From a9603ec44c84f5936f5cb39144a5d2ab739f8363 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 3 May 2022 21:39:05 +0200
Subject: [PATCH 0001/1010] First version, not working.

---
 CMakeLists.txt                                |  29 +-
 include/plssvm/backends/OpenMP/csvm.hpp       |   7 +-
 include/plssvm/constants.hpp                  |   2 +
 include/plssvm/core.hpp                       |   8 +-
 include/plssvm/csvm.hpp                       | 188 ++++++++-
 include/plssvm/csvm_factory.hpp               |   2 +-
 include/plssvm/data_set.hpp                   |  89 ++++
 include/plssvm/detail/io/arff_parsing.hpp     |  38 ++
 .../plssvm/detail/{ => io}/file_reader.hpp    |   3 +-
 include/plssvm/detail/io/libsvm_parsing.hpp   |  35 ++
 include/plssvm/detail/string_conversion.hpp   |   2 +
 include/plssvm/file_format_types.hpp          |  28 ++
 include/plssvm/parameter.hpp                  | 164 --------
 include/plssvm/parameter_predict.hpp          |  36 +-
 include/plssvm/parameter_train.hpp            |  34 +-
 src/main_train.cpp                            |  35 +-
 src/plssvm/csvm.cpp                           |   4 +-
 src/plssvm/data_set.cpp                       | 253 +++++++++++
 src/plssvm/detail/io/arff_parsing.cpp         | 214 ++++++++++
 src/plssvm/detail/{ => io}/file_reader.cpp    |   4 +-
 src/plssvm/detail/io/libsvm_parsing.cpp       | 259 ++++++++++++
 src/plssvm/file_format_types.cpp              |  37 ++
 src/plssvm/parameter.cpp                      | 392 +-----------------
 src/plssvm/parameter_predict.cpp              |  50 ++-
 src/plssvm/parameter_train.cpp                |  45 +-
 utility_scripts/generate_data.py              |   5 +-
 26 files changed, 1322 insertions(+), 641 deletions(-)
 create mode 100644 include/plssvm/data_set.hpp
 create mode 100644 include/plssvm/detail/io/arff_parsing.hpp
 rename include/plssvm/detail/{ => io}/file_reader.hpp (98%)
 create mode 100644 include/plssvm/detail/io/libsvm_parsing.hpp
 create mode 100644 include/plssvm/file_format_types.hpp
 create mode 100644 src/plssvm/data_set.cpp
 create mode 100644 src/plssvm/detail/io/arff_parsing.cpp
 rename src/plssvm/detail/{ => io}/file_reader.cpp (98%)
 create mode 100644 src/plssvm/detail/io/libsvm_parsing.cpp
 create mode 100644 src/plssvm/file_format_types.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 182167dd6..e467b0b5f 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -28,7 +28,6 @@ configure_file(
 ## set base sources
 set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/file_reader.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
@@ -42,6 +41,12 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
+
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/data_set.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/libsvm_parsing.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/arff_parsing.cpp
 )
 
 ## create base library: linked against all backend libraries
@@ -174,6 +179,28 @@ endif()
 set_property(TARGET ${PLSSVM_BASE_LIBRARY_NAME} PROPERTY POSITION_INDEPENDENT_CODE ON)
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 
+## try finding NamedType
+find_package(NamedType QUIET)
+if(NamedType_FOUND)
+    message(STATUS "Found package NamedType.")
+else()
+    message(STATUS "Couldn't find package NamedType. Building from source ...")
+    # fetch command line parser library NamedType
+    FetchContent_Declare(NamedType
+            GIT_REPOSITORY          https://github.com/joboccara/NamedType.git
+            GIT_TAG                 master
+            GIT_SHALLOW             TRUE
+
+            set(ENABLE_TEST OFF CACHE BOOL "" FORCE)
+            )
+    FetchContent_MakeAvailable(NamedType)
+    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} NamedType)
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+            $<BUILD_INTERFACE:${NamedType_SOURCE_DIR}/include>
+            $<INSTALL_INTERFACE:include>
+            )
+endif()
+
 
 ########################################################################################################################
 ##                                                 create executables                                                 ##
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 163290a6c..423f284c1 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -12,14 +12,15 @@
 #pragma once
 
 #include "plssvm/csvm.hpp"  // plssvm::csvm
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
 #include <vector>  // std::vector
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
+// forward declare parameter class TODO
+//template <typename T>
+//class parameter;
 
 namespace openmp {
 
diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index c1411679b..31de22b4d 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -13,6 +13,8 @@
 
 namespace plssvm {
 
+inline bool verbose = true;
+
 /// Integer type used inside kernels.
 using kernel_index_type = int;
 
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index a50920b32..0bb1ff586 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -14,9 +14,10 @@
 #include "plssvm/csvm.hpp"
 #include "plssvm/csvm_factory.hpp"
 
+#include "plssvm/constants.hpp"
 #include "plssvm/parameter.hpp"
-#include "plssvm/parameter_predict.hpp"
 #include "plssvm/parameter_train.hpp"
+#include "plssvm/parameter_predict.hpp"
 
 #include "plssvm/backend_types.hpp"
 #include "plssvm/kernel_types.hpp"
@@ -28,6 +29,9 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
+
+#include "plssvm/data_set.hpp"
+
 /// The main namespace containing all public API functions.
 namespace plssvm {}
 
@@ -37,6 +41,8 @@ namespace plssvm::version {}
 /// Namespace containing implementation details. **Should not** directly be used by users.
 namespace plssvm::detail {}
 
+namespace plssvm::detail::io {}
+
 /// Namespace containing operator overloads for [std::vector](https://en.cppreference.com/w/cpp/container/vector) and other mathematical functions on vectors.
 namespace plssvm::operators {}
 
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 267743d04..30df4a6af 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,6 +13,7 @@
 
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+#include "parameter.hpp"                // plssvm::parameter
 
 #include <cstddef>      // std::size_t
 #include <memory>       // std::shared_ptr
@@ -20,11 +21,22 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
+#include "NamedType/named_type.hpp"
+#include <iostream>
+#include <memory>
+#include <optional>
+#include <functional>
+#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+
 namespace plssvm {
 
-// forward declare class
-template <typename T>
-class parameter;
+// forward declare class TODO
+//template <typename T>
+//class parameter;
 
 /**
  * @brief Base class for all C-SVM backends.
@@ -280,4 +292,174 @@ class csvm {
 extern template class csvm<float>;
 extern template class csvm<double>;
 
+namespace new_ {
+
+inline bool print_info = true;
+
+enum class file_format_type {
+    libsvm,
+    arff
+};
+
+template <typename T>
+class parameter {
+  public:
+    using real_type = T;
+
+    parameter() = default;
+
+    kernel_type kernel = kernel_type::linear;
+    int degree = 3;
+    real_type gamma = real_type{ 0.0 };
+    real_type coef0 = real_type{ 0.0 };
+    real_type cost = real_type{ 1.0 };
+    real_type epsilon = static_cast<real_type>(0.001);
+    backend_type backend = backend_type::automatic;
+    target_platform target = target_platform::automatic;
+
+    ::plssvm::sycl_generic::kernel_invocation_type sycl_kernel_invocation_type = ::plssvm::sycl_generic::kernel_invocation_type::automatic;
+    ::plssvm::sycl_generic::implementation_type sycl_implementation_type = ::plssvm::sycl_generic::implementation_type::automatic;
+};
+
+template <typename T>
+class data_set {
+    using data_matrix_type = std::vector<std::vector<T>>;
+    using label_vector_type = std::vector<int>;
+
+  public:
+    using real_type = T;
+    using label_type = int;
+    using size_type = std::size_t;
+
+    explicit data_set(const std::string& filename);
+
+    explicit data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) } {
+        if (X_ptr_->empty()) {
+            throw std::runtime_error("empty matrix"); // TODO: correct exception
+        }
+    }
+    data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
+        // TODO: exception?? if size != size
+    }
+    // save the data set in the given format
+    void save_data_set(const std::string& filename, file_format_type format);
+
+    // scale data features to be in range [lower, upper]
+    void scale(real_type lower, real_type upper);
+
+    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
+    [[nodiscard]] std::optional<std::reference_wrapper<const label_type>> labels() const noexcept {
+        return this->has_labels() ? *y_ptr_ : std::nullopt;
+    }
+    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+
+    [[nodiscard]] size_type num_data_points() const noexcept { return X_ptr_->size(); }
+    [[nodiscard]] size_type num_features() const noexcept { return X_ptr_->front().size(); }
+
+  private:
+    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
+    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
+};
+
+template <typename T>
+class csvm_model {
+    using alpha_vector_type = std::vector<T>;
+
+  public:
+    using real_type = T;
+
+    // read model from file
+    explicit csvm_model(const std::string& filename);
+
+    // save model to file
+    void save_model(const std::string& filename);
+
+    // predict labels of the data_set
+    std::vector<typename data_set<real_type>::label_type> predict(const data_set<real_type> &data);
+    // predict LS-SVM values of the data_set
+    std::vector<real_type> predict_values(const data_set<real_type> &data);
+
+    // calculate the accuracy of the model
+    real_type score();
+    // calculate the accuracy of the data_set
+    real_type score(const data_set<real_type> &data);
+
+  private:
+    csvm_model(parameter<real_type> params, data_set<real_type> data) : params_{ std::move(params) }, data_{ std::move(data) }, alphas_{ std::make_shared<alpha_vector_type>() } {}
+
+    parameter<real_type> params_;
+    data_set<real_type> data_;
+
+    std::shared_ptr<alpha_vector_type> alphas_;
+    real_type rho_{ 0.0 };
+};
+
+template <typename T>
+class csvm {
+    friend csvm_model<T>;
+  public:
+    using real_type = T;
+
+    // create new SVM with the given parameters
+    explicit csvm(parameter<real_type> params) : params_{ std::move(params) } {}
+    csvm(real_type cost, target_platform target) : params_{} {
+        params_.kernel = kernel_type::linear;
+        params_.cost = cost;
+        params_.backend = backend_type::openmp;
+        params_.target = target;
+    }
+    csvm(int degree, real_type gamma, real_type coef0, real_type cost, target_platform target) : params_{} {
+        params_.kernel = kernel_type::polynomial;
+        params_.degree = degree;
+        params_.gamma = gamma;
+        params_.coef0 = coef0;
+        params_.cost = cost;
+        params_.backend = backend_type::openmp;
+        params_.target = target;
+    }
+    csvm(real_type gamma, real_type cost, target_platform target) : params_{} {
+        params_.kernel = kernel_type::rbf;
+        params_.gamma = gamma;
+        params_.cost = cost;
+        params_.backend = backend_type::openmp;
+        params_.target = target;
+    }
+
+    // learn model with default eps and iter values
+    csvm_model<real_type> fit(const data_set<real_type> &data) {
+        // TODO: implement
+        params_.epsilon = parameter<real_type>{}.epsilon;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model until eps is reached
+    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps) {
+        // TODO: implement
+        params_.epsilon = eps;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model using exact iter CG iterations
+    csvm_model<real_type> fit(const data_set<real_type> &data, std::size_t iter) {
+        // TODO: implement
+        params_.epsilon = parameter<real_type>{}.epsilon;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model until eps is reached OR iter CG iterations are reached
+    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps, std::size_t iter) {
+        // TODO: implement
+        params_.epsilon = eps;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model until accuracy for test data set is reached
+    csvm_model<real_type> fit(const data_set<real_type> &data_train, const data_set<real_type> &data_test, real_type accuracy) {
+        // TODO: implement
+        params_.epsilon = parameter<real_type>{}.epsilon;
+        return csvm_model<real_type>(params_, data_train);
+    }
+
+  private:
+    parameter<real_type> params_;
+};
+
+}
+
 }  // namespace plssvm
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 4a9c713eb..a160b9dc1 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -14,7 +14,7 @@
 #include "plssvm/backend_types.hpp"          // plssvm::backend
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "parameter.hpp"                     // plssvm::parameter
 
 #include <memory>  // std::unique_ptr, std::make_unique
 
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
new file mode 100644
index 000000000..908450eb8
--- /dev/null
+++ b/include/plssvm/data_set.hpp
@@ -0,0 +1,89 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a data set class encapsulating all data points and potential features.
+ */
+
+#pragma once
+
+#include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
+
+#include <cstddef>      // std::size_t
+#include <functional>   // std::reference_wrapper, std::cref
+#include <memory>       // std::shared_ptr
+#include <optional>     // std::optional, std::make_optional, std::nullopt
+#include <string>       // std::string
+#include <vector>       // std::vector
+
+#include <variant>      // std::variant
+
+namespace plssvm {
+
+template <typename T>
+class data_set {
+    using data_matrix_type = std::vector<std::vector<T>>;
+    using label_vector_type = std::vector<T>;
+
+    std::map<T, std::string> mapping_;
+
+  public:
+    using real_type = T;
+    using label_type = T;
+    using size_type = std::size_t;
+
+    data_set();
+
+    explicit data_set(const std::string& filename);
+    data_set(const std::string& filename, file_format_type format);
+
+    explicit data_set(data_matrix_type &&X);
+    data_set(data_matrix_type &&X, std::vector<real_type> &&y);
+
+    data_set(data_matrix_type &&X, std::vector<int> &&x);
+    data_set(data_matrix_type &&X, std::vector<std::string> &&x);
+
+
+    // save the data set in the given format
+    void save_data_set(const std::string& filename, file_format_type format) const;
+
+    // scale data features to be in range [-1, +1]
+    void scale();
+    // scale data features to be in range [lower, upper]
+    void scale(real_type lower, real_type upper);
+
+    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
+    [[nodiscard]] std::optional<std::reference_wrapper<const label_vector_type>> labels() const noexcept {
+        if (this->has_labels()) {
+            return std::make_optional(std::cref(*y_ptr_));
+        } else {
+            return std::nullopt;
+        }
+    }
+    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+
+    [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
+    [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
+
+  private:
+    void write_libsvm_file(const std::string& filename) const;
+    void write_arff_file(const std::string& filename) const;
+    void read_file(const std::string& filename, file_format_type format);
+    void read_libsvm_file(const std::string& filename);
+    void read_arff_file(const std::string& filename);
+
+    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
+    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
+
+    size_type num_data_points_{ 0 };
+    size_type num_features_{ 0 };
+};
+
+extern template class data_set<float>;
+extern template class data_set<double>;
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
new file mode 100644
index 000000000..9fa12f90c
--- /dev/null
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -0,0 +1,38 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements parsing functions for the ARFF file format.
+ */
+
+#pragma once
+
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+
+#include "fmt/os.h"  // fmt::ostream
+
+#include <cstddef>  // std::size_t
+#include <memory>   // std::shared_ptr
+#include <tuple>    // std::tuple
+#include <vector>   // std::vector
+
+namespace plssvm::detail::io {
+
+std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader);
+
+template <typename real_type>
+void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+void write_arff_header(fmt::ostream &out, std::size_t num_features, bool has_labels);
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
similarity index 98%
rename from include/plssvm/detail/file_reader.hpp
rename to include/plssvm/detail/io/file_reader.hpp
index 43d85e9cd..c01a9c34b 100644
--- a/include/plssvm/detail/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -9,6 +9,7 @@
  * @brief Implements a file reader class responsible for reading the input file and parsing it into lines.
  */
 
+// TODO: move to io
 #pragma once
 
 // check if memory mapping can be supported
@@ -20,7 +21,7 @@
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
-namespace plssvm::detail {
+namespace plssvm::detail::io {
 
 /**
  * @brief The plssvm::detail::file_reader class is responsible for reading a file and splitting it into its lines.
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
new file mode 100644
index 000000000..dd85f32ed
--- /dev/null
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -0,0 +1,35 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements parsing functions for the LIBSVM file format.
+ */
+
+#pragma once
+
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::file_reader
+
+#include "fmt/os.h"  // fmt::ostream
+
+#include <cstddef>  // std::size_t
+#include <memory>   // std::shared_ptr
+#include <vector>   // std::vector
+
+namespace plssvm::detail::io {
+
+std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start);
+
+template <typename real_type>
+bool read_libsvm_data(file_reader &reader, std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 6a673ba02..798b56b0c 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a conversion function from a string to an arithmetic type.
  */
 
+#pragma once
+
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/string_utility.hpp"        // plssvm::detail::trim_left
 #include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
diff --git a/include/plssvm/file_format_types.hpp b/include/plssvm/file_format_types.hpp
new file mode 100644
index 000000000..106b232ec
--- /dev/null
+++ b/include/plssvm/file_format_types.hpp
@@ -0,0 +1,28 @@
+#pragma once
+
+#include <iosfwd>  // forward declare std::ostream and std::istream
+
+namespace plssvm {
+
+enum class file_format_type {
+    libsvm,
+    arff
+};
+
+/**
+ * @brief Output the @p format to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the format type to
+ * @param[in] format the file format type
+ * @return the output-stream
+ */
+std::ostream &operator<<(std::ostream &out, file_format_type format);
+
+/**
+ * @brief Use the input-stream @p in to initialize the @p format type.
+ * @param[in,out] in input-stream to extract the format type from
+ * @param[in] format the file format type
+ * @return the input-stream
+ */
+std::istream &operator>>(std::istream &in, file_format_type &format);
+
+}
\ No newline at end of file
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 542a159a3..3a8a1a16d 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -47,137 +47,6 @@ class parameter {
      */
     virtual ~parameter() = default;
 
-    /**
-     * @brief Parse a file in the [LIBSVM sparse file format](https://www.csie.ntu.edu.tw/~cjlin/libsvm/faq.html#f303).
-     * @details The sparse LIBSVM file format saves each data point with its respective class as follows:
-     * @code
-     * <label> <index1>:<value1> <index2>:<value2> ... <indexN>:<valueN>
-     * @endcode
-     * Only non-empty lines that don't start with `#` (= optional comments) are parsed.
-     *
-     * An example LIBSVM file could look as follows:
-     * @code
-     * # this is a comment
-     *  1 1:1.29801019287324655 2:0.51687296029754564
-     * -1 1:1.01405596624706053
-     * -1 1:0.60276937379453293 3:-0.13086851759108944
-     * -1 2:0.298499933047586044 # this is also a comment
-     * @endcode
-     *
-     * Be aware that the parsed output is **always** in a dense format. The above file for example will be parsed to a
-     * @code
-     * std::vector<std::vector<real_type>> data = {
-     *   { 1.29801019287324655, 0.51687296029754564, 0.0 },
-     *   { 1.01405596624706053, 0.0, 0.0 },
-     *   { 0.60276937379453293, 0.0, -0.13086851759108944 },
-     *   { 0.0, 0.298499933047586044, 0.0 }
-     * }
-     * @endcode
-     *
-     * If possible, uses a memory mapped file internally to speed up the file parsing.
-     * @param[in] filename name of the LIBSVM file to parse
-     * @param[in] data_ptr_ref the underlying matrix to save the parsed values to
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, a file not using the LIBSVM file format, ...)
-     */
-    void parse_libsvm_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref);
-    /**
-     * @brief Parse a file in the [arff file format](https://www.cs.waikato.ac.nz/ml/weka/arff.html).
-     * @details The arff file format saves each data point with its respective class as follows:
-     * @code
-     * <value1>,<value2>,...,<valueN>,<label>
-     * @endcode
-     * Additionally, the sparse arff file format (or a mix of both) is also supported:
-     * @code
-     * {<index1> <value1>, <index2> <value2>, <label>}
-     * @endcode
-     * Only non-empty lines that don't start with `%` (= optional comments) are parsed.
-     *
-     * An example arff file could look as follows:
-     * @code
-     * % Title
-     * % comments
-     * @RELATION name
-     * @ATTRIBUTE first    NUMERIC
-     * @ATTRIBUTE second   numeric
-     * @ATTRIBUTE third    Numeric
-     * @ATTRIBUTE fourth   NUMERIC
-     * @ATTRIBUTE class    NUMERIC
-     *
-     * @DATA
-     * -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
-     * -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
-     * {1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}
-     * {0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514, 4 -1}
-     * @endcode
-     * The necessary arff header values must be present and the type of the `@ATTRIBUTE` tags must be `NUMERIC`.
-     *
-     * Be aware that the parsed output is **always** in a dense format. The above file for example will be parsed to a
-     * @code
-     * std::vector<std::vector<real_type>> data = {
-     *   { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-     *   { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-     *   { 0.0, 0.60276937379453293, -0.13086851759108944, 0.0 },
-     *   { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 }
-     * }
-     * @endcode
-     *
-     * If possible, uses a memory mapped file internally to speed up the file parsing.
-     * @param[in] filename name of the arff file to parse
-     * @param[in] data_ptr_ref the underlying matrix to save the parsed values to
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, invalid arff header, ...)
-     */
-    void parse_arff_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref);
-    /**
-     * @brief Parse a model file in the [LIBSVM model file format](https://www.csie.ntu.edu.tw/~cjlin/libsvm/faq.html#f402).
-     * @details An example LIBSVM file could look as follows:
-     * @code
-     * svm_type c_svc
-     * kernel_type linear
-     * nr_class 2
-     * total_sv 5
-     * rho 0.37330625882191915
-     * label 1 -1
-     * nr_sv 2 3
-     * SV
-     * -0.17609610490769723 0:-1.117828e+00 1:-2.908719e+00 2:6.663834e-01 3:1.097883e+00
-     * 0.8838187731213127 0:-5.282118e-01 1:-3.358810e-01 2:5.168730e-01 3:5.460446e-01
-     * -0.47971257671001616 0:-2.098121e-01 1:6.027694e-01 2:-1.308685e-01 3:1.080525e-01
-     * 0.0034556484621847128 0:1.884940e+00 1:1.005186e+00 2:2.984999e-01 3:1.646463e+00
-     * -0.23146573996578407 0:5.765022e-01 1:1.014056e+00 2:1.300943e-01 3:7.261914e-01
-     * @endcode
-     * @param[in] filename the model file to parse
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, invalid LIBSVM model file header, ...)
-     */
-    void parse_model_file(const std::string &filename);
-    /**
-     * @brief Parse the given file. If the file is in the arff format (has the `.arff` extension), the arff parser is used, otherwise the LIBSVM parser is used.
-     * @param[in] filename name of the file to parse
-     * @param[in] data_ptr_ref the underlying matrix to save the parsed values to
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, ...)
-     */
-    void parse_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref);
-
-    /**
-     * @brief Parse the given file as training data. If the file is in the arff format (has the `.arff` extension), the arff parser is used, otherwise the LIBSVM parser is used.
-     * @details Saves the data to the member variable #data_ptr.
-     * @param[in] filename name of the file to parse
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, ...)
-     */
-    void parse_train_file(const std::string &filename);
-    /**
-     * @brief Parse the given file as test data. If the file is in the arff format (has the `.arff` extension), the arff parser is used, otherwise the LIBSVM parser is used.
-     * @details Saves the data to the member variable #test_data_ptr.
-     * @param[in] filename name of the file to parse
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, ...)
-     */
-    void parse_test_file(const std::string &filename);
-
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
     kernel_type kernel = kernel_type::linear;
     /// The degree parameter used in the polynomial kernel function.
@@ -190,8 +59,6 @@ class parameter {
     real_type cost = real_type{ 1.0 };
     /// The error tolerance parameter for the CG algorithm.
     real_type epsilon = static_cast<real_type>(0.001);
-    /// If `true` additional information (e.g. timings) will be printed during execution.
-    bool print_info = true;
     /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
     backend_type backend = backend_type::automatic;
     /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
@@ -201,37 +68,6 @@ class parameter {
     sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
     /// The SYCL implementation to use with --backend=sycl.
     sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string model_filename{};
-    /// The name of the file to write the prediction to.
-    std::string predict_filename{};
-
-    /// The data used the train the SVM.
-    std::shared_ptr<const std::vector<std::vector<real_type>>> data_ptr{};
-    /// The labels associated with each data point.
-    std::shared_ptr<const std::vector<real_type>> value_ptr{};
-    /// The weights associated with each data point after training.
-    std::shared_ptr<const std::vector<real_type>> alpha_ptr{};
-    /// The test data to predict.
-    std::shared_ptr<const std::vector<std::vector<real_type>>> test_data_ptr{};
-
-    /// The rho value of the calculated/read model.
-    real_type rho = real_type{ 0.0 };
-
-  protected:
-    /**
-     * @brief Generate a model filename based on the name of the input file.
-     * @return `${input_filename}.model` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string model_name_from_input();
-    /**
-     * @brief Generate a predict filename based on the name of the input file.
-     * @return `${input_filename}.predict` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string predict_name_from_input();
 };
 
 extern template class parameter<float>;
diff --git a/include/plssvm/parameter_predict.hpp b/include/plssvm/parameter_predict.hpp
index e261c4538..3e42698c8 100644
--- a/include/plssvm/parameter_predict.hpp
+++ b/include/plssvm/parameter_predict.hpp
@@ -34,42 +34,40 @@ class parameter_predict : public parameter<T> {
     using base_type::epsilon;
     using base_type::gamma;
     using base_type::kernel;
-    using base_type::print_info;
     using base_type::sycl_implementation_type;
     using base_type::target;
 
-    using base_type::input_filename;
-    using base_type::model_filename;
-    using base_type::predict_filename;
-
-    using base_type::alpha_ptr;
-    using base_type::data_ptr;
-    using base_type::test_data_ptr;
-    using base_type::value_ptr;
-
-    using base_type::rho;
     /**
      * @brief Default construct all parameters for prediction.
      */
     parameter_predict() = default;
 
-    /**
-     * @brief Set all predict parameters to their default values and parse the given model and test file.
-     * @details Sets the predict_filename to `${input_filename}.predict`.
-     * @param[in] input_filename the name of the test data file
-     * @param[in] model_filename the name of the model file
-     */
-    explicit parameter_predict(std::string input_filename, std::string model_filename);
-
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly. Parse the given model and test file.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
     parameter_predict(int argc, char **argv);
+
+    /// The name of the data/test file to parse.
+    std::string input_filename{};
+    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+    std::string model_filename{};
+    /// The name of the file to write the prediction to.
+    std::string predict_filename{};
+
+  private:
+    /**
+     * @brief Generate a predict filename based on the name of the input file.
+     * @return `${input_filename}.predict` (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::string predict_name_from_input();
 };
 
 extern template class parameter_predict<float>;
 extern template class parameter_predict<double>;
 
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
+
 }  // namespace plssvm
diff --git a/include/plssvm/parameter_train.hpp b/include/plssvm/parameter_train.hpp
index 597b5ce25..c3c7c95c9 100644
--- a/include/plssvm/parameter_train.hpp
+++ b/include/plssvm/parameter_train.hpp
@@ -34,43 +34,39 @@ class parameter_train : public parameter<T> {
     using base_type::epsilon;
     using base_type::gamma;
     using base_type::kernel;
-    using base_type::print_info;
     using base_type::target;
     using base_type::sycl_kernel_invocation_type;
     using base_type::sycl_implementation_type;
 
-    using base_type::input_filename;
-    using base_type::model_filename;
-    using base_type::predict_filename;
-
-    using base_type::alpha_ptr;
-    using base_type::data_ptr;
-    using base_type::test_data_ptr;
-    using base_type::value_ptr;
-
-    using base_type::rho;
-
     /**
      * @brief Default construct all training parameters.
      */
     parameter_train() = default;
 
-    /**
-     * @brief Set all training parameters to their default values and parse the data file.
-     * @details Sets the model_filename to `${input_filename}.model`.
-     * @param[in] input_filename the name of the data file
-     */
-    explicit parameter_train(std::string input_filename);
-
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
     parameter_train(int argc, char **argv);
+
+    /// The name of the data/test file to parse.
+    std::string input_filename{};
+    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+    std::string model_filename{};
+
+  private:
+    /**
+     * @brief Generate a model filename based on the name of the input file.
+     * @return `${input_filename}.model` (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::string model_name_from_input();
 };
 
 extern template class parameter_train<float>;
 extern template class parameter_train<double>;
 
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
+
 }  // namespace plssvm
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 541a5e786..732477aca 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -45,7 +45,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (params.print_info) {
+        if (plssvm::verbose) {
             fmt::print("\n");
             fmt::print("task: training\n");
             fmt::print("kernel type: {} -> ", params.kernel);
@@ -71,6 +71,9 @@ int main(int argc, char *argv[]) {
             fmt::print("\n");
         }
 
+        // create data set
+        plssvm::data_set<real_type> data{ params.input_filename };
+
         // create SVM
         auto svm = plssvm::make_csvm(params);
 
@@ -80,6 +83,36 @@ int main(int argc, char *argv[]) {
         // save model file
         svm->write_model(params.model_filename);
 
+//        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
+//        for (const auto& row : matrix) {
+//            for (const auto& col : row) {
+//                std::cout << col << ' ';
+//            }
+//            std::cout << std::endl;
+//        }
+//        std::cout << std::endl;
+//
+//        plssvm::data_set<double> data{ std::move(matrix) };
+//        data.scale(-2, +2);
+//
+//        for (const auto& row : data.data()) {
+//            for (const auto& col : row) {
+//                std::cout << col << ' ';
+//            }
+//            std::cout << std::endl;
+//        }
+//
+//        data.save_data_set("data.libsvm", plssvm::file_format_type::libsvm);
+////        data.save_data_set("data.arff", plssvm::file_format_type::arff);
+//
+//        plssvm::data_set<double> data2{"../data/data.libsvm"};
+////        for (const auto& row : data2.data()) {
+////            for (const auto& col : row) {
+////                std::cout << col << ' ';
+////            }
+////            std::cout << std::endl;
+////        }
+
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
diff --git a/src/plssvm/csvm.cpp b/src/plssvm/csvm.cpp
index 6daa59292..a00325192 100644
--- a/src/plssvm/csvm.cpp
+++ b/src/plssvm/csvm.cpp
@@ -15,6 +15,8 @@
 #include "plssvm/kernel_types.hpp"           // plssvm::kernel_type, plssvm::kernel_function
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 
+#include "plssvm/constants.hpp"
+
 #include "fmt/chrono.h"   // format std::chrono
 #include "fmt/compile.h"  // FMT_COMPILE
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -39,7 +41,7 @@ namespace plssvm {
 
 template <typename T>
 csvm<T>::csvm(const parameter<T> &params) :
-    target_{ params.target }, kernel_{ params.kernel }, degree_{ params.degree }, gamma_{ params.gamma }, coef0_{ params.coef0 }, cost_{ params.cost }, epsilon_{ params.epsilon }, print_info_{ params.print_info }, data_ptr_{ params.data_ptr }, value_ptr_{ params.value_ptr }, alpha_ptr_{ params.alpha_ptr }, bias_{ -params.rho } {
+    target_{ params.target }, kernel_{ params.kernel }, degree_{ params.degree }, gamma_{ params.gamma }, coef0_{ params.coef0 }, cost_{ params.cost }, epsilon_{ params.epsilon }, print_info_{ plssvm::verbose }, data_ptr_{ nullptr }, value_ptr_{ nullptr }, alpha_ptr_{ nullptr }, bias_{ -0.0 } {
     if (data_ptr_ == nullptr) {
         throw exception{ "No data points provided!" };
     } else if (data_ptr_->empty()) {
diff --git a/src/plssvm/data_set.cpp b/src/plssvm/data_set.cpp
new file mode 100644
index 000000000..52159d86f
--- /dev/null
+++ b/src/plssvm/data_set.cpp
@@ -0,0 +1,253 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/data_set.hpp"
+
+#include "plssvm/constants.hpp"                 // plssvm::verbose
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
+#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
+
+#include "fmt/core.h"    // fmt::format, fmt::print
+#include "fmt/chrono.h"  // directly output std::chrono times via fmt
+#include "fmt/os.h"      // fmt::ostream
+#include "fmt/ostream.h" // directly output objects with operator<< overload via fmt
+
+#include <algorithm>  // std::all_of, std::max, std::min
+#include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
+#include <limits>     // std::numeric_limits
+#include <memory>     // std::shared_ptr, std::make_shared
+#include <string>     // std::string
+#include <tuple>      // std::tie
+#include <utility>    // std::move
+#include <vector>     // std::vector
+
+
+namespace plssvm {
+
+template <typename T>
+data_set<T>::data_set() : X_ptr_{ std::make_shared<data_matrix_type>() }, y_ptr_{ nullptr }, num_data_points_{ 0 }, num_features_{ 0 } { }
+
+template <typename T>
+data_set<T>::data_set(const std::string& filename) {
+    this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
+}
+
+template <typename T>
+data_set<T>::data_set(const std::string &filename, const file_format_type format) {
+    this->read_file(filename, format);
+}
+
+template <typename T>
+data_set<T>::data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ nullptr } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    }
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+}
+
+template <typename T>
+data_set<T>::data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    } else if (X_ptr_->size() != y_ptr_->size()) {
+        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", y_ptr_->size(), X_ptr_->size()) };
+    }
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+}
+
+template <typename T>
+void data_set<T>::save_data_set(const std::string &filename, const file_format_type format) const {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // save the data set
+    switch (format) {
+        case file_format_type::libsvm:
+            this->write_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            this->write_arff_file(filename);
+            break;
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} data points with {} features in {} to the {} file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+template <typename T>
+void data_set<T>::scale() {
+    this->scale(-1, +1);
+}
+
+template <typename T>
+void data_set<T>::scale(const real_type lower, const real_type upper) {
+    if (lower >= upper) {
+        throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
+    }
+
+    real_type min_entry = std::numeric_limits<real_type>::max();
+    real_type max_entry = std::numeric_limits<real_type>::lowest();
+
+    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
+            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
+        }
+    }
+
+    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
+        }
+    }
+}
+
+
+/******************************************************************************
+ *                                   PRIVATE                                  *
+ ******************************************************************************/
+
+
+template <typename T>
+void data_set<T>::write_libsvm_file(const std::string& filename) const {
+    auto out = fmt::output_file(filename);
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_libsvm_data(out, X_ptr_, y_ptr_);
+    } else {
+        detail::io::write_libsvm_data(out, X_ptr_);
+    }
+}
+
+template <typename T>
+void data_set<T>::write_arff_file(const std::string &filename) const {
+    auto out = fmt::output_file(filename);
+
+    // write header information
+    detail::io::write_arff_header(out, num_features_, this->has_labels());
+
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
+    } else {
+        detail::io::write_arff_data(out, X_ptr_);
+    }
+}
+
+template <typename T>
+void data_set<T>::read_file(const std::string &filename, file_format_type format) {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // parse the given file
+    switch (format) {
+        case file_format_type::libsvm:
+            read_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            read_arff_file(filename);
+            break;
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+template <typename T>
+void data_set<T>::read_libsvm_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '#' };
+
+    // parse sizes
+    num_data_points_ = f.num_lines();
+    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
+
+    X_ptr_ = std::make_shared<data_matrix_type>(num_data_points_, std::vector<real_type>(num_features_));
+    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
+
+    // parse file
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, y_ptr_);
+
+    // gamma?
+    // TODO:
+
+    // convert label values to -1/+1
+    if (has_label) {
+        // only if labels are present
+        #pragma omp parallel for default(none) shared(y_ptr_)
+        for (size_type i = 0; i < num_data_points_; ++i) {
+            (*y_ptr_)[i] = operators::sign((*y_ptr_)[i]);
+        }
+    } else {
+        y_ptr_ = nullptr;
+    }
+}
+
+template <typename T>
+void data_set<T>::read_arff_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '%' };
+
+    // parse arff header, structured binding
+    size_type header = 0;
+    size_type max_size = 0;
+    bool has_label = false;
+    std::tie(header, max_size, has_label) = detail::io::read_arff_header(f);
+
+    num_data_points_ = f.num_lines() - (header + 1);
+    num_features_ = has_label ? max_size - 1 : max_size;
+
+    X_ptr_ = std::make_shared<data_matrix_type>(num_features_, std::vector<real_type>(num_features_));
+    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
+
+    // parse file
+    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, y_ptr_);
+
+    // update gamma
+    // TODO:
+
+    // update shared pointer
+    if (!has_label) {
+        y_ptr_ = nullptr;
+    }
+}
+
+// explicitly instantiate template class
+template class data_set<float>;
+template class data_set<double>;
+
+}
\ No newline at end of file
diff --git a/src/plssvm/detail/io/arff_parsing.cpp b/src/plssvm/detail/io/arff_parsing.cpp
new file mode 100644
index 000000000..11868d10c
--- /dev/null
+++ b/src/plssvm/detail/io/arff_parsing.cpp
@@ -0,0 +1,214 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/io/arff_parsing.hpp"
+
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
+
+#include "fmt/format.h"  // fmt::format, fmt::join
+#include "fmt/os.h"      // fmt::ostream
+
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+    std::size_t num_features = 0;
+    bool has_label = false;
+
+    // parse arff header
+    std::size_t header_line = 0;
+    for (; header_line < reader.num_lines(); ++header_line) {
+        std::string line{ reader.line(header_line) };
+        detail::to_upper_case(line);
+        if (detail::starts_with(line, "@RELATION")) {
+            // ignore relation
+            continue;
+        } else if (detail::starts_with(line, "@ATTRIBUTE")) {
+            if (line.find("NUMERIC") == std::string::npos) {
+                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
+            }
+            if (has_label) {
+                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
+            } else if (line.find("CLASS") != std::string::npos) {
+                has_label = true;
+            }
+            // add a feature
+            ++num_features;
+        } else if (detail::starts_with(line, "@DATA")) {
+            // finished reading header -> start parsing data
+            break;
+        }
+    }
+
+    // perform additional checks
+    if (num_features == 0) {
+        // no @ATTRIBUTE fields
+        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
+    } else if (header_line + 1 >= reader.num_lines()) {
+        // no data points provided
+        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
+    }
+
+    return std::make_tuple(header_line, num_features, has_label);
+}
+
+template <typename real_type>
+void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+    {
+        #pragma omp for
+        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + header + 1);
+                //
+                if (detail::starts_with(line, '@')) {
+                    // read @ inside data section
+                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
+                }
+
+                // parse sparse or dense data point definition
+                if (detail::starts_with(line, '{')) {
+                    // missing closing }
+                    if (!detail::ends_with(line, '}')) {
+                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
+                    }
+                    // sparse line
+                    bool is_class_set = false;
+                    std::string_view::size_type pos = 1;
+                    while (true) {
+                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
+                        // no further data points
+                        if (next_pos == std::string_view::npos) {
+                            break;
+                        }
+
+                        // get index
+                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        if (index >= max_size) {
+                            // index too big for specified number of features
+                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
+                        }
+                        pos = next_pos + 1;
+
+                        // get value
+                        next_pos = line.find_first_of(",}", pos);
+
+                        // write parsed value depending on the index
+                        if (index == max_size - 1 && has_label) {
+                            is_class_set = true;
+                            (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
+                        } else {
+                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        }
+
+                        // remove already processes part of the line
+                        line.remove_prefix(next_pos + 1);
+                        line = detail::trim_left(line);
+                        pos = 0;
+                    }
+                    // no class label found
+                    if (!is_class_set && has_label) {
+                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
+                    }
+                } else {
+                    // dense line
+                    std::string_view::size_type pos = 0;
+                    std::string_view::size_type next_pos = 0;
+                    for (std::size_t j = 0; j < max_size - 1; ++j) {
+                        next_pos = line.find_first_of(',', pos);
+                        if (next_pos == std::string_view::npos) {
+                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
+                        }
+                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        pos = next_pos + 1;
+                    }
+                    // write last number to the correct vector (based on the fact whether labels are present or not)
+                    if (has_label) {
+                        (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
+                    } else {
+                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                    }
+                    // check whether superfluous data points are left
+                    next_pos = line.find_first_of(',', pos);
+                    if (next_pos != std::string_view::npos) {
+                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
+                    }
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+}
+
+template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
+template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
+
+void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
+    for (std::size_t i = 0; i < num_features; ++i) {
+        out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
+    }
+    if (has_labels) {
+        out.print("@ATTRIBUTE class NUMERIC\n\n");
+    }
+    out.print("@DATA\n");
+}
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output with label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
+    }
+}
+
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
+
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output without label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
+    }
+}
+
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
+
+}
\ No newline at end of file
diff --git a/src/plssvm/detail/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
similarity index 98%
rename from src/plssvm/detail/file_reader.cpp
rename to src/plssvm/detail/io/file_reader.cpp
index da9923f23..178ed88d5 100644
--- a/src/plssvm/detail/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/detail/file_reader.hpp"
+#include "plssvm/detail/io/file_reader.hpp"
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::starts_with, plssvm::detail::trim_left
@@ -29,7 +29,7 @@
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
-namespace plssvm::detail {
+namespace plssvm::detail::io {
 
 file_reader::file_reader(const std::string &filename, const char comment) {
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
diff --git a/src/plssvm/detail/io/libsvm_parsing.cpp b/src/plssvm/detail/io/libsvm_parsing.cpp
new file mode 100644
index 000000000..1cb296f19
--- /dev/null
+++ b/src/plssvm/detail/io/libsvm_parsing.cpp
@@ -0,0 +1,259 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/io/libsvm_parsing.hpp"
+
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
+
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format, fmt::format_to
+#include "fmt/os.h"      // fmt::ostream
+
+#ifdef _OPENMP
+    #include <omp.h>  // omp_get_num_threads
+#endif
+
+#include <algorithm>    // std::max, std::min
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <utility>      // std::move
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start) {
+    std::size_t num_features = 0;
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, parallel_exception, num_features) firstprivate(num_data_points, start)
+    {
+        #pragma omp for reduction(max : num_features)
+        for (std::size_t i = 0; i < num_data_points; ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check index of last feature entry
+                std::string_view::size_type pos_colon = line.find_last_of(':');
+                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
+                const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
+                num_features = std::max<std::size_t>(num_features, index);
+
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    // no features were parsed -> invalid file
+    if (num_features == 0) {
+        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
+    }
+
+    return num_features;
+}
+
+template <typename real_type>
+bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+    bool has_label = true;
+
+    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
+    {
+        #pragma omp for reduction(&& : has_label)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check if class labels are present (not necessarily the case for test files)
+                std::string_view::size_type pos = line.find_first_of(" \n");
+                std::string_view::size_type first_colon = line.find_first_of(":\n");
+                if (first_colon >= pos) {
+                    // get class or alpha
+                    (*y_ptr)[i] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(0, pos));
+                } else {
+                    has_label = false;
+                    pos = 0;
+                }
+
+                // get data
+                while (true) {
+                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
+                    // no further data points
+                    if (next_pos == std::string_view::npos) {
+                        break;
+                    }
+
+                    // get index
+                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
+                    if (index >= 200) {
+                        fmt::print("{} ", index);
+                    }
+                    if (i >= 500) {
+                        fmt::print("{} ", i);
+                    }
+                    pos = next_pos + 1;
+
+                    // get value
+                    next_pos = line.find_first_of(' ', pos);
+                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    pos = next_pos;
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    return has_label;
+}
+
+template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
+template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
+
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
+
+        output.append(fmt::format(FMT_COMPILE("{} "), a));
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
+
+    volatile int count = 0;
+    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, count)
+    {
+        // all support vectors with class 1
+        std::string out_pos;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+            if ((*y_ptr)[i] >= 0) {
+                format_libsvm_line(out_pos, (*y_ptr)[i], (*X_ptr)[i]);
+            }
+        }
+
+        #pragma omp critical
+        {
+            out.print("{}", out_pos);
+            count++;
+            #pragma omp flush(count, out)
+        }
+
+        // all support vectors with class -1
+        std::string out_neg;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+            if ((*y_ptr)[i] < 0) {
+                format_libsvm_line(out_neg, (*y_ptr)[i], (*X_ptr)[i]);
+            }
+        }
+
+        // wait for all threads to write support vectors for class 1
+#ifdef _OPENMP
+        while (count < omp_get_num_threads()) {
+        }
+#else
+        #pragma omp barrier
+#endif
+
+        #pragma omp critical
+        out.print("{}", out_neg);
+    }
+}
+
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
+
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
+
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
+
+    #pragma omp parallel default(none) shared(out, X_ptr, format_libsvm_line)
+    {
+        // all support vectors with class 1
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+            format_libsvm_line(out_string, (*X_ptr)[i]);
+        }
+
+        #pragma omp critical
+        out.print("{}", out_string);
+    }
+}
+
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
+
+}
\ No newline at end of file
diff --git a/src/plssvm/file_format_types.cpp b/src/plssvm/file_format_types.cpp
new file mode 100644
index 000000000..96ef31188
--- /dev/null
+++ b/src/plssvm/file_format_types.cpp
@@ -0,0 +1,37 @@
+#include "plssvm/file_format_types.hpp"
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+
+#include <ios>        // std::ios::failbit
+#include <istream>    // std::istream
+#include <ostream>    // std::ostream
+#include <string>     // std::string
+
+namespace plssvm {
+
+std::ostream &operator<<(std::ostream &out, const file_format_type format) {
+    switch (format) {
+        case file_format_type::libsvm:
+            return out << "libsvm";
+        case file_format_type::arff:
+            return out << "arff";
+    }
+    return out << "unknown";
+}
+
+std::istream &operator>>(std::istream &in, file_format_type &format) {
+    std::string str;
+    in >> str;
+    detail::to_lower_case(str);
+
+    if (str == "libsvm") {
+        format = file_format_type::libsvm;
+    } else if (str == "arff") {
+        format = file_format_type::arff;
+    } else {
+        in.setstate(std::ios::failbit);
+    }
+    return in;
+}
+
+}
\ No newline at end of file
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index 976fdaf91..49e5d6f19 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -9,359 +9,15 @@
 #include "plssvm/parameter.hpp"
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/file_reader.hpp"           // plssvm::detail::file_reader
-#include "plssvm/detail/string_conversion.hpp"     // plssvm::detail::convert_to
-#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::starts_with, plssvm::detail::ends_with, plssvm::detail::trim_left,
-                                                   // plssvm::detail::to_lower_case, plssvm::detail::to_upper_case
-#include "plssvm/detail/operators.hpp"             // plssvm::operators::sign
-#include "plssvm/exceptions/exceptions.hpp"        // plssvm::invalid_file_format_exception
-#include "plssvm/kernel_types.hpp"                 // plssvm::kernel_type
 
-#include "fmt/chrono.h"   // format std::chrono
 #include "fmt/core.h"     // fmt::format, fmt::print
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <algorithm>    // std::max, std::min, std::fill
-#include <chrono>       // std::chrono::stead_clock, std::chrono::duration_cast, std::chrono::milliseconds
-#include <exception>    // std::exception_ptr, std::exception, std::current_exception, std::rethrow_exception
-#include <iostream>     // std::ostream
-#include <limits>       // std::numeric_limits
-#include <memory>       // std::make_shared, std::shared_ptr
-#include <sstream>      // std::istringstream
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <utility>      // std::move, std::pair
-#include <vector>       // std::vector
+#include <iostream>  // std::ostream
 
 namespace plssvm {
 
-namespace detail {
-
-template <typename real_type>
-void parse_libsvm_content(const file_reader &f, const std::size_t start, std::vector<std::vector<real_type>> &data, std::vector<real_type> &values) {
-    std::size_t max_size = 0;
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel
-    {
-        #pragma omp for reduction(max \
-                          : max_size)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = f.line(i + start);
-
-                // check if class labels are present (not necessarily the case for test files)
-                std::string_view::size_type pos = line.find_first_of(" \n");
-                std::string_view::size_type first_colon = line.find_first_of(":\n");
-                if (first_colon >= pos) {
-                    // get class or alpha
-                    values[i] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(0, pos));
-                } else {
-                    values[0] = std::numeric_limits<real_type>::max();
-                    pos = 0;
-                }
-
-                // get data
-                std::vector<real_type> vline(max_size);
-                while (true) {
-                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
-                    // no further data points
-                    if (next_pos == std::string_view::npos) {
-                        break;
-                    }
-
-                    // get index
-                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                    if (index >= vline.size()) {
-                        vline.resize(index + 1);
-                    }
-                    pos = next_pos + 1;
-
-                    // get value
-                    next_pos = line.find_first_of(' ', pos);
-                    vline[index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                    pos = next_pos;
-                }
-                max_size = std::max(max_size, vline.size());
-                data[i] = std::move(vline);
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    // no features were parsed -> invalid file
-    if (max_size == 0) {
-        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
-    }
-
-    #pragma omp parallel for
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-        data[i].resize(max_size);
-    }
-}
-
-}  // namespace detail
-
-// read and parse file
-template <typename T>
-void parameter<T>::parse_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref) {
-    if (detail::ends_with(filename, ".arff")) {
-        parse_arff_file(filename, data_ptr_ref);
-    } else {
-        parse_libsvm_file(filename, data_ptr_ref);
-    }
-}
-
-// read and parse a libsvm file
-template <typename T>
-void parameter<T>::parse_libsvm_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    // set new filenames
-    if (model_filename == model_name_from_input() || model_filename.empty()) {
-        input_filename = filename;
-        model_filename = model_name_from_input();
-    }
-    input_filename = filename;
-
-    detail::file_reader f{ filename, '#' };
-
-    std::vector<std::vector<real_type>> data(f.num_lines());
-    std::vector<real_type> value(f.num_lines());
-
-    detail::parse_libsvm_content(f, 0, data, value);
-
-    // update gamma
-    if (gamma == real_type{ 0.0 }) {
-        gamma = real_type{ 1. } / static_cast<real_type>(data[0].size());
-    }
-
-    // update shared pointer
-    data_ptr_ref = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    if (value[0] == std::numeric_limits<real_type>::max()) {
-        // no labels present
-        value_ptr = nullptr;
-    } else {
-        #pragma omp parallel for
-        for (typename std::vector<real_type>::size_type i = 0; i < value.size(); ++i) {
-            value[i] = plssvm::operators::sign(value[i]);
-        }
-
-        value_ptr = std::make_shared<const std::vector<real_type>>(std::move(value));
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info) {
-        fmt::print("Read {} data points with {} features in {} using the libsvm parser from file '{}'.\n",
-                   data_ptr_ref->size(),
-                   (*data_ptr_ref)[0].size(),
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
-    }
-}
-
-// read and parse an ARFF file
-template <typename T>
-void parameter<T>::parse_arff_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    // set new filenames
-    if (model_filename == model_name_from_input() || model_filename.empty()) {
-        input_filename = filename;
-        model_filename = model_name_from_input();
-    }
-    input_filename = filename;
-
-    detail::file_reader f{ filename, '%' };
-    std::size_t max_size = 0;
-    bool has_label{ false };
-
-    // parse arff header
-    std::size_t header = 0;
-    {
-        for (; header < f.num_lines(); ++header) {
-            std::string line{ f.line(header) };
-            detail::to_upper_case(line);
-            if (detail::starts_with(line, "@RELATION")) {
-                // ignore relation
-                continue;
-            } else if (detail::starts_with(line, "@ATTRIBUTE")) {
-                if (line.find("NUMERIC") == std::string::npos) {
-                    throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", f.line(header)) };
-                }
-                if (has_label) {
-                    throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
-                } else if (line.find("CLASS") != std::string::npos) {
-                    has_label = true;
-                }
-                // add a feature
-                ++max_size;
-            } else if (detail::starts_with(line, "@DATA")) {
-                // finished reading header -> start parsing data
-                break;
-            }
-        }
-    }
-
-    // perform other checks
-    if (max_size == 0) {
-        // no @ATTRIBUTE fields
-        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
-    } else if (header + 1 >= f.num_lines()) {
-        // no data points provided
-        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
-    }
-
-    std::vector<std::vector<real_type>> data(f.num_lines() - (header + 1));
-    std::vector<real_type> value(f.num_lines() - (header + 1));
-
-    const std::size_t num_features = has_label ? max_size - 1 : max_size;
-
-    #pragma omp parallel for
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-        data[i].resize(num_features);
-    }
-
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel
-    {
-        #pragma omp for
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = f.line(i + header + 1);
-                //
-                if (detail::starts_with(line, '@')) {
-                    // read @ inside data section
-                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
-                }
-
-                // parse sparse or dense data point definition
-                if (detail::starts_with(line, '{')) {
-                    // missing closing }
-                    if (!detail::ends_with(line, '}')) {
-                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
-                    }
-                    // sparse line
-                    bool is_class_set = false;
-                    std::string_view::size_type pos = 1;
-                    while (true) {
-                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
-                        // no further data points
-                        if (next_pos == std::string_view::npos) {
-                            break;
-                        }
-
-                        // get index
-                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        if (index >= max_size) {
-                            // index too big for specified number of features
-                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
-                        }
-                        pos = next_pos + 1;
-
-                        // get value
-                        next_pos = line.find_first_of(",}", pos);
-
-                        // write parsed value depending on the index
-                        if (index == max_size - 1 && has_label) {
-                            is_class_set = true;
-                            value[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                        } else {
-                            data[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        }
-
-                        // remove already processes part of the line
-                        line.remove_prefix(next_pos + 1);
-                        line = detail::trim_left(line);
-                        pos = 0;
-                    }
-                    // no class label found
-                    if (!is_class_set && has_label) {
-                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
-                    }
-                } else {
-                    // dense line
-                    std::string_view::size_type pos = 0;
-                    std::string_view::size_type next_pos = 0;
-                    for (std::size_t j = 0; j < max_size - 1; ++j) {
-                        next_pos = line.find_first_of(',', pos);
-                        if (next_pos == std::string_view::npos) {
-                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
-                        }
-                        data[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        pos = next_pos + 1;
-                    }
-                    // write last number to the correct vector (based on the fact whether labels are present or not)
-                    if (has_label) {
-                        value[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                    } else {
-                        data[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
-                    }
-                    // check whether superfluous data points are left
-                    next_pos = line.find_first_of(',', pos);
-                    if (next_pos != std::string_view::npos) {
-                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
-                    }
-                }
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    // update gamma
-    if (gamma == real_type{ 0.0 }) {
-        gamma = real_type{ 1. } / static_cast<real_type>(num_features);
-    }
-
-    // update shared pointer
-    data_ptr_ref = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    if (has_label) {
-        value_ptr = std::make_shared<const std::vector<real_type>>(std::move(value));
-    } else {
-        value_ptr = nullptr;
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info) {
-        fmt::print("Read {} data points with {} features in {} using the arff parser from file '{}'.\n",
-                   data_ptr_ref->size(),
-                   num_features,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
-    }
-}
-
+/*
 template <typename T>
 void parameter<T>::parse_model_file(const std::string &filename) {
     auto start_time = std::chrono::steady_clock::now();
@@ -373,7 +29,7 @@ void parameter<T>::parse_model_file(const std::string &filename) {
     }
     model_filename = filename;
 
-    detail::file_reader f{ filename, '#' };
+    detail::io::file_reader f{ filename, '#' };
 
     // reset values pointer
     value_ptr = nullptr;
@@ -518,19 +174,13 @@ void parameter<T>::parse_model_file(const std::string &filename) {
                    filename);
     }
 }
+*/
 
-template <typename T>
-void parameter<T>::parse_train_file(const std::string &filename) {
-    parse_file(filename, data_ptr);
-    if (value_ptr == nullptr) {
-        throw invalid_file_format_exception{ "Missing labels for train file!" };
-    }
-}
 
-template <typename T>
-void parameter<T>::parse_test_file(const std::string &filename) {
-    parse_file(filename, test_data_ptr);
-}
+// explicitly instantiate template class
+template class parameter<float>;
+template class parameter<double>;
+
 
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
@@ -541,15 +191,10 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                "coef0                       {}\n"
                "cost                        {}\n"
                "epsilon                     {}\n"
-               "print_info                  {}\n"
                "backend                     {}\n"
                "target platform             {}\n"
                "SYCL kernel invocation type {}\n"
                "SYCL implementation type    {}\n"
-               "input_filename              '{}'\n"
-               "model_filename              '{}'\n"
-               "predict_filename            '{}'\n"
-               "rho                         {}\n"
                "real_type                   {}\n",
                params.kernel,
                params.degree,
@@ -557,34 +202,13 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                params.coef0,
                params.cost,
                params.epsilon,
-               params.print_info,
                params.backend,
                params.target,
                params.sycl_kernel_invocation_type,
                params.sycl_implementation_type,
-               params.input_filename,
-               params.model_filename,
-               params.predict_filename,
-               params.rho,
                detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
 template std::ostream &operator<<(std::ostream &, const parameter<float> &);
 template std::ostream &operator<<(std::ostream &, const parameter<double> &);
 
-template <typename T>
-[[nodiscard]] std::string parameter<T>::model_name_from_input() {
-    std::string::size_type pos = input_filename.find_last_of("/\\");
-    return input_filename.substr(pos + 1) + ".model";
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter<T>::predict_name_from_input() {
-    std::string::size_type pos = input_filename.find_last_of("/\\");
-    return input_filename.substr(pos + 1) + ".predict";
-}
-
-// explicitly instantiate template class
-template class parameter<float>;
-template class parameter<double>;
-
 }  // namespace plssvm
diff --git a/src/plssvm/parameter_predict.cpp b/src/plssvm/parameter_predict.cpp
index 14318d61a..50fb96b21 100644
--- a/src/plssvm/parameter_predict.cpp
+++ b/src/plssvm/parameter_predict.cpp
@@ -9,6 +9,7 @@
 #include "plssvm/parameter_predict.hpp"
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/parameter.hpp"                          // plssvm::parameter
 
@@ -16,24 +17,13 @@
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <cstdio>     // stderr
-#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <string>     // std::string
-#include <utility>    // std::move
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
 
 namespace plssvm {
 
-template <typename T>
-parameter_predict<T>::parameter_predict(std::string p_input_filename, std::string p_model_filename) {
-    base_type::input_filename = std::move(p_input_filename);
-    base_type::model_filename = std::move(p_model_filename);
-    base_type::predict_filename = base_type::predict_name_from_input();
-
-    base_type::parse_model_file(base_type::model_filename);
-    base_type::parse_test_file(base_type::input_filename);
-}
-
 template <typename T>
 parameter_predict<T>::parameter_predict(int argc, char **argv) {
     cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
@@ -50,7 +40,7 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
             ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
 #endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(print_info)->default_value(fmt::format("{}", !print_info)))
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
             ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
@@ -84,8 +74,8 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-    // parse print info
-    print_info = !print_info;
+    // parse whether output is quiet or not
+    plssvm::verbose = !plssvm::verbose;
 
     // parse test data filename
     if (!result.count("test")) {
@@ -107,15 +97,33 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
     if (result.count("output")) {
         predict_filename = result["output"].as<decltype(predict_filename)>();
     } else {
-        predict_filename = base_type::predict_name_from_input();
+        predict_filename = this->predict_name_from_input();
     }
+}
 
-    base_type::parse_model_file(model_filename);
-    base_type::parse_test_file(input_filename);
+template <typename T>
+[[nodiscard]] std::string parameter_predict<T>::predict_name_from_input() {
+    auto input_path = std::filesystem::path(input_filename);
+    return input_path.replace_filename(input_path.filename().string() + ".predict").string();
 }
 
 // explicitly instantiate template class
 template class parameter_predict<float>;
 template class parameter_predict<double>;
 
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
+    out << static_cast<const parameter<T>&>(params);
+    return out << fmt::format(
+               "input_filename              '{}'\n"
+               "model_filename              '{}'\n"
+               "predict_filename            '{}'\n",
+               params.input_filename,
+               params.model_filename,
+               params.predict_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
+
 }  // namespace plssvm
diff --git a/src/plssvm/parameter_train.cpp b/src/plssvm/parameter_train.cpp
index 785b11bb7..bf9480701 100644
--- a/src/plssvm/parameter_train.cpp
+++ b/src/plssvm/parameter_train.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
@@ -18,22 +19,13 @@
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <cstdio>     // stderr
-#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <string>     // std::string
-#include <utility>    // std::move
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
 
 namespace plssvm {
 
-template <typename T>
-parameter_train<T>::parameter_train(std::string p_input_filename) {
-    base_type::input_filename = std::move(p_input_filename);
-    base_type::model_filename = base_type::model_name_from_input();
-
-    base_type::parse_train_file(input_filename);
-}
-
 template <typename T>
 parameter_train<T>::parameter_train(int argc, char **argv) {
     cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
@@ -57,7 +49,7 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
             ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_kernel_invocation_type))))
             ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
 #endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(print_info)->default_value(fmt::format("{}", !print_info)))
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
             ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
@@ -120,8 +112,8 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-    // parse print info
-    print_info = !print_info;
+    // parse whether output is quiet or not
+    plssvm::verbose = !plssvm::verbose;
 
     // parse input data filename
     if (!result.count("input")) {
@@ -135,14 +127,31 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
     if (result.count("model")) {
         model_filename = result["model"].as<decltype(model_filename)>();
     } else {
-        model_filename = base_type::model_name_from_input();
+        model_filename = this->model_name_from_input();
     }
+}
 
-    base_type::parse_train_file(input_filename);
+template <typename T>
+[[nodiscard]] std::string parameter_train<T>::model_name_from_input() {
+    auto input_path = std::filesystem::path(input_filename);
+    return input_path.replace_filename(input_path.filename().string() + ".model").string();
 }
 
 // explicitly instantiate template class
 template class parameter_train<float>;
 template class parameter_train<double>;
 
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
+    out << static_cast<const parameter<T>&>(params);
+    return out << fmt::format(
+               "input_filename              '{}'\n"
+               "model_filename              '{}'\n",
+               params.input_filename,
+               params.model_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
+
 }  // namespace plssvm
\ No newline at end of file
diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index ec6783794..30effa12f 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -88,14 +88,15 @@
 if args.test_samples > 0:
     test_file = rawfile + "_test." + args.format
 
+# TODO: index must start at 1!!!
 if args.format == "libsvm":
     from sklearn.datasets import dump_svmlight_file
     # dump data in libsvm format
     dump_svmlight_file(samples[:args.samples, :],
-                       labels[:args.samples], file)
+                       labels[:args.samples], file, zero_based=False)
     if args.test_samples > 0:
         dump_svmlight_file(samples[args.samples:, :],
-                           labels[args.samples:], test_file)
+                           labels[args.samples:], test_file, zero_based=False)
 elif args.format == "arff":
     import numpy
     import arff

From fd388527b50adbfa13a2d6fa5edc85d7b290eb64 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 8 May 2022 21:17:27 +0200
Subject: [PATCH 0002/1010] Update data_Set implementation.

---
 CMakeLists.txt                              |   3 -
 include/plssvm/data_set.hpp                 | 382 ++++++++++++++++++--
 include/plssvm/detail/io/arff_parsing.hpp   | 197 +++++++++-
 include/plssvm/detail/io/libsvm_parsing.hpp | 180 ++++++++-
 include/plssvm/detail/string_conversion.hpp |  47 +--
 src/plssvm/data_set.cpp                     | 253 -------------
 src/plssvm/detail/io/arff_parsing.cpp       | 214 -----------
 src/plssvm/detail/io/libsvm_parsing.cpp     | 259 -------------
 8 files changed, 723 insertions(+), 812 deletions(-)
 delete mode 100644 src/plssvm/data_set.cpp
 delete mode 100644 src/plssvm/detail/io/arff_parsing.cpp
 delete mode 100644 src/plssvm/detail/io/libsvm_parsing.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index e467b0b5f..47e4529e7 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -42,11 +42,8 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
 
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/data_set.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/libsvm_parsing.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/arff_parsing.cpp
 )
 
 ## create base library: linked against all backend libraries
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 908450eb8..4653fcc79 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -11,79 +11,387 @@
 
 #pragma once
 
-#include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
+#include "plssvm/constants.hpp"                 // plssvm::verbose
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
+#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
 
-#include <cstddef>      // std::size_t
-#include <functional>   // std::reference_wrapper, std::cref
-#include <memory>       // std::shared_ptr
-#include <optional>     // std::optional, std::make_optional, std::nullopt
-#include <string>       // std::string
-#include <vector>       // std::vector
+#include "fmt/core.h"    // fmt::format, fmt::print
+#include "fmt/chrono.h"  // directly output std::chrono times via fmt
+#include "fmt/os.h"      // fmt::ostream
+#include "fmt/ostream.h" // directly output objects with operator<< overload via fmt
+
+#include <algorithm>   // std::all_of, std::max, std::min
+#include <chrono>      // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
+#include <cstddef>     // std::size_t
+#include <functional>  // std::reference_wrapper, std::cref
+#include <limits>      // std::numeric_limits
+#include <map>         // std::map
+#include <memory>      // std::shared_ptr, std::make_shared
+#include <optional>    // std::optional, std::make_optional, std::nullopt
+#include <set>         // std::set
+#include <string>      // std::string
+#include <tuple>       // std::tie
+#include <utility>     // std::move, std::pair
+#include <vector>      // std::vector
 
-#include <variant>      // std::variant
 
 namespace plssvm {
 
 template <typename T>
-class data_set {
-    using data_matrix_type = std::vector<std::vector<T>>;
-    using label_vector_type = std::vector<T>;
+using optional_ref = std::optional<std::reference_wrapper<T>>;
+
 
-    std::map<T, std::string> mapping_;
+template <typename T, typename U = T>
+class data_set {
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
+    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+    // because std::vector<bool> is evil
+    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     using real_type = T;
-    using label_type = T;
+    using label_type = U;
     using size_type = std::size_t;
 
     data_set();
 
-    explicit data_set(const std::string& filename);
-    data_set(const std::string& filename, file_format_type format);
-
-    explicit data_set(data_matrix_type &&X);
-    data_set(data_matrix_type &&X, std::vector<real_type> &&y);
+    explicit data_set(const std::string& filename, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
+    data_set(const std::string& filename, file_format_type format, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
-    data_set(data_matrix_type &&X, std::vector<int> &&x);
-    data_set(data_matrix_type &&X, std::vector<std::string> &&x);
+    explicit data_set(std::vector<std::vector<real_type>> &&X, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
+    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
 
     // save the data set in the given format
     void save_data_set(const std::string& filename, file_format_type format) const;
 
-    // scale data features to be in range [-1, +1]
-    void scale();
-    // scale data features to be in range [lower, upper]
-    void scale(real_type lower, real_type upper);
-
-    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
-    [[nodiscard]] std::optional<std::reference_wrapper<const label_vector_type>> labels() const noexcept {
-        if (this->has_labels()) {
-            return std::make_optional(std::cref(*y_ptr_));
-        } else {
-            return std::nullopt;
-        }
-    }
+    [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+    [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
+    [[nodiscard]] optional_ref<const std::vector<label_type>> labels() noexcept;
+
+    [[nodiscard]] label_type label_from_mapped_value(real_type val) const noexcept;
 
+    [[nodiscard]] size_type num_labels() const noexcept { return mapping_.size(); }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
   private:
+    void create_mapping();
+    void scale(std::pair<real_type, real_type> scaling);
+
     void write_libsvm_file(const std::string& filename) const;
     void write_arff_file(const std::string& filename) const;
     void read_file(const std::string& filename, file_format_type format);
     void read_libsvm_file(const std::string& filename);
     void read_arff_file(const std::string& filename);
 
-    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
-    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
+    std::shared_ptr<std::vector<std::vector<real_type>>> X_ptr_{ nullptr };
+    std::shared_ptr<std::vector<real_type>> y_ptr_{ nullptr };
+    std::shared_ptr<std::vector<label_type>> labels_ptr_{ nullptr };
 
     size_type num_data_points_{ 0 };
     size_type num_features_{ 0 };
+
+    std::map<real_type, label_type> mapping_{};
 };
 
-extern template class data_set<float>;
-extern template class data_set<double>;
+
+/******************************************************************************
+ *                                Constructors                                *
+ ******************************************************************************/
+template <typename T, typename U>
+data_set<T, U>::data_set() : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } { }
+
+template <typename T, typename U>
+data_set<T, U>::data_set(const std::string& filename, const std::optional<std::pair<real_type, real_type>> scaling) {
+    // read data set from file
+    this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
+    // scale data set
+    if (scaling.has_value()) {
+       this->scale(scaling.value());
+    }
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(const std::string &filename, const file_format_type format, const std::optional<std::pair<real_type, real_type>> scaling) {
+    // read data set from file
+    this->read_file(filename, format);
+    // scale data set
+    if (scaling.has_value()) {
+        this->scale(scaling.value());
+    }
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    }
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+
+    // scale data set
+    if (scaling.has_value()) {
+        this->scale(scaling.value());
+    }
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    } else if (X_ptr_->size() != labels_ptr_->size()) {
+        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", labels_ptr_->size(), X_ptr_->size()) };
+    }
+
+    // create mapping from labels
+    this->create_mapping();
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+
+    // scale data set
+    if (scaling.has_value()) {
+        this->scale(scaling.value());
+    }
+}
+
+
+/******************************************************************************
+ *                                Save Data Set                               *
+ ******************************************************************************/
+template <typename T, typename U>
+void data_set<T, U>::save_data_set(const std::string &filename, const file_format_type format) const {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // save the data set
+    switch (format) {
+        case file_format_type::libsvm:
+            this->write_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            this->write_arff_file(filename);
+            break;
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} data points with {} features in {} to the {} file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+
+/******************************************************************************
+ *                                   Getter                                   *
+ ******************************************************************************/
+template <typename T, typename U>
+auto data_set<T, U>::mapped_labels() const noexcept -> optional_ref<const std::vector<real_type>> {
+    if (this->has_labels()) {
+        return std::make_optional(std::cref(*y_ptr_));
+    } else {
+        return std::nullopt;
+    }
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::labels() noexcept -> optional_ref<const std::vector<label_type>> {
+    if (this->has_labels()) {
+        return std::make_optional(std::cref(*labels_ptr_));
+    } else {
+        return std::nullopt;
+    }
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_from_mapped_value(const real_type val) const noexcept -> label_type {
+    if (mapping_.count(val) == 0) {
+        throw exception{ "Illegal mapped value: {}!" };
+    }
+    return mapping_[val];
+}
+
+
+////////////////////////////////////////////////////////////////////////////////
+////                        PRIVATE MEMBER FUNCTIONS                        ////
+////////////////////////////////////////////////////////////////////////////////
+
+template <typename T, typename U>
+void data_set<T, U>::create_mapping() {
+    PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
+
+    // get unique labels
+    const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
+    // only binary classification allowed as of now
+    if (unique_labels.size() != 2) {
+        throw exception{fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size())};
+    }
+    // map binary labels to -1 and 1
+    mapping_[-1] = *unique_labels.begin();
+    mapping_[1] = *(++unique_labels.begin());
+
+    // convert input labels to now mapped values
+    std::vector<real_type> tmp(labels_ptr_->size());
+    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping_)
+    for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
+        tmp[i] = std::find_if(mapping_.begin(), mapping_.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
+    }
+    y_ptr_ = std::make_shared<std::vector<real_type>>(std::move(tmp));
+}
+
+template <typename T, typename U>
+void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
+    // unpack pair
+    const real_type lower = scaling.first;
+    const real_type upper = scaling.second;
+    if (lower >= upper) {
+        throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
+    }
+
+    real_type min_entry = std::numeric_limits<real_type>::max();
+    real_type max_entry = std::numeric_limits<real_type>::lowest();
+
+    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
+            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
+        }
+    }
+
+    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
+        }
+    }
+}
+
+
+/******************************************************************************
+ *                                 Write Files                                *
+ ******************************************************************************/
+template <typename T, typename U>
+void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
+    fmt::ostream out = fmt::output_file(filename);
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_libsvm_data<true>(out, X_ptr_, labels_ptr_);
+    } else {
+        detail::io::write_libsvm_data<false>(out, X_ptr_);
+    }
+}
+
+template <typename T, typename U>
+void data_set<T, U>::write_arff_file(const std::string &filename) const {
+    fmt::ostream out = fmt::output_file(filename);
+
+    // write header information
+    detail::io::write_arff_header(out, num_features_, this->has_labels());
+
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
+    } else {
+        detail::io::write_arff_data(out, X_ptr_);
+    }
+}
+
+
+/******************************************************************************
+ *                                 Read Files                                 *
+ ******************************************************************************/
+template <typename T, typename U>
+void data_set<T, U>::read_file(const std::string &filename, file_format_type format) {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // parse the given file
+    switch (format) {
+        case file_format_type::libsvm:
+            read_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            read_arff_file(filename);
+            break;
+    }
+
+    // create label mapping
+    if (this->has_labels()) {
+        this->create_mapping();
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+template <typename T, typename U>
+void data_set<T, U>::read_libsvm_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '#' };
+
+    // parse sizes
+    num_data_points_ = f.num_lines();
+    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
+
+    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_data_points_, std::vector<real_type>(num_features_));
+    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+
+    // parse file
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, labels_ptr_);
+
+    // update shared pointer
+    if (!has_label) {
+        labels_ptr_ = nullptr;
+    }
+}
+
+template <typename T, typename U>
+void data_set<T,U>::read_arff_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '%' };
+
+    // parse arff header, structured binding
+    size_type header = 0;
+    size_type max_size = 0;
+    bool has_label = false;
+    std::tie(header, max_size, has_label) = detail::io::read_arff_header(f);
+
+    num_data_points_ = f.num_lines() - (header + 1);
+    num_features_ = has_label ? max_size - 1 : max_size;
+
+    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_features_, std::vector<real_type>(num_features_));
+    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+
+    // parse file
+    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, labels_ptr_);
+
+    // update shared pointer
+    if (!has_label) {
+        labels_ptr_ = nullptr;
+    }
+}
 
 }
\ No newline at end of file
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 9fa12f90c..c313cfa1e 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -11,28 +11,199 @@
 
 #pragma once
 
-#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
-#include "fmt/os.h"  // fmt::ostream
+#include "fmt/format.h"  // fmt::format, fmt::join
+#include "fmt/os.h"      // fmt::ostream
+
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
+#include <vector>       // std::vector
 
-#include <cstddef>  // std::size_t
-#include <memory>   // std::shared_ptr
-#include <tuple>    // std::tuple
-#include <vector>   // std::vector
 
 namespace plssvm::detail::io {
 
-std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader);
 
-template <typename real_type>
-void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+    std::size_t num_features = 0;
+    bool has_label = false;
 
-void write_arff_header(fmt::ostream &out, std::size_t num_features, bool has_labels);
+    // parse arff header
+    std::size_t header_line = 0;
+    for (; header_line < reader.num_lines(); ++header_line) {
+        std::string line{ reader.line(header_line) };
+        detail::to_upper_case(line);
+        if (detail::starts_with(line, "@RELATION")) {
+            // ignore relation
+            continue;
+        } else if (detail::starts_with(line, "@ATTRIBUTE")) {
+            if (line.find("NUMERIC") == std::string::npos) {
+                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
+            }
+            if (has_label) {
+                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
+            } else if (line.find("CLASS") != std::string::npos) {
+                has_label = true;
+            }
+            // add a feature
+            ++num_features;
+        } else if (detail::starts_with(line, "@DATA")) {
+            // finished reading header -> start parsing data
+            break;
+        }
+    }
 
-template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+    // perform additional checks
+    if (num_features == 0) {
+        // no @ATTRIBUTE fields
+        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
+    } else if (header_line + 1 >= reader.num_lines()) {
+        // no data points provided
+        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
+    }
+
+    return std::make_tuple(header_line, num_features, has_label);
+}
+
+template <typename real_type, typename label_type>
+void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+    {
+        #pragma omp for
+        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + header + 1);
+                //
+                if (detail::starts_with(line, '@')) {
+                    // read @ inside data section
+                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
+                }
+
+                // parse sparse or dense data point definition
+                if (detail::starts_with(line, '{')) {
+                    // missing closing }
+                    if (!detail::ends_with(line, '}')) {
+                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
+                    }
+                    // sparse line
+                    bool is_class_set = false;
+                    std::string_view::size_type pos = 1;
+                    while (true) {
+                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
+                        // no further data points
+                        if (next_pos == std::string_view::npos) {
+                            break;
+                        }
+
+                        // get index
+                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        if (index >= max_size) {
+                            // index too big for specified number of features
+                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
+                        }
+                        pos = next_pos + 1;
+
+                        // get value
+                        next_pos = line.find_first_of(",}", pos);
+
+                        // write parsed value depending on the index
+                        if (index == max_size - 1 && has_label) {
+                            is_class_set = true;
+                            (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                        } else {
+                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        }
+
+                        // remove already processes part of the line
+                        line.remove_prefix(next_pos + 1);
+                        line = detail::trim_left(line);
+                        pos = 0;
+                    }
+                    // no class label found
+                    if (!is_class_set && has_label) {
+                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
+                    }
+                } else {
+                    // dense line
+                    std::string_view::size_type pos = 0;
+                    std::string_view::size_type next_pos = 0;
+                    for (std::size_t j = 0; j < max_size - 1; ++j) {
+                        next_pos = line.find_first_of(',', pos);
+                        if (next_pos == std::string_view::npos) {
+                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
+                        }
+                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        pos = next_pos + 1;
+                    }
+                    // write last number to the correct vector (based on the fact whether labels are present or not)
+                    if (has_label) {
+                        (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                    } else {
+                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                    }
+                    // check whether superfluous data points are left
+                    next_pos = line.find_first_of(',', pos);
+                    if (next_pos != std::string_view::npos) {
+                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
+                    }
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+}
+
+void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
+    for (std::size_t i = 0; i < num_features; ++i) {
+        out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
+    }
+    if (has_labels) {
+        out.print("@ATTRIBUTE class NUMERIC\n\n");
+    }
+    out.print("@DATA\n");
+}
+
+template <typename real_type, typename label_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output with label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
+    }
+}
 
 template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output without label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
+    }
+}
 
 }
\ No newline at end of file
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index dd85f32ed..bf669ec39 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -11,25 +11,181 @@
 
 #pragma once
 
-#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::file_reader
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "fmt/os.h"  // fmt::ostream
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format, fmt::format_to
+#include "fmt/os.h"      // fmt::ostream
+
+#include <algorithm>    // std::max, std::min
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <utility>      // std::move
+#include <vector>       // std::vector
 
-#include <cstddef>  // std::size_t
-#include <memory>   // std::shared_ptr
-#include <vector>   // std::vector
 
 namespace plssvm::detail::io {
 
-std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start);
+std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num_data_points, const std::size_t start) {
+    std::size_t num_features = 0;
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, parallel_exception, num_features) firstprivate(num_data_points, start)
+    {
+        #pragma omp for reduction(max : num_features)
+        for (std::size_t i = 0; i < num_data_points; ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check index of last feature entry
+                std::string_view::size_type pos_colon = line.find_last_of(':');
+                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
+                const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
+                num_features = std::max<std::size_t>(num_features, index);
+
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    // no features were parsed -> invalid file
+    if (num_features == 0) {
+        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
+    }
+
+    return num_features;
+}
+
+template <typename real_type, typename label_type>
+bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+    bool has_label = true;
+
+    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
+    {
+        #pragma omp for reduction(&& : has_label)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check if class labels are present (not necessarily the case for test files)
+                std::string_view::size_type pos = line.find_first_of(" \n");
+                std::string_view::size_type first_colon = line.find_first_of(":\n");
+                if (first_colon >= pos) {
+                    // get class or alpha
+                    (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
+                } else {
+                    has_label = false;
+                    pos = 0;
+                }
+
+                // get data
+                while (true) {
+                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
+                    // no further data points
+                    if (next_pos == std::string_view::npos) {
+                        break;
+                    }
+
+                    // get index
+                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
+                    if (index >= 200) {
+                        fmt::print("{} ", index);
+                    }
+                    if (i >= 500) {
+                        fmt::print("{} ", i);
+                    }
+                    pos = next_pos + 1;
+
+                    // get value
+                    next_pos = line.find_first_of(' ', pos);
+                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    pos = next_pos;
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    return has_label;
+}
+
+template <typename real_type, typename label_type, bool has_label>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr = nullptr) {
+    if constexpr (has_label) {
+        PLSSVM_ASSERT(y_ptr != nullptr, "has_label is 'true' but no labels were provided!");
+    }
+
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
 
-template <typename real_type>
-bool read_libsvm_data(file_reader &reader, std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
 
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, has_label)
+    {
+        // all support vectors with class 1
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+            if constexpr (has_label) {
+                out_string.append(fmt::format(FMT_COMPILE("{} "), (*y_ptr)[i]));
+            }
+            format_libsvm_line(out_string, (*y_ptr)[i], (*X_ptr)[i]);
+        }
 
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+        #pragma omp critical
+        out.print("{}", out_string);
+    }
+}
 
 }
\ No newline at end of file
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 798b56b0c..a56f8cccf 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -40,30 +40,35 @@ namespace plssvm::detail {
  */
 template <typename T, typename Exception = std::runtime_error>
 [[nodiscard]] inline T convert_to(std::string_view str) {
-    // select conversion function depending on the provided type
-    const auto convert_from_chars = [](const std::string_view sv, auto &val) {
-        if constexpr (std::is_floating_point_v<T>) {
-            // convert the string to a floating point value
-            return fast_float::from_chars(sv.data(), sv.data() + sv.size(), val);
-        } else if constexpr (std::is_integral_v<T>) {
-            // convert the string to an integral value
-            return std::from_chars(sv.data(), sv.data() + sv.size(), val);
-        } else {
-            // can't convert the string to a non-arithmetic type
-            static_assert(always_false_v<T>, "Can only convert arithmetic types!");
-        }
-    };
+    if constexpr (std::is_same_v<std::decay_t<T>, std::string>) {
+        // convert string_view to string
+        return std::string{ trim_left(str) };
+    } else {
+        // select conversion function depending on the provided type
+        const auto convert_from_chars = [](const std::string_view sv, auto &val) {
+            if constexpr (std::is_floating_point_v<T>) {
+                // convert the string to a floating point value
+                return fast_float::from_chars(sv.data(), sv.data() + sv.size(), val);
+            } else if constexpr (std::is_integral_v<T>) {
+                // convert the string to an integral value
+                return std::from_chars(sv.data(), sv.data() + sv.size(), val);
+            } else {
+                // can't convert the string to a non-arithmetic type
+                static_assert(always_false_v<T>, "Can only convert arithmetic types!");
+            }
+        };
 
-    // remove leading whitespaces
-    str = trim_left(str);
+        // remove leading whitespaces
+        str = trim_left(str);
 
-    // convert string to value fo type T
-    T val;
-    auto res = convert_from_chars(str, val);
-    if (res.ec != std::errc{}) {
-        throw Exception{ fmt::format("Can't convert '{}' to a value of type {}!", str, plssvm::detail::arithmetic_type_name<T>()) };
+        // convert string to value fo type T
+        T val;
+        auto res = convert_from_chars(str, val);
+        if (res.ec != std::errc{}) {
+            throw Exception{ fmt::format("Can't convert '{}' to a value of type {}!", str, plssvm::detail::arithmetic_type_name<T>()) };
+        }
+        return val;
     }
-    return val;
 }
 
 /**
diff --git a/src/plssvm/data_set.cpp b/src/plssvm/data_set.cpp
deleted file mode 100644
index 52159d86f..000000000
--- a/src/plssvm/data_set.cpp
+++ /dev/null
@@ -1,253 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/data_set.hpp"
-
-#include "plssvm/constants.hpp"                 // plssvm::verbose
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
-#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
-#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
-#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
-
-#include "fmt/core.h"    // fmt::format, fmt::print
-#include "fmt/chrono.h"  // directly output std::chrono times via fmt
-#include "fmt/os.h"      // fmt::ostream
-#include "fmt/ostream.h" // directly output objects with operator<< overload via fmt
-
-#include <algorithm>  // std::all_of, std::max, std::min
-#include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
-#include <limits>     // std::numeric_limits
-#include <memory>     // std::shared_ptr, std::make_shared
-#include <string>     // std::string
-#include <tuple>      // std::tie
-#include <utility>    // std::move
-#include <vector>     // std::vector
-
-
-namespace plssvm {
-
-template <typename T>
-data_set<T>::data_set() : X_ptr_{ std::make_shared<data_matrix_type>() }, y_ptr_{ nullptr }, num_data_points_{ 0 }, num_features_{ 0 } { }
-
-template <typename T>
-data_set<T>::data_set(const std::string& filename) {
-    this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
-}
-
-template <typename T>
-data_set<T>::data_set(const std::string &filename, const file_format_type format) {
-    this->read_file(filename, format);
-}
-
-template <typename T>
-data_set<T>::data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ nullptr } {
-    if (X_ptr_->empty()) {
-        throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (X_ptr_->front().size() == 0) {
-        throw exception{ "No features provided for the data points!" };
-    }
-
-    num_data_points_ = X_ptr_->size();
-    num_features_ = X_ptr_->front().size();
-}
-
-template <typename T>
-data_set<T>::data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
-    if (X_ptr_->empty()) {
-        throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (X_ptr_->front().size() == 0) {
-        throw exception{ "No features provided for the data points!" };
-    } else if (X_ptr_->size() != y_ptr_->size()) {
-        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", y_ptr_->size(), X_ptr_->size()) };
-    }
-
-    num_data_points_ = X_ptr_->size();
-    num_features_ = X_ptr_->front().size();
-}
-
-template <typename T>
-void data_set<T>::save_data_set(const std::string &filename, const file_format_type format) const {
-    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    // save the data set
-    switch (format) {
-        case file_format_type::libsvm:
-            this->write_libsvm_file(filename);
-            break;
-        case file_format_type::arff:
-            this->write_arff_file(filename);
-            break;
-    }
-
-    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Write {} data points with {} features in {} to the {} file '{}'.\n",
-                   num_data_points_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   format,
-                   filename);
-    }
-}
-
-template <typename T>
-void data_set<T>::scale() {
-    this->scale(-1, +1);
-}
-
-template <typename T>
-void data_set<T>::scale(const real_type lower, const real_type upper) {
-    if (lower >= upper) {
-        throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
-    }
-
-    real_type min_entry = std::numeric_limits<real_type>::max();
-    real_type max_entry = std::numeric_limits<real_type>::lowest();
-
-    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
-            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
-        }
-    }
-
-    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
-        }
-    }
-}
-
-
-/******************************************************************************
- *                                   PRIVATE                                  *
- ******************************************************************************/
-
-
-template <typename T>
-void data_set<T>::write_libsvm_file(const std::string& filename) const {
-    auto out = fmt::output_file(filename);
-    // write data
-    if (this->has_labels()) {
-        detail::io::write_libsvm_data(out, X_ptr_, y_ptr_);
-    } else {
-        detail::io::write_libsvm_data(out, X_ptr_);
-    }
-}
-
-template <typename T>
-void data_set<T>::write_arff_file(const std::string &filename) const {
-    auto out = fmt::output_file(filename);
-
-    // write header information
-    detail::io::write_arff_header(out, num_features_, this->has_labels());
-
-    // write data
-    if (this->has_labels()) {
-        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
-    } else {
-        detail::io::write_arff_data(out, X_ptr_);
-    }
-}
-
-template <typename T>
-void data_set<T>::read_file(const std::string &filename, file_format_type format) {
-    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    // parse the given file
-    switch (format) {
-        case file_format_type::libsvm:
-            read_libsvm_file(filename);
-            break;
-        case file_format_type::arff:
-            read_arff_file(filename);
-            break;
-    }
-
-    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
-                   num_data_points_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   format,
-                   filename);
-    }
-}
-
-template <typename T>
-void data_set<T>::read_libsvm_file(const std::string &filename) {
-    detail::io::file_reader f{ filename, '#' };
-
-    // parse sizes
-    num_data_points_ = f.num_lines();
-    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
-
-    X_ptr_ = std::make_shared<data_matrix_type>(num_data_points_, std::vector<real_type>(num_features_));
-    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
-
-    // parse file
-    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, y_ptr_);
-
-    // gamma?
-    // TODO:
-
-    // convert label values to -1/+1
-    if (has_label) {
-        // only if labels are present
-        #pragma omp parallel for default(none) shared(y_ptr_)
-        for (size_type i = 0; i < num_data_points_; ++i) {
-            (*y_ptr_)[i] = operators::sign((*y_ptr_)[i]);
-        }
-    } else {
-        y_ptr_ = nullptr;
-    }
-}
-
-template <typename T>
-void data_set<T>::read_arff_file(const std::string &filename) {
-    detail::io::file_reader f{ filename, '%' };
-
-    // parse arff header, structured binding
-    size_type header = 0;
-    size_type max_size = 0;
-    bool has_label = false;
-    std::tie(header, max_size, has_label) = detail::io::read_arff_header(f);
-
-    num_data_points_ = f.num_lines() - (header + 1);
-    num_features_ = has_label ? max_size - 1 : max_size;
-
-    X_ptr_ = std::make_shared<data_matrix_type>(num_features_, std::vector<real_type>(num_features_));
-    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
-
-    // parse file
-    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, y_ptr_);
-
-    // update gamma
-    // TODO:
-
-    // update shared pointer
-    if (!has_label) {
-        y_ptr_ = nullptr;
-    }
-}
-
-// explicitly instantiate template class
-template class data_set<float>;
-template class data_set<double>;
-
-}
\ No newline at end of file
diff --git a/src/plssvm/detail/io/arff_parsing.cpp b/src/plssvm/detail/io/arff_parsing.cpp
deleted file mode 100644
index 11868d10c..000000000
--- a/src/plssvm/detail/io/arff_parsing.cpp
+++ /dev/null
@@ -1,214 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/detail/io/arff_parsing.hpp"
-
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
-
-#include "fmt/format.h"  // fmt::format, fmt::join
-#include "fmt/os.h"      // fmt::ostream
-
-#include <cstddef>      // std::size_t
-#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple
-#include <vector>       // std::vector
-
-namespace plssvm::detail::io {
-
-std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
-    std::size_t num_features = 0;
-    bool has_label = false;
-
-    // parse arff header
-    std::size_t header_line = 0;
-    for (; header_line < reader.num_lines(); ++header_line) {
-        std::string line{ reader.line(header_line) };
-        detail::to_upper_case(line);
-        if (detail::starts_with(line, "@RELATION")) {
-            // ignore relation
-            continue;
-        } else if (detail::starts_with(line, "@ATTRIBUTE")) {
-            if (line.find("NUMERIC") == std::string::npos) {
-                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
-            }
-            if (has_label) {
-                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
-            } else if (line.find("CLASS") != std::string::npos) {
-                has_label = true;
-            }
-            // add a feature
-            ++num_features;
-        } else if (detail::starts_with(line, "@DATA")) {
-            // finished reading header -> start parsing data
-            break;
-        }
-    }
-
-    // perform additional checks
-    if (num_features == 0) {
-        // no @ATTRIBUTE fields
-        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
-    } else if (header_line + 1 >= reader.num_lines()) {
-        // no data points provided
-        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
-    }
-
-    return std::make_tuple(header_line, num_features, has_label);
-}
-
-template <typename real_type>
-void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
-    {
-        #pragma omp for
-        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = reader.line(i + header + 1);
-                //
-                if (detail::starts_with(line, '@')) {
-                    // read @ inside data section
-                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
-                }
-
-                // parse sparse or dense data point definition
-                if (detail::starts_with(line, '{')) {
-                    // missing closing }
-                    if (!detail::ends_with(line, '}')) {
-                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
-                    }
-                    // sparse line
-                    bool is_class_set = false;
-                    std::string_view::size_type pos = 1;
-                    while (true) {
-                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
-                        // no further data points
-                        if (next_pos == std::string_view::npos) {
-                            break;
-                        }
-
-                        // get index
-                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        if (index >= max_size) {
-                            // index too big for specified number of features
-                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
-                        }
-                        pos = next_pos + 1;
-
-                        // get value
-                        next_pos = line.find_first_of(",}", pos);
-
-                        // write parsed value depending on the index
-                        if (index == max_size - 1 && has_label) {
-                            is_class_set = true;
-                            (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                        } else {
-                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        }
-
-                        // remove already processes part of the line
-                        line.remove_prefix(next_pos + 1);
-                        line = detail::trim_left(line);
-                        pos = 0;
-                    }
-                    // no class label found
-                    if (!is_class_set && has_label) {
-                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
-                    }
-                } else {
-                    // dense line
-                    std::string_view::size_type pos = 0;
-                    std::string_view::size_type next_pos = 0;
-                    for (std::size_t j = 0; j < max_size - 1; ++j) {
-                        next_pos = line.find_first_of(',', pos);
-                        if (next_pos == std::string_view::npos) {
-                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
-                        }
-                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        pos = next_pos + 1;
-                    }
-                    // write last number to the correct vector (based on the fact whether labels are present or not)
-                    if (has_label) {
-                        (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                    } else {
-                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
-                    }
-                    // check whether superfluous data points are left
-                    next_pos = line.find_first_of(',', pos);
-                    if (next_pos != std::string_view::npos) {
-                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
-                    }
-                }
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-}
-
-template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
-template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
-
-void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
-    for (std::size_t i = 0; i < num_features; ++i) {
-        out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
-    }
-    if (has_labels) {
-        out.print("@ATTRIBUTE class NUMERIC\n\n");
-    }
-    out.print("@DATA\n");
-}
-
-template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output with label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
-    }
-}
-
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
-
-
-template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output without label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
-    }
-}
-
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
-
-}
\ No newline at end of file
diff --git a/src/plssvm/detail/io/libsvm_parsing.cpp b/src/plssvm/detail/io/libsvm_parsing.cpp
deleted file mode 100644
index 1cb296f19..000000000
--- a/src/plssvm/detail/io/libsvm_parsing.cpp
+++ /dev/null
@@ -1,259 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/detail/io/libsvm_parsing.hpp"
-
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
-
-#include "fmt/compile.h" // FMT_COMPILE
-#include "fmt/format.h"  // fmt::format, fmt::format_to
-#include "fmt/os.h"      // fmt::ostream
-
-#ifdef _OPENMP
-    #include <omp.h>  // omp_get_num_threads
-#endif
-
-#include <algorithm>    // std::max, std::min
-#include <cstddef>      // std::size_t
-#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <utility>      // std::move
-#include <vector>       // std::vector
-
-namespace plssvm::detail::io {
-
-std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start) {
-    std::size_t num_features = 0;
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel default(none) shared(reader, parallel_exception, num_features) firstprivate(num_data_points, start)
-    {
-        #pragma omp for reduction(max : num_features)
-        for (std::size_t i = 0; i < num_data_points; ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = reader.line(i + start);
-
-                // check index of last feature entry
-                std::string_view::size_type pos_colon = line.find_last_of(':');
-                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
-                const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
-                num_features = std::max<std::size_t>(num_features, index);
-
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    // no features were parsed -> invalid file
-    if (num_features == 0) {
-        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
-    }
-
-    return num_features;
-}
-
-template <typename real_type>
-bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    std::exception_ptr parallel_exception;
-    bool has_label = true;
-
-    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
-    {
-        #pragma omp for reduction(&& : has_label)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = reader.line(i + start);
-
-                // check if class labels are present (not necessarily the case for test files)
-                std::string_view::size_type pos = line.find_first_of(" \n");
-                std::string_view::size_type first_colon = line.find_first_of(":\n");
-                if (first_colon >= pos) {
-                    // get class or alpha
-                    (*y_ptr)[i] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(0, pos));
-                } else {
-                    has_label = false;
-                    pos = 0;
-                }
-
-                // get data
-                while (true) {
-                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
-                    // no further data points
-                    if (next_pos == std::string_view::npos) {
-                        break;
-                    }
-
-                    // get index
-                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
-                    if (index >= 200) {
-                        fmt::print("{} ", index);
-                    }
-                    if (i >= 500) {
-                        fmt::print("{} ", i);
-                    }
-                    pos = next_pos + 1;
-
-                    // get value
-                    next_pos = line.find_first_of(' ', pos);
-                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                    pos = next_pos;
-                }
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    return has_label;
-}
-
-template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
-template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
-
-
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    // format one output-line
-    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
-
-        output.append(fmt::format(FMT_COMPILE("{} "), a));
-        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
-            char *ptr = buffer;
-            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
-                if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
-                }
-            }
-            output.append(buffer, ptr - buffer);
-        }
-        output.push_back('\n');
-    };
-
-    volatile int count = 0;
-    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, count)
-    {
-        // all support vectors with class 1
-        std::string out_pos;
-        #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
-            if ((*y_ptr)[i] >= 0) {
-                format_libsvm_line(out_pos, (*y_ptr)[i], (*X_ptr)[i]);
-            }
-        }
-
-        #pragma omp critical
-        {
-            out.print("{}", out_pos);
-            count++;
-            #pragma omp flush(count, out)
-        }
-
-        // all support vectors with class -1
-        std::string out_neg;
-        #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
-            if ((*y_ptr)[i] < 0) {
-                format_libsvm_line(out_neg, (*y_ptr)[i], (*X_ptr)[i]);
-            }
-        }
-
-        // wait for all threads to write support vectors for class 1
-#ifdef _OPENMP
-        while (count < omp_get_num_threads()) {
-        }
-#else
-        #pragma omp barrier
-#endif
-
-        #pragma omp critical
-        out.print("{}", out_neg);
-    }
-}
-
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
-
-
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
-    // format one output-line
-    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
-
-        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
-            char *ptr = buffer;
-            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
-                if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
-                }
-            }
-            output.append(buffer, ptr - buffer);
-        }
-        output.push_back('\n');
-    };
-
-    #pragma omp parallel default(none) shared(out, X_ptr, format_libsvm_line)
-    {
-        // all support vectors with class 1
-        std::string out_string;
-        #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
-            format_libsvm_line(out_string, (*X_ptr)[i]);
-        }
-
-        #pragma omp critical
-        out.print("{}", out_string);
-    }
-}
-
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
-
-}
\ No newline at end of file

From bc738bd0212f4b4e8633a0cf105c431709e8c590 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 8 May 2022 21:50:08 +0200
Subject: [PATCH 0003/1010] Add plssvm-scale executable.

---
 CMakeLists.txt                              |  14 ++-
 include/plssvm/core.hpp                     |   1 +
 include/plssvm/data_set.hpp                 |   5 +-
 include/plssvm/detail/io/libsvm_parsing.hpp |   8 +-
 include/plssvm/parameter_scale.hpp          |  67 ++++++++++++
 src/main_scale.cpp                          |  60 +++++++++++
 src/plssvm/parameter_scale.cpp              | 111 ++++++++++++++++++++
 7 files changed, 256 insertions(+), 10 deletions(-)
 create mode 100644 include/plssvm/parameter_scale.hpp
 create mode 100644 src/main_scale.cpp
 create mode 100644 src/plssvm/parameter_scale.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 47e4529e7..59b4863dd 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -38,6 +38,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_predict.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_train.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_scale.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -208,9 +209,12 @@ add_executable(${PLSSVM_EXECUTABLE_TRAIN_NAME} ${CMAKE_CURRENT_SOURCE_DIR}/src/m
 ## create predict executable
 set(PLSSVM_EXECUTABLE_PREDICT_NAME plssvm-predict)
 add_executable(${PLSSVM_EXECUTABLE_PREDICT_NAME} ${CMAKE_CURRENT_SOURCE_DIR}/src/main_predict.cpp)
+## create scale executable
+set(PLSSVM_EXECUTABLE_SCALE_NAME plssvm-scale)
+add_executable(${PLSSVM_EXECUTABLE_SCALE_NAME} ${CMAKE_CURRENT_SOURCE_DIR}/src/main_scale.cpp)
 
 ## append executables to installed targets
-list(APPEND PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_EXECUTABLE_PREDICT_NAME})
+list(APPEND PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_EXECUTABLE_PREDICT_NAME} ${PLSSVM_EXECUTABLE_SCALE_NAME})
 
 ########################################################################################################################
 ##                                            setup code coverage analysis                                            ##
@@ -246,6 +250,7 @@ if(uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
     # add executables as coverage target
     add_dependencies(coverage ${PLSSVM_EXECUTABLE_TRAIN_NAME})
     add_dependencies(coverage ${PLSSVM_EXECUTABLE_PREDICT_NAME})
+    add_dependencies(coverage ${PLSSVM_EXECUTABLE_SCALE_NAME})
 
     # add custom target `make clean_coverage` which calls `make clean` and also removes all generate *.gcda and *.gcno files
     add_custom_target(clean_coverage)
@@ -390,6 +395,7 @@ endif()
 ## link backends against executables
 target_link_libraries(${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_ALL_LIBRARY_NAME})
 target_link_libraries(${PLSSVM_EXECUTABLE_PREDICT_NAME} ${PLSSVM_ALL_LIBRARY_NAME})
+target_link_libraries(${PLSSVM_EXECUTABLE_SCALE_NAME} ${PLSSVM_ALL_LIBRARY_NAME})
 
 
 ########################################################################################################################
@@ -445,11 +451,12 @@ if(DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
 endif()
 
 ## change executable floating points from double precision to single precision
-option(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION "Build the ${PLSSVM_EXECUTABLE_TRAIN_NAME} and ${PLSSVM_EXECUTABLE_PREDICT_NAME} executables with single precision instead of double precision." OFF)
+option(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION "Build the ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME} executables with single precision instead of double precision." OFF)
 if(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    message(STATUS "Using single precision floating point numbers for ${PLSSVM_EXECUTABLE_TRAIN_NAME} and ${PLSSVM_EXECUTABLE_PREDICT_NAME}.")
+    message(STATUS "Using single precision floating point numbers for ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME}.")
     target_compile_definitions(${PLSSVM_EXECUTABLE_TRAIN_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
     target_compile_definitions(${PLSSVM_EXECUTABLE_PREDICT_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
+    target_compile_definitions(${PLSSVM_EXECUTABLE_SCALE_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
 endif()
 
 ########################################################################################################################
@@ -464,6 +471,7 @@ if(PLSSVM_ENABLE_LTO)
         message(STATUS "Interprocedural optimization (IPO/LTO) enabled.")
         set_property(TARGET ${PLSSVM_EXECUTABLE_TRAIN_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
         set_property(TARGET ${PLSSVM_EXECUTABLE_PREDICT_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
+        set_property(TARGET ${PLSSVM_EXECUTABLE_SCALE_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
     else()
         message(STATUS "Interprocedural optimization (IPO/LTO) not supported.")
     endif()
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 0bb1ff586..1c58cd8c7 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -18,6 +18,7 @@
 #include "plssvm/parameter.hpp"
 #include "plssvm/parameter_train.hpp"
 #include "plssvm/parameter_predict.hpp"
+#include "plssvm/parameter_scale.hpp"
 
 #include "plssvm/backend_types.hpp"
 #include "plssvm/kernel_types.hpp"
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 4653fcc79..5662bd73d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -44,7 +44,6 @@ namespace plssvm {
 template <typename T>
 using optional_ref = std::optional<std::reference_wrapper<T>>;
 
-
 template <typename T, typename U = T>
 class data_set {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
@@ -294,9 +293,9 @@ void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
     fmt::ostream out = fmt::output_file(filename);
     // write data
     if (this->has_labels()) {
-        detail::io::write_libsvm_data<true>(out, X_ptr_, labels_ptr_);
+        detail::io::write_libsvm_data<real_type, label_type, true>(out, X_ptr_, labels_ptr_);
     } else {
-        detail::io::write_libsvm_data<false>(out, X_ptr_);
+        detail::io::write_libsvm_data<real_type, label_type, false>(out, X_ptr_);
     }
 }
 
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index bf669ec39..1e2902b85 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -171,16 +171,16 @@ void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std:
         output.push_back('\n');
     };
 
-    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, has_label)
+    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line)
     {
-        // all support vectors with class 1
+        // all support vectors
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+        for (typename std::vector<real_type>::size_type i = 0; i < X_ptr->size(); ++i) {
             if constexpr (has_label) {
                 out_string.append(fmt::format(FMT_COMPILE("{} "), (*y_ptr)[i]));
             }
-            format_libsvm_line(out_string, (*y_ptr)[i], (*X_ptr)[i]);
+            format_libsvm_line(out_string, (*X_ptr)[i]);
         }
 
         #pragma omp critical
diff --git a/include/plssvm/parameter_scale.hpp b/include/plssvm/parameter_scale.hpp
new file mode 100644
index 000000000..8176d1796
--- /dev/null
+++ b/include/plssvm/parameter_scale.hpp
@@ -0,0 +1,67 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ */
+
+#pragma once
+
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include <string>  // std::string
+
+namespace plssvm {
+
+/**
+ * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ * @tparam T the type of the data
+ */
+template <typename T>
+class parameter_scale : public parameter<T> {
+  public:
+    /// The template base type of the parameter_train class.
+    using base_type = parameter<T>;
+
+    using typename base_type::real_type;
+
+    /**
+     * @brief Default construct all training parameters.
+     */
+    parameter_scale() = default;
+
+    /**
+     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
+     * @param[in] argc the number of passed command line arguments
+     * @param[in] argv the command line arguments
+     */
+    parameter_scale(int argc, char **argv);
+
+    // TODO: mote LIBSVM conform?
+    real_type lower{ -1 };
+    real_type upper{ +1 };
+
+    /// The name of the data/test file to parse.
+    std::string input_filename{};
+    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+    std::string scaled_filename{};
+
+  private:
+    /**
+     * @brief Generate a scaled filename based on the name of the input file.
+     * @return `${input_filename}.scaled` (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::string scaled_name_from_input();
+};
+
+extern template class parameter_scale<float>;
+extern template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
+
+}  // namespace plssvm
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
new file mode 100644
index 000000000..f42daa27b
--- /dev/null
+++ b/src/main_scale.cpp
@@ -0,0 +1,60 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Main function compiled to the `plssvm-scale` executable used for scaling a data set to a specified range.
+ */
+
+#include "plssvm/core.hpp"
+
+#include "fmt/core.h"     // std::format
+#include "fmt/ostream.h"  // use operator<< to output enum class
+
+#include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>  // std::exception
+#include <iostream>   // std::cerr, std::clog, std::endl
+#include <utility>    // std::pair
+
+// perform calculations in single precision if requested
+#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
+using real_type = float;
+#else
+using real_type = double;
+#endif
+
+int main(int argc, char *argv[]) {
+    try {
+        // parse parameter from command line
+        plssvm::parameter_scale<real_type> params{ argc, argv };
+
+        // output used parameter
+        if (plssvm::verbose) {
+            fmt::print("\n");
+            fmt::print("task: scaling\n");
+            fmt::print("lower: {}\n", params.lower);
+            fmt::print("upper: {}\n", params.upper);
+            fmt::print("input file (data set): '{}'\n", params.input_filename);
+            fmt::print("output file (scaled data set): '{}'\n", params.scaled_filename);
+            fmt::print("\n");
+        }
+
+        // create data set and scale
+        plssvm::data_set<real_type> data{params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper)};
+
+        // write scaled data to output file
+        data.save_data_set(params.scaled_filename, plssvm::file_format_type::libsvm);
+        // TODO: arff?
+        // TODO: label type from command line???
+
+    } catch (const plssvm::exception &e) {
+        std::cerr << e.what_with_loc() << std::endl;
+        return EXIT_FAILURE;
+    } catch (const std::exception &e) {
+        std::cerr << e.what() << std::endl;
+        return EXIT_FAILURE;
+    }
+    return EXIT_SUCCESS;
+}
diff --git a/src/plssvm/parameter_scale.cpp b/src/plssvm/parameter_scale.cpp
new file mode 100644
index 000000000..cefe857d2
--- /dev/null
+++ b/src/plssvm/parameter_scale.cpp
@@ -0,0 +1,111 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/parameter_scale.hpp"
+
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm {
+
+template <typename T>
+parameter_scale<T>::parameter_scale(int argc, char **argv) {
+    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+    options
+        .positional_help("input_file scaled_file")
+        .show_positional_help();
+    options
+        .set_width(150)
+        .set_tab_expansion()
+        // clang-format off
+        .add_options()
+            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
+            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+            ("h,help", "print this helper message", cxxopts::value<bool>())
+            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
+            ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
+    // clang-format on
+
+    // parse command line options
+    cxxopts::ParseResult result;
+    try {
+        options.parse_positional({ "input", "scaled" });
+        result = options.parse(argc, argv);
+    } catch (const std::exception &e) {
+        fmt::print("{}\n{}\n", e.what(), options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // print help message and exit
+    if (result.count("help")) {
+        fmt::print("{}", options.help());
+        std::exit(EXIT_SUCCESS);
+    }
+
+    // parse the lowest allowed value
+    lower = result["lower"].as<decltype(lower)>();
+
+    // parse the highest allowed value
+    upper = result["upper"].as<decltype(upper)>();
+
+    // parse whether output is quiet or not
+    plssvm::verbose = !plssvm::verbose;
+
+    // parse input data filename
+    if (!result.count("input")) {
+        fmt::print(stderr, "Error missing input file!");
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+    input_filename = result["input"].as<decltype(input_filename)>();
+
+    // parse output model filename
+    if (result.count("scaled")) {
+        scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
+    } else {
+        scaled_filename = this->scaled_name_from_input();
+    }
+}
+
+template <typename T>
+[[nodiscard]] std::string parameter_scale<T>::scaled_name_from_input() {
+    auto input_path = std::filesystem::path(input_filename);
+    return input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+}
+
+// explicitly instantiate template class
+template class parameter_scale<float>;
+template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
+    out << static_cast<const parameter<T>&>(params);
+    return out << fmt::format(
+               "input_filename              '{}'\n"
+               "scale_filename              '{}'\n",
+               params.input_filename,
+               params.scaled_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
+
+}  // namespace plssvm
\ No newline at end of file

From b050d945190fcd7d6558026b4768872aca541b2f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 11 May 2022 21:44:14 +0200
Subject: [PATCH 0004/1010] Restructure parameter classes (main files not
 compiling currently).

---
 CMakeLists.txt                                |   7 +-
 include/plssvm/csvm.hpp                       |   1 +
 .../plssvm/detail/cmd/parameter_predict.hpp   |  64 +++++++
 include/plssvm/detail/cmd/parameter_scale.hpp |  61 ++++++
 include/plssvm/detail/cmd/parameter_train.hpp |  59 ++++++
 include/plssvm/kernel_types.hpp               |   2 +
 include/plssvm/parameter.hpp                  |  35 +++-
 include/plssvm/parameter_predict.hpp          |  73 --------
 include/plssvm/parameter_scale.hpp            |  67 -------
 include/plssvm/parameter_train.hpp            |  72 --------
 src/main_predict.cpp                          |  37 +---
 src/main_scale.cpp                            |  24 +--
 src/main_train.cpp                            |  79 ++++----
 src/plssvm/detail/cmd/parameter_predict.cpp   | 146 +++++++++++++++
 src/plssvm/detail/cmd/parameter_scale.cpp     | 115 ++++++++++++
 src/plssvm/detail/cmd/parameter_train.cpp     | 173 ++++++++++++++++++
 src/plssvm/kernel_types.cpp                   |  12 ++
 src/plssvm/parameter.cpp                      |  64 +++----
 src/plssvm/parameter_predict.cpp              | 129 -------------
 src/plssvm/parameter_scale.cpp                | 111 -----------
 src/plssvm/parameter_train.cpp                | 157 ----------------
 21 files changed, 746 insertions(+), 742 deletions(-)
 create mode 100644 include/plssvm/detail/cmd/parameter_predict.hpp
 create mode 100644 include/plssvm/detail/cmd/parameter_scale.hpp
 create mode 100644 include/plssvm/detail/cmd/parameter_train.hpp
 delete mode 100644 include/plssvm/parameter_predict.hpp
 delete mode 100644 include/plssvm/parameter_scale.hpp
 delete mode 100644 include/plssvm/parameter_train.hpp
 create mode 100644 src/plssvm/detail/cmd/parameter_predict.cpp
 create mode 100644 src/plssvm/detail/cmd/parameter_scale.cpp
 create mode 100644 src/plssvm/detail/cmd/parameter_train.cpp
 delete mode 100644 src/plssvm/parameter_predict.cpp
 delete mode 100644 src/plssvm/parameter_scale.cpp
 delete mode 100644 src/plssvm/parameter_train.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 59b4863dd..b0e234c24 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -35,16 +35,15 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/csvm.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_predict.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_train.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_scale.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
 
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_train.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_predict.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_scale.cpp
 )
 
 ## create base library: linked against all backend libraries
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 30df4a6af..b859fe6d1 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -321,6 +321,7 @@ class parameter {
     ::plssvm::sycl_generic::implementation_type sycl_implementation_type = ::plssvm::sycl_generic::implementation_type::automatic;
 };
 
+// FINISHED
 template <typename T>
 class data_set {
     using data_matrix_type = std::vector<std::vector<T>>;
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
new file mode 100644
index 000000000..0a0e1a140
--- /dev/null
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -0,0 +1,64 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
+*/
+
+#pragma once
+
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include <string>  // std::string
+
+namespace plssvm::detail::cmd {
+
+/**
+* @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
+* @tparam T the type of the data
+*/
+template <typename T>
+class parameter_predict {
+    // only float and doubles are allowed
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+
+ public:
+   using real_type = T;
+
+   /**
+    * @brief Default construct all parameters for prediction.
+    */
+   parameter_predict() = default;
+
+   /**
+    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly. Parse the given model and test file.
+    * @param[in] argc the number of passed command line arguments
+    * @param[in] argv the command line arguments
+    */
+   parameter_predict(int argc, char **argv);
+
+   /// Other parameters
+   parameter<real_type> base_params{};
+
+   /// rho
+   real_type rho{ 0.0 };
+
+   /// The name of the data/test file to parse.
+   std::string input_filename{};
+   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+   std::string model_filename{};
+   /// The name of the file to write the prediction to.
+   std::string predict_filename{};
+};
+
+extern template class parameter_predict<float>;
+extern template class parameter_predict<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
+
+}  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
new file mode 100644
index 000000000..1650b2874
--- /dev/null
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -0,0 +1,61 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+*/
+
+#pragma once
+
+#include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
+
+#include <string>  // std::string
+
+namespace plssvm::detail::cmd {
+
+/**
+* @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+* @tparam T the type of the data
+*/
+template <typename T>
+class parameter_scale {
+    // only float and doubles are allowed
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+
+ public:
+   using real_type = T;
+
+   /**
+    * @brief Default construct all training parameters.
+    */
+   parameter_scale() = default;
+
+   /**
+    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
+    * @param[in] argc the number of passed command line arguments
+    * @param[in] argv the command line arguments
+    */
+   parameter_scale(int argc, char **argv);
+
+   // TODO: more LIBSVM conform?
+   real_type lower{ -1 };
+   real_type upper{ +1 };
+   file_format_type format{ file_format_type::libsvm };
+
+   /// The name of the data/test file to parse.
+   std::string input_filename{};
+   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+   std::string scaled_filename{};
+};
+
+extern template class parameter_scale<float>;
+extern template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
+
+}  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
new file mode 100644
index 000000000..57760ec24
--- /dev/null
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -0,0 +1,59 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
+*/
+
+#pragma once
+
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include <string>  // std::string
+
+namespace plssvm::detail::cmd {
+
+/**
+* @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
+* @tparam T the type of the data
+*/
+template <typename T>
+class parameter_train {
+    // only float and doubles are allowed
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+
+ public:
+   using real_type = T;
+
+   /**
+    * @brief Default construct all training parameters.
+    */
+   parameter_train() = default;
+
+   /**
+    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
+    * @param[in] argc the number of passed command line arguments
+    * @param[in] argv the command line arguments
+    */
+   parameter_train(int argc, char **argv);
+
+   /// Other parameters
+   parameter<real_type> base_params{};
+
+   /// The name of the data/test file to parse.
+   std::string input_filename{};
+   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+   std::string model_filename{};
+};
+
+extern template class parameter_train<float>;
+extern template class parameter_train<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
+
+}  // namespace plssvm
diff --git a/include/plssvm/kernel_types.hpp b/include/plssvm/kernel_types.hpp
index ce31e64af..4cba5b7b5 100644
--- a/include/plssvm/kernel_types.hpp
+++ b/include/plssvm/kernel_types.hpp
@@ -41,6 +41,8 @@ enum class kernel_type {
  */
 std::ostream &operator<<(std::ostream &out, kernel_type kernel);
 
+std::string_view kernel_type_to_math_string(kernel_type kernel) noexcept;
+
 /**
  * @brief Use the input-stream @p in to initialize the @p kernel type.
  * @details The extracted value is matched case-insensitive and can be the integer value of the kernel_type.
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 3a8a1a16d..cd39f83c1 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -14,6 +14,7 @@
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
@@ -42,11 +43,6 @@ class parameter {
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
-    /**
-     * @brief Virtual destructor to enable safe inheritance.
-     */
-    virtual ~parameter() = default;
-
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
     kernel_type kernel = kernel_type::linear;
     /// The degree parameter used in the polynomial kernel function.
@@ -70,9 +66,6 @@ class parameter {
     sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 };
 
-extern template class parameter<float>;
-extern template class parameter<double>;
-
 /**
  * @brief Output all parameters encapsulated by @p params to the given output-stream @p out.
  * @tparam T the type of the data
@@ -81,6 +74,30 @@ extern template class parameter<double>;
  * @return the output-stream
  */
 template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
+    return out << fmt::format(
+               "kernel_type                 {}\n"
+               "degree                      {}\n"
+               "gamma                       {}\n"
+               "coef0                       {}\n"
+               "cost                        {}\n"
+               "epsilon                     {}\n"
+               "backend                     {}\n"
+               "target platform             {}\n"
+               "SYCL kernel invocation type {}\n"
+               "SYCL implementation type    {}\n"
+               "real_type                   {}\n",
+               params.kernel,
+               params.degree,
+               params.gamma,
+               params.coef0,
+               params.cost,
+               params.epsilon,
+               params.backend,
+               params.target,
+               params.sycl_kernel_invocation_type,
+               params.sycl_implementation_type,
+               detail::arithmetic_type_name<typename parameter<T>::real_type>());
+}
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/include/plssvm/parameter_predict.hpp b/include/plssvm/parameter_predict.hpp
deleted file mode 100644
index 3e42698c8..000000000
--- a/include/plssvm/parameter_predict.hpp
+++ /dev/null
@@ -1,73 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
- */
-
-#pragma once
-
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include <string>  // std::string
-
-namespace plssvm {
-
-/**
- * @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
- * @tparam T the type of the data
- */
-template <typename T>
-class parameter_predict : public parameter<T> {
-  public:
-    /// The template base type of the parameter_predict class.
-    using base_type = parameter<T>;
-
-    using base_type::backend;
-    using base_type::coef0;
-    using base_type::cost;
-    using base_type::degree;
-    using base_type::epsilon;
-    using base_type::gamma;
-    using base_type::kernel;
-    using base_type::sycl_implementation_type;
-    using base_type::target;
-
-    /**
-     * @brief Default construct all parameters for prediction.
-     */
-    parameter_predict() = default;
-
-    /**
-     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly. Parse the given model and test file.
-     * @param[in] argc the number of passed command line arguments
-     * @param[in] argv the command line arguments
-     */
-    parameter_predict(int argc, char **argv);
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string model_filename{};
-    /// The name of the file to write the prediction to.
-    std::string predict_filename{};
-
-  private:
-    /**
-     * @brief Generate a predict filename based on the name of the input file.
-     * @return `${input_filename}.predict` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string predict_name_from_input();
-};
-
-extern template class parameter_predict<float>;
-extern template class parameter_predict<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
-
-}  // namespace plssvm
diff --git a/include/plssvm/parameter_scale.hpp b/include/plssvm/parameter_scale.hpp
deleted file mode 100644
index 8176d1796..000000000
--- a/include/plssvm/parameter_scale.hpp
+++ /dev/null
@@ -1,67 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
- */
-
-#pragma once
-
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include <string>  // std::string
-
-namespace plssvm {
-
-/**
- * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
- * @tparam T the type of the data
- */
-template <typename T>
-class parameter_scale : public parameter<T> {
-  public:
-    /// The template base type of the parameter_train class.
-    using base_type = parameter<T>;
-
-    using typename base_type::real_type;
-
-    /**
-     * @brief Default construct all training parameters.
-     */
-    parameter_scale() = default;
-
-    /**
-     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
-     * @param[in] argc the number of passed command line arguments
-     * @param[in] argv the command line arguments
-     */
-    parameter_scale(int argc, char **argv);
-
-    // TODO: mote LIBSVM conform?
-    real_type lower{ -1 };
-    real_type upper{ +1 };
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string scaled_filename{};
-
-  private:
-    /**
-     * @brief Generate a scaled filename based on the name of the input file.
-     * @return `${input_filename}.scaled` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string scaled_name_from_input();
-};
-
-extern template class parameter_scale<float>;
-extern template class parameter_scale<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
-
-}  // namespace plssvm
diff --git a/include/plssvm/parameter_train.hpp b/include/plssvm/parameter_train.hpp
deleted file mode 100644
index c3c7c95c9..000000000
--- a/include/plssvm/parameter_train.hpp
+++ /dev/null
@@ -1,72 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
- */
-
-#pragma once
-
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include <string>  // std::string
-
-namespace plssvm {
-
-/**
- * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
- * @tparam T the type of the data
- */
-template <typename T>
-class parameter_train : public parameter<T> {
-  public:
-    /// The template base type of the parameter_train class.
-    using base_type = parameter<T>;
-
-    using base_type::backend;
-    using base_type::coef0;
-    using base_type::cost;
-    using base_type::degree;
-    using base_type::epsilon;
-    using base_type::gamma;
-    using base_type::kernel;
-    using base_type::target;
-    using base_type::sycl_kernel_invocation_type;
-    using base_type::sycl_implementation_type;
-
-    /**
-     * @brief Default construct all training parameters.
-     */
-    parameter_train() = default;
-
-    /**
-     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
-     * @param[in] argc the number of passed command line arguments
-     * @param[in] argv the command line arguments
-     */
-    parameter_train(int argc, char **argv);
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string model_filename{};
-
-  private:
-    /**
-     * @brief Generate a model filename based on the name of the input file.
-     * @return `${input_filename}.model` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string model_name_from_input();
-};
-
-extern template class parameter_train<float>;
-extern template class parameter_train<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
-
-}  // namespace plssvm
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 9ddf06c17..9e0d8c49c 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -11,6 +11,7 @@
 #include "plssvm/core.hpp"
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/format.h"   // fmt::format, fmt::print
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
@@ -31,45 +32,23 @@ using real_type = double;
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::parameter_predict<real_type> params{ argc, argv };
+        plssvm::detail::cmd::parameter_predict<real_type> params{ argc, argv };
 
         // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(
+        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.sycl_implementation_type)
+                params.base_params.sycl_implementation_type)
                       << std::endl;
         }
 
         // output used parameter
-        if (params.print_info) {
-            fmt::print("\n");
-            fmt::print("task: prediction\n");
-            fmt::print("kernel type: {} -> ", params.kernel);
-            switch (params.kernel) {
-                case plssvm::kernel_type::linear:
-                    fmt::print("u'*v\n");
-                    break;
-                case plssvm::kernel_type::polynomial:
-                    fmt::print("(gamma*u'*v + coef0)^degree\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    fmt::print("coef0: {}\n", params.coef0);
-                    fmt::print("degree: {}\n", params.degree);
-                    break;
-                case plssvm::kernel_type::rbf:
-                    fmt::print("exp(-gamma*|u-v|^2)\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    break;
-            }
-            fmt::print("rho: {}\n", params.rho);
-            fmt::print("input file (data set): '{}'\n", params.input_filename);
-            fmt::print("input file (model): '{}'\n", params.model_filename);
-            fmt::print("output file (prediction): '{}'\n", params.predict_filename);
-            fmt::print("\n");
+        if (plssvm::verbose) {
+            fmt::print("\ntask: prediction\n{}\n", params);
         }
 
         // create SVM
-        auto svm = plssvm::make_csvm(params);
+        auto svm = plssvm::make_csvm(params.base_params);
 
         // predict labels
         const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index f42daa27b..3a1ca49de 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -10,14 +10,14 @@
 
 #include "plssvm/core.hpp"
 
-#include "fmt/core.h"     // std::format
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "fmt/core.h"     // fmt::print, fmt::format
 
-#include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
+#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <utility>    // std::pair
 
+
 // perform calculations in single precision if requested
 #ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
 using real_type = float;
@@ -25,28 +25,22 @@ using real_type = float;
 using real_type = double;
 #endif
 
+
 int main(int argc, char *argv[]) {
     try {
-        // parse parameter from command line
-        plssvm::parameter_scale<real_type> params{ argc, argv };
+        // create default parameters
+        plssvm::detail::cmd::parameter_scale<real_type> params{ argc, argv };
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\n");
-            fmt::print("task: scaling\n");
-            fmt::print("lower: {}\n", params.lower);
-            fmt::print("upper: {}\n", params.upper);
-            fmt::print("input file (data set): '{}'\n", params.input_filename);
-            fmt::print("output file (scaled data set): '{}'\n", params.scaled_filename);
-            fmt::print("\n");
+            fmt::print("\ntask: scaling\n{}\n", params);
         }
 
         // create data set and scale
-        plssvm::data_set<real_type> data{params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper)};
+        plssvm::data_set<real_type> data{ params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper) };
 
         // write scaled data to output file
-        data.save_data_set(params.scaled_filename, plssvm::file_format_type::libsvm);
-        // TODO: arff?
+        data.save_data_set(params.scaled_filename, params.format);
         // TODO: label type from command line???
 
     } catch (const plssvm::exception &e) {
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 732477aca..9f67484dd 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/core.hpp"
 
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // std::format
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
@@ -27,63 +28,41 @@ using real_type = double;
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::parameter_train<real_type> params{ argc, argv };
+        plssvm::detail::cmd::parameter_train<real_type> params{ argc, argv };
 
         // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-            std::clog << fmt::format(
+        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
                 "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                params.sycl_kernel_invocation_type)
+                params.base_params.sycl_kernel_invocation_type)
                       << std::endl;
         }
         // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(
+        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.sycl_implementation_type)
+                params.base_params.sycl_implementation_type)
                       << std::endl;
         }
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\n");
-            fmt::print("task: training\n");
-            fmt::print("kernel type: {} -> ", params.kernel);
-            switch (params.kernel) {
-                case plssvm::kernel_type::linear:
-                    fmt::print("u'*v\n");
-                    break;
-                case plssvm::kernel_type::polynomial:
-                    fmt::print("(gamma*u'*v + coef0)^degree\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    fmt::print("coef0: {}\n", params.coef0);
-                    fmt::print("degree: {}\n", params.degree);
-                    break;
-                case plssvm::kernel_type::rbf:
-                    fmt::print("exp(-gamma*|u-v|^2)\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    break;
-            }
-            fmt::print("cost: {}\n", params.cost);
-            fmt::print("epsilon: {}\n", params.epsilon);
-            fmt::print("input file (data set): '{}'\n", params.input_filename);
-            fmt::print("output file (model): '{}'\n", params.model_filename);
-            fmt::print("\n");
+            fmt::print("\ntask: training\n{}\n", params);
         }
 
         // create data set
-        plssvm::data_set<real_type> data{ params.input_filename };
+//        plssvm::data_set<real_type> data{ params.input_filename };
 
         // create SVM
-        auto svm = plssvm::make_csvm(params);
+//        auto svm = plssvm::make_csvm(params);
 
         // learn
-        svm->learn();
+//        svm->learn();
 
         // save model file
-        svm->write_model(params.model_filename);
+//        svm->write_model(params.model_filename);
 
-//        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
+        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
 //        for (const auto& row : matrix) {
 //            for (const auto& col : row) {
 //                std::cout << col << ' ';
@@ -91,16 +70,28 @@ int main(int argc, char *argv[]) {
 //            std::cout << std::endl;
 //        }
 //        std::cout << std::endl;
-//
-//        plssvm::data_set<double> data{ std::move(matrix) };
+
+        std::vector<std::string> label{ "cat", "dog", "cat" };
+        plssvm::data_set<double, std::string> data{ std::move(matrix), std::move(label), std::pair<double, double>(-1, 1)};
 //        data.scale(-2, +2);
-//
-//        for (const auto& row : data.data()) {
-//            for (const auto& col : row) {
-//                std::cout << col << ' ';
-//            }
-//            std::cout << std::endl;
-//        }
+
+        for (const auto& row : data.data()) {
+            for (const auto& col : row) {
+                std::cout << col << ' ';
+            }
+            std::cout << std::endl;
+        }
+
+        auto lab = data.mapped_labels().value().get();
+        for (const auto& l : lab) {
+            std::cout << l << ' ';
+        }
+        std::cout << std::endl;
+        auto la = data.labels().value().get();
+        for (const auto& l : la) {
+            std::cout << l << ' ';
+        }
+        std::cout << std::endl;
 //
 //        data.save_data_set("data.libsvm", plssvm::file_format_type::libsvm);
 ////        data.save_data_set("data.arff", plssvm::file_format_type::arff);
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
new file mode 100644
index 000000000..0411832f3
--- /dev/null
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -0,0 +1,146 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*/
+
+#include "plssvm/detail/cmd/parameter_predict.hpp"
+
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/parameter.hpp"                          // plssvm::parameter
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm::detail::cmd {
+
+template <typename T>
+parameter_predict<T>::parameter_predict(int argc, char **argv) {
+   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+   options
+       .positional_help("test_file model_file [output_file]")
+       .show_positional_help();
+   options
+       .set_width(150)
+       .set_tab_expansion()
+       // clang-format off
+       .add_options()
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+#endif
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
+           ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
+           ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
+   // clang-format on
+
+   // parse command line options
+   cxxopts::ParseResult result;
+   try {
+       options.parse_positional({ "test", "model", "output" });
+       result = options.parse(argc, argv);
+   } catch (const std::exception &e) {
+       fmt::print("{}\n{}\n", e.what(), options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   // print help message and exit
+   if (result.count("help")) {
+       fmt::print("{}", options.help());
+       std::exit(EXIT_SUCCESS);
+   }
+
+   // parse backend_type and cast the value to the respective enum
+   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+
+   // parse target_platform and cast the value to the respective enum
+   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+   // parse SYCL implementation used in the SYCL backend
+   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+#endif
+
+   // parse whether output is quiet or not
+   plssvm::verbose = !plssvm::verbose;
+
+   // parse test data filename
+   if (!result.count("test")) {
+       fmt::print(stderr, "Error missing test file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   input_filename = result["test"].as<decltype(input_filename)>();
+
+   // parse model filename
+   if (!result.count("model")) {
+       fmt::print(stderr, "Error missing model file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   model_filename = result["model"].as<decltype(model_filename)>();
+
+   // parse output filename
+   if (result.count("output")) {
+       predict_filename = result["output"].as<decltype(predict_filename)>();
+   } else {
+       std::filesystem::path input_path{ input_filename };
+       model_filename = input_path.replace_filename(input_path.filename().string() + ".predict").string();
+   }
+}
+
+// explicitly instantiate template class
+template class parameter_predict<float>;
+template class parameter_predict<double>;
+
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
+    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
+    switch (params.base_params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out << fmt::format(
+                "gamma: {}\n"
+                "coef0: {}\n"
+                "degree: {}\n",
+                params.base_params.gamma,
+                params.base_params.coef0,
+                params.base_params.degree);
+            break;
+        case kernel_type::rbf:
+            out << fmt::format("gamma: {}\n", params.base_params.gamma);
+            break;
+    }
+    return out << fmt::format(
+               "cost: {}\n"
+               "epsilon: {}\n"
+               "rho: {}\n"
+               "input file (data set): '{}'\n"
+               "input file (model): '{}'\n",
+               "output file (prediction): '{}'\n",
+               params.base_params.cost,
+               params.base_params.epsilon,
+               params.rho,
+               params.input_filename,
+               params.model_filename,
+               params.predict_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
+
+}  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
new file mode 100644
index 000000000..0383f0dbe
--- /dev/null
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -0,0 +1,115 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*/
+
+#include "plssvm/detail/cmd/parameter_scale.hpp"
+
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm::detail::cmd {
+
+template <typename T>
+parameter_scale<T>::parameter_scale(int argc, char **argv) {
+       cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+       options
+           .positional_help("input_file [scaled_file]")
+           .show_positional_help();
+       options
+           .set_width(150)
+           .set_tab_expansion()
+           // clang-format off
+           .add_options()
+               ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
+               ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
+               ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+               ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+               ("h,help", "print this helper message", cxxopts::value<bool>())
+               ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
+               ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
+       // clang-format on
+
+       // parse command line options
+       cxxopts::ParseResult result;
+       try {
+           options.parse_positional({ "input", "scaled" });
+           result = options.parse(argc, argv);
+       } catch (const std::exception &e) {
+           fmt::print("{}\n{}\n", e.what(), options.help());
+           std::exit(EXIT_FAILURE);
+       }
+
+       // print help message and exit
+       if (result.count("help")) {
+           fmt::print("{}", options.help());
+           std::exit(EXIT_SUCCESS);
+       }
+
+       // parse the lowest allowed value
+       lower = result["lower"].as<decltype(lower)>();
+
+       // parse the highest allowed value
+       upper = result["upper"].as<decltype(upper)>();
+
+       // parse the file format
+       format = result["format"].as<decltype(format)>();
+
+       // parse whether output is quiet or not
+       plssvm::verbose = !plssvm::verbose;
+
+       // parse input data filename
+       if (!result.count("input")) {
+           fmt::print(stderr, "Error missing input file!");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
+       }
+       input_filename = result["input"].as<decltype(input_filename)>();
+
+       // parse output model filename
+       if (result.count("scaled")) {
+           scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
+       } else {
+           std::filesystem::path input_path{ input_filename };
+           scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+       }
+}
+
+// explicitly instantiate template class
+template class parameter_scale<float>;
+template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
+   return out << fmt::format(
+              "lower: {}\n"
+              "upper: {}\n"
+              "output file format: {}\n"
+              "input file (data set): '{}'\n",
+              "output file (scaled data set): '{}'\n",
+              params.lower,
+              params.upper,
+              params.format,
+              params.input_filename,
+              params.scaled_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
new file mode 100644
index 000000000..d809a39a0
--- /dev/null
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -0,0 +1,173 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*/
+
+#include "plssvm/detail/cmd/parameter_train.hpp"
+
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm::detail::cmd {
+
+template <typename T>
+parameter_train<T>::parameter_train(int argc, char **argv) {
+   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+   options
+       .positional_help("training_set_file [model_file]")
+       .show_positional_help();
+   options
+       .set_width(150)
+       .set_tab_expansion()
+       // clang-format off
+       .add_options()
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(base_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(base_params.kernel))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(base_params.degree)>()->default_value(fmt::format("{}", base_params.degree)))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(base_params.gamma)>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(base_params.coef0)>()->default_value(fmt::format("{}", base_params.coef0)))
+           ("c,cost", "set the parameter C", cxxopts::value<decltype(base_params.cost)>()->default_value(fmt::format("{}", base_params.cost)))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(base_params.epsilon)>()->default_value(fmt::format("{}", base_params.epsilon)))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(base_params.sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_kernel_invocation_type))))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+#endif
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
+           ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
+   // clang-format on
+
+   // parse command line options
+   cxxopts::ParseResult result;
+   try {
+       options.parse_positional({ "input", "model" });
+       result = options.parse(argc, argv);
+   } catch (const std::exception &e) {
+       fmt::print("{}\n{}\n", e.what(), options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   // print help message and exit
+   if (result.count("help")) {
+       fmt::print("{}", options.help());
+       std::exit(EXIT_SUCCESS);
+   }
+
+   // parse kernel_type and cast the value to the respective enum
+   base_params.kernel = result["kernel_type"].as<decltype(base_params.kernel)>();
+
+   // parse degree
+   base_params.degree = result["degree"].as<decltype(base_params.degree)>();
+
+   // parse gamma
+   if (result.count("gamma")) {
+       base_params.gamma = result["gamma"].as<decltype(base_params.gamma)>();
+       if (base_params.gamma == decltype(base_params.gamma){ 0.0 }) {
+           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
+       }
+   } else {
+       base_params.gamma = decltype(base_params.gamma){ 0.0 };
+   }
+
+   // parse coef0
+   base_params.coef0 = result["coef0"].as<decltype(base_params.coef0)>();
+
+   // parse cost
+   base_params.cost = result["cost"].as<decltype(base_params.cost)>();
+
+   // parse epsilon
+   base_params.epsilon = result["epsilon"].as<decltype(base_params.epsilon)>();
+
+   // parse backend_type and cast the value to the respective enum
+   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+
+   // parse target_platform and cast the value to the respective enum
+   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+
+#if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
+   // parse kernel invocation type when using SYCL as backend
+   base_params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(base_params.sycl_kernel_invocation_type)>();
+
+   // parse SYCL implementation used in the SYCL backend
+   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+#endif
+
+   // parse whether output is quiet or not
+   plssvm::verbose = !plssvm::verbose;
+
+   // parse input data filename
+   if (!result.count("input")) {
+       fmt::print(stderr, "Error missing input file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   input_filename = result["input"].as<decltype(input_filename)>();
+
+   // parse output model filename
+   if (result.count("model")) {
+       model_filename = result["model"].as<decltype(model_filename)>();
+   } else {
+       std::filesystem::path input_path{ input_filename };
+       model_filename = input_path.replace_filename(input_path.filename().string() + ".model").string();
+   }
+}
+
+// explicitly instantiate template class
+template class parameter_train<float>;
+template class parameter_train<double>;
+
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
+    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
+    switch (params.base_params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out << fmt::format(
+                "gamma: {}\n"
+                "coef0: {}\n"
+                "degree: {}\n",
+                params.base_params.gamma,
+                params.base_params.coef0,
+                params.base_params.degree);
+            break;
+        case kernel_type::rbf:
+            out << fmt::format("gamma: {}\n", params.base_params.gamma);
+            break;
+    }
+    return out << fmt::format(
+               "cost: {}\n"
+               "epsilon: {}\n"
+               "input file (data set): '{}'\n"
+               "output file (model): '{}'\n",
+               params.base_params.cost,
+               params.base_params.epsilon,
+               params.input_filename,
+               params.model_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/kernel_types.cpp b/src/plssvm/kernel_types.cpp
index 458bf3762..1117bf010 100644
--- a/src/plssvm/kernel_types.cpp
+++ b/src/plssvm/kernel_types.cpp
@@ -29,6 +29,18 @@ std::ostream &operator<<(std::ostream &out, const kernel_type kernel) {
     return out << "unknown";
 }
 
+std::string_view kernel_type_to_math_string(const kernel_type kernel) noexcept {
+    switch (kernel) {
+        case kernel_type::linear:
+            return "u'*v";
+        case kernel_type::polynomial:
+            return "(gamma*u'*v + coef0)^degree";
+        case kernel_type::rbf:
+            return "exp(-gamma*|u-v|^2)";
+    }
+    return "unknown";
+}
+
 std::istream &operator>>(std::istream &in, kernel_type &kernel) {
     std::string str;
     in >> str;
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index 49e5d6f19..fc327dab1 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -178,37 +178,37 @@ void parameter<T>::parse_model_file(const std::string &filename) {
 
 
 // explicitly instantiate template class
-template class parameter<float>;
-template class parameter<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
-    return out << fmt::format(
-               "kernel_type                 {}\n"
-               "degree                      {}\n"
-               "gamma                       {}\n"
-               "coef0                       {}\n"
-               "cost                        {}\n"
-               "epsilon                     {}\n"
-               "backend                     {}\n"
-               "target platform             {}\n"
-               "SYCL kernel invocation type {}\n"
-               "SYCL implementation type    {}\n"
-               "real_type                   {}\n",
-               params.kernel,
-               params.degree,
-               params.gamma,
-               params.coef0,
-               params.cost,
-               params.epsilon,
-               params.backend,
-               params.target,
-               params.sycl_kernel_invocation_type,
-               params.sycl_implementation_type,
-               detail::arithmetic_type_name<typename parameter<T>::real_type>());
-}
-template std::ostream &operator<<(std::ostream &, const parameter<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter<double> &);
+//template class parameter<float>;
+//template class parameter<double>;
+//
+//
+//template <typename T>
+//std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
+//    return out << fmt::format(
+//               "kernel_type                 {}\n"
+//               "degree                      {}\n"
+//               "gamma                       {}\n"
+//               "coef0                       {}\n"
+//               "cost                        {}\n"
+//               "epsilon                     {}\n"
+//               "backend                     {}\n"
+//               "target platform             {}\n"
+//               "SYCL kernel invocation type {}\n"
+//               "SYCL implementation type    {}\n"
+//               "real_type                   {}\n",
+//               params.kernel,
+//               params.degree,
+//               params.gamma,
+//               params.coef0,
+//               params.cost,
+//               params.epsilon,
+//               params.backend,
+//               params.target,
+//               params.sycl_kernel_invocation_type,
+//               params.sycl_implementation_type,
+//               detail::arithmetic_type_name<typename parameter<T>::real_type>());
+//}
+//template std::ostream &operator<<(std::ostream &, const parameter<float> &);
+//template std::ostream &operator<<(std::ostream &, const parameter<double> &);
 
 }  // namespace plssvm
diff --git a/src/plssvm/parameter_predict.cpp b/src/plssvm/parameter_predict.cpp
deleted file mode 100644
index 50fb96b21..000000000
--- a/src/plssvm/parameter_predict.cpp
+++ /dev/null
@@ -1,129 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/parameter_predict.hpp"
-
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/parameter.hpp"                          // plssvm::parameter
-
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdio>      // stderr
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-
-namespace plssvm {
-
-template <typename T>
-parameter_predict<T>::parameter_predict(int argc, char **argv) {
-    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-    options
-        .positional_help("test_file model_file [output_file]")
-        .show_positional_help();
-    options
-        .set_width(150)
-        .set_tab_expansion()
-        // clang-format off
-        .add_options()
-            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(detail::as_lower_case(fmt::format("{}", backend))))
-            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(detail::as_lower_case(fmt::format("{}", target))))
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
-#endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-            ("h,help", "print this helper message", cxxopts::value<bool>())
-            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
-            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
-            ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
-    // clang-format on
-
-    // parse command line options
-    cxxopts::ParseResult result;
-    try {
-        options.parse_positional({ "test", "model", "output" });
-        result = options.parse(argc, argv);
-    } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
-        std::exit(EXIT_FAILURE);
-    }
-
-    // print help message and exit
-    if (result.count("help")) {
-        fmt::print("{}", options.help());
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // parse backend_type and cast the value to the respective enum
-    backend = result["backend"].as<decltype(backend)>();
-
-    // parse target_platform and cast the value to the respective enum
-    target = result["target_platform"].as<decltype(target)>();
-
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-    // parse SYCL implementation used in the SYCL backend
-    sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
-#endif
-
-    // parse whether output is quiet or not
-    plssvm::verbose = !plssvm::verbose;
-
-    // parse test data filename
-    if (!result.count("test")) {
-        fmt::print(stderr, "Error missing test file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    input_filename = result["test"].as<decltype(input_filename)>();
-
-    // parse model filename
-    if (!result.count("model")) {
-        fmt::print(stderr, "Error missing model file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    model_filename = result["model"].as<decltype(model_filename)>();
-
-    // parse output filename
-    if (result.count("output")) {
-        predict_filename = result["output"].as<decltype(predict_filename)>();
-    } else {
-        predict_filename = this->predict_name_from_input();
-    }
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter_predict<T>::predict_name_from_input() {
-    auto input_path = std::filesystem::path(input_filename);
-    return input_path.replace_filename(input_path.filename().string() + ".predict").string();
-}
-
-// explicitly instantiate template class
-template class parameter_predict<float>;
-template class parameter_predict<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
-    out << static_cast<const parameter<T>&>(params);
-    return out << fmt::format(
-               "input_filename              '{}'\n"
-               "model_filename              '{}'\n"
-               "predict_filename            '{}'\n",
-               params.input_filename,
-               params.model_filename,
-               params.predict_filename);
-}
-template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
-
-}  // namespace plssvm
diff --git a/src/plssvm/parameter_scale.cpp b/src/plssvm/parameter_scale.cpp
deleted file mode 100644
index cefe857d2..000000000
--- a/src/plssvm/parameter_scale.cpp
+++ /dev/null
@@ -1,111 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/parameter_scale.hpp"
-
-#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
-#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
-
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdio>      // stderr
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-
-namespace plssvm {
-
-template <typename T>
-parameter_scale<T>::parameter_scale(int argc, char **argv) {
-    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-    options
-        .positional_help("input_file scaled_file")
-        .show_positional_help();
-    options
-        .set_width(150)
-        .set_tab_expansion()
-        // clang-format off
-        .add_options()
-            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
-            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-            ("h,help", "print this helper message", cxxopts::value<bool>())
-            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
-            ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
-    // clang-format on
-
-    // parse command line options
-    cxxopts::ParseResult result;
-    try {
-        options.parse_positional({ "input", "scaled" });
-        result = options.parse(argc, argv);
-    } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
-        std::exit(EXIT_FAILURE);
-    }
-
-    // print help message and exit
-    if (result.count("help")) {
-        fmt::print("{}", options.help());
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // parse the lowest allowed value
-    lower = result["lower"].as<decltype(lower)>();
-
-    // parse the highest allowed value
-    upper = result["upper"].as<decltype(upper)>();
-
-    // parse whether output is quiet or not
-    plssvm::verbose = !plssvm::verbose;
-
-    // parse input data filename
-    if (!result.count("input")) {
-        fmt::print(stderr, "Error missing input file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    input_filename = result["input"].as<decltype(input_filename)>();
-
-    // parse output model filename
-    if (result.count("scaled")) {
-        scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
-    } else {
-        scaled_filename = this->scaled_name_from_input();
-    }
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter_scale<T>::scaled_name_from_input() {
-    auto input_path = std::filesystem::path(input_filename);
-    return input_path.replace_filename(input_path.filename().string() + ".scaled").string();
-}
-
-// explicitly instantiate template class
-template class parameter_scale<float>;
-template class parameter_scale<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
-    out << static_cast<const parameter<T>&>(params);
-    return out << fmt::format(
-               "input_filename              '{}'\n"
-               "scale_filename              '{}'\n",
-               params.input_filename,
-               params.scaled_filename);
-}
-template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
-
-}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/parameter_train.cpp b/src/plssvm/parameter_train.cpp
deleted file mode 100644
index bf9480701..000000000
--- a/src/plssvm/parameter_train.cpp
+++ /dev/null
@@ -1,157 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/parameter_train.hpp"
-
-#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
-#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
-
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdio>      // stderr
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-
-namespace plssvm {
-
-template <typename T>
-parameter_train<T>::parameter_train(int argc, char **argv) {
-    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-    options
-        .positional_help("training_set_file [model_file]")
-        .show_positional_help();
-    options
-        .set_width(150)
-        .set_tab_expansion()
-        // clang-format off
-        .add_options()
-            ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(kernel)>()->default_value(fmt::format("{}", detail::to_underlying(kernel))))
-            ("d,degree", "set degree in kernel function", cxxopts::value<decltype(degree)>()->default_value(fmt::format("{}", degree)))
-            ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(gamma)>())
-            ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(coef0)>()->default_value(fmt::format("{}", coef0)))
-            ("c,cost", "set the parameter C", cxxopts::value<decltype(cost)>()->default_value(fmt::format("{}", cost)))
-            ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(epsilon)>()->default_value(fmt::format("{}", epsilon)))
-            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(detail::as_lower_case(fmt::format("{}", backend))))
-            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(detail::as_lower_case(fmt::format("{}", target))))
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-            ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_kernel_invocation_type))))
-            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
-#endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-            ("h,help", "print this helper message", cxxopts::value<bool>())
-            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
-            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
-    // clang-format on
-
-    // parse command line options
-    cxxopts::ParseResult result;
-    try {
-        options.parse_positional({ "input", "model" });
-        result = options.parse(argc, argv);
-    } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
-        std::exit(EXIT_FAILURE);
-    }
-
-    // print help message and exit
-    if (result.count("help")) {
-        fmt::print("{}", options.help());
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // parse kernel_type and cast the value to the respective enum
-    kernel = result["kernel_type"].as<decltype(kernel)>();
-
-    // parse degree
-    degree = result["degree"].as<decltype(degree)>();
-
-    // parse gamma
-    if (result.count("gamma")) {
-        gamma = result["gamma"].as<decltype(gamma)>();
-        if (gamma == decltype(gamma){ 0.0 }) {
-            fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
-            fmt::print("{}", options.help());
-            std::exit(EXIT_FAILURE);
-        }
-    } else {
-        gamma = decltype(gamma){ 0.0 };
-    }
-
-    // parse coef0
-    coef0 = result["coef0"].as<decltype(coef0)>();
-
-    // parse cost
-    cost = result["cost"].as<decltype(cost)>();
-
-    // parse epsilon
-    epsilon = result["epsilon"].as<decltype(epsilon)>();
-
-    // parse backend_type and cast the value to the respective enum
-    backend = result["backend"].as<decltype(backend)>();
-
-    // parse target_platform and cast the value to the respective enum
-    target = result["target_platform"].as<decltype(target)>();
-
-#if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
-    // parse kernel invocation type when using SYCL as backend
-    sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
-
-    // parse SYCL implementation used in the SYCL backend
-    sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
-#endif
-
-    // parse whether output is quiet or not
-    plssvm::verbose = !plssvm::verbose;
-
-    // parse input data filename
-    if (!result.count("input")) {
-        fmt::print(stderr, "Error missing input file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    input_filename = result["input"].as<decltype(input_filename)>();
-
-    // parse output model filename
-    if (result.count("model")) {
-        model_filename = result["model"].as<decltype(model_filename)>();
-    } else {
-        model_filename = this->model_name_from_input();
-    }
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter_train<T>::model_name_from_input() {
-    auto input_path = std::filesystem::path(input_filename);
-    return input_path.replace_filename(input_path.filename().string() + ".model").string();
-}
-
-// explicitly instantiate template class
-template class parameter_train<float>;
-template class parameter_train<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
-    out << static_cast<const parameter<T>&>(params);
-    return out << fmt::format(
-               "input_filename              '{}'\n"
-               "model_filename              '{}'\n",
-               params.input_filename,
-               params.model_filename);
-}
-template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
-
-}  // namespace plssvm
\ No newline at end of file

From 0414c586e74e7513b3c19f89c142e529cbd3b823 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 11 May 2022 22:30:00 +0200
Subject: [PATCH 0005/1010] Enable string labels through a command line switch.

---
 include/plssvm/detail/cmd/parameter_scale.hpp |  4 ++++
 include/plssvm/parameter.hpp                  |  6 +++++
 src/main_scale.cpp                            | 22 ++++++++++++++-----
 src/plssvm/detail/cmd/parameter_scale.cpp     |  8 ++++++-
 4 files changed, 34 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index 1650b2874..d9863d8cd 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -11,6 +11,7 @@
 
 #pragma once
 
+#include "plssvm/parameter.hpp"          // plssvm::parameter
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
 
 #include <string>  // std::string
@@ -41,6 +42,9 @@ class parameter_scale {
     */
    parameter_scale(int argc, char **argv);
 
+   /// Other parameters
+   parameter<real_type> base_params{};
+
    // TODO: more LIBSVM conform?
    real_type lower{ -1 };
    real_type upper{ +1 };
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index cd39f83c1..86c415b2f 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -64,6 +64,10 @@ class parameter {
     sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
     /// The SYCL implementation to use with --backend=sycl.
     sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+
+    // TODO: here?!?
+    /// use strings as label type?
+    bool strings_as_labels{ false };
 };
 
 /**
@@ -86,6 +90,7 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                "target platform             {}\n"
                "SYCL kernel invocation type {}\n"
                "SYCL implementation type    {}\n"
+               "use strings as labels       {}\n"
                "real_type                   {}\n",
                params.kernel,
                params.degree,
@@ -97,6 +102,7 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                params.target,
                params.sycl_kernel_invocation_type,
                params.sycl_implementation_type,
+               params.strings_as_labels,
                detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 3a1ca49de..159a901a2 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -16,6 +16,7 @@
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <utility>    // std::pair
+#include <variant>    // std::variant, std::visit
 
 
 // perform calculations in single precision if requested
@@ -25,6 +26,18 @@ using real_type = float;
 using real_type = double;
 #endif
 
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<real_type>, plssvm::data_set<real_type, std::string>>;
+
+// create variant based on runtime flag
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale<real_type>& params) {
+    std::pair<real_type, real_type> scaling_bounds(params.lower, params.upper);
+    if (params.base_params.strings_as_labels) {
+        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+    } else {
+        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, std::move(scaling_bounds) } };
+    }
+}
 
 int main(int argc, char *argv[]) {
     try {
@@ -37,11 +50,10 @@ int main(int argc, char *argv[]) {
         }
 
         // create data set and scale
-        plssvm::data_set<real_type> data{ params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper) };
-
-        // write scaled data to output file
-        data.save_data_set(params.scaled_filename, params.format);
-        // TODO: label type from command line???
+        std::visit([&](auto&& data){
+            // write scaled data to output file
+            data.save_data_set(params.scaled_filename, params.format);
+        }, data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 0383f0dbe..040e71e82 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -40,6 +40,7 @@ parameter_scale<T>::parameter_scale(int argc, char **argv) {
                ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
                ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
                ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+               ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
                ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
                ("h,help", "print this helper message", cxxopts::value<bool>())
                ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
@@ -71,6 +72,9 @@ parameter_scale<T>::parameter_scale(int argc, char **argv) {
        // parse the file format
        format = result["format"].as<decltype(format)>();
 
+       // parse whether strings should be used as labels
+       base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+
        // parse whether output is quiet or not
        plssvm::verbose = !plssvm::verbose;
 
@@ -100,11 +104,13 @@ std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
+              "use strings as labels: {}\n"
               "output file format: {}\n"
-              "input file (data set): '{}'\n",
+              "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
+              params.base_params.strings_as_labels,
               params.format,
               params.input_filename,
               params.scaled_filename);

From c3953f1588955264a3cf3724a62c14e461c11d52 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 11 May 2022 22:34:49 +0200
Subject: [PATCH 0006/1010] Parse string label flag also in train in predict
 (not used yet).

---
 src/plssvm/detail/cmd/parameter_predict.cpp | 5 +++++
 src/plssvm/detail/cmd/parameter_train.cpp   | 5 +++++
 2 files changed, 10 insertions(+)

diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 0411832f3..1d97b0770 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -40,6 +40,7 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
 #endif
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -74,6 +75,9 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
    base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
 #endif
 
+   // parse whether strings should be used as labels
+   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
 
@@ -129,6 +133,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params)
     return out << fmt::format(
                "cost: {}\n"
                "epsilon: {}\n"
+               "use strings as labels: {}\n"
                "rho: {}\n"
                "input file (data set): '{}'\n"
                "input file (model): '{}'\n",
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index d809a39a0..9728e8147 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -50,6 +50,7 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
            ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(base_params.sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_kernel_invocation_type))))
            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
 #endif
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -113,6 +114,9 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
    base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
 #endif
 
+   // parse whether strings should be used as labels
+   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
 
@@ -160,6 +164,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
     return out << fmt::format(
                "cost: {}\n"
                "epsilon: {}\n"
+               "use strings as labels: {}\n"
                "input file (data set): '{}'\n"
                "output file (model): '{}'\n",
                params.base_params.cost,

From 7164e3ce522c1535ab2cb833d34117e4d00a2bb6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 20:39:33 +0200
Subject: [PATCH 0007/1010] First version to allow real_type to be specified at
 runtime.

---
 include/plssvm/core.hpp                       |   8 +-
 .../plssvm/detail/cmd/parameter_predict.hpp   |  17 +-
 include/plssvm/detail/cmd/parameter_scale.hpp |  19 +-
 include/plssvm/detail/cmd/parameter_train.hpp |  17 +-
 include/plssvm/parameter.hpp                  |  12 +-
 src/main_predict.cpp                          | 124 +++++++++-----
 src/main_scale.cpp                            |  23 ++-
 src/main_train.cpp                            |  76 +++++---
 src/plssvm/detail/cmd/parameter_predict.cpp   | 100 ++++++-----
 src/plssvm/detail/cmd/parameter_scale.cpp     | 162 ++++++++++--------
 src/plssvm/detail/cmd/parameter_train.cpp     | 162 ++++++++++--------
 11 files changed, 405 insertions(+), 315 deletions(-)

diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 1c58cd8c7..50eea2931 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -16,9 +16,6 @@
 
 #include "plssvm/constants.hpp"
 #include "plssvm/parameter.hpp"
-#include "plssvm/parameter_train.hpp"
-#include "plssvm/parameter_predict.hpp"
-#include "plssvm/parameter_scale.hpp"
 
 #include "plssvm/backend_types.hpp"
 #include "plssvm/kernel_types.hpp"
@@ -30,6 +27,10 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
+#include "plssvm/detail/cmd/parameter_train.hpp"
+#include "plssvm/detail/cmd/parameter_predict.hpp"
+#include "plssvm/detail/cmd/parameter_scale.hpp"
+
 
 #include "plssvm/data_set.hpp"
 
@@ -43,6 +44,7 @@ namespace plssvm::version {}
 namespace plssvm::detail {}
 
 namespace plssvm::detail::io {}
+namespace plssvm::detail::cmd {}
 
 /// Namespace containing operator overloads for [std::vector](https://en.cppreference.com/w/cpp/container/vector) and other mathematical functions on vectors.
 namespace plssvm::operators {}
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
index 0a0e1a140..a04acd8b3 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -19,16 +19,9 @@ namespace plssvm::detail::cmd {
 
 /**
 * @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
-* @tparam T the type of the data
 */
-template <typename T>
 class parameter_predict {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-
  public:
-   using real_type = T;
-
    /**
     * @brief Default construct all parameters for prediction.
     */
@@ -42,10 +35,10 @@ class parameter_predict {
    parameter_predict(int argc, char **argv);
 
    /// Other parameters
-   parameter<real_type> base_params{};
+   parameter_variants base_params{};
 
    /// rho
-   real_type rho{ 0.0 };
+   double rho{ 0.0 };
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
@@ -55,10 +48,6 @@ class parameter_predict {
    std::string predict_filename{};
 };
 
-extern template class parameter_predict<float>;
-extern template class parameter_predict<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter_predict &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index d9863d8cd..85c44e993 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -20,16 +20,9 @@ namespace plssvm::detail::cmd {
 
 /**
 * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
-* @tparam T the type of the data
 */
-template <typename T>
 class parameter_scale {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-
  public:
-   using real_type = T;
-
    /**
     * @brief Default construct all training parameters.
     */
@@ -43,11 +36,11 @@ class parameter_scale {
    parameter_scale(int argc, char **argv);
 
    /// Other parameters
-   parameter<real_type> base_params{};
+   parameter_variants base_params{};
 
    // TODO: more LIBSVM conform?
-   real_type lower{ -1 };
-   real_type upper{ +1 };
+   double lower{ -1 };
+   double upper{ +1 };
    file_format_type format{ file_format_type::libsvm };
 
    /// The name of the data/test file to parse.
@@ -56,10 +49,6 @@ class parameter_scale {
    std::string scaled_filename{};
 };
 
-extern template class parameter_scale<float>;
-extern template class parameter_scale<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter_scale &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index 57760ec24..e24ee69cc 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -19,16 +19,9 @@ namespace plssvm::detail::cmd {
 
 /**
 * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
-* @tparam T the type of the data
 */
-template <typename T>
 class parameter_train {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-
- public:
-   using real_type = T;
-
+  public:
    /**
     * @brief Default construct all training parameters.
     */
@@ -42,7 +35,7 @@ class parameter_train {
    parameter_train(int argc, char **argv);
 
    /// Other parameters
-   parameter<real_type> base_params{};
+   parameter_variants base_params{};
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
@@ -50,10 +43,6 @@ class parameter_train {
    std::string model_filename{};
 };
 
-extern template class parameter_train<float>;
-extern template class parameter_train<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter_train &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 86c415b2f..770e58fe0 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -22,6 +22,7 @@
 #include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <type_traits>  // std::is_same_v
+#include <variant>      // std::variant
 #include <vector>       // std::vector
 
 namespace plssvm {
@@ -30,16 +31,22 @@ namespace sycl {
 using namespace ::plssvm::sycl_generic;
 }
 
+template <typename T>
+struct parameter;
+
+
+using parameter_variants = std::variant<parameter<float>, parameter<double>>;
+
+
 /**
  * @brief Base class for encapsulating all necessary parameters possibly provided through command line arguments.
  * @tparam T the type of the data
  */
 template <typename T>
-class parameter {
+struct parameter {
     // only float and doubles are allowed
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
 
-  public:
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
@@ -68,6 +75,7 @@ class parameter {
     // TODO: here?!?
     /// use strings as label type?
     bool strings_as_labels{ false };
+    bool float_as_real_type{ false };
 };
 
 /**
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 9e0d8c49c..fd8df54b2 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -20,8 +20,10 @@
 #include <exception>  // std::exception
 #include <fstream>    // std::ofstream
 #include <iostream>   // std::cerr, std::clog, std::endl
+#include <variant>    // std::variant, std::visit
 #include <vector>     // std::vector
 
+
 // perform calculations in single precision if requested
 #ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
 using real_type = float;
@@ -29,59 +31,89 @@ using real_type = float;
 using real_type = double;
 #endif
 
-int main(int argc, char *argv[]) {
-    try {
-        // parse SVM parameter from command line
-        plssvm::detail::cmd::parameter_predict<real_type> params{ argc, argv };
-
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.base_params.sycl_implementation_type)
-                      << std::endl;
-        }
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
-        // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n", params);
-        }
+// create variant based on runtime flag
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_predict& params) {
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
 
-        // create SVM
-        auto svm = plssvm::make_csvm(params.base_params);
+    if (use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
+    } else if (use_float && !use_strings) {
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
+    } else if (!use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
+    } else {
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
+    }
+}
 
-        // predict labels
-        const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
+int main(int argc, char *argv[]) {
+    try {
+        // parse SVM parameter from command line
+        plssvm::detail::cmd::parameter_predict params{ argc, argv };
 
-        // write prediction file
-        {
-            auto start_time = std::chrono::steady_clock::now();
-            std::ofstream out{ params.predict_filename };
-            out << fmt::format("{}", fmt::join(labels, "\n"));
-            auto end_time = std::chrono::steady_clock::now();
-            if (params.print_info) {
-                fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
-                           params.predict_filename,
-                           labels.size(),
-                           std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+        std::visit([&](auto&& args) {
+            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+                std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                         args.sycl_implementation_type)
+                          << std::endl;
             }
-        }
 
-        // print achieved accuracy if possible
-        if (params.value_ptr) {
-            unsigned long long correct = 0;
-            for (typename std::vector<real_type>::size_type i = 0; i < labels.size(); ++i) {
-                // check of prediction was correct
-                if ((*params.value_ptr)[i] * labels[i] > real_type{ 0.0 }) {
-                    ++correct;
-                }
+            // output used parameter
+            if (plssvm::verbose) {
+                fmt::print("\ntask: prediction\n{}\n", params);
             }
-            // print accuracy
-            fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
-                       static_cast<real_type>(correct) / static_cast<real_type>(params.test_data_ptr->size()) * real_type{ 100 },
-                       correct,
-                       params.test_data_ptr->size());
-        }
+
+            // create data set
+            std::visit([&](auto &&data) {
+                // TODO: put code here
+            }, data_set_factory(params));
+
+            //        // create SVM
+            //        auto svm = plssvm::make_csvm(params.base_params);
+            //
+            //        // predict labels
+            //        const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
+            //
+            //        // write prediction file
+            //        {
+            //            auto start_time = std::chrono::steady_clock::now();
+            //            std::ofstream out{ params.predict_filename };
+            //            out << fmt::format("{}", fmt::join(labels, "\n"));
+            //            auto end_time = std::chrono::steady_clock::now();
+            //            if (params.print_info) {
+            //                fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
+            //                           params.predict_filename,
+            //                           labels.size(),
+            //                           std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+            //            }
+            //        }
+            //
+            //        // print achieved accuracy if possible
+            //        if (params.value_ptr) {
+            //            unsigned long long correct = 0;
+            //            for (typename std::vector<real_type>::size_type i = 0; i < labels.size(); ++i) {
+            //                // check of prediction was correct
+            //                if ((*params.value_ptr)[i] * labels[i] > real_type{ 0.0 }) {
+            //                    ++correct;
+            //                }
+            //            }
+            //            // print accuracy
+            //            fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
+            //                       static_cast<real_type>(correct) / static_cast<real_type>(params.test_data_ptr->size()) * real_type{ 100 },
+            //                       correct,
+            //                       params.test_data_ptr->size());
+            //        }
+        }, params.base_params);
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 159a901a2..778ae8cbd 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -27,22 +27,33 @@ using real_type = double;
 #endif
 
 // two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<real_type>, plssvm::data_set<real_type, std::string>>;
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
 // create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale<real_type>& params) {
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& params) {
     std::pair<real_type, real_type> scaling_bounds(params.lower, params.upper);
-    if (params.base_params.strings_as_labels) {
-        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
+
+    if (use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+    } else if (use_float && !use_strings) {
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::move(scaling_bounds) } };
+    } else if (!use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::move(scaling_bounds) } };
     } else {
-        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::move(scaling_bounds) } };
     }
 }
 
 int main(int argc, char *argv[]) {
     try {
         // create default parameters
-        plssvm::detail::cmd::parameter_scale<real_type> params{ argc, argv };
+        plssvm::detail::cmd::parameter_scale params{ argc, argv };
 
         // output used parameter
         if (plssvm::verbose) {
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 9f67484dd..fb661664a 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -17,6 +17,8 @@
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
+#include <variant>    // std::variant, std::visit
+
 
 // perform calculations in single precision if requested
 #ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
@@ -25,30 +27,64 @@ using real_type = float;
 using real_type = double;
 #endif
 
+
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
+
+// create variant based on runtime flag
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_train& params) {
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
+
+    if (use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
+    } else if (use_float && !use_strings) {
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
+    } else if (!use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
+    } else {
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
+    }
+}
+
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::detail::cmd::parameter_train<real_type> params{ argc, argv };
-
-        // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                params.base_params.sycl_kernel_invocation_type)
-                      << std::endl;
-        }
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.base_params.sycl_implementation_type)
-                      << std::endl;
-        }
+        plssvm::detail::cmd::parameter_train params{ argc, argv };
+
+        std::visit([&](auto&& args) {
+            // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
+            if (args.backend != plssvm::backend_type::sycl && args.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
+                std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                         "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
+                                         args.sycl_kernel_invocation_type)
+                          << std::endl;
+            }
+            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+                std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                         args.sycl_implementation_type)
+                          << std::endl;
+            }
+
+            // output used parameter
+            if (plssvm::verbose) {
+                fmt::print("\ntask: training\n{}\n", params);
+            }
+
+            // create data set
+            std::visit([&](auto&& data){
+                // TODO: put code here
+            }, data_set_factory(params));
+
+        }, params.base_params);
+
 
-        // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n", params);
-        }
 
         // create data set
 //        plssvm::data_set<real_type> data{ params.input_filename };
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 1d97b0770..8259fdd34 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -24,8 +24,7 @@
 
 namespace plssvm::detail::cmd {
 
-template <typename T>
-parameter_predict<T>::parameter_predict(int argc, char **argv) {
+parameter_predict::parameter_predict(int argc, char **argv) {
    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
    options
        .positional_help("test_file model_file [output_file]")
@@ -35,12 +34,13 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -64,19 +64,29 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse backend_type and cast the value to the respective enum
-   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+   // instantiate variant
+   if (result["use_float_as_real_type"].as<bool>()) {
+       base_params = parameter_variants{ parameter<float>{} };
+   } else {
+       base_params = parameter_variants { parameter<double>{} };
+   }
+
+   // parse base_params values
+   std::visit([&](auto&& params) {
+       // parse backend_type and cast the value to the respective enum
+       params.backend = result["backend"].as<decltype(params.backend)>();
 
-   // parse target_platform and cast the value to the respective enum
-   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+       // parse target_platform and cast the value to the respective enum
+       params.target = result["target_platform"].as<decltype(params.target)>();
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-   // parse SYCL implementation used in the SYCL backend
-   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+       // parse SYCL implementation used in the SYCL backend
+       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
 #endif
 
-   // parse whether strings should be used as labels
-   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+       // parse whether strings should be used as labels
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+   }, base_params);
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -106,46 +116,44 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
    }
 }
 
-// explicitly instantiate template class
-template class parameter_predict<float>;
-template class parameter_predict<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
-    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
-    switch (params.base_params.kernel) {
-        case kernel_type::linear:
-            break;
-        case kernel_type::polynomial:
-            out << fmt::format(
-                "gamma: {}\n"
-                "coef0: {}\n"
-                "degree: {}\n",
-                params.base_params.gamma,
-                params.base_params.coef0,
-                params.base_params.degree);
-            break;
-        case kernel_type::rbf:
-            out << fmt::format("gamma: {}\n", params.base_params.gamma);
-            break;
-    }
+std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
+    std::visit([&](auto&& args) {
+        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
+        switch (args.kernel) {
+            case kernel_type::linear:
+                break;
+            case kernel_type::polynomial:
+                out << fmt::format(
+                    "gamma: {}\n"
+                    "coef0: {}\n"
+                    "degree: {}\n",
+                    args.gamma,
+                    args.coef0,
+                    args.degree);
+                break;
+            case kernel_type::rbf:
+                out << fmt::format("gamma: {}\n", args.gamma);
+                break;
+        }
+        out << fmt::format(
+            "cost: {}\n"
+            "epsilon: {}\n"
+            "use strings as labels: {}\n"
+            "real_type: {}\n",
+            args.cost,
+            args.epsilon,
+            args.strings_as_labels,
+            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
+    }, params.base_params);
     return out << fmt::format(
-               "cost: {}\n"
-               "epsilon: {}\n"
-               "use strings as labels: {}\n"
                "rho: {}\n"
                "input file (data set): '{}'\n"
-               "input file (model): '{}'\n",
+               "input file (model): '{}'\n"
                "output file (prediction): '{}'\n",
-               params.base_params.cost,
-               params.base_params.epsilon,
                params.rho,
                params.input_filename,
                params.model_filename,
                params.predict_filename);
 }
-template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
 
 }  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 040e71e82..2657eef65 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -26,96 +26,110 @@
 
 namespace plssvm::detail::cmd {
 
-template <typename T>
-parameter_scale<T>::parameter_scale(int argc, char **argv) {
-       cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-       options
-           .positional_help("input_file [scaled_file]")
-           .show_positional_help();
-       options
-           .set_width(150)
-           .set_tab_expansion()
-           // clang-format off
-           .add_options()
-               ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
-               ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
-               ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
-               ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
-               ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-               ("h,help", "print this helper message", cxxopts::value<bool>())
-               ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
-               ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
-       // clang-format on
-
-       // parse command line options
-       cxxopts::ParseResult result;
-       try {
-           options.parse_positional({ "input", "scaled" });
-           result = options.parse(argc, argv);
-       } catch (const std::exception &e) {
-           fmt::print("{}\n{}\n", e.what(), options.help());
-           std::exit(EXIT_FAILURE);
-       }
-
-       // print help message and exit
-       if (result.count("help")) {
-           fmt::print("{}", options.help());
-           std::exit(EXIT_SUCCESS);
-       }
-
-       // parse the lowest allowed value
-       lower = result["lower"].as<decltype(lower)>();
-
-       // parse the highest allowed value
-       upper = result["upper"].as<decltype(upper)>();
-
-       // parse the file format
-       format = result["format"].as<decltype(format)>();
-
+parameter_scale::parameter_scale(int argc, char **argv) {
+   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+   options
+       .positional_help("input_file [scaled_file]")
+       .show_positional_help();
+   options
+       .set_width(150)
+       .set_tab_expansion()
+       // clang-format off
+       .add_options()
+           ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
+           ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
+           ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
+           ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
+   // clang-format on
+
+   // parse command line options
+   cxxopts::ParseResult result;
+   try {
+       options.parse_positional({ "input", "scaled" });
+       result = options.parse(argc, argv);
+   } catch (const std::exception &e) {
+       fmt::print("{}\n{}\n", e.what(), options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   // print help message and exit
+   if (result.count("help")) {
+       fmt::print("{}", options.help());
+       std::exit(EXIT_SUCCESS);
+   }
+
+   // instantiate variant
+   if (result["use_float_as_real_type"].as<bool>()) {
+       base_params = parameter_variants{ parameter<float>{} };
+   } else {
+       base_params = parameter_variants { parameter<double>{} };
+   }
+
+   // parse the lowest allowed value
+   lower = result["lower"].as<decltype(lower)>();
+
+   // parse the highest allowed value
+   upper = result["upper"].as<decltype(upper)>();
+
+   // parse the file format
+   format = result["format"].as<decltype(format)>();
+
+   // parse base_params values
+   std::visit([&](auto&& params) {
        // parse whether strings should be used as labels
-       base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
-
-       // parse whether output is quiet or not
-       plssvm::verbose = !plssvm::verbose;
-
-       // parse input data filename
-       if (!result.count("input")) {
-           fmt::print(stderr, "Error missing input file!");
-           fmt::print("{}", options.help());
-           std::exit(EXIT_FAILURE);
-       }
-       input_filename = result["input"].as<decltype(input_filename)>();
-
-       // parse output model filename
-       if (result.count("scaled")) {
-           scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
-       } else {
-           std::filesystem::path input_path{ input_filename };
-           scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
-       }
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+
+   }, base_params);
+
+   // parse whether output is quiet or not
+   plssvm::verbose = !plssvm::verbose;
+
+   // parse input data filename
+   if (!result.count("input")) {
+       fmt::print(stderr, "Error missing input file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   input_filename = result["input"].as<decltype(input_filename)>();
+
+   // parse output model filename
+   if (result.count("scaled")) {
+       scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
+   } else {
+       std::filesystem::path input_path{ input_filename };
+       scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+   }
 }
 
-// explicitly instantiate template class
-template class parameter_scale<float>;
-template class parameter_scale<double>;
 
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
+std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
+   bool strings_as_labels;
+   std::string_view real_type_string;
+   std::visit([&](auto&& arg) {
+       strings_as_labels = arg.strings_as_labels;
+       real_type_string = detail::arithmetic_type_name<typename std::remove_reference_t<decltype(arg)>::real_type>();
+   }, params.base_params);
+
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
               "use strings as labels: {}\n"
+              "real_type: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
-              params.base_params.strings_as_labels,
+              strings_as_labels,
+              real_type_string,
               params.format,
               params.input_filename,
               params.scaled_filename);
 }
-template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 9728e8147..73bda9807 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -27,8 +27,7 @@
 
 namespace plssvm::detail::cmd {
 
-template <typename T>
-parameter_train<T>::parameter_train(int argc, char **argv) {
+parameter_train::parameter_train(int argc, char **argv) {
    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
    options
        .positional_help("training_set_file [model_file]")
@@ -38,19 +37,20 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(base_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(base_params.kernel))))
-           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(base_params.degree)>()->default_value(fmt::format("{}", base_params.degree)))
-           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(base_params.gamma)>())
-           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(base_params.coef0)>()->default_value(fmt::format("{}", base_params.coef0)))
-           ("c,cost", "set the parameter C", cxxopts::value<decltype(base_params.cost)>()->default_value(fmt::format("{}", base_params.cost)))
-           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(base_params.epsilon)>()->default_value(fmt::format("{}", base_params.epsilon)))
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<kernel_type>()->default_value(fmt::format("{}", detail::to_underlying(kernel_type::linear))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<int>()->default_value("3"))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<double>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<double>()->default_value("0.0"))
+           ("c,cost", "set the parameter C", cxxopts::value<double>()->default_value("1.0"))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<double>()->default_value("0.001"))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(base_params.sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_kernel_invocation_type))))
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<sycl::kernel_invocation_type>()->default_value(detail::as_lower_case("automatic")))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -73,49 +73,62 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse kernel_type and cast the value to the respective enum
-   base_params.kernel = result["kernel_type"].as<decltype(base_params.kernel)>();
-
-   // parse degree
-   base_params.degree = result["degree"].as<decltype(base_params.degree)>();
-
-   // parse gamma
-   if (result.count("gamma")) {
-       base_params.gamma = result["gamma"].as<decltype(base_params.gamma)>();
-       if (base_params.gamma == decltype(base_params.gamma){ 0.0 }) {
-           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
-           fmt::print("{}", options.help());
-           std::exit(EXIT_FAILURE);
-       }
+   // instantiate variant
+   if (result["use_float_as_real_type"].as<bool>()) {
+       base_params = parameter_variants{ parameter<float>{} };
    } else {
-       base_params.gamma = decltype(base_params.gamma){ 0.0 };
+       base_params = parameter_variants { parameter<double>{} };
    }
 
-   // parse coef0
-   base_params.coef0 = result["coef0"].as<decltype(base_params.coef0)>();
+   // parse base_params values
+   std::visit([&](auto&& params) {
+       // parse whether strings should be used as labels
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+
+       // parse kernel_type and cast the value to the respective enum
+       params.kernel = result["kernel_type"].as<decltype(params.kernel)>();
+
+       // parse degree
+       params.degree = result["degree"].as<decltype(params.degree)>();
+
+       // parse gamma
+       if (result.count("gamma")) {
+           params.gamma = result["gamma"].as<decltype(params.gamma)>();
+           if (params.gamma == decltype(params.gamma){ 0.0 }) {
+               fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+               fmt::print("{}", options.help());
+               std::exit(EXIT_FAILURE);
+           }
+       } else {
+           params.gamma = decltype(params.gamma){ 0.0 };
+       }
+
+       // parse coef0
+       params.coef0 = result["coef0"].as<decltype(params.coef0)>();
 
-   // parse cost
-   base_params.cost = result["cost"].as<decltype(base_params.cost)>();
+       // parse cost
+       params.cost = result["cost"].as<decltype(params.cost)>();
 
-   // parse epsilon
-   base_params.epsilon = result["epsilon"].as<decltype(base_params.epsilon)>();
+       // parse epsilon
+       params.epsilon = result["epsilon"].as<decltype(params.epsilon)>();
 
-   // parse backend_type and cast the value to the respective enum
-   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+       // parse backend_type and cast the value to the respective enum
+       params.backend = result["backend"].as<decltype(params.backend)>();
 
-   // parse target_platform and cast the value to the respective enum
-   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+       // parse target_platform and cast the value to the respective enum
+       params.target = result["target_platform"].as<decltype(params.target)>();
 
 #if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
-   // parse kernel invocation type when using SYCL as backend
-   base_params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(base_params.sycl_kernel_invocation_type)>();
+       // parse kernel invocation type when using SYCL as backend
+       params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(params.sycl_kernel_invocation_type)>();
 
-   // parse SYCL implementation used in the SYCL backend
-   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+       // parse SYCL implementation used in the SYCL backend
+       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
 #endif
 
-   // parse whether strings should be used as labels
-   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+       // parse whether strings should be used as labels
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+   }, base_params);
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -137,42 +150,41 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
    }
 }
 
-// explicitly instantiate template class
-template class parameter_train<float>;
-template class parameter_train<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
-    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
-    switch (params.base_params.kernel) {
-        case kernel_type::linear:
-            break;
-        case kernel_type::polynomial:
-            out << fmt::format(
-                "gamma: {}\n"
-                "coef0: {}\n"
-                "degree: {}\n",
-                params.base_params.gamma,
-                params.base_params.coef0,
-                params.base_params.degree);
-            break;
-        case kernel_type::rbf:
-            out << fmt::format("gamma: {}\n", params.base_params.gamma);
-            break;
-    }
+std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
+    std::visit([&](auto&& args) {
+        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
+        switch (args.kernel) {
+            case kernel_type::linear:
+                break;
+            case kernel_type::polynomial:
+                out << fmt::format(
+                    "gamma: {}\n"
+                    "coef0: {}\n"
+                    "degree: {}\n",
+                    args.gamma,
+                    args.coef0,
+                    args.degree);
+                break;
+            case kernel_type::rbf:
+                out << fmt::format("gamma: {}\n", args.gamma);
+                break;
+        }
+        out << fmt::format(
+            "cost: {}\n"
+            "epsilon: {}\n"
+            "use strings as labels: {}\n"
+            "real_type: {}\n",
+            args.cost,
+            args.epsilon,
+            args.strings_as_labels,
+            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
+    }, params.base_params);
+
     return out << fmt::format(
-               "cost: {}\n"
-               "epsilon: {}\n"
-               "use strings as labels: {}\n"
                "input file (data set): '{}'\n"
                "output file (model): '{}'\n",
-               params.base_params.cost,
-               params.base_params.epsilon,
                params.input_filename,
                params.model_filename);
 }
-template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
 
 }  // namespace plssvm
\ No newline at end of file

From 4001e156f29e97540de7c4a3a850a31321d956d6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 20:51:50 +0200
Subject: [PATCH 0008/1010] Remove old compile time real_type decision
 mechanism.

---
 CMakeLists.txt       |  9 ---------
 README.md            |  1 -
 src/main_predict.cpp |  8 --------
 src/main_scale.cpp   | 16 ++++------------
 src/main_train.cpp   |  9 ---------
 5 files changed, 4 insertions(+), 39 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index b0e234c24..95f1b1977 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -449,15 +449,6 @@ if(DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
     endif()
 endif()
 
-## change executable floating points from double precision to single precision
-option(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION "Build the ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME} executables with single precision instead of double precision." OFF)
-if(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    message(STATUS "Using single precision floating point numbers for ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME}.")
-    target_compile_definitions(${PLSSVM_EXECUTABLE_TRAIN_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    target_compile_definitions(${PLSSVM_EXECUTABLE_PREDICT_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    target_compile_definitions(${PLSSVM_EXECUTABLE_SCALE_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-endif()
-
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
diff --git a/README.md b/README.md
index e4a02dfd7..06fea08d9 100644
--- a/README.md
+++ b/README.md
@@ -176,7 +176,6 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_ENABLE_ASSERTS=ON|OFF` (default: `OFF`): enables custom assertions regardless whether the `DEBUG` macro is defined or not
 - `PLSSVM_THREAD_BLOCK_SIZE` (default: `16`): set a specific thread block size used in the GPU kernels (for fine-tuning optimizations)
 - `PLSSVM_INTERNAL_BLOCK_SIZE` (default: `6`: set a specific internal block size used in the GPU kernels (for fine-tuning optimizations)
-- `PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION` (default: `OFF`): enables single precision calculations instead of double precision for the `plssvm-train` and `plssvm-preidct` executables
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index fd8df54b2..e1335307d 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -23,14 +23,6 @@
 #include <variant>    // std::variant, std::visit
 #include <vector>     // std::vector
 
-
-// perform calculations in single precision if requested
-#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
-using real_type = float;
-#else
-using real_type = double;
-#endif
-
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 778ae8cbd..8470a3582 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -19,19 +19,11 @@
 #include <variant>    // std::variant, std::visit
 
 
-// perform calculations in single precision if requested
-#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
-using real_type = float;
-#else
-using real_type = double;
-#endif
-
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
 // create variant based on runtime flag
 data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& params) {
-    std::pair<real_type, real_type> scaling_bounds(params.lower, params.upper);
     bool use_float;
     bool use_strings;
     std::visit([&](auto&& args) {
@@ -40,13 +32,13 @@ data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& p
     }, params.base_params);
 
     if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
     } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
     } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
     } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
     }
 }
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index fb661664a..79bc410c1 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -19,15 +19,6 @@
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <variant>    // std::variant, std::visit
 
-
-// perform calculations in single precision if requested
-#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
-using real_type = float;
-#else
-using real_type = double;
-#endif
-
-
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 

From f843149a8e978ac43be3d9d9526b00966c529728 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 21:10:07 +0200
Subject: [PATCH 0009/1010] Change default label type to int.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 5662bd73d..7e9f74724 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -44,7 +44,7 @@ namespace plssvm {
 template <typename T>
 using optional_ref = std::optional<std::reference_wrapper<T>>;
 
-template <typename T, typename U = T>
+template <typename T, typename U = int>
 class data_set {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");

From 7b1cb41f18c2e3ac318f47262a56ad084bed22d8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 22:32:08 +0200
Subject: [PATCH 0010/1010] Reduce code duplication.

---
 include/plssvm/data_set.hpp | 42 +++++++++++++++++++++++++++++++++++++
 src/main_predict.cpp        | 26 ++---------------------
 src/main_scale.cpp          | 27 ++----------------------
 src/main_train.cpp          | 28 +++----------------------
 4 files changed, 49 insertions(+), 74 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 7e9f74724..ece0c44e6 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -36,6 +36,7 @@
 #include <string>      // std::string
 #include <tuple>       // std::tie
 #include <utility>     // std::move, std::pair
+#include <variant>     // std::variant
 #include <vector>      // std::vector
 
 
@@ -393,4 +394,45 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
     }
 }
 
+namespace detail {
+
+
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
+
+// create variant based on runtime flag
+template <bool scale, typename cmd_parameter>
+data_set_variants data_set_factory(const cmd_parameter& params) {
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
+
+    if constexpr (scale) {
+        if (use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
+        } else if (use_float && !use_strings) {
+            return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
+        } else if (!use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
+        } else {
+            return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
+        }
+    } else {
+        if (use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
+        } else if (use_float && !use_strings) {
+            return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
+        } else if (!use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
+        } else {
+            return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
+        }
+    }
+}
+
+}
+
 }
\ No newline at end of file
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index e1335307d..d364bd2fd 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -20,31 +20,9 @@
 #include <exception>  // std::exception
 #include <fstream>    // std::ofstream
 #include <iostream>   // std::cerr, std::clog, std::endl
-#include <variant>    // std::variant, std::visit
+#include <variant>    // std::visit
 #include <vector>     // std::vector
 
-// two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
-
-// create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_predict& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
-    if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-    } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-    } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
-    } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
-    }
-}
 
 int main(int argc, char *argv[]) {
     try {
@@ -68,7 +46,7 @@ int main(int argc, char *argv[]) {
             // create data set
             std::visit([&](auto &&data) {
                 // TODO: put code here
-            }, data_set_factory(params));
+            }, plssvm::detail::data_set_factory<false>(params));
 
             //        // create SVM
             //        auto svm = plssvm::make_csvm(params.base_params);
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 8470a3582..2296e7e7f 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -16,32 +16,9 @@
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <utility>    // std::pair
-#include <variant>    // std::variant, std::visit
+#include <variant>    // std::visit
 
 
-// two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
-
-// create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
-    if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
-    } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
-    } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
-    } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
-    }
-}
-
 int main(int argc, char *argv[]) {
     try {
         // create default parameters
@@ -56,7 +33,7 @@ int main(int argc, char *argv[]) {
         std::visit([&](auto&& data){
             // write scaled data to output file
             data.save_data_set(params.scaled_filename, params.format);
-        }, data_set_factory(params));
+        }, plssvm::detail::data_set_factory<true>(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 79bc410c1..c2805a115 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -17,30 +17,8 @@
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
-#include <variant>    // std::variant, std::visit
-
-// two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
-
-// create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_train& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
-    if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-    } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-    } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
-    } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
-    }
-}
+#include <variant>    // std::visit
+
 
 int main(int argc, char *argv[]) {
     try {
@@ -71,7 +49,7 @@ int main(int argc, char *argv[]) {
             // create data set
             std::visit([&](auto&& data){
                 // TODO: put code here
-            }, data_set_factory(params));
+            }, plssvm::detail::data_set_factory<false>(params));
 
         }, params.base_params);
 

From 48272cd785d1b7c273aaa27dabdbb469b2230f48 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 15 May 2022 19:18:32 +0200
Subject: [PATCH 0011/1010] Rename save_data_set() to save() and improve
 write_libsvm_data implementation.

---
 include/plssvm/data_set.hpp                 | 14 +++++++++-----
 include/plssvm/detail/io/libsvm_parsing.hpp | 15 +++++++++++++--
 src/main_scale.cpp                          |  2 +-
 3 files changed, 23 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index ece0c44e6..c9633ff5a 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -35,6 +35,7 @@
 #include <set>         // std::set
 #include <string>      // std::string
 #include <tuple>       // std::tie
+#include <type_traits> // std::is_same_v, std::is_arithmetic_v
 #include <utility>     // std::move, std::pair
 #include <variant>     // std::variant
 #include <vector>      // std::vector
@@ -67,7 +68,7 @@ class data_set {
 
 
     // save the data set in the given format
-    void save_data_set(const std::string& filename, file_format_type format) const;
+    void save(const std::string& filename, file_format_type format) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
@@ -80,6 +81,8 @@ class data_set {
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
+    [[nodiscard]] const std::map<real_type, label_type>& mapping() const noexcept { return mapping_; }
+
   private:
     void create_mapping();
     void scale(std::pair<real_type, real_type> scaling);
@@ -175,7 +178,7 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<la
  *                                Save Data Set                               *
  ******************************************************************************/
 template <typename T, typename U>
-void data_set<T, U>::save_data_set(const std::string &filename, const file_format_type format) const {
+void data_set<T, U>::save(const std::string &filename, const file_format_type format) const {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // save the data set
@@ -294,9 +297,9 @@ void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
     fmt::ostream out = fmt::output_file(filename);
     // write data
     if (this->has_labels()) {
-        detail::io::write_libsvm_data<real_type, label_type, true>(out, X_ptr_, labels_ptr_);
+        detail::io::write_libsvm_data(out, X_ptr_, labels_ptr_);
     } else {
-        detail::io::write_libsvm_data<real_type, label_type, false>(out, X_ptr_);
+        detail::io::write_libsvm_data(out, X_ptr_);
     }
 }
 
@@ -394,8 +397,9 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
     }
 }
 
-namespace detail {
 
+// TODO:
+namespace detail {
 
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 1e2902b85..1e9b1b6d4 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -45,7 +45,7 @@ std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num
 
                 // check index of last feature entry
                 std::string_view::size_type pos_colon = line.find_last_of(':');
-                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
+                std::string_view::size_type pos_whitespace = line.find_last_of(' ', pos_colon);
                 const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
                 num_features = std::max<std::size_t>(num_features, index);
 
@@ -145,8 +145,9 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
     return has_label;
 }
 
+
 template <typename real_type, typename label_type, bool has_label>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr = nullptr) {
+void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
     if constexpr (has_label) {
         PLSSVM_ASSERT(y_ptr != nullptr, "has_label is 'true' but no labels were provided!");
     }
@@ -188,4 +189,14 @@ void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std:
     }
 }
 
+template <typename real_type, typename label_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    write_libsvm_data_impl<real_type, label_type, true>(out, X_ptr, y_ptr);
+}
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    write_libsvm_data_impl<real_type, real_type, false>(out, X_ptr, nullptr);
+}
+
 }
\ No newline at end of file
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 2296e7e7f..eb13d2ec2 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -32,7 +32,7 @@ int main(int argc, char *argv[]) {
         // create data set and scale
         std::visit([&](auto&& data){
             // write scaled data to output file
-            data.save_data_set(params.scaled_filename, params.format);
+            data.save(params.scaled_filename, params.format);
         }, plssvm::detail::data_set_factory<true>(params));
 
     } catch (const plssvm::exception &e) {

From 04a17bf794023ec96332bbf26b86c39a177fa8d3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:40:37 +0200
Subject: [PATCH 0012/1010] Add default delimiter (' ').

---
 include/plssvm/detail/string_utility.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/string_utility.hpp b/include/plssvm/detail/string_utility.hpp
index b1c8db6d9..5af2f9a9f 100644
--- a/include/plssvm/detail/string_utility.hpp
+++ b/include/plssvm/detail/string_utility.hpp
@@ -123,6 +123,6 @@ std::string &to_upper_case(std::string &str);
  * @param[in] delim the split delimiter
  * @return the split sub-strings (`[[nodiscard]]`)
  */
-[[nodiscard]] std::vector<std::string_view> split(std::string_view str, char delim);
+[[nodiscard]] std::vector<std::string_view> split(std::string_view str, char delim = ' ');
 
 }  // namespace plssvm::detail
\ No newline at end of file

From 43909acae87251e70503f04e9c0a3714ee89ad5c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:41:19 +0200
Subject: [PATCH 0013/1010] Add a split_as function that splits a string by the
 given delimiter and converts all split values to the given type.

---
 include/plssvm/detail/string_conversion.hpp | 28 ++++++++++++++++++---
 1 file changed, 25 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index a56f8cccf..42451370a 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -29,9 +29,10 @@ namespace plssvm::detail {
 /**
  * @brief Converts the string @p str to a value of type @p T.
  * @details If @p T is an integral type [`std::from_chars`](https://en.cppreference.com/w/cpp/utility/from_chars) is used,
- *          if @p T is a floating point type [`float_fast::from_chars`](https://github.com/fastfloat/fast_float) is used
- *          and if @p T is neither of both, an exception is thrown.
- * @tparam T the type to convert the value of @p str to, must be an arithmetic type
+ *          if @p T is a floating point type [`float_fast::from_chars`](https://github.com/fastfloat/fast_float) is used,
+ *          if @p T is a `std::string` the normal `std::string`constructor is used,
+ *          and if @p T is neither of the three, an exception is thrown.
+ * @tparam T the type to convert the value of @p str to, must be an arithmetic type or a `std::string`
  * @tparam Exception the exception type to throw in case that @p str can't be converted to a value of @p T
  *         (default: [`std::runtime_error`](https://en.cppreference.com/w/cpp/error/runtime_error)).
  * @param[in] str the string to convert
@@ -88,4 +89,25 @@ template <typename T>
     throw std::runtime_error{ fmt::format("String {} doesn't contain any integer!", str) };
 }
 
+/**
+ * @brief Split the string @p str at the positions with delimiter @p delim and return the sub-strings **converted** to the type @p T.
+ * @tparam T the type to convert the value of @p str to, must be an arithmetic type or a `std::string`
+ * @param[in] str the string to split
+ * @param[in] delim the split delimiter
+ * @return the split sub-strings **converted** to the type @p T (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] inline std::vector<T> split_as(const std::string_view str, const char delim = ' ') {
+    std::vector<T> splitted;
+
+    std::string_view::size_type pos = 0;
+    std::string_view::size_type next = 0;
+    while (next != std::string_view::npos) {
+        next = str.find_first_of(delim, pos);
+        splitted.emplace_back(convert_to<T>(next == std::string_view::npos ? str.substr(pos) : str.substr(pos, next - pos)));
+        pos = next + 1;
+    }
+    return splitted;
+}
+
 }  // namespace plssvm::detail
\ No newline at end of file

From 01d1f6b2c6670a9437e27c11c63be9455c3abcd3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:42:45 +0200
Subject: [PATCH 0014/1010] Change function signatures from smart pointer to
 references. Implement new model class.

---
 include/plssvm/core.hpp                       |   1 +
 include/plssvm/csvm.hpp                       |   4 +-
 include/plssvm/data_set.hpp                   |  47 ++--
 include/plssvm/detail/io/arff_parsing.hpp     |  33 ++-
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 241 ++++++++++++++++++
 include/plssvm/detail/io/libsvm_parsing.hpp   |  40 ++-
 include/plssvm/model.hpp                      | 119 +++++++++
 7 files changed, 426 insertions(+), 59 deletions(-)
 create mode 100644 include/plssvm/detail/io/libsvm_model_parsing.hpp
 create mode 100644 include/plssvm/model.hpp

diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 50eea2931..66ace404f 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -33,6 +33,7 @@
 
 
 #include "plssvm/data_set.hpp"
+#include "plssvm/model.hpp"
 
 /// The main namespace containing all public API functions.
 namespace plssvm {}
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index b859fe6d1..d00c590cf 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -291,7 +291,7 @@ class csvm {
 
 extern template class csvm<float>;
 extern template class csvm<double>;
-
+/*
 namespace new_ {
 
 inline bool print_info = true;
@@ -462,5 +462,5 @@ class csvm {
 };
 
 }
-
+*/
 }  // namespace plssvm
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index c9633ff5a..25d53fead 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -53,13 +53,15 @@ class data_set {
     // because std::vector<bool> is evil
     static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
+    // plssvm::model needs the default constructor
+    template <typename, typename>
+    friend class model;
+
   public:
     using real_type = T;
     using label_type = U;
     using size_type = std::size_t;
 
-    data_set();
-
     explicit data_set(const std::string& filename, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
     data_set(const std::string& filename, file_format_type format, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
@@ -73,7 +75,7 @@ class data_set {
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
     [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
-    [[nodiscard]] optional_ref<const std::vector<label_type>> labels() noexcept;
+    [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
 
     [[nodiscard]] label_type label_from_mapped_value(real_type val) const noexcept;
 
@@ -84,6 +86,8 @@ class data_set {
     [[nodiscard]] const std::map<real_type, label_type>& mapping() const noexcept { return mapping_; }
 
   private:
+    data_set();
+
     void create_mapping();
     void scale(std::pair<real_type, real_type> scaling);
 
@@ -216,7 +220,7 @@ auto data_set<T, U>::mapped_labels() const noexcept -> optional_ref<const std::v
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::labels() noexcept -> optional_ref<const std::vector<label_type>> {
+auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<label_type>> {
     if (this->has_labels()) {
         return std::make_optional(std::cref(*labels_ptr_));
     } else {
@@ -245,7 +249,7 @@ void data_set<T, U>::create_mapping() {
     const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
     // only binary classification allowed as of now
     if (unique_labels.size() != 2) {
-        throw exception{fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size())};
+        throw exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size()) };
     }
     // map binary labels to -1 and 1
     mapping_[-1] = *unique_labels.begin();
@@ -295,11 +299,12 @@ void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
 template <typename T, typename U>
 void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
     fmt::ostream out = fmt::output_file(filename);
+
     // write data
     if (this->has_labels()) {
-        detail::io::write_libsvm_data(out, X_ptr_, labels_ptr_);
+        detail::io::write_libsvm_data(out, *X_ptr_, *labels_ptr_);
     } else {
-        detail::io::write_libsvm_data(out, X_ptr_);
+        detail::io::write_libsvm_data(out, *X_ptr_);
     }
 }
 
@@ -312,9 +317,9 @@ void data_set<T, U>::write_arff_file(const std::string &filename) const {
 
     // write data
     if (this->has_labels()) {
-        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
+        detail::io::write_arff_data(out, *X_ptr_, *y_ptr_);
     } else {
-        detail::io::write_arff_data(out, X_ptr_);
+        detail::io::write_arff_data(out, *X_ptr_);
     }
 }
 
@@ -358,13 +363,17 @@ void data_set<T, U>::read_libsvm_file(const std::string &filename) {
 
     // parse sizes
     num_data_points_ = f.num_lines();
-    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
+    num_features_ = detail::io::parse_libsvm_num_features(f, num_data_points_, 0);
 
-    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_data_points_, std::vector<real_type>(num_features_));
-    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+    std::vector<std::vector<real_type>> X(num_data_points_, std::vector<real_type>(num_features_));
+    std::vector<label_type> labels(num_data_points_);
 
     // parse file
-    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, labels_ptr_);
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels);
+
+    // move data to pointers
+    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
+    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
 
     // update shared pointer
     if (!has_label) {
@@ -385,11 +394,15 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
     num_data_points_ = f.num_lines() - (header + 1);
     num_features_ = has_label ? max_size - 1 : max_size;
 
-    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_features_, std::vector<real_type>(num_features_));
-    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+    std::vector<std::vector<real_type>> X(num_data_points_, std::vector<real_type>(num_features_));
+    std::vector<label_type> labels(num_data_points_);
 
     // parse file
-    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, labels_ptr_);
+    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X, labels);
+
+    // move data to pointers
+    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
+    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
 
     // update shared pointer
     if (!has_label) {
@@ -406,7 +419,7 @@ using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set
 
 // create variant based on runtime flag
 template <bool scale, typename cmd_parameter>
-data_set_variants data_set_factory(const cmd_parameter& params) {
+inline data_set_variants data_set_factory(const cmd_parameter& params) {
     bool use_float;
     bool use_strings;
     std::visit([&](auto&& args) {
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index c313cfa1e..fb2a878ea 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -22,7 +22,6 @@
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tuple, std::make_tuple
@@ -32,7 +31,7 @@
 namespace plssvm::detail::io {
 
 
-std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
     std::size_t num_features = 0;
     bool has_label = false;
 
@@ -74,13 +73,13 @@ std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader)
 }
 
 template <typename real_type, typename label_type>
-void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y) {
     std::exception_ptr parallel_exception;
 
-    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+    #pragma omp parallel default(none) shared(reader, X, y, parallel_exception) firstprivate(header, num_features, max_size, has_label)
     {
         #pragma omp for
-        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        for (std::size_t i = 0; i < X.size(); ++i) {
             #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + header + 1);
@@ -120,9 +119,9 @@ void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_fea
                         // write parsed value depending on the index
                         if (index == max_size - 1 && has_label) {
                             is_class_set = true;
-                            (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                            y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
                         } else {
-                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                            X[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         }
 
                         // remove already processes part of the line
@@ -143,14 +142,14 @@ void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_fea
                         if (next_pos == std::string_view::npos) {
                             throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
                         }
-                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        X[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         pos = next_pos + 1;
                     }
                     // write last number to the correct vector (based on the fact whether labels are present or not)
                     if (has_label) {
-                        (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                        y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
                     } else {
-                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                        X[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
                     }
                     // check whether superfluous data points are left
                     next_pos = line.find_first_of(',', pos);
@@ -178,7 +177,7 @@ void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_fea
     }
 }
 
-void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
+inline void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
     for (std::size_t i = 0; i < num_features; ++i) {
         out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
     }
@@ -189,20 +188,20 @@ void write_arff_header(fmt::ostream &out, const std::size_t num_features, const
 }
 
 template <typename real_type, typename label_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
     // TODO: optimize?, FMT_COMPILE Bug?
     // output with label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
+    for (std::size_t i = 0; i < X.size(); ++i) {
+        out.print("{:e},{}\n", fmt::join(X[i], ","), y[i]);
     }
 }
 
 template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
     // TODO: optimize?, FMT_COMPILE Bug?
     // output without label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
+    for (std::size_t i = 0; i < X.size(); ++i) {
+        out.print("{:e}\n", fmt::join(X[i], ","));
     }
 }
 
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
new file mode 100644
index 000000000..f8adca938
--- /dev/null
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -0,0 +1,241 @@
+#pragma once
+
+#include "plssvm/data_set.hpp"   // plssvm::data_set
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format, fmt::format_to
+#include "fmt/os.h"      // fmt::ostream
+#ifdef _OPENMP
+    #include <omp.h>  // omp_get_num_threads
+#endif
+
+#include <algorithm>    // std::min
+#include <cstddef>      // std::size_t
+#include <numeric>      // std::accumulate
+#include <sstream>      // std::stringstream
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <utility>      // std::move, std::pair
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+template <typename real_type, typename label_type, typename size_type>
+inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(file_reader &reader, parameter<real_type> &params, real_type &rho, size_type &num_support_vectors) {
+    // read libsvm header
+    // helper variables
+    bool rho_set{ false };
+    std::vector<label_type> labels{};
+    std::vector<size_type> num_support_vectors_per_class{};
+
+    // parse libsvm model file header
+    std::size_t header = 0;
+    {
+        for (; header < reader.num_lines(); ++header) {
+            std::string line{ detail::trim(reader.line(header)) };
+            detail::to_lower_case(line);
+
+            // separate value from model header entry
+            std::string_view value{ line };
+            value.remove_prefix(std::min(value.find_first_of(' ') + 1, value.size()));
+            value = detail::trim_left(value);
+
+            if (detail::starts_with(line, "svm_type")) {
+                // svm_type must be c_svc
+                if (value != "c_svc") {
+                    throw invalid_file_format_exception{ fmt::format("Can only use c_svc as svm_type, but '{}' was given!", value) };
+                }
+            } else if (detail::starts_with(line, "kernel_type")) {
+                // parse kernel_type, must be linear, polynomial or rbf
+                std::istringstream iss{ std::string{ value } };
+                iss >> params.kernel;
+                if (iss.fail()) {
+                    throw invalid_file_format_exception{ fmt::format("Unrecognized kernel type '{}'!", value) };
+                }
+            } else if (detail::starts_with(line, "gamma")) {
+                // parse gamma
+                params.gamma = detail::convert_to<decltype(params.gamma)>(value);
+            } else if (detail::starts_with(line, "degree")) {
+                // parse degree
+                params.degree = detail::convert_to<decltype(params.degree)>(value);
+            } else if (detail::starts_with(line, "coef0")) {
+                // parse coef0
+                params.coef0 = detail::convert_to<decltype(params.coef0)>(value);
+            } else if (detail::starts_with(line, "nr_class")) {
+                // number of classes must be 2
+                const auto nr_class = detail::convert_to<unsigned long long>(value);
+                if (nr_class != 2) {
+                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", nr_class) };
+                }
+            } else if (detail::starts_with(line, "total_sv")) {
+                // the total number of support vectors must be greater than 0
+                num_support_vectors = detail::convert_to<size_type>(value);
+                if (num_support_vectors == 0) {
+                    throw invalid_file_format_exception{ fmt::format("The number of support vectors must be greater than 0, but is {}!", num_support_vectors) };
+                }
+            } else if (detail::starts_with(line, "rho")) {
+                // parse rho, required
+                rho = detail::convert_to<real_type>(value);
+                rho_set = true;
+            } else if (detail::starts_with(line, "label")) {
+                // parse label
+                labels = detail::split_as<label_type>(value, ' ');
+
+                if (labels.size() < 2) {
+                    throw invalid_file_format_exception{ fmt::format("At least two labels must be set, but only {} label was given!", labels.size()) };
+                } else if (labels.size() > 2) {
+                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} label where given!", labels.size()) };
+                }
+            } else if (detail::starts_with(line, "nr_sv")) {
+                // parse number of support vectors per class
+                num_support_vectors_per_class = detail::split_as<size_type>(value, ' ');
+
+                const auto nr_sv_sum = std::accumulate(num_support_vectors_per_class.begin(), num_support_vectors_per_class.end(), size_type{ 0 });
+
+                if (num_support_vectors_per_class.size() < 2) {
+                    throw invalid_file_format_exception{ fmt::format("At least two nr_sv must be set, but only {} was given!", num_support_vectors_per_class.size()) };
+                } else if (num_support_vectors_per_class.size() > 2) {
+                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} nr_sv where given!", num_support_vectors_per_class.size()) };
+                } else if (nr_sv_sum != num_support_vectors) {
+                    throw invalid_file_format_exception{ fmt::format("The total number of support vectors is {}, but the sum of nr_sv is {}!", num_support_vectors, nr_sv_sum) };
+                }
+            } else if (line == "sv") {
+                // start parsing support vectors, required
+                break;
+            } else {
+                throw invalid_file_format_exception{ fmt::format("Unrecognized header entry '{}'! Maybe SV is missing?", reader.line(header)) };
+            }
+        }
+    }
+
+    // additional sanity checks
+    if (num_support_vectors == 0) {
+        // no total number of support vectors given
+        throw invalid_file_format_exception{ "Missing total number of support vectors!" };
+    } else if (labels.empty()) {
+        // no labels given
+        throw invalid_file_format_exception{ "Missing labels!" };
+    } else if (num_support_vectors_per_class.empty()) {
+        // no count for support vectors per class given
+        throw invalid_file_format_exception{ "Missing number of support vectors per class!" };
+    } else if (!rho_set) {
+        // no rho set
+        throw invalid_file_format_exception{ "Missing rho value!" };
+    } else if (header + 1 >= reader.num_lines()) {
+        // no support vectors given
+        throw invalid_file_format_exception{ "Can't parse file: no support vectors are given or SV is missing!" };
+    }
+
+    // set label according to model file definition
+    std::vector<label_type> data_labels(num_support_vectors);
+    std::size_t pos = 0;
+    for (size_type i = 0; i < labels.size(); ++i) {
+        std::fill(data_labels.begin() + pos, data_labels.begin() + pos + num_support_vectors_per_class[i], labels[i]);
+        pos += num_support_vectors_per_class[i];
+    }
+
+    return std::make_pair(header, std::move(data_labels));
+}
+
+template <typename real_type, typename label_type>
+inline void write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
+    // save model file header
+    out.print("svm_type c_svc\nkernel_type {}\n", params.kernel);
+    switch (params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out.print("degree {}\ngamma {}\ncoef0 {}\n", params.degree, params.gamma, params.coef0);
+            break;
+        case kernel_type::rbf:
+            out.print("gamma {}\n", params.gamma);
+            break;
+    }
+
+    // get the original labels (not the mapped once)
+    std::vector<label_type> label_values;
+    label_values.reserve(data.num_labels());
+    for (const auto& [key, val] : data.mapping()) {
+        label_values.push_back(val);
+    }
+    // count the occurrence of each label
+    std::map<label_type, std::size_t> label_counts_map;
+    for (const label_type &l : data.labels().value().get()) {
+        ++label_counts_map[l];
+    }
+    // fill vector with number of occurrences in correct order
+    std::vector<std::size_t> label_counts(data.num_labels());
+    for (typename data_set<real_type, label_type>::size_type i = 0; i < data.num_labels(); ++i) {
+        label_counts[i] = label_counts_map[label_values[i]];
+    }
+
+    out.print("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
+              data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+}
+
+template <typename real_type>
+inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<real_type> &mapped_labels) {
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
+
+        output.append(fmt::format(FMT_COMPILE("{} "), a));
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
+
+    volatile int count = 0;
+    #pragma omp parallel default(none) shared(out, support_vectors, alpha, mapped_labels, format_libsvm_line, count)
+    {
+        // all support vectors with class 1
+        std::string out_pos;
+        #pragma omp for nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+            if (mapped_labels[i] > 0) {
+                format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
+            }
+        }
+
+        #pragma omp critical
+        {
+            out.print("{}", out_pos);
+            count++;
+            #pragma omp flush(count, out)
+        }
+
+        // all support vectors with class -1
+        std::string out_neg;
+        #pragma omp for nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+            if (mapped_labels[i] < 0) {
+                format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
+            }
+        }
+
+        // wait for all threads to write support vectors for class 1
+#ifdef _OPENMP
+        while (count < omp_get_num_threads()) {
+        }
+#else
+        #pragma omp barrier
+#endif
+
+        #pragma omp critical
+        out.print("{}", out_neg);
+    }
+}
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 1e9b1b6d4..7bbc5a3f6 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -14,6 +14,7 @@
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
 
 #include "fmt/compile.h" // FMT_COMPILE
 #include "fmt/format.h"  // fmt::format, fmt::format_to
@@ -22,7 +23,6 @@
 #include <algorithm>    // std::max, std::min
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <utility>      // std::move
@@ -31,7 +31,7 @@
 
 namespace plssvm::detail::io {
 
-std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num_data_points, const std::size_t start) {
+inline std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num_data_points, const std::size_t start) {
     std::size_t num_features = 0;
     std::exception_ptr parallel_exception;
 
@@ -77,14 +77,14 @@ std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num
 }
 
 template <typename real_type, typename label_type>
-bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y) {
     std::exception_ptr parallel_exception;
     bool has_label = true;
 
-    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
+    #pragma omp parallel default(none) shared(reader, start, X, y, parallel_exception, has_label)
     {
         #pragma omp for reduction(&& : has_label)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X.size(); ++i) {
             #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + start);
@@ -94,7 +94,7 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
                 std::string_view::size_type first_colon = line.find_first_of(":\n");
                 if (first_colon >= pos) {
                     // get class or alpha
-                    (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
+                    y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
                 } else {
                     has_label = false;
                     pos = 0;
@@ -110,17 +110,11 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
 
                     // get index
                     const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
-                    if (index >= 200) {
-                        fmt::print("{} ", index);
-                    }
-                    if (i >= 500) {
-                        fmt::print("{} ", i);
-                    }
                     pos = next_pos + 1;
 
                     // get value
                     next_pos = line.find_first_of(' ', pos);
-                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    X[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                     pos = next_pos;
                 }
             } catch (const std::exception &) {
@@ -147,9 +141,9 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
 
 
 template <typename real_type, typename label_type, bool has_label>
-void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
     if constexpr (has_label) {
-        PLSSVM_ASSERT(y_ptr != nullptr, "has_label is 'true' but no labels were provided!");
+        PLSSVM_ASSERT(!y.empty(), "has_label is 'true' but no labels were provided!");
     }
 
     // format one output-line
@@ -172,16 +166,16 @@ void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector
         output.push_back('\n');
     };
 
-    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line)
+    #pragma omp parallel default(none) shared(out, X, y, format_libsvm_line)
     {
         // all support vectors
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < X_ptr->size(); ++i) {
+        for (typename std::vector<real_type>::size_type i = 0; i < X.size(); ++i) {
             if constexpr (has_label) {
-                out_string.append(fmt::format(FMT_COMPILE("{} "), (*y_ptr)[i]));
+                out_string.append(fmt::format(FMT_COMPILE("{} "), y[i]));
             }
-            format_libsvm_line(out_string, (*X_ptr)[i]);
+            format_libsvm_line(out_string, X[i]);
         }
 
         #pragma omp critical
@@ -190,13 +184,13 @@ void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector
 }
 
 template <typename real_type, typename label_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
-    write_libsvm_data_impl<real_type, label_type, true>(out, X_ptr, y_ptr);
+inline void write_libsvm_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
+    write_libsvm_data_impl<real_type, label_type, true>(out, X, y);
 }
 
 template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
-    write_libsvm_data_impl<real_type, real_type, false>(out, X_ptr, nullptr);
+inline void write_libsvm_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
+    write_libsvm_data_impl<real_type, real_type, false>(out, X, {});
 }
 
 }
\ No newline at end of file
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
new file mode 100644
index 000000000..4393b252e
--- /dev/null
+++ b/include/plssvm/model.hpp
@@ -0,0 +1,119 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a model class encapsulating the results of a SVM fit call.
+ */
+
+#pragma once
+
+#include "plssvm/constants.hpp"
+#include "plssvm/parameter.hpp"
+#include "plssvm/data_set.hpp"
+#include "plssvm/detail/io/libsvm_parsing.hpp"
+#include "plssvm/detail/io/libsvm_model_parsing.hpp"
+
+#include "fmt/core.h"
+#include "fmt/os.h"
+
+#include <chrono>
+#include <memory>       // std::shared_ptr, std::make_shared
+#include <string>       // std::string
+#include <type_traits>  // std::is_same_v
+#include <vector>       // std::vector
+#include <sstream>
+#include <numeric>
+
+namespace plssvm {
+
+template <typename T, typename U = int>
+class model {
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
+
+  public:
+    using real_type = T;
+    using label_type = U;
+    using size_type = std::size_t;
+
+    explicit model(const std::string& filename);
+
+    void save(const std::string& filename) const;
+
+    [[nodiscard]] size_type num_support_vectors() const noexcept { return num_support_vectors_; }
+    [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
+
+  private:
+    parameter<real_type> params_{};
+
+    data_set<real_type, label_type> data_{}; // support vectors + labels
+    std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
+
+    real_type rho_{ 0.0 };
+
+    size_type num_support_vectors_{ 0 };
+    size_type num_features_{ 0 };
+};
+
+/******************************************************************************
+ *                                Constructors                                *
+ ******************************************************************************/
+template <typename T, typename U>
+model<T, U>::model(const std::string &filename) {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    detail::io::file_reader f{ filename, '#' };
+
+    // parse libsvm header
+    auto [header, data_labels] = detail::io::read_libsvm_model_header<real_type, label_type, size_type>(f, params_, rho_, num_support_vectors_);
+
+    // create support vectors and alpha pointer
+    num_features_ = detail::io::parse_libsvm_num_features(f, num_support_vectors_, header + 1);
+    std::vector<std::vector<real_type>> support_vectors(num_support_vectors_, std::vector<real_type>(num_features_));
+    alpha_ptr_ = std::make_shared<std::vector<real_type>>(num_support_vectors_);
+
+    // parse libsvm model data
+    detail::io::read_libsvm_data(f, header + 1, support_vectors, *alpha_ptr_);
+
+    // create data set
+    data_ = data_set<real_type, label_type>{ std::move(support_vectors), std::move(data_labels) };
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
+                   num_support_vectors_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   filename);
+    }
+}
+
+/******************************************************************************
+ *                                 Save Model                                 *
+ ******************************************************************************/
+template <typename T, typename U>
+void model<T, U>::save(const std::string &filename) const {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    fmt::ostream out = fmt::output_file(filename);
+
+    // save model file header
+    detail::io::write_libsvm_model_header(out, params_, rho_, data_);
+
+    // save model file support vectors
+    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.mapped_labels().value().get());
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
+                   num_support_vectors_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   filename);
+    }
+}
+
+}
\ No newline at end of file

From 95a1ca237789e77e7b2eb13fd36432f8800f137c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:44:27 +0200
Subject: [PATCH 0015/1010] Add missing static_asserts.

---
 include/plssvm/model.hpp | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 4393b252e..428e1a50a 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -33,6 +33,9 @@ namespace plssvm {
 template <typename T, typename U = int>
 class model {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
+    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+    // because std::vector<bool> is evil
+    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     using real_type = T;

From e7a58edee7aca82506c0390f8837b94e38e0ee0c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 15:59:16 +0200
Subject: [PATCH 0016/1010] Continue restructure (WIP).

---
 CMakeLists.txt                                |  27 +-
 include/plssvm/backends/OpenMP/csvm.hpp       |  43 +-
 include/plssvm/csvm.hpp                       | 544 ++++++++----------
 include/plssvm/csvm_factory.hpp               |   6 +
 include/plssvm/data_set.hpp                   |  25 +-
 .../plssvm/detail/cmd/parameter_predict.hpp   |  14 +-
 include/plssvm/detail/cmd/parameter_scale.hpp |   7 +-
 include/plssvm/detail/cmd/parameter_train.hpp |  20 +-
 include/plssvm/detail/layout.hpp              |  95 +++
 include/plssvm/detail/utility.hpp             |   3 +
 include/plssvm/kernel_types.hpp               |  13 +-
 include/plssvm/model.hpp                      |  12 +
 include/plssvm/parameter.hpp                  |  47 +-
 src/main_predict.cpp                          | 107 ++--
 src/main_train.cpp                            | 113 ++--
 src/plssvm/backends/OpenMP/csvm.cpp           | 127 ++--
 src/plssvm/csvm.cpp                           | 415 -------------
 src/plssvm/detail/cmd/parameter_predict.cpp   |  72 +--
 src/plssvm/detail/cmd/parameter_scale.cpp     |  29 +-
 src/plssvm/detail/cmd/parameter_train.cpp     | 142 +++--
 src/plssvm/kernel_types.cpp                   |  19 +
 21 files changed, 722 insertions(+), 1158 deletions(-)
 create mode 100644 include/plssvm/detail/layout.hpp
 delete mode 100644 src/plssvm/csvm.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 95f1b1977..578c5c860 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -34,7 +34,6 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/source_location.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_types.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/csvm.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -146,6 +145,32 @@ else()
             )
 endif()
 
+## try finding igor
+find_package(igor QUIET)
+if(igor_FOUND)
+    message(STATUS "Found package igor.")
+else()
+    message(STATUS "Couldn't find package igor. Building from source ...")
+    # fetch named argument library igor
+    FetchContent_Declare(igor
+            GIT_REPOSITORY          https://github.com/bluescarni/igor
+            GIT_TAG                 master
+            GIT_SHALLOW             TRUE
+
+            set(IGOR_BUILD_TESTS OFF CACHE BOOL "" FORCE)
+    )
+    FetchContent_GetProperties(igor)
+    if(NOT igor_POPULATED)
+        FetchContent_Populate(igor)
+        add_subdirectory(${igor_SOURCE_DIR} EXCLUDE_FROM_ALL)
+    endif()
+    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} igor)
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+            $<BUILD_INTERFACE:${igor_SOURCE_DIR}/include>
+            $<INSTALL_INTERFACE:include>
+            )
+endif()
+
 ## try finding fmt
 find_package(fmt QUIET)
 if(fmt_FOUND)
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 423f284c1..fe71d2725 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -34,26 +34,16 @@ class csvm : public ::plssvm::csvm<T> {
     // protected for test mock class
     /// The template base type of the OpenMP C-SVM class.
     using base_type = ::plssvm::csvm<T>;
-    using base_type::alpha_ptr_;
-    using base_type::bias_;
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::data_ptr_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
+
+    using base_type::params_;
     using base_type::w_;
 
   public:
     // Be able to use the predict overload from the csvm base class.
-    using base_type::predict;
+    using base_type::predict_values;
     /// The type of the data. Must be either `float` or `double`.
-    using real_type = typename base_type::real_type;
+    using typename base_type::real_type;
+    using typename base_type::size_type;
 
     /**
      * @brief Construct a new C-SVM using the OpenMP backend with the parameters given through @p params.
@@ -62,12 +52,23 @@ class csvm : public ::plssvm::csvm<T> {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    explicit csvm(const parameter<T> &params);
+    csvm(target_platform target, parameter<T> params = {});
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        // TODO:
+        if (verbose) {
+            fmt::print("Using OpenMP as backend.\n\n");
+        }
+    }
 
     /**
      * @copydoc plssvm::csvm::predict(const std::vector<std::vector<real_type>>&)
      */
-    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) override;
+//    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+                                                                const std::vector<real_type> &alpha,
+                                                                real_type rho,
+                                                                const std::vector<std::vector<real_type>> &predict_points) override;
 
   protected:
     /**
@@ -79,15 +80,15 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q() override;
+    [[nodiscard]] std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) override;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    std::vector<real_type> solver_CG(const std::vector<real_type> &b, std::size_t imax, real_type eps, const std::vector<real_type> &q) override;
+    std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    void update_w() override;
+    void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) override;
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
@@ -97,7 +98,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] data the data
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type add);
+    void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index d00c590cf..e3e8a327e 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,7 +13,9 @@
 
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
-#include "parameter.hpp"                // plssvm::parameter
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/model.hpp"             // plssvm::model
+#include "plssvm/data_set.hpp"          // plssvm::data_set
 
 #include <cstddef>      // std::size_t
 #include <memory>       // std::shared_ptr
@@ -21,7 +23,7 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
-#include "NamedType/named_type.hpp"
+
 #include <iostream>
 #include <memory>
 #include <optional>
@@ -31,6 +33,7 @@
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/detail/utility.hpp"
 
 namespace plssvm {
 
@@ -42,28 +45,24 @@ namespace plssvm {
  * @brief Base class for all C-SVM backends.
  * @tparam T the type of the data
  */
-template <typename T>
+template <typename T>//, typename U = int>
 class csvm {
     // only float and doubles are allowed
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+//    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+//    // because std::vector<bool> is evil
+//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
+//    using label_type = U;
+    using size_type = std::size_t;
 
     //*************************************************************************************************************************************//
     //                                                      special member functions                                                       //
     //*************************************************************************************************************************************//
-    /**
-     * @brief Construct a new C-SVM with the parameters given through @p params.
-     * @param[in] params struct encapsulating all possible parameters
-     * @throws plssvm::exception if the given data pointer is the `nullptr`
-     * @throws plssvm::exception if the data matrix is empty
-     * @throws plssvm::exception if not all points in the data matrix have the same number of features
-     * @throws plssvm::exception if no features are provided for the data points
-     * @throws plssvm::exception if weights are given, but the number of weights doesn't match the number of data points
-     */
-    explicit csvm(const parameter<T> &params);
+//    explicit csvm(const parameter<T> &params);
 
     /**
      * @brief Virtual destructor to enable safe inheritance.
@@ -88,107 +87,40 @@ class csvm {
      */
     csvm &operator=(csvm &&) noexcept = default;
 
+
     //*************************************************************************************************************************************//
-    //                                                             IO functions                                                            //
+    //                                                             constructors                                                            //
     //*************************************************************************************************************************************//
+    // TODO:
+
+    explicit csvm(parameter<real_type> params = {}) : params_{ std::move(params) } {}
+
+    template <typename... Args>
+    explicit csvm(kernel_type kernel, Args&&... named_args);
 
-    /**
-     * @brief Write the calculated model to the file denoted by @þ filename.
-     * @details Writes the model using the LIBSVM format:
-     * @code
-     * svm_type c_svc
-     * kernel_type linear
-     * nr_class 2
-     * total_sv 5
-     * rho 0.37332362
-     * label 1 -1
-     * nr_sv 2 3
-     * SV
-     * -0.17609704 0:-1.117828e+00 1:-2.908719e+00 2:6.663834e-01 3:1.097883e+00
-     * 0.883819 0:-5.282118e-01 1:-3.358810e-01 2:5.168729e-01 3:5.460446e-01
-     * -0.47971326 0:-2.098121e-01 1:6.027694e-01 2:-1.308685e-01 3:1.080525e-01
-     * -0.23146635 0:5.765022e-01 1:1.014056e+00 2:1.300943e-01 3:7.261914e-01
-     * 0.0034576654 0:1.884940e+00 1:1.005186e+00 2:2.984999e-01 3:1.646463e+00
-     * @endcode
-     * @param[in] filename name of the file to write the model information to
-     * @throws plssvm::exception if a call to learn() is missing
-     * @throws plssvm::exception if no labels are given
-     * @throws plssvm::exception if the number of labels and number of data points mismatch
-     */
-    void write_model(const std::string &filename);
 
     //*************************************************************************************************************************************//
-    //                                                             learn model                                                             //
+    //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
-    /**
-     * @brief Learns the support vectors given the data in the provided parameter class.
-     * @details Performs 2 steps:
-     * 1. Load the data onto the used device (e.g. one or more GPUs)
-     * 2. Learn the model by solving a minimization problem using the Conjugated Gradients algorithm
-     *
-     * @throws plssvm::exception if no labels are given for training
-     * @throws plssvm::exception if the number of labels and number of data points mismatch
-     */
-    void learn();
+    template <typename label_type, typename... Args>
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
 
     //*************************************************************************************************************************************//
     //                                                               predict                                                               //
     //*************************************************************************************************************************************//
+    template <typename label_type = int>
+    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    template <typename label_type = int>
+    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
 
-    /**
-     * @brief Evaluates the model on the data used for training.
-     * @throws plssvm::exception if no labels are given for the accuracy calculation
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return the fraction of correctly labeled training data in percent (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type accuracy();
-    /**
-     * @brief Evaluate the model on the given data @p point with @p correct_label being the correct label.
-     * @param[in] point the data point to predict
-     * @param[in] correct_label the correct label
-     * @throws plssvm::exception if the number of features in @p point doesn't match the number of features in the data matrix
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return `1.0` if @p point is predicted correctly, `0.0` otherwise. (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type accuracy(const std::vector<real_type> &point, real_type correct_label);
-    /**
-     * @brief Evaluate the model on the given data @p points with @p correct_labels being the correct labels.
-     * @param[in] points the data points to predict
-     * @param[in] correct_labels the correct labels
-     * @throws plssvm::exception if the number of points to predict mismatch the number of provided, correct label
-     * @throws plssvm::exception if not all @p points to predict have the same number of features
-     * @throws plssvm::exception if the number of features per point to predict and per point in data matrix mismatch
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return the fraction of correctly labeled data points. (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type accuracy(const std::vector<std::vector<real_type>> &points, const std::vector<real_type> &correct_labels);
-
-    /**
-     * @brief Uses the already learned model to predict a (new) data point.
-     * @param[in] point the data point to predict
-     * @throws plssvm::exception if the number of features in @p point doesn't match the number of features in the data matrix
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return a negative #real_type value if the prediction for data point point is the negative class and a positive #real_type value otherwise (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type predict(const std::vector<real_type> &point);
-
-    /**
-     * @brief Uses the already learned model to predict the class of a (new) data point.
-     * @param[in] point the data point to predict
-     * @throws plssvm::exception if the number of features in @p point doesn't match the number of features in the data matrix
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return -1.0 if the prediction for @p point is the negative class and +1 otherwise (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type predict_label(const std::vector<real_type> &point);
-    /**
-     * @brief Uses the already learned model to predict the class of multiple (new) data points.
-     * @param[in] points the data points to predict
-     * @throws plssvm::exception if not all @p points to predict have the same number of features
-     * @throws plssvm::exception if the number of features per point to predict and per point in data matrix mismatch
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with -1 for each prediction for a data point with the negative class and +1 otherwise (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::vector<real_type> predict_label(const std::vector<std::vector<real_type>> &points);
+    // calculate the accuracy of the model
+    template <typename label_type = int>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model) {
+        return this->score(model, model.data_);
+    }
+    // calculate the accuracy of the data_set
+    template <typename label_type = int>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
 
   protected:
     //*************************************************************************************************************************************//
@@ -202,7 +134,7 @@ class csvm {
      * @brief Generate the vector `q`, a subvector of the least-squares matrix equation.
      * @return the generated `q` vector (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> generate_q() = 0;
+    [[nodiscard]] virtual std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
      * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
@@ -213,254 +145,252 @@ class csvm {
      * @param[in] q subvector of the least-squares matrix equation
      * @return the alpha values
      */
-    virtual std::vector<real_type> solver_CG(const std::vector<real_type> &b, std::size_t imax, real_type eps, const std::vector<real_type> &q) = 0;
+    virtual std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
     /**
      * @brief Updates the normal vector #w_, used to speed-up the prediction in case of the linear kernel function, to the current data and alpha values.
      */
-    virtual void update_w() = 0;
+    virtual void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] points the data points to predict
      * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with negative values for each prediction for a data point with the negative class and positive values otherwise (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
+//    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
+    // TODO: API: sizes?!?
+    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+                                                                     const std::vector<real_type> &alpha,
+                                                                     real_type rho,
+                                                                     const std::vector<std::vector<real_type>> &predict_points) = 0;
 
-    //*************************************************************************************************************************************//
-    //                                                          kernel functions                                                           //
-    //*************************************************************************************************************************************//
-    /**
-     * @brief Computes the value of the two vectors @p xi and @p xj using the kernel function specified during construction.
-     * @param[in] xi the first vector
-     * @param[in] xj the second vector
-     * @throws plssvm::unsupported_kernel_type_exception if the kernel type cannot be recognized
-     * @return the value computed by the kernel function (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj);
-
-    /**
-     * @brief Transforms @p num_points entries of the 2D data from AoS to a 1D SoA layout and adding @p boundary points.
-     * @param[in] matrix the 2D vector to be transformed into a 1D representation
-     * @param[in] boundary the number of boundary points
-     * @param[in] num_points the number of data points of the 2D vector to transform
-     * @attention Boundary values can contain random numbers!
-     * @return an 1D vector in a SoA layout (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::vector<real_type> transform_data(const std::vector<std::vector<real_type>> &matrix, std::size_t boundary, std::size_t num_points);
 
     //*************************************************************************************************************************************//
     //                                              parameter initialized by the constructor                                               //
     //*************************************************************************************************************************************//
-    /// The target platform.
-    const target_platform target_;
-    /// The used kernel function.
-    const kernel_type kernel_;
-    /// The degree parameter used in the polynomial kernel function.
-    const int degree_;
-    /// The gamma parameter used in the polynomial and rbf kernel functions.
-    real_type gamma_;
-    /// The coef0 parameter used in the polynomial kernel function.
-    const real_type coef0_;
-    /// The cost parameter in the C-SVM.
-    real_type cost_;
-    /// The error tolerance parameter for the CG algorithm.
-    const real_type epsilon_;
-    /// If `true` additional information (e.g. timing information) will be printed during execution.
-    const bool print_info_;
-
-    /// The data used the train the SVM.
-    const std::shared_ptr<const std::vector<std::vector<real_type>>> data_ptr_{};
-    /// The labels associated to each data point.
-    std::shared_ptr<const std::vector<real_type>> value_ptr_{};
-    /// The result of the CG calculation: the weights of the support vectors.
-    std::shared_ptr<const std::vector<real_type>> alpha_ptr_{};
 
-    //*************************************************************************************************************************************//
-    //                                                         internal variables                                                          //
-    //*************************************************************************************************************************************//
-    /// The number of data points in the data set.
-    std::size_t num_data_points_{};
-    /// The number of features per data point.
-    std::size_t num_features_{};
-    /// The bias after learning.
-    real_type bias_{};
-    /// The bottom right matrix entry multiplied by cost.
-    real_type QA_cost_{};
+    parameter<real_type> params_{};
+
+//    //*************************************************************************************************************************************//
+//    //                                                         internal variables                                                          //
+//    //*************************************************************************************************************************************//
+//    /// The bias after learning.
+//    real_type bias_{};
     /// The normal vector used for speeding up the prediction in case of the linear kernel function.
     std::vector<real_type> w_{};
 };
 
-extern template class csvm<float>;
-extern template class csvm<double>;
-/*
-namespace new_ {
-
-inline bool print_info = true;
+/******************************************************************************
+ *                                 constructor                                *
+ ******************************************************************************/
+template <typename T> template <typename... Args>
+csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
+    igor::parser p{ std::forward<Args>(named_args)... };
+
+    // set kernel type
+    params_.kernel = kernel;
+
+    // compile time check: only named parameter are permitted
+    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
+    // compile time check: each named parameter must only be passed once
+    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
+    // compile time check: only some named parameters are allowed
+    static_assert(!p.has_other_than(gamma, degree, coef0, cost), "An illegal named parameter has been passed!");
+
+    // compile time/runtime check: the values must have the correct types
+    if constexpr (p.has(gamma)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
+        // runtime check: the value may only be used with a specific kernel type
+        if (kernel == kernel_type::linear) {
+            std::clog << "gamma parameter provided to the linear kernel, which is not used!" << std::endl;
+        }
+        // set value
+        params_.gamma = static_cast<decltype(params_.gamma)>(p(gamma));
+    }
+    if constexpr (p.has(degree)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
+        // runtime check: the value may only be used with a specific kernel type
+        if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
+            std::clog << fmt::format("degree parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+        }
+        // set value
+        params_.degree = static_cast<decltype(params_.degree)>(p(degree));
+    }
+    if constexpr (p.has(coef0)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
+        // runtime check: the value may only be used with a specific kernel type
+        if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
+            std::clog << fmt::format("coef0 parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+        }
+        // set value
+        params_.coef0 = static_cast<decltype(params_.coef0)>(p(coef0));
+    }
+    if constexpr (p.has(cost)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(cost))>, decltype(params_.cost)>, "cost must be convertible to a real_type!");
+        // set value
+        params_.cost = static_cast<decltype(params_.cost)>(p(cost));
+    }
+}
 
-enum class file_format_type {
-    libsvm,
-    arff
-};
 
-template <typename T>
-class parameter {
-  public:
-    using real_type = T;
+/******************************************************************************
+ *                                  fit model                                 *
+ ******************************************************************************/
+template <typename T> template <typename label_type, typename... Args>
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
+    igor::parser p{ std::forward<Args>(named_args)... };
+
+    // set default values
+    real_type epsilon_val = 0.001;
+    size_type max_iter_val = data.num_features();
+
+    // compile time check: only named parameter are permitted
+    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
+    // compile time check: each named parameter must only be passed once
+    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
+    // compile time check: only some named parameters are allowed
+    static_assert(!p.has_other_than(epsilon, max_iter), "An illegal named parameter has been passed!");
+
+    // compile time/runtime check: the values must have the correct types
+    if constexpr (p.has(epsilon)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
+        // set value
+        epsilon_val = static_cast<real_type>(p(epsilon));
+    }
+    if constexpr (p.has(max_iter)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
+        // set value
+        max_iter_val = static_cast<size_type>(p(max_iter));
+    }
 
-    parameter() = default;
+    using namespace plssvm::operators;
 
-    kernel_type kernel = kernel_type::linear;
-    int degree = 3;
-    real_type gamma = real_type{ 0.0 };
-    real_type coef0 = real_type{ 0.0 };
-    real_type cost = real_type{ 1.0 };
-    real_type epsilon = static_cast<real_type>(0.001);
-    backend_type backend = backend_type::automatic;
-    target_platform target = target_platform::automatic;
+    if (!data.has_labels()) {
+        throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
+    }
 
-    ::plssvm::sycl_generic::kernel_invocation_type sycl_kernel_invocation_type = ::plssvm::sycl_generic::kernel_invocation_type::automatic;
-    ::plssvm::sycl_generic::implementation_type sycl_implementation_type = ::plssvm::sycl_generic::implementation_type::automatic;
-};
+    bool reset_gamma{ false };
+    if (params_.gamma == real_type{ 0.0 }) {
+        // no gamma provided -> use default value which depends on the number of features of the data set
+        params_.gamma = real_type{ 1.0 } / data.num_features();
+        reset_gamma = true;
+    }
 
-// FINISHED
-template <typename T>
-class data_set {
-    using data_matrix_type = std::vector<std::vector<T>>;
-    using label_vector_type = std::vector<int>;
+    // create model
+    model<real_type, label_type> csvm_model{ params_, data };
 
-  public:
-    using real_type = T;
-    using label_type = int;
-    using size_type = std::size_t;
+    // move data to the device(s)
+    this->setup_data_on_device();
 
-    explicit data_set(const std::string& filename);
+    std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    explicit data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) } {
-        if (X_ptr_->empty()) {
-            throw std::runtime_error("empty matrix"); // TODO: correct exception
+    real_type QA_cost{};
+    std::vector<real_type> q{};
+    std::vector<real_type> b = data.mapped_labels().value().get();
+    const real_type b_back_value = b.back();
+    #pragma omp parallel sections default(none) shared(q, data, b, b_back_value, QA_cost, params_)
+    {
+        #pragma omp section
+        {
+            q = generate_q(data.data());
+        }
+        #pragma omp section
+        {
+            b.pop_back();
+            b -= b_back_value;
+        }
+        #pragma omp section
+        {
+            QA_cost = kernel_function(data.data().back(), data.data().back(), params_) + real_type{ 1.0 } / params_.cost;
         }
     }
-    data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
-        // TODO: exception?? if size != size
-    }
-    // save the data set in the given format
-    void save_data_set(const std::string& filename, file_format_type format);
-
-    // scale data features to be in range [lower, upper]
-    void scale(real_type lower, real_type upper);
 
-    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
-    [[nodiscard]] std::optional<std::reference_wrapper<const label_type>> labels() const noexcept {
-        return this->has_labels() ? *y_ptr_ : std::nullopt;
+    std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Setup for solving the optimization problem done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
-    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
 
-    [[nodiscard]] size_type num_data_points() const noexcept { return X_ptr_->size(); }
-    [[nodiscard]] size_type num_features() const noexcept { return X_ptr_->front().size(); }
+    start_time = std::chrono::steady_clock::now();
 
-  private:
-    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
-    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
-};
-
-template <typename T>
-class csvm_model {
-    using alpha_vector_type = std::vector<T>;
+    // solve the minimization problem
+    std::vector<real_type>& alpha = *csvm_model.alpha_ptr_;
+    alpha = conjugate_gradient(data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
+    csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
+    alpha.push_back(-sum(alpha));
 
-  public:
-    using real_type = T;
+    // TODO: necessary?
+    w_.clear();
 
-    // read model from file
-    explicit csvm_model(const std::string& filename);
+    // default gamma has been used -> reset gamma to 0.0
+    if (reset_gamma) {
+        params_.gamma = 0.0;
+    }
 
-    // save model to file
-    void save_model(const std::string& filename);
+    end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
+    return csvm_model;
+}
 
-    // predict labels of the data_set
-    std::vector<typename data_set<real_type>::label_type> predict(const data_set<real_type> &data);
-    // predict LS-SVM values of the data_set
-    std::vector<real_type> predict_values(const data_set<real_type> &data);
 
-    // calculate the accuracy of the model
-    real_type score();
-    // calculate the accuracy of the data_set
-    real_type score(const data_set<real_type> &data);
+/******************************************************************************
+ *                                   predict                                  *
+ ******************************************************************************/
+template <typename T> template <typename label_type>
+auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
+    if (model.num_features() != data.num_features()) {
+        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
+    }
 
-  private:
-    csvm_model(parameter<real_type> params, data_set<real_type> data) : params_{ std::move(params) }, data_{ std::move(data) }, alphas_{ std::make_shared<alpha_vector_type>() } {}
+    // predict values
+    const std::vector<real_type> predicted_values = predict_values(model, data);
 
-    parameter<real_type> params_;
-    data_set<real_type> data_;
+    // convert predicted values to the correct labels
+    std::vector<label_type> predicted_labels(predicted_values.size());
+    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model)
+    for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
+        predicted_labels[i] = model.data_.label_from_mapped_value(plssvm::operators::sign(predicted_values[i]));
+    }
+    return predicted_labels;
+}
 
-    std::shared_ptr<alpha_vector_type> alphas_;
-    real_type rho_{ 0.0 };
-};
+template <typename T> template <typename label_type>
+auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
+    if (model.num_features() != data.num_features()) {
+        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
+    }
 
-template <typename T>
-class csvm {
-    friend csvm_model<T>;
-  public:
-    using real_type = T;
+    // forward implementation to derived classes
+    return predict_values_impl(model.data_.data(), *model.alpha_ptr_, model.rho_, data.data());
+}
 
-    // create new SVM with the given parameters
-    explicit csvm(parameter<real_type> params) : params_{ std::move(params) } {}
-    csvm(real_type cost, target_platform target) : params_{} {
-        params_.kernel = kernel_type::linear;
-        params_.cost = cost;
-        params_.backend = backend_type::openmp;
-        params_.target = target;
-    }
-    csvm(int degree, real_type gamma, real_type coef0, real_type cost, target_platform target) : params_{} {
-        params_.kernel = kernel_type::polynomial;
-        params_.degree = degree;
-        params_.gamma = gamma;
-        params_.coef0 = coef0;
-        params_.cost = cost;
-        params_.backend = backend_type::openmp;
-        params_.target = target;
-    }
-    csvm(real_type gamma, real_type cost, target_platform target) : params_{} {
-        params_.kernel = kernel_type::rbf;
-        params_.gamma = gamma;
-        params_.cost = cost;
-        params_.backend = backend_type::openmp;
-        params_.target = target;
+template <typename T> template <typename label_type>
+auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
+    if (!data.has_labels()) {
+        throw exception{ "the data set to score must have labels set!" };
+    } else if (model.num_features() != data.num_features()) {
+        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
 
-    // learn model with default eps and iter values
-    csvm_model<real_type> fit(const data_set<real_type> &data) {
-        // TODO: implement
-        params_.epsilon = parameter<real_type>{}.epsilon;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model until eps is reached
-    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps) {
-        // TODO: implement
-        params_.epsilon = eps;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model using exact iter CG iterations
-    csvm_model<real_type> fit(const data_set<real_type> &data, std::size_t iter) {
-        // TODO: implement
-        params_.epsilon = parameter<real_type>{}.epsilon;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model until eps is reached OR iter CG iterations are reached
-    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps, std::size_t iter) {
-        // TODO: implement
-        params_.epsilon = eps;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model until accuracy for test data set is reached
-    csvm_model<real_type> fit(const data_set<real_type> &data_train, const data_set<real_type> &data_test, real_type accuracy) {
-        // TODO: implement
-        params_.epsilon = parameter<real_type>{}.epsilon;
-        return csvm_model<real_type>(params_, data_train);
+    // predict labels
+    const std::vector<label_type> predicted_labels = predict(model, data);
+    // correct labels
+    const std::vector<label_type>& correct_labels = model.labels().value();
+
+    // calculate the accuracy
+    size_type correct{ 0 };
+    #pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
+    for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
+        if (predicted_labels[i] == correct_labels[i]) {
+            ++correct;
+        }
     }
-
-  private:
-    parameter<real_type> params_;
-};
-
+    return static_cast<real_type>(correct) / static_cast<real_type>(predicted_labels.size());
 }
-*/
+
 }  // namespace plssvm
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index a160b9dc1..a9794f819 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -110,4 +110,10 @@ template <typename T>
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }
 
+template <typename real_type, typename... Args>
+[[nodiscard]] inline std::unique_ptr<csvm<real_type>> make_csvm2(const backend_type backend, const target_platform target, Args&&... args) {
+    // TODO: implement
+    return std::make_unique<plssvm::openmp::csvm<real_type>>(target, std::forward<Args>(args)...);
+}
+
 }  // namespace plssvm
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 25d53fead..3c13841ad 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -77,7 +77,7 @@ class data_set {
     [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
 
-    [[nodiscard]] label_type label_from_mapped_value(real_type val) const noexcept;
+    [[nodiscard]] label_type label_from_mapped_value(real_type val) const;
 
     [[nodiscard]] size_type num_labels() const noexcept { return mapping_.size(); }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
@@ -229,11 +229,11 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::label_from_mapped_value(const real_type val) const noexcept -> label_type {
+auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label_type {
     if (mapping_.count(val) == 0) {
         throw exception{ "Illegal mapped value: {}!" };
     }
-    return mapping_[val];
+    return mapping_.at(val);
 }
 
 
@@ -420,29 +420,22 @@ using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set
 // create variant based on runtime flag
 template <bool scale, typename cmd_parameter>
 inline data_set_variants data_set_factory(const cmd_parameter& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
     if constexpr (scale) {
-        if (use_float && use_strings) {
+        if (params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (use_float && !use_strings) {
+        } else if (params.float_as_real_type && ! params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (!use_float && use_strings) {
+        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
         } else {
             return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
         }
     } else {
-        if (use_float && use_strings) {
+        if (params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-        } else if (use_float && !use_strings) {
+        } else if (params.float_as_real_type && ! params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-        } else if (!use_float && use_strings) {
+        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
         } else {
             return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
index a04acd8b3..334bee74e 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -34,11 +34,17 @@ class parameter_predict {
     */
    parameter_predict(int argc, char **argv);
 
-   /// Other parameters
-   parameter_variants base_params{};
+   backend_type backend = backend_type::automatic;
+   /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
+   target_platform target = target_platform::automatic;
 
-   /// rho
-   double rho{ 0.0 };
+   /// The SYCL implementation to use with --backend=sycl.
+   sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+
+   // TODO: here?!?
+   /// use strings as label type?
+   bool strings_as_labels{ false };
+   bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index 85c44e993..1f5f647a0 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -11,7 +11,6 @@
 
 #pragma once
 
-#include "plssvm/parameter.hpp"          // plssvm::parameter
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
 
 #include <string>  // std::string
@@ -35,14 +34,14 @@ class parameter_scale {
     */
    parameter_scale(int argc, char **argv);
 
-   /// Other parameters
-   parameter_variants base_params{};
-
    // TODO: more LIBSVM conform?
    double lower{ -1 };
    double upper{ +1 };
    file_format_type format{ file_format_type::libsvm };
 
+   bool strings_as_labels{ false };
+   bool float_as_real_type{ false };
+
    /// The name of the data/test file to parse.
    std::string input_filename{};
    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index e24ee69cc..f45410d2e 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -35,7 +35,25 @@ class parameter_train {
    parameter_train(int argc, char **argv);
 
    /// Other parameters
-   parameter_variants base_params{};
+   parameter<double> csvm_params{};
+
+   /// The error tolerance parameter for the CG algorithm.
+   double epsilon{ 0.001 };
+   // TODO: max_iter
+   /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
+   backend_type backend = backend_type::automatic;
+   /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
+   target_platform target = target_platform::automatic;
+
+   /// The kernel invocation type when using SYCL as backend.
+   sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
+   /// The SYCL implementation to use with --backend=sycl.
+   sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+
+   // TODO: here?!?
+   /// use strings as label type?
+   bool strings_as_labels{ false };
+   bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
new file mode 100644
index 000000000..09bfe574a
--- /dev/null
+++ b/include/plssvm/detail/layout.hpp
@@ -0,0 +1,95 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines functions to convert 2D vectors to 1D SoA or AoS vectors.
+ */
+
+#pragma once
+
+#include "plssvm/constants.hpp"
+#include "plssvm/detail/assert.hpp"
+
+#include "fmt/core.h"
+#include "fmt/ostream.h"
+
+#include <algorithm>
+#include <chrono>
+#include <ostream>
+#include <vector>
+
+namespace plssvm::detail {
+
+// TODO: test
+
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> transform_to_soa_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
+    std::vector<real_type> vec(num_features * (num_points + boundary_size));
+
+    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+    for (std::size_t col = 0; col < num_features; ++col) {
+        for (std::size_t row = 0; row < num_points; ++row) {
+            vec[col * (num_points + boundary_size) + row] = matrix[row][col];
+        }
+    }
+
+    return vec;
+}
+
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> transform_to_aos_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
+    std::vector<real_type> vec(num_points * (num_features + boundary_size));
+
+    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+    for (std::size_t row = 0; row < num_points; ++row) {
+        for (std::size_t col = 0; col < num_features; ++col) {
+            vec[row * (num_features + boundary_size) + col] = matrix[row][col];
+        }
+    }
+
+    return vec;
+}
+
+enum class layout_type {
+    aos,
+    soa
+};
+
+std::ostream &operator<<(std::ostream &out, const layout_type layout) {
+    switch (layout) {
+        case layout_type::aos:
+            return out << "Array-of-Structs (AoS)";
+        case layout_type::soa:
+            return out << "Struct-of-Arrays (SoA)";
+    }
+    return out << "unknown";
+}
+
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> transform_to_layout(const layout_type layout, const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points) {
+    // perform some sanity checks
+    PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
+    PLSSVM_ASSERT(num_points <= matrix.size(), "Num points to transform can not exceed matrix size!");
+    const typename std::vector<real_type>::size_type num_features = matrix.front().size();
+    PLSSVM_ASSERT(std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features; }), "Feature sizes mismatch! All features should have size {}!", num_features);
+
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    switch (layout) {
+        case layout_type::aos:
+            return transform_to_aos_layout(matrix, boundary_size, num_points, num_features);
+        case layout_type::soa:
+            return transform_to_soa_layout(matrix, boundary_size, num_points, num_features);
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Transformed dataset from 2D to 1D {} in {}.\n", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
+}
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index f5d670f8c..bcfba6f62 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -24,6 +24,9 @@ namespace plssvm::detail {
 template <typename>
 constexpr bool always_false_v = false;
 
+template <typename T>
+using remove_cvref_t = std::remove_cv_t<std::remove_reference_t<T>>;
+
 /**
  * @brief Get the @p I-th element of the parameter pack @p args.
  * @tparam I the index of the element to get
diff --git a/include/plssvm/kernel_types.hpp b/include/plssvm/kernel_types.hpp
index 4cba5b7b5..dfbf1d372 100644
--- a/include/plssvm/kernel_types.hpp
+++ b/include/plssvm/kernel_types.hpp
@@ -11,9 +11,10 @@
 
 #pragma once
 
-#include "plssvm/detail/assert.hpp"     // PLSSVM_ASSERT
-#include "plssvm/detail/operators.hpp"  // dot product, plssvm::squared_euclidean_dist
-#include "plssvm/detail/utility.hpp"    // plssvm::detail::always_false_v
+#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
+#include "plssvm/detail/operators.hpp"       // dot product, plssvm::squared_euclidean_dist
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::always_false_v
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception
 
 #include <cmath>   // std::pow, std::exp, std::fma
 #include <iosfwd>  // forward declare std::ostream and std::istream
@@ -86,4 +87,10 @@ template <kernel_type kernel, typename real_type, typename... Args>
     }
 }
 
+template <typename>
+struct parameter;
+
+template <typename real_type>
+[[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params);
+
 }  // namespace plssvm
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 428e1a50a..1d9bbc8be 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -37,6 +37,10 @@ class model {
     // because std::vector<bool> is evil
     static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
+    // plssvm::csvm needs the constructor
+    template <typename>
+    friend class csvm;
+
   public:
     using real_type = T;
     using label_type = U;
@@ -50,6 +54,8 @@ class model {
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
   private:
+    model(parameter<real_type> params, data_set<real_type, label_type> data);
+
     parameter<real_type> params_{};
 
     data_set<real_type, label_type> data_{}; // support vectors + labels
@@ -64,6 +70,7 @@ class model {
 /******************************************************************************
  *                                Constructors                                *
  ******************************************************************************/
+ // TODO: restructure?
 template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
@@ -94,6 +101,11 @@ model<T, U>::model(const std::string &filename) {
     }
 }
 
+template <typename T, typename U>
+model<T, U>::model(parameter<real_type> params, data_set<real_type, label_type> data)
+    : params_{ std::move(params) }, data_{ std::move(data) }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) },
+      num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() } {}
+
 /******************************************************************************
  *                                 Save Model                                 *
  ******************************************************************************/
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 770e58fe0..38db1f985 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -18,6 +18,8 @@
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
+#include "igor/igor.hpp"
+
 #include <iosfwd>       // forward declare std::ostream
 #include <memory>       // std::shared_ptr
 #include <string>       // std::string
@@ -27,15 +29,17 @@
 
 namespace plssvm {
 
+// TODO: move?
 namespace sycl {
 using namespace ::plssvm::sycl_generic;
 }
 
-template <typename T>
-struct parameter;
-
-
-using parameter_variants = std::variant<parameter<float>, parameter<double>>;
+inline constexpr auto gamma = igor::named_argument<struct gamma_tag>{};
+inline constexpr auto degree = igor::named_argument<struct degree_tag>{};
+inline constexpr auto coef0 = igor::named_argument<struct coef0_tag>{};
+inline constexpr auto cost = igor::named_argument<struct cost_tag>{};
+inline constexpr auto epsilon = igor::named_argument<struct epsilon_tag>{};
+inline constexpr auto max_iter = igor::named_argument<struct max_iter_tag>{};
 
 
 /**
@@ -60,22 +64,13 @@ struct parameter {
     real_type coef0 = real_type{ 0.0 };
     /// The cost parameter in the C-SVM.
     real_type cost = real_type{ 1.0 };
-    /// The error tolerance parameter for the CG algorithm.
-    real_type epsilon = static_cast<real_type>(0.001);
-    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
-    backend_type backend = backend_type::automatic;
-    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
-    target_platform target = target_platform::automatic;
-
-    /// The kernel invocation type when using SYCL as backend.
-    sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
-    /// The SYCL implementation to use with --backend=sycl.
-    sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 
-    // TODO: here?!?
-    /// use strings as label type?
-    bool strings_as_labels{ false };
-    bool float_as_real_type{ false };
+    template <typename U>
+    explicit operator parameter<U>() {
+        // only float and doubles are allowed
+        static_assert(std::is_same_v<U, float> || std::is_same_v<U, double>, "The template type can only be 'float' or 'double'!");
+        return parameter<U>{ kernel, degree, static_cast<U>(gamma), static_cast<U>(coef0), static_cast<U>(cost) };
+    }
 };
 
 /**
@@ -93,24 +88,12 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                "gamma                       {}\n"
                "coef0                       {}\n"
                "cost                        {}\n"
-               "epsilon                     {}\n"
-               "backend                     {}\n"
-               "target platform             {}\n"
-               "SYCL kernel invocation type {}\n"
-               "SYCL implementation type    {}\n"
-               "use strings as labels       {}\n"
                "real_type                   {}\n",
                params.kernel,
                params.degree,
                params.gamma,
                params.coef0,
                params.cost,
-               params.epsilon,
-               params.backend,
-               params.target,
-               params.sycl_kernel_invocation_type,
-               params.sycl_implementation_type,
-               params.strings_as_labels,
                detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
 
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index d364bd2fd..ccd539cc4 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -29,61 +29,66 @@ int main(int argc, char *argv[]) {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parameter_predict params{ argc, argv };
 
-        std::visit([&](auto&& args) {
-            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-                std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                         args.sycl_implementation_type)
-                          << std::endl;
-            }
+        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                     params.sycl_implementation_type)
+                      << std::endl;
+        }
+
+        // output used parameter
+        if (plssvm::verbose) {
+            fmt::print("\ntask: prediction\n{}\n", params);
+        }
+
+        // create data set
+        std::visit([&](auto &&data) {
+            // TODO: put code here
+            using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
+            using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
+
+            // create model
+            plssvm::model<real_type, label_type> model{ params.model_filename };
+            // create default csvm
+            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu };
+            // predict labels
+            const std::vector<label_type> predicted_labels = svm.predict(model, data);
 
-            // output used parameter
-            if (plssvm::verbose) {
-                fmt::print("\ntask: prediction\n{}\n", params);
+            // write prediction file
+            {
+                std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+                fmt::ostream out = fmt::output_file(params.predict_filename);
+                out.print("{}", fmt::join(predicted_labels, "\n"));
+
+                std::chrono::time_point end_time = std::chrono::steady_clock::now();
+                if (plssvm::verbose) {
+                    fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
+                               params.predict_filename,
+                               predicted_labels.size(),
+                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+                }
             }
 
-            // create data set
-            std::visit([&](auto &&data) {
-                // TODO: put code here
-            }, plssvm::detail::data_set_factory<false>(params));
+            // print achieved accuracy (if possible)
+            if (data.has_labels()) {
+                const std::vector<label_type> &correct_labels = data.labels().value();
+                std::size_t correct{ 0 };
+                for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
+                    // check whether prediction is correct
+                    if (predicted_labels[i] == correct_labels[i]) {
+                        ++correct;
+                    }
+                }
+                // print accuracy
+                fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
+                           static_cast<real_type>(correct) / static_cast<real_type>(data.num_data_points()) * real_type{ 100 },
+                           correct,
+                           data.num_data_points());
+            }
 
-            //        // create SVM
-            //        auto svm = plssvm::make_csvm(params.base_params);
-            //
-            //        // predict labels
-            //        const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
-            //
-            //        // write prediction file
-            //        {
-            //            auto start_time = std::chrono::steady_clock::now();
-            //            std::ofstream out{ params.predict_filename };
-            //            out << fmt::format("{}", fmt::join(labels, "\n"));
-            //            auto end_time = std::chrono::steady_clock::now();
-            //            if (params.print_info) {
-            //                fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
-            //                           params.predict_filename,
-            //                           labels.size(),
-            //                           std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-            //            }
-            //        }
-            //
-            //        // print achieved accuracy if possible
-            //        if (params.value_ptr) {
-            //            unsigned long long correct = 0;
-            //            for (typename std::vector<real_type>::size_type i = 0; i < labels.size(); ++i) {
-            //                // check of prediction was correct
-            //                if ((*params.value_ptr)[i] * labels[i] > real_type{ 0.0 }) {
-            //                    ++correct;
-            //                }
-            //            }
-            //            // print accuracy
-            //            fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
-            //                       static_cast<real_type>(correct) / static_cast<real_type>(params.test_data_ptr->size()) * real_type{ 100 },
-            //                       correct,
-            //                       params.test_data_ptr->size());
-            //        }
-        }, params.base_params);
+        }, plssvm::detail::data_set_factory<false>(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index c2805a115..1478e43a4 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -25,89 +25,42 @@ int main(int argc, char *argv[]) {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parameter_train params{ argc, argv };
 
-        std::visit([&](auto&& args) {
-            // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-            if (args.backend != plssvm::backend_type::sycl && args.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-                std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                         "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                                         args.sycl_kernel_invocation_type)
-                          << std::endl;
-            }
-            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-                std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                         args.sycl_implementation_type)
-                          << std::endl;
-            }
-
-            // output used parameter
-            if (plssvm::verbose) {
-                fmt::print("\ntask: training\n{}\n", params);
-            }
-
-            // create data set
-            std::visit([&](auto&& data){
-                // TODO: put code here
-            }, plssvm::detail::data_set_factory<false>(params));
-
-        }, params.base_params);
-
-
-
-        // create data set
-//        plssvm::data_set<real_type> data{ params.input_filename };
-
-        // create SVM
-//        auto svm = plssvm::make_csvm(params);
-
-        // learn
-//        svm->learn();
-
-        // save model file
-//        svm->write_model(params.model_filename);
-
-        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
-//        for (const auto& row : matrix) {
-//            for (const auto& col : row) {
-//                std::cout << col << ' ';
-//            }
-//            std::cout << std::endl;
-//        }
-//        std::cout << std::endl;
-
-        std::vector<std::string> label{ "cat", "dog", "cat" };
-        plssvm::data_set<double, std::string> data{ std::move(matrix), std::move(label), std::pair<double, double>(-1, 1)};
-//        data.scale(-2, +2);
-
-        for (const auto& row : data.data()) {
-            for (const auto& col : row) {
-                std::cout << col << ' ';
-            }
-            std::cout << std::endl;
+        // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
+        if (params.backend != plssvm::backend_type::sycl && params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
+                                     params.sycl_kernel_invocation_type)
+                      << std::endl;
         }
-
-        auto lab = data.mapped_labels().value().get();
-        for (const auto& l : lab) {
-            std::cout << l << ' ';
+        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                     params.sycl_implementation_type)
+                      << std::endl;
         }
-        std::cout << std::endl;
-        auto la = data.labels().value().get();
-        for (const auto& l : la) {
-            std::cout << l << ' ';
+
+        // output used parameter
+        if (plssvm::verbose) {
+            fmt::print("\ntask: training\n{}\n", params);
         }
-        std::cout << std::endl;
-//
-//        data.save_data_set("data.libsvm", plssvm::file_format_type::libsvm);
-////        data.save_data_set("data.arff", plssvm::file_format_type::arff);
-//
-//        plssvm::data_set<double> data2{"../data/data.libsvm"};
-////        for (const auto& row : data2.data()) {
-////            for (const auto& col : row) {
-////                std::cout << col << ' ';
-////            }
-////            std::cout << std::endl;
-////        }
+
+        // create data set
+        std::visit([&](auto&& data){
+            // TODO: put code here
+            using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
+            using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
+
+            // convert base params to correct type
+            auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
+            // create SVM
+            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params };
+            // learn model
+            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon); // TODO: params
+            // save model to file
+            model.save(params.model_filename);
+
+        }, plssvm::detail::data_set_factory<false>(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index b930d35f3..4c1aebe48 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -29,69 +29,70 @@
 
 namespace plssvm::openmp {
 
+// TODO: target_platform?!?!
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    ::plssvm::csvm<T>{ params } {
+csvm<T>::csvm(const target_platform target, parameter<T> params) :
+    ::plssvm::csvm<T>{ std::move(params) } {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::cpu) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::cpu) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Using OpenMP as backend.\n\n");
     }
 }
 
 template <typename T>
-auto csvm<T>::generate_q() -> std::vector<real_type> {
-    std::vector<real_type> q(data_ptr_->size() - 1);
-    switch (kernel_) {
+auto csvm<T>::generate_q(const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
+    std::vector<real_type> q(data.size() - 1);
+    switch (params_.kernel) {
         case kernel_type::linear:
-            device_kernel_q_linear(q, *data_ptr_);
+            device_kernel_q_linear(q, data);
             break;
         case kernel_type::polynomial:
-            device_kernel_q_poly(q, *data_ptr_, degree_, gamma_, coef0_);
+            device_kernel_q_poly(q, data, params_.degree, params_.gamma, params_.coef0);
             break;
         case kernel_type::rbf:
-            device_kernel_q_radial(q, *data_ptr_, gamma_);
+            device_kernel_q_radial(q, data, params_.gamma);
             break;
     }
     return q;
 }
 
 template <typename T>
-void csvm<T>::run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type add) {
-    switch (kernel_) {
+void csvm<T>::run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
+    switch (params_.kernel) {
         case kernel_type::linear:
-            openmp::device_kernel_linear(q, ret, d, data, QA_cost_, 1 / cost_, add);
+            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params_.cost, add);
             break;
         case kernel_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost_, 1 / cost_, add, degree_, gamma_, coef0_);
+            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.degree, params_.gamma, params_.coef0);
             break;
         case kernel_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost_, 1 / cost_, add, gamma_);
+            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.gamma);
             break;
     }
 }
 
 template <typename T>
-auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax, const real_type eps, const std::vector<real_type> &q) -> std::vector<real_type> {
+auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> alpha(b.size(), 1.0);
     const typename std::vector<real_type>::size_type dept = b.size();
 
     // sanity checks
-    PLSSVM_ASSERT(dept == num_data_points_ - 1, "Sizes mismatch!: {} != {}", dept, num_data_points_ - 1);
+    PLSSVM_ASSERT(dept == A.size() - 1, "Sizes mismatch!: {} != {}", dept, A.size() - 1);
 
     std::vector<real_type> r(b);
 
     // r = A + alpha_ (r = b - Ax)
-    run_device_kernel(q, r, alpha, *data_ptr_, -1);
+    run_device_kernel(q, r, alpha, A, QA_cost, -1);
 
     // delta = r.T * r
     real_type delta = transposed{ r } * r;
@@ -104,22 +105,22 @@ auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax,
     std::chrono::milliseconds average_iteration_time{};
     std::chrono::steady_clock::time_point iteration_start_time{};
     const auto output_iteration_duration = [&]() {
-        auto iteration_end_time = std::chrono::steady_clock::now();
+        std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
         fmt::print("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
-    std::size_t run = 0;
-    for (; run < imax; ++run) {
-        if (print_info_) {
-            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, imax, delta, eps * eps * delta0);
+    size_type iter = 0;
+    for (; iter < max_iter; ++iter) {
+        if (verbose) {
+            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         }
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
         std::fill(Ad.begin(), Ad.end(), real_type{ 0.0 });
-        run_device_kernel(q, Ad, d, *data_ptr_, 1);
+        run_device_kernel(q, Ad, d, A, QA_cost, 1);
 
         // (alpha = delta_new / (d^T * q))
         const real_type alpha_cd = delta / (transposed{ d } * Ad);
@@ -127,12 +128,12 @@ auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax,
         // (x = x + alpha * d)
         alpha += alpha_cd * d;
 
-        if (run % 50 == 49) {
+        if (iter % 50 == 49) {
             // (r = b - A * x)
             // r = b
             r = b;
             // r -= A * x
-            run_device_kernel(q, r, alpha, *data_ptr_, -1);
+            run_device_kernel(q, r, alpha, A, QA_cost, -1);
         } else {
             // r -= alpha_cd * Ad (r = r - alpha * q)
             r -= alpha_cd * Ad;
@@ -143,101 +144,85 @@ auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax,
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (print_info_) {
+            if (verbose) {
                 output_iteration_duration();
             }
             break;
         }
 
         // (beta = delta_new / delta_old)
-        real_type beta = delta / delta_old;
+        const real_type beta = delta / delta_old;
         // d = beta * d + r
         d = beta * d + r;
 
-        if (print_info_) {
+        if (verbose) {
             output_iteration_duration();
         }
     }
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                   std::min(run + 1, imax),
+                   std::min(iter + 1, max_iter),
                    delta,
                    eps * eps * delta0,
-                   average_iteration_time / std::min(run + 1, imax));
+                   average_iteration_time / std::min(iter + 1, max_iter));
     }
 
     return alpha;
 }
 
 template <typename T>
-void csvm<T>::update_w() {
+void csvm<T>::update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, const size_type num_data_points, const size_type num_features) {
     // resize and reset all values to zero
-    w_.resize(num_features_);
+    w_.resize(num_features);
     std::fill(w_.begin(), w_.end(), real_type{ 0.0 });
 
     // calculate the w vector
-    #pragma omp parallel for
-    for (std::size_t feature_index = 0; feature_index < num_features_; ++feature_index) {
+    #pragma omp parallel for default(none) shared(alpha, A) firstprivate(num_features, num_data_points)
+    for (std::size_t feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
         #pragma omp simd reduction(+: temp)
-        for (std::size_t data_index = 0; data_index < num_data_points_; ++data_index) {
-            temp += (*alpha_ptr_)[data_index] * (*data_ptr_)[data_index][feature_index];
+        for (std::size_t data_index = 0; data_index < num_data_points; ++data_index) {
+            temp += alpha[data_index] * A[data_index][feature_index];
         }
         w_[feature_index] = temp;
     }
 }
 
 template <typename T>
-auto csvm<T>::predict(const std::vector<std::vector<real_type>> &points) -> std::vector<real_type> {
+auto csvm<T>::predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+                             const std::vector<real_type> &alpha,
+                             const real_type rho,
+                             const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return empty vector if there are no points to predict
-    if (points.empty()) {
-        return std::vector<real_type>{};
-    }
-
-    // sanity checks
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    } else if (alpha_ptr_ == nullptr) {
-        throw exception{ "No alphas provided for prediction!" };
-    }
-
-    PLSSVM_ASSERT(data_ptr_->size() == alpha_ptr_->size(), "Sizes mismatch!: {} != {}", data_ptr_->size(), alpha_ptr_->size());  // exception in constructor
-
     auto start_time = std::chrono::steady_clock::now();
 
-    std::vector<real_type> out(points.size(), bias_);
-    if (kernel_ == kernel_type::linear) {
+    std::vector<real_type> out(predict_points.size(), -rho);
+    if (params_.kernel == kernel_type::linear) {
         // use faster methode in case of the linear kernel function
         if (w_.empty()) {
-            update_w();
+            update_w(support_vectors, alpha, support_vectors.size(), support_vectors.front().size());
         }
     }
 
-    #pragma omp parallel for
-    for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < points.size(); ++point_index) {
-        if (kernel_ == kernel_type::linear) {
+    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, out)
+    for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
+        if (params_.kernel == kernel_type::linear) {
             // use faster methode in case of the linear kernel function
-            out[point_index] += transposed{ w_ } * points[point_index];
+            out[point_index] += transposed{ w_ } * predict_points[point_index];
         } else {
             real_type temp{ 0.0 };
             #pragma omp simd reduction(+: temp)
-            for (std::size_t data_index = 0; data_index < num_data_points_; ++data_index) {
-                temp += (*alpha_ptr_)[data_index] * base_type::kernel_function((*data_ptr_)[data_index], points[point_index]);
+            for (std::size_t data_index = 0; data_index < support_vectors.size(); ++data_index) {
+                temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params_);
             }
             out[point_index] += temp;
         }
     }
 
     auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Predicted {} data points in {}.\n", points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    if (verbose) {
+        fmt::print("Predicted {} data points in {}.\n", predict_points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
 
     return out;
diff --git a/src/plssvm/csvm.cpp b/src/plssvm/csvm.cpp
deleted file mode 100644
index a00325192..000000000
--- a/src/plssvm/csvm.cpp
+++ /dev/null
@@ -1,415 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/csvm.hpp"
-
-#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
-#include "plssvm/detail/operators.hpp"       // dot product, plssvm::operators::sum, plssvm::operators::sign
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception, plssvm::exception
-#include "plssvm/kernel_types.hpp"           // plssvm::kernel_type, plssvm::kernel_function
-#include "plssvm/parameter.hpp"              // plssvm::parameter
-
-#include "plssvm/constants.hpp"
-
-#include "fmt/chrono.h"   // format std::chrono
-#include "fmt/compile.h"  // FMT_COMPILE
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/os.h"       // fmt::output_file
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#ifdef _OPENMP
-    #include <omp.h>  // omp_get_num_threads
-#endif
-
-#include <algorithm>  // std::all_of
-#include <chrono>     // std::chrono::stead_clock, std::chrono::duration_cast, std::chrono::milliseconds
-#include <cstddef>    // std::size_t
-#include <fstream>    // std::ofstream
-#include <ios>        // std:streamsize, std::ios
-#include <memory>     // std::make_shared
-#include <string>     // std::string
-#include <utility>    // std::move
-#include <vector>     // std::vector
-
-namespace plssvm {
-
-template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    target_{ params.target }, kernel_{ params.kernel }, degree_{ params.degree }, gamma_{ params.gamma }, coef0_{ params.coef0 }, cost_{ params.cost }, epsilon_{ params.epsilon }, print_info_{ plssvm::verbose }, data_ptr_{ nullptr }, value_ptr_{ nullptr }, alpha_ptr_{ nullptr }, bias_{ -0.0 } {
-    if (data_ptr_ == nullptr) {
-        throw exception{ "No data points provided!" };
-    } else if (data_ptr_->empty()) {
-        throw exception{ "Data set is empty!" };
-    } else if (!std::all_of(data_ptr_->begin(), data_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == data_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (data_ptr_->front().empty()) {
-        throw exception{ "No features provided for the data points!" };
-    } else if (alpha_ptr_ != nullptr && alpha_ptr_->size() != data_ptr_->size()) {
-        throw exception{ fmt::format("Number of weights ({}) must match the number of data points ({})!", alpha_ptr_->size(), data_ptr_->size()) };
-    }
-
-    num_data_points_ = data_ptr_->size();
-    num_features_ = (*data_ptr_)[0].size();
-}
-
-template <typename T>
-void csvm<T>::write_model(const std::string &model_name) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-
-    if (alpha_ptr_ == nullptr) {
-        throw exception{ "No alphas given! Maybe a call to 'learn()' is missing?" };
-    } else if (value_ptr_ == nullptr) {
-        throw exception{ "No labels given! Maybe the data is only usable for prediction?" };
-    } else if (data_ptr_->size() != value_ptr_->size()) {
-        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", value_ptr_->size(), data_ptr_->size()) };
-    }
-    PLSSVM_ASSERT(data_ptr_->size() == alpha_ptr_->size(), "Sizes mismatch!: {} != {}", data_ptr_->size(), alpha_ptr_->size());  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");                                                                    // exception in constructor
-    PLSSVM_ASSERT(std::all_of(data_ptr_->begin(), data_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == data_ptr_->front().size(); }),
-                  "All points in the data vector must have the same number of features!");    // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->front().empty(), "No features provided for the data points!");  // exception in constructor
-
-    unsigned long long nBSV{ 0 };
-    unsigned long long count_pos{ 0 };
-    unsigned long long count_neg{ 0 };
-    for (typename std::vector<real_type>::size_type i = 0; i < alpha_ptr_->size(); ++i) {
-        if ((*value_ptr_)[i] > 0) {
-            ++count_pos;
-        }
-        if ((*value_ptr_)[i] < 0) {
-            ++count_neg;
-        }
-        if ((*alpha_ptr_)[i] == cost_) {
-            ++nBSV;
-        }
-    }
-
-    // create libsvm model header
-    std::string libsvm_model_header = fmt::format("svm_type c_svc\n"
-                                                  "kernel_type {}\n",
-                                                  kernel_);
-    switch (kernel_) {
-        case kernel_type::linear:
-            break;
-        case kernel_type::polynomial:
-            libsvm_model_header += fmt::format(
-                "degree {}\n"
-                "gamma {}\n"
-                "coef0 {}\n",
-                degree_,
-                gamma_,
-                coef0_);
-            break;
-        case kernel_type::rbf:
-            libsvm_model_header += fmt::format(
-                "gamma {}\n",
-                gamma_);
-            break;
-    }
-    libsvm_model_header += fmt::format(
-        "nr_class 2\n"
-        "total_sv {}\n"
-        "rho {}\n"
-        "label 1 -1\n"
-        "nr_sv {} {}\n"
-        "SV\n",
-        count_pos + count_neg,
-        -bias_,
-        count_pos,
-        count_neg);
-
-    // terminal output
-    if (print_info_) {
-        fmt::print("\nOptimization finished\n{}\n", libsvm_model_header);
-    }
-
-    // create model file
-    auto model = fmt::output_file(model_name);
-    model.print("{}", libsvm_model_header);
-
-    // format one output-line
-    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
-
-        output.append(fmt::format(FMT_COMPILE("{} "), a));
-        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
-            char *ptr = buffer;
-            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
-                if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i, d[j + i]);
-                }
-            }
-            output.append(buffer, ptr - buffer);
-        }
-        output.push_back('\n');
-    };
-
-    volatile int count = 0;
-    #pragma omp parallel
-    {
-        // all support vectors with class 1
-        std::string out_pos;
-        #pragma omp for nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha_ptr_->size(); ++i) {
-            if ((*value_ptr_)[i] > 0) {
-                format_libsvm_line(out_pos, (*alpha_ptr_)[i], (*data_ptr_)[i]);
-            }
-        }
-
-        #pragma omp critical
-        {
-            model.print("{}", out_pos);
-            count++;
-            #pragma omp flush(count, model)
-        }
-
-        // all support vectors with class -1
-        std::string out_neg;
-        #pragma omp for nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha_ptr_->size(); ++i) {
-            if ((*value_ptr_)[i] < 0) {
-                format_libsvm_line(out_neg, (*alpha_ptr_)[i], (*data_ptr_)[i]);
-            }
-        }
-
-        // wait for all threads to write support vectors for class 1
-#ifdef _OPENMP
-        while (count < omp_get_num_threads()) {
-        }
-#else
-        #pragma omp barrier
-#endif
-
-        #pragma omp critical
-        model.print("{}", out_neg);
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Wrote model file ('{}') with {} support vectors in {}.\n",
-                   model_name,
-                   count_pos + count_neg,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-}
-
-template <typename T>
-void csvm<T>::learn() {
-    using namespace plssvm::operators;
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-
-    if (value_ptr_ == nullptr) {
-        throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
-    } else if (data_ptr_->size() != value_ptr_->size()) {
-        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", value_ptr_->size(), data_ptr_->size()) };
-    }
-
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");  // exception in constructor
-    PLSSVM_ASSERT(std::all_of(data_ptr_->begin(), data_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == data_ptr_->front().size(); }),
-                  "All points in the data vector must have the same number of features!");    // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->front().empty(), "No features provided for the data points!");  // exception in constructor
-
-    // setup the data on the device
-    setup_data_on_device();
-
-    auto start_time = std::chrono::steady_clock::now();
-
-    std::vector<real_type> q;
-    std::vector<real_type> b = *value_ptr_;
-    #pragma omp parallel sections
-    {
-        #pragma omp section  // generate q
-        {
-            q = generate_q();
-        }
-        #pragma omp section  // generate right-hand side from equation
-        {
-            b.pop_back();
-            b -= value_ptr_->back();
-        }
-        #pragma omp section  // generate bottom right from A
-        {
-            QA_cost_ = kernel_function(data_ptr_->back(), data_ptr_->back()) + 1 / cost_;
-        }
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Setup for solving the optimization problem done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-
-    start_time = std::chrono::steady_clock::now();
-
-    // solve minimization
-    std::vector<real_type> alpha;
-    alpha = solver_CG(b, num_features_, epsilon_, q);
-    bias_ = value_ptr_->back() + QA_cost_ * sum(alpha) - (transposed{ q } * alpha);
-    alpha.emplace_back(-sum(alpha));
-
-    alpha_ptr_ = std::make_shared<const std::vector<real_type>>(std::move(alpha));
-    w_.clear();
-
-    end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-}
-
-template <typename T>
-auto csvm<T>::accuracy() -> real_type {
-    if (value_ptr_ == nullptr) {
-        throw exception{ "No labels given! Maybe the data is only usable for prediction?" };
-    }
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-
-    return accuracy(*data_ptr_, *value_ptr_);
-}
-
-template <typename T>
-auto csvm<T>::accuracy(const std::vector<real_type> &point, const real_type correct_label) -> real_type {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-    if (point.size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features of the predict point ({})!", data_ptr_->front().size(), point.size()) };
-    }
-
-    return accuracy(std::vector<std::vector<real_type>>(1, point), std::vector<real_type>(1, correct_label));
-}
-
-template <typename T>
-auto csvm<T>::accuracy(const std::vector<std::vector<real_type>> &points, const std::vector<real_type> &correct_labels) -> real_type {
-    if (points.size() != correct_labels.size()) {
-        throw exception{ fmt::format("Number of data points ({}) must match number of correct labels ({})!", points.size(), correct_labels.size()) };
-    }
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return zero as accuracy for predicting no points
-    if (points.empty()) {
-        return real_type{ 0.0 };
-    }
-
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    }
-
-    unsigned long long correct{ 0 };
-    const std::vector<real_type> predictions = predict(points);
-    for (typename std::vector<real_type>::size_type index = 0; index < predictions.size(); ++index) {
-        if (predictions[index] * correct_labels[index] > real_type{ 0.0 }) {
-            ++correct;
-        }
-    }
-    return static_cast<real_type>(correct) / static_cast<real_type>(points.size());
-}
-
-template <typename T>
-auto csvm<T>::predict(const std::vector<real_type> &point) -> real_type {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-    if (point.size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features of the predict point ({})!", data_ptr_->front().size(), point.size()) };
-    }
-
-    return predict(std::vector<std::vector<real_type>>(1, point))[0];
-}
-
-template <typename T>
-auto csvm<T>::predict_label(const std::vector<real_type> &point) -> real_type {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-    if (point.size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features of the predict point ({})!", data_ptr_->front().size(), point.size()) };
-    }
-
-    return operators::sign(predict(point));
-}
-
-template <typename T>
-auto csvm<T>::predict_label(const std::vector<std::vector<real_type>> &points) -> std::vector<real_type> {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return empty vector if there are no points to predict
-    if (points.empty()) {
-        return std::vector<real_type>{};
-    }
-
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    }
-
-    std::vector<real_type> classes(predict(points));
-
-    // map prediction values to labels
-    #pragma omp parallel for
-    for (typename std::vector<real_type>::size_type i = 0; i < classes.size(); ++i) {
-        classes[i] = operators::sign(classes[i]);
-    }
-    return classes;
-}
-
-template <typename T>
-auto csvm<T>::kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj) -> real_type {
-    PLSSVM_ASSERT(xi.size() == xj.size(), "Sizes mismatch!: {} != {}", xi.size(), xj.size());
-
-    switch (kernel_) {
-        case kernel_type::linear:
-            return plssvm::kernel_function<kernel_type::linear>(xi, xj);
-        case kernel_type::polynomial:
-            return plssvm::kernel_function<kernel_type::polynomial>(xi, xj, degree_, gamma_, coef0_);
-        case kernel_type::rbf:
-            return plssvm::kernel_function<kernel_type::rbf>(xi, xj, gamma_);
-    }
-    throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", detail::to_underlying(kernel_)) };
-}
-
-template <typename T>
-auto csvm<T>::transform_data(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary, const std::size_t num_points) -> std::vector<real_type> {
-    PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
-    PLSSVM_ASSERT(num_points <= matrix.size(), "Num points to transform can not exceed matrix size!");
-
-    const typename std::vector<real_type>::size_type num_features = matrix[0].size();
-
-    PLSSVM_ASSERT(std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features_; }), "Feature sizes mismatch! All features should have size {}!", num_features_);
-
-    auto start_time = std::chrono::steady_clock::now();
-
-    std::vector<real_type> vec(num_features * (num_points + boundary));
-    #pragma omp parallel for collapse(2)
-    for (typename std::vector<real_type>::size_type col = 0; col < num_features; ++col) {
-        for (std::size_t row = 0; row < num_points; ++row) {
-            vec[col * (num_points + boundary) + row] = matrix[row][col];
-        }
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Transformed dataset from 2D AoS to 1D SoA in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-    return vec;
-}
-
-// explicitly instantiate template class
-template class csvm<float>;
-template class csvm<double>;
-
-}  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 8259fdd34..d0b819f9d 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -64,29 +64,21 @@ parameter_predict::parameter_predict(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // instantiate variant
-   if (result["use_float_as_real_type"].as<bool>()) {
-       base_params = parameter_variants{ parameter<float>{} };
-   } else {
-       base_params = parameter_variants { parameter<double>{} };
-   }
+   // parse csvm_params values
 
-   // parse base_params values
-   std::visit([&](auto&& params) {
-       // parse backend_type and cast the value to the respective enum
-       params.backend = result["backend"].as<decltype(params.backend)>();
+   // parse backend_type and cast the value to the respective enum
+   backend = result["backend"].as<decltype(backend)>();
 
-       // parse target_platform and cast the value to the respective enum
-       params.target = result["target_platform"].as<decltype(params.target)>();
+   // parse target_platform and cast the value to the respective enum
+   target = result["target_platform"].as<decltype(target)>();
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-       // parse SYCL implementation used in the SYCL backend
-       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
+   // parse SYCL implementation used in the SYCL backend
+   sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
-   }, base_params);
+   // parse whether strings should be used as labels
+   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -117,43 +109,17 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
-    std::visit([&](auto&& args) {
-        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
-        switch (args.kernel) {
-            case kernel_type::linear:
-                break;
-            case kernel_type::polynomial:
-                out << fmt::format(
-                    "gamma: {}\n"
-                    "coef0: {}\n"
-                    "degree: {}\n",
-                    args.gamma,
-                    args.coef0,
-                    args.degree);
-                break;
-            case kernel_type::rbf:
-                out << fmt::format("gamma: {}\n", args.gamma);
-                break;
-        }
-        out << fmt::format(
-            "cost: {}\n"
-            "epsilon: {}\n"
-            "use strings as labels: {}\n"
-            "real_type: {}\n",
-            args.cost,
-            args.epsilon,
-            args.strings_as_labels,
-            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
-    }, params.base_params);
     return out << fmt::format(
-               "rho: {}\n"
-               "input file (data set): '{}'\n"
-               "input file (model): '{}'\n"
-               "output file (prediction): '{}'\n",
-               params.rho,
-               params.input_filename,
-               params.model_filename,
-               params.predict_filename);
+        "use strings as labels: {}\n"
+        "use float as real type instead of double: {}\n"
+        "input file (data set): '{}'\n"
+        "input file (model): '{}'\n"
+        "output file (prediction): '{}'\n",
+        params.strings_as_labels,
+        params.float_as_real_type,
+        params.input_filename,
+        params.model_filename,
+        params.predict_filename);
 }
 
 }  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 2657eef65..d067a369b 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -63,13 +63,6 @@ parameter_scale::parameter_scale(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // instantiate variant
-   if (result["use_float_as_real_type"].as<bool>()) {
-       base_params = parameter_variants{ parameter<float>{} };
-   } else {
-       base_params = parameter_variants { parameter<double>{} };
-   }
-
    // parse the lowest allowed value
    lower = result["lower"].as<decltype(lower)>();
 
@@ -79,12 +72,11 @@ parameter_scale::parameter_scale(int argc, char **argv) {
    // parse the file format
    format = result["format"].as<decltype(format)>();
 
-   // parse base_params values
-   std::visit([&](auto&& params) {
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+   // parse whether strings should be used as labels
+   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
 
-   }, base_params);
+   // parse whether floats should be used as real_type
+   float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -108,25 +100,18 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
 
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
-   bool strings_as_labels;
-   std::string_view real_type_string;
-   std::visit([&](auto&& arg) {
-       strings_as_labels = arg.strings_as_labels;
-       real_type_string = detail::arithmetic_type_name<typename std::remove_reference_t<decltype(arg)>::real_type>();
-   }, params.base_params);
-
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
               "use strings as labels: {}\n"
-              "real_type: {}\n"
+              "use float as real type instead of double: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
-              strings_as_labels,
-              real_type_string,
+              params.strings_as_labels,
+              params.float_as_real_type,
               params.format,
               params.input_filename,
               params.scaled_filename);
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 73bda9807..4fc244f28 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -73,62 +73,54 @@ parameter_train::parameter_train(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // instantiate variant
-   if (result["use_float_as_real_type"].as<bool>()) {
-       base_params = parameter_variants{ parameter<float>{} };
-   } else {
-       base_params = parameter_variants { parameter<double>{} };
-   }
+   // parse csvm_params values
+
+   // parse kernel_type and cast the value to the respective enum
+   csvm_params.kernel = result["kernel_type"].as<decltype(csvm_params.kernel)>();
+
+   // parse degree
+   csvm_params.degree = result["degree"].as<decltype(csvm_params.degree)>();
 
-   // parse base_params values
-   std::visit([&](auto&& params) {
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
-
-       // parse kernel_type and cast the value to the respective enum
-       params.kernel = result["kernel_type"].as<decltype(params.kernel)>();
-
-       // parse degree
-       params.degree = result["degree"].as<decltype(params.degree)>();
-
-       // parse gamma
-       if (result.count("gamma")) {
-           params.gamma = result["gamma"].as<decltype(params.gamma)>();
-           if (params.gamma == decltype(params.gamma){ 0.0 }) {
-               fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
-               fmt::print("{}", options.help());
-               std::exit(EXIT_FAILURE);
-           }
-       } else {
-           params.gamma = decltype(params.gamma){ 0.0 };
+   // parse gamma
+   if (result.count("gamma")) {
+       csvm_params.gamma = result["gamma"].as<decltype(csvm_params.gamma)>();
+       if (csvm_params.gamma == decltype(csvm_params.gamma){ 0.0 }) {
+           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
        }
+   } else {
+       csvm_params.gamma = decltype(csvm_params.gamma){ 0.0 };
+   }
 
-       // parse coef0
-       params.coef0 = result["coef0"].as<decltype(params.coef0)>();
+   // parse coef0
+   csvm_params.coef0 = result["coef0"].as<decltype(csvm_params.coef0)>();
 
-       // parse cost
-       params.cost = result["cost"].as<decltype(params.cost)>();
+   // parse cost
+   csvm_params.cost = result["cost"].as<decltype(csvm_params.cost)>();
 
-       // parse epsilon
-       params.epsilon = result["epsilon"].as<decltype(params.epsilon)>();
+   // parse epsilon
+   epsilon = result["epsilon"].as<decltype(epsilon)>();
 
-       // parse backend_type and cast the value to the respective enum
-       params.backend = result["backend"].as<decltype(params.backend)>();
+   // parse backend_type and cast the value to the respective enum
+   backend = result["backend"].as<decltype(backend)>();
 
-       // parse target_platform and cast the value to the respective enum
-       params.target = result["target_platform"].as<decltype(params.target)>();
+   // parse target_platform and cast the value to the respective enum
+   target = result["target_platform"].as<decltype(target)>();
 
 #if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
-       // parse kernel invocation type when using SYCL as backend
-       params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(params.sycl_kernel_invocation_type)>();
+   // parse kernel invocation type when using SYCL as backend
+   sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
 
-       // parse SYCL implementation used in the SYCL backend
-       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
+   // parse SYCL implementation used in the SYCL backend
+   sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
-   }, base_params);
+   // parse whether strings should be used as labels
+   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
+
+   // parse whether floats should be used as real_type
+   float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -151,40 +143,36 @@ parameter_train::parameter_train(int argc, char **argv) {
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
-    std::visit([&](auto&& args) {
-        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
-        switch (args.kernel) {
-            case kernel_type::linear:
-                break;
-            case kernel_type::polynomial:
-                out << fmt::format(
-                    "gamma: {}\n"
-                    "coef0: {}\n"
-                    "degree: {}\n",
-                    args.gamma,
-                    args.coef0,
-                    args.degree);
-                break;
-            case kernel_type::rbf:
-                out << fmt::format("gamma: {}\n", args.gamma);
-                break;
-        }
-        out << fmt::format(
-            "cost: {}\n"
-            "epsilon: {}\n"
-            "use strings as labels: {}\n"
-            "real_type: {}\n",
-            args.cost,
-            args.epsilon,
-            args.strings_as_labels,
-            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
-    }, params.base_params);
-
+    out << fmt::format("kernel_type: {} -> {}\n", params.csvm_params.kernel, kernel_type_to_math_string(params.csvm_params.kernel));
+    switch (params.csvm_params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out << fmt::format(
+                "gamma: {}\n"
+                "coef0: {}\n"
+                "degree: {}\n",
+                params.csvm_params.gamma,
+                params.csvm_params.coef0,
+                params.csvm_params.degree);
+            break;
+        case kernel_type::rbf:
+            out << fmt::format("gamma: {}\n", params.csvm_params.gamma);
+            break;
+    }
     return out << fmt::format(
-               "input file (data set): '{}'\n"
-               "output file (model): '{}'\n",
-               params.input_filename,
-               params.model_filename);
+        "cost: {}\n"
+        "epsilon: {}\n"
+        "use strings as labels: {}\n"
+        "use float as real type instead of double: {}\n"
+        "input file (data set): '{}'\n"
+        "output file (model): '{}'\n",
+        params.csvm_params.cost,
+        params.epsilon,
+        params.strings_as_labels,
+        params.float_as_real_type,
+        params.input_filename,
+        params.model_filename);
 }
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/kernel_types.cpp b/src/plssvm/kernel_types.cpp
index 1117bf010..dc3fb5779 100644
--- a/src/plssvm/kernel_types.cpp
+++ b/src/plssvm/kernel_types.cpp
@@ -9,6 +9,7 @@
 #include "plssvm/kernel_types.hpp"
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+#include "plssvm/parameter.hpp"              // plssvm::parameter
 
 #include <ios>      // std::ios::failbit
 #include <istream>  // std::istream
@@ -58,4 +59,22 @@ std::istream &operator>>(std::istream &in, kernel_type &kernel) {
     return in;
 }
 
+template <typename real_type>
+real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params) {
+    PLSSVM_ASSERT(xi.size() == xj.size(), "Sizes mismatch!: {} != {}", xi.size(), xj.size());
+
+    switch (params.kernel) {
+        case kernel_type::linear:
+            return kernel_function<kernel_type::linear>(xi, xj);
+        case kernel_type::polynomial:
+            return kernel_function<kernel_type::polynomial>(xi, xj, params.degree, params.gamma, params.coef0);
+        case kernel_type::rbf:
+            return kernel_function<kernel_type::rbf>(xi, xj, params.gamma);
+    }
+    throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", detail::to_underlying(params.kernel)) };
+}
+
+template float kernel_function(const std::vector<float> &, const std::vector<float> &, const parameter<float> &);
+template double kernel_function(const std::vector<double> &, const std::vector<double> &, const parameter<double> &);
+
 }  // namespace plssvm
\ No newline at end of file

From 16e89d1cb49ad33d36657c58a55407ae2f0c8fc9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 17:33:10 +0200
Subject: [PATCH 0017/1010] Cleanup parameter classes.

---
 CMakeLists.txt                                |   1 +
 include/plssvm/backends/OpenMP/csvm.hpp       |   2 +-
 include/plssvm/csvm.hpp                       |   8 +
 .../plssvm/detail/cmd/parameter_predict.hpp   |  42 ++--
 include/plssvm/detail/cmd/parameter_scale.hpp |  35 ++-
 include/plssvm/detail/cmd/parameter_train.hpp |  50 ++--
 include/plssvm/exceptions/exceptions.hpp      |  13 ++
 include/plssvm/parameter.hpp                  |  64 ++----
 src/main_train.cpp                            |   4 +-
 src/plssvm/detail/cmd/parameter_predict.cpp   |  22 +-
 src/plssvm/detail/cmd/parameter_scale.cpp     |  28 +--
 src/plssvm/detail/cmd/parameter_train.cpp     |  57 +++--
 src/plssvm/exceptions/exceptions.cpp          |   3 +
 src/plssvm/parameter.cpp                      | 213 ++----------------
 14 files changed, 212 insertions(+), 330 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 578c5c860..bdf6ea4c3 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -40,6 +40,7 @@ set(PLSSVM_BASE_SOURCES
 
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_train.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_predict.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_scale.cpp
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index fe71d2725..1d92fadbe 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -52,7 +52,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    csvm(target_platform target, parameter<T> params = {});
+    explicit csvm(target_platform target, parameter<T> params = {});
     template <typename... Args>
     csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         // TODO:
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index e3e8a327e..2d55f48c7 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -259,12 +259,20 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
         // set value
         epsilon_val = static_cast<real_type>(p(epsilon));
+        // check if value makes sense
+        if (epsilon_val <= real_type{ 0.0 }) {
+            throw invalid_parameter_exception{ fmt::format("epsilon must be greater than 0, but is {}!", epsilon_val) };
+        }
     }
     if constexpr (p.has(max_iter)) {
         // compile time check: the value must have the correct type
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
         // set value
         max_iter_val = static_cast<size_type>(p(max_iter));
+        // check if value makes sense
+        if (max_iter_val == size_type{ 0 }) {
+            throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
+        }
     }
 
     using namespace plssvm::operators;
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
index 334bee74e..1205647a5 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -1,25 +1,32 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
+ */
 
 #pragma once
 
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/backend_types.hpp"                      // plssvm::backend_type
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
+#include "plssvm/target_platforms.hpp"                   // plssvm::target_platform
 
+#include <iosfwd>  // forward declare std::ostream
 #include <string>  // std::string
 
 namespace plssvm::detail::cmd {
 
+namespace sycl {
+using namespace ::plssvm::sycl_generic;
+}
+
 /**
-* @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
-*/
+ * @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
+ */
 class parameter_predict {
  public:
    /**
@@ -34,6 +41,7 @@ class parameter_predict {
     */
    parameter_predict(int argc, char **argv);
 
+   /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
    backend_type backend = backend_type::automatic;
    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
    target_platform target = target_platform::automatic;
@@ -41,9 +49,9 @@ class parameter_predict {
    /// The SYCL implementation to use with --backend=sycl.
    sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 
-   // TODO: here?!?
-   /// use strings as label type?
+   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
    bool strings_as_labels{ false };
+   /// `true`if `float` should be used as real type instead of the default type `double`.
    bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
@@ -54,6 +62,12 @@ class parameter_predict {
    std::string predict_filename{};
 };
 
+/**
+ * @brief Output all predict parameters encapsulated by @p params to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the parameters to
+ * @param[in] params the parameters
+ * @return the output-stream
+ */
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index 1f5f647a0..d65393986 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -1,25 +1,26 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ */
 
 #pragma once
 
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
 
+#include <iosfwd>  // forward declare std::ostream
 #include <string>  // std::string
 
 namespace plssvm::detail::cmd {
 
 /**
-* @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
-*/
+ * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ */
 class parameter_scale {
  public:
    /**
@@ -35,11 +36,17 @@ class parameter_scale {
    parameter_scale(int argc, char **argv);
 
    // TODO: more LIBSVM conform?
+
+   /// The lower bound of the scaled data values.
    double lower{ -1 };
+   /// The upper bound of the scaled data values.
    double upper{ +1 };
+   /// The file type (either LIBSVM or ARFF) to which the scaled data should be written to.
    file_format_type format{ file_format_type::libsvm };
 
+   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
    bool strings_as_labels{ false };
+   /// `true`if `float` should be used as real type instead of the default type `double`.
    bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
@@ -48,6 +55,12 @@ class parameter_scale {
    std::string scaled_filename{};
 };
 
+/**
+ * @brief Output all scale parameters encapsulated by @p params to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the parameters to
+ * @param[in] params the parameters
+ * @return the output-stream
+ */
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index f45410d2e..de1325947 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -1,25 +1,35 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
+ */
 
 #pragma once
 
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
+#include <iosfwd>  // forward declare std::ostream
 #include <string>  // std::string
 
 namespace plssvm::detail::cmd {
 
+namespace sycl {
+using namespace ::plssvm::sycl_generic;
+}
+
 /**
-* @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
-*/
+ * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
+ */
 class parameter_train {
   public:
    /**
@@ -34,12 +44,14 @@ class parameter_train {
     */
    parameter_train(int argc, char **argv);
 
-   /// Other parameters
+   /// Other base CSVM parameters
    parameter<double> csvm_params{};
 
    /// The error tolerance parameter for the CG algorithm.
    double epsilon{ 0.001 };
-   // TODO: max_iter
+   /// The maximum number of iterations in the CG algorithm.
+   std::size_t max_iter{ 0 };
+
    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
    backend_type backend = backend_type::automatic;
    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
@@ -50,9 +62,9 @@ class parameter_train {
    /// The SYCL implementation to use with --backend=sycl.
    sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 
-   // TODO: here?!?
-   /// use strings as label type?
+   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
    bool strings_as_labels{ false };
+   /// `true`if `float` should be used as real type instead of the default type `double`.
    bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
@@ -61,6 +73,12 @@ class parameter_train {
    std::string model_filename{};
 };
 
+/**
+ * @brief Output all train parameters encapsulated by @p params to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the parameters to
+ * @param[in] params the parameters
+ * @return the output-stream
+ */
 std::ostream &operator<<(std::ostream &out, const parameter_train &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/exceptions/exceptions.hpp b/include/plssvm/exceptions/exceptions.hpp
index 72cb6b038..6c04e5193 100644
--- a/include/plssvm/exceptions/exceptions.hpp
+++ b/include/plssvm/exceptions/exceptions.hpp
@@ -51,6 +51,19 @@ class exception : public std::runtime_error {
     source_location loc_;
 };
 
+/**
+ * @brief Exception type thrown if the provided parameter is invalid.
+ */
+class invalid_parameter_exception : public exception {
+  public:
+    /**
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @param[in] msg the exception's `what()` message
+     * @param[in] loc the exception's call side information
+     */
+    explicit invalid_parameter_exception(const std::string &msg, source_location loc = source_location::current());
+};
+
 /**
  * @brief Exception type thrown if the provided file couldn't be found.
  */
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 38db1f985..4c1c51ea1 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -6,45 +6,32 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Implements the parameter base class encapsulating all necessary parameters.
+ * @brief Implements the parameter class encapsulating all important C-SVM parameters.
  */
 
 #pragma once
 
-#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/kernel_types.hpp"  // plssvm::kernel_type
 
-#include "igor/igor.hpp"
+#include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT
 
 #include <iosfwd>       // forward declare std::ostream
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <type_traits>  // std::is_same_v
-#include <variant>      // std::variant
-#include <vector>       // std::vector
 
 namespace plssvm {
 
-// TODO: move?
-namespace sycl {
-using namespace ::plssvm::sycl_generic;
-}
-
-inline constexpr auto gamma = igor::named_argument<struct gamma_tag>{};
-inline constexpr auto degree = igor::named_argument<struct degree_tag>{};
-inline constexpr auto coef0 = igor::named_argument<struct coef0_tag>{};
-inline constexpr auto cost = igor::named_argument<struct cost_tag>{};
-inline constexpr auto epsilon = igor::named_argument<struct epsilon_tag>{};
-inline constexpr auto max_iter = igor::named_argument<struct max_iter_tag>{};
-
+// create named arguments
+IGOR_MAKE_NAMED_ARGUMENT(gamma);
+IGOR_MAKE_NAMED_ARGUMENT(degree);
+IGOR_MAKE_NAMED_ARGUMENT(coef0);
+IGOR_MAKE_NAMED_ARGUMENT(cost);
+IGOR_MAKE_NAMED_ARGUMENT(epsilon);
+IGOR_MAKE_NAMED_ARGUMENT(max_iter);
 
 /**
- * @brief Base class for encapsulating all necessary parameters possibly provided through command line arguments.
- * @tparam T the type of the data
+ * @brief Base class for encapsulating all important C-SVM parameters.
+ * @tparam T the real_type used
  */
 template <typename T>
 struct parameter {
@@ -65,14 +52,21 @@ struct parameter {
     /// The cost parameter in the C-SVM.
     real_type cost = real_type{ 1.0 };
 
+    /**
+     * @brief Convert a `plssvm::parameter<T>`to a `plssvm::parameter<U>` (i.e., conversion between float <-> double).
+     * @tparam U the type to convert to
+     * @return the `plssvm::parameter` values converted to @p U
+     */
     template <typename U>
     explicit operator parameter<U>() {
-        // only float and doubles are allowed
-        static_assert(std::is_same_v<U, float> || std::is_same_v<U, double>, "The template type can only be 'float' or 'double'!");
+        // convert between parameter<float> <-> parameter<double>
         return parameter<U>{ kernel, degree, static_cast<U>(gamma), static_cast<U>(coef0), static_cast<U>(cost) };
     }
 };
 
+extern template struct parameter<float>;
+extern template struct parameter<double>;
+
 /**
  * @brief Output all parameters encapsulated by @p params to the given output-stream @p out.
  * @tparam T the type of the data
@@ -81,20 +75,6 @@ struct parameter {
  * @return the output-stream
  */
 template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
-    return out << fmt::format(
-               "kernel_type                 {}\n"
-               "degree                      {}\n"
-               "gamma                       {}\n"
-               "coef0                       {}\n"
-               "cost                        {}\n"
-               "real_type                   {}\n",
-               params.kernel,
-               params.degree,
-               params.gamma,
-               params.coef0,
-               params.cost,
-               detail::arithmetic_type_name<typename parameter<T>::real_type>());
-}
+std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 1478e43a4..c3428b6fa 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -54,9 +54,9 @@ int main(int argc, char *argv[]) {
             // convert base params to correct type
             auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params };
+            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params }; // TODO: other backends too
             // learn model
-            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon); // TODO: params
+            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index d0b819f9d..19a4dc1ce 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -8,10 +8,10 @@
 
 #include "plssvm/detail/cmd/parameter_predict.hpp"
 
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::list_available_sycl_implementations
 #include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/parameter.hpp"                          // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -34,13 +34,13 @@ parameter_predict::parameter_predict(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(fmt::format("{}", backend)))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(fmt::format("{}", sycl_implementation_type)))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
-           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -64,8 +64,6 @@ parameter_predict::parameter_predict(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse csvm_params values
-
    // parse backend_type and cast the value to the respective enum
    backend = result["backend"].as<decltype(backend)>();
 
@@ -85,7 +83,7 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
    // parse test data filename
    if (!result.count("test")) {
-       fmt::print(stderr, "Error missing test file!");
+       fmt::print(stderr, "Error missing test file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
@@ -93,7 +91,7 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
    // parse model filename
    if (!result.count("model")) {
-       fmt::print(stderr, "Error missing model file!");
+       fmt::print(stderr, "Error missing model file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index d067a369b..e8b9b5fde 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -1,19 +1,14 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/detail/cmd/parameter_scale.hpp"
 
-#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
-#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+#include "plssvm/constants.hpp"  // plssvm::verbose
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -39,8 +34,8 @@ parameter_scale::parameter_scale(int argc, char **argv) {
            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
            ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
-           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
@@ -83,7 +78,7 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
    // parse input data filename
    if (!result.count("input")) {
-       fmt::print(stderr, "Error missing input file!");
+       fmt::print(stderr, "Error missing input file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
@@ -98,13 +93,12 @@ parameter_scale::parameter_scale(int argc, char **argv) {
    }
 }
 
-
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
               "use strings as labels: {}\n"
-              "use float as real type instead of double: {}\n"
+              "use float as real type: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 4fc244f28..a10c931d2 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -1,10 +1,12 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+// TODO: parameter sanity checks!?!?!
 
 #include "plssvm/detail/cmd/parameter_train.hpp"
 
@@ -37,20 +39,21 @@ parameter_train::parameter_train(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<kernel_type>()->default_value(fmt::format("{}", detail::to_underlying(kernel_type::linear))))
-           ("d,degree", "set degree in kernel function", cxxopts::value<int>()->default_value("3"))
-           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<double>())
-           ("r,coef0", "set coef0 in kernel function", cxxopts::value<double>()->default_value("0.0"))
-           ("c,cost", "set the parameter C", cxxopts::value<double>()->default_value("1.0"))
-           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<double>()->default_value("0.001"))
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(csvm_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(csvm_params.degree)>()->default_value(fmt::format("{}", csvm_params.degree)))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(csvm_params.gamma)>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(csvm_params.coef0)>()->default_value(fmt::format("{}", csvm_params.coef0)))
+           ("c,cost", "set the parameter C", cxxopts::value<decltype(csvm_params.cost)>()->default_value(fmt::format("{}", csvm_params.cost)))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(epsilon)>()->default_value(fmt::format("{}", epsilon)))
+           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<decltype(max_iter)>())
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(fmt::format("{}", backend)))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<sycl::kernel_invocation_type>()->default_value(detail::as_lower_case("automatic")))
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
+           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(sycl_kernel_invocation_type)>()->default_value(fmt::format("{}", sycl_kernel_invocation_type)))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(fmt::format("{}", sycl_implementation_type)))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
-           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -73,8 +76,6 @@ parameter_train::parameter_train(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse csvm_params values
-
    // parse kernel_type and cast the value to the respective enum
    csvm_params.kernel = result["kernel_type"].as<decltype(csvm_params.kernel)>();
 
@@ -89,8 +90,6 @@ parameter_train::parameter_train(int argc, char **argv) {
            fmt::print("{}", options.help());
            std::exit(EXIT_FAILURE);
        }
-   } else {
-       csvm_params.gamma = decltype(csvm_params.gamma){ 0.0 };
    }
 
    // parse coef0
@@ -102,6 +101,16 @@ parameter_train::parameter_train(int argc, char **argv) {
    // parse epsilon
    epsilon = result["epsilon"].as<decltype(epsilon)>();
 
+   // parse max_iter
+   if (result.count("max_iter")) {
+       max_iter = result["max_iter"].as<decltype(max_iter)>();
+       if (max_iter == decltype(max_iter){ 0 }) {
+           fmt::print(stderr, "max_iter = 0 is not allowed, it doesnt make any sense!\n");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
+       }
+   }
+
    // parse backend_type and cast the value to the respective enum
    backend = result["backend"].as<decltype(backend)>();
 
@@ -127,7 +136,7 @@ parameter_train::parameter_train(int argc, char **argv) {
 
    // parse input data filename
    if (!result.count("input")) {
-       fmt::print(stderr, "Error missing input file!");
+       fmt::print(stderr, "Error missing input file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
@@ -163,12 +172,14 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
     return out << fmt::format(
         "cost: {}\n"
         "epsilon: {}\n"
+        "max_iter: {}\n"
         "use strings as labels: {}\n"
         "use float as real type instead of double: {}\n"
         "input file (data set): '{}'\n"
         "output file (model): '{}'\n",
         params.csvm_params.cost,
         params.epsilon,
+        params.max_iter,
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,
diff --git a/src/plssvm/exceptions/exceptions.cpp b/src/plssvm/exceptions/exceptions.cpp
index 22da72b3b..e986a22e2 100644
--- a/src/plssvm/exceptions/exceptions.cpp
+++ b/src/plssvm/exceptions/exceptions.cpp
@@ -37,6 +37,9 @@ std::string exception::what_with_loc() const {
         loc_.line());
 }
 
+invalid_parameter_exception::invalid_parameter_exception(const std::string &msg, source_location loc) :
+    exception{ msg, "invalid_parameter_exception", loc } {}
+
 file_not_found_exception::file_not_found_exception(const std::string &msg, source_location loc) :
     exception{ msg, "file_not_found_exception", loc } {}
 
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index fc327dab1..70e93d2c9 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -13,202 +13,31 @@
 #include "fmt/core.h"     // fmt::format, fmt::print
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <iostream>  // std::ostream
+#include <ostream>  // std::ostream
 
 namespace plssvm {
 
-/*
-template <typename T>
-void parameter<T>::parse_model_file(const std::string &filename) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    // set new filenames
-    if (predict_filename == predict_name_from_input() || predict_filename.empty()) {
-        model_filename = filename;
-        predict_filename = predict_name_from_input();
-    }
-    model_filename = filename;
-
-    detail::io::file_reader f{ filename, '#' };
-
-    // reset values pointer
-    value_ptr = nullptr;
-
-    // helper variables
-    unsigned long long num_sv{ 0 };
-    std::pair labels{ real_type{ 0.0 }, real_type{ 0.0 } };
-    bool rho_set{ false };
-
-    // parse libsvm model file header
-    std::size_t header = 0;
-    {
-        for (; header < f.num_lines(); ++header) {
-            std::string line{ detail::trim(f.line(header)) };
-            detail::to_lower_case(line);
-
-            // separate value from model header entry
-            std::string_view value{ line };
-            value.remove_prefix(std::min(value.find_first_of(' ') + 1, value.size()));
-            value = detail::trim_left(value);
-
-            if (detail::starts_with(line, "svm_type")) {
-                // svm_type must be c_svc
-                if (value != "c_svc") {
-                    throw invalid_file_format_exception{ fmt::format("Can only use c_svc as svm_type, but '{}' was given!", value) };
-                }
-            } else if (detail::starts_with(line, "kernel_type")) {
-                // parse kernel_type, must be linear, polynomial or rbf
-                std::istringstream iss{ std::string{ value } };
-                iss >> kernel;
-                if (iss.fail()) {
-                    throw invalid_file_format_exception{ fmt::format("Unrecognized kernel type '{}'!", value) };
-                }
-            } else if (detail::starts_with(line, "gamma")) {
-                // parse gamma
-                gamma = detail::convert_to<decltype(gamma)>(value);
-            } else if (detail::starts_with(line, "degree")) {
-                // parse degree
-                degree = detail::convert_to<decltype(degree)>(value);
-            } else if (detail::starts_with(line, "coef0")) {
-                // parse coef0
-                coef0 = detail::convert_to<decltype(coef0)>(value);
-            } else if (detail::starts_with(line, "nr_class")) {
-                // number of classes must be 2
-                const auto nr_class = detail::convert_to<unsigned int>(value);
-                if (nr_class != 2) {
-                    throw invalid_file_format_exception{ fmt::format("Can only use 2 classes, but {} were given!", nr_class) };
-                }
-            } else if (detail::starts_with(line, "total_sv")) {
-                // the total number of support vectors must be greater than 0
-                num_sv = detail::convert_to<decltype(num_sv)>(value);
-                if (num_sv == 0) {
-                    throw invalid_file_format_exception{ fmt::format("The number of support vectors must be greater than 0, but is {}!", num_sv) };
-                }
-            } else if (detail::starts_with(line, "rho")) {
-                // parse rho, required
-                rho = detail::convert_to<real_type>(value);
-                rho_set = true;
-            } else if (detail::starts_with(line, "label")) {
-                // parse first label
-                const std::string_view first_label = value.substr(0, value.find_first_of(' '));
-                labels.first = detail::convert_to<real_type>(first_label);
-                value.remove_prefix(std::min(first_label.size() + 1, value.size()));
-                // parse second label
-                const std::string_view second_label = value.substr(0, value.find_first_of(" \n"));
-                labels.second = detail::convert_to<real_type, invalid_file_format_exception>(second_label);
-                value.remove_prefix(std::min(second_label.size() + 1, value.size()));
-
-                value = detail::trim_left(value);
-
-                if (!value.empty() || (labels.first != 1 && labels.first != -1) || (labels.second != 1 && labels.second != -1)) {
-                    throw invalid_file_format_exception{ fmt::format("Only the labels 1 and -1 are allowed, but '{}' were given!", line) };
-                }
-            } else if (detail::starts_with(line, "nr_sv")) {
-                // parse first number
-                const std::string_view first_num = value.substr(0, value.find_first_of(' '));
-                const auto num_first = detail::convert_to<unsigned long long>(first_num);
-                value.remove_prefix(std::min(first_num.size() + 1, value.size()));
-                // parse second number
-                const std::string_view second_num = value.substr(0, value.find_first_of(" \n"));
-                const auto num_second = detail::convert_to<unsigned long long>(second_num);
-                value.remove_prefix(std::min(second_num.size() + 1, value.size()));
-
-                value = detail::trim_left(value);
-
-                if (!value.empty()) {
-                    // error if more than two numbers were given
-                    throw invalid_file_format_exception{ fmt::format("Only two numbers are allowed, but more were given '{}'!", line) };
-                } else if (num_first + num_second != num_sv) {
-                    throw invalid_file_format_exception{ fmt::format("The number of positive and negative support vectors doesn't add up to the total number: {} + {} != {}!", num_first, num_second, num_sv) };
-                }
-
-                // update values
-                std::vector<real_type> values(num_sv);
-                std::fill(values.begin(), values.begin() + num_first, labels.first);
-                std::fill(values.begin() + num_first, values.end(), labels.second);
-                value_ptr = std::make_shared<const std::vector<real_type>>(std::move(values));
-            } else if (line == "sv") {
-                // start parsing support vectors, required
-                break;
-            } else {
-                throw invalid_file_format_exception{ fmt::format("Unrecognized header entry '{}'! Maybe SV is missing?", f.line(header)) };
-            }
-        }
-    }
-
-    // additional sanity checks
-    if (num_sv == 0) {
-        // no total number of support vectors given
-        throw invalid_file_format_exception{ "Missing total number of support vectors!" };
-    } else if (labels.first == 0 || labels.second == 0) {
-        // no labels given
-        throw invalid_file_format_exception{ "Missing labels!" };
-    } else if (value_ptr == nullptr) {
-        // no count for positive and negative support vectors given
-        throw invalid_file_format_exception{ "Missing number of support vectors per class!" };
-    } else if (!rho_set) {
-        // no rho set
-        throw invalid_file_format_exception{ "Missing rho value!" };
-    } else if (header + 1 >= f.num_lines()) {
-        // no support vectors given
-        throw invalid_file_format_exception{ "Can't parse file: no support vectors are given or SV is missing!" };
-    }
-
-    // parse support vectors
-    std::vector<std::vector<real_type>> data(num_sv);
-    std::vector<real_type> alphas(num_sv);
-
-    // parse support vectors
-    detail::parse_libsvm_content(f, header + 1, data, alphas);
-
-    // update shared pointer
-    data_ptr = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    alpha_ptr = std::make_shared<const std::vector<real_type>>(std::move(alphas));
+// explicitly instantiate template class
+template struct parameter<float>;
+template struct parameter<double>;
 
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info) {
-        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
-                   data_ptr->size(),
-                   (*data_ptr)[0].size(),
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
-    }
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
+    return out << fmt::format(
+               "kernel_type                 {}\n"
+               "degree                      {}\n"
+               "gamma                       {}\n"
+               "coef0                       {}\n"
+               "cost                        {}\n"
+               "real_type                   {}\n",
+               params.kernel,
+               params.degree,
+               params.gamma,
+               params.coef0,
+               params.cost,
+               detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
-*/
-
-
-// explicitly instantiate template class
-//template class parameter<float>;
-//template class parameter<double>;
-//
-//
-//template <typename T>
-//std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
-//    return out << fmt::format(
-//               "kernel_type                 {}\n"
-//               "degree                      {}\n"
-//               "gamma                       {}\n"
-//               "coef0                       {}\n"
-//               "cost                        {}\n"
-//               "epsilon                     {}\n"
-//               "backend                     {}\n"
-//               "target platform             {}\n"
-//               "SYCL kernel invocation type {}\n"
-//               "SYCL implementation type    {}\n"
-//               "real_type                   {}\n",
-//               params.kernel,
-//               params.degree,
-//               params.gamma,
-//               params.coef0,
-//               params.cost,
-//               params.epsilon,
-//               params.backend,
-//               params.target,
-//               params.sycl_kernel_invocation_type,
-//               params.sycl_implementation_type,
-//               detail::arithmetic_type_name<typename parameter<T>::real_type>());
-//}
-//template std::ostream &operator<<(std::ostream &, const parameter<float> &);
-//template std::ostream &operator<<(std::ostream &, const parameter<double> &);
+template std::ostream &operator<<(std::ostream &, const parameter<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter<double> &);
 
 }  // namespace plssvm

From c52d62a4df259d26d9bccae47e650908cd177a61 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 19:10:19 +0200
Subject: [PATCH 0018/1010] Add some parameter sanity checks.

---
 include/plssvm/csvm.hpp                   | 103 +++++++++++++---------
 src/plssvm/detail/cmd/parameter_train.cpp |   2 -
 2 files changed, 60 insertions(+), 45 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 2d55f48c7..2d18678ca 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -9,6 +9,9 @@
  * @brief Defines the base class for all C-SVM backends and implements the functionality shared by all of them.
  */
 
+
+// TODO: parameter sanity checks!?!?!
+
 #pragma once
 
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
@@ -18,16 +21,17 @@
 #include "plssvm/data_set.hpp"          // plssvm::data_set
 
 #include <cstddef>      // std::size_t
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
-#include <type_traits>  // std::is_same_v
+#include <type_traits>  // std::is_same_v, std::is_convertible_v
 #include <vector>       // std::vector
+#include <utility>      // std::move, std::forward
 
-
-#include <iostream>
+#include <iostream>     // std::clog, std::endl TODO
 #include <memory>
 #include <optional>
 #include <functional>
+
+#include "plssvm/constants.hpp"
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
@@ -37,68 +41,53 @@
 
 namespace plssvm {
 
-// forward declare class TODO
-//template <typename T>
-//class parameter;
-
 /**
  * @brief Base class for all C-SVM backends.
  * @tparam T the type of the data
  */
-template <typename T>//, typename U = int>
+template <typename T>
 class csvm {
     // only float and doubles are allowed
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-//    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
-//    // because std::vector<bool> is evil
-//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
-//    using label_type = U;
     using size_type = std::size_t;
 
     //*************************************************************************************************************************************//
-    //                                                      special member functions                                                       //
+    //                                          constructors, destructor, and assignment operators                                         //
     //*************************************************************************************************************************************//
-//    explicit csvm(const parameter<T> &params);
+    explicit csvm(parameter<real_type> params = {});
+    template <typename... Args>
+    explicit csvm(kernel_type kernel, Args&&... named_args);
 
     /**
-     * @brief Virtual destructor to enable safe inheritance.
+     * @brief Default copy-constructor since a virtual destructor has been declared.
      */
-    virtual ~csvm() = default;
-
+    csvm(const csvm &) = default;
     /**
-     * @brief Delete expensive copy-constructor to make csvm a move only type.
+     * @brief Default move-constructor since a virtual destructor has been declared.
      */
-    csvm(const csvm &) = delete;
+    csvm(csvm &&) noexcept = default;
+
     /**
-     * @brief Move-constructor as csvm is a move-only type.
+     * @brief Virtual destructor to enable safe inheritance.
      */
-    csvm(csvm &&) noexcept = default;
+    virtual ~csvm() = default;
+
     /**
-     * @brief Delete expensive copy-assignment-operator to make csvm a move only type.
+     * @brief Default copy-assignment-operator since a virtual destructor has been declared.
+     * @return `*this`
      */
-    csvm &operator=(const csvm &) = delete;
+    csvm &operator=(const csvm &) = default;
     /**
-     * @brief Move-assignment-operator as csvm is a move-only type.
+     * @brief Default move-assignment-operator since a virtual destructor has been declared.
      * @return `*this`
      */
     csvm &operator=(csvm &&) noexcept = default;
 
 
-    //*************************************************************************************************************************************//
-    //                                                             constructors                                                            //
-    //*************************************************************************************************************************************//
-    // TODO:
-
-    explicit csvm(parameter<real_type> params = {}) : params_{ std::move(params) } {}
-
-    template <typename... Args>
-    explicit csvm(kernel_type kernel, Args&&... named_args);
-
-
     //*************************************************************************************************************************************//
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
@@ -176,11 +165,31 @@ class csvm {
 //    real_type bias_{};
     /// The normal vector used for speeding up the prediction in case of the linear kernel function.
     std::vector<real_type> w_{};
+
+  private:
+    void sanity_check_parameter() {
+        // kernel: valid kernel function
+        if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
+            throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
+        }
+        // gamma: must be greater than 0
+        if (params_.gamma <= real_type{ 0.0 }) {
+            throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
+        }
+        // degree: all allowed
+        // coef0: all allowed
+        // cost: all allowed
+    }
 };
 
-/******************************************************************************
- *                                 constructor                                *
- ******************************************************************************/
+//*************************************************************************************************************************************//
+//                                          constructors, destructor, and assignment operators                                         //
+//*************************************************************************************************************************************//
+template <typename T>
+csvm<T>::csvm(parameter<real_type> params) : params_{ std::move(params) } {
+    this->sanity_check_parameter();
+}
+
 template <typename T> template <typename... Args>
 csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     igor::parser p{ std::forward<Args>(named_args)... };
@@ -195,13 +204,18 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     // compile time check: only some named parameters are allowed
     static_assert(!p.has_other_than(gamma, degree, coef0, cost), "An illegal named parameter has been passed!");
 
+    // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
+    const auto print_warning = [kernel](const std::string_view param_name) {
+        fmt::print(stderr, "{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_type_to_math_string(kernel));
+    };
+
     // compile time/runtime check: the values must have the correct types
     if constexpr (p.has(gamma)) {
         // compile time check: the value must have the correct type
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear) {
-            std::clog << "gamma parameter provided to the linear kernel, which is not used!" << std::endl;
+            print_warning("gamma");
         }
         // set value
         params_.gamma = static_cast<decltype(params_.gamma)>(p(gamma));
@@ -211,7 +225,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            std::clog << fmt::format("degree parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+            print_warning("degree");
         }
         // set value
         params_.degree = static_cast<decltype(params_.degree)>(p(degree));
@@ -221,7 +235,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            std::clog << fmt::format("coef0 parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+            print_warning("coef0");
         }
         // set value
         params_.coef0 = static_cast<decltype(params_.coef0)>(p(coef0));
@@ -232,6 +246,9 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         // set value
         params_.cost = static_cast<decltype(params_.cost)>(p(cost));
     }
+
+    // check if parameters make sense
+    this->sanity_check_parameter();
 }
 
 
@@ -243,7 +260,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
-    real_type epsilon_val = 0.001;
+    auto epsilon_val = static_cast<real_type>(0.001);
     size_type max_iter_val = data.num_features();
 
     // compile time check: only named parameter are permitted
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index a10c931d2..584d2520f 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -6,8 +6,6 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-// TODO: parameter sanity checks!?!?!
-
 #include "plssvm/detail/cmd/parameter_train.hpp"
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends

From 9dadd1e42ee87c79e5bdcbbfefbf5e820ef8f43d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 19:17:44 +0200
Subject: [PATCH 0019/1010] Remove default type and add const qualifier where
 possible.

---
 include/plssvm/csvm.hpp | 46 +++++++++++++++++++++++------------------
 1 file changed, 26 insertions(+), 20 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 2d18678ca..740ebd5d9 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -92,24 +92,22 @@ class csvm {
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
     template <typename label_type, typename... Args>
-    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args) const;
 
     //*************************************************************************************************************************************//
-    //                                                               predict                                                               //
+    //                                                          predict and score                                                          //
     //*************************************************************************************************************************************//
-    template <typename label_type = int>
-    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
-    template <typename label_type = int>
-    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    template <typename label_type>
+    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
+    template <typename label_type>
+    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
 
     // calculate the accuracy of the model
-    template <typename label_type = int>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model) {
-        return this->score(model, model.data_);
-    }
+    template <typename label_type>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model) const;
     // calculate the accuracy of the data_set
-    template <typename label_type = int>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
+    template <typename label_type>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data) const;
 
   protected:
     //*************************************************************************************************************************************//
@@ -182,9 +180,10 @@ class csvm {
     }
 };
 
-//*************************************************************************************************************************************//
-//                                          constructors, destructor, and assignment operators                                         //
-//*************************************************************************************************************************************//
+
+/******************************************************************************
+ *             constructors, destructor, and assignment operators             *
+ ******************************************************************************/
 template <typename T>
 csvm<T>::csvm(parameter<real_type> params) : params_{ std::move(params) } {
     this->sanity_check_parameter();
@@ -256,7 +255,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
  *                                  fit model                                 *
  ******************************************************************************/
 template <typename T> template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) const -> model<real_type, label_type> {
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
@@ -292,6 +291,8 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         }
     }
 
+    // start fitting the data set using a C-SVM
+
     using namespace plssvm::operators;
 
     if (!data.has_labels()) {
@@ -364,10 +365,10 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
 
 /******************************************************************************
- *                                   predict                                  *
+ *                              predict and score                             *
  ******************************************************************************/
 template <typename T> template <typename label_type>
-auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
+auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -385,7 +386,7 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
+auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<real_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -395,7 +396,12 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model) const -> real_type {
+    return this->score(model, model.data_);
+}
+
+template <typename T> template <typename label_type>
+auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) const -> real_type {
     if (!data.has_labels()) {
         throw exception{ "the data set to score must have labels set!" };
     } else if (model.num_features() != data.num_features()) {

From 9ff2d10ed7b07c927b3dab04f24167891524ada3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 25 May 2022 12:40:51 +0200
Subject: [PATCH 0020/1010] Support more than two labels for model IO (-> less
 optimized).

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 53 +++++++------------
 1 file changed, 18 insertions(+), 35 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index f8adca938..86628eb78 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -139,7 +139,7 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
+inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
     // save model file header
     out.print("svm_type c_svc\nkernel_type {}\n", params.kernel);
     switch (params.kernel) {
@@ -172,10 +172,12 @@ inline void write_libsvm_model_header(fmt::ostream &out, const parameter<real_ty
 
     out.print("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
               data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+
+    return label_values;
 }
 
-template <typename real_type>
-inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<real_type> &mapped_labels) {
+template <typename real_type, typename label_type>
+inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order) {
     // format one output-line
     auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
         static constexpr std::size_t BLOCK_SIZE = 64;
@@ -196,45 +198,26 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         }
         output.push_back('\n');
     };
+    // TODO: PERFORMANCE!
+    std::vector<std::vector<std::string>> out_strings;
 
-    volatile int count = 0;
-    #pragma omp parallel default(none) shared(out, support_vectors, alpha, mapped_labels, format_libsvm_line, count)
+    #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
     {
-        // all support vectors with class 1
-        std::string out_pos;
-        #pragma omp for nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            if (mapped_labels[i] > 0) {
-                format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
-            }
-        }
-
-        #pragma omp critical
-        {
-            out.print("{}", out_pos);
-            count++;
-            #pragma omp flush(count, out)
-        }
+        #pragma omp single
+        out_strings.resize(omp_get_num_threads(), std::vector<std::string>(label_order.size()));
 
-        // all support vectors with class -1
-        std::string out_neg;
-        #pragma omp for nowait
+        // format all lines
+        #pragma omp for
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            if (mapped_labels[i] < 0) {
-                format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
-            }
+            format_libsvm_line(out_strings[omp_get_thread_num()][std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()], alpha[i], support_vectors[i]);
         }
+    }
 
-        // wait for all threads to write support vectors for class 1
-#ifdef _OPENMP
-        while (count < omp_get_num_threads()) {
+    // output strings
+    for (typename std::vector<label_type>::size_type i = 0; i < label_order.size(); ++i) {
+        for (typename std::vector<std::vector<std::string>>::size_type j = 0; j < out_strings.size(); ++j) {
+            out.print("{}", out_strings[j][i]);
         }
-#else
-        #pragma omp barrier
-#endif
-
-        #pragma omp critical
-        out.print("{}", out_neg);
     }
 }
 

From 5acffbc0fc9a0e58df3db2db7011977f9d1249db Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 25 May 2022 16:25:58 +0200
Subject: [PATCH 0021/1010] Further restructuring (WIP).

---
 include/plssvm/backends/OpenMP/csvm.hpp | 30 +++++-----
 include/plssvm/csvm.hpp                 | 73 +++++++++----------------
 include/plssvm/csvm_factory.hpp         | 38 +++++--------
 include/plssvm/model.hpp                |  7 ++-
 src/main_predict.cpp                    |  4 +-
 src/main_train.cpp                      |  4 +-
 src/plssvm/backends/OpenMP/csvm.cpp     | 71 ++++++++++++++----------
 7 files changed, 106 insertions(+), 121 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 1d92fadbe..a779a111f 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -13,6 +13,7 @@
 
 #include "plssvm/csvm.hpp"  // plssvm::csvm
 #include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/target_platforms.hpp"
 
 #include <vector>  // std::vector
 
@@ -36,11 +37,8 @@ class csvm : public ::plssvm::csvm<T> {
     using base_type = ::plssvm::csvm<T>;
 
     using base_type::params_;
-    using base_type::w_;
 
   public:
-    // Be able to use the predict overload from the csvm base class.
-    using base_type::predict_values;
     /// The type of the data. Must be either `float` or `double`.
     using typename base_type::real_type;
     using typename base_type::size_type;
@@ -55,22 +53,17 @@ class csvm : public ::plssvm::csvm<T> {
     explicit csvm(target_platform target, parameter<T> params = {});
     template <typename... Args>
     csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
-        // TODO:
-        if (verbose) {
-            fmt::print("Using OpenMP as backend.\n\n");
-        }
+        this->init(target);
     }
 
-    /**
-     * @copydoc plssvm::csvm::predict(const std::vector<std::vector<real_type>>&)
-     */
-//    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) override;
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
-                                                                const std::vector<real_type> &alpha,
-                                                                real_type rho,
-                                                                const std::vector<std::vector<real_type>> &predict_points) override;
-
   protected:
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
+                                                             const std::vector<std::vector<real_type>> &support_vectors,
+                                                             const std::vector<real_type> &alpha,
+                                                             real_type rho,
+                                                             std::shared_ptr<std::vector<real_type>> &w,
+                                                             const std::vector<std::vector<real_type>> &predict_points) override;
+
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
@@ -88,7 +81,7 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) override;
+    std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
@@ -99,6 +92,9 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
     void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 740ebd5d9..57dbef867 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -9,35 +9,27 @@
  * @brief Defines the base class for all C-SVM backends and implements the functionality shared by all of them.
  */
 
-
-// TODO: parameter sanity checks!?!?!
-
 #pragma once
 
+#include "plssvm/constants.hpp"         // plssvm::verbose
+#include "plssvm/data_set.hpp"          // plssvm::data_set
+#include "plssvm/detail/utility.hpp"    // plssvm::detail::to_underlying, plssvm::detail::remove_cvref_t
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
-#include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/model.hpp"             // plssvm::model
-#include "plssvm/data_set.hpp"          // plssvm::data_set
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+
+#include "igor/igor.hpp"  // igor::parser
+#include "fmt/core.h"     // fmt::format, fmt::print
 
+#include <chrono>       // std::chrono::{steady_clock, duration_cast}
 #include <cstddef>      // std::size_t
+#include <cstdio>       // stderr
 #include <string>       // std::string
+#include <string_view>  // std::string_view
 #include <type_traits>  // std::is_same_v, std::is_convertible_v
-#include <vector>       // std::vector
 #include <utility>      // std::move, std::forward
+#include <vector>       // std::vector
 
-#include <iostream>     // std::clog, std::endl TODO
-#include <memory>
-#include <optional>
-#include <functional>
-
-#include "plssvm/constants.hpp"
-#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
-#include "plssvm/detail/utility.hpp"
 
 namespace plssvm {
 
@@ -92,7 +84,8 @@ class csvm {
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
     template <typename label_type, typename... Args>
-    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args) const;
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
+
 
     //*************************************************************************************************************************************//
     //                                                          predict and score                                                          //
@@ -109,6 +102,7 @@ class csvm {
     template <typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data) const;
 
+
   protected:
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
@@ -136,7 +130,7 @@ class csvm {
     /**
      * @brief Updates the normal vector #w_, used to speed-up the prediction in case of the linear kernel function, to the current data and alpha values.
      */
-    virtual void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) = 0;
+    virtual std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] points the data points to predict
@@ -144,26 +138,20 @@ class csvm {
      */
 //    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
     // TODO: API: sizes?!?
-    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
+                                                                     const std::vector<std::vector<real_type>> &support_vectors,
                                                                      const std::vector<real_type> &alpha,
                                                                      real_type rho,
+                                                                     std::shared_ptr<std::vector<real_type>> &w,
                                                                      const std::vector<std::vector<real_type>> &predict_points) = 0;
 
 
     //*************************************************************************************************************************************//
     //                                              parameter initialized by the constructor                                               //
     //*************************************************************************************************************************************//
-
+//  private: // TODO: private
     parameter<real_type> params_{};
 
-//    //*************************************************************************************************************************************//
-//    //                                                         internal variables                                                          //
-//    //*************************************************************************************************************************************//
-//    /// The bias after learning.
-//    real_type bias_{};
-    /// The normal vector used for speeding up the prediction in case of the linear kernel function.
-    std::vector<real_type> w_{};
-
   private:
     void sanity_check_parameter() {
         // kernel: valid kernel function
@@ -254,8 +242,9 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
 /******************************************************************************
  *                                  fit model                                 *
  ******************************************************************************/
+ // TODO: const?
 template <typename T> template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) const -> model<real_type, label_type> {
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
@@ -299,15 +288,15 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
     }
 
-    bool reset_gamma{ false };
-    if (params_.gamma == real_type{ 0.0 }) {
+    // copy parameter and set gamma if necessary
+    parameter<real_type> params{ params_ };
+    if (params.gamma == real_type{ 0.0 }) {
         // no gamma provided -> use default value which depends on the number of features of the data set
-        params_.gamma = real_type{ 1.0 } / data.num_features();
-        reset_gamma = true;
+        params.gamma = real_type{ 1.0 } / data.num_features();
     }
 
     // create model
-    model<real_type, label_type> csvm_model{ params_, data };
+    model<real_type, label_type> csvm_model{ params, data };
 
     // move data to the device(s)
     this->setup_data_on_device();
@@ -348,14 +337,6 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
     alpha.push_back(-sum(alpha));
 
-    // TODO: necessary?
-    w_.clear();
-
-    // default gamma has been used -> reset gamma to 0.0
-    if (reset_gamma) {
-        params_.gamma = 0.0;
-    }
-
     end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
@@ -392,7 +373,7 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
     }
 
     // forward implementation to derived classes
-    return predict_values_impl(model.data_.data(), *model.alpha_ptr_, model.rho_, data.data());
+    return predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, data.data(), model.w_);
 }
 
 template <typename T> template <typename label_type>
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index a9794f819..1b2014e67 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -14,9 +14,7 @@
 #include "plssvm/backend_types.hpp"          // plssvm::backend
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
-#include "parameter.hpp"                     // plssvm::parameter
-
-#include <memory>  // std::unique_ptr, std::make_unique
+#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
 // only include requested/available backends
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
@@ -40,6 +38,9 @@
     #endif
 #endif
 
+#include <memory>   // std::unique_ptr, std::make_unique
+#include <utility>  // std::forward
+
 namespace plssvm {
 
 /**
@@ -49,38 +50,35 @@ namespace plssvm {
  * @throws plssvm::unsupported_backend_exception if the requested backend isn't available
  * @return [`std::unique_ptr`](https://en.cppreference.com/w/cpp/memory/unique_ptr) to the constructed C-SVM (`[[nodiscard]]`)
  */
-template <typename T>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const parameter<T> &params) {
-    switch (params.backend) {
-        case backend_type::automatic: {
-            parameter<T> new_params{ params };
-            new_params.backend = determine_default_backend();
-            return make_csvm(new_params);
-        }
+template <typename T, typename... Args>
+[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, Args&&... args) {
+    switch (backend) {
+        case backend_type::automatic:
+            return make_csvm<T>(determine_default_backend(), target, std::forward<Args>(args)...);
         case backend_type::openmp:
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
-            return std::make_unique<openmp::csvm<T>>(params);
+            return std::make_unique<openmp::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenMP backend available!" };
 #endif
 
         case backend_type::cuda:
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
-            return std::make_unique<cuda::csvm<T>>(params);
+            return std::make_unique<cuda::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No CUDA backend available!" };
 #endif
 
         case backend_type::hip:
 #if defined(PLSSVM_HAS_HIP_BACKEND)
-            return std::make_unique<hip::csvm<T>>(params);
+            return std::make_unique<hip::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No HIP backend available!" };
 #endif
 
         case backend_type::opencl:
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
-            return std::make_unique<opencl::csvm<T>>(params);
+            return std::make_unique<opencl::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenCL backend available!" };
 #endif
@@ -92,13 +90,13 @@ template <typename T>
                     return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(params);
                 case sycl::implementation_type::dpcpp:
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-                    return std::make_unique<dpcpp::csvm<T>>(params);
+                    return std::make_unique<dpcpp::csvm<T>>(target, std::forward<Args>(args)...);
     #else
                     throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
     #endif
                 case sycl::implementation_type::hipsycl:
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-                    return std::make_unique<hipsycl::csvm<T>>(params);
+                    return std::make_unique<hipsycl::csvm<T>>(target, std::forward<Args>(args)...);
     #else
                     throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
     #endif
@@ -110,10 +108,4 @@ template <typename T>
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }
 
-template <typename real_type, typename... Args>
-[[nodiscard]] inline std::unique_ptr<csvm<real_type>> make_csvm2(const backend_type backend, const target_platform target, Args&&... args) {
-    // TODO: implement
-    return std::make_unique<plssvm::openmp::csvm<real_type>>(target, std::forward<Args>(args)...);
-}
-
 }  // namespace plssvm
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 1d9bbc8be..ee968e7a7 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -61,6 +61,9 @@ class model {
     data_set<real_type, label_type> data_{}; // support vectors + labels
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
 
+    // used to speedup prediction in case of the linear kernel function
+    std::shared_ptr<std::vector<real_type>> w_{ nullptr };
+
     real_type rho_{ 0.0 };
 
     size_type num_support_vectors_{ 0 };
@@ -116,10 +119,10 @@ void model<T, U>::save(const std::string &filename) const {
     fmt::ostream out = fmt::output_file(filename);
 
     // save model file header
-    detail::io::write_libsvm_model_header(out, params_, rho_, data_);
+    const std::vector<label_type> label_order = detail::io::write_libsvm_model_header(out, params_, rho_, data_);
 
     // save model file support vectors
-    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.mapped_labels().value().get());
+    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.labels().value().get(), label_order);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index ccd539cc4..39e4f0bce 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -51,9 +51,9 @@ int main(int argc, char *argv[]) {
             // create model
             plssvm::model<real_type, label_type> model{ params.model_filename };
             // create default csvm
-            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu };
+            auto svm = plssvm::make_csvm<real_type>(params.backend, params.target);
             // predict labels
-            const std::vector<label_type> predicted_labels = svm.predict(model, data);
+            const std::vector<label_type> predicted_labels = svm->predict(model, data);
 
             // write prediction file
             {
diff --git a/src/main_train.cpp b/src/main_train.cpp
index c3428b6fa..5cc357d93 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -54,9 +54,9 @@ int main(int argc, char *argv[]) {
             // convert base params to correct type
             auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params }; // TODO: other backends too
+            auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
             // learn model
-            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
+            plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 4c1aebe48..fffb74cc4 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -29,10 +29,13 @@
 
 namespace plssvm::openmp {
 
-// TODO: target_platform?!?!
 template <typename T>
-csvm<T>::csvm(const target_platform target, parameter<T> params) :
-    ::plssvm::csvm<T>{ std::move(params) } {
+csvm<T>::csvm(const target_platform target, parameter<T> params) : ::plssvm::csvm<T>{ std::move(params) } {
+    this->init(target);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::cpu) {
         throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target) };
@@ -171,52 +174,62 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
 }
 
 template <typename T>
-void csvm<T>::update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, const size_type num_data_points, const size_type num_features) {
-    // resize and reset all values to zero
-    w_.resize(num_features);
-    std::fill(w_.begin(), w_.end(), real_type{ 0.0 });
+auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
+    const size_type num_data_points = A.size();
+    const size_type num_features = A.front().size();
+
+    // create w vector and fill with zeros
+    std::vector<real_type> w(num_features, real_type{ 0.0 });
 
     // calculate the w vector
-    #pragma omp parallel for default(none) shared(alpha, A) firstprivate(num_features, num_data_points)
-    for (std::size_t feature_index = 0; feature_index < num_features; ++feature_index) {
+    #pragma omp parallel for default(none) shared(A, alpha, w) firstprivate(num_features, num_data_points)
+    for (size_type feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
         #pragma omp simd reduction(+: temp)
-        for (std::size_t data_index = 0; data_index < num_data_points; ++data_index) {
+        for (size_type data_index = 0; data_index < num_data_points; ++data_index) {
             temp += alpha[data_index] * A[data_index][feature_index];
         }
-        w_[feature_index] = temp;
+        w[feature_index] = temp;
     }
+    return w;
 }
 
 template <typename T>
-auto csvm<T>::predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
-                             const std::vector<real_type> &alpha,
-                             const real_type rho,
-                             const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
+                                  const std::vector<std::vector<real_type>> &support_vectors,
+                                  const std::vector<real_type> &alpha,
+                                  const real_type rho,
+                                  std::shared_ptr<std::vector<real_type>> &w,
+                                  const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     auto start_time = std::chrono::steady_clock::now();
 
     std::vector<real_type> out(predict_points.size(), -rho);
-    if (params_.kernel == kernel_type::linear) {
+    if (params.kernel == kernel_type::linear) {
         // use faster methode in case of the linear kernel function
-        if (w_.empty()) {
-            update_w(support_vectors, alpha, support_vectors.size(), support_vectors.front().size());
+        if (w == nullptr) {
+            w = std::make_shared<std::vector<real_type>>(calculate_w(support_vectors, alpha));
         }
     }
 
-    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, out)
+    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
-        if (params_.kernel == kernel_type::linear) {
-            // use faster methode in case of the linear kernel function
-            out[point_index] += transposed{ w_ } * predict_points[point_index];
-        } else {
-            real_type temp{ 0.0 };
-            #pragma omp simd reduction(+: temp)
-            for (std::size_t data_index = 0; data_index < support_vectors.size(); ++data_index) {
-                temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params_);
-            }
-            out[point_index] += temp;
+        switch (params.kernel) {
+            case kernel_type::linear:
+                out[point_index] += transposed{ *w } * predict_points[point_index];
+                break;
+            case kernel_type::polynomial:
+            case kernel_type::rbf:
+                {
+                    real_type temp{ 0.0 };
+                    #pragma omp simd reduction(+: temp)
+                    for (size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
+                        temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params);
+                    }
+                    out[point_index] += temp;
+                }
+                break;
         }
     }
 

From e716e97ddc0239c5b0a44d57959dff052f32b00a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 25 May 2022 22:42:05 +0200
Subject: [PATCH 0022/1010] Further restructuring (WIP).

---
 include/plssvm/backends/OpenMP/csvm.hpp |  47 +++++-----
 include/plssvm/csvm.hpp                 | 118 +++++++++++++++---------
 src/plssvm/backends/OpenMP/csvm.cpp     |  41 +++-----
 3 files changed, 109 insertions(+), 97 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index a779a111f..aac659191 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -17,13 +17,7 @@
 
 #include <vector>  // std::vector
 
-namespace plssvm {
-
-// forward declare parameter class TODO
-//template <typename T>
-//class parameter;
-
-namespace openmp {
+namespace plssvm::openmp {
 
 /**
  * @brief A C-SVM implementation using OpenMP as backend.
@@ -36,8 +30,6 @@ class csvm : public ::plssvm::csvm<T> {
     /// The template base type of the OpenMP C-SVM class.
     using base_type = ::plssvm::csvm<T>;
 
-    using base_type::params_;
-
   public:
     /// The type of the data. Must be either `float` or `double`.
     using typename base_type::real_type;
@@ -56,32 +48,36 @@ class csvm : public ::plssvm::csvm<T> {
         this->init(target);
     }
 
-  protected:
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
-                                                             const std::vector<std::vector<real_type>> &support_vectors,
-                                                             const std::vector<real_type> &alpha,
-                                                             real_type rho,
-                                                             std::shared_ptr<std::vector<real_type>> &w,
-                                                             const std::vector<std::vector<real_type>> &predict_points) override;
-
+  private:
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
     void setup_data_on_device() override {
         // OpenMP device is the CPU -> no special load functions
     }
+    /**
+     * @copydoc plssvm::csvm::clear_data_from_device
+     */
+    void clear_data_from_device() override {
+        // OpenMP device is the CPU -> no special clear functions
+    }
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) override;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) override;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
+    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
+    /**
+     * @copydoc plssvm::csvm::calculate_w
+     */
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
     /**
-     * @copydoc plssvm::csvm::update_w
+     * @copydoc plssvm::csvm::predict_values_impl
      */
-    std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::shared_ptr<std::vector<real_type>> &w, const std::vector<std::vector<real_type>> &predict_points) override;
+
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
@@ -91,14 +87,17 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] data the data
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
+    void run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
 
   private:
+    /**
+     * @brief Initializes the OpenMP backend and performs some sanity checks.
+     * @param[in] target the platform to run on (must be `plssvm::target_platfrom::cpu` for the OpenMP backend).
+     */
     void init(target_platform target);
 };
 
 extern template class csvm<float>;
 extern template class csvm<double>;
 
-}  // namespace openmp
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::openmp
\ No newline at end of file
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 57dbef867..4709008d5 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -91,16 +91,16 @@ class csvm {
     //                                                          predict and score                                                          //
     //*************************************************************************************************************************************//
     template <typename label_type>
-    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
+    [[nodiscard]] std::vector<label_type> predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
     template <typename label_type>
-    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
+    [[nodiscard]] std::vector<real_type> predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
 
     // calculate the accuracy of the model
     template <typename label_type>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model) const;
+    [[nodiscard]] real_type score(model<real_type, label_type> &model);
     // calculate the accuracy of the data_set
     template <typename label_type>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data) const;
+    [[nodiscard]] real_type score(model<real_type, label_type> &model, const data_set<real_type> &data);
 
 
   protected:
@@ -108,36 +108,51 @@ class csvm {
     //                                         pure virtual, must be implemented by all subclasses                                         //
     //*************************************************************************************************************************************//
     /**
-     * @brief Initialize the data on the respective device(s) (e.g. GPUs).
+     * @brief Initialize the data on the respective device(s) (e.g., GPUs).
      */
     virtual void setup_data_on_device() = 0;
+    /**
+     * @brief Free all resources from the respective device(s) (e.g., GPUs).
+     */
+    virtual void clear_data_from_device() = 0;
     /**
      * @brief Generate the vector `q`, a subvector of the least-squares matrix equation.
+     * @param[in] params the C-SVM parameters used in the respective kernel functions
+     * @param[in] data the data used to generate the `q` vector
      * @return the generated `q` vector (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) = 0;
+    [[nodiscard]] virtual std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
      * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
      * \image html cg.png
+     * @param[in] params the C-SVM parameters used in the respective kernel functions
+     * @param[in] A the matrix of the equation \f$Ax = b\f$
      * @param[in] b the right-hand side of the equation \f$Ax = b\f$
-     * @param[in] imax the maximum number of CG iterations
-     * @param[in] eps error tolerance
      * @param[in] q subvector of the least-squares matrix equation
-     * @return the alpha values
+     * @param[in] QA_cost the bottom right matrix entry multiplied by the cost parameter
+     * @param[in] eps error tolerance
+     * @param[in] max_iter the maximum number of CG iterations
+     * @return the alpha values (`[[nodiscard]]`)
      */
-    virtual std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
+    [[nodiscard]] virtual std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
     /**
-     * @brief Updates the normal vector #w_, used to speed-up the prediction in case of the linear kernel function, to the current data and alpha values.
+     * @brief Calculate the normal vector w to the current data and alpha values, used to speed-up the prediction in case of the linear kernel function.
+     * @param[in] A the data set used for calculating the normal vector
+     * @param[in] alpha the alpha values
+     * @return the w vector (`[[nodiscard]]`)
      */
     virtual std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
-     * @param[in] points the data points to predict
+     * @param[in] params the C-SVM parameters used in the respective kernel functions
+     * @param[in] support_vectors the previously learned support vectors
+     * @param[in] alpha the alpha values associated with the support vectors
+     * @param[in] rho the rho value determined after training the model
+     * @param[in] w the normal vector to speedup prediction in case of the linear kernel function, `nullptr` in case of the polynomial or rbf kernel
+     * @param[in] predict_points the points to predict
      * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with negative values for each prediction for a data point with the negative class and positive values otherwise (`[[nodiscard]]`)
      */
-//    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
-    // TODO: API: sizes?!?
     [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
                                                                      const std::vector<std::vector<real_type>> &support_vectors,
                                                                      const std::vector<real_type> &alpha,
@@ -145,14 +160,10 @@ class csvm {
                                                                      std::shared_ptr<std::vector<real_type>> &w,
                                                                      const std::vector<std::vector<real_type>> &predict_points) = 0;
 
-
-    //*************************************************************************************************************************************//
-    //                                              parameter initialized by the constructor                                               //
-    //*************************************************************************************************************************************//
-//  private: // TODO: private
-    parameter<real_type> params_{};
-
   private:
+    /**
+     * @brief Perform some sanity checks on the passed C-SVM parameters.
+     */
     void sanity_check_parameter() {
         // kernel: valid kernel function
         if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
@@ -166,6 +177,8 @@ class csvm {
         // coef0: all allowed
         // cost: all allowed
     }
+
+    parameter<real_type> params_{};
 };
 
 
@@ -298,31 +311,22 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     // create model
     model<real_type, label_type> csvm_model{ params, data };
 
+    std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
     // move data to the device(s)
     this->setup_data_on_device();
 
-    std::chrono::time_point start_time = std::chrono::steady_clock::now();
+    // create q vector
+    const std::vector<real_type> q = generate_q(params, data.data());
 
-    real_type QA_cost{};
-    std::vector<real_type> q{};
+    // calculate QA_costs
+    const real_type QA_cost = kernel_function(data.data().back(), data.data().back(), params) + real_type{ 1.0 } / params.cost;
+
+    // update b
     std::vector<real_type> b = data.mapped_labels().value().get();
     const real_type b_back_value = b.back();
-    #pragma omp parallel sections default(none) shared(q, data, b, b_back_value, QA_cost, params_)
-    {
-        #pragma omp section
-        {
-            q = generate_q(data.data());
-        }
-        #pragma omp section
-        {
-            b.pop_back();
-            b -= b_back_value;
-        }
-        #pragma omp section
-        {
-            QA_cost = kernel_function(data.data().back(), data.data().back(), params_) + real_type{ 1.0 } / params_.cost;
-        }
-    }
+    b.pop_back();
+    b -= b_back_value;
 
     std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
@@ -333,14 +337,18 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // solve the minimization problem
     std::vector<real_type>& alpha = *csvm_model.alpha_ptr_;
-    alpha = conjugate_gradient(data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
+    alpha = conjugate_gradient(params, data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
     csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
     alpha.push_back(-sum(alpha));
 
+    // free resources from device
+    this->clear_data_from_device();
+
     end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
+
     return csvm_model;
 }
 
@@ -349,7 +357,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
  *                              predict and score                             *
  ******************************************************************************/
 template <typename T> template <typename label_type>
-auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<label_type> {
+auto csvm<T>::predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -367,22 +375,40 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<real_type> {
+auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
 
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // move data to the device(s)
+    this->setup_data_on_device();
+
+    // use faster methode in case of the linear kernel function
+    if (model.params_.kernel == kernel_type::linear && model.w_ == nullptr) {
+        model.w_ = std::make_shared<std::vector<real_type>>(calculate_w(model.data_.data(), *model.alpha_ptr_));
+    }
+    const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, model.w_, data.data());
+
+    // free resources from device
+    this->clear_data_from_device();
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Predicted {} data points in {}.\n", data.num_data_points(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
     // forward implementation to derived classes
-    return predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, data.data(), model.w_);
+    return predicted_values;
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model) const -> real_type {
+auto csvm<T>::score(model<real_type, label_type> &model) -> real_type {
     return this->score(model, model.data_);
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) const -> real_type {
+auto csvm<T>::score(model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
     if (!data.has_labels()) {
         throw exception{ "the data set to score must have labels set!" };
     } else if (model.num_features() != data.num_features()) {
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index fffb74cc4..108cf7e43 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -51,39 +51,39 @@ void csvm<T>::init(const target_platform target) {
 }
 
 template <typename T>
-auto csvm<T>::generate_q(const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
+auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
     std::vector<real_type> q(data.size() - 1);
-    switch (params_.kernel) {
+    switch (params.kernel) {
         case kernel_type::linear:
             device_kernel_q_linear(q, data);
             break;
         case kernel_type::polynomial:
-            device_kernel_q_poly(q, data, params_.degree, params_.gamma, params_.coef0);
+            device_kernel_q_poly(q, data, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            device_kernel_q_radial(q, data, params_.gamma);
+            device_kernel_q_radial(q, data, params.gamma);
             break;
     }
     return q;
 }
 
 template <typename T>
-void csvm<T>::run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
-    switch (params_.kernel) {
+void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params_.cost, add);
+            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
             break;
         case kernel_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.degree, params_.gamma, params_.coef0);
+            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.gamma);
+            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma);
             break;
     }
 }
 
 template <typename T>
-auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
+auto csvm<T>::conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> alpha(b.size(), 1.0);
@@ -95,7 +95,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
     std::vector<real_type> r(b);
 
     // r = A + alpha_ (r = b - Ax)
-    run_device_kernel(q, r, alpha, A, QA_cost, -1);
+    run_device_kernel(params, q, r, alpha, A, QA_cost, -1);
 
     // delta = r.T * r
     real_type delta = transposed{ r } * r;
@@ -123,7 +123,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
 
         // Ad = A * d (q = A * d)
         std::fill(Ad.begin(), Ad.end(), real_type{ 0.0 });
-        run_device_kernel(q, Ad, d, A, QA_cost, 1);
+        run_device_kernel(params, q, Ad, d, A, QA_cost, 1);
 
         // (alpha = delta_new / (d^T * q))
         const real_type alpha_cd = delta / (transposed{ d } * Ad);
@@ -136,7 +136,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
             // r = b
             r = b;
             // r -= A * x
-            run_device_kernel(q, r, alpha, A, QA_cost, -1);
+            run_device_kernel(params, q, r, alpha, A, QA_cost, -1);
         } else {
             // r -= alpha_cd * Ad (r = r - alpha * q)
             r -= alpha_cd * Ad;
@@ -173,6 +173,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
     return alpha;
 }
 
+
 template <typename T>
 auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
     const size_type num_data_points = A.size();
@@ -203,15 +204,7 @@ auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
                                   const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
-    auto start_time = std::chrono::steady_clock::now();
-
     std::vector<real_type> out(predict_points.size(), -rho);
-    if (params.kernel == kernel_type::linear) {
-        // use faster methode in case of the linear kernel function
-        if (w == nullptr) {
-            w = std::make_shared<std::vector<real_type>>(calculate_w(support_vectors, alpha));
-        }
-    }
 
     #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
@@ -232,12 +225,6 @@ auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
                 break;
         }
     }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Predicted {} data points in {}.\n", predict_points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-
     return out;
 }
 

From 8304137cf21ed8607baab0e2f0158e9a688d50aa Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 26 May 2022 15:16:32 +0200
Subject: [PATCH 0023/1010] Made the model parameter const again.

---
 include/plssvm/backends/OpenMP/csvm.hpp |  2 +-
 include/plssvm/csvm.hpp                 | 24 ++++++++++++------------
 include/plssvm/model.hpp                |  2 +-
 src/plssvm/backends/OpenMP/csvm.cpp     | 10 +++-------
 4 files changed, 17 insertions(+), 21 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index aac659191..c6063782e 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -76,7 +76,7 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::predict_values_impl
      */
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::shared_ptr<std::vector<real_type>> &w, const std::vector<std::vector<real_type>> &predict_points) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) override;
 
 
     /**
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 4709008d5..51fb7ace1 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -91,16 +91,16 @@ class csvm {
     //                                                          predict and score                                                          //
     //*************************************************************************************************************************************//
     template <typename label_type>
-    [[nodiscard]] std::vector<label_type> predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
     template <typename label_type>
-    [[nodiscard]] std::vector<real_type> predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
 
     // calculate the accuracy of the model
     template <typename label_type>
-    [[nodiscard]] real_type score(model<real_type, label_type> &model);
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model);
     // calculate the accuracy of the data_set
     template <typename label_type>
-    [[nodiscard]] real_type score(model<real_type, label_type> &model, const data_set<real_type> &data);
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
 
 
   protected:
@@ -157,7 +157,7 @@ class csvm {
                                                                      const std::vector<std::vector<real_type>> &support_vectors,
                                                                      const std::vector<real_type> &alpha,
                                                                      real_type rho,
-                                                                     std::shared_ptr<std::vector<real_type>> &w,
+                                                                     const std::vector<real_type> &w,
                                                                      const std::vector<std::vector<real_type>> &predict_points) = 0;
 
   private:
@@ -357,7 +357,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
  *                              predict and score                             *
  ******************************************************************************/
 template <typename T> template <typename label_type>
-auto csvm<T>::predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
+auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -375,7 +375,7 @@ auto csvm<T>::predict(model<real_type, label_type> &model, const data_set<real_t
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
+auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -386,10 +386,10 @@ auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set
     this->setup_data_on_device();
 
     // use faster methode in case of the linear kernel function
-    if (model.params_.kernel == kernel_type::linear && model.w_ == nullptr) {
-        model.w_ = std::make_shared<std::vector<real_type>>(calculate_w(model.data_.data(), *model.alpha_ptr_));
+    if (model.params_.kernel == kernel_type::linear && model.w_->empty()) {
+        *model.w_ = calculate_w(model.data_.data(), *model.alpha_ptr_);
     }
-    const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, model.w_, data.data());
+    const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
     // free resources from device
     this->clear_data_from_device();
@@ -403,12 +403,12 @@ auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(model<real_type, label_type> &model) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model) -> real_type {
     return this->score(model, model.data_);
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
     if (!data.has_labels()) {
         throw exception{ "the data set to score must have labels set!" };
     } else if (model.num_features() != data.num_features()) {
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index ee968e7a7..169c251c3 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -62,7 +62,7 @@ class model {
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
 
     // used to speedup prediction in case of the linear kernel function
-    std::shared_ptr<std::vector<real_type>> w_{ nullptr };
+    std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };
 
     real_type rho_{ 0.0 };
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 108cf7e43..ebd4c1c35 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -196,12 +196,8 @@ auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const st
 }
 
 template <typename T>
-auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
-                                  const std::vector<std::vector<real_type>> &support_vectors,
-                                  const std::vector<real_type> &alpha,
-                                  const real_type rho,
-                                  std::shared_ptr<std::vector<real_type>> &w,
-                                  const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+auto csvm<T>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
+                                  const real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
@@ -210,7 +206,7 @@ auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
         switch (params.kernel) {
             case kernel_type::linear:
-                out[point_index] += transposed{ *w } * predict_points[point_index];
+                out[point_index] += transposed{ w } * predict_points[point_index];
                 break;
             case kernel_type::polynomial:
             case kernel_type::rbf:

From 11f9f96fd8300b9205d076d7ff9cb9f9c5a86740 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 26 May 2022 15:18:38 +0200
Subject: [PATCH 0024/1010] Made the model parameter const again.

---
 include/plssvm/model.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 169c251c3..a321f3230 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -61,7 +61,7 @@ class model {
     data_set<real_type, label_type> data_{}; // support vectors + labels
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
 
-    // used to speedup prediction in case of the linear kernel function
+    // used to speedup prediction in case of the linear kernel function, must be initialized to empty vector instead of nullptr
     std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };
 
     real_type rho_{ 0.0 };

From c684cdc9c26e134b8668a1708894b1b764413e75 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 26 May 2022 18:14:43 +0200
Subject: [PATCH 0025/1010] Restructure gpu_csvm as well as OpenCL csvm.

---
 include/plssvm/backends/OpenCL/csvm.hpp |  46 +++--
 include/plssvm/backends/OpenMP/csvm.hpp |   4 +-
 include/plssvm/backends/gpu_csvm.hpp    |  86 ++++-----
 include/plssvm/csvm.hpp                 |   6 +-
 include/plssvm/detail/layout.hpp        |  10 +-
 src/plssvm/backends/OpenCL/csvm.cpp     |  72 +++----
 src/plssvm/backends/OpenMP/csvm.cpp     |   2 +-
 src/plssvm/backends/gpu_csvm.cpp        | 240 +++++++++++-------------
 8 files changed, 236 insertions(+), 230 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index 149bfaf0e..d14ca1962 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -11,6 +11,9 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"
+#include "plssvm/target_platforms.hpp"
+#include "plssvm/parameter.hpp"
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
@@ -22,8 +25,8 @@
 namespace plssvm {
 
 // forward declare parameter class
-template <typename T>
-class parameter;
+//template <typename T>
+//class parameter;
 
 namespace detail {
 
@@ -45,16 +48,16 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /// The template base type of the OpenCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::device_ptr<T>, ::plssvm::opencl::detail::command_queue>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
+//    using base_type::coef0_;
+//    using base_type::cost_;
+//    using base_type::degree_;
+//    using base_type::gamma_;
+//    using base_type::kernel_;
+//    using base_type::num_data_points_;
+//    using base_type::num_features_;
+//    using base_type::print_info_;
+//    using base_type::QA_cost_;
+//    using base_type::target_;
 
     using base_type::data_d_;
     using base_type::data_last_d_;
@@ -64,6 +67,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -74,7 +78,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
      * @throws plssvm::opencl::backend_exception if the requested plssvm::target_platform isn't available
      * @throws plssvm::opencl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target, kernel);
+    }
 
     /**
      * @brief Wait for all operations on all devices to finish.
@@ -91,22 +100,25 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) final;
 
     /// The available OpenCL contexts for the current target platform with the associated devices.
     std::vector<detail::context> contexts_{};
+
+  private:
+    void init(target_platform target, kernel_type kernel);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index c6063782e..1866add6b 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -42,7 +42,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    explicit csvm(target_platform target, parameter<T> params = {});
+    explicit csvm(target_platform target, parameter<real_type> params = {});
     template <typename... Args>
     csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
@@ -52,7 +52,7 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    void setup_data_on_device() override {
+    void setup_data_on_device([[maybe_unused]] const std::vector<std::vector<real_type>> &data) override {
         // OpenMP device is the CPU -> no special load functions
     }
     /**
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 4a81d8564..b75e3f639 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -18,9 +18,9 @@
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
+//// forward declare parameter class
+//template <typename T>
+//class parameter;
 
 namespace detail {
 
@@ -40,28 +40,26 @@ class gpu_csvm : public csvm<T> {
     /// The template base type of the C-SVM class.
     using base_type = ::plssvm::csvm<T>;
 
-    using base_type::alpha_ptr_;
-    using base_type::bias_;
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::data_ptr_;
-    using base_type::degree_;
-    using base_type::epsilon_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-    using base_type::value_ptr_;
-    using base_type::w_;
+//    using base_type::alpha_ptr_;
+//    using base_type::bias_;
+//    using base_type::coef0_;
+//    using base_type::cost_;
+//    using base_type::data_ptr_;
+//    using base_type::degree_;
+//    using base_type::epsilon_;
+//    using base_type::gamma_;
+//    using base_type::kernel_;
+//    using base_type::num_data_points_;
+//    using base_type::num_features_;
+//    using base_type::print_info_;
+//    using base_type::QA_cost_;
+//    using base_type::target_;
+//    using base_type::value_ptr_;
+//    using base_type::w_;
 
   public:
-    // Be able to use overloaded base class functions.
-    using base_type::predict;
-
     using typename base_type::real_type;
+    using typename base_type::size_type;
     /// The type of the device pointer (dependent on the used backend).
     using device_ptr_type = device_ptr_t;
     /// The type of the device queue (dependent on the used backend).
@@ -72,38 +70,36 @@ class gpu_csvm : public csvm<T> {
      * @param[in] params struct encapsulating all possible parameters
      * @throws plssvm::csvm::csvm() exceptions
      */
-    explicit gpu_csvm(const parameter<T> &params);
+    explicit gpu_csvm(parameter<real_type> params = {});
+    template <typename... Args>
+    explicit gpu_csvm(kernel_type kernel, Args&&... args) : base_type{ kernel, std::forward<Args>(args)... } { }
 
     /**
      * @brief Virtual destructor to enable safe inheritance.
      */
     virtual ~gpu_csvm() = default;
 
-    //*************************************************************************************************************************************//
-    //                                                functions inherited from plssvm::csvm                                                //
-    //*************************************************************************************************************************************//
-    /**
-     * @copydoc plssvm::csvm::predict(const std::vector<std::vector<real_type>>&)
-     */
-    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) final;
-
   protected:
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    void setup_data_on_device() final;
+    void setup_data_on_device(const std::vector<std::vector<real_type>> &data) final;
+    void clear_data_from_device() final;
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q() final;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) final;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    std::vector<real_type> solver_CG(const std::vector<real_type> &b, std::size_t imax, real_type eps, const std::vector<real_type> &q) final;
+    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) final;
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    void update_w() final;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) final;
+
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) final;
+
 
     /**
      * @brief Run the SVM kernel on the GPU denoted by the @p device ID.
@@ -113,7 +109,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(std::size_t device, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add);
+    void run_device_kernel(std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add);
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
@@ -136,7 +132,7 @@ class gpu_csvm : public csvm<T> {
      * @param[out] q_d the `q` vector to fill
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) = 0;
+    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) = 0;
     /**
      * @brief Run the main GPU kernel used in the CG algorithm.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -147,7 +143,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      * @param[in] num_features number of features used for the calculation in the @p device
      */
-    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) = 0;
+    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) the calculate the `w` vector used to speed up the prediction when using the linear kernel function.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -156,7 +152,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] alpha_d the previously calculated weight for each data point
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) = 0;
+    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) to predict the new data points @p point_d.
      * @param[in] range the execution range used to launch the kernel
@@ -165,21 +161,21 @@ class gpu_csvm : public csvm<T> {
      * @param[in] point_d the data points to predict
      * @param[in] num_predict_points the number of data points to predict
      */
-    virtual void run_predict_kernel(const detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) = 0;
+    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) = 0;
 
     //*************************************************************************************************************************************//
     //                                             internal variables specific to GPU backends                                             //
     //*************************************************************************************************************************************//
     /// The number of data points excluding the last data point.
-    std::size_t dept_{};
+    size_type dept_{};
     /// The boundary size used to remove boundary condition checks inside the kernels.
-    std::size_t boundary_size_{};
+    size_type boundary_size_{};
     /// The number of rows to calculate including the boundary values.
-    std::size_t num_rows_{};
+    size_type num_rows_{};
     /// The number of columns in the data matrix (= the number of features per data point).
-    std::size_t num_cols_{};
+    size_type num_cols_{};
     /// The feature range per GPU. The GPU with the ID `i` uses the features: `[feature_ranges_[i], feature_ranges_[i + 1])`.
-    std::vector<std::size_t> feature_ranges_;
+    std::vector<size_type> feature_ranges_;
 
     /// The available/used backend devices.
     std::vector<queue_type> devices_{};
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 51fb7ace1..db27fe08b 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -110,7 +110,7 @@ class csvm {
     /**
      * @brief Initialize the data on the respective device(s) (e.g., GPUs).
      */
-    virtual void setup_data_on_device() = 0;
+    virtual void setup_data_on_device(const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Free all resources from the respective device(s) (e.g., GPUs).
      */
@@ -314,7 +314,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // move data to the device(s)
-    this->setup_data_on_device();
+    this->setup_data_on_device(data.data());
 
     // create q vector
     const std::vector<real_type> q = generate_q(params, data.data());
@@ -383,7 +383,7 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // move data to the device(s)
-    this->setup_data_on_device();
+    this->setup_data_on_device(model.data_.data());
 
     // use faster methode in case of the linear kernel function
     if (model.params_.kernel == kernel_type::linear && model.w_->empty()) {
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 09bfe574a..75f22006e 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -79,17 +79,23 @@ template <typename real_type>
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
+    std::vector<real_type> ret;
+
     switch (layout) {
         case layout_type::aos:
-            return transform_to_aos_layout(matrix, boundary_size, num_points, num_features);
+            ret = transform_to_aos_layout(matrix, boundary_size, num_points, num_features);
+            break;
         case layout_type::soa:
-            return transform_to_soa_layout(matrix, boundary_size, num_points, num_features);
+            ret = transform_to_soa_layout(matrix, boundary_size, num_points, num_features);
+            break;
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Transformed dataset from 2D to 1D {} in {}.\n", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
+
+    return ret;
 }
 
 }
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 190b5a1df..c23ba04e4 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -38,37 +38,41 @@
 namespace plssvm::opencl {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(const target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target, params.kernel);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target, const kernel_type kernel) {
     // check whether the requested target platform has been enabled
-    switch (target_) {
+    switch (target) {
         case target_platform::automatic:
             break;
         case target_platform::cpu:
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_nvidia:
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_amd:
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_intel:
 #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
     }
 
     // get all available OpenCL contexts for the current target including devices with respect to the requested target platform
     target_platform used_target;
-    std::tie(contexts_, used_target) = detail::get_contexts(target_);
+    std::tie(contexts_, used_target) = detail::get_contexts(target);
 
     // currently, only a single context is allowed
     if (contexts_.size() != 1) {
@@ -77,13 +81,13 @@ csvm<T>::csvm(const parameter<T> &params) :
 
     // throw exception if no devices for the requested target could be found
     if (contexts_[0].devices.empty()) {
-        throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target_) };
+        throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
 
     // print OpenCL info
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Using OpenCL as backend.\n");
-        if (target_ == target_platform::automatic) {
+        if (target == target_platform::automatic) {
             fmt::print("Using {} as automatic target platform.\n", used_target);
         }
         fmt::print("\n");
@@ -93,21 +97,21 @@ csvm<T>::csvm(const parameter<T> &params) :
     auto jit_start_time = std::chrono::steady_clock::now();
 
     // get kernel names
-    const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel_);
+    const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
     // the kernel order in the respective command_queue is the same as the other of the provided kernel names
     // i.e.: kernels[0] -> q_kernel, kernels[1] -> svm_kernel, kernels[2] -> w_kernel/predict_kernel
-    devices_ = detail::create_command_queues<real_type>(contexts_, used_target, kernel_names, print_info_);
+    devices_ = detail::create_command_queues<real_type>(contexts_, used_target, kernel_names, verbose);
 
     auto jit_end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
+    if (verbose) {
         fmt::print("OpenCL kernel JIT compilation done in {}.\n\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time));
     }
 
-    // if less features than devices are provided, use only nim_features_ devices
-    devices_.resize(std::min(devices_.size(), num_features_));
+    // if less features than devices are provided, use only num_features_ devices
+//    devices_.resize(std::min(devices_.size(), num_features_)); // TODO:
 
     // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
+    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
         devices_.resize(1);
     }
 
@@ -115,7 +119,7 @@ csvm<T>::csvm(const parameter<T> &params) :
     data_d_.resize(devices_.size());
     data_last_d_.resize(devices_.size());
 
-    if (print_info_) {
+    if (verbose) {
         // print found OpenCL devices
         fmt::print("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -131,7 +135,7 @@ csvm<T>::csvm(const parameter<T> &params) :
                   "The q_kernel device kernel is missing!");
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::svm_kernel) == 1; }),
                   "The q_kernel device kernel is missing!");
-    if (kernel_ == kernel_type::linear) {
+    if (kernel == kernel_type::linear) {
         PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::w_kernel) == 1; }),
                       "The w_kernel device kernel is missing!");
     } else {
@@ -168,62 +172,62 @@ std::pair<std::vector<std::size_t>, std::vector<std::size_t>> execution_range_to
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), degree_, gamma_, coef0_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), gamma_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, degree_, gamma_, coef0_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, gamma_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_data_points, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::w_kernel], grid, block, w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points_), static_cast<kernel_index_type>(num_features));
+    detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::w_kernel], grid, block, w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points_), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features_), degree_, gamma_, coef0_);
+            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points_), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features_), gamma_);
+            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index ebd4c1c35..790095d28 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -30,7 +30,7 @@
 namespace plssvm::openmp {
 
 template <typename T>
-csvm<T>::csvm(const target_platform target, parameter<T> params) : ::plssvm::csvm<T>{ std::move(params) } {
+csvm<T>::csvm(const target_platform target, parameter<real_type> params) : ::plssvm::csvm<T>{ std::move(params) } {
     this->init(target);
 }
 
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 7ff62f33c..9639e86a2 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -7,6 +7,8 @@
 #include "plssvm/exceptions/exceptions.hpp"   // plssvm::exception
 #include "plssvm/parameter.hpp"               // plssvm::parameter
 
+#include "plssvm/detail/layout.hpp"
+
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
     // used for explicitly instantiating the CUDA backend
     #include "plssvm/backends/CUDA/detail/device_ptr.cuh"
@@ -33,7 +35,6 @@
 #endif
 #endif
 
-#include "fmt/chrono.h"  // directly print std::chrono literals with fmt
 #include "fmt/core.h"    // fmt::print
 
 #include <algorithm>  // std::all_of, std::min, std::max
@@ -45,119 +46,52 @@
 namespace plssvm::detail {
 
 template <typename T, typename device_ptr_t, typename queue_t>
-gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(const parameter<T> &params) :
-    base_type{ params } {}
+gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(parameter<real_type> params) :
+    base_type{ std::move(params) } {}
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::predict(const std::vector<std::vector<real_type>> &points) -> std::vector<real_type> {
-    using namespace plssvm::operators;
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return empty vector if there are no points to predict
-    if (points.empty()) {
-        return std::vector<real_type>{};
-    }
-
-    // sanity checks
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    } else if (alpha_ptr_ == nullptr) {
-        throw exception{ "No alphas provided for prediction!" };
-    }
-
-    PLSSVM_ASSERT(data_ptr_->size() == alpha_ptr_->size(), "Sizes mismatch!: {} != {}", data_ptr_->size(), alpha_ptr_->size());  // exception in constructor
-
-    // check if data already resides on the first device
-    if (data_d_[0].empty()) {
-        setup_data_on_device();
-    }
-
-    auto start_time = std::chrono::steady_clock::now();
-
-    std::vector<real_type> out(points.size());
-
-    if (kernel_ == kernel_type::linear) {
-        // use faster methode in case of the linear kernel function
-        if (w_.empty()) {
-            update_w();
-        }
-        #pragma omp parallel for
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < points.size(); ++i) {
-            out[i] = transposed<real_type>{ w_ } * points[i] + bias_;
-        }
-    } else {
-        // create result vector on the device
-        device_ptr_type out_d{ points.size() + boundary_size_, devices_[0] };
-        out_d.memset(0);
-
-        // transform prediction data
-        const std::vector<real_type> transformed_data = base_type::transform_data(points, boundary_size_, points.size());
-        device_ptr_type point_d{ points[0].size() * (points.size() + boundary_size_), devices_[0] };
-        point_d.memset(0);
-        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
-
-        // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_data_points_ + THREAD_BLOCK_SIZE, devices_[0] };
-        alpha_d.memset(0);
-        alpha_d.memcpy_to_device(*alpha_ptr_.get(), 0, num_data_points_);
-
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points_) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
-                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(points.size()) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points_), std::min<std::size_t>(THREAD_BLOCK_SIZE, points.size()) });
-
-        // perform prediction on the first device
-        run_predict_kernel(range, out_d, alpha_d, point_d, points.size());
-
-        out_d.memcpy_to_host(out, 0, points.size());
-
-        // add bias_ to all predictions
-        out += bias_;
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Predicted {} data points in {}.\n", points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-
-    return out;
-}
+void gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data) {
+    const size_type num_data_points = data.size();
+    const size_type num_features = data.front().size();
 
-template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device() {
     // set values of member variables
-    dept_ = num_data_points_ - 1;
-    boundary_size_ = static_cast<std::size_t>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
+    dept_ = num_data_points - 1;
+    boundary_size_ = static_cast<size_type>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
     num_rows_ = dept_ + boundary_size_;
-    num_cols_ = num_features_;
+    num_cols_ = num_features;
     feature_ranges_.reserve(devices_.size() + 1);
     for (typename std::vector<queue_type>::size_type device = 0; device <= devices_.size(); ++device) {
         feature_ranges_.push_back(device * num_cols_ / devices_.size());
     }
 
-    // transform 2D to 1D data
-    const std::vector<real_type> transformed_data = base_type::transform_data(*data_ptr_, boundary_size_, dept_);
+    // transform 2D to 1D SoA data
+    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size_, dept_);
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, data_last_d_, data_d_, data, transformed_data) firstprivate(dept_, boundary_size_, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        const std::size_t num_features = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
 
         // initialize data_last on device
-        data_last_d_[device] = device_ptr_type{ num_features + boundary_size_, devices_[device] };
+        data_last_d_[device] = device_ptr_type{ num_features_in_range + boundary_size_, devices_[device] };
         data_last_d_[device].memset(0);
-        data_last_d_[device].memcpy_to_device(data_ptr_->back().data() + feature_ranges_[device], 0, num_features);
+        data_last_d_[device].memcpy_to_device(data.back().data() + feature_ranges_[device], 0, num_features_in_range);
 
-        const std::size_t device_data_size = num_features * (dept_ + boundary_size_);
+        const size_type device_data_size = num_features_in_range * (dept_ + boundary_size_);
         data_d_[device] = device_ptr_type{ device_data_size, devices_[device] };
         data_d_[device].memcpy_to_device(transformed_data.data() + feature_ranges_[device] * (dept_ + boundary_size_), 0, device_data_size);
     }
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type> {
+void gpu_csvm<T, device_ptr_t, queue_t>::clear_data_from_device() {
+    // TODO: ok?
+    data_last_d_.clear();
+    data_d_.clear();
+    devices_.clear();
+}
+
+template <typename T, typename device_ptr_t, typename queue_t>
+auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
     PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
@@ -165,7 +99,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type>
 
     std::vector<device_ptr_type> q_d(devices_.size());
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(q_d, devices_, params) firstprivate(dept_, boundary_size_, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
         q_d[device].memset(0);
@@ -174,7 +108,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type>
         const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
                                             { std::min<std::size_t>(THREAD_BLOCK_SIZE, dept_) });
 
-        run_q_kernel(device, range, q_d[device], feature_ranges_[device + 1] - feature_ranges_[device]);
+        run_q_kernel(device, range, params, q_d[device], feature_ranges_[device + 1] - feature_ranges_[device]);
     }
 
     std::vector<real_type> q(dept_);
@@ -183,7 +117,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type>
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type> &b, const std::size_t imax, const real_type eps, const std::vector<real_type> &q) -> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
@@ -195,7 +129,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
     std::vector<real_type> r(dept_, 0.0);
     std::vector<device_ptr_type> r_d(devices_.size());
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept_, boundary_size_)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         x_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
         x_d[device].memset(0);
@@ -207,14 +141,14 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
     r_d[0].memcpy_to_device(b, 0, dept_);
 
     std::vector<device_ptr_type> q_d(devices_.size());
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, params) firstprivate(dept_, boundary_size_, QA_cost)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
         q_d[device].memset(0);
         q_d[device].memcpy_to_device(q, 0, dept_);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, q_d[device], r_d[device], x_d[device], -1);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
     }
     device_reduction(r_d, r);
 
@@ -241,19 +175,19 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
     };
 
     std::size_t run = 0;
-    for (; run < imax; ++run) {
-        if (print_info_) {
-            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, imax, delta, eps * eps * delta0);
+    for (; run < max_iter; ++run) {
+        if (verbose) {
+            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         }
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, params) firstprivate(dept_, QA_cost)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             Ad_d[device].memset(0);
             r_d[device].memset(0, dept_);
 
-            run_device_kernel(device, q_d[device], Ad_d[device], r_d[device], 1);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], QA_cost, 1);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -264,7 +198,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         // (x = x + alpha * d)
         x += alpha_cd * d;
 
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept_)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             x_d[device].memcpy_to_device(x, 0, dept_);
         }
@@ -272,12 +206,12 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         if (run % 50 == 49) {
             // r = b
             r_d[0].memcpy_to_device(b, 0, dept_);
-            #pragma omp parallel for
+            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, params) firstprivate(QA_cost)
             for (typename std::vector<queue_type>::size_type device = 1; device < devices_.size(); ++device) {
                 r_d[device].memset(0);
 
                 // r -= A * x
-                run_device_kernel(device, q_d[device], r_d[device], x_d[device], -1);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
             }
 
             device_reduction(r_d, r);
@@ -291,7 +225,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (print_info_) {
+            if (verbose) {
                 output_iteration_duration();
             }
             break;
@@ -303,54 +237,108 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         d = beta * d + r;
 
         // r_d = d
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept_)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             r_d[device].memcpy_to_device(d, 0, dept_);
         }
 
-        if (print_info_) {
+        if (verbose) {
             output_iteration_duration();
         }
     }
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                   std::min(run + 1, imax),
+                   std::min(run + 1, max_iter),
                    delta,
                    eps * eps * delta0,
-                   average_iteration_time / std::min(run + 1, imax));
+                   average_iteration_time / std::min(run + 1, max_iter));
     }
 
     return std::vector<real_type>(x.begin(), x.begin() + dept_);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::update_w() {
-    w_.resize(num_features_);
-    #pragma omp parallel for
+auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
+    const size_type num_data_points = A.size();
+    const size_type num_features = A.front().size();
+
+    // create w vector and fill with zeros
+    std::vector<real_type> w(num_features, real_type{ 0.0 });
+
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, alpha, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         // feature splitting on multiple devices
-        const std::size_t num_features = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
 
         // create the w vector on the device
-        device_ptr_type w_d = device_ptr_type{ num_features, devices_[device] };
+        device_ptr_type w_d = device_ptr_type{ num_features_in_range, devices_[device] };
         // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_data_points_ + THREAD_BLOCK_SIZE, devices_[device] };
-        alpha_d.memcpy_to_device(*alpha_ptr_.get(), 0, num_data_points_);
+        device_ptr_type alpha_d{ num_data_points + THREAD_BLOCK_SIZE, devices_[device] };
+        alpha_d.memcpy_to_device(alpha.data(), 0, num_data_points);
 
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features) });
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
 
         // calculate the w vector on the device
-        run_w_kernel(device, range, w_d, alpha_d, num_features);
+        run_w_kernel(device, range, w_d, alpha_d, num_data_points, num_features_in_range);
         device_synchronize(devices_[device]);
 
         // copy back to host memory
-        w_d.memcpy_to_host(w_.data() + feature_ranges_[device], 0, num_features);
+        w_d.memcpy_to_host(w.data() + feature_ranges_[device], 0, num_features_in_range);
+    }
+    return w;
+}
+
+template <typename T, typename device_ptr_t, typename queue_t>
+auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+    using namespace plssvm::operators;
+
+    const size_type num_support_vectors = support_vectors.size();
+    const size_type num_predict_points = predict_points.size();
+    const size_type num_features = predict_points.front().size();
+
+    std::vector<real_type> out(predict_points.size());
+
+    if (params.kernel == kernel_type::linear) {
+        // use faster methode in case of the linear kernel function
+        #pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < num_predict_points; ++i) {
+            out[i] = transposed<real_type>{ w } * predict_points[i] + -rho;
+        }
+    } else {
+        // create result vector on the device
+        device_ptr_type out_d{ num_predict_points + boundary_size_, devices_[0] };
+        out_d.memset(0);
+
+        // transform prediction data
+        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size_, predict_points.size());
+        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size_), devices_[0] };
+        point_d.memset(0);
+        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
+
+        // create the weight vector on the device and copy data
+        device_ptr_type alpha_d{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[0] };
+        alpha_d.memset(0);
+        alpha_d.memcpy_to_device(alpha, 0, num_support_vectors);
+
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
+                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
+
+        // perform prediction on the first device
+        run_predict_kernel(range, params, out_d, alpha_d, point_d, num_support_vectors, num_predict_points, num_features);
+
+        out_d.memcpy_to_host(out, 0, num_predict_points);
+
+        // add bias_ to all predictions
+        out += -rho;
     }
+    return out;
 }
 
+
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add) {
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add) {
     PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
@@ -359,7 +347,7 @@ void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t dev
     const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(boundary_size_)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 
-    run_svm_kernel(device, range, q_d, r_d, x_d, add, feature_ranges_[device + 1] - feature_ranges_[device]);
+    run_svm_kernel(device, range, params, q_d, r_d, x_d, QA_cost, add, feature_ranges_[device + 1] - feature_ranges_[device]);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
@@ -378,7 +366,7 @@ void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr
             buffer += ret;
         }
 
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, buffer_d, buffer)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
         }

From bd1326d815dd4dc6ded8bbb54ad60b19a692fdff Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 30 May 2022 17:11:18 +0200
Subject: [PATCH 0026/1010] Fix bug in the correction part of CG algorithm run
 every 50th iteration where the device kernel never ran on device 0.

---
 src/plssvm/backends/gpu_csvm.cpp | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 0330db4f3..d3ee85156 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -270,11 +270,15 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         }
 
         if (run % 50 == 49) {
-            // r = b
-            r_d[0].memcpy_to_device(b, 0, dept_);
             #pragma omp parallel for
-            for (typename std::vector<queue_type>::size_type device = 1; device < devices_.size(); ++device) {
-                r_d[device].memset(0);
+            for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+                if (device == 0) {
+                    // r = b
+                    r_d[device].memcpy_to_device(b, 0, dept_);
+                } else {
+                    // set r to 0
+                    r_d[device].memset(0);
+                }
 
                 // r -= A * x
                 run_device_kernel(device, q_d[device], r_d[device], x_d[device], -1);

From a674b43b2c4eec94f2e255c49f8b6c9655485d8d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 20:05:40 +0200
Subject: [PATCH 0027/1010] Further restructuring.

---
 include/plssvm/backends/OpenCL/csvm.hpp       |  25 +--
 .../backends/OpenCL/detail/device_ptr.hpp     |   8 +-
 include/plssvm/backends/OpenMP/csvm.hpp       |  22 +-
 include/plssvm/backends/gpu_csvm.hpp          |  74 ++-----
 include/plssvm/backends/gpu_device_ptr.hpp    |   2 +-
 include/plssvm/csvm.hpp                       | 114 +++-------
 src/plssvm/backends/OpenCL/csvm.cpp           |  32 ++-
 .../backends/OpenCL/detail/device_ptr.cpp     |   2 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |  34 ++-
 src/plssvm/backends/gpu_csvm.cpp              | 201 +++++++++---------
 src/plssvm/backends/gpu_device_ptr.cpp        |   2 +-
 11 files changed, 206 insertions(+), 310 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index d14ca1962..ae89d764d 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -48,22 +48,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /// The template base type of the OpenCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::device_ptr<T>, ::plssvm::opencl::detail::command_queue>;
 
-//    using base_type::coef0_;
-//    using base_type::cost_;
-//    using base_type::degree_;
-//    using base_type::gamma_;
-//    using base_type::kernel_;
-//    using base_type::num_data_points_;
-//    using base_type::num_features_;
-//    using base_type::print_info_;
-//    using base_type::QA_cost_;
-//    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
 
   public:
     using typename base_type::real_type;
@@ -95,24 +80,24 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
 
     /// The available OpenCL contexts for the current target platform with the associated devices.
     std::vector<detail::context> contexts_{};
diff --git a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
index 15158de05..015e20862 100644
--- a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
@@ -23,9 +23,9 @@ namespace plssvm::opencl::detail {
  * @tparam T the type of the kernel pointer to wrap
  */
 template <typename T>
-class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, command_queue *, cl_mem> {
+class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, const command_queue *, cl_mem> {
     /// The template base type of the OpenCL device_ptr class.
-    using base_type = ::plssvm::detail::gpu_device_ptr<T, command_queue *, cl_mem>;
+    using base_type = ::plssvm::detail::gpu_device_ptr<T, const command_queue *, cl_mem>;
 
     using base_type::data_;
     using base_type::queue_;
@@ -53,7 +53,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, command_queue *, c
      * @param[in] size the number of elements represented by the device_ptr
      * @param[in] queue the associated command queue
      */
-    device_ptr(size_type size, command_queue &queue);
+    device_ptr(size_type size, const command_queue &queue);
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
@@ -76,7 +76,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, command_queue *, c
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::~gpu_device_ptr()
      */
-    ~device_ptr();
+    ~device_ptr() override;
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 1866add6b..0fa5de753 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -49,34 +49,22 @@ class csvm : public ::plssvm::csvm<T> {
     }
 
   private:
-    /**
-     * @copydoc plssvm::csvm::setup_data_on_device
-     */
-    void setup_data_on_device([[maybe_unused]] const std::vector<std::vector<real_type>> &data) override {
-        // OpenMP device is the CPU -> no special load functions
-    }
-    /**
-     * @copydoc plssvm::csvm::clear_data_from_device
-     */
-    void clear_data_from_device() override {
-        // OpenMP device is the CPU -> no special clear functions
-    }
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) override;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
+    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const override;
     /**
      * @copydoc plssvm::csvm::calculate_w
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const;
     /**
      * @copydoc plssvm::csvm::predict_values_impl
      */
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const override;
 
 
     /**
@@ -87,7 +75,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] data the data
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
+    void run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add) const;
 
   private:
     /**
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index b75e3f639..cdad91c71 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -11,18 +11,12 @@
 
 #pragma once
 
-#include "plssvm/csvm.hpp"  // plssvm::csvm
+#include "plssvm/csvm.hpp"       // plssvm::csvm
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
-#include <cstddef>  // std::size_t
 #include <vector>   // std::vector
 
-namespace plssvm {
-
-//// forward declare parameter class
-//template <typename T>
-//class parameter;
-
-namespace detail {
+namespace plssvm::detail {
 
 // forward declare execution_range class
 class execution_range;
@@ -40,23 +34,6 @@ class gpu_csvm : public csvm<T> {
     /// The template base type of the C-SVM class.
     using base_type = ::plssvm::csvm<T>;
 
-//    using base_type::alpha_ptr_;
-//    using base_type::bias_;
-//    using base_type::coef0_;
-//    using base_type::cost_;
-//    using base_type::data_ptr_;
-//    using base_type::degree_;
-//    using base_type::epsilon_;
-//    using base_type::gamma_;
-//    using base_type::kernel_;
-//    using base_type::num_data_points_;
-//    using base_type::num_features_;
-//    using base_type::print_info_;
-//    using base_type::QA_cost_;
-//    using base_type::target_;
-//    using base_type::value_ptr_;
-//    using base_type::w_;
-
   public:
     using typename base_type::real_type;
     using typename base_type::size_type;
@@ -83,22 +60,21 @@ class gpu_csvm : public csvm<T> {
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    void setup_data_on_device(const std::vector<std::vector<real_type>> &data) final;
-    void clear_data_from_device() final;
+    [[nodiscard]] std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, size_type num_data_points, size_type num_features, size_type boundary_size) const;
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) final;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type boundary_size) const;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) final;
+    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const final;
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) final;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges) const;
 
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) final;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const final;
 
 
     /**
@@ -109,13 +85,13 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add);
+    void run_device_kernel(size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d,const std::vector<size_type> &feature_ranges, real_type QA_cost, real_type add, size_type dept, size_type boundary_size) const;
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
      * @param[in,out] buffer the reduced data
      */
-    void device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer);
+    void device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const;
 
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
@@ -124,7 +100,7 @@ class gpu_csvm : public csvm<T> {
      * @brief Synchronize the device denoted by @p queue.
      * @param[in,out] queue the queue denoting the device to synchronize
      */
-    virtual void device_synchronize(queue_type &queue) = 0;
+    virtual void device_synchronize(const queue_type &queue) const = 0;
     /**
      * @brief Run the GPU kernel filling the `q` vector.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -132,7 +108,7 @@ class gpu_csvm : public csvm<T> {
      * @param[out] q_d the `q` vector to fill
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) = 0;
+    virtual void run_q_kernel(size_type device, const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const = 0;
     /**
      * @brief Run the main GPU kernel used in the CG algorithm.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -143,7 +119,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      * @param[in] num_features number of features used for the calculation in the @p device
      */
-    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) = 0;
+    virtual void run_svm_kernel(size_type device, const detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) the calculate the `w` vector used to speed up the prediction when using the linear kernel function.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -152,7 +128,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] alpha_d the previously calculated weight for each data point
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) = 0;
+    virtual void run_w_kernel(size_type device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) to predict the new data points @p point_d.
      * @param[in] range the execution range used to launch the kernel
@@ -161,29 +137,11 @@ class gpu_csvm : public csvm<T> {
      * @param[in] point_d the data points to predict
      * @param[in] num_predict_points the number of data points to predict
      */
-    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) = 0;
+    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const = 0;
 
-    //*************************************************************************************************************************************//
-    //                                             internal variables specific to GPU backends                                             //
-    //*************************************************************************************************************************************//
-    /// The number of data points excluding the last data point.
-    size_type dept_{};
-    /// The boundary size used to remove boundary condition checks inside the kernels.
-    size_type boundary_size_{};
-    /// The number of rows to calculate including the boundary values.
-    size_type num_rows_{};
-    /// The number of columns in the data matrix (= the number of features per data point).
-    size_type num_cols_{};
-    /// The feature range per GPU. The GPU with the ID `i` uses the features: `[feature_ranges_[i], feature_ranges_[i + 1])`.
-    std::vector<size_type> feature_ranges_;
 
     /// The available/used backend devices.
     std::vector<queue_type> devices_{};
-    /// The data saved across all devices.
-    std::vector<device_ptr_type> data_d_{};
-    /// The last row of the data matrix.
-    std::vector<device_ptr_type> data_last_d_{};
 };
 
-}  // namespace detail
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::detail
\ No newline at end of file
diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 84f76395e..b02085ff3 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -51,7 +51,7 @@ class gpu_device_ptr {
      * @param[in] queue the queue to manage the device_ptr
      * @param[in] size the size of the managed memory
      */
-    gpu_device_ptr(queue_type queue, size_type size);
+    gpu_device_ptr(const queue_type queue, size_type size);
 
     /**
      * @brief Delete copy-constructor to make device_ptr a move only type.
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index db27fe08b..aee5807ad 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -84,7 +84,7 @@ class csvm {
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
     template <typename label_type, typename... Args>
-    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args) const;
 
 
     //*************************************************************************************************************************************//
@@ -107,21 +107,6 @@ class csvm {
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
     //*************************************************************************************************************************************//
-    /**
-     * @brief Initialize the data on the respective device(s) (e.g., GPUs).
-     */
-    virtual void setup_data_on_device(const std::vector<std::vector<real_type>> &data) = 0;
-    /**
-     * @brief Free all resources from the respective device(s) (e.g., GPUs).
-     */
-    virtual void clear_data_from_device() = 0;
-    /**
-     * @brief Generate the vector `q`, a subvector of the least-squares matrix equation.
-     * @param[in] params the C-SVM parameters used in the respective kernel functions
-     * @param[in] data the data used to generate the `q` vector
-     * @return the generated `q` vector (`[[nodiscard]]`)
-     */
-    [[nodiscard]] virtual std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
      * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
@@ -135,14 +120,7 @@ class csvm {
      * @param[in] max_iter the maximum number of CG iterations
      * @return the alpha values (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
-    /**
-     * @brief Calculate the normal vector w to the current data and alpha values, used to speed-up the prediction in case of the linear kernel function.
-     * @param[in] A the data set used for calculating the normal vector
-     * @param[in] alpha the alpha values
-     * @return the w vector (`[[nodiscard]]`)
-     */
-    virtual std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) = 0;
+    [[nodiscard]] virtual std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] params the C-SVM parameters used in the respective kernel functions
@@ -153,30 +131,13 @@ class csvm {
      * @param[in] predict_points the points to predict
      * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with negative values for each prediction for a data point with the negative class and positive values otherwise (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
-                                                                     const std::vector<std::vector<real_type>> &support_vectors,
-                                                                     const std::vector<real_type> &alpha,
-                                                                     real_type rho,
-                                                                     const std::vector<real_type> &w,
-                                                                     const std::vector<std::vector<real_type>> &predict_points) = 0;
+    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const = 0;
 
   private:
     /**
      * @brief Perform some sanity checks on the passed C-SVM parameters.
      */
-    void sanity_check_parameter() {
-        // kernel: valid kernel function
-        if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
-            throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
-        }
-        // gamma: must be greater than 0
-        if (params_.gamma <= real_type{ 0.0 }) {
-            throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
-        }
-        // degree: all allowed
-        // coef0: all allowed
-        // cost: all allowed
-    }
+    void sanity_check_parameter();
 
     parameter<real_type> params_{};
 };
@@ -255,9 +216,8 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
 /******************************************************************************
  *                                  fit model                                 *
  ******************************************************************************/
- // TODO: const?
 template <typename T> template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) const -> model<real_type, label_type> {
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
@@ -308,45 +268,19 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         params.gamma = real_type{ 1.0 } / data.num_features();
     }
 
-    // create model
-    model<real_type, label_type> csvm_model{ params, data };
-
-    std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    // move data to the device(s)
-    this->setup_data_on_device(data.data());
-
-    // create q vector
-    const std::vector<real_type> q = generate_q(params, data.data());
 
-    // calculate QA_costs
-    const real_type QA_cost = kernel_function(data.data().back(), data.data().back(), params) + real_type{ 1.0 } / params.cost;
-
-    // update b
-    std::vector<real_type> b = data.mapped_labels().value().get();
-    const real_type b_back_value = b.back();
-    b.pop_back();
-    b -= b_back_value;
-
-    std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Setup for solving the optimization problem done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    start_time = std::chrono::steady_clock::now();
+    // create model
+    model<real_type, label_type> csvm_model{ params, data };
 
     // solve the minimization problem
-    std::vector<real_type>& alpha = *csvm_model.alpha_ptr_;
-    alpha = conjugate_gradient(params, data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
-    csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
-    alpha.push_back(-sum(alpha));
+    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), data.mapped_labels().value().get(), epsilon_val, max_iter_val);
 
-    // free resources from device
-    this->clear_data_from_device();
 
-    end_time = std::chrono::steady_clock::now();
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+        fmt::print("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
 
     return csvm_model;
@@ -382,18 +316,8 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    // move data to the device(s)
-    this->setup_data_on_device(model.data_.data());
-
-    // use faster methode in case of the linear kernel function
-    if (model.params_.kernel == kernel_type::linear && model.w_->empty()) {
-        *model.w_ = calculate_w(model.data_.data(), *model.alpha_ptr_);
-    }
     const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
-    // free resources from device
-    this->clear_data_from_device();
-
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Predicted {} data points in {}.\n", data.num_data_points(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
@@ -431,4 +355,20 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
     return static_cast<real_type>(correct) / static_cast<real_type>(predicted_labels.size());
 }
 
+
+template <typename T>
+void csvm<T>::sanity_check_parameter() {
+    // kernel: valid kernel function
+    if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
+        throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
+    }
+    // gamma: must be greater than 0
+    if (params_.gamma <= real_type{ 0.0 }) {
+        throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
+    }
+    // degree: all allowed
+    // coef0: all allowed
+    // cost: all allowed
+}
+
 }  // namespace plssvm
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index c23ba04e4..dfc63a5d0 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -115,10 +115,6 @@ void csvm<T>::init(const target_platform target, const kernel_type kernel) {
         devices_.resize(1);
     }
 
-    // resize data vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
     if (verbose) {
         // print found OpenCL devices
         fmt::print("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
@@ -158,7 +154,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -172,62 +168,62 @@ std::pair<std::vector<std::size_t>, std::vector<std::size_t>> execution_range_to
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel) {
         case kernel_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features));
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.gamma);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel) {
         case kernel_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.gamma);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_data_points, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::w_kernel], grid, block, w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
+    detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::w_kernel), grid, block, w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
+            detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
diff --git a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
index 5a8f263fb..75be39939 100644
--- a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
@@ -23,7 +23,7 @@
 namespace plssvm::opencl::detail {
 
 template <typename T>
-device_ptr<T>::device_ptr(const size_type size, command_queue &queue) :
+device_ptr<T>::device_ptr(const size_type size, const command_queue &queue) :
     base_type{ &queue, size } {
     error_code err;
     cl_context cont;
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 790095d28..7feb68b3c 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -51,7 +51,7 @@ void csvm<T>::init(const target_platform target) {
 }
 
 template <typename T>
-auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
+auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const -> std::vector<real_type> {
     std::vector<real_type> q(data.size() - 1);
     switch (params.kernel) {
         case kernel_type::linear:
@@ -68,7 +68,7 @@ auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<s
 }
 
 template <typename T>
-void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
+void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
     switch (params.kernel) {
         case kernel_type::linear:
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
@@ -83,9 +83,22 @@ void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::v
 }
 
 template <typename T>
-auto csvm<T>::conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
+auto csvm<T>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
     using namespace plssvm::operators;
 
+    // create q vector
+    const std::vector<real_type> q = this->generate_q(params, A);
+
+    // calculate QA_costs
+    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
+
+    // update b
+    const real_type b_back_value = b.back();
+    b.pop_back();
+    b -= b_back_value;
+
+    // CG
+
     std::vector<real_type> alpha(b.size(), 1.0);
     const typename std::vector<real_type>::size_type dept = b.size();
 
@@ -170,12 +183,16 @@ auto csvm<T>::conjugate_gradient(const parameter<real_type> &params, const std::
                    average_iteration_time / std::min(iter + 1, max_iter));
     }
 
-    return alpha;
+    // calculate bias
+    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
+    alpha.push_back(-sum(alpha));
+
+    return std::make_pair(std::move(alpha), -bias);
 }
 
 
 template <typename T>
-auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
+auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const -> std::vector<real_type> {
     const size_type num_data_points = A.size();
     const size_type num_features = A.front().size();
 
@@ -197,11 +214,16 @@ auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const st
 
 template <typename T>
 auto csvm<T>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
-                                  const real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+                                  const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
 
+    // use faster methode in case of the linear kernel function
+    if (params.kernel == kernel_type::linear && w.empty()) {
+        w = calculate_w(support_vectors, alpha);
+    }
+
     #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
         switch (params.kernel) {
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 9639e86a2..36e68273b 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -50,116 +50,118 @@ gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(parameter<real_type> params) :
     base_type{ std::move(params) } {}
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data) {
-    const size_type num_data_points = data.size();
-    const size_type num_features = data.front().size();
-
-    // set values of member variables
-    dept_ = num_data_points - 1;
-    boundary_size_ = static_cast<size_type>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
-    num_rows_ = dept_ + boundary_size_;
-    num_cols_ = num_features;
-    feature_ranges_.reserve(devices_.size() + 1);
+auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data, const size_type num_data_points, const size_type num_features, const size_type boundary_size) const -> std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> {
+    // calculate the number of features per device
+    std::vector<size_type> feature_ranges(devices_.size() + 1);
     for (typename std::vector<queue_type>::size_type device = 0; device <= devices_.size(); ++device) {
-        feature_ranges_.push_back(device * num_cols_ / devices_.size());
+        feature_ranges.push_back(device * num_features / devices_.size());
     }
 
     // transform 2D to 1D SoA data
-    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size_, dept_);
+    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, data_last_d_, data_d_, data, transformed_data) firstprivate(dept_, boundary_size_, num_features)
+    std::vector<device_ptr_type> data_last_d(devices_.size());
+    std::vector<device_ptr_type> data_d(devices_.size());
+
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
         // initialize data_last on device
-        data_last_d_[device] = device_ptr_type{ num_features_in_range + boundary_size_, devices_[device] };
-        data_last_d_[device].memset(0);
-        data_last_d_[device].memcpy_to_device(data.back().data() + feature_ranges_[device], 0, num_features_in_range);
+        data_last_d[device] = device_ptr_type{ num_features_in_range + boundary_size, devices_[device] };
+        data_last_d[device].memset(0);
+        data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
 
-        const size_type device_data_size = num_features_in_range * (dept_ + boundary_size_);
-        data_d_[device] = device_ptr_type{ device_data_size, devices_[device] };
-        data_d_[device].memcpy_to_device(transformed_data.data() + feature_ranges_[device] * (dept_ + boundary_size_), 0, device_data_size);
+        const size_type device_data_size = num_features_in_range * (num_data_points + boundary_size);
+        data_d[device] = device_ptr_type{ device_data_size, devices_[device] };
+        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points + boundary_size), 0, device_data_size);
     }
-}
 
-template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::clear_data_from_device() {
-    // TODO: ok?
-    data_last_d_.clear();
-    data_d_.clear();
-    devices_.clear();
+    return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
-    PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_cols_ != 0, "num_cols_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-
+auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size) const -> std::vector<real_type> {
     std::vector<device_ptr_type> q_d(devices_.size());
 
-    #pragma omp parallel for default(none) shared(q_d, devices_, params) firstprivate(dept_, boundary_size_, THREAD_BLOCK_SIZE)
+    #pragma omp parallel for default(none) shared(q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        q_d[device] = device_ptr_type{ num_data_points + boundary_size, devices_[device] };
         q_d[device].memset(0);
 
         // feature splitting on multiple devices
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, dept_) });
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points) });
 
-        run_q_kernel(device, range, params, q_d[device], feature_ranges_[device + 1] - feature_ranges_[device]);
+        run_q_kernel(device, range, params, q_d[device], data_d[device], data_last_d[device], num_data_points + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
     }
 
-    std::vector<real_type> q(dept_);
+    std::vector<real_type> q(num_data_points);
     device_reduction(q_d, q);
     return q;
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) -> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
     using namespace plssvm::operators;
 
-    PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
+    const size_type dept = A.size() - 1;
+    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    const size_type num_features = A.front().size();
+
+    std::vector<device_ptr_type> data_d;
+    std::vector<device_ptr_type> data_last_d;
+    std::vector<size_type> feature_ranges;
+    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size);
+
+    // create q vector
+    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size);
+
+    // calculate QA_costs
+    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
 
-    std::vector<real_type> x(dept_, 1.0);
+    // update b
+    const real_type b_back_value = b.back();
+    b.pop_back();
+    b -= b_back_value;
+
+    std::vector<real_type> x(dept, 1.0);
     std::vector<device_ptr_type> x_d(devices_.size());
 
-    std::vector<real_type> r(dept_, 0.0);
+    std::vector<real_type> r(dept, 0.0);
     std::vector<device_ptr_type> r_d(devices_.size());
 
-    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept_, boundary_size_)
+    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        x_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        x_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         x_d[device].memset(0);
-        x_d[device].memcpy_to_device(x, 0, dept_);
+        x_d[device].memcpy_to_device(x, 0, dept);
 
-        r_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        r_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         r_d[device].memset(0);
     }
-    r_d[0].memcpy_to_device(b, 0, dept_);
+    r_d[0].memcpy_to_device(b, 0, dept);
 
     std::vector<device_ptr_type> q_d(devices_.size());
-    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, params) firstprivate(dept_, boundary_size_, QA_cost)
+    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        q_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         q_d[device].memset(0);
-        q_d[device].memcpy_to_device(q, 0, dept_);
+        q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
     // delta = r.T * r
     real_type delta = transposed{ r } * r;
     const real_type delta0 = delta;
-    std::vector<real_type> Ad(dept_);
+    std::vector<real_type> Ad(dept);
 
     std::vector<device_ptr_type> Ad_d(devices_.size());
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        Ad_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        Ad_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
     }
 
     std::vector<real_type> d(r);
@@ -182,12 +184,12 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
-        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, params) firstprivate(dept_, QA_cost)
+        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             Ad_d[device].memset(0);
-            r_d[device].memset(0, dept_);
+            r_d[device].memset(0, dept);
 
-            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], QA_cost, 1);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -198,20 +200,20 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
         // (x = x + alpha * d)
         x += alpha_cd * d;
 
-        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept_)
+        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            x_d[device].memcpy_to_device(x, 0, dept_);
+            x_d[device].memcpy_to_device(x, 0, dept);
         }
 
         if (run % 50 == 49) {
             // r = b
-            r_d[0].memcpy_to_device(b, 0, dept_);
-            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, params) firstprivate(QA_cost)
+            r_d[0].memcpy_to_device(b, 0, dept);
+            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, data_d, feature_ranges, params) firstprivate(QA_cost, dept, boundary_size, num_features)
             for (typename std::vector<queue_type>::size_type device = 1; device < devices_.size(); ++device) {
                 r_d[device].memset(0);
 
                 // r -= A * x
-                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
             }
 
             device_reduction(r_d, r);
@@ -237,9 +239,9 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
         d = beta * d + r;
 
         // r_d = d
-        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept_)
+        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            r_d[device].memcpy_to_device(d, 0, dept_);
+            r_d[device].memcpy_to_device(d, 0, dept);
         }
 
         if (verbose) {
@@ -254,51 +256,66 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
                    average_iteration_time / std::min(run + 1, max_iter));
     }
 
-    return std::vector<real_type>(x.begin(), x.begin() + dept_);
+    // calculate bias
+    std::vector<real_type> alpha(x.begin(), x.begin() + dept);
+    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
+    alpha.push_back(-sum(alpha));
+
+    return std::make_pair(std::move(alpha), -bias);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
-    const size_type num_data_points = A.size();
-    const size_type num_features = A.front().size();
-
+auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges) const-> std::vector<real_type> {
     // create w vector and fill with zeros
-    std::vector<real_type> w(num_features, real_type{ 0.0 });
+    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), size_type{ 0 }), real_type{ 0.0 });
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, alpha, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         // feature splitting on multiple devices
-        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
         // create the w vector on the device
         device_ptr_type w_d = device_ptr_type{ num_features_in_range, devices_[device] };
-        // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_data_points + THREAD_BLOCK_SIZE, devices_[device] };
-        alpha_d.memcpy_to_device(alpha.data(), 0, num_data_points);
 
         const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
                                             { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
 
         // calculate the w vector on the device
-        run_w_kernel(device, range, w_d, alpha_d, num_data_points, num_features_in_range);
+        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
         device_synchronize(devices_[device]);
 
         // copy back to host memory
-        w_d.memcpy_to_host(w.data() + feature_ranges_[device], 0, num_features_in_range);
+        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
     }
     return w;
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     const size_type num_support_vectors = support_vectors.size();
     const size_type num_predict_points = predict_points.size();
     const size_type num_features = predict_points.front().size();
+    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+
+    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size);
+
+    std::vector<device_ptr_type> alpha_d(devices_.size());
+    #pragma omp parallel for default(none) shared(devices_, alpha_d, alpha) firstprivate(num_support_vectors)
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        alpha_d[device] = device_ptr_type{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
+        alpha_d[device].memset(0);
+        alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
+    }
 
     std::vector<real_type> out(predict_points.size());
 
+    // use faster methode in case of the linear kernel function
+    if (params.kernel == kernel_type::linear && w.empty()) {
+        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges);
+    }
+
     if (params.kernel == kernel_type::linear) {
         // use faster methode in case of the linear kernel function
         #pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
@@ -307,26 +324,21 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
         }
     } else {
         // create result vector on the device
-        device_ptr_type out_d{ num_predict_points + boundary_size_, devices_[0] };
+        device_ptr_type out_d{ num_predict_points + boundary_size, devices_[0] };
         out_d.memset(0);
 
         // transform prediction data
-        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size_, predict_points.size());
-        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size_), devices_[0] };
+        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size, predict_points.size());
+        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size), devices_[0] };
         point_d.memset(0);
         point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
 
-        // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[0] };
-        alpha_d.memset(0);
-        alpha_d.memcpy_to_device(alpha, 0, num_support_vectors);
-
         const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
                                               static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
                                             { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
 
         // perform prediction on the first device
-        run_predict_kernel(range, params, out_d, alpha_d, point_d, num_support_vectors, num_predict_points, num_features);
+        run_predict_kernel(range, params, out_d, alpha_d[0], point_d, data_d[0], data_last_d[0], num_support_vectors, num_predict_points, num_features);
 
         out_d.memcpy_to_host(out, 0, num_predict_points);
 
@@ -338,20 +350,15 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add) {
-    PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_cols_ != 0, "num_cols_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-
-    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(boundary_size_)));
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
+    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 
-    run_svm_kernel(device, range, params, q_d, r_d, x_d, QA_cost, add, feature_ranges_[device + 1] - feature_ranges_[device]);
+    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) {
+void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const {
     using namespace plssvm::operators;
 
     device_synchronize(devices_[0]);
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index b8db6cc4f..7e70ebe79 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -28,7 +28,7 @@
 namespace plssvm::detail {
 
 template <typename T, typename queue_t, typename device_pointer_t>
-gpu_device_ptr<T, queue_t, device_pointer_t>::gpu_device_ptr(queue_type queue, size_type size) :
+gpu_device_ptr<T, queue_t, device_pointer_t>::gpu_device_ptr(const queue_type queue, size_type size) :
     queue_{ queue }, size_{ size } {}
 
 template <typename T, typename queue_t, typename device_pointer_t>

From a4ddea24814db5eaf8f85785da82aa283c3b8051 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 20:38:31 +0200
Subject: [PATCH 0028/1010] Fix error in explicit template instantiation
 resulting in a linker error.

---
 src/plssvm/backends/gpu_device_ptr.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 7e70ebe79..b738a16c6 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -114,8 +114,8 @@ template class gpu_device_ptr<float, int>;
 template class gpu_device_ptr<double, int>;
 #endif
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
-template class gpu_device_ptr<float, ::plssvm::opencl::detail::command_queue *, cl_mem>;
-template class gpu_device_ptr<double, ::plssvm::opencl::detail::command_queue *, cl_mem>;
+template class gpu_device_ptr<float, const ::plssvm::opencl::detail::command_queue *, cl_mem>;
+template class gpu_device_ptr<double, const ::plssvm::opencl::detail::command_queue *, cl_mem>;
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)

From 48d2c9df1bb36ba69c59cc39df464bb51fc39a17 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:24:08 +0200
Subject: [PATCH 0029/1010] Fix error resulting in data::has_labels() always
 being false.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 3c13841ad..ccc185a7f 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -73,7 +73,7 @@ class data_set {
     void save(const std::string& filename, file_format_type format) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
-    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+    [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
     [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
 

From aea1bb57bf8044150a6c0a06f41e85c18955d795 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:25:34 +0200
Subject: [PATCH 0030/1010] Check for legal gamma value only if gamma is used
 in the respective kernel function.

---
 include/plssvm/csvm.hpp | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index aee5807ad..426b2e8eb 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -358,12 +358,14 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 
 template <typename T>
 void csvm<T>::sanity_check_parameter() {
+    // TODO: call side doesnt make sense!
     // kernel: valid kernel function
     if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
         throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
     }
-    // gamma: must be greater than 0
-    if (params_.gamma <= real_type{ 0.0 }) {
+
+    // gamma: must be greater than 0, but only in the polynomial and rbf kernel
+    if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && params_.gamma <= real_type{ 0.0 }) {
         throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
     }
     // degree: all allowed

From 19d710d237b7f8cf479528e566d28a20e35782a7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:26:19 +0200
Subject: [PATCH 0031/1010] Improve max_iter output and fix error triggering
 exception if max_iter is defaulted.

---
 src/main_train.cpp                        | 9 +++++----
 src/plssvm/detail/cmd/parameter_train.cpp | 2 +-
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/src/main_train.cpp b/src/main_train.cpp
index 5cc357d93..122f849d3 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -47,16 +47,17 @@ int main(int argc, char *argv[]) {
 
         // create data set
         std::visit([&](auto&& data){
-            // TODO: put code here
             using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // convert base params to correct type
-            auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
+            const auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
+            const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
             // learn model
-            plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
+            using csvm_type = typename decltype(svm)::element_type;
+            const typename csvm_type::size_type max_iter = params.max_iter == 0 ? data.num_data_points() : params.max_iter;
+            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 584d2520f..6a328800c 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -177,7 +177,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
         "output file (model): '{}'\n",
         params.csvm_params.cost,
         params.epsilon,
-        params.max_iter,
+        params.max_iter == 0 ? std::string{ "1 / num_data_points" } : std::to_string(params.max_iter),
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,

From f754b3c907a9f69dbd8e5f15635e7335cd0ee9f8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:30:48 +0200
Subject: [PATCH 0032/1010] Fix wrong console output.

---
 src/plssvm/detail/cmd/parameter_train.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 6a328800c..f1799926c 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -177,7 +177,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
         "output file (model): '{}'\n",
         params.csvm_params.cost,
         params.epsilon,
-        params.max_iter == 0 ? std::string{ "1 / num_data_points" } : std::to_string(params.max_iter),
+        params.max_iter == 0 ? std::string{ "num_data_points" } : std::to_string(params.max_iter),
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,

From 15b11bef0a786afeb5f6ac7c45f1f29d3ebe1433 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 5 Jun 2022 16:19:32 +0200
Subject: [PATCH 0033/1010] Add check for correct LIBSVM indexing scheme in
 LIBSVM parser.

---
 include/plssvm/detail/io/libsvm_parsing.hpp | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 7bbc5a3f6..57a2c25fb 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -109,7 +109,13 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
                     }
 
                     // get index
-                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
+                    auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    // LIBSVM assumes a 1-based indexing -> if the parsed index is 0 this condition is violated
+                    if (index == 0) {
+                        throw invalid_file_format_exception{ "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!" };
+                    }
+                    // since arrays start at 0, reduce 1 based index by one
+                    --index;
                     pos = next_pos + 1;
 
                     // get value

From 3dc1006bddedb53f02a7a418d20f2266a34baf48 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 5 Jun 2022 17:41:23 +0200
Subject: [PATCH 0034/1010] Improve console outputs.

---
 include/plssvm/data_set.hpp                    |  2 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp  | 18 ++++++++++++------
 include/plssvm/model.hpp                       |  2 +-
 src/main_predict.cpp                           |  8 ++++----
 src/main_train.cpp                             |  2 +-
 5 files changed, 19 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index ccc185a7f..012e3b71d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -348,7 +348,7 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n\n",
                    num_data_points_,
                    num_features_,
                    std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 86628eb78..23f3e0374 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -141,15 +141,15 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
 template <typename real_type, typename label_type>
 inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
     // save model file header
-    out.print("svm_type c_svc\nkernel_type {}\n", params.kernel);
+    std::string out_string = fmt::format("svm_type c_svc\nkernel_type {}\n", params.kernel);
     switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            out.print("degree {}\ngamma {}\ncoef0 {}\n", params.degree, params.gamma, params.coef0);
+            out_string += fmt::format("degree {}\ngamma {}\ncoef0 {}\n", params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            out.print("gamma {}\n", params.gamma);
+            out_string += fmt::format("gamma {}\n", params.gamma);
             break;
     }
 
@@ -170,8 +170,13 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
         label_counts[i] = label_counts_map[label_values[i]];
     }
 
-    out.print("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
-              data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+    out_string += fmt::format("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
+                              data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+
+    // print model header
+    fmt::print("\n{}\n", out_string);
+    // write model header to file
+    out.print(out_string);
 
     return label_values;
 }
@@ -191,7 +196,8 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             char *ptr = buffer;
             for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
                 if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i, d[j + i]);
+                    // add 1 to the index since LIBSVM assumes 1-based feature indexing
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
                 }
             }
             output.append(buffer, ptr - buffer);
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index a321f3230..6a66b65a9 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -96,7 +96,7 @@ model<T, U>::model(const std::string &filename) {
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
+        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
                    num_support_vectors_,
                    num_features_,
                    std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 39e4f0bce..fcd627d29 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -39,7 +39,7 @@ int main(int argc, char *argv[]) {
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n", params);
+            fmt::print("\ntask: prediction\n{}\n\n", params);
         }
 
         // create data set
@@ -64,10 +64,10 @@ int main(int argc, char *argv[]) {
 
                 std::chrono::time_point end_time = std::chrono::steady_clock::now();
                 if (plssvm::verbose) {
-                    fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
-                               params.predict_filename,
+                    fmt::print("Write {} predictions in {} to the file '{}'.\n",
                                predicted_labels.size(),
-                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                               params.predict_filename);
                 }
             }
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 122f849d3..358933abd 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -42,7 +42,7 @@ int main(int argc, char *argv[]) {
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n", params);
+            fmt::print("\ntask: training\n{}\n\n", params);
         }
 
         // create data set

From e3de66fd13e6e456cfd2f0f5019511809ed76e93 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 5 Jun 2022 22:47:17 +0200
Subject: [PATCH 0035/1010] Reduce code redundancy.

---
 include/plssvm/data_set.hpp | 41 ++++++++++++++++++-------------------
 1 file changed, 20 insertions(+), 21 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 012e3b71d..d7b6c1a58 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -411,35 +411,34 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
 }
 
 
-// TODO:
 namespace detail {
 
-// two possible types: real_type + real_type and real_type + std::string
+// two possible types: real_type + int and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
+template <bool scale, typename real_type, typename cmd_parameter>
+inline data_set_variants data_set_factory_imp(const cmd_parameter& params) {
+    std::optional<std::pair<real_type, real_type>> scale_range = std::nullopt;
+    // set scale range if the data set should be scaled
+    if constexpr (scale) {
+        scale_range = std::pair<real_type, real_type>{ params.lower, params.upper };
+    }
+    // select the label_type based on the command line parameter
+    if (params.strings_as_labels) {
+        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, scale_range } };
+    } else {
+        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, scale_range } };
+    }
+}
+
 // create variant based on runtime flag
 template <bool scale, typename cmd_parameter>
 inline data_set_variants data_set_factory(const cmd_parameter& params) {
-    if constexpr (scale) {
-        if (params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (params.float_as_real_type && ! params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
-        } else {
-            return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
-        }
+    // select the real_type based on command line parameter
+    if (params.float_as_real_type) {
+        return data_set_factory_imp<scale, float>(params);
     } else {
-        if (params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-        } else if (params.float_as_real_type && ! params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
-        } else {
-            return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
-        }
+        return data_set_factory_imp<scale, double>(params);
     }
 }
 

From 5eb10f1ba5541a704f1c1d8719bf70d9c7cbc6dd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 6 Jun 2022 17:26:03 +0200
Subject: [PATCH 0036/1010] Add plssvm::default_value.

---
 include/plssvm/csvm.hpp                       |  59 ++++++---
 include/plssvm/default_value.hpp              | 125 ++++++++++++++++++
 include/plssvm/detail/cmd/parameter_train.hpp |   5 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp |   6 +-
 include/plssvm/detail/utility.hpp             |   7 +
 include/plssvm/parameter.hpp                  |  15 ++-
 src/main_predict.cpp                          |   1 -
 src/main_train.cpp                            |   4 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |   8 +-
 src/plssvm/detail/cmd/parameter_train.cpp     |  85 +++++++-----
 10 files changed, 242 insertions(+), 73 deletions(-)
 create mode 100644 include/plssvm/default_value.hpp

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 426b2e8eb..c403b2031 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -221,8 +221,8 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
-    auto epsilon_val = static_cast<real_type>(0.001);
-    size_type max_iter_val = data.num_features();
+    default_value epsilon_val = default_init<real_type>{ 0.001 };
+    default_value max_iter_val = default_init<size_type>{ data.num_data_points() };
 
     // compile time check: only named parameter are permitted
     static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
@@ -233,23 +233,41 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // compile time/runtime check: the values must have the correct types
     if constexpr (p.has(epsilon)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
-        // set value
-        epsilon_val = static_cast<real_type>(p(epsilon));
-        // check if value makes sense
-        if (epsilon_val <= real_type{ 0.0 }) {
-            throw invalid_parameter_exception{ fmt::format("epsilon must be greater than 0, but is {}!", epsilon_val) };
+        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(p(epsilon))>, decltype(epsilon)>) {
+            // a plssvm::default_value has been provided
+            if (!p(epsilon).is_default()) {
+                // only override it if it doesn't hold the default value
+                epsilon_val = p(epsilon);
+            }
+        } else {
+            // a normal value (not wrapped) has been provided
+            // compile time check: the value must have the correct type
+            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
+            // set value
+            epsilon_val = static_cast<real_type>(p(epsilon));
+            // check if value makes sense
+            if (epsilon_val <= real_type{ 0.0 }) {
+                throw invalid_parameter_exception{ fmt::format("epsilon must be less than 0.0, but is {}!", epsilon_val) };
+            }
         }
     }
     if constexpr (p.has(max_iter)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
-        // set value
-        max_iter_val = static_cast<size_type>(p(max_iter));
-        // check if value makes sense
-        if (max_iter_val == size_type{ 0 }) {
-            throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
+        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(p(max_iter))>, decltype(max_iter_val)>) {
+            // a plssvm::default_value has been provided
+            if (!p(max_iter).is_default()) {
+                // only override it if it doesn't hold the default value
+                max_iter_val = p(max_iter);
+            }
+        } else {
+            // a normal value (not wrapped) has been provided
+            // compile time check: the value must have the correct type
+            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
+            // set value
+            max_iter_val = static_cast<size_type>(p(max_iter));
+            // check if value makes sense
+            if (max_iter_val == size_type{ 0 }) {
+                throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
+            }
         }
     }
 
@@ -263,7 +281,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // copy parameter and set gamma if necessary
     parameter<real_type> params{ params_ };
-    if (params.gamma == real_type{ 0.0 }) {
+    if (params.gamma.is_default()) {
         // no gamma provided -> use default value which depends on the number of features of the data set
         params.gamma = real_type{ 1.0 } / data.num_features();
     }
@@ -275,7 +293,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     model<real_type, label_type> csvm_model{ params, data };
 
     // solve the minimization problem
-    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), data.mapped_labels().value().get(), epsilon_val, max_iter_val);
+    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), data.mapped_labels().value().get(), epsilon_val.value(), max_iter_val.value());
 
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
@@ -358,14 +376,13 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 
 template <typename T>
 void csvm<T>::sanity_check_parameter() {
-    // TODO: call side doesnt make sense!
     // kernel: valid kernel function
     if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
         throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
     }
 
-    // gamma: must be greater than 0, but only in the polynomial and rbf kernel
-    if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && params_.gamma <= real_type{ 0.0 }) {
+    // gamma: must be greater than 0 IF explicitly provided, but only in the polynomial and rbf kernel
+    if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && !params_.gamma.is_default() && params_.gamma.value() <= real_type{ 0.0 }) {
         throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
     }
     // degree: all allowed
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
new file mode 100644
index 000000000..0b6b19852
--- /dev/null
+++ b/include/plssvm/default_value.hpp
@@ -0,0 +1,125 @@
+#pragma once
+
+#include <cstddef>      // std::size_t
+#include <functional>   // std::hash
+#include <istream>      // std::istream
+#include <ostream>      // std::ostream
+#include <type_traits>  // std::is_nothrow_default_constructible_v, std::is_nothrow_move_constructible_v, std::is_nothrow_move_assignable_v, std::is_nothrow_swappable_v,
+                        // std::enable_if_t, std::is_convertible_v
+#include <utility>      // std::move_if_noexcept, std::swap
+
+
+namespace plssvm {
+
+
+template <typename T>
+struct default_init {
+    constexpr default_init() noexcept(std::is_nothrow_default_constructible_v<T>) = default;
+    constexpr explicit default_init(T val) noexcept(std::is_nothrow_move_constructible_v<T>) : value{ std::move_if_noexcept(val) } { }
+
+    T value;
+};
+
+template <typename T>
+class default_value {
+    template <typename>
+    friend class default_value;
+    template <typename U>
+    friend std::istream &operator>>(std::istream &in, default_value<U> &);
+  public:
+    using value_type = T;
+
+    constexpr default_value() noexcept(std::is_nothrow_default_constructible_v<value_type>) = default;
+    constexpr default_value(default_init<value_type> default_val) noexcept(std::is_nothrow_move_constructible_v<value_type>) : default_init_{ std::move_if_noexcept(default_val) } { }
+    constexpr default_value &operator=(value_type non_default_val) noexcept(std::is_nothrow_move_assignable_v<value_type>) {
+        value_ = std::move_if_noexcept(non_default_val);
+        use_default_init_ = false;
+        return *this;
+    }
+    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    constexpr default_value(const default_value<U> &other) : value_{ static_cast<value_type>(other.value_) }, use_default_init_{ other.use_default_init_ }, default_init_{ static_cast<value_type>(other.default_init_.value) } { }
+
+
+    [[nodiscard]] constexpr const value_type &value() const noexcept {
+        return use_default_init_ ? default_init_.value : value_;
+    }
+    [[nodiscard]] operator const value_type&() const noexcept{
+        return this->value();
+    }
+    [[nodiscard]] constexpr const value_type &get_default() const noexcept {
+        return default_init_.value;
+    }
+    [[nodiscard]] constexpr bool is_default() const noexcept {
+        return use_default_init_;
+    }
+
+    constexpr void swap(default_value& other) noexcept(std::is_nothrow_swappable_v<T>) {
+        using std::swap;
+        swap(value_, other.value_);
+        swap(use_default_init_, other.use_default_init_);
+        swap(default_init_, other.default_init_);
+    }
+    constexpr void reset() noexcept {
+        use_default_init_ = true;
+    }
+
+  private:
+    value_type value_{};
+    bool use_default_init_{ true };
+    default_init<value_type> default_init_{};
+};
+
+template <typename T>
+std::ostream& operator<<(std::ostream& out, const default_value<T> &val) {
+    return out << val.value();
+}
+template <typename T>
+std::istream &operator>>(std::istream &in, default_value<T> &val) {
+    return in >> val.value_;
+}
+
+template <typename T>
+constexpr void swap(default_value<T> &lhs, default_value<T> &rhs) noexcept(noexcept(lhs.swap(rhs))) {
+    lhs.swap(rhs);
+}
+
+// comparison operations
+template <typename T>
+constexpr bool operator==(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return lhs.value() == rhs.value();
+}
+template <typename T>
+constexpr bool operator!=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs == rhs);
+}
+template <typename T>
+constexpr bool operator<(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return lhs.value() < rhs.value();
+}
+template <typename T>
+constexpr bool operator>(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return rhs < lhs;
+}
+template <typename T>
+constexpr bool operator<=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs > rhs);
+}
+template <typename T>
+constexpr bool operator>=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs < rhs);
+}
+
+
+}
+
+
+namespace std {
+
+template <typename T>
+struct hash<plssvm::default_value<T>> {
+    std::size_t operator()(const plssvm::default_value<T> &val) const noexcept {
+        return std::hash<T>{}(val.value());
+    }
+};
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index de1325947..2532dc92a 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -14,6 +14,7 @@
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/default_value.hpp"                         // plssvm::default_value
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
@@ -48,9 +49,9 @@ class parameter_train {
    parameter<double> csvm_params{};
 
    /// The error tolerance parameter for the CG algorithm.
-   double epsilon{ 0.001 };
+   default_value<double> epsilon = default_init<double>{ 0.001 };
    /// The maximum number of iterations in the CG algorithm.
-   std::size_t max_iter{ 0 };
+   default_value<std::size_t> max_iter = default_init<std::size_t>{ 0 };
 
    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
    backend_type backend = backend_type::automatic;
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 23f3e0374..92a61c17b 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -55,13 +55,13 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
                 }
             } else if (detail::starts_with(line, "gamma")) {
                 // parse gamma
-                params.gamma = detail::convert_to<decltype(params.gamma)>(value);
+                params.gamma = detail::convert_to<typename decltype(params.gamma)::value_type>(value);
             } else if (detail::starts_with(line, "degree")) {
                 // parse degree
-                params.degree = detail::convert_to<decltype(params.degree)>(value);
+                params.degree = detail::convert_to<typename decltype(params.degree)::value_type>(value);
             } else if (detail::starts_with(line, "coef0")) {
                 // parse coef0
-                params.coef0 = detail::convert_to<decltype(params.coef0)>(value);
+                params.coef0 = detail::convert_to<typename decltype(params.coef0)::value_type>(value);
             } else if (detail::starts_with(line, "nr_class")) {
                 // number of classes must be 2
                 const auto nr_class = detail::convert_to<unsigned long long>(value);
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index bcfba6f62..947d97580 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -11,6 +11,8 @@
 
 #pragma once
 
+#include "plssvm/default_value.hpp"  // plssvm::default_value
+
 #include <cstddef>      // std::size_t
 #include <map>          // std::map
 #include <tuple>        // std::forward_as_tuple, std::get
@@ -52,6 +54,11 @@ template <typename Enum>
     return static_cast<std::underlying_type_t<Enum>>(e);
 }
 
+template <typename Enum>
+[[nodiscard]] constexpr std::underlying_type_t<Enum> to_underlying(const default_value<Enum> &e) noexcept {
+    return to_underlying(e.value());
+}
+
 /**
  * @brief Erases all elements that satisfy the predicate @p pred from the container @p c.
  * @details See: https://en.cppreference.com/w/cpp/container/map/erase_if
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 4c1c51ea1..00deb5e70 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -11,7 +11,8 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"  // plssvm::kernel_type
+#include "plssvm/default_value.hpp"  // plssvm::default_value
+#include "plssvm/kernel_types.hpp"   // plssvm::kernel_type
 
 #include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT
 
@@ -42,15 +43,15 @@ struct parameter {
     using real_type = T;
 
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
-    kernel_type kernel = kernel_type::linear;
+    default_value<kernel_type> kernel = default_init<kernel_type>{ kernel_type::linear };
     /// The degree parameter used in the polynomial kernel function.
-    int degree = 3;
+    default_value<int> degree = default_init<int>{ 3 };
     /// The gamma parameter used in the polynomial and rbf kernel functions.
-    real_type gamma = real_type{ 0.0 };
+    default_value<real_type> gamma = default_init<real_type>{ 0.0 };
     /// The coef0 parameter used in the polynomial kernel function.
-    real_type coef0 = real_type{ 0.0 };
+    default_value<real_type> coef0 = default_init<real_type>{ 0.0 };
     /// The cost parameter in the C-SVM.
-    real_type cost = real_type{ 1.0 };
+    default_value<real_type> cost = default_init<real_type>{ 1.0 };
 
     /**
      * @brief Convert a `plssvm::parameter<T>`to a `plssvm::parameter<U>` (i.e., conversion between float <-> double).
@@ -60,7 +61,7 @@ struct parameter {
     template <typename U>
     explicit operator parameter<U>() {
         // convert between parameter<float> <-> parameter<double>
-        return parameter<U>{ kernel, degree, static_cast<U>(gamma), static_cast<U>(coef0), static_cast<U>(cost) };
+        return parameter<U>{ kernel, degree, gamma, coef0, cost };
     }
 };
 
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index fcd627d29..bf308ee4c 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -44,7 +44,6 @@ int main(int argc, char *argv[]) {
 
         // create data set
         std::visit([&](auto &&data) {
-            // TODO: put code here
             using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 358933abd..736802fcc 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -55,9 +55,7 @@ int main(int argc, char *argv[]) {
             // create SVM
             const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
             // learn model
-            using csvm_type = typename decltype(svm)::element_type;
-            const typename csvm_type::size_type max_iter = params.max_iter == 0 ? data.num_data_points() : params.max_iter;
-            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = max_iter);
+            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 7feb68b3c..1818f87fa 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -58,10 +58,10 @@ auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<s
             device_kernel_q_linear(q, data);
             break;
         case kernel_type::polynomial:
-            device_kernel_q_poly(q, data, params.degree, params.gamma, params.coef0);
+            device_kernel_q_poly(q, data, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
-            device_kernel_q_radial(q, data, params.gamma);
+            device_kernel_q_radial(q, data, params.gamma.value());
             break;
     }
     return q;
@@ -74,10 +74,10 @@ void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::v
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
             break;
         case kernel_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree, params.gamma, params.coef0);
+            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma);
+            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma.value());
             break;
     }
 }
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index f1799926c..6d3d7d545 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -9,11 +9,12 @@
 #include "plssvm/detail/cmd/parameter_train.hpp"
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
 #include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/default_value.hpp"                      // plssvm::default_value
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
@@ -37,13 +38,13 @@ parameter_train::parameter_train(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(csvm_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
-           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(csvm_params.degree)>()->default_value(fmt::format("{}", csvm_params.degree)))
-           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(csvm_params.gamma)>())
-           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(csvm_params.coef0)>()->default_value(fmt::format("{}", csvm_params.coef0)))
-           ("c,cost", "set the parameter C", cxxopts::value<decltype(csvm_params.cost)>()->default_value(fmt::format("{}", csvm_params.cost)))
-           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(epsilon)>()->default_value(fmt::format("{}", epsilon)))
-           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<decltype(max_iter)>())
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<typename decltype(csvm_params.kernel)::value_type>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<typename decltype(csvm_params.degree)::value_type>()->default_value(fmt::format("{}", csvm_params.degree)))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<typename decltype(csvm_params.gamma)::value_type>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<typename decltype(csvm_params.coef0)::value_type>()->default_value(fmt::format("{}", csvm_params.coef0)))
+           ("c,cost", "set the parameter C", cxxopts::value<typename decltype(csvm_params.cost)::value_type>()->default_value(fmt::format("{}", csvm_params.cost)))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<typename decltype(epsilon)::value_type>()->default_value(fmt::format("{}", epsilon)))
+           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<typename decltype(max_iter)::value_type>())
            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(fmt::format("{}", backend)))
            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -75,38 +76,54 @@ parameter_train::parameter_train(int argc, char **argv) {
    }
 
    // parse kernel_type and cast the value to the respective enum
-   csvm_params.kernel = result["kernel_type"].as<decltype(csvm_params.kernel)>();
+   if (result.count("kernel_type")) {
+       csvm_params.kernel = result["kernel_type"].as<typename decltype(csvm_params.kernel)::value_type>();
+   }
 
    // parse degree
-   csvm_params.degree = result["degree"].as<decltype(csvm_params.degree)>();
+   if (result.count("degree")) {
+      csvm_params.degree = result["degree"].as<typename decltype(csvm_params.degree)::value_type>();
+   }
 
    // parse gamma
    if (result.count("gamma")) {
-       csvm_params.gamma = result["gamma"].as<decltype(csvm_params.gamma)>();
-       if (csvm_params.gamma == decltype(csvm_params.gamma){ 0.0 }) {
-           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+       typename decltype(csvm_params.gamma)::value_type gamma_input = result["gamma"].as<typename decltype(csvm_params.gamma)::value_type>();
+       // check if the provided gamma is legal
+       if (gamma_input <= decltype(gamma_input){ 0.0 }) {
+           fmt::print(stderr, "gamma must be greater than 0.0, but is {}!\n", gamma_input);
            fmt::print("{}", options.help());
            std::exit(EXIT_FAILURE);
        }
+       // provided gamma was legal -> override default value
+       csvm_params.gamma = gamma_input;
    }
 
    // parse coef0
-   csvm_params.coef0 = result["coef0"].as<decltype(csvm_params.coef0)>();
+   if (result.count("coef0")) {
+       csvm_params.coef0 = result["coef0"].as<typename decltype(csvm_params.coef0)::value_type>();
+   }
 
    // parse cost
-   csvm_params.cost = result["cost"].as<decltype(csvm_params.cost)>();
+   if (result.count("cost")) {
+       csvm_params.cost = result["cost"].as<typename decltype(csvm_params.cost)::value_type>();
+   }
 
    // parse epsilon
-   epsilon = result["epsilon"].as<decltype(epsilon)>();
+   if (result.count("epsilon")) {
+       epsilon = result["epsilon"].as<typename decltype(epsilon)::value_type>();
+   }
 
    // parse max_iter
    if (result.count("max_iter")) {
-       max_iter = result["max_iter"].as<decltype(max_iter)>();
-       if (max_iter == decltype(max_iter){ 0 }) {
-           fmt::print(stderr, "max_iter = 0 is not allowed, it doesnt make any sense!\n");
+       typename decltype(max_iter)::value_type max_iter_input = result["max_iter"].as<typename decltype(max_iter)::value_type>();
+       // check if the provided max_iter is legal
+       if (max_iter_input == decltype(max_iter_input){ 0 }) {
+           fmt::print(stderr, "max_iter must be greater than 0, but is {}!\n", max_iter_input);
            fmt::print("{}", options.help());
            std::exit(EXIT_FAILURE);
        }
+       // provided max_iter was legal -> override default value
+       max_iter = max_iter_input;
    }
 
    // parse backend_type and cast the value to the respective enum
@@ -155,29 +172,33 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            out << fmt::format(
-                "gamma: {}\n"
-                "coef0: {}\n"
-                "degree: {}\n",
-                params.csvm_params.gamma,
-                params.csvm_params.coef0,
-                params.csvm_params.degree);
+            {
+                if (params.csvm_params.gamma.is_default()) {
+                    out << "gamma: 1 / num_features (default)\n";
+                } else {
+                    out << fmt::format("gamma: {}\n", params.csvm_params.gamma.value());
+                }
+                out << fmt::format("coef0: {}{}\n", params.csvm_params.coef0.value(), params.csvm_params.coef0.is_default() ? " (default)" : "");
+                out << fmt::format("degree: {}{}\n", params.csvm_params.degree.value(), params.csvm_params.degree.is_default() ? " (default)" : "");
+            }
             break;
         case kernel_type::rbf:
             out << fmt::format("gamma: {}\n", params.csvm_params.gamma);
             break;
     }
+    out << fmt::format("cost: {}{}\n", params.csvm_params.cost.value(), params.csvm_params.cost.is_default() ? " (default)" : "");
+    out << fmt::format("epsilon: {}{}\n", params.epsilon.value(), params.epsilon.is_default() ? " (default)" : "");
+    if (params.max_iter.is_default()) {
+        out << "max_iter: num_data_points (default)\n";
+    } else {
+        out << fmt::format("max_iter: {}\n", params.max_iter.value());
+    }
+
     return out << fmt::format(
-        "cost: {}\n"
-        "epsilon: {}\n"
-        "max_iter: {}\n"
         "use strings as labels: {}\n"
         "use float as real type instead of double: {}\n"
         "input file (data set): '{}'\n"
         "output file (model): '{}'\n",
-        params.csvm_params.cost,
-        params.epsilon,
-        params.max_iter == 0 ? std::string{ "num_data_points" } : std::to_string(params.max_iter),
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,

From 94a16459514610daadb13d8c67c1160599975a6b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 6 Jun 2022 18:52:01 +0200
Subject: [PATCH 0037/1010] Improve arff IO performance.

---
 include/plssvm/detail/io/arff_parsing.hpp | 35 ++++++++++++++++-------
 1 file changed, 25 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index fb2a878ea..6480fcb0d 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -17,8 +17,9 @@
 #include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
-#include "fmt/format.h"  // fmt::format, fmt::join
-#include "fmt/os.h"      // fmt::ostream
+#include "fmt/format.h"   // fmt::format, fmt::join
+#include "fmt/os.h"       // fmt::ostream
+#include "fmt/compile.h"  // FMT_COMPILE
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
@@ -189,19 +190,33 @@ inline void write_arff_header(fmt::ostream &out, const std::size_t num_features,
 
 template <typename real_type, typename label_type>
 inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output with label
-    for (std::size_t i = 0; i < X.size(); ++i) {
-        out.print("{:e},{}\n", fmt::join(X[i], ","), y[i]);
+    #pragma omp parallel default(none) shared(out, X, y)
+    {
+        // all support vectors
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (std::size_t i = 0; i < X.size(); ++i) {
+            out_string.append(fmt::format(FMT_COMPILE("{:e},{}\n"), fmt::join(X[i], ","), y[i]));
+        }
+
+        #pragma omp critical
+        out.print("{}", out_string);
     }
 }
 
 template <typename real_type>
 inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output without label
-    for (std::size_t i = 0; i < X.size(); ++i) {
-        out.print("{:e}\n", fmt::join(X[i], ","));
+    #pragma omp parallel default(none) shared(out, X)
+    {
+        // all support vectors
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (std::size_t i = 0; i < X.size(); ++i) {
+            out.print(FMT_COMPILE("{:e}\n"), fmt::join(X[i], ","));
+        }
+
+        #pragma omp critical
+        out.print("{}", out_string);
     }
 }
 

From 89bcda3ef8fe84d6658f37633ae56e20ccf1d573 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 7 Jun 2022 09:36:23 +0200
Subject: [PATCH 0038/1010] Change the max number of CG iterations from
 num_features to num_data_points.

---
 src/plssvm/csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/csvm.cpp b/src/plssvm/csvm.cpp
index 6daa59292..c1b39c134 100644
--- a/src/plssvm/csvm.cpp
+++ b/src/plssvm/csvm.cpp
@@ -253,7 +253,7 @@ void csvm<T>::learn() {
 
     // solve minimization
     std::vector<real_type> alpha;
-    alpha = solver_CG(b, num_features_, epsilon_, q);
+    alpha = solver_CG(b, num_data_points_, epsilon_, q);
     bias_ = value_ptr_->back() + QA_cost_ * sum(alpha) - (transposed{ q } * alpha);
     alpha.emplace_back(-sum(alpha));
 

From a654d1a01e537aa6f2358581ff8e4e5d841688c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 7 Jun 2022 09:41:55 +0200
Subject: [PATCH 0039/1010] Increase version.

---
 CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 247e597cc..0ae9f603e 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -7,7 +7,7 @@
 cmake_minimum_required(VERSION 3.21)
 
 project("PLSSVM - Parallel Least Squares Support Vector Machine"
-        VERSION 1.2.0
+        VERSION 1.2.1
         LANGUAGES CXX
         DESCRIPTION "A Least Squares Support Vector Machine implementation using different backends.")
 

From 1cf2940a266559e0493d0b7a850492362e554914 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 17:57:29 +0200
Subject: [PATCH 0040/1010] Fix some TODOs.

---
 include/plssvm/detail/io/file_reader.hpp |  1 -
 include/plssvm/detail/layout.hpp         | 16 +++++++---------
 include/plssvm/model.hpp                 |  1 -
 utility_scripts/generate_data.py         |  1 -
 4 files changed, 7 insertions(+), 12 deletions(-)

diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index c01a9c34b..be4b0e660 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -9,7 +9,6 @@
  * @brief Implements a file reader class responsible for reading the input file and parsing it into lines.
  */
 
-// TODO: move to io
 #pragma once
 
 // check if memory mapping can be supported
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 75f22006e..6a5fd7319 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -11,21 +11,19 @@
 
 #pragma once
 
-#include "plssvm/constants.hpp"
-#include "plssvm/detail/assert.hpp"
+#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
-#include "fmt/core.h"
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"
 
-#include <algorithm>
-#include <chrono>
-#include <ostream>
-#include <vector>
+#include <algorithm>  // std::all_of
+#include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast}
+#include <cstddef>    // std::size_t
+#include <ostream>    // std::ostream
+#include <vector>     // std::vector
 
 namespace plssvm::detail {
 
-// TODO: test
-
 template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_soa_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
     std::vector<real_type> vec(num_features * (num_points + boundary_size));
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 6a66b65a9..b2b5ed2b1 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -73,7 +73,6 @@ class model {
 /******************************************************************************
  *                                Constructors                                *
  ******************************************************************************/
- // TODO: restructure?
 template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index 30effa12f..76e0ca67c 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -88,7 +88,6 @@
 if args.test_samples > 0:
     test_file = rawfile + "_test." + args.format
 
-# TODO: index must start at 1!!!
 if args.format == "libsvm":
     from sklearn.datasets import dump_svmlight_file
     # dump data in libsvm format

From 4ff23b04964134121826505813ec5685ec8571bd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:19:11 +0200
Subject: [PATCH 0041/1010] Fix TODO regarding the number of used devices if
 the number of found devices is greater than the number of features of the
 data set used.

---
 include/plssvm/backends/gpu_csvm.hpp |  12 ++-
 src/plssvm/backends/OpenCL/csvm.cpp  |   8 --
 src/plssvm/backends/gpu_csvm.cpp     | 105 ++++++++++++++++-----------
 3 files changed, 72 insertions(+), 53 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index cdad91c71..d5c41048e 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -56,15 +56,19 @@ class gpu_csvm : public csvm<T> {
      */
     virtual ~gpu_csvm() = default;
 
+    [[nodiscard]] size_type num_available_devices() const noexcept {
+        return devices_.size();
+    }
+
   protected:
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    [[nodiscard]] std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, size_type num_data_points, size_type num_features, size_type boundary_size) const;
+    [[nodiscard]] std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, size_type num_data_points, size_type num_features, size_type boundary_size, size_type num_used_devices) const;
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type boundary_size) const;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type boundary_size, size_type num_used_devices) const;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
@@ -72,7 +76,7 @@ class gpu_csvm : public csvm<T> {
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges) const;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type num_used_devices) const;
 
     [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const final;
 
@@ -93,6 +97,8 @@ class gpu_csvm : public csvm<T> {
      */
     void device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const;
 
+    [[nodiscard]] size_type select_num_used_devices(kernel_type kernel, size_type num_features) const noexcept;
+
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
     //*************************************************************************************************************************************//
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index dfc63a5d0..78896e443 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -107,14 +107,6 @@ void csvm<T>::init(const target_platform target, const kernel_type kernel) {
         fmt::print("OpenCL kernel JIT compilation done in {}.\n\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time));
     }
 
-    // if less features than devices are provided, use only num_features_ devices
-//    devices_.resize(std::min(devices_.size(), num_features_)); // TODO:
-
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
     if (verbose) {
         // print found OpenCL devices
         fmt::print("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 36e68273b..55f9454b0 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -35,12 +35,13 @@
 #endif
 #endif
 
-#include "fmt/core.h"    // fmt::print
+#include "fmt/core.h"    // fmt::print, fmt::format
 
 #include <algorithm>  // std::all_of, std::min, std::max
 #include <chrono>     // std::chrono
 #include <cmath>      // std::ceil
 #include <cstddef>    // std::size_t
+#include <iostream>   // std::clog, std::endl
 #include <vector>     // std::vector
 
 namespace plssvm::detail {
@@ -50,21 +51,21 @@ gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(parameter<real_type> params) :
     base_type{ std::move(params) } {}
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data, const size_type num_data_points, const size_type num_features, const size_type boundary_size) const -> std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data, const size_type num_data_points, const size_type num_features, const size_type boundary_size, const size_type num_used_devices) const -> std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> {
     // calculate the number of features per device
-    std::vector<size_type> feature_ranges(devices_.size() + 1);
-    for (typename std::vector<queue_type>::size_type device = 0; device <= devices_.size(); ++device) {
-        feature_ranges.push_back(device * num_features / devices_.size());
+    std::vector<size_type> feature_ranges(num_used_devices + 1);
+    for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
+        feature_ranges.push_back(device * num_features / num_used_devices);
     }
 
     // transform 2D to 1D SoA data
     const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
 
-    std::vector<device_ptr_type> data_last_d(devices_.size());
-    std::vector<device_ptr_type> data_d(devices_.size());
+    std::vector<device_ptr_type> data_last_d(num_used_devices);
+    std::vector<device_ptr_type> data_d(num_used_devices);
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
         // initialize data_last on device
@@ -81,11 +82,11 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size) const -> std::vector<real_type> {
-    std::vector<device_ptr_type> q_d(devices_.size());
+auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size, const size_type num_used_devices) const -> std::vector<real_type> {
+    std::vector<device_ptr_type> q_d(num_used_devices);
 
-    #pragma omp parallel for default(none) shared(q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         q_d[device] = device_ptr_type{ num_data_points + boundary_size, devices_[device] };
         q_d[device].memset(0);
 
@@ -109,10 +110,12 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     const size_type num_features = A.front().size();
 
+    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
+
     std::vector<device_ptr_type> data_d;
     std::vector<device_ptr_type> data_last_d;
     std::vector<size_type> feature_ranges;
-    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size);
+    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
 
     // create q vector
     const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size);
@@ -126,13 +129,13 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     b -= b_back_value;
 
     std::vector<real_type> x(dept, 1.0);
-    std::vector<device_ptr_type> x_d(devices_.size());
+    std::vector<device_ptr_type> x_d(num_used_devices);
 
     std::vector<real_type> r(dept, 0.0);
-    std::vector<device_ptr_type> r_d(devices_.size());
+    std::vector<device_ptr_type> r_d(num_used_devices);
 
-    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         x_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         x_d[device].memset(0);
         x_d[device].memcpy_to_device(x, 0, dept);
@@ -142,9 +145,9 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     }
     r_d[0].memcpy_to_device(b, 0, dept);
 
-    std::vector<device_ptr_type> q_d(devices_.size());
-    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    std::vector<device_ptr_type> q_d(num_used_devices);
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         q_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         q_d[device].memset(0);
         q_d[device].memcpy_to_device(q, 0, dept);
@@ -159,8 +162,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     const real_type delta0 = delta;
     std::vector<real_type> Ad(dept);
 
-    std::vector<device_ptr_type> Ad_d(devices_.size());
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    std::vector<device_ptr_type> Ad_d(num_used_devices);
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         Ad_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
     }
 
@@ -184,8 +187,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
-        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             Ad_d[device].memset(0);
             r_d[device].memset(0, dept);
 
@@ -200,16 +203,16 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         // (x = x + alpha * d)
         x += alpha_cd * d;
 
-        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             x_d[device].memcpy_to_device(x, 0, dept);
         }
 
         if (run % 50 == 49) {
             // r = b
             r_d[0].memcpy_to_device(b, 0, dept);
-            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, data_d, feature_ranges, params) firstprivate(QA_cost, dept, boundary_size, num_features)
-            for (typename std::vector<queue_type>::size_type device = 1; device < devices_.size(); ++device) {
+            #pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, q_d, x_d, data_d, feature_ranges, params) firstprivate(QA_cost, dept, boundary_size, num_features)
+            for (typename std::vector<queue_type>::size_type device = 1; device < num_used_devices; ++device) {
                 r_d[device].memset(0);
 
                 // r -= A * x
@@ -239,8 +242,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         d = beta * d + r;
 
         // r_d = d
-        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             r_d[device].memcpy_to_device(d, 0, dept);
         }
 
@@ -265,12 +268,12 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges) const-> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type num_used_devices) const-> std::vector<real_type> {
     // create w vector and fill with zeros
     std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), size_type{ 0 }), real_type{ 0.0 });
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         // feature splitting on multiple devices
         const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
@@ -299,11 +302,13 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
     const size_type num_features = predict_points.front().size();
     const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
 
-    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size);
+    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
+
+    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
 
-    std::vector<device_ptr_type> alpha_d(devices_.size());
-    #pragma omp parallel for default(none) shared(devices_, alpha_d, alpha) firstprivate(num_support_vectors)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    std::vector<device_ptr_type> alpha_d(num_used_devices);
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         alpha_d[device] = device_ptr_type{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
         alpha_d[device].memset(0);
         alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
@@ -364,22 +369,38 @@ void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr
     device_synchronize(devices_[0]);
     buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
 
-    if (devices_.size() > 1) {
+    if (buffer_d.size() > 1) {
         std::vector<real_type> ret(buffer.size());
-        for (typename std::vector<queue_type>::size_type device = 1; device < devices_.size(); ++device) {
+        for (typename std::vector<device_ptr_type>::size_type device = 1; device < buffer_d.size(); ++device) {
             device_synchronize(devices_[device]);
             buffer_d[device].memcpy_to_host(ret, 0, ret.size());
 
             buffer += ret;
         }
 
-        #pragma omp parallel for default(none) shared(devices_, buffer_d, buffer)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(buffer_d, buffer)
+        for (typename std::vector<device_ptr_type>::size_type device = 0; device < buffer_d.size(); ++device) {
             buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
         }
     }
 }
 
+template <typename T, typename device_ptr_t, typename queue_t>
+auto gpu_csvm<T, device_ptr_t, queue_t>::select_num_used_devices(const kernel_type kernel, const size_type num_features) const noexcept -> size_type {
+    // polynomial and rbf kernel currently only support single GPU execution
+    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
+        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
+        return 1;
+    }
+
+    // the number of used devices may not exceed the number of features
+    const size_type num_used_devices = std::min(devices_.size(), num_features);
+    if (num_used_devices < devices_.size()) {
+        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
+    }
+    return num_used_devices;
+}
+
 // explicitly instantiate template class depending on available backends
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
 template class gpu_csvm<float, ::plssvm::cuda::detail::device_ptr<float>, int>;

From 04f4340281e7c3d233a9d37aba4fcb5f2a39dfc3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:19:47 +0200
Subject: [PATCH 0042/1010] Fix compile bug regarding FMT_COMPILE.

---
 include/plssvm/detail/io/arff_parsing.hpp | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 6480fcb0d..7d22135ac 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -19,7 +19,6 @@
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "fmt/os.h"       // fmt::ostream
-#include "fmt/compile.h"  // FMT_COMPILE
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
@@ -196,7 +195,7 @@ inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<rea
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
         for (std::size_t i = 0; i < X.size(); ++i) {
-            out_string.append(fmt::format(FMT_COMPILE("{:e},{}\n"), fmt::join(X[i], ","), y[i]));
+            out_string.append(fmt::format("{},{}\n", fmt::join(X[i], ","), y[i]));
         }
 
         #pragma omp critical
@@ -212,7 +211,7 @@ inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<rea
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
         for (std::size_t i = 0; i < X.size(); ++i) {
-            out.print(FMT_COMPILE("{:e}\n"), fmt::join(X[i], ","));
+            out.print("{}\n", fmt::join(X[i], ","));
         }
 
         #pragma omp critical

From 25292e59cd4dfd56db5a2b1e98716971672b6f39 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:20:13 +0200
Subject: [PATCH 0043/1010] Correctly write real labels to the arff file
 instead of the mapped features.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index d7b6c1a58..904aab314 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -317,7 +317,7 @@ void data_set<T, U>::write_arff_file(const std::string &filename) const {
 
     // write data
     if (this->has_labels()) {
-        detail::io::write_arff_data(out, *X_ptr_, *y_ptr_);
+        detail::io::write_arff_data(out, *X_ptr_, *labels_ptr_);
     } else {
         detail::io::write_arff_data(out, *X_ptr_);
     }

From d6d60e86fb8632eabe837990c948263d1b35a95e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:21:00 +0200
Subject: [PATCH 0044/1010] Correctly write STRING in the arff file header if
 the label_type is std::string.

---
 include/plssvm/data_set.hpp               | 2 +-
 include/plssvm/detail/io/arff_parsing.hpp | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 904aab314..56696c456 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -313,7 +313,7 @@ void data_set<T, U>::write_arff_file(const std::string &filename) const {
     fmt::ostream out = fmt::output_file(filename);
 
     // write header information
-    detail::io::write_arff_header(out, num_features_, this->has_labels());
+    detail::io::write_arff_header<label_type>(out, num_features_, this->has_labels());
 
     // write data
     if (this->has_labels()) {
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 7d22135ac..83ec120b5 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -177,12 +177,17 @@ inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t
     }
 }
 
+template <typename label_type>
 inline void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
     for (std::size_t i = 0; i < num_features; ++i) {
         out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
     }
     if (has_labels) {
-        out.print("@ATTRIBUTE class NUMERIC\n\n");
+        if constexpr (std::is_same_v<detail::remove_cvref_t<label_type>, std::string>) {
+            out.print("@ATTRIBUTE class STRING\n\n");
+        } else {
+            out.print("@ATTRIBUTE class NUMERIC\n\n");
+        }
     }
     out.print("@DATA\n");
 }

From d1e10f68d4443b6e4ec357832cd717562365dbe8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 20:02:17 +0200
Subject: [PATCH 0045/1010] Fix error in arff header parsing for non-numerical
 classes.

---
 include/plssvm/detail/io/arff_parsing.hpp | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 83ec120b5..bd313bf2c 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -44,13 +44,16 @@ inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &
             // ignore relation
             continue;
         } else if (detail::starts_with(line, "@ATTRIBUTE")) {
-            if (line.find("NUMERIC") == std::string::npos) {
-                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
-            }
-            if (has_label) {
-                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
-            } else if (line.find("CLASS") != std::string::npos) {
+            if (line.find("CLASS") != std::string::npos) {
+                if (has_label) {
+                    // only one class attribute is allowed
+                    throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
+                }
+                // found a class
                 has_label = true;
+                continue; // don't increment num_features
+            } else if (line.find("NUMERIC") == std::string::npos) {
+                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
             }
             // add a feature
             ++num_features;

From d6cf3d282e380bf6643a064f028c66c4dc7ee52d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 9 Jun 2022 18:41:48 +0200
Subject: [PATCH 0046/1010] Remove old dependency from CMake.

---
 CMakeLists.txt | 22 ----------------------
 1 file changed, 22 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index bdf6ea4c3..60d2fa3cf 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -202,28 +202,6 @@ endif()
 set_property(TARGET ${PLSSVM_BASE_LIBRARY_NAME} PROPERTY POSITION_INDEPENDENT_CODE ON)
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 
-## try finding NamedType
-find_package(NamedType QUIET)
-if(NamedType_FOUND)
-    message(STATUS "Found package NamedType.")
-else()
-    message(STATUS "Couldn't find package NamedType. Building from source ...")
-    # fetch command line parser library NamedType
-    FetchContent_Declare(NamedType
-            GIT_REPOSITORY          https://github.com/joboccara/NamedType.git
-            GIT_TAG                 master
-            GIT_SHALLOW             TRUE
-
-            set(ENABLE_TEST OFF CACHE BOOL "" FORCE)
-            )
-    FetchContent_MakeAvailable(NamedType)
-    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} NamedType)
-    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-            $<BUILD_INTERFACE:${NamedType_SOURCE_DIR}/include>
-            $<INSTALL_INTERFACE:include>
-            )
-endif()
-
 
 ########################################################################################################################
 ##                                                 create executables                                                 ##

From 926a658e46a6aa4524c9c249276a81a7f7e3456f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 9 Jun 2022 18:42:31 +0200
Subject: [PATCH 0047/1010] Fix wrong scaling algorithm (now scales feature
 wise and not data point AND feature wise).

---
 include/plssvm/data_set.hpp | 24 +++++++++++-------------
 1 file changed, 11 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 56696c456..4d1e59b77 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -273,21 +273,19 @@ void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
         throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
     }
 
-    real_type min_entry = std::numeric_limits<real_type>::max();
-    real_type max_entry = std::numeric_limits<real_type>::lowest();
-
-    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
-            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
+    for (size_type feature = 0; feature < num_features_; ++feature) {
+        real_type min_entry = std::numeric_limits<real_type>::max();
+        real_type max_entry = std::numeric_limits<real_type>::lowest();
+
+        // calculate min and max values feature wise
+        for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
+            min_entry = std::min(min_entry, (*X_ptr_)[data_point][feature]);
+            max_entry = std::max(max_entry, (*X_ptr_)[data_point][feature]);
         }
-    }
 
-    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
+        // scale data points feature wise
+        for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
+            (*X_ptr_)[data_point][feature] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[data_point][feature] - max_entry) + upper;
         }
     }
 }

From c3ac85c0588edea234c7be773679723f3a5d9f01 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 11 Jun 2022 19:05:33 +0200
Subject: [PATCH 0048/1010] Update data set scaling to be in line with LIBSVM.

---
 include/plssvm/csvm.hpp                       |   2 +
 include/plssvm/data_set.hpp                   | 326 ++++++++++++++----
 include/plssvm/detail/cmd/parameter_scale.hpp |   4 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp |   2 +-
 src/main_predict.cpp                          |   2 +-
 src/main_scale.cpp                            |   2 +-
 src/main_train.cpp                            |   2 +-
 src/plssvm/detail/cmd/parameter_scale.cpp     |  20 ++
 8 files changed, 281 insertions(+), 79 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index c403b2031..33be577a3 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -224,6 +224,8 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     default_value epsilon_val = default_init<real_type>{ 0.001 };
     default_value max_iter_val = default_init<size_type>{ data.num_data_points() };
 
+    // TODO: what if only max_iter is given???
+
     // compile time check: only named parameter are permitted
     static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
     // compile time check: each named parameter must only be passed once
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 4d1e59b77..37298f6bf 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -11,13 +11,16 @@
 
 #pragma once
 
-#include "plssvm/constants.hpp"                 // plssvm::verbose
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
-#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
-#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
+#include "plssvm/constants.hpp"                     // plssvm::verbose
+#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
+#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
+#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
+#include "plssvm/exceptions/exceptions.hpp"         // plssvm::exception
+#include "plssvm/file_format_types.hpp"             // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"        // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"         // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"      // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/string_utility.hpp"         // plssvm::detail::ends_with
 
 #include "fmt/core.h"    // fmt::format, fmt::print
 #include "fmt/chrono.h"  // directly output std::chrono times via fmt
@@ -58,19 +61,48 @@ class data_set {
     friend class model;
 
   public:
+
     using real_type = T;
     using label_type = U;
     using size_type = std::size_t;
 
-    explicit data_set(const std::string& filename, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
-    data_set(const std::string& filename, file_format_type format, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
-    explicit data_set(std::vector<std::vector<real_type>> &&X, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
-    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
+    class scaling {
+      public:
+
+        struct factors {
+            factors() = default;
+            factors(const size_type feature_p, const real_type lower_p, const real_type upper_p) : feature{ feature_p }, lower{ lower_p }, upper{ upper_p } { }
+
+            size_type feature{};
+            real_type lower{};
+            real_type upper{};
+        };
+
+        scaling(real_type lower, real_type upper);
+        scaling(const std::string &filename);
+
+        void save(const std::string &filename) const;
+
+        std::pair<real_type, real_type> scaling_interval{};
+        std::vector<factors> scaling_factors{};
+    };
+
+
+    explicit data_set(const std::string& filename);
+    data_set(const std::string& filename, file_format_type format);
+    data_set(const std::string& filename, scaling scale_parameter);
+    data_set(const std::string& filename, file_format_type format, scaling scale_parameter);
+
+    explicit data_set(std::vector<std::vector<real_type>> &&X);
+    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y);
+    data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter);
+    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter);
 
 
     // save the data set in the given format
-    void save(const std::string& filename, file_format_type format) const;
+    void save(const std::string &filename, file_format_type format) const;
+    void save_scaling_factors(const std::string &filename) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
@@ -79,17 +111,20 @@ class data_set {
 
     [[nodiscard]] label_type label_from_mapped_value(real_type val) const;
 
-    [[nodiscard]] size_type num_labels() const noexcept { return mapping_.size(); }
+    [[nodiscard]] size_type num_labels() const noexcept { return mapping_ != nullptr ? mapping_->size() : 0; }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
-    [[nodiscard]] const std::map<real_type, label_type>& mapping() const noexcept { return mapping_; }
+    [[nodiscard]] optional_ref<const std::map<real_type, label_type>> mapping() const noexcept;
+
+    [[nodiscard]] bool is_scaled() const noexcept { return scale_parameters_ != nullptr; }
+    [[nodiscard]] optional_ref<const scaling> scaling_factors() const noexcept;
 
   private:
     data_set();
 
     void create_mapping();
-    void scale(std::pair<real_type, real_type> scaling);
+    void scale();
 
     void write_libsvm_file(const std::string& filename) const;
     void write_arff_file(const std::string& filename) const;
@@ -97,6 +132,7 @@ class data_set {
     void read_libsvm_file(const std::string& filename);
     void read_arff_file(const std::string& filename);
 
+
     std::shared_ptr<std::vector<std::vector<real_type>>> X_ptr_{ nullptr };
     std::shared_ptr<std::vector<real_type>> y_ptr_{ nullptr };
     std::shared_ptr<std::vector<label_type>> labels_ptr_{ nullptr };
@@ -104,7 +140,9 @@ class data_set {
     size_type num_data_points_{ 0 };
     size_type num_features_{ 0 };
 
-    std::map<real_type, label_type> mapping_{};
+    std::shared_ptr<std::map<real_type, label_type>> mapping_{ nullptr };
+
+    std::shared_ptr<scaling> scale_parameters_{ nullptr };
 };
 
 
@@ -115,27 +153,36 @@ template <typename T, typename U>
 data_set<T, U>::data_set() : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } { }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string& filename, const std::optional<std::pair<real_type, real_type>> scaling) {
+data_set<T, U>::data_set(const std::string& filename) {
     // read data set from file
     this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
-    // scale data set
-    if (scaling.has_value()) {
-       this->scale(scaling.value());
-    }
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string &filename, const file_format_type format, const std::optional<std::pair<real_type, real_type>> scaling) {
+data_set<T, U>::data_set(const std::string& filename, const file_format_type format) {
     // read data set from file
     this->read_file(filename, format);
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(const std::string& filename, scaling scale_parameter) : data_set{ filename } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
-    if (scaling.has_value()) {
-        this->scale(scaling.value());
-    }
+    this->scale();
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
+data_set<T, U>::data_set(const std::string& filename, file_format_type format, scaling scale_parameter) : data_set{ filename, format } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
+    // scale data set
+    this->scale();
+}
+
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
     } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
@@ -146,15 +193,10 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, const std::opt
 
     num_data_points_ = X_ptr_->size();
     num_features_ = X_ptr_->front().size();
-
-    // scale data set
-    if (scaling.has_value()) {
-        this->scale(scaling.value());
-    }
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
     } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
@@ -170,11 +212,22 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<la
 
     num_data_points_ = X_ptr_->size();
     num_features_ = X_ptr_->front().size();
+}
 
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter) : data_set{ std::move(X) } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
-    if (scaling.has_value()) {
-        this->scale(scaling.value());
-    }
+    this->scale();
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter) : data_set{ std::move(X), std::move(y) } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
+    // scale data set
+    this->scale();
 }
 
 
@@ -206,6 +259,15 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 }
 
+template <typename T, typename U>
+void data_set<T, U>::save_scaling_factors(const std::string &filename) const {
+    if (this->is_scaled()) {
+        throw exception{ "Data set not scaled so no scaling factors can be saved!" };
+    }
+
+    scale_parameters_->save(filename);
+}
+
 
 /******************************************************************************
  *                                   Getter                                   *
@@ -228,12 +290,32 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
     }
 }
 
+template <typename T, typename U>
+auto data_set<T, U>::mapping() const noexcept -> optional_ref<const std::map<real_type, label_type>> {
+    if (this->has_labels()) {
+        return std::make_optional(std::cref(*mapping_));
+    } else {
+        return std::nullopt;
+    }
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::scaling_factors() const noexcept -> optional_ref<const scaling> {
+    if (this->is_scaled()) {
+        return std::make_optional(std::cref(*scale_parameters_));
+    } else {
+        return std::nullopt;
+    }
+}
+
 template <typename T, typename U>
 auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label_type {
-    if (mapping_.count(val) == 0) {
+    if (mapping_ == nullptr) {
+        throw exception{ "No mapping exists!" };
+    } else if (mapping_->count(val) == 0) {
         throw exception{ "Illegal mapped value: {}!" };
     }
-    return mapping_.at(val);
+    return mapping_->at(val);
 }
 
 
@@ -245,6 +327,8 @@ template <typename T, typename U>
 void data_set<T, U>::create_mapping() {
     PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
 
+    std::map<real_type, label_type> mapping{};
+
     // get unique labels
     const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
     // only binary classification allowed as of now
@@ -252,42 +336,72 @@ void data_set<T, U>::create_mapping() {
         throw exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size()) };
     }
     // map binary labels to -1 and 1
-    mapping_[-1] = *unique_labels.begin();
-    mapping_[1] = *(++unique_labels.begin());
+    mapping[-1] = *unique_labels.begin();
+    mapping[1] = *(++unique_labels.begin());
 
     // convert input labels to now mapped values
     std::vector<real_type> tmp(labels_ptr_->size());
-    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping_)
+    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping)
     for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
-        tmp[i] = std::find_if(mapping_.begin(), mapping_.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
+        tmp[i] = std::find_if(mapping.begin(), mapping.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
     }
     y_ptr_ = std::make_shared<std::vector<real_type>>(std::move(tmp));
+    mapping_ = std::make_shared<std::map<real_type, label_type>>(std::move(mapping));
 }
 
 template <typename T, typename U>
-void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
-    // unpack pair
-    const real_type lower = scaling.first;
-    const real_type upper = scaling.second;
+void data_set<T, U>::scale() {
+    PLSSVM_ASSERT(this->is_scaled(), "No scaling parameters given for scaling!");
+
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // unpack scaling interval pair
+    const real_type lower = scale_parameters_->scaling_interval.first;
+    const real_type upper = scale_parameters_->scaling_interval.second;
     if (lower >= upper) {
         throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
     }
 
-    for (size_type feature = 0; feature < num_features_; ++feature) {
-        real_type min_entry = std::numeric_limits<real_type>::max();
-        real_type max_entry = std::numeric_limits<real_type>::lowest();
-
-        // calculate min and max values feature wise
-        for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
-            min_entry = std::min(min_entry, (*X_ptr_)[data_point][feature]);
-            max_entry = std::max(max_entry, (*X_ptr_)[data_point][feature]);
+    // calculate scaling factors if necessary, use provided once otherwise
+    if (scale_parameters_->scaling_factors.empty()) {
+        // calculate feature-wise min/max values for scaling
+        for (size_type feature = 0; feature < num_features_; ++feature) {
+            real_type min_value = std::numeric_limits<real_type>::max();
+            real_type max_value = std::numeric_limits<real_type>::lowest();
+
+            // calculate min/max values of all data points at the specific feature
+            #pragma omp parallel for default(none) shared(X_ptr_) firstprivate(num_features_, feature) reduction(min : min_value) reduction(max : max_value)
+            for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
+                min_value = std::min(min_value, (*X_ptr_)[data_point][feature]);
+                max_value = std::max(max_value, (*X_ptr_)[data_point][feature]);
+            }
+
+            // add scaling factor only if min_value != 0.0 AND max_value != 0.0
+            if (min_value != real_type{ 0.0 } && max_value != real_type{ 0.0 }) {
+                scale_parameters_->scaling_factors.emplace_back(feature, min_value, max_value);
+            }
         }
+    } else if (scale_parameters_->scaling_factors.size() > num_features_) {
+        throw invalid_file_format_exception{ fmt::format("Need at most as much scaling factors as features in the data set are present ({}), but {} were given!", num_features_, scale_parameters_->scaling_factors.size()) };
+    } else if (scale_parameters_->scaling_factors.back().feature >= num_features_) {
+        throw invalid_file_format_exception{ fmt::format("The maximum scaling feature index most not be greater than {}, but is {}!", scale_parameters_->scaling_factors.back().feature, num_features_) };
+    }
 
-        // scale data points feature wise
+    // scale values
+    #pragma omp parallel for default(none) shared(scale_parameters_, X_ptr_) firstprivate(lower, upper, num_data_points_)
+    for (size_type i = 0; i < scale_parameters_->scaling_factors.size(); ++i) {
+        // extract feature-wise min and max values
+        const typename scaling::factors factor = scale_parameters_->scaling_factors[i];
+        // scale data values
         for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
-            (*X_ptr_)[data_point][feature] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[data_point][feature] - max_entry) + upper;
+            (*X_ptr_)[data_point][factor.feature] = (upper - lower) / (factor.upper - factor.lower) * ((*X_ptr_)[data_point][factor.feature] - factor.upper) + upper;
         }
     }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Scaled the data set to the range [{}, {}] in {}.\n", lower, upper, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
 }
 
 
@@ -409,34 +523,100 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
 }
 
 
+/******************************************************************************
+ *                            Scaling Nested-Class                            *
+ ******************************************************************************/
+template <typename T, typename U>
+data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) : scaling_interval{ std::make_pair(lower, upper) } { }
+
+template <typename T, typename U>
+data_set<T, U>::scaling::scaling(const std::string &filename) {
+    detail::io::file_reader f{  filename, '#' };
+
+    // at least two lines ("x" + scale interval)
+    if (f.num_lines() < 2) {
+        throw invalid_file_format_exception{ fmt::format("At least two lines must be present, but only {} were given!", f.num_lines()) };
+    }
+
+    // discard first line
+    // second line contains the scaling range
+    const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(f.line(1));
+    if (scale_to_interval.size() != 2) {
+        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled can only contain two values, but {} were given!", scale_to_interval.size()) };
+    }
+    scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
+
+    // parse scaling factors
+    scaling_factors.resize(f.num_lines() - 2);
+    #pragma omp parallel for default(none) shared(scaling_factors, f)
+    for (size_type i = 0; i < scaling_factors.size(); ++i) {
+        const std::string_view line = f.line(i + 2);
+        const std::vector<real_type> values = detail::split_as<real_type>(line);
+        if (values.size() != 3) {
+            throw invalid_file_format_exception{ fmt::format("Each line must exactly contain three values, but {} were given!", values.size()) };
+        }
+        // ignore first value
+        scaling_factors[i].feature = static_cast<size_type>(values[0]) - 1;
+        scaling_factors[i].lower = values[1];
+        scaling_factors[i].upper = values[2];
+    }
+}
+
+template <typename T, typename U>
+void data_set<T, U>::scaling::save(const std::string &filename) const {
+    if (this->is_scaled()) {
+        throw exception{ "Data set not scaled so no scaling factors can be saved!" };
+    }
+
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    fmt::ostream out = fmt::output_file(filename);
+    out.print("x\n");
+    out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
+    for (const factors &f : scaling_factors) {
+        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} scaling factors in {} to the file '{}'.\n", scaling_factors.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time), filename);
+    }
+}
+
+
+
 namespace detail {
 
 // two possible types: real_type + int and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
-template <bool scale, typename real_type, typename cmd_parameter>
-inline data_set_variants data_set_factory_imp(const cmd_parameter& params) {
-    std::optional<std::pair<real_type, real_type>> scale_range = std::nullopt;
-    // set scale range if the data set should be scaled
-    if constexpr (scale) {
-        scale_range = std::pair<real_type, real_type>{ params.lower, params.upper };
-    }
-    // select the label_type based on the command line parameter
-    if (params.strings_as_labels) {
-        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, scale_range } };
+template <typename real_type, typename label_type>
+inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+}
+template <typename real_type, typename label_type>
+inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+}
+template <typename real_type, typename label_type>
+inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
+    if (!params.restore_filename.empty()) {
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
     } else {
-        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, scale_range } };
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { static_cast<real_type>(params.lower), static_cast<real_type>(params.upper) } } };
     }
 }
 
-// create variant based on runtime flag
-template <bool scale, typename cmd_parameter>
-inline data_set_variants data_set_factory(const cmd_parameter& params) {
-    // select the real_type based on command line parameter
-    if (params.float_as_real_type) {
-        return data_set_factory_imp<scale, float>(params);
+template <typename cmd_parameter>
+inline data_set_variants data_set_factory(const cmd_parameter &params) {
+    if (params.float_as_real_type && params.strings_as_labels) {
+        return data_set_factory_impl<float, std::string>(params);
+    } else if (params.float_as_real_type && !params.strings_as_labels) {
+        return data_set_factory_impl<float, int>(params);
+    } else if (!params.float_as_real_type && params.strings_as_labels) {
+        return data_set_factory_impl<double, std::string>(params);
     } else {
-        return data_set_factory_imp<scale, double>(params);
+        return data_set_factory_impl<double, int>(params);
     }
 }
 
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index d65393986..9c0a9f133 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -35,8 +35,6 @@ class parameter_scale {
     */
    parameter_scale(int argc, char **argv);
 
-   // TODO: more LIBSVM conform?
-
    /// The lower bound of the scaled data values.
    double lower{ -1 };
    /// The upper bound of the scaled data values.
@@ -53,6 +51,8 @@ class parameter_scale {
    std::string input_filename{};
    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
    std::string scaled_filename{};
+   std::string save_filename{};
+   std::string restore_filename{};
 };
 
 /**
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 92a61c17b..84eab3412 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -156,7 +156,7 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
     // get the original labels (not the mapped once)
     std::vector<label_type> label_values;
     label_values.reserve(data.num_labels());
-    for (const auto& [key, val] : data.mapping()) {
+    for (const auto& [key, val] : data.mapping().value().get()) {
         label_values.push_back(val);
     }
     // count the occurrence of each label
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index bf308ee4c..9bffcf555 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -87,7 +87,7 @@ int main(int argc, char *argv[]) {
                            data.num_data_points());
             }
 
-        }, plssvm::detail::data_set_factory<false>(params));
+        }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index eb13d2ec2..53898c5a2 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -33,7 +33,7 @@ int main(int argc, char *argv[]) {
         std::visit([&](auto&& data){
             // write scaled data to output file
             data.save(params.scaled_filename, params.format);
-        }, plssvm::detail::data_set_factory<true>(params));
+        }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 736802fcc..08e2ff820 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -59,7 +59,7 @@ int main(int argc, char *argv[]) {
             // save model to file
             model.save(params.model_filename);
 
-        }, plssvm::detail::data_set_factory<false>(params));
+        }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index e8b9b5fde..3664b4a20 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -34,6 +34,8 @@ parameter_scale::parameter_scale(int argc, char **argv) {
            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
            ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+           ("s,save_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
+           ("r,restore_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
@@ -91,6 +93,24 @@ parameter_scale::parameter_scale(int argc, char **argv) {
        std::filesystem::path input_path{ input_filename };
        scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
    }
+
+   if (result.count("save_filename") && result.count("restore_filename")) {
+       fmt::print(stderr, "Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   if (result.count("save_filename")) {
+       save_filename = result["save_filename"].as<decltype(save_filename)>();
+   }
+
+   if (result.count("restore_filename")) {
+       if (result.count("lower") || result.count("upper")) {
+           std::clog << "Warning: provided -l (--lower) and/or -u (--upper) together with -r (--restore_filename); ignoring -l/-u" << std::endl;
+       }
+       restore_filename = result["restore_filename"].as<decltype(restore_filename)>();
+   }
+
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {

From 747adf375447e009ee6dd5727e276cb4eae56276 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 11 Jun 2022 19:58:33 +0200
Subject: [PATCH 0049/1010] Move IO functions to a separate header.

---
 include/plssvm/data_set.hpp                   | 58 +++++-----------
 .../detail/io/scaling_factors_parsing.hpp     | 68 +++++++++++++++++++
 2 files changed, 84 insertions(+), 42 deletions(-)
 create mode 100644 include/plssvm/detail/io/scaling_factors_parsing.hpp

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 37298f6bf..780f7f55d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -11,16 +11,17 @@
 
 #pragma once
 
-#include "plssvm/constants.hpp"                     // plssvm::verbose
-#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
-#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
-#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
-#include "plssvm/exceptions/exceptions.hpp"         // plssvm::exception
-#include "plssvm/file_format_types.hpp"             // plssvm::file_format_type
-#include "plssvm/detail/io/arff_parsing.hpp"        // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
-#include "plssvm/detail/io/file_reader.hpp"         // plssvm::detail::io::file_reader
-#include "plssvm/detail/io/libsvm_parsing.hpp"      // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
-#include "plssvm/detail/string_utility.hpp"         // plssvm::detail::ends_with
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/cmd/parameter_predict.hpp"       // plssvm::detail::cmd::parameter_predict
+#include "plssvm/detail/cmd/parameter_scale.hpp"         // plssvm::detail::cmd::parameter_scale
+#include "plssvm/detail/cmd/parameter_train.hpp"         // plssvm::detail::cmd::parameter_train
+#include "plssvm/exceptions/exceptions.hpp"              // plssvm::exception
+#include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{read_scaling_factors}
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
 
 #include "fmt/core.h"    // fmt::format, fmt::print
 #include "fmt/chrono.h"  // directly output std::chrono times via fmt
@@ -533,33 +534,8 @@ template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const std::string &filename) {
     detail::io::file_reader f{  filename, '#' };
 
-    // at least two lines ("x" + scale interval)
-    if (f.num_lines() < 2) {
-        throw invalid_file_format_exception{ fmt::format("At least two lines must be present, but only {} were given!", f.num_lines()) };
-    }
-
-    // discard first line
-    // second line contains the scaling range
-    const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(f.line(1));
-    if (scale_to_interval.size() != 2) {
-        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled can only contain two values, but {} were given!", scale_to_interval.size()) };
-    }
-    scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
-
-    // parse scaling factors
-    scaling_factors.resize(f.num_lines() - 2);
-    #pragma omp parallel for default(none) shared(scaling_factors, f)
-    for (size_type i = 0; i < scaling_factors.size(); ++i) {
-        const std::string_view line = f.line(i + 2);
-        const std::vector<real_type> values = detail::split_as<real_type>(line);
-        if (values.size() != 3) {
-            throw invalid_file_format_exception{ fmt::format("Each line must exactly contain three values, but {} were given!", values.size()) };
-        }
-        // ignore first value
-        scaling_factors[i].feature = static_cast<size_type>(values[0]) - 1;
-        scaling_factors[i].lower = values[1];
-        scaling_factors[i].upper = values[2];
-    }
+    // read scaling values from file
+    detail::io::read_scaling_factors(f, scaling_interval, scaling_factors);
 }
 
 template <typename T, typename U>
@@ -571,11 +547,9 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     fmt::ostream out = fmt::output_file(filename);
-    out.print("x\n");
-    out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
-    for (const factors &f : scaling_factors) {
-        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
-    }
+
+    // write scaling values to file
+    detail::io::write_scaling_factors(out, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
new file mode 100644
index 000000000..6468a5bbb
--- /dev/null
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -0,0 +1,68 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements parsing functions for the scaling factor file parsing.
+*/
+
+#pragma once
+
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
+
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format
+#include "fmt/os.h"      // fmt::ostream
+
+#include <string_view>  // std::string_view
+#include <utility>      // std::pair, std::make_pair
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+template <typename real_type, typename factors_type>
+void read_scaling_factors(file_reader &reader, std::pair<real_type, real_type> &scaling_interval, std::vector<factors_type> &scaling_factors) {
+    // at least two lines ("x" + scale interval)
+    if (reader.num_lines() < 2) {
+        throw invalid_file_format_exception{ fmt::format("At least two lines must be present, but only {} were given!", reader.num_lines()) };
+    }
+
+    // discard first line
+    // second line contains the scaling range
+    const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(reader.line(1));
+    if (scale_to_interval.size() != 2) {
+        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled can only contain two values, but {} were given!", scale_to_interval.size()) };
+    }
+    scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
+
+    // parse scaling factors
+    scaling_factors.resize(reader.num_lines() - 2);
+    #pragma omp parallel for default(none) shared(scaling_factors, reader)
+    for (typename std::vector<factors_type>::size_type i = 0; i < scaling_factors.size(); ++i) {
+        const std::string_view line = reader.line(i + 2);
+        const std::vector<real_type> values = detail::split_as<real_type>(line);
+        if (values.size() != 3) {
+            throw invalid_file_format_exception{ fmt::format("Each line must exactly contain three values, but {} were given!", values.size()) };
+        }
+        // ignore first value
+        scaling_factors[i].feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]) - 1;
+        scaling_factors[i].lower = values[1];
+        scaling_factors[i].upper = values[2];
+    }
+}
+
+template <typename real_type, typename factors_type>
+void write_scaling_factors(fmt::ostream &out, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
+    out.print("x\n");
+    out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
+    for (const factors_type &f : scaling_factors) {
+        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
+    }
+}
+
+}
\ No newline at end of file

From 89e2d910ac91b518cddce8a611be72535c7fc355 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 14:10:21 +0200
Subject: [PATCH 0050/1010] Add utility function to query whether a map
 contains a key.

---
 include/plssvm/detail/utility.hpp | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 947d97580..8761304ce 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -72,7 +72,7 @@ template <typename Enum>
  * @return the number of erased elements
  */
 template <class Key, class T, class Compare, class Alloc, class Pred>
-typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
+[[nodiscard]] inline typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
     auto old_size = c.size();
     for (auto i = c.begin(), last = c.end(); i != last;) {
         if (pred(*i)) {
@@ -84,4 +84,9 @@ typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, C
     return old_size - c.size();
 }
 
+template <typename Key, typename T, typename Compare, typename Alloc>
+[[nodiscard]] inline bool contains_key(const std::map<Key, T, Compare, Alloc> &map, const Key &key) {
+    return map.count(key) > 0;
+}
+
 }  // namespace plssvm::detail
\ No newline at end of file

From 0a1a5422bf2343078a1cdb953279a054f7586ad1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 14:31:57 +0200
Subject: [PATCH 0051/1010] Improve label mapping implementation.

---
 include/plssvm/data_set.hpp                   | 97 +++++++++++++++----
 .../plssvm/detail/io/libsvm_model_parsing.hpp |  7 +-
 2 files changed, 78 insertions(+), 26 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 780f7f55d..3b00927c8 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -89,6 +89,20 @@ class data_set {
         std::vector<factors> scaling_factors{};
     };
 
+    class label_mapper {
+      public:
+        label_mapper(const std::vector<label_type> &labels);
+
+        [[nodiscard]] const real_type &get_mapped_value_by_label(const label_type &label) const;
+        [[nodiscard]] const label_type &get_label_by_mapped_value(const real_type &mapped_value) const;
+        [[nodiscard]] size_type num_mappings() const noexcept;
+        [[nodiscard]] std::vector<label_type> labels() const;
+
+      private:
+        std::map<label_type, real_type> label_to_mapped_{};
+        std::map<real_type, label_type> mapped_to_label_{};
+    };
+
 
     explicit data_set(const std::string& filename);
     data_set(const std::string& filename, file_format_type format);
@@ -112,11 +126,11 @@ class data_set {
 
     [[nodiscard]] label_type label_from_mapped_value(real_type val) const;
 
-    [[nodiscard]] size_type num_labels() const noexcept { return mapping_ != nullptr ? mapping_->size() : 0; }
+    [[nodiscard]] size_type num_labels() const noexcept { return mapping_ != nullptr ? mapping_->num_mappings() : 0; }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
-    [[nodiscard]] optional_ref<const std::map<real_type, label_type>> mapping() const noexcept;
+    [[nodiscard]] optional_ref<const label_mapper> mapping() const noexcept;
 
     [[nodiscard]] bool is_scaled() const noexcept { return scale_parameters_ != nullptr; }
     [[nodiscard]] optional_ref<const scaling> scaling_factors() const noexcept;
@@ -141,7 +155,7 @@ class data_set {
     size_type num_data_points_{ 0 };
     size_type num_features_{ 0 };
 
-    std::shared_ptr<std::map<real_type, label_type>> mapping_{ nullptr };
+    std::shared_ptr<const label_mapper> mapping_{ nullptr };
 
     std::shared_ptr<scaling> scale_parameters_{ nullptr };
 };
@@ -292,7 +306,7 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::mapping() const noexcept -> optional_ref<const std::map<real_type, label_type>> {
+auto data_set<T, U>::mapping() const noexcept -> optional_ref<const label_mapper> {
     if (this->has_labels()) {
         return std::make_optional(std::cref(*mapping_));
     } else {
@@ -313,10 +327,8 @@ template <typename T, typename U>
 auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label_type {
     if (mapping_ == nullptr) {
         throw exception{ "No mapping exists!" };
-    } else if (mapping_->count(val) == 0) {
-        throw exception{ "Illegal mapped value: {}!" };
     }
-    return mapping_->at(val);
+    return mapping_->get_label_by_mapped_value(val);
 }
 
 
@@ -328,26 +340,16 @@ template <typename T, typename U>
 void data_set<T, U>::create_mapping() {
     PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
 
-    std::map<real_type, label_type> mapping{};
-
-    // get unique labels
-    const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
-    // only binary classification allowed as of now
-    if (unique_labels.size() != 2) {
-        throw exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size()) };
-    }
-    // map binary labels to -1 and 1
-    mapping[-1] = *unique_labels.begin();
-    mapping[1] = *(++unique_labels.begin());
+    label_mapper mapper{ *labels_ptr_ };
 
     // convert input labels to now mapped values
     std::vector<real_type> tmp(labels_ptr_->size());
-    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping)
+    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapper)
     for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
-        tmp[i] = std::find_if(mapping.begin(), mapping.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
+        tmp[i] = mapper.get_mapped_value_by_label((*labels_ptr_)[i]);
     }
     y_ptr_ = std::make_shared<std::vector<real_type>>(std::move(tmp));
-    mapping_ = std::make_shared<std::map<real_type, label_type>>(std::move(mapping));
+    mapping_ = std::make_shared<const label_mapper>(std::move(mapper));
 }
 
 template <typename T, typename U>
@@ -558,6 +560,59 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
 }
 
 
+/******************************************************************************
+ *                          Label Mapper Nested-Class                         *
+ ******************************************************************************/
+template <typename T, typename U>
+data_set<T, U>::data_set::label_mapper::label_mapper(const std::vector<label_type> &labels) {
+    // we are only interested in unique labels
+    std::set<label_type> unique_labels(labels.begin(), labels.end());
+    // currently, only two different labels are supported
+    if (unique_labels.size() != 2) {
+        throw std::runtime_error{ fmt::format("Currently only binary classification is supported, but {} different labels were given!", unique_labels.size()) };
+    }
+    // create mapping
+    // first label
+    auto it = unique_labels.begin();
+    label_to_mapped_[*it] = -1;
+    mapped_to_label_[-1] = *it;
+    // second label
+    ++it;
+    label_to_mapped_[*it] = +1;
+    mapped_to_label_[+1] = *it;
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::get_mapped_value_by_label(const label_type &label) const -> const real_type & {
+    if (!detail::contains_key(label_to_mapped_, label)) {
+        throw exception{ fmt::format("Label {} unknown in this label mapping!", label) };
+    }
+    return label_to_mapped_.at(label);
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::get_label_by_mapped_value(const real_type &mapped_value) const -> const label_type & {
+    if (!detail::contains_key(mapped_to_label_, mapped_value)) {
+        throw exception{ fmt::format("Mapped value {} unknown in this label mapping!", mapped_value) };
+    }
+    return mapped_to_label_.at(mapped_value);
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::num_mappings() const noexcept -> size_type {
+    PLSSVM_ASSERT(label_to_mapped_.size() == 2 && mapped_to_label_.size() == 2, "Both maps must contain exactly two values, but {} and {} were given!", label_to_mapped_.size(), mapped_to_label_.size());
+    return label_to_mapped_.size();
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::labels() const -> std::vector<label_type> {
+    std::vector<label_type> available_labels;
+    available_labels.reserve(this->num_mappings());
+    for (const auto& [key, value] : label_to_mapped_) {
+        available_labels.push_back(key);
+    }
+    return available_labels;
+}
 
 namespace detail {
 
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 84eab3412..f6545f619 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -154,11 +154,8 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
     }
 
     // get the original labels (not the mapped once)
-    std::vector<label_type> label_values;
-    label_values.reserve(data.num_labels());
-    for (const auto& [key, val] : data.mapping().value().get()) {
-        label_values.push_back(val);
-    }
+    const std::vector<label_type> label_values = data.mapping().value().get().labels();
+
     // count the occurrence of each label
     std::map<label_type, std::size_t> label_counts_map;
     for (const label_type &l : data.labels().value().get()) {

From c5a332cbcd12ac1c02ca2a5eae51b19f21503934 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 15:26:15 +0200
Subject: [PATCH 0052/1010] Easier model write.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp | 10 ++++------
 1 file changed, 4 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index f6545f619..3ed332c97 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -207,20 +207,18 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
     #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
     {
         #pragma omp single
-        out_strings.resize(omp_get_num_threads(), std::vector<std::string>(label_order.size()));
+        out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
 
         // format all lines
         #pragma omp for
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            format_libsvm_line(out_strings[omp_get_thread_num()][std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()], alpha[i], support_vectors[i]);
+            format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
         }
     }
 
     // output strings
-    for (typename std::vector<label_type>::size_type i = 0; i < label_order.size(); ++i) {
-        for (typename std::vector<std::vector<std::string>>::size_type j = 0; j < out_strings.size(); ++j) {
-            out.print("{}", out_strings[j][i]);
-        }
+    for (const std::vector<std::string> &str : out_strings) {
+        out.print("{}", fmt::join(str, ""));
     }
 }
 

From 1b32c51e9c395566e34e60ea924cc4980646cc5a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:18:03 +0200
Subject: [PATCH 0053/1010] Improve label_type and real_type output.

---
 src/plssvm/detail/cmd/parameter_predict.cpp | 8 ++++----
 src/plssvm/detail/cmd/parameter_scale.cpp   | 8 ++++----
 src/plssvm/detail/cmd/parameter_train.cpp   | 9 +++++----
 3 files changed, 13 insertions(+), 12 deletions(-)

diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 19a4dc1ce..5ad5b288e 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -108,13 +108,13 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
     return out << fmt::format(
-        "use strings as labels: {}\n"
-        "use float as real type instead of double: {}\n"
+        "label_type: {}\n"
+        "real_type: {}\n"
         "input file (data set): '{}'\n"
         "input file (model): '{}'\n"
         "output file (prediction): '{}'\n",
-        params.strings_as_labels,
-        params.float_as_real_type,
+        params.strings_as_labels ? "std::string" : "int (default)",
+        params.float_as_real_type ? "float" : "double (default)",
         params.input_filename,
         params.model_filename,
         params.predict_filename);
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 3664b4a20..c9ae79aa0 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -117,15 +117,15 @@ std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
-              "use strings as labels: {}\n"
-              "use float as real type: {}\n"
+              "label_type: {}\n"
+              "real_type: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
-              params.strings_as_labels,
-              params.float_as_real_type,
+              params.strings_as_labels ? "std::string" : "int (default)",
+              params.float_as_real_type ? "float" : "double (default)",
               params.format,
               params.input_filename,
               params.scaled_filename);
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 6d3d7d545..073b2b292 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -12,6 +12,7 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
 #include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/default_value.hpp"                      // plssvm::default_value
+#include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
@@ -195,12 +196,12 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
     }
 
     return out << fmt::format(
-        "use strings as labels: {}\n"
-        "use float as real type instead of double: {}\n"
+        "label_type: {}\n"
+        "real_type: {}\n"
         "input file (data set): '{}'\n"
         "output file (model): '{}'\n",
-        params.strings_as_labels,
-        params.float_as_real_type,
+        params.strings_as_labels ? "std::string" : "int (default)",
+        params.float_as_real_type ? "float" : "double (default)",
         params.input_filename,
         params.model_filename);
 }

From e1c3e28c6f397f0e3a7534bd656ab56fbe8c67ed Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:18:17 +0200
Subject: [PATCH 0054/1010] Fix compilation issues.

---
 include/plssvm/detail/utility.hpp | 2 +-
 src/plssvm/backends/gpu_csvm.cpp  | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 8761304ce..3d675f8e5 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -72,7 +72,7 @@ template <typename Enum>
  * @return the number of erased elements
  */
 template <class Key, class T, class Compare, class Alloc, class Pred>
-[[nodiscard]] inline typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
+inline typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
     auto old_size = c.size();
     for (auto i = c.begin(), last = c.end(); i != last;) {
         if (pred(*i)) {
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 55f9454b0..45301dd60 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -118,7 +118,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
 
     // create q vector
-    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size);
+    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size, num_used_devices);
 
     // calculate QA_costs
     const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
@@ -318,7 +318,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
     // use faster methode in case of the linear kernel function
     if (params.kernel == kernel_type::linear && w.empty()) {
-        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges);
+        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges, num_used_devices);
     }
 
     if (params.kernel == kernel_type::linear) {

From 35b67a07c499b778a4271d1339de7f852d5b787e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:21:47 +0200
Subject: [PATCH 0055/1010] Improve data_set_factory by not repeating the
 default template type.

---
 include/plssvm/data_set.hpp | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 3b00927c8..d1176b1c2 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -91,7 +91,7 @@ class data_set {
 
     class label_mapper {
       public:
-        label_mapper(const std::vector<label_type> &labels);
+        explicit label_mapper(const std::vector<label_type> &labels);
 
         [[nodiscard]] const real_type &get_mapped_value_by_label(const label_type &label) const;
         [[nodiscard]] const label_type &get_label_by_mapped_value(const real_type &mapped_value) const;
@@ -619,15 +619,15 @@ namespace detail {
 // two possible types: real_type + int and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
-template <typename real_type, typename label_type>
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
 }
-template <typename real_type, typename label_type>
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
 }
-template <typename real_type, typename label_type>
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
     if (!params.restore_filename.empty()) {
         return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
@@ -641,11 +641,11 @@ inline data_set_variants data_set_factory(const cmd_parameter &params) {
     if (params.float_as_real_type && params.strings_as_labels) {
         return data_set_factory_impl<float, std::string>(params);
     } else if (params.float_as_real_type && !params.strings_as_labels) {
-        return data_set_factory_impl<float, int>(params);
+        return data_set_factory_impl<float>(params);
     } else if (!params.float_as_real_type && params.strings_as_labels) {
         return data_set_factory_impl<double, std::string>(params);
     } else {
-        return data_set_factory_impl<double, int>(params);
+        return data_set_factory_impl<double>(params);
     }
 }
 

From dd6337ce40681e0dd23e2d9e48d9f5188e337b0a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:41:37 +0200
Subject: [PATCH 0056/1010] Output the number of used OpenMP threads.

---
 src/plssvm/backends/OpenMP/csvm.cpp | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 1818f87fa..619eb47d0 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -45,8 +45,16 @@ void csvm<T>::init(const target_platform target) {
 #endif
     }
 
+    // get the number of used OpenMP threads
+    int num_omp_threads = 0;
+    #pragma omp parallel default(none) shared(num_omp_threads)
+    {
+        #pragma omp master
+        num_omp_threads = omp_get_num_threads();
+    }
+
     if (verbose) {
-        fmt::print("Using OpenMP as backend.\n\n");
+        fmt::print("Using OpenMP as backend with {} threads.\n\n", num_omp_threads);
     }
 }
 

From 88939ba41940aac356ca0e41241a0991af10b9d0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:52:02 +0200
Subject: [PATCH 0057/1010] Fix feature_ranges construction error.

---
 src/plssvm/backends/gpu_csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 45301dd60..1402cde8e 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -55,7 +55,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<
     // calculate the number of features per device
     std::vector<size_type> feature_ranges(num_used_devices + 1);
     for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
-        feature_ranges.push_back(device * num_features / num_used_devices);
+        feature_ranges[device] = device * num_features / num_used_devices;
     }
 
     // transform 2D to 1D SoA data

From c69eadf3078516b783a04b2300fbfcdad2d4f808 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 18:06:31 +0200
Subject: [PATCH 0058/1010] Reorder parameters.

---
 include/plssvm/backends/gpu_csvm.hpp | 2 +-
 src/plssvm/backends/gpu_csvm.cpp     | 9 ++++-----
 2 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index d5c41048e..cffac9790 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -89,7 +89,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d,const std::vector<size_type> &feature_ranges, real_type QA_cost, real_type add, size_type dept, size_type boundary_size) const;
+    void run_device_kernel(size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, real_type QA_cost, const device_ptr_type &x_d, real_type add, size_type dept, size_type boundary_size) const;
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 1402cde8e..b2e3d7f2c 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -153,7 +153,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+        run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
@@ -190,9 +190,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             Ad_d[device].memset(0);
-            r_d[device].memset(0, dept);
 
-            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
+            run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, Ad_d[device], real_type{ 1.0 }, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -216,7 +215,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
                 r_d[device].memset(0);
 
                 // r -= A * x
-                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+                run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
             }
 
             device_reduction(r_d, r);
@@ -355,7 +354,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, const real_type QA_cost, const device_ptr_type &x_d, const real_type add, const size_type dept, const size_type boundary_size) const {
     const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 

From 2fa53aaa1972055fc6a6d746c82c0285daa3eb58 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:09:05 +0200
Subject: [PATCH 0059/1010] Improve model write performance in case of two
 labels.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 74 +++++++++++++++----
 1 file changed, 60 insertions(+), 14 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 3ed332c97..683af4316 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -201,24 +201,70 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         }
         output.push_back('\n');
     };
-    // TODO: PERFORMANCE!
-    std::vector<std::vector<std::string>> out_strings;
 
-    #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
-    {
-        #pragma omp single
-        out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
+    if (label_order.size() == 2) {
+        // optimized case
+        const label_type &first_label = label_order[0];
+        const label_type &second_label = label_order[1];
+        volatile int count = 0;
+        #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, labels, support_vectors, out) firstprivate(first_label, second_label)
+        {
+            // all support vectors with the first class
+            std::string out_pos;
+            #pragma omp for nowait
+            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+                if (labels[i] == first_label) {
+                    format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
+                }
+            }
+
+            #pragma omp critical
+            {
+                out.print("{}", out_pos);
+                count++;
+                #pragma omp flush(count, out)
+            }
+
+            // all support vectors with the second class
+            std::string out_neg;
+            #pragma omp for nowait
+            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+                if (labels[i] == second_label) {
+                    format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
+                }
+            }
+
+            // wait for all threads to write support vectors for class 1
+#ifdef _OPENMP
+            while (count < omp_get_num_threads()) {
+            }
+#else
+    #pragma omp barrier
+#endif
 
-        // format all lines
-        #pragma omp for
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
+            #pragma omp critical
+            out.print("{}", out_neg);
         }
-    }
+    } else {
+        // unoptimized case
+        std::vector<std::vector<std::string>> out_strings;
+
+        #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
+        {
+            #pragma omp single
+            out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
 
-    // output strings
-    for (const std::vector<std::string> &str : out_strings) {
-        out.print("{}", fmt::join(str, ""));
+            // format all lines
+            #pragma omp for
+            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+                format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
+            }
+        }
+
+        // output strings
+        for (const std::vector<std::string> &str : out_strings) {
+            out.print("{}", fmt::join(str, ""));
+        }
     }
 }
 

From 363536d2d0a50bea7250bc399819c1e86710e977 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:27:55 +0200
Subject: [PATCH 0060/1010] Improve write performance in the general case.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 78 ++++++++-----------
 1 file changed, 31 insertions(+), 47 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 683af4316..9f53b8c9c 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -202,69 +202,53 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         output.push_back('\n');
     };
 
-    if (label_order.size() == 2) {
-        // optimized case
-        const label_type &first_label = label_order[0];
-        const label_type &second_label = label_order[1];
-        volatile int count = 0;
-        #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, labels, support_vectors, out) firstprivate(first_label, second_label)
-        {
-            // all support vectors with the first class
-            std::string out_pos;
-            #pragma omp for nowait
-            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-                if (labels[i] == first_label) {
-                    format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
-                }
+    volatile int count = 0;
+    #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
+    {
+        // support vectors with the first class
+        std::string out_first;
+        #pragma omp for nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+            if (labels[i] == label_order[0]) {
+                format_libsvm_line(out_first, alpha[i], support_vectors[i]);
             }
+        }
 
-            #pragma omp critical
-            {
-                out.print("{}", out_pos);
-                count++;
-                #pragma omp flush(count, out)
-            }
+        #pragma omp critical
+        {
+            out.print("{}", out_first);
+            count++;
+            #pragma omp flush(count, out)
+        }
+
+        for (std::size_t l = 1; l < label_order.size(); ++l) {
+            // the support vectors with the i-th class
+            std::string out_ith;
 
-            // all support vectors with the second class
-            std::string out_neg;
             #pragma omp for nowait
             for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-                if (labels[i] == second_label) {
-                    format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
+                if (labels[i] == label_order[l]) {
+                    format_libsvm_line(out_ith, alpha[i], support_vectors[i]);
                 }
             }
-
-            // wait for all threads to write support vectors for class 1
+            // wait for all threads to write support vectors for previous class
 #ifdef _OPENMP
             while (count < omp_get_num_threads()) {
             }
+            #pragma omp master
+            count = 0;
+            #pragma omp barrier
 #else
-    #pragma omp barrier
+            #pragma omp barrier
 #endif
 
             #pragma omp critical
-            out.print("{}", out_neg);
-        }
-    } else {
-        // unoptimized case
-        std::vector<std::vector<std::string>> out_strings;
-
-        #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
-        {
-            #pragma omp single
-            out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
-
-            // format all lines
-            #pragma omp for
-            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-                format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
+            {
+                out.print("{}", out_first);
+                count++;
+                #pragma omp flush(count, out)
             }
         }
-
-        // output strings
-        for (const std::vector<std::string> &str : out_strings) {
-            out.print("{}", fmt::join(str, ""));
-        }
     }
 }
 

From d5f286671b3530bcf445ba195a6736c0d1aea5e6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:52:53 +0200
Subject: [PATCH 0061/1010] Revert "Reorder parameters."

This reverts commit c69eadf3078516b783a04b2300fbfcdad2d4f808.
---
 include/plssvm/backends/gpu_csvm.hpp | 2 +-
 src/plssvm/backends/gpu_csvm.cpp     | 9 +++++----
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index cffac9790..d5c41048e 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -89,7 +89,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, real_type QA_cost, const device_ptr_type &x_d, real_type add, size_type dept, size_type boundary_size) const;
+    void run_device_kernel(size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d,const std::vector<size_type> &feature_ranges, real_type QA_cost, real_type add, size_type dept, size_type boundary_size) const;
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index b2e3d7f2c..1402cde8e 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -153,7 +153,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
@@ -190,8 +190,9 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             Ad_d[device].memset(0);
+            r_d[device].memset(0, dept);
 
-            run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, Ad_d[device], real_type{ 1.0 }, dept, boundary_size);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -215,7 +216,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
                 r_d[device].memset(0);
 
                 // r -= A * x
-                run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
             }
 
             device_reduction(r_d, r);
@@ -354,7 +355,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, const real_type QA_cost, const device_ptr_type &x_d, const real_type add, const size_type dept, const size_type boundary_size) const {
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
     const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 

From b8399e2aac2c3d9504e363c92c0ffcca9480eea3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:54:32 +0200
Subject: [PATCH 0062/1010] Revert reorder.

---
 src/plssvm/backends/gpu_csvm.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 1402cde8e..c6ac9c61f 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -153,7 +153,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
@@ -192,7 +192,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
             Ad_d[device].memset(0);
             r_d[device].memset(0, dept);
 
-            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, real_type{ 1.0 }, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -216,7 +216,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
                 r_d[device].memset(0);
 
                 // r -= A * x
-                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
             }
 
             device_reduction(r_d, r);

From b11d24ea4d3455eda894209dbf88134f44d0cfb3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 20:43:22 +0200
Subject: [PATCH 0063/1010] Improve write performance in the general case, but
 still factor 2x slower than current main.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 9f53b8c9c..9550189e7 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -202,8 +202,9 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         output.push_back('\n');
     };
 
-    volatile int count = 0;
-    #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
+    // initialize volatile array
+    volatile int* counts = new volatile int[label_order.size()]{};
+    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
     {
         // support vectors with the first class
         std::string out_first;
@@ -217,8 +218,8 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         #pragma omp critical
         {
             out.print("{}", out_first);
-            count++;
-            #pragma omp flush(count, out)
+            counts[0]++;
+            #pragma omp flush(counts, out)
         }
 
         for (std::size_t l = 1; l < label_order.size(); ++l) {
@@ -233,11 +234,8 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             }
             // wait for all threads to write support vectors for previous class
 #ifdef _OPENMP
-            while (count < omp_get_num_threads()) {
+            while (counts[l - 1] < omp_get_num_threads()) {
             }
-            #pragma omp master
-            count = 0;
-            #pragma omp barrier
 #else
             #pragma omp barrier
 #endif
@@ -245,11 +243,12 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             #pragma omp critical
             {
                 out.print("{}", out_first);
-                count++;
-                #pragma omp flush(count, out)
+                counts[l]++;
+                #pragma omp flush(counts, out)
             }
         }
     }
+    delete[] counts;
 }
 
 }
\ No newline at end of file

From 8493f5e412abf43dd7e234b07dd71b9d5c6ca6aa Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Jun 2022 10:58:07 +0200
Subject: [PATCH 0064/1010] Add support for a --version output containing some
 git information (if possible).

---
 CMakeLists.txt                                |  22 +-
 README.md                                     |   2 +
 cmake/git_watcher.cmake                       | 374 ++++++++++++++++++
 docs/plssvm-predict.1.in                      |   4 +
 docs/plssvm-train.1.in                        |   4 +
 .../version/git_metadata/git_metadata.hpp     |  72 ++++
 include/plssvm/version/version.hpp.in         |  12 +-
 src/plssvm/parameter_predict.cpp              |  21 +
 src/plssvm/parameter_train.cpp                |  21 +
 .../version/git_metadata/git_metadata.cpp.in  |  50 +++
 10 files changed, 574 insertions(+), 8 deletions(-)
 create mode 100644 cmake/git_watcher.cmake
 create mode 100644 include/plssvm/version/git_metadata/git_metadata.hpp
 create mode 100644 src/plssvm/version/git_metadata/git_metadata.cpp.in

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 0ae9f603e..aed5217d8 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -15,12 +15,6 @@ project("PLSSVM - Parallel Least Squares Support Vector Machine"
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/add_custom_build_type.cmake)
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
 
-## configure version file
-configure_file(
-        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp.in
-        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp
-        @ONLY
-)
 
 ########################################################################################################################
 ##                                      create and set necessary base properties                                      ##
@@ -42,7 +36,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
-)
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp)
 
 ## create base library: linked against all backend libraries
 set(PLSSVM_BASE_LIBRARY_NAME plssvm-base)
@@ -511,6 +505,20 @@ if(TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
 endif()
 
 
+########################################################################################################################
+##                                               configure version file                                               ##
+########################################################################################################################
+message(STATUS "Configuring version and git metadata.")
+set(PRE_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp.in")
+set(POST_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp")
+include(cmake/git_watcher.cmake)
+configure_file(
+        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp.in
+        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp
+        @ONLY
+)
+
+
 ########################################################################################################################
 ##                                                 generate man pages                                                 ##
 ########################################################################################################################
diff --git a/README.md b/README.md
index 7a6391353..b0fca2b1a 100644
--- a/README.md
+++ b/README.md
@@ -302,6 +302,7 @@ Usage:
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
+  -v, --version                 print version information
       --input training_set_file
                                 
       --model model_file 
@@ -362,6 +363,7 @@ Usage:
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
+  -v, --version                 print version information
       --test test_file          
       --model model_file        
       --output output_file
diff --git a/cmake/git_watcher.cmake b/cmake/git_watcher.cmake
new file mode 100644
index 000000000..32042687d
--- /dev/null
+++ b/cmake/git_watcher.cmake
@@ -0,0 +1,374 @@
+# git_watcher.cmake
+# https://raw.githubusercontent.com/andrew-hardin/cmake-git-version-tracking/master/git_watcher.cmake
+#
+# Released under the MIT License.
+# https://raw.githubusercontent.com/andrew-hardin/cmake-git-version-tracking/master/LICENSE
+
+
+# This file defines a target that monitors the state of a git repo.
+# If the state changes (e.g. a commit is made), then a file gets reconfigured.
+# Here are the primary variables that control script behavior:
+#
+#   PRE_CONFIGURE_FILE (REQUIRED)
+#   -- The path to the file that'll be configured.
+#
+#   POST_CONFIGURE_FILE (REQUIRED)
+#   -- The path to the configured PRE_CONFIGURE_FILE.
+#
+#   GIT_STATE_FILE (OPTIONAL)
+#   -- The path to the file used to store the previous build's git state.
+#      Defaults to the current binary directory.
+#
+#   GIT_WORKING_DIR (OPTIONAL)
+#   -- The directory from which git commands will be run.
+#      Defaults to the directory with the top level CMakeLists.txt.
+#
+#   GIT_EXECUTABLE (OPTIONAL)
+#   -- The path to the git executable. It'll automatically be set if the
+#      user doesn't supply a path.
+#
+#   GIT_FAIL_IF_NONZERO_EXIT (OPTIONAL)
+#   -- Raise a FATAL_ERROR if any of the git commands return a non-zero
+#      exit code. This is set to TRUE by default. You can set this to FALSE
+#      if you'd like the build to continue even if a git command fails.
+#
+#   GIT_IGNORE_UNTRACKED (OPTIONAL)
+#   -- Ignore the presence of untracked files when detecting if the
+#      working tree is dirty. This is set to FALSE by default.
+#
+# DESIGN
+#   - This script was designed similar to a Python application
+#     with a Main() function. I wanted to keep it compact to
+#     simplify "copy + paste" usage.
+#
+#   - This script is invoked under two CMake contexts:
+#       1. Configure time (when build files are created).
+#       2. Build time (called via CMake -P).
+#     The first invocation is what registers the script to
+#     be executed at build time.
+#
+# MODIFICATIONS
+#   You may wish to track other git properties like when the last
+#   commit was made. There are two sections you need to modify,
+#   and they're tagged with a ">>>" header.
+
+# Short hand for converting paths to absolute.
+macro(PATH_TO_ABSOLUTE var_name)
+    get_filename_component(${var_name} "${${var_name}}" ABSOLUTE)
+endmacro()
+
+# Check that a required variable is set.
+macro(CHECK_REQUIRED_VARIABLE var_name)
+    if(NOT DEFINED ${var_name})
+        message(FATAL_ERROR "The \"${var_name}\" variable must be defined.")
+    endif()
+    PATH_TO_ABSOLUTE(${var_name})
+endmacro()
+
+# Check that an optional variable is set, or, set it to a default value.
+macro(CHECK_OPTIONAL_VARIABLE_NOPATH var_name default_value)
+    if(NOT DEFINED ${var_name})
+        set(${var_name} ${default_value})
+    endif()
+endmacro()
+
+# Check that an optional variable is set, or, set it to a default value.
+# Also converts that path to an abspath.
+macro(CHECK_OPTIONAL_VARIABLE var_name default_value)
+    CHECK_OPTIONAL_VARIABLE_NOPATH(${var_name} ${default_value})
+    PATH_TO_ABSOLUTE(${var_name})
+endmacro()
+
+CHECK_REQUIRED_VARIABLE(PRE_CONFIGURE_FILE)
+CHECK_REQUIRED_VARIABLE(POST_CONFIGURE_FILE)
+CHECK_OPTIONAL_VARIABLE(GIT_STATE_FILE "${CMAKE_BINARY_DIR}/git-state-hash")
+CHECK_OPTIONAL_VARIABLE(GIT_WORKING_DIR "${CMAKE_SOURCE_DIR}")
+CHECK_OPTIONAL_VARIABLE_NOPATH(GIT_FAIL_IF_NONZERO_EXIT TRUE)
+CHECK_OPTIONAL_VARIABLE_NOPATH(GIT_IGNORE_UNTRACKED FALSE)
+
+# Check the optional git variable.
+# If it's not set, we'll try to find it using the CMake packaging system.
+if(NOT DEFINED GIT_EXECUTABLE)
+    find_package(Git QUIET REQUIRED)
+endif()
+CHECK_REQUIRED_VARIABLE(GIT_EXECUTABLE)
+
+
+set(_state_variable_names
+        GIT_RETRIEVED_STATE
+        GIT_HEAD_SHA1
+        GIT_IS_DIRTY
+        GIT_AUTHOR_NAME
+        GIT_AUTHOR_EMAIL
+        GIT_COMMIT_DATE_ISO8601
+        GIT_COMMIT_SUBJECT
+        GIT_COMMIT_BODY
+        GIT_DESCRIBE
+        GIT_BRANCH
+        # >>>
+        # 1. Add the name of the additional git variable you're interested in monitoring
+        #    to this list.
+        GIT_REMOTE_URL
+        )
+
+
+
+# Macro: RunGitCommand
+# Description: short-hand macro for calling a git function. Outputs are the
+#              "exit_code" and "output" variables. The "_permit_git_failure"
+#              variable can locally override the exit code checking- use it
+#              with caution.
+macro(RunGitCommand)
+    execute_process(COMMAND
+            "${GIT_EXECUTABLE}" ${ARGV}
+            WORKING_DIRECTORY "${_working_dir}"
+            RESULT_VARIABLE exit_code
+            OUTPUT_VARIABLE output
+            ERROR_VARIABLE stderr
+            OUTPUT_STRIP_TRAILING_WHITESPACE)
+    if(NOT exit_code EQUAL 0 AND NOT _permit_git_failure)
+        set(ENV{GIT_RETRIEVED_STATE} "false")
+
+        # Issue 26: git info not properly set
+        #
+        # Check if we should fail if any of the exit codes are non-zero.
+        # Most methods have a fall-back default value that's used in case of non-zero
+        # exit codes. If you're feeling risky, disable this safety check and use
+        # those default values.
+        if(GIT_FAIL_IF_NONZERO_EXIT )
+            string(REPLACE ";" " " args_with_spaces "${ARGV}")
+            message(FATAL_ERROR "${stderr} (${GIT_EXECUTABLE} ${args_with_spaces})")
+        endif()
+    endif()
+endmacro()
+
+
+
+# Function: GetGitState
+# Description: gets the current state of the git repo.
+# Args:
+#   _working_dir (in)  string; the directory from which git commands will be executed.
+function(GetGitState _working_dir)
+
+    # This is an error code that'll be set to FALSE if the
+    # RunGitCommand ever returns a non-zero exit code.
+    set(ENV{GIT_RETRIEVED_STATE} "true")
+
+    # Get whether or not the working tree is dirty.
+    if (GIT_IGNORE_UNTRACKED)
+        set(untracked_flag "-uno")
+    else()
+        set(untracked_flag "-unormal")
+    endif()
+    RunGitCommand(status --porcelain ${untracked_flag})
+    if(NOT exit_code EQUAL 0)
+        set(ENV{GIT_IS_DIRTY} "false")
+    else()
+        if(NOT "${output}" STREQUAL "")
+            set(ENV{GIT_IS_DIRTY} "true")
+        else()
+            set(ENV{GIT_IS_DIRTY} "false")
+        endif()
+    endif()
+
+    # There's a long list of attributes grabbed from git show.
+    set(object HEAD)
+    RunGitCommand(show -s "--format=%H" ${object})
+    if(exit_code EQUAL 0)
+        set(ENV{GIT_HEAD_SHA1} ${output})
+    endif()
+
+    RunGitCommand(show -s "--format=%an" ${object})
+    if(exit_code EQUAL 0)
+        set(ENV{GIT_AUTHOR_NAME} "${output}")
+    endif()
+
+    RunGitCommand(show -s "--format=%ae" ${object})
+    if(exit_code EQUAL 0)
+        set(ENV{GIT_AUTHOR_EMAIL} "${output}")
+    endif()
+
+    RunGitCommand(show -s "--format=%ci" ${object})
+    if(exit_code EQUAL 0)
+        set(ENV{GIT_COMMIT_DATE_ISO8601} "${output}")
+    endif()
+
+    RunGitCommand(show -s "--format=%s" ${object})
+    if(exit_code EQUAL 0)
+        # Escape \
+        string(REPLACE "\\" "\\\\" output "${output}")
+        # Escape quotes
+        string(REPLACE "\"" "\\\"" output "${output}")
+        set(ENV{GIT_COMMIT_SUBJECT} "${output}")
+    endif()
+
+    RunGitCommand(show -s "--format=%b" ${object})
+    if(exit_code EQUAL 0)
+        if(output)
+            # Escape \
+            string(REPLACE "\\" "\\\\" output "${output}")
+            # Escape quotes
+            string(REPLACE "\"" "\\\"" output "${output}")
+            # Escape line breaks in the commit message.
+            string(REPLACE "\r\n" "\\r\\n\\\r\n" safe "${output}")
+            if(safe STREQUAL output)
+                # Didn't have windows lines - try unix lines.
+                string(REPLACE "\n" "\\n\\\n" safe "${output}")
+            endif()
+        else()
+            # There was no commit body - set the safe string to empty.
+            set(safe "")
+        endif()
+        set(ENV{GIT_COMMIT_BODY} "${safe}")
+    else()
+        set(ENV{GIT_COMMIT_BODY} "") # empty string.
+    endif()
+
+    # Get output of git describe
+    RunGitCommand(describe --always ${object})
+    if(NOT exit_code EQUAL 0)
+        set(ENV{GIT_DESCRIBE} "unknown")
+    else()
+        set(ENV{GIT_DESCRIBE} "${output}")
+    endif()
+
+    # Convert HEAD to a symbolic ref. This can fail, in which case we just
+    # set that variable to HEAD.
+    set(_permit_git_failure ON)
+    RunGitCommand(symbolic-ref --short -q ${object})
+    unset(_permit_git_failure)
+    if(NOT exit_code EQUAL 0)
+        set(ENV{GIT_BRANCH} "${object}")
+    else()
+        set(ENV{GIT_BRANCH} "${output}")
+    endif()
+
+    # >>>
+    # 2. Additional git properties can be added here via the
+    #    "execute_process()" command. Be sure to set them in
+    #    the environment using the same variable name you added
+    #    to the "_state_variable_names" list.
+    RunGitCommand(config --get remote.origin.url)
+    if(NOT exit_code EQUAL 0)
+        set(ENV{GIT_REMOTE_URL} "unknown")
+    else()
+        set(ENV{GIT_REMOTE_URL} "${output}")
+    endif()
+
+endfunction()
+
+
+
+# Function: GitStateChangedAction
+# Description: this function is executed when the state of the git
+#              repository changes (e.g. a commit is made).
+function(GitStateChangedAction)
+    foreach(var_name ${_state_variable_names})
+        set(${var_name} $ENV{${var_name}})
+    endforeach()
+    configure_file("${PRE_CONFIGURE_FILE}" "${POST_CONFIGURE_FILE}" @ONLY)
+endfunction()
+
+
+
+# Function: HashGitState
+# Description: loop through the git state variables and compute a unique hash.
+# Args:
+#   _state (out)  string; a hash computed from the current git state.
+function(HashGitState _state)
+    set(ans "")
+    foreach(var_name ${_state_variable_names})
+        string(SHA256 ans "${ans}$ENV{${var_name}}")
+    endforeach()
+    set(${_state} ${ans} PARENT_SCOPE)
+endfunction()
+
+
+
+# Function: CheckGit
+# Description: check if the git repo has changed. If so, update the state file.
+# Args:
+#   _working_dir    (in)  string; the directory from which git commands will be ran.
+#   _state_changed (out)    bool; whether or no the state of the repo has changed.
+function(CheckGit _working_dir _state_changed)
+
+    # Get the current state of the repo.
+    GetGitState("${_working_dir}")
+
+    # Convert that state into a hash that we can compare against
+    # the hash stored on-disk.
+    HashGitState(state)
+
+    # Issue 14: post-configure file isn't being regenerated.
+    #
+    # Update the state to include the SHA256 for the pre-configure file.
+    # This forces the post-configure file to be regenerated if the
+    # pre-configure file has changed.
+    file(SHA256 ${PRE_CONFIGURE_FILE} preconfig_hash)
+    string(SHA256 state "${preconfig_hash}${state}")
+
+    # Check if the state has changed compared to the backup on disk.
+    if(EXISTS "${GIT_STATE_FILE}")
+        file(READ "${GIT_STATE_FILE}" OLD_HEAD_CONTENTS)
+        if(OLD_HEAD_CONTENTS STREQUAL "${state}")
+            # State didn't change.
+            set(${_state_changed} "false" PARENT_SCOPE)
+            return()
+        endif()
+    endif()
+
+    # The state has changed.
+    # We need to update the state file on disk.
+    # Future builds will compare their state to this file.
+    file(WRITE "${GIT_STATE_FILE}" "${state}")
+    set(${_state_changed} "true" PARENT_SCOPE)
+endfunction()
+
+
+
+# Function: SetupGitMonitoring
+# Description: this function sets up custom commands that make the build system
+#              check the state of git before every build. If the state has
+#              changed, then a file is configured.
+function(SetupGitMonitoring)
+    add_custom_target(check_git
+            ALL
+            DEPENDS ${PRE_CONFIGURE_FILE}
+            BYPRODUCTS
+            ${POST_CONFIGURE_FILE}
+            ${GIT_STATE_FILE}
+            COMMENT "Checking the git repository for changes..."
+            COMMAND
+            ${CMAKE_COMMAND}
+            -D_BUILD_TIME_CHECK_GIT=TRUE
+            -DGIT_WORKING_DIR=${GIT_WORKING_DIR}
+            -DGIT_EXECUTABLE=${GIT_EXECUTABLE}
+            -DGIT_STATE_FILE=${GIT_STATE_FILE}
+            -DPRE_CONFIGURE_FILE=${PRE_CONFIGURE_FILE}
+            -DPOST_CONFIGURE_FILE=${POST_CONFIGURE_FILE}
+            -DGIT_FAIL_IF_NONZERO_EXIT=${GIT_FAIL_IF_NONZERO_EXIT}
+            -DGIT_IGNORE_UNTRACKED=${GIT_IGNORE_UNTRACKED}
+            -P "${CMAKE_CURRENT_LIST_FILE}")
+endfunction()
+
+
+
+# Function: Main
+# Description: primary entry-point to the script. Functions are selected based
+#              on whether it's configure or build time.
+function(Main)
+    if(_BUILD_TIME_CHECK_GIT)
+        # Check if the repo has changed.
+        # If so, run the change action.
+        CheckGit("${GIT_WORKING_DIR}" changed)
+        if(changed OR NOT EXISTS "${POST_CONFIGURE_FILE}")
+            GitStateChangedAction()
+        endif()
+    else()
+        # >> Executes at configure time.
+        SetupGitMonitoring()
+    endif()
+endfunction()
+
+# And off we go...
+Main()
diff --git a/docs/plssvm-predict.1.in b/docs/plssvm-predict.1.in
index f660e7e62..2957b3a75 100644
--- a/docs/plssvm-predict.1.in
+++ b/docs/plssvm-predict.1.in
@@ -30,6 +30,10 @@ quiet mode (no outputs)
 .B -h, --help
 print this helper message
 
+.TP
+.B -v, --version
+print version information
+
 .TP
 .B --test test_file
 the file containing the test data points
diff --git a/docs/plssvm-train.1.in b/docs/plssvm-train.1.in
index f2d5e4186..88ea81b5b 100644
--- a/docs/plssvm-train.1.in
+++ b/docs/plssvm-train.1.in
@@ -57,6 +57,10 @@ quiet mode (no outputs)
 .B -h, --help
 print this helper message
 
+.TP
+.B -v, --version
+print version information
+
 .TP
 .B --input training_set_file
 the file containing the training data points
diff --git a/include/plssvm/version/git_metadata/git_metadata.hpp b/include/plssvm/version/git_metadata/git_metadata.hpp
new file mode 100644
index 000000000..844b778fb
--- /dev/null
+++ b/include/plssvm/version/git_metadata/git_metadata.hpp
@@ -0,0 +1,72 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements compile-time constants to query git information.
+*/
+
+#pragma once
+
+#include <string_view>
+
+namespace plssvm::version::git_metadata {
+
+/**
+ * @brief Check whether the metadata has been successfully populated.
+ * @detail There may be no metadata of there wasn't a .git directory (e.g., downloaded source code without revision history).
+ * @return `true` if the metadata has been successfully populated, otherwise `false` ([[nodiscard]])
+ */
+[[nodiscard]] bool is_populated();
+/**
+ * @brief Check whether there are any uncommitted changes that won't be reflected in the CommitID.
+ * @return `true` if there are uncommitted changes, otherwise `false` ([[nodiscard]])
+ */
+[[nodiscard]] bool has_uncommitted_changes();
+/**
+ * @brief The name of the author of this commit.
+ * @return the configured name ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view author_name();
+/**
+ * @brief The E-Mail of the author of this commit.
+ * @return the configured E-Mail ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view author_email();
+/**
+ * @brief The full has of the current commit.
+ * @return the configured commit hash ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view commit_sha1();
+/**
+ * @brief The ISE08601 commit date.
+ * @return the configured commit date ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view commit_date();
+/**
+ * @brief The commit subject.
+ * @return the configured subject ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view commit_subject();
+/**
+ * @brief The commit body.
+ * @return the configured body ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view commit_body();
+/**
+ * @brief The commit description.
+ * @return the configured description ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view describe();
+/**
+ * @brief The symbolic reference tied to HEAD.
+ * @return the configured current branch name ([[nodiscard]])
+ */
+[[nodiscard]] std::string_view branch();
+
+[[nodiscard]] std::string_view remote_url();
+
+}
\ No newline at end of file
diff --git a/include/plssvm/version/version.hpp.in b/include/plssvm/version/version.hpp.in
index 1c8577972..12562076b 100644
--- a/include/plssvm/version/version.hpp.in
+++ b/include/plssvm/version/version.hpp.in
@@ -25,7 +25,7 @@ constexpr std::string_view name = "@PROJECT_NAME@";
  * @brief The current version of the library in the form: "major.minor.patch".
  * @details The value gets automatically set during the [`CMake`](https://cmake.org/) configuration step.
  */
-constexpr std::string_view string = "@PROJECT_VERSION@";
+constexpr std::string_view version = "@PROJECT_VERSION@";
 
 /**
  * @brief The current major version of the library.
@@ -45,4 +45,14 @@ constexpr int minor = @PROJECT_VERSION_MINOR@;
  */
 constexpr int patch = @PROJECT_VERSION_PATCH@;
 
+namespace detail {
+
+/**
+ * @brief The provided target platforms to use.
+ * @details The value gets automatically set during the [`CMake`](https://cmake.org/) configuration step.
+ */
+constexpr std::string_view target_platforms = "@PLSSVM_TARGET_PLATFORMS@";
+
+}
+
 }  // namespace plssvm::version
\ No newline at end of file
diff --git a/src/plssvm/parameter_predict.cpp b/src/plssvm/parameter_predict.cpp
index 14318d61a..bdb3bd770 100644
--- a/src/plssvm/parameter_predict.cpp
+++ b/src/plssvm/parameter_predict.cpp
@@ -11,6 +11,8 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/parameter.hpp"                          // plssvm::parameter
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata{is_populated, commit_sha1, commit_date, branch}
+#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version, target_platforms}
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -52,6 +54,7 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
 #endif
             ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(print_info)->default_value(fmt::format("{}", !print_info)))
             ("h,help", "print this helper message", cxxopts::value<bool>())
+            ("v,version", "print version information", cxxopts::value<bool>())
             ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
             ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
             ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
@@ -73,6 +76,24 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
         std::exit(EXIT_SUCCESS);
     }
 
+    // print version info
+    if (result.count("version")) {
+        fmt::print("plssvm-predict v{} ", version::version);
+        if (version::git_metadata::is_populated()) {
+            std::string_view date = version::git_metadata::commit_date();
+            date.remove_suffix(date.size() - date.find_last_of(' '));
+            fmt::print("({} {} {} ({}))", version::git_metadata::remote_url(), version::git_metadata::branch(), version::git_metadata::commit_sha1(), date);
+        }
+        fmt::print("\n\n{}\n", version::name);
+        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+        fmt::print("  available SYCL implementations: {}\n", sycl::list_available_sycl_implementations());
+#endif
+        fmt::print("\nCopyright(C) 2018-today The PLSSVM project - All Rights Reserved\nThis is free software distributed under the MIT license; see the source for more information.\n");
+        std::exit(EXIT_SUCCESS);
+    }
+
     // parse backend_type and cast the value to the respective enum
     backend = result["backend"].as<decltype(backend)>();
 
diff --git a/src/plssvm/parameter_train.cpp b/src/plssvm/parameter_train.cpp
index f4baab21d..fe3ae0119 100644
--- a/src/plssvm/parameter_train.cpp
+++ b/src/plssvm/parameter_train.cpp
@@ -13,6 +13,8 @@
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata{is_populated, commit_sha1, commit_date, branch}
+#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version, target_platforms}
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -59,6 +61,7 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
 #endif
             ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(print_info)->default_value(fmt::format("{}", !print_info)))
             ("h,help", "print this helper message", cxxopts::value<bool>())
+            ("v,version", "print version information", cxxopts::value<bool>())
             ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
             ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
     // clang-format on
@@ -79,6 +82,24 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
         std::exit(EXIT_SUCCESS);
     }
 
+    // print version info
+    if (result.count("version")) {
+        fmt::print("plssvm-train v{} ", version::version);
+        if (version::git_metadata::is_populated()) {
+            std::string_view date = version::git_metadata::commit_date();
+            date.remove_suffix(date.size() - date.find_last_of(' '));
+            fmt::print("({} {} {} ({}))", version::git_metadata::remote_url(), version::git_metadata::branch(), version::git_metadata::commit_sha1(), date);
+        }
+        fmt::print("\n\n{}\n", version::name);
+        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+        fmt::print("  available SYCL implementations: {}\n", sycl::list_available_sycl_implementations());
+#endif
+        fmt::print("\nCopyright(C) 2018-today The PLSSVM project - All Rights Reserved\nThis is free software distributed under the MIT license; see the source for more information.\n");
+        std::exit(EXIT_SUCCESS);
+    }
+
     // parse kernel_type and cast the value to the respective enum
     kernel = result["kernel_type"].as<decltype(kernel)>();
 
diff --git a/src/plssvm/version/git_metadata/git_metadata.cpp.in b/src/plssvm/version/git_metadata/git_metadata.cpp.in
new file mode 100644
index 000000000..4e0bb9696
--- /dev/null
+++ b/src/plssvm/version/git_metadata/git_metadata.cpp.in
@@ -0,0 +1,50 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/version/detail/git_metadata.hpp"
+
+#include <string_view>
+
+
+namespace plssvm::version::git_metadata {
+
+bool is_populated() {
+    return @GIT_RETRIEVED_STATE@;
+}
+bool has_uncommitted_changes() {
+    return @GIT_IS_DIRTY@;
+}
+std::string_view author_name() {
+    return "@GIT_AUTHOR_NAME@";
+}
+std::string_view author_email() {
+    return "@GIT_AUTHOR_EMAIL@";
+}
+std::string_view commit_sha1() {
+    return "@GIT_HEAD_SHA1@";
+}
+std::string_view commit_date() {
+    return "@GIT_COMMIT_DATE_ISO8601@";
+}
+std::string_view commit_subject() {
+    return "@GIT_COMMIT_SUBJECT@";
+}
+std::string_view commit_body() {
+    return "@GIT_COMMIT_BODY@";
+}
+std::string_view describe() {
+    return "@GIT_DESCRIBE@";
+}
+std::string_view branch() {
+    return "@GIT_BRANCH@";
+}
+std::string_view remote_url() {
+    return "@GIT_REMOTE_URL@";
+}
+
+}
\ No newline at end of file

From 319d34b6d438ad3e33d99088ec3dc20d95823a06 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Jun 2022 11:37:32 +0200
Subject: [PATCH 0065/1010] Add generated source to gitignore and fix wrong
 include.

---
 .gitignore                                          | 2 ++
 src/plssvm/version/git_metadata/git_metadata.cpp.in | 2 +-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index cfb373f3b..0e6e06f75 100644
--- a/.gitignore
+++ b/.gitignore
@@ -66,6 +66,8 @@ tests/backends/autogenerated/*
 
 # auto-generated version header
 include/plssvm/version/version.hpp
+# auto-generated git source
+src/plssvm/version/git_metadata/git_metadata.cpp
 
 # generated documentation
 !docs/
diff --git a/src/plssvm/version/git_metadata/git_metadata.cpp.in b/src/plssvm/version/git_metadata/git_metadata.cpp.in
index 4e0bb9696..3afcefee3 100644
--- a/src/plssvm/version/git_metadata/git_metadata.cpp.in
+++ b/src/plssvm/version/git_metadata/git_metadata.cpp.in
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/version/detail/git_metadata.hpp"
+#include "plssvm/version/git_metadata/git_metadata.hpp"
 
 #include <string_view>
 

From ae8cb9949feb1f928a1f558c457b721d0baa8a2c Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 15 Jun 2022 15:26:22 +0200
Subject: [PATCH 0066/1010] split test into different folders ->to get test
 outputs of all tests and not only the last one

---
 .jenkins/Jenkinsfile-Tests-CPU        | 36 +++++++++++------------
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 42 +++++++++++++--------------
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 42 +++++++++++++--------------
 3 files changed, 60 insertions(+), 60 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 6771b0581..b9ed0c984 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -91,8 +91,8 @@ pipeline {
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module use /home/breyerml/.modulefiles/
                         module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_OpenMP
+                        cd build/Release_OpenMP
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
                         make -j4
@@ -105,7 +105,7 @@ pipeline {
                 dir('plssvm') {
                     warnError('Release tests failed!') {
                         sh '''
-                            cd build/Release
+                            cd build/Release_OpenMP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -122,8 +122,8 @@ pipeline {
                         export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
                         module use /home/breyerml/.modulefiles/
                         module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_OpenCL
+                        cd build/Release_OpenCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
                         make -j4
@@ -139,7 +139,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             spack load pocl
                             export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
-                            cd build/Release
+                            cd build/Release_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -154,8 +154,8 @@ pipeline {
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module use /home/breyerml/.modulefiles/
                         module load network_hipsycl_cpu_2
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_hipSYCL
+                        cd build/Release_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
                         make -j4
@@ -171,7 +171,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module use /home/breyerml/.modulefiles/
                             module load network_hipsycl_cpu_2
-                            cd build/Release
+                            cd build/Release_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -221,8 +221,8 @@ pipeline {
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module use /home/breyerml/.modulefiles/
                         module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_OpenMP
+                        cd build/Debug_OpenMP
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -235,7 +235,7 @@ pipeline {
                 dir('plssvm') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            cd build/Debug
+                            cd build/Debug_OpenMP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -252,8 +252,8 @@ pipeline {
                         export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
                         module use /home/breyerml/.modulefiles/
                         module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_OpenCL
+                        cd build/Debug_OpenCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -269,7 +269,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             spack load pocl
                             export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
-                            cd build/Debug
+                            cd build/Debug_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -284,8 +284,8 @@ pipeline {
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module use /home/breyerml/.modulefiles/
                         module load network_hipsycl_cpu_2
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_hipSYCL
+                        cd build/Debug_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -301,7 +301,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module use /home/breyerml/.modulefiles/
                             module load network_hipsycl_cpu_2
-                            cd build/Debug
+                            cd build/Debug_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index b933c9169..50d3f94e6 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -92,8 +92,8 @@ pipeline {
                         module use /home/breyerml/.modulefiles/
                         module load plssvm/pcsgs09/hip
                         module load plssvm/pcsgs09/dpcpp
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_HIP
+                        cd build/Release_HIP
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
                         make -j4
@@ -110,7 +110,7 @@ pipeline {
                             module use /home/breyerml/.modulefiles/
                             module load plssvm/pcsgs09/hip
                             module load plssvm/pcsgs09/dpcpp
-                            cd build/Release
+                            cd build/Release_HIP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -126,8 +126,8 @@ pipeline {
                         module use /home/breyerml/.modulefiles/
                         module load plssvm/pcsgs09/hip
                         module load plssvm/pcsgs09/dpcpp
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_OpenCL
+                        cd build/Release_OpenCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/include/sycl -DOpenCL_LIBRARY=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
                         make -j4
@@ -144,7 +144,7 @@ pipeline {
                             module use /home/breyerml/.modulefiles/
                             module load plssvm/pcsgs09/hip
                             module load plssvm/pcsgs09/dpcpp
-                            cd build/Release
+                            cd build/Release_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -160,8 +160,8 @@ pipeline {
                         module use /home/breyerml/.modulefiles/
                         module load plssvm/pcsgs09/hip
                         module load plssvm/pcsgs09/hipsycl
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_hipSYCL
+                        cd build/Release_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON ../../
                         make -j4
@@ -178,7 +178,7 @@ pipeline {
                             module use /home/breyerml/.modulefiles/
                             module load plssvm/pcsgs09/hip
                             module load plssvm/pcsgs09/hipsycl
-                            cd build/Release
+                            cd build/Release_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -194,8 +194,8 @@ pipeline {
                         module use /home/breyerml/.modulefiles/
                         module load plssvm/pcsgs09/hip
                         module load plssvm/pcsgs09/dpcpp
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_DPCPP
+                        cd build/Release_DPCPP
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON ../../
                         make -j4
@@ -211,7 +211,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module use /home/breyerml/.modulefiles/
                             module load plssvm/pcsgs09/dpcpp
-                            cd build/Release
+                            cd build/Release_DPCPP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -262,8 +262,8 @@ pipeline {
                         module use /home/breyerml/.modulefiles/
                         module load plssvm/pcsgs09/hip
                         module load plssvm/pcsgs09/dpcpp
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_HIP
+                        cd build/Debug_HIP
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -280,7 +280,7 @@ pipeline {
                             module use /home/breyerml/.modulefiles/
                             module load plssvm/pcsgs09/hip
                             module load plssvm/pcsgs09/dpcpp
-                            cd build/Debug
+                            cd build/Debug_HIP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -296,8 +296,8 @@ pipeline {
                         module use /home/breyerml/.modulefiles/
                         module load plssvm/pcsgs09/hip
                         module load plssvm/pcsgs09/dpcpp
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_OpenCL
+                        cd build/Debug_OpenCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/include/sycl -DOpenCL_LIBRARY=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -314,7 +314,7 @@ pipeline {
                             module use /home/breyerml/.modulefiles/
                             module load plssvm/pcsgs09/hip
                             module load plssvm/pcsgs09/dpcpp
-                            cd build/Debug
+                            cd build/Debug_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -330,8 +330,8 @@ pipeline {
                         module use /home/breyerml/.modulefiles/
                         module load plssvm/pcsgs09/hip
                         module load plssvm/pcsgs09/hipsycl
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_hipSYCL
+                        cd build/Debug_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -348,7 +348,7 @@ pipeline {
                             module use /home/breyerml/.modulefiles/
                             module load plssvm/pcsgs09/hip
                             module load plssvm/pcsgs09/hipsycl
-                            cd build/Debug
+                            cd build/Debug_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 8631b09d4..fbc06469e 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -89,8 +89,8 @@ pipeline {
                     sh '''
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_CUDA
+                        cd build/Release_CUDA
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
                         make -j4
@@ -104,7 +104,7 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            cd build/Release
+                            cd build/Release_CUDA
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -118,8 +118,8 @@ pipeline {
                     sh '''
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_OpenCL
+                        cd build/Release_OpenCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
                         make -j4
@@ -133,7 +133,7 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            cd build/Release
+                            cd build/Release_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -148,8 +148,8 @@ pipeline {
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module use /home/breyerml/.modulefiles/
                         module load network_hipsycl_cuda
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_hipSYCL
+                        cd build/Release_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
                         make -j4
@@ -165,7 +165,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module use /home/breyerml/.modulefiles/
                             module load network_hipsycl_cuda
-                            cd build/Release
+                            cd build/Release_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -180,8 +180,8 @@ pipeline {
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module use /home/breyerml/.modulefiles/
                         module load network_dpcpp_cuda
-                        mkdir -p build/Release
-                        cd build/Release
+                        mkdir -p build/Release_dpcpp
+                        cd build/Release_dpcpp
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
                         make -j4
@@ -197,7 +197,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module use /home/breyerml/.modulefiles/
                             module load network_dpcpp_cuda
-                            cd build/Release
+                            cd build/Release_dpcpp
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -276,8 +276,8 @@ pipeline {
                     sh '''
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_CUDA
+                        cd build/Debug_CUDA
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -292,7 +292,7 @@ pipeline {
                         sh '''
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module load cuda/11.2.2
-                            cd build/Debug
+                            cd build/Debug_CUDA
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -306,8 +306,8 @@ pipeline {
                     sh '''
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_OpenCL
+                        cd build/Debug_OpenCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -322,7 +322,7 @@ pipeline {
                         sh '''
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module load cuda/11.2.2
-                            cd build/Debug
+                            cd build/Debug_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -337,8 +337,8 @@ pipeline {
                         source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                         module use /home/breyerml/.modulefiles/
                         module load network_hipsycl_cuda
-                        mkdir -p build/Debug
-                        cd build/Debug
+                        mkdir -p build/Debug_hipSYCL
+                        cd build/Debug_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
@@ -354,7 +354,7 @@ pipeline {
                             source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module use /home/breyerml/.modulefiles/
                             module load network_hipsycl_cuda
-                            cd build/Debug
+                            cd build/Debug_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }

From eee18b1060067e12867ce3596d8abe6d609fd249 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 17 Jun 2022 12:03:32 +0200
Subject: [PATCH 0067/1010] fix hipsycl compile bug fmt join for
 sycl::list_available_sycl_implementations in version output

---
 src/plssvm/parameter_predict.cpp | 3 ++-
 src/plssvm/parameter_train.cpp   | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/parameter_predict.cpp b/src/plssvm/parameter_predict.cpp
index bdb3bd770..d9fe2f0e6 100644
--- a/src/plssvm/parameter_predict.cpp
+++ b/src/plssvm/parameter_predict.cpp
@@ -88,7 +88,8 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
         fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
         fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-        fmt::print("  available SYCL implementations: {}\n", sycl::list_available_sycl_implementations());
+        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
+
 #endif
         fmt::print("\nCopyright(C) 2018-today The PLSSVM project - All Rights Reserved\nThis is free software distributed under the MIT license; see the source for more information.\n");
         std::exit(EXIT_SUCCESS);
diff --git a/src/plssvm/parameter_train.cpp b/src/plssvm/parameter_train.cpp
index fe3ae0119..48b134f87 100644
--- a/src/plssvm/parameter_train.cpp
+++ b/src/plssvm/parameter_train.cpp
@@ -94,7 +94,7 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
         fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
         fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-        fmt::print("  available SYCL implementations: {}\n", sycl::list_available_sycl_implementations());
+        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
 #endif
         fmt::print("\nCopyright(C) 2018-today The PLSSVM project - All Rights Reserved\nThis is free software distributed under the MIT license; see the source for more information.\n");
         std::exit(EXIT_SUCCESS);

From 65fd8301d0076e07141157021a33a92a48f42cf5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Jun 2022 14:17:54 +0200
Subject: [PATCH 0068/1010] Set permissions of the OpenCL kernel caching folder
 such that everyone has read and write access.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 0273b3ffe..7011c88c4 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -239,7 +239,9 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
     std::vector<std::size_t> binary_sizes(contexts[0].devices.size());
     std::vector<unsigned char *> binaries(contexts[0].devices.size());
 
+    // create caching folder in the temporary directory and change the permissions such that everybody has read/write access
     const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache" / fmt::format("{}_{}", target, checksum);
+    std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all);
 
     // potential reasons why OpenCL caching could fail
     enum class caching_status {

From 8c2ac70bfeb7dd6eb29c4961e5d8a51b166f2f51 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Jun 2022 16:02:34 +0200
Subject: [PATCH 0069/1010] If the given --output path is a directory, create a
 new data file with the default name inside this directory.

---
 utility_scripts/generate_data.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index ec6783794..8396fb7d2 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -10,6 +10,7 @@
 
 import argparse
 from timeit import default_timer as timer
+import os
 
 # data set creation
 from sklearn.datasets import make_classification
@@ -80,8 +81,11 @@
 print("Saving samples... ", end="", flush=True)
 start_time = timer()
 # set file names
-rawfile = args.output if args.output is not None else "{}x{}".format(
-    args.samples, args.features)
+if args.output is not None:
+    rawfile = os.path.join(args.output, "{}x{}".format(args.samples, args.features)) if os.path.isdir(args.output) else args.output
+else:
+    rawfile = "{}x{}".format(args.samples, args.features)
+
 if rawfile.endswith(args.format):
     rawfile = rawfile[:-(len(args.format)+1)]
 file = rawfile + "." + args.format

From 8c16c4ab923386e40c3d4846893218754cf5ca5b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Jun 2022 16:08:08 +0200
Subject: [PATCH 0070/1010] Add csv file format to the generate_data.py script.

---
 utility_scripts/generate_data.py | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index 8396fb7d2..b91d3efc2 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -24,7 +24,7 @@
 parser.add_argument(
     "--output", help="the output file to write the samples to (without extension)")
 parser.add_argument(
-    "--format", help="the file format; either arff or libsvm", required=True)
+    "--format", help="the file format; either arff, libsvm, or csv", required=True)
 parser.add_argument("--problem", help="the problem to solve; one of: blobs, blobs_merged, planes, planes_merged, ball",
                     default="blobs")
 parser.add_argument(
@@ -128,6 +128,15 @@ def dump_arff_file(out_data, out_file, relation):
     dump_arff_file(data[:args.samples, :], file, 'train data set')
     if args.test_samples > 0:
         dump_arff_file(data[args.samples:, :], test_file, 'test data set')
+elif args.format == "csv":
+    import numpy
+    # concatenate features and labels of the training data set
+    data = numpy.c_[samples, labels]
+    numpy.savetxt(file, data[:args.samples, :], delimiter=',')
+    # concatenate features and labels of the test data set if necessary
+    if args.test_samples > 0:
+        data = numpy.c_[samples, labels]
+        numpy.savetxt(test_file, data[args.samples:, :], delimiter=',')
 else:
     raise RuntimeError("Only arff and libsvm supported as file format!")
 

From c3d4d4d9ac3177872fe2a1007c6c3ed17bead632 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 14:23:02 +0200
Subject: [PATCH 0071/1010] Fix performance regression in read_libsvm_file.

---
 include/plssvm/data_set.hpp                 | 4 ++--
 include/plssvm/detail/io/libsvm_parsing.hpp | 9 ++++++---
 include/plssvm/model.hpp                    | 4 ++--
 3 files changed, 10 insertions(+), 7 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index d1176b1c2..bdff085fa 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -480,11 +480,11 @@ void data_set<T, U>::read_libsvm_file(const std::string &filename) {
     num_data_points_ = f.num_lines();
     num_features_ = detail::io::parse_libsvm_num_features(f, num_data_points_, 0);
 
-    std::vector<std::vector<real_type>> X(num_data_points_, std::vector<real_type>(num_features_));
+    std::vector<std::vector<real_type>> X(num_data_points_);
     std::vector<label_type> labels(num_data_points_);
 
     // parse file
-    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels);
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels, num_features_);
 
     // move data to pointers
     X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 57a2c25fb..9634f850d 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -77,11 +77,11 @@ inline std::size_t parse_libsvm_num_features(file_reader &reader, const std::siz
 }
 
 template <typename real_type, typename label_type>
-inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y) {
+inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y, const std::size_t num_features) {
     std::exception_ptr parallel_exception;
     bool has_label = true;
 
-    #pragma omp parallel default(none) shared(reader, start, X, y, parallel_exception, has_label)
+    #pragma omp parallel default(none) shared(reader, start, X, y, parallel_exception, has_label) firstprivate(num_features)
     {
         #pragma omp for reduction(&& : has_label)
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X.size(); ++i) {
@@ -101,6 +101,7 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
                 }
 
                 // get data
+                std::vector<real_type> vline(num_features);
                 while (true) {
                     std::string_view::size_type next_pos = line.find_first_of(':', pos);
                     // no further data points
@@ -120,9 +121,11 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
 
                     // get value
                     next_pos = line.find_first_of(' ', pos);
-                    X[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    vline[index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                     pos = next_pos;
                 }
+                // move filled line to overall matrix
+                X[i] = std::move(vline);
             } catch (const std::exception &) {
                 // catch first exception and store it
                 #pragma omp critical
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index b2b5ed2b1..d5eef4769 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -84,11 +84,11 @@ model<T, U>::model(const std::string &filename) {
 
     // create support vectors and alpha pointer
     num_features_ = detail::io::parse_libsvm_num_features(f, num_support_vectors_, header + 1);
-    std::vector<std::vector<real_type>> support_vectors(num_support_vectors_, std::vector<real_type>(num_features_));
+    std::vector<std::vector<real_type>> support_vectors(num_support_vectors_);
     alpha_ptr_ = std::make_shared<std::vector<real_type>>(num_support_vectors_);
 
     // parse libsvm model data
-    detail::io::read_libsvm_data(f, header + 1, support_vectors, *alpha_ptr_);
+    detail::io::read_libsvm_data(f, header + 1, support_vectors, *alpha_ptr_, num_features_);
 
     // create data set
     data_ = data_set<real_type, label_type>{ std::move(support_vectors), std::move(data_labels) };

From 74ef728498359904303736734ca626e50376a543 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 15:12:25 +0200
Subject: [PATCH 0072/1010] Reduce memory consumption and potentially improve
 performance (-> needs tests and benchmarks).

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 74 +++++++++++++++----
 include/plssvm/model.hpp                      |  2 +-
 2 files changed, 59 insertions(+), 17 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 9550189e7..6d9294f26 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -13,6 +13,7 @@
 #include <algorithm>    // std::min
 #include <cstddef>      // std::size_t
 #include <numeric>      // std::accumulate
+#include <memory>       // std::unique_ptr
 #include <sstream>      // std::stringstream
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -179,22 +180,33 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order) {
+inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order, const std::size_t num_features) {
+    // the maximum size of one formatted LIBSVM entry, e.g., 1234:1.365363e+10
+    // biggest number representable as std::size_t: 18446744073709551615 -> 20 chars
+    // scientific notation: 3 chars (number in front of decimal separator including a sign + decimal separator) + 10 chars (part after the decimal separator, specified during formatting) +
+    //                      5 chars exponent (e + sign + maximum potential exponent (308 -> 3 digits)
+    // separators: 2 chars (: between index and feature + whitespace after feature value)
+    // -> 40 chars in total
+    // -> increased to 48 chars to be on the safe side
+    constexpr std::size_t CHARS_PER_BLOCK = 48;
+    // results in 48 B * 128 B = 6 KiB stack buffer per thread
+    constexpr std::size_t BLOCK_SIZE = 128;
+    // use 1 MiB as buffer per thread
+    constexpr std::size_t STRING_BUFFER_SIZE = 1024 * 1024;
+
     // format one output-line
-    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
+    auto format_libsvm_line = [=](std::string &output, const real_type a, const std::vector<real_type> &d) {
+        static constexpr std::size_t STACK_BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[STACK_BUFFER_SIZE];
         #pragma omp threadprivate(buffer)
 
-        output.append(fmt::format(FMT_COMPILE("{} "), a));
+        output.append(fmt::format(FMT_COMPILE("{:.10e} "), a));
         for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
             char *ptr = buffer;
             for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
                 if (d[j + i] != real_type{ 0.0 }) {
                     // add 1 to the index since LIBSVM assumes 1-based feature indexing
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:.10e} "), j + i + 1, d[j + i]);
                 }
             }
             output.append(buffer, ptr - buffer);
@@ -204,32 +216,59 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
 
     // initialize volatile array
     volatile int* counts = new volatile int[label_order.size()]{};
-    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
+    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
     {
+        // preallocate string buffer, only ONE allocation
+        std::string out_string;
+        out_string.reserve(STRING_BUFFER_SIZE + (num_features + 1) * CHARS_PER_BLOCK);
+
         // support vectors with the first class
-        std::string out_first;
         #pragma omp for nowait
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
             if (labels[i] == label_order[0]) {
-                format_libsvm_line(out_first, alpha[i], support_vectors[i]);
+                format_libsvm_line(out_string, alpha[i], support_vectors[i]);
+
+                // if the buffer is full, write it to the file
+                if (out_string.size() > STRING_BUFFER_SIZE) {
+                    #pragma omp critical
+                    {
+                        out.print(out_string);
+                        #pragma omp flush(out)
+                    }
+                    // clear buffer
+                    out_string.clear();
+                }
             }
         }
 
         #pragma omp critical
         {
-            out.print("{}", out_first);
+            if (!out_string.empty()) {
+                out.print(out_string);
+                out_string.clear();
+            }
             counts[0]++;
             #pragma omp flush(counts, out)
         }
 
-        for (std::size_t l = 1; l < label_order.size(); ++l) {
+        for (typename std::vector<label_type>::size_type l = 1; l < label_order.size(); ++l) {
             // the support vectors with the i-th class
-            std::string out_ith;
 
             #pragma omp for nowait
             for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
                 if (labels[i] == label_order[l]) {
-                    format_libsvm_line(out_ith, alpha[i], support_vectors[i]);
+                    format_libsvm_line(out_string, alpha[i], support_vectors[i]);
+
+                    // if the buffer is full, write it to the file
+                    if (out_string.size() > STRING_BUFFER_SIZE) {
+                        #pragma omp critical
+                        {
+                            out.print(out_string);
+                            #pragma omp flush(out)
+                        }
+                        // clear buffer
+                        out_string.clear();
+                    }
                 }
             }
             // wait for all threads to write support vectors for previous class
@@ -242,7 +281,10 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
 
             #pragma omp critical
             {
-                out.print("{}", out_first);
+                if (!out_string.empty()) {
+                    out.print(out_string);
+                    out_string.clear();
+                }
                 counts[l]++;
                 #pragma omp flush(counts, out)
             }
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index d5eef4769..21924b7fa 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -121,7 +121,7 @@ void model<T, U>::save(const std::string &filename) const {
     const std::vector<label_type> label_order = detail::io::write_libsvm_model_header(out, params_, rho_, data_);
 
     // save model file support vectors
-    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.labels().value().get(), label_order);
+    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.labels().value().get(), label_order, num_features_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {

From 3885a56017dc47775abe9f85a711f9b215795ab8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 16:57:16 +0200
Subject: [PATCH 0073/1010] Add scaling factors save flag functionality to
 main_scale.

---
 include/plssvm/data_set.hpp                          | 12 +-----------
 include/plssvm/detail/io/scaling_factors_parsing.hpp |  2 +-
 src/main_scale.cpp                                   |  6 ++++++
 3 files changed, 8 insertions(+), 12 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index bdff085fa..aab6e37c3 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -117,7 +117,6 @@ class data_set {
 
     // save the data set in the given format
     void save(const std::string &filename, file_format_type format) const;
-    void save_scaling_factors(const std::string &filename) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
@@ -274,15 +273,6 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 }
 
-template <typename T, typename U>
-void data_set<T, U>::save_scaling_factors(const std::string &filename) const {
-    if (this->is_scaled()) {
-        throw exception{ "Data set not scaled so no scaling factors can be saved!" };
-    }
-
-    scale_parameters_->save(filename);
-}
-
 
 /******************************************************************************
  *                                   Getter                                   *
@@ -542,7 +532,7 @@ data_set<T, U>::scaling::scaling(const std::string &filename) {
 
 template <typename T, typename U>
 void data_set<T, U>::scaling::save(const std::string &filename) const {
-    if (this->is_scaled()) {
+    if (scaling_factors.empty()) {
         throw exception{ "Data set not scaled so no scaling factors can be saved!" };
     }
 
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 6468a5bbb..407544e93 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -61,7 +61,7 @@ void write_scaling_factors(fmt::ostream &out, const std::pair<real_type, real_ty
     out.print("x\n");
     out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
     for (const factors_type &f : scaling_factors) {
-        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
+        out.print("{} {} {}\n", f.feature + 1, f.lower, f.upper);
     }
 }
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 53898c5a2..a9a099979 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -33,6 +33,12 @@ int main(int argc, char *argv[]) {
         std::visit([&](auto&& data){
             // write scaled data to output file
             data.save(params.scaled_filename, params.format);
+
+            // save scaling parameters if requested
+            if (!params.save_filename.empty() && data.scaling_factors().has_value()) {
+                data.scaling_factors()->get().save(params.save_filename);
+            }
+
         }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {

From 5b86298acf7cdfb28d0d9b47301de345575af5cc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 17:46:03 +0200
Subject: [PATCH 0074/1010] Remove TODO.

---
 include/plssvm/csvm.hpp | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 33be577a3..21b86dd26 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -224,8 +224,6 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     default_value epsilon_val = default_init<real_type>{ 0.001 };
     default_value max_iter_val = default_init<size_type>{ data.num_data_points() };
 
-    // TODO: what if only max_iter is given???
-
     // compile time check: only named parameter are permitted
     static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
     // compile time check: each named parameter must only be passed once
@@ -275,8 +273,6 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // start fitting the data set using a C-SVM
 
-    using namespace plssvm::operators;
-
     if (!data.has_labels()) {
         throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
     }

From 482fdea9b554f921742dd5d6bd6e486ceeb52e0a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 20:44:25 +0200
Subject: [PATCH 0075/1010] Upstream API changes to the CUDA, HIP, and SYCL
 backends.

---
 include/plssvm/backends/CUDA/csvm.hpp   | 48 ++++++---------
 include/plssvm/backends/HIP/csvm.hpp    | 46 ++++++--------
 include/plssvm/backends/OpenCL/csvm.hpp | 12 ++--
 include/plssvm/backends/SYCL/csvm.hpp   | 47 ++++++--------
 src/plssvm/backends/CUDA/csvm.cu        | 62 +++++++++----------
 src/plssvm/backends/HIP/csvm.hip.cpp    | 64 +++++++++----------
 src/plssvm/backends/SYCL/csvm.cpp       | 81 ++++++++++++-------------
 7 files changed, 156 insertions(+), 204 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index af30046eb..c74140658 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -11,17 +11,16 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                     // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
+#include "plssvm/parameter.hpp"                        // plssvm::parameter
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                // plssvm::detail::gpu_csvm
 
-#include <cstddef>  // std::size_t
+#include <utility>  // std::forward
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -42,28 +41,11 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     /// The template base type of the CUDA C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device_ptr<T>, int>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
-
-    using base_type::boundary_size_;
-    using base_type::dept_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -75,7 +57,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
      * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
      * @throws plssvm::cuda::backend_exception if no CUDA devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target, kernel);
+    }
 
     /**
      * @brief Wait for all operations on all CUDA devices to finish.
@@ -87,24 +74,27 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 322e5c4b6..59743329c 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -11,6 +11,9 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                        // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
+#include "plssvm/parameter.hpp"                           // plssvm::parameter
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 
@@ -18,10 +21,6 @@
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -42,28 +41,11 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     /// The template base type of the HIP C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_ptr<T>, int>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
-
-    using base_type::boundary_size_;
-    using base_type::dept_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -75,7 +57,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
      * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
      * @throws plssvm::hip::backend_exception if no HIP devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target, kernel);
+    }
 
     /**
      * @brief Wait for all operations on all HIP devices to finish.
@@ -87,24 +74,27 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index ae89d764d..0f874e4fb 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -11,23 +11,19 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"
-#include "plssvm/target_platforms.hpp"
-#include "plssvm/parameter.hpp"
+#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
 
-#include <cstddef>  // std::size_t
+#include <utility>  // std::forward
 #include <vector>   // std::vector
 
 namespace plssvm {
 
-// forward declare parameter class
-//template <typename T>
-//class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 484345937..eb18c990d 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -11,21 +11,21 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                                                  // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
+#include "plssvm/parameter.hpp"                                                     // plssvm::parameter
 #include "plssvm/backends/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
 #include "plssvm/backends/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp" // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                          // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                                             // plssvm::detail::gpu_csvm
 
-#include <memory> // std::unique_ptr
+#include <memory>   // std::unique_ptr
+#include <utility>  // std::forward
 
 namespace plssvm {
 
 using namespace sycl_generic;
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -48,26 +48,11 @@ template <typename T>
     /// The template base type of the SYCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, detail::device_ptr<T>, std::unique_ptr<detail::sycl::queue>>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::dept_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -78,7 +63,13 @@ template <typename T>
      * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
      * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        // TODO: additional parameter?!?!!!
+        this->init(target, kernel);
+    }
 
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
@@ -90,26 +81,28 @@ template <typename T>
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
 
   private:
+    void init(target_platform target);
+
     /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
     kernel_invocation_type invocation_type_;
 };
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 5c49f4eff..90dfabeb7 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -33,23 +33,26 @@
 namespace plssvm::cuda {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target, params.kernel);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::gpu_nvidia) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::gpu_nvidia) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
         fmt::print("Using CUDA as backend.\n");
     }
 
     // get all available devices wrt the requested target platform
-    devices_.resize(std::min<std::size_t>(detail::get_device_count(), num_features_));
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no CUDA devices could be found
@@ -57,16 +60,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ "CUDA backend selected but no CUDA devices were found!" };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found CUDA devices
         fmt::print("Found {} CUDA device(s):\n", devices_.size());
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -92,7 +86,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -103,69 +97,69 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features);
+            cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_);
+            cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_);
+            cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device);
+            cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_);
+            cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost_, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_);
+            cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost_, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features);
+    cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_);
+            cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_);
+            cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 3af9a4a80..9a57a202f 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -35,23 +35,26 @@
 namespace plssvm::hip {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target, params.kernel)
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::gpu_amd) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the HIP backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::gpu_amd) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the HIP backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
         fmt::print("Using HIP as backend.\n");
     }
 
     // get all available devices wrt the requested target platform
-    devices_.resize(std::min<std::size_t>(detail::get_device_count(), num_features_));
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no HIP devices could be found
@@ -59,16 +62,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ "HIP backend selected but no HIP devices were found!" };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found HIP devices
         fmt::print("Found {} HIP device(s):\n", devices_.size());
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -94,7 +88,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -105,69 +99,69 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
-
+    
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features);
+            hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_);
+            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_);
+            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device);
+            hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_);
+            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_);
+            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    hip::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features);
+    hip::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_);
+            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_);
+            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index ab6e61443..64b53de45 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -39,36 +39,40 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
 template <typename T>
 csvm<T>::csvm(const parameter<T> &params) :
     base_type{ params }, invocation_type_{ params.sycl_kernel_invocation_type } {
+
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check whether the requested target platform has been enabled
-    switch (target_) {
+    switch (target) {
         case target_platform::automatic:
             break;
         case target_platform::cpu:
-#if !defined(PLSSVM_HAS_CPU_TARGET)
+        #if !defined(PLSSVM_HAS_CPU_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_nvidia:
-#if !defined(PLSSVM_HAS_NVIDIA_TARGET)
+        #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_amd:
-#if !defined(PLSSVM_HAS_AMD_TARGET)
+        #if !defined(PLSSVM_HAS_AMD_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_intel:
-#if !defined(PLSSVM_HAS_INTEL_TARGET)
+        #if !defined(PLSSVM_HAS_INTEL_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
     }
 
     // get all available devices wrt the requested target platform
     target_platform used_target;
-    std::tie(devices_, used_target) = detail::get_device_list(target_);
-    devices_.resize(std::min(devices_.size(), num_features_));
+    std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
     if (invocation_type_ == kernel_invocation_type::automatic) {
@@ -80,7 +84,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         }
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
 #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
         const auto sycl_compiler_version = ::hipsycl::sycl::detail::version_string();
 #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
@@ -97,18 +101,9 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found SYCL devices
-        fmt::print("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), target_);
+        fmt::print("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             fmt::print("  [{}, {}]\n", device, devices_[device]->get_device().template get_info<detail::sycl::info::device::name>());
         }
@@ -130,7 +125,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(*queue);
 }
 
@@ -170,32 +165,32 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
-    switch (kernel_) {
+void csvm<T>::run_q_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
+    switch (params.kernel) {
         case kernel_type::linear:
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_dget(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
                 }
             });
             break;
@@ -203,9 +198,9 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
                 }
             });
             break;
@@ -213,9 +208,9 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
                 }
             });
             break;
@@ -223,22 +218,22 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
-    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features_ }, device_kernel_w_linear(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features));
+void csvm<T>::run_w_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
+    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_));
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
 
             break;
         case kernel_type::rbf:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_));
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }

From bd0f97cc246dad66bec47a85a25eba38c2cbc0e0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 20:44:25 +0200
Subject: [PATCH 0076/1010] Upstream API changes to the CUDA, HIP, and SYCL
 backends.

---
 include/plssvm/backends/CUDA/csvm.hpp   | 48 ++++++--------
 include/plssvm/backends/HIP/csvm.hpp    | 46 ++++++-------
 include/plssvm/backends/OpenCL/csvm.hpp | 12 ++--
 include/plssvm/backends/SYCL/csvm.hpp   | 47 ++++++--------
 src/plssvm/backends/CUDA/csvm.cu        | 62 ++++++++----------
 src/plssvm/backends/HIP/csvm.hip.cpp    | 64 +++++++++---------
 src/plssvm/backends/SYCL/csvm.cpp       | 86 ++++++++++++-------------
 7 files changed, 159 insertions(+), 206 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index af30046eb..fd3f3dd44 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -11,17 +11,16 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                     // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
+#include "plssvm/parameter.hpp"                        // plssvm::parameter
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                // plssvm::detail::gpu_csvm
 
-#include <cstddef>  // std::size_t
+#include <utility>  // std::forward
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -42,28 +41,11 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     /// The template base type of the CUDA C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device_ptr<T>, int>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
-
-    using base_type::boundary_size_;
-    using base_type::dept_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -75,7 +57,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
      * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
      * @throws plssvm::cuda::backend_exception if no CUDA devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target);
+    }
 
     /**
      * @brief Wait for all operations on all CUDA devices to finish.
@@ -87,24 +74,27 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 322e5c4b6..9f5d8c82d 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -11,6 +11,9 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                        // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
+#include "plssvm/parameter.hpp"                           // plssvm::parameter
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 
@@ -18,10 +21,6 @@
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -42,28 +41,11 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     /// The template base type of the HIP C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_ptr<T>, int>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
-
-    using base_type::boundary_size_;
-    using base_type::dept_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -75,7 +57,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
      * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
      * @throws plssvm::hip::backend_exception if no HIP devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target);
+    }
 
     /**
      * @brief Wait for all operations on all HIP devices to finish.
@@ -87,24 +74,27 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index ae89d764d..0f874e4fb 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -11,23 +11,19 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"
-#include "plssvm/target_platforms.hpp"
-#include "plssvm/parameter.hpp"
+#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
 
-#include <cstddef>  // std::size_t
+#include <utility>  // std::forward
 #include <vector>   // std::vector
 
 namespace plssvm {
 
-// forward declare parameter class
-//template <typename T>
-//class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 484345937..19ba4f24d 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -11,21 +11,21 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                                                  // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
+#include "plssvm/parameter.hpp"                                                     // plssvm::parameter
 #include "plssvm/backends/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
 #include "plssvm/backends/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp" // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                          // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                                             // plssvm::detail::gpu_csvm
 
-#include <memory> // std::unique_ptr
+#include <memory>   // std::unique_ptr
+#include <utility>  // std::forward
 
 namespace plssvm {
 
 using namespace sycl_generic;
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -48,26 +48,11 @@ template <typename T>
     /// The template base type of the SYCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, detail::device_ptr<T>, std::unique_ptr<detail::sycl::queue>>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::dept_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -78,7 +63,13 @@ template <typename T>
      * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
      * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        // TODO: additional parameter?!?!!!
+        this->init(target);
+    }
 
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
@@ -90,26 +81,28 @@ template <typename T>
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
 
   private:
+    void init(target_platform target);
+
     /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
     kernel_invocation_type invocation_type_;
 };
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 5c49f4eff..a3d805a31 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -33,23 +33,26 @@
 namespace plssvm::cuda {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::gpu_nvidia) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::gpu_nvidia) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
         fmt::print("Using CUDA as backend.\n");
     }
 
     // get all available devices wrt the requested target platform
-    devices_.resize(std::min<std::size_t>(detail::get_device_count(), num_features_));
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no CUDA devices could be found
@@ -57,16 +60,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ "CUDA backend selected but no CUDA devices were found!" };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found CUDA devices
         fmt::print("Found {} CUDA device(s):\n", devices_.size());
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -92,7 +86,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -103,69 +97,69 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features);
+            cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_);
+            cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_);
+            cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device);
+            cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_);
+            cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_);
+            cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features);
+    cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_);
+            cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
-            cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_);
+            cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 3af9a4a80..d5435a1b7 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -35,23 +35,26 @@
 namespace plssvm::hip {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target)
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::gpu_amd) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the HIP backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::gpu_amd) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the HIP backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
         fmt::print("Using HIP as backend.\n");
     }
 
     // get all available devices wrt the requested target platform
-    devices_.resize(std::min<std::size_t>(detail::get_device_count(), num_features_));
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no HIP devices could be found
@@ -59,16 +62,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ "HIP backend selected but no HIP devices were found!" };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found HIP devices
         fmt::print("Found {} HIP device(s):\n", devices_.size());
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -94,7 +88,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -105,69 +99,69 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
-
+    
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features);
+            hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_);
+            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_);
+            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device);
+            hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_);
+            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_);
+            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    hip::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features);
+    hip::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_);
+            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_);
+            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index ab6e61443..d9ed2ca9b 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -37,38 +37,43 @@
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params }, invocation_type_{ params.sycl_kernel_invocation_type } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) :
+    base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::nd_range } {
+        // TODO: invocation type
+    this->init(target);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check whether the requested target platform has been enabled
-    switch (target_) {
+    switch (target) {
         case target_platform::automatic:
             break;
         case target_platform::cpu:
-#if !defined(PLSSVM_HAS_CPU_TARGET)
+        #if !defined(PLSSVM_HAS_CPU_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_nvidia:
-#if !defined(PLSSVM_HAS_NVIDIA_TARGET)
+        #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_amd:
-#if !defined(PLSSVM_HAS_AMD_TARGET)
+        #if !defined(PLSSVM_HAS_AMD_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_intel:
-#if !defined(PLSSVM_HAS_INTEL_TARGET)
+        #if !defined(PLSSVM_HAS_INTEL_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
     }
 
     // get all available devices wrt the requested target platform
     target_platform used_target;
-    std::tie(devices_, used_target) = detail::get_device_list(target_);
-    devices_.resize(std::min(devices_.size(), num_features_));
+    std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
     if (invocation_type_ == kernel_invocation_type::automatic) {
@@ -80,7 +85,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         }
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
 #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
         const auto sycl_compiler_version = ::hipsycl::sycl::detail::version_string();
 #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
@@ -97,18 +102,9 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found SYCL devices
-        fmt::print("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), target_);
+        fmt::print("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             fmt::print("  [{}, {}]\n", device, devices_[device]->get_device().template get_info<detail::sycl::info::device::name>());
         }
@@ -130,7 +126,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(*queue);
 }
 
@@ -170,32 +166,32 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
-    switch (kernel_) {
+void csvm<T>::run_q_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
+    switch (params.kernel) {
         case kernel_type::linear:
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_dget(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
                 }
             });
             break;
@@ -203,9 +199,9 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
                 }
             });
             break;
@@ -213,9 +209,9 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
                 }
             });
             break;
@@ -223,22 +219,22 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
-    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features_ }, device_kernel_w_linear(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features));
+void csvm<T>::run_w_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
+    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_));
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
 
             break;
         case kernel_type::rbf:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_));
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }

From 39fcd399fbbda6b8c0d4c02b495e019dd31f6ef6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 3 May 2022 21:39:05 +0200
Subject: [PATCH 0077/1010] First version, not working.

---
 CMakeLists.txt                                |  31 +-
 include/plssvm/backends/OpenMP/csvm.hpp       |   7 +-
 include/plssvm/constants.hpp                  |   2 +
 include/plssvm/core.hpp                       |   8 +-
 include/plssvm/csvm.hpp                       | 188 ++++++++-
 include/plssvm/csvm_factory.hpp               |   2 +-
 include/plssvm/data_set.hpp                   |  89 ++++
 include/plssvm/detail/io/arff_parsing.hpp     |  38 ++
 .../plssvm/detail/{ => io}/file_reader.hpp    |   3 +-
 include/plssvm/detail/io/libsvm_parsing.hpp   |  35 ++
 include/plssvm/detail/string_conversion.hpp   |   2 +
 include/plssvm/file_format_types.hpp          |  28 ++
 include/plssvm/parameter.hpp                  | 164 --------
 include/plssvm/parameter_predict.hpp          |  36 +-
 include/plssvm/parameter_train.hpp            |  34 +-
 src/main_train.cpp                            |  35 +-
 src/plssvm/csvm.cpp                           |   4 +-
 src/plssvm/data_set.cpp                       | 253 +++++++++++
 src/plssvm/detail/io/arff_parsing.cpp         | 214 ++++++++++
 src/plssvm/detail/{ => io}/file_reader.cpp    |   4 +-
 src/plssvm/detail/io/libsvm_parsing.cpp       | 259 ++++++++++++
 src/plssvm/file_format_types.cpp              |  37 ++
 src/plssvm/parameter.cpp                      | 392 +-----------------
 src/plssvm/parameter_predict.cpp              |  50 ++-
 src/plssvm/parameter_train.cpp                |  45 +-
 utility_scripts/generate_data.py              |   5 +-
 26 files changed, 1323 insertions(+), 642 deletions(-)
 create mode 100644 include/plssvm/data_set.hpp
 create mode 100644 include/plssvm/detail/io/arff_parsing.hpp
 rename include/plssvm/detail/{ => io}/file_reader.hpp (98%)
 create mode 100644 include/plssvm/detail/io/libsvm_parsing.hpp
 create mode 100644 include/plssvm/file_format_types.hpp
 create mode 100644 src/plssvm/data_set.cpp
 create mode 100644 src/plssvm/detail/io/arff_parsing.cpp
 rename src/plssvm/detail/{ => io}/file_reader.cpp (98%)
 create mode 100644 src/plssvm/detail/io/libsvm_parsing.cpp
 create mode 100644 src/plssvm/file_format_types.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index aed5217d8..cc6177c5c 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -22,7 +22,6 @@ include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
 ## set base sources
 set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/file_reader.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
@@ -36,7 +35,13 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp)
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/data_set.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/libsvm_parsing.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/arff_parsing.cpp
+)
 
 ## create base library: linked against all backend libraries
 set(PLSSVM_BASE_LIBRARY_NAME plssvm-base)
@@ -180,6 +185,28 @@ endif()
 set_property(TARGET ${PLSSVM_BASE_LIBRARY_NAME} PROPERTY POSITION_INDEPENDENT_CODE ON)
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 
+## try finding NamedType
+find_package(NamedType QUIET)
+if(NamedType_FOUND)
+    message(STATUS "Found package NamedType.")
+else()
+    message(STATUS "Couldn't find package NamedType. Building from source ...")
+    # fetch command line parser library NamedType
+    FetchContent_Declare(NamedType
+            GIT_REPOSITORY          https://github.com/joboccara/NamedType.git
+            GIT_TAG                 master
+            GIT_SHALLOW             TRUE
+
+            set(ENABLE_TEST OFF CACHE BOOL "" FORCE)
+            )
+    FetchContent_MakeAvailable(NamedType)
+    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} NamedType)
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+            $<BUILD_INTERFACE:${NamedType_SOURCE_DIR}/include>
+            $<INSTALL_INTERFACE:include>
+            )
+endif()
+
 
 ########################################################################################################################
 ##                                                 create executables                                                 ##
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 163290a6c..423f284c1 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -12,14 +12,15 @@
 #pragma once
 
 #include "plssvm/csvm.hpp"  // plssvm::csvm
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
 #include <vector>  // std::vector
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
+// forward declare parameter class TODO
+//template <typename T>
+//class parameter;
 
 namespace openmp {
 
diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index c1411679b..31de22b4d 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -13,6 +13,8 @@
 
 namespace plssvm {
 
+inline bool verbose = true;
+
 /// Integer type used inside kernels.
 using kernel_index_type = int;
 
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index a50920b32..0bb1ff586 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -14,9 +14,10 @@
 #include "plssvm/csvm.hpp"
 #include "plssvm/csvm_factory.hpp"
 
+#include "plssvm/constants.hpp"
 #include "plssvm/parameter.hpp"
-#include "plssvm/parameter_predict.hpp"
 #include "plssvm/parameter_train.hpp"
+#include "plssvm/parameter_predict.hpp"
 
 #include "plssvm/backend_types.hpp"
 #include "plssvm/kernel_types.hpp"
@@ -28,6 +29,9 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
+
+#include "plssvm/data_set.hpp"
+
 /// The main namespace containing all public API functions.
 namespace plssvm {}
 
@@ -37,6 +41,8 @@ namespace plssvm::version {}
 /// Namespace containing implementation details. **Should not** directly be used by users.
 namespace plssvm::detail {}
 
+namespace plssvm::detail::io {}
+
 /// Namespace containing operator overloads for [std::vector](https://en.cppreference.com/w/cpp/container/vector) and other mathematical functions on vectors.
 namespace plssvm::operators {}
 
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 267743d04..30df4a6af 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,6 +13,7 @@
 
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+#include "parameter.hpp"                // plssvm::parameter
 
 #include <cstddef>      // std::size_t
 #include <memory>       // std::shared_ptr
@@ -20,11 +21,22 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
+#include "NamedType/named_type.hpp"
+#include <iostream>
+#include <memory>
+#include <optional>
+#include <functional>
+#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+
 namespace plssvm {
 
-// forward declare class
-template <typename T>
-class parameter;
+// forward declare class TODO
+//template <typename T>
+//class parameter;
 
 /**
  * @brief Base class for all C-SVM backends.
@@ -280,4 +292,174 @@ class csvm {
 extern template class csvm<float>;
 extern template class csvm<double>;
 
+namespace new_ {
+
+inline bool print_info = true;
+
+enum class file_format_type {
+    libsvm,
+    arff
+};
+
+template <typename T>
+class parameter {
+  public:
+    using real_type = T;
+
+    parameter() = default;
+
+    kernel_type kernel = kernel_type::linear;
+    int degree = 3;
+    real_type gamma = real_type{ 0.0 };
+    real_type coef0 = real_type{ 0.0 };
+    real_type cost = real_type{ 1.0 };
+    real_type epsilon = static_cast<real_type>(0.001);
+    backend_type backend = backend_type::automatic;
+    target_platform target = target_platform::automatic;
+
+    ::plssvm::sycl_generic::kernel_invocation_type sycl_kernel_invocation_type = ::plssvm::sycl_generic::kernel_invocation_type::automatic;
+    ::plssvm::sycl_generic::implementation_type sycl_implementation_type = ::plssvm::sycl_generic::implementation_type::automatic;
+};
+
+template <typename T>
+class data_set {
+    using data_matrix_type = std::vector<std::vector<T>>;
+    using label_vector_type = std::vector<int>;
+
+  public:
+    using real_type = T;
+    using label_type = int;
+    using size_type = std::size_t;
+
+    explicit data_set(const std::string& filename);
+
+    explicit data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) } {
+        if (X_ptr_->empty()) {
+            throw std::runtime_error("empty matrix"); // TODO: correct exception
+        }
+    }
+    data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
+        // TODO: exception?? if size != size
+    }
+    // save the data set in the given format
+    void save_data_set(const std::string& filename, file_format_type format);
+
+    // scale data features to be in range [lower, upper]
+    void scale(real_type lower, real_type upper);
+
+    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
+    [[nodiscard]] std::optional<std::reference_wrapper<const label_type>> labels() const noexcept {
+        return this->has_labels() ? *y_ptr_ : std::nullopt;
+    }
+    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+
+    [[nodiscard]] size_type num_data_points() const noexcept { return X_ptr_->size(); }
+    [[nodiscard]] size_type num_features() const noexcept { return X_ptr_->front().size(); }
+
+  private:
+    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
+    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
+};
+
+template <typename T>
+class csvm_model {
+    using alpha_vector_type = std::vector<T>;
+
+  public:
+    using real_type = T;
+
+    // read model from file
+    explicit csvm_model(const std::string& filename);
+
+    // save model to file
+    void save_model(const std::string& filename);
+
+    // predict labels of the data_set
+    std::vector<typename data_set<real_type>::label_type> predict(const data_set<real_type> &data);
+    // predict LS-SVM values of the data_set
+    std::vector<real_type> predict_values(const data_set<real_type> &data);
+
+    // calculate the accuracy of the model
+    real_type score();
+    // calculate the accuracy of the data_set
+    real_type score(const data_set<real_type> &data);
+
+  private:
+    csvm_model(parameter<real_type> params, data_set<real_type> data) : params_{ std::move(params) }, data_{ std::move(data) }, alphas_{ std::make_shared<alpha_vector_type>() } {}
+
+    parameter<real_type> params_;
+    data_set<real_type> data_;
+
+    std::shared_ptr<alpha_vector_type> alphas_;
+    real_type rho_{ 0.0 };
+};
+
+template <typename T>
+class csvm {
+    friend csvm_model<T>;
+  public:
+    using real_type = T;
+
+    // create new SVM with the given parameters
+    explicit csvm(parameter<real_type> params) : params_{ std::move(params) } {}
+    csvm(real_type cost, target_platform target) : params_{} {
+        params_.kernel = kernel_type::linear;
+        params_.cost = cost;
+        params_.backend = backend_type::openmp;
+        params_.target = target;
+    }
+    csvm(int degree, real_type gamma, real_type coef0, real_type cost, target_platform target) : params_{} {
+        params_.kernel = kernel_type::polynomial;
+        params_.degree = degree;
+        params_.gamma = gamma;
+        params_.coef0 = coef0;
+        params_.cost = cost;
+        params_.backend = backend_type::openmp;
+        params_.target = target;
+    }
+    csvm(real_type gamma, real_type cost, target_platform target) : params_{} {
+        params_.kernel = kernel_type::rbf;
+        params_.gamma = gamma;
+        params_.cost = cost;
+        params_.backend = backend_type::openmp;
+        params_.target = target;
+    }
+
+    // learn model with default eps and iter values
+    csvm_model<real_type> fit(const data_set<real_type> &data) {
+        // TODO: implement
+        params_.epsilon = parameter<real_type>{}.epsilon;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model until eps is reached
+    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps) {
+        // TODO: implement
+        params_.epsilon = eps;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model using exact iter CG iterations
+    csvm_model<real_type> fit(const data_set<real_type> &data, std::size_t iter) {
+        // TODO: implement
+        params_.epsilon = parameter<real_type>{}.epsilon;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model until eps is reached OR iter CG iterations are reached
+    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps, std::size_t iter) {
+        // TODO: implement
+        params_.epsilon = eps;
+        return csvm_model<real_type>(params_, data);
+    }
+    // learn model until accuracy for test data set is reached
+    csvm_model<real_type> fit(const data_set<real_type> &data_train, const data_set<real_type> &data_test, real_type accuracy) {
+        // TODO: implement
+        params_.epsilon = parameter<real_type>{}.epsilon;
+        return csvm_model<real_type>(params_, data_train);
+    }
+
+  private:
+    parameter<real_type> params_;
+};
+
+}
+
 }  // namespace plssvm
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 13edc25c9..da3b11f59 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -14,7 +14,7 @@
 #include "plssvm/backend_types.hpp"          // plssvm::backend
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "parameter.hpp"                     // plssvm::parameter
 
 #include <memory>  // std::unique_ptr, std::make_unique
 
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
new file mode 100644
index 000000000..908450eb8
--- /dev/null
+++ b/include/plssvm/data_set.hpp
@@ -0,0 +1,89 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a data set class encapsulating all data points and potential features.
+ */
+
+#pragma once
+
+#include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
+
+#include <cstddef>      // std::size_t
+#include <functional>   // std::reference_wrapper, std::cref
+#include <memory>       // std::shared_ptr
+#include <optional>     // std::optional, std::make_optional, std::nullopt
+#include <string>       // std::string
+#include <vector>       // std::vector
+
+#include <variant>      // std::variant
+
+namespace plssvm {
+
+template <typename T>
+class data_set {
+    using data_matrix_type = std::vector<std::vector<T>>;
+    using label_vector_type = std::vector<T>;
+
+    std::map<T, std::string> mapping_;
+
+  public:
+    using real_type = T;
+    using label_type = T;
+    using size_type = std::size_t;
+
+    data_set();
+
+    explicit data_set(const std::string& filename);
+    data_set(const std::string& filename, file_format_type format);
+
+    explicit data_set(data_matrix_type &&X);
+    data_set(data_matrix_type &&X, std::vector<real_type> &&y);
+
+    data_set(data_matrix_type &&X, std::vector<int> &&x);
+    data_set(data_matrix_type &&X, std::vector<std::string> &&x);
+
+
+    // save the data set in the given format
+    void save_data_set(const std::string& filename, file_format_type format) const;
+
+    // scale data features to be in range [-1, +1]
+    void scale();
+    // scale data features to be in range [lower, upper]
+    void scale(real_type lower, real_type upper);
+
+    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
+    [[nodiscard]] std::optional<std::reference_wrapper<const label_vector_type>> labels() const noexcept {
+        if (this->has_labels()) {
+            return std::make_optional(std::cref(*y_ptr_));
+        } else {
+            return std::nullopt;
+        }
+    }
+    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+
+    [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
+    [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
+
+  private:
+    void write_libsvm_file(const std::string& filename) const;
+    void write_arff_file(const std::string& filename) const;
+    void read_file(const std::string& filename, file_format_type format);
+    void read_libsvm_file(const std::string& filename);
+    void read_arff_file(const std::string& filename);
+
+    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
+    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
+
+    size_type num_data_points_{ 0 };
+    size_type num_features_{ 0 };
+};
+
+extern template class data_set<float>;
+extern template class data_set<double>;
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
new file mode 100644
index 000000000..9fa12f90c
--- /dev/null
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -0,0 +1,38 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements parsing functions for the ARFF file format.
+ */
+
+#pragma once
+
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+
+#include "fmt/os.h"  // fmt::ostream
+
+#include <cstddef>  // std::size_t
+#include <memory>   // std::shared_ptr
+#include <tuple>    // std::tuple
+#include <vector>   // std::vector
+
+namespace plssvm::detail::io {
+
+std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader);
+
+template <typename real_type>
+void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+void write_arff_header(fmt::ostream &out, std::size_t num_features, bool has_labels);
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
similarity index 98%
rename from include/plssvm/detail/file_reader.hpp
rename to include/plssvm/detail/io/file_reader.hpp
index 43d85e9cd..c01a9c34b 100644
--- a/include/plssvm/detail/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -9,6 +9,7 @@
  * @brief Implements a file reader class responsible for reading the input file and parsing it into lines.
  */
 
+// TODO: move to io
 #pragma once
 
 // check if memory mapping can be supported
@@ -20,7 +21,7 @@
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
-namespace plssvm::detail {
+namespace plssvm::detail::io {
 
 /**
  * @brief The plssvm::detail::file_reader class is responsible for reading a file and splitting it into its lines.
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
new file mode 100644
index 000000000..dd85f32ed
--- /dev/null
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -0,0 +1,35 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements parsing functions for the LIBSVM file format.
+ */
+
+#pragma once
+
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::file_reader
+
+#include "fmt/os.h"  // fmt::ostream
+
+#include <cstddef>  // std::size_t
+#include <memory>   // std::shared_ptr
+#include <vector>   // std::vector
+
+namespace plssvm::detail::io {
+
+std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start);
+
+template <typename real_type>
+bool read_libsvm_data(file_reader &reader, std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 6a673ba02..798b56b0c 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a conversion function from a string to an arithmetic type.
  */
 
+#pragma once
+
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/string_utility.hpp"        // plssvm::detail::trim_left
 #include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
diff --git a/include/plssvm/file_format_types.hpp b/include/plssvm/file_format_types.hpp
new file mode 100644
index 000000000..106b232ec
--- /dev/null
+++ b/include/plssvm/file_format_types.hpp
@@ -0,0 +1,28 @@
+#pragma once
+
+#include <iosfwd>  // forward declare std::ostream and std::istream
+
+namespace plssvm {
+
+enum class file_format_type {
+    libsvm,
+    arff
+};
+
+/**
+ * @brief Output the @p format to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the format type to
+ * @param[in] format the file format type
+ * @return the output-stream
+ */
+std::ostream &operator<<(std::ostream &out, file_format_type format);
+
+/**
+ * @brief Use the input-stream @p in to initialize the @p format type.
+ * @param[in,out] in input-stream to extract the format type from
+ * @param[in] format the file format type
+ * @return the input-stream
+ */
+std::istream &operator>>(std::istream &in, file_format_type &format);
+
+}
\ No newline at end of file
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 542a159a3..3a8a1a16d 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -47,137 +47,6 @@ class parameter {
      */
     virtual ~parameter() = default;
 
-    /**
-     * @brief Parse a file in the [LIBSVM sparse file format](https://www.csie.ntu.edu.tw/~cjlin/libsvm/faq.html#f303).
-     * @details The sparse LIBSVM file format saves each data point with its respective class as follows:
-     * @code
-     * <label> <index1>:<value1> <index2>:<value2> ... <indexN>:<valueN>
-     * @endcode
-     * Only non-empty lines that don't start with `#` (= optional comments) are parsed.
-     *
-     * An example LIBSVM file could look as follows:
-     * @code
-     * # this is a comment
-     *  1 1:1.29801019287324655 2:0.51687296029754564
-     * -1 1:1.01405596624706053
-     * -1 1:0.60276937379453293 3:-0.13086851759108944
-     * -1 2:0.298499933047586044 # this is also a comment
-     * @endcode
-     *
-     * Be aware that the parsed output is **always** in a dense format. The above file for example will be parsed to a
-     * @code
-     * std::vector<std::vector<real_type>> data = {
-     *   { 1.29801019287324655, 0.51687296029754564, 0.0 },
-     *   { 1.01405596624706053, 0.0, 0.0 },
-     *   { 0.60276937379453293, 0.0, -0.13086851759108944 },
-     *   { 0.0, 0.298499933047586044, 0.0 }
-     * }
-     * @endcode
-     *
-     * If possible, uses a memory mapped file internally to speed up the file parsing.
-     * @param[in] filename name of the LIBSVM file to parse
-     * @param[in] data_ptr_ref the underlying matrix to save the parsed values to
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, a file not using the LIBSVM file format, ...)
-     */
-    void parse_libsvm_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref);
-    /**
-     * @brief Parse a file in the [arff file format](https://www.cs.waikato.ac.nz/ml/weka/arff.html).
-     * @details The arff file format saves each data point with its respective class as follows:
-     * @code
-     * <value1>,<value2>,...,<valueN>,<label>
-     * @endcode
-     * Additionally, the sparse arff file format (or a mix of both) is also supported:
-     * @code
-     * {<index1> <value1>, <index2> <value2>, <label>}
-     * @endcode
-     * Only non-empty lines that don't start with `%` (= optional comments) are parsed.
-     *
-     * An example arff file could look as follows:
-     * @code
-     * % Title
-     * % comments
-     * @RELATION name
-     * @ATTRIBUTE first    NUMERIC
-     * @ATTRIBUTE second   numeric
-     * @ATTRIBUTE third    Numeric
-     * @ATTRIBUTE fourth   NUMERIC
-     * @ATTRIBUTE class    NUMERIC
-     *
-     * @DATA
-     * -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
-     * -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
-     * {1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}
-     * {0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514, 4 -1}
-     * @endcode
-     * The necessary arff header values must be present and the type of the `@ATTRIBUTE` tags must be `NUMERIC`.
-     *
-     * Be aware that the parsed output is **always** in a dense format. The above file for example will be parsed to a
-     * @code
-     * std::vector<std::vector<real_type>> data = {
-     *   { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-     *   { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-     *   { 0.0, 0.60276937379453293, -0.13086851759108944, 0.0 },
-     *   { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 }
-     * }
-     * @endcode
-     *
-     * If possible, uses a memory mapped file internally to speed up the file parsing.
-     * @param[in] filename name of the arff file to parse
-     * @param[in] data_ptr_ref the underlying matrix to save the parsed values to
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, invalid arff header, ...)
-     */
-    void parse_arff_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref);
-    /**
-     * @brief Parse a model file in the [LIBSVM model file format](https://www.csie.ntu.edu.tw/~cjlin/libsvm/faq.html#f402).
-     * @details An example LIBSVM file could look as follows:
-     * @code
-     * svm_type c_svc
-     * kernel_type linear
-     * nr_class 2
-     * total_sv 5
-     * rho 0.37330625882191915
-     * label 1 -1
-     * nr_sv 2 3
-     * SV
-     * -0.17609610490769723 0:-1.117828e+00 1:-2.908719e+00 2:6.663834e-01 3:1.097883e+00
-     * 0.8838187731213127 0:-5.282118e-01 1:-3.358810e-01 2:5.168730e-01 3:5.460446e-01
-     * -0.47971257671001616 0:-2.098121e-01 1:6.027694e-01 2:-1.308685e-01 3:1.080525e-01
-     * 0.0034556484621847128 0:1.884940e+00 1:1.005186e+00 2:2.984999e-01 3:1.646463e+00
-     * -0.23146573996578407 0:5.765022e-01 1:1.014056e+00 2:1.300943e-01 3:7.261914e-01
-     * @endcode
-     * @param[in] filename the model file to parse
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, invalid LIBSVM model file header, ...)
-     */
-    void parse_model_file(const std::string &filename);
-    /**
-     * @brief Parse the given file. If the file is in the arff format (has the `.arff` extension), the arff parser is used, otherwise the LIBSVM parser is used.
-     * @param[in] filename name of the file to parse
-     * @param[in] data_ptr_ref the underlying matrix to save the parsed values to
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, ...)
-     */
-    void parse_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref);
-
-    /**
-     * @brief Parse the given file as training data. If the file is in the arff format (has the `.arff` extension), the arff parser is used, otherwise the LIBSVM parser is used.
-     * @details Saves the data to the member variable #data_ptr.
-     * @param[in] filename name of the file to parse
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, ...)
-     */
-    void parse_train_file(const std::string &filename);
-    /**
-     * @brief Parse the given file as test data. If the file is in the arff format (has the `.arff` extension), the arff parser is used, otherwise the LIBSVM parser is used.
-     * @details Saves the data to the member variable #test_data_ptr.
-     * @param[in] filename name of the file to parse
-     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the @p filename has an invalid format (e.g. an empty file, ...)
-     */
-    void parse_test_file(const std::string &filename);
-
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
     kernel_type kernel = kernel_type::linear;
     /// The degree parameter used in the polynomial kernel function.
@@ -190,8 +59,6 @@ class parameter {
     real_type cost = real_type{ 1.0 };
     /// The error tolerance parameter for the CG algorithm.
     real_type epsilon = static_cast<real_type>(0.001);
-    /// If `true` additional information (e.g. timings) will be printed during execution.
-    bool print_info = true;
     /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
     backend_type backend = backend_type::automatic;
     /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
@@ -201,37 +68,6 @@ class parameter {
     sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
     /// The SYCL implementation to use with --backend=sycl.
     sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string model_filename{};
-    /// The name of the file to write the prediction to.
-    std::string predict_filename{};
-
-    /// The data used the train the SVM.
-    std::shared_ptr<const std::vector<std::vector<real_type>>> data_ptr{};
-    /// The labels associated with each data point.
-    std::shared_ptr<const std::vector<real_type>> value_ptr{};
-    /// The weights associated with each data point after training.
-    std::shared_ptr<const std::vector<real_type>> alpha_ptr{};
-    /// The test data to predict.
-    std::shared_ptr<const std::vector<std::vector<real_type>>> test_data_ptr{};
-
-    /// The rho value of the calculated/read model.
-    real_type rho = real_type{ 0.0 };
-
-  protected:
-    /**
-     * @brief Generate a model filename based on the name of the input file.
-     * @return `${input_filename}.model` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string model_name_from_input();
-    /**
-     * @brief Generate a predict filename based on the name of the input file.
-     * @return `${input_filename}.predict` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string predict_name_from_input();
 };
 
 extern template class parameter<float>;
diff --git a/include/plssvm/parameter_predict.hpp b/include/plssvm/parameter_predict.hpp
index e261c4538..3e42698c8 100644
--- a/include/plssvm/parameter_predict.hpp
+++ b/include/plssvm/parameter_predict.hpp
@@ -34,42 +34,40 @@ class parameter_predict : public parameter<T> {
     using base_type::epsilon;
     using base_type::gamma;
     using base_type::kernel;
-    using base_type::print_info;
     using base_type::sycl_implementation_type;
     using base_type::target;
 
-    using base_type::input_filename;
-    using base_type::model_filename;
-    using base_type::predict_filename;
-
-    using base_type::alpha_ptr;
-    using base_type::data_ptr;
-    using base_type::test_data_ptr;
-    using base_type::value_ptr;
-
-    using base_type::rho;
     /**
      * @brief Default construct all parameters for prediction.
      */
     parameter_predict() = default;
 
-    /**
-     * @brief Set all predict parameters to their default values and parse the given model and test file.
-     * @details Sets the predict_filename to `${input_filename}.predict`.
-     * @param[in] input_filename the name of the test data file
-     * @param[in] model_filename the name of the model file
-     */
-    explicit parameter_predict(std::string input_filename, std::string model_filename);
-
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly. Parse the given model and test file.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
     parameter_predict(int argc, char **argv);
+
+    /// The name of the data/test file to parse.
+    std::string input_filename{};
+    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+    std::string model_filename{};
+    /// The name of the file to write the prediction to.
+    std::string predict_filename{};
+
+  private:
+    /**
+     * @brief Generate a predict filename based on the name of the input file.
+     * @return `${input_filename}.predict` (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::string predict_name_from_input();
 };
 
 extern template class parameter_predict<float>;
 extern template class parameter_predict<double>;
 
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
+
 }  // namespace plssvm
diff --git a/include/plssvm/parameter_train.hpp b/include/plssvm/parameter_train.hpp
index 597b5ce25..c3c7c95c9 100644
--- a/include/plssvm/parameter_train.hpp
+++ b/include/plssvm/parameter_train.hpp
@@ -34,43 +34,39 @@ class parameter_train : public parameter<T> {
     using base_type::epsilon;
     using base_type::gamma;
     using base_type::kernel;
-    using base_type::print_info;
     using base_type::target;
     using base_type::sycl_kernel_invocation_type;
     using base_type::sycl_implementation_type;
 
-    using base_type::input_filename;
-    using base_type::model_filename;
-    using base_type::predict_filename;
-
-    using base_type::alpha_ptr;
-    using base_type::data_ptr;
-    using base_type::test_data_ptr;
-    using base_type::value_ptr;
-
-    using base_type::rho;
-
     /**
      * @brief Default construct all training parameters.
      */
     parameter_train() = default;
 
-    /**
-     * @brief Set all training parameters to their default values and parse the data file.
-     * @details Sets the model_filename to `${input_filename}.model`.
-     * @param[in] input_filename the name of the data file
-     */
-    explicit parameter_train(std::string input_filename);
-
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
     parameter_train(int argc, char **argv);
+
+    /// The name of the data/test file to parse.
+    std::string input_filename{};
+    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+    std::string model_filename{};
+
+  private:
+    /**
+     * @brief Generate a model filename based on the name of the input file.
+     * @return `${input_filename}.model` (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::string model_name_from_input();
 };
 
 extern template class parameter_train<float>;
 extern template class parameter_train<double>;
 
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
+
 }  // namespace plssvm
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 541a5e786..732477aca 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -45,7 +45,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (params.print_info) {
+        if (plssvm::verbose) {
             fmt::print("\n");
             fmt::print("task: training\n");
             fmt::print("kernel type: {} -> ", params.kernel);
@@ -71,6 +71,9 @@ int main(int argc, char *argv[]) {
             fmt::print("\n");
         }
 
+        // create data set
+        plssvm::data_set<real_type> data{ params.input_filename };
+
         // create SVM
         auto svm = plssvm::make_csvm(params);
 
@@ -80,6 +83,36 @@ int main(int argc, char *argv[]) {
         // save model file
         svm->write_model(params.model_filename);
 
+//        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
+//        for (const auto& row : matrix) {
+//            for (const auto& col : row) {
+//                std::cout << col << ' ';
+//            }
+//            std::cout << std::endl;
+//        }
+//        std::cout << std::endl;
+//
+//        plssvm::data_set<double> data{ std::move(matrix) };
+//        data.scale(-2, +2);
+//
+//        for (const auto& row : data.data()) {
+//            for (const auto& col : row) {
+//                std::cout << col << ' ';
+//            }
+//            std::cout << std::endl;
+//        }
+//
+//        data.save_data_set("data.libsvm", plssvm::file_format_type::libsvm);
+////        data.save_data_set("data.arff", plssvm::file_format_type::arff);
+//
+//        plssvm::data_set<double> data2{"../data/data.libsvm"};
+////        for (const auto& row : data2.data()) {
+////            for (const auto& col : row) {
+////                std::cout << col << ' ';
+////            }
+////            std::cout << std::endl;
+////        }
+
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
diff --git a/src/plssvm/csvm.cpp b/src/plssvm/csvm.cpp
index c1b39c134..00a0ed470 100644
--- a/src/plssvm/csvm.cpp
+++ b/src/plssvm/csvm.cpp
@@ -15,6 +15,8 @@
 #include "plssvm/kernel_types.hpp"           // plssvm::kernel_type, plssvm::kernel_function
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 
+#include "plssvm/constants.hpp"
+
 #include "fmt/chrono.h"   // format std::chrono
 #include "fmt/compile.h"  // FMT_COMPILE
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -39,7 +41,7 @@ namespace plssvm {
 
 template <typename T>
 csvm<T>::csvm(const parameter<T> &params) :
-    target_{ params.target }, kernel_{ params.kernel }, degree_{ params.degree }, gamma_{ params.gamma }, coef0_{ params.coef0 }, cost_{ params.cost }, epsilon_{ params.epsilon }, print_info_{ params.print_info }, data_ptr_{ params.data_ptr }, value_ptr_{ params.value_ptr }, alpha_ptr_{ params.alpha_ptr }, bias_{ -params.rho } {
+    target_{ params.target }, kernel_{ params.kernel }, degree_{ params.degree }, gamma_{ params.gamma }, coef0_{ params.coef0 }, cost_{ params.cost }, epsilon_{ params.epsilon }, print_info_{ plssvm::verbose }, data_ptr_{ nullptr }, value_ptr_{ nullptr }, alpha_ptr_{ nullptr }, bias_{ -0.0 } {
     if (data_ptr_ == nullptr) {
         throw exception{ "No data points provided!" };
     } else if (data_ptr_->empty()) {
diff --git a/src/plssvm/data_set.cpp b/src/plssvm/data_set.cpp
new file mode 100644
index 000000000..52159d86f
--- /dev/null
+++ b/src/plssvm/data_set.cpp
@@ -0,0 +1,253 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/data_set.hpp"
+
+#include "plssvm/constants.hpp"                 // plssvm::verbose
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
+#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
+
+#include "fmt/core.h"    // fmt::format, fmt::print
+#include "fmt/chrono.h"  // directly output std::chrono times via fmt
+#include "fmt/os.h"      // fmt::ostream
+#include "fmt/ostream.h" // directly output objects with operator<< overload via fmt
+
+#include <algorithm>  // std::all_of, std::max, std::min
+#include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
+#include <limits>     // std::numeric_limits
+#include <memory>     // std::shared_ptr, std::make_shared
+#include <string>     // std::string
+#include <tuple>      // std::tie
+#include <utility>    // std::move
+#include <vector>     // std::vector
+
+
+namespace plssvm {
+
+template <typename T>
+data_set<T>::data_set() : X_ptr_{ std::make_shared<data_matrix_type>() }, y_ptr_{ nullptr }, num_data_points_{ 0 }, num_features_{ 0 } { }
+
+template <typename T>
+data_set<T>::data_set(const std::string& filename) {
+    this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
+}
+
+template <typename T>
+data_set<T>::data_set(const std::string &filename, const file_format_type format) {
+    this->read_file(filename, format);
+}
+
+template <typename T>
+data_set<T>::data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ nullptr } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    }
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+}
+
+template <typename T>
+data_set<T>::data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    } else if (X_ptr_->size() != y_ptr_->size()) {
+        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", y_ptr_->size(), X_ptr_->size()) };
+    }
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+}
+
+template <typename T>
+void data_set<T>::save_data_set(const std::string &filename, const file_format_type format) const {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // save the data set
+    switch (format) {
+        case file_format_type::libsvm:
+            this->write_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            this->write_arff_file(filename);
+            break;
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} data points with {} features in {} to the {} file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+template <typename T>
+void data_set<T>::scale() {
+    this->scale(-1, +1);
+}
+
+template <typename T>
+void data_set<T>::scale(const real_type lower, const real_type upper) {
+    if (lower >= upper) {
+        throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
+    }
+
+    real_type min_entry = std::numeric_limits<real_type>::max();
+    real_type max_entry = std::numeric_limits<real_type>::lowest();
+
+    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
+            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
+        }
+    }
+
+    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
+        }
+    }
+}
+
+
+/******************************************************************************
+ *                                   PRIVATE                                  *
+ ******************************************************************************/
+
+
+template <typename T>
+void data_set<T>::write_libsvm_file(const std::string& filename) const {
+    auto out = fmt::output_file(filename);
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_libsvm_data(out, X_ptr_, y_ptr_);
+    } else {
+        detail::io::write_libsvm_data(out, X_ptr_);
+    }
+}
+
+template <typename T>
+void data_set<T>::write_arff_file(const std::string &filename) const {
+    auto out = fmt::output_file(filename);
+
+    // write header information
+    detail::io::write_arff_header(out, num_features_, this->has_labels());
+
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
+    } else {
+        detail::io::write_arff_data(out, X_ptr_);
+    }
+}
+
+template <typename T>
+void data_set<T>::read_file(const std::string &filename, file_format_type format) {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // parse the given file
+    switch (format) {
+        case file_format_type::libsvm:
+            read_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            read_arff_file(filename);
+            break;
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+template <typename T>
+void data_set<T>::read_libsvm_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '#' };
+
+    // parse sizes
+    num_data_points_ = f.num_lines();
+    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
+
+    X_ptr_ = std::make_shared<data_matrix_type>(num_data_points_, std::vector<real_type>(num_features_));
+    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
+
+    // parse file
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, y_ptr_);
+
+    // gamma?
+    // TODO:
+
+    // convert label values to -1/+1
+    if (has_label) {
+        // only if labels are present
+        #pragma omp parallel for default(none) shared(y_ptr_)
+        for (size_type i = 0; i < num_data_points_; ++i) {
+            (*y_ptr_)[i] = operators::sign((*y_ptr_)[i]);
+        }
+    } else {
+        y_ptr_ = nullptr;
+    }
+}
+
+template <typename T>
+void data_set<T>::read_arff_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '%' };
+
+    // parse arff header, structured binding
+    size_type header = 0;
+    size_type max_size = 0;
+    bool has_label = false;
+    std::tie(header, max_size, has_label) = detail::io::read_arff_header(f);
+
+    num_data_points_ = f.num_lines() - (header + 1);
+    num_features_ = has_label ? max_size - 1 : max_size;
+
+    X_ptr_ = std::make_shared<data_matrix_type>(num_features_, std::vector<real_type>(num_features_));
+    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
+
+    // parse file
+    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, y_ptr_);
+
+    // update gamma
+    // TODO:
+
+    // update shared pointer
+    if (!has_label) {
+        y_ptr_ = nullptr;
+    }
+}
+
+// explicitly instantiate template class
+template class data_set<float>;
+template class data_set<double>;
+
+}
\ No newline at end of file
diff --git a/src/plssvm/detail/io/arff_parsing.cpp b/src/plssvm/detail/io/arff_parsing.cpp
new file mode 100644
index 000000000..11868d10c
--- /dev/null
+++ b/src/plssvm/detail/io/arff_parsing.cpp
@@ -0,0 +1,214 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/io/arff_parsing.hpp"
+
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
+
+#include "fmt/format.h"  // fmt::format, fmt::join
+#include "fmt/os.h"      // fmt::ostream
+
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+    std::size_t num_features = 0;
+    bool has_label = false;
+
+    // parse arff header
+    std::size_t header_line = 0;
+    for (; header_line < reader.num_lines(); ++header_line) {
+        std::string line{ reader.line(header_line) };
+        detail::to_upper_case(line);
+        if (detail::starts_with(line, "@RELATION")) {
+            // ignore relation
+            continue;
+        } else if (detail::starts_with(line, "@ATTRIBUTE")) {
+            if (line.find("NUMERIC") == std::string::npos) {
+                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
+            }
+            if (has_label) {
+                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
+            } else if (line.find("CLASS") != std::string::npos) {
+                has_label = true;
+            }
+            // add a feature
+            ++num_features;
+        } else if (detail::starts_with(line, "@DATA")) {
+            // finished reading header -> start parsing data
+            break;
+        }
+    }
+
+    // perform additional checks
+    if (num_features == 0) {
+        // no @ATTRIBUTE fields
+        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
+    } else if (header_line + 1 >= reader.num_lines()) {
+        // no data points provided
+        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
+    }
+
+    return std::make_tuple(header_line, num_features, has_label);
+}
+
+template <typename real_type>
+void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+    {
+        #pragma omp for
+        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + header + 1);
+                //
+                if (detail::starts_with(line, '@')) {
+                    // read @ inside data section
+                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
+                }
+
+                // parse sparse or dense data point definition
+                if (detail::starts_with(line, '{')) {
+                    // missing closing }
+                    if (!detail::ends_with(line, '}')) {
+                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
+                    }
+                    // sparse line
+                    bool is_class_set = false;
+                    std::string_view::size_type pos = 1;
+                    while (true) {
+                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
+                        // no further data points
+                        if (next_pos == std::string_view::npos) {
+                            break;
+                        }
+
+                        // get index
+                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        if (index >= max_size) {
+                            // index too big for specified number of features
+                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
+                        }
+                        pos = next_pos + 1;
+
+                        // get value
+                        next_pos = line.find_first_of(",}", pos);
+
+                        // write parsed value depending on the index
+                        if (index == max_size - 1 && has_label) {
+                            is_class_set = true;
+                            (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
+                        } else {
+                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        }
+
+                        // remove already processes part of the line
+                        line.remove_prefix(next_pos + 1);
+                        line = detail::trim_left(line);
+                        pos = 0;
+                    }
+                    // no class label found
+                    if (!is_class_set && has_label) {
+                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
+                    }
+                } else {
+                    // dense line
+                    std::string_view::size_type pos = 0;
+                    std::string_view::size_type next_pos = 0;
+                    for (std::size_t j = 0; j < max_size - 1; ++j) {
+                        next_pos = line.find_first_of(',', pos);
+                        if (next_pos == std::string_view::npos) {
+                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
+                        }
+                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        pos = next_pos + 1;
+                    }
+                    // write last number to the correct vector (based on the fact whether labels are present or not)
+                    if (has_label) {
+                        (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
+                    } else {
+                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                    }
+                    // check whether superfluous data points are left
+                    next_pos = line.find_first_of(',', pos);
+                    if (next_pos != std::string_view::npos) {
+                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
+                    }
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+}
+
+template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
+template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
+
+void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
+    for (std::size_t i = 0; i < num_features; ++i) {
+        out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
+    }
+    if (has_labels) {
+        out.print("@ATTRIBUTE class NUMERIC\n\n");
+    }
+    out.print("@DATA\n");
+}
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output with label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
+    }
+}
+
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
+
+
+template <typename real_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output without label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
+    }
+}
+
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
+template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
+
+}
\ No newline at end of file
diff --git a/src/plssvm/detail/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
similarity index 98%
rename from src/plssvm/detail/file_reader.cpp
rename to src/plssvm/detail/io/file_reader.cpp
index da9923f23..178ed88d5 100644
--- a/src/plssvm/detail/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/detail/file_reader.hpp"
+#include "plssvm/detail/io/file_reader.hpp"
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::starts_with, plssvm::detail::trim_left
@@ -29,7 +29,7 @@
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
-namespace plssvm::detail {
+namespace plssvm::detail::io {
 
 file_reader::file_reader(const std::string &filename, const char comment) {
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
diff --git a/src/plssvm/detail/io/libsvm_parsing.cpp b/src/plssvm/detail/io/libsvm_parsing.cpp
new file mode 100644
index 000000000..1cb296f19
--- /dev/null
+++ b/src/plssvm/detail/io/libsvm_parsing.cpp
@@ -0,0 +1,259 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/io/libsvm_parsing.hpp"
+
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
+
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format, fmt::format_to
+#include "fmt/os.h"      // fmt::ostream
+
+#ifdef _OPENMP
+    #include <omp.h>  // omp_get_num_threads
+#endif
+
+#include <algorithm>    // std::max, std::min
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <utility>      // std::move
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start) {
+    std::size_t num_features = 0;
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, parallel_exception, num_features) firstprivate(num_data_points, start)
+    {
+        #pragma omp for reduction(max : num_features)
+        for (std::size_t i = 0; i < num_data_points; ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check index of last feature entry
+                std::string_view::size_type pos_colon = line.find_last_of(':');
+                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
+                const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
+                num_features = std::max<std::size_t>(num_features, index);
+
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    // no features were parsed -> invalid file
+    if (num_features == 0) {
+        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
+    }
+
+    return num_features;
+}
+
+template <typename real_type>
+bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+    bool has_label = true;
+
+    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
+    {
+        #pragma omp for reduction(&& : has_label)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check if class labels are present (not necessarily the case for test files)
+                std::string_view::size_type pos = line.find_first_of(" \n");
+                std::string_view::size_type first_colon = line.find_first_of(":\n");
+                if (first_colon >= pos) {
+                    // get class or alpha
+                    (*y_ptr)[i] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(0, pos));
+                } else {
+                    has_label = false;
+                    pos = 0;
+                }
+
+                // get data
+                while (true) {
+                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
+                    // no further data points
+                    if (next_pos == std::string_view::npos) {
+                        break;
+                    }
+
+                    // get index
+                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
+                    if (index >= 200) {
+                        fmt::print("{} ", index);
+                    }
+                    if (i >= 500) {
+                        fmt::print("{} ", i);
+                    }
+                    pos = next_pos + 1;
+
+                    // get value
+                    next_pos = line.find_first_of(' ', pos);
+                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    pos = next_pos;
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    return has_label;
+}
+
+template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
+template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
+
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
+
+        output.append(fmt::format(FMT_COMPILE("{} "), a));
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
+
+    volatile int count = 0;
+    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, count)
+    {
+        // all support vectors with class 1
+        std::string out_pos;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+            if ((*y_ptr)[i] >= 0) {
+                format_libsvm_line(out_pos, (*y_ptr)[i], (*X_ptr)[i]);
+            }
+        }
+
+        #pragma omp critical
+        {
+            out.print("{}", out_pos);
+            count++;
+            #pragma omp flush(count, out)
+        }
+
+        // all support vectors with class -1
+        std::string out_neg;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+            if ((*y_ptr)[i] < 0) {
+                format_libsvm_line(out_neg, (*y_ptr)[i], (*X_ptr)[i]);
+            }
+        }
+
+        // wait for all threads to write support vectors for class 1
+#ifdef _OPENMP
+        while (count < omp_get_num_threads()) {
+        }
+#else
+        #pragma omp barrier
+#endif
+
+        #pragma omp critical
+        out.print("{}", out_neg);
+    }
+}
+
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
+
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
+
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
+
+    #pragma omp parallel default(none) shared(out, X_ptr, format_libsvm_line)
+    {
+        // all support vectors with class 1
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+            format_libsvm_line(out_string, (*X_ptr)[i]);
+        }
+
+        #pragma omp critical
+        out.print("{}", out_string);
+    }
+}
+
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
+template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
+
+}
\ No newline at end of file
diff --git a/src/plssvm/file_format_types.cpp b/src/plssvm/file_format_types.cpp
new file mode 100644
index 000000000..96ef31188
--- /dev/null
+++ b/src/plssvm/file_format_types.cpp
@@ -0,0 +1,37 @@
+#include "plssvm/file_format_types.hpp"
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+
+#include <ios>        // std::ios::failbit
+#include <istream>    // std::istream
+#include <ostream>    // std::ostream
+#include <string>     // std::string
+
+namespace plssvm {
+
+std::ostream &operator<<(std::ostream &out, const file_format_type format) {
+    switch (format) {
+        case file_format_type::libsvm:
+            return out << "libsvm";
+        case file_format_type::arff:
+            return out << "arff";
+    }
+    return out << "unknown";
+}
+
+std::istream &operator>>(std::istream &in, file_format_type &format) {
+    std::string str;
+    in >> str;
+    detail::to_lower_case(str);
+
+    if (str == "libsvm") {
+        format = file_format_type::libsvm;
+    } else if (str == "arff") {
+        format = file_format_type::arff;
+    } else {
+        in.setstate(std::ios::failbit);
+    }
+    return in;
+}
+
+}
\ No newline at end of file
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index 976fdaf91..49e5d6f19 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -9,359 +9,15 @@
 #include "plssvm/parameter.hpp"
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/file_reader.hpp"           // plssvm::detail::file_reader
-#include "plssvm/detail/string_conversion.hpp"     // plssvm::detail::convert_to
-#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::starts_with, plssvm::detail::ends_with, plssvm::detail::trim_left,
-                                                   // plssvm::detail::to_lower_case, plssvm::detail::to_upper_case
-#include "plssvm/detail/operators.hpp"             // plssvm::operators::sign
-#include "plssvm/exceptions/exceptions.hpp"        // plssvm::invalid_file_format_exception
-#include "plssvm/kernel_types.hpp"                 // plssvm::kernel_type
 
-#include "fmt/chrono.h"   // format std::chrono
 #include "fmt/core.h"     // fmt::format, fmt::print
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <algorithm>    // std::max, std::min, std::fill
-#include <chrono>       // std::chrono::stead_clock, std::chrono::duration_cast, std::chrono::milliseconds
-#include <exception>    // std::exception_ptr, std::exception, std::current_exception, std::rethrow_exception
-#include <iostream>     // std::ostream
-#include <limits>       // std::numeric_limits
-#include <memory>       // std::make_shared, std::shared_ptr
-#include <sstream>      // std::istringstream
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <utility>      // std::move, std::pair
-#include <vector>       // std::vector
+#include <iostream>  // std::ostream
 
 namespace plssvm {
 
-namespace detail {
-
-template <typename real_type>
-void parse_libsvm_content(const file_reader &f, const std::size_t start, std::vector<std::vector<real_type>> &data, std::vector<real_type> &values) {
-    std::size_t max_size = 0;
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel
-    {
-        #pragma omp for reduction(max \
-                          : max_size)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = f.line(i + start);
-
-                // check if class labels are present (not necessarily the case for test files)
-                std::string_view::size_type pos = line.find_first_of(" \n");
-                std::string_view::size_type first_colon = line.find_first_of(":\n");
-                if (first_colon >= pos) {
-                    // get class or alpha
-                    values[i] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(0, pos));
-                } else {
-                    values[0] = std::numeric_limits<real_type>::max();
-                    pos = 0;
-                }
-
-                // get data
-                std::vector<real_type> vline(max_size);
-                while (true) {
-                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
-                    // no further data points
-                    if (next_pos == std::string_view::npos) {
-                        break;
-                    }
-
-                    // get index
-                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                    if (index >= vline.size()) {
-                        vline.resize(index + 1);
-                    }
-                    pos = next_pos + 1;
-
-                    // get value
-                    next_pos = line.find_first_of(' ', pos);
-                    vline[index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                    pos = next_pos;
-                }
-                max_size = std::max(max_size, vline.size());
-                data[i] = std::move(vline);
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    // no features were parsed -> invalid file
-    if (max_size == 0) {
-        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
-    }
-
-    #pragma omp parallel for
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-        data[i].resize(max_size);
-    }
-}
-
-}  // namespace detail
-
-// read and parse file
-template <typename T>
-void parameter<T>::parse_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref) {
-    if (detail::ends_with(filename, ".arff")) {
-        parse_arff_file(filename, data_ptr_ref);
-    } else {
-        parse_libsvm_file(filename, data_ptr_ref);
-    }
-}
-
-// read and parse a libsvm file
-template <typename T>
-void parameter<T>::parse_libsvm_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    // set new filenames
-    if (model_filename == model_name_from_input() || model_filename.empty()) {
-        input_filename = filename;
-        model_filename = model_name_from_input();
-    }
-    input_filename = filename;
-
-    detail::file_reader f{ filename, '#' };
-
-    std::vector<std::vector<real_type>> data(f.num_lines());
-    std::vector<real_type> value(f.num_lines());
-
-    detail::parse_libsvm_content(f, 0, data, value);
-
-    // update gamma
-    if (gamma == real_type{ 0.0 }) {
-        gamma = real_type{ 1. } / static_cast<real_type>(data[0].size());
-    }
-
-    // update shared pointer
-    data_ptr_ref = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    if (value[0] == std::numeric_limits<real_type>::max()) {
-        // no labels present
-        value_ptr = nullptr;
-    } else {
-        #pragma omp parallel for
-        for (typename std::vector<real_type>::size_type i = 0; i < value.size(); ++i) {
-            value[i] = plssvm::operators::sign(value[i]);
-        }
-
-        value_ptr = std::make_shared<const std::vector<real_type>>(std::move(value));
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info) {
-        fmt::print("Read {} data points with {} features in {} using the libsvm parser from file '{}'.\n",
-                   data_ptr_ref->size(),
-                   (*data_ptr_ref)[0].size(),
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
-    }
-}
-
-// read and parse an ARFF file
-template <typename T>
-void parameter<T>::parse_arff_file(const std::string &filename, std::shared_ptr<const std::vector<std::vector<real_type>>> &data_ptr_ref) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    // set new filenames
-    if (model_filename == model_name_from_input() || model_filename.empty()) {
-        input_filename = filename;
-        model_filename = model_name_from_input();
-    }
-    input_filename = filename;
-
-    detail::file_reader f{ filename, '%' };
-    std::size_t max_size = 0;
-    bool has_label{ false };
-
-    // parse arff header
-    std::size_t header = 0;
-    {
-        for (; header < f.num_lines(); ++header) {
-            std::string line{ f.line(header) };
-            detail::to_upper_case(line);
-            if (detail::starts_with(line, "@RELATION")) {
-                // ignore relation
-                continue;
-            } else if (detail::starts_with(line, "@ATTRIBUTE")) {
-                if (line.find("NUMERIC") == std::string::npos) {
-                    throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", f.line(header)) };
-                }
-                if (has_label) {
-                    throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
-                } else if (line.find("CLASS") != std::string::npos) {
-                    has_label = true;
-                }
-                // add a feature
-                ++max_size;
-            } else if (detail::starts_with(line, "@DATA")) {
-                // finished reading header -> start parsing data
-                break;
-            }
-        }
-    }
-
-    // perform other checks
-    if (max_size == 0) {
-        // no @ATTRIBUTE fields
-        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
-    } else if (header + 1 >= f.num_lines()) {
-        // no data points provided
-        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
-    }
-
-    std::vector<std::vector<real_type>> data(f.num_lines() - (header + 1));
-    std::vector<real_type> value(f.num_lines() - (header + 1));
-
-    const std::size_t num_features = has_label ? max_size - 1 : max_size;
-
-    #pragma omp parallel for
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-        data[i].resize(num_features);
-    }
-
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel
-    {
-        #pragma omp for
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = f.line(i + header + 1);
-                //
-                if (detail::starts_with(line, '@')) {
-                    // read @ inside data section
-                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
-                }
-
-                // parse sparse or dense data point definition
-                if (detail::starts_with(line, '{')) {
-                    // missing closing }
-                    if (!detail::ends_with(line, '}')) {
-                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
-                    }
-                    // sparse line
-                    bool is_class_set = false;
-                    std::string_view::size_type pos = 1;
-                    while (true) {
-                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
-                        // no further data points
-                        if (next_pos == std::string_view::npos) {
-                            break;
-                        }
-
-                        // get index
-                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        if (index >= max_size) {
-                            // index too big for specified number of features
-                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
-                        }
-                        pos = next_pos + 1;
-
-                        // get value
-                        next_pos = line.find_first_of(",}", pos);
-
-                        // write parsed value depending on the index
-                        if (index == max_size - 1 && has_label) {
-                            is_class_set = true;
-                            value[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                        } else {
-                            data[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        }
-
-                        // remove already processes part of the line
-                        line.remove_prefix(next_pos + 1);
-                        line = detail::trim_left(line);
-                        pos = 0;
-                    }
-                    // no class label found
-                    if (!is_class_set && has_label) {
-                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
-                    }
-                } else {
-                    // dense line
-                    std::string_view::size_type pos = 0;
-                    std::string_view::size_type next_pos = 0;
-                    for (std::size_t j = 0; j < max_size - 1; ++j) {
-                        next_pos = line.find_first_of(',', pos);
-                        if (next_pos == std::string_view::npos) {
-                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
-                        }
-                        data[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        pos = next_pos + 1;
-                    }
-                    // write last number to the correct vector (based on the fact whether labels are present or not)
-                    if (has_label) {
-                        value[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                    } else {
-                        data[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
-                    }
-                    // check whether superfluous data points are left
-                    next_pos = line.find_first_of(',', pos);
-                    if (next_pos != std::string_view::npos) {
-                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
-                    }
-                }
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    // update gamma
-    if (gamma == real_type{ 0.0 }) {
-        gamma = real_type{ 1. } / static_cast<real_type>(num_features);
-    }
-
-    // update shared pointer
-    data_ptr_ref = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    if (has_label) {
-        value_ptr = std::make_shared<const std::vector<real_type>>(std::move(value));
-    } else {
-        value_ptr = nullptr;
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info) {
-        fmt::print("Read {} data points with {} features in {} using the arff parser from file '{}'.\n",
-                   data_ptr_ref->size(),
-                   num_features,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
-    }
-}
-
+/*
 template <typename T>
 void parameter<T>::parse_model_file(const std::string &filename) {
     auto start_time = std::chrono::steady_clock::now();
@@ -373,7 +29,7 @@ void parameter<T>::parse_model_file(const std::string &filename) {
     }
     model_filename = filename;
 
-    detail::file_reader f{ filename, '#' };
+    detail::io::file_reader f{ filename, '#' };
 
     // reset values pointer
     value_ptr = nullptr;
@@ -518,19 +174,13 @@ void parameter<T>::parse_model_file(const std::string &filename) {
                    filename);
     }
 }
+*/
 
-template <typename T>
-void parameter<T>::parse_train_file(const std::string &filename) {
-    parse_file(filename, data_ptr);
-    if (value_ptr == nullptr) {
-        throw invalid_file_format_exception{ "Missing labels for train file!" };
-    }
-}
 
-template <typename T>
-void parameter<T>::parse_test_file(const std::string &filename) {
-    parse_file(filename, test_data_ptr);
-}
+// explicitly instantiate template class
+template class parameter<float>;
+template class parameter<double>;
+
 
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
@@ -541,15 +191,10 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                "coef0                       {}\n"
                "cost                        {}\n"
                "epsilon                     {}\n"
-               "print_info                  {}\n"
                "backend                     {}\n"
                "target platform             {}\n"
                "SYCL kernel invocation type {}\n"
                "SYCL implementation type    {}\n"
-               "input_filename              '{}'\n"
-               "model_filename              '{}'\n"
-               "predict_filename            '{}'\n"
-               "rho                         {}\n"
                "real_type                   {}\n",
                params.kernel,
                params.degree,
@@ -557,34 +202,13 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                params.coef0,
                params.cost,
                params.epsilon,
-               params.print_info,
                params.backend,
                params.target,
                params.sycl_kernel_invocation_type,
                params.sycl_implementation_type,
-               params.input_filename,
-               params.model_filename,
-               params.predict_filename,
-               params.rho,
                detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
 template std::ostream &operator<<(std::ostream &, const parameter<float> &);
 template std::ostream &operator<<(std::ostream &, const parameter<double> &);
 
-template <typename T>
-[[nodiscard]] std::string parameter<T>::model_name_from_input() {
-    std::string::size_type pos = input_filename.find_last_of("/\\");
-    return input_filename.substr(pos + 1) + ".model";
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter<T>::predict_name_from_input() {
-    std::string::size_type pos = input_filename.find_last_of("/\\");
-    return input_filename.substr(pos + 1) + ".predict";
-}
-
-// explicitly instantiate template class
-template class parameter<float>;
-template class parameter<double>;
-
 }  // namespace plssvm
diff --git a/src/plssvm/parameter_predict.cpp b/src/plssvm/parameter_predict.cpp
index d9fe2f0e6..55b26c7d9 100644
--- a/src/plssvm/parameter_predict.cpp
+++ b/src/plssvm/parameter_predict.cpp
@@ -9,6 +9,7 @@
 #include "plssvm/parameter_predict.hpp"
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/parameter.hpp"                          // plssvm::parameter
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata{is_populated, commit_sha1, commit_date, branch}
@@ -18,24 +19,13 @@
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <cstdio>     // stderr
-#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <string>     // std::string
-#include <utility>    // std::move
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
 
 namespace plssvm {
 
-template <typename T>
-parameter_predict<T>::parameter_predict(std::string p_input_filename, std::string p_model_filename) {
-    base_type::input_filename = std::move(p_input_filename);
-    base_type::model_filename = std::move(p_model_filename);
-    base_type::predict_filename = base_type::predict_name_from_input();
-
-    base_type::parse_model_file(base_type::model_filename);
-    base_type::parse_test_file(base_type::input_filename);
-}
-
 template <typename T>
 parameter_predict<T>::parameter_predict(int argc, char **argv) {
     cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
@@ -52,7 +42,7 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
             ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
 #endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(print_info)->default_value(fmt::format("{}", !print_info)))
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("v,version", "print version information", cxxopts::value<bool>())
             ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -106,8 +96,8 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-    // parse print info
-    print_info = !print_info;
+    // parse whether output is quiet or not
+    plssvm::verbose = !plssvm::verbose;
 
     // parse test data filename
     if (!result.count("test")) {
@@ -129,15 +119,33 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
     if (result.count("output")) {
         predict_filename = result["output"].as<decltype(predict_filename)>();
     } else {
-        predict_filename = base_type::predict_name_from_input();
+        predict_filename = this->predict_name_from_input();
     }
+}
 
-    base_type::parse_model_file(model_filename);
-    base_type::parse_test_file(input_filename);
+template <typename T>
+[[nodiscard]] std::string parameter_predict<T>::predict_name_from_input() {
+    auto input_path = std::filesystem::path(input_filename);
+    return input_path.replace_filename(input_path.filename().string() + ".predict").string();
 }
 
 // explicitly instantiate template class
 template class parameter_predict<float>;
 template class parameter_predict<double>;
 
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
+    out << static_cast<const parameter<T>&>(params);
+    return out << fmt::format(
+               "input_filename              '{}'\n"
+               "model_filename              '{}'\n"
+               "predict_filename            '{}'\n",
+               params.input_filename,
+               params.model_filename,
+               params.predict_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
+
 }  // namespace plssvm
diff --git a/src/plssvm/parameter_train.cpp b/src/plssvm/parameter_train.cpp
index 48b134f87..b778cdb0b 100644
--- a/src/plssvm/parameter_train.cpp
+++ b/src/plssvm/parameter_train.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
@@ -20,22 +21,13 @@
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <cstdio>     // stderr
-#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <string>     // std::string
-#include <utility>    // std::move
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
 
 namespace plssvm {
 
-template <typename T>
-parameter_train<T>::parameter_train(std::string p_input_filename) {
-    base_type::input_filename = std::move(p_input_filename);
-    base_type::model_filename = base_type::model_name_from_input();
-
-    base_type::parse_train_file(input_filename);
-}
-
 template <typename T>
 parameter_train<T>::parameter_train(int argc, char **argv) {
     cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
@@ -59,7 +51,7 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
             ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_kernel_invocation_type))))
             ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
 #endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(print_info)->default_value(fmt::format("{}", !print_info)))
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("v,version", "print version information", cxxopts::value<bool>())
             ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -141,8 +133,8 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-    // parse print info
-    print_info = !print_info;
+    // parse whether output is quiet or not
+    plssvm::verbose = !plssvm::verbose;
 
     // parse input data filename
     if (!result.count("input")) {
@@ -156,14 +148,31 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
     if (result.count("model")) {
         model_filename = result["model"].as<decltype(model_filename)>();
     } else {
-        model_filename = base_type::model_name_from_input();
+        model_filename = this->model_name_from_input();
     }
+}
 
-    base_type::parse_train_file(input_filename);
+template <typename T>
+[[nodiscard]] std::string parameter_train<T>::model_name_from_input() {
+    auto input_path = std::filesystem::path(input_filename);
+    return input_path.replace_filename(input_path.filename().string() + ".model").string();
 }
 
 // explicitly instantiate template class
 template class parameter_train<float>;
 template class parameter_train<double>;
 
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
+    out << static_cast<const parameter<T>&>(params);
+    return out << fmt::format(
+               "input_filename              '{}'\n"
+               "model_filename              '{}'\n",
+               params.input_filename,
+               params.model_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
+
 }  // namespace plssvm
\ No newline at end of file
diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index b91d3efc2..367803be8 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -92,14 +92,15 @@
 if args.test_samples > 0:
     test_file = rawfile + "_test." + args.format
 
+# TODO: index must start at 1!!!
 if args.format == "libsvm":
     from sklearn.datasets import dump_svmlight_file
     # dump data in libsvm format
     dump_svmlight_file(samples[:args.samples, :],
-                       labels[:args.samples], file)
+                       labels[:args.samples], file, zero_based=False)
     if args.test_samples > 0:
         dump_svmlight_file(samples[args.samples:, :],
-                           labels[args.samples:], test_file)
+                           labels[args.samples:], test_file, zero_based=False)
 elif args.format == "arff":
     import numpy
     import arff

From 83507cf6ecd88a99bfb3ac0c2fc85ef9c3ae7789 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 8 May 2022 21:17:27 +0200
Subject: [PATCH 0078/1010] Update data_Set implementation.

---
 CMakeLists.txt                              |   3 -
 include/plssvm/data_set.hpp                 | 382 ++++++++++++++++++--
 include/plssvm/detail/io/arff_parsing.hpp   | 197 +++++++++-
 include/plssvm/detail/io/libsvm_parsing.hpp | 180 ++++++++-
 include/plssvm/detail/string_conversion.hpp |  47 +--
 src/plssvm/data_set.cpp                     | 253 -------------
 src/plssvm/detail/io/arff_parsing.cpp       | 214 -----------
 src/plssvm/detail/io/libsvm_parsing.cpp     | 259 -------------
 8 files changed, 723 insertions(+), 812 deletions(-)
 delete mode 100644 src/plssvm/data_set.cpp
 delete mode 100644 src/plssvm/detail/io/arff_parsing.cpp
 delete mode 100644 src/plssvm/detail/io/libsvm_parsing.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index cc6177c5c..cde1191cd 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -36,11 +36,8 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/data_set.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/libsvm_parsing.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/arff_parsing.cpp
 )
 
 ## create base library: linked against all backend libraries
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 908450eb8..4653fcc79 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -11,79 +11,387 @@
 
 #pragma once
 
-#include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
+#include "plssvm/constants.hpp"                 // plssvm::verbose
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
+#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
 
-#include <cstddef>      // std::size_t
-#include <functional>   // std::reference_wrapper, std::cref
-#include <memory>       // std::shared_ptr
-#include <optional>     // std::optional, std::make_optional, std::nullopt
-#include <string>       // std::string
-#include <vector>       // std::vector
+#include "fmt/core.h"    // fmt::format, fmt::print
+#include "fmt/chrono.h"  // directly output std::chrono times via fmt
+#include "fmt/os.h"      // fmt::ostream
+#include "fmt/ostream.h" // directly output objects with operator<< overload via fmt
+
+#include <algorithm>   // std::all_of, std::max, std::min
+#include <chrono>      // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
+#include <cstddef>     // std::size_t
+#include <functional>  // std::reference_wrapper, std::cref
+#include <limits>      // std::numeric_limits
+#include <map>         // std::map
+#include <memory>      // std::shared_ptr, std::make_shared
+#include <optional>    // std::optional, std::make_optional, std::nullopt
+#include <set>         // std::set
+#include <string>      // std::string
+#include <tuple>       // std::tie
+#include <utility>     // std::move, std::pair
+#include <vector>      // std::vector
 
-#include <variant>      // std::variant
 
 namespace plssvm {
 
 template <typename T>
-class data_set {
-    using data_matrix_type = std::vector<std::vector<T>>;
-    using label_vector_type = std::vector<T>;
+using optional_ref = std::optional<std::reference_wrapper<T>>;
+
 
-    std::map<T, std::string> mapping_;
+template <typename T, typename U = T>
+class data_set {
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
+    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+    // because std::vector<bool> is evil
+    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     using real_type = T;
-    using label_type = T;
+    using label_type = U;
     using size_type = std::size_t;
 
     data_set();
 
-    explicit data_set(const std::string& filename);
-    data_set(const std::string& filename, file_format_type format);
-
-    explicit data_set(data_matrix_type &&X);
-    data_set(data_matrix_type &&X, std::vector<real_type> &&y);
+    explicit data_set(const std::string& filename, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
+    data_set(const std::string& filename, file_format_type format, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
-    data_set(data_matrix_type &&X, std::vector<int> &&x);
-    data_set(data_matrix_type &&X, std::vector<std::string> &&x);
+    explicit data_set(std::vector<std::vector<real_type>> &&X, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
+    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
 
     // save the data set in the given format
     void save_data_set(const std::string& filename, file_format_type format) const;
 
-    // scale data features to be in range [-1, +1]
-    void scale();
-    // scale data features to be in range [lower, upper]
-    void scale(real_type lower, real_type upper);
-
-    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
-    [[nodiscard]] std::optional<std::reference_wrapper<const label_vector_type>> labels() const noexcept {
-        if (this->has_labels()) {
-            return std::make_optional(std::cref(*y_ptr_));
-        } else {
-            return std::nullopt;
-        }
-    }
+    [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+    [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
+    [[nodiscard]] optional_ref<const std::vector<label_type>> labels() noexcept;
+
+    [[nodiscard]] label_type label_from_mapped_value(real_type val) const noexcept;
 
+    [[nodiscard]] size_type num_labels() const noexcept { return mapping_.size(); }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
   private:
+    void create_mapping();
+    void scale(std::pair<real_type, real_type> scaling);
+
     void write_libsvm_file(const std::string& filename) const;
     void write_arff_file(const std::string& filename) const;
     void read_file(const std::string& filename, file_format_type format);
     void read_libsvm_file(const std::string& filename);
     void read_arff_file(const std::string& filename);
 
-    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
-    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
+    std::shared_ptr<std::vector<std::vector<real_type>>> X_ptr_{ nullptr };
+    std::shared_ptr<std::vector<real_type>> y_ptr_{ nullptr };
+    std::shared_ptr<std::vector<label_type>> labels_ptr_{ nullptr };
 
     size_type num_data_points_{ 0 };
     size_type num_features_{ 0 };
+
+    std::map<real_type, label_type> mapping_{};
 };
 
-extern template class data_set<float>;
-extern template class data_set<double>;
+
+/******************************************************************************
+ *                                Constructors                                *
+ ******************************************************************************/
+template <typename T, typename U>
+data_set<T, U>::data_set() : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } { }
+
+template <typename T, typename U>
+data_set<T, U>::data_set(const std::string& filename, const std::optional<std::pair<real_type, real_type>> scaling) {
+    // read data set from file
+    this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
+    // scale data set
+    if (scaling.has_value()) {
+       this->scale(scaling.value());
+    }
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(const std::string &filename, const file_format_type format, const std::optional<std::pair<real_type, real_type>> scaling) {
+    // read data set from file
+    this->read_file(filename, format);
+    // scale data set
+    if (scaling.has_value()) {
+        this->scale(scaling.value());
+    }
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    }
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+
+    // scale data set
+    if (scaling.has_value()) {
+        this->scale(scaling.value());
+    }
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
+    if (X_ptr_->empty()) {
+        throw exception("Data vector is empty!");
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+        throw exception{ "All points in the data vector must have the same number of features!" };
+    } else if (X_ptr_->front().size() == 0) {
+        throw exception{ "No features provided for the data points!" };
+    } else if (X_ptr_->size() != labels_ptr_->size()) {
+        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", labels_ptr_->size(), X_ptr_->size()) };
+    }
+
+    // create mapping from labels
+    this->create_mapping();
+
+    num_data_points_ = X_ptr_->size();
+    num_features_ = X_ptr_->front().size();
+
+    // scale data set
+    if (scaling.has_value()) {
+        this->scale(scaling.value());
+    }
+}
+
+
+/******************************************************************************
+ *                                Save Data Set                               *
+ ******************************************************************************/
+template <typename T, typename U>
+void data_set<T, U>::save_data_set(const std::string &filename, const file_format_type format) const {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // save the data set
+    switch (format) {
+        case file_format_type::libsvm:
+            this->write_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            this->write_arff_file(filename);
+            break;
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} data points with {} features in {} to the {} file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+
+/******************************************************************************
+ *                                   Getter                                   *
+ ******************************************************************************/
+template <typename T, typename U>
+auto data_set<T, U>::mapped_labels() const noexcept -> optional_ref<const std::vector<real_type>> {
+    if (this->has_labels()) {
+        return std::make_optional(std::cref(*y_ptr_));
+    } else {
+        return std::nullopt;
+    }
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::labels() noexcept -> optional_ref<const std::vector<label_type>> {
+    if (this->has_labels()) {
+        return std::make_optional(std::cref(*labels_ptr_));
+    } else {
+        return std::nullopt;
+    }
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_from_mapped_value(const real_type val) const noexcept -> label_type {
+    if (mapping_.count(val) == 0) {
+        throw exception{ "Illegal mapped value: {}!" };
+    }
+    return mapping_[val];
+}
+
+
+////////////////////////////////////////////////////////////////////////////////
+////                        PRIVATE MEMBER FUNCTIONS                        ////
+////////////////////////////////////////////////////////////////////////////////
+
+template <typename T, typename U>
+void data_set<T, U>::create_mapping() {
+    PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
+
+    // get unique labels
+    const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
+    // only binary classification allowed as of now
+    if (unique_labels.size() != 2) {
+        throw exception{fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size())};
+    }
+    // map binary labels to -1 and 1
+    mapping_[-1] = *unique_labels.begin();
+    mapping_[1] = *(++unique_labels.begin());
+
+    // convert input labels to now mapped values
+    std::vector<real_type> tmp(labels_ptr_->size());
+    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping_)
+    for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
+        tmp[i] = std::find_if(mapping_.begin(), mapping_.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
+    }
+    y_ptr_ = std::make_shared<std::vector<real_type>>(std::move(tmp));
+}
+
+template <typename T, typename U>
+void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
+    // unpack pair
+    const real_type lower = scaling.first;
+    const real_type upper = scaling.second;
+    if (lower >= upper) {
+        throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
+    }
+
+    real_type min_entry = std::numeric_limits<real_type>::max();
+    real_type max_entry = std::numeric_limits<real_type>::lowest();
+
+    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
+            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
+        }
+    }
+
+    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
+    for (size_type row = 0; row < num_data_points_; ++row) {
+        for (size_type col = 0; col < num_features_; ++col) {
+            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
+        }
+    }
+}
+
+
+/******************************************************************************
+ *                                 Write Files                                *
+ ******************************************************************************/
+template <typename T, typename U>
+void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
+    fmt::ostream out = fmt::output_file(filename);
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_libsvm_data<true>(out, X_ptr_, labels_ptr_);
+    } else {
+        detail::io::write_libsvm_data<false>(out, X_ptr_);
+    }
+}
+
+template <typename T, typename U>
+void data_set<T, U>::write_arff_file(const std::string &filename) const {
+    fmt::ostream out = fmt::output_file(filename);
+
+    // write header information
+    detail::io::write_arff_header(out, num_features_, this->has_labels());
+
+    // write data
+    if (this->has_labels()) {
+        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
+    } else {
+        detail::io::write_arff_data(out, X_ptr_);
+    }
+}
+
+
+/******************************************************************************
+ *                                 Read Files                                 *
+ ******************************************************************************/
+template <typename T, typename U>
+void data_set<T, U>::read_file(const std::string &filename, file_format_type format) {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // parse the given file
+    switch (format) {
+        case file_format_type::libsvm:
+            read_libsvm_file(filename);
+            break;
+        case file_format_type::arff:
+            read_arff_file(filename);
+            break;
+    }
+
+    // create label mapping
+    if (this->has_labels()) {
+        this->create_mapping();
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+                   num_data_points_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   format,
+                   filename);
+    }
+}
+
+template <typename T, typename U>
+void data_set<T, U>::read_libsvm_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '#' };
+
+    // parse sizes
+    num_data_points_ = f.num_lines();
+    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
+
+    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_data_points_, std::vector<real_type>(num_features_));
+    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+
+    // parse file
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, labels_ptr_);
+
+    // update shared pointer
+    if (!has_label) {
+        labels_ptr_ = nullptr;
+    }
+}
+
+template <typename T, typename U>
+void data_set<T,U>::read_arff_file(const std::string &filename) {
+    detail::io::file_reader f{ filename, '%' };
+
+    // parse arff header, structured binding
+    size_type header = 0;
+    size_type max_size = 0;
+    bool has_label = false;
+    std::tie(header, max_size, has_label) = detail::io::read_arff_header(f);
+
+    num_data_points_ = f.num_lines() - (header + 1);
+    num_features_ = has_label ? max_size - 1 : max_size;
+
+    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_features_, std::vector<real_type>(num_features_));
+    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+
+    // parse file
+    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, labels_ptr_);
+
+    // update shared pointer
+    if (!has_label) {
+        labels_ptr_ = nullptr;
+    }
+}
 
 }
\ No newline at end of file
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 9fa12f90c..c313cfa1e 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -11,28 +11,199 @@
 
 #pragma once
 
-#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
-#include "fmt/os.h"  // fmt::ostream
+#include "fmt/format.h"  // fmt::format, fmt::join
+#include "fmt/os.h"      // fmt::ostream
+
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
+#include <vector>       // std::vector
 
-#include <cstddef>  // std::size_t
-#include <memory>   // std::shared_ptr
-#include <tuple>    // std::tuple
-#include <vector>   // std::vector
 
 namespace plssvm::detail::io {
 
-std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader);
 
-template <typename real_type>
-void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+    std::size_t num_features = 0;
+    bool has_label = false;
 
-void write_arff_header(fmt::ostream &out, std::size_t num_features, bool has_labels);
+    // parse arff header
+    std::size_t header_line = 0;
+    for (; header_line < reader.num_lines(); ++header_line) {
+        std::string line{ reader.line(header_line) };
+        detail::to_upper_case(line);
+        if (detail::starts_with(line, "@RELATION")) {
+            // ignore relation
+            continue;
+        } else if (detail::starts_with(line, "@ATTRIBUTE")) {
+            if (line.find("NUMERIC") == std::string::npos) {
+                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
+            }
+            if (has_label) {
+                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
+            } else if (line.find("CLASS") != std::string::npos) {
+                has_label = true;
+            }
+            // add a feature
+            ++num_features;
+        } else if (detail::starts_with(line, "@DATA")) {
+            // finished reading header -> start parsing data
+            break;
+        }
+    }
 
-template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+    // perform additional checks
+    if (num_features == 0) {
+        // no @ATTRIBUTE fields
+        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
+    } else if (header_line + 1 >= reader.num_lines()) {
+        // no data points provided
+        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
+    }
+
+    return std::make_tuple(header_line, num_features, has_label);
+}
+
+template <typename real_type, typename label_type>
+void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+    {
+        #pragma omp for
+        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + header + 1);
+                //
+                if (detail::starts_with(line, '@')) {
+                    // read @ inside data section
+                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
+                }
+
+                // parse sparse or dense data point definition
+                if (detail::starts_with(line, '{')) {
+                    // missing closing }
+                    if (!detail::ends_with(line, '}')) {
+                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
+                    }
+                    // sparse line
+                    bool is_class_set = false;
+                    std::string_view::size_type pos = 1;
+                    while (true) {
+                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
+                        // no further data points
+                        if (next_pos == std::string_view::npos) {
+                            break;
+                        }
+
+                        // get index
+                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        if (index >= max_size) {
+                            // index too big for specified number of features
+                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
+                        }
+                        pos = next_pos + 1;
+
+                        // get value
+                        next_pos = line.find_first_of(",}", pos);
+
+                        // write parsed value depending on the index
+                        if (index == max_size - 1 && has_label) {
+                            is_class_set = true;
+                            (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                        } else {
+                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        }
+
+                        // remove already processes part of the line
+                        line.remove_prefix(next_pos + 1);
+                        line = detail::trim_left(line);
+                        pos = 0;
+                    }
+                    // no class label found
+                    if (!is_class_set && has_label) {
+                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
+                    }
+                } else {
+                    // dense line
+                    std::string_view::size_type pos = 0;
+                    std::string_view::size_type next_pos = 0;
+                    for (std::size_t j = 0; j < max_size - 1; ++j) {
+                        next_pos = line.find_first_of(',', pos);
+                        if (next_pos == std::string_view::npos) {
+                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
+                        }
+                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        pos = next_pos + 1;
+                    }
+                    // write last number to the correct vector (based on the fact whether labels are present or not)
+                    if (has_label) {
+                        (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                    } else {
+                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                    }
+                    // check whether superfluous data points are left
+                    next_pos = line.find_first_of(',', pos);
+                    if (next_pos != std::string_view::npos) {
+                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
+                    }
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+}
+
+void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
+    for (std::size_t i = 0; i < num_features; ++i) {
+        out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
+    }
+    if (has_labels) {
+        out.print("@ATTRIBUTE class NUMERIC\n\n");
+    }
+    out.print("@DATA\n");
+}
+
+template <typename real_type, typename label_type>
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output with label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
+    }
+}
 
 template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    // TODO: optimize?, FMT_COMPILE Bug?
+    // output without label
+    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
+    }
+}
 
 }
\ No newline at end of file
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index dd85f32ed..bf669ec39 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -11,25 +11,181 @@
 
 #pragma once
 
-#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::file_reader
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "fmt/os.h"  // fmt::ostream
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format, fmt::format_to
+#include "fmt/os.h"      // fmt::ostream
+
+#include <algorithm>    // std::max, std::min
+#include <cstddef>      // std::size_t
+#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <memory>       // std::shared_ptr
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <utility>      // std::move
+#include <vector>       // std::vector
 
-#include <cstddef>  // std::size_t
-#include <memory>   // std::shared_ptr
-#include <vector>   // std::vector
 
 namespace plssvm::detail::io {
 
-std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start);
+std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num_data_points, const std::size_t start) {
+    std::size_t num_features = 0;
+    std::exception_ptr parallel_exception;
+
+    #pragma omp parallel default(none) shared(reader, parallel_exception, num_features) firstprivate(num_data_points, start)
+    {
+        #pragma omp for reduction(max : num_features)
+        for (std::size_t i = 0; i < num_data_points; ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check index of last feature entry
+                std::string_view::size_type pos_colon = line.find_last_of(':');
+                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
+                const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
+                num_features = std::max<std::size_t>(num_features, index);
+
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    // no features were parsed -> invalid file
+    if (num_features == 0) {
+        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
+    }
+
+    return num_features;
+}
+
+template <typename real_type, typename label_type>
+bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    std::exception_ptr parallel_exception;
+    bool has_label = true;
+
+    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
+    {
+        #pragma omp for reduction(&& : has_label)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                std::string_view line = reader.line(i + start);
+
+                // check if class labels are present (not necessarily the case for test files)
+                std::string_view::size_type pos = line.find_first_of(" \n");
+                std::string_view::size_type first_colon = line.find_first_of(":\n");
+                if (first_colon >= pos) {
+                    // get class or alpha
+                    (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
+                } else {
+                    has_label = false;
+                    pos = 0;
+                }
+
+                // get data
+                while (true) {
+                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
+                    // no further data points
+                    if (next_pos == std::string_view::npos) {
+                        break;
+                    }
+
+                    // get index
+                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
+                    if (index >= 200) {
+                        fmt::print("{} ", index);
+                    }
+                    if (i >= 500) {
+                        fmt::print("{} ", i);
+                    }
+                    pos = next_pos + 1;
+
+                    // get value
+                    next_pos = line.find_first_of(' ', pos);
+                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    pos = next_pos;
+                }
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
+                }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
+            }
+        }
+    }
+
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
+    }
+
+    return has_label;
+}
+
+template <typename real_type, typename label_type, bool has_label>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr = nullptr) {
+    if constexpr (has_label) {
+        PLSSVM_ASSERT(y_ptr != nullptr, "has_label is 'true' but no labels were provided!");
+    }
+
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
 
-template <typename real_type>
-bool read_libsvm_data(file_reader &reader, std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr);
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
 
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr);
+    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, has_label)
+    {
+        // all support vectors with class 1
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+            if constexpr (has_label) {
+                out_string.append(fmt::format(FMT_COMPILE("{} "), (*y_ptr)[i]));
+            }
+            format_libsvm_line(out_string, (*y_ptr)[i], (*X_ptr)[i]);
+        }
 
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr);
+        #pragma omp critical
+        out.print("{}", out_string);
+    }
+}
 
 }
\ No newline at end of file
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 798b56b0c..a56f8cccf 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -40,30 +40,35 @@ namespace plssvm::detail {
  */
 template <typename T, typename Exception = std::runtime_error>
 [[nodiscard]] inline T convert_to(std::string_view str) {
-    // select conversion function depending on the provided type
-    const auto convert_from_chars = [](const std::string_view sv, auto &val) {
-        if constexpr (std::is_floating_point_v<T>) {
-            // convert the string to a floating point value
-            return fast_float::from_chars(sv.data(), sv.data() + sv.size(), val);
-        } else if constexpr (std::is_integral_v<T>) {
-            // convert the string to an integral value
-            return std::from_chars(sv.data(), sv.data() + sv.size(), val);
-        } else {
-            // can't convert the string to a non-arithmetic type
-            static_assert(always_false_v<T>, "Can only convert arithmetic types!");
-        }
-    };
+    if constexpr (std::is_same_v<std::decay_t<T>, std::string>) {
+        // convert string_view to string
+        return std::string{ trim_left(str) };
+    } else {
+        // select conversion function depending on the provided type
+        const auto convert_from_chars = [](const std::string_view sv, auto &val) {
+            if constexpr (std::is_floating_point_v<T>) {
+                // convert the string to a floating point value
+                return fast_float::from_chars(sv.data(), sv.data() + sv.size(), val);
+            } else if constexpr (std::is_integral_v<T>) {
+                // convert the string to an integral value
+                return std::from_chars(sv.data(), sv.data() + sv.size(), val);
+            } else {
+                // can't convert the string to a non-arithmetic type
+                static_assert(always_false_v<T>, "Can only convert arithmetic types!");
+            }
+        };
 
-    // remove leading whitespaces
-    str = trim_left(str);
+        // remove leading whitespaces
+        str = trim_left(str);
 
-    // convert string to value fo type T
-    T val;
-    auto res = convert_from_chars(str, val);
-    if (res.ec != std::errc{}) {
-        throw Exception{ fmt::format("Can't convert '{}' to a value of type {}!", str, plssvm::detail::arithmetic_type_name<T>()) };
+        // convert string to value fo type T
+        T val;
+        auto res = convert_from_chars(str, val);
+        if (res.ec != std::errc{}) {
+            throw Exception{ fmt::format("Can't convert '{}' to a value of type {}!", str, plssvm::detail::arithmetic_type_name<T>()) };
+        }
+        return val;
     }
-    return val;
 }
 
 /**
diff --git a/src/plssvm/data_set.cpp b/src/plssvm/data_set.cpp
deleted file mode 100644
index 52159d86f..000000000
--- a/src/plssvm/data_set.cpp
+++ /dev/null
@@ -1,253 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/data_set.hpp"
-
-#include "plssvm/constants.hpp"                 // plssvm::verbose
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
-#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
-#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
-#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
-
-#include "fmt/core.h"    // fmt::format, fmt::print
-#include "fmt/chrono.h"  // directly output std::chrono times via fmt
-#include "fmt/os.h"      // fmt::ostream
-#include "fmt/ostream.h" // directly output objects with operator<< overload via fmt
-
-#include <algorithm>  // std::all_of, std::max, std::min
-#include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
-#include <limits>     // std::numeric_limits
-#include <memory>     // std::shared_ptr, std::make_shared
-#include <string>     // std::string
-#include <tuple>      // std::tie
-#include <utility>    // std::move
-#include <vector>     // std::vector
-
-
-namespace plssvm {
-
-template <typename T>
-data_set<T>::data_set() : X_ptr_{ std::make_shared<data_matrix_type>() }, y_ptr_{ nullptr }, num_data_points_{ 0 }, num_features_{ 0 } { }
-
-template <typename T>
-data_set<T>::data_set(const std::string& filename) {
-    this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
-}
-
-template <typename T>
-data_set<T>::data_set(const std::string &filename, const file_format_type format) {
-    this->read_file(filename, format);
-}
-
-template <typename T>
-data_set<T>::data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ nullptr } {
-    if (X_ptr_->empty()) {
-        throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (X_ptr_->front().size() == 0) {
-        throw exception{ "No features provided for the data points!" };
-    }
-
-    num_data_points_ = X_ptr_->size();
-    num_features_ = X_ptr_->front().size();
-}
-
-template <typename T>
-data_set<T>::data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
-    if (X_ptr_->empty()) {
-        throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (X_ptr_->front().size() == 0) {
-        throw exception{ "No features provided for the data points!" };
-    } else if (X_ptr_->size() != y_ptr_->size()) {
-        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", y_ptr_->size(), X_ptr_->size()) };
-    }
-
-    num_data_points_ = X_ptr_->size();
-    num_features_ = X_ptr_->front().size();
-}
-
-template <typename T>
-void data_set<T>::save_data_set(const std::string &filename, const file_format_type format) const {
-    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    // save the data set
-    switch (format) {
-        case file_format_type::libsvm:
-            this->write_libsvm_file(filename);
-            break;
-        case file_format_type::arff:
-            this->write_arff_file(filename);
-            break;
-    }
-
-    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Write {} data points with {} features in {} to the {} file '{}'.\n",
-                   num_data_points_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   format,
-                   filename);
-    }
-}
-
-template <typename T>
-void data_set<T>::scale() {
-    this->scale(-1, +1);
-}
-
-template <typename T>
-void data_set<T>::scale(const real_type lower, const real_type upper) {
-    if (lower >= upper) {
-        throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
-    }
-
-    real_type min_entry = std::numeric_limits<real_type>::max();
-    real_type max_entry = std::numeric_limits<real_type>::lowest();
-
-    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
-            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
-        }
-    }
-
-    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
-        }
-    }
-}
-
-
-/******************************************************************************
- *                                   PRIVATE                                  *
- ******************************************************************************/
-
-
-template <typename T>
-void data_set<T>::write_libsvm_file(const std::string& filename) const {
-    auto out = fmt::output_file(filename);
-    // write data
-    if (this->has_labels()) {
-        detail::io::write_libsvm_data(out, X_ptr_, y_ptr_);
-    } else {
-        detail::io::write_libsvm_data(out, X_ptr_);
-    }
-}
-
-template <typename T>
-void data_set<T>::write_arff_file(const std::string &filename) const {
-    auto out = fmt::output_file(filename);
-
-    // write header information
-    detail::io::write_arff_header(out, num_features_, this->has_labels());
-
-    // write data
-    if (this->has_labels()) {
-        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
-    } else {
-        detail::io::write_arff_data(out, X_ptr_);
-    }
-}
-
-template <typename T>
-void data_set<T>::read_file(const std::string &filename, file_format_type format) {
-    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    // parse the given file
-    switch (format) {
-        case file_format_type::libsvm:
-            read_libsvm_file(filename);
-            break;
-        case file_format_type::arff:
-            read_arff_file(filename);
-            break;
-    }
-
-    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
-                   num_data_points_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   format,
-                   filename);
-    }
-}
-
-template <typename T>
-void data_set<T>::read_libsvm_file(const std::string &filename) {
-    detail::io::file_reader f{ filename, '#' };
-
-    // parse sizes
-    num_data_points_ = f.num_lines();
-    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
-
-    X_ptr_ = std::make_shared<data_matrix_type>(num_data_points_, std::vector<real_type>(num_features_));
-    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
-
-    // parse file
-    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, y_ptr_);
-
-    // gamma?
-    // TODO:
-
-    // convert label values to -1/+1
-    if (has_label) {
-        // only if labels are present
-        #pragma omp parallel for default(none) shared(y_ptr_)
-        for (size_type i = 0; i < num_data_points_; ++i) {
-            (*y_ptr_)[i] = operators::sign((*y_ptr_)[i]);
-        }
-    } else {
-        y_ptr_ = nullptr;
-    }
-}
-
-template <typename T>
-void data_set<T>::read_arff_file(const std::string &filename) {
-    detail::io::file_reader f{ filename, '%' };
-
-    // parse arff header, structured binding
-    size_type header = 0;
-    size_type max_size = 0;
-    bool has_label = false;
-    std::tie(header, max_size, has_label) = detail::io::read_arff_header(f);
-
-    num_data_points_ = f.num_lines() - (header + 1);
-    num_features_ = has_label ? max_size - 1 : max_size;
-
-    X_ptr_ = std::make_shared<data_matrix_type>(num_features_, std::vector<real_type>(num_features_));
-    y_ptr_ = std::make_shared<label_vector_type>(num_data_points_);
-
-    // parse file
-    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, y_ptr_);
-
-    // update gamma
-    // TODO:
-
-    // update shared pointer
-    if (!has_label) {
-        y_ptr_ = nullptr;
-    }
-}
-
-// explicitly instantiate template class
-template class data_set<float>;
-template class data_set<double>;
-
-}
\ No newline at end of file
diff --git a/src/plssvm/detail/io/arff_parsing.cpp b/src/plssvm/detail/io/arff_parsing.cpp
deleted file mode 100644
index 11868d10c..000000000
--- a/src/plssvm/detail/io/arff_parsing.cpp
+++ /dev/null
@@ -1,214 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/detail/io/arff_parsing.hpp"
-
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
-
-#include "fmt/format.h"  // fmt::format, fmt::join
-#include "fmt/os.h"      // fmt::ostream
-
-#include <cstddef>      // std::size_t
-#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple
-#include <vector>       // std::vector
-
-namespace plssvm::detail::io {
-
-std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
-    std::size_t num_features = 0;
-    bool has_label = false;
-
-    // parse arff header
-    std::size_t header_line = 0;
-    for (; header_line < reader.num_lines(); ++header_line) {
-        std::string line{ reader.line(header_line) };
-        detail::to_upper_case(line);
-        if (detail::starts_with(line, "@RELATION")) {
-            // ignore relation
-            continue;
-        } else if (detail::starts_with(line, "@ATTRIBUTE")) {
-            if (line.find("NUMERIC") == std::string::npos) {
-                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
-            }
-            if (has_label) {
-                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
-            } else if (line.find("CLASS") != std::string::npos) {
-                has_label = true;
-            }
-            // add a feature
-            ++num_features;
-        } else if (detail::starts_with(line, "@DATA")) {
-            // finished reading header -> start parsing data
-            break;
-        }
-    }
-
-    // perform additional checks
-    if (num_features == 0) {
-        // no @ATTRIBUTE fields
-        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
-    } else if (header_line + 1 >= reader.num_lines()) {
-        // no data points provided
-        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
-    }
-
-    return std::make_tuple(header_line, num_features, has_label);
-}
-
-template <typename real_type>
-void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
-    {
-        #pragma omp for
-        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = reader.line(i + header + 1);
-                //
-                if (detail::starts_with(line, '@')) {
-                    // read @ inside data section
-                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
-                }
-
-                // parse sparse or dense data point definition
-                if (detail::starts_with(line, '{')) {
-                    // missing closing }
-                    if (!detail::ends_with(line, '}')) {
-                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
-                    }
-                    // sparse line
-                    bool is_class_set = false;
-                    std::string_view::size_type pos = 1;
-                    while (true) {
-                        std::string_view::size_type next_pos = line.find_first_of(' ', pos);
-                        // no further data points
-                        if (next_pos == std::string_view::npos) {
-                            break;
-                        }
-
-                        // get index
-                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        if (index >= max_size) {
-                            // index too big for specified number of features
-                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
-                        }
-                        pos = next_pos + 1;
-
-                        // get value
-                        next_pos = line.find_first_of(",}", pos);
-
-                        // write parsed value depending on the index
-                        if (index == max_size - 1 && has_label) {
-                            is_class_set = true;
-                            (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                        } else {
-                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        }
-
-                        // remove already processes part of the line
-                        line.remove_prefix(next_pos + 1);
-                        line = detail::trim_left(line);
-                        pos = 0;
-                    }
-                    // no class label found
-                    if (!is_class_set && has_label) {
-                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
-                    }
-                } else {
-                    // dense line
-                    std::string_view::size_type pos = 0;
-                    std::string_view::size_type next_pos = 0;
-                    for (std::size_t j = 0; j < max_size - 1; ++j) {
-                        next_pos = line.find_first_of(',', pos);
-                        if (next_pos == std::string_view::npos) {
-                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
-                        }
-                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        pos = next_pos + 1;
-                    }
-                    // write last number to the correct vector (based on the fact whether labels are present or not)
-                    if (has_label) {
-                        (*y_ptr)[i] = plssvm::operators::sign(detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos)));
-                    } else {
-                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
-                    }
-                    // check whether superfluous data points are left
-                    next_pos = line.find_first_of(',', pos);
-                    if (next_pos != std::string_view::npos) {
-                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
-                    }
-                }
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-}
-
-template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
-template void read_arff_data(file_reader &, std::size_t, std::size_t, std::size_t, bool, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
-
-void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
-    for (std::size_t i = 0; i < num_features; ++i) {
-        out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
-    }
-    if (has_labels) {
-        out.print("@ATTRIBUTE class NUMERIC\n\n");
-    }
-    out.print("@DATA\n");
-}
-
-template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output with label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
-    }
-}
-
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
-
-
-template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output without label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
-    }
-}
-
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
-template void write_arff_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
-
-}
\ No newline at end of file
diff --git a/src/plssvm/detail/io/libsvm_parsing.cpp b/src/plssvm/detail/io/libsvm_parsing.cpp
deleted file mode 100644
index 1cb296f19..000000000
--- a/src/plssvm/detail/io/libsvm_parsing.cpp
+++ /dev/null
@@ -1,259 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/detail/io/libsvm_parsing.hpp"
-
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
-
-#include "fmt/compile.h" // FMT_COMPILE
-#include "fmt/format.h"  // fmt::format, fmt::format_to
-#include "fmt/os.h"      // fmt::ostream
-
-#ifdef _OPENMP
-    #include <omp.h>  // omp_get_num_threads
-#endif
-
-#include <algorithm>    // std::max, std::min
-#include <cstddef>      // std::size_t
-#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <utility>      // std::move
-#include <vector>       // std::vector
-
-namespace plssvm::detail::io {
-
-std::size_t parse_libsvm_num_features(file_reader &reader, std::size_t num_data_points, std::size_t start) {
-    std::size_t num_features = 0;
-    std::exception_ptr parallel_exception;
-
-    #pragma omp parallel default(none) shared(reader, parallel_exception, num_features) firstprivate(num_data_points, start)
-    {
-        #pragma omp for reduction(max : num_features)
-        for (std::size_t i = 0; i < num_data_points; ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = reader.line(i + start);
-
-                // check index of last feature entry
-                std::string_view::size_type pos_colon = line.find_last_of(':');
-                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
-                const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
-                num_features = std::max<std::size_t>(num_features, index);
-
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    // no features were parsed -> invalid file
-    if (num_features == 0) {
-        throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
-    }
-
-    return num_features;
-}
-
-template <typename real_type>
-bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    std::exception_ptr parallel_exception;
-    bool has_label = true;
-
-    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
-    {
-        #pragma omp for reduction(&& : has_label)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
-            #pragma omp cancellation point for
-            try {
-                std::string_view line = reader.line(i + start);
-
-                // check if class labels are present (not necessarily the case for test files)
-                std::string_view::size_type pos = line.find_first_of(" \n");
-                std::string_view::size_type first_colon = line.find_first_of(":\n");
-                if (first_colon >= pos) {
-                    // get class or alpha
-                    (*y_ptr)[i] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(0, pos));
-                } else {
-                    has_label = false;
-                    pos = 0;
-                }
-
-                // get data
-                while (true) {
-                    std::string_view::size_type next_pos = line.find_first_of(':', pos);
-                    // no further data points
-                    if (next_pos == std::string_view::npos) {
-                        break;
-                    }
-
-                    // get index
-                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
-                    if (index >= 200) {
-                        fmt::print("{} ", index);
-                    }
-                    if (i >= 500) {
-                        fmt::print("{} ", i);
-                    }
-                    pos = next_pos + 1;
-
-                    // get value
-                    next_pos = line.find_first_of(' ', pos);
-                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                    pos = next_pos;
-                }
-            } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
-                {
-                    if (!parallel_exception) {
-                        parallel_exception = std::current_exception();
-                    }
-                }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
-            }
-        }
-    }
-
-    // rethrow if an exception occurred inside the parallel region
-    if (parallel_exception) {
-        std::rethrow_exception(parallel_exception);
-    }
-
-    return has_label;
-}
-
-template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<float>>> &, std::shared_ptr<std::vector<float>> &);
-template bool read_libsvm_data(file_reader &, const std::size_t, std::shared_ptr<std::vector<std::vector<double>>> &, std::shared_ptr<std::vector<double>> &);
-
-
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<real_type>> &y_ptr) {
-    // format one output-line
-    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
-
-        output.append(fmt::format(FMT_COMPILE("{} "), a));
-        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
-            char *ptr = buffer;
-            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
-                if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
-                }
-            }
-            output.append(buffer, ptr - buffer);
-        }
-        output.push_back('\n');
-    };
-
-    volatile int count = 0;
-    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, count)
-    {
-        // all support vectors with class 1
-        std::string out_pos;
-        #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
-            if ((*y_ptr)[i] >= 0) {
-                format_libsvm_line(out_pos, (*y_ptr)[i], (*X_ptr)[i]);
-            }
-        }
-
-        #pragma omp critical
-        {
-            out.print("{}", out_pos);
-            count++;
-            #pragma omp flush(count, out)
-        }
-
-        // all support vectors with class -1
-        std::string out_neg;
-        #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
-            if ((*y_ptr)[i] < 0) {
-                format_libsvm_line(out_neg, (*y_ptr)[i], (*X_ptr)[i]);
-            }
-        }
-
-        // wait for all threads to write support vectors for class 1
-#ifdef _OPENMP
-        while (count < omp_get_num_threads()) {
-        }
-#else
-        #pragma omp barrier
-#endif
-
-        #pragma omp critical
-        out.print("{}", out_neg);
-    }
-}
-
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &, const std::shared_ptr<std::vector<float>> &);
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &, const std::shared_ptr<std::vector<double>> &);
-
-
-template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
-    // format one output-line
-    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
-
-        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
-            char *ptr = buffer;
-            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
-                if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
-                }
-            }
-            output.append(buffer, ptr - buffer);
-        }
-        output.push_back('\n');
-    };
-
-    #pragma omp parallel default(none) shared(out, X_ptr, format_libsvm_line)
-    {
-        // all support vectors with class 1
-        std::string out_string;
-        #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
-            format_libsvm_line(out_string, (*X_ptr)[i]);
-        }
-
-        #pragma omp critical
-        out.print("{}", out_string);
-    }
-}
-
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<float>>> &);
-template void write_libsvm_data(fmt::ostream &, const std::shared_ptr<std::vector<std::vector<double>>> &);
-
-}
\ No newline at end of file

From 39f6ca04baaf2e3cf15f2c949fdcdb357ce47673 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 8 May 2022 21:50:08 +0200
Subject: [PATCH 0079/1010] Add plssvm-scale executable.

---
 CMakeLists.txt                              |  14 ++-
 include/plssvm/core.hpp                     |   1 +
 include/plssvm/data_set.hpp                 |   5 +-
 include/plssvm/detail/io/libsvm_parsing.hpp |   8 +-
 include/plssvm/parameter_scale.hpp          |  67 ++++++++++++
 src/main_scale.cpp                          |  60 +++++++++++
 src/plssvm/parameter_scale.cpp              | 111 ++++++++++++++++++++
 7 files changed, 256 insertions(+), 10 deletions(-)
 create mode 100644 include/plssvm/parameter_scale.hpp
 create mode 100644 src/main_scale.cpp
 create mode 100644 src/plssvm/parameter_scale.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index cde1191cd..5bab6ca26 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -32,6 +32,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_predict.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_train.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_scale.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -214,9 +215,12 @@ add_executable(${PLSSVM_EXECUTABLE_TRAIN_NAME} ${CMAKE_CURRENT_SOURCE_DIR}/src/m
 ## create predict executable
 set(PLSSVM_EXECUTABLE_PREDICT_NAME plssvm-predict)
 add_executable(${PLSSVM_EXECUTABLE_PREDICT_NAME} ${CMAKE_CURRENT_SOURCE_DIR}/src/main_predict.cpp)
+## create scale executable
+set(PLSSVM_EXECUTABLE_SCALE_NAME plssvm-scale)
+add_executable(${PLSSVM_EXECUTABLE_SCALE_NAME} ${CMAKE_CURRENT_SOURCE_DIR}/src/main_scale.cpp)
 
 ## append executables to installed targets
-list(APPEND PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_EXECUTABLE_PREDICT_NAME})
+list(APPEND PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_EXECUTABLE_PREDICT_NAME} ${PLSSVM_EXECUTABLE_SCALE_NAME})
 
 ########################################################################################################################
 ##                                            setup code coverage analysis                                            ##
@@ -252,6 +256,7 @@ if(uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
     # add executables as coverage target
     add_dependencies(coverage ${PLSSVM_EXECUTABLE_TRAIN_NAME})
     add_dependencies(coverage ${PLSSVM_EXECUTABLE_PREDICT_NAME})
+    add_dependencies(coverage ${PLSSVM_EXECUTABLE_SCALE_NAME})
 
     # add custom target `make clean_coverage` which calls `make clean` and also removes all generate *.gcda and *.gcno files
     add_custom_target(clean_coverage)
@@ -401,6 +406,7 @@ endif()
 ## link backends against executables
 target_link_libraries(${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_ALL_LIBRARY_NAME})
 target_link_libraries(${PLSSVM_EXECUTABLE_PREDICT_NAME} ${PLSSVM_ALL_LIBRARY_NAME})
+target_link_libraries(${PLSSVM_EXECUTABLE_SCALE_NAME} ${PLSSVM_ALL_LIBRARY_NAME})
 
 
 ########################################################################################################################
@@ -456,11 +462,12 @@ if(DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
 endif()
 
 ## change executable floating points from double precision to single precision
-option(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION "Build the ${PLSSVM_EXECUTABLE_TRAIN_NAME} and ${PLSSVM_EXECUTABLE_PREDICT_NAME} executables with single precision instead of double precision." OFF)
+option(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION "Build the ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME} executables with single precision instead of double precision." OFF)
 if(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    message(STATUS "Using single precision floating point numbers for ${PLSSVM_EXECUTABLE_TRAIN_NAME} and ${PLSSVM_EXECUTABLE_PREDICT_NAME}.")
+    message(STATUS "Using single precision floating point numbers for ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME}.")
     target_compile_definitions(${PLSSVM_EXECUTABLE_TRAIN_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
     target_compile_definitions(${PLSSVM_EXECUTABLE_PREDICT_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
+    target_compile_definitions(${PLSSVM_EXECUTABLE_SCALE_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
 endif()
 
 ########################################################################################################################
@@ -475,6 +482,7 @@ if(PLSSVM_ENABLE_LTO)
         message(STATUS "Interprocedural optimization (IPO/LTO) enabled.")
         set_property(TARGET ${PLSSVM_EXECUTABLE_TRAIN_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
         set_property(TARGET ${PLSSVM_EXECUTABLE_PREDICT_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
+        set_property(TARGET ${PLSSVM_EXECUTABLE_SCALE_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
     else()
         message(STATUS "Interprocedural optimization (IPO/LTO) not supported.")
     endif()
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 0bb1ff586..1c58cd8c7 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -18,6 +18,7 @@
 #include "plssvm/parameter.hpp"
 #include "plssvm/parameter_train.hpp"
 #include "plssvm/parameter_predict.hpp"
+#include "plssvm/parameter_scale.hpp"
 
 #include "plssvm/backend_types.hpp"
 #include "plssvm/kernel_types.hpp"
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 4653fcc79..5662bd73d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -44,7 +44,6 @@ namespace plssvm {
 template <typename T>
 using optional_ref = std::optional<std::reference_wrapper<T>>;
 
-
 template <typename T, typename U = T>
 class data_set {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
@@ -294,9 +293,9 @@ void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
     fmt::ostream out = fmt::output_file(filename);
     // write data
     if (this->has_labels()) {
-        detail::io::write_libsvm_data<true>(out, X_ptr_, labels_ptr_);
+        detail::io::write_libsvm_data<real_type, label_type, true>(out, X_ptr_, labels_ptr_);
     } else {
-        detail::io::write_libsvm_data<false>(out, X_ptr_);
+        detail::io::write_libsvm_data<real_type, label_type, false>(out, X_ptr_);
     }
 }
 
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index bf669ec39..1e2902b85 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -171,16 +171,16 @@ void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std:
         output.push_back('\n');
     };
 
-    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line, has_label)
+    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line)
     {
-        // all support vectors with class 1
+        // all support vectors
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < y_ptr->size(); ++i) {
+        for (typename std::vector<real_type>::size_type i = 0; i < X_ptr->size(); ++i) {
             if constexpr (has_label) {
                 out_string.append(fmt::format(FMT_COMPILE("{} "), (*y_ptr)[i]));
             }
-            format_libsvm_line(out_string, (*y_ptr)[i], (*X_ptr)[i]);
+            format_libsvm_line(out_string, (*X_ptr)[i]);
         }
 
         #pragma omp critical
diff --git a/include/plssvm/parameter_scale.hpp b/include/plssvm/parameter_scale.hpp
new file mode 100644
index 000000000..8176d1796
--- /dev/null
+++ b/include/plssvm/parameter_scale.hpp
@@ -0,0 +1,67 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ */
+
+#pragma once
+
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include <string>  // std::string
+
+namespace plssvm {
+
+/**
+ * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ * @tparam T the type of the data
+ */
+template <typename T>
+class parameter_scale : public parameter<T> {
+  public:
+    /// The template base type of the parameter_train class.
+    using base_type = parameter<T>;
+
+    using typename base_type::real_type;
+
+    /**
+     * @brief Default construct all training parameters.
+     */
+    parameter_scale() = default;
+
+    /**
+     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
+     * @param[in] argc the number of passed command line arguments
+     * @param[in] argv the command line arguments
+     */
+    parameter_scale(int argc, char **argv);
+
+    // TODO: mote LIBSVM conform?
+    real_type lower{ -1 };
+    real_type upper{ +1 };
+
+    /// The name of the data/test file to parse.
+    std::string input_filename{};
+    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+    std::string scaled_filename{};
+
+  private:
+    /**
+     * @brief Generate a scaled filename based on the name of the input file.
+     * @return `${input_filename}.scaled` (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::string scaled_name_from_input();
+};
+
+extern template class parameter_scale<float>;
+extern template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
+
+}  // namespace plssvm
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
new file mode 100644
index 000000000..f42daa27b
--- /dev/null
+++ b/src/main_scale.cpp
@@ -0,0 +1,60 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Main function compiled to the `plssvm-scale` executable used for scaling a data set to a specified range.
+ */
+
+#include "plssvm/core.hpp"
+
+#include "fmt/core.h"     // std::format
+#include "fmt/ostream.h"  // use operator<< to output enum class
+
+#include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>  // std::exception
+#include <iostream>   // std::cerr, std::clog, std::endl
+#include <utility>    // std::pair
+
+// perform calculations in single precision if requested
+#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
+using real_type = float;
+#else
+using real_type = double;
+#endif
+
+int main(int argc, char *argv[]) {
+    try {
+        // parse parameter from command line
+        plssvm::parameter_scale<real_type> params{ argc, argv };
+
+        // output used parameter
+        if (plssvm::verbose) {
+            fmt::print("\n");
+            fmt::print("task: scaling\n");
+            fmt::print("lower: {}\n", params.lower);
+            fmt::print("upper: {}\n", params.upper);
+            fmt::print("input file (data set): '{}'\n", params.input_filename);
+            fmt::print("output file (scaled data set): '{}'\n", params.scaled_filename);
+            fmt::print("\n");
+        }
+
+        // create data set and scale
+        plssvm::data_set<real_type> data{params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper)};
+
+        // write scaled data to output file
+        data.save_data_set(params.scaled_filename, plssvm::file_format_type::libsvm);
+        // TODO: arff?
+        // TODO: label type from command line???
+
+    } catch (const plssvm::exception &e) {
+        std::cerr << e.what_with_loc() << std::endl;
+        return EXIT_FAILURE;
+    } catch (const std::exception &e) {
+        std::cerr << e.what() << std::endl;
+        return EXIT_FAILURE;
+    }
+    return EXIT_SUCCESS;
+}
diff --git a/src/plssvm/parameter_scale.cpp b/src/plssvm/parameter_scale.cpp
new file mode 100644
index 000000000..cefe857d2
--- /dev/null
+++ b/src/plssvm/parameter_scale.cpp
@@ -0,0 +1,111 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/parameter_scale.hpp"
+
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm {
+
+template <typename T>
+parameter_scale<T>::parameter_scale(int argc, char **argv) {
+    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+    options
+        .positional_help("input_file scaled_file")
+        .show_positional_help();
+    options
+        .set_width(150)
+        .set_tab_expansion()
+        // clang-format off
+        .add_options()
+            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
+            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+            ("h,help", "print this helper message", cxxopts::value<bool>())
+            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
+            ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
+    // clang-format on
+
+    // parse command line options
+    cxxopts::ParseResult result;
+    try {
+        options.parse_positional({ "input", "scaled" });
+        result = options.parse(argc, argv);
+    } catch (const std::exception &e) {
+        fmt::print("{}\n{}\n", e.what(), options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // print help message and exit
+    if (result.count("help")) {
+        fmt::print("{}", options.help());
+        std::exit(EXIT_SUCCESS);
+    }
+
+    // parse the lowest allowed value
+    lower = result["lower"].as<decltype(lower)>();
+
+    // parse the highest allowed value
+    upper = result["upper"].as<decltype(upper)>();
+
+    // parse whether output is quiet or not
+    plssvm::verbose = !plssvm::verbose;
+
+    // parse input data filename
+    if (!result.count("input")) {
+        fmt::print(stderr, "Error missing input file!");
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+    input_filename = result["input"].as<decltype(input_filename)>();
+
+    // parse output model filename
+    if (result.count("scaled")) {
+        scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
+    } else {
+        scaled_filename = this->scaled_name_from_input();
+    }
+}
+
+template <typename T>
+[[nodiscard]] std::string parameter_scale<T>::scaled_name_from_input() {
+    auto input_path = std::filesystem::path(input_filename);
+    return input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+}
+
+// explicitly instantiate template class
+template class parameter_scale<float>;
+template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
+    out << static_cast<const parameter<T>&>(params);
+    return out << fmt::format(
+               "input_filename              '{}'\n"
+               "scale_filename              '{}'\n",
+               params.input_filename,
+               params.scaled_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
+
+}  // namespace plssvm
\ No newline at end of file

From 11b32fb8ba1c0bc41b58ce4e44a50ba3503f9933 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 11 May 2022 21:44:14 +0200
Subject: [PATCH 0080/1010] Restructure parameter classes (main files not
 compiling currently).

---
 CMakeLists.txt                                |   7 +-
 include/plssvm/csvm.hpp                       |   1 +
 .../plssvm/detail/cmd/parameter_predict.hpp   |  64 +++++++
 include/plssvm/detail/cmd/parameter_scale.hpp |  61 ++++++
 include/plssvm/detail/cmd/parameter_train.hpp |  59 ++++++
 include/plssvm/kernel_types.hpp               |   2 +
 include/plssvm/parameter.hpp                  |  35 +++-
 include/plssvm/parameter_predict.hpp          |  73 --------
 include/plssvm/parameter_scale.hpp            |  67 -------
 include/plssvm/parameter_train.hpp            |  72 --------
 src/main_predict.cpp                          |  37 +---
 src/main_scale.cpp                            |  24 +--
 src/main_train.cpp                            |  79 ++++----
 src/plssvm/detail/cmd/parameter_predict.cpp   | 146 +++++++++++++++
 src/plssvm/detail/cmd/parameter_scale.cpp     | 115 ++++++++++++
 src/plssvm/detail/cmd/parameter_train.cpp     | 173 ++++++++++++++++++
 src/plssvm/kernel_types.cpp                   |  12 ++
 src/plssvm/parameter.cpp                      |  64 +++----
 src/plssvm/parameter_scale.cpp                | 111 -----------
 19 files changed, 746 insertions(+), 456 deletions(-)
 create mode 100644 include/plssvm/detail/cmd/parameter_predict.hpp
 create mode 100644 include/plssvm/detail/cmd/parameter_scale.hpp
 create mode 100644 include/plssvm/detail/cmd/parameter_train.hpp
 delete mode 100644 include/plssvm/parameter_predict.hpp
 delete mode 100644 include/plssvm/parameter_scale.hpp
 delete mode 100644 include/plssvm/parameter_train.hpp
 create mode 100644 src/plssvm/detail/cmd/parameter_predict.cpp
 create mode 100644 src/plssvm/detail/cmd/parameter_scale.cpp
 create mode 100644 src/plssvm/detail/cmd/parameter_train.cpp
 delete mode 100644 src/plssvm/parameter_scale.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 5bab6ca26..f10d72dc6 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -29,16 +29,15 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/csvm.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_predict.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_train.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter_scale.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_train.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_predict.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_scale.cpp
 )
 
 ## create base library: linked against all backend libraries
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 30df4a6af..b859fe6d1 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -321,6 +321,7 @@ class parameter {
     ::plssvm::sycl_generic::implementation_type sycl_implementation_type = ::plssvm::sycl_generic::implementation_type::automatic;
 };
 
+// FINISHED
 template <typename T>
 class data_set {
     using data_matrix_type = std::vector<std::vector<T>>;
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
new file mode 100644
index 000000000..0a0e1a140
--- /dev/null
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -0,0 +1,64 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
+*/
+
+#pragma once
+
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include <string>  // std::string
+
+namespace plssvm::detail::cmd {
+
+/**
+* @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
+* @tparam T the type of the data
+*/
+template <typename T>
+class parameter_predict {
+    // only float and doubles are allowed
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+
+ public:
+   using real_type = T;
+
+   /**
+    * @brief Default construct all parameters for prediction.
+    */
+   parameter_predict() = default;
+
+   /**
+    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly. Parse the given model and test file.
+    * @param[in] argc the number of passed command line arguments
+    * @param[in] argv the command line arguments
+    */
+   parameter_predict(int argc, char **argv);
+
+   /// Other parameters
+   parameter<real_type> base_params{};
+
+   /// rho
+   real_type rho{ 0.0 };
+
+   /// The name of the data/test file to parse.
+   std::string input_filename{};
+   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+   std::string model_filename{};
+   /// The name of the file to write the prediction to.
+   std::string predict_filename{};
+};
+
+extern template class parameter_predict<float>;
+extern template class parameter_predict<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
+
+}  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
new file mode 100644
index 000000000..1650b2874
--- /dev/null
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -0,0 +1,61 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+*/
+
+#pragma once
+
+#include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
+
+#include <string>  // std::string
+
+namespace plssvm::detail::cmd {
+
+/**
+* @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+* @tparam T the type of the data
+*/
+template <typename T>
+class parameter_scale {
+    // only float and doubles are allowed
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+
+ public:
+   using real_type = T;
+
+   /**
+    * @brief Default construct all training parameters.
+    */
+   parameter_scale() = default;
+
+   /**
+    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
+    * @param[in] argc the number of passed command line arguments
+    * @param[in] argv the command line arguments
+    */
+   parameter_scale(int argc, char **argv);
+
+   // TODO: more LIBSVM conform?
+   real_type lower{ -1 };
+   real_type upper{ +1 };
+   file_format_type format{ file_format_type::libsvm };
+
+   /// The name of the data/test file to parse.
+   std::string input_filename{};
+   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+   std::string scaled_filename{};
+};
+
+extern template class parameter_scale<float>;
+extern template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
+
+}  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
new file mode 100644
index 000000000..57760ec24
--- /dev/null
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -0,0 +1,59 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
+*/
+
+#pragma once
+
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include <string>  // std::string
+
+namespace plssvm::detail::cmd {
+
+/**
+* @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
+* @tparam T the type of the data
+*/
+template <typename T>
+class parameter_train {
+    // only float and doubles are allowed
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+
+ public:
+   using real_type = T;
+
+   /**
+    * @brief Default construct all training parameters.
+    */
+   parameter_train() = default;
+
+   /**
+    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
+    * @param[in] argc the number of passed command line arguments
+    * @param[in] argv the command line arguments
+    */
+   parameter_train(int argc, char **argv);
+
+   /// Other parameters
+   parameter<real_type> base_params{};
+
+   /// The name of the data/test file to parse.
+   std::string input_filename{};
+   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+   std::string model_filename{};
+};
+
+extern template class parameter_train<float>;
+extern template class parameter_train<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
+
+}  // namespace plssvm
diff --git a/include/plssvm/kernel_types.hpp b/include/plssvm/kernel_types.hpp
index ce31e64af..4cba5b7b5 100644
--- a/include/plssvm/kernel_types.hpp
+++ b/include/plssvm/kernel_types.hpp
@@ -41,6 +41,8 @@ enum class kernel_type {
  */
 std::ostream &operator<<(std::ostream &out, kernel_type kernel);
 
+std::string_view kernel_type_to_math_string(kernel_type kernel) noexcept;
+
 /**
  * @brief Use the input-stream @p in to initialize the @p kernel type.
  * @details The extracted value is matched case-insensitive and can be the integer value of the kernel_type.
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 3a8a1a16d..cd39f83c1 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -14,6 +14,7 @@
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
@@ -42,11 +43,6 @@ class parameter {
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
-    /**
-     * @brief Virtual destructor to enable safe inheritance.
-     */
-    virtual ~parameter() = default;
-
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
     kernel_type kernel = kernel_type::linear;
     /// The degree parameter used in the polynomial kernel function.
@@ -70,9 +66,6 @@ class parameter {
     sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 };
 
-extern template class parameter<float>;
-extern template class parameter<double>;
-
 /**
  * @brief Output all parameters encapsulated by @p params to the given output-stream @p out.
  * @tparam T the type of the data
@@ -81,6 +74,30 @@ extern template class parameter<double>;
  * @return the output-stream
  */
 template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
+    return out << fmt::format(
+               "kernel_type                 {}\n"
+               "degree                      {}\n"
+               "gamma                       {}\n"
+               "coef0                       {}\n"
+               "cost                        {}\n"
+               "epsilon                     {}\n"
+               "backend                     {}\n"
+               "target platform             {}\n"
+               "SYCL kernel invocation type {}\n"
+               "SYCL implementation type    {}\n"
+               "real_type                   {}\n",
+               params.kernel,
+               params.degree,
+               params.gamma,
+               params.coef0,
+               params.cost,
+               params.epsilon,
+               params.backend,
+               params.target,
+               params.sycl_kernel_invocation_type,
+               params.sycl_implementation_type,
+               detail::arithmetic_type_name<typename parameter<T>::real_type>());
+}
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/include/plssvm/parameter_predict.hpp b/include/plssvm/parameter_predict.hpp
deleted file mode 100644
index 3e42698c8..000000000
--- a/include/plssvm/parameter_predict.hpp
+++ /dev/null
@@ -1,73 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
- */
-
-#pragma once
-
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include <string>  // std::string
-
-namespace plssvm {
-
-/**
- * @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
- * @tparam T the type of the data
- */
-template <typename T>
-class parameter_predict : public parameter<T> {
-  public:
-    /// The template base type of the parameter_predict class.
-    using base_type = parameter<T>;
-
-    using base_type::backend;
-    using base_type::coef0;
-    using base_type::cost;
-    using base_type::degree;
-    using base_type::epsilon;
-    using base_type::gamma;
-    using base_type::kernel;
-    using base_type::sycl_implementation_type;
-    using base_type::target;
-
-    /**
-     * @brief Default construct all parameters for prediction.
-     */
-    parameter_predict() = default;
-
-    /**
-     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly. Parse the given model and test file.
-     * @param[in] argc the number of passed command line arguments
-     * @param[in] argv the command line arguments
-     */
-    parameter_predict(int argc, char **argv);
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string model_filename{};
-    /// The name of the file to write the prediction to.
-    std::string predict_filename{};
-
-  private:
-    /**
-     * @brief Generate a predict filename based on the name of the input file.
-     * @return `${input_filename}.predict` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string predict_name_from_input();
-};
-
-extern template class parameter_predict<float>;
-extern template class parameter_predict<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
-
-}  // namespace plssvm
diff --git a/include/plssvm/parameter_scale.hpp b/include/plssvm/parameter_scale.hpp
deleted file mode 100644
index 8176d1796..000000000
--- a/include/plssvm/parameter_scale.hpp
+++ /dev/null
@@ -1,67 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
- */
-
-#pragma once
-
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include <string>  // std::string
-
-namespace plssvm {
-
-/**
- * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
- * @tparam T the type of the data
- */
-template <typename T>
-class parameter_scale : public parameter<T> {
-  public:
-    /// The template base type of the parameter_train class.
-    using base_type = parameter<T>;
-
-    using typename base_type::real_type;
-
-    /**
-     * @brief Default construct all training parameters.
-     */
-    parameter_scale() = default;
-
-    /**
-     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
-     * @param[in] argc the number of passed command line arguments
-     * @param[in] argv the command line arguments
-     */
-    parameter_scale(int argc, char **argv);
-
-    // TODO: mote LIBSVM conform?
-    real_type lower{ -1 };
-    real_type upper{ +1 };
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string scaled_filename{};
-
-  private:
-    /**
-     * @brief Generate a scaled filename based on the name of the input file.
-     * @return `${input_filename}.scaled` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string scaled_name_from_input();
-};
-
-extern template class parameter_scale<float>;
-extern template class parameter_scale<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
-
-}  // namespace plssvm
diff --git a/include/plssvm/parameter_train.hpp b/include/plssvm/parameter_train.hpp
deleted file mode 100644
index c3c7c95c9..000000000
--- a/include/plssvm/parameter_train.hpp
+++ /dev/null
@@ -1,72 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
- */
-
-#pragma once
-
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include <string>  // std::string
-
-namespace plssvm {
-
-/**
- * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
- * @tparam T the type of the data
- */
-template <typename T>
-class parameter_train : public parameter<T> {
-  public:
-    /// The template base type of the parameter_train class.
-    using base_type = parameter<T>;
-
-    using base_type::backend;
-    using base_type::coef0;
-    using base_type::cost;
-    using base_type::degree;
-    using base_type::epsilon;
-    using base_type::gamma;
-    using base_type::kernel;
-    using base_type::target;
-    using base_type::sycl_kernel_invocation_type;
-    using base_type::sycl_implementation_type;
-
-    /**
-     * @brief Default construct all training parameters.
-     */
-    parameter_train() = default;
-
-    /**
-     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
-     * @param[in] argc the number of passed command line arguments
-     * @param[in] argv the command line arguments
-     */
-    parameter_train(int argc, char **argv);
-
-    /// The name of the data/test file to parse.
-    std::string input_filename{};
-    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-    std::string model_filename{};
-
-  private:
-    /**
-     * @brief Generate a model filename based on the name of the input file.
-     * @return `${input_filename}.model` (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::string model_name_from_input();
-};
-
-extern template class parameter_train<float>;
-extern template class parameter_train<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
-
-}  // namespace plssvm
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 9ddf06c17..9e0d8c49c 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -11,6 +11,7 @@
 #include "plssvm/core.hpp"
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/format.h"   // fmt::format, fmt::print
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
@@ -31,45 +32,23 @@ using real_type = double;
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::parameter_predict<real_type> params{ argc, argv };
+        plssvm::detail::cmd::parameter_predict<real_type> params{ argc, argv };
 
         // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(
+        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.sycl_implementation_type)
+                params.base_params.sycl_implementation_type)
                       << std::endl;
         }
 
         // output used parameter
-        if (params.print_info) {
-            fmt::print("\n");
-            fmt::print("task: prediction\n");
-            fmt::print("kernel type: {} -> ", params.kernel);
-            switch (params.kernel) {
-                case plssvm::kernel_type::linear:
-                    fmt::print("u'*v\n");
-                    break;
-                case plssvm::kernel_type::polynomial:
-                    fmt::print("(gamma*u'*v + coef0)^degree\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    fmt::print("coef0: {}\n", params.coef0);
-                    fmt::print("degree: {}\n", params.degree);
-                    break;
-                case plssvm::kernel_type::rbf:
-                    fmt::print("exp(-gamma*|u-v|^2)\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    break;
-            }
-            fmt::print("rho: {}\n", params.rho);
-            fmt::print("input file (data set): '{}'\n", params.input_filename);
-            fmt::print("input file (model): '{}'\n", params.model_filename);
-            fmt::print("output file (prediction): '{}'\n", params.predict_filename);
-            fmt::print("\n");
+        if (plssvm::verbose) {
+            fmt::print("\ntask: prediction\n{}\n", params);
         }
 
         // create SVM
-        auto svm = plssvm::make_csvm(params);
+        auto svm = plssvm::make_csvm(params.base_params);
 
         // predict labels
         const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index f42daa27b..3a1ca49de 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -10,14 +10,14 @@
 
 #include "plssvm/core.hpp"
 
-#include "fmt/core.h"     // std::format
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "fmt/core.h"     // fmt::print, fmt::format
 
-#include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
+#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <utility>    // std::pair
 
+
 // perform calculations in single precision if requested
 #ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
 using real_type = float;
@@ -25,28 +25,22 @@ using real_type = float;
 using real_type = double;
 #endif
 
+
 int main(int argc, char *argv[]) {
     try {
-        // parse parameter from command line
-        plssvm::parameter_scale<real_type> params{ argc, argv };
+        // create default parameters
+        plssvm::detail::cmd::parameter_scale<real_type> params{ argc, argv };
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\n");
-            fmt::print("task: scaling\n");
-            fmt::print("lower: {}\n", params.lower);
-            fmt::print("upper: {}\n", params.upper);
-            fmt::print("input file (data set): '{}'\n", params.input_filename);
-            fmt::print("output file (scaled data set): '{}'\n", params.scaled_filename);
-            fmt::print("\n");
+            fmt::print("\ntask: scaling\n{}\n", params);
         }
 
         // create data set and scale
-        plssvm::data_set<real_type> data{params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper)};
+        plssvm::data_set<real_type> data{ params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper) };
 
         // write scaled data to output file
-        data.save_data_set(params.scaled_filename, plssvm::file_format_type::libsvm);
-        // TODO: arff?
+        data.save_data_set(params.scaled_filename, params.format);
         // TODO: label type from command line???
 
     } catch (const plssvm::exception &e) {
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 732477aca..9f67484dd 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/core.hpp"
 
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // std::format
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
@@ -27,63 +28,41 @@ using real_type = double;
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::parameter_train<real_type> params{ argc, argv };
+        plssvm::detail::cmd::parameter_train<real_type> params{ argc, argv };
 
         // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-            std::clog << fmt::format(
+        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
                 "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                params.sycl_kernel_invocation_type)
+                params.base_params.sycl_kernel_invocation_type)
                       << std::endl;
         }
         // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(
+        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.sycl_implementation_type)
+                params.base_params.sycl_implementation_type)
                       << std::endl;
         }
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\n");
-            fmt::print("task: training\n");
-            fmt::print("kernel type: {} -> ", params.kernel);
-            switch (params.kernel) {
-                case plssvm::kernel_type::linear:
-                    fmt::print("u'*v\n");
-                    break;
-                case plssvm::kernel_type::polynomial:
-                    fmt::print("(gamma*u'*v + coef0)^degree\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    fmt::print("coef0: {}\n", params.coef0);
-                    fmt::print("degree: {}\n", params.degree);
-                    break;
-                case plssvm::kernel_type::rbf:
-                    fmt::print("exp(-gamma*|u-v|^2)\n");
-                    fmt::print("gamma: {}\n", params.gamma);
-                    break;
-            }
-            fmt::print("cost: {}\n", params.cost);
-            fmt::print("epsilon: {}\n", params.epsilon);
-            fmt::print("input file (data set): '{}'\n", params.input_filename);
-            fmt::print("output file (model): '{}'\n", params.model_filename);
-            fmt::print("\n");
+            fmt::print("\ntask: training\n{}\n", params);
         }
 
         // create data set
-        plssvm::data_set<real_type> data{ params.input_filename };
+//        plssvm::data_set<real_type> data{ params.input_filename };
 
         // create SVM
-        auto svm = plssvm::make_csvm(params);
+//        auto svm = plssvm::make_csvm(params);
 
         // learn
-        svm->learn();
+//        svm->learn();
 
         // save model file
-        svm->write_model(params.model_filename);
+//        svm->write_model(params.model_filename);
 
-//        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
+        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
 //        for (const auto& row : matrix) {
 //            for (const auto& col : row) {
 //                std::cout << col << ' ';
@@ -91,16 +70,28 @@ int main(int argc, char *argv[]) {
 //            std::cout << std::endl;
 //        }
 //        std::cout << std::endl;
-//
-//        plssvm::data_set<double> data{ std::move(matrix) };
+
+        std::vector<std::string> label{ "cat", "dog", "cat" };
+        plssvm::data_set<double, std::string> data{ std::move(matrix), std::move(label), std::pair<double, double>(-1, 1)};
 //        data.scale(-2, +2);
-//
-//        for (const auto& row : data.data()) {
-//            for (const auto& col : row) {
-//                std::cout << col << ' ';
-//            }
-//            std::cout << std::endl;
-//        }
+
+        for (const auto& row : data.data()) {
+            for (const auto& col : row) {
+                std::cout << col << ' ';
+            }
+            std::cout << std::endl;
+        }
+
+        auto lab = data.mapped_labels().value().get();
+        for (const auto& l : lab) {
+            std::cout << l << ' ';
+        }
+        std::cout << std::endl;
+        auto la = data.labels().value().get();
+        for (const auto& l : la) {
+            std::cout << l << ' ';
+        }
+        std::cout << std::endl;
 //
 //        data.save_data_set("data.libsvm", plssvm::file_format_type::libsvm);
 ////        data.save_data_set("data.arff", plssvm::file_format_type::arff);
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
new file mode 100644
index 000000000..0411832f3
--- /dev/null
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -0,0 +1,146 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*/
+
+#include "plssvm/detail/cmd/parameter_predict.hpp"
+
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/parameter.hpp"                          // plssvm::parameter
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm::detail::cmd {
+
+template <typename T>
+parameter_predict<T>::parameter_predict(int argc, char **argv) {
+   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+   options
+       .positional_help("test_file model_file [output_file]")
+       .show_positional_help();
+   options
+       .set_width(150)
+       .set_tab_expansion()
+       // clang-format off
+       .add_options()
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+#endif
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
+           ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
+           ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
+   // clang-format on
+
+   // parse command line options
+   cxxopts::ParseResult result;
+   try {
+       options.parse_positional({ "test", "model", "output" });
+       result = options.parse(argc, argv);
+   } catch (const std::exception &e) {
+       fmt::print("{}\n{}\n", e.what(), options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   // print help message and exit
+   if (result.count("help")) {
+       fmt::print("{}", options.help());
+       std::exit(EXIT_SUCCESS);
+   }
+
+   // parse backend_type and cast the value to the respective enum
+   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+
+   // parse target_platform and cast the value to the respective enum
+   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+   // parse SYCL implementation used in the SYCL backend
+   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+#endif
+
+   // parse whether output is quiet or not
+   plssvm::verbose = !plssvm::verbose;
+
+   // parse test data filename
+   if (!result.count("test")) {
+       fmt::print(stderr, "Error missing test file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   input_filename = result["test"].as<decltype(input_filename)>();
+
+   // parse model filename
+   if (!result.count("model")) {
+       fmt::print(stderr, "Error missing model file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   model_filename = result["model"].as<decltype(model_filename)>();
+
+   // parse output filename
+   if (result.count("output")) {
+       predict_filename = result["output"].as<decltype(predict_filename)>();
+   } else {
+       std::filesystem::path input_path{ input_filename };
+       model_filename = input_path.replace_filename(input_path.filename().string() + ".predict").string();
+   }
+}
+
+// explicitly instantiate template class
+template class parameter_predict<float>;
+template class parameter_predict<double>;
+
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
+    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
+    switch (params.base_params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out << fmt::format(
+                "gamma: {}\n"
+                "coef0: {}\n"
+                "degree: {}\n",
+                params.base_params.gamma,
+                params.base_params.coef0,
+                params.base_params.degree);
+            break;
+        case kernel_type::rbf:
+            out << fmt::format("gamma: {}\n", params.base_params.gamma);
+            break;
+    }
+    return out << fmt::format(
+               "cost: {}\n"
+               "epsilon: {}\n"
+               "rho: {}\n"
+               "input file (data set): '{}'\n"
+               "input file (model): '{}'\n",
+               "output file (prediction): '{}'\n",
+               params.base_params.cost,
+               params.base_params.epsilon,
+               params.rho,
+               params.input_filename,
+               params.model_filename,
+               params.predict_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
+
+}  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
new file mode 100644
index 000000000..0383f0dbe
--- /dev/null
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -0,0 +1,115 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*/
+
+#include "plssvm/detail/cmd/parameter_scale.hpp"
+
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm::detail::cmd {
+
+template <typename T>
+parameter_scale<T>::parameter_scale(int argc, char **argv) {
+       cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+       options
+           .positional_help("input_file [scaled_file]")
+           .show_positional_help();
+       options
+           .set_width(150)
+           .set_tab_expansion()
+           // clang-format off
+           .add_options()
+               ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
+               ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
+               ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+               ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+               ("h,help", "print this helper message", cxxopts::value<bool>())
+               ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
+               ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
+       // clang-format on
+
+       // parse command line options
+       cxxopts::ParseResult result;
+       try {
+           options.parse_positional({ "input", "scaled" });
+           result = options.parse(argc, argv);
+       } catch (const std::exception &e) {
+           fmt::print("{}\n{}\n", e.what(), options.help());
+           std::exit(EXIT_FAILURE);
+       }
+
+       // print help message and exit
+       if (result.count("help")) {
+           fmt::print("{}", options.help());
+           std::exit(EXIT_SUCCESS);
+       }
+
+       // parse the lowest allowed value
+       lower = result["lower"].as<decltype(lower)>();
+
+       // parse the highest allowed value
+       upper = result["upper"].as<decltype(upper)>();
+
+       // parse the file format
+       format = result["format"].as<decltype(format)>();
+
+       // parse whether output is quiet or not
+       plssvm::verbose = !plssvm::verbose;
+
+       // parse input data filename
+       if (!result.count("input")) {
+           fmt::print(stderr, "Error missing input file!");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
+       }
+       input_filename = result["input"].as<decltype(input_filename)>();
+
+       // parse output model filename
+       if (result.count("scaled")) {
+           scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
+       } else {
+           std::filesystem::path input_path{ input_filename };
+           scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+       }
+}
+
+// explicitly instantiate template class
+template class parameter_scale<float>;
+template class parameter_scale<double>;
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
+   return out << fmt::format(
+              "lower: {}\n"
+              "upper: {}\n"
+              "output file format: {}\n"
+              "input file (data set): '{}'\n",
+              "output file (scaled data set): '{}'\n",
+              params.lower,
+              params.upper,
+              params.format,
+              params.input_filename,
+              params.scaled_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
new file mode 100644
index 000000000..d809a39a0
--- /dev/null
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -0,0 +1,173 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*/
+
+#include "plssvm/detail/cmd/parameter_train.hpp"
+
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+
+#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <cstdio>      // stderr
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <filesystem>  // std::filesystem::path
+
+namespace plssvm::detail::cmd {
+
+template <typename T>
+parameter_train<T>::parameter_train(int argc, char **argv) {
+   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+   options
+       .positional_help("training_set_file [model_file]")
+       .show_positional_help();
+   options
+       .set_width(150)
+       .set_tab_expansion()
+       // clang-format off
+       .add_options()
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(base_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(base_params.kernel))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(base_params.degree)>()->default_value(fmt::format("{}", base_params.degree)))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(base_params.gamma)>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(base_params.coef0)>()->default_value(fmt::format("{}", base_params.coef0)))
+           ("c,cost", "set the parameter C", cxxopts::value<decltype(base_params.cost)>()->default_value(fmt::format("{}", base_params.cost)))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(base_params.epsilon)>()->default_value(fmt::format("{}", base_params.epsilon)))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(base_params.sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_kernel_invocation_type))))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+#endif
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
+           ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
+   // clang-format on
+
+   // parse command line options
+   cxxopts::ParseResult result;
+   try {
+       options.parse_positional({ "input", "model" });
+       result = options.parse(argc, argv);
+   } catch (const std::exception &e) {
+       fmt::print("{}\n{}\n", e.what(), options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   // print help message and exit
+   if (result.count("help")) {
+       fmt::print("{}", options.help());
+       std::exit(EXIT_SUCCESS);
+   }
+
+   // parse kernel_type and cast the value to the respective enum
+   base_params.kernel = result["kernel_type"].as<decltype(base_params.kernel)>();
+
+   // parse degree
+   base_params.degree = result["degree"].as<decltype(base_params.degree)>();
+
+   // parse gamma
+   if (result.count("gamma")) {
+       base_params.gamma = result["gamma"].as<decltype(base_params.gamma)>();
+       if (base_params.gamma == decltype(base_params.gamma){ 0.0 }) {
+           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
+       }
+   } else {
+       base_params.gamma = decltype(base_params.gamma){ 0.0 };
+   }
+
+   // parse coef0
+   base_params.coef0 = result["coef0"].as<decltype(base_params.coef0)>();
+
+   // parse cost
+   base_params.cost = result["cost"].as<decltype(base_params.cost)>();
+
+   // parse epsilon
+   base_params.epsilon = result["epsilon"].as<decltype(base_params.epsilon)>();
+
+   // parse backend_type and cast the value to the respective enum
+   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+
+   // parse target_platform and cast the value to the respective enum
+   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+
+#if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
+   // parse kernel invocation type when using SYCL as backend
+   base_params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(base_params.sycl_kernel_invocation_type)>();
+
+   // parse SYCL implementation used in the SYCL backend
+   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+#endif
+
+   // parse whether output is quiet or not
+   plssvm::verbose = !plssvm::verbose;
+
+   // parse input data filename
+   if (!result.count("input")) {
+       fmt::print(stderr, "Error missing input file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   input_filename = result["input"].as<decltype(input_filename)>();
+
+   // parse output model filename
+   if (result.count("model")) {
+       model_filename = result["model"].as<decltype(model_filename)>();
+   } else {
+       std::filesystem::path input_path{ input_filename };
+       model_filename = input_path.replace_filename(input_path.filename().string() + ".model").string();
+   }
+}
+
+// explicitly instantiate template class
+template class parameter_train<float>;
+template class parameter_train<double>;
+
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
+    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
+    switch (params.base_params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out << fmt::format(
+                "gamma: {}\n"
+                "coef0: {}\n"
+                "degree: {}\n",
+                params.base_params.gamma,
+                params.base_params.coef0,
+                params.base_params.degree);
+            break;
+        case kernel_type::rbf:
+            out << fmt::format("gamma: {}\n", params.base_params.gamma);
+            break;
+    }
+    return out << fmt::format(
+               "cost: {}\n"
+               "epsilon: {}\n"
+               "input file (data set): '{}'\n"
+               "output file (model): '{}'\n",
+               params.base_params.cost,
+               params.base_params.epsilon,
+               params.input_filename,
+               params.model_filename);
+}
+template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/kernel_types.cpp b/src/plssvm/kernel_types.cpp
index 458bf3762..1117bf010 100644
--- a/src/plssvm/kernel_types.cpp
+++ b/src/plssvm/kernel_types.cpp
@@ -29,6 +29,18 @@ std::ostream &operator<<(std::ostream &out, const kernel_type kernel) {
     return out << "unknown";
 }
 
+std::string_view kernel_type_to_math_string(const kernel_type kernel) noexcept {
+    switch (kernel) {
+        case kernel_type::linear:
+            return "u'*v";
+        case kernel_type::polynomial:
+            return "(gamma*u'*v + coef0)^degree";
+        case kernel_type::rbf:
+            return "exp(-gamma*|u-v|^2)";
+    }
+    return "unknown";
+}
+
 std::istream &operator>>(std::istream &in, kernel_type &kernel) {
     std::string str;
     in >> str;
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index 49e5d6f19..fc327dab1 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -178,37 +178,37 @@ void parameter<T>::parse_model_file(const std::string &filename) {
 
 
 // explicitly instantiate template class
-template class parameter<float>;
-template class parameter<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
-    return out << fmt::format(
-               "kernel_type                 {}\n"
-               "degree                      {}\n"
-               "gamma                       {}\n"
-               "coef0                       {}\n"
-               "cost                        {}\n"
-               "epsilon                     {}\n"
-               "backend                     {}\n"
-               "target platform             {}\n"
-               "SYCL kernel invocation type {}\n"
-               "SYCL implementation type    {}\n"
-               "real_type                   {}\n",
-               params.kernel,
-               params.degree,
-               params.gamma,
-               params.coef0,
-               params.cost,
-               params.epsilon,
-               params.backend,
-               params.target,
-               params.sycl_kernel_invocation_type,
-               params.sycl_implementation_type,
-               detail::arithmetic_type_name<typename parameter<T>::real_type>());
-}
-template std::ostream &operator<<(std::ostream &, const parameter<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter<double> &);
+//template class parameter<float>;
+//template class parameter<double>;
+//
+//
+//template <typename T>
+//std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
+//    return out << fmt::format(
+//               "kernel_type                 {}\n"
+//               "degree                      {}\n"
+//               "gamma                       {}\n"
+//               "coef0                       {}\n"
+//               "cost                        {}\n"
+//               "epsilon                     {}\n"
+//               "backend                     {}\n"
+//               "target platform             {}\n"
+//               "SYCL kernel invocation type {}\n"
+//               "SYCL implementation type    {}\n"
+//               "real_type                   {}\n",
+//               params.kernel,
+//               params.degree,
+//               params.gamma,
+//               params.coef0,
+//               params.cost,
+//               params.epsilon,
+//               params.backend,
+//               params.target,
+//               params.sycl_kernel_invocation_type,
+//               params.sycl_implementation_type,
+//               detail::arithmetic_type_name<typename parameter<T>::real_type>());
+//}
+//template std::ostream &operator<<(std::ostream &, const parameter<float> &);
+//template std::ostream &operator<<(std::ostream &, const parameter<double> &);
 
 }  // namespace plssvm
diff --git a/src/plssvm/parameter_scale.cpp b/src/plssvm/parameter_scale.cpp
deleted file mode 100644
index cefe857d2..000000000
--- a/src/plssvm/parameter_scale.cpp
+++ /dev/null
@@ -1,111 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/parameter_scale.hpp"
-
-#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
-#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
-
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdio>      // stderr
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-
-namespace plssvm {
-
-template <typename T>
-parameter_scale<T>::parameter_scale(int argc, char **argv) {
-    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-    options
-        .positional_help("input_file scaled_file")
-        .show_positional_help();
-    options
-        .set_width(150)
-        .set_tab_expansion()
-        // clang-format off
-        .add_options()
-            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
-            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-            ("h,help", "print this helper message", cxxopts::value<bool>())
-            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
-            ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
-    // clang-format on
-
-    // parse command line options
-    cxxopts::ParseResult result;
-    try {
-        options.parse_positional({ "input", "scaled" });
-        result = options.parse(argc, argv);
-    } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
-        std::exit(EXIT_FAILURE);
-    }
-
-    // print help message and exit
-    if (result.count("help")) {
-        fmt::print("{}", options.help());
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // parse the lowest allowed value
-    lower = result["lower"].as<decltype(lower)>();
-
-    // parse the highest allowed value
-    upper = result["upper"].as<decltype(upper)>();
-
-    // parse whether output is quiet or not
-    plssvm::verbose = !plssvm::verbose;
-
-    // parse input data filename
-    if (!result.count("input")) {
-        fmt::print(stderr, "Error missing input file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    input_filename = result["input"].as<decltype(input_filename)>();
-
-    // parse output model filename
-    if (result.count("scaled")) {
-        scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
-    } else {
-        scaled_filename = this->scaled_name_from_input();
-    }
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter_scale<T>::scaled_name_from_input() {
-    auto input_path = std::filesystem::path(input_filename);
-    return input_path.replace_filename(input_path.filename().string() + ".scaled").string();
-}
-
-// explicitly instantiate template class
-template class parameter_scale<float>;
-template class parameter_scale<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
-    out << static_cast<const parameter<T>&>(params);
-    return out << fmt::format(
-               "input_filename              '{}'\n"
-               "scale_filename              '{}'\n",
-               params.input_filename,
-               params.scaled_filename);
-}
-template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
-
-}  // namespace plssvm
\ No newline at end of file

From 8948bb9b29d0465362b7c9062dae7522375d8743 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 11 May 2022 22:30:00 +0200
Subject: [PATCH 0081/1010] Enable string labels through a command line switch.

---
 include/plssvm/detail/cmd/parameter_scale.hpp |  4 ++++
 include/plssvm/parameter.hpp                  |  6 +++++
 src/main_scale.cpp                            | 22 ++++++++++++++-----
 src/plssvm/detail/cmd/parameter_scale.cpp     |  8 ++++++-
 4 files changed, 34 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index 1650b2874..d9863d8cd 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -11,6 +11,7 @@
 
 #pragma once
 
+#include "plssvm/parameter.hpp"          // plssvm::parameter
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
 
 #include <string>  // std::string
@@ -41,6 +42,9 @@ class parameter_scale {
     */
    parameter_scale(int argc, char **argv);
 
+   /// Other parameters
+   parameter<real_type> base_params{};
+
    // TODO: more LIBSVM conform?
    real_type lower{ -1 };
    real_type upper{ +1 };
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index cd39f83c1..86c415b2f 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -64,6 +64,10 @@ class parameter {
     sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
     /// The SYCL implementation to use with --backend=sycl.
     sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+
+    // TODO: here?!?
+    /// use strings as label type?
+    bool strings_as_labels{ false };
 };
 
 /**
@@ -86,6 +90,7 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                "target platform             {}\n"
                "SYCL kernel invocation type {}\n"
                "SYCL implementation type    {}\n"
+               "use strings as labels       {}\n"
                "real_type                   {}\n",
                params.kernel,
                params.degree,
@@ -97,6 +102,7 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                params.target,
                params.sycl_kernel_invocation_type,
                params.sycl_implementation_type,
+               params.strings_as_labels,
                detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 3a1ca49de..159a901a2 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -16,6 +16,7 @@
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <utility>    // std::pair
+#include <variant>    // std::variant, std::visit
 
 
 // perform calculations in single precision if requested
@@ -25,6 +26,18 @@ using real_type = float;
 using real_type = double;
 #endif
 
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<real_type>, plssvm::data_set<real_type, std::string>>;
+
+// create variant based on runtime flag
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale<real_type>& params) {
+    std::pair<real_type, real_type> scaling_bounds(params.lower, params.upper);
+    if (params.base_params.strings_as_labels) {
+        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+    } else {
+        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, std::move(scaling_bounds) } };
+    }
+}
 
 int main(int argc, char *argv[]) {
     try {
@@ -37,11 +50,10 @@ int main(int argc, char *argv[]) {
         }
 
         // create data set and scale
-        plssvm::data_set<real_type> data{ params.input_filename, std::pair<real_type, real_type>(params.lower, params.upper) };
-
-        // write scaled data to output file
-        data.save_data_set(params.scaled_filename, params.format);
-        // TODO: label type from command line???
+        std::visit([&](auto&& data){
+            // write scaled data to output file
+            data.save_data_set(params.scaled_filename, params.format);
+        }, data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 0383f0dbe..040e71e82 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -40,6 +40,7 @@ parameter_scale<T>::parameter_scale(int argc, char **argv) {
                ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
                ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
                ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+               ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
                ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
                ("h,help", "print this helper message", cxxopts::value<bool>())
                ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
@@ -71,6 +72,9 @@ parameter_scale<T>::parameter_scale(int argc, char **argv) {
        // parse the file format
        format = result["format"].as<decltype(format)>();
 
+       // parse whether strings should be used as labels
+       base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+
        // parse whether output is quiet or not
        plssvm::verbose = !plssvm::verbose;
 
@@ -100,11 +104,13 @@ std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
+              "use strings as labels: {}\n"
               "output file format: {}\n"
-              "input file (data set): '{}'\n",
+              "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
+              params.base_params.strings_as_labels,
               params.format,
               params.input_filename,
               params.scaled_filename);

From 681016465b3530fcfe76ae73fb2065df5e7ed068 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 11 May 2022 22:34:49 +0200
Subject: [PATCH 0082/1010] Parse string label flag also in train in predict
 (not used yet).

---
 src/plssvm/detail/cmd/parameter_predict.cpp | 5 +++++
 src/plssvm/detail/cmd/parameter_train.cpp   | 5 +++++
 2 files changed, 10 insertions(+)

diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 0411832f3..1d97b0770 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -40,6 +40,7 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
 #endif
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -74,6 +75,9 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
    base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
 #endif
 
+   // parse whether strings should be used as labels
+   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
 
@@ -129,6 +133,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params)
     return out << fmt::format(
                "cost: {}\n"
                "epsilon: {}\n"
+               "use strings as labels: {}\n"
                "rho: {}\n"
                "input file (data set): '{}'\n"
                "input file (model): '{}'\n",
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index d809a39a0..9728e8147 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -50,6 +50,7 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
            ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(base_params.sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_kernel_invocation_type))))
            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
 #endif
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -113,6 +114,9 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
    base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
 #endif
 
+   // parse whether strings should be used as labels
+   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
 
@@ -160,6 +164,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
     return out << fmt::format(
                "cost: {}\n"
                "epsilon: {}\n"
+               "use strings as labels: {}\n"
                "input file (data set): '{}'\n"
                "output file (model): '{}'\n",
                params.base_params.cost,

From 7bf7c9dd1812fc8069bf6099304e168a9f207953 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 20:39:33 +0200
Subject: [PATCH 0083/1010] First version to allow real_type to be specified at
 runtime.

---
 include/plssvm/core.hpp                       |   8 +-
 .../plssvm/detail/cmd/parameter_predict.hpp   |  17 +-
 include/plssvm/detail/cmd/parameter_scale.hpp |  19 +-
 include/plssvm/detail/cmd/parameter_train.hpp |  17 +-
 include/plssvm/parameter.hpp                  |  12 +-
 src/main_predict.cpp                          | 124 +++++++++-----
 src/main_scale.cpp                            |  23 ++-
 src/main_train.cpp                            |  76 +++++---
 src/plssvm/detail/cmd/parameter_predict.cpp   | 100 ++++++-----
 src/plssvm/detail/cmd/parameter_scale.cpp     | 162 ++++++++++--------
 src/plssvm/detail/cmd/parameter_train.cpp     | 162 ++++++++++--------
 11 files changed, 405 insertions(+), 315 deletions(-)

diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 1c58cd8c7..50eea2931 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -16,9 +16,6 @@
 
 #include "plssvm/constants.hpp"
 #include "plssvm/parameter.hpp"
-#include "plssvm/parameter_train.hpp"
-#include "plssvm/parameter_predict.hpp"
-#include "plssvm/parameter_scale.hpp"
 
 #include "plssvm/backend_types.hpp"
 #include "plssvm/kernel_types.hpp"
@@ -30,6 +27,10 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
+#include "plssvm/detail/cmd/parameter_train.hpp"
+#include "plssvm/detail/cmd/parameter_predict.hpp"
+#include "plssvm/detail/cmd/parameter_scale.hpp"
+
 
 #include "plssvm/data_set.hpp"
 
@@ -43,6 +44,7 @@ namespace plssvm::version {}
 namespace plssvm::detail {}
 
 namespace plssvm::detail::io {}
+namespace plssvm::detail::cmd {}
 
 /// Namespace containing operator overloads for [std::vector](https://en.cppreference.com/w/cpp/container/vector) and other mathematical functions on vectors.
 namespace plssvm::operators {}
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
index 0a0e1a140..a04acd8b3 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -19,16 +19,9 @@ namespace plssvm::detail::cmd {
 
 /**
 * @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
-* @tparam T the type of the data
 */
-template <typename T>
 class parameter_predict {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-
  public:
-   using real_type = T;
-
    /**
     * @brief Default construct all parameters for prediction.
     */
@@ -42,10 +35,10 @@ class parameter_predict {
    parameter_predict(int argc, char **argv);
 
    /// Other parameters
-   parameter<real_type> base_params{};
+   parameter_variants base_params{};
 
    /// rho
-   real_type rho{ 0.0 };
+   double rho{ 0.0 };
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
@@ -55,10 +48,6 @@ class parameter_predict {
    std::string predict_filename{};
 };
 
-extern template class parameter_predict<float>;
-extern template class parameter_predict<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter_predict &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index d9863d8cd..85c44e993 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -20,16 +20,9 @@ namespace plssvm::detail::cmd {
 
 /**
 * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
-* @tparam T the type of the data
 */
-template <typename T>
 class parameter_scale {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-
  public:
-   using real_type = T;
-
    /**
     * @brief Default construct all training parameters.
     */
@@ -43,11 +36,11 @@ class parameter_scale {
    parameter_scale(int argc, char **argv);
 
    /// Other parameters
-   parameter<real_type> base_params{};
+   parameter_variants base_params{};
 
    // TODO: more LIBSVM conform?
-   real_type lower{ -1 };
-   real_type upper{ +1 };
+   double lower{ -1 };
+   double upper{ +1 };
    file_format_type format{ file_format_type::libsvm };
 
    /// The name of the data/test file to parse.
@@ -56,10 +49,6 @@ class parameter_scale {
    std::string scaled_filename{};
 };
 
-extern template class parameter_scale<float>;
-extern template class parameter_scale<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter_scale &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index 57760ec24..e24ee69cc 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -19,16 +19,9 @@ namespace plssvm::detail::cmd {
 
 /**
 * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
-* @tparam T the type of the data
 */
-template <typename T>
 class parameter_train {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-
- public:
-   using real_type = T;
-
+  public:
    /**
     * @brief Default construct all training parameters.
     */
@@ -42,7 +35,7 @@ class parameter_train {
    parameter_train(int argc, char **argv);
 
    /// Other parameters
-   parameter<real_type> base_params{};
+   parameter_variants base_params{};
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
@@ -50,10 +43,6 @@ class parameter_train {
    std::string model_filename{};
 };
 
-extern template class parameter_train<float>;
-extern template class parameter_train<double>;
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params);
+std::ostream &operator<<(std::ostream &out, const parameter_train &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 86c415b2f..770e58fe0 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -22,6 +22,7 @@
 #include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <type_traits>  // std::is_same_v
+#include <variant>      // std::variant
 #include <vector>       // std::vector
 
 namespace plssvm {
@@ -30,16 +31,22 @@ namespace sycl {
 using namespace ::plssvm::sycl_generic;
 }
 
+template <typename T>
+struct parameter;
+
+
+using parameter_variants = std::variant<parameter<float>, parameter<double>>;
+
+
 /**
  * @brief Base class for encapsulating all necessary parameters possibly provided through command line arguments.
  * @tparam T the type of the data
  */
 template <typename T>
-class parameter {
+struct parameter {
     // only float and doubles are allowed
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
 
-  public:
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
@@ -68,6 +75,7 @@ class parameter {
     // TODO: here?!?
     /// use strings as label type?
     bool strings_as_labels{ false };
+    bool float_as_real_type{ false };
 };
 
 /**
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 9e0d8c49c..fd8df54b2 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -20,8 +20,10 @@
 #include <exception>  // std::exception
 #include <fstream>    // std::ofstream
 #include <iostream>   // std::cerr, std::clog, std::endl
+#include <variant>    // std::variant, std::visit
 #include <vector>     // std::vector
 
+
 // perform calculations in single precision if requested
 #ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
 using real_type = float;
@@ -29,59 +31,89 @@ using real_type = float;
 using real_type = double;
 #endif
 
-int main(int argc, char *argv[]) {
-    try {
-        // parse SVM parameter from command line
-        plssvm::detail::cmd::parameter_predict<real_type> params{ argc, argv };
-
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.base_params.sycl_implementation_type)
-                      << std::endl;
-        }
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
-        // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n", params);
-        }
+// create variant based on runtime flag
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_predict& params) {
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
 
-        // create SVM
-        auto svm = plssvm::make_csvm(params.base_params);
+    if (use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
+    } else if (use_float && !use_strings) {
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
+    } else if (!use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
+    } else {
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
+    }
+}
 
-        // predict labels
-        const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
+int main(int argc, char *argv[]) {
+    try {
+        // parse SVM parameter from command line
+        plssvm::detail::cmd::parameter_predict params{ argc, argv };
 
-        // write prediction file
-        {
-            auto start_time = std::chrono::steady_clock::now();
-            std::ofstream out{ params.predict_filename };
-            out << fmt::format("{}", fmt::join(labels, "\n"));
-            auto end_time = std::chrono::steady_clock::now();
-            if (params.print_info) {
-                fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
-                           params.predict_filename,
-                           labels.size(),
-                           std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+        std::visit([&](auto&& args) {
+            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+                std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                         args.sycl_implementation_type)
+                          << std::endl;
             }
-        }
 
-        // print achieved accuracy if possible
-        if (params.value_ptr) {
-            unsigned long long correct = 0;
-            for (typename std::vector<real_type>::size_type i = 0; i < labels.size(); ++i) {
-                // check of prediction was correct
-                if ((*params.value_ptr)[i] * labels[i] > real_type{ 0.0 }) {
-                    ++correct;
-                }
+            // output used parameter
+            if (plssvm::verbose) {
+                fmt::print("\ntask: prediction\n{}\n", params);
             }
-            // print accuracy
-            fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
-                       static_cast<real_type>(correct) / static_cast<real_type>(params.test_data_ptr->size()) * real_type{ 100 },
-                       correct,
-                       params.test_data_ptr->size());
-        }
+
+            // create data set
+            std::visit([&](auto &&data) {
+                // TODO: put code here
+            }, data_set_factory(params));
+
+            //        // create SVM
+            //        auto svm = plssvm::make_csvm(params.base_params);
+            //
+            //        // predict labels
+            //        const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
+            //
+            //        // write prediction file
+            //        {
+            //            auto start_time = std::chrono::steady_clock::now();
+            //            std::ofstream out{ params.predict_filename };
+            //            out << fmt::format("{}", fmt::join(labels, "\n"));
+            //            auto end_time = std::chrono::steady_clock::now();
+            //            if (params.print_info) {
+            //                fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
+            //                           params.predict_filename,
+            //                           labels.size(),
+            //                           std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+            //            }
+            //        }
+            //
+            //        // print achieved accuracy if possible
+            //        if (params.value_ptr) {
+            //            unsigned long long correct = 0;
+            //            for (typename std::vector<real_type>::size_type i = 0; i < labels.size(); ++i) {
+            //                // check of prediction was correct
+            //                if ((*params.value_ptr)[i] * labels[i] > real_type{ 0.0 }) {
+            //                    ++correct;
+            //                }
+            //            }
+            //            // print accuracy
+            //            fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
+            //                       static_cast<real_type>(correct) / static_cast<real_type>(params.test_data_ptr->size()) * real_type{ 100 },
+            //                       correct,
+            //                       params.test_data_ptr->size());
+            //        }
+        }, params.base_params);
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 159a901a2..778ae8cbd 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -27,22 +27,33 @@ using real_type = double;
 #endif
 
 // two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<real_type>, plssvm::data_set<real_type, std::string>>;
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
 // create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale<real_type>& params) {
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& params) {
     std::pair<real_type, real_type> scaling_bounds(params.lower, params.upper);
-    if (params.base_params.strings_as_labels) {
-        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
+
+    if (use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+    } else if (use_float && !use_strings) {
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::move(scaling_bounds) } };
+    } else if (!use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::move(scaling_bounds) } };
     } else {
-        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::move(scaling_bounds) } };
     }
 }
 
 int main(int argc, char *argv[]) {
     try {
         // create default parameters
-        plssvm::detail::cmd::parameter_scale<real_type> params{ argc, argv };
+        plssvm::detail::cmd::parameter_scale params{ argc, argv };
 
         // output used parameter
         if (plssvm::verbose) {
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 9f67484dd..fb661664a 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -17,6 +17,8 @@
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
+#include <variant>    // std::variant, std::visit
+
 
 // perform calculations in single precision if requested
 #ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
@@ -25,30 +27,64 @@ using real_type = float;
 using real_type = double;
 #endif
 
+
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
+
+// create variant based on runtime flag
+data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_train& params) {
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
+
+    if (use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
+    } else if (use_float && !use_strings) {
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
+    } else if (!use_float && use_strings) {
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
+    } else {
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
+    }
+}
+
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::detail::cmd::parameter_train<real_type> params{ argc, argv };
-
-        // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                params.base_params.sycl_kernel_invocation_type)
-                      << std::endl;
-        }
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.base_params.backend != plssvm::backend_type::sycl && params.base_params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                params.base_params.sycl_implementation_type)
-                      << std::endl;
-        }
+        plssvm::detail::cmd::parameter_train params{ argc, argv };
+
+        std::visit([&](auto&& args) {
+            // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
+            if (args.backend != plssvm::backend_type::sycl && args.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
+                std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                         "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
+                                         args.sycl_kernel_invocation_type)
+                          << std::endl;
+            }
+            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+                std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                         args.sycl_implementation_type)
+                          << std::endl;
+            }
+
+            // output used parameter
+            if (plssvm::verbose) {
+                fmt::print("\ntask: training\n{}\n", params);
+            }
+
+            // create data set
+            std::visit([&](auto&& data){
+                // TODO: put code here
+            }, data_set_factory(params));
+
+        }, params.base_params);
+
 
-        // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n", params);
-        }
 
         // create data set
 //        plssvm::data_set<real_type> data{ params.input_filename };
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 1d97b0770..8259fdd34 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -24,8 +24,7 @@
 
 namespace plssvm::detail::cmd {
 
-template <typename T>
-parameter_predict<T>::parameter_predict(int argc, char **argv) {
+parameter_predict::parameter_predict(int argc, char **argv) {
    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
    options
        .positional_help("test_file model_file [output_file]")
@@ -35,12 +34,13 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -64,19 +64,29 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse backend_type and cast the value to the respective enum
-   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+   // instantiate variant
+   if (result["use_float_as_real_type"].as<bool>()) {
+       base_params = parameter_variants{ parameter<float>{} };
+   } else {
+       base_params = parameter_variants { parameter<double>{} };
+   }
+
+   // parse base_params values
+   std::visit([&](auto&& params) {
+       // parse backend_type and cast the value to the respective enum
+       params.backend = result["backend"].as<decltype(params.backend)>();
 
-   // parse target_platform and cast the value to the respective enum
-   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+       // parse target_platform and cast the value to the respective enum
+       params.target = result["target_platform"].as<decltype(params.target)>();
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-   // parse SYCL implementation used in the SYCL backend
-   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+       // parse SYCL implementation used in the SYCL backend
+       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
 #endif
 
-   // parse whether strings should be used as labels
-   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+       // parse whether strings should be used as labels
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+   }, base_params);
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -106,46 +116,44 @@ parameter_predict<T>::parameter_predict(int argc, char **argv) {
    }
 }
 
-// explicitly instantiate template class
-template class parameter_predict<float>;
-template class parameter_predict<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
-    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
-    switch (params.base_params.kernel) {
-        case kernel_type::linear:
-            break;
-        case kernel_type::polynomial:
-            out << fmt::format(
-                "gamma: {}\n"
-                "coef0: {}\n"
-                "degree: {}\n",
-                params.base_params.gamma,
-                params.base_params.coef0,
-                params.base_params.degree);
-            break;
-        case kernel_type::rbf:
-            out << fmt::format("gamma: {}\n", params.base_params.gamma);
-            break;
-    }
+std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
+    std::visit([&](auto&& args) {
+        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
+        switch (args.kernel) {
+            case kernel_type::linear:
+                break;
+            case kernel_type::polynomial:
+                out << fmt::format(
+                    "gamma: {}\n"
+                    "coef0: {}\n"
+                    "degree: {}\n",
+                    args.gamma,
+                    args.coef0,
+                    args.degree);
+                break;
+            case kernel_type::rbf:
+                out << fmt::format("gamma: {}\n", args.gamma);
+                break;
+        }
+        out << fmt::format(
+            "cost: {}\n"
+            "epsilon: {}\n"
+            "use strings as labels: {}\n"
+            "real_type: {}\n",
+            args.cost,
+            args.epsilon,
+            args.strings_as_labels,
+            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
+    }, params.base_params);
     return out << fmt::format(
-               "cost: {}\n"
-               "epsilon: {}\n"
-               "use strings as labels: {}\n"
                "rho: {}\n"
                "input file (data set): '{}'\n"
-               "input file (model): '{}'\n",
+               "input file (model): '{}'\n"
                "output file (prediction): '{}'\n",
-               params.base_params.cost,
-               params.base_params.epsilon,
                params.rho,
                params.input_filename,
                params.model_filename,
                params.predict_filename);
 }
-template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
 
 }  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 040e71e82..2657eef65 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -26,96 +26,110 @@
 
 namespace plssvm::detail::cmd {
 
-template <typename T>
-parameter_scale<T>::parameter_scale(int argc, char **argv) {
-       cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-       options
-           .positional_help("input_file [scaled_file]")
-           .show_positional_help();
-       options
-           .set_width(150)
-           .set_tab_expansion()
-           // clang-format off
-           .add_options()
-               ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
-               ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
-               ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
-               ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
-               ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-               ("h,help", "print this helper message", cxxopts::value<bool>())
-               ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
-               ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
-       // clang-format on
-
-       // parse command line options
-       cxxopts::ParseResult result;
-       try {
-           options.parse_positional({ "input", "scaled" });
-           result = options.parse(argc, argv);
-       } catch (const std::exception &e) {
-           fmt::print("{}\n{}\n", e.what(), options.help());
-           std::exit(EXIT_FAILURE);
-       }
-
-       // print help message and exit
-       if (result.count("help")) {
-           fmt::print("{}", options.help());
-           std::exit(EXIT_SUCCESS);
-       }
-
-       // parse the lowest allowed value
-       lower = result["lower"].as<decltype(lower)>();
-
-       // parse the highest allowed value
-       upper = result["upper"].as<decltype(upper)>();
-
-       // parse the file format
-       format = result["format"].as<decltype(format)>();
-
+parameter_scale::parameter_scale(int argc, char **argv) {
+   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+   options
+       .positional_help("input_file [scaled_file]")
+       .show_positional_help();
+   options
+       .set_width(150)
+       .set_tab_expansion()
+       // clang-format off
+       .add_options()
+           ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
+           ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
+           ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
+           ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
+   // clang-format on
+
+   // parse command line options
+   cxxopts::ParseResult result;
+   try {
+       options.parse_positional({ "input", "scaled" });
+       result = options.parse(argc, argv);
+   } catch (const std::exception &e) {
+       fmt::print("{}\n{}\n", e.what(), options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   // print help message and exit
+   if (result.count("help")) {
+       fmt::print("{}", options.help());
+       std::exit(EXIT_SUCCESS);
+   }
+
+   // instantiate variant
+   if (result["use_float_as_real_type"].as<bool>()) {
+       base_params = parameter_variants{ parameter<float>{} };
+   } else {
+       base_params = parameter_variants { parameter<double>{} };
+   }
+
+   // parse the lowest allowed value
+   lower = result["lower"].as<decltype(lower)>();
+
+   // parse the highest allowed value
+   upper = result["upper"].as<decltype(upper)>();
+
+   // parse the file format
+   format = result["format"].as<decltype(format)>();
+
+   // parse base_params values
+   std::visit([&](auto&& params) {
        // parse whether strings should be used as labels
-       base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
-
-       // parse whether output is quiet or not
-       plssvm::verbose = !plssvm::verbose;
-
-       // parse input data filename
-       if (!result.count("input")) {
-           fmt::print(stderr, "Error missing input file!");
-           fmt::print("{}", options.help());
-           std::exit(EXIT_FAILURE);
-       }
-       input_filename = result["input"].as<decltype(input_filename)>();
-
-       // parse output model filename
-       if (result.count("scaled")) {
-           scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
-       } else {
-           std::filesystem::path input_path{ input_filename };
-           scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
-       }
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+
+   }, base_params);
+
+   // parse whether output is quiet or not
+   plssvm::verbose = !plssvm::verbose;
+
+   // parse input data filename
+   if (!result.count("input")) {
+       fmt::print(stderr, "Error missing input file!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+   input_filename = result["input"].as<decltype(input_filename)>();
+
+   // parse output model filename
+   if (result.count("scaled")) {
+       scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
+   } else {
+       std::filesystem::path input_path{ input_filename };
+       scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+   }
 }
 
-// explicitly instantiate template class
-template class parameter_scale<float>;
-template class parameter_scale<double>;
 
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_scale<T> &params) {
+std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
+   bool strings_as_labels;
+   std::string_view real_type_string;
+   std::visit([&](auto&& arg) {
+       strings_as_labels = arg.strings_as_labels;
+       real_type_string = detail::arithmetic_type_name<typename std::remove_reference_t<decltype(arg)>::real_type>();
+   }, params.base_params);
+
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
               "use strings as labels: {}\n"
+              "real_type: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
-              params.base_params.strings_as_labels,
+              strings_as_labels,
+              real_type_string,
               params.format,
               params.input_filename,
               params.scaled_filename);
 }
-template std::ostream &operator<<(std::ostream &, const parameter_scale<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_scale<double> &);
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 9728e8147..73bda9807 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -27,8 +27,7 @@
 
 namespace plssvm::detail::cmd {
 
-template <typename T>
-parameter_train<T>::parameter_train(int argc, char **argv) {
+parameter_train::parameter_train(int argc, char **argv) {
    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
    options
        .positional_help("training_set_file [model_file]")
@@ -38,19 +37,20 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(base_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(base_params.kernel))))
-           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(base_params.degree)>()->default_value(fmt::format("{}", base_params.degree)))
-           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(base_params.gamma)>())
-           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(base_params.coef0)>()->default_value(fmt::format("{}", base_params.coef0)))
-           ("c,cost", "set the parameter C", cxxopts::value<decltype(base_params.cost)>()->default_value(fmt::format("{}", base_params.cost)))
-           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(base_params.epsilon)>()->default_value(fmt::format("{}", base_params.epsilon)))
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(base_params.backend)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.backend))))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(base_params.target)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.target))))
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<kernel_type>()->default_value(fmt::format("{}", detail::to_underlying(kernel_type::linear))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<int>()->default_value("3"))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<double>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<double>()->default_value("0.0"))
+           ("c,cost", "set the parameter C", cxxopts::value<double>()->default_value("1.0"))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<double>()->default_value("0.001"))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(base_params.sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_kernel_invocation_type))))
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(base_params.sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", base_params.sycl_implementation_type))))
+           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<sycl::kernel_invocation_type>()->default_value(detail::as_lower_case("automatic")))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>(base_params.strings_as_labels)->default_value(fmt::format("{}", base_params.strings_as_labels)))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -73,49 +73,62 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse kernel_type and cast the value to the respective enum
-   base_params.kernel = result["kernel_type"].as<decltype(base_params.kernel)>();
-
-   // parse degree
-   base_params.degree = result["degree"].as<decltype(base_params.degree)>();
-
-   // parse gamma
-   if (result.count("gamma")) {
-       base_params.gamma = result["gamma"].as<decltype(base_params.gamma)>();
-       if (base_params.gamma == decltype(base_params.gamma){ 0.0 }) {
-           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
-           fmt::print("{}", options.help());
-           std::exit(EXIT_FAILURE);
-       }
+   // instantiate variant
+   if (result["use_float_as_real_type"].as<bool>()) {
+       base_params = parameter_variants{ parameter<float>{} };
    } else {
-       base_params.gamma = decltype(base_params.gamma){ 0.0 };
+       base_params = parameter_variants { parameter<double>{} };
    }
 
-   // parse coef0
-   base_params.coef0 = result["coef0"].as<decltype(base_params.coef0)>();
+   // parse base_params values
+   std::visit([&](auto&& params) {
+       // parse whether strings should be used as labels
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+
+       // parse kernel_type and cast the value to the respective enum
+       params.kernel = result["kernel_type"].as<decltype(params.kernel)>();
+
+       // parse degree
+       params.degree = result["degree"].as<decltype(params.degree)>();
+
+       // parse gamma
+       if (result.count("gamma")) {
+           params.gamma = result["gamma"].as<decltype(params.gamma)>();
+           if (params.gamma == decltype(params.gamma){ 0.0 }) {
+               fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+               fmt::print("{}", options.help());
+               std::exit(EXIT_FAILURE);
+           }
+       } else {
+           params.gamma = decltype(params.gamma){ 0.0 };
+       }
+
+       // parse coef0
+       params.coef0 = result["coef0"].as<decltype(params.coef0)>();
 
-   // parse cost
-   base_params.cost = result["cost"].as<decltype(base_params.cost)>();
+       // parse cost
+       params.cost = result["cost"].as<decltype(params.cost)>();
 
-   // parse epsilon
-   base_params.epsilon = result["epsilon"].as<decltype(base_params.epsilon)>();
+       // parse epsilon
+       params.epsilon = result["epsilon"].as<decltype(params.epsilon)>();
 
-   // parse backend_type and cast the value to the respective enum
-   base_params.backend = result["backend"].as<decltype(base_params.backend)>();
+       // parse backend_type and cast the value to the respective enum
+       params.backend = result["backend"].as<decltype(params.backend)>();
 
-   // parse target_platform and cast the value to the respective enum
-   base_params.target = result["target_platform"].as<decltype(base_params.target)>();
+       // parse target_platform and cast the value to the respective enum
+       params.target = result["target_platform"].as<decltype(params.target)>();
 
 #if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
-   // parse kernel invocation type when using SYCL as backend
-   base_params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(base_params.sycl_kernel_invocation_type)>();
+       // parse kernel invocation type when using SYCL as backend
+       params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(params.sycl_kernel_invocation_type)>();
 
-   // parse SYCL implementation used in the SYCL backend
-   base_params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(base_params.sycl_implementation_type)>();
+       // parse SYCL implementation used in the SYCL backend
+       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
 #endif
 
-   // parse whether strings should be used as labels
-   base_params.strings_as_labels = result["use_strings_as_labels"].as<decltype(base_params.strings_as_labels)>();
+       // parse whether strings should be used as labels
+       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+   }, base_params);
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -137,42 +150,41 @@ parameter_train<T>::parameter_train(int argc, char **argv) {
    }
 }
 
-// explicitly instantiate template class
-template class parameter_train<float>;
-template class parameter_train<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
-    out << fmt::format("kernel_type: {} -> {}\n", params.base_params.kernel, kernel_type_to_math_string(params.base_params.kernel));
-    switch (params.base_params.kernel) {
-        case kernel_type::linear:
-            break;
-        case kernel_type::polynomial:
-            out << fmt::format(
-                "gamma: {}\n"
-                "coef0: {}\n"
-                "degree: {}\n",
-                params.base_params.gamma,
-                params.base_params.coef0,
-                params.base_params.degree);
-            break;
-        case kernel_type::rbf:
-            out << fmt::format("gamma: {}\n", params.base_params.gamma);
-            break;
-    }
+std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
+    std::visit([&](auto&& args) {
+        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
+        switch (args.kernel) {
+            case kernel_type::linear:
+                break;
+            case kernel_type::polynomial:
+                out << fmt::format(
+                    "gamma: {}\n"
+                    "coef0: {}\n"
+                    "degree: {}\n",
+                    args.gamma,
+                    args.coef0,
+                    args.degree);
+                break;
+            case kernel_type::rbf:
+                out << fmt::format("gamma: {}\n", args.gamma);
+                break;
+        }
+        out << fmt::format(
+            "cost: {}\n"
+            "epsilon: {}\n"
+            "use strings as labels: {}\n"
+            "real_type: {}\n",
+            args.cost,
+            args.epsilon,
+            args.strings_as_labels,
+            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
+    }, params.base_params);
+
     return out << fmt::format(
-               "cost: {}\n"
-               "epsilon: {}\n"
-               "use strings as labels: {}\n"
                "input file (data set): '{}'\n"
                "output file (model): '{}'\n",
-               params.base_params.cost,
-               params.base_params.epsilon,
                params.input_filename,
                params.model_filename);
 }
-template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
 
 }  // namespace plssvm
\ No newline at end of file

From 497dfc86497b9446e5913bcfb08b36b063fc9f01 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 20:51:50 +0200
Subject: [PATCH 0084/1010] Remove old compile time real_type decision
 mechanism.

---
 CMakeLists.txt       |  9 ---------
 README.md            |  1 -
 src/main_predict.cpp |  8 --------
 src/main_scale.cpp   | 16 ++++------------
 src/main_train.cpp   |  9 ---------
 5 files changed, 4 insertions(+), 39 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index f10d72dc6..50f9c8f9c 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -460,15 +460,6 @@ if(DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
     endif()
 endif()
 
-## change executable floating points from double precision to single precision
-option(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION "Build the ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME} executables with single precision instead of double precision." OFF)
-if(PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    message(STATUS "Using single precision floating point numbers for ${PLSSVM_EXECUTABLE_TRAIN_NAME}, ${PLSSVM_EXECUTABLE_PREDICT_NAME}, and ${PLSSVM_EXECUTABLE_SCALE_NAME}.")
-    target_compile_definitions(${PLSSVM_EXECUTABLE_TRAIN_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    target_compile_definitions(${PLSSVM_EXECUTABLE_PREDICT_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-    target_compile_definitions(${PLSSVM_EXECUTABLE_SCALE_NAME} PRIVATE PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION)
-endif()
-
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
diff --git a/README.md b/README.md
index b0fca2b1a..c23a1a161 100644
--- a/README.md
+++ b/README.md
@@ -178,7 +178,6 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_ENABLE_ASSERTS=ON|OFF` (default: `OFF`): enables custom assertions regardless whether the `DEBUG` macro is defined or not
 - `PLSSVM_THREAD_BLOCK_SIZE` (default: `16`): set a specific thread block size used in the GPU kernels (for fine-tuning optimizations)
 - `PLSSVM_INTERNAL_BLOCK_SIZE` (default: `6`: set a specific internal block size used in the GPU kernels (for fine-tuning optimizations)
-- `PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION` (default: `OFF`): enables single precision calculations instead of double precision for the `plssvm-train` and `plssvm-preidct` executables
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index fd8df54b2..e1335307d 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -23,14 +23,6 @@
 #include <variant>    // std::variant, std::visit
 #include <vector>     // std::vector
 
-
-// perform calculations in single precision if requested
-#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
-using real_type = float;
-#else
-using real_type = double;
-#endif
-
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 778ae8cbd..8470a3582 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -19,19 +19,11 @@
 #include <variant>    // std::variant, std::visit
 
 
-// perform calculations in single precision if requested
-#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
-using real_type = float;
-#else
-using real_type = double;
-#endif
-
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
 // create variant based on runtime flag
 data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& params) {
-    std::pair<real_type, real_type> scaling_bounds(params.lower, params.upper);
     bool use_float;
     bool use_strings;
     std::visit([&](auto&& args) {
@@ -40,13 +32,13 @@ data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& p
     }, params.base_params);
 
     if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
     } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
     } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
     } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::move(scaling_bounds) } };
+        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
     }
 }
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index fb661664a..79bc410c1 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -19,15 +19,6 @@
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <variant>    // std::variant, std::visit
 
-
-// perform calculations in single precision if requested
-#ifdef PLSSVM_EXECUTABLES_USE_SINGLE_PRECISION
-using real_type = float;
-#else
-using real_type = double;
-#endif
-
-
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 

From 9ba09e5c54d6fc0a12a15fe1ca48cc737509e40b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 21:10:07 +0200
Subject: [PATCH 0085/1010] Change default label type to int.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 5662bd73d..7e9f74724 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -44,7 +44,7 @@ namespace plssvm {
 template <typename T>
 using optional_ref = std::optional<std::reference_wrapper<T>>;
 
-template <typename T, typename U = T>
+template <typename T, typename U = int>
 class data_set {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");

From fd56a798c6a46cb1b00531ecc0140565f88aa665 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 May 2022 22:32:08 +0200
Subject: [PATCH 0086/1010] Reduce code duplication.

---
 include/plssvm/data_set.hpp | 42 +++++++++++++++++++++++++++++++++++++
 src/main_predict.cpp        | 26 ++---------------------
 src/main_scale.cpp          | 27 ++----------------------
 src/main_train.cpp          | 28 +++----------------------
 4 files changed, 49 insertions(+), 74 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 7e9f74724..ece0c44e6 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -36,6 +36,7 @@
 #include <string>      // std::string
 #include <tuple>       // std::tie
 #include <utility>     // std::move, std::pair
+#include <variant>     // std::variant
 #include <vector>      // std::vector
 
 
@@ -393,4 +394,45 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
     }
 }
 
+namespace detail {
+
+
+// two possible types: real_type + real_type and real_type + std::string
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
+
+// create variant based on runtime flag
+template <bool scale, typename cmd_parameter>
+data_set_variants data_set_factory(const cmd_parameter& params) {
+    bool use_float;
+    bool use_strings;
+    std::visit([&](auto&& args) {
+        use_float = args.float_as_real_type;
+        use_strings = args.strings_as_labels;
+    }, params.base_params);
+
+    if constexpr (scale) {
+        if (use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
+        } else if (use_float && !use_strings) {
+            return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
+        } else if (!use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
+        } else {
+            return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
+        }
+    } else {
+        if (use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
+        } else if (use_float && !use_strings) {
+            return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
+        } else if (!use_float && use_strings) {
+            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
+        } else {
+            return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
+        }
+    }
+}
+
+}
+
 }
\ No newline at end of file
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index e1335307d..d364bd2fd 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -20,31 +20,9 @@
 #include <exception>  // std::exception
 #include <fstream>    // std::ofstream
 #include <iostream>   // std::cerr, std::clog, std::endl
-#include <variant>    // std::variant, std::visit
+#include <variant>    // std::visit
 #include <vector>     // std::vector
 
-// two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
-
-// create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_predict& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
-    if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-    } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-    } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
-    } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
-    }
-}
 
 int main(int argc, char *argv[]) {
     try {
@@ -68,7 +46,7 @@ int main(int argc, char *argv[]) {
             // create data set
             std::visit([&](auto &&data) {
                 // TODO: put code here
-            }, data_set_factory(params));
+            }, plssvm::detail::data_set_factory<false>(params));
 
             //        // create SVM
             //        auto svm = plssvm::make_csvm(params.base_params);
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 8470a3582..2296e7e7f 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -16,32 +16,9 @@
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <utility>    // std::pair
-#include <variant>    // std::variant, std::visit
+#include <variant>    // std::visit
 
 
-// two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
-
-// create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_scale& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
-    if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
-    } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{params.lower, params.upper} } };
-    } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
-    } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{params.lower, params.upper} } };
-    }
-}
-
 int main(int argc, char *argv[]) {
     try {
         // create default parameters
@@ -56,7 +33,7 @@ int main(int argc, char *argv[]) {
         std::visit([&](auto&& data){
             // write scaled data to output file
             data.save_data_set(params.scaled_filename, params.format);
-        }, data_set_factory(params));
+        }, plssvm::detail::data_set_factory<true>(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 79bc410c1..c2805a115 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -17,30 +17,8 @@
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
-#include <variant>    // std::variant, std::visit
-
-// two possible types: real_type + real_type and real_type + std::string
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
-
-// create variant based on runtime flag
-data_set_variants data_set_factory(const plssvm::detail::cmd::parameter_train& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
-    if (use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-    } else if (use_float && !use_strings) {
-        return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-    } else if (!use_float && use_strings) {
-        return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
-    } else {
-        return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
-    }
-}
+#include <variant>    // std::visit
+
 
 int main(int argc, char *argv[]) {
     try {
@@ -71,7 +49,7 @@ int main(int argc, char *argv[]) {
             // create data set
             std::visit([&](auto&& data){
                 // TODO: put code here
-            }, data_set_factory(params));
+            }, plssvm::detail::data_set_factory<false>(params));
 
         }, params.base_params);
 

From a71dcee71b73d91fee5ee8d27209d771a961e752 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 15 May 2022 19:18:32 +0200
Subject: [PATCH 0087/1010] Rename save_data_set() to save() and improve
 write_libsvm_data implementation.

---
 include/plssvm/data_set.hpp                 | 14 +++++++++-----
 include/plssvm/detail/io/libsvm_parsing.hpp | 15 +++++++++++++--
 src/main_scale.cpp                          |  2 +-
 3 files changed, 23 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index ece0c44e6..c9633ff5a 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -35,6 +35,7 @@
 #include <set>         // std::set
 #include <string>      // std::string
 #include <tuple>       // std::tie
+#include <type_traits> // std::is_same_v, std::is_arithmetic_v
 #include <utility>     // std::move, std::pair
 #include <variant>     // std::variant
 #include <vector>      // std::vector
@@ -67,7 +68,7 @@ class data_set {
 
 
     // save the data set in the given format
-    void save_data_set(const std::string& filename, file_format_type format) const;
+    void save(const std::string& filename, file_format_type format) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
@@ -80,6 +81,8 @@ class data_set {
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
+    [[nodiscard]] const std::map<real_type, label_type>& mapping() const noexcept { return mapping_; }
+
   private:
     void create_mapping();
     void scale(std::pair<real_type, real_type> scaling);
@@ -175,7 +178,7 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<la
  *                                Save Data Set                               *
  ******************************************************************************/
 template <typename T, typename U>
-void data_set<T, U>::save_data_set(const std::string &filename, const file_format_type format) const {
+void data_set<T, U>::save(const std::string &filename, const file_format_type format) const {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // save the data set
@@ -294,9 +297,9 @@ void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
     fmt::ostream out = fmt::output_file(filename);
     // write data
     if (this->has_labels()) {
-        detail::io::write_libsvm_data<real_type, label_type, true>(out, X_ptr_, labels_ptr_);
+        detail::io::write_libsvm_data(out, X_ptr_, labels_ptr_);
     } else {
-        detail::io::write_libsvm_data<real_type, label_type, false>(out, X_ptr_);
+        detail::io::write_libsvm_data(out, X_ptr_);
     }
 }
 
@@ -394,8 +397,9 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
     }
 }
 
-namespace detail {
 
+// TODO:
+namespace detail {
 
 // two possible types: real_type + real_type and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 1e2902b85..1e9b1b6d4 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -45,7 +45,7 @@ std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num
 
                 // check index of last feature entry
                 std::string_view::size_type pos_colon = line.find_last_of(':');
-                std::string_view::size_type pos_whitespace = line.find_last_of( ' ', pos_colon);
+                std::string_view::size_type pos_whitespace = line.find_last_of(' ', pos_colon);
                 const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
                 num_features = std::max<std::size_t>(num_features, index);
 
@@ -145,8 +145,9 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
     return has_label;
 }
 
+
 template <typename real_type, typename label_type, bool has_label>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr = nullptr) {
+void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
     if constexpr (has_label) {
         PLSSVM_ASSERT(y_ptr != nullptr, "has_label is 'true' but no labels were provided!");
     }
@@ -188,4 +189,14 @@ void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std:
     }
 }
 
+template <typename real_type, typename label_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+    write_libsvm_data_impl<real_type, label_type, true>(out, X_ptr, y_ptr);
+}
+
+template <typename real_type>
+void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+    write_libsvm_data_impl<real_type, real_type, false>(out, X_ptr, nullptr);
+}
+
 }
\ No newline at end of file
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 2296e7e7f..eb13d2ec2 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -32,7 +32,7 @@ int main(int argc, char *argv[]) {
         // create data set and scale
         std::visit([&](auto&& data){
             // write scaled data to output file
-            data.save_data_set(params.scaled_filename, params.format);
+            data.save(params.scaled_filename, params.format);
         }, plssvm::detail::data_set_factory<true>(params));
 
     } catch (const plssvm::exception &e) {

From 80cf64af4de5a03a16766456ff0a40cfb4eddc7a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:40:37 +0200
Subject: [PATCH 0088/1010] Add default delimiter (' ').

---
 include/plssvm/detail/string_utility.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/string_utility.hpp b/include/plssvm/detail/string_utility.hpp
index b1c8db6d9..5af2f9a9f 100644
--- a/include/plssvm/detail/string_utility.hpp
+++ b/include/plssvm/detail/string_utility.hpp
@@ -123,6 +123,6 @@ std::string &to_upper_case(std::string &str);
  * @param[in] delim the split delimiter
  * @return the split sub-strings (`[[nodiscard]]`)
  */
-[[nodiscard]] std::vector<std::string_view> split(std::string_view str, char delim);
+[[nodiscard]] std::vector<std::string_view> split(std::string_view str, char delim = ' ');
 
 }  // namespace plssvm::detail
\ No newline at end of file

From a7f05e183d6ade91b9e037f46a3fb27bc4e0cc8f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:41:19 +0200
Subject: [PATCH 0089/1010] Add a split_as function that splits a string by the
 given delimiter and converts all split values to the given type.

---
 include/plssvm/detail/string_conversion.hpp | 28 ++++++++++++++++++---
 1 file changed, 25 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index a56f8cccf..42451370a 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -29,9 +29,10 @@ namespace plssvm::detail {
 /**
  * @brief Converts the string @p str to a value of type @p T.
  * @details If @p T is an integral type [`std::from_chars`](https://en.cppreference.com/w/cpp/utility/from_chars) is used,
- *          if @p T is a floating point type [`float_fast::from_chars`](https://github.com/fastfloat/fast_float) is used
- *          and if @p T is neither of both, an exception is thrown.
- * @tparam T the type to convert the value of @p str to, must be an arithmetic type
+ *          if @p T is a floating point type [`float_fast::from_chars`](https://github.com/fastfloat/fast_float) is used,
+ *          if @p T is a `std::string` the normal `std::string`constructor is used,
+ *          and if @p T is neither of the three, an exception is thrown.
+ * @tparam T the type to convert the value of @p str to, must be an arithmetic type or a `std::string`
  * @tparam Exception the exception type to throw in case that @p str can't be converted to a value of @p T
  *         (default: [`std::runtime_error`](https://en.cppreference.com/w/cpp/error/runtime_error)).
  * @param[in] str the string to convert
@@ -88,4 +89,25 @@ template <typename T>
     throw std::runtime_error{ fmt::format("String {} doesn't contain any integer!", str) };
 }
 
+/**
+ * @brief Split the string @p str at the positions with delimiter @p delim and return the sub-strings **converted** to the type @p T.
+ * @tparam T the type to convert the value of @p str to, must be an arithmetic type or a `std::string`
+ * @param[in] str the string to split
+ * @param[in] delim the split delimiter
+ * @return the split sub-strings **converted** to the type @p T (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] inline std::vector<T> split_as(const std::string_view str, const char delim = ' ') {
+    std::vector<T> splitted;
+
+    std::string_view::size_type pos = 0;
+    std::string_view::size_type next = 0;
+    while (next != std::string_view::npos) {
+        next = str.find_first_of(delim, pos);
+        splitted.emplace_back(convert_to<T>(next == std::string_view::npos ? str.substr(pos) : str.substr(pos, next - pos)));
+        pos = next + 1;
+    }
+    return splitted;
+}
+
 }  // namespace plssvm::detail
\ No newline at end of file

From 4d14e25ec13d5e58776ad42d8d21ca3b9a440ae3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:42:45 +0200
Subject: [PATCH 0090/1010] Change function signatures from smart pointer to
 references. Implement new model class.

---
 include/plssvm/core.hpp                       |   1 +
 include/plssvm/csvm.hpp                       |   4 +-
 include/plssvm/data_set.hpp                   |  47 ++--
 include/plssvm/detail/io/arff_parsing.hpp     |  33 ++-
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 241 ++++++++++++++++++
 include/plssvm/detail/io/libsvm_parsing.hpp   |  40 ++-
 include/plssvm/model.hpp                      | 119 +++++++++
 7 files changed, 426 insertions(+), 59 deletions(-)
 create mode 100644 include/plssvm/detail/io/libsvm_model_parsing.hpp
 create mode 100644 include/plssvm/model.hpp

diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 50eea2931..66ace404f 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -33,6 +33,7 @@
 
 
 #include "plssvm/data_set.hpp"
+#include "plssvm/model.hpp"
 
 /// The main namespace containing all public API functions.
 namespace plssvm {}
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index b859fe6d1..d00c590cf 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -291,7 +291,7 @@ class csvm {
 
 extern template class csvm<float>;
 extern template class csvm<double>;
-
+/*
 namespace new_ {
 
 inline bool print_info = true;
@@ -462,5 +462,5 @@ class csvm {
 };
 
 }
-
+*/
 }  // namespace plssvm
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index c9633ff5a..25d53fead 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -53,13 +53,15 @@ class data_set {
     // because std::vector<bool> is evil
     static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
+    // plssvm::model needs the default constructor
+    template <typename, typename>
+    friend class model;
+
   public:
     using real_type = T;
     using label_type = U;
     using size_type = std::size_t;
 
-    data_set();
-
     explicit data_set(const std::string& filename, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
     data_set(const std::string& filename, file_format_type format, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
@@ -73,7 +75,7 @@ class data_set {
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
     [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
-    [[nodiscard]] optional_ref<const std::vector<label_type>> labels() noexcept;
+    [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
 
     [[nodiscard]] label_type label_from_mapped_value(real_type val) const noexcept;
 
@@ -84,6 +86,8 @@ class data_set {
     [[nodiscard]] const std::map<real_type, label_type>& mapping() const noexcept { return mapping_; }
 
   private:
+    data_set();
+
     void create_mapping();
     void scale(std::pair<real_type, real_type> scaling);
 
@@ -216,7 +220,7 @@ auto data_set<T, U>::mapped_labels() const noexcept -> optional_ref<const std::v
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::labels() noexcept -> optional_ref<const std::vector<label_type>> {
+auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<label_type>> {
     if (this->has_labels()) {
         return std::make_optional(std::cref(*labels_ptr_));
     } else {
@@ -245,7 +249,7 @@ void data_set<T, U>::create_mapping() {
     const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
     // only binary classification allowed as of now
     if (unique_labels.size() != 2) {
-        throw exception{fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size())};
+        throw exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size()) };
     }
     // map binary labels to -1 and 1
     mapping_[-1] = *unique_labels.begin();
@@ -295,11 +299,12 @@ void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
 template <typename T, typename U>
 void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
     fmt::ostream out = fmt::output_file(filename);
+
     // write data
     if (this->has_labels()) {
-        detail::io::write_libsvm_data(out, X_ptr_, labels_ptr_);
+        detail::io::write_libsvm_data(out, *X_ptr_, *labels_ptr_);
     } else {
-        detail::io::write_libsvm_data(out, X_ptr_);
+        detail::io::write_libsvm_data(out, *X_ptr_);
     }
 }
 
@@ -312,9 +317,9 @@ void data_set<T, U>::write_arff_file(const std::string &filename) const {
 
     // write data
     if (this->has_labels()) {
-        detail::io::write_arff_data(out, X_ptr_, y_ptr_);
+        detail::io::write_arff_data(out, *X_ptr_, *y_ptr_);
     } else {
-        detail::io::write_arff_data(out, X_ptr_);
+        detail::io::write_arff_data(out, *X_ptr_);
     }
 }
 
@@ -358,13 +363,17 @@ void data_set<T, U>::read_libsvm_file(const std::string &filename) {
 
     // parse sizes
     num_data_points_ = f.num_lines();
-    num_features_ = detail::io::parse_libsvm_num_features(f, f.num_lines(), 0);
+    num_features_ = detail::io::parse_libsvm_num_features(f, num_data_points_, 0);
 
-    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_data_points_, std::vector<real_type>(num_features_));
-    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+    std::vector<std::vector<real_type>> X(num_data_points_, std::vector<real_type>(num_features_));
+    std::vector<label_type> labels(num_data_points_);
 
     // parse file
-    const bool has_label = detail::io::read_libsvm_data(f, 0, X_ptr_, labels_ptr_);
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels);
+
+    // move data to pointers
+    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
+    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
 
     // update shared pointer
     if (!has_label) {
@@ -385,11 +394,15 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
     num_data_points_ = f.num_lines() - (header + 1);
     num_features_ = has_label ? max_size - 1 : max_size;
 
-    X_ptr_ = std::make_shared<std::vector<std::vector<real_type>>>(num_features_, std::vector<real_type>(num_features_));
-    labels_ptr_ = std::make_shared<std::vector<label_type>>(num_data_points_);
+    std::vector<std::vector<real_type>> X(num_data_points_, std::vector<real_type>(num_features_));
+    std::vector<label_type> labels(num_data_points_);
 
     // parse file
-    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X_ptr_, labels_ptr_);
+    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X, labels);
+
+    // move data to pointers
+    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
+    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
 
     // update shared pointer
     if (!has_label) {
@@ -406,7 +419,7 @@ using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set
 
 // create variant based on runtime flag
 template <bool scale, typename cmd_parameter>
-data_set_variants data_set_factory(const cmd_parameter& params) {
+inline data_set_variants data_set_factory(const cmd_parameter& params) {
     bool use_float;
     bool use_strings;
     std::visit([&](auto&& args) {
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index c313cfa1e..fb2a878ea 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -22,7 +22,6 @@
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tuple, std::make_tuple
@@ -32,7 +31,7 @@
 namespace plssvm::detail::io {
 
 
-std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
     std::size_t num_features = 0;
     bool has_label = false;
 
@@ -74,13 +73,13 @@ std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader)
 }
 
 template <typename real_type, typename label_type>
-void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y) {
     std::exception_ptr parallel_exception;
 
-    #pragma omp parallel default(none) shared(reader, X_ptr, y_ptr, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+    #pragma omp parallel default(none) shared(reader, X, y, parallel_exception) firstprivate(header, num_features, max_size, has_label)
     {
         #pragma omp for
-        for (std::size_t i = 0; i < X_ptr->size(); ++i) {
+        for (std::size_t i = 0; i < X.size(); ++i) {
             #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + header + 1);
@@ -120,9 +119,9 @@ void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_fea
                         // write parsed value depending on the index
                         if (index == max_size - 1 && has_label) {
                             is_class_set = true;
-                            (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                            y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
                         } else {
-                            (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                            X[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         }
 
                         // remove already processes part of the line
@@ -143,14 +142,14 @@ void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_fea
                         if (next_pos == std::string_view::npos) {
                             throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
                         }
-                        (*X_ptr)[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        X[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         pos = next_pos + 1;
                     }
                     // write last number to the correct vector (based on the fact whether labels are present or not)
                     if (has_label) {
-                        (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                        y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
                     } else {
-                        (*X_ptr)[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                        X[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
                     }
                     // check whether superfluous data points are left
                     next_pos = line.find_first_of(',', pos);
@@ -178,7 +177,7 @@ void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_fea
     }
 }
 
-void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
+inline void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
     for (std::size_t i = 0; i < num_features; ++i) {
         out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
     }
@@ -189,20 +188,20 @@ void write_arff_header(fmt::ostream &out, const std::size_t num_features, const
 }
 
 template <typename real_type, typename label_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
     // TODO: optimize?, FMT_COMPILE Bug?
     // output with label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e},{}\n", fmt::join((*X_ptr)[i], ","), (*y_ptr)[i]);
+    for (std::size_t i = 0; i < X.size(); ++i) {
+        out.print("{:e},{}\n", fmt::join(X[i], ","), y[i]);
     }
 }
 
 template <typename real_type>
-void write_arff_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
+inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
     // TODO: optimize?, FMT_COMPILE Bug?
     // output without label
-    for (std::size_t i = 0; i < X_ptr->size(); ++i) {
-        out.print("{:e}\n", fmt::join((*X_ptr)[i], ","));
+    for (std::size_t i = 0; i < X.size(); ++i) {
+        out.print("{:e}\n", fmt::join(X[i], ","));
     }
 }
 
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
new file mode 100644
index 000000000..f8adca938
--- /dev/null
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -0,0 +1,241 @@
+#pragma once
+
+#include "plssvm/data_set.hpp"   // plssvm::data_set
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format, fmt::format_to
+#include "fmt/os.h"      // fmt::ostream
+#ifdef _OPENMP
+    #include <omp.h>  // omp_get_num_threads
+#endif
+
+#include <algorithm>    // std::min
+#include <cstddef>      // std::size_t
+#include <numeric>      // std::accumulate
+#include <sstream>      // std::stringstream
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <utility>      // std::move, std::pair
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+template <typename real_type, typename label_type, typename size_type>
+inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(file_reader &reader, parameter<real_type> &params, real_type &rho, size_type &num_support_vectors) {
+    // read libsvm header
+    // helper variables
+    bool rho_set{ false };
+    std::vector<label_type> labels{};
+    std::vector<size_type> num_support_vectors_per_class{};
+
+    // parse libsvm model file header
+    std::size_t header = 0;
+    {
+        for (; header < reader.num_lines(); ++header) {
+            std::string line{ detail::trim(reader.line(header)) };
+            detail::to_lower_case(line);
+
+            // separate value from model header entry
+            std::string_view value{ line };
+            value.remove_prefix(std::min(value.find_first_of(' ') + 1, value.size()));
+            value = detail::trim_left(value);
+
+            if (detail::starts_with(line, "svm_type")) {
+                // svm_type must be c_svc
+                if (value != "c_svc") {
+                    throw invalid_file_format_exception{ fmt::format("Can only use c_svc as svm_type, but '{}' was given!", value) };
+                }
+            } else if (detail::starts_with(line, "kernel_type")) {
+                // parse kernel_type, must be linear, polynomial or rbf
+                std::istringstream iss{ std::string{ value } };
+                iss >> params.kernel;
+                if (iss.fail()) {
+                    throw invalid_file_format_exception{ fmt::format("Unrecognized kernel type '{}'!", value) };
+                }
+            } else if (detail::starts_with(line, "gamma")) {
+                // parse gamma
+                params.gamma = detail::convert_to<decltype(params.gamma)>(value);
+            } else if (detail::starts_with(line, "degree")) {
+                // parse degree
+                params.degree = detail::convert_to<decltype(params.degree)>(value);
+            } else if (detail::starts_with(line, "coef0")) {
+                // parse coef0
+                params.coef0 = detail::convert_to<decltype(params.coef0)>(value);
+            } else if (detail::starts_with(line, "nr_class")) {
+                // number of classes must be 2
+                const auto nr_class = detail::convert_to<unsigned long long>(value);
+                if (nr_class != 2) {
+                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", nr_class) };
+                }
+            } else if (detail::starts_with(line, "total_sv")) {
+                // the total number of support vectors must be greater than 0
+                num_support_vectors = detail::convert_to<size_type>(value);
+                if (num_support_vectors == 0) {
+                    throw invalid_file_format_exception{ fmt::format("The number of support vectors must be greater than 0, but is {}!", num_support_vectors) };
+                }
+            } else if (detail::starts_with(line, "rho")) {
+                // parse rho, required
+                rho = detail::convert_to<real_type>(value);
+                rho_set = true;
+            } else if (detail::starts_with(line, "label")) {
+                // parse label
+                labels = detail::split_as<label_type>(value, ' ');
+
+                if (labels.size() < 2) {
+                    throw invalid_file_format_exception{ fmt::format("At least two labels must be set, but only {} label was given!", labels.size()) };
+                } else if (labels.size() > 2) {
+                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} label where given!", labels.size()) };
+                }
+            } else if (detail::starts_with(line, "nr_sv")) {
+                // parse number of support vectors per class
+                num_support_vectors_per_class = detail::split_as<size_type>(value, ' ');
+
+                const auto nr_sv_sum = std::accumulate(num_support_vectors_per_class.begin(), num_support_vectors_per_class.end(), size_type{ 0 });
+
+                if (num_support_vectors_per_class.size() < 2) {
+                    throw invalid_file_format_exception{ fmt::format("At least two nr_sv must be set, but only {} was given!", num_support_vectors_per_class.size()) };
+                } else if (num_support_vectors_per_class.size() > 2) {
+                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} nr_sv where given!", num_support_vectors_per_class.size()) };
+                } else if (nr_sv_sum != num_support_vectors) {
+                    throw invalid_file_format_exception{ fmt::format("The total number of support vectors is {}, but the sum of nr_sv is {}!", num_support_vectors, nr_sv_sum) };
+                }
+            } else if (line == "sv") {
+                // start parsing support vectors, required
+                break;
+            } else {
+                throw invalid_file_format_exception{ fmt::format("Unrecognized header entry '{}'! Maybe SV is missing?", reader.line(header)) };
+            }
+        }
+    }
+
+    // additional sanity checks
+    if (num_support_vectors == 0) {
+        // no total number of support vectors given
+        throw invalid_file_format_exception{ "Missing total number of support vectors!" };
+    } else if (labels.empty()) {
+        // no labels given
+        throw invalid_file_format_exception{ "Missing labels!" };
+    } else if (num_support_vectors_per_class.empty()) {
+        // no count for support vectors per class given
+        throw invalid_file_format_exception{ "Missing number of support vectors per class!" };
+    } else if (!rho_set) {
+        // no rho set
+        throw invalid_file_format_exception{ "Missing rho value!" };
+    } else if (header + 1 >= reader.num_lines()) {
+        // no support vectors given
+        throw invalid_file_format_exception{ "Can't parse file: no support vectors are given or SV is missing!" };
+    }
+
+    // set label according to model file definition
+    std::vector<label_type> data_labels(num_support_vectors);
+    std::size_t pos = 0;
+    for (size_type i = 0; i < labels.size(); ++i) {
+        std::fill(data_labels.begin() + pos, data_labels.begin() + pos + num_support_vectors_per_class[i], labels[i]);
+        pos += num_support_vectors_per_class[i];
+    }
+
+    return std::make_pair(header, std::move(data_labels));
+}
+
+template <typename real_type, typename label_type>
+inline void write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
+    // save model file header
+    out.print("svm_type c_svc\nkernel_type {}\n", params.kernel);
+    switch (params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out.print("degree {}\ngamma {}\ncoef0 {}\n", params.degree, params.gamma, params.coef0);
+            break;
+        case kernel_type::rbf:
+            out.print("gamma {}\n", params.gamma);
+            break;
+    }
+
+    // get the original labels (not the mapped once)
+    std::vector<label_type> label_values;
+    label_values.reserve(data.num_labels());
+    for (const auto& [key, val] : data.mapping()) {
+        label_values.push_back(val);
+    }
+    // count the occurrence of each label
+    std::map<label_type, std::size_t> label_counts_map;
+    for (const label_type &l : data.labels().value().get()) {
+        ++label_counts_map[l];
+    }
+    // fill vector with number of occurrences in correct order
+    std::vector<std::size_t> label_counts(data.num_labels());
+    for (typename data_set<real_type, label_type>::size_type i = 0; i < data.num_labels(); ++i) {
+        label_counts[i] = label_counts_map[label_values[i]];
+    }
+
+    out.print("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
+              data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+}
+
+template <typename real_type>
+inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<real_type> &mapped_labels) {
+    // format one output-line
+    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
+        static constexpr std::size_t BLOCK_SIZE = 64;
+        static constexpr std::size_t CHARS_PER_BLOCK = 128;
+        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[BUFFER_SIZE];
+        #pragma omp threadprivate(buffer)
+
+        output.append(fmt::format(FMT_COMPILE("{} "), a));
+        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+            char *ptr = buffer;
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
+                if (d[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i, d[j + i]);
+                }
+            }
+            output.append(buffer, ptr - buffer);
+        }
+        output.push_back('\n');
+    };
+
+    volatile int count = 0;
+    #pragma omp parallel default(none) shared(out, support_vectors, alpha, mapped_labels, format_libsvm_line, count)
+    {
+        // all support vectors with class 1
+        std::string out_pos;
+        #pragma omp for nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+            if (mapped_labels[i] > 0) {
+                format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
+            }
+        }
+
+        #pragma omp critical
+        {
+            out.print("{}", out_pos);
+            count++;
+            #pragma omp flush(count, out)
+        }
+
+        // all support vectors with class -1
+        std::string out_neg;
+        #pragma omp for nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+            if (mapped_labels[i] < 0) {
+                format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
+            }
+        }
+
+        // wait for all threads to write support vectors for class 1
+#ifdef _OPENMP
+        while (count < omp_get_num_threads()) {
+        }
+#else
+        #pragma omp barrier
+#endif
+
+        #pragma omp critical
+        out.print("{}", out_neg);
+    }
+}
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 1e9b1b6d4..7bbc5a3f6 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -14,6 +14,7 @@
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
 
 #include "fmt/compile.h" // FMT_COMPILE
 #include "fmt/format.h"  // fmt::format, fmt::format_to
@@ -22,7 +23,6 @@
 #include <algorithm>    // std::max, std::min
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <utility>      // std::move
@@ -31,7 +31,7 @@
 
 namespace plssvm::detail::io {
 
-std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num_data_points, const std::size_t start) {
+inline std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num_data_points, const std::size_t start) {
     std::size_t num_features = 0;
     std::exception_ptr parallel_exception;
 
@@ -77,14 +77,14 @@ std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num
 }
 
 template <typename real_type, typename label_type>
-bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y) {
     std::exception_ptr parallel_exception;
     bool has_label = true;
 
-    #pragma omp parallel default(none) shared(reader, start, X_ptr, y_ptr, parallel_exception, has_label)
+    #pragma omp parallel default(none) shared(reader, start, X, y, parallel_exception, has_label)
     {
         #pragma omp for reduction(&& : has_label)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X_ptr->size(); ++i) {
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X.size(); ++i) {
             #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + start);
@@ -94,7 +94,7 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
                 std::string_view::size_type first_colon = line.find_first_of(":\n");
                 if (first_colon >= pos) {
                     // get class or alpha
-                    (*y_ptr)[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
+                    y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
                 } else {
                     has_label = false;
                     pos = 0;
@@ -110,17 +110,11 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
 
                     // get index
                     const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
-                    if (index >= 200) {
-                        fmt::print("{} ", index);
-                    }
-                    if (i >= 500) {
-                        fmt::print("{} ", i);
-                    }
                     pos = next_pos + 1;
 
                     // get value
                     next_pos = line.find_first_of(' ', pos);
-                    (*X_ptr)[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    X[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                     pos = next_pos;
                 }
             } catch (const std::exception &) {
@@ -147,9 +141,9 @@ bool read_libsvm_data(file_reader &reader, const std::size_t start, std::shared_
 
 
 template <typename real_type, typename label_type, bool has_label>
-void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
+inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
     if constexpr (has_label) {
-        PLSSVM_ASSERT(y_ptr != nullptr, "has_label is 'true' but no labels were provided!");
+        PLSSVM_ASSERT(!y.empty(), "has_label is 'true' but no labels were provided!");
     }
 
     // format one output-line
@@ -172,16 +166,16 @@ void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector
         output.push_back('\n');
     };
 
-    #pragma omp parallel default(none) shared(out, X_ptr, y_ptr, format_libsvm_line)
+    #pragma omp parallel default(none) shared(out, X, y, format_libsvm_line)
     {
         // all support vectors
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < X_ptr->size(); ++i) {
+        for (typename std::vector<real_type>::size_type i = 0; i < X.size(); ++i) {
             if constexpr (has_label) {
-                out_string.append(fmt::format(FMT_COMPILE("{} "), (*y_ptr)[i]));
+                out_string.append(fmt::format(FMT_COMPILE("{} "), y[i]));
             }
-            format_libsvm_line(out_string, (*X_ptr)[i]);
+            format_libsvm_line(out_string, X[i]);
         }
 
         #pragma omp critical
@@ -190,13 +184,13 @@ void write_libsvm_data_impl(fmt::ostream &out, const std::shared_ptr<std::vector
 }
 
 template <typename real_type, typename label_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr, const std::shared_ptr<std::vector<label_type>> &y_ptr) {
-    write_libsvm_data_impl<real_type, label_type, true>(out, X_ptr, y_ptr);
+inline void write_libsvm_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
+    write_libsvm_data_impl<real_type, label_type, true>(out, X, y);
 }
 
 template <typename real_type>
-void write_libsvm_data(fmt::ostream &out, const std::shared_ptr<std::vector<std::vector<real_type>>> &X_ptr) {
-    write_libsvm_data_impl<real_type, real_type, false>(out, X_ptr, nullptr);
+inline void write_libsvm_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
+    write_libsvm_data_impl<real_type, real_type, false>(out, X, {});
 }
 
 }
\ No newline at end of file
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
new file mode 100644
index 000000000..4393b252e
--- /dev/null
+++ b/include/plssvm/model.hpp
@@ -0,0 +1,119 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a model class encapsulating the results of a SVM fit call.
+ */
+
+#pragma once
+
+#include "plssvm/constants.hpp"
+#include "plssvm/parameter.hpp"
+#include "plssvm/data_set.hpp"
+#include "plssvm/detail/io/libsvm_parsing.hpp"
+#include "plssvm/detail/io/libsvm_model_parsing.hpp"
+
+#include "fmt/core.h"
+#include "fmt/os.h"
+
+#include <chrono>
+#include <memory>       // std::shared_ptr, std::make_shared
+#include <string>       // std::string
+#include <type_traits>  // std::is_same_v
+#include <vector>       // std::vector
+#include <sstream>
+#include <numeric>
+
+namespace plssvm {
+
+template <typename T, typename U = int>
+class model {
+    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
+
+  public:
+    using real_type = T;
+    using label_type = U;
+    using size_type = std::size_t;
+
+    explicit model(const std::string& filename);
+
+    void save(const std::string& filename) const;
+
+    [[nodiscard]] size_type num_support_vectors() const noexcept { return num_support_vectors_; }
+    [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
+
+  private:
+    parameter<real_type> params_{};
+
+    data_set<real_type, label_type> data_{}; // support vectors + labels
+    std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
+
+    real_type rho_{ 0.0 };
+
+    size_type num_support_vectors_{ 0 };
+    size_type num_features_{ 0 };
+};
+
+/******************************************************************************
+ *                                Constructors                                *
+ ******************************************************************************/
+template <typename T, typename U>
+model<T, U>::model(const std::string &filename) {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    detail::io::file_reader f{ filename, '#' };
+
+    // parse libsvm header
+    auto [header, data_labels] = detail::io::read_libsvm_model_header<real_type, label_type, size_type>(f, params_, rho_, num_support_vectors_);
+
+    // create support vectors and alpha pointer
+    num_features_ = detail::io::parse_libsvm_num_features(f, num_support_vectors_, header + 1);
+    std::vector<std::vector<real_type>> support_vectors(num_support_vectors_, std::vector<real_type>(num_features_));
+    alpha_ptr_ = std::make_shared<std::vector<real_type>>(num_support_vectors_);
+
+    // parse libsvm model data
+    detail::io::read_libsvm_data(f, header + 1, support_vectors, *alpha_ptr_);
+
+    // create data set
+    data_ = data_set<real_type, label_type>{ std::move(support_vectors), std::move(data_labels) };
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
+                   num_support_vectors_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   filename);
+    }
+}
+
+/******************************************************************************
+ *                                 Save Model                                 *
+ ******************************************************************************/
+template <typename T, typename U>
+void model<T, U>::save(const std::string &filename) const {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    fmt::ostream out = fmt::output_file(filename);
+
+    // save model file header
+    detail::io::write_libsvm_model_header(out, params_, rho_, data_);
+
+    // save model file support vectors
+    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.mapped_labels().value().get());
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
+                   num_support_vectors_,
+                   num_features_,
+                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                   filename);
+    }
+}
+
+}
\ No newline at end of file

From ca2408d508366f0f4ca3383c974cc2645ab22e93 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 21 May 2022 14:44:27 +0200
Subject: [PATCH 0091/1010] Add missing static_asserts.

---
 include/plssvm/model.hpp | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 4393b252e..428e1a50a 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -33,6 +33,9 @@ namespace plssvm {
 template <typename T, typename U = int>
 class model {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
+    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+    // because std::vector<bool> is evil
+    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     using real_type = T;

From ff9f6c71085de7da72d5954999290832902a603d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 15:59:16 +0200
Subject: [PATCH 0092/1010] Continue restructure (WIP).

---
 CMakeLists.txt                                |  27 +-
 include/plssvm/backends/OpenMP/csvm.hpp       |  43 +-
 include/plssvm/csvm.hpp                       | 544 ++++++++----------
 include/plssvm/csvm_factory.hpp               |   6 +
 include/plssvm/data_set.hpp                   |  25 +-
 .../plssvm/detail/cmd/parameter_predict.hpp   |  14 +-
 include/plssvm/detail/cmd/parameter_scale.hpp |   7 +-
 include/plssvm/detail/cmd/parameter_train.hpp |  20 +-
 include/plssvm/detail/layout.hpp              |  95 +++
 include/plssvm/detail/utility.hpp             |   3 +
 include/plssvm/kernel_types.hpp               |  13 +-
 include/plssvm/model.hpp                      |  12 +
 include/plssvm/parameter.hpp                  |  47 +-
 src/main_predict.cpp                          | 107 ++--
 src/main_train.cpp                            | 113 ++--
 src/plssvm/backends/OpenMP/csvm.cpp           | 127 ++--
 src/plssvm/detail/cmd/parameter_predict.cpp   |  72 +--
 src/plssvm/detail/cmd/parameter_scale.cpp     |  29 +-
 src/plssvm/detail/cmd/parameter_train.cpp     | 142 +++--
 src/plssvm/kernel_types.cpp                   |  19 +
 20 files changed, 722 insertions(+), 743 deletions(-)
 create mode 100644 include/plssvm/detail/layout.hpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 50f9c8f9c..69e1b457d 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -28,7 +28,6 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/source_location.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_types.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/csvm.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -150,6 +149,32 @@ else()
     message(STATUS "Installed fast_float version ${PLSSVM_fast_float_VERSION}.")
 endif()
 
+## try finding igor
+find_package(igor QUIET)
+if(igor_FOUND)
+    message(STATUS "Found package igor.")
+else()
+    message(STATUS "Couldn't find package igor. Building from source ...")
+    # fetch named argument library igor
+    FetchContent_Declare(igor
+            GIT_REPOSITORY          https://github.com/bluescarni/igor
+            GIT_TAG                 master
+            GIT_SHALLOW             TRUE
+
+            set(IGOR_BUILD_TESTS OFF CACHE BOOL "" FORCE)
+    )
+    FetchContent_GetProperties(igor)
+    if(NOT igor_POPULATED)
+        FetchContent_Populate(igor)
+        add_subdirectory(${igor_SOURCE_DIR} EXCLUDE_FROM_ALL)
+    endif()
+    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} igor)
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+            $<BUILD_INTERFACE:${igor_SOURCE_DIR}/include>
+            $<INSTALL_INTERFACE:include>
+            )
+endif()
+
 ## try finding fmt
 find_package(fmt 8.0.0 QUIET)
 if(fmt_FOUND)
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 423f284c1..fe71d2725 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -34,26 +34,16 @@ class csvm : public ::plssvm::csvm<T> {
     // protected for test mock class
     /// The template base type of the OpenMP C-SVM class.
     using base_type = ::plssvm::csvm<T>;
-    using base_type::alpha_ptr_;
-    using base_type::bias_;
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::data_ptr_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
+
+    using base_type::params_;
     using base_type::w_;
 
   public:
     // Be able to use the predict overload from the csvm base class.
-    using base_type::predict;
+    using base_type::predict_values;
     /// The type of the data. Must be either `float` or `double`.
-    using real_type = typename base_type::real_type;
+    using typename base_type::real_type;
+    using typename base_type::size_type;
 
     /**
      * @brief Construct a new C-SVM using the OpenMP backend with the parameters given through @p params.
@@ -62,12 +52,23 @@ class csvm : public ::plssvm::csvm<T> {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    explicit csvm(const parameter<T> &params);
+    csvm(target_platform target, parameter<T> params = {});
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        // TODO:
+        if (verbose) {
+            fmt::print("Using OpenMP as backend.\n\n");
+        }
+    }
 
     /**
      * @copydoc plssvm::csvm::predict(const std::vector<std::vector<real_type>>&)
      */
-    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) override;
+//    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+                                                                const std::vector<real_type> &alpha,
+                                                                real_type rho,
+                                                                const std::vector<std::vector<real_type>> &predict_points) override;
 
   protected:
     /**
@@ -79,15 +80,15 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q() override;
+    [[nodiscard]] std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) override;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    std::vector<real_type> solver_CG(const std::vector<real_type> &b, std::size_t imax, real_type eps, const std::vector<real_type> &q) override;
+    std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    void update_w() override;
+    void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) override;
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
@@ -97,7 +98,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] data the data
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type add);
+    void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index d00c590cf..e3e8a327e 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,7 +13,9 @@
 
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
-#include "parameter.hpp"                // plssvm::parameter
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/model.hpp"             // plssvm::model
+#include "plssvm/data_set.hpp"          // plssvm::data_set
 
 #include <cstddef>      // std::size_t
 #include <memory>       // std::shared_ptr
@@ -21,7 +23,7 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
-#include "NamedType/named_type.hpp"
+
 #include <iostream>
 #include <memory>
 #include <optional>
@@ -31,6 +33,7 @@
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/detail/utility.hpp"
 
 namespace plssvm {
 
@@ -42,28 +45,24 @@ namespace plssvm {
  * @brief Base class for all C-SVM backends.
  * @tparam T the type of the data
  */
-template <typename T>
+template <typename T>//, typename U = int>
 class csvm {
     // only float and doubles are allowed
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+//    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+//    // because std::vector<bool> is evil
+//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
+//    using label_type = U;
+    using size_type = std::size_t;
 
     //*************************************************************************************************************************************//
     //                                                      special member functions                                                       //
     //*************************************************************************************************************************************//
-    /**
-     * @brief Construct a new C-SVM with the parameters given through @p params.
-     * @param[in] params struct encapsulating all possible parameters
-     * @throws plssvm::exception if the given data pointer is the `nullptr`
-     * @throws plssvm::exception if the data matrix is empty
-     * @throws plssvm::exception if not all points in the data matrix have the same number of features
-     * @throws plssvm::exception if no features are provided for the data points
-     * @throws plssvm::exception if weights are given, but the number of weights doesn't match the number of data points
-     */
-    explicit csvm(const parameter<T> &params);
+//    explicit csvm(const parameter<T> &params);
 
     /**
      * @brief Virtual destructor to enable safe inheritance.
@@ -88,107 +87,40 @@ class csvm {
      */
     csvm &operator=(csvm &&) noexcept = default;
 
+
     //*************************************************************************************************************************************//
-    //                                                             IO functions                                                            //
+    //                                                             constructors                                                            //
     //*************************************************************************************************************************************//
+    // TODO:
+
+    explicit csvm(parameter<real_type> params = {}) : params_{ std::move(params) } {}
+
+    template <typename... Args>
+    explicit csvm(kernel_type kernel, Args&&... named_args);
 
-    /**
-     * @brief Write the calculated model to the file denoted by @þ filename.
-     * @details Writes the model using the LIBSVM format:
-     * @code
-     * svm_type c_svc
-     * kernel_type linear
-     * nr_class 2
-     * total_sv 5
-     * rho 0.37332362
-     * label 1 -1
-     * nr_sv 2 3
-     * SV
-     * -0.17609704 0:-1.117828e+00 1:-2.908719e+00 2:6.663834e-01 3:1.097883e+00
-     * 0.883819 0:-5.282118e-01 1:-3.358810e-01 2:5.168729e-01 3:5.460446e-01
-     * -0.47971326 0:-2.098121e-01 1:6.027694e-01 2:-1.308685e-01 3:1.080525e-01
-     * -0.23146635 0:5.765022e-01 1:1.014056e+00 2:1.300943e-01 3:7.261914e-01
-     * 0.0034576654 0:1.884940e+00 1:1.005186e+00 2:2.984999e-01 3:1.646463e+00
-     * @endcode
-     * @param[in] filename name of the file to write the model information to
-     * @throws plssvm::exception if a call to learn() is missing
-     * @throws plssvm::exception if no labels are given
-     * @throws plssvm::exception if the number of labels and number of data points mismatch
-     */
-    void write_model(const std::string &filename);
 
     //*************************************************************************************************************************************//
-    //                                                             learn model                                                             //
+    //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
-    /**
-     * @brief Learns the support vectors given the data in the provided parameter class.
-     * @details Performs 2 steps:
-     * 1. Load the data onto the used device (e.g. one or more GPUs)
-     * 2. Learn the model by solving a minimization problem using the Conjugated Gradients algorithm
-     *
-     * @throws plssvm::exception if no labels are given for training
-     * @throws plssvm::exception if the number of labels and number of data points mismatch
-     */
-    void learn();
+    template <typename label_type, typename... Args>
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
 
     //*************************************************************************************************************************************//
     //                                                               predict                                                               //
     //*************************************************************************************************************************************//
+    template <typename label_type = int>
+    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    template <typename label_type = int>
+    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
 
-    /**
-     * @brief Evaluates the model on the data used for training.
-     * @throws plssvm::exception if no labels are given for the accuracy calculation
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return the fraction of correctly labeled training data in percent (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type accuracy();
-    /**
-     * @brief Evaluate the model on the given data @p point with @p correct_label being the correct label.
-     * @param[in] point the data point to predict
-     * @param[in] correct_label the correct label
-     * @throws plssvm::exception if the number of features in @p point doesn't match the number of features in the data matrix
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return `1.0` if @p point is predicted correctly, `0.0` otherwise. (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type accuracy(const std::vector<real_type> &point, real_type correct_label);
-    /**
-     * @brief Evaluate the model on the given data @p points with @p correct_labels being the correct labels.
-     * @param[in] points the data points to predict
-     * @param[in] correct_labels the correct labels
-     * @throws plssvm::exception if the number of points to predict mismatch the number of provided, correct label
-     * @throws plssvm::exception if not all @p points to predict have the same number of features
-     * @throws plssvm::exception if the number of features per point to predict and per point in data matrix mismatch
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return the fraction of correctly labeled data points. (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type accuracy(const std::vector<std::vector<real_type>> &points, const std::vector<real_type> &correct_labels);
-
-    /**
-     * @brief Uses the already learned model to predict a (new) data point.
-     * @param[in] point the data point to predict
-     * @throws plssvm::exception if the number of features in @p point doesn't match the number of features in the data matrix
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return a negative #real_type value if the prediction for data point point is the negative class and a positive #real_type value otherwise (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type predict(const std::vector<real_type> &point);
-
-    /**
-     * @brief Uses the already learned model to predict the class of a (new) data point.
-     * @param[in] point the data point to predict
-     * @throws plssvm::exception if the number of features in @p point doesn't match the number of features in the data matrix
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return -1.0 if the prediction for @p point is the negative class and +1 otherwise (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type predict_label(const std::vector<real_type> &point);
-    /**
-     * @brief Uses the already learned model to predict the class of multiple (new) data points.
-     * @param[in] points the data points to predict
-     * @throws plssvm::exception if not all @p points to predict have the same number of features
-     * @throws plssvm::exception if the number of features per point to predict and per point in data matrix mismatch
-     * @throws plssvm::exception if no weights are provided for calculating the accuracy (possibly a call to learn() is missing)
-     * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with -1 for each prediction for a data point with the negative class and +1 otherwise (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::vector<real_type> predict_label(const std::vector<std::vector<real_type>> &points);
+    // calculate the accuracy of the model
+    template <typename label_type = int>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model) {
+        return this->score(model, model.data_);
+    }
+    // calculate the accuracy of the data_set
+    template <typename label_type = int>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
 
   protected:
     //*************************************************************************************************************************************//
@@ -202,7 +134,7 @@ class csvm {
      * @brief Generate the vector `q`, a subvector of the least-squares matrix equation.
      * @return the generated `q` vector (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> generate_q() = 0;
+    [[nodiscard]] virtual std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
      * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
@@ -213,254 +145,252 @@ class csvm {
      * @param[in] q subvector of the least-squares matrix equation
      * @return the alpha values
      */
-    virtual std::vector<real_type> solver_CG(const std::vector<real_type> &b, std::size_t imax, real_type eps, const std::vector<real_type> &q) = 0;
+    virtual std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
     /**
      * @brief Updates the normal vector #w_, used to speed-up the prediction in case of the linear kernel function, to the current data and alpha values.
      */
-    virtual void update_w() = 0;
+    virtual void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] points the data points to predict
      * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with negative values for each prediction for a data point with the negative class and positive values otherwise (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
+//    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
+    // TODO: API: sizes?!?
+    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+                                                                     const std::vector<real_type> &alpha,
+                                                                     real_type rho,
+                                                                     const std::vector<std::vector<real_type>> &predict_points) = 0;
 
-    //*************************************************************************************************************************************//
-    //                                                          kernel functions                                                           //
-    //*************************************************************************************************************************************//
-    /**
-     * @brief Computes the value of the two vectors @p xi and @p xj using the kernel function specified during construction.
-     * @param[in] xi the first vector
-     * @param[in] xj the second vector
-     * @throws plssvm::unsupported_kernel_type_exception if the kernel type cannot be recognized
-     * @return the value computed by the kernel function (`[[nodiscard]]`)
-     */
-    [[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj);
-
-    /**
-     * @brief Transforms @p num_points entries of the 2D data from AoS to a 1D SoA layout and adding @p boundary points.
-     * @param[in] matrix the 2D vector to be transformed into a 1D representation
-     * @param[in] boundary the number of boundary points
-     * @param[in] num_points the number of data points of the 2D vector to transform
-     * @attention Boundary values can contain random numbers!
-     * @return an 1D vector in a SoA layout (`[[nodiscard]]`)
-     */
-    [[nodiscard]] std::vector<real_type> transform_data(const std::vector<std::vector<real_type>> &matrix, std::size_t boundary, std::size_t num_points);
 
     //*************************************************************************************************************************************//
     //                                              parameter initialized by the constructor                                               //
     //*************************************************************************************************************************************//
-    /// The target platform.
-    const target_platform target_;
-    /// The used kernel function.
-    const kernel_type kernel_;
-    /// The degree parameter used in the polynomial kernel function.
-    const int degree_;
-    /// The gamma parameter used in the polynomial and rbf kernel functions.
-    real_type gamma_;
-    /// The coef0 parameter used in the polynomial kernel function.
-    const real_type coef0_;
-    /// The cost parameter in the C-SVM.
-    real_type cost_;
-    /// The error tolerance parameter for the CG algorithm.
-    const real_type epsilon_;
-    /// If `true` additional information (e.g. timing information) will be printed during execution.
-    const bool print_info_;
-
-    /// The data used the train the SVM.
-    const std::shared_ptr<const std::vector<std::vector<real_type>>> data_ptr_{};
-    /// The labels associated to each data point.
-    std::shared_ptr<const std::vector<real_type>> value_ptr_{};
-    /// The result of the CG calculation: the weights of the support vectors.
-    std::shared_ptr<const std::vector<real_type>> alpha_ptr_{};
 
-    //*************************************************************************************************************************************//
-    //                                                         internal variables                                                          //
-    //*************************************************************************************************************************************//
-    /// The number of data points in the data set.
-    std::size_t num_data_points_{};
-    /// The number of features per data point.
-    std::size_t num_features_{};
-    /// The bias after learning.
-    real_type bias_{};
-    /// The bottom right matrix entry multiplied by cost.
-    real_type QA_cost_{};
+    parameter<real_type> params_{};
+
+//    //*************************************************************************************************************************************//
+//    //                                                         internal variables                                                          //
+//    //*************************************************************************************************************************************//
+//    /// The bias after learning.
+//    real_type bias_{};
     /// The normal vector used for speeding up the prediction in case of the linear kernel function.
     std::vector<real_type> w_{};
 };
 
-extern template class csvm<float>;
-extern template class csvm<double>;
-/*
-namespace new_ {
-
-inline bool print_info = true;
+/******************************************************************************
+ *                                 constructor                                *
+ ******************************************************************************/
+template <typename T> template <typename... Args>
+csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
+    igor::parser p{ std::forward<Args>(named_args)... };
+
+    // set kernel type
+    params_.kernel = kernel;
+
+    // compile time check: only named parameter are permitted
+    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
+    // compile time check: each named parameter must only be passed once
+    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
+    // compile time check: only some named parameters are allowed
+    static_assert(!p.has_other_than(gamma, degree, coef0, cost), "An illegal named parameter has been passed!");
+
+    // compile time/runtime check: the values must have the correct types
+    if constexpr (p.has(gamma)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
+        // runtime check: the value may only be used with a specific kernel type
+        if (kernel == kernel_type::linear) {
+            std::clog << "gamma parameter provided to the linear kernel, which is not used!" << std::endl;
+        }
+        // set value
+        params_.gamma = static_cast<decltype(params_.gamma)>(p(gamma));
+    }
+    if constexpr (p.has(degree)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
+        // runtime check: the value may only be used with a specific kernel type
+        if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
+            std::clog << fmt::format("degree parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+        }
+        // set value
+        params_.degree = static_cast<decltype(params_.degree)>(p(degree));
+    }
+    if constexpr (p.has(coef0)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
+        // runtime check: the value may only be used with a specific kernel type
+        if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
+            std::clog << fmt::format("coef0 parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+        }
+        // set value
+        params_.coef0 = static_cast<decltype(params_.coef0)>(p(coef0));
+    }
+    if constexpr (p.has(cost)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(cost))>, decltype(params_.cost)>, "cost must be convertible to a real_type!");
+        // set value
+        params_.cost = static_cast<decltype(params_.cost)>(p(cost));
+    }
+}
 
-enum class file_format_type {
-    libsvm,
-    arff
-};
 
-template <typename T>
-class parameter {
-  public:
-    using real_type = T;
+/******************************************************************************
+ *                                  fit model                                 *
+ ******************************************************************************/
+template <typename T> template <typename label_type, typename... Args>
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
+    igor::parser p{ std::forward<Args>(named_args)... };
+
+    // set default values
+    real_type epsilon_val = 0.001;
+    size_type max_iter_val = data.num_features();
+
+    // compile time check: only named parameter are permitted
+    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
+    // compile time check: each named parameter must only be passed once
+    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
+    // compile time check: only some named parameters are allowed
+    static_assert(!p.has_other_than(epsilon, max_iter), "An illegal named parameter has been passed!");
+
+    // compile time/runtime check: the values must have the correct types
+    if constexpr (p.has(epsilon)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
+        // set value
+        epsilon_val = static_cast<real_type>(p(epsilon));
+    }
+    if constexpr (p.has(max_iter)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
+        // set value
+        max_iter_val = static_cast<size_type>(p(max_iter));
+    }
 
-    parameter() = default;
+    using namespace plssvm::operators;
 
-    kernel_type kernel = kernel_type::linear;
-    int degree = 3;
-    real_type gamma = real_type{ 0.0 };
-    real_type coef0 = real_type{ 0.0 };
-    real_type cost = real_type{ 1.0 };
-    real_type epsilon = static_cast<real_type>(0.001);
-    backend_type backend = backend_type::automatic;
-    target_platform target = target_platform::automatic;
+    if (!data.has_labels()) {
+        throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
+    }
 
-    ::plssvm::sycl_generic::kernel_invocation_type sycl_kernel_invocation_type = ::plssvm::sycl_generic::kernel_invocation_type::automatic;
-    ::plssvm::sycl_generic::implementation_type sycl_implementation_type = ::plssvm::sycl_generic::implementation_type::automatic;
-};
+    bool reset_gamma{ false };
+    if (params_.gamma == real_type{ 0.0 }) {
+        // no gamma provided -> use default value which depends on the number of features of the data set
+        params_.gamma = real_type{ 1.0 } / data.num_features();
+        reset_gamma = true;
+    }
 
-// FINISHED
-template <typename T>
-class data_set {
-    using data_matrix_type = std::vector<std::vector<T>>;
-    using label_vector_type = std::vector<int>;
+    // create model
+    model<real_type, label_type> csvm_model{ params_, data };
 
-  public:
-    using real_type = T;
-    using label_type = int;
-    using size_type = std::size_t;
+    // move data to the device(s)
+    this->setup_data_on_device();
 
-    explicit data_set(const std::string& filename);
+    std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    explicit data_set(data_matrix_type &&X) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) } {
-        if (X_ptr_->empty()) {
-            throw std::runtime_error("empty matrix"); // TODO: correct exception
+    real_type QA_cost{};
+    std::vector<real_type> q{};
+    std::vector<real_type> b = data.mapped_labels().value().get();
+    const real_type b_back_value = b.back();
+    #pragma omp parallel sections default(none) shared(q, data, b, b_back_value, QA_cost, params_)
+    {
+        #pragma omp section
+        {
+            q = generate_q(data.data());
+        }
+        #pragma omp section
+        {
+            b.pop_back();
+            b -= b_back_value;
+        }
+        #pragma omp section
+        {
+            QA_cost = kernel_function(data.data().back(), data.data().back(), params_) + real_type{ 1.0 } / params_.cost;
         }
     }
-    data_set(data_matrix_type &&X, label_vector_type &&y) : X_ptr_{ std::make_shared<data_matrix_type>(std::move(X)) }, y_ptr_{ std::make_shared<label_vector_type>(std::move(y)) } {
-        // TODO: exception?? if size != size
-    }
-    // save the data set in the given format
-    void save_data_set(const std::string& filename, file_format_type format);
-
-    // scale data features to be in range [lower, upper]
-    void scale(real_type lower, real_type upper);
 
-    [[nodiscard]] const data_matrix_type& data() const noexcept { return *X_ptr_; }
-    [[nodiscard]] std::optional<std::reference_wrapper<const label_type>> labels() const noexcept {
-        return this->has_labels() ? *y_ptr_ : std::nullopt;
+    std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Setup for solving the optimization problem done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
-    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
 
-    [[nodiscard]] size_type num_data_points() const noexcept { return X_ptr_->size(); }
-    [[nodiscard]] size_type num_features() const noexcept { return X_ptr_->front().size(); }
+    start_time = std::chrono::steady_clock::now();
 
-  private:
-    std::shared_ptr<data_matrix_type> X_ptr_{ nullptr };
-    std::shared_ptr<label_vector_type> y_ptr_{ nullptr };
-};
-
-template <typename T>
-class csvm_model {
-    using alpha_vector_type = std::vector<T>;
+    // solve the minimization problem
+    std::vector<real_type>& alpha = *csvm_model.alpha_ptr_;
+    alpha = conjugate_gradient(data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
+    csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
+    alpha.push_back(-sum(alpha));
 
-  public:
-    using real_type = T;
+    // TODO: necessary?
+    w_.clear();
 
-    // read model from file
-    explicit csvm_model(const std::string& filename);
+    // default gamma has been used -> reset gamma to 0.0
+    if (reset_gamma) {
+        params_.gamma = 0.0;
+    }
 
-    // save model to file
-    void save_model(const std::string& filename);
+    end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
+    return csvm_model;
+}
 
-    // predict labels of the data_set
-    std::vector<typename data_set<real_type>::label_type> predict(const data_set<real_type> &data);
-    // predict LS-SVM values of the data_set
-    std::vector<real_type> predict_values(const data_set<real_type> &data);
 
-    // calculate the accuracy of the model
-    real_type score();
-    // calculate the accuracy of the data_set
-    real_type score(const data_set<real_type> &data);
+/******************************************************************************
+ *                                   predict                                  *
+ ******************************************************************************/
+template <typename T> template <typename label_type>
+auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
+    if (model.num_features() != data.num_features()) {
+        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
+    }
 
-  private:
-    csvm_model(parameter<real_type> params, data_set<real_type> data) : params_{ std::move(params) }, data_{ std::move(data) }, alphas_{ std::make_shared<alpha_vector_type>() } {}
+    // predict values
+    const std::vector<real_type> predicted_values = predict_values(model, data);
 
-    parameter<real_type> params_;
-    data_set<real_type> data_;
+    // convert predicted values to the correct labels
+    std::vector<label_type> predicted_labels(predicted_values.size());
+    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model)
+    for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
+        predicted_labels[i] = model.data_.label_from_mapped_value(plssvm::operators::sign(predicted_values[i]));
+    }
+    return predicted_labels;
+}
 
-    std::shared_ptr<alpha_vector_type> alphas_;
-    real_type rho_{ 0.0 };
-};
+template <typename T> template <typename label_type>
+auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
+    if (model.num_features() != data.num_features()) {
+        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
+    }
 
-template <typename T>
-class csvm {
-    friend csvm_model<T>;
-  public:
-    using real_type = T;
+    // forward implementation to derived classes
+    return predict_values_impl(model.data_.data(), *model.alpha_ptr_, model.rho_, data.data());
+}
 
-    // create new SVM with the given parameters
-    explicit csvm(parameter<real_type> params) : params_{ std::move(params) } {}
-    csvm(real_type cost, target_platform target) : params_{} {
-        params_.kernel = kernel_type::linear;
-        params_.cost = cost;
-        params_.backend = backend_type::openmp;
-        params_.target = target;
-    }
-    csvm(int degree, real_type gamma, real_type coef0, real_type cost, target_platform target) : params_{} {
-        params_.kernel = kernel_type::polynomial;
-        params_.degree = degree;
-        params_.gamma = gamma;
-        params_.coef0 = coef0;
-        params_.cost = cost;
-        params_.backend = backend_type::openmp;
-        params_.target = target;
-    }
-    csvm(real_type gamma, real_type cost, target_platform target) : params_{} {
-        params_.kernel = kernel_type::rbf;
-        params_.gamma = gamma;
-        params_.cost = cost;
-        params_.backend = backend_type::openmp;
-        params_.target = target;
+template <typename T> template <typename label_type>
+auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
+    if (!data.has_labels()) {
+        throw exception{ "the data set to score must have labels set!" };
+    } else if (model.num_features() != data.num_features()) {
+        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
 
-    // learn model with default eps and iter values
-    csvm_model<real_type> fit(const data_set<real_type> &data) {
-        // TODO: implement
-        params_.epsilon = parameter<real_type>{}.epsilon;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model until eps is reached
-    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps) {
-        // TODO: implement
-        params_.epsilon = eps;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model using exact iter CG iterations
-    csvm_model<real_type> fit(const data_set<real_type> &data, std::size_t iter) {
-        // TODO: implement
-        params_.epsilon = parameter<real_type>{}.epsilon;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model until eps is reached OR iter CG iterations are reached
-    csvm_model<real_type> fit(const data_set<real_type> &data, real_type eps, std::size_t iter) {
-        // TODO: implement
-        params_.epsilon = eps;
-        return csvm_model<real_type>(params_, data);
-    }
-    // learn model until accuracy for test data set is reached
-    csvm_model<real_type> fit(const data_set<real_type> &data_train, const data_set<real_type> &data_test, real_type accuracy) {
-        // TODO: implement
-        params_.epsilon = parameter<real_type>{}.epsilon;
-        return csvm_model<real_type>(params_, data_train);
+    // predict labels
+    const std::vector<label_type> predicted_labels = predict(model, data);
+    // correct labels
+    const std::vector<label_type>& correct_labels = model.labels().value();
+
+    // calculate the accuracy
+    size_type correct{ 0 };
+    #pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
+    for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
+        if (predicted_labels[i] == correct_labels[i]) {
+            ++correct;
+        }
     }
-
-  private:
-    parameter<real_type> params_;
-};
-
+    return static_cast<real_type>(correct) / static_cast<real_type>(predicted_labels.size());
 }
-*/
+
 }  // namespace plssvm
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index da3b11f59..0e24d30b3 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -110,4 +110,10 @@ template <typename T>
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }
 
+template <typename real_type, typename... Args>
+[[nodiscard]] inline std::unique_ptr<csvm<real_type>> make_csvm2(const backend_type backend, const target_platform target, Args&&... args) {
+    // TODO: implement
+    return std::make_unique<plssvm::openmp::csvm<real_type>>(target, std::forward<Args>(args)...);
+}
+
 }  // namespace plssvm
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 25d53fead..3c13841ad 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -77,7 +77,7 @@ class data_set {
     [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
 
-    [[nodiscard]] label_type label_from_mapped_value(real_type val) const noexcept;
+    [[nodiscard]] label_type label_from_mapped_value(real_type val) const;
 
     [[nodiscard]] size_type num_labels() const noexcept { return mapping_.size(); }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
@@ -229,11 +229,11 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::label_from_mapped_value(const real_type val) const noexcept -> label_type {
+auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label_type {
     if (mapping_.count(val) == 0) {
         throw exception{ "Illegal mapped value: {}!" };
     }
-    return mapping_[val];
+    return mapping_.at(val);
 }
 
 
@@ -420,29 +420,22 @@ using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set
 // create variant based on runtime flag
 template <bool scale, typename cmd_parameter>
 inline data_set_variants data_set_factory(const cmd_parameter& params) {
-    bool use_float;
-    bool use_strings;
-    std::visit([&](auto&& args) {
-        use_float = args.float_as_real_type;
-        use_strings = args.strings_as_labels;
-    }, params.base_params);
-
     if constexpr (scale) {
-        if (use_float && use_strings) {
+        if (params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (use_float && !use_strings) {
+        } else if (params.float_as_real_type && ! params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (!use_float && use_strings) {
+        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
         } else {
             return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
         }
     } else {
-        if (use_float && use_strings) {
+        if (params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-        } else if (use_float && !use_strings) {
+        } else if (params.float_as_real_type && ! params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-        } else if (!use_float && use_strings) {
+        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
             return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
         } else {
             return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
index a04acd8b3..334bee74e 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -34,11 +34,17 @@ class parameter_predict {
     */
    parameter_predict(int argc, char **argv);
 
-   /// Other parameters
-   parameter_variants base_params{};
+   backend_type backend = backend_type::automatic;
+   /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
+   target_platform target = target_platform::automatic;
 
-   /// rho
-   double rho{ 0.0 };
+   /// The SYCL implementation to use with --backend=sycl.
+   sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+
+   // TODO: here?!?
+   /// use strings as label type?
+   bool strings_as_labels{ false };
+   bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index 85c44e993..1f5f647a0 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -11,7 +11,6 @@
 
 #pragma once
 
-#include "plssvm/parameter.hpp"          // plssvm::parameter
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
 
 #include <string>  // std::string
@@ -35,14 +34,14 @@ class parameter_scale {
     */
    parameter_scale(int argc, char **argv);
 
-   /// Other parameters
-   parameter_variants base_params{};
-
    // TODO: more LIBSVM conform?
    double lower{ -1 };
    double upper{ +1 };
    file_format_type format{ file_format_type::libsvm };
 
+   bool strings_as_labels{ false };
+   bool float_as_real_type{ false };
+
    /// The name of the data/test file to parse.
    std::string input_filename{};
    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index e24ee69cc..f45410d2e 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -35,7 +35,25 @@ class parameter_train {
    parameter_train(int argc, char **argv);
 
    /// Other parameters
-   parameter_variants base_params{};
+   parameter<double> csvm_params{};
+
+   /// The error tolerance parameter for the CG algorithm.
+   double epsilon{ 0.001 };
+   // TODO: max_iter
+   /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
+   backend_type backend = backend_type::automatic;
+   /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
+   target_platform target = target_platform::automatic;
+
+   /// The kernel invocation type when using SYCL as backend.
+   sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
+   /// The SYCL implementation to use with --backend=sycl.
+   sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+
+   // TODO: here?!?
+   /// use strings as label type?
+   bool strings_as_labels{ false };
+   bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
    std::string input_filename{};
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
new file mode 100644
index 000000000..09bfe574a
--- /dev/null
+++ b/include/plssvm/detail/layout.hpp
@@ -0,0 +1,95 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines functions to convert 2D vectors to 1D SoA or AoS vectors.
+ */
+
+#pragma once
+
+#include "plssvm/constants.hpp"
+#include "plssvm/detail/assert.hpp"
+
+#include "fmt/core.h"
+#include "fmt/ostream.h"
+
+#include <algorithm>
+#include <chrono>
+#include <ostream>
+#include <vector>
+
+namespace plssvm::detail {
+
+// TODO: test
+
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> transform_to_soa_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
+    std::vector<real_type> vec(num_features * (num_points + boundary_size));
+
+    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+    for (std::size_t col = 0; col < num_features; ++col) {
+        for (std::size_t row = 0; row < num_points; ++row) {
+            vec[col * (num_points + boundary_size) + row] = matrix[row][col];
+        }
+    }
+
+    return vec;
+}
+
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> transform_to_aos_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
+    std::vector<real_type> vec(num_points * (num_features + boundary_size));
+
+    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+    for (std::size_t row = 0; row < num_points; ++row) {
+        for (std::size_t col = 0; col < num_features; ++col) {
+            vec[row * (num_features + boundary_size) + col] = matrix[row][col];
+        }
+    }
+
+    return vec;
+}
+
+enum class layout_type {
+    aos,
+    soa
+};
+
+std::ostream &operator<<(std::ostream &out, const layout_type layout) {
+    switch (layout) {
+        case layout_type::aos:
+            return out << "Array-of-Structs (AoS)";
+        case layout_type::soa:
+            return out << "Struct-of-Arrays (SoA)";
+    }
+    return out << "unknown";
+}
+
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> transform_to_layout(const layout_type layout, const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points) {
+    // perform some sanity checks
+    PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
+    PLSSVM_ASSERT(num_points <= matrix.size(), "Num points to transform can not exceed matrix size!");
+    const typename std::vector<real_type>::size_type num_features = matrix.front().size();
+    PLSSVM_ASSERT(std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features; }), "Feature sizes mismatch! All features should have size {}!", num_features);
+
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    switch (layout) {
+        case layout_type::aos:
+            return transform_to_aos_layout(matrix, boundary_size, num_points, num_features);
+        case layout_type::soa:
+            return transform_to_soa_layout(matrix, boundary_size, num_points, num_features);
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Transformed dataset from 2D to 1D {} in {}.\n", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
+}
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index f5d670f8c..bcfba6f62 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -24,6 +24,9 @@ namespace plssvm::detail {
 template <typename>
 constexpr bool always_false_v = false;
 
+template <typename T>
+using remove_cvref_t = std::remove_cv_t<std::remove_reference_t<T>>;
+
 /**
  * @brief Get the @p I-th element of the parameter pack @p args.
  * @tparam I the index of the element to get
diff --git a/include/plssvm/kernel_types.hpp b/include/plssvm/kernel_types.hpp
index 4cba5b7b5..dfbf1d372 100644
--- a/include/plssvm/kernel_types.hpp
+++ b/include/plssvm/kernel_types.hpp
@@ -11,9 +11,10 @@
 
 #pragma once
 
-#include "plssvm/detail/assert.hpp"     // PLSSVM_ASSERT
-#include "plssvm/detail/operators.hpp"  // dot product, plssvm::squared_euclidean_dist
-#include "plssvm/detail/utility.hpp"    // plssvm::detail::always_false_v
+#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
+#include "plssvm/detail/operators.hpp"       // dot product, plssvm::squared_euclidean_dist
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::always_false_v
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception
 
 #include <cmath>   // std::pow, std::exp, std::fma
 #include <iosfwd>  // forward declare std::ostream and std::istream
@@ -86,4 +87,10 @@ template <kernel_type kernel, typename real_type, typename... Args>
     }
 }
 
+template <typename>
+struct parameter;
+
+template <typename real_type>
+[[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params);
+
 }  // namespace plssvm
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 428e1a50a..1d9bbc8be 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -37,6 +37,10 @@ class model {
     // because std::vector<bool> is evil
     static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
+    // plssvm::csvm needs the constructor
+    template <typename>
+    friend class csvm;
+
   public:
     using real_type = T;
     using label_type = U;
@@ -50,6 +54,8 @@ class model {
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
   private:
+    model(parameter<real_type> params, data_set<real_type, label_type> data);
+
     parameter<real_type> params_{};
 
     data_set<real_type, label_type> data_{}; // support vectors + labels
@@ -64,6 +70,7 @@ class model {
 /******************************************************************************
  *                                Constructors                                *
  ******************************************************************************/
+ // TODO: restructure?
 template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
@@ -94,6 +101,11 @@ model<T, U>::model(const std::string &filename) {
     }
 }
 
+template <typename T, typename U>
+model<T, U>::model(parameter<real_type> params, data_set<real_type, label_type> data)
+    : params_{ std::move(params) }, data_{ std::move(data) }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) },
+      num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() } {}
+
 /******************************************************************************
  *                                 Save Model                                 *
  ******************************************************************************/
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 770e58fe0..38db1f985 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -18,6 +18,8 @@
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
+#include "igor/igor.hpp"
+
 #include <iosfwd>       // forward declare std::ostream
 #include <memory>       // std::shared_ptr
 #include <string>       // std::string
@@ -27,15 +29,17 @@
 
 namespace plssvm {
 
+// TODO: move?
 namespace sycl {
 using namespace ::plssvm::sycl_generic;
 }
 
-template <typename T>
-struct parameter;
-
-
-using parameter_variants = std::variant<parameter<float>, parameter<double>>;
+inline constexpr auto gamma = igor::named_argument<struct gamma_tag>{};
+inline constexpr auto degree = igor::named_argument<struct degree_tag>{};
+inline constexpr auto coef0 = igor::named_argument<struct coef0_tag>{};
+inline constexpr auto cost = igor::named_argument<struct cost_tag>{};
+inline constexpr auto epsilon = igor::named_argument<struct epsilon_tag>{};
+inline constexpr auto max_iter = igor::named_argument<struct max_iter_tag>{};
 
 
 /**
@@ -60,22 +64,13 @@ struct parameter {
     real_type coef0 = real_type{ 0.0 };
     /// The cost parameter in the C-SVM.
     real_type cost = real_type{ 1.0 };
-    /// The error tolerance parameter for the CG algorithm.
-    real_type epsilon = static_cast<real_type>(0.001);
-    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
-    backend_type backend = backend_type::automatic;
-    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
-    target_platform target = target_platform::automatic;
-
-    /// The kernel invocation type when using SYCL as backend.
-    sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
-    /// The SYCL implementation to use with --backend=sycl.
-    sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 
-    // TODO: here?!?
-    /// use strings as label type?
-    bool strings_as_labels{ false };
-    bool float_as_real_type{ false };
+    template <typename U>
+    explicit operator parameter<U>() {
+        // only float and doubles are allowed
+        static_assert(std::is_same_v<U, float> || std::is_same_v<U, double>, "The template type can only be 'float' or 'double'!");
+        return parameter<U>{ kernel, degree, static_cast<U>(gamma), static_cast<U>(coef0), static_cast<U>(cost) };
+    }
 };
 
 /**
@@ -93,24 +88,12 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                "gamma                       {}\n"
                "coef0                       {}\n"
                "cost                        {}\n"
-               "epsilon                     {}\n"
-               "backend                     {}\n"
-               "target platform             {}\n"
-               "SYCL kernel invocation type {}\n"
-               "SYCL implementation type    {}\n"
-               "use strings as labels       {}\n"
                "real_type                   {}\n",
                params.kernel,
                params.degree,
                params.gamma,
                params.coef0,
                params.cost,
-               params.epsilon,
-               params.backend,
-               params.target,
-               params.sycl_kernel_invocation_type,
-               params.sycl_implementation_type,
-               params.strings_as_labels,
                detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
 
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index d364bd2fd..ccd539cc4 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -29,61 +29,66 @@ int main(int argc, char *argv[]) {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parameter_predict params{ argc, argv };
 
-        std::visit([&](auto&& args) {
-            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-                std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                         args.sycl_implementation_type)
-                          << std::endl;
-            }
+        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                     params.sycl_implementation_type)
+                      << std::endl;
+        }
+
+        // output used parameter
+        if (plssvm::verbose) {
+            fmt::print("\ntask: prediction\n{}\n", params);
+        }
+
+        // create data set
+        std::visit([&](auto &&data) {
+            // TODO: put code here
+            using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
+            using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
+
+            // create model
+            plssvm::model<real_type, label_type> model{ params.model_filename };
+            // create default csvm
+            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu };
+            // predict labels
+            const std::vector<label_type> predicted_labels = svm.predict(model, data);
 
-            // output used parameter
-            if (plssvm::verbose) {
-                fmt::print("\ntask: prediction\n{}\n", params);
+            // write prediction file
+            {
+                std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+                fmt::ostream out = fmt::output_file(params.predict_filename);
+                out.print("{}", fmt::join(predicted_labels, "\n"));
+
+                std::chrono::time_point end_time = std::chrono::steady_clock::now();
+                if (plssvm::verbose) {
+                    fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
+                               params.predict_filename,
+                               predicted_labels.size(),
+                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+                }
             }
 
-            // create data set
-            std::visit([&](auto &&data) {
-                // TODO: put code here
-            }, plssvm::detail::data_set_factory<false>(params));
+            // print achieved accuracy (if possible)
+            if (data.has_labels()) {
+                const std::vector<label_type> &correct_labels = data.labels().value();
+                std::size_t correct{ 0 };
+                for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
+                    // check whether prediction is correct
+                    if (predicted_labels[i] == correct_labels[i]) {
+                        ++correct;
+                    }
+                }
+                // print accuracy
+                fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
+                           static_cast<real_type>(correct) / static_cast<real_type>(data.num_data_points()) * real_type{ 100 },
+                           correct,
+                           data.num_data_points());
+            }
 
-            //        // create SVM
-            //        auto svm = plssvm::make_csvm(params.base_params);
-            //
-            //        // predict labels
-            //        const std::vector<real_type> labels = svm->predict_label(*params.test_data_ptr);
-            //
-            //        // write prediction file
-            //        {
-            //            auto start_time = std::chrono::steady_clock::now();
-            //            std::ofstream out{ params.predict_filename };
-            //            out << fmt::format("{}", fmt::join(labels, "\n"));
-            //            auto end_time = std::chrono::steady_clock::now();
-            //            if (params.print_info) {
-            //                fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
-            //                           params.predict_filename,
-            //                           labels.size(),
-            //                           std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-            //            }
-            //        }
-            //
-            //        // print achieved accuracy if possible
-            //        if (params.value_ptr) {
-            //            unsigned long long correct = 0;
-            //            for (typename std::vector<real_type>::size_type i = 0; i < labels.size(); ++i) {
-            //                // check of prediction was correct
-            //                if ((*params.value_ptr)[i] * labels[i] > real_type{ 0.0 }) {
-            //                    ++correct;
-            //                }
-            //            }
-            //            // print accuracy
-            //            fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
-            //                       static_cast<real_type>(correct) / static_cast<real_type>(params.test_data_ptr->size()) * real_type{ 100 },
-            //                       correct,
-            //                       params.test_data_ptr->size());
-            //        }
-        }, params.base_params);
+        }, plssvm::detail::data_set_factory<false>(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index c2805a115..1478e43a4 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -25,89 +25,42 @@ int main(int argc, char *argv[]) {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parameter_train params{ argc, argv };
 
-        std::visit([&](auto&& args) {
-            // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-            if (args.backend != plssvm::backend_type::sycl && args.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-                std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                         "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                                         args.sycl_kernel_invocation_type)
-                          << std::endl;
-            }
-            // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-            if (args.backend != plssvm::backend_type::sycl && args.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-                std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                         "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                         args.sycl_implementation_type)
-                          << std::endl;
-            }
-
-            // output used parameter
-            if (plssvm::verbose) {
-                fmt::print("\ntask: training\n{}\n", params);
-            }
-
-            // create data set
-            std::visit([&](auto&& data){
-                // TODO: put code here
-            }, plssvm::detail::data_set_factory<false>(params));
-
-        }, params.base_params);
-
-
-
-        // create data set
-//        plssvm::data_set<real_type> data{ params.input_filename };
-
-        // create SVM
-//        auto svm = plssvm::make_csvm(params);
-
-        // learn
-//        svm->learn();
-
-        // save model file
-//        svm->write_model(params.model_filename);
-
-        std::vector<std::vector<double>> matrix = { { 1.0, 2.0 }, { 3.0, 4.0 }, { 5.0, 6.0 } };
-//        for (const auto& row : matrix) {
-//            for (const auto& col : row) {
-//                std::cout << col << ' ';
-//            }
-//            std::cout << std::endl;
-//        }
-//        std::cout << std::endl;
-
-        std::vector<std::string> label{ "cat", "dog", "cat" };
-        plssvm::data_set<double, std::string> data{ std::move(matrix), std::move(label), std::pair<double, double>(-1, 1)};
-//        data.scale(-2, +2);
-
-        for (const auto& row : data.data()) {
-            for (const auto& col : row) {
-                std::cout << col << ' ';
-            }
-            std::cout << std::endl;
+        // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
+        if (params.backend != plssvm::backend_type::sycl && params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
+                                     params.sycl_kernel_invocation_type)
+                      << std::endl;
         }
-
-        auto lab = data.mapped_labels().value().get();
-        for (const auto& l : lab) {
-            std::cout << l << ' ';
+        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                     params.sycl_implementation_type)
+                      << std::endl;
         }
-        std::cout << std::endl;
-        auto la = data.labels().value().get();
-        for (const auto& l : la) {
-            std::cout << l << ' ';
+
+        // output used parameter
+        if (plssvm::verbose) {
+            fmt::print("\ntask: training\n{}\n", params);
         }
-        std::cout << std::endl;
-//
-//        data.save_data_set("data.libsvm", plssvm::file_format_type::libsvm);
-////        data.save_data_set("data.arff", plssvm::file_format_type::arff);
-//
-//        plssvm::data_set<double> data2{"../data/data.libsvm"};
-////        for (const auto& row : data2.data()) {
-////            for (const auto& col : row) {
-////                std::cout << col << ' ';
-////            }
-////            std::cout << std::endl;
-////        }
+
+        // create data set
+        std::visit([&](auto&& data){
+            // TODO: put code here
+            using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
+            using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
+
+            // convert base params to correct type
+            auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
+            // create SVM
+            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params };
+            // learn model
+            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon); // TODO: params
+            // save model to file
+            model.save(params.model_filename);
+
+        }, plssvm::detail::data_set_factory<false>(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index b930d35f3..4c1aebe48 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -29,69 +29,70 @@
 
 namespace plssvm::openmp {
 
+// TODO: target_platform?!?!
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    ::plssvm::csvm<T>{ params } {
+csvm<T>::csvm(const target_platform target, parameter<T> params) :
+    ::plssvm::csvm<T>{ std::move(params) } {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::cpu) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::cpu) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Using OpenMP as backend.\n\n");
     }
 }
 
 template <typename T>
-auto csvm<T>::generate_q() -> std::vector<real_type> {
-    std::vector<real_type> q(data_ptr_->size() - 1);
-    switch (kernel_) {
+auto csvm<T>::generate_q(const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
+    std::vector<real_type> q(data.size() - 1);
+    switch (params_.kernel) {
         case kernel_type::linear:
-            device_kernel_q_linear(q, *data_ptr_);
+            device_kernel_q_linear(q, data);
             break;
         case kernel_type::polynomial:
-            device_kernel_q_poly(q, *data_ptr_, degree_, gamma_, coef0_);
+            device_kernel_q_poly(q, data, params_.degree, params_.gamma, params_.coef0);
             break;
         case kernel_type::rbf:
-            device_kernel_q_radial(q, *data_ptr_, gamma_);
+            device_kernel_q_radial(q, data, params_.gamma);
             break;
     }
     return q;
 }
 
 template <typename T>
-void csvm<T>::run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type add) {
-    switch (kernel_) {
+void csvm<T>::run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
+    switch (params_.kernel) {
         case kernel_type::linear:
-            openmp::device_kernel_linear(q, ret, d, data, QA_cost_, 1 / cost_, add);
+            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params_.cost, add);
             break;
         case kernel_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost_, 1 / cost_, add, degree_, gamma_, coef0_);
+            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.degree, params_.gamma, params_.coef0);
             break;
         case kernel_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost_, 1 / cost_, add, gamma_);
+            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.gamma);
             break;
     }
 }
 
 template <typename T>
-auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax, const real_type eps, const std::vector<real_type> &q) -> std::vector<real_type> {
+auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> alpha(b.size(), 1.0);
     const typename std::vector<real_type>::size_type dept = b.size();
 
     // sanity checks
-    PLSSVM_ASSERT(dept == num_data_points_ - 1, "Sizes mismatch!: {} != {}", dept, num_data_points_ - 1);
+    PLSSVM_ASSERT(dept == A.size() - 1, "Sizes mismatch!: {} != {}", dept, A.size() - 1);
 
     std::vector<real_type> r(b);
 
     // r = A + alpha_ (r = b - Ax)
-    run_device_kernel(q, r, alpha, *data_ptr_, -1);
+    run_device_kernel(q, r, alpha, A, QA_cost, -1);
 
     // delta = r.T * r
     real_type delta = transposed{ r } * r;
@@ -104,22 +105,22 @@ auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax,
     std::chrono::milliseconds average_iteration_time{};
     std::chrono::steady_clock::time_point iteration_start_time{};
     const auto output_iteration_duration = [&]() {
-        auto iteration_end_time = std::chrono::steady_clock::now();
+        std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
         fmt::print("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
-    std::size_t run = 0;
-    for (; run < imax; ++run) {
-        if (print_info_) {
-            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, imax, delta, eps * eps * delta0);
+    size_type iter = 0;
+    for (; iter < max_iter; ++iter) {
+        if (verbose) {
+            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         }
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
         std::fill(Ad.begin(), Ad.end(), real_type{ 0.0 });
-        run_device_kernel(q, Ad, d, *data_ptr_, 1);
+        run_device_kernel(q, Ad, d, A, QA_cost, 1);
 
         // (alpha = delta_new / (d^T * q))
         const real_type alpha_cd = delta / (transposed{ d } * Ad);
@@ -127,12 +128,12 @@ auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax,
         // (x = x + alpha * d)
         alpha += alpha_cd * d;
 
-        if (run % 50 == 49) {
+        if (iter % 50 == 49) {
             // (r = b - A * x)
             // r = b
             r = b;
             // r -= A * x
-            run_device_kernel(q, r, alpha, *data_ptr_, -1);
+            run_device_kernel(q, r, alpha, A, QA_cost, -1);
         } else {
             // r -= alpha_cd * Ad (r = r - alpha * q)
             r -= alpha_cd * Ad;
@@ -143,101 +144,85 @@ auto csvm<T>::solver_CG(const std::vector<real_type> &b, const std::size_t imax,
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (print_info_) {
+            if (verbose) {
                 output_iteration_duration();
             }
             break;
         }
 
         // (beta = delta_new / delta_old)
-        real_type beta = delta / delta_old;
+        const real_type beta = delta / delta_old;
         // d = beta * d + r
         d = beta * d + r;
 
-        if (print_info_) {
+        if (verbose) {
             output_iteration_duration();
         }
     }
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                   std::min(run + 1, imax),
+                   std::min(iter + 1, max_iter),
                    delta,
                    eps * eps * delta0,
-                   average_iteration_time / std::min(run + 1, imax));
+                   average_iteration_time / std::min(iter + 1, max_iter));
     }
 
     return alpha;
 }
 
 template <typename T>
-void csvm<T>::update_w() {
+void csvm<T>::update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, const size_type num_data_points, const size_type num_features) {
     // resize and reset all values to zero
-    w_.resize(num_features_);
+    w_.resize(num_features);
     std::fill(w_.begin(), w_.end(), real_type{ 0.0 });
 
     // calculate the w vector
-    #pragma omp parallel for
-    for (std::size_t feature_index = 0; feature_index < num_features_; ++feature_index) {
+    #pragma omp parallel for default(none) shared(alpha, A) firstprivate(num_features, num_data_points)
+    for (std::size_t feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
         #pragma omp simd reduction(+: temp)
-        for (std::size_t data_index = 0; data_index < num_data_points_; ++data_index) {
-            temp += (*alpha_ptr_)[data_index] * (*data_ptr_)[data_index][feature_index];
+        for (std::size_t data_index = 0; data_index < num_data_points; ++data_index) {
+            temp += alpha[data_index] * A[data_index][feature_index];
         }
         w_[feature_index] = temp;
     }
 }
 
 template <typename T>
-auto csvm<T>::predict(const std::vector<std::vector<real_type>> &points) -> std::vector<real_type> {
+auto csvm<T>::predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+                             const std::vector<real_type> &alpha,
+                             const real_type rho,
+                             const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return empty vector if there are no points to predict
-    if (points.empty()) {
-        return std::vector<real_type>{};
-    }
-
-    // sanity checks
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    } else if (alpha_ptr_ == nullptr) {
-        throw exception{ "No alphas provided for prediction!" };
-    }
-
-    PLSSVM_ASSERT(data_ptr_->size() == alpha_ptr_->size(), "Sizes mismatch!: {} != {}", data_ptr_->size(), alpha_ptr_->size());  // exception in constructor
-
     auto start_time = std::chrono::steady_clock::now();
 
-    std::vector<real_type> out(points.size(), bias_);
-    if (kernel_ == kernel_type::linear) {
+    std::vector<real_type> out(predict_points.size(), -rho);
+    if (params_.kernel == kernel_type::linear) {
         // use faster methode in case of the linear kernel function
         if (w_.empty()) {
-            update_w();
+            update_w(support_vectors, alpha, support_vectors.size(), support_vectors.front().size());
         }
     }
 
-    #pragma omp parallel for
-    for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < points.size(); ++point_index) {
-        if (kernel_ == kernel_type::linear) {
+    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, out)
+    for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
+        if (params_.kernel == kernel_type::linear) {
             // use faster methode in case of the linear kernel function
-            out[point_index] += transposed{ w_ } * points[point_index];
+            out[point_index] += transposed{ w_ } * predict_points[point_index];
         } else {
             real_type temp{ 0.0 };
             #pragma omp simd reduction(+: temp)
-            for (std::size_t data_index = 0; data_index < num_data_points_; ++data_index) {
-                temp += (*alpha_ptr_)[data_index] * base_type::kernel_function((*data_ptr_)[data_index], points[point_index]);
+            for (std::size_t data_index = 0; data_index < support_vectors.size(); ++data_index) {
+                temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params_);
             }
             out[point_index] += temp;
         }
     }
 
     auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Predicted {} data points in {}.\n", points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    if (verbose) {
+        fmt::print("Predicted {} data points in {}.\n", predict_points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
 
     return out;
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 8259fdd34..d0b819f9d 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -64,29 +64,21 @@ parameter_predict::parameter_predict(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // instantiate variant
-   if (result["use_float_as_real_type"].as<bool>()) {
-       base_params = parameter_variants{ parameter<float>{} };
-   } else {
-       base_params = parameter_variants { parameter<double>{} };
-   }
+   // parse csvm_params values
 
-   // parse base_params values
-   std::visit([&](auto&& params) {
-       // parse backend_type and cast the value to the respective enum
-       params.backend = result["backend"].as<decltype(params.backend)>();
+   // parse backend_type and cast the value to the respective enum
+   backend = result["backend"].as<decltype(backend)>();
 
-       // parse target_platform and cast the value to the respective enum
-       params.target = result["target_platform"].as<decltype(params.target)>();
+   // parse target_platform and cast the value to the respective enum
+   target = result["target_platform"].as<decltype(target)>();
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-       // parse SYCL implementation used in the SYCL backend
-       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
+   // parse SYCL implementation used in the SYCL backend
+   sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
-   }, base_params);
+   // parse whether strings should be used as labels
+   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -117,43 +109,17 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
-    std::visit([&](auto&& args) {
-        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
-        switch (args.kernel) {
-            case kernel_type::linear:
-                break;
-            case kernel_type::polynomial:
-                out << fmt::format(
-                    "gamma: {}\n"
-                    "coef0: {}\n"
-                    "degree: {}\n",
-                    args.gamma,
-                    args.coef0,
-                    args.degree);
-                break;
-            case kernel_type::rbf:
-                out << fmt::format("gamma: {}\n", args.gamma);
-                break;
-        }
-        out << fmt::format(
-            "cost: {}\n"
-            "epsilon: {}\n"
-            "use strings as labels: {}\n"
-            "real_type: {}\n",
-            args.cost,
-            args.epsilon,
-            args.strings_as_labels,
-            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
-    }, params.base_params);
     return out << fmt::format(
-               "rho: {}\n"
-               "input file (data set): '{}'\n"
-               "input file (model): '{}'\n"
-               "output file (prediction): '{}'\n",
-               params.rho,
-               params.input_filename,
-               params.model_filename,
-               params.predict_filename);
+        "use strings as labels: {}\n"
+        "use float as real type instead of double: {}\n"
+        "input file (data set): '{}'\n"
+        "input file (model): '{}'\n"
+        "output file (prediction): '{}'\n",
+        params.strings_as_labels,
+        params.float_as_real_type,
+        params.input_filename,
+        params.model_filename,
+        params.predict_filename);
 }
 
 }  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 2657eef65..d067a369b 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -63,13 +63,6 @@ parameter_scale::parameter_scale(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // instantiate variant
-   if (result["use_float_as_real_type"].as<bool>()) {
-       base_params = parameter_variants{ parameter<float>{} };
-   } else {
-       base_params = parameter_variants { parameter<double>{} };
-   }
-
    // parse the lowest allowed value
    lower = result["lower"].as<decltype(lower)>();
 
@@ -79,12 +72,11 @@ parameter_scale::parameter_scale(int argc, char **argv) {
    // parse the file format
    format = result["format"].as<decltype(format)>();
 
-   // parse base_params values
-   std::visit([&](auto&& params) {
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
+   // parse whether strings should be used as labels
+   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
 
-   }, base_params);
+   // parse whether floats should be used as real_type
+   float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -108,25 +100,18 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
 
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
-   bool strings_as_labels;
-   std::string_view real_type_string;
-   std::visit([&](auto&& arg) {
-       strings_as_labels = arg.strings_as_labels;
-       real_type_string = detail::arithmetic_type_name<typename std::remove_reference_t<decltype(arg)>::real_type>();
-   }, params.base_params);
-
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
               "use strings as labels: {}\n"
-              "real_type: {}\n"
+              "use float as real type instead of double: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
-              strings_as_labels,
-              real_type_string,
+              params.strings_as_labels,
+              params.float_as_real_type,
               params.format,
               params.input_filename,
               params.scaled_filename);
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 73bda9807..4fc244f28 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -73,62 +73,54 @@ parameter_train::parameter_train(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // instantiate variant
-   if (result["use_float_as_real_type"].as<bool>()) {
-       base_params = parameter_variants{ parameter<float>{} };
-   } else {
-       base_params = parameter_variants { parameter<double>{} };
-   }
+   // parse csvm_params values
+
+   // parse kernel_type and cast the value to the respective enum
+   csvm_params.kernel = result["kernel_type"].as<decltype(csvm_params.kernel)>();
+
+   // parse degree
+   csvm_params.degree = result["degree"].as<decltype(csvm_params.degree)>();
 
-   // parse base_params values
-   std::visit([&](auto&& params) {
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
-
-       // parse kernel_type and cast the value to the respective enum
-       params.kernel = result["kernel_type"].as<decltype(params.kernel)>();
-
-       // parse degree
-       params.degree = result["degree"].as<decltype(params.degree)>();
-
-       // parse gamma
-       if (result.count("gamma")) {
-           params.gamma = result["gamma"].as<decltype(params.gamma)>();
-           if (params.gamma == decltype(params.gamma){ 0.0 }) {
-               fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
-               fmt::print("{}", options.help());
-               std::exit(EXIT_FAILURE);
-           }
-       } else {
-           params.gamma = decltype(params.gamma){ 0.0 };
+   // parse gamma
+   if (result.count("gamma")) {
+       csvm_params.gamma = result["gamma"].as<decltype(csvm_params.gamma)>();
+       if (csvm_params.gamma == decltype(csvm_params.gamma){ 0.0 }) {
+           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
        }
+   } else {
+       csvm_params.gamma = decltype(csvm_params.gamma){ 0.0 };
+   }
 
-       // parse coef0
-       params.coef0 = result["coef0"].as<decltype(params.coef0)>();
+   // parse coef0
+   csvm_params.coef0 = result["coef0"].as<decltype(csvm_params.coef0)>();
 
-       // parse cost
-       params.cost = result["cost"].as<decltype(params.cost)>();
+   // parse cost
+   csvm_params.cost = result["cost"].as<decltype(csvm_params.cost)>();
 
-       // parse epsilon
-       params.epsilon = result["epsilon"].as<decltype(params.epsilon)>();
+   // parse epsilon
+   epsilon = result["epsilon"].as<decltype(epsilon)>();
 
-       // parse backend_type and cast the value to the respective enum
-       params.backend = result["backend"].as<decltype(params.backend)>();
+   // parse backend_type and cast the value to the respective enum
+   backend = result["backend"].as<decltype(backend)>();
 
-       // parse target_platform and cast the value to the respective enum
-       params.target = result["target_platform"].as<decltype(params.target)>();
+   // parse target_platform and cast the value to the respective enum
+   target = result["target_platform"].as<decltype(target)>();
 
 #if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
-       // parse kernel invocation type when using SYCL as backend
-       params.sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(params.sycl_kernel_invocation_type)>();
+   // parse kernel invocation type when using SYCL as backend
+   sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
 
-       // parse SYCL implementation used in the SYCL backend
-       params.sycl_implementation_type = result["sycl_implementation_type"].as<decltype(params.sycl_implementation_type)>();
+   // parse SYCL implementation used in the SYCL backend
+   sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-       // parse whether strings should be used as labels
-       params.strings_as_labels = result["use_strings_as_labels"].as<decltype(params.strings_as_labels)>();
-   }, base_params);
+   // parse whether strings should be used as labels
+   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
+
+   // parse whether floats should be used as real_type
+   float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
    // parse whether output is quiet or not
    plssvm::verbose = !plssvm::verbose;
@@ -151,40 +143,36 @@ parameter_train::parameter_train(int argc, char **argv) {
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
-    std::visit([&](auto&& args) {
-        out << fmt::format("kernel_type: {} -> {}\n", args.kernel, kernel_type_to_math_string(args.kernel));
-        switch (args.kernel) {
-            case kernel_type::linear:
-                break;
-            case kernel_type::polynomial:
-                out << fmt::format(
-                    "gamma: {}\n"
-                    "coef0: {}\n"
-                    "degree: {}\n",
-                    args.gamma,
-                    args.coef0,
-                    args.degree);
-                break;
-            case kernel_type::rbf:
-                out << fmt::format("gamma: {}\n", args.gamma);
-                break;
-        }
-        out << fmt::format(
-            "cost: {}\n"
-            "epsilon: {}\n"
-            "use strings as labels: {}\n"
-            "real_type: {}\n",
-            args.cost,
-            args.epsilon,
-            args.strings_as_labels,
-            detail::arithmetic_type_name<typename std::remove_reference_t<decltype(args)>::real_type>());
-    }, params.base_params);
-
+    out << fmt::format("kernel_type: {} -> {}\n", params.csvm_params.kernel, kernel_type_to_math_string(params.csvm_params.kernel));
+    switch (params.csvm_params.kernel) {
+        case kernel_type::linear:
+            break;
+        case kernel_type::polynomial:
+            out << fmt::format(
+                "gamma: {}\n"
+                "coef0: {}\n"
+                "degree: {}\n",
+                params.csvm_params.gamma,
+                params.csvm_params.coef0,
+                params.csvm_params.degree);
+            break;
+        case kernel_type::rbf:
+            out << fmt::format("gamma: {}\n", params.csvm_params.gamma);
+            break;
+    }
     return out << fmt::format(
-               "input file (data set): '{}'\n"
-               "output file (model): '{}'\n",
-               params.input_filename,
-               params.model_filename);
+        "cost: {}\n"
+        "epsilon: {}\n"
+        "use strings as labels: {}\n"
+        "use float as real type instead of double: {}\n"
+        "input file (data set): '{}'\n"
+        "output file (model): '{}'\n",
+        params.csvm_params.cost,
+        params.epsilon,
+        params.strings_as_labels,
+        params.float_as_real_type,
+        params.input_filename,
+        params.model_filename);
 }
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/kernel_types.cpp b/src/plssvm/kernel_types.cpp
index 1117bf010..dc3fb5779 100644
--- a/src/plssvm/kernel_types.cpp
+++ b/src/plssvm/kernel_types.cpp
@@ -9,6 +9,7 @@
 #include "plssvm/kernel_types.hpp"
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+#include "plssvm/parameter.hpp"              // plssvm::parameter
 
 #include <ios>      // std::ios::failbit
 #include <istream>  // std::istream
@@ -58,4 +59,22 @@ std::istream &operator>>(std::istream &in, kernel_type &kernel) {
     return in;
 }
 
+template <typename real_type>
+real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params) {
+    PLSSVM_ASSERT(xi.size() == xj.size(), "Sizes mismatch!: {} != {}", xi.size(), xj.size());
+
+    switch (params.kernel) {
+        case kernel_type::linear:
+            return kernel_function<kernel_type::linear>(xi, xj);
+        case kernel_type::polynomial:
+            return kernel_function<kernel_type::polynomial>(xi, xj, params.degree, params.gamma, params.coef0);
+        case kernel_type::rbf:
+            return kernel_function<kernel_type::rbf>(xi, xj, params.gamma);
+    }
+    throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", detail::to_underlying(params.kernel)) };
+}
+
+template float kernel_function(const std::vector<float> &, const std::vector<float> &, const parameter<float> &);
+template double kernel_function(const std::vector<double> &, const std::vector<double> &, const parameter<double> &);
+
 }  // namespace plssvm
\ No newline at end of file

From dc1872258452fd8e04b2bdc913cd3c6b8427820e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 17:33:10 +0200
Subject: [PATCH 0093/1010] Cleanup parameter classes.

---
 CMakeLists.txt                                |   1 +
 include/plssvm/backends/OpenMP/csvm.hpp       |   2 +-
 include/plssvm/csvm.hpp                       |   8 +
 .../plssvm/detail/cmd/parameter_predict.hpp   |  42 ++--
 include/plssvm/detail/cmd/parameter_scale.hpp |  35 ++-
 include/plssvm/detail/cmd/parameter_train.hpp |  50 ++--
 include/plssvm/exceptions/exceptions.hpp      |  13 ++
 include/plssvm/parameter.hpp                  |  64 ++----
 src/main_train.cpp                            |   4 +-
 src/plssvm/detail/cmd/parameter_predict.cpp   |  22 +-
 src/plssvm/detail/cmd/parameter_scale.cpp     |  28 +--
 src/plssvm/detail/cmd/parameter_train.cpp     |  57 +++--
 src/plssvm/exceptions/exceptions.cpp          |   3 +
 src/plssvm/parameter.cpp                      | 213 ++----------------
 14 files changed, 212 insertions(+), 330 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 69e1b457d..6634e8e42 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -34,6 +34,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_train.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_predict.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_scale.cpp
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index fe71d2725..1d92fadbe 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -52,7 +52,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    csvm(target_platform target, parameter<T> params = {});
+    explicit csvm(target_platform target, parameter<T> params = {});
     template <typename... Args>
     csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         // TODO:
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index e3e8a327e..2d55f48c7 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -259,12 +259,20 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
         // set value
         epsilon_val = static_cast<real_type>(p(epsilon));
+        // check if value makes sense
+        if (epsilon_val <= real_type{ 0.0 }) {
+            throw invalid_parameter_exception{ fmt::format("epsilon must be greater than 0, but is {}!", epsilon_val) };
+        }
     }
     if constexpr (p.has(max_iter)) {
         // compile time check: the value must have the correct type
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
         // set value
         max_iter_val = static_cast<size_type>(p(max_iter));
+        // check if value makes sense
+        if (max_iter_val == size_type{ 0 }) {
+            throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
+        }
     }
 
     using namespace plssvm::operators;
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
index 334bee74e..1205647a5 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -1,25 +1,32 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
+ */
 
 #pragma once
 
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/backend_types.hpp"                      // plssvm::backend_type
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
+#include "plssvm/target_platforms.hpp"                   // plssvm::target_platform
 
+#include <iosfwd>  // forward declare std::ostream
 #include <string>  // std::string
 
 namespace plssvm::detail::cmd {
 
+namespace sycl {
+using namespace ::plssvm::sycl_generic;
+}
+
 /**
-* @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
-*/
+ * @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
+ */
 class parameter_predict {
  public:
    /**
@@ -34,6 +41,7 @@ class parameter_predict {
     */
    parameter_predict(int argc, char **argv);
 
+   /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
    backend_type backend = backend_type::automatic;
    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
    target_platform target = target_platform::automatic;
@@ -41,9 +49,9 @@ class parameter_predict {
    /// The SYCL implementation to use with --backend=sycl.
    sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 
-   // TODO: here?!?
-   /// use strings as label type?
+   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
    bool strings_as_labels{ false };
+   /// `true`if `float` should be used as real type instead of the default type `double`.
    bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
@@ -54,6 +62,12 @@ class parameter_predict {
    std::string predict_filename{};
 };
 
+/**
+ * @brief Output all predict parameters encapsulated by @p params to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the parameters to
+ * @param[in] params the parameters
+ * @return the output-stream
+ */
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index 1f5f647a0..d65393986 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -1,25 +1,26 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ */
 
 #pragma once
 
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
 
+#include <iosfwd>  // forward declare std::ostream
 #include <string>  // std::string
 
 namespace plssvm::detail::cmd {
 
 /**
-* @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
-*/
+ * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ */
 class parameter_scale {
  public:
    /**
@@ -35,11 +36,17 @@ class parameter_scale {
    parameter_scale(int argc, char **argv);
 
    // TODO: more LIBSVM conform?
+
+   /// The lower bound of the scaled data values.
    double lower{ -1 };
+   /// The upper bound of the scaled data values.
    double upper{ +1 };
+   /// The file type (either LIBSVM or ARFF) to which the scaled data should be written to.
    file_format_type format{ file_format_type::libsvm };
 
+   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
    bool strings_as_labels{ false };
+   /// `true`if `float` should be used as real type instead of the default type `double`.
    bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
@@ -48,6 +55,12 @@ class parameter_scale {
    std::string scaled_filename{};
 };
 
+/**
+ * @brief Output all scale parameters encapsulated by @p params to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the parameters to
+ * @param[in] params the parameters
+ * @return the output-stream
+ */
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index f45410d2e..de1325947 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -1,25 +1,35 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
+ */
 
 #pragma once
 
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
+#include <iosfwd>  // forward declare std::ostream
 #include <string>  // std::string
 
 namespace plssvm::detail::cmd {
 
+namespace sycl {
+using namespace ::plssvm::sycl_generic;
+}
+
 /**
-* @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
-*/
+ * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
+ */
 class parameter_train {
   public:
    /**
@@ -34,12 +44,14 @@ class parameter_train {
     */
    parameter_train(int argc, char **argv);
 
-   /// Other parameters
+   /// Other base CSVM parameters
    parameter<double> csvm_params{};
 
    /// The error tolerance parameter for the CG algorithm.
    double epsilon{ 0.001 };
-   // TODO: max_iter
+   /// The maximum number of iterations in the CG algorithm.
+   std::size_t max_iter{ 0 };
+
    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
    backend_type backend = backend_type::automatic;
    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
@@ -50,9 +62,9 @@ class parameter_train {
    /// The SYCL implementation to use with --backend=sycl.
    sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
 
-   // TODO: here?!?
-   /// use strings as label type?
+   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
    bool strings_as_labels{ false };
+   /// `true`if `float` should be used as real type instead of the default type `double`.
    bool float_as_real_type{ false };
 
    /// The name of the data/test file to parse.
@@ -61,6 +73,12 @@ class parameter_train {
    std::string model_filename{};
 };
 
+/**
+ * @brief Output all train parameters encapsulated by @p params to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the parameters to
+ * @param[in] params the parameters
+ * @return the output-stream
+ */
 std::ostream &operator<<(std::ostream &out, const parameter_train &params);
 
 }  // namespace plssvm
diff --git a/include/plssvm/exceptions/exceptions.hpp b/include/plssvm/exceptions/exceptions.hpp
index 72cb6b038..6c04e5193 100644
--- a/include/plssvm/exceptions/exceptions.hpp
+++ b/include/plssvm/exceptions/exceptions.hpp
@@ -51,6 +51,19 @@ class exception : public std::runtime_error {
     source_location loc_;
 };
 
+/**
+ * @brief Exception type thrown if the provided parameter is invalid.
+ */
+class invalid_parameter_exception : public exception {
+  public:
+    /**
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @param[in] msg the exception's `what()` message
+     * @param[in] loc the exception's call side information
+     */
+    explicit invalid_parameter_exception(const std::string &msg, source_location loc = source_location::current());
+};
+
 /**
  * @brief Exception type thrown if the provided file couldn't be found.
  */
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 38db1f985..4c1c51ea1 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -6,45 +6,32 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Implements the parameter base class encapsulating all necessary parameters.
+ * @brief Implements the parameter class encapsulating all important C-SVM parameters.
  */
 
 #pragma once
 
-#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/kernel_types.hpp"  // plssvm::kernel_type
 
-#include "igor/igor.hpp"
+#include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT
 
 #include <iosfwd>       // forward declare std::ostream
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
 #include <type_traits>  // std::is_same_v
-#include <variant>      // std::variant
-#include <vector>       // std::vector
 
 namespace plssvm {
 
-// TODO: move?
-namespace sycl {
-using namespace ::plssvm::sycl_generic;
-}
-
-inline constexpr auto gamma = igor::named_argument<struct gamma_tag>{};
-inline constexpr auto degree = igor::named_argument<struct degree_tag>{};
-inline constexpr auto coef0 = igor::named_argument<struct coef0_tag>{};
-inline constexpr auto cost = igor::named_argument<struct cost_tag>{};
-inline constexpr auto epsilon = igor::named_argument<struct epsilon_tag>{};
-inline constexpr auto max_iter = igor::named_argument<struct max_iter_tag>{};
-
+// create named arguments
+IGOR_MAKE_NAMED_ARGUMENT(gamma);
+IGOR_MAKE_NAMED_ARGUMENT(degree);
+IGOR_MAKE_NAMED_ARGUMENT(coef0);
+IGOR_MAKE_NAMED_ARGUMENT(cost);
+IGOR_MAKE_NAMED_ARGUMENT(epsilon);
+IGOR_MAKE_NAMED_ARGUMENT(max_iter);
 
 /**
- * @brief Base class for encapsulating all necessary parameters possibly provided through command line arguments.
- * @tparam T the type of the data
+ * @brief Base class for encapsulating all important C-SVM parameters.
+ * @tparam T the real_type used
  */
 template <typename T>
 struct parameter {
@@ -65,14 +52,21 @@ struct parameter {
     /// The cost parameter in the C-SVM.
     real_type cost = real_type{ 1.0 };
 
+    /**
+     * @brief Convert a `plssvm::parameter<T>`to a `plssvm::parameter<U>` (i.e., conversion between float <-> double).
+     * @tparam U the type to convert to
+     * @return the `plssvm::parameter` values converted to @p U
+     */
     template <typename U>
     explicit operator parameter<U>() {
-        // only float and doubles are allowed
-        static_assert(std::is_same_v<U, float> || std::is_same_v<U, double>, "The template type can only be 'float' or 'double'!");
+        // convert between parameter<float> <-> parameter<double>
         return parameter<U>{ kernel, degree, static_cast<U>(gamma), static_cast<U>(coef0), static_cast<U>(cost) };
     }
 };
 
+extern template struct parameter<float>;
+extern template struct parameter<double>;
+
 /**
  * @brief Output all parameters encapsulated by @p params to the given output-stream @p out.
  * @tparam T the type of the data
@@ -81,20 +75,6 @@ struct parameter {
  * @return the output-stream
  */
 template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
-    return out << fmt::format(
-               "kernel_type                 {}\n"
-               "degree                      {}\n"
-               "gamma                       {}\n"
-               "coef0                       {}\n"
-               "cost                        {}\n"
-               "real_type                   {}\n",
-               params.kernel,
-               params.degree,
-               params.gamma,
-               params.coef0,
-               params.cost,
-               detail::arithmetic_type_name<typename parameter<T>::real_type>());
-}
+std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 1478e43a4..c3428b6fa 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -54,9 +54,9 @@ int main(int argc, char *argv[]) {
             // convert base params to correct type
             auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params };
+            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params }; // TODO: other backends too
             // learn model
-            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon); // TODO: params
+            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index d0b819f9d..19a4dc1ce 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -8,10 +8,10 @@
 
 #include "plssvm/detail/cmd/parameter_predict.hpp"
 
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::list_available_sycl_implementations
 #include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/parameter.hpp"                          // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -34,13 +34,13 @@ parameter_predict::parameter_predict(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(fmt::format("{}", backend)))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(fmt::format("{}", sycl_implementation_type)))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
-           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -64,8 +64,6 @@ parameter_predict::parameter_predict(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse csvm_params values
-
    // parse backend_type and cast the value to the respective enum
    backend = result["backend"].as<decltype(backend)>();
 
@@ -85,7 +83,7 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
    // parse test data filename
    if (!result.count("test")) {
-       fmt::print(stderr, "Error missing test file!");
+       fmt::print(stderr, "Error missing test file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
@@ -93,7 +91,7 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
    // parse model filename
    if (!result.count("model")) {
-       fmt::print(stderr, "Error missing model file!");
+       fmt::print(stderr, "Error missing model file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index d067a369b..e8b9b5fde 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -1,19 +1,14 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/detail/cmd/parameter_scale.hpp"
 
-#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
-#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+#include "plssvm/constants.hpp"  // plssvm::verbose
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -39,8 +34,8 @@ parameter_scale::parameter_scale(int argc, char **argv) {
            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
            ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
-           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
@@ -83,7 +78,7 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
    // parse input data filename
    if (!result.count("input")) {
-       fmt::print(stderr, "Error missing input file!");
+       fmt::print(stderr, "Error missing input file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
@@ -98,13 +93,12 @@ parameter_scale::parameter_scale(int argc, char **argv) {
    }
 }
 
-
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
               "use strings as labels: {}\n"
-              "use float as real type instead of double: {}\n"
+              "use float as real type: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 4fc244f28..a10c931d2 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -1,10 +1,12 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+// TODO: parameter sanity checks!?!?!
 
 #include "plssvm/detail/cmd/parameter_train.hpp"
 
@@ -37,20 +39,21 @@ parameter_train::parameter_train(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<kernel_type>()->default_value(fmt::format("{}", detail::to_underlying(kernel_type::linear))))
-           ("d,degree", "set degree in kernel function", cxxopts::value<int>()->default_value("3"))
-           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<double>())
-           ("r,coef0", "set coef0 in kernel function", cxxopts::value<double>()->default_value("0.0"))
-           ("c,cost", "set the parameter C", cxxopts::value<double>()->default_value("1.0"))
-           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<double>()->default_value("0.001"))
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(detail::as_lower_case("automatic")))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(detail::as_lower_case("automatic")))
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(csvm_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(csvm_params.degree)>()->default_value(fmt::format("{}", csvm_params.degree)))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(csvm_params.gamma)>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(csvm_params.coef0)>()->default_value(fmt::format("{}", csvm_params.coef0)))
+           ("c,cost", "set the parameter C", cxxopts::value<decltype(csvm_params.cost)>()->default_value(fmt::format("{}", csvm_params.cost)))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(epsilon)>()->default_value(fmt::format("{}", epsilon)))
+           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<decltype(max_iter)>())
+           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(fmt::format("{}", backend)))
+           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<sycl::kernel_invocation_type>()->default_value(detail::as_lower_case("automatic")))
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(detail::as_lower_case("automatic")))
+           ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(sycl_kernel_invocation_type)>()->default_value(fmt::format("{}", sycl_kernel_invocation_type)))
+           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(fmt::format("{}", sycl_implementation_type)))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<bool>()->default_value("false"))
-           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<bool>()->default_value("false"))
+           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
+           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -73,8 +76,6 @@ parameter_train::parameter_train(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
-   // parse csvm_params values
-
    // parse kernel_type and cast the value to the respective enum
    csvm_params.kernel = result["kernel_type"].as<decltype(csvm_params.kernel)>();
 
@@ -89,8 +90,6 @@ parameter_train::parameter_train(int argc, char **argv) {
            fmt::print("{}", options.help());
            std::exit(EXIT_FAILURE);
        }
-   } else {
-       csvm_params.gamma = decltype(csvm_params.gamma){ 0.0 };
    }
 
    // parse coef0
@@ -102,6 +101,16 @@ parameter_train::parameter_train(int argc, char **argv) {
    // parse epsilon
    epsilon = result["epsilon"].as<decltype(epsilon)>();
 
+   // parse max_iter
+   if (result.count("max_iter")) {
+       max_iter = result["max_iter"].as<decltype(max_iter)>();
+       if (max_iter == decltype(max_iter){ 0 }) {
+           fmt::print(stderr, "max_iter = 0 is not allowed, it doesnt make any sense!\n");
+           fmt::print("{}", options.help());
+           std::exit(EXIT_FAILURE);
+       }
+   }
+
    // parse backend_type and cast the value to the respective enum
    backend = result["backend"].as<decltype(backend)>();
 
@@ -127,7 +136,7 @@ parameter_train::parameter_train(int argc, char **argv) {
 
    // parse input data filename
    if (!result.count("input")) {
-       fmt::print(stderr, "Error missing input file!");
+       fmt::print(stderr, "Error missing input file!\n");
        fmt::print("{}", options.help());
        std::exit(EXIT_FAILURE);
    }
@@ -163,12 +172,14 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
     return out << fmt::format(
         "cost: {}\n"
         "epsilon: {}\n"
+        "max_iter: {}\n"
         "use strings as labels: {}\n"
         "use float as real type instead of double: {}\n"
         "input file (data set): '{}'\n"
         "output file (model): '{}'\n",
         params.csvm_params.cost,
         params.epsilon,
+        params.max_iter,
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,
diff --git a/src/plssvm/exceptions/exceptions.cpp b/src/plssvm/exceptions/exceptions.cpp
index 22da72b3b..e986a22e2 100644
--- a/src/plssvm/exceptions/exceptions.cpp
+++ b/src/plssvm/exceptions/exceptions.cpp
@@ -37,6 +37,9 @@ std::string exception::what_with_loc() const {
         loc_.line());
 }
 
+invalid_parameter_exception::invalid_parameter_exception(const std::string &msg, source_location loc) :
+    exception{ msg, "invalid_parameter_exception", loc } {}
+
 file_not_found_exception::file_not_found_exception(const std::string &msg, source_location loc) :
     exception{ msg, "file_not_found_exception", loc } {}
 
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index fc327dab1..70e93d2c9 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -13,202 +13,31 @@
 #include "fmt/core.h"     // fmt::format, fmt::print
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <iostream>  // std::ostream
+#include <ostream>  // std::ostream
 
 namespace plssvm {
 
-/*
-template <typename T>
-void parameter<T>::parse_model_file(const std::string &filename) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    // set new filenames
-    if (predict_filename == predict_name_from_input() || predict_filename.empty()) {
-        model_filename = filename;
-        predict_filename = predict_name_from_input();
-    }
-    model_filename = filename;
-
-    detail::io::file_reader f{ filename, '#' };
-
-    // reset values pointer
-    value_ptr = nullptr;
-
-    // helper variables
-    unsigned long long num_sv{ 0 };
-    std::pair labels{ real_type{ 0.0 }, real_type{ 0.0 } };
-    bool rho_set{ false };
-
-    // parse libsvm model file header
-    std::size_t header = 0;
-    {
-        for (; header < f.num_lines(); ++header) {
-            std::string line{ detail::trim(f.line(header)) };
-            detail::to_lower_case(line);
-
-            // separate value from model header entry
-            std::string_view value{ line };
-            value.remove_prefix(std::min(value.find_first_of(' ') + 1, value.size()));
-            value = detail::trim_left(value);
-
-            if (detail::starts_with(line, "svm_type")) {
-                // svm_type must be c_svc
-                if (value != "c_svc") {
-                    throw invalid_file_format_exception{ fmt::format("Can only use c_svc as svm_type, but '{}' was given!", value) };
-                }
-            } else if (detail::starts_with(line, "kernel_type")) {
-                // parse kernel_type, must be linear, polynomial or rbf
-                std::istringstream iss{ std::string{ value } };
-                iss >> kernel;
-                if (iss.fail()) {
-                    throw invalid_file_format_exception{ fmt::format("Unrecognized kernel type '{}'!", value) };
-                }
-            } else if (detail::starts_with(line, "gamma")) {
-                // parse gamma
-                gamma = detail::convert_to<decltype(gamma)>(value);
-            } else if (detail::starts_with(line, "degree")) {
-                // parse degree
-                degree = detail::convert_to<decltype(degree)>(value);
-            } else if (detail::starts_with(line, "coef0")) {
-                // parse coef0
-                coef0 = detail::convert_to<decltype(coef0)>(value);
-            } else if (detail::starts_with(line, "nr_class")) {
-                // number of classes must be 2
-                const auto nr_class = detail::convert_to<unsigned int>(value);
-                if (nr_class != 2) {
-                    throw invalid_file_format_exception{ fmt::format("Can only use 2 classes, but {} were given!", nr_class) };
-                }
-            } else if (detail::starts_with(line, "total_sv")) {
-                // the total number of support vectors must be greater than 0
-                num_sv = detail::convert_to<decltype(num_sv)>(value);
-                if (num_sv == 0) {
-                    throw invalid_file_format_exception{ fmt::format("The number of support vectors must be greater than 0, but is {}!", num_sv) };
-                }
-            } else if (detail::starts_with(line, "rho")) {
-                // parse rho, required
-                rho = detail::convert_to<real_type>(value);
-                rho_set = true;
-            } else if (detail::starts_with(line, "label")) {
-                // parse first label
-                const std::string_view first_label = value.substr(0, value.find_first_of(' '));
-                labels.first = detail::convert_to<real_type>(first_label);
-                value.remove_prefix(std::min(first_label.size() + 1, value.size()));
-                // parse second label
-                const std::string_view second_label = value.substr(0, value.find_first_of(" \n"));
-                labels.second = detail::convert_to<real_type, invalid_file_format_exception>(second_label);
-                value.remove_prefix(std::min(second_label.size() + 1, value.size()));
-
-                value = detail::trim_left(value);
-
-                if (!value.empty() || (labels.first != 1 && labels.first != -1) || (labels.second != 1 && labels.second != -1)) {
-                    throw invalid_file_format_exception{ fmt::format("Only the labels 1 and -1 are allowed, but '{}' were given!", line) };
-                }
-            } else if (detail::starts_with(line, "nr_sv")) {
-                // parse first number
-                const std::string_view first_num = value.substr(0, value.find_first_of(' '));
-                const auto num_first = detail::convert_to<unsigned long long>(first_num);
-                value.remove_prefix(std::min(first_num.size() + 1, value.size()));
-                // parse second number
-                const std::string_view second_num = value.substr(0, value.find_first_of(" \n"));
-                const auto num_second = detail::convert_to<unsigned long long>(second_num);
-                value.remove_prefix(std::min(second_num.size() + 1, value.size()));
-
-                value = detail::trim_left(value);
-
-                if (!value.empty()) {
-                    // error if more than two numbers were given
-                    throw invalid_file_format_exception{ fmt::format("Only two numbers are allowed, but more were given '{}'!", line) };
-                } else if (num_first + num_second != num_sv) {
-                    throw invalid_file_format_exception{ fmt::format("The number of positive and negative support vectors doesn't add up to the total number: {} + {} != {}!", num_first, num_second, num_sv) };
-                }
-
-                // update values
-                std::vector<real_type> values(num_sv);
-                std::fill(values.begin(), values.begin() + num_first, labels.first);
-                std::fill(values.begin() + num_first, values.end(), labels.second);
-                value_ptr = std::make_shared<const std::vector<real_type>>(std::move(values));
-            } else if (line == "sv") {
-                // start parsing support vectors, required
-                break;
-            } else {
-                throw invalid_file_format_exception{ fmt::format("Unrecognized header entry '{}'! Maybe SV is missing?", f.line(header)) };
-            }
-        }
-    }
-
-    // additional sanity checks
-    if (num_sv == 0) {
-        // no total number of support vectors given
-        throw invalid_file_format_exception{ "Missing total number of support vectors!" };
-    } else if (labels.first == 0 || labels.second == 0) {
-        // no labels given
-        throw invalid_file_format_exception{ "Missing labels!" };
-    } else if (value_ptr == nullptr) {
-        // no count for positive and negative support vectors given
-        throw invalid_file_format_exception{ "Missing number of support vectors per class!" };
-    } else if (!rho_set) {
-        // no rho set
-        throw invalid_file_format_exception{ "Missing rho value!" };
-    } else if (header + 1 >= f.num_lines()) {
-        // no support vectors given
-        throw invalid_file_format_exception{ "Can't parse file: no support vectors are given or SV is missing!" };
-    }
-
-    // parse support vectors
-    std::vector<std::vector<real_type>> data(num_sv);
-    std::vector<real_type> alphas(num_sv);
-
-    // parse support vectors
-    detail::parse_libsvm_content(f, header + 1, data, alphas);
-
-    // update shared pointer
-    data_ptr = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    alpha_ptr = std::make_shared<const std::vector<real_type>>(std::move(alphas));
+// explicitly instantiate template class
+template struct parameter<float>;
+template struct parameter<double>;
 
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info) {
-        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
-                   data_ptr->size(),
-                   (*data_ptr)[0].size(),
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
-    }
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
+    return out << fmt::format(
+               "kernel_type                 {}\n"
+               "degree                      {}\n"
+               "gamma                       {}\n"
+               "coef0                       {}\n"
+               "cost                        {}\n"
+               "real_type                   {}\n",
+               params.kernel,
+               params.degree,
+               params.gamma,
+               params.coef0,
+               params.cost,
+               detail::arithmetic_type_name<typename parameter<T>::real_type>());
 }
-*/
-
-
-// explicitly instantiate template class
-//template class parameter<float>;
-//template class parameter<double>;
-//
-//
-//template <typename T>
-//std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
-//    return out << fmt::format(
-//               "kernel_type                 {}\n"
-//               "degree                      {}\n"
-//               "gamma                       {}\n"
-//               "coef0                       {}\n"
-//               "cost                        {}\n"
-//               "epsilon                     {}\n"
-//               "backend                     {}\n"
-//               "target platform             {}\n"
-//               "SYCL kernel invocation type {}\n"
-//               "SYCL implementation type    {}\n"
-//               "real_type                   {}\n",
-//               params.kernel,
-//               params.degree,
-//               params.gamma,
-//               params.coef0,
-//               params.cost,
-//               params.epsilon,
-//               params.backend,
-//               params.target,
-//               params.sycl_kernel_invocation_type,
-//               params.sycl_implementation_type,
-//               detail::arithmetic_type_name<typename parameter<T>::real_type>());
-//}
-//template std::ostream &operator<<(std::ostream &, const parameter<float> &);
-//template std::ostream &operator<<(std::ostream &, const parameter<double> &);
+template std::ostream &operator<<(std::ostream &, const parameter<float> &);
+template std::ostream &operator<<(std::ostream &, const parameter<double> &);
 
 }  // namespace plssvm

From 95bd5bd08b9138bf1d48b7fe9bf80f13b9269101 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 19:10:19 +0200
Subject: [PATCH 0094/1010] Add some parameter sanity checks.

---
 include/plssvm/csvm.hpp                   | 103 +++++++++++++---------
 src/plssvm/detail/cmd/parameter_train.cpp |   2 -
 2 files changed, 60 insertions(+), 45 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 2d55f48c7..2d18678ca 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -9,6 +9,9 @@
  * @brief Defines the base class for all C-SVM backends and implements the functionality shared by all of them.
  */
 
+
+// TODO: parameter sanity checks!?!?!
+
 #pragma once
 
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
@@ -18,16 +21,17 @@
 #include "plssvm/data_set.hpp"          // plssvm::data_set
 
 #include <cstddef>      // std::size_t
-#include <memory>       // std::shared_ptr
 #include <string>       // std::string
-#include <type_traits>  // std::is_same_v
+#include <type_traits>  // std::is_same_v, std::is_convertible_v
 #include <vector>       // std::vector
+#include <utility>      // std::move, std::forward
 
-
-#include <iostream>
+#include <iostream>     // std::clog, std::endl TODO
 #include <memory>
 #include <optional>
 #include <functional>
+
+#include "plssvm/constants.hpp"
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
@@ -37,68 +41,53 @@
 
 namespace plssvm {
 
-// forward declare class TODO
-//template <typename T>
-//class parameter;
-
 /**
  * @brief Base class for all C-SVM backends.
  * @tparam T the type of the data
  */
-template <typename T>//, typename U = int>
+template <typename T>
 class csvm {
     // only float and doubles are allowed
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-//    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
-//    // because std::vector<bool> is evil
-//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
   public:
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
-//    using label_type = U;
     using size_type = std::size_t;
 
     //*************************************************************************************************************************************//
-    //                                                      special member functions                                                       //
+    //                                          constructors, destructor, and assignment operators                                         //
     //*************************************************************************************************************************************//
-//    explicit csvm(const parameter<T> &params);
+    explicit csvm(parameter<real_type> params = {});
+    template <typename... Args>
+    explicit csvm(kernel_type kernel, Args&&... named_args);
 
     /**
-     * @brief Virtual destructor to enable safe inheritance.
+     * @brief Default copy-constructor since a virtual destructor has been declared.
      */
-    virtual ~csvm() = default;
-
+    csvm(const csvm &) = default;
     /**
-     * @brief Delete expensive copy-constructor to make csvm a move only type.
+     * @brief Default move-constructor since a virtual destructor has been declared.
      */
-    csvm(const csvm &) = delete;
+    csvm(csvm &&) noexcept = default;
+
     /**
-     * @brief Move-constructor as csvm is a move-only type.
+     * @brief Virtual destructor to enable safe inheritance.
      */
-    csvm(csvm &&) noexcept = default;
+    virtual ~csvm() = default;
+
     /**
-     * @brief Delete expensive copy-assignment-operator to make csvm a move only type.
+     * @brief Default copy-assignment-operator since a virtual destructor has been declared.
+     * @return `*this`
      */
-    csvm &operator=(const csvm &) = delete;
+    csvm &operator=(const csvm &) = default;
     /**
-     * @brief Move-assignment-operator as csvm is a move-only type.
+     * @brief Default move-assignment-operator since a virtual destructor has been declared.
      * @return `*this`
      */
     csvm &operator=(csvm &&) noexcept = default;
 
 
-    //*************************************************************************************************************************************//
-    //                                                             constructors                                                            //
-    //*************************************************************************************************************************************//
-    // TODO:
-
-    explicit csvm(parameter<real_type> params = {}) : params_{ std::move(params) } {}
-
-    template <typename... Args>
-    explicit csvm(kernel_type kernel, Args&&... named_args);
-
-
     //*************************************************************************************************************************************//
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
@@ -176,11 +165,31 @@ class csvm {
 //    real_type bias_{};
     /// The normal vector used for speeding up the prediction in case of the linear kernel function.
     std::vector<real_type> w_{};
+
+  private:
+    void sanity_check_parameter() {
+        // kernel: valid kernel function
+        if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
+            throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
+        }
+        // gamma: must be greater than 0
+        if (params_.gamma <= real_type{ 0.0 }) {
+            throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
+        }
+        // degree: all allowed
+        // coef0: all allowed
+        // cost: all allowed
+    }
 };
 
-/******************************************************************************
- *                                 constructor                                *
- ******************************************************************************/
+//*************************************************************************************************************************************//
+//                                          constructors, destructor, and assignment operators                                         //
+//*************************************************************************************************************************************//
+template <typename T>
+csvm<T>::csvm(parameter<real_type> params) : params_{ std::move(params) } {
+    this->sanity_check_parameter();
+}
+
 template <typename T> template <typename... Args>
 csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     igor::parser p{ std::forward<Args>(named_args)... };
@@ -195,13 +204,18 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     // compile time check: only some named parameters are allowed
     static_assert(!p.has_other_than(gamma, degree, coef0, cost), "An illegal named parameter has been passed!");
 
+    // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
+    const auto print_warning = [kernel](const std::string_view param_name) {
+        fmt::print(stderr, "{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_type_to_math_string(kernel));
+    };
+
     // compile time/runtime check: the values must have the correct types
     if constexpr (p.has(gamma)) {
         // compile time check: the value must have the correct type
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear) {
-            std::clog << "gamma parameter provided to the linear kernel, which is not used!" << std::endl;
+            print_warning("gamma");
         }
         // set value
         params_.gamma = static_cast<decltype(params_.gamma)>(p(gamma));
@@ -211,7 +225,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            std::clog << fmt::format("degree parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+            print_warning("degree");
         }
         // set value
         params_.degree = static_cast<decltype(params_.degree)>(p(degree));
@@ -221,7 +235,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            std::clog << fmt::format("coef0 parameter provided to the {} kernel, which is not used!", kernel) << std::endl;
+            print_warning("coef0");
         }
         // set value
         params_.coef0 = static_cast<decltype(params_.coef0)>(p(coef0));
@@ -232,6 +246,9 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         // set value
         params_.cost = static_cast<decltype(params_.cost)>(p(cost));
     }
+
+    // check if parameters make sense
+    this->sanity_check_parameter();
 }
 
 
@@ -243,7 +260,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
-    real_type epsilon_val = 0.001;
+    auto epsilon_val = static_cast<real_type>(0.001);
     size_type max_iter_val = data.num_features();
 
     // compile time check: only named parameter are permitted
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index a10c931d2..584d2520f 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -6,8 +6,6 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-// TODO: parameter sanity checks!?!?!
-
 #include "plssvm/detail/cmd/parameter_train.hpp"
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends

From 8119a42f01e4751e235f4fe0b6e6bbe7afdab4e9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 24 May 2022 19:17:44 +0200
Subject: [PATCH 0095/1010] Remove default type and add const qualifier where
 possible.

---
 include/plssvm/csvm.hpp | 46 +++++++++++++++++++++++------------------
 1 file changed, 26 insertions(+), 20 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 2d18678ca..740ebd5d9 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -92,24 +92,22 @@ class csvm {
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
     template <typename label_type, typename... Args>
-    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args) const;
 
     //*************************************************************************************************************************************//
-    //                                                               predict                                                               //
+    //                                                          predict and score                                                          //
     //*************************************************************************************************************************************//
-    template <typename label_type = int>
-    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
-    template <typename label_type = int>
-    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    template <typename label_type>
+    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
+    template <typename label_type>
+    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
 
     // calculate the accuracy of the model
-    template <typename label_type = int>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model) {
-        return this->score(model, model.data_);
-    }
+    template <typename label_type>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model) const;
     // calculate the accuracy of the data_set
-    template <typename label_type = int>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
+    template <typename label_type>
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data) const;
 
   protected:
     //*************************************************************************************************************************************//
@@ -182,9 +180,10 @@ class csvm {
     }
 };
 
-//*************************************************************************************************************************************//
-//                                          constructors, destructor, and assignment operators                                         //
-//*************************************************************************************************************************************//
+
+/******************************************************************************
+ *             constructors, destructor, and assignment operators             *
+ ******************************************************************************/
 template <typename T>
 csvm<T>::csvm(parameter<real_type> params) : params_{ std::move(params) } {
     this->sanity_check_parameter();
@@ -256,7 +255,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
  *                                  fit model                                 *
  ******************************************************************************/
 template <typename T> template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) const -> model<real_type, label_type> {
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
@@ -292,6 +291,8 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         }
     }
 
+    // start fitting the data set using a C-SVM
+
     using namespace plssvm::operators;
 
     if (!data.has_labels()) {
@@ -364,10 +365,10 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
 
 /******************************************************************************
- *                                   predict                                  *
+ *                              predict and score                             *
  ******************************************************************************/
 template <typename T> template <typename label_type>
-auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
+auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -385,7 +386,7 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
+auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<real_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -395,7 +396,12 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model) const -> real_type {
+    return this->score(model, model.data_);
+}
+
+template <typename T> template <typename label_type>
+auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) const -> real_type {
     if (!data.has_labels()) {
         throw exception{ "the data set to score must have labels set!" };
     } else if (model.num_features() != data.num_features()) {

From 61519f1386cc778b7cca6c2f28c6fcd4e8b931e2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 25 May 2022 12:40:51 +0200
Subject: [PATCH 0096/1010] Support more than two labels for model IO (-> less
 optimized).

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 53 +++++++------------
 1 file changed, 18 insertions(+), 35 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index f8adca938..86628eb78 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -139,7 +139,7 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
+inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
     // save model file header
     out.print("svm_type c_svc\nkernel_type {}\n", params.kernel);
     switch (params.kernel) {
@@ -172,10 +172,12 @@ inline void write_libsvm_model_header(fmt::ostream &out, const parameter<real_ty
 
     out.print("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
               data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+
+    return label_values;
 }
 
-template <typename real_type>
-inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<real_type> &mapped_labels) {
+template <typename real_type, typename label_type>
+inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order) {
     // format one output-line
     auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
         static constexpr std::size_t BLOCK_SIZE = 64;
@@ -196,45 +198,26 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         }
         output.push_back('\n');
     };
+    // TODO: PERFORMANCE!
+    std::vector<std::vector<std::string>> out_strings;
 
-    volatile int count = 0;
-    #pragma omp parallel default(none) shared(out, support_vectors, alpha, mapped_labels, format_libsvm_line, count)
+    #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
     {
-        // all support vectors with class 1
-        std::string out_pos;
-        #pragma omp for nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            if (mapped_labels[i] > 0) {
-                format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
-            }
-        }
-
-        #pragma omp critical
-        {
-            out.print("{}", out_pos);
-            count++;
-            #pragma omp flush(count, out)
-        }
+        #pragma omp single
+        out_strings.resize(omp_get_num_threads(), std::vector<std::string>(label_order.size()));
 
-        // all support vectors with class -1
-        std::string out_neg;
-        #pragma omp for nowait
+        // format all lines
+        #pragma omp for
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            if (mapped_labels[i] < 0) {
-                format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
-            }
+            format_libsvm_line(out_strings[omp_get_thread_num()][std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()], alpha[i], support_vectors[i]);
         }
+    }
 
-        // wait for all threads to write support vectors for class 1
-#ifdef _OPENMP
-        while (count < omp_get_num_threads()) {
+    // output strings
+    for (typename std::vector<label_type>::size_type i = 0; i < label_order.size(); ++i) {
+        for (typename std::vector<std::vector<std::string>>::size_type j = 0; j < out_strings.size(); ++j) {
+            out.print("{}", out_strings[j][i]);
         }
-#else
-        #pragma omp barrier
-#endif
-
-        #pragma omp critical
-        out.print("{}", out_neg);
     }
 }
 

From 3bcd7fd309e4c1ee2a87b2924972226ecfd4918c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 25 May 2022 16:25:58 +0200
Subject: [PATCH 0097/1010] Further restructuring (WIP).

---
 include/plssvm/backends/OpenMP/csvm.hpp | 30 +++++-----
 include/plssvm/csvm.hpp                 | 73 +++++++++----------------
 include/plssvm/csvm_factory.hpp         | 38 +++++--------
 include/plssvm/model.hpp                |  7 ++-
 src/main_predict.cpp                    |  4 +-
 src/main_train.cpp                      |  4 +-
 src/plssvm/backends/OpenMP/csvm.cpp     | 71 ++++++++++++++----------
 7 files changed, 106 insertions(+), 121 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 1d92fadbe..a779a111f 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -13,6 +13,7 @@
 
 #include "plssvm/csvm.hpp"  // plssvm::csvm
 #include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/target_platforms.hpp"
 
 #include <vector>  // std::vector
 
@@ -36,11 +37,8 @@ class csvm : public ::plssvm::csvm<T> {
     using base_type = ::plssvm::csvm<T>;
 
     using base_type::params_;
-    using base_type::w_;
 
   public:
-    // Be able to use the predict overload from the csvm base class.
-    using base_type::predict_values;
     /// The type of the data. Must be either `float` or `double`.
     using typename base_type::real_type;
     using typename base_type::size_type;
@@ -55,22 +53,17 @@ class csvm : public ::plssvm::csvm<T> {
     explicit csvm(target_platform target, parameter<T> params = {});
     template <typename... Args>
     csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
-        // TODO:
-        if (verbose) {
-            fmt::print("Using OpenMP as backend.\n\n");
-        }
+        this->init(target);
     }
 
-    /**
-     * @copydoc plssvm::csvm::predict(const std::vector<std::vector<real_type>>&)
-     */
-//    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) override;
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
-                                                                const std::vector<real_type> &alpha,
-                                                                real_type rho,
-                                                                const std::vector<std::vector<real_type>> &predict_points) override;
-
   protected:
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
+                                                             const std::vector<std::vector<real_type>> &support_vectors,
+                                                             const std::vector<real_type> &alpha,
+                                                             real_type rho,
+                                                             std::shared_ptr<std::vector<real_type>> &w,
+                                                             const std::vector<std::vector<real_type>> &predict_points) override;
+
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
@@ -88,7 +81,7 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) override;
+    std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
@@ -99,6 +92,9 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
     void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 740ebd5d9..57dbef867 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -9,35 +9,27 @@
  * @brief Defines the base class for all C-SVM backends and implements the functionality shared by all of them.
  */
 
-
-// TODO: parameter sanity checks!?!?!
-
 #pragma once
 
+#include "plssvm/constants.hpp"         // plssvm::verbose
+#include "plssvm/data_set.hpp"          // plssvm::data_set
+#include "plssvm/detail/utility.hpp"    // plssvm::detail::to_underlying, plssvm::detail::remove_cvref_t
 #include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
-#include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/model.hpp"             // plssvm::model
-#include "plssvm/data_set.hpp"          // plssvm::data_set
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+
+#include "igor/igor.hpp"  // igor::parser
+#include "fmt/core.h"     // fmt::format, fmt::print
 
+#include <chrono>       // std::chrono::{steady_clock, duration_cast}
 #include <cstddef>      // std::size_t
+#include <cstdio>       // stderr
 #include <string>       // std::string
+#include <string_view>  // std::string_view
 #include <type_traits>  // std::is_same_v, std::is_convertible_v
-#include <vector>       // std::vector
 #include <utility>      // std::move, std::forward
+#include <vector>       // std::vector
 
-#include <iostream>     // std::clog, std::endl TODO
-#include <memory>
-#include <optional>
-#include <functional>
-
-#include "plssvm/constants.hpp"
-#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
-#include "plssvm/detail/utility.hpp"
 
 namespace plssvm {
 
@@ -92,7 +84,8 @@ class csvm {
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
     template <typename label_type, typename... Args>
-    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args) const;
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
+
 
     //*************************************************************************************************************************************//
     //                                                          predict and score                                                          //
@@ -109,6 +102,7 @@ class csvm {
     template <typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data) const;
 
+
   protected:
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
@@ -136,7 +130,7 @@ class csvm {
     /**
      * @brief Updates the normal vector #w_, used to speed-up the prediction in case of the linear kernel function, to the current data and alpha values.
      */
-    virtual void update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, size_type num_data_points, size_type num_features) = 0;
+    virtual std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] points the data points to predict
@@ -144,26 +138,20 @@ class csvm {
      */
 //    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
     // TODO: API: sizes?!?
-    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
+    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
+                                                                     const std::vector<std::vector<real_type>> &support_vectors,
                                                                      const std::vector<real_type> &alpha,
                                                                      real_type rho,
+                                                                     std::shared_ptr<std::vector<real_type>> &w,
                                                                      const std::vector<std::vector<real_type>> &predict_points) = 0;
 
 
     //*************************************************************************************************************************************//
     //                                              parameter initialized by the constructor                                               //
     //*************************************************************************************************************************************//
-
+//  private: // TODO: private
     parameter<real_type> params_{};
 
-//    //*************************************************************************************************************************************//
-//    //                                                         internal variables                                                          //
-//    //*************************************************************************************************************************************//
-//    /// The bias after learning.
-//    real_type bias_{};
-    /// The normal vector used for speeding up the prediction in case of the linear kernel function.
-    std::vector<real_type> w_{};
-
   private:
     void sanity_check_parameter() {
         // kernel: valid kernel function
@@ -254,8 +242,9 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
 /******************************************************************************
  *                                  fit model                                 *
  ******************************************************************************/
+ // TODO: const?
 template <typename T> template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) const -> model<real_type, label_type> {
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
@@ -299,15 +288,15 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
     }
 
-    bool reset_gamma{ false };
-    if (params_.gamma == real_type{ 0.0 }) {
+    // copy parameter and set gamma if necessary
+    parameter<real_type> params{ params_ };
+    if (params.gamma == real_type{ 0.0 }) {
         // no gamma provided -> use default value which depends on the number of features of the data set
-        params_.gamma = real_type{ 1.0 } / data.num_features();
-        reset_gamma = true;
+        params.gamma = real_type{ 1.0 } / data.num_features();
     }
 
     // create model
-    model<real_type, label_type> csvm_model{ params_, data };
+    model<real_type, label_type> csvm_model{ params, data };
 
     // move data to the device(s)
     this->setup_data_on_device();
@@ -348,14 +337,6 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
     alpha.push_back(-sum(alpha));
 
-    // TODO: necessary?
-    w_.clear();
-
-    // default gamma has been used -> reset gamma to 0.0
-    if (reset_gamma) {
-        params_.gamma = 0.0;
-    }
-
     end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
@@ -392,7 +373,7 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
     }
 
     // forward implementation to derived classes
-    return predict_values_impl(model.data_.data(), *model.alpha_ptr_, model.rho_, data.data());
+    return predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, data.data(), model.w_);
 }
 
 template <typename T> template <typename label_type>
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 0e24d30b3..fb7dc4896 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -14,9 +14,7 @@
 #include "plssvm/backend_types.hpp"          // plssvm::backend
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
-#include "parameter.hpp"                     // plssvm::parameter
-
-#include <memory>  // std::unique_ptr, std::make_unique
+#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
 // only include requested/available backends
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
@@ -40,6 +38,9 @@
     #endif
 #endif
 
+#include <memory>   // std::unique_ptr, std::make_unique
+#include <utility>  // std::forward
+
 namespace plssvm {
 
 /**
@@ -49,38 +50,35 @@ namespace plssvm {
  * @throws plssvm::unsupported_backend_exception if the requested backend isn't available
  * @return [`std::unique_ptr`](https://en.cppreference.com/w/cpp/memory/unique_ptr) to the constructed C-SVM (`[[nodiscard]]`)
  */
-template <typename T>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const parameter<T> &params) {
-    switch (params.backend) {
-        case backend_type::automatic: {
-            parameter<T> new_params{ params };
-            new_params.backend = determine_default_backend();
-            return make_csvm(new_params);
-        }
+template <typename T, typename... Args>
+[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, Args&&... args) {
+    switch (backend) {
+        case backend_type::automatic:
+            return make_csvm<T>(determine_default_backend(), target, std::forward<Args>(args)...);
         case backend_type::openmp:
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
-            return std::make_unique<openmp::csvm<T>>(params);
+            return std::make_unique<openmp::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenMP backend available!" };
 #endif
 
         case backend_type::cuda:
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
-            return std::make_unique<cuda::csvm<T>>(params);
+            return std::make_unique<cuda::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No CUDA backend available!" };
 #endif
 
         case backend_type::hip:
 #if defined(PLSSVM_HAS_HIP_BACKEND)
-            return std::make_unique<hip::csvm<T>>(params);
+            return std::make_unique<hip::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No HIP backend available!" };
 #endif
 
         case backend_type::opencl:
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
-            return std::make_unique<opencl::csvm<T>>(params);
+            return std::make_unique<opencl::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenCL backend available!" };
 #endif
@@ -92,13 +90,13 @@ template <typename T>
                     return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(params);
                 case sycl::implementation_type::dpcpp:
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-                    return std::make_unique<dpcpp::csvm<T>>(params);
+                    return std::make_unique<dpcpp::csvm<T>>(target, std::forward<Args>(args)...);
     #else
                     throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
     #endif
                 case sycl::implementation_type::hipsycl:
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-                    return std::make_unique<hipsycl::csvm<T>>(params);
+                    return std::make_unique<hipsycl::csvm<T>>(target, std::forward<Args>(args)...);
     #else
                     throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
     #endif
@@ -110,10 +108,4 @@ template <typename T>
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }
 
-template <typename real_type, typename... Args>
-[[nodiscard]] inline std::unique_ptr<csvm<real_type>> make_csvm2(const backend_type backend, const target_platform target, Args&&... args) {
-    // TODO: implement
-    return std::make_unique<plssvm::openmp::csvm<real_type>>(target, std::forward<Args>(args)...);
-}
-
 }  // namespace plssvm
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 1d9bbc8be..ee968e7a7 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -61,6 +61,9 @@ class model {
     data_set<real_type, label_type> data_{}; // support vectors + labels
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
 
+    // used to speedup prediction in case of the linear kernel function
+    std::shared_ptr<std::vector<real_type>> w_{ nullptr };
+
     real_type rho_{ 0.0 };
 
     size_type num_support_vectors_{ 0 };
@@ -116,10 +119,10 @@ void model<T, U>::save(const std::string &filename) const {
     fmt::ostream out = fmt::output_file(filename);
 
     // save model file header
-    detail::io::write_libsvm_model_header(out, params_, rho_, data_);
+    const std::vector<label_type> label_order = detail::io::write_libsvm_model_header(out, params_, rho_, data_);
 
     // save model file support vectors
-    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.mapped_labels().value().get());
+    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.labels().value().get(), label_order);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index ccd539cc4..39e4f0bce 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -51,9 +51,9 @@ int main(int argc, char *argv[]) {
             // create model
             plssvm::model<real_type, label_type> model{ params.model_filename };
             // create default csvm
-            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu };
+            auto svm = plssvm::make_csvm<real_type>(params.backend, params.target);
             // predict labels
-            const std::vector<label_type> predicted_labels = svm.predict(model, data);
+            const std::vector<label_type> predicted_labels = svm->predict(model, data);
 
             // write prediction file
             {
diff --git a/src/main_train.cpp b/src/main_train.cpp
index c3428b6fa..5cc357d93 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -54,9 +54,9 @@ int main(int argc, char *argv[]) {
             // convert base params to correct type
             auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            plssvm::openmp::csvm<real_type> svm{ plssvm::target_platform::cpu, csvm_params }; // TODO: other backends too
+            auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
             // learn model
-            plssvm::model<real_type, label_type> model = svm.fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
+            plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 4c1aebe48..fffb74cc4 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -29,10 +29,13 @@
 
 namespace plssvm::openmp {
 
-// TODO: target_platform?!?!
 template <typename T>
-csvm<T>::csvm(const target_platform target, parameter<T> params) :
-    ::plssvm::csvm<T>{ std::move(params) } {
+csvm<T>::csvm(const target_platform target, parameter<T> params) : ::plssvm::csvm<T>{ std::move(params) } {
+    this->init(target);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::cpu) {
         throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target) };
@@ -171,52 +174,62 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
 }
 
 template <typename T>
-void csvm<T>::update_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha, const size_type num_data_points, const size_type num_features) {
-    // resize and reset all values to zero
-    w_.resize(num_features);
-    std::fill(w_.begin(), w_.end(), real_type{ 0.0 });
+auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
+    const size_type num_data_points = A.size();
+    const size_type num_features = A.front().size();
+
+    // create w vector and fill with zeros
+    std::vector<real_type> w(num_features, real_type{ 0.0 });
 
     // calculate the w vector
-    #pragma omp parallel for default(none) shared(alpha, A) firstprivate(num_features, num_data_points)
-    for (std::size_t feature_index = 0; feature_index < num_features; ++feature_index) {
+    #pragma omp parallel for default(none) shared(A, alpha, w) firstprivate(num_features, num_data_points)
+    for (size_type feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
         #pragma omp simd reduction(+: temp)
-        for (std::size_t data_index = 0; data_index < num_data_points; ++data_index) {
+        for (size_type data_index = 0; data_index < num_data_points; ++data_index) {
             temp += alpha[data_index] * A[data_index][feature_index];
         }
-        w_[feature_index] = temp;
+        w[feature_index] = temp;
     }
+    return w;
 }
 
 template <typename T>
-auto csvm<T>::predict_values_impl(const std::vector<std::vector<real_type>> &support_vectors,
-                             const std::vector<real_type> &alpha,
-                             const real_type rho,
-                             const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
+                                  const std::vector<std::vector<real_type>> &support_vectors,
+                                  const std::vector<real_type> &alpha,
+                                  const real_type rho,
+                                  std::shared_ptr<std::vector<real_type>> &w,
+                                  const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     auto start_time = std::chrono::steady_clock::now();
 
     std::vector<real_type> out(predict_points.size(), -rho);
-    if (params_.kernel == kernel_type::linear) {
+    if (params.kernel == kernel_type::linear) {
         // use faster methode in case of the linear kernel function
-        if (w_.empty()) {
-            update_w(support_vectors, alpha, support_vectors.size(), support_vectors.front().size());
+        if (w == nullptr) {
+            w = std::make_shared<std::vector<real_type>>(calculate_w(support_vectors, alpha));
         }
     }
 
-    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, out)
+    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
-        if (params_.kernel == kernel_type::linear) {
-            // use faster methode in case of the linear kernel function
-            out[point_index] += transposed{ w_ } * predict_points[point_index];
-        } else {
-            real_type temp{ 0.0 };
-            #pragma omp simd reduction(+: temp)
-            for (std::size_t data_index = 0; data_index < support_vectors.size(); ++data_index) {
-                temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params_);
-            }
-            out[point_index] += temp;
+        switch (params.kernel) {
+            case kernel_type::linear:
+                out[point_index] += transposed{ *w } * predict_points[point_index];
+                break;
+            case kernel_type::polynomial:
+            case kernel_type::rbf:
+                {
+                    real_type temp{ 0.0 };
+                    #pragma omp simd reduction(+: temp)
+                    for (size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
+                        temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params);
+                    }
+                    out[point_index] += temp;
+                }
+                break;
         }
     }
 

From 66c313de8e6a22f0a9e5075576d8c586d102c4ef Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 25 May 2022 22:42:05 +0200
Subject: [PATCH 0098/1010] Further restructuring (WIP).

---
 include/plssvm/backends/OpenMP/csvm.hpp |  47 +++++-----
 include/plssvm/csvm.hpp                 | 118 +++++++++++++++---------
 src/plssvm/backends/OpenMP/csvm.cpp     |  41 +++-----
 3 files changed, 109 insertions(+), 97 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index a779a111f..aac659191 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -17,13 +17,7 @@
 
 #include <vector>  // std::vector
 
-namespace plssvm {
-
-// forward declare parameter class TODO
-//template <typename T>
-//class parameter;
-
-namespace openmp {
+namespace plssvm::openmp {
 
 /**
  * @brief A C-SVM implementation using OpenMP as backend.
@@ -36,8 +30,6 @@ class csvm : public ::plssvm::csvm<T> {
     /// The template base type of the OpenMP C-SVM class.
     using base_type = ::plssvm::csvm<T>;
 
-    using base_type::params_;
-
   public:
     /// The type of the data. Must be either `float` or `double`.
     using typename base_type::real_type;
@@ -56,32 +48,36 @@ class csvm : public ::plssvm::csvm<T> {
         this->init(target);
     }
 
-  protected:
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
-                                                             const std::vector<std::vector<real_type>> &support_vectors,
-                                                             const std::vector<real_type> &alpha,
-                                                             real_type rho,
-                                                             std::shared_ptr<std::vector<real_type>> &w,
-                                                             const std::vector<std::vector<real_type>> &predict_points) override;
-
+  private:
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
     void setup_data_on_device() override {
         // OpenMP device is the CPU -> no special load functions
     }
+    /**
+     * @copydoc plssvm::csvm::clear_data_from_device
+     */
+    void clear_data_from_device() override {
+        // OpenMP device is the CPU -> no special clear functions
+    }
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) override;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) override;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
+    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
+    /**
+     * @copydoc plssvm::csvm::calculate_w
+     */
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
     /**
-     * @copydoc plssvm::csvm::update_w
+     * @copydoc plssvm::csvm::predict_values_impl
      */
-    std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::shared_ptr<std::vector<real_type>> &w, const std::vector<std::vector<real_type>> &predict_points) override;
+
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
@@ -91,14 +87,17 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] data the data
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
+    void run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
 
   private:
+    /**
+     * @brief Initializes the OpenMP backend and performs some sanity checks.
+     * @param[in] target the platform to run on (must be `plssvm::target_platfrom::cpu` for the OpenMP backend).
+     */
     void init(target_platform target);
 };
 
 extern template class csvm<float>;
 extern template class csvm<double>;
 
-}  // namespace openmp
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::openmp
\ No newline at end of file
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 57dbef867..4709008d5 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -91,16 +91,16 @@ class csvm {
     //                                                          predict and score                                                          //
     //*************************************************************************************************************************************//
     template <typename label_type>
-    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
+    [[nodiscard]] std::vector<label_type> predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
     template <typename label_type>
-    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
+    [[nodiscard]] std::vector<real_type> predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
 
     // calculate the accuracy of the model
     template <typename label_type>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model) const;
+    [[nodiscard]] real_type score(model<real_type, label_type> &model);
     // calculate the accuracy of the data_set
     template <typename label_type>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data) const;
+    [[nodiscard]] real_type score(model<real_type, label_type> &model, const data_set<real_type> &data);
 
 
   protected:
@@ -108,36 +108,51 @@ class csvm {
     //                                         pure virtual, must be implemented by all subclasses                                         //
     //*************************************************************************************************************************************//
     /**
-     * @brief Initialize the data on the respective device(s) (e.g. GPUs).
+     * @brief Initialize the data on the respective device(s) (e.g., GPUs).
      */
     virtual void setup_data_on_device() = 0;
+    /**
+     * @brief Free all resources from the respective device(s) (e.g., GPUs).
+     */
+    virtual void clear_data_from_device() = 0;
     /**
      * @brief Generate the vector `q`, a subvector of the least-squares matrix equation.
+     * @param[in] params the C-SVM parameters used in the respective kernel functions
+     * @param[in] data the data used to generate the `q` vector
      * @return the generated `q` vector (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data) = 0;
+    [[nodiscard]] virtual std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
      * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
      * \image html cg.png
+     * @param[in] params the C-SVM parameters used in the respective kernel functions
+     * @param[in] A the matrix of the equation \f$Ax = b\f$
      * @param[in] b the right-hand side of the equation \f$Ax = b\f$
-     * @param[in] imax the maximum number of CG iterations
-     * @param[in] eps error tolerance
      * @param[in] q subvector of the least-squares matrix equation
-     * @return the alpha values
+     * @param[in] QA_cost the bottom right matrix entry multiplied by the cost parameter
+     * @param[in] eps error tolerance
+     * @param[in] max_iter the maximum number of CG iterations
+     * @return the alpha values (`[[nodiscard]]`)
      */
-    virtual std::vector<real_type> conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
+    [[nodiscard]] virtual std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
     /**
-     * @brief Updates the normal vector #w_, used to speed-up the prediction in case of the linear kernel function, to the current data and alpha values.
+     * @brief Calculate the normal vector w to the current data and alpha values, used to speed-up the prediction in case of the linear kernel function.
+     * @param[in] A the data set used for calculating the normal vector
+     * @param[in] alpha the alpha values
+     * @return the w vector (`[[nodiscard]]`)
      */
     virtual std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
-     * @param[in] points the data points to predict
+     * @param[in] params the C-SVM parameters used in the respective kernel functions
+     * @param[in] support_vectors the previously learned support vectors
+     * @param[in] alpha the alpha values associated with the support vectors
+     * @param[in] rho the rho value determined after training the model
+     * @param[in] w the normal vector to speedup prediction in case of the linear kernel function, `nullptr` in case of the polynomial or rbf kernel
+     * @param[in] predict_points the points to predict
      * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with negative values for each prediction for a data point with the negative class and positive values otherwise (`[[nodiscard]]`)
      */
-//    [[nodiscard]] virtual std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) = 0;
-    // TODO: API: sizes?!?
     [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
                                                                      const std::vector<std::vector<real_type>> &support_vectors,
                                                                      const std::vector<real_type> &alpha,
@@ -145,14 +160,10 @@ class csvm {
                                                                      std::shared_ptr<std::vector<real_type>> &w,
                                                                      const std::vector<std::vector<real_type>> &predict_points) = 0;
 
-
-    //*************************************************************************************************************************************//
-    //                                              parameter initialized by the constructor                                               //
-    //*************************************************************************************************************************************//
-//  private: // TODO: private
-    parameter<real_type> params_{};
-
   private:
+    /**
+     * @brief Perform some sanity checks on the passed C-SVM parameters.
+     */
     void sanity_check_parameter() {
         // kernel: valid kernel function
         if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
@@ -166,6 +177,8 @@ class csvm {
         // coef0: all allowed
         // cost: all allowed
     }
+
+    parameter<real_type> params_{};
 };
 
 
@@ -298,31 +311,22 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     // create model
     model<real_type, label_type> csvm_model{ params, data };
 
+    std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
     // move data to the device(s)
     this->setup_data_on_device();
 
-    std::chrono::time_point start_time = std::chrono::steady_clock::now();
+    // create q vector
+    const std::vector<real_type> q = generate_q(params, data.data());
 
-    real_type QA_cost{};
-    std::vector<real_type> q{};
+    // calculate QA_costs
+    const real_type QA_cost = kernel_function(data.data().back(), data.data().back(), params) + real_type{ 1.0 } / params.cost;
+
+    // update b
     std::vector<real_type> b = data.mapped_labels().value().get();
     const real_type b_back_value = b.back();
-    #pragma omp parallel sections default(none) shared(q, data, b, b_back_value, QA_cost, params_)
-    {
-        #pragma omp section
-        {
-            q = generate_q(data.data());
-        }
-        #pragma omp section
-        {
-            b.pop_back();
-            b -= b_back_value;
-        }
-        #pragma omp section
-        {
-            QA_cost = kernel_function(data.data().back(), data.data().back(), params_) + real_type{ 1.0 } / params_.cost;
-        }
-    }
+    b.pop_back();
+    b -= b_back_value;
 
     std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
@@ -333,14 +337,18 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // solve the minimization problem
     std::vector<real_type>& alpha = *csvm_model.alpha_ptr_;
-    alpha = conjugate_gradient(data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
+    alpha = conjugate_gradient(params, data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
     csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
     alpha.push_back(-sum(alpha));
 
+    // free resources from device
+    this->clear_data_from_device();
+
     end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
+
     return csvm_model;
 }
 
@@ -349,7 +357,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
  *                              predict and score                             *
  ******************************************************************************/
 template <typename T> template <typename label_type>
-auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<label_type> {
+auto csvm<T>::predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -367,22 +375,40 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<real_type> {
+auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
 
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // move data to the device(s)
+    this->setup_data_on_device();
+
+    // use faster methode in case of the linear kernel function
+    if (model.params_.kernel == kernel_type::linear && model.w_ == nullptr) {
+        model.w_ = std::make_shared<std::vector<real_type>>(calculate_w(model.data_.data(), *model.alpha_ptr_));
+    }
+    const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, model.w_, data.data());
+
+    // free resources from device
+    this->clear_data_from_device();
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Predicted {} data points in {}.\n", data.num_data_points(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
     // forward implementation to derived classes
-    return predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, data.data(), model.w_);
+    return predicted_values;
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model) const -> real_type {
+auto csvm<T>::score(model<real_type, label_type> &model) -> real_type {
     return this->score(model, model.data_);
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) const -> real_type {
+auto csvm<T>::score(model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
     if (!data.has_labels()) {
         throw exception{ "the data set to score must have labels set!" };
     } else if (model.num_features() != data.num_features()) {
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index fffb74cc4..108cf7e43 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -51,39 +51,39 @@ void csvm<T>::init(const target_platform target) {
 }
 
 template <typename T>
-auto csvm<T>::generate_q(const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
+auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
     std::vector<real_type> q(data.size() - 1);
-    switch (params_.kernel) {
+    switch (params.kernel) {
         case kernel_type::linear:
             device_kernel_q_linear(q, data);
             break;
         case kernel_type::polynomial:
-            device_kernel_q_poly(q, data, params_.degree, params_.gamma, params_.coef0);
+            device_kernel_q_poly(q, data, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            device_kernel_q_radial(q, data, params_.gamma);
+            device_kernel_q_radial(q, data, params.gamma);
             break;
     }
     return q;
 }
 
 template <typename T>
-void csvm<T>::run_device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
-    switch (params_.kernel) {
+void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params_.cost, add);
+            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
             break;
         case kernel_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.degree, params_.gamma, params_.coef0);
+            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params_.cost, add, params_.gamma);
+            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma);
             break;
     }
 }
 
 template <typename T>
-auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
+auto csvm<T>::conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> alpha(b.size(), 1.0);
@@ -95,7 +95,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
     std::vector<real_type> r(b);
 
     // r = A + alpha_ (r = b - Ax)
-    run_device_kernel(q, r, alpha, A, QA_cost, -1);
+    run_device_kernel(params, q, r, alpha, A, QA_cost, -1);
 
     // delta = r.T * r
     real_type delta = transposed{ r } * r;
@@ -123,7 +123,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
 
         // Ad = A * d (q = A * d)
         std::fill(Ad.begin(), Ad.end(), real_type{ 0.0 });
-        run_device_kernel(q, Ad, d, A, QA_cost, 1);
+        run_device_kernel(params, q, Ad, d, A, QA_cost, 1);
 
         // (alpha = delta_new / (d^T * q))
         const real_type alpha_cd = delta / (transposed{ d } * Ad);
@@ -136,7 +136,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
             // r = b
             r = b;
             // r -= A * x
-            run_device_kernel(q, r, alpha, A, QA_cost, -1);
+            run_device_kernel(params, q, r, alpha, A, QA_cost, -1);
         } else {
             // r -= alpha_cd * Ad (r = r - alpha * q)
             r -= alpha_cd * Ad;
@@ -173,6 +173,7 @@ auto csvm<T>::conjugate_gradient(const std::vector<std::vector<real_type>> &A, c
     return alpha;
 }
 
+
 template <typename T>
 auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
     const size_type num_data_points = A.size();
@@ -203,15 +204,7 @@ auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
                                   const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
-    auto start_time = std::chrono::steady_clock::now();
-
     std::vector<real_type> out(predict_points.size(), -rho);
-    if (params.kernel == kernel_type::linear) {
-        // use faster methode in case of the linear kernel function
-        if (w == nullptr) {
-            w = std::make_shared<std::vector<real_type>>(calculate_w(support_vectors, alpha));
-        }
-    }
 
     #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
@@ -232,12 +225,6 @@ auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
                 break;
         }
     }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Predicted {} data points in {}.\n", predict_points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-
     return out;
 }
 

From af97990eb1a7f903bc97bcc70c20fbba60ca843a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 26 May 2022 15:16:32 +0200
Subject: [PATCH 0099/1010] Made the model parameter const again.

---
 include/plssvm/backends/OpenMP/csvm.hpp |  2 +-
 include/plssvm/csvm.hpp                 | 24 ++++++++++++------------
 include/plssvm/model.hpp                |  2 +-
 src/plssvm/backends/OpenMP/csvm.cpp     | 10 +++-------
 4 files changed, 17 insertions(+), 21 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index aac659191..c6063782e 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -76,7 +76,7 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::predict_values_impl
      */
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::shared_ptr<std::vector<real_type>> &w, const std::vector<std::vector<real_type>> &predict_points) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) override;
 
 
     /**
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 4709008d5..51fb7ace1 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -91,16 +91,16 @@ class csvm {
     //                                                          predict and score                                                          //
     //*************************************************************************************************************************************//
     template <typename label_type>
-    [[nodiscard]] std::vector<label_type> predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
     template <typename label_type>
-    [[nodiscard]] std::vector<real_type> predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
 
     // calculate the accuracy of the model
     template <typename label_type>
-    [[nodiscard]] real_type score(model<real_type, label_type> &model);
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model);
     // calculate the accuracy of the data_set
     template <typename label_type>
-    [[nodiscard]] real_type score(model<real_type, label_type> &model, const data_set<real_type> &data);
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
 
 
   protected:
@@ -157,7 +157,7 @@ class csvm {
                                                                      const std::vector<std::vector<real_type>> &support_vectors,
                                                                      const std::vector<real_type> &alpha,
                                                                      real_type rho,
-                                                                     std::shared_ptr<std::vector<real_type>> &w,
+                                                                     const std::vector<real_type> &w,
                                                                      const std::vector<std::vector<real_type>> &predict_points) = 0;
 
   private:
@@ -357,7 +357,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
  *                              predict and score                             *
  ******************************************************************************/
 template <typename T> template <typename label_type>
-auto csvm<T>::predict(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
+auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -375,7 +375,7 @@ auto csvm<T>::predict(model<real_type, label_type> &model, const data_set<real_t
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
+auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
@@ -386,10 +386,10 @@ auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set
     this->setup_data_on_device();
 
     // use faster methode in case of the linear kernel function
-    if (model.params_.kernel == kernel_type::linear && model.w_ == nullptr) {
-        model.w_ = std::make_shared<std::vector<real_type>>(calculate_w(model.data_.data(), *model.alpha_ptr_));
+    if (model.params_.kernel == kernel_type::linear && model.w_->empty()) {
+        *model.w_ = calculate_w(model.data_.data(), *model.alpha_ptr_);
     }
-    const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, model.w_, data.data());
+    const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
     // free resources from device
     this->clear_data_from_device();
@@ -403,12 +403,12 @@ auto csvm<T>::predict_values(model<real_type, label_type> &model, const data_set
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(model<real_type, label_type> &model) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model) -> real_type {
     return this->score(model, model.data_);
 }
 
 template <typename T> template <typename label_type>
-auto csvm<T>::score(model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
     if (!data.has_labels()) {
         throw exception{ "the data set to score must have labels set!" };
     } else if (model.num_features() != data.num_features()) {
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index ee968e7a7..169c251c3 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -62,7 +62,7 @@ class model {
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
 
     // used to speedup prediction in case of the linear kernel function
-    std::shared_ptr<std::vector<real_type>> w_{ nullptr };
+    std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };
 
     real_type rho_{ 0.0 };
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 108cf7e43..ebd4c1c35 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -196,12 +196,8 @@ auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const st
 }
 
 template <typename T>
-auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
-                                  const std::vector<std::vector<real_type>> &support_vectors,
-                                  const std::vector<real_type> &alpha,
-                                  const real_type rho,
-                                  std::shared_ptr<std::vector<real_type>> &w,
-                                  const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+auto csvm<T>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
+                                  const real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
@@ -210,7 +206,7 @@ auto csvm<T>::predict_values_impl(const parameter<real_type> &params,
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
         switch (params.kernel) {
             case kernel_type::linear:
-                out[point_index] += transposed{ *w } * predict_points[point_index];
+                out[point_index] += transposed{ w } * predict_points[point_index];
                 break;
             case kernel_type::polynomial:
             case kernel_type::rbf:

From d906b010deda44e75e0b59d3fcdae372b9f7d87a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 26 May 2022 15:18:38 +0200
Subject: [PATCH 0100/1010] Made the model parameter const again.

---
 include/plssvm/model.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 169c251c3..a321f3230 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -61,7 +61,7 @@ class model {
     data_set<real_type, label_type> data_{}; // support vectors + labels
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
 
-    // used to speedup prediction in case of the linear kernel function
+    // used to speedup prediction in case of the linear kernel function, must be initialized to empty vector instead of nullptr
     std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };
 
     real_type rho_{ 0.0 };

From a88c75da9d7f280b81c94165ad7ebb98d3086f47 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 26 May 2022 18:14:43 +0200
Subject: [PATCH 0101/1010] Restructure gpu_csvm as well as OpenCL csvm.

---
 include/plssvm/backends/OpenCL/csvm.hpp |  46 +++--
 include/plssvm/backends/OpenMP/csvm.hpp |   4 +-
 include/plssvm/backends/gpu_csvm.hpp    |  86 ++++-----
 include/plssvm/csvm.hpp                 |   6 +-
 include/plssvm/detail/layout.hpp        |  10 +-
 src/plssvm/backends/OpenCL/csvm.cpp     |  72 +++----
 src/plssvm/backends/OpenMP/csvm.cpp     |   2 +-
 src/plssvm/backends/gpu_csvm.cpp        | 241 +++++++++++-------------
 8 files changed, 236 insertions(+), 231 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index 149bfaf0e..d14ca1962 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -11,6 +11,9 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"
+#include "plssvm/target_platforms.hpp"
+#include "plssvm/parameter.hpp"
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
@@ -22,8 +25,8 @@
 namespace plssvm {
 
 // forward declare parameter class
-template <typename T>
-class parameter;
+//template <typename T>
+//class parameter;
 
 namespace detail {
 
@@ -45,16 +48,16 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /// The template base type of the OpenCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::device_ptr<T>, ::plssvm::opencl::detail::command_queue>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
+//    using base_type::coef0_;
+//    using base_type::cost_;
+//    using base_type::degree_;
+//    using base_type::gamma_;
+//    using base_type::kernel_;
+//    using base_type::num_data_points_;
+//    using base_type::num_features_;
+//    using base_type::print_info_;
+//    using base_type::QA_cost_;
+//    using base_type::target_;
 
     using base_type::data_d_;
     using base_type::data_last_d_;
@@ -64,6 +67,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -74,7 +78,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
      * @throws plssvm::opencl::backend_exception if the requested plssvm::target_platform isn't available
      * @throws plssvm::opencl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target, kernel);
+    }
 
     /**
      * @brief Wait for all operations on all devices to finish.
@@ -91,22 +100,25 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) final;
 
     /// The available OpenCL contexts for the current target platform with the associated devices.
     std::vector<detail::context> contexts_{};
+
+  private:
+    void init(target_platform target, kernel_type kernel);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index c6063782e..1866add6b 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -42,7 +42,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    explicit csvm(target_platform target, parameter<T> params = {});
+    explicit csvm(target_platform target, parameter<real_type> params = {});
     template <typename... Args>
     csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
@@ -52,7 +52,7 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    void setup_data_on_device() override {
+    void setup_data_on_device([[maybe_unused]] const std::vector<std::vector<real_type>> &data) override {
         // OpenMP device is the CPU -> no special load functions
     }
     /**
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 4a81d8564..b75e3f639 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -18,9 +18,9 @@
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
+//// forward declare parameter class
+//template <typename T>
+//class parameter;
 
 namespace detail {
 
@@ -40,28 +40,26 @@ class gpu_csvm : public csvm<T> {
     /// The template base type of the C-SVM class.
     using base_type = ::plssvm::csvm<T>;
 
-    using base_type::alpha_ptr_;
-    using base_type::bias_;
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::data_ptr_;
-    using base_type::degree_;
-    using base_type::epsilon_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-    using base_type::value_ptr_;
-    using base_type::w_;
+//    using base_type::alpha_ptr_;
+//    using base_type::bias_;
+//    using base_type::coef0_;
+//    using base_type::cost_;
+//    using base_type::data_ptr_;
+//    using base_type::degree_;
+//    using base_type::epsilon_;
+//    using base_type::gamma_;
+//    using base_type::kernel_;
+//    using base_type::num_data_points_;
+//    using base_type::num_features_;
+//    using base_type::print_info_;
+//    using base_type::QA_cost_;
+//    using base_type::target_;
+//    using base_type::value_ptr_;
+//    using base_type::w_;
 
   public:
-    // Be able to use overloaded base class functions.
-    using base_type::predict;
-
     using typename base_type::real_type;
+    using typename base_type::size_type;
     /// The type of the device pointer (dependent on the used backend).
     using device_ptr_type = device_ptr_t;
     /// The type of the device queue (dependent on the used backend).
@@ -72,38 +70,36 @@ class gpu_csvm : public csvm<T> {
      * @param[in] params struct encapsulating all possible parameters
      * @throws plssvm::csvm::csvm() exceptions
      */
-    explicit gpu_csvm(const parameter<T> &params);
+    explicit gpu_csvm(parameter<real_type> params = {});
+    template <typename... Args>
+    explicit gpu_csvm(kernel_type kernel, Args&&... args) : base_type{ kernel, std::forward<Args>(args)... } { }
 
     /**
      * @brief Virtual destructor to enable safe inheritance.
      */
     virtual ~gpu_csvm() = default;
 
-    //*************************************************************************************************************************************//
-    //                                                functions inherited from plssvm::csvm                                                //
-    //*************************************************************************************************************************************//
-    /**
-     * @copydoc plssvm::csvm::predict(const std::vector<std::vector<real_type>>&)
-     */
-    [[nodiscard]] std::vector<real_type> predict(const std::vector<std::vector<real_type>> &points) final;
-
   protected:
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    void setup_data_on_device() final;
+    void setup_data_on_device(const std::vector<std::vector<real_type>> &data) final;
+    void clear_data_from_device() final;
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q() final;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) final;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    std::vector<real_type> solver_CG(const std::vector<real_type> &b, std::size_t imax, real_type eps, const std::vector<real_type> &q) final;
+    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) final;
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    void update_w() final;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) final;
+
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) final;
+
 
     /**
      * @brief Run the SVM kernel on the GPU denoted by the @p device ID.
@@ -113,7 +109,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(std::size_t device, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add);
+    void run_device_kernel(std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add);
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
@@ -136,7 +132,7 @@ class gpu_csvm : public csvm<T> {
      * @param[out] q_d the `q` vector to fill
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) = 0;
+    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) = 0;
     /**
      * @brief Run the main GPU kernel used in the CG algorithm.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -147,7 +143,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      * @param[in] num_features number of features used for the calculation in the @p device
      */
-    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) = 0;
+    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) the calculate the `w` vector used to speed up the prediction when using the linear kernel function.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -156,7 +152,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] alpha_d the previously calculated weight for each data point
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) = 0;
+    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) to predict the new data points @p point_d.
      * @param[in] range the execution range used to launch the kernel
@@ -165,21 +161,21 @@ class gpu_csvm : public csvm<T> {
      * @param[in] point_d the data points to predict
      * @param[in] num_predict_points the number of data points to predict
      */
-    virtual void run_predict_kernel(const detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) = 0;
+    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) = 0;
 
     //*************************************************************************************************************************************//
     //                                             internal variables specific to GPU backends                                             //
     //*************************************************************************************************************************************//
     /// The number of data points excluding the last data point.
-    std::size_t dept_{};
+    size_type dept_{};
     /// The boundary size used to remove boundary condition checks inside the kernels.
-    std::size_t boundary_size_{};
+    size_type boundary_size_{};
     /// The number of rows to calculate including the boundary values.
-    std::size_t num_rows_{};
+    size_type num_rows_{};
     /// The number of columns in the data matrix (= the number of features per data point).
-    std::size_t num_cols_{};
+    size_type num_cols_{};
     /// The feature range per GPU. The GPU with the ID `i` uses the features: `[feature_ranges_[i], feature_ranges_[i + 1])`.
-    std::vector<std::size_t> feature_ranges_;
+    std::vector<size_type> feature_ranges_;
 
     /// The available/used backend devices.
     std::vector<queue_type> devices_{};
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 51fb7ace1..db27fe08b 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -110,7 +110,7 @@ class csvm {
     /**
      * @brief Initialize the data on the respective device(s) (e.g., GPUs).
      */
-    virtual void setup_data_on_device() = 0;
+    virtual void setup_data_on_device(const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Free all resources from the respective device(s) (e.g., GPUs).
      */
@@ -314,7 +314,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // move data to the device(s)
-    this->setup_data_on_device();
+    this->setup_data_on_device(data.data());
 
     // create q vector
     const std::vector<real_type> q = generate_q(params, data.data());
@@ -383,7 +383,7 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // move data to the device(s)
-    this->setup_data_on_device();
+    this->setup_data_on_device(model.data_.data());
 
     // use faster methode in case of the linear kernel function
     if (model.params_.kernel == kernel_type::linear && model.w_->empty()) {
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 09bfe574a..75f22006e 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -79,17 +79,23 @@ template <typename real_type>
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
+    std::vector<real_type> ret;
+
     switch (layout) {
         case layout_type::aos:
-            return transform_to_aos_layout(matrix, boundary_size, num_points, num_features);
+            ret = transform_to_aos_layout(matrix, boundary_size, num_points, num_features);
+            break;
         case layout_type::soa:
-            return transform_to_soa_layout(matrix, boundary_size, num_points, num_features);
+            ret = transform_to_soa_layout(matrix, boundary_size, num_points, num_features);
+            break;
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Transformed dataset from 2D to 1D {} in {}.\n", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
+
+    return ret;
 }
 
 }
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 190b5a1df..c23ba04e4 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -38,37 +38,41 @@
 namespace plssvm::opencl {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(const target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target, params.kernel);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target, const kernel_type kernel) {
     // check whether the requested target platform has been enabled
-    switch (target_) {
+    switch (target) {
         case target_platform::automatic:
             break;
         case target_platform::cpu:
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_nvidia:
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_amd:
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_intel:
 #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
     }
 
     // get all available OpenCL contexts for the current target including devices with respect to the requested target platform
     target_platform used_target;
-    std::tie(contexts_, used_target) = detail::get_contexts(target_);
+    std::tie(contexts_, used_target) = detail::get_contexts(target);
 
     // currently, only a single context is allowed
     if (contexts_.size() != 1) {
@@ -77,13 +81,13 @@ csvm<T>::csvm(const parameter<T> &params) :
 
     // throw exception if no devices for the requested target could be found
     if (contexts_[0].devices.empty()) {
-        throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target_) };
+        throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
 
     // print OpenCL info
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Using OpenCL as backend.\n");
-        if (target_ == target_platform::automatic) {
+        if (target == target_platform::automatic) {
             fmt::print("Using {} as automatic target platform.\n", used_target);
         }
         fmt::print("\n");
@@ -93,21 +97,21 @@ csvm<T>::csvm(const parameter<T> &params) :
     auto jit_start_time = std::chrono::steady_clock::now();
 
     // get kernel names
-    const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel_);
+    const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
     // the kernel order in the respective command_queue is the same as the other of the provided kernel names
     // i.e.: kernels[0] -> q_kernel, kernels[1] -> svm_kernel, kernels[2] -> w_kernel/predict_kernel
-    devices_ = detail::create_command_queues<real_type>(contexts_, used_target, kernel_names, print_info_);
+    devices_ = detail::create_command_queues<real_type>(contexts_, used_target, kernel_names, verbose);
 
     auto jit_end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
+    if (verbose) {
         fmt::print("OpenCL kernel JIT compilation done in {}.\n\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time));
     }
 
-    // if less features than devices are provided, use only nim_features_ devices
-    devices_.resize(std::min(devices_.size(), num_features_));
+    // if less features than devices are provided, use only num_features_ devices
+//    devices_.resize(std::min(devices_.size(), num_features_)); // TODO:
 
     // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
+    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
         devices_.resize(1);
     }
 
@@ -115,7 +119,7 @@ csvm<T>::csvm(const parameter<T> &params) :
     data_d_.resize(devices_.size());
     data_last_d_.resize(devices_.size());
 
-    if (print_info_) {
+    if (verbose) {
         // print found OpenCL devices
         fmt::print("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -131,7 +135,7 @@ csvm<T>::csvm(const parameter<T> &params) :
                   "The q_kernel device kernel is missing!");
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::svm_kernel) == 1; }),
                   "The q_kernel device kernel is missing!");
-    if (kernel_ == kernel_type::linear) {
+    if (kernel == kernel_type::linear) {
         PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::w_kernel) == 1; }),
                       "The w_kernel device kernel is missing!");
     } else {
@@ -168,62 +172,62 @@ std::pair<std::vector<std::size_t>, std::vector<std::size_t>> execution_range_to
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), degree_, gamma_, coef0_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), gamma_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, degree_, gamma_, coef0_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, gamma_);
+            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_data_points, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::w_kernel], grid, block, w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points_), static_cast<kernel_index_type>(num_features));
+    detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::w_kernel], grid, block, w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points_), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features_), degree_, gamma_, coef0_);
+            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points_), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features_), gamma_);
+            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index ebd4c1c35..790095d28 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -30,7 +30,7 @@
 namespace plssvm::openmp {
 
 template <typename T>
-csvm<T>::csvm(const target_platform target, parameter<T> params) : ::plssvm::csvm<T>{ std::move(params) } {
+csvm<T>::csvm(const target_platform target, parameter<real_type> params) : ::plssvm::csvm<T>{ std::move(params) } {
     this->init(target);
 }
 
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index d3ee85156..9a9d5b11e 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -7,6 +7,8 @@
 #include "plssvm/exceptions/exceptions.hpp"   // plssvm::exception
 #include "plssvm/parameter.hpp"               // plssvm::parameter
 
+#include "plssvm/detail/layout.hpp"
+
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
     // used for explicitly instantiating the CUDA backend
     #include "plssvm/backends/CUDA/detail/device_ptr.cuh"
@@ -33,7 +35,6 @@
 #endif
 #endif
 
-#include "fmt/chrono.h"  // directly print std::chrono literals with fmt
 #include "fmt/core.h"    // fmt::print
 
 #include <algorithm>  // std::all_of, std::min, std::max
@@ -45,119 +46,52 @@
 namespace plssvm::detail {
 
 template <typename T, typename device_ptr_t, typename queue_t>
-gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(const parameter<T> &params) :
-    base_type{ params } {}
+gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(parameter<real_type> params) :
+    base_type{ std::move(params) } {}
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::predict(const std::vector<std::vector<real_type>> &points) -> std::vector<real_type> {
-    using namespace plssvm::operators;
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return empty vector if there are no points to predict
-    if (points.empty()) {
-        return std::vector<real_type>{};
-    }
-
-    // sanity checks
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    } else if (alpha_ptr_ == nullptr) {
-        throw exception{ "No alphas provided for prediction!" };
-    }
-
-    PLSSVM_ASSERT(data_ptr_->size() == alpha_ptr_->size(), "Sizes mismatch!: {} != {}", data_ptr_->size(), alpha_ptr_->size());  // exception in constructor
-
-    // check if data already resides on the first device
-    if (data_d_[0].empty()) {
-        setup_data_on_device();
-    }
-
-    auto start_time = std::chrono::steady_clock::now();
-
-    std::vector<real_type> out(points.size());
-
-    if (kernel_ == kernel_type::linear) {
-        // use faster methode in case of the linear kernel function
-        if (w_.empty()) {
-            update_w();
-        }
-        #pragma omp parallel for
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < points.size(); ++i) {
-            out[i] = transposed<real_type>{ w_ } * points[i] + bias_;
-        }
-    } else {
-        // create result vector on the device
-        device_ptr_type out_d{ points.size() + boundary_size_, devices_[0] };
-        out_d.memset(0);
+void gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data) {
+    const size_type num_data_points = data.size();
+    const size_type num_features = data.front().size();
 
-        // transform prediction data
-        const std::vector<real_type> transformed_data = base_type::transform_data(points, boundary_size_, points.size());
-        device_ptr_type point_d{ points[0].size() * (points.size() + boundary_size_), devices_[0] };
-        point_d.memset(0);
-        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
-
-        // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_data_points_ + THREAD_BLOCK_SIZE, devices_[0] };
-        alpha_d.memset(0);
-        alpha_d.memcpy_to_device(*alpha_ptr_.get(), 0, num_data_points_);
-
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points_) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
-                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(points.size()) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points_), std::min<std::size_t>(THREAD_BLOCK_SIZE, points.size()) });
-
-        // perform prediction on the first device
-        run_predict_kernel(range, out_d, alpha_d, point_d, points.size());
-
-        out_d.memcpy_to_host(out, 0, points.size());
-
-        // add bias_ to all predictions
-        out += bias_;
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Predicted {} data points in {}.\n", points.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-
-    return out;
-}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device() {
     // set values of member variables
-    dept_ = num_data_points_ - 1;
-    boundary_size_ = static_cast<std::size_t>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
+    dept_ = num_data_points - 1;
+    boundary_size_ = static_cast<size_type>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
     num_rows_ = dept_ + boundary_size_;
-    num_cols_ = num_features_;
+    num_cols_ = num_features;
     feature_ranges_.reserve(devices_.size() + 1);
     for (typename std::vector<queue_type>::size_type device = 0; device <= devices_.size(); ++device) {
         feature_ranges_.push_back(device * num_cols_ / devices_.size());
     }
 
-    // transform 2D to 1D data
-    const std::vector<real_type> transformed_data = base_type::transform_data(*data_ptr_, boundary_size_, dept_);
+    // transform 2D to 1D SoA data
+    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size_, dept_);
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, data_last_d_, data_d_, data, transformed_data) firstprivate(dept_, boundary_size_, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        const std::size_t num_features = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
 
         // initialize data_last on device
-        data_last_d_[device] = device_ptr_type{ num_features + boundary_size_, devices_[device] };
+        data_last_d_[device] = device_ptr_type{ num_features_in_range + boundary_size_, devices_[device] };
         data_last_d_[device].memset(0);
-        data_last_d_[device].memcpy_to_device(data_ptr_->back().data() + feature_ranges_[device], 0, num_features);
+        data_last_d_[device].memcpy_to_device(data.back().data() + feature_ranges_[device], 0, num_features_in_range);
 
-        const std::size_t device_data_size = num_features * (dept_ + boundary_size_);
+        const size_type device_data_size = num_features_in_range * (dept_ + boundary_size_);
         data_d_[device] = device_ptr_type{ device_data_size, devices_[device] };
         data_d_[device].memcpy_to_device(transformed_data.data() + feature_ranges_[device] * (dept_ + boundary_size_), 0, device_data_size);
     }
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type> {
+void gpu_csvm<T, device_ptr_t, queue_t>::clear_data_from_device() {
+    // TODO: ok?
+    data_last_d_.clear();
+    data_d_.clear();
+    devices_.clear();
+}
+
+template <typename T, typename device_ptr_t, typename queue_t>
+auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
     PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
@@ -165,7 +99,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type>
 
     std::vector<device_ptr_type> q_d(devices_.size());
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(q_d, devices_, params) firstprivate(dept_, boundary_size_, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
         q_d[device].memset(0);
@@ -174,7 +108,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type>
         const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
                                             { std::min<std::size_t>(THREAD_BLOCK_SIZE, dept_) });
 
-        run_q_kernel(device, range, q_d[device], feature_ranges_[device + 1] - feature_ranges_[device]);
+        run_q_kernel(device, range, params, q_d[device], feature_ranges_[device + 1] - feature_ranges_[device]);
     }
 
     std::vector<real_type> q(dept_);
@@ -183,7 +117,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q() -> std::vector<real_type>
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type> &b, const std::size_t imax, const real_type eps, const std::vector<real_type> &q) -> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
@@ -195,7 +129,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
     std::vector<real_type> r(dept_, 0.0);
     std::vector<device_ptr_type> r_d(devices_.size());
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept_, boundary_size_)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         x_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
         x_d[device].memset(0);
@@ -207,14 +141,14 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
     r_d[0].memcpy_to_device(b, 0, dept_);
 
     std::vector<device_ptr_type> q_d(devices_.size());
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, params) firstprivate(dept_, boundary_size_, QA_cost)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
         q_d[device].memset(0);
         q_d[device].memcpy_to_device(q, 0, dept_);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, q_d[device], r_d[device], x_d[device], -1);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
     }
     device_reduction(r_d, r);
 
@@ -241,19 +175,19 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
     };
 
     std::size_t run = 0;
-    for (; run < imax; ++run) {
-        if (print_info_) {
-            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, imax, delta, eps * eps * delta0);
+    for (; run < max_iter; ++run) {
+        if (verbose) {
+            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         }
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, params) firstprivate(dept_, QA_cost)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             Ad_d[device].memset(0);
             r_d[device].memset(0, dept_);
 
-            run_device_kernel(device, q_d[device], Ad_d[device], r_d[device], 1);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], QA_cost, 1);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -264,13 +198,13 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         // (x = x + alpha * d)
         x += alpha_cd * d;
 
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept_)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             x_d[device].memcpy_to_device(x, 0, dept_);
         }
 
         if (run % 50 == 49) {
-            #pragma omp parallel for
+            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, params) firstprivate(QA_cost, dept_)
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
                     // r = b
@@ -279,9 +213,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
                     // set r to 0
                     r_d[device].memset(0);
                 }
-
                 // r -= A * x
-                run_device_kernel(device, q_d[device], r_d[device], x_d[device], -1);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
             }
 
             device_reduction(r_d, r);
@@ -295,7 +228,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (print_info_) {
+            if (verbose) {
                 output_iteration_duration();
             }
             break;
@@ -307,54 +240,108 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solver_CG(const std::vector<real_type>
         d = beta * d + r;
 
         // r_d = d
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept_)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             r_d[device].memcpy_to_device(d, 0, dept_);
         }
 
-        if (print_info_) {
+        if (verbose) {
             output_iteration_duration();
         }
     }
-    if (print_info_) {
+    if (verbose) {
         fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                   std::min(run + 1, imax),
+                   std::min(run + 1, max_iter),
                    delta,
                    eps * eps * delta0,
-                   average_iteration_time / std::min(run + 1, imax));
+                   average_iteration_time / std::min(run + 1, max_iter));
     }
 
     return std::vector<real_type>(x.begin(), x.begin() + dept_);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::update_w() {
-    w_.resize(num_features_);
-    #pragma omp parallel for
+auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
+    const size_type num_data_points = A.size();
+    const size_type num_features = A.front().size();
+
+    // create w vector and fill with zeros
+    std::vector<real_type> w(num_features, real_type{ 0.0 });
+
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, alpha, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         // feature splitting on multiple devices
-        const std::size_t num_features = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
 
         // create the w vector on the device
-        device_ptr_type w_d = device_ptr_type{ num_features, devices_[device] };
+        device_ptr_type w_d = device_ptr_type{ num_features_in_range, devices_[device] };
         // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_data_points_ + THREAD_BLOCK_SIZE, devices_[device] };
-        alpha_d.memcpy_to_device(*alpha_ptr_.get(), 0, num_data_points_);
+        device_ptr_type alpha_d{ num_data_points + THREAD_BLOCK_SIZE, devices_[device] };
+        alpha_d.memcpy_to_device(alpha.data(), 0, num_data_points);
 
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features) });
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
 
         // calculate the w vector on the device
-        run_w_kernel(device, range, w_d, alpha_d, num_features);
+        run_w_kernel(device, range, w_d, alpha_d, num_data_points, num_features_in_range);
         device_synchronize(devices_[device]);
 
         // copy back to host memory
-        w_d.memcpy_to_host(w_.data() + feature_ranges_[device], 0, num_features);
+        w_d.memcpy_to_host(w.data() + feature_ranges_[device], 0, num_features_in_range);
+    }
+    return w;
+}
+
+template <typename T, typename device_ptr_t, typename queue_t>
+auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+    using namespace plssvm::operators;
+
+    const size_type num_support_vectors = support_vectors.size();
+    const size_type num_predict_points = predict_points.size();
+    const size_type num_features = predict_points.front().size();
+
+    std::vector<real_type> out(predict_points.size());
+
+    if (params.kernel == kernel_type::linear) {
+        // use faster methode in case of the linear kernel function
+        #pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < num_predict_points; ++i) {
+            out[i] = transposed<real_type>{ w } * predict_points[i] + -rho;
+        }
+    } else {
+        // create result vector on the device
+        device_ptr_type out_d{ num_predict_points + boundary_size_, devices_[0] };
+        out_d.memset(0);
+
+        // transform prediction data
+        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size_, predict_points.size());
+        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size_), devices_[0] };
+        point_d.memset(0);
+        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
+
+        // create the weight vector on the device and copy data
+        device_ptr_type alpha_d{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[0] };
+        alpha_d.memset(0);
+        alpha_d.memcpy_to_device(alpha, 0, num_support_vectors);
+
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
+                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
+
+        // perform prediction on the first device
+        run_predict_kernel(range, params, out_d, alpha_d, point_d, num_support_vectors, num_predict_points, num_features);
+
+        out_d.memcpy_to_host(out, 0, num_predict_points);
+
+        // add bias_ to all predictions
+        out += -rho;
     }
+    return out;
 }
 
+
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add) {
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add) {
     PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
     PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
@@ -363,7 +350,7 @@ void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t dev
     const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(boundary_size_)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 
-    run_svm_kernel(device, range, q_d, r_d, x_d, add, feature_ranges_[device + 1] - feature_ranges_[device]);
+    run_svm_kernel(device, range, params, q_d, r_d, x_d, QA_cost, add, feature_ranges_[device + 1] - feature_ranges_[device]);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
@@ -382,7 +369,7 @@ void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr
             buffer += ret;
         }
 
-        #pragma omp parallel for
+        #pragma omp parallel for default(none) shared(devices_, buffer_d, buffer)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
         }

From 4db803008b10a15848117d3b1544ff63714de997 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 20:05:40 +0200
Subject: [PATCH 0102/1010] Further restructuring.

---
 include/plssvm/backends/OpenCL/csvm.hpp       |  25 +--
 .../backends/OpenCL/detail/device_ptr.hpp     |   8 +-
 include/plssvm/backends/OpenMP/csvm.hpp       |  22 +-
 include/plssvm/backends/gpu_csvm.hpp          |  74 ++-----
 include/plssvm/backends/gpu_device_ptr.hpp    |   2 +-
 include/plssvm/csvm.hpp                       | 114 +++-------
 src/plssvm/backends/OpenCL/csvm.cpp           |  32 ++-
 .../backends/OpenCL/detail/device_ptr.cpp     |   2 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |  34 ++-
 src/plssvm/backends/gpu_csvm.cpp              | 201 +++++++++---------
 src/plssvm/backends/gpu_device_ptr.cpp        |   2 +-
 11 files changed, 206 insertions(+), 310 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index d14ca1962..ae89d764d 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -48,22 +48,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /// The template base type of the OpenCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::device_ptr<T>, ::plssvm::opencl::detail::command_queue>;
 
-//    using base_type::coef0_;
-//    using base_type::cost_;
-//    using base_type::degree_;
-//    using base_type::gamma_;
-//    using base_type::kernel_;
-//    using base_type::num_data_points_;
-//    using base_type::num_features_;
-//    using base_type::print_info_;
-//    using base_type::QA_cost_;
-//    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
 
   public:
     using typename base_type::real_type;
@@ -95,24 +80,24 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
 
     /// The available OpenCL contexts for the current target platform with the associated devices.
     std::vector<detail::context> contexts_{};
diff --git a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
index 15158de05..015e20862 100644
--- a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
@@ -23,9 +23,9 @@ namespace plssvm::opencl::detail {
  * @tparam T the type of the kernel pointer to wrap
  */
 template <typename T>
-class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, command_queue *, cl_mem> {
+class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, const command_queue *, cl_mem> {
     /// The template base type of the OpenCL device_ptr class.
-    using base_type = ::plssvm::detail::gpu_device_ptr<T, command_queue *, cl_mem>;
+    using base_type = ::plssvm::detail::gpu_device_ptr<T, const command_queue *, cl_mem>;
 
     using base_type::data_;
     using base_type::queue_;
@@ -53,7 +53,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, command_queue *, c
      * @param[in] size the number of elements represented by the device_ptr
      * @param[in] queue the associated command queue
      */
-    device_ptr(size_type size, command_queue &queue);
+    device_ptr(size_type size, const command_queue &queue);
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
@@ -76,7 +76,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, command_queue *, c
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::~gpu_device_ptr()
      */
-    ~device_ptr();
+    ~device_ptr() override;
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 1866add6b..0fa5de753 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -49,34 +49,22 @@ class csvm : public ::plssvm::csvm<T> {
     }
 
   private:
-    /**
-     * @copydoc plssvm::csvm::setup_data_on_device
-     */
-    void setup_data_on_device([[maybe_unused]] const std::vector<std::vector<real_type>> &data) override {
-        // OpenMP device is the CPU -> no special load functions
-    }
-    /**
-     * @copydoc plssvm::csvm::clear_data_from_device
-     */
-    void clear_data_from_device() override {
-        // OpenMP device is the CPU -> no special clear functions
-    }
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) override;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) override;
+    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const override;
     /**
      * @copydoc plssvm::csvm::calculate_w
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) override;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const;
     /**
      * @copydoc plssvm::csvm::predict_values_impl
      */
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) override;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const override;
 
 
     /**
@@ -87,7 +75,7 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] data the data
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add);
+    void run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add) const;
 
   private:
     /**
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index b75e3f639..cdad91c71 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -11,18 +11,12 @@
 
 #pragma once
 
-#include "plssvm/csvm.hpp"  // plssvm::csvm
+#include "plssvm/csvm.hpp"       // plssvm::csvm
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
-#include <cstddef>  // std::size_t
 #include <vector>   // std::vector
 
-namespace plssvm {
-
-//// forward declare parameter class
-//template <typename T>
-//class parameter;
-
-namespace detail {
+namespace plssvm::detail {
 
 // forward declare execution_range class
 class execution_range;
@@ -40,23 +34,6 @@ class gpu_csvm : public csvm<T> {
     /// The template base type of the C-SVM class.
     using base_type = ::plssvm::csvm<T>;
 
-//    using base_type::alpha_ptr_;
-//    using base_type::bias_;
-//    using base_type::coef0_;
-//    using base_type::cost_;
-//    using base_type::data_ptr_;
-//    using base_type::degree_;
-//    using base_type::epsilon_;
-//    using base_type::gamma_;
-//    using base_type::kernel_;
-//    using base_type::num_data_points_;
-//    using base_type::num_features_;
-//    using base_type::print_info_;
-//    using base_type::QA_cost_;
-//    using base_type::target_;
-//    using base_type::value_ptr_;
-//    using base_type::w_;
-
   public:
     using typename base_type::real_type;
     using typename base_type::size_type;
@@ -83,22 +60,21 @@ class gpu_csvm : public csvm<T> {
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    void setup_data_on_device(const std::vector<std::vector<real_type>> &data) final;
-    void clear_data_from_device() final;
+    [[nodiscard]] std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, size_type num_data_points, size_type num_features, size_type boundary_size) const;
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) final;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type boundary_size) const;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    [[nodiscard]] std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) final;
+    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const final;
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) final;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges) const;
 
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) final;
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const final;
 
 
     /**
@@ -109,13 +85,13 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add);
+    void run_device_kernel(size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d,const std::vector<size_type> &feature_ranges, real_type QA_cost, real_type add, size_type dept, size_type boundary_size) const;
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
      * @param[in,out] buffer the reduced data
      */
-    void device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer);
+    void device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const;
 
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
@@ -124,7 +100,7 @@ class gpu_csvm : public csvm<T> {
      * @brief Synchronize the device denoted by @p queue.
      * @param[in,out] queue the queue denoting the device to synchronize
      */
-    virtual void device_synchronize(queue_type &queue) = 0;
+    virtual void device_synchronize(const queue_type &queue) const = 0;
     /**
      * @brief Run the GPU kernel filling the `q` vector.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -132,7 +108,7 @@ class gpu_csvm : public csvm<T> {
      * @param[out] q_d the `q` vector to fill
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, std::size_t num_features) = 0;
+    virtual void run_q_kernel(size_type device, const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const = 0;
     /**
      * @brief Run the main GPU kernel used in the CG algorithm.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -143,7 +119,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      * @param[in] num_features number of features used for the calculation in the @p device
      */
-    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type QA_cost, real_type add, std::size_t num_features) = 0;
+    virtual void run_svm_kernel(size_type device, const detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) the calculate the `w` vector used to speed up the prediction when using the linear kernel function.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -152,7 +128,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] alpha_d the previously calculated weight for each data point
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_data_points, std::size_t num_features) = 0;
+    virtual void run_w_kernel(size_type device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) to predict the new data points @p point_d.
      * @param[in] range the execution range used to launch the kernel
@@ -161,29 +137,11 @@ class gpu_csvm : public csvm<T> {
      * @param[in] point_d the data points to predict
      * @param[in] num_predict_points the number of data points to predict
      */
-    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) = 0;
+    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const = 0;
 
-    //*************************************************************************************************************************************//
-    //                                             internal variables specific to GPU backends                                             //
-    //*************************************************************************************************************************************//
-    /// The number of data points excluding the last data point.
-    size_type dept_{};
-    /// The boundary size used to remove boundary condition checks inside the kernels.
-    size_type boundary_size_{};
-    /// The number of rows to calculate including the boundary values.
-    size_type num_rows_{};
-    /// The number of columns in the data matrix (= the number of features per data point).
-    size_type num_cols_{};
-    /// The feature range per GPU. The GPU with the ID `i` uses the features: `[feature_ranges_[i], feature_ranges_[i + 1])`.
-    std::vector<size_type> feature_ranges_;
 
     /// The available/used backend devices.
     std::vector<queue_type> devices_{};
-    /// The data saved across all devices.
-    std::vector<device_ptr_type> data_d_{};
-    /// The last row of the data matrix.
-    std::vector<device_ptr_type> data_last_d_{};
 };
 
-}  // namespace detail
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::detail
\ No newline at end of file
diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 84f76395e..b02085ff3 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -51,7 +51,7 @@ class gpu_device_ptr {
      * @param[in] queue the queue to manage the device_ptr
      * @param[in] size the size of the managed memory
      */
-    gpu_device_ptr(queue_type queue, size_type size);
+    gpu_device_ptr(const queue_type queue, size_type size);
 
     /**
      * @brief Delete copy-constructor to make device_ptr a move only type.
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index db27fe08b..aee5807ad 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -84,7 +84,7 @@ class csvm {
     //                                                              fit model                                                              //
     //*************************************************************************************************************************************//
     template <typename label_type, typename... Args>
-    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args);
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args) const;
 
 
     //*************************************************************************************************************************************//
@@ -107,21 +107,6 @@ class csvm {
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
     //*************************************************************************************************************************************//
-    /**
-     * @brief Initialize the data on the respective device(s) (e.g., GPUs).
-     */
-    virtual void setup_data_on_device(const std::vector<std::vector<real_type>> &data) = 0;
-    /**
-     * @brief Free all resources from the respective device(s) (e.g., GPUs).
-     */
-    virtual void clear_data_from_device() = 0;
-    /**
-     * @brief Generate the vector `q`, a subvector of the least-squares matrix equation.
-     * @param[in] params the C-SVM parameters used in the respective kernel functions
-     * @param[in] data the data used to generate the `q` vector
-     * @return the generated `q` vector (`[[nodiscard]]`)
-     */
-    [[nodiscard]] virtual std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) = 0;
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
      * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
@@ -135,14 +120,7 @@ class csvm {
      * @param[in] max_iter the maximum number of CG iterations
      * @return the alpha values (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) = 0;
-    /**
-     * @brief Calculate the normal vector w to the current data and alpha values, used to speed-up the prediction in case of the linear kernel function.
-     * @param[in] A the data set used for calculating the normal vector
-     * @param[in] alpha the alpha values
-     * @return the w vector (`[[nodiscard]]`)
-     */
-    virtual std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) = 0;
+    [[nodiscard]] virtual std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] params the C-SVM parameters used in the respective kernel functions
@@ -153,30 +131,13 @@ class csvm {
      * @param[in] predict_points the points to predict
      * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with negative values for each prediction for a data point with the negative class and positive values otherwise (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params,
-                                                                     const std::vector<std::vector<real_type>> &support_vectors,
-                                                                     const std::vector<real_type> &alpha,
-                                                                     real_type rho,
-                                                                     const std::vector<real_type> &w,
-                                                                     const std::vector<std::vector<real_type>> &predict_points) = 0;
+    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const = 0;
 
   private:
     /**
      * @brief Perform some sanity checks on the passed C-SVM parameters.
      */
-    void sanity_check_parameter() {
-        // kernel: valid kernel function
-        if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
-            throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
-        }
-        // gamma: must be greater than 0
-        if (params_.gamma <= real_type{ 0.0 }) {
-            throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
-        }
-        // degree: all allowed
-        // coef0: all allowed
-        // cost: all allowed
-    }
+    void sanity_check_parameter();
 
     parameter<real_type> params_{};
 };
@@ -255,9 +216,8 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
 /******************************************************************************
  *                                  fit model                                 *
  ******************************************************************************/
- // TODO: const?
 template <typename T> template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) -> model<real_type, label_type> {
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) const -> model<real_type, label_type> {
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
@@ -308,45 +268,19 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
         params.gamma = real_type{ 1.0 } / data.num_features();
     }
 
-    // create model
-    model<real_type, label_type> csvm_model{ params, data };
-
-    std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    // move data to the device(s)
-    this->setup_data_on_device(data.data());
-
-    // create q vector
-    const std::vector<real_type> q = generate_q(params, data.data());
 
-    // calculate QA_costs
-    const real_type QA_cost = kernel_function(data.data().back(), data.data().back(), params) + real_type{ 1.0 } / params.cost;
-
-    // update b
-    std::vector<real_type> b = data.mapped_labels().value().get();
-    const real_type b_back_value = b.back();
-    b.pop_back();
-    b -= b_back_value;
-
-    std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Setup for solving the optimization problem done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    start_time = std::chrono::steady_clock::now();
+    // create model
+    model<real_type, label_type> csvm_model{ params, data };
 
     // solve the minimization problem
-    std::vector<real_type>& alpha = *csvm_model.alpha_ptr_;
-    alpha = conjugate_gradient(params, data.data(), b, q, QA_cost, epsilon_val, max_iter_val);
-    csvm_model.rho_ = -(b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha));
-    alpha.push_back(-sum(alpha));
+    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), data.mapped_labels().value().get(), epsilon_val, max_iter_val);
 
-    // free resources from device
-    this->clear_data_from_device();
 
-    end_time = std::chrono::steady_clock::now();
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+        fmt::print("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
     }
 
     return csvm_model;
@@ -382,18 +316,8 @@ auto csvm<T>::predict_values(const model<real_type, label_type> &model, const da
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    // move data to the device(s)
-    this->setup_data_on_device(model.data_.data());
-
-    // use faster methode in case of the linear kernel function
-    if (model.params_.kernel == kernel_type::linear && model.w_->empty()) {
-        *model.w_ = calculate_w(model.data_.data(), *model.alpha_ptr_);
-    }
     const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
-    // free resources from device
-    this->clear_data_from_device();
-
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Predicted {} data points in {}.\n", data.num_data_points(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
@@ -431,4 +355,20 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
     return static_cast<real_type>(correct) / static_cast<real_type>(predicted_labels.size());
 }
 
+
+template <typename T>
+void csvm<T>::sanity_check_parameter() {
+    // kernel: valid kernel function
+    if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
+        throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
+    }
+    // gamma: must be greater than 0
+    if (params_.gamma <= real_type{ 0.0 }) {
+        throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
+    }
+    // degree: all allowed
+    // coef0: all allowed
+    // cost: all allowed
+}
+
 }  // namespace plssvm
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index c23ba04e4..dfc63a5d0 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -115,10 +115,6 @@ void csvm<T>::init(const target_platform target, const kernel_type kernel) {
         devices_.resize(1);
     }
 
-    // resize data vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
     if (verbose) {
         // print found OpenCL devices
         fmt::print("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
@@ -158,7 +154,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -172,62 +168,62 @@ std::pair<std::vector<std::size_t>, std::vector<std::size_t>> execution_range_to
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel) {
         case kernel_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features));
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::q_kernel], grid, block, q_d.get(), data_d_[device].get(), data_last_d_[device].get(), static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), params.gamma);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel) {
         case kernel_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::svm_kernel], grid, block, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_rows_), static_cast<kernel_index_type>(num_cols_), add, params.gamma);
+            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_data_points, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::run_kernel(devices_[device], devices_[device].kernels[detail::compute_kernel_name::w_kernel], grid, block, w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
+    detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::w_kernel), grid, block, w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            detail::run_kernel(devices_[0], devices_[0].kernels[detail::compute_kernel_name::predict_kernel], grid, block, out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
+            detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
diff --git a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
index 5a8f263fb..75be39939 100644
--- a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
@@ -23,7 +23,7 @@
 namespace plssvm::opencl::detail {
 
 template <typename T>
-device_ptr<T>::device_ptr(const size_type size, command_queue &queue) :
+device_ptr<T>::device_ptr(const size_type size, const command_queue &queue) :
     base_type{ &queue, size } {
     error_code err;
     cl_context cont;
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 790095d28..7feb68b3c 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -51,7 +51,7 @@ void csvm<T>::init(const target_platform target) {
 }
 
 template <typename T>
-auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
+auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const -> std::vector<real_type> {
     std::vector<real_type> q(data.size() - 1);
     switch (params.kernel) {
         case kernel_type::linear:
@@ -68,7 +68,7 @@ auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<s
 }
 
 template <typename T>
-void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) {
+void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
     switch (params.kernel) {
         case kernel_type::linear:
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
@@ -83,9 +83,22 @@ void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::v
 }
 
 template <typename T>
-auto csvm<T>::conjugate_gradient(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, const real_type QA_cost, const real_type eps, const size_type max_iter) -> std::vector<real_type> {
+auto csvm<T>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
     using namespace plssvm::operators;
 
+    // create q vector
+    const std::vector<real_type> q = this->generate_q(params, A);
+
+    // calculate QA_costs
+    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
+
+    // update b
+    const real_type b_back_value = b.back();
+    b.pop_back();
+    b -= b_back_value;
+
+    // CG
+
     std::vector<real_type> alpha(b.size(), 1.0);
     const typename std::vector<real_type>::size_type dept = b.size();
 
@@ -170,12 +183,16 @@ auto csvm<T>::conjugate_gradient(const parameter<real_type> &params, const std::
                    average_iteration_time / std::min(iter + 1, max_iter));
     }
 
-    return alpha;
+    // calculate bias
+    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
+    alpha.push_back(-sum(alpha));
+
+    return std::make_pair(std::move(alpha), -bias);
 }
 
 
 template <typename T>
-auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
+auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const -> std::vector<real_type> {
     const size_type num_data_points = A.size();
     const size_type num_features = A.front().size();
 
@@ -197,11 +214,16 @@ auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const st
 
 template <typename T>
 auto csvm<T>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
-                                  const real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+                                  const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
 
+    // use faster methode in case of the linear kernel function
+    if (params.kernel == kernel_type::linear && w.empty()) {
+        w = calculate_w(support_vectors, alpha);
+    }
+
     #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
         switch (params.kernel) {
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 9a9d5b11e..a63c00909 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -50,116 +50,118 @@ gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(parameter<real_type> params) :
     base_type{ std::move(params) } {}
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data) {
-    const size_type num_data_points = data.size();
-    const size_type num_features = data.front().size();
-
-    // set values of member variables
-    dept_ = num_data_points - 1;
-    boundary_size_ = static_cast<size_type>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
-    num_rows_ = dept_ + boundary_size_;
-    num_cols_ = num_features;
-    feature_ranges_.reserve(devices_.size() + 1);
+auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data, const size_type num_data_points, const size_type num_features, const size_type boundary_size) const -> std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> {
+    // calculate the number of features per device
+    std::vector<size_type> feature_ranges(devices_.size() + 1);
     for (typename std::vector<queue_type>::size_type device = 0; device <= devices_.size(); ++device) {
-        feature_ranges_.push_back(device * num_cols_ / devices_.size());
+        feature_ranges.push_back(device * num_features / devices_.size());
     }
 
     // transform 2D to 1D SoA data
-    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size_, dept_);
+    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, data_last_d_, data_d_, data, transformed_data) firstprivate(dept_, boundary_size_, num_features)
+    std::vector<device_ptr_type> data_last_d(devices_.size());
+    std::vector<device_ptr_type> data_d(devices_.size());
+
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
         // initialize data_last on device
-        data_last_d_[device] = device_ptr_type{ num_features_in_range + boundary_size_, devices_[device] };
-        data_last_d_[device].memset(0);
-        data_last_d_[device].memcpy_to_device(data.back().data() + feature_ranges_[device], 0, num_features_in_range);
+        data_last_d[device] = device_ptr_type{ num_features_in_range + boundary_size, devices_[device] };
+        data_last_d[device].memset(0);
+        data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
 
-        const size_type device_data_size = num_features_in_range * (dept_ + boundary_size_);
-        data_d_[device] = device_ptr_type{ device_data_size, devices_[device] };
-        data_d_[device].memcpy_to_device(transformed_data.data() + feature_ranges_[device] * (dept_ + boundary_size_), 0, device_data_size);
+        const size_type device_data_size = num_features_in_range * (num_data_points + boundary_size);
+        data_d[device] = device_ptr_type{ device_data_size, devices_[device] };
+        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points + boundary_size), 0, device_data_size);
     }
-}
 
-template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::clear_data_from_device() {
-    // TODO: ok?
-    data_last_d_.clear();
-    data_d_.clear();
-    devices_.clear();
+    return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &data) -> std::vector<real_type> {
-    PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_cols_ != 0, "num_cols_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-
+auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size) const -> std::vector<real_type> {
     std::vector<device_ptr_type> q_d(devices_.size());
 
-    #pragma omp parallel for default(none) shared(q_d, devices_, params) firstprivate(dept_, boundary_size_, THREAD_BLOCK_SIZE)
+    #pragma omp parallel for default(none) shared(q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        q_d[device] = device_ptr_type{ num_data_points + boundary_size, devices_[device] };
         q_d[device].memset(0);
 
         // feature splitting on multiple devices
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, dept_) });
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points) });
 
-        run_q_kernel(device, range, params, q_d[device], feature_ranges_[device + 1] - feature_ranges_[device]);
+        run_q_kernel(device, range, params, q_d[device], data_d[device], data_last_d[device], num_data_points + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
     }
 
-    std::vector<real_type> q(dept_);
+    std::vector<real_type> q(num_data_points);
     device_reduction(q_d, q);
     return q;
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real_type> &params, [[maybe_unused]] const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &b, const std::vector<real_type> &q, real_type QA_cost, real_type eps, size_type max_iter) -> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
     using namespace plssvm::operators;
 
-    PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
+    const size_type dept = A.size() - 1;
+    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    const size_type num_features = A.front().size();
+
+    std::vector<device_ptr_type> data_d;
+    std::vector<device_ptr_type> data_last_d;
+    std::vector<size_type> feature_ranges;
+    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size);
+
+    // create q vector
+    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size);
+
+    // calculate QA_costs
+    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
 
-    std::vector<real_type> x(dept_, 1.0);
+    // update b
+    const real_type b_back_value = b.back();
+    b.pop_back();
+    b -= b_back_value;
+
+    std::vector<real_type> x(dept, 1.0);
     std::vector<device_ptr_type> x_d(devices_.size());
 
-    std::vector<real_type> r(dept_, 0.0);
+    std::vector<real_type> r(dept, 0.0);
     std::vector<device_ptr_type> r_d(devices_.size());
 
-    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept_, boundary_size_)
+    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        x_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        x_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         x_d[device].memset(0);
-        x_d[device].memcpy_to_device(x, 0, dept_);
+        x_d[device].memcpy_to_device(x, 0, dept);
 
-        r_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        r_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         r_d[device].memset(0);
     }
-    r_d[0].memcpy_to_device(b, 0, dept_);
+    r_d[0].memcpy_to_device(b, 0, dept);
 
     std::vector<device_ptr_type> q_d(devices_.size());
-    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, params) firstprivate(dept_, boundary_size_, QA_cost)
+    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        q_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        q_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         q_d[device].memset(0);
-        q_d[device].memcpy_to_device(q, 0, dept_);
+        q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
     // delta = r.T * r
     real_type delta = transposed{ r } * r;
     const real_type delta0 = delta;
-    std::vector<real_type> Ad(dept_);
+    std::vector<real_type> Ad(dept);
 
     std::vector<device_ptr_type> Ad_d(devices_.size());
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        Ad_d[device] = device_ptr_type{ dept_ + boundary_size_, devices_[device] };
+        Ad_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
     }
 
     std::vector<real_type> d(r);
@@ -182,12 +184,12 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
-        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, params) firstprivate(dept_, QA_cost)
+        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             Ad_d[device].memset(0);
-            r_d[device].memset(0, dept_);
+            r_d[device].memset(0, dept);
 
-            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], QA_cost, 1);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -198,23 +200,23 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
         // (x = x + alpha * d)
         x += alpha_cd * d;
 
-        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept_)
+        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            x_d[device].memcpy_to_device(x, 0, dept_);
+            x_d[device].memcpy_to_device(x, 0, dept);
         }
 
         if (run % 50 == 49) {
-            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, params) firstprivate(QA_cost, dept_)
+            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, params) firstprivate(QA_cost, dept)
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
                     // r = b
-                    r_d[device].memcpy_to_device(b, 0, dept_);
+                    r_d[device].memcpy_to_device(b, 0, dept);
                 } else {
                     // set r to 0
                     r_d[device].memset(0);
                 }
                 // r -= A * x
-                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], QA_cost, -1);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
             }
 
             device_reduction(r_d, r);
@@ -240,9 +242,9 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
         d = beta * d + r;
 
         // r_d = d
-        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept_)
+        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            r_d[device].memcpy_to_device(d, 0, dept_);
+            r_d[device].memcpy_to_device(d, 0, dept);
         }
 
         if (verbose) {
@@ -257,51 +259,66 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::conjugate_gradient(const parameter<real
                    average_iteration_time / std::min(run + 1, max_iter));
     }
 
-    return std::vector<real_type>(x.begin(), x.begin() + dept_);
+    // calculate bias
+    std::vector<real_type> alpha(x.begin(), x.begin() + dept);
+    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
+    alpha.push_back(-sum(alpha));
+
+    return std::make_pair(std::move(alpha), -bias);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) -> std::vector<real_type> {
-    const size_type num_data_points = A.size();
-    const size_type num_features = A.front().size();
-
+auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges) const-> std::vector<real_type> {
     // create w vector and fill with zeros
-    std::vector<real_type> w(num_features, real_type{ 0.0 });
+    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), size_type{ 0 }), real_type{ 0.0 });
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges_, alpha, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+    #pragma omp parallel for default(none) shared(devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         // feature splitting on multiple devices
-        const size_type num_features_in_range = feature_ranges_[device + 1] - feature_ranges_[device];
+        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
         // create the w vector on the device
         device_ptr_type w_d = device_ptr_type{ num_features_in_range, devices_[device] };
-        // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_data_points + THREAD_BLOCK_SIZE, devices_[device] };
-        alpha_d.memcpy_to_device(alpha.data(), 0, num_data_points);
 
         const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
                                             { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
 
         // calculate the w vector on the device
-        run_w_kernel(device, range, w_d, alpha_d, num_data_points, num_features_in_range);
+        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
         device_synchronize(devices_[device]);
 
         // copy back to host memory
-        w_d.memcpy_to_host(w.data() + feature_ranges_[device], 0, num_features_in_range);
+        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
     }
     return w;
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, const std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) -> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     const size_type num_support_vectors = support_vectors.size();
     const size_type num_predict_points = predict_points.size();
     const size_type num_features = predict_points.front().size();
+    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+
+    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size);
+
+    std::vector<device_ptr_type> alpha_d(devices_.size());
+    #pragma omp parallel for default(none) shared(devices_, alpha_d, alpha) firstprivate(num_support_vectors)
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        alpha_d[device] = device_ptr_type{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
+        alpha_d[device].memset(0);
+        alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
+    }
 
     std::vector<real_type> out(predict_points.size());
 
+    // use faster methode in case of the linear kernel function
+    if (params.kernel == kernel_type::linear && w.empty()) {
+        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges);
+    }
+
     if (params.kernel == kernel_type::linear) {
         // use faster methode in case of the linear kernel function
         #pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
@@ -310,26 +327,21 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
         }
     } else {
         // create result vector on the device
-        device_ptr_type out_d{ num_predict_points + boundary_size_, devices_[0] };
+        device_ptr_type out_d{ num_predict_points + boundary_size, devices_[0] };
         out_d.memset(0);
 
         // transform prediction data
-        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size_, predict_points.size());
-        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size_), devices_[0] };
+        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size, predict_points.size());
+        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size), devices_[0] };
         point_d.memset(0);
         point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
 
-        // create the weight vector on the device and copy data
-        device_ptr_type alpha_d{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[0] };
-        alpha_d.memset(0);
-        alpha_d.memcpy_to_device(alpha, 0, num_support_vectors);
-
         const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
                                               static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
                                             { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
 
         // perform prediction on the first device
-        run_predict_kernel(range, params, out_d, alpha_d, point_d, num_support_vectors, num_predict_points, num_features);
+        run_predict_kernel(range, params, out_d, alpha_d[0], point_d, data_d[0], data_last_d[0], num_support_vectors, num_predict_points, num_features);
 
         out_d.memcpy_to_host(out, 0, num_predict_points);
 
@@ -341,20 +353,15 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type QA_cost, const real_type add) {
-    PLSSVM_ASSERT(dept_ != 0, "dept_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(boundary_size_ != 0, "boundary_size_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_rows_ != 0, "num_rows_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-    PLSSVM_ASSERT(num_cols_ != 0, "num_cols_ not initialized! Maybe a call to setup_data_on_device() is missing?");
-
-    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept_) / static_cast<real_type>(boundary_size_)));
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
+    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 
-    run_svm_kernel(device, range, params, q_d, r_d, x_d, QA_cost, add, feature_ranges_[device + 1] - feature_ranges_[device]);
+    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) {
+void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const {
     using namespace plssvm::operators;
 
     device_synchronize(devices_[0]);
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 7b35a0771..94f26ecec 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -28,7 +28,7 @@
 namespace plssvm::detail {
 
 template <typename T, typename queue_t, typename device_pointer_t>
-gpu_device_ptr<T, queue_t, device_pointer_t>::gpu_device_ptr(queue_type queue, size_type size) :
+gpu_device_ptr<T, queue_t, device_pointer_t>::gpu_device_ptr(const queue_type queue, size_type size) :
     queue_{ queue }, size_{ size } {}
 
 template <typename T, typename queue_t, typename device_pointer_t>

From d1887d1f859a79a58385e00e2cb29ba03f47b90f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 20:38:31 +0200
Subject: [PATCH 0103/1010] Fix error in explicit template instantiation
 resulting in a linker error.

---
 src/plssvm/backends/gpu_device_ptr.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 94f26ecec..90c780976 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -114,8 +114,8 @@ template class gpu_device_ptr<float, int>;
 template class gpu_device_ptr<double, int>;
 #endif
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
-template class gpu_device_ptr<float, ::plssvm::opencl::detail::command_queue *, cl_mem>;
-template class gpu_device_ptr<double, ::plssvm::opencl::detail::command_queue *, cl_mem>;
+template class gpu_device_ptr<float, const ::plssvm::opencl::detail::command_queue *, cl_mem>;
+template class gpu_device_ptr<double, const ::plssvm::opencl::detail::command_queue *, cl_mem>;
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)

From 8c05559fa3ebe34af6676709e22bb3d9700be766 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:24:08 +0200
Subject: [PATCH 0104/1010] Fix error resulting in data::has_labels() always
 being false.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 3c13841ad..ccc185a7f 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -73,7 +73,7 @@ class data_set {
     void save(const std::string& filename, file_format_type format) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
-    [[nodiscard]] bool has_labels() const noexcept { return y_ptr_ != nullptr; }
+    [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
     [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
 

From e14044bd26d433779b4e7e8e7f61371d1bbe2ddd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:25:34 +0200
Subject: [PATCH 0105/1010] Check for legal gamma value only if gamma is used
 in the respective kernel function.

---
 include/plssvm/csvm.hpp | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index aee5807ad..426b2e8eb 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -358,12 +358,14 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 
 template <typename T>
 void csvm<T>::sanity_check_parameter() {
+    // TODO: call side doesnt make sense!
     // kernel: valid kernel function
     if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
         throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
     }
-    // gamma: must be greater than 0
-    if (params_.gamma <= real_type{ 0.0 }) {
+
+    // gamma: must be greater than 0, but only in the polynomial and rbf kernel
+    if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && params_.gamma <= real_type{ 0.0 }) {
         throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
     }
     // degree: all allowed

From 8ace69a9493eea9ba77f2ac399149aa53fb3e28c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:26:19 +0200
Subject: [PATCH 0106/1010] Improve max_iter output and fix error triggering
 exception if max_iter is defaulted.

---
 src/main_train.cpp                        | 9 +++++----
 src/plssvm/detail/cmd/parameter_train.cpp | 2 +-
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/src/main_train.cpp b/src/main_train.cpp
index 5cc357d93..122f849d3 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -47,16 +47,17 @@ int main(int argc, char *argv[]) {
 
         // create data set
         std::visit([&](auto&& data){
-            // TODO: put code here
             using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // convert base params to correct type
-            auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
+            const auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
+            const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
             // learn model
-            plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
+            using csvm_type = typename decltype(svm)::element_type;
+            const typename csvm_type::size_type max_iter = params.max_iter == 0 ? data.num_data_points() : params.max_iter;
+            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 584d2520f..6a328800c 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -177,7 +177,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
         "output file (model): '{}'\n",
         params.csvm_params.cost,
         params.epsilon,
-        params.max_iter,
+        params.max_iter == 0 ? std::string{ "1 / num_data_points" } : std::to_string(params.max_iter),
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,

From 64ad7044dbcc9d1ac4bb6cd51d7e3e934715a334 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 4 Jun 2022 21:30:48 +0200
Subject: [PATCH 0107/1010] Fix wrong console output.

---
 src/plssvm/detail/cmd/parameter_train.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 6a328800c..f1799926c 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -177,7 +177,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
         "output file (model): '{}'\n",
         params.csvm_params.cost,
         params.epsilon,
-        params.max_iter == 0 ? std::string{ "1 / num_data_points" } : std::to_string(params.max_iter),
+        params.max_iter == 0 ? std::string{ "num_data_points" } : std::to_string(params.max_iter),
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,

From 6cddea9a327072dacab31cb75f7470429281e862 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 5 Jun 2022 16:19:32 +0200
Subject: [PATCH 0108/1010] Add check for correct LIBSVM indexing scheme in
 LIBSVM parser.

---
 include/plssvm/detail/io/libsvm_parsing.hpp | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 7bbc5a3f6..57a2c25fb 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -109,7 +109,13 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
                     }
 
                     // get index
-                    const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos)) - 1;
+                    auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    // LIBSVM assumes a 1-based indexing -> if the parsed index is 0 this condition is violated
+                    if (index == 0) {
+                        throw invalid_file_format_exception{ "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!" };
+                    }
+                    // since arrays start at 0, reduce 1 based index by one
+                    --index;
                     pos = next_pos + 1;
 
                     // get value

From 6b3b8b449e0140e9479d1435eea7451749a2b9d4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 5 Jun 2022 17:41:23 +0200
Subject: [PATCH 0109/1010] Improve console outputs.

---
 include/plssvm/data_set.hpp                    |  2 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp  | 18 ++++++++++++------
 include/plssvm/model.hpp                       |  2 +-
 src/main_predict.cpp                           |  8 ++++----
 src/main_train.cpp                             |  2 +-
 5 files changed, 19 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index ccc185a7f..012e3b71d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -348,7 +348,7 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n\n",
                    num_data_points_,
                    num_features_,
                    std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 86628eb78..23f3e0374 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -141,15 +141,15 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
 template <typename real_type, typename label_type>
 inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
     // save model file header
-    out.print("svm_type c_svc\nkernel_type {}\n", params.kernel);
+    std::string out_string = fmt::format("svm_type c_svc\nkernel_type {}\n", params.kernel);
     switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            out.print("degree {}\ngamma {}\ncoef0 {}\n", params.degree, params.gamma, params.coef0);
+            out_string += fmt::format("degree {}\ngamma {}\ncoef0 {}\n", params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            out.print("gamma {}\n", params.gamma);
+            out_string += fmt::format("gamma {}\n", params.gamma);
             break;
     }
 
@@ -170,8 +170,13 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
         label_counts[i] = label_counts_map[label_values[i]];
     }
 
-    out.print("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
-              data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+    out_string += fmt::format("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
+                              data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+
+    // print model header
+    fmt::print("\n{}\n", out_string);
+    // write model header to file
+    out.print(out_string);
 
     return label_values;
 }
@@ -191,7 +196,8 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             char *ptr = buffer;
             for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
                 if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i, d[j + i]);
+                    // add 1 to the index since LIBSVM assumes 1-based feature indexing
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
                 }
             }
             output.append(buffer, ptr - buffer);
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index a321f3230..6a66b65a9 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -96,7 +96,7 @@ model<T, U>::model(const std::string &filename) {
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
+        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
                    num_support_vectors_,
                    num_features_,
                    std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 39e4f0bce..fcd627d29 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -39,7 +39,7 @@ int main(int argc, char *argv[]) {
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n", params);
+            fmt::print("\ntask: prediction\n{}\n\n", params);
         }
 
         // create data set
@@ -64,10 +64,10 @@ int main(int argc, char *argv[]) {
 
                 std::chrono::time_point end_time = std::chrono::steady_clock::now();
                 if (plssvm::verbose) {
-                    fmt::print("Wrote prediction file ('{}') with {} labels in {}.\n",
-                               params.predict_filename,
+                    fmt::print("Write {} predictions in {} to the file '{}'.\n",
                                predicted_labels.size(),
-                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                               params.predict_filename);
                 }
             }
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 122f849d3..358933abd 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -42,7 +42,7 @@ int main(int argc, char *argv[]) {
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n", params);
+            fmt::print("\ntask: training\n{}\n\n", params);
         }
 
         // create data set

From fa0be9f361e38f4719baa04abbe371de92acf697 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 5 Jun 2022 22:47:17 +0200
Subject: [PATCH 0110/1010] Reduce code redundancy.

---
 include/plssvm/data_set.hpp | 41 ++++++++++++++++++-------------------
 1 file changed, 20 insertions(+), 21 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 012e3b71d..d7b6c1a58 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -411,35 +411,34 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
 }
 
 
-// TODO:
 namespace detail {
 
-// two possible types: real_type + real_type and real_type + std::string
+// two possible types: real_type + int and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
+template <bool scale, typename real_type, typename cmd_parameter>
+inline data_set_variants data_set_factory_imp(const cmd_parameter& params) {
+    std::optional<std::pair<real_type, real_type>> scale_range = std::nullopt;
+    // set scale range if the data set should be scaled
+    if constexpr (scale) {
+        scale_range = std::pair<real_type, real_type>{ params.lower, params.upper };
+    }
+    // select the label_type based on the command line parameter
+    if (params.strings_as_labels) {
+        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, scale_range } };
+    } else {
+        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, scale_range } };
+    }
+}
+
 // create variant based on runtime flag
 template <bool scale, typename cmd_parameter>
 inline data_set_variants data_set_factory(const cmd_parameter& params) {
-    if constexpr (scale) {
-        if (params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (params.float_as_real_type && ! params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float>{ params.input_filename, std::pair<float, float>{ params.lower, params.upper } } };
-        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
-        } else {
-            return data_set_variants{ plssvm::data_set<double>{ params.input_filename, std::pair<double, double>{ params.lower, params.upper } } };
-        }
+    // select the real_type based on command line parameter
+    if (params.float_as_real_type) {
+        return data_set_factory_imp<scale, float>(params);
     } else {
-        if (params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float, std::string>{ params.input_filename } };
-        } else if (params.float_as_real_type && ! params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<float>{ params.input_filename } };
-        } else if (!params.float_as_real_type &&  params.strings_as_labels) {
-            return data_set_variants{ plssvm::data_set<double, std::string>{ params.input_filename } };
-        } else {
-            return data_set_variants{ plssvm::data_set<double>{ params.input_filename } };
-        }
+        return data_set_factory_imp<scale, double>(params);
     }
 }
 

From 39b847e7184919a55a6c60bf0dbafa655cd775ad Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 6 Jun 2022 17:26:03 +0200
Subject: [PATCH 0111/1010] Add plssvm::default_value.

---
 include/plssvm/csvm.hpp                       |  59 ++++++---
 include/plssvm/default_value.hpp              | 125 ++++++++++++++++++
 include/plssvm/detail/cmd/parameter_train.hpp |   5 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp |   6 +-
 include/plssvm/detail/utility.hpp             |   7 +
 include/plssvm/parameter.hpp                  |  15 ++-
 src/main_predict.cpp                          |   1 -
 src/main_train.cpp                            |   4 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |   8 +-
 src/plssvm/detail/cmd/parameter_train.cpp     |  85 +++++++-----
 10 files changed, 242 insertions(+), 73 deletions(-)
 create mode 100644 include/plssvm/default_value.hpp

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 426b2e8eb..c403b2031 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -221,8 +221,8 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
-    auto epsilon_val = static_cast<real_type>(0.001);
-    size_type max_iter_val = data.num_features();
+    default_value epsilon_val = default_init<real_type>{ 0.001 };
+    default_value max_iter_val = default_init<size_type>{ data.num_data_points() };
 
     // compile time check: only named parameter are permitted
     static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
@@ -233,23 +233,41 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // compile time/runtime check: the values must have the correct types
     if constexpr (p.has(epsilon)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
-        // set value
-        epsilon_val = static_cast<real_type>(p(epsilon));
-        // check if value makes sense
-        if (epsilon_val <= real_type{ 0.0 }) {
-            throw invalid_parameter_exception{ fmt::format("epsilon must be greater than 0, but is {}!", epsilon_val) };
+        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(p(epsilon))>, decltype(epsilon)>) {
+            // a plssvm::default_value has been provided
+            if (!p(epsilon).is_default()) {
+                // only override it if it doesn't hold the default value
+                epsilon_val = p(epsilon);
+            }
+        } else {
+            // a normal value (not wrapped) has been provided
+            // compile time check: the value must have the correct type
+            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
+            // set value
+            epsilon_val = static_cast<real_type>(p(epsilon));
+            // check if value makes sense
+            if (epsilon_val <= real_type{ 0.0 }) {
+                throw invalid_parameter_exception{ fmt::format("epsilon must be less than 0.0, but is {}!", epsilon_val) };
+            }
         }
     }
     if constexpr (p.has(max_iter)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
-        // set value
-        max_iter_val = static_cast<size_type>(p(max_iter));
-        // check if value makes sense
-        if (max_iter_val == size_type{ 0 }) {
-            throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
+        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(p(max_iter))>, decltype(max_iter_val)>) {
+            // a plssvm::default_value has been provided
+            if (!p(max_iter).is_default()) {
+                // only override it if it doesn't hold the default value
+                max_iter_val = p(max_iter);
+            }
+        } else {
+            // a normal value (not wrapped) has been provided
+            // compile time check: the value must have the correct type
+            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
+            // set value
+            max_iter_val = static_cast<size_type>(p(max_iter));
+            // check if value makes sense
+            if (max_iter_val == size_type{ 0 }) {
+                throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
+            }
         }
     }
 
@@ -263,7 +281,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // copy parameter and set gamma if necessary
     parameter<real_type> params{ params_ };
-    if (params.gamma == real_type{ 0.0 }) {
+    if (params.gamma.is_default()) {
         // no gamma provided -> use default value which depends on the number of features of the data set
         params.gamma = real_type{ 1.0 } / data.num_features();
     }
@@ -275,7 +293,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     model<real_type, label_type> csvm_model{ params, data };
 
     // solve the minimization problem
-    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), data.mapped_labels().value().get(), epsilon_val, max_iter_val);
+    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), data.mapped_labels().value().get(), epsilon_val.value(), max_iter_val.value());
 
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
@@ -358,14 +376,13 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 
 template <typename T>
 void csvm<T>::sanity_check_parameter() {
-    // TODO: call side doesnt make sense!
     // kernel: valid kernel function
     if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
         throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
     }
 
-    // gamma: must be greater than 0, but only in the polynomial and rbf kernel
-    if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && params_.gamma <= real_type{ 0.0 }) {
+    // gamma: must be greater than 0 IF explicitly provided, but only in the polynomial and rbf kernel
+    if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && !params_.gamma.is_default() && params_.gamma.value() <= real_type{ 0.0 }) {
         throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
     }
     // degree: all allowed
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
new file mode 100644
index 000000000..0b6b19852
--- /dev/null
+++ b/include/plssvm/default_value.hpp
@@ -0,0 +1,125 @@
+#pragma once
+
+#include <cstddef>      // std::size_t
+#include <functional>   // std::hash
+#include <istream>      // std::istream
+#include <ostream>      // std::ostream
+#include <type_traits>  // std::is_nothrow_default_constructible_v, std::is_nothrow_move_constructible_v, std::is_nothrow_move_assignable_v, std::is_nothrow_swappable_v,
+                        // std::enable_if_t, std::is_convertible_v
+#include <utility>      // std::move_if_noexcept, std::swap
+
+
+namespace plssvm {
+
+
+template <typename T>
+struct default_init {
+    constexpr default_init() noexcept(std::is_nothrow_default_constructible_v<T>) = default;
+    constexpr explicit default_init(T val) noexcept(std::is_nothrow_move_constructible_v<T>) : value{ std::move_if_noexcept(val) } { }
+
+    T value;
+};
+
+template <typename T>
+class default_value {
+    template <typename>
+    friend class default_value;
+    template <typename U>
+    friend std::istream &operator>>(std::istream &in, default_value<U> &);
+  public:
+    using value_type = T;
+
+    constexpr default_value() noexcept(std::is_nothrow_default_constructible_v<value_type>) = default;
+    constexpr default_value(default_init<value_type> default_val) noexcept(std::is_nothrow_move_constructible_v<value_type>) : default_init_{ std::move_if_noexcept(default_val) } { }
+    constexpr default_value &operator=(value_type non_default_val) noexcept(std::is_nothrow_move_assignable_v<value_type>) {
+        value_ = std::move_if_noexcept(non_default_val);
+        use_default_init_ = false;
+        return *this;
+    }
+    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    constexpr default_value(const default_value<U> &other) : value_{ static_cast<value_type>(other.value_) }, use_default_init_{ other.use_default_init_ }, default_init_{ static_cast<value_type>(other.default_init_.value) } { }
+
+
+    [[nodiscard]] constexpr const value_type &value() const noexcept {
+        return use_default_init_ ? default_init_.value : value_;
+    }
+    [[nodiscard]] operator const value_type&() const noexcept{
+        return this->value();
+    }
+    [[nodiscard]] constexpr const value_type &get_default() const noexcept {
+        return default_init_.value;
+    }
+    [[nodiscard]] constexpr bool is_default() const noexcept {
+        return use_default_init_;
+    }
+
+    constexpr void swap(default_value& other) noexcept(std::is_nothrow_swappable_v<T>) {
+        using std::swap;
+        swap(value_, other.value_);
+        swap(use_default_init_, other.use_default_init_);
+        swap(default_init_, other.default_init_);
+    }
+    constexpr void reset() noexcept {
+        use_default_init_ = true;
+    }
+
+  private:
+    value_type value_{};
+    bool use_default_init_{ true };
+    default_init<value_type> default_init_{};
+};
+
+template <typename T>
+std::ostream& operator<<(std::ostream& out, const default_value<T> &val) {
+    return out << val.value();
+}
+template <typename T>
+std::istream &operator>>(std::istream &in, default_value<T> &val) {
+    return in >> val.value_;
+}
+
+template <typename T>
+constexpr void swap(default_value<T> &lhs, default_value<T> &rhs) noexcept(noexcept(lhs.swap(rhs))) {
+    lhs.swap(rhs);
+}
+
+// comparison operations
+template <typename T>
+constexpr bool operator==(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return lhs.value() == rhs.value();
+}
+template <typename T>
+constexpr bool operator!=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs == rhs);
+}
+template <typename T>
+constexpr bool operator<(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return lhs.value() < rhs.value();
+}
+template <typename T>
+constexpr bool operator>(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return rhs < lhs;
+}
+template <typename T>
+constexpr bool operator<=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs > rhs);
+}
+template <typename T>
+constexpr bool operator>=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs < rhs);
+}
+
+
+}
+
+
+namespace std {
+
+template <typename T>
+struct hash<plssvm::default_value<T>> {
+    std::size_t operator()(const plssvm::default_value<T> &val) const noexcept {
+        return std::hash<T>{}(val.value());
+    }
+};
+
+}
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index de1325947..2532dc92a 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -14,6 +14,7 @@
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/default_value.hpp"                         // plssvm::default_value
 #include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
@@ -48,9 +49,9 @@ class parameter_train {
    parameter<double> csvm_params{};
 
    /// The error tolerance parameter for the CG algorithm.
-   double epsilon{ 0.001 };
+   default_value<double> epsilon = default_init<double>{ 0.001 };
    /// The maximum number of iterations in the CG algorithm.
-   std::size_t max_iter{ 0 };
+   default_value<std::size_t> max_iter = default_init<std::size_t>{ 0 };
 
    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
    backend_type backend = backend_type::automatic;
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 23f3e0374..92a61c17b 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -55,13 +55,13 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
                 }
             } else if (detail::starts_with(line, "gamma")) {
                 // parse gamma
-                params.gamma = detail::convert_to<decltype(params.gamma)>(value);
+                params.gamma = detail::convert_to<typename decltype(params.gamma)::value_type>(value);
             } else if (detail::starts_with(line, "degree")) {
                 // parse degree
-                params.degree = detail::convert_to<decltype(params.degree)>(value);
+                params.degree = detail::convert_to<typename decltype(params.degree)::value_type>(value);
             } else if (detail::starts_with(line, "coef0")) {
                 // parse coef0
-                params.coef0 = detail::convert_to<decltype(params.coef0)>(value);
+                params.coef0 = detail::convert_to<typename decltype(params.coef0)::value_type>(value);
             } else if (detail::starts_with(line, "nr_class")) {
                 // number of classes must be 2
                 const auto nr_class = detail::convert_to<unsigned long long>(value);
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index bcfba6f62..947d97580 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -11,6 +11,8 @@
 
 #pragma once
 
+#include "plssvm/default_value.hpp"  // plssvm::default_value
+
 #include <cstddef>      // std::size_t
 #include <map>          // std::map
 #include <tuple>        // std::forward_as_tuple, std::get
@@ -52,6 +54,11 @@ template <typename Enum>
     return static_cast<std::underlying_type_t<Enum>>(e);
 }
 
+template <typename Enum>
+[[nodiscard]] constexpr std::underlying_type_t<Enum> to_underlying(const default_value<Enum> &e) noexcept {
+    return to_underlying(e.value());
+}
+
 /**
  * @brief Erases all elements that satisfy the predicate @p pred from the container @p c.
  * @details See: https://en.cppreference.com/w/cpp/container/map/erase_if
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 4c1c51ea1..00deb5e70 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -11,7 +11,8 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"  // plssvm::kernel_type
+#include "plssvm/default_value.hpp"  // plssvm::default_value
+#include "plssvm/kernel_types.hpp"   // plssvm::kernel_type
 
 #include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT
 
@@ -42,15 +43,15 @@ struct parameter {
     using real_type = T;
 
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
-    kernel_type kernel = kernel_type::linear;
+    default_value<kernel_type> kernel = default_init<kernel_type>{ kernel_type::linear };
     /// The degree parameter used in the polynomial kernel function.
-    int degree = 3;
+    default_value<int> degree = default_init<int>{ 3 };
     /// The gamma parameter used in the polynomial and rbf kernel functions.
-    real_type gamma = real_type{ 0.0 };
+    default_value<real_type> gamma = default_init<real_type>{ 0.0 };
     /// The coef0 parameter used in the polynomial kernel function.
-    real_type coef0 = real_type{ 0.0 };
+    default_value<real_type> coef0 = default_init<real_type>{ 0.0 };
     /// The cost parameter in the C-SVM.
-    real_type cost = real_type{ 1.0 };
+    default_value<real_type> cost = default_init<real_type>{ 1.0 };
 
     /**
      * @brief Convert a `plssvm::parameter<T>`to a `plssvm::parameter<U>` (i.e., conversion between float <-> double).
@@ -60,7 +61,7 @@ struct parameter {
     template <typename U>
     explicit operator parameter<U>() {
         // convert between parameter<float> <-> parameter<double>
-        return parameter<U>{ kernel, degree, static_cast<U>(gamma), static_cast<U>(coef0), static_cast<U>(cost) };
+        return parameter<U>{ kernel, degree, gamma, coef0, cost };
     }
 };
 
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index fcd627d29..bf308ee4c 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -44,7 +44,6 @@ int main(int argc, char *argv[]) {
 
         // create data set
         std::visit([&](auto &&data) {
-            // TODO: put code here
             using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 358933abd..736802fcc 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -55,9 +55,7 @@ int main(int argc, char *argv[]) {
             // create SVM
             const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
             // learn model
-            using csvm_type = typename decltype(svm)::element_type;
-            const typename csvm_type::size_type max_iter = params.max_iter == 0 ? data.num_data_points() : params.max_iter;
-            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = max_iter);
+            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
             model.save(params.model_filename);
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 7feb68b3c..1818f87fa 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -58,10 +58,10 @@ auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<s
             device_kernel_q_linear(q, data);
             break;
         case kernel_type::polynomial:
-            device_kernel_q_poly(q, data, params.degree, params.gamma, params.coef0);
+            device_kernel_q_poly(q, data, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
-            device_kernel_q_radial(q, data, params.gamma);
+            device_kernel_q_radial(q, data, params.gamma.value());
             break;
     }
     return q;
@@ -74,10 +74,10 @@ void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::v
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
             break;
         case kernel_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree, params.gamma, params.coef0);
+            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma);
+            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma.value());
             break;
     }
 }
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index f1799926c..6d3d7d545 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -9,11 +9,12 @@
 #include "plssvm/detail/cmd/parameter_train.hpp"
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
 #include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/default_value.hpp"                      // plssvm::default_value
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
+#include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
@@ -37,13 +38,13 @@ parameter_train::parameter_train(int argc, char **argv) {
        .set_tab_expansion()
        // clang-format off
        .add_options()
-           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(csvm_params.kernel)>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
-           ("d,degree", "set degree in kernel function", cxxopts::value<decltype(csvm_params.degree)>()->default_value(fmt::format("{}", csvm_params.degree)))
-           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(csvm_params.gamma)>())
-           ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(csvm_params.coef0)>()->default_value(fmt::format("{}", csvm_params.coef0)))
-           ("c,cost", "set the parameter C", cxxopts::value<decltype(csvm_params.cost)>()->default_value(fmt::format("{}", csvm_params.cost)))
-           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(epsilon)>()->default_value(fmt::format("{}", epsilon)))
-           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<decltype(max_iter)>())
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<typename decltype(csvm_params.kernel)::value_type>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
+           ("d,degree", "set degree in kernel function", cxxopts::value<typename decltype(csvm_params.degree)::value_type>()->default_value(fmt::format("{}", csvm_params.degree)))
+           ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<typename decltype(csvm_params.gamma)::value_type>())
+           ("r,coef0", "set coef0 in kernel function", cxxopts::value<typename decltype(csvm_params.coef0)::value_type>()->default_value(fmt::format("{}", csvm_params.coef0)))
+           ("c,cost", "set the parameter C", cxxopts::value<typename decltype(csvm_params.cost)::value_type>()->default_value(fmt::format("{}", csvm_params.cost)))
+           ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<typename decltype(epsilon)::value_type>()->default_value(fmt::format("{}", epsilon)))
+           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<typename decltype(max_iter)::value_type>())
            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(fmt::format("{}", backend)))
            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -75,38 +76,54 @@ parameter_train::parameter_train(int argc, char **argv) {
    }
 
    // parse kernel_type and cast the value to the respective enum
-   csvm_params.kernel = result["kernel_type"].as<decltype(csvm_params.kernel)>();
+   if (result.count("kernel_type")) {
+       csvm_params.kernel = result["kernel_type"].as<typename decltype(csvm_params.kernel)::value_type>();
+   }
 
    // parse degree
-   csvm_params.degree = result["degree"].as<decltype(csvm_params.degree)>();
+   if (result.count("degree")) {
+      csvm_params.degree = result["degree"].as<typename decltype(csvm_params.degree)::value_type>();
+   }
 
    // parse gamma
    if (result.count("gamma")) {
-       csvm_params.gamma = result["gamma"].as<decltype(csvm_params.gamma)>();
-       if (csvm_params.gamma == decltype(csvm_params.gamma){ 0.0 }) {
-           fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
+       typename decltype(csvm_params.gamma)::value_type gamma_input = result["gamma"].as<typename decltype(csvm_params.gamma)::value_type>();
+       // check if the provided gamma is legal
+       if (gamma_input <= decltype(gamma_input){ 0.0 }) {
+           fmt::print(stderr, "gamma must be greater than 0.0, but is {}!\n", gamma_input);
            fmt::print("{}", options.help());
            std::exit(EXIT_FAILURE);
        }
+       // provided gamma was legal -> override default value
+       csvm_params.gamma = gamma_input;
    }
 
    // parse coef0
-   csvm_params.coef0 = result["coef0"].as<decltype(csvm_params.coef0)>();
+   if (result.count("coef0")) {
+       csvm_params.coef0 = result["coef0"].as<typename decltype(csvm_params.coef0)::value_type>();
+   }
 
    // parse cost
-   csvm_params.cost = result["cost"].as<decltype(csvm_params.cost)>();
+   if (result.count("cost")) {
+       csvm_params.cost = result["cost"].as<typename decltype(csvm_params.cost)::value_type>();
+   }
 
    // parse epsilon
-   epsilon = result["epsilon"].as<decltype(epsilon)>();
+   if (result.count("epsilon")) {
+       epsilon = result["epsilon"].as<typename decltype(epsilon)::value_type>();
+   }
 
    // parse max_iter
    if (result.count("max_iter")) {
-       max_iter = result["max_iter"].as<decltype(max_iter)>();
-       if (max_iter == decltype(max_iter){ 0 }) {
-           fmt::print(stderr, "max_iter = 0 is not allowed, it doesnt make any sense!\n");
+       typename decltype(max_iter)::value_type max_iter_input = result["max_iter"].as<typename decltype(max_iter)::value_type>();
+       // check if the provided max_iter is legal
+       if (max_iter_input == decltype(max_iter_input){ 0 }) {
+           fmt::print(stderr, "max_iter must be greater than 0, but is {}!\n", max_iter_input);
            fmt::print("{}", options.help());
            std::exit(EXIT_FAILURE);
        }
+       // provided max_iter was legal -> override default value
+       max_iter = max_iter_input;
    }
 
    // parse backend_type and cast the value to the respective enum
@@ -155,29 +172,33 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            out << fmt::format(
-                "gamma: {}\n"
-                "coef0: {}\n"
-                "degree: {}\n",
-                params.csvm_params.gamma,
-                params.csvm_params.coef0,
-                params.csvm_params.degree);
+            {
+                if (params.csvm_params.gamma.is_default()) {
+                    out << "gamma: 1 / num_features (default)\n";
+                } else {
+                    out << fmt::format("gamma: {}\n", params.csvm_params.gamma.value());
+                }
+                out << fmt::format("coef0: {}{}\n", params.csvm_params.coef0.value(), params.csvm_params.coef0.is_default() ? " (default)" : "");
+                out << fmt::format("degree: {}{}\n", params.csvm_params.degree.value(), params.csvm_params.degree.is_default() ? " (default)" : "");
+            }
             break;
         case kernel_type::rbf:
             out << fmt::format("gamma: {}\n", params.csvm_params.gamma);
             break;
     }
+    out << fmt::format("cost: {}{}\n", params.csvm_params.cost.value(), params.csvm_params.cost.is_default() ? " (default)" : "");
+    out << fmt::format("epsilon: {}{}\n", params.epsilon.value(), params.epsilon.is_default() ? " (default)" : "");
+    if (params.max_iter.is_default()) {
+        out << "max_iter: num_data_points (default)\n";
+    } else {
+        out << fmt::format("max_iter: {}\n", params.max_iter.value());
+    }
+
     return out << fmt::format(
-        "cost: {}\n"
-        "epsilon: {}\n"
-        "max_iter: {}\n"
         "use strings as labels: {}\n"
         "use float as real type instead of double: {}\n"
         "input file (data set): '{}'\n"
         "output file (model): '{}'\n",
-        params.csvm_params.cost,
-        params.epsilon,
-        params.max_iter == 0 ? std::string{ "num_data_points" } : std::to_string(params.max_iter),
         params.strings_as_labels,
         params.float_as_real_type,
         params.input_filename,

From 2d9dcbac1def480e7f551e2b141bae2d6b525729 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 6 Jun 2022 18:52:01 +0200
Subject: [PATCH 0112/1010] Improve arff IO performance.

---
 include/plssvm/detail/io/arff_parsing.hpp | 35 ++++++++++++++++-------
 1 file changed, 25 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index fb2a878ea..6480fcb0d 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -17,8 +17,9 @@
 #include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
-#include "fmt/format.h"  // fmt::format, fmt::join
-#include "fmt/os.h"      // fmt::ostream
+#include "fmt/format.h"   // fmt::format, fmt::join
+#include "fmt/os.h"       // fmt::ostream
+#include "fmt/compile.h"  // FMT_COMPILE
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
@@ -189,19 +190,33 @@ inline void write_arff_header(fmt::ostream &out, const std::size_t num_features,
 
 template <typename real_type, typename label_type>
 inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output with label
-    for (std::size_t i = 0; i < X.size(); ++i) {
-        out.print("{:e},{}\n", fmt::join(X[i], ","), y[i]);
+    #pragma omp parallel default(none) shared(out, X, y)
+    {
+        // all support vectors
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (std::size_t i = 0; i < X.size(); ++i) {
+            out_string.append(fmt::format(FMT_COMPILE("{:e},{}\n"), fmt::join(X[i], ","), y[i]));
+        }
+
+        #pragma omp critical
+        out.print("{}", out_string);
     }
 }
 
 template <typename real_type>
 inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
-    // TODO: optimize?, FMT_COMPILE Bug?
-    // output without label
-    for (std::size_t i = 0; i < X.size(); ++i) {
-        out.print("{:e}\n", fmt::join(X[i], ","));
+    #pragma omp parallel default(none) shared(out, X)
+    {
+        // all support vectors
+        std::string out_string;
+        #pragma omp for schedule(dynamic) nowait
+        for (std::size_t i = 0; i < X.size(); ++i) {
+            out.print(FMT_COMPILE("{:e}\n"), fmt::join(X[i], ","));
+        }
+
+        #pragma omp critical
+        out.print("{}", out_string);
     }
 }
 

From 416ad2b7354932ee1901789b30ab74a2d04c3791 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 17:57:29 +0200
Subject: [PATCH 0113/1010] Fix some TODOs.

---
 include/plssvm/detail/io/file_reader.hpp |  1 -
 include/plssvm/detail/layout.hpp         | 16 +++++++---------
 include/plssvm/model.hpp                 |  1 -
 utility_scripts/generate_data.py         |  1 -
 4 files changed, 7 insertions(+), 12 deletions(-)

diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index c01a9c34b..be4b0e660 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -9,7 +9,6 @@
  * @brief Implements a file reader class responsible for reading the input file and parsing it into lines.
  */
 
-// TODO: move to io
 #pragma once
 
 // check if memory mapping can be supported
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 75f22006e..6a5fd7319 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -11,21 +11,19 @@
 
 #pragma once
 
-#include "plssvm/constants.hpp"
-#include "plssvm/detail/assert.hpp"
+#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
-#include "fmt/core.h"
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"
 
-#include <algorithm>
-#include <chrono>
-#include <ostream>
-#include <vector>
+#include <algorithm>  // std::all_of
+#include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast}
+#include <cstddef>    // std::size_t
+#include <ostream>    // std::ostream
+#include <vector>     // std::vector
 
 namespace plssvm::detail {
 
-// TODO: test
-
 template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_soa_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
     std::vector<real_type> vec(num_features * (num_points + boundary_size));
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 6a66b65a9..b2b5ed2b1 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -73,7 +73,6 @@ class model {
 /******************************************************************************
  *                                Constructors                                *
  ******************************************************************************/
- // TODO: restructure?
 template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index 367803be8..17704ea93 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -92,7 +92,6 @@
 if args.test_samples > 0:
     test_file = rawfile + "_test." + args.format
 
-# TODO: index must start at 1!!!
 if args.format == "libsvm":
     from sklearn.datasets import dump_svmlight_file
     # dump data in libsvm format

From 7bb19e76834fa79a3eda9b6c97bf5df367779b49 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:19:11 +0200
Subject: [PATCH 0114/1010] Fix TODO regarding the number of used devices if
 the number of found devices is greater than the number of features of the
 data set used.

---
 include/plssvm/backends/gpu_csvm.hpp |  12 +++-
 src/plssvm/backends/OpenCL/csvm.cpp  |   8 ---
 src/plssvm/backends/gpu_csvm.cpp     | 101 ++++++++++++++++-----------
 3 files changed, 70 insertions(+), 51 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index cdad91c71..d5c41048e 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -56,15 +56,19 @@ class gpu_csvm : public csvm<T> {
      */
     virtual ~gpu_csvm() = default;
 
+    [[nodiscard]] size_type num_available_devices() const noexcept {
+        return devices_.size();
+    }
+
   protected:
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
-    [[nodiscard]] std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, size_type num_data_points, size_type num_features, size_type boundary_size) const;
+    [[nodiscard]] std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, size_type num_data_points, size_type num_features, size_type boundary_size, size_type num_used_devices) const;
     /**
      * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type boundary_size) const;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type boundary_size, size_type num_used_devices) const;
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
@@ -72,7 +76,7 @@ class gpu_csvm : public csvm<T> {
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges) const;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type num_used_devices) const;
 
     [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const final;
 
@@ -93,6 +97,8 @@ class gpu_csvm : public csvm<T> {
      */
     void device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const;
 
+    [[nodiscard]] size_type select_num_used_devices(kernel_type kernel, size_type num_features) const noexcept;
+
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
     //*************************************************************************************************************************************//
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index dfc63a5d0..78896e443 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -107,14 +107,6 @@ void csvm<T>::init(const target_platform target, const kernel_type kernel) {
         fmt::print("OpenCL kernel JIT compilation done in {}.\n\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time));
     }
 
-    // if less features than devices are provided, use only num_features_ devices
-//    devices_.resize(std::min(devices_.size(), num_features_)); // TODO:
-
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
     if (verbose) {
         // print found OpenCL devices
         fmt::print("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index a63c00909..8151da9c3 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -35,12 +35,13 @@
 #endif
 #endif
 
-#include "fmt/core.h"    // fmt::print
+#include "fmt/core.h"    // fmt::print, fmt::format
 
 #include <algorithm>  // std::all_of, std::min, std::max
 #include <chrono>     // std::chrono
 #include <cmath>      // std::ceil
 #include <cstddef>    // std::size_t
+#include <iostream>   // std::clog, std::endl
 #include <vector>     // std::vector
 
 namespace plssvm::detail {
@@ -50,21 +51,21 @@ gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(parameter<real_type> params) :
     base_type{ std::move(params) } {}
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data, const size_type num_data_points, const size_type num_features, const size_type boundary_size) const -> std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data, const size_type num_data_points, const size_type num_features, const size_type boundary_size, const size_type num_used_devices) const -> std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> {
     // calculate the number of features per device
-    std::vector<size_type> feature_ranges(devices_.size() + 1);
-    for (typename std::vector<queue_type>::size_type device = 0; device <= devices_.size(); ++device) {
-        feature_ranges.push_back(device * num_features / devices_.size());
+    std::vector<size_type> feature_ranges(num_used_devices + 1);
+    for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
+        feature_ranges.push_back(device * num_features / num_used_devices);
     }
 
     // transform 2D to 1D SoA data
     const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
 
-    std::vector<device_ptr_type> data_last_d(devices_.size());
-    std::vector<device_ptr_type> data_d(devices_.size());
+    std::vector<device_ptr_type> data_last_d(num_used_devices);
+    std::vector<device_ptr_type> data_d(num_used_devices);
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
         // initialize data_last on device
@@ -81,11 +82,11 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size) const -> std::vector<real_type> {
-    std::vector<device_ptr_type> q_d(devices_.size());
+auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size, const size_type num_used_devices) const -> std::vector<real_type> {
+    std::vector<device_ptr_type> q_d(num_used_devices);
 
-    #pragma omp parallel for default(none) shared(q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         q_d[device] = device_ptr_type{ num_data_points + boundary_size, devices_[device] };
         q_d[device].memset(0);
 
@@ -109,10 +110,12 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     const size_type num_features = A.front().size();
 
+    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
+
     std::vector<device_ptr_type> data_d;
     std::vector<device_ptr_type> data_last_d;
     std::vector<size_type> feature_ranges;
-    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size);
+    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
 
     // create q vector
     const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size);
@@ -126,13 +129,13 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     b -= b_back_value;
 
     std::vector<real_type> x(dept, 1.0);
-    std::vector<device_ptr_type> x_d(devices_.size());
+    std::vector<device_ptr_type> x_d(num_used_devices);
 
     std::vector<real_type> r(dept, 0.0);
-    std::vector<device_ptr_type> r_d(devices_.size());
+    std::vector<device_ptr_type> r_d(num_used_devices);
 
-    #pragma omp parallel for default(none) shared(devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         x_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         x_d[device].memset(0);
         x_d[device].memcpy_to_device(x, 0, dept);
@@ -142,9 +145,9 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     }
     r_d[0].memcpy_to_device(b, 0, dept);
 
-    std::vector<device_ptr_type> q_d(devices_.size());
-    #pragma omp parallel for default(none) shared(devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    std::vector<device_ptr_type> q_d(num_used_devices);
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         q_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
         q_d[device].memset(0);
         q_d[device].memcpy_to_device(q, 0, dept);
@@ -159,8 +162,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     const real_type delta0 = delta;
     std::vector<real_type> Ad(dept);
 
-    std::vector<device_ptr_type> Ad_d(devices_.size());
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    std::vector<device_ptr_type> Ad_d(num_used_devices);
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         Ad_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
     }
 
@@ -184,8 +187,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
-        #pragma omp parallel for default(none) shared(devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             Ad_d[device].memset(0);
             r_d[device].memset(0, dept);
 
@@ -200,8 +203,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         // (x = x + alpha * d)
         x += alpha_cd * d;
 
-        #pragma omp parallel for default(none) shared(devices_, x, x_d) firstprivate(dept)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             x_d[device].memcpy_to_device(x, 0, dept);
         }
 
@@ -242,8 +245,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         d = beta * d + r;
 
         // r_d = d
-        #pragma omp parallel for default(none) shared(devices_, r_d, d) firstprivate(dept)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             r_d[device].memcpy_to_device(d, 0, dept);
         }
 
@@ -268,12 +271,12 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges) const-> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type num_used_devices) const-> std::vector<real_type> {
     // create w vector and fill with zeros
     std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), size_type{ 0 }), real_type{ 0.0 });
 
-    #pragma omp parallel for default(none) shared(devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         // feature splitting on multiple devices
         const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
@@ -302,11 +305,13 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
     const size_type num_features = predict_points.front().size();
     const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
 
-    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size);
+    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
+
+    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
 
-    std::vector<device_ptr_type> alpha_d(devices_.size());
-    #pragma omp parallel for default(none) shared(devices_, alpha_d, alpha) firstprivate(num_support_vectors)
-    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+    std::vector<device_ptr_type> alpha_d(num_used_devices);
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         alpha_d[device] = device_ptr_type{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
         alpha_d[device].memset(0);
         alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
@@ -367,22 +372,38 @@ void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr
     device_synchronize(devices_[0]);
     buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
 
-    if (devices_.size() > 1) {
+    if (buffer_d.size() > 1) {
         std::vector<real_type> ret(buffer.size());
-        for (typename std::vector<queue_type>::size_type device = 1; device < devices_.size(); ++device) {
+        for (typename std::vector<device_ptr_type>::size_type device = 1; device < buffer_d.size(); ++device) {
             device_synchronize(devices_[device]);
             buffer_d[device].memcpy_to_host(ret, 0, ret.size());
 
             buffer += ret;
         }
 
-        #pragma omp parallel for default(none) shared(devices_, buffer_d, buffer)
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        #pragma omp parallel for default(none) shared(buffer_d, buffer)
+        for (typename std::vector<device_ptr_type>::size_type device = 0; device < buffer_d.size(); ++device) {
             buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
         }
     }
 }
 
+template <typename T, typename device_ptr_t, typename queue_t>
+auto gpu_csvm<T, device_ptr_t, queue_t>::select_num_used_devices(const kernel_type kernel, const size_type num_features) const noexcept -> size_type {
+    // polynomial and rbf kernel currently only support single GPU execution
+    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
+        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
+        return 1;
+    }
+
+    // the number of used devices may not exceed the number of features
+    const size_type num_used_devices = std::min(devices_.size(), num_features);
+    if (num_used_devices < devices_.size()) {
+        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
+    }
+    return num_used_devices;
+}
+
 // explicitly instantiate template class depending on available backends
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
 template class gpu_csvm<float, ::plssvm::cuda::detail::device_ptr<float>, int>;

From 56a51ca345d056377bcde405253f87f95a77e1f0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:19:47 +0200
Subject: [PATCH 0115/1010] Fix compile bug regarding FMT_COMPILE.

---
 include/plssvm/detail/io/arff_parsing.hpp | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 6480fcb0d..7d22135ac 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -19,7 +19,6 @@
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "fmt/os.h"       // fmt::ostream
-#include "fmt/compile.h"  // FMT_COMPILE
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
@@ -196,7 +195,7 @@ inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<rea
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
         for (std::size_t i = 0; i < X.size(); ++i) {
-            out_string.append(fmt::format(FMT_COMPILE("{:e},{}\n"), fmt::join(X[i], ","), y[i]));
+            out_string.append(fmt::format("{},{}\n", fmt::join(X[i], ","), y[i]));
         }
 
         #pragma omp critical
@@ -212,7 +211,7 @@ inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<rea
         std::string out_string;
         #pragma omp for schedule(dynamic) nowait
         for (std::size_t i = 0; i < X.size(); ++i) {
-            out.print(FMT_COMPILE("{:e}\n"), fmt::join(X[i], ","));
+            out.print("{}\n", fmt::join(X[i], ","));
         }
 
         #pragma omp critical

From 46f01faaf6df20bee9aa65babef50f39db86ea1a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:20:13 +0200
Subject: [PATCH 0116/1010] Correctly write real labels to the arff file
 instead of the mapped features.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index d7b6c1a58..904aab314 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -317,7 +317,7 @@ void data_set<T, U>::write_arff_file(const std::string &filename) const {
 
     // write data
     if (this->has_labels()) {
-        detail::io::write_arff_data(out, *X_ptr_, *y_ptr_);
+        detail::io::write_arff_data(out, *X_ptr_, *labels_ptr_);
     } else {
         detail::io::write_arff_data(out, *X_ptr_);
     }

From b9787a5b6c4ccd7211be47c141501fca85b861b3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 19:21:00 +0200
Subject: [PATCH 0117/1010] Correctly write STRING in the arff file header if
 the label_type is std::string.

---
 include/plssvm/data_set.hpp               | 2 +-
 include/plssvm/detail/io/arff_parsing.hpp | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 904aab314..56696c456 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -313,7 +313,7 @@ void data_set<T, U>::write_arff_file(const std::string &filename) const {
     fmt::ostream out = fmt::output_file(filename);
 
     // write header information
-    detail::io::write_arff_header(out, num_features_, this->has_labels());
+    detail::io::write_arff_header<label_type>(out, num_features_, this->has_labels());
 
     // write data
     if (this->has_labels()) {
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 7d22135ac..83ec120b5 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -177,12 +177,17 @@ inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t
     }
 }
 
+template <typename label_type>
 inline void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
     for (std::size_t i = 0; i < num_features; ++i) {
         out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
     }
     if (has_labels) {
-        out.print("@ATTRIBUTE class NUMERIC\n\n");
+        if constexpr (std::is_same_v<detail::remove_cvref_t<label_type>, std::string>) {
+            out.print("@ATTRIBUTE class STRING\n\n");
+        } else {
+            out.print("@ATTRIBUTE class NUMERIC\n\n");
+        }
     }
     out.print("@DATA\n");
 }

From ffcdf74d74e4ed05ae592b7107407fc824607ab0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Wed, 8 Jun 2022 20:02:17 +0200
Subject: [PATCH 0118/1010] Fix error in arff header parsing for non-numerical
 classes.

---
 include/plssvm/detail/io/arff_parsing.hpp | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 83ec120b5..bd313bf2c 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -44,13 +44,16 @@ inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &
             // ignore relation
             continue;
         } else if (detail::starts_with(line, "@ATTRIBUTE")) {
-            if (line.find("NUMERIC") == std::string::npos) {
-                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
-            }
-            if (has_label) {
-                throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
-            } else if (line.find("CLASS") != std::string::npos) {
+            if (line.find("CLASS") != std::string::npos) {
+                if (has_label) {
+                    // only one class attribute is allowed
+                    throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
+                }
+                // found a class
                 has_label = true;
+                continue; // don't increment num_features
+            } else if (line.find("NUMERIC") == std::string::npos) {
+                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
             }
             // add a feature
             ++num_features;

From 2414dc74d86ba7b49590b4085f1112c59515650b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 9 Jun 2022 18:41:48 +0200
Subject: [PATCH 0119/1010] Remove old dependency from CMake.

---
 CMakeLists.txt | 22 ----------------------
 1 file changed, 22 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 6634e8e42..caef0402d 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -208,28 +208,6 @@ endif()
 set_property(TARGET ${PLSSVM_BASE_LIBRARY_NAME} PROPERTY POSITION_INDEPENDENT_CODE ON)
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 
-## try finding NamedType
-find_package(NamedType QUIET)
-if(NamedType_FOUND)
-    message(STATUS "Found package NamedType.")
-else()
-    message(STATUS "Couldn't find package NamedType. Building from source ...")
-    # fetch command line parser library NamedType
-    FetchContent_Declare(NamedType
-            GIT_REPOSITORY          https://github.com/joboccara/NamedType.git
-            GIT_TAG                 master
-            GIT_SHALLOW             TRUE
-
-            set(ENABLE_TEST OFF CACHE BOOL "" FORCE)
-            )
-    FetchContent_MakeAvailable(NamedType)
-    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} NamedType)
-    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-            $<BUILD_INTERFACE:${NamedType_SOURCE_DIR}/include>
-            $<INSTALL_INTERFACE:include>
-            )
-endif()
-
 
 ########################################################################################################################
 ##                                                 create executables                                                 ##

From 08a16d459ed0cea68d4d2abf543ae4d240dd297a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 9 Jun 2022 18:42:31 +0200
Subject: [PATCH 0120/1010] Fix wrong scaling algorithm (now scales feature
 wise and not data point AND feature wise).

---
 include/plssvm/data_set.hpp | 24 +++++++++++-------------
 1 file changed, 11 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 56696c456..4d1e59b77 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -273,21 +273,19 @@ void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
         throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
     }
 
-    real_type min_entry = std::numeric_limits<real_type>::max();
-    real_type max_entry = std::numeric_limits<real_type>::lowest();
-
-    #pragma omp parallel for collapse(2) reduction(min:min_entry) reduction(max:max_entry) default(none) shared(X_ptr_) firstprivate(num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            min_entry = std::min(min_entry, (*X_ptr_)[row][col]);
-            max_entry = std::max(max_entry, (*X_ptr_)[row][col]);
+    for (size_type feature = 0; feature < num_features_; ++feature) {
+        real_type min_entry = std::numeric_limits<real_type>::max();
+        real_type max_entry = std::numeric_limits<real_type>::lowest();
+
+        // calculate min and max values feature wise
+        for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
+            min_entry = std::min(min_entry, (*X_ptr_)[data_point][feature]);
+            max_entry = std::max(max_entry, (*X_ptr_)[data_point][feature]);
         }
-    }
 
-    #pragma omp parallel for collapse(2) default(none) shared(X_ptr_) firstprivate(upper, lower, max_entry, min_entry, num_data_points_, num_features_)
-    for (size_type row = 0; row < num_data_points_; ++row) {
-        for (size_type col = 0; col < num_features_; ++col) {
-            (*X_ptr_)[row][col] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[row][col] - max_entry) + upper;
+        // scale data points feature wise
+        for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
+            (*X_ptr_)[data_point][feature] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[data_point][feature] - max_entry) + upper;
         }
     }
 }

From 3d92ff961504d0c5715da574245961fde471abea Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 11 Jun 2022 19:05:33 +0200
Subject: [PATCH 0121/1010] Update data set scaling to be in line with LIBSVM.

---
 include/plssvm/csvm.hpp                       |   2 +
 include/plssvm/data_set.hpp                   | 326 ++++++++++++++----
 include/plssvm/detail/cmd/parameter_scale.hpp |   4 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp |   2 +-
 src/main_predict.cpp                          |   2 +-
 src/main_scale.cpp                            |   2 +-
 src/main_train.cpp                            |   2 +-
 src/plssvm/detail/cmd/parameter_scale.cpp     |  20 ++
 8 files changed, 281 insertions(+), 79 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index c403b2031..33be577a3 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -224,6 +224,8 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     default_value epsilon_val = default_init<real_type>{ 0.001 };
     default_value max_iter_val = default_init<size_type>{ data.num_data_points() };
 
+    // TODO: what if only max_iter is given???
+
     // compile time check: only named parameter are permitted
     static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
     // compile time check: each named parameter must only be passed once
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 4d1e59b77..37298f6bf 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -11,13 +11,16 @@
 
 #pragma once
 
-#include "plssvm/constants.hpp"                 // plssvm::verbose
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
-#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
-#include "plssvm/detail/io/arff_parsing.hpp"    // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/io/libsvm_parsing.hpp"  // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::ends_with
+#include "plssvm/constants.hpp"                     // plssvm::verbose
+#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
+#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
+#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
+#include "plssvm/exceptions/exceptions.hpp"         // plssvm::exception
+#include "plssvm/file_format_types.hpp"             // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"        // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"         // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"      // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/string_utility.hpp"         // plssvm::detail::ends_with
 
 #include "fmt/core.h"    // fmt::format, fmt::print
 #include "fmt/chrono.h"  // directly output std::chrono times via fmt
@@ -58,19 +61,48 @@ class data_set {
     friend class model;
 
   public:
+
     using real_type = T;
     using label_type = U;
     using size_type = std::size_t;
 
-    explicit data_set(const std::string& filename, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
-    data_set(const std::string& filename, file_format_type format, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
 
-    explicit data_set(std::vector<std::vector<real_type>> &&X, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
-    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, std::optional<std::pair<real_type, real_type>> scaling = std::nullopt);
+    class scaling {
+      public:
+
+        struct factors {
+            factors() = default;
+            factors(const size_type feature_p, const real_type lower_p, const real_type upper_p) : feature{ feature_p }, lower{ lower_p }, upper{ upper_p } { }
+
+            size_type feature{};
+            real_type lower{};
+            real_type upper{};
+        };
+
+        scaling(real_type lower, real_type upper);
+        scaling(const std::string &filename);
+
+        void save(const std::string &filename) const;
+
+        std::pair<real_type, real_type> scaling_interval{};
+        std::vector<factors> scaling_factors{};
+    };
+
+
+    explicit data_set(const std::string& filename);
+    data_set(const std::string& filename, file_format_type format);
+    data_set(const std::string& filename, scaling scale_parameter);
+    data_set(const std::string& filename, file_format_type format, scaling scale_parameter);
+
+    explicit data_set(std::vector<std::vector<real_type>> &&X);
+    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y);
+    data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter);
+    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter);
 
 
     // save the data set in the given format
-    void save(const std::string& filename, file_format_type format) const;
+    void save(const std::string &filename, file_format_type format) const;
+    void save_scaling_factors(const std::string &filename) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
@@ -79,17 +111,20 @@ class data_set {
 
     [[nodiscard]] label_type label_from_mapped_value(real_type val) const;
 
-    [[nodiscard]] size_type num_labels() const noexcept { return mapping_.size(); }
+    [[nodiscard]] size_type num_labels() const noexcept { return mapping_ != nullptr ? mapping_->size() : 0; }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
-    [[nodiscard]] const std::map<real_type, label_type>& mapping() const noexcept { return mapping_; }
+    [[nodiscard]] optional_ref<const std::map<real_type, label_type>> mapping() const noexcept;
+
+    [[nodiscard]] bool is_scaled() const noexcept { return scale_parameters_ != nullptr; }
+    [[nodiscard]] optional_ref<const scaling> scaling_factors() const noexcept;
 
   private:
     data_set();
 
     void create_mapping();
-    void scale(std::pair<real_type, real_type> scaling);
+    void scale();
 
     void write_libsvm_file(const std::string& filename) const;
     void write_arff_file(const std::string& filename) const;
@@ -97,6 +132,7 @@ class data_set {
     void read_libsvm_file(const std::string& filename);
     void read_arff_file(const std::string& filename);
 
+
     std::shared_ptr<std::vector<std::vector<real_type>>> X_ptr_{ nullptr };
     std::shared_ptr<std::vector<real_type>> y_ptr_{ nullptr };
     std::shared_ptr<std::vector<label_type>> labels_ptr_{ nullptr };
@@ -104,7 +140,9 @@ class data_set {
     size_type num_data_points_{ 0 };
     size_type num_features_{ 0 };
 
-    std::map<real_type, label_type> mapping_{};
+    std::shared_ptr<std::map<real_type, label_type>> mapping_{ nullptr };
+
+    std::shared_ptr<scaling> scale_parameters_{ nullptr };
 };
 
 
@@ -115,27 +153,36 @@ template <typename T, typename U>
 data_set<T, U>::data_set() : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } { }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string& filename, const std::optional<std::pair<real_type, real_type>> scaling) {
+data_set<T, U>::data_set(const std::string& filename) {
     // read data set from file
     this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
-    // scale data set
-    if (scaling.has_value()) {
-       this->scale(scaling.value());
-    }
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string &filename, const file_format_type format, const std::optional<std::pair<real_type, real_type>> scaling) {
+data_set<T, U>::data_set(const std::string& filename, const file_format_type format) {
     // read data set from file
     this->read_file(filename, format);
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(const std::string& filename, scaling scale_parameter) : data_set{ filename } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
-    if (scaling.has_value()) {
-        this->scale(scaling.value());
-    }
+    this->scale();
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
+data_set<T, U>::data_set(const std::string& filename, file_format_type format, scaling scale_parameter) : data_set{ filename, format } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
+    // scale data set
+    this->scale();
+}
+
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
     } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
@@ -146,15 +193,10 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, const std::opt
 
     num_data_points_ = X_ptr_->size();
     num_features_ = X_ptr_->front().size();
-
-    // scale data set
-    if (scaling.has_value()) {
-        this->scale(scaling.value());
-    }
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, const std::optional<std::pair<real_type, real_type>> scaling) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
     } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
@@ -170,11 +212,22 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<la
 
     num_data_points_ = X_ptr_->size();
     num_features_ = X_ptr_->front().size();
+}
 
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter) : data_set{ std::move(X) } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
-    if (scaling.has_value()) {
-        this->scale(scaling.value());
-    }
+    this->scale();
+}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter) : data_set{ std::move(X), std::move(y) } {
+    // initialize scaling
+    scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
+    // scale data set
+    this->scale();
 }
 
 
@@ -206,6 +259,15 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 }
 
+template <typename T, typename U>
+void data_set<T, U>::save_scaling_factors(const std::string &filename) const {
+    if (this->is_scaled()) {
+        throw exception{ "Data set not scaled so no scaling factors can be saved!" };
+    }
+
+    scale_parameters_->save(filename);
+}
+
 
 /******************************************************************************
  *                                   Getter                                   *
@@ -228,12 +290,32 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
     }
 }
 
+template <typename T, typename U>
+auto data_set<T, U>::mapping() const noexcept -> optional_ref<const std::map<real_type, label_type>> {
+    if (this->has_labels()) {
+        return std::make_optional(std::cref(*mapping_));
+    } else {
+        return std::nullopt;
+    }
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::scaling_factors() const noexcept -> optional_ref<const scaling> {
+    if (this->is_scaled()) {
+        return std::make_optional(std::cref(*scale_parameters_));
+    } else {
+        return std::nullopt;
+    }
+}
+
 template <typename T, typename U>
 auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label_type {
-    if (mapping_.count(val) == 0) {
+    if (mapping_ == nullptr) {
+        throw exception{ "No mapping exists!" };
+    } else if (mapping_->count(val) == 0) {
         throw exception{ "Illegal mapped value: {}!" };
     }
-    return mapping_.at(val);
+    return mapping_->at(val);
 }
 
 
@@ -245,6 +327,8 @@ template <typename T, typename U>
 void data_set<T, U>::create_mapping() {
     PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
 
+    std::map<real_type, label_type> mapping{};
+
     // get unique labels
     const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
     // only binary classification allowed as of now
@@ -252,42 +336,72 @@ void data_set<T, U>::create_mapping() {
         throw exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size()) };
     }
     // map binary labels to -1 and 1
-    mapping_[-1] = *unique_labels.begin();
-    mapping_[1] = *(++unique_labels.begin());
+    mapping[-1] = *unique_labels.begin();
+    mapping[1] = *(++unique_labels.begin());
 
     // convert input labels to now mapped values
     std::vector<real_type> tmp(labels_ptr_->size());
-    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping_)
+    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping)
     for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
-        tmp[i] = std::find_if(mapping_.begin(), mapping_.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
+        tmp[i] = std::find_if(mapping.begin(), mapping.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
     }
     y_ptr_ = std::make_shared<std::vector<real_type>>(std::move(tmp));
+    mapping_ = std::make_shared<std::map<real_type, label_type>>(std::move(mapping));
 }
 
 template <typename T, typename U>
-void data_set<T, U>::scale(const std::pair<real_type, real_type> scaling) {
-    // unpack pair
-    const real_type lower = scaling.first;
-    const real_type upper = scaling.second;
+void data_set<T, U>::scale() {
+    PLSSVM_ASSERT(this->is_scaled(), "No scaling parameters given for scaling!");
+
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // unpack scaling interval pair
+    const real_type lower = scale_parameters_->scaling_interval.first;
+    const real_type upper = scale_parameters_->scaling_interval.second;
     if (lower >= upper) {
         throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
     }
 
-    for (size_type feature = 0; feature < num_features_; ++feature) {
-        real_type min_entry = std::numeric_limits<real_type>::max();
-        real_type max_entry = std::numeric_limits<real_type>::lowest();
-
-        // calculate min and max values feature wise
-        for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
-            min_entry = std::min(min_entry, (*X_ptr_)[data_point][feature]);
-            max_entry = std::max(max_entry, (*X_ptr_)[data_point][feature]);
+    // calculate scaling factors if necessary, use provided once otherwise
+    if (scale_parameters_->scaling_factors.empty()) {
+        // calculate feature-wise min/max values for scaling
+        for (size_type feature = 0; feature < num_features_; ++feature) {
+            real_type min_value = std::numeric_limits<real_type>::max();
+            real_type max_value = std::numeric_limits<real_type>::lowest();
+
+            // calculate min/max values of all data points at the specific feature
+            #pragma omp parallel for default(none) shared(X_ptr_) firstprivate(num_features_, feature) reduction(min : min_value) reduction(max : max_value)
+            for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
+                min_value = std::min(min_value, (*X_ptr_)[data_point][feature]);
+                max_value = std::max(max_value, (*X_ptr_)[data_point][feature]);
+            }
+
+            // add scaling factor only if min_value != 0.0 AND max_value != 0.0
+            if (min_value != real_type{ 0.0 } && max_value != real_type{ 0.0 }) {
+                scale_parameters_->scaling_factors.emplace_back(feature, min_value, max_value);
+            }
         }
+    } else if (scale_parameters_->scaling_factors.size() > num_features_) {
+        throw invalid_file_format_exception{ fmt::format("Need at most as much scaling factors as features in the data set are present ({}), but {} were given!", num_features_, scale_parameters_->scaling_factors.size()) };
+    } else if (scale_parameters_->scaling_factors.back().feature >= num_features_) {
+        throw invalid_file_format_exception{ fmt::format("The maximum scaling feature index most not be greater than {}, but is {}!", scale_parameters_->scaling_factors.back().feature, num_features_) };
+    }
 
-        // scale data points feature wise
+    // scale values
+    #pragma omp parallel for default(none) shared(scale_parameters_, X_ptr_) firstprivate(lower, upper, num_data_points_)
+    for (size_type i = 0; i < scale_parameters_->scaling_factors.size(); ++i) {
+        // extract feature-wise min and max values
+        const typename scaling::factors factor = scale_parameters_->scaling_factors[i];
+        // scale data values
         for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
-            (*X_ptr_)[data_point][feature] = (upper - lower) / (max_entry - min_entry) * ((*X_ptr_)[data_point][feature] - max_entry) + upper;
+            (*X_ptr_)[data_point][factor.feature] = (upper - lower) / (factor.upper - factor.lower) * ((*X_ptr_)[data_point][factor.feature] - factor.upper) + upper;
         }
     }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Scaled the data set to the range [{}, {}] in {}.\n", lower, upper, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+    }
 }
 
 
@@ -409,34 +523,100 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
 }
 
 
+/******************************************************************************
+ *                            Scaling Nested-Class                            *
+ ******************************************************************************/
+template <typename T, typename U>
+data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) : scaling_interval{ std::make_pair(lower, upper) } { }
+
+template <typename T, typename U>
+data_set<T, U>::scaling::scaling(const std::string &filename) {
+    detail::io::file_reader f{  filename, '#' };
+
+    // at least two lines ("x" + scale interval)
+    if (f.num_lines() < 2) {
+        throw invalid_file_format_exception{ fmt::format("At least two lines must be present, but only {} were given!", f.num_lines()) };
+    }
+
+    // discard first line
+    // second line contains the scaling range
+    const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(f.line(1));
+    if (scale_to_interval.size() != 2) {
+        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled can only contain two values, but {} were given!", scale_to_interval.size()) };
+    }
+    scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
+
+    // parse scaling factors
+    scaling_factors.resize(f.num_lines() - 2);
+    #pragma omp parallel for default(none) shared(scaling_factors, f)
+    for (size_type i = 0; i < scaling_factors.size(); ++i) {
+        const std::string_view line = f.line(i + 2);
+        const std::vector<real_type> values = detail::split_as<real_type>(line);
+        if (values.size() != 3) {
+            throw invalid_file_format_exception{ fmt::format("Each line must exactly contain three values, but {} were given!", values.size()) };
+        }
+        // ignore first value
+        scaling_factors[i].feature = static_cast<size_type>(values[0]) - 1;
+        scaling_factors[i].lower = values[1];
+        scaling_factors[i].upper = values[2];
+    }
+}
+
+template <typename T, typename U>
+void data_set<T, U>::scaling::save(const std::string &filename) const {
+    if (this->is_scaled()) {
+        throw exception{ "Data set not scaled so no scaling factors can be saved!" };
+    }
+
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    fmt::ostream out = fmt::output_file(filename);
+    out.print("x\n");
+    out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
+    for (const factors &f : scaling_factors) {
+        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
+    }
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        fmt::print("Write {} scaling factors in {} to the file '{}'.\n", scaling_factors.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time), filename);
+    }
+}
+
+
+
 namespace detail {
 
 // two possible types: real_type + int and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
-template <bool scale, typename real_type, typename cmd_parameter>
-inline data_set_variants data_set_factory_imp(const cmd_parameter& params) {
-    std::optional<std::pair<real_type, real_type>> scale_range = std::nullopt;
-    // set scale range if the data set should be scaled
-    if constexpr (scale) {
-        scale_range = std::pair<real_type, real_type>{ params.lower, params.upper };
-    }
-    // select the label_type based on the command line parameter
-    if (params.strings_as_labels) {
-        return data_set_variants{ plssvm::data_set<real_type, std::string>{ params.input_filename, scale_range } };
+template <typename real_type, typename label_type>
+inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+}
+template <typename real_type, typename label_type>
+inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+}
+template <typename real_type, typename label_type>
+inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
+    if (!params.restore_filename.empty()) {
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
     } else {
-        return data_set_variants{ plssvm::data_set<real_type>{ params.input_filename, scale_range } };
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { static_cast<real_type>(params.lower), static_cast<real_type>(params.upper) } } };
     }
 }
 
-// create variant based on runtime flag
-template <bool scale, typename cmd_parameter>
-inline data_set_variants data_set_factory(const cmd_parameter& params) {
-    // select the real_type based on command line parameter
-    if (params.float_as_real_type) {
-        return data_set_factory_imp<scale, float>(params);
+template <typename cmd_parameter>
+inline data_set_variants data_set_factory(const cmd_parameter &params) {
+    if (params.float_as_real_type && params.strings_as_labels) {
+        return data_set_factory_impl<float, std::string>(params);
+    } else if (params.float_as_real_type && !params.strings_as_labels) {
+        return data_set_factory_impl<float, int>(params);
+    } else if (!params.float_as_real_type && params.strings_as_labels) {
+        return data_set_factory_impl<double, std::string>(params);
     } else {
-        return data_set_factory_imp<scale, double>(params);
+        return data_set_factory_impl<double, int>(params);
     }
 }
 
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index d65393986..9c0a9f133 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -35,8 +35,6 @@ class parameter_scale {
     */
    parameter_scale(int argc, char **argv);
 
-   // TODO: more LIBSVM conform?
-
    /// The lower bound of the scaled data values.
    double lower{ -1 };
    /// The upper bound of the scaled data values.
@@ -53,6 +51,8 @@ class parameter_scale {
    std::string input_filename{};
    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
    std::string scaled_filename{};
+   std::string save_filename{};
+   std::string restore_filename{};
 };
 
 /**
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 92a61c17b..84eab3412 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -156,7 +156,7 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
     // get the original labels (not the mapped once)
     std::vector<label_type> label_values;
     label_values.reserve(data.num_labels());
-    for (const auto& [key, val] : data.mapping()) {
+    for (const auto& [key, val] : data.mapping().value().get()) {
         label_values.push_back(val);
     }
     // count the occurrence of each label
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index bf308ee4c..9bffcf555 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -87,7 +87,7 @@ int main(int argc, char *argv[]) {
                            data.num_data_points());
             }
 
-        }, plssvm::detail::data_set_factory<false>(params));
+        }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index eb13d2ec2..53898c5a2 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -33,7 +33,7 @@ int main(int argc, char *argv[]) {
         std::visit([&](auto&& data){
             // write scaled data to output file
             data.save(params.scaled_filename, params.format);
-        }, plssvm::detail::data_set_factory<true>(params));
+        }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 736802fcc..08e2ff820 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -59,7 +59,7 @@ int main(int argc, char *argv[]) {
             // save model to file
             model.save(params.model_filename);
 
-        }, plssvm::detail::data_set_factory<false>(params));
+        }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index e8b9b5fde..3664b4a20 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -34,6 +34,8 @@ parameter_scale::parameter_scale(int argc, char **argv) {
            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
            ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
+           ("s,save_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
+           ("r,restore_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
@@ -91,6 +93,24 @@ parameter_scale::parameter_scale(int argc, char **argv) {
        std::filesystem::path input_path{ input_filename };
        scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
    }
+
+   if (result.count("save_filename") && result.count("restore_filename")) {
+       fmt::print(stderr, "Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!");
+       fmt::print("{}", options.help());
+       std::exit(EXIT_FAILURE);
+   }
+
+   if (result.count("save_filename")) {
+       save_filename = result["save_filename"].as<decltype(save_filename)>();
+   }
+
+   if (result.count("restore_filename")) {
+       if (result.count("lower") || result.count("upper")) {
+           std::clog << "Warning: provided -l (--lower) and/or -u (--upper) together with -r (--restore_filename); ignoring -l/-u" << std::endl;
+       }
+       restore_filename = result["restore_filename"].as<decltype(restore_filename)>();
+   }
+
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {

From b1e8378798525aa69d002809e23158500e8d4cc5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 11 Jun 2022 19:58:33 +0200
Subject: [PATCH 0122/1010] Move IO functions to a separate header.

---
 include/plssvm/data_set.hpp                   | 58 +++++-----------
 .../detail/io/scaling_factors_parsing.hpp     | 68 +++++++++++++++++++
 2 files changed, 84 insertions(+), 42 deletions(-)
 create mode 100644 include/plssvm/detail/io/scaling_factors_parsing.hpp

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 37298f6bf..780f7f55d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -11,16 +11,17 @@
 
 #pragma once
 
-#include "plssvm/constants.hpp"                     // plssvm::verbose
-#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
-#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
-#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
-#include "plssvm/exceptions/exceptions.hpp"         // plssvm::exception
-#include "plssvm/file_format_types.hpp"             // plssvm::file_format_type
-#include "plssvm/detail/io/arff_parsing.hpp"        // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
-#include "plssvm/detail/io/file_reader.hpp"         // plssvm::detail::io::file_reader
-#include "plssvm/detail/io/libsvm_parsing.hpp"      // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
-#include "plssvm/detail/string_utility.hpp"         // plssvm::detail::ends_with
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/detail/cmd/parameter_predict.hpp"       // plssvm::detail::cmd::parameter_predict
+#include "plssvm/detail/cmd/parameter_scale.hpp"         // plssvm::detail::cmd::parameter_scale
+#include "plssvm/detail/cmd/parameter_train.hpp"         // plssvm::detail::cmd::parameter_train
+#include "plssvm/exceptions/exceptions.hpp"              // plssvm::exception
+#include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
+#include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
+#include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
+#include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
+#include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{read_scaling_factors}
+#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
 
 #include "fmt/core.h"    // fmt::format, fmt::print
 #include "fmt/chrono.h"  // directly output std::chrono times via fmt
@@ -533,33 +534,8 @@ template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const std::string &filename) {
     detail::io::file_reader f{  filename, '#' };
 
-    // at least two lines ("x" + scale interval)
-    if (f.num_lines() < 2) {
-        throw invalid_file_format_exception{ fmt::format("At least two lines must be present, but only {} were given!", f.num_lines()) };
-    }
-
-    // discard first line
-    // second line contains the scaling range
-    const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(f.line(1));
-    if (scale_to_interval.size() != 2) {
-        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled can only contain two values, but {} were given!", scale_to_interval.size()) };
-    }
-    scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
-
-    // parse scaling factors
-    scaling_factors.resize(f.num_lines() - 2);
-    #pragma omp parallel for default(none) shared(scaling_factors, f)
-    for (size_type i = 0; i < scaling_factors.size(); ++i) {
-        const std::string_view line = f.line(i + 2);
-        const std::vector<real_type> values = detail::split_as<real_type>(line);
-        if (values.size() != 3) {
-            throw invalid_file_format_exception{ fmt::format("Each line must exactly contain three values, but {} were given!", values.size()) };
-        }
-        // ignore first value
-        scaling_factors[i].feature = static_cast<size_type>(values[0]) - 1;
-        scaling_factors[i].lower = values[1];
-        scaling_factors[i].upper = values[2];
-    }
+    // read scaling values from file
+    detail::io::read_scaling_factors(f, scaling_interval, scaling_factors);
 }
 
 template <typename T, typename U>
@@ -571,11 +547,9 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     fmt::ostream out = fmt::output_file(filename);
-    out.print("x\n");
-    out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
-    for (const factors &f : scaling_factors) {
-        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
-    }
+
+    // write scaling values to file
+    detail::io::write_scaling_factors(out, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
new file mode 100644
index 000000000..6468a5bbb
--- /dev/null
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -0,0 +1,68 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements parsing functions for the scaling factor file parsing.
+*/
+
+#pragma once
+
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
+
+#include "fmt/compile.h" // FMT_COMPILE
+#include "fmt/format.h"  // fmt::format
+#include "fmt/os.h"      // fmt::ostream
+
+#include <string_view>  // std::string_view
+#include <utility>      // std::pair, std::make_pair
+#include <vector>       // std::vector
+
+namespace plssvm::detail::io {
+
+template <typename real_type, typename factors_type>
+void read_scaling_factors(file_reader &reader, std::pair<real_type, real_type> &scaling_interval, std::vector<factors_type> &scaling_factors) {
+    // at least two lines ("x" + scale interval)
+    if (reader.num_lines() < 2) {
+        throw invalid_file_format_exception{ fmt::format("At least two lines must be present, but only {} were given!", reader.num_lines()) };
+    }
+
+    // discard first line
+    // second line contains the scaling range
+    const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(reader.line(1));
+    if (scale_to_interval.size() != 2) {
+        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled can only contain two values, but {} were given!", scale_to_interval.size()) };
+    }
+    scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
+
+    // parse scaling factors
+    scaling_factors.resize(reader.num_lines() - 2);
+    #pragma omp parallel for default(none) shared(scaling_factors, reader)
+    for (typename std::vector<factors_type>::size_type i = 0; i < scaling_factors.size(); ++i) {
+        const std::string_view line = reader.line(i + 2);
+        const std::vector<real_type> values = detail::split_as<real_type>(line);
+        if (values.size() != 3) {
+            throw invalid_file_format_exception{ fmt::format("Each line must exactly contain three values, but {} were given!", values.size()) };
+        }
+        // ignore first value
+        scaling_factors[i].feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]) - 1;
+        scaling_factors[i].lower = values[1];
+        scaling_factors[i].upper = values[2];
+    }
+}
+
+template <typename real_type, typename factors_type>
+void write_scaling_factors(fmt::ostream &out, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
+    out.print("x\n");
+    out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
+    for (const factors_type &f : scaling_factors) {
+        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
+    }
+}
+
+}
\ No newline at end of file

From 49d2f18d1b03837252f17bbe98e74e69159f384c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 14:10:21 +0200
Subject: [PATCH 0123/1010] Add utility function to query whether a map
 contains a key.

---
 include/plssvm/detail/utility.hpp | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 947d97580..8761304ce 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -72,7 +72,7 @@ template <typename Enum>
  * @return the number of erased elements
  */
 template <class Key, class T, class Compare, class Alloc, class Pred>
-typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
+[[nodiscard]] inline typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
     auto old_size = c.size();
     for (auto i = c.begin(), last = c.end(); i != last;) {
         if (pred(*i)) {
@@ -84,4 +84,9 @@ typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, C
     return old_size - c.size();
 }
 
+template <typename Key, typename T, typename Compare, typename Alloc>
+[[nodiscard]] inline bool contains_key(const std::map<Key, T, Compare, Alloc> &map, const Key &key) {
+    return map.count(key) > 0;
+}
+
 }  // namespace plssvm::detail
\ No newline at end of file

From 33550287711fb65677d47dcadef77276e28f9dd9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 14:31:57 +0200
Subject: [PATCH 0124/1010] Improve label mapping implementation.

---
 include/plssvm/data_set.hpp                   | 97 +++++++++++++++----
 .../plssvm/detail/io/libsvm_model_parsing.hpp |  7 +-
 2 files changed, 78 insertions(+), 26 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 780f7f55d..3b00927c8 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -89,6 +89,20 @@ class data_set {
         std::vector<factors> scaling_factors{};
     };
 
+    class label_mapper {
+      public:
+        label_mapper(const std::vector<label_type> &labels);
+
+        [[nodiscard]] const real_type &get_mapped_value_by_label(const label_type &label) const;
+        [[nodiscard]] const label_type &get_label_by_mapped_value(const real_type &mapped_value) const;
+        [[nodiscard]] size_type num_mappings() const noexcept;
+        [[nodiscard]] std::vector<label_type> labels() const;
+
+      private:
+        std::map<label_type, real_type> label_to_mapped_{};
+        std::map<real_type, label_type> mapped_to_label_{};
+    };
+
 
     explicit data_set(const std::string& filename);
     data_set(const std::string& filename, file_format_type format);
@@ -112,11 +126,11 @@ class data_set {
 
     [[nodiscard]] label_type label_from_mapped_value(real_type val) const;
 
-    [[nodiscard]] size_type num_labels() const noexcept { return mapping_ != nullptr ? mapping_->size() : 0; }
+    [[nodiscard]] size_type num_labels() const noexcept { return mapping_ != nullptr ? mapping_->num_mappings() : 0; }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
-    [[nodiscard]] optional_ref<const std::map<real_type, label_type>> mapping() const noexcept;
+    [[nodiscard]] optional_ref<const label_mapper> mapping() const noexcept;
 
     [[nodiscard]] bool is_scaled() const noexcept { return scale_parameters_ != nullptr; }
     [[nodiscard]] optional_ref<const scaling> scaling_factors() const noexcept;
@@ -141,7 +155,7 @@ class data_set {
     size_type num_data_points_{ 0 };
     size_type num_features_{ 0 };
 
-    std::shared_ptr<std::map<real_type, label_type>> mapping_{ nullptr };
+    std::shared_ptr<const label_mapper> mapping_{ nullptr };
 
     std::shared_ptr<scaling> scale_parameters_{ nullptr };
 };
@@ -292,7 +306,7 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::mapping() const noexcept -> optional_ref<const std::map<real_type, label_type>> {
+auto data_set<T, U>::mapping() const noexcept -> optional_ref<const label_mapper> {
     if (this->has_labels()) {
         return std::make_optional(std::cref(*mapping_));
     } else {
@@ -313,10 +327,8 @@ template <typename T, typename U>
 auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label_type {
     if (mapping_ == nullptr) {
         throw exception{ "No mapping exists!" };
-    } else if (mapping_->count(val) == 0) {
-        throw exception{ "Illegal mapped value: {}!" };
     }
-    return mapping_->at(val);
+    return mapping_->get_label_by_mapped_value(val);
 }
 
 
@@ -328,26 +340,16 @@ template <typename T, typename U>
 void data_set<T, U>::create_mapping() {
     PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
 
-    std::map<real_type, label_type> mapping{};
-
-    // get unique labels
-    const std::set<U> unique_labels(labels_ptr_->begin(), labels_ptr_->end());
-    // only binary classification allowed as of now
-    if (unique_labels.size() != 2) {
-        throw exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", unique_labels.size()) };
-    }
-    // map binary labels to -1 and 1
-    mapping[-1] = *unique_labels.begin();
-    mapping[1] = *(++unique_labels.begin());
+    label_mapper mapper{ *labels_ptr_ };
 
     // convert input labels to now mapped values
     std::vector<real_type> tmp(labels_ptr_->size());
-    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapping)
+    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapper)
     for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
-        tmp[i] = std::find_if(mapping.begin(), mapping.end(), [&](const auto &kv) { return kv.second == (*labels_ptr_)[i]; })->first;
+        tmp[i] = mapper.get_mapped_value_by_label((*labels_ptr_)[i]);
     }
     y_ptr_ = std::make_shared<std::vector<real_type>>(std::move(tmp));
-    mapping_ = std::make_shared<std::map<real_type, label_type>>(std::move(mapping));
+    mapping_ = std::make_shared<const label_mapper>(std::move(mapper));
 }
 
 template <typename T, typename U>
@@ -558,6 +560,59 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
 }
 
 
+/******************************************************************************
+ *                          Label Mapper Nested-Class                         *
+ ******************************************************************************/
+template <typename T, typename U>
+data_set<T, U>::data_set::label_mapper::label_mapper(const std::vector<label_type> &labels) {
+    // we are only interested in unique labels
+    std::set<label_type> unique_labels(labels.begin(), labels.end());
+    // currently, only two different labels are supported
+    if (unique_labels.size() != 2) {
+        throw std::runtime_error{ fmt::format("Currently only binary classification is supported, but {} different labels were given!", unique_labels.size()) };
+    }
+    // create mapping
+    // first label
+    auto it = unique_labels.begin();
+    label_to_mapped_[*it] = -1;
+    mapped_to_label_[-1] = *it;
+    // second label
+    ++it;
+    label_to_mapped_[*it] = +1;
+    mapped_to_label_[+1] = *it;
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::get_mapped_value_by_label(const label_type &label) const -> const real_type & {
+    if (!detail::contains_key(label_to_mapped_, label)) {
+        throw exception{ fmt::format("Label {} unknown in this label mapping!", label) };
+    }
+    return label_to_mapped_.at(label);
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::get_label_by_mapped_value(const real_type &mapped_value) const -> const label_type & {
+    if (!detail::contains_key(mapped_to_label_, mapped_value)) {
+        throw exception{ fmt::format("Mapped value {} unknown in this label mapping!", mapped_value) };
+    }
+    return mapped_to_label_.at(mapped_value);
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::num_mappings() const noexcept -> size_type {
+    PLSSVM_ASSERT(label_to_mapped_.size() == 2 && mapped_to_label_.size() == 2, "Both maps must contain exactly two values, but {} and {} were given!", label_to_mapped_.size(), mapped_to_label_.size());
+    return label_to_mapped_.size();
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::labels() const -> std::vector<label_type> {
+    std::vector<label_type> available_labels;
+    available_labels.reserve(this->num_mappings());
+    for (const auto& [key, value] : label_to_mapped_) {
+        available_labels.push_back(key);
+    }
+    return available_labels;
+}
 
 namespace detail {
 
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 84eab3412..f6545f619 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -154,11 +154,8 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
     }
 
     // get the original labels (not the mapped once)
-    std::vector<label_type> label_values;
-    label_values.reserve(data.num_labels());
-    for (const auto& [key, val] : data.mapping().value().get()) {
-        label_values.push_back(val);
-    }
+    const std::vector<label_type> label_values = data.mapping().value().get().labels();
+
     // count the occurrence of each label
     std::map<label_type, std::size_t> label_counts_map;
     for (const label_type &l : data.labels().value().get()) {

From 061abd33ac0a1c0b87262ccbcefb670d04fbb3c2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 15:26:15 +0200
Subject: [PATCH 0125/1010] Easier model write.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp | 10 ++++------
 1 file changed, 4 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index f6545f619..3ed332c97 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -207,20 +207,18 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
     #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
     {
         #pragma omp single
-        out_strings.resize(omp_get_num_threads(), std::vector<std::string>(label_order.size()));
+        out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
 
         // format all lines
         #pragma omp for
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            format_libsvm_line(out_strings[omp_get_thread_num()][std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()], alpha[i], support_vectors[i]);
+            format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
         }
     }
 
     // output strings
-    for (typename std::vector<label_type>::size_type i = 0; i < label_order.size(); ++i) {
-        for (typename std::vector<std::vector<std::string>>::size_type j = 0; j < out_strings.size(); ++j) {
-            out.print("{}", out_strings[j][i]);
-        }
+    for (const std::vector<std::string> &str : out_strings) {
+        out.print("{}", fmt::join(str, ""));
     }
 }
 

From 48281a08a9d7aba5caa66b5c6ed695bbd3024ef4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:18:03 +0200
Subject: [PATCH 0126/1010] Improve label_type and real_type output.

---
 src/plssvm/detail/cmd/parameter_predict.cpp | 8 ++++----
 src/plssvm/detail/cmd/parameter_scale.cpp   | 8 ++++----
 src/plssvm/detail/cmd/parameter_train.cpp   | 9 +++++----
 3 files changed, 13 insertions(+), 12 deletions(-)

diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 19a4dc1ce..5ad5b288e 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -108,13 +108,13 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
     return out << fmt::format(
-        "use strings as labels: {}\n"
-        "use float as real type instead of double: {}\n"
+        "label_type: {}\n"
+        "real_type: {}\n"
         "input file (data set): '{}'\n"
         "input file (model): '{}'\n"
         "output file (prediction): '{}'\n",
-        params.strings_as_labels,
-        params.float_as_real_type,
+        params.strings_as_labels ? "std::string" : "int (default)",
+        params.float_as_real_type ? "float" : "double (default)",
         params.input_filename,
         params.model_filename,
         params.predict_filename);
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 3664b4a20..c9ae79aa0 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -117,15 +117,15 @@ std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
    return out << fmt::format(
               "lower: {}\n"
               "upper: {}\n"
-              "use strings as labels: {}\n"
-              "use float as real type: {}\n"
+              "label_type: {}\n"
+              "real_type: {}\n"
               "output file format: {}\n"
               "input file (data set): '{}'\n"
               "output file (scaled data set): '{}'\n",
               params.lower,
               params.upper,
-              params.strings_as_labels,
-              params.float_as_real_type,
+              params.strings_as_labels ? "std::string" : "int (default)",
+              params.float_as_real_type ? "float" : "double (default)",
               params.format,
               params.input_filename,
               params.scaled_filename);
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 6d3d7d545..073b2b292 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -12,6 +12,7 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
 #include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/default_value.hpp"                      // plssvm::default_value
+#include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
@@ -195,12 +196,12 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
     }
 
     return out << fmt::format(
-        "use strings as labels: {}\n"
-        "use float as real type instead of double: {}\n"
+        "label_type: {}\n"
+        "real_type: {}\n"
         "input file (data set): '{}'\n"
         "output file (model): '{}'\n",
-        params.strings_as_labels,
-        params.float_as_real_type,
+        params.strings_as_labels ? "std::string" : "int (default)",
+        params.float_as_real_type ? "float" : "double (default)",
         params.input_filename,
         params.model_filename);
 }

From 6051287d494197727aacf8297b5f920cc8d6a94d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:18:17 +0200
Subject: [PATCH 0127/1010] Fix compilation issues.

---
 include/plssvm/detail/utility.hpp | 2 +-
 src/plssvm/backends/gpu_csvm.cpp  | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 8761304ce..3d675f8e5 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -72,7 +72,7 @@ template <typename Enum>
  * @return the number of erased elements
  */
 template <class Key, class T, class Compare, class Alloc, class Pred>
-[[nodiscard]] inline typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
+inline typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
     auto old_size = c.size();
     for (auto i = c.begin(), last = c.end(); i != last;) {
         if (pred(*i)) {
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 8151da9c3..ba9a94092 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -118,7 +118,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
 
     // create q vector
-    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size);
+    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size, num_used_devices);
 
     // calculate QA_costs
     const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
@@ -321,7 +321,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
     // use faster methode in case of the linear kernel function
     if (params.kernel == kernel_type::linear && w.empty()) {
-        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges);
+        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges, num_used_devices);
     }
 
     if (params.kernel == kernel_type::linear) {

From a02fb47756d25bf912661c7c59a939644531f6a4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:21:47 +0200
Subject: [PATCH 0128/1010] Improve data_set_factory by not repeating the
 default template type.

---
 include/plssvm/data_set.hpp | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 3b00927c8..d1176b1c2 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -91,7 +91,7 @@ class data_set {
 
     class label_mapper {
       public:
-        label_mapper(const std::vector<label_type> &labels);
+        explicit label_mapper(const std::vector<label_type> &labels);
 
         [[nodiscard]] const real_type &get_mapped_value_by_label(const label_type &label) const;
         [[nodiscard]] const label_type &get_label_by_mapped_value(const real_type &mapped_value) const;
@@ -619,15 +619,15 @@ namespace detail {
 // two possible types: real_type + int and real_type + std::string
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
-template <typename real_type, typename label_type>
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
 }
-template <typename real_type, typename label_type>
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
 }
-template <typename real_type, typename label_type>
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
     if (!params.restore_filename.empty()) {
         return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
@@ -641,11 +641,11 @@ inline data_set_variants data_set_factory(const cmd_parameter &params) {
     if (params.float_as_real_type && params.strings_as_labels) {
         return data_set_factory_impl<float, std::string>(params);
     } else if (params.float_as_real_type && !params.strings_as_labels) {
-        return data_set_factory_impl<float, int>(params);
+        return data_set_factory_impl<float>(params);
     } else if (!params.float_as_real_type && params.strings_as_labels) {
         return data_set_factory_impl<double, std::string>(params);
     } else {
-        return data_set_factory_impl<double, int>(params);
+        return data_set_factory_impl<double>(params);
     }
 }
 

From f239fedafb1c2e8347513a4e7028779380e91887 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:41:37 +0200
Subject: [PATCH 0129/1010] Output the number of used OpenMP threads.

---
 src/plssvm/backends/OpenMP/csvm.cpp | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 1818f87fa..619eb47d0 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -45,8 +45,16 @@ void csvm<T>::init(const target_platform target) {
 #endif
     }
 
+    // get the number of used OpenMP threads
+    int num_omp_threads = 0;
+    #pragma omp parallel default(none) shared(num_omp_threads)
+    {
+        #pragma omp master
+        num_omp_threads = omp_get_num_threads();
+    }
+
     if (verbose) {
-        fmt::print("Using OpenMP as backend.\n\n");
+        fmt::print("Using OpenMP as backend with {} threads.\n\n", num_omp_threads);
     }
 }
 

From d233c128f8918578a7e0ea44a6978242635fb160 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 16:52:02 +0200
Subject: [PATCH 0130/1010] Fix feature_ranges construction error.

---
 src/plssvm/backends/gpu_csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index ba9a94092..1de64ef39 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -55,7 +55,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<
     // calculate the number of features per device
     std::vector<size_type> feature_ranges(num_used_devices + 1);
     for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
-        feature_ranges.push_back(device * num_features / num_used_devices);
+        feature_ranges[device] = device * num_features / num_used_devices;
     }
 
     // transform 2D to 1D SoA data

From 5f90d9b1966176375428b7bd38b7849e65985872 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 18:06:31 +0200
Subject: [PATCH 0131/1010] Reorder parameters.

---
 include/plssvm/backends/gpu_csvm.hpp | 2 +-
 src/plssvm/backends/gpu_csvm.cpp     | 9 ++++-----
 2 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index d5c41048e..cffac9790 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -89,7 +89,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d,const std::vector<size_type> &feature_ranges, real_type QA_cost, real_type add, size_type dept, size_type boundary_size) const;
+    void run_device_kernel(size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, real_type QA_cost, const device_ptr_type &x_d, real_type add, size_type dept, size_type boundary_size) const;
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 1de64ef39..523d03a8c 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -153,7 +153,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+        run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
@@ -190,9 +190,8 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             Ad_d[device].memset(0);
-            r_d[device].memset(0, dept);
 
-            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
+            run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, Ad_d[device], real_type{ 1.0 }, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -219,7 +218,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
                     r_d[device].memset(0);
                 }
                 // r -= A * x
-                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+                run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
             }
 
             device_reduction(r_d, r);
@@ -358,7 +357,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, const real_type QA_cost, const device_ptr_type &x_d, const real_type add, const size_type dept, const size_type boundary_size) const {
     const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 

From 4113c81bc224f12768ac603a73d1b4b552aeacc0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:09:05 +0200
Subject: [PATCH 0132/1010] Improve model write performance in case of two
 labels.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 74 +++++++++++++++----
 1 file changed, 60 insertions(+), 14 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 3ed332c97..683af4316 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -201,24 +201,70 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         }
         output.push_back('\n');
     };
-    // TODO: PERFORMANCE!
-    std::vector<std::vector<std::string>> out_strings;
 
-    #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
-    {
-        #pragma omp single
-        out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
+    if (label_order.size() == 2) {
+        // optimized case
+        const label_type &first_label = label_order[0];
+        const label_type &second_label = label_order[1];
+        volatile int count = 0;
+        #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, labels, support_vectors, out) firstprivate(first_label, second_label)
+        {
+            // all support vectors with the first class
+            std::string out_pos;
+            #pragma omp for nowait
+            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+                if (labels[i] == first_label) {
+                    format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
+                }
+            }
+
+            #pragma omp critical
+            {
+                out.print("{}", out_pos);
+                count++;
+                #pragma omp flush(count, out)
+            }
+
+            // all support vectors with the second class
+            std::string out_neg;
+            #pragma omp for nowait
+            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+                if (labels[i] == second_label) {
+                    format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
+                }
+            }
+
+            // wait for all threads to write support vectors for class 1
+#ifdef _OPENMP
+            while (count < omp_get_num_threads()) {
+            }
+#else
+    #pragma omp barrier
+#endif
 
-        // format all lines
-        #pragma omp for
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-            format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
+            #pragma omp critical
+            out.print("{}", out_neg);
         }
-    }
+    } else {
+        // unoptimized case
+        std::vector<std::vector<std::string>> out_strings;
+
+        #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
+        {
+            #pragma omp single
+            out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
 
-    // output strings
-    for (const std::vector<std::string> &str : out_strings) {
-        out.print("{}", fmt::join(str, ""));
+            // format all lines
+            #pragma omp for
+            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+                format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
+            }
+        }
+
+        // output strings
+        for (const std::vector<std::string> &str : out_strings) {
+            out.print("{}", fmt::join(str, ""));
+        }
     }
 }
 

From e5f7135497a8d40ac290431903b19251f9e68c4f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:27:55 +0200
Subject: [PATCH 0133/1010] Improve write performance in the general case.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 78 ++++++++-----------
 1 file changed, 31 insertions(+), 47 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 683af4316..9f53b8c9c 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -202,69 +202,53 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         output.push_back('\n');
     };
 
-    if (label_order.size() == 2) {
-        // optimized case
-        const label_type &first_label = label_order[0];
-        const label_type &second_label = label_order[1];
-        volatile int count = 0;
-        #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, labels, support_vectors, out) firstprivate(first_label, second_label)
-        {
-            // all support vectors with the first class
-            std::string out_pos;
-            #pragma omp for nowait
-            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-                if (labels[i] == first_label) {
-                    format_libsvm_line(out_pos, alpha[i], support_vectors[i]);
-                }
+    volatile int count = 0;
+    #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
+    {
+        // support vectors with the first class
+        std::string out_first;
+        #pragma omp for nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
+            if (labels[i] == label_order[0]) {
+                format_libsvm_line(out_first, alpha[i], support_vectors[i]);
             }
+        }
 
-            #pragma omp critical
-            {
-                out.print("{}", out_pos);
-                count++;
-                #pragma omp flush(count, out)
-            }
+        #pragma omp critical
+        {
+            out.print("{}", out_first);
+            count++;
+            #pragma omp flush(count, out)
+        }
+
+        for (std::size_t l = 1; l < label_order.size(); ++l) {
+            // the support vectors with the i-th class
+            std::string out_ith;
 
-            // all support vectors with the second class
-            std::string out_neg;
             #pragma omp for nowait
             for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-                if (labels[i] == second_label) {
-                    format_libsvm_line(out_neg, alpha[i], support_vectors[i]);
+                if (labels[i] == label_order[l]) {
+                    format_libsvm_line(out_ith, alpha[i], support_vectors[i]);
                 }
             }
-
-            // wait for all threads to write support vectors for class 1
+            // wait for all threads to write support vectors for previous class
 #ifdef _OPENMP
             while (count < omp_get_num_threads()) {
             }
+            #pragma omp master
+            count = 0;
+            #pragma omp barrier
 #else
-    #pragma omp barrier
+            #pragma omp barrier
 #endif
 
             #pragma omp critical
-            out.print("{}", out_neg);
-        }
-    } else {
-        // unoptimized case
-        std::vector<std::vector<std::string>> out_strings;
-
-        #pragma omp parallel default(none) shared(out, support_vectors, alpha, labels, label_order, format_libsvm_line, out_strings)
-        {
-            #pragma omp single
-            out_strings.resize(label_order.size(), std::vector<std::string>(omp_get_num_threads()));
-
-            // format all lines
-            #pragma omp for
-            for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
-                format_libsvm_line(out_strings[std::find(label_order.begin(), label_order.end(), labels[i]) - label_order.begin()][omp_get_thread_num()], alpha[i], support_vectors[i]);
+            {
+                out.print("{}", out_first);
+                count++;
+                #pragma omp flush(count, out)
             }
         }
-
-        // output strings
-        for (const std::vector<std::string> &str : out_strings) {
-            out.print("{}", fmt::join(str, ""));
-        }
     }
 }
 

From cf2295c1c843cc8074cedceebf1bb8746ba72d41 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:52:53 +0200
Subject: [PATCH 0134/1010] Revert "Reorder parameters."

This reverts commit c69eadf3078516b783a04b2300fbfcdad2d4f808.
---
 include/plssvm/backends/gpu_csvm.hpp | 2 +-
 src/plssvm/backends/gpu_csvm.cpp     | 9 +++++----
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index cffac9790..d5c41048e 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -89,7 +89,7 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, real_type QA_cost, const device_ptr_type &x_d, real_type add, size_type dept, size_type boundary_size) const;
+    void run_device_kernel(size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d,const std::vector<size_type> &feature_ranges, real_type QA_cost, real_type add, size_type dept, size_type boundary_size) const;
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 523d03a8c..1de64ef39 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -153,7 +153,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
@@ -190,8 +190,9 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             Ad_d[device].memset(0);
+            r_d[device].memset(0, dept);
 
-            run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, Ad_d[device], real_type{ 1.0 }, dept, boundary_size);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -218,7 +219,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
                     r_d[device].memset(0);
                 }
                 // r -= A * x
-                run_device_kernel(device, feature_ranges, params, r_d[device], data_d[device], q_d[device], QA_cost, x_d[device], real_type{ -1.0 }, dept, boundary_size);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
             }
 
             device_reduction(r_d, r);
@@ -357,7 +358,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<rea
 
 
 template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const std::vector<size_type> &feature_ranges, const parameter<real_type> &params, device_ptr_type &r_d, const device_ptr_type &data_d, const device_ptr_type &q_d, const real_type QA_cost, const device_ptr_type &x_d, const real_type add, const size_type dept, const size_type boundary_size) const {
+void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
     const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 

From 65e7519e2d51ccd80ed4f1ac3e418dfadae487fd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 19:54:32 +0200
Subject: [PATCH 0135/1010] Revert reorder.

---
 src/plssvm/backends/gpu_csvm.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 1de64ef39..f86934136 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -153,7 +153,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         q_d[device].memcpy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
-        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
     }
     device_reduction(r_d, r);
 
@@ -192,7 +192,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
             Ad_d[device].memset(0);
             r_d[device].memset(0, dept);
 
-            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, 1, dept, boundary_size);
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, real_type{ 1.0 }, dept, boundary_size);
         }
         // update Ad (q)
         device_reduction(Ad_d, Ad);
@@ -219,7 +219,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
                     r_d[device].memset(0);
                 }
                 // r -= A * x
-                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, -1, dept, boundary_size);
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
             }
 
             device_reduction(r_d, r);

From 5a267d4f61c93cf90169cbe32cc1b7eeb3cab3bd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 12 Jun 2022 20:43:22 +0200
Subject: [PATCH 0136/1010] Improve write performance in the general case, but
 still factor 2x slower than current main.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 9f53b8c9c..9550189e7 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -202,8 +202,9 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         output.push_back('\n');
     };
 
-    volatile int count = 0;
-    #pragma omp parallel default(none) shared(count, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
+    // initialize volatile array
+    volatile int* counts = new volatile int[label_order.size()]{};
+    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
     {
         // support vectors with the first class
         std::string out_first;
@@ -217,8 +218,8 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
         #pragma omp critical
         {
             out.print("{}", out_first);
-            count++;
-            #pragma omp flush(count, out)
+            counts[0]++;
+            #pragma omp flush(counts, out)
         }
 
         for (std::size_t l = 1; l < label_order.size(); ++l) {
@@ -233,11 +234,8 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             }
             // wait for all threads to write support vectors for previous class
 #ifdef _OPENMP
-            while (count < omp_get_num_threads()) {
+            while (counts[l - 1] < omp_get_num_threads()) {
             }
-            #pragma omp master
-            count = 0;
-            #pragma omp barrier
 #else
             #pragma omp barrier
 #endif
@@ -245,11 +243,12 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             #pragma omp critical
             {
                 out.print("{}", out_first);
-                count++;
-                #pragma omp flush(count, out)
+                counts[l]++;
+                #pragma omp flush(counts, out)
             }
         }
     }
+    delete[] counts;
 }
 
 }
\ No newline at end of file

From 0817ae92d699c2d5e9053f909953780d4070043f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 14:23:02 +0200
Subject: [PATCH 0137/1010] Fix performance regression in read_libsvm_file.

---
 include/plssvm/data_set.hpp                 | 4 ++--
 include/plssvm/detail/io/libsvm_parsing.hpp | 9 ++++++---
 include/plssvm/model.hpp                    | 4 ++--
 3 files changed, 10 insertions(+), 7 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index d1176b1c2..bdff085fa 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -480,11 +480,11 @@ void data_set<T, U>::read_libsvm_file(const std::string &filename) {
     num_data_points_ = f.num_lines();
     num_features_ = detail::io::parse_libsvm_num_features(f, num_data_points_, 0);
 
-    std::vector<std::vector<real_type>> X(num_data_points_, std::vector<real_type>(num_features_));
+    std::vector<std::vector<real_type>> X(num_data_points_);
     std::vector<label_type> labels(num_data_points_);
 
     // parse file
-    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels);
+    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels, num_features_);
 
     // move data to pointers
     X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 57a2c25fb..9634f850d 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -77,11 +77,11 @@ inline std::size_t parse_libsvm_num_features(file_reader &reader, const std::siz
 }
 
 template <typename real_type, typename label_type>
-inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y) {
+inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y, const std::size_t num_features) {
     std::exception_ptr parallel_exception;
     bool has_label = true;
 
-    #pragma omp parallel default(none) shared(reader, start, X, y, parallel_exception, has_label)
+    #pragma omp parallel default(none) shared(reader, start, X, y, parallel_exception, has_label) firstprivate(num_features)
     {
         #pragma omp for reduction(&& : has_label)
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X.size(); ++i) {
@@ -101,6 +101,7 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
                 }
 
                 // get data
+                std::vector<real_type> vline(num_features);
                 while (true) {
                     std::string_view::size_type next_pos = line.find_first_of(':', pos);
                     // no further data points
@@ -120,9 +121,11 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
 
                     // get value
                     next_pos = line.find_first_of(' ', pos);
-                    X[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                    vline[index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                     pos = next_pos;
                 }
+                // move filled line to overall matrix
+                X[i] = std::move(vline);
             } catch (const std::exception &) {
                 // catch first exception and store it
                 #pragma omp critical
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index b2b5ed2b1..d5eef4769 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -84,11 +84,11 @@ model<T, U>::model(const std::string &filename) {
 
     // create support vectors and alpha pointer
     num_features_ = detail::io::parse_libsvm_num_features(f, num_support_vectors_, header + 1);
-    std::vector<std::vector<real_type>> support_vectors(num_support_vectors_, std::vector<real_type>(num_features_));
+    std::vector<std::vector<real_type>> support_vectors(num_support_vectors_);
     alpha_ptr_ = std::make_shared<std::vector<real_type>>(num_support_vectors_);
 
     // parse libsvm model data
-    detail::io::read_libsvm_data(f, header + 1, support_vectors, *alpha_ptr_);
+    detail::io::read_libsvm_data(f, header + 1, support_vectors, *alpha_ptr_, num_features_);
 
     // create data set
     data_ = data_set<real_type, label_type>{ std::move(support_vectors), std::move(data_labels) };

From 94b466a84daa3273e8b9f14e8b01fbeb3067e960 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 15:12:25 +0200
Subject: [PATCH 0138/1010] Reduce memory consumption and potentially improve
 performance (-> needs tests and benchmarks).

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 74 +++++++++++++++----
 include/plssvm/model.hpp                      |  2 +-
 2 files changed, 59 insertions(+), 17 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 9550189e7..6d9294f26 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -13,6 +13,7 @@
 #include <algorithm>    // std::min
 #include <cstddef>      // std::size_t
 #include <numeric>      // std::accumulate
+#include <memory>       // std::unique_ptr
 #include <sstream>      // std::stringstream
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -179,22 +180,33 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order) {
+inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order, const std::size_t num_features) {
+    // the maximum size of one formatted LIBSVM entry, e.g., 1234:1.365363e+10
+    // biggest number representable as std::size_t: 18446744073709551615 -> 20 chars
+    // scientific notation: 3 chars (number in front of decimal separator including a sign + decimal separator) + 10 chars (part after the decimal separator, specified during formatting) +
+    //                      5 chars exponent (e + sign + maximum potential exponent (308 -> 3 digits)
+    // separators: 2 chars (: between index and feature + whitespace after feature value)
+    // -> 40 chars in total
+    // -> increased to 48 chars to be on the safe side
+    constexpr std::size_t CHARS_PER_BLOCK = 48;
+    // results in 48 B * 128 B = 6 KiB stack buffer per thread
+    constexpr std::size_t BLOCK_SIZE = 128;
+    // use 1 MiB as buffer per thread
+    constexpr std::size_t STRING_BUFFER_SIZE = 1024 * 1024;
+
     // format one output-line
-    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
+    auto format_libsvm_line = [=](std::string &output, const real_type a, const std::vector<real_type> &d) {
+        static constexpr std::size_t STACK_BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
+        static char buffer[STACK_BUFFER_SIZE];
         #pragma omp threadprivate(buffer)
 
-        output.append(fmt::format(FMT_COMPILE("{} "), a));
+        output.append(fmt::format(FMT_COMPILE("{:.10e} "), a));
         for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
             char *ptr = buffer;
             for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
                 if (d[j + i] != real_type{ 0.0 }) {
                     // add 1 to the index since LIBSVM assumes 1-based feature indexing
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:.10e} "), j + i + 1, d[j + i]);
                 }
             }
             output.append(buffer, ptr - buffer);
@@ -204,32 +216,59 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
 
     // initialize volatile array
     volatile int* counts = new volatile int[label_order.size()]{};
-    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out)
+    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
     {
+        // preallocate string buffer, only ONE allocation
+        std::string out_string;
+        out_string.reserve(STRING_BUFFER_SIZE + (num_features + 1) * CHARS_PER_BLOCK);
+
         // support vectors with the first class
-        std::string out_first;
         #pragma omp for nowait
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
             if (labels[i] == label_order[0]) {
-                format_libsvm_line(out_first, alpha[i], support_vectors[i]);
+                format_libsvm_line(out_string, alpha[i], support_vectors[i]);
+
+                // if the buffer is full, write it to the file
+                if (out_string.size() > STRING_BUFFER_SIZE) {
+                    #pragma omp critical
+                    {
+                        out.print(out_string);
+                        #pragma omp flush(out)
+                    }
+                    // clear buffer
+                    out_string.clear();
+                }
             }
         }
 
         #pragma omp critical
         {
-            out.print("{}", out_first);
+            if (!out_string.empty()) {
+                out.print(out_string);
+                out_string.clear();
+            }
             counts[0]++;
             #pragma omp flush(counts, out)
         }
 
-        for (std::size_t l = 1; l < label_order.size(); ++l) {
+        for (typename std::vector<label_type>::size_type l = 1; l < label_order.size(); ++l) {
             // the support vectors with the i-th class
-            std::string out_ith;
 
             #pragma omp for nowait
             for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
                 if (labels[i] == label_order[l]) {
-                    format_libsvm_line(out_ith, alpha[i], support_vectors[i]);
+                    format_libsvm_line(out_string, alpha[i], support_vectors[i]);
+
+                    // if the buffer is full, write it to the file
+                    if (out_string.size() > STRING_BUFFER_SIZE) {
+                        #pragma omp critical
+                        {
+                            out.print(out_string);
+                            #pragma omp flush(out)
+                        }
+                        // clear buffer
+                        out_string.clear();
+                    }
                 }
             }
             // wait for all threads to write support vectors for previous class
@@ -242,7 +281,10 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
 
             #pragma omp critical
             {
-                out.print("{}", out_first);
+                if (!out_string.empty()) {
+                    out.print(out_string);
+                    out_string.clear();
+                }
                 counts[l]++;
                 #pragma omp flush(counts, out)
             }
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index d5eef4769..21924b7fa 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -121,7 +121,7 @@ void model<T, U>::save(const std::string &filename) const {
     const std::vector<label_type> label_order = detail::io::write_libsvm_model_header(out, params_, rho_, data_);
 
     // save model file support vectors
-    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.labels().value().get(), label_order);
+    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.labels().value().get(), label_order, num_features_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {

From 86dd3b865214023f0d0bd09f0a30120a7777f21c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 16:57:16 +0200
Subject: [PATCH 0139/1010] Add scaling factors save flag functionality to
 main_scale.

---
 include/plssvm/data_set.hpp                          | 12 +-----------
 include/plssvm/detail/io/scaling_factors_parsing.hpp |  2 +-
 src/main_scale.cpp                                   |  6 ++++++
 3 files changed, 8 insertions(+), 12 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index bdff085fa..aab6e37c3 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -117,7 +117,6 @@ class data_set {
 
     // save the data set in the given format
     void save(const std::string &filename, file_format_type format) const;
-    void save_scaling_factors(const std::string &filename) const;
 
     [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
@@ -274,15 +273,6 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 }
 
-template <typename T, typename U>
-void data_set<T, U>::save_scaling_factors(const std::string &filename) const {
-    if (this->is_scaled()) {
-        throw exception{ "Data set not scaled so no scaling factors can be saved!" };
-    }
-
-    scale_parameters_->save(filename);
-}
-
 
 /******************************************************************************
  *                                   Getter                                   *
@@ -542,7 +532,7 @@ data_set<T, U>::scaling::scaling(const std::string &filename) {
 
 template <typename T, typename U>
 void data_set<T, U>::scaling::save(const std::string &filename) const {
-    if (this->is_scaled()) {
+    if (scaling_factors.empty()) {
         throw exception{ "Data set not scaled so no scaling factors can be saved!" };
     }
 
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 6468a5bbb..407544e93 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -61,7 +61,7 @@ void write_scaling_factors(fmt::ostream &out, const std::pair<real_type, real_ty
     out.print("x\n");
     out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
     for (const factors_type &f : scaling_factors) {
-        out.print(FMT_COMPILE("{} {} {}\n"), f.index + 1, f.lower, f.upper);
+        out.print("{} {} {}\n", f.feature + 1, f.lower, f.upper);
     }
 }
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 53898c5a2..a9a099979 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -33,6 +33,12 @@ int main(int argc, char *argv[]) {
         std::visit([&](auto&& data){
             // write scaled data to output file
             data.save(params.scaled_filename, params.format);
+
+            // save scaling parameters if requested
+            if (!params.save_filename.empty() && data.scaling_factors().has_value()) {
+                data.scaling_factors()->get().save(params.save_filename);
+            }
+
         }, plssvm::detail::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {

From 030bcc97ca72060c909988f77dd44764a45892ce Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 17:46:03 +0200
Subject: [PATCH 0140/1010] Remove TODO.

---
 include/plssvm/csvm.hpp | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 33be577a3..21b86dd26 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -224,8 +224,6 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     default_value epsilon_val = default_init<real_type>{ 0.001 };
     default_value max_iter_val = default_init<size_type>{ data.num_data_points() };
 
-    // TODO: what if only max_iter is given???
-
     // compile time check: only named parameter are permitted
     static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
     // compile time check: each named parameter must only be passed once
@@ -275,8 +273,6 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
 
     // start fitting the data set using a C-SVM
 
-    using namespace plssvm::operators;
-
     if (!data.has_labels()) {
         throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
     }

From 7df50b1483552f91e6f05161c49956578ee705c8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 20:44:25 +0200
Subject: [PATCH 0141/1010] Upstream API changes to the CUDA, HIP, and SYCL
 backends.

---
 include/plssvm/backends/CUDA/csvm.hpp   | 48 ++++++--------
 include/plssvm/backends/HIP/csvm.hpp    | 46 ++++++-------
 include/plssvm/backends/OpenCL/csvm.hpp | 12 ++--
 include/plssvm/backends/SYCL/csvm.hpp   | 47 ++++++--------
 src/plssvm/backends/CUDA/csvm.cu        | 62 ++++++++----------
 src/plssvm/backends/HIP/csvm.hip.cpp    | 64 +++++++++---------
 src/plssvm/backends/SYCL/csvm.cpp       | 86 ++++++++++++-------------
 7 files changed, 159 insertions(+), 206 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index af30046eb..fd3f3dd44 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -11,17 +11,16 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                     // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
+#include "plssvm/parameter.hpp"                        // plssvm::parameter
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                // plssvm::detail::gpu_csvm
 
-#include <cstddef>  // std::size_t
+#include <utility>  // std::forward
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -42,28 +41,11 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     /// The template base type of the CUDA C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device_ptr<T>, int>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
-
-    using base_type::boundary_size_;
-    using base_type::dept_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -75,7 +57,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
      * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
      * @throws plssvm::cuda::backend_exception if no CUDA devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target);
+    }
 
     /**
      * @brief Wait for all operations on all CUDA devices to finish.
@@ -87,24 +74,27 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 322e5c4b6..9f5d8c82d 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -11,6 +11,9 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                        // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
+#include "plssvm/parameter.hpp"                           // plssvm::parameter
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 
@@ -18,10 +21,6 @@
 
 namespace plssvm {
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -42,28 +41,11 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     /// The template base type of the HIP C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_ptr<T>, int>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
-
-    using base_type::boundary_size_;
-    using base_type::dept_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -75,7 +57,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
      * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
      * @throws plssvm::hip::backend_exception if no HIP devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        this->init(target);
+    }
 
     /**
      * @brief Wait for all operations on all HIP devices to finish.
@@ -87,24 +74,27 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+
+  private:
+    void init(target_platform target);
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index ae89d764d..0f874e4fb 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -11,23 +11,19 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"
-#include "plssvm/target_platforms.hpp"
-#include "plssvm/parameter.hpp"
+#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
 
-#include <cstddef>  // std::size_t
+#include <utility>  // std::forward
 #include <vector>   // std::vector
 
 namespace plssvm {
 
-// forward declare parameter class
-//template <typename T>
-//class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 2cb010163..b88ceb2e8 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -11,21 +11,21 @@
 
 #pragma once
 
+#include "plssvm/kernel_types.hpp"                                                  // plssvm::kernel_type
+#include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
+#include "plssvm/parameter.hpp"
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp" // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                                        // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                                                           // plssvm::detail::gpu_csvm
 
-#include <memory> // std::unique_ptr
+#include <memory>   // std::unique_ptr
+#include <utility>  // std::forward
 
 namespace plssvm {
 
 using namespace sycl_generic;
 
-// forward declare parameter class
-template <typename T>
-class parameter;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -48,26 +48,11 @@ template <typename T>
     /// The template base type of the SYCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<T, detail::device_ptr<T>, std::unique_ptr<detail::sycl::queue>>;
 
-    using base_type::coef0_;
-    using base_type::cost_;
-    using base_type::degree_;
-    using base_type::dept_;
-    using base_type::gamma_;
-    using base_type::kernel_;
-    using base_type::num_data_points_;
-    using base_type::num_features_;
-    using base_type::print_info_;
-    using base_type::QA_cost_;
-    using base_type::target_;
-
-    using base_type::data_d_;
-    using base_type::data_last_d_;
     using base_type::devices_;
-    using base_type::num_cols_;
-    using base_type::num_rows_;
 
   public:
     using typename base_type::real_type;
+    using typename base_type::size_type;
     using typename base_type::device_ptr_type;
     using typename base_type::queue_type;
 
@@ -78,7 +63,13 @@ template <typename T>
      * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
      * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(const parameter<T> &params);
+    explicit csvm(target_platform target, parameter<real_type> params = {});
+
+    template <typename... Args>
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        // TODO: additional parameter?!?!!!
+        this->init(target);
+    }
 
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
@@ -90,26 +81,28 @@ template <typename T>
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) final;
+    void device_synchronize(queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, std::size_t num_features) final;
+    void run_q_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, std::size_t num_features) final;
+    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, std::size_t num_features) final;
+    void run_w_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, std::size_t num_predict_points) final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
 
   private:
+    void init(target_platform target);
+
     /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
     kernel_invocation_type invocation_type_;
 };
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 5c49f4eff..a3d805a31 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -33,23 +33,26 @@
 namespace plssvm::cuda {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::gpu_nvidia) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::gpu_nvidia) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
         fmt::print("Using CUDA as backend.\n");
     }
 
     // get all available devices wrt the requested target platform
-    devices_.resize(std::min<std::size_t>(detail::get_device_count(), num_features_));
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no CUDA devices could be found
@@ -57,16 +60,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ "CUDA backend selected but no CUDA devices were found!" };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found CUDA devices
         fmt::print("Found {} CUDA device(s):\n", devices_.size());
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -92,7 +86,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -103,69 +97,69 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features);
+            cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_);
+            cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_);
+            cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device);
+            cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_);
+            cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_);
+            cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features);
+    cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_);
+            cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
-            cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_);
+            cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 3af9a4a80..d5435a1b7 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -35,23 +35,26 @@
 namespace plssvm::hip {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
+    this->init(target)
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check if supported target platform has been selected
-    if (target_ != target_platform::automatic && target_ != target_platform::gpu_amd) {
-        throw backend_exception{ fmt::format("Invalid target platform '{}' for the HIP backend!", target_) };
+    if (target != target_platform::automatic && target != target_platform::gpu_amd) {
+        throw backend_exception{ fmt::format("Invalid target platform '{}' for the HIP backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
         fmt::print("Using HIP as backend.\n");
     }
 
     // get all available devices wrt the requested target platform
-    devices_.resize(std::min<std::size_t>(detail::get_device_count(), num_features_));
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no HIP devices could be found
@@ -59,16 +62,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ "HIP backend selected but no HIP devices were found!" };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found HIP devices
         fmt::print("Found {} HIP device(s):\n", devices_.size());
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
@@ -94,7 +88,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -105,69 +99,69 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
+void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
-
+    
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features);
+            hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_);
+            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_);
+            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
-            hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device);
+            hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_);
+            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_);
+            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
             break;
     }
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
+void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    hip::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features);
+    hip::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_);
+            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
-            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_);
+            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index 05c1c594f..be2373c24 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -37,38 +37,43 @@
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
 
 template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    base_type{ params }, invocation_type_{ params.sycl_kernel_invocation_type } {
+csvm<T>::csvm(target_platform target, parameter<real_type> params) :
+    base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::nd_range } {
+        // TODO: invocation type
+    this->init(target);
+}
+
+template <typename T>
+void csvm<T>::init(const target_platform target) {
     // check whether the requested target platform has been enabled
-    switch (target_) {
+    switch (target) {
         case target_platform::automatic:
             break;
         case target_platform::cpu:
-#if !defined(PLSSVM_HAS_CPU_TARGET)
+        #if !defined(PLSSVM_HAS_CPU_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_nvidia:
-#if !defined(PLSSVM_HAS_NVIDIA_TARGET)
+        #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_amd:
-#if !defined(PLSSVM_HAS_AMD_TARGET)
+        #if !defined(PLSSVM_HAS_AMD_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
         case target_platform::gpu_intel:
-#if !defined(PLSSVM_HAS_INTEL_TARGET)
+        #if !defined(PLSSVM_HAS_INTEL_TARGET)
             throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
-#endif
+        #endif
             break;
     }
 
     // get all available devices wrt the requested target platform
     target_platform used_target;
-    std::tie(devices_, used_target) = detail::get_device_list(target_);
-    devices_.resize(std::min(devices_.size(), num_features_));
+    std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
     if (invocation_type_ == kernel_invocation_type::automatic) {
@@ -80,7 +85,7 @@ csvm<T>::csvm(const parameter<T> &params) :
         }
     }
 
-    if (print_info_) {
+    if (plssvm::verbose) {
 #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
         const auto sycl_compiler_version = ::hipsycl::sycl::detail::version_string();
 #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
@@ -97,18 +102,9 @@ csvm<T>::csvm(const parameter<T> &params) :
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel_ == kernel_type::polynomial || kernel_ == kernel_type::rbf) {
-        devices_.resize(1);
-    }
-
-    // resize vectors accordingly
-    data_d_.resize(devices_.size());
-    data_last_d_.resize(devices_.size());
-
-    if (print_info_) {
+    if (plssvm::verbose) {
         // print found SYCL devices
-        fmt::print("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), target_);
+        fmt::print("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             fmt::print("  [{}, {}]\n", device, devices_[device]->get_device().template get_info<detail::sycl::info::device::name>());
         }
@@ -130,7 +126,7 @@ csvm<T>::~csvm() {
 }
 
 template <typename T>
-void csvm<T>::device_synchronize(queue_type &queue) {
+void csvm<T>::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(*queue);
 }
 
@@ -170,32 +166,32 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
 }
 
 template <typename T>
-void csvm<T>::run_q_kernel(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &q_d, const std::size_t num_features) {
-    switch (kernel_) {
+void csvm<T>::run_q_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
+    switch (params.kernel) {
         case kernel_type::linear:
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_features));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, degree_, gamma_, coef0_));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d_[device].get(), data_last_d_[device].get(), num_rows_, num_cols_, gamma_));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }
 
 template <typename T>
-void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::execution_range &range, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const real_type add, const std::size_t num_features) {
+void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_features, add, device));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_dget(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
                 }
             });
             break;
@@ -203,9 +199,9 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, degree_, gamma_, coef0_));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
                 }
             });
             break;
@@ -213,9 +209,9 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d_[device].get(), QA_cost_, 1 / cost_, num_rows_, num_cols_, add, gamma_));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
                 }
             });
             break;
@@ -223,22 +219,22 @@ void csvm<T>::run_svm_kernel(const std::size_t device, const ::plssvm::detail::e
 }
 
 template <typename T>
-void csvm<T>::run_w_kernel(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const std::size_t num_features) {
-    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features_ }, device_kernel_w_linear(w_d.get(), data_d_[device].get(), data_last_d_[device].get(), alpha_d.get(), num_data_points_, num_features));
+void csvm<T>::run_w_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
+    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const std::size_t num_predict_points) {
+void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
-    switch (kernel_) {
+    switch (params.kernel) {
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, degree_, gamma_, coef0_));
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
 
             break;
         case kernel_type::rbf:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d_[0].get(), data_last_d_[0].get(), alpha_d.get(), num_data_points_, point_d.get(), num_predict_points, num_features_, gamma_));
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
 }

From f586cd7062e00052b553a60c5150e6d8b4a0fbb9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 18 Jun 2022 20:44:25 +0200
Subject: [PATCH 0142/1010] Upstream API changes to the CUDA, HIP, and SYCL
 backends.

---
 src/plssvm/backends/HIP/csvm.hip.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index d5435a1b7..da11329fd 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -101,7 +101,7 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 template <typename T>
 void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
-    
+
     detail::set_device(device);
     switch (params.kernel) {
         case kernel_type::linear:

From 102db7ddf927cd672f41198d9ccb904d0700ba2a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 22 Jun 2022 16:49:06 +0200
Subject: [PATCH 0143/1010] add section for citing of PLSSVM

---
 README.md | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/README.md b/README.md
index b0fca2b1a..ede506b63 100644
--- a/README.md
+++ b/README.md
@@ -445,6 +445,28 @@ target_compile_features(prog PUBLIC cxx_std_17)
 target_link_libraries(prog PUBLIC plssvm::plssvm-all)
 ```
 
+## Citing PLSSVM
+
+If you use PLSSVM in your research, we kindly request you to cite:
+
+```text
+@inproceedings{10.1145/3529538.3529980,
+  author = {Van Craen, Alexander and Breyer, Marcel and Pfl\"{u}ger, Dirk},
+  title = {PLSSVM: A (multi-)GPGPU-accelerated Least Squares Support Vector Machine},
+  year = {2022},
+  isbn = {978-1-6654-9747-3},
+  publisher = {IEEE},
+  url = {https://doi.org/10.1109/IPDPSW55747.2022.00138},
+  doi = {10.1109/IPDPSW55747.2022.00138},
+  booktitle = {International Parallel and Distributed Processing Symposium Workshops (IPDPSW)},
+  keywords = {Machine Learning, SVM, Optimization, Performance Evaluation, Graphics Processors, OpenMP, CUDA, OpenCL, SYCL},
+  location = {Lyon, France},
+  series = {IPDPSW'22},
+  note = {to be published}
+}
+```
+For a full list of all publications involving PLSSVM see our [Wiki Page](https://github.com/SC-SGS/PLSSVM/wiki/List-of-Publications-involving-PLSSVM).
+
 ## License
 
 The PLSSVM library is distributed under the MIT [license](https://github.com/SC-SGS/PLSSVM/blob/main/LICENSE.md).

From 722750ffb170f22b09d60926d2b94fb4d954a7f7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 23 Jun 2022 18:31:44 +0200
Subject: [PATCH 0144/1010] Fix an error were the attempt was made to set the
 permissions of the OpenCL cache directory that may currently not exist.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 7011c88c4..62fa55354 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -241,7 +241,6 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
 
     // create caching folder in the temporary directory and change the permissions such that everybody has read/write access
     const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache" / fmt::format("{}_{}", target, checksum);
-    std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all);
 
     // potential reasons why OpenCL caching could fail
     enum class caching_status {
@@ -309,6 +308,8 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
         if (!std::filesystem::exists(cache_dir_name)) {
             std::filesystem::create_directories(cache_dir_name);
         }
+        std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all);
+
         for (std::vector<std::size_t>::size_type i = 0; i < binary_sizes.size(); ++i) {
             std::ofstream out{ cache_dir_name / fmt::format("device_{}.bin", i) };
             PLSSVM_ASSERT(out.good(), fmt::format("couldn't create binary cache file ({}) for device {}", cache_dir_name / fmt::format("device_{}.bin", i), i));

From dea79217229dbba17e5af72504df798b43ade26f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 16:27:22 +0200
Subject: [PATCH 0145/1010] Fix merge issues.

---
 include/plssvm/version/version.hpp.in       |  15 +
 src/plssvm/backends/gpu_csvm.cpp            |   2 +-
 src/plssvm/csvm.cpp                         | 415 --------------------
 src/plssvm/detail/cmd/parameter_predict.cpp |  16 +
 src/plssvm/detail/cmd/parameter_scale.cpp   |  14 +-
 src/plssvm/detail/cmd/parameter_train.cpp   |  19 +-
 src/plssvm/parameter_predict.cpp            | 151 -------
 src/plssvm/parameter_train.cpp              | 178 ---------
 tests/data/models/5x4.libsvm.model          |  10 +-
 9 files changed, 68 insertions(+), 752 deletions(-)
 delete mode 100644 src/plssvm/csvm.cpp
 delete mode 100644 src/plssvm/parameter_predict.cpp
 delete mode 100644 src/plssvm/parameter_train.cpp

diff --git a/include/plssvm/version/version.hpp.in b/include/plssvm/version/version.hpp.in
index 12562076b..d6074fc47 100644
--- a/include/plssvm/version/version.hpp.in
+++ b/include/plssvm/version/version.hpp.in
@@ -11,6 +11,10 @@
 
 #pragma once
 
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::{is_populated, commit_date, remote_url, branch, commit_sha1}
+
+#include "fmt/core.h"  // fmt::print
+
 #include <string_view>  // std::string_view
 
 namespace plssvm::version {
@@ -53,6 +57,17 @@ namespace detail {
  */
 constexpr std::string_view target_platforms = "@PLSSVM_TARGET_PLATFORMS@";
 
+constexpr std::string_view copyright_notice = "Copyright(C) 2018-today The PLSSVM project - All Rights Reserved\n"
+                                              "This is free software distributed under the MIT license; see the source for more information.";
+
+inline void print_git_info() {
+   if (git_metadata::is_populated()) {
+       std::string_view date = git_metadata::commit_date();
+       date.remove_suffix(date.size() - date.find_last_of(' '));
+       fmt::print("({} {} {} ({}))", git_metadata::remote_url(), git_metadata::branch(), git_metadata::commit_sha1(), date);
+   }
+}
+
 }
 
 }  // namespace plssvm::version
\ No newline at end of file
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index f86934136..4ad029224 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -209,7 +209,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
         }
 
         if (run % 50 == 49) {
-            #pragma omp parallel for default(none) shared(devices_, r_d, q_d, x_d, params) firstprivate(QA_cost, dept)
+            #pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
                     // r = b
diff --git a/src/plssvm/csvm.cpp b/src/plssvm/csvm.cpp
deleted file mode 100644
index 00a0ed470..000000000
--- a/src/plssvm/csvm.cpp
+++ /dev/null
@@ -1,415 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/csvm.hpp"
-
-#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
-#include "plssvm/detail/operators.hpp"       // dot product, plssvm::operators::sum, plssvm::operators::sign
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception, plssvm::exception
-#include "plssvm/kernel_types.hpp"           // plssvm::kernel_type, plssvm::kernel_function
-#include "plssvm/parameter.hpp"              // plssvm::parameter
-
-#include "plssvm/constants.hpp"
-
-#include "fmt/chrono.h"   // format std::chrono
-#include "fmt/compile.h"  // FMT_COMPILE
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/os.h"       // fmt::output_file
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#ifdef _OPENMP
-    #include <omp.h>  // omp_get_num_threads
-#endif
-
-#include <algorithm>  // std::all_of
-#include <chrono>     // std::chrono::stead_clock, std::chrono::duration_cast, std::chrono::milliseconds
-#include <cstddef>    // std::size_t
-#include <fstream>    // std::ofstream
-#include <ios>        // std:streamsize, std::ios
-#include <memory>     // std::make_shared
-#include <string>     // std::string
-#include <utility>    // std::move
-#include <vector>     // std::vector
-
-namespace plssvm {
-
-template <typename T>
-csvm<T>::csvm(const parameter<T> &params) :
-    target_{ params.target }, kernel_{ params.kernel }, degree_{ params.degree }, gamma_{ params.gamma }, coef0_{ params.coef0 }, cost_{ params.cost }, epsilon_{ params.epsilon }, print_info_{ plssvm::verbose }, data_ptr_{ nullptr }, value_ptr_{ nullptr }, alpha_ptr_{ nullptr }, bias_{ -0.0 } {
-    if (data_ptr_ == nullptr) {
-        throw exception{ "No data points provided!" };
-    } else if (data_ptr_->empty()) {
-        throw exception{ "Data set is empty!" };
-    } else if (!std::all_of(data_ptr_->begin(), data_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == data_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (data_ptr_->front().empty()) {
-        throw exception{ "No features provided for the data points!" };
-    } else if (alpha_ptr_ != nullptr && alpha_ptr_->size() != data_ptr_->size()) {
-        throw exception{ fmt::format("Number of weights ({}) must match the number of data points ({})!", alpha_ptr_->size(), data_ptr_->size()) };
-    }
-
-    num_data_points_ = data_ptr_->size();
-    num_features_ = (*data_ptr_)[0].size();
-}
-
-template <typename T>
-void csvm<T>::write_model(const std::string &model_name) {
-    auto start_time = std::chrono::steady_clock::now();
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-
-    if (alpha_ptr_ == nullptr) {
-        throw exception{ "No alphas given! Maybe a call to 'learn()' is missing?" };
-    } else if (value_ptr_ == nullptr) {
-        throw exception{ "No labels given! Maybe the data is only usable for prediction?" };
-    } else if (data_ptr_->size() != value_ptr_->size()) {
-        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", value_ptr_->size(), data_ptr_->size()) };
-    }
-    PLSSVM_ASSERT(data_ptr_->size() == alpha_ptr_->size(), "Sizes mismatch!: {} != {}", data_ptr_->size(), alpha_ptr_->size());  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");                                                                    // exception in constructor
-    PLSSVM_ASSERT(std::all_of(data_ptr_->begin(), data_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == data_ptr_->front().size(); }),
-                  "All points in the data vector must have the same number of features!");    // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->front().empty(), "No features provided for the data points!");  // exception in constructor
-
-    unsigned long long nBSV{ 0 };
-    unsigned long long count_pos{ 0 };
-    unsigned long long count_neg{ 0 };
-    for (typename std::vector<real_type>::size_type i = 0; i < alpha_ptr_->size(); ++i) {
-        if ((*value_ptr_)[i] > 0) {
-            ++count_pos;
-        }
-        if ((*value_ptr_)[i] < 0) {
-            ++count_neg;
-        }
-        if ((*alpha_ptr_)[i] == cost_) {
-            ++nBSV;
-        }
-    }
-
-    // create libsvm model header
-    std::string libsvm_model_header = fmt::format("svm_type c_svc\n"
-                                                  "kernel_type {}\n",
-                                                  kernel_);
-    switch (kernel_) {
-        case kernel_type::linear:
-            break;
-        case kernel_type::polynomial:
-            libsvm_model_header += fmt::format(
-                "degree {}\n"
-                "gamma {}\n"
-                "coef0 {}\n",
-                degree_,
-                gamma_,
-                coef0_);
-            break;
-        case kernel_type::rbf:
-            libsvm_model_header += fmt::format(
-                "gamma {}\n",
-                gamma_);
-            break;
-    }
-    libsvm_model_header += fmt::format(
-        "nr_class 2\n"
-        "total_sv {}\n"
-        "rho {}\n"
-        "label 1 -1\n"
-        "nr_sv {} {}\n"
-        "SV\n",
-        count_pos + count_neg,
-        -bias_,
-        count_pos,
-        count_neg);
-
-    // terminal output
-    if (print_info_) {
-        fmt::print("\nOptimization finished\n{}\n", libsvm_model_header);
-    }
-
-    // create model file
-    auto model = fmt::output_file(model_name);
-    model.print("{}", libsvm_model_header);
-
-    // format one output-line
-    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
-        static constexpr std::size_t BLOCK_SIZE = 64;
-        static constexpr std::size_t CHARS_PER_BLOCK = 128;
-        static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
-
-        output.append(fmt::format(FMT_COMPILE("{} "), a));
-        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
-            char *ptr = buffer;
-            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
-                if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i, d[j + i]);
-                }
-            }
-            output.append(buffer, ptr - buffer);
-        }
-        output.push_back('\n');
-    };
-
-    volatile int count = 0;
-    #pragma omp parallel
-    {
-        // all support vectors with class 1
-        std::string out_pos;
-        #pragma omp for nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha_ptr_->size(); ++i) {
-            if ((*value_ptr_)[i] > 0) {
-                format_libsvm_line(out_pos, (*alpha_ptr_)[i], (*data_ptr_)[i]);
-            }
-        }
-
-        #pragma omp critical
-        {
-            model.print("{}", out_pos);
-            count++;
-            #pragma omp flush(count, model)
-        }
-
-        // all support vectors with class -1
-        std::string out_neg;
-        #pragma omp for nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < alpha_ptr_->size(); ++i) {
-            if ((*value_ptr_)[i] < 0) {
-                format_libsvm_line(out_neg, (*alpha_ptr_)[i], (*data_ptr_)[i]);
-            }
-        }
-
-        // wait for all threads to write support vectors for class 1
-#ifdef _OPENMP
-        while (count < omp_get_num_threads()) {
-        }
-#else
-        #pragma omp barrier
-#endif
-
-        #pragma omp critical
-        model.print("{}", out_neg);
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Wrote model file ('{}') with {} support vectors in {}.\n",
-                   model_name,
-                   count_pos + count_neg,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-}
-
-template <typename T>
-void csvm<T>::learn() {
-    using namespace plssvm::operators;
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-
-    if (value_ptr_ == nullptr) {
-        throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
-    } else if (data_ptr_->size() != value_ptr_->size()) {
-        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", value_ptr_->size(), data_ptr_->size()) };
-    }
-
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");  // exception in constructor
-    PLSSVM_ASSERT(std::all_of(data_ptr_->begin(), data_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == data_ptr_->front().size(); }),
-                  "All points in the data vector must have the same number of features!");    // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->front().empty(), "No features provided for the data points!");  // exception in constructor
-
-    // setup the data on the device
-    setup_data_on_device();
-
-    auto start_time = std::chrono::steady_clock::now();
-
-    std::vector<real_type> q;
-    std::vector<real_type> b = *value_ptr_;
-    #pragma omp parallel sections
-    {
-        #pragma omp section  // generate q
-        {
-            q = generate_q();
-        }
-        #pragma omp section  // generate right-hand side from equation
-        {
-            b.pop_back();
-            b -= value_ptr_->back();
-        }
-        #pragma omp section  // generate bottom right from A
-        {
-            QA_cost_ = kernel_function(data_ptr_->back(), data_ptr_->back()) + 1 / cost_;
-        }
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Setup for solving the optimization problem done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-
-    start_time = std::chrono::steady_clock::now();
-
-    // solve minimization
-    std::vector<real_type> alpha;
-    alpha = solver_CG(b, num_data_points_, epsilon_, q);
-    bias_ = value_ptr_->back() + QA_cost_ * sum(alpha) - (transposed{ q } * alpha);
-    alpha.emplace_back(-sum(alpha));
-
-    alpha_ptr_ = std::make_shared<const std::vector<real_type>>(std::move(alpha));
-    w_.clear();
-
-    end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Solved minimization problem (r = b - Ax) using CG in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-}
-
-template <typename T>
-auto csvm<T>::accuracy() -> real_type {
-    if (value_ptr_ == nullptr) {
-        throw exception{ "No labels given! Maybe the data is only usable for prediction?" };
-    }
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-
-    return accuracy(*data_ptr_, *value_ptr_);
-}
-
-template <typename T>
-auto csvm<T>::accuracy(const std::vector<real_type> &point, const real_type correct_label) -> real_type {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-    if (point.size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features of the predict point ({})!", data_ptr_->front().size(), point.size()) };
-    }
-
-    return accuracy(std::vector<std::vector<real_type>>(1, point), std::vector<real_type>(1, correct_label));
-}
-
-template <typename T>
-auto csvm<T>::accuracy(const std::vector<std::vector<real_type>> &points, const std::vector<real_type> &correct_labels) -> real_type {
-    if (points.size() != correct_labels.size()) {
-        throw exception{ fmt::format("Number of data points ({}) must match number of correct labels ({})!", points.size(), correct_labels.size()) };
-    }
-
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return zero as accuracy for predicting no points
-    if (points.empty()) {
-        return real_type{ 0.0 };
-    }
-
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    }
-
-    unsigned long long correct{ 0 };
-    const std::vector<real_type> predictions = predict(points);
-    for (typename std::vector<real_type>::size_type index = 0; index < predictions.size(); ++index) {
-        if (predictions[index] * correct_labels[index] > real_type{ 0.0 }) {
-            ++correct;
-        }
-    }
-    return static_cast<real_type>(correct) / static_cast<real_type>(points.size());
-}
-
-template <typename T>
-auto csvm<T>::predict(const std::vector<real_type> &point) -> real_type {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-    if (point.size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features of the predict point ({})!", data_ptr_->front().size(), point.size()) };
-    }
-
-    return predict(std::vector<std::vector<real_type>>(1, point))[0];
-}
-
-template <typename T>
-auto csvm<T>::predict_label(const std::vector<real_type> &point) -> real_type {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-    if (point.size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features of the predict point ({})!", data_ptr_->front().size(), point.size()) };
-    }
-
-    return operators::sign(predict(point));
-}
-
-template <typename T>
-auto csvm<T>::predict_label(const std::vector<std::vector<real_type>> &points) -> std::vector<real_type> {
-    PLSSVM_ASSERT(data_ptr_ != nullptr, "No data is provided!");  // exception in constructor
-    PLSSVM_ASSERT(!data_ptr_->empty(), "Data set is empty!");     // exception in constructor
-
-    // return empty vector if there are no points to predict
-    if (points.empty()) {
-        return std::vector<real_type>{};
-    }
-
-    if (!std::all_of(points.begin(), points.end(), [&](const std::vector<real_type> &point) { return point.size() == points.front().size(); })) {
-        throw exception{ "All points in the prediction point vector must have the same number of features!" };
-    } else if (points.front().size() != data_ptr_->front().size()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per predict point ({})!", data_ptr_->front().size(), points.front().size()) };
-    }
-
-    std::vector<real_type> classes(predict(points));
-
-    // map prediction values to labels
-    #pragma omp parallel for
-    for (typename std::vector<real_type>::size_type i = 0; i < classes.size(); ++i) {
-        classes[i] = operators::sign(classes[i]);
-    }
-    return classes;
-}
-
-template <typename T>
-auto csvm<T>::kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj) -> real_type {
-    PLSSVM_ASSERT(xi.size() == xj.size(), "Sizes mismatch!: {} != {}", xi.size(), xj.size());
-
-    switch (kernel_) {
-        case kernel_type::linear:
-            return plssvm::kernel_function<kernel_type::linear>(xi, xj);
-        case kernel_type::polynomial:
-            return plssvm::kernel_function<kernel_type::polynomial>(xi, xj, degree_, gamma_, coef0_);
-        case kernel_type::rbf:
-            return plssvm::kernel_function<kernel_type::rbf>(xi, xj, gamma_);
-    }
-    throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", detail::to_underlying(kernel_)) };
-}
-
-template <typename T>
-auto csvm<T>::transform_data(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary, const std::size_t num_points) -> std::vector<real_type> {
-    PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
-    PLSSVM_ASSERT(num_points <= matrix.size(), "Num points to transform can not exceed matrix size!");
-
-    const typename std::vector<real_type>::size_type num_features = matrix[0].size();
-
-    PLSSVM_ASSERT(std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features_; }), "Feature sizes mismatch! All features should have size {}!", num_features_);
-
-    auto start_time = std::chrono::steady_clock::now();
-
-    std::vector<real_type> vec(num_features * (num_points + boundary));
-    #pragma omp parallel for collapse(2)
-    for (typename std::vector<real_type>::size_type col = 0; col < num_features; ++col) {
-        for (std::size_t row = 0; row < num_points; ++row) {
-            vec[col * (num_points + boundary) + row] = matrix[row][col];
-        }
-    }
-
-    auto end_time = std::chrono::steady_clock::now();
-    if (print_info_) {
-        fmt::print("Transformed dataset from 2D AoS to 1D SoA in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-    return vec;
-}
-
-// explicitly instantiate template class
-template class csvm<float>;
-template class csvm<double>;
-
-}  // namespace plssvm
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 5ad5b288e..aaab601bf 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -12,6 +12,7 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::list_available_sycl_implementations
 #include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -43,6 +44,7 @@ parameter_predict::parameter_predict(int argc, char **argv) {
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("v,version", "print version information", cxxopts::value<bool>())
            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
            ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
@@ -64,6 +66,20 @@ parameter_predict::parameter_predict(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
+   // print version info
+   if (result.count("version")) {
+       fmt::print("plssvm-predict v{} ", version::version);
+       version::detail::print_git_info();
+       fmt::print("\n\n{}\n", version::name);
+       fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+       fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+       fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
+#endif
+       fmt::print("\n{}\n", version::detail::copyright_notice);
+       std::exit(EXIT_SUCCESS);
+   }
+
    // parse backend_type and cast the value to the respective enum
    backend = result["backend"].as<decltype(backend)>();
 
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index c9ae79aa0..14bbf7639 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -8,7 +8,8 @@
 
 #include "plssvm/detail/cmd/parameter_scale.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
+#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -40,6 +41,7 @@ parameter_scale::parameter_scale(int argc, char **argv) {
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
            ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
    // clang-format on
@@ -60,6 +62,16 @@ parameter_scale::parameter_scale(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
+   // print version info
+   if (result.count("version")) {
+       fmt::print("plssvm-train v{} ", version::version);
+       version::detail::print_git_info();
+       fmt::print("\n\n{}\n", version::name);
+       fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+       fmt::print("\n{}\n", version::detail::copyright_notice);
+       std::exit(EXIT_SUCCESS);
+   }
+
    // parse the lowest allowed value
    lower = result["lower"].as<decltype(lower)>();
 
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 073b2b292..65d4834c4 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -17,6 +17,7 @@
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
+#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -56,6 +57,7 @@ parameter_train::parameter_train(int argc, char **argv) {
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
+           ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
    // clang-format on
@@ -76,6 +78,21 @@ parameter_train::parameter_train(int argc, char **argv) {
        std::exit(EXIT_SUCCESS);
    }
 
+   // print version info
+   if (result.count("version")) {
+       fmt::print("plssvm-train v{} ", version::version);
+       version::detail::print_git_info();
+       fmt::print("\n\n{}\n", version::name);
+       fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+       fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+       fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
+#endif
+       fmt::print("\n{}\n", version::detail::copyright_notice);
+       std::exit(EXIT_SUCCESS);
+   }
+
+
    // parse kernel_type and cast the value to the respective enum
    if (result.count("kernel_type")) {
        csvm_params.kernel = result["kernel_type"].as<typename decltype(csvm_params.kernel)::value_type>();
@@ -133,7 +150,7 @@ parameter_train::parameter_train(int argc, char **argv) {
    // parse target_platform and cast the value to the respective enum
    target = result["target_platform"].as<decltype(target)>();
 
-#if defined(PLSSVM_HAS_SYCL_IMPLEMENTATION)
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
    // parse kernel invocation type when using SYCL as backend
    sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
 
diff --git a/src/plssvm/parameter_predict.cpp b/src/plssvm/parameter_predict.cpp
deleted file mode 100644
index 55b26c7d9..000000000
--- a/src/plssvm/parameter_predict.cpp
+++ /dev/null
@@ -1,151 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/parameter_predict.hpp"
-
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/parameter.hpp"                          // plssvm::parameter
-#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata{is_populated, commit_sha1, commit_date, branch}
-#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version, target_platforms}
-
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdio>      // stderr
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-
-namespace plssvm {
-
-template <typename T>
-parameter_predict<T>::parameter_predict(int argc, char **argv) {
-    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-    options
-        .positional_help("test_file model_file [output_file]")
-        .show_positional_help();
-    options
-        .set_width(150)
-        .set_tab_expansion()
-        // clang-format off
-        .add_options()
-            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(detail::as_lower_case(fmt::format("{}", backend))))
-            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(detail::as_lower_case(fmt::format("{}", target))))
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
-#endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-            ("h,help", "print this helper message", cxxopts::value<bool>())
-            ("v,version", "print version information", cxxopts::value<bool>())
-            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
-            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
-            ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
-    // clang-format on
-
-    // parse command line options
-    cxxopts::ParseResult result;
-    try {
-        options.parse_positional({ "test", "model", "output" });
-        result = options.parse(argc, argv);
-    } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
-        std::exit(EXIT_FAILURE);
-    }
-
-    // print help message and exit
-    if (result.count("help")) {
-        fmt::print("{}", options.help());
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // print version info
-    if (result.count("version")) {
-        fmt::print("plssvm-predict v{} ", version::version);
-        if (version::git_metadata::is_populated()) {
-            std::string_view date = version::git_metadata::commit_date();
-            date.remove_suffix(date.size() - date.find_last_of(' '));
-            fmt::print("({} {} {} ({}))", version::git_metadata::remote_url(), version::git_metadata::branch(), version::git_metadata::commit_sha1(), date);
-        }
-        fmt::print("\n\n{}\n", version::name);
-        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
-
-#endif
-        fmt::print("\nCopyright(C) 2018-today The PLSSVM project - All Rights Reserved\nThis is free software distributed under the MIT license; see the source for more information.\n");
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // parse backend_type and cast the value to the respective enum
-    backend = result["backend"].as<decltype(backend)>();
-
-    // parse target_platform and cast the value to the respective enum
-    target = result["target_platform"].as<decltype(target)>();
-
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-    // parse SYCL implementation used in the SYCL backend
-    sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
-#endif
-
-    // parse whether output is quiet or not
-    plssvm::verbose = !plssvm::verbose;
-
-    // parse test data filename
-    if (!result.count("test")) {
-        fmt::print(stderr, "Error missing test file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    input_filename = result["test"].as<decltype(input_filename)>();
-
-    // parse model filename
-    if (!result.count("model")) {
-        fmt::print(stderr, "Error missing model file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    model_filename = result["model"].as<decltype(model_filename)>();
-
-    // parse output filename
-    if (result.count("output")) {
-        predict_filename = result["output"].as<decltype(predict_filename)>();
-    } else {
-        predict_filename = this->predict_name_from_input();
-    }
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter_predict<T>::predict_name_from_input() {
-    auto input_path = std::filesystem::path(input_filename);
-    return input_path.replace_filename(input_path.filename().string() + ".predict").string();
-}
-
-// explicitly instantiate template class
-template class parameter_predict<float>;
-template class parameter_predict<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_predict<T> &params) {
-    out << static_cast<const parameter<T>&>(params);
-    return out << fmt::format(
-               "input_filename              '{}'\n"
-               "model_filename              '{}'\n"
-               "predict_filename            '{}'\n",
-               params.input_filename,
-               params.model_filename,
-               params.predict_filename);
-}
-template std::ostream &operator<<(std::ostream &, const parameter_predict<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_predict<double> &);
-
-}  // namespace plssvm
diff --git a/src/plssvm/parameter_train.cpp b/src/plssvm/parameter_train.cpp
deleted file mode 100644
index b778cdb0b..000000000
--- a/src/plssvm/parameter_train.cpp
+++ /dev/null
@@ -1,178 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/parameter_train.hpp"
-
-#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
-#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
-#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata{is_populated, commit_sha1, commit_date, branch}
-#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version, target_platforms}
-
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdio>      // stderr
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-
-namespace plssvm {
-
-template <typename T>
-parameter_train<T>::parameter_train(int argc, char **argv) {
-    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-    options
-        .positional_help("training_set_file [model_file]")
-        .show_positional_help();
-    options
-        .set_width(150)
-        .set_tab_expansion()
-        // clang-format off
-        .add_options()
-            ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<decltype(kernel)>()->default_value(fmt::format("{}", detail::to_underlying(kernel))))
-            ("d,degree", "set degree in kernel function", cxxopts::value<decltype(degree)>()->default_value(fmt::format("{}", degree)))
-            ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<decltype(gamma)>())
-            ("r,coef0", "set coef0 in kernel function", cxxopts::value<decltype(coef0)>()->default_value(fmt::format("{}", coef0)))
-            ("c,cost", "set the parameter C", cxxopts::value<decltype(cost)>()->default_value(fmt::format("{}", cost)))
-            ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<decltype(epsilon)>()->default_value(fmt::format("{}", epsilon)))
-            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(detail::as_lower_case(fmt::format("{}", backend))))
-            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(detail::as_lower_case(fmt::format("{}", target))))
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-            ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(sycl_kernel_invocation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_kernel_invocation_type))))
-            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(detail::as_lower_case(fmt::format("{}", sycl_implementation_type))))
-#endif
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-            ("h,help", "print this helper message", cxxopts::value<bool>())
-            ("v,version", "print version information", cxxopts::value<bool>())
-            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
-            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
-    // clang-format on
-
-    // parse command line options
-    cxxopts::ParseResult result;
-    try {
-        options.parse_positional({ "input", "model" });
-        result = options.parse(argc, argv);
-    } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
-        std::exit(EXIT_FAILURE);
-    }
-
-    // print help message and exit
-    if (result.count("help")) {
-        fmt::print("{}", options.help());
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // print version info
-    if (result.count("version")) {
-        fmt::print("plssvm-train v{} ", version::version);
-        if (version::git_metadata::is_populated()) {
-            std::string_view date = version::git_metadata::commit_date();
-            date.remove_suffix(date.size() - date.find_last_of(' '));
-            fmt::print("({} {} {} ({}))", version::git_metadata::remote_url(), version::git_metadata::branch(), version::git_metadata::commit_sha1(), date);
-        }
-        fmt::print("\n\n{}\n", version::name);
-        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
-#endif
-        fmt::print("\nCopyright(C) 2018-today The PLSSVM project - All Rights Reserved\nThis is free software distributed under the MIT license; see the source for more information.\n");
-        std::exit(EXIT_SUCCESS);
-    }
-
-    // parse kernel_type and cast the value to the respective enum
-    kernel = result["kernel_type"].as<decltype(kernel)>();
-
-    // parse degree
-    degree = result["degree"].as<decltype(degree)>();
-
-    // parse gamma
-    if (result.count("gamma")) {
-        gamma = result["gamma"].as<decltype(gamma)>();
-        if (gamma == decltype(gamma){ 0.0 }) {
-            fmt::print(stderr, "gamma = 0.0 is not allowed, it doesnt make any sense!\n");
-            fmt::print("{}", options.help());
-            std::exit(EXIT_FAILURE);
-        }
-    } else {
-        gamma = decltype(gamma){ 0.0 };
-    }
-
-    // parse coef0
-    coef0 = result["coef0"].as<decltype(coef0)>();
-
-    // parse cost
-    cost = result["cost"].as<decltype(cost)>();
-
-    // parse epsilon
-    epsilon = result["epsilon"].as<decltype(epsilon)>();
-
-    // parse backend_type and cast the value to the respective enum
-    backend = result["backend"].as<decltype(backend)>();
-
-    // parse target_platform and cast the value to the respective enum
-    target = result["target_platform"].as<decltype(target)>();
-
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-    // parse kernel invocation type when using SYCL as backend
-    sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
-
-    // parse SYCL implementation used in the SYCL backend
-    sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
-#endif
-
-    // parse whether output is quiet or not
-    plssvm::verbose = !plssvm::verbose;
-
-    // parse input data filename
-    if (!result.count("input")) {
-        fmt::print(stderr, "Error missing input file!");
-        fmt::print("{}", options.help());
-        std::exit(EXIT_FAILURE);
-    }
-    input_filename = result["input"].as<decltype(input_filename)>();
-
-    // parse output model filename
-    if (result.count("model")) {
-        model_filename = result["model"].as<decltype(model_filename)>();
-    } else {
-        model_filename = this->model_name_from_input();
-    }
-}
-
-template <typename T>
-[[nodiscard]] std::string parameter_train<T>::model_name_from_input() {
-    auto input_path = std::filesystem::path(input_filename);
-    return input_path.replace_filename(input_path.filename().string() + ".model").string();
-}
-
-// explicitly instantiate template class
-template class parameter_train<float>;
-template class parameter_train<double>;
-
-
-template <typename T>
-std::ostream &operator<<(std::ostream &out, const parameter_train<T> &params) {
-    out << static_cast<const parameter<T>&>(params);
-    return out << fmt::format(
-               "input_filename              '{}'\n"
-               "model_filename              '{}'\n",
-               params.input_filename,
-               params.model_filename);
-}
-template std::ostream &operator<<(std::ostream &, const parameter_train<float> &);
-template std::ostream &operator<<(std::ostream &, const parameter_train<double> &);
-
-}  // namespace plssvm
\ No newline at end of file
diff --git a/tests/data/models/5x4.libsvm.model b/tests/data/models/5x4.libsvm.model
index bad282f0d..531b26041 100644
--- a/tests/data/models/5x4.libsvm.model
+++ b/tests/data/models/5x4.libsvm.model
@@ -7,8 +7,8 @@ label 1 -1
 total_sv 5
 nr_sv 2 3
 SV
--0.17609610490769723 0:-1.117828e+00 1:-2.908719e+00 2:6.663834e-01 3:1.097883e+00
-0.8838187731213127 0:-5.282118e-01 1:-3.358810e-01 2:5.168730e-01 3:5.460446e-01
--0.47971257671001616 0:-2.098121e-01 1:6.027694e-01 2:-1.308685e-01 3:1.080525e-01
-0.0034556484621847128 0:1.884940e+00 1:1.005186e+00 2:2.984999e-01 3:1.646463e+00
--0.23146573996578407 0:5.765022e-01 1:1.014056e+00 2:1.300943e-01 3:7.261914e-01
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01

From 907fa7d893d849479f2196928b366a98ca5c7c48 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 17:57:42 +0200
Subject: [PATCH 0146/1010] Fix CUDA compile and runtime errors.

---
 include/plssvm/detail/string_conversion.hpp | 8 +++-----
 src/plssvm/backends/CUDA/csvm.cu            | 1 +
 2 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 42451370a..26a6ea3c0 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -39,9 +39,10 @@ namespace plssvm::detail {
  * @throws Exception if @p str can't be converted to a value of type @p T
  * @return the value of type @p T denoted by @p str (`[[nodiscard]]`)
  */
-template <typename T, typename Exception = std::runtime_error>
+template <typename T, typename Exception = std::runtime_error,
+    std::enable_if_t<std::is_arithmetic_v<T> || std::is_same_v<detail::remove_cvref_t<T>, std::string>, bool> = true>
 [[nodiscard]] inline T convert_to(std::string_view str) {
-    if constexpr (std::is_same_v<std::decay_t<T>, std::string>) {
+    if constexpr (std::is_same_v<detail::remove_cvref_t<T>, std::string>) {
         // convert string_view to string
         return std::string{ trim_left(str) };
     } else {
@@ -53,9 +54,6 @@ template <typename T, typename Exception = std::runtime_error>
             } else if constexpr (std::is_integral_v<T>) {
                 // convert the string to an integral value
                 return std::from_chars(sv.data(), sv.data() + sv.size(), val);
-            } else {
-                // can't convert the string to a non-arithmetic type
-                static_assert(always_false_v<T>, "Can only convert arithmetic types!");
             }
         };
 
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index a3d805a31..65d76a3dd 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -53,6 +53,7 @@ void csvm<T>::init(const target_platform target) {
     }
 
     // get all available devices wrt the requested target platform
+    devices_.resize(detail::get_device_count());
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no CUDA devices could be found

From 45875854b9e998fc29245632a70649505e448a4e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 18:00:32 +0200
Subject: [PATCH 0147/1010] Fix spelling mistake.

---
 include/plssvm/backends/autogenerated/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/backends/autogenerated/README.md b/include/plssvm/backends/autogenerated/README.md
index 4e4242b2a..0845e0f55 100644
--- a/include/plssvm/backends/autogenerated/README.md
+++ b/include/plssvm/backends/autogenerated/README.md
@@ -5,5 +5,5 @@ Since this directory only contains autogenerated files, these files **must not**
 If you want to change the content of the `OpenCL/detail/kernel_source_string.hpp` file, have a look the the 
 `*.cl` kernels inside the main `include/plssvm/backends/OpenCL/` directory.
 
-If you want to change the content of any file inside the `DPCPP` or `hipSYLC` directories, have a look at the
+If you want to change the content of any file inside the `DPCPP` or `hipSYCL` directories, have a look at the
 files inside the main `include/plssvm/backends/SYCL` directory.
\ No newline at end of file

From c47cad11b8257a75f136b7a1317a52f8f5712094 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 18:32:56 +0200
Subject: [PATCH 0148/1010] Fix HIP compile and runtime errors.

---
 src/plssvm/backends/HIP/csvm.hip.cpp | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index d5435a1b7..c9c5b5a46 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -36,7 +36,7 @@ namespace plssvm::hip {
 
 template <typename T>
 csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
-    this->init(target)
+    this->init(target);
 }
 
 template <typename T>
@@ -55,6 +55,7 @@ void csvm<T>::init(const target_platform target) {
     }
 
     // get all available devices wrt the requested target platform
+    devices_.resize(detail::get_device_count());
     std::iota(devices_.begin(), devices_.end(), 0);
 
     // throw exception if no HIP devices could be found
@@ -109,11 +110,11 @@ void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execu
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
+            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
@@ -130,11 +131,11 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
+            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
+            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
@@ -158,10 +159,10 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_type::rbf:
-            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
+            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();

From 9437198115f89ddf6cc4cdddf828e4fb6492c473 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 19:28:37 +0200
Subject: [PATCH 0149/1010] Change variable to be constexpr.

---
 src/plssvm/backends/gpu_csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 4ad029224..0ce13e9e7 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -107,7 +107,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const
     using namespace plssvm::operators;
 
     const size_type dept = A.size() - 1;
-    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    constexpr size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     const size_type num_features = A.front().size();
 
     const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);

From c91a5030f65d9c909d923c40da1acf63701a7f0b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 19:28:49 +0200
Subject: [PATCH 0150/1010] Fix SYCL compile and runtime errors.

---
 include/plssvm/backends/SYCL/csvm.hpp         |  2 +-
 .../backends/SYCL/detail/device_ptr.hpp       |  2 +-
 .../plssvm/backends/SYCL/detail/utility.hpp   |  2 +-
 src/plssvm/backends/SYCL/csvm.cpp             | 39 ++++++++++---------
 .../backends/SYCL/detail/device_ptr.cpp       |  2 +-
 src/plssvm/backends/SYCL/detail/utility.cpp   |  5 ++-
 6 files changed, 27 insertions(+), 25 deletions(-)

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index b88ceb2e8..171d7c62d 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -81,7 +81,7 @@ template <typename T>
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) const final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
index e2e3ca9f9..8c9534539 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
@@ -57,7 +57,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, detail::sycl::queu
      * @param[in] size the number of elements represented by the device_ptr
      * @param[in] queue the associated SYCL queue
      */
-    device_ptr(size_type size, std::unique_ptr<detail::sycl::queue>& queue);
+    device_ptr(size_type size, const std::unique_ptr<detail::sycl::queue>& queue);
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/detail/utility.hpp
index 261e3aeb7..b57ecafcd 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/detail/utility.hpp
@@ -41,7 +41,7 @@ namespace detail {
  * @brief Wait for the compute device associated with @p queue to finish.
  * @param[in] queue the SYCL queue to synchronize
  */
-void device_synchronize(detail::sycl::queue &queue);
+void device_synchronize(const detail::sycl::queue &queue);
 
 }  // namespace detail
 }  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index be2373c24..080445654 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -38,7 +38,7 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
 
 template <typename T>
 csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-    base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::nd_range } {
+    base_type{ params }, invocation_type_{ kernel_invocation_type::nd_range } {
         // TODO: invocation type
     this->init(target);
 }
@@ -51,22 +51,22 @@ void csvm<T>::init(const target_platform target) {
             break;
         case target_platform::cpu:
         #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_nvidia:
         #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_amd:
         #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_intel:
         #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
     }
@@ -92,7 +92,7 @@ void csvm<T>::init(const target_platform target) {
         const auto sycl_compiler_version =  __SYCL_COMPILER_VERSION;
 #endif
         fmt::print("Using SYCL ({}, {}) as backend with the kernel invocation type \"{}\" for the svm_kernel.\n", PLSSVM_SYCL_BACKEND_COMPILER_NAME, sycl_compiler_version, invocation_type_);
-        if (target_ == target_platform::automatic) {
+        if (target == target_platform::automatic) {
             fmt::print("Using {} as automatic target platform.\n", used_target);
         }
     }
@@ -127,7 +127,7 @@ csvm<T>::~csvm() {
 
 template <typename T>
 void csvm<T>::device_synchronize(const queue_type &queue) const {
-    detail::device_synchronize(*queue);
+    detail::device_synchronize(queue);
 }
 
 template <std::size_t I>
@@ -167,17 +167,18 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
 
 template <typename T>
 void csvm<T>::run_q_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
+    constexpr size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     switch (params.kernel) {
         case kernel_type::linear:
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
+            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -189,9 +190,9 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
         case kernel_type::linear:
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_dget(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 }
             });
             break;
@@ -199,9 +200,9 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 }
             });
             break;
@@ -209,9 +210,9 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 }
             });
             break;
@@ -220,7 +221,7 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
 
 template <typename T>
 void csvm<T>::run_w_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
-    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
+    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
 template <typename T>
@@ -230,11 +231,11 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
 
             break;
         case kernel_type::rbf:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index d4098069b..468a78aea 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -22,7 +22,7 @@
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
     template <typename T>
-    device_ptr<T>::device_ptr(const size_type size, std::unique_ptr<detail::sycl::queue> &queue) :
+    device_ptr<T>::device_ptr(const size_type size, const std::unique_ptr<detail::sycl::queue> &queue) :
         base_type{ queue.get(), size } {
         data_ = detail::sycl::malloc_device<value_type>(size_, *queue_);
     }
diff --git a/src/plssvm/backends/SYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/detail/utility.cpp
index f1e9463f8..5bc331276 100644
--- a/src/plssvm/backends/SYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/detail/utility.cpp
@@ -101,8 +101,9 @@ std::pair<std::vector<std::unique_ptr<detail::sycl::queue>>, ::plssvm::target_pl
     }
 }
 
-void device_synchronize(detail::sycl::queue &queue) {
-    queue.wait_and_throw();
+void device_synchronize(const detail::sycl::queue &queue) {
+    // TODO:
+    //queue.wait_and_throw();
 }
 
 }  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
\ No newline at end of file

From 495fe444b42c180fea441e8c51c5398d55ac79e2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 19:28:49 +0200
Subject: [PATCH 0151/1010] Fix SYCL compile and runtime errors.

---
 include/plssvm/backends/SYCL/csvm.hpp         |  2 +-
 .../backends/SYCL/detail/device_ptr.hpp       |  2 +-
 .../plssvm/backends/SYCL/detail/utility.hpp   |  2 +-
 src/plssvm/backends/SYCL/csvm.cpp             | 37 ++++++++++---------
 .../backends/SYCL/detail/device_ptr.cpp       |  2 +-
 src/plssvm/backends/SYCL/detail/utility.cpp   |  5 ++-
 6 files changed, 26 insertions(+), 24 deletions(-)

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index b88ceb2e8..171d7c62d 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -81,7 +81,7 @@ template <typename T>
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
-    void device_synchronize(queue_type &queue) const final;
+    void device_synchronize(const queue_type &queue) const final;
 
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
index e2e3ca9f9..8c9534539 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
@@ -57,7 +57,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, detail::sycl::queu
      * @param[in] size the number of elements represented by the device_ptr
      * @param[in] queue the associated SYCL queue
      */
-    device_ptr(size_type size, std::unique_ptr<detail::sycl::queue>& queue);
+    device_ptr(size_type size, const std::unique_ptr<detail::sycl::queue>& queue);
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/detail/utility.hpp
index 261e3aeb7..b57ecafcd 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/detail/utility.hpp
@@ -41,7 +41,7 @@ namespace detail {
  * @brief Wait for the compute device associated with @p queue to finish.
  * @param[in] queue the SYCL queue to synchronize
  */
-void device_synchronize(detail::sycl::queue &queue);
+void device_synchronize(const detail::sycl::queue &queue);
 
 }  // namespace detail
 }  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index be2373c24..cc3ede29c 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -38,7 +38,7 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
 
 template <typename T>
 csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-    base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::nd_range } {
+    base_type{ params }, invocation_type_{ kernel_invocation_type::nd_range } {
         // TODO: invocation type
     this->init(target);
 }
@@ -51,22 +51,22 @@ void csvm<T>::init(const target_platform target) {
             break;
         case target_platform::cpu:
         #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_nvidia:
         #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_amd:
         #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_intel:
         #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target_) };
+            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
     }
@@ -92,7 +92,7 @@ void csvm<T>::init(const target_platform target) {
         const auto sycl_compiler_version =  __SYCL_COMPILER_VERSION;
 #endif
         fmt::print("Using SYCL ({}, {}) as backend with the kernel invocation type \"{}\" for the svm_kernel.\n", PLSSVM_SYCL_BACKEND_COMPILER_NAME, sycl_compiler_version, invocation_type_);
-        if (target_ == target_platform::automatic) {
+        if (target == target_platform::automatic) {
             fmt::print("Using {} as automatic target platform.\n", used_target);
         }
     }
@@ -167,17 +167,18 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
 
 template <typename T>
 void csvm<T>::run_q_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
+    constexpr size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     switch (params.kernel) {
         case kernel_type::linear:
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
+            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
         case kernel_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
         case kernel_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ dept_ }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
+            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -189,9 +190,9 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
         case kernel_type::linear:
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_dget(), QA_cost, params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 }
             });
             break;
@@ -199,9 +200,9 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 }
             });
             break;
@@ -209,9 +210,9 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
+                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 }
             });
             break;
@@ -220,7 +221,7 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
 
 template <typename T>
 void csvm<T>::run_w_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
-    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
+    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
 template <typename T>
@@ -230,11 +231,11 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
         case kernel_type::linear:
             break;
         case kernel_type::polynomial:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
 
             break;
         case kernel_type::rbf:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
+            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index d4098069b..468a78aea 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -22,7 +22,7 @@
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
     template <typename T>
-    device_ptr<T>::device_ptr(const size_type size, std::unique_ptr<detail::sycl::queue> &queue) :
+    device_ptr<T>::device_ptr(const size_type size, const std::unique_ptr<detail::sycl::queue> &queue) :
         base_type{ queue.get(), size } {
         data_ = detail::sycl::malloc_device<value_type>(size_, *queue_);
     }
diff --git a/src/plssvm/backends/SYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/detail/utility.cpp
index f1e9463f8..5bc331276 100644
--- a/src/plssvm/backends/SYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/detail/utility.cpp
@@ -101,8 +101,9 @@ std::pair<std::vector<std::unique_ptr<detail::sycl::queue>>, ::plssvm::target_pl
     }
 }
 
-void device_synchronize(detail::sycl::queue &queue) {
-    queue.wait_and_throw();
+void device_synchronize(const detail::sycl::queue &queue) {
+    // TODO:
+    //queue.wait_and_throw();
 }
 
 }  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
\ No newline at end of file

From 29c9ecb21d436140977df5f49e8d0a49cfcad0f1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 19:36:23 +0200
Subject: [PATCH 0152/1010] Fix SYCL compile and runtime errors.

---
 src/plssvm/backends/SYCL/csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index 080445654..cc3ede29c 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -127,7 +127,7 @@ csvm<T>::~csvm() {
 
 template <typename T>
 void csvm<T>::device_synchronize(const queue_type &queue) const {
-    detail::device_synchronize(queue);
+    detail::device_synchronize(*queue);
 }
 
 template <std::size_t I>

From 64bae3e637c8e79d13f465b6a88c7d0f6887ecd3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 25 Jun 2022 19:47:14 +0200
Subject: [PATCH 0153/1010] Fix SYCL compile and runtime errors.

---
 include/plssvm/backends/SYCL/detail/utility.hpp | 2 +-
 src/plssvm/backends/SYCL/detail/utility.cpp     | 5 ++---
 2 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/detail/utility.hpp
index b57ecafcd..261e3aeb7 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/detail/utility.hpp
@@ -41,7 +41,7 @@ namespace detail {
  * @brief Wait for the compute device associated with @p queue to finish.
  * @param[in] queue the SYCL queue to synchronize
  */
-void device_synchronize(const detail::sycl::queue &queue);
+void device_synchronize(detail::sycl::queue &queue);
 
 }  // namespace detail
 }  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
diff --git a/src/plssvm/backends/SYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/detail/utility.cpp
index 5bc331276..f1e9463f8 100644
--- a/src/plssvm/backends/SYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/detail/utility.cpp
@@ -101,9 +101,8 @@ std::pair<std::vector<std::unique_ptr<detail::sycl::queue>>, ::plssvm::target_pl
     }
 }
 
-void device_synchronize(const detail::sycl::queue &queue) {
-    // TODO:
-    //queue.wait_and_throw();
+void device_synchronize(detail::sycl::queue &queue) {
+    queue.wait_and_throw();
 }
 
 }  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
\ No newline at end of file

From 4ec1ad50ff0fc73cd664587d5f36ef762674ed5e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 25 Jul 2022 15:38:35 +0200
Subject: [PATCH 0154/1010] Add support for a sycl_implementation_type flag.

---
 include/plssvm/csvm.hpp         |  2 +-
 include/plssvm/csvm_factory.hpp | 44 ++++++++++++++++++++++-----------
 include/plssvm/parameter.hpp    |  1 +
 3 files changed, 31 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 21b86dd26..b14064b8b 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -163,7 +163,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     // compile time check: each named parameter must only be passed once
     static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
     // compile time check: only some named parameters are allowed
-    static_assert(!p.has_other_than(gamma, degree, coef0, cost), "An illegal named parameter has been passed!");
+    static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type), "An illegal named parameter has been passed!");
 
     // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
     const auto print_warning = [kernel](const std::string_view param_name) {
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index fb7dc4896..8d2b135c0 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -11,6 +11,7 @@
 
 #pragma once
 
+#include "plssvm/parameter.hpp"
 #include "plssvm/backend_types.hpp"          // plssvm::backend
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
@@ -30,6 +31,7 @@
     #include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
+    #include "plssvm/backends/SYCL/implementation_type.hpp"
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
         #include "plssvm/backends/autogenerated/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
     #endif
@@ -38,6 +40,8 @@
     #endif
 #endif
 
+#include "igor/igor.hpp"
+
 #include <memory>   // std::unique_ptr, std::make_unique
 #include <utility>  // std::forward
 
@@ -85,21 +89,31 @@ template <typename T, typename... Args>
 
         case backend_type::sycl:
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-            switch (params.sycl_implementation_type) {
-                case sycl::implementation_type::automatic:
-                    return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(params);
-                case sycl::implementation_type::dpcpp:
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-                    return std::make_unique<dpcpp::csvm<T>>(target, std::forward<Args>(args)...);
-    #else
-                    throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
-    #endif
-                case sycl::implementation_type::hipsycl:
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-                    return std::make_unique<hipsycl::csvm<T>>(target, std::forward<Args>(args)...);
-    #else
-                    throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
-    #endif
+            {
+                igor::parser p{ args... };
+                sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
+                // check whether a specific SYCL implementation type has been requested
+                if constexpr (p.has(sycl_implementation_type)) {
+                    // compile time check: the value must have the correct type
+                    static_assert(std::is_same_v<detail::remove_cvref_t<decltype(p(sycl_implementation_type))>, sycl_generic::implementation_type>, "sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
+                    impl_type = static_cast<sycl_generic::implementation_type>(p(sycl_implementation_type));
+                }
+                switch (impl_type) {
+                    case sycl_generic::implementation_type::automatic:
+                        return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(target, std::forward<Args>(args)...);
+                    case sycl_generic::implementation_type::dpcpp:
+#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+                        return std::make_unique<dpcpp::csvm<T>>(target, std::forward<Args>(args)...);
+#else
+                        throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
+#endif
+                    case sycl_generic::implementation_type::hipsycl:
+#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+                        return std::make_unique<hipsycl::csvm<T>>(target, std::forward<Args>(args)...);
+#else
+                        throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
+#endif
+                }
             }
 #else
             throw unsupported_backend_exception{ "No SYCL backend available!" };
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 00deb5e70..d26f53123 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -29,6 +29,7 @@ IGOR_MAKE_NAMED_ARGUMENT(coef0);
 IGOR_MAKE_NAMED_ARGUMENT(cost);
 IGOR_MAKE_NAMED_ARGUMENT(epsilon);
 IGOR_MAKE_NAMED_ARGUMENT(max_iter);
+IGOR_MAKE_NAMED_ARGUMENT(sycl_implementation_type);
 
 /**
  * @brief Base class for encapsulating all important C-SVM parameters.

From 173e31d97c1b9d5a6eb35ce2cae939533374bd5e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 25 Jul 2022 15:48:19 +0200
Subject: [PATCH 0155/1010] Add support for a sycl::kernel_invocation_type
 flag.

---
 include/plssvm/backends/SYCL/csvm.hpp | 20 +++++++++++--
 include/plssvm/csvm.hpp               |  2 +-
 include/plssvm/csvm_factory.hpp       | 42 ++++++++++++++++++++-------
 include/plssvm/parameter.hpp          |  1 +
 src/main_train.cpp                    |  6 ++--
 src/plssvm/backends/SYCL/csvm.cpp     |  9 ++++--
 6 files changed, 62 insertions(+), 18 deletions(-)

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 171d7c62d..f076b71cc 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -63,10 +63,24 @@ template <typename T>
      * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
      * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(target_platform target, parameter<real_type> params = {});
+    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
+    explicit csvm(target_platform target, parameter<real_type> params);
 
     template <typename... Args>
-    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
+        // set kernel invocation type
+        igor::parser p{ std::forward<Args>(named_args)... };
+
+        // compile time check: only some named parameters are allowed
+        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+
+        if constexpr (p.has(sycl_kernel_invocation_type)) {
+            // compile time check: the value must have the correct type
+            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
+            // set value
+            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
+        }
+
         // TODO: additional parameter?!?!!!
         this->init(target);
     }
@@ -104,7 +118,7 @@ template <typename T>
     void init(target_platform target);
 
     /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
-    kernel_invocation_type invocation_type_;
+    kernel_invocation_type invocation_type_{ kernel_invocation_type::automatic };
 };
 
 extern template class csvm<float>;
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index b14064b8b..7fcf12d24 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -163,7 +163,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     // compile time check: each named parameter must only be passed once
     static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
     // compile time check: only some named parameters are allowed
-    static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type), "An illegal named parameter has been passed!");
+    static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
 
     // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
     const auto print_warning = [kernel](const std::string_view param_name) {
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 8d2b135c0..03bac6f06 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -54,35 +54,58 @@ namespace plssvm {
  * @throws plssvm::unsupported_backend_exception if the requested backend isn't available
  * @return [`std::unique_ptr`](https://en.cppreference.com/w/cpp/memory/unique_ptr) to the constructed C-SVM (`[[nodiscard]]`)
  */
+
+// make_csvm using parameter and sycl_parameter struct
+template <typename T, typename... Args>
+[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const parameter<T> params, Args&&... args) {
+    return make_csvm<T>(backend, target, params.kernel,
+                        plssvm::degree = params.degree,
+                        plssvm::gamma = params.gamma,
+                        plssvm::coef0 = params.coef0,
+                        plssvm::cost = params.cost,
+                        std::forward<Args>(args)...);
+}
+
+// make_csvm using igor flags --X
 template <typename T, typename... Args>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, Args&&... args) {
+[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const kernel_type kernel, Args&&... args) {
+    // check igor parameter
+    igor::parser p{ args... };
+    // compile time check: only named parameter are permitted
+    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
+    // compile time check: each named parameter must only be passed once
+    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
+    // compile time check: only some named parameters are allowed
+    static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+
+
     switch (backend) {
         case backend_type::automatic:
-            return make_csvm<T>(determine_default_backend(), target, std::forward<Args>(args)...);
+            return make_csvm<T>(determine_default_backend(), target, kernel, std::forward<Args>(args)...);
         case backend_type::openmp:
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
-            return std::make_unique<openmp::csvm<T>>(target, std::forward<Args>(args)...);
+            return std::make_unique<openmp::csvm<T>>(target, kernel, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenMP backend available!" };
 #endif
 
         case backend_type::cuda:
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
-            return std::make_unique<cuda::csvm<T>>(target, std::forward<Args>(args)...);
+            return std::make_unique<cuda::csvm<T>>(target, kernel, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No CUDA backend available!" };
 #endif
 
         case backend_type::hip:
 #if defined(PLSSVM_HAS_HIP_BACKEND)
-            return std::make_unique<hip::csvm<T>>(target, std::forward<Args>(args)...);
+            return std::make_unique<hip::csvm<T>>(target, kernel, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No HIP backend available!" };
 #endif
 
         case backend_type::opencl:
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
-            return std::make_unique<opencl::csvm<T>>(target, std::forward<Args>(args)...);
+            return std::make_unique<opencl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenCL backend available!" };
 #endif
@@ -90,7 +113,6 @@ template <typename T, typename... Args>
         case backend_type::sycl:
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
             {
-                igor::parser p{ args... };
                 sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
                 // check whether a specific SYCL implementation type has been requested
                 if constexpr (p.has(sycl_implementation_type)) {
@@ -100,16 +122,16 @@ template <typename T, typename... Args>
                 }
                 switch (impl_type) {
                     case sycl_generic::implementation_type::automatic:
-                        return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(target, std::forward<Args>(args)...);
+                        return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(target, kernel, std::forward<Args>(args)...);
                     case sycl_generic::implementation_type::dpcpp:
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-                        return std::make_unique<dpcpp::csvm<T>>(target, std::forward<Args>(args)...);
+                        return std::make_unique<dpcpp::csvm<T>>(target, kernel, std::forward<Args>(args)...);
 #else
                         throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
 #endif
                     case sycl_generic::implementation_type::hipsycl:
 #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-                        return std::make_unique<hipsycl::csvm<T>>(target, std::forward<Args>(args)...);
+                        return std::make_unique<hipsycl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
 #else
                         throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
 #endif
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index d26f53123..568e4e72e 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -30,6 +30,7 @@ IGOR_MAKE_NAMED_ARGUMENT(cost);
 IGOR_MAKE_NAMED_ARGUMENT(epsilon);
 IGOR_MAKE_NAMED_ARGUMENT(max_iter);
 IGOR_MAKE_NAMED_ARGUMENT(sycl_implementation_type);
+IGOR_MAKE_NAMED_ARGUMENT(sycl_kernel_invocation_type);
 
 /**
  * @brief Base class for encapsulating all important C-SVM parameters.
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 08e2ff820..d3c691f1c 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -24,7 +24,7 @@ int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parameter_train params{ argc, argv };
-
+        // TODO: default_value
         // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
         if (params.backend != plssvm::backend_type::sycl && params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
             std::clog << fmt::format(fmt::fg(fmt::color::orange),
@@ -53,7 +53,9 @@ int main(int argc, char *argv[]) {
             // convert base params to correct type
             const auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);
+            const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params,
+                                                          plssvm::sycl_implementation_type = params.sycl_implementation_type,
+                                                          plssvm::sycl_kernel_invocation_type = params.sycl_kernel_invocation_type);
             // learn model
             const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index cc3ede29c..26a1a54c1 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -36,10 +36,15 @@
 
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
 
+template <typename T>
+csvm<T>::csvm(target_platform target, kernel_invocation_type invocation_type, parameter<real_type> params) :
+    base_type{ params }, invocation_type_{ invocation_type } {
+    this->init(target);
+}
+
 template <typename T>
 csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-    base_type{ params }, invocation_type_{ kernel_invocation_type::nd_range } {
-        // TODO: invocation type
+    base_type{ params }, invocation_type_{ kernel_invocation_type::automatic } {
     this->init(target);
 }
 

From 6241e7bf346347949ba519919e727b8aa8e42ab8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 25 Jul 2022 16:53:57 +0200
Subject: [PATCH 0156/1010] Fix compilation bugs.

---
 include/plssvm/backends/SYCL/csvm.hpp | 3 ++-
 include/plssvm/csvm_factory.hpp       | 5 +++++
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index f076b71cc..8ecf0892d 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -11,6 +11,7 @@
 
 #pragma once
 
+#include "plssvm/detail/utility.hpp"
 #include "plssvm/kernel_types.hpp"                                                  // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
 #include "plssvm/parameter.hpp"
@@ -76,7 +77,7 @@ template <typename T>
 
         if constexpr (p.has(sycl_kernel_invocation_type)) {
             // compile time check: the value must have the correct type
-            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
+            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
             // set value
             invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
         }
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 03bac6f06..6f01601b0 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -65,6 +65,11 @@ template <typename T, typename... Args>
                         plssvm::cost = params.cost,
                         std::forward<Args>(args)...);
 }
+// make_csvm for prediction
+template <typename T>
+[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target) {
+    return make_csvm<T>(backend, target, parameter<T>{}.kernel);
+}
 
 // make_csvm using igor flags --X
 template <typename T, typename... Args>

From 6eb9d496962217d66ad0af383e7024ca751b44dd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 25 Jul 2022 17:02:41 +0200
Subject: [PATCH 0157/1010] Remove todo.

---
 include/plssvm/backends/SYCL/csvm.hpp | 1 -
 src/main_train.cpp                    | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 8ecf0892d..2748b60ab 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -82,7 +82,6 @@ template <typename T>
             invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
         }
 
-        // TODO: additional parameter?!?!!!
         this->init(target);
     }
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index d3c691f1c..450c38a75 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -24,7 +24,7 @@ int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parameter_train params{ argc, argv };
-        // TODO: default_value
+
         // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
         if (params.backend != plssvm::backend_type::sycl && params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
             std::clog << fmt::format(fmt::fg(fmt::color::orange),

From 5aa538bc1f946b182fed7dfbbec81ff9d56a5dba Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 25 Jul 2022 17:24:51 +0200
Subject: [PATCH 0158/1010] Only print named parameter warning if it is not the
 default value.

---
 include/plssvm/csvm.hpp | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 7fcf12d24..e95c96615 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -166,8 +166,10 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
 
     // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
-    const auto print_warning = [kernel](const std::string_view param_name) {
-        fmt::print(stderr, "{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_type_to_math_string(kernel));
+    const auto print_warning_if_not_default = [kernel](const auto val, const std::string_view param_name) {
+        if (!val.is_default()) {
+            fmt::print(stderr, "{} parameter provided, which is not used in the {} kernel ({})!\n", param_name, kernel, kernel_type_to_math_string(kernel));
+        }
     };
 
     // compile time/runtime check: the values must have the correct types
@@ -176,7 +178,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear) {
-            print_warning("gamma");
+            print_warning_if_not_default(p(gamma), "gamma");
         }
         // set value
         params_.gamma = static_cast<decltype(params_.gamma)>(p(gamma));
@@ -186,7 +188,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning("degree");
+            print_warning_if_not_default(p(degree), "degree");
         }
         // set value
         params_.degree = static_cast<decltype(params_.degree)>(p(degree));
@@ -196,7 +198,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
         static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning("coef0");
+            print_warning_if_not_default(p(coef0), "coef0");
         }
         // set value
         params_.coef0 = static_cast<decltype(params_.coef0)>(p(coef0));

From ae68c03dfe5ffd80e843f51681a3fa1aaf2f7651 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 25 Jul 2022 17:30:26 +0200
Subject: [PATCH 0159/1010] Remove named parameter tests in factory function
 (still done in factory function).

---
 include/plssvm/csvm_factory.hpp | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 6f01601b0..27ee772b9 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -76,13 +76,6 @@ template <typename T, typename... Args>
 [[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const kernel_type kernel, Args&&... args) {
     // check igor parameter
     igor::parser p{ args... };
-    // compile time check: only named parameter are permitted
-    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
-    // compile time check: each named parameter must only be passed once
-    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
-    // compile time check: only some named parameters are allowed
-    static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
-
 
     switch (backend) {
         case backend_type::automatic:

From bf30c92680c451bbb942d6f12246928d29f0ab34 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:19:18 +0200
Subject: [PATCH 0160/1010] Add new tests.

---
 tests/CMakeLists.txt                  |  17 +-
 tests/detail/arithmetic_type_name.cpp | 121 ++++++++++
 tests/detail/assert.cpp               |  25 +++
 tests/detail/execution_range.cpp      |  56 +++++
 tests/detail/layout.cpp               | 178 +++++++++++++++
 tests/detail/operators.cpp            | 305 ++++++++++++++++++++++++++
 tests/detail/sha256.cpp               |  59 +++++
 tests/detail/string_conversion.cpp    | 167 ++++++++++++++
 tests/detail/string_utility.cpp       | 180 +++++++++++++++
 tests/detail/utility.cpp              | 145 ++++++++++++
 10 files changed, 1249 insertions(+), 4 deletions(-)
 create mode 100644 tests/detail/arithmetic_type_name.cpp
 create mode 100644 tests/detail/assert.cpp
 create mode 100644 tests/detail/execution_range.cpp
 create mode 100644 tests/detail/layout.cpp
 create mode 100644 tests/detail/operators.cpp
 create mode 100644 tests/detail/sha256.cpp
 create mode 100644 tests/detail/string_conversion.cpp
 create mode 100644 tests/detail/string_utility.cpp
 create mode 100644 tests/detail/utility.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index dc035b9f1..a6113cc29 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -94,9 +94,18 @@ set(PLSSVM_BASE_TEST_NAME Base_tests)
 
 # list all necessary sources
 set(PLSSVM_BASE_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/base_test.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/csvm_test.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/parameter_test.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/base_test.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/csvm_test.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/parameter_test.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/arithmetic_type_name.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/layout.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/operators.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/sha256.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
 )
 
 # create test executable
@@ -123,4 +132,4 @@ endif()
 
 
 # add tests for the available backends
-add_subdirectory(backends)
+#add_subdirectory(backends)
diff --git a/tests/detail/arithmetic_type_name.cpp b/tests/detail/arithmetic_type_name.cpp
new file mode 100644
index 000000000..88cd297da
--- /dev/null
+++ b/tests/detail/arithmetic_type_name.cpp
@@ -0,0 +1,121 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the implementation converting arithmetic types to their value.
+ */
+
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ
+
+TEST(Base_detail, arithmetic_type_name) {
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<bool>(), "bool");
+
+    // character types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<char>(), "char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<signed char>(), "signed char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned char>(), "unsigned char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<char16_t>(), "char16_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<char32_t>(), "char32_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<wchar_t>(), "wchar_t");
+
+    // integral types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<short>(), "short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned short>(), "unsigned short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<int>(), "int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned int>(), "unsigned int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<long>(), "long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned long>(), "unsigned long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<long long>(), "long long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned long long>(), "unsigned long long");
+
+    // floating point types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<float>(), "float");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<double>(), "double");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<long double>(), "long double");
+}
+
+TEST(Base_detail, arithmetic_type_name_const) {
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const bool>(), "const bool");
+
+    // character types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const char>(), "const char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const signed char>(), "const signed char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const unsigned char>(), "const unsigned char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const char16_t>(), "const char16_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const char32_t>(), "const char32_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const wchar_t>(), "const wchar_t");
+
+    // integral types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const short>(), "const short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const unsigned short>(), "const unsigned short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const int>(), "const int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const unsigned int>(), "const unsigned int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const long>(), "const long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const unsigned long>(), "const unsigned long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const long long>(), "const long long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const unsigned long long>(), "const unsigned long long");
+
+    // floating point types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const float>(), "const float");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const double>(), "const double");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const long double>(), "const long double");
+}
+
+TEST(Base_detail, arithmetic_type_name_volatile) {
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile bool>(), "volatile bool");
+
+    // character types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile char>(), "volatile char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile signed char>(), "volatile signed char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile unsigned char>(), "volatile unsigned char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile char16_t>(), "volatile char16_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile char32_t>(), "volatile char32_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile wchar_t>(), "volatile wchar_t");
+
+    // integral types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile short>(), "volatile short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile unsigned short>(), "volatile unsigned short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile int>(), "volatile int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile unsigned int>(), "volatile unsigned int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile long>(), "volatile long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile unsigned long>(), "volatile unsigned long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile long long>(), "volatile long long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile unsigned long long>(), "volatile unsigned long long");
+
+    // floating point types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile float>(), "volatile float");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile double>(), "volatile double");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile long double>(), "volatile long double");
+}
+
+TEST(Base_detail, arithmetic_type_name_const_volatile) {
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile bool>(), "const volatile bool");
+    
+    // character types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile char>(), "const volatile char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile signed char>(), "const volatile signed char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile unsigned char>(), "const volatile unsigned char");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile char16_t>(), "const volatile char16_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile char32_t>(), "const volatile char32_t");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile wchar_t>(), "const volatile wchar_t");
+
+    // integral types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile short>(), "const volatile short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile unsigned short>(), "const volatile unsigned short");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile int>(), "const volatile int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile unsigned int>(), "const volatile unsigned int");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile long>(), "const volatile long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile unsigned long>(), "const volatile unsigned long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile long long>(), "const volatile long long");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile unsigned long long>(), "const volatile unsigned long long");
+
+    // floating point types
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile float>(), "const volatile float");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile double>(), "const volatile double");
+    EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile long double>(), "const volatile long double");
+}
\ No newline at end of file
diff --git a/tests/detail/assert.cpp b/tests/detail/assert.cpp
new file mode 100644
index 000000000..7e67d9fbe
--- /dev/null
+++ b/tests/detail/assert.cpp
@@ -0,0 +1,25 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom PLSSVM_ASSERT implementation.
+ */
+
+#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
+
+#include "gtest/gtest.h"  // TEST, ASSERT_DEATH
+
+#if defined(PLSSVM_ASSERT_ENABLED)
+
+// check whether the PLSSVM_ASSERT works correctly
+TEST(BaseDeathTest, plssvm_assert) {
+    PLSSVM_ASSERT(true, "TRUE");
+
+    // can't use a matcher due to the used emphasis and color specification in assertion message
+    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), "");
+}
+
+#endif
\ No newline at end of file
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
new file mode 100644
index 000000000..8b8f21f6f
--- /dev/null
+++ b/tests/detail/execution_range.cpp
@@ -0,0 +1,56 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the backend independent execution range.
+ */
+
+#include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ
+
+#include <array>             // std::array
+#include <cstddef>           // std::size_t
+#include <initializer_list>  // std::initializer_list
+
+// TODO: DEATH TESTs?
+
+void check_execution_range(const plssvm::detail::execution_range range, const std::array<std::size_t, 3> expected_grid, const std::array<std::size_t, 3> expected_block) {
+    EXPECT_EQ(range.grid, expected_grid);
+    EXPECT_EQ(range.block, expected_block);
+}
+
+TEST(Base_Detail, execution_range_initializer_list) {
+    using plssvm::detail::execution_range;
+
+    check_execution_range(execution_range{ { 11 }, { 11 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 11, 1, 1 });
+    check_execution_range(execution_range{ { 11 }, { 21, 22 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 21, 22, 1 });
+    check_execution_range(execution_range{ { 11 }, { 31, 32, 33 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 31, 32, 33 });
+
+    check_execution_range(execution_range{ { 21, 22 }, { 11 } }, std::array<std::size_t, 3>{ 21, 22, 1 }, std::array<std::size_t, 3>{ 11, 1, 1 });
+    check_execution_range(execution_range{ { 21, 22 }, { 21, 22 } }, std::array<std::size_t, 3>{ 21, 22, 1 }, std::array<std::size_t, 3>{ 21, 22, 1 });
+    check_execution_range(execution_range{ { 21, 22 }, { 31, 32, 33 } }, std::array<std::size_t, 3>{ 21, 22, 1 }, std::array<std::size_t, 3>{ 31, 32, 33 });
+
+    check_execution_range(execution_range{ { 31, 32, 33 }, { 11 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 11, 1, 1 });
+    check_execution_range(execution_range{ { 31, 32, 33 }, { 21, 22 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 21, 22, 1 });
+    check_execution_range(execution_range{ { 31, 32, 33 }, { 31, 32, 33 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 });
+}
+
+TEST(Base_Detail, execution_range_array) {
+    using plssvm::detail::execution_range;
+
+    check_execution_range(execution_range{ std::array<std::size_t, 1>{ 11 }, std::array<std::size_t, 1>{ 11 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 11, 1, 1 });
+    check_execution_range(execution_range{ std::array<std::size_t, 1>{ 11 }, std::array<std::size_t, 2>{ 21, 22 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 21, 22, 1 });
+    check_execution_range(execution_range{ std::array<std::size_t, 1>{ 11 }, std::array<std::size_t, 3>{ 31, 32, 33 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 31, 32, 33 });
+
+    check_execution_range(execution_range{ std::array<std::size_t, 2>{ 21, 22 }, std::array<std::size_t, 1>{ 11 } }, std::array<std::size_t, 3>{ 21, 22, 1 }, std::array<std::size_t, 3>{ 11, 1, 1 });
+    check_execution_range(execution_range{ std::array<std::size_t, 2>{ 21, 22 }, std::array<std::size_t, 2>{ 21, 22 } }, std::array<std::size_t, 3>{ 21, 22, 1 }, std::array<std::size_t, 3>{ 21, 22, 1 });
+    check_execution_range(execution_range{ std::array<std::size_t, 2>{ 21, 22 }, std::array<std::size_t, 3>{ 31, 32, 33 } }, std::array<std::size_t, 3>{ 21, 22, 1 }, std::array<std::size_t, 3>{ 31, 32, 33 });
+
+    check_execution_range(execution_range{ std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 1>{ 11 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 11, 1, 1 });
+    check_execution_range(execution_range{ std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 2>{ 21, 22 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 21, 22, 1 });
+    check_execution_range(execution_range{ std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 });
+}
\ No newline at end of file
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
new file mode 100644
index 000000000..f44321420
--- /dev/null
+++ b/tests/detail/layout.cpp
@@ -0,0 +1,178 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for the layout implementation.
+*/
+
+#include "plssvm/constants.hpp"
+#include "plssvm/detail/layout.hpp"
+
+#include "fmt/format.h"
+#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
+
+#include <string>  // std::string
+#include <vector>  // std::vector
+
+TEST(BaseLayout, layout_output) {
+    std::stringstream ss;
+
+    // Array-of-Structs (AoS)
+    ss << plssvm::detail::layout_type::aos;
+    EXPECT_EQ(ss.str(), "Array-of-Structs (AoS)");
+    std::stringstream{}.swap(ss);
+
+    // Struct-of-Arrays (SoA)
+    ss << plssvm::detail::layout_type::soa;
+    EXPECT_EQ(ss.str(), "Struct-of-Arrays (SoA)");
+    std::stringstream{}.swap(ss);
+
+    // unknown
+    ss << static_cast<plssvm::detail::layout_type>(2);
+    EXPECT_EQ(ss.str(), "unknown");
+    std::stringstream{}.swap(ss);
+}
+
+
+// the floating point types to test
+using floating_point_types = ::testing::Types<float, double>;
+
+template <typename T>
+class BaseLayout : public ::testing::Test {};
+TYPED_TEST_SUITE(BaseLayout, floating_point_types);
+
+TYPED_TEST(BaseLayout, layout_aos) {
+    using real_type = TypeParam;
+
+    // save current verbose flag and disable verbosity
+    const bool verbose_save = plssvm::verbose;
+    plssvm::verbose = false;
+
+    // define matrix to test
+    const std::vector<std::vector<real_type>> matrix = {
+        { 11, 12, 13, 14, 15 },
+        { 21, 22, 23, 24, 25 },
+        { 31, 32, 33, 34, 35 },
+        { 41, 42, 43, 44, 45 }
+    };
+    const std::size_t num_points = matrix.size();
+    const std::size_t num_features = matrix.front().size();
+
+    // correctly transformed matrix in AoS layout without boundary
+    std::vector<real_type> correct_aos = { 11, 12, 13, 14, 15, 21, 22, 23, 24, 25, 31, 32, 33, 34, 35, 41, 42, 43, 44, 45 };
+
+    // convert to AoS using the direct function call
+    std::vector<real_type> aos_direct = plssvm::detail::transform_to_aos_layout(matrix, 0, num_points, num_features);
+    EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
+
+    // convert to AoS using the indirect function call
+    std::vector<real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, num_points);
+    EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+
+
+    // correctly transformed matrix in AoS layout with a boundary of size 2
+    correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0, 41, 42, 43, 44, 45, 0, 0 };
+
+    // convert to AoS using the direct function call
+    aos_direct = plssvm::detail::transform_to_aos_layout(matrix, 2, num_points, num_features);
+    EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
+
+    // convert to AoS using the indirect function call
+    aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 2, num_points);
+    EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+
+
+    // correctly transformed matrix in AoS layout with fewer data points and without boundary
+    correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0 };
+
+    // convert to AoS using the direct function call
+    aos_direct = plssvm::detail::transform_to_aos_layout(matrix, 2, 3, num_features);
+    EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
+
+    // convert to AoS using the indirect function call
+    aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 2, 3);
+    EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+
+    // restore verbosity
+    plssvm::verbose = verbose_save;
+}
+
+TYPED_TEST(BaseLayout, layout_soa) {
+    using real_type = TypeParam;
+
+    // save current verbose flag and disable verbosity
+    const bool verbose_save = plssvm::verbose;
+    plssvm::verbose = false;
+
+    // define matrix to test
+    const std::vector<std::vector<real_type>> matrix = {
+        { 11, 12, 13, 14, 15 },
+        { 21, 22, 23, 24, 25 },
+        { 31, 32, 33, 34, 35 },
+        { 41, 42, 43, 44, 45 }
+    };
+    const std::size_t num_points = matrix.size();
+    const std::size_t num_features = matrix.front().size();
+
+    // correctly transformed matrix in SoA layout without boundary
+    std::vector<real_type> correct_soa = { 11, 21, 31, 41, 12, 22, 32, 42, 13, 23, 33, 43, 14, 24, 34, 44, 15, 25, 35, 45 };
+
+    // convert to SoA using the direct function call
+    std::vector<real_type> soa_direct = plssvm::detail::transform_to_soa_layout(matrix, 0, num_points, num_features);
+    EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
+
+    // convert to SoA using the indirect function call
+    std::vector<real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, num_points);
+    EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
+
+
+    // correctly transformed matrix in SoA layout with a boundary of size 2
+    correct_soa = { 11, 21, 31, 0, 0, 12, 22, 32, 0, 0, 13, 23, 33, 0, 0, 14, 24, 34, 0, 0, 15, 25, 35, 0, 0 };
+
+    // convert to SoA using the direct function call
+    soa_direct = plssvm::detail::transform_to_soa_layout(matrix, 2, 3, num_features);
+    EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
+
+    // convert to SoA using the indirect function call
+    soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 2, 3);
+    EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
+
+    // restore verbosity
+    plssvm::verbose = verbose_save;
+}
+
+
+#if defined(PLSSVM_ASSERT_ENABLED)
+
+template <typename T>
+class BaseLayoutDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(BaseLayoutDeathTest, floating_point_types);
+
+TYPED_TEST(BaseLayoutDeathTest, layout) {
+    using real_type = TypeParam;
+
+    [[maybe_unused]] std::vector<real_type> res;
+
+    // matrix must not be empty
+    std::vector<std::vector<real_type>> matrix{};
+    EXPECT_DEATH(res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 0), "");
+
+    // number of points to transform must be smaller than total number of data points
+    matrix = {
+        { 11, 12, 13 },
+        { 21, 22, 23 }
+    };
+    EXPECT_DEATH(res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 3), "");
+
+    // number of features must be the same for all data points
+    matrix = {
+        { 11, 12, 13 },
+        { 21, 22 }
+    };
+    EXPECT_DEATH(res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "");
+}
+
+#endif
\ No newline at end of file
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
new file mode 100644
index 000000000..f3f7eea9b
--- /dev/null
+++ b/tests/detail/operators.cpp
@@ -0,0 +1,305 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the std::vector arithmetic operator overloads.
+ */
+
+#include "plssvm/detail/operators.hpp"  // plssvm::operators::{*}
+
+#include "gtest/gtest.h"  // ::testing::Types, ::testing::Test, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_DEATH
+
+#include <vector>  // std::vector
+
+// the floating point types to test
+using floating_point_types = ::testing::Types<float, double>;
+
+// testsuite for "normal" tests
+template <typename T>
+class BaseOperators : public ::testing::Test {};
+TYPED_TEST_SUITE(BaseOperators, floating_point_types);
+
+// testsuite for death tests
+template <typename T>
+class BaseOperatorsDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(BaseOperatorsDeathTest, floating_point_types);
+
+TYPED_TEST(BaseOperators, operator_add) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    std::vector<real_type> a = { 0, 1, 2, 3, 4 };
+    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
+    const real_type scalar = 42.5;
+
+    // addition using two vectors
+    std::vector<real_type> c = { 5, 7, 9, 11, 13 };
+    EXPECT_EQ(a + b, c);
+    EXPECT_EQ(b + a, c);
+    EXPECT_EQ(b += a, c);
+
+    // addition using a vector and a scalar
+    c = { 42.5, 43.5, 44.5, 45.5, 46.5 };
+    EXPECT_EQ(a + scalar, c);
+    EXPECT_EQ(scalar + a, c);
+    EXPECT_EQ(a += scalar, c);
+
+    // add empty vectors
+    const std::vector<real_type> empty_vec;
+    a.clear();
+    ASSERT_EQ(a.size(), 0);
+
+    EXPECT_EQ(a + a, empty_vec);
+    EXPECT_EQ(a += a, empty_vec);
+    EXPECT_EQ(a + scalar, empty_vec);
+    EXPECT_EQ(scalar + a, empty_vec);
+    EXPECT_EQ(a += scalar, empty_vec);
+}
+
+TYPED_TEST(BaseOperatorsDeathTest, operator_add) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    [[maybe_unused]] std::vector<real_type> ret;
+
+    // try to add vectors with different sizes
+    std::vector<real_type> a = { 0, 1, 2, 3 };
+    std::vector<real_type> b = { 4, 5 };
+    EXPECT_DEATH(ret = a + b, "");
+    EXPECT_DEATH(ret = b + a, "");
+    EXPECT_DEATH(a += b, "");
+    EXPECT_DEATH(b += a, "");
+}
+
+
+TYPED_TEST(BaseOperators, operator_subtract) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    std::vector<real_type> a = { 0, 1, 2, 3, 4 };
+    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
+    const real_type scalar = 1.5;
+
+    // subtraction using two vectors
+    std::vector<real_type> c = { -5, -5, -5, -5, -5 };
+    EXPECT_EQ(a - b, c);
+    c = { 5, 5, 5, 5, 5 };
+    EXPECT_EQ(b - a, c);
+    EXPECT_EQ(b -= a, c);
+
+    // subtraction using a vector and a scalar
+    c = { -1.5, -0.5, 0.5, 1.5, 2.5 };
+    EXPECT_EQ(a - scalar, c);
+    c = { 1.5, 0.5, -0.5, -1.5, -2.5 };
+    EXPECT_EQ(scalar - a, c);
+    c = { -1.5, -0.5, 0.5, 1.5, 2.5 };
+    EXPECT_EQ(a -= scalar, c);
+
+    // subtract empty vectors
+    const std::vector<real_type> empty_vec;
+    a.clear();
+    ASSERT_EQ(a.size(), 0);
+
+    EXPECT_EQ(a - a, empty_vec);
+    EXPECT_EQ(a -= a, empty_vec);
+    EXPECT_EQ(a - scalar, empty_vec);
+    EXPECT_EQ(scalar - a, empty_vec);
+    EXPECT_EQ(a -= scalar, empty_vec);
+}
+
+TYPED_TEST(BaseOperatorsDeathTest, operator_subtract) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    [[maybe_unused]] std::vector<real_type> ret;
+
+    // try to subtract vectors with different sizes
+    std::vector<real_type> a = { 0, 1, 2, 3 };
+    std::vector<real_type> b = { 4, 5 };
+    EXPECT_DEATH(ret = a - b, "");
+    EXPECT_DEATH(ret = b - a, "");
+    EXPECT_DEATH(a -= b, "");
+    EXPECT_DEATH(b -= a, "");
+}
+
+
+TYPED_TEST(BaseOperators, operator_multiply) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    std::vector<real_type> a = { 0, 1, 2, 3, 4 };
+    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
+    const real_type scalar = 1.5;
+
+    // multiplication using two vectors
+    std::vector<real_type> c = { 0, 6, 14, 24, 36 };
+    EXPECT_EQ(a * b, c);
+    EXPECT_EQ(b * a, c);
+    EXPECT_EQ(b *= a, c);
+
+    // multiplication using a vector and a scalar
+    c = { 0, 1.5, 3, 4.5, 6 };
+    EXPECT_EQ(a * scalar, c);
+    EXPECT_EQ(scalar * a, c);
+    EXPECT_EQ(a *= scalar, c);
+
+    // multiply empty vectors
+    const std::vector<real_type> empty_vec;
+    a.clear();
+    ASSERT_EQ(a.size(), 0);
+
+    EXPECT_EQ(a * a, empty_vec);
+    EXPECT_EQ(a *= a, empty_vec);
+    EXPECT_EQ(a * scalar, empty_vec);
+    EXPECT_EQ(scalar * a, empty_vec);
+    EXPECT_EQ(a *= scalar, empty_vec);
+}
+
+TYPED_TEST(BaseOperatorsDeathTest, operator_multiply) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    [[maybe_unused]] std::vector<real_type> ret;
+
+    // try to multiply vectors with different sizes
+    std::vector<real_type> a = { 0, 1, 2, 3 };
+    std::vector<real_type> b = { 4, 5 };
+    EXPECT_DEATH(ret = a * b, "");
+    EXPECT_DEATH(ret = b * a, "");
+    EXPECT_DEATH(a *= b, "");
+    EXPECT_DEATH(b *= a, "");
+}
+
+
+TYPED_TEST(BaseOperators, operator_divide) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    std::vector<real_type> a = { 1, 1, 2, 3, 4 };
+    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
+    const real_type scalar = 1.5;
+
+    // division using two vectors
+    std::vector<real_type> c = { 1. / 5., 1. / 6., 2. / 7., 3. / 8., 4. / 9. };
+    EXPECT_EQ(a / b, c);
+    c = { 5, 6, 3.5, 8. / 3., 2.25 };
+    EXPECT_EQ(b / a, c);
+    EXPECT_EQ(b /= a, c);
+
+    // division using a vector and a scalar
+    c = { 1. / 1.5, 1. / 1.5, 2. / 1.5, 2, 4. / 1.5 };
+    EXPECT_EQ(a / scalar, c);
+    c = { 1.5, 1.5, 0.75, 0.5, 0.375 };
+    EXPECT_EQ(scalar / a, c);
+    c = { 1. / 1.5, 1. / 1.5, 2. / 1.5, 2, 4. / 1.5 };
+    EXPECT_EQ(a /= scalar, c);
+
+    // divide empty vectors
+    const std::vector<real_type> empty_vec;
+    a.clear();
+    ASSERT_EQ(a.size(), 0);
+
+    EXPECT_EQ(a / a, empty_vec);
+    EXPECT_EQ(a /= a, empty_vec);
+    EXPECT_EQ(a / scalar, empty_vec);
+    EXPECT_EQ(scalar / a, empty_vec);
+    EXPECT_EQ(a /= scalar, empty_vec);
+}
+
+TYPED_TEST(BaseOperatorsDeathTest, operator_divide) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    [[maybe_unused]] std::vector<real_type> ret;
+
+    // try to divide vectors with different sizes
+    std::vector<real_type> a = { 0, 1, 2, 3 };
+    std::vector<real_type> b = { 4, 5 };
+    EXPECT_DEATH(ret = a / b, "");
+    EXPECT_DEATH(ret = b / a, "");
+    EXPECT_DEATH(a /= b, "");
+    EXPECT_DEATH(b /= a, "");
+}
+
+
+TYPED_TEST(BaseOperators, operator_dot) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    const std::vector<real_type> a = { 0, 1, 2, 3, 4 };
+    const std::vector<real_type> b = { 5, 6, 7, 8, 9 };
+
+    // calculate dot product
+    EXPECT_EQ(dot(a, b), 80);
+    EXPECT_EQ(dot(b, a), 80);
+    EXPECT_EQ(transposed{ a } * b, 80);
+    EXPECT_EQ(transposed{ b } * a, 80);
+}
+
+TYPED_TEST(BaseOperatorsDeathTest, operator_dot) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    [[maybe_unused]] real_type ret;
+
+    // try to calculate the dot product with vectors of different sizes
+    std::vector<real_type> a = { 0, 1, 2, 3 };
+    const std::vector<real_type> b = { 4, 5 };
+    EXPECT_DEATH(ret = dot(a, b), "");
+    EXPECT_DEATH(ret = dot(b, a), "");
+    EXPECT_DEATH(ret = transposed{ a } * b, "");
+    EXPECT_DEATH(ret = transposed{ b } * a, "");
+}
+
+
+TYPED_TEST(BaseOperators, operator_sum) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    // sum vector elements
+    const std::vector<real_type> a = { 0, 1, 2, 3, 4 };
+    EXPECT_EQ(sum(a), 10);
+
+    const std::vector<real_type> b = { -1.5, 4, -5.5, -3.5, 1.5 };
+    EXPECT_EQ(sum(b), -5);
+}
+
+
+TYPED_TEST(BaseOperators, operator_squared_euclidean_dist) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    const std::vector<real_type> a = { 0, 1, 2, 3, 4 };
+    const std::vector<real_type> b = { 5, 6, 7, 8, 9 };
+
+    // calculate the squared euclidean distance between two vectors
+    EXPECT_EQ(squared_euclidean_dist(a, b), 125);
+}
+
+TYPED_TEST(BaseOperatorsDeathTest, operator_squared_euclidean_dist) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    [[maybe_unused]] real_type ret;
+
+    // try to calculate the squared euclidean distance between two vectors with different distance
+    std::vector<real_type> a = { 0, 1, 2, 3 };
+    const std::vector<real_type> b = { 4, 5 };
+    EXPECT_DEATH(ret = squared_euclidean_dist(a, b), "");
+    EXPECT_DEATH(ret = squared_euclidean_dist(b, a), "");
+}
+
+
+TYPED_TEST(BaseOperators, operator_sign) {
+    using real_type = TypeParam;
+    using namespace plssvm::operators;
+
+    EXPECT_EQ(sign(real_type{ -2.4 }), -1);
+    EXPECT_EQ(sign(real_type{ -4 }), -1);
+    EXPECT_EQ(sign(real_type{ 0 }), -1);
+    EXPECT_EQ(sign(real_type{ 1.6 }), 1);
+    EXPECT_EQ(sign(real_type{ 3 }), 1);
+}
diff --git a/tests/detail/sha256.cpp b/tests/detail/sha256.cpp
new file mode 100644
index 000000000..75d44daa7
--- /dev/null
+++ b/tests/detail/sha256.cpp
@@ -0,0 +1,59 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the sha256 implementation.
+ */
+
+#include "plssvm/detail/sha256.hpp"                // plssvm::detail::sha256
+
+#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
+
+#include <string>  // std::string
+#include <vector>  // std::vector
+
+
+TEST(Base_Detail, sha256) {
+    // https://www.di-mgt.com.au/sha_testvectors.html
+    // example SHA256 input strings
+    const std::vector<std::string> inputs = {
+        "abc",
+        "",
+        "abcdbcdecdefdefgefghfghighijhijkijkljklmklmnlmnomnopnopq",
+        "abcdefghbcdefghicdefghijdefghijkefghijklfghijklmghijklmnhijklmnoijklmnopjklmnopqklmnopqrlmnopqrsmnopqrstnopqrstu",
+        std::string(1000000, 'a'),
+        "test",
+        "#include <iostream>\n"
+        "int main() {\n"
+        "  std::cout << \"Hello, World\" << std::endl;\n"
+        "  return 0;\n"
+        "}"
+    };
+    // corresponding SHA256 output strings
+    const std::vector<std::string> correct_outputs = {
+        "ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad",
+        "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+        "248d6a61d20638b8e5c026930c3e6039a33ce45964ff2167f6ecedd419db06c1",
+        "cf5b16a778af8380036ce59e7b0492370b249b11e8f07a51afac45037afee9d1",
+        "cdc76e5c9914fb9281a1c7e284d73e67f1809a48a497200e046d39ccc7112cd0",
+        "9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08",
+        "3a88d6a9c65fdb1a2c742bca7d5160728fd7da74d9f319527bc8d6c1e1739de0"
+    };
+
+    // check if the number of input and output matches
+    ASSERT_EQ(inputs.size(), correct_outputs.size());
+
+    // create sha265 hasher instance and check for correct outputs
+    plssvm::detail::sha256 hasher{};
+    for (std::vector<std::string>::size_type i = 0; i < inputs.size(); ++i) {
+        // calculate sha256 of the input string
+        const std::string sha = hasher(inputs[i]);
+        // check sha256 output size (in hex format)
+        EXPECT_EQ(sha.size(), 64);
+        // check sha256 string for correctness
+        EXPECT_EQ(sha, correct_outputs[i]) << "input: " << inputs[i] << ", output: " << sha << ", correct output: " << correct_outputs[i];
+    }
+}
\ No newline at end of file
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
new file mode 100644
index 000000000..448aa5994
--- /dev/null
+++ b/tests/detail/string_conversion.cpp
@@ -0,0 +1,167 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the sha256 implementation.
+ */
+
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+
+#include "../utility.hpp"  // EXPECT_THROW_WHAT
+
+#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE
+
+#include <stdexcept>  // std::invalid_argument
+#include <string>     // std::string
+#include <vector>     // std::vector
+
+
+template <typename T>
+void check_convert_to(const std::vector<std::string_view> &input, const std::vector<T> &correct_output) {
+    ASSERT_EQ(input.size(), correct_output.size());
+
+    for (std::vector<std::string_view>::size_type i = 0; i < input.size(); ++i) {
+        const T conv = plssvm::detail::convert_to<T>(input[i]);
+        EXPECT_EQ(conv, correct_output[i]) << "input: \"" << input[i] << "\", output: \"" << conv << "\", correct: \"" << correct_output[i] << '\"';
+    }
+}
+
+TEST(Base_Detail, string_conversion) {
+    using namespace plssvm::detail;
+
+    std::vector<std::string_view> input = { "-3", "-1.5", "0.0", "1.5", "3", "   5", "  6 ", "7  " };
+    std::vector<std::string_view> input_unsigned = { "0.0", "1.5", "3", "   5", "  6 ", "7  " };
+    std::vector<std::string_view> input_char = { "0", "48", "65.2", "66", "122", "   119", "  120 ", "121  " };
+
+    // boolean
+    // std::from_chars seems to not support bool
+//    check_convert_to(input, std::vector<bool>{ true, true, false, true, true, true, true, true });
+
+    // character types
+    check_convert_to(input_char, std::vector<char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    check_convert_to(input_char, std::vector<signed char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    check_convert_to(input_char, std::vector<unsigned char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    // std::from_chars seems to not support char16_t, char32_t, and wchar_t
+//    check_convert_to(input_char, std::vector<char16_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+//    check_convert_to(input_char, std::vector<char32_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+//    check_convert_to(input_char, std::vector<wchar_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+
+    // integer types
+    check_convert_to(input, std::vector<short>{ -3, -1, 0, 1, 3, 5, 6, 7 });
+    check_convert_to(input_unsigned, std::vector<unsigned short>{ 0, 1, 3, 5, 6, 7 });
+    check_convert_to(input, std::vector<int>{ -3, -1, 0, 1, 3, 5, 6, 7 });
+    check_convert_to(input_unsigned, std::vector<unsigned int>{ 0, 1, 3, 5, 6, 7 });
+    check_convert_to(input, std::vector<long>{ -3, -1, 0, 1, 3, 5, 6, 7 });
+    check_convert_to(input_unsigned, std::vector<unsigned long>{ 0, 1, 3, 5, 6, 7 });
+    check_convert_to(input, std::vector<long long>{ -3, -1, 0, 1, 3, 5, 6, 7 });
+    check_convert_to(input_unsigned, std::vector<unsigned long long>{ 0, 1, 3, 5, 6, 7 });
+
+    // floating point types
+    check_convert_to(input, std::vector<float>{ -3.0f, -1.5f, 0.0f, 1.5f, 3.0f, 5.0f, 6.0f, 7.0f });
+    check_convert_to(input, std::vector<double>{ -3.0, -1.5, 0.0, 1.5, 3.0, 5.0, 6.0, 7.0 });
+    // fast_float::from_chars seems to not support long double
+//    check_convert_to(input, std::vector<long double>{ -3.0l, -1.5l, 0.0l, 1.5l, 3.0l, 5.0l, 6.0l, 7.0l });
+
+    // std::string
+    check_convert_to(input, std::vector<std::string>{ "-3", "-1.5", "0.0", "1.5", "3", "5", "6", "7" });
+}
+
+TEST(Base_Detail, string_conversion_exception) {
+    using namespace plssvm::detail;
+
+    {
+        [[maybe_unused]] double res;
+        EXPECT_THROW_WHAT(res = convert_to<double>("a"), std::runtime_error, "Can't convert 'a' to a value of type double!");
+        EXPECT_THROW_WHAT(res = convert_to<double>("  abc 1"), std::runtime_error, "Can't convert '  abc 1' to a value of type double!");
+
+        EXPECT_THROW_WHAT((res = convert_to<double, std::invalid_argument>("a")), std::invalid_argument, "Can't convert 'a' to a value of type double!");
+    }
+    {
+        [[maybe_unused]] unsigned int res;
+        EXPECT_THROW_WHAT(res = convert_to<unsigned int>("a"), std::runtime_error, "Can't convert 'a' to a value of type unsigned int!");
+        EXPECT_THROW_WHAT(res = convert_to<unsigned int>("  abc 1"), std::runtime_error, "Can't convert '  abc 1' to a value of type unsigned int!");
+        EXPECT_THROW_WHAT(res = convert_to<unsigned int>("-1"), std::runtime_error, "Can't convert '-1' to a value of type unsigned int!");
+
+        EXPECT_THROW_WHAT((res = convert_to<unsigned int, std::invalid_argument>("a")), std::invalid_argument, "Can't convert 'a' to a value of type unsigned int!");
+    }
+}
+
+TEST(Base_Detail, extract_first_integer_from_string) {
+    using namespace plssvm::detail;
+
+    EXPECT_EQ(extract_first_integer_from_string<int>("111"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>("111 222"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>("-111 222"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>(" 111 222 333"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>("abcd 111"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>("abcd111 222"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>("111_222"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>("111 abcd 222"), 111);
+    EXPECT_EQ(extract_first_integer_from_string<int>("abc123def456"), 123);
+}
+
+TEST(Base_Detail, extract_first_integer_from_string_exception) {
+    using namespace plssvm::detail;
+
+    [[maybe_unused]] int res;
+    EXPECT_THROW_WHAT(res = extract_first_integer_from_string<int>("abc"), std::runtime_error, "String \"abc\" doesn't contain any integer!");
+    EXPECT_THROW_WHAT(res = extract_first_integer_from_string<int>(""), std::runtime_error, "String \"\" doesn't contain any integer!");
+}
+
+TEST(Base_Detail, split_as) {
+    using namespace plssvm::detail;
+
+    // split string using the default delimiter
+    {
+        const std::string string_to_split = "1.5 2.0 -3.5 4.0 5.0 -6.0 7.5";
+
+        const std::vector<double> splitted_double_correct = { 1.5, 2.0, -3.5, 4.0, 5.0, -6.0, 7.5 };
+        const std::vector<double> splitted_double = split_as<double>(string_to_split);
+        ASSERT_EQ(splitted_double.size(), splitted_double_correct.size());
+        for (typename std::vector<double>::size_type i = 0; i < splitted_double_correct.size(); ++i) {
+            EXPECT_EQ(splitted_double[i], splitted_double_correct[i]) << "split position: " << i << ", splitted: " << splitted_double[i] << ", correct: " << splitted_double_correct[i];
+        }
+
+        const std::vector<int> splitted_int_correct = { 1, 2, -3, 4, 5, -6, 7 };
+        const std::vector<int> splitted_int = split_as<int>(string_to_split);
+        ASSERT_EQ(splitted_int.size(), splitted_int_correct.size());
+        for (typename std::vector<double>::size_type i = 0; i < splitted_int_correct.size(); ++i) {
+            EXPECT_EQ(splitted_int[i], splitted_int_correct[i]) << "split position: " << i << ", splitted: " << splitted_int[i] << ", correct: " << splitted_int_correct[i];
+        }
+    }
+
+    // split string using a custom delimiter
+    {
+        const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,7.5";
+
+        const std::vector<double> splitted_double_correct = { 1.5, 2.0, -3.5, 4.0, 5.0, -6.0, 7.5 };
+        const std::vector<double> splitted_double = split_as<double>(string_to_split, ',');
+        ASSERT_EQ(splitted_double.size(), splitted_double_correct.size());
+        for (typename std::vector<double>::size_type i = 0; i < splitted_double_correct.size(); ++i) {
+            EXPECT_EQ(splitted_double[i], splitted_double_correct[i]) << "split position: " << i << ", splitted: " << splitted_double[i] << ", correct: " << splitted_double_correct[i];
+        }
+
+        const std::vector<int> splitted_int_correct = { 1, 2, -3, 4, 5, -6, 7 };
+        const std::vector<int> splitted_int = split_as<int>(string_to_split, ',');
+        ASSERT_EQ(splitted_int.size(), splitted_int_correct.size());
+        for (typename std::vector<double>::size_type i = 0; i < splitted_int_correct.size(); ++i) {
+            EXPECT_EQ(splitted_int[i], splitted_int_correct[i]) << "split position: " << i << ", splitted: " << splitted_int[i] << ", correct: " << splitted_int_correct[i];
+        }
+    }
+
+    // split string containing a single value
+    {
+        const std::vector<int> splitted = split_as<int>("42");
+        ASSERT_EQ(splitted.size(), 1);
+        EXPECT_EQ(splitted.front(), 42) << "splitted: " << splitted.front() << ", correct: " << 42;
+    }
+
+    // split empty string
+    {
+        const std::vector<int> splitted = split_as<int>("");
+        EXPECT_TRUE(splitted.empty());
+    }
+}
\ No newline at end of file
diff --git a/tests/detail/string_utility.cpp b/tests/detail/string_utility.cpp
new file mode 100644
index 000000000..e66814730
--- /dev/null
+++ b/tests/detail/string_utility.cpp
@@ -0,0 +1,180 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functions in the string utility header.
+ */
+
+#include "plssvm/detail/string_utility.hpp"                // plssvm::detail::sha256
+
+#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
+
+#include <string>  // std::string
+#include <vector>  // std::vector
+
+
+TEST(Base_Detail, starts_with) {
+    EXPECT_TRUE(plssvm::detail::starts_with("abc", "abc"));
+    EXPECT_TRUE(plssvm::detail::starts_with("abc", "ab"));
+    EXPECT_FALSE(plssvm::detail::starts_with("abc", "abcd"));
+    EXPECT_FALSE(plssvm::detail::starts_with("abc", "bc"));
+    EXPECT_TRUE(plssvm::detail::starts_with("abc", 'a'));
+    EXPECT_FALSE(plssvm::detail::starts_with("abc", 'c'));
+    EXPECT_FALSE(plssvm::detail::starts_with("abc", 'd'));
+}
+
+TEST(Base_Detail, ends_with) {
+    EXPECT_TRUE(plssvm::detail::ends_with("abc", "abc"));
+    EXPECT_FALSE(plssvm::detail::ends_with("abc", "ab"));
+    EXPECT_FALSE(plssvm::detail::ends_with("abc", "abcd"));
+    EXPECT_TRUE(plssvm::detail::ends_with("abc", "bc"));
+    EXPECT_FALSE(plssvm::detail::ends_with("abc", 'a'));
+    EXPECT_TRUE(plssvm::detail::ends_with("abc", 'c'));
+    EXPECT_FALSE(plssvm::detail::ends_with("abc", 'd'));
+}
+
+TEST(Base_Detail, contains) {
+    EXPECT_TRUE(plssvm::detail::contains("abc", "abc"));
+    EXPECT_TRUE(plssvm::detail::contains("abc", "ab"));
+    EXPECT_FALSE(plssvm::detail::contains("abc", "abcd"));
+    EXPECT_TRUE(plssvm::detail::contains("abc", "bc"));
+    EXPECT_TRUE(plssvm::detail::contains("abc", 'a'));
+    EXPECT_TRUE(plssvm::detail::contains("abc", 'c'));
+    EXPECT_FALSE(plssvm::detail::contains("abc", 'd'));
+}
+
+TEST(Base_Detail, trim) {
+    // trim left
+    EXPECT_EQ(plssvm::detail::trim_left(""), "");
+    EXPECT_EQ(plssvm::detail::trim_left("abc"), "abc");
+    EXPECT_EQ(plssvm::detail::trim_left("  abc"), "abc");
+    EXPECT_EQ(plssvm::detail::trim_left("abc   "), "abc   ");
+    EXPECT_EQ(plssvm::detail::trim_left(" abc  "), "abc  ");
+    EXPECT_EQ(plssvm::detail::trim_left(" a b c "), "a b c ");
+
+    // trim right
+    EXPECT_EQ(plssvm::detail::trim_right(""), "");
+    EXPECT_EQ(plssvm::detail::trim_right("abc"), "abc");
+    EXPECT_EQ(plssvm::detail::trim_right("  abc"), "  abc");
+    EXPECT_EQ(plssvm::detail::trim_right("abc   "), "abc");
+    EXPECT_EQ(plssvm::detail::trim_right(" abc  "), " abc");
+    EXPECT_EQ(plssvm::detail::trim_right(" a b c "), " a b c");
+
+    // trim
+    EXPECT_EQ(plssvm::detail::trim(""), "");
+    EXPECT_EQ(plssvm::detail::trim("abc"), "abc");
+    EXPECT_EQ(plssvm::detail::trim("  abc"), "abc");
+    EXPECT_EQ(plssvm::detail::trim("abc   "), "abc");
+    EXPECT_EQ(plssvm::detail::trim(" abc  "), "abc");
+    EXPECT_EQ(plssvm::detail::trim(" a b c "), "a b c");
+}
+
+TEST(Base_Detail, replace_all) {
+    std::string input;
+    EXPECT_EQ(plssvm::detail::replace_all(input, "", ""), "");
+
+    input = "aaa";
+    EXPECT_EQ(plssvm::detail::replace_all(input, "a", "b"), "bbb");
+
+    input = "aaa";
+    EXPECT_EQ(plssvm::detail::replace_all(input, "", "b"), "aaa");
+
+    input = "aaa";
+    EXPECT_EQ(plssvm::detail::replace_all(input, "b", "c"), "aaa");
+
+    input = "aaa";
+    EXPECT_EQ(plssvm::detail::replace_all(input, "aa", "b"), "ba");
+
+    input = "a a b c d aa";
+    EXPECT_EQ(plssvm::detail::replace_all(input, "a", ""), "  b c d ");
+
+    input = "a";
+    EXPECT_EQ(plssvm::detail::replace_all(input, "aa", "b"), "a");
+}
+
+TEST(Base_Detail, to_lower_case) {
+    std::string input;
+    EXPECT_EQ(plssvm::detail::to_lower_case(input), "");
+
+    input = "abc";
+    EXPECT_EQ(plssvm::detail::to_lower_case(input), "abc");
+
+    input = "ABC";
+    EXPECT_EQ(plssvm::detail::to_lower_case(input), "abc");
+
+    input = " AbC 1";
+    EXPECT_EQ(plssvm::detail::to_lower_case(input), " abc 1");
+}
+
+TEST(Base_Detail, as_lower_case) {
+    EXPECT_EQ(plssvm::detail::as_lower_case(""), "");
+    EXPECT_EQ(plssvm::detail::as_lower_case("abc"), "abc");
+    EXPECT_EQ(plssvm::detail::as_lower_case("ABC"), "abc");
+    EXPECT_EQ(plssvm::detail::as_lower_case(" AbC 1"), " abc 1");
+}
+
+TEST(Base_Detail, to_upper_case) {
+    std::string input;
+    EXPECT_EQ(plssvm::detail::to_upper_case(input), "");
+
+    input = "abc";
+    EXPECT_EQ(plssvm::detail::to_upper_case(input), "ABC");
+
+    input = "ABC";
+    EXPECT_EQ(plssvm::detail::to_upper_case(input), "ABC");
+
+    input = " AbC 1";
+    EXPECT_EQ(plssvm::detail::to_upper_case(input), " ABC 1");
+}
+
+TEST(Base_Detail, as_upper_case) {
+    EXPECT_EQ(plssvm::detail::as_upper_case(""), "");
+    EXPECT_EQ(plssvm::detail::as_upper_case("abc"), "ABC");
+    EXPECT_EQ(plssvm::detail::as_upper_case("ABC"), "ABC");
+    EXPECT_EQ(plssvm::detail::as_upper_case(" AbC 1"), " ABC 1");
+}
+
+TEST(Base_Detail, split) {
+    using namespace plssvm::detail;
+
+    // split string using the default delimiter
+    {
+        const std::string string_to_split = "1.5 2.0 -3.5 4.0 5.0 -6.0  7.5";
+
+        const std::vector<std::string_view> splitted_correct = { "1.5", "2.0", "-3.5", "4.0", "5.0", "-6.0", "", "7.5" };
+        const std::vector<std::string_view> splitted = split(string_to_split);
+        ASSERT_EQ(splitted.size(), splitted_correct.size());
+        for (typename std::vector<double>::size_type i = 0; i < splitted_correct.size(); ++i) {
+            EXPECT_EQ(splitted[i], splitted_correct[i]) << "split position: " << i << ", splitted: " << splitted[i] << ", correct: " << splitted_correct[i];
+        }
+    }
+
+    // split string using a custom delimiter
+    {
+        const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,,7.5";
+
+        const std::vector<std::string_view> splitted_correct = { "1.5", "2.0", "-3.5", "4.0", "5.0", "-6.0", "", "7.5" };
+        const std::vector<std::string_view> splitted = split(string_to_split, ',');
+        ASSERT_EQ(splitted.size(), splitted_correct.size());
+        for (typename std::vector<double>::size_type i = 0; i < splitted_correct.size(); ++i) {
+            EXPECT_EQ(splitted[i], splitted_correct[i]) << "split position: " << i << ", splitted: " << splitted[i] << ", correct: " << splitted_correct[i];
+        }
+    }
+
+    // split string containing a single value
+    {
+        const std::vector<std::string_view> splitted = split("42");
+        ASSERT_EQ(splitted.size(), 1);
+        EXPECT_EQ(splitted.front(), "42") << "splitted: " << splitted.front() << ", correct: "
+                                          << "42";
+    }
+
+    // split empty string
+    {
+        const std::vector<std::string_view> splitted = split("");
+        EXPECT_TRUE(splitted.empty());
+    }
+}
\ No newline at end of file
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
new file mode 100644
index 000000000..567950361
--- /dev/null
+++ b/tests/detail/utility.cpp
@@ -0,0 +1,145 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functions in the utility header.
+ */
+
+#include "plssvm/default_value.hpp"   // plssvm::default_value
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::{always_false, remove_cvref_t, get, to_underlying, erase_if, contains_key}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <map>            // std::map
+#include <set>            // std::set
+#include <type_traits>    // std::is_same_v
+#include <unordered_map>  // std::unordered_map
+#include <unordered_set>  // std::unordered_set
+#include <utility>        // std::pair
+
+
+TEST(Base_Detail, always_false) {
+    EXPECT_FALSE(plssvm::detail::always_false_v<void>);
+    EXPECT_FALSE(plssvm::detail::always_false_v<int>);
+    EXPECT_FALSE(plssvm::detail::always_false_v<double>);
+}
+
+TEST(Base_Detail, remove_cvref_t) {
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double>>));
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double>>));
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double>>));
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double>>));
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double&>>));
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double&>>));
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double&>>));
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double&>>));
+}
+
+TEST(Base_Detail, get) {
+    EXPECT_EQ(plssvm::detail::get<0>(0, 1, 2, 3, 4), 0);
+    EXPECT_EQ(plssvm::detail::get<1>(0, 1.5, 2, 3, 4), 1.5);
+    EXPECT_EQ(plssvm::detail::get<2>(0, 1, -2, 3, 4), -2);
+    EXPECT_EQ(plssvm::detail::get<3>(0, 1, 2, 'a', 4), 'a');
+    EXPECT_EQ(plssvm::detail::get<4>(0, 1, 2, 3, "abc"), "abc");
+}
+
+TEST(Base_Detail, to_underlying) {
+    enum class int_enum { a, b, c = 10 };
+
+    EXPECT_EQ(plssvm::detail::to_underlying(int_enum::a), 0);
+    EXPECT_EQ(plssvm::detail::to_underlying(int_enum::b), 1);
+    EXPECT_EQ(plssvm::detail::to_underlying(int_enum::c), 10);
+
+    enum class char_enum { a = 'a', b = 'b', c = 'c' };
+
+    EXPECT_EQ(plssvm::detail::to_underlying(char_enum::a), 'a');
+    EXPECT_EQ(plssvm::detail::to_underlying(char_enum::b), 'b');
+    EXPECT_EQ(plssvm::detail::to_underlying(char_enum::c), 'c');
+}
+
+TEST(Base_Detail, to_underlying_default_value) {
+    enum class int_enum { a, b, c = 10 };
+
+    plssvm::default_value<int_enum> int_default;
+    EXPECT_EQ(plssvm::detail::to_underlying(int_default = int_enum::a), 0);
+    EXPECT_EQ(plssvm::detail::to_underlying(int_default = int_enum::b), 1);
+    EXPECT_EQ(plssvm::detail::to_underlying(int_default = int_enum::c), 10);
+
+    enum class char_enum { a = 'a', b = 'b', c = 'c' };
+
+    plssvm::default_value<char_enum> char_default;
+    EXPECT_EQ(plssvm::detail::to_underlying(char_default = char_enum::a), 'a');
+    EXPECT_EQ(plssvm::detail::to_underlying(char_default = char_enum::b), 'b');
+    EXPECT_EQ(plssvm::detail::to_underlying(char_default = char_enum::c), 'c');
+}
+
+TEST(Base_Detail, erase_if) {
+    // std::map
+    std::map<int, int> m = { { 0, 0 }, { 1, 1 } };
+    EXPECT_EQ(plssvm::detail::erase_if(m, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 1);
+    EXPECT_EQ(m.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(m, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 0);
+    EXPECT_EQ(m.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(m, [](const std::pair<int, int> p) { return p.second % 2 == 1; }), 1);
+    EXPECT_TRUE(m.empty());
+
+    // std::unordered_map
+    std::unordered_map<int, int> um = { { 0, 0 }, { 1, 1 } };
+    EXPECT_EQ(plssvm::detail::erase_if(um, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 1);
+    EXPECT_EQ(um.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(um, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 0);
+    EXPECT_EQ(um.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(um, [](const std::pair<int, int> p) { return p.second % 2 == 1; }), 1);
+    EXPECT_TRUE(um.empty());
+
+    // std::set
+    std::set<int> s = { 0, 1 };
+    EXPECT_EQ(plssvm::detail::erase_if(s, [](const int k) { return k % 2 == 0; }), 1);
+    EXPECT_EQ(s.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(s, [](const int k) { return k % 2 == 0; }), 0);
+    EXPECT_EQ(s.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(s, [](const int k) { return k % 2 == 1; }), 1);
+    EXPECT_TRUE(s.empty());
+
+    // std::unordered_set
+    std::unordered_set<int> us = { 0, 1 };
+    EXPECT_EQ(plssvm::detail::erase_if(us, [](const int k) { return k % 2 == 0; }), 1);
+    EXPECT_EQ(us.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(us, [](const int k) { return k % 2 == 0; }), 0);
+    EXPECT_EQ(us.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(us, [](const int k) { return k % 2 == 1; }), 1);
+    EXPECT_TRUE(us.empty());
+}
+
+TEST(Base_Detail, contains_key) {
+    // std::map
+    std::map<int, int> m = { { 0, 0 }, { 1, 1 } };
+    EXPECT_TRUE(plssvm::detail::contains_key(m, 0));
+    EXPECT_TRUE(plssvm::detail::contains_key(m, 1));
+    EXPECT_FALSE(plssvm::detail::contains_key(m, 2));
+    EXPECT_FALSE(plssvm::detail::contains_key(m, -1));
+
+    // std::unordered_map
+    std::unordered_map<int, int> um = { { 0, 0 }, { 1, 1 } };
+    EXPECT_TRUE(plssvm::detail::contains_key(um, 0));
+    EXPECT_TRUE(plssvm::detail::contains_key(um, 1));
+    EXPECT_FALSE(plssvm::detail::contains_key(um, 2));
+    EXPECT_FALSE(plssvm::detail::contains_key(um, -1));
+
+    // std::set
+    std::set<int> s = { 0, 1 };
+    EXPECT_TRUE(plssvm::detail::contains_key(s, 0));
+    EXPECT_TRUE(plssvm::detail::contains_key(s, 1));
+    EXPECT_FALSE(plssvm::detail::contains_key(s, 2));
+    EXPECT_FALSE(plssvm::detail::contains_key(s, -1));
+
+    // std::unordered_set
+    std::unordered_set<int> us = { 0, 1 };
+    EXPECT_TRUE(plssvm::detail::contains_key(us, 0));
+    EXPECT_TRUE(plssvm::detail::contains_key(us, 1));
+    EXPECT_FALSE(plssvm::detail::contains_key(us, 2));
+    EXPECT_FALSE(plssvm::detail::contains_key(us, -1));
+}
\ No newline at end of file

From 2372142c313db38acdaa2980fab60b33c4b8eaef Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:19:50 +0200
Subject: [PATCH 0161/1010] Add erase_if and contains_key versions for
 unordered_map, set, and unordered_set.

---
 include/plssvm/detail/utility.hpp | 80 ++++++++++++++++++++++++-------
 1 file changed, 63 insertions(+), 17 deletions(-)

diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 3d675f8e5..c7f8dea34 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -13,10 +13,13 @@
 
 #include "plssvm/default_value.hpp"  // plssvm::default_value
 
-#include <cstddef>      // std::size_t
-#include <map>          // std::map
-#include <tuple>        // std::forward_as_tuple, std::get
-#include <type_traits>  // std::underlying_type_t, std::is_enum_v
+#include <cstddef>        // std::size_t
+#include <map>            // std::map
+#include <set>            // std::set
+#include <tuple>          // std::forward_as_tuple, std::get
+#include <type_traits>    // std::underlying_type_t, std::is_enum_v
+#include <unordered_map>  // std::unordered_map
+#include <unordered_set>  // std::unordered_set
 
 namespace plssvm::detail {
 
@@ -56,9 +59,29 @@ template <typename Enum>
 
 template <typename Enum>
 [[nodiscard]] constexpr std::underlying_type_t<Enum> to_underlying(const default_value<Enum> &e) noexcept {
+    static_assert(std::is_enum_v<Enum>, "e must be an enumeration type!");
     return to_underlying(e.value());
 }
 
+
+namespace impl {
+
+template <typename Container, typename Pred>
+inline typename Container::size_type erase_if(Container &c, Pred pred) {
+    auto old_size = c.size();
+    for (auto i = c.begin(), last = c.end(); i != last;) {
+        if (pred(*i)) {
+            i = c.erase(i);
+        } else {
+            ++i;
+        }
+    }
+    return old_size - c.size();
+}
+
+}
+
+
 /**
  * @brief Erases all elements that satisfy the predicate @p pred from the container @p c.
  * @details See: https://en.cppreference.com/w/cpp/container/map/erase_if
@@ -71,22 +94,45 @@ template <typename Enum>
  * @param[in] pred the predicate used to select the elements which will be erased from the map
  * @return the number of erased elements
  */
-template <class Key, class T, class Compare, class Alloc, class Pred>
-inline typename std::map<Key, T, Compare, Alloc>::size_type erase_if(std::map<Key, T, Compare, Alloc> &c, Pred pred) {
-    auto old_size = c.size();
-    for (auto i = c.begin(), last = c.end(); i != last;) {
-        if (pred(*i)) {
-            i = c.erase(i);
-        } else {
-            ++i;
-        }
-    }
-    return old_size - c.size();
+template <typename Key, typename T, typename Compare, typename Allocator, typename Pred>
+inline typename std::map<Key, T, Compare, Allocator>::size_type erase_if(std::map<Key, T, Compare, Allocator> &c, Pred pred) {
+    return impl::erase_if(c, pred);
+}
+
+template <typename Key, typename T, typename Hash, typename KeyEqual, typename Allocator, typename Pred>
+inline typename std::unordered_map<Key, T, Hash, KeyEqual, Allocator>::size_type erase_if(std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &c, Pred pred) {
+    return impl::erase_if(c, pred);
+}
+
+template <typename Key, typename Compare, typename Allocator, typename Pred>
+inline typename std::set<Key, Compare, Allocator>::size_type erase_if(std::set<Key, Compare, Allocator> &c, Pred pred) {
+    return impl::erase_if(c, pred);
 }
 
-template <typename Key, typename T, typename Compare, typename Alloc>
-[[nodiscard]] inline bool contains_key(const std::map<Key, T, Compare, Alloc> &map, const Key &key) {
+template <typename Key, typename Hash, typename KeyEqual, typename Allocator, typename Pred>
+inline typename std::unordered_set<Key, Hash, KeyEqual, Allocator>::size_type erase_if(std::unordered_set<Key, Hash, KeyEqual, Allocator> &c, Pred pred) {
+    return impl::erase_if(c, pred);
+}
+
+
+template <typename Key, typename T, typename Compare, typename Allocator>
+[[nodiscard]] inline bool contains_key(const std::map<Key, T, Compare, Allocator> &map, const Key &key) {
+    return map.count(key) > 0;
+}
+
+template <typename Key, typename T, typename Hash, typename KeyEqual, typename Allocator>
+[[nodiscard]] inline bool contains_key(const std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &map, const Key &key) {
     return map.count(key) > 0;
 }
 
+template <typename Key, typename Compare, typename Allocator>
+[[nodiscard]] inline bool contains_key(const std::set<Key, Compare, Allocator> &set, const Key &key) {
+    return set.count(key) > 0;
+}
+
+template <typename Key, typename Hash, typename KeyEqual, typename Allocator>
+[[nodiscard]] inline bool contains_key(const std::unordered_set<Key, Hash, KeyEqual, Allocator> &set, const Key &key) {
+    return set.count(key) > 0;
+}
+
 }  // namespace plssvm::detail
\ No newline at end of file

From 2c8266370548532c4e78cf9f4c340423279db1fe Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:21:23 +0200
Subject: [PATCH 0162/1010] Improve string utility functions: - return a
 reference to the altered string in replace_all - fix an endless loop in
 replace_all if the what string is empty - return an empty vector in the split
 function of the input string is empty

---
 include/plssvm/detail/string_utility.hpp |  2 +-
 src/plssvm/detail/string_utility.cpp     | 13 ++++++++++++-
 2 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/detail/string_utility.hpp b/include/plssvm/detail/string_utility.hpp
index 5af2f9a9f..ca8b6a779 100644
--- a/include/plssvm/detail/string_utility.hpp
+++ b/include/plssvm/detail/string_utility.hpp
@@ -85,7 +85,7 @@ namespace plssvm::detail {
  * @param[in] what the string to replace
  * @param[in] with the string to replace with
  */
-void replace_all(std::string &str, std::string_view what, std::string_view with);
+std::string &replace_all(std::string &str, std::string_view what, std::string_view with);
 
 /**
  * @brief Convert the string @p str to its all lower case representation.
diff --git a/src/plssvm/detail/string_utility.cpp b/src/plssvm/detail/string_utility.cpp
index 04192b396..24d124e5e 100644
--- a/src/plssvm/detail/string_utility.cpp
+++ b/src/plssvm/detail/string_utility.cpp
@@ -47,10 +47,16 @@ std::string_view trim(const std::string_view str) noexcept {
     return trim_left(trim_right(str));
 }
 
-void replace_all(std::string &str, const std::string_view what, const std::string_view with) {
+std::string &replace_all(std::string &str, const std::string_view what, const std::string_view with) {
+    // prevent endless loop if the "what" string is empty -> nothing to do
+    if (what.empty()) {
+        return str;
+    }
+    // replace occurrences of "what" with "with"
     for (std::string::size_type pos = 0; std::string::npos != (pos = str.find(what.data(), pos, what.length())); pos += with.length()) {
         str.replace(pos, what.length(), with.data(), with.length());
     }
+    return str;
 }
 
 std::string &to_lower_case(std::string &str) {
@@ -78,6 +84,11 @@ std::string as_upper_case(const std::string_view str) {
 std::vector<std::string_view> split(const std::string_view str, const char delim) {
     std::vector<std::string_view> splitted;
 
+    // if the input str is empty, return an empty vector
+    if (str.empty()) {
+        return splitted;
+    }
+
     std::string_view::size_type pos = 0;
     std::string_view::size_type next = 0;
     while (next != std::string_view::npos) {

From 178c02dd1c0c44916f686d8d261ec95d74b53060 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:23:02 +0200
Subject: [PATCH 0163/1010] Improve string conversion functions: - convert_to
 trims the whole string (instead of only trim_left) if it should convert the
 value to a std::string - improved exception messages - return an empty vector
 in the split_as function of the input string is empty

---
 include/plssvm/detail/string_conversion.hpp | 17 +++++++++++------
 1 file changed, 11 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 26a6ea3c0..9ac5aa002 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -41,10 +41,10 @@ namespace plssvm::detail {
  */
 template <typename T, typename Exception = std::runtime_error,
     std::enable_if_t<std::is_arithmetic_v<T> || std::is_same_v<detail::remove_cvref_t<T>, std::string>, bool> = true>
-[[nodiscard]] inline T convert_to(std::string_view str) {
+[[nodiscard]] inline T convert_to(const std::string_view str) {
     if constexpr (std::is_same_v<detail::remove_cvref_t<T>, std::string>) {
         // convert string_view to string
-        return std::string{ trim_left(str) };
+        return std::string{ trim(str) };
     } else {
         // select conversion function depending on the provided type
         const auto convert_from_chars = [](const std::string_view sv, auto &val) {
@@ -58,11 +58,11 @@ template <typename T, typename Exception = std::runtime_error,
         };
 
         // remove leading whitespaces
-        str = trim_left(str);
+       const std::string_view trimmed_str = trim_left(str);
 
         // convert string to value fo type T
         T val;
-        auto res = convert_from_chars(str, val);
+        auto res = convert_from_chars(trimmed_str, val);
         if (res.ec != std::errc{}) {
             throw Exception{ fmt::format("Can't convert '{}' to a value of type {}!", str, plssvm::detail::arithmetic_type_name<T>()) };
         }
@@ -71,7 +71,7 @@ template <typename T, typename Exception = std::runtime_error,
 }
 
 /**
- * @brief Extract the first integer from the given string @p str and converts it to @p T.
+ * @brief Extract the first integer from the given string @p str and converts it to @p T ignoring a potential sign.
  * @tparam T the type to convert the first integer to
  * @param[in] str the string to check
  * @throws std::runtime_error if @p str doesn't contain an integer
@@ -84,7 +84,7 @@ template <typename T>
         const std::string_view::size_type m = str.find_first_not_of("0123456789", n);
         return convert_to<T>(str.substr(n, m != std::string_view::npos ? m - n : m));
     }
-    throw std::runtime_error{ fmt::format("String {} doesn't contain any integer!", str) };
+    throw std::runtime_error{ fmt::format("String \"{}\" doesn't contain any integer!", str) };
 }
 
 /**
@@ -98,6 +98,11 @@ template <typename T>
 [[nodiscard]] inline std::vector<T> split_as(const std::string_view str, const char delim = ' ') {
     std::vector<T> splitted;
 
+    // if the input str is empty, return an empty vector
+    if (str.empty()) {
+        return splitted;
+    }
+
     std::string_view::size_type pos = 0;
     std::string_view::size_type next = 0;
     while (next != std::string_view::npos) {

From 30d9621752c3bc17879477bee29580721fd53e25 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:23:31 +0200
Subject: [PATCH 0164/1010] Add missing const qualifiers.

---
 include/plssvm/detail/sha256.hpp | 6 +++---
 src/plssvm/detail/sha256.cpp     | 4 ++--
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/detail/sha256.hpp b/include/plssvm/detail/sha256.hpp
index e15ef4c74..f7c72fd2e 100644
--- a/include/plssvm/detail/sha256.hpp
+++ b/include/plssvm/detail/sha256.hpp
@@ -29,7 +29,7 @@ class sha256 {
      * @param[in] input the string to hash
      * @return the sha256 hash of @p input (`[[nodiscard]]`)
      */
-    [[nodiscard]] std::string operator()(std::string input);
+    [[nodiscard]] std::string operator()(std::string input) const;
 
   private:
     /**
@@ -39,7 +39,7 @@ class sha256 {
      * @param[out] str the string to unpack the bits to
      */
     template <typename T, std::enable_if_t<std::is_unsigned_v<T>, bool> = true>
-    void unpack(const T x, unsigned char *str) {
+    void unpack(const T x, unsigned char *str) const {
         for (std::size_t i = 0; i < sizeof(T); ++i) {
             str[i] = static_cast<unsigned char>(x >> ((sizeof(T) - i - 1) * 8));
         }
@@ -49,7 +49,7 @@ class sha256 {
      * @param[in] str the string to pack
      * @param[out] x the 32-bit unsigned integer to pack the bytes to
      */
-    void pack32(const unsigned char *str, std::uint32_t &x);
+    void pack32(const unsigned char *str, std::uint32_t &x) const;
     /**
      * @brief Rotate the bits in @p value @ count times to the right.
      * @details Based on: https://en.wikipedia.org/wiki/Circular_shift
diff --git a/src/plssvm/detail/sha256.cpp b/src/plssvm/detail/sha256.cpp
index d1b460764..c02334a4b 100644
--- a/src/plssvm/detail/sha256.cpp
+++ b/src/plssvm/detail/sha256.cpp
@@ -17,7 +17,7 @@
 
 namespace plssvm::detail {
 
-std::string sha256::operator()(std::string input) {
+std::string sha256::operator()(std::string input) const {
     // Initialize hash values: (first 32 bits of the fractional parts of the square roots of the first 8 primes 2..19):
     std::array<std::uint32_t, 8> hash_values = { 0x6a09e667, 0xbb67ae85, 0x3c6ef372, 0xa54ff53a, 0x510e527f, 0x9b05688c, 0x1f83d9ab, 0x5be0cd19 };
 
@@ -105,7 +105,7 @@ std::string sha256::operator()(std::string input) {
     return fmt::format("{:02x}", fmt::join(digest, ""));
 }
 
-void sha256::pack32(const unsigned char *str, std::uint32_t &x) {
+void sha256::pack32(const unsigned char *str, std::uint32_t &x) const {
     x = static_cast<std::uint32_t>(str[3])
         | static_cast<std::uint32_t>(str[2] << 8)
         | static_cast<std::uint32_t>(str[1] << 16)

From 5bc276801f2ba2a0093c860d79416436129377c5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:23:55 +0200
Subject: [PATCH 0165/1010] Add new define if PLSSVM_ASSERT is enabled.

---
 include/plssvm/detail/assert.hpp | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/assert.hpp b/include/plssvm/detail/assert.hpp
index f435160ee..1c6e69018 100644
--- a/include/plssvm/detail/assert.hpp
+++ b/include/plssvm/detail/assert.hpp
@@ -59,7 +59,8 @@ inline void check_assertion(const bool cond, const std::string_view cond_str, co
  * @brief Defines the `PLSSVM_ASSERT` macro if PLSSVM_ENABLE_ASSERTS is defined or if `NDEBUG` is **not** defined (in DEBUG mode).
  */
 #if defined(PLSSVM_ENABLE_ASSERTS) || !defined(NDEBUG)
-    #define PLSSVM_ASSERT(cond, msg, ...) plssvm::detail::check_assertion(cond, #cond, plssvm::source_location::current(), msg, ##__VA_ARGS__)
+    #define PLSSVM_ASSERT_ENABLED
+    #define PLSSVM_ASSERT(cond, msg, ...) plssvm::detail::check_assertion((cond), #cond, plssvm::source_location::current(), msg, ##__VA_ARGS__)
 #else
     #define PLSSVM_ASSERT(cond, msg, ...)
 #endif

From 4990dac2faaed540c8592cc6d64a2e228aa4a993 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:24:42 +0200
Subject: [PATCH 0166/1010] Add missing include and fix compilation error when
 using a lambda function as parameter to the PLSSVM_ASSERT macro.

---
 include/plssvm/detail/layout.hpp | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 6a5fd7319..407e8f4ae 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -12,8 +12,10 @@
 #pragma once
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
+#include "plssvm/constants.hpp"
 
 #include "fmt/core.h"     // fmt::format
+#include "fmt/chrono.h"
 #include "fmt/ostream.h"
 
 #include <algorithm>  // std::all_of
@@ -72,8 +74,11 @@ template <typename real_type>
     // perform some sanity checks
     PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
     PLSSVM_ASSERT(num_points <= matrix.size(), "Num points to transform can not exceed matrix size!");
+#if defined(PLSSVM_ASSERT_ENABLED)
     const typename std::vector<real_type>::size_type num_features = matrix.front().size();
-    PLSSVM_ASSERT(std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features; }), "Feature sizes mismatch! All features should have size {}!", num_features);
+    const bool has_same_num_features = std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features; });
+    PLSSVM_ASSERT(has_same_num_features, "Feature sizes mismatch! All features should have size {}!", num_features);
+#endif
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 

From f8e84923f99285abeec2a4daf048b5525f09f418 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 29 Jul 2022 18:26:14 +0200
Subject: [PATCH 0167/1010] Fix error in operator(T, std::vector<T>) causing
 wrong results for non-commutative operators.

---
 include/plssvm/detail/operators.hpp | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/operators.hpp b/include/plssvm/detail/operators.hpp
index bd0bc9e38..07a3c5f81 100644
--- a/include/plssvm/detail/operators.hpp
+++ b/include/plssvm/detail/operators.hpp
@@ -69,7 +69,11 @@
     }                                                                                                 \
     template <typename T>                                                                             \
     [[nodiscard]] inline std::vector<T> operator Op(const T lhs, std::vector<T> rhs) {                \
-        return rhs Op##= lhs;                                                                         \
+        _Pragma("omp simd")                                                                           \
+        for (typename std::vector<T>::size_type i = 0; i < rhs.size(); ++i) {                         \
+            rhs[i] = lhs Op rhs[i];                                                                   \
+        }                                                                                             \
+        return rhs;                                                                                   \
     }
 // clang-format on
 

From c932d9a9b3ec69122f83ad661fa50fde1987ca6f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 2 Aug 2022 00:30:11 +0200
Subject: [PATCH 0168/1010] Update and improved tests (mainly old tests split
 into smaller units), added missing documentation, fix spelling errors, and
 added header include guards.

---
 CMakeLists.txt                                |   1 +
 .../plssvm/detail/arithmetic_type_name.hpp    |   8 +-
 include/plssvm/detail/assert.hpp              |  24 +-
 include/plssvm/detail/execution_range.hpp     |  15 +-
 include/plssvm/detail/layout.hpp              | 108 +++-
 include/plssvm/detail/operators.hpp           |   7 +-
 include/plssvm/detail/sha256.hpp              |  12 +-
 include/plssvm/detail/string_conversion.hpp   |  33 +-
 include/plssvm/detail/string_utility.hpp      |   6 +-
 include/plssvm/detail/utility.hpp             | 116 +++-
 src/plssvm/detail/execution_range.cpp         |  13 +-
 src/plssvm/detail/sha256.cpp                  |  18 +-
 src/plssvm/detail/string_utility.cpp          |   8 +-
 tests/base_test.cpp                           |  68 ---
 tests/detail/arithmetic_type_name.cpp         |  12 +-
 tests/detail/assert.cpp                       |  14 +-
 tests/detail/execution_range.cpp              |  31 +-
 tests/detail/layout.cpp                       | 215 +++----
 tests/detail/operators.cpp                    | 529 +++++++++---------
 tests/detail/sha256.cpp                       |  68 +--
 tests/detail/string_conversion.cpp            | 145 ++---
 tests/detail/string_utility.cpp               | 203 +++----
 tests/detail/utility.cpp                      | 176 +++---
 23 files changed, 962 insertions(+), 868 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index caef0402d..47c3bd2eb 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -22,6 +22,7 @@ include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
 ## set base sources
 set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
diff --git a/include/plssvm/detail/arithmetic_type_name.hpp b/include/plssvm/detail/arithmetic_type_name.hpp
index cd2258985..87535ce85 100644
--- a/include/plssvm/detail/arithmetic_type_name.hpp
+++ b/include/plssvm/detail/arithmetic_type_name.hpp
@@ -9,6 +9,8 @@
  * @brief Implements conversion functions from arithmetic types to their name as string representation.
  */
 
+#ifndef PLSSVM_DETAIL_ARITHMETIC_TYPE_NAME_HPP_
+#define PLSSVM_DETAIL_ARITHMETIC_TYPE_NAME_HPP_
 #pragma once
 
 #include <string_view>  // std::string_view
@@ -31,7 +33,7 @@
 namespace plssvm::detail {
 
 /**
- * @brief Tries to convert the given type to its name as string representation including possible const and/or volatile attributes.
+ * @brief Tries to convert the given type to its name as string representation including possible const and/or volatile qualifiers.
  * @details The definition is marked as **deleted** if `T` isn't an [arithmetic type](https://en.cppreference.com/w/cpp/types/is_arithmetic).
  * @tparam T the type to convert to a string
  * @return the name of `T` (`[[nodiscard]]`)
@@ -66,4 +68,6 @@ PLSSVM_CREATE_ARITHMETIC_TYPE_NAME(long double)
 
 }  // namespace plssvm::detail
 
-#undef PLSSVM_CREATE_ARITHMETIC_TYPE_NAME
\ No newline at end of file
+#undef PLSSVM_CREATE_ARITHMETIC_TYPE_NAME
+
+#endif  // PLSSVM_DETAIL_ARITHMETIC_TYPE_NAME_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/assert.hpp b/include/plssvm/detail/assert.hpp
index 1c6e69018..1838e77f8 100644
--- a/include/plssvm/detail/assert.hpp
+++ b/include/plssvm/detail/assert.hpp
@@ -6,9 +6,11 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Implements a custom assert macro.
+ * @brief Implements a custom assert macro `PLSSVM_ASSERT`.
  */
 
+#ifndef PLSSVM_DETAIL_ASSERT_HPP_
+#define PLSSVM_DETAIL_ASSERT_HPP_
 #pragma once
 
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
@@ -19,12 +21,13 @@
 #include <cstdio>       // stderr
 #include <cstdlib>      // std::abort
 #include <string_view>  // std::string_view
+#include <utility>      // std::forward
 
 namespace plssvm::detail {
 
 /**
  * @brief Function called by the `PLSSVM_ASSERT` macro. Checks the assertion condition. If the condition evaluates to `false`,
- *        prints the assertion condition together with additional information (e.g. plssvm::source_location information) and aborts the program.
+ *        prints the assertion condition together with additional information (e.g., plssvm::source_location information) and aborts the program.
  * @tparam Args the placeholder types
  * @param[in] cond the assertion condition, aborts the program if evaluated to `false`
  * @param[in] cond_str the assertion condition as string
@@ -55,14 +58,23 @@ inline void check_assertion(const bool cond, const std::string_view cond_str, co
 }
 
 /**
- * @def PLSSVM_ASSERT
- * @brief Defines the `PLSSVM_ASSERT` macro if PLSSVM_ENABLE_ASSERTS is defined or if `NDEBUG` is **not** defined (in DEBUG mode).
+ * @def PLSSVM_ASSERT_ENABLED
+ * @brief Defines the `PLSSVM_ASSERT_ENABLED` if `PLSSVM_ENABLE_ASSERTS` is defined and `NDEBUG` is **not** defined (in DEBUG mode).
  */
 #if defined(PLSSVM_ENABLE_ASSERTS) || !defined(NDEBUG)
     #define PLSSVM_ASSERT_ENABLED
-    #define PLSSVM_ASSERT(cond, msg, ...) plssvm::detail::check_assertion((cond), #cond, plssvm::source_location::current(), msg, ##__VA_ARGS__)
+#endif
+
+/**
+ * @def PLSSVM_ASSERT
+ * @brief Defines the `PLSSVM_ASSERT` macro if `PLSSVM_ASSERT_ENABLED` is defined.
+ */
+#if defined(PLSSVM_ASSERT_ENABLED)
+    #define PLSSVM_ASSERT(cond, msg, ...) plssvm::detail::check_assertion((cond), (#cond), plssvm::source_location::current(), (msg), ##__VA_ARGS__)
 #else
     #define PLSSVM_ASSERT(cond, msg, ...)
 #endif
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_ASSERT_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/execution_range.hpp b/include/plssvm/detail/execution_range.hpp
index 17c1dfea5..4a4877ea3 100644
--- a/include/plssvm/detail/execution_range.hpp
+++ b/include/plssvm/detail/execution_range.hpp
@@ -9,6 +9,8 @@
  * @brief Implement a backend independent class used to specify the execution range for all kernel invocations.
  */
 
+#ifndef PLSSVM_DETAIL_EXECUTION_RANGE_HPP_
+#define PLSSVM_DETAIL_EXECUTION_RANGE_HPP_
 #pragma once
 
 #include <algorithm>         // std::copy
@@ -29,8 +31,7 @@ class execution_range {
   public:
     /**
      * @brief Initialize the grid and block sizes using [`std::initializer_list`](https://en.cppreference.com/w/cpp/utility/initializer_list)s.
-     * @details If less than three values are specified, fills the missing values with zero. Uses the CUDA definition.
-     * @throws plssvm::exception if the number of values specified for the grid and block sizes are less than one or greater than three
+     * @details If less than three values are specified, fills the missing values with ones. Uses the CUDA definition.
      * @param[in] grid specifies the grid sizes
      * @param[in] block specifies the block sizes
      */
@@ -39,14 +40,14 @@ class execution_range {
     /**
      * @brief Initialize the grid and block sizes using [`std::array`](https://en.cppreference.com/w/cpp/container/array)s.
      *        Only available if the number of values specified for the grid and block sizes are greater than zero and less or equal than three.
-     * @details If less than three values are specified, fills the missing values with zero. Uses the CUDA definition.
+     * @details If less than three values are specified, fills the missing values with ones. Uses the CUDA definition.
      * @param[in] p_grid specifies the grid sizes
      * @param[in] p_block specifies the block sizes
      */
     template <std::size_t I, std::size_t J, std::enable_if_t<(0 < I && I <= 3 && 0 < J && J <= 3), bool> = true>
     execution_range(const std::array<std::size_t, I> &p_grid, const std::array<std::size_t, J> &p_block) {
-        std::copy(p_grid.begin(), p_grid.end(), grid.begin());
-        std::copy(p_block.begin(), p_block.end(), block.begin());
+        std::copy(p_grid.cbegin(), p_grid.cend(), grid.begin());
+        std::copy(p_block.cbegin(), p_block.cend(), block.begin());
     }
 
     /// The grid sizes.
@@ -63,4 +64,6 @@ class execution_range {
  */
 std::ostream &operator<<(std::ostream &out, const execution_range &range);
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_EXECUTION_RANGE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 407e8f4ae..989c88c08 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -9,42 +9,66 @@
  * @brief Defines functions to convert 2D vectors to 1D SoA or AoS vectors.
  */
 
+#ifndef PLSSVM_DETAIL_LAYOUT_HPP_
+#define PLSSVM_DETAIL_LAYOUT_HPP_
 #pragma once
 
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
-#include "plssvm/constants.hpp"
+#include "plssvm/constants.hpp"      // plssvm::verbose
+#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
 
+#include "fmt/chrono.h"   // format std::chrono types
 #include "fmt/core.h"     // fmt::format
-#include "fmt/chrono.h"
-#include "fmt/ostream.h"
+#include "fmt/ostream.h"  // format types with a user defined operator<<
 
 #include <algorithm>  // std::all_of
 #include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast}
 #include <cstddef>    // std::size_t
-#include <ostream>    // std::ostream
+#include <iosfwd>     // forward declare std::ostream and std::istream
 #include <vector>     // std::vector
 
 namespace plssvm::detail {
 
-template <typename real_type>
-[[nodiscard]] inline std::vector<real_type> transform_to_soa_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
-    std::vector<real_type> vec(num_features * (num_points + boundary_size));
+/**
+ * @brief Enum class for all available layout types.
+ */
+enum class layout_type {
+    /** Array-of-Structs (AoS) */
+    aos,
+    /** Structs-of-Arrays (SoA) */
+    soa
+};
 
-    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
-    for (std::size_t col = 0; col < num_features; ++col) {
-        for (std::size_t row = 0; row < num_points; ++row) {
-            vec[col * (num_points + boundary_size) + row] = matrix[row][col];
-        }
-    }
+/**
+ * Output the @p layout to the given output-stream @p out.
+ * @param[in, out] out the output-stream to write the layout type to
+ * @param[in] layout the layout type
+ * @return the output-stream
+ */
+std::ostream &operator<<(std::ostream &out, layout_type layout);
 
-    return vec;
-}
+/**
+ * @brief Use the input-stream @p in to initialize the @p layout type.
+ * @param[in,out] in input-stream to extract the layout type from
+ * @param[in] layout the layout type
+ * @return the input-stream
+ */
+std::istream &operator>>(std::istream &in, layout_type &layout);
 
+/**
+ * @brief Convert a 2D matrix into a 1D array in Array-of-Structs layout adding @p boundary_size values per data point for padding.
+ * @details The 1D array is assembled data point wise. For more information see: https://www.wikiwand.com/en/AoS_and_SoA.
+ * @tparam real_type the type of the values in the 2D matrix and the transformed 1D array
+ * @param[in] matrix the 2D matrix to transform
+ * @param[in] boundary_size the number of boundary elements to insert as padding
+ * @param[in] num_points the number of data points to transform
+ * @param[in] num_features the number of features per data point in the 2D matrix
+ * @return the transformed 1D array in Array-of-Structs layout (`[[nodiscard]]`)
+ */
 template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_aos_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
     std::vector<real_type> vec(num_points * (num_features + boundary_size));
 
-    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+#pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
     for (std::size_t row = 0; row < num_points; ++row) {
         for (std::size_t col = 0; col < num_features; ++col) {
             vec[row * (num_features + boundary_size) + col] = matrix[row][col];
@@ -54,30 +78,50 @@ template <typename real_type>
     return vec;
 }
 
-enum class layout_type {
-    aos,
-    soa
-};
+/**
+ * @brief Convert a 2D matrix into a 1D array in Struct-of-Arrays layout adding @p boundary_size values per feature for padding.
+ * @details The 1D array is assembled feature wise. For more information see: https://www.wikiwand.com/en/AoS_and_SoA.
+ * @tparam real_type the type of the values in the 2D matrix and the transformed 1D array
+ * @param[in] matrix the 2D matrix to transform
+ * @param[in] boundary_size the number of boundary elements to insert as padding
+ * @param[in] num_points the number of data points to transform
+ * @param[in] num_features the number of features per data point in the 2D matrix
+ * @return the transformed 1D array in Struct-of-Arrays layout (`[[nodiscard]]`)
+ */
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> transform_to_soa_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
+    std::vector<real_type> vec(num_features * (num_points + boundary_size));
 
-std::ostream &operator<<(std::ostream &out, const layout_type layout) {
-    switch (layout) {
-        case layout_type::aos:
-            return out << "Array-of-Structs (AoS)";
-        case layout_type::soa:
-            return out << "Struct-of-Arrays (SoA)";
+#pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+    for (std::size_t col = 0; col < num_features; ++col) {
+        for (std::size_t row = 0; row < num_points; ++row) {
+            vec[col * (num_points + boundary_size) + row] = matrix[row][col];
+        }
     }
-    return out << "unknown";
+
+    return vec;
 }
 
+/**
+ * @brief Convert a 2D matrix into a 1D array in the @p layout adding @p boundary_size values per data point or feature respectively for padding.
+ * @details For more information regarding AoS and SoA see: https://www.wikiwand.com/en/AoS_and_SoA.
+ * @tparam real_type the type of the values in the 2D matrix and the transformed 1D array
+ * @param[in] layout the layout type to transform the 2D matrix to, either Array-of-Structs (AoS) or Struct-of-Arrays (SoA)
+ * @param[in] matrix the 2D matrix to transform
+ * @param[in] boundary_size the number of boundary elements to insert as padding
+ * @param[in] num_points the number of data points to transform
+ * @return the transformed 1D array in the specified @p layout (`[[nodiscard]]`)
+ */
 template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_layout(const layout_type layout, const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points) {
     // perform some sanity checks
     PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
-    PLSSVM_ASSERT(num_points <= matrix.size(), "Num points to transform can not exceed matrix size!");
+    PLSSVM_ASSERT(num_points <= matrix.size(), "Number of data points to transform can not exceed matrix size!");
 #if defined(PLSSVM_ASSERT_ENABLED)
     const typename std::vector<real_type>::size_type num_features = matrix.front().size();
     const bool has_same_num_features = std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features; });
-    PLSSVM_ASSERT(has_same_num_features, "Feature sizes mismatch! All features should have size {}!", num_features);
+    PLSSVM_ASSERT(has_same_num_features, "Feature sizes mismatch! All features should have size {}.", num_features);
+    PLSSVM_ASSERT(num_features > 0, "All features are empty!");
 #endif
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
@@ -101,4 +145,6 @@ template <typename real_type>
     return ret;
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_LAYOUT_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/operators.hpp b/include/plssvm/detail/operators.hpp
index 07a3c5f81..754979ece 100644
--- a/include/plssvm/detail/operators.hpp
+++ b/include/plssvm/detail/operators.hpp
@@ -9,6 +9,8 @@
  * @brief Defines (arithmetic) functions on [`std::vector`](https://en.cppreference.com/w/cpp/container/vector) (and scalars).
  */
 
+#ifndef PLSSVM_DETAIL_OPERATORS_HPP_
+#define PLSSVM_DETAIL_OPERATORS_HPP_
 #pragma once
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
@@ -143,7 +145,8 @@ template <typename T>
 template <typename T>
 [[nodiscard]] inline T sum(const std::vector<T> &vec) {
     T val{};
-    #pragma omp simd reduction(+:val)
+#pragma omp simd reduction(+ \
+                           : val)
     for (typename std::vector<T>::size_type i = 0; i < vec.size(); ++i) {
         val += vec[i];
     }
@@ -183,3 +186,5 @@ template <typename T>
 #undef PLSSVM_GENERATE_ARITHMETIC_OPERATION
 
 }  // namespace plssvm::operators
+
+#endif  // PLSSVM_DETAIL_OPERATORS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/sha256.hpp b/include/plssvm/detail/sha256.hpp
index f7c72fd2e..2d72ad5c1 100644
--- a/include/plssvm/detail/sha256.hpp
+++ b/include/plssvm/detail/sha256.hpp
@@ -9,6 +9,8 @@
  * @brief Implementation of the SHA2-256 hashing algorithm.
  */
 
+#ifndef PLSSVM_DETAIL_SHA256_HPP_
+#define PLSSVM_DETAIL_SHA256_HPP_
 #pragma once
 
 #include <array>        // std::array
@@ -39,7 +41,7 @@ class sha256 {
      * @param[out] str the string to unpack the bits to
      */
     template <typename T, std::enable_if_t<std::is_unsigned_v<T>, bool> = true>
-    void unpack(const T x, unsigned char *str) const {
+    static void unpack(const T x, unsigned char *str) {
         for (std::size_t i = 0; i < sizeof(T); ++i) {
             str[i] = static_cast<unsigned char>(x >> ((sizeof(T) - i - 1) * 8));
         }
@@ -49,7 +51,7 @@ class sha256 {
      * @param[in] str the string to pack
      * @param[out] x the 32-bit unsigned integer to pack the bytes to
      */
-    void pack32(const unsigned char *str, std::uint32_t &x) const;
+    static void pack32(const unsigned char *str, std::uint32_t &x);
     /**
      * @brief Rotate the bits in @p value @ count times to the right.
      * @details Based on: https://en.wikipedia.org/wiki/Circular_shift
@@ -57,7 +59,7 @@ class sha256 {
      * @param[in] count the number of bits to rotate
      * @return the rotated 32-bit integer (`[[nodiscard]]`)
      */
-    [[nodiscard]] std::uint32_t rotr32(std::uint32_t value, unsigned int count) const;
+    [[nodiscard]] static std::uint32_t rotr32(std::uint32_t value, unsigned int count);
 
     /// Number of bytes in the resulting digest.
     static constexpr std::uint32_t DIGEST_SIZE = 256 / 8;
@@ -82,4 +84,6 @@ class sha256 {
     };
 };
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_SHA256_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 9ac5aa002..35b5f0a9b 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -9,20 +9,24 @@
  * @brief Implements a conversion function from a string to an arithmetic type.
  */
 
+#ifndef PLSSVM_DETAIL_STRING_CONVERSION_HPP_
+#define PLSSVM_DETAIL_STRING_CONVERSION_HPP_
 #pragma once
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::trim_left
-#include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
+#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::{trim, trim_left}
+#include "plssvm/detail/utility.hpp"               // plssvm::detail::remove_cvref_t
 
 #include "fast_float/fast_float.h"  // fast_float::from_chars_result, fast_float::from_chars (floating point types)
 #include "fmt/core.h"               // fmt::format
 
 #include <charconv>      // std::from_chars_result, std::from_chars (integral types)
 #include <stdexcept>     // std::runtime_error
+#include <string>        // std::string
 #include <string_view>   // std::string_view
 #include <system_error>  // std:errc
-#include <type_traits>   // std::is_floating_point_v, std::is_integral_v
+#include <type_traits>   // std::enable_if_t, std::is_arithmetic_v, std::is_same_v, std::is_floating_point_v, std::is_integral_v
+#include <vector>        // std::vector
 
 namespace plssvm::detail {
 
@@ -30,7 +34,7 @@ namespace plssvm::detail {
  * @brief Converts the string @p str to a value of type @p T.
  * @details If @p T is an integral type [`std::from_chars`](https://en.cppreference.com/w/cpp/utility/from_chars) is used,
  *          if @p T is a floating point type [`float_fast::from_chars`](https://github.com/fastfloat/fast_float) is used,
- *          if @p T is a `std::string` the normal `std::string`constructor is used,
+ *          if @p T is a `std::string` the normal `std::string` constructor is used,
  *          and if @p T is neither of the three, an exception is thrown.
  * @tparam T the type to convert the value of @p str to, must be an arithmetic type or a `std::string`
  * @tparam Exception the exception type to throw in case that @p str can't be converted to a value of @p T
@@ -39,10 +43,9 @@ namespace plssvm::detail {
  * @throws Exception if @p str can't be converted to a value of type @p T
  * @return the value of type @p T denoted by @p str (`[[nodiscard]]`)
  */
-template <typename T, typename Exception = std::runtime_error,
-    std::enable_if_t<std::is_arithmetic_v<T> || std::is_same_v<detail::remove_cvref_t<T>, std::string>, bool> = true>
+template <typename T, typename Exception = std::runtime_error, std::enable_if_t<std::is_arithmetic_v<T> || std::is_same_v<remove_cvref_t<T>, std::string>, bool> = true>
 [[nodiscard]] inline T convert_to(const std::string_view str) {
-    if constexpr (std::is_same_v<detail::remove_cvref_t<T>, std::string>) {
+    if constexpr (std::is_same_v<remove_cvref_t<T>, std::string>) {
         // convert string_view to string
         return std::string{ trim(str) };
     } else {
@@ -58,7 +61,7 @@ template <typename T, typename Exception = std::runtime_error,
         };
 
         // remove leading whitespaces
-       const std::string_view trimmed_str = trim_left(str);
+        const std::string_view trimmed_str = trim_left(str);
 
         // convert string to value fo type T
         T val;
@@ -75,7 +78,7 @@ template <typename T, typename Exception = std::runtime_error,
  * @tparam T the type to convert the first integer to
  * @param[in] str the string to check
  * @throws std::runtime_error if @p str doesn't contain an integer
- * @return the converted integer of type @p T (`[[nodiscard]]`)
+ * @return the converted first integer of type @p T (`[[nodiscard]]`)
  */
 template <typename T>
 [[nodiscard]] inline T extract_first_integer_from_string(std::string_view str) {
@@ -96,21 +99,23 @@ template <typename T>
  */
 template <typename T>
 [[nodiscard]] inline std::vector<T> split_as(const std::string_view str, const char delim = ' ') {
-    std::vector<T> splitted;
+    std::vector<T> split_str;
 
     // if the input str is empty, return an empty vector
     if (str.empty()) {
-        return splitted;
+        return split_str;
     }
 
     std::string_view::size_type pos = 0;
     std::string_view::size_type next = 0;
     while (next != std::string_view::npos) {
         next = str.find_first_of(delim, pos);
-        splitted.emplace_back(convert_to<T>(next == std::string_view::npos ? str.substr(pos) : str.substr(pos, next - pos)));
+        split_str.emplace_back(convert_to<T>(next == std::string_view::npos ? str.substr(pos) : str.substr(pos, next - pos)));
         pos = next + 1;
     }
-    return splitted;
+    return split_str;
 }
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_STRING_CONVERSION_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/string_utility.hpp b/include/plssvm/detail/string_utility.hpp
index ca8b6a779..1012b2efd 100644
--- a/include/plssvm/detail/string_utility.hpp
+++ b/include/plssvm/detail/string_utility.hpp
@@ -9,6 +9,8 @@
  * @brief Implements utility functions for string manipulation and querying.
  */
 
+#ifndef PLSSVM_DETAIL_STRING_UTILITY_HPP_
+#define PLSSVM_DETAIL_STRING_UTILITY_HPP_
 #pragma once
 
 #include <string>       // std::string
@@ -125,4 +127,6 @@ std::string &to_upper_case(std::string &str);
  */
 [[nodiscard]] std::vector<std::string_view> split(std::string_view str, char delim = ' ');
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_STRING_UTILITY_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index c7f8dea34..3227052e6 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -9,6 +9,8 @@
  * @brief Defines universal utility functions.
  */
 
+#ifndef PLSSVM_DETAIL_UTILITY_HPP_
+#define PLSSVM_DETAIL_UTILITY_HPP_
 #pragma once
 
 #include "plssvm/default_value.hpp"  // plssvm::default_value
@@ -17,7 +19,7 @@
 #include <map>            // std::map
 #include <set>            // std::set
 #include <tuple>          // std::forward_as_tuple, std::get
-#include <type_traits>    // std::underlying_type_t, std::is_enum_v
+#include <type_traits>    // std::remove_cv_t, std::remove_reference_t, std::underlying_type_t, std::is_enum_v
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 
@@ -29,6 +31,10 @@ namespace plssvm::detail {
 template <typename>
 constexpr bool always_false_v = false;
 
+/**
+ * @brief Remove the topmost reference- and cv-qualifiers.
+ * @details For more information see [`std::remove_cvref_t`](https://en.cppreference.com/w/cpp/types/remove_cvref).
+ */
 template <typename T>
 using remove_cvref_t = std::remove_cv_t<std::remove_reference_t<T>>;
 
@@ -57,17 +63,23 @@ template <typename Enum>
     return static_cast<std::underlying_type_t<Enum>>(e);
 }
 
+/**
+ * @brief Converts an enumeration wrapped in a plssvm::default_value to its underlying type.
+ * @tparam Enum the enumeration type
+ * @param[in] e enumeration value to convert wrapped in a plssvm::default_value
+ * @return the integer value of the underlying type of `Enum`, converted from @p e (`[[nodiscard]]`)
+ */
 template <typename Enum>
 [[nodiscard]] constexpr std::underlying_type_t<Enum> to_underlying(const default_value<Enum> &e) noexcept {
     static_assert(std::is_enum_v<Enum>, "e must be an enumeration type!");
     return to_underlying(e.value());
 }
 
-
-namespace impl {
-
+/*
+ * @brief Implements an erase_if function for different containers according to https://en.cppreference.com/w/cpp/container/map/erase_if.
+ */
 template <typename Container, typename Pred>
-inline typename Container::size_type erase_if(Container &c, Pred pred) {
+inline typename Container::size_type erase_if_impl(Container &c, Pred pred) {
     auto old_size = c.size();
     for (auto i = c.begin(), last = c.end(); i != last;) {
         if (pred(*i)) {
@@ -79,16 +91,12 @@ inline typename Container::size_type erase_if(Container &c, Pred pred) {
     return old_size - c.size();
 }
 
-}
-
-
 /**
- * @brief Erases all elements that satisfy the predicate @p pred from the container @p c.
- * @details See: https://en.cppreference.com/w/cpp/container/map/erase_if
+ * @brief Erases all elements that satisfy the predicate @p pred from the [`std::map`](https://en.cppreference.com/w/cpp/container/map) @p c.
  * @tparam Key the type of the map's key
  * @tparam T the map's value type
  * @tparam Compare the map's comparator type
- * @tparam Alloc the map's allocator type
+ * @tparam Allocator the map's allocator type
  * @tparam Pred the type of the predicate used to erase unwanted elements from the map
  * @param[in,out] c the map to erase the elements from
  * @param[in] pred the predicate used to select the elements which will be erased from the map
@@ -96,43 +104,117 @@ inline typename Container::size_type erase_if(Container &c, Pred pred) {
  */
 template <typename Key, typename T, typename Compare, typename Allocator, typename Pred>
 inline typename std::map<Key, T, Compare, Allocator>::size_type erase_if(std::map<Key, T, Compare, Allocator> &c, Pred pred) {
-    return impl::erase_if(c, pred);
+    return erase_if_impl(c, pred);
 }
 
+/**
+ * @brief Erases all elements that satisfy the predicate @p pred from the [`std::unordered_map`](https://en.cppreference.com/w/cpp/container/unordered_map) @p c.
+ * @tparam Key the type of the unordered_map's key
+ * @tparam T the unordered_map's value type
+ * @tparam Hash the unordered_map's hash function
+ * @tparam KeyEqual the unordered_map's function to determine if two keys are equal
+ * @tparam Allocator the unordered_map's allocator type
+ * @tparam Pred the type of the predicate used to erase unwanted elements from the unordered_map
+ * @param[in,out] c the unordered_map to erase the elements from
+ * @param[in] pred the predicate used to select the elements which will be erased from the unordered_map
+ * @return the number of erased elements
+ */
 template <typename Key, typename T, typename Hash, typename KeyEqual, typename Allocator, typename Pred>
 inline typename std::unordered_map<Key, T, Hash, KeyEqual, Allocator>::size_type erase_if(std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &c, Pred pred) {
-    return impl::erase_if(c, pred);
+    return erase_if_impl(c, pred);
 }
 
+/**
+ * @brief Erases all elements that satisfy the predicate @p pred from the [`std::set`](https://en.cppreference.com/w/cpp/container/set) @p c.
+ * @tparam Key the type of the set's key
+ * @tparam Compare the set's compare function
+ * @tparam Allocator the set's allocator type
+ * @tparam Pred the type of the predicate used to erase unwanted elements from the set
+ * @param[in,out] c the set to erase the elements from
+ * @param[in] pred the predicate used to select the elements which will be erased from the set
+ * @return the number of erased elements
+ */
 template <typename Key, typename Compare, typename Allocator, typename Pred>
 inline typename std::set<Key, Compare, Allocator>::size_type erase_if(std::set<Key, Compare, Allocator> &c, Pred pred) {
-    return impl::erase_if(c, pred);
+    return erase_if_impl(c, pred);
 }
 
+/**
+ * @brief Erases all elements that satisfy the predicate @p pred from the [`std::unordered_set`](https://en.cppreference.com/w/cpp/container/unordered_set) @p c.
+ * @tparam Key the type of the unordered_set's key
+ * @tparam Hash the unordered_set's hash function
+ * @tparam KeyEqual the unordered_set's function to determine if two keys are equal
+ * @tparam Allocator the unordered_set's allocator type
+ * @tparam Pred the type of the predicate used to erase unwanted elements from the unordered_set
+ * @param[in,out] c the unordered_set to erase the elements from
+ * @param[in] pred the predicate used to select the elements which will be erased from the unordered_set
+ * @return the number of erased elements
+ */
 template <typename Key, typename Hash, typename KeyEqual, typename Allocator, typename Pred>
 inline typename std::unordered_set<Key, Hash, KeyEqual, Allocator>::size_type erase_if(std::unordered_set<Key, Hash, KeyEqual, Allocator> &c, Pred pred) {
-    return impl::erase_if(c, pred);
+    return erase_if_impl(c, pred);
 }
 
-
+/**
+ * @brief Check whether the [`std::map`](https://en.cppreference.com/w/cpp/container/map) @p map contains the key @p key.
+ * @tparam Key the type of the map's key
+ * @tparam T the map's value type
+ * @tparam Compare the map's comparator type
+ * @tparam Allocator the map's allocator type
+ * @param[in,out] map the map which may contain the @p key
+ * @param[in] key the key to check
+ * @return `true` if the @p key exists in the @p map, otherwise `false` (`[[nodiscard]]`)
+ */
 template <typename Key, typename T, typename Compare, typename Allocator>
 [[nodiscard]] inline bool contains_key(const std::map<Key, T, Compare, Allocator> &map, const Key &key) {
     return map.count(key) > 0;
 }
 
+/**
+ * @brief Check whether the [`std::unordered_map`](https://en.cppreference.com/w/cpp/container/unordered_map) @p map contains the key @p key.
+ * @tparam Key the type of the unordered_map's key
+ * @tparam T the unordered_map's value type
+ * @tparam Hash the unordered_map's hash function
+ * @tparam KeyEqual the unordered_map's function to determine if two keys are equal
+ * @tparam Allocator the unordered_map's allocator type
+ * @param[in,out] map the map which may contain the @p key
+ * @param[in] key the key to check
+ * @return `true` if the @p key exists in the @p map, otherwise `false` (`[[nodiscard]]`)
+ */
 template <typename Key, typename T, typename Hash, typename KeyEqual, typename Allocator>
 [[nodiscard]] inline bool contains_key(const std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &map, const Key &key) {
     return map.count(key) > 0;
 }
 
+/**
+ * @brief Check whether the [`std::set`](https://en.cppreference.com/w/cpp/container/set) @p set contains the key @p key.
+ * @tparam Key the type of the set's key
+ * @tparam Compare the set's compare function
+ * @tparam Allocator the set's allocator type
+ * @param[in,out] set the set which may contain the @p key
+ * @param[in] key the key to check
+ * @return `true` if the @p key exists in the @p set, otherwise `false` (`[[nodiscard]]`)
+ */
 template <typename Key, typename Compare, typename Allocator>
 [[nodiscard]] inline bool contains_key(const std::set<Key, Compare, Allocator> &set, const Key &key) {
     return set.count(key) > 0;
 }
 
+/**
+ * @brief Check whether the [`std::unordered_set`](https://en.cppreference.com/w/cpp/container/unordered_set) @p set contains the key @p key.
+ * @tparam Key the type of the unordered_set's key
+ * @tparam Hash the unordered_set's hash function
+ * @tparam KeyEqual the unordered_set's function to determine if two keys are equal
+ * @tparam Allocator the unordered_set's allocator type
+ * @param[in,out] set the set which may contain the @p key
+ * @param[in] key the key to check
+ * @return `true` if the @p key exists in the @p set, otherwise `false` (`[[nodiscard]]`)
+ */
 template <typename Key, typename Hash, typename KeyEqual, typename Allocator>
 [[nodiscard]] inline bool contains_key(const std::unordered_set<Key, Hash, KeyEqual, Allocator> &set, const Key &key) {
     return set.count(key) > 0;
 }
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/src/plssvm/detail/execution_range.cpp b/src/plssvm/detail/execution_range.cpp
index 04ceac5dc..f7a7f9e09 100644
--- a/src/plssvm/detail/execution_range.cpp
+++ b/src/plssvm/detail/execution_range.cpp
@@ -1,10 +1,10 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/detail/execution_range.hpp"
 
@@ -13,7 +13,6 @@
 #include "fmt/format.h"  // fmt::format, fmt::join
 
 #include <algorithm>         // std::copy
-#include <array>             // std::array
 #include <cstddef>           // std::size_t
 #include <initializer_list>  // std::initializer_list
 #include <ostream>           // std::ostream
diff --git a/src/plssvm/detail/sha256.cpp b/src/plssvm/detail/sha256.cpp
index c02334a4b..4eec6712c 100644
--- a/src/plssvm/detail/sha256.cpp
+++ b/src/plssvm/detail/sha256.cpp
@@ -8,13 +8,13 @@
 
 #include "plssvm/detail/sha256.hpp"
 
+#include "fmt/format.h"  // fmt::format, fmt::join
+
 #include <array>    // std::array
 #include <cstdint>  // std::uint32_t, std::uint64_t
 #include <limits>   // std::numeric_limits::digits
 #include <string>   // std::string
 
-#include "fmt/format.h"  // fmt::format, fmt::join
-
 namespace plssvm::detail {
 
 std::string sha256::operator()(std::string input) const {
@@ -36,7 +36,7 @@ std::string sha256::operator()(std::string input) const {
 
     auto *input_unsigned_ptr = reinterpret_cast<unsigned char *>(input.data());
 
-    // append L as a 8-byte big-endian integer, making the total post-processed length a multiple of 64 byte
+    // append L as an 8-byte big-endian integer, making the total post-processed length a multiple of 64 byte
     // such that the bits in the message are: <original message of length L> 1 <K zeros> <L as 8 byte integer> , (the number of bytes will be a multiple of 64)
     unpack(L_bits, input_unsigned_ptr + input.size() - sizeof(L_bits));
 
@@ -51,9 +51,9 @@ std::string sha256::operator()(std::string input) const {
 
         // Extend the first 16 words into the remaining 48 words w[16..63] of the message schedule array:
         for (int i = 16; i < 64; ++i) {
-            // s0 := (w[i-15] rightrotate  7) xor (w[i-15] rightrotate 18) xor (w[i-15] rightshift  3)
+            // s0 := (w[i-15] right rotate  7) xor (w[i-15] right rotate 18) xor (w[i-15] rightshift  3)
             const std::uint32_t s0 = rotr32(w[i - 15], 7) ^ rotr32(w[i - 15], 18) ^ (w[i - 15] >> 3);
-            // s1 := (w[i-2] rightrotate 17) xor (w[i-2] rightrotate 19) xor (w[i-2] rightshift 10)
+            // s1 := (w[i-2] right rotate 17) xor (w[i-2] right rotate 19) xor (w[i-2] rightshift 10)
             const std::uint32_t s1 = rotr32(w[i - 2], 17) ^ rotr32(w[i - 2], 19) ^ (w[i - 2] >> 10);
             // w[i] := w[i-16] + s0 + w[i-7] + s1
             w[i] = w[i - 16] + s0 + w[i - 7] + s1;
@@ -65,13 +65,13 @@ std::string sha256::operator()(std::string input) const {
 
         // Compression function main loop:
         for (int i = 0; i < 64; ++i) {
-            // S1 := (e rightrotate 6) xor (e rightrotate 11) xor (e rightrotate 25)
+            // S1 := (e right rotate 6) xor (e right rotate 11) xor (e right rotate 25)
             const std::uint32_t S1 = rotr32(wv[4], 6) ^ rotr32(wv[4], 11) ^ rotr32(wv[4], 25);
             // ch := (e and f) xor ((not e) and g)
             const std::uint32_t ch = (wv[4] & wv[5]) ^ (~wv[4] & wv[6]);
             // temp1 := h + S1 + ch + k[i] + w[i]
             const std::uint32_t temp1 = wv[7] + S1 + ch + k_[i] + w[i];
-            // S0 := (a rightrotate 2) xor (a rightrotate 13) xor (a rightrotate 22)
+            // S0 := (a right rotate 2) xor (a right rotate 13) xor (a right rotate 22)
             const std::uint32_t S0 = rotr32(wv[0], 2) ^ rotr32(wv[0], 13) ^ rotr32(wv[0], 22);
             // maj := (a and b) xor (a and c) xor (b and c)
             const std::uint32_t maj = (wv[0] & wv[1]) ^ (wv[0] & wv[2]) ^ (wv[1] & wv[2]);
@@ -105,14 +105,14 @@ std::string sha256::operator()(std::string input) const {
     return fmt::format("{:02x}", fmt::join(digest, ""));
 }
 
-void sha256::pack32(const unsigned char *str, std::uint32_t &x) const {
+void sha256::pack32(const unsigned char *str, std::uint32_t &x) {
     x = static_cast<std::uint32_t>(str[3])
         | static_cast<std::uint32_t>(str[2] << 8)
         | static_cast<std::uint32_t>(str[1] << 16)
         | static_cast<std::uint32_t>(str[0] << 24);
 }
 
-std::uint32_t sha256::rotr32(const std::uint32_t value, unsigned int count) const {
+std::uint32_t sha256::rotr32(const std::uint32_t value, unsigned int count) {
     // prevent UB if count is 0 or greater than sizeof(std::uint32_t)
     const unsigned int mask = std::numeric_limits<std::uint32_t>::digits - 1;
     count &= mask;
diff --git a/src/plssvm/detail/string_utility.cpp b/src/plssvm/detail/string_utility.cpp
index 24d124e5e..7ef5f700e 100644
--- a/src/plssvm/detail/string_utility.cpp
+++ b/src/plssvm/detail/string_utility.cpp
@@ -82,21 +82,21 @@ std::string as_upper_case(const std::string_view str) {
 }
 
 std::vector<std::string_view> split(const std::string_view str, const char delim) {
-    std::vector<std::string_view> splitted;
+    std::vector<std::string_view> split_str;
 
     // if the input str is empty, return an empty vector
     if (str.empty()) {
-        return splitted;
+        return split_str;
     }
 
     std::string_view::size_type pos = 0;
     std::string_view::size_type next = 0;
     while (next != std::string_view::npos) {
         next = str.find_first_of(delim, pos);
-        splitted.emplace_back(next == std::string_view::npos ? str.substr(pos) : str.substr(pos, next - pos));
+        split_str.emplace_back(next == std::string_view::npos ? str.substr(pos) : str.substr(pos, next - pos));
         pos = next + 1;
     }
-    return splitted;
+    return split_str;
 }
 
 }  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/base_test.cpp b/tests/base_test.cpp
index 529a91eb9..39c6541d6 100644
--- a/tests/base_test.cpp
+++ b/tests/base_test.cpp
@@ -100,74 +100,6 @@ TEST(Base, target_platform) {
     util::gtest_expect_string_to_enum_conversion<plssvm::target_platform>("baz");
 }
 
-// check whether the arithmetic_type_name correctly converts arithmetic values to a std::string
-TEST(Base, arithmetic_type_name) {
-    // integral types
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<bool>(), "bool");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<char>(), "char");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<signed char>(), "signed char");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned char>(), "unsigned char");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<char16_t>(), "char16_t");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<char32_t>(), "char32_t");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<wchar_t>(), "wchar_t");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<short>(), "short");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned short>(), "unsigned short");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<int>(), "int");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned int>(), "unsigned int");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<long>(), "long");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned long>(), "unsigned long");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<long long>(), "long long");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<unsigned long long>(), "unsigned long long");
-
-    // floating point types
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<float>(), "float");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<double>(), "double");
-    EXPECT_EQ(plssvm::detail::arithmetic_type_name<long double>(), "long double");
-}
-
-TEST(Base, sha256) {
-    // https://www.di-mgt.com.au/sha_testvectors.html
-    // example SHA256 input strings
-    std::vector<std::string> inputs = {
-        "abc",
-        "",
-        "abcdbcdecdefdefgefghfghighijhijkijkljklmklmnlmnomnopnopq",
-        "abcdefghbcdefghicdefghijdefghijkefghijklfghijklmghijklmnhijklmnoijklmnopjklmnopqklmnopqrlmnopqrsmnopqrstnopqrstu",
-        std::string(1000000, 'a')
-    };
-    // corresponding SHA256 output strings
-    std::vector<std::string> correct_outputs = {
-        "ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad",
-        "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
-        "248d6a61d20638b8e5c026930c3e6039a33ce45964ff2167f6ecedd419db06c1",
-        "cf5b16a778af8380036ce59e7b0492370b249b11e8f07a51afac45037afee9d1",
-        "cdc76e5c9914fb9281a1c7e284d73e67f1809a48a497200e046d39ccc7112cd0"
-    };
-
-    // check if input and output matches
-    EXPECT_EQ(inputs.size(), correct_outputs.size());
-
-    // create sha265 hasher instance and check for correct outputs
-    plssvm::detail::sha256 hasher{};
-    for (std::vector<std::string>::size_type i = 0; i < inputs.size(); ++i) {
-        const std::string sha = hasher(inputs[i]);
-        // check sha256 output size (in hex format)
-        EXPECT_EQ(sha.size(), 64);
-        // check sha256 string for correctness
-        EXPECT_EQ(sha, correct_outputs[i]) << "input: " << inputs[i] << ", output: " << sha << ", correct output: " << correct_outputs[i];
-    }
-}
-
-#if defined(PLSSVM_ENABLE_ASSERTS)
-// check whether the PLSSVM_ASSERT works correctly
-TEST(BaseDeathTest, plssvm_assert) {
-    PLSSVM_ASSERT(true, "TRUE");
-
-    // can't use a matcher due to the used emphasis and color specification in assertion message
-    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), "");
-}
-#endif
-
 // the floating point types to test
 using floating_point_types = ::testing::Types<float, double>;
 
diff --git a/tests/detail/arithmetic_type_name.cpp b/tests/detail/arithmetic_type_name.cpp
index 88cd297da..0b1d11137 100644
--- a/tests/detail/arithmetic_type_name.cpp
+++ b/tests/detail/arithmetic_type_name.cpp
@@ -5,14 +5,14 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Tests for the implementation converting arithmetic types to their value.
+ * @brief Tests for the implementation converting arithmetic types to their name as string.
  */
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ
 
-TEST(Base_detail, arithmetic_type_name) {
+TEST(ArithmeticTypeName, type) {
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<bool>(), "bool");
 
     // character types
@@ -39,7 +39,7 @@ TEST(Base_detail, arithmetic_type_name) {
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<long double>(), "long double");
 }
 
-TEST(Base_detail, arithmetic_type_name_const) {
+TEST(ArithmeticTypeName, const_type) {
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<const bool>(), "const bool");
 
     // character types
@@ -66,7 +66,7 @@ TEST(Base_detail, arithmetic_type_name_const) {
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<const long double>(), "const long double");
 }
 
-TEST(Base_detail, arithmetic_type_name_volatile) {
+TEST(ArithmeticTypeName, volatile_type) {
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile bool>(), "volatile bool");
 
     // character types
@@ -93,9 +93,9 @@ TEST(Base_detail, arithmetic_type_name_volatile) {
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<volatile long double>(), "volatile long double");
 }
 
-TEST(Base_detail, arithmetic_type_name_const_volatile) {
+TEST(ArithmeticTypeName, const_volatile_type) {
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile bool>(), "const volatile bool");
-    
+
     // character types
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile char>(), "const volatile char");
     EXPECT_EQ(plssvm::detail::arithmetic_type_name<const volatile signed char>(), "const volatile signed char");
diff --git a/tests/detail/assert.cpp b/tests/detail/assert.cpp
index 7e67d9fbe..72ced18a4 100644
--- a/tests/detail/assert.cpp
+++ b/tests/detail/assert.cpp
@@ -10,16 +10,20 @@
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
-#include "gtest/gtest.h"  // TEST, ASSERT_DEATH
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, ASSERT_DEATH
 
+// only test if assertions are enabled
 #if defined(PLSSVM_ASSERT_ENABLED)
 
-// check whether the PLSSVM_ASSERT works correctly
-TEST(BaseDeathTest, plssvm_assert) {
+TEST(PLSSVMAssert, assert_true) {
+    // must not trigger an assertion
     PLSSVM_ASSERT(true, "TRUE");
+}
 
-    // can't use a matcher due to the used emphasis and color specification in assertion message
-    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), "");
+TEST(PLSSVMAssert, assert_false) {
+    // can't use a regex matcher due to the used emphasis and color specification in the assertion message
+    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), ::testing::HasSubstr("FALSE"));
 }
 
 #endif
\ No newline at end of file
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
index 8b8f21f6f..801cc2a45 100644
--- a/tests/detail/execution_range.cpp
+++ b/tests/detail/execution_range.cpp
@@ -16,14 +16,15 @@
 #include <cstddef>           // std::size_t
 #include <initializer_list>  // std::initializer_list
 
-// TODO: DEATH TESTs?
-
+/*
+ * @brief Tests whether the grid and block in the plssvm::detail::execution_range @p range match the expected values.
+ */
 void check_execution_range(const plssvm::detail::execution_range range, const std::array<std::size_t, 3> expected_grid, const std::array<std::size_t, 3> expected_block) {
     EXPECT_EQ(range.grid, expected_grid);
     EXPECT_EQ(range.block, expected_block);
 }
 
-TEST(Base_Detail, execution_range_initializer_list) {
+TEST(ExecutionRange, initializer_list) {
     using plssvm::detail::execution_range;
 
     check_execution_range(execution_range{ { 11 }, { 11 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 11, 1, 1 });
@@ -39,7 +40,29 @@ TEST(Base_Detail, execution_range_initializer_list) {
     check_execution_range(execution_range{ { 31, 32, 33 }, { 31, 32, 33 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 });
 }
 
-TEST(Base_Detail, execution_range_array) {
+#if defined(PLSSVM_ASSERT_ENABLED)
+
+TEST(ExecutionRangeDeathTest, initializer_list_too_few_dimensions) {
+    using plssvm::detail::execution_range;
+
+    // empty grid and/or block in execution range
+    EXPECT_DEATH((execution_range{ {}, {} }), "The number of grid sizes specified must be between 1 and 3, but is 0!");
+    EXPECT_DEATH((execution_range{ {}, { 11 } }), "The number of grid sizes specified must be between 1 and 3, but is 0!");
+    EXPECT_DEATH((execution_range{ { 11 }, {} }), "The number of block sizes specified must be between 1 and 3, but is 0!");
+}
+
+TEST(ExecutionRangeDeathTest, initializer_list_too_many_dimensions) {
+    using plssvm::detail::execution_range;
+
+    // too many dimensions for grid and/or block in execution range
+    EXPECT_DEATH((execution_range{ { 41, 42, 43, 44 }, { 41, 42, 43, 44 } }), "The number of grid sizes specified must be between 1 and 3, but is 4!");
+    EXPECT_DEATH((execution_range{ { 41, 42, 43, 44 }, { 11 } }), "The number of grid sizes specified must be between 1 and 3, but is 4!");
+    EXPECT_DEATH((execution_range{ { 11 }, { 51, 52, 53, 54, 55 } }), "The number of block sizes specified must be between 1 and 3, but is 5!");
+}
+
+#endif
+
+TEST(ExecutionRange, array) {
     using plssvm::detail::execution_range;
 
     check_execution_range(execution_range{ std::array<std::size_t, 1>{ 11 }, std::array<std::size_t, 1>{ 11 } }, std::array<std::size_t, 3>{ 11, 1, 1 }, std::array<std::size_t, 3>{ 11, 1, 1 });
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index f44321420..8ac66acdc 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -1,178 +1,189 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for the layout implementation.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the layout implementation.
+ */
 
-#include "plssvm/constants.hpp"
 #include "plssvm/detail/layout.hpp"
 
-#include "fmt/format.h"
-#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
-
-#include <string>  // std::string
-#include <vector>  // std::vector
+#include "plssvm/constants.hpp"
+#include "utility.hpp"  // util::gtest_expect_enum_to_string_string_conversion
 
-TEST(BaseLayout, layout_output) {
-    std::stringstream ss;
+#include "fmt/format.h"   // fmt::format, fmt::join
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_DEATH
 
-    // Array-of-Structs (AoS)
-    ss << plssvm::detail::layout_type::aos;
-    EXPECT_EQ(ss.str(), "Array-of-Structs (AoS)");
-    std::stringstream{}.swap(ss);
+#include <cstddef>  // std::size_t
+#include <vector>   // std::vector
 
-    // Struct-of-Arrays (SoA)
-    ss << plssvm::detail::layout_type::soa;
-    EXPECT_EQ(ss.str(), "Struct-of-Arrays (SoA)");
-    std::stringstream{}.swap(ss);
+TEST(Layout, layout_enum_conversion) {
+    // check conversion to std::string
+    util::gtest_expect_enum_to_string_string_conversion(plssvm::detail::layout_type::aos, "Array-of-Structs (AoS)");
+    util::gtest_expect_enum_to_string_string_conversion(plssvm::detail::layout_type::soa, "Struct-of-Arrays (SoA)");
+    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::detail::layout_type>(2), "unknown");
 
-    // unknown
-    ss << static_cast<plssvm::detail::layout_type>(2);
-    EXPECT_EQ(ss.str(), "unknown");
-    std::stringstream{}.swap(ss);
+    // check conversion from std::string
+    util::gtest_expect_string_to_enum_conversion("aos", plssvm::detail::layout_type::aos);
+    util::gtest_expect_string_to_enum_conversion("Array-of-Structs", plssvm::detail::layout_type::aos);
+    util::gtest_expect_string_to_enum_conversion("soa", plssvm::detail::layout_type::soa);
+    util::gtest_expect_string_to_enum_conversion("Struct-of-Arrays", plssvm::detail::layout_type::soa);
 }
 
+template <typename T>
+class Layout : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // save current verbose flag and disable verbose output to not clutter test terminal
+        verbose_save = plssvm::verbose;
+        plssvm::verbose = false;
+
+        // create matrix
+        matrix = {
+            { 11, 12, 13, 14, 15 },
+            { 21, 22, 23, 24, 25 },
+            { 31, 32, 33, 34, 35 },
+            { 41, 42, 43, 44, 45 }
+        };
+        num_points = matrix.size();
+        num_features = matrix.front().size();
+    }
+    void TearDown() override {
+        // restore verbose output state
+        plssvm::verbose = verbose_save;
+    }
+
+    using real_type = T;
+
+    bool verbose_save{};
+    std::vector<std::vector<real_type>> matrix{};
+    std::size_t num_points{};
+    std::size_t num_features{};
+};
 
 // the floating point types to test
 using floating_point_types = ::testing::Types<float, double>;
 
-template <typename T>
-class BaseLayout : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseLayout, floating_point_types);
-
-TYPED_TEST(BaseLayout, layout_aos) {
-    using real_type = TypeParam;
-
-    // save current verbose flag and disable verbosity
-    const bool verbose_save = plssvm::verbose;
-    plssvm::verbose = false;
-
-    // define matrix to test
-    const std::vector<std::vector<real_type>> matrix = {
-        { 11, 12, 13, 14, 15 },
-        { 21, 22, 23, 24, 25 },
-        { 31, 32, 33, 34, 35 },
-        { 41, 42, 43, 44, 45 }
-    };
-    const std::size_t num_points = matrix.size();
-    const std::size_t num_features = matrix.front().size();
+TYPED_TEST_SUITE(Layout, floating_point_types);
 
+TYPED_TEST(Layout, array_of_structs) {
     // correctly transformed matrix in AoS layout without boundary
-    std::vector<real_type> correct_aos = { 11, 12, 13, 14, 15, 21, 22, 23, 24, 25, 31, 32, 33, 34, 35, 41, 42, 43, 44, 45 };
+    const std::vector<typename TestFixture::real_type> correct_aos = { 11, 12, 13, 14, 15, 21, 22, 23, 24, 25, 31, 32, 33, 34, 35, 41, 42, 43, 44, 45 };
 
     // convert to AoS using the direct function call
-    std::vector<real_type> aos_direct = plssvm::detail::transform_to_aos_layout(matrix, 0, num_points, num_features);
+    const std::vector<typename TestFixture::real_type> aos_direct = plssvm::detail::transform_to_aos_layout(this->matrix, 0, this->num_points, this->num_features);
     EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
 
     // convert to AoS using the indirect function call
-    std::vector<real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, num_points);
+    const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 0, this->num_points);
     EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+}
 
-
+TYPED_TEST(Layout, array_of_structs_boundary) {
     // correctly transformed matrix in AoS layout with a boundary of size 2
-    correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0, 41, 42, 43, 44, 45, 0, 0 };
+    const std::vector<typename TestFixture::real_type> correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0, 41, 42, 43, 44, 45, 0, 0 };
 
     // convert to AoS using the direct function call
-    aos_direct = plssvm::detail::transform_to_aos_layout(matrix, 2, num_points, num_features);
+    const std::vector<typename TestFixture::real_type> aos_direct = plssvm::detail::transform_to_aos_layout(this->matrix, 2, this->num_points, this->num_features);
     EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
 
     // convert to AoS using the indirect function call
-    aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 2, num_points);
+    const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 2, this->num_points);
     EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+}
 
-
+TYPED_TEST(Layout, array_of_structs_fewer_data_points) {
     // correctly transformed matrix in AoS layout with fewer data points and without boundary
-    correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0 };
+    const std::vector<typename TestFixture::real_type> correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0 };
 
     // convert to AoS using the direct function call
-    aos_direct = plssvm::detail::transform_to_aos_layout(matrix, 2, 3, num_features);
+    const std::vector<typename TestFixture::real_type> aos_direct = plssvm::detail::transform_to_aos_layout(this->matrix, 2, 3, this->num_features);
     EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
 
     // convert to AoS using the indirect function call
-    aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 2, 3);
+    const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 2, 3);
     EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
-
-    // restore verbosity
-    plssvm::verbose = verbose_save;
 }
 
-TYPED_TEST(BaseLayout, layout_soa) {
-    using real_type = TypeParam;
-
-    // save current verbose flag and disable verbosity
-    const bool verbose_save = plssvm::verbose;
-    plssvm::verbose = false;
-
-    // define matrix to test
-    const std::vector<std::vector<real_type>> matrix = {
-        { 11, 12, 13, 14, 15 },
-        { 21, 22, 23, 24, 25 },
-        { 31, 32, 33, 34, 35 },
-        { 41, 42, 43, 44, 45 }
-    };
-    const std::size_t num_points = matrix.size();
-    const std::size_t num_features = matrix.front().size();
-
+TYPED_TEST(Layout, struct_of_arrays) {
     // correctly transformed matrix in SoA layout without boundary
-    std::vector<real_type> correct_soa = { 11, 21, 31, 41, 12, 22, 32, 42, 13, 23, 33, 43, 14, 24, 34, 44, 15, 25, 35, 45 };
+    const std::vector<typename TestFixture::real_type> correct_soa = { 11, 21, 31, 41, 12, 22, 32, 42, 13, 23, 33, 43, 14, 24, 34, 44, 15, 25, 35, 45 };
 
     // convert to SoA using the direct function call
-    std::vector<real_type> soa_direct = plssvm::detail::transform_to_soa_layout(matrix, 0, num_points, num_features);
+    const std::vector<typename TestFixture::real_type> soa_direct = plssvm::detail::transform_to_soa_layout(this->matrix, 0, this->num_points, this->num_features);
     EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
 
     // convert to SoA using the indirect function call
-    std::vector<real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, num_points);
+    const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 0, this->num_points);
     EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
+}
 
-
+TYPED_TEST(Layout, struct_of_arrays_boundary) {
     // correctly transformed matrix in SoA layout with a boundary of size 2
-    correct_soa = { 11, 21, 31, 0, 0, 12, 22, 32, 0, 0, 13, 23, 33, 0, 0, 14, 24, 34, 0, 0, 15, 25, 35, 0, 0 };
+    const std::vector<typename TestFixture::real_type> correct_soa = { 11, 21, 31, 41, 0, 0, 12, 22, 32, 42, 0, 0, 13, 23, 33, 43, 0, 0, 14, 24, 34, 44, 0, 0, 15, 25, 35, 45, 0, 0 };
 
     // convert to SoA using the direct function call
-    soa_direct = plssvm::detail::transform_to_soa_layout(matrix, 2, 3, num_features);
+    const std::vector<typename TestFixture::real_type> soa_direct = plssvm::detail::transform_to_soa_layout(this->matrix, 2, this->num_points, this->num_features);
     EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
 
     // convert to SoA using the indirect function call
-    soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 2, 3);
+    const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 2, this->num_points);
     EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
-
-    // restore verbosity
-    plssvm::verbose = verbose_save;
 }
 
+TYPED_TEST(Layout, struct_of_arrays_fewer_data_points) {
+    // correctly transformed matrix in AoS layout with fewer data points and without boundary
+    const std::vector<typename TestFixture::real_type> correct_soa = { 11, 21, 31, 0, 0, 12, 22, 32, 0, 0, 13, 23, 33, 0, 0, 14, 24, 34, 0, 0, 15, 25, 35, 0, 0 };
 
-#if defined(PLSSVM_ASSERT_ENABLED)
+    // convert to SoA using the direct function call
+    const std::vector<typename TestFixture::real_type> soa_direct = plssvm::detail::transform_to_soa_layout(this->matrix, 2, 3, this->num_features);
+    EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
 
-template <typename T>
-class BaseLayoutDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseLayoutDeathTest, floating_point_types);
+    // convert to SoA using the indirect function call
+    const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 2, 3);
+    EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
+}
 
-TYPED_TEST(BaseLayoutDeathTest, layout) {
-    using real_type = TypeParam;
+#if defined(PLSSVM_ASSERT_ENABLED)
 
-    [[maybe_unused]] std::vector<real_type> res;
+template <typename T>
+class LayoutDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(LayoutDeathTest, floating_point_types);
 
+TYPED_TEST(LayoutDeathTest, empty_matrix) {
     // matrix must not be empty
-    std::vector<std::vector<real_type>> matrix{};
-    EXPECT_DEATH(res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 0), "");
+    std::vector<std::vector<TypeParam>> matrix{};
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 0), "Matrix is empty!");
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 0), "Matrix is empty!");
+}
 
+TYPED_TEST(LayoutDeathTest, too_many_data_points_to_transform) {
     // number of points to transform must be smaller than total number of data points
-    matrix = {
+    std::vector<std::vector<TypeParam>> matrix = {
         { 11, 12, 13 },
         { 21, 22, 23 }
     };
-    EXPECT_DEATH(res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 3), "");
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
+}
 
+TYPED_TEST(LayoutDeathTest, different_number_of_features) {
     // number of features must be the same for all data points
-    matrix = {
+    std::vector<std::vector<TypeParam>> matrix = {
         { 11, 12, 13 },
         { 21, 22 }
     };
-    EXPECT_DEATH(res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "");
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
+}
+
+TYPED_TEST(LayoutDeathTest, empty_features) {
+    // number of features must be the same for all data points
+    std::vector<std::vector<TypeParam>> matrix = { {}, {} };
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "All features are empty!");
+    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "All features are empty!");
 }
 
 #endif
\ No newline at end of file
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index f3f7eea9b..1a6673f91 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -14,292 +14,311 @@
 
 #include <vector>  // std::vector
 
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
+// make all operator overloads available in all tests
+using namespace plssvm::operators;
 
-// testsuite for "normal" tests
 template <typename T>
-class BaseOperators : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseOperators, floating_point_types);
+class Operators : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        a = { 1, 2, 3, 4, 5 };
+        b = { 1.5, 2.5, 3.5, 4.5, 5.5 };
+        scalar = 1.5;
+    }
+
+    using real_type = T;
+
+    std::vector<real_type> a{};
+    std::vector<real_type> b{};
+    std::vector<real_type> empty{};
+    real_type scalar{};
+};
 
-// testsuite for death tests
 template <typename T>
-class BaseOperatorsDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseOperatorsDeathTest, floating_point_types);
-
-TYPED_TEST(BaseOperators, operator_add) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
+class OperatorsDeathTest : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        a = { 1, 2, 3, 4 };
+        b = { 5, 6 };
+    }
 
-    std::vector<real_type> a = { 0, 1, 2, 3, 4 };
-    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
-    const real_type scalar = 42.5;
+    using real_type = T;
 
-    // addition using two vectors
-    std::vector<real_type> c = { 5, 7, 9, 11, 13 };
-    EXPECT_EQ(a + b, c);
-    EXPECT_EQ(b + a, c);
-    EXPECT_EQ(b += a, c);
+    std::vector<real_type> a{};
+    std::vector<real_type> b{};
+};
 
-    // addition using a vector and a scalar
-    c = { 42.5, 43.5, 44.5, 45.5, 46.5 };
-    EXPECT_EQ(a + scalar, c);
-    EXPECT_EQ(scalar + a, c);
-    EXPECT_EQ(a += scalar, c);
+// the floating point types to test
+using floating_point_types = ::testing::Types<float, double>;
 
-    // add empty vectors
-    const std::vector<real_type> empty_vec;
-    a.clear();
-    ASSERT_EQ(a.size(), 0);
+// testsuite for "normal" tests
+TYPED_TEST_SUITE(Operators, floating_point_types);
+// testsuite for death tests
+TYPED_TEST_SUITE(OperatorsDeathTest, floating_point_types);
 
-    EXPECT_EQ(a + a, empty_vec);
-    EXPECT_EQ(a += a, empty_vec);
-    EXPECT_EQ(a + scalar, empty_vec);
-    EXPECT_EQ(scalar + a, empty_vec);
-    EXPECT_EQ(a += scalar, empty_vec);
+TYPED_TEST(Operators, operator_add_binary) {
+    // binary addition using two vectors
+    const std::vector<typename TestFixture::real_type> c = { 2.5, 4.5, 6.5, 8.5, 10.5 };
+    EXPECT_EQ(this->a + this->b, c);
+    EXPECT_EQ(this->b + this->a, c);
 }
-
-TYPED_TEST(BaseOperatorsDeathTest, operator_add) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    [[maybe_unused]] std::vector<real_type> ret;
-
-    // try to add vectors with different sizes
-    std::vector<real_type> a = { 0, 1, 2, 3 };
-    std::vector<real_type> b = { 4, 5 };
-    EXPECT_DEATH(ret = a + b, "");
-    EXPECT_DEATH(ret = b + a, "");
-    EXPECT_DEATH(a += b, "");
-    EXPECT_DEATH(b += a, "");
+TYPED_TEST(Operators, operator_add_compound) {
+    // compound addition using two vectors
+    const std::vector<typename TestFixture::real_type> c = { 2.5, 4.5, 6.5, 8.5, 10.5 };
+    EXPECT_EQ(this->a += this->b, c);
 }
-
-
-TYPED_TEST(BaseOperators, operator_subtract) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    std::vector<real_type> a = { 0, 1, 2, 3, 4 };
-    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
-    const real_type scalar = 1.5;
-
-    // subtraction using two vectors
-    std::vector<real_type> c = { -5, -5, -5, -5, -5 };
-    EXPECT_EQ(a - b, c);
-    c = { 5, 5, 5, 5, 5 };
-    EXPECT_EQ(b - a, c);
-    EXPECT_EQ(b -= a, c);
-
-    // subtraction using a vector and a scalar
-    c = { -1.5, -0.5, 0.5, 1.5, 2.5 };
-    EXPECT_EQ(a - scalar, c);
-    c = { 1.5, 0.5, -0.5, -1.5, -2.5 };
-    EXPECT_EQ(scalar - a, c);
-    c = { -1.5, -0.5, 0.5, 1.5, 2.5 };
-    EXPECT_EQ(a -= scalar, c);
-
-    // subtract empty vectors
-    const std::vector<real_type> empty_vec;
-    a.clear();
-    ASSERT_EQ(a.size(), 0);
-
-    EXPECT_EQ(a - a, empty_vec);
-    EXPECT_EQ(a -= a, empty_vec);
-    EXPECT_EQ(a - scalar, empty_vec);
-    EXPECT_EQ(scalar - a, empty_vec);
-    EXPECT_EQ(a -= scalar, empty_vec);
+TYPED_TEST(Operators, operator_add_scalar_binary) {
+    // binary addition using a vector and a scalar
+    const std::vector<typename TestFixture::real_type> c = { 2.5, 3.5, 4.5, 5.5, 6.5 };
+    EXPECT_EQ(this->a + this->scalar, c);
+    EXPECT_EQ(this->scalar + this->a, c);
 }
-
-TYPED_TEST(BaseOperatorsDeathTest, operator_subtract) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    [[maybe_unused]] std::vector<real_type> ret;
-
-    // try to subtract vectors with different sizes
-    std::vector<real_type> a = { 0, 1, 2, 3 };
-    std::vector<real_type> b = { 4, 5 };
-    EXPECT_DEATH(ret = a - b, "");
-    EXPECT_DEATH(ret = b - a, "");
-    EXPECT_DEATH(a -= b, "");
-    EXPECT_DEATH(b -= a, "");
+TYPED_TEST(Operators, operator_add_scalar_compound) {
+    // compound addition using a vector and a scalar
+    const std::vector<typename TestFixture::real_type> c = { 2.5, 3.5, 4.5, 5.5, 6.5 };
+    EXPECT_EQ(this->a += this->scalar, c);
 }
-
-
-TYPED_TEST(BaseOperators, operator_multiply) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    std::vector<real_type> a = { 0, 1, 2, 3, 4 };
-    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
-    const real_type scalar = 1.5;
-
-    // multiplication using two vectors
-    std::vector<real_type> c = { 0, 6, 14, 24, 36 };
-    EXPECT_EQ(a * b, c);
-    EXPECT_EQ(b * a, c);
-    EXPECT_EQ(b *= a, c);
-
-    // multiplication using a vector and a scalar
-    c = { 0, 1.5, 3, 4.5, 6 };
-    EXPECT_EQ(a * scalar, c);
-    EXPECT_EQ(scalar * a, c);
-    EXPECT_EQ(a *= scalar, c);
-
-    // multiply empty vectors
-    const std::vector<real_type> empty_vec;
-    a.clear();
-    ASSERT_EQ(a.size(), 0);
-
-    EXPECT_EQ(a * a, empty_vec);
-    EXPECT_EQ(a *= a, empty_vec);
-    EXPECT_EQ(a * scalar, empty_vec);
-    EXPECT_EQ(scalar * a, empty_vec);
-    EXPECT_EQ(a *= scalar, empty_vec);
+TYPED_TEST(Operators, operator_add_binary_empty) {
+    // binary addition using two empty vectors
+    EXPECT_EQ(this->empty + this->empty, this->empty);
 }
-
-TYPED_TEST(BaseOperatorsDeathTest, operator_multiply) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    [[maybe_unused]] std::vector<real_type> ret;
-
-    // try to multiply vectors with different sizes
-    std::vector<real_type> a = { 0, 1, 2, 3 };
-    std::vector<real_type> b = { 4, 5 };
-    EXPECT_DEATH(ret = a * b, "");
-    EXPECT_DEATH(ret = b * a, "");
-    EXPECT_DEATH(a *= b, "");
-    EXPECT_DEATH(b *= a, "");
+TYPED_TEST(Operators, operator_add_compound_empty) {
+    // compound addition using two empty vectors
+    EXPECT_EQ(this->empty += this->empty, this->empty);
 }
-
-
-TYPED_TEST(BaseOperators, operator_divide) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    std::vector<real_type> a = { 1, 1, 2, 3, 4 };
-    std::vector<real_type> b = { 5, 6, 7, 8, 9 };
-    const real_type scalar = 1.5;
-
-    // division using two vectors
-    std::vector<real_type> c = { 1. / 5., 1. / 6., 2. / 7., 3. / 8., 4. / 9. };
-    EXPECT_EQ(a / b, c);
-    c = { 5, 6, 3.5, 8. / 3., 2.25 };
-    EXPECT_EQ(b / a, c);
-    EXPECT_EQ(b /= a, c);
-
-    // division using a vector and a scalar
-    c = { 1. / 1.5, 1. / 1.5, 2. / 1.5, 2, 4. / 1.5 };
-    EXPECT_EQ(a / scalar, c);
-    c = { 1.5, 1.5, 0.75, 0.5, 0.375 };
-    EXPECT_EQ(scalar / a, c);
-    c = { 1. / 1.5, 1. / 1.5, 2. / 1.5, 2, 4. / 1.5 };
-    EXPECT_EQ(a /= scalar, c);
-
-    // divide empty vectors
-    const std::vector<real_type> empty_vec;
-    a.clear();
-    ASSERT_EQ(a.size(), 0);
-
-    EXPECT_EQ(a / a, empty_vec);
-    EXPECT_EQ(a /= a, empty_vec);
-    EXPECT_EQ(a / scalar, empty_vec);
-    EXPECT_EQ(scalar / a, empty_vec);
-    EXPECT_EQ(a /= scalar, empty_vec);
+TYPED_TEST(Operators, operator_add_scalar_binary_empty) {
+    // binary addition using an empty vector and a scalar
+    EXPECT_EQ(this->empty + this->scalar, this->empty);
+    EXPECT_EQ(this->scalar + this->empty, this->empty);
 }
-
-TYPED_TEST(BaseOperatorsDeathTest, operator_divide) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    [[maybe_unused]] std::vector<real_type> ret;
-
-    // try to divide vectors with different sizes
-    std::vector<real_type> a = { 0, 1, 2, 3 };
-    std::vector<real_type> b = { 4, 5 };
-    EXPECT_DEATH(ret = a / b, "");
-    EXPECT_DEATH(ret = b / a, "");
-    EXPECT_DEATH(a /= b, "");
-    EXPECT_DEATH(b /= a, "");
+TYPED_TEST(Operators, operator_add_scalar_compound_empty) {
+    // compound addition using an empty vector and a scalar
+    EXPECT_EQ(this->empty += this->scalar, this->empty);
+}
+TYPED_TEST(OperatorsDeathTest, operator_add_binary) {
+    // try to binary add vectors with different sizes
+    EXPECT_DEATH(auto ret = this->a + this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(auto ret = this->b + this->a, "Sizes mismatch!: 2 != 4");
+}
+TYPED_TEST(OperatorsDeathTest, operator_add_compound) {
+    // try to compound add vectors with different sizes
+    EXPECT_DEATH(this->a += this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(this->b += this->a, "Sizes mismatch!: 2 != 4");
 }
 
-
-TYPED_TEST(BaseOperators, operator_dot) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    const std::vector<real_type> a = { 0, 1, 2, 3, 4 };
-    const std::vector<real_type> b = { 5, 6, 7, 8, 9 };
-
-    // calculate dot product
-    EXPECT_EQ(dot(a, b), 80);
-    EXPECT_EQ(dot(b, a), 80);
-    EXPECT_EQ(transposed{ a } * b, 80);
-    EXPECT_EQ(transposed{ b } * a, 80);
+TYPED_TEST(Operators, operator_subtract_binary) {
+    // binary subtraction using two vectors
+    {
+        const std::vector<typename TestFixture::real_type> c = { -0.5, -0.5, -0.5, -0.5, -0.5 };
+        EXPECT_EQ(this->a - this->b, c);
+    }
+    {
+        const std::vector<typename TestFixture::real_type> c = { 0.5, 0.5, 0.5, 0.5, 0.5 };
+        EXPECT_EQ(this->b - this->a, c);
+    }
+}
+TYPED_TEST(Operators, operator_subtract_compound) {
+    // compound subtraction using two vectors
+    const std::vector<typename TestFixture::real_type> c = { -0.5, -0.5, -0.5, -0.5, -0.5 };
+    EXPECT_EQ(this->a -= this->b, c);
+}
+TYPED_TEST(Operators, operator_subtract_scalar_binary) {
+    // binary subtraction using a vector and a scalar
+    {
+        const std::vector<typename TestFixture::real_type> c = { -0.5, 0.5, 1.5, 2.5, 3.5 };
+        EXPECT_EQ(this->a - this->scalar, c);
+    }
+    {
+        const std::vector<typename TestFixture::real_type> c = { 0.5, -0.5, -1.5, -2.5, -3.5 };
+        EXPECT_EQ(this->scalar - this->a, c);
+    }
+}
+TYPED_TEST(Operators, operator_subtract_scalar_compound) {
+    // compound subtraction using a vector and a scalar
+    const std::vector<typename TestFixture::real_type> c = { -0.5, 0.5, 1.5, 2.5, 3.5 };
+    EXPECT_EQ(this->a -= this->scalar, c);
+}
+TYPED_TEST(Operators, operator_subtract_binary_empty) {
+    // binary subtraction using two empty vectors
+    EXPECT_EQ(this->empty - this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_subtract_compound_empty) {
+    // compound subtraction using two empty vectors
+    EXPECT_EQ(this->empty -= this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_subtract_scalar_binary_empty) {
+    // binary subtraction using an empty vector and a scalar
+    EXPECT_EQ(this->empty - this->scalar, this->empty);
+    EXPECT_EQ(this->scalar - this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_subtract_scalar_compound_empty) {
+    // compound subtraction using an empty vector and a scalar
+    EXPECT_EQ(this->empty -= this->scalar, this->empty);
+}
+TYPED_TEST(OperatorsDeathTest, operator_subtract_binary) {
+    // try to binary subtract vectors with different sizes
+    EXPECT_DEATH(auto ret = this->a - this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(auto ret = this->b - this->a, "Sizes mismatch!: 2 != 4");
+}
+TYPED_TEST(OperatorsDeathTest, operator_subtract_compound) {
+    // try to compound subtract vectors with different sizes
+    EXPECT_DEATH(this->a -= this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(this->b -= this->a, "Sizes mismatch!: 2 != 4");
 }
 
-TYPED_TEST(BaseOperatorsDeathTest, operator_dot) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
+TYPED_TEST(Operators, operator_multiply_binary) {
+    // binary multiplication using two vectors
+    const std::vector<typename TestFixture::real_type> c = { 1.5, 5, 10.5, 18, 27.5 };
+    EXPECT_EQ(this->a * this->b, c);
+    EXPECT_EQ(this->b * this->a, c);
+}
+TYPED_TEST(Operators, operator_multiply_compound) {
+    // compound multiplication using two vectors
+    const std::vector<typename TestFixture::real_type> c = { 1.5, 5, 10.5, 18, 27.5 };
+    EXPECT_EQ(this->a *= this->b, c);
+}
+TYPED_TEST(Operators, operator_multiply_scalar_binary) {
+    // binary multiplication using a vector and a scalar
+    const std::vector<typename TestFixture::real_type> c = { 1.5, 3, 4.5, 6, 7.5 };
+    EXPECT_EQ(this->a * this->scalar, c);
+    EXPECT_EQ(this->scalar * this->a, c);
+}
+TYPED_TEST(Operators, operator_multiply_scalar_compound) {
+    // compound multiplication using a vector and a scalar
+    const std::vector<typename TestFixture::real_type> c = { 1.5, 3, 4.5, 6, 7.5 };
+    EXPECT_EQ(this->a *= this->scalar, c);
+}
+TYPED_TEST(Operators, operator_multiply_binary_empty) {
+    // binary multiplication using two empty vectors
+    EXPECT_EQ(this->empty * this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_multiply_compound_empty) {
+    // compound multiplication using two empty vectors
+    EXPECT_EQ(this->empty *= this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_multiply_scalar_binary_empty) {
+    // binary multiplication using an empty vector and a scalar
+    EXPECT_EQ(this->empty * this->scalar, this->empty);
+    EXPECT_EQ(this->scalar * this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_multiply_scalar_compound_empty) {
+    // compound multiplication using an empty vector and a scalar
+    EXPECT_EQ(this->empty *= this->scalar, this->empty);
+}
+TYPED_TEST(OperatorsDeathTest, operator_multiply_binary) {
+    // try to binary multiply vectors with different sizes
+    EXPECT_DEATH(auto ret = this->a * this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(auto ret = this->b * this->a, "Sizes mismatch!: 2 != 4");
+}
+TYPED_TEST(OperatorsDeathTest, operator_multiply_compound) {
+    // try to compound multiply vectors with different sizes
+    EXPECT_DEATH(this->a *= this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(this->b *= this->a, "Sizes mismatch!: 2 != 4");
+}
 
-    [[maybe_unused]] real_type ret;
+TYPED_TEST(Operators, operator_divide_binary) {
+    // binary division using two vectors
+    {
+        const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 2.5, 3.0 / 3.5, 4.0 / 4.5, 5.0 / 5.5 };
+        EXPECT_EQ(this->a / this->b, c);
+    }
+    {
+        const std::vector<typename TestFixture::real_type> c = { 1.5, 2.5 / 2.0, 3.5 / 3.0, 4.5 / 4.0, 5.5 / 5.0 };
+        EXPECT_EQ(this->b / this->a, c);
+    }
+}
+TYPED_TEST(Operators, operator_divide_compound) {
+    // compound division using two vectors
+    const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 2.5, 3.0 / 3.5, 4.0 / 4.5, 5.0 / 5.5 };
+    EXPECT_EQ(this->a /= this->b, c);
+}
+TYPED_TEST(Operators, operator_divide_scalar_binary) {
+    // binary division using a vector and a scalar
+    {
+        const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 1.5, 2.0, 4.0 / 1.5, 5.0 / 1.5 };
+        EXPECT_EQ(this->a / this->scalar, c);
+    }
+    {
+        const std::vector<typename TestFixture::real_type> c = { 1.5, 1.5/2.0, 0.5, 1.5/4.0, 1.5/5.0 };
+        EXPECT_EQ(this->scalar / this->a, c);
+    }
+}
+TYPED_TEST(Operators, operator_divide_scalar_compound) {
+    // compound division using a vector and a scalar
+    const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 1.5, 2.0, 4.0 / 1.5, 5.0 / 1.5 };
+    EXPECT_EQ(this->a /= this->scalar, c);
+}
+TYPED_TEST(Operators, operator_divide_binary_empty) {
+    // binary division using two empty vectors
+    EXPECT_EQ(this->empty / this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_divide_compound_empty) {
+    // compound division using two empty vectors
+    EXPECT_EQ(this->empty /= this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_divide_scalar_binary_empty) {
+    // binary division using an empty vector and a scalar
+    EXPECT_EQ(this->empty / this->scalar, this->empty);
+    EXPECT_EQ(this->scalar / this->empty, this->empty);
+}
+TYPED_TEST(Operators, operator_divide_scalar_compound_empty) {
+    // compound division using an empty vector and a scalar
+    EXPECT_EQ(this->empty /= this->scalar, this->empty);
+}
+TYPED_TEST(OperatorsDeathTest, operator_divide_binary) {
+    // try to binary division vectors with different sizes
+    EXPECT_DEATH(auto ret = this->a / this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(auto ret = this->b / this->a, "Sizes mismatch!: 2 != 4");
+}
+TYPED_TEST(OperatorsDeathTest, operator_divide_compound) {
+    // try to compound division vectors with different sizes
+    EXPECT_DEATH(this->a /= this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(this->b /= this->a, "Sizes mismatch!: 2 != 4");
+}
 
+TYPED_TEST(Operators, operator_dot_function) {
+    // calculate dot product using the dot function
+    EXPECT_EQ(dot(this->a, this->b), 62.5);
+    EXPECT_EQ(dot(this->b, this->a), 62.5);
+}
+TYPED_TEST(Operators, operator_dot_transposed) {
+    // calculate dot product using the transposed overload function
+    EXPECT_EQ(transposed{ this->a } * this->b, 62.5);
+    EXPECT_EQ(transposed{ this->b } * this->a, 62.5);
+}
+TYPED_TEST(OperatorsDeathTest, operator_dot_function) {
     // try to calculate the dot product with vectors of different sizes
-    std::vector<real_type> a = { 0, 1, 2, 3 };
-    const std::vector<real_type> b = { 4, 5 };
-    EXPECT_DEATH(ret = dot(a, b), "");
-    EXPECT_DEATH(ret = dot(b, a), "");
-    EXPECT_DEATH(ret = transposed{ a } * b, "");
-    EXPECT_DEATH(ret = transposed{ b } * a, "");
+    EXPECT_DEATH([[maybe_unused]] auto ret = dot(this->a, this->b), "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH([[maybe_unused]] auto ret = dot(this->b, this->a), "Sizes mismatch!: 2 != 4");
+}
+TYPED_TEST(OperatorsDeathTest, operator_dot_transposed) {
+    // try to calculate the dot product with vectors of different sizes
+    EXPECT_DEATH([[maybe_unused]] auto ret = transposed{ this->a } * this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH([[maybe_unused]] auto ret = transposed{ this->b } * this->a, "Sizes mismatch!: 2 != 4");
 }
 
-
-TYPED_TEST(BaseOperators, operator_sum) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
+TYPED_TEST(Operators, operator_sum) {
     // sum vector elements
-    const std::vector<real_type> a = { 0, 1, 2, 3, 4 };
-    EXPECT_EQ(sum(a), 10);
-
-    const std::vector<real_type> b = { -1.5, 4, -5.5, -3.5, 1.5 };
-    EXPECT_EQ(sum(b), -5);
+    EXPECT_EQ(sum(this->a), 15);
+    EXPECT_EQ(sum(this->b), 17.5);
 }
 
-
-TYPED_TEST(BaseOperators, operator_squared_euclidean_dist) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    const std::vector<real_type> a = { 0, 1, 2, 3, 4 };
-    const std::vector<real_type> b = { 5, 6, 7, 8, 9 };
-
+TYPED_TEST(Operators, operator_squared_euclidean_dist) {
     // calculate the squared euclidean distance between two vectors
-    EXPECT_EQ(squared_euclidean_dist(a, b), 125);
+    EXPECT_EQ(squared_euclidean_dist(this->a, this->b), 1.25);
 }
-
-TYPED_TEST(BaseOperatorsDeathTest, operator_squared_euclidean_dist) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    [[maybe_unused]] real_type ret;
-
+TYPED_TEST(OperatorsDeathTest, operator_squared_euclidean_dist) {
     // try to calculate the squared euclidean distance between two vectors with different distance
-    std::vector<real_type> a = { 0, 1, 2, 3 };
-    const std::vector<real_type> b = { 4, 5 };
-    EXPECT_DEATH(ret = squared_euclidean_dist(a, b), "");
-    EXPECT_DEATH(ret = squared_euclidean_dist(b, a), "");
+    EXPECT_DEATH([[maybe_unused]] auto ret = squared_euclidean_dist(this->a, this->b), "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH([[maybe_unused]] auto ret = squared_euclidean_dist(this->b, this->a), "Sizes mismatch!: 2 != 4");
 }
 
-
-TYPED_TEST(BaseOperators, operator_sign) {
-    using real_type = TypeParam;
-    using namespace plssvm::operators;
-
-    EXPECT_EQ(sign(real_type{ -2.4 }), -1);
-    EXPECT_EQ(sign(real_type{ -4 }), -1);
-    EXPECT_EQ(sign(real_type{ 0 }), -1);
-    EXPECT_EQ(sign(real_type{ 1.6 }), 1);
-    EXPECT_EQ(sign(real_type{ 3 }), 1);
+TYPED_TEST(Operators, operator_sign_positive) {
+    EXPECT_EQ(sign(typename TestFixture::real_type{ 1.6 }), 1);
+    EXPECT_EQ(sign(typename TestFixture::real_type{ 3 }), 1);
+}
+TYPED_TEST(Operators, operator_sign_negative) {
+    EXPECT_EQ(sign(typename TestFixture::real_type{ -2.4 }), -1);
+    EXPECT_EQ(sign(typename TestFixture::real_type{ -4 }), -1);
+    EXPECT_EQ(sign(typename TestFixture::real_type{ 0 }), -1);
 }
diff --git a/tests/detail/sha256.cpp b/tests/detail/sha256.cpp
index 75d44daa7..4ea7cd438 100644
--- a/tests/detail/sha256.cpp
+++ b/tests/detail/sha256.cpp
@@ -8,52 +8,40 @@
  * @brief Tests for the sha256 implementation.
  */
 
-#include "plssvm/detail/sha256.hpp"                // plssvm::detail::sha256
+#include "plssvm/detail/sha256.hpp"  // plssvm::detail::sha256
 
+#include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
 
 #include <string>  // std::string
 #include <vector>  // std::vector
 
+using sha256_param_type = std::pair<std::string, std::string_view>;
 
-TEST(Base_Detail, sha256) {
-    // https://www.di-mgt.com.au/sha_testvectors.html
-    // example SHA256 input strings
-    const std::vector<std::string> inputs = {
-        "abc",
-        "",
-        "abcdbcdecdefdefgefghfghighijhijkijkljklmklmnlmnomnopnopq",
-        "abcdefghbcdefghicdefghijdefghijkefghijklfghijklmghijklmnhijklmnoijklmnopjklmnopqklmnopqrlmnopqrsmnopqrstnopqrstu",
-        std::string(1000000, 'a'),
-        "test",
-        "#include <iostream>\n"
-        "int main() {\n"
-        "  std::cout << \"Hello, World\" << std::endl;\n"
-        "  return 0;\n"
-        "}"
-    };
-    // corresponding SHA256 output strings
-    const std::vector<std::string> correct_outputs = {
-        "ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad",
-        "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
-        "248d6a61d20638b8e5c026930c3e6039a33ce45964ff2167f6ecedd419db06c1",
-        "cf5b16a778af8380036ce59e7b0492370b249b11e8f07a51afac45037afee9d1",
-        "cdc76e5c9914fb9281a1c7e284d73e67f1809a48a497200e046d39ccc7112cd0",
-        "9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08",
-        "3a88d6a9c65fdb1a2c742bca7d5160728fd7da74d9f319527bc8d6c1e1739de0"
-    };
-
-    // check if the number of input and output matches
-    ASSERT_EQ(inputs.size(), correct_outputs.size());
+class Sha256 : public ::testing::TestWithParam<sha256_param_type> {};
+
+TEST_P(Sha256, correct_encoding) {
+    // get generated parameter
+    const sha256_param_type params = GetParam();
 
     // create sha265 hasher instance and check for correct outputs
-    plssvm::detail::sha256 hasher{};
-    for (std::vector<std::string>::size_type i = 0; i < inputs.size(); ++i) {
-        // calculate sha256 of the input string
-        const std::string sha = hasher(inputs[i]);
-        // check sha256 output size (in hex format)
-        EXPECT_EQ(sha.size(), 64);
-        // check sha256 string for correctness
-        EXPECT_EQ(sha, correct_outputs[i]) << "input: " << inputs[i] << ", output: " << sha << ", correct output: " << correct_outputs[i];
-    }
-}
\ No newline at end of file
+    const plssvm::detail::sha256 hasher{};
+    // calculate sha256 of the input string
+    const std::string sha = hasher(params.first);
+    // check sha256 output size (in hex format)
+    ASSERT_EQ(sha.size(), 64);
+    // check sha256 string for correctness
+    EXPECT_EQ(sha, params.second) << fmt::format("input: {}, output: {}, correct output: {}", params.first, sha, params.second);
+}
+
+std::vector<sha256_param_type> sha256_test_values = {
+    { "abc", "ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad" },
+    { "", "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855" },
+    { "abcdbcdecdefdefgefghfghighijhijkijkljklmklmnlmnomnopnopq", "248d6a61d20638b8e5c026930c3e6039a33ce45964ff2167f6ecedd419db06c1" },
+    { "abcdefghbcdefghicdefghijdefghijkefghijklfghijklmghijklmnhijklmnoijklmnopjklmnopqklmnopqrlmnopqrsmnopqrstnopqrstu", "cf5b16a778af8380036ce59e7b0492370b249b11e8f07a51afac45037afee9d1" },
+    { std::string(1000000, 'a'), "cdc76e5c9914fb9281a1c7e284d73e67f1809a48a497200e046d39ccc7112cd0" },
+    { "test", "9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08" },
+    { "#include <iostream>\nint main() {\n  std::cout << \"Hello, World\" << std::endl;\n  return 0;\n}", "3a88d6a9c65fdb1a2c742bca7d5160728fd7da74d9f319527bc8d6c1e1739de0" }
+};
+
+INSTANTIATE_TEST_SUITE_P(Sha256, Sha256, ::testing::ValuesIn(sha256_test_values));
\ No newline at end of file
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index 448aa5994..09c1b4443 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -8,28 +8,29 @@
  * @brief Tests for the sha256 implementation.
  */
 
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/detail/string_conversion.hpp"     // plssvm::detail::convert_to
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
 #include "../utility.hpp"  // EXPECT_THROW_WHAT
 
+#include "fmt/format.h"   // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE
 
 #include <stdexcept>  // std::invalid_argument
 #include <string>     // std::string
 #include <vector>     // std::vector
 
-
 template <typename T>
 void check_convert_to(const std::vector<std::string_view> &input, const std::vector<T> &correct_output) {
     ASSERT_EQ(input.size(), correct_output.size());
 
     for (std::vector<std::string_view>::size_type i = 0; i < input.size(); ++i) {
         const T conv = plssvm::detail::convert_to<T>(input[i]);
-        EXPECT_EQ(conv, correct_output[i]) << "input: \"" << input[i] << "\", output: \"" << conv << "\", correct: \"" << correct_output[i] << '\"';
+        EXPECT_EQ(conv, correct_output[i]) << fmt::format(R"(input: "{}", output: "{}", correct: "{}")", input[i], conv, correct_output[i]);
     }
 }
 
-TEST(Base_Detail, string_conversion) {
+TEST(StringConversion, string_conversion) {
     using namespace plssvm::detail;
 
     std::vector<std::string_view> input = { "-3", "-1.5", "0.0", "1.5", "3", "   5", "  6 ", "7  " };
@@ -38,16 +39,16 @@ TEST(Base_Detail, string_conversion) {
 
     // boolean
     // std::from_chars seems to not support bool
-//    check_convert_to(input, std::vector<bool>{ true, true, false, true, true, true, true, true });
+    //    check_convert_to(input, std::vector<bool>{ true, true, false, true, true, true, true, true });
 
     // character types
     check_convert_to(input_char, std::vector<char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
     check_convert_to(input_char, std::vector<signed char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
     check_convert_to(input_char, std::vector<unsigned char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
     // std::from_chars seems to not support char16_t, char32_t, and wchar_t
-//    check_convert_to(input_char, std::vector<char16_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
-//    check_convert_to(input_char, std::vector<char32_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
-//    check_convert_to(input_char, std::vector<wchar_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    //    check_convert_to(input_char, std::vector<char16_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    //    check_convert_to(input_char, std::vector<char32_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    //    check_convert_to(input_char, std::vector<wchar_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
 
     // integer types
     check_convert_to(input, std::vector<short>{ -3, -1, 0, 1, 3, 5, 6, 7 });
@@ -63,105 +64,77 @@ TEST(Base_Detail, string_conversion) {
     check_convert_to(input, std::vector<float>{ -3.0f, -1.5f, 0.0f, 1.5f, 3.0f, 5.0f, 6.0f, 7.0f });
     check_convert_to(input, std::vector<double>{ -3.0, -1.5, 0.0, 1.5, 3.0, 5.0, 6.0, 7.0 });
     // fast_float::from_chars seems to not support long double
-//    check_convert_to(input, std::vector<long double>{ -3.0l, -1.5l, 0.0l, 1.5l, 3.0l, 5.0l, 6.0l, 7.0l });
+    //    check_convert_to(input, std::vector<long double>{ -3.0l, -1.5l, 0.0l, 1.5l, 3.0l, 5.0l, 6.0l, 7.0l });
 
     // std::string
     check_convert_to(input, std::vector<std::string>{ "-3", "-1.5", "0.0", "1.5", "3", "5", "6", "7" });
 }
 
-TEST(Base_Detail, string_conversion_exception) {
-    using namespace plssvm::detail;
-
-    {
-        [[maybe_unused]] double res;
-        EXPECT_THROW_WHAT(res = convert_to<double>("a"), std::runtime_error, "Can't convert 'a' to a value of type double!");
-        EXPECT_THROW_WHAT(res = convert_to<double>("  abc 1"), std::runtime_error, "Can't convert '  abc 1' to a value of type double!");
-
-        EXPECT_THROW_WHAT((res = convert_to<double, std::invalid_argument>("a")), std::invalid_argument, "Can't convert 'a' to a value of type double!");
-    }
-    {
-        [[maybe_unused]] unsigned int res;
-        EXPECT_THROW_WHAT(res = convert_to<unsigned int>("a"), std::runtime_error, "Can't convert 'a' to a value of type unsigned int!");
-        EXPECT_THROW_WHAT(res = convert_to<unsigned int>("  abc 1"), std::runtime_error, "Can't convert '  abc 1' to a value of type unsigned int!");
-        EXPECT_THROW_WHAT(res = convert_to<unsigned int>("-1"), std::runtime_error, "Can't convert '-1' to a value of type unsigned int!");
-
-        EXPECT_THROW_WHAT((res = convert_to<unsigned int, std::invalid_argument>("a")), std::invalid_argument, "Can't convert 'a' to a value of type unsigned int!");
-    }
-}
+template <typename T>
+class StringConversionException : public ::testing::Test {};
+using string_conversion_exception_types = ::testing::Types<short, unsigned char, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double>;
+TYPED_TEST_SUITE(StringConversionException, string_conversion_exception_types);
 
-TEST(Base_Detail, extract_first_integer_from_string) {
+TYPED_TEST(StringConversionException, string_conversion_exception) {
     using namespace plssvm::detail;
 
-    EXPECT_EQ(extract_first_integer_from_string<int>("111"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>("111 222"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>("-111 222"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>(" 111 222 333"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>("abcd 111"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>("abcd111 222"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>("111_222"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>("111 abcd 222"), 111);
-    EXPECT_EQ(extract_first_integer_from_string<int>("abc123def456"), 123);
+    [[maybe_unused]] TypeParam res;
+    EXPECT_THROW_WHAT(res = convert_to<TypeParam>("a"), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
+    EXPECT_THROW_WHAT(res = convert_to<TypeParam>("  abc 1"), std::runtime_error, fmt::format("Can't convert '  abc 1' to a value of type {}!", arithmetic_type_name<TypeParam>()));
+    EXPECT_THROW_WHAT((res = convert_to<TypeParam, std::invalid_argument>("a")), std::invalid_argument, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
 }
 
-TEST(Base_Detail, extract_first_integer_from_string_exception) {
-    using namespace plssvm::detail;
+class StringConversionExtract : public ::testing::TestWithParam<std::pair<std::string_view, int>> {};
+TEST_P(StringConversionExtract, extract_first_integer_from_string) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::extract_first_integer_from_string<int>(input), output);
+}
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringConversionExtract, ::testing::Values(std::make_pair("111", 111), std::make_pair("111 222", 111), std::make_pair("-111 222", 111), std::make_pair(" 111 222 333", 111), std::make_pair("abcd 111", 111), std::make_pair("abcd111 222", 111), std::make_pair("111_222", 111), std::make_pair("111 abcd 222", 111), std::make_pair("abc123def456", 123)));
 
+TEST(StringConversion, extract_first_integer_from_string_exception) {
     [[maybe_unused]] int res;
-    EXPECT_THROW_WHAT(res = extract_first_integer_from_string<int>("abc"), std::runtime_error, "String \"abc\" doesn't contain any integer!");
-    EXPECT_THROW_WHAT(res = extract_first_integer_from_string<int>(""), std::runtime_error, "String \"\" doesn't contain any integer!");
+    EXPECT_THROW_WHAT(res = plssvm::detail::extract_first_integer_from_string<int>("abc"), std::runtime_error, "String \"abc\" doesn't contain any integer!");
+    EXPECT_THROW_WHAT(res = plssvm::detail::extract_first_integer_from_string<int>(""), std::runtime_error, "String \"\" doesn't contain any integer!");
 }
 
-TEST(Base_Detail, split_as) {
-    using namespace plssvm::detail;
+template <typename T>
+class StringConversionSplitAs : public ::testing::Test {};
+using split_as_types = ::testing::Types<short, int, long, long long, float, double>;
+TYPED_TEST_SUITE(StringConversionSplitAs, split_as_types);
 
+TYPED_TEST(StringConversionSplitAs, split_default_delimiter) {
     // split string using the default delimiter
-    {
-        const std::string string_to_split = "1.5 2.0 -3.5 4.0 5.0 -6.0 7.5";
-
-        const std::vector<double> splitted_double_correct = { 1.5, 2.0, -3.5, 4.0, 5.0, -6.0, 7.5 };
-        const std::vector<double> splitted_double = split_as<double>(string_to_split);
-        ASSERT_EQ(splitted_double.size(), splitted_double_correct.size());
-        for (typename std::vector<double>::size_type i = 0; i < splitted_double_correct.size(); ++i) {
-            EXPECT_EQ(splitted_double[i], splitted_double_correct[i]) << "split position: " << i << ", splitted: " << splitted_double[i] << ", correct: " << splitted_double_correct[i];
-        }
-
-        const std::vector<int> splitted_int_correct = { 1, 2, -3, 4, 5, -6, 7 };
-        const std::vector<int> splitted_int = split_as<int>(string_to_split);
-        ASSERT_EQ(splitted_int.size(), splitted_int_correct.size());
-        for (typename std::vector<double>::size_type i = 0; i < splitted_int_correct.size(); ++i) {
-            EXPECT_EQ(splitted_int[i], splitted_int_correct[i]) << "split position: " << i << ", splitted: " << splitted_int[i] << ", correct: " << splitted_int_correct[i];
-        }
+    const std::string string_to_split = "1.5 2.0 -3.5 4.0 5.0 -6.0 7.5";
+
+    const std::vector<TypeParam> split_correct = { static_cast<TypeParam>(1.5), static_cast<TypeParam>(2.0), static_cast<TypeParam>(-3.5), static_cast<TypeParam>(4.0), static_cast<TypeParam>(5.0), static_cast<TypeParam>(-6.0), static_cast<TypeParam>(7.5) };
+    const std::vector<TypeParam> split = plssvm::detail::split_as<TypeParam>(string_to_split);
+    ASSERT_EQ(split.size(), split_correct.size());
+    for (typename std::vector<TypeParam>::size_type i = 0; i < split_correct.size(); ++i) {
+        EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
+}
 
+TYPED_TEST(StringConversionSplitAs, split_custom_delimiter) {
     // split string using a custom delimiter
-    {
-        const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,7.5";
-
-        const std::vector<double> splitted_double_correct = { 1.5, 2.0, -3.5, 4.0, 5.0, -6.0, 7.5 };
-        const std::vector<double> splitted_double = split_as<double>(string_to_split, ',');
-        ASSERT_EQ(splitted_double.size(), splitted_double_correct.size());
-        for (typename std::vector<double>::size_type i = 0; i < splitted_double_correct.size(); ++i) {
-            EXPECT_EQ(splitted_double[i], splitted_double_correct[i]) << "split position: " << i << ", splitted: " << splitted_double[i] << ", correct: " << splitted_double_correct[i];
-        }
-
-        const std::vector<int> splitted_int_correct = { 1, 2, -3, 4, 5, -6, 7 };
-        const std::vector<int> splitted_int = split_as<int>(string_to_split, ',');
-        ASSERT_EQ(splitted_int.size(), splitted_int_correct.size());
-        for (typename std::vector<double>::size_type i = 0; i < splitted_int_correct.size(); ++i) {
-            EXPECT_EQ(splitted_int[i], splitted_int_correct[i]) << "split position: " << i << ", splitted: " << splitted_int[i] << ", correct: " << splitted_int_correct[i];
-        }
+    const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,7.5";
+
+    const std::vector<TypeParam> split_correct = { static_cast<TypeParam>(1.5), static_cast<TypeParam>(2.0), static_cast<TypeParam>(-3.5), static_cast<TypeParam>(4.0), static_cast<TypeParam>(5.0), static_cast<TypeParam>(-6.0), static_cast<TypeParam>(7.5) };
+    const std::vector<TypeParam> split = plssvm::detail::split_as<TypeParam>(string_to_split, ',');
+    ASSERT_EQ(split.size(), split_correct.size());
+    for (typename std::vector<TypeParam>::size_type i = 0; i < split_correct.size(); ++i) {
+        EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
+}
 
+TYPED_TEST(StringConversionSplitAs, split_single_value) {
     // split string containing a single value
-    {
-        const std::vector<int> splitted = split_as<int>("42");
-        ASSERT_EQ(splitted.size(), 1);
-        EXPECT_EQ(splitted.front(), 42) << "splitted: " << splitted.front() << ", correct: " << 42;
-    }
+    const std::vector<TypeParam> split = plssvm::detail::split_as<TypeParam>("42");
+    ASSERT_EQ(split.size(), 1);
+    EXPECT_EQ(split.front(), static_cast<TypeParam>(42)) << fmt::format("split: {}, correct: {}", split.front(), static_cast<TypeParam>(42));
+}
 
-    // split empty string
-    {
-        const std::vector<int> splitted = split_as<int>("");
-        EXPECT_TRUE(splitted.empty());
-    }
+TYPED_TEST(StringConversionSplitAs, split_empty_string) {
+    // split the empty string
+    const std::vector<TypeParam> split = plssvm::detail::split_as<TypeParam>("");
+    EXPECT_TRUE(split.empty());
 }
\ No newline at end of file
diff --git a/tests/detail/string_utility.cpp b/tests/detail/string_utility.cpp
index e66814730..55e7acc6d 100644
--- a/tests/detail/string_utility.cpp
+++ b/tests/detail/string_utility.cpp
@@ -8,173 +8,144 @@
  * @brief Tests for the functions in the string utility header.
  */
 
-#include "plssvm/detail/string_utility.hpp"                // plssvm::detail::sha256
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::sha256
 
+#include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
 
 #include <string>  // std::string
 #include <vector>  // std::vector
 
-
-TEST(Base_Detail, starts_with) {
+TEST(StringUtility, starts_with_string) {
     EXPECT_TRUE(plssvm::detail::starts_with("abc", "abc"));
     EXPECT_TRUE(plssvm::detail::starts_with("abc", "ab"));
     EXPECT_FALSE(plssvm::detail::starts_with("abc", "abcd"));
     EXPECT_FALSE(plssvm::detail::starts_with("abc", "bc"));
+}
+
+TEST(StringUtility, starts_with_char) {
     EXPECT_TRUE(plssvm::detail::starts_with("abc", 'a'));
     EXPECT_FALSE(plssvm::detail::starts_with("abc", 'c'));
     EXPECT_FALSE(plssvm::detail::starts_with("abc", 'd'));
 }
 
-TEST(Base_Detail, ends_with) {
+TEST(StringUtility, ends_with_string) {
     EXPECT_TRUE(plssvm::detail::ends_with("abc", "abc"));
     EXPECT_FALSE(plssvm::detail::ends_with("abc", "ab"));
     EXPECT_FALSE(plssvm::detail::ends_with("abc", "abcd"));
     EXPECT_TRUE(plssvm::detail::ends_with("abc", "bc"));
+}
+
+TEST(StringUtility, ends_with_char) {
     EXPECT_FALSE(plssvm::detail::ends_with("abc", 'a'));
     EXPECT_TRUE(plssvm::detail::ends_with("abc", 'c'));
     EXPECT_FALSE(plssvm::detail::ends_with("abc", 'd'));
 }
 
-TEST(Base_Detail, contains) {
+TEST(StringUtility, contains_string) {
     EXPECT_TRUE(plssvm::detail::contains("abc", "abc"));
     EXPECT_TRUE(plssvm::detail::contains("abc", "ab"));
     EXPECT_FALSE(plssvm::detail::contains("abc", "abcd"));
     EXPECT_TRUE(plssvm::detail::contains("abc", "bc"));
+}
+
+TEST(StringUtility, contains_char) {
     EXPECT_TRUE(plssvm::detail::contains("abc", 'a'));
     EXPECT_TRUE(plssvm::detail::contains("abc", 'c'));
     EXPECT_FALSE(plssvm::detail::contains("abc", 'd'));
 }
 
-TEST(Base_Detail, trim) {
-    // trim left
-    EXPECT_EQ(plssvm::detail::trim_left(""), "");
-    EXPECT_EQ(plssvm::detail::trim_left("abc"), "abc");
-    EXPECT_EQ(plssvm::detail::trim_left("  abc"), "abc");
-    EXPECT_EQ(plssvm::detail::trim_left("abc   "), "abc   ");
-    EXPECT_EQ(plssvm::detail::trim_left(" abc  "), "abc  ");
-    EXPECT_EQ(plssvm::detail::trim_left(" a b c "), "a b c ");
-
-    // trim right
-    EXPECT_EQ(plssvm::detail::trim_right(""), "");
-    EXPECT_EQ(plssvm::detail::trim_right("abc"), "abc");
-    EXPECT_EQ(plssvm::detail::trim_right("  abc"), "  abc");
-    EXPECT_EQ(plssvm::detail::trim_right("abc   "), "abc");
-    EXPECT_EQ(plssvm::detail::trim_right(" abc  "), " abc");
-    EXPECT_EQ(plssvm::detail::trim_right(" a b c "), " a b c");
+class StringUtilityBase : public ::testing::TestWithParam<std::pair<std::string, std::string_view>> {};
 
-    // trim
-    EXPECT_EQ(plssvm::detail::trim(""), "");
-    EXPECT_EQ(plssvm::detail::trim("abc"), "abc");
-    EXPECT_EQ(plssvm::detail::trim("  abc"), "abc");
-    EXPECT_EQ(plssvm::detail::trim("abc   "), "abc");
-    EXPECT_EQ(plssvm::detail::trim(" abc  "), "abc");
-    EXPECT_EQ(plssvm::detail::trim(" a b c "), "a b c");
+// test trim left only
+class StringUtilityTrimLeft : public StringUtilityBase {};
+TEST_P(StringUtilityTrimLeft, trim_left) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::trim_left(input), output);
 }
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimLeft, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc   "), std::make_pair(" abc  ", "abc  "), std::make_pair(" a b c ", "a b c ")));
 
-TEST(Base_Detail, replace_all) {
-    std::string input;
-    EXPECT_EQ(plssvm::detail::replace_all(input, "", ""), "");
-
-    input = "aaa";
-    EXPECT_EQ(plssvm::detail::replace_all(input, "a", "b"), "bbb");
-
-    input = "aaa";
-    EXPECT_EQ(plssvm::detail::replace_all(input, "", "b"), "aaa");
-
-    input = "aaa";
-    EXPECT_EQ(plssvm::detail::replace_all(input, "b", "c"), "aaa");
-
-    input = "aaa";
-    EXPECT_EQ(plssvm::detail::replace_all(input, "aa", "b"), "ba");
-
-    input = "a a b c d aa";
-    EXPECT_EQ(plssvm::detail::replace_all(input, "a", ""), "  b c d ");
-
-    input = "a";
-    EXPECT_EQ(plssvm::detail::replace_all(input, "aa", "b"), "a");
+// test trim right only
+class StringUtilityTrimRight : public StringUtilityBase {};
+TEST_P(StringUtilityTrimRight, trim_right) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::trim_right(input), output);
 }
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimRight, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("  abc", "  abc"), std::make_pair("abc   ", "abc"), std::make_pair(" abc  ", " abc"), std::make_pair(" a b c ", " a b c")));
 
-TEST(Base_Detail, to_lower_case) {
-    std::string input;
-    EXPECT_EQ(plssvm::detail::to_lower_case(input), "");
-
-    input = "abc";
-    EXPECT_EQ(plssvm::detail::to_lower_case(input), "abc");
-
-    input = "ABC";
-    EXPECT_EQ(plssvm::detail::to_lower_case(input), "abc");
-
-    input = " AbC 1";
-    EXPECT_EQ(plssvm::detail::to_lower_case(input), " abc 1");
+// test trim
+class StringUtilityTrim : public StringUtilityBase {};
+TEST_P(StringUtilityTrim, trim) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::trim(input), output);
 }
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrim, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc"), std::make_pair(" abc  ", "abc"), std::make_pair(" a b c ", "a b c")));
 
-TEST(Base_Detail, as_lower_case) {
-    EXPECT_EQ(plssvm::detail::as_lower_case(""), "");
-    EXPECT_EQ(plssvm::detail::as_lower_case("abc"), "abc");
-    EXPECT_EQ(plssvm::detail::as_lower_case("ABC"), "abc");
-    EXPECT_EQ(plssvm::detail::as_lower_case(" AbC 1"), " abc 1");
+// test conversion to lower case
+class StringUtilityConvertLowerCase : public StringUtilityBase {};
+TEST_P(StringUtilityConvertLowerCase, to_lower_case) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::to_lower_case(input), output);
 }
-
-TEST(Base_Detail, to_upper_case) {
-    std::string input;
-    EXPECT_EQ(plssvm::detail::to_upper_case(input), "");
-
-    input = "abc";
-    EXPECT_EQ(plssvm::detail::to_upper_case(input), "ABC");
-
-    input = "ABC";
-    EXPECT_EQ(plssvm::detail::to_upper_case(input), "ABC");
-
-    input = " AbC 1";
-    EXPECT_EQ(plssvm::detail::to_upper_case(input), " ABC 1");
+TEST_P(StringUtilityConvertLowerCase, as_lower_case) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::as_lower_case(input), output);
 }
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertLowerCase, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("ABC", "abc"), std::make_pair(" AbC 1", " abc 1")));
 
-TEST(Base_Detail, as_upper_case) {
-    EXPECT_EQ(plssvm::detail::as_upper_case(""), "");
-    EXPECT_EQ(plssvm::detail::as_upper_case("abc"), "ABC");
-    EXPECT_EQ(plssvm::detail::as_upper_case("ABC"), "ABC");
-    EXPECT_EQ(plssvm::detail::as_upper_case(" AbC 1"), " ABC 1");
+// test conversion to upper case
+class StringUtilityConvertUpperCase : public StringUtilityBase {};
+TEST_P(StringUtilityConvertUpperCase, to_upper_case) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::to_upper_case(input), output);
+}
+TEST_P(StringUtilityConvertUpperCase, as_upper_case) {
+    auto [input, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::as_upper_case(input), output);
 }
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertUpperCase, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "ABC"), std::make_pair("ABC", "ABC"), std::make_pair(" AbC 1", " ABC 1")));
 
-TEST(Base_Detail, split) {
-    using namespace plssvm::detail;
+// test replace_all
+class StringUtilityReplace : public ::testing::TestWithParam<std::tuple<std::string, std::string_view, std::string_view, std::string_view>> {};
+TEST_P(StringUtilityReplace, replace_all) {
+    auto [input, what, with, output] = GetParam();
+    EXPECT_EQ(plssvm::detail::replace_all(input, what, with), output);
+}
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityReplace, ::testing::Values(std::make_tuple("", "", "", ""), std::make_tuple("aaa", "a", "b", "bbb"), std::make_tuple("aaa", "", "b", "aaa"), std::make_tuple("aaa", "b", "c", "aaa"), std::make_tuple("aaa", "aa", "b", "ba"), std::make_tuple("a a b c d aa", "a", "", "  b c d "), std::make_tuple("a", "aa", "b", "a")));
 
+TEST(StringUtility, split_default_delimiter) {
     // split string using the default delimiter
-    {
-        const std::string string_to_split = "1.5 2.0 -3.5 4.0 5.0 -6.0  7.5";
-
-        const std::vector<std::string_view> splitted_correct = { "1.5", "2.0", "-3.5", "4.0", "5.0", "-6.0", "", "7.5" };
-        const std::vector<std::string_view> splitted = split(string_to_split);
-        ASSERT_EQ(splitted.size(), splitted_correct.size());
-        for (typename std::vector<double>::size_type i = 0; i < splitted_correct.size(); ++i) {
-            EXPECT_EQ(splitted[i], splitted_correct[i]) << "split position: " << i << ", splitted: " << splitted[i] << ", correct: " << splitted_correct[i];
-        }
+    const std::string string_to_split = "1.5 2.0 -3.5 4.0 5.0 -6.0  7.5";
+
+    const std::vector<std::string_view> split_correct = { "1.5", "2.0", "-3.5", "4.0", "5.0", "-6.0", "", "7.5" };
+    const std::vector<std::string_view> split = plssvm::detail::split(string_to_split);
+    ASSERT_EQ(split.size(), split_correct.size());
+    for (typename std::vector<double>::size_type i = 0; i < split_correct.size(); ++i) {
+        EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
+}
 
+TEST(StringUtility, split_custom_delimiter) {
     // split string using a custom delimiter
-    {
-        const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,,7.5";
-
-        const std::vector<std::string_view> splitted_correct = { "1.5", "2.0", "-3.5", "4.0", "5.0", "-6.0", "", "7.5" };
-        const std::vector<std::string_view> splitted = split(string_to_split, ',');
-        ASSERT_EQ(splitted.size(), splitted_correct.size());
-        for (typename std::vector<double>::size_type i = 0; i < splitted_correct.size(); ++i) {
-            EXPECT_EQ(splitted[i], splitted_correct[i]) << "split position: " << i << ", splitted: " << splitted[i] << ", correct: " << splitted_correct[i];
-        }
+    const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,,7.5";
+
+    const std::vector<std::string_view> split_correct = { "1.5", "2.0", "-3.5", "4.0", "5.0", "-6.0", "", "7.5" };
+    const std::vector<std::string_view> split = plssvm::detail::split(string_to_split, ',');
+    ASSERT_EQ(split.size(), split_correct.size());
+    for (typename std::vector<double>::size_type i = 0; i < split_correct.size(); ++i) {
+        EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
+}
 
+TEST(StringUtility, split_single_value) {
     // split string containing a single value
-    {
-        const std::vector<std::string_view> splitted = split("42");
-        ASSERT_EQ(splitted.size(), 1);
-        EXPECT_EQ(splitted.front(), "42") << "splitted: " << splitted.front() << ", correct: "
-                                          << "42";
-    }
+    const std::vector<std::string_view> split = plssvm::detail::split("42");
+    ASSERT_EQ(split.size(), 1);
+    EXPECT_EQ(split.front(), "42") << fmt::format("split: {}, correct: 42", split.front());
+}
 
-    // split empty string
-    {
-        const std::vector<std::string_view> splitted = split("");
-        EXPECT_TRUE(splitted.empty());
-    }
-}
\ No newline at end of file
+TEST(StringUtility, split_empty_string) {
+    // split the empty string
+    const std::vector<std::string_view> split = plssvm::detail::split("");
+    EXPECT_TRUE(split.empty());
+}
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index 567950361..a083b5a4e 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -8,8 +8,8 @@
  * @brief Tests for the functions in the utility header.
  */
 
-#include "plssvm/default_value.hpp"   // plssvm::default_value
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::{always_false, remove_cvref_t, get, to_underlying, erase_if, contains_key}
+#include "plssvm/default_value.hpp"   // plssvm::default_value
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
 
@@ -18,27 +18,25 @@
 #include <type_traits>    // std::is_same_v
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
-#include <utility>        // std::pair
-
 
-TEST(Base_Detail, always_false) {
+TEST(Utility, always_false) {
     EXPECT_FALSE(plssvm::detail::always_false_v<void>);
     EXPECT_FALSE(plssvm::detail::always_false_v<int>);
     EXPECT_FALSE(plssvm::detail::always_false_v<double>);
 }
 
-TEST(Base_Detail, remove_cvref_t) {
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double>>));
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double>>));
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double>>));
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double>>));
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double&>>));
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double&>>));
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double&>>));
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double&>>));
+TEST(Utility, remove_cvref_t) {
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double &>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double &>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double &>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double &>>) );
 }
 
-TEST(Base_Detail, get) {
+TEST(Utility, get) {
     EXPECT_EQ(plssvm::detail::get<0>(0, 1, 2, 3, 4), 0);
     EXPECT_EQ(plssvm::detail::get<1>(0, 1.5, 2, 3, 4), 1.5);
     EXPECT_EQ(plssvm::detail::get<2>(0, 1, -2, 3, 4), -2);
@@ -46,29 +44,41 @@ TEST(Base_Detail, get) {
     EXPECT_EQ(plssvm::detail::get<4>(0, 1, 2, 3, "abc"), "abc");
 }
 
-TEST(Base_Detail, to_underlying) {
-    enum class int_enum { a, b, c = 10 };
+TEST(Utility, to_underlying_int) {
+    enum class int_enum { a,
+                          b,
+                          c = 10 };
 
     EXPECT_EQ(plssvm::detail::to_underlying(int_enum::a), 0);
     EXPECT_EQ(plssvm::detail::to_underlying(int_enum::b), 1);
     EXPECT_EQ(plssvm::detail::to_underlying(int_enum::c), 10);
+}
 
-    enum class char_enum { a = 'a', b = 'b', c = 'c' };
+TEST(Utility, to_underlying_char) {
+    enum class char_enum : char { a = 'a',
+                                  b = 'b',
+                                  c = 'c' };
 
     EXPECT_EQ(plssvm::detail::to_underlying(char_enum::a), 'a');
     EXPECT_EQ(plssvm::detail::to_underlying(char_enum::b), 'b');
     EXPECT_EQ(plssvm::detail::to_underlying(char_enum::c), 'c');
 }
 
-TEST(Base_Detail, to_underlying_default_value) {
-    enum class int_enum { a, b, c = 10 };
+TEST(Utility, to_underlying_default_value_int) {
+    enum class int_enum { a,
+                          b,
+                          c = 10 };
 
     plssvm::default_value<int_enum> int_default;
     EXPECT_EQ(plssvm::detail::to_underlying(int_default = int_enum::a), 0);
     EXPECT_EQ(plssvm::detail::to_underlying(int_default = int_enum::b), 1);
     EXPECT_EQ(plssvm::detail::to_underlying(int_default = int_enum::c), 10);
+}
 
-    enum class char_enum { a = 'a', b = 'b', c = 'c' };
+TEST(Utility, to_underlying_default_value_char) {
+    enum class char_enum : char { a = 'a',
+                                  b = 'b',
+                                  c = 'c' };
 
     plssvm::default_value<char_enum> char_default;
     EXPECT_EQ(plssvm::detail::to_underlying(char_default = char_enum::a), 'a');
@@ -76,70 +86,68 @@ TEST(Base_Detail, to_underlying_default_value) {
     EXPECT_EQ(plssvm::detail::to_underlying(char_default = char_enum::c), 'c');
 }
 
-TEST(Base_Detail, erase_if) {
-    // std::map
-    std::map<int, int> m = { { 0, 0 }, { 1, 1 } };
-    EXPECT_EQ(plssvm::detail::erase_if(m, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 1);
-    EXPECT_EQ(m.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(m, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 0);
-    EXPECT_EQ(m.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(m, [](const std::pair<int, int> p) { return p.second % 2 == 1; }), 1);
-    EXPECT_TRUE(m.empty());
-
-    // std::unordered_map
-    std::unordered_map<int, int> um = { { 0, 0 }, { 1, 1 } };
-    EXPECT_EQ(plssvm::detail::erase_if(um, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 1);
-    EXPECT_EQ(um.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(um, [](const std::pair<int, int> p) { return p.second % 2 == 0; }), 0);
-    EXPECT_EQ(um.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(um, [](const std::pair<int, int> p) { return p.second % 2 == 1; }), 1);
-    EXPECT_TRUE(um.empty());
-
-    // std::set
-    std::set<int> s = { 0, 1 };
-    EXPECT_EQ(plssvm::detail::erase_if(s, [](const int k) { return k % 2 == 0; }), 1);
-    EXPECT_EQ(s.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(s, [](const int k) { return k % 2 == 0; }), 0);
-    EXPECT_EQ(s.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(s, [](const int k) { return k % 2 == 1; }), 1);
-    EXPECT_TRUE(s.empty());
-
-    // std::unordered_set
-    std::unordered_set<int> us = { 0, 1 };
-    EXPECT_EQ(plssvm::detail::erase_if(us, [](const int k) { return k % 2 == 0; }), 1);
-    EXPECT_EQ(us.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(us, [](const int k) { return k % 2 == 0; }), 0);
-    EXPECT_EQ(us.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(us, [](const int k) { return k % 2 == 1; }), 1);
-    EXPECT_TRUE(us.empty());
+template <typename T>
+class UtilityMapContainer : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // initialize map
+        map = { { 0, 0 }, { 1, 1 } };
+    }
+
+    using map_type = T;
+    map_type map;
+};
+
+// the map container types to test
+using map_types = ::testing::Types<std::map<int, int>, std::unordered_map<int, int>>;
+
+TYPED_TEST_SUITE(UtilityMapContainer, map_types);
+
+TYPED_TEST(UtilityMapContainer, erase_if) {
+    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type p) { return p.second % 2 == 0; }), 1);
+    EXPECT_EQ(this->map.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type p) { return p.second % 2 == 0; }), 0);
+    EXPECT_EQ(this->map.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type p) { return p.second % 2 == 1; }), 1);
+    EXPECT_TRUE(this->map.empty());
+}
+
+TYPED_TEST(UtilityMapContainer, contains_key) {
+    EXPECT_TRUE(plssvm::detail::contains_key(this->map, 0));
+    EXPECT_TRUE(plssvm::detail::contains_key(this->map, 1));
+    EXPECT_FALSE(plssvm::detail::contains_key(this->map, 2));
+    EXPECT_FALSE(plssvm::detail::contains_key(this->map, -1));
+}
+
+template <typename T>
+class UtilitySetContainer : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // initialize set
+        set = { 0, 1 };
+    }
+
+    using set_type = T;
+    set_type set;
+};
+
+// the set container types to test
+using set_types = ::testing::Types<std::set<int>, std::unordered_set<int>>;
+
+TYPED_TEST_SUITE(UtilitySetContainer, set_types);
+
+TYPED_TEST(UtilitySetContainer, erase_if) {
+    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type p) { return p % 2 == 0; }), 1);
+    EXPECT_EQ(this->set.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type p) { return p % 2 == 0; }), 0);
+    EXPECT_EQ(this->set.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type p) { return p % 2 == 1; }), 1);
+    EXPECT_TRUE(this->set.empty());
 }
 
-TEST(Base_Detail, contains_key) {
-    // std::map
-    std::map<int, int> m = { { 0, 0 }, { 1, 1 } };
-    EXPECT_TRUE(plssvm::detail::contains_key(m, 0));
-    EXPECT_TRUE(plssvm::detail::contains_key(m, 1));
-    EXPECT_FALSE(plssvm::detail::contains_key(m, 2));
-    EXPECT_FALSE(plssvm::detail::contains_key(m, -1));
-
-    // std::unordered_map
-    std::unordered_map<int, int> um = { { 0, 0 }, { 1, 1 } };
-    EXPECT_TRUE(plssvm::detail::contains_key(um, 0));
-    EXPECT_TRUE(plssvm::detail::contains_key(um, 1));
-    EXPECT_FALSE(plssvm::detail::contains_key(um, 2));
-    EXPECT_FALSE(plssvm::detail::contains_key(um, -1));
-
-    // std::set
-    std::set<int> s = { 0, 1 };
-    EXPECT_TRUE(plssvm::detail::contains_key(s, 0));
-    EXPECT_TRUE(plssvm::detail::contains_key(s, 1));
-    EXPECT_FALSE(plssvm::detail::contains_key(s, 2));
-    EXPECT_FALSE(plssvm::detail::contains_key(s, -1));
-
-    // std::unordered_set
-    std::unordered_set<int> us = { 0, 1 };
-    EXPECT_TRUE(plssvm::detail::contains_key(us, 0));
-    EXPECT_TRUE(plssvm::detail::contains_key(us, 1));
-    EXPECT_FALSE(plssvm::detail::contains_key(us, 2));
-    EXPECT_FALSE(plssvm::detail::contains_key(us, -1));
+TYPED_TEST(UtilitySetContainer, contains_key) {
+    EXPECT_TRUE(plssvm::detail::contains_key(this->set, 0));
+    EXPECT_TRUE(plssvm::detail::contains_key(this->set, 1));
+    EXPECT_FALSE(plssvm::detail::contains_key(this->set, 2));
+    EXPECT_FALSE(plssvm::detail::contains_key(this->set, -1));
 }
\ No newline at end of file

From a9ad72ac62b8af17bd46f24beecdd56224d08755 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 2 Aug 2022 20:39:47 +0200
Subject: [PATCH 0169/1010] Remove unnecessary include.

---
 tests/detail/assert.cpp | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/tests/detail/assert.cpp b/tests/detail/assert.cpp
index 72ced18a4..06bfb8c7e 100644
--- a/tests/detail/assert.cpp
+++ b/tests/detail/assert.cpp
@@ -10,8 +10,7 @@
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, ASSERT_DEATH
+#include "gtest/gtest.h"  // TEST, ASSERT_DEATH
 
 // only test if assertions are enabled
 #if defined(PLSSVM_ASSERT_ENABLED)
@@ -23,7 +22,7 @@ TEST(PLSSVMAssert, assert_true) {
 
 TEST(PLSSVMAssert, assert_false) {
     // can't use a regex matcher due to the used emphasis and color specification in the assertion message
-    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), ::testing::HasSubstr("FALSE"));
+    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), "FALSE");
 }
 
 #endif
\ No newline at end of file

From c960f710c11f0707d26ece1bdbf2f98750468b9e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Tue, 2 Aug 2022 20:41:02 +0200
Subject: [PATCH 0170/1010] Add missing (new) src file.

---
 src/plssvm/detail/layout.cpp | 44 ++++++++++++++++++++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 src/plssvm/detail/layout.cpp

diff --git a/src/plssvm/detail/layout.cpp b/src/plssvm/detail/layout.cpp
new file mode 100644
index 000000000..f74e84964
--- /dev/null
+++ b/src/plssvm/detail/layout.cpp
@@ -0,0 +1,44 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/layout.hpp"
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+
+#include <ios>      // std::ios::failbit
+#include <istream>  // std::istream
+#include <ostream>  // std::ostream
+
+namespace plssvm::detail {
+
+std::ostream &operator<<(std::ostream &out, const layout_type layout) {
+    switch (layout) {
+        case layout_type::aos:
+            return out << "Array-of-Structs (AoS)";
+        case layout_type::soa:
+            return out << "Struct-of-Arrays (SoA)";
+    }
+    return out << "unknown";
+}
+
+std::istream &operator>>(std::istream &in, layout_type &layout) {
+    std::string str;
+    in >> str;
+    detail::to_lower_case(str);
+
+    if (str == "aos" || str == "array-of-structs") {
+        layout = layout_type::aos;
+    } else if (str == "soa" || str == "struct-of-arrays") {
+        layout = layout_type::soa;
+    } else {
+        in.setstate(std::ios::failbit);
+    }
+    return in;
+}
+
+}  // namespace plssvm::detail
\ No newline at end of file

From 2d5eb64d74d4f5fd0ca01f875b80a691238be3c1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 11 Aug 2022 16:15:56 +0200
Subject: [PATCH 0171/1010] Add tests for the cmd parameter_* classes.

---
 include/plssvm/constants.hpp                  |   9 +-
 .../plssvm/detail/cmd/parameter_predict.hpp   |  59 ++-
 include/plssvm/detail/cmd/parameter_scale.hpp |  59 +--
 include/plssvm/detail/cmd/parameter_train.hpp |  72 ++--
 include/plssvm/parameter.hpp                  |  11 +
 src/plssvm/detail/cmd/parameter_predict.cpp   | 223 ++++++-----
 src/plssvm/detail/cmd/parameter_scale.cpp     | 240 ++++++-----
 src/plssvm/detail/cmd/parameter_train.cpp     | 299 +++++++-------
 tests/CMakeLists.txt                          |   4 +
 tests/detail/cmd/parameter_predict.cpp        | 208 ++++++++++
 tests/detail/cmd/parameter_scale.cpp          | 221 +++++++++++
 tests/detail/cmd/parameter_train.cpp          | 372 ++++++++++++++++++
 tests/detail/cmd/utility.hpp                  | 110 ++++++
 13 files changed, 1435 insertions(+), 452 deletions(-)
 create mode 100644 tests/detail/cmd/parameter_predict.cpp
 create mode 100644 tests/detail/cmd/parameter_scale.cpp
 create mode 100644 tests/detail/cmd/parameter_train.cpp
 create mode 100644 tests/detail/cmd/utility.hpp

diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index 31de22b4d..8c3d819a0 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -9,11 +9,14 @@
  * @brief Global type definitions and compile-time constants.
  */
 
+#ifndef PLSSVM_CONSTANTS_HPP_
+#define PLSSVM_CONSTANTS_HPP_
 #pragma once
 
 namespace plssvm {
 
-inline bool verbose = true;
+constexpr bool verbose_default = true;
+inline bool verbose = verbose_default;
 
 /// Integer type used inside kernels.
 using kernel_index_type = int;
@@ -44,4 +47,6 @@ static_assert(THREAD_BLOCK_SIZE > 0, "THREAD_BLOCK_SIZE must be greater than 0!"
 static_assert(INTERNAL_BLOCK_SIZE > 0, "INTERNAL_BLOCK_SIZE must be greater than 0!");
 static_assert(OPENMP_BLOCK_SIZE > 0, "OPENMP_BLOCK_SIZE must be greater than 0!");
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm
+
+#endif  // PLSSVM_CONSTANTS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parameter_predict.hpp
index 1205647a5..9a89b3ecf 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parameter_predict.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
  */
 
+#ifndef PLSSVM_DETAIL_CMD_PARAMETER_PREDICT_HPP_
+#define PLSSVM_DETAIL_CMD_PARAMETER_PREDICT_HPP_
 #pragma once
 
 #include "plssvm/backend_types.hpp"                      // plssvm::backend_type
@@ -25,41 +27,36 @@ using namespace ::plssvm::sycl_generic;
 }
 
 /**
- * @brief Class for encapsulating all necessary parameters for predicting possibly provided through command line arguments.
+ * @brief Class for encapsulating all necessary parameters for prediction normally provided through command line arguments.
  */
 class parameter_predict {
- public:
-   /**
-    * @brief Default construct all parameters for prediction.
-    */
-   parameter_predict() = default;
+  public:
+    /**
+     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly.
+     * @param[in] argc the number of passed command line arguments
+     * @param[in] argv the command line arguments
+     */
+    parameter_predict(int argc, char **argv);
 
-   /**
-    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly. Parse the given model and test file.
-    * @param[in] argc the number of passed command line arguments
-    * @param[in] argv the command line arguments
-    */
-   parameter_predict(int argc, char **argv);
+    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, CUDA, HIP, OpenCL, or SYCL.
+    backend_type backend{ backend_type::automatic };
+    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD, or Intel.
+    target_platform target{ target_platform::automatic };
 
-   /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
-   backend_type backend = backend_type::automatic;
-   /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
-   target_platform target = target_platform::automatic;
+    /// The SYCL implementation to use with --backend=sycl.
+    sycl::implementation_type sycl_implementation_type{ sycl::implementation_type::automatic };
 
-   /// The SYCL implementation to use with --backend=sycl.
-   sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+    /// `true` if `std::string` should be used as label type instead of the default type `ìnt`.
+    bool strings_as_labels{ false };
+    /// `true` if `float` should be used as real type instead of the default type `double`.
+    bool float_as_real_type{ false };
 
-   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
-   bool strings_as_labels{ false };
-   /// `true`if `float` should be used as real type instead of the default type `double`.
-   bool float_as_real_type{ false };
-
-   /// The name of the data/test file to parse.
-   std::string input_filename{};
-   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-   std::string model_filename{};
-   /// The name of the file to write the prediction to.
-   std::string predict_filename{};
+    /// The name of the data file to predict.
+    std::string input_filename{};
+    /// The name of the model file containing the support vectors used for prediction.
+    std::string model_filename{};
+    /// The name of the file to write the predicted labels to.
+    std::string predict_filename{};
 };
 
 /**
@@ -70,4 +67,6 @@ class parameter_predict {
  */
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params);
 
-}  // namespace plssvm
+}  // namespace plssvm::detail::cmd
+
+#endif  // PLSSVM_DETAIL_CMD_PARAMETER_PREDICT_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parameter_scale.hpp
index 9c0a9f133..f9e3da1b3 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parameter_scale.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
  */
 
+#ifndef PLSSVM_DETAIL_CMD_PARAMETER_SCALE_HPP_
+#define PLSSVM_DETAIL_CMD_PARAMETER_SCALE_HPP_
 #pragma once
 
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
@@ -22,37 +24,34 @@ namespace plssvm::detail::cmd {
  * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
  */
 class parameter_scale {
- public:
-   /**
-    * @brief Default construct all training parameters.
-    */
-   parameter_scale() = default;
+  public:
+    /**
+     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
+     * @param[in] argc the number of passed command line arguments
+     * @param[in] argv the command line arguments
+     */
+    parameter_scale(int argc, char **argv);
 
-   /**
-    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
-    * @param[in] argc the number of passed command line arguments
-    * @param[in] argv the command line arguments
-    */
-   parameter_scale(int argc, char **argv);
+    /// The lower bound of the scaled data values.
+    double lower{ -1 };
+    /// The upper bound of the scaled data values.
+    double upper{ +1 };
+    /// The file type (currently either LIBSVM or ARFF) to which the scaled data should be written to.
+    file_format_type format{ file_format_type::libsvm };
 
-   /// The lower bound of the scaled data values.
-   double lower{ -1 };
-   /// The upper bound of the scaled data values.
-   double upper{ +1 };
-   /// The file type (either LIBSVM or ARFF) to which the scaled data should be written to.
-   file_format_type format{ file_format_type::libsvm };
+    /// `true` if `std::string` should be used as label type instead of the default type `ìnt`.
+    bool strings_as_labels{ false };
+    /// `true` if `float` should be used as real type instead of the default type `double`.
+    bool float_as_real_type{ false };
 
-   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
-   bool strings_as_labels{ false };
-   /// `true`if `float` should be used as real type instead of the default type `double`.
-   bool float_as_real_type{ false };
-
-   /// The name of the data/test file to parse.
-   std::string input_filename{};
-   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-   std::string scaled_filename{};
-   std::string save_filename{};
-   std::string restore_filename{};
+    /// The name of the data file to scale.
+    std::string input_filename{};
+    /// The name of the scaled data file to save.
+    std::string scaled_filename{};
+    /// The name of the file where the scaling factors are saved.
+    std::string save_filename{};
+    /// The name of the file from which the scaling factors should be restored.
+    std::string restore_filename{};
 };
 
 /**
@@ -63,4 +62,6 @@ class parameter_scale {
  */
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params);
 
-}  // namespace plssvm
+}  // namespace plssvm::detail::cmd
+
+#endif  // PLSSVM_DETAIL_CMD_PARAMETER_SCALE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index 2532dc92a..257b1d48a 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
  */
 
+#ifndef PLSSVM_DETAIL_CMD_PARAMETER_TRAIN_HPP_
+#define PLSSVM_DETAIL_CMD_PARAMETER_TRAIN_HPP_
 #pragma once
 
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
@@ -19,8 +21,9 @@
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include <iosfwd>  // forward declare std::ostream
-#include <string>  // std::string
+#include <cstddef>  // std::size_t
+#include <iosfwd>   // forward declare std::ostream
+#include <string>   // std::string
 
 namespace plssvm::detail::cmd {
 
@@ -33,45 +36,40 @@ using namespace ::plssvm::sycl_generic;
  */
 class parameter_train {
   public:
-   /**
-    * @brief Default construct all training parameters.
-    */
-   parameter_train() = default;
+    /**
+     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
+     * @param[in] argc the number of passed command line arguments
+     * @param[in] argv the command line arguments
+     */
+    parameter_train(int argc, char **argv);
 
-   /**
-    * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
-    * @param[in] argc the number of passed command line arguments
-    * @param[in] argv the command line arguments
-    */
-   parameter_train(int argc, char **argv);
+    /// Other base C-SVM parameters
+    parameter<double> csvm_params{};
 
-   /// Other base CSVM parameters
-   parameter<double> csvm_params{};
+    /// The error tolerance parameter for the CG algorithm.
+    default_value<double> epsilon{ default_init<double>{ 0.001 } };
+    /// The maximum number of iterations in the CG algorithm.
+    default_value<std::size_t> max_iter{ default_init<std::size_t>{ 0 } };
 
-   /// The error tolerance parameter for the CG algorithm.
-   default_value<double> epsilon = default_init<double>{ 0.001 };
-   /// The maximum number of iterations in the CG algorithm.
-   default_value<std::size_t> max_iter = default_init<std::size_t>{ 0 };
+    /// The used backend: automatic (depending on the specified target_platforms), OpenMP, CUDA, HIP, OpenCL, or SYCL.
+    backend_type backend{ backend_type::automatic };
+    /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
+    target_platform target{ target_platform::automatic };
 
-   /// The used backend: automatic (depending on the specified target_platforms), OpenMP, OpenCL, CUDA, or SYCL.
-   backend_type backend = backend_type::automatic;
-   /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD or Intel.
-   target_platform target = target_platform::automatic;
+    /// The kernel invocation type when using SYCL as backend.
+    sycl::kernel_invocation_type sycl_kernel_invocation_type{ sycl::kernel_invocation_type::automatic };
+    /// The SYCL implementation to use with --backend=sycl.
+    sycl::implementation_type sycl_implementation_type{ sycl::implementation_type::automatic };
 
-   /// The kernel invocation type when using SYCL as backend.
-   sycl::kernel_invocation_type sycl_kernel_invocation_type = sycl::kernel_invocation_type::automatic;
-   /// The SYCL implementation to use with --backend=sycl.
-   sycl::implementation_type sycl_implementation_type = sycl::implementation_type::automatic;
+    /// `true` if `std::string` should be used as label type instead of the default type `ìnt`.
+    bool strings_as_labels{ false };
+    /// `true` if `float` should be used as real type instead of the default type `double`.
+    bool float_as_real_type{ false };
 
-   /// `true`if `std::string` should be used as label type instead of the default type `ìnt`.
-   bool strings_as_labels{ false };
-   /// `true`if `float` should be used as real type instead of the default type `double`.
-   bool float_as_real_type{ false };
-
-   /// The name of the data/test file to parse.
-   std::string input_filename{};
-   /// The name of the model file to write the learned support vectors to/to parse the saved model from.
-   std::string model_filename{};
+    /// The name of the data/test file to parse.
+    std::string input_filename{};
+    /// The name of the model file to write the learned support vectors to/to parse the saved model from.
+    std::string model_filename{};
 };
 
 /**
@@ -82,4 +80,6 @@ class parameter_train {
  */
 std::ostream &operator<<(std::ostream &out, const parameter_train &params);
 
-}  // namespace plssvm
+}  // namespace plssvm::detail::cmd
+
+#endif  // PLSSVM_DETAIL_CMD_PARAMETER_TRAIN_HPP_
\ No newline at end of file
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 568e4e72e..2f7e97876 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -70,6 +70,17 @@ struct parameter {
 extern template struct parameter<float>;
 extern template struct parameter<double>;
 
+
+// comparison operations
+template <typename T>
+constexpr bool operator==(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
+    return lhs.kernel == rhs.kernel && lhs.degree == rhs.degree && lhs.gamma == rhs.gamma && lhs.coef0 == rhs.coef0 && lhs.cost == rhs.cost;
+}
+template <typename T>
+constexpr bool operator!=(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
+    return !(lhs == rhs);
+}
+
 /**
  * @brief Output all parameters encapsulated by @p params to the given output-stream @p out.
  * @tparam T the type of the data
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index aaab601bf..4a9c6035a 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -1,20 +1,21 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/detail/cmd/parameter_predict.hpp"
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/constants.hpp"                          // plssvm::verbose_default, plssvm::verbose
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 #include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
 
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
@@ -26,114 +27,130 @@
 namespace plssvm::detail::cmd {
 
 parameter_predict::parameter_predict(int argc, char **argv) {
-   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-   options
-       .positional_help("test_file model_file [output_file]")
-       .show_positional_help();
-   options
-       .set_width(150)
-       .set_tab_expansion()
-       // clang-format off
-       .add_options()
-           ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(fmt::format("{}", backend)))
-           ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(fmt::format("{}", target)))
+    // check for basic argc and argv correctness
+    PLSSVM_ASSERT(argc >= 1, fmt::format("At least one argument is always given (the executable name), but argc is {}!", argc));
+    PLSSVM_ASSERT(argv != nullptr, "At least one argument is always given (the executable name), but argv is a nullptr!");
+
+    // setup command line parser with all available options
+    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+    options
+        .positional_help("test_file model_file [output_file]")
+        .show_positional_help();
+    options
+        .set_width(150)
+        .set_tab_expansion()
+        // clang-format off
+        .add_options()
+            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<backend_type>()->default_value(fmt::format("{}", backend)))
+            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-           ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(fmt::format("{}", sycl_implementation_type)))
+            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(fmt::format("{}", sycl_implementation_type)))
 #endif
-           ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
-           ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
-           ("h,help", "print this helper message", cxxopts::value<bool>())
-           ("v,version", "print version information", cxxopts::value<bool>())
-           ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
-           ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
-           ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
-   // clang-format on
-
-   // parse command line options
-   cxxopts::ParseResult result;
-   try {
-       options.parse_positional({ "test", "model", "output" });
-       result = options.parse(argc, argv);
-   } catch (const std::exception &e) {
-       fmt::print("{}\n{}\n", e.what(), options.help());
-       std::exit(EXIT_FAILURE);
-   }
-
-   // print help message and exit
-   if (result.count("help")) {
-       fmt::print("{}", options.help());
-       std::exit(EXIT_SUCCESS);
-   }
-
-   // print version info
-   if (result.count("version")) {
-       fmt::print("plssvm-predict v{} ", version::version);
-       version::detail::print_git_info();
-       fmt::print("\n\n{}\n", version::name);
-       fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-       fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
+            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
+            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !verbose_default)))
+            ("h,help", "print this helper message", cxxopts::value<bool>())
+            ("v,version", "print version information", cxxopts::value<bool>())
+            ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
+            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file")
+            ("output", "", cxxopts::value<decltype(predict_filename)>(), "output_file");
+    // clang-format on
+
+    // parse command line options
+    cxxopts::ParseResult result;
+    try {
+        options.parse_positional({ "test", "model", "output" });
+        result = options.parse(argc, argv);
+    } catch (const std::exception &e) {
+        fmt::print(stderr, "{}\n", e.what());
+        fmt::print("{}\n", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // check if the number of positional arguments is not too large
+    if (!result.unmatched().empty()) {
+        fmt::print(stderr, "Only up to three positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " "));
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // print help message and exit
+    if (result.count("help")) {
+        fmt::print("{}", options.help());
+        std::exit(EXIT_SUCCESS);
+    }
+
+    // print version info
+    if (result.count("version")) {
+        fmt::print("plssvm-predict v{} ", version::version);
+        version::detail::print_git_info();
+        fmt::print("\n\n{}\n", version::name);
+        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-       fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
+        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
 #endif
-       fmt::print("\n{}\n", version::detail::copyright_notice);
-       std::exit(EXIT_SUCCESS);
-   }
+        fmt::print("\n{}\n", version::detail::copyright_notice);
+        std::exit(EXIT_SUCCESS);
+    }
 
-   // parse backend_type and cast the value to the respective enum
-   backend = result["backend"].as<decltype(backend)>();
+    // parse backend_type and cast the value to the respective enum
+    backend = result["backend"].as<decltype(backend)>();
 
-   // parse target_platform and cast the value to the respective enum
-   target = result["target_platform"].as<decltype(target)>();
+    // parse target_platform and cast the value to the respective enum
+    target = result["target_platform"].as<decltype(target)>();
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-   // parse SYCL implementation used in the SYCL backend
-   sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+    // parse SYCL implementation used in the SYCL backend
+    sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-   // parse whether strings should be used as labels
-   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
-
-   // parse whether output is quiet or not
-   plssvm::verbose = !plssvm::verbose;
-
-   // parse test data filename
-   if (!result.count("test")) {
-       fmt::print(stderr, "Error missing test file!\n");
-       fmt::print("{}", options.help());
-       std::exit(EXIT_FAILURE);
-   }
-   input_filename = result["test"].as<decltype(input_filename)>();
-
-   // parse model filename
-   if (!result.count("model")) {
-       fmt::print(stderr, "Error missing model file!\n");
-       fmt::print("{}", options.help());
-       std::exit(EXIT_FAILURE);
-   }
-   model_filename = result["model"].as<decltype(model_filename)>();
-
-   // parse output filename
-   if (result.count("output")) {
-       predict_filename = result["output"].as<decltype(predict_filename)>();
-   } else {
-       std::filesystem::path input_path{ input_filename };
-       model_filename = input_path.replace_filename(input_path.filename().string() + ".predict").string();
-   }
+    // parse whether strings should be used as labels
+    strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
+
+    // parse whether float should be used as real_type instead of double
+    float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
+
+    // parse whether output is quiet or not
+    plssvm::verbose = !result["quiet"].as<bool>();
+
+    // parse test data filename
+    if (!result.count("test")) {
+        fmt::print(stderr, "Error missing test file!\n");
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+    input_filename = result["test"].as<decltype(input_filename)>();
+
+    // parse model filename
+    if (!result.count("model")) {
+        fmt::print(stderr, "Error missing model file!\n");
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+    model_filename = result["model"].as<decltype(model_filename)>();
+
+    // parse output filename
+    if (result.count("output")) {
+        predict_filename = result["output"].as<decltype(predict_filename)>();
+    } else {
+        std::filesystem::path input_path{ input_filename };
+        predict_filename = input_path.replace_filename(input_path.filename().string() + ".predict").string();
+    }
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
     return out << fmt::format(
-        "label_type: {}\n"
-        "real_type: {}\n"
-        "input file (data set): '{}'\n"
-        "input file (model): '{}'\n"
-        "output file (prediction): '{}'\n",
-        params.strings_as_labels ? "std::string" : "int (default)",
-        params.float_as_real_type ? "float" : "double (default)",
-        params.input_filename,
-        params.model_filename,
-        params.predict_filename);
+               "label_type: {}\n"
+               "real_type: {}\n"
+               "input file (data set): '{}'\n"
+               "input file (model): '{}'\n"
+               "output file (prediction): '{}'\n",
+               params.strings_as_labels ? "std::string" : "int (default)",
+               params.float_as_real_type ? "float" : "double (default)",
+               params.input_filename,
+               params.model_filename,
+               params.predict_filename);
 }
 
-}  // namespace plssvm
+}  // namespace plssvm::detail::cmd
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 14bbf7639..7b968a2f8 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -8,10 +8,11 @@
 
 #include "plssvm/detail/cmd/parameter_scale.hpp"
 
-#include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
+#include "plssvm/constants.hpp"        // plssvm::verbose_default, plssvm::verbose
+#include "plssvm/detail/assert.hpp"    // PLSSVM_ASSERT
+#include "plssvm/version/version.hpp"  // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
 
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
@@ -23,14 +24,19 @@
 namespace plssvm::detail::cmd {
 
 parameter_scale::parameter_scale(int argc, char **argv) {
-   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-   options
-       .positional_help("input_file [scaled_file]")
-       .show_positional_help();
-   options
-       .set_width(150)
-       .set_tab_expansion()
-       // clang-format off
+    // check for basic argc and argv correctness
+    PLSSVM_ASSERT(argc >= 1, fmt::format("At least one argument is always given (the executable name), but argc is {}!", argc));
+    PLSSVM_ASSERT(argv != nullptr, "At least one argument is always given (the executable name), but argv is a nullptr!");
+
+    // setup command line parser with all available options
+    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+    options
+        .positional_help("input_file [scaled_file]")
+        .show_positional_help();
+    options
+        .set_width(150)
+        .set_tab_expansion()
+        // clang-format off
        .add_options()
            ("l,lower", "lower is the lowest (minimal) value allowed in each dimension", cxxopts::value<decltype(lower)>()->default_value(fmt::format("{}", lower)))
            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
@@ -39,108 +45,128 @@ parameter_scale::parameter_scale(int argc, char **argv) {
            ("r,restore_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !plssvm::verbose_default)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
            ("scaled", "", cxxopts::value<decltype(scaled_filename)>(), "scaled_file");
-   // clang-format on
-
-   // parse command line options
-   cxxopts::ParseResult result;
-   try {
-       options.parse_positional({ "input", "scaled" });
-       result = options.parse(argc, argv);
-   } catch (const std::exception &e) {
-       fmt::print("{}\n{}\n", e.what(), options.help());
-       std::exit(EXIT_FAILURE);
-   }
-
-   // print help message and exit
-   if (result.count("help")) {
-       fmt::print("{}", options.help());
-       std::exit(EXIT_SUCCESS);
-   }
-
-   // print version info
-   if (result.count("version")) {
-       fmt::print("plssvm-train v{} ", version::version);
-       version::detail::print_git_info();
-       fmt::print("\n\n{}\n", version::name);
-       fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-       fmt::print("\n{}\n", version::detail::copyright_notice);
-       std::exit(EXIT_SUCCESS);
-   }
-
-   // parse the lowest allowed value
-   lower = result["lower"].as<decltype(lower)>();
-
-   // parse the highest allowed value
-   upper = result["upper"].as<decltype(upper)>();
-
-   // parse the file format
-   format = result["format"].as<decltype(format)>();
-
-   // parse whether strings should be used as labels
-   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
-
-   // parse whether floats should be used as real_type
-   float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
-
-   // parse whether output is quiet or not
-   plssvm::verbose = !plssvm::verbose;
-
-   // parse input data filename
-   if (!result.count("input")) {
-       fmt::print(stderr, "Error missing input file!\n");
-       fmt::print("{}", options.help());
-       std::exit(EXIT_FAILURE);
-   }
-   input_filename = result["input"].as<decltype(input_filename)>();
-
-   // parse output model filename
-   if (result.count("scaled")) {
-       scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
-   } else {
-       std::filesystem::path input_path{ input_filename };
-       scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
-   }
-
-   if (result.count("save_filename") && result.count("restore_filename")) {
-       fmt::print(stderr, "Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!");
-       fmt::print("{}", options.help());
-       std::exit(EXIT_FAILURE);
-   }
-
-   if (result.count("save_filename")) {
-       save_filename = result["save_filename"].as<decltype(save_filename)>();
-   }
-
-   if (result.count("restore_filename")) {
-       if (result.count("lower") || result.count("upper")) {
-           std::clog << "Warning: provided -l (--lower) and/or -u (--upper) together with -r (--restore_filename); ignoring -l/-u" << std::endl;
-       }
-       restore_filename = result["restore_filename"].as<decltype(restore_filename)>();
-   }
-
+    // clang-format on
+
+    // parse command line options
+    cxxopts::ParseResult result;
+    try {
+        options.parse_positional({ "input", "scaled" });
+        result = options.parse(argc, argv);
+    } catch (const std::exception &e) {
+        fmt::print("{}\n{}\n", e.what(), options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // check if the number of positional arguments is not too large
+    if (!result.unmatched().empty()) {
+        fmt::print(stderr, "Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " "));
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // print help message and exit
+    if (result.count("help")) {
+        fmt::print("{}", options.help());
+        std::exit(EXIT_SUCCESS);
+    }
+
+    // print version info
+    if (result.count("version")) {
+        fmt::print("plssvm-train v{} ", version::version);
+        version::detail::print_git_info();
+        fmt::print("\n\n{}\n", version::name);
+        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+        fmt::print("\n{}\n", version::detail::copyright_notice);
+        std::exit(EXIT_SUCCESS);
+    }
+
+    // parse the lowest allowed value
+    lower = result["lower"].as<decltype(lower)>();
+
+    // parse the highest allowed value
+    upper = result["upper"].as<decltype(upper)>();
+
+    // lower must be strictly less than upper!
+    if (lower >= upper) {
+        fmt::print(stderr, "Error invalid scaling range [lower, upper] with [{}, {}]!\n", lower, upper);
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // parse the file format
+    format = result["format"].as<decltype(format)>();
+
+    // parse whether strings should be used as labels
+    strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
+
+    // parse whether floats should be used as real_type
+    float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
+
+    // parse whether output is quiet or not
+    plssvm::verbose = !result["quiet"].as<bool>();
+
+    // parse input data filename
+    if (!result.count("input")) {
+        fmt::print(stderr, "Error missing input file!\n");
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+    input_filename = result["input"].as<decltype(input_filename)>();
+
+    // parse output model filename
+    if (result.count("scaled")) {
+        scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
+    } else {
+        std::filesystem::path input_path{ input_filename };
+        scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+    }
+
+    // can only use one of save_filename or restore_filename
+    if (result.count("save_filename") && result.count("restore_filename")) {
+        fmt::print(stderr, "Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!\n");
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // parse the file name to save the calculated weights to
+    if (result.count("save_filename")) {
+        save_filename = result["save_filename"].as<decltype(save_filename)>();
+    }
+
+    // parse the file name to restore the previously saved weights from
+    if (result.count("restore_filename")) {
+        if (result.count("lower") || result.count("upper")) {
+            std::clog << "Warning: provided -l (--lower) and/or -u (--upper) together with -r (--restore_filename); ignoring -l/-u" << std::endl;
+        }
+        restore_filename = result["restore_filename"].as<decltype(restore_filename)>();
+    }
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
-   return out << fmt::format(
-              "lower: {}\n"
-              "upper: {}\n"
-              "label_type: {}\n"
-              "real_type: {}\n"
-              "output file format: {}\n"
-              "input file (data set): '{}'\n"
-              "output file (scaled data set): '{}'\n",
-              params.lower,
-              params.upper,
-              params.strings_as_labels ? "std::string" : "int (default)",
-              params.float_as_real_type ? "float" : "double (default)",
-              params.format,
-              params.input_filename,
-              params.scaled_filename);
+    return out << fmt::format(
+               "lower: {}\n"
+               "upper: {}\n"
+               "label_type: {}\n"
+               "real_type: {}\n"
+               "output file format: {}\n"
+               "input file: '{}'\n"
+               "scaled file: '{}'\n"
+               "save file (scaling factors): '{}'\n"
+               "restore file (scaling factors): '{}'\n",
+               params.lower,
+               params.upper,
+               params.strings_as_labels ? "std::string" : "int (default)",
+               params.float_as_real_type ? "float" : "double (default)",
+               params.format,
+               params.input_filename,
+               params.scaled_filename,
+               params.save_filename,
+               params.restore_filename);
 }
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::detail::cmd
\ No newline at end of file
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 65d4834c4..8e1e3171e 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -10,9 +10,10 @@
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose
+#include "plssvm/constants.hpp"                          // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/default_value.hpp"                      // plssvm::default_value
 #include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
@@ -31,14 +32,18 @@
 namespace plssvm::detail::cmd {
 
 parameter_train::parameter_train(int argc, char **argv) {
-   cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
-   options
-       .positional_help("training_set_file [model_file]")
-       .show_positional_help();
-   options
-       .set_width(150)
-       .set_tab_expansion()
-       // clang-format off
+    // check for basic argc and argv correctness
+    PLSSVM_ASSERT(argc >= 1, fmt::format("At least one argument is always given (the executable name), but argc is {}!", argc));
+    PLSSVM_ASSERT(argv != nullptr, "At least one argument is always given (the executable name), but argv is a nullptr!");
+
+    cxxopts::Options options(argv[0], "LS-SVM with multiple (GPU-)backends");
+    options
+        .positional_help("training_set_file [model_file]")
+        .show_positional_help();
+    options
+        .set_width(150)
+        .set_tab_expansion()
+        // clang-format off
        .add_options()
            ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<typename decltype(csvm_params.kernel)::value_type>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
            ("d,degree", "set degree in kernel function", cxxopts::value<typename decltype(csvm_params.degree)::value_type>()->default_value(fmt::format("{}", csvm_params.degree)))
@@ -46,7 +51,7 @@ parameter_train::parameter_train(int argc, char **argv) {
            ("r,coef0", "set coef0 in kernel function", cxxopts::value<typename decltype(csvm_params.coef0)::value_type>()->default_value(fmt::format("{}", csvm_params.coef0)))
            ("c,cost", "set the parameter C", cxxopts::value<typename decltype(csvm_params.cost)::value_type>()->default_value(fmt::format("{}", csvm_params.cost)))
            ("e,epsilon", "set the tolerance of termination criterion", cxxopts::value<typename decltype(epsilon)::value_type>()->default_value(fmt::format("{}", epsilon)))
-           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<typename decltype(max_iter)::value_type>())
+           ("i,max_iter", "set the maximum number of CG iterations (default: num_features)", cxxopts::value<long long int>())
            ("b,backend", fmt::format("choose the backend: {}", fmt::join(list_available_backends(), "|")), cxxopts::value<decltype(backend)>()->default_value(fmt::format("{}", backend)))
            ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<decltype(target)>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -55,133 +60,139 @@ parameter_train::parameter_train(int argc, char **argv) {
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>(plssvm::verbose)->default_value(fmt::format("{}", !plssvm::verbose)))
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !verbose_default)))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
            ("model", "", cxxopts::value<decltype(model_filename)>(), "model_file");
-   // clang-format on
-
-   // parse command line options
-   cxxopts::ParseResult result;
-   try {
-       options.parse_positional({ "input", "model" });
-       result = options.parse(argc, argv);
-   } catch (const std::exception &e) {
-       fmt::print("{}\n{}\n", e.what(), options.help());
-       std::exit(EXIT_FAILURE);
-   }
-
-   // print help message and exit
-   if (result.count("help")) {
-       fmt::print("{}", options.help());
-       std::exit(EXIT_SUCCESS);
-   }
-
-   // print version info
-   if (result.count("version")) {
-       fmt::print("plssvm-train v{} ", version::version);
-       version::detail::print_git_info();
-       fmt::print("\n\n{}\n", version::name);
-       fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-       fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
+    // clang-format on
+
+    // parse command line options
+    cxxopts::ParseResult result;
+    try {
+        options.parse_positional({ "input", "model" });
+        result = options.parse(argc, argv);
+    } catch (const std::exception &e) {
+        fmt::print("{}\n{}\n", e.what(), options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // check if the number of positional arguments is not too large
+    if (!result.unmatched().empty()) {
+        fmt::print(stderr, "Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " "));
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+
+    // print help message and exit
+    if (result.count("help")) {
+        fmt::print("{}", options.help());
+        std::exit(EXIT_SUCCESS);
+    }
+
+    // print version info
+    if (result.count("version")) {
+        fmt::print("plssvm-train v{} ", version::version);
+        version::detail::print_git_info();
+        fmt::print("\n\n{}\n", version::name);
+        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
+        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-       fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
+        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
 #endif
-       fmt::print("\n{}\n", version::detail::copyright_notice);
-       std::exit(EXIT_SUCCESS);
-   }
-
-
-   // parse kernel_type and cast the value to the respective enum
-   if (result.count("kernel_type")) {
-       csvm_params.kernel = result["kernel_type"].as<typename decltype(csvm_params.kernel)::value_type>();
-   }
-
-   // parse degree
-   if (result.count("degree")) {
-      csvm_params.degree = result["degree"].as<typename decltype(csvm_params.degree)::value_type>();
-   }
-
-   // parse gamma
-   if (result.count("gamma")) {
-       typename decltype(csvm_params.gamma)::value_type gamma_input = result["gamma"].as<typename decltype(csvm_params.gamma)::value_type>();
-       // check if the provided gamma is legal
-       if (gamma_input <= decltype(gamma_input){ 0.0 }) {
-           fmt::print(stderr, "gamma must be greater than 0.0, but is {}!\n", gamma_input);
-           fmt::print("{}", options.help());
-           std::exit(EXIT_FAILURE);
-       }
-       // provided gamma was legal -> override default value
-       csvm_params.gamma = gamma_input;
-   }
-
-   // parse coef0
-   if (result.count("coef0")) {
-       csvm_params.coef0 = result["coef0"].as<typename decltype(csvm_params.coef0)::value_type>();
-   }
-
-   // parse cost
-   if (result.count("cost")) {
-       csvm_params.cost = result["cost"].as<typename decltype(csvm_params.cost)::value_type>();
-   }
-
-   // parse epsilon
-   if (result.count("epsilon")) {
-       epsilon = result["epsilon"].as<typename decltype(epsilon)::value_type>();
-   }
-
-   // parse max_iter
-   if (result.count("max_iter")) {
-       typename decltype(max_iter)::value_type max_iter_input = result["max_iter"].as<typename decltype(max_iter)::value_type>();
-       // check if the provided max_iter is legal
-       if (max_iter_input == decltype(max_iter_input){ 0 }) {
-           fmt::print(stderr, "max_iter must be greater than 0, but is {}!\n", max_iter_input);
-           fmt::print("{}", options.help());
-           std::exit(EXIT_FAILURE);
-       }
-       // provided max_iter was legal -> override default value
-       max_iter = max_iter_input;
-   }
-
-   // parse backend_type and cast the value to the respective enum
-   backend = result["backend"].as<decltype(backend)>();
-
-   // parse target_platform and cast the value to the respective enum
-   target = result["target_platform"].as<decltype(target)>();
+        fmt::print("\n{}\n", version::detail::copyright_notice);
+        std::exit(EXIT_SUCCESS);
+    }
+
+    // parse kernel_type and cast the value to the respective enum
+    if (result.count("kernel_type")) {
+        csvm_params.kernel = result["kernel_type"].as<typename decltype(csvm_params.kernel)::value_type>();
+    }
+
+    // parse degree
+    if (result.count("degree")) {
+        csvm_params.degree = result["degree"].as<typename decltype(csvm_params.degree)::value_type>();
+    }
+
+    // parse gamma
+    if (result.count("gamma")) {
+        typename decltype(csvm_params.gamma)::value_type gamma_input = result["gamma"].as<typename decltype(csvm_params.gamma)::value_type>();
+        // check if the provided gamma is legal
+        if (gamma_input <= decltype(gamma_input){ 0.0 }) {
+            fmt::print(stderr, "gamma must be greater than 0.0, but is {}!\n", gamma_input);
+            fmt::print("{}", options.help());
+            std::exit(EXIT_FAILURE);
+        }
+        // provided gamma was legal -> override default value
+        csvm_params.gamma = gamma_input;
+    }
+
+    // parse coef0
+    if (result.count("coef0")) {
+        csvm_params.coef0 = result["coef0"].as<typename decltype(csvm_params.coef0)::value_type>();
+    }
+
+    // parse cost
+    if (result.count("cost")) {
+        csvm_params.cost = result["cost"].as<typename decltype(csvm_params.cost)::value_type>();
+    }
+
+    // parse epsilon
+    if (result.count("epsilon")) {
+        epsilon = result["epsilon"].as<typename decltype(epsilon)::value_type>();
+    }
+
+    // parse max_iter
+    if (result.count("max_iter")) {
+        const auto max_iter_input = result["max_iter"].as<long long int>();
+        // check if the provided max_iter is legal
+        if (max_iter_input <= decltype(max_iter_input){ 0 }) {
+            fmt::print(stderr, "max_iter must be greater than 0, but is {}!\n", max_iter_input);
+            fmt::print("{}", options.help());
+            std::exit(EXIT_FAILURE);
+        }
+        // provided max_iter was legal -> override default value
+        max_iter = static_cast<typename decltype(max_iter)::value_type>(max_iter_input);
+    }
+
+    // parse backend_type and cast the value to the respective enum
+    backend = result["backend"].as<decltype(backend)>();
+
+    // parse target_platform and cast the value to the respective enum
+    target = result["target_platform"].as<decltype(target)>();
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-   // parse kernel invocation type when using SYCL as backend
-   sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
+    // parse kernel invocation type when using SYCL as backend
+    sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
 
-   // parse SYCL implementation used in the SYCL backend
-   sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+    // parse SYCL implementation used in the SYCL backend
+    sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
 #endif
 
-   // parse whether strings should be used as labels
-   strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
-
-   // parse whether floats should be used as real_type
-   float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
-
-   // parse whether output is quiet or not
-   plssvm::verbose = !plssvm::verbose;
-
-   // parse input data filename
-   if (!result.count("input")) {
-       fmt::print(stderr, "Error missing input file!\n");
-       fmt::print("{}", options.help());
-       std::exit(EXIT_FAILURE);
-   }
-   input_filename = result["input"].as<decltype(input_filename)>();
-
-   // parse output model filename
-   if (result.count("model")) {
-       model_filename = result["model"].as<decltype(model_filename)>();
-   } else {
-       std::filesystem::path input_path{ input_filename };
-       model_filename = input_path.replace_filename(input_path.filename().string() + ".model").string();
-   }
+    // parse whether strings should be used as labels
+    strings_as_labels = result["use_strings_as_labels"].as<decltype(strings_as_labels)>();
+
+    // parse whether floats should be used as real_type
+    float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
+
+    // parse whether output is quiet or not
+    plssvm::verbose = !result["quiet"].as<bool>();
+
+    // parse input data filename
+    if (!result.count("input")) {
+        fmt::print(stderr, "Error missing input file!\n");
+        fmt::print("{}", options.help());
+        std::exit(EXIT_FAILURE);
+    }
+    input_filename = result["input"].as<decltype(input_filename)>();
+
+    // parse output model filename
+    if (result.count("model")) {
+        model_filename = result["model"].as<decltype(model_filename)>();
+    } else {
+        std::filesystem::path input_path{ input_filename };
+        model_filename = input_path.replace_filename(input_path.filename().string() + ".model").string();
+    }
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
@@ -189,17 +200,15 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
     switch (params.csvm_params.kernel) {
         case kernel_type::linear:
             break;
-        case kernel_type::polynomial:
-            {
-                if (params.csvm_params.gamma.is_default()) {
-                    out << "gamma: 1 / num_features (default)\n";
-                } else {
-                    out << fmt::format("gamma: {}\n", params.csvm_params.gamma.value());
-                }
-                out << fmt::format("coef0: {}{}\n", params.csvm_params.coef0.value(), params.csvm_params.coef0.is_default() ? " (default)" : "");
-                out << fmt::format("degree: {}{}\n", params.csvm_params.degree.value(), params.csvm_params.degree.is_default() ? " (default)" : "");
+        case kernel_type::polynomial: {
+            if (params.csvm_params.gamma.is_default()) {
+                out << "gamma: 1 / num_features (default)\n";
+            } else {
+                out << fmt::format("gamma: {}\n", params.csvm_params.gamma.value());
             }
-            break;
+            out << fmt::format("coef0: {}{}\n", params.csvm_params.coef0.value(), params.csvm_params.coef0.is_default() ? " (default)" : "");
+            out << fmt::format("degree: {}{}\n", params.csvm_params.degree.value(), params.csvm_params.degree.is_default() ? " (default)" : "");
+        } break;
         case kernel_type::rbf:
             out << fmt::format("gamma: {}\n", params.csvm_params.gamma);
             break;
@@ -213,14 +222,14 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
     }
 
     return out << fmt::format(
-        "label_type: {}\n"
-        "real_type: {}\n"
-        "input file (data set): '{}'\n"
-        "output file (model): '{}'\n",
-        params.strings_as_labels ? "std::string" : "int (default)",
-        params.float_as_real_type ? "float" : "double (default)",
-        params.input_filename,
-        params.model_filename);
+               "label_type: {}\n"
+               "real_type: {}\n"
+               "input file (data set): '{}'\n"
+               "output file (model): '{}'\n",
+               params.strings_as_labels ? "std::string" : "int (default)",
+               params.float_as_real_type ? "float" : "double (default)",
+               params.input_filename,
+               params.model_filename);
 }
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::detail::cmd
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index a6113cc29..7a424d74f 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -106,6 +106,10 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_predict.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
 )
 
 # create test executable
diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
new file mode 100644
index 000000000..dc87fb210
--- /dev/null
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -0,0 +1,208 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the predict cmd parameter parsing.
+ */
+
+#include "plssvm/detail/cmd/parameter_predict.hpp"
+#include "plssvm/constants.hpp"  // plssvm::verbose
+
+#include "utility.hpp"  // util::{ParameterBase, convert_to_string, convert_from_string}
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
+                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::ExitedWithCode
+
+#include <string>  // std::string
+#include <tuple>   // std::tuple
+
+class ParameterPredict : public util::ParameterBase {};
+class ParameterPredictDeathTest : public util::ParameterBase {};
+
+TEST_F(ParameterPredict, minimal) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+
+    // check parsed values
+    EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
+    EXPECT_EQ(params.target, plssvm::target_platform::automatic);
+    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_FALSE(params.strings_as_labels);
+    EXPECT_FALSE(params.float_as_real_type);
+    EXPECT_EQ(params.input_filename, "data.libsvm");
+    EXPECT_EQ(params.model_filename, "data.libsvm.model");
+    EXPECT_EQ(params.predict_filename, "data.libsvm.predict");
+}
+
+TEST_F(ParameterPredict, minimal_output) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test output string
+    EXPECT_EQ(util::convert_to_string(params), "label_type: int (default)\nreal_type: double (default)\ninput file (data set): 'data.libsvm'\ninput file (model): 'data.libsvm.model'\noutput file (prediction): 'data.libsvm.predict'\n");
+}
+
+TEST_F(ParameterPredict, all_arguments) {
+    // create artificial command line arguments in test fixture
+    std::string sycl_specific_flag;
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    sycl_specific_flag = "--sycl_implementation_type dpcpp ";
+#endif
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+
+    // check parsed values
+    EXPECT_EQ(params.backend, plssvm::backend_type::cuda);
+    EXPECT_EQ(params.target, plssvm::target_platform::gpu_nvidia);
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
+#else
+    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+#endif
+    EXPECT_TRUE(params.strings_as_labels);
+    EXPECT_TRUE(params.float_as_real_type);
+    EXPECT_EQ(params.input_filename, "data.libsvm");
+    EXPECT_EQ(params.model_filename, "data.libsvm.model");
+    EXPECT_EQ(params.predict_filename, "data.libsvm.predict");
+}
+
+TEST_F(ParameterPredict, all_arguments_output) {
+    // create artificial command line arguments in test fixture
+    std::string sycl_specific_flag;
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    sycl_specific_flag = "--sycl_implementation_type dpcpp ";
+#endif
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test output string
+    EXPECT_EQ(util::convert_to_string(params), "label_type: std::string\nreal_type: float\ninput file (data set): 'data.libsvm'\ninput file (model): 'data.libsvm.model'\noutput file (prediction): 'data.libsvm.predict'\n");
+}
+
+// test all command line parameter separately
+class ParameterPredictBackend : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterPredictBackend, parsing) {
+    const auto &[flag, value] = GetParam();
+    // convert string to backend
+    const auto backend = util::convert_from_string<plssvm::backend_type>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.backend, backend);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictBackend, ::testing::Combine(::testing::Values("-b", "--backend"), ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+
+class ParameterPredictTargetPlatform : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterPredictTargetPlatform, parsing) {
+    const auto &[flag, value] = GetParam();
+    // convert string to target_platform
+    const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.target, target_platform);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::testing::Combine(::testing::Values("-p", "--target_platform"), ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+
+class ParameterPredictSYCLImplementation : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterPredictSYCLImplementation, parsing) {
+    // convert string to sycl::implementation_type
+    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(GetParam());
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm data.libsvm.model", GetParam()));
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictSYCLImplementation, ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++"));
+
+#endif  // PLSSVM_HAS_SYCL_BACKEND
+
+class ParameterPredictUseStringsAsLabels : public ParameterPredict, public ::testing::WithParamInterface<bool> {};
+TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_strings_as_labels={} data.libsvm data.libsvm.model", GetParam()));
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.strings_as_labels, GetParam());
+}
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Values(true, false));
+
+class ParameterPredictUseFloatAsRealType : public ParameterPredict, public ::testing::WithParamInterface<bool> {};
+TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_float_as_real_type={} data.libsvm data.libsvm.model", GetParam()));
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.float_as_real_type, GetParam());
+}
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Values(true, false));
+
+class ParameterPredictQuiet : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterPredictQuiet, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {} data.libsvm data.libsvm.model", flag));
+    // create parameter object
+    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(plssvm::verbose, flag.empty());
+}
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""));
+
+// test whether nonsensical cmd arguments trigger the assertions
+TEST_F(ParameterPredictDeathTest, too_few_argc) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+}
+TEST_F(ParameterPredictDeathTest, nullptr_argv) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+}
+
+TEST_F(ParameterPredictDeathTest, help) {
+    this->CreateCMDArgs("./plssvm-predict --help");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+}
+TEST_F(ParameterPredictDeathTest, version) {
+    this->CreateCMDArgs("./plssvm-predict --version");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+}
+TEST_F(ParameterPredictDeathTest, no_positional_argument) {
+    this->CreateCMDArgs("./plssvm-predict");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing test file!\n");
+}
+TEST_F(ParameterPredictDeathTest, single_positional_argument) {
+    this->CreateCMDArgs("./plssvm-predict data.libsvm");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing model file!\n");
+}
+
+TEST_F(ParameterPredictDeathTest, too_many_positional_arguments) {
+    this->CreateCMDArgs("./plssvm-predict p1 p2 p3 p4");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to three positional options may be given, but 1 (\"p4\") additional option(s) where provided!"));
+}
+
+TEST_F(ParameterPredictDeathTest, unrecognized_option) {
+    this->CreateCMDArgs("./plssvm-predict --foo bar");
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), "");
+}
\ No newline at end of file
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
new file mode 100644
index 000000000..57de5a9c0
--- /dev/null
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -0,0 +1,221 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the scale cmd parameter parsing.
+ */
+
+#include "plssvm/detail/cmd/parameter_scale.hpp"
+#include "plssvm/constants.hpp"  // plssvm::verbose
+
+#include "utility.hpp"  // util::{ParameterBase, convert_to_string, convert_from_string}
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
+                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::ExitedWithCode
+
+#include <string>  // std::string
+#include <tuple>   // std::tuple
+
+class ParameterScale : public util::ParameterBase {};
+class ParameterScaleDeathTest : public util::ParameterBase {};
+
+TEST_F(ParameterScale, minimal) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+
+    // check default values
+    EXPECT_DOUBLE_EQ(-1.0, params.lower);
+    EXPECT_DOUBLE_EQ(+1.0, params.upper);
+    EXPECT_EQ(params.format, plssvm::file_format_type::libsvm);
+    EXPECT_FALSE(params.strings_as_labels);
+    EXPECT_FALSE(params.float_as_real_type);
+    EXPECT_EQ(params.input_filename, "data.libsvm");
+    EXPECT_EQ(params.scaled_filename, "data.libsvm.scaled");
+    EXPECT_EQ(params.save_filename, "");
+    EXPECT_EQ(params.restore_filename, "");
+}
+TEST_F(ParameterScale, minimal_output) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+
+    // test output string
+    EXPECT_EQ(util::convert_to_string(params), "lower: -1\nupper: 1\nlabel_type: int (default)\nreal_type: double (default)\noutput file format: libsvm\ninput file: 'data.libsvm'\nscaled file: 'data.libsvm.scaled'\nsave file (scaling factors): ''\nrestore file (scaling factors): ''\n");
+}
+
+TEST_F(ParameterScale, all_arguments) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+
+    // check default values
+    EXPECT_DOUBLE_EQ(-2.0, params.lower);
+    EXPECT_DOUBLE_EQ(+2.5, params.upper);
+    EXPECT_EQ(params.format, plssvm::file_format_type::arff);
+    EXPECT_TRUE(params.strings_as_labels);
+    EXPECT_TRUE(params.float_as_real_type);
+    EXPECT_EQ(params.input_filename, "data.libsvm");
+    EXPECT_EQ(params.scaled_filename, "data.libsvm.scaled");
+    EXPECT_EQ(params.save_filename, "data.libsvm.save");
+    EXPECT_EQ(params.restore_filename, "");
+}
+TEST_F(ParameterScale, all_arguments_output) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+
+    // test output string
+    EXPECT_EQ(util::convert_to_string(params), "lower: -2\nupper: 2.5\nlabel_type: std::string\nreal_type: float\noutput file format: arff\ninput file: 'data.libsvm'\nscaled file: 'data.libsvm.scaled'\nsave file (scaling factors): 'data.libsvm.save'\nrestore file (scaling factors): ''\n");
+}
+
+// test all command line parameter separately
+class ParameterScaleLower : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParameterScaleLower, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.lower, value);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleLower, ::testing::Combine(::testing::Values("-l", "--lower"), ::testing::Values(-2.5, -1.0, -0.01, 0.0)));
+
+class ParameterScaleUpper : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParameterScaleUpper, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.upper, value);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUpper, ::testing::Combine(::testing::Values("-u", "--upper"), ::testing::Values(0.0, 0.01, 1.0, 2.5)));
+
+class ParameterScaleFileFormat : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterScaleFileFormat, parsing) {
+    const auto &[flag, value] = GetParam();
+    // convert string to backend
+    const auto backend = util::convert_from_string<plssvm::file_format_type>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.format, backend);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleFileFormat, ::testing::Combine(::testing::Values("-f", "--format"), ::testing::Values("libsvm", "LIBSVM", "arff", "ARFF")));
+
+class ParameterScaleSaveFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterScaleSaveFilename, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.save_filename, value);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleSaveFilename, ::testing::Combine(::testing::Values("-s", "--save_filename"), ::testing::Values("data.libsvm.scaled", "output.txt")));
+
+class ParameterScaleRestoreFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterScaleRestoreFilename, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.restore_filename, value);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testing::Combine(::testing::Values("-r", "--restore_filename"), ::testing::Values("data.libsvm.weights", "output.txt")));
+
+class ParameterScaleUseStringsAsLabels : public ParameterScale, public ::testing::WithParamInterface<bool> {};
+TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_strings_as_labels={} data.libsvm", GetParam()));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.strings_as_labels, GetParam());
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Values(true, false));
+
+class ParameterScaleUseFloatAsRealType : public ParameterScale, public ::testing::WithParamInterface<bool> {};
+TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_float_as_real_type={} data.libsvm", GetParam()));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.float_as_real_type, GetParam());
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Values(true, false));
+
+class ParameterScaleQuiet : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterScaleQuiet, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {} data.libsvm", flag));
+    // create parameter object
+    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(plssvm::verbose, flag.empty());
+}
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""));
+
+// test whether nonsensical cmd arguments trigger the assertions
+TEST_F(ParameterScaleDeathTest, too_few_argc) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+}
+TEST_F(ParameterScaleDeathTest, nullptr_argv) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+}
+
+// illegal [lower, upper] bound range
+TEST_F(ParameterScaleDeathTest, illegal_scaling_range) {
+    this->CreateCMDArgs("./plssvm-scale -l 1.0 -u -1.0 data.libsvm");
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
+}
+
+TEST_F(ParameterScaleDeathTest, help) {
+    this->CreateCMDArgs("./plssvm-scale --help");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+}
+TEST_F(ParameterScaleDeathTest, version) {
+    this->CreateCMDArgs("./plssvm-scale --version");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+}
+TEST_F(ParameterScaleDeathTest, no_positional_argument) {
+    this->CreateCMDArgs("./plssvm-scale");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing input file!\n");
+}
+TEST_F(ParameterScaleDeathTest, save_and_restore) {
+    this->CreateCMDArgs("./plssvm-scale -s data.libsvm.save -r data.libsvm.restore data.libsvm");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::Eq("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!\n"));
+}
+
+TEST_F(ParameterScaleDeathTest, too_many_positional_arguments) {
+    this->CreateCMDArgs("./plssvm-scale p1 p2 p3 p4");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to two positional options may be given, but 2 (\"p3 p4\") additional option(s) where provided!"));
+}
+
+TEST_F(ParameterScaleDeathTest, unrecognized_option) {
+    this->CreateCMDArgs("./plssvm-scale --foo bar");
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), "");
+}
\ No newline at end of file
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
new file mode 100644
index 000000000..8177d5b83
--- /dev/null
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -0,0 +1,372 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the train cmd parameter parsing.
+ */
+
+#include "plssvm/detail/cmd/parameter_train.hpp"
+#include "plssvm/constants.hpp"  // plssvm::verbose
+
+#include "utility.hpp"  // util::{ParameterBase, convert_to_string, convert_from_string}
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
+                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::ExitedWithCode
+
+#include <string>  // std::string
+#include <tuple>   // std::tuple
+
+class ParameterTrain : public util::ParameterBase {};
+class ParameterTrainDeathTest : public util::ParameterBase {};
+
+TEST_F(ParameterTrain, minimal) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+
+    // check parsed values
+    EXPECT_EQ(params.csvm_params, plssvm::parameter<double>{});
+    EXPECT_TRUE(params.epsilon.is_default());
+    EXPECT_EQ(params.epsilon.value(), 0.001);
+    EXPECT_TRUE(params.max_iter.is_default());
+    EXPECT_EQ(params.max_iter.value(), 0);
+    EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
+    EXPECT_EQ(params.target, plssvm::target_platform::automatic);
+    EXPECT_EQ(params.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
+    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_FALSE(params.strings_as_labels);
+    EXPECT_FALSE(params.float_as_real_type);
+    EXPECT_EQ(params.input_filename, "data.libsvm");
+    EXPECT_EQ(params.model_filename, "data.libsvm.model");
+}
+TEST_F(ParameterTrain, minimal_output) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+
+    // test output string
+    std::string correct =
+        "kernel_type: linear -> u'*v\n"
+        "cost: 1 (default)\n"
+        "epsilon: 0.001 (default)\n"
+        "max_iter: num_data_points (default)\n"
+        "label_type: int (default)\n"
+        "real_type: double (default)\n"
+        "input file (data set): 'data.libsvm'\n"
+        "output file (model): 'data.libsvm.model'\n";
+    EXPECT_EQ(util::convert_to_string(params), correct);
+}
+
+TEST_F(ParameterTrain, all_arguments) {
+    // create artificial command line arguments in test fixture
+    std::string sycl_specific_flag;
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    sycl_specific_flag = "--sycl_kernel_invocation_type nd_range --sycl_implementation_type dpcpp ";
+#endif
+    this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+
+    // check parsed values
+    EXPECT_EQ(params.csvm_params.kernel, plssvm::kernel_type::polynomial);
+    EXPECT_EQ(params.csvm_params.degree, 2);
+    EXPECT_EQ(params.csvm_params.gamma, 1.5);
+    EXPECT_EQ(params.csvm_params.coef0, -1.5);
+    EXPECT_EQ(params.csvm_params.cost, 2);
+
+    EXPECT_FALSE(params.epsilon.is_default());
+    EXPECT_EQ(params.epsilon.value(), 1e-10);
+    EXPECT_FALSE(params.max_iter.is_default());
+    EXPECT_EQ(params.max_iter.value(), 100);
+    EXPECT_EQ(params.backend, plssvm::backend_type::cuda);
+    EXPECT_EQ(params.target, plssvm::target_platform::gpu_nvidia);
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    EXPECT_EQ(params.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::nd_range);
+    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
+#else
+    EXPECT_EQ(params.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
+    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+#endif
+    EXPECT_TRUE(params.strings_as_labels);
+    EXPECT_TRUE(params.float_as_real_type);
+    EXPECT_EQ(params.input_filename, "data.libsvm");
+    EXPECT_EQ(params.model_filename, "data.libsvm.model");
+}
+
+TEST_F(ParameterTrain, all_arguments_output) {
+    // create artificial command line arguments in test fixture
+    std::string sycl_specific_flag;
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    sycl_specific_flag = "--sycl_kernel_invocation_type nd_range --sycl_implementation_type dpcpp ";
+#endif
+    this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
+
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+
+    // test output string
+    std::string correct =
+        "kernel_type: polynomial -> (gamma*u'*v + coef0)^degree\n"
+        "gamma: 1.5\n"
+        "coef0: -1.5\n"
+        "degree: 2\n"
+        "cost: 2\n"
+        "epsilon: 1e-10\n"
+        "max_iter: 100\n"
+        "label_type: std::string\n"
+        "real_type: float\n"
+        "input file (data set): 'data.libsvm'\n"
+        "output file (model): 'data.libsvm.model'\n";
+    EXPECT_EQ(util::convert_to_string(params), correct);
+}
+
+// test all command line parameter separately
+class ParameterTrainKernel : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterTrainKernel, parsing) {
+    const auto &[flag, value] = GetParam();
+    // convert string to kernel_type
+    const auto kernel_type = util::convert_from_string<plssvm::kernel_type>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_FALSE(params.csvm_params.kernel.is_default());
+    EXPECT_EQ(params.csvm_params.kernel, kernel_type);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(::testing::Values("-t", "--kernel_type"), ::testing::Values("linear", "0", "polynomial", "1", "rbf", "2")));
+
+class ParameterTrainDegree : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
+TEST_P(ParameterTrainDegree, parsing) {
+    const auto &[flag, degree] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, degree));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_FALSE(params.csvm_params.degree.is_default());
+    EXPECT_EQ(params.csvm_params.degree, degree);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainDegree, ::testing::Combine(::testing::Values("-d", "--degree"), ::testing::Range(-2, 3)));
+
+class ParameterTrainGamma : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParameterTrainGamma, parsing) {
+    const auto &[flag, gamma] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_FALSE(params.csvm_params.gamma.is_default());
+    EXPECT_EQ(params.csvm_params.gamma, gamma);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma, ::testing::Combine(::testing::Values("-g", "--gamma"), ::testing::Values(0.001, 0.75, 1.5, 2)));
+
+class ParameterTrainGammaDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
+    const auto &[flag, gamma] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
+    // create parameter_train object
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainGammaDeathTest, ::testing::Combine(::testing::Values("-g", "--gamma"), ::testing::Values(-2, -1.5, 0.0)));
+
+class ParameterTrainCoef0 : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParameterTrainCoef0, parsing) {
+    const auto &[flag, coef0] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, coef0));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_FALSE(params.csvm_params.coef0.is_default());
+    EXPECT_EQ(params.csvm_params.coef0, coef0);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(::testing::Values("-r", "--coef0"), ::testing::Values(-2, -1.5, -0.75, -0.001, 0, 0.001, 0.75, 1.5, 2)));
+
+class ParameterTrainCost : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
+TEST_P(ParameterTrainCost, parsing) {
+    const auto &[flag, cost] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, cost));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_FALSE(params.csvm_params.cost.is_default());
+    EXPECT_EQ(params.csvm_params.cost, cost);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(::testing::Values("-c", "--cost"), ::testing::Range(-2, 3)));
+
+class ParameterTrainEpsilon : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParameterTrainEpsilon, parsing) {
+    const auto &[flag, eps] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, eps));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_FALSE(params.epsilon.is_default());
+    EXPECT_EQ(params.epsilon, eps);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(::testing::Values("-e", "--epsilon"), ::testing::Values(10.0, 1.0, 0.0, 0.1, 0.01, 0.001, 0.0001, 0.00001)));
+
+class ParameterTrainMaxIter : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::size_t>> {};
+TEST_P(ParameterTrainMaxIter, parsing) {
+    const auto &[flag, max_iter] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_FALSE(params.max_iter.is_default());
+    EXPECT_EQ(params.max_iter, max_iter);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainMaxIter, ::testing::Combine(::testing::Values("-i", "--max_iter"), ::testing::Values(1, 10, 100, 1000, 10000)));
+
+class ParameterTrainMaxIterDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, long long int>> {};
+TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero) {
+    const auto &[flag, max_iter] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
+    // create parameter object
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainMaxIterDeathTest, ::testing::Combine(::testing::Values("-i", "--max_iter"), ::testing::Values(-100, -10, -1, 0)));
+
+class ParameterTrainBackend : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterTrainBackend, parsing) {
+    const auto &[flag, value] = GetParam();
+    // convert string to backend
+    const auto backend = util::convert_from_string<plssvm::backend_type>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.backend, backend);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainBackend, ::testing::Combine(::testing::Values("-b", "--backend"), ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+
+class ParameterTrainTargetPlatform : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParameterTrainTargetPlatform, parsing) {
+    const auto &[flag, value] = GetParam();
+    // convert string to target_platform
+    const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.target, target_platform);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainTargetPlatform, ::testing::Combine(::testing::Values("-p", "--target_platform"), ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+
+class ParameterTrainSYCLKernelInvocation : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterTrainSYCLKernelInvocation, parsing) {
+    const std::string &value = GetParam();
+    // convert string to sycl::kernel_invocation_type
+    const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_kernel_invocation_type={} data.libsvm", value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.sycl_kernel_invocation_type, sycl_kernel_invocation_type);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLKernelInvocation, ::testing::Values("automatic", "nd_range", "ND_RANGE", "hierarchical"));
+
+class ParameterTrainSYCLImplementation : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterTrainSYCLImplementation, parsing) {
+    const std::string &value = GetParam();
+    // convert string to sycl::implementation_type
+    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm", value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLImplementation, ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++"));
+
+#endif  // PLSSVM_HAS_SYCL_BACKEND
+
+class ParameterTrainUseStringsAsLabels : public ParameterTrain, public ::testing::WithParamInterface<bool> {};
+TEST_P(ParameterTrainUseStringsAsLabels, parsing) {
+    const bool value = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train --use_strings_as_labels={} data.libsvm", value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.strings_as_labels, value);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseStringsAsLabels, ::testing::Bool());
+
+class ParameterTrainUseFloatAsRealType : public ParameterTrain, public ::testing::WithParamInterface<bool> {};
+TEST_P(ParameterTrainUseFloatAsRealType, parsing) {
+    const bool value = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train --use_float_as_real_type={} data.libsvm", value));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(params.float_as_real_type, value);
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseFloatAsRealType, ::testing::Bool());
+
+class ParameterTrainQuiet : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterTrainQuiet, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {} data.libsvm", flag));
+    // create parameter object
+    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(plssvm::verbose, flag.empty());
+}
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""));
+
+// test whether nonsensical cmd arguments trigger the assertions
+TEST_F(ParameterTrainDeathTest, too_few_argc) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+}
+TEST_F(ParameterTrainDeathTest, nullptr_argv) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+}
+
+TEST_F(ParameterTrainDeathTest, help) {
+    this->CreateCMDArgs("./plssvm-train --help");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+}
+TEST_F(ParameterTrainDeathTest, version) {
+    this->CreateCMDArgs("./plssvm-train --version");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+}
+TEST_F(ParameterTrainDeathTest, no_positional_argument) {
+    this->CreateCMDArgs("./plssvm-train");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing input file!\n");
+}
+
+TEST_F(ParameterTrainDeathTest, too_many_positional_arguments) {
+    this->CreateCMDArgs("./plssvm-train p1 p2 p3 p4");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to two positional options may be given, but 2 (\"p3 p4\") additional option(s) where provided!"));
+}
+
+TEST_F(ParameterTrainDeathTest, unrecognized_option) {
+    this->CreateCMDArgs("./plssvm-train --foo bar");
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), "");
+}
\ No newline at end of file
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
new file mode 100644
index 000000000..04f963470
--- /dev/null
+++ b/tests/detail/cmd/utility.hpp
@@ -0,0 +1,110 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Utility functions and classes (fixtures) for testing the parameter_* classes' functionality.
+ */
+
+#ifndef PLSSVM_TESTS_DETAIL_CMD_UTILITY_HPP_
+#define PLSSVM_TESTS_DETAIL_CMD_UTILITY_HPP_
+#pragma once
+
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
+
+#include "gtest/gtest.h"  // ASSERT_FALSE, ::testing::Test
+
+#include <cstring>      // std::strcpy
+#include <iostream>     // std::cout
+#include <sstream>      // std::stringstream, std::ostringstream, std::istringstream
+#include <streambuf>    // std::streambuf
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
+
+namespace util {
+
+/*
+ * Fixture class for testing the parameter_* classes' implementation.
+ */
+class ParameterBase : public ::testing::Test {
+  protected:
+    /*
+     * Create artificial argc and argv from the given string.
+     */
+    virtual void CreateCMDArgs(const std::string_view cmd_line) {
+        // create argc and argv from a std::string
+        const std::vector<std::string> cmd_line_split = plssvm::detail::split_as<std::string>(cmd_line);
+        argc = static_cast<int>(cmd_line_split.size());
+        argv = new char *[argc];
+        for (int i = 0; i < argc; ++i) {
+            argv[i] = new char[cmd_line_split[i].size() + 1];
+            std::strcpy(argv[i], cmd_line_split[i].c_str());
+        }
+    }
+    void SetUp() override {
+        // capture std::cout
+        sbuf_ = std::cout.rdbuf();
+        std::cout.rdbuf(buffer_.rdbuf());
+    }
+    /*
+     * Free memory used for argv. Automatically called at the end of a test.
+     */
+    void TearDown() override {
+        // free memory at the end
+        for (int i = 0; i < argc; ++i) {
+            delete[] argv[i];
+        }
+        delete[] argv;
+
+        // end capturing std::cout
+        std::cout.rdbuf(sbuf_);
+        sbuf_ = nullptr;
+    }
+
+    // The number of the artificial command line arguments.
+    int argc{ 0 };
+    // The artificial command line arguments.
+    char **argv{ nullptr };
+
+  private:
+    std::stringstream buffer_{};
+    std::streambuf *sbuf_{ nullptr };
+};
+
+/*
+ * Convert the parameter to a std::string using a std::ostringstream.
+ */
+template <typename T>
+inline std::string convert_to_string(const T &param) {
+    std::ostringstream os;
+    os << param;
+    // test if output was successful
+    [&]() {
+        // need immediate invoked lambda because of void return in ASSERT_FALSE
+        ASSERT_FALSE(os.fail());
+    }();
+    return os.str();
+}
+/*
+ * Convert the std::string to a value of type T using a std::istringstream.
+ */
+template <typename T>
+inline T convert_from_string(const std::string &str) {
+    std::istringstream is{ str };
+    T param{};
+    is >> param;
+    // test if input was successful
+    [&]() {
+        // need immediate invoked lambda because of void return in ASSERT_FALSE
+        ASSERT_FALSE(is.fail());
+    }();
+    return param;
+}
+
+}  // namespace util
+
+#endif  // PLSSVM_TESTS_DETAIL_CMD_UTILITY_HPP_

From 389c72ea586b0a3ba96af34fce2bfc434038a223 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 11 Aug 2022 21:02:30 +0200
Subject: [PATCH 0172/1010] Improve version query implementation (reducing code
 duplication) and add basic tests for the version information.

---
 CMakeLists.txt                              |  1 +
 include/plssvm/version/version.hpp.in       | 40 ++++++++----
 src/plssvm/detail/cmd/parameter_predict.cpp | 12 +---
 src/plssvm/detail/cmd/parameter_scale.cpp   |  8 +--
 src/plssvm/detail/cmd/parameter_train.cpp   | 12 +---
 src/plssvm/version/version.cpp              | 59 ++++++++++++++++++
 tests/CMakeLists.txt                        |  2 +
 tests/version/version.cpp                   | 67 +++++++++++++++++++++
 8 files changed, 162 insertions(+), 39 deletions(-)
 create mode 100644 src/plssvm/version/version.cpp
 create mode 100644 tests/version/version.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 47c3bd2eb..630f4b93a 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -32,6 +32,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/version.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
diff --git a/include/plssvm/version/version.hpp.in b/include/plssvm/version/version.hpp.in
index d6074fc47..0487b82ed 100644
--- a/include/plssvm/version/version.hpp.in
+++ b/include/plssvm/version/version.hpp.in
@@ -9,12 +9,12 @@
  * @brief Implements compile-time constants to query the current library version.
  */
 
+#ifndef PLSSVM_VERSION_VERSION_HPP_
+#define PLSSVM_VERSION_VERSION_HPP_
 #pragma once
 
-#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::{is_populated, commit_date, remote_url, branch, commit_sha1}
-
-#include "fmt/core.h"  // fmt::print
-
+#include <optional>     // std::optional
+#include <string>       // std::string
 #include <string_view>  // std::string_view
 
 namespace plssvm::version {
@@ -57,17 +57,31 @@ namespace detail {
  */
 constexpr std::string_view target_platforms = "@PLSSVM_TARGET_PLATFORMS@";
 
+/**
+ * @brief The copyright notice of the PLSSVM library.
+ */
 constexpr std::string_view copyright_notice = "Copyright(C) 2018-today The PLSSVM project - All Rights Reserved\n"
                                               "This is free software distributed under the MIT license; see the source for more information.";
 
-inline void print_git_info() {
-   if (git_metadata::is_populated()) {
-       std::string_view date = git_metadata::commit_date();
-       date.remove_suffix(date.size() - date.find_last_of(' '));
-       fmt::print("({} {} {} ({}))", git_metadata::remote_url(), git_metadata::branch(), git_metadata::commit_sha1(), date);
-   }
-}
+/**
+ * @brief Special git information used in the `--version` message.
+ * @details If no git could be found, returns a [`std::nullopt`](https://en.cppreference.com/w/cpp/utility/optional/nullopt)
+ * @return the git information: remote url, branch, commit sha1, and commit data (`[[nodiscard]]`)
+ */
+[[nodiscard]] std::optional<std::string> get_git_info();
+
+/**
+ * @brief The full content used for the `--version` message.
+ * @details Contains the executable name, library version, git information, available target platforms, backends, and SYCL implementations (if applicable),
+ *          and the copyright notice.
+ * @param[in] executable_name the name of the executable to generate the `--version` message for
+ * @param[in] with_backend_info if `true`, also includes backend specific information in the version message
+ * @return the information used for the `--version` message (`[[nodiscard]]`)
+ */
+[[nodiscard]] std::string get_version_info(std::string_view executable_name, bool with_backend_info = true);
+
+}  // namespace detail
 
-}
+}  // namespace plssvm::version
 
-}  // namespace plssvm::version
\ No newline at end of file
+#endif  // PLSSVM_VERSION_VERSION_HPP_
\ No newline at end of file
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 4a9c6035a..0ea36613e 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/constants.hpp"                          // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
-#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
+#include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -82,15 +82,7 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
     // print version info
     if (result.count("version")) {
-        fmt::print("plssvm-predict v{} ", version::version);
-        version::detail::print_git_info();
-        fmt::print("\n\n{}\n", version::name);
-        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
-#endif
-        fmt::print("\n{}\n", version::detail::copyright_notice);
+        fmt::print("{}", version::detail::get_version_info("plssvm-predict"));
         std::exit(EXIT_SUCCESS);
     }
 
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 7b968a2f8..5394d4c50 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/constants.hpp"        // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/detail/assert.hpp"    // PLSSVM_ASSERT
-#include "plssvm/version/version.hpp"  // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
+#include "plssvm/version/version.hpp"  // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -77,11 +77,7 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
     // print version info
     if (result.count("version")) {
-        fmt::print("plssvm-train v{} ", version::version);
-        version::detail::print_git_info();
-        fmt::print("\n\n{}\n", version::name);
-        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-        fmt::print("\n{}\n", version::detail::copyright_notice);
+        fmt::print("{}", version::detail::get_version_info("plssvm-scale", false));
         std::exit(EXIT_SUCCESS);
     }
 
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 8e1e3171e..18b03e1ec 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -18,7 +18,7 @@
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
-#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platforms, print_git_info, copyright_notice}
+#include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/core.h"     // fmt::print, fmt::format
@@ -92,15 +92,7 @@ parameter_train::parameter_train(int argc, char **argv) {
 
     // print version info
     if (result.count("version")) {
-        fmt::print("plssvm-train v{} ", version::version);
-        version::detail::print_git_info();
-        fmt::print("\n\n{}\n", version::name);
-        fmt::print("  PLSSVM_TARGET_PLATFORMS: {}\n", version::detail::target_platforms);
-        fmt::print("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-        fmt::print("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
-#endif
-        fmt::print("\n{}\n", version::detail::copyright_notice);
+        fmt::print("{}", version::detail::get_version_info("plssvm-train"));
         std::exit(EXIT_SUCCESS);
     }
 
diff --git a/src/plssvm/version/version.cpp b/src/plssvm/version/version.cpp
new file mode 100644
index 000000000..39a89bdec
--- /dev/null
+++ b/src/plssvm/version/version.cpp
@@ -0,0 +1,59 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platform, target_platform}
+#include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::{is_populated, commit_date, remote_url, branch, commit_sha1}
+
+#include "fmt/format.h"   // fmt::print
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+
+#include <optional>     // std::optional, std::make_optional, std::nullopt
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+
+namespace plssvm::version::detail {
+
+std::optional<std::string> get_git_info() {
+    if (git_metadata::is_populated()) {
+        // git available -> get detailed information
+        std::string_view date = git_metadata::commit_date();
+        date.remove_suffix(date.size() - date.find_last_of(' '));
+        return std::make_optional(fmt::format("({} {} {} ({}))", git_metadata::remote_url(), git_metadata::branch(), git_metadata::commit_sha1(), date));
+    } else {
+        // no git information available
+        return std::nullopt;
+    }
+}
+
+std::string get_version_info(const std::string_view executable_name, const bool with_backend_info) {
+    // print specific information if requested
+    std::string backend_specifics;
+    if (with_backend_info) {
+        backend_specifics += fmt::format("  PLSSVM_TARGET_PLATFORMS: {}\n", target_platforms);
+        backend_specifics += fmt::format("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+        backend_specifics += fmt::format("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
+#endif
+    }
+
+    return fmt::format(
+        "{} v{} "
+        "{}\n\n"
+        "{}\n"
+        "{}"
+        "\n{}\n",
+        executable_name,
+        plssvm::version::version,
+        get_git_info().value_or(""),
+        plssvm::version::name,
+        backend_specifics,
+        copyright_notice);
+}
+
+}  // namespace plssvm::version::detail
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 7a424d74f..629e54719 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -110,6 +110,8 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_predict.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
+
+    ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 )
 
 # create test executable
diff --git a/tests/version/version.cpp b/tests/version/version.cpp
new file mode 100644
index 000000000..6b9a4976e
--- /dev/null
+++ b/tests/version/version.cpp
@@ -0,0 +1,67 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the fields in the version header.
+ */
+
+#include "plssvm/version/version.hpp"
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::is_populated
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubStr
+#include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_THAT, ASSERT_TRUE, ASSERT_FALSE, ::testing::TestWithParam
+
+#include <optional>  // std::optional
+#include <string>    // std::string
+#include <tuple>     // std::tuple
+
+TEST(Version, name_not_empty) {
+    EXPECT_FALSE(plssvm::version::name.empty());
+}
+TEST(Version, version_not_empty) {
+    EXPECT_FALSE(plssvm::version::version.empty());
+}
+
+TEST(Version, version_major_not_negative) {
+    EXPECT_TRUE(plssvm::version::major >= 0);
+}
+TEST(Version, version_minor_not_negative) {
+    EXPECT_TRUE(plssvm::version::minor >= 0);
+}
+TEST(Version, version_patch_not_negative) {
+    EXPECT_TRUE(plssvm::version::patch >= 0);
+}
+
+TEST(Version, version_string_major_minor_patch) {
+    EXPECT_EQ(plssvm::version::version, fmt::format("{}.{}.{}", plssvm::version::major, plssvm::version::minor, plssvm::version::patch));
+}
+
+TEST(Version, target_platforms_not_empty) {
+    EXPECT_FALSE(plssvm::version::detail::target_platforms.empty());
+}
+TEST(Version, copyright_notice_not_empty) {
+    EXPECT_FALSE(plssvm::version::detail::copyright_notice.empty());
+}
+
+TEST(Version, get_git_info_conditional_empty) {
+    const std::optional<std::string> git_info = plssvm::version::detail::get_git_info();
+    if (plssvm::version::git_metadata::is_populated()) {
+        ASSERT_TRUE(git_info.has_value());
+        EXPECT_FALSE(git_info->empty());
+    } else {
+        EXPECT_FALSE(git_info.has_value());
+    }
+}
+
+class VersionGetVersionInfo : public ::testing::TestWithParam<std::tuple<std::string, bool>> {};
+TEST_P(VersionGetVersionInfo, get_version_info_not_empty) {
+    const auto &[exe_name, with_backend_info] = GetParam();
+    const std::string version_info = plssvm::version::detail::get_version_info(exe_name, with_backend_info);
+    ASSERT_FALSE(version_info.empty());
+    EXPECT_THAT(version_info, ::testing::HasSubstr(exe_name));
+}
+INSTANTIATE_TEST_SUITE_P(Version, VersionGetVersionInfo, ::testing::Combine(::testing::Values("plssvm-train", "plssvm-predict", "plssvm-scale"), ::testing::Bool()));

From b697cceccd93c35f2433413aa9179522f03796a6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 11 Aug 2022 21:08:03 +0200
Subject: [PATCH 0173/1010] Add missing docu.

---
 .../version/git_metadata/git_metadata.hpp     | 51 +++++++++++--------
 .../version/git_metadata/git_metadata.cpp.in  |  3 +-
 2 files changed, 30 insertions(+), 24 deletions(-)

diff --git a/include/plssvm/version/git_metadata/git_metadata.hpp b/include/plssvm/version/git_metadata/git_metadata.hpp
index 844b778fb..a514af062 100644
--- a/include/plssvm/version/git_metadata/git_metadata.hpp
+++ b/include/plssvm/version/git_metadata/git_metadata.hpp
@@ -1,72 +1,79 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements compile-time constants to query git information.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements compile-time constants to query git information.
+ */
 
+#ifndef PLSSVM_VERSION_GIT_METADATA_GIT_METADATA_HPP_
+#define PLSSVM_VERSION_GIT_METADATA_GIT_METADATA_HPP_
 #pragma once
 
-#include <string_view>
+#include <string_view>  // std::string_view
 
 namespace plssvm::version::git_metadata {
 
 /**
  * @brief Check whether the metadata has been successfully populated.
  * @detail There may be no metadata of there wasn't a .git directory (e.g., downloaded source code without revision history).
- * @return `true` if the metadata has been successfully populated, otherwise `false` ([[nodiscard]])
+ * @return `true` if the metadata has been successfully populated, otherwise `false` (`[[nodiscard]]`)
  */
 [[nodiscard]] bool is_populated();
 /**
  * @brief Check whether there are any uncommitted changes that won't be reflected in the CommitID.
- * @return `true` if there are uncommitted changes, otherwise `false` ([[nodiscard]])
+ * @return `true` if there are uncommitted changes, otherwise `false` (`[[nodiscard]]`)
  */
 [[nodiscard]] bool has_uncommitted_changes();
 /**
  * @brief The name of the author of this commit.
- * @return the configured name ([[nodiscard]])
+ * @return the configured name (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view author_name();
 /**
  * @brief The E-Mail of the author of this commit.
- * @return the configured E-Mail ([[nodiscard]])
+ * @return the configured E-Mail (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view author_email();
 /**
  * @brief The full has of the current commit.
- * @return the configured commit hash ([[nodiscard]])
+ * @return the configured commit hash (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view commit_sha1();
 /**
  * @brief The ISE08601 commit date.
- * @return the configured commit date ([[nodiscard]])
+ * @return the configured commit date (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view commit_date();
 /**
  * @brief The commit subject.
- * @return the configured subject ([[nodiscard]])
+ * @return the configured subject (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view commit_subject();
 /**
  * @brief The commit body.
- * @return the configured body ([[nodiscard]])
+ * @return the configured body (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view commit_body();
 /**
  * @brief The commit description.
- * @return the configured description ([[nodiscard]])
+ * @return the configured description (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view describe();
 /**
  * @brief The symbolic reference tied to HEAD.
- * @return the configured current branch name ([[nodiscard]])
+ * @return the configured current branch name (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view branch();
-
+/**
+ * @brief The remote repository URL.
+ * @return the configured remote URL (`[[nodiscard]]`)
+ */
 [[nodiscard]] std::string_view remote_url();
 
-}
\ No newline at end of file
+}  // namespace plssvm::version::git_metadata
+
+#endif  // PLSSVM_VERSION_GIT_METADATA_GIT_METADATA_HPP_
\ No newline at end of file
diff --git a/src/plssvm/version/git_metadata/git_metadata.cpp.in b/src/plssvm/version/git_metadata/git_metadata.cpp.in
index 3afcefee3..3016f5444 100644
--- a/src/plssvm/version/git_metadata/git_metadata.cpp.in
+++ b/src/plssvm/version/git_metadata/git_metadata.cpp.in
@@ -8,8 +8,7 @@
 
 #include "plssvm/version/git_metadata/git_metadata.hpp"
 
-#include <string_view>
-
+#include <string_view>  // std::string_view
 
 namespace plssvm::version::git_metadata {
 

From 876cff325aa066f678694510e2a972c68f181fa4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 12 Aug 2022 16:55:15 +0200
Subject: [PATCH 0174/1010] Add missing executable tests.

---
 tests/CMakeLists.txt | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 629e54719..baa08da85 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -129,6 +129,12 @@ gtest_add_tests(TARGET ${PLSSVM_BASE_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOUR
 # add test for help messages
 add_test(NAME ParameterTrain/plssvm-train_help COMMAND plssvm-train --help)
 add_test(NAME ParameterPredict/plssvm-predict_help COMMAND plssvm-predict --help)
+add_test(NAME ParameterScale/plssvm-scale_help COMMAND plssvm-scale --help)
+
+# add test for version messages
+add_test(NAME ParameterTrain/plssvm-train_version COMMAND plssvm-train --version)
+add_test(NAME ParameterPredict/plssvm-predict_version COMMAND plssvm-predict --version)
+add_test(NAME ParameterScale/plssvm-scale_version COMMAND plssvm-scale --version)
 
 
 # add test as coverage dependency

From 32a1b6d5d16f8b0c5605693bbfaf23200e4334e0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 12 Aug 2022 16:55:45 +0200
Subject: [PATCH 0175/1010] Streamline test implementations.

---
 tests/detail/cmd/parameter_predict.cpp | 21 ++++++++++++---------
 tests/detail/cmd/parameter_scale.cpp   | 16 +++++++++-------
 tests/detail/cmd/parameter_train.cpp   |  2 +-
 3 files changed, 22 insertions(+), 17 deletions(-)

diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
index dc87fb210..c61ab92f5 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -16,7 +16,7 @@
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
-                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::ExitedWithCode
+                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
 #include <string>  // std::string
 #include <tuple>   // std::tuple
@@ -125,10 +125,11 @@ INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::tes
 
 class ParameterPredictSYCLImplementation : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterPredictSYCLImplementation, parsing) {
+    const std::string &value = GetParam();
     // convert string to sycl::implementation_type
-    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(GetParam());
+    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm data.libsvm.model", GetParam()));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm data.libsvm.model", value));
     // create parameter object
     plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
@@ -140,25 +141,27 @@ INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictSYCLImplementation, :
 
 class ParameterPredictUseStringsAsLabels : public ParameterPredict, public ::testing::WithParamInterface<bool> {};
 TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
+    const bool value = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_strings_as_labels={} data.libsvm data.libsvm.model", GetParam()));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_strings_as_labels={} data.libsvm data.libsvm.model", value));
     // create parameter object
     plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.strings_as_labels, GetParam());
+    EXPECT_EQ(params.strings_as_labels, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Values(true, false));
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Bool());
 
 class ParameterPredictUseFloatAsRealType : public ParameterPredict, public ::testing::WithParamInterface<bool> {};
 TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
+    const bool value = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_float_as_real_type={} data.libsvm data.libsvm.model", GetParam()));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_float_as_real_type={} data.libsvm data.libsvm.model", value));
     // create parameter object
     plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.float_as_real_type, GetParam());
+    EXPECT_EQ(params.float_as_real_type, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Values(true, false));
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Bool());
 
 class ParameterPredictQuiet : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterPredictQuiet, parsing) {
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
index 57de5a9c0..725a213c2 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -16,7 +16,7 @@
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
-                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::ExitedWithCode
+                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
 #include <string>  // std::string
 #include <tuple>   // std::tuple
@@ -147,25 +147,27 @@ INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testin
 
 class ParameterScaleUseStringsAsLabels : public ParameterScale, public ::testing::WithParamInterface<bool> {};
 TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
+    const bool value = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_strings_as_labels={} data.libsvm", GetParam()));
+    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_strings_as_labels={} data.libsvm", value));
     // create parameter object
     plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.strings_as_labels, GetParam());
+    EXPECT_EQ(params.strings_as_labels, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Values(true, false));
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Bool());
 
 class ParameterScaleUseFloatAsRealType : public ParameterScale, public ::testing::WithParamInterface<bool> {};
 TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
+    const bool value = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_float_as_real_type={} data.libsvm", GetParam()));
+    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_float_as_real_type={} data.libsvm", value));
     // create parameter object
     plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.float_as_real_type, GetParam());
+    EXPECT_EQ(params.float_as_real_type, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Values(true, false));
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Bool());
 
 class ParameterScaleQuiet : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterScaleQuiet, parsing) {
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 8177d5b83..8f8d0c4f3 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -16,7 +16,7 @@
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
-                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::ExitedWithCode
+                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::Bool, ::testing::ExitedWithCode
 
 #include <string>  // std::string
 #include <tuple>   // std::tuple

From a33dc69e8bf949bf95be94e34a424ccb3ea3b4d4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 12 Aug 2022 16:57:10 +0200
Subject: [PATCH 0176/1010] Add missing namespace closing comment.

---
 src/plssvm/version/git_metadata/git_metadata.cpp.in | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/version/git_metadata/git_metadata.cpp.in b/src/plssvm/version/git_metadata/git_metadata.cpp.in
index 3016f5444..331e68742 100644
--- a/src/plssvm/version/git_metadata/git_metadata.cpp.in
+++ b/src/plssvm/version/git_metadata/git_metadata.cpp.in
@@ -46,4 +46,4 @@ std::string_view remote_url() {
     return "@GIT_REMOTE_URL@";
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm::version::git_metadata
\ No newline at end of file

From 9d6114d18f4f0a60322d289a10bd62906e94ac7e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 12 Aug 2022 17:33:09 +0200
Subject: [PATCH 0177/1010] Improve source_location implementation by adding
 constexpr (and, therefore, moving the implementation back to the header) and
 changing int to std::uint_least32_t as specified in C++20's
 std::source_location and add tests.

---
 CMakeLists.txt                                |  1 -
 include/plssvm/exceptions/source_location.hpp | 26 +++++++++----
 src/plssvm/exceptions/source_location.cpp     | 31 ----------------
 tests/CMakeLists.txt                          |  9 +++--
 tests/exceptions/source_location.cpp          | 37 +++++++++++++++++++
 5 files changed, 61 insertions(+), 43 deletions(-)
 delete mode 100644 src/plssvm/exceptions/source_location.cpp
 create mode 100644 tests/exceptions/source_location.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 630f4b93a..c32cb3b93 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -26,7 +26,6 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/source_location.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
diff --git a/include/plssvm/exceptions/source_location.hpp b/include/plssvm/exceptions/source_location.hpp
index 13c686e98..6f282bd0b 100644
--- a/include/plssvm/exceptions/source_location.hpp
+++ b/include/plssvm/exceptions/source_location.hpp
@@ -11,6 +11,7 @@
 
 #pragma once
 
+#include <cstdint>      // std::uint_least32_t
 #include <string_view>  // std::string_view
 
 namespace plssvm {
@@ -29,40 +30,49 @@ class source_location {
      * @param[in] column the column number, always `0`
      * @return the source location object holding the information about the current call side (`[[nodiscard]]`)
      */
-    [[nodiscard]] static source_location current(
+    [[nodiscard]] static constexpr source_location current(
         const char *file_name = __builtin_FILE(),
         const char *function_name = __builtin_FUNCTION(),
         int line = __builtin_LINE(),
-        int column = 0) noexcept;
+        int column = 0) noexcept {
+        source_location loc;
+
+        loc.file_name_ = file_name;
+        loc.function_name_ = function_name;
+        loc.line_ = line;
+        loc.column_ = column;
+
+        return loc;
+    }
 
     /**
      * @brief Returns the absolute path name of the file or `"unknown"` if no information could be retrieved.
      * @return the file name (`[[nodiscard]]`)
      */
-    [[nodiscard]] std::string_view function_name() const noexcept;
+    [[nodiscard]] constexpr std::string_view function_name() const noexcept { return function_name_; }
     /**
      * @brief Returns the function name without additional signature information (i.e. return type and parameters)
      *        or `"unknown"` if no information could be retrieved.
      * @return the function name (`[[nodiscard]]`)
      */
-    [[nodiscard]] std::string_view file_name() const noexcept;
+    [[nodiscard]] constexpr std::string_view file_name() const noexcept { return file_name_; }
     /**
      * @brief Returns the line number or `0` if no information could be retrieved.
      * @return the line number (`[[nodiscard]]`)
      */
-    [[nodiscard]] int line() const noexcept;
+    [[nodiscard]] constexpr std::uint_least32_t line() const noexcept { return line_; }
     /**
      * @brief Returns the column number.
      * @attention Always `0`!
      * @return `0` (`[[nodiscard]]`)
      */
-    [[nodiscard]] int column() const noexcept;
+    [[nodiscard]] constexpr std::uint_least32_t column() const noexcept { return column_; }
 
   private:
     std::string_view function_name_{ "unknown" };
     std::string_view file_name_{ "unknown" };
-    int line_{ 0 };
-    int column_{ 0 };
+    std::uint_least32_t line_{ 0 };
+    std::uint_least32_t column_{ 0 };
 };
 
 }  // namespace plssvm
diff --git a/src/plssvm/exceptions/source_location.cpp b/src/plssvm/exceptions/source_location.cpp
deleted file mode 100644
index 7861e28d9..000000000
--- a/src/plssvm/exceptions/source_location.cpp
+++ /dev/null
@@ -1,31 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/exceptions/source_location.hpp"
-
-#include <string_view>  // std::string_view
-
-namespace plssvm {
-
-source_location source_location::current(const char *file_name, const char *function_name, const int line, const int column) noexcept {
-    source_location loc;
-
-    loc.file_name_ = file_name;
-    loc.function_name_ = function_name;
-    loc.line_ = line;
-    loc.column_ = column;
-
-    return loc;
-}
-
-std::string_view source_location::function_name() const noexcept { return function_name_; }
-std::string_view source_location::file_name() const noexcept { return file_name_; }
-int source_location::line() const noexcept { return line_; }
-int source_location::column() const noexcept { return column_; }
-
-}  // namespace plssvm
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index baa08da85..54dcad177 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -97,6 +97,11 @@ set(PLSSVM_BASE_TEST_SOURCES
 #    ${CMAKE_CURRENT_LIST_DIR}/base_test.cpp
 #    ${CMAKE_CURRENT_LIST_DIR}/csvm_test.cpp
 #    ${CMAKE_CURRENT_LIST_DIR}/parameter_test.cpp
+
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_predict.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
+
     ${CMAKE_CURRENT_LIST_DIR}/detail/arithmetic_type_name.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
@@ -107,9 +112,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
 
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_predict.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions/source_location.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 )
diff --git a/tests/exceptions/source_location.cpp b/tests/exceptions/source_location.cpp
new file mode 100644
index 000000000..b18b9ca33
--- /dev/null
+++ b/tests/exceptions/source_location.cpp
@@ -0,0 +1,37 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom source_location implementation based on C++20's [`std::source_location`](https://en.cppreference.com/w/cpp/utility/source_location).
+ */
+
+#include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
+
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT
+
+// dummy function to be able to specify the function name
+constexpr plssvm::source_location dummy() {
+    return plssvm::source_location::current();
+}
+
+TEST(SourceLocation, default_construct) {
+    constexpr plssvm::source_location loc{};
+
+    EXPECT_EQ(loc.file_name(), "unknown");
+    EXPECT_EQ(loc.function_name(), "unknown");
+    EXPECT_EQ(loc.line(), 0);
+    EXPECT_EQ(loc.column(), 0);
+}
+
+TEST(SourceLocation, current_location) {
+    constexpr plssvm::source_location loc = dummy();
+
+    EXPECT_EQ(loc.file_name(), __FILE__);
+    EXPECT_THAT(loc.function_name(), ::testing::HasSubstr("dummy"));
+    EXPECT_EQ(loc.line(), 18);   // attention: hardcoded line!
+    EXPECT_EQ(loc.column(), 0);  // attention: always 0!
+}
\ No newline at end of file

From ff3d9730ae2e0fa1a342ca873ab6da59ed655b75 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 12 Aug 2022 17:40:45 +0200
Subject: [PATCH 0178/1010] Add missing include guard.

---
 include/plssvm/exceptions/source_location.hpp | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/include/plssvm/exceptions/source_location.hpp b/include/plssvm/exceptions/source_location.hpp
index 6f282bd0b..2832079f3 100644
--- a/include/plssvm/exceptions/source_location.hpp
+++ b/include/plssvm/exceptions/source_location.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a custom [`std::source_location`](https://en.cppreference.com/w/cpp/utility/source_location) implementation for C++17.
  */
 
+#ifndef PLSSVM_EXCEPTIONS_SOURCE_LOCATION_HPP_
+#define PLSSVM_EXCEPTIONS_SOURCE_LOCATION_HPP_
 #pragma once
 
 #include <cstdint>      // std::uint_least32_t
@@ -76,3 +78,5 @@ class source_location {
 };
 
 }  // namespace plssvm
+
+#endif  // PLSSVM_EXCEPTIONS_SOURCE_LOCATION_HPP_
\ No newline at end of file

From 5dbf92dd3d7b82d2fb8d75a3edc0c3699ba9c50f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 14 Aug 2022 17:26:03 +0200
Subject: [PATCH 0179/1010] Add exception tests.

---
 include/plssvm/exceptions/exceptions.hpp | 12 +++-
 tests/CMakeLists.txt                     |  1 +
 tests/exceptions/exceptions.cpp          | 81 ++++++++++++++++++++++++
 tests/exceptions/utility.hpp             | 57 +++++++++++++++++
 4 files changed, 148 insertions(+), 3 deletions(-)
 create mode 100644 tests/exceptions/exceptions.cpp
 create mode 100644 tests/exceptions/utility.hpp

diff --git a/include/plssvm/exceptions/exceptions.hpp b/include/plssvm/exceptions/exceptions.hpp
index 6c04e5193..85785347b 100644
--- a/include/plssvm/exceptions/exceptions.hpp
+++ b/include/plssvm/exceptions/exceptions.hpp
@@ -9,6 +9,8 @@
  * @brief Implements custom exception classes derived from [`std::runtime_error`](https://en.cppreference.com/w/cpp/error/runtime_error) including source location information.
  */
 
+#ifndef PLSSVM_EXCEPTIONS_EXCEPTIONS_HPP_
+#define PLSSVM_EXCEPTIONS_EXCEPTIONS_HPP_
 #pragma once
 
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
@@ -40,14 +42,16 @@ class exception : public std::runtime_error {
     [[nodiscard]] const source_location &loc() const noexcept;
 
     /**
-     * @brief Returns a sting containing the exception's `what()` message, the name of the thrown exception class and information about the call
+     * @brief Returns a sting containing the exception's `what()` message, the name of the thrown exception class, and information about the call
      *        side where the exception has been thrown.
-     * @return the exception's `what()` message including source location information
+     * @return the exception's `what()` message including source location information (`[[nodiscard]]`)
      */
     [[nodiscard]] std::string what_with_loc() const;
 
   private:
+    /// The name of the thrown exception class.
     const std::string_view class_name_;
+    /// The call side source location information.
     source_location loc_;
 };
 
@@ -130,4 +134,6 @@ class gpu_device_ptr_exception : public exception {
     explicit gpu_device_ptr_exception(const std::string &msg, source_location loc = source_location::current());
 };
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm
+
+#endif  // PLSSVM_EXCEPTIONS_EXCEPTIONS_HPP_
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 54dcad177..0bd77f8ad 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -112,6 +112,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
 
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions/source_location.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
new file mode 100644
index 000000000..21553b56d
--- /dev/null
+++ b/tests/exceptions/exceptions.cpp
@@ -0,0 +1,81 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom exception classes.
+ */
+
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::{*_exception}
+
+#include "../utility.hpp"  // EXPECT_THROW_WHAT
+#include "utility.hpp"     // util::{exception_type_name, exception_definition, exception_definition_to_name}
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
+
+#include <regex>        // std::regex, std::regex_matcher
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
+
+// helper function returning an exception used to be able to name the source location function
+template <typename Exception>
+Exception dummy(const std::string &msg) {
+    return Exception{ msg };
+}
+
+// enumerate all custom exception types; ATTENTION: don't forget to also specialize the PLSSVM_CREATE_EXCEPTION_TYPE_NAME macro if a new exception type is added
+using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_not_found_exception, plssvm::invalid_file_format_exception,
+                                         plssvm::unsupported_backend_exception, plssvm::unsupported_kernel_type_exception, plssvm::gpu_device_ptr_exception>;
+
+template <typename T>
+class Exceptions : public ::testing::Test {};
+TYPED_TEST_SUITE(Exceptions, exception_types);
+
+// check whether throwing exceptions works as intended
+TYPED_TEST(Exceptions, throwing_excpetion) {
+    using exception_type = TypeParam;
+    //    EXPECT_THROW_WHAT(throw_exception<exception_type>("exception message"), exception_type, "exception message");
+    EXPECT_THROW_WHAT(throw exception_type{ "exception message" }, exception_type, "exception message");
+}
+
+// check whether the source location information are populated correctly
+TYPED_TEST(Exceptions, exception_source_location) {
+    const auto e = dummy<TypeParam>("exception message");
+
+    EXPECT_EQ(e.loc().file_name(), __FILE__);
+    EXPECT_THAT(e.loc().function_name(), ::testing::HasSubstr("dummy"));
+    EXPECT_EQ(e.loc().line(), 27);   // attention: hardcoded line!
+    EXPECT_EQ(e.loc().column(), 0);  // attention: always 0!
+}
+
+// check whether what message including the source location information is assembled correctly
+TYPED_TEST(Exceptions, exception_what_with_source_location) {
+    using exception_type = TypeParam;
+    const auto e = dummy<exception_type>("exception message");
+
+    // get exception message with source location information split into a vector of separate lines
+    const std::string what = e.what_with_loc();
+    const std::vector<std::string_view> what_lines = plssvm::detail::split(what, '\n');
+
+    // create vector containing correct regex
+    std::vector<std::string> regex_patterns;
+    regex_patterns.emplace_back("exception message");
+    regex_patterns.emplace_back(fmt::format("{} thrown:", util::exception_type_name<exception_type>()));
+    regex_patterns.emplace_back("  in file      " __FILE__);
+    regex_patterns.emplace_back("  in function  .*dummy.*");
+    regex_patterns.emplace_back("  @ line       27");
+
+    // number of lines and what message and regex matchers must be equal
+    ASSERT_EQ(what_lines.size(), regex_patterns.size());
+
+    // check if what message matches the regex
+    for (std::vector<std::string>::size_type i = 0; i < regex_patterns.size(); ++i) {
+        std::regex reg(regex_patterns[i], std::regex::extended);
+        EXPECT_TRUE(std::regex_match(what_lines[i].data(), what_lines[i].data() + what_lines[i].size(), reg)) << fmt::format(R"(line {}: "{}" doesn't match regex pattern: "{}")", i, what_lines[i], regex_patterns[i]);
+    }
+}
\ No newline at end of file
diff --git a/tests/exceptions/utility.hpp b/tests/exceptions/utility.hpp
new file mode 100644
index 000000000..34fdb75c7
--- /dev/null
+++ b/tests/exceptions/utility.hpp
@@ -0,0 +1,57 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Utility functions and classes (fixtures) for testing the exception classes' functionality.
+ */
+
+#ifndef PLSSVM_TESTS_EXCEPTIONS_UTILITY_HPP_
+#define PLSSVM_TESTS_EXCEPTIONS_UTILITY_HPP_
+#pragma once
+
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::{*_exception}
+
+#include "fmt/core.h"  // fmt::format
+
+#include <string_view>  // std::string_view
+
+/**
+ * @def PLSSVM_CREATE_EXCEPTION_TYPE_NAME
+ * @brief Defines a macro to create conversion functions from the exception types to their name as string representation.
+ * @param[in] type the exception type to convert to a string
+ */
+#define PLSSVM_CREATE_EXCEPTION_TYPE_NAME(type) \
+    template <>                                 \
+    [[nodiscard]] constexpr inline std::string_view exception_type_name<type>() { return #type; }
+
+namespace util {
+// used that `exception_type_name` doesn't also print plssvm::
+using namespace plssvm;
+
+/**
+ * @brief Tries to convert the given exception to its name as string representation.
+ * @details The definition is marked as **deleted** if `T` isn't one of the custom PLSSVM exception types.
+ * @tparam T the type to convert to a string
+ * @return the name of `T` (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] constexpr inline std::string_view exception_type_name() = delete;
+
+// create exception type -> string mapping for all custom exception types
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(invalid_parameter_exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(file_not_found_exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(invalid_file_format_exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(unsupported_backend_exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(unsupported_kernel_type_exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(gpu_device_ptr_exception)
+
+}  // namespace util
+
+#undef PLSSVM_CREATE_EXCEPTION_TYPE_NAME
+
+#endif  // PLSSVM_TESTS_EXCEPTIONS_UTILITY_HPP_

From 3d8b25bff3ba93e1b092f1a3add78eb0da27a8d5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 14 Aug 2022 18:37:00 +0200
Subject: [PATCH 0180/1010] Rename contains_key to contains and add std::vector
 overloads

---
 include/plssvm/data_set.hpp       |  4 +--
 include/plssvm/detail/utility.hpp | 41 ++++++++++++++++++++---
 tests/detail/utility.cpp          | 54 +++++++++++++++++++++++++------
 3 files changed, 83 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index aab6e37c3..98faea93b 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -574,7 +574,7 @@ data_set<T, U>::data_set::label_mapper::label_mapper(const std::vector<label_typ
 
 template <typename T, typename U>
 auto data_set<T, U>::label_mapper::get_mapped_value_by_label(const label_type &label) const -> const real_type & {
-    if (!detail::contains_key(label_to_mapped_, label)) {
+    if (!detail::contains(label_to_mapped_, label)) {
         throw exception{ fmt::format("Label {} unknown in this label mapping!", label) };
     }
     return label_to_mapped_.at(label);
@@ -582,7 +582,7 @@ auto data_set<T, U>::label_mapper::get_mapped_value_by_label(const label_type &l
 
 template <typename T, typename U>
 auto data_set<T, U>::label_mapper::get_label_by_mapped_value(const real_type &mapped_value) const -> const label_type & {
-    if (!detail::contains_key(mapped_to_label_, mapped_value)) {
+    if (!detail::contains(mapped_to_label_, mapped_value)) {
         throw exception{ fmt::format("Mapped value {} unknown in this label mapping!", mapped_value) };
     }
     return mapped_to_label_.at(mapped_value);
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 3227052e6..7186fb88d 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -15,13 +15,16 @@
 
 #include "plssvm/default_value.hpp"  // plssvm::default_value
 
+#include <algorithm>      // std::remove_if
 #include <cstddef>        // std::size_t
+#include <iterator>       // std::distance
 #include <map>            // std::map
 #include <set>            // std::set
 #include <tuple>          // std::forward_as_tuple, std::get
 #include <type_traits>    // std::remove_cv_t, std::remove_reference_t, std::underlying_type_t, std::is_enum_v
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
+#include <vector>         // std::vector
 
 namespace plssvm::detail {
 
@@ -155,6 +158,23 @@ inline typename std::unordered_set<Key, Hash, KeyEqual, Allocator>::size_type er
     return erase_if_impl(c, pred);
 }
 
+/**
+ * @brief Erases all elements that satisfy the predicate @p pred from the [`std::vector`](https://en.cppreference.com/w/cpp/container/vector) @p vec.
+ * @tparam T the value type of the vector
+ * @tparam Allocator the vector's allocator type
+ * @tparam Pred the type of the predicate used to erase unwanted elements from the vector
+ * @param[in, out] vec the vector to erase the elements from
+ * @param[in] pred the predicate used to select the elements which will be erased from the vector
+ * @return the number of erased elements
+ */
+template <typename T, typename Allocator, typename Pred>
+inline typename std::vector<T, Allocator>::size_type erase_if(std::vector<T, Allocator> &vec, Pred pred) {
+    auto it = std::remove_if(vec.begin(), vec.end(), pred);
+    auto r = std::distance(it, vec.end());
+    vec.erase(it, vec.end());
+    return r;
+}
+
 /**
  * @brief Check whether the [`std::map`](https://en.cppreference.com/w/cpp/container/map) @p map contains the key @p key.
  * @tparam Key the type of the map's key
@@ -166,7 +186,7 @@ inline typename std::unordered_set<Key, Hash, KeyEqual, Allocator>::size_type er
  * @return `true` if the @p key exists in the @p map, otherwise `false` (`[[nodiscard]]`)
  */
 template <typename Key, typename T, typename Compare, typename Allocator>
-[[nodiscard]] inline bool contains_key(const std::map<Key, T, Compare, Allocator> &map, const Key &key) {
+[[nodiscard]] inline bool contains(const std::map<Key, T, Compare, Allocator> &map, const Key &key) {
     return map.count(key) > 0;
 }
 
@@ -182,7 +202,7 @@ template <typename Key, typename T, typename Compare, typename Allocator>
  * @return `true` if the @p key exists in the @p map, otherwise `false` (`[[nodiscard]]`)
  */
 template <typename Key, typename T, typename Hash, typename KeyEqual, typename Allocator>
-[[nodiscard]] inline bool contains_key(const std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &map, const Key &key) {
+[[nodiscard]] inline bool contains(const std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &map, const Key &key) {
     return map.count(key) > 0;
 }
 
@@ -196,7 +216,7 @@ template <typename Key, typename T, typename Hash, typename KeyEqual, typename A
  * @return `true` if the @p key exists in the @p set, otherwise `false` (`[[nodiscard]]`)
  */
 template <typename Key, typename Compare, typename Allocator>
-[[nodiscard]] inline bool contains_key(const std::set<Key, Compare, Allocator> &set, const Key &key) {
+[[nodiscard]] inline bool contains(const std::set<Key, Compare, Allocator> &set, const Key &key) {
     return set.count(key) > 0;
 }
 
@@ -211,10 +231,23 @@ template <typename Key, typename Compare, typename Allocator>
  * @return `true` if the @p key exists in the @p set, otherwise `false` (`[[nodiscard]]`)
  */
 template <typename Key, typename Hash, typename KeyEqual, typename Allocator>
-[[nodiscard]] inline bool contains_key(const std::unordered_set<Key, Hash, KeyEqual, Allocator> &set, const Key &key) {
+[[nodiscard]] inline bool contains(const std::unordered_set<Key, Hash, KeyEqual, Allocator> &set, const Key &key) {
     return set.count(key) > 0;
 }
 
+/**
+ * @brief Check whether the [`std::vector`](https://en.cppreference.com/w/cpp/container/vector) @p vec contains the value @p val.
+ * @tparam T the value type of the vector
+ * @tparam Allocator the vector's allocator type
+ * @param[in] vec the vector which may contain the @p val
+ * @param[in] val the value to check
+ * @return `true` if the @p val exists in the @p vec, otherwise `false` (`[[nodiscard]]`)
+ */
+template <typename T, typename Allocator>
+[[nodiscard]] inline bool contains(const std::vector<T, Allocator> &vec, const T val) {
+    return std::find(vec.cbegin(), vec.cend(), val) != vec.cend();
+}
+
 }  // namespace plssvm::detail
 
 #endif  // PLSSVM_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index a083b5a4e..b87fe0559 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -112,11 +112,11 @@ TYPED_TEST(UtilityMapContainer, erase_if) {
     EXPECT_TRUE(this->map.empty());
 }
 
-TYPED_TEST(UtilityMapContainer, contains_key) {
-    EXPECT_TRUE(plssvm::detail::contains_key(this->map, 0));
-    EXPECT_TRUE(plssvm::detail::contains_key(this->map, 1));
-    EXPECT_FALSE(plssvm::detail::contains_key(this->map, 2));
-    EXPECT_FALSE(plssvm::detail::contains_key(this->map, -1));
+TYPED_TEST(UtilityMapContainer, contains) {
+    EXPECT_TRUE(plssvm::detail::contains(this->map, 0));
+    EXPECT_TRUE(plssvm::detail::contains(this->map, 1));
+    EXPECT_FALSE(plssvm::detail::contains(this->map, 2));
+    EXPECT_FALSE(plssvm::detail::contains(this->map, -1));
 }
 
 template <typename T>
@@ -145,9 +145,43 @@ TYPED_TEST(UtilitySetContainer, erase_if) {
     EXPECT_TRUE(this->set.empty());
 }
 
-TYPED_TEST(UtilitySetContainer, contains_key) {
-    EXPECT_TRUE(plssvm::detail::contains_key(this->set, 0));
-    EXPECT_TRUE(plssvm::detail::contains_key(this->set, 1));
-    EXPECT_FALSE(plssvm::detail::contains_key(this->set, 2));
-    EXPECT_FALSE(plssvm::detail::contains_key(this->set, -1));
+TYPED_TEST(UtilitySetContainer, contains) {
+    EXPECT_TRUE(plssvm::detail::contains(this->set, 0));
+    EXPECT_TRUE(plssvm::detail::contains(this->set, 1));
+    EXPECT_FALSE(plssvm::detail::contains(this->set, 2));
+    EXPECT_FALSE(plssvm::detail::contains(this->set, -1));
+}
+
+
+template <typename T>
+class UtilityVectorContainer : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // initialize vector
+        vec = { 0, 1 };
+    }
+
+    using vector_type = T;
+    vector_type vec;
+};
+
+// the vector container types to test
+using vector_types = ::testing::Types<std::vector<int>>;
+
+TYPED_TEST_SUITE(UtilityVectorContainer, vector_types);
+
+TYPED_TEST(UtilityVectorContainer, erase_if) {
+    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type p) { return p % 2 == 0; }), 1);
+    EXPECT_EQ(this->vec.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type p) { return p % 2 == 0; }), 0);
+    EXPECT_EQ(this->vec.size(), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type p) { return p % 2 == 1; }), 1);
+    EXPECT_TRUE(this->vec.empty());
+}
+
+TYPED_TEST(UtilityVectorContainer, contains) {
+    EXPECT_TRUE(plssvm::detail::contains(this->vec, 0));
+    EXPECT_TRUE(plssvm::detail::contains(this->vec, 1));
+    EXPECT_FALSE(plssvm::detail::contains(this->vec, 2));
+    EXPECT_FALSE(plssvm::detail::contains(this->vec, -1));
 }
\ No newline at end of file

From 3f3aa7e37630a0967af99b30f1c50e4adcb87b91 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 14 Aug 2022 18:37:51 +0200
Subject: [PATCH 0181/1010] Move convert_to_string and convert_from_string to
 higher utility header.

---
 tests/detail/cmd/parameter_predict.cpp |  3 ++-
 tests/detail/cmd/parameter_scale.cpp   |  3 ++-
 tests/detail/cmd/parameter_train.cpp   |  3 ++-
 tests/detail/cmd/utility.hpp           | 30 -----------------------
 tests/utility.hpp                      | 33 ++++++++++++++++++++++++++
 5 files changed, 39 insertions(+), 33 deletions(-)

diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
index c61ab92f5..e60a3b794 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -11,7 +11,8 @@
 #include "plssvm/detail/cmd/parameter_predict.hpp"
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
-#include "utility.hpp"  // util::{ParameterBase, convert_to_string, convert_from_string}
+#include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
index 725a213c2..892916bd2 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -11,7 +11,8 @@
 #include "plssvm/detail/cmd/parameter_scale.hpp"
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
-#include "utility.hpp"  // util::{ParameterBase, convert_to_string, convert_from_string}
+#include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 8f8d0c4f3..5243b70e7 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -11,7 +11,8 @@
 #include "plssvm/detail/cmd/parameter_train.hpp"
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
-#include "utility.hpp"  // util::{ParameterBase, convert_to_string, convert_from_string}
+#include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index 04f963470..d2bf30d70 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -75,36 +75,6 @@ class ParameterBase : public ::testing::Test {
     std::streambuf *sbuf_{ nullptr };
 };
 
-/*
- * Convert the parameter to a std::string using a std::ostringstream.
- */
-template <typename T>
-inline std::string convert_to_string(const T &param) {
-    std::ostringstream os;
-    os << param;
-    // test if output was successful
-    [&]() {
-        // need immediate invoked lambda because of void return in ASSERT_FALSE
-        ASSERT_FALSE(os.fail());
-    }();
-    return os.str();
-}
-/*
- * Convert the std::string to a value of type T using a std::istringstream.
- */
-template <typename T>
-inline T convert_from_string(const std::string &str) {
-    std::istringstream is{ str };
-    T param{};
-    is >> param;
-    // test if input was successful
-    [&]() {
-        // need immediate invoked lambda because of void return in ASSERT_FALSE
-        ASSERT_FALSE(is.fail());
-    }();
-    return param;
-}
-
 }  // namespace util
 
 #endif  // PLSSVM_TESTS_DETAIL_CMD_UTILITY_HPP_
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 9310cebdf..b6d88f158 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -201,6 +201,39 @@ inline void gtest_expect_correct_csvm_factory(const plssvm::parameter<T> &params
     EXPECT_NE(res, nullptr);
 }
 
+
+/*
+ * Convert the parameter to a std::string using a std::ostringstream.
+ */
+template <typename T>
+inline std::string convert_to_string(const T &param) {
+    std::ostringstream os;
+    os << param;
+    // test if output was successful
+    [&]() {
+        // need immediate invoked lambda because of void return in ASSERT_FALSE
+        ASSERT_FALSE(os.fail());
+    }();
+    return os.str();
+}
+/*
+ * Convert the std::string to a value of type T using a std::istringstream.
+ */
+template <typename T>
+inline T convert_from_string(const std::string &str) {
+    std::istringstream is{ str };
+    T param{};
+    is >> param;
+    // test if input was successful
+    [&]() {
+        // need immediate invoked lambda because of void return in ASSERT_FALSE
+        ASSERT_FALSE(is.fail());
+    }();
+    return param;
+}
+
+
+
 /**
  * @brief Defines a macro like
  *        <a href="https://chromium.googlesource.com/external/github.com/google/googletest/+/HEAD/googletest/docs/advanced.md">googletest</a>'s

From cd26cfe76611cd70df9881b0ab638b84b92f375a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 14 Aug 2022 18:38:14 +0200
Subject: [PATCH 0182/1010] Fix wrong line number.

---
 tests/exceptions/exceptions.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 21553b56d..730594de4 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -49,7 +49,7 @@ TYPED_TEST(Exceptions, exception_source_location) {
 
     EXPECT_EQ(e.loc().file_name(), __FILE__);
     EXPECT_THAT(e.loc().function_name(), ::testing::HasSubstr("dummy"));
-    EXPECT_EQ(e.loc().line(), 27);   // attention: hardcoded line!
+    EXPECT_EQ(e.loc().line(), 28);   // attention: hardcoded line!
     EXPECT_EQ(e.loc().column(), 0);  // attention: always 0!
 }
 
@@ -68,7 +68,7 @@ TYPED_TEST(Exceptions, exception_what_with_source_location) {
     regex_patterns.emplace_back(fmt::format("{} thrown:", util::exception_type_name<exception_type>()));
     regex_patterns.emplace_back("  in file      " __FILE__);
     regex_patterns.emplace_back("  in function  .*dummy.*");
-    regex_patterns.emplace_back("  @ line       27");
+    regex_patterns.emplace_back("  @ line       28");
 
     // number of lines and what message and regex matchers must be equal
     ASSERT_EQ(what_lines.size(), regex_patterns.size());

From 9db238f4ac42e2acc8a61fa57b6066e7222c472a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sun, 14 Aug 2022 18:38:48 +0200
Subject: [PATCH 0183/1010] Add first tests for the backend_types.

---
 include/plssvm/backend_types.hpp |  4 ++
 src/plssvm/backend_types.cpp     | 25 ++++++------
 tests/CMakeLists.txt             |  2 +
 tests/backend_types.cpp          | 68 ++++++++++++++++++++++++++++++++
 4 files changed, 86 insertions(+), 13 deletions(-)
 create mode 100644 tests/backend_types.cpp

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index 6b52acc0f..f75ed9f8e 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -9,6 +9,8 @@
  * @brief Defines all possible backends. Can also include backends not available on the current target platform.
  */
 
+#ifndef PLSSVM_BACKEND_TYPES_HPP_
+#define PLSSVM_BACKEND_TYPES_HPP_
 #pragma once
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
@@ -64,3 +66,5 @@ std::ostream &operator<<(std::ostream &out, backend_type backend);
 std::istream &operator>>(std::istream &in, backend_type &backend);
 
 }  // namespace plssvm
+
+#endif  // PLSSVM_BACKEND_TYPES_HPP_
\ No newline at end of file
diff --git a/src/plssvm/backend_types.cpp b/src/plssvm/backend_types.cpp
index ba3b35b25..9ce5dab03 100644
--- a/src/plssvm/backend_types.cpp
+++ b/src/plssvm/backend_types.cpp
@@ -8,10 +8,10 @@
 
 #include "plssvm/backend_types.hpp"
 
-#include "plssvm/target_platforms.hpp"  // plssvm::list_available_target_platforms
-
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::contains
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
+#include "plssvm/target_platforms.hpp"       // plssvm::list_available_target_platforms
 
 #include <algorithm>  // std::find
 #include <array>      // std::array
@@ -19,6 +19,7 @@
 #include <istream>    // std::istream
 #include <ostream>    // std::ostream
 #include <string>     // std::string
+#include <utility>    // std::pair
 #include <vector>     // std::vector
 
 namespace plssvm {
@@ -43,17 +44,14 @@ std::vector<backend_type> list_available_backends() {
     return available_backends;
 }
 
-template <typename T>
-bool contains(const std::vector<T> &vec, const T val) {
-    return std::find(vec.begin(), vec.end(), val) != vec.end();
-}
-
+// TODO: available_* as parameter with default values?
 backend_type determine_default_backend() {
-    std::vector<backend_type> available_backends = list_available_backends();
-    std::vector<target_platform> available_target_platforms = list_available_target_platforms();
+    // determine available backends and target platforms
+    const std::vector<backend_type> available_backends = list_available_backends();
+    const std::vector<target_platform> available_target_platforms = list_available_target_platforms();
 
+    // the decision order based on empiric findings
     using decision_order_type = std::pair<target_platform, std::vector<backend_type>>;
-
     std::array<decision_order_type, 4> decision_order = {
         decision_order_type{ target_platform::gpu_nvidia, { backend_type::cuda, backend_type::hip, backend_type::opencl, backend_type::sycl } },
         decision_order_type{ target_platform::gpu_amd, { backend_type::hip, backend_type::opencl, backend_type::sycl } },
@@ -61,16 +59,17 @@ backend_type determine_default_backend() {
         decision_order_type{ target_platform::cpu, { backend_type::sycl, backend_type::opencl, backend_type::openmp } }
     };
 
+    // return the default backend based on the previously defined decision order
     for (const auto &[target, backends] : decision_order) {
-        if (contains(available_target_platforms, target)) {
+        if (detail::contains(available_target_platforms, target)) {
             for (const backend_type b : backends) {
-                if (contains(available_backends, b)) {
+                if (detail::contains(available_backends, b)) {
                     return b;
                 }
             }
         }
     }
-    throw plssvm::unsupported_backend_exception{ "Unreachable: one target platform and backend combination must exist!" };
+    throw unsupported_backend_exception{ "Unreachable: one target platform and backend combination must exist!" };
 }
 
 std::ostream &operator<<(std::ostream &out, const backend_type backend) {
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 0bd77f8ad..4537e6542 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -116,6 +116,8 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/exceptions/source_location.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
+
+    ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
 )
 
 # create test executable
diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
new file mode 100644
index 000000000..80321d200
--- /dev/null
+++ b/tests/backend_types.cpp
@@ -0,0 +1,68 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functions in the utility header.
+ */
+
+#include "plssvm/backend_types.hpp"
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <sstream>  // std::istringstream
+#include <vector>   // std::vector
+
+// check whether the plssvm::backend_type -> std::string conversions are correct
+TEST(BackendType, to_string) {
+    // check conversions to std::string
+    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::automatic), "automatic");
+    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::openmp), "openmp");
+    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::cuda), "cuda");
+    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::hip), "hip");
+    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::opencl), "opencl");
+    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::sycl), "sycl");
+}
+TEST(Backend_Type, to_string_unknown) {
+    // check conversions to std::string from unknown backend_type
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::backend_type>(6)), "unknown");
+}
+
+// check whether the std::string -> plssvm::backend_type conversions are correct
+TEST(BackendType, from_string) {
+    // check conversion from std::string
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("automatic"), plssvm::backend_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("AUTOmatic"), plssvm::backend_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("openmp"), plssvm::backend_type::openmp);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("OpenMP"), plssvm::backend_type::openmp);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("cuda"), plssvm::backend_type::cuda);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("CUDA"), plssvm::backend_type::cuda);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("hip"), plssvm::backend_type::hip);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("HIP"), plssvm::backend_type::hip);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("opencl"), plssvm::backend_type::opencl);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("OpenCL"), plssvm::backend_type::opencl);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("sycl"), plssvm::backend_type::sycl);
+    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("SYCL"), plssvm::backend_type::sycl);
+}
+TEST(BackendType, from_string_unknown) {
+    // foo isn't a valid backend_type
+    std::istringstream ss{ "foo" };
+    plssvm::backend_type b;
+    ss >> b;
+    EXPECT_TRUE(ss.fail());
+}
+
+TEST(BackendType, minimal_available_backend) {
+    const std::vector<plssvm::backend_type> backends = plssvm::list_available_backends();
+
+    // at least two backends must be available!
+    EXPECT_GE(backends.size(), 2);
+
+    // the automatic backend must always be present
+    EXPECT_TRUE(plssvm::detail::contains(backends, plssvm::backend_type::automatic));
+}
\ No newline at end of file

From 7350900f30aeea9c3bb2a86b5785a1876610b400 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 15 Aug 2022 17:58:21 +0200
Subject: [PATCH 0184/1010] Move list_available_backends/target_platforms to
 default parameters and add unit tests.

---
 include/plssvm/backend_types.hpp |  9 +++++--
 src/plssvm/backend_types.cpp     | 14 +++++------
 tests/backend_types.cpp          | 42 +++++++++++++++++++++++++++++++-
 3 files changed, 55 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index f75ed9f8e..61c871fe5 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -13,6 +13,8 @@
 #define PLSSVM_BACKEND_TYPES_HPP_
 #pragma once
 
+#include "plssvm/target_platforms.hpp"  // plssvm::list_available_target_platforms
+
 #include <iosfwd>  // forward declare std::ostream and std::istream
 #include <vector>  // std::vector
 
@@ -45,9 +47,12 @@ enum class backend_type {
 
 /**
  * @brief Returns the default backend used given the specified target platforms during the CMake configuration.
- * @return the default backend (`[[nodiscard]]`)
+ * @param[in] available_backends list of backends, if no backends are provided, queries all available backends
+ * @param[in] available_target_platforms list of target platforms, if no target platforms are provided, queries all available target platforms
+ * @return the default backend given the available backends and target platforms (`[[nodiscard]]`)
  */
-[[nodiscard]] backend_type determine_default_backend();
+[[nodiscard]] backend_type determine_default_backend(const std::vector<backend_type> &available_backends = list_available_backends(),
+                                                     const std::vector<target_platform> &available_target_platforms = list_available_target_platforms());
 
 /**
  * @brief Output the @p backend to the given output-stream @p out.
diff --git a/src/plssvm/backend_types.cpp b/src/plssvm/backend_types.cpp
index 9ce5dab03..8932d4289 100644
--- a/src/plssvm/backend_types.cpp
+++ b/src/plssvm/backend_types.cpp
@@ -13,6 +13,9 @@
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
 #include "plssvm/target_platforms.hpp"       // plssvm::list_available_target_platforms
 
+#include "fmt/format.h"   // fmt::format, fmt::join
+#include "fmt/ostream.h"  // be able to format types with an operator<< overload
+
 #include <algorithm>  // std::find
 #include <array>      // std::array
 #include <ios>        // std::ios::failbit
@@ -44,12 +47,7 @@ std::vector<backend_type> list_available_backends() {
     return available_backends;
 }
 
-// TODO: available_* as parameter with default values?
-backend_type determine_default_backend() {
-    // determine available backends and target platforms
-    const std::vector<backend_type> available_backends = list_available_backends();
-    const std::vector<target_platform> available_target_platforms = list_available_target_platforms();
-
+backend_type determine_default_backend(const std::vector<backend_type> &available_backends, const std::vector<target_platform> &available_target_platforms) {
     // the decision order based on empiric findings
     using decision_order_type = std::pair<target_platform, std::vector<backend_type>>;
     std::array<decision_order_type, 4> decision_order = {
@@ -69,7 +67,9 @@ backend_type determine_default_backend() {
             }
         }
     }
-    throw unsupported_backend_exception{ "Unreachable: one target platform and backend combination must exist!" };
+    throw unsupported_backend_exception{ fmt::format("Error: unsupported backend and target platform combination: [{}]x[{}]!",
+                                                     fmt::join(available_backends, ", "),
+                                                     fmt::join(available_target_platforms, ", ")) };
 }
 
 std::ostream &operator<<(std::ostream &out, const backend_type backend) {
diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 80321d200..4b2a9462a 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -65,4 +65,44 @@ TEST(BackendType, minimal_available_backend) {
 
     // the automatic backend must always be present
     EXPECT_TRUE(plssvm::detail::contains(backends, plssvm::backend_type::automatic));
-}
\ No newline at end of file
+}
+
+using unsupported_combination_type = std::pair<std::vector<plssvm::backend_type>, std::vector<plssvm::target_platform>>;
+class BackendTypeUnsupportedCombination : public ::testing::TestWithParam<unsupported_combination_type> {};
+
+TEST_P(BackendTypeUnsupportedCombination, unsupported_backend_target_platform_combinations) {
+    const auto &[available_backends, available_target_platforms] = GetParam();
+    EXPECT_THROW_WHAT([[maybe_unused]] auto res = plssvm::determine_default_backend(available_backends, available_target_platforms),
+                      plssvm::unsupported_backend_exception,
+                      fmt::format("Error: unsupported backend and target platform combination: [{}]x[{}]!", fmt::join(available_backends, ", "), fmt::join(available_target_platforms, ", ")));
+}
+
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeUnsupportedCombination, ::testing::Values(
+         unsupported_combination_type{ { plssvm::backend_type::cuda, plssvm::backend_type::hip }, { plssvm::target_platform::cpu } },
+         unsupported_combination_type{ { plssvm::backend_type::openmp }, { plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel } },
+         unsupported_combination_type{ { plssvm::backend_type::cuda }, { plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel } },
+         unsupported_combination_type{ { plssvm::backend_type::hip }, { plssvm::target_platform::gpu_intel } }));
+// clang-format on
+
+using supported_combination_type = std::tuple<std::vector<plssvm::backend_type>, std::vector<plssvm::target_platform>, plssvm::backend_type>;
+class BackendTypeSupportedCombination : public ::testing::TestWithParam<supported_combination_type> {};
+
+TEST_P(BackendTypeSupportedCombination, supported_backend_target_platform_combinations) {
+    const auto &[available_backends, available_target_platforms, result_backend] = GetParam();
+    EXPECT_EQ(plssvm::determine_default_backend(available_backends, available_target_platforms), result_backend);
+}
+
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeSupportedCombination, ::testing::Values(
+         supported_combination_type{ { plssvm::backend_type::openmp }, { plssvm::target_platform::cpu, plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel }, plssvm::backend_type::openmp },
+         supported_combination_type{ { plssvm::backend_type::cuda }, { plssvm::target_platform::cpu, plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel }, plssvm::backend_type::cuda },
+         supported_combination_type{ { plssvm::backend_type::hip }, { plssvm::target_platform::cpu, plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel }, plssvm::backend_type::hip },
+         supported_combination_type{ { plssvm::backend_type::opencl }, { plssvm::target_platform::cpu, plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel }, plssvm::backend_type::opencl },
+         supported_combination_type{ { plssvm::backend_type::sycl }, { plssvm::target_platform::cpu, plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel }, plssvm::backend_type::sycl },
+         supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::cpu }, plssvm::backend_type::sycl },
+         supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_nvidia }, plssvm::backend_type::cuda },
+         supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_amd }, plssvm::backend_type::hip },
+         supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_intel }, plssvm::backend_type::sycl }
+));
+// clang-format on
\ No newline at end of file

From d5fee7889f3a3376248f13e5cad58885a8e9447f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 15 Aug 2022 18:46:25 +0200
Subject: [PATCH 0185/1010] Add missing comments.

---
 tests/detail/cmd/utility.hpp | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index d2bf30d70..440b7e590 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -45,13 +45,16 @@ class ParameterBase : public ::testing::Test {
             std::strcpy(argv[i], cmd_line_split[i].c_str());
         }
     }
+    /*
+     * Start capturing std::cout. Automatically called at the beginning of a test.
+     */
     void SetUp() override {
         // capture std::cout
         sbuf_ = std::cout.rdbuf();
         std::cout.rdbuf(buffer_.rdbuf());
     }
     /*
-     * Free memory used for argv. Automatically called at the end of a test.
+     * Free memory used for argv and end capturing std::cout. Automatically called at the end of a test.
      */
     void TearDown() override {
         // free memory at the end

From 37002ad7c72175e11e382e5b6a89c776430a8721 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 15 Aug 2022 18:46:37 +0200
Subject: [PATCH 0186/1010] Fix wrong comment.

---
 tests/backend_types.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 4b2a9462a..8e6bd4723 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -5,7 +5,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Tests for the functions in the utility header.
+ * @brief Tests for functions related to the different backend_types.
  */
 
 #include "plssvm/backend_types.hpp"

From 22ef8f0872f37268f6ac9bb547e2406514cda2f4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 15 Aug 2022 18:47:10 +0200
Subject: [PATCH 0187/1010] Replace fmt:: with std::cout/std::cerr since the
 former won't be captured by GoogleTest (for whatever reason).

---
 src/plssvm/detail/cmd/parameter_predict.cpp | 24 +++++++++---------
 src/plssvm/detail/cmd/parameter_scale.cpp   | 27 +++++++++++----------
 src/plssvm/detail/cmd/parameter_train.cpp   | 27 +++++++++++----------
 3 files changed, 40 insertions(+), 38 deletions(-)

diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parameter_predict.cpp
index 0ea36613e..d91b2eef0 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parameter_predict.cpp
@@ -16,13 +16,13 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <cstdio>      // stderr
 #include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>   // std::exception
 #include <filesystem>  // std::filesystem::path
+#include <iostream>    // std::cout, std::cerr, std::endl
 
 namespace plssvm::detail::cmd {
 
@@ -62,27 +62,27 @@ parameter_predict::parameter_predict(int argc, char **argv) {
         options.parse_positional({ "test", "model", "output" });
         result = options.parse(argc, argv);
     } catch (const std::exception &e) {
-        fmt::print(stderr, "{}\n", e.what());
-        fmt::print("{}\n", options.help());
+        std::cerr << e.what() << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
     // check if the number of positional arguments is not too large
     if (!result.unmatched().empty()) {
-        fmt::print(stderr, "Only up to three positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " "));
-        fmt::print("{}", options.help());
+        std::cerr << fmt::format("Only up to three positional options may be given, but {} (\"{}\") additional option(s) where provided!", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
     // print help message and exit
     if (result.count("help")) {
-        fmt::print("{}", options.help());
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_SUCCESS);
     }
 
     // print version info
     if (result.count("version")) {
-        fmt::print("{}", version::detail::get_version_info("plssvm-predict"));
+        std::cout << version::detail::get_version_info("plssvm-predict") << std::endl;
         std::exit(EXIT_SUCCESS);
     }
 
@@ -108,16 +108,16 @@ parameter_predict::parameter_predict(int argc, char **argv) {
 
     // parse test data filename
     if (!result.count("test")) {
-        fmt::print(stderr, "Error missing test file!\n");
-        fmt::print("{}", options.help());
+        std::cerr << "Error missing test file!" << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
     input_filename = result["test"].as<decltype(input_filename)>();
 
     // parse model filename
     if (!result.count("model")) {
-        fmt::print(stderr, "Error missing model file!\n");
-        fmt::print("{}", options.help());
+        std::cerr << "Error missing model file!" << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
     model_filename = result["model"].as<decltype(model_filename)>();
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parameter_scale.cpp
index 5394d4c50..7d8eb6618 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parameter_scale.cpp
@@ -13,13 +13,13 @@
 #include "plssvm/version/version.hpp"  // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <cstdio>      // stderr
 #include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>   // std::exception
 #include <filesystem>  // std::filesystem::path
+#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
 
 namespace plssvm::detail::cmd {
 
@@ -58,26 +58,27 @@ parameter_scale::parameter_scale(int argc, char **argv) {
         options.parse_positional({ "input", "scaled" });
         result = options.parse(argc, argv);
     } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
+        std::cerr << e.what() << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
     // check if the number of positional arguments is not too large
     if (!result.unmatched().empty()) {
-        fmt::print(stderr, "Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " "));
-        fmt::print("{}", options.help());
+        std::cerr << fmt::format("Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
     // print help message and exit
     if (result.count("help")) {
-        fmt::print("{}", options.help());
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_SUCCESS);
     }
 
     // print version info
     if (result.count("version")) {
-        fmt::print("{}", version::detail::get_version_info("plssvm-scale", false));
+        std::cout << version::detail::get_version_info("plssvm-scale", false) << std::endl;
         std::exit(EXIT_SUCCESS);
     }
 
@@ -89,8 +90,8 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
     // lower must be strictly less than upper!
     if (lower >= upper) {
-        fmt::print(stderr, "Error invalid scaling range [lower, upper] with [{}, {}]!\n", lower, upper);
-        fmt::print("{}", options.help());
+        std::cerr << fmt::format("Error invalid scaling range [lower, upper] with [{}, {}]!", lower, upper) << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
@@ -108,8 +109,8 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
     // parse input data filename
     if (!result.count("input")) {
-        fmt::print(stderr, "Error missing input file!\n");
-        fmt::print("{}", options.help());
+        std::cerr << "Error missing input file!" << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
     input_filename = result["input"].as<decltype(input_filename)>();
@@ -124,8 +125,8 @@ parameter_scale::parameter_scale(int argc, char **argv) {
 
     // can only use one of save_filename or restore_filename
     if (result.count("save_filename") && result.count("restore_filename")) {
-        fmt::print(stderr, "Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!\n");
-        fmt::print("{}", options.help());
+        std::cerr << "Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!" << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 18b03e1ec..7b18e54ae 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -21,10 +21,10 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // ffmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <cstdio>      // stderr
+#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
 #include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>   // std::exception
 #include <filesystem>  // std::filesystem::path
@@ -73,26 +73,27 @@ parameter_train::parameter_train(int argc, char **argv) {
         options.parse_positional({ "input", "model" });
         result = options.parse(argc, argv);
     } catch (const std::exception &e) {
-        fmt::print("{}\n{}\n", e.what(), options.help());
+        std::cerr << e.what() << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
     // check if the number of positional arguments is not too large
     if (!result.unmatched().empty()) {
-        fmt::print(stderr, "Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " "));
-        fmt::print("{}", options.help());
+        std::cerr << fmt::format("Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
 
     // print help message and exit
     if (result.count("help")) {
-        fmt::print("{}", options.help());
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_SUCCESS);
     }
 
     // print version info
     if (result.count("version")) {
-        fmt::print("{}", version::detail::get_version_info("plssvm-train"));
+        std::cout << version::detail::get_version_info("plssvm-train") << std::endl;
         std::exit(EXIT_SUCCESS);
     }
 
@@ -111,8 +112,8 @@ parameter_train::parameter_train(int argc, char **argv) {
         typename decltype(csvm_params.gamma)::value_type gamma_input = result["gamma"].as<typename decltype(csvm_params.gamma)::value_type>();
         // check if the provided gamma is legal
         if (gamma_input <= decltype(gamma_input){ 0.0 }) {
-            fmt::print(stderr, "gamma must be greater than 0.0, but is {}!\n", gamma_input);
-            fmt::print("{}", options.help());
+            std::cerr << fmt::format("gamma must be greater than 0.0, but is {}!", gamma_input) << std::endl;
+            std::cout << options.help() << std::endl;
             std::exit(EXIT_FAILURE);
         }
         // provided gamma was legal -> override default value
@@ -139,8 +140,8 @@ parameter_train::parameter_train(int argc, char **argv) {
         const auto max_iter_input = result["max_iter"].as<long long int>();
         // check if the provided max_iter is legal
         if (max_iter_input <= decltype(max_iter_input){ 0 }) {
-            fmt::print(stderr, "max_iter must be greater than 0, but is {}!\n", max_iter_input);
-            fmt::print("{}", options.help());
+            std::cerr << fmt::format("max_iter must be greater than 0, but is {}!", max_iter_input) << std::endl;
+            std::cout << options.help() << std::endl;
             std::exit(EXIT_FAILURE);
         }
         // provided max_iter was legal -> override default value
@@ -172,8 +173,8 @@ parameter_train::parameter_train(int argc, char **argv) {
 
     // parse input data filename
     if (!result.count("input")) {
-        fmt::print(stderr, "Error missing input file!\n");
-        fmt::print("{}", options.help());
+        std::cerr << "Error missing input file!" << std::endl;
+        std::cout << options.help() << std::endl;
         std::exit(EXIT_FAILURE);
     }
     input_filename = result["input"].as<decltype(input_filename)>();

From b8a9e6c8d069fc5d10521eeae4580571286b3a26 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 15 Aug 2022 18:47:37 +0200
Subject: [PATCH 0188/1010] Add tests for the target_platform enumeration.

---
 include/plssvm/target_platforms.hpp |  6 ++-
 src/plssvm/target_platforms.cpp     |  2 +-
 tests/CMakeLists.txt                |  1 +
 tests/target_platforms.cpp          | 65 +++++++++++++++++++++++++++++
 4 files changed, 72 insertions(+), 2 deletions(-)
 create mode 100644 tests/target_platforms.cpp

diff --git a/include/plssvm/target_platforms.hpp b/include/plssvm/target_platforms.hpp
index 5a654b1c7..171a21aca 100644
--- a/include/plssvm/target_platforms.hpp
+++ b/include/plssvm/target_platforms.hpp
@@ -9,6 +9,8 @@
  * @brief Defines all possible targets. Can also include targets not available on the current target platform.
  */
 
+#ifndef PLSSVM_TARGET_PLATFORMS_HPP_
+#define PLSSVM_TARGET_PLATFORMS_HPP_
 #pragma once
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
@@ -55,4 +57,6 @@ std::ostream &operator<<(std::ostream &out, target_platform target);
  */
 std::istream &operator>>(std::istream &in, target_platform &target);
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm
+
+#endif  // PLSSVM_TARGET_PLATFORMS_HPP_
\ No newline at end of file
diff --git a/src/plssvm/target_platforms.cpp b/src/plssvm/target_platforms.cpp
index 68684633e..dbe3bb235 100644
--- a/src/plssvm/target_platforms.cpp
+++ b/src/plssvm/target_platforms.cpp
@@ -32,7 +32,7 @@ std::vector<target_platform> list_available_target_platforms() {
 #if defined(PLSSVM_HAS_INTEL_TARGET)
     available_targets.push_back(target_platform::gpu_intel);
 #endif
-return available_targets;
+    return available_targets;
 }
 
 std::ostream &operator<<(std::ostream &out, const target_platform target) {
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 4537e6542..e3a27d664 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -118,6 +118,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
 )
 
 # create test executable
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
new file mode 100644
index 000000000..d9817e4c9
--- /dev/null
+++ b/tests/target_platforms.cpp
@@ -0,0 +1,65 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the different target_platforms.
+ */
+
+#include "plssvm/target_platforms.hpp"
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <sstream>  // std::istringstream
+#include <vector>   // std::vector
+
+// check whether the plssvm::target_platform -> std::string conversions are correct
+TEST(TargetPlatform, to_string) {
+    // check conversions to std::string
+    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::automatic), "automatic");
+    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::cpu), "cpu");
+    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::gpu_nvidia), "gpu_nvidia");
+    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::gpu_amd), "gpu_amd");
+    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::gpu_intel), "gpu_intel");
+}
+TEST(TargetPlatform, to_string_unknown) {
+    // check conversions to std::string from unknown target_platform
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::target_platform>(5)), "unknown");
+}
+
+// check whether the std::string -> plssvm::target_platform conversions are correct
+TEST(TargetPlatform, from_string) {
+    // check conversion from std::string
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("automatic"), plssvm::target_platform::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("AUTOmatic"), plssvm::target_platform::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("cpu"), plssvm::target_platform::cpu);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("CPU"), plssvm::target_platform::cpu);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("gpu_nvidia"), plssvm::target_platform::gpu_nvidia);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("GPU_NVIDIA"), plssvm::target_platform::gpu_nvidia);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("gpu_amd"), plssvm::target_platform::gpu_amd);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("GPU_AMD"), plssvm::target_platform::gpu_amd);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("gpu_intel"), plssvm::target_platform::gpu_intel);
+    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("GPU_INTEL"), plssvm::target_platform::gpu_intel);
+}
+TEST(TargetPlatform, from_string_unknown) {
+    // foo isn't a valid target_platform
+    std::istringstream ss{ "foo" };
+    plssvm::target_platform t;
+    ss >> t;
+    EXPECT_TRUE(ss.fail());
+}
+
+TEST(TargetPlatform, minimal_available_target_platform) {
+    const std::vector<plssvm::target_platform> platform = plssvm::list_available_target_platforms();
+
+    // at least two target platforms must be available!
+    EXPECT_GE(platform.size(), 2);
+
+    // the automatic backend must always be present
+    EXPECT_TRUE(plssvm::detail::contains(platform, plssvm::target_platform::automatic));
+}
\ No newline at end of file

From f2620237107d2dee34ef2c31fef0b770cf21f684 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 15 Aug 2022 19:22:39 +0200
Subject: [PATCH 0189/1010] Fix wrong test suite name.

---
 tests/backend_types.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 8e6bd4723..fea5ace5e 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -28,7 +28,7 @@ TEST(BackendType, to_string) {
     EXPECT_EQ(util::convert_to_string(plssvm::backend_type::opencl), "opencl");
     EXPECT_EQ(util::convert_to_string(plssvm::backend_type::sycl), "sycl");
 }
-TEST(Backend_Type, to_string_unknown) {
+TEST(BackendType, to_string_unknown) {
     // check conversions to std::string from unknown backend_type
     EXPECT_EQ(util::convert_to_string(static_cast<plssvm::backend_type>(6)), "unknown");
 }

From c41fdd517be8060836bca3c9886f69df22f5dd2e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 5 Sep 2022 11:56:08 +0200
Subject: [PATCH 0190/1010] Add test for the simple kernel function
 implementation.

---
 include/plssvm/kernel_types.hpp |  13 ++
 include/plssvm/parameter.hpp    |  11 +-
 src/plssvm/kernel_types.cpp     |   2 +-
 tests/CMakeLists.txt            |   1 +
 tests/kernel_types.cpp          | 250 ++++++++++++++++++++++++++++++++
 5 files changed, 275 insertions(+), 2 deletions(-)
 create mode 100644 tests/kernel_types.cpp

diff --git a/include/plssvm/kernel_types.hpp b/include/plssvm/kernel_types.hpp
index dfbf1d372..b4e0ec77e 100644
--- a/include/plssvm/kernel_types.hpp
+++ b/include/plssvm/kernel_types.hpp
@@ -9,6 +9,8 @@
  * @brief Defines all available kernel types.
  */
 
+#ifndef PLSSVM_KERNEL_TYPES_HPP_
+#define PLSSVM_KERNEL_TYPES_HPP_
 #pragma once
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
@@ -87,10 +89,21 @@ template <kernel_type kernel, typename real_type, typename... Args>
     }
 }
 
+// forward declare parameter class
 template <typename>
 struct parameter;
 
+/**
+ * @brief Computes the value of the two vectors @p xi and @p xj using the kernel function and kernel parameter stored in @p params.
+ * @tparam real_type the type of the values
+ * @param[in] xi the first vector
+ * @param[in] xj the second vector
+ * @param[in] params class encapsulating the kernel type and kernel parameters
+ * @return the computed kernel function value (`[[nodiscard]]`)
+ */
 template <typename real_type>
 [[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params);
 
 }  // namespace plssvm
+
+#endif  // PLSSVM_KERNEL_TYPES_HPP_
\ No newline at end of file
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 2f7e97876..e9f7b6a50 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -44,6 +44,16 @@ struct parameter {
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
+    parameter() = default;
+    parameter(const kernel_type kernel_p, const int degree_p, const real_type gamma_p, const real_type coef0_p, const real_type cost_p) {
+        // TODO: necessary? -> default_value constructor!
+        kernel = kernel_p;
+        degree = degree_p;
+        gamma = gamma_p;
+        coef0 = coef0_p;
+        cost = cost_p;
+    }
+
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
     default_value<kernel_type> kernel = default_init<kernel_type>{ kernel_type::linear };
     /// The degree parameter used in the polynomial kernel function.
@@ -70,7 +80,6 @@ struct parameter {
 extern template struct parameter<float>;
 extern template struct parameter<double>;
 
-
 // comparison operations
 template <typename T>
 constexpr bool operator==(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
diff --git a/src/plssvm/kernel_types.cpp b/src/plssvm/kernel_types.cpp
index dc3fb5779..81a6b3bf0 100644
--- a/src/plssvm/kernel_types.cpp
+++ b/src/plssvm/kernel_types.cpp
@@ -35,7 +35,7 @@ std::string_view kernel_type_to_math_string(const kernel_type kernel) noexcept {
         case kernel_type::linear:
             return "u'*v";
         case kernel_type::polynomial:
-            return "(gamma*u'*v + coef0)^degree";
+            return "(gamma*u'*v+coef0)^degree";
         case kernel_type::rbf:
             return "exp(-gamma*|u-v|^2)";
     }
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index e3a27d664..ea8b956c7 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -118,6 +118,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/kernel_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
 )
 
diff --git a/tests/kernel_types.cpp b/tests/kernel_types.cpp
new file mode 100644
index 000000000..28802ff33
--- /dev/null
+++ b/tests/kernel_types.cpp
@@ -0,0 +1,250 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the different kernel_types.
+ */
+
+#include "plssvm/kernel_types.hpp"
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+
+#include "backends/compare.hpp"  // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
+#include "utility.hpp"           // util::{convert_to_string, convert_from_string, gtest_assert_floating_point_near}, EXPECT_THROW_WHAT
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
+
+#include <algorithm>  // std::generate
+#include <cstddef>    // std::size_t
+#include <random>     // std::random_device, std::mt19937, std::uniform_real_distribution
+#include <sstream>    // std::istringstream
+#include <vector>     // std::vector
+
+// check whether the plssvm::kernel_type -> std::string conversions are correct
+TEST(KernelType, to_string) {
+    // check conversions to std::string
+    EXPECT_EQ(util::convert_to_string(plssvm::kernel_type::linear), "linear");
+    EXPECT_EQ(util::convert_to_string(plssvm::kernel_type::polynomial), "polynomial");
+    EXPECT_EQ(util::convert_to_string(plssvm::kernel_type::rbf), "rbf");
+}
+TEST(KernelType, to_string_unknown) {
+    // check conversions to std::string from unknown kernel_type
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::kernel_type>(3)), "unknown");
+}
+
+// check whether the std::string -> plssvm::kernel_type conversions are correct
+TEST(KernelType, from_string) {
+    // check conversion from std::string
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("linear"), plssvm::kernel_type::linear);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("LINEAR"), plssvm::kernel_type::linear);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("0"), plssvm::kernel_type::linear);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("polynomial"), plssvm::kernel_type::polynomial);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("POLynomIAL"), plssvm::kernel_type::polynomial);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("1"), plssvm::kernel_type::polynomial);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("rbf"), plssvm::kernel_type::rbf);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("rBf"), plssvm::kernel_type::rbf);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("2"), plssvm::kernel_type::rbf);
+}
+TEST(KernelType, from_string_unknown) {
+    // foo isn't a valid kernel_type
+    std::istringstream ss{ "foo" };
+    plssvm::kernel_type k;
+    ss >> k;
+    EXPECT_TRUE(ss.fail());
+}
+
+TEST(KernelType, kernel_to_math_string) {
+    // check conversion from plssvm::kernel_type to the respective math function string
+    EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::linear), "u'*v");
+    EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::polynomial), "(gamma*u'*v+coef0)^degree");
+    EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::rbf), "exp(-gamma*|u-v|^2)");
+}
+
+template <typename T>
+std::vector<T> generate_random_vector(const std::size_t size) {
+    std::vector<T> vec(size);
+
+    // fill vectors with random values
+    static std::random_device rd;
+    static std::mt19937 gen(rd());
+    std::uniform_real_distribution<T> dist(-1.0, 1.0);
+    std::generate(vec.begin(), vec.end(), [&]() { return dist(gen); });
+
+    return vec;
+}
+
+// the floating point types to test
+using floating_point_types = ::testing::Types<float, double>;
+const std::vector<std::size_t> kernel_vector_sizes_to_test = { 0, 1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024 };
+
+template <typename T, plssvm::kernel_type kernel>
+struct parameter_set {
+    std::vector<plssvm::parameter<T>> params = {
+        plssvm::parameter<T>{ kernel, 3, 0.05, 1.0, 1.0 },
+        plssvm::parameter<T>{ kernel, 1, 0.0, 0.0, 1.0 },
+        plssvm::parameter<T>{ kernel, 4, -0.05, 1.5, 1.0 },
+        plssvm::parameter<T>{ kernel, 2, 0.025, -1.0, 1.0 }
+    };
+};
+
+template <typename T>
+class KernelTypeBase : public ::testing::Test {};
+TYPED_TEST_SUITE(KernelTypeBase, floating_point_types);
+
+TYPED_TEST(KernelTypeBase, linear_kernel_function_variadic) {
+    using real_type = TypeParam;
+
+    // create parameter set to test
+    parameter_set<real_type, plssvm::kernel_type::linear> params_set;
+
+    for (const std::size_t size : kernel_vector_sizes_to_test) {
+        // create random vector with the specified size
+        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+
+        // test the linear kernel function using different parameter sets
+        for ([[maybe_unused]] const plssvm::parameter<real_type> &p : params_set.params) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
+        }
+    }
+}
+
+TYPED_TEST(KernelTypeBase, linear_kernel_function_parameter) {
+    using real_type = TypeParam;
+
+    // create parameter set to test
+    parameter_set<real_type, plssvm::kernel_type::linear> params_set;
+
+    for (const std::size_t size : kernel_vector_sizes_to_test) {
+        // create random vector with the specified size
+        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+
+        // test the linear kernel function using different parameter sets
+        for (const plssvm::parameter<real_type> &p : params_set.params) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, p), compare::detail::linear_kernel(x1, x2));
+        }
+    }
+}
+
+TYPED_TEST(KernelTypeBase, polynomial_kernel_function_variadic) {
+    using real_type = TypeParam;
+
+    // create parameter set to test
+    parameter_set<real_type, plssvm::kernel_type::polynomial> params_set;
+
+    for (const std::size_t size : kernel_vector_sizes_to_test) {
+        // create random vector with the specified size
+        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+
+        // test polynomial kernel function
+        for (const plssvm::parameter<real_type> &p : params_set.params) {
+            const int degree = p.degree.value();
+            const real_type gamma = p.gamma.value();
+            const real_type coef0 = p.coef0.value();
+            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::poly_kernel(x1, x2, degree, gamma, coef0));
+        }
+    }
+}
+
+TYPED_TEST(KernelTypeBase, polynomial_kernel_function_parameter) {
+    using real_type = TypeParam;
+
+    // create parameter set to test
+    parameter_set<real_type, plssvm::kernel_type::polynomial> params_set;
+
+    for (const std::size_t size : kernel_vector_sizes_to_test) {
+        // create random vector with the specified size
+        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+
+        // test polynomial kernel function
+        for (const plssvm::parameter<real_type> &p : params_set.params) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, p), compare::detail::poly_kernel(x1, x2, p.degree.value(), p.gamma.value(), p.coef0.value()));
+        }
+    }
+}
+
+TYPED_TEST(KernelTypeBase, radial_basis_function_kernel_function_variadic) {
+    using real_type = TypeParam;
+
+    // create parameter set to test
+    parameter_set<real_type, plssvm::kernel_type::rbf> params_set;
+
+    for (const std::size_t size : kernel_vector_sizes_to_test) {
+        // create random vector with the specified size
+        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+
+        // test rbf kernel function
+        for (const plssvm::parameter<real_type> &p : params_set.params) {
+            const real_type gamma = p.gamma.value();
+            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
+        }
+    }
+}
+
+TYPED_TEST(KernelTypeBase, radial_basis_function_kernel_function_parameter) {
+    using real_type = TypeParam;
+
+    // create parameter set to test
+    parameter_set<real_type, plssvm::kernel_type::rbf> params_set;
+
+    for (const std::size_t size : kernel_vector_sizes_to_test) {
+        // create random vector with the specified size
+        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+
+        // test rbf kernel function
+        for (const plssvm::parameter<real_type> &p : params_set.params) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, p), compare::detail::radial_kernel(x1, x2, p.gamma.value()));
+        }
+    }
+}
+
+TYPED_TEST(KernelTypeBase, unknown_kernel_function_parameter) {
+    using real_type = TypeParam;
+
+    // create two vectors
+    const std::vector<real_type> x1 = { real_type{ 1.0 } };
+    const std::vector<real_type> x2 = { real_type{ 1.0 } };
+    plssvm::parameter<real_type> p{};
+    p.kernel = static_cast<plssvm::kernel_type>(3);
+
+    [[maybe_unused]] real_type res;
+    EXPECT_THROW_WHAT(res = plssvm::kernel_function(x1, x2, p), plssvm::unsupported_kernel_type_exception, "Unknown kernel type (value: 3)!");
+}
+
+template <typename T>
+class KernelTypeBaseDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(KernelTypeBaseDeathTest, floating_point_types);
+
+TYPED_TEST(KernelTypeBaseDeathTest, size_mismatch_kernel_function_variadic) {
+    using real_type = TypeParam;
+
+    // create random vector with the specified size
+    const std::vector<real_type> x1{ real_type{ 1.0 } };
+    const std::vector<real_type> x2{ real_type{ 1.0 }, real_type{ 2.0 } };
+
+    // test mismatched vector sizes
+    [[maybe_unused]] real_type res;
+    EXPECT_DEATH(res = plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(res = plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, 0, real_type{ 0.0 }, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(res = plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
+}
+
+TYPED_TEST(KernelTypeBaseDeathTest, size_mismatch_kernel_function_parameter) {
+    using real_type = TypeParam;
+
+    // create random vector with the specified size
+    const std::vector<real_type> x1{ real_type{ 1.0 } };
+    const std::vector<real_type> x2{ real_type{ 1.0 }, real_type{ 2.0 } };
+
+    // test mismatched vector sizes
+    [[maybe_unused]] real_type res;
+    EXPECT_DEATH(res = plssvm::kernel_function(x1, x2, plssvm::parameter<real_type>{}), "Sizes mismatch!: 1 != 2");
+}
\ No newline at end of file

From c96db1ccc32a06c749a87b5bcfa948ddafd0b008 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 5 Sep 2022 11:59:40 +0200
Subject: [PATCH 0191/1010] Remove now unnecessary file.

---
 tests/CMakeLists.txt |   1 -
 tests/base_test.cpp  | 130 -------------------------------------------
 2 files changed, 131 deletions(-)
 delete mode 100644 tests/base_test.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index ea8b956c7..493b45d81 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -94,7 +94,6 @@ set(PLSSVM_BASE_TEST_NAME Base_tests)
 
 # list all necessary sources
 set(PLSSVM_BASE_TEST_SOURCES
-#    ${CMAKE_CURRENT_LIST_DIR}/base_test.cpp
 #    ${CMAKE_CURRENT_LIST_DIR}/csvm_test.cpp
 #    ${CMAKE_CURRENT_LIST_DIR}/parameter_test.cpp
 
diff --git a/tests/base_test.cpp b/tests/base_test.cpp
deleted file mode 100644
index 39c6541d6..000000000
--- a/tests/base_test.cpp
+++ /dev/null
@@ -1,130 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the base functionality.
- */
-
-#include "plssvm/backend_types.hpp"                // plssvm::backend_type
-#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/assert.hpp"                // PLSSVM_ASSERT
-#include "plssvm/detail/sha256.hpp"                // plssvm::detail::sha256
-#include "plssvm/kernel_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"             // plssvm::target_platform
-
-#include "backends/compare.hpp"  // compare::detail::linear_kernel, compare::detail::poly_kernel, compare::detail::radial_kernel
-#include "utility.hpp"           // util::gtest_expect_enum_to_string_string_conversion, util::gtest_expect_string_to_enum_conversion, util::gtest_assert_floating_point_near
-
-#include "gtest/gtest.h"  // :testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, TEST
-
-#include <algorithm>  // std::generate
-#include <cstddef>    // std::size_t
-#include <random>     // std::random_device, std::mt19937, std::uniform_real_distribution
-#include <string>     // std::string
-#include <vector>     // std::vector
-
-#include <regex>
-
-// check whether the std::string <-> plssvm::backend_type conversions are correct
-TEST(Base, backend_type) {
-    // check conversions to std::string
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::backend_type::automatic, "automatic");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::backend_type::openmp, "openmp");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::backend_type::cuda, "cuda");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::backend_type::hip, "hip");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::backend_type::opencl, "opencl");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::backend_type::sycl, "sycl");
-    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::backend_type>(6), "unknown");
-
-    // check conversion from std::string
-    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::backend_type::automatic);
-    util::gtest_expect_string_to_enum_conversion("AUTOmatic", plssvm::backend_type::automatic);
-    util::gtest_expect_string_to_enum_conversion("openmp", plssvm::backend_type::openmp);
-    util::gtest_expect_string_to_enum_conversion("OpenMP", plssvm::backend_type::openmp);
-    util::gtest_expect_string_to_enum_conversion("cuda", plssvm::backend_type::cuda);
-    util::gtest_expect_string_to_enum_conversion("CUDA", plssvm::backend_type::cuda);
-    util::gtest_expect_string_to_enum_conversion("hip", plssvm::backend_type::hip);
-    util::gtest_expect_string_to_enum_conversion("HIP", plssvm::backend_type::hip);
-    util::gtest_expect_string_to_enum_conversion("opencl", plssvm::backend_type::opencl);
-    util::gtest_expect_string_to_enum_conversion("OpenCL", plssvm::backend_type::opencl);
-    util::gtest_expect_string_to_enum_conversion("sycl", plssvm::backend_type::sycl);
-    util::gtest_expect_string_to_enum_conversion("SYCL", plssvm::backend_type::sycl);
-    util::gtest_expect_string_to_enum_conversion<plssvm::backend_type>("foo");
-}
-
-// check whether the std::string <-> plssvm::kernel_type conversions are correct
-TEST(Base, kernel_type) {
-    // check conversions to std::string
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::kernel_type::linear, "linear");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::kernel_type::polynomial, "polynomial");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::kernel_type::rbf, "rbf");
-    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::kernel_type>(3), "unknown");
-
-    // check conversion from std::string
-    util::gtest_expect_string_to_enum_conversion("linear", plssvm::kernel_type::linear);
-    util::gtest_expect_string_to_enum_conversion("LINEAR", plssvm::kernel_type::linear);
-    util::gtest_expect_string_to_enum_conversion("0", plssvm::kernel_type::linear);
-    util::gtest_expect_string_to_enum_conversion("polynomial", plssvm::kernel_type::polynomial);
-    util::gtest_expect_string_to_enum_conversion("POLynomIAL", plssvm::kernel_type::polynomial);
-    util::gtest_expect_string_to_enum_conversion("1", plssvm::kernel_type::polynomial);
-    util::gtest_expect_string_to_enum_conversion("rbf", plssvm::kernel_type::rbf);
-    util::gtest_expect_string_to_enum_conversion("rBf", plssvm::kernel_type::rbf);
-    util::gtest_expect_string_to_enum_conversion("2", plssvm::kernel_type::rbf);
-    util::gtest_expect_string_to_enum_conversion<plssvm::kernel_type>("bar");
-}
-
-// check whether the std::string <-> plssvm::target_platform conversions are correct
-TEST(Base, target_platform) {
-    // check conversions to std::string
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::target_platform::automatic, "automatic");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::target_platform::cpu, "cpu");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::target_platform::gpu_nvidia, "gpu_nvidia");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::target_platform::gpu_amd, "gpu_amd");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::target_platform::gpu_intel, "gpu_intel");
-    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::target_platform>(5), "unknown");
-
-    // check conversion from std::string
-    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::target_platform::automatic);
-    util::gtest_expect_string_to_enum_conversion("AUTOmatic", plssvm::target_platform::automatic);
-    util::gtest_expect_string_to_enum_conversion("cpu", plssvm::target_platform::cpu);
-    util::gtest_expect_string_to_enum_conversion("CPU", plssvm::target_platform::cpu);
-    util::gtest_expect_string_to_enum_conversion("gpu_nvidia", plssvm::target_platform::gpu_nvidia);
-    util::gtest_expect_string_to_enum_conversion("GPU_NVIDIA", plssvm::target_platform::gpu_nvidia);
-    util::gtest_expect_string_to_enum_conversion("gpu_amd", plssvm::target_platform::gpu_amd);
-    util::gtest_expect_string_to_enum_conversion("GPU_AMD", plssvm::target_platform::gpu_amd);
-    util::gtest_expect_string_to_enum_conversion("gpu_intel", plssvm::target_platform::gpu_intel);
-    util::gtest_expect_string_to_enum_conversion("GPU_INTEL", plssvm::target_platform::gpu_intel);
-    util::gtest_expect_string_to_enum_conversion<plssvm::target_platform>("baz");
-}
-
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
-
-template <typename T>
-class BaseKernelFunction : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseKernelFunction, floating_point_types);
-
-// check whether the kernel_function implementation is correct
-TYPED_TEST(BaseKernelFunction, kernel_function) {
-    using real_type = TypeParam;
-
-    // create dummy data vectors
-    constexpr std::size_t size = 512;
-    std::vector<real_type> x1(size);
-    std::vector<real_type> x2(size);
-
-    // fill vectors with random values
-    std::random_device rnd_device;
-    std::random_device rd;
-    std::mt19937 gen(rd());
-    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-    std::generate(x1.begin(), x1.end(), [&]() { return dist(gen); });
-    std::generate(x2.begin(), x2.end(), [&]() { return dist(gen); });
-
-    util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
-    util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, 3, 0.5, 0.0), compare::detail::poly_kernel(x1, x2, 3, real_type{ 0.5 }, real_type{ 0.0 }));
-    util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, 0.5), compare::detail::radial_kernel(x1, x2, real_type{ 0.5 }));
-}
\ No newline at end of file

From 9a0dfba8dff06d485ccf6db191d216990a47cba5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 5 Sep 2022 11:59:56 +0200
Subject: [PATCH 0192/1010] Add explicit cast to silence compiler warning.

---
 include/plssvm/parameter.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index e9f7b6a50..b50c96a89 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -73,7 +73,7 @@ struct parameter {
     template <typename U>
     explicit operator parameter<U>() {
         // convert between parameter<float> <-> parameter<double>
-        return parameter<U>{ kernel, degree, gamma, coef0, cost };
+        return parameter<U>{ kernel, degree, static_cast<U>(gamma.value()), static_cast<U>(coef0.value()), static_cast<U>(cost.value()) };
     }
 };
 

From 848f1970f1327104957b16ca325cae9c6bfcc134 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 5 Sep 2022 12:22:00 +0200
Subject: [PATCH 0193/1010] Add tests and missing documentation for the
 file_format_types enum class.

---
 include/plssvm/file_format_types.hpp | 26 ++++++++++++++--
 src/plssvm/file_format_types.cpp     | 18 ++++++++----
 tests/CMakeLists.txt                 |  1 +
 tests/file_format_types.cpp          | 44 ++++++++++++++++++++++++++++
 4 files changed, 81 insertions(+), 8 deletions(-)
 create mode 100644 tests/file_format_types.cpp

diff --git a/include/plssvm/file_format_types.hpp b/include/plssvm/file_format_types.hpp
index 106b232ec..ffac6e3fa 100644
--- a/include/plssvm/file_format_types.hpp
+++ b/include/plssvm/file_format_types.hpp
@@ -1,17 +1,35 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines all supported file formats.
+ */
+
+#ifndef PLSSVM_FILE_FORMAT_TYPES_HPP_
+#define PLSSVM_FILE_FORMAT_TYPES_HPP_
 #pragma once
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
 
 namespace plssvm {
 
+/**
+ * @brief Enum class for all supported file types.
+ */
 enum class file_format_type {
+    /** The LIBSVM file format. Used as default. For the file format specification see: https://www.csie.ntu.edu.tw/~cjlin/libsvm/faq.html */
     libsvm,
+    /** The ARFF file format. For the file format specification see: https://www.cs.waikato.ac.nz/~ml/weka/arff.html */
     arff
 };
 
 /**
  * @brief Output the @p format to the given output-stream @p out.
- * @param[in,out] out the output-stream to write the format type to
+ * @param[in,out] out the output-stream to write the file format type to
  * @param[in] format the file format type
  * @return the output-stream
  */
@@ -19,10 +37,12 @@ std::ostream &operator<<(std::ostream &out, file_format_type format);
 
 /**
  * @brief Use the input-stream @p in to initialize the @p format type.
- * @param[in,out] in input-stream to extract the format type from
+ * @param[in,out] in input-stream to extract the file format type from
  * @param[in] format the file format type
  * @return the input-stream
  */
 std::istream &operator>>(std::istream &in, file_format_type &format);
 
-}
\ No newline at end of file
+}  // namespace plssvm
+
+#endif  // PLSSVM_FILE_FORMAT_TYPES_HPP_
\ No newline at end of file
diff --git a/src/plssvm/file_format_types.cpp b/src/plssvm/file_format_types.cpp
index 96ef31188..f27a8cb56 100644
--- a/src/plssvm/file_format_types.cpp
+++ b/src/plssvm/file_format_types.cpp
@@ -1,11 +1,19 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/file_format_types.hpp"
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 
-#include <ios>        // std::ios::failbit
-#include <istream>    // std::istream
-#include <ostream>    // std::ostream
-#include <string>     // std::string
+#include <ios>      // std::ios::failbit
+#include <istream>  // std::istream
+#include <ostream>  // std::ostream
+#include <string>   // std::string
 
 namespace plssvm {
 
@@ -34,4 +42,4 @@ std::istream &operator>>(std::istream &in, file_format_type &format) {
     return in;
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 493b45d81..3e9977c03 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -119,6 +119,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/kernel_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
 )
 
 # create test executable
diff --git a/tests/file_format_types.cpp b/tests/file_format_types.cpp
new file mode 100644
index 000000000..e4e134c36
--- /dev/null
+++ b/tests/file_format_types.cpp
@@ -0,0 +1,44 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the different file format types.
+ */
+
+#include "plssvm/file_format_types.hpp"
+
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
+
+#include <sstream>  // std::istringstream
+
+// check whether the plssvm::file_format_type -> std::string conversions are correct
+TEST(FileFormatType, to_string) {
+    // check conversions to std::string
+    EXPECT_EQ(util::convert_to_string(plssvm::file_format_type::libsvm), "libsvm");
+    EXPECT_EQ(util::convert_to_string(plssvm::file_format_type::arff), "arff");
+}
+TEST(FileFormatType, to_string_unknown) {
+    // check conversions to std::string from unknown file_format_type
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::file_format_type>(2)), "unknown");
+}
+
+// check whether the std::string -> plssvm::file_format_type conversions are correct
+TEST(FileFormatType, from_string) {
+    // check conversion from std::string
+    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("LIBSVM"), plssvm::file_format_type::libsvm);
+    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("libsvm"), plssvm::file_format_type::libsvm);
+    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("ARFF"), plssvm::file_format_type::arff);
+    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("arff"), plssvm::file_format_type::arff);
+}
+TEST(FileFormatType, from_string_unknown) {
+    // foo isn't a valid file_format_type
+    std::istringstream ss{ "foo" };
+    plssvm::file_format_type ff;
+    ss >> ff;
+    EXPECT_TRUE(ss.fail());
+}

From eb5467e1f661d8b0414519d9059293e7fee74e6c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 5 Sep 2022 12:25:08 +0200
Subject: [PATCH 0194/1010] Add TODOs and missing documentation.

---
 include/plssvm/constants.hpp | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index 8c3d819a0..ec71e5cad 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,11 +15,15 @@
 
 namespace plssvm {
 
+// TODO: something better than an unprotected global variable?
+
+/// Per default use a verbose output of all information.
 constexpr bool verbose_default = true;
+/// If `true` use verbose output of information (e.g., runtimes). May be changed by a user.
 inline bool verbose = verbose_default;
 
 /// Integer type used inside kernels.
-using kernel_index_type = int;
+using kernel_index_type = int;  // TODO: remove?
 
 /// Global compile-time constant used for internal caching.
 #if defined(PLSSVM_THREAD_BLOCK_SIZE)

From 283ea6c68cf39232d428c1918e8d90ba205eac33 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 5 Sep 2022 17:25:02 +0200
Subject: [PATCH 0195/1010] Fix error in test after outputting the kernel
 function formula changed.

---
 tests/detail/cmd/parameter_train.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 5243b70e7..2f1807edf 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -117,7 +117,7 @@ TEST_F(ParameterTrain, all_arguments_output) {
 
     // test output string
     std::string correct =
-        "kernel_type: polynomial -> (gamma*u'*v + coef0)^degree\n"
+        "kernel_type: polynomial -> (gamma*u'*v+coef0)^degree\n"
         "gamma: 1.5\n"
         "coef0: -1.5\n"
         "degree: 2\n"

From 8370ca354aecb879e9e285d53cf2a464352cd56b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 5 Sep 2022 17:25:38 +0200
Subject: [PATCH 0196/1010] Improve default_value implementation and add first
 documentation and tests.

---
 include/plssvm/csvm.hpp          |   4 +-
 include/plssvm/default_value.hpp | 170 ++++++++++++--
 include/plssvm/parameter.hpp     |  10 +-
 tests/CMakeLists.txt             |   3 +-
 tests/default_value.cpp          | 392 +++++++++++++++++++++++++++++++
 5 files changed, 556 insertions(+), 23 deletions(-)
 create mode 100644 tests/default_value.cpp

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index e95c96615..264588c67 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -223,8 +223,8 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     igor::parser p{ std::forward<Args>(named_args)... };
 
     // set default values
-    default_value epsilon_val = default_init<real_type>{ 0.001 };
-    default_value max_iter_val = default_init<size_type>{ data.num_data_points() };
+    default_value epsilon_val{default_init<real_type>{ 0.001 }};
+    default_value max_iter_val{default_init<size_type>{ data.num_data_points() } };
 
     // compile time check: only named parameter are permitted
     static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 0b6b19852..9293ab9d3 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -1,3 +1,14 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements a class used to be able to distinguish between the default value of a variable and an assigned value.
+ */
+
 #pragma once
 
 #include <cstddef>      // std::size_t
@@ -8,76 +19,207 @@
                         // std::enable_if_t, std::is_convertible_v
 #include <utility>      // std::move_if_noexcept, std::swap
 
-
 namespace plssvm {
 
+//*************************************************************************************************************************************//
+//                                                            default_init                                                             //
+//*************************************************************************************************************************************//
 
+/**
+ * @brief This class denotes an explicit default value used to distinguish between the default value or user provided value in the `default_value`class.
+ * @tparam T the type of the default value
+ */
 template <typename T>
 struct default_init {
+    /**
+     * @brief Default construct the default value.
+     */
     constexpr default_init() noexcept(std::is_nothrow_default_constructible_v<T>) = default;
-    constexpr explicit default_init(T val) noexcept(std::is_nothrow_move_constructible_v<T>) : value{ std::move_if_noexcept(val) } { }
+    /**
+     * @brief Set the default value to @p val.
+     * @param[in] val the explicit default value
+     */
+    constexpr explicit default_init(T val) noexcept(std::is_nothrow_move_constructible_v<T>) :
+        value{ std::move_if_noexcept(val) } {}
 
+    /// The explicit default value.
     T value;
 };
 
+//*************************************************************************************************************************************//
+//                                                            default_value                                                            //
+//*************************************************************************************************************************************//
+
+/**
+ * @brief This class encapsulates a value that may be a default value or not.
+ * @tparam T the type of the encapsulated value
+ */
 template <typename T>
 class default_value {
+    // befriend a default_value encapsulating another type (used to be able to convert between, e.g., default_value<int> and default_value<float>)
     template <typename>
     friend class default_value;
+    // befriend input stream operator to be able to construct a default_value from a std::istream
     template <typename U>
     friend std::istream &operator>>(std::istream &in, default_value<U> &);
+
   public:
+    /// The type encapsulated by this default_value.
     using value_type = T;
 
-    constexpr default_value() noexcept(std::is_nothrow_default_constructible_v<value_type>) = default;
-    constexpr default_value(default_init<value_type> default_val) noexcept(std::is_nothrow_move_constructible_v<value_type>) : default_init_{ std::move_if_noexcept(default_val) } { }
+    /**
+     * @brief Construct a default_value object using the provided **default** value.
+     * @note `is_default()` will return `true` afterward!
+     */
+    constexpr explicit default_value(default_init<value_type> default_val = default_init<value_type>{}) noexcept(std::is_nothrow_move_constructible_v<value_type>) :
+        default_init_{ std::move_if_noexcept(default_val) } {}
+    /**
+     * @brief **Override** the previously provided default value with the new, non-default value.
+     * @param[in] non_default_val the non-default value
+     * @return `*this`
+     */
     constexpr default_value &operator=(value_type non_default_val) noexcept(std::is_nothrow_move_assignable_v<value_type>) {
         value_ = std::move_if_noexcept(non_default_val);
         use_default_init_ = false;
         return *this;
     }
-    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
-    constexpr default_value(const default_value<U> &other) : value_{ static_cast<value_type>(other.value_) }, use_default_init_{ other.use_default_init_ }, default_init_{ static_cast<value_type>(other.default_init_.value) } { }
 
+    /**
+     * @brief Copy-construct a new default_value from a possibly other type.
+     * @tparam U the type of the other default_value wrapper
+     * @param[in] other the other default_value potentially wrapping another type
+     * @note `U` must be convertible to `value_type`!
+     */
+    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    constexpr explicit default_value(const default_value<U> &other) noexcept(std::is_nothrow_copy_constructible_v<U>) :
+        value_{ static_cast<value_type>(other.value_) },
+        use_default_init_{ other.use_default_init_ },
+        default_init_{ static_cast<value_type>(other.default_init_.value) } {}
+    /**
+     * @brief Move-construct a new default_value_from a possibly other type.
+     * @tparam U the type of the other default_value wrapper
+     * @param[in,out] other the other default_value potentially wrapping another type
+     * @note `U` must be convertible to `value_type`!
+     */
+    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    constexpr explicit default_value(default_value<U> &&other) noexcept(std::is_nothrow_move_constructible_v<U>) :
+        value_{ static_cast<value_type>(std::move_if_noexcept(other.value_)) },
+        use_default_init_{ other.use_default_init_ },
+        default_init_{ static_cast<value_type>(std::move_if_noexcept(other.default_init_.value)) } {}
+    /**
+     * @brief Copy-assign a new default_value from a possible other type.
+     * @tparam U the type of the other default_value wrapper
+     * @param other the other default_value potentially wrapping another type
+     * @note `U` must be convertible to `value_type`!
+     * @return `*this`
+     */
+    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    constexpr default_value &operator=(const default_value<U> &other) noexcept(std::is_nothrow_copy_assignable_v<U>) {
+        value_ = static_cast<value_type>(other.value_);
+        use_default_init_ = other.use_default_init_;
+        default_init_ = default_init<value_type>{ static_cast<value_type>(other.default_init_.value) };
+        return *this;
+    }
+    /**
+     * @brief Move-assign a new default_value from a possible other type.
+     * @tparam U the type of the other default_value wrapper
+     * @param other the other default_value potentially wrapping another type
+     * @note `U` must be convertible to `value_type`!
+     * @return `*this`
+     */
+    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    constexpr default_value &operator=(default_value<U> &&other) noexcept(std::is_nothrow_move_assignable_v<U>) {
+        value_ = static_cast<value_type>(std::move_if_noexcept(other.value_));
+        use_default_init_ = other.use_default_init_;
+        default_init_ = default_init<value_type>{ static_cast<value_type>(std::move_if_noexcept(other.default_init_.value)) };
+        return *this;
+    }
 
+    /**
+     * @brief Get the currently active value: the user provided value if provided, else the default value.
+     * @return the active value (`[[nodiscard]]`)
+     */
     [[nodiscard]] constexpr const value_type &value() const noexcept {
-        return use_default_init_ ? default_init_.value : value_;
+        return this->is_default() ? default_init_.value : value_;
     }
-    [[nodiscard]] operator const value_type&() const noexcept{
+    /**
+     * @brief Get the currently active value: the user provided value if provided, else the default value.
+     * @return the active value (`[[nodiscard]]`)
+     */
+    [[nodiscard]] operator const value_type &() const noexcept {
         return this->value();
     }
+    /**
+     * @brief Get the default value even if it has already been overwritten by the user.
+     * @return the active value (`[[nodiscard]]`)
+     */
     [[nodiscard]] constexpr const value_type &get_default() const noexcept {
         return default_init_.value;
     }
+    /**
+     * @brief Check whether the currently active value is the default value.
+     * @return `true` if the default value is currently active, `false` otherwise (`[[nodiscard]]`)
+     */
     [[nodiscard]] constexpr bool is_default() const noexcept {
         return use_default_init_;
     }
 
-    constexpr void swap(default_value& other) noexcept(std::is_nothrow_swappable_v<T>) {
+    /**
+     * @brief Swap the content of two default_values.
+     * @param[in,out] other the other default_value
+     */
+    constexpr void swap(default_value &other) noexcept(std::is_nothrow_swappable_v<T>) {
         using std::swap;
         swap(value_, other.value_);
         swap(use_default_init_, other.use_default_init_);
         swap(default_init_, other.default_init_);
     }
+    /**
+     * @brief Set the current active value back to the default value.
+     */
     constexpr void reset() noexcept {
         use_default_init_ = true;
     }
 
   private:
+    /// The wrapped value to be used if `use_default_init_` is `false`.
     value_type value_{};
+    /// Flag used to determine whether the default value should be used or the user defined value.
     bool use_default_init_{ true };
+    /// The wrapped default value used if `use_default_init_` is `true`.
     default_init<value_type> default_init_{};
 };
 
+/**
+ * @brief Output the wrapped value of @p val to the given output-stream @p out.
+ * @tparam T the type of the wrapped value
+ * @param[in,out] out the output-stream to write the wrapped default_value value to
+ * @param[in] val the default_value
+ * @return the output-stream
+ */
 template <typename T>
-std::ostream& operator<<(std::ostream& out, const default_value<T> &val) {
+std::ostream &operator<<(std::ostream &out, const default_value<T> &val) {
     return out << val.value();
 }
+/**
+ * @brief Use the input-stream @p in to initialize the default_value @p val.
+ * @details Sets the user defined value, i.e., `is_default()` will return `false` and the default value will **not** be used.
+ * @param[in,out] in input-stream to extract the wrapped default_value value from
+ * @param[in] val the default_value
+ * @return the input-stream
+ */
 template <typename T>
 std::istream &operator>>(std::istream &in, default_value<T> &val) {
-    return in >> val.value_;
+    in >> val.value_;
+    val.use_default_init_ = false;
+    return in;
 }
 
+/**
+ * @brief Swap the content of two default_values @p lhs and @p rhs.
+ * @param[in,out] lhs the first default_value
+ * @param[in,out] lhs the second default_value
+ */
 template <typename T>
 constexpr void swap(default_value<T> &lhs, default_value<T> &rhs) noexcept(noexcept(lhs.swap(rhs))) {
     lhs.swap(rhs);
@@ -109,9 +251,7 @@ constexpr bool operator>=(const default_value<T> &lhs, const default_value<T> &r
     return !(lhs < rhs);
 }
 
-
-}
-
+}  // namespace plssvm
 
 namespace std {
 
@@ -122,4 +262,4 @@ struct hash<plssvm::default_value<T>> {
     }
 };
 
-}
\ No newline at end of file
+}  // namespace std
\ No newline at end of file
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index b50c96a89..a12667ab5 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -55,15 +55,15 @@ struct parameter {
     }
 
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
-    default_value<kernel_type> kernel = default_init<kernel_type>{ kernel_type::linear };
+    default_value<kernel_type> kernel{ default_init<kernel_type>{ kernel_type::linear } };
     /// The degree parameter used in the polynomial kernel function.
-    default_value<int> degree = default_init<int>{ 3 };
+    default_value<int> degree{ default_init<int>{ 3 } };
     /// The gamma parameter used in the polynomial and rbf kernel functions.
-    default_value<real_type> gamma = default_init<real_type>{ 0.0 };
+    default_value<real_type> gamma{ default_init<real_type>{ 0.0 } };
     /// The coef0 parameter used in the polynomial kernel function.
-    default_value<real_type> coef0 = default_init<real_type>{ 0.0 };
+    default_value<real_type> coef0{ default_init<real_type>{ 0.0 } };
     /// The cost parameter in the C-SVM.
-    default_value<real_type> cost = default_init<real_type>{ 1.0 };
+    default_value<real_type> cost{ default_init<real_type>{ 1.0 } };
 
     /**
      * @brief Convert a `plssvm::parameter<T>`to a `plssvm::parameter<U>` (i.e., conversion between float <-> double).
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 3e9977c03..13c45e76c 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -117,9 +117,10 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/kernel_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
 )
 
 # create test executable
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
new file mode 100644
index 000000000..0aa589530
--- /dev/null
+++ b/tests/default_value.cpp
@@ -0,0 +1,392 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the default_value wrapper.
+ */
+
+#include "plssvm/default_value.hpp"
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <sstream>  // std::istringstream
+#include <vector>   // std::vector
+
+//*************************************************************************************************************************************//
+//                                                            default_init                                                             //
+//*************************************************************************************************************************************//
+
+template <typename T>
+class DefaultInitDefault : public ::testing::Test {};
+using default_init_default_types = ::testing::Types<short, unsigned char, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, std::string>;
+TYPED_TEST_SUITE(DefaultInitDefault, default_init_default_types);
+
+TYPED_TEST(DefaultInitDefault, default_construct) {
+    using type = TypeParam;
+
+    // check for correct default construction
+    EXPECT_EQ(plssvm::default_init<type>{}.value, type{});
+}
+
+class DefaultInitExplicit : public ::testing::Test {};
+class DefaultInitIntegral : public DefaultInitExplicit, public ::testing::WithParamInterface<int> {};
+TEST_P(DefaultInitIntegral, explicit_construct) {
+    const auto val = GetParam();
+
+    // check for correct construction
+    EXPECT_EQ(plssvm::default_init{ val }.value, val);
+}
+INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitIntegral, ::testing::Values(0, 1, 2, 3, 42, -1, -5));
+
+class DefaultInitFloatingPoint : public DefaultInitExplicit, public ::testing::WithParamInterface<double> {};
+TEST_P(DefaultInitFloatingPoint, explicit_construct) {
+    const auto val = GetParam();
+
+    // check for correct construction
+    EXPECT_EQ(plssvm::default_init{ val }.value, val);
+}
+INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitFloatingPoint, ::testing::Values(0.0, 1.2, 2.5, 3.38748, 42.1, -1, -5.22));
+
+class DefaultInitString : public DefaultInitExplicit, public ::testing::WithParamInterface<std::string> {};
+TEST_P(DefaultInitString, explicit_construct) {
+    const auto val = GetParam();
+
+    // check for correct construction
+    EXPECT_EQ(plssvm::default_init{ val }.value, val);
+}
+INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitString, ::testing::Values("", "foo", "bar", "baz", "Hello, World!"));
+
+//*************************************************************************************************************************************//
+//                                                            default_value                                                            //
+//*************************************************************************************************************************************//
+
+TEST(DefaultValue, default_init) {
+    // create default_value
+    plssvm::default_value val{ plssvm::default_init{ 42 } };
+
+    // a default value has been assigned
+    EXPECT_TRUE(val.is_default());
+    EXPECT_EQ(val.value(), 42);
+    EXPECT_EQ(val.get_default(), 42);
+}
+
+TEST(DefaultValue, assign_non_default) {
+    // create default_value
+    plssvm::default_value<double> val{};
+
+    // must be default
+    EXPECT_TRUE(val.is_default());
+
+    // assign non-default value
+    val = 3.1415;
+    // value must now be a non-default value
+    EXPECT_FALSE(val.is_default());
+    EXPECT_EQ(val.value(), 3.1415);
+    EXPECT_EQ(val.get_default(), 0.0);
+}
+
+TEST(DefaultValue, copy_construct_default) {
+    // create first default_value
+    const plssvm::default_value val1{ plssvm::default_init{ 3.1415 } };
+
+    // copy-construct second default value
+    const plssvm::default_value<int> val2{ val1 };
+
+    // check for correct values
+    EXPECT_TRUE(val2.is_default());
+    EXPECT_EQ(val2.value(), 3);
+    EXPECT_EQ(val2.get_default(), 3);
+    // val1 must not have changed
+    EXPECT_TRUE(val1.is_default());
+    EXPECT_EQ(val1.value(), 3.1415);
+    EXPECT_EQ(val1.get_default(), 3.1415);
+}
+TEST(DefaultValue, copy_construct_non_default) {
+    // create first default_value
+    plssvm::default_value<double> val1{};
+    val1 = 3.1415;
+
+    // copy-construct second default value
+    const plssvm::default_value<int> val2{ val1 };
+
+    // check for correct values
+    EXPECT_FALSE(val2.is_default());
+    EXPECT_EQ(val2.value(), 3);
+    EXPECT_EQ(val2.get_default(), 0);
+    // val1 must not have changed
+    EXPECT_FALSE(val1.is_default());
+    EXPECT_EQ(val1.value(), 3.1415);
+    EXPECT_EQ(val1.get_default(), 0.0);
+}
+
+TEST(DefaultValue, move_construct_default) {
+    // create first default_value
+    plssvm::default_value val1{ plssvm::default_init<std::string>{ "Hello, World!" } };
+
+    // copy-construct second default value
+    const plssvm::default_value<std::string> val2{ std::move(val1) };
+
+    // check for correct values
+    EXPECT_TRUE(val2.is_default());
+    EXPECT_EQ(val2.value(), "Hello, World!");
+    EXPECT_EQ(val2.get_default(), "Hello, World!");
+}
+TEST(DefaultValue, move_construct_non_default) {
+    // create first default_value
+    plssvm::default_value<std::string> val1{};
+    val1 = "foo bar baz";
+
+    // copy-construct second default value
+    const plssvm::default_value<std::string> val2{ std::move(val1) };
+
+    // check for correct values
+    EXPECT_FALSE(val2.is_default());
+    EXPECT_EQ(val2.value(), "foo bar baz");
+    EXPECT_EQ(val2.get_default(), "");
+}
+
+TEST(DefaultValue, copy_assign_default) {
+    // create two default_values
+    const plssvm::default_value val1{ plssvm::default_init{ 3.1415 } };
+    plssvm::default_value val2{ plssvm::default_init{ 42 } };
+
+    // copy-assign second default value
+    val2 = val1;
+
+    // check for correct values
+    EXPECT_TRUE(val2.is_default());
+    EXPECT_EQ(val2.value(), 3);
+    EXPECT_EQ(val2.get_default(), 3);
+    // val1 must not have changed!
+    EXPECT_TRUE(val1.is_default());
+    EXPECT_EQ(val1.value(), 3.1415);
+    EXPECT_EQ(val1.get_default(), 3.1415);
+}
+TEST(DefaultValue, copy_assign_non_default) {
+    // create two default_values
+    plssvm::default_value val1{ plssvm::default_init{ 3.1415 } };
+    val1 = 2.7182;
+    plssvm::default_value val2{ plssvm::default_init{ 42 } };
+
+    // copy-assign second default value
+    val2 = val1;
+
+    // check for correct values
+    EXPECT_FALSE(val2.is_default());
+    EXPECT_EQ(val2.value(), 2);
+    EXPECT_EQ(val2.get_default(), 3);
+    // val1 must not have changed!
+    EXPECT_FALSE(val1.is_default());
+    EXPECT_EQ(val1.value(), 2.7182);
+    EXPECT_EQ(val1.get_default(), 3.1415);
+}
+
+TEST(DefaultValue, move_assign_default) {
+    // create two default_values
+    plssvm::default_value val1{ plssvm::default_init<std::string>{ "AAA" } };
+    plssvm::default_value val2{ plssvm::default_init<std::string>{ "BBB" } };
+
+    // copy-assign second default value
+    val2 = std::move(val1);
+
+    // check for correct values
+    EXPECT_TRUE(val2.is_default());
+    EXPECT_EQ(val2.value(), "AAA");
+    EXPECT_EQ(val2.get_default(), "AAA");
+}
+TEST(DefaultValue, move_assign_non_default) {
+    // create two default_values
+    plssvm::default_value val1{ plssvm::default_init<std::string>{ "AAA" } };
+    val1 = "CCC";
+    plssvm::default_value val2{ plssvm::default_init<std::string>{ "BBB" } };
+
+    // copy-assign second default value
+    val2 = val1;
+
+    // check for correct values
+    EXPECT_FALSE(val2.is_default());
+    EXPECT_EQ(val2.value(), "CCC");
+    EXPECT_EQ(val2.get_default(), "AAA");
+}
+
+TEST(DefaultValue, value_default) {
+    // create default_value
+    const plssvm::default_value val{ plssvm::default_init{ 42 } };
+
+    // check for correct value
+    EXPECT_EQ(val.value(), 42);
+}
+TEST(DefaultValue, value_non_default) {
+    // create default_value
+    plssvm::default_value val{ plssvm::default_init<std::string>{ "AAA" } };
+    val = "BBB";
+
+    // check for correct values
+    EXPECT_EQ(val.value(), "BBB");
+}
+
+TEST(DefaultValue, implicit_conversion_default) {
+    // create default_value
+    const plssvm::default_value val{ plssvm::default_init{ 42 } };
+
+    // check for correct value
+    EXPECT_EQ(static_cast<int>(val), 42);
+}
+TEST(DefaultValue, implicit_conversion_non_default) {
+    // create default_value
+    plssvm::default_value val{ plssvm::default_init<std::string>{ "AAA" } };
+    val = "BBB";
+
+    // check for correct values
+    EXPECT_EQ(static_cast<std::string>(val), "BBB");
+}
+
+TEST(DefaultValue, get_default_default) {
+    // create default_value
+    const plssvm::default_value val{ plssvm::default_init{ 42 } };
+
+    // default_init -> must be default
+    EXPECT_EQ(val.get_default(), 42);
+}
+TEST(DefaultValue, get_default_non_default) {
+    // create default_value
+    plssvm::default_value val{ plssvm::default_init{ "Hello, World!" } };
+    val = "foo bar baz";
+
+    // default value overwritten -> must not be default
+    EXPECT_EQ(val.get_default(), "Hello, World!");
+}
+
+TEST(DefaultValue, is_default_default) {
+    // create default_value
+    const plssvm::default_value val{ plssvm::default_init{ 42 } };
+
+    // default_init -> must be default
+    EXPECT_TRUE(val.is_default());
+}
+TEST(DefaultValue, is_default_non_default) {
+    // create default_value
+    plssvm::default_value val{ plssvm::default_init{ "Hello, World!" } };
+    val = "foo bar baz";
+
+    // default value overwritten -> must not be default
+    EXPECT_FALSE(val.is_default());
+}
+
+TEST(DefaultValue, swap_member_function) {
+    // create two default_values
+    plssvm::default_value val1{ plssvm::default_init{ 1 } };
+    plssvm::default_value val2{ plssvm::default_init{ 2 } };
+    val2 = 3;
+
+    // check values before swap
+    EXPECT_TRUE(val1.is_default());
+    EXPECT_EQ(val1.value(), 1);
+    EXPECT_EQ(val1.get_default(), 1);
+    EXPECT_FALSE(val2.is_default());
+    EXPECT_EQ(val2.value(), 3);
+    EXPECT_EQ(val2.get_default(), 2);
+
+    // swap contents
+    val1.swap(val2);
+
+    // check if contents were correctly swapped
+    EXPECT_FALSE(val1.is_default());
+    EXPECT_EQ(val1.value(), 3);
+    EXPECT_EQ(val1.get_default(), 2);
+    EXPECT_TRUE(val2.is_default());
+    EXPECT_EQ(val2.value(), 1);
+    EXPECT_EQ(val2.get_default(), 1);
+}
+
+TEST(DefaultValue, reset_default) {
+    // create default_value
+    plssvm::default_value val{ plssvm::default_init{ 42 } };
+
+    // reset value
+    val.reset();
+
+    // check values
+    EXPECT_TRUE(val.is_default());
+    EXPECT_EQ(val.value(), 42);
+    EXPECT_EQ(val.get_default(), 42);
+}
+TEST(DefaultValue, reset_non_default) {
+    // create default_value
+    plssvm::default_value val{ plssvm::default_init{ 42 } };
+    val = 64;
+
+    // reset value
+    val.reset();
+
+    // check values
+    EXPECT_TRUE(val.is_default());
+    EXPECT_EQ(val.value(), 42);
+    EXPECT_EQ(val.get_default(), 42);
+}
+
+TEST(DefaultValue, to_string) {
+    // check conversions to std::string
+    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ 1 } }), "1");
+    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ 3.1415 } }), "3.1415");
+    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ -4 } }), "-4");
+    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ "Hello, World!" } }), "Hello, World!");
+}
+TEST(DefaultValue, from_string) {
+    // check conversion from std::string
+    plssvm::default_value<int> val1{};
+    val1 = 1;
+    EXPECT_EQ(util::convert_from_string<plssvm::default_value<int>>("1"), val1);
+    EXPECT_FALSE(val1.is_default());
+    EXPECT_EQ(val1.get_default(), 0);
+
+    plssvm::default_value<double> val2{};
+    val2 = 3.1415;
+    EXPECT_EQ(util::convert_from_string<plssvm::default_value<double>>("3.1415"), val2);
+    EXPECT_FALSE(val2.is_default());
+    EXPECT_EQ(val2.get_default(), 0);
+
+    plssvm::default_value<int> val3{ plssvm::default_init{ 42 } };
+    val3 = -4;
+    EXPECT_EQ(util::convert_from_string<plssvm::default_value<int>>("-4"), val3);
+    EXPECT_FALSE(val3.is_default());
+    EXPECT_EQ(val3.get_default(), 42);
+
+    plssvm::default_value<std::string> val4{};
+    val4 = "foo";
+    EXPECT_EQ(util::convert_from_string<plssvm::default_value<std::string>>("foo"), val4);
+    EXPECT_FALSE(val4.is_default());
+    EXPECT_EQ(val4.get_default(), std::string{ "" });
+}
+
+TEST(DefaultValue, swap_free_function) {
+    // create two default_values
+    plssvm::default_value val1{ plssvm::default_init{ 1 } };
+    plssvm::default_value val2{ plssvm::default_init{ 2 } };
+    val2 = 3;
+
+    // check values before swap
+    EXPECT_TRUE(val1.is_default());
+    EXPECT_EQ(val1.value(), 1);
+    EXPECT_EQ(val1.get_default(), 1);
+    EXPECT_FALSE(val2.is_default());
+    EXPECT_EQ(val2.value(), 3);
+    EXPECT_EQ(val2.get_default(), 2);
+
+    // swap contents
+    std::swap(val1, val2);
+
+    // check if contents were correctly swapped
+    EXPECT_FALSE(val1.is_default());
+    EXPECT_EQ(val1.value(), 3);
+    EXPECT_EQ(val1.get_default(), 2);
+    EXPECT_TRUE(val2.is_default());
+    EXPECT_EQ(val2.value(), 1);
+    EXPECT_EQ(val2.get_default(), 1);
+}
\ No newline at end of file

From 33e8ba7eefd6b6af3e02ab56556641e1010d2fb2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 10:31:29 +0200
Subject: [PATCH 0197/1010] Add missing test cases and documentation for the
 default_value class.

---
 include/plssvm/default_value.hpp | 75 +++++++++++++++++++++++++++-----
 tests/default_value.cpp          | 51 ++++++++++++++++++++++
 2 files changed, 116 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 9293ab9d3..a1b1f485f 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a class used to be able to distinguish between the default value of a variable and an assigned value.
  */
 
+#ifndef PLSSVM_DEFAULT_VALUE_HPP_
+#define PLSSVM_DEFAULT_VALUE_HPP_
 #pragma once
 
 #include <cstddef>      // std::size_t
@@ -198,18 +200,19 @@ class default_value {
  * @return the output-stream
  */
 template <typename T>
-std::ostream &operator<<(std::ostream &out, const default_value<T> &val) {
+inline std::ostream &operator<<(std::ostream &out, const default_value<T> &val) {
     return out << val.value();
 }
 /**
  * @brief Use the input-stream @p in to initialize the default_value @p val.
  * @details Sets the user defined value, i.e., `is_default()` will return `false` and the default value will **not** be used.
+ * @tparam T the type of the wrapped value
  * @param[in,out] in input-stream to extract the wrapped default_value value from
  * @param[in] val the default_value
  * @return the input-stream
  */
 template <typename T>
-std::istream &operator>>(std::istream &in, default_value<T> &val) {
+inline std::istream &operator>>(std::istream &in, default_value<T> &val) {
     in >> val.value_;
     val.use_default_init_ = false;
     return in;
@@ -225,29 +228,70 @@ constexpr void swap(default_value<T> &lhs, default_value<T> &rhs) noexcept(noexc
     lhs.swap(rhs);
 }
 
-// comparison operations
+/**
+ * @brief Compares **the two active** values @p lhs and @p rhs for equality.
+ * @tparam T the type of the wrapped value
+ * @param[in] lhs the first default_value
+ * @param[in] rhs the second default_value
+ * @return `true` if the active values are equal, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator==(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator==(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return lhs.value() == rhs.value();
 }
+/**
+ * @brief Compares **the two active** values @p lhs and @p rhs for inequality.
+ * @tparam T the type of the wrapped value
+ * @param[in] lhs the first default_value
+ * @param[in] rhs the second default_value
+ * @return `true` if the active values are unequal, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator!=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator!=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return !(lhs == rhs);
 }
+/**
+ * @brief Compares **the two active** values: @p lhs < @p rhs.
+ * @tparam T the type of the wrapped value
+ * @param[in] lhs the first default_value
+ * @param[in] rhs the second default_value
+ * @return `true` if the active values of @p lhs is less than the active value of @p rhs, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator<(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator<(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return lhs.value() < rhs.value();
 }
+/**
+ * @brief Compares **the two active** values: @p lhs > @p rhs.
+ * @tparam T the type of the wrapped value
+ * @param[in] lhs the first default_value
+ * @param[in] rhs the second default_value
+ * @return `true` if the active values of @p lhs is greater than the active value of @p rhs, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator>(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator>(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return rhs < lhs;
 }
+/**
+ * @brief Compares **the two active** values: @p lhs <= @p rhs.
+ * @tparam T the type of the wrapped value
+ * @param[in] lhs the first default_value
+ * @param[in] rhs the second default_value
+ * @return `true` if the active values of @p lhs is less or equal than the active value of @p rhs, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator<=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator<=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return !(lhs > rhs);
 }
+/**
+ * @brief Compares **the two active** values: @p lhs >= @p rhs.
+ * @tparam T the type of the wrapped value
+ * @param[in] lhs the first default_value
+ * @param[in] rhs the second default_value
+ * @return `true` if the active values of @p lhs is greater or equal than the active value of @p rhs, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator>=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator>=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return !(lhs < rhs);
 }
 
@@ -255,11 +299,22 @@ constexpr bool operator>=(const default_value<T> &lhs, const default_value<T> &r
 
 namespace std {
 
+/**
+ * @brief Hashing struct specialization in the `std` namespace for a default_value.
+ * @details Necessary to be able to use a default_value, e.g., in a `std::unordered_map`.
+ */
 template <typename T>
 struct hash<plssvm::default_value<T>> {
+    /**
+     * @brief Overload the function call operator for a default_value.
+     * @param[in] val the default_value to hash
+     * @return the hash value of @p val
+     */
     std::size_t operator()(const plssvm::default_value<T> &val) const noexcept {
         return std::hash<T>{}(val.value());
     }
 };
 
-}  // namespace std
\ No newline at end of file
+}  // namespace std
+
+#endif  // PLSSVM_DEFAULT_VALUE_HPP_
\ No newline at end of file
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 0aa589530..2ba2b7190 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -389,4 +389,55 @@ TEST(DefaultValue, swap_free_function) {
     EXPECT_TRUE(val2.is_default());
     EXPECT_EQ(val2.value(), 1);
     EXPECT_EQ(val2.get_default(), 1);
+}
+
+using relation_op_func_ptr = bool(*)(const plssvm::default_value<int>&, const plssvm::default_value<int>&);
+class DefaultValueRelational : public ::testing::TestWithParam<std::tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>> {
+  protected:
+    void SetUp() override {
+        val1 = 42;
+    }
+
+    plssvm::default_value<int> val1{ plssvm::default_init{ 1 } };
+    plssvm::default_value<int> val2{ plssvm::default_init{ 1 } };
+    plssvm::default_value<int> val3{ plssvm::default_init{ 42 } };
+};
+
+TEST_P(DefaultValueRelational, relational_operators) {
+    auto [op, op_name, booleans] = GetParam();
+
+    // perform relational tests
+    EXPECT_EQ(op(this->val1, this->val2), booleans[0]);
+    EXPECT_EQ(op(this->val1, this->val3), booleans[1]);
+    EXPECT_EQ(op(this->val2, this->val3), booleans[2]);
+
+    // perform tests for idempotence
+    EXPECT_EQ(op(this->val1, this->val1), booleans[3]);
+    EXPECT_EQ(op(this->val2, this->val2), booleans[4]);
+    EXPECT_EQ(op(this->val3, this->val3), booleans[5]);
+}
+// clang format off
+INSTANTIATE_TEST_SUITE_P(DefaultValue, DefaultValueRelational, ::testing::Values(
+                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator==, "Equal", { false, true, false, true, true, true }),
+                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator!=, "Unequal", { true, false, true, false, false, false }),
+                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator<, "Less", { false, false, true, false, false, false }),
+                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>, "Greater", { true, false, false, false, false, false }),
+                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator<=, "LessOrEqual", { false, true, true, true, true, true }),
+                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>=, "GreaterOrEqual", { true, true, false, true, true, true })),
+                        [](const testing::TestParamInfo<DefaultValueRelational::ParamType>& param_info) {
+                            return std::string{ std::get<1>(param_info.param) };
+                        });
+// clang format on
+
+TEST(DefaultValue, hash) {
+    // create default_value and hash it
+    plssvm::default_value val1{ plssvm::default_init{ 42 }};
+    EXPECT_EQ(std::hash<plssvm::default_value<int>>{}(val1), std::hash<int>{}(42));
+
+    plssvm::default_value val2{ plssvm::default_init<std::string>{ "Hello, World!" }};
+    EXPECT_EQ(std::hash<plssvm::default_value<std::string>>{}(val2), std::hash<std::string>{}("Hello, World!"));
+
+    plssvm::default_value val3{ plssvm::default_init{ 3.1415 }};
+    val3 = 2.7182;
+    EXPECT_EQ(std::hash<plssvm::default_value<double>>{}(val3), std::hash<double>{}(2.7182));
 }
\ No newline at end of file

From 0ab7d8d622d051977f283c426a491729fb4a6fbd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 10:45:00 +0200
Subject: [PATCH 0198/1010] Add missing documentations.

---
 include/plssvm/default_value.hpp                     | 5 +++--
 include/plssvm/detail/string_utility.hpp             | 1 +
 include/plssvm/detail/utility.hpp                    | 7 ++++++-
 include/plssvm/kernel_types.hpp                      | 6 ++++++
 include/plssvm/version/git_metadata/git_metadata.hpp | 2 +-
 5 files changed, 17 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index a1b1f485f..46280a5cc 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -71,7 +71,8 @@ class default_value {
 
     /**
      * @brief Construct a default_value object using the provided **default** value.
-     * @note `is_default()` will return `true` afterward!
+     * @details Afterward, `is_default()` will return `true`!
+     * @param[in] default_val set the default value of this default_value wrapper
      */
     constexpr explicit default_value(default_init<value_type> default_val = default_init<value_type>{}) noexcept(std::is_nothrow_move_constructible_v<value_type>) :
         default_init_{ std::move_if_noexcept(default_val) } {}
@@ -221,7 +222,7 @@ inline std::istream &operator>>(std::istream &in, default_value<T> &val) {
 /**
  * @brief Swap the content of two default_values @p lhs and @p rhs.
  * @param[in,out] lhs the first default_value
- * @param[in,out] lhs the second default_value
+ * @param[in,out] rhs the second default_value
  */
 template <typename T>
 constexpr void swap(default_value<T> &lhs, default_value<T> &rhs) noexcept(noexcept(lhs.swap(rhs))) {
diff --git a/include/plssvm/detail/string_utility.hpp b/include/plssvm/detail/string_utility.hpp
index 1012b2efd..64d6cfc20 100644
--- a/include/plssvm/detail/string_utility.hpp
+++ b/include/plssvm/detail/string_utility.hpp
@@ -86,6 +86,7 @@ namespace plssvm::detail {
  * @param[in,out] str the string to replace the values
  * @param[in] what the string to replace
  * @param[in] with the string to replace with
+ * @return the replaced string
  */
 std::string &replace_all(std::string &str, std::string_view what, std::string_view with);
 
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 7186fb88d..7987ee1bd 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -78,8 +78,13 @@ template <typename Enum>
     return to_underlying(e.value());
 }
 
-/*
+/**
  * @brief Implements an erase_if function for different containers according to https://en.cppreference.com/w/cpp/container/map/erase_if.
+ * @tparam Container the container type
+ * @tparam Pred the type of the unary-predicate
+ * @param[in,out] c the container to erase the elements that match the predicate @p pred from
+ * @param[in] pred the predicate the to be erased elements must match
+ * @return the number of erased elements
  */
 template <typename Container, typename Pred>
 inline typename Container::size_type erase_if_impl(Container &c, Pred pred) {
diff --git a/include/plssvm/kernel_types.hpp b/include/plssvm/kernel_types.hpp
index b4e0ec77e..a035b0489 100644
--- a/include/plssvm/kernel_types.hpp
+++ b/include/plssvm/kernel_types.hpp
@@ -44,6 +44,12 @@ enum class kernel_type {
  */
 std::ostream &operator<<(std::ostream &out, kernel_type kernel);
 
+/**
+ * @brief Return the mathematical representation of the kernel_type @p kernel.
+ * @details Uses placeholders for the scalar values and vectors.
+ * @param[in] kernel the kernel type
+ * @return the mathematical representation of @p kernel
+ */
 std::string_view kernel_type_to_math_string(kernel_type kernel) noexcept;
 
 /**
diff --git a/include/plssvm/version/git_metadata/git_metadata.hpp b/include/plssvm/version/git_metadata/git_metadata.hpp
index a514af062..5572c01e8 100644
--- a/include/plssvm/version/git_metadata/git_metadata.hpp
+++ b/include/plssvm/version/git_metadata/git_metadata.hpp
@@ -19,7 +19,7 @@ namespace plssvm::version::git_metadata {
 
 /**
  * @brief Check whether the metadata has been successfully populated.
- * @detail There may be no metadata of there wasn't a .git directory (e.g., downloaded source code without revision history).
+ * @details There may be no metadata of there wasn't a .git directory (e.g., downloaded source code without revision history).
  * @return `true` if the metadata has been successfully populated, otherwise `false` (`[[nodiscard]]`)
  */
 [[nodiscard]] bool is_populated();

From 211fc4370a5fc7a6a38b6933934cf0733c4da358 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 10:55:30 +0200
Subject: [PATCH 0199/1010] Fix included headers documentation.

---
 tests/default_value.cpp | 44 ++++++++++++++++++++++-------------------
 1 file changed, 24 insertions(+), 20 deletions(-)

diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 2ba2b7190..68255c1c1 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -10,13 +10,17 @@
 
 #include "plssvm/default_value.hpp"
 
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "gtest/gtest.h"  // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+                          // ::testing::{Test, Types, WithParamInterface, Values, TestParamInfo}
 
-#include <sstream>  // std::istringstream
-#include <vector>   // std::vector
+#include <functional>   // std::hashistringstream
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple, std::get
+#include <utility>      // std::move, std::swap
+#include <vector>       // std::vector
 
 //*************************************************************************************************************************************//
 //                                                            default_init                                                             //
@@ -391,7 +395,7 @@ TEST(DefaultValue, swap_free_function) {
     EXPECT_EQ(val2.get_default(), 1);
 }
 
-using relation_op_func_ptr = bool(*)(const plssvm::default_value<int>&, const plssvm::default_value<int>&);
+using relation_op_func_ptr = bool (*)(const plssvm::default_value<int> &, const plssvm::default_value<int> &);
 class DefaultValueRelational : public ::testing::TestWithParam<std::tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>> {
   protected:
     void SetUp() override {
@@ -416,28 +420,28 @@ TEST_P(DefaultValueRelational, relational_operators) {
     EXPECT_EQ(op(this->val2, this->val2), booleans[4]);
     EXPECT_EQ(op(this->val3, this->val3), booleans[5]);
 }
-// clang format off
+// clang-format off
 INSTANTIATE_TEST_SUITE_P(DefaultValue, DefaultValueRelational, ::testing::Values(
-                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator==, "Equal", { false, true, false, true, true, true }),
-                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator!=, "Unequal", { true, false, true, false, false, false }),
-                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator<, "Less", { false, false, true, false, false, false }),
-                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>, "Greater", { true, false, false, false, false, false }),
-                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator<=, "LessOrEqual", { false, true, true, true, true, true }),
-                        std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>=, "GreaterOrEqual", { true, true, false, true, true, true })),
-                        [](const testing::TestParamInfo<DefaultValueRelational::ParamType>& param_info) {
-                            return std::string{ std::get<1>(param_info.param) };
-                        });
-// clang format on
+                std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator==, "Equal", { false, true, false, true, true, true }),
+                std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator!=, "Unequal", { true, false, true, false, false, false }),
+                std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator<, "Less", { false, false, true, false, false, false }),
+                std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>, "Greater", { true, false, false, false, false, false }),
+                std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator<=, "LessOrEqual", { false, true, true, true, true, true }),
+                std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>=, "GreaterOrEqual", { true, true, false, true, true, true })),
+                [](const testing::TestParamInfo<DefaultValueRelational::ParamType> &param_info) {
+                    return std::string{ std::get<1>(param_info.param) };
+                });
+// clang-format on
 
 TEST(DefaultValue, hash) {
     // create default_value and hash it
-    plssvm::default_value val1{ plssvm::default_init{ 42 }};
+    plssvm::default_value val1{ plssvm::default_init{ 42 } };
     EXPECT_EQ(std::hash<plssvm::default_value<int>>{}(val1), std::hash<int>{}(42));
 
-    plssvm::default_value val2{ plssvm::default_init<std::string>{ "Hello, World!" }};
+    plssvm::default_value val2{ plssvm::default_init<std::string>{ "Hello, World!" } };
     EXPECT_EQ(std::hash<plssvm::default_value<std::string>>{}(val2), std::hash<std::string>{}("Hello, World!"));
 
-    plssvm::default_value val3{ plssvm::default_init{ 3.1415 }};
+    plssvm::default_value val3{ plssvm::default_init{ 3.1415 } };
     val3 = 2.7182;
     EXPECT_EQ(std::hash<plssvm::default_value<double>>{}(val3), std::hash<double>{}(2.7182));
 }
\ No newline at end of file

From 83ad90c3ce9cab81e59877b08c4619eff1d7c79d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 13:01:28 +0200
Subject: [PATCH 0200/1010] Add missing documentation and update implementation
 (adding an equivalent function alongside the operator== function).

---
 include/plssvm/parameter.hpp | 101 +++++++++++++++++++++++++++++++----
 1 file changed, 92 insertions(+), 9 deletions(-)

diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index a12667ab5..4429a4f87 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -9,6 +9,8 @@
  * @brief Implements the parameter class encapsulating all important C-SVM parameters.
  */
 
+#ifndef PLSSVM_PARAMETER_HPP_
+#define PLSSVM_PARAMETER_HPP_
 #pragma once
 
 #include "plssvm/default_value.hpp"  // plssvm::default_value
@@ -23,18 +25,26 @@
 namespace plssvm {
 
 // create named arguments
+/// Create a named argument for the `gamma` SVM parameter.
 IGOR_MAKE_NAMED_ARGUMENT(gamma);
+/// Create a named argument for the `degree` SVM parameter.
 IGOR_MAKE_NAMED_ARGUMENT(degree);
+/// Create a named argument for the `coef0` SVM parameter.
 IGOR_MAKE_NAMED_ARGUMENT(coef0);
+/// Create a named argument for the `cost` SVM parameter.
 IGOR_MAKE_NAMED_ARGUMENT(cost);
+/// Create a named argument for the termination criterion `epsilon` of the CG algorithm.
 IGOR_MAKE_NAMED_ARGUMENT(epsilon);
+/// Create a named argument for the maximum number of iterations `max_iter` performed in the CG algorithm.
 IGOR_MAKE_NAMED_ARGUMENT(max_iter);
+/// Create a named argument for the SYCL backend specific SYCL implementation type (DPC++ or hipSYCL).
 IGOR_MAKE_NAMED_ARGUMENT(sycl_implementation_type);
+/// Create a named argument for the SYCL backend specific kernel invocation type (nd_range or hierarchical).
 IGOR_MAKE_NAMED_ARGUMENT(sycl_kernel_invocation_type);
 
 /**
  * @brief Base class for encapsulating all important C-SVM parameters.
- * @tparam T the real_type used
+ * @tparam T the used real_type, must either be `float` or `double`
  */
 template <typename T>
 struct parameter {
@@ -44,9 +54,20 @@ struct parameter {
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
+    /**
+     * @brief Default construct a parameter set, i.e., each SVM parameter has its default value.
+     */
     parameter() = default;
+    /**
+     * @brief Construct a parameter set by explicitly overwriting the SVM parameters' default values.
+     * @param[in] kernel_p the kernel type: linear, polynomial, or radial-basis functions (rbf)
+     * @param[in] degree_p the degree used in the polynomial kernel function
+     * @param[in] gamma_p the gamma used in the polynomial and rbf kernel functions
+     * @param[in] coef0_p the coef0 used in the polynomial kernel function
+     * @param[in] cost_p the cost used in all kernel functions
+     */
     parameter(const kernel_type kernel_p, const int degree_p, const real_type gamma_p, const real_type coef0_p, const real_type cost_p) {
-        // TODO: necessary? -> default_value constructor!
+        // not in member initializer list since we want to override the default value
         kernel = kernel_p;
         degree = degree_p;
         gamma = gamma_p;
@@ -72,32 +93,94 @@ struct parameter {
      */
     template <typename U>
     explicit operator parameter<U>() {
-        // convert between parameter<float> <-> parameter<double>
-        return parameter<U>{ kernel, degree, static_cast<U>(gamma.value()), static_cast<U>(coef0.value()), static_cast<U>(cost.value()) };
+        if constexpr (std::is_same_v<U, real_type>) {
+            // no special conversions needed
+            return parameter<real_type>{ *this };
+        } else {
+            // convert between parameter<float> <-> parameter<double>
+            return parameter<U>{ kernel, degree, default_value<U>{ gamma }, default_value<U>{ coef0 }, default_value<U>{ cost } };
+        }
+    }
+
+    /**
+     * @brief Checks whether the current parameter set is **equivalent** to the one given by @p other.
+     * @details Compares the member variables based on the `kernel`, i.e., for example for the rbf kernel both parameter sets
+     *          must **only** have the same `gamma` and `cost` values **but** may differ in the values of `degree` or `coef0`.
+     *          If all members should be compared regardless of the kernel type, one can use the operator== overload.
+     * @param[in] other the other parameter set to compare this one with
+     * @return `true` if both parameter sets are equivalent, `false` otherwise (`[[nodiscard]]`)
+     */
+    constexpr bool equivalent(const parameter &other) noexcept {
+        // equality check, but only the member variables that a necessary for the current kernel type are compared!
+        // cannot be equal if both parameters have different kernel types
+        if (kernel != other.kernel) {
+            return false;
+        }
+        // check member variables based on kernel type
+        switch (kernel.value()) {
+            case kernel_type::linear:
+                return cost == other.cost;
+            case kernel_type::polynomial:
+                return degree == other.degree && gamma == other.gamma && coef0 == other.coef0 && cost == other.cost;
+            case kernel_type::rbf:
+                return gamma == other.gamma && cost == other.cost;
+        }
+        return false;
     }
 };
 
 extern template struct parameter<float>;
 extern template struct parameter<double>;
 
-// comparison operations
+/**
+ * @brief Compares the two parameter sets @p lhs and @p rhs for equality.
+ * @details Two parameter sets are equal if and only if **all** SVM parameters are equal.
+ * @tparam T the real_type
+ * @param[in] lhs the first parameter set
+ * @param[in] rhs the second parameter set
+ * @return `true` if both parameter sets are equal, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator==(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator==(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
     return lhs.kernel == rhs.kernel && lhs.degree == rhs.degree && lhs.gamma == rhs.gamma && lhs.coef0 == rhs.coef0 && lhs.cost == rhs.cost;
 }
+/**
+ * @brief Compares the two parameter sets @p lhs and @p rhs for inequality.
+ * @details Two parameter sets are unequal if **any** of the SVM parameters are unequal.
+ * @tparam T the real_type
+ * @param[in] lhs the first parameter set
+ * @param[in] rhs the second parameter set
+ * @return `true` if both parameter sets are unequal, `false` otherwise (`[[nodiscard]]`)
+ */
 template <typename T>
-constexpr bool operator!=(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
+[[nodiscard]] constexpr bool operator!=(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
     return !(lhs == rhs);
 }
 
+/**
+ * @brief Checks whether the two parameter sets @p lhs and @p rhs ares **equivalent**.
+ * @details Compares the member variables based on the `kernel`, i.e., for example for the rbf kernel both parameter sets
+ *          must **only** have the same `gamma` and `cost` values **but** may differ in the values of `degree` or `coef0`.
+ *          If all members should be compared regardless of the kernel type, one can use the operator== overload.
+ * @param[in] lhs the first parameter set
+ * @param[in] rhs the second parameter set
+ * @return `true` if both parameter sets are equivalent, `false` otherwise (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool svm_equal(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
+    return lhs.svm(rhs);
+}
+
 /**
  * @brief Output all parameters encapsulated by @p params to the given output-stream @p out.
  * @tparam T the type of the data
  * @param[in,out] out the output-stream to write the parameters to
- * @param[in] params the parameters
+ * @param[in] params the parameter set
  * @return the output-stream
  */
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm
+
+#endif  // PLSSVM_PARAMETER_HPP_
\ No newline at end of file

From f39ceda04d1464a310a279c0a9fbf348c6bcd145 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 13:10:51 +0200
Subject: [PATCH 0201/1010] Fix two naming bugs and a missing const qualifier.

---
 include/plssvm/parameter.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 4429a4f87..4cee57a25 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -110,7 +110,7 @@ struct parameter {
      * @param[in] other the other parameter set to compare this one with
      * @return `true` if both parameter sets are equivalent, `false` otherwise (`[[nodiscard]]`)
      */
-    constexpr bool equivalent(const parameter &other) noexcept {
+    constexpr bool equivalent(const parameter &other) const noexcept {
         // equality check, but only the member variables that a necessary for the current kernel type are compared!
         // cannot be equal if both parameters have different kernel types
         if (kernel != other.kernel) {
@@ -167,8 +167,8 @@ template <typename T>
  * @return `true` if both parameter sets are equivalent, `false` otherwise (`[[nodiscard]]`)
  */
 template <typename T>
-[[nodiscard]] constexpr bool svm_equal(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
-    return lhs.svm(rhs);
+[[nodiscard]] constexpr bool equivalent(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
+    return lhs.equivalent(rhs);
 }
 
 /**

From 13f287f60640b89aad900a608ff9677ebb83020b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 15:38:21 +0200
Subject: [PATCH 0202/1010] Fix wrong header documentation.

---
 src/plssvm/parameter.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index 70e93d2c9..22f37bade 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
-#include "fmt/core.h"     // fmt::format, fmt::print
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <ostream>  // std::ostream

From 395627a3200f86d5e00455a1c0ef1b7f4d66d9e6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 15:38:43 +0200
Subject: [PATCH 0203/1010] Add constexpr, noexcept, and a missing const
 qualifier.

---
 include/plssvm/parameter.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 4cee57a25..6683300eb 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -57,7 +57,7 @@ struct parameter {
     /**
      * @brief Default construct a parameter set, i.e., each SVM parameter has its default value.
      */
-    parameter() = default;
+    constexpr parameter() noexcept = default;
     /**
      * @brief Construct a parameter set by explicitly overwriting the SVM parameters' default values.
      * @param[in] kernel_p the kernel type: linear, polynomial, or radial-basis functions (rbf)
@@ -66,7 +66,7 @@ struct parameter {
      * @param[in] coef0_p the coef0 used in the polynomial kernel function
      * @param[in] cost_p the cost used in all kernel functions
      */
-    parameter(const kernel_type kernel_p, const int degree_p, const real_type gamma_p, const real_type coef0_p, const real_type cost_p) {
+    constexpr parameter(const kernel_type kernel_p, const int degree_p, const real_type gamma_p, const real_type coef0_p, const real_type cost_p) noexcept {
         // not in member initializer list since we want to override the default value
         kernel = kernel_p;
         degree = degree_p;
@@ -92,7 +92,7 @@ struct parameter {
      * @return the `plssvm::parameter` values converted to @p U
      */
     template <typename U>
-    explicit operator parameter<U>() {
+    constexpr explicit operator parameter<U>() const {
         if constexpr (std::is_same_v<U, real_type>) {
             // no special conversions needed
             return parameter<real_type>{ *this };

From 779a7640546dbe4a0319a5e8a0accbc1fffda429 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 15:39:47 +0200
Subject: [PATCH 0204/1010] Add tests for the parameter class.

---
 tests/CMakeLists.txt |   1 +
 tests/parameter.cpp  | 228 +++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 229 insertions(+)
 create mode 100644 tests/parameter.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 13c45e76c..a85683b69 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -120,6 +120,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
     ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/kernel_types.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
     ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
 )
 
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
new file mode 100644
index 000000000..355d039ed
--- /dev/null
+++ b/tests/parameter.cpp
@@ -0,0 +1,228 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the parameter class encapsulating all important SVM parameter.
+ */
+
+#include "plssvm/parameter.hpp"
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <sstream>  // std::istringstream
+#include <vector>   // std::vector
+
+template <typename T>
+class Parameter : public ::testing::Test {};
+// the floating point types to test
+using floating_point_types = ::testing::Types<float, double>;
+
+// testsuite for "normal" tests
+TYPED_TEST_SUITE(Parameter, floating_point_types);
+
+TYPED_TEST(Parameter, default_construct) {
+    using real_type = TypeParam;
+    // default construct parameter set
+    const plssvm::parameter<real_type> param{};
+
+    // test default values
+    EXPECT_TRUE(param.kernel.is_default());
+    EXPECT_EQ(param.kernel.value(), plssvm::kernel_type::linear);
+    EXPECT_TRUE(param.degree.is_default());
+    EXPECT_EQ(param.degree.value(), 3);
+    EXPECT_TRUE(param.gamma.is_default());
+    EXPECT_EQ(param.gamma.value(), real_type{ 0.0 });
+    EXPECT_TRUE(param.coef0.is_default());
+    EXPECT_EQ(param.coef0.value(), real_type{ 0.0 });
+    EXPECT_TRUE(param.cost.is_default());
+    EXPECT_EQ(param.cost.value(), real_type{ 1.0 });
+}
+TYPED_TEST(Parameter, construct) {
+    using real_type = TypeParam;
+    // construct a parameter set explicitly overwriting the default values
+    const plssvm::parameter<real_type> param{ plssvm::kernel_type::polynomial, 1, -1.0, 2.5, 0.05 };
+
+    // test default values
+    EXPECT_FALSE(param.kernel.is_default());
+    EXPECT_EQ(param.kernel.value(), plssvm::kernel_type::polynomial);
+    EXPECT_EQ(param.kernel.get_default(), plssvm::kernel_type::linear);
+
+    EXPECT_FALSE(param.degree.is_default());
+    EXPECT_EQ(param.degree.value(), 1);
+    EXPECT_EQ(param.degree.get_default(), 3);
+
+    EXPECT_FALSE(param.gamma.is_default());
+    EXPECT_EQ(param.gamma.value(), real_type{ -1.0 });
+    EXPECT_EQ(param.gamma.get_default(), real_type{ 0.0 });
+
+    EXPECT_FALSE(param.coef0.is_default());
+    EXPECT_EQ(param.coef0.value(), real_type{ 2.5 });
+    EXPECT_EQ(param.coef0.get_default(), real_type{ 0.0 });
+
+    EXPECT_FALSE(param.cost.is_default());
+    EXPECT_EQ(param.cost.value(), real_type{ 0.05 });
+    EXPECT_EQ(param.cost.get_default(), real_type{ 1.0 });
+}
+
+TEST(Parameter, conversion_double_to_float) {
+    const plssvm::parameter<double> from{};
+    // cast from double to float
+    const plssvm::parameter<float> to{ static_cast<plssvm::parameter<float>>(from) };
+
+    // nothing should have changed
+    EXPECT_EQ(from.kernel, to.kernel);
+    EXPECT_EQ(from.degree, to.degree);
+    EXPECT_EQ(static_cast<float>(from.gamma.value()), to.gamma.value());
+    EXPECT_EQ(static_cast<float>(from.coef0.value()), to.coef0.value());
+    EXPECT_EQ(static_cast<float>(from.cost.value()), to.cost.value());
+}
+TEST(Parameter, conversion_float_to_double) {
+    const plssvm::parameter<float> from{};
+    // cast from float to double
+    const plssvm::parameter<double> to{ static_cast<plssvm::parameter<double>>(from) };
+
+    // nothing should have changed
+    EXPECT_EQ(from.kernel, to.kernel);
+    EXPECT_EQ(from.degree, to.degree);
+    EXPECT_EQ(static_cast<double>(from.gamma.value()), to.gamma.value());
+    EXPECT_EQ(static_cast<double>(from.coef0.value()), to.coef0.value());
+    EXPECT_EQ(static_cast<double>(from.cost.value()), to.cost.value());
+}
+TYPED_TEST(Parameter, conversion_same_type) {
+    using real_type = TypeParam;
+    const plssvm::parameter<real_type> from{};
+    // cast from one parameter set to another OF THE SAME TYPE
+    const plssvm::parameter<real_type> to{ static_cast<plssvm::parameter<real_type>>(from) };
+
+    // nothing should have changed
+    EXPECT_EQ(from.kernel, to.kernel);
+    EXPECT_EQ(from.degree, to.degree);
+    EXPECT_EQ(from.gamma, to.gamma);
+    EXPECT_EQ(from.coef0, to.coef0);
+    EXPECT_EQ(from.cost, to.cost);
+}
+
+TYPED_TEST(Parameter, equal) {
+    using real_type = TypeParam;
+    // test whether different parameter sets are equal, i.e., all member variables have the same value
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
+
+    // test
+    EXPECT_TRUE(params1 == params2);
+    EXPECT_FALSE(params1 == params3);
+    EXPECT_FALSE(params1 == params4);
+    EXPECT_FALSE(params3 == params4);
+}
+TYPED_TEST(Parameter, equal_default_constructed) {
+    using real_type = TypeParam;
+    // test whether two default constructed parameter sets are equal, i.e., all member variables have the same value
+    const plssvm::parameter<real_type> params1{};
+    const plssvm::parameter<real_type> params2{};
+
+    // two default constructed parameter sets must be equal
+    EXPECT_TRUE(params1 == params2);
+}
+
+TYPED_TEST(Parameter, unequal) {
+    using real_type = TypeParam;
+    // test whether different parameter sets are unequal, i.e., any member variables differ in value
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
+
+    // test
+    EXPECT_FALSE(params1 != params2);
+    EXPECT_TRUE(params1 != params3);
+    EXPECT_TRUE(params1 != params4);
+    EXPECT_TRUE(params3 != params4);
+}
+TYPED_TEST(Parameter, unequal_default_constructed) {
+    using real_type = TypeParam;
+    // test whether two default constructed parameter sets are unequal, i.e., any member variables differ in value
+    const plssvm::parameter<real_type> params1{};
+    const plssvm::parameter<real_type> params2{};
+
+    // two default constructed parameter sets must be equal
+    EXPECT_FALSE(params1 != params2);
+}
+
+TYPED_TEST(Parameter, equivalent_member_function) {
+    using real_type = TypeParam;
+    // test whether different parameter sets are equivalent, i.e., all member variables IMPORTANT FOR THE KERNEL TYPE have the same value
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params5{ plssvm::kernel_type::linear, 2, -0.02, 0.5, 1.0 };
+    const plssvm::parameter<real_type> params6{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params7{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
+
+    // test
+    EXPECT_TRUE(params1.equivalent(params2));
+    EXPECT_FALSE(params1.equivalent(params3));
+    EXPECT_TRUE(params1.equivalent(params4));  // only differ in degree, which is unimportant for the rbf kernel -> still equivalent
+    EXPECT_FALSE(params3.equivalent(params4));
+    EXPECT_TRUE(params3.equivalent(params5));
+    EXPECT_TRUE(params6.equivalent(params7));
+}
+TYPED_TEST(Parameter, equivalent_member_function_default_constructed) {
+    using real_type = TypeParam;
+    // test whether two default constructed parameter sets are equal, i.e., all member variables have the same value
+    const plssvm::parameter<real_type> params1{};
+    const plssvm::parameter<real_type> params2{};
+
+    // two default constructed parameter sets must be equal
+    EXPECT_TRUE(params1.equivalent(params2));
+}
+
+TYPED_TEST(Parameter, equivalent_free_function) {
+    using real_type = TypeParam;
+    // test whether different parameter sets are equivalent, i.e., all member variables IMPORTANT FOR THE KERNEL TYPE have the same value
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params5{ plssvm::kernel_type::linear, 2, -0.02, 0.5, 1.0 };
+    const plssvm::parameter<real_type> params6{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params7{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
+
+    // test
+    EXPECT_TRUE(plssvm::equivalent(params1, params2));
+    EXPECT_FALSE(plssvm::equivalent(params1, params3));
+    EXPECT_TRUE(plssvm::equivalent(params1, params4));  // only differ in degree, which is unimportant for the rbf kernel -> still equivalent
+    EXPECT_FALSE(plssvm::equivalent(params3, params4));
+    EXPECT_TRUE(plssvm::equivalent(params3, params5));
+    EXPECT_TRUE(plssvm::equivalent(params6, params7));
+}
+TYPED_TEST(Parameter, equivalent_free_function_default_constructed) {
+    using real_type = TypeParam;
+    // test whether two default constructed parameter sets are equal, i.e., all member variables have the same value
+    const plssvm::parameter<real_type> params1{};
+    const plssvm::parameter<real_type> params2{};
+
+    // two default constructed parameter sets must be equal
+    EXPECT_TRUE(plssvm::equivalent(params1, params2));
+}
+
+TYPED_TEST(Parameter, to_string) {
+    using real_type = TypeParam;
+    // check conversions to std::string
+    plssvm::parameter<real_type> param{ plssvm::kernel_type::linear, 3, 0.0, 0.0, 1.0 };
+    EXPECT_EQ(util::convert_to_string(param), fmt::format("kernel_type                 linear\n"
+                                                          "degree                      3\n"
+                                                          "gamma                       0\n"
+                                                          "coef0                       0\n"
+                                                          "cost                        1\n"
+                                                          "real_type                   {}\n",
+                                                          plssvm::detail::arithmetic_type_name<real_type>()));
+}
\ No newline at end of file

From 1d3ab49780d203c225a9bac14fe0dab8f7a6b0bc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 15:45:24 +0200
Subject: [PATCH 0205/1010] Update includes.

---
 tests/parameter.cpp | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 355d039ed..60423b13e 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -10,13 +10,12 @@
 
 #include "plssvm/parameter.hpp"
 
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+#include "utility.hpp"  // util::convert_to_string
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "fmt/core.h"  // fmt::format
 
-#include <sstream>  // std::istringstream
-#include <vector>   // std::vector
+#include "gtest/gtest.h"  // TYPED_TEST, TYPED_TEST_SUITE, TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+                          // ::testing::{Test, Types}
 
 template <typename T>
 class Parameter : public ::testing::Test {};

From bf9b9a2d5a0ee371d886b57d8c2f187597c649b8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 17:08:57 +0200
Subject: [PATCH 0206/1010] Add new exception type indication errors in the
 usage of a plssvm::detail::io::file_reader.

---
 include/plssvm/exceptions/exceptions.hpp | 13 +++++++++++++
 src/plssvm/exceptions/exceptions.cpp     |  3 +++
 tests/exceptions/exceptions.cpp          |  3 ++-
 tests/exceptions/utility.hpp             |  1 +
 4 files changed, 19 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/exceptions/exceptions.hpp b/include/plssvm/exceptions/exceptions.hpp
index 85785347b..b95e35af9 100644
--- a/include/plssvm/exceptions/exceptions.hpp
+++ b/include/plssvm/exceptions/exceptions.hpp
@@ -68,6 +68,19 @@ class invalid_parameter_exception : public exception {
     explicit invalid_parameter_exception(const std::string &msg, source_location loc = source_location::current());
 };
 
+/**
+ * @brief Exception type thrown if the file_reader is used inappropriately (e.g., if two files should be opened at the same time).
+ */
+class file_reader_exception : public exception {
+  public:
+    /**
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @param[in] msg the exception's `what()` message
+     * @param[in] loc the exception's call side information
+     */
+    explicit file_reader_exception(const std::string &msg, source_location loc = source_location::current());
+};
+
 /**
  * @brief Exception type thrown if the provided file couldn't be found.
  */
diff --git a/src/plssvm/exceptions/exceptions.cpp b/src/plssvm/exceptions/exceptions.cpp
index e986a22e2..691a81969 100644
--- a/src/plssvm/exceptions/exceptions.cpp
+++ b/src/plssvm/exceptions/exceptions.cpp
@@ -40,6 +40,9 @@ std::string exception::what_with_loc() const {
 invalid_parameter_exception::invalid_parameter_exception(const std::string &msg, source_location loc) :
     exception{ msg, "invalid_parameter_exception", loc } {}
 
+file_reader_exception::file_reader_exception(const std::string &msg, source_location loc) :
+    exception{ msg, "file_reader_exception", loc } {}
+
 file_not_found_exception::file_not_found_exception(const std::string &msg, source_location loc) :
     exception{ msg, "file_not_found_exception", loc } {}
 
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 730594de4..1e6f33127 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -29,7 +29,8 @@ Exception dummy(const std::string &msg) {
 }
 
 // enumerate all custom exception types; ATTENTION: don't forget to also specialize the PLSSVM_CREATE_EXCEPTION_TYPE_NAME macro if a new exception type is added
-using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_not_found_exception, plssvm::invalid_file_format_exception,
+using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_reader_exception,
+                                         plssvm::file_not_found_exception, plssvm::invalid_file_format_exception,
                                          plssvm::unsupported_backend_exception, plssvm::unsupported_kernel_type_exception, plssvm::gpu_device_ptr_exception>;
 
 template <typename T>
diff --git a/tests/exceptions/utility.hpp b/tests/exceptions/utility.hpp
index 34fdb75c7..dbbc6c5e5 100644
--- a/tests/exceptions/utility.hpp
+++ b/tests/exceptions/utility.hpp
@@ -44,6 +44,7 @@ template <typename T>
 // create exception type -> string mapping for all custom exception types
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(invalid_parameter_exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(file_reader_exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(file_not_found_exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(invalid_file_format_exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(unsupported_backend_exception)

From d1245fa8ece06967d1affd03f6d8118950f4cf73 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Sep 2022 17:09:37 +0200
Subject: [PATCH 0207/1010] Update the plssvm::detail::io::file_reader API to
 be more in line with the std::fstream API.

---
 include/plssvm/data_set.hpp              |   9 +-
 include/plssvm/detail/io/file_reader.hpp |  54 ++++++++---
 include/plssvm/model.hpp                 |  26 +++---
 src/plssvm/detail/io/file_reader.cpp     | 114 ++++++++++++++---------
 4 files changed, 129 insertions(+), 74 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 98faea93b..040ca33e1 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -464,7 +464,8 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
 
 template <typename T, typename U>
 void data_set<T, U>::read_libsvm_file(const std::string &filename) {
-    detail::io::file_reader f{ filename, '#' };
+    detail::io::file_reader f{ filename };
+    f.read_lines('#');
 
     // parse sizes
     num_data_points_ = f.num_lines();
@@ -488,7 +489,8 @@ void data_set<T, U>::read_libsvm_file(const std::string &filename) {
 
 template <typename T, typename U>
 void data_set<T,U>::read_arff_file(const std::string &filename) {
-    detail::io::file_reader f{ filename, '%' };
+    detail::io::file_reader f{ filename };
+    f.read_lines('%');
 
     // parse arff header, structured binding
     size_type header = 0;
@@ -524,7 +526,8 @@ data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) :
 
 template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const std::string &filename) {
-    detail::io::file_reader f{  filename, '#' };
+    detail::io::file_reader f{  filename };
+    f.read_lines('#');
 
     // read scaling values from file
     detail::io::read_scaling_factors(f, scaling_interval, scaling_factors);
diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index be4b0e660..a1827e839 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -9,6 +9,8 @@
  * @brief Implements a file reader class responsible for reading the input file and parsing it into lines.
  */
 
+#ifndef PLSSVM_DETAIL_IO_FILE_READER_HPP_
+#define PLSSVM_DETAIL_IO_FILE_READER_HPP_
 #pragma once
 
 // check if memory mapping can be supported
@@ -30,20 +32,47 @@ namespace plssvm::detail::io {
 class file_reader {
   public:
     /**
-     * @brief Reads the file denoted by @p filename (possibly using memory mapped IO) and splits it into lines, ignoring empty lines and lines starting with
-     *        the comment token @p comment.
-     * @param[in] filename the file to read and split into lines
-     * @param[in] comment the character used to denote comments
+     * @brief Creates a new file_reader **without** associating it to a file.
+     */
+    file_reader() = default;
+    /**
+     * @brief Create a new file_reader and associate it to the @p filename by opening it (possibly memory mapping it).
+     * @param[in] filename the file to open
      * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
-     * @throws plssvm::invalid_file_format_exception if the file couldn't be read using [`std::ifstream::read`](https://en.cppreference.com/w/cpp/io/basic_istream/read)
      */
-    file_reader(const std::string &filename, char comment);
-
+    explicit file_reader(const std::string &filename);
     /**
      * @brief Unmap the file and close the file descriptor used by the memory mapped IO operations and delete the allocated buffer.
      */
     ~file_reader();
 
+    /**
+     * @brief Associates the current file_reader with the file denoted by @p filename, i.e., opens the file @p filename (possible memory mapping it).
+     * @details This function is called by the constructor of file_reader accepting a std::string and is not usually invoked directly.
+     * @param[in] filename the file to open
+     * @throws plssvm::file_reader_exception if the file_reader has already opened another file
+     */
+    void open(const std::string &filename);
+    /**
+     * @brief Checks whether this file_reader is currently associated with a file.
+     * @return `true` if a file is currently open, `false` otherwise (`[[nodiscard]]`)
+     */
+    [[nodiscard]] bool is_open() const noexcept;
+    /**
+     * @brief Unmap the file and close the file descriptor used by the memory mapped IO operations and delete the allocated buffer.
+     * @details This function is called by the destructor of file_reader when the object goes out of scope and is not usually invoked directly.
+     */
+    void close();
+
+    /**
+     * @brief Read the content of the associated file and splits it into lines, ignoring empty lines and lines starting with
+     *        the comment token @p comment.
+     * @param[in] comment a character at the beginning of a line that causes this line to be ignored (used to filter comments)
+     * @throws plssvm::file_reader_exception if no file is currently opened by this file_reader
+     * @return the split lines
+     */
+    const std::vector<std::string_view> &read_lines(char comment = '\0');
+
     /**
      * @brief Return the number of parsed lines.
      * @details All empty lines or lines starting with a comment are ignored.
@@ -69,17 +98,11 @@ class file_reader {
      */
     void open_memory_mapped_file(std::string_view filename);
 #endif
-
     /*
      * Read the file using a normal std::ifstream.
      */
     void open_file(std::string_view filename);
 
-    /*
-     * Split the file into its lines, ignoring empty lines and lines starting with a comment.
-     */
-    void parse_lines(char comment);
-
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
     int file_descriptor_{ 0 };
     bool must_unmap_file_{ false };
@@ -87,6 +110,9 @@ class file_reader {
     char *file_content_{ nullptr };
     std::streamsize num_bytes_{ 0 };
     std::vector<std::string_view> lines_{};
+    bool is_open_{ false };
 };
 
-}  // namespace plssvm::detail
+}  // namespace plssvm::detail::io
+
+#endif  // PLSSVM_DETAIL_IO_FILE_READER_HPP_
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 21924b7fa..05d303fb4 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -12,21 +12,21 @@
 #pragma once
 
 #include "plssvm/constants.hpp"
-#include "plssvm/parameter.hpp"
 #include "plssvm/data_set.hpp"
-#include "plssvm/detail/io/libsvm_parsing.hpp"
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"
+#include "plssvm/detail/io/libsvm_parsing.hpp"
+#include "plssvm/parameter.hpp"
 
 #include "fmt/core.h"
 #include "fmt/os.h"
 
 #include <chrono>
-#include <memory>       // std::shared_ptr, std::make_shared
+#include <memory>  // std::shared_ptr, std::make_shared
+#include <numeric>
+#include <sstream>
 #include <string>       // std::string
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
-#include <sstream>
-#include <numeric>
 
 namespace plssvm {
 
@@ -46,9 +46,9 @@ class model {
     using label_type = U;
     using size_type = std::size_t;
 
-    explicit model(const std::string& filename);
+    explicit model(const std::string &filename);
 
-    void save(const std::string& filename) const;
+    void save(const std::string &filename) const;
 
     [[nodiscard]] size_type num_support_vectors() const noexcept { return num_support_vectors_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
@@ -58,7 +58,7 @@ class model {
 
     parameter<real_type> params_{};
 
-    data_set<real_type, label_type> data_{}; // support vectors + labels
+    data_set<real_type, label_type> data_{};  // support vectors + labels
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
 
     // used to speedup prediction in case of the linear kernel function, must be initialized to empty vector instead of nullptr
@@ -77,7 +77,8 @@ template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    detail::io::file_reader f{ filename, '#' };
+    detail::io::file_reader f{ filename };
+    f.read_lines('#');
 
     // parse libsvm header
     auto [header, data_labels] = detail::io::read_libsvm_model_header<real_type, label_type, size_type>(f, params_, rho_, num_support_vectors_);
@@ -104,9 +105,8 @@ model<T, U>::model(const std::string &filename) {
 }
 
 template <typename T, typename U>
-model<T, U>::model(parameter<real_type> params, data_set<real_type, label_type> data)
-    : params_{ std::move(params) }, data_{ std::move(data) }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) },
-      num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() } {}
+model<T, U>::model(parameter<real_type> params, data_set<real_type, label_type> data) :
+    params_{ std::move(params) }, data_{ std::move(data) }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) }, num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() } {}
 
 /******************************************************************************
  *                                 Save Model                                 *
@@ -133,4 +133,4 @@ void model<T, U>::save(const std::string &filename) const {
     }
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index 178ed88d5..76d44746a 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -31,7 +31,22 @@
 
 namespace plssvm::detail::io {
 
-file_reader::file_reader(const std::string &filename, const char comment) {
+file_reader::file_reader(const std::string &filename) {
+    // open the provided file
+    this->open(filename);
+}
+
+file_reader::~file_reader() {
+    // close the file at the end
+    this->close();
+}
+
+void file_reader::open(const std::string &filename) {
+    // no other file might be currently open in this file_reader
+    if (this->is_open()) {
+        throw file_reader_exception{ "This file_reader is already associated to a file!" };
+    }
+
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
     // headers for memory mapped IO are present -> try it
     this->open_memory_mapped_file(filename);
@@ -39,22 +54,58 @@ file_reader::file_reader(const std::string &filename, const char comment) {
     // memory mapped IO headers are missing -> use std::ifstream instead
     this->open_file(filename);
 #endif
-    // split read data into lines
-    this->parse_lines(comment);
-}
 
-file_reader::~file_reader() {
+    is_open_ = true;
+}
+bool file_reader::is_open() const noexcept {
+    return is_open_;
+}
+void file_reader::close() {
+    if (this->is_open()) {
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
-    if (must_unmap_file_) {
-        // unmap file
-        munmap(file_content_, num_bytes_);
-        // close file descriptor
-        close(file_descriptor_);
-    }
-    file_content_ = nullptr;
+        if (must_unmap_file_) {
+            // unmap file
+            ::munmap(file_content_, num_bytes_);
+            // close file descriptor
+            ::close(file_descriptor_);
+        }
+        file_content_ = nullptr;
 #endif
-    // delete allocated buffer (deleting nullptr is a no-op)
-    delete[] file_content_;
+        // delete allocated buffer (deleting nullptr is a no-op)
+        delete[] file_content_;
+
+        is_open_ = false;
+    }
+}
+
+const std::vector<std::string_view> &file_reader::read_lines(char comment) {
+    if (!this->is_open()) {
+        throw file_reader_exception{ "This file_reader is currently not associated to a file!" };
+    }
+    // create view from buffer
+    std::string_view file_content_view{ file_content_, static_cast<std::string_view::size_type>(num_bytes_) };
+    std::string_view::size_type pos = 0;
+    while (true) {
+        // find newline
+        const std::string_view::size_type next_pos = file_content_view.find_first_of('\n', pos);
+        if (next_pos == std::string_view::npos) {
+            break;
+        }
+        // remove trailing whitespaces
+        const std::string_view sv = trim_left(std::string_view{ file_content_view.data() + pos, next_pos - pos });
+        // add line iff the line is not empty and doesn't with a comment
+        if (!sv.empty() && !starts_with(sv, comment)) {
+            lines_.push_back(sv);
+        }
+        pos = next_pos + 1;
+    }
+    // add last line
+    const std::string_view sv = trim_left(std::string_view{ file_content_view.data() + pos, file_content_view.size() - pos });
+    if (!sv.empty() && !starts_with(sv, comment)) {
+        lines_.push_back(sv);
+    }
+
+    return lines_;
 }
 
 typename std::vector<std::string_view>::size_type file_reader::num_lines() const noexcept {
@@ -71,16 +122,16 @@ const std::vector<std::string_view> &file_reader::lines() const noexcept {
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
 void file_reader::open_memory_mapped_file(const std::string_view filename) {
     // open the file
-    file_descriptor_ = open(filename.data(), O_RDONLY);
+    file_descriptor_ = ::open(filename.data(), O_RDONLY);
     struct stat attr {};
     // check if file could be opened
     if (fstat(file_descriptor_, &attr) == -1) {
-        close(file_descriptor_);
+        ::close(file_descriptor_);
         throw file_not_found_exception{ fmt::format("Couldn't find file: '{}'!", filename) };
     }
     if (attr.st_size == 0) {
         // can't memory map empty file
-        close(file_descriptor_);
+        ::close(file_descriptor_);
         this->open_file(filename);
     } else {
         // memory map file
@@ -88,7 +139,7 @@ void file_reader::open_memory_mapped_file(const std::string_view filename) {
         // check if memory mapping was successful
         if (static_cast<void *>(file_content_) == MAP_FAILED) {
             // memory mapping wasn't successful -> try reading file with std::ifstream
-            close(file_descriptor_);
+            ::close(file_descriptor_);
             std::cerr << "Memory mapping failed, falling back to std::ifstream." << std::endl;
             this->open_file(filename);
         } else {
@@ -126,29 +177,4 @@ void file_reader::open_file(const std::string_view filename) {
     }
 }
 
-void file_reader::parse_lines(const char comment) {
-    // create view from buffer
-    std::string_view file_content_view{ file_content_, static_cast<std::string_view::size_type>(num_bytes_) };
-    std::string_view::size_type pos = 0;
-    while (true) {
-        // find newline
-        const std::string_view::size_type next_pos = file_content_view.find_first_of('\n', pos);
-        if (next_pos == std::string_view::npos) {
-            break;
-        }
-        // remove trailing whitespaces
-        const std::string_view sv = trim_left(std::string_view{ file_content_view.data() + pos, next_pos - pos });
-        // add line iff the line is not empty and doesn't with a comment
-        if (!sv.empty() && !starts_with(sv, comment)) {
-            lines_.push_back(sv);
-        }
-        pos = next_pos + 1;
-    }
-    // add last line
-    const std::string_view sv = trim_left(std::string_view{ file_content_view.data() + pos, file_content_view.size() - pos });
-    if (!sv.empty() && !starts_with(sv, comment)) {
-        lines_.push_back(sv);
-    }
-}
-
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail::io
\ No newline at end of file

From 73255ada651f4fed27755ae0a6e75beda3a7d2b6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 12 Sep 2022 18:03:11 +0200
Subject: [PATCH 0208/1010] Update the plssvm::detail::io::file_reader API to
 include new overloads and add and update missing documentation.

---
 include/plssvm/detail/io/file_reader.hpp | 71 ++++++++++++++++++------
 src/plssvm/detail/io/file_reader.cpp     | 39 +++++++++++--
 2 files changed, 87 insertions(+), 23 deletions(-)

diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index a1827e839..7afb81ca5 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -18,6 +18,7 @@
     #define PLSSVM_HAS_MEMORY_MAPPING
 #endif
 
+#include <filesystem>   // std::filesystem::path
 #include <ios>          // std::streamsize
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
@@ -40,9 +41,18 @@ class file_reader {
      * @param[in] filename the file to open
      * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
      */
+    explicit file_reader(const char *filename);
+    /**
+     * @copydoc plssvm::detail::io::file_reader::file_reader(const char *)
+     */
     explicit file_reader(const std::string &filename);
     /**
-     * @brief Unmap the file and close the file descriptor used by the memory mapped IO operations and delete the allocated buffer.
+     * @copydoc plssvm::detail::io::file_reader::file_reader(const char *)
+     */
+    explicit file_reader(const std::filesystem::path &filename);
+    /**
+     * @brief Closes the associated file.
+     * @details If memory mapped IO has been used, unmap the file and close the file descriptor, and delete the allocated buffer.
      */
     ~file_reader();
 
@@ -51,65 +61,92 @@ class file_reader {
      * @details This function is called by the constructor of file_reader accepting a std::string and is not usually invoked directly.
      * @param[in] filename the file to open
      * @throws plssvm::file_reader_exception if the file_reader has already opened another file
+     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
+     */
+    void open(const char *filename);
+    /**
+     * @copydoc plssvm::detail::io::file_reader::open(const char *)
      */
     void open(const std::string &filename);
+    /**
+     * @copydoc plssvm::detail::io::file_reader::open(const char *)
+     */
+    void open(const std::filesystem::path &filename);
     /**
      * @brief Checks whether this file_reader is currently associated with a file.
      * @return `true` if a file is currently open, `false` otherwise (`[[nodiscard]]`)
      */
     [[nodiscard]] bool is_open() const noexcept;
     /**
-     * @brief Unmap the file and close the file descriptor used by the memory mapped IO operations and delete the allocated buffer.
-     * @details This function is called by the destructor of file_reader when the object goes out of scope and is not usually invoked directly.
+     * @brief Closes the associated file.
+     * @details If memory mapped IO has been used, unmap the file and close the file descriptor, and delete the allocated buffer.
+     *          This function is called by the destructor of file_reader when the object goes out of scope and is not usually invoked directly.
      */
     void close();
 
     /**
-     * @brief Read the content of the associated file and splits it into lines, ignoring empty lines and lines starting with
-     *        the comment token @p comment.
-     * @param[in] comment a character at the beginning of a line that causes this line to be ignored (used to filter comments)
-     * @throws plssvm::file_reader_exception if no file is currently opened by this file_reader
-     * @return the split lines
+     * @brief Read the content of the associated file and splits it into lines, ignoring empty lines and lines starting with the @p comment.
+     * @param[in] comment a character (sequence) at the beginning of a line that causes this line to be ignored (used to filter comments)
+     * @throws plssvm::file_reader_exception if no file is currently associated to this file_reader
+     * @return the split lines, ignoring empty lines and lines starting with the @p comment
      */
-    const std::vector<std::string_view> &read_lines(char comment = '\0');
+    const std::vector<std::string_view> &read_lines(std::string_view comment = { "\n" });
+    /**
+     * @copydoc plssvm::detail::io::file_reader::read_lines(std::string_view)
+     */
+    const std::vector<std::string_view> &read_lines(char comment);
 
     /**
-     * @brief Return the number of parsed lines.
-     * @details All empty lines or lines starting with a comment are ignored.
+     * @brief Return the number of parsed lines (where all empty lines or lines starting with a comment are ignored).
+     * @details Returns `0` if no file is currently associated with this file_reader or the read_kines() function has not been called yet.
      * @return the number of lines after preprocessing (`[[nodiscard]]`)
      */
     [[nodiscard]] typename std::vector<std::string_view>::size_type num_lines() const noexcept;
     /**
      * @brief Return the @p pos line of the parsed file.
+     * @details Returns `0` if no file is currently associated with this file_reader or the read_kines() function has not been called yet.
      * @param[in] pos the line to return
      * @return the line without leading whitespaces (`[[nodiscard]]`)
      */
     [[nodiscard]] std::string_view line(typename std::vector<std::string_view>::size_type pos) const;
     /**
      * @brief Return all lines present after the preprocessing.
+     * @details Returns `0` if no file is currently associated with this file_reader or the read_kines() function has not been called yet.
      * @return all lines after preprocessing (`[[nodiscard]]`)
      */
     [[nodiscard]] const std::vector<std::string_view> &lines() const noexcept;
 
   private:
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
-    /*
-     * Try to read the file using memory mapped IO.
+    /**
+     * @brief Try to open the file @p filename and "read" its content using memory mapped IO.
+     * @details Currently memory mapped IO is only supported under Linux systems. If the file could not be memory mapped, automatically falls back to open_file().
+     * @param[in] filename the file to open
+     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
      */
-    void open_memory_mapped_file(std::string_view filename);
+    void open_memory_mapped_file(const char *filename);
 #endif
-    /*
-     * Read the file using a normal std::ifstream.
+    /**
+     * @brief Read open the file and read its content in one buffer using a normal std::ifstream.
+     * @param[in] filename the file to open
+     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
+     * @throws plssvm::invalid_file_format_exception if an error occurs while reading the contents of the @p filename
      */
-    void open_file(std::string_view filename);
+    void open_file(const char *filename);
 
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
+    /// The file descriptor used in the POSIX file and memory mapped IO functions.
     int file_descriptor_{ 0 };
+    /// `true` if the file could successfully be memory mapped and, therefore, must also be unmapped at the end, `false` otherwise.
     bool must_unmap_file_{ false };
 #endif
+    /// The content of the file. Pointer to the memory mapped area or to a separately allocated memory area holding the file's content.
     char *file_content_{ nullptr };
+    /// The number of bytes stored in file_content_.
     std::streamsize num_bytes_{ 0 };
+    /// The parsed content of file_content_: a vector of all lines that are not empty and do not start with the provided comment.
     std::vector<std::string_view> lines_{};
+    /// `true` if a file is currently associated wih this file_reader, `false` otherwise.
     bool is_open_{ false };
 };
 
diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index 76d44746a..a97a9f9b0 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -22,6 +22,7 @@
     #include <unistd.h>    // close
 #endif
 
+#include <filesystem>   // std::filesystem::path
 #include <fstream>      // std::ifstream
 #include <ios>          // std::ios, std::streamsize
 #include <iostream>     // std::cerr, std::endl
@@ -31,17 +32,25 @@
 
 namespace plssvm::detail::io {
 
+file_reader::file_reader(const char *filename) {
+    // open the provided file
+    this->open(filename);
+}
 file_reader::file_reader(const std::string &filename) {
     // open the provided file
     this->open(filename);
 }
+file_reader::file_reader(const std::filesystem::path &filename) {
+    // open the provided file
+    this->open(filename);
+}
 
 file_reader::~file_reader() {
     // close the file at the end
     this->close();
 }
 
-void file_reader::open(const std::string &filename) {
+void file_reader::open(const char *filename) {
     // no other file might be currently open in this file_reader
     if (this->is_open()) {
         throw file_reader_exception{ "This file_reader is already associated to a file!" };
@@ -57,6 +66,15 @@ void file_reader::open(const std::string &filename) {
 
     is_open_ = true;
 }
+void file_reader::open(const std::string &filename) {
+    // open the provided file
+    this->open(filename.c_str());
+}
+void file_reader::open(const std::filesystem::path &filename) {
+    // open the provided file
+    this->open(filename.string().c_str());
+}
+
 bool file_reader::is_open() const noexcept {
     return is_open_;
 }
@@ -69,16 +87,22 @@ void file_reader::close() {
             // close file descriptor
             ::close(file_descriptor_);
         }
+        file_descriptor_ = 0;
         file_content_ = nullptr;
+        must_unmap_file_ = false;
 #endif
         // delete allocated buffer (deleting nullptr is a no-op)
         delete[] file_content_;
+        num_bytes_ = 0;
+
+        // clear lines vector
+        lines_.clear();
 
         is_open_ = false;
     }
 }
 
-const std::vector<std::string_view> &file_reader::read_lines(char comment) {
+const std::vector<std::string_view> &file_reader::read_lines(const std::string_view comment) {
     if (!this->is_open()) {
         throw file_reader_exception{ "This file_reader is currently not associated to a file!" };
     }
@@ -107,6 +131,9 @@ const std::vector<std::string_view> &file_reader::read_lines(char comment) {
 
     return lines_;
 }
+const std::vector<std::string_view> &file_reader::read_lines(const char comment) {
+    return this->read_lines(std::string_view{ &comment, 1 }); // TODO: check if it produces the desired results
+}
 
 typename std::vector<std::string_view>::size_type file_reader::num_lines() const noexcept {
     return lines_.size();
@@ -120,9 +147,9 @@ const std::vector<std::string_view> &file_reader::lines() const noexcept {
 }
 
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
-void file_reader::open_memory_mapped_file(const std::string_view filename) {
+void file_reader::open_memory_mapped_file(const char *filename) {
     // open the file
-    file_descriptor_ = ::open(filename.data(), O_RDONLY);
+    file_descriptor_ = ::open(filename, O_RDONLY);
     struct stat attr {};
     // check if file could be opened
     if (fstat(file_descriptor_, &attr) == -1) {
@@ -151,9 +178,9 @@ void file_reader::open_memory_mapped_file(const std::string_view filename) {
 }
 #endif
 
-void file_reader::open_file(const std::string_view filename) {
+void file_reader::open_file(const char *filename) {
     // open the file
-    std::ifstream f{ filename.data() };
+    std::ifstream f{ filename };
     if (f.fail()) {
         throw file_not_found_exception{ fmt::format("Couldn't find file: '{}'!", filename) };
     }

From 32f630c04aebdd17b6175f7beb024b1a24a3577a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 08:24:35 +0200
Subject: [PATCH 0209/1010] Add first file_reader test.

---
 tests/CMakeLists.txt            |  2 ++
 tests/detail/io/file_reader.cpp | 37 +++++++++++++++++++++++++++++++++
 2 files changed, 39 insertions(+)
 create mode 100644 tests/detail/io/file_reader.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index a85683b69..73ec0d0fe 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -101,6 +101,8 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
 
+    ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
+
     ${CMAKE_CURRENT_LIST_DIR}/detail/arithmetic_type_name.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
new file mode 100644
index 000000000..72ad51166
--- /dev/null
+++ b/tests/detail/io/file_reader.cpp
@@ -0,0 +1,37 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the file reader implementation that uses memory-mapped IO if possible.
+ */
+
+#include "plssvm/detail/io/file_reader.hpp"
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <vector>  // std::vector
+
+class FileReaderNumlines : public ::testing::TestWithParam<std::pair<std::string, typename std::string_view::size_type>> {};
+
+TEST_P(FileReaderNumlines, num_lines) {
+    const auto& [filename, count] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines();
+
+    // check if the read number of lines is correct
+    EXPECT_EQ(reader.num_lines(), count);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderNumlines, ::testing::Values(
+                         std::make_pair(PLSSVM_TEST_PATH "/data/arff/5x4.arff", 17 - 3),
+                         std::make_pair(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", 5),
+                         std::make_pair(PLSSVM_TEST_PATH "/data/libsvm/500x200.libsvm", 501 - 1),
+                         std::make_pair(PLSSVM_TEST_PATH "/data/empty.txt", 0)));
+// clang-format on
\ No newline at end of file

From 0304b335af31a6a5f68f9b4c40d3059143fa5d1a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 10:11:52 +0200
Subject: [PATCH 0210/1010] Make file_reader move-only, add function for
 retrieving the underlying raw buffer, and add swap functions.

---
 include/plssvm/detail/io/file_reader.hpp | 37 ++++++++++++++++++++++++
 src/plssvm/detail/io/file_reader.cpp     | 21 +++++++++++++-
 2 files changed, 57 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index 7afb81ca5..512092fad 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -56,6 +56,25 @@ class file_reader {
      */
     ~file_reader();
 
+    /**
+     * @brief Delete the copy-constructor since file_reader is move-only.
+     */
+    file_reader(const file_reader &) = delete;
+    /**
+     * @brief Default the move-constructor since file_reader is move-only.
+     */
+    file_reader(file_reader &&) noexcept = default;
+    /**
+     * @brief Delete the copy-assignment operator since file_reader is move-only.
+     * @return *this
+     */
+    file_reader &operator=(const file_reader &) = delete;
+    /**
+     * @brief Default the move-assignment operator since file_reader is move-only.
+     * @return *this
+     */
+    file_reader &operator=(file_reader &&) noexcept = default;
+
     /**
      * @brief Associates the current file_reader with the file denoted by @p filename, i.e., opens the file @p filename (possible memory mapping it).
      * @details This function is called by the constructor of file_reader accepting a std::string and is not usually invoked directly.
@@ -84,6 +103,12 @@ class file_reader {
      */
     void close();
 
+    /**
+     * @brief Element-wise swap all contents of *this with @p other.
+     * @param[in,out] other the other file_reader to swap the contents with
+     */
+    void swap(file_reader &other);
+
     /**
      * @brief Read the content of the associated file and splits it into lines, ignoring empty lines and lines starting with the @p comment.
      * @param[in] comment a character (sequence) at the beginning of a line that causes this line to be ignored (used to filter comments)
@@ -115,6 +140,11 @@ class file_reader {
      * @return all lines after preprocessing (`[[nodiscard]]`)
      */
     [[nodiscard]] const std::vector<std::string_view> &lines() const noexcept;
+    /**
+     * @brief Return the underlying file content as one large string.
+     * @return the file content (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const char *buffer() const noexcept;
 
   private:
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
@@ -150,6 +180,13 @@ class file_reader {
     bool is_open_{ false };
 };
 
+/**
+ * @brief Elementwise swap the contents of @p lhs and @p rhs.
+ * @param[in,out] lhs the first file_reader
+ * @param[in,out] rhs the second file_reader
+ */
+void swap(file_reader &lhs, file_reader &rhs);
+
 }  // namespace plssvm::detail::io
 
 #endif  // PLSSVM_DETAIL_IO_FILE_READER_HPP_
diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index a97a9f9b0..923d15959 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -102,6 +102,18 @@ void file_reader::close() {
     }
 }
 
+void file_reader::swap(file_reader &other) {
+    using std::swap;
+#if defined(PLSSVM_HAS_MEMORY_MAPPING)
+    swap(file_descriptor_, other.file_descriptor_);
+    swap(must_unmap_file_, other.must_unmap_file_);
+#endif
+    swap(file_content_, other.file_content_);
+    swap(num_bytes_, other.num_bytes_);
+    swap(lines_, other.lines_);
+    swap(is_open_, other.is_open_);
+}
+
 const std::vector<std::string_view> &file_reader::read_lines(const std::string_view comment) {
     if (!this->is_open()) {
         throw file_reader_exception{ "This file_reader is currently not associated to a file!" };
@@ -132,7 +144,7 @@ const std::vector<std::string_view> &file_reader::read_lines(const std::string_v
     return lines_;
 }
 const std::vector<std::string_view> &file_reader::read_lines(const char comment) {
-    return this->read_lines(std::string_view{ &comment, 1 }); // TODO: check if it produces the desired results
+    return this->read_lines(std::string_view{ &comment, 1 });  // TODO: check if it produces the desired results
 }
 
 typename std::vector<std::string_view>::size_type file_reader::num_lines() const noexcept {
@@ -145,6 +157,9 @@ std::string_view file_reader::line(const typename std::vector<std::string_view>:
 const std::vector<std::string_view> &file_reader::lines() const noexcept {
     return lines_;
 }
+const char *file_reader::buffer() const noexcept {
+    return file_content_;
+}
 
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
 void file_reader::open_memory_mapped_file(const char *filename) {
@@ -204,4 +219,8 @@ void file_reader::open_file(const char *filename) {
     }
 }
 
+void swap(file_reader &lhs, file_reader &rhs) {
+    lhs.swap(rhs);
+}
+
 }  // namespace plssvm::detail::io
\ No newline at end of file

From a2dc900927627d77f501d52f983cb5953c286eac Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 14:36:34 +0200
Subject: [PATCH 0211/1010] Explicitly implement the defaulted move constructor
 and assignment operator for a well defined moved-from state.

---
 include/plssvm/detail/io/file_reader.hpp |  6 +++---
 src/plssvm/detail/io/file_reader.cpp     | 26 +++++++++++++++++++++++-
 2 files changed, 28 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index 512092fad..2d58ba911 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -63,7 +63,7 @@ class file_reader {
     /**
      * @brief Default the move-constructor since file_reader is move-only.
      */
-    file_reader(file_reader &&) noexcept = default;
+    file_reader(file_reader &&) noexcept;
     /**
      * @brief Delete the copy-assignment operator since file_reader is move-only.
      * @return *this
@@ -73,7 +73,7 @@ class file_reader {
      * @brief Default the move-assignment operator since file_reader is move-only.
      * @return *this
      */
-    file_reader &operator=(file_reader &&) noexcept = default;
+    file_reader &operator=(file_reader &&) noexcept;
 
     /**
      * @brief Associates the current file_reader with the file denoted by @p filename, i.e., opens the file @p filename (possible memory mapping it).
@@ -170,7 +170,7 @@ class file_reader {
     /// `true` if the file could successfully be memory mapped and, therefore, must also be unmapped at the end, `false` otherwise.
     bool must_unmap_file_{ false };
 #endif
-    /// The content of the file. Pointer to the memory mapped area or to a separately allocated memory area holding the file's content.
+    /// The content of the file. Pointer to the memory mapped area or to a separately allocated memory area holding the file's content. If the file is empty, corresponds to a `nullptr`!
     char *file_content_{ nullptr };
     /// The number of bytes stored in file_content_.
     std::streamsize num_bytes_{ 0 };
diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index 923d15959..c54e2e233 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -27,7 +27,10 @@
 #include <ios>          // std::ios, std::streamsize
 #include <iostream>     // std::cerr, std::endl
 #include <limits>       // std::numeric_limits
+#include <memory>       // std::addressof
+#include <string>       // std::string
 #include <string_view>  // std::string_view
+#include <utility>      // std::exchange, std::move, std::swap
 #include <vector>       // std::vector
 
 namespace plssvm::detail::io {
@@ -50,6 +53,27 @@ file_reader::~file_reader() {
     this->close();
 }
 
+file_reader::file_reader(file_reader &&other) noexcept :
+#if defined(PLSSVM_HAS_MEMORY_MAPPING)
+    file_descriptor_{ std::exchange(other.file_descriptor_, 0) },
+    must_unmap_file_{ std::exchange(other.must_unmap_file_, false) },
+#endif
+    file_content_{ std::exchange(other.file_content_, nullptr) },
+    num_bytes_{ std::exchange(other.num_bytes_, 0) },
+    lines_{ std::move(other.lines_) },
+    is_open_{ std::exchange(other.is_open_, false) } {
+}
+
+file_reader &file_reader::operator=(file_reader &&other) noexcept {
+    // guard against self assignment
+    if (this != std::addressof(other)) {
+        // use copy and swap idiom
+        file_reader tmp{ std::move(other) };
+        this->swap(tmp);
+    }
+    return *this;
+}
+
 void file_reader::open(const char *filename) {
     // no other file might be currently open in this file_reader
     if (this->is_open()) {
@@ -144,7 +168,7 @@ const std::vector<std::string_view> &file_reader::read_lines(const std::string_v
     return lines_;
 }
 const std::vector<std::string_view> &file_reader::read_lines(const char comment) {
-    return this->read_lines(std::string_view{ &comment, 1 });  // TODO: check if it produces the desired results
+    return this->read_lines(std::string_view{ &comment, 1 });
 }
 
 typename std::vector<std::string_view>::size_type file_reader::num_lines() const noexcept {

From 47f3236941c53c4ea7525b9df1618d95a7345334 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 14:36:48 +0200
Subject: [PATCH 0212/1010] Add additional tests.

---
 tests/data/libsvm/5x4.libsvm    |   1 +
 tests/detail/io/file_reader.cpp | 374 ++++++++++++++++++++++++++++++--
 2 files changed, 360 insertions(+), 15 deletions(-)

diff --git a/tests/data/libsvm/5x4.libsvm b/tests/data/libsvm/5x4.libsvm
index b0e51f64f..1c538718c 100644
--- a/tests/data/libsvm/5x4.libsvm
+++ b/tests/data/libsvm/5x4.libsvm
@@ -1,3 +1,4 @@
+# comment
 1 0:-1.117827500607882 1:-2.9087188881250993 2:0.66638344270039144 3:1.0978832703949288
 1 0:-0.5282118298909262 1:-0.335880984968183973 2:0.51687296029754564 3:0.54604461446026
 -1 0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 72ad51166..6e94a3598 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -10,28 +10,372 @@
 
 #include "plssvm/detail/io/file_reader.hpp"
 
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::starts_with
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::file_not_found_exception, plssvm::file_reader_exception
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "../../utility.hpp"  // EXPECT_THROW_WHAT
 
-#include <vector>  // std::vector
+#include "fmt/core.h"     // fmt::format
+#include "gtest/gtest.h"  // TEST, TEST_P, TYPED_TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_FALSE, ASSERT_TRUE, ASSERT_FALSE, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P
+                          // ::testing::{Test, Types, TestWithParam, ValuesIn}
 
-class FileReaderNumlines : public ::testing::TestWithParam<std::pair<std::string, typename std::string_view::size_type>> {};
+#include <cstddef>      // std::Size_t
+#include <filesystem>   // std::filesystem::path
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
+#include <utility>      // std::move, std::swap
+#include <vector>       // std::vector
 
-TEST_P(FileReaderNumlines, num_lines) {
-    const auto& [filename, count] = GetParam();
+TEST(FileReader, default_construct) {
+    // default construct file_reader
+    plssvm::detail::io::file_reader reader{};
+
+    // file reader must not be associated to a file, i.e., is_open must return false
+    EXPECT_FALSE(reader.is_open());
+    // check other fields for default values
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+    EXPECT_EQ(reader.buffer(), nullptr);
+}
+
+TEST(FileReader, move_construct) {
+    // construct first file_reader
+    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    reader1.read_lines('#');
+
+    // move-construct second file_reader
+    plssvm::detail::io::file_reader reader2{ std::move(reader1) };
+
+    // test content of the second file_reader
+    EXPECT_TRUE(reader2.is_open());
+    EXPECT_EQ(reader2.num_lines(), 5);
+    EXPECT_EQ(reader2.lines().size(), 5);
+    EXPECT_NE(reader2.buffer(), nullptr);
+
+    // check whether the first file_reader is in a valid moved-from state
+    EXPECT_FALSE(reader1.is_open());
+    EXPECT_EQ(reader1.num_lines(), 0);
+    EXPECT_TRUE(reader1.lines().empty());
+    EXPECT_EQ(reader1.buffer(), nullptr);
+}
+
+TEST(FileReader, move_assign) {
+    // construct first file_reader
+    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    reader1.read_lines('#');
+
+    // default-construct second file_reader and move-assign reader1 to it
+    plssvm::detail::io::file_reader reader2{};
+    reader2 = std::move(reader1);
+
+    // test content of the second file_reader
+    EXPECT_TRUE(reader2.is_open());
+    EXPECT_EQ(reader2.num_lines(), 5);
+    EXPECT_EQ(reader2.lines().size(), 5);
+    EXPECT_NE(reader2.buffer(), nullptr);
+
+    // check whether the first file_reader is in a valid moved-from state
+    EXPECT_FALSE(reader1.is_open());
+    EXPECT_EQ(reader1.num_lines(), 0);
+    EXPECT_TRUE(reader1.lines().empty());
+    EXPECT_EQ(reader1.buffer(), nullptr);
+}
+
+// the floating point types to test
+using open_paramete_types = ::testing::Types<const char *, std::string, std::filesystem::path>;
+
+template <typename T>
+class FileReaderConstructWithOpen : public ::testing::Test {};
+TYPED_TEST_SUITE(FileReaderConstructWithOpen, open_paramete_types);
+
+TYPED_TEST(FileReaderConstructWithOpen, non_empty_file) {
+    // create file name depending on the current test type
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    // construct a file_reader
+    plssvm::detail::io::file_reader reader{ filename };
+
+    EXPECT_TRUE(reader.is_open());  // since we associated a file with reader, a file must be open!
+    // since we did not call .read_lines() no PARSED content is available!
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+    EXPECT_NE(reader.buffer(), nullptr);
+}
+TYPED_TEST(FileReaderConstructWithOpen, empty_file) {
+    // create file name depending on the current test type
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
+    // construct a file_reader using a c-string literal
+    plssvm::detail::io::file_reader reader{ filename };
+
+    EXPECT_TRUE(reader.is_open());  // since we associated a file with reader, a file must be open!
+    // since we did not call .read_lines() no PARSED content is available!
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+    EXPECT_EQ(reader.buffer(), nullptr);
+}
+TYPED_TEST(FileReaderConstructWithOpen, file_not_found) {
+    // create file name depending on the current test type
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
+    EXPECT_THROW_WHAT(plssvm::detail::io::file_reader{ filename }, plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/file_not_found"));
+}
+
+template <typename T>
+class FileReaderOpen : public ::testing::Test {};
+TYPED_TEST_SUITE(FileReaderOpen, open_paramete_types);
+
+TYPED_TEST(FileReaderOpen, non_empty_file) {
+    // create default constructed file reader and open it using the file name depending on the current test type
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    // construct a default file_reader and open a file
+    plssvm::detail::io::file_reader reader{};
+    reader.open(filename);
+
+    EXPECT_TRUE(reader.is_open());  // since we associated a file with reader, a file must be open!
+    // since we did not call .read_lines() no PARSED content is available!
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+    EXPECT_NE(reader.buffer(), nullptr);
+}
+TYPED_TEST(FileReaderOpen, empty_file) {
+    // create default constructed file reader and open it using the file name depending on the current test type
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
+    // construct a default file_reader and open a file
+    plssvm::detail::io::file_reader reader{};
+    reader.open(filename);
+
+    EXPECT_TRUE(reader.is_open());  // since we associated a file with reader, a file must be open!
+    // since we did not call .read_lines() no PARSED content is available!
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+    EXPECT_EQ(reader.buffer(), nullptr);
+}
+TYPED_TEST(FileReaderOpen, file_not_found) {
+    // create default constructed file reader and open it using the file name depending on the current test type
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
+    // construct a default file_reader and open a file
+    plssvm::detail::io::file_reader reader{};
+    EXPECT_THROW_WHAT(reader.open(filename), plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/file_not_found"));
+}
+TYPED_TEST(FileReaderOpen, multiple_open) {
+    // create default constructed file reader and open it using the file name depending on the current test type
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
+    // construct a default file_reader and open a file
+    plssvm::detail::io::file_reader reader{};
+    reader.open(filename);
+    // a file must be open
+    ASSERT_TRUE(reader.is_open());
+    // trying to open another file must throw
+    EXPECT_THROW_WHAT(reader.open(filename), plssvm::file_reader_exception, "This file_reader is already associated to a file!");
+}
+
+TEST(FileReader, is_open) {
+    // create a new default constructed file_reader
+    plssvm::detail::io::file_reader reader{};
+    // noe file must be open
+    EXPECT_FALSE(reader.is_open());
+    // open a file
+    reader.open(PLSSVM_TEST_PATH "/data/empty.txt");
+    EXPECT_TRUE(reader.is_open());
+    // close the file
+    reader.close();
+    EXPECT_FALSE(reader.is_open());
+}
+
+TEST(FileReader, close) {
+    // create a new file_reader and associate it to a file
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    ASSERT_TRUE(reader.is_open());
+
+    // close the file
+    reader.close();
+
+    // check if the values have been correctly reset
+    EXPECT_FALSE(reader.is_open());
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+    EXPECT_EQ(reader.buffer(), nullptr);
+}
+TEST(FileReader, close_twice) {
+    // create a new file_reader and associate it to a file
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    ASSERT_TRUE(reader.is_open());
+
+    // close the file twice should do no harm
+    reader.close();
+    reader.close();
+
+    // check if the values have been correctly reset
+    EXPECT_FALSE(reader.is_open());
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+    EXPECT_EQ(reader.buffer(), nullptr);
+}
+
+TEST(FileReader, swap_member_function) {
+    // create two file readers
+    plssvm::detail::io::file_reader reader1{};
+    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    reader2.read_lines('#');
+
+    // swap the two file readers
+    reader1.swap(reader2);
+
+    // check both readers for correct values
+    EXPECT_TRUE(reader1.is_open());
+    EXPECT_EQ(reader1.num_lines(), 5);
+    EXPECT_FALSE(reader1.lines().empty());
+    EXPECT_NE(reader1.buffer(), nullptr);
+
+    EXPECT_FALSE(reader2.is_open());
+    EXPECT_EQ(reader2.num_lines(), 0);
+    EXPECT_TRUE(reader2.lines().empty());
+    EXPECT_EQ(reader2.buffer(), nullptr);
+}
+
+// clang-format off
+const std::vector<std::tuple<std::string, char, std::vector<std::string_view>>> file_lines{
+    std::make_tuple(PLSSVM_TEST_PATH "/data/arff/5x4.arff", '%', std::vector<std::string_view>{
+                                 "% Title",
+                                 "% comments",
+                                 "@RELATION name",
+                                 "@ATTRIBUTE first    NUMERIC",
+                                 "@ATTRIBUTE second   numeric",
+                                 "@ATTRIBUTE third    Numeric",
+                                 "@ATTRIBUTE fourth   NUMERIC",
+                                 "@ATTRIBUTE class    NUMERIC",
+                                 "@DATA",
+                                 "-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1",
+                                 "-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1",
+                                 "0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1",
+                                 "{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}",
+                                 "{0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514, 4 -1}" }),
+    std::make_tuple(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", '#', std::vector<std::string_view>{
+                                 "# comment",
+                                 "1 0:-1.117827500607882 1:-2.9087188881250993 2:0.66638344270039144 3:1.0978832703949288",
+                                 "1 0:-0.5282118298909262 1:-0.335880984968183973 2:0.51687296029754564 3:0.54604461446026",
+                                 "-1 0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387",
+                                 "-1 0:-0.20981208921241892 1:0.60276937379453293 2:-0.13086851759108944 3:0.10805254527169827",
+                                 "-1 0:1.88494043717792 1:1.00518564317278263 2:0.298499933047586044 3:1.6464627048813514" }),
+    std::make_tuple(PLSSVM_TEST_PATH "/data/empty.txt", ' ', std::vector<std::string_view>{})
+};
+// clang-format on
+
+template <typename T>
+std::vector<std::string_view> filter_lines(const std::vector<std::string_view> &lines, const T f) {
+    std::vector<std::string_view> filtered_lines;
+    for (const std::string_view line : lines) {
+        if (!plssvm::detail::starts_with(line, f)) {
+            filtered_lines.push_back(line);
+        }
+    }
+    return filtered_lines;
+}
+
+class FileReaderLines : public ::testing::TestWithParam<std::tuple<std::string, char, std::vector<std::string_view>>> {};
+TEST_P(FileReaderLines, parse_lines_with_comments) {
+    const auto &[filename, comment, lines] = GetParam();
     // create and read file
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines();
 
+    // no comments have been filtered (but newlines)
+    EXPECT_EQ(reader.lines(), lines);
+}
+TEST_P(FileReaderLines, parse_lines_without_char_comments) {
+    const auto &[filename, comment, lines] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines(comment);
+
+    // no comments have been filtered (but newlines)
+    EXPECT_EQ(reader.lines(), filter_lines(lines, comment));
+}
+TEST_P(FileReaderLines, parse_lines_without_string_comments) {
+    const auto &[filename, comment, lines] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines("@ATTRIBUTE");
+
+    // no comments have been filtered (but newlines)
+    EXPECT_EQ(reader.lines(), filter_lines(lines, "@ATTRIBUTE"));
+}
+TEST_P(FileReaderLines, num_lines) {
+    const auto &[filename, comment, lines] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines(comment);
+
     // check if the read number of lines is correct
-    EXPECT_EQ(reader.num_lines(), count);
+    EXPECT_EQ(reader.num_lines(), filter_lines(lines, comment).size());
 }
-// clang-format off
-INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderNumlines, ::testing::Values(
-                         std::make_pair(PLSSVM_TEST_PATH "/data/arff/5x4.arff", 17 - 3),
-                         std::make_pair(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", 5),
-                         std::make_pair(PLSSVM_TEST_PATH "/data/libsvm/500x200.libsvm", 501 - 1),
-                         std::make_pair(PLSSVM_TEST_PATH "/data/empty.txt", 0)));
-// clang-format on
\ No newline at end of file
+TEST_P(FileReaderLines, line) {
+    const auto &[filename, comment, lines] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines(comment);
+
+    // check if the i-th line is correct
+    const std::vector<std::string_view> filtered_lines = filter_lines(lines, comment);
+    ASSERT_EQ(reader.lines().size(), filtered_lines.size());
+    for (std::size_t i = 0; i < filtered_lines.size(); ++i) {
+        EXPECT_EQ(reader.line(i), filtered_lines[i]);
+    }
+}
+TEST_P(FileReaderLines, lines) {
+    const auto &[filename, comment, lines] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines(comment);
+
+    // check if the read lines are correct
+    EXPECT_EQ(reader.lines(), filter_lines(lines, comment));
+}
+TEST_P(FileReaderLines, buffer_valid) {
+    const auto &[filename, comment, lines] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines(comment);
+
+    // check if the read lines are correct
+    if (filter_lines(lines, comment).empty()) {
+        EXPECT_EQ(reader.buffer(), nullptr);
+    } else {
+        EXPECT_NE(reader.buffer(), nullptr);
+    }
+}
+INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLines, ::testing::ValuesIn(file_lines));
+
+class FileReaderLinesDeathTest : public ::testing::TestWithParam<std::tuple<std::string, char, std::vector<std::string_view>>> {};
+TEST_P(FileReaderLinesDeathTest, line_out_of_bounce) {
+    const auto &[filename, comment, lines] = GetParam();
+    // create and read file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines(comment);
+
+    // check if the i-th line is correct
+    ASSERT_EQ(reader.lines().size(), filter_lines(lines, comment).size());
+    [[maybe_unused]] std::string_view ret;
+    EXPECT_DEATH(ret = reader.line(reader.num_lines()), fmt::format("Out-of-bounce access!: {} >= {}", reader.num_lines(), reader.num_lines()));
+}
+INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLinesDeathTest, ::testing::ValuesIn(file_lines));
+
+TEST(FileReader, swap_free_function) {
+    // create two file readers
+    plssvm::detail::io::file_reader reader1{};
+    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    reader2.read_lines('#');
+
+    // swap the two file readers
+    std::swap(reader1, reader2);
+
+    // check both readers for correct values
+    EXPECT_TRUE(reader1.is_open());
+    EXPECT_EQ(reader1.num_lines(), 5);
+    EXPECT_FALSE(reader1.lines().empty());
+    EXPECT_NE(reader1.buffer(), nullptr);
+
+    EXPECT_FALSE(reader2.is_open());
+    EXPECT_EQ(reader2.num_lines(), 0);
+    EXPECT_TRUE(reader2.lines().empty());
+    EXPECT_EQ(reader2.buffer(), nullptr);
+}
\ No newline at end of file

From 62bac03778c27278ee2befe31b82a8ef131db860 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 15:02:05 +0200
Subject: [PATCH 0213/1010] Fix compiler warning for conditionally unused
 lambda function.

---
 include/plssvm/csvm.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 264588c67..bba25e1b0 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -166,7 +166,7 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
 
     // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
-    const auto print_warning_if_not_default = [kernel](const auto val, const std::string_view param_name) {
+    [[maybe_unused]] const auto print_warning_if_not_default = [kernel](const auto val, const std::string_view param_name) {
         if (!val.is_default()) {
             fmt::print(stderr, "{} parameter provided, which is not used in the {} kernel ({})!\n", param_name, kernel, kernel_type_to_math_string(kernel));
         }

From 68ee4ef5fb1222c8bd71a78e5233021f8ca4925a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 15:02:22 +0200
Subject: [PATCH 0214/1010] Fix compiler error if PLSSVM_ASSERT_ENABLED is not
 defined.

---
 include/plssvm/detail/layout.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 989c88c08..a53b338a3 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -114,11 +114,11 @@ template <typename real_type>
  */
 template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_layout(const layout_type layout, const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points) {
+    const typename std::vector<real_type>::size_type num_features = matrix.front().size();
     // perform some sanity checks
     PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
     PLSSVM_ASSERT(num_points <= matrix.size(), "Number of data points to transform can not exceed matrix size!");
 #if defined(PLSSVM_ASSERT_ENABLED)
-    const typename std::vector<real_type>::size_type num_features = matrix.front().size();
     const bool has_same_num_features = std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features; });
     PLSSVM_ASSERT(has_same_num_features, "Feature sizes mismatch! All features should have size {}.", num_features);
     PLSSVM_ASSERT(num_features > 0, "All features are empty!");

From 83e54246ddee8cc291c142bff7ae854f1994e846 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 15:06:20 +0200
Subject: [PATCH 0215/1010] force add empty test file

---
 tests/data/empty.txt | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 tests/data/empty.txt

diff --git a/tests/data/empty.txt b/tests/data/empty.txt
new file mode 100644
index 000000000..e69de29bb

From 7192abc37aff01833404fed73427f6e59d74a0f8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 15:12:26 +0200
Subject: [PATCH 0216/1010] Change LIBSVM test files to be one indexed instead
 of zero indexed.

---
 tests/data/libsvm/0x0.libsvm          |    0
 tests/data/libsvm/500x200.libsvm      | 1000 ++++++++++++-------------
 tests/data/libsvm/5x4.libsvm          |   10 +-
 tests/data/libsvm/5x4.libsvm.no_label |   10 +-
 tests/detail/io/file_reader.cpp       |   10 +-
 5 files changed, 515 insertions(+), 515 deletions(-)
 delete mode 100644 tests/data/libsvm/0x0.libsvm

diff --git a/tests/data/libsvm/0x0.libsvm b/tests/data/libsvm/0x0.libsvm
deleted file mode 100644
index e69de29bb..000000000
diff --git a/tests/data/libsvm/500x200.libsvm b/tests/data/libsvm/500x200.libsvm
index 55b26b039..cffd69357 100644
--- a/tests/data/libsvm/500x200.libsvm
+++ b/tests/data/libsvm/500x200.libsvm
@@ -1,500 +1,500 @@
--1 0:-0.13739100862895 1:0.1268841847088163 2:-0.5551170162614075 3:1.641062970664328 4:0.7624205126688062 5:0.8593635824906088 6:-1.320817612475245 7:-1.51694942748794 8:1.47045700807326 9:-0.2674611904367188 10:0.9569621291672196 11:-0.8774207675393307 12:-0.6408887278624199 13:2.083931782959785 14:0.7755625185166987 15:-1.798014166083093 16:0.8203642799140477 17:0.7577507049615858 18:0.4060644337037043 19:0.7817457223459422 20:-0.8084559980623809 21:-0.7290223970248005 22:0.5608427663722827 23:-0.2978618062329041 24:2.42143971226571 25:0.4986052882602838 26:-1.759687913755033 27:-0.3883216747091887 28:-0.8900023568184674 29:-0.3563230005036214 30:0.9649294690249277 31:-0.923635767343396 32:-0.3940463355106269 33:-0.6991490698900131 34:0.7417301603556282 35:0.1681046974269169 36:0.9660924300910161 37:0.4105753656762931 38:-0.9766152539165489 39:-0.5996997842851859 40:-1.253724931786333 41:-0.06995529649789492 42:-2.466973329305609 43:0.08162842738040706 44:-0.4727577820830978 45:-0.2494066141090826 46:0.02538129939095463 47:-0.1037678690966592 48:-0.1317157791045033 49:-0.2416013541927204 50:1.676916832104629 51:0.7754929560573343 52:1.363047360248686 53:0.4548471581165758 54:-0.7164600389754054 55:0.2940401681628614 56:-0.1827646489240242 57:-1.387969779009839 58:-0.4236403727495721 59:-2.30923649228038 60:-0.2222592224048571 61:0.3897162521686053 62:-1.076778789508475 63:-1.113135967606877 64:-0.2256482606558458 65:0.150248038429448 66:-0.0240877995550879 67:-0.2284206156387628 68:-0.8323519807423045 69:0.6855971226425454 70:1.182954050295868 71:-1.207045974699196 72:0.09033777390280801 73:0.2758056965356004 74:-0.7769061126009389 75:0.5196611980232465 76:1.915053231648036 77:1.071093824881259 78:0.1271459859076508 79:-0.9909494541767468 80:-1.091876094870416 81:-0.2904164720851415 82:2.483706807315234 83:0.4821813862611279 84:-0.2395646041850307 85:0.1656764786319338 86:0.1049967386540572 87:-0.5140282712679952 88:-0.9175716705425859 89:1.926269681617539 90:1.331896167159001 91:2.164969274390273 92:1.601500786162825 93:0.08340677273004785 94:-0.2459235904630352 95:-0.529249553660201 96:-0.3242146925471361 97:1.267824308139603 98:0.2124151840766858 99:-1.359904572173936 100:-0.4962145332831318 101:-0.3622918305826561 102:1.114229237308059 103:-0.689620444048318 104:0.7939738237785595 105:1.109988669406836 106:0.3745181419303632 107:0.9090516989631378 108:-1.51352629860771 109:2.132423125459745 110:-0.007860679596491395 111:0.5166291939797161 112:0.3155353308600474 113:0.9359123529017632 114:1.329915849527619 115:-1.694382231719523 116:0.3319944894568906 117:2.201412313006212 118:-1.062919995966295 119:1.23385618480554 120:1.214340201669928 121:1.024657835352912 122:0.2417427270686348 123:1.074401288564511 124:-0.9959382818320588 125:1.017145334040889 126:-0.442977001395586 127:0.6375839782334359 128:-1.037176711896884 129:-1.048618005178562 130:0.1240522333404058 131:-0.6714606842579459 132:0.6427560112421462 133:-0.6071657626981978 134:-0.2828607265649044 135:-1.089255332833621 136:0.4184089463221565 137:-0.1273199553581187 138:0.6428383833319475 139:0.3987478244915438 140:-0.758067238279967 141:-0.326159854692379 142:-0.02367751928337022 143:-0.1957335222224709 144:0.8433341140897326 145:-0.2865481987530002 146:1.789842749162758 147:-1.516122370069325 148:0.3670298969809989 149:0.2429730651248408 150:1.814546716414985 151:-1.61590955387865 152:0.3109670542036044 153:-1.051753959794277 154:1.751401773896006 155:0.8285942897899092 156:-1.055994478114463 157:0.3359054139223792 158:-0.7680361248049707 159:1.059805726781892 160:0.3582597135681719 161:0.6577911861432069 162:-0.2906305513804534 163:0.6058170843490603 164:1.581813356305408 165:0.2238827971967301 166:0.5542885544163687 167:-3.333329764846647 168:-1.082123949672398 169:-0.5093306368520825 170:-1.443831007213837 171:1.529926506436474 172:0.2796653325228768 173:1.102750196907064 174:0.2294450305312139 175:0.1135749319057644 176:-0.9449304756920384 177:-2.048452007641786 178:-0.3831652267614972 179:0.5539188968825607 180:-0.06723268241833118 181:0.9234823486129317 182:-1.050108632157433 183:0.1549121045031923 184:-0.130151110334888 185:-0.1346912052443782 186:-0.7889250315087801 187:0.5309363330339884 188:0.8533612020902154 189:-0.5934570098961882 190:0.4473217752227207 191:1.745939704141553 192:0.06740382505858419 193:-0.6319399638934301 194:1.442665569774904 195:1.028844641533932 196:-1.199625718641147 197:0.9013515759123188 198:0.1883553701116164 199:1.354790743865833
-1 0:0.9204526775141825 1:-0.6235142886937883 2:0.143082959955167 3:-0.8024963551546546 4:-0.6749028166932123 5:-0.6421957981022575 6:-0.5183221587417509 7:1.37248618364765 8:0.4468859138970059 9:0.6417876233919944 10:-0.0267594160374863 11:-0.5282887311607315 12:-0.6568638071068373 13:0.9118568591385884 14:-1.220524698336004 15:0.6685686251566096 16:0.1670162417065917 17:-0.2041375847030481 18:0.4151729386383941 19:-0.4642797884615127 20:-1.178569440928968 21:0.4380598061075944 22:-1.645262399045204 23:0.305334759650433 24:-0.1091301977480008 25:0.5283817374043105 26:0.2038575776107947 27:-2.253887865744634 28:0.644777064224807 29:-0.006295319443485221 30:-0.6858781744684919 31:1.797826008198869 32:-1.141816876594601 33:-0.2336113115075682 34:1.090437412006064 35:-1.592577030642138 36:-0.1192515788333292 37:0.8592690260941104 38:0.2262819317972966 39:-1.827480102365357 40:-0.3372839600035074 41:-1.412322421255031 42:-0.3092659282494022 43:-0.4866477638239611 44:-0.01538282929305722 45:0.1106543340337233 46:-1.146034402880059 47:-0.2994444921076348 48:-0.9110065349058863 49:1.672389223280625 50:-0.373839624781586 51:-0.5797025217299911 52:-1.077846269251445 53:-0.2589909982092036 54:-0.77120353137232 55:-1.082485910943669 56:1.680886482629226 57:0.2641894806017332 58:0.1471659091078657 59:0.3700861587583152 60:-0.4457141484175973 61:1.878829105517612 62:-0.603300894261085 63:0.1988677650665446 64:-0.4586862992693 65:-0.4582827858979894 66:0.2082992984770745 67:0.02213640109723434 68:-1.777703823480035 69:0.4998729953355577 70:-1.095991958543237 71:-0.05814645309419916 72:-1.367868167182059 73:0.2422826859795995 74:-0.6935367796393223 75:0.2465958173555599 76:0.2200153173497602 77:0.1811385704817649 78:-1.048094612104413 79:0.9387294158966601 80:0.0288464856711142 81:0.07180707297064813 82:-0.2609246554884761 83:-1.485932806052311 84:-0.3819521147985909 85:-0.3676402108849965 86:1.784901188832982 87:0.0173971041217447 88:-0.05212904548963095 89:1.638063816137873 90:-0.1398271909545452 91:2.749548284108653 92:0.3654184456113568 93:0.3050389595161797 94:-1.279109386108079 95:-0.2219889862554802 96:-1.760104190416926 97:0.9961306444748017 98:-0.6012884983756864 99:-0.2480641487688747 100:1.056698708410611 101:-0.7508822422687287 102:-0.132177375190748 103:-0.5855204556593853 104:-0.3649969045565334 105:0.1173754641843439 106:-0.4657898964133929 107:0.6273640283879226 108:0.1070697372897536 109:1.709006722001442 110:0.7403574782359275 111:-0.49158911465253 112:1.16047605828917 113:-0.1001926533025853 114:-0.5907082502579492 115:0.4856608052007482 116:-0.4848408685282389 117:-0.5225119719099142 118:-0.5843157574862425 119:-0.1156563939473825 120:0.4224111247251099 121:0.7550974655124773 122:1.194228649532503 123:-0.5949317627978754 124:0.9951226776162858 125:2.47443084607287 126:0.871135621753802 127:-0.09209347545878846 128:0.8167235868356285 129:0.892191467052976 130:1.628994287273075 131:-0.3593269436386808 132:0.7710190237035699 133:0.1699951951095579 134:-0.3354677245093541 135:0.2428245726708179 136:0.447235915615646 137:0.3351603958802545 138:0.5467728850594907 139:1.496198732345998 140:-0.03966862881129803 141:0.3313577120087194 142:0.2527803030875461 143:1.04199234874601 144:-0.7736686049036543 145:0.4089857049368883 146:0.184456661206385 147:0.8939026224458336 148:-0.7535387637836067 149:0.6524349462620928 150:0.2239464621983334 151:0.0585518432121047 152:0.1034995729826869 153:0.07144109137819797 154:-0.4339516385754325 155:0.8997592772122475 156:0.4760758408552435 157:-0.4469636103737707 158:-0.9047031174524247 159:1.094176059158007 160:1.140399298313486 161:-1.190323801259183 162:-0.6824639266395133 163:-1.386004870060606 164:0.4133169719014989 165:0.3327077145098141 166:0.4711378723101126 167:-0.7851654344187545 168:-0.3799975790820257 169:-2.982127956587817 170:-0.4806291873888219 171:0.6555061268479118 172:0.2043443208610295 173:0.7572660738114856 174:0.8890336807921533 175:-0.1397314700604065 176:-1.222401867367238 177:-2.054688913184704 178:1.032077840843755 179:-1.610126172800781 180:-0.1731267676883977 181:-0.6679166983253072 182:0.4199336165832197 183:0.05531021033110758 184:-0.8566406809364566 185:0.6533286970316998 186:0.7249118483002257 187:-0.8157554242306636 188:0.1074805615890184 189:-0.1022567270348337 190:-1.892716782481674 191:0.9718894470388898 192:0.3639898294337662 193:0.3190066264923514 194:-0.218054944835453 195:0.9382514661744381 196:0.1457274714346658 197:1.733495708215121 198:1.178757550478444 199:-1.237998995218347
-1 0:-0.44640031325506 1:-0.1865230767700594 2:0.3678723304971867 3:0.1108108866169682 4:0.673980710447411 5:1.568996636197417 6:1.99395528058669 7:-0.009979013051038314 8:-0.4419249492028487 9:-0.350888934353208 10:0.8170742209439559 11:0.4315540969148299 12:-0.09620480383386502 13:-0.300782315357888 14:-1.190928811102393 15:-0.1496657598399891 16:-0.423425996090941 17:0.4911830347649072 18:0.8416445127150026 19:-1.050585339585603 20:-0.02664148704585885 21:-0.2129849203285774 22:0.5368395448603965 23:0.7634882569564536 24:0.9160137602654684 25:1.248983829161498 26:1.155246218973681 27:0.8653786660630161 28:3.062206423143177 29:-0.4227343183186111 30:-1.241803365359708 31:1.059635295079247 32:2.106091412221008 33:-0.8458160594499567 34:0.4581345896777616 35:0.2182657239472924 36:-0.7474101017245685 37:-0.7510756080846248 38:0.6470999805198319 39:-0.6746909604027544 40:-1.450883878020675 41:-0.01733462680318595 42:-1.029517341056696 43:-2.10355566955071 44:-1.18940090420533 45:-1.308332069441155 46:-0.6573079452197033 47:-0.1709691024704254 48:-1.416283571965535 49:0.9524832460581365 50:0.1299238544847071 51:-1.37812148310023 52:-0.7340418704518022 53:0.3343139861169652 54:1.405763173151013 55:0.4960494510410567 56:-0.4115206097354479 57:-0.2125828673502303 58:0.3225583119903435 59:0.1412390744330374 60:-1.364717126728518 61:-0.5896038201304521 62:1.132397267019636 63:0.4309196945038478 64:0.07570400608181534 65:-0.2412492858324859 66:-0.03707135431190724 67:0.5645483902710595 68:0.198109904664095 69:-0.4725567181443064 70:-0.2134825771958248 71:0.1577333588108721 72:-1.111627737542416 73:-0.8676147444307806 74:1.144098194230456 75:2.552162752929798 76:0.1173840437925137 77:-0.6483073489503013 78:-0.0396164739450682 79:-1.036296263907112 80:-0.9718980928285994 81:-0.0955778121978469 82:-0.2667309458295881 83:0.6449263256591786 84:0.376254293215901 85:0.3220806661425926 86:-0.8909035608569799 87:1.038536674201097 88:0.08655498950314965 89:-0.3492246701036898 90:0.960622446052097 91:0.7746623572251551 92:0.8972139451905197 93:-0.4755730070267252 94:-1.12192895176452 95:0.1503639826589238 96:-0.5375113048657714 97:1.450263964706831 98:-0.8877320472228262 99:-0.1346538391095599 100:0.6390660838428626 101:0.5062087799701172 102:-0.1763109832131272 103:-0.3156773983689942 104:0.7718406144737269 105:0.7505927673146738 106:-0.3704915654465101 107:-0.02848686525061836 108:0.7798024968169879 109:-0.716797523997309 110:0.8125547440654244 111:-0.2331842341339894 112:0.8146446688359761 113:-0.4571764329983417 114:1.038077262595365 115:0.116119139854038 116:0.6059303153797763 117:0.219946799839359 118:-0.2008818495402623 119:-0.7424744129117062 120:0.4438233305311908 121:0.5352786134045514 122:0.03863307166501007 123:1.215713762632354 124:0.5575187584426965 125:-0.2179443314526697 126:-0.8355617408979749 127:-0.4942492293697122 128:0.2330831864520965 129:0.7394128267452247 130:-0.7630636540636341 131:0.5753579176741825 132:0.009397368643203811 133:-0.7619840289950842 134:-0.1097091397681322 135:0.6725415641224399 136:-1.923248520001508 137:1.026450243209161 138:1.652692958466192 139:1.367324055112128 140:-0.1008473472702947 141:0.2773762766578137 142:1.228362132564504 143:0.8147857919734737 144:0.5414443046967048 145:0.8576472028532596 146:1.208984398899011 147:0.1693527077593039 148:1.482574086610495 149:0.3690960757529619 150:-0.8971363149354848 151:0.6911304500598114 152:0.5227945165254482 153:0.2387419482731414 154:-0.618044512130478 155:0.9195072558104596 156:0.3037862632931013 157:0.07029535282207493 158:-1.452730858990117 159:-0.8597925404305479 160:0.5523371148210628 161:0.6107479257032407 162:0.1417372458736996 163:0.1336079426995921 164:-0.08820922707929943 165:-1.08915228387463 166:-1.521574581886869 167:1.979599558649717 168:1.69433632601851 169:1.069662151290762 170:0.7550284331855776 171:0.5075439076387266 172:0.1260850648640963 173:-1.29890843885773 174:-0.2360570049731507 175:0.8122425372564059 176:-2.099810379668422 177:-1.16020511625608 178:-0.2200303289430833 179:-0.04662570623507282 180:-1.30435132883986 181:-0.4124894659144007 182:-0.9791106585187855 183:1.163557968005189 184:0.7627911098047345 185:1.499987345239848 186:-0.9760477086128901 187:-2.562767912882623 188:-1.584354301161054 189:0.5717514467712252 190:0.7412318456210671 191:-0.7249002034880849 192:-0.2658710779090612 193:1.048520406946088 194:-0.3663117405644362 195:-0.5189618186004065 196:-0.4734190216927212 197:-0.1585945857351141 198:-0.7061219235967997 199:0.632812898101626
--1 0:-1.509482965341666 1:-1.737844113971361 2:0.2098899773132609 3:0.1475208072646554 4:1.111224679650131 5:-1.270540580605883 6:1.299644328042613 7:-0.2899976154867968 8:0.9617058657334993 9:-0.9227372521658793 10:-0.5164164823989852 11:0.3292868694169559 12:-0.2257139206868305 13:-0.1971514532446076 14:-0.6274864649436953 15:0.1958376073154205 16:0.3752576326476608 17:-0.2885497524412349 18:-0.002762665707523476 19:0.6690410237281461 20:-0.4724289694132258 21:-0.7316000067302755 22:1.594369793969713 23:0.8559282346238428 24:-0.1671789804668425 25:0.4627490872192716 26:0.6986873910568042 27:1.830542371737579 28:0.04297796262604849 29:-0.5572230478726231 30:-1.859524114171167 31:-0.3393122913155773 32:0.2410859604493765 33:-0.4715818604124006 34:-0.03485804154451309 35:0.7449693387435423 36:-0.07001407506679168 37:-0.3967140623626449 38:-0.7875284701943585 39:0.385820183783315 40:-2.071528078403777 41:1.239335015339491 42:-0.9697655713233841 43:-0.5494025169828948 44:0.6947187727135568 45:0.06772563086442389 46:-1.354768528689732 47:-1.133967219686248 48:0.2709316918507249 49:-1.891782187933234 50:1.656709184472331 51:0.1462884526750271 52:0.6811648570779726 53:0.1237353429053085 54:2.319531962378738 55:0.6200377374396762 56:0.3663895917495851 57:2.036289685968637 58:1.419429514150755 59:-0.05731879489131138 60:-0.6722266115973369 61:-1.080787049221839 62:-0.6317335850122685 63:-1.757249870937918 64:1.350285819626164 65:-0.2113842264228985 66:0.3314713430537209 67:-2.244721950504068 68:-1.873149448468824 69:-0.9086833932689463 70:-1.165103364250592 71:0.3433111788372623 72:0.4111841795918443 73:0.9204239490222086 74:1.041325786323522 75:-1.144244362238524 76:0.7204289179048609 77:0.1277649977443028 78:-0.1901996039733432 79:0.3212949809480777 80:1.074653229417399 81:2.006222010627919 82:0.5825111988050046 83:0.7048881326826341 84:0.05729740960700355 85:-0.7253660037112973 86:-1.715921220756158 87:-0.2858737704114336 88:-1.619486239846511 89:-0.4381343099407051 90:0.499529387253315 91:0.7377419786648003 92:0.6787310742795735 93:-2.232422606180132 94:-0.5085906475518901 95:-0.3430277462505676 96:-0.5215092628133182 97:-2.280186412955599 98:-0.7916504922943641 99:-1.059443859615692 100:-0.3642501600580654 101:-0.3073919308812664 102:-0.07458952538709686 103:-0.9221267883773023 104:0.8295075746834127 105:0.9929020593242939 106:-0.7535166951340134 107:-1.348454963872552 108:-0.8524086897586362 109:-1.004963359952201 110:-0.8357001055157076 111:2.088209540197192 112:-2.714936851409198 113:-0.0467305523207395 114:0.4696607026421658 115:0.7402470979284599 116:-0.518218510459885 117:1.136374381785633 118:1.147585437806205 119:-0.3772037307684513 120:-0.08497141299800162 121:1.626552170055967 122:0.6017512104732948 123:0.1969212559968066 124:-0.5471501608200895 125:-1.223416838468516 126:-1.616326840261403 127:-0.1339275570709005 128:-0.7048033178197469 129:0.4887995919998521 130:-1.078904538518007 131:-0.2012216115061399 132:-1.417299148505156 133:0.8956450338942025 134:-0.1505114791420394 135:0.537828856484693 136:-1.178454563891076 137:-0.9688769498992744 138:-2.027006592323073 139:-0.7429739743818332 140:0.8678420246849908 141:-0.5721144847712488 142:0.6000785057536328 143:0.2869088246549696 144:0.8019928414737901 145:-1.084704984737332 146:-0.3306024145188098 147:-1.354489517108663 148:-0.3474583652868818 149:0.2209538193193681 150:-0.3972028810018193 151:-0.7597347773705303 152:0.4585173354414543 153:1.02511999360917 154:-1.992672376023789 155:1.605277142458267 156:0.9408983751147796 157:0.09133573418594017 158:-0.2728446266018305 159:-1.042942347343488 160:-0.2849283645344545 161:-1.326082124266538 162:0.6268039559054165 163:0.2218866836552407 164:0.05652010189674735 165:-0.6890149824163905 166:-1.593221666902964 167:0.2878761850023276 168:-1.695807187134458 169:-1.925388389551837 170:-0.3334953836803115 171:-1.968015134286901 172:0.06728600106607346 173:-0.9017736069787761 174:-1.169259611295863 175:0.2756517438047159 176:0.4631501476512482 177:-0.8775118453203484 178:1.467504076224924 179:0.9419571276905558 180:-0.1666068947910321 181:-0.4816738472169435 182:0.04196555281917173 183:-1.820264981185196 184:-0.1129363064258684 185:0.7804766888940283 186:1.580214100363071 187:0.8301233013237648 188:1.084199380969767 189:1.196068865906113 190:0.06888876061216993 191:-0.7696315198232899 192:-0.008459910005540893 193:-0.5697602343191442 194:0.9946025490051171 195:-0.5416474588707663 196:0.9497959464813658 197:-0.7159919182227095 198:-0.04231391278475145 199:1.429842226141774
--1 0:-0.973838715821192 1:-0.8276742942480727 2:0.4038545866871467 3:1.106033057310174 4:-0.4913213662729622 5:-0.2319279790735733 6:-0.6331485948767025 7:1.717311840689373 8:0.8918720259733487 9:-0.240419146067988 10:0.3999769474896496 11:0.9386393893415458 12:-0.7202412499357123 13:0.0993398958166176 14:0.3667494252542062 15:-0.5744466748709708 16:0.1958767038745012 17:-0.5873359395368802 18:-0.1157275198064383 19:0.6108831962466401 20:0.8730318931362868 21:1.593823046816906 22:-0.4795941343246535 23:-0.6495377110176561 24:-1.560797733883962 25:0.3897098273762469 26:-0.3865660906353736 27:0.8774794934367748 28:-0.5189374082215187 29:1.107125266800964 30:-0.0476550288755462 31:-0.8649356574702554 32:-0.8612425325614735 33:-1.831427782476707 34:-0.8630531400378197 35:2.321612449273347 36:-0.2426713834484538 37:-1.016777129525832 38:-0.1753558759682932 39:0.06630224265718265 40:-0.5143314431837565 41:-0.04930709870398495 42:-0.7521145893306469 43:0.04928098696809219 44:-0.4803679356721836 45:-0.005193772241330631 46:-0.5522915297972029 47:0.5662725662327347 48:0.4210565492786414 49:1.82820159938676 50:0.9268815502052735 51:0.4987695967243471 52:-1.970007842631395 53:-0.2596025625368835 54:-1.04682058013122 55:-0.01179769644712386 56:-1.372600420945122 57:-0.01235111662301038 58:-1.694593600454455 59:-0.3488382851880641 60:-1.602836621476017 61:-0.08591228999434389 62:-0.04509471714552103 63:0.8553126945543197 64:2.732730370939472 65:0.67898629231119 66:-0.1785012312166527 67:0.2940510325464584 68:-0.3021095254228304 69:-2.39131073381241 70:-1.229287693785259 71:-0.03308804689699512 72:-0.6632407705584544 73:0.8388287359781287 74:0.5512929362545345 75:-2.711092267133823 76:-0.3683692068861504 77:1.36938272597256 78:0.7413533168091967 79:0.2007693559381789 80:0.872187327957709 81:-0.3496176596697043 82:0.6422929175298114 83:-1.229005069424649 84:2.396222227357932 85:0.6465578503933237 86:-0.7331783996689499 87:1.056627706844113 88:-0.7006096860779404 89:0.5511919678141223 90:-0.5767477309948127 91:0.365868549668949 92:1.629043964212021 93:1.298323062942758 94:-0.3153779954628694 95:-0.5647093476619519 96:1.141774760719694 97:-0.7469582281729837 98:0.3585460416027696 99:-0.03576727206634243 100:-0.8679393477970542 101:1.079677766139213 102:0.1717588960623713 103:-0.5028145764117193 104:-0.721067668966255 105:1.305330950733805 106:0.5634392349967485 107:0.0408234369267208 108:-0.204693389806319 109:-0.1542096701438665 110:-1.139928702977709 111:-0.1366040119756275 112:-0.7530170478733277 113:0.1665213745190592 114:-0.2820419296745698 115:-0.3373535499802366 116:-0.2447099470214336 117:-1.013719102661565 118:1.101963065774785 119:0.07658375224241903 120:1.471099695909577 121:0.9319879597771742 122:0.09512660840188224 123:-0.4620986386461631 124:1.098724908395414 125:1.12904807997119 126:-0.5952059471943523 127:-0.5986623610691479 128:1.049261663202463 129:0.8574185109964003 130:-0.3054605918976318 131:-1.83357719559033 132:-0.0009271077405342257 133:1.633958071911814 134:0.4938359682536275 135:0.2181184993316725 136:-2.11277810688627 137:-1.228617257022566 138:0.1778253654029205 139:-0.1309123969723728 140:0.285487545032999 141:-0.03563001373720085 142:0.3179283902819318 143:0.2241080139772079 144:0.06461942556309855 145:2.379727889110753 146:-0.7892552586011733 147:-0.1327221733123479 148:-0.1359777846593327 149:0.1915265188537874 150:-0.6862499934819465 151:-0.5074543738787802 152:-1.609640067866054 153:-0.5402291339520071 154:-0.2098637110430774 155:-0.2377988050819448 156:-0.4460792163760662 157:0.001207253916911314 158:0.01663507009372337 159:-0.6515386582858026 160:-0.4504183792817702 161:0.3914732846665487 162:0.6279291074308387 163:0.9035495600632956 164:-0.6201074321372763 165:-2.008742130465167 166:0.7012508191591904 167:-0.4857642639250732 168:-0.8816830323359509 169:0.2265272585626067 170:0.2603279340174839 171:-0.3949929517339376 172:1.020335225954556 173:-1.028641752848383 174:-1.287171649543997 175:1.056472698687013 176:0.3355150475738358 177:1.022286920481754 178:1.873468054432442 179:0.471763942559671 180:-0.5172686276509085 181:0.9671185602509367 182:-0.5187844357536776 183:0.4655680764097875 184:0.6541160420900493 185:2.077906433046182 186:0.709569195039729 187:-0.7742720858008023 188:-0.7316546028811228 189:-0.6586257385901617 190:0.04424017113723692 191:-1.611744428751608 192:1.976956649377812 193:0.3557211628710825 194:-0.4441798597938146 195:0.1850624084048992 196:-0.1110156520339292 197:1.017644487623172 198:-0.3294842241750959 199:1.209816969736883
-1 0:0.65741138386863 1:-1.674721590069069 2:0.7741717065867616 3:0.3260666336495547 4:0.2744224665848264 5:0.6136195575415543 6:-2.012138443715255 7:0.902563877439452 8:0.378464332356289 9:1.135548720651086 10:1.673625476514082 11:0.8313990813359835 12:0.04389810274259395 13:0.3348597355433747 14:0.1851589076113954 15:-0.5920525880749244 16:-0.526975025053515 17:-0.4828810899866963 18:1.223846719760393 19:1.68792708762954 20:-0.5936542281147118 21:0.08200141148100261 22:-0.4801581807381314 23:1.311029058660235 24:-1.661321491483561 25:-1.427478891899873 26:1.486395258166213 27:-0.3708402048350534 28:2.116694187278291 29:0.1971380923828683 30:-0.7961806032881421 31:0.5695955251866814 32:0.4273933105735647 33:0.9002655059899254 34:0.7318494552000167 35:0.7897975942383423 36:0.3149422123945276 37:-0.3614830840701564 38:0.2057978541011072 39:1.493050118607669 40:-0.8530047478150722 41:0.1371899762356142 42:-1.154081271229455 43:0.7441358543425104 44:-1.024489557765693 45:-1.90005777678945 46:-0.8852666008099108 47:-1.051815511867173 48:-0.4461289169595435 49:-1.475091876729085 50:0.9400053413475069 51:0.1213899038066 52:-2.202786548780439 53:0.5744457952348155 54:-0.3470719344965614 55:0.8652426521734106 56:1.49960989808901 57:-1.051138240015759 58:-0.2069209218593601 59:-0.4604381474692341 60:1.490913230080155 61:-0.4517347444066914 62:0.5988324594418122 63:-1.490125273321735 64:1.179085255650185 65:0.6985791316740452 66:0.6553509239105992 67:-0.06499024867021798 68:-0.6868216742596176 69:0.1947195621958723 70:-0.1691491484514722 71:0.1578124328371271 72:0.5495687095986503 73:1.481432795419205 74:-0.733632834781167 75:0.5670104406350021 76:2.644261407850538 77:-0.09913852922398469 78:-0.09747532805114638 79:0.3999533136868114 80:0.3523513124546357 81:0.1964805619929122 82:1.478954349416648 83:-1.192082559912669 84:2.406734324525027 85:-0.2960782258806607 86:-0.9760189988894358 87:0.6672534358083818 88:-1.012168524479976 89:-0.4540739068367639 90:-0.4289881050783214 91:0.2210564106249869 92:-0.3847047630174305 93:1.010218814789015 94:-0.5693283244136046 95:-1.557486050469144 96:1.028227288207201 97:-0.104577552806211 98:-3.27926494399473 99:0.6932055924031056 100:1.139180982948362 101:-2.348419910387521 102:-0.7611099837717238 103:-1.701163575397193 104:0.8930925346304257 105:0.5176680340450913 106:0.9811108883777686 107:-0.04415869018966595 108:-0.6441770825527147 109:-0.9888999770079739 110:-0.1202046011133409 111:2.676823658928958 112:-0.3887615268253887 113:1.499339842674902 114:0.4909125926055641 115:0.1960526908416871 116:-0.149968434163175 117:0.7613841312934627 118:-1.080918771955562 119:-0.9004490785861312 120:0.2436824524473306 121:-0.5926921489743348 122:1.338852296773847 123:0.5956439265526268 124:0.9944234522603679 125:-0.3540240167481289 126:-1.723963446570494 127:0.6792019148459361 128:-0.2307661926665847 129:-0.4146531446100077 130:-1.524039620555968 131:0.2794623785331626 132:-0.8441313686775075 133:-0.350761343081878 134:0.6567249519743471 135:-0.7479100415491829 136:-0.7391680728038291 137:0.2613833178911982 138:-0.4173069106488823 139:-0.3152150392649474 140:1.935722617076065 141:1.399576948098373 142:-0.1364153393538407 143:-1.840445750933767 144:0.7270574383332707 145:0.3939338576441291 146:-0.2810053314597286 147:1.079607355983341 148:-0.168255038331599 149:-0.4657054649504458 150:1.469612227060547 151:-1.938397436814129 152:0.3440658404015582 153:-1.517657721998647 154:0.3935016089283888 155:0.4481673584918548 156:0.4621110535708782 157:-0.1245160224154535 158:0.3955549643949614 159:-1.09752200527471 160:-0.8591644694122536 161:0.3618934147314264 162:0.4625137449300885 163:0.1247481812505667 164:-0.6499721687125899 165:2.381054364603238 166:0.4370934321551546 167:-0.1636794773150902 168:-0.6854434539806005 169:-0.2948004315878831 170:0.09780131573794439 171:1.347434500747644 172:1.025272895867449 173:-0.2962960195285994 174:0.2644908231791802 175:1.556047153528279 176:0.5784287779126813 177:2.225812085884802 178:-1.088159706455503 179:-2.13514421390809 180:-1.209037315414654 181:0.5203393624091155 182:-0.7869401531558944 183:0.949921072769344 184:-1.76419125027549 185:0.8017521788160581 186:2.771378327925757 187:-0.6685795251164741 188:-1.215971668951753 189:-0.4267569076459468 190:-1.107183880491952 191:-0.05190465868624546 192:1.116037607483183 193:-0.9309958082037361 194:0.5534097250475656 195:-1.259765157729696 196:1.280436750514032 197:-0.4772590941187342 198:-0.4522947837062764 199:0.4193202757214187
--1 0:1.081506788513369 1:1.097840739761153 2:0.08489712911755053 3:-0.6784810066388682 4:0.9397607244519302 5:0.8118284998283428 6:-0.5279184885596686 7:-0.7855844030316883 8:0.2999067509861152 9:0.1984703856246418 10:-0.4225431787244547 11:0.003411407773298052 12:0.2796068895461105 13:0.3288684738851291 14:-1.327842430844676 15:-2.022073321455702 16:-0.7540094007845602 17:-0.9669071238490757 18:-0.4266181964767059 19:0.7117980105257398 20:0.7368836435207438 21:1.187594665017057 22:-0.8610072567959622 23:0.4966158642232579 24:-0.2597082514226738 25:-0.1787257134321291 26:-2.17270367146139 27:-0.56269540965121 28:1.078138066338755 29:1.203160870496508 30:0.9691724742552953 31:0.5425932209776809 32:1.35773158727524 33:-0.5417219171504022 34:-0.8882845239820769 35:-0.08376252728730083 36:1.272679170572755 37:0.550987684062666 38:0.3606719126758443 39:-0.9503895159855582 40:1.747330656481116 41:-0.08556368131519397 42:-0.927968198057629 43:-2.251041300562001 44:1.422806893894303 45:0.8527501358586319 46:0.1293242234256118 47:-0.8166781670701813 48:-1.3784154156126 49:0.6853689824094441 50:0.2766171637146965 51:-1.319842781847901 52:0.8682734757960644 53:-0.6959309955646801 54:1.471468778376683 55:2.279730179861304 56:-0.02205839511753002 57:0.1080538119209015 58:0.1101181017729068 59:-0.9059867485678059 60:1.085357635696125 61:0.1601137059531255 62:-1.0801740969555 63:-0.565876504813891 64:0.5052075280024223 65:0.5397216972403044 66:0.1574042998587901 67:0.5483841429630161 68:0.5439859169267118 69:0.919758203216589 70:0.6829583659139208 71:0.5074430255285513 72:-0.603495929764192 73:1.096388454672018 74:0.9747721569026653 75:0.7734871296278496 76:-0.2795339687421652 77:0.730624520883519 78:2.192582798080887 79:0.7967680333937278 80:1.60387502112418 81:-0.6253445118104333 82:0.7353183333755365 83:0.4345649349938431 84:-0.5824697995136208 85:0.766216151912776 86:0.00909390264790824 87:-1.469978865176947 88:-0.06088504635297518 89:0.2240646100535306 90:-0.1452007605289494 91:0.7293827908455325 92:0.3432413139350242 93:0.7282301177093488 94:-0.02144810995646092 95:-2.029786793657112 96:0.4178462326934779 97:-0.1949896085948157 98:1.059941814734621 99:0.1439865443173966 100:0.4883401227796406 101:0.9350083706098763 102:-0.0126002885789762 103:-0.3624770719054336 104:0.5244241996245962 105:-0.5625790553093625 106:1.819152071589063 107:-1.72583698964615 108:-1.017603980724755 109:0.006903701666269139 110:-0.4082231495334656 111:-0.2815798255259196 112:0.2070209763120824 113:1.787296414209741 114:0.865763838085765 115:0.7007647276927195 116:0.4048424924501178 117:-0.6003836796558192 118:1.635881488108816 119:1.487680543732283 120:0.2709960036344425 121:0.1258556346286025 122:-0.3966364322144605 123:-0.7650051331363422 124:0.158060186437404 125:0.4606259226667915 126:0.5707322916091851 127:0.978752193565696 128:0.6911642666383996 129:-1.90466635064595 130:1.623353629146864 131:0.23630625259961 132:0.5932097329582474 133:-0.2375817745235889 134:-0.9602272002807986 135:-0.7709258366462742 136:-1.285308346413353 137:-1.007699005326757 138:-1.320236044174096 139:-0.3563491184943803 140:2.096304139076829 141:2.105188700566644 142:-0.4637800087505934 143:0.4690101208607315 144:0.8098951292649516 145:0.02531293532880051 146:1.21461868850806 147:1.223725920834252 148:-0.4136938196722454 149:0.6539134480051356 150:0.6725261166253705 151:-2.802541573835113 152:-0.8481736023651517 153:-1.343901719889107 154:-1.078585311317817 155:0.6060049753102074 156:1.31330906390604 157:0.2057403735757568 158:-1.32321825908915 159:-1.553011623670719 160:0.4988841304361942 161:-0.3045893456005005 162:0.050665211314595 163:-1.470122724402361 164:-0.3777062813320834 165:1.28362920978938 166:1.067509397561724 167:-1.770831807152525 168:0.9920980925280819 169:0.6478115946580683 170:1.026038275543239 171:1.967083685276271 172:-0.302543603108774 173:-0.2184221190477016 174:-0.3883954594171577 175:-1.028337294753642 176:-0.4501589036527569 177:0.8100666137661363 178:-1.005911909525653 179:0.1835863446001147 180:-0.1524892704556637 181:-0.1064063591838455 182:0.396530732612676 183:-0.4837183745901787 184:1.01023337631332 185:-0.7776789113312021 186:0.4378600197349025 187:-0.4450547863378209 188:-0.3822216962156108 189:-1.138284638050791 190:-1.126209410477634 191:-0.3588247477791972 192:1.420973911218011 193:-0.9520778732045014 194:1.034504421910708 195:-0.0643842498929196 196:1.446324397229321 197:0.818650657764484 198:0.2590505466002461 199:-0.4626335381188886
--1 0:0.5965966160235023 1:0.2231681155675269 2:0.6266735430660124 3:0.2902005690225652 4:-0.1748423755382527 5:0.7894730115266411 6:1.676867759712985 7:-0.2365702922214131 8:1.670551829947607 9:-1.862975160444945 10:0.882324656955441 11:0.3984799080147247 12:-2.142639452296821 13:-1.432565013088689 14:1.015776535872365 15:0.7745446970452697 16:0.7579568528954479 17:-0.6127084480851822 18:0.3926311947701506 19:0.3005614226582664 20:0.04320386003608366 21:0.1656476588863139 22:1.686514150626268 23:-1.055714478797359 24:1.136321982934552 25:0.9001768335924717 26:-0.3036409052015331 27:0.6397265002862715 28:-0.6917837399504861 29:1.428839722302875 30:-0.2753409919604726 31:1.007545378263649 32:0.01899483532044799 33:-0.00603928486426424 34:1.007377681353154 35:-0.5052837423035225 36:-0.2685442277972787 37:0.8564445459822772 38:0.3449338452120902 39:-0.3896280010418463 40:-0.07694948424542528 41:0.487043237210052 42:-2.027434067960286 43:-1.25459679159734 44:-0.1005671505149869 45:-0.559663767146846 46:-0.6160886044471499 47:1.134254966013968 48:0.3411776557585489 49:0.1984347677001658 50:-1.706688879353961 51:-0.7328989849119416 52:0.5397333951395792 53:1.918920876455203 54:-0.09390922043336435 55:-0.6879093803543621 56:0.5621766689775998 57:0.2629383238597277 58:-1.126901595925741 59:-0.7007671160353455 60:-0.1826440142592972 61:-0.8171518157482457 62:0.1386204439156188 63:0.259111332204967 64:0.1240633712573319 65:0.2476161062988235 66:-1.477411808079109 67:-0.08491912061421285 68:-2.010277612883704 69:0.5506230823109852 70:0.8749734127265754 71:-1.591755772269339 72:0.5379127998601184 73:-0.5133914123153747 74:-0.2150553751637488 75:1.77056745262937 76:0.5059404507673124 77:-0.03213943151252274 78:-1.332435183795765 79:0.4110855047431247 80:-1.985637864400933 81:-0.8416225607757635 82:-1.790084136048892 83:0.8601683885203529 84:-0.1754346760872753 85:-0.3274013401346489 86:1.748624170011165 87:0.01318185835940803 88:-0.3461785188897046 89:1.091684012057351 90:1.280300674514132 91:-0.1161435070857801 92:-0.5214875034339074 93:-1.67942840884424 94:1.492557653666511 95:-1.810580021667906 96:0.3987774359681651 97:-1.333472926242956 98:-0.2888855100040987 99:-0.3588323984981622 100:0.4804603386593628 101:-0.04010496257535124 102:0.09167170323740169 103:1.23899770696347 104:0.6505159758473915 105:0.5566180244128012 106:-0.2515112485286113 107:0.5153800764381083 108:0.0228994767222717 109:0.9454146420911085 110:-1.180689508268772 111:0.02126557609827008 112:0.7334203612464819 113:0.6677343590088832 114:-0.5898860469341803 115:-1.114593593956927 116:-0.8991769348022537 117:1.125911523679351 118:-0.8973678762116239 119:-1.196008229449576 120:0.7057132618280648 121:0.4117653630540313 122:1.624170929314191 123:-0.403597128650357 124:-0.4689248047907967 125:-0.5324590966870372 126:-0.8014225217541309 127:-0.4087550082939247 128:-0.599184927392906 129:0.09994371185674276 130:0.8260673247078568 131:-0.9111828007528486 132:-0.4593268794998891 133:0.5237711234833686 134:-1.461620181293838 135:1.058810654651154 136:-0.2734040771193023 137:-0.3840649739193869 138:-1.720795746053363 139:-1.496160039336109 140:0.6646995867341943 141:-0.09911288232350578 142:0.214704853009377 143:-0.2904380306930228 144:1.392969725153347 145:-0.08830532541050466 146:-0.5059165951489374 147:-0.2220510291216777 148:0.5819698530767955 149:-1.017813662498358 150:0.5745003300927843 151:0.1471813891784104 152:0.5925859303481186 153:1.06605546431054 154:0.2048719590543537 155:0.9913422752576345 156:-0.2575475422271456 157:1.45111733018036 158:0.1466385101395385 159:0.9149213046600749 160:-0.5665319517021196 161:-0.1568597622831544 162:0.2899347169862899 163:0.9900001091779534 164:-0.2281398093976227 165:0.4959726365120647 166:-0.337595983293238 167:1.396788190570787 168:-0.9753445501722673 169:-0.1741219440485117 170:1.973354048862371 171:-0.9570119043723865 172:-0.2561344107837974 173:0.3147359734675448 174:-0.756193729829682 175:0.3448227344878824 176:0.1163937307991607 177:-1.311341572421777 178:-1.657866175636214 179:-0.1755756370951158 180:0.1246575080309876 181:-0.2034897369309931 182:-0.2234274566324552 183:-0.6969165954813077 184:2.380444833598102 185:-0.1883322312284533 186:-1.462580234772957 187:-0.7771638725654545 188:1.458928157646792 189:1.330418148455876 190:-0.1762327330968105 191:0.4498533919738505 192:1.363957383929109 193:0.5015466178418917 194:-1.527888603214797 195:-0.1247066045844562 196:-2.160207297251239 197:-1.369569064738006 198:-0.4372882439399398 199:0.4925649878911995
--1 0:0.9630500716361553 1:0.6808755241554924 2:-0.4965889510543844 3:-1.297226744230566 4:-1.742656208448503 5:-1.236132578120981 6:-0.5692716823813984 7:2.77056341557775 8:1.540258376385547 9:2.472277351167468 10:-0.2167919991975203 11:1.133734774431699 12:1.057402418336794 13:0.8809623184604697 14:0.6544467639906449 15:-0.03602098037909414 16:0.5811005856770673 17:0.02115154824449019 18:-0.4621637526078871 19:-1.099312691386617 20:-1.699604614182733 21:1.518077551350163 22:-0.3700103867177338 23:-2.221268404060623 24:-0.2138840791494797 25:-2.205102984671845 26:-0.4024568522890384 27:-0.06859619328000524 28:0.1440639553120961 29:0.1238851561456904 30:0.6725238299706711 31:-1.718651883683803 32:-0.2905131302690577 33:-0.3534193874781251 34:0.3989657633113585 35:-0.5444333045838069 36:3.017008450529533 37:1.401340222606517 38:-0.0867006926362322 39:0.5331369339874443 40:-0.2767588347728734 41:0.316151070768177 42:-1.242351339943762 43:1.346838903364587 44:-0.8748136660250068 45:0.02617312335029358 46:0.1126136375552262 47:0.5130909170379835 48:-0.1521465902066148 49:0.05205085492229748 50:-0.4785188580249515 51:-0.08143256056575951 52:-0.005308319353611445 53:-0.2397897662587785 54:1.777794976278422 55:-0.6645070173674842 56:0.3035013738049176 57:1.851122791932084 58:-1.763652182884099 59:-0.03241384400802223 60:1.121985957774887 61:-0.9484453169829808 62:0.4599887943233803 63:-0.04809148913125227 64:-0.5325062441290741 65:-0.381508501792801 66:-0.4554022747844209 67:1.043557837219066 68:-0.2691086802575992 69:-1.201941609158942 70:-0.2095099930619097 71:-0.0885031751525767 72:-0.2987213667302868 73:0.8274445238439824 74:0.7273653322519879 75:-0.791394041935353 76:-0.9316266018638945 77:0.5144286989355275 78:0.3687414138443325 79:1.206807283506344 80:-0.6982036536476524 81:0.7487697660612213 82:0.06257609978424823 83:1.108112123857958 84:0.2057123075891591 85:-1.296986492621843 86:-0.2884378649402523 87:-1.148292377708267 88:-1.578655494961943 89:1.072764301884087 90:-2.529568021484713 91:1.255596578885833 92:-0.1910866421208947 93:-0.8264363819331676 94:-0.7503141916624171 95:1.275180379715167 96:1.960720388694296 97:-0.270013984992554 98:0.6988082494714035 99:-1.272511684889002 100:0.483824063877926 101:-0.05041117367244125 102:-1.326396160306396 103:-2.268437765784417 104:0.163636610567418 105:-0.610661680360553 106:-0.8995027191377387 107:-1.083336740286214 108:0.7937418542443309 109:2.15238069643562 110:-1.607990663287239 111:-1.292666768972214 112:0.8535709950697934 113:-1.001340272681002 114:0.6880901990875471 115:1.64216884281626 116:-1.920571041723984 117:-0.6262023437468144 118:-0.2953640863330064 119:-0.3749909567497092 120:0.4726882659999871 121:1.356672949649878 122:0.5380469302387818 123:0.3240875429311143 124:0.3823960934365919 125:0.594348879404034 126:-2.459450364434124 127:-0.5894772989754616 128:-0.6232256745488847 129:-0.05971489699850072 130:-0.6310346430351216 131:0.254058597357195 132:-1.416674330201622 133:1.779358712488148 134:-0.323606641084587 135:1.126005924385904 136:0.4280035008753192 137:-0.8650897504814287 138:-0.2989093004582074 139:-0.6552873922288753 140:0.9703797612206444 141:-0.4464402618476268 142:1.166767019287957 143:-0.4826901472890583 144:-0.1567330787521656 145:-1.089584175170712 146:1.290674585243594 147:0.6693989954490055 148:-0.3532529424282465 149:-0.3750749588578426 150:-0.9288084019528052 151:-0.07895585828384125 152:0.04682931301779118 153:0.1227907773107093 154:0.5444612034579729 155:-1.347535930499578 156:-1.177945620755229 157:0.03426871207537611 158:-0.7574836648537429 159:-0.7958060493230312 160:0.3243304620648769 161:-0.3743994039685048 162:0.4193505732100177 163:1.515903105322663 164:-0.1365551293467398 165:-0.8785389315083003 166:-1.207428907985671 167:0.2184529249955704 168:0.7750186032880905 169:1.898239366508303 170:0.3677200233168477 171:-1.113351427331804 172:-0.03679851464633709 173:-1.342833241114866 174:-0.1763706010893651 175:1.233189731435181 176:0.0220099765897746 177:-1.576758789840794 178:-0.6720586735345709 179:0.6967926136837398 180:-0.7432333717628802 181:0.8261623845560975 182:1.345072924236038 183:-1.430177473266407 184:1.316511393220867 185:0.03040370480461523 186:1.587131469496192 187:0.5513124048696583 188:-0.2586737005275143 189:-0.02679643847641703 190:-0.9401540206071191 191:0.1686616653090048 192:0.9576821983334369 193:0.8402529442618617 194:0.1087061738880477 195:-0.60790893701368 196:0.2277866113437971 197:-0.2518689653693535 198:0.872636806083 199:-0.7233454178743121
-1 0:0.4508378622075488 1:-0.9547809598488838 2:-1.104607921452983 3:1.164738396283793 4:-0.2553019345872946 5:0.6055716510172572 6:0.7974123928161213 7:-0.428351658746638 8:0.7774515145480142 9:-0.5659503491072863 10:2.395861694188716 11:0.8017883234166003 12:0.4665839447575619 13:0.03681090027755284 14:-0.6736747020528245 15:0.004142918140213589 16:-1.570343687322205 17:0.1227944586659026 18:-1.486113363848376 19:-0.8557681146487339 20:-0.2913299871952556 21:-0.5920988699454292 22:-0.2903123928048474 23:0.09355196065032977 24:0.1544493122658249 25:1.085460812098621 26:1.029161544141447 27:0.1041827576657822 28:0.9301646966615773 29:1.851005332452726 30:-0.6325788305194109 31:-1.06504900007379 32:-2.411587255226868 33:0.6336675258045983 34:-0.8814558192919363 35:0.02120373853470165 36:1.240341325059678 37:-2.586369512453502 38:0.8130792912549548 39:-1.246752600337705 40:-0.1932046574073975 41:-0.3373685074617913 42:-3.106007327689977 43:-1.102371155865705 44:0.3658666229704362 45:-0.06212100386076128 46:-0.2292134587980838 47:-0.7073219257150549 48:-1.44210345818328 49:-0.757784215948922 50:0.9617015585419543 51:-0.1737840572548155 52:-1.698947386154417 53:1.077181586300812 54:-0.4172902025543853 55:1.761147230448639 56:0.6231935317522289 57:-0.2370609581875241 58:-0.1274166996051281 59:0.07813080579533971 60:-2.655519420785044 61:-1.393151189044271 62:-1.024393054171451 63:-0.8052032949432441 64:2.887658749159363 65:0.1735792888650122 66:0.589714886604039 67:1.468168128659751 68:-2.086168979045392 69:-0.3921792455543097 70:0.3631702126370689 71:1.140120914953369 72:1.049824768573029 73:0.4157581987969153 74:-1.915715896154391 75:1.005542422735449 76:0.2406770496766479 77:-0.8042334513599274 78:-0.6024777141223354 79:1.420928295260052 80:0.7500253732388744 81:-0.832221972553763 82:-1.251305509570402 83:1.575154666179286 84:-0.5091806226367819 85:-1.657946409437277 86:-0.288525031274344 87:-1.067505432682353 88:-1.605124443162489 89:-0.8822583048554343 90:-0.2851131080180171 91:1.371840605132928 92:1.594915485570988 93:0.02324274863528389 94:0.1140565607683273 95:1.030414494763898 96:1.996548963701793 97:-0.8528176227208053 98:0.5007075471763156 99:-0.3253508484713273 100:-1.442650901052704 101:1.75888873758845 102:-0.4098543433985672 103:0.2671524447869891 104:0.2755863994097815 105:1.030221651842572 106:0.08227613336789623 107:-0.7077733509136914 108:-1.40722785134612 109:1.266516904026987 110:-0.3674912796698198 111:0.5593058485195708 112:-0.2315298703518227 113:-0.2632494141219787 114:0.8065614850519512 115:-2.419156493848381 116:0.4688655606862695 117:1.302159145371349 118:0.3444264632313035 119:-0.3487254456977517 120:2.656116923389206 121:1.178053304969377 122:-0.06838793614543101 123:2.623160177917882 124:-0.04301590337240035 125:-1.803218203213189 126:2.111540917287832 127:0.09531586485170504 128:0.3206500209581536 129:-1.111888756177225 130:-0.02164143887053652 131:0.3346441644868463 132:-2.193413981107339 133:-0.2467656063661216 134:0.0747607002716604 135:1.239043736989139 136:0.8505035449752341 137:2.417548595245889 138:0.0007779704105612596 139:-0.3650592235935766 140:-0.1034344697804626 141:-0.8997449448298921 142:0.478860528979482 143:-0.4630987772333643 144:1.115478766315014 145:-1.691534037408746 146:-0.6919772440599949 147:1.069470195441369 148:0.8390662363546891 149:-0.07162722943094342 150:-0.8500098306443977 151:-0.2680394149445663 152:-0.08699057225097195 153:-1.133668530236703 154:0.8958367783427591 155:0.1729139356462483 156:1.78221033490357 157:-0.4137024948501459 158:-0.1350122411036612 159:-1.51195184300406 160:0.3611656490988293 161:1.397490511173014 162:0.207763603496425 163:0.7960953305345567 164:0.6955308490554976 165:0.7734267838226768 166:-2.41691131522518 167:-0.7197368093340958 168:-1.012956790431465 169:0.3999489138667555 170:-1.267012571784356 171:-0.9543472965348461 172:-0.441755317254408 173:0.2469666386082866 174:3.391913931319745 175:-0.8974885096483149 176:0.07721910959450806 177:0.1730756294744495 178:0.4628356079756897 179:1.104686402416947 180:-0.8763671641405673 181:-0.4809337917416413 182:0.4999903046160815 183:0.6225890911648115 184:1.1956060693751 185:0.109892359325421 186:-0.6859726432832721 187:-0.4572100303712771 188:1.422237685806289 189:0.4732460187455448 190:-0.7850247199420983 191:0.4535136404333808 192:0.276869134679291 193:-0.392375419247095 194:-1.361172276354235 195:1.266298632236119 196:-1.273753105015587 197:-0.7873042866507546 198:1.559010508877792 199:-0.2070827869904263
-1 0:1.637541399915342 1:0.01485427764745647 2:-1.580945226503205 3:-1.298838977497176 4:-1.552752760787399 5:-0.3262468860746428 6:0.4235715131363769 7:0.8005371985360851 8:0.843930931888628 9:-0.09092608512084821 10:-0.4910466356644894 11:-0.3024165294189267 12:-0.43028359192492 13:-0.1188049025846048 14:0.05802824940809775 15:2.25101409488953 16:-0.2703922077335316 17:-1.214041001938464 18:-1.322264276876641 19:-1.839496456466363 20:-1.057184544639256 21:1.49722557596778 22:-0.7102496703059032 23:-1.1141302352796 24:-1.095467698564824 25:-0.7015893364500364 26:-0.1267703004443391 27:2.22113318113919 28:0.09349864470535967 29:1.268568232743258 30:0.6914511007845634 31:0.03141761257317565 32:0.6394321445366207 33:0.009664802313943639 34:-1.033358158177305 35:0.6993305265597919 36:0.4939925380942377 37:0.2781432597349834 38:-1.069782302394949 39:-1.200505683729866 40:0.06013282242757037 41:1.511491067170552 42:-0.8647479818762532 43:0.1445055911001628 44:0.4930835718045976 45:0.04697694006223701 46:0.1243292384785221 47:1.977129600234724 48:0.9047641804511213 49:-0.07673488280034654 50:-0.5770506873713844 51:0.1431692538310646 52:-2.051467682195963 53:0.6762170947605225 54:-0.6559162771435892 55:-0.5670836442606425 56:-0.9179113975143336 57:0.1614724438363072 58:0.6002376253056445 59:1.242055473993165 60:1.233135158702945 61:-0.07466988124710422 62:2.418598893601706 63:-1.483211007215686 64:-0.479537674757447 65:0.7546241534181162 66:0.9847240518832265 67:0.8023287897245132 68:-1.235294634644185 69:-0.1302554299493737 70:0.3096477720987681 71:-0.8458031605102992 72:-0.500152616029527 73:0.8460701463389028 74:1.592884195492407 75:0.8306366687911849 76:-2.256254277875017 77:0.5855260137801422 78:-2.543057156212885 79:0.4850891167040886 80:-0.3428028599681199 81:-0.06171175799176234 82:-0.565832215807897 83:-0.5420915105127593 84:0.3697271759352658 85:-0.5019310823533873 86:-0.1596743876325122 87:0.3281128802622083 88:1.759224314917489 89:0.4610395732482676 90:0.6465677423476826 91:-1.956921017837968 92:0.5370129316989889 93:-0.960590267807666 94:-0.2650227440386541 95:0.6687859019014843 96:-0.6531802370734233 97:-0.2194452479997815 98:-0.9441387418854648 99:-0.395387301263215 100:0.9508075254489873 101:-2.538902478728839 102:0.3477025605803032 103:-0.3383347976158719 104:0.8161652843181125 105:1.117842919195179 106:-0.2608333869568908 107:1.96135263808411 108:-0.9725065794570105 109:-0.3563523982815777 110:-1.410995442509787 111:0.4699323827232622 112:-0.6748807246897224 113:0.9675613261398848 114:-0.6827617525267469 115:-0.3610443252880537 116:-0.2692554297790807 117:1.568631725306205 118:-0.01794485375023599 119:0.9949096636850738 120:0.5409081490536556 121:0.1747866068536305 122:-0.470856770892864 123:2.282717376572255 124:0.2698179146014614 125:-0.2570307512969819 126:1.3377917944654 127:-0.3474091570002747 128:-1.153315404205337 129:-1.343383822823379 130:-0.9022922158975615 131:-0.2625785176267376 132:0.03960645608060552 133:-0.2199253280195129 134:-1.744902091265019 135:1.648623668774543 136:-2.061926163435582 137:-0.1982690938522669 138:-0.3068247683322671 139:1.672481960990064 140:-0.6504718503391412 141:0.9297382619619499 142:0.1429741088252329 143:1.000700474224794 144:0.431517284067369 145:-1.502067941021447 146:-1.202263254411168 147:-0.17641779804217 148:-0.2100066107090764 149:1.623704150130685 150:0.008865101684123279 151:-0.66565293862166 152:0.2915924387273884 153:1.10714210557783 154:0.6244772366484251 155:0.03155449212619613 156:1.111819210991485 157:-1.240218496874816 158:0.8706674070785732 159:1.601535684697435 160:-0.9024846363807993 161:-0.3245418801019477 162:-1.585872602457659 163:-0.2717925950673269 164:-0.2877256422121532 165:-1.617912635359575 166:-1.348981821998667 167:-0.3160984056310582 168:0.4901601882289323 169:-0.416268878611701 170:-0.1804454202806849 171:-0.3594670057969244 172:0.4922940098914708 173:0.6138795692660703 174:-1.166026401918471 175:0.008262343830708136 176:0.5625555354751635 177:3.548188693029429 178:0.5842094682935087 179:-0.404008434907996 180:1.612973055380057 181:0.3833255565841865 182:-0.09727417828767793 183:0.2163375211441137 184:1.162351757344043 185:0.7699477489809922 186:-1.761448517506338 187:1.308138516153539 188:-0.9177703121537667 189:2.155626443400492 190:0.6567735693372583 191:0.04133773848311341 192:0.7941913330302306 193:-1.713510596417782 194:0.4002955769891421 195:1.90122074764536 196:0.06217557809853938 197:0.2695011136757215 198:-0.8014361497505251 199:-1.70430483516936
--1 0:0.1694168447705939 1:-0.4854978522116676 2:1.101316759517205 3:-2.288158239161335 4:0.1188781292045406 5:1.462616656849542 6:-0.5261623557119588 7:0.6136687975524042 8:-0.4640305435298666 9:-0.2499712481722864 10:-0.8735525641331164 11:-2.490780468665569 12:-3.210446219292072 13:-1.432910495825204 14:0.4766915685042143 15:-0.08799769009828366 16:0.4388321899829494 17:-1.389908540473867 18:-0.06474341441398479 19:-0.07068913034744645 20:0.1047541126320125 21:0.3294786497051369 22:-0.01412121146086111 23:0.6486504675316748 24:-0.1531940840608964 25:-1.11146462888781 26:-0.330769446958943 27:1.190923233012454 28:0.04331528434315046 29:0.3493322223099975 30:0.8485329232057761 31:1.417699412259341 32:1.547401037788122 33:-1.60304911761226 34:1.095349832956459 35:-0.2939530785648986 36:-0.7904789403876706 37:-0.6787902901740369 38:0.5531472819705083 39:0.59916962477281 40:0.04102586102813603 41:-0.05479285134029794 42:0.8976623485373065 43:-0.9654559511053591 44:1.212837200767376 45:-0.5753993371862147 46:-0.7555309711992165 47:-0.5703516724110872 48:-0.09375557807360151 49:-0.792328952109104 50:0.8916502548776308 51:0.6936235724406887 52:1.247461757484983 53:0.7697549311410661 54:-1.785143624817772 55:0.9013420625341129 56:0.7509753909218942 57:0.8253114373214936 58:1.324091991763698 59:-0.8231503240654273 60:-0.6294486393902389 61:-1.290356926389052 62:0.2214235195689906 63:1.014609773117303 64:-0.2076069157634766 65:0.9617282887523331 66:1.071869842108497 67:1.097492745807918 68:-2.180479377604146 69:0.9902168232046518 70:0.9251100160262079 71:0.4525042226453184 72:0.4882568704268603 73:-0.2541777329334403 74:0.9492674432776156 75:1.634821333268148 76:0.4946440145258807 77:0.6576515396547736 78:2.048517674062391 79:-1.582505499884406 80:0.232193262632258 81:-1.173391425635342 82:-0.364366506536878 83:0.04259117332721829 84:0.1056262818395405 85:1.587577967261296 86:0.9467653729547867 87:-0.5617157874982348 88:0.4094307587056721 89:1.38696699020801 90:-1.004816668712016 91:0.5619984261014231 92:-0.8769849103256492 93:0.3107015511184559 94:-0.5733777802873399 95:-0.3590225169069544 96:-4.126215616580553 97:0.06732108781583175 98:-1.580173340284404 99:1.270349010193994 100:-1.597131531037052 101:0.7972384558669015 102:0.3294544066889754 103:-0.703501247429556 104:1.746168731641505 105:0.7632449292607052 106:-2.440747176641832 107:-0.4630472555490358 108:0.4492895412834628 109:0.7257758776372429 110:0.9270298859158616 111:1.23870396111597 112:1.727544024552097 113:0.1582652535423478 114:-1.145311105816491 115:-0.9027738484462102 116:-0.7938991228101495 117:-0.4489591307207916 118:0.4919831825012237 119:1.790790699507988 120:0.5458226916619368 121:-1.256271795731754 122:1.154590483108822 123:0.07450602614030878 124:-2.198387404157699 125:-1.063528512835983 126:0.4663380798914266 127:-0.7039390374967621 128:1.132578548392003 129:0.3648879620784246 130:0.6439454055445938 131:-1.351516456302331 132:0.8150787785416388 133:-0.2659262698852088 134:0.6315648568039304 135:-0.02436793388782075 136:0.8039287305517903 137:-2.249292050673356 138:0.7391126796692715 139:-2.09545336669653 140:0.4053551721115664 141:-0.4085898276132292 142:0.1983188119040925 143:0.2558209586275216 144:0.1675176577177444 145:-0.259962446564165 146:-0.5634760853118984 147:-1.267881393173671 148:0.6916285906824997 149:0.01767929203059614 150:-0.06116762264575348 151:-1.963834860968795 152:1.614731705108535 153:0.4613681370901032 154:-0.889484814925849 155:0.2529051447623758 156:-0.6441753605887092 157:0.4536395657617334 158:1.190778586806962 159:-0.3997034567255335 160:-0.6217932788037719 161:0.7442458079394115 162:0.9445191499544988 163:-0.310952447047393 164:0.5417259578117491 165:-0.7873941528678935 166:0.8470997324539309 167:0.06716868194124544 168:0.4646144396123886 169:-1.160059358204233 170:0.8031730534236848 171:-0.6280465671187492 172:0.9424205001936509 173:0.4697626937586105 174:0.3259269834943023 175:-0.2990421144138747 176:1.436939284787711 177:-1.062980361673447 178:-0.04538711783357066 179:-1.94222410788157 180:0.2244222687095874 181:-0.5349334314449787 182:-1.043328609461859 183:0.2283792819076175 184:-0.2122031236763376 185:-0.6491872569419295 186:-0.8310947998939405 187:-0.9400848878583891 188:-0.4811062428762163 189:-0.08634086739916312 190:-1.436130943909999 191:-0.4863757330953181 192:-0.8418826057568577 193:1.38129131030341 194:1.078821783767054 195:-0.2032462914352524 196:-0.499584743879216 197:-0.1343929137207626 198:-0.1526369301703456 199:1.574212039377869
-1 0:0.2514517820610669 1:-1.322429301183184 2:0.6996292972716671 3:-1.725598602983192 4:0.4531948052928088 5:-1.407772674742484 6:-0.5439034385267827 7:0.4244400266576539 8:-0.8772371407459787 9:-1.450895594584306 10:-1.434685658509384 11:-0.523943275393433 12:1.437865053538998 13:-0.5338661413116357 14:-0.08857042070607966 15:-1.084192188873146 16:0.4845799867904261 17:-0.7949566053416558 18:1.086169170048036 19:0.8655428054944574 20:-2.033560014837091 21:0.5403891096875659 22:-0.04145307869985967 23:1.18368832050114 24:-0.8500881741729633 25:-1.849752572592875 26:-0.3455218025448753 27:0.1098948382133723 28:-0.4779741800932026 29:-0.2712804619492967 30:-0.7297651845877761 31:0.01394183868246713 32:-0.3257371792471021 33:0.5125399946070426 34:1.197385106063189 35:0.827213771450245 36:-0.939142200309232 37:-0.02264695466142255 38:-1.139082233791152 39:-0.5827439497592802 40:2.227493050451768 41:0.03206323051447634 42:0.3361842355830569 43:0.9132221239157224 44:-2.1771574797939 45:0.7184914847032705 46:-1.08024962631041 47:0.07116343248045817 48:-0.4781756234288854 49:-0.2875155634467786 50:-0.9121470747186486 51:0.1881240706355124 52:-0.3655509939756748 53:1.665199995474486 54:0.639205566795496 55:2.576020196452664 56:0.2620049304826727 57:0.7614019854676666 58:-0.7492619449915745 59:-0.5245536379529129 60:-0.5690222046922478 61:-0.6320412271354926 62:0.9959338545868937 63:0.9297517004228604 64:0.3332762138046276 65:1.756410165017382 66:2.152916921636769 67:1.200947606327909 68:0.009214248880599638 69:-0.1978459254752076 70:-1.330150161842585 71:0.4848556948885191 72:0.4379072494261184 73:-1.252745439790799 74:0.3225254442855419 75:0.5648766218810392 76:0.4173563228373379 77:1.425022162302823 78:0.7786698699908818 79:0.2566542360796182 80:-0.3656722899261101 81:0.658782789316809 82:-1.017982428135754 83:0.2883759641650913 84:-0.1980210463243944 85:0.04826593846973361 86:0.08907260114678496 87:-0.3173093678649318 88:1.297017084900821 89:-0.4141768086752717 90:0.0890155467855361 91:0.2285396431990082 92:-0.8766587684508058 93:1.347676383154956 94:-1.4522270677063 95:1.418076344495418 96:1.289159948017413 97:-0.08660500871769207 98:1.618701801888591 99:-0.6008608365568812 100:0.3860611024617184 101:-0.5996704291111496 102:-0.9276771415564532 103:0.3487938165304806 104:-1.435198783791968 105:0.3101935341877257 106:-1.15411132558142 107:0.7011215453786195 108:-2.099875516285688 109:0.7361844421646427 110:0.5552681411184878 111:-0.5218875707526613 112:-0.5748802853704007 113:1.4051785246912 114:0.7488671069290226 115:-0.7137278826389057 116:-0.4483440686175083 117:-0.2503974030835803 118:0.4228683797416852 119:0.02402912880341227 120:-0.0774656706764094 121:0.6794066033556543 122:0.6265142479101696 123:-0.757376993550772 124:-0.03553192248038532 125:1.199155426324035 126:-0.5214904142607002 127:0.5449611342184439 128:2.017203898807465 129:0.4884587506912205 130:-0.7607568455317206 131:3.080357144227662 132:-0.143928800308702 133:0.4099651469811063 134:-0.986421026943809 135:1.193284966071011 136:0.994722896667363 137:0.7323400984031078 138:0.009825068842357071 139:0.6199285792342021 140:0.332010329327687 141:0.703764034443583 142:-0.6714539959129647 143:-0.4481672401834914 144:0.4129188133334972 145:1.155600917327232 146:-0.8288283961385537 147:1.556160625921046 148:1.481529704243288 149:-0.1131419078242051 150:0.6279999037988561 151:-2.12886526827419 152:-0.9067412786085287 153:1.267460386400808 154:-0.5178939946836227 155:2.077899936250048 156:-0.2747593678538166 157:-0.4013660400643607 158:0.2662542313137153 159:-0.03044789833271567 160:0.2033745339645625 161:1.352866170174483 162:-1.449901872661213 163:-2.006630765833616 164:0.6421070664716626 165:1.63299262476266 166:-0.05372845293085136 167:0.5741338925379739 168:-1.817056929018818 169:-0.56385370793762 170:0.2889972549838895 171:0.8984076830188646 172:1.010985573661358 173:-1.123747349964619 174:-1.6409262133419 175:1.261614348633334 176:-1.040211630798689 177:-0.9266965271449894 178:0.5325728875337719 179:0.04096775064396224 180:-0.25633999958194 181:-1.04672920724881 182:-0.5597044331060786 183:-0.8342451872152677 184:2.854685206618617 185:-0.9375032643231404 186:0.3443382977920723 187:-1.658030412940515 188:0.275166233341554 189:-0.3811643651870862 190:0.4889947654661961 191:-0.2648539665979028 192:0.6967917126785408 193:-1.894874901218154 194:-1.33018223885213 195:-0.5753757079602722 196:-0.8038580694812631 197:-0.9423890052602065 198:-1.331568743096998 199:-0.2095384117065155
-1 0:-0.1548546884257176 1:0.3545712220474073 2:-0.2033446445596512 3:0.6654321240734637 4:0.2662127910620042 5:0.1871708467143302 6:0.7462148655166585 7:0.06621912046703593 8:-0.6808226341692114 9:-0.06280812082634905 10:-0.1563857177088926 11:-1.022280091624214 12:-0.6079969673007332 13:0.04111539801601473 14:1.178776417888736 15:-1.448927398246332 16:-0.1175571672438045 17:-0.2268857653066011 18:0.7925657186046983 19:0.7771869319908291 20:1.762575966476929 21:-0.05308009045139191 22:0.2717666284883302 23:0.1211457101329129 24:0.0651464713399565 25:-0.2291330893440189 26:-1.486380436444704 27:0.4878973959218302 28:-0.2827447295525627 29:1.249051741363715 30:-1.029791751931893 31:-0.3677482709174975 32:1.297342469902073 33:0.2714484239747758 34:-0.2170398675863338 35:0.5652961873657874 36:-2.086795638563275 37:0.3521919107466767 38:0.1299593955270481 39:-1.835267011788029 40:0.7115547005633438 41:-1.464783999007974 42:-1.716629534652251 43:-0.5265941095153563 44:0.443508228785932 45:-0.2374032115079439 46:-1.645554282075574 47:0.9052752971549362 48:-1.184655109473248 49:-1.329236848491202 50:1.029718501540532 51:0.7310332272455499 52:-1.551485037891069 53:0.6619655892262052 54:-0.1461199356041087 55:0.8369956001568206 56:0.5639435347432673 57:1.439300906103292 58:1.514062163222409 59:1.003214601026902 60:0.1334790644212901 61:-0.275467096395323 62:0.1457875125110806 63:0.4178422299862194 64:-0.1385148622074776 65:-1.002440988192143 66:-0.5705652812091732 67:-0.8025038916896859 68:-0.6613220431021136 69:0.2257713999991308 70:-0.3213599397100448 71:0.6483022295367695 72:0.1416408405209907 73:-0.3810123914698075 74:1.302453959332976 75:1.105945493208898 76:1.411856763322552 77:-0.1411844983137958 78:0.2442905098793549 79:0.1036754900091757 80:-0.3738140089683212 81:1.538201994340697 82:-0.4552768872561018 83:0.8950779246874042 84:-1.159423598981385 85:1.053155400858217 86:-0.6584563150855215 87:-0.1989396383903027 88:-1.110258825613864 89:-0.8378122961802684 90:-0.2829602788833721 91:1.352791466474065 92:1.13391516868294 93:1.179042978887425 94:-0.9964027565622965 95:1.271224749295326 96:0.3780130799759541 97:1.629668535252965 98:-1.396121836556367 99:-0.9656108774717939 100:-0.2818574733818745 101:-0.2915187752959579 102:0.7095250887763143 103:-0.9399328917135652 104:0.02710333469010347 105:-0.4120519959380526 106:-0.5321725267576652 107:0.4656446816333155 108:-0.2523566656469777 109:-1.726350699112577 110:0.02630497372643937 111:-1.707331729560226 112:-0.003593906476902674 113:-0.5412254131030878 114:-1.034591961013544 115:0.8912973061550079 116:-0.6954450799520518 117:-1.500441120750334 118:-0.5184113710587503 119:0.6833309742372363 120:0.1329051692840315 121:0.6252743953262467 122:-1.441499168912826 123:0.7180770717246263 124:0.9523131530314657 125:0.1503847820913892 126:-0.1215299891323694 127:1.182433413693095 128:1.076079220990695 129:1.111492440526291 130:-0.06526411647012027 131:1.627426384288545 132:1.310369371458607 133:-0.5929659518441064 134:-1.336251663279926 135:0.06230918461767603 136:-0.8384001375611659 137:1.637144347237264 138:-0.2380379122112324 139:1.775909657521788 140:0.1544434525970171 141:-1.273515494482207 142:-0.7303566774869259 143:-1.349815993747246 144:-0.4685538840374368 145:-2.010239253834667 146:0.553098016110676 147:-0.2528739925236512 148:1.174048576481085 149:0.1744222699827149 150:-1.017290920223904 151:1.028770297160444 152:-0.9136477617129328 153:-2.411897462301361 154:1.238833488842344 155:0.3622301144336423 156:0.2071476925307467 157:0.5120560096051507 158:-1.318935281046031 159:1.546571845188858 160:-1.277318502731743 161:-0.2152700162164965 162:-1.173065067462144 163:-1.30088833709914 164:-0.4025212314120511 165:-0.3606179199811055 166:0.5980955845902615 167:0.4212545629705178 168:-0.401432586711349 169:0.1703931362948793 170:1.30416013068329 171:0.00133153919591202 172:0.8412535671524555 173:-1.462822705361414 174:0.001007811264427139 175:-1.029747036718746 176:0.5808983223758761 177:-0.1049284125428546 178:1.344065822801136 179:-1.211128410465576 180:1.33399147648115 181:-0.1616839686208375 182:-0.1822483604437116 183:1.310980447710874 184:0.2627623880224703 185:0.4514692473316916 186:1.045821064777053 187:0.4048189732986517 188:-0.7644761314862872 189:-0.3309806546410848 190:-1.684432334557621 191:0.5845819377807858 192:0.7349264669658502 193:-0.6595445121005186 194:-0.4421658849329587 195:0.05942725534297892 196:-0.07334435689897729 197:0.03669708139080663 198:0.6515422697575741 199:0.614032801650094
-1 0:-0.4096125149412451 1:-0.5329604177867738 2:-1.816362116470345 3:-0.1436530208144377 4:-0.7459815305372627 5:-2.240513414524334 6:1.081255002273412 7:0.004279655014754858 8:0.8500675460432423 9:0.5164618670806957 10:0.1093837465118651 11:0.7749583165664271 12:-0.00306211031951009 13:1.348720288872699 14:-0.5709806053431691 15:-0.4213350400483591 16:0.8466238136194553 17:0.3229695259994187 18:1.511351853399391 19:-0.7431725990106446 20:-1.083157632339572 21:-0.5044851447637759 22:0.5775747948042985 23:0.09317864903219847 24:0.08706538741459481 25:-0.7925796512605039 26:1.708735689693112 27:-0.5097971914164654 28:-0.1865166455925186 29:0.999264305677491 30:2.04861832870975 31:0.4080343944993137 32:0.8466205874782334 33:1.044988252689142 34:-0.5081874169738811 35:-1.663360622111808 36:0.4620803344911528 37:1.432195012921434 38:2.310371216277796 39:-0.2861482610461815 40:0.5487349112673172 41:-0.3687101665256802 42:0.6790964344575647 43:0.06108037041269842 44:-1.124443693292859 45:0.982196460281455 46:0.06640472803352507 47:0.7339266068398962 48:0.3609016399939089 49:-0.2242692574030865 50:-0.9705938092859724 51:0.3445925274945396 52:0.5857747074039389 53:0.8440087901068153 54:1.915203577766045 55:0.3732183969059176 56:-0.6551332920441558 57:-0.1158710086245035 58:-0.001418411589488751 59:0.8832820303681403 60:1.060733041207106 61:1.212873032837259 62:0.02425552025899408 63:1.050621217319632 64:1.315181577748261 65:-0.7825662648640952 66:0.6193942928127623 67:-0.5758203963034788 68:1.634331902576387 69:-0.313630198512418 70:1.746582158856432 71:-0.3106500772433434 72:-0.1101743708606469 73:-0.2753579312229968 74:0.6195179979604163 75:-0.6966678573604312 76:0.8322482912050463 77:-0.9646353039732516 78:0.04018148890185324 79:0.7145480232075077 80:1.21059202000705 81:0.3839320074143723 82:-1.151720428256136 83:1.438986595636664 84:0.9922878668216524 85:0.6566859722722092 86:-1.875481015806583 87:0.4402663825930623 88:-0.8108313298349802 89:-0.7442978885545306 90:1.436117601752781 91:-0.9894602705189857 92:-0.645849020772739 93:-0.1489504027952991 94:-0.1784855996990132 95:0.3753549372538531 96:-0.1893739180618696 97:-1.920239675502402 98:-0.03006876652664305 99:0.7875431221300042 100:-0.7180809711439105 101:0.636641781390891 102:-0.3451223588775482 103:-0.06283322222196941 104:0.8985226327934766 105:-0.637627941397551 106:-1.399885822021082 107:0.1034646136811696 108:-0.8170777861353127 109:-0.3257479397077405 110:0.1372635647490866 111:-0.6407864818920314 112:-1.284332570464456 113:-1.595052905463883 114:-1.318674876212907 115:-0.3107962502643728 116:0.7608141543731425 117:-0.9606090018792069 118:-0.8030051302052036 119:-2.609067827444541 120:1.565954137300025 121:0.4429561021706074 122:-1.113436767376276 123:0.8682062175023602 124:0.005921076679396383 125:0.8885505760979079 126:-1.517531843885153 127:1.815932197778444 128:1.032853336193697 129:-1.176948762512972 130:0.493319115832309 131:-0.5606257385431083 132:-0.1123021587045484 133:0.3352171864203911 134:0.2646895539276187 135:-2.308394279971388 136:-2.190309391001034 137:-1.43862547230744 138:-0.001141898793950503 139:0.8165437850378583 140:-0.8804413844587624 141:0.04315066085947049 142:0.2679281039230892 143:-2.078849023402918 144:-0.7617303950139218 145:-1.168264772069963 146:-0.6116498088706771 147:0.8536053821972794 148:0.5573180390121765 149:0.1190835289430633 150:0.8492359203649618 151:0.2033701431638929 152:-1.360266452602873 153:-2.067303970098703 154:0.8443306427437868 155:-1.835352656689122 156:0.6535427736647526 157:0.1998758236546586 158:0.452617316205244 159:0.3984413848854509 160:0.7018684905395159 161:-0.629359969573128 162:0.08038726638547602 163:0.4473929664892816 164:-0.8391337205700097 165:0.4445925284691294 166:0.142377276499882 167:0.6705007851751673 168:1.877804885003581 169:-0.2766164270998146 170:0.4975526214180289 171:-0.770319664644574 172:0.4733632555412967 173:-0.8918310591636583 174:-0.7825482828276566 175:0.5222668898228212 176:1.88070248977446 177:-0.3097458913083784 178:0.08875702052837274 179:0.7667384459283784 180:0.09573455143792182 181:-3.012216018404098 182:1.300114706624336 183:0.7542794256434844 184:0.210716984467301 185:-0.2986495550420351 186:1.477270829874863 187:1.071516168776986 188:0.1653094370005093 189:0.849937012855042 190:1.519970626257795 191:-1.681853290676335 192:0.4675126302340021 193:-0.07989378021487722 194:-0.2221692938251673 195:0.2561625527646321 196:1.345042128256924 197:-1.318170893494635 198:1.294640870877769 199:1.773993261648099
-1 0:0.05312856919039156 1:-0.965302462219532 2:0.1534548202980282 3:0.8773399582621226 4:-0.4939797999376301 5:1.663350476583135 6:0.612168761940737 7:1.54280535595209 8:2.287754746873017 9:0.3174798712450236 10:-0.2044490050413425 11:-0.07705363293547664 12:0.9894729319093107 13:-2.39769000606489 14:-0.2260025493673689 15:0.7939971062030505 16:-0.004970542264008747 17:-1.545727742479125 18:1.162386122555675 19:0.4851651522871699 20:1.126997119559144 21:0.1763787408797406 22:0.1432230825865904 23:-0.00328247627248352 24:-0.3640242429548791 25:0.7987806887886619 26:-0.4799042304044262 27:-0.8119683233207455 28:-0.5143296913199542 29:-0.6961454695741283 30:0.03827277400768345 31:0.3636545132140464 32:2.074799024708463 33:-1.350353785377317 34:0.01585350781197658 35:1.221347136359664 36:-0.7563413203499499 37:0.8347366310897141 38:-1.279790675669728 39:-0.4885593066935197 40:2.524053891737433 41:-0.09572183493512293 42:1.646511175755343 43:0.3065838173296753 44:0.7509026768187081 45:-2.347234995780449 46:0.9174847745794021 47:-0.9587799763658652 48:-0.3940509983336756 49:0.16278010993904 50:-1.229966812235331 51:-0.6804449185485566 52:-0.9560572645038631 53:1.208862403453652 54:0.07229020003284094 55:-0.7799075671164654 56:-0.9968220241585317 57:-0.8146069755984793 58:-0.5605372778138081 59:-1.710050758632083 60:0.8161690079838315 61:0.2631018847801208 62:-1.760624941079739 63:-1.174892398876876 64:0.8738462722980739 65:0.1367253396702994 66:0.4917700931451286 67:0.2459268656523541 68:-0.5427114277238272 69:0.7145880753260738 70:0.8872220396594016 71:0.6752498195203656 72:0.3772649200625107 73:1.287278160224886 74:-0.1379853291702394 75:-0.3062471003088144 76:-0.3708954560837303 77:-1.070290646398459 78:1.07094664933695 79:0.2829221833802448 80:0.692659282404364 81:0.5993580367348604 82:0.2309272389790809 83:0.4142783709081727 84:-1.456343490365077 85:2.559892394136594 86:-0.1851541109967733 87:0.2133380251094239 88:-2.117328632877801 89:-1.055377517539347 90:-0.7364121651617218 91:-1.450174429967761 92:-0.4618640298597306 93:0.5811434346630521 94:0.6887388341616758 95:0.8293284757957352 96:0.5676021027853974 97:0.9304581904576554 98:-1.768890535913179 99:-0.3282092139935138 100:0.6691721332752451 101:-0.6713375566614248 102:1.497595253525694 103:1.166071480535514 104:0.2172969987017636 105:0.5237846101403907 106:-0.457418641992636 107:1.843423007045331 108:-0.3618108328685423 109:-1.870679771463288 110:-0.04312961109891852 111:-0.7189792458511837 112:0.6088765210323153 113:-0.09890155727094954 114:-0.05362714026495676 115:1.546943482361815 116:0.3481666665874309 117:-2.435649953282456 118:0.1469720754839299 119:1.11180943099628 120:-0.07006391512745766 121:0.9019396049103313 122:-0.3021255448090793 123:-0.2774241227718765 124:1.022098438857618 125:-1.196367167409903 126:0.4374134735315672 127:-0.3386571930064564 128:-0.7682322181715198 129:0.5203816788477308 130:1.932640617057922 131:0.7442252689614748 132:-0.4681801841811244 133:1.738023016832883 134:0.02823974904580574 135:-0.8902030152083314 136:-1.117135005007546 137:-1.236808516345527 138:0.5378904128345802 139:0.006736900911433446 140:1.109105925262154 141:-1.532113943550538 142:0.2894481281122812 143:1.158757353098235 144:0.05524684444794573 145:-0.3112600678496096 146:0.6887428047007133 147:0.7115821421637031 148:1.877011834661596 149:-0.3751910492484083 150:-0.1983419501509005 151:0.4557539326599319 152:0.6473790936121663 153:-0.9073310098747923 154:-2.069394416179092 155:-1.552867209349025 156:-0.4217355418860085 157:-0.8541027644799758 158:0.5210466930207482 159:-1.098328319795243 160:-0.07858294107775188 161:-0.05996113477141122 162:0.3265634748056352 163:0.1980384004470859 164:0.4766926267148072 165:1.470752304439703 166:-0.4012969831598273 167:0.05952027700681041 168:1.814740422289811 169:1.093527691889188 170:-0.1750496919183335 171:0.2622583253235987 172:-0.3264388754476382 173:0.4921608239932153 174:-2.052001877050891 175:-0.3110246672891031 176:0.3320017090024502 177:-0.5897262063542574 178:0.73881875055016 179:-0.4397334182007014 180:-0.3256634012648801 181:0.07581348570984607 182:-0.1275918768544891 183:0.6255874069661984 184:-0.6812851082158654 185:-0.1210685813908057 186:0.1549283345451758 187:-0.2971234544408992 188:-1.484241698977498 189:1.475197464647409 190:2.130802507518956 191:0.8211749863820962 192:-0.1222560351902085 193:0.6675930941569226 194:-1.628242094009902 195:-0.5731522395868488 196:0.5186269957574136 197:0.8414080086910681 198:-0.7340066480045033 199:-0.05591688402077376
-1 0:0.4742738982539281 1:0.005766537624813116 2:-2.12105952769791 3:-1.405726639160416 4:1.043174531752995 5:0.5585078100277404 6:-0.1848755777237173 7:-1.656777897770684 8:0.8403743561881416 9:1.134272331765342 10:0.2625749328452539 11:0.3936352166341815 12:1.083187083007137 13:-0.261588968010365 14:-1.030411245285776 15:-1.784355722067552 16:-0.6433154450214178 17:-1.077025459313089 18:-0.5641655274738971 19:-0.9832636097816537 20:0.5618551533433839 21:0.08355345897568171 22:-0.2917978409444716 23:-1.163347305943126 24:0.4161175774476876 25:1.306233608044033 26:0.5025445563995117 27:-0.06415489884695519 28:1.074144344689287 29:-1.513529179069365 30:1.736419267565496 31:0.269468088374848 32:1.125282214529924 33:-1.405245499137229 34:-0.5244499815658217 35:-0.7468625082216194 36:-0.2648399510197258 37:-0.9214802847329042 38:-0.3860645907985273 39:-0.07679634311600822 40:-0.6071196955914691 41:-0.4191173118336304 42:-0.7277278200473893 43:-0.5392468542428458 44:0.1557160092667993 45:-1.592508430998827 46:1.042936177221121 47:0.9670574113111213 48:1.318753560616454 49:3.554676920839726 50:0.4804447756702803 51:0.2755600011288418 52:0.01775301403133447 53:-0.7953397814022025 54:0.7237451965287967 55:-0.7051573082808753 56:-0.1207973383998977 57:-1.249268663972888 58:-1.044550999732305 59:1.827158528362709 60:-0.9402300217860394 61:-1.008205175111571 62:0.8535096028847452 63:0.512495214820885 64:-0.6402952501064009 65:1.339012233692611 66:1.894673493159523 67:-0.7283355855502658 68:1.385358045591546 69:-0.1282298816515919 70:-0.88789837027704 71:0.101017578141926 72:0.6649457752087518 73:-0.08336455227685549 74:-0.5744926363125319 75:0.3134885818373655 76:-0.1165900245782771 77:1.440375249513104 78:1.426167128054775 79:1.41198307737732 80:0.0359890247339336 81:-0.3986827678931184 82:0.8840325267753734 83:-1.201329004641936 84:0.7046138517702591 85:0.4018855459345658 86:0.7239822332241942 87:0.3672398268714865 88:-0.4626938102898612 89:0.1701025098144056 90:0.1713518554909085 91:-0.1148199672408255 92:-2.245914748947616 93:0.1949919488529411 94:-0.1901777293465122 95:-0.4473418253625054 96:-0.4689848804648842 97:0.09577600090437964 98:-0.4435146076620235 99:-0.1634262074443268 100:0.8048194362953599 101:-0.6272599809952425 102:-0.08591431252920824 103:0.2438983390961088 104:-0.006221029198701629 105:-0.6659711544818867 106:-1.003709186977878 107:1.138913308655265 108:0.8949420249081222 109:-0.6715949246310987 110:2.694463105208687 111:-2.161298748926856 112:0.4273252891616438 113:-0.03125635817102362 114:-1.080536349354838 115:-1.857175071423404 116:1.131298271947282 117:2.534474422634699 118:-0.2411682304637071 119:-0.7604612277065992 120:0.4737016305144171 121:-1.227927125957419 122:-0.8145762915940525 123:-0.01493896383571535 124:-0.712376840990629 125:0.7760268785007494 126:-0.7132188808170538 127:-0.3259066391423738 128:-1.167885595541032 129:-0.2007775930256693 130:-0.4991116156507234 131:0.4272366867029656 132:-0.373589193009204 133:0.09041604966338412 134:-0.2015582178497135 135:-0.09948764950207321 136:-1.805924438410731 137:1.921338976689004 138:-1.181171131367748 139:0.6511265588065123 140:0.8056281097422013 141:0.8254922408394058 142:1.035302673184407 143:0.6127549773738264 144:-0.09121525871614269 145:0.4135582223611877 146:-0.1365728861837602 147:0.8979139136605315 148:-1.922677100587548 149:0.9151610982073206 150:0.8014169769546655 151:1.312391442697113 152:0.1512092433867337 153:-0.04729708207266108 154:0.4666449135635793 155:-0.3533720888619899 156:1.894333946783642 157:1.380301185528016 158:0.1945380076020062 159:1.551676006543382 160:0.5677472627581747 161:-0.7996723824464871 162:1.425397423452823 163:2.071378974269452 164:-0.3154483818697362 165:-1.810356864519415 166:-0.3300419124383284 167:0.3690073841216507 168:0.9935665456602835 169:-1.239227943740101 170:-0.009937265615738185 171:-0.5108873090228088 172:-0.1522643392418115 173:-0.5258634240092329 174:0.2047052634677428 175:0.9751180014845473 176:1.013025093223551 177:-1.616555649955275 178:-0.3426502351524961 179:-1.872094080705353 180:0.835016853414723 181:-1.987849413274447 182:-0.9506848517496302 183:0.5598537296204 184:-1.524136478120377 185:-0.09606049432324951 186:0.6936572920946167 187:-0.1623427005588313 188:0.1426032102340552 189:0.3306412199212697 190:0.8255363913200585 191:1.372384256527047 192:-0.6722157528728117 193:-1.550799809921692 194:1.36647476553367 195:0.2502887709710443 196:0.1496698764814667 197:-0.1737639710412343 198:-0.2550371896745394 199:-1.264069262718318
--1 0:0.6591903584456947 1:-0.8035064263280541 2:-1.487781714283877 3:1.182211540305338 4:0.1700700169704954 5:-2.924702235975765 6:0.5801087334264349 7:0.9271054566700713 8:-0.2878415774416694 9:-0.7446487651089939 10:-2.530560356182768 11:0.9695566340643672 12:0.5593444413026105 13:0.5653686093755971 14:-0.1254362386402242 15:-0.3420259832803004 16:0.5775370200224165 17:0.4572313742279762 18:-1.783961555762276 19:0.2730846296815509 20:0.7438895641319829 21:0.1406463217616531 22:0.7919467326810167 23:-0.2730542006584331 24:-0.190532683035819 25:0.8480692371405475 26:0.3224773655608758 27:0.2889621831081953 28:0.2627433821611341 29:1.648996169869071 30:-2.16831788759054 31:-0.1724106125926866 32:0.1434897870655541 33:-0.4289898604826873 34:-0.421411453251236 35:0.3315397049330259 36:0.4517102657828714 37:-2.682715639938846 38:-0.3968122823581349 39:-0.7317000879120501 40:0.4251119207554284 41:-0.3289440460242105 42:-1.195924769062154 43:-1.298440796445874 44:-1.591405886822585 45:0.8950393232004699 46:0.7209233238642156 47:-0.6561988426393003 48:0.2462583412516367 49:-0.9366838758067634 50:-1.287269006688112 51:-1.01357342902826 52:-1.266116210493481 53:0.3353573612932979 54:-0.4726091792031687 55:-0.351044653516809 56:-0.2593285064509989 57:1.331686964790033 58:0.09020263792850573 59:-0.6089102840386297 60:-0.9502396143573825 61:1.871248624407764 62:0.3511613342979901 63:0.2860263592440982 64:-0.364974921590169 65:0.6552203300016585 66:0.6504162640924871 67:0.4721307896593782 68:1.227283640033488 69:-0.05125028206081611 70:0.5168089232269757 71:1.062163968157025 72:1.094612131863973 73:0.5228476098743731 74:-0.5051532142843851 75:-0.3599487968573287 76:0.648832603345011 77:0.4719752167913528 78:0.4538436871674111 79:1.426760525717648 80:0.1007735349641249 81:0.6578462749297809 82:0.733883505798852 83:-1.060147700080041 84:-1.007194012087464 85:-1.744157197503318 86:-0.09265537680691442 87:1.496734584668125 88:-1.095344494609352 89:-1.082516290678479 90:1.421677152069117 91:-0.7538700880992253 92:0.5016448351981353 93:0.5798147677354576 94:-1.29342566713336 95:0.3020978247939622 96:0.1568488623127726 97:-1.693342720357655 98:1.676012197843285 99:0.2157636992385246 100:-1.654835996795309 101:0.9965076128453293 102:0.3979144674163697 103:-0.5441634205377767 104:0.7520873589675149 105:-1.166811673839487 106:-0.7849319685419007 107:0.01720240840764405 108:2.39300853361112 109:0.2068354264239411 110:0.6628631407043556 111:-0.8247758272506265 112:0.3047225690069202 113:0.6081197926627635 114:-1.252485868026062 115:0.3833217339278254 116:-0.6285278512364841 117:0.6430459734235071 118:0.5313520122276743 119:0.2278477376069789 120:-0.237034303698392 121:0.9070527311839185 122:0.251543180508722 123:0.4827524524855457 124:0.4154953177781374 125:-1.609154835380163 126:-1.919019704965926 127:-1.041672959741528 128:-1.910080907534045 129:-1.026347758630416 130:-0.1357466142860399 131:-0.9486100763742504 132:-0.7585849271179945 133:-0.6656989914920188 134:2.347099744788872 135:0.6264414401530368 136:-0.3047601735637332 137:-0.8878465491113049 138:0.7666445087105249 139:-0.1593658606804943 140:0.4487766631087873 141:-0.8138977038684339 142:1.082731380551891 143:-1.024397536797407 144:0.2105094303841837 145:1.499914498364567 146:-0.009346863076662796 147:-0.0206656441306645 148:0.4144669135975684 149:2.389183422059888 150:-0.04260272908676727 151:0.304554439654304 152:2.353851759517075 153:0.5756165258002311 154:0.6723180642529686 155:0.967783842898901 156:-1.172145342715548 157:-1.059193882546775 158:0.4667128063378678 159:0.12638312079254 160:-1.764164532532415 161:1.158102318497916 162:-2.000543119564472 163:-0.1471769118379008 164:1.069032372163297 165:-0.1874188850111457 166:1.964086534620618 167:-1.502901981184289 168:-1.09076940549398 169:0.01042755337172348 170:0.02757496805128648 171:-0.3745880402404444 172:-0.6623087647701374 173:-0.1841057019291612 174:1.55382527072716 175:0.1194347084483144 176:1.38921259824223 177:-0.3771198465442931 178:3.221209194598902 179:-1.123770609198603 180:0.2809249272390607 181:0.9718301974630187 182:-0.3729932603404777 183:-1.055161824796346 184:-0.1957965972076982 185:-1.370285284736633 186:0.3811214352449649 187:-0.09854607789761309 188:0.6156949495525943 189:-0.04210244759526526 190:-0.3983406205286389 191:-0.3247204800798995 192:-0.2610095404187018 193:0.8967225978029109 194:1.297508942978443 195:-1.606107194271189 196:-0.5867047738462963 197:-0.2171523982337452 198:0.7909092640382214 199:0.7392309891615005
-1 0:-0.4254371987759157 1:1.344992693254275 2:-1.050850565022103 3:-1.933341093680125 4:-0.05720324339949806 5:0.1750223082591522 6:1.170359265959894 7:0.1234608650059819 8:-1.177878550020734 9:2.031172229009405 10:0.2980639275647301 11:-2.481621191823866 12:-1.371625049375963 13:-0.6607106169594872 14:0.5580305423080628 15:-0.843891232585722 16:1.105311008795178 17:-1.113359945880361 18:-0.9808549709592963 19:-2.080208651486656 20:-0.6799773181219949 21:-1.118546800976194 22:0.6330588746490819 23:0.6531830897580544 24:0.661889343041513 25:-0.5221518980935255 26:-0.336611992814122 27:0.482737215402065 28:-1.029207354632285 29:-2.213212298291608 30:1.300414588593147 31:0.5427681441295924 32:0.4951528964305003 33:1.022723199500865 34:-0.7558106511024636 35:0.07740885476185835 36:-1.30264810117445 37:-0.9352500138037557 38:-0.4524916331510145 39:1.386962038583184 40:0.4172701953895238 41:0.5785820215067451 42:-1.373090565302023 43:0.1480735039527526 44:0.4428375495031248 45:-2.031955512566551 46:2.249962257069383 47:-0.6732947148989019 48:0.1484779374237996 49:1.036418816996245 50:0.8182349414284529 51:-0.6809336027231413 52:0.3740904170157359 53:1.837644524442694 54:1.591165631296379 55:0.0197589167456271 56:-0.1860485820991912 57:1.240101530162258 58:0.6141317437705125 59:0.4864403651383405 60:1.681709463395239 61:1.277035172329353 62:0.1969068192319968 63:0.1404282497538545 64:0.2268083917480953 65:0.9543281292890721 66:-0.5839630968175925 67:-0.740428852803231 68:0.03630493047465387 69:0.9620188176995761 70:-0.5853478687604895 71:0.2760639851838371 72:1.528809948350471 73:-0.4166914572707198 74:-0.1735889975970939 75:-0.6730163418948525 76:0.4542671860556853 77:0.3579197590200041 78:0.3536564733317198 79:-1.255912618127299 80:0.9233022811317685 81:0.6817293530727805 82:-0.2051615110235084 83:0.3070067458066151 84:-1.092941800550341 85:-1.113606663073638 86:-0.3073394350858338 87:-0.7499648286485202 88:-0.03126690164798108 89:-0.2377399760832118 90:0.7514112070433339 91:-0.2043944672354203 92:0.0235489993069628 93:-1.378455322049633 94:-0.06173908790400088 95:0.8751799110971862 96:0.08822819076600663 97:-0.9897365289290153 98:-1.221190476457854 99:0.4501308858015833 100:-0.3370178776355907 101:-1.625558313086529 102:0.3879345684326459 103:2.752040525139145 104:0.727270990066046 105:-0.06566613130473949 106:1.699934576933641 107:0.9403502970764896 108:-0.5901073535267776 109:1.502597634672068 110:-0.06367628154397516 111:0.4272499955312173 112:-1.65382970063388 113:-1.579254166822265 114:-2.149983714694661 115:1.545532245739929 116:-0.6404627177111453 117:-0.4840832271261616 118:3.094116766528066 119:0.5981151508029509 120:0.4364053998606127 121:0.7086341850030623 122:0.7379393349916041 123:-0.1167541291786034 124:0.8728608004727003 125:0.3519046838913893 126:-0.4462863519117171 127:0.3070638353339737 128:-0.2932251348748007 129:1.145466101010073 130:0.4897543125683423 131:-0.6792512418817926 132:1.214562033938284 133:-0.9123228150653437 134:0.5931895642529461 135:0.8996826051674454 136:1.314910035475479 137:0.8250375567768693 138:-0.2257384534424513 139:0.7163400628019276 140:-1.321041567685866 141:0.07740362957821144 142:1.188090439661094 143:0.3751840542975354 144:-0.8374908268725281 145:-1.296999723901833 146:-1.542206588639715 147:0.9513791752316627 148:-0.8851954012167317 149:-0.9655650453591174 150:-0.9316543235058212 151:0.2700341185244064 152:-0.8769105731839386 153:0.9035798301934933 154:-1.709857401423035 155:-0.9034819462979348 156:0.2859151773220181 157:0.3286568385294925 158:1.274061936895587 159:-0.9567156044656189 160:-0.8664413194220424 161:-1.185759990564625 162:1.567559929008592 163:1.138853370915395 164:-0.4440740183906912 165:1.487268062986527 166:-0.154090499477434 167:-2.107685827884179 168:0.3411637214495568 169:-0.428877536696621 170:1.556709287607406 171:-0.370648277401528 172:0.46590653811645 173:0.3306637404653739 174:-1.402906276904826 175:0.4549651327563469 176:-1.638781259226352 177:-0.6912171607178311 178:-0.1104882823360452 179:0.4550583567282189 180:-1.073449548460162 181:-0.7741415759532373 182:1.722036644650326 183:-0.6077643889655318 184:-0.5768519584524652 185:0.7476701810693243 186:1.046259951338144 187:0.8418347341933593 188:-0.2467422290110519 189:-2.145389150999523 190:0.4614749138510445 191:0.4806635529578707 192:-0.6721185955779839 193:-0.2126370873759232 194:0.3802675049466901 195:0.06552021223988037 196:0.6764804456782325 197:-0.9150979647447025 198:2.35730090539154 199:-0.7020832485093551
-1 0:0.4193985970242155 1:0.3228338699838343 2:-1.311812043322211 3:-0.7413608774808462 4:0.6928878776776772 5:-1.061458033547311 6:0.4266002012183417 7:0.281682214967009 8:0.3044683857271021 9:-0.7699358151357921 10:-1.691196658178895 11:-0.2473865962234515 12:1.727943841307308 13:-0.01665382188923613 14:-0.2046615137470551 15:0.6670190617833387 16:-0.3695774794197545 17:-0.07586519745922847 18:-1.401130729556445 19:0.02861624719076062 20:0.499922471267811 21:-1.664167830569141 22:0.900752749343672 23:2.894069923941094 24:0.3174822985578727 25:0.4578493543209674 26:-1.007221240032858 27:0.1526023307754626 28:0.4711511202814209 29:-1.034532283964291 30:-0.8491418783559139 31:-0.3126273897657807 32:-0.7063702626081756 33:1.124172244398219 34:-0.8426579976069793 35:-0.4672857225035575 36:1.040631277677641 37:-1.682126530226255 38:-0.4490028722252509 39:-0.2793645021203233 40:-0.3903594629010306 41:0.2614704752379617 42:-1.238305773569627 43:0.2971984868789642 44:-0.9989699561630834 45:0.4445913180447288 46:-0.03749186401187064 47:0.5869561281950031 48:-0.02185306919775357 49:1.239472414439595 50:-1.053415802708892 51:-0.6541141809398637 52:-0.2585506643682408 53:1.50566537247911 54:-2.572877866512443 55:-0.3784508984288234 56:0.3585559813493704 57:0.6677218420185255 58:0.2494928400193768 59:1.834194757898614 60:1.026698525042191 61:-0.4673475248220605 62:0.8189719987335961 63:-0.0496344994249763 64:-1.121164541045196 65:0.8410820205732843 66:0.972184331711249 67:-0.4396891267559309 68:0.3088544207356363 69:-0.4783461093041764 70:-0.7390692709342652 71:1.266201316605364 72:-2.095368488402581 73:1.413172059155411 74:0.5274849949906955 75:-0.8979922870570487 76:0.1319765203535894 77:2.421103087026137 78:-0.2174981997676404 79:0.3420666830629888 80:1.358468734230456 81:0.30055187378444 82:-1.170921965775451 83:-2.866543645700288 84:0.5591393693386565 85:-0.9183756358398768 86:-0.4444793730636524 87:0.7695847485946574 88:1.336422198271614 89:0.2739881759011261 90:1.111398546190444 91:-1.124105455169123 92:-0.76485690523661 93:-0.6059755365509062 94:-0.4562313463734312 95:-0.0101571748911648 96:-0.9751537568045351 97:-1.842966510694067 98:1.012620509216348 99:0.8699307061806835 100:-0.9797079690333071 101:-0.09602092228032737 102:-1.237864930557772 103:0.8875478818507576 104:-0.2784785334788344 105:-2.098526334173413 106:-0.6370438127349471 107:-0.3820779271738906 108:-0.1717222099180477 109:-0.5455457640522011 110:1.019432331690973 111:-1.023939322044508 112:1.367408659875869 113:-0.73686267141912 114:2.496028572093044 115:1.008728672285168 116:0.3630317025064627 117:-0.63673709170238 118:1.950125589525729 119:0.2722064572830903 120:1.819701980158719 121:-0.445551867732099 122:0.2063084251503969 123:0.9731936745648039 124:0.1477877601850628 125:-0.8962600933898877 126:1.022998746651636 127:0.3153780282816165 128:-0.2680814533507455 129:0.9888791502694468 130:1.011745851976215 131:-0.5544361024469757 132:1.266030475943064 133:-1.917322407752494 134:-0.8468905173176716 135:0.07402979914954612 136:1.462069032808281 137:0.6724709443797142 138:0.7758459245826153 139:1.007038288987639 140:-0.1603735280068993 141:-0.2854498600266813 142:-1.831617914793166 143:0.1052801596608443 144:-0.4494695513853934 145:-0.02936548305027211 146:-0.7039908739809709 147:-0.828681170860572 148:3.020364415061797 149:0.8377972742786657 150:0.4401642144845553 151:-0.1932308343543306 152:-0.01328601963323376 153:-0.4988589203334478 154:-1.327566586534347 155:1.008786618936265 156:-0.9685181057644539 157:1.204276958190406 158:-0.7864183691601601 159:-1.494679060497477 160:0.9164398523475087 161:-2.112361061934516 162:0.4728513932972333 163:-0.6014459643987977 164:0.3928094154154864 165:-0.6731328672634846 166:-0.8623849882572493 167:1.213906774057453 168:0.2019430623767767 169:-1.996195795793822 170:-0.1840525761829148 171:2.133159892987542 172:0.8319360082907092 173:-0.8999302926102111 174:-1.40858276362678 175:-1.726817006282227 176:1.193827658243582 177:-1.043773230541063 178:-0.3527310775388934 179:1.338175262137593 180:-0.9167486605228869 181:1.350692165301768 182:-1.029212245603409 183:-0.5713970194930702 184:-0.54014107045433 185:0.6410791509101856 186:0.6604012210758676 187:-0.2555504971440767 188:1.00290878552336 189:0.6808817146688441 190:-0.3922590122066614 191:-0.03667795144571712 192:0.3381011683280786 193:-0.3161119932755123 194:0.9177194853342704 195:-0.3564512337941102 196:0.5414020241342649 197:-0.2701938522383432 198:-1.624126916430325 199:1.289074437607695
--1 0:0.7113487553953041 1:0.4464782285069895 2:-0.4003946347718427 3:-0.01676020421449867 4:-0.961721636608809 5:1.902724111521266 6:-1.584535644042025 7:-1.060382660277788 8:-2.192906851321295 9:-1.946071602854212 10:0.1245195131636101 11:-0.7923565358798451 12:1.445035549109193 13:0.5989573667312641 14:0.2548695378842982 15:-0.7374925815339113 16:-0.8734171028722936 17:2.319347803164998 18:0.1000578517147431 19:-0.1656047718621854 20:0.6957076205700248 21:0.8196306372941387 22:-0.1637687526540588 23:0.2005763989354531 24:1.394323738020135 25:2.136118166400666 26:0.3213857927462831 27:1.543675150147083 28:0.6273834125770115 29:0.0952738822039846 30:-1.036651954614257 31:0.6506224180628072 32:0.1384107336287529 33:-1.593068305346528 34:1.207871803976102 35:-1.002412278359548 36:0.5410766063015697 37:1.525919797397689 38:-0.2673523227866208 39:-1.354087746543822 40:-1.97643139412684 41:-0.64775141110822 42:-1.000125994086155 43:-1.214273028135921 44:0.2361049648482264 45:0.4352774839569703 46:-0.05240383129648362 47:0.7671996319273797 48:-0.9459782213449827 49:-0.313612343414277 50:2.094917219537031 51:-0.5351336006996257 52:-1.376581207918915 53:0.6401621099568355 54:-0.1192436041925789 55:-1.057791340842995 56:-1.064993072139695 57:-0.6727110716316179 58:-1.533322229625491 59:-0.5792069028155936 60:0.1845021107290185 61:1.11681620847125 62:-0.902978649923019 63:-0.9826340151294293 64:1.864743622865774 65:-0.3335434957780335 66:-0.8945150594143148 67:0.2990590776400466 68:1.483378860096009 69:-1.484734676516471 70:0.2788294576129666 71:1.486330554796361 72:-0.3198428942086342 73:0.6706138958875794 74:-2.143400883946859 75:-1.072392950772062 76:0.3918203048548065 77:0.3151309215527072 78:1.510614826617479 79:0.2041099416481714 80:0.6059278277608964 81:-0.6610013327031644 82:-0.1749244672242778 83:-0.7113308095714735 84:-0.2509478621788805 85:-0.8901743193839878 86:-0.8935810987003473 87:-0.912001874443101 88:0.8882370256834886 89:0.3667974415235543 90:1.18913775483033 91:-1.148251830489343 92:2.121690024955996 93:-0.841105728420894 94:-1.072712867861491 95:-0.9558980487492608 96:0.2351890289071224 97:-1.510575721063823 98:1.385364464325488 99:-1.379113896067727 100:-0.7203332229317559 101:-0.8946513419863978 102:-1.185687584863137 103:0.1457577707612743 104:0.6284558755622943 105:-0.3399897810508726 106:-1.580690395979098 107:-0.5799335370124851 108:0.5566686388785411 109:-0.4075994373098942 110:-2.242909271024089 111:1.536070915757126 112:1.498828752442183 113:-0.2265326823428665 114:-0.8122242931047913 115:-0.3149333235941377 116:-0.6324114834105344 117:0.6351382065328822 118:0.3002939222886069 119:-0.7570004406483497 120:1.157275357349258 121:-0.3599347860061469 122:0.4037223122473297 123:-1.766473688977043 124:1.026410629546944 125:-0.4983985099321662 126:1.301172076971906 127:0.1886211877939047 128:-0.1737509680355237 129:-0.4349853016601162 130:-0.2300808242388226 131:0.5253429907743464 132:-0.6299409608362726 133:-0.5938624893536001 134:-0.06964830880452431 135:1.149631884913534 136:1.548158794317808 137:-1.070285271248433 138:1.439551402394543 139:-0.7226316319553621 140:0.9594274036864981 141:0.2301457905607771 142:-1.402497445156038 143:0.9188696104257402 144:1.407928887956136 145:0.09762347628136996 146:-1.811479406639889 147:0.9619145334966153 148:0.7979772999992089 149:-1.011317002792878 150:-0.143722176226659 151:-0.3036071595712199 152:-0.6655075726878423 153:-2.257521136304882 154:0.2739330173391016 155:-1.443606986347436 156:0.3418879654871516 157:-0.4476304788021751 158:-1.226263596624696 159:-1.309737775303042 160:-0.1315281267121362 161:1.06837021525458 162:-0.2221891244919317 163:1.78217085707829 164:-0.6928785746664765 165:-1.145439094333281 166:-0.1856679666609021 167:-1.127170828521927 168:1.823357033133863 169:-0.9962587165439488 170:0.8323840920197981 171:0.008544029657782394 172:1.497656863612985 173:-1.025345186426118 174:-0.2019992820116077 175:-2.106614813760605 176:1.146569986896648 177:-0.1632210218126086 178:0.8061174992748508 179:0.26663102632694 180:2.399728306185625 181:1.49816789459432 182:1.938586785546499 183:0.5881040076233439 184:-0.3119783871327033 185:1.198762496499142 186:0.09251843759441515 187:-1.353562099119019 188:0.0004741647232102195 189:-1.093699476210425 190:-0.223740614630644 191:1.843887352933127 192:-1.384656539700068 193:0.3430271181701222 194:-1.877481161690113 195:1.084400000177075 196:0.1990840800535643 197:-0.9159046742440859 198:0.06261294158104516 199:-3.104641946824347
--1 0:-0.2875470145326197 1:-1.411717776826755 2:0.1830072690663735 3:0.1336510571512971 4:1.510996093447346 5:1.020100306482918 6:0.1334902586111281 7:-0.3401016843361359 8:-0.3522371915668948 9:-0.4961337824248458 10:0.5131802129634072 11:0.6800770280673881 12:1.778316924394787 13:0.7846110198807421 14:-0.7173108185583786 15:-0.3266525997519185 16:0.5384485951645411 17:0.2799523529581548 18:0.005888482926750888 19:0.1428023228545239 20:1.938520825779714 21:2.50217561356544 22:2.522392823005262 23:0.7652479045532405 24:-1.089093186827897 25:0.4445830290714046 26:0.6664824750472867 27:1.27226130505585 28:0.8922896271490509 29:0.2680458722715064 30:1.785049821297644 31:0.7983465793384676 32:0.261445989750295 33:0.3266496418692584 34:1.473310233302088 35:-1.169617763322083 36:0.9376829547893295 37:-0.7740107226284042 38:1.042488002975721 39:-0.6619194905975619 40:-0.5191174275656734 41:0.7619092270458703 42:-0.8890886654046513 43:-2.231443281801674 44:-0.1441524110401389 45:-2.083592766624555 46:1.450504022982102 47:-0.265332779814434 48:0.05894814030894924 49:1.534479822611478 50:0.9881413426464619 51:-1.314568947856817 52:-3.334303716982826 53:0.7679911544100256 54:-0.5318284893551267 55:0.6879831866077829 56:0.6499317364245885 57:1.90172900519149 58:-0.7136665858376962 59:-0.820290461592835 60:2.05089798438149 61:-0.1785095111101762 62:0.3713454097841982 63:-1.045722718445637 64:-1.534219865235849 65:0.2220729837401881 66:1.958619214947807 67:-1.244812754913786 68:0.1997223647833086 69:-1.026431511477087 70:-0.2456544436758193 71:0.4204883294326516 72:0.09871360690654601 73:-1.40738532414174 74:-0.1018651708592093 75:0.415322956043747 76:-0.3813759065657288 77:0.2332158860255477 78:-0.2482685993343064 79:-1.886519962723715 80:2.024816514888943 81:-0.9398788171591748 82:-0.4569577069994067 83:1.573620411856179 84:1.212057133480849 85:0.1924518191086567 86:-0.08462696062376375 87:1.765066225543699 88:0.9335969155487429 89:-0.8579878004683552 90:-0.4925035490211688 91:0.4916850139952235 92:0.9648366578998531 93:0.4555920991262242 94:-1.106122817123893 95:0.9010140757692655 96:-1.690717815478498 97:-0.9353083310474256 98:-2.400775407768839 99:1.311767215879142 100:-0.3612106622243897 101:1.144218916506808 102:-0.1429474848942719 103:1.809070499537198 104:0.7808605923245239 105:-1.176122236336074 106:1.894356327238869 107:0.007479562565466871 108:-0.5706408341013331 109:-1.325724223300597 110:-0.2722405168264432 111:1.736371510648428 112:-1.283087932298318 113:0.2377787882604419 114:0.5841588907489624 115:-0.951713920242013 116:-1.017178468919612 117:-0.8186137359374703 118:-0.555709835226709 119:2.29041896819384 120:-0.7873476519717464 121:-0.9788689853392908 122:0.3497678215890618 123:0.8031264804767607 124:-0.05258208040295056 125:-0.1216652165006455 126:-0.5290887734603263 127:-1.062008783344238 128:0.8353742490950045 129:0.2125366028683326 130:-0.2790749405865871 131:0.1581229407639422 132:-0.4392625512952661 133:0.5419216331379606 134:-0.794346247347715 135:1.06275482719531 136:1.178143575755385 137:-1.107325527780736 138:0.1914665971894672 139:1.542313784725664 140:-0.09508975058692497 141:1.505217947184933 142:-1.669841527533711 143:0.3191474221000778 144:0.3199315309151459 145:0.3761743214099925 146:-1.089297453477457 147:-0.6055308728804597 148:0.07810150576785209 149:1.376211694278927 150:-1.25135545169431 151:1.232586721018036 152:-2.987593584020446 153:-0.2714746378790576 154:-0.5228823841570566 155:0.7083228122318791 156:0.5453419364982716 157:0.7614175152846994 158:0.9745466956881937 159:-0.4209207278655954 160:-0.3500948286703645 161:0.4648843282284879 162:-0.4769290996424038 163:-1.051226757194402 164:-0.4783041535157204 165:1.040255773469737 166:1.672524981325845 167:-0.1331425945872859 168:0.02754440874148697 169:-0.4100758644026727 170:-0.9246304728870415 171:1.787542166736843 172:2.001749556940762 173:-0.1790778639093541 174:-0.4336313532211143 175:-0.7424755152857009 176:-0.9589849481260335 177:0.5607609453378394 178:-0.9126893805987432 179:1.320691931758509 180:0.4321693882439352 181:-0.4707290018773581 182:-0.01090979655553913 183:0.7728415356260059 184:0.3204502712007401 185:0.4865425033190448 186:0.2395704396838506 187:0.7164455981226562 188:-0.4759696028441572 189:-0.1644177165672585 190:-0.9595632165292391 191:-1.87979668029989 192:0.1188778242629251 193:-0.5423606718379708 194:1.594552003530504 195:0.07385108195763612 196:0.9533781195248384 197:-0.318421882950207 198:0.8992925800163061 199:0.06618015049851735
--1 0:-0.9394937224031913 1:0.04135789430701007 2:1.434697291733993 3:-0.6331685193746237 4:0.2384817154497416 5:1.342386025706424 6:1.764312236219757 7:-0.3611501954564439 8:1.144282874438223 9:0.202902928553048 10:0.2609861485255515 11:-0.351220217842583 12:0.06017440005881746 13:0.03480096607397732 14:0.6220869920866035 15:1.026645990738511 16:-1.073424506584454 17:-0.7814160774261971 18:0.2612822300183478 19:-0.1350209524141644 20:-0.4821376242682626 21:-0.4104913897534835 22:0.7624194953732111 23:0.3433375704101425 24:-1.514372727841312 25:0.2748443244210063 26:1.508070771697442 27:2.29574622204531 28:-0.4460148955431437 29:-0.4948556679043616 30:0.09369538906940929 31:0.3345306375568281 32:1.044761854144623 33:-0.4425630999213207 34:0.05216692442295797 35:2.628374007613135 36:1.009759244013534 37:-0.3979555803570499 38:-0.3471132525607384 39:0.4720895679823158 40:2.564007225767822 41:0.5773690087007995 42:-0.7856879622022808 43:-0.2460486334792498 44:1.31191178458515 45:-1.913264995514097 46:1.057527351792609 47:0.01087285433178736 48:-0.5027813967151572 49:2.006123944562547 50:-0.2278935111470455 51:-0.4519716794262816 52:-0.9298748860480621 53:-0.4261081887348703 54:-0.5404662391796989 55:-0.291882947888251 56:-0.8258613453960627 57:-1.520052131249398 58:0.4418530183607673 59:0.4597553667356522 60:-1.113655918927197 61:0.4790900195987949 62:0.04447730653315733 63:-1.97379296032411 64:1.201874881335504 65:0.1434344705673645 66:-0.2384285359278816 67:-0.7951191201019608 68:-1.862377685653812 69:0.06657595774127129 70:0.7727723258135534 71:2.964996197932154 72:1.378951517028821 73:-0.7456550416855503 74:3.015745196509265 75:0.1373480893027242 76:0.06686974270129158 77:-0.1487735951140016 78:0.09156306784079099 79:0.167040039108122 80:-2.455782989925274 81:-0.4888058790668461 82:0.3654112040431463 83:-0.7998087985243355 84:-0.148932873856242 85:1.445086195749949 86:-0.9526361118721565 87:-0.1060886837783175 88:0.9084100106696152 89:0.5151854322686529 90:0.03449091561122532 91:-1.50151612817804 92:0.5560763753252571 93:2.081379820121648 94:-1.666435101702965 95:-1.621700962574418 96:-0.09740576832639519 97:0.08807945222057544 98:-0.1087634301252596 99:1.304902113973075 100:-0.271067353162224 101:-0.4889999182420438 102:-0.5623135810251892 103:-0.8036018756915245 104:0.147248298143251 105:1.271235565961566 106:0.6365544932346487 107:-0.7724441737420887 108:-0.5513668703477428 109:-0.9492708300148018 110:0.2538390416812405 111:-1.979983659355175 112:-0.3723610483212338 113:-0.5369782213308455 114:-1.709265998779897 115:0.940356787865355 116:1.267923410707383 117:1.86608702070964 118:-0.7069500134955033 119:0.09388195898011274 120:-0.9173754578544508 121:-1.334826475863071 122:-0.3146306305461948 123:-0.309840472476811 124:1.06766944726862 125:0.3366372365187201 126:-1.133259035337468 127:-1.573649529665872 128:1.545845161716283 129:-1.509720055670895 130:-0.5057706796340975 131:-0.3663116971114159 132:-0.7148848386349316 133:0.6010234074181215 134:0.2537601056287338 135:-0.4196495568098232 136:0.4237544032979794 137:-1.216168424743063 138:0.5094926828766672 139:-0.438148105367954 140:1.307666900166277 141:1.500474445309833 142:-0.1832468782605547 143:-0.2623657785503016 144:1.303717323909375 145:2.16409681041493 146:0.5595554007602768 147:0.2085096815703917 148:1.248196089497647 149:-0.9103832181946232 150:-0.1161588192472011 151:0.2374715276628308 152:-0.5357264103228591 153:0.744587200636682 154:0.07549231642553017 155:-2.138912012003751 156:0.6598628633688527 157:0.3955765900974965 158:-0.7276601386582431 159:-0.213355468773123 160:0.1704533870690464 161:-0.08828631154427537 162:2.197255128642331 163:-0.1538611592632811 164:-1.570741406368765 165:-1.080721207063734 166:0.7763296206754878 167:1.222132986771894 168:-0.3543949795325638 169:0.1827384930690132 170:-0.9047885210384013 171:-0.4361136447933941 172:-0.6161109287514571 173:-0.9054798712272688 174:1.035802215249481 175:0.03581427211286078 176:0.2483550416023998 177:1.348583339359323 178:0.7496542661204505 179:-1.054094291824886 180:0.3622991525327863 181:1.804868463180102 182:-0.5787659397525982 183:-0.3730314755281831 184:-0.117581182989495 185:0.3701054365642998 186:-0.6182947677217787 187:0.7220147024377008 188:-0.01981720147899345 189:0.1206989069903228 190:0.7282444297367736 191:-1.903986057905576 192:-0.7149762347874635 193:0.2667613614739822 194:-0.5068644634231679 195:0.9879885043161348 196:1.455512783729962 197:-0.2627358329791054 198:-0.7536319421526672 199:0.7872781339900436
-1 0:0.8096942810263421 1:1.030672150502339 2:-0.2902982915405675 3:0.540031444580566 4:1.668140266555647 5:-0.3873469650422012 6:0.8608505274937651 7:0.4877732426967926 8:-0.7813829366682794 9:-0.7942671786788099 10:1.342090042515 11:-0.3693475319447036 12:0.4494213420819598 13:-0.6078109785755614 14:0.2882930492585804 15:0.3046378959784689 16:1.338479009484386 17:0.7199575809189548 18:-0.235907335593484 19:-1.14104538983641 20:-0.7350500150954197 21:-0.01916164671645076 22:0.00986701277430067 23:-0.3700704578551385 24:0.6278422552789061 25:0.2802145991082031 26:-0.6162295000146405 27:-0.2285618514894204 28:1.516035242779835 29:0.5036834413998081 30:-0.7218542760536018 31:-0.5694042627841764 32:-0.4940537982661058 33:-0.2036883410889657 34:-1.08012206920059 35:1.166823003151233 36:1.533033785057698 37:-0.003472830156781107 38:-0.1484652872092691 39:0.7031052276057876 40:-2.515517966804199 41:0.7094322174705154 42:-0.4025944554657577 43:0.2525761525579831 44:0.7544366176939926 45:-0.1817750902844538 46:0.968050989750713 47:1.870123664539112 48:0.1881135997084096 49:-0.5063075646736594 50:-0.4777468749631491 51:-0.207932311706192 52:1.593148927020962 53:0.8815659891259974 54:0.4064679944160894 55:0.1971947874146053 56:-0.190931270682833 57:1.191018962304437 58:0.7244939496582459 59:-0.2057507681609914 60:0.6441384728701982 61:0.5119998975501013 62:-1.174680958917191 63:-1.325510494425431 64:0.4641818857124588 65:1.238241093549204 66:-0.8418237727046196 67:0.5338314777506347 68:-0.385128006176555 69:-1.277941026136219 70:-0.6069805045327265 71:0.136878940544105 72:-1.011439328407019 73:-0.6426871873865353 74:0.01291762088820108 75:0.0225320023216098 76:-0.4365819432572263 77:-0.6193088696880371 78:0.656823022843424 79:-0.1767969659372551 80:-0.8991570628248777 81:1.131990595617312 82:0.1371645586274132 83:0.7272821786362847 84:-1.054252326914899 85:-0.800757899835837 86:-1.929859824840834 87:0.1811944266495484 88:0.2945358284257301 89:-0.2831811544292128 90:-0.1613484331888588 91:-0.2295520717713057 92:-0.9244595878292066 93:-1.082368456839154 94:0.1661378709069949 95:-1.229024234056838 96:-0.8146400573584195 97:0.0778597637108297 98:-1.135986831962114 99:0.1457943742893495 100:0.2625066738681605 101:3.124097949563336 102:-0.8583911147888208 103:-0.3194310361867189 104:-0.92619313104062 105:-0.3478585187177345 106:-0.8853853662683218 107:-1.509493382571414 108:0.5553464823079963 109:0.09118914733447721 110:0.1809045272318871 111:-1.799793803592234 112:0.1466520165064989 113:0.869475280853194 114:-0.04874200579022405 115:-2.051436645594722 116:0.274969612535376 117:0.1748877019145454 118:-0.4096279325212401 119:0.3618217284968381 120:1.525085704889293 121:-0.6736916202796605 122:-0.4118844312704376 123:-0.107888853375902 124:0.4781237104093715 125:-0.8509565289288846 126:1.341154271687127 127:-0.6186083514890333 128:-0.6803122710345707 129:0.03849932483518293 130:-0.4782691219726864 131:-1.86713608384774 132:0.8154522171275173 133:1.058283712793301 134:-0.4979185097195828 135:0.8368406867182913 136:-0.6263823548268226 137:-0.1399965365746942 138:-1.043345765628828 139:1.887032262591379 140:-1.03707548405687 141:-0.702952000189728 142:-1.029951001610247 143:0.9278183809296128 144:1.369871200672662 145:-0.02631322529563028 146:0.6636108326415139 147:1.755115651949522 148:-1.601616976122048 149:0.3925503255049445 150:-2.231870175258895 151:0.6676240377678216 152:0.7923927846289073 153:1.122385820270144 154:-0.2814188949172667 155:-0.04196802704009042 156:0.09845001538652189 157:0.3686777117770787 158:1.316325872737899 159:-0.4853352708424659 160:1.335288698803476 161:-0.2840507778996191 162:0.2256072624104584 163:1.258980116314724 164:0.4835284051343521 165:-1.559029441942787 166:0.4991824347562783 167:-0.7620293086867566 168:-0.2467052418295212 169:1.142671940471914 170:0.9393593929961012 171:0.5612393524150736 172:-0.4229468371494104 173:-0.5525448653744873 174:-1.659547062188298 175:0.4224289121207682 176:-1.803912440795124 177:0.340776091842339 178:0.7305829035517549 179:-0.785280391149595 180:0.3622968289396637 181:1.65244347530836 182:-1.307702076344905 183:-0.03333087556967086 184:-1.655556220366403 185:-3.070283953471018 186:-1.335641999404391 187:1.870741641318063 188:0.4819460849127256 189:1.012165766115392 190:-0.361457568473235 191:-0.0854357080885208 192:-0.2272926551695151 193:-0.2000687676817656 194:-0.6877250440228984 195:0.7458272243720393 196:-0.5553416259377687 197:-0.2064751326841088 198:-0.4504509865406643 199:-2.118966074801332
-1 0:-0.537102759612973 1:0.3407987502007919 2:0.1869877555669817 3:0.3901920435458572 4:-0.05598772935980033 5:-0.9705075669090233 6:1.205251399621987 7:1.523495188421463 8:0.5901504331709062 9:0.4000199326315543 10:-0.2839831821086803 11:-0.429362063751261 12:0.7266510193930595 13:0.5989874717130014 14:-1.881769378977639 15:-0.577147954745228 16:0.2916813571668131 17:0.9305835874670371 18:0.2682691735511916 19:0.661688481543462 20:1.67937450392257 21:-0.02505922829014103 22:0.5078563701113765 23:0.452995901821272 24:0.3423617075417873 25:0.06356921441428441 26:0.748035920959831 27:-0.2051691003733666 28:-1.281167303263815 29:1.095028988176432 30:1.291455717636122 31:0.3449804906178119 32:-0.5625383952517857 33:1.402965065805302 34:-0.8375933303688043 35:1.24083892700014 36:-1.459602768147641 37:0.2934775091340691 38:1.630896274866405 39:1.558826254465262 40:-0.163394362297686 41:-0.7137059923856927 42:-3.065871569063578 43:0.09612487877553205 44:0.8272992508252189 45:0.710806526908941 46:0.8277921293869865 47:0.801521306671012 48:-0.8145701917253975 49:-0.2850951521265057 50:-1.287578029287464 51:-1.455285473296396 52:-0.299020729068546 53:-0.3034811376280753 54:-1.360861800049197 55:-0.2706556629816749 56:-1.710854181135259 57:1.083692308900993 58:0.1582507814020599 59:-0.8130866970195113 60:-0.934829672702318 61:-0.1212085913161005 62:0.3924308045962726 63:1.449666018444435 64:-0.6068702294732997 65:-0.09000191311087863 66:0.0922877626741837 67:0.1950802636914299 68:0.4434490013758992 69:1.209547986560967 70:-0.9996445707316818 71:0.806975528197289 72:0.3127323448932202 73:-0.3657932904205007 74:-0.4041825859153382 75:-1.176510147948279 76:-0.789289582157482 77:-1.063028781714253 78:-0.5979424224911057 79:-0.7953663168949502 80:0.9252273479206631 81:-0.4790660140897147 82:2.384166348845018 83:-0.1167546024190962 84:1.372716070509796 85:0.7310050910386815 86:-0.4081005854051507 87:-0.4262992023193704 88:0.6447871007242391 89:-0.8988007704170737 90:1.004230559132568 91:0.346898794541441 92:1.349801005343451 93:1.081279203794925 94:2.787891626639193 95:-1.25783708654706 96:0.04444634095614373 97:2.323677648396852 98:0.2789370379105811 99:-0.9747672235341577 100:2.215455156743547 101:-0.9033170943144608 102:-1.548805368320131 103:-0.9639888354758884 104:1.455482508108919 105:1.994215455101407 106:0.9942438330378114 107:-0.02261422902616042 108:-1.567103444634074 109:0.3413139768589947 110:-0.3662964261561942 111:-0.9306975528773216 112:-1.791671416888671 113:-0.9217377608669939 114:-0.9295925387254577 115:-1.918773328203628 116:-0.0007057015875896177 117:1.056362619666097 118:-0.242822381697627 119:-0.08119566727693338 120:-0.5302359992169484 121:0.824876249083355 122:-0.1189200752935942 123:-2.561369467852253 124:-1.016048493643155 125:-0.8562599213973624 126:0.6939585625836975 127:0.8783714456147482 128:-0.0188544574446633 129:0.6433189701533228 130:-0.08285221948553717 131:-0.4171488768512696 132:-0.9128966932436977 133:0.8883742926052033 134:-1.59349848459915 135:-1.915422390400264 136:0.6814826393924368 137:0.2782885941314456 138:0.1769623692217058 139:-0.2271438459167426 140:0.3949142621574536 141:-0.9634546805134643 142:0.1701835388005804 143:-0.4098868057662972 144:-0.5042870015051776 145:-0.1382286509171741 146:-0.6904463532771878 147:0.3316537071566446 148:-0.04835572177061034 149:0.6990453443223049 150:0.6883877277856191 151:0.2733256847149699 152:0.6050018850362919 153:-0.4080314231491433 154:0.08859109455120348 155:0.1199364504599341 156:-0.7825650016875209 157:-0.3794025295108336 158:0.5838529429977071 159:-2.563750008081827 160:0.2459229780425596 161:-0.2245850967174553 162:-2.517744879309046 163:1.912871727802093 164:-0.2139543589977123 165:0.6581700923243204 166:-0.8936829748756172 167:1.216983425577478 168:0.9768230192533437 169:-0.6736604913706009 170:0.9266533121473347 171:0.7144891946456042 172:0.7675051621063415 173:-0.374415142454712 174:1.074277480700136 175:1.556471862527541 176:0.812165854879107 177:0.5325681851709086 178:0.694741128907597 179:-0.6769853223864323 180:0.4211720566401006 181:0.2224071623086621 182:-1.409406640376122 183:-1.634056958425672 184:-0.06093230358712391 185:0.7243115885845147 186:-0.7466430219752627 187:-0.3712388398653232 188:0.7508648922719517 189:-0.7127599529154546 190:-0.2466410356490495 191:2.585132755316919 192:0.8076918313551751 193:1.254920523512688 194:0.04061627127177397 195:0.5336330589710063 196:-1.333262064359365 197:0.7176932680266679 198:-0.7338078169583958 199:0.7839959723195741
--1 0:0.1958986234080215 1:1.411605738449451 2:0.5942319720883409 3:-0.1728031574209193 4:-0.6159170573896441 5:-0.1509792984894001 6:-0.09006218079856329 7:-1.205936519360491 8:-1.41572430803527 9:-0.7621241167843579 10:0.05709323816599356 11:0.1860425992932425 12:-1.13480790277645 13:-0.2058630869948333 14:0.1874007098631051 15:-0.7877375685684759 16:1.145284109522182 17:-0.2144698020570789 18:-1.138311397731226 19:0.8815827080189261 20:1.94285975937957 21:0.1909656439363359 22:2.093693519540388 23:-0.1806099550884415 24:-0.06850888980099418 25:0.3459481683039294 26:0.07548536194567913 27:0.03063174046828964 28:-0.5781946335460585 29:-1.505568058021107 30:-0.8659250145157846 31:0.7310473212634011 32:-1.147168020902273 33:0.06175485860692171 34:-0.7092207191484869 35:-2.192272261214218 36:0.1399518708978551 37:-0.3221061099127033 38:-0.1305483707945216 39:-0.9779240368525094 40:0.910154964976285 41:1.560488009201067 42:-0.9790427735457116 43:-0.4702950248066413 44:-0.5033063559219451 45:-0.1294482935228053 46:-0.0785975569965959 47:-1.347719933184122 48:-0.1933547936551536 49:-0.5147516095111021 50:-0.2239060661466953 51:0.8085976686645154 52:-0.0014577560626432 53:0.3863625694039412 54:0.1341070162188067 55:-1.209976980237842 56:0.1917206797220862 57:-0.06001455046328899 58:1.122462366479581 59:-0.009752705065049095 60:-1.061949882449808 61:-2.422736271629956 62:0.3623475253714314 63:2.658322701271408 64:0.5841468613285928 65:0.9151474683225742 66:0.5575385631858569 67:0.007129560357740774 68:-1.4420294561014 69:0.22465277515654 70:-0.8262557075028848 71:-1.209972086468631 72:0.7516396585780292 73:-1.07538107451902 74:-1.011023162293673 75:0.3432204365816803 76:-1.331351651418333 77:-0.663185681354681 78:1.379874504064735 79:-0.4700810473003375 80:-0.2194576424358282 81:0.2349281364222467 82:0.7583244443009791 83:2.059406748953479 84:1.271120938036975 85:-2.166318082171924 86:-0.08839817378139578 87:-1.754964162303758 88:-1.293862722097164 89:1.516009928905833 90:0.4044110937451121 91:-0.8820832639375562 92:-0.09437689044112964 93:-0.1987979859370123 94:0.03951620166603079 95:-0.7453885578141597 96:0.8888418063608258 97:-0.9728562919747222 98:-0.5507919292465425 99:-0.0724102515811129 100:0.6670857335089859 101:-0.1837182176278638 102:1.725021132127376 103:-0.4178744944597333 104:0.1463467288889455 105:-1.019800640120071 106:3.407823582496428 107:-0.3740033163684767 108:0.4316054413800918 109:-1.005983131778582 110:0.5630381308420778 111:-0.2035225669971156 112:0.3210515949040574 113:1.042585417030658 114:0.2540012978649794 115:-0.01149586172509639 116:1.007425613197161 117:0.9667745998392514 118:1.481127384409416 119:-1.137331781785829 120:-2.389676169643034 121:-0.7796774913265032 122:1.042989872611835 123:-2.908863279103417 124:-0.6653640132339903 125:-2.060800690421158 126:1.47613183622445 127:-0.8960107172132188 128:-0.7841595532539174 129:0.9949780412410204 130:-0.6471716907033597 131:0.408478149948734 132:0.9909909973555996 133:-0.9031034118203777 134:0.08211958390388908 135:0.08274353787799334 136:-1.085130063644437 137:-1.000744196501206 138:-0.4589215467157443 139:-1.217805003430183 140:-0.01139300830229848 141:-0.3794177302730385 142:0.7402755869135972 143:0.09654559838308256 144:0.0146937819705715 145:0.02405161792042567 146:0.7717264056396108 147:0.4716695733758803 148:3.10771091197997 149:0.2815765749085143 150:-0.002822934861294972 151:-0.5435446746215683 152:-0.3050157736707109 153:0.009027381481332608 154:-1.629853549466475 155:0.3782433978597798 156:1.15590953099775 157:0.2101119003590229 158:0.2553755906587496 159:-0.3660135971536791 160:0.1213271612823756 161:0.5187065646840642 162:1.456070741820477 163:0.667196071307244 164:-2.062165925279475 165:0.113129129568423 166:0.5391454884758407 167:-1.750537308976815 168:-0.2246344446610497 169:0.07726192883124183 170:-0.8512910549067442 171:0.2955319665624623 172:-1.915959804994745 173:0.1355052336165034 174:0.7917757465817004 175:1.939278779444999 176:0.6079675786283854 177:-0.5172068628967544 178:-0.4153835989188072 179:-1.418347858135647 180:-0.5370300484532973 181:0.5310802213424247 182:1.525759199716954 183:0.2800671652603144 184:-1.742382955239517 185:-0.932372962426222 186:-0.368392118866646 187:-1.070934211233694 188:0.4128251771592182 189:-0.4079172295442109 190:-1.95219102359981 191:-1.966630993037574 192:-2.602785089925139 193:0.09539505927695134 194:-1.449318686570653 195:-0.06033033229970191 196:-0.4239137743254654 197:0.3593004535163012 198:1.765724551578715 199:-1.287265770390281
-1 0:-0.44363968669043 1:-0.4916505974927166 2:-0.1599243925483727 3:-0.3385434215906904 4:0.6217123617208078 5:-0.6137738480894697 6:-1.096166522015231 7:-1.191696715482283 8:-0.3515018386956933 9:0.6780388406264549 10:-3.246786980780277 11:0.2796715278366515 12:0.2015207144612493 13:0.7223411857294757 14:0.4885124831791878 15:-1.10849359185624 16:-0.05609098065862611 17:0.7971064854486017 18:-1.304771928275259 19:-0.1116863954225788 20:1.10638867225251 21:0.7023512357318318 22:-1.633301208119615 23:0.1940842339019209 24:2.469244282329815 25:1.489589127547306 26:-1.226668768535554 27:0.7830056130868145 28:0.783090330723749 29:1.530537390093948 30:-0.3228268480752465 31:0.0499476848462535 32:2.308624787320423 33:0.6217730273631208 34:1.628926097288253 35:-0.3051535204437775 36:1.389853299702499 37:-0.6546042431102027 38:-0.9351135857020133 39:1.39458555885534 40:-0.7172939710034019 41:0.8628225933543605 42:-0.265906561528548 43:0.1763149200262207 44:-0.4963290696185861 45:1.144225455930156 46:-0.5623748905811419 47:0.6039565067374089 48:-0.5951736342863537 49:0.9922730364035361 50:0.7484944928542188 51:0.8378968226830927 52:-0.6922809571071679 53:-1.460865083555409 54:0.1686884597533833 55:-0.2845115890537566 56:-0.2859376216668398 57:-0.7331729345507161 58:-0.4337019179116573 59:0.2288486412533189 60:-0.2038839068897078 61:-0.699191696864217 62:-0.1006372282092841 63:0.6057490702120486 64:-0.3298526823320128 65:-2.320501568059281 66:0.9585206772554719 67:1.707072147904673 68:-0.428979751549452 69:0.5968293307120709 70:-1.530230854826556 71:-0.5842067228180728 72:-1.158818589044898 73:-0.3619027335640934 74:-0.0457683575809879 75:1.357815494657918 76:0.4420788852261723 77:0.1966568894273089 78:0.02022942923491912 79:0.621799012931847 80:-1.339882560287462 81:-0.009017298427215697 82:-0.5791074657346557 83:-1.321788592272317 84:0.0957973748237963 85:0.2532833827196651 86:1.687189820530178 87:0.4815862181434907 88:1.466807649932938 89:0.2428893115348575 90:-0.2571331531643655 91:0.5654752791489285 92:1.548137278765699 93:-0.2743357506167461 94:-0.4942379638619991 95:-0.8817503224400277 96:-0.6903795724688155 97:0.6227008133034682 98:0.155419859720056 99:0.8987187621070477 100:0.9470674932770045 101:-0.05840969298524464 102:-0.1222536347898997 103:0.4294765137582175 104:-1.148036619687347 105:1.179630185120784 106:-0.08609983531849968 107:0.02682275880687417 108:1.010829447345841 109:-0.1806575423196459 110:-1.407160145764818 111:-0.8093904365939912 112:-0.7059340237029194 113:0.02013934710458025 114:0.2591590381629979 115:-1.605090011337341 116:1.259127437767037 117:-0.5873807396510355 118:2.331208722446855 119:0.3822154655243759 120:-0.1271061824286537 121:0.4958955968527873 122:1.628631698431173 123:0.4096198210253632 124:0.9969587263413227 125:1.524284624055431 126:-1.154965225592308 127:-0.1071692726882623 128:0.1020098907691285 129:-1.684347581636727 130:2.133797590519028 131:1.768312445067769 132:-1.649835348677758 133:1.110872700887958 134:-0.8439625247709212 135:1.54992012883406 136:0.2076276903751632 137:0.8876172760323053 138:0.870891628039673 139:0.4341063064184684 140:-2.835518989759528 141:2.173206220617868 142:-1.242649052741049 143:1.376094630159176 144:0.004039110107005631 145:-0.4307249585943199 146:0.8061789893700647 147:-0.8610484625131903 148:1.428652040436624 149:-0.7145823832610402 150:-0.3242946508246768 151:2.147023760882835 152:0.2137754898406744 153:1.702357337388597 154:0.4268846567099345 155:-0.5007663791286852 156:1.283532674897774 157:-0.9328710985354339 158:1.743870347242093 159:-0.6136975577301795 160:1.525221064812622 161:1.391472022733569 162:-0.7616781222615301 163:0.1060936185524973 164:0.313065103086603 165:1.286086014504438 166:-1.015052594442458 167:-0.904977569357434 168:-0.9991493140695775 169:1.715278110162844 170:-0.4480721716762821 171:-0.2813164571325834 172:-0.4089384995336696 173:1.410327838436005 174:1.787326049864626 175:0.9268642528090892 176:0.3618693834750428 177:-1.029888911803069 178:-0.8315714716402532 179:-0.5002624771770747 180:0.6710636595366851 181:-1.090624959494605 182:0.9469130369421179 183:-0.3751436732682697 184:-0.4962736372680905 185:0.5547951827369619 186:-2.438811629043542 187:0.2948572117767894 188:0.6209898941204756 189:0.8200706838935521 190:0.6746266481412772 191:1.581514849575381 192:2.044814595525592 193:-1.360988856719564 194:0.1605679708699788 195:0.2931512875244395 196:-0.5477802766615567 197:-0.4725203584602977 198:-1.066969610890716 199:1.52120987860187
-1 0:-0.195320983948539 1:-0.3394082288893792 2:-2.542172449338027 3:0.3055799058817182 4:1.266819414576936 5:-0.4151225537079982 6:-2.043577717657411 7:0.3307930594637796 8:0.8229770383235848 9:-1.69320725795262 10:-0.1906920942887854 11:1.255471676526973 12:0.7348352036692987 13:-0.9566874128663641 14:-1.358498192170049 15:-0.1989183881034667 16:-0.965301481526105 17:0.8983149937003191 18:-0.8686373782361674 19:-0.3143279986852598 20:-0.1483054707394852 21:-2.636222444712562 22:0.7471789793272101 23:-0.4576483000892911 24:1.557136799223155 25:0.6997967295604781 26:1.131473287513679 27:0.2843274271171704 28:0.3791087221223732 29:0.1710691477873429 30:-0.9648726532992872 31:0.635308416824001 32:-0.1913395889401783 33:0.4091335746173184 34:1.515368851006758 35:0.1331152739609204 36:0.8631285313413094 37:0.7859303453116505 38:-1.169221414890768 39:-0.02638707819695686 40:0.9393920569251052 41:1.090838958905867 42:-2.280463112115427 43:-1.421464181279586 44:0.3512784298003802 45:-0.5525235946087731 46:-0.3598657148358412 47:-0.07999847713021799 48:-0.3094326046923326 49:-0.800262779611348 50:1.505653620077236 51:-0.5922311036075514 52:0.7833804395476869 53:2.545664473861902 54:1.07265994013582 55:-0.6885316051679741 56:-0.096924178225044 57:0.3742566397961206 58:1.138912678974236 59:-0.912325565987691 60:-1.579279308250718 61:-0.2707155378591726 62:1.147935437078072 63:0.05510449667605906 64:0.211588102452969 65:0.688940874428966 66:-0.1712965619047614 67:0.6583629692895171 68:-2.022371017904288 69:-1.68230893958437 70:0.8057867502330299 71:1.273428253702679 72:-0.2584096511959513 73:0.6567081248964344 74:-2.233432810562518 75:-1.069971467601636 76:-0.2656289820532269 77:-1.628142672017234 78:-0.9616137482853193 79:-0.9737987727791081 80:-1.232270733746542 81:1.620297732141218 82:-1.088342457767936 83:-0.801273952598156 84:1.851184109136066 85:1.049667911896734 86:0.5370530170566361 87:0.7102579502570259 88:-0.3789143442026031 89:0.2327874040139398 90:-0.0775246122817695 91:0.06931109429027427 92:0.3860194532394522 93:0.3636300152896852 94:0.3154980487070892 95:0.7358246643637854 96:-0.2520836220583466 97:0.2722182696423089 98:1.032396809138661 99:-0.3368651421973425 100:0.9229096743824076 101:0.1292139970623472 102:-1.362281460094131 103:-0.5199515503107579 104:-0.7545384775834584 105:-0.4476545727351547 106:-0.9484139941560246 107:-1.944979728895749 108:-1.196419816746039 109:0.412152266865581 110:-0.6933180768611642 111:-0.9438473002961316 112:0.03098234633333527 113:1.166945610321082 114:-1.013587878821565 115:0.9743129022510399 116:0.29152109188122 117:-1.348343929155989 118:-2.062295720499366 119:-1.509472321963603 120:0.8648662989568451 121:0.3877226698651791 122:0.2140598162618769 123:0.4814560788407191 124:-0.06410321948777145 125:1.146733948944736 126:0.860738840873259 127:0.8167776899520927 128:0.2401174196768727 129:2.322685007019653 130:-0.1819970283445434 131:-0.1901332265843907 132:-0.7802323345438505 133:-1.482517812460429 134:-0.2641750043759357 135:1.965317579658878 136:0.7944811135691064 137:2.251386830831557 138:-1.054115286590305 139:-1.173192288886868 140:0.3751135528533349 141:0.05843393856359129 142:-1.485938544525913 143:-0.4449376650241477 144:1.499862287273805 145:-0.2177854919704154 146:0.1007699741151467 147:0.685944132206505 148:1.704984114460113 149:-0.9816310005426585 150:-0.7443384616317996 151:0.1815673634394716 152:0.7679616282122604 153:0.8662279984394118 154:-0.1703511146278575 155:-0.4978884817463701 156:-2.18332308621117 157:0.06832328075787159 158:-0.8851623573644645 159:-0.06085762092437077 160:0.7793934119916643 161:1.382256939132686 162:-1.295842566980397 163:1.496467455775993 164:2.410974878451877 165:-1.05534963250561 166:-1.24634454049225 167:0.2974089967148907 168:-0.4239523168910383 169:0.2721056561088188 170:0.4306292630231257 171:-0.04013104985400207 172:-1.452850831275492 173:1.527356491471612 174:-0.8094628611077617 175:1.625750376201888 176:0.9823286486337316 177:-0.663153579137758 178:0.9078883066061015 179:0.8450769033196163 180:1.275596180273708 181:-1.368486305788341 182:-0.4609480204587724 183:1.22732247210309 184:-1.341390154918353 185:-0.5341220356264549 186:1.227419130206314 187:1.051949195095542 188:0.5217075870163357 189:-1.283643782484021 190:0.3964855133048035 191:-0.3335121164871687 192:0.4361140625260929 193:2.074799767406052 194:-0.04221860400148535 195:1.419670601631673 196:0.1918983268456994 197:-2.043512181256185 198:-0.9902695262800764 199:-0.0350947067824938
--1 0:-0.1883455761462199 1:-0.4241709485127619 2:0.8370873580877169 3:0.07161560121911131 4:-1.224487361522674 5:0.5375088295393351 6:0.9630449459408424 7:0.1568203696989428 8:0.265779043251358 9:0.07187317730741459 10:0.07514281683102032 11:-1.464145800611516 12:-0.1393153989348303 13:-0.8856393485045682 14:1.399625317922335 15:0.3542079014889117 16:-1.785834858638183 17:1.015050889150348 18:1.320554379878297 19:-0.6789218170279446 20:1.599562731629483 21:0.5510162644488293 22:-0.4897661110361602 23:0.04194991924453346 24:-0.194348337098606 25:-0.7738091105026923 26:0.3064795225043368 27:-0.7548670419674732 28:1.067697118746536 29:-0.2651665144540832 30:0.6905065826356038 31:-0.4150320848350849 32:0.850920825513826 33:0.2263223332205817 34:-0.4135871566507439 35:-0.2548287066349159 36:-1.087844957963637 37:0.2394872858994194 38:-1.284863426865711 39:-0.5857212103649821 40:-0.07562976999456364 41:2.282141375166292 42:-1.515184525349922 43:1.126131784187666 44:1.249818439820869 45:0.6330222903311634 46:-0.5807986208362812 47:-0.4192294152147146 48:0.1754828177748318 49:0.6532856886964387 50:0.5567106971300311 51:-0.04798294250608701 52:-0.09228987819167855 53:-1.978729324451077 54:-0.1120495786859462 55:-0.7918004342049104 56:0.4636041668848715 57:-0.8417058063920724 58:-0.6589671736931311 59:-0.1459464889154534 60:0.9404933228821477 61:0.1440651037993452 62:0.4837940464209116 63:-0.3216192893757821 64:0.2122031238277227 65:-1.153349875773534 66:0.7208851169642381 67:-0.1727388672722143 68:-0.8582567325654997 69:-1.475757552574914 70:-1.494286604763351 71:2.066129656190603 72:1.836860209985752 73:1.105235468475424 74:1.114916812422043 75:0.6040184461254869 76:0.03083397154452152 77:-0.6281847344816835 78:2.419472076045587 79:-0.0403285369905023 80:0.01839299121715771 81:1.404274119857162 82:0.07539104614763381 83:-0.3610542741698617 84:0.4460875714113935 85:-0.9428829466533509 86:0.1028992596716429 87:1.544651646191087 88:0.7820963273841905 89:0.7075382495794313 90:1.458487298317913 91:-1.295018771987442 92:0.07645704920821113 93:-0.4754933015927041 94:0.4266235938540993 95:0.5007531601006104 96:0.3399475726850826 97:0.5962442574090012 98:2.146624059546927 99:1.475709710079163 100:-1.436543072331763 101:-0.5401297712382263 102:-0.4254494199853009 103:-0.5072828472190996 104:-1.387394008102933 105:2.252086571585937 106:0.5171229782349003 107:-0.2137940783634644 108:0.4923834249385399 109:-1.011099288235541 110:-1.162194161904566 111:0.4956976645905533 112:0.07180149577299315 113:-0.4027175781728551 114:-1.145707255535023 115:-0.8204082694590384 116:1.738802316171953 117:-0.1117026565116139 118:-0.09266332643189823 119:-0.4694446923959981 120:0.9634171079676439 121:-0.936090055383339 122:2.850323025575515 123:-0.2963337080980809 124:0.09440400505169973 125:0.4632100204601078 126:-0.7202258787374016 127:-1.663830115524537 128:0.2205158465641966 129:-0.4920439329792741 130:0.06649238835736554 131:1.771789511382571 132:-1.653622859216521 133:0.5758385738234378 134:1.469884193318911 135:0.03041091691623161 136:-0.5580000222280552 137:-0.6866901188798742 138:0.3061688234868405 139:-0.6267394271927209 140:-0.8302967874129155 141:-1.325148189122293 142:-0.03411420220007139 143:-1.769203444497605 144:-0.6559787720539788 145:1.017039216972828 146:-1.29650220419356 147:-1.020592528979276 148:1.775993551416874 149:-2.057525722057168 150:-0.5105757530050878 151:0.7502858169912734 152:-0.6664650987745282 153:2.082503263617354 154:-0.5909456101371521 155:-0.3108214037940185 156:1.25647525658843 157:0.1453468941497176 158:0.3822652556795589 159:0.0637085632256999 160:1.687553528286594 161:-1.40815564162835 162:-1.166997823192153 163:-0.6988786974940621 164:3.005875610171719 165:0.5138820692709323 166:1.11656801896521 167:-0.857460542425925 168:-0.8738746054031041 169:1.60700184322002 170:-0.6361470236979525 171:0.4715865538482483 172:0.175033933170416 173:-1.40726660581312 174:-0.9163427240325595 175:0.9604017417508393 176:0.8146402632003679 177:0.8671258202200477 178:0.6178027739450435 179:0.603928297623338 180:-0.1192498138711071 181:1.164216062012212 182:0.8844796489889294 183:-1.243675378814353 184:-0.7629983160905591 185:0.5721634944353591 186:-0.3819118726523753 187:-0.4303986811718872 188:-1.625737057702326 189:0.01927613284591024 190:0.4179327644646002 191:-0.1282575129927322 192:1.487463394366958 193:-1.114422127605667 194:-0.3048935228997691 195:-0.2258683429996843 196:0.9219511936143913 197:1.77815338503326 198:0.1909068573950671 199:1.116343393480618
-1 0:0.304422196221855 1:1.366280000191238 2:-0.02204963895531553 3:0.8108989546631594 4:0.3360595821218803 5:-0.1376051007353463 6:2.652818975255909 7:1.222135459978874 8:0.7034652179221633 9:-0.4169696424761267 10:-0.1086172746376342 11:-0.720764744031681 12:-1.629638360926557 13:-1.560833267542733 14:-1.400503524775153 15:0.4519640846190849 16:-0.2388601300738783 17:-0.8253977371431115 18:-1.618731660515232 19:-0.1951578356224446 20:0.1146006355558271 21:-0.9883737748964357 22:-0.03459410606900436 23:-2.64038581357801 24:-0.1692716003251237 25:-2.381066806125923 26:-0.443871100550465 27:-0.140959350904028 28:0.4796288454019498 29:1.932816289011552 30:-0.272762022506624 31:0.2527693935106907 32:-0.03070955850581754 33:-0.2890522285910354 34:-0.9916719926090425 35:-0.2177385826739729 36:1.422711171760551 37:0.1001985928590709 38:-0.255612952210485 39:1.065404994240777 40:-0.6240720016109081 41:1.556525355241815 42:-0.03382365870905057 43:0.01780940305402306 44:0.7899950645077527 45:-1.358254325351381 46:-1.713850146234161 47:1.977818326066599 48:1.410325827722029 49:0.06443214127753079 50:-0.06477958162022535 51:1.190972562945886 52:-0.5349281061974503 53:1.116891901787159 54:-1.112477397351437 55:1.093760799963829 56:1.016751424683384 57:-1.231952981229737 58:-0.06273553359359652 59:-0.129786956289291 60:-0.3621685884670341 61:1.131268837604155 62:-0.1591726418651492 63:0.4708812466824014 64:-0.2404322738983254 65:1.659943451436658 66:1.060669799749352 67:-0.8482128891350108 68:-0.7372075303393109 69:0.4574552540361049 70:-0.5263379109974872 71:1.34366196616636 72:-0.243385774526389 73:-1.050722976707136 74:0.9587957352792257 75:-0.9780212943036369 76:-1.242904583672544 77:0.4982813505116545 78:1.493257422176919 79:-0.8853855457578212 80:0.298224723615898 81:-0.07594350030176858 82:0.01832838037997211 83:0.5502794390993417 84:-1.387031895309249 85:0.3735738237457896 86:-0.8112417524513561 87:-0.8963052412812282 88:0.7145701816864397 89:-0.1249327389934491 90:0.2643671954363839 91:-0.2140211807955715 92:-0.1924404494219336 93:-0.2022741373997177 94:-0.2347546865020756 95:-1.389526234485229 96:-0.3563862389331488 97:0.1250438838617484 98:1.396377655811737 99:-0.3660366092437554 100:0.2545567915150184 101:1.623946858285203 102:-0.9122932953755103 103:-0.3582466411342696 104:-1.926794127244357 105:-0.1555859881134947 106:1.989580202316158 107:1.756136430910804 108:-0.2166652255015709 109:0.4818495217382691 110:0.5739078612548287 111:0.275175277177411 112:0.7429791705409633 113:1.343546145983916 114:0.04741424324429212 115:0.0131762121892719 116:1.194009117858327 117:-0.4306762256446329 118:0.0002657567364411959 119:0.5065942021919417 120:-1.469954747196793 121:0.8043620896140906 122:-0.4982719202151993 123:-1.698053459191242 124:-1.984325615527971 125:1.395078200038377 126:0.3337697444351359 127:0.8793317436069638 128:-0.08714023341076253 129:0.6727181310850244 130:-0.9671060749944836 131:1.488647646412559 132:1.413332648091645 133:-0.1725463481389164 134:-0.5715601172304999 135:0.01601357784899682 136:-0.2324472257458421 137:1.071462156931855 138:-0.5078759840361532 139:-1.011826207064072 140:0.9555685229885931 141:0.1799795399413962 142:0.772703088220445 143:-0.7325741418818669 144:-0.7710714198937275 145:-1.165835835506245 146:1.682674376371552 147:-0.427496396017498 148:-1.179535956039835 149:-0.1622600065902352 150:1.137154721503059 151:0.4986670625898916 152:-1.257241330727662 153:0.0775953517361879 154:2.156120699496433 155:0.5413812330792412 156:0.534778948012705 157:0.2658116248741681 158:-1.172831947781869 159:-1.018320676662281 160:1.447448928210231 161:0.2326838488703496 162:-0.3348484777352296 163:-0.8160295254254498 164:-0.6878718665606058 165:0.9631450929964269 166:1.796457832615486 167:-0.3425955901855355 168:0.7454071643233547 169:-0.2068372117602031 170:-0.7647915034583591 171:1.253404366822963 172:0.2014228842425629 173:0.8754291373466693 174:0.4218062197451959 175:-0.4790328027160782 176:0.5722195793712176 177:0.03507676846067351 178:-0.5623091468222131 179:0.9321000106876629 180:-0.8998941767407062 181:-0.2731766906138678 182:-1.374087762066343 183:-0.3225659362375227 184:-1.234531359582834 185:-0.06611512848120885 186:-1.773284136836652 187:-0.9471418113243599 188:-0.3463752066391633 189:0.8306937888784667 190:-0.7521280990983407 191:-0.8750165047096462 192:0.6314750833762922 193:0.5158368191571356 194:0.6278845272736734 195:1.938603414956633 196:-0.715108431554219 197:-0.8925869266403583 198:-0.1904066966019419 199:-0.8126694006785127
-1 0:-1.050821119634117 1:0.0469720946090089 2:1.197079901614502 3:-0.5948587123278588 4:-1.586187779419095 5:-0.6833506157407656 6:-0.9567010477796151 7:-0.7138839280108532 8:0.5295906758078303 9:-0.8328943252870661 10:0.07869703479960692 11:-0.1085705176183745 12:0.107526342275046 13:0.6698190694113743 14:-0.1844707772407592 15:-2.095907978163471 16:-0.3271520360866003 17:1.345875899404286 18:2.026186775681662 19:0.5003463743628911 20:-1.125653874314942 21:-0.6735994217603627 22:-0.8317720693729836 23:-0.4401078761670442 24:1.187478484245239 25:-0.368488309533021 26:-0.01666111083823878 27:-1.417517199506507 28:-0.06425027506771372 29:0.05282517659388063 30:-0.5598637645701565 31:0.5372579204109801 32:-1.843558664932275 33:1.11630871123431 34:-0.1299410758211684 35:1.730297742381833 36:0.05522054846853544 37:2.798163976696177 38:0.9205782324241167 39:-0.3277753202324348 40:1.942192786336638 41:-1.252675601253052 42:-1.468056471427333 43:-0.8341151987917741 44:1.469343550335437 45:0.5333539604450148 46:0.3565359944792525 47:0.1134959585068918 48:-0.1208786497957984 49:1.016070791933903 50:0.2914937489999034 51:0.4186613089422448 52:-0.4981856916094157 53:-0.0525634463533255 54:1.303267220946699 55:-0.09018887896956915 56:0.2449082907255263 57:-0.1756579409123783 58:0.08136804681165008 59:-2.039882222425904 60:-1.07108251549014 61:0.05928422876907555 62:0.5081860002184941 63:-0.407260803740148 64:-0.6239388775947834 65:-0.8344332071775824 66:0.3523779300410432 67:-0.1102506899324874 68:0.07298917498900466 69:0.9308808800681506 70:0.3529993763767345 71:-0.4492233770314618 72:-0.5679337358155641 73:0.2359136253008516 74:-0.8439223233376634 75:-0.7030601608687177 76:-1.169725260690446 77:0.940088847978263 78:1.645146687191796 79:0.6014363975596424 80:-1.044337078014836 81:1.151833124110825 82:-0.2904532319815978 83:-0.4899538916783232 84:1.076913624878803 85:0.2084581734540704 86:-0.9832430405242037 87:0.9348165346753017 88:-0.4825601476506807 89:0.1115907600808077 90:-1.706137467821381 91:0.5900545743115877 92:0.2969330520323413 93:1.214587403580641 94:-0.4392591271177799 95:-0.5869412758604993 96:-0.5332328159921262 97:-0.02888086442452043 98:-0.4076529308782287 99:0.418754329512838 100:0.1710442833657611 101:0.03065383239634306 102:-0.9008446823950722 103:-0.8036290045788672 104:1.136004251152726 105:0.3895864028308854 106:1.180943098445032 107:1.237699367464974 108:0.5547267736144035 109:0.9010558403438338 110:0.2704699634190277 111:0.39826802714209 112:-0.02925914880360047 113:0.5555440941926246 114:0.5612240379564848 115:0.3572127945962115 116:0.3570737205241101 117:-0.4324551498606627 118:-0.4507079434805789 119:0.4193473698148831 120:-1.735026141088668 121:-1.168907306151933 122:0.8670113279636169 123:-3.679706467629478 124:1.122786213301253 125:-0.2781134819967104 126:-1.184908157626825 127:0.5250406187247081 128:-1.587114645846429 129:1.361453552679184 130:0.1850945184915167 131:-2.311477681733593 132:-0.7056463853512049 133:-0.2726825320348024 134:-1.169845734081087 135:-2.549838849024445 136:1.278774971534588 137:1.587482209482409 138:0.1843239394395394 139:0.2620887693832702 140:1.372750202158135 141:0.5708161278944772 142:-1.825686468637947 143:-0.9900184994516402 144:-0.1465067891656988 145:0.9941204850178517 146:-0.860129042076308 147:-2.110221637834508 148:0.4071661084124917 149:-0.04984288748754527 150:1.292940517198819 151:-0.8546542013525402 152:0.0946488253370751 153:1.086715455303709 154:-0.6208620753972293 155:-0.5265157707517095 156:-1.952541412390448 157:-1.177174696973229 158:0.6597556312999476 159:1.495463250240175 160:-0.03963777490509357 161:-1.08884574889878 162:-0.6371924172341231 163:-1.115633679395718 164:0.5965360439571101 165:1.286593204628411 166:1.106473303270968 167:-0.1841256454407908 168:0.3121098738248994 169:0.0173171285203776 170:1.438729104495414 171:-0.6787006543937399 172:0.540536608369087 173:-0.50503731496788 174:0.8347179533793105 175:-0.2991692063409618 176:-1.630614753629372 177:1.064319519701995 178:-1.628692084824129 179:-1.106852026136216 180:0.1935271166062959 181:0.84132504348364 182:0.3060676829602912 183:0.7070152434673995 184:1.020172860387675 185:0.6013769951052428 186:-1.196848113749939 187:-0.6552652312923366 188:0.239703502894532 189:1.441925150987889 190:1.494382458814362 191:-0.05710750116146164 192:-1.145938361062924 193:0.7211302330229638 194:-0.06912759988271915 195:1.259782363429468 196:-0.7155010025492754 197:0.5051357542605681 198:1.147847618375069 199:-0.9647101477039203
--1 0:-0.2801098760067335 1:0.7811485388769388 2:-0.5307327799078144 3:-1.593019417463763 4:-0.323251011202418 5:-1.344017416158692 6:0.8616060519205426 7:0.6714065381023357 8:1.32158063395538 9:0.04214227675861153 10:1.620552953920978 11:0.6942109456100523 12:-0.4330809408533365 13:-0.702769894895142 14:-0.1843401093183581 15:0.5326212283703039 16:0.4468887173284464 17:1.532013888750775 18:0.3553598604450885 19:1.248155336177661 20:0.8229849707918786 21:-0.6808831690064694 22:0.6248520860341059 23:0.3687032625481929 24:0.7793219278485093 25:0.6204878064951342 26:-0.422323637644251 27:1.088360315450675 28:0.4769367855890906 29:-1.449075135507205 30:1.438358628569481 31:-0.006398215124156132 32:-0.8577948322855796 33:-1.674937697314716 34:-1.213331653592587 35:-0.077867821260467 36:-1.241219531994077 37:-0.5053935492904373 38:1.15173776932468 39:0.08756808160573396 40:0.2788727894804277 41:-0.1050110796905278 42:-2.952131245065068 43:1.848039234574 44:-3.273080999649181 45:-0.09937310360924945 46:-0.3235640073694655 47:-0.2091660157165794 48:-0.604449868986847 49:-0.7189523605823485 50:-0.1914207749645161 51:-0.8879501642917774 52:-1.889014622472383 53:1.389770910755788 54:-0.9615245890638765 55:-0.3232603532125624 56:-0.4314218928746141 57:-0.7133634720421123 58:1.113312914177335 59:0.9314222601094663 60:-0.5027402868876807 61:-1.618104730695665 62:-0.6738605412902677 63:-0.8048782693967783 64:0.5448052937901177 65:-0.4697628910674763 66:0.4947020926951428 67:-1.106075577100368 68:0.05055800101416243 69:0.8935825163712883 70:-1.499575273213751 71:0.4610408730232376 72:-0.2622151727640981 73:-0.9646350900228232 74:-0.3773337682629612 75:-0.2255951207093869 76:-1.334494653867597 77:-0.5184751089127435 78:-1.361919518358487 79:0.4157218064812525 80:0.7657445861211244 81:0.8559318747101776 82:-0.7602629086313811 83:0.4493194534931615 84:0.181164876577816 85:-0.3873690972524537 86:-0.8472364424322484 87:0.5477235836522251 88:0.3235248469934801 89:-0.6460962795323633 90:-0.1205103198987807 91:0.3847534580267851 92:0.2830347829197921 93:0.120097725203002 94:-0.8164123082003295 95:-1.243420706360888 96:-0.3173986174392232 97:-0.3137721651722798 98:0.2524228558910321 99:0.3770556132269662 100:-1.099037565113955 101:0.966441525613127 102:0.151036480453682 103:0.09089821023035835 104:0.2232186825891712 105:-1.033705052641479 106:0.1750087229414985 107:-1.002682173881227 108:0.3246404853672722 109:-1.884062273934587 110:-0.05601431919798034 111:-0.928219951147874 112:1.000579155013832 113:-1.663093475645353 114:1.02302143399905 115:0.3870340943093434 116:1.092881408280393 117:-1.096203528150755 118:0.4813726474766555 119:1.934145072169204 120:-0.3156769096971397 121:-0.1459712272897611 122:0.1802559160712586 123:-0.2909945361430237 124:-1.281128346239658 125:0.236116415882159 126:-0.5486828386930162 127:1.86037211132873 128:0.04290739213833691 129:-0.6100291908229928 130:-1.299188494701818 131:0.1641986831684611 132:-0.5394399028586651 133:-0.4149233491387259 134:0.4773546217861049 135:0.8061354096491887 136:1.909003132409014 137:0.2574547228458182 138:0.4830187334184978 139:-2.504358016598375 140:-1.164893036244157 141:-1.586619657444879 142:-0.6352622996764618 143:0.1849695390461792 144:0.04991058153218011 145:-0.5416609661669501 146:0.1448657080132443 147:-0.3454784912557217 148:-0.06161015848226599 149:-0.851570740843548 150:-0.4399251932208066 151:0.2856992297032955 152:-0.2489516106917881 153:-0.1293760778188153 154:1.064994899349296 155:1.466122798606326 156:-0.1050017613295289 157:-0.9181219447367456 158:0.04029451905105486 159:-1.484116018833421 160:1.706594429655939 161:-0.2189377853944504 162:0.289300437537419 163:1.35865616260582 164:-1.607867748884887 165:-0.1364235353093673 166:1.390276539988406 167:1.26995568727197 168:0.4876543273047193 169:2.88150104882423 170:-0.09924182183067347 171:0.4590275781117621 172:1.248780988945526 173:-0.5744716946418762 174:1.178906718275068 175:-0.07199540961939181 176:0.3240815280873756 177:-0.386763146394943 178:0.6853202957556873 179:0.335782689225448 180:1.243110400817417 181:-0.04246320173460934 182:-0.4327734703485306 183:-0.245237703233625 184:-1.743430702429491 185:0.790895869521096 186:-1.714920391778871 187:1.539217151110046 188:0.8632776134904231 189:0.1651673395637921 190:-0.3538452419543872 191:-0.6245205848327535 192:-0.6839584294702571 193:-1.714521569170712 194:-0.281955086815292 195:-0.440808289973022 196:-2.047387142599041 197:-1.587385706039993 198:0.7068243248790615 199:-1.010498360405465
-1 0:0.5554292295540247 1:-1.294239423885869 2:1.168947515607531 3:0.04178666602056236 4:-0.3775005417697792 5:0.4117942181479414 6:0.367485937007 7:0.9361954356947851 8:1.410925654274621 9:0.02201895503224869 10:-0.05177804418928056 11:-0.1131023211177611 12:-0.6322723417610956 13:-0.07252920040198725 14:-2.226312449252811 15:-2.238624886771939 16:1.535281248829002 17:0.7065402555631923 18:-0.1623621095362463 19:0.6101674417930676 20:1.309226267212496 21:0.2271380151330363 22:0.4198604713838162 23:0.5582271542657722 24:0.508337881227478 25:-0.2291024574949705 26:-0.396218387714485 27:-1.450957986581682 28:-0.5022569729244437 29:-1.761790513752258 30:-0.1227586514284106 31:-0.3312736338965699 32:-0.2089718871767197 33:-0.7525880769913594 34:0.8246669123303156 35:-1.310607601712707 36:0.6278996892419739 37:-0.5826136417741821 38:0.5928379062157282 39:0.06094942063052994 40:0.5446552918688405 41:1.06489818063451 42:0.108107747945198 43:1.911809290713222 44:-0.5922054042328178 45:0.06966785494623892 46:-1.641999634953663 47:0.8584388902349622 48:1.457866617028047 49:-2.795677207348207 50:0.2846393384001549 51:-0.3691268516292842 52:-1.584032016347176 53:-0.07900425375697852 54:-0.517581967035693 55:0.09147050065685713 56:-1.407592448483854 57:2.181074877410714 58:-0.2006444820897894 59:0.2982054404425117 60:-0.7716120231318325 61:0.8944001409663211 62:0.08853917728478321 63:-1.034431505496208 64:-0.1819442017885868 65:0.02388769226804761 66:0.09362763267018513 67:-0.2109047781821883 68:0.4464045763520255 69:0.2315054873038641 70:-0.8181147044250393 71:-0.7189441490890621 72:0.4208536423507196 73:1.032317937621334 74:-0.6329161619256999 75:-1.200806525531156 76:0.01886736095162829 77:-0.611528180680289 78:-0.4559885146710725 79:-0.3172778914132612 80:0.3256827527426983 81:1.017687713165299 82:-0.3790854607968597 83:-2.02321239996531 84:0.6870735027355221 85:-0.4870202813200172 86:0.865108435914334 87:0.1040973703366031 88:-0.6878477894450912 89:-0.4204426418030686 90:-1.241582173817715 91:-0.2117315426064248 92:-1.305593728435642 93:1.328675865469217 94:0.3906786989686294 95:-1.105411322210479 96:0.4386520568093771 97:0.1250637419655935 98:-1.351252394884776 99:-0.4752771067193345 100:-0.130043500976832 101:0.5141587965180042 102:2.085760904549559 103:1.743775442930308 104:-0.418853608287119 105:-1.593942328132113 106:-1.551316440063122 107:1.936277365271908 108:0.6346029341493793 109:0.7612005603893425 110:-1.106006405753744 111:-2.090019567546622 112:2.014867924107306 113:0.07992596308601495 114:-1.063993691564896 115:-0.02278264120712043 116:-0.3638225860902598 117:-1.19420585319678 118:-1.011182739846252 119:0.7537999586529787 120:-0.5212421650045068 121:0.7029286994256276 122:2.07544103076463 123:-0.3881995008083516 124:-1.031793617037587 125:0.001638736190272595 126:-0.04360598133724894 127:-0.4713448619137039 128:0.2301060092047882 129:1.271457343895983 130:-0.3663609105130072 131:1.700007291108456 132:1.22432085032697 133:-0.3187987611268051 134:-1.293043442211232 135:1.278092039764511 136:0.9060645104172972 137:1.380172014512467 138:2.583534949747262 139:0.3964680079951596 140:1.705992890668152 141:1.318172487994823 142:-0.2793647879322528 143:-0.9906818638286293 144:0.22474064888529 145:1.208736194700333 146:-0.3689655254198867 147:-0.2958324620972647 148:2.708929548392462 149:1.309794546759015 150:1.311953220523939 151:-0.6042132127504832 152:-0.2256239788201541 153:-0.248498323350184 154:1.92099775221563 155:0.07902983942823653 156:1.672018436204041 157:0.8325183104498938 158:0.1224046532358217 159:-0.5474091664342109 160:0.2027204447438906 161:0.5437355505340006 162:-1.112683500720014 163:-1.235736660744663 164:0.6726285335066968 165:-0.71055967260109 166:0.9652901971449537 167:-1.764762647511407 168:-1.453789461238541 169:0.01622853318672406 170:-1.336497653127982 171:-1.230280423404009 172:0.3218800462278684 173:-0.638636874626207 174:0.3826519785098328 175:1.045085375270897 176:-0.7362096925849539 177:1.798651118760293 178:-0.3209134812972743 179:-0.8315563664379363 180:0.0032169470918769 181:-0.8207706583950247 182:0.3299567506859297 183:-1.600371576464689 184:-0.0896756866134083 185:-1.53021916930365 186:0.3664262510479319 187:-1.718010855780305 188:-1.437142435379101 189:2.075211445683046 190:0.9819269324259579 191:-2.285204697446899 192:-0.6479294693853 193:0.2479032511582876 194:-0.7134031954934759 195:0.4058851518764058 196:-0.5669428798537055 197:-1.484712958264088 198:-0.9102245602108351 199:0.5541617837830743
-1 0:0.7041833130648907 1:0.1872650851570467 2:-0.3013478580013948 3:1.761176066077204 4:0.8200650888647878 5:0.3692826406068402 6:1.102025041403928 7:1.621086022412304 8:-0.9543180841553224 9:-0.9813409298893878 10:0.3810400421565229 11:0.6329112917706587 12:1.723369186051984 13:-0.4897928647642783 14:-0.276028455753265 15:0.3002350400678224 16:-0.4611720209409308 17:-0.2754107165540299 18:1.452368336205884 19:-1.172193680831482 20:-0.8078555868946562 21:-0.7928648858488346 22:0.2621317574030891 23:-2.567880935354989 24:-0.5510407440258775 25:-1.131165203712393 26:-0.05024364008259424 27:-0.3289674080527736 28:-0.8854406689434857 29:-0.7036184793206015 30:1.215997308167613 31:0.7613323790659375 32:0.3090954936298618 33:-1.455071810606577 34:0.6294480239933479 35:0.03909053410952901 36:-1.039295616773108 37:-0.708396876535497 38:0.4383175722501043 39:-0.4182379989623835 40:-0.6278092936049532 41:-0.4903224151926397 42:-0.7415158921867517 43:-0.1150075704554825 44:1.051286251141905 45:0.03141957660150661 46:-1.206018724030134 47:-0.4618197156884111 48:0.8624900127785857 49:-0.5456578958745603 50:0.5410494855186559 51:1.465203414656743 52:0.1811197160903172 53:1.21380028710581 54:0.05125288155252577 55:-0.6371332093502823 56:-0.6185591441907762 57:0.1978736535917592 58:-0.3994914537887576 59:-0.8853305241484157 60:-1.331789616576128 61:-0.1422482175176065 62:-0.6560401561294973 63:0.7377939782246654 64:0.4810957070030142 65:0.6327438293123598 66:0.04186282233726812 67:-0.9329463185069311 68:1.162965322115449 69:-0.7731174357734824 70:0.7998074509208634 71:-0.009366027321724051 72:2.03779673794326 73:-0.05134507750877112 74:-1.319746177283412 75:-0.9863068750883293 76:1.165407717942514 77:0.3623003270107733 78:-0.3163746688673613 79:-0.1286712125794895 80:0.715044352549172 81:-0.07378964204416796 82:0.08307028504159646 83:0.7280242488778341 84:-0.3417624930304723 85:0.2654930735095571 86:0.7367085150042001 87:-0.09612382253289066 88:-0.6309196099602354 89:0.7158138805655617 90:-0.4248192852379695 91:-1.359517746885802 92:1.047023546405192 93:-0.1722821169719306 94:0.2759453090196269 95:-1.417003614420195 96:-0.2821128303362192 97:-0.2638361134178235 98:0.965368598311394 99:0.3228892025097452 100:-1.386636105812495 101:0.305723397372657 102:0.08050896573596361 103:-0.2094072459031564 104:-1.984276331378193 105:0.3964189094255792 106:-0.02070920507752122 107:-0.5613385080324075 108:0.8455279439960414 109:1.115223903920967 110:0.9718321078167611 111:1.029834221982756 112:-2.362904899580347 113:2.492312142653908 114:0.1725601526982825 115:-0.04138146782589322 116:-1.255530115201229 117:-0.9949662051780939 118:-0.09216663469201641 119:-0.7932756059315913 120:-2.214899266828746 121:0.5586847396323162 122:0.6329878161345289 123:-0.2389102697711367 124:-0.8675979892341614 125:0.7376600400590981 126:-1.066868564200262 127:0.1291893454490573 128:-0.6257116660333855 129:-0.5597059948071071 130:-0.8437255959374349 131:0.615080849689332 132:-0.3627154333842194 133:-1.275221272246452 134:-0.1824123579775054 135:-1.03739372317929 136:-1.664287186253632 137:2.259118138766159 138:0.4976337012022309 139:1.399344176258203 140:-0.9292266369937334 141:-0.4487619149892308 142:1.850371810809099 143:0.9104236173830363 144:-0.5245601888378506 145:0.7122737408029095 146:-0.1912040547738443 147:-1.498895979540528 148:1.374459808028155 149:0.2650531075677812 150:0.4675327325877929 151:-0.04739687780496981 152:-1.276593056603421 153:1.576272270513674 154:-0.6363408542083276 155:-0.09134431577844661 156:0.2925241467465737 157:-0.03048225788704919 158:-1.292229840395269 159:1.244550541269602 160:2.133480518452286 161:0.1332111378316832 162:1.563157416697498 163:-1.794451564043481 164:-1.942280865542288 165:1.207057428116135 166:0.3501599358379809 167:-0.1143656400493759 168:0.06239362188174833 169:0.3140996302335293 170:1.499236022136659 171:-0.2964746968878437 172:0.3539813287726802 173:2.88677297605655 174:-0.4824307915298922 175:-0.8552694192326195 176:-2.076703288820551 177:0.1949792110507406 178:-0.603952489785836 179:1.389298581744333 180:0.5888620794761287 181:0.9464817373927641 182:-2.354623473114858 183:0.4421918700564862 184:0.2303359454456399 185:-0.1353819680681251 186:-0.2493532353438306 187:0.3737598180310244 188:-0.3518337018784248 189:0.9746066154060303 190:1.717839485619492 191:-1.728035794863675 192:-0.7850191402559304 193:1.031914989674054 194:-0.3049595139642498 195:-0.05318190723755949 196:1.440889945363413 197:0.7344756982155609 198:0.2992723861729739 199:-0.05041533881732817
--1 0:-0.2720730728019513 1:0.3991435981475292 2:0.2726006646172343 3:-0.7733142535513643 4:0.1435631522663397 5:-0.9178341141962545 6:2.368579912769143 7:-0.9167037157434776 8:-0.206952153247306 9:1.330796516445103 10:-1.70879892346426 11:-0.9970972375268115 12:-0.7506482662568605 13:-0.407175470579648 14:1.804081533054942 15:-0.1985050264233972 16:-0.6265940277596767 17:-0.7263873259783433 18:-1.497760594796824 19:-1.329625780406926 20:-0.4538237782056116 21:0.4749835032813625 22:-0.1732527977012208 23:-1.015732874676833 24:-0.4783262873386542 25:0.01669139297835739 26:-1.539834733145425 27:-1.216645380441133 28:0.3220628055428427 29:-0.5158767709746559 30:-0.02224833002881658 31:-1.275575898768094 32:0.06691714059867523 33:1.067415276013152 34:0.6574065452826466 35:-0.4531463688608349 36:0.08906271141371044 37:-0.3176654897890129 38:-0.1526391368887307 39:-0.3476028875753341 40:-0.1018700199695425 41:-0.4524148094343591 42:-0.6667661417758224 43:-0.4260803298822129 44:0.4914680022641655 45:-0.5004943532752391 46:0.9199429632378802 47:1.581836561028981 48:-0.5096020883403338 49:1.88941785860662 50:1.48959426255424 51:-2.037346023514244 52:-1.190033075628304 53:-0.4428550999226617 54:0.5188667026763574 55:-0.1749239124404816 56:-0.9955027226026534 57:0.04554589764525373 58:0.3321378899532353 59:-0.52265368890958 60:-0.3767466947500269 61:-1.107937675318359 62:-0.2585504977264817 63:-0.208052896001109 64:-1.631671752906204 65:1.515149084528016 66:-0.1869517679678766 67:1.579635736284702 68:0.383040011581605 69:1.306593015313978 70:-0.8043904602745949 71:-0.9426171411822428 72:2.743601661071853 73:0.5522464203099366 74:0.2001214754231607 75:0.263677336238977 76:2.836348531132003 77:1.329050786102425 78:-1.226721414591213 79:-1.566914639537317 80:-0.121527285693042 81:0.1495230388418358 82:-0.2515821691842045 83:-0.7038445146631647 84:-0.5377130780489047 85:0.7689177306744278 86:-1.493215165103509 87:1.414794291483547 88:-0.3669260769509483 89:0.03863523083831456 90:-1.269819039549999 91:0.4122883031042517 92:-1.031037849428412 93:0.7818228410763184 94:1.246163208810107 95:0.982103476974875 96:-0.2344410948569929 97:0.4387287000312229 98:0.1621864959320555 99:1.867686852013856 100:0.07406150302377376 101:0.4974179877551599 102:-0.0895974768038796 103:-0.06849280230223825 104:1.401211738164677 105:1.011708943512177 106:0.6615459254892055 107:-0.4902636444401609 108:1.700178124334588 109:1.107312625468194 110:0.05628634822849674 111:0.9564044727805191 112:0.2382177301972385 113:0.8161695127849133 114:-0.05150060444002301 115:1.301826614643634 116:1.353510622980049 117:-0.763309937438354 118:0.03467449759541796 119:0.4739822927557477 120:-1.080011859268177 121:0.1122648881504991 122:0.9144838192302684 123:-0.9104953882280699 124:-2.190907502327765 125:-0.101583145233677 126:-1.617459549770132 127:-1.599998648803332 128:-1.627126612880481 129:0.4289790139958961 130:-1.017655117164009 131:0.8975086410053109 132:0.6750459235976682 133:-1.540163903117652 134:-0.7516760319070687 135:0.7049781449597388 136:-1.93191552721571 137:-1.334544497353539 138:-1.783147593067066 139:1.86192655955896 140:0.3914087531646053 141:-0.5825260533269653 142:0.03500069999534291 143:-0.8467656121899718 144:1.004079061717531 145:-0.6314778409182848 146:1.764551535274558 147:-1.875179519480558 148:-0.4693871861247398 149:-1.447921500572763 150:-0.5731322921307686 151:0.7756604477888583 152:0.5578468903719805 153:-2.565233870414285 154:-0.5577396164022689 155:-0.9964490433236572 156:-2.161938699088365 157:-0.7309053159792994 158:-0.7379536067814062 159:0.6214152192914361 160:1.207895318166351 161:0.3616811033392572 162:0.4432239807818735 163:-0.3169984292853462 164:0.3651569254873159 165:0.01941843070317054 166:2.362775111762893 167:1.006446463589785 168:0.7758220465465848 169:1.967353835166416 170:-0.9950050618372333 171:0.441869332291319 172:1.21476325686548 173:-1.284654740838415 174:-0.5219529996277684 175:0.4667172346364084 176:0.6245398090163251 177:-0.3453786884207107 178:-0.8305024005597119 179:-2.080222748517145 180:0.81037288204487 181:-0.251183913246365 182:-0.01056768492244722 183:0.3614530135082104 184:-0.1108541640164896 185:-0.4661569024339245 186:1.083385218481964 187:-1.93563394394884 188:0.5504102065148475 189:-2.722841546572905 190:1.10044846938927 191:-0.008964556817133731 192:0.5075267457331198 193:-0.441047709239884 194:-0.5132902068217412 195:1.020662502514939 196:0.427215692772327 197:-0.6597704361333315 198:-0.5751617366897108 199:-0.1881434239123216
-1 0:0.8383771609928995 1:-0.7856073645684621 2:0.6120933965234904 3:-0.4834151647644093 4:1.638577352266154 5:0.3082091065622406 6:0.4333171754966288 7:0.7797107036403813 8:-1.316272359423113 9:1.173294428459434 10:-0.9773386120464915 11:-2.406159777147209 12:-0.2539748982403696 13:-1.453153877899909 14:-0.5351126489982363 15:-0.834399012977432 16:0.152988373499638 17:1.207118674839249 18:-1.415991343029162 19:0.1645139091242184 20:0.1852168164088204 21:-2.038808922549929 22:-0.2551565759323721 23:-1.720615310438875 24:0.6089799246779992 25:0.6821731745268459 26:0.7174078551327134 27:0.3913651273927377 28:-1.084975558628086 29:-0.29208275427388 30:-0.2870901312367381 31:-1.308405850760823 32:-0.2678936293744019 33:0.8044653279705967 34:0.723746611355843 35:-1.510899604637582 36:-1.461107276047573 37:0.2776139631972775 38:0.4707778417762706 39:-0.5072165899907898 40:0.6932623769090022 41:-0.6423401899438722 42:-1.328405038328886 43:-0.02284894049032218 44:-2.063393177632122 45:0.7628310700579986 46:1.156797572405752 47:-0.3041146190081344 48:-0.451839067132879 49:-0.174410960616438 50:-1.635874848107454 51:0.752054858500701 52:1.625424484759222 53:0.9723195969325779 54:-0.3724037633393232 55:1.821311039616462 56:0.1490463461264483 57:-0.6012512009271128 58:0.9152223593991379 59:0.5975197327852129 60:0.2840804455378619 61:-0.8870586952966911 62:-1.437903988057329 63:1.311355673648239 64:0.02938967146027293 65:-0.7353898349159436 66:-0.9739769587459789 67:-2.121200470099141 68:1.357302289909202 69:1.481893612620715 70:-1.100182267275018 71:-0.4261943483896219 72:0.5352359217399743 73:0.8925019825495052 74:-0.1942312430592798 75:0.9887453838082659 76:0.5764790500896901 77:-0.8621053075201019 78:0.5235978331237525 79:-0.2885152951039665 80:-0.03110130304415558 81:-0.625594597738929 82:-0.5530467048402319 83:1.177900001752716 84:0.7288033812250722 85:1.949190927837487 86:1.150358197207386 87:-1.363072353162744 88:0.5066799858342117 89:-1.072770130601815 90:0.5915107743515411 91:-1.793392725354062 92:0.9221626700652776 93:1.058259927911731 94:0.5189228204898286 95:-0.8380113355309344 96:-1.027829368510348 97:-2.259278750374908 98:-0.4842820858309543 99:0.103566945282705 100:-0.2697990395281134 101:0.4814955280536658 102:0.07850636082329186 103:-0.7854790482157268 104:-0.3272508649470897 105:-0.1188528144676479 106:0.7269312364022932 107:-0.5129611758263013 108:-0.1206408717010906 109:-0.2949002177182239 110:0.9555151249829842 111:-0.9393864294701213 112:0.03132961160184881 113:0.6072708484476828 114:-1.261900122741045 115:-0.6999568830722233 116:-0.0330047374077159 117:0.2168666496041442 118:1.299704829260886 119:0.8853226494666903 120:-0.6019042557214297 121:1.436022456050927 122:-0.3048857888532698 123:1.466719423893693 124:0.9571660294425961 125:1.011517036830107 126:0.7738061314378135 127:-0.005761120521831554 128:-0.9707124715989695 129:0.2321853049023462 130:0.03158836165360751 131:1.789072982734106 132:0.1003549749594353 133:-1.571331595182304 134:-1.17060623554412 135:2.042574592944216 136:-0.6377205913996969 137:2.195955543694336 138:-0.128583994176831 139:-2.214912956022111 140:0.2048264104406997 141:-1.393982268366792 142:0.09159001317703733 143:0.9150317690022993 144:0.7641095046222787 145:1.714328365769249 146:0.533876407410576 147:0.4740813182692685 148:-0.7060538143677775 149:1.085446299897254 150:0.424714011248677 151:0.5774472950358736 152:-0.7739358545204059 153:-1.162338262960972 154:0.2292595490584671 155:0.4096627481573889 156:3.377297349084379 157:-1.20759954373089 158:-1.364814724476076 159:-0.4579321933358731 160:0.009730222627684712 161:-1.967353622479582 162:-0.1737178749963229 163:0.5738931459067939 164:0.09777592892794795 165:-0.4625566792650359 166:-0.07120426121528478 167:-1.006662435114278 168:0.7949580797954419 169:1.300859001691545 170:0.06089111744409364 171:-1.093329360410962 172:0.3442073924557839 173:-0.7875479231114741 174:0.114298636458058 175:-2.142453113957416 176:-0.4381686923997805 177:-0.0201670988213217 178:0.7230654898819585 179:0.7134438918723722 180:-1.42173684884663 181:0.2777813480338636 182:-0.9619029317847863 183:1.627774543806206 184:1.345481968882635 185:0.06109813687424748 186:-1.013852110661374 187:0.8719000229382319 188:1.166443669423954 189:0.2893531034319972 190:-0.7579082960549257 191:1.473891915834592 192:-1.797093329850654 193:1.368953101010795 194:1.779218925394186 195:-0.2517903888040022 196:-1.47371209741946 197:-1.187331081179694 198:-0.7657091957191107 199:-0.2584768999571693
-1 0:-0.07288204585794243 1:1.506719993042271 2:-2.636203656974264 3:0.06204631846927031 4:-1.006016156040266 5:1.268439535546917 6:-1.408606605839288 7:0.104953892494097 8:1.789075814643522 9:3.077527358097184 10:-1.279271546348003 11:0.5221724289563949 12:0.885501981728079 13:0.9354505812726822 14:-0.6669104850454619 15:-0.6424662419223374 16:-1.044387554309865 17:-0.2831036731360728 18:0.5638613266597701 19:0.3807161611581378 20:0.2460394058488705 21:-0.6302333560360951 22:-0.1209466645353616 23:0.7070251512399934 24:0.201998736539783 25:0.4772491877740759 26:-1.37296191197711 27:-0.2101377601870429 28:-0.4092112040015961 29:1.081254954432933 30:0.4643101708005964 31:1.104330750234546 32:0.41799654325237 33:0.6631468707569553 34:1.944965406468699 35:-2.115758648054135 36:-1.137175780487565 37:-0.3547974888620358 38:-0.4611182767012884 39:-0.6580910354039589 40:-0.8054391649876229 41:-1.818686079411683 42:-2.520068190064604 43:-0.7447294153136853 44:-1.347615553524545 45:1.180750831515508 46:2.618133963077085 47:0.3788822696677867 48:1.544682807923145 49:-0.946357588450526 50:0.02873910958967239 51:-0.7564543344545074 52:-0.7807269915713662 53:1.13173298105037 54:-0.7804849003429467 55:0.8595608846547309 56:-0.1880113673582723 57:0.5147967083653461 58:1.328272124221534 59:-0.7554798679879581 60:-0.3122324485680864 61:0.9254536635675353 62:0.1702911318407871 63:-0.4830005571051484 64:-0.2634607957545801 65:-1.547997448838241 66:-0.8554771976940089 67:0.503656006929964 68:-0.9675706957226976 69:0.6121481841130287 70:-1.519296521187996 71:1.636065513318223 72:0.0826410250098349 73:-2.061106736792529 74:-0.1608052361040318 75:1.527844617519228 76:0.2061195397084738 77:-2.213964550513701 78:0.8529644688519439 79:0.4922614322107703 80:-1.511721663470266 81:0.2025044197076578 82:-0.9475932823233458 83:0.3206029900953432 84:0.8254351538463712 85:0.2201577500992196 86:-0.1238953762850098 87:-0.3475852385554669 88:0.01770775323437494 89:-1.025864053550282 90:0.3547266275005923 91:-0.3239275906165423 92:-0.3710369284583411 93:1.011799572667943 94:0.787564004734966 95:-0.2924852392083751 96:-1.038556931954183 97:-0.08097174945554389 98:-0.2412279501493885 99:0.5015995689995256 100:0.1231828607288425 101:-1.381564706978038 102:0.4393947632341845 103:0.07328305614372438 104:-1.37274243754066 105:0.09680614345904882 106:0.1887309993104722 107:0.9394853827917073 108:0.1992791263002162 109:2.056147021489627 110:-0.1985593036747565 111:-1.898946843359048 112:-1.06960980377824 113:-0.1025397498523682 114:-0.1247872794661616 115:-0.1303081974462127 116:-0.8447749343563488 117:0.3811814780029184 118:-0.7340363804524327 119:0.0539750344668402 120:-0.4969586108583682 121:-0.2566026344389071 122:-0.8400590297544893 123:0.4129775551110035 124:0.5551312418136984 125:0.03706893990190774 126:1.659561067917197 127:0.3133779470087751 128:0.8662620092041708 129:-0.5479719259633018 130:-1.831507632548062 131:-1.203167533198784 132:0.3347209954884723 133:-0.1742623906394401 134:-0.232683054358902 135:0.3326025029225873 136:0.811745668625612 137:1.987020997383829 138:0.664224831383465 139:-1.645987582586838 140:1.037830478051034 141:-0.8398246910967864 142:0.7659987459212353 143:-0.4522180674893843 144:-0.9525948340535374 145:-0.6520470904240172 146:-0.9472872730915495 147:0.2113677779504901 148:0.6659106484079603 149:-0.3384701978022407 150:-0.2577974182023789 151:0.9124628341282996 152:0.7284873094261826 153:0.2822611155611189 154:0.01313210705085254 155:-0.01667514117253284 156:-2.272375008330321 157:-2.286643340129218 158:-0.8064134123747994 159:-0.6011069702477565 160:-1.452964954826877 161:0.6918128068127477 162:-0.776535735233847 163:0.7661574231703129 164:0.6940287102275281 165:-0.1259482192941113 166:0.6196634604818294 167:0.7336665172091719 168:1.251011120006797 169:-0.4316376142394335 170:-0.6088313680421279 171:0.3078658898123319 172:0.4233256745773491 173:-0.6932183711797395 174:-0.2579278954382806 175:1.23704919064066 176:-0.6997535313025329 177:0.1352814903578939 178:-1.652068442434601 179:0.7708866934901992 180:1.451103981535408 181:-2.347982009297613 182:-1.816500495661497 183:0.2743478053940243 184:0.6473203048184059 185:-0.3627990817459942 186:1.723525750424988 187:-0.5363845400689825 188:-0.6575863825448693 189:-0.8363616109606749 190:0.2193763973963057 191:0.4033312255157707 192:0.6344986932036156 193:0.5324261621114068 194:-0.3590309334712734 195:1.395769106428684 196:0.4914180939189798 197:-2.372559722888485 198:-0.1772462221336102 199:1.104713925336298
--1 0:-0.7807975766942934 1:-0.7855091817169035 2:-1.836324604940882 3:-1.398850467196917 4:-0.866120158591516 5:0.3541414625842736 6:-0.3828108496162089 7:-0.7349245780975364 8:0.2558629224167058 9:0.6296001128594207 10:0.6958581721552511 11:0.07687562156707942 12:-0.8949737599504053 13:0.6781190602522683 14:-1.432776468026544 15:1.323955749476563 16:-1.853052989114675 17:1.062172884135972 18:0.1708612980990455 19:0.04670470865239187 20:-0.1927833718342677 21:-0.3558592025752672 22:0.3645611351579621 23:-1.857640495759493 24:0.3204599156333806 25:1.050072540439411 26:-0.6684939463864548 27:-0.4406577482866631 28:-0.6474719013563406 29:0.5794411461012912 30:1.382435897195014 31:1.164003848639021 32:-1.185299871431026 33:-0.3785991333397515 34:-0.7773638995288652 35:0.9555151108015039 36:1.337651789238188 37:-1.39450055558579 38:0.7338622828255702 39:2.512817055580899 40:-1.003370564344646 41:0.6009259576501909 42:-0.4369560657938897 43:0.8660996313278783 44:-1.09084953501918 45:-1.304353987201352 46:-0.08172005364327191 47:-0.2787244404032951 48:2.23915013036433 49:0.4278169054180062 50:0.1580913884397346 51:0.7355481767759967 52:0.7747400506678932 53:0.9476873446180426 54:-0.9897389003005753 55:-0.2740769268658262 56:1.018755092751522 57:0.3343623396074692 58:2.402269484187756 59:0.4021643203875475 60:-0.1838316835962886 61:0.8725641153109935 62:-1.401326113488745 63:-0.3155479900232521 64:0.7833473008088484 65:-0.6832010569690288 66:0.1660818687266788 67:-0.6602337438989941 68:-1.271879574497671 69:-0.9242028624340424 70:-0.8636980203086394 71:-0.3218494049140701 72:-0.1506531479154097 73:-0.4450233763013072 74:0.5712565099388611 75:-1.21554550488412 76:0.716122557918261 77:0.8358175504130074 78:-0.7492648995429733 79:0.4224051510787283 80:1.852460624102874 81:-0.08637890440212564 82:-1.573901416390799 83:-0.1831307436186544 84:0.2284938220717249 85:0.4098098888040831 86:0.3715169916860691 87:0.3932837945658368 88:0.2804774260669357 89:-0.5464044302425772 90:0.5020496412203699 91:0.5486104897179132 92:-0.3211217384358834 93:-1.080090355898844 94:0.9770495032322014 95:-0.3884018767501353 96:-0.7610107463132026 97:-0.4984424143360177 98:1.685642529005569 99:0.945157686067626 100:0.08770751951455842 101:0.4082115376597308 102:1.069913487341745 103:-0.7322645295648347 104:0.02274229741630755 105:0.8101230872889637 106:-0.720839417021536 107:-1.717800134202589 108:0.6593391065926351 109:-1.729092830580387 110:0.4425037901943161 111:0.7255585103665435 112:-0.643585716781941 113:0.2957238835862224 114:1.351747964931364 115:0.2882257323813615 116:0.9704737628837832 117:0.8713705590195165 118:0.9216595859007625 119:0.5386563212789673 120:-0.4410106271639411 121:0.07494655434008372 122:0.4053667841260758 123:0.4897935744518057 124:0.1880031391102284 125:0.7162990274948685 126:0.8568273787120099 127:0.170479586643979 128:-0.9120153685860725 129:-0.7235727419522711 130:-0.5454452293740168 131:-1.321838719833659 132:0.6257591688202468 133:0.1429951623161293 134:0.2991456790099354 135:-1.579683574127313 136:-0.2116933593617944 137:-1.238378195329722 138:0.02313570031316485 139:-0.9412313665248176 140:-0.0498536543227031 141:1.030002431054104 142:0.01737993197154283 143:-1.144274000331045 144:0.4238476700704596 145:0.5045953741129118 146:0.1379374076614765 147:0.7301704997974425 148:-0.5982540183816029 149:-1.392936101183659 150:0.5743356030436152 151:0.598147680691456 152:-0.137989252795703 153:-0.2202389514611981 154:1.058851518763677 155:-0.3476530427697285 156:2.910499027246742 157:0.08777537410019756 158:0.3223624341050434 159:2.709394812167266 160:0.08555721320795823 161:0.2034415594121786 162:0.02933203444641279 163:0.03419711028970501 164:0.9164862338653132 165:-0.3537689194291652 166:0.9608564149729913 167:1.020323403006101 168:0.2267742882807838 169:-0.1565888919946217 170:1.32483410339927 171:1.144796460180832 172:-1.221609493547584 173:-0.8887600916682951 174:-0.3245865442972612 175:-0.7383845224238099 176:1.932567048115125 177:0.8141026968715537 178:-0.3015574621164577 179:0.7795602446292442 180:-0.9402217885950233 181:0.0561352196467334 182:0.1031944130899778 183:0.6911503032064261 184:0.4736098711524597 185:-0.215838536790076 186:-1.871102407537139 187:0.01549398556228341 188:1.048176165256753 189:-0.5742016449004718 190:-1.304088763658297 191:-0.2266397486961741 192:-1.332773622240455 193:0.2512220073080446 194:-0.4322313549485257 195:0.886038440291769 196:-0.08052565206792785 197:-1.713103510257466 198:-0.05089350756236998 199:0.4254987623320775
-1 0:0.9872765418931319 1:-0.01532544860568394 2:-1.009600611276626 3:-0.4770309743850364 4:0.7308409162538546 5:-0.5047307836716167 6:-1.323561482592401 7:1.870762995963783 8:0.8497578566614806 9:-0.5791331071828846 10:-0.2307209101111306 11:-1.16809566708076 12:0.2976465763335807 13:2.773354040486376 14:0.5750206042165102 15:1.161532197923273 16:-0.4138178642075384 17:-0.3405426263401868 18:1.407935034621684 19:-1.274021451930003 20:0.02451562796650658 21:1.489741020983605 22:-1.391970041795413 23:0.5931756330803817 24:-0.8713275392367188 25:0.5278389666004393 26:-0.1674954773536015 27:0.4490942433204749 28:-0.5759585419289325 29:-0.21718677749885 30:0.1416696949255082 31:0.09154992783635678 32:0.6497790705228074 33:-1.240958839535003 34:-1.65695261793828 35:0.1907529311653454 36:0.5346055375109335 37:-1.843402330864555 38:-1.55094144775058 39:0.08691578225345351 40:0.6305367615809441 41:0.6032717244046959 42:-0.9873660539229285 43:0.9357383928573584 44:2.303201013814624 45:0.6834878572565782 46:1.178486428111432 47:-3.219544443323552 48:0.6343843499047133 49:-0.959797903625023 50:-0.7545017086959285 51:-0.6290715019714953 52:-1.345446294150786 53:-0.6435082742321736 54:0.5567438498537708 55:0.4311622272395224 56:-1.041385649196326 57:0.5231867301742404 58:-0.5980397032132151 59:-0.4656101657595854 60:-1.252799140569246 61:0.662065871596541 62:-1.075360507593508 63:-0.1920629487264981 64:1.075726611811411 65:0.2074723126757177 66:0.7597390160631955 67:-1.889944731903595 68:-0.2746863209752853 69:-0.4700690393360549 70:-0.7102059084254631 71:0.493127161245877 72:1.87183041841646 73:-0.7847606174645646 74:0.4081853011876538 75:-0.6517010933242353 76:0.340247983129162 77:0.1544356316556689 78:0.5779081871812295 79:0.09500841993723942 80:0.3068582944244702 81:1.336521381849968 82:1.261500431924589 83:1.203635030205429 84:1.274430534625184 85:1.342808115055349 86:0.09510283439034727 87:0.7107067244761384 88:-0.1965734343236445 89:-0.1329241358879404 90:1.037617229156843 91:0.2185117230815099 92:0.5141748057283603 93:-0.5589163958165242 94:1.050443165137164 95:1.121813321336025 96:-0.8967767568358056 97:0.1884391671461947 98:1.303327570854019 99:0.6195994989777176 100:1.039044866423861 101:-1.479391925951693 102:0.775199621081392 103:-0.1565634114004932 104:-0.3079774597189312 105:-0.4382213861914018 106:0.4484949120216978 107:1.372861862013016 108:0.1282114527572644 109:0.3013504038907138 110:-0.3200959909203717 111:0.9584673628536047 112:0.1455208142274372 113:-0.0407269201228164 114:-1.031488113156598 115:0.2182568414215164 116:-1.478360020386875 117:-0.004145011043598874 118:1.228310014229692 119:0.2033528300453272 120:0.458232810151867 121:-0.3331840907829625 122:-0.7011083318228999 123:2.723240205008057 124:-1.640546932779163 125:-0.3639557025045795 126:0.1771662100704417 127:-0.8120142371676946 128:0.9792280712411082 129:-1.399232219857689 130:-0.7611677687917847 131:1.046993459165914 132:0.7508740528486596 133:0.8927454050210674 134:-1.160312390015802 135:-0.9525209815356517 136:0.4825038419216264 137:1.446377476379074 138:0.5038328012388089 139:-1.124431508143896 140:0.4624198097235441 141:0.3156039169074616 142:1.517335231795609 143:0.8255821235585892 144:1.03083968617735 145:1.130713225159298 146:1.705072680752114 147:0.3501434248154635 148:0.6591473290923354 149:0.8627284516565192 150:-0.05276646968375721 151:0.3498964194414736 152:-0.223189819597041 153:2.371354433313627 154:-1.871283386576527 155:0.5950062845310493 156:0.9518511274248612 157:0.5427101728998664 158:-1.472657761531168 159:-1.02251474461065 160:1.473874442467761 161:0.3155118831653322 162:-0.9993258795331016 163:0.1241253598517803 164:-0.33386588815356 165:-2.220925874106254 166:-0.5235198338688795 167:-1.16739305152093 168:-0.8970567130798019 169:-1.018669988823697 170:-2.817583466006399 171:0.2853993054830066 172:-0.6238119775995772 173:-0.9877510072094136 174:0.1625692803978382 175:0.1889376934838033 176:0.7106145687039965 177:-0.4336579607028301 178:0.2456315561580091 179:-0.6657438332393906 180:0.7550062736403088 181:0.517554814575074 182:0.624303048068621 183:-0.6933344402780732 184:-3.320847476296773 185:0.5472715139162504 186:-0.01539635473237152 187:-1.536150468137187 188:-0.7590110176453019 189:0.476599248631165 190:0.5958708304470103 191:-0.9164551378998874 192:-0.4798819899486874 193:-1.673206841734816 194:0.3998547803490611 195:1.145147124816463 196:-0.8570614854948476 197:0.5501865713545236 198:-1.284973170125245 199:1.512112371057653
-1 0:-0.7813853917691544 1:-0.5729363445810316 2:-0.7628528788009358 3:0.4071109416553783 4:0.1887823126647336 5:-1.710364072805097 6:-0.08953669856595542 7:-0.3019655559436149 8:-0.4831843307099031 9:0.01772809192663398 10:0.6284531451239421 11:0.6103794401753614 12:0.9506553100974323 13:0.8070448208391582 14:-1.211790998587282 15:-1.234091998962678 16:-0.2075783355122743 17:1.820729752214306 18:-1.35260043906584 19:0.4812939185207342 20:-0.4950748456921297 21:-0.4579952510741025 22:1.299632034948436 23:-0.3240399225311753 24:1.186406164563841 25:-1.4150710746224 26:-0.1266027951478516 27:-0.1810571086200156 28:0.0496946938497849 29:-0.7504980403628108 30:-0.6531126772581479 31:0.8519842791185424 32:-1.642948350285015 33:1.617494673550791 34:-0.7354780262547914 35:-1.154211507569123 36:1.435433255451588 37:-0.5776016340632874 38:-1.107257159168232 39:-0.0703413076755393 40:-1.589282252881735 41:0.2417082815839004 42:-1.128933644006994 43:-0.03006453961398785 44:1.034583869480747 45:-1.070706040301432 46:0.8977312979782088 47:-1.186545511753518 48:-0.1268312747983063 49:-0.0410018266503975 50:1.44535346412684 51:0.909578398428265 52:-0.1140001749291582 53:1.168428380598193 54:-1.658549402593962 55:-0.1478837193539498 56:0.7617839874705892 57:0.60915739144501 58:2.823646398296647 59:0.08149222215050274 60:-0.2642005219546051 61:1.300084942756925 62:-0.2887478120769452 63:0.7517461767570711 64:0.8589519509540375 65:0.2430586428763606 66:0.2248752885226734 67:-1.013602649852861 68:0.4205390901014686 69:0.1785835526473358 70:-0.5469575912923228 71:1.283287777356192 72:-0.5757303297427309 73:-1.059379070068388 74:-1.146812816392348 75:0.5697957372981539 76:0.5589110468963739 77:-0.08398933347170782 78:2.372314638916102 79:-1.209853082071631 80:0.1480280779259886 81:-0.4423755017246335 82:0.104249279359013 83:1.049181147363552 84:0.462423487928815 85:-0.5542557453233229 86:1.855670918750215 87:0.01951649284555997 88:0.5206204034858459 89:0.2774919147278436 90:0.8536021516884484 91:-0.4001814540267186 92:-1.114871159065687 93:0.6858042552482554 94:2.3655193258154 95:1.018361702751996 96:-0.3285304858969493 97:1.125433677724042 98:-0.5049816613941212 99:3.659137799860305 100:-2.211782238977898 101:-0.6092228983127359 102:0.8263522697146596 103:0.5375136196770756 104:-0.5643308452108265 105:0.501404830508911 106:-1.636701114599615 107:-0.6769607391939643 108:1.500397038737511 109:0.4507687131872727 110:1.239961038429059 111:-0.1552336061593446 112:-1.139038974725511 113:0.09895592139148379 114:0.1871014856603308 115:0.8430466728711019 116:-0.3594794885293632 117:1.058191759242143 118:-1.350563175416144 119:1.199633279069726 120:-1.51826088476294 121:0.1596737293195183 122:-1.929206401527876 123:3.414201110926345 124:-0.5576656224852883 125:0.3058573519696159 126:-2.643379121233524 127:0.5259763247738344 128:-0.5818242394089312 129:-0.1056277976297505 130:-1.11812099950113 131:3.14222164834365 132:0.6257356268728902 133:-1.671577343649711 134:-0.7285961055525557 135:-0.9575578909256508 136:0.9592886659436146 137:0.03460844497553384 138:0.6526650175650808 139:-1.057569468519375 140:0.3407179677798127 141:-0.5065004933985412 142:1.090348623052157 143:-0.6273889570236071 144:-0.258982262432582 145:0.1585847951249543 146:-0.106387492747799 147:-0.07370221616147685 148:0.1192606521611319 149:-1.183666262539029 150:1.014322833811848 151:0.2762059118076821 152:0.6005627592681829 153:-0.4457559951977509 154:0.579263215433126 155:-0.2184321521947604 156:0.1815766673955657 157:1.036361646183655 158:-2.221483931938375 159:-0.625385621709092 160:0.3265119863548414 161:1.613661040329985 162:1.200493409302122 163:-1.695509311182453 164:-0.736750377927629 165:-0.4757648875616946 166:-0.6781448063776765 167:-0.7497702365305267 168:1.376876891148142 169:-2.423499641746802 170:-0.7761777526103325 171:-0.2759185336516194 172:1.182276687898724 173:0.7853469193090546 174:-0.4227066393921894 175:0.7451554183877173 176:-1.879476629454926 177:-0.2425350262240346 178:-0.1615298015128156 179:0.6297875745546568 180:0.724246985516059 181:0.2567226495115605 182:-0.8136935290801047 183:-0.3283436230156193 184:-1.412321869751084 185:-0.6336787265752785 186:2.136870996905528 187:-0.7449980964052251 188:-0.7561321326844623 189:-0.8093880777045495 190:-0.5943524508692976 191:-0.4320906834656181 192:-0.4606095406080027 193:-0.644865275075736 194:0.2642422836061256 195:0.01954466328965079 196:-0.8784469524826498 197:0.3611908381421125 198:-0.008647494351521491 199:-1.210430994899115
-1 0:0.1968281520833557 1:1.707405648746624 2:-0.1042154081971634 3:0.2087765109693056 4:-1.290486617216705 5:-0.893753334756911 6:0.6257165905132792 7:-0.04533971243068417 8:0.764534920861229 9:0.261495139242916 10:-1.518553627183881 11:-0.8604542994420327 12:0.5929086083369014 13:-0.9835532872211579 14:0.2613897460763009 15:-0.4288132581352549 16:-1.459379780304003 17:-1.73135751687379 18:-0.3563054014185653 19:0.5998136931209379 20:0.6923450955086987 21:-0.4635143583542023 22:-1.241556863389759 23:0.6525066564925353 24:-0.3599567897795605 25:-0.7854311274493594 26:-0.1009981949184713 27:-1.585382293549303 28:-1.418214907602779 29:1.085675974470362 30:1.30520983471353 31:-0.7704502384905098 32:-0.5943515663909646 33:0.9808520838803765 34:-0.04561903040387115 35:-1.29792625473058 36:-0.1739572294165321 37:0.1272981191131706 38:-1.576347561121977 39:0.1889022192687598 40:0.7831984525103599 41:0.2803512900426901 42:-2.400919335950069 43:0.4182412684247185 44:-0.8165811190742284 45:1.205467101076063 46:0.3056450409065793 47:0.2088944600906378 48:0.1961972911917375 49:0.1978738541618806 50:-0.1387437337497909 51:-0.7367585956464479 52:0.1782622251755222 53:0.3655007478282274 54:-2.216569023258781 55:1.853478787308876 56:1.434441111824199 57:0.2194070089658378 58:-0.331196157416819 59:-2.208128843200755 60:0.6902918622151863 61:-0.1831026431404167 62:-1.618321538057906 63:-1.32731740910547 64:-0.7695080738396378 65:-0.7463170767902905 66:2.234005200099341 67:-0.8253214007619045 68:0.03064650120182298 69:-0.09779204125975303 70:-0.4799012833017196 71:0.2218560282465951 72:0.4653219846624027 73:-0.7952739974769144 74:-0.3179791047604414 75:0.8984858645563815 76:0.8274409426361755 77:1.110725453536616 78:-0.7373668387823377 79:0.1229231450994526 80:-0.09281463682263059 81:-0.03972500294541358 82:-0.5704085616185707 83:-0.7879373173298911 84:1.620910963825904 85:-0.3265680915997543 86:0.08922552525505072 87:-0.8819028306254395 88:0.7331641387883617 89:0.2589028469843905 90:-0.3994850854267462 91:1.275136155477473 92:-0.8892916768274115 93:-1.287289382048196 94:-0.6631565757596201 95:-0.3827645024463029 96:0.5548456508505167 97:0.2902963283014324 98:0.5238284823607466 99:-1.388337796700468 100:1.271944079104719 101:3.200286483520905 102:0.7450650044124385 103:2.08088044744583 104:1.949634196223527 105:0.9556406185978433 106:0.9050699044093502 107:0.4561460949131951 108:-0.5159482350963129 109:-0.2340670550636254 110:0.04732559009057334 111:0.4888656776910825 112:0.8503106617984365 113:-0.9867446919429563 114:1.542798901055086 115:0.1496723461497481 116:1.057864067042172 117:-1.343046257746344 118:-0.6556735844285004 119:0.6405237982120922 120:0.4441243397378374 121:0.3980583512171316 122:0.02667396749067123 123:-1.12643849611053 124:-1.638857843892701 125:0.2113155266346962 126:1.603117601703913 127:0.5259186298716745 128:-0.4333698634873449 129:-1.079495084153083 130:-0.07569550433854884 131:-0.3417344768822044 132:2.647605086282616 133:-0.2849996383826692 134:-0.2218083278747739 135:-0.1552128485077502 136:0.02699194198693572 137:2.000846605784705 138:0.6613064191170174 139:-0.8341022943351463 140:-0.8841572389202063 141:-1.752101050648758 142:-0.06149300904830052 143:1.333949026507906 144:0.3211403185888971 145:1.184615419994714 146:0.9456097262600859 147:0.8765120525514618 148:-0.5412739317504083 149:-1.183448560596783 150:0.8801440502254343 151:0.131065029118077 152:0.5845644249415952 153:0.06155731872870809 154:0.9142996142671642 155:0.8506572582299042 156:-0.2943729072206722 157:-0.657830568948775 158:-2.538106065238394 159:1.247793078101683 160:0.5190794241572583 161:1.132141103249074 162:-1.601098266645169 163:-2.489637611027275 164:-0.6760547797963181 165:-0.654795289731074 166:1.274575075845019 167:-0.8152585513337099 168:-0.4375121291318164 169:-1.183708893162138 170:-0.6637232158044303 171:-0.4858751501865842 172:-0.1414309198635857 173:-0.1330142597973007 174:0.1732645792490939 175:-0.7904105403194895 176:-0.0649851392047428 177:-0.3027224263968496 178:0.9653779026444819 179:-0.3561928502432173 180:-1.133959657427073 181:-0.8487420539929547 182:2.170670248429178 183:1.812968340628452 184:-0.8954234681064612 185:1.708862224691222 186:-0.6898422108487344 187:1.0022872774124 188:-0.2991862594135045 189:0.08692619438784936 190:-0.9814323646393477 191:-0.323117263049514 192:-0.4557299051464767 193:-1.200905553769504 194:-0.3883753597554443 195:0.1839405093510566 196:0.7917985027587057 197:-0.5937674791149905 198:0.09235381714658816 199:-1.598458065285004
--1 0:0.8273182611723454 1:-0.4390327058108689 2:-0.110925244675757 3:-0.8333009530810184 4:0.2907758389685046 5:0.8721407007035491 6:0.9440159249667552 7:-0.2591352357885859 8:-0.4089802823820213 9:-0.09084639318352394 10:0.2985443863508861 11:0.2272443678836888 12:0.08153413345759072 13:-0.04205846644385661 14:-1.143952479201996 15:0.8080551613173503 16:0.85945378170387 17:0.06656268975049852 18:-0.2002791870437611 19:-0.2267868452068227 20:0.5235803011933198 21:0.3932314584160033 22:0.1246490961588021 23:-0.6447071840204266 24:-1.404788866311072 25:-0.3138721469588958 26:-2.38316283563578 27:1.232590792929569 28:-1.710747332576632 29:1.150768380799379 30:-0.8551595278126592 31:0.9242205080986313 32:-1.328384959714084 33:-0.251886283095055 34:0.6316321886075451 35:0.6969782253090888 36:-1.261173430737632 37:1.784594363423368 38:-1.244000110850523 39:1.299410572498979 40:1.55868854597467 41:2.764607221409125 42:-0.3767780490642793 43:0.3543899310348489 44:-0.09497692167799389 45:-0.6811956602599224 46:-0.4398120877754894 47:-1.972680854432652 48:-1.429686634987567 49:0.29881547434765 50:-1.062136031656842 51:-0.416782599523696 52:0.1824626292651301 53:-0.8277917550322832 54:0.1339873150029924 55:-0.7677361784447524 56:0.07456991148002379 57:1.74947410250339 58:-0.2085600142757474 59:-0.9767934399756535 60:1.590421270813853 61:0.8761043737557284 62:-0.07654191792162778 63:-0.2067054502010544 64:1.671425661680055 65:-0.7297780628481151 66:-0.5478208024187315 67:1.036846702248747 68:-0.5673754657823311 69:0.05972033140018302 70:1.041775749221643 71:1.053563610428342 72:0.6725910551358364 73:0.243936966607719 74:-1.546724055443161 75:-1.048929126128583 76:-0.5246818830583514 77:0.9375149119806967 78:-1.239324877111767 79:-0.4467371383877773 80:-0.2829452035527989 81:-0.23186317549384 82:-1.279299345676133 83:0.8145073256092406 84:-0.05088358669434129 85:1.993804437443473 86:0.3304151396235617 87:0.3441093691313166 88:0.08665411440359906 89:-0.07607790393296864 90:2.085751608865964 91:0.2613053415879595 92:0.8116094117365242 93:-0.05127788423393528 94:-0.4661710418261713 95:0.961791700190805 96:0.7514365853110802 97:0.1153792843815172 98:0.05116318906470431 99:-0.4393458791019837 100:3.325491344111836 101:-0.9362829861267249 102:-1.56881831896786 103:-1.889501541860711 104:-0.9750324557945409 105:0.3368258454173386 106:1.997590242164312 107:-1.466919736720254 108:-0.5082862124335793 109:0.833139454937693 110:-0.8348692098527748 111:-0.9088895208801255 112:-1.051691507334289 113:-0.1873036403820597 114:-1.127240092152036 115:0.5172553008254949 116:-0.9713038009115356 117:-0.8536786168823668 118:-1.058000958210797 119:-0.7913850004950017 120:-0.1939687469584843 121:-0.2865627294154146 122:-0.6932467982813143 123:1.428765005752404 124:-1.242853977983068 125:0.6767631641489836 126:-0.3601774670812253 127:-0.2926581315669676 128:-1.216966339112545 129:-0.5578855225889983 130:-0.08114002344912108 131:0.4253036183606456 132:0.7971692121344071 133:0.7637308993175902 134:1.147761704983528 135:0.1424482170041406 136:-0.5496380924821557 137:-1.451859172139501 138:-0.8137576969440574 139:1.078104662204446 140:-0.2308372924803211 141:-0.8612812596021183 142:-0.2363872736639705 143:-0.569090826611266 144:-0.3480634811074449 145:0.829816164724454 146:1.869621280499025 147:-0.9882625600620101 148:1.264491458192165 149:-0.4992120106592007 150:0.5181568466353614 151:0.303785779635337 152:-1.215670617191517 153:-1.100736830672338 154:0.1753726699623641 155:-1.031431382186929 156:0.4372266108194474 157:0.5064613103717794 158:-2.405383184591251 159:-0.9203846782946045 160:-0.6655980780627168 161:-1.539717013566732 162:0.7281787279429791 163:0.1202215481830509 164:-0.7111084464456244 165:-1.469061850093596 166:0.5837888117039919 167:-0.9529474136991374 168:-0.4436108683322491 169:-0.8347740587342912 170:-0.580034246255305 171:2.300846443307363 172:-0.575668649127231 173:1.126956437802174 174:0.4278973884677433 175:-0.2449220001194981 176:-0.01440254437739227 177:0.2977466224870083 178:2.245204686800533 179:-0.1625077833407913 180:-0.8017189429158179 181:-1.201184883513507 182:-2.245578808186143 183:-0.1509178087524364 184:-0.6509355075239088 185:0.08516570941929429 186:0.5265145560477742 187:1.709431163135779 188:0.7349837013729847 189:1.723779224571896 190:-0.201214409010638 191:-0.1063058907213987 192:1.518020387707812 193:1.153858540957771 194:1.077479764928886 195:-0.0001622450858461201 196:-0.7446921271603291 197:0.4048912050028361 198:-0.9174228485822439 199:0.9655216563947809
-1 0:-1.523994311749109 1:0.1449223999783964 2:-2.063108151314366 3:-0.5202397322703188 4:0.5105387141529278 5:0.4416987222450893 6:0.5634824048892887 7:0.3642357822610002 8:-0.29958152888713 9:-0.1818124805733553 10:-0.3409484544167939 11:-2.414551310255195 12:-1.261909833315021 13:0.881422969546555 14:0.3022708955314919 15:0.1148235643846566 16:0.8234273973035693 17:1.51221307351725 18:1.173594415232123 19:-0.7275760595128045 20:-1.208435031569715 21:1.08547133191851 22:-2.492618276218272 23:0.2792588285469067 24:0.6941362360761023 25:0.4669692709834089 26:1.104988141720782 27:0.5995276935880944 28:-0.7286843091936732 29:-0.2444071852134246 30:2.307799313527659 31:-0.06541309331128264 32:0.6741637376822354 33:0.6876347852894575 34:0.1059600083363223 35:1.725248841612463 36:0.9762954635931869 37:1.281311052691886 38:-0.4923972221541464 39:-0.3844534028221842 40:0.7552541776678411 41:1.117904813097255 42:-1.970564932385778 43:0.5602378961896562 44:-0.4494354380219601 45:0.1029439722796653 46:0.474775560522946 47:1.521713918495331 48:-0.436467315985711 49:-0.2283789138777291 50:0.06346275558584331 51:0.5768635752743011 52:-0.03170796144213826 53:-1.006294489329493 54:1.356039425663114 55:2.202508516038683 56:-1.32230692171918 57:-1.366734504626513 58:1.015375548608235 59:-0.9236752209814539 60:-1.226560948203844 61:0.185788975367979 62:0.5914591630524282 63:-0.5700614513070493 64:-1.458263773096841 65:2.121551387900658 66:-0.3034145030095278 67:-0.0632326558113014 68:-0.413426632681525 69:0.3999241403976295 70:-1.15365454793695 71:-0.3889088112254343 72:-0.7689308696243372 73:-1.11399846797681 74:1.668234210765047 75:-0.2047827437519666 76:0.3344675477230209 77:0.8351056354427708 78:1.444340189879691 79:-0.2677937464710957 80:0.6169064422806799 81:-0.3835878728730457 82:-1.004530502519078 83:-0.7674993925256443 84:-2.246108587544798 85:-0.77067165436101 86:0.4776739422430114 87:0.2993604493371874 88:2.625668814609877 89:-0.8258911319358314 90:0.5455119535244727 91:-0.4781890025058712 92:-0.3108855022157869 93:-1.108730626113501 94:0.9967038594256212 95:0.1527849360691173 96:0.3541419601220729 97:-0.1350335347423107 98:-0.0283740008485389 99:0.09255933099299236 100:-2.024517261481097 101:-1.072789921741734 102:0.6379718833014949 103:0.03739434785274686 104:-1.68098718612988 105:0.2228888074760534 106:-0.3671642100313477 107:-0.6417706214336224 108:0.8302684080241802 109:0.4512031125334153 110:1.200864113953552 111:-0.1968775883664034 112:0.9773048452109224 113:1.049807384453199 114:0.7549478137267031 115:1.080939493939619 116:-1.786362780608467 117:1.047056562227106 118:-0.04200146490099374 119:0.2006217506360999 120:1.327178432767761 121:2.169800638060455 122:0.912537562853277 123:-0.1331490629364771 124:-3.016748799984604 125:-2.597511061099035 126:0.3183466702240534 127:0.2420966615336405 128:-1.149013521951575 129:0.9544430980229309 130:0.06377675678333658 131:-1.101397952259711 132:-0.0250254870588084 133:-0.9468488618418317 134:2.87205633112537 135:-1.260124673250936 136:-1.064851372477955 137:2.57968551424668 138:-0.5761877956807088 139:-0.2710566493465211 140:0.4437413174135779 141:0.640125450136761 142:0.2594862051846924 143:1.144731583893548 144:1.929376540269154 145:-0.3469809265470257 146:0.2470335569806247 147:-0.01936171141924833 148:0.6662382433328681 149:0.3313974539956741 150:-0.3924128902307006 151:-0.1590477881316282 152:0.4294355510875731 153:1.896641178865029 154:-1.205150916847453 155:2.230547143808896 156:-0.1970045695596851 157:0.8496813555917087 158:-0.4315055090242512 159:-0.3627189867725873 160:0.9641472100491555 161:0.469118542940883 162:-0.2418800422428205 163:1.244700248267363 164:-1.885216973087699 165:0.4073782631643343 166:0.8209761864257727 167:0.5840587215418535 168:-0.6112348450037511 169:-0.9130032974921836 170:-1.427807864675066 171:-0.4070999737860386 172:-2.029984614011204 173:0.4961172780961575 174:-0.939489774578763 175:0.4580270994808767 176:-1.66280412922783 177:0.9523529842467888 178:1.582512156395647 179:-1.770949624873468 180:0.3208765183583208 181:0.0479761490579968 182:0.449914948962895 183:-1.621953680963729 184:-0.1987191048760293 185:0.4619276206476396 186:-0.7579620748540243 187:-0.8748532822671967 188:-0.3217063512689258 189:0.8850939249132717 190:-0.653234835006705 191:0.2602395247687398 192:-0.4203425579877011 193:-1.350877209854123 194:-0.6908424729254717 195:0.2174146849708397 196:-0.5471089875320578 197:1.711417750299211 198:-1.229009176940696 199:1.566206168647274
--1 0:-0.4361009273059414 1:0.3436605295735454 2:-0.305677986090747 3:-0.8936998283432593 4:1.621998181649698 5:-0.3433677820543959 6:0.1334808090494309 7:0.901105065446016 8:1.372647909459746 9:1.332219237549483 10:-0.5057292931057237 11:-1.259419388594251 12:-0.2938691583773712 13:-0.3873629171590783 14:2.591977781269605 15:0.1445428935682692 16:0.9258144165682133 17:-0.7866407167887259 18:-0.3800233297422982 19:0.7403545488788703 20:0.001236415979605978 21:0.3600648897737413 22:-0.09250034735478589 23:-0.04529976297960733 24:0.4916441203651955 25:1.730309928404565 26:1.028409193507816 27:0.1893336072136807 28:0.2978367325417152 29:1.176696664455601 30:-0.9441958517915212 31:1.620770843943991 32:-0.7384306202690741 33:-0.7316868944729572 34:-0.0883237186403846 35:-1.000308814866803 36:1.173661452857116 37:2.359172533364204 38:-0.4498649235921668 39:-0.3152660218764474 40:1.813871410787062 41:-0.4982450526001686 42:0.1114857882208846 43:-1.153566544180578 44:-0.6113954515512818 45:0.7907872897702228 46:0.8255555835290714 47:-1.056706252569435 48:-0.5587532615385555 49:1.454211026358898 50:-0.5655007451204587 51:-1.186514075788511 52:-0.6149883411706532 53:-0.247419163290884 54:-0.2855627469513338 55:1.676328129187797 56:0.1869759650125219 57:-0.4811562667036302 58:-1.083803622329454 59:-0.7491318004586466 60:-1.89778813857745 61:0.4366307211980485 62:-1.450435850799646 63:-0.121854410859693 64:-0.5352699856473629 65:1.05438908292188 66:0.2068219584046948 67:-0.8887921810824936 68:1.439277487625119 69:0.03531905768992431 70:-0.3091334330695981 71:0.5652382507822707 72:-0.3824588922549281 73:-0.6293642881244093 74:0.481953764609737 75:-0.02949594319552507 76:-0.4567385256836076 77:0.516929707141605 78:-0.9311492882538359 79:-0.2429375910484519 80:-0.3205245847276324 81:-2.059900122034997 82:-0.5856085944258207 83:0.9938351133884264 84:-0.1794134086855391 85:1.266330906181493 86:0.2432331848651768 87:0.3473926481954698 88:1.49281278327162 89:-1.339739684903964 90:0.8832574651922009 91:-1.626369951137132 92:-0.5030352573355702 93:3.178101279010927 94:0.04096209726602427 95:-1.031434675950838 96:-2.014355382885337 97:0.1997361866827311 98:2.87141947150857 99:-1.289395092628234 100:2.857451075038076 101:1.223640472984677 102:0.03068213686591223 103:0.3619633127092587 104:-1.295176113422036 105:-0.07008961303408481 106:-0.169725044677643 107:0.7616311986368201 108:0.6838834617410294 109:1.14298692128813 110:0.8726114445926865 111:-0.09819431104908338 112:1.815940839161391 113:-0.3551512781353289 114:1.083660535971702 115:-0.1343013311505605 116:0.6986331181096891 117:-0.6532193061800301 118:-0.8886959386024834 119:-1.142740429697939 120:-0.1481932463058283 121:0.2206018385590278 122:3.118685201584112 123:-1.149852370002065 124:-2.19710636438424 125:1.531469427595024 126:-1.473722476947796 127:-1.832948733393162 128:-1.434830125238046 129:1.293638843759657 130:0.8228508782196076 131:0.9869994080704227 132:-0.1064053722387225 133:-0.4153025986255642 134:0.9859626463842943 135:-2.42142772055256 136:-0.3369763435108472 137:-1.572043395570546 138:1.216123921331143 139:-0.1220160585303575 140:0.8583336524512096 141:-1.875507534820675 142:-1.813461777738284 143:-0.7246129541284979 144:-0.8316880591521616 145:-1.898543214307645 146:1.642164845260152 147:1.221349530153423 148:0.4840244135935861 149:0.2957838778716126 150:1.425838731703684 151:0.511158360859033 152:0.009364119244139114 153:0.8535583500601357 154:0.4310500221000376 155:0.4091249090930946 156:2.43455966456709 157:2.648079131330302 158:2.161447427662039 159:-0.1236552867635035 160:-1.330148236675631 161:-1.339674005440864 162:0.2307681119781491 163:1.379610972237026 164:1.336975255317933 165:-0.2099079077699214 166:-1.507695557392892 167:0.905008349260214 168:-0.09246775479563495 169:0.9807712956515368 170:0.2001505217554864 171:0.5751546077580159 172:-0.4633790721234327 173:2.140481360307255 174:-0.2025603991258629 175:-0.5037395560923107 176:-0.808998561630584 177:1.142067116298146 178:-1.789912823137094 179:0.5174961578220906 180:-0.5522792436048808 181:-1.317566896618587 182:-0.0009759671311194721 183:0.7415339211107429 184:1.519108093836001 185:0.371082671091685 186:-0.5244732113950639 187:-1.633494295472915 188:-1.060431443058796 189:0.7292501222466127 190:-1.740716119161655 191:-0.2777074669980629 192:2.417869037857511 193:1.99019827809667 194:-0.595520576640056 195:-0.2578565140852669 196:0.934058635191804 197:0.8968427731274684 198:-0.6859646601723044 199:1.428274732464535
-1 0:-1.908634435840346 1:2.002693181450086 2:-0.6619160529002456 3:1.21124693348249 4:-0.4711055687024504 5:-0.9275746604297428 6:-0.04996974752830605 7:-0.7351988807255857 8:-0.05556343511006151 9:-0.09643343779267226 10:-0.1668179280663684 11:0.5564628956764929 12:-1.068692977101836 13:-0.7245223343835696 14:0.171605958126237 15:0.1985298644642068 16:-1.892500187662206 17:0.2361870126297047 18:-0.2244786177576322 19:0.5095109580443236 20:0.3089550098209574 21:0.7779858921477293 22:1.728494267951172 23:-1.576450323975448 24:0.5070688640533985 25:0.9588735463316621 26:-0.6496228636605614 27:-0.7309528304627501 28:-1.289439906450024 29:-2.263646611301333 30:-0.270607692791383 31:0.1467457290553011 32:2.025132563233585 33:-0.5351362915393215 34:0.06039546055862586 35:1.181885665207401 36:-0.3979075496354603 37:-1.765185851252604 38:0.07486291141994787 39:0.9381837798337855 40:-0.9646097221519057 41:-1.223795078749534 42:-0.7954521649035921 43:-2.24428468369224 44:1.003240092177355 45:1.133027581596628 46:-1.163345287216055 47:0.00422609103413984 48:-0.8078106757882549 49:-0.4869184275778563 50:0.3412783134344519 51:-0.7553984754556239 52:0.5146437285272327 53:0.04623975053508572 54:-0.1396778306981501 55:-0.1017139089708944 56:-1.523579540386949 57:0.0685059621961409 58:-0.5380236397809913 59:0.9605334175365206 60:-0.2681270384372033 61:1.576459912164353 62:0.432021968571502 63:-0.7207991813971274 64:-0.5626445270269826 65:-1.005094657822501 66:1.364569613812395 67:-0.5656441007114711 68:1.237716829491703 69:0.1448045660886795 70:-0.8672154931208306 71:0.2954846963742419 72:-0.1519973355146218 73:1.356150796350436 74:0.9560780056245436 75:-0.3242824298894963 76:1.37984600906799 77:-0.7852094230046035 78:0.8148627201573355 79:-0.7024058890461031 80:-0.3517330146879749 81:0.9858306725190937 82:0.5676550106450181 83:-0.3688160120724885 84:0.2112445857278829 85:0.3408520940106419 86:2.079454045234302 87:-0.1900114621920905 88:0.1339370382747387 89:0.8892472371095365 90:-1.815310829036102 91:0.04317531526216919 92:-0.1620371078315544 93:-1.446603322456722 94:-1.226501175993292 95:-0.8207793212273961 96:-0.5108650713109989 97:0.1887096906329091 98:-0.5144020075187449 99:-0.1580844379074063 100:-0.5481004739543294 101:-0.4157438045956586 102:1.293076023363407 103:-1.222121591610463 104:0.06138263189849627 105:-0.4063016478269294 106:-0.2317915179594385 107:0.4827087091257946 108:-2.259033388536128 109:0.961181504912983 110:-0.2374287435261066 111:-0.3181012112813943 112:1.160903935792732 113:-1.063929955659067 114:-1.278177330510448 115:-1.762953036645017 116:-1.487532139822239 117:1.013867647304048 118:-0.4131530224859453 119:0.9522564035709123 120:1.225978482578644 121:1.240179254859306 122:-1.405106513707415 123:0.09080459771409487 124:-0.411854353465482 125:-0.4292646354865698 126:-0.8742545227379526 127:0.8480156842102927 128:-0.7385718778260962 129:-0.9981172677827076 130:0.9907704383443162 131:-0.8173674347138244 132:-0.5779793026514443 133:1.066859017984171 134:1.016677072977186 135:0.1212196533412308 136:-1.072786420155264 137:1.742006056313521 138:1.068666067126892 139:0.4865790601399117 140:-0.5330888131132749 141:0.007928588928440264 142:1.383738378692077 143:-1.932440200164647 144:0.2490004328395484 145:-0.9167488790088845 146:0.802837676147961 147:0.4122520221299465 148:0.3235811503796991 149:0.2498765463180237 150:-0.6944242095047993 151:-0.3419331451502127 152:0.3043646626361363 153:-0.6603107249334829 154:-1.961191621609147 155:-0.7942510840767762 156:-0.4074133601375354 157:-0.6511844202045184 158:0.1520953024612506 159:-0.3606510677860528 160:-0.7575048741137635 161:1.446050805076289 162:-0.9753720839566702 163:0.5252387183856176 164:0.5095133908787597 165:0.3098769403261126 166:-0.8732976930608051 167:0.6451289236598541 168:0.3406415933456711 169:0.1780984150239628 170:-1.239491559398984 171:-0.02892289664847215 172:-0.05359130610195835 173:0.740262391370486 174:0.5073678119676877 175:0.2826705510264484 176:0.4349591570908562 177:0.4116466585316422 178:-0.237613030456238 179:-0.1334850081642282 180:0.6024137667925108 181:0.2175027501018345 182:-0.628484074173385 183:-0.5702825093607942 184:1.171442339332123 185:-1.89170286388716 186:0.2418558348134308 187:2.518896941411926 188:-0.2182320151993952 189:-0.6045900270492294 190:-0.6921982083644888 191:-0.8286978814291581 192:-0.6426102389754663 193:2.161782466035476 194:0.7869269877180621 195:-1.582409933831545 196:-0.4912950715422076 197:0.7241436336711549 198:-0.130230792907273 199:-0.3958607074675004
-1 0:-0.4194572698523112 1:-0.02588791381675213 2:1.412107436307629 3:-1.349493513982017 4:-0.5925118198187969 5:-0.4014121103933659 6:1.778114675124497 7:1.686574954441473 8:0.0996246751398371 9:-0.05440942411084967 10:1.041360946549402 11:-2.293716077675695 12:0.3887178310455271 13:0.03501154613964627 14:0.3789809407872506 15:-0.04275109797070922 16:-0.3453854064252423 17:-0.1381893889900471 18:-0.400413885312666 19:-0.1218280132486187 20:-0.009102453483956068 21:0.7967589675644744 22:-0.05724750873180495 23:0.4683916270725034 24:-1.513702462425802 25:-2.149366319504728 26:-0.2470887901372474 27:0.36988611209799 28:-0.2053272497218388 29:-0.6693504043053999 30:-0.8734014280844654 31:-0.5800322404764958 32:0.805397268415047 33:-0.8688804640736758 34:1.204552164865761 35:0.1892400396745913 36:0.9530037929207278 37:0.1619121455792488 38:-0.8098016736499362 39:-0.02963147980775916 40:0.2954187590237418 41:-1.003052243422465 42:0.2544995208056473 43:-0.3072794823390579 44:-0.2708164539083736 45:-0.7747298788289688 46:0.09897568590792474 47:0.5013431329892165 48:-1.273449933100533 49:0.1226786810183769 50:0.8969271437328155 51:0.8797355759701484 52:0.5655325991406744 53:0.03969210867201004 54:0.2555933936027362 55:1.359878294296703 56:-0.1292973997262693 57:2.415311140088285 58:1.14431949982666 59:0.4592318282663911 60:-0.167506376806132 61:1.127044971108479 62:-1.205552263870411 63:-0.2409636392074005 64:0.708097235773482 65:-0.9101146612619337 66:0.5718269950916604 67:-0.2239275838432088 68:-1.216942923393386 69:0.05579406933317389 70:2.297012930804534 71:0.1628110788021778 72:-2.00056259837107 73:-3.354294625958732 74:0.3409617533241763 75:-0.7056157108497143 76:0.1448759903239513 77:-1.526173929621162 78:-1.717027059476911 79:0.9437266388591513 80:-0.8221182496325132 81:1.427704944627834 82:0.6713915496027048 83:1.739230501578441 84:0.1833153130118036 85:0.2378965306477709 86:-1.127010169694043 87:-0.6956536446924763 88:0.3033217265080186 89:-1.589402431675311 90:-0.4885556432807724 91:-0.03816788568594662 92:-1.701799685256488 93:-1.198429357553663 94:0.1020572520435313 95:-0.1166086595127077 96:-0.3408198782159577 97:0.4951256959434782 98:-1.595050636413187 99:-0.7030006460011935 100:-3.11959909785395 101:0.4867569414572672 102:0.3803403408933547 103:1.076917709754674 104:-0.1303150975505355 105:-1.104186592853788 106:-1.024925247279997 107:-1.534328025204597 108:1.63081339935758 109:-0.1836589502422009 110:0.3180098803973906 111:-1.275962200529299 112:-0.4908612578893481 113:1.061382496575347 114:0.287348749233076 115:1.240058071884016 116:-1.7623455373627 117:1.971092192207806 118:1.099369680920701 119:-0.5753331293246933 120:-0.03655132737041736 121:0.8417375390229794 122:-0.3552906133166512 123:0.25425641731167 124:-0.3942609686921589 125:0.5949246363500749 126:0.03786666859924755 127:2.324322952246292 128:-0.4851341948810701 129:1.203012935062975 130:-0.2734858881625133 131:-0.5448766747745704 132:1.702566328408246 133:0.9864360223314067 134:-0.2457846644045299 135:-0.0532875538802306 136:1.790349251352528 137:1.488999201728411 138:0.2151877669757105 139:1.495952123216295 140:0.4773048339849553 141:0.07544031547513595 142:0.4389947772331683 143:-0.06586161268925994 144:-0.1064002617999911 145:0.7618451888631682 146:0.3434765986272073 147:-0.3636821802425402 148:0.6214723602023622 149:0.7484805169852485 150:-0.5039464043377053 151:-0.6551591812466924 152:-0.5236652593356506 153:1.120217606816698 154:-2.005361827408911 155:0.8036582836374759 156:2.45520898665869 157:0.5693790188136509 158:0.6945588559144951 159:-1.479965935030101 160:-1.275937329096689 161:-0.7008094857046789 162:-0.4770943573452773 163:2.053394469341072 164:-0.2179400664277155 165:-0.628302664616501 166:-0.6777498106378957 167:-1.326201196853798 168:-0.698636072655233 169:-0.4900882409144577 170:0.839499418659625 171:0.06809380210103365 172:1.72587382125752 173:-0.7203303288321287 174:0.5734049718039539 175:0.6675629810730574 176:-1.659280376471343 177:1.46121070210198 178:0.1026730639501819 179:-2.071591744496877 180:-1.091048104851805 181:-1.938198644304367 182:-2.195966560199181 183:-1.528787576403395 184:0.4966649209758368 185:0.6563768206462343 186:0.8129745639477556 187:-0.2764840990476842 188:1.337171633499213 189:0.7886249557092003 190:1.714462465110352 191:-0.7020365465282827 192:-0.6067061834709926 193:0.6633456747461451 194:0.1214133910575937 195:-0.2893378557061403 196:-0.9709289771969819 197:-0.5952296583794818 198:0.8629966734732596 199:-0.8404003445515815
-1 0:-0.937233688235207 1:0.7079051161663984 2:0.9301344927835576 3:-0.5762885538686425 4:1.812535973393146 5:-0.5373011119324961 6:0.2285672560795403 7:0.6009910724331511 8:-0.3841835083705392 9:-1.048528172525781 10:1.100690073529918 11:0.0912255089575192 12:-0.6747544785298629 13:2.021989924540706 14:-1.666660729719436 15:-0.782544541547469 16:-0.9427372360015985 17:-0.1504689692647592 18:-0.8644019876372473 19:-0.8136499021659683 20:-1.12957696123233 21:0.7880952783106462 22:0.2067223897976871 23:0.7999366442418583 24:0.07363298515366942 25:-0.5820514881764559 26:-0.215185292970979 27:-0.7864726809891389 28:0.7030238806646449 29:0.6444061459562493 30:-0.3693952625510655 31:0.425574110898728 32:-0.8453839265835117 33:-0.5014638728974101 34:0.5282704262369543 35:0.3564476588814484 36:1.150074867040915 37:1.336828540540699 38:-0.2041792140697503 39:0.8836809573279748 40:0.3024315658493271 41:0.5773848110928609 42:-1.014271558641289 43:0.1847042533931547 44:-0.2183835093813013 45:-1.484393657047974 46:-1.45253341163997 47:0.427656763960174 48:0.9529146911363053 49:0.5928415585659407 50:0.3581151458368719 51:-0.1350803019294901 52:-0.9034295139971423 53:1.16085787848023 54:0.4369281652956616 55:-1.283107974486108 56:-0.01272971125901604 57:-0.3993655859226122 58:-0.2774087677172749 59:1.210922967717641 60:0.1272783511249707 61:0.9810411448425757 62:1.724850457452679 63:1.377180311547846 64:-0.1193551342118754 65:1.35927154539109 66:0.02371273074527502 67:-0.7192996966231662 68:0.610384350437549 69:0.8679454139606392 70:-0.5311621407434279 71:1.059667479625801 72:1.232342149455108 73:0.2058732254872948 74:-0.7970166976953953 75:-0.126740262746051 76:0.1761105727782267 77:-0.665481320528251 78:1.230197746954649 79:0.111445599630351 80:1.602215535433955 81:-1.488605915948088 82:-0.8743276377441764 83:-1.272304117680067 84:-0.5125815918026521 85:-0.9050660435454295 86:-1.161301436661974 87:0.8508160223308889 88:1.439310180195942 89:-0.2190326278286311 90:-1.97664074710134 91:1.264095854842244 92:-0.8319795168589624 93:-0.5553748574823691 94:0.1311015654936788 95:2.091081818466252 96:-0.9338138006875079 97:0.548313174427598 98:-1.275478717102948 99:-1.729408125655082 100:0.1893523543183428 101:-0.2985116963442775 102:0.658394771708584 103:0.1272596417821386 104:-1.854557020937158 105:-0.4892906781545477 106:0.5488444248885781 107:0.6775344543917524 108:0.3529785548719215 109:-1.971290970979387 110:0.5030415998968716 111:0.7297838320828054 112:-0.501575505728186 113:0.3257899070149429 114:-1.553365718600657 115:0.5395658492790139 116:0.06681460402514318 117:-1.126388482894598 118:0.7422429141371572 119:-1.190104524099377 120:0.01896103465706274 121:0.1572273455705715 122:-1.405011831029637 123:-1.322322338493189 124:-1.238003343942219 125:0.0400490627473496 126:-1.544965878662976 127:0.07019341386715232 128:0.2887308322268584 129:-1.052674325044415 130:-1.872447870943498 131:0.1571779010088187 132:0.520886014928997 133:0.8051476246993298 134:-0.6511762089925277 135:0.5297020362218761 136:-0.3408989091776657 137:1.176263452604178 138:-0.3411021376134969 139:-0.02471932198616203 140:0.6240918368183318 141:0.06969114558544891 142:0.41169365780212 143:-0.2089660601482625 144:0.9395052797707254 145:-1.164030652357967 146:0.6186195384717059 147:1.573410075015086 148:-2.507918082897405 149:0.2236452502469827 150:1.517288457844522 151:0.3317360927195987 152:-1.279110226184467 153:-1.250917349216191 154:-1.003514922909383 155:0.449560183231446 156:-2.396081889113034 157:-1.697902257014254 158:0.04448287422410942 159:0.004220551595685164 160:-0.009749679558128232 161:-1.186507232438356 162:0.9170744263022709 163:-0.6113847000579977 164:1.847937646781836 165:0.2318552377339181 166:2.033649620862588 167:-0.005170567829450878 168:-0.481960223012118 169:-0.198740809637766 170:1.075302207866405 171:-0.4592061058271844 172:-0.8379987810445477 173:-0.6465855483139223 174:1.374194767137756 175:-1.106704171510748 176:0.4210038981775692 177:1.016569467972344 178:-1.57897084626607 179:-0.4879825541866267 180:-0.4852429316647565 181:-0.4218704921464367 182:-0.1468436619988223 183:0.851966613609905 184:-0.2139914002748652 185:-0.2388198665891894 186:0.7914812538768796 187:-1.520125726089767 188:-1.303306883710383 189:0.4502955055434344 190:0.1518678646880555 191:0.09690440494205317 192:-2.065703958691883 193:-1.946834686191274 194:1.748261721913986 195:0.1173953503398396 196:0.3702944474522332 197:-2.108561832255861 198:0.4862862751996141 199:-1.003800921685572
--1 0:0.0922154229949157 1:-0.1180769480779705 2:0.1697554408686344 3:0.1824213067249078 4:-0.4947470693351773 5:0.02927932003768553 6:0.07370817342920341 7:1.083936750095134 8:0.6983396512300886 9:-0.4568903253103627 10:-0.4411438218469708 11:0.3484301524351703 12:1.777894575331096 13:-0.3302746922652833 14:-0.02827533785738566 15:0.360916961582355 16:0.16125077620221 17:0.4396632419403709 18:-0.7450135676797831 19:0.2522646238592975 20:0.06554297922670661 21:0.5982992979189189 22:0.7119331166958366 23:-1.36852825502534 24:0.1486123255865799 25:0.03577753207913991 26:0.4699015224442455 27:0.3300029700901276 28:-0.4214018637544753 29:0.1682885375527715 30:-0.1421438384898218 31:-0.3656728442390771 32:1.678939217100269 33:-0.7794481334445142 34:1.268502170318304 35:-0.09538526888390182 36:-0.08971639614639454 37:-1.746100018803198 38:1.938294543156497 39:-0.6824949440773004 40:-0.05819422365447903 41:0.9148239293949437 42:-2.117007552215012 43:1.115670527386932 44:0.9841813277650622 45:-0.7270872699921915 46:0.5237956116901706 47:0.81812958267142 48:0.6822075402264458 49:0.1783298535763369 50:0.6834109544758152 51:-0.6254218517497921 52:-0.6364538498405733 53:-1.579310147592072 54:0.2314284765394156 55:-0.1697977510592195 56:-1.602578113968577 57:-3.553332463939861 58:0.06208496861782359 59:0.1570758008401499 60:-0.3760412019197962 61:0.1834748964640656 62:-0.3452623184294239 63:-0.6662636372474438 64:-1.53582084172151 65:0.02820672894561015 66:-1.040083953190531 67:-0.284252579318047 68:-1.021512354775428 69:-0.6497101464511948 70:-0.09652516599854258 71:-0.0874004313644795 72:0.1319867850254476 73:0.9975438554196165 74:-0.6256490460239925 75:1.918823932787692 76:0.08103150881226628 77:-1.354644374329788 78:0.1837062178737645 79:-1.172540403614916 80:-0.3758093163721121 81:0.4133197365988863 82:0.1827372227522336 83:1.808648184245293 84:0.1957810602367567 85:-0.3520573724265625 86:-0.4922812712561695 87:0.3392675373855439 88:-1.010044258903486 89:-0.6204267749319398 90:1.557310329206749 91:-0.5016593317458165 92:0.3702811212489763 93:-0.8032327240252758 94:-1.640922594534216 95:-1.5908528882638 96:0.5495361750528834 97:-1.253864248049167 98:1.096605102015567 99:1.062446147851892 100:-0.8336055900843162 101:-0.4487156784661941 102:0.4758194270914263 103:1.3609444849012 104:0.3596845722471184 105:-0.3639723400722262 106:-2.03828837791688 107:0.9292958108981202 108:1.562240001923387 109:0.3068193256789812 110:-0.1240080254165362 111:-1.773923260888814 112:1.06546424561857 113:-1.259458190700884 114:1.934098855116424 115:1.677147288669307 116:-0.5024060861141798 117:1.563776608737283 118:1.770508979794662 119:1.214949461213034 120:0.1291310999538394 121:-1.923462393864062 122:0.6975103982222026 123:0.6797014685976366 124:-1.32724784633325 125:-1.627162960940711 126:2.532353479361685 127:-0.2762238631394747 128:2.377255985737502 129:0.2020538468104301 130:-0.7160126139491224 131:-1.014363799750022 132:0.5820055246774132 133:-0.6524175149503509 134:-1.348101836637316 135:-0.3263507374514082 136:-1.106996011657297 137:-0.2762416985958138 138:-0.4399302692831117 139:0.1373844800658384 140:0.02035286560584001 141:1.349508649674489 142:1.072173692018467 143:-1.132819385768849 144:0.7033901936164495 145:-0.04713632787795295 146:-0.132384142751428 147:0.5077254998863551 148:-1.024855724037059 149:0.4947407054695588 150:0.7479911841479326 151:0.2994477462377721 152:-0.6778187703889149 153:-0.06676509561607186 154:1.394678351850563 155:-0.435909206108165 156:0.3541059916141553 157:0.07424823211794251 158:-0.3897245385154481 159:-0.5097629146868093 160:-0.5759955460111618 161:0.8611101837302246 162:1.096021857039222 163:-0.8099878742523041 164:-1.126225863991715 165:1.220029130305133 166:-1.748589627927178 167:-0.5074565603426876 168:0.06271379173094659 169:-0.160856992616368 170:0.09027534057856489 171:0.6351704409291973 172:-0.1132645251564996 173:0.5178222636168384 174:1.156185844318436 175:-0.3849613124930644 176:-1.190644338824153 177:0.161604401339398 178:-0.471636154113375 179:-0.2425653555305116 180:-0.01879717935666805 181:-0.04415273341444374 182:0.8745455643811879 183:1.638939561112555 184:-0.6238992618286604 185:1.824372169144134 186:0.6958052328001808 187:-0.05556986857058212 188:-1.254128445538449 189:-0.1049546600401586 190:-0.7030914089738786 191:-0.5508478768807819 192:-0.8827166826354972 193:-0.9767736121113151 194:0.4457252652946657 195:1.031140677946352 196:1.401973553982428 197:1.212558153922673 198:-1.907549275299754 199:-0.1370417097676042
--1 0:-0.5679650097699041 1:1.152806835462537 2:0.08210487197893521 3:-0.678935140692069 4:0.9201774735008342 5:1.201197340196202 6:-0.2838445392739299 7:0.9567058909424381 8:1.510509052542296 9:0.712399242627927 10:1.823204979432979 11:-0.7506412835675317 12:0.3247457015947875 13:0.3892747684946479 14:-1.209721481878333 15:1.07721679011081 16:0.7157670691480125 17:1.493836405210069 18:-0.3856474625058038 19:0.7008155033872985 20:1.59054500542625 21:-0.01298620984115753 22:0.8470111237644045 23:-0.3855796415932695 24:0.5147381879282995 25:-0.5918552248438035 26:-0.1403549932555002 27:0.2294483430765328 28:-0.7255696114133513 29:-0.1388759654818775 30:0.2408426064243428 31:-0.05561325812766884 32:0.4310465985805872 33:0.4220535647327654 34:-0.5058490951669313 35:0.8565888762440818 36:-1.413769733639513 37:0.367798449598476 38:0.5448733827912823 39:-0.8102974739264464 40:0.2621543371987146 41:0.9490754492901252 42:-2.281444528532865 43:0.1920378393272404 44:1.37368958973196 45:-1.352493295391552 46:-0.8153481001148754 47:-0.5876974171233356 48:1.792269956509022 49:-2.441538770404652 50:0.2285069735691482 51:-0.5001315400676025 52:0.7245968939242923 53:0.1731613971775429 54:-0.3999027259006009 55:-2.132531627309604 56:-0.4538016145966128 57:-0.1815684706740721 58:-0.7950119798324785 59:-0.06816819450567939 60:0.8884386052657864 61:0.9703863638776853 62:0.4065905341517373 63:-0.268187082235724 64:-1.401349634427695 65:0.3851442345295946 66:0.3009894131052703 67:-1.499293796276295 68:0.5979844859356459 69:-0.8103081012012925 70:-0.08126166190378539 71:0.1976629412285378 72:0.3264272649898616 73:0.2103342548029909 74:-0.6121673414345778 75:-0.1804789908813888 76:-0.7635602727446703 77:-0.3762476612157293 78:0.6455934131975507 79:1.455874604148342 80:0.2630005459440173 81:1.055753867397313 82:-1.236874176097085 83:-0.1669423394897166 84:-0.3969040627397594 85:0.04096542109543217 86:-0.4547408170863962 87:0.5874740659109159 88:-0.8573884112556484 89:0.1690026043167921 90:0.2014362292990172 91:0.9334560093957103 92:0.2997611465344801 93:1.722907343984136 94:-1.115304544255611 95:-0.4430096545130177 96:-0.8142071404332962 97:1.209975484097985 98:-0.239846636035724 99:-1.274951260503563 100:0.7994948079108829 101:-0.7365634207733408 102:1.994763680514328 103:-0.891814347306635 104:-0.7592210678784643 105:-1.40359266670617 106:0.7692695302165969 107:-0.6006000011606736 108:2.024083033857461 109:-0.4341939891934679 110:0.1235458417977899 111:0.8072859269637658 112:0.6323318461796321 113:-0.7342877595166094 114:1.277472013631769 115:0.4520806170457652 116:-1.238852509612385 117:-1.391213584026849 118:-0.07633120343892549 119:0.3598064040656147 120:0.3718907100742191 121:1.814680692781879 122:-0.5356082122086915 123:-0.1052008098591185 124:-0.957647673079514 125:0.07732446596007955 126:-1.63141029330449 127:1.279170787850428 128:-0.8591509704605262 129:-0.9513413206904688 130:0.0357964155998071 131:-0.1722991720654836 132:1.137335096533556 133:-0.4566834913155722 134:2.19108870667774 135:-0.7133727762929952 136:-1.323130672059407 137:-0.1252057910671752 138:-0.8095992714365237 139:-0.130260566262052 140:2.534007999389794 141:-0.8984591165070446 142:0.8829673872341826 143:-1.408657521591001 144:-1.141723139336081 145:0.4185903539261083 146:-0.8617392458190177 147:-0.1955143509437842 148:-0.1654980184750383 149:-0.133373047367461 150:0.6228897057713169 151:0.1183122061624158 152:1.140408152659286 153:0.9118270413944249 154:1.265300366460679 155:-0.8021994135314757 156:2.364873199404978 157:-1.192388682239693 158:-0.1391560780696177 159:2.138912140320086 160:0.7315919671360483 161:-0.1578431305381334 162:0.1956595987494307 163:0.276162495193338 164:0.8499446187193836 165:0.9485644780995817 166:-1.325808133402529 167:0.2890802342084938 168:0.2378103086362299 169:0.656702930375998 170:-0.2553876721924589 171:-0.7488378732916673 172:1.117204256751712 173:1.349058175138567 174:-0.7300014045602943 175:-0.2002841112635984 176:0.4153364998096809 177:-1.677433438761738 178:0.1910910957602976 179:0.09254743589021333 180:0.5724289698177507 181:-0.5918380320487782 182:1.381039062121432 183:-0.3939949694261016 184:1.469108429469045 185:0.5308932089035584 186:2.165744338677628 187:0.0945913806254864 188:-0.02424162145489186 189:-0.4702491718027008 190:-2.282094926656404 191:0.2325193453416295 192:0.02400273744610796 193:-2.415882642544375 194:-0.1096397141897444 195:-1.14016889320396 196:0.1628769933604766 197:-2.014015560212044 198:0.5304109951389578 199:1.940066248678323
-1 0:-0.9787499026576562 1:1.095138781473104 2:-0.4788391175292706 3:-0.5982997951248008 4:1.034967275980275 5:1.260601593330929 6:1.070424110271309 7:0.9985735388530265 8:-0.4045448845057497 9:-0.2899195647425669 10:1.015065269868901 11:1.297883765718183 12:1.202025461021517 13:-0.7204677455255052 14:1.533135853659618 15:1.480984654175139 16:-1.051872597717541 17:-0.06315419812453739 18:-2.115637515818446 19:-0.6350516149370622 20:0.4829604120860042 21:-0.6182508071670573 22:1.024163699033859 23:0.5373407309131116 24:-1.275175823544302 25:-0.7095192052261197 26:0.6543907785555991 27:0.5451615816089914 28:2.321580062879995 29:0.8716184939028584 30:0.861816444505318 31:0.04736146550902382 32:0.1173649907702052 33:-0.431736114033049 34:0.1334536230102944 35:-0.05524658396597862 36:6.917202561877642e-05 37:0.02450376690910116 38:-0.61017003028662 39:-0.8563686138472926 40:0.8050849063453627 41:0.01813280662379565 42:-0.3102088879089651 43:0.3533187607377699 44:1.584913810663717 45:-1.051681822052532 46:-0.00162002068750226 47:-2.246078223479336 48:0.4872210265343048 49:-0.6219451760375257 50:0.5347718207410718 51:-0.1794692358848572 52:-1.278524979542534 53:0.04623692325492794 54:-1.460749612871431 55:0.3282714771078785 56:-0.7107010651197901 57:-1.582714769082246 58:-1.011274282800876 59:0.379794106584449 60:-1.015881049286276 61:-0.5450362384313487 62:1.420536341857834 63:-0.7132707014877749 64:-1.777656668827691 65:0.4902788520597716 66:0.4418112707901663 67:-0.746051483396779 68:-0.1769305682105192 69:0.1724878378200641 70:1.086975392334413 71:0.4624119328120668 72:-0.7293267188863481 73:-0.754695554229748 74:0.5484356290898136 75:0.210427415028822 76:-1.078600360126818 77:1.008052775160027 78:0.8591486587213516 79:-1.645942199949563 80:1.278057996184908 81:2.19350690811176 82:-1.129569291936805 83:-1.557793607071245 84:-1.058424235931138 85:0.2258411793650255 86:0.5540351238733847 87:-0.3652972213651334 88:-0.3341527381459948 89:1.685038882783728 90:-1.435146596665402 91:0.7299538366125745 92:-1.1008328938897 93:-2.367134660090631 94:-0.02890036060737415 95:0.281619491376299 96:1.112769249184505 97:1.737476493825497 98:-1.423132584329306 99:0.5022751202576003 100:0.2289936368813408 101:1.694539790643639 102:-0.5857564148475169 103:-0.7275796654560639 104:-0.1183578121820003 105:-0.5743633120329387 106:-0.6273001043744664 107:-1.429659370827042 108:0.51610285164721 109:-0.2653238104524888 110:0.06015536340324654 111:0.6242883104812064 112:0.5650220148313536 113:-0.6454586007475581 114:-0.740160925812868 115:1.792518628400168 116:-2.168555769506693 117:0.09390072725754434 118:-0.4734820024626746 119:-1.137149888684656 120:-1.285930044920579 121:1.137014846567399 122:-1.14514336630312 123:-0.5196652392834478 124:1.035047993331853 125:-0.4137786713102131 126:1.152886975933878 127:-0.1901428158064843 128:-1.71002659484595 129:0.5040221617610752 130:-0.2895837265188086 131:-0.3101437619036863 132:-0.613603706026538 133:-1.187785458497989 134:-0.7423423398959134 135:-0.9254364051350725 136:-0.02838987075691286 137:-1.252898555288183 138:-0.0793621266053314 139:-0.6377618495304064 140:-0.3982156159573093 141:0.2832215327744486 142:-1.965876363748363 143:1.398161861807105 144:-0.001297417992903991 145:0.1884589018415063 146:-0.2545697082716714 147:0.2152595402791165 148:1.09173874886697 149:1.101548743175798 150:0.2296451266836396 151:1.145459369622959 152:0.5160261646520152 153:0.146517650508507 154:-0.4544130308865159 155:1.364717445265314 156:1.871928557912547 157:-0.1733978865783056 158:-0.8648872137419649 159:1.199037471148518 160:1.175030386189993 161:0.1899104772128843 162:-1.645775155096588 163:0.9010853159003226 164:-0.8779057326526257 165:-1.799063773480544 166:-0.6618851611300068 167:1.604843455509098 168:1.027864474837854 169:-1.262084044704888 170:-0.4847238807010518 171:1.066966475522939 172:-0.3881795533439035 173:1.554561039168022 174:-0.3133214403269421 175:1.824370254987463 176:1.311746471978689 177:-1.27404510539044 178:0.2645042887221735 179:-0.9484732893368134 180:0.3808940024282962 181:1.404560291439588 182:-0.07516565997849085 183:-0.8734634112501217 184:-0.8123732301824901 185:-0.003600254516278099 186:-2.691093731478372 187:0.2907130466309887 188:0.663792157192543 189:-0.2547330278169633 190:0.01353965226252212 191:1.06865288184008 192:-0.7729953612556109 193:1.484256374915427 194:0.2625863959945335 195:-1.796261770857243 196:-1.845965175066163 197:1.628215448889881 198:0.2643586477881461 199:0.469373699614873
--1 0:-0.1420942905179698 1:1.968650875818089 2:0.43177793423734 3:-0.2005827120035125 4:-0.15921366525709 5:0.9907071332838807 6:-0.6229257416909281 7:-0.05203464735912683 8:0.5899799218773386 9:0.06301967687387017 10:-1.776426997378797 11:0.531375292412073 12:-0.4461234561651793 13:0.183517351896871 14:0.5855432200706607 15:-0.42152196528956 16:-0.8800231911070666 17:0.282235507242938 18:-0.2493159105488423 19:0.01828372177674324 20:0.5245260408284872 21:-0.5473459113581223 22:-0.3165381197068462 23:0.7321807816396488 24:1.935770607109269 25:0.6881348151952851 26:0.9954375533934074 27:-0.4974115815172686 28:-0.1415295396819507 29:-0.5998882065000454 30:0.8347741680885549 31:-0.4455982512522077 32:-0.4573581992218924 33:1.322544773216552 34:0.6246975593406487 35:1.867799514734036 36:0.1741437179297299 37:-0.8969200778913503 38:1.104516122376612 39:-0.9431962848667591 40:-0.4180438348340597 41:1.129637148192939 42:-1.858386926660542 43:0.7385841222879523 44:2.088146120093316 45:2.734018340530589 46:0.2527176096396413 47:1.779789626509505 48:1.159488130771239 49:-0.8999421046464016 50:0.3167187492103617 51:-0.6989359792868171 52:-0.3333229556657417 53:1.872797977185967 54:0.4496204421402384 55:0.2261883820167672 56:0.8237599290636846 57:1.032384677942362 58:0.2976836119943211 59:-1.235805547042521 60:-0.9908330031586841 61:-0.1569216202882282 62:2.331363194989522 63:0.08803736216611915 64:-0.3587612990920812 65:0.2040886277600992 66:1.063742891579669 67:-0.2941220337471918 68:0.03151687705208198 69:-0.4833775384862134 70:0.6718397737641587 71:2.009957327411322 72:0.3546937932252677 73:-0.4794500075601386 74:-0.9807154190646644 75:0.368692197860542 76:-0.647123209819185 77:1.051668494121232 78:-1.873340032064514 79:0.07302952825680113 80:-0.4924445906384554 81:1.049660089969999 82:-1.518425678263919 83:0.0236860657927191 84:-0.9417768211205336 85:-1.761654727307813 86:-0.06491354530291855 87:0.9680263767537169 88:-0.6713251776239524 89:-0.9088122282425243 90:-0.7702032775791716 91:-0.7686524426592071 92:0.9627994421192385 93:-1.517191731722643 94:0.2018848205996493 95:-2.031694043935478 96:0.03450262513986669 97:-0.3503201100335883 98:0.9606172711322828 99:-1.173998940079407 100:-0.05752930253906878 101:0.6438958285206827 102:1.124988974689802 103:0.4793021985282034 104:1.604308190803954 105:-0.1291236179552786 106:-0.9145463265244733 107:0.1631465661676001 108:1.587140018611904 109:2.442980614192511 110:-0.8073490849061723 111:-1.779088721620531 112:-0.3636119516735615 113:-0.6401218429057907 114:2.256986706359652 115:-0.3599920677261121 116:-1.089572578439236 117:0.83687629624681 118:0.05207670145218786 119:-1.646556534690008 120:-0.5213454359401245 121:1.321777283626203 122:-0.7296845828687469 123:-0.8743400506066852 124:-0.6528900807691905 125:-1.279248526838211 126:-0.8165918950876027 127:0.692760234990165 128:-0.1499317505352462 129:-1.164017660180592 130:-1.084143508503274 131:-0.6820355903336075 132:-0.880324178139856 133:-2.213977400051449 134:1.264514557692541 135:-1.111296887644055 136:-0.1088382133892196 137:-0.5372866601908921 138:1.543409062468881 139:0.8291359946097792 140:1.770725924637556 141:0.1849443023726395 142:0.6220248295217276 143:0.9058252779665258 144:0.06038473894316489 145:1.139547951337578 146:-1.16024633939427 147:-0.05573405042451617 148:-0.03586161294835594 149:0.3533599297740819 150:-1.464439980626587 151:-0.1641868638478059 152:0.5348223545963871 153:-1.198968886009709 154:0.8479373978098562 155:-0.04852573362096615 156:0.03692171603688983 157:0.5844242941285303 158:0.1285419020494847 159:0.7250891068177169 160:0.4710283844957733 161:0.8342049849930669 162:1.062880144800529 163:1.24107235763199 164:-2.749297125900216 165:-0.9687758262145991 166:0.2093095971397867 167:1.280713757132005 168:0.4411624856738866 169:0.002490072083876293 170:0.2965658347778453 171:0.332237058448877 172:0.1718005204668984 173:-0.4699241216628136 174:1.18010259939536 175:1.532845420513097 176:0.1397407363928892 177:-0.7062375776619384 178:-1.535757579625397 179:0.7553457886735645 180:-0.6244218611014911 181:0.2261652618538482 182:-0.2645534080518396 183:-0.5555467302518233 184:-1.182440038354593 185:-1.488000463578556 186:0.5007989689270808 187:-0.5060107885526695 188:0.3613301287770999 189:-0.01740826336460456 190:0.4876317173219936 191:-1.751601085582564 192:1.822904448357066 193:0.08995169376479215 194:0.2752526016137101 195:-0.3055510842439911 196:-0.3143602198648042 197:0.2190996993980495 198:1.202692923983575 199:-0.3491140541775306
--1 0:-0.8138716791537122 1:1.441790350552725 2:-0.3991601156236539 3:0.1981603610030251 4:0.6117395750988753 5:-0.284102907134881 6:1.44803923186774 7:1.312807858373927 8:-0.3933268112421884 9:0.07893077931478919 10:0.04374540121598715 11:-0.1708780370538824 12:1.51077510735576 13:-1.044918344039362 14:-0.4559437389060648 15:0.5964155931382642 16:-0.1072439186448835 17:0.3331748019168624 18:1.217679355653073 19:0.5504119902533854 20:0.3503229250861827 21:0.8442135920265466 22:0.3640248869108144 23:-0.4030810486701881 24:0.7825181791620381 25:0.711852215696459 26:0.7116595494068839 27:0.1623671199215664 28:-1.573823710504747 29:0.8034297036334395 30:1.062683610004615 31:-0.4409843669825607 32:1.420339798234435 33:0.8793184004739446 34:-0.9680897419818881 35:-0.3563792759413812 36:-0.6108802451028412 37:-0.1842162207345634 38:0.1744852236229391 39:0.1548539337076212 40:-0.4872318973827643 41:-0.2167523242635553 42:1.102902148064153 43:1.815918988355331 44:-0.1838308907354219 45:-0.9521779528658947 46:-2.294028331087722 47:-0.2263208103331003 48:-0.7144426380150922 49:-1.319012074262882 50:-0.6498930678041541 51:-1.763930424913964 52:-0.1380998375607628 53:-0.7235656824778236 54:1.249645983384758 55:0.3321955272373339 56:0.06263589061498212 57:-0.4271519110128317 58:0.2182231465248924 59:0.3987405346669829 60:-1.364565301460218 61:-0.3155538410034555 62:-0.2990436682678571 63:-0.04119563409459413 64:-0.5347020926271707 65:1.713766854640657 66:0.2032264591590359 67:-1.037349505179937 68:0.6591782350338546 69:-1.500233087443653 70:-1.137348167662571 71:1.941752265964827 72:-0.7769438108484795 73:0.9528274368660374 74:0.3832372787861394 75:0.02754605389527496 76:-0.7550829319656598 77:0.7765371895483981 78:0.7347615353679738 79:-0.3430024152109895 80:1.134844655950463 81:0.7771254501049825 82:1.099296866096466 83:-0.2861507261154728 84:0.08682850347371279 85:0.1148805131474263 86:0.6295915791940261 87:-0.3511077634219678 88:-2.590145745630725 89:0.363002996977991 90:-0.9194141107911727 91:-0.1665879827746847 92:0.4437642766048865 93:-0.0749632731117863 94:-0.1896799658122937 95:-1.186544674489567 96:-0.6360121301943985 97:-0.008473807884783663 98:-0.4479190460801935 99:1.43788877814421 100:-0.2922907351426223 101:-0.8954471232563499 102:-0.6415612011161311 103:-1.543029845861015 104:-0.4817736147258149 105:-1.054431880633395 106:-1.386441005398188 107:-0.2908532787058579 108:-0.7659838883870472 109:-0.4964150337158501 110:-0.9790716913173179 111:-0.4435346729219912 112:-1.271371331692803 113:0.1940569685744633 114:0.7801875316658694 115:-1.33009435440594 116:1.089158572327207 117:0.1736191783790901 118:-1.146455539960912 119:0.05909792220148841 120:-0.897050594656091 121:-1.526190008140411 122:-1.732701962696556 123:1.071656857714722 124:-0.2546625534571443 125:1.071413475017076 126:0.7856050185082882 127:0.1778090680186391 128:-1.593841911731227 129:1.262125578026356 130:-0.2007355261566905 131:3.105207388698069 132:-1.816711403678819 133:-0.2776755881823122 134:-0.4750557335166389 135:-0.8322255807694986 136:-0.4359305630556814 137:-2.260820759707715 138:-1.378116428121694 139:0.4310597205464689 140:0.8091232607101444 141:0.3817698706874992 142:-0.09132415101271275 143:1.375153549607345 144:0.01521379782142593 145:1.038434289579332 146:0.3908354116578577 147:0.8971198725759272 148:0.4999743493009777 149:-1.98873465278302 150:0.5524215162942914 151:0.8509317550735374 152:0.07517159005841843 153:-0.477807293973757 154:-1.083895147434504 155:-0.2038664533114183 156:0.5887330443198665 157:-0.002405045010709216 158:0.09158743877522059 159:-1.40324211002644 160:-0.9928354190497596 161:-0.7537520477677332 162:-0.6662577039403923 163:1.519450586147443 164:-0.9162139789683433 165:0.1089069874782153 166:1.921469978540532 167:-0.7077474447448489 168:-0.9148408065659553 169:0.5276414442061672 170:-0.03507318496301974 171:2.424450224479313 172:1.878913991199328 173:-0.2538360581263926 174:-0.8240971855857582 175:0.319755676687797 176:0.10318352471753 177:0.9593013235734391 178:-0.183283928641629 179:-0.712238611951629 180:0.8643021367764464 181:-0.1170715469303337 182:0.4279605657240396 183:-1.339646157427445 184:0.1653288075633904 185:-0.2576343833756239 186:-0.1135719918521281 187:0.2233840519916825 188:0.3797541232061671 189:-0.1906103267032939 190:0.5955044568593542 191:-1.036301759237062 192:0.3780709288727482 193:-0.4844977670944799 194:-0.7151688218038895 195:0.01245232542954788 196:0.9528840743209298 197:-0.6363361715876813 198:0.81101076252608 199:-0.4261127168563225
-1 0:1.748883830657057 1:-0.6359766346270134 2:1.351316606228403 3:-0.07172889996223425 4:-1.016085598110107 5:0.04713253376502054 6:-0.6381155643416124 7:0.5475866022866802 8:-0.3845785797130321 9:0.5702334352779723 10:-0.02824246033713571 11:1.164004171382316 12:-0.1089345313746135 13:-0.5082671184227551 14:-2.662023695622439 15:0.2707955899635512 16:-0.2917626005573296 17:-1.411084978733343 18:0.6944313372177869 19:0.03119279078786567 20:-1.352609806739346 21:-0.5244229244211057 22:0.5995233052016148 23:1.069806495306249 24:-0.01651008084344455 25:-0.8829876288762819 26:-0.5792285298895016 27:-0.76921682807856 28:-1.617363298786185 29:2.439403532469638 30:0.4056248513964833 31:-0.5107822274445453 32:0.6328743967052221 33:0.2423768658972451 34:0.4163164501566787 35:-0.411323980002734 36:-1.23021258411423 37:-0.4153563747229985 38:1.397034231744111 39:1.659304025072152 40:-0.2125661300959738 41:0.8888341505874591 42:-1.16864467369668 43:1.898518964460988 44:0.01327605719256963 45:0.8143173073026085 46:-0.2212826755852181 47:0.09169767800894713 48:-0.2933673723589658 49:-0.9141682031661204 50:0.297871446172165 51:-0.1581964604774795 52:0.2704119334926802 53:-2.394509125444365 54:-1.791097535079582 55:-1.225920817770018 56:0.8438775715207874 57:0.2587458072584819 58:1.203854835349533 59:1.13800359717859 60:-1.410126583407949 61:-0.01214167242351044 62:1.833761611041336 63:0.6366033613907152 64:-0.1307428417187467 65:0.8284168538941743 66:0.7149691367834566 67:0.2716559425760202 68:-0.8660765938163112 69:-0.805416346398152 70:0.6512739684501639 71:-2.078828741568363 72:0.9471874343250661 73:0.7663010311245457 74:0.7921111534343639 75:-0.9047807293849903 76:-0.1327202787779163 77:-0.003093434508930978 78:-0.0641077166747739 79:-1.832996590476384 80:0.003328306595323122 81:-0.3368950168252199 82:0.7582314925375959 83:1.110212139731066 84:1.695671061217765 85:0.6206406249861549 86:0.1902294667260405 87:1.864700655537777 88:0.4586797678248596 89:0.7269233085341715 90:-0.2405822201195207 91:0.1834172807107359 92:1.218780743280323 93:0.03351418084163999 94:-0.2318729925706169 95:-0.5714658717562573 96:-1.919105563074559 97:-0.2389587204594773 98:-1.432387011184207 99:0.1374830897767197 100:-0.3278254997752401 101:-0.4136138426589986 102:0.8440207042182579 103:-0.4492242042930111 104:0.8404447265022473 105:-0.4019502975615251 106:1.141034344774082 107:1.6279966817082 108:-0.512004689759921 109:0.1138450472570083 110:1.442934647326982 111:-0.3388879476903138 112:0.1640442220905391 113:-0.3343939267671761 114:-0.5543311474270491 115:-0.2105572585215043 116:-1.102379105902116 117:-0.7137656228455882 118:-1.006050388978958 119:-0.9060030558427054 120:0.5073357089312754 121:0.2280630417788345 122:0.343017968695068 123:0.5860268780777019 124:-0.4593411651804754 125:-0.3810290892495286 126:-0.8461118001582978 127:0.2213148498796503 128:0.196753659701717 129:-0.8584409322151452 130:0.4101290460477964 131:-1.11846544277578 132:1.024790645598282 133:0.6686075032397021 134:-0.9577274916707327 135:0.9750238103312376 136:-0.4344345936410223 137:0.9332796979638647 138:-0.159226558413046 139:0.629792310908888 140:-0.8015049243357965 141:1.10029163453677 142:0.7276838017532917 143:1.554828515346088 144:0.9084436347797846 145:-0.9933967455305535 146:0.7435781805190377 147:-0.08609480910036905 148:1.608176906653523 149:-0.03242722833185483 150:0.7524844089936891 151:0.02238400573956204 152:-0.1844446785829335 153:-0.5240059238949836 154:-1.13564485951938 155:-0.4731848991415535 156:-1.016266894736219 157:-0.5733678698978695 158:-0.5531361816189053 159:0.8173547153390917 160:0.0427806507858954 161:-0.775156144871019 162:-0.2298250618425204 163:0.5491800137012263 164:-0.1252466395005078 165:-0.1156589352912216 166:1.818645238778732 167:0.01446164326278709 168:-1.478401919549646 169:-0.3380506324893772 170:0.7770996006044907 171:-0.2589104436254322 172:-1.018522282157085 173:-1.100533027588651 174:-0.972566665231382 175:0.8170206576955845 176:-2.244352715263166 177:0.3684633190458318 178:-1.103570958892993 179:-1.104890460470031 180:-0.06148075101164582 181:-0.9575362386874487 182:0.3346993967829913 183:0.1118706803169676 184:-0.5173999651797824 185:-1.524434528426161 186:-1.280510222447678 187:-0.09799598796510887 188:-0.8380814971295627 189:-0.3380791784708124 190:2.843847999040157 191:0.6148185152814755 192:0.5379461352931197 193:0.04217883476679034 194:-1.126431430781838 195:-0.223119961254019 196:-0.3107771466482584 197:-0.8527821731676807 198:0.4617243440507517 199:-0.72306581941437
--1 0:-0.1140237394986873 1:0.5949620171260326 2:0.7120647689525756 3:-1.585286307055652 4:-0.05735953277021554 5:1.594247353363126 6:0.8308122262723189 7:-0.7928964408180987 8:-0.9941441500713376 9:0.1035856450153201 10:0.06778129299768362 11:0.05871837724347774 12:-0.7323341350839228 13:-0.7565830870619215 14:-0.03356488409050477 15:-1.201839600410491 16:-0.5417240335747485 17:-0.1808642145978446 18:-0.3678625844911962 19:-1.591320167730373 20:-0.3021838867452647 21:2.742730532145912 22:-0.9064214477793148 23:0.5741395909552613 24:1.177955394502862 25:0.01815832606518277 26:-1.535308453728964 27:0.09846002102906273 28:0.3688814521784062 29:0.04687024791457211 30:-0.956461389877266 31:-0.05045230012177938 32:0.8971063437640093 33:-0.4227399805447687 34:1.386354553680052 35:0.02763660501669998 36:1.632513088601477 37:-1.126822953755872 38:-0.6898522729012547 39:-0.1221710184651566 40:-0.841381975954266 41:1.664056333494517 42:-1.13937861673206 43:-0.2683999291393275 44:0.4850221233793205 45:0.648431556873191 46:-0.0003781760901953968 47:1.644165449268464 48:0.3470193591883176 49:0.5774005884535023 50:0.5058561180227189 51:0.6154232907824325 52:-1.19453213436376 53:0.9075762388044548 54:-2.91068186312649 55:0.8690322591357124 56:-0.08000197684234824 57:0.8830574687160225 58:0.2380496876864299 59:0.4759492644495459 60:-0.003915751446840393 61:-0.8128139468368624 62:0.6036296860974086 63:0.9039867744410603 64:0.417947591465215 65:0.04139887313695212 66:-0.6093297151734884 67:-0.2768317449621792 68:0.8422244407342038 69:-0.334443041670967 70:2.45145152861246 71:-0.04019619440755128 72:-0.9209514285395796 73:-0.1196214130514671 74:0.3505344291328993 75:0.05026866169106693 76:1.003982483965415 77:-0.5792934794384237 78:0.2555700317766873 79:-1.698658496123634 80:-0.03472637189831747 81:-0.007855899697195372 82:1.997793352676136 83:0.3196577802158084 84:-0.3769590609864534 85:0.2375121816679816 86:0.8108497899581468 87:0.03574517378543122 88:-0.1884826098207429 89:0.07576975700453828 90:0.8557029961022404 91:-0.3045089378599207 92:1.161263804101913 93:1.655473922014414 94:-0.3429618074719247 95:0.6672683659894987 96:0.4237436245682514 97:1.574583480118791 98:-0.5233804415883637 99:-0.0199647499946439 100:-1.584356730841927 101:1.02497733196918 102:-0.1539304313816809 103:-0.6058447322994359 104:0.3113310269466675 105:-0.2280006516074033 106:-1.064612984090288 107:1.502304297178843 108:-0.5925658445222701 109:-0.5439025102618994 110:-0.1405154283920714 111:0.9499967309470667 112:0.8158126603461484 113:-1.214433474668185 114:-0.5677054580944572 115:-0.329740855901677 116:1.158174452818749 117:0.7962433975864079 118:-1.027931527396201 119:1.197054311757774 120:-0.7832035566710623 121:0.8173579839252157 122:0.04257812856652227 123:0.4271018229723544 124:-0.6426363861219073 125:-0.9308242068192802 126:0.4239695325634451 127:2.0982281173657 128:0.07338411492422227 129:-0.5364620119656927 130:-1.606634025863061 131:0.564511068099152 132:-0.3753912011013851 133:0.4775687962216512 134:0.7730797009460249 135:-0.827779974411013 136:-0.665176012301176 137:-0.9891922387162574 138:0.2386776562500246 139:-0.4184250721954893 140:-0.4418948044187767 141:-1.084719781520465 142:0.227377384623178 143:1.002567044683868 144:0.1512086554034244 145:2.229115303672468 146:-1.063379502324936 147:-1.213148946638257 148:-0.5349810815078122 149:-1.095889520035642 150:0.04869564982945838 151:-0.4487192728481641 152:-1.540203890431653 153:1.416275691997286 154:-0.5028734374896293 155:0.05486692245209145 156:0.6712180319767165 157:-2.101087734885949 158:-0.5853175102184098 159:-0.7281477566372734 160:-1.595734838204149 161:-0.7801736519958107 162:0.9018135350771933 163:-0.2184809794814647 164:0.8044898459280253 165:-0.2156073659201063 166:2.375251652940598 167:-0.6768319651134485 168:-0.1110709694346981 169:0.1954703525879393 170:0.5869566791349139 171:-1.00852963998591 172:0.1832174101565698 173:0.7062316243674486 174:-0.263605245239352 175:-0.3319732597951812 176:1.053672111462952 177:0.3277028356597536 178:1.716224417413965 179:-0.584680993564647 180:1.551601446978536 181:0.9657726544483535 182:0.166474593696649 183:-0.2881014986426241 184:-0.1741401261742713 185:-1.275797747624609 186:-0.4916056608282691 187:0.6999030038821993 188:-0.8312249416470121 189:-0.1186623010323982 190:-1.097154705205404 191:0.4141782312711086 192:1.286654993545672 193:0.4667317981749159 194:-0.06038507848661172 195:-1.378919124919468 196:1.372898539232283 197:0.7318293476347156 198:-0.4635160998713571 199:0.7800508113691432
-1 0:1.501343085810406 1:1.989201376733255 2:0.6091877673059084 3:1.828963500538203 4:-0.3014904067706524 5:-0.04923735853318192 6:-0.3494987595910471 7:0.7389875790027342 8:-1.252685660987853 9:-0.6867367875157137 10:-0.1769325688470828 11:-1.006010730990587 12:-0.4261856565146968 13:-1.358131036682345 14:1.883443376406361 15:-0.3253928946320778 16:0.8449219705707688 17:-0.2142562109426298 18:-1.503570424209941 19:1.386301721602602 20:-1.158888234466018 21:-0.02203357287104737 22:1.012594066506024 23:-1.664932491401637 24:-0.9757848722752497 25:-1.086552280991474 26:1.931066351548747 27:0.4838158101216907 28:-0.9208598381660549 29:0.2866175727838363 30:-0.7934202694238622 31:-2.62260588183331 32:-0.3960062412743042 33:0.3120267851813559 34:1.423227553267071 35:1.214486382177868 36:0.6382589185423853 37:0.9192742179741968 38:0.9558849119021356 39:-0.5191286026171573 40:-1.124830645384381 41:1.970544426331549 42:-1.411748441787889 43:0.8276093828348247 44:0.4933166580080184 45:0.9089382046369684 46:2.053730750377307 47:-1.529405285185887 48:-1.043243940754839 49:-1.460899147026025 50:-0.4731523459101876 51:-0.5153424968341621 52:-1.148196008279423 53:-1.285606253992849 54:-0.5613861824037769 55:-0.1131438319302954 56:0.4899701105752923 57:1.162604019460053 58:-0.6485931054188377 59:0.1370337059514431 60:0.8769621898765332 61:1.840681700422614 62:0.06644789748351174 63:-0.9202524504950854 64:-0.228294761127593 65:-1.641717344165426 66:1.775275174838394 67:0.2601403687563949 68:0.2773594473259091 69:0.2645133289916451 70:-1.396576003910569 71:0.7534449485641097 72:0.3839559212562044 73:-0.5743422853061587 74:1.349962319488148 75:-1.305294281555186 76:0.0444751524692903 77:-0.1789344203198564 78:-1.644739040799587 79:0.4422553080580591 80:-1.015614370814113 81:-0.9819238421009291 82:-1.151282111090862 83:-1.879984375180124 84:0.9581932037026161 85:-0.4995010875102219 86:-1.923382522280521 87:-0.2524732563609934 88:0.588466670099129 89:-0.06175775668465699 90:-1.220218892163267 91:-1.606052705181096 92:0.8713949929679761 93:-0.5098679919029927 94:0.415556480268747 95:-0.9761524655842897 96:-0.8539962585316544 97:-0.741249176683795 98:-1.098103624667519 99:-0.6534553470219382 100:1.146868336265915 101:0.7727179946034318 102:-1.23133322193716 103:1.312280932558605 104:-0.02457321646663049 105:-0.7364270039563778 106:-0.1434305358617551 107:0.6891180274747986 108:-0.3199930647192736 109:-0.1166541895522584 110:0.9650476748119807 111:0.5491265883462162 112:0.1596173995602743 113:0.05321826247726615 114:0.8407873450859393 115:-0.966408322421454 116:-0.2660094395054464 117:0.1619951306334813 118:0.8412253612101709 119:-0.0792318593143656 120:1.317187343873587 121:-1.273379616759841 122:0.479602786323841 123:0.07554784785909328 124:0.05719771932166905 125:0.1330729702352607 126:0.3875235636958301 127:-0.5898593869634315 128:-0.3350783709200317 129:0.298762468236122 130:-0.2974959816100351 131:2.355986151557106 132:-2.710695114957656 133:-0.3470281268465721 134:0.6453603515405584 135:0.3198870984573375 136:0.7167718184268289 137:0.7617655770439478 138:1.870610409530266 139:0.5862117367995153 140:-1.385307580187377 141:-1.79299833086155 142:-0.5185381941943114 143:-0.2159973593275567 144:-0.4570014624911309 145:-0.6888884513358011 146:-0.4262434604099583 147:-0.9130938441521116 148:-1.760928945260975 149:-1.334090184658838 150:-0.4645995721545625 151:-0.4423021230760805 152:0.4280000224485442 153:-1.413861286208359 154:0.7580869394898319 155:-0.5878373694077237 156:1.859251950745694 157:2.172264337021425 158:-1.786723712939499 159:0.9047968234414915 160:0.547866133603627 161:0.1234211743992235 162:-0.7531653126158385 163:0.550974437017017 164:0.1328610739578773 165:0.6606308678068465 166:-0.2159651907215674 167:1.29125350530836 168:-0.3897304565361611 169:-0.6937368382264575 170:-0.03317930195053907 171:0.02977842367998394 172:2.075152048771197 173:0.3256824254245286 174:-0.3781192916019899 175:-1.066332849800809 176:1.325396225071873 177:-0.3443406363723232 178:-0.4075963501244608 179:-1.458869013224867 180:1.73350964121711 181:-0.2439727332495947 182:-0.3998019484043191 183:1.08264021409528 184:-0.1437070342473518 185:0.9242028870687098 186:-0.3507585014036471 187:-1.050795511090443 188:-1.177249281609365 189:1.812081250924948 190:-1.698997433894949 191:-0.01814304169029163 192:0.7049609566582711 193:0.4126149727721342 194:0.3161649447847226 195:-3.022477695747255 196:-1.134359651049438 197:0.2843177089790909 198:1.506615541449148 199:-0.52106618640362
-1 0:1.373059907468646 1:-1.459664934894437 2:0.2644205935902006 3:1.394105630107455 4:1.709499953409478 5:1.945487726205819 6:-0.140464515155868 7:-0.4305559675130815 8:0.1544387322146259 9:0.9520244291153976 10:1.094910718936585 11:-0.970060506211316 12:-1.185685511124541 13:-0.05560517342300569 14:0.1457946580417772 15:-1.276789352599671 16:0.9645212688522989 17:-0.7449445151643798 18:-0.904441039022694 19:0.0267428412227091 20:-0.5783167908041245 21:-0.5644894988149615 22:0.4239712701266921 23:0.006027839661144967 24:0.4707038960963387 25:-1.913070685802081 26:-0.9528156500122531 27:-0.2978091553359363 28:0.1795141599577285 29:0.2420436327447869 30:-0.3843250839679481 31:0.5817024740664728 32:-0.5293436697125067 33:0.2356332754881113 34:-1.134043530495041 35:0.542389809320972 36:-2.259239525350574 37:-0.5454180558888589 38:0.2546532635146973 39:-0.2666053983154646 40:1.260232849781598 41:2.038265122867921 42:-0.7763919375414101 43:0.4770249983180386 44:-0.7320153430428726 45:-1.166506982367694 46:0.3670283084968628 47:-1.328930879856791 48:-0.5915069441406525 49:-0.2833816864717988 50:-0.217350497752833 51:-0.2671958778806134 52:0.01718420046615367 53:-0.04221295836295399 54:1.774377042880555 55:-1.308178792111761 56:-0.0263747688535252 57:-0.4619691868240371 58:-1.297806232318764 59:0.1316668983186385 60:-1.351410589005674 61:-0.2315225006913448 62:-0.2657739766917834 63:0.02344722907272147 64:0.1705191924715032 65:-0.6856626952220901 66:-0.2787340394571695 67:2.080164762143843 68:-0.2059196317078579 69:-0.3650679487893696 70:-0.5872581815676287 71:-1.768138120193573 72:-1.144629176723081 73:0.3174894019408755 74:-1.539595364385926 75:0.1475180815862587 76:0.8963602342532665 77:-1.613575227835234 78:1.146194845290275 79:0.6012009430237784 80:0.04061462717281791 81:0.2273969400119749 82:0.02294378984505253 83:-2.269378896311736 84:-0.001183388353857096 85:-1.064363776175333 86:-1.843951259776451 87:-0.0312723582807357 88:0.1939242214222729 89:0.4405099486550051 90:-0.6496884357390301 91:0.5302374262106851 92:-1.343243771930547 93:-0.08206913051137522 94:1.916048047111217 95:-0.2965183268122547 96:0.8646241808884039 97:-0.5035561188646936 98:-0.6282033996463325 99:1.978866891218301 100:-0.4073236535155641 101:0.5095427809672056 102:0.2590236035366233 103:1.063351601627778 104:0.1309622694969836 105:-1.642192143405329 106:0.5216834659173195 107:-0.9703528323386321 108:-0.4592384406455384 109:0.2086163453646377 110:0.2663514323752884 111:1.521883003203014 112:-1.302247198439449 113:0.257612298226423 114:-0.3481589764714511 115:-0.296013005648602 116:0.04609750654225426 117:-0.5832131527612889 118:-0.5181307857086422 119:0.5288019921356529 120:1.942983079212101 121:-0.2169050824186569 122:-1.006989842056079 123:-1.316628375590514 124:-1.477302080407798 125:1.392375038663575 126:-0.0848486924123116 127:1.656306334107909 128:-0.6436262236246557 129:0.4170413918597831 130:-1.852711428240513 131:0.4374897700009262 132:-0.3316131345177516 133:0.5103209381293736 134:-0.8294906876385117 135:-0.4950989726717395 136:0.4397366312924229 137:0.5879126726785692 138:-0.361352147359478 139:-1.185633515489688 140:0.7431831771546683 141:1.017825681740267 142:-1.95686414475726 143:1.187374395897804 144:1.984707113659369 145:1.213322549137267 146:-0.2211381558188263 147:1.496285146351215 148:-0.7661883176690654 149:0.7906767876426444 150:1.506634558352265 151:-1.234654012609355 152:1.766723531167514 153:0.5287866915414191 154:-1.107204810864687 155:1.49617562464258 156:0.4771795703642961 157:-1.301431878127091 158:-0.9957570105704655 159:-0.06998759406483808 160:1.980219475213265 161:0.7813860252215878 162:0.485202517228412 163:0.9211907407883769 164:-0.7680088458109882 165:0.4241578428314994 166:0.5465181988315362 167:0.3547567085324638 168:1.125250280582171 169:1.552718465040794 170:1.618087132999762 171:-0.1677065716490475 172:0.4389133951355523 173:0.9705302413404836 174:1.32234625475843 175:0.08268444157086087 176:1.435425169396489 177:0.3946764067894625 178:0.6471183369511236 179:-0.7359726921188779 180:0.9440511334239039 181:-0.1289141391446136 182:-0.3090557233575877 183:0.0970986575496303 184:1.365309827266829 185:0.2078531271911531 186:0.4228817079803158 187:-0.9988821794030931 188:-2.307938941574143 189:0.9799773436019518 190:0.3412625124361095 191:0.3084103803838532 192:1.540395932165268 193:-0.3182441813105086 194:-1.131390761880712 195:-0.1385720267088739 196:-0.8651763520653875 197:2.030578924725555 198:0.1923598050810298 199:1.275651464456467
-1 0:-0.7840466309927063 1:-0.6877747529148116 2:-1.937084842976936 3:0.4776447682283997 4:-1.755873079096079 5:-1.327759295194297 6:2.353972419734129 7:0.6834369648953788 8:1.038548011922508 9:1.297489839576972 10:-0.2222629735555158 11:0.7138825675241889 12:0.3401071725923878 13:0.3889342130687422 14:0.8463999207825195 15:1.117503394327946 16:2.074760747476738 17:-0.2692381818129994 18:1.03803454607938 19:0.00166885419569564 20:1.038255167874128 21:1.009355550094467 22:1.041882590087355 23:0.08428276001097204 24:-1.398543716778311 25:-0.6082118786659345 26:-0.3562813200775057 27:-0.7474570137657727 28:-0.4723764651304126 29:-2.1416855366837 30:-0.06669296794078401 31:1.451405685789149 32:-0.4456133185714716 33:-1.657046164649476 34:0.6500818978984251 35:-1.086531949203256 36:-0.2860104695252298 37:1.154900194687643 38:-0.3378431283419942 39:1.093155680831664 40:0.7753866015077036 41:0.2114212873506906 42:-0.5001536370569711 43:0.7185248407396284 44:-0.4810083407596681 45:-0.6369326136501116 46:-0.6478390025550785 47:-0.9053503284015203 48:-0.9646238313143629 49:-2.439045397421387 50:0.893069190421956 51:0.6011137160025635 52:0.3990273061444446 53:0.9854606721088315 54:1.34105352372145 55:-0.6546595962873616 56:0.02360100214317296 57:-0.3669951233260533 58:-0.6365176771620874 59:-1.201207431180648 60:0.2492808764558442 61:1.004872978623196 62:-0.1809691205678932 63:1.10170894480015 64:2.10273125818392 65:0.1338734403015265 66:1.112742829072098 67:1.375888685708072 68:-0.4828275380031712 69:-0.5142630081707377 70:0.231397737431251 71:0.156078221767188 72:-3.083209672511166 73:1.014741279263133 74:-0.0225225651617993 75:1.826451741862729 76:-0.3691047502599403 77:1.113253575482812 78:-1.618793086601179 79:0.252187364183536 80:1.19165776941513 81:0.00589708844731935 82:-1.502972351682609 83:-1.496414679715137 84:-0.4033307593211435 85:-0.3068743105202399 86:-0.01156228285828097 87:1.094490077868966 88:0.5375644538754299 89:-1.260844008665592 90:0.07009926198738504 91:-0.04797723324822641 92:0.01283380481244621 93:0.8621716893834673 94:-1.248718302791288 95:-0.3077488385144848 96:-0.2243760961214598 97:0.4518395315302798 98:-0.3949815472099504 99:-0.3453255204117453 100:-0.2501078878554945 101:-0.2557511661109316 102:0.2929847718339623 103:-0.1864771791064664 104:0.9261302050263123 105:0.2998255769050181 106:0.8676446193598322 107:-1.773072176644225 108:0.4251916362949765 109:0.1369992958031169 110:-0.5851958745836717 111:0.06379661843429155 112:-2.072314453621099 113:1.126318814849084 114:0.3921312575727274 115:-1.625444603323369 116:-0.8677345494593913 117:-0.6258782553387375 118:-0.389884479164633 119:-1.236951409082075 120:0.9134940274464383 121:-0.9490148615425176 122:0.5907643665338874 123:-1.120037305483142 124:0.5377309628270237 125:-0.1796708246919916 126:-0.04898663373790092 127:0.6473587632998781 128:-0.07143332780740227 129:-0.01873814254205246 130:-0.195029863014253 131:-0.1217025160618908 132:-0.03100862657243366 133:1.455021845144813 134:0.7515126926874506 135:0.2039602178955826 136:-0.05589228492234925 137:1.220433093142505 138:0.4587909538193627 139:-0.7490285771139006 140:-0.5018631735384105 141:-0.7285351318114698 142:-1.408523676854242 143:-0.320232763011793 144:-1.259513262485919 145:-0.3772736766265108 146:-0.8275716664763106 147:0.2303488678445534 148:0.22771657452566 149:-0.095502460367291 150:1.475356453420765 151:-0.06474920614187023 152:0.2249934070679628 153:-1.996268193893682 154:-0.8705062774427718 155:-1.444085598160845 156:0.1645268010678582 157:2.40323537712262 158:-0.2871171954499284 159:-0.1812515788785034 160:0.8181296286912343 161:0.5380803025536819 162:1.462273611067871 163:-0.4214401612152516 164:1.329370481516676 165:0.1608737143327024 166:-0.868218421892435 167:0.3197077682269621 168:0.990061722941606 169:0.6523016856283189 170:0.4420452971714408 171:-0.6499775251563396 172:1.740148582171275 173:-0.5403860953084382 174:-1.471728120852302 175:-0.9191313497809961 176:1.066368703744783 177:0.7365675286586167 178:-0.1269144173422019 179:-0.4848072131297519 180:1.22285872590016 181:0.8144245658088388 182:0.6233404906157792 183:0.7160944867693094 184:0.2455613329053709 185:0.8659973349412846 186:0.9719507489764616 187:-0.3554310162024285 188:-0.7366980598810219 189:2.308852452981795 190:2.461184710211655 191:-1.658166342029589 192:-0.3865926570309978 193:-0.4533642075356449 194:-1.882872495684612 195:0.7905742565598771 196:0.8643386888652979 197:-1.848840153386319 198:0.3082795665007063 199:0.7692009849652791
--1 0:0.4641578085127019 1:-0.4814240821317109 2:2.528277528490755 3:1.813252541646111 4:0.7414677843028041 5:-1.134912337617212 6:-0.6923912144632623 7:-0.2177501760758238 8:0.134379818159428 9:1.84736098778259 10:0.4119626422567746 11:-0.4204073303932422 12:0.3350857883603625 13:-1.194864391789075 14:-0.3132738191198031 15:-1.645471543940409 16:0.4668728644812722 17:0.1152980204760861 18:0.5836805014626155 19:1.254153294821452 20:0.2280684426757062 21:0.4257562127108936 22:0.3655096093330046 23:0.2966439428581772 24:0.4125088792848352 25:-0.1496699987962437 26:0.7405028875703814 27:0.4640080514500924 28:0.3887135140602819 29:0.179241343880981 30:1.070253270907326 31:0.2983797660964836 32:0.6248166708042022 33:0.07916438278779256 34:0.9346452642682669 35:-0.1978288595532455 36:-0.1503664403823646 37:-1.259009484298888 38:0.7685729463746558 39:-2.897721428558349 40:0.3419688018792927 41:-0.540205736981619 42:-0.9808507647729277 43:1.700983614921254 44:-0.7368130659043628 45:-1.682662177242765 46:0.09799360704258341 47:0.462148177698021 48:-0.3366392387498942 49:-0.6219739870935399 50:1.270154004126034 51:1.299617364413457 52:-0.2038823202741691 53:-0.9501642491334363 54:-2.077466122660999 55:-0.2792680004138622 56:1.242087594990563 57:-2.173878529240784 58:-1.062494831732301 59:-1.392171104290142 60:-1.457261444571227 61:-0.5852001580724747 62:-1.443093852732946 63:1.087171561177129 64:-0.5517625982639052 65:-1.292212508180393 66:-0.183665127378584 67:-0.4658645390289172 68:0.09975490459448691 69:-0.7609456980591908 70:-0.2536004926527158 71:0.4993923730212301 72:-0.5356891102402842 73:-1.482100904555285 74:2.369340806083181 75:1.026564171117935 76:1.422696189220345 77:0.5842201177048455 78:-0.1933089271261199 79:-0.02140961098906484 80:1.032632936165912 81:-0.8371153564213469 82:0.5008310394976224 83:-0.03351223372087182 84:-0.7360486537088567 85:4.036788266541039 86:0.3034561506403605 87:-0.9023815955685431 88:-1.357133511578982 89:2.587392088930005 90:-0.3715150910015342 91:0.106536645129602 92:1.842789523893422 93:0.2846267092046477 94:-1.122262257563404 95:-0.083661478621887 96:-1.382590839635379 97:2.614840552007936 98:-0.4718966855371705 99:0.2814583450287519 100:-0.5015127887771863 101:-0.9954407244044303 102:-1.8636726454784 103:-0.2707547542900405 104:0.006469147804154553 105:-1.342667742262661 106:0.1999928038197741 107:-0.434914952694627 108:1.633932265318985 109:0.6009731733008963 110:-0.4447778799046768 111:-0.3785836120345726 112:1.47757715698407 113:0.7838329472836699 114:-0.5135479691065169 115:-0.7137592030739031 116:-0.8039795677441235 117:0.7256771567143728 118:-1.003522191584397 119:0.5643713032363696 120:-1.584700750942963 121:0.3958017447014995 122:-0.3782112496463977 123:-0.4874678579662986 124:-0.1504264981044301 125:0.3972254052167863 126:-0.8813270258700016 127:0.1599360668101104 128:-0.09842991985958613 129:-2.396248841187046 130:0.03637915391465487 131:0.9478329400236533 132:-0.5626205474318734 133:0.3995075261522757 134:-0.821907322573989 135:0.7040646611353977 136:0.6140244527142996 137:-1.055500067681837 138:-0.9039619522724902 139:0.3813404926022733 140:0.2703082095457154 141:1.743531221649884 142:-0.6578884815820277 143:-0.3693013640861735 144:-1.269610594631865 145:-0.5968811451711322 146:0.3062974469511271 147:-1.866857865008576 148:-1.443546209487222 149:-0.5740012331045555 150:2.241501326787575 151:0.8593762109983925 152:1.568554371577432 153:0.4561558633152235 154:-0.4846843861589663 155:0.9445563074326763 156:0.03168480853812017 157:1.13938183675923 158:-1.31998525041891 159:-2.03561051393554 160:-0.06910139356159903 161:1.0203148589358 162:-1.098643985004327 163:-0.4610441211689899 164:1.290494271964008 165:-1.075683537257716 166:-0.3601669045277129 167:-0.355669521222895 168:-0.8672087400062709 169:1.726467957862755 170:0.5584252695343911 171:0.04283286659706821 172:1.795291442753803 173:-0.6893268351720028 174:-1.362237056594997 175:0.5032379524043425 176:-0.1571689817344163 177:-0.6987430372698159 178:-1.502404296638899 179:-0.08483065918669881 180:0.7066489682082071 181:0.874695740084398 182:0.6661834734759531 183:0.5391459038467123 184:-0.1054235579814551 185:0.1007633760098073 186:1.742957608130563 187:-0.5741649469437188 188:0.4529147459641249 189:0.8629944139152342 190:-0.5898899659579554 191:-0.6679122618114667 192:0.935374560864327 193:-0.1019491381032735 194:-2.272264320237521 195:1.977573431555866 196:0.120411647443423 197:0.4970085877299866 198:0.8373133223989822 199:2.312885585574608
-1 0:-0.363023516299957 1:-0.3655795271441565 2:2.282737603148395 3:1.490067514987134 4:2.306040980853703 5:0.08457088042311905 6:-0.2107419978245748 7:-0.07904982422848295 8:0.8161963024947472 9:-0.2484129840484967 10:-0.4515657688343578 11:0.6031667003153776 12:-0.4388288237083518 13:0.8257040259248005 14:0.07950950054629735 15:-0.08839076960386766 16:-0.8089794518041337 17:-1.903952249709491 18:0.2885176836007432 19:-1.490395454586237 20:0.556029191477987 21:0.5592662743200771 22:-0.1866582439744533 23:0.9540980576025665 24:1.086189414758527 25:0.8389855596401733 26:-0.9037793115016844 27:-0.2412847818167073 28:-1.204367714722297 29:0.8332797800388153 30:0.2374328413708847 31:0.7547701719022097 32:3.314256692522918 33:-0.9102604336529552 34:0.7107569017103501 35:-0.1001102599384403 36:-2.190159036078225 37:-0.15285503673255 38:-0.8444044143149501 39:0.03633883430251775 40:0.9149859104365833 41:-0.8581726938715457 42:-0.6538182770619584 43:1.934239888491045 44:-0.4537040861685817 45:-0.4023452917160376 46:-0.7350932500015803 47:0.9860563781661886 48:0.3707184673359018 49:-0.6345884013679918 50:0.7231819437990407 51:0.4656651851824653 52:-0.9579477891255849 53:1.1912181199238 54:0.5708895599092068 55:-1.737678345724966 56:0.4028092475250626 57:0.07258064356490233 58:-0.3779430806020942 59:-0.6526953413371168 60:0.2625328599194227 61:1.003794492987392 62:-0.5896687315533048 63:-1.094409543604945 64:-0.5521050064872342 65:-1.785679812158388 66:-1.004247753360536 67:-0.5482707686852136 68:-0.1636783045600294 69:-1.154337663212949 70:0.07312147025944042 71:-1.07097896378967 72:-0.03533281154733393 73:0.5922422627833784 74:-0.09551462086291158 75:0.1574609111708628 76:-1.324523709857532 77:-0.6533571085431766 78:0.4277246155832154 79:0.7484439197991661 80:-0.3794671652885161 81:-1.133692025151625 82:0.5590425186795468 83:0.2329695710731665 84:-1.899573194518084 85:0.4317235203498635 86:-1.477552771569384 87:1.510117096538261 88:-0.4102665383713411 89:-0.5828757223119914 90:-0.7627464919198876 91:0.1499100704597083 92:-0.7435929642709578 93:-0.0633856975656847 94:-1.04854244620554 95:0.3480562582786491 96:0.0918920776343323 97:-1.83932416812285 98:-0.1231317361005362 99:0.7547599873438099 100:-2.363819180061712 101:1.062288964937266 102:-0.2963846743351634 103:1.413454524479475 104:0.6968996756083295 105:-0.2634375521223558 106:2.580383962559124 107:0.5158950591177189 108:-0.1780349035789354 109:1.00673053107864 110:2.990714072634273 111:-1.691652905479268 112:-0.5184570847707223 113:-0.5775642349511758 114:-0.1426191421918664 115:0.6479386640380437 116:1.430677656113783 117:0.4219776400678287 118:-0.8154603870136464 119:-1.42953972136694 120:1.020413909518523 121:0.2223962589643967 122:-0.4767387000644268 123:-0.6411399101927424 124:-0.09635074367676963 125:0.1331175137408521 126:0.2290650426475987 127:-0.4072212732145262 128:-1.364586285473712 129:-1.657791760849312 130:0.08270987393647905 131:-0.03306904043151896 132:-0.312074118071884 133:0.4091168160045314 134:0.05214525912558671 135:-1.464008812228954 136:-0.4755143215101312 137:-0.05190861966765126 138:0.2350041923473219 139:-1.041542526848634 140:0.5472458187325462 141:-0.4001783858167597 142:-1.055741280503493 143:2.142964244533907 144:-0.6221762497843332 145:-1.728543371957358 146:0.4163961766917977 147:-0.0331741744848606 148:1.007339815242745 149:-0.7275339381880089 150:-1.337203991844411 151:1.993928583974003 152:-1.135475555022742 153:-1.143694689536694 154:1.192333500864491 155:-0.009758736657681464 156:-2.118545074139328 157:-0.9426208865981252 158:-0.289473144242856 159:-0.9232449417594425 160:-0.118178787860022 161:-0.2717896395608015 162:-0.8042474973883031 163:-0.5334241045465983 164:0.06770088868688083 165:1.937411895740856 166:0.6790935516027377 167:0.6407422858532449 168:0.8032943253292435 169:-0.7893275546255141 170:1.900141479384746 171:0.5689396620611633 172:-0.3020644361887215 173:-1.565797283947381 174:1.237519929747273 175:0.8947888743966161 176:-1.556034860477138 177:-0.8852513742850798 178:-0.7397781606702515 179:-0.5239711119752634 180:-0.9657982699260863 181:-0.8993558178172842 182:2.530815573638749 183:2.496101143557063 184:0.28865268247362 185:1.116187091271217 186:1.476038614760298 187:2.140208813950887 188:-0.8026631145023664 189:0.912019637172739 190:-0.5180896702741523 191:-0.5851313285550847 192:1.588666499255034 193:0.9406636153617439 194:-0.6030405868920784 195:0.5732149214133588 196:-1.34609831005064 197:-0.02495519031242945 198:-0.3328415538278129 199:-1.713871944727379
-1 0:-0.4463807161214474 1:-0.4600371701837856 2:0.5558007358987254 3:1.021656227570782 4:0.1400730044871311 5:-0.7775624405334084 6:0.0009274312979388394 7:-0.8050819325726648 8:0.09627227693973847 9:-1.717358947568521 10:-0.06367775908645146 11:0.3830490401626067 12:0.5432831025321151 13:1.616900525225787 14:0.09722565823125782 15:0.3132768297124051 16:0.652523119602613 17:-0.6416092382829212 18:1.793339137186316 19:-1.353667426394285 20:1.085878192496421 21:0.3824370683396862 22:0.6519083478616036 23:0.2503564521489838 24:-0.4703350973043987 25:-0.2488752314353699 26:-1.058425225258315 27:-0.2569109225526392 28:-0.2174012311507997 29:0.162251271641304 30:0.7572715497766714 31:0.9765974291771683 32:0.7076061899503145 33:-2.633406466460503 34:-1.181148851174096 35:-0.1061433547802184 36:0.682191146568687 37:0.6530615191246484 38:-0.7627557305816615 39:-1.251562951789605 40:0.3968372184920217 41:0.3535354616066934 42:-1.067128151298934 43:-0.555348457161237 44:-0.08537721158603871 45:-0.8567154887093237 46:1.204045037529999 47:-0.06823778654217011 48:0.5146134114063008 49:0.2716063236337821 50:1.008229604042069 51:-0.5304371651509971 52:-0.3508948864231344 53:0.06061534993351422 54:1.523607810995697 55:0.208600208152973 56:-0.002009295100751564 57:0.7062206730287502 58:0.4573051462324265 59:0.79235384093335 60:0.8820137453867618 61:0.6702238176329629 62:-0.1237153875097499 63:0.9294357173038352 64:1.627725287483258 65:0.2370179712405751 66:-1.099489210295183 67:-0.2489945830467525 68:-1.557245465046562 69:0.7104119227531881 70:0.001749476047623988 71:0.002634648732784974 72:-1.231896165683432 73:-0.06997647034561943 74:-0.4034027223464193 75:-0.1372874301270476 76:-1.009129480130031 77:-0.1063582971385952 78:-0.4665992581319399 79:-0.540436514875985 80:0.6875945260329457 81:-1.665427929155196 82:-0.2672475006068327 83:0.07374318385526402 84:-0.3766631469363075 85:0.01255347196880193 86:-1.761646696799041 87:0.001806734373942113 88:0.6116857086483118 89:-0.7532390757546534 90:0.1907693071497818 91:0.1236623762623115 92:1.400335364164161 93:1.18274575696104 94:0.63628438040527 95:1.228118484409146 96:-0.5827078846374422 97:-1.880806671565514 98:-1.094555714015173 99:1.356933237654721 100:-0.9948770515781831 101:1.572068948318443 102:2.069302247366615 103:-1.04008257581515 104:0.7888627009957724 105:0.1339768848365357 106:0.2179764945564875 107:-0.009248855652754738 108:-0.9279491126164743 109:0.2750231304666619 110:-0.622083938039967 111:0.3677504423682311 112:2.964689600780657 113:-1.362827280461471 114:-1.077353001263655 115:-2.470809484735362 116:-0.4327365339550303 117:0.4393007566348707 118:-0.07640857479539824 119:0.3960851181295108 120:-0.9422395753213435 121:-0.3244990674170555 122:-0.1553453298575485 123:-0.4131653927746212 124:0.2890773268812468 125:0.5430121875529926 126:-0.5328049104919035 127:-0.3796984378781813 128:-0.9875656745040567 129:-0.2136693569453213 130:0.6098276071268904 131:0.4679343847216343 132:0.456253137411966 133:1.357501327337346 134:-0.9348129457335411 135:-0.7873866143102519 136:0.9308909932781563 137:-0.0805063154356811 138:0.7678350685223223 139:0.04602522963940801 140:-0.6304395585981025 141:0.5842622869623939 142:-0.7368650801886691 143:-0.4134289413791398 144:-1.037851189371343 145:-0.6437757179683432 146:-0.01096462180992309 147:0.7552561802529236 148:0.51767486974705 149:-0.3702339913169589 150:-2.796467283426225 151:0.05329763914610729 152:-0.8227223817184338 153:-1.183200123657942 154:-0.1279815511639914 155:-1.209613904085768 156:1.274432992216324 157:1.301637746893223 158:-0.2144606070598495 159:-0.1406754759684204 160:-1.969528278066044 161:-1.669463402434131 162:0.5971062089188202 163:-1.353809177618032 164:-0.7642084371683386 165:0.08647665578125202 166:-0.09639696602651521 167:0.4298981275137108 168:0.9117951646128535 169:1.333985691345811 170:0.04222879593639555 171:0.2298812488808613 172:-0.9948536144342164 173:-0.9668192341282036 174:-0.7215505751251258 175:-0.1701431804374163 176:0.7520504373887461 177:1.13250141041412 178:1.817404533663519 179:1.519780617556257 180:0.2731034782079786 181:0.8309142019297061 182:1.152214062349599 183:-0.7404073054564075 184:0.8756847649537297 185:-0.3572967138437926 186:0.1752744297224429 187:-0.06740481935171447 188:0.5916895538404292 189:-0.6737865733856736 190:0.6814864308037367 191:-0.568303081610163 192:0.3164680689045782 193:0.300143852837801 194:0.1149102129595941 195:0.3419913137668212 196:0.5923950171018719 197:1.079443667683412 198:-1.542637743528791 199:0.9494344014364434
-1 0:-0.6681947699021393 1:-2.172033217370445 2:-1.700446911348505 3:-0.5209645903013299 4:0.2077197302388237 5:1.003943669909932 6:0.2578099057358823 7:0.7112860597413453 8:0.2685859817229935 9:-0.07745266556164677 10:-0.1920253055212856 11:-0.4016525662228643 12:-0.5147615531937725 13:-1.370442614049635 14:0.505672075010319 15:0.4260899591170731 16:0.4344400509336636 17:0.9843021835791966 18:-1.598408095267085 19:-0.3809646479384116 20:0.6591984235043591 21:-1.040896732738233 22:1.428655669045905 23:0.7209799272204918 24:0.5222762121091262 25:0.3483993099177413 26:-0.1400670499805435 27:1.414207847026421 28:0.8418330951522139 29:1.254111674962574 30:0.3713450976164687 31:0.8319868590928444 32:-0.6421174357537385 33:-1.0573240233086 34:0.04944068291334138 35:-0.2970413137467043 36:0.4515339191944303 37:1.677117441059983 38:-0.523311529716693 39:0.5882910086659675 40:1.30036280611894 41:0.5835590978727492 42:-0.5502504589430353 43:-0.2214942277728669 44:-2.315947534796754 45:0.4254849410326429 46:0.514740144561897 47:2.322201814944855 48:1.603956392527145 49:0.3180348189158773 50:-2.215720684178015 51:-0.9261973876469354 52:-0.4057613297150243 53:0.2636431026152556 54:0.9098758800032489 55:0.5054052682871449 56:0.5243575080038846 57:-0.6431409142317248 58:-1.936523567028977 59:-0.1598752850535843 60:0.5892678777969552 61:-0.05430884965204445 62:0.8464468114266296 63:0.960319159644019 64:0.2922376493423948 65:0.4596938252417719 66:-0.9000499078624531 67:-0.1034162310212876 68:-0.375315242393554 69:-0.01287755657105288 70:1.02402689861322 71:-0.1008866976805657 72:0.2992406075582764 73:-0.6733563511554844 74:-0.8291413364386793 75:2.077430699101211 76:0.7798857763958639 77:-0.2931125326107518 78:0.5094683955587472 79:0.7963329515824804 80:-1.957287811263908 81:-0.8244393344568923 82:-0.8266695813704079 83:0.1916702281800114 84:0.8581355506783602 85:-0.1398064136606247 86:-0.604378200555503 87:-1.400422078358095 88:-1.51520542447357 89:-1.754608977117436 90:-0.02659443649741658 91:-0.5759311770995826 92:0.03315205651458958 93:-0.06674877790269783 94:1.395279102188214 95:-0.004102170784233545 96:0.1735896357675919 97:0.1140049838868369 98:0.4453765515613053 99:0.6145993864010293 100:-1.46362707954661 101:-0.292488162651496 102:0.134031186212409 103:1.159833276850973 104:-0.431750242653429 105:1.170828702522311 106:0.06770801634457342 107:1.347178648796937 108:-0.4195720787911368 109:-1.433433170808073 110:0.2063807988909069 111:-0.5671466797488145 112:0.5706683175924072 113:-0.05017811960898695 114:-0.4893790079602325 115:-0.07005244767255217 116:-0.8371241354443129 117:0.5946771134759061 118:-1.536428097709798 119:-1.758677069242503 120:0.5409640376354171 121:0.1348080658164517 122:0.8081464703432099 123:0.6395126488729737 124:0.3616089676290275 125:-0.4841021038634111 126:-1.553406620119368 127:-0.8054234909529018 128:0.8125601580121475 129:-1.009830363785681 130:-1.034941673217698 131:-0.1356354583569183 132:0.3062790773911206 133:2.167616746237329 134:-0.8155207513885838 135:-1.214214322576352 136:0.1481524660493058 137:1.890808305680731 138:-0.3062394116567611 139:0.340772123399408 140:-2.691783138238147 141:-0.02468841864224212 142:1.100120048606357 143:1.654589238950002 144:-0.11822551024625 145:-0.5880650433295489 146:-1.263032960443491 147:1.543546470588954 148:0.4955559552566125 149:0.9942339765515588 150:1.136911051769055 151:0.1686089035141293 152:-0.681999956827958 153:0.1621097476537425 154:-0.4552055519896264 155:3.197711730224277 156:-0.3941652724110941 157:0.04587609819907128 158:-0.8892128559263515 159:-2.363128538144534 160:1.548910813954893 161:0.442432460041639 162:0.4099799945701031 163:-0.1523991335641722 164:0.3698127088595297 165:0.04793720939453754 166:0.7407310205877731 167:-1.065831853928882 168:-2.0000127137418 169:0.8449262884185955 170:-1.744213025666236 171:0.3915275699551639 172:0.3763664462543865 173:-0.6500817660340933 174:0.2711129923159856 175:-0.09696303449546828 176:-0.9629556079361122 177:-0.8611588526534385 178:1.307591314531137 179:-0.03787482960744407 180:1.736495244259311 181:-0.6966702983972591 182:-0.3763891399049717 183:0.807249256539832 184:-0.6003599596735653 185:-2.043192198412357 186:0.5210259315221781 187:0.7800758173539369 188:1.097656296436612 189:0.01915509864692267 190:1.673369360812157 191:-0.07750689538422256 192:-0.8858365910627747 193:0.6629698052237052 194:-1.476158915627611 195:-1.020959621193774 196:-0.3674034787593455 197:-0.01867314256117224 198:-0.3949460412339107 199:-0.7786861571659204
--1 0:0.4937477547957205 1:0.4771489314453463 2:0.6848760941265865 3:-1.410584095784357 4:1.360252157184061 5:-0.462530967737432 6:0.6654052556051758 7:0.7021575424244756 8:-1.927238131995967 9:2.100943880323908 10:0.6519701373158262 11:-0.6286287204731889 12:-1.975746157445445 13:-0.4028095934199235 14:-1.011405003818884 15:-0.6122124276319985 16:1.117501650935723 17:-1.950537032210238 18:-0.3436329087967621 19:0.4726942462092842 20:-0.9830017981908753 21:-1.299140225356346 22:-0.8234956146676429 23:0.3055859373885216 24:-0.3039566441685522 25:-0.3557065233422483 26:-1.023158999256314 27:0.4521203444741863 28:0.0821718514193133 29:0.08213381393512559 30:1.565735841528202 31:1.296853262280907 32:-2.33792783068088 33:-0.2941451281659421 34:-1.46194801558496 35:-0.4309193000661306 36:1.225881571691936 37:-0.2437679585754072 38:0.590406570926492 39:-1.65958584216673 40:-0.455665452866772 41:1.052516714083262 42:-1.435875706579163 43:-2.608424322068548 44:-0.4988283145612949 45:0.4084374764997409 46:-0.3010324998562346 47:1.391184948081031 48:-1.484367406357957 49:1.10671424330501 50:0.3296278854440298 51:0.3188979721631887 52:-0.3650229480197492 53:-0.02423720195251735 54:-1.281920252832073 55:1.647579646402862 56:2.485597496242677 57:-1.309815996145416 58:0.2122172396909139 59:-0.7850090912131953 60:-1.108127667392877 61:0.7548662980319225 62:1.018467528046423 63:1.041247253056367 64:-0.01727635874260428 65:-1.741904134455685 66:0.1944897004927068 67:0.5169575116504782 68:-0.6905251164649809 69:-0.2247358501684406 70:0.7495520863810949 71:1.466794244377177 72:0.9781047255544548 73:0.6489936070367759 74:-0.2890684724017795 75:0.5487197744243045 76:-1.709640066540018 77:0.2350658538171851 78:-1.13484221768475 79:-1.355734721177798 80:-1.110951242083373 81:-1.127655930269356 82:2.279445929651005 83:0.8499430627547246 84:0.4635484664513515 85:-0.6463622168293942 86:0.8614384939608039 87:1.396386590814717 88:-1.391148756133843 89:-1.30786734638919 90:-0.2359927646367488 91:-1.230321630179669 92:-0.03633352856652672 93:0.8733423527324535 94:0.6046148050118837 95:-2.113781377036927 96:2.446598724291218 97:0.05265472919321707 98:-0.2117266869902226 99:-0.6453558987134402 100:1.455728883386034 101:0.5933591211795741 102:-0.2893554844708097 103:1.490501335949172 104:-0.3227821352433644 105:0.3581557403883747 106:0.6150800225326393 107:-0.3219531181047255 108:-0.04318404705562621 109:-0.3591461726691499 110:1.202402998599319 111:1.277450350546837 112:0.5117697459719858 113:-1.425721359527969 114:-0.3330935291723519 115:-0.965391476543534 116:-0.3051875842382131 117:0.5724393851792094 118:1.020664982755709 119:-0.04006856436916487 120:-0.4444350764028889 121:0.2956027980302458 122:-0.2958323939562526 123:-0.2122852203378307 124:-0.4261270997756256 125:-1.261396023858737 126:-0.3127717271722961 127:1.495414232496393 128:-0.1571691943684939 129:0.7466577679942803 130:-1.155990028656945 131:0.0511857569693474 132:-1.514029710600195 133:0.5321734349743149 134:1.427851356878099 135:-0.6420614507938718 136:1.304891109296685 137:-0.6343661319903853 138:-0.6466345505325364 139:0.7643457688963873 140:-0.402474670649372 141:0.1554904648039235 142:1.685211009864527 143:1.422485490218547 144:0.2035619005341968 145:-0.8187996905549132 146:-2.178454590837776 147:-0.8769308957516417 148:0.06377885635724703 149:0.5833014317842011 150:0.4474853760845756 151:-1.020270457086677 152:1.023169653059662 153:-0.1328132036309762 154:0.4034335306068428 155:0.1591491904945582 156:-1.750977018576451 157:2.571769066213403 158:-1.479164194063365 159:0.5547594382568387 160:-1.016519338658483 161:0.007857149578267161 162:1.130377977933858 163:1.185830145015493 164:-0.5548468129286305 165:-0.2962774919534512 166:-0.0896212093826393 167:-1.146154808893286 168:-2.392282936815757 169:0.8543782058481443 170:-0.41704813017514 171:-0.8239127930709401 172:0.6703999887103879 173:-0.03752877458835726 174:0.9430053080495493 175:0.8533597646988536 176:0.7494486946515565 177:-0.05664260833201208 178:0.4671359160181703 179:-0.9499838625095443 180:-0.01271796585714857 181:0.1164595260793559 182:0.5665301859037829 183:-1.071358699150046 184:0.8952702081599732 185:-0.01252714061225959 186:1.474705597958737 187:-0.8328736354151782 188:1.147581195947171 189:-1.375136676771306 190:0.5211415123798951 191:-1.443527827559389 192:0.7513065996411434 193:-0.2910517080950265 194:0.4358440061139881 195:-1.284890189987443 196:0.2381415077112939 197:1.192879417868927 198:1.890011235247349 199:-1.37445059088787
--1 0:-0.7850692567950819 1:0.3785919462035063 2:0.7305289739120814 3:-0.215483586545871 4:0.01831686286166028 5:0.8970765667328152 6:0.2596294526422868 7:-1.392081468284165 8:-1.510012819051526 9:-0.4313295165930517 10:-1.307548207177529 11:0.3405935462763767 12:0.6029319104689224 13:-0.06879840884508338 14:1.940788585315333 15:-0.16674276386639 16:-0.1516517981504772 17:0.7275355906318927 18:0.9133883023355533 19:-2.549615468700721 20:0.7432064297195398 21:-0.2755821733741273 22:-0.150108777935034 23:0.4185489816428032 24:0.5650450030618784 25:-2.360030344634241 26:2.477236606626822 27:0.9321955420430036 28:-1.513501502479158 29:0.01297961336384177 30:-0.3730781363080001 31:-1.103097855563951 32:0.3680443314685578 33:1.206250490548145 34:1.172777455225764 35:-0.7974920970761563 36:2.211231800046033 37:0.05784369705347213 38:1.694200031030724 39:-0.9393351631550261 40:-0.1539389473368319 41:0.5393565349577217 42:-1.274378906791485 43:-0.06099372655441495 44:0.3307379554337666 45:0.6098924564684073 46:0.4191295386149034 47:1.383260007230763 48:0.660791355428027 49:-1.219753949941327 50:0.4941961802206273 51:-0.760255121179175 52:-1.132432202320238 53:-0.2283357200610278 54:-1.882831967879632 55:1.155998274943982 56:0.1775883077857036 57:0.03726313921117663 58:0.7209441471495238 59:0.9632265901803116 60:-0.4231227632783843 61:-0.8555475687154207 62:-0.5396068243925195 63:-1.630531096393195 64:0.5833620343920907 65:-0.9227989249631239 66:0.06896046149704198 67:0.1163062181284753 68:0.1470342212454109 69:1.64099017860607 70:0.4661512872429421 71:1.359389736703709 72:0.3654249867674829 73:0.4769854779948526 74:0.8878658664820027 75:0.4133788603140752 76:-0.7038969649151074 77:-0.07197917932382034 78:-0.6485172043952737 79:1.343701308093174 80:0.6827415249313792 81:-0.6880290722292071 82:-0.9273719084904789 83:-0.5496903183801891 84:0.30535191743835 85:-1.220063413152009 86:-0.2382379248619447 87:-0.8709832853478093 88:-1.497062991024387 89:0.3542231259298881 90:-0.1589743291309514 91:-0.06841732943059466 92:1.058914371085366 93:-0.8878021536871216 94:0.9643894692136654 95:-1.382558273965877 96:0.5318922759608652 97:0.9318859790416695 98:-0.8520642618999615 99:-0.04764991855754302 100:0.8384545620505716 101:0.1415661062302826 102:-0.2103363013496857 103:-0.7683549719955972 104:1.527263256952091 105:-0.3573428633287365 106:0.7191587624335524 107:1.163726073320858 108:-0.8297196810523009 109:-0.7959077628897467 110:0.6040295391931293 111:0.3766607637341177 112:-1.723465394230092 113:1.989517197450048 114:0.2979610708748871 115:-1.681692554555236 116:-0.658845972795425 117:0.8464478931936975 118:-0.01948003519618534 119:-1.332596251237387 120:0.6795926621989176 121:-0.7507055709472918 122:1.165425293561759 123:-0.8144758503980097 124:1.188025398950912 125:1.572414306743288 126:0.3868229932036584 127:0.4404226211510117 128:-0.8971253294762521 129:-0.5009076944736236 130:-0.5141010688413429 131:0.3365231187578187 132:0.9336453902757664 133:1.107513542358805 134:-0.5977057917371517 135:-0.7160672069264836 136:0.4280273525628206 137:-1.012057051506334 138:-0.7366982502971304 139:0.05421429129098267 140:2.340195867766382 141:-0.00285147834913598 142:-0.861072869579398 143:1.255633501051591 144:1.856637152587462 145:0.2591590105370976 146:0.8416074806484511 147:-0.3986638349282178 148:-1.038329058743657 149:-0.3028393850190363 150:0.958099496630932 151:-0.1471149694700264 152:-0.1320933697816764 153:1.097849895391989 154:0.5285065108114018 155:-0.5982425261286294 156:-0.3727795651665857 157:-1.352412490819546 158:0.4545537314950019 159:0.5631291180892881 160:-0.7122075331277131 161:0.7939104616954468 162:0.1055933653445496 163:-0.2024220227550408 164:-1.496797877523058 165:-0.564407995166599 166:0.562133182323357 167:1.236018151524614 168:0.6288511592121314 169:-0.3170616525258323 170:0.7939844876504167 171:-0.1606815456334911 172:0.2064175775717145 173:-0.9781358389007302 174:0.2986979270807097 175:-1.012329113653783 176:-1.042241576484745 177:0.8831730857521071 178:0.8845252492174969 179:1.780435900281744 180:1.237424068228519 181:1.091476746984237 182:0.3845461562558576 183:-1.121126349711028 184:0.7175395099698634 185:-1.151143992044951 186:0.6948397722819964 187:0.3444506574121582 188:0.3658322962199542 189:-0.7062958618063941 190:-1.382497150384198 191:-0.5391720774403338 192:0.03807365525292319 193:-0.1499779228267241 194:-0.09360626776656893 195:-0.3477755506576616 196:-0.2915948424202001 197:-1.24560716760295 198:0.382227514085471 199:0.4092671036807977
-1 0:0.1288516165517497 1:0.1165223612710739 2:-0.4350293004525669 3:-0.5965222570796731 4:0.8125676853313084 5:-0.07094161217653501 6:1.288825406682027 7:0.3475565928233878 8:-1.483442103183757 9:-1.391152168107888 10:1.476465053331825 11:1.412972323437142 12:1.044195798200509 13:0.5709312219644932 14:-0.5445851768226525 15:0.05648649520284751 16:-1.756020605190727 17:0.2355267897378329 18:0.04961543615726192 19:0.1454054981004892 20:-0.2779004306248792 21:-2.662581488590345 22:-0.3862485716194655 23:-2.545473520047139 24:1.234407713074891 25:-0.1937164439982964 26:0.3860210724432033 27:1.658796963738188 28:0.3021503474691417 29:1.133043920728308 30:-2.670058063379904 31:-0.6241932407024195 32:0.5235553464251798 33:-2.363635973309376 34:-0.7845698695360389 35:0.242816328669747 36:-1.239761765079813 37:0.3432958853677677 38:1.327304744039833 39:-0.9828325607179155 40:-1.005320111685541 41:-0.5095862140973332 42:-1.26511900161302 43:-0.8413214496301273 44:0.7100196164079747 45:-0.3304568624882825 46:-0.01341140323468326 47:-0.724203816035404 48:-0.1742969110603702 49:0.08165636167327917 50:-2.036189432870414 51:1.050239294974691 52:0.5923154445930205 53:0.4766473556250675 54:-1.421679254047663 55:-1.448715159061562 56:-1.363947224664486 57:0.3992139414385585 58:1.244090515890865 59:1.039676071033801 60:1.032805410156624 61:-1.704139534590341 62:0.7504054553170609 63:1.062563604167155 64:0.2741726755226574 65:0.9777405074987325 66:-0.1367488069748619 67:0.8813070500574217 68:-0.1972221771317008 69:2.745229542613015 70:0.003101506503276748 71:-1.203504510329559 72:0.2744044325847149 73:-0.2485926508097461 74:-0.09227053327763804 75:1.246558005811827 76:-1.296001229487475 77:0.04354856948104793 78:0.3942062842180702 79:0.8370244383954142 80:-0.6515838188276516 81:0.5921353593536138 82:0.5468579043338319 83:-0.1286658741190205 84:2.11567973788395 85:-0.7722143143513245 86:-0.06043595073258107 87:-1.801306406231166 88:0.9048751896292954 89:-0.3695300505333712 90:0.05465719536626079 91:-0.5603732298615822 92:-1.393207592167267 93:1.567887520730232 94:1.520346162614481 95:-1.706930466581631 96:-0.4195079643732325 97:1.360963989925662 98:-0.9250679741267775 99:-0.372190907790766 100:-0.5418126778237353 101:0.4127419433447768 102:1.689464542083639 103:-0.04634406303150369 104:0.9064216011424255 105:-1.753505909448146 106:0.8165492155228525 107:0.4251306301902291 108:1.618823109012812 109:-1.45885961025339 110:0.07583336710356389 111:1.596130057786249 112:0.475090690332666 113:0.993141485681605 114:0.6626517647892939 115:0.6262332057988553 116:0.6231874720247574 117:-0.0003581628490899498 118:-0.3594903301167829 119:0.6004497224684914 120:0.2870195101385926 121:1.260323503891091 122:1.132828666552305 123:-1.477963526049456 124:1.381763398097612 125:-0.6170407129408669 126:-1.748867013549552 127:-1.152490337490758 128:0.178204946557481 129:0.5446033548716397 130:-0.5094049145245605 131:-1.041143660935199 132:0.5954008146593189 133:-0.20436240242742 134:-0.1685861497337439 135:-0.2866140760101318 136:2.051514670362681 137:0.9692308739661729 138:-0.7169354621678782 139:-0.7071355469464372 140:0.5187479775430659 141:-1.377429154316067 142:-1.253329732608718 143:-0.9691498891413002 144:0.9994334011938015 145:-1.281691166492164 146:-0.724480523930552 147:-1.595842778566444 148:-0.2481706540964758 149:-1.502969175095676 150:-0.4007962552333285 151:0.8928389448500538 152:-0.6827479010503829 153:0.05652097560223276 154:-0.1454481960011956 155:-0.6658732910828776 156:0.794063163972588 157:-0.3746996091373131 158:-0.02362454767790246 159:0.4747728222800686 160:-0.3364625800916496 161:0.6054668319883738 162:0.1482175850346031 163:1.338728720247239 164:0.9698948936859695 165:-2.277243492787632 166:0.1900554812121957 167:-0.08074932932770315 168:0.08541232406026107 169:0.3420294582481204 170:-2.312304565876172 171:0.4804860596972156 172:0.5755573034008878 173:-0.6157005767422592 174:-0.7710585543433844 175:-0.2618600913337678 176:-0.2242431107362832 177:-0.4333726225692762 178:-0.4399395352192328 179:-0.390343649343431 180:-1.11769282375009 181:0.8898773678324781 182:0.1496185702764183 183:0.09964522346512995 184:-1.200626489163354 185:-1.027219635427636 186:0.2298632592804077 187:-1.119176209265347 188:-0.2484936186501755 189:-1.71182320562849 190:0.5954980933119168 191:-0.4326674583735003 192:0.06413490331360544 193:0.1629371593294945 194:-0.5887393993393059 195:0.568230340905138 196:0.02432962445796013 197:1.42144433236761 198:0.7205931745240568 199:0.2437114649544338
-1 0:0.8958341097027587 1:1.932246766079563 2:0.8742868808809175 3:-0.6778680748811683 4:0.6695418857587075 5:-0.4070988463868066 6:-0.6862235679844174 7:-0.9434761601030165 8:-0.2509751160799805 9:-0.2952008268376963 10:-0.8287972985830371 11:-1.009052377872466 12:1.354109300217031 13:0.04176995977326488 14:0.5488633997888935 15:-0.1959180150983474 16:1.611614760600417 17:0.8311793965579227 18:0.5150297583914366 19:0.8200139306273575 20:0.8728761930145764 21:1.041016933996533 22:1.263388390557037 23:-0.3376717141049844 24:-1.373011320325741 25:-0.1579618201705534 26:-0.7617717201069734 27:-2.019663048408707 28:0.5873673069265999 29:0.3257352872547334 30:0.5531705760294141 31:0.83373726515848 32:-0.3132244925846728 33:-2.346670271664142 34:1.274249160576628 35:1.914899303024441 36:-0.6711670536775516 37:0.1782841972353861 38:0.07435984017833561 39:0.4269213280602046 40:-0.2340478395391017 41:-0.01955940014381686 42:-0.8764388622439877 43:-1.214137621075562 44:-1.700342860282604 45:0.02075529398575933 46:0.2195989885662958 47:-0.8143696387298144 48:-0.01072516160648882 49:-1.289389329453167 50:1.298747446796379 51:0.1874337986149421 52:1.325324516770199 53:-0.3563421321545341 54:-0.2531169704357978 55:1.003173118396616 56:0.1468495592489181 57:-0.9935820024912964 58:-0.4069654582199204 59:1.211528390740907 60:1.028202745499661 61:1.210392973967802 62:-0.2434353911071565 63:1.438494562372099 64:-0.4323481875146401 65:-1.406008029362344 66:-0.1791771379551755 67:-0.03517229576225112 68:-0.3909471263706288 69:0.3724326101048729 70:-0.02869178639696526 71:-1.211252690673365 72:-1.676937137396023 73:1.287934494523246 74:0.9357565258933624 75:0.0508209288622662 76:-2.27236626907813 77:-1.008850114480798 78:1.145563989516885 79:0.5230160593724626 80:1.019691342064069 81:0.5784981607668793 82:0.6674891054537433 83:-0.2512997998930688 84:-1.713786301135083 85:-0.738029213547436 86:0.7116710873529194 87:0.2305376577487245 88:-1.308150447710394 89:0.7266946574245725 90:-0.837682260267989 91:0.5843627001485239 92:-1.711033604336544 93:1.515841119691214 94:-0.6495388867057238 95:0.7897241392670419 96:-0.8916842746366136 97:-2.730323922578349 98:0.2706570205286153 99:0.3870559419076624 100:0.8774512176844907 101:-0.01448666521836466 102:-0.7860356436322172 103:-1.205879238590198 104:-0.2903719372358954 105:0.7781419034570992 106:-0.7236504658016129 107:0.2208169415729365 108:0.7412077425429651 109:0.462380964373523 110:1.721294367351139 111:-1.622094557887541 112:-1.534240807447761 113:-1.572666394624196 114:-0.1234509106538893 115:0.553117832461769 116:0.5807099125011382 117:-0.193969293468482 118:1.045758282667114 119:-0.9725421596278847 120:0.6002653668899591 121:-1.85074374134432 122:1.206409422823672 123:-0.05317276976539939 124:-0.531346804948998 125:-0.8096843985892667 126:-0.2330650319658433 127:-1.424492017693718 128:0.6749784803767516 129:1.243517392848697 130:-0.0806709570854751 131:-0.2179229482495486 132:1.356099286817088 133:-0.603093860029141 134:0.564778020543936 135:2.506194284458743 136:-0.3139373629358186 137:1.970303113140475 138:1.628370471640447 139:-0.4810102230638589 140:-0.256599064633787 141:0.2162407923240688 142:-1.373808216782989 143:-0.6172640249641249 144:0.4046840435169466 145:0.09298077144097178 146:-0.3452246994973028 147:-2.346166086697251 148:0.1082664160232418 149:1.851201631614422 150:0.6213307444845915 151:-0.02610774998259227 152:0.2633403716145142 153:-1.565349501392348 154:-0.1763862501407632 155:-0.710973871604023 156:1.179078650416654 157:0.5654275196680432 158:1.279743272386037 159:0.2644798235826001 160:-0.979632767474433 161:-0.3371090426498846 162:-0.4968896449790031 163:0.02425217903605255 164:-0.7912010598267581 165:0.5353898326178812 166:2.543448432727563 167:-0.676559577943756 168:0.4027129379549733 169:-0.4961945664405068 170:0.366075965029941 171:-0.4998293133943254 172:-1.322486302079454 173:0.4122257033033991 174:0.8467379211176753 175:-0.1684502275848929 176:0.05878588394126147 177:0.546275233424506 178:-0.6328781274945704 179:-0.7004558179152943 180:-0.7602992955997366 181:-0.3732365846935278 182:-0.5753019847937106 183:1.857561554576727 184:0.2486643276775758 185:-0.5904617833786885 186:-0.6604195457766399 187:0.8434191674490406 188:1.603361350518782 189:-1.720418813023391 190:0.4844571548837995 191:0.5345596910636008 192:-0.6371105844744369 193:-0.8648509954354135 194:1.261336454456448 195:-0.4345179334375115 196:0.2885311577265618 197:1.18923891588959 198:0.294059723292773 199:0.2318244028481056
--1 0:-0.9692199174456949 1:0.09442804604553909 2:-1.433704754219249 3:-0.3919314716386431 4:-0.1857204006752866 5:-0.6148398149786127 6:-1.028352305292072 7:-1.022210426759762 8:-0.2173979333637703 9:3.249694489267145e-05 10:-0.0007152869274316612 11:1.275225874453413 12:-2.2030356336508 13:1.609017687315234 14:0.7395477890506859 15:2.222671765894614 16:0.9369731126451373 17:0.9841656683596778 18:-0.10588534914301 19:-0.7608235879537777 20:-1.163989701859893 21:-0.182236948334793 22:0.9243539008035292 23:0.2849369391884546 24:0.6722714095428828 25:-0.07828779599859961 26:2.036216706196747 27:2.152035573765554 28:-0.2150354025753886 29:-0.456622787714559 30:-0.0701521242088614 31:-0.1963425714766025 32:-1.085337995966484 33:-0.1467427358847798 34:1.311223701879589 35:1.070270328272738 36:0.2038010370297852 37:-0.6761743265623315 38:0.0007621083604646502 39:0.5614346014348114 40:-0.1482327630508132 41:-0.3281715902294953 42:-1.580285620675564 43:0.9119738715029165 44:-0.5916935567239465 45:1.342984661993148 46:-1.817469177193733 47:-0.8297560903227069 48:2.131095764086495 49:-1.899711301966979 50:-0.6742349781475594 51:-0.6825620739763039 52:-0.8937104240621941 53:0.6160278875048578 54:-0.1736250482371571 55:0.8572849513911768 56:0.7411469082477316 57:-1.393070631876285 58:1.772875422613317 59:-1.162586824200358 60:0.7237058659789668 61:-0.4207401348076167 62:-1.28272719286272 63:0.05638618681443607 64:-2.05522555591762 65:-0.8155076364042102 66:-1.265722775690868 67:0.1084106691302665 68:0.5965279948293979 69:-1.071201620971707 70:-1.802673060052987 71:-0.9872304061814201 72:0.3464361707999851 73:-0.2097450377712922 74:1.628897654815174 75:1.050539305913547 76:1.173144032003544 77:0.9276089423521419 78:0.3968319474766382 79:1.615782665028105 80:-0.4228666469252515 81:0.7711877503763869 82:0.1675090653343449 83:-1.077050717675784 84:0.6373758353574385 85:-0.03367450892305594 86:1.410145006622383 87:0.5068280876085807 88:1.161199097426956 89:1.238833705680765 90:-1.090125294511488 91:-0.4852425033936933 92:0.3831346341328277 93:0.2917649701513956 94:-2.163593317276226 95:1.937821291295518 96:-0.06034641622840702 97:0.1542418360055438 98:-0.5573042697675993 99:0.1302002924225302 100:-1.063826804463103 101:-0.7076287576542891 102:0.380157598626194 103:-1.72716521419371 104:1.315623324460166 105:-1.361707925881024 106:0.9071342283931625 107:1.421467354895752 108:-0.7195482581542698 109:0.9666556716364141 110:0.5600646012564096 111:0.5292376025605444 112:-1.221716956870279 113:-0.4597712565816008 114:-0.8474508662213761 115:-0.1352528935826227 116:-0.1015492611237449 117:0.9925591351819005 118:0.1176573285373547 119:0.54433024710058 120:0.7680489821765394 121:-0.1759722761180956 122:-0.7494296943990491 123:1.334130744854573 124:-0.3744941933870006 125:-1.095572507766619 126:-1.14880415876375 127:-2.378883034675226 128:1.663926662693786 129:0.4939000081223051 130:-0.4781343317584572 131:-0.6743772161613277 132:-1.788771869120997 133:1.24580482609678 134:-1.506564449025053 135:-0.8326842207881758 136:-0.5791051761185751 137:-0.5336910116290199 138:-1.702678110016604 139:-3.040082259164311 140:-1.925529333227582 141:-1.308527588727001 142:0.8585259300098089 143:0.5112234021371987 144:1.483563624396739 145:1.597646847900514 146:0.7514070121461796 147:0.5183754527024189 148:0.8082356534019079 149:-1.005676173914109 150:0.4495372625124706 151:-1.039865990088171 152:-0.1078472104011002 153:-0.1146721102946812 154:1.198215991001791 155:-0.4901306801131651 156:2.436531940419289 157:0.09076665429969895 158:-0.9130294107067346 159:1.071270532623448 160:-0.1538026644650441 161:-0.1100910416403451 162:0.2138958172657061 163:-0.2163063735152154 164:-0.822682049849887 165:0.8696496849560207 166:-0.8247012897036154 167:-0.3797144754654487 168:2.718918682766264 169:0.1266447749335811 170:-1.798117274226049 171:-1.024569101693893 172:1.650093098009822 173:-0.2037866692710092 174:-0.2938397137192938 175:-0.9743930050587949 176:-0.1498985234875491 177:0.2141081551753513 178:-0.9711151216266024 179:0.1411303897732622 180:0.1253958380493272 181:1.288562960413711 182:0.8041863588419801 183:0.674866820129198 184:0.3612162860277333 185:1.721662357223343 186:0.5793739137932689 187:1.89712708589726 188:0.4136528577018714 189:1.097339842052367 190:-0.6714837278204563 191:0.3969595005687343 192:-0.4503041261922436 193:-0.0213718883075741 194:0.1116792198591457 195:-1.111857147566478 196:-1.35883402633781 197:-0.1244009574315919 198:1.569288666386202 199:-0.5797255189124541
-1 0:-1.235899692953098 1:-0.1006856050706416 2:-1.206514503972673 3:0.124800047333684 4:0.7978953513899705 5:-0.4372620866833775 6:-1.502011869981673 7:0.8336372765185358 8:-0.3350923991667273 9:-0.8084773349245404 10:0.1778064599993963 11:1.251385925404356 12:-0.9534709961780415 13:-0.8827071449648859 14:-0.9034121032207232 15:0.3939314383126241 16:1.1849213288654 17:0.4014650963124712 18:0.03421361590520369 19:0.05286974827729722 20:-1.339980938269001 21:0.774390525317124 22:2.125873074087546 23:-1.189054109665785 24:1.138160294015943 25:-0.3626877946052207 26:0.6166028323847536 27:-0.3788236440182189 28:-0.4287887217498705 29:-0.1605274019251034 30:-0.9761206677902965 31:-1.059298006680944 32:-2.29167345772042 33:-1.682718261580352 34:1.122936909529843 35:-0.1266508894260422 36:0.662853560081845 37:0.5138691157065811 38:-0.1248036270402642 39:-0.5318212003923699 40:-1.185756344441854 41:0.6319695209048413 42:0.8081150370211343 43:-1.137431541804593 44:-0.9530210901694982 45:-0.985539117674335 46:0.4221605989939252 47:0.3076265034173221 48:-1.495912319297573 49:0.5010374140976829 50:-0.3034207597153758 51:0.8732428273096283 52:1.178399213159574 53:-0.09542059850304786 54:-1.815600371586968 55:-0.9412180036367551 56:0.8711942996328651 57:-0.827697953037885 58:-1.981809979178436 59:1.743846531775845 60:0.3890643051404515 61:-0.3879035089968046 62:1.182202211447448 63:-0.1522938404331834 64:0.07137230411366741 65:-1.34148216842493 66:-0.3593579431938018 67:-0.3831210072630178 68:-0.578858225392494 69:0.9671021729720081 70:-0.4022133528266637 71:1.141652195014596 72:-1.010759658662321 73:-0.07820762236655684 74:2.276769048142033 75:-0.3830746931211328 76:1.19888968815796 77:1.375878823225363 78:0.1514813716973597 79:-0.5670063466267441 80:-0.7049360689898072 81:-0.399319841534014 82:0.8226668459852065 83:-1.286307054671187 84:1.071015616350879 85:-0.3516193575382157 86:-0.5035267191018208 87:1.775839800552333 88:-1.577520789854109 89:-0.9742546467119675 90:0.4877487684776207 91:0.07169367623938606 92:0.8845793511228951 93:0.1143309026083061 94:0.5404546194902861 95:2.114790489698971 96:1.267783866517303 97:-1.275399203574857 98:-0.4521052263677549 99:-0.2384586846716797 100:-0.7392603639843677 101:0.8417376672972959 102:0.7764180925499843 103:1.027631945382342 104:-0.06142232886531052 105:1.249428153240346 106:0.3811442534811983 107:0.439448354256142 108:-0.7493719529407641 109:-0.3296328201701923 110:1.132364615984499 111:0.6882194939476572 112:0.7795052751144772 113:-0.0655074135814261 114:-0.1707358676657471 115:-0.5935000278043575 116:0.7450135318036514 117:1.233583620125171 118:0.459145351835235 119:1.000042036205599 120:-0.05793041067660089 121:-1.135409451765814 122:0.2349639472832943 123:1.440586688141822 124:-0.3590825232244679 125:-0.135348719985931 126:-0.1159558901685432 127:-0.2258623692948219 128:-1.491358363358593 129:-0.1325627715368214 130:0.9263284037691939 131:-0.1256726242916221 132:0.2892764017742297 133:0.2006558117322822 134:1.009872480834226 135:0.8542471552188228 136:0.4503111077504052 137:2.082574943746408 138:0.06075386497192899 139:-1.791301884444473 140:-0.7836418996688942 141:1.112382784380602 142:-0.1564451657912338 143:1.422160491480891 144:1.500427764467661 145:0.2134283345023924 146:0.5293135952699944 147:0.06923773824109249 148:1.232486885678884 149:0.1072563024090423 150:0.8467073975529075 151:1.068815387592891 152:0.8164009216656665 153:0.8277286666697822 154:0.7822130465919804 155:0.8138698995695969 156:0.2118283607221192 157:-0.8495606372547626 158:0.6584673240117929 159:1.790764992500725 160:0.08989874420818451 161:0.9467252354550059 162:-0.4436745882471763 163:-0.5499703663556678 164:-1.429191112133516 165:-1.330888091320649 166:-1.096226218308173 167:-0.329958855650978 168:1.15028917676323 169:-0.3539071311657819 170:0.05908647714839768 171:0.493237903978696 172:0.6759358960667367 173:0.02877540803661831 174:-0.4013053918012789 175:0.836968437507175 176:1.572858732229229 177:0.502070915932222 178:-0.9545452156045968 179:1.588528666472121 180:-0.1048073761032569 181:1.594045366229848 182:-0.5802799125298073 183:-0.6745501811535657 184:-0.0937293310621277 185:2.37571834931782 186:0.0813911148779754 187:0.453995944787481 188:-0.1438891910105891 189:-0.3432015790807716 190:-0.1679511852552648 191:-0.8333516050726235 192:-0.4786450010592171 193:0.3956991217940435 194:-1.78329206030389 195:1.483577094768668 196:0.2229255931923804 197:1.416831843835198 198:0.3936717299573564 199:-1.009131479668554
-1 0:0.8513660215944197 1:0.0997741202825803 2:1.07096207111381 3:-0.7170196423325456 4:2.154310414292214 5:-0.874074492230701 6:-0.05940492242035805 7:0.8867258655687196 8:1.170698902921759 9:-1.24737411470297 10:-0.1619593558027381 11:1.865187083172073 12:0.2009284595239534 13:-0.5716970053450326 14:-0.2117385139305373 15:-0.5204686902706614 16:-0.1825371454770406 17:-1.338770916149527 18:-1.033395289171586 19:0.1327410509664138 20:1.241464397257908 21:-0.2087384181602253 22:-2.329153688554161 23:0.7737775937519488 24:1.462983415911112 25:-0.3846116376514881 26:0.6744910633565274 27:-2.107881179895103 28:-3.538881626585451 29:1.412848314455578 30:-1.292801497890402 31:1.900835323920008 32:0.5023378039580563 33:0.1788454018097628 34:-0.3805554176189135 35:0.2113016762421096 36:1.134189515771374 37:-0.505730497019775 38:0.3906604469897365 39:0.7157623491890133 40:-1.911831893022077 41:1.89459523454663 42:-2.393689445753618 43:0.5416818705303976 44:0.6543138061410145 45:-0.2465014227840909 46:-1.914113231634668 47:0.8712241649966405 48:0.1475453709773039 49:-0.338752759688052 50:-0.8082362293035045 51:0.7987109733434102 52:-0.1681286730589189 53:-0.01661083128103129 54:-2.285630904270102 55:-0.6398596278125674 56:2.57485569718086 57:-1.356676013781769 58:0.06598338371820077 59:1.745514657108445 60:-0.3501930633028708 61:-1.230077570552842 62:0.3621175679678822 63:0.05260051568464763 64:-1.159223886660985 65:-0.8213936537232482 66:-0.5010109875727682 67:1.808251957882698 68:-0.6488799374600001 69:-0.1684700662677176 70:-0.8736430231156681 71:-0.3619318645927108 72:1.864606964931705 73:-0.3362999778695278 74:-1.990610717397786 75:-1.640234562209381 76:-1.539674513841125 77:0.5118893575285357 78:-1.099462246348859 79:0.5698810713663784 80:-0.1134799468737906 81:0.2385937366153738 82:0.566449724823159 83:0.9933404705753309 84:0.7158204430523929 85:0.3211437678180294 86:-0.9783041622584844 87:-0.3007811490244569 88:-0.3755654935591324 89:-2.095474821170788 90:1.567048046799786 91:-0.688243432834259 92:0.3173317016612542 93:0.09277424676487568 94:-0.5952199562557432 95:-1.071869030603652 96:0.4394029474587531 97:-0.6481757310662501 98:0.2734578486901054 99:-0.7310629479384421 100:-1.633891344321217 101:1.052080958841602 102:-1.02514870877426 103:-1.079450046659772 104:-0.4217670714287322 105:-0.5270751391481728 106:-0.3790652035057851 107:0.9981246965917052 108:-1.012311344697125 109:0.6361950616831135 110:-1.188755398821497 111:0.1772139137802909 112:2.629546804912286 113:-0.1582259310663767 114:-0.5134118142048432 115:1.520217742506824 116:-0.3247692055762435 117:-0.1167593994759419 118:-0.8003870683407094 119:0.1405356038557399 120:1.367610292635794 121:0.150221184350259 122:-2.351365211328452 123:-2.364254871001056 124:0.9782732005621755 125:0.8824927827651755 126:0.3683129824707763 127:1.302931025548418 128:-0.2882578790383746 129:-0.1127486360544826 130:0.03282337473801802 131:-0.1613267531364599 132:0.6463780181143121 133:0.1416236712205654 134:-0.3729679988386436 135:1.080990164398138 136:0.1928546187527894 137:1.110258096198668 138:-0.6442878096188851 139:-0.2330224707653577 140:-0.1400885067173386 141:-1.025851561115346 142:-0.473721617555666 143:1.450088802056214 144:0.07101211927833473 145:-1.951672674499796 146:1.860366013377252 147:-1.158191460336178 148:0.855626631387888 149:1.849880826866192 150:0.8382896194071593 151:-0.8581139707709823 152:0.2892176439269781 153:-0.4666436800683446 154:-0.2534206976825645 155:-0.3612091803803603 156:0.3037637390365569 157:-0.6156008149454715 158:0.05469416605151984 159:-1.500145350543818 160:-1.032009357387777 161:0.3685807420801127 162:0.8734943115597209 163:-2.309805137817522 164:0.4507969380955576 165:0.06364260263767292 166:-0.9673175964056286 167:-1.111435739590275 168:0.1872994188383505 169:0.07110255405357831 170:0.3774075521976016 171:-0.8135419858977845 172:0.9275246019651313 173:0.6609108237087661 174:-0.2693885377361036 175:0.09390377985299005 176:0.4551742401792895 177:-1.608214556381459 178:0.3613102951366008 179:0.6597847512278532 180:1.164172612515328 181:0.7467644789415301 182:-0.04258590644403201 183:1.599175415168722 184:-0.9940018350410503 185:1.680141371344448 186:0.778051801294799 187:0.3301185867875294 188:-0.2673950674459062 189:1.115959815344901 190:-0.6535859560920741 191:0.07709355435497481 192:0.8892322092026246 193:0.2733922432048368 194:-0.1837017765516658 195:-1.426865993461897 196:-0.2731072307478107 197:1.358549996989421 198:-0.3360659673967638 199:1.064463769356986
-1 0:0.888563392737922 1:-1.64476622461308 2:0.3817656792400253 3:-0.6678582596659874 4:-0.8487711666036135 5:-0.762859910269481 6:-0.3101566321258258 7:-1.440494590735271 8:-1.178443313499066 9:-0.6330552487820932 10:0.1703682966850493 11:-1.897787379735485 12:0.337933714834028 13:1.161411080935704 14:0.8450694817640568 15:-0.2171917958801127 16:-0.1474318536494894 17:0.1201269820038808 18:0.2086780918118853 19:-0.8310263781847355 20:1.091936505633658 21:0.1967266414196479 22:0.2893804272359807 23:0.7029843782450091 24:-0.6050963127859005 25:-0.4860245540460804 26:0.7475873593060884 27:1.696505350298918 28:-0.3474352392697711 29:0.4354115078690359 30:-0.3518955142501278 31:0.85957033165446 32:-2.014335453260111 33:-1.184404257175384 34:-0.4638977047713484 35:-1.248501494305532 36:-0.107404298678829 37:0.3857887331920925 38:0.6093019318824877 39:-0.5689282506232614 40:-0.2758828373415709 41:0.4153643806317323 42:-1.487747150809849 43:-0.6802140899086385 44:-0.5883332215942934 45:1.185023903842506 46:0.4638733762577918 47:0.8285943474314155 48:0.1101079097578228 49:-0.5577582898869846 50:-0.6411630960554017 51:-0.04396831024874975 52:0.4618469790608661 53:0.413400041744231 54:0.8969559045978615 55:0.1100904930522351 56:0.153821179384469 57:-0.6037045711627828 58:-0.8508127870533524 59:0.2433767335658227 60:0.5516774163834691 61:1.49387037093924 62:0.3588749510792379 63:1.060828283958914 64:-0.5183467037661533 65:-2.16665899735685 66:-0.683303584612185 67:-0.06741290894959333 68:0.7219952728620793 69:-0.6242108411478549 70:0.5305877539169861 71:0.6974226619706446 72:-0.0539877945147741 73:2.288288522351686 74:0.8676233371385568 75:0.8459584205565222 76:0.5991383610269868 77:-0.8430330334825736 78:0.3575718500598581 79:-0.2387659189461037 80:-0.978390354819024 81:-0.8769445134514204 82:-1.080505011288535 83:0.1477201189624188 84:1.751849962806147 85:-0.6289609205898233 86:-0.1444349390965652 87:0.2496778005274838 88:-0.9180090037005511 89:-0.5355134264618364 90:0.5605829613155551 91:-0.3226007091421682 92:0.2128793273569447 93:1.248465347845769 94:-0.5741316812608691 95:-1.119279029186802 96:0.02796651339993338 97:-0.06213672761561315 98:0.8906780809669348 99:-0.6574578838810692 100:-1.479976481373847 101:-0.04445057723618335 102:1.530853210090001 103:-1.202391969019734 104:-1.483558018105975 105:0.3227117678391419 106:0.1135950304545872 107:1.036352431586511 108:-0.7457178262410334 109:0.3549346239161077 110:1.304342476528376 111:-1.180495282707551 112:-0.5421012387893367 113:0.7881054608484219 114:0.916209897756106 115:-0.06928384653873287 116:-1.482874610753296 117:-2.9757182102251 118:-0.2965420038495454 119:0.08729213107367245 120:-0.8168995463982056 121:-0.4930259286346213 122:-0.2088126397625667 123:-0.2205204908985344 124:-0.7632182593092126 125:1.401938694659596 126:0.6653025248357859 127:0.3013814056867145 128:1.526920825760558 129:0.2885227120432519 130:0.3315904836778304 131:-0.4726781504170815 132:0.8942851228087161 133:0.5627403628263387 134:0.4800587654760076 135:-1.335980183561739 136:-2.209668914599848 137:0.6812160635030198 138:-0.4030836219106607 139:1.654076481384496 140:-0.3370912631883676 141:-0.7154695409824621 142:0.3096060582050587 143:0.8365136572015764 144:1.385583203719205 145:0.6307359915470612 146:0.4975024950465219 147:0.05079553378909317 148:0.1119195291107915 149:0.03809213565030484 150:-0.5513346907968374 151:0.9877963283197043 152:-0.7703364644268687 153:0.4900513814657164 154:0.7966064179230083 155:-0.6485828576434907 156:-0.7386779139530684 157:-0.9558358777688907 158:-0.2519159312566078 159:1.417795950027019 160:-0.341320721669857 161:1.117414216054253 162:1.326359333316659 163:0.7021165162736658 164:-1.345683714768551 165:-0.2186869588128161 166:0.5652357943010239 167:-0.05155475593166998 168:-1.437000352160123 169:-1.599958309650128 170:-0.2262774980691898 171:0.1619977940300451 172:-0.600511179943033 173:0.9995393642199008 174:0.1220701764350066 175:-0.1748001451713078 176:-0.5269652226635891 177:-1.843828602296781 178:-0.6932227580044568 179:0.7252214199055103 180:-0.3324383455297361 181:0.2659058329902796 182:0.372901308554735 183:1.181843592863728 184:1.032776706726226 185:-0.3647084616769716 186:-0.7522842035615293 187:0.7374035286731478 188:1.618108934055489 189:-1.099457842924306 190:-1.110296804652227 191:0.05773355351124314 192:-0.4863407930442851 193:-0.323352583148186 194:-0.1790198996527785 195:-1.559096406484585 196:-0.1192640178191759 197:1.12880687294546 198:0.5296429869775598 199:-1.823507612349364
--1 0:-0.5772439408185114 1:0.427509514084941 2:0.473850286250689 3:-0.3089118733802805 4:-0.7041277170797947 5:0.0505688966240232 6:-0.9428815421717855 7:-0.3397593885634376 8:0.9053663278618801 9:-0.4069832945543823 10:0.8529642056290149 11:0.01373970780416041 12:-0.1809981554441309 13:1.106354477921739 14:-1.166103040774201 15:-1.105652467640784 16:-0.6864868585213533 17:0.4324589343403856 18:0.4115289099474593 19:0.1907851451158615 20:-1.596236139412427 21:-1.180080686548746 22:-1.135228666413543 23:-0.2274070454081651 24:0.3431327707374638 25:0.1609925646360849 26:1.305094110535947 27:-2.926748526355203 28:-1.584874954310369 29:-1.00007289200618 30:0.7296982917243262 31:1.497266867552929 32:0.6781532758294903 33:0.234070777465363 34:-0.5604297856628394 35:0.3195546850058994 36:-0.438548165898017 37:-1.247488173669872 38:-1.225550057072224 39:-1.451099789978187 40:1.449625069254115 41:0.2653515498442215 42:-0.4769135995723139 43:0.6498715644194714 44:0.2925220607867413 45:-1.217295383228078 46:1.125585950623295 47:0.7899873466773369 48:0.9878713135630975 49:0.6282228110335929 50:0.8794961636712652 51:0.7463479904979434 52:-0.934774367497806 53:-0.2542522972682935 54:-1.297957696313844 55:0.1803546290428114 56:0.4057707888162335 57:1.17719327988432 58:1.051565617974334 59:-0.2350480765651353 60:-0.7329142683460063 61:0.4682340823664945 62:0.1449139195038307 63:0.8609233069690169 64:1.238754476486055 65:-0.483172852429861 66:-0.5287048045939471 67:-0.1175265272252801 68:-1.084386100890211 69:1.873544514268959 70:0.4885410278118775 71:1.162487590296457 72:-0.1931289090731395 73:-0.2629527000178263 74:-1.425803910262035 75:-0.7539423779736876 76:-0.153907819721868 77:-0.5868668616816953 78:-0.5481346550630274 79:-0.6702249202170841 80:0.5360637965230602 81:-0.3133354791029458 82:0.05465875883316994 83:-0.4868336465468047 84:-0.1747797346210365 85:-0.2164760934576414 86:-1.020525849337665 87:0.0647858322166021 88:0.6125438064209739 89:0.2617715391548672 90:0.408010326714432 91:0.110542559258175 92:-1.066924816452238 93:0.4651793630440285 94:1.780163382904008 95:-0.01752981454404284 96:0.4357592480183228 97:0.4686052383401303 98:0.2580342577226181 99:0.7385054566898462 100:-0.1680700101868438 101:1.165357567030838 102:0.5675524116332603 103:-0.7479920186077439 104:2.206692043929014 105:-1.428888728020536 106:-0.7416844739141618 107:0.6057561579222963 108:-0.798873745161051 109:-0.4378856878466685 110:-0.2994712508214388 111:2.038231867213848 112:-1.291453735223357 113:-0.05756286806090972 114:-1.424695649292652 115:0.5902936402543251 116:-0.4315160061699789 117:-0.177542748667001 118:-1.661163521938204 119:-0.6847485584976074 120:0.8795733478642358 121:1.250789405619185 122:1.651221052446865 123:1.468449107431925 124:0.5922395143240168 125:-0.1742432432859594 126:0.9421527550780538 127:0.03033770818121806 128:0.5027767206615218 129:0.6019813292885673 130:-0.6321552122592116 131:-0.003536048555041853 132:0.1909313678827334 133:0.2838716886566843 134:0.2541546868263143 135:1.263072551822271 136:0.9279092377424103 137:-1.285829570692912 138:-0.9244536900963631 139:1.669546210608737 140:0.05224237558578167 141:0.4985428050821732 142:-0.2350646377664996 143:1.164752243514443 144:-1.0923351427821 145:-0.8572055428183846 146:0.0475161872482564 147:-1.264564313563469 148:0.01842854082332766 149:1.380045172623673 150:-0.1060579446202858 151:-0.6337263700880165 152:-0.5272683074260642 153:0.7514788146874434 154:-1.002609772539452 155:-0.69032514749082 156:-0.4121841983133568 157:-0.2584316227896919 158:1.259271949493607 159:-0.2457869771944418 160:-1.707885334164862 161:-0.06378472713531862 162:-0.8461034721667452 163:-0.7714428419173861 164:0.8789798210649553 165:1.139741059700339 166:0.3061098958837759 167:-0.4697734841723899 168:-0.9993803151603896 169:-0.3944042477787147 170:-0.7911359185194121 171:-1.551756529768869 172:-0.2366956813625249 173:-0.0542140542932926 174:1.29114905499829 175:-0.2434088534101904 176:0.9332821392774353 177:-1.004952865230353 178:-0.6695978980507401 179:0.1283958336636065 180:-0.465320947889204 181:1.533499250632854 182:-0.7974532662526057 183:1.789316422802897 184:-0.03120363390397833 185:0.2745354910506526 186:1.419409012611704 187:-0.1637578148649314 188:-0.2367238722359292 189:-0.7492372915231276 190:0.7788936360779569 191:-0.4775833327744474 192:-0.2204735118991581 193:-1.65667658966571 194:-0.7877926737539553 195:0.6677512327435752 196:1.394373051980117 197:-0.481953543074632 198:-0.1228627513136697 199:-1.476686655434217
-1 0:-0.9208740808365644 1:-0.3833833971926397 2:-0.5192684788345195 3:-1.984246213498883 4:1.125383164290869 5:0.3497149682544649 6:-1.518559103312286 7:0.6738048551470798 8:-0.9874131065713998 9:-0.9036989886042347 10:-1.159853559185238 11:1.710433515878164 12:-0.1727337469470138 13:-1.049512012159042 14:-0.7305152972397461 15:0.4398551845373395 16:1.044657508073381 17:-0.4030057740082145 18:-0.1386290309067983 19:-0.6947282494629059 20:0.9711785968600667 21:-0.380111802605115 22:0.1251936343270024 23:1.601899244461996 24:1.766386942947101 25:0.1655361045652062 26:-1.067471386507353 27:-1.700523504622193 28:-0.6106711884135529 29:0.7318552797546742 30:0.9650239930729159 31:-0.7428805620022125 32:-0.2100430225612621 33:-0.9238014838804359 34:0.4816563689774939 35:-0.7972308359880862 36:-0.2674810294089841 37:0.129043122486418 38:-0.04221707956251396 39:-0.9963986878309724 40:0.3779186857307833 41:-0.8681206348979573 42:-1.581571724049126 43:-3.587165369366644 44:1.935992018114028 45:0.7081216299488267 46:0.5421717480676831 47:-2.193203255559174 48:0.2676518168632909 49:1.301102187213767 50:0.2605551241031266 51:-1.90683380609567 52:-0.3989037906303457 53:-1.459174069053871 54:-1.006688690561676 55:-0.02292892248542372 56:-1.15716715124467 57:1.589781292233444 58:0.1478502254147959 59:1.003350499725558 60:-0.7258267194688471 61:-0.5792619035241182 62:0.05239214764392505 63:0.4853150334732039 64:0.1840774704644716 65:0.241814535323866 66:0.7973162705723329 67:-0.1048887589916098 68:0.6850389197470621 69:0.3613135510858232 70:-1.647473927713013 71:-1.215599860710594 72:-0.6420029773490387 73:-1.06217149115147 74:2.079497626427569 75:-0.2796833187429685 76:-0.6883252655048027 77:0.9181956818191593 78:1.600467098189922 79:0.06025842942220834 80:-1.44385955491515 81:0.4616885419302329 82:-2.045262671055987 83:-0.406167956232568 84:-1.539033203683238 85:1.066427740263932 86:0.05507013888728539 87:0.2825230118221056 88:0.3693499530925094 89:-0.187523221139485 90:1.001810091345362 91:-0.2505517996718276 92:0.549360478482161 93:0.3001690554096828 94:0.2000442898391482 95:1.238023552097067 96:0.1196425427564833 97:1.094192957523726 98:-0.5765728474320947 99:1.535277924204157 100:-0.8953121014094455 101:-0.513389231413775 102:0.5543583327085159 103:0.2174487111425627 104:-0.6659116049095642 105:-0.1306629999356574 106:0.9949420948107912 107:-0.5543130664531454 108:0.5626768912369997 109:-0.01505366053231705 110:-0.5263392652432831 111:1.021657184769519 112:0.5584287170460203 113:0.3736372217569494 114:1.032923308344294 115:1.64547644104813 116:-0.7007074213321552 117:-0.3811674145785605 118:-0.9721574242376856 119:-0.1798164807747058 120:0.1426445222566068 121:1.221698398490417 122:0.4938288735113712 123:0.5548562560268894 124:-0.292499384451694 125:0.3432675375527123 126:1.029459952348893 127:0.02205834662803112 128:0.6703188778318327 129:1.069947636128538 130:-1.707484525997333 131:-0.1998500747110494 132:-0.08076529438026907 133:-0.6101350781422207 134:1.058032533829745 135:-0.06456810068482674 136:1.147941338875063 137:0.587554307969523 138:0.3027628239421505 139:-0.5177676818993973 140:1.678785516333819 141:0.903387002513064 142:-2.018928653711983 143:-0.7338191779486716 144:-0.241131013864328 145:-0.4038320380049168 146:0.4006596048279162 147:-0.6356637070558666 148:-0.6493677816161385 149:1.195739885395062 150:-0.2923107194354543 151:1.523063847954188 152:-0.5511746392569118 153:0.4631865408037035 154:1.061488718980385 155:-1.086314513826151 156:-1.374327784728413 157:-0.5899957142599604 158:-0.5573072887186955 159:-0.715615742091399 160:-1.5936212964554 161:-0.2527198222417547 162:-0.3968279364163511 163:0.0808027352434806 164:-0.05709878202733692 165:1.352398442936561 166:-1.711288462676705 167:0.5698244329022587 168:0.9383819474121794 169:1.575239850359842 170:-0.2255383599904036 171:-0.8177964543714458 172:-0.2095448230908632 173:1.450632249354307 174:-0.3211348297015897 175:-0.552243831056053 176:-1.538939202434096 177:-0.03941118971099766 178:0.1349627812217733 179:-1.232765720706646 180:0.3180152940008487 181:-0.1251969255616299 182:-0.9657307884618004 183:-1.556233449361213 184:0.5823532618817029 185:0.5538020124615849 186:1.088656318981469 187:-0.1726090437942095 188:0.6018964158454415 189:0.4702811865623966 190:0.8548076721607361 191:-1.461052768466572 192:0.9640639744296758 193:0.1533867414494427 194:0.8422112479663191 195:-0.4377383703332284 196:-0.0443793967423175 197:0.3585074163575118 198:0.9758596394719617 199:-0.07728281071787167
--1 0:-0.07096894673830728 1:0.3639721818299447 2:1.206834186530887 3:-0.9065733328284599 4:0.595170285833293 5:-0.5005042686349837 6:0.4718565408159761 7:-0.1028692790060144 8:0.2303042322079166 9:-0.7560861080154918 10:-0.3294418764868399 11:-0.8710611429405516 12:-0.08472736515059306 13:-0.918984881708083 14:0.2283571925296165 15:1.113916409694591 16:1.083589213745163 17:-0.3894287062007992 18:0.6552188384592607 19:-0.4241982896108879 20:-1.63972023010143 21:1.390472096302737 22:-0.7480269811089845 23:-0.1542139702389023 24:0.4819799862282504 25:1.347511315067509 26:1.106066100844677 27:1.256910998945932 28:1.328562751545821 29:0.2635277384307017 30:0.9055949831743059 31:-0.4744416470700057 32:0.1232085935203175 33:-0.5939829960722133 34:-0.01646292951712335 35:-0.09191873108961046 36:-1.733949359428469 37:-0.1507344786350231 38:0.4313508232165376 39:0.04760697005014273 40:-1.678229389757334 41:-1.170797978492434 42:-1.382600258734084 43:2.240511996794685 44:-0.01797440371167282 45:-0.1226784967889493 46:0.2200458108972356 47:-1.829181463460413 48:0.9152502445023009 49:0.4234165289093131 50:-0.7978049519137977 51:-0.0847617684674508 52:-0.5562907343338926 53:-1.654299177304609 54:0.4140208959120519 55:-0.2037396547229977 56:1.48888626491233 57:-0.4991832647988022 58:1.099917068387611 59:-0.4346984044386542 60:1.560722341782351 61:-0.4006297106888439 62:0.9168203418393829 63:-1.568203873696377 64:-0.3620688356075533 65:0.2328848495351533 66:0.8620897589307578 67:0.82571504952706 68:-0.6733610741071744 69:-0.1868725462945545 70:-0.6342402028383819 71:-0.9499140651642585 72:-1.644034066925959 73:-0.5026859693408879 74:1.062265403496506 75:0.03413125379436008 76:1.796785788095847 77:1.961336494547714 78:0.05307357403949179 79:-0.2531647514495865 80:-1.478402561452289 81:-0.8883198325606759 82:0.4663024611694201 83:-1.040125620746497 84:-0.5790559919394224 85:1.537631083285683 86:-0.6045878466404487 87:-0.2803546020623485 88:-0.8902678533724935 89:0.08357299527566228 90:0.5943079219147097 91:-1.030065823984667 92:-0.4946203819020082 93:1.460232509977042 94:1.244422660212448 95:0.5616122513957922 96:0.5322604021841417 97:0.9635706488215302 98:-0.1657887583601442 99:-1.526241005075274 100:-0.7074423353231111 101:0.8161487106290981 102:-1.570536564657808 103:0.6258090990162265 104:1.188588918466901 105:0.647041356461764 106:-0.2123224105510058 107:-2.012391375980208 108:-0.1083026978876739 109:0.4695440303013891 110:-0.3176910169911648 111:1.208660562109477 112:-1.707107076185141 113:0.9711137035588521 114:-0.6266535969281183 115:-0.4611277813110184 116:0.4986776330156183 117:-0.9618300457859047 118:-0.3236637465943967 119:-0.1612828002786682 120:0.07341951598178267 121:0.5459632926312424 122:-0.762038504585652 123:-0.7808822874076781 124:-0.6449666424121124 125:0.9344415476062563 126:-0.4483970853267371 127:1.208506203839294 128:1.127438139531321 129:-0.6969125636380782 130:-0.7416985014398105 131:-0.7970541354517706 132:0.3925110694228939 133:-0.8280929676949693 134:0.8902146019817629 135:0.2495782872249895 136:-0.2953972607194223 137:-0.766452262299492 138:0.1071842897019233 139:-0.9951742613802322 140:1.269042975341002 141:0.5330374655472412 142:1.170192753973724 143:0.3141262307509006 144:0.08412987909432605 145:-2.083014599931408 146:-0.1686327710846862 147:-1.20450476772352 148:0.3627022582895589 149:-0.5241012709699693 150:1.075593719648365 151:0.4671357788234607 152:-0.6279368155350646 153:-2.239235337845617 154:-0.8917022703967119 155:1.477070409132885 156:1.98838565426362 157:-0.9067204415279808 158:-1.819208075434817 159:-0.6906983220683415 160:-0.07770897050814549 161:0.6190389809790777 162:1.500783678396693 163:-0.3376767766159046 164:1.936789162344247 165:-0.6031749339369373 166:-0.238738478389401 167:2.031916264603078 168:0.7857399882332348 169:-0.7534018875238069 170:0.06415059790968106 171:-0.5325479340943304 172:-0.0952868179579394 173:-0.1852149980883392 174:0.3862016599455613 175:1.056362371846233 176:0.927768897712054 177:-1.586934972401927 178:1.726786650585266 179:-2.169717960048018 180:-0.04654268474146803 181:-0.124542906123076 182:-1.387907750100742 183:0.1561761138006175 184:-1.485935122790709 185:0.9033984047510223 186:1.478466237124721 187:-1.661108351753531 188:-2.023056836441046 189:0.8703690750305209 190:0.5063860023896618 191:1.534199385027095 192:0.4231604735723682 193:0.2978630285408264 194:-0.07052084235011692 195:0.1200682856257386 196:-0.2509521650327103 197:-0.426804996135899 198:-0.214005022333051 199:-0.7627851143334219
--1 0:-1.746932967330004 1:-0.2298446003222501 2:0.117235633874952 3:0.4580178599901636 4:-0.8633427654705147 5:-0.2072823135575161 6:-1.157571277347104 7:0.283662256081994 8:1.439995233114004 9:-0.4352795071128057 10:-1.032957641742821 11:-0.4424231048244838 12:0.4778168323091423 13:-0.9321115240381216 14:1.067898129289131 15:1.206760923120178 16:1.803002039948068 17:-0.5910598152428392 18:1.196127735093782 19:-0.1210144232649617 20:-1.363125668103425 21:-0.07756176899362859 22:0.5380374936454372 23:-0.2737701507759124 24:-0.9425202093857883 25:-0.6408501569580934 26:0.03748291690346092 27:-0.9714757679364475 28:0.1203949572476742 29:-1.244794353645155 30:-1.460840367073126 31:-0.6014162742672378 32:-1.305568557475613 33:-1.963676805658457 34:1.292470769438987 35:0.358506797584961 36:-0.09384702575768418 37:-0.1102144883390917 38:0.5067027571894299 39:-0.1209524898777417 40:-0.2605908192184956 41:1.964424918423957 42:1.169335974307784 43:-0.4049973408989007 44:0.3135064866426314 45:2.029754885336389 46:1.08208857223975 47:-1.016094673468988 48:-0.1796344748857634 49:-0.5294088302110589 50:0.434705221072418 51:2.279720763597646 52:1.379098949642229 53:-1.712053854640398 54:1.21490695244586 55:-0.2838841915754843 56:-0.755130771052692 57:-0.5936585350853234 58:0.1275161086783625 59:0.6134902081975921 60:2.228372925802877 61:2.007815025928638 62:0.7148137757351922 63:-0.9339035761660582 64:-1.226496191811302 65:1.359289123883144 66:-0.1549518772138332 67:-0.01794500642199368 68:0.2085056571437252 69:-1.854565433660011 70:1.243500999591205 71:-1.047351933165601 72:1.334957330565028 73:-0.9576445430867754 74:-1.561814396231066 75:-0.910010036661864 76:0.9856106097641538 77:-0.8923343412008669 78:-0.1738850528242021 79:0.4996126137832033 80:-0.3749844332234468 81:1.443748970218104 82:-0.6509540961112436 83:2.744618758547077 84:1.546844589561633 85:-1.55448087121065 86:-0.0414069627921219 87:-0.5907066492827789 88:1.217369191267667 89:0.1999087836139914 90:0.6428916114238435 91:0.8305879079907074 92:0.06041587275081772 93:0.415428793854828 94:0.8171402134592102 95:-0.08583628738371629 96:-0.1369714822161693 97:-2.386587772601662 98:0.6452205154446721 99:2.208736155217906 100:0.4029289893030688 101:-0.2870103850360526 102:-0.2391771692848175 103:0.1876780747335011 104:0.8038692730704461 105:0.3612194228969678 106:0.3319243986038057 107:-0.0244985129956131 108:0.01073589606030614 109:0.9403720541596591 110:0.7507171479610795 111:1.733649107643706 112:0.7845972452741491 113:-0.6564369451284936 114:-1.553187237771952 115:0.9914656436528406 116:0.1598052608506433 117:1.488931018119783 118:0.7164820212717713 119:-1.446477969706645 120:-0.5059069349874978 121:0.5789252941864572 122:-2.864802857288994 123:0.4083838093757708 124:0.5962072390849372 125:0.2420344917908276 126:0.3821758656565485 127:-0.1581475575436254 128:0.3717412613776263 129:-1.179919695993354 130:-0.7233662647780031 131:-1.456002786557141 132:-1.728201611208173 133:0.8777949131954762 134:1.11056855232267 135:1.820069325016294 136:2.245654023614677 137:-2.190593260396098 138:-0.9989655087559017 139:-0.08530906492623547 140:-0.7602670585004306 141:-0.8030306925075177 142:-0.02498431812281579 143:0.2920305020123544 144:-1.327843921756775 145:-0.5520110776387829 146:-1.57441516133302 147:-0.4023077769656427 148:1.01664941157013 149:-0.1702207622386413 150:0.8937514974275304 151:-0.3825809654570732 152:-0.373949576327221 153:0.3156107875404905 154:-1.310185875344812 155:0.4430963573932645 156:-0.1168274597453172 157:-0.8627040198644056 158:-0.1246852389574839 159:0.3831513824851963 160:0.5574073006111212 161:-1.672731422398108 162:0.1972887026337208 163:1.136046611139531 164:0.546428664362676 165:-0.5762156212419317 166:-1.308305319586836 167:0.6920805633716401 168:-0.9125262063666444 169:0.5096942027600183 170:-0.7499572483693933 171:-1.30120398382635 172:-0.5143165452591515 173:-0.1885127960664091 174:0.4288450831425625 175:0.5424252391793128 176:0.503948821005491 177:0.9821055842911341 178:-0.3051363220062833 179:0.2119224346847328 180:0.2949251194026643 181:-1.5430163261323 182:-2.296336065899117 183:1.004483735559093 184:-1.326355835329851 185:0.1051710661291018 186:1.786253154832153 187:0.77765202551864 188:-0.01943323290515698 189:-1.181317857088378 190:1.030589780084261 191:0.3679942064754108 192:0.9922647989732708 193:0.4372218401782435 194:-1.344961441022606 195:-0.536684738711554 196:1.279491435047309 197:1.245209789924463 198:-1.270917257365321 199:-0.2395337597083913
-1 0:2.700600406112924 1:0.08695471902098989 2:0.3523372364321986 3:1.899921113670884 4:-0.815422247052242 5:-0.1938241365355526 6:0.7780965102614035 7:1.162023534406177 8:0.1213369760855944 9:-1.436545179420347 10:1.927288975813482 11:0.7280743567946477 12:-2.048376900364649 13:-0.5001381046947486 14:0.1251018741961923 15:-0.6279480446467985 16:-1.694347043584028 17:-0.5259254556309338 18:-1.096160005843437 19:-0.6269154758700789 20:-0.5002497559179948 21:1.018311851256911 22:-0.003442123769791707 23:-0.6276654946973783 24:-1.085617024659659 25:-0.1953133491786462 26:1.828623940591881 27:1.337121123711814 28:0.2256207510812115 29:0.2086583584479907 30:-0.1897532526186123 31:-0.3717529340552204 32:0.3512943632940132 33:0.03327943710087116 34:-0.201700559991253 35:-0.3249229883087001 36:0.8429480282776087 37:0.1980237147967781 38:-1.962164180127037 39:0.9648244102688034 40:0.4722328595226649 41:-1.078858615206625 42:-1.620693296237055 43:-1.558911355926703 44:0.2213875783542208 45:-0.908974058559995 46:-0.4398854631430726 47:-0.5759782078893948 48:-1.259775737819133 49:-0.6017898637069812 50:-0.4935427100263404 51:1.185814535328673 52:-0.5120138862678023 53:0.06338583009248269 54:0.4023862786223645 55:-1.911970223509724 56:-0.2802420382445386 57:-1.86769678988689 58:1.371652114206464 59:-0.3568562058845502 60:0.9165136717742302 61:0.8729976162696652 62:-0.6052826979160816 63:-1.480767972358658 64:-1.523395456342016 65:-0.7873140606566119 66:-1.463369203001048 67:-1.192458038573203 68:-0.4249063150768686 69:1.046149484525704 70:0.1032301310723281 71:0.9408172795187172 72:1.049116783715403 73:-0.06089470606929953 74:-0.339547810579597 75:-2.146894840046107 76:-0.5973765306938691 77:0.3169121978169375 78:-1.30803944073118 79:-0.1566320797436096 80:-0.7022108618714887 81:0.6938766653269512 82:-0.3567774680875969 83:0.4360397896741515 84:0.5885196145852902 85:1.259584153612721 86:1.447530827358967 87:-0.3932021838196237 88:1.088888407751414 89:-2.189405223515208 90:-0.4119023164162842 91:-0.1308797453314494 92:-0.9805143455934759 93:0.451294512076317 94:0.5701877831158603 95:-0.3567206994324359 96:-1.885079138828662 97:0.3992447035873771 98:1.616540977904832 99:0.05271783323805553 100:1.727883075970753 101:-0.09611261054102734 102:0.4232923902255967 103:0.2586002655511443 104:0.07641109473946886 105:1.384280934477991 106:-0.6619033244341005 107:0.3186891394064142 108:-0.338195951288403 109:-0.700583721240117 110:1.589347213615626 111:-1.924385275350756 112:0.3288388259893633 113:-1.403196120841121 114:-0.414580206318 115:-0.7752662183553218 116:1.031788439368407 117:-1.83575565788651 118:0.03453716856623966 119:-1.252652959225649 120:0.7514663449077708 121:0.9034738500965491 122:0.7306425094470347 123:-1.329086660965915 124:0.8936792528808702 125:0.6045475931924865 126:1.095547055346273 127:0.1631492272300455 128:0.6429463088687496 129:0.6290408460085628 130:-1.189005146484879 131:1.396671238146207 132:-0.4970191940103865 133:0.5017576701097877 134:0.6602765892367964 135:1.284233292114601 136:-0.3102692944563848 137:1.260977866256569 138:0.7895391636456136 139:-0.4414151236015213 140:-1.109141430975582 141:0.1605981574679793 142:1.154457349941953 143:0.5036213060876369 144:0.9696235954992729 145:1.686387574279269 146:-0.8435256562296232 147:0.198052024089229 148:-1.766420130230055 149:-0.01387375821336643 150:0.5744457636356269 151:-1.240945678576717 152:1.940774194396068 153:0.1816181495731141 154:-0.7626342207373767 155:0.2440221541048493 156:1.195718780698353 157:-1.328849093842145 158:-0.7150114179484612 159:-1.126847216960364 160:-0.3396837740523374 161:-1.545547299554462 162:-1.447472645048519 163:-0.3398866861369699 164:-0.3031595181264429 165:-0.8728089140848608 166:-1.086262310960479 167:0.6035575882939839 168:-0.7412315165222222 169:-0.113046926015558 170:-0.3336391424020844 171:-0.4096846596453353 172:-0.5620596102095693 173:-1.532205797535472 174:-1.193525131481672 175:-0.7232294745935216 176:-0.09953328719848517 177:0.05186615172283835 178:-0.9776325284295609 179:0.2046702458836985 180:-0.138866459855484 181:0.584158306680345 182:-1.048989669761312 183:-0.3851522833254298 184:0.07080500041641112 185:-1.699656879947963 186:0.2658521787993414 187:0.2120006878527138 188:-2.713786292358376 189:2.125556977197437 190:0.1111222926289954 191:0.5678928244888881 192:0.08399399387887113 193:-0.5652635119479053 194:-0.7921933734652467 195:0.9435957788311421 196:-1.842033911250425 197:0.08941011927402377 198:0.7438311166054996 199:1.589642978305795
--1 0:0.3450875686738639 1:1.300779088209558 2:-1.027698807473463 3:-0.3183528075869653 4:-1.448111525237685 5:-0.9164495834846909 6:0.5377660460886875 7:1.133987294113714 8:-0.2748235124880322 9:-1.748320901826393 10:-1.343733973862244 11:1.241209723296368 12:-1.10927478265987 13:0.5230310225370303 14:-0.7849575692907494 15:0.2830763322061528 16:0.7988325805056866 17:0.581827101389666 18:-0.6446335866574082 19:0.1998815723429315 20:-0.310527552566741 21:-0.4788701531853614 22:1.182719242957996 23:1.598052281654664 24:1.014395360853841 25:-0.8563092491948719 26:-1.166414304932182 27:-1.160034662946485 28:0.5602533177531437 29:-0.9151217044898599 30:0.7732908293847449 31:2.1158549724371 32:0.5050366787576157 33:0.3761460096260488 34:2.043622652865362 35:-0.1408805141913303 36:0.8064726908172365 37:0.9793740742499724 38:-1.39559755339123 39:0.3006198361435194 40:0.5153408929044166 41:-1.921544886757664 42:-0.6642885533618019 43:0.9823044347837956 44:1.140174122671628 45:-0.5189905296646139 46:-0.601019796046167 47:-0.0706726190625647 48:-0.8635427322611613 49:-0.3046501892247345 50:-2.481138783767246 51:-0.7613928103493851 52:0.9046229945949057 53:0.8407260675380021 54:-0.4303702992926749 55:0.6675669121336887 56:1.212817844992551 57:0.5726585139923472 58:1.19350874324728 59:-0.09407208647726666 60:-0.06691733795703116 61:1.253937749848646 62:0.4761514694783869 63:0.4499786357920179 64:1.144226742995305 65:1.440439650035666 66:1.063675709861952 67:0.5607959264870787 68:0.9756826979063468 69:0.1089982188230113 70:-1.094879246546935 71:-0.2227795406199324 72:-0.9176376009808181 73:-1.590332280071093 74:0.2771493918871314 75:0.8196008572486679 76:-1.495961637725107 77:0.9235506794137801 78:-3.277159173997323 79:0.03445628493405057 80:-0.7960881073136897 81:-0.482842200592803 82:2.058816369560044 83:0.02254550706890335 84:-0.1115490789715804 85:-0.533090680991222 86:0.3255039024604722 87:-0.7150487111668907 88:1.771460535525966 89:0.5614044114100111 90:1.658749997922254 91:-0.04733794784296697 92:1.557066495508255 93:-0.004867080188244942 94:-0.6353377937452488 95:0.5112970011921351 96:-0.527788971136838 97:0.2377845494477867 98:0.0151846227098738 99:-1.080940443997362 100:0.8763067881705957 101:0.09465426516989317 102:-0.266139307603855 103:0.5304993305824748 104:0.7653241864557347 105:-1.410677517652114 106:1.684568696718152 107:-0.3457962369455739 108:1.842287166719137 109:-0.6371894329668953 110:-0.503189449751972 111:-0.64251967159372 112:-0.00556740971561591 113:-0.3921671351064632 114:1.190751402379585 115:1.502405926959517 116:-0.6358449251107814 117:0.7410884457047167 118:-0.3965068269260387 119:-0.017489602713618 120:1.175973312231958 121:-2.391116727446049 122:0.7672970873181106 123:-1.188053906405677 124:-0.03126896964139826 125:0.5159427634459984 126:-0.9349670245343453 127:1.009784608860312 128:-0.2261331031559461 129:0.6308486433449308 130:0.5543489709362807 131:-1.379958241325065 132:-1.793943457894005 133:-2.177837727400134 134:1.597636135338757 135:-0.4141938804843059 136:3.03574756690653 137:-1.221279083313792 138:0.9313750482744175 139:-0.363261560814897 140:2.036590742950772 141:1.214576159072642 142:0.5253329486015056 143:1.291321552884878 144:1.271672614492332 145:0.4196340120289011 146:1.405005731108363 147:-3.119001934241578 148:-0.662033914518157 149:0.5839403218190535 150:-0.1196199354962468 151:-0.6375781386523168 152:-0.1974175583811431 153:0.1167371422431811 154:-0.7945552323860273 155:-0.5080385339332331 156:0.2941861480909119 157:-0.9302509851511067 158:-0.5362426613594049 159:-0.8555464224905671 160:-1.343396529453819 161:0.5181552619185029 162:1.240365964720277 163:-2.733811664647393 164:-0.2470514496117014 165:0.5221267860521729 166:0.5729537288403487 167:-1.297198604230106 168:-0.3206092745806198 169:-0.3429767845817999 170:-1.826167134794043 171:-0.9602417954457657 172:0.4424577842798489 173:0.4943126275308373 174:-0.1864649391537342 175:1.48894138911035 176:-0.04585845399789223 177:-1.87573644158875 178:1.66249927555227 179:1.492287447251237 180:0.4549510631555871 181:0.35056857804776 182:-2.781917182789059 183:0.3835112125460834 184:0.1460842699832402 185:-0.2967410725479478 186:0.8045648590455946 187:0.7729180698417277 188:0.864881640575807 189:-1.330159808003348 190:-0.6503286700690382 191:-2.220853798352403 192:-0.7538571175448926 193:-0.5646151733770056 194:1.471155821505686 195:0.5906304576196555 196:1.574800407733246 197:2.57984569526701 198:-1.093704210409364 199:-1.433357074105501
--1 0:0.9994100208414674 1:0.3610029272158686 2:-2.451858296221792 3:0.9463333193412494 4:-0.7025855340649479 5:0.7575775611345281 6:0.9327886723268769 7:-0.1818052326766335 8:1.200157258549791 9:0.9063746696608579 10:-0.07661179165299874 11:1.60511632919473 12:1.740403175866013 13:-0.0008843741810631612 14:-1.160393995601199 15:1.010188404767153 16:1.92561491803137 17:2.198734258241003 18:-1.858124808581103 19:-0.1332015227914632 20:-0.6833766755712769 21:0.8591896801448775 22:-0.1354974565644394 23:0.5270880815200409 24:0.9061344985469675 25:-0.8741135513296028 26:-2.505406113545949 27:-1.117523975185959 28:-0.08577154929531849 29:0.8014984143957994 30:-0.7448909216794344 31:-1.534356686051231 32:1.144147053254271 33:2.154247884916891 34:0.4992049590151181 35:-0.300748572982926 36:-1.302193530384051 37:0.4206268056797908 38:-0.08512575673741771 39:0.624444527078191 40:0.3214049117820066 41:0.3687348226684343 42:-2.360159800482378 43:-0.8083455607196415 44:0.4503384535672769 45:0.1603331802261176 46:0.4858957077958327 47:1.276875880233415 48:-0.2346777795535731 49:-0.2354599476633646 50:0.4050071478567808 51:1.264173814808823 52:-0.9426575684009479 53:0.05658644183758772 54:0.815728872468769 55:0.8661564874572304 56:-2.554209926442641 57:1.009406898254579 58:-0.4873403021100515 59:0.1577919292117315 60:0.6606997491706736 61:-0.5802980501406512 62:-0.4091349332165466 63:-1.074035631387511 64:-0.5652489345456455 65:0.1610389804505629 66:0.9845161478978393 67:1.638475597439059 68:-1.272724369968196 69:-0.0862023911798754 70:0.9434794895213346 71:-0.9283717318464316 72:-0.8343236247688598 73:-0.06252102231042184 74:-0.3960331796593096 75:0.07639012857324701 76:-0.09487009275400674 77:-1.918861371627195 78:1.536420102814379 79:-0.3276375966640613 80:0.2677550995512578 81:0.3582397026352749 82:0.3743244718691447 83:1.288879141894367 84:0.3260704412266777 85:-0.894620875239137 86:1.193748585326388 87:-0.2683638166508306 88:-0.9007922242331045 89:0.3004922189564908 90:0.5959188313361774 91:-0.6360695288172011 92:-0.2535069111419251 93:0.2793741372479098 94:0.4240829790647589 95:0.7389648876418261 96:-1.421633717799045 97:0.960054003398735 98:0.2228508891669074 99:1.131661740850595 100:0.2308258840686033 101:-0.5187190251029454 102:0.5069242614066741 103:-0.4797120188184479 104:1.975678882058135 105:-0.1075039153147286 106:0.2001512614830815 107:0.329612258696818 108:0.3431304515038521 109:0.1828640661031201 110:0.6255791451020978 111:-0.07170166033231638 112:-1.128296332758566 113:0.8699790349326459 114:0.4200799640351361 115:0.7535110992534652 116:1.246719138771773 117:-0.2231012733057885 118:0.06799399745365999 119:2.095234946298683 120:0.8329572993556519 121:0.3230213642736438 122:-0.6503048338252345 123:1.737950479094981 124:-0.004946843213750962 125:-0.7176686820136999 126:1.503610498402487 127:-0.1141356751436129 128:-0.3743924664611363 129:0.3965526487263741 130:1.629163445102257 131:0.6156483200787175 132:1.985116790521976 133:0.05025446728003059 134:-0.9566957195686813 135:-0.5348009350265066 136:-1.018429802665398 137:-0.1453089945065517 138:1.585631597161447 139:0.5917512770548601 140:-1.075828850675394 141:0.6886820297434705 142:-0.2473941492232316 143:-0.1641871311548018 144:0.4510856525696753 145:1.175763026388266 146:2.481408716575822 147:1.945035000745869 148:0.3415469582742856 149:1.667893126938626 150:-0.1516598371530022 151:0.3920772710851008 152:-0.5097656100025264 153:-1.996249147416308 154:-0.2386417222278878 155:-0.1688634741702031 156:0.03639985022848028 157:0.01561223729153615 158:-1.266036236611582 159:1.54203041193929 160:-0.9068375618747887 161:-0.7233193270231187 162:0.3257297242492331 163:1.479739938738998 164:-0.06762819297111573 165:0.05042570358870144 166:-0.1571228750405959 167:0.884548344705931 168:-0.397269855737975 169:-0.3358960272620898 170:1.866273289888482 171:-1.109700770709327 172:0.6751521732202317 173:-1.045086590514052 174:-0.4144993668650371 175:1.406734106968147 176:-0.5147179145835906 177:1.04425820511077 178:-0.4633674418389667 179:-0.2494698273598869 180:-1.61786555153402 181:-0.7445247729578169 182:-0.8752610921702939 183:-1.437997542853273 184:1.108624871296967 185:-0.5862759127693393 186:0.7371948485412375 187:-1.484831214449042 188:-0.8727968226734787 189:0.5287772107800391 190:-0.1940855361839444 191:0.277799271992239 192:-0.6998748902496879 193:1.210892841846881 194:0.3262741997849963 195:0.2834858107686976 196:0.6161543337434554 197:0.5411404955338602 198:0.2485063486187629 199:0.004687884850412421
-1 0:0.3880344796756512 1:-0.8032591878775173 2:0.1009541017504421 3:0.5915250268752099 4:0.8290027150736824 5:-0.3005781945673058 6:-1.883846396710344 7:-0.7757785394642202 8:0.3413502332375193 9:-0.7455350921311377 10:1.362673829095199 11:0.2090568488348912 12:-0.3880394770074131 13:0.08107894762817014 14:-0.4444634340432761 15:-0.8954629390384353 16:1.478906911931035 17:1.119915930620629 18:1.164271029299706 19:0.05220132339417231 20:-0.4627908710540113 21:0.0855605188170892 22:0.4179567695176125 23:-0.3704882458225481 24:0.5610903384980828 25:0.133180706653882 26:0.7939386466200022 27:-0.244709226715913 28:0.7836704648921337 29:-2.000880596636561 30:-0.6823942453618482 31:-0.9120620355428576 32:0.7023696204291466 33:0.5607704131674511 34:-0.2579715853643696 35:-0.2692645779718489 36:-0.9703238761732798 37:0.8547405575916308 38:-0.3757180339318965 39:0.5459150162070898 40:-0.9571103285938518 41:0.2454841725421317 42:-0.4706828960067779 43:0.315412070346422 44:1.112509645254959 45:1.938486780282041 46:0.7700170053267998 47:-0.8721865371674985 48:-0.4130238874204056 49:0.005896605346990539 50:0.7308163511063218 51:1.631035607925489 52:0.172026079368747 53:-0.7659417496478315 54:-0.4535407083701 55:0.7283551535428765 56:0.147052065540767 57:-0.5721747075276551 58:-0.02627639086994893 59:-1.631870666512621 60:0.3013664134082561 61:-0.9498221066843736 62:0.04504742414033785 63:-0.827852688260909 64:-0.1800222106709871 65:-0.2732353225193289 66:-0.3367539194604907 67:-1.478910618182589 68:1.306424169780202 69:0.4448301962431797 70:-2.052034630479803 71:-0.3967075258205682 72:0.4138310663727963 73:-0.847118683598356 74:0.5828760773715462 75:0.02334671234711681 76:0.8695668978876575 77:-0.6487744636737175 78:-0.1293071500794445 79:-0.2497266681955681 80:2.549180959610462 81:0.6061175767316854 82:0.98142810251288 83:1.597529889887683 84:-0.4135163769955713 85:-0.01285258501369167 86:0.676800253654502 87:-0.1317537467500824 88:0.3113678943844582 89:0.4648273062750805 90:-0.6405833056698339 91:-0.8984334812162614 92:0.5875654245922166 93:1.637104856625973 94:-2.358843656366524 95:-0.2792963727585854 96:1.233032331651567 97:-1.795696432729429 98:-0.04412176094904275 99:0.5986981664841324 100:0.4256172014556068 101:0.5551449337675503 102:-0.5794319641333003 103:0.6143649558346501 104:0.01509557512416502 105:1.46372734653123 106:0.09375465132880956 107:0.3099065204166622 108:-1.119364765305131 109:0.1871390533932056 110:0.8393596062052363 111:0.5676829167779154 112:0.4673007214956658 113:-0.04958983256474194 114:1.151690044468268 115:3.038886878843229 116:-0.03546772041565412 117:1.272050963432543 118:-1.407504025419199 119:-1.115577327549424 120:0.5338141763542458 121:0.4865730172975138 122:-2.173584573651442 123:-0.2717583617619242 124:1.616816614804322 125:0.4981719293578692 126:1.018447221618771 127:-0.6847604442673271 128:-1.118376573345878 129:0.3004291483360856 130:1.203491935076116 131:0.4988722435419894 132:-1.282054932931699 133:0.3483702159245344 134:-1.053880827882601 135:0.664882213073605 136:0.3613646156885212 137:0.9114204306767796 138:-2.640343996000323 139:0.8270607834676553 140:1.474126390832242 141:1.037307719084482 142:-1.119680737821795 143:-1.675247758424147 144:0.7030410197834942 145:1.570860041545232 146:1.797628619504827 147:-0.2548228210156534 148:0.4244325821396691 149:-0.2710943938318646 150:-0.04153701309623255 151:1.195978729492441 152:-1.000378577648901 153:1.679764904289029 154:0.5112029633830119 155:-1.865031607316856 156:-0.9026140070154506 157:-0.2492823184441682 158:-0.7366973888480552 159:0.4694581043643062 160:-1.090310854992389 161:-0.0344032060980669 162:-0.9509276918359119 163:-0.9651946284670079 164:1.071331342855117 165:-0.3374447447405129 166:-1.268946093377187 167:1.24407328967742 168:0.6003678609966726 169:-0.8164285240505483 170:0.1518021372370112 171:-1.151458494582821 172:-0.5141617236903633 173:-1.407160429109723 174:0.72594533510907 175:-0.1534050469863455 176:0.2451442424320097 177:0.4597317364984954 178:-1.534055139401824 179:-2.398402021484578 180:-0.2378515676090416 181:-0.5052655209100148 182:-1.968220070223952 183:0.4812178797443832 184:-0.1011650101143129 185:0.1908485090655148 186:-1.045689672284595 187:-2.887350419043051 188:0.2754222579941351 189:0.6616914935221109 190:1.243640359627092 191:-1.134604035127352 192:2.268647829628339 193:0.9393306064552382 194:-0.6640667021336413 195:-0.7942503329921632 196:1.136650620529053 197:-0.6168848555471717 198:1.033666341103921 199:1.10302312300997
--1 0:-0.7391476812418571 1:1.046783938570453 2:1.120228425137329 3:-1.506402328800107 4:0.03173607020034408 5:-1.042192266885638 6:0.5007694313904764 7:-1.099504927461585 8:1.438275125658663 9:-0.9063888203786654 10:0.7199814638519637 11:-0.7496717884529007 12:-0.9743566773587417 13:-0.6847915692435823 14:-1.157296747761874 15:-0.6905058836784242 16:0.415402168832205 17:0.7001069929879634 18:0.1147127683160659 19:-0.8406728774746303 20:-0.958493502069782 21:0.4372510971183841 22:-0.4890588506372869 23:-1.921869446246257 24:1.233595136192519 25:-0.8593377989677008 26:-0.1170017559640041 27:0.6397945616662872 28:-0.1120933895321442 29:1.463456121970897 30:0.2962300143026759 31:-0.3259792225850616 32:0.3197931980448293 33:-1.782121633271185 34:-0.9725771611842177 35:1.120884821620702 36:0.6026469258858014 37:0.916331170254245 38:-0.8399743186650961 39:1.792579352704777 40:-1.692883786668504 41:-0.1750407829788576 42:-1.355572616012322 43:0.8220453151492537 44:-0.5466213435404829 45:0.7357469967010027 46:1.221629502337454 47:-1.061441167149269 48:-0.131412725478506 49:-2.10241540307181 50:0.7361389661881856 51:-0.04066662218930513 52:-0.2765450460683117 53:-0.6155360572903041 54:-0.8805678573728547 55:-0.06099152792497135 56:-0.8205992679409487 57:0.120030195813267 58:-0.5344784524285207 59:-1.33376863323532 60:0.5545397033043448 61:0.7446745923476072 62:0.6600232884317903 63:-0.2561897152678393 64:-0.8475244483263518 65:0.7109875577203417 66:-1.250776292755448 67:-1.131920918193538 68:0.7008844877891978 69:0.1280418402902781 70:0.2704407390149399 71:0.562498750359678 72:-0.3749235371926776 73:0.6589413902779601 74:-1.035894962904726 75:0.8929099146359534 76:1.278605601366217 77:-0.3215038683291461 78:-0.4982583861977966 79:0.8117582402860314 80:-1.22027285705793 81:0.9226806268113127 82:1.033788858638773 83:0.1072339623882974 84:-1.224393569996293 85:0.2919591870783547 86:0.788550013979135 87:0.0009848334049338797 88:-0.2875721330310834 89:-0.2214846330604711 90:-0.3978188443519696 91:0.4021445910587001 92:-0.09818529611884198 93:2.393954863240977 94:0.2045498045527971 95:-0.7206751282794955 96:0.9319352895439291 97:1.474242055480547 98:0.8251684201878468 99:-1.563972369192542 100:1.395967301644096 101:0.9209127590365981 102:-0.849459799163762 103:-0.4172135220545496 104:0.3886407991081038 105:-0.797081279472982 106:-1.571208458480938 107:0.5896464517785149 108:-0.07275098835991815 109:-0.5936945882590751 110:1.057477354889893 111:-0.4086598857512871 112:0.671207407245883 113:-1.499731524539057 114:-0.3270703578475079 115:-0.6639966581793183 116:0.4703291566949859 117:0.6452806245845085 118:1.182946380894219 119:0.0998400379083396 120:0.1685683391029911 121:0.2881642395993411 122:1.325754601920525 123:0.7628426955799141 124:-0.1565726596480388 125:0.3685753718900292 126:-0.06389752549286426 127:1.06788696127771 128:-0.2968445320254079 129:1.299223381380207 130:-1.666386956079692 131:-2.201095165052628 132:1.927636161345499 133:-1.907882150517192 134:0.5609442853756609 135:-0.1590788013856622 136:-1.121903819371291 137:-0.7298759724774473 138:0.7451969050544338 139:1.048980815257569 140:1.562164062818504 141:0.5755003450719767 142:2.075029731968324 143:0.1555912788201738 144:-0.8477003328493491 145:-0.2428523434315524 146:0.5564754844414154 147:0.004718142979691977 148:-1.846192536272442 149:0.1469589602227369 150:1.078866432694616 151:0.8620112551831847 152:-1.914964076047034 153:-0.9688503911123586 154:0.1847253047782596 155:1.2710669622763 156:0.0004463906287170599 157:0.2702038456229364 158:0.997711378204024 159:-1.432217170463698 160:-0.7717687299515559 161:0.7268765028890485 162:-0.8383731968565842 163:-0.0890132176359891 164:-0.3515684307864124 165:0.1570323396177826 166:-0.5342951640787168 167:1.896961277091223 168:-1.852914484623229 169:-0.5103658688989504 170:0.4851056999101967 171:0.1165200500379285 172:0.1088119113131312 173:-1.049061972152719 174:1.158050958034801 175:0.04530373723270577 176:-1.270976012861659 177:1.006019572684641 178:-0.3453501453713219 179:0.2121727971873447 180:0.7712929290426335 181:-2.663729883934486 182:-1.588367297112821 183:-0.6250205279337248 184:1.036549460164158 185:1.356733669586963 186:-0.4957013912741698 187:0.4185190994271997 188:-0.5434140448642532 189:-0.6909966115704477 190:0.9737200663610642 191:0.8660215168330622 192:1.390898264900808 193:-1.606663557748125 194:-0.2896499000444326 195:-0.09518040203554697 196:-1.996117565885726 197:-0.8903536447619765 198:0.06051809285813293 199:0.7904422630702889
--1 0:0.280989002531883 1:0.567332763149512 2:-0.704479536143649 3:-1.834478943685101 4:0.3540652483034953 5:1.607101184895988 6:-1.76610008587311 7:-0.2380376432169209 8:-1.11861819386713 9:-1.339455762992525 10:0.1679098737119885 11:-0.613273422854298 12:0.4047087448967309 13:0.04786622978071688 14:-0.7214921470492858 15:-0.02437676041270851 16:0.8828050501930327 17:1.078361337638967 18:0.7176659794542722 19:0.9120770198394886 20:-0.5043343539962621 21:0.1011611791471879 22:-1.008586493339105 23:0.1783912562194958 24:-1.321424891954434 25:2.329752819046203 26:-0.2199946567272985 27:-0.4539582233192248 28:0.05330749196023978 29:0.214204334410426 30:-1.83213529691538 31:-0.5089044968024694 32:0.4924550557781665 33:0.550460888536539 34:-0.2259981120242575 35:0.1029186910438355 36:1.592947749245936 37:-0.3295374382202289 38:-0.6147973545478405 39:-0.02734413794390856 40:-1.224211213526203 41:1.426058120826836 42:-2.841891047736241 43:-0.8226617642861567 44:0.1143892210530655 45:0.6429595085892246 46:-0.6334373673173496 47:0.2697991258287296 48:0.184463670478501 49:-0.123187510982696 50:-0.772032424390285 51:1.587663609452676 52:-0.8918573808446926 53:0.2135379361822378 54:-0.5766886919656393 55:0.5597882625191609 56:0.05590155912302661 57:0.4229449091395857 58:-1.296929165540519 59:0.2268479078545709 60:1.898278356295443 61:0.5238007430847184 62:-0.2236303248960292 63:-0.8536708808841533 64:-1.153277147494103 65:-0.9506651176595013 66:-1.527582316223121 67:-2.224690513934251 68:-0.9589664208883903 69:-1.408102387385575 70:0.2813066801772712 71:-1.580989261198676 72:1.996008722710671 73:1.219744044285541 74:1.652392251535543 75:-1.861156273806013 76:-0.3524358089694934 77:0.307838936293278 78:1.089231886138371 79:-0.05155797811832662 80:-0.7006005628521547 81:-0.766128838316097 82:-1.773342624975809 83:-0.9105223453754442 84:1.308284397583376 85:1.903653734692462 86:-0.1336183170347564 87:-1.593159062740824 88:1.144188256713707 89:1.619085469409761 90:-1.340344611470901 91:0.1214849995476421 92:0.9729910278552331 93:0.1016198018941467 94:1.7741280110722 95:0.2815568587839522 96:-2.375068601600944 97:-0.2213337762223759 98:-0.4904858422611766 99:-0.6895990249922327 100:-0.01483818729438265 101:-1.271763468667804 102:-1.991394537343689 103:0.4880730353909654 104:0.8404713217946204 105:-0.03549973419392625 106:-0.2086074632184038 107:-0.8630579420283964 108:2.126702722575466 109:-0.7010349971201705 110:-1.768999713846623 111:2.528494452629704 112:-0.9075629424969993 113:-1.159145630143961 114:-1.020136675075696 115:-0.3501966122371855 116:-1.409408757028543 117:0.3767555597975435 118:0.2557406372332893 119:-0.4419618774405122 120:-1.604920874753016 121:-0.1290622311862748 122:0.1541051507687532 123:-1.717183289034095 124:-0.3158321060205814 125:0.8554452553773568 126:-0.03929976941593995 127:-0.7766231495063801 128:0.04722663485215411 129:-2.184776322272453 130:-1.656427337836133 131:0.8916165524826216 132:-0.6852660311380331 133:-0.02020576789868397 134:-0.06019677802434079 135:0.8042894814706085 136:-0.90732140998155 137:0.09840497273284354 138:0.7707715255319577 139:-1.157869318878003 140:-1.339241268950009 141:-0.003449122783048212 142:0.9026439889807109 143:-1.548407002575578 144:-0.2927355116520989 145:-0.2943379196836272 146:1.277052310447859 147:0.4967462869916933 148:-1.221680710717878 149:-0.1582442058797731 150:0.881326148980015 151:0.5627686823702509 152:-0.5433940301077191 153:0.6731032899715206 154:-0.9572041335307442 155:1.393157463722428 156:0.2170938690126669 157:0.7020926083156583 158:-2.104478508635674 159:0.5874394009671541 160:-2.31155318551599 161:-0.1396907673666865 162:0.5613765423042396 163:0.9440772015978456 164:-2.456780668199688 165:-2.119984137637657 166:-0.2344622789579055 167:-1.054636282160149 168:-1.10158154908306 169:-0.245655413100283 170:-0.88910791410751 171:-0.784829845826053 172:-0.5043239690995849 173:-0.9186546950315555 174:0.4254438907763842 175:-0.3021073113741869 176:0.01584317102467121 177:0.05550298645050034 178:-1.382973860081314 179:1.58114256075989 180:-0.5541398196026797 181:0.7139916038548688 182:-0.4889445826194452 183:0.0718240551697331 184:0.2988048437763064 185:-0.1957010276397615 186:-1.181140514455685 187:0.2063686701195643 188:-0.05826248391914456 189:-0.003441028734202104 190:1.715756408638779 191:-0.6060528734234603 192:-0.8821003287653406 193:-1.199089987259304 194:-0.9504898735465247 195:0.4732210173446716 196:-1.945204653112561 197:1.483378264335443 198:0.5144618459804998 199:0.6776600183877285
--1 0:0.6013918042487499 1:0.0399993591179709 2:-0.7183282555867367 3:0.406573736189801 4:-0.3766032171924257 5:-1.638282750180115 6:0.9998089748460641 7:-1.104187060074498 8:-0.5882934372524604 9:-1.230250627172829 10:1.186300250478274 11:-1.874404506006198 12:0.7876402043873453 13:-0.3953403271453612 14:-1.428800807207484 15:-0.7073002158091688 16:0.7140122882308906 17:0.9375988388480568 18:-0.5716802353743854 19:0.2644493272193431 20:1.456576926722182 21:-0.06436202119652844 22:-0.05163750157545099 23:1.849011242521726 24:-1.391786228682225 25:0.2792750361142579 26:-1.287859383763107 27:-0.4278150201655422 28:0.7202754660723418 29:1.472028059712574 30:0.07222592271050954 31:-0.4373602787097836 32:-0.5178140563299064 33:-0.235112918420765 34:-1.138308808365172 35:-0.4667486762021515 36:-0.9242184385629086 37:0.8428787708873345 38:1.518314376829463 39:0.6396865053218315 40:-1.288725515056068 41:-1.637016864885279 42:-1.749111970751732 43:-1.039741529002455 44:0.8762747988118024 45:-0.9316051685247567 46:-1.776258114404544 47:-0.6639116764051431 48:-1.066506533096979 49:0.03695140847201669 50:-1.852385451944051 51:-0.8949915638806706 52:1.207037553933632 53:-3.929299773689155 54:-1.258724183153087 55:-0.8637658142244599 56:0.6336253996680928 57:0.8469913088409717 58:-1.907540785897049 59:-1.907253068011447 60:2.05729497256262 61:-2.352258875078137 62:0.4812346171567177 63:-1.20254651659024 64:-1.279864972241318 65:-1.760114305709038 66:-0.3665485404929454 67:0.04359784757668639 68:-0.119138397572743 69:-0.9631082983634301 70:0.7631726966536889 71:1.219778166570951 72:0.3310479326657674 73:-1.979286009247452 74:1.143749119319304 75:-1.034298253282513 76:0.5232450166308789 77:0.2706781033937199 78:-0.08207800361185914 79:0.3481341814771148 80:0.9239112153743414 81:-0.5432873859886439 82:-2.421151546933457 83:-0.4682817307874441 84:-0.1838282009411096 85:0.324510842712263 86:-0.8124950161094793 87:-0.6633515895165231 88:-2.323815212725071 89:0.284566740182559 90:-0.9695805524202573 91:0.6231991060230804 92:-0.08713800312751664 93:-0.1850954132178683 94:-0.8290331808382799 95:-0.4530448615158754 96:1.866491502986021 97:0.1609189863895162 98:-0.0606193071364438 99:0.3768432058474981 100:-1.47095143442587 101:-0.2372598884145304 102:-0.4841959822382887 103:-1.046729455687253 104:-0.3036260254242587 105:-0.4875773475704815 106:-0.2749953964966264 107:1.51598673514424 108:-1.853658623597031 109:-0.04889097616567276 110:1.375012522250835 111:-0.590521990416687 112:-0.3336335403029512 113:0.1415690703111576 114:1.130264892494895 115:-0.2114652854308417 116:-0.6626555280729601 117:-0.02551674771792253 118:-1.544110232329671 119:1.088665594145826 120:-1.436480705792303 121:0.8772765435543665 122:-1.103011549409567 123:0.2600775034296804 124:1.439637545027093 125:1.296230997288474 126:-0.3895050745151566 127:-0.2977660642651755 128:-0.735211962175326 129:-1.091117615283121 130:3.171626790058792 131:0.5268371873320892 132:1.642775597196813 133:-0.473464865460078 134:1.527539426534002 135:-1.911613868053287 136:-1.379220086683171 137:-0.4705172532978066 138:0.4387255478205567 139:2.012661834457842 140:-0.7912016466882329 141:0.3888459379468903 142:0.3795438149792503 143:-0.9684429282412307 144:0.1544005867497387 145:-1.919614149012026 146:1.009720119028052 147:-0.1081655536438785 148:-0.7847760100534612 149:0.7568050334701424 150:-2.937166783926059 151:-0.2738775355036357 152:0.5183005596164271 153:-1.695374131023255 154:-0.1587217684827906 155:0.763881670993092 156:0.1100854545512429 157:-0.4208541181762134 158:-0.5475180355708981 159:0.01727802986499674 160:-2.00077095049522 161:-0.998212907803539 162:-0.7705875382175068 163:0.2627571247795117 164:-2.482506244539024 165:0.2141914659139254 166:0.1137349387213002 167:-0.5944658020043478 168:0.4198732579069254 169:0.5086022371536306 170:0.2137452771811881 171:-2.668577838585937 172:-0.9949409946953652 173:0.4310579557514099 174:-1.081835448070579 175:-0.4153111644831484 176:-1.316992878185846 177:-1.2828422627507 178:-0.9990578814821821 179:0.6134623644024393 180:-0.9463884881731767 181:1.243245335003947 182:1.86915974321585 183:1.799877379173097 184:1.801431707245775 185:-0.1400772076717983 186:0.08543477390407921 187:0.955773418206582 188:-0.3756068234234023 189:-0.9111250687760339 190:-0.4334165939662822 191:-1.228438929305268 192:2.138318209154421 193:-0.7708364350943203 194:1.04827330890367 195:-0.9390918960644541 196:-0.5438761777543524 197:0.6627755109559932 198:0.4837664300528283 199:1.04614364556611
-1 0:-0.1294777608071859 1:-0.8799349314667305 2:-1.010774388137045 3:-0.1037295864415961 4:-0.4036382464524063 5:-0.164441526541075 6:0.1316268944696325 7:-0.5469226591638465 8:0.2285844485032389 9:-0.249467330568007 10:1.25546169488816 11:-1.102777056816866 12:-0.678436622102778 13:1.191006667833715 14:-0.2662969316316059 15:1.092556745541897 16:-1.339856260511658 17:0.5903810791993421 18:0.07852486667373351 19:-1.658617830009512 20:0.4621132705901253 21:0.9134557036385542 22:0.007853609022002585 23:0.852591736593819 24:2.672294901142629 25:-0.01902127750532609 26:0.6632927378475214 27:-0.3057725677378814 28:-0.619139448050367 29:-1.662425489170475 30:0.6409582591846645 31:0.4223832473888303 32:0.8269644352679135 33:1.580546298894943 34:-0.7615691209192202 35:0.6928357524007482 36:2.216174876339656 37:-0.1156361861161308 38:0.2065770537583873 39:-1.289591141708438 40:0.9746041412080266 41:-0.5048150172162612 42:-0.1902376001338056 43:0.2486981981884089 44:0.5199287257998034 45:-1.006346290366592 46:0.3397902832527454 47:0.2543666376536543 48:-0.3601896561871692 49:1.430283536227494 50:0.1323949358679394 51:-0.05743945608898549 52:-1.266599252113916 53:-1.819646686642124 54:1.208103079807844 55:0.01668172102208079 56:-0.3377302075651966 57:0.1138748716424198 58:0.4679279108593954 59:-0.703318369433664 60:0.06192967946738444 61:1.157283243306413 62:-0.5556600398992784 63:-0.5896360650707615 64:1.404500394910026 65:0.06084697807140067 66:-0.5653393210573476 67:0.8217013611582358 68:0.04260457717841765 69:-0.210021093975889 70:-0.2689754918926399 71:-1.360596697467358 72:-0.8955706435955089 73:0.1542459843309104 74:-1.688243680871093 75:1.485056069117092 76:-0.7204216481176468 77:0.9080252891916873 78:-0.2880319323001926 79:-0.8165415022071044 80:-0.2544909484965244 81:1.722949980865679 82:-0.971857781176514 83:0.967422492708244 84:0.7557266103898201 85:2.05617004475767 86:-0.5339507911855677 87:0.6658750685292464 88:1.066792950356105 89:1.086955969868292 90:1.526260023926826 91:1.545200728090518 92:0.1205570741656298 93:-0.6808332055159599 94:-0.4241220458801669 95:0.6519494854901144 96:-1.192457799615883 97:-1.209910464694932 98:0.4185598534428784 99:-0.6611926445695024 100:0.5697254644779315 101:-0.1319595425753844 102:0.06911590171032435 103:-0.8280175881181867 104:0.4471306777105559 105:0.3290159221009712 106:0.6255203376340541 107:0.3778138487042995 108:0.3664075935429304 109:-1.482360708417739 110:0.3828070147914818 111:-1.658955400807869 112:0.5951697779118607 113:-0.2544679368841632 114:-1.143058049786367 115:-0.1541170140004685 116:0.2646224731569531 117:0.4216563193910161 118:-0.1467801081880571 119:-0.4563492243286215 120:0.3376050527663365 121:-0.6716737233046178 122:0.02011861373315905 123:1.995695249260738 124:0.385308411171143 125:-0.00516505195276673 126:-1.655340523381403 127:-0.2027006323679481 128:0.4226926393506144 129:0.2119613180380442 130:-0.9629646049743523 131:0.8685508698264746 132:1.801549841760182 133:-1.101163044875034 134:0.6795255893491818 135:1.771711612700723 136:-0.8634618324061145 137:1.5874230407206 138:-0.3932743377622414 139:-0.05629713821173547 140:-0.06778302070790901 141:0.8408416648788714 142:1.190901887153569 143:-1.867189918291383 144:-0.3834721866577744 145:0.5085176316043231 146:-0.1146511112946273 147:1.498850272057273 148:0.1062396400438152 149:1.828526208325362 150:-1.320903564513586 151:0.4508347060919398 152:0.8483448913541374 153:0.0356255772016382 154:-1.247442230973198 155:1.347270046726655 156:-1.718766593393427 157:0.3245989971852185 158:-0.6753005985695129 159:1.684622141290993 160:0.09522129235973741 161:0.1810889634738818 162:0.5880406715193263 163:-0.3559998200327495 164:-2.665917044791526 165:0.2502352924843838 166:-0.08962316688559832 167:-0.5702179603242096 168:-1.149817516084242 169:0.2075287097758374 170:1.131476220051043 171:-0.1744373950544668 172:-1.315382499043658 173:0.7220116474270224 174:0.9669879322180596 175:1.255621114000216 176:0.7639714014276046 177:-0.6973362864168658 178:-1.093817486418167 179:-0.4584610833337083 180:-0.185936368228653 181:-2.326025058602443 182:-0.6585174839074738 183:-0.5227326329212532 184:-3.783184647173299 185:0.8834298761845396 186:-0.4514381204142365 187:0.6916734428978925 188:-0.7837591065412876 189:2.282874416267784 190:0.6408011959535121 191:-0.6303076206863579 192:-0.2441710682601558 193:2.873906447835623 194:1.523150802617016 195:-0.552069271187577 196:-0.1499778733407804 197:1.250738747279388 198:-0.7946075720088529 199:-0.7624661200851833
-1 0:1.708144799371785 1:-0.3569832116063231 2:-1.44429619808834 3:-0.7996064315263233 4:0.8532769157969284 5:-0.3412284752926313 6:1.340424379012315 7:-0.7736423343634677 8:0.1604313489754846 9:-0.1257006641340226 10:0.5589614102415754 11:0.1008261665395451 12:0.07231185150055097 13:-1.302929065115479 14:0.4766145532204968 15:-0.1169885471341545 16:0.7220309922330536 17:-0.8064453546011439 18:1.770595549983143 19:0.7676081908178927 20:-0.546639550246426 21:-1.803755311209842 22:0.8179171712747382 23:1.009165720232725 24:0.9143898845157299 25:-1.350669721798083 26:-0.7657570085321109 27:-0.5382550017340924 28:-0.07452983352235837 29:0.9062155281895318 30:1.387359441636866 31:1.014783411441002 32:-0.3978364061824092 33:1.109677618826686 34:0.07564138923231946 35:-0.1987194645716721 36:1.060374299186937 37:-1.460475455148543 38:0.6669853783882174 39:0.2339565877269267 40:0.9505276787502254 41:-1.828027625022093 42:-1.352951357921333 43:-0.7160580817332551 44:-0.3864563291483215 45:1.053738304077403 46:0.5942436552421568 47:-1.714304358724571 48:0.01415402114776463 49:0.581534743012232 50:0.6824385494093977 51:-1.529500261127587 52:-0.1617536940418957 53:0.04609788875544871 54:0.6327461002091934 55:1.177926747226637 56:1.038809566441401 57:1.151404353077854 58:1.003612042689058 59:-0.1257563428189478 60:0.0766830161284059 61:1.17585946731348 62:1.540869390412032 63:0.2866788289239738 64:0.9445843946686985 65:1.388960821942208 66:0.7464772917078454 67:1.22814950788956 68:-0.4464807450317489 69:0.9766026405496686 70:-2.021364828306434 71:0.7417992821216395 72:-2.203394669450125 73:0.8348012886810301 74:0.1512348262409685 75:1.794541595268065 76:0.3669883213698858 77:0.01000182837609115 78:0.8305249484891115 79:0.5763453840493615 80:-0.7561319148143677 81:0.01181195705305312 82:-0.1352791824618805 83:-0.3892764687989849 84:-0.2280046475868184 85:0.3858192005289798 86:-1.583369906009947 87:-1.490307431861116 88:1.485378193364695 89:0.2638767743412998 90:-0.7624457370795041 91:-0.5984055673358646 92:0.1438552105593418 93:1.172747684236324 94:-1.249871089972553 95:1.443913441136528 96:0.8681282831360957 97:-0.5735803798599041 98:-2.967736620496358 99:0.09308385127975768 100:-0.2086452305516166 101:-0.4740304360621231 102:-0.730721683058586 103:1.486178387946705 104:-1.483010857900505 105:-0.6098615687191113 106:1.352147079383891 107:-0.1888103910402309 108:1.209561244912131 109:-0.8618112271465953 110:1.229181136846175 111:-0.776113939349183 112:1.385711956921165 113:-1.406929900380564 114:0.2265394162955763 115:-0.5667562403665846 116:-0.4568372790271726 117:-1.611285485233604 118:-1.166173093160847 119:0.1265118144666476 120:-0.07269612089171523 121:-0.3515864293146697 122:-0.5355134683365501 123:0.3360236969236517 124:0.08095050751876225 125:1.137857808390459 126:0.1270838316080377 127:-1.389622769019746 128:-0.5035907492500225 129:0.6160149514544548 130:0.5312967976753366 131:0.3103181514309015 132:-0.109427027389198 133:-0.8562793696330723 134:-2.20321447637514 135:-0.3389992294829829 136:0.9763453686260252 137:0.3026615495821228 138:-0.5496829192798273 139:-0.5300243552227932 140:0.01222625925506417 141:-0.7620561040605655 142:1.081475804027326 143:0.4295344286803485 144:-1.431406305957156 145:0.8829603398677699 146:-0.283061891486169 147:0.001791271509820912 148:-0.1459269358739066 149:0.2255961715756839 150:0.5038097496350729 151:-1.284187875378394 152:-0.1575030214278731 153:1.394165497143573 154:0.9457866589774888 155:0.5650553541965788 156:0.1731337222324903 157:1.220606413542278 158:0.3596543824066112 159:0.431644457663691 160:0.9739638997798814 161:-0.2929024161773434 162:1.975183705880178 163:-0.1841686612937547 164:-0.6847788193635379 165:-0.5722032380637698 166:0.5251806439529204 167:-0.4359502069203308 168:-0.2601710447152141 169:0.1014510631021937 170:-1.388953988966165 171:1.037816591990831 172:0.4970846728440431 173:0.3735855757647946 174:-1.923396513821336 175:0.8351972276245864 176:0.8239474974852897 177:0.4637209409947811 178:-0.3042724908302939 179:-0.5142988919363695 180:-1.42785005474437 181:-1.060853063046892 182:-0.7877395255982749 183:0.1588210123062139 184:0.6711417550992542 185:-0.136209893391592 186:0.8773729407031596 187:1.270460365353401 188:0.8549859569991024 189:-0.7344078223241645 190:0.7236343197620356 191:-0.3735334435542162 192:0.9641650482848142 193:1.605160041539167 194:1.614119781239444 195:0.2630949111856043 196:-0.9328299999691072 197:-1.968050383729312 198:-0.3088547218464172 199:0.7598844065632798
-1 0:0.6777191144830296 1:-1.445367479806179 2:0.4235770337928438 3:0.6228620160928011 4:1.356894180688738 5:-1.019386912044111 6:-0.4145575627387749 7:0.9656049262926175 8:2.219004031049903 9:-2.766987112378662 10:1.367010168533183 11:-0.1550638396635499 12:0.5713885277416751 13:1.671710785334007 14:0.4017281076234655 15:-0.3095942354170447 16:-0.8541439283667575 17:2.125197600337521 18:0.9560635167400454 19:-0.04051023145237628 20:-0.2102537156149584 21:0.4689168323731048 22:-0.3726653610477296 23:-0.07467205148446428 24:0.2515118727750434 25:-0.5678096063810755 26:-0.2978322659975259 27:1.080633747117387 28:-1.456428081342225 29:-0.3080728771840692 30:0.5641300293022253 31:1.544016814617489 32:-0.320829219113549 33:1.049937797333282 34:3.02861464263613 35:0.6099747497820781 36:-1.280107050994259 37:-1.753620552229061 38:-0.3756945582638126 39:-0.4106834675031826 40:0.4085236470971987 41:-0.6652742306510003 42:-0.1797253134380842 43:-0.6996902835831661 44:-0.4960244308238258 45:0.6648896695900217 46:0.6600342052776553 47:-2.247667796741739 48:0.3560150355267019 49:1.910309368937641 50:1.452851180755826 51:-1.092036809904165 52:0.9244748449226452 53:0.6284028292821771 54:1.119265342811469 55:0.4343289215614403 56:-1.095716810565872 57:-1.663394174989879 58:0.6262313596260718 59:-0.6931019234398478 60:1.457673164754018 61:0.4220370807980965 62:1.793065595553175 63:0.2957881653077783 64:-1.223341902876719 65:0.5273656694291404 66:-0.8081520227827321 67:-0.5885968624817592 68:-0.4151332844758437 69:-0.4698425197968341 70:-0.4700626839726002 71:-0.2654867400493705 72:-1.344956942184476 73:-0.05785412376667427 74:-0.2177012832628593 75:-0.7688400891942975 76:0.7948702223497395 77:-1.185908588400145 78:-1.389029957266756 79:-0.03237130778735064 80:-0.73897730984529 81:0.2214351092949684 82:0.277538357732749 83:-0.8969469920458143 84:0.1966362296399743 85:0.4484620186048746 86:-1.563307302001166 87:-1.057983702627955 88:0.8624147242346364 89:0.2358182015511052 90:-0.1717296386963498 91:-1.282514314133933 92:0.9653691138053805 93:-0.2093974409055065 94:-1.27970709033655 95:-1.748105557724235 96:-1.340393112014953 97:-1.730118012780647 98:-0.2620863009168695 99:-1.343036253401781 100:-0.2582714957578902 101:-1.224221614216492 102:-1.376161747225383 103:-0.4908850200486034 104:0.05153784979775915 105:1.280051590249648 106:-0.8739417245873078 107:0.7339067936827922 108:-0.200935121537628 109:2.12331796018051 110:1.668204795074974 111:-0.1532909791035239 112:0.4085054296519388 113:0.5752360294473743 114:0.2999672552069632 115:-0.5501911831246495 116:-0.3454072890850199 117:1.511915500588057 118:-1.1041541898431 119:-0.4853820142561991 120:-0.7126029258548049 121:-1.845297491279068 122:-0.6698664093000146 123:-0.4179636656211578 124:1.5034063503953 125:1.454284398745615 126:-0.5373908525091309 127:-0.01733201918247012 128:-0.03568526228577106 129:-0.2775014596821112 130:-0.300547544774961 131:1.53471109507833 132:0.1824997455660295 133:0.5334871681044134 134:0.3870632300853466 135:-0.4295393507019117 136:-0.5137291915725325 137:-0.1279631491556181 138:-2.206221903305618 139:-0.4439460984080496 140:1.798949335472176 141:-2.086341826279062 142:0.7624319227209595 143:0.31160413825699 144:1.257854890482256 145:0.792703061143506 146:0.06096743955089295 147:-0.3484629063362868 148:1.310125054263763 149:-1.635312360699267 150:-1.041322071615366 151:-0.597278967783783 152:-0.8142755535382119 153:-0.4791820367957778 154:-0.5074580784358523 155:-0.04677172192682214 156:-1.563295731623272 157:-0.5111648363576885 158:1.704132944272531 159:-0.9258130134901178 160:0.6676160895497811 161:1.293717311282906 162:0.3042670383025225 163:1.590047338714828 164:-1.478662131376855 165:-0.705401083919013 166:0.07204337708507258 167:-0.23120719427263 168:1.910353085835203 169:0.1716868096774772 170:0.7252494846576599 171:0.6313948870222273 172:-0.5600015568221068 173:-1.075886655496628 174:0.2567494096280555 175:0.6750860403233815 176:-0.05820392330786069 177:-1.493087580335241 178:-1.3268494656062 179:0.1717113137435277 180:0.05380097968086979 181:-0.1848886957644309 182:-0.1024499056640617 183:0.1327119392032822 184:-0.2265925167989526 185:1.751921056107564 186:-0.7529680338337283 187:-0.06953303586209746 188:0.6025212859628042 189:-0.03063993154458081 190:1.429637172070911 191:-1.490659027280557 192:1.057859655915664 193:1.298052894258854 194:0.6859758797883632 195:-1.353981152307423 196:0.1849330765993493 197:0.8731394464312593 198:0.7269288225492812 199:0.840655053405076
-1 0:-1.603162873282123 1:0.9833403048559904 2:-2.116469551511083 3:-1.048438855230388 4:1.578237353226495 5:-0.9943191014418489 6:-0.1674088602449083 7:0.3972034883713944 8:2.274474453955154 9:0.60302478099192 10:-0.7305465540400743 11:0.4534288470839548 12:0.9283568310361607 13:1.728390095068832 14:-0.3360490933171513 15:0.1336563376639829 16:-0.9373298936205654 17:-0.9325282691886764 18:0.5716231348653708 19:-1.713000312397325 20:-0.1746739357998241 21:0.3455950578524534 22:-1.262388343518057 23:0.5924880005073235 24:0.9004321874616578 25:-0.9912415695114148 26:0.8967213263710408 27:-1.197738198352409 28:-0.681580811491635 29:0.3607291447287674 30:-0.3432496168001509 31:-0.3578258737749396 32:-0.885255795627981 33:-0.499320278581185 34:-0.3317211617023523 35:1.810054862864797 36:0.2047024140115256 37:1.80511414199942 38:0.5053089006147662 39:0.8447482752278024 40:-0.4353176939201255 41:-1.107339295517046 42:-0.09920571043857895 43:-1.477575614517601 44:0.4051657154959801 45:-0.2183785542769291 46:0.2888890516073582 47:1.120470028964385 48:-0.9032335549395338 49:0.8256094011368843 50:0.3586747395475647 51:0.6060008820121769 52:0.5589332931076821 53:-1.092097467515806 54:-1.278623560272852 55:-0.01354146177308067 56:1.638263117597013 57:-2.833706106877289 58:-0.6127040030004507 59:-1.62980225115503 60:-0.3051443351617826 61:0.8538604764143242 62:0.1201833721987437 63:0.8569263747297317 64:-1.280597364304144 65:-1.605905622038875 66:-0.4914142323306428 67:0.6734977226696701 68:2.511513763532293 69:0.9305576499518452 70:-0.6510678962103624 71:0.9928388419477692 72:1.047446599893007 73:1.257218758941036 74:-0.2937691890088805 75:-0.3638156531786608 76:0.2402201018740065 77:2.751327305907815 78:0.6539525390484362 79:1.136265384541912 80:0.9777578185975971 81:0.599590116886268 82:-0.6135086773928897 83:-0.01966197623069958 84:-1.331423142423338 85:0.01363087128274495 86:-0.7252173113723711 87:-0.2651495325044692 88:-0.7653075534789378 89:0.681585370171127 90:-0.3322210639624423 91:-0.1036854575000078 92:-0.001894244467763581 93:0.06667280379565294 94:-0.9827689099398598 95:0.8128863428827949 96:1.601071470287999 97:-0.1705495194356511 98:-1.338662284741966 99:0.1464803259476767 100:0.6901628937037254 101:-0.4773626513200224 102:-1.079535538348523 103:0.3684283606737986 104:-1.147985627742619 105:0.7027205284021092 106:-1.377049413118557 107:0.2125598970635218 108:1.109314337248736 109:-0.4014234416929875 110:0.5186159688941087 111:-0.4090717700134034 112:-0.9628337461394504 113:-1.384592816780959 114:1.120300857143043 115:-0.1575839121355408 116:0.4637732994766826 117:-0.6963647140198312 118:-0.2174616689471455 119:0.7217751025750025 120:0.6204585709325812 121:0.308064975855913 122:1.242319578423 123:-2.287494440796082 124:-0.06236837338553196 125:-0.5021669461675108 126:-1.02743999170945 127:0.8545693981613455 128:-2.139469584368703 129:0.5294093796949135 130:0.8247421510716865 131:-1.580826926706213 132:1.147434146717671 133:0.6433482757289177 134:1.35015114041414 135:0.3823826353050844 136:-0.2625621120704743 137:0.7806044023048844 138:0.9731778600320661 139:0.2820232891273428 140:-0.1547490187397582 141:-1.522638947640617 142:1.173248129876212 143:-1.92228279949639 144:0.7350746821995541 145:0.9030918110349785 146:1.032899289586736 147:-0.1428807235504654 148:0.347132501033078 149:-0.03750008527902352 150:-0.05411127459923692 151:-1.543996376996603 152:0.7518426604132433 153:-0.6876889934829139 154:-0.8760872951979487 155:0.3536094949697321 156:0.4900601723384116 157:-0.8238708430902659 158:0.7256588604927681 159:-0.6538728165996299 160:-3.027763008723428 161:-0.2459491612037458 162:-0.06766024729422306 163:-0.1049921921505047 164:-0.577037237456183 165:0.001026904865206253 166:-0.78652876944328 167:0.9994647161017263 168:-0.6183052501738379 169:0.9172176424718526 170:0.3018109622713228 171:-1.01961977285536 172:0.7369217915248573 173:-0.9418125395487327 174:-1.082577445555499 175:0.1260361020313808 176:0.5281294399104646 177:-1.384760975477139 178:-0.4695542088788822 179:0.4793257139401169 180:-0.5459181485903617 181:0.5068077714271451 182:-0.2764899184505144 183:-1.164545463774072 184:-0.5063043592810439 185:0.2535183214382397 186:-0.180011970039847 187:1.725693316681894 188:1.342207860947348 189:0.6371653597316038 190:-1.016933038200739 191:-1.023404479435924 192:-0.1662326210087163 193:-1.003404958894648 194:1.003870469671551 195:0.5261161463226537 196:1.274695912809632 197:-0.537369439054814 198:0.03088657797643204 199:1.150885381696443
--1 0:-1.010572078474016 1:-1.326750973315513 2:-1.497795187956151 3:-0.7387525005440312 4:0.3187536719834829 5:0.3032371252684641 6:-0.1616016645738196 7:-0.5384442977364577 8:1.344585759107228 9:-0.5646319996830991 10:0.1337138108869325 11:0.05228707728135647 12:-0.1881529139232823 13:1.040983378394386 14:-0.1879680768194661 15:-1.277702826732186 16:-0.4018696333308388 17:-0.7342100573058756 18:-0.4621159009422025 19:-0.7313797591333093 20:0.3536711218254487 21:0.4442987417749298 22:-1.080786638349719 23:-0.3263806361710976 24:-0.6827741945368504 25:0.8651854120055381 26:-0.09921894756452325 27:-0.5055398633285768 28:0.4969847853660583 29:-0.8674421054414118 30:-0.5415931107318487 31:0.2671590748442499 32:-1.396695535555051 33:-0.4379279906780635 34:-0.6302988975527389 35:1.289408360928495 36:-1.296556014014403 37:0.004784803887507192 38:1.725660628859071 39:-0.09207422160810114 40:1.635359395716731 41:-0.3168344440919219 42:-0.9415095949704932 43:0.577564523646662 44:-1.767448783304525 45:-1.018073935126066 46:-0.4066962340281457 47:0.2237328391376907 48:0.9084292324986303 49:-1.436496553978206 50:-0.8300110776674071 51:-0.8297090444632187 52:1.051755660721037 53:-0.3923696072454076 54:-0.7469165783189741 55:1.626465660999763 56:0.662145358400746 57:2.159856333430962 58:-0.008226850399508333 59:-0.1411545472752296 60:-1.620110451603003 61:-0.6079928898258238 62:-0.3909859944073994 63:0.6892151458856933 64:-0.6296262601425945 65:0.8393690361399581 66:-0.9707895642652991 67:-1.426411022304779 68:0.7074114321941576 69:0.6459523965879079 70:0.9692239150911689 71:0.2730614521510198 72:-0.9724021913420012 73:-0.9992766611383099 74:-0.5787601028838163 75:-0.1250201678384789 76:0.5907382047217441 77:0.8078071310463777 78:0.6037666239962259 79:-0.4485796684677066 80:-0.8567145831762188 81:-1.016614876453755 82:-0.7450841412673436 83:-0.5400019325365657 84:-1.221061183566439 85:2.370186903729988 86:0.2339766956837089 87:1.069582519705769 88:-0.8937325609704903 89:-0.713512145090391 90:0.8580767237867065 91:-0.5358372941542374 92:-1.719080955193308 93:-0.9943900932047742 94:0.4146394140428665 95:-0.910853058615072 96:1.999495666772067 97:0.6537852417642817 98:1.039463177482009 99:-0.1097177448996779 100:-0.8841765063950998 101:2.309364691341198 102:0.922443763653316 103:-1.745305721210947 104:0.7128677479039315 105:-0.1849010968406585 106:-1.536453576810226 107:0.3290382651584765 108:-0.4987792070132052 109:-0.1268136356154663 110:0.6206483488156935 111:-0.1977367167951967 112:0.7110063256800723 113:-1.436756994323168 114:-1.098511147966949 115:-0.1900290010832115 116:0.4775468935768567 117:1.531819012307891 118:-0.4016925134317412 119:-0.05574723718630798 120:0.8347046044757327 121:1.736548587467499 122:-1.594220242460797 123:-1.978456833235413 124:-0.00487287971240768 125:-1.420867298675808 126:-0.1363189091684325 127:-1.289547902331855 128:0.02242431180669367 129:1.765929906769706 130:-1.608847587683439 131:0.6809042172225729 132:1.244445258358354 133:0.8806936782014334 134:-0.4717534895084784 135:-2.38925824978808 136:0.4276020361190793 137:-1.061600449851453 138:-0.5560000969600434 139:-0.1299321017877581 140:1.305402065950578 141:-1.391441145747723 142:-0.9049025333475678 143:-0.2681878801386688 144:-0.6290851124062223 145:-2.403906509834097 146:-1.161350212556519 147:0.1985253666589167 148:1.596664262108744 149:0.4775660860427439 150:0.9549023111980489 151:-0.9306423010029932 152:-0.5221342533386263 153:0.1618831198896815 154:0.9267429219866316 155:0.1828537741334263 156:1.789920530702972 157:-0.4300483348120041 158:0.08949596515318105 159:2.058219323627065 160:-1.351290903564888 161:-0.7875510117319996 162:0.858189726133341 163:-2.26193654154881 164:0.8081921571719193 165:1.047423578062408 166:0.007081530437487225 167:0.1948570069385284 168:-0.8403631565358697 169:-1.281513854372724 170:-0.2299415473193075 171:0.2535319094263749 172:2.153496439674666 173:1.110069192372302 174:1.053183085501072 175:-3.054474006789849 176:0.6496051757119201 177:0.2542862015433859 178:-0.4825860495024671 179:0.3315603500423644 180:-0.2283081991627759 181:0.402186548473793 182:-0.8684360787243034 183:-1.093081612859689 184:0.5518422386687479 185:-0.2475674061261441 186:-1.458055817994514 187:0.1984628901780217 188:0.2613347430820653 189:-1.874653272463146 190:0.9581952904478296 191:-0.8042332552395167 192:-0.151087079145431 193:0.9158061026632607 194:1.24950796160524 195:-0.7979947870688965 196:0.6830095955128886 197:-1.653933003731743 198:0.7088511812263479 199:-0.780535795195732
--1 0:1.609814937654922 1:0.4997018450740637 2:-1.800353407064386 3:-0.0739336422193875 4:1.764241001725688 5:-0.6965166305530298 6:0.8546841720338147 7:0.5749118444991442 8:0.6536522689787486 9:-1.255433865554467 10:-2.028606368860725 11:0.6398581516059099 12:1.866608001789402 13:1.418801216048781 14:2.616971361873716 15:0.1933800116607412 16:-0.4086603747585805 17:0.6385549956656428 18:-0.5030516525491835 19:-2.357604745256189 20:-0.3465496059276948 21:-1.37150753002867 22:-0.4118745410757315 23:-1.792208882435249 24:-0.08536287321805859 25:-0.3266344155306431 26:0.9138379680029902 27:-1.059914990278121 28:1.160284385718905 29:-0.5733130296077499 30:-0.6858227110801459 31:0.1135871204824734 32:-0.8109691755019393 33:0.1031961629654583 34:0.3277822154382097 35:-0.9767076261368561 36:0.5353643883269812 37:0.7246803788352516 38:-0.008121286351659492 39:2.518888169782566 40:1.061528850396064 41:-1.813871449326437 42:-0.3780082680810637 43:1.544367856240285 44:1.029322260174517 45:1.105739374744043 46:-0.9608979104576545 47:-0.1426254243267722 48:0.3317940365301395 49:0.842914163921306 50:-0.1486834676826465 51:-0.02733846590263547 52:-0.2381728517929312 53:0.02304893536775656 54:0.9883826939926705 55:-0.8798193591142103 56:0.8537189018033224 57:-0.3247132068123896 58:1.120754369128059 59:0.8637087668655322 60:0.7906701599447379 61:-0.2185775320738868 62:-0.003013736890893281 63:1.707724366046734 64:0.8995891073705037 65:-0.2144943441732975 66:1.063563030886609 67:-0.6740667792157378 68:-0.3295801682548798 69:1.053184661794115 70:1.395506773543942 71:1.496358153453789 72:0.1277208874436232 73:0.1257545821430636 74:-0.6913827314519002 75:-1.360218528512618 76:-0.6637616557036182 77:-0.09331375436695957 78:-0.5835947385188053 79:0.5005915891572814 80:-0.5133957734040006 81:0.06555415304737294 82:0.483782924320413 83:0.7736120223873809 84:0.6379493974262411 85:2.634514631583379 86:0.2852900216450811 87:0.06825477986927996 88:-0.6080048271684332 89:0.9182435965207837 90:-0.3501664759282447 91:0.06467438427860425 92:0.9686645981664818 93:0.09240941683396889 94:-1.012787600010323 95:0.09313649531371321 96:-1.641371003835497 97:-1.29922900288672 98:2.34712052470035 99:-0.8183770563794058 100:0.6809087567420707 101:0.9116952321520273 102:1.010772549329148 103:-0.2706327319269369 104:0.5054896148282074 105:-0.6159867628803037 106:-0.337037368346379 107:-1.113749495971435 108:0.3001077141012751 109:0.6426715746476939 110:1.721331260580033 111:-1.570941921406622 112:-0.4740146331850589 113:-0.07423624751994436 114:0.5376072066199009 115:1.36711650803021 116:-0.5577477802141761 117:1.724631739291184 118:-0.1577165852180368 119:-1.04149808608371 120:-0.9690480490285427 121:0.5897263974739464 122:-0.7858315619543812 123:-1.827373699828713 124:-1.251909254567114 125:0.6412591843064886 126:-0.06068082198121753 127:1.40585976878356 128:-1.307021268103795 129:0.4196636903220891 130:-0.3790293480950185 131:-1.242506068007045 132:-1.990416956004421 133:1.280218731073679 134:0.4579316717626741 135:0.8683680286315768 136:-1.040602511187789 137:-1.382402681426898 138:0.4151006381810184 139:0.9950545727373077 140:1.636515605666532 141:-0.04985398324811791 142:0.4458595173198004 143:0.3672716174695823 144:-0.2047874249148616 145:0.2537093569060807 146:0.4243243303123918 147:0.1953966173813454 148:-0.8372079335674729 149:0.8650173628696042 150:0.0529311236864541 151:-1.371093706396393 152:2.019323684012613 153:-0.772220361941334 154:0.03582685080573024 155:1.530528795552026 156:-0.3992982431000042 157:0.000179060293708001 158:0.495910122596135 159:-1.32152000015926 160:-0.9350552132383685 161:-0.8984469574252684 162:-0.4225742881957115 163:-0.5522611214848602 164:-0.5742473686723265 165:-0.4858906294427067 166:0.2391533262356543 167:-0.02284612466553248 168:1.032976138201994 169:-0.4635541757861897 170:-0.2848954600630617 171:1.225983014346039 172:0.3458988344659321 173:-0.0707394316783755 174:0.07985876639088522 175:0.9963937506415308 176:0.3282703766859252 177:2.24424499804062 178:-0.1905158217935849 179:-0.900598066315436 180:-0.0573865622097472 181:2.189297425806949 182:0.4039341001577106 183:-1.67011668658104 184:-0.8487208608386476 185:-0.4599129096078953 186:0.6859118587988409 187:-0.3899298178040481 188:-1.413058012537486 189:-0.3959848291767251 190:-0.3922233607247385 191:-0.07730927332199093 192:-0.3999957045571184 193:1.11037228045968 194:-1.6310158789513 195:0.8628375918860514 196:-0.7945446443598717 197:1.425234665127662 198:-0.4706931485315897 199:-0.4885080670030409
-1 0:-0.5109675109514307 1:-2.626082832340045 2:0.4028011155351415 3:0.4036934634157181 4:0.9799946235230478 5:-0.9246390278033824 6:-0.6684201288768957 7:-0.7602535869880415 8:0.8917366083116949 9:-0.400447046336564 10:-0.2271802163203467 11:-0.2167203861255309 12:0.6540140197933163 13:-1.369917266301476 14:0.6697030120978824 15:0.2553397631102857 16:0.5220653381400274 17:-1.352909337104458 18:-1.023124999169604 19:-2.240921783140185 20:0.0735574600094549 21:0.343258036995352 22:2.231115637085037 23:-0.5973683490133573 24:0.9496850030494427 25:0.3046517958406898 26:0.02006480819821532 27:0.7638859362167799 28:-2.659215378424787 29:-0.8538144684581553 30:0.5433046089356391 31:-0.5025598255577772 32:0.8071419221717741 33:0.4885812801910961 34:-0.9186550287635026 35:0.6813726618474435 36:-0.5962476592810366 37:1.408860463531638 38:0.6448355693819099 39:-1.525646958832767 40:-2.830937050618313 41:-0.02450786532637932 42:-1.204704727489613 43:0.4159605462990851 44:-1.498492748839293 45:0.5636744496184546 46:1.926574181654591 47:0.1263334491532749 48:0.08813241421262963 49:-0.05645414588626123 50:-0.5619807204228621 51:0.4766676583870537 52:0.5786197628727439 53:-0.4698788881317201 54:-0.6124963686482636 55:0.1000560380729649 56:0.7405534734574449 57:-2.009390451467927 58:-0.3250545048562361 59:0.06401637716592661 60:0.7450958608026196 61:0.6507112631387735 62:-0.1101478662458261 63:-1.142237915457731 64:0.05880383000939715 65:1.483469889511601 66:-0.5569479208799314 67:0.2187621578358742 68:1.705157222388552 69:-0.3080007972441953 70:-0.1125849276306505 71:-0.5360687282795249 72:0.8162316535612035 73:-1.410471802342113 74:-0.3985744095433961 75:-0.7311888486237312 76:-0.2422634591060364 77:0.004225021280837979 78:-0.7561535956801612 79:-0.4605422156857386 80:-0.7562934471440776 81:0.405318660382869 82:-1.237800834631728 83:0.4169853871988672 84:0.442233704100605 85:0.4423555828053773 86:-0.7096977039010284 87:-1.884587154065405 88:0.1289442184674317 89:0.873800263329739 90:-1.016669799058649 91:0.07951001632489885 92:-0.8342253537324892 93:1.135288263381319 94:-0.2348853481619982 95:-0.4951920860367942 96:-0.2127732884250976 97:0.7823399268819758 98:-0.8161000838412424 99:0.8061780441387156 100:0.6081815085961796 101:-0.2692586226635827 102:-0.00906307174242924 103:-0.4678630736915617 104:1.338214381013193 105:1.709317158436713 106:-0.6321449647869174 107:-1.202360873116016 108:0.8663393723475563 109:0.4654208454382074 110:-0.6141033726330365 111:1.863078425486391 112:-0.2148880831201506 113:-1.948434549511634 114:-0.5081331276495784 115:-0.5772811177860582 116:0.5578506586945446 117:-1.298078985155375 118:-0.54820972104539 119:-1.54214622869307 120:0.8203449839815365 121:0.03318089589842668 122:-0.2702637253040164 123:-0.03712478104929142 124:-0.6609286966122266 125:1.312858994571606 126:0.07106355012199396 127:0.8529233534745917 128:-0.4244370206065635 129:-0.4920009253217836 130:2.313298476195935 131:0.5460000488912904 132:-1.198950240371095 133:0.4861935335755895 134:1.123174357054639 135:-0.9504398394929912 136:0.9285818019767347 137:2.049795068416412 138:-1.660371744014449 139:0.1709449123528032 140:-1.274870562563774 141:2.538044960032845 142:-0.6650841651613844 143:0.255132372646466 144:-0.8233070255680395 145:0.754837763629491 146:-0.1251025616290146 147:-0.1890649483254055 148:-0.6299624918056206 149:0.8139693993880892 150:1.331909787088397 151:1.031179724968228 152:-1.074170464090523 153:0.8909515030875929 154:-0.4674464763888715 155:-0.2652327686023145 156:-1.092635880659748 157:-0.8344533021167995 158:0.8298815273774276 159:1.007918560331807 160:0.5285305851131815 161:0.6766850094718899 162:1.291222080774836 163:-1.163799185041181 164:0.2562553950286972 165:-1.021072708306975 166:-0.6368428065242212 167:-1.068073781619224 168:-0.4336092428449467 169:0.1936320797003883 170:-0.8233580767983697 171:0.5768891598434525 172:-1.69859043394545 173:-0.0878258246068073 174:0.6811730315276001 175:0.9433054164836122 176:-0.3949901953893386 177:0.4071072688087138 178:-1.824771648684162 179:1.662833431390979 180:0.06081061672776936 181:-1.279664347982421 182:-1.329627596767617 183:-0.5753002135472809 184:0.5057334770870836 185:-2.061441459832641 186:-1.916403214441328 187:0.5043450781416851 188:0.2188905350149032 189:-0.6029279928743612 190:-0.2093937785452498 191:0.07648980629397573 192:1.968623384728425 193:-2.14912023957038 194:-0.02948438264682737 195:0.9276236903370678 196:-0.1290872298877543 197:-0.2018990023222925 198:0.4907940166008962 199:-1.286184446872006
-1 0:-0.7164724268563558 1:-0.4810227976531071 2:1.103189604612351 3:-2.034297508943815 4:-1.135542030529455 5:-0.3280322831019607 6:-0.4914376805280764 7:-0.7230465586680663 8:1.112669650677296 9:0.2819233136518328 10:0.7599763919441355 11:-0.8357663885653064 12:0.5361874789769706 13:0.626936126232939 14:0.5534123103880918 15:1.10182150750352 16:0.4356736966415287 17:-1.441365745084219 18:1.994118723252942 19:1.268176499558136 20:1.944724104483658 21:-0.695271272808372 22:-0.09449822912369471 23:-0.1190085820913484 24:-0.7089575496147095 25:-1.603639163395655 26:0.9884831247147871 27:-1.820396426402588 28:-0.1150543342434472 29:-0.7892646060627336 30:1.644291570442584 31:-0.07942385725410739 32:-0.8136417431434843 33:-0.3512852716291253 34:-0.5433823893954237 35:-0.5841042978394055 36:-0.2178527157966147 37:0.7790074720615797 38:0.1995702621748152 39:0.3151133554777195 40:-1.475914128201422 41:0.6596039739152882 42:-1.737740414528404 43:-1.466320281469933 44:-1.734609447738218 45:-2.65594682889977 46:1.190837925564435 47:1.353436211927586 48:0.2835274186363541 49:-0.104485644376299 50:2.779032285293399 51:-0.9800140876770042 52:-0.8390060881702743 53:-0.2690063201305417 54:0.4460306478310033 55:-0.1390318326968023 56:1.355491283388805 57:-1.75132934156952 58:0.9338329705547987 59:1.81799335000678 60:-0.5805420934471592 61:-1.479921567508347 62:0.3037682682546083 63:-0.1525387027429907 64:0.3184574813753058 65:0.6949455598381793 66:-1.872717766630154 67:-0.3505745974977268 68:-0.2422708215187201 69:-0.3213408223435643 70:0.1199959811573466 71:1.546312383878681 72:0.9862404145183261 73:-1.268746966630554 74:-0.2947552526078121 75:0.258890331311927 76:0.3209032000229567 77:0.8379313968628213 78:1.111397803080956 79:-1.195815452159247 80:1.860613929995378 81:1.607373599907105 82:-0.9077735205950769 83:-0.9443085992708704 84:0.8849345302426831 85:1.839721115919413 86:2.074688184993609 87:0.6508059693722862 88:-0.09984973789426284 89:0.3138966905987812 90:-0.8410070912375094 91:-0.1659543532945943 92:-0.3635919442645146 93:0.192937941031631 94:1.305220670961461 95:-0.1373388379772451 96:0.8999810331221726 97:-1.727059226435397 98:-0.4967276416729102 99:1.141557328963663 100:0.5496857765371794 101:1.256739316266847 102:1.263619429144301 103:-1.81734796364615 104:-0.464218990232345 105:1.670788185558863 106:0.1882493178433646 107:-0.4579448428925925 108:0.113373743962294 109:-1.339995417995843 110:1.353526657534787 111:-1.178195656583015 112:0.916666297538236 113:-0.7296295181208962 114:-0.09896655278410246 115:-0.6124036606160781 116:0.5526617306661468 117:-1.319869168199151 118:1.165828107195035 119:0.7423120829326577 120:-0.9313295054625345 121:0.1883909669298905 122:0.8422470343305807 123:-0.6683596355308536 124:-0.2433205247817476 125:0.9035710199099823 126:0.5548631071242757 127:-1.095011463756281 128:0.9133853787604602 129:0.3779478534862482 130:0.01438014204991521 131:0.3534433607107724 132:-0.2424579443878537 133:0.1541876611865975 134:-0.318771164499728 135:-0.3407949950429383 136:-0.06251796732375843 137:1.496698115255674 138:0.02139288476109081 139:1.8878186584347 140:0.5329993988457407 141:-1.239016039852114 142:0.667374761682997 143:0.2614744677586386 144:0.09080348855810957 145:0.4583278113758618 146:0.6564332175923191 147:1.227173817672623 148:-0.9844587039738157 149:1.596504763044541 150:-1.145211644856748 151:1.581349251034641 152:0.5344812109253577 153:0.7683356712191109 154:-0.3980073452572688 155:-1.808338051851827 156:0.8995663850317128 157:1.045234664167588 158:0.04607246039216457 159:-0.6894777735287243 160:-0.08379737325774581 161:0.4825508351710008 162:1.235462135888642 163:-0.5899422211422172 164:-0.3489751278554908 165:0.2080521107768428 166:-1.110727713841568 167:1.245748179741957 168:-1.241459163699274 169:-1.528323628291923 170:-0.358209089651487 171:-1.309688724691591 172:-0.5828585815199948 173:-0.2391860992350628 174:1.300502296530793 175:-0.02396025222632516 176:-0.1644787044924712 177:0.5260550436711464 178:-0.7735233181581296 179:0.9030100406621596 180:-2.327874235157454 181:1.588219895780023 182:0.1641701369001788 183:-0.30523038622763 184:-0.4288006392880901 185:-1.563946650817328 186:0.9283457354631459 187:0.2984289948923214 188:0.2485092925250796 189:0.1587762854920231 190:0.7682175385817278 191:-0.4238647884086221 192:-0.3571749370484431 193:0.9242678741156565 194:-0.1539911418387192 195:-0.8433347827029408 196:0.4886977863357035 197:-0.463380119957609 198:-0.4234503392954488 199:-1.680552156163069
--1 0:0.2080910048217612 1:0.2912144519954286 2:-0.9539676034614684 3:-0.1216748347344038 4:1.297384044823736 5:-1.876284683775641 6:-0.1069750531610074 7:0.1570045421741816 8:-0.8748030678130052 9:1.221380181965223 10:-0.262674799123381 11:-2.590594928398093 12:0.8620148667296682 13:0.5439459826691688 14:-0.296794890340247 15:1.076041902326108 16:-1.953720360539415 17:-1.94141732940296 18:0.7500263444870252 19:-0.8443600585992762 20:0.4104488966441691 21:0.7495879039536922 22:1.068952953293904 23:2.044052927579618 24:0.6016205654221284 25:1.091136759863231 26:-0.8519609314098071 27:-0.3839577131739453 28:-0.8501397012055411 29:0.1600335038148711 30:0.7890899043244894 31:0.5504026600005938 32:-0.1337155636050624 33:-1.529542991716895 34:-1.458784278037248 35:0.2300913335573118 36:-0.92916241605106 37:-1.306878870814396 38:-0.355821120766408 39:0.03110924150829681 40:0.8953937499520296 41:0.06790803346886161 42:-0.3584602722457528 43:1.363124427460267 44:-0.3633236541872927 45:0.7721854412626727 46:0.2835972733895266 47:-0.4159874178773527 48:0.3281752107644415 49:0.3508920965874412 50:-1.171789926926831 51:0.2986193081523366 52:-0.444090599217261 53:-0.4525851663099694 54:-0.4067233206717984 55:-0.9954879063442691 56:-0.9510989709879656 57:1.535887919705017 58:0.3382064677518956 59:-0.8718750724145481 60:1.338163506415344 61:0.5722850018681853 62:-0.3940766042282617 63:0.274348907178363 64:0.6560727377396318 65:-1.456904483142414 66:1.627751091761434 67:2.768642927188075 68:-0.3174008159769733 69:-0.695249996946504 70:0.8821623090303811 71:0.4370036609764457 72:0.673523510331649 73:-0.7065765467652769 74:-0.6974684955457119 75:-0.5999901622563273 76:-0.8428283806931397 77:-2.213753651790842 78:-1.856538673957635 79:0.4456349604084652 80:1.438363593172082 81:1.122873553413315 82:0.476741299360971 83:-0.9570671175640505 84:0.04931868643174465 85:-0.2288546764357574 86:-0.2369173526083612 87:0.4638980573997621 88:0.4701372662959944 89:0.6495995217242995 90:1.381275913259858 91:-1.364417724803467 92:-0.7768945046459298 93:-0.7417714431455623 94:0.2812258147328291 95:-0.3741841083207761 96:0.1906146351551665 97:-0.2974490317439845 98:0.1376266238904913 99:-1.648695655101359 100:-1.191965760769458 101:-1.369380325871176 102:-0.02238378176409982 103:-1.335960688942246 104:1.076388044743092 105:1.179065340916375 106:0.05418334654637089 107:0.8425028523885791 108:-0.2622137648538398 109:1.080844104035599 110:1.091765741082324 111:0.3610997144656068 112:-1.451829341803942 113:-0.3796812318514287 114:0.5817509513954932 115:0.5655931594029925 116:-0.05495000226187229 117:0.7639961184930039 118:1.33800108836056 119:-0.6295704780878879 120:-0.4754614850418866 121:1.443106041840496 122:1.416277266376691 123:0.09986681403445323 124:-1.31731393754874 125:-0.5167560168401428 126:0.01718075630862705 127:-0.08502129635693165 128:-0.1396813957783224 129:-1.423999701162137 130:-0.7668279602440226 131:-0.7657492383466789 132:-0.3574467832892869 133:-1.333161390867527 134:-0.1225348324989704 135:0.5512088884253953 136:-0.2771276223220394 137:-1.442631001945861 138:1.039086742829795 139:-0.4055297671211182 140:-2.584764647412733 141:-0.4700794356327934 142:-0.04926170857331279 143:-0.1354164618503953 144:-1.311783761391232 145:1.373851722506969 146:-0.1267111554035502 147:-2.205864460218452 148:-1.655671222353194 149:-0.7483299500213902 150:-1.084726992765192 151:-0.9748983030943015 152:-1.059498987499705 153:-0.3129370462767924 154:-1.163908555742279 155:-0.01112722320934872 156:0.855096885355966 157:2.565187068485483 158:-0.1170979997579281 159:0.04816632136853938 160:-1.307983422287285 161:0.04710628336742116 162:-0.2610491062189715 163:-0.9434849939573975 164:0.3609766167891652 165:1.63627467989218 166:-1.287487906694779 167:0.1764854974278074 168:1.816596381890105 169:-1.484177967718902 170:1.124899763442237 171:1.188790636548794 172:-0.1654984309755182 173:-0.7038901375302405 174:-1.839031951899331 175:0.9316009025613958 176:0.2012146624703526 177:-1.01555574491411 178:-1.54833061073824 179:-0.02404466132924507 180:1.878302173309228 181:-0.4625283121363434 182:0.5919699825529303 183:-0.1009072646831564 184:1.278405140070161 185:1.254842822926203 186:-0.3110118734694854 187:-0.09834102921108706 188:-1.800971112547179 189:1.199228252143477 190:-0.8431654677597574 191:0.7510671849672507 192:-1.818924471675135 193:-1.333404709677478 194:0.9018767272839661 195:-0.8265088707570984 196:0.007020433737386099 197:-2.165026051808435 198:1.156108892130794 199:0.4548938933230227
--1 0:0.07661845172712566 1:0.1393151666771782 2:1.420725665407853 3:-0.2671236530160226 4:1.928767288652809 5:0.8430686923615662 6:-1.7389693799155 7:-0.5247401684455879 8:-0.9247902753605518 9:0.6602185684587455 10:1.102575954897094 11:0.04395457240516474 12:-2.440373803841454 13:1.131375759667959 14:-1.160291591681599 15:0.2354881448308834 16:0.002612426402869246 17:0.860566690792106 18:-1.300294770094017 19:-0.472848772053352 20:0.5282091153507537 21:-0.02985027395671431 22:-0.2847531071242271 23:0.1859509623599967 24:-0.7794007767411218 25:-0.9191101270956116 26:-0.2234692093846359 27:-1.433685695706872 28:0.5736873807354211 29:-0.2148362466096937 30:-1.116323267175103 31:-2.211944202478755 32:-0.1190998661965968 33:0.26776812140555 34:-0.9010291940162539 35:0.7069967438431529 36:-1.35905683331428 37:-0.6523719005653631 38:1.313190446945333 39:1.250082954827801 40:-0.3546210244149617 41:0.7713685868490264 42:-1.962453941221685 43:1.170937090718553 44:-0.3988878712872524 45:0.004862318544888206 46:-0.5813372280777613 47:1.44545415048887 48:1.36821758378548 49:-0.3583891902347566 50:0.2461451141124889 51:0.8555818340782756 52:-1.621885293921165 53:-0.5380374892903518 54:0.5132266546294941 55:-0.7862175679608799 56:-0.1733955909913363 57:-0.6893406739078342 58:-0.2631836240555048 59:0.04923807348516174 60:-0.7064702901791639 61:0.5850136948678929 62:0.002885235751686799 63:0.4662246070930031 64:1.472284725842793 65:1.199953519586718 66:-0.9215198184278174 67:-0.2948762458959501 68:-0.02978076479182364 69:-0.5520670659896444 70:-0.9197035617913487 71:-0.7750634482601425 72:1.048601032507639 73:0.03791276391066831 74:0.8258152816546678 75:-0.255826610186373 76:-1.297745435855542 77:-0.5772109186197224 78:0.9898633070945702 79:2.595103729028364 80:-0.5052657820286625 81:1.098219285480065 82:-0.2017117093943072 83:-0.1888227354359751 84:0.04874348941785994 85:-0.6035996770183514 86:2.093189577073355 87:-1.311049690001313 88:0.3623379565970833 89:-0.7634286295297894 90:0.6730441042233347 91:1.09113031804835 92:-1.278569764114691 93:1.241573352835307 94:0.5396545147039751 95:-0.158824470070782 96:0.4420458609016431 97:-0.01450254382847137 98:-0.2820433238240108 99:0.5844623216103781 100:0.9001895188247275 101:-1.125216128419891 102:-1.120339923256791 103:0.1483619804974566 104:0.9713608246293031 105:0.5378763562811573 106:0.1856297811360053 107:-1.706658496633105 108:0.1484286305738175 109:1.426095055426362 110:0.1082218720819257 111:-0.1251340316451265 112:0.2486818163281103 113:-0.8120702244373055 114:-0.7587788204127731 115:-0.2067221083851971 116:-0.2514445548090639 117:0.3462127762741466 118:-1.891904266768495 119:-0.1756134082079817 120:-2.677971920290944 121:0.06022684485158075 122:-0.01110192046379269 123:-0.1647422865592006 124:0.09744387757459158 125:-0.3825808305871556 126:-0.289520415222604 127:-1.911320024917413 128:-0.2283163538585811 129:-0.3589586094209789 130:-0.465307263092016 131:-0.6920049066782 132:0.2047998023865903 133:2.126284130847464 134:0.173460205626817 135:1.303968675154469 136:-0.8560351460163175 137:-0.4519817830800557 138:-0.8366725787074009 139:-1.34619980081386 140:0.5062287331273395 141:0.6480435189213658 142:-0.4702837278785132 143:0.2082919309917828 144:0.1168018567389742 145:0.1950403338358274 146:-1.286562231229556 147:1.051163760528875 148:-0.6211654627261053 149:1.704907915805224 150:0.6670285827802629 151:0.9481002658515317 152:1.679271172276817 153:-1.167817206451396 154:-0.8253336225838672 155:-0.7343516157023505 156:0.2289019063674707 157:-0.7171169687687007 158:-0.02289863266989025 159:-0.1085728247913738 160:-2.53447493388712 161:0.7529699727193624 162:0.295504571790613 163:-0.8005608706481551 164:1.089197605224069 165:0.009199155883718132 166:0.9791765957808375 167:-0.1305791573681239 168:0.3307458879374665 169:-0.3555647877052798 170:1.800524386177665 171:-0.8421233959994433 172:-0.06195394819711373 173:-0.6261851976123902 174:1.257512481450262 175:0.03638021423463008 176:-0.8642080911606479 177:0.2494102740463371 178:-0.5952452986849641 179:0.3569608537895447 180:-0.2822570174332149 181:0.9868236789742389 182:1.549408339804525 183:0.5602040261520695 184:-0.5975666660073295 185:-0.5450297343575895 186:-2.030041587929226 187:0.1397282892110958 188:0.131752158882625 189:0.8578117197102002 190:0.9376749107721185 191:-1.477108273567766 192:0.09926657801248689 193:0.6473347517513806 194:0.4032325611844474 195:-0.630449210820348 196:0.1755988849471025 197:0.3896197666950819 198:-0.3049135982157768 199:1.066678483360805
--1 0:1.057613606641304 1:0.827970338888829 2:0.002426726488588655 3:0.3643414130159577 4:-0.9068303647828412 5:0.2698646435230957 6:-0.7058443915800954 7:-0.1117145592297116 8:0.3766344926611251 9:-1.693229273524647 10:1.121995411377232 11:-2.314128559301496 12:-0.4472241829816117 13:-0.8572329211033507 14:-1.849020957186862 15:-0.5450815492801476 16:0.2771691382512625 17:-1.461389325889806 18:0.4221051392160947 19:-0.9700486132868699 20:-0.1638278234373029 21:1.276877665153521 22:0.08177913687367347 23:-0.0390615387770331 24:-0.5803860717071077 25:1.172739722256785 26:0.483790678819385 27:-0.3096618990038257 28:-0.4224283333099323 29:-0.3409424613382537 30:0.5411715119111189 31:-0.07591168505144107 32:0.1053639364401527 33:0.6707559410773772 34:-0.1874235180739539 35:0.8211468421788214 36:0.5477055162835888 37:-0.4010576723781765 38:0.6847844606005756 39:-0.6941673132770139 40:0.4411741280793132 41:-0.5701859764507262 42:-0.6317303695353631 43:-1.322790744337085 44:0.9642761624320588 45:-0.8164592268605718 46:1.022804658270857 47:-0.9740449884835615 48:-1.270004843968574 49:0.03443306369344855 50:0.3948327492311792 51:0.8244137252701018 52:0.7050122958953643 53:0.713030921068963 54:-0.4841056957026664 55:0.383399377291895 56:1.305296782964815 57:-0.0320123521880958 58:0.1520344883527572 59:0.4338177080424604 60:-0.3401118191958823 61:-0.4649513543187068 62:0.8744305964662857 63:1.740689676760072 64:0.477166718120956 65:0.199809170888661 66:-1.066893187943516 67:-1.433917232144581 68:0.8013546299905017 69:0.674439391060088 70:0.1004206814955745 71:-1.064362245738813 72:0.7871246175153275 73:-1.092727421545546 74:0.9034478051985303 75:-0.1559879064173285 76:0.345054631884746 77:0.9296594785173581 78:-1.183409467760797 79:-0.4107043482359213 80:-0.8537915879466866 81:0.404201341914221 82:-0.2931389892508601 83:-1.155055663881995 84:0.8205027821780115 85:-1.948494698601597 86:-0.1606136097301692 87:1.202905325202198 88:-0.17276904933384 89:-0.1609005827161435 90:0.07946690113498542 91:1.419903542509954 92:2.56299493690997 93:-0.8958129811961627 94:-1.500941667563886 95:-0.6057542123323113 96:0.1286993172077641 97:-1.04040311374223 98:1.831995110893749 99:-1.438990217136445 100:-0.9774950186066184 101:-0.540597913078901 102:-0.4152987648758482 103:0.585323752745986 104:-1.377423575620744 105:1.335138562284646 106:1.334767212358587 107:-0.7153089782922164 108:0.9545222040420928 109:-1.673569194763143 110:-0.3243624679136474 111:0.7194460220454911 112:0.4860360151115429 113:1.012532935623184 114:-2.710189311790598 115:1.203785962183755 116:1.779327951782827 117:0.8006089351683831 118:-1.399718379120589 119:-0.7130350209966787 120:0.2303690934271602 121:-0.2321431985997441 122:0.03856157983200466 123:-1.224046633678575 124:1.65940903531997 125:1.042725264853461 126:-1.056117759562156 127:-0.8013171128473946 128:-0.9430866618423935 129:0.2392876784745944 130:-0.2707465936444577 131:-1.43828352415081 132:0.4243665519767561 133:-0.6115631417824225 134:-1.286016326945484 135:-0.4510345920163776 136:0.09184480481620692 137:-1.355345972021992 138:1.331678243238389 139:-0.881672618522904 140:2.333799412763882 141:0.06487576714707881 142:0.7827448150821498 143:-1.17852990188897 144:0.02309672698622612 145:-0.368231500221372 146:0.3405428938081714 147:-0.7487989864236916 148:-3.381102477303692 149:0.7528821466250649 150:-2.242256239867611 151:-0.3104400294326812 152:1.397403608336154 153:-0.08559307466890687 154:-0.1857774875622141 155:1.517233678440758 156:0.5436471193153051 157:0.0415077066685936 158:0.1367343000247432 159:1.067429398325536 160:-0.1422353490413775 161:-1.874663284619334 162:-1.244544159395069 163:1.421004459368178 164:1.135516330257295 165:-1.386762600194359 166:-0.398736465206457 167:1.963872732887697 168:1.977585758133922 169:0.3108165449815327 170:-0.3367511567737607 171:2.089153048234429 172:-1.317853212216411 173:0.413449329155802 174:0.1731929827137598 175:0.3813397664533659 176:-0.9299918617745276 177:-1.446980347523708 178:-2.181720616050277 179:0.9202710558441618 180:-0.8595175333366707 181:-0.3621996116793289 182:-0.7048635078168151 183:1.054771428652479 184:0.8482907662184139 185:-0.9298795466412514 186:1.563549144619615 187:-0.5192145740048539 188:0.5567402511374024 189:0.6750888458364701 190:0.3313881330139443 191:-0.2210218046199946 192:0.4835968465630743 193:1.619774222458755 194:0.2897377229100153 195:0.9504285699683083 196:-0.9154474232676161 197:-0.2215573569473556 198:-0.2368537157399371 199:-2.195715050238393
-1 0:0.6354673508209114 1:1.138401516523287 2:1.320900024048969 3:-0.2577506765845051 4:0.8746392825991007 5:0.2509247475091143 6:-0.4113868406220673 7:0.2141338702607602 8:1.183366723982407 9:-0.8261214503288006 10:-0.798471329144216 11:-1.305674564861512 12:-0.0007135941789086485 13:0.224342011832 14:-1.419864028083426 15:0.1202242567798584 16:-0.8358321086592332 17:-0.5979593409894222 18:1.120343609630122 19:0.5579695872826091 20:0.6535129462312665 21:-0.7480422115815977 22:0.01223319236092515 23:-1.176470336650556 24:-0.5581533678819554 25:0.4328672314239405 26:-0.03980527649727396 27:-0.9914939784362073 28:1.71535292956071 29:0.5759394667527515 30:0.1709106586927997 31:-1.402807348311195 32:0.8459099020951888 33:1.965828038029014 34:-0.1711878521361462 35:-0.8319317933515394 36:-1.617729657861297 37:0.7634063089202046 38:0.4378630295115064 39:0.7550393932958107 40:0.4940242363031954 41:1.46603222047567 42:-0.9942412772283008 43:-1.264767837872337 44:-1.1322756998251 45:-0.9443357903147601 46:-0.5639644680044882 47:0.4239862131624083 48:-0.2793846889620265 49:-1.300497030095846 50:-0.503039754422833 51:-0.9806834748775904 52:0.4306044096445961 53:-1.253030925173382 54:1.454878865539122 55:0.9823115675327186 56:0.8969893536306069 57:0.7122752774794955 58:-0.8395948100063937 59:1.048469226569265 60:0.9684926684782114 61:1.194870308909532 62:0.0151071839166204 63:-0.3612019256945176 64:-1.868398494932209 65:0.8721218673708024 66:0.6004063489427269 67:-0.5255585319538221 68:0.6592216684903782 69:-0.792358925877773 70:0.6046248787693558 71:-1.24406351755937 72:0.3643344594844689 73:1.025422922247939 74:-1.50372184610704 75:-0.6934073665078417 76:-0.02361642531549826 77:-0.4869151115771121 78:1.346557408114932 79:-0.1676694882189494 80:-1.426215136028231 81:-1.618071260328314 82:-1.157780352847036 83:-1.294408277587431 84:-0.7613302725741785 85:0.2933623055377224 86:-0.7428736573682335 87:0.471252050812973 88:-0.2616598564032098 89:0.9246767881276492 90:0.3417351192106831 91:0.9589402475992901 92:1.013290931348907 93:-0.4130344913417621 94:-0.3078948717926056 95:0.3661904420259421 96:-0.364386483125689 97:-0.742755843562165 98:0.7315404231281956 99:-0.9040072612830027 100:0.9594488298818604 101:1.464551106078849 102:-0.1945825630398107 103:0.1031911256082415 104:-0.458974169339696 105:1.379003058430113 106:-0.5756231631652072 107:0.4100385650325303 108:-0.9962940871748872 109:1.749063928674939 110:-0.2397448343844053 111:-0.03869488723503667 112:1.106467092055188 113:-1.483435931643115 114:0.6805702814224573 115:0.3802995231266945 116:0.008525865065439602 117:0.100139840260189 118:2.073577852458305 119:-0.7166888229440518 120:-0.4039102270410853 121:0.9345520988116307 122:-2.236864452841691 123:0.9922758132526056 124:-0.6019923776823322 125:-0.07846592049133702 126:-0.9506712576422987 127:-1.354034469239888 128:1.434956154981281 129:0.8724751738244424 130:-0.4839858454120617 131:-0.7200684387184402 132:-0.01344555637756799 133:-0.8559681075070026 134:-1.153175757337771 135:0.2722055368064308 136:-2.603074957917417 137:0.8990974052681229 138:-1.442069411068695 139:0.553805316328649 140:-0.8032037792437974 141:0.6494438026322999 142:-0.7022384619923833 143:-0.06718210082716014 144:0.924226200087886 145:-1.14398738990558 146:0.03393533418886238 147:-0.8812374970531124 148:0.4101520297679439 149:-0.09012298383843399 150:1.761224751892158 151:-1.153419910751333 152:0.9048963319297985 153:0.3311323004285208 154:-1.432501214602918 155:1.042036139180855 156:0.8464617086268116 157:-0.9538932939789457 158:-1.215681964203377 159:0.6581066577483194 160:-0.204357584503142 161:-1.077277212851222 162:0.2040839427368835 163:0.7355379062398851 164:0.3826976895236807 165:-0.2759795703907718 166:0.5180938320859808 167:-0.5890941352467286 168:0.8380286823657902 169:-2.152080148077824 170:0.6496092251104582 171:1.032098873017016 172:-0.1347824498280422 173:1.231936983702023 174:-0.489436804942612 175:0.5064944567690347 176:2.209722508535261 177:0.520402236440453 178:0.03043807202695498 179:-0.5331131162043402 180:1.856150716770451 181:0.343145292904749 182:0.3357044930902753 183:-0.128951547979735 184:0.04309867716288032 185:-1.159934048709783 186:-0.717488538043066 187:-0.9192194823903131 188:-0.7920175773128888 189:0.3648685326288921 190:-0.5377253032243197 191:-0.3736808877165341 192:-0.3177093761926525 193:1.284612837599924 194:1.278671726188452 195:1.257816515790842 196:0.4622970099668944 197:-1.0276517448555 198:-0.1185763511149946 199:-0.06817469592035559
-1 0:-0.09149246454283573 1:-1.2793498730569 2:-0.9034589290006191 3:-0.2932600586110695 4:-0.04838424875571128 5:-0.9322438971580222 6:0.1389686454289746 7:-0.2270334116870454 8:-0.447176248048319 9:0.03612022069452443 10:0.6256907320442434 11:-1.320738966042974 12:0.604859137518735 13:2.100340190707284 14:-0.1078548324411594 15:-0.3519612340955959 16:-0.2173821057979009 17:-0.06837841258871932 18:0.8812446704673571 19:-0.2716751845367771 20:-2.573616089047754 21:-1.111846060876534 22:-0.6816780953563824 23:0.2079053169749598 24:0.9275338319378603 25:0.5295123698628674 26:-1.1341449272891 27:0.9704503458930908 28:1.443760595057253 29:0.5155225932577512 30:-0.2042509099148245 31:-2.590999126178082 32:-0.6211954417425659 33:2.525842433220056 34:-0.8879526542515463 35:-0.3826510977075512 36:-0.4067093483147097 37:0.435528440346899 38:-1.325910566490053 39:0.06962437024385273 40:-1.591387856425912 41:-0.394786063822542 42:1.135328305810075 43:-0.2578332317864708 44:0.2296338460626998 45:0.682490233157937 46:-0.7080506006707336 47:-1.879182813996098 48:1.635484951659266 49:-0.2211205131305215 50:-0.6915781424928003 51:-1.95284687958261 52:2.491291124019304 53:-1.48193198796658 54:0.649788168950194 55:2.140077658458671 56:-1.338269014848369 57:1.308704689882942 58:-1.243578101001309 59:-1.424439569674293 60:-0.1421982729973184 61:0.1275169384413078 62:1.427087097391005 63:-1.1616331427372 64:0.003978519972153123 65:-0.3257279740354191 66:0.719330516035477 67:-0.2541850884293902 68:-1.333448683182955 69:2.190253173341283 70:0.2354166959218646 71:-0.4401644468089734 72:-1.993922830747075 73:-0.5788788407830305 74:2.139008330868778 75:-0.1673557407169209 76:-0.09746007269037928 77:0.9918077708926526 78:-0.7646997591976953 79:1.404859054311979 80:-0.3901660559605272 81:-0.2121076090201557 82:0.2738811047552565 83:1.557884841543741 84:0.8406106930039843 85:-0.5883881846620129 86:-0.9005265467661314 87:-0.03730927024178205 88:1.316888609198736 89:0.1513423117234403 90:-0.526143338969798 91:0.7914280616161107 92:1.072269280489625 93:-2.06587210780171 94:0.7439418548081805 95:0.7354522327443307 96:0.5626028075407944 97:0.69901093872574 98:-0.3862506336847204 99:0.7148423042851747 100:-0.3992474157857882 101:-1.525657014435527 102:-1.091568673794855 103:1.414058568967667 104:0.6058026962091057 105:1.936359312941628 106:-0.7434984229417797 107:-0.6358744833605767 108:-0.4127161092401028 109:-0.9033791859015184 110:0.2003433041160564 111:-0.2237847785629625 112:1.406907837992704 113:2.037586273521033 114:-0.1668164945678648 115:0.1691157491519624 116:1.102394974343752 117:-1.739292185337382 118:0.7889650080450707 119:-1.491169601484733 120:-0.03989483279654111 121:0.2613012177757542 122:-2.145815054328267 123:-0.6849413930893128 124:0.8510871741841609 125:-1.009861490003864 126:0.1033021404471935 127:1.920391385617557 128:1.499352001697459 129:0.4277197660305188 130:-1.791430553537836 131:0.8668272156216041 132:-0.06482092320608535 133:1.040664974188984 134:-2.561680527997413 135:2.121988667763797 136:0.004705706464230399 137:0.2069959604151699 138:-0.5735332959026271 139:0.77827419744593 140:-0.4219532389084394 141:0.2132922168887432 142:-2.104647999194347 143:0.04074234164407027 144:-1.944688633580932 145:-0.4693987236023449 146:0.000366121489716836 147:-0.7776117005458911 148:-0.6683774882529446 149:1.250973772384643 150:0.07774885587184094 151:0.2630231313179922 152:0.5884022535362206 153:-0.08714017036466261 154:-1.277445209175328 155:0.7898098553480773 156:-0.3380853958150535 157:0.3025205634903249 158:-0.2447075783506362 159:-0.8713655887778547 160:-0.4872280959086273 161:0.7089889700940804 162:0.5734084212919326 163:0.4550417924094884 164:-0.4510412993621772 165:1.334244638125702 166:-0.7303470039475637 167:0.04588802764200694 168:0.6049054091746784 169:-0.3347416055565592 170:0.5839114842613118 171:1.498487545346569 172:1.059055503196617 173:0.1049925781208664 174:-1.413351945298639 175:-0.435552825503996 176:-0.444446583368388 177:-1.109128066038453 178:-0.1068956922621606 179:0.03042072731386857 180:-0.1503483311192033 181:-1.080430466252659 182:-0.5939250350637763 183:0.6219740530482613 184:-0.2455970867609296 185:-0.1688328260835692 186:-1.519391535460988 187:-0.590334753900658 188:0.9956910647294448 189:0.2578858815634335 190:0.04526097512457347 191:-1.354803489875414 192:0.1130026042743247 193:-0.7299692071399712 194:-0.5775549610787618 195:0.5765419166705757 196:0.7869019176061792 197:0.9425474530511795 198:0.08546463707941335 199:-0.4417872425738784
--1 0:0.706286572131726 1:1.416785504964002 2:0.8165989158736867 3:-0.7631030028625804 4:0.024508400097034 5:-0.637863790704028 6:1.907549782504961 7:0.83638327032101 8:0.3671703724635805 9:0.847506815750292 10:2.351350647804536 11:0.8109512562551444 12:-1.238224864384199 13:-2.09490985184848 14:-0.9158041890582994 15:1.232629435685593 16:0.4548071116461098 17:0.02030184263075576 18:1.559835021801178 19:0.8985365458626132 20:1.055590335777739 21:-0.3761619460058164 22:-0.4142017689505342 23:0.04719960279056976 24:0.7394017730930698 25:-0.03180468561998179 26:0.8826760790475601 27:0.3476440523936973 28:0.530443386439187 29:-1.055930853373048 30:-1.127950629878836 31:-0.3081514636698823 32:1.18807859733541 33:-1.529619086120526 34:-0.2779621097290573 35:-0.7765764090769464 36:-0.1116578740006217 37:-0.3487253400575587 38:1.270274188024522 39:0.07570114095703401 40:-0.884146632541964 41:-0.9835624638884751 42:-1.061237104478058 43:-1.314096682277557 44:0.2659053137877717 45:-1.445221755945995 46:-0.516373702872103 47:1.60349852811419 48:-0.7014923350320662 49:0.5604302689122769 50:0.1849345216778362 51:0.9804831657182135 52:0.6211644888394728 53:-0.2439715621833776 54:-0.4557407886376926 55:1.070951594488513 56:1.457449693369959 57:1.098667565253386 58:0.4431683999043614 59:-1.173097855981967 60:-0.1569266859240105 61:-0.4148775254278124 62:-1.117467205680035 63:-0.7293218583100627 64:0.6956113671372047 65:-1.800086007432741 66:-0.7266238540851371 67:-1.022383507617605 68:0.5715970049403162 69:-0.3256862290890235 70:-0.4343569169999454 71:-1.607795008723377 72:-0.1461956281663989 73:-0.06674665692523307 74:-0.5071555619525447 75:2.224595644357165 76:-1.786698132619836 77:2.277237159214985 78:-0.002124013462322225 79:0.9049499517482957 80:0.1511983874623443 81:-0.1454876112699511 82:-2.253515889475472 83:-0.3464360644662638 84:0.4476144070193802 85:-2.047630474650621 86:-0.7778751553390982 87:1.496773374065632 88:-0.8535702533875725 89:1.851570396977444 90:-1.183813124177042 91:0.5504794028150493 92:-0.6101967128331629 93:-0.3408116499479047 94:-0.1179860780889833 95:1.390475057539433 96:0.217501397257706 97:-1.381665921672116 98:0.6945307510289134 99:-0.6263593251898647 100:0.8095214050359222 101:-0.313811268122323 102:2.164706058450375 103:-0.6498042522508169 104:-0.3322347584129449 105:0.7754893208381691 106:-0.4750472306857121 107:-0.06873224804908969 108:1.76359988218057 109:-0.09685399688881073 110:0.454337229179584 111:-0.03700375072696844 112:-0.6304557143836115 113:-2.094415452054647 114:0.4171178679875996 115:-0.01235070610558432 116:-0.1346858140524696 117:-0.2183892307355953 118:0.397569208648324 119:1.235494702893983 120:0.6914798012210457 121:1.135527619882998 122:1.038940416899774 123:0.2034766895668444 124:-0.5522345576669792 125:-0.9068848620867332 126:0.1227167670766506 127:1.413165693895374 128:-0.7518767009900669 129:-0.1414225711527643 130:-0.3043380000938183 131:-0.3954446542830163 132:-0.7676749589307208 133:-0.8644555269142571 134:-0.04424922327191976 135:-0.6641355159321918 136:-0.9481876924426429 137:-1.002322383185446 138:-0.4833838202794081 139:-0.6276543433026304 140:0.3731140136081291 141:-0.5688331765911031 142:-0.1883106885003309 143:0.7666082578635511 144:0.6842397782358302 145:-0.9227271150856392 146:-0.294564958840537 147:-1.032166477871953 148:2.143913466138732 149:-1.007290085144 150:0.9646054114749352 151:-0.2710366071248857 152:-1.719884944491749 153:1.54162423937568 154:0.4588042581822723 155:2.336118410387297 156:1.081616247436825 157:0.8984420743340658 158:0.421892965462992 159:0.2434767445148632 160:1.193253442994579 161:0.3315517184183939 162:0.104393937025158 163:0.9513860606313055 164:-1.17468504835386 165:1.575227745539339 166:-0.5165778147792688 167:0.4486398725767106 168:-0.4902364273596986 169:-0.6070467142288215 170:-0.4704160826916649 171:-0.4345974970152902 172:-0.3290056627782733 173:-0.7173929728961088 174:0.4645124537511816 175:0.6401564097906886 176:-0.7630731474501737 177:0.9542927473240741 178:-0.2396958792689124 179:0.4282865036639754 180:0.2442731269910106 181:1.581670464963547 182:0.153990356100802 183:0.3482662079960092 184:0.4398133261547494 185:-0.3029959012556968 186:0.4910180882369378 187:-1.682499925282374 188:-0.4751910596544445 189:-0.9432463122628422 190:-0.4936549060148167 191:1.141912933144207 192:2.699776845548961 193:-2.198144989186972 194:0.2368293591104025 195:-1.331602756180871 196:0.2777506154919217 197:-0.376960411867219 198:-0.8352381270743783 199:1.650267402646753
-1 0:0.1022216094988104 1:-1.646161184500617 2:0.8019005436470914 3:0.5199353295636371 4:1.354144321114388 5:0.6852237231799926 6:-0.9930685459919445 7:2.131594083967606 8:-0.7030982466758905 9:-0.1137971828497403 10:0.4960434322042508 11:0.7927889270688595 12:-0.3886097705842679 13:-0.8685182010524313 14:-0.760771615813452 15:0.22412013138349 16:1.278120149485571 17:1.047366219283367 18:0.9274764186368114 19:-1.039658263400434 20:0.318034512482688 21:0.52475628769202 22:0.119243433046159 23:0.03662728993341956 24:1.200651903935518 25:0.2786630559597403 26:0.4749941589310746 27:-0.997755580856428 28:0.3510251189075647 29:-0.3836391063155395 30:-1.602396256335308 31:-2.166769897407416 32:0.5368648301025569 33:1.132605926919447 34:0.5311106274696907 35:1.42351531351874 36:0.7903742411129672 37:0.2472697667348296 38:-2.009453232193726 39:0.06703834709532976 40:0.2862239660562936 41:0.4182767223459216 42:0.8311373656299623 43:-0.3090294393315904 44:0.573875028781769 45:-0.6560021448891344 46:2.205443472183173 47:1.904410930604512 48:-0.3785573427706994 49:1.807505347815431 50:0.1075239421548694 51:0.9392526010983412 52:0.3072940111397615 53:0.8823008915179399 54:0.3774240266265098 55:0.1237339857515144 56:-1.039657188374 57:1.757318989692479 58:-0.1144915839609633 59:0.1452588113763749 60:0.4741503871916695 61:0.1427528167316408 62:0.5547532132661301 63:1.223040332583711 64:-0.5531871005698146 65:1.726767042433421 66:-0.2492245958024666 67:1.280245812197658 68:-1.240838647309863 69:-0.869481882076045 70:-2.13729729653403 71:0.7520013774080033 72:1.031727219725587 73:-1.879090083282931 74:0.3595302381378096 75:1.266414715514502 76:-0.9120007513262419 77:-0.9142281760779601 78:-0.425250156083188 79:1.033070648972793 80:0.07389621772745983 81:-1.987617717499625 82:0.3662826664062819 83:1.39247916424377 84:-0.03968018377701076 85:0.4278903705452393 86:0.07959995506899219 87:-0.5169681770687805 88:0.6986132358335524 89:-0.1265540050944336 90:-0.9292061740774966 91:-0.8888434862292309 92:1.766658694007724 93:0.534867732464531 94:1.075022522465535 95:0.8930295378896417 96:1.505759232598957 97:-1.036493410779301 98:1.256452396114956 99:-0.7605042319642707 100:-1.454850290434814 101:-0.1365721163258372 102:1.592507032377847 103:0.6420244865787619 104:0.3597733505267681 105:-1.013218216147011 106:-1.121214152050404 107:1.919165511074132 108:-1.077488090988783 109:0.05167611413500988 110:-1.259579247000282 111:-0.2383889893304668 112:1.902757842106668 113:-0.7531652337573005 114:-0.9180359197876196 115:-1.172311600111312 116:1.310625232876382 117:2.344020004951147 118:-0.6004214617641662 119:0.7429222989071994 120:-2.010229585402026 121:-0.3095319322095481 122:-1.642087027635219 123:0.4887496423789164 124:1.763687098981747 125:0.8769645503200291 126:0.2041492218638057 127:1.520297819211671 128:-0.2577988096103155 129:1.8034775570817 130:-0.1597955793514466 131:0.9923956337193471 132:1.170067105341299 133:-0.4952466902326508 134:-0.2157353879463702 135:0.3103806596468724 136:-1.318853088104045 137:-0.100881717973951 138:0.1232013277106486 139:-0.9752301094429523 140:-0.2226435618546793 141:-0.03803978665325587 142:1.390662852977615 143:-0.6433747075099003 144:0.4349019009516201 145:1.613767780069814 146:1.356089618848938 147:0.2276454645148345 148:-0.3381449112377651 149:-0.4777292262426014 150:0.1741929559639802 151:0.1592077778620704 152:0.1951681771277849 153:-0.5000567345861225 154:0.08054097217025526 155:0.5532955748077443 156:0.1218720773958504 157:-0.3405244797282983 158:0.4748789943397231 159:0.4302153451259879 160:0.2858749503452427 161:-0.3015537768560032 162:0.109047951617669 163:0.2397632084004246 164:-1.630701523455663 165:0.9001119467775699 166:1.452897710407017 167:-1.952301554227061 168:-1.518774893599326 169:1.845390454591969 170:-1.143306070734789 171:0.04291948555869524 172:-0.7433899561123157 173:-1.339646708817481 174:1.434277295003434 175:0.1799215321987548 176:-0.4479637643313606 177:-0.5633848378335805 178:-1.316182664551445 179:2.578258269719618 180:-0.3904139739501039 181:0.3433811037591274 182:-0.4682614756627164 183:-0.4794066622284676 184:-0.6710093088075363 185:0.2323932129511757 186:1.111368451155014 187:-0.4261085397183927 188:-0.1237838734028231 189:0.8672477386195904 190:-0.3217411167036806 191:1.456913639735512 192:1.66078956914681 193:-0.701221876207812 194:0.2593019613243225 195:1.296858905287785 196:0.8195522961152915 197:0.8685513190957665 198:1.274171561127359 199:0.01872242407073296
--1 0:-1.926560920052537 1:-0.3425743555569857 2:0.3264019684794063 3:-0.0876240332520906 4:-0.552391720071762 5:0.6074724310204456 6:-0.4971092722593445 7:0.272376180066444 8:0.2742690708254579 9:-0.5251772110856585 10:0.328534119716926 11:0.06840463376638874 12:0.3103128209794431 13:1.661572418930741 14:-0.6576831318501402 15:-0.661432241805707 16:1.073630949793408 17:-0.912477687351343 18:0.5414934871807531 19:-0.426642799306417 20:-0.7015265262791732 21:-1.929744138792334 22:0.02540631880099979 23:0.3201786023400518 24:2.206966522614077 25:1.779201883432688 26:-0.8521128598584388 27:0.3633618934833202 28:-0.2977571862152177 29:0.5836909762575266 30:-1.3870390861619 31:-2.590745806194694 32:0.1650323741702759 33:0.719994200755894 34:1.122486956023679 35:0.9271722596212045 36:-1.148663751894186 37:1.248365998184013 38:-0.5676007820997199 39:0.1838670029310619 40:0.8406828363784609 41:-0.07624226084153596 42:1.03110081255668 43:0.2831379432883539 44:-0.8968523272240164 45:-1.494214218370528 46:-0.8471032100462611 47:-1.957674823390377 48:-1.490383535996792 49:0.4486782242964873 50:-1.081654019875843 51:1.945359144683056 52:-0.0380884333027143 53:-0.08205099677034966 54:0.1471789410046732 55:-0.5636679045033812 56:1.253436795215647 57:-0.1274823122394367 58:0.2138966209809509 59:-0.4821122274237486 60:0.1431901903217598 61:-0.08406276565538069 62:0.2200538803580063 63:0.6903358790051977 64:0.4794321631462466 65:-1.543538891693315 66:1.390029001639138 67:-0.7765615707922742 68:0.02972158224285211 69:-0.6874674607885862 70:1.390219692120314 71:0.8309285937502787 72:0.07877803119568853 73:0.6054741208542768 74:0.425732586342734 75:0.8143267185999465 76:2.371736455455721 77:0.4650982624330675 78:1.601635864422022 79:1.275149391722243 80:1.257674689076896 81:-0.1082657841885964 82:1.434165183153897 83:-0.9030875395085972 84:-1.751158115003718 85:1.312819102350966 86:0.323063266289123 87:-0.8422968545483418 88:-1.023416451185764 89:-0.5500613920603062 90:0.7676957963013822 91:-0.8150957920023701 92:1.359237478599029 93:0.5145767920578411 94:0.5340512871158924 95:0.8437992763171125 96:0.86926584595339 97:0.1757269025853043 98:-0.4554030882961833 99:-0.685544753110741 100:-1.148008286734005 101:1.755617504834791 102:0.3179453535691283 103:-0.9201324911169978 104:0.8071176964015149 105:-0.674904680006116 106:-0.5100930620489601 107:-1.685596680121052 108:1.066882288074741 109:0.9550053328563598 110:1.199539070803311 111:-0.449052491239291 112:0.747611650360694 113:0.6688179311408605 114:0.9534605811757512 115:-0.7467239936716445 116:-0.07308424426360755 117:0.7042627219425989 118:-1.320588800847141 119:0.9580448251164215 120:-0.3378661314911507 121:-0.04410527968468757 122:-0.02932701822573233 123:1.117950364560105 124:2.028974692502984 125:-0.4493789970363996 126:-0.959172047837815 127:-0.222322958980107 128:-0.6610426631339731 129:-1.329871534810725 130:-1.894534294552148 131:-0.717713355891808 132:-0.443771336875101 133:-0.8830199225987783 134:0.621232315285006 135:-0.3696304473702402 136:-1.92813138162146 137:-2.202909469894307 138:1.049235347626541 139:0.1068880490090785 140:0.03525252487469749 141:-1.236951110555446 142:-0.5137847779760371 143:-0.6584336339381553 144:0.2902506663900868 145:-0.5282898152730169 146:-0.2837896937767028 147:-0.2395565145311537 148:0.79156089768145 149:0.2031271185568842 150:1.107912444178275 151:0.5229951945806867 152:-0.564546020447221 153:-1.316475908616008 154:0.02639209839221273 155:-1.759276703109555 156:-0.2034265935185401 157:0.6610274537210759 158:-0.5229529000151334 159:0.4905489773391403 160:1.427171863194567 161:-0.8409771880999155 162:0.5732936826601884 163:1.615343014573671 164:-0.4229471670029385 165:-0.152083102942709 166:-0.4432464950842285 167:-0.05271620608058379 168:-0.1287181289914187 169:1.252193504493865 170:-0.06009238715345522 171:-0.5809654964088411 172:1.410836100305614 173:-0.1614706975041783 174:0.6095772237880226 175:-1.431793772220933 176:0.4286400073976533 177:-0.5149841210802362 178:-1.08942009774019 179:-0.09299198827667426 180:1.129719189060233 181:-1.708035588911374 182:0.1849434017092977 183:-0.1971385122894145 184:1.00738193525999 185:0.5160972316738317 186:-1.503060089911499 187:-1.214155825527427 188:1.103142972764458 189:0.6051863649963412 190:-0.5557301477263372 191:0.2379739125734862 192:-1.469186579229107 193:-0.78120418279517 194:0.2434837670198953 195:1.17029090726967 196:0.563596053113204 197:0.2179064709889962 198:1.411613881476722 199:-0.523458657092156
-1 0:-1.252449755869292 1:-2.620890645105739 2:0.03343851560024802 3:1.009310406770682 4:0.03105182370557581 5:-0.6983518187454336 6:0.4847168206038291 7:0.9742798332188416 8:-3.156371064252811 9:-0.4794295997814619 10:-0.4933460828522491 11:1.035150186588632 12:0.9623257573153005 13:0.6757478486870871 14:0.7638876740203865 15:0.2256110254975992 16:-2.887372808999119 17:-1.223664794541372 18:-0.01993660395184508 19:0.4561163480425477 20:-0.4767948195801591 21:-1.297270712045103 22:1.144178711126708 23:-0.3928181047303905 24:0.3670930977656234 25:0.1244241475599998 26:0.7362148775933468 27:0.4148402477632078 28:0.06436033009486125 29:1.791771973873272 30:-0.8748218632856379 31:-0.358218473327625 32:-0.4284890243062639 33:0.4036860376473801 34:-0.7860483352519717 35:-1.468498460558352 36:-1.150670017818563 37:2.254047662507647 38:-0.09108539284328665 39:-0.1138544504975897 40:-1.771653324972104 41:-1.351211869731252 42:-1.761590572864364 43:-2.057637533927623 44:1.99813551269601 45:-0.5842212580934272 46:0.563587589587386 47:1.018131309126176 48:-1.2175380864036 49:-1.14692231175289 50:-0.4124814812967006 51:0.2655978689182759 52:-0.8824530547423682 53:0.2346445379132108 54:-0.1197410557688739 55:0.3062272721671723 56:-0.9329436726101797 57:1.004044369569463 58:1.549229616934958 59:2.170362373032504 60:0.1145834852869889 61:0.8167237451922474 62:-0.5789813154189172 63:1.341100953201013 64:-0.1089802439664043 65:-0.3228313829452031 66:0.9068684085353295 67:-0.5507942606970173 68:0.5485082061017937 69:-0.5071585786767457 70:-1.183190011742258 71:0.6983146435943203 72:0.798723168035021 73:-0.2917763486263409 74:0.7640606319925743 75:0.180193977699876 76:-0.3304549142939043 77:2.013309288570041 78:-1.047626252724574 79:0.1619801600332862 80:1.077821783523297 81:-1.140270482972141 82:-2.751230003634014 83:-1.443073309070556 84:-0.3365687140371871 85:-0.4937068739839837 86:-0.7051282697769129 87:-0.2761543742239287 88:-0.2062892740085076 89:0.5585467789329537 90:0.3282513086541886 91:0.2117650561133577 92:1.217864172375985 93:-1.832968220954246 94:0.01191769391465628 95:-1.49135439998757 96:0.3700083856935351 97:1.528577774047944 98:-0.4030639820891717 99:-0.4172114006304581 100:-0.2563216304558484 101:-1.172549840587162 102:-1.186654125430277 103:1.424642463790661 104:-0.2261486404222423 105:-0.09234225694628148 106:0.275419519802502 107:1.286870312533425 108:-0.231894839010793 109:-0.2064718754211683 110:-1.412282457368935 111:0.1729500595260201 112:-1.464747549889462 113:-0.1162949762746861 114:-0.214674934021613 115:-0.9798790974180975 116:1.995192503156918 117:-0.7993851565483002 118:-0.5338748870981549 119:0.6730699380904666 120:-0.3250385346302525 121:-0.374322860314529 122:0.7232243267742323 123:0.06857030616277485 124:1.049964482899749 125:0.08381043868417361 126:-2.67383827547052 127:-1.814009502324252 128:-1.406667187132067 129:0.9431396483393798 130:-0.2346094124023716 131:-1.512288345987143 132:0.9968326065970222 133:0.05643257679537362 134:-1.498595741058155 135:-0.07601545642374563 136:-1.391322130578326 137:1.432441351815208 138:-0.4804049069214001 139:-0.1229694361069962 140:-0.19554357076191 141:-2.723972696960001 142:-0.6595628696393291 143:1.23511553284694 144:-0.5919689637026752 145:0.7677841546778433 146:0.1322275374584386 147:0.3875485912674139 148:0.6344125237974558 149:-0.1841559801416657 150:-0.3613381137826703 151:-0.6446084700613172 152:-0.8279730403223617 153:0.1852695166278674 154:-1.171279891778976 155:0.7086663758755737 156:2.525707759270252 157:-1.319624525641462 158:0.5156124590767811 159:1.317069791405523 160:1.343634649476504 161:-0.6894657330977405 162:1.07704775609825 163:-0.04617896268251848 164:0.6079217613250693 165:-0.1411813086079005 166:-0.154302666934391 167:0.5964860565472039 168:-0.05555246697153374 169:1.628048538152239 170:-0.8336600215044573 171:1.243271973259895 172:-0.02549474773938903 173:0.4782974607550559 174:-1.202905176087592 175:-0.341230024311232 176:0.4230618183312304 177:-0.1243446616856791 178:0.4536572827425063 179:-0.03567598408661325 180:-0.04353780639215067 181:-0.1821386526606519 182:0.6296232828851471 183:2.294777818229802 184:-1.617427563612553 185:1.50796311327242 186:0.8662398794132582 187:0.3560797676987048 188:-0.6303316498175044 189:0.6197562767736094 190:0.3710722609158699 191:-0.3060123361426759 192:-0.05554409210368903 193:1.059524296689872 194:-2.111086947187117 195:0.628080844147876 196:0.2735604790640758 197:0.04456345544512816 198:0.3521817021862835 199:-0.2875447983959516
-1 0:1.102820241449268 1:-0.2568587531611941 2:0.393478662256813 3:0.6016772291566611 4:0.03276155422580695 5:-0.9075745998024211 6:0.08730415885829602 7:1.210083245169361 8:0.5770736497426755 9:0.3648746623745425 10:-1.638148172336983 11:1.229250359756102 12:-0.2509532647600565 13:0.430635526519373 14:-0.2450364877915324 15:-0.7439950614854711 16:-0.5358408076944428 17:0.2669848417093425 18:-0.1325576858512676 19:-0.2336141544923897 20:-0.2465183258423356 21:1.186287567224366 22:-0.1474156709519294 23:0.2577604656934165 24:0.3199362172973537 25:1.701541725306742 26:-1.701184917845998 27:0.9848540409284002 28:1.086674717126074 29:1.794684615983535 30:-1.671068966498975 31:0.611961643670243 32:0.2684060056521286 33:-2.073731399736356 34:1.192832156155865 35:0.2686615254811206 36:-0.1029374886644342 37:0.2699400339180946 38:0.2812400271270903 39:0.6177136392540483 40:1.273619121750942 41:-1.016493346293656 42:0.04832165371444908 43:0.6944526908246192 44:-0.7539748380190544 45:-0.1891053495629168 46:-1.588546215200136 47:-0.5354094778677885 48:0.05704503263798075 49:-0.1058472421302262 50:-0.954803960173671 51:-0.02536197653218088 52:-1.113902351457281 53:-1.398168701829993 54:1.951827775207676 55:-0.3624921673829508 56:0.6928813987602117 57:-2.135155723231323 58:0.6189411607603956 59:-0.3932522256855027 60:-0.7728249117377533 61:0.4142217438874338 62:0.958236827331172 63:0.915451464860395 64:-1.589507901773238 65:0.7771649249458187 66:0.2158642849974969 67:1.508647351672782 68:-0.07224530617306296 69:0.1616616671768487 70:-0.9579115582247217 71:0.9816459968107519 72:0.8546312612416871 73:0.009556106191687719 74:0.768988200882427 75:0.09095310832364339 76:1.359980332816373 77:-0.2066596673631587 78:0.003707878785883617 79:-1.711113660974988 80:0.8004285405652144 81:-3.031383774393881e-05 82:1.188919439089871 83:0.254587259025398 84:0.3524822380959424 85:-0.3015393221199643 86:0.05154339621963217 87:1.566520850384599 88:-0.06089468722619986 89:0.0662348254303116 90:-0.613406998701515 91:0.676384290634789 92:-1.511703361780087 93:-0.180973240262433 94:-1.306094728185914 95:0.1958671338340237 96:0.9371635318068791 97:2.026263709436054 98:0.3673766133561436 99:-1.289049202940475 100:-1.334996396700726 101:1.340072425868098 102:-0.4581930502594672 103:0.01788617256662507 104:0.8789741569007277 105:1.227410514477951 106:-0.492423547282639 107:-0.3124245380494027 108:-0.2969696784865642 109:0.4580201143471204 110:-0.008563772422225543 111:0.5847664709653787 112:-0.9719735420149502 113:0.01504943951012226 114:1.074105614527193 115:-0.1674544425573675 116:0.1057201749748225 117:1.966739653464139 118:1.174036396684198 119:0.6073277493609262 120:0.3403684130470927 121:1.837632637286913 122:-0.4756651220731456 123:1.345137803134371 124:-0.2500874626160464 125:0.3131518157206192 126:-1.451046766807433 127:-0.04151955659021862 128:0.3350168331884817 129:0.3141119870045092 130:0.6161561704592858 131:0.6337811533443063 132:0.5069439193757295 133:-1.53927552479013 134:-1.361136601776405 135:0.2873416077299952 136:-0.8234977569150096 137:2.183163614892371 138:-0.0292011769766102 139:-0.04096535104771617 140:-0.03388808378516523 141:0.4486428442211222 142:0.494754502037237 143:2.01088558648456 144:0.1307725551698023 145:-0.03328709374115082 146:-1.052372401215595 147:-1.310484801921251 148:-2.185882458087735 149:-0.5748610466206147 150:0.02826800643921679 151:-0.0275828822717194 152:2.270010597307357 153:-1.057460098953802 154:-1.20024670559467 155:1.334203501906321 156:1.897582632804318 157:-0.5371031112037907 158:-1.7263515228666 159:1.320792412830153 160:0.2925121843056403 161:2.235978016186933 162:0.3786740451009129 163:-0.750731678354951 164:0.5636476719852115 165:-2.311982076051306 166:-0.3641780111012844 167:1.098863192804617 168:0.4281747528287962 169:-0.6556092228814294 170:-0.4509385195542047 171:-1.048295354756997 172:0.9072669355872081 173:-0.0706462665841993 174:0.0485285201178601 175:-0.660086513445059 176:0.181891187031998 177:-0.6951104679428396 178:-0.789481047382927 179:-0.7106801020760211 180:-1.985769431722586 181:0.04035486416783661 182:-0.7522204198738844 183:0.7831442309807863 184:-0.6577546083418202 185:0.1260446584106512 186:1.712944922081753 187:1.244282857025241 188:1.584283605890012 189:1.247423426119594 190:-0.3430549631267039 191:0.2635864989856896 192:0.4637190535158816 193:0.701190586460552 194:-0.6735471544266595 195:-0.31606572972369 196:0.371041869491355 197:0.062978824578604 198:0.6378342019259462 199:-0.3045224985487294
-1 0:-0.4645904960986882 1:0.4074560395823305 2:-0.8919516140967184 3:-0.9834864617468798 4:-1.204223593517058 5:0.005920335907415643 6:0.897475391152208 7:0.7221831855381545 8:-0.9107016190338897 9:-1.039158027030421 10:-1.018233134874891 11:-1.495647417634233 12:0.2245617110485177 13:-0.8968460362417106 14:2.51643847281579 15:1.353296278558938 16:0.5734385156136763 17:-0.268137519474042 18:-0.4715355044167096 19:-0.2270495775334653 20:-0.6883995114072285 21:0.2458728504439374 22:0.2239658953612342 23:-0.2139885702256552 24:0.5017979535405018 25:0.7537790076213174 26:0.7343035054129191 27:0.4768068223461988 28:-0.0743647335087753 29:-0.6181151223500966 30:0.3237884994886167 31:0.1671410867683227 32:0.3101245586872669 33:0.4568133047792947 34:-0.336209348288427 35:-1.862974189065307 36:0.1014453541653175 37:0.9470303880189487 38:1.263679223260235 39:1.719947328612098 40:0.2457818650333563 41:0.2659744364317913 42:-0.6123204871265857 43:0.286291960289099 44:0.535657199670597 45:0.6704266113359514 46:0.07216411801944288 47:-1.619473932886902 48:-0.9080761087075595 49:0.05400782392354229 50:-1.348972904629276 51:-0.3597493626104782 52:-1.289590855435489 53:-0.245510425374066 54:0.02593931893925519 55:1.352652729055437 56:0.7769433395333342 57:1.291605168585782 58:1.246185515665455 59:0.4375945016496469 60:0.664597704786916 61:0.7116471994350784 62:0.5501753339113735 63:-1.087032106809481 64:-1.533007876983178 65:0.8124472342438586 66:1.597364697530017 67:-0.7242985036161307 68:-0.4257602443960747 69:2.105444008390136 70:0.7819040091355727 71:1.894798569012305 72:-0.3360356141600098 73:-0.1917905191506246 74:-2.520067483756633 75:-0.9549194159567793 76:0.637492656918226 77:0.9717828881038982 78:0.4573071555953129 79:1.257921868800759 80:-0.3332146887466986 81:0.5622131855366967 82:0.934327844547052 83:-0.03097236053146616 84:0.04809719304050892 85:0.6510587626990438 86:0.2187733729371508 87:-0.1319164033745031 88:0.2742717073387364 89:0.9623817906146157 90:0.490482562031599 91:1.445492035671693 92:1.171842260521588 93:-0.1512453725761882 94:-0.9505125577205444 95:0.5140432230691709 96:-1.187791653242908 97:2.239881800271852 98:-0.7929129867194173 99:-0.4070968055680728 100:-1.678047729519579 101:0.7124982831031004 102:-0.7505921797810974 103:0.5877312876614346 104:-1.246461622208503 105:-0.6115917490583639 106:-0.7797504134033311 107:-0.4213675841392744 108:0.6592499494105022 109:0.08725352931800837 110:-0.8247122367955759 111:-0.7851902284162604 112:0.1567604115956051 113:0.1377117446119076 114:-0.547943902559156 115:-0.5400377389013027 116:-0.8346823948747579 117:-1.338178529637869 118:-0.2582259991087471 119:0.1082136606401835 120:0.03388942659349142 121:-0.5116166813633025 122:0.04553820824206952 123:1.16968534548438 124:0.2041829706149358 125:-1.993304998737001 126:-1.023135592334661 127:1.16085491179806 128:0.428636120854429 129:-0.4512972884885375 130:-0.1438222194134404 131:0.9700929123573657 132:0.8472150756483028 133:1.325779124947702 134:0.2873136351543836 135:0.350750539203666 136:-0.7526692899484723 137:0.8558507897808361 138:-0.07434304566946233 139:1.015620308192936 140:-0.2443623940629186 141:0.8001722276450633 142:1.189860987373501 143:-1.424899902361977 144:-0.4462971273701645 145:-0.5349550241468224 146:-0.5186684697743625 147:1.315975619698718 148:1.809607975499974 149:0.1119376766724036 150:0.8310637173366243 151:-0.1019755931033807 152:0.1223676421266569 153:-0.121299712129413 154:-0.4031309502851717 155:-0.8066266663939073 156:-1.575292155729533 157:-0.5335566672123991 158:0.431483891139654 159:0.1481244034119226 160:2.057110933953618 161:0.4454590971020571 162:0.2248488671048896 163:0.06494816365662118 164:0.1391864224377338 165:1.051238293891033 166:0.8566096783496727 167:-1.414574561676459 168:-1.803270228102408 169:1.255596494535221 170:-0.7638828285157434 171:-1.717609798138527 172:0.2493577702454776 173:1.733240039559485 174:0.9953592445059805 175:0.8012750595630121 176:0.6547644068626602 177:-0.06721677238412145 178:0.3889286416158813 179:2.978342396144553 180:0.3181686538349526 181:0.7416542921399167 182:-0.52854022059803 183:1.153913138310269 184:1.713252475476213 185:-1.020383227432916 186:0.2105028520747198 187:0.02071340366198112 188:-2.356883045727244 189:-0.1192522437589102 190:0.0633725993680959 191:-0.919114371321779 192:0.08278772945966482 193:0.7144031394568227 194:0.1324652748182128 195:0.1759023031978457 196:-2.086340189029007 197:2.019520449167552 198:0.2569489533367054 199:-1.327851495438297
--1 0:1.070874835736809 1:0.505710771284107 2:1.097429215062771 3:-0.5785112973525741 4:-0.3706918153045195 5:0.1177711928656229 6:-0.8896001973228785 7:1.567641344732343 8:-0.7844436785648976 9:1.023774524943923 10:0.6392793515543689 11:-0.1499242257414869 12:0.1480657259169334 13:0.7135089328896491 14:-0.08701485026988746 15:-1.428173045180734 16:-0.555248940514075 17:0.2558763267777918 18:-0.8618027030943383 19:0.8290524934720163 20:-1.805246865063685 21:0.7475895030046755 22:-1.202535293464969 23:0.3726531404719116 24:-1.667937224460877 25:-2.280091537988642 26:-0.7239791130576831 27:-0.2984321223862267 28:0.355215514877756 29:0.2797047413734907 30:-0.05771603756823847 31:1.072002268205237 32:0.2792945648745057 33:0.9406345918509376 34:-0.4270053653428973 35:0.2016171289462733 36:1.179603928164187 37:-1.049800370058188 38:0.04786151386685126 39:-0.1560180916792558 40:0.5648796597136835 41:-0.3467448766638577 42:-0.7893677373810446 43:-0.5085024298608201 44:-0.956123661459505 45:-0.8501711897161276 46:0.01285738180001607 47:0.07463392650099877 48:0.1474282002055285 49:0.8417832150454424 50:1.164305064382251 51:0.6565912117545782 52:0.6726948786035393 53:-1.140614701573631 54:0.5893172232311129 55:-1.405829097110948 56:1.934955418798968 57:-1.299524646211307 58:-0.1261053564864614 59:-1.541368806624483 60:0.2371366212319842 61:-0.3808754213066303 62:-0.6588061036710923 63:-0.0114150464302329 64:0.5167774669652541 65:-0.5204276771433941 66:0.8132020459801247 67:-0.3234493302399246 68:-1.52498793464209 69:-0.0688830182993668 70:-0.1891744313398036 71:-0.06336024277140376 72:0.6380864271721589 73:-1.798225275522083 74:-0.1411399620388124 75:0.7600053275091736 76:0.8716604347458804 77:-0.9749267340508663 78:-0.3188984462580588 79:-0.9140752421816468 80:0.727714827350002 81:-0.6267211774297337 82:0.4076240982541134 83:-1.756436750524029 84:0.9357577479190544 85:-0.7024603343064653 86:-0.5325625850693442 87:-0.7719296055962577 88:1.748392579224941 89:-1.03172422597091 90:-0.2800535114368504 91:-1.128578744063588 92:0.2902526146497208 93:-1.184037896751903 94:0.4323316670832719 95:-0.6051795131690118 96:1.793306243823432 97:0.8426563684587831 98:-0.5977497224814889 99:-0.06074335464458075 100:-1.793882053509572 101:-0.2676179657996642 102:1.046163502657371 103:0.7961158822880627 104:-1.837554191254806 105:-0.6943319577260475 106:0.2838266759623413 107:1.110827666105094 108:-0.631743862885093 109:-0.06949285565268939 110:-1.412977024836582 111:-0.01294335682188731 112:-0.9257492028472116 113:0.2829950919714364 114:-0.8698634688310107 115:-0.08854392863823417 116:-0.4836968694663899 117:1.025826359097809 118:-0.5814065340800487 119:1.41724944404675 120:-0.6290684099008962 121:-1.765823266258406 122:-0.7477461031224688 123:-0.2593309097027057 124:0.576248895614127 125:1.026517198255946 126:0.6584169196536194 127:0.2778425186864358 128:-0.958803902902452 129:0.2810524453797532 130:0.4314684430443019 131:-0.09123122640661224 132:-1.855288287782815 133:0.5681919113950089 134:-2.801650882415923 135:0.31402478829747 136:-1.275206711241706 137:-1.154733274351363 138:-0.9701572757813171 139:-0.3998857019112038 140:1.425554075843785 141:-0.4775204251463613 142:-0.310759667935516 143:-0.503384746688302 144:0.3162785496554397 145:-0.5912092680652125 146:-1.868445745301281 147:1.300396432668026 148:-0.1713793930625317 149:0.6257584933900671 150:1.774441366714968 151:0.9215409086415777 152:-0.9186715903043753 153:-1.10609694805054 154:-0.1554576597428 155:-0.4615247062524706 156:1.895908469306191 157:-0.6060412351389689 158:0.5319799519527921 159:-1.369377689599536 160:1.436928128253589 161:2.178942042391069 162:0.6559842126835304 163:0.7706622697179041 164:0.6060766859407318 165:0.1689794822191404 166:-0.1340126500040474 167:-1.079765953519685 168:0.01121726556575022 169:-1.840764055778752 170:0.2734226953700888 171:-0.036122509588135 172:-0.1677698874517606 173:1.589216294697871 174:0.4230135852981581 175:-0.2148085504403168 176:-1.595267737143239 177:-0.05748146346760581 178:0.3085187877998125 179:1.382991643823527 180:1.115626079881435 181:1.641942127222553 182:-1.424293600527951 183:0.574013109399523 184:0.4642534999451414 185:-0.0728719290501401 186:1.18526891846102 187:0.5848615715366587 188:0.5613456835003948 189:0.127685974824428 190:-0.200013334936838 191:-0.2421078448542303 192:-1.414302796966129 193:2.046877398747318 194:-0.6698033260093106 195:0.6247042951308884 196:1.03940054872659 197:1.794013336451243 198:-1.037683823450243 199:0.9085418690483078
-1 0:-0.7806386077609814 1:1.185102862778566 2:0.2076444937686108 3:-0.7425335300074717 4:-1.745979108533179 5:-1.491600952014271 6:-0.1602181144136184 7:1.348849479178541 8:0.2421919754158139 9:-2.107301610186828 10:-0.832683547666272 11:0.7031553594542934 12:0.763234885679882 13:-0.8971219303237388 14:0.8189522217299504 15:-0.6851888051384215 16:0.7885342299765983 17:1.916804298718936 18:0.7119102877683243 19:2.398881021603612 20:-0.1075097606481417 21:-1.463737130548007 22:-0.7009382643014624 23:-1.580286576592399 24:1.545271957357756 25:0.9042090072685509 26:-0.5506449269996676 27:0.1472666801359895 28:0.9504875808446375 29:1.321524893054106 30:-1.800538366673028 31:-0.1624908303318774 32:-0.2669545131199749 33:1.7014096339348 34:-0.4393146460828383 35:0.7800422821298812 36:0.8427627206405257 37:0.5040612011678269 38:0.7837767572136012 39:1.443822024876988 40:-1.623204760686871 41:-0.9305131960294993 42:-2.098305666840226 43:0.5736108581730809 44:-0.7532672431963465 45:2.812173895478774 46:1.831706998909141 47:-0.08364523296640776 48:0.4393921737510796 49:-0.1481818392607624 50:-0.009146370294429227 51:0.7606343518069445 52:0.1209433961975872 53:2.468162309172943 54:-0.08339502112552882 55:0.1398752527429457 56:-0.6314883905675079 57:2.150829870499986 58:0.1627621894309524 59:0.8089189674682732 60:-0.003751094823889209 61:2.203447863610402 62:-0.757317754627557 63:0.008387229594185844 64:-0.1239649400271721 65:1.187185858149812 66:0.1178665913880769 67:0.2669040034225568 68:0.05991197938372378 69:0.9494568736541066 70:0.7682435778208364 71:0.3822075099152703 72:0.4445512845392924 73:-0.3500126242257239 74:-0.6523741899720032 75:0.1447842209083933 76:0.02444349557269807 77:-1.085710523742942 78:-1.484082545366521 79:0.4670015204456203 80:1.355283091223645 81:-0.487184785517434 82:-0.353958266017405 83:-0.1143263881506547 84:1.338331339806954 85:2.263246425966237 86:0.02298510930855432 87:-0.5633402389157911 88:-1.33794914946945 89:-0.1668158239114225 90:-1.31306204108602 91:2.498256122003875 92:0.003870315847430169 93:-0.7763859939646147 94:-0.5516879428774283 95:-0.4751586536132134 96:-0.5858307058528189 97:-0.8767203201738569 98:-0.05072495208541673 99:-0.2811363647199057 100:1.11434364583177 101:2.062410790172195 102:1.043897250905951 103:-0.4527149259498337 104:-0.2874805842449977 105:-0.4839096283359337 106:-0.2887311054913833 107:0.2336401346946266 108:0.381077500562103 109:1.663237154984053 110:-0.0508693883326113 111:-0.9194821385562824 112:-1.200169067423464 113:1.611249064001397 114:-1.337398028652508 115:0.5209841589076304 116:2.349737533988593 117:1.18443715501904 118:-0.4342451378352269 119:0.2553976962759858 120:-0.1642430056594986 121:-0.0104816973954522 122:0.4066133602840308 123:1.342254621184676 124:1.12077634933895 125:-0.4638725583824687 126:0.1635879165631005 127:-0.02680932063511695 128:1.738688846390558 129:0.318944144923242 130:-0.5334155071854519 131:0.7014840365294277 132:-0.5067742432010499 133:-0.4143062567878111 134:0.01186800044043752 135:0.4388467187412488 136:0.6902010643364046 137:1.496387585718146 138:0.5137702297806475 139:-0.6032926272374506 140:0.8613348547413052 141:1.008129871620241 142:0.0869764827191396 143:-0.6476160502402405 144:-0.1138802670537652 145:0.4063226712525046 146:-0.4109090272424801 147:-0.1264675693553972 148:-1.024482270068887 149:0.7422074482200731 150:-0.6926271098246223 151:0.4419152634356756 152:-0.419956285471048 153:-1.094544449165998 154:0.8798159709646655 155:0.5935352072219472 156:1.595458680722899 157:-0.327273684644141 158:-1.215344185287357 159:-0.9202579269605428 160:0.3985955920635835 161:0.7035750890899275 162:0.4115044378570837 163:-2.071458220820093 164:0.157135688994244 165:1.227406268479023 166:0.7503155083588926 167:1.237878617044311 168:2.098342048793163 169:-0.4897907123986826 170:-0.07493778257625917 171:1.468257523608522 172:0.4994176170664856 173:0.9499982954536498 174:0.2860923155915421 175:-0.8656728405172938 176:0.1537842607180493 177:-0.3081416452117449 178:2.649453279943989 179:1.298039347077315 180:0.8051225585903162 181:1.913516550697062 182:-1.009707595105017 183:0.3826494729225518 184:1.868072925202359 185:-0.8338722410423125 186:0.7711390240696502 187:-1.450199716250297 188:2.204221482600793 189:0.3296588822615701 190:0.09263664544507172 191:-0.3482300096795092 192:-0.1538307046816985 193:1.553981578930392 194:-1.284138537387203 195:0.8859767434658824 196:-0.3977663364787456 197:-0.6134550324262831 198:0.5233897931326438 199:-0.7281418931774366
--1 0:0.3662757117660319 1:0.2772940680299499 2:-0.1113306053220843 3:-0.08274529169393278 4:0.7320614396004541 5:-0.501745469302642 6:0.9373594498511681 7:0.1755775889516143 8:-0.9373658731941044 9:-2.137469234533639 10:0.02409942732608864 11:-0.05649641094058515 12:0.4550267155605881 13:1.366943487733409 14:-1.05211936855923 15:1.49271685949285 16:0.9346896003432603 17:0.5593716860931403 18:-1.901928773468053 19:-1.884234530541603 20:0.7756769955547638 21:-0.2931847683537469 22:-0.708257475223789 23:-0.2290458743962903 24:-0.792403003631813 25:0.1332283877670147 26:1.247720065509829 27:-0.6797652269948794 28:-0.7983947384740873 29:0.6479805586986979 30:0.3071235696360135 31:-0.6214793139111515 32:1.902931356197168 33:0.8391591476857053 34:0.2279613869077993 35:0.01778562028038054 36:-1.294023683532778 37:-2.72483399676684 38:-0.9687871743677363 39:1.367059598072333 40:1.017314584876046 41:-2.261673418791527 42:-0.2616862699161132 43:-0.6255559426702046 44:-0.6536458042537896 45:-0.3528401458440166 46:0.239672577104697 47:-0.2166438778614964 48:0.4494831409584063 49:0.1916991492815248 50:0.2240532259727756 51:-0.2964935492514089 52:-0.9146045283593421 53:-0.4980732268825443 54:-0.8501652983194182 55:0.128215306929116 56:-0.25914242272982 57:-0.4056207063715043 58:-0.7934221769610663 59:-0.9214966566739575 60:-0.8108743591703302 61:1.320274978086493 62:-0.9135636276039404 63:0.5232081590990063 64:0.2014753129625282 65:-0.4328681366936818 66:-0.1943252996503189 67:1.049538706262693 68:0.4232992388205373 69:-1.162688778313287 70:1.61345988370801 71:-0.3382845252515755 72:-0.9435730101990346 73:0.4223625284385139 74:-0.02385245494947204 75:-0.209945248828138 76:0.9106169147841641 77:0.3601213525805771 78:-1.079302293057736 79:1.610814459656462 80:0.5940214933582774 81:0.10205098141725 82:-1.410413658911428 83:-0.0236509494517959 84:-0.8377007454997957 85:-0.779783889721219 86:-0.7661174463039511 87:1.077793856461593 88:-1.066363042137977 89:1.221221759577864 90:-0.403858728553011 91:-1.459661082704191 92:-0.2126992746995977 93:0.8408165877580646 94:0.5932275170476211 95:-0.1266013045303535 96:-1.869263175855199 97:-0.4294659668166484 98:-0.4131678647001146 99:-0.8218954343953068 100:-0.7353280444223415 101:-0.1001914516283887 102:1.146540544542718 103:-0.7943952042638517 104:-0.5013789949500289 105:0.2078330328855773 106:-0.8070669505501814 107:1.52079684496412 108:-0.6932844568383345 109:-0.6364115283782503 110:-0.6154814504468602 111:0.6179969209995154 112:-0.06455162038635355 113:1.201466401273992 114:1.025385717590316 115:0.6163994665725379 116:1.171978330686652 117:-0.5171496306622588 118:-0.5931701386657885 119:-1.645654586865029 120:-0.1525091920616694 121:-0.8090171908585577 122:-0.849825533034692 123:-0.1362854715089803 124:0.9623166938783561 125:0.1956528102110502 126:-1.038606174863394 127:0.5436258441208361 128:0.617699277337263 129:-0.3722159886144324 130:0.4001181884183085 131:0.3505572132813117 132:0.9974484938914331 133:0.7410384909881763 134:-0.9322266354495472 135:-0.03509737201798628 136:1.412053491482897 137:-1.550849670106821 138:-0.4607672231285338 139:0.8012316909511297 140:0.07980991127361656 141:0.3418797086861866 142:-0.5851466835169985 143:0.3525730312084097 144:-0.9287776203274627 145:-0.3595822824653948 146:-0.6541594483065679 147:0.3115938901586998 148:-1.16858242945255 149:1.587701573261712 150:0.001359650635025584 151:0.1623947560148522 152:-0.5405614668912948 153:0.5322959506241692 154:-0.9005230388507882 155:0.009004227639390747 156:-0.7544489864588927 157:-0.2456238349417215 158:-0.03830153660578123 159:1.632270218035201 160:-1.794775871925082 161:0.5435396817736075 162:0.4157183589203218 163:-1.708576676088945 164:-0.7831519011246187 165:0.2801770716097527 166:-0.1868254336532039 167:-1.293742818960547 168:1.631862076777526 169:0.08779613679045783 170:-1.477621824578338 171:-0.6087650594990305 172:1.118167619299075 173:1.185333109741934 174:-0.1980683503981817 175:0.1276663395153989 176:-0.6241837549226052 177:0.9278866766845718 178:-1.692220814481706 179:0.6567051285827543 180:-0.03608815064347726 181:0.9983358192925353 182:-0.5349206281514864 183:0.6063927022500618 184:0.2220409027873235 185:0.2078013112286352 186:-0.4199566552240968 187:-1.117902584821155 188:1.052445968278475 189:-0.2747154666283705 190:0.3109695843050391 191:0.7310431589574971 192:-0.1364355969515099 193:0.8815229217579689 194:0.1544300109272589 195:0.1607871361301699 196:1.849771784916284 197:0.3711580936351675 198:-0.1627624138793252 199:0.6531959545621759
--1 0:-0.05036450955186927 1:-1.555320901388247 2:-0.5291700405960366 3:-1.026906347125444 4:0.9334492217759039 5:-1.447706762821617 6:1.058654264902308 7:-0.4478646709123438 8:-0.4353486102093052 9:-0.6958991925964805 10:-0.2949341109289397 11:-1.20238528062518 12:1.069272759036119 13:-0.0836754543031735 14:-0.3673758941851413 15:-0.2710814546439395 16:0.4331401583777234 17:1.976896196943327 18:1.559407478161996 19:1.024918458561475 20:2.071387424122379 21:-0.2652452631350338 22:0.2563921420035273 23:-1.241615904129116 24:1.257930955383501 25:-0.756593419110858 26:1.851439661795227 27:-1.044258903919988 28:1.28956466688598 29:-0.2905064557715886 30:0.9488072451246382 31:0.5710120061046509 32:-1.031455348120947 33:-0.02561273348397915 34:0.3534340512637633 35:0.6269261807169907 36:0.1433922643588216 37:1.760853900213891 38:0.3133009873634417 39:0.4191119150753416 40:-0.7620015229202262 41:0.283255561003436 42:0.6096401670818694 43:0.9673040118098127 44:-2.509955764577056 45:-1.019971950753028 46:0.4538241827254266 47:1.66357798730841 48:0.3370665041979913 49:1.199278587226958 50:-0.5673717025420937 51:-1.631359369677242 52:1.211804431302012 53:0.8559765998099049 54:0.06720482390447506 55:-0.2321750848561847 56:-0.5246126268290244 57:1.46943302297282 58:1.345229580091998 59:1.642594547497568 60:1.104041476326977 61:0.8928330599614447 62:0.9262620193235028 63:-0.4011197362554882 64:-0.368663906812622 65:0.8823614052588504 66:-0.8904887791600186 67:-1.769393909811608 68:-1.02413262525559 69:0.3330112932753772 70:0.004431172386477068 71:0.930751943173289 72:-1.0775910742525 73:1.290629384348585 74:0.1865948086201924 75:-0.02548136904821217 76:-0.6145371291850534 77:-1.147481320938875 78:1.328730683734253 79:0.4272192285884776 80:0.6117389344871733 81:0.02509915900222484 82:-0.2795177098756528 83:-0.4511879418606256 84:-0.03938393682239461 85:0.8369598065054219 86:1.038565491225146 87:0.3254258169537557 88:0.3798237140214336 89:0.6519825223667294 90:0.2565877572273066 91:-1.667242096024589 92:0.5937222362203327 93:-2.069231576555334 94:1.767584348717585 95:1.341785709243444 96:0.9761435687416993 97:0.2688973637489841 98:-2.211929032284185 99:-2.195143523357876 100:-0.05837453875485783 101:1.192660945688548 102:-0.9716767104205091 103:0.2826865212452436 104:0.3079500473844951 105:0.19012885044966 106:-0.5309563546105903 107:-1.374407789523273 108:-1.360031368989135 109:-2.318073899641593 110:0.2792911704168096 111:-0.1853686353223877 112:-0.9718568406035214 113:0.4314621663286889 114:0.3799014412711238 115:0.3062573653358754 116:-2.414825867595348 117:0.5338000069700847 118:1.337684770179857 119:-0.2545026693046311 120:-0.8998793631102983 121:1.278394195812584 122:0.1512909193616208 123:-0.3037078092126174 124:-0.5659105492494004 125:1.36167885974394 126:-1.428341284901373 127:0.7707572068711027 128:-0.6788757187095112 129:0.1201777207151883 130:0.4255815029927002 131:-0.3022903269674174 132:0.8160995344019536 133:1.26739232484363 134:0.2692934037410846 135:0.5049827384988334 136:1.733970876557704 137:-2.030496445616396 138:-1.829619949586148 139:0.6279257867629451 140:0.8056708145449744 141:-1.919629948480513 142:-0.1089987571298271 143:-0.2256727565477784 144:-0.5901086491042412 145:0.4030779449085342 146:0.9423152427647792 147:-1.255961636512021 148:-1.380219311397095 149:-0.6502972041366087 150:-0.7685882507906819 151:0.970579296538884 152:-0.642861018357528 153:-0.607002422138423 154:-0.3877523237203251 155:1.428377131453476 156:-0.3478004887739059 157:-1.074086950947281 158:-2.743283872151145 159:1.444036751164263 160:0.04271557435275312 161:-1.049393125819065 162:-1.709444119648919 163:2.207698270730186 164:-0.6794429713240825 165:-0.1343768216936728 166:-1.591590181442545 167:0.131281548338723 168:-0.1024498797392752 169:-0.9625100704869171 170:0.01300915299514267 171:-2.044820235644219 172:2.209763167442266 173:0.4782748352715688 174:-1.085858033341537 175:0.4888290513766636 176:-0.4438609767383717 177:0.4748593329105735 178:-2.149488071231856 179:0.6265972635727901 180:-0.6026405924697328 181:0.5562682694711738 182:-0.4752396006158084 183:0.4441955390871966 184:-0.3257900896956905 185:0.1809419718578206 186:-0.4929658837782881 187:-1.971120006020543 188:0.3378508160741666 189:0.9117700873591855 190:-0.6494220214053136 191:0.7143457883334804 192:1.141828396166697 193:-1.076252310255321 194:1.234245116573312 195:0.7461583656053781 196:0.07755669752341146 197:0.9711614349145254 198:-0.5289398877983917 199:0.1094153707242718
-1 0:0.9153412456321987 1:0.8041914475120735 2:1.247366021614628 3:2.399772717288472 4:0.814242531691949 5:-0.006303802022066556 6:-0.8143817999739664 7:1.565587546108414 8:-0.2847032928147341 9:0.1647588869715109 10:0.5139960539578342 11:-0.2005550844045534 12:0.2443144733865762 13:0.01095076908411734 14:-0.6443751630382776 15:-1.426411966675609 16:0.3598108353898519 17:-0.7444160514701915 18:0.2708794052232991 19:-1.380365998773931 20:-0.619070376712362 21:1.605801500465073 22:1.192636238838245 23:0.2712705598121306 24:-1.376633011676913 25:2.143636737065649 26:2.242408666657174 27:-0.2010962746131612 28:0.07117996696152487 29:0.04513078758833478 30:-1.922912794283985 31:-1.069609283659564 32:0.08610370419455445 33:-0.8714009025658707 34:-2.294809810668946 35:-1.965412331775926 36:1.271472232194786 37:0.7628767174502697 38:0.5009721012764318 39:-1.125616942708132 40:-1.578206578501751 41:-0.7278538647788292 42:-0.9135126477512413 43:0.9151014916002014 44:-1.538875997077111 45:-0.166529509776105 46:0.9318926292743804 47:0.905513130924226 48:0.566570680240583 49:-1.578698836238854 50:0.5402665375739993 51:-0.02755797829501852 52:-0.6718546580479728 53:1.582784855860594 54:0.5863903005620879 55:1.365729749948832 56:1.313502473640758 57:-0.6503260509103528 58:-1.058167460125748 59:-0.6646800219728284 60:0.387083473020935 61:0.02192655407103073 62:-0.1606488508512093 63:-1.391889320515697 64:-0.06361211160002161 65:1.651738662076961 66:1.404381413741672 67:-1.17301739398713 68:-0.8372893564275667 69:0.6958298963312576 70:0.8752093129262469 71:0.8931251599843709 72:-0.3644856297510151 73:-0.3380245423651917 74:-0.5637826006339469 75:1.525379078664209 76:0.4611279245084172 77:0.3243984759273797 78:1.159606708356982 79:1.438818310338978 80:-0.9642612727542917 81:-0.7915375523950828 82:-0.3815515535705865 83:-0.1243353031576337 84:-0.4400475033180046 85:0.2919170039022808 86:-1.057219280152768 87:-0.8606163620887628 88:-1.237047580997306 89:0.1246302562635606 90:1.122051652995832 91:-0.131013901944254 92:-0.5064339402902924 93:-0.6240882322875959 94:-0.4609303920388115 95:0.8093794522896209 96:0.435709552829106 97:0.7046525595583407 98:-1.535248122477597 99:1.480319562508604 100:-0.752768647139913 101:0.5269745545485472 102:0.01907123398957119 103:-2.69097653669556 104:0.220597508184367 105:-1.842320537559405 106:0.01653245109979452 107:-1.498834258706188 108:0.1783289503971715 109:-0.08399329176784473 110:0.1815510959473965 111:-0.6279645488548541 112:0.1890085377297305 113:0.6239016333895887 114:0.8007874785125321 115:-0.4011416820534688 116:-0.7032628338099174 117:0.4887658023681673 118:-0.6878433143686523 119:-0.9854510798442766 120:-1.127548473495716 121:-0.4463695404493538 122:1.677000127037361 123:2.416127857753517 124:2.471867084731843 125:-0.4314042558023931 126:-1.53234517228957 127:-0.1053448647862375 128:1.035292007119748 129:-1.010291983923774 130:0.6139541211977475 131:-0.5120144811446365 132:0.5139543873263435 133:2.072540433998042 134:-0.6299142937353724 135:-1.734974773259925 136:-1.123601267600755 137:1.84517013337859 138:-0.2511294861978325 139:-0.07006931538948022 140:-0.4274289876437476 141:-0.03701566165380331 142:-0.3582607095585487 143:0.3035837686014867 144:0.5443621216750113 145:0.7246581344962283 146:-0.6494429443747916 147:-1.02448333235808 148:0.4296356861976237 149:0.5121885468507944 150:0.5673377307406892 151:0.5847196352014832 152:-1.071061756138315 153:1.349785118357735 154:-1.010715254669162 155:1.132456763097517 156:1.281104701856366 157:-0.004885763693626934 158:1.381723944826775 159:-1.386764606104809 160:1.284850633813233 161:-1.831207565203425 162:-0.7905401697573065 163:0.3287845194373907 164:0.3636964307987767 165:-2.346226504778801 166:-0.6194676504722032 167:0.02239813569437635 168:2.293468508722743 169:0.4627477391736638 170:-1.048110679180866 171:-0.950822012861168 172:-0.452956430889217 173:0.515078451483273 174:0.4498794471030559 175:-1.689006642522118 176:-0.7952092798320517 177:0.5124965270220957 178:-0.2328087090488622 179:0.8069177261230873 180:1.233808132848476 181:-1.372585550958356 182:-0.174761735411063 183:-0.1250244673955589 184:-1.889513110969515 185:0.6625385469506948 186:-0.123246722295765 187:-0.6598628267282945 188:0.01124519725618229 189:0.4012970309099782 190:-0.9870410229490554 191:-0.7712762953469854 192:-1.072625017644289 193:0.2210720081384968 194:0.6048043440360378 195:0.2492000798438533 196:-0.6828621083764314 197:0.8421308349520096 198:-1.239559050432994 199:0.3081526227532794
--1 0:-0.8543279841658873 1:-0.1701834479675426 2:2.305028084400178 3:-0.2846937281487378 4:-0.1696455509137643 5:-1.392972978321932 6:0.6580532623479507 7:-1.562410870730715 8:1.164663014082806 9:0.2494231026633852 10:-0.2473901047430762 11:-0.8241611221442888 12:1.13403800347907 13:1.778921994638833 14:-0.7444103675819715 15:0.05367532668094902 16:0.3038734649556105 17:1.232057435337423 18:-0.632487796558504 19:-0.1701778184053967 20:-0.3654673844691625 21:-0.771954158484201 22:-1.91519068222394 23:-0.5231961555770303 24:-0.2457100032363863 25:-0.2077357409936689 26:-1.224185772025134 27:0.8812517648577636 28:-0.2008493483425265 29:-0.7164402139800292 30:0.9835866136562814 31:-1.032579473217437 32:-0.9576600545624554 33:1.504660381389115 34:0.8453955304719466 35:1.140997578445542 36:-0.5300623641332226 37:-0.7765381152395674 38:0.518910774981533 39:-0.6285713359408998 40:-0.2270936118517874 41:-1.575846099065279 42:-1.989047522363516 43:-0.5632858285028414 44:1.753930498659439 45:1.381914790844819 46:-1.094754652490606 47:0.6818215565244478 48:0.705833322490326 49:1.053418074202513 50:0.6671219728993698 51:0.07357543149943246 52:0.4002877303533061 53:0.5407021068379385 54:-1.920714288191545 55:-2.05433830385836 56:0.5286967803433009 57:-0.4167173126537365 58:-0.6927691895152688 59:-0.7733612816219732 60:2.006087111571596 61:-0.3660146928908367 62:0.9924857109516547 63:0.7853900586329746 64:-0.4882070770647162 65:-1.276772418842722 66:-0.201825634498203 67:1.486493318450216 68:-1.127112957993915 69:0.242739273770002 70:0.7073021248523617 71:-1.049442489937632 72:0.350688124769393 73:-1.19380430629723 74:-0.1100784031030012 75:1.573435169477301 76:-1.104215176002638 77:-0.06321296945820953 78:-1.116132581752122 79:-0.07924875986293431 80:-0.06921508892712687 81:-0.4350173450496919 82:-0.2619554220812378 83:1.02859679111666 84:1.931325379234604 85:2.190555500358365 86:-1.015556268223003 87:-1.959447964025613 88:0.4738449744064919 89:0.1767358744000114 90:-1.54215606537081 91:0.285084952877802 92:0.9604202840399675 93:0.9851763460797003 94:-0.2702020609161556 95:-0.1744756322552224 96:0.7990242112449426 97:-1.188993493261849 98:-0.3803253329569589 99:-0.9534631902205858 100:-0.4290286432002273 101:2.162534504199482 102:0.08808353352600584 103:-0.07393899774131837 104:-0.6691088147237255 105:-1.354465515144961 106:1.468843038881052 107:1.655407880940839 108:0.294245532207391 109:-0.9823182693952697 110:0.1141758909874306 111:-0.5780989495166978 112:1.747311745358834 113:0.2386306600787147 114:-0.1457633339186476 115:1.370143261593395 116:-0.8751810266397888 117:0.9580804453556286 118:0.05758447290774511 119:-1.466501996212073 120:0.4594150582527445 121:-0.2103296456833146 122:-0.1978789747111921 123:1.658943967754943 124:0.3298723124689269 125:-1.037491710614008 126:-0.5951304483736787 127:-1.226344353456384 128:-1.179737730802437 129:0.04707641093832833 130:-0.3953317622143725 131:-0.7307607282749089 132:0.767130808660425 133:-0.1174687466712814 134:0.8299396834601185 135:-0.2788476878408078 136:0.6297741013627632 137:-0.3473519906470632 138:-0.482392815970172 139:0.3624967735723642 140:-1.083161330574616 141:-1.318538171651634 142:0.3349994858528645 143:-2.185625393360281 144:0.9361634328636742 145:0.2787635389188203 146:0.08946853466123372 147:-1.010970740154546 148:0.7546174916449935 149:0.2655952293119336 150:1.837436567523953 151:0.4595933379393095 152:0.5083289395318427 153:-0.7288043707182636 154:-1.146956080883821 155:-1.402347965775654 156:-1.712448172459501 157:2.361666359751374 158:-0.7173186670375885 159:0.1310155248186706 160:0.2545139396827363 161:-0.7219965425920097 162:0.4895057786968257 163:-0.5280770931139479 164:-0.8397845165566825 165:-0.5688614307991352 166:1.412585373028648 167:-0.02576854255957876 168:0.523009289120908 169:0.8920376346685757 170:0.8694767021779944 171:0.2167315136070619 172:0.8775596167293536 173:0.1662385863540404 174:1.420601382299125 175:0.1930965668818311 176:-0.6092749299779562 177:0.1348997090758143 178:-0.2063409772256331 179:0.1864547210194576 180:0.7519330052302519 181:-0.3233401594638281 182:-1.010682385210803 183:-0.3135322416480762 184:0.6135460026950661 185:0.09996778862913895 186:2.224160198472445 187:0.607028201718214 188:-0.7232058050399947 189:0.4399201872314647 190:0.6112527200210075 191:-0.4954298692822536 192:2.608661664834785 193:-1.104197293196302 194:-0.9413864225801316 195:1.082351698498146 196:0.73553399385884 197:0.6092690304437871 198:0.4916258055244298 199:0.7930213363837776
--1 0:-0.8640637519461969 1:-1.863969840488443 2:-0.8788380518360887 3:-0.6673281496359728 4:1.826889327398396 5:0.2002792735685427 6:-0.8530509930946868 7:-0.2327395302831641 8:0.8860776482359598 9:-0.3352741601176568 10:0.3895080345405041 11:1.286560757056911 12:1.283200767160789 13:0.6111581745625684 14:-0.4063254775129304 15:-1.179254520350701 16:-1.408211545924946 17:0.3421560852365744 18:0.5072380472243549 19:0.5503789089617656 20:2.207629522405843 21:0.3680417630556399 22:-0.8052962650853888 23:-0.2293479789975618 24:1.272430312417302 25:0.9750641514177193 26:0.5235753248895728 27:0.2773916524122094 28:0.9519262334253303 29:-1.306810814451172 30:-0.9048488177009405 31:-0.5904224589351029 32:-1.427647516397794 33:-2.59653477873071 34:-1.170932030937501 35:0.611960743111152 36:-0.6311605303151545 37:-0.3908549411386925 38:-1.553494852711698 39:0.2059064237383254 40:-0.4764725769960758 41:0.1653910156050306 42:-1.345668608219474 43:1.32050723110583 44:0.9464255910445877 45:0.3231423563510641 46:0.9160842392867623 47:2.013348143965079 48:0.04486223605117737 49:1.106040956546023 50:0.8387597067195462 51:-0.09131986182383252 52:-1.047092709960158 53:0.6898784462048512 54:-0.7793301449130027 55:1.004715937461677 56:1.576160637686701 57:-1.189765025284599 58:0.6103424725633176 59:-0.7535010006536386 60:-1.359526338228316 61:0.5696622509119212 62:-1.146824295648665 63:-0.7746499784910311 64:-0.05547770733507393 65:0.846789734485182 66:-0.2775696173473318 67:1.217052918932369 68:-0.6271370355441935 69:-0.678988913067928 70:0.5652088130525441 71:-1.055968363851006 72:0.3798259491097624 73:-0.8826490891392816 74:0.2221290552860767 75:-1.494465562523469 76:-0.2744108858917829 77:0.9401429398575304 78:-0.9303677419600883 79:1.435755781641718 80:1.24470544169418 81:-0.9309166693736399 82:2.164092083624669 83:0.2140029236259286 84:-0.5822210669139862 85:0.5228124294894003 86:-1.344297662435097 87:1.164634004807772 88:0.6291573025778958 89:0.1744936456292608 90:-1.366196300652416 91:0.7956236454849724 92:0.7250368792077154 93:1.550985190230894 94:0.2779097735945676 95:1.244982577261415 96:2.640170852061103 97:0.3841595283937556 98:0.8636711230766567 99:-1.083688822711226 100:-0.9742303082741153 101:1.860502312077439 102:1.169280225120631 103:0.1744570840448306 104:1.723508606949858 105:-1.009570664919817 106:0.6660278900014006 107:-1.834832819262219 108:0.4776284286644525 109:0.6663396525559623 110:-0.2929728405276409 111:-1.232414265577283 112:-0.9072530761419432 113:0.166192851008653 114:2.114251808574765 115:-0.1325927701054675 116:3.078883102557342 117:-0.6390401101136347 118:-1.046713317846063 119:-0.300796936716277 120:0.1451589486205121 121:-0.9447633594171025 122:-0.2682090170489624 123:-0.04928025757083306 124:-1.375500802551489 125:0.8210199413522885 126:-1.197903361708778 127:-0.03788954760223481 128:0.8650207987213001 129:-1.537742551322248 130:-1.053672096166445 131:-1.013492073665295 132:-0.3697130069140546 133:0.5698484282879677 134:-0.1635398462076814 135:0.2965800835200417 136:-0.2552324737242536 137:-0.7970812704108357 138:-0.3650588855191784 139:-0.1364368060712944 140:1.407202856787203 141:-1.538677473917149 142:-0.08603787724215092 143:-0.4770829358972893 144:-0.481145789063108 145:1.135765353235209 146:1.674173612449346 147:-0.006250831258905127 148:0.03021946708255232 149:1.128285933285615 150:-0.8438881962788918 151:0.4748844824571078 152:-0.4760493712965956 153:-0.2330222131685323 154:1.101284216280538 155:1.568402943686915 156:0.0723647037710947 157:0.3601973063810586 158:0.9919016979434068 159:-0.794927809193232 160:-0.5242638750869132 161:0.9493206728112613 162:1.612011242829407 163:0.6717258755687773 164:-0.1828133782332913 165:0.3047607123757871 166:1.754334153090791 167:-1.557198069655829 168:1.56370805341466 169:-0.1012650857582665 170:1.768365165431106 171:-1.832826581785855 172:-0.2793376057874603 173:0.143224167442197 174:-1.635640018800921 175:0.7665963961652059 176:-0.1291034161513646 177:-0.07127909049946743 178:-0.5523091744314266 179:1.550908982295589 180:-0.5803904335273199 181:-1.061456836029147 182:-0.2521616048927368 183:0.1520033672152359 184:0.8340478351569535 185:-0.1312852623581748 186:-0.4568125249260206 187:-0.08754334891633329 188:0.9313228885872332 189:0.2108685129109588 190:-1.863652516754317 191:-0.1975904518473595 192:1.126622127923413 193:0.3539390162546086 194:-0.3155658783495584 195:0.7774766658333616 196:1.396691872033182 197:-0.2085214031460788 198:0.209869574491541 199:0.4033497377448609
--1 0:-0.3621583195771094 1:-1.75777815537433 2:0.4244794371433155 3:-0.2425572307731922 4:-0.3437262558740928 5:0.2130164643448915 6:1.304146098326548 7:-1.026144619818631 8:-0.1664424668669171 9:0.1349652874178529 10:-1.053847310352645 11:-1.350682260722109 12:0.9302159733803589 13:1.159656121275065 14:0.1851849306571902 15:0.4601607291821502 16:1.843243964470521 17:-0.5533680216678409 18:0.8512847638582919 19:0.7729642739282975 20:-0.8249139393572115 21:-0.07304559393365778 22:-0.9685015796865148 23:1.683837385913384 24:-0.879685455256372 25:-0.6800619821314313 26:0.3415580821975737 27:0.6540472252114877 28:-0.6478221289187587 29:-1.216139044218359 30:-1.131293937573044 31:-0.2962555594105732 32:-0.5711031119548414 33:0.9389602548748756 34:-0.572332676454372 35:-0.6753942719198022 36:0.4913769409278379 37:1.014099607133664 38:-0.1634448890891095 39:0.9221864274624154 40:0.1835605051249617 41:-0.7059804634502299 42:-0.3967878836715171 43:0.2483393547922749 44:0.7549067664118118 45:0.06754158726053251 46:1.950420241889988 47:0.6647496464035223 48:-0.03539666519205546 49:0.6516214975168099 50:-0.5405844243526671 51:1.832955354324329 52:-0.06434733141455651 53:0.182826300703376 54:0.3575261474535429 55:-0.6243294493059136 56:1.537153257812106 57:0.3815476091010096 58:-0.6328319853717148 59:0.4939764157678435 60:-1.411165994657259 61:-0.8232805547537364 62:-0.9016012584307741 63:0.4493788074023859 64:0.7515001391885172 65:0.5678178321439172 66:0.3456823517699605 67:0.1319060293115909 68:0.3135053157032938 69:2.372864649502307 70:0.4333490612562919 71:-0.3568555579838663 72:-0.5578976931385748 73:0.546252984936897 74:-0.2264235712211194 75:0.7636111107580333 76:0.3722021024684508 77:1.029485462936914 78:0.885841229787 79:0.7916315170747882 80:0.9801755879254788 81:-1.059891163462116 82:-0.1015092733786632 83:-1.609935077944035 84:0.4556128049184866 85:1.151865273630875 86:0.7735355318227732 87:2.437952186300354 88:-0.3963263016792657 89:0.8638068908491803 90:-0.4116454512754467 91:0.2528879457024618 92:-1.220436197305927 93:-0.5191923763779382 94:-0.06298398121908677 95:-0.3868096659632522 96:1.17467150404799 97:-0.9931347485710367 98:-0.7182073367966871 99:0.2172026587563964 100:0.4122648700087569 101:0.2084927428815419 102:0.4110460271105597 103:0.7064681666275316 104:-1.554976988120105 105:-0.7009386115276874 106:0.3138968422449911 107:-0.9100219392811543 108:-0.3566542413686746 109:-0.7295198927936197 110:0.2081091535698757 111:0.317827248998636 112:-0.8810393344346558 113:-1.697157338960602 114:-0.6388975561679856 115:0.01983743512561528 116:-0.3196278949165922 117:-0.7513272940494303 118:-0.2017871330237556 119:0.9524586888091264 120:-0.4762365040204743 121:1.006666797953458 122:-0.1694821913974945 123:1.429973303141816 124:1.66610059720323 125:2.304267069864158 126:0.8912634712070195 127:0.3508051186178241 128:0.09681740584438554 129:2.648026365640818 130:2.167972079705434 131:0.2328227958475386 132:-1.909144095392507 133:-1.653785909276472 134:0.3171597670671998 135:-0.3196606223014818 136:0.6611622751268419 137:-1.374154706385419 138:0.2823325549303323 139:-0.8070984061759032 140:1.022520044227332 141:-0.8628942803705469 142:-0.9408094454467917 143:1.017423055452444 144:0.6942636458365873 145:-1.177592060659366 146:0.7601315941779698 147:-0.9984605495963685 148:-1.861029298192216 149:0.9756291261717215 150:1.769398038299443 151:-0.7432447764970382 152:-0.3123536352825647 153:-1.010780251635957 154:-1.206420340880657 155:-1.347204944276891 156:-0.5789022305931871 157:-1.135226301790781 158:-0.3826364173827818 159:-0.2053651043794166 160:1.75380237013848 161:1.213021206331228 162:0.9600119231000093 163:0.7663377636413131 164:1.25663755031286 165:0.2414456495360418 166:-0.6348682749492003 167:0.4606556338228419 168:0.3162394195652811 169:0.9446214585897956 170:0.5738101776378761 171:1.139764575133409 172:-0.7594580217973794 173:-0.5755276173593212 174:-0.377917840034905 175:-1.323373817221156 176:-0.4086308741315138 177:-0.4885588030233984 178:-0.6035208941689322 179:-0.8907852233947601 180:-0.1195056309873241 181:-0.08022949852668118 182:-0.6737448926541773 183:0.1197233966097352 184:-0.3365578556988579 185:-1.021317639915222 186:-0.7918801333590891 187:1.17379135059027 188:-1.184911218706197 189:2.436014713038905 190:0.9719570884079763 191:-0.4221954736352964 192:2.091611797170748 193:0.6946134702328316 194:-0.3460556393419766 195:-0.3765718556661487 196:-1.517000672617157 197:0.07470899593899938 198:0.7509873930206803 199:0.9788764027878852
--1 0:1.02151302402596 1:0.236790380189013 2:1.020590109126651 3:-1.859451534545584 4:-0.3398814667424335 5:-0.3481332017110539 6:-1.444656503821324 7:-1.515164448636704 8:-0.560874810094488 9:0.02892157851640266 10:-0.8562479948413891 11:0.4635762229559331 12:0.6175732673276162 13:-0.8394136268110057 14:-1.086172882882378 15:0.3427173455375522 16:-0.1143997197853811 17:1.461168090998787 18:-1.214918542172762 19:-0.7890067432300738 20:-0.2626816892471122 21:0.3078090814710296 22:-0.2451702230971521 23:-0.1156293084969821 24:0.4572733515841836 25:0.1444987386252247 26:-0.4822924178074458 27:-0.315689982635093 28:-0.3822856169805565 29:0.2179964679450963 30:-1.712008109481174 31:0.09058928243599751 32:-0.081310649752617 33:0.8288233488541564 34:-0.8536140949746827 35:-1.625445207123522 36:1.331175683231881 37:0.7700929962806724 38:2.238973459404507 39:-0.8396801442759522 40:-0.8362955682060201 41:-0.1579828660043838 42:-0.4038514104059779 43:0.7954505567360074 44:0.9107210081160821 45:1.43994348805229 46:0.9175991329320159 47:0.6228364164338801 48:-0.8743282755833994 49:0.1990915435094671 50:-0.7375562071054285 51:0.7280389660390071 52:-1.325078175035672 53:-0.1301859457026158 54:-0.2714113131065163 55:-1.368272896477498 56:0.2992119528119462 57:0.6286159202141147 58:-0.4409088105897302 59:1.638568048588994 60:-1.071825642125017 61:-0.5883405780615804 62:-0.1161655902108242 63:-0.1993872153549491 64:-1.744799631059615 65:-1.640944492960034 66:-0.3897708909006659 67:1.619380794632714 68:0.03710862055591027 69:-0.2265042324559233 70:-1.584515396593205 71:-0.063169647713538 72:1.610902290751938 73:-0.3890314107430731 74:-0.2556751008021297 75:-1.312508503744153 76:1.197894814699213 77:-0.02299556742939235 78:-1.403506390426046 79:-1.240087937998227 80:-1.886641454831723 81:-1.712843157945855 82:0.4800257435646855 83:-0.686073462235678 84:-0.1051199707730088 85:0.2463105640225967 86:0.4625550866279929 87:-1.151170033440161 88:-0.2501016734614844 89:0.8310234059062354 90:1.06633579134388 91:-0.1835949950764569 92:-0.04882705683476497 93:-0.207114086607926 94:0.3452632306328743 95:-0.8739817955753418 96:-1.147684521144503 97:0.01866587505934745 98:1.336275677296882 99:-0.991688867970183 100:-0.4976819287919669 101:-0.08078389051546549 102:0.41836107978444 103:0.2487769828494797 104:-0.841317598366786 105:0.3490246656644844 106:-0.1831218799960208 107:0.5339044567924038 108:1.282908136092435 109:-0.1060628136674045 110:1.358693609437155 111:0.5509199001486179 112:-0.587098423660541 113:1.41770585701368 114:0.7295058288685079 115:-0.7656180724193268 116:1.508613749294495 117:0.02593099468844923 118:0.6186091711407472 119:1.967584231012819 120:0.9586521849379567 121:-0.5095291756863599 122:0.9825585447491729 123:-0.604918768859077 124:-1.668697378568861 125:-1.073940673891987 126:-1.082146620728225 127:0.9313637850225368 128:0.4526968200338378 129:-0.657937601798037 130:-0.244394001840632 131:1.065587467317985 132:-0.190868188213207 133:0.512864075105669 134:-0.7109134141963511 135:1.245547613377754 136:-1.461509257892794 137:-1.37323574599732 138:-0.6534231238121151 139:-1.060483856125843 140:0.2249041565067566 141:0.388968756136729 142:-1.524896948866253 143:1.032833514850578 144:-0.9460124922288116 145:0.2141533039457945 146:0.5001423482468651 147:-1.666731552155247 148:-0.3105787809474764 149:-0.5939829607446542 150:0.2178551350554392 151:-1.369158362569487 152:-0.7692568174115838 153:0.688303937767225 154:0.8058533123090992 155:0.06645444848492318 156:-0.4423040154346691 157:1.483804828849224 158:-0.3692923345209969 159:0.009130033357385593 160:-2.633635408841426 161:0.7058879765068276 162:0.2470093809668936 163:-1.215694753219267 164:-0.4723212752481308 165:0.7902946300012972 166:-0.4445319301626673 167:-2.95646890770819 168:0.1323339504838589 169:0.6364555891262105 170:0.9518167996454134 171:-0.9908045563101169 172:0.514873369525638 173:-1.179190010495734 174:-1.436891045786225 175:0.03644205321280582 176:1.33810206307605 177:1.493003867276115 178:1.45576608251306 179:-0.6471790171380962 180:-0.6968142067249899 181:-0.3923304496732871 182:-1.310112158058635 183:0.4290310363230969 184:-0.3588093481408066 185:-0.2313209745926098 186:-0.151690958460192 187:0.009991737959160928 188:-0.2706407439972259 189:-1.443621997936305 190:1.603896895001878 191:-0.5846321323127446 192:-0.1111122656018125 193:-0.6578553297255885 194:1.487199495594188 195:-1.156429435029663 196:-0.3545427238886692 197:-0.2473846853121481 198:0.4767705829601743 199:0.7353795178352958
--1 0:-0.1313016903572989 1:-0.4963425841309212 2:1.873513543050246 3:1.083133114653788 4:-1.119353169479277 5:2.649743094130193 6:1.205748331048007 7:-0.1473556842619143 8:-0.7758485972327167 9:0.1773829454045241 10:-0.9909293628440887 11:-0.4049746540504744 12:-1.806296468313627 13:-0.06402281719965937 14:0.4298509234834984 15:-0.4681689083319547 16:0.4940560618582212 17:-1.16830343002426 18:2.446358760335376 19:-0.2076768032142744 20:-1.313815947092592 21:1.411492855544265 22:-0.8702917736886523 23:-1.389197540095727 24:0.6978860138671996 25:-0.1793096417343685 26:-1.365077156380345 27:2.071084453393313 28:-0.45739821428524 29:-0.4206737426481249 30:-1.390966164880441 31:0.1778659039184839 32:-0.1292397503208521 33:-1.741359570618478 34:0.9534509265919463 35:-0.1439593198170271 36:-0.277874168749273 37:0.3702573706845924 38:-0.3481809921697472 39:-0.09104848499567363 40:-0.2164921037622999 41:0.1475293835134383 42:-2.098695010584428 43:-0.5536300838809409 44:0.6655396039123441 45:0.8887332239738339 46:-1.024870606691666 47:-0.371917177709819 48:0.4272692421139774 49:1.053548641121823 50:1.212756221699028 51:-1.851367434094121 52:0.1579143512593005 53:-0.2886380330139341 54:1.138297259322513 55:0.6796901267885495 56:-1.525369506523615 57:-1.066394124254208 58:-0.2863747715580359 59:-0.2763977932886518 60:-1.17971212549647 61:-0.7502537281492591 62:-1.534532665321443 63:0.4660190625501942 64:0.8377941785414 65:0.9765939549916587 66:-0.08843998405072431 67:-2.826450676557822 68:0.3826276061961277 69:0.2794719019611354 70:-0.8736201129137238 71:-1.101757012740277 72:0.5119807934424233 73:1.573443370445159 74:-0.7888546789867691 75:-0.4555628522895519 76:-0.8030520543798704 77:1.363198922467973 78:-0.3556076608094587 79:-0.5967315767877027 80:1.416449090269087 81:-1.420058547156432 82:0.1530017572495049 83:0.3664236099659516 84:1.215632946395037 85:0.2786987516577307 86:1.076732057262189 87:-0.6980132684321452 88:1.425895748817661 89:0.1517561863297821 90:0.916701805640016 91:0.4348879040780602 92:0.4769153575916159 93:-0.7368389604444664 94:0.7944466366011276 95:1.580459261113661 96:2.765501022200694 97:0.3954335273356009 98:1.144519034797498 99:-1.561556350539032 100:-0.4923613996959096 101:0.5261213505312771 102:-1.202210281554513 103:1.969850006752889 104:-1.221098142224624 105:-1.369775857159387 106:0.5524628345600897 107:-0.4658939060108372 108:-0.4430977181731782 109:-2.180421894182691 110:-0.2433699925753016 111:-1.773884809370061 112:0.1559878163155704 113:-0.1278878491155269 114:-0.8657747014377951 115:-0.2607851027844896 116:1.484893072094413 117:-2.085757002514205 118:0.4007669257247954 119:0.2098594705592444 120:1.091342399656209 121:0.006336507158854299 122:-0.4892437894489292 123:-0.2123341426100209 124:0.7835844753741754 125:-0.6466425985442379 126:0.4782387703239743 127:0.9147700979818496 128:2.281389032015448 129:1.047352737960887 130:1.079174986489352 131:0.1798416615354705 132:-1.181464370923725 133:0.6357898525129354 134:-1.479157361194304 135:-2.239636375477558 136:0.2390105391934108 137:-0.4292963523628857 138:1.234928454753718 139:-0.04444508531621635 140:2.462061998161072 141:-0.2209178803068468 142:0.2940328220412119 143:0.6524127600407901 144:-0.3422720475377807 145:-0.9413098783987309 146:-0.2294363837836099 147:0.1933199267109018 148:-0.8786162369493675 149:-0.3506627643283828 150:-0.7418505673833771 151:0.7289208171328799 152:-0.951511708603024 153:-2.640831691714189 154:0.3658656387474375 155:-1.980956118894876 156:-0.5835185951572381 157:-0.3373772131409324 158:1.068127238650275 159:-0.4463270508241116 160:2.171889226464782 161:1.074624627776036 162:0.8394725380849578 163:1.010431498158041 164:-0.18429197525173 165:1.766030567699763 166:1.344271735349346 167:1.434662165041365 168:0.3332399638278684 169:-0.2389961311154839 170:0.4811121087732235 171:0.6901870567591815 172:0.07708351357771244 173:-0.6316379175291553 174:-0.1895927095194155 175:-1.009220710084725 176:0.7293555108712436 177:0.5462380631653745 178:-0.4815167101271706 179:0.6944779120943143 180:1.19213474406636 181:-1.323831929494866 182:-0.4559099033887276 183:-0.8210186132724876 184:0.2833799442991592 185:-1.185380533761041 186:0.07255607620156235 187:0.4430818373208227 188:-0.9059216336054022 189:2.843825760227394 190:2.458422963807024 191:-1.001062367995762 192:-0.5232013447494668 193:1.183842730660025 194:-0.2359218144276299 195:0.6523455417365303 196:-2.56769023270552 197:1.614576828464353 198:-1.270529293258004 199:0.8086975725764668
-1 0:0.5336507767666763 1:0.912346647161997 2:-2.671803282953209 3:-0.06432675312310848 4:0.7457013098980213 5:-0.5690602205560392 6:1.36427446685287 7:-0.877413061393576 8:0.1844090567074342 9:-0.7498413703465825 10:1.9878128367951 11:-1.039827617996344 12:1.898457597090813 13:0.5621454588954282 14:-0.5918375896268103 15:-1.175025229264516 16:0.9873555723399322 17:-2.098527876241176 18:1.373554549691926 19:0.4122958049126342 20:-1.300907225415952 21:-1.808088386021609 22:-1.899332119067676 23:0.2694144874601326 24:1.925784692404462 25:-1.878731012287562 26:0.8188347204917634 27:0.4414671772000318 28:-1.053301736576404 29:-1.930373316587591 30:-0.7084712298706065 31:0.1034373961341742 32:1.29432347404927 33:0.8823353225692768 34:2.980935695830853 35:0.2288936794204544 36:0.9991978697736855 37:-1.526515587311577 38:-0.08875829450990799 39:-0.9504330396973183 40:-1.31426385941007 41:-0.5832547906023466 42:0.2695642907562186 43:0.2047573054628966 44:1.551349618792273 45:-0.05319267009265181 46:-0.2052648471390896 47:-0.1323021986939235 48:0.4919737974960762 49:0.1902888298109634 50:-1.723322644149027 51:-0.5114181416587953 52:-0.8931141828214136 53:0.2054632939265139 54:0.04087733336785788 55:0.9102993494161553 56:0.7725728237131487 57:-0.3905592225443801 58:0.1210466767162939 59:0.1108442284082296 60:-0.580901733787207 61:1.277830072448815 62:1.450114166081674 63:-0.9772063917729802 64:1.473575075553295 65:-1.250106037540613 66:-0.5381062622317024 67:0.8510176596544986 68:0.4300043632806352 69:-0.9824923028018908 70:0.8096041986118705 71:0.889903006412973 72:0.9594244284739352 73:-1.006251200609199 74:-0.4980665541340863 75:0.7851483564018715 76:2.101552990970178 77:0.2442293787682789 78:-0.6025340978416844 79:0.8612109533051258 80:1.469864502618472 81:0.5940839777183732 82:-0.6341630025942316 83:0.4640603632974936 84:-0.04204417417503191 85:-0.9469767340388979 86:0.144055214593747 87:-1.228049982431118 88:0.639615612166563 89:-0.9714103385057843 90:0.8723919359831315 91:-0.6440515752854155 92:0.5310631356052024 93:0.5733129122762072 94:-0.6697835936309687 95:-0.2788245014369795 96:-0.2193565352666051 97:0.5472002858061981 98:-0.6417108888657691 99:-1.040636276542552 100:1.76097454808668 101:-0.2978478162773201 102:0.7441626261270543 103:1.6146670555158 104:-2.043952484935848 105:-0.08731383509006797 106:-1.271710265942034 107:-1.431076664446645 108:-0.585770174587716 109:0.2146176214670133 110:-2.226477067311997 111:-1.175443339907827 112:0.8953068231709967 113:0.4180347745100515 114:0.6711443287658108 115:-0.2306347519640364 116:-1.334306525750455 117:0.2558789642554672 118:-1.187162141869892 119:-1.167297451873812 120:1.238423244759355 121:-0.5180097000562994 122:-1.787474270214735 123:-0.2803250435952263 124:0.5660959899645608 125:-0.7373972612748629 126:-1.844213041782117 127:-0.7713463802265735 128:0.08441003135170333 129:-0.4334509191579436 130:-1.757741707728731 131:0.4035346023143836 132:-0.3181546868138383 133:-0.4793178024984763 134:0.2167004432984986 135:1.980742544730878 136:-0.3604811484376412 137:-0.6527665545422585 138:0.2091933211139646 139:-3.115409556111792 140:-0.3529103279138684 141:0.5497256558835881 142:0.4132564695811511 143:-0.1076129843829095 144:-0.8911604491234701 145:0.1723925337535893 146:-1.483719461029123 147:0.6479561690946012 148:0.6193692964315324 149:0.1587232515164181 150:-1.161554103602626 151:-0.1040621755503738 152:-1.735030333485942 153:-0.1844506821879657 154:0.08911811410987854 155:-0.2659421500172119 156:-1.356037404429951 157:0.3434781497633306 158:-0.4077405703004904 159:-0.06518744236138446 160:1.657528662090239 161:1.713711668124653 162:-1.805817262524946 163:-0.3417289093196159 164:0.8468626012135558 165:0.5913143068578205 166:-0.7545304170084292 167:0.4473194222128987 168:-1.11996986238055 169:-0.1730613826029486 170:0.3725310898948548 171:1.023452367953762 172:0.4877422721124723 173:0.6326933382134609 174:0.29017016146044 175:-0.598266230220697 176:0.06648026504957599 177:2.666409223971162 178:-1.385665498481355 179:0.1183939055916043 180:0.8537039813409565 181:-0.3104611793431139 182:-0.9305212480191519 183:-1.391077237264223 184:-0.6375319313469848 185:-1.236093919245561 186:-1.333231831799772 187:-1.027562689485665 188:0.7926712573657391 189:-0.8570696430071104 190:1.174546798244495 191:0.2486162467284139 192:-0.1856835249926405 193:0.7213122344071575 194:-0.8656495006438966 195:0.2524739835996223 196:-0.6057118507572707 197:1.390023951656807 198:1.01837498276006 199:1.279080855442733
--1 0:0.1448540496242738 1:0.3105909622383866 2:0.692245068459682 3:0.7189110395947539 4:-1.286950924547685 5:-1.664596710269059 6:-1.649796373769831 7:0.3960404809846188 8:0.9559374417463128 9:-0.5265292525532569 10:-1.776224365635574 11:-1.370636746366153 12:-1.130279070066218 13:-0.0517272679627644 14:0.2061061409645671 15:-0.1853067688993735 16:0.2158182828341386 17:-0.7561275720519472 18:0.8044499429600921 19:0.07378889606974547 20:0.1278695088752535 21:0.6214225857228171 22:0.6466297945582583 23:-0.0847497079155646 24:0.3551926951904184 25:2.41814399704648 26:0.9215066879840067 27:0.7119742705794369 28:0.9127021016350128 29:-0.7867625533873378 30:-1.164742894925701 31:-1.148674990787119 32:-0.04546985240886242 33:0.2501507864230677 34:0.662998565354463 35:-2.012965012753827 36:0.115617404689164 37:1.679612708358591 38:0.04053771651649937 39:1.94398213403523 40:1.126982271842614 41:-1.552746152567054 42:0.3686894388948456 43:0.8257833499806772 44:-2.048753607204036 45:-0.4113402827895519 46:-0.176616608917469 47:-0.6370734781588897 48:-2.294868945941576 49:0.145512365406577 50:-0.966402186403947 51:-1.587588507843174 52:1.983656019401208 53:0.2682516419039956 54:1.287086481596071 55:1.249517619411776 56:0.06435771312687111 57:-0.4417298892645009 58:-0.504776889912395 59:1.122575815848871 60:-0.1812430297766454 61:0.1640411546341051 62:-0.6147209184092612 63:0.8015654709395875 64:-1.659075909423048 65:1.086536293538385 66:-0.2546126389598743 67:-1.1611145423463 68:0.3204792171954098 69:-0.4231962694858061 70:0.6982552872552445 71:-0.8467078694116914 72:0.3228985497615215 73:-0.9986119085520754 74:0.2053815759752031 75:-0.282047624442341 76:0.9703369893098488 77:0.6202297147871033 78:1.201574242743797 79:-0.6413773349146517 80:1.392690907611615 81:0.6278649945773719 82:-0.4849802415662812 83:0.5089521381756447 84:0.9260657282824075 85:-0.5302199952431913 86:-1.958629241270659 87:-1.347082405283979 88:-1.895929354182423 89:-1.901570815682748 90:-0.4347816448699959 91:2.86600122168824 92:0.4978788266206471 93:-1.349953690151724 94:0.7071438348650156 95:0.3893254130875299 96:0.3458164397061947 97:0.4205859978368528 98:-0.7297833516773136 99:2.145292040532898 100:-1.009768244294592 101:-1.215644952476904 102:-0.1480564512088946 103:0.410597527024435 104:-1.832097176584691 105:0.6618773761136459 106:1.439948387264054 107:0.3867209961952825 108:-2.006887862003826 109:0.2409935018871669 110:0.4934734074945974 111:0.9764895752885613 112:0.7846769195298261 113:0.4558563988729499 114:-1.52477724293898 115:1.289831297600005 116:-0.2180629505075171 117:-0.06893874939169378 118:-0.6739290857558617 119:0.09118774717719297 120:-1.20072065152236 121:-1.265792752660952 122:0.7679546390652919 123:1.353878870011496 124:-1.487141840646655 125:0.6084704341238285 126:-0.7030986270193693 127:-1.191554236805507 128:-0.4083638505969472 129:-1.62237932025248 130:-0.5977856903801645 131:-0.104461649927774 132:-0.297328066840533 133:1.663958992782559 134:-0.02618607951648642 135:-0.265915365420611 136:-0.001348227059265948 137:-1.830677388126023 138:-0.3229191337928252 139:-0.1590773864189365 140:1.694791838493632 141:0.5904210130787921 142:-1.254263821350651 143:-0.8217830865120714 144:0.3534026050432847 145:-0.3760064079251974 146:-0.4199972893564631 147:-1.17597598594326 148:0.3540888866911655 149:-0.1119996633090144 150:1.435319314000817 151:0.5559563013778478 152:-0.2814062762411513 153:-0.7573861210917762 154:-0.9486280134066797 155:0.7109732971631205 156:1.206359697660236 157:0.3726990353775818 158:0.07936068269641409 159:-1.825559153535442 160:-0.6056668588754884 161:0.7005784069719102 162:0.661412300375064 163:-0.3627775822947428 164:-0.106244135884352 165:-1.048127235881311 166:-0.9853798355562732 167:1.83332515222873 168:0.4428848172993965 169:-0.5438727960947474 170:-0.8018831447942456 171:-0.3617960462213893 172:-0.5755291004154339 173:0.3162100474201729 174:0.9863568207354855 175:-0.3029664506728919 176:-2.003155017537039 177:-0.9150364450486741 178:-1.374363931362346 179:0.1836466104310889 180:-0.3775150029943778 181:-0.2414501120887681 182:-0.01638102506572303 183:-0.5656938900991593 184:-0.5804415615038476 185:1.259330105495085 186:-1.213026199692641 187:-1.243756905564975 188:1.188062045931034 189:-0.8439770708909128 190:-0.0006896670516302674 191:0.1186756990241971 192:-0.4409591387495133 193:1.906383458718076 194:0.7590430012272661 195:0.8672402800232872 196:0.1920291181180858 197:-2.041167416732732 198:1.112239154688849 199:-0.2660187623624326
-1 0:1.286302945073791 1:1.557956810163525 2:1.010807101716171 3:-0.08359329566674342 4:0.5281156130541491 5:0.5083232811683773 6:0.5106684055737145 7:0.03536712476816564 8:1.035512547406923 9:0.232041118456986 10:-0.6897657806877752 11:-0.641475566875764 12:-1.217295615060746 13:-0.981344299296194 14:0.3059071224991856 15:-0.1816443843903454 16:0.2503349925327405 17:1.562363921997322 18:-0.8217526714252213 19:-1.564243898583059 20:-0.09098439115713999 21:0.4341560948125746 22:-0.3202018024316669 23:1.123406955140492 24:-1.223999542817759 25:-0.3798179536226353 26:-0.2220500650530553 27:-0.005035974295888587 28:-0.5191075539260646 29:-0.2852472116589248 30:-0.2287977876385621 31:0.3061667742991593 32:1.451428963569241 33:-0.3987506008003457 34:0.3321876435685903 35:-0.339685681518437 36:-0.8082245130855749 37:-0.700950232075484 38:0.6703456782506582 39:0.7473726339668876 40:1.446906771024919 41:0.1385066461724966 42:-0.2728669519593316 43:0.7844238600316656 44:-1.189850240152924 45:0.2347032060611516 46:-0.05806753556893664 47:-0.280953758626572 48:0.6361588123758941 49:-0.5815116122282792 50:0.3482084898949093 51:0.2856102639023579 52:0.8409501285386116 53:1.896858503091507 54:0.7728644913628535 55:-0.3386605034311206 56:0.3653407744307526 57:0.0792611525657196 58:-0.1292835872235992 59:0.4916611163778764 60:-1.012312910887083 61:-0.8284697608498484 62:1.204003445932414 63:1.580065406957654 64:2.019093732072792 65:-1.667076775276299 66:0.01156880270677277 67:-0.1339751385757739 68:-0.6125430650305402 69:1.086661785351899 70:1.36170762467382 71:1.062270786256063 72:-0.7025615386636713 73:0.08043644671030076 74:0.2402538749747945 75:-1.682337863232837 76:-0.301713112322441 77:0.7146269051041292 78:0.4938321529486671 79:-1.443262469442541 80:0.07768979708105442 81:0.2962328284037664 82:-0.09634348879136719 83:1.190983391813754 84:-0.8552829283072251 85:-0.02813771970671475 86:-1.3467621425036 87:0.6618988810698672 88:-0.5577299022133529 89:0.2606206900647388 90:0.6456153294377175 91:-0.3567230739529709 92:-1.007138851609019 93:0.5414360438790494 94:1.215779399323471 95:1.986179507312108 96:0.9711692268142805 97:0.7059340112764345 98:0.9416238853640281 99:0.1665593648198934 100:-0.5031113876242982 101:0.08634944370293654 102:0.2359323134143145 103:-0.3162673369996754 104:-0.04801379368098189 105:-1.459884271525462 106:1.255795286806354 107:0.208461847270231 108:-0.05073750279109221 109:0.4793026970247711 110:0.7828633932209177 111:0.1992501723847371 112:-0.1815621664563798 113:0.01752210187038303 114:-0.4529327471692888 115:0.4662259021191625 116:0.5552181771222868 117:-0.5615133620366204 118:0.5478929274558888 119:0.6100089144224164 120:-1.006971084210805 121:0.6213429925761106 122:-1.261677067448626 123:-0.9107294938810966 124:0.4654650778405778 125:-0.5065187885957771 126:-0.03823146269845836 127:-1.229492528152236 128:1.141586948731167 129:0.6771498192447298 130:-0.4514534784936328 131:-0.2494113845834927 132:-0.2614355694356978 133:0.8620707195095224 134:0.506407583303124 135:-0.02923259271227209 136:-0.6046709029190496 137:-0.3496633529057214 138:-0.0394502160503783 139:0.2078384152879857 140:1.659104987252806 141:0.970724604535654 142:0.1944409471141201 143:1.832295325835942 144:-1.202015309071021 145:-0.00675749591875142 146:0.1557959369122031 147:1.591046191411864 148:0.5403544110578929 149:-0.1517667584801579 150:0.123865242864656 151:0.4211391686603653 152:-0.8404987607080855 153:0.5194596314769846 154:1.692422309390535 155:0.07818965908136247 156:0.1319256522210404 157:1.045116139319096 158:-0.1601351911726593 159:-0.5630446829950236 160:1.098843657185739 161:-0.1287444440426556 162:1.157286225289262 163:-0.6089696492710408 164:-1.215575234549898 165:0.7765784758879596 166:0.7294884223247524 167:0.7592438281341543 168:-0.8592109209201354 169:-1.719665893515071 170:2.09790040436527 171:-0.08570845341522 172:-0.4112245045095775 173:-2.448486215549316 174:0.003702003691626384 175:0.5443700333235887 176:-0.6553333734152058 177:-0.2062881579010155 178:-0.5763069634312591 179:-0.6347236787117126 180:0.2135715689498251 181:0.1732932170882056 182:0.4315755252225802 183:0.1331600950624895 184:-1.334331713874123 185:0.108239634798875 186:-1.655249828840593 187:0.1712394077168171 188:-0.7042573739268708 189:0.08796523951864886 190:-1.124110458230454 191:0.9406702846527705 192:0.9072428642428407 193:0.4022230112000819 194:2.02677396759186 195:1.248457521688713 196:-0.8883576021623234 197:0.8078184389792328 198:-1.709493604283792 199:-0.342497619717426
-1 0:-0.5948383704259737 1:-0.9851723687616282 2:0.6907658011637166 3:-1.131208033218847 4:-0.6885849831859001 5:0.7294405282069691 6:0.05662596273083237 7:-1.89936613376434 8:-1.535789839685014 9:-1.625442849137202 10:-0.6420741797099362 11:0.2014358111751725 12:-0.4213081610760496 13:-0.2091448966797656 14:0.7391768186143575 15:0.1113739289250552 16:0.6819884689228366 17:-0.6861710817833527 18:0.1759181358988707 19:0.3706769927349395 20:-0.2003010076329331 21:-0.936302614355261 22:1.512137066913367 23:-1.032621009040988 24:0.699696174831731 25:-1.669032511100756 26:0.6430973016762835 27:0.4330440316966964 28:1.014564495580379 29:-0.2096883315003037 30:-0.9450823112238258 31:-2.17865267698251 32:0.7615671366936958 33:-1.667437073237348 34:1.485933894336779 35:0.6399608468240381 36:0.4849358900964871 37:0.5874889090865993 38:1.767293299545737 39:2.623184305731108 40:0.7684075184975035 41:-1.147580689724822 42:-1.061833815488287 43:-0.5610814792938824 44:1.771663577184725 45:-1.117321671636362 46:-1.77920232730256 47:1.208348976401872 48:1.422179198486331 49:1.007312594738116 50:-0.8352078226205902 51:1.295055068155747 52:0.4671834503321685 53:0.5052816161235225 54:-1.026589491662494 55:0.3148759022937102 56:-2.097731882704842 57:-0.9874982591268791 58:-1.769876171296034 59:0.02848385766728778 60:-0.2130893599571058 61:0.8082407824682549 62:-1.865270897211161 63:0.6433805396796686 64:-2.024357887863943 65:-0.1935703683571452 66:1.136571790999424 67:0.8844869168212618 68:-0.434240329075181 69:-0.283467317768078 70:-1.375172579287962 71:0.2013965846941907 72:0.4344515464488422 73:-0.8752362288287096 74:-1.406327264679357 75:-0.1661089959234528 76:-1.566839736177591 77:-0.7515304974423866 78:0.5403833835539442 79:-1.197792873950575 80:0.5402848215375734 81:0.2782180186720984 82:-1.48219034245128 83:0.2266012562622093 84:-0.007226814965427515 85:-0.2881168674935773 86:-1.043887697188214 87:0.401073511457377 88:-0.8805517685650279 89:0.5277565845413911 90:0.8702998189247323 91:-1.875083816553202 92:-0.7081015017161083 93:-1.824779903604668 94:-0.7602823852029414 95:0.5344279866294869 96:0.7173444712572228 97:-1.334991888184813 98:-1.326243412860374 99:-1.22103131868243 100:0.3620924710236763 101:-0.1557852764779944 102:-0.8019415075685999 103:0.2883239716814007 104:-1.481569427374114 105:0.5470506981378099 106:-0.2019803523133159 107:-0.6675586123497297 108:0.319505622015055 109:0.2754684759933339 110:0.1753023346107728 111:0.8213118098632105 112:-0.0942304659775246 113:-0.8150844571360817 114:0.4469516529848085 115:2.354126985691846 116:-0.2013562145507363 117:0.7903529029953691 118:0.9246520310891683 119:1.994793006731056 120:0.548552437393264 121:0.8213601567934475 122:-0.1649183917594764 123:3.232215661236986 124:-1.05883903992966 125:-0.04525555035208706 126:-2.615584780896274 127:-0.4769132294135476 128:-0.02040782186447759 129:-0.0982448338253489 130:0.8933005806817076 131:0.7274233806124181 132:-0.1335129080647913 133:0.1867534600177891 134:-0.6979513426110894 135:0.4198454872464245 136:-1.240310998879502 137:-0.3499899282037016 138:0.9198455612459062 139:-0.8711051726604775 140:0.8867920751751992 141:0.8939031334502466 142:1.411856383911838 143:-0.06679585557527784 144:0.8121249823030107 145:-0.3821159417232954 146:0.3658032586956198 147:-0.1735726548276644 148:-1.241718554803397 149:-1.591718496753549 150:1.13104268617556 151:0.8936150740140848 152:-0.1051220610818251 153:-0.05006205885037152 154:-0.6074424990587535 155:-1.827036735983941 156:-1.352608381229752 157:-1.101404669057588 158:0.2977412961493689 159:0.3666955160106944 160:-1.124191592552256 161:0.2482074158421957 162:-0.07846045967745749 163:0.08104179231598778 164:-1.31611068810606 165:-0.6828371965697733 166:-0.7721777617460502 167:1.793491984663312 168:0.2348997904632814 169:0.6817397219790038 170:-1.006681989851216 171:-2.108323362295484 172:0.3253227053105617 173:0.9488790148058924 174:-0.1451633421542391 175:0.1044991716177747 176:-0.818365249613238 177:1.021811811934742 178:0.5476217604774835 179:-0.1299311836991118 180:-0.9741920361426712 181:0.4805189010627083 182:-0.05354112038224109 183:-2.336745228190768 184:-1.446722026247939 185:-0.7355603652999468 186:-0.04090598547172977 187:2.350784022376742 188:1.36522615247164 189:1.305083128322816 190:-2.203566512859134 191:-0.4663247631746544 192:1.184552721311909 193:0.6386864797093603 194:-1.190472869371942 195:1.294767423329631 196:-0.4740240126927562 197:-0.2986028483000239 198:-0.7792514125407849 199:0.8884302437908488
--1 0:-1.436938965504887 1:2.005553530863551 2:-0.5759833278331776 3:-0.856771315670312 4:0.9520343367130296 5:-0.2751378366400164 6:0.06136199491630757 7:0.498078963214499 8:1.627934793827028 9:0.5384632951550185 10:0.4335178051645505 11:0.6944444870785192 12:0.1027436572833292 13:-0.3018684420661397 14:-1.150030835582308 15:-0.4340444410280876 16:-2.004757971344069 17:2.362497034848162 18:-0.9888402753667778 19:0.9122357539264481 20:0.04477298329866434 21:1.526720163062864 22:1.176506736729539 23:-2.221041986877335 24:0.04047180372251086 25:-1.135928157152639 26:-0.1300856856767464 27:-0.08669177241294469 28:0.4594736250346003 29:-1.28628300651546 30:0.3941801900990604 31:-0.676685459516127 32:0.7376917495113572 33:-0.5304571729085239 34:-0.8077869344324113 35:2.119252318181871 36:-1.839991010782047 37:-0.9439273354225468 38:-0.1857006778518757 39:-0.8251017735113354 40:-0.3232301548395731 41:1.814545699477808 42:-1.146316124980026 43:0.3167039604117639 44:0.600330774209541 45:-0.4411796175769268 46:-0.8182290965465653 47:1.881114758969024 48:-1.127472623903769 49:-0.2963060024671773 50:-0.4252752388975212 51:-0.1488622475313478 52:2.479857131444342 53:-1.49367195313483 54:-0.7446527312566025 55:0.1358445405870722 56:0.5010374453599571 57:0.6198995195463779 58:0.4104740796871364 59:-0.1264116224167863 60:0.7687481091332456 61:-0.335425582756208 62:-0.4493703946169731 63:-0.4945628738611753 64:0.835292370935124 65:1.861490156213365 66:-0.6658332298070013 67:0.4702123746432326 68:0.7858684353810905 69:-0.6516396598459738 70:-0.1733505379901767 71:-0.6212058718453265 72:0.8756969937546585 73:0.1044165408834759 74:-0.6733184927297496 75:0.06597881113743524 76:0.07675400943395969 77:1.632303039959045 78:-0.7867457787441756 79:-0.6337533195706895 80:-0.6312387503853184 81:0.3115919762591348 82:1.269315768242164 83:1.719455786613513 84:1.269221678346394 85:0.472388318922796 86:-2.5836034979012 87:-0.7121442824091372 88:0.7275946694690461 89:-0.3471957138701394 90:0.8902317499708876 91:0.9772055760541059 92:0.3462786505539878 93:0.8131590951562689 94:0.9554820374839245 95:1.63379002949672 96:0.4260446168485041 97:-0.4480104649493011 98:0.5227545590914371 99:0.4461191794374614 100:-0.2640336278415738 101:0.2005980956458618 102:-0.4201360219314975 103:2.047737301349655 104:0.112909386932457 105:0.8409402422965812 106:-1.066390025131105 107:-0.774249143960567 108:-0.6039983168174133 109:-0.1201068673704787 110:-0.5336049484188337 111:-0.3847016308344189 112:-0.9610431639770903 113:-0.3754501673569354 114:-1.165942501687988 115:0.5995289458442953 116:1.011012348082304 117:0.1085214584061031 118:1.729553991914902 119:0.2548745666897956 120:-0.4109627321317366 121:-0.9827627625345897 122:0.2434396236089191 123:-0.9509294052161374 124:-0.9672468493414373 125:0.7011390188132958 126:-0.6764397185135931 127:1.330099288491362 128:-1.047969270139001 129:-0.2932937859199193 130:-0.1668634428173522 131:-1.03611171490199 132:0.9924443246494254 133:-0.8623834099111364 134:-0.553668093964913 135:-1.014697057104916 136:0.3817609717050081 137:-0.910470536367559 138:-1.166661497161585 139:0.004679390919724431 140:0.4065177430967262 141:0.007224143798940912 142:-0.3423884664215691 143:-0.07781471338670122 144:-0.06004688954402294 145:-0.4113148721626509 146:-0.4068511833823443 147:0.8273490801900898 148:0.080224141312068 149:-0.8247445637338289 150:-0.3415505479682971 151:-1.049935378841955 152:-0.713982554366673 153:1.123526078360211 154:0.4231922434526676 155:1.735573236513297 156:0.3499246667296212 157:0.3052582953890538 158:-1.657745187533303 159:-0.6017592531346648 160:0.5999488112681443 161:0.3950697455693906 162:0.1257235509592105 163:0.6644242513049282 164:-1.283184205788226 165:-0.06777753831932662 166:1.736747534062994 167:0.09841950863278776 168:-0.8014014006260343 169:0.6140380934590819 170:-0.3356397005572884 171:2.131522543849447 172:-1.723679868171536 173:-0.5504976930547911 174:-0.9115361955214519 175:0.534820640193193 176:1.143407303513176 177:0.4288957885106612 178:0.8655428089996799 179:0.1670517471993133 180:-0.5048700736316883 181:-0.8008169988316612 182:-0.7885658415483829 183:1.824118254701207 184:-0.6578045174439486 185:0.120983901720897 186:0.3850926214214906 187:0.6046859268924661 188:-0.5451782810730345 189:1.309558201207652 190:0.4686121728144692 191:0.9064978329203257 192:-0.7207917151578092 193:0.7920451993879398 194:-0.3939308418045623 195:0.5268573047231184 196:-0.7794439404609219 197:-0.6792136358610605 198:0.2126236926082716 199:-1.066712243530455
--1 0:-0.5480236065092436 1:1.197863514207005 2:0.9261103984673126 3:-0.6500568974219338 4:-0.5120187662487073 5:-0.2838554797075605 6:0.788727497200676 7:1.318818699502782 8:1.072694157214528 9:0.4130047247325399 10:-1.241452239950454 11:0.3981230145130395 12:-0.06739226776962755 13:-1.082849668942007 14:0.2701814836699164 15:-1.124841096614581 16:0.3815114228268482 17:-1.065286559051949 18:-1.434537955479458 19:0.9877667149001033 20:0.05632625807732462 21:-0.03182616027381504 22:0.3499856531840239 23:0.1893346021838175 24:1.140296012140966 25:0.6167552994609438 26:0.9042345166286908 27:-0.8907998788346944 28:-1.107151913454476 29:-0.2970018399974031 30:-1.374232416269525 31:0.127594061274109 32:0.2871716493971729 33:-0.7782682677359888 34:-2.456672494947976 35:-0.8875542280222856 36:1.359218577553422 37:0.401396420359824 38:-0.09073080030751296 39:-0.3780637030761976 40:-1.0672442954551 41:0.5757454314677449 42:-1.709419821536358 43:1.408963057526905 44:0.6258868407503824 45:-0.3217203043484164 46:-0.7153372724750469 47:-0.4380295083407756 48:-1.735289415335619 49:0.3059772722929773 50:-0.6334404255255379 51:-1.311014631837751 52:0.2104182315631297 53:-0.4038489079540523 54:-0.500698489126694 55:0.3847539337189897 56:-1.371218517301062 57:-0.4399474409693707 58:0.9031067818650351 59:-0.1327330724394482 60:1.670232438354448 61:-1.23566008002591 62:-0.4481648551956778 63:-0.5522924002754653 64:1.820852521841356 65:-0.1590421643648533 66:-1.21014155362063 67:0.4091965282505476 68:-0.4552297529407195 69:-0.353847506447469 70:1.034267405701769 71:0.7123334222429282 72:0.3208267813723851 73:0.5303105873420951 74:-1.211324016233428 75:0.3488051640471638 76:-1.312872926458134 77:0.9710787815055 78:-0.7490360063314034 79:-1.48112450880834 80:-1.120977338432725 81:-1.742141528670177 82:1.335450641134561 83:-0.2966643410089944 84:0.5587396573269424 85:-0.7305872432626529 86:-1.933377082883621 87:0.2791791089288418 88:-1.433872682120758 89:-0.4200737158165253 90:-2.490386617672611 91:-0.2542343033513041 92:0.3622873383509085 93:1.938899699547331 94:-0.3698966602331805 95:0.847040755580463 96:-0.8798212476221522 97:-1.209694055834337 98:0.8330203820910403 99:-0.6339067930357469 100:-0.4918623895370691 101:0.2251609682250394 102:0.002013448034298143 103:1.008117973532302 104:-2.244792424673619 105:-1.358093686066533 106:1.169631353985485 107:0.2010359320638508 108:0.6462747416470337 109:-0.8379695502726313 110:-1.433167075984743 111:0.9331619303559852 112:-0.6385672113524339 113:-1.861282038631543 114:-0.6753037274176344 115:-2.037848228857956 116:-0.8815973231322266 117:-0.05689710292004811 118:-0.6646548419365977 119:0.4909122241656425 120:0.8064282355248541 121:-0.4074069678632163 122:-0.6119618929305822 123:-1.987987205991839 124:-0.1043462053616218 125:-0.01516585040156027 126:-1.834869267438809 127:2.741406446788015 128:0.3271352329531233 129:-1.356392244544266 130:-0.2859526829283682 131:-0.2734228484693693 132:2.722900617567085 133:0.07215974092481298 134:-1.544993146985914 135:-0.5499161727046055 136:1.043291880809894 137:-0.6123661904112434 138:-0.3912580562826481 139:0.8532288135513314 140:-0.01033960040748061 141:0.2964263045766621 142:-1.073826669261523 143:-0.9081873121327937 144:0.3791202976809059 145:-1.01404937379325 146:1.147214057289286 147:0.4755260058739988 148:1.271186276362897 149:-0.2427703626669947 150:-0.1147703787443333 151:-0.02238901644691296 152:-0.7588652295579122 153:-0.6315922786897178 154:-1.295364980677086 155:0.9579574559241066 156:-0.3989039129553821 157:-0.4608853357108607 158:-2.154215137959982 159:0.6387443431889236 160:0.4199623628744246 161:-1.021094629941667 162:-1.898564189463391 163:-0.4095301214242947 164:1.425288993517243 165:-0.07470352400279816 166:0.2450605641220327 167:-0.2601271072126429 168:-0.7905221326613013 169:0.523664949576429 170:-1.684946940485689 171:-0.3217294072084231 172:-1.140458432454911 173:-0.3670756746218818 174:-0.2283877499430918 175:0.2217654387879816 176:-1.714722840794982 177:-0.05300802896040299 178:2.344398508836737 179:-0.5127261495560798 180:0.3482215600603775 181:0.6815744882337751 182:-0.05204438253830922 183:-0.6050949737678895 184:1.273507390143436 185:3.197128753132561 186:0.5604841946140416 187:-1.283732589692927 188:-2.361079300602837 189:0.1249614714659814 190:0.178018567822347 191:0.2396492508761557 192:-0.4878231048162051 193:0.5689892075136336 194:-0.7658445634700441 195:1.010193760697311 196:0.2862195937386045 197:-1.582812565950348 198:-1.021508204616387 199:0.4372768567239224
-1 0:-0.8304855602557749 1:-0.08273460101965105 2:-0.1618224199638049 3:-0.6440346197089457 4:1.136689669567044 5:-0.3254566227320551 6:1.651725840164111 7:0.1108780367164479 8:0.515387005140053 9:0.5718137921976987 10:-0.3244064841920069 11:0.8076037105605919 12:-1.236305209316691 13:-0.8872987597999428 14:0.1288161395037093 15:-2.714560882209057 16:-1.465430514529148 17:1.502571882943212 18:-0.01660508381657375 19:0.6268862973658711 20:-1.605714362657927 21:0.5443855763007679 22:-0.1486819086290163 23:0.8953067496124331 24:-1.333767496088411 25:-0.4543044302112508 26:-0.01012612765866281 27:-0.5009115115147744 28:-2.479319104680517 29:-0.3015867477573979 30:-1.054785437973476 31:0.7664858034565705 32:-0.7725504529579178 33:0.5122254362107144 34:0.269126353919256 35:2.151312264717201 36:-0.3102408661107621 37:-0.5643171731777974 38:-0.9905015642417666 39:1.916014941400795 40:1.220051843774189 41:-1.248838440348228 42:-0.9417575722986357 43:-0.6719108601760306 44:-0.3891102185923054 45:1.002279075870296 46:0.7938545611083154 47:-1.907489899785396 48:-1.183773199198826 49:-0.6954395584666255 50:-1.554533609677216 51:-0.7249882139055338 52:-1.087355510108085 53:-0.6117772720240738 54:0.2790928877960433 55:-0.01545153253978633 56:-1.495043448887219 57:-0.6677126438179697 58:0.04793861971146306 59:0.3905942892319522 60:1.446776663121052 61:0.0405272955399936 62:0.06452487217461718 63:0.1576985654132648 64:2.339589061847656 65:0.1638041834077482 66:1.451324618308452 67:1.154088745496707 68:-0.3841062415204038 69:0.5268155821797551 70:-0.2086145041897315 71:0.367350214771784 72:-2.173370496824755 73:-0.1642431360952381 74:-0.8425061610596607 75:-0.002769078209071114 76:0.5461669941867509 77:-0.8222363688557506 78:0.6890320143732771 79:2.360254491510049 80:0.4835132815340945 81:2.332516292364451 82:0.2664756683711295 83:1.065315916025479 84:-1.169704544981867 85:1.537216402716453 86:-0.5772849520823559 87:-0.003040466091173616 88:0.1031926012784409 89:0.5292816385056016 90:0.1683588516907942 91:-0.8495784638791951 92:-2.607621518143403 93:1.599774143180705 94:0.7302623358499311 95:0.8744115912179848 96:-1.467488433561146 97:-1.423410133117706 98:-0.2982560751940698 99:-0.1060263819107735 100:0.8903794718693541 101:-0.7489178538051406 102:0.9278495138971236 103:0.1472918973405277 104:3.493414915563952 105:-0.7177448561954393 106:1.14910885274853 107:2.189152710295764 108:-0.4005350634372393 109:-0.1079357525652415 110:-0.8940750062860053 111:-0.3280963248835918 112:0.2566059029129614 113:1.007202631696996 114:-0.8889743498189694 115:0.8526675631022849 116:0.529618545787878 117:0.05207298423934639 118:0.8428012232614126 119:-0.02272275885740835 120:-0.2492986561101445 121:-0.5547126341016446 122:0.1894792904975675 123:-0.08947035514356874 124:0.8801354532075443 125:0.1960717760793153 126:1.010375631947136 127:-0.8152644900696129 128:-0.3772494538699759 129:0.3166608933132556 130:1.692231345207447 131:0.5182714276241934 132:-0.9432285075476863 133:-0.1123001867166488 134:-1.809396548825096 135:2.169212469812284 136:0.8889245545874459 137:1.037516108951008 138:-1.474276948562439 139:0.7537573724528959 140:-2.664655674831554 141:0.9748913535798249 142:0.434503186079197 143:-1.69335536335684 144:0.862959565758222 145:0.5619658751056774 146:1.541214403624074 147:2.377846362736167 148:-0.6819079893409211 149:1.55132117008003 150:-0.1843190741211987 151:-0.6580537123929483 152:-0.06247418423980498 153:-0.2001202776106162 154:-0.9678774115882286 155:1.078286954756031 156:2.492825841190208 157:1.367781798561978 158:-1.782157099489655 159:0.6153489442551916 160:0.1363259055633581 161:-1.750811711141566 162:0.4875529318756069 163:0.5717414137769821 164:-0.8806322086128439 165:0.8127052069722012 166:-0.7855870474191716 167:2.520391225720423 168:-1.097421734982591 169:0.8272755353542204 170:0.2246394545611666 171:0.1629679656171327 172:0.2094966168781986 173:-0.9326280096138722 174:0.1118508726243586 175:-0.6097452036799639 176:0.655040890743317 177:0.5416774559856063 178:1.093273184936811 179:0.7220039094573206 180:-1.241862153203527 181:2.048553018509467 182:-1.228272830746146 183:0.9158700366292138 184:-0.4076530432562425 185:0.2270628529681664 186:0.5523767083552008 187:-0.9751221447110674 188:-0.9967624671098323 189:-0.3327447232055175 190:0.4909201405637202 191:-1.30136974492414 192:0.4619651514912779 193:-0.04516289659029854 194:0.6733396512208126 195:-0.8530089766002033 196:0.07545905860608611 197:0.6953858115471011 198:-0.5655027646637603 199:0.1114051530791608
-1 0:1.243968409953015 1:0.6484826510122422 2:-1.115915947366924 3:-0.8115433454848706 4:0.3538061659991914 5:1.650220211890612 6:0.8048115641519356 7:0.2618470593885794 8:-1.010351213285244 9:-0.002903897833118224 10:-1.039068026861337 11:0.9437711500062842 12:-1.626188537268553 13:1.816444056204738 14:-1.551327671292048 15:0.5737151039776401 16:1.55859047589992 17:-1.885238997200938 18:-0.1459965690359662 19:-0.3198312892391069 20:-0.057555121357356 21:-0.1340843355772982 22:1.320867989005 23:0.1303234084232987 24:-0.1691250015932179 25:1.657801934683609 26:0.05006007020665788 27:-0.2410661296598436 28:-1.079333929700881 29:0.7888150632351829 30:-0.1437672092523181 31:0.1290788221418039 32:1.159917894259726 33:-0.2032132249911873 34:0.8979371237699028 35:-1.974544540358673 36:-1.529505127503626 37:-0.5937051936059474 38:-0.7574435415427245 39:0.6610044727691867 40:-0.4182442653650426 41:1.923368890615073 42:-1.412723192235933 43:-1.033640484167846 44:-1.566140488614549 45:-0.8202950928924099 46:-0.9808695558508173 47:0.4123352356082829 48:0.1914851906005922 49:-0.4238969610408885 50:0.4650160364813188 51:0.3720092291055323 52:-1.327653506835173 53:1.046529500825456 54:-0.23632036325925 55:-0.9535047721083384 56:1.824078579607019 57:0.4421595946455477 58:0.4936441641152317 59:-0.9606714605042406 60:-1.067783092031445 61:-1.057293596604866 62:0.1876895038663921 63:-1.260922595429348 64:0.4067135712334544 65:0.7991207966324405 66:0.5065531084768453 67:1.385170957259095 68:0.6271924946520741 69:-0.7915925740142372 70:-0.4038589299413721 71:0.5321424406762052 72:2.75363156140084 73:0.2633961857957491 74:0.5827471057860464 75:0.6001351618822437 76:-0.4438054976861008 77:1.834146203823274 78:-0.2654172407718316 79:-0.9108207741411927 80:-0.8054531587086097 81:-1.14781829998383 82:1.028815988851111 83:0.1719922670286878 84:1.197239041462151 85:0.001078785114966553 86:-0.8570000108703327 87:-0.6296942946852234 88:-1.823065596532701 89:0.6972221853973967 90:0.4155442463691859 91:0.4443357181053627 92:0.6734309261686847 93:0.3016578612652028 94:1.028918896396879 95:-0.2467527583824352 96:1.202123347240728 97:1.324052804701799 98:-0.1683451701016578 99:0.1035428052544182 100:-0.4762544252934333 101:-1.722843915925226 102:0.4278927581329416 103:1.3282224879405 104:-0.9027422902981159 105:-0.8000838576403549 106:0.03068198879943146 107:-0.04429917149565441 108:-0.02356289192437857 109:-1.287506007816622 110:-0.533530905319505 111:-1.526088851047523 112:-0.5410588111983793 113:-0.683481742153956 114:-0.4727754748457777 115:-1.186358883746875 116:0.9898951973519585 117:0.4580053805658892 118:0.3503409373350098 119:2.549941731916216 120:-0.9058330775451666 121:-1.609125012154753 122:-0.3457154617810375 123:0.2153318733693993 124:-0.252809303894337 125:0.6371286155071832 126:-3.157957545586272 127:-0.7196296095246166 128:0.4189858175011137 129:0.6966566128473822 130:1.65150036900944 131:-0.002151092413561557 132:0.01291190509331318 133:0.3394138174800037 134:-2.089279829400781 135:-1.416416566945564 136:-0.7881349771860046 137:0.4394366013454671 138:-2.252807594572874 139:0.07573436226440064 140:0.3335138132151879 141:0.1005840861406311 142:-2.501432357268115 143:-1.191374970021735 144:-1.444264027606126 145:-1.043242276285246 146:0.06190493406322212 147:-0.3339329206460108 148:-0.8548284267487162 149:-1.629756038530581 150:0.5115305031587931 151:-0.5504073640835077 152:-0.5135944188481057 153:-1.500115291142962 154:-0.5532347582494852 155:-0.03385284882465913 156:1.709996537029013 157:-1.580650206312234 158:0.08274942121845601 159:-2.133113770122741 160:-0.0139380128039346 161:1.040002454303622 162:-0.205622581120142 163:0.6833713201971213 164:-0.04396660872134876 165:-2.195139475804944 166:-0.8321892017343999 167:0.2507941959064632 168:0.5688212786576731 169:-0.8232776650411673 170:-0.5700025904122384 171:-2.071105693890754 172:-0.9529888922436286 173:0.0331099625828374 174:-0.2072869399489481 175:-1.132077307399284 176:-0.5961630403034249 177:0.3185779840311256 178:0.5220921264163719 179:-0.1591461919784858 180:-0.6902948515581272 181:-0.4300383509116061 182:0.02204271900661152 183:0.2359542376139362 184:-0.3338132792485957 185:0.5831471182486242 186:-1.151193673030667 187:1.646742711192837 188:-0.7595260254389115 189:0.7452970107256383 190:-0.5463208980844839 191:1.309804497502876 192:0.1341806595133436 193:-0.4386595837961562 194:-0.5863582114772951 195:-2.052576767292885 196:-1.891954343907693 197:0.2079619256614534 198:-1.045891823509851 199:0.6151427549364267
--1 0:0.656044228114685 1:-0.6103645030846869 2:0.527074072808716 3:-0.6788509430567911 4:-0.2137176084699888 5:-0.04493000089524162 6:0.8807722038107545 7:0.1078588505196398 8:0.2763521610017118 9:1.333530651033434 10:-0.7737345432709007 11:-1.29347775270851 12:-0.3609736064428318 13:1.698471234782362 14:0.5216271580724799 15:0.109959905895858 16:0.5584417024835889 17:-0.7317824326205394 18:-1.404790601131675 19:0.03708933705780246 20:1.135318852439735 21:-1.29803210410948 22:-0.01391249779956236 23:-1.454010012100928 24:-0.4879533537329457 25:-0.04252942098833788 26:-1.95257606698512 27:-0.3952389948883925 28:-1.802355534096733 29:0.5564347236566911 30:0.004296104751214082 31:0.06146476235535123 32:-0.5814736417508864 33:1.230643893273976 34:0.5228247488062521 35:0.5646901211718622 36:-0.1884573442871791 37:1.360481367525512 38:0.8123330282411109 39:-1.873278864366999 40:1.322681375906988 41:-0.8562088256204411 42:-1.738549606458725 43:0.2073346024527691 44:-0.8301374169909979 45:-0.09882012355630843 46:0.6154425581500353 47:-0.2432111130127605 48:1.563441124673743 49:0.00133963652157113 50:0.8614917317166735 51:0.6659962705105378 52:0.251392303411145 53:-1.052810295474902 54:0.1808419674463598 55:-0.6232450458614559 56:-0.603412626703439 57:0.3307648787452356 58:-0.825046477598559 59:-0.1632901854910681 60:-0.4684973311096474 61:-1.04574664310562 62:-0.986237533961117 63:0.6089336782744484 64:-1.096380163205245 65:-1.202278761924365 66:0.3043400214953155 67:-0.1465416436372527 68:1.524234153183102 69:-0.04986532486807203 70:-2.16382000561894 71:-0.2975160352635638 72:0.1012774802544269 73:-0.3720318744454895 74:2.127774144869275 75:0.305842610142828 76:-0.509500861739959 77:0.9683038982608756 78:2.169362243333376 79:-0.0469850677821257 80:0.6431422087315384 81:0.5969030307770056 82:2.227447392659272 83:-1.106687384096914 84:-0.3290516559755017 85:-0.2747930148514825 86:-1.896501727110414 87:0.4702915381007921 88:0.1013626072146887 89:-0.7789544775311337 90:0.9569887810362399 91:-0.162174278004866 92:-0.2716916850261796 93:-0.4667217491521132 94:2.894560517348846 95:-0.2365411356960624 96:-1.190792406324861 97:0.8820544577943134 98:0.5420139857721282 99:-0.3735020975801128 100:-0.5810437216670916 101:1.150161936194397 102:-0.3842676347589349 103:-0.7943364195305841 104:1.402026830939895 105:2.910705925461641 106:0.4753460750807154 107:0.5377830440358553 108:1.417460442133156 109:-0.2428727072519163 110:1.151820025619652 111:-0.4518359010786445 112:-0.2194017406881452 113:-1.354248654967158 114:1.091561663616115 115:-1.062499395356624 116:-1.216291597783392 117:-0.2206643004767346 118:-0.2501935453651996 119:-0.7678278702270739 120:0.2071415863463125 121:0.501168600629584 122:-0.09325989970777154 123:-0.4427112735133591 124:-0.7022747628797188 125:-0.7048453766818301 126:-2.240087155520671 127:-0.7748139325867942 128:0.7017984404559146 129:1.213963782197174 130:0.5934435724161236 131:0.5569930648235791 132:0.8750764905387178 133:2.15367803207572 134:-0.6944465639596167 135:-0.8642210202695926 136:1.261075700677629 137:-0.4958751731818269 138:-1.490573773837327 139:-0.736863486979499 140:-0.9097194125183519 141:-0.1186991900072624 142:0.4020661663569313 143:0.6294615875401934 144:0.520488479623789 145:1.329309424626543 146:-1.261981274395909 147:0.4333017515125241 148:-0.3795600865280732 149:0.3328342064588983 150:-1.09234444116349 151:-0.2615038134837398 152:0.6448425322519116 153:0.7326225121971169 154:1.423503131518048 155:1.495033542485784 156:-0.1673765413476027 157:0.5511392788659034 158:1.169786052980914 159:-1.144010748002479 160:-0.4904632515491744 161:-1.227285154616416 162:-0.6745347643078355 163:0.9467169264615926 164:-0.04398092279944768 165:0.9281239914725762 166:0.2863696222859714 167:-0.0803310739234549 168:0.9848446647906671 169:0.6135430162256098 170:0.3034637940067456 171:-2.08060188664265 172:0.1982428833048042 173:1.632332195144132 174:-1.140294157887618 175:1.868336028671959 176:0.9781794351172527 177:-1.972310126830319 178:0.7110865660427325 179:-0.2577431701885666 180:-0.1983529007804119 181:-1.358360540716223 182:0.08298304603106935 183:0.3127045192656096 184:0.1449100936729029 185:-0.2221296242981384 186:0.4634409005754187 187:-0.4246913996510579 188:-0.1581705284844477 189:0.7995893936071771 190:-1.262230336836768 191:1.815199571870704 192:1.305910222073069 193:-1.305787293924418 194:-0.1041066967898639 195:1.01645458110816 196:-0.7971073543048153 197:-0.1922608451973201 198:0.009640167618994158 199:0.2053616551083982
-1 0:1.307376798781567 1:-1.416865793316653 2:-1.17703955315839 3:0.3462649464843624 4:0.9233867874457726 5:-0.2975877364441561 6:0.3622702394144945 7:0.1107396398152739 8:0.8201320634585526 9:-0.9731799748230326 10:-1.091081573745956 11:1.389063140654439 12:-1.619257772572648 13:0.2795894730321392 14:-1.23967230440847 15:-0.891853049633243 16:0.1653269611820273 17:1.729899698569665 18:-0.4407674357144333 19:-0.6593372058035429 20:1.761273293822651 21:1.091105147997057 22:0.1099719479983491 23:-0.6820502790388526 24:1.595379964304252 25:-0.4296986048704287 26:1.188102573347376 27:0.8857245276403899 28:-0.9604915574765797 29:-0.5328494173293328 30:0.1269715424518863 31:-1.05028907719314 32:-0.179981894713761 33:-0.2659905451332141 34:-0.9368603597006608 35:-1.981931082708729 36:-0.5725695604614475 37:0.3849916080525421 38:-0.08106058422167464 39:0.7676932833180925 40:-0.2609306916677607 41:-0.3632019298575364 42:-0.3626834646092233 43:0.6727849421187243 44:0.4846232088867604 45:1.6651367337178 46:0.8560580521130183 47:1.58443919550937 48:1.681145547069906 49:-1.1585865462949 50:0.9215773168688925 51:0.1237241055907849 52:-0.1132705182067855 53:0.2687527935035721 54:1.518450701826521 55:-1.881355931059583 56:-0.1012313872969597 57:0.7867263205592776 58:-0.1722907592862502 59:-0.9790986806702824 60:-0.3483391546349816 61:0.8282595744294911 62:0.3585095461763377 63:-0.6436474250034689 64:0.7452582080962304 65:0.9044126619981064 66:-0.4504157185407465 67:-0.2958720244664274 68:1.056211886026622 69:-1.465987534059671 70:1.83737625307466 71:0.267447767816644 72:0.669421803466703 73:0.01578528010230261 74:-0.2775438124658213 75:-1.282253012983609 76:-0.7031140039523578 77:1.005422246021539 78:0.3009109020412585 79:-1.116522752608467 80:-1.311103227654003 81:0.4744758196957042 82:-0.4716886008480231 83:-1.098625199353886 84:1.411739492283948 85:0.8583982600884541 86:-0.1407323663490883 87:-1.690697214322862 88:1.363198359072204 89:-0.5295840747951408 90:1.187261576068271 91:-2.011520432773936 92:0.3373560394878246 93:0.5753258928878658 94:-0.1390426196331022 95:-0.3846051265524928 96:0.5324251694068595 97:-0.6504052691158312 98:0.6603114960229546 99:-0.9624263912844383 100:0.8922703892327162 101:1.116490089175926 102:0.8059086058149388 103:-0.9006803573867235 104:-0.5532216603360933 105:1.338133214257567 106:1.749614411730871 107:-0.05380734202157431 108:-0.1158433192454605 109:1.035689469607205 110:0.658977556599912 111:-1.938187675142623 112:-0.008383461544565632 113:-0.2401801751251095 114:-0.524354696094926 115:0.5625355153783835 116:-0.5531130729951119 117:-0.4764080942755387 118:-0.09262214116736155 119:1.552179734711283 120:0.3084822387639172 121:0.279973672685381 122:-0.6644193026299559 123:-0.3235124294611787 124:-0.5059480940553914 125:-1.173789336841531 126:-0.4842956418675013 127:0.2391940127122021 128:0.2951798281836029 129:1.178342408118498 130:-0.06934296038777296 131:1.642789604881296 132:1.186341792269725 133:0.4668838244083322 134:0.3397997439495187 135:1.19673576438908 136:-0.7553179636496521 137:-0.07144819605852248 138:-1.113072325586715 139:-1.207107351899386 140:-1.810095668980092 141:0.2888033573316793 142:0.3049899998734816 143:-1.058590333775568 144:2.003552348924922 145:0.153569430242029 146:0.1961249229784802 147:0.6253967108987744 148:-0.669950056580217 149:-2.209232786327661 150:-1.625205526485056 151:-1.06786681797769 152:1.126695049839446 153:-0.7201727589415045 154:0.1400935168667674 155:0.7410868501145083 156:0.711650632780771 157:0.2755972347149532 158:0.01084152143778813 159:0.657251906556238 160:0.09320205101132124 161:-1.755132680731825 162:1.790218232395855 163:0.5597843856009762 164:-1.951835147729326 165:0.7253862063720591 166:-0.5056992191239494 167:0.4127513750705562 168:-0.9396565054592896 169:1.01372135367015 170:0.9785446546982087 171:0.02866835982272814 172:0.8631638566193707 173:-0.1885830510725349 174:0.8443275091402032 175:0.3416481407478871 176:1.228942067544405 177:-1.834718843143929 178:-0.8464353895660518 179:0.2242242634428741 180:1.024327617754025 181:-0.7192240823871759 182:1.034816716844734 183:-0.9185302725945915 184:-0.2930784050022326 185:-0.8171908472866786 186:0.3137831015098945 187:1.194024634088081 188:-1.216267174776138 189:-0.4662512083293202 190:-0.9851212678449806 191:-0.2785467548004967 192:0.5826899054106617 193:-1.15023512015907 194:0.1241750591524241 195:1.058049448017715 196:0.5420157235614701 197:0.9052660703424277 198:1.674517538119039 199:-2.099394453738347
--1 0:-0.09231534175586349 1:0.8991767409399536 2:0.4269915307895398 3:0.5814002697059686 4:0.3816516549641623 5:-1.331395292029973 6:1.844814544840011 7:-0.09943715006671382 8:-1.186480884990124 9:-1.235965273034467 10:-0.2610747451506954 11:-0.2745327933221687 12:-1.268882076210752 13:-0.6777432643179087 14:-0.08625364856050804 15:-3.44492256782744 16:-1.97377501566062 17:-1.211505231671193 18:1.6447400624165 19:0.6686511206780533 20:0.1975980350793073 21:1.295021066525184 22:1.504490691949509 23:-0.7121946932090651 24:0.3700995488487516 25:-0.07634593456603318 26:2.300072336596002 27:-0.8811603987477383 28:-0.2849133061828967 29:-0.9742798538785156 30:-0.761456777494506 31:1.4151377537264 32:-0.05467495460598942 33:-1.282213138350555 34:-0.0821974610788678 35:-0.6878700599008859 36:-0.08050148606822093 37:-0.8942427223101133 38:0.5923874274037064 39:-0.6166360888805665 40:0.3544181530092515 41:-0.9108334603941993 42:-0.7980806449008071 43:-0.7245180887279554 44:0.3374443205151833 45:-2.32364754585875 46:-1.326945115117224 47:0.5052170568505812 48:0.1210258584586884 49:0.6000462421777034 50:0.8409332657333813 51:-0.2978479902588552 52:-0.2114270820423551 53:0.7574720070398273 54:0.9981615215930922 55:0.594131730728179 56:-0.6921969410074896 57:0.6593397651516293 58:0.7752016332229483 59:0.8967528935188652 60:-0.2317723010397151 61:0.4635051815443253 62:-0.1261261383656833 63:2.522546607265268 64:1.417838565510536 65:-0.4120353712210679 66:-0.05196280257205384 67:1.907959630150964 68:-2.075804026260918 69:-0.1143309766179799 70:0.02365622720039448 71:0.972500277688034 72:0.1953981879628561 73:2.183020769658765 74:-1.122557148365517 75:-1.201999323714885 76:-0.06216116577012297 77:-0.4594510159801928 78:0.8731726993603538 79:-1.741659971908735 80:-0.2268392880475843 81:0.3304315214844832 82:-0.7367471690737747 83:0.4379704997944639 84:-0.7161744457919863 85:-0.5344550897561622 86:0.7733598826217959 87:-0.4572248321186306 88:-0.05322606319868094 89:-0.2719566393845272 90:-0.06268781275032381 91:0.919577511489315 92:0.08327859954337087 93:-0.1593886801333911 94:-1.095910956426136 95:-0.7486707544591493 96:-0.9303482854433823 97:-0.2032248513467285 98:-2.088559746910964 99:0.8068805202591929 100:0.3987525851010267 101:-1.301531351219873 102:0.6964845640018339 103:0.1482629581098863 104:0.2051658069107891 105:-0.6496755335538057 106:1.09328939461154 107:0.4194927304824744 108:-0.6548804498840392 109:0.8218516285396454 110:-0.1421314366460611 111:0.01857644572590137 112:1.592469246881724 113:0.0008475688686858726 114:-0.3238245916029078 115:-0.7063694561671354 116:1.35893956616289 117:-0.3970561604571023 118:1.126870789641395 119:-1.379633615539566 120:2.143880013193656 121:1.702249131160155 122:-0.5708375940726529 123:-1.490515286185759 124:0.7189638137928188 125:1.715924985959034 126:0.7585695393915026 127:-0.5281930859815434 128:1.896333719756291 129:-0.7829184761260375 130:1.327498879649424 131:0.6204719691201525 132:-1.610760209708065 133:-0.5641350555974096 134:-0.002614455536898788 135:-2.118545553569574 136:-0.5846998360845617 137:-1.143467691856372 138:-0.4750837751721086 139:-0.2580044953086903 140:1.532441618605713 141:-0.9676048678692052 142:1.250216734375426 143:-0.06163382803664064 144:0.2125103300099196 145:0.1494652868004802 146:0.1407089854107404 147:-2.449017458089194 148:-1.846379990454644 149:0.07774803889114863 150:-0.1105735245258786 151:-0.748393656609481 152:-0.8823560364434705 153:0.4361317270176475 154:0.05221923235922448 155:0.06265638171347147 156:0.4740352987664618 157:0.1142700484222497 158:-0.4980926437692965 159:-0.042432259109722 160:0.5079348288065624 161:1.241401669379223 162:-0.3765729896485258 163:1.178578291132443 164:0.01900092108348072 165:1.656904674529875 166:0.8647023618582832 167:-0.1310114633474149 168:-1.717909733069577 169:-1.262230135319248 170:0.9490256062720381 171:-0.6330549430068634 172:0.3360240949150122 173:-0.2815098417988099 174:0.1408640461241715 175:-0.2703997351008834 176:1.186214800974438 177:-0.4679653808276289 178:-0.7069189024069307 179:0.3172924119110865 180:-2.388570265327422 181:0.4699793996555424 182:-0.646880813906339 183:-1.474121077689523 184:1.212709973283576 185:-0.3736175423692131 186:-0.8741681977514498 187:-0.325416539703442 188:-0.3705057312429836 189:-1.26125984387116 190:-1.01599050106217 191:0.9557722509048756 192:-0.6834993825471138 193:0.375874721283485 194:-0.1636825603220385 195:0.3553738959362594 196:1.813489959883511 197:-1.058560711378895 198:-0.8603981361742399 199:0.1163489178899715
--1 0:0.4442979774092561 1:-0.6512759275709754 2:-0.004167165257162374 3:1.320343159509188 4:-0.2565889304141166 5:-0.1478486754664534 6:0.3636570343775579 7:1.715761527697675 8:0.08286932320132875 9:-0.7848359390861288 10:0.4091398797292682 11:-0.8707142271118143 12:1.007172042184022 13:0.5495061871197294 14:0.6246342105061723 15:-2.471613468909702 16:-0.6775965839850652 17:-1.201835215328892 18:1.115938865756101 19:0.9480757791663084 20:-0.04853277394837395 21:1.08630292993395 22:-0.7164902579627027 23:-0.08574579245038379 24:-1.574106423910623 25:-0.7303765340143267 26:0.3372425930689207 27:0.766528781984304 28:0.06085955828014468 29:0.712138517431961 30:1.51090261690071 31:-0.1935739178113257 32:-1.898213460261265 33:-0.1640637214549097 34:1.355984521070095 35:-0.7076014859129667 36:0.2021332161954289 37:-0.8424744494122569 38:0.06052645322407126 39:-0.0968786855523258 40:-1.009497464892968 41:0.4352928588638895 42:-0.5641373318578616 43:1.226607138419691 44:-1.486791127155269 45:0.6183983976544903 46:1.168783757426574 47:-0.5684631040006872 48:-0.1523918812365534 49:1.605118022549149 50:-1.146722813882254 51:-0.5988749635427256 52:-0.8139829026835077 53:0.4016255588861705 54:0.04380772023643264 55:0.1954988462733561 56:0.1763347577662359 57:-0.8480258399704197 58:-0.1114427478298082 59:-0.8754067141979287 60:0.6399893864757911 61:-1.149019262630515 62:2.456141965796064 63:0.392203277038203 64:-3.062058039052177 65:1.600347596737125 66:1.103641785239453 67:1.243382475978793 68:0.7932319482276068 69:-0.3075499751735373 70:-1.506969727094733 71:-1.570071519237868 72:-0.4227114723856523 73:-1.395002491515725 74:1.055735048609598 75:-0.478331032197834 76:0.1976769279853265 77:-0.03990300775505679 78:-0.3538481957649481 79:1.704008514779181 80:0.8077073586098557 81:-0.63661255058097 82:-0.559455020822604 83:1.642837760428046 84:2.283378374750403 85:-0.3037574082396337 86:0.3207861358033223 87:1.103061341416632 88:-0.3793151399316867 89:0.2747979960259897 90:-0.9528616288032612 91:-0.3515849524282513 92:-1.303605938325331 93:0.3923364599091913 94:-0.03598490904944615 95:-0.2664446979485829 96:1.326658256775985 97:0.389482310034313 98:-1.186240134231989 99:-0.247754546658548 100:0.8351418426818419 101:0.7209452733878386 102:-0.293040155372422 103:0.7195013825807591 104:-1.335533844306936 105:-0.896300934132591 106:-0.009492672428052809 107:1.082809834793244 108:-0.3925679890894112 109:-1.271133947550755 110:-0.9347621173838455 111:1.307295499384158 112:-0.85777808538139 113:0.129201319055315 114:0.4842035443166133 115:-0.6488813380670043 116:0.1318476871610828 117:0.5811059203085995 118:1.316141191716008 119:0.3018427397673587 120:-1.455012298494353 121:-0.2764449903829664 122:-0.3216984713538775 123:-0.8324705303572568 124:0.1707365618142893 125:0.6214796583069429 126:-0.2930263162679458 127:-0.8266003435628484 128:2.917109832591152 129:0.2022560014961646 130:0.01423145721789186 131:-0.8897987426733944 132:0.8848882134357146 133:-1.204230438997269 134:1.164826022830543 135:-0.4514191749962098 136:-0.9082312569872187 137:-1.264024193100614 138:-1.60448880964251 139:0.6522375142431028 140:-1.088299295528075 141:-0.9507122326494762 142:2.018857086220318 143:1.257274355027236 144:-1.060474703166112 145:-0.2441922987005552 146:0.861492445662438 147:0.4800774898332457 148:-0.3674443827119293 149:0.7090411052589731 150:-0.5631961233490356 151:-0.1486333377882492 152:-2.139315128529395 153:0.03532921267628972 154:0.3052953918329753 155:-0.444477111522055 156:0.5972381274734431 157:0.8841901421422987 158:-0.5678546786236701 159:-1.000745175267073 160:-0.1413787378117916 161:1.651565839177054 162:-1.368063795170994 163:-2.152726906818748 164:-1.286898133100467 165:0.3199709150800917 166:0.2471914362591123 167:-0.6101780368475296 168:0.2722082607717022 169:-0.553674173666304 170:0.2129768163722815 171:-0.5309849137722537 172:0.4288989846671178 173:-0.9664015868134601 174:-3.671033114355383 175:-2.837852309236899 176:-0.266481366033991 177:0.7608232888138093 178:-2.141938683302726 179:-0.6162406092247785 180:0.3450561044729715 181:-0.55123753767474 182:-0.8472953280783662 183:0.8418492008865301 184:-0.08431766916896101 185:0.5332415681555535 186:1.282373620755553 187:0.7521519614155069 188:1.29521336955513 189:0.2358988806156501 190:-0.6638583256885787 191:0.2890578117278199 192:0.7248167719066191 193:-0.3685557870930423 194:1.039427306451598 195:-0.1664642737824851 196:-1.37695030893695 197:1.375035300306621 198:0.2595137996976539 199:0.9922932338837768
--1 0:1.106972108496189 1:-0.04086455835953532 2:0.6090618001933761 3:0.3440109486510481 4:1.469425134275246 5:-1.776187138985344 6:0.2921277966312447 7:-1.319359744550316 8:1.131709411168582 9:0.927950565245712 10:0.1479542811317631 11:1.374694841248 12:-0.4340546442239284 13:-1.492410966752368 14:-2.081796673945935 15:0.2342693606073062 16:0.4668975687516141 17:-0.0712982188816759 18:-0.2871712764466491 19:0.1177937731364802 20:-1.655370884038009 21:0.213588216896702 22:-0.1046163015543909 23:-0.6963346121423704 24:0.5184352352542797 25:-0.2364203142900808 26:0.4718356626245287 27:0.5993918271997846 28:-0.8534785523051639 29:-0.1463026746092262 30:1.085025681216375 31:-0.1374129066111689 32:-0.8411577452242556 33:0.2307255601450841 34:-0.5375084096358721 35:1.342757385113859 36:-0.3446796462881722 37:0.7809887427824899 38:0.5351518048294008 39:-1.997315621527531 40:-0.9392360532948213 41:1.242254166013664 42:-2.301753790860684 43:0.09085033461089151 44:0.9199487882824295 45:0.7761031497469066 46:-0.4965489146045414 47:-0.4103160768376628 48:-0.1343567983229116 49:0.2607632159239289 50:-0.1614131924079549 51:-1.044924391468363 52:-0.7930827239368929 53:-0.2712787985115235 54:-0.5048570532925984 55:-0.5434006418820065 56:-1.451396814708548 57:-0.3463972175780059 58:0.08181033564201709 59:-0.6910386840580776 60:0.708741692057781 61:-1.537306806915046 62:2.323022853841951 63:0.3931584256098576 64:0.7242732181865935 65:0.2234046745870151 66:-0.2701306830101474 67:-0.325535581761618 68:0.5631166986247674 69:0.8171305919480589 70:-0.5666112333351812 71:-0.1679289410441907 72:0.9827281896289137 73:0.4739270888931992 74:0.9904022875799833 75:0.152397154506663 76:-0.8378131797064668 77:0.6169433253648503 78:-0.1485848588864155 79:0.9397069534998856 80:2.290689897812124 81:0.1034979457163731 82:0.7753035985903993 83:0.8042702181687886 84:-0.03431894232277743 85:-0.6946747536244234 86:-1.978602552308891 87:-2.343367101932712 88:-0.6602231985938999 89:-0.9846797994992789 90:-0.2985063829132383 91:-0.7679325080747135 92:-0.2771604431686703 93:-1.200234899713827 94:-0.176978375904335 95:-2.094253487927804 96:-0.6080118702796887 97:-0.6802208632522129 98:0.598355460987101 99:-2.075712996310568 100:2.267933074239035 101:0.8063252287098678 102:1.545898772276654 103:1.341709787772136 104:-0.2834883486127647 105:1.802553488571363 106:-0.4496146328716881 107:-1.411748474535428 108:1.62487144755863 109:-1.445457599202897 110:-2.064749051718361 111:-0.2189815058969782 112:0.7984734034148259 113:0.02205466654072282 114:-1.337916288368913 115:0.7511039786231211 116:-0.8156389629502588 117:1.294409210096346 118:0.1080484784910705 119:0.08944530117987495 120:-0.9274185215771815 121:-0.5482455668734497 122:0.01523497233946956 123:-1.580089725947587 124:0.5930110189287299 125:-0.4165813389523042 126:-1.226794876070452 127:-1.492786019169661 128:1.075526912909309 129:1.607533621196024 130:1.621369527075827 131:-0.2769801581445481 132:1.006063737183467 133:-1.021591850627452 134:-0.8161515324513273 135:1.125116506028148 136:1.08645755679284 137:-0.1738374233855473 138:-0.3891596134562995 139:1.307960217196799 140:-1.24131602676468 141:0.2977858031424881 142:1.262299029023318 143:1.442995765403494 144:1.170063538622214 145:-2.351214029888065 146:1.028795135776939 147:1.48809906364888 148:-0.8458067230351276 149:0.5987084895280688 150:-0.1166523792908682 151:0.3148026636092066 152:1.181500224323668 153:-1.385271819420863 154:0.8908883961934718 155:-0.155893916685098 156:-0.2055359357460813 157:-0.8253900021091003 158:0.02191861020341587 159:-0.06703518773980986 160:0.102642046538477 161:1.499167026284024 162:-0.3129313807374269 163:-0.08417549432998599 164:-0.08545680920778133 165:-0.1733841397816383 166:1.167399903687014 167:-0.4000012709897984 168:-1.04733640514586 169:-1.367845867183302 170:1.382134052015042 171:2.402417339699368 172:2.190231857439495 173:0.7776900498833856 174:0.1028155478571413 175:1.491312117900583 176:-1.027332349332745 177:1.811310079191044 178:-0.6957590167350443 179:-0.5201248603301488 180:1.706459925306393 181:1.141558244390058 182:-1.145342552754528 183:0.2914167775234609 184:-0.2825604145500359 185:0.604281720204921 186:0.9293622087284961 187:-0.6242105506245335 188:1.23475657952691 189:-1.130587231253887 190:1.460450145991739 191:-1.505655937001011 192:-0.1807763731620853 193:-1.291962978918444 194:-0.3596716583660319 195:-0.1088588416356616 196:-1.241093493419789 197:-0.5094949828464803 198:-0.2080011794028514 199:0.1157159946929038
-1 0:0.5609947772946274 1:-1.713648557412026 2:-1.093158971312998 3:-0.3113823322612171 4:0.7825081544722166 5:0.09920081288852449 6:-0.9414771978202492 7:-0.6019509831602778 8:0.122954225531841 9:0.7220767494367891 10:0.90915688460394 11:-0.3007142701341912 12:-1.506343277574072 13:-1.076642421646155 14:0.4641731283956299 15:1.229257421086546 16:1.716683397810565 17:-0.1545541854156138 18:0.3899806430914014 19:-0.6882444244285593 20:-1.982883854772317 21:0.617986088832939 22:0.8214023167216321 23:-0.3649737710884307 24:-2.607979816636776 25:0.2837473499018334 26:-0.4339594597983615 27:-0.6156613623194215 28:0.5420881418126912 29:-0.2305916277592295 30:1.513094239140645 31:-1.249383611074175 32:-2.062592043761162 33:0.431117175321506 34:0.6314042899260297 35:-1.581881164870844 36:1.978710051529741 37:0.08907769562768367 38:-0.864438123945609 39:-0.4070724843358522 40:1.023709727801486 41:0.2877269385610022 42:0.963849604489299 43:-0.9704906464014119 44:-3.001708219184942 45:-0.09746966843612077 46:-0.8373730457955575 47:-0.4619306055100524 48:-0.5519471057299979 49:-0.8247143019101776 50:-0.1029584377655003 51:0.4272377204475103 52:-0.9031066878488709 53:-1.417708275777995 54:1.211594028832778 55:2.101336528335621 56:-1.384922651854614 57:-0.229253025822366 58:-0.794977484544368 59:-1.658685273863332 60:0.002002928585463606 61:0.1061407176286134 62:-0.552779457756289 63:-0.4405019902057184 64:-0.02695438829828039 65:-1.156672941801827 66:1.227627579873048 67:0.8837204435405419 68:-0.311258275416923 69:-0.9039108013011663 70:1.226611372030639 71:-0.764400004056233 72:-0.09741800223885073 73:-1.285808830628881 74:0.5217965004334336 75:-1.962598945447767 76:-0.2321573646058619 77:0.8033494031815157 78:-2.225388538226472 79:0.1646885876353338 80:0.09213210839756242 81:-1.377752822190593 82:1.126093137459217 83:-0.9942878813891763 84:-2.20463082777956 85:-1.043660588621663 86:1.431879163693038 87:-1.98985710591904 88:0.8693956331979709 89:-0.5776166254798546 90:-0.9040380846646093 91:1.444696008809124 92:1.681372639581865 93:0.5887204331136738 94:-1.23649111926791 95:0.6470824408176358 96:-1.147558582335232 97:1.700211373471789 98:1.09525976231642 99:-0.2750225381324209 100:0.412791954986638 101:1.231173329030424 102:0.02476041667508317 103:-1.713053511555728 104:-0.3295538050797582 105:0.5595598730395928 106:2.000327656854981 107:0.4538111092075532 108:-0.2353154500822841 109:-0.1104704152301777 110:-0.7763759078577498 111:0.7898858161198115 112:-1.340638466953979 113:-0.330883532137905 114:2.346151927970826 115:1.292679682988421 116:-0.2920280644553911 117:0.147332698730802 118:0.5469909747056793 119:-0.7694457579343873 120:0.4738516956866803 121:0.6420549032708933 122:1.451591542638862 123:0.9744912579415341 124:1.239416625988908 125:-0.2623511669037622 126:0.72600366142359 127:-0.8740360981241927 128:0.3322049249232804 129:-1.592521238532268 130:0.5528190190668674 131:1.024766969302007 132:0.2628049556453477 133:-1.318908219509873 134:0.5248853374006747 135:-1.38291861174533 136:-1.336808035677122 137:0.3106464027997369 138:-0.1025792862116675 139:-0.6757363187588746 140:0.6989943839062556 141:-1.409754746792939 142:0.9946009193547751 143:1.883673125384179 144:0.5752969184421427 145:-1.773090087832379 146:0.04019085015004041 147:-0.2415646663736566 148:1.03502826045158 149:-0.7780756376697484 150:2.021198644946513 151:-0.4429122968288756 152:-0.2769612624472718 153:1.30681398791579 154:-2.47185293649854 155:1.288092457268611 156:0.2834199574824099 157:-0.2062454272840999 158:-1.406861122580847 159:-0.6124655888872691 160:-1.090545605195547 161:0.4579881482543378 162:0.3405140439598269 163:0.9958921511584857 164:0.6980167797852487 165:0.7023348995463593 166:-2.000853746396785 167:-0.3767805564099987 168:-0.01079015034677974 169:-3.212918455178535 170:-0.2345335635541825 171:-0.2312129243641532 172:-0.3856077471864269 173:-0.6382829651038653 174:-0.4896296484718159 175:1.032408739804392 176:-0.8432718718160367 177:-0.1052824595542944 178:-0.4308003743071704 179:-1.160435651602493 180:-1.660310671953412 181:1.927560175037424 182:-0.9580249648683099 183:1.528301077935594 184:-0.1563199320360289 185:-0.748864052623608 186:0.2662524077181317 187:1.324492122837387 188:0.5999067468346571 189:0.5018718685508913 190:-0.8198623832473964 191:-0.1359513450579286 192:-0.3000700808107831 193:-2.024920301032576 194:-1.189686195301449 195:0.1509984851376727 196:-0.2585741779772217 197:1.072841661472 198:0.6849832070504107 199:-0.06587811111283023
--1 0:-0.08051297902304318 1:-0.2512822484506297 2:0.5518081593004864 3:0.05444885004121953 4:1.917324959811483 5:-0.56373458416411 6:-0.899734843547812 7:-0.7836923130607319 8:-0.7523441865899861 9:-1.546494216715957 10:-0.1935332847875205 11:-0.06861864699049239 12:-0.08189241409496174 13:-1.427531562360071 14:-0.1793183140012102 15:-0.5677968224909987 16:0.4758051347936039 17:1.356299155147325 18:1.024725593727588 19:0.9118404475474975 20:0.9643252745203481 21:-1.602353173539883 22:-0.1617068824253143 23:-0.1564707238677874 24:-0.1791342783959484 25:1.226670821688102 26:1.568984343147882 27:1.376353914968066 28:-0.5209616527877499 29:-1.184526724683514 30:-0.08912895209406829 31:0.0869871060977692 32:2.819767570312626 33:-0.1409915903260554 34:-0.009670685344619368 35:-0.02949620005557869 36:-0.3341961629853245 37:-0.4779229725319863 38:-1.413734894362923 39:-0.2408665656294979 40:0.6234807207478309 41:0.9620856813649371 42:-0.9812192669732913 43:1.232374050259711 44:0.8475543099856667 45:-0.9468844567215032 46:-0.4656543924750229 47:0.7666690232359703 48:-0.2722346685819347 49:0.013598660441207 50:-1.889284577037635 51:1.104109887949662 52:0.2935872286905096 53:1.140722785319253 54:0.1067783567952036 55:0.816161495211664 56:-0.6297499004917764 57:-0.8496094920941792 58:-0.3384551333862519 59:-0.6315247822652476 60:0.5177052435319593 61:0.1110908092630275 62:1.684478743574802 63:-0.8686519591368824 64:1.295379880078478 65:3.435156586605058 66:-0.1449739165808796 67:-0.5489034093831987 68:1.442607653141755 69:-0.1137024408170033 70:-0.6847572853911837 71:1.023173142498536 72:0.4795305610263663 73:-1.252159535936488 74:-0.7404028506541724 75:-1.347780285325592 76:0.08722767945113109 77:-0.4842298376791958 78:-0.2676749519103857 79:1.017085187499845 80:-0.7366065384948343 81:0.7564538741010266 82:-0.5872635606336783 83:-0.6224848800640841 84:-0.7458068056200966 85:0.5220815348420718 86:-0.9321744123094041 87:-0.7193692622254519 88:-1.842042592192841 89:0.9161501867817229 90:0.1996361010547673 91:-0.3022895622472856 92:1.708081523086243 93:-0.5704757613516526 94:-0.443268649471219 95:-0.6775875709967325 96:0.5109266266494145 97:-0.9690698321296686 98:-0.8468551137621171 99:-0.4068518820119812 100:0.4917154503022139 101:0.7644266416500846 102:3.161727406861686 103:-0.4692598835867626 104:-0.7098418402037658 105:1.086647226057925 106:1.303543769336873 107:0.1862485169631229 108:0.1259802858015616 109:1.421385462148622 110:-0.1886305845665835 111:-0.3798318585219136 112:0.6381482619595281 113:-0.1671132442945299 114:0.3711863361771741 115:-0.8036125365372249 116:-0.06271343228969883 117:0.4363539986157334 118:0.199400146531139 119:-2.27831416577877 120:0.04001126908394045 121:-0.1786075020710426 122:0.4910386690340778 123:0.03412318531003256 124:0.3380113026581291 125:0.9168131700286732 126:0.5886093997839272 127:0.261335547282196 128:-0.01914870096483423 129:-0.1602740101607161 130:-1.491307930906856 131:2.356024377860214 132:0.1931253367905018 133:-0.899440705847157 134:-0.3026659757195986 135:-0.1902509748044266 136:-0.7169654506394737 137:-1.054568611537712 138:0.4765276047257316 139:-0.4240375190899251 140:0.4081029576079366 141:0.883205388672932 142:-0.1305918157041894 143:0.7703060279143621 144:1.828057974285038 145:-1.617742411960071 146:-1.78379962117599 147:0.1228463253884526 148:-0.04608060420710537 149:0.1886392205739484 150:-0.6888927222154974 151:-0.5058987373431314 152:-1.311985077537753 153:-0.6191337941192553 154:0.005402380633437377 155:1.803170811486307 156:1.150598717959706 157:-1.275531731541431 158:0.2325669055116556 159:-0.3857822930572555 160:0.1052764361380631 161:-0.1119733052223864 162:1.081236126439959 163:-1.819432825600846 164:0.4801520173416933 165:-0.3370952477494497 166:0.1803968467781566 167:-0.3996387432784845 168:-1.216664450929142 169:-0.305798658188858 170:-1.212445663832182 171:1.035031429571151 172:0.883302965769504 173:-0.562413141208679 174:-0.7471554592686178 175:-0.05343919698255986 176:0.7417195372409408 177:0.2418408488944559 178:-1.929997554839866 179:-0.7241357628780306 180:1.425240106776074 181:-0.2857343527330575 182:0.2302382536785844 183:-0.8161024122515069 184:-0.5459112102837974 185:0.2917923209611966 186:0.9951380447655591 187:-1.481383043788806 188:-0.5971416273471951 189:-0.4186271412832295 190:0.2866789416770687 191:0.2428578744959875 192:-0.1901595137824613 193:0.0962158693773059 194:0.1695507968701886 195:-1.495585162811358 196:0.7865234185428609 197:1.142813403200274 198:-0.4486142490998927 199:-0.07005962538524922
--1 0:0.6516234877167651 1:-0.8061121482212714 2:0.5991077376114334 3:0.065262360164804 4:0.2978393804864951 5:-0.9674769937913699 6:1.112981836072662 7:-0.2151698680053613 8:0.9495640069537511 9:-0.5826622845395353 10:1.274170209844899 11:-1.118417188186712 12:-0.671847150088723 13:0.1726455141952817 14:-0.1649757164928444 15:-1.959681692877302 16:0.8024039627162363 17:-0.1848763341464535 18:0.2128761949527283 19:-0.3599875214676032 20:-0.4108385406819924 21:-0.730135736426167 22:-0.9631333560728832 23:-0.5795653387543335 24:1.840080515069106 25:-1.910680623757635 26:0.9973528517064183 27:-1.205195160354276 28:-0.1695930243099779 29:0.3675595411700809 30:-0.2625358092015955 31:-0.4766387365147524 32:-2.264889933501116 33:1.241270916437434 34:-0.2636549851695871 35:1.522570899443648 36:0.4064623291238661 37:-0.9439343079384571 38:0.3769873072047361 39:1.393181009715633 40:-0.4950598096527222 41:-1.374491459363708 42:-2.692804876288138 43:-0.7779296205248607 44:1.280036592502023 45:-1.128195016974354 46:0.3211712597792427 47:0.07791329461370715 48:-0.7812161642998789 49:0.2955113276952668 50:0.428946367593067 51:0.6647681003724182 52:0.2342710048505227 53:-0.2370735079595067 54:-1.905911496291074 55:1.570636569919837 56:1.737456833796267 57:0.5851535843213286 58:-1.389674266900639 59:-0.6431022223545045 60:2.433678077577057 61:0.6280836676720948 62:-0.5060648816734199 63:-0.02460793045935418 64:0.1064629832779587 65:0.7809272296287053 66:-0.3185276053277422 67:1.381888170781367 68:0.7621374922005039 69:2.47649163903993 70:0.1214210188084822 71:-0.8246428643053165 72:-0.06035839504159393 73:1.717742346431983 74:0.2202424611253143 75:-1.427929822500654 76:-1.085550130634453 77:0.6047333060254597 78:-1.923590992622906 79:-0.1535580115492276 80:-0.6395445035954553 81:-0.05948777044020828 82:0.5342057525928637 83:-0.9527956295318065 84:-1.013469210518637 85:-1.100204930284459 86:1.942887558111116 87:0.5708592136336792 88:1.897691167564129 89:1.795006276941961 90:-0.08445680235862722 91:-0.7981914329128786 92:1.554679427320237 93:-0.05816209174693022 94:-0.4005688488487426 95:0.7268092602859797 96:-1.197672650254573 97:-0.9780836297195328 98:0.5414938029510618 99:-0.361686915637926 100:-0.4388610993125983 101:0.214485985455414 102:-0.3318104124705883 103:-1.371033596884296 104:0.4380585616516783 105:-1.009566447834497 106:0.2277604359621515 107:0.8028607880684983 108:-0.495669989418089 109:-0.7905821819527005 110:0.2154427914232832 111:-0.1269334235000917 112:-1.207384846554695 113:1.652165986790202 114:0.3598867918951567 115:0.8737601326079674 116:0.1531138837551596 117:-1.264904838710908 118:0.1350989387902721 119:-0.6554852848550462 120:0.4575357127971552 121:0.65742770257641 122:-1.750148936233661 123:-1.125348005872678 124:-0.1817115774751855 125:1.322275494883228 126:-1.265325429712437 127:-0.3641598566909227 128:-0.1325531471962315 129:0.7645337741873259 130:-1.427803202764226 131:0.2075411572382928 132:-0.8619042590042993 133:0.7357297024553778 134:-0.3770009431864908 135:0.1974043117474947 136:-0.8819015004178415 137:-0.03308479014899302 138:-0.7718534070727128 139:-0.5962182063856901 140:-0.3503811023250837 141:0.4342052060521125 142:0.4579732197405113 143:-0.1441038795325822 144:-2.948963413964258 145:1.269704165064288 146:-0.6010190715192573 147:-0.7797866145757505 148:-0.0153870003443094 149:1.552796093712587 150:0.07515096798424249 151:-1.232357545427047 152:0.5723444529207713 153:-0.5559443094208579 154:0.834961432527606 155:0.4900208852769617 156:0.2455245826573476 157:0.3567438240691685 158:-0.3717566344956282 159:0.6376230785000087 160:0.2397229764870436 161:0.1564445069419627 162:0.05927732219905917 163:-0.453365704471287 164:-0.08862894734273383 165:0.3348896825755732 166:0.445504475022279 167:0.8320172072996803 168:0.7614590308110739 169:1.783963351968735 170:-1.811378135966249 171:-0.9514744458780527 172:-0.4893942104858352 173:0.6654603903421391 174:-0.3924597369150009 175:0.5332559890597425 176:0.252821786664578 177:-1.882151513952392 178:0.01571198575663671 179:1.324800694276921 180:0.8082610217182808 181:-1.259588546178293 182:-0.5646465275369368 183:-0.1731525877203241 184:1.902300439248213 185:0.8364125526616273 186:0.1771356531231079 187:0.09308591620569617 188:0.6626470872567392 189:0.4137670743305066 190:-0.591338611940561 191:-1.374711286936468 192:0.8381296381840504 193:0.2882332563640149 194:-0.06811597924811823 195:0.5576238316029095 196:2.024672702313137 197:0.761303243838528 198:0.2147504678476852 199:1.117662426700814
-1 0:0.0526349289529937 1:0.3008362423869362 2:0.5236352974188184 3:-0.7860056423580946 4:0.604152747417108 5:-1.780870696177037 6:-0.5215258450981922 7:-0.2959541357857934 8:0.17207996358544 9:-0.03503892562665423 10:0.2805861527109068 11:-0.3887305954642142 12:0.8668984137203108 13:2.782183708378662 14:-0.4938487658705638 15:0.7949809338509313 16:1.941267782310682 17:1.546980217225902 18:0.8999947849455814 19:0.3397109682073396 20:0.08175925520849289 21:1.090630688219606 22:0.07598852329786591 23:0.2010198706619484 24:-0.8447323247924485 25:-0.2498823606709941 26:0.9795959106326402 27:-0.7754538376060639 28:-0.6138013548571285 29:0.516754357880442 30:0.7457927986539474 31:0.1555516404276455 32:0.9526075013338784 33:0.4611490139683649 34:-1.215158398906026 35:-0.3939179495067731 36:-1.371648513134002 37:-1.104167346681196 38:-2.057828770347101 39:-0.462127811850495 40:-0.5797123697028174 41:-0.643521778344968 42:-1.270631125551097 43:-0.1339236690302757 44:1.187892436243139 45:0.4115305672638144 46:2.066845561449152 47:-1.76138092485548 48:-0.961968376671719 49:-0.7662588356368893 50:-1.049213523560177 51:0.9176079363517838 52:1.798180993794706 53:0.02333123346325579 54:-1.754764872869816 55:0.632776134560327 56:-0.03400563604020873 57:0.4280711076190516 58:1.37435090724769 59:0.3331128259352423 60:-1.56903001955655 61:-1.819934039830394 62:1.091251453237071 63:2.017567628699935 64:-0.4537689240108896 65:0.07056962977195758 66:0.1930763580963924 67:-0.1375795300320123 68:-0.4929191553831885 69:0.03906214159697131 70:3.014720859323135 71:-0.07635046772063464 72:0.1902321777605667 73:-0.306003301338947 74:0.9862412455261236 75:-1.063153692535424 76:0.4078877624873154 77:-0.4494375059753087 78:0.9329398676430188 79:0.4119668871283055 80:0.8205846216478095 81:-0.9326358164588424 82:0.6906839152728357 83:1.033345703834795 84:-1.034031859871299 85:1.809168900089685 86:0.08748077974133721 87:0.2795068632971453 88:0.03716909184712461 89:-0.1794081665946373 90:-0.6626910232979537 91:0.8404384417392265 92:-0.3030676528801686 93:0.2428604765598777 94:0.07811159391527736 95:0.9884103174337873 96:-0.2323697435495685 97:0.1972839320837337 98:-2.185708957175745 99:2.108450219046006 100:-0.2561534239609677 101:2.042587412745735 102:0.9873695318784766 103:2.042063257308492 104:0.6355757738801024 105:0.6244153567266006 106:0.1270704160993712 107:0.3567528122466118 108:-0.1284481605906284 109:-0.819472231640652 110:1.984048821334265 111:-0.57249994743851 112:-1.552297800963574 113:-0.4144367676031989 114:-0.2122237853618813 115:0.06788324997328898 116:-0.4484538982568879 117:0.9177926815675381 118:-1.331530559537798 119:1.116001232648061 120:-0.3896535667029647 121:-0.1108746484003482 122:0.3767324924329951 123:-0.5722850680937769 124:1.305717089247916 125:-0.6555523263031403 126:-0.6908661760324231 127:-0.3715895144186438 128:-1.079400143051199 129:1.515692615176702 130:0.8694244275504927 131:0.5863296123800725 132:1.217825022803128 133:-2.043447943971802 134:0.6367326231648923 135:-0.1363285892080764 136:-1.38672756532892 137:0.8878479962215882 138:-0.2210506903799899 139:0.4712480325994517 140:0.2655682275826424 141:-0.1728638713076822 142:-0.1944196003479151 143:-0.4727582381778138 144:-1.946361808994347 145:0.2939775814251626 146:-0.4213435492517821 147:0.71767096454801 148:-0.6569211801560813 149:-1.026246960871895 150:0.2258964395994121 151:-0.02236303367174242 152:-1.131538305731572 153:1.128351901099556 154:0.1832362901777656 155:-0.8453294126961485 156:-0.9860153072225879 157:-0.8611929539460181 158:1.187490874662837 159:0.6706278924413744 160:-1.006030784382833 161:0.2940983794601519 162:-0.1993402955833952 163:0.1268305548096496 164:0.6841314391666505 165:-0.8423977814144735 166:-1.99355791025143 167:0.7651245883559057 168:0.82658083354245 169:0.3839057118746132 170:0.1736907859072985 171:-2.194700125264328 172:0.6887207108431594 173:-0.0374192310578892 174:1.881613535649103 175:1.565995414384992 176:0.6262465558138863 177:-2.536013563076196 178:-0.1123089347613712 179:-0.1748654714961767 180:-1.292314499749546 181:-0.004035586806203614 182:-0.08320558952001628 183:0.2776593939836576 184:-0.5072031251556397 185:0.9566605554396581 186:-2.78487960361355 187:-0.06817838776213073 188:-0.7126450168836092 189:0.4914026239890511 190:1.583134028713656 191:-0.8859637130167025 192:0.2315072884507668 193:0.3188218492187767 194:1.839035010425057 195:1.247574359403991 196:1.587547734295239 197:-1.561192595607171 198:-0.3401784497191998 199:1.132679393711604
--1 0:0.7302200701814853 1:1.845206394328011 2:-0.785193351664341 3:0.8477200051495987 4:0.7495292080772054 5:-0.925928463086622 6:0.6138715703090515 7:0.06533126037086864 8:0.8614196235575745 9:0.9733010448663345 10:0.5039176418150527 11:0.7305871878429617 12:0.887025734505219 13:0.09824015467915297 14:-1.027547247011242 15:0.9800081563608207 16:-2.777287171760492 17:-1.062493232734252 18:1.020335998561314 19:-0.241894041425202 20:1.021625843669964 21:-1.608764791059584 22:-0.6984111987466981 23:1.330687549135021 24:0.7158315290748017 25:-0.2148442944553201 26:-1.356855478537575 27:0.5760021218386384 28:0.01300698296262495 29:1.621669532577778 30:0.7122936394235617 31:2.074299029948234 32:-0.3822019336331978 33:1.252118602322346 34:-2.569707536631366 35:1.340739339361158 36:-1.606021955191524 37:-1.234162763122658 38:0.6561976960932726 39:-1.544343021325259 40:0.05466094697486155 41:1.089204523202282 42:-1.527012613143193 43:1.80649680002279 44:0.1453691423446389 45:0.03427154511636985 46:1.962050319517232 47:0.2253379310333837 48:0.02353836474517072 49:0.9636021131593607 50:1.089873587664606 51:0.4944054376814525 52:-1.5701991717571 53:-0.7115560760886229 54:3.185657758927987 55:1.216034065261561 56:1.446356542013207 57:1.179217598577002 58:0.4347816626844382 59:-0.5460720860252151 60:1.862265303377244 61:-1.227838198568123 62:-0.08058973177199504 63:-0.2087319067685711 64:-1.169891289256906 65:-0.9844249448572877 66:0.1501684064794118 67:0.6968288633545517 68:-0.7509773618015539 69:-2.411487846623317 70:2.411448126067777 71:0.59618215948208 72:1.74534165181427 73:-1.116116152970464 74:0.3095560697052447 75:1.965453333264533 76:0.8523386606334939 77:1.791596140841345 78:-0.603797909394894 79:-1.158101287623122 80:-1.020106865460898 81:0.6760776646749217 82:0.07456495177207795 83:2.024737218367262 84:2.105375477052239 85:-0.2360142820506081 86:-1.236264590281722 87:0.2105014832398612 88:-0.6136821514199599 89:-0.6454265812379748 90:1.412298204943965 91:0.5695659456872221 92:2.692190344390902 93:-0.5139280648852395 94:0.9979202253957445 95:1.160548131411873 96:-1.085969000809075 97:-0.3362967293075493 98:-1.348670252528476 99:-0.7089808254173218 100:0.2296341357883534 101:-1.094212323469483 102:3.299656561887633 103:-1.837600268957438 104:0.458246414107459 105:-0.2293296825458618 106:-1.224172061959348 107:0.2207437605934377 108:0.6470480005567419 109:-0.09510142426660972 110:-0.6819996539001758 111:-2.664323416615186 112:-0.5462369951286262 113:-1.522285958550454 114:0.1541543694814445 115:0.3415118577106313 116:-0.5179755412079723 117:-0.3646660083566063 118:1.119426043330358 119:-0.336765434183608 120:-0.03018743832303667 121:1.476615563204023 122:-1.404862686522069 123:0.2771314934026036 124:0.38899249940207 125:-1.129180091498438 126:-1.634251305168306 127:-1.124992987365142 128:1.9570968234336 129:-1.036146400056673 130:-1.084276833635755 131:0.7064144281016463 132:-1.217565586016134 133:0.7967832492342302 134:-0.9247312071574659 135:-1.463268748377884 136:0.05940661273955318 137:-0.6219602056263012 138:-0.3253152409852723 139:1.045981429110355 140:-0.1733045724943716 141:-0.3195944498763725 142:-1.209020953224914 143:1.146206334943759 144:-0.6311868604203024 145:-0.2643833678449068 146:1.544583640397482 147:-0.194866976397128 148:-0.9801981062225383 149:1.301148924261586 150:-1.131527297708988 151:0.4302620662845069 152:-0.3140817204933736 153:0.8744896314145116 154:-0.3508468457709518 155:-0.5009157567159549 156:-0.8099983216657465 157:-0.5944118200261905 158:-2.142615472594886 159:-0.9422372414706964 160:1.016078936408293 161:-1.82618075735359 162:-0.09503763167563227 163:0.2863781422098802 164:1.349946484391541 165:-0.4279319430472805 166:-0.3938871616050746 167:0.02437383160742213 168:0.1176241862137068 169:-2.096934923313484 170:-0.2772725988574496 171:1.020827541027048 172:0.8130889742206022 173:-0.4669819156471974 174:-1.065617558489981 175:-1.505087289470086 176:-0.007086782746806351 177:-0.0778578910469095 178:0.3865157849512171 179:0.05329543622504133 180:1.359806581796005 181:-0.5697147641760891 182:-0.6254824727267431 183:0.4328627578798294 184:-1.453724072632391 185:0.7553913840328984 186:1.060682099160441 187:-0.2027261453074195 188:0.8207902895696871 189:-1.235925737500619 190:0.5896112009701061 191:-1.394254867496869 192:-1.590942452916492 193:-0.2292446965099214 194:2.552933705523228 195:0.5928012749312637 196:-0.6742727906503678 197:1.403059438112869 198:0.4324476966538666 199:-1.126188176272476
-1 0:0.3356230025816137 1:0.1274213110987613 2:-0.7071398491425132 3:-2.170638939314286 4:0.6641200472339632 5:1.691470278947339 6:-0.6147548673777172 7:0.2489903396215519 8:-1.488941763603385 9:0.8787618940921532 10:0.07595355119170782 11:0.4631413476852423 12:3.018898535948108 13:1.17514528099284 14:0.4380261622589442 15:0.09281343131739714 16:-1.251333338766087 17:-0.6058375288836381 18:1.198320487502604 19:-1.327629514023138 20:-2.11826040750237 21:-0.9987532825362361 22:0.9412045710523823 23:-1.13869486867841 24:-1.008320105879908 25:-1.542834766861308 26:-1.165062992298375 27:1.567012979997727 28:-0.7085212979618469 29:-0.02186787313404406 30:-0.2652705732634923 31:0.3966332369384695 32:-0.7973333091644789 33:-1.968682979564787 34:0.1077332256145757 35:-0.1034166361823109 36:-0.1785905445515401 37:-0.4897026548294449 38:-0.484969811399846 39:0.4164835065107717 40:0.02448203556093876 41:0.3913812774689739 42:-1.449285973247171 43:-0.655573892157931 44:0.3360455472573463 45:-1.462000916805571 46:-0.05595827433475753 47:1.322535391764211 48:0.4292111672638387 49:-1.594039170019579 50:-1.034661451369613 51:-0.1391903423594808 52:-0.5639212298117768 53:-1.015017356810089 54:0.07022439336132462 55:-0.1245054902635795 56:-0.722377005139432 57:0.8155906013285641 58:2.436810134909468 59:0.8305161965918589 60:-0.5939775684886615 61:1.118245380007003 62:-1.231812205067906 63:-0.6893831137380377 64:0.6392132714523776 65:0.3836513884128978 66:-0.1128331627826021 67:0.5282496672223821 68:0.5841700552437511 69:-1.331449505539697 70:-0.8215083177834563 71:0.7437526401595179 72:0.6952857390742628 73:0.1845060981441423 74:-1.104977638679233 75:-0.7046350954779773 76:-0.5674995382619764 77:0.2314831732932038 78:1.137552046343514 79:-1.479953465105674 80:0.2065256633882841 81:-0.5339874247528548 82:-0.7554588768131978 83:0.05087402232966612 84:0.2993785200045115 85:-0.373451781634312 86:0.3297199657379775 87:-1.172847426473897 88:-1.092871688866089 89:0.478002239069676 90:-0.3335046484002894 91:1.092376199567435 92:-0.8999442854932425 93:0.2479150503293115 94:-0.8779322626347846 95:1.372028176684191 96:-1.696053062103069 97:1.211015167098695 98:0.9712257974539822 99:0.02149238493072644 100:-1.699824309306089 101:-0.913087041772686 102:1.455714703095716 103:0.6872843596407111 104:0.1906843717509395 105:0.9614249322167335 106:0.08287367770723826 107:-0.3241827068634748 108:-2.725879941877178 109:-0.6461671967913221 110:-0.02619338149048317 111:-0.4924793486891308 112:-1.216050376691038 113:1.866912554437168 114:-0.7186440864740616 115:-0.2814623463781974 116:0.06895732332457646 117:0.09479353185158364 118:1.242811210212712 119:1.29969523193654 120:-2.057222514958385 121:1.12346698209379 122:-0.1346141267109845 123:-0.1512837066569987 124:1.140688218880204 125:0.3088482485753363 126:0.9524085333516407 127:-0.04293377760006094 128:-0.3342497162653545 129:-0.4803934039155164 130:-0.1607719914378553 131:3.556995707949576 132:-0.4904661556344646 133:-0.5170743657263864 134:-0.1418137492190376 135:-1.508189394497037 136:0.867122434255193 137:0.7845779758789342 138:0.5779857018629592 139:0.1233573104792707 140:0.4518014821063204 141:-0.6961844901778109 142:-1.530575274583392 143:-0.9896569334469294 144:1.193959083405185 145:-1.31837262694243 146:-1.034845471751753 147:-0.3004981877501792 148:0.677228376731963 149:1.372186672452014 150:-0.9674947944127017 151:-1.634806915570285 152:0.6025601155953021 153:-0.638181823033925 154:-0.3979784681098211 155:1.84382492533515 156:-0.793696458331475 157:1.22226104116844 158:-0.4330705320414938 159:0.8884326896569769 160:0.6218783854683466 161:-0.1773423691448014 162:0.8032651689293211 163:1.779272556696234 164:0.9447565137699706 165:0.1806507193429728 166:1.132377437534542 167:-1.273717015992032 168:-0.2221512828036993 169:0.8219638655164174 170:0.1015579290084043 171:-0.9222386221516951 172:-1.156561607724317 173:0.3275423822818693 174:-0.06305038983297892 175:1.79488374644837 176:-0.6074668440693513 177:0.2252041255301432 178:-1.373296214200296 179:-0.6605093468184946 180:1.92350100638062 181:-0.3146387365573436 182:1.224743119851071 183:1.869891520310303 184:0.46066892426472 185:-0.04501123401598463 186:-1.613555525205706 187:0.7497402530674707 188:-0.01892575131686771 189:-0.2196958775416687 190:0.3845399163188438 191:1.262378857261564 192:0.3371196752640512 193:-1.162286816692586 194:-1.283902490886249 195:-2.8631513611903 196:-0.7992195080093739 197:-0.6133558109594535 198:0.7635949597098507 199:0.8014285766948097
-1 0:0.4883260105129033 1:-1.412893790564479 2:-0.6966992821850673 3:0.07444126868824885 4:-0.4900583364507018 5:0.5193946986855023 6:-0.1113672230622221 7:0.9889643599230264 8:1.888781198459619 9:0.7175767228543841 10:-0.7386472519290512 11:0.736574198387744 12:-0.1850920814977222 13:0.7267074040923781 14:0.03163865741511401 15:-1.18029079728093 16:0.5861143427963033 17:-2.664239422720566 18:0.9964093152293507 19:-0.3007165316458715 20:1.663105424627317 21:0.2365148098066659 22:-0.8924585757753641 23:1.228957557208847 24:-0.7516620495597346 25:-0.7583246504094261 26:1.308006439920756 27:-0.02663980337570966 28:-1.301425651016239 29:1.354666943596468 30:0.03454276589054431 31:1.647271034231821 32:0.04430213430086061 33:-0.8207932074394574 34:0.1570411550920852 35:-0.2257352534541359 36:-0.555029863872886 37:-0.7872309783580909 38:-0.7251852521758577 39:0.01801616725905064 40:-0.3697463749081736 41:-0.7829869401032907 42:-2.114360182752529 43:-0.357815510801437 44:-1.465524067607358 45:-0.9747833269939807 46:0.5293608778962335 47:-1.321272675954474 48:1.242218327796879 49:-1.533077075167412 50:-0.4442027704354745 51:2.032000465952518 52:0.05783765552292715 53:-0.4572783790644211 54:0.6276086729630698 55:-0.6957255625884582 56:-0.4189013034905962 57:0.3644794191851758 58:-1.635570056523934 59:-1.782981856216178 60:-1.271009842517304 61:1.731342528423657 62:-0.1157034350527929 63:-0.3161196203187809 64:1.022758569270742 65:-0.01845675503945267 66:-2.32045486602138 67:0.3763082524047331 68:0.4578664944920426 69:-1.040957975079804 70:-0.769582132781285 71:-0.3799705657150244 72:-0.5386637265086869 73:-0.6452896434294837 74:0.2855304794116189 75:-0.2377545753463111 76:1.075660519013956 77:0.3335057710283524 78:-3.544259282733693 79:0.6732455535962065 80:0.1088311688359807 81:1.210872293470556 82:2.284301211197255 83:0.4525387906610032 84:-0.6183947535093176 85:-0.8687532841032153 86:0.2825482262232832 87:1.096816547112096 88:0.4720153142927355 89:-0.9752586575587137 90:-0.6633681223495659 91:-0.1843387941357832 92:1.892969660967347 93:0.9224295765723453 94:1.371782763191719 95:-1.284226231463764 96:-0.4302342086483645 97:1.555310423099868 98:1.192787353676388 99:0.2133228466572147 100:1.748569346958414 101:-2.05594081152668 102:1.193845438029133 103:-0.261892716913623 104:1.498811828286291 105:-1.416859901027466 106:1.251195008569896 107:-0.4287291775114378 108:-0.7214297801089447 109:0.4246535498682688 110:-0.6133089012066524 111:0.3007668755043851 112:-0.3541219843628548 113:2.227975629999407 114:-1.908044834456589 115:1.332339345935946 116:-0.4633706468944398 117:1.179423117517771 118:-1.050245916376912 119:-1.502548129186889 120:-0.8487801481748344 121:-0.7799974185671826 122:-0.7559333446114099 123:-2.149290730520676 124:-2.020293475377798 125:-1.633134320793985 126:1.119698907283148 127:-0.8426845260184004 128:0.9455535372687216 129:1.192842939912797 130:0.2646696343416147 131:0.1551016154956197 132:0.4349347197038718 133:2.605443104338929 134:-0.4492125612048365 135:-0.9732902436544003 136:-0.6819474023118459 137:2.245926836365443 138:-0.4383715697092729 139:0.6524805570045582 140:-1.498917165783407 141:-0.4313960088489832 142:-0.778953713340054 143:0.51182021924962 144:-0.4267149400915388 145:1.5653474289368 146:-1.970459061859805 147:0.7696041782544217 148:-0.9169443449813846 149:1.121983699797725 150:0.4262241909680887 151:-0.9110493092138874 152:0.7938605808746042 153:-0.1503484940471368 154:0.9589792653260747 155:0.5171477039585918 156:-1.360307731548166 157:-0.7983765069986962 158:0.71686297903032 159:-0.0333904398362832 160:-1.008669174180329 161:0.07564525727882937 162:-1.893229215773347 163:-2.570324422603228 164:0.3302749011374745 165:0.2249249464697079 166:1.924789461096114 167:1.067549251238498 168:0.5823772313856261 169:0.7357918993828971 170:0.05528747605192005 171:-0.8868180984400221 172:1.007628737191593 173:-0.935777788095893 174:1.257034487019011 175:0.2507592449671434 176:-1.463137575375421 177:-1.824587037419472 178:-1.029739203337659 179:-0.7857499362544921 180:0.6134560166979746 181:0.2554759656533198 182:0.7642798695475125 183:0.006895997578637677 184:-0.6106308537895497 185:1.050322380130902 186:1.119739734344078 187:-0.5374665071584861 188:0.3129069004963861 189:0.4365745788556822 190:-0.2639153187235006 191:-0.2479331732853471 192:0.1456430491951237 193:-0.002762005682280712 194:0.4116131612844841 195:-1.952283982402142 196:0.8424310944918039 197:0.9334316573814034 198:-0.1962552444492927 199:0.3110735696908458
--1 0:1.454461973521633 1:1.252543574136594 2:-0.2888285079566454 3:1.473068274754038 4:0.9387739493152523 5:1.520722759189977 6:0.607117058749683 7:0.5416318840878603 8:-1.672367705274843 9:0.2216234335863646 10:-0.2887351859925394 11:-0.2795507604772618 12:-0.7534127022765226 13:-0.570976370859033 14:-1.352700132403733 15:-1.417485730249327 16:-0.5093362253137949 17:-0.2685864951846949 18:-0.1559521075394982 19:1.639600905554063 20:-1.308205124979467 21:0.846155316813388 22:1.707445148706736 23:0.1795753676935442 24:0.3896958710699003 25:0.2659250303236437 26:0.2809345453937834 27:1.459597536552509 28:0.4804885298937073 29:-1.192247052876291 30:2.116756492638102 31:-0.7611204022107172 32:1.882631380414489 33:0.9257784256472807 34:0.4929789767786358 35:-0.0656612216263554 36:-1.569352678494706 37:1.568855282518678 38:0.2486011260076695 39:0.4968860534281474 40:-0.0349626209101558 41:-1.348338230916109 42:0.05157304894192638 43:-0.8141674014074559 44:0.8105252358748729 45:0.5005615010601571 46:-0.8448558715169964 47:0.5403522432761597 48:-2.705104491790234 49:0.611231817073044 50:0.7205517499115552 51:-0.1987715542332854 52:0.811926972239209 53:0.3835337871853416 54:-1.194339085819178 55:-1.005222742617464 56:-0.9236397109224739 57:-0.2738136383578176 58:-1.318482302042645 59:1.379593416105267 60:-0.2181246560251337 61:0.7587021493072976 62:-1.587140364954432 63:-0.4918757596778383 64:-0.8626496361916148 65:-1.143128245744228 66:-0.7719893069981779 67:0.796532708669467 68:0.1404856617441606 69:0.7182926576309661 70:0.4743876451596144 71:-0.1636384660515523 72:0.5859110050883599 73:-1.233936088047429 74:-0.440315778723628 75:-0.5129972926908243 76:0.2839448899153997 77:0.4155725432512098 78:0.7345879830537811 79:0.2160889478222424 80:-1.93984412389801 81:-1.817956910371368 82:0.6997749788457328 83:0.3440872512153584 84:0.5636138636732058 85:0.2725351032130242 86:-0.1502484888146336 87:0.834697745984023 88:-0.4055681495511758 89:-2.372821683394942 90:1.109193092095802 91:0.5873651633514828 92:-0.4787213634003769 93:-0.008933061159901086 94:0.1889175634532632 95:2.627800622395148 96:0.2924155058367551 97:0.5157997398376638 98:0.07592897911756827 99:0.2765312744190047 100:0.9816123673217516 101:1.465565790458605 102:0.7305175584128581 103:-0.7608819319206975 104:-0.3896490900041147 105:0.1814989090408947 106:-0.6640020236539246 107:-1.622890755998289 108:-0.7232039064121938 109:-2.886436854784884 110:1.520290234754513 111:-0.7803171115293189 112:-0.1157016711484172 113:0.2833508454958437 114:0.02247159863817055 115:-0.1915256275903678 116:-0.1687755308976448 117:0.6138786129110179 118:0.1668760960383786 119:1.58879305574347 120:-0.6477599887968807 121:0.2918115117854065 122:0.3074583937584704 123:1.77354005767089 124:1.127850695477888 125:0.2012086097211805 126:-1.184500458118679 127:-0.8065767313334384 128:0.09416511445188856 129:-1.346973595081559 130:0.9487568598326648 131:2.104907858066031 132:-0.6542342652518475 133:-0.1049605426730494 134:-0.9193622692681972 135:0.4466852164151598 136:0.5801595807364605 137:-1.673533079144238 138:-2.330647671916578 139:-1.147589216216808 140:1.386148943186266 141:1.402494500961843 142:-1.218577105626522 143:1.054364131768713 144:-0.4071025483880945 145:-0.6476968306027604 146:-0.1600903230781034 147:-0.8934196706105675 148:-1.602138392600833 149:0.1760918537822619 150:0.5867044751905502 151:0.9490423097815079 152:-1.366496301229479 153:-1.946200879126212 154:-0.2552321433358918 155:-1.453946961928951 156:-0.8105437223170808 157:0.8502869888125107 158:-0.8928839903795738 159:0.02533041693634154 160:0.1442026496375217 161:1.201980908185205 162:-0.8661385017238014 163:-0.8771967566648985 164:-0.05282059044670194 165:-1.037702126312317 166:-1.064295398736411 167:-0.6589551172747946 168:1.139511317148775 169:1.135872683806422 170:-0.7480712436345948 171:-0.3278156696861099 172:-0.06568062445070057 173:-0.173438819235509 174:0.8017108414788869 175:0.907215481513554 176:0.0432909421194804 177:0.7381465701122504 178:-0.3601011355522634 179:-0.4847919342336064 180:0.4703862785348411 181:-0.2352747378098068 182:1.237719186169801 183:1.189617819500005 184:0.8990456644283369 185:0.1757517649184695 186:1.876851037945037 187:-0.8655390198262607 188:0.6799148402554619 189:-0.1039353568251851 190:0.5638422356647802 191:-0.8571791073173995 192:0.228246336417996 193:0.3442769783607619 194:-0.9420404414347918 195:0.6311974954674689 196:-1.326358385800348 197:-0.189938072782967 198:0.3410007355036634 199:-1.364025590837323
-1 0:-0.8944227319335819 1:-0.3409403923740854 2:-0.1160406909421997 3:-1.092299078227128 4:1.75848147186366 5:-1.155467866678987 6:1.651915219412814 7:0.9500398388298621 8:-0.3156986394854056 9:-0.1333476448707966 10:0.2070806433072447 11:-1.322351362594613 12:2.413933150129157 13:-0.5512476322862556 14:-0.7294522280222719 15:0.4320706882078149 16:1.164410642448139 17:-1.784381514534247 18:-1.640299036561722 19:-1.925682839492443 20:0.2726720444363173 21:0.1137474819211753 22:1.956699116943753 23:0.7955382206335386 24:-0.3164921951457217 25:-0.4060941922422804 26:-0.2714903433108133 27:-1.746102929236501 28:0.2470310540284675 29:0.4167142395841212 30:-0.5355752762590892 31:-0.6481132030955916 32:0.2715562536670211 33:0.1046579076372235 34:0.663017987042206 35:1.93977336929385 36:-0.4136165205053359 37:0.8553572212098922 38:-1.709055179070284 39:1.210568275024325 40:0.9986046385907568 41:0.9293124663372008 42:-2.177216968648022 43:1.823804126501916 44:1.722413969564152 45:0.1329255885986025 46:0.1198113110340338 47:0.5301848881859736 48:0.8141830316759704 49:1.000563854775239 50:-0.2226814973604588 51:-0.6050696077549762 52:-0.5760632951600703 53:-0.4617438495057367 54:0.7448653389623493 55:-0.7324770447224088 56:-0.2191272154328925 57:0.2970524013436007 58:-0.665499812907421 59:-0.4867232037627923 60:1.191585309280047 61:-0.5758860881699066 62:-1.344609310507711 63:-0.1331209578503475 64:-1.341944047778073 65:-1.444984707907111 66:0.5875097882624101 67:-0.6120674110340975 68:-0.8204151302495678 69:1.028218604503578 70:-0.5085237253196201 71:-1.494355019395892 72:-0.20467227344054 73:-0.5444505723690111 74:0.04869742106355876 75:-0.6367410452961978 76:-0.3806901671556636 77:1.418878977855477 78:1.001905215253207 79:0.24113827197381 80:2.122191022404122 81:-0.6053155018524973 82:0.1955587594259513 83:0.3376365487280946 84:0.470444549251657 85:-0.6979230218128225 86:-1.502584035601787 87:-1.267785653679093 88:-0.6267188777748475 89:-0.03169062397223055 90:-0.930531921339157 91:-0.02926046918778274 92:0.1633966389795706 93:-0.4080872004401401 94:-1.724068351430199 95:0.9615377359871402 96:0.9298077084491134 97:-1.001183051017836 98:-0.06199705454558354 99:0.8989995820202106 100:-0.8593491794298281 101:-0.8906933831768052 102:-1.739573926503266 103:-0.6064178530975213 104:-0.07905597263488399 105:1.870711390643082 106:0.756890428640657 107:1.89721014040699 108:0.3787849812698058 109:-0.8092397238048156 110:0.1416171706586014 111:-1.130731854993261 112:0.2704681902135621 113:-1.014630083141578 114:0.6016909760023467 115:-0.9601486842308197 116:1.735335521066246 117:-0.292811952651815 118:1.036105414439293 119:-0.5823614743426793 120:1.020373978097607 121:-0.3711849876907227 122:-1.982702078661123 123:-0.6286250353022806 124:-0.1234403143320013 125:1.353836381701205 126:0.2275034053913878 127:0.7413207464883455 128:-1.208747986730816 129:-0.284074577677941 130:-0.1534328193191325 131:0.6688404673991118 132:-1.48367663804466 133:-0.7511791255705986 134:0.9297621589871732 135:-0.8156788680987764 136:-0.01385749154360426 137:2.407697857103857 138:-0.04894887187586786 139:-0.347876474205891 140:0.2850439363453445 141:0.8064291329454852 142:0.3521923311401091 143:0.3736493452930575 144:0.5566023560883681 145:0.07841955922736654 146:0.1371402688420184 147:-0.6485001459024269 148:-0.7939504721544185 149:-1.14686353583522 150:0.2475713185915231 151:-0.7771635111491902 152:0.9115735434770117 153:-0.06698290647564649 154:-1.051994857077319 155:1.58852642293186 156:1.680503765746958 157:0.5599066111013741 158:0.2814437591473825 159:0.9842115976878653 160:-1.941054840827445 161:-0.6314781126099787 162:-0.3987705407807356 163:0.9320500311944523 164:-1.351541026954336 165:-0.2581260784263772 166:0.5526289409467067 167:-0.4674403309777174 168:0.1696845359007669 169:0.137521336397509 170:0.4185375251674771 171:-1.309346686029713 172:1.523039757103335 173:0.4848297385239104 174:-0.1361720783941168 175:0.8811367545715773 176:-0.6230340286812043 177:0.5081424672621432 178:-0.1072826003952106 179:0.6042729027520551 180:0.1010032916240065 181:-0.6895158494677265 182:-1.118778090977196 183:0.3099850316530582 184:0.9613200634008506 185:-0.7328979946557106 186:-0.4156123890881301 187:0.9692559182111866 188:-0.1415970010336703 189:0.7872077636248683 190:-1.523945392117467 191:-0.3939702959531091 192:-0.2002201997263719 193:0.4729183353169432 194:0.7476797031151048 195:0.7471189467684302 196:2.038152697849472 197:-1.433377833280469 198:-0.02161145163576186 199:-0.5422543742606026
-1 0:0.2477250754298145 1:-0.8444760808794625 2:1.421040644666125 3:1.182268855302927 4:-0.5291106085029407 5:-0.5168829687281035 6:0.3081289753560278 7:-0.8974409459859295 8:0.5614021594154684 9:-0.4699574233995685 10:0.7250633393962805 11:-0.03777564365854265 12:1.830397973582992 13:-1.329780234159811 14:-0.04782169444267491 15:0.7899208239234593 16:-0.2149254901531091 17:1.176478820321828 18:0.7739284002339206 19:0.2373194552663488 20:-1.78888058004642 21:-0.7704703882470498 22:-0.1154954212531083 23:1.86451121432086 24:2.81145243587098 25:-0.3079854023099562 26:-2.071700955134897 27:0.6704535329318685 28:0.1952017447558418 29:0.6852805004939182 30:0.3902349940129456 31:-1.108178253794627 32:-2.54617067901579 33:1.266299709523504 34:-0.03180615222639228 35:-0.3075508779219572 36:-2.55113322302665 37:0.06940457315156942 38:-0.299945495150538 39:-0.1551283313855747 40:-0.7546694134255164 41:0.7819329586403642 42:-0.3457691585762748 43:-1.771033183108494 44:-0.8504930506448783 45:-0.0236559408505735 46:-2.071611628515837 47:0.5109550482236893 48:-0.6294552000637033 49:-1.833385076796755 50:-0.4219685373898424 51:0.6194705593463889 52:-0.529478664196491 53:-0.001753182773644832 54:1.011286217361192 55:-1.674878728097602 56:0.2802798016053673 57:0.04461759722619695 58:-0.1198717802613021 59:0.2179650321663346 60:0.01518636408633007 61:-0.1832321273187358 62:0.5545299374104334 63:0.83622717445702 64:-2.044262891267394 65:2.032608654910026 66:0.01467994280998656 67:0.2287098363078497 68:0.447773069575119 69:-1.158586800391679 70:-0.6175873516610594 71:1.368404612473572 72:0.9837746895598727 73:-0.5133113901959434 74:0.4406334476936024 75:-1.071580965862307 76:-1.131023427780162 77:-0.5779610940092919 78:0.1863373717703515 79:-0.5842283223733402 80:-1.536159782798802 81:0.3367122767377592 82:0.530626536181054 83:0.07657147390083084 84:-1.685549151028579 85:0.8756992450588854 86:-0.8023759412445332 87:0.03901535947749478 88:-1.252375785449565 89:-1.208513882287312 90:1.672365859332517 91:0.5278205794330605 92:0.5126078845242675 93:-0.6844015514611952 94:-0.1712794523960837 95:-1.016195525141502 96:-1.175280221034165 97:0.5676300583596923 98:-0.7588440947662853 99:-0.4989537558968496 100:2.790836466802907 101:-0.5781320259608496 102:-0.7693178174321731 103:-2.010479410686004 104:0.005902409194169883 105:-0.5583804568799405 106:0.8616656524476964 107:-1.844972007989187 108:-0.590406146325964 109:0.5334993898362328 110:-1.927019114165031 111:-1.593189804768564 112:-0.6156804513700492 113:0.4000044381996612 114:-1.103105436057805 115:1.444809003521575 116:-0.3708183798558543 117:-0.5373264449061215 118:0.171152961196559 119:-0.5606957707023974 120:0.2394434228486872 121:0.4172881248458556 122:1.113466997125868 123:0.4223526219208144 124:0.4697858446002092 125:1.060937859322516 126:1.578771408026072 127:1.718545642689927 128:0.01338162632196687 129:0.8037073496073508 130:2.486063313159295 131:-0.4909425421621156 132:-1.093944189217247 133:0.4688542167677967 134:-0.3345241625562698 135:-1.111889316166876 136:-0.3399233950665861 137:0.1064235670339668 138:0.3277525740933646 139:1.229839287611033 140:-0.4075988968932248 141:-0.9220728416074929 142:-0.2367527587004658 143:1.048606839098371 144:1.391308251698943 145:-0.3764262180511532 146:-0.2502256573233552 147:1.281931892095932 148:0.07918171587927852 149:1.297734263306253 150:-1.621716011850236 151:-1.264750334423306 152:-1.065165163854671 153:2.831755498001485 154:-0.1219076715899068 155:-0.8026881457611185 156:0.5031062085177591 157:2.311886266078221 158:0.2203704687811158 159:-0.8711349768542018 160:-0.8734041631169316 161:-1.099725892200672 162:-0.1310842804376418 163:-0.3024489221360923 164:-0.4250755576197597 165:-1.365669949128405 166:-0.6433130841666584 167:1.843624823865657 168:1.666472897580974 169:1.752678392548856 170:-0.2029633556915545 171:-0.1198341663082713 172:-0.9422501711383584 173:-0.5729081601483607 174:0.9475140924559987 175:-1.004861812217567 176:-1.53369853816544 177:-1.142680752907739 178:-0.4376941593036185 179:-0.8774192244967898 180:0.3841114532258774 181:0.1852486262862056 182:0.5060529911293441 183:0.04719848347346633 184:0.7960844987220278 185:0.2745403127520387 186:-1.685906871722694 187:-0.6198084638054513 188:1.727409244312343 189:0.2920141219069998 190:0.6643939352259394 191:0.4930371211474976 192:0.3750167844338573 193:0.5047693818306392 194:-0.03305339746968309 195:0.4033198164738496 196:-1.40796795869268 197:-1.483367173235181 198:-0.8751457644811703 199:4.831951488907348e-05
-1 0:-0.06479396235519295 1:0.06467760607953014 2:0.01271021870589933 3:1.380819573359035 4:-1.20962325784694 5:0.2306361984383931 6:-0.8734185886862368 7:0.2666286419433789 8:-0.3293573498636296 9:0.4332397078372369 10:0.5018002977060034 11:0.1545183477093363 12:-0.4870130270245752 13:-0.5900700618443854 14:-0.5362471866741552 15:-0.8754586638753313 16:2.379810158155374 17:-0.9399481127326915 18:-0.2674047378455807 19:0.389000424723651 20:2.359024250284851 21:0.4138232806487545 22:-1.302123591921543 23:0.1349384374658442 24:-0.01265201042621924 25:-0.9274067031296256 26:-1.533890609727919 27:1.352106092433072 28:0.0981895891711697 29:0.5816301397788385 30:-1.879350728899658 31:-0.001187443234481768 32:0.9763430481346205 33:0.4385134305969874 34:-0.8287404440972691 35:0.0100370994813335 36:0.366957469315735 37:0.6074916561372282 38:2.82275874218712 39:-1.444206917897866 40:-0.5356666151227527 41:0.4171973548470539 42:-2.439471522743422 43:2.026715876416582 44:-2.355372946301871 45:0.8066318206932714 46:1.389856846564477 47:1.613739784977035 48:-0.6602697904201811 49:1.287983110196234 50:0.8680815320210385 51:-0.3086204596753802 52:0.5176461956396367 53:-2.302776896540847 54:-0.6288892674167511 55:1.563335831434894 56:-0.9954081866698364 57:1.630706897120616 58:0.1397382415530264 59:-0.4633961989641575 60:-0.5346091278574687 61:-0.4327875212436089 62:1.08915689284912 63:-1.799923718023319 64:2.009407917509352 65:0.4618168113003956 66:0.3321741911816495 67:1.397112606574813 68:-0.9684684160011984 69:1.172141032831722 70:-0.5720209794393157 71:-0.4665317722121016 72:-0.3333626821522015 73:0.5099996058701601 74:-0.07768124256406939 75:0.5707543630190098 76:-1.224245842956029 77:-0.09737385596230629 78:-0.6310140256097128 79:-1.589033625215069 80:-0.9286517727131601 81:0.3483915939205744 82:1.093656439981316 83:0.4336154134354537 84:-1.01453898359109 85:-0.02397631832271646 86:0.283080112006788 87:1.945767679216883 88:-0.9768388356942016 89:0.8112895220747171 90:-1.051942709794706 91:0.4404594844425817 92:-0.3439825056434801 93:1.346544426873683 94:0.8656975697569161 95:1.40017226065909 96:1.013162554720274 97:-1.018534106530432 98:-2.053641708133133 99:0.5669341349634934 100:0.5414501351300356 101:-1.510125950730985 102:0.7040784658134142 103:1.910724803525531 104:-0.02206431290132784 105:-0.7264783097700045 106:-0.7651530052192087 107:0.44334790769657 108:-1.382059132843437 109:1.142572204179152 110:-0.6720291547664974 111:-1.032808342648613 112:0.2606263502916369 113:0.8483256788048815 114:1.105906133392714 115:-0.555933890882309 116:1.83819628211735 117:-1.479225250471886 118:-1.438765532666281 119:0.4678794865627668 120:1.195562522240361 121:1.109186033068125 122:-0.2663015772172227 123:0.331650720394807 124:0.5779139789433207 125:0.2793018757071046 126:0.6259610092235151 127:-0.7684097930865604 128:0.144334647636485 129:-1.395438511515174 130:0.922480638508499 131:-1.247065221188865 132:-0.8184063702426373 133:0.1563489378326839 134:1.150879125651879 135:-0.7503248986290246 136:0.4458857726423597 137:1.882479457242312 138:-0.3087442922889312 139:0.1259024176660267 140:0.961390192518313 141:-0.1287912785671701 142:0.4282658169197049 143:0.5384768488318916 144:0.8664292429936928 145:0.9698038006180926 146:-0.5684467128683868 147:1.041874517183665 148:0.6219156184568909 149:1.064358339057328 150:0.4451832529313398 151:-0.7317735642259364 152:-0.448744118103706 153:-0.7627315909230069 154:1.285071838947268 155:-0.8484514883684551 156:0.3383774140739017 157:0.6653487100820209 158:-0.09332575064512245 159:0.4072899240826174 160:-0.07015937118166983 161:1.100249696086844 162:0.536114562662674 163:-0.2118185989696278 164:0.8131375763427143 165:1.251935143276677 166:-0.7017582314619658 167:1.365315690258378 168:0.1552289674386156 169:0.01428822366975565 170:0.4718458335979069 171:0.5867940487645247 172:0.2807313529225819 173:-1.665831187355654 174:0.8878190041342029 175:0.1438819686751531 176:-1.246906219604021 177:0.4409305263128471 178:-1.025558509708749 179:0.8186631155756676 180:0.8759930290123941 181:0.4833530594882346 182:-0.6379691889952306 183:0.4707625776860341 184:-0.4020324895694296 185:0.3940765701656521 186:0.5906649133633509 187:-1.310489942794533 188:-0.3599938761177512 189:0.6004536380009894 190:-0.3277239319792336 191:0.8144400080464097 192:-0.381189321386584 193:0.1802001839988465 194:-0.05362058939893596 195:1.716071397677549 196:1.075552727779348 197:1.206078637419907 198:-0.2574972793129928 199:0.6226640224469852
--1 0:0.5832830580214748 1:-0.2486562354779161 2:1.03856874721759 3:-1.462766000861096 4:-0.7531023064200646 5:-0.597723433474797 6:0.3304232008859182 7:-0.008893038955238148 8:-0.3282804092872714 9:-0.0858027919627616 10:0.6704433259019338 11:0.2719836029901272 12:-1.471565704275408 13:0.9541311401876997 14:1.281279969459476 15:-1.471434642196936 16:0.08768829623034759 17:-0.81906333413972 18:-0.339477582775324 19:-0.6377537283728034 20:-0.9302667355545822 21:-0.2589427230093234 22:-0.9383025892244119 23:0.1064504628254924 24:-0.3851316897552293 25:0.8075764274575979 26:-0.7209066909618025 27:0.589150532297524 28:2.098476895071818 29:0.01640802674826281 30:0.03572799056363949 31:0.03618418848530514 32:0.218463925090317 33:1.762262934362018 34:0.5976590937247861 35:0.2398762980686181 36:0.5327297226651423 37:-0.08932362315350696 38:-0.6884786038135673 39:0.3520745396001354 40:0.1988928947833442 41:1.301111883760775 42:-1.807885334706457 43:-1.892968988585337 44:0.3743237927333421 45:0.9441483439943801 46:0.4996480072893685 47:0.2902787861222276 48:-0.7236756714492997 49:1.700902538972322 50:-1.162869631025083 51:0.8656999214474863 52:-0.3313921261268575 53:-1.154189787536143 54:0.5969538193390638 55:1.778726786118879 56:-1.850751414311317 57:0.7537433704270592 58:2.325910213348309 59:-0.4867031246633604 60:-0.1660852869809767 61:0.03548950571782635 62:1.855665606697364 63:-1.072885300367556 64:0.5459071059530287 65:-0.7248783924231561 66:0.03647955707659442 67:1.303539487717175 68:-0.8015417593276878 69:-1.128695099730949 70:0.6076430055453496 71:0.9270880361689324 72:0.3839791299810126 73:2.376708782106903 74:0.05364546455793461 75:0.8751759597593679 76:0.295786396888875 77:-0.3201584824571572 78:-0.818630802315967 79:1.178783449986668 80:0.3254023755400863 81:-0.3799841321365721 82:0.6136577983482338 83:-0.6872284959321026 84:0.2417526254410153 85:0.3962637998780329 86:0.5178976612370565 87:0.2613949246981573 88:1.399146218567546 89:-1.627032756306877 90:-0.096442628362038 91:-0.1877723059842055 92:0.6666750555697359 93:1.340799631179531 94:0.6006603532256204 95:0.9399835312167473 96:0.3646913259727665 97:-0.3104018685319058 98:1.015834494209234 99:-0.4239395786370168 100:-1.332736937181572 101:-1.440253357740267 102:0.9841746937678246 103:-0.2381821485941085 104:2.300706633808385 105:-0.1145145009937565 106:0.4103222707568729 107:0.385372229765078 108:0.422556552363825 109:-0.4239177566916693 110:0.6159139839658009 111:-1.204459380086138 112:-0.1157706281898838 113:-0.2833284162090042 114:-1.290297553607317 115:-0.8839357111915218 116:-1.617744623856228 117:0.9739007606050588 118:-1.803876357380971 119:-0.08584013638691744 120:2.572644400497714 121:0.3182815960233975 122:-1.476928810932418 123:0.1814150569069494 124:-0.8161900858969416 125:1.04281511690721 126:-0.507911395196794 127:-1.924012205932995 128:-0.3490881273440644 129:0.1309083188398253 130:-0.07883970450055912 131:0.2654522734901753 132:0.1123424096728126 133:-0.8651076453964377 134:1.142335434607959 135:0.9796011902069431 136:-0.6169790255347881 137:-0.4929414139728838 138:1.732957625580483 139:-0.0577983418584638 140:-1.153364981188786 141:-0.8487109487024249 142:-0.1751972300347708 143:-0.05663454169601267 144:-1.731262164163403 145:0.3823130809113821 146:-0.2408314181257402 147:-1.117673048405353 148:0.08611853046393429 149:0.05328530700774232 150:-0.8685605047331248 151:-0.5365365927649278 152:0.2800271811998149 153:1.275391512279701 154:-0.7687130316528203 155:0.4106355864813619 156:-1.296676506036986 157:1.086307252477435 158:0.4709659672946531 159:0.8461501361723004 160:0.3726965589516784 161:0.9610954279027439 162:1.377682724101301 163:0.9990652718829363 164:2.895314846848324 165:1.355331268214891 166:0.4430584544327464 167:-0.4873527056249325 168:-0.4350259822870004 169:0.9775568369821916 170:1.66504406414954 171:-0.1203894039786765 172:0.7845324116824494 173:-0.2629811777238222 174:0.578769043394028 175:0.2775785367165464 176:-0.1964238922241195 177:-0.3988777492123123 178:0.175716737067534 179:-0.7737376371685343 180:-0.9429799881291622 181:-0.01954710225492631 182:-0.2450884633888696 183:-1.002392031823298 184:-2.242015584094397 185:0.5678013464686217 186:1.598986015682302 187:1.393272429208372 188:2.693206542591562 189:-0.7244973205636128 190:-0.349198350245395 191:-0.486205914567972 192:1.566329948585384 193:0.5633338088766818 194:-0.6948044606429147 195:-0.5313532461631423 196:0.4365035069943715 197:-1.541120456705369 198:1.539876013783313 199:-0.3395342476600072
--1 0:0.5865288059312634 1:-0.442992834892231 2:-0.3873578691152043 3:-0.6241967146953851 4:0.4193532237342158 5:0.07339873553481309 6:-0.7852984989737998 7:0.6088010685871832 8:0.8543908927983125 9:-1.547026586018066 10:-2.027267393870257 11:-0.04420649567408293 12:0.708281824859551 13:-0.7741787520313658 14:0.4367003017999992 15:-0.1317781760469226 16:0.8623204179765954 17:-2.082603973930492 18:-1.248670725100958 19:0.3725250188189096 20:0.9126382847687219 21:0.3430076043421444 22:1.516332868509317 23:-0.5951880370683178 24:0.5712316540679719 25:-1.458616416521821 26:-1.056251127873578 27:0.8111640564255499 28:0.2552189488928583 29:-0.7421410198204248 30:0.008191285966272858 31:-0.7545837429845564 32:1.37580604796234 33:-1.763808812074315 34:-0.524021579528536 35:-0.8159595623194085 36:0.8743799399761413 37:0.6941854988689803 38:-1.480496633601806 39:2.2053723232154 40:-0.7013616734063516 41:-0.2281533926369103 42:-0.9298508650800624 43:-0.2389809431472397 44:-0.0943816629419118 45:-0.4060780833496066 46:2.263671047562356 47:0.09440665576124545 48:2.0402473630279 49:0.02915247660767874 50:-0.08692967835328066 51:0.7013240748518338 52:0.1126729253215825 53:-2.547514420577067 54:-0.8091126216573726 55:-0.5323342309671952 56:-0.9529533446401514 57:0.7041481675756013 58:-0.4660520406034641 59:-0.3914450212788964 60:0.312396728330848 61:-1.701543969071144 62:1.163549718259225 63:1.190788147792504 64:0.379966741988536 65:0.4376563821713911 66:-0.9390098256980492 67:-1.173344596952517 68:-0.7307998015481381 69:-1.232093659164085 70:0.8412390134353182 71:1.379761087385675 72:-0.3991070136479026 73:-1.398064735684597 74:0.4232873384185525 75:-0.3340587551946041 76:-1.95015455563357 77:0.04332004805444263 78:1.431755701057753 79:-0.1741766645179975 80:1.020927724209736 81:-0.05958027452999246 82:-0.05617039391249808 83:-1.236589728795136 84:1.032521186273745 85:1.362726930490985 86:-1.293574537517944 87:-0.3589935834565743 88:1.190780339353693 89:1.618290896522943 90:0.5441067751753254 91:-0.6990726982124925 92:-0.5910952238973249 93:-0.3670476468507383 94:1.039209848219801 95:0.2691433118549974 96:-0.3694457110079606 97:0.1629428141549552 98:0.4909600430096973 99:-0.1999019901935047 100:0.3499944635234566 101:-0.6379850224443718 102:-0.8922110438005791 103:1.155723687989953 104:0.1364638416068845 105:-2.565387003817255 106:0.3998391364333462 107:-0.9871734099091299 108:-0.6315113059197646 109:0.7306159875181516 110:0.3053178212704772 111:-0.4024704781769196 112:0.4083737334519086 113:0.4992463359563972 114:-0.65841059799364 115:1.073070536207724 116:0.4899001480013152 117:0.1722848404048763 118:-0.281735165490472 119:-0.1992124773719788 120:-0.2383884827265091 121:-1.181924326618851 122:-1.548197931744676 123:-0.02899419616212273 124:0.3556650052549948 125:0.194954733822893 126:-1.047985796201173 127:1.396583689047898 128:0.8025641785189399 129:1.269577618289413 130:0.6621042619865759 131:2.1831571392491 132:0.6231540397094663 133:-0.1375162095923064 134:1.757541707417154 135:-1.749620214209445 136:1.422305772001813 137:-0.9201556478397522 138:0.8847170601329829 139:-0.3315103928173371 140:-0.8943474409495196 141:-1.461632586256022 142:-0.1398689124265686 143:0.8986669904525471 144:-1.325138388648701 145:-1.431339637877573 146:1.031822706368295 147:-1.277541696033383 148:0.2038640658338244 149:0.9179760692448223 150:1.326622520581946 151:-1.567100944759334 152:0.0684156658186023 153:1.326654471053449 154:1.228126739395952 155:-0.0623398588542988 156:-0.2303958465979677 157:-1.427840476818325 158:-0.3808924955726146 159:-0.1479221155067927 160:-0.9280399063401852 161:1.380795323444948 162:0.535675341958462 163:-0.7777143691738203 164:0.4559998551107433 165:2.137965316629742 166:0.6109717301547274 167:0.6989902842564838 168:-0.5410074382549088 169:-0.1742941050332047 170:0.2158331183568157 171:-0.8371310727897978 172:1.824706618899996 173:0.379281923213282 174:-1.658825692466367 175:-0.6268104042799038 176:-0.5594233624557636 177:0.863728970774832 178:0.9306580938906701 179:-1.939549330317724 180:-0.4470415730687268 181:-0.6699549550941495 182:0.1629785383412837 183:0.6681518413912427 184:0.1219280379369706 185:-0.4226235436576626 186:0.7163371063368017 187:0.7065447935920232 188:0.4041007175614446 189:1.581664749696759 190:-0.1808574240565363 191:0.8718925177798841 192:-0.7119389608926935 193:-1.059669047291646 194:0.4070204346027009 195:0.4334397072126414 196:1.468986741422111 197:-2.451374341161714 198:-1.150020928229179 199:-0.6745217005951988
-1 0:-1.103244640683732 1:2.497936754600963 2:1.578566863638009 3:0.4819337705381521 4:0.8302839179015603 5:0.07393554294870094 6:-0.5468579216147036 7:-0.3516771286663951 8:0.2839165577108717 9:1.491241199002713 10:0.7195857345621812 11:-0.2431498853819395 12:1.378416365985959 13:-0.3645008861895278 14:0.1099430602841256 15:0.3893142966780885 16:1.141233468857372 17:0.9403851427277048 18:-0.2470995993092699 19:-0.5283473245103181 20:1.183085015205181 21:0.7975538690158573 22:-1.676356438646259 23:-1.150257584749017 24:-0.6028335759599948 25:-0.5631360701209064 26:-0.5813325063092639 27:-1.829859668619596 28:0.6680147906825864 29:-1.45807200311175 30:-0.0214680038488342 31:-0.3114368460739497 32:1.159058415634107 33:0.4112261585983362 34:-3.222485250478002 35:-0.6026662958740278 36:0.6397160349845679 37:-1.473451956548711 38:0.8578061891225895 39:-0.5155910837909892 40:0.5804339161254803 41:0.08000929035073047 42:0.7379114251795911 43:1.161621988274038 44:0.3607695716965081 45:-0.0004100194592572804 46:1.251058521338429 47:1.131531291256971 48:-0.02108107856405141 49:0.9934606820679263 50:1.660471573037858 51:-0.5045366612945672 52:-1.481392212622935 53:0.07924421734233447 54:-0.4848421075023054 55:1.135331469289119 56:-0.4020946429515481 57:1.264474464827372 58:0.1833837481243889 59:0.1700347422606245 60:0.6102217156978254 61:2.087575248728294 62:-0.4679477973127669 63:-0.09357096685483797 64:0.09935694853421567 65:-0.6853199790054175 66:0.2910881215773379 67:0.4367358274825365 68:-0.6941754261053091 69:1.809250406502805 70:-0.4104386251462286 71:0.4628435320043302 72:0.1637768583941716 73:-0.6166703641643245 74:-0.7508406199031522 75:-0.3765437721191432 76:2.190216950660311 77:-0.2607116645738899 78:0.7327701798560261 79:0.3829437064005665 80:-0.5111559174268145 81:0.1419956862615758 82:-0.6541499114989887 83:1.003947100068701 84:1.912605261955968 85:-0.2533784067234375 86:0.3039443000775325 87:-1.22156909612813 88:-0.6557478662527381 89:1.00612512191513 90:1.919827320503565 91:-1.360134982600439 92:-0.3352280163687091 93:-1.863340031995488 94:0.5922403341225374 95:1.808472629189686 96:0.08955543412741862 97:-0.1506162212983023 98:1.340703201243151 99:-0.4310041667568571 100:-0.7360476964131237 101:-2.450173619314957 102:-0.4287759358433932 103:-2.049370824224312 104:0.3502829716533424 105:-0.4385351807129242 106:-0.01438942864930691 107:0.4792070241940138 108:0.6154953213938384 109:-1.16370336127187 110:0.8722359389525903 111:0.2474921676347025 112:-0.4881503785558023 113:0.5436735588836106 114:0.1686323332106388 115:-0.1337844363102833 116:-0.01034927008165192 117:-0.3052007102468798 118:-0.6941036367540225 119:-0.6078374683085799 120:-0.7926384924945958 121:-0.02932965421961821 122:-0.3176786581246758 123:1.827141771801943 124:-1.232970024597587 125:-0.2827348023185143 126:-0.3505394389184104 127:-0.2785199436181007 128:-0.02117266437082428 129:-0.3871122793062793 130:-0.006958139078442743 131:-0.04607252080141229 132:-2.393680702198582 133:-1.988413763428948 134:1.958108139030088 135:-0.07376197644824363 136:1.691411671463729 137:-0.8179093970750284 138:-1.434701769028294 139:2.759217355455942 140:0.4431294108976265 141:0.2106036935368811 142:-0.2949680289967094 143:1.195884575203846 144:0.08121220032346498 145:-0.1629535428128628 146:-0.8590392440629219 147:0.9959039315885745 148:1.590703171143991 149:2.315565155838945 150:-0.3545900939727819 151:2.719786110580425 152:0.04121483166598837 153:-0.3132758951691203 154:-0.06041537618191258 155:-0.4978473730137919 156:0.0103691555259214 157:1.746989178732909 158:-2.170795313833356 159:-0.7532644575127525 160:-1.293089613287039 161:-0.893894495170923 162:-1.989422387811305 163:-1.106133997830109 164:-1.221365224327526 165:-0.3404108039131287 166:-1.035424711212945 167:-0.9732113941403269 168:0.4039942365612336 169:-0.8920339238263324 170:-0.1458814319225938 171:-0.8607140175965953 172:1.466958980546048 173:-0.48856016957138 174:-0.02740593044949583 175:-1.730002475597581 176:1.265239504355669 177:0.9943768468892665 178:-0.302061386853737 179:1.951621629683521 180:-0.2999202308573132 181:-0.03642259035350744 182:1.653613060871949 183:0.4891763419883128 184:1.196679828947655 185:-1.109112899963454 186:-3.255119186781623 187:0.7520554602904481 188:-0.7642198510161861 189:0.5339103134343797 190:0.2985901857056693 191:-0.2006569543752551 192:0.7394211513032464 193:0.8466355926544107 194:0.638833611082933 195:0.9275496210849558 196:1.323024846047764 197:2.160854168905186 198:-1.0644494390572 199:-2.985022819558382
-1 0:0.7505304287317068 1:-1.704248369966885 2:-0.6033317126796101 3:0.7867413987874375 4:0.001815183283701242 5:-0.6050638701457285 6:1.242955862968132 7:-0.6759949261685065 8:-0.8241698712005342 9:1.425492468860948 10:-0.2111476036779493 11:0.7262922455334259 12:-0.3243907287151058 13:0.1590813579622515 14:-1.75518869127517 15:0.2928444262744986 16:-0.02391695677082607 17:1.641781152178158 18:-1.273724449365147 19:-0.9873390793758189 20:-0.5399442226896439 21:-0.2745514446144902 22:-1.249216306690242 23:-0.5584866284476142 24:0.6947465185644104 25:1.458096656483801 26:1.8952691292426 27:0.4566985141227669 28:-1.129060052999031 29:0.2478060419037774 30:-0.6730068314720637 31:-0.9938117457288184 32:0.9530767971568482 33:-2.836981427923587 34:-0.7328088261859724 35:-1.851966960203875 36:-1.101272143220739 37:0.001856532943935214 38:0.922427984825124 39:-2.692942685922767 40:-0.1099389000211099 41:-0.6998976435566231 42:-1.250298897523023 43:0.298227032840525 44:-0.934463396335579 45:-1.674477057654579 46:1.454382281225702 47:-0.08437176279191776 48:-0.4151864272270745 49:0.4136076372674773 50:1.424367121700647 51:-0.6661144182759343 52:-0.653037851741412 53:-0.1595581301800819 54:-1.077327191385263 55:0.9555258204096461 56:-1.015495894349703 57:0.3613377076870078 58:-0.2140878607357215 59:-1.861950198917988 60:-0.3584491225777175 61:-1.052384945657177 62:0.5786563349029179 63:1.970678113724379 64:0.08632929683548143 65:0.437238673964624 66:0.1917458765532658 67:-0.1836890620742049 68:-0.3958665335774871 69:1.620923109839297 70:0.4002838539141151 71:1.488658048623399 72:0.50895444972307 73:1.204843306170295 74:0.6384524947363448 75:0.427107081624257 76:-0.5747648387888571 77:-0.7013248151282305 78:0.7298638702662525 79:-0.3537347948131646 80:0.09857402208613436 81:-0.7219127559064999 82:-0.1417109553971623 83:-2.20771915332553 84:-0.4169358975286671 85:1.487957771581917 86:0.1115928036548289 87:0.4617281804774165 88:0.5984367499359381 89:-1.49651015604683 90:0.1763167786501551 91:-0.7561077961500213 92:0.7225670894463383 93:-0.8889153675841949 94:-0.7793710397866876 95:0.03514741028774017 96:-0.4821640638248464 97:0.2013909724820529 98:-0.9856269665608935 99:1.882764725885649 100:-0.623037037023307 101:-1.063335470477372 102:-0.5406955375817643 103:-1.664650616681825 104:0.04413952740092047 105:0.05738240316960751 106:1.042940721675711 107:-0.3030786316852619 108:-1.394327795279836 109:-0.02031445748872921 110:-0.2248588416583638 111:0.6019739453951732 112:0.2522036862519801 113:0.5467197289908154 114:0.9069263806676917 115:0.5326683355655526 116:-0.8964449913855179 117:-1.154791112967794 118:1.978597359036548 119:0.7715555111057602 120:0.2545131213142232 121:0.7016419003658682 122:-0.0002709869338877225 123:-1.167378258124093 124:1.023367051998864 125:1.906306080574685 126:1.342471962033038 127:1.05008545133913 128:-0.752151259240416 129:-1.31202173806245 130:-2.099788957080385 131:0.2790905266198386 132:-0.4880893459695086 133:-1.759776268173999 134:-0.717187330821815 135:0.4777154688770946 136:-0.6066865072466445 137:0.8209772477258067 138:-1.261541532660712 139:0.9049890529863787 140:0.4918297478069921 141:1.942915931646789 142:-0.5282358621956073 143:-0.3296460387219998 144:-0.5080253787188387 145:-0.2447536306651368 146:-1.013868218018587 147:0.8831750658942182 148:-0.5474181022808876 149:-0.413325915957406 150:1.019164426083699 151:-1.281207737898602 152:-0.7730175374027094 153:0.371778943548478 154:0.7484085577507417 155:1.939466305672071 156:-1.310441867960844 157:0.9001637418734177 158:0.01473206638908594 159:0.7367679833999184 160:-0.7235084849220647 161:-0.3713673240466287 162:-0.4791525036703105 163:0.3365063815429878 164:0.1969628135873513 165:-0.5369206338976 166:0.1956582698320266 167:-0.3672928452186918 168:-0.9951190923823591 169:0.8730598385972141 170:-1.57115342090202 171:-0.5706454130637335 172:0.08165960241851664 173:0.04560170079421038 174:-0.4918709528226761 175:-0.5176086184136455 176:-1.46218496793829 177:0.6856139744237173 178:2.117793209000862 179:0.8870943677784999 180:-0.02802354380594458 181:-1.449734222214414 182:-0.240402263683294 183:1.346868535789454 184:-0.4839708778075333 185:-2.254787000999464 186:0.4602285227838921 187:-0.5784282866341114 188:-0.4852073605358936 189:-0.7392200864310862 190:-0.1333636495983289 191:-0.4529284361918055 192:-1.409994901949915 193:0.3401595275223581 194:1.308181177820008 195:1.211512497648541 196:0.6495152535823472 197:0.9874412190393738 198:-0.2362142751013644 199:-0.06936330402572587
-1 0:-0.3684243971673355 1:-0.6225398652188133 2:-0.05276652698376747 3:-0.4612951756799006 4:0.2410778950024527 5:-0.6873565897749268 6:-1.13008112517087 7:-1.124265628129238 8:-1.787658222734186 9:-0.4067523990812779 10:2.104921525579831 11:0.07032597431870272 12:0.02588081908192699 13:-1.506592580689182 14:-1.180369575832855 15:-1.339881003934027 16:1.066031731361374 17:-0.1759031611805177 18:-0.9239607836142485 19:-1.125931784636202 20:1.130303734676302 21:1.483795505152312 22:2.236802071661535 23:0.7566177856986258 24:-0.174291421685687 25:1.211567250146063 26:0.7444106686250853 27:-1.004539975201003 28:-0.7178390365759079 29:-0.8947426265101898 30:-0.1338889472064644 31:-0.00666748308344774 32:-0.3579248972830067 33:-1.244592173370596 34:-0.2477086708595364 35:-0.6278099517465707 36:-0.8290613722175354 37:-0.3882894739608964 38:1.131807282324186 39:-1.490323697064919 40:0.3522858912451403 41:0.09193760659508959 42:1.819288126702229 43:-1.007381672455792 44:1.354512369792318 45:-0.9740985262929458 46:-1.251281562443009 47:0.9825601018878919 48:1.550449060504734 49:-0.2051893492198716 50:-0.6671825360791993 51:-1.008755296849595 52:-0.1604081404648506 53:0.6750485772502444 54:-1.353911864062872 55:0.4152444145039887 56:1.181769682707525 57:-0.5314217436108227 58:0.9416574346583042 59:-2.125491400249419 60:-0.7000630085213834 61:0.8107872624670952 62:0.1406061636593648 63:0.0455400919478374 64:1.525502304088604 65:0.3545616734588521 66:-0.3316640613612736 67:-1.982356600703884 68:0.9964744811667624 69:0.1308501082612074 70:-1.197808983139859 71:-0.8318878986840408 72:1.488877768092231 73:0.05923440660711821 74:-0.1001357444822952 75:-0.8937925623885401 76:-0.8516561141625276 77:0.2141888895296959 78:-1.353595810740742 79:1.524051593251087 80:-0.4068404602743074 81:1.72602134416033 82:0.6905024290710575 83:0.2773854383769316 84:0.04251722294176771 85:-0.570516787385145 86:0.4669803189368205 87:0.1301254745280147 88:1.164296992119981 89:-0.2470477023823268 90:-0.6903768189115962 91:-0.7442733033876462 92:0.6909311144332927 93:0.4092681188051767 94:1.052198595149156 95:1.041350513840654 96:-1.648439029334543 97:-0.9537944591543499 98:-1.675689138489789 99:-0.1097513920178657 100:0.8311254373440748 101:1.225086320770451 102:0.4409718151201814 103:-0.03951306195827391 104:-0.4411333482352313 105:-1.12820440185554 106:0.7114212674170161 107:1.016178616957565 108:0.262704126035371 109:-1.47517477425457 110:0.3750030760890739 111:-1.228253054622007 112:0.06046740589489222 113:-0.2037926424638728 114:0.06264942503340683 115:-0.5643576622795426 116:0.04187204399576994 117:-1.519360352966387 118:-0.4528444640458124 119:-0.1857091113163854 120:0.1469025900339439 121:-0.2938216715408211 122:-0.6454718320513815 123:0.6426210705537516 124:0.4711003194879423 125:0.502327598277523 126:1.266794936228327 127:-0.5466487614761522 128:1.453909604452035 129:-0.1274023103633588 130:-1.983500040069938 131:-1.06228486908712 132:0.1060859860726564 133:-0.3332977762256694 134:0.4858789260273354 135:0.1856620207916691 136:-0.03031275237908723 137:-1.794788241385849 138:0.0442632297151539 139:0.7434926077952986 140:-0.7776030581020468 141:-0.9612624712609633 142:1.923375257890541 143:0.2374511675002231 144:1.072310885133145 145:1.103443683665612 146:1.230083884516422 147:-1.319166500670591 148:-0.6831669128905665 149:0.5213812489659228 150:0.2722835114313197 151:0.5648981531802818 152:-0.3067425972437962 153:-1.197440989620959 154:-0.625505943600661 155:0.5932264881957595 156:-0.1197617729102117 157:0.2963169594270412 158:-0.005088220073486222 159:-0.1957261324957888 160:0.01589415231166819 161:2.67719583759874 162:0.2772815824191542 163:-1.630778227187668 164:-0.1079070024077238 165:-0.08087950333069195 166:0.5161505589101755 167:0.4897807609750437 168:0.2805479126802789 169:-0.5548151087724467 170:2.162889752572678 171:0.1962972646834924 172:0.7635211279432577 173:0.8325789125604918 174:0.1897300055294627 175:0.4703649259068584 176:-0.3361174099406228 177:1.860818919114772 178:-0.1862818492829112 179:2.053000198787942 180:-0.987433672692728 181:0.6336300086413086 182:1.689629742140153 183:0.7723077418854235 184:0.1099352853836221 185:0.9479092130782381 186:-1.054894087987758 187:-0.08289873679680591 188:0.5195207898681401 189:0.7656216220768783 190:-0.8113239335804054 191:-0.246484043437436 192:0.5040788196086621 193:-0.2434234616648461 194:-0.6743427671578626 195:-1.872699667666098 196:0.5679073722160005 197:-0.2776684109490706 198:0.809547360587634 199:0.84879928400845
--1 0:0.8035719344755863 1:-0.412042460694898 2:-0.4969400024005641 3:-2.081891674552069 4:2.642691873670077 5:-0.4060647410574036 6:-0.2603217452421699 7:0.4374736216868305 8:1.208860024531683 9:-0.06578484817853085 10:0.1746713083118033 11:-0.9745295662169459 12:1.781911531356317 13:0.08597974627762973 14:0.5496542338388137 15:-0.3792864786242728 16:0.3947151039459271 17:0.3990852056862942 18:-0.1417243542581708 19:0.07969949220760868 20:-0.3685643315575062 21:0.8948565124688276 22:-0.7455718595221046 23:-0.8245011781008058 24:2.623601119336837 25:0.9445925524401841 26:-2.056326561571627 27:-1.175319755990417 28:-1.076983391207452 29:0.9188991537607248 30:-0.2661191350079726 31:-0.241135473025317 32:0.7555766825915782 33:-1.037616504007032 34:-1.021192268616876 35:-0.4849202290859401 36:0.6961368368755819 37:1.460126956402067 38:-0.05322735884641032 39:-0.0507634500390347 40:1.474756994608045 41:-0.3197885484527889 42:-0.1775723827777925 43:1.006778662793624 44:0.5072454607631823 45:-0.8499628122564488 46:-1.060431260470365 47:0.5599042407587134 48:-0.6054053979849104 49:0.9492683313178654 50:-0.3460558783363845 51:-1.21429222983571 52:1.041590236830643 53:1.481941690224825 54:-0.7451248775366274 55:-1.198006090720455 56:0.636652654623295 57:1.10269303557012 58:-1.23140708792088 59:0.1715474621850285 60:0.8987193360995545 61:1.397702903923069 62:-1.799559770338575 63:-0.05160528627079878 64:0.514271184812194 65:-0.5918147164080676 66:-0.6170980087424962 67:-0.7073022465327766 68:0.1192446430356002 69:-0.09016784616114737 70:0.6700868938134833 71:0.6534906769387104 72:1.365060860995425 73:1.106097098751987 74:-0.9342215590282549 75:0.2074120889200338 76:1.04079694536846 77:-0.7737104177603845 78:-0.2863072632064058 79:-0.1348495767018051 80:0.5232231142203273 81:-0.3188579748362994 82:-1.804206349960812 83:0.01226047605430792 84:-0.08999457049753173 85:0.660115415375046 86:1.298241393932941 87:0.1038578354122029 88:-0.01429664644304467 89:-0.8504989341789579 90:0.3803188056390344 91:-0.6368234638782374 92:-1.226267478245868 93:-0.3699859442394257 94:-1.012630271602455 95:-1.657635191683849 96:-0.5830975499604699 97:1.224632519770221 98:1.344841637202137 99:-0.519324787880424 100:-1.727964455365896 101:0.005074468934324229 102:0.4094081821214581 103:0.8432587876842516 104:-0.5850936801671068 105:-0.4755364094834106 106:-1.223939016875897 107:0.1693306066872896 108:-0.8044006158386269 109:0.6755003667394468 110:-1.244150454363147 111:-0.2502777280381233 112:0.1590341517459101 113:0.8288408559623589 114:-0.8013790620785575 115:0.8777456710193589 116:-3.082438305669591 117:-0.06495114509077662 118:-0.05280278955622211 119:0.5413055929506057 120:-0.1148946128217282 121:-0.2855013811331227 122:-0.1745570227699119 123:0.2881715371007244 124:0.3899437365479028 125:-0.3405320724952406 126:1.066131967743474 127:-0.3089448851694689 128:0.6999322059739433 129:-0.7099847085933418 130:-0.2783784777069938 131:0.6558079994760297 132:-0.7781441618282834 133:0.8490811036633152 134:-1.777777743571236 135:1.827793629135736 136:-0.1072246526314543 137:-1.522021611516693 138:0.3116910611102256 139:0.9130643878115405 140:-1.306935334087889 141:-1.263904734234211 142:0.03824019951249129 143:-0.6249806732653438 144:0.3601157233915705 145:-0.2835839169847407 146:0.8862329625970689 147:-0.3220396592913767 148:-1.127283676130262 149:0.4159779016984522 150:0.1670296788963461 151:0.4750360482204078 152:-2.327520119704679 153:-1.415542236514592 154:1.118164816010761 155:-0.1598328544867244 156:-1.24518370512211 157:0.3424139348303925 158:-0.06883708607669851 159:-0.540218606782219 160:0.5299863547731241 161:0.8977779863325391 162:0.4360202023115833 163:2.477977936870854 164:-0.3943463315261458 165:0.2811119207748928 166:-0.9514981098376351 167:-1.604811165369743 168:-1.566606146616619 169:1.026586310743302 170:0.08144015010510446 171:1.365561993022584 172:-0.2032626318107958 173:0.08661255742327353 174:1.162285837106661 175:1.325142369645095 176:-1.06968564728138 177:0.1009243427488832 178:-0.2393878225136039 179:-0.1208894177871228 180:-1.049103175668731 181:0.1063535827129882 182:2.298339676913459 183:-0.6377226473548643 184:0.4113301534845472 185:1.716215297786907 186:0.06999063360185662 187:0.3837840552854504 188:0.4497365020703425 189:0.0958031421625266 190:-0.2857828414858809 191:-0.5581346401211629 192:0.2692541764977508 193:0.05923127721155208 194:-0.4613836492596128 195:-1.435183458635781 196:-0.7194916898305657 197:0.4328178164602468 198:-0.2070078797840886 199:-1.342024553538707
--1 0:-0.6166566418882408 1:0.1272046912378389 2:0.202049422199181 3:-0.2040909156627116 4:-0.230263485775261 5:0.2934547525407279 6:1.012266669411228 7:0.3377224877650966 8:0.6547563155102777 9:-0.904535176410631 10:-0.9056489565638733 11:0.1807165466666624 12:2.458644963903604 13:0.2769311106862701 14:0.201590134334601 15:0.8849825221214355 16:-0.8294898066113943 17:-0.5424879164827289 18:-1.285389588244871 19:0.5522351352000591 20:-1.948820303232247 21:0.2265796396618866 22:1.158102901422483 23:-0.6782549092236837 24:-0.005932059009497034 25:-0.6085309058434684 26:0.2223303638753141 27:0.484375734338484 28:-0.9103200544243801 29:0.01199206839914141 30:0.138278464881342 31:0.07133763164659671 32:0.3614411862027325 33:-0.5161318776052399 34:0.8888546308527607 35:-0.9689648286193073 36:0.380150663146717 37:-1.671717154636517 38:-0.6872869018498079 39:-0.1365249997547601 40:0.6083872877117309 41:-1.021993455054086 42:-1.74941190691127 43:-1.408371755374009 44:-1.055790724586813 45:1.155403610842566 46:-0.1686607660415212 47:0.003786098492109201 48:-0.7879654158790089 49:-0.6220094659768339 50:0.3711357864802557 51:0.4232097064917225 52:0.5134782822823367 53:1.325790573309751 54:-1.55973607183043 55:-0.06260183091003844 56:0.9380214396601152 57:-0.3738589495728428 58:-2.45711717368879 59:-0.2345707950642206 60:0.5660826030074588 61:-0.3549271651477673 62:-0.3853228831737551 63:0.2584114211814567 64:0.3016787383490966 65:1.186395291785388 66:-1.90837577367441 67:-0.1937871943463676 68:2.096769655516424 69:-0.4343180025406981 70:-0.4549467346536746 71:-0.007836983670347087 72:0.2137470089923782 73:0.1497993934286561 74:0.9073244551221364 75:-1.01957087601157 76:0.8308104191593652 77:0.9077215628221378 78:-0.9298667601624215 79:-1.113669024771947 80:0.1670022007650095 81:-0.06017529884395014 82:-1.096149210937061 83:-0.854357863030358 84:-0.9372220456606537 85:-0.5313620254708565 86:-1.091758252993114 87:0.7930327455710244 88:1.685540193502568 89:-1.576838197610071 90:0.2254032247775451 91:-2.800788430568123 92:-0.02366512310987188 93:-1.078778219510682 94:1.364681274871 95:-0.5909130401634868 96:1.98997434678256 97:-0.4082495135802866 98:-0.07946066198428481 99:-0.654024998728912 100:0.112861183622086 101:-0.9718879527898415 102:1.676728402390446 103:1.218820297051235 104:-0.7252168126969695 105:-2.459117967341172 106:-2.367585980951378 107:2.054326819935572 108:0.8855928310980777 109:1.011036282828251 110:0.4408414553911779 111:-0.7834208258892451 112:0.7595477816914245 113:1.176606487254302 114:0.5599019379411047 115:-1.286490709938132 116:-0.04947542261249745 117:-0.6378512247400193 118:-0.7683052118662339 119:-0.4215775929956476 120:0.3263498199735758 121:-0.7346190440242248 122:-0.4941693622550061 123:-0.130710149646674 124:-0.5376417694380959 125:1.495155562781679 126:1.058622261397823 127:-0.6957893269273476 128:0.1608559855265809 129:0.5027356002291024 130:-0.4934164424592612 131:-0.1193513076119415 132:-0.03847123549324074 133:0.2111885751943532 134:-1.199864353646156 135:-0.3889483159840837 136:-0.5983829270813881 137:-0.4597838442948495 138:-0.7561897137523028 139:0.2389549571084596 140:0.4981575212251063 141:0.05422612652069527 142:-0.9603530950290901 143:0.7237773061774662 144:0.2559463997247594 145:-0.09615064109766677 146:-1.270185304972453 147:0.7458150345851163 148:1.602212620803447 149:-0.6904427638797199 150:-0.02999948345308577 151:-2.097824380827607 152:-0.1426697488457797 153:1.908443276966117 154:-1.779512936162939 155:2.002929496754756 156:-2.052438694264375 157:0.48668313164814 158:-0.7278838016758804 159:0.06063502024423818 160:-0.2518023500626875 161:1.273072741078803 162:0.6142193663083734 163:1.73466717284288 164:-1.215091408175468 165:1.201804098768136 166:-1.61903096572323 167:-0.7013534618632922 168:1.627552736700373 169:0.37677764270398 170:1.011455953848111 171:0.6554092337712831 172:-0.424071201179942 173:-0.2136205255167402 174:-0.04845497580173744 175:2.451258558053917 176:1.012062821443074 177:-0.03542354188921124 178:-0.04396934649321851 179:0.2696886328999939 180:-1.538913966894532 181:0.7548509826864578 182:-0.9928217764581893 183:0.5743852661963859 184:-0.07304793301760287 185:-1.004304675277269 186:-1.184028940626825 187:-0.2059957860319926 188:-0.5161731863964019 189:2.479848278443925 190:0.7727141667952393 191:-1.208569261895051 192:1.118916277085035 193:-0.4581119955034691 194:-1.096376614169039 195:0.7180613305752703 196:-0.9314923363262441 197:-0.7300820685231874 198:0.1185318127226814 199:-0.4043763098285543
-1 0:0.5084200114029365 1:-0.9945318793887689 2:-1.534905074437376 3:-0.7257842143267106 4:-1.710272913975228 5:2.861367559652584 6:1.277194059604183 7:0.1411500838729561 8:-0.7028319637492403 9:-0.1785568263535479 10:0.9192396127331195 11:-0.5222590025681414 12:0.2099213258143922 13:0.2053919477910477 14:-0.4954880074900305 15:0.04231060150331255 16:1.409623299108286 17:-0.2472405427268813 18:-0.4209647793311803 19:1.277817278282826 20:1.720583919058347 21:0.3849611266991904 22:0.4469764659202581 23:-0.3393912091381894 24:-0.8404306507516388 25:-0.9432734253336765 26:-0.7395556428311947 27:-1.355127562476339 28:-0.1917598745641196 29:-0.3850946889932212 30:0.3805584026083982 31:-1.638194841781356 32:0.8941404750182326 33:0.5466898836546141 34:-0.04885201080425008 35:0.3598714729537949 36:0.521893864278882 37:0.7880669997059866 38:1.730332539403502 39:0.2490907498536361 40:-1.694211282464855 41:-0.9156802791963848 42:-0.7327212465692081 43:0.323958139979692 44:0.8883134552832445 45:0.2225638364975496 46:1.202221354019442 47:-2.363835229851192 48:0.1131011663014824 49:0.5657469011877965 50:-0.1370784818731807 51:0.4569624862309305 52:0.4283767030444979 53:2.780303274601608 54:1.062764502219972 55:1.293656833120859 56:1.153954080237523 57:1.611491926687706 58:-0.844588333570036 59:-0.1180453069064819 60:0.9670705095108207 61:-0.9375240529041143 62:0.01757258336105328 63:0.3978747158870675 64:-0.5970373673839531 65:1.515502190629419 66:0.02229546582647415 67:0.05640558326030341 68:0.4388004886403066 69:-0.5131311967071152 70:1.606319486371933 71:-1.497767900514802 72:-0.1140580313495849 73:-1.058187940330088 74:-0.1900057733176627 75:0.5375567635552736 76:-0.486240506484915 77:-0.6769116071436158 78:-0.5479122404901058 79:-0.09534462658483681 80:-1.528156290464137 81:1.196854338553186 82:-0.02265569013403742 83:-0.5936463718169458 84:-1.525476047321422 85:0.9043237799678647 86:1.22072574168957 87:-0.4641678393078613 88:-0.01801075061827083 89:0.5002974827497022 90:-0.08544974368091332 91:1.245950655089809 92:1.03805108449191 93:-1.02769963845078 94:0.2073508636463736 95:-0.2827947518443035 96:0.3331518253153157 97:-1.447210509580824 98:-0.6223398526186604 99:-0.7683874586941434 100:0.2122135806675059 101:0.1483826527051019 102:0.4239900023627124 103:0.3282290265660645 104:0.6256912097606284 105:-0.9996804699963576 106:0.9693883911160499 107:-0.05715252996606815 108:0.4421153827288085 109:-0.7072451042412612 110:-0.4151569660352869 111:0.009007229145743026 112:0.1268562308119131 113:1.047496829373467 114:-0.3694623814942639 115:-3.770707335004741 116:0.5263593501439243 117:0.4094661140131423 118:-0.8120313054563899 119:-0.1262598049603865 120:1.021703674979429 121:0.6523200278617819 122:0.4505654946888227 123:0.4595093078889423 124:0.4375671699242488 125:-0.4633222585582129 126:-0.1522118880145148 127:-0.7874362110521196 128:-0.003766587908502854 129:0.1800693354652688 130:-1.011770920438217 131:0.5169908340089187 132:1.444102463972084 133:-0.2138493461603498 134:-0.3737053945803728 135:0.4900836606826777 136:1.779534279326422 137:0.09598459570774576 138:1.22141251107157 139:-0.4958541586593659 140:-1.014304393177628 141:0.6997272074480161 142:2.096333406437623 143:0.6157826791526424 144:0.6751823207535452 145:0.4791419327634643 146:0.1313877370791439 147:0.2277701075730789 148:0.6282202614001499 149:0.7037338188852932 150:-0.5160561443764505 151:-1.091245120319755 152:-0.4983840709982451 153:-2.39906558021133 154:-0.2445025725693036 155:1.471658405217663 156:0.1720185865170467 157:-1.455014379982439 158:-0.6806468036756759 159:1.257823865458258 160:0.3462617693725981 161:0.3984813740248537 162:1.800471570338958 163:-0.6886748306851865 164:0.3920024749237689 165:2.185438930669198 166:0.01383157938534146 167:-0.7646119594857081 168:1.432572534057087 169:0.2684656693248766 170:-1.673094263243779 171:-0.3830407443927765 172:-0.08529703067354696 173:-1.801156899857785 174:0.5292764900586336 175:1.969652971403596 176:-0.6863103286756571 177:-1.026403055117691 178:-2.422753691393219 179:1.109646444969677 180:-0.1047048377001051 181:0.1581637211288303 182:-0.6335615150772399 183:-0.01936065571388958 184:0.4880981856547813 185:0.8774197051351698 186:0.08195391844834153 187:0.9099073863722741 188:0.145723291532728 189:-2.145101948585578 190:0.6425342287843813 191:-1.974200672392863 192:-0.533360545577541 193:-0.2916585176246005 194:-1.687410940032163 195:0.4311348659196007 196:-3.075963335841032 197:-2.414163170525336 198:-0.6289990039390546 199:1.405416419595984
--1 0:1.681627796980696 1:-1.03351054973862 2:1.282849881315132 3:-1.166835391458444 4:-1.481817995175636 5:2.137256635815632 6:0.05710078872646176 7:0.4732352561665994 8:-1.542110668521446 9:-0.8753287221816817 10:0.1744497096166092 11:0.6177797121893424 12:-1.632476258678179 13:-0.8835427886007147 14:0.7430495327192955 15:1.000295593658378 16:-0.01015838358836703 17:0.3166100313792689 18:0.5790511387914947 19:0.03028152197339218 20:-0.4976434704910896 21:1.123709607271269 22:-0.1997326284278847 23:0.1803140206660675 24:0.6799609934918127 25:1.414977656797461 26:-0.5348425884854445 27:1.300208198921832 28:-2.075623885996247 29:0.7049271988790676 30:0.6537451809682867 31:0.9609322184431465 32:-0.2520750844321791 33:-1.490584469335307 34:-1.104269951397934 35:1.30184118071848 36:-0.3575086929788976 37:0.8287974866138874 38:-0.9549351729522065 39:-0.076448445075001 40:1.239991572825849 41:0.4407775996830496 42:-0.7850661042663982 43:0.8474681171071627 44:-1.567320507761576 45:-1.581178375761756 46:1.074950773572155 47:-1.432138963117673 48:0.6303932546121981 49:-0.583577597718474 50:1.68138397162715 51:0.1373497865803077 52:0.7637081261951404 53:-0.9589622855648422 54:0.2671820016383775 55:-0.7419577634907377 56:-0.8782613154030683 57:-0.2798279874143298 58:1.405822856610117 59:0.2746476616473712 60:-0.2092910666986172 61:0.001604358708087458 62:0.2480129714016747 63:0.693465529041572 64:-0.9904855119984183 65:-1.432545598361556 66:-0.2657255788940937 67:-1.644362807743011 68:0.4490242217120204 69:1.710358559935348 70:1.729963874707408 71:0.8870144905992592 72:1.585179005599102 73:0.09567461630807907 74:1.287463124944434 75:-1.270296464903892 76:-1.244536150983321 77:-0.9341959373852001 78:0.7465945688607302 79:-0.6139676864178837 80:-1.612236749699252 81:-1.289179196989992 82:-1.525677613245 83:0.3959159860841542 84:0.865892312718501 85:-0.9447193515333356 86:1.918485382581826 87:-1.567821099202306 88:1.703838273250504 89:-1.303376779829654 90:1.97587511725425 91:0.6577006806473951 92:-0.07104249945226657 93:-0.600745632095636 94:1.015554183371779 95:1.145126208296717 96:0.8733902423542045 97:0.1313923017338074 98:-0.05940435041030444 99:-0.2995772803144942 100:0.2310387341646394 101:-0.1323621298619055 102:-0.8213518135322779 103:-0.343456047769146 104:-1.056566065966911 105:1.895729794422661 106:1.006663322402822 107:0.4687363549212634 108:-0.1571393760478192 109:-0.4282261053858289 110:-0.5890120249429078 111:0.9892234620433984 112:-0.8801348679156998 113:0.8410002537975372 114:-0.3613016041491543 115:1.926719942469963 116:0.5979061128741744 117:-0.4316330669102718 118:0.9986205008548246 119:0.5314292959374457 120:0.9610250389353384 121:-0.4580285516379169 122:-0.794885928055957 123:-0.1472275868336076 124:0.3681522227029269 125:-0.2720787097819928 126:0.2893253690197602 127:-0.9083996146067855 128:0.6999583183158621 129:0.2608487018517597 130:0.6403376237543109 131:0.8888068310106372 132:-2.529651825043504 133:-0.5743986611296519 134:2.717442630774833 135:-0.8801607591530903 136:-0.7879140442787449 137:-1.278755126488881 138:-0.9570013554931487 139:0.0837551120850578 140:1.034010443543793 141:-1.608162794206305 142:-0.4288538061903732 143:-0.530508048055836 144:0.1998317241438366 145:-1.713717503100423 146:-0.5244058320053423 147:0.4850576709197564 148:-0.2827248713584176 149:1.612335576383197 150:0.5145568763751113 151:0.6546052573442354 152:-0.6235469610406872 153:-0.8277730502942622 154:-0.3598309821339338 155:0.1468493619884519 156:0.6860296187164276 157:-0.4491512644552711 158:-0.7335254362749366 159:0.5605534242775825 160:-0.9297076247974856 161:1.927996575491558 162:-0.2757800971732556 163:-0.7294817356633236 164:-0.1823794230676123 165:0.2775029843875462 166:1.457686463676044 167:-1.619377003118855 168:-0.4353994384729726 169:-1.361422420420765 170:0.8594282615201222 171:-1.870033609355201 172:0.4250140106830136 173:0.3823931439418188 174:1.273047670283291 175:-0.5720969565087377 176:0.2198075947451087 177:0.7059348816331189 178:-1.176374313503135 179:-1.816937224720412 180:-0.02160386596662221 181:2.052737711002895 182:-3.696847500471709 183:-0.6044809502992308 184:0.04187691074696177 185:-1.360842522873224 186:-0.2558902832610231 187:-1.084091579880496 188:-0.6765701433252801 189:-0.2840507257658481 190:1.192272545475551 191:-0.4136821591331258 192:-0.5365281927528439 193:0.3122659285277339 194:-1.663496080645205 195:-0.02543726685180718 196:-0.4185496846856236 197:-0.3063612536313708 198:0.2098190585885541 199:0.9080567899834612
-1 0:0.06117585303501159 1:0.3227832421763763 2:-0.8206606104024184 3:-1.336087812314899 4:0.4700740964169044 5:0.8728278363023867 6:0.1444061299114363 7:-0.5340644167004697 8:0.7392723688509188 9:-1.034971689700103 10:1.207089614788471 11:-0.4747434899727219 12:0.3729244347080434 13:-0.9886801846224492 14:-2.180965844556803 15:1.450905203351892 16:0.8924564894487137 17:0.8881613641294156 18:-1.060480472672099 19:1.648731273160591 20:0.1153257659479048 21:0.3068361748913828 22:-0.5677231407867265 23:2.306704433791268 24:0.3895078541998154 25:-1.20889707938748 26:1.413208476033094 27:-0.3349016550684079 28:1.071630687932028 29:-1.962580532861896 30:0.3560440926117389 31:0.4940584726092976 32:0.2282386715954215 33:-0.9892072333644429 34:0.8696801825193604 35:-0.723168262736831 36:-0.05568917706009321 37:-0.4301784081226068 38:-0.6954389840019287 39:0.2128720851247984 40:-0.506879165422066 41:0.5767758066078065 42:-0.8650824503968113 43:-0.7679228217149029 44:2.522842116855213 45:0.2199935882278418 46:0.3704473041814837 47:1.172102415466518 48:0.6109202398258493 49:-0.3977571316685309 50:0.5873374910625622 51:-1.161494477868955 52:-1.979382259738388 53:-0.5315337678682402 54:1.626887221219584 55:1.494172352752903 56:1.03158383389671 57:-0.3070375555988665 58:0.08965980674937946 59:0.01115286059264707 60:-1.231472955843416 61:-0.4202869102864376 62:-0.5449181077403212 63:0.1688631248407325 64:2.589801898337824 65:0.3669655686837083 66:-0.4662560134383253 67:0.01371334797409189 68:-0.9450010210144906 69:-0.3348813629599244 70:1.784605315297329 71:-1.392441862916009 72:0.2323785175816683 73:1.185166197721557 74:0.2297844735289246 75:0.5373077937064628 76:-1.12878775209954 77:-0.4904503046261825 78:-0.8462935445333125 79:0.02652042005698229 80:1.547531588184936 81:-1.107562606174882 82:0.2347181935227661 83:0.8641004446770335 84:-1.301014719651212 85:-0.3568301428507413 86:0.05837685378208456 87:1.098694136001328 88:-1.540413660634202 89:0.6986763967337594 90:-1.499760067011696 91:0.8065363062508789 92:0.698937978457472 93:2.883516196218678 94:-0.08808486830807813 95:0.08902248701533068 96:0.7518670643184544 97:0.6474074245654077 98:0.1873553240054374 99:-1.394953552492936 100:-0.5243692222160955 101:-0.5642966495883653 102:-1.752098499837976 103:0.07164227689951541 104:0.06437248195149592 105:-1.464851781811924 106:0.1264884222085917 107:-0.8028405525420378 108:-0.5633618294437067 109:1.165564600417054 110:1.064785205825098 111:-0.5008766701048641 112:-0.7510743872097719 113:-2.025523231989908 114:3.139284260283072 115:0.1368670942335711 116:-0.07751785678823285 117:-0.4651849348914375 118:0.5120928752092805 119:-0.1748357996911198 120:0.8888016805669555 121:-1.69948979086536 122:-0.755666267510184 123:1.19958784351162 124:-0.3322821780688126 125:0.7932922237154757 126:-0.7977515322178088 127:0.981199645202894 128:0.6835594306255374 129:0.1561772884983702 130:-0.255014540963404 131:0.3893570654844365 132:-1.284830514251781 133:0.2451695253003083 134:-0.9312761156677825 135:-0.2357787309337956 136:0.6819351732147761 137:0.4258284126196403 138:-0.1788725002917034 139:-0.149806176440595 140:0.6175417958614798 141:-0.7013799563072609 142:0.7606241068092281 143:0.8990343038653086 144:0.2674384147156125 145:0.9742330152326629 146:-2.061171195140389 147:-1.448217642190458 148:-1.601797621289887 149:0.2800295646820413 150:0.945826621048793 151:0.7518858554335853 152:0.004387027840876949 153:-1.124726810176709 154:-0.2524343819453583 155:-1.501096259902175 156:-2.300896195348081 157:1.572912234056304 158:0.3899088980727454 159:1.476990643887521 160:0.6747852218116533 161:-0.1645555754410699 162:0.3706993119365151 163:-0.9963582067854868 164:-1.213076787401829 165:-0.1539984316601937 166:-0.6692019446740417 167:-0.1534510420822164 168:-0.3763850059312441 169:0.9174713183600458 170:0.7061445827251607 171:-0.7116449275549258 172:0.02705254888214549 173:-0.3932364959095912 174:0.1656061772794891 175:-0.06188409382899199 176:0.404046587944235 177:-0.5431335539387238 178:-0.35213233695158 179:-0.08189565836377359 180:1.609329091734946 181:2.186071779986961 182:-2.17481371575333 183:1.822670129497864 184:0.6204369383854154 185:-0.09239354919809568 186:-0.9847940373306495 187:0.1074287915862615 188:-0.5311730512618889 189:0.2666068962268495 190:-0.7700718590867767 191:-0.2373381181869662 192:-1.236357100755566 193:-0.1534751505017427 194:0.5555420784575128 195:0.4429495245484776 196:0.02738425188729262 197:-0.75276454803404 198:-0.8922810554855376 199:1.231193816991947
-1 0:0.5133796110995432 1:-0.2256408476551311 2:1.659315877392396 3:0.8881058155974594 4:-0.2685482181650266 5:0.5858903110123919 6:-0.3142510154615623 7:-0.7721865987026797 8:0.7790504835841808 9:-1.045553497510536 10:-0.1447454283233663 11:-0.3796941679047448 12:0.16520255359543 13:1.867447781828054 14:0.3270711846361299 15:1.551507688691433 16:0.2473859634081899 17:1.224588975058213 18:-0.07172298433068552 19:-0.004735131664223863 20:-1.004095792790029 21:-0.0002872003813864444 22:-0.03634439044445403 23:-0.9818117217719685 24:1.245695019152397 25:0.4823673373997813 26:-0.6685407113538671 27:-1.032133371342278 28:-1.009322061267887 29:1.681392777173596 30:0.6532700243704025 31:-0.06478324230753349 32:-0.3382183773528282 33:1.366889155503895 34:-0.5978493847323987 35:0.717372582682859 36:0.6534399840734799 37:0.5447175115681668 38:-0.5921247863899128 39:0.60319043570306 40:-0.09699113473238047 41:-2.308822927773376 42:-2.189038544329999 43:-0.08965250387710715 44:1.815593476870281 45:0.1465645384974241 46:0.08428952952716434 47:0.576523951042426 48:1.700252379933066 49:0.04511387188797755 50:-0.3075385373336316 51:-1.969954004422597 52:-0.703947174761298 53:-1.257505152803527 54:0.459748064795813 55:0.4958337338717514 56:-0.6545426474413338 57:-0.2098412894782033 58:0.3461488872686385 59:0.2203184507906587 60:-1.392358288994113 61:0.7932056900527249 62:-0.2514236800168901 63:-0.334544767614838 64:0.4534040606819062 65:0.7001182538013231 66:-1.37074138335386 67:2.362066745106803 68:0.943741837693442 69:-1.715601395269418 70:-0.6203573195141219 71:-0.7730403466670214 72:0.97199078660603 73:0.8984074401207862 74:-0.2382701424216589 75:-1.569387298867019 76:0.4047179194335863 77:0.9964663845426753 78:-2.037111234467052 79:0.9054185091980885 80:-1.841218043937219 81:-0.05845762266505428 82:0.4859503924317801 83:-1.561671176072505 84:-1.377748388190527 85:1.531463866788192 86:0.2765471775930265 87:0.6471719859603834 88:-0.4578867445186511 89:0.6332894015515219 90:-0.3079761389791172 91:-2.098071531898285 92:-0.2542267507016708 93:0.3160085988118055 94:0.551206858862015 95:0.1993673897268691 96:0.5803315465685899 97:2.693057630620146 98:-0.5883597307856488 99:-0.6933560488608143 100:1.41132538423797 101:-0.8283396612666468 102:-0.6558324472431301 103:-0.7929070316004073 104:0.3158726941865904 105:0.4040779831435149 106:1.141415776309115 107:0.3421676268260085 108:1.000268661278453 109:0.4401599637081748 110:0.2858728987300717 111:-0.3550999926998209 112:-1.105109304886774 113:0.8314831251954734 114:1.715105698528452 115:0.002574282791824388 116:-1.407150355898923 117:-0.009016011658147379 118:0.8661438139368911 119:0.2592023288314799 120:0.7766647061208093 121:1.214001346673384 122:-0.9476599469791662 123:-0.7168513710275766 124:0.3943227432517181 125:-0.38686412152638 126:0.8632044860174539 127:0.3988527376800167 128:0.1338153318600642 129:-1.176324716750116 130:1.002309570645483 131:0.1143341794546013 132:0.03606552560699521 133:-0.5457637010934826 134:-1.691471095443443 135:0.708533421586935 136:-1.181783262213034 137:1.654771653240308 138:-0.612087253563975 139:-0.8796842881444732 140:-1.170412783650282 141:-1.262482729144738 142:-0.7600397823489714 143:-0.68141545774138 144:-1.439239352681774 145:0.8577923301636647 146:-0.6047177481103279 147:-0.0580703354302617 148:-0.08780693697047032 149:1.379757306578844 150:-0.1905768960115154 151:1.320752251080396 152:-0.1590048251533826 153:-0.4025094852897075 154:0.1775433675721796 155:1.70278069461852 156:2.654251445956449 157:0.02079180053910297 158:0.6259347991128055 159:0.6358542526830381 160:0.2553935618488316 161:1.577568543011515 162:-0.07257210585809631 163:0.2307069279869429 164:0.3231319594815663 165:0.5284616257938046 166:-0.3783619219522783 167:0.3410996107156807 168:-0.01257977617615666 169:-0.7058366524924121 170:0.2497371619796207 171:-0.5277783758184768 172:-1.170018447856321 173:1.182284391212246 174:-0.07251573951789582 175:-0.0545719197847464 176:-1.317367586527811 177:0.03508123474964456 178:0.3817349608573899 179:0.2629966415165352 180:0.91707654300737 181:-0.1073710273791021 182:-1.164881681351799 183:0.7601199897121937 184:-0.1180362608271069 185:-0.1423880673604602 186:-0.3162957048150003 187:-0.3845641637281746 188:-0.3694192547359502 189:-0.5654305707409018 190:-1.173839425289429 191:-0.2171481368473805 192:0.388515814492057 193:-1.439788088479499 194:-0.4960718555173997 195:-1.370679833770356 196:0.05873794138015215 197:-0.7879328369240847 198:0.08665011766270939 199:0.1845799111329025
-1 0:-1.355425155002217 1:0.195988610331105 2:2.331730308190382 3:0.6938062511332453 4:1.160730017534839 5:-2.036975310414737 6:1.386613176417697 7:-0.9224737093976811 8:-1.132730176560999 9:-1.505350823188187 10:-1.052073365847139 11:-0.02483213461652594 12:-0.7972961775058106 13:-0.6335458738875406 14:1.399271348677656 15:0.1470741924048164 16:0.8628484398748351 17:-1.784001602244013 18:0.1568675705230334 19:1.321050940030873 20:-0.7525652950469893 21:-0.3119591871440541 22:0.7586773936601744 23:0.2995004229001488 24:0.5337524716194093 25:-0.1393196717996184 26:0.2166194221979433 27:-0.6337095216408538 28:1.144366491112578 29:0.3013800558679597 30:0.06688926653802821 31:0.6956017221577478 32:0.008905003654609446 33:1.531980558663841 34:1.179183105077218 35:0.5078716352133246 36:0.05161916680283305 37:0.2996069348692178 38:0.1461103146813772 39:-0.5115095660392385 40:-0.7197536222187935 41:-0.7730987515020514 42:-1.138286491898645 43:-0.309399981105949 44:0.2163752261207409 45:-0.5878409942827322 46:-1.621007041525858 47:-2.970873383275505 48:0.6652153618797335 49:-0.05895308966379728 50:2.464537248265502 51:-1.720027879850114 52:-0.1913461053969964 53:-1.097008067255648 54:-0.9299360524473923 55:1.551436132322348 56:0.5148331131847088 57:0.5707621187581176 58:1.103793752651561 59:-0.3131804476019056 60:1.159330507349109 61:-1.533693353408751 62:-0.2013843319751215 63:-2.378782447362006 64:-1.228027988892348 65:1.641233234541972 66:-0.7806278596815298 67:1.095476763949102 68:-1.436895235793937 69:2.016950943897255 70:0.7028715964519701 71:-1.520880349106686 72:0.344282397502263 73:1.004622809128625 74:0.1278843290320055 75:-0.6145496771251554 76:1.184541222414168 77:-0.8266144950370018 78:0.2069656130622467 79:-0.5085004780205854 80:-1.75917555523436 81:-0.6326582873161728 82:0.6104080574052881 83:0.2629414274863663 84:0.1158920188619232 85:-0.4724460691572968 86:1.08492209620968 87:0.295654310926778 88:0.4052733050668587 89:1.438766757409447 90:1.914617356651037 91:0.3555564218231446 92:0.6824994453807582 93:0.321357560300067 94:1.175015033928678 95:-1.777450554568788 96:-0.4393008793270559 97:-1.712407166950654 98:-0.3865476909063017 99:-0.7958096937867105 100:0.6877885828964175 101:0.1316011061312289 102:-1.048540468198955 103:0.0961673315435248 104:0.1188778471542044 105:0.4853140683100947 106:-0.8996892722923006 107:-1.807373617768144 108:-0.03635004744770652 109:0.09261049970577459 110:-0.1028096255195168 111:-0.8709959225323569 112:-1.368750397322505 113:0.3304730017906049 114:-1.379624650263872 115:0.9084274534170527 116:0.1698251687158146 117:0.4414888006415275 118:1.728324304840056 119:-0.335120852406552 120:-0.2938737376503266 121:-2.189805120756723 122:0.07356863018941744 123:0.5058759070802846 124:-0.9756415838708259 125:0.3397750164789393 126:1.133756152742262 127:-1.559891590964096 128:0.214780126651571 129:0.226129436762707 130:-0.7913450688561752 131:-0.06536646494074884 132:-1.118956111508954 133:0.6985919924767162 134:-0.3287271447087045 135:1.81022306279323 136:-1.634579911869097 137:0.4954997755226249 138:-0.04021297788501996 139:0.4154617540526341 140:-1.545317600029029 141:0.7454304414405702 142:-0.01803537930269834 143:-0.6690108354444056 144:0.7216766668248035 145:0.2744971178783304 146:0.8438004706249015 147:-0.4072988232825813 148:-0.6167489414078651 149:0.809556701774013 150:-0.3266465813547858 151:1.896850170964798 152:-1.30656661333806 153:-0.3149364736948911 154:0.6747339214050572 155:-1.408248748392716 156:0.2107463842986546 157:-0.7363185216513418 158:0.6408887184442649 159:-0.9419388116580045 160:0.8306564305000769 161:-0.5748729063703901 162:-0.9552116013119998 163:-1.524668864481621 164:-2.659129871021572 165:-0.03862465921078023 166:0.103214130886186 167:1.093651923837587 168:-0.4771065903550714 169:1.444757414630732 170:-0.1681908642486475 171:-0.162597632527457 172:0.7299943906797673 173:-1.182332305541015 174:-0.9413256161374326 175:0.05262786917492893 176:-1.401959026455706 177:0.9914991340192124 178:-0.7539335843480875 179:0.4306688705633626 180:1.05610301950504 181:-0.8735310757646986 182:0.7419709033017517 183:0.2990502007282097 184:0.4627699185216972 185:-0.3828804751579777 186:-0.9962129475435298 187:0.002950246472631947 188:-0.03064080185675959 189:1.889467297892041 190:0.1277554388738354 191:0.557627085020839 192:-0.1361588110674035 193:0.6041023162878091 194:0.7239918189281408 195:-0.6797397212822672 196:-0.2487955835222869 197:0.5175216642277505 198:-0.9391986920648279 199:-0.9433716400304453
-1 0:0.4925570946315391 1:2.073033031379496 2:0.1903803148149135 3:1.583112753203321 4:-0.2772402916980637 5:1.188690903823888 6:0.6376454624379448 7:-0.2235388933644156 8:-0.1532638097717822 9:-1.462564156495138 10:1.613133926092628 11:-0.4662128068085968 12:0.7924644124106472 13:-0.4394031304147905 14:0.7491010987422018 15:1.436081928313089 16:1.608842763006436 17:-0.7628637240647284 18:-0.8183349465470234 19:-0.3569646949629695 20:0.8237800950329486 21:-1.835240541410008 22:0.6411130073330663 23:0.6311044001596626 24:0.3732300242106468 25:-0.1678550308427229 26:0.8097027481762282 27:-1.798392877916389 28:-0.9935817635505478 29:0.7537825073079756 30:1.90747363206896 31:-0.07176693853013569 32:-1.201569755724549 33:0.5165934304955269 34:-0.5990146566336495 35:-1.415391524932519 36:0.6635498906274543 37:-0.5529911806983046 38:0.5097133485789899 39:-0.8892472980152346 40:-2.02457661562921 41:-0.1628879147878005 42:-0.7856128751676255 43:-1.970367007628826 44:-0.7180814825438622 45:0.6761441390539277 46:0.2144846258324422 47:0.5777948797229336 48:-1.441367175940228 49:-1.082417803233557 50:-0.5633741963907029 51:0.6302599396225649 52:1.434965393939797 53:0.05745350771848969 54:-3.118946094707867 55:-0.1452501168054925 56:2.358644412883972 57:-1.295682403437515 58:0.6614987078321214 59:0.4788229414698277 60:-0.06396399833056171 61:-0.3650638593629631 62:0.9001331085691726 63:-0.5823843207758662 64:-0.235404605471982 65:-0.6716260581792082 66:-0.5640643526484832 67:-0.4754129468793869 68:1.108540035164934 69:-1.055243882725152 70:-0.2309483436925815 71:1.877517751083821 72:-0.6005691854658047 73:-0.09849706836052306 74:0.01305722646764725 75:-0.2259523767777098 76:0.1753892035543965 77:1.931499269972746 78:0.3888616999258451 79:-0.9757542916794912 80:0.4495841575829059 81:-1.666859940957097 82:-1.541465096459527 83:-1.180097647867477 84:1.618092616640687 85:-0.576518558619815 86:-1.357533589879963 87:-1.572623364386903 88:-0.9055889932493698 89:1.132026202202472 90:1.135759969232568 91:-0.2862587728850358 92:-0.3903946100000577 93:0.1076921492664595 94:-0.3828085452627029 95:-1.145765769369184 96:-0.6282122413137496 97:1.389300976469984 98:2.327009754419705 99:0.6610874203194874 100:-1.410338244473087 101:0.07836492549349691 102:-0.04445949541384692 103:-2.66819310738029 104:-1.698252043346306 105:0.1419028513519329 106:0.9400050089726163 107:-0.2420814078842812 108:0.2530408138367949 109:-0.8862538576012543 110:-1.520126516849524 111:-0.6669140987449396 112:-0.4564215910160816 113:-0.3797572908916925 114:1.799105881270908 115:-1.301273716270756 116:-1.140256515189026 117:0.1418714256150121 118:-1.411146851329681 119:-0.3172330250945713 120:1.73245764951185 121:-0.1538164852195339 122:0.4059447337495142 123:-1.05117487387496 124:0.4125479143979127 125:-0.4003052711310846 126:-1.578637752600102 127:0.05515999615027251 128:0.1216685878985221 129:-0.6875424604491333 130:-0.4727055624653121 131:-1.785570746358513 132:0.08034704728991882 133:1.242371541810165 134:-1.334760343957655 135:-0.7309880337346607 136:-0.6521497977116744 137:0.8465977297299514 138:0.8331039054253001 139:0.7641039487963699 140:0.9078593796775694 141:0.890081139924178 142:1.815504841540521 143:-0.1245622476422693 144:1.470095015391178 145:0.2091178118120397 146:2.059258036568088 147:-0.9322423108202094 148:0.6234677436136538 149:0.5483829148163578 150:-0.7871440163447623 151:0.9331723250430984 152:-0.6300986555133169 153:0.1081653371746871 154:0.3984184606509196 155:0.458875901483939 156:0.373704710758265 157:-0.1471711664142516 158:0.4677052125247478 159:0.8142633441354693 160:-0.5148543603117955 161:-0.9498540851903509 162:-0.7262712286737254 163:-1.120170947833389 164:0.3804544364810039 165:-0.239246801113463 166:-0.6822172640665437 167:0.1679892374697852 168:-0.5081575860919223 169:1.154941799753328 170:1.913408911032183 171:-2.060344780608332 172:-0.1421062724123056 173:-0.8162452881645956 174:-0.07314920975102637 175:0.2716088510939095 176:-0.5758357692937349 177:0.09343014800817427 178:1.690364654342164 179:-0.6112690154900254 180:-0.03570959055730271 181:0.5970266870338484 182:0.2116689693314031 183:0.8168088773809303 184:-1.850213410978608 185:-0.9696972401250848 186:2.485214269102335 187:-0.9377995661841865 188:-2.567224675736046 189:0.9930157289684728 190:-0.01314144219814805 191:0.4304412742418162 192:-1.267939901159724 193:0.2259724529920353 194:0.02885181382514591 195:-0.6440056331805134 196:0.5708724158467602 197:1.59377692019644 198:-0.9197681100613547 199:-0.1227835290701639
-1 0:0.8734146027630051 1:0.4588598751882106 2:1.834985083776111 3:0.4647697682427153 4:0.3007393103462208 5:-1.198998559418975 6:1.467400205913902 7:0.8125415412466617 8:-0.8647677783222485 9:0.1908903710764417 10:-0.2592707790315207 11:-1.358743307880374 12:0.2625494274908522 13:0.5229321143885204 14:-2.297772868817648 15:-0.1942018450374879 16:0.8198324117927993 17:-0.4303388999839501 18:1.028124462803304 19:-0.7594229094833663 20:-1.31712906766318 21:-0.2958821083005443 22:1.342378153916843 23:-2.218673833538665 24:-2.272883291818539 25:-0.794166871434813 26:-0.5577004674115027 27:-0.2276848338717793 28:0.2708502643153436 29:0.4750931721428113 30:0.9391844815555842 31:-0.08298273529456553 32:1.15084802765502 33:-0.8551474474957613 34:-0.7420816109404025 35:0.4251630183393329 36:-1.434138109931175 37:2.224845943357768 38:0.5642627463532724 39:-0.2430577506092815 40:-0.4930656781934535 41:-0.3273615873157453 42:-2.282486179492124 43:-0.4118718916385068 44:0.1135069277977084 45:0.02580711207976857 46:0.7811644773102895 47:-0.6361871369445622 48:-0.6292066637156539 49:0.7383931352647033 50:-1.781028746645578 51:0.7075572150162622 52:1.11079688591916 53:-1.278715718319133 54:0.972789661720296 55:-0.3809821507160903 56:1.729997765521043 57:-0.9074608967260775 58:1.50081583235819 59:-0.3229374539101806 60:-0.2392256893358855 61:1.156294054115325 62:0.1798243135259738 63:1.049371020278991 64:0.6375475347015144 65:-0.8308234981392217 66:-0.3944217809033989 67:-0.7750638301564974 68:-0.1071389735242016 69:-0.7214228471535598 70:1.218583706643726 71:0.1701602818969929 72:-1.23778156337089 73:-0.5025451350109833 74:1.585615468607803 75:0.4463442688704504 76:-0.2260598912870941 77:-0.04870015907893711 78:-0.274601384851899 79:1.324302117643318 80:-0.01934649218408193 81:0.6625806707118884 82:0.3846222092629206 83:0.747038784736871 84:0.009087098823815603 85:-0.210909964233334 86:-0.2303858962437342 87:0.9122179610958738 88:0.9322980256329516 89:-1.039994375730562 90:-0.1718925407710974 91:-0.5987274835139639 92:0.1323430008797322 93:0.1299043787961119 94:-0.7092205454502893 95:0.4120040876399696 96:0.8267473095796428 97:0.1532631765486987 98:-0.1013663590033682 99:0.3843071703135543 100:2.252131855435989 101:0.4635531525333222 102:2.023283953978311 103:1.32892253557697 104:0.5977577033542039 105:1.112907237233953 106:-1.254553350978884 107:-1.226361427015583 108:-1.102786719105824 109:1.424629331631383 110:-0.6401856058639748 111:0.9992643894319241 112:1.216178210161263 113:1.464004457723483 114:1.412697532196456 115:-0.5417264850931779 116:-0.4118463955093319 117:-0.3648035035843359 118:1.686111885491452 119:-0.2978948335679854 120:-0.09417261213279396 121:0.03939742181338432 122:-0.4678425877790834 123:-0.3945892356426298 124:1.052858226963586 125:-0.5801701545498601 126:-1.376659413088113 127:1.375419621103452 128:0.5678709668943318 129:1.20624413169736 130:1.450987221913197 131:-0.5151360896879483 132:1.925557327984694 133:0.6910579710357572 134:0.8699009575118459 135:0.4882983249154336 136:0.332520224514102 137:1.188956520351311 138:-3.58170065290155 139:-0.9391105100141328 140:0.2383537351039438 141:0.193681194761536 142:1.025311105899489 143:-2.600483526764346 144:-1.245535432606245 145:0.08710291386454651 146:-0.01127212561894736 147:-1.397522782457069 148:1.171823385643556 149:-1.138811245139526 150:0.1492258177087704 151:1.51104281819278 152:-0.02612244857205253 153:0.9464891014966346 154:0.1579457844247584 155:-0.4238615389802859 156:-0.2330623184181396 157:-0.5960028000997768 158:0.6302249114390214 159:-0.2385467683750676 160:-1.013991087087896 161:-1.082908069614391 162:-1.240287906753201 163:0.8715595103624533 164:0.8029691911917695 165:0.6529787093931656 166:0.8349681847443411 167:-0.1463041938365094 168:1.043057578373251 169:-0.2361914935587919 170:-0.2047840009187212 171:0.3516560720490945 172:-0.9771609717495774 173:-1.320858411536422 174:-1.080052038780115 175:1.275625759961491 176:-0.4326394531727373 177:2.01930402024748 178:-0.791823067525443 179:0.7781358568275074 180:1.337767202317208 181:0.7257676744068283 182:-0.5378231368011007 183:-2.180486518481981 184:1.517334011336321 185:-0.01257077359479249 186:0.0188248033576598 187:0.4529781104824331 188:-0.7840878608750972 189:2.154973876963627 190:-0.3493314823907843 191:0.3919624954218046 192:-0.05341471392510412 193:0.6851087488427855 194:0.7714197068684985 195:-0.07621856537600517 196:-1.724176518675337 197:0.7925149890466099 198:-1.025131497893213 199:-0.981095771576918
-1 0:0.7315596644998433 1:-1.589058786939727 2:0.4930023316603853 3:0.1727904421869117 4:1.96179325667191 5:0.6670873465599004 6:-0.1176847779775192 7:0.9821366939355065 8:-0.7224604813662687 9:-0.1906449576933331 10:-1.169610018892876 11:-1.280528954242398 12:1.085465625312872 13:0.7699198302353196 14:0.2691466475199096 15:0.2233784849470107 16:0.1701099964797846 17:-0.5389700309436151 18:-0.06496171854277265 19:-1.792441035906137 20:-0.6996875093207062 21:-1.683849937788393 22:0.5451317951959729 23:0.5127860628108282 24:-0.305729115174232 25:0.4660634516492397 26:-0.5768382995410859 27:0.4587840118192139 28:-1.090947910155793 29:0.5519551451233136 30:1.752083389347751 31:-0.9980419005206301 32:-0.4737934021143986 33:-0.4673476141001318 34:-0.426119186382941 35:-0.1486378038415579 36:-1.20333357137153 37:0.9133780519157263 38:1.625421212016389 39:-0.6652748991201521 40:1.437467001549392 41:-0.7794105304209071 42:-1.880040238229591 43:0.4555670185871196 44:0.6669092216892371 45:-2.439854971081012 46:0.3104114979203886 47:-0.3806797757137925 48:1.68248523843371 49:-0.3239083609088835 50:-0.797909150489561 51:-0.3741319560219932 52:0.1633961355988689 53:0.0367851637822174 54:1.50602412719811 55:-0.06316220519662948 56:-0.268220667410954 57:0.392262071929035 58:-1.427015176803414 59:0.4307535819724652 60:0.7661426886451578 61:1.255311963875631 62:-0.6385499724635455 63:-0.5099010013763763 64:-1.675232362234533 65:0.499981968055382 66:-1.360683104338814 67:-0.1278647844084114 68:0.4099987107665445 69:0.1748776199186603 70:-1.536159468740568 71:-0.04594172778972735 72:1.192791363235655 73:-1.09057792009424 74:1.539684031860501 75:-0.3660453709419905 76:-1.544734794976479 77:0.6314101124206015 78:0.3969173904478642 79:0.8658740295364696 80:0.9216462712416237 81:2.530348201658509 82:0.9431890987620702 83:1.638744007749044 84:0.6187413025941878 85:1.129505783385643 86:0.6404585314251219 87:0.5324378551283476 88:-0.973804763996298 89:0.5439436860011575 90:-0.7783377671246223 91:-1.035828974685361 92:0.9286890195614184 93:-1.342867533453704 94:-0.3543712088202898 95:1.060714948550593 96:-0.5319074558123834 97:0.1413130607584823 98:-0.9378225131723971 99:-0.2709227941887415 100:0.406225795280245 101:-1.183510969939998 102:0.9873429432879197 103:-0.6105856351943346 104:-0.581626426405954 105:-0.0168559574341926 106:-0.7611624524885854 107:0.1499783312536221 108:-1.025484931302789 109:1.476166906253052 110:1.455828765229741 111:0.2179191071043286 112:0.972011941008357 113:-1.656735942899872 114:0.5534850701091475 115:0.1827416949274409 116:0.9842681990620203 117:-0.7430533311184058 118:-1.285546177702473 119:-1.429345347693295 120:1.869520179952173 121:-0.791644285311129 122:0.1960751062605824 123:-0.07380612621770513 124:-1.509307288894166 125:0.2907246358293085 126:-0.7319485298770533 127:-1.170860555448136 128:-0.4503987125894648 129:0.6291204009771765 130:-0.1404641865328811 131:-0.524021209305385 132:0.4420294990080783 133:0.2141315611357585 134:-0.9726949314213759 135:1.06728407023734 136:0.5457014879037896 137:2.348851695956975 138:-1.222762090467574 139:-0.436640395604211 140:0.8594744385484742 141:1.142423630472399 142:-0.05390782235841098 143:0.5755129534504242 144:-0.540104439177047 145:-0.1797568882267113 146:-1.021739462801524 147:-1.69885266818741 148:0.02619081725419745 149:0.9413064450393808 150:-1.197631890321189 151:0.7612791412830476 152:0.4148676242134132 153:0.2420265136773613 154:0.6371189612725775 155:-0.5375793652521844 156:0.1334969060339194 157:-0.9351222203695112 158:0.490967309345673 159:0.4593236264007277 160:-0.3597185341083186 161:-0.1344436492285225 162:-1.41726463230335 163:-1.176494753588206 164:0.5165680839208653 165:1.762623125586554 166:-1.425399792659347 167:-0.8429630654353952 168:0.1978895210978857 169:0.4810413279868993 170:-2.019465139728286 171:-0.3814336197431906 172:1.167585621346056 173:1.413224076029666 174:1.129691752511101 175:0.2955131712397499 176:0.2852444989485005 177:-0.6997952766643651 178:-0.4348334542160485 179:-0.1024409140063508 180:1.582818567040152 181:-0.7052828910195287 182:-0.7352217750762874 183:1.589820621848283 184:-0.2244117843564018 185:0.237952761403551 186:-0.7802837149174792 187:-0.6738874377998181 188:0.6323336301838206 189:-0.6765516927480946 190:-0.9882558078138909 191:0.6573962993841536 192:0.4267365709983857 193:-2.174929323369241 194:0.2422749017253491 195:0.7746338208300354 196:0.9585749516529177 197:-1.928662382066908 198:-0.5477169691791022 199:0.4031013773668725
--1 0:-0.6675884387491954 1:0.2002152010107598 2:-1.107898514901911 3:-2.217776172025077 4:2.255068802918755 5:-0.4447522345245832 6:0.1562254578170502 7:-0.4187239687529923 8:0.06388474824912165 9:-0.7980225324104364 10:-0.643129291699822 11:1.676157543551472 12:1.326166868982898 13:0.7864482483015051 14:0.8262249702260294 15:-1.137936962984326 16:-1.044328174659054 17:-0.35066938650366 18:0.921292773969556 19:-0.6550986555999356 20:-0.0625958656019224 21:-0.21606873414386 22:2.265699920891188 23:0.8030824716321493 24:0.6395990201399839 25:1.216175282304727 26:-0.8745909594428651 27:-0.4457771301759415 28:0.3770559299355558 29:-0.2947191879000153 30:1.574861824005509 31:-0.9072592265795709 32:-1.490266642317782 33:-1.510015347393866 34:0.1466431354657471 35:0.508786932790496 36:0.7145311795438162 37:-3.302623181137337 38:0.4973317597453266 39:-1.509375898931027 40:1.496642432600459 41:1.150633160735502 42:-1.421900146834914 43:0.4147923248327476 44:-1.448713978897797 45:0.4452733698527993 46:1.213526581213582 47:-1.253041470355815 48:-0.3802493540893011 49:-0.2568955231618214 50:1.099655692074847 51:1.485526584891098 52:0.124718324239245 53:-0.7980069019698872 54:-1.563025767133942 55:-0.2527374222801866 56:-0.1729417403337623 57:0.1182864988979396 58:-0.1498445176909703 59:-0.6947729537320638 60:0.07393621246756621 61:-2.271631445439017 62:-0.8394743237954894 63:-0.5851805847934413 64:-0.7617286067797178 65:0.6616395664606305 66:-0.3853176834375678 67:-1.245696974008664 68:-2.299178931359248 69:-0.7402996650271341 70:1.654538153223432 71:-0.9687737448924549 72:0.1719839028793925 73:-1.480678851468195 74:0.08046101005941886 75:-0.7804202097836617 76:-0.1008704446854503 77:-0.2538337590092658 78:-0.4960902692251638 79:-0.4565144134875173 80:1.523398503718825 81:0.859214141741399 82:-0.4485837375879971 83:-0.7730138403629102 84:1.068627304805817 85:1.484187779397258 86:0.4001333469641339 87:-1.018195051919276 88:0.3977010489002449 89:3.049113148201752 90:0.5785961441517594 91:0.7291354096285255 92:0.4888436106338486 93:-0.8822705668233841 94:-1.194305698616748 95:0.01661458289742938 96:-0.4974377832389043 97:0.4912880158409346 98:0.2755098604370973 99:0.4358912980843501 100:-1.788146397604054 101:1.146017961792091 102:-0.5422876834232301 103:-1.36603629352312 104:-0.966480822005763 105:-0.9842306621076038 106:2.34368895234767 107:0.6865409869827697 108:1.781042140416117 109:-0.6081606691075019 110:1.165774326134373 111:0.01765327208305978 112:1.420285230893925 113:1.276326207512674 114:1.478143730490068 115:1.588785041163318 116:-1.246837884890936 117:-1.741850737202594 118:-1.274542861829729 119:0.5531411250722302 120:-1.332393366466278 121:-1.759248365777822 122:-0.09465863859779862 123:-0.9111148998240797 124:0.7645839749715259 125:-2.133431341314087 126:3.214214028872784 127:-0.1663993495948691 128:0.6483214986356104 129:-0.3455396092967821 130:-0.430541561980924 131:0.4032202351601324 132:-0.0715687139079027 133:1.131605041156815 134:3.199802827004489 135:2.404477829631547 136:0.8740920795636327 137:-0.7865830753075693 138:1.969630914455063 139:-0.4074977692210702 140:-0.8065903314999444 141:-0.1374949112799025 142:0.06510567664961586 143:1.357562598059219 144:-0.4135058036633315 145:0.8305686629294408 146:0.6915480884990235 147:-0.9387872790096603 148:-1.331807101531441 149:-0.6427556585401463 150:-0.2842121648162167 151:0.464449540334893 152:0.08481436058671482 153:0.7616905112059309 154:0.1553613451079486 155:0.7783848933213104 156:1.09776445756461 157:-0.4053895964268214 158:1.579315284128369 159:-0.7334844287604925 160:-0.1846654111762183 161:-0.6883388065384297 162:1.38585028423219 163:-1.231960356731899 164:-2.000128253641632 165:0.9301773901141931 166:-1.078374298898674 167:-0.6523860012368418 168:-0.7672789240001534 169:-0.8321930678742991 170:1.359140391752931 171:-1.44489682046209 172:-0.36111718446463 173:-0.7640634644102768 174:1.115490197395089 175:1.837086432179135 176:0.7578338494027761 177:0.4019182757621362 178:-1.350353111889524 179:-0.4540023597184308 180:-0.5868702191401284 181:-0.3158571178851897 182:0.5784045556346697 183:0.08207709133255423 184:-0.3356325566720475 185:1.385128953568944 186:0.4904859255793762 187:0.6192802071464882 188:0.6017407936873297 189:0.123873122467692 190:-0.4474050946073882 191:-0.4917109325018577 192:-1.608009640452488 193:0.102657065527038 194:-0.2339540543002816 195:0.8904933601841631 196:0.6899094099064914 197:-1.297028813479197 198:-2.580884596613719 199:-0.3580018094698293
--1 0:0.193268554578964 1:0.9818288687215724 2:1.217721738135308 3:1.086794018612209 4:-1.035411338389099 5:-0.2040996210641386 6:-0.6514930114500374 7:-1.148384512418984 8:-0.3330670026448914 9:0.3181077025883214 10:-1.383037305512091 11:-0.4041830311721943 12:-1.506247203873888 13:-0.4570157284933629 14:0.2831154337247815 15:-0.924262705183743 16:-2.056750438981768 17:-1.365826729567429 18:-1.641846652142685 19:0.9784456367144594 20:-0.5119793777266108 21:-0.5452042734307788 22:-1.505400601306672 23:-0.5577049863391733 24:-1.658654659634123 25:2.023650151698262 26:-0.1339224254393883 27:-1.182568713535692 28:-0.938518780297289 29:1.91482410975963 30:1.002550699824648 31:1.368254700723991 32:0.7682997858107768 33:0.0133018750861328 34:0.7716577024847625 35:1.857443924104861 36:-0.1083547211725748 37:-0.3168977367338225 38:1.749370984834256 39:0.7394080542857251 40:-0.9393964504611434 41:0.3738789441082465 42:-0.3394562867319387 43:2.158226371231162 44:-0.1646071823255332 45:2.142756235226571 46:0.4072746601874424 47:1.078670213439974 48:-0.1789601766938508 49:0.2612392814790018 50:-1.082631053109668 51:1.858683607425972 52:0.2213059825012674 53:0.9718667152195989 54:0.1563800190760463 55:0.7585268574846145 56:-1.293068833028198 57:-0.02226828582921243 58:-0.1735851900372655 59:-1.282089953983189 60:-0.4943725169156576 61:-1.567446469935694 62:-1.446310004449427 63:0.567011881414565 64:1.517286243115386 65:0.1329129203680202 66:0.8401605193755429 67:-0.8238038558016615 68:1.124439499038114 69:0.7231319788855154 70:1.537650017709664 71:1.396503466423434 72:0.5828005719716221 73:-1.032479519191134 74:0.4248182469954763 75:-0.6552346579764343 76:0.5871932398141564 77:-0.0935601946453202 78:-0.8153846795542317 79:-0.1389547271650236 80:1.241990165984314 81:-1.196242474453558 82:1.726552177656094 83:-0.08780134902856473 84:0.7753993181332703 85:0.3438705107781345 86:-1.076058239426959 87:1.349500236398707 88:0.3422581664889009 89:-1.595650802179786 90:0.1351841928373382 91:0.1466004732991402 92:-0.8105478242433714 93:-0.8613303279952922 94:-0.3627884621019322 95:0.8496219217401152 96:-1.640996749736166 97:0.9655338935897386 98:0.9793003492923112 99:-1.42258519336847 100:1.596158876525114 101:0.04133132634468683 102:1.079597313333094 103:-1.088313808432193 104:0.3274981262975292 105:-0.3817509816781571 106:0.8485967632859052 107:-0.8793097231982527 108:-0.4270106630878651 109:-1.023899560002766 110:-0.866668152520902 111:0.6823579924723339 112:0.2863036746243776 113:-0.6547510853871739 114:0.1936205168759616 115:-0.8180372549914482 116:1.554448542137101 117:1.373273122213265 118:-1.378536823831708 119:0.5947365248201091 120:0.4462264966268877 121:0.3605116750722945 122:-1.249665240741373 123:-0.1896451855202159 124:0.6168394554429927 125:0.8593168042286738 126:-0.3179884785420758 127:-1.581745469411989 128:-1.100450212705137 129:-1.368539638808082 130:0.1649091504917922 131:0.04544018861898965 132:-0.3534291181801184 133:0.5008688111761096 134:-0.9572522777198331 135:1.013589820546799 136:0.7200991172925867 137:-1.396685183673375 138:0.3443769380196928 139:-0.5052590516624175 140:-0.942942375764365 141:-0.3707286757304682 142:-0.9694055370930648 143:1.135890530744381 144:-0.4542717468087948 145:0.1310724941104041 146:2.737689828204942 147:-0.05397015249996148 148:-0.160802239009888 149:-1.897081000628253 150:-0.1020052360509823 151:-2.310613089656106 152:0.6994402922514317 153:-0.1342641130989413 154:2.659011774842169 155:0.684082005233382 156:0.1911319559738172 157:-1.079156094533403 158:-0.1003973303281784 159:-0.2093124407971407 160:0.7473657683529429 161:-0.38201997499589 162:-0.870765038441326 163:-0.3867887578375853 164:0.2058818563257905 165:0.004258067512832267 166:0.6738352777927296 167:-0.08488773393747642 168:0.2639401571892915 169:0.8094116106827245 170:-0.7371214509456367 171:-0.928145789385567 172:2.094953652089433 173:-0.0131340063336396 174:0.4012218068787551 175:-0.3144009805959039 176:0.820780140849746 177:1.177338190692958 178:1.073063716223946 179:1.435721892255863 180:-0.4868087667503146 181:-0.8649948796121586 182:0.959199072162839 183:-0.514155191117899 184:0.8264538853489015 185:1.178008971064594 186:-0.009557801933857482 187:1.736723582551821 188:-1.079293498597009 189:-0.8964716005612476 190:0.5536305543529563 191:-0.05024689693629973 192:-0.213477396149729 193:0.4513277282662214 194:0.3621700763347527 195:-0.9330229627438632 196:0.4602539991037463 197:-1.090927005691513 198:2.240432304844647 199:0.1065951451902305
--1 0:-0.3988817961808483 1:-0.6239550061588933 2:-0.3869227696602555 3:-0.4672519189589586 4:0.2370318311797369 5:0.7492752898156354 6:-0.2795678668633799 7:1.436075987170587 8:0.863623193036349 9:0.9645412336402142 10:-0.5644860519254337 11:0.05226582348550913 12:0.07490845314176826 13:1.304141194448914 14:-0.6727304922423469 15:-0.05754445586121935 16:-0.1649483576050267 17:-1.219953578128483 18:-0.3183426485558704 19:0.925571249836295 20:-2.610491751290858 21:0.04780814637946502 22:-0.7554731669379317 23:-0.7381318221454451 24:-0.4212927412737273 25:-2.140045626964675 26:0.1121167725059826 27:-0.8494539217150404 28:2.006209578026126 29:-0.9844770130299436 30:-0.6575254537298256 31:-1.166576989118628 32:1.450687645674605 33:-0.6835097544770018 34:-0.6360346041698173 35:0.6879893065531336 36:-0.7574790967782896 37:0.2907716860523878 38:0.370919609113038 39:-0.5183675791748981 40:0.4722297971728545 41:0.4075603815024713 42:-0.637217102095347 43:-0.6537299101744661 44:0.4274273967437993 45:0.3017503972890335 46:-0.1824354528767508 47:-0.3955171815955923 48:-0.6617454956483421 49:-1.063417103256422 50:0.1179605385692225 51:-0.6539635945111862 52:-0.2032600361743605 53:-0.06595209176585144 54:-0.2343302956509266 55:-0.04308862360994172 56:0.257759780056281 57:0.5235734153233765 58:-1.433540927995741 59:0.8171784266303647 60:-1.100264351842081 61:1.590265330070469 62:0.5172464105682485 63:-0.04744380947534543 64:0.6984624769704867 65:0.4389700422105333 66:0.6321622670884415 67:0.4983300257897342 68:-0.9548911858052322 69:0.3433561690730033 70:0.8840981645788197 71:1.643846084169708 72:1.433256498426438 73:1.267696873904705 74:-0.7037509702735578 75:-1.313732798480919 76:1.080930940452092 77:-0.03831954363883935 78:0.2768786451593003 79:1.034497993571425 80:-0.8459498277986114 81:-2.286750305731147 82:-1.057617200095964 83:-0.4423018687974222 84:-0.9081357751646708 85:-0.4670909386637644 86:1.046117535058893 87:0.1849048381525278 88:0.8820743699779925 89:0.3436155723734857 90:0.8528627136256737 91:-0.06118162060634826 92:1.076710262193753 93:-1.19530680870632 94:0.5202532466491583 95:0.3814004695630449 96:1.848545630759742 97:-0.3834814049797155 98:-1.7212630949853 99:0.9461899305385651 100:-0.1310753609122272 101:-1.872947501095579 102:-0.6344674381874407 103:-0.02415165165309047 104:-0.615133769114638 105:0.5341977701261361 106:1.270397162479754 107:0.1465943808433877 108:-0.5946444496767928 109:-0.02944935149783244 110:1.28062109658164 111:0.03288708633222832 112:-0.3154625067510254 113:-0.2006600346416301 114:-0.8826985083468103 115:1.219079300337163 116:0.5855391041450018 117:-0.3049045290420905 118:0.2732953749607895 119:1.321923637895572 120:0.3648544790378921 121:-1.665443751103443 122:2.689522531987279 123:-0.6876023854569707 124:1.005517452052956 125:2.468806966349996 126:0.2069037392919965 127:-0.4990187782487926 128:-0.5098638038564617 129:2.347166856691159 130:-0.2605603523099574 131:1.611920174633846 132:0.1962001581027835 133:-0.06085820505906552 134:-2.460243194397029 135:-0.05514339272204014 136:-0.9714857760778486 137:-1.300713460435473 138:-1.485386814613405 139:0.8074929988598064 140:0.01657665051097719 141:0.6573246862712078 142:-0.5801715176068889 143:-0.06743903217652433 144:-0.6205952243970964 145:-0.3870637756585024 146:-0.2039374655430511 147:-1.737392165095341 148:-0.2991819813444366 149:0.7595681202967237 150:-0.9213546959071681 151:1.373025010939544 152:0.03212311614620387 153:-0.8295281207164318 154:2.65148896502004 155:-0.1049017072439994 156:1.088308538312207 157:1.640593401052739 158:0.07103302592043206 159:0.3782890434006171 160:0.1225200042464558 161:2.004656343135305 162:-0.6131233732239832 163:-0.5439073738612336 164:-2.217355708538821 165:-1.216908221754905 166:0.1523406373687184 167:0.1288965836591562 168:-0.03932524117841894 169:0.6978500716052558 170:-0.2600710480381777 171:-0.2157229365298015 172:0.09216576078973557 173:-0.147151041348601 174:-1.503414587574627 175:0.2049970895456626 176:0.2634385175875742 177:0.2193625982519088 178:-0.2352539217732326 179:0.6259932196357567 180:0.1970831040972404 181:-0.3958577338368485 182:-0.6502882247358018 183:1.123343016666376 184:0.6197099508612205 185:0.4887249892166042 186:-2.489439512827174 187:-1.402101945758637 188:-0.3193216334098141 189:-0.1651401844349766 190:-0.7019335539648996 191:0.03312691551013982 192:1.611869128417705 193:-0.9920056210267231 194:-1.392272939318449 195:0.357985996309412 196:0.9714338111114738 197:-1.023385044430806 198:-0.8411269728853623 199:0.6098043673784382
--1 0:0.09067460757475368 1:-0.2940300855620373 2:0.06302999702425885 3:-0.7351082702854825 4:1.319977362542434 5:1.570677965791676 6:0.3445299651183899 7:0.3209133117672545 8:0.7668135924264555 9:-0.9182132869493118 10:-2.515819640844074 11:-0.07772842529248022 12:-0.01162931411060943 13:0.2110154347818942 14:-0.8271582438622258 15:0.8433542183462762 16:-0.9413298664907903 17:-1.157647042610867 18:0.8831742982073195 19:-1.090147029826673 20:0.4159898676051996 21:-1.986998282463083 22:-0.01139421804185689 23:0.6595081600237747 24:-0.3175060818106051 25:-0.4280199699446358 26:-2.391192384501976 27:-1.068320231076805 28:-0.3640473473302298 29:0.9824023109894138 30:-2.398466165730822 31:-0.420798483811319 32:-0.04516952017177626 33:0.7048188463779593 34:1.984925645382695 35:2.023948834278744 36:-1.26792329501042 37:-1.03213685598229 38:0.2708522211213586 39:-0.7380794162118147 40:0.6022474047626171 41:0.1099924236774421 42:-0.8742768577898653 43:-1.034947963041001 44:-1.105276846977326 45:0.5649305667253299 46:-0.6194517906118343 47:-0.408733601365442 48:0.3771273153000706 49:1.695585512027021 50:0.9662072523946829 51:1.406448386184536 52:-0.8343502975901516 53:-1.765229045728776 54:0.5001102538135203 55:0.575623331590815 56:-0.6984521144283166 57:-0.01485621940206389 58:-0.1436067677068222 59:0.3055617976218618 60:-0.4193639406047673 61:-0.1316064967148087 62:0.0711089340174088 63:0.6347254909517024 64:0.1488551510775526 65:-0.2957802011642734 66:-0.8933840739833167 67:0.4501081013496123 68:-1.024869225452013 69:-0.7279712231868919 70:0.4664006202542712 71:-1.060675804388725 72:-0.2116227707360173 73:-0.0238445649162397 74:-1.172766173370555 75:0.1503169613716801 76:0.5981812255183202 77:-0.4545469261242964 78:0.5109563780660429 79:-1.565790069803071 80:0.376220915317431 81:0.3829766821368797 82:0.5989431800441104 83:-1.394245412527239 84:-0.5738417651981172 85:-1.197813992479987 86:-0.2978720174668001 87:-0.4158964261204834 88:-0.2687053914232764 89:-1.170294732222421 90:0.2408653027591828 91:1.040313610654354 92:0.145749628189614 93:-0.3235698341870993 94:-0.7012896735920925 95:0.1175787603707802 96:-0.2235661107650456 97:1.280643964471 98:-0.5579668282105288 99:-1.097733175946451 100:-1.061301679315358 101:0.6772768324582493 102:0.4240624047789467 103:0.1172837035810556 104:2.23898698776374 105:0.9767298342644636 106:-0.0232105922067507 107:1.026694063895397 108:0.3765334720459874 109:-0.1777903849213758 110:-0.5662805531975726 111:-0.5883555571376347 112:0.5896604795154572 113:1.628987129222057 114:0.9803041316479276 115:-0.5787905395928916 116:-0.2662770398212719 117:-0.4346166175660891 118:0.2035883356181572 119:0.2174184282597383 120:0.5991608011490638 121:-0.2912648055691095 122:-0.2571325202638513 123:1.609281964571534 124:-0.7922294096714706 125:-0.001719270160811961 126:-0.3904011903423851 127:0.6419923163798058 128:1.512374235226809 129:-0.9064400671153304 130:0.5096736750577578 131:0.3435063092702749 132:-1.646906438626494 133:-1.657195592547849 134:-0.4091142905322868 135:1.278703128281561 136:0.09130478987553677 137:-1.125209627390382 138:1.667582287236377 139:-0.04166332630986474 140:0.2644248565455065 141:-0.8198285819807756 142:-0.2813141932228999 143:0.1681348480616229 144:-0.2934065215311768 145:0.1275796203491541 146:-1.294490795072822 147:-1.208695575413522 148:1.368042185909387 149:0.464563180897385 150:1.347721339157004 151:0.869320488849698 152:-1.257066689308885 153:0.4947756522784806 154:-0.2472787087259505 155:-1.386622923040363 156:0.7519596697002205 157:-0.4889809753350436 158:0.3182351148684471 159:-0.6626044834201789 160:1.437029917122963 161:-0.5249897960053357 162:-0.3564527855611473 163:-0.3308012843486471 164:0.7123264936988984 165:0.789271741398647 166:-0.226573700814015 167:-0.3086711781773384 168:1.778355761914094 169:0.4185711190385973 170:0.9409697353717773 171:-1.108234089646158 172:-0.3969810095843575 173:0.8010871452963865 174:0.7513857565498433 175:0.5582431666751715 176:-0.6839893280702772 177:-0.964887286313074 178:-0.7995683425859429 179:2.18510400461096 180:0.4774620996593278 181:-0.4942889811351096 182:1.194641574424451 183:1.165944457228362 184:0.5151796675701908 185:0.3284960116057187 186:0.333208337582204 187:0.2703368958176153 188:-0.5901349390543787 189:0.7176744176149312 190:-1.897348512537246 191:-1.205651965156606 192:1.319105198164521 193:-1.526460619134054 194:-0.3085961947113073 195:-0.4015410744826876 196:-0.01499004410406679 197:-0.5247969378479096 198:1.584093024597225 199:-0.1371086036333244
-1 0:0.05752921537749985 1:-0.0162087410450369 2:-0.4018377626791081 3:0.4615244099857678 4:-1.241768163074762 5:-0.2859693192177945 6:-0.4265163935931613 7:-1.058761714534655 8:-0.01813231122380063 9:-1.623239474219016 10:-1.547803112443758 11:1.199890509623027 12:2.098948616595512 13:0.5211628532642734 14:-0.2390373071387913 15:-2.096713866012492 16:-0.6668579151084949 17:0.9966009982764338 18:1.313696747899629 19:-0.8344494634502966 20:0.5666007386511258 21:-0.6032022643326806 22:0.2431561002179345 23:-0.2021012308258241 24:1.856018326529113 25:0.3408981831399734 26:0.06056963888766021 27:0.653735609274984 28:-0.7592869381130162 29:-1.975968220223578 30:0.1791645936417847 31:2.264932039059602 32:-0.6757780284861326 33:-0.7338074194008443 34:-1.940005386007537 35:0.2428912041334264 36:-0.9119728621307905 37:1.704834918817895 38:-0.07306280871596571 39:-1.980701055622963 40:0.3660658099205693 41:0.4804793232785284 42:-2.138620497628422 43:0.0601518435541283 44:0.550155952972826 45:-0.584628243443564 46:1.135280338438973 47:0.9071560692575228 48:0.6221438493502895 49:0.22916593839861 50:0.6353180750320633 51:-0.03098352855910406 52:-0.09034694034169793 53:-0.2125459825119542 54:-1.950428556497787 55:0.264598554615724 56:0.6440971947883609 57:1.034299547936988 58:0.8402517610527613 59:-0.3803319731042968 60:0.05437570248397738 61:0.4321872556068526 62:-0.4089224729835543 63:0.4389471613302282 64:0.2559702969442829 65:-0.8835120182381557 66:0.671959732650565 67:-1.717145960794849 68:2.07354453103189 69:-0.2722148400514154 70:-0.732074891990645 71:-0.8993283463839229 72:-0.276387227429574 73:0.07973177239399315 74:-0.719057772340433 75:0.5619671725359167 76:0.4175775428551728 77:1.617792438409696 78:0.8392479784642304 79:-1.287094985153496 80:-0.1881792832576301 81:-2.472159144066549 82:-0.6388988858716752 83:-1.333258491744297 84:-0.259777350400671 85:-0.9722458410771797 86:0.1438782027925453 87:-1.33836877854385 88:-0.9605878204370533 89:-0.08828237765540123 90:-1.078833082563273 91:-1.412490769680408 92:0.8299332310490685 93:-0.3326849965121169 94:-1.573890031796291 95:-0.03563453684970838 96:0.2301806570399901 97:-0.7273157041787167 98:0.1453270940251057 99:-0.1898930307983129 100:-0.8162161961083541 101:0.01242381397409786 102:1.000006898254245 103:-1.041434013038476 104:-0.07924262507503732 105:-1.819825289922622 106:0.5504025862440677 107:-0.1514843092274902 108:-0.1112875591854555 109:-1.083967881290999 110:-1.609877547452055 111:-1.165534877060312 112:-0.1189637001449557 113:0.4143897016389151 114:0.9004440901158747 115:1.755340053689644 116:1.103887690251898 117:0.5878730441295666 118:0.904698028376225 119:1.170027300257658 120:0.4890794418219636 121:0.6510528055965721 122:0.3989946647054773 123:1.547937841498788 124:-0.3500098820836597 125:0.6874461435733694 126:0.5997969816449756 127:0.2221978730818639 128:0.5994340115589613 129:-0.1288756260470016 130:-0.03822801636385455 131:2.42118223868425 132:0.3150645026675747 133:-1.005089527783575 134:0.5646164506436171 135:-0.8711380429932796 136:0.233358072877806 137:2.197786656677366 138:-0.9285765823848208 139:-1.392179377051194 140:0.4649295769882571 141:-1.645815912331739 142:1.684592472784363 143:0.1516421254338595 144:0.1882835057828404 145:-1.364698146214127 146:0.8957096193147981 147:0.08756087503038218 148:-1.400002094169961 149:0.7784094975604234 150:-0.8592065360488601 151:-1.168800355373155 152:0.2452830408844661 153:1.652308177050833 154:0.6283846789264296 155:-1.009251205317021 156:0.9575177646789464 157:-0.1074656769592916 158:0.5153747897259187 159:0.2186735756473938 160:-0.4405270274466135 161:0.7091755366834768 162:0.2194792483606667 163:-1.236504173387066 164:-1.331916845701567 165:-0.3317490115968566 166:-0.6826022161770696 167:0.1103034505974493 168:0.0131969056549093 169:0.4320897190185382 170:-1.530726400949727 171:0.4424879830639279 172:0.7075499243158176 173:-0.02105326945665462 174:-0.08109001475779315 175:-0.4818612033512709 176:1.126049702275971 177:0.04670884962304031 178:-1.306723878354185 179:2.401663404087923 180:-0.2871960488741516 181:0.006415054230572876 182:0.5146838926282816 183:0.3778615266019024 184:2.577162122723195 185:0.6605009855057683 186:-1.44597704307504 187:-0.2001733638949291 188:1.173542292627417 189:1.349822825181068 190:-1.359676977112263 191:0.7090599942631879 192:-0.1894657373943037 193:0.3934393992348184 194:0.4079662887963943 195:0.3844829913090949 196:0.08777428027621363 197:-0.3161548626080358 198:-0.7345681779269885 199:-0.457099762600565
--1 0:-0.5970902156758764 1:-1.503338151171504 2:2.233936301102107 3:-0.7509464315067449 4:1.622633399924414 5:-0.3209729830726781 6:-0.4923909100259846 7:-0.5379583091729473 8:1.358854827077826 9:0.50574165550198 10:0.001324992252364428 11:-0.9305001249019774 12:0.7429007180780269 13:1.562230137348603 14:0.1153561610734301 15:-1.026251091622076 16:0.1848496242581547 17:0.4095095334990061 18:-0.6920250841731587 19:1.83960642117565 20:0.6588642870639355 21:0.2117697940522062 22:-0.7675021969777384 23:0.8855037262061282 24:-0.234222395913063 25:-0.2341175261211865 26:-1.004991725556634 27:-0.7181600939013997 28:0.03681133383184412 29:-0.8765054811992753 30:0.8757549330987145 31:0.2867673242168146 32:-0.7370340758419698 33:0.6924498991115008 34:1.46144369552764 35:1.343435576477351 36:0.6781105747327741 37:-1.944675260303785 38:0.02927649613390836 39:1.205148368279212 40:-0.8443035108542407 41:-0.4864786111093998 42:0.3406482423980663 43:-2.498108051290989 44:0.8583601431894845 45:0.1500704421469391 46:-0.2928136822842267 47:-0.8449427381720729 48:0.3872896733719024 49:0.819678086580795 50:-1.254846459192944 51:0.8943057511638023 52:0.1325420511359398 53:1.435199398181708 54:0.07698875189816977 55:-0.6541764266329553 56:2.202229730022555 57:-0.7491305249008013 58:-0.5822949463527268 59:1.107516055925471 60:0.07662372402960498 61:2.525015382808855 62:0.9535989937505018 63:-0.2594484111358519 64:0.9964914267679373 65:-0.05508118534371716 66:0.2956403864550574 67:1.199498550468532 68:0.9566000842182265 69:-1.643555169292245 70:-0.5301493818482774 71:-0.3985919094560545 72:-1.356316654700581 73:-0.8592359957530672 74:-0.487005834932978 75:1.902705269046719 76:0.2093377361241449 77:-0.07538586369744796 78:-0.5759214754305602 79:1.119517886749522 80:-0.5326694101449526 81:1.156140378762902 82:0.7732688365674059 83:-0.1823748751997788 84:-0.917907795040337 85:0.9326314301862298 86:1.068154567409691 87:1.328026181185981 88:0.1630757930720198 89:-0.4130895835531512 90:0.1268986782261511 91:-0.4999592104534126 92:1.686180310599906 93:0.9160347739109924 94:-0.156308168671267 95:-0.692466693335664 96:0.04492467746175767 97:-0.1603258641403731 98:1.638322331237011 99:0.5526560532001286 100:-0.05051220031199746 101:-1.622145265033304 102:2.575944339159487 103:0.2667205965246502 104:-0.9547352690645334 105:0.9184836582660081 106:-0.4553556812170882 107:1.027949124254753 108:0.7839699982335882 109:0.366963958196562 110:-1.481017338485658 111:1.100136439956134 112:-1.211307647257088 113:0.8028822540922865 114:-0.641468522689251 115:0.4206919105369086 116:-1.400436964927343 117:0.9823124957581026 118:-0.6323271471201944 119:-2.712350642951325 120:-0.2545696607450795 121:0.2946865009380707 122:1.088723751405174 123:1.588101620449027 124:0.3475100351484789 125:0.9084547206140177 126:0.8066789141455898 127:-1.16345071875111 128:-0.8844809642769017 129:0.777287949868155 130:-1.170260987585332 131:-0.0740610885518289 132:-0.1283309230701478 133:-0.5342255894240368 134:-0.6625116569239423 135:-0.3857505656726896 136:0.3078959897361775 137:-1.812063489552868 138:-1.907413894344222 139:-1.241370032287365 140:-1.372149638288324 141:0.5643482019560625 142:-0.1953793291756888 143:1.499998994371856 144:1.169195226999015 145:0.6360950326146907 146:-0.6865546060867964 147:-0.1431862750985745 148:-1.891535075190769 149:-0.3885428179252223 150:2.145987122489796 151:1.425426730508422 152:-0.01051431071980244 153:-0.4219168951916122 154:-0.3202446896045387 155:0.001241141142358201 156:-1.870900040334336 157:0.9900512013207357 158:0.2832332237923864 159:0.4193248208346387 160:0.5369277020723286 161:-0.6185530032705201 162:-0.1887803358675052 163:-1.507281492147667 164:1.62350206705021 165:0.2691346591336158 166:1.639130124701058 167:1.60542470021817 168:1.791973307257357 169:-0.235028457476936 170:-1.172693833341271 171:0.5671941067600411 172:-0.8792033485899516 173:0.7469022556448948 174:-1.024566285006543 175:0.9831597193218895 176:-1.296533577587822 177:0.7605650484820239 178:-1.275672884605144 179:-1.01268987500002 180:1.9191049733382 181:0.05005436009224414 182:-2.013759819148918 183:-1.391825116172395 184:-0.2887741020450664 185:-0.4467796693274682 186:2.122464407282576 187:-2.099283969924298 188:-0.7807493256281043 189:-0.3998166653188232 190:-0.9476288797274852 191:-0.4836805759893221 192:-0.8520953398132056 193:-0.4196929066226507 194:1.93252194526919 195:0.6546318639022838 196:0.6234700142623945 197:-1.413471984629725 198:-0.8928282988653378 199:1.312651227896255
--1 0:0.6803731310176786 1:0.2948328052566605 2:1.01894049410648 3:-1.055251226768548 4:-0.564892770285822 5:-0.10752882313321 6:-0.2076855594370318 7:-1.080460015874287 8:-0.1904673038624306 9:-0.5029604536315878 10:-1.487699020739656 11:0.8855670713524918 12:-0.5686550841394565 13:0.1411783935079388 14:0.5967272235815595 15:0.7666335313564924 16:1.204928279000856 17:-0.6052506533131864 18:1.113911043092623 19:2.05868906786867 20:-0.3295486136660878 21:0.1837266360390668 22:-0.6685672021140818 23:1.551400874973734 24:-0.01032492969834634 25:2.679716368753865 26:0.4457290822530657 27:-0.6190826487534974 28:0.1695257736483008 29:-1.495141733237474 30:-0.6803971792602218 31:-1.896254979397113 32:1.610339907585755 33:-0.5996339341526697 34:-0.7086072236138552 35:0.3105213450075806 36:0.0297391341254705 37:0.1928554531390071 38:-1.129636862543463 39:-0.1301251513155828 40:2.761220359073517 41:-0.09525396558599616 42:-1.797350460501351 43:1.689609859138606 44:1.27227286525427 45:0.2026136967479778 46:-0.761306566209467 47:0.4182391057662381 48:1.661305867907267 49:-0.5893102753204665 50:0.0689415500900524 51:0.3403897058309702 52:1.139022790428312 53:-0.01197755868823449 54:-1.807776657016816 55:1.449948306059119 56:-0.1379673522247553 57:-0.2077514448099068 58:-0.2715078405492753 59:1.144901660020954 60:0.4078578681120764 61:0.1406686594661422 62:-1.215480971680528 63:0.3815241035465757 64:-0.7533833323982267 65:0.9269535739903891 66:0.2328669328337953 67:-3.153014944428737 68:0.3612189298624285 69:0.3813044409121956 70:-0.4699062379295051 71:1.034668329032784 72:-0.4559267389524971 73:1.223204508369774 74:-1.118310426232208 75:0.2221146033259697 76:-0.8731404624170185 77:1.075930673206375 78:0.003851769607298487 79:-1.225428988833311 80:-0.09703271794711324 81:0.6625922956021377 82:0.1675633299261824 83:0.1776921109659243 84:-2.11821715466035 85:-0.4217330167486658 86:1.974392188478719 87:0.6684673027195978 88:-0.1559476791291991 89:0.2187933883142149 90:0.3288762633275582 91:0.3411139706840139 92:1.631796054600699 93:-1.812256272118006 94:1.316917147460887 95:0.3412725730195363 96:-1.798123497391632 97:-0.0009293821652663331 98:-0.6955650180795401 99:0.9430692673564851 100:-0.1860126425105274 101:2.150385522991546 102:0.9738127862885659 103:-0.1398878029636718 104:0.1128846890545339 105:1.699627125416184 106:1.072201733673765 107:-1.402092913016349 108:0.06012483415944971 109:-1.10085208104972 110:0.3105160257608598 111:-1.036854883300207 112:-0.2826077560456403 113:1.149863769576619 114:-0.5174993126703638 115:1.275873098212341 116:1.217342042346409 117:0.4200794405582052 118:0.4705212209685638 119:-0.6087071372861137 120:0.3993479230791616 121:0.617423403917514 122:1.376001851594574 123:0.08977710409107546 124:-0.975170866828091 125:-1.154923387492328 126:-2.175998440977577 127:0.2784568135169849 128:-0.1155671352379435 129:-0.8116312106612874 130:-1.118641575972255 131:-0.1486984304217578 132:-0.7482178157130714 133:-0.936568617466636 134:0.566148795574288 135:0.3921263079746177 136:-1.854558857698662 137:-0.4688493946728892 138:0.763245378342934 139:-0.4373493923940101 140:-0.9699047264301429 141:0.6563165825032541 142:-1.335281691281768 143:1.570335758408753 144:-1.297483752287831 145:-0.8765546857907821 146:0.2166522117444817 147:0.1378851915225963 148:0.667201519780766 149:-0.1859677232125045 150:0.07933582766564595 151:-1.352215784848606 152:0.6054199817159086 153:-0.459717809726415 154:-0.03080255020030957 155:-0.07143292864530924 156:-1.039003431344543 157:0.7494850441552299 158:-0.2785804835343281 159:0.4635241209765408 160:0.4579360645463106 161:-0.3903880926272226 162:-0.04802323295531528 163:-2.872879907525358 164:1.026670518318582 165:1.375271651592977 166:0.8549036808772994 167:0.107730422750671 168:-0.7124421747230782 169:-0.6511890532661986 170:1.23064498368577 171:-1.152991950720212 172:0.7057790693216884 173:-0.8541413856522856 174:-0.07782276868561822 175:0.9211430096678388 176:-1.300362411777363 177:0.2088783502016017 178:-0.470892500552194 179:-0.4768818881553444 180:-1.591800230246711 181:-0.9168063575085762 182:-0.685132787226702 183:1.857689266564581 184:0.1657283979903315 185:0.8019878215035542 186:-1.057584079447592 187:0.478807396484689 188:0.009261704802901985 189:-0.7762329165054995 190:0.6027760369361078 191:-1.316655588736823 192:-0.438827088472107 193:1.377348789458204 194:-0.01746727846259805 195:-1.144569152736441 196:-1.024175472848895 197:1.888598089070453 198:1.456000067999649 199:0.7030804788777215
-1 0:-1.189897401135829 1:0.4022382488277357 2:-0.4762196239209627 3:1.01459954161291 4:0.6911740679053433 5:0.201517240861147 6:-0.4616207840576571 7:-2.065465679130106 8:1.009592790111023 9:-0.6276456883986018 10:-0.6634073525315236 11:-1.824597560150227 12:0.5458184637468113 13:-0.6399692044159273 14:0.5533594283470729 15:0.1811236278072365 16:0.2658493319790192 17:-1.087831214436948 18:-0.6565462667193042 19:-0.7879036858693291 20:0.6130880744154594 21:0.2222413368647133 22:-0.0124471890084417 23:0.4601961324450138 24:-1.877178599340998 25:-1.183178420729869 26:1.099033800787735 27:0.186750219721817 28:-0.1850941335006807 29:0.6887120804325848 30:-0.2829141585592138 31:1.179102412151162 32:-1.637416383904465 33:-0.4034239728495757 34:-0.3190420610798232 35:-0.1789644222371344 36:0.2824183279649544 37:-1.140373423173195 38:0.4762608381648133 39:0.50114323737794 40:0.3296379293445255 41:1.538564139666564 42:-1.810417691327545 43:0.5120442695885924 44:-0.8482585203568592 45:-0.4190384777570598 46:0.1802454193403101 47:-0.7148591775977909 48:-0.4313882317866735 49:0.9207928102709771 50:0.2318297931871702 51:0.2783519946145934 52:-0.9985342853702461 53:0.6606692014991774 54:-1.279643654373327 55:0.3006321219770429 56:0.1342912547957504 57:0.2078484556323544 58:1.01489822115918 59:0.1378842173235837 60:0.251609465586921 61:0.6845808817137886 62:0.4977004083145878 63:0.4566348897572755 64:1.01266658459897 65:0.07988469127100921 66:-0.630979030734712 67:0.3621054459508358 68:-0.2766471396114182 69:-1.200544329161105 70:-0.3936985701168066 71:-0.1515413356731189 72:-0.9257344944084157 73:-1.632950592475371 74:-0.5320287042464295 75:0.5374777995039857 76:-0.7410324938528071 77:0.05357125184122995 78:0.5182566010124169 79:0.730012297435651 80:0.2679801530122353 81:-0.4611512269013572 82:-0.4063729497447686 83:-0.1842652813767164 84:1.058076279916503 85:-0.9799417749486004 86:0.5438644503657494 87:0.5580130342709133 88:-1.026995291186057 89:-1.012815857134496 90:-0.8021521199098989 91:-0.9149856960242894 92:-0.3625821983351943 93:0.3510655140695729 94:-2.012822221548709 95:1.615330384566168 96:0.9736470827578358 97:-0.1611614316975124 98:0.8571036042245057 99:-1.483601752858748 100:-0.04562600119956357 101:-0.06367393040593512 102:-0.1085203131636668 103:-1.277982645108779 104:-0.2180853514607776 105:0.5686199550275024 106:1.601194825738506 107:-1.326889629436008 108:-1.390823882904496 109:-0.2848113883354427 110:-0.5149757917353781 111:-1.104160563251957 112:-1.075724823129236 113:-0.3822810920107784 114:1.224648227278537 115:0.2985703396843651 116:0.2349156775810928 117:0.9991404105115415 118:0.6471628079187599 119:-0.3909433795718999 120:-1.79228937458419 121:-0.7432389639015795 122:-1.370882764987161 123:0.2314527838641456 124:-0.9873356943480316 125:-0.2985663648816075 126:-0.6564773191499192 127:0.599702844639131 128:-0.7161058110833052 129:0.2355602590314297 130:-1.729517674725035 131:0.5034059156524915 132:0.01984866803087801 133:1.991708816676752 134:-0.5300284266236153 135:0.3948873093896414 136:-0.7084702186583233 137:1.996968702636317 138:-0.2362891653798685 139:-0.3080142727881086 140:0.5775866255397381 141:-0.5914259040085941 142:0.4952940523591231 143:-0.000782938206168773 144:-0.1618094675716053 145:0.2163130092642432 146:-0.3026472728193347 147:-0.1281963814646058 148:-0.2505602042144458 149:-1.604853991444358 150:1.106349823004668 151:0.7671886768760694 152:1.466689116749821 153:0.7976751730907331 154:0.8651809737482202 155:1.234243025052831 156:-0.8479030372927266 157:1.155168187904051 158:0.5576992044065698 159:-1.029271290185847 160:-0.3288827389307219 161:-0.1479911762972497 162:0.7947122137489754 163:1.504226171848171 164:1.295730937723651 165:0.8335051493074253 166:1.012243198032368 167:-0.8089601244784311 168:0.6153484517169391 169:0.3379372480912895 170:-0.7602108039493567 171:1.057200406443901 172:-1.289082899093587 173:-1.08444421530049 174:-0.2628323586230522 175:-0.9960835729578081 176:0.3837181508900765 177:0.1309694432285532 178:-0.8947464063708729 179:-0.7972084307970372 180:-0.7889666363702977 181:-1.69366834766636 182:-0.3555597805589168 183:0.9822013115285966 184:-0.3969823482906579 185:-0.129872301067055 186:0.5480549116537045 187:-0.01058980717464244 188:-1.560570922476567 189:0.0051477195987681 190:0.1656446424086392 191:-0.1445308953518396 192:-0.3728517872504883 193:-0.9143221602748033 194:-0.3189779199133838 195:-1.440917587400609 196:-1.177352981456113 197:-0.8107433699069384 198:1.13730777757582 199:-0.1426486551048342
-1 0:-2.363684198091127 1:-0.2434751629892524 2:-1.704739197091579 3:-0.3297470381590675 4:0.4336790517238192 5:0.8362446664171169 6:-1.91085150104738 7:1.767703242152617 8:-1.035088322027685 9:0.3800928233211674 10:0.4630636408067615 11:-0.2294570661893278 12:0.1369776125909759 13:-0.06534538972115371 14:-2.210545505990501 15:-1.24811680964386 16:-0.1232794792039552 17:-0.2049395445118736 18:-2.536255482401623 19:-1.250828824571171 20:-1.373409250083691 21:-0.3741573614506213 22:0.9417346316679087 23:-0.5167335643033527 24:0.7124777238730337 25:0.9373013232173926 26:3.059452296319582 27:-0.3011343575168386 28:-0.3564985087840317 29:-0.9378883369011414 30:1.627259229193824 31:-1.096565758724219 32:-0.03404118808195208 33:-0.8095111140944433 34:-1.72388193965631 35:-1.277645937126809 36:-2.420872628433819 37:0.7731124077497643 38:-0.6185187115611384 39:0.953191165583132 40:1.693186318501129 41:-1.543938195683436 42:-1.448677084951094 43:-0.8957399992546229 44:-0.358046467823906 45:-1.001261150574484 46:1.540295333884599 47:0.09717483068725043 48:0.3180753814470585 49:-0.9765652439062644 50:-0.2683209885188691 51:-0.2195715311278239 52:1.271360546532563 53:0.6062866400054996 54:-2.30254930030092 55:-0.1451805236911192 56:0.6915105795107546 57:-1.475192348859873 58:1.635616013865072 59:2.39623331440426 60:0.811897283375385 61:-1.64573503860022 62:0.3429347638162751 63:0.3932545192517664 64:0.6160041263310625 65:1.64625069184175 66:0.3406806771899479 67:0.1107538285336482 68:0.1472787926262211 69:0.1633513039941181 70:2.784480365701129 71:-0.8894773708539819 72:0.2689189004666049 73:-0.2777551439045527 74:1.197948536294924 75:0.99091607884823 76:1.263083156161443 77:1.443483870570295 78:-0.09745012849924282 79:-0.3309405852178561 80:1.557544390896704 81:-0.4897511664562569 82:-0.328102236080185 83:0.462716558617572 84:-1.351587850508973 85:-1.310012297393895 86:0.4179530105878729 87:0.4717430560408108 88:-0.2380862021894695 89:0.6800177614157537 90:-0.5989272364230199 91:-1.023378464841007 92:0.5485189150624554 93:0.9424457362068082 94:0.3360839697105935 95:-0.3435582414459111 96:0.6736577169126972 97:-0.2894424186365072 98:-3.487494607244291 99:1.647457115437233 100:1.455860121442077 101:1.182017079205825 102:1.805960530607487 103:-1.187671889911186 104:-0.8722069364070463 105:0.819043169839099 106:0.2971329402527788 107:1.430373764539064 108:0.6451102174457781 109:0.06163275501130706 110:0.5639862254856279 111:0.06150000109835959 112:-0.4876734856982102 113:-2.091243064618379 114:0.4498872654019557 115:-0.02437492128274217 116:-0.9927548047814679 117:1.095745207285532 118:-0.9739267531903613 119:1.567271906930249 120:-2.185605931751757 121:-0.6636796636389839 122:0.2546050593916953 123:2.09816142567747 124:1.17360786459171 125:0.8583255647209512 126:0.4492535456948431 127:0.907194630349681 128:1.339016227566462 129:0.2751225041767869 130:-1.506962533440333 131:-0.778909657831402 132:1.306516664755405 133:-0.3420503230791455 134:0.2823005725976641 135:0.06649648018347276 136:-0.09530772971464047 137:1.180109453408668 138:-0.7365096795463456 139:-1.736055225620271 140:-2.044838218459422 141:0.518450522459168 142:0.7527999072886193 143:-0.1772813922343978 144:-0.3606014912594359 145:-1.070811224423678 146:0.4743364435103273 147:-1.567000593153463 148:-0.5982143360615729 149:-1.525735078614646 150:0.3380078451841253 151:-0.7311430553637965 152:1.097469305545545 153:-0.429984752449296 154:0.4006941336511362 155:0.01871926782725896 156:-1.81907971444608 157:0.06276334267881518 158:-1.606639268954702 159:-1.556553791243489 160:-1.802924215361139 161:-2.021966907618557 162:-1.15931855715355 163:-0.113356950739801 164:-0.04577187666748039 165:-0.9019044390260592 166:-0.4067692506820583 167:0.1293424713989744 168:-0.360678469298877 169:-0.2659046194387242 170:-2.290976102286626 171:1.763603216001773 172:1.510736617211853 173:-0.1128825395813414 174:-1.327466379343415 175:-0.4647126053903977 176:-0.4330211382785114 177:-0.4269660945919794 178:-1.395437220179142 179:0.6835254448527136 180:0.4267327344741691 181:1.164827162787719 182:-1.389971138495327 183:0.4344035267721896 184:-0.6054396738748375 185:0.1576317008891661 186:-0.3614897203254901 187:0.959969946907184 188:-0.1860741804310077 189:-0.9870240158039978 190:0.6440545365746018 191:-0.6594797902345497 192:0.04897611648368626 193:-1.281885678640934 194:-0.3748828604611162 195:-2.737906138626278 196:-1.546075987553238 197:1.649998675139903 198:0.2852890963388949 199:-0.2072134106223908
--1 0:1.131376663187191 1:0.1651228269092558 2:-0.5302809890901626 3:1.16144277614922 4:1.187470078233066 5:-0.7152290586082388 6:0.8479281560240518 7:-0.2780222197943327 8:0.1037765598156024 9:0.6320398660145146 10:-1.081224238265292 11:0.8556858357663397 12:1.09425145578964 13:-1.20980399184979 14:-0.5481959009714318 15:0.4038290405442432 16:-2.18158268131682 17:-0.927749999813992 18:0.5357998699337465 19:-2.109495984628645 20:-1.955719169449211 21:0.3051799368758909 22:-0.3079558885061235 23:0.8680280380919171 24:-0.5867631950867214 25:1.739950757335919 26:3.159963486167305 27:1.041812154870472 28:1.71063981279456 29:0.7309148825245737 30:0.2261617486125169 31:1.266353600541136 32:-0.368265679706524 33:-0.6087864524266234 34:-1.286957629103628 35:0.8638083674488395 36:-0.03483101197833927 37:0.793633983557909 38:-0.7258670097822797 39:0.06753980150063835 40:0.04904006231322822 41:0.7901456388516702 42:-1.460713904866282 43:-0.4661461207565338 44:0.5453648851925375 45:1.7355494948277 46:0.3528467268899457 47:-1.00975789816071 48:1.214152339191239 49:-1.112676657516088 50:-1.334605057167535 51:1.2873054864488 52:0.74553983386185 53:-1.101162491948829 54:-0.9016590559738634 55:-1.071887106314592 56:-1.538147800657502 57:0.4655448660314321 58:-0.4040212450723248 59:0.8494684741504829 60:1.242219436796867 61:-0.05964670691625313 62:-0.3149411329580621 63:-0.930408441263724 64:0.1577041144952367 65:-3.252245638291212 66:-1.127886471303678 67:0.1750096525385257 68:-0.3222811786932522 69:1.16785177389717 70:0.9670332437628149 71:-0.4579327621952617 72:-0.09254271220408845 73:1.77675646991535 74:0.08075791648939792 75:0.133177731129153 76:0.02206703201297359 77:0.5461629270110716 78:0.9382598562874829 79:0.8165358861179761 80:-0.01875883615748749 81:0.1307659048783656 82:1.740334630871996 83:-1.419870431854881 84:1.60090648999515 85:1.532795895555038 86:-0.4500742898733616 87:0.495815181156989 88:-0.6899118565312354 89:-0.4159012785376726 90:0.9893166211690914 91:-0.1521038959188744 92:1.987041082145136 93:0.3092893424617004 94:-0.9909399818299982 95:-0.01702129940136066 96:-0.8543183712631485 97:-0.1640631887673432 98:-0.9049502133488756 99:-0.9861580600034894 100:1.619223896337316 101:2.564850973313286 102:0.4964020465112373 103:-1.113750099306967 104:1.260525320732408 105:-0.3049981059586446 106:-1.522918329426585 107:0.03177512586165351 108:-0.1221629079465821 109:-1.199927347773517 110:-0.09849608319505546 111:-0.2312000014704162 112:-0.5537984709604236 113:2.251222733856888 114:-0.3215792336918668 115:-0.2779364161050654 116:0.443055302642259 117:2.146792077718072 118:0.01344604605487612 119:2.054024240748737 120:0.1720530400281731 121:1.377292924555144 122:-1.460502137761429 123:-1.310395263337185 124:-0.3217204346805435 125:1.547477389185017 126:0.9744706896932555 127:0.8486498059070547 128:0.1258035991534255 129:0.6442978434974833 130:-0.7285183793703039 131:1.276440883465824 132:-0.28028113456441 133:-0.7713058434885692 134:0.6195599847403169 135:-0.7705436278215125 136:-0.8193231261106815 137:-0.6062667237031192 138:0.6413330681523891 139:-0.04933895590364111 140:1.023725273562141 141:-0.02529811302141637 142:0.7876050220393744 143:-0.5341999354260917 144:-0.7031837753534624 145:-2.277872221231815 146:2.137725119634206 147:-1.964614755706615 148:-0.1888697368207246 149:0.2613074790644351 150:-0.4511751224329815 151:-1.706600692982964 152:0.3198345641052813 153:0.2063520558116446 154:0.2653944002691057 155:-0.6941237122837254 156:-0.2451471245948088 157:-0.6067527039936886 158:1.007182573960266 159:-0.01894802639172266 160:-0.4067376726383352 161:0.1730760167198431 162:0.5386057450611235 163:-0.6207978876582274 164:0.4438052792841425 165:-2.455492207906096 166:0.852131052887606 167:-0.5333259985271389 168:-1.479008817388021 169:-0.6636245032051933 170:0.7113748950752531 171:0.3687685944396207 172:0.004509601789242612 173:0.5328465506810703 174:-0.7156509575767768 175:-2.231449378300709 176:-0.625728395521352 177:1.210117334846189 178:0.6617234684834353 179:0.7498628750628478 180:0.5416249454042827 181:1.472436280509472 182:-0.3531067619682353 183:-1.291610236037784 184:-0.0230743754742169 185:-0.2661493486821452 186:0.2908576873026589 187:-2.178670123883911 188:0.4898650019571873 189:-0.1656474500636232 190:-1.362259028667606 191:-1.368102209440447 192:0.7608716891428242 193:0.7335256970932382 194:-0.9552520650889179 195:0.6064789914048734 196:0.1005984591786968 197:1.743994289401779 198:-0.8682009020867767 199:0.1377614759758608
-1 0:1.346785268027228 1:-0.9771894149166669 2:-2.150702272236034 3:2.25960451729184 4:0.5313372713668706 5:0.5986253980045031 6:-0.3333168004551307 7:-1.318094820319392 8:1.061865715654583 9:-0.6703243118004323 10:0.3093746167391511 11:-1.122589844562421 12:0.9746659000310194 13:0.04280442328571822 14:-0.2351398913592594 15:0.8746356309200837 16:0.09200078754235333 17:0.856558110813847 18:0.2595770135069556 19:2.05587807308258 20:0.344340298034192 21:1.314810983039256 22:-1.190071701799633 23:0.07416751181044853 24:2.160879902284885 25:-0.6817401484544263 26:-1.555533756939576 27:1.847181196960354 28:-0.6381400887886015 29:-0.4277938890561815 30:0.2996843737718049 31:-0.7470270064522104 32:1.697225647672217 33:1.648092626104107 34:-0.195860751182749 35:-0.572747726265486 36:-1.647981572764805 37:0.1471822924073935 38:1.615898386506816 39:0.215561024269973 40:0.8901718902238096 41:1.26088206962127 42:1.164478811331673 43:1.199532013027608 44:0.3387896477383159 45:-1.013233830209686 46:0.4709784946843487 47:-1.294520119930512 48:0.3096676215788631 49:0.0918671443199761 50:-0.3536852498236673 51:-0.02969270354789446 52:-0.7158212366709588 53:0.06638770916915714 54:-0.7779983750374447 55:1.637001911623283 56:0.06789884361369948 57:-2.010719285765726 58:-0.5444426699453351 59:0.2576697753714645 60:-1.218653251084188 61:-0.2431450227421744 62:-1.033027006391982 63:1.382587428781672 64:0.01391305712437156 65:0.4000093548859571 66:-0.7763224269726915 67:-0.9619918386350201 68:-0.5615985373729336 69:-1.027316590771498 70:-0.2327955808734278 71:0.4492356878933516 72:-0.2664279623841362 73:0.7758596368458119 74:-1.071487023872749 75:0.452211151388114 76:1.686269501201524 77:0.958697987074445 78:2.224656360924854 79:0.7673586317432237 80:1.649147359635091 81:-0.9719257348442957 82:-0.4866563716518217 83:-0.108559388820869 84:0.9354512502573832 85:2.58722357957468 86:-0.9784382568601462 87:-2.224796881489102 88:0.03143087345056703 89:-1.855828975962985 90:0.0524148678087316 91:-0.7405528662152868 92:0.7849665239577042 93:0.1801497480918737 94:-1.67592022008411 95:0.02882722333472095 96:-0.4754978856690901 97:-0.3964724444265004 98:-0.9032706809643715 99:0.6054800506398487 100:1.327278580499321 101:-1.458368810914679 102:0.9978731685121627 103:-1.19647261376992 104:0.8188256370425563 105:-0.1242813024589358 106:-0.1791330012898395 107:3.040953599479175 108:0.4206718774615323 109:0.5252208614282835 110:-0.4477429059657241 111:-0.4983385632091778 112:-0.7713230567721661 113:-0.3771113872557537 114:0.3442872714664519 115:-1.273441713991777 116:-0.2761771057744035 117:0.3277477610861134 118:-0.1564483487809651 119:-0.6059034526149143 120:0.1665883489670149 121:0.5034036142687973 122:0.9337282900727404 123:0.7698763874990286 124:-0.1088498832508776 125:1.588974311577773 126:1.05798165448825 127:-0.002664701013625552 128:-0.4046979561041649 129:-0.66326268695553 130:0.04277886981773918 131:-0.5200111574164182 132:-1.783690046578518 133:-1.123660808034153 134:0.5837849866337677 135:-0.3471696700974707 136:0.05012202006710069 137:-1.423818925303986 138:0.5127603272351213 139:0.3195616549791491 140:-0.1656740934929175 141:2.235786698717476 142:-0.4008014630685282 143:0.3575265840007274 144:0.7133225449572537 145:1.187304702271152 146:2.035670946179616 147:-0.5003619385788296 148:-1.168523578496466 149:-2.057541556830265 150:-0.8958146028234533 151:0.740700001839397 152:1.355014683593972 153:0.07681613689121307 154:-0.9157988116737574 155:1.024338664376747 156:-2.135529381524764 157:-1.122664100342422 158:0.8355307958599421 159:-1.177618145878721 160:-1.160501886810161 161:0.05675138228302223 162:-0.06373882753491493 163:0.8064932821988147 164:0.3761119258776582 165:0.7909948369193387 166:-1.861496773508419 167:0.4558189987085522 168:0.8260853889275271 169:0.1960302597324109 170:-0.6669384734308101 171:-1.957212918212844 172:-1.593155593136633 173:-0.1007022688529374 174:0.3328694275797053 175:0.8007291912001083 176:-0.2597902845697899 177:1.26892590904745 178:-0.5159737507885908 179:2.336709365929034 180:1.733983078524784 181:0.9752516715998485 182:0.3245062316462416 183:1.046402899573171 184:0.1627617803459639 185:0.9736726324710639 186:-0.7395864811818119 187:-0.5732560026737626 188:1.171793442707097 189:0.884547599166623 190:0.2290785386748468 191:-2.979983810029633 192:-2.407532275455163 193:1.335764372078577 194:-1.277946054121018 195:-0.5787911680695139 196:0.7736495797629681 197:-0.3093543608622167 198:0.2930196078175096 199:0.6115169241987399
-1 0:-0.3274276178689337 1:0.1677376700676743 2:0.6722322529666317 3:2.072307091643451 4:1.426050689019604 5:-1.349110483039182 6:1.616200528604318 7:0.4353490685593493 8:-0.5263699205363218 9:-0.7447184596190987 10:-1.274715870791749 11:-0.9367092986551249 12:-0.2588215679849697 13:2.570462181247099 14:-1.481287464854562 15:1.189587533729449 16:0.6820080406665888 17:1.423389919438075 18:-0.6704911912593083 19:-2.069368565994732 20:0.3819024866328719 21:0.1233306425511482 22:-0.711585895632039 23:2.086738690023454 24:-0.4715277926334931 25:1.487401023678745 26:0.169707579698463 27:0.7381990958334406 28:0.8929901498146571 29:-0.5245144905282215 30:0.4722395163976083 31:-0.0659096453059274 32:-0.04275578522979531 33:0.5116854730248268 34:0.131125101525737 35:0.2964936463813619 36:2.309445735469721 37:-0.5026006247506375 38:1.278602215959955 39:1.518007870018674 40:0.6563972319351784 41:-2.187120955875308 42:-2.09482463438062 43:0.133839183906558 44:-1.505472521667158 45:0.4431816704617227 46:-0.8788092802848313 47:-1.087338619234097 48:-0.502377789566998 49:-0.4682513895804585 50:-0.3782394986564441 51:-0.9000605129246773 52:-0.3626505702532116 53:0.04254502924056986 54:-0.06991203972222358 55:0.3122454612204938 56:-0.3923258278877513 57:-0.571616000323787 58:-0.7142523089291021 59:0.4217033924329753 60:0.07342565531339677 61:1.561469456280108 62:0.07932503033505833 63:0.3565702677458497 64:-1.952300919681365 65:-1.325929267734945 66:0.07654702376368061 67:1.581016490801147 68:0.2435367052757073 69:1.273076748609746 70:0.2556164154996445 71:-1.241591600043752 72:0.8937921630431489 73:-0.1519239172222046 74:1.657284064219485 75:-0.847545719989576 76:1.030467216843004 77:-0.9974709119301122 78:1.086594238417771 79:-0.1169592472434853 80:-1.735382367967528 81:-1.211352832353426 82:0.9307069334442568 83:1.863545072305014 84:-0.02212102801677501 85:-0.2913731485486395 86:-0.898873293967248 87:-0.6549013393648241 88:-0.08165501284644319 89:-0.1220434670688027 90:1.146004994304776 91:0.538657296516403 92:-1.277829471364822 93:-1.777986923060652 94:0.869152767634927 95:0.279308428797172 96:0.825389702880362 97:-1.075471338593149 98:2.85075402511933 99:0.01277791508009172 100:-0.2196620956547769 101:-0.00852238430385336 102:0.2525614579054257 103:-0.1113185587311714 104:0.1836254571229802 105:0.4565264657214345 106:-1.799146714476536 107:0.333085727594748 108:-0.9477902025558484 109:1.464645937967561 110:-0.3201525222864206 111:1.208993189622778 112:0.1510617051455333 113:1.776335221292205 114:-1.431997863594557 115:0.6316940642963293 116:-1.179000978160476 117:-0.1183105445520675 118:0.2443130402681432 119:0.009489755199838169 120:-1.066419649250113 121:1.544794230409535 122:1.251350150887791 123:-1.286065713823003 124:2.817959270717204 125:0.4656169462226212 126:0.4135667959949216 127:0.7757044758294331 128:0.7834701703623426 129:-0.5652033974920078 130:-1.687581085235094 131:0.5899887911367145 132:0.6791936662444138 133:-0.5503217492524733 134:0.6984799865452317 135:-0.8176972646416414 136:-2.010805133798974 137:3.035606460691143 138:-1.809780179587164 139:-0.04642404419609762 140:-0.695891103440934 141:0.04069323368314971 142:-1.808240408417905 143:-1.234575084080856 144:0.5142343527710408 145:0.6986804470115351 146:0.5278931510565521 147:0.0570709104897078 148:1.070357595012416 149:0.003907543219921717 150:-0.9681136948517 151:-1.147836138771969 152:-0.7140661680895082 153:1.367036734777539 154:0.1470568093870776 155:0.2118367934189924 156:0.2548793963990938 157:-0.875931631143597 158:0.8438539249977177 159:0.1281786444820873 160:1.337198845861154 161:0.3275368123643903 162:-0.4534612819856538 163:1.037859388202989 164:1.352914312098996 165:-0.5656756219406693 166:0.734933404281556 167:-0.9898459215169974 168:-0.2996827331326849 169:-0.6126054632847731 170:0.3406317071158577 171:0.1641028867536869 172:0.2854366535570494 173:2.12828488900452 174:-0.2802905087097112 175:-0.02638385324000408 176:-0.3737898948044999 177:0.5531106751847946 178:-0.7771254129507666 179:0.3956041556516238 180:0.572815317368262 181:0.7061683676274026 182:-2.027604440193053 183:-0.5368013008171354 184:-0.1872372143184357 185:1.421740606973088 186:0.1988908171169203 187:0.5168541418779501 188:-1.255125365142825 189:1.293813719716998 190:-1.002063947729444 191:-0.2256279692187134 192:0.5629791799435704 193:2.707106860668535 194:1.340893301027835 195:0.9101262747530567 196:-0.4843317567264709 197:1.400152849362 198:-0.4810422279595149 199:0.1329545307442095
--1 0:0.8302134856480505 1:-0.1048540682982709 2:0.06427540848834087 3:0.4998672211606326 4:0.1101637077661636 5:0.2580853355071873 6:0.9554726753374098 7:0.4988229205659354 8:1.37847395362368 9:-0.496995707385716 10:0.4864314591335786 11:-0.001100774472986058 12:-0.7290088621554637 13:0.8892764481336949 14:-0.6221243205395641 15:-0.8017352965366662 16:-0.1308298252122443 17:-0.1894893291888373 18:2.522162275716433 19:-2.207159341991542 20:0.06688156200605211 21:-1.653805748009159 22:-0.6402555901896577 23:0.1175941983787915 24:0.08565387083126504 25:-0.3398822642179022 26:-1.10362493418772 27:0.8842257409484552 28:-0.588823379948344 29:-0.08202356276960071 30:-1.763119844293459 31:1.116155945839377 32:0.8924172034524358 33:-0.1535357836337179 34:0.4906940052759374 35:-0.5608635572307026 36:1.341548619088731 37:-2.69179894781612 38:0.4497418352950403 39:-0.06949878273423304 40:-0.6426394475856002 41:0.5144640972220303 42:-1.183514826933793 43:-0.1837190280247829 44:0.7357254515242952 45:-0.3453795021566611 46:0.6948116995137209 47:0.1123688409692187 48:-0.4311379205749139 49:0.4766631911804295 50:-1.09267678491149 51:-1.605466892660568 52:1.351562537645758 53:0.4260446443263297 54:0.6681713393715852 55:0.3669297441870198 56:-1.070474496611489 57:2.374364410876729 58:-1.51539551182449 59:-0.6790828628756863 60:-0.5887443518495098 61:-0.1420972357391929 62:-1.309759802474139 63:0.5090350460610727 64:-0.1703266212985459 65:0.8196237664537231 66:-0.7096489748152454 67:0.4453847090292773 68:0.003735640208567472 69:-0.5247756614921348 70:1.323686020910233 71:-0.9327442835171982 72:0.1621083859507186 73:-0.237178129389814 74:0.5668252969013309 75:-0.8406262838561678 76:1.912731847277041 77:-0.5432440705818775 78:0.4183966239117581 79:0.2884701557360725 80:-0.1311741954999298 81:-0.4585110574687323 82:-1.223828560612981 83:0.376210863313508 84:-0.1590867824165452 85:1.360841478509518 86:-1.521874240529801 87:2.965178845350308 88:0.5882609468272283 89:-0.1132666856505248 90:0.4298459579306146 91:-0.4066597895270923 92:-0.6834452480401244 93:2.589560941065693 94:1.38624553713218 95:-1.16709382564799 96:0.3799126605237606 97:-0.2630225541815228 98:0.2314373285984968 99:-0.484284018065691 100:-0.06582144471962822 101:-0.8826038391399899 102:-2.152770278965547 103:-0.4983284296140105 104:0.7107561078541798 105:0.6343963084382191 106:-1.001592539246113 107:1.031604708721056 108:-0.6340917415735824 109:-0.0729773584645291 110:1.52737064573004 111:1.813319548619395 112:-0.246234647250835 113:-0.8774443537499671 114:-0.2540820319076756 115:-0.04090421197286113 116:-0.9177287982631378 117:-0.7611269877212422 118:-1.389463713165425 119:-1.592306819642723 120:0.02662316506183006 121:-1.667560620004156 122:-0.2904337326686116 123:0.580296013812364 124:-0.5159024069712589 125:-0.868113294806524 126:-0.4929738197147855 127:-0.8670223614004936 128:-1.015685057449751 129:-0.2035505097466593 130:-0.0372027283636876 131:-0.8524677168509491 132:0.0313739948737744 133:1.408912431867155 134:-0.5565155647619111 135:-0.3125092534138495 136:0.7980866934032188 137:-0.9169071534012591 138:0.9250843115511679 139:0.9514759822158648 140:1.111390095360185 141:-0.4216123226246476 142:-0.766135860056613 143:-0.5040158710021826 144:0.1106113043182855 145:0.00875110664959684 146:1.128999053919782 147:0.2874033647261096 148:-0.5987004006248349 149:-0.02934377915836867 150:2.536779738013669 151:-1.153358910497511 152:-1.059032935680089 153:-1.372529535069924 154:0.1103426651123191 155:0.3508209142056239 156:0.1197132257282212 157:-0.3077838028985337 158:0.3241088788785837 159:1.432415200414532 160:-0.6196607867379007 161:-0.8583432977921056 162:-1.382545486009779 163:-0.1472085960486095 164:-1.071720337984246 165:-0.7091429895903933 166:1.385529783334227 167:1.308184233766886 168:-0.43340663037444 169:-0.1141160132562875 170:0.1994737911467867 171:-0.05945557421679023 172:0.6940509670633342 173:0.2824632157350636 174:-1.220652176573797 175:-1.087661837547742 176:-1.250353360420947 177:-0.2269470682061117 178:1.48051900274131 179:0.06605087453998655 180:-0.7311879100760306 181:-0.6866335193838786 182:-1.460989940341372 183:-0.9336671496358943 184:2.074205395612398 185:-0.9339754569720183 186:0.2909009012609288 187:0.2630822137763981 188:0.4828753238923639 189:-1.145383102866506 190:-0.5816356590282181 191:0.07540652666199478 192:-0.2662500757788509 193:0.1273401498298861 194:1.115346445627792 195:0.363215344689535 196:-0.6715488965493345 197:0.6610258471879144 198:-0.3350953110831529 199:0.2989960347620279
--1 0:-0.3085163166105098 1:1.092168105683882 2:0.3054827100132074 3:0.2675769002023315 4:2.106470431573953 5:-1.642684262776168 6:-0.1348881304019639 7:-1.425709519748535 8:1.25427723575542 9:-1.729232481476519 10:2.531624181072556 11:-0.546430697692277 12:-0.111165912545056 13:0.3341964046442709 14:1.591993455579089 15:1.093052826642527 16:-0.1964985290919965 17:0.148372227631311 18:-0.07766623473889961 19:-0.8576131679246664 20:-0.881579719271059 21:0.43283284779727 22:-0.5324408635116181 23:1.122890906436492 24:-1.603422201355517 25:-0.7432594093930528 26:-0.7172365734408006 27:0.3991838549943438 28:0.4868620112775768 29:0.09464138368977786 30:0.02456103486932085 31:-0.01444680312634961 32:-0.9782591386108742 33:0.4356361458838663 34:1.355147012458205 35:-1.406720231278207 36:0.5557454961928787 37:-0.02199478949406675 38:0.2806525383053857 39:1.660876942864504 40:1.364640855962039 41:0.9495841171754171 42:0.48703538623154 43:0.2802147788409708 44:1.165956519031959 45:-0.01139313892376204 46:-1.868459681966066 47:-1.893663241716983 48:-0.1465423351700104 49:1.155205130199249 50:2.693450056854413 51:0.3723085666926029 52:-0.3594894211765054 53:1.03943805312409 54:0.4228991315513837 55:0.5747277436620616 56:-0.1030437748209377 57:1.108595952263214 58:-0.2195114042454654 59:-0.128863799196846 60:0.3175587368018828 61:-0.9266083798354875 62:1.430183360688718 63:0.1147278754841122 64:0.4066111167976474 65:-0.8353020740082153 66:0.2441546848491352 67:-1.1182807480836 68:-0.7516311661513584 69:0.2403093871208161 70:1.068471974385845 71:0.1393027696068082 72:-1.704788196517092 73:0.4813683442233462 74:0.0848095663994466 75:-2.323795171873037 76:1.544482693772188 77:0.2030197250328605 78:0.7964587062097083 79:0.696498252827099 80:-0.9577610877549692 81:-0.529738014578333 82:1.360127060354779 83:-0.6214656464702357 84:0.785119101544968 85:0.3935576302207369 86:-0.4385768154365699 87:-0.2941831324028325 88:-1.278533395985014 89:-1.035236495066871 90:-0.04192688361048939 91:0.3670713554161407 92:1.347282381017407 93:0.9462349235232536 94:-0.2033434769343311 95:-0.2380886690310408 96:-0.4702130836283538 97:0.4897189426171896 98:1.326102053134267 99:-1.274782910795883 100:-0.1513324470895607 101:0.7879250357777152 102:-1.223826890692712 103:-0.03672694549165723 104:0.7799434687742195 105:-0.09730653806264217 106:-0.06313890016223997 107:-0.4120556165234788 108:-1.31899753206027 109:1.180953452928446 110:-1.522112262734897 111:1.527818641396509 112:-0.8476228244597972 113:-0.6914319530085742 114:0.7746988804068623 115:-0.05331987810402611 116:-1.033241324494405 117:-0.9932436847666897 118:-1.087329340490171 119:-0.8481887319634112 120:0.9420401169611238 121:2.037945218588364 122:1.881941768997652 123:0.6734306193996997 124:-0.9131343503910653 125:-2.345299387861463 126:1.067606876756783 127:1.393797434355755 128:0.529524022037797 129:0.9026512570015913 130:-0.2401952049456795 131:0.3895882664944432 132:0.2721229895741569 133:0.1367979651276895 134:0.5132327218051392 135:-1.976659582037508 136:-2.038813425475717 137:-2.100159408085651 138:-0.4248844385973284 139:0.5121510681005415 140:-1.63985716012115 141:1.238721323500339 142:-0.4016355292470787 143:0.2521142330062243 144:-1.726603689218409 145:0.3707119488882392 146:0.03489597689368092 147:-0.6826652905795454 148:1.069715639167254 149:0.2995281267050856 150:-0.1178329194041986 151:-2.670109142317314 152:0.2816776834692506 153:0.8041013514697994 154:0.9326036203725703 155:0.2687745801489689 156:-0.6166642600062302 157:0.5385955576056071 158:-0.5479090176310403 159:1.530267883561438 160:0.7983251718936117 161:-0.7425756062506006 162:1.30877554600236 163:1.409076926102632 164:-0.5734703831410634 165:1.092716507330542 166:2.325710838029026 167:0.1527833113210393 168:1.49462079959894 169:-0.6381737383755827 170:-0.9236196627656926 171:-2.342713366239731 172:0.3493002594284319 173:0.824865112351609 174:-0.2983643995138268 175:-0.2085897435894228 176:0.001073966429681088 177:0.8322316292731619 178:0.1944324140706108 179:-0.9954507660070812 180:-1.287433382511401 181:0.9486157246015329 182:-0.7498534684826602 183:-0.7682498705602262 184:-0.7961870789820398 185:-0.494668042038907 186:0.4370320474924397 187:-0.2121449667995229 188:-1.971471313616957 189:0.5980274741363428 190:-0.1123134626366812 191:2.259778147842897 192:-2.608307874055542 193:0.2563819773146864 194:0.9995441108502644 195:0.7351788807977269 196:0.3714251576081272 197:-1.555459130399095 198:0.447414517303737 199:0.4370315459743779
--1 0:1.553307139987055 1:-2.390627095314449 2:-0.6376777993683017 3:0.7173257735489502 4:-1.218629209190094 5:0.8804403332000117 6:-0.5964319122606118 7:0.5666483780331968 8:-1.995581550602528 9:0.1630249360188769 10:2.257003802604521 11:0.7052420520425593 12:-2.001057329327422 13:0.6314167796602665 14:1.730029753058285 15:0.264979626081019 16:0.2388892341793504 17:-0.2003278315456476 18:-0.384059769996152 19:1.530018691446107 20:0.9700964196019599 21:-0.05615446816358814 22:0.2590742704248786 23:-0.1909674338335863 24:-0.7848440112516348 25:-0.1273437820814158 26:0.199482045063425 27:0.2834733688083113 28:-0.7285297193044133 29:-0.4585526229351051 30:0.2590876859246334 31:0.9750621638060324 32:0.7784889101422818 33:-1.620162313521296 34:-0.3946768986842893 35:-1.783983661948658 36:-1.053478181412427 37:-0.6920084073548449 38:1.399510174623719 39:0.422243337123188 40:0.003249076145433326 41:-0.7984880853942811 42:-1.958904169639484 43:0.4413260374819936 44:-0.6670073348101638 45:1.094475433141719 46:0.278821815242096 47:-0.1032538830572642 48:-0.09100360282259419 49:-0.1813514058343989 50:-0.3375156977570063 51:0.4976748560696161 52:0.1574132351302643 53:-0.3074810747007317 54:1.302439676744133 55:0.8041378631936118 56:0.8090139305634315 57:0.7346349748044732 58:-1.066143345053015 59:-0.8054609889864824 60:-0.5119111038193676 61:1.674071402297015 62:0.8676167822112677 63:-0.6733804173215593 64:2.446570245979935 65:-0.2975725106089343 66:-1.265409930710335 67:2.039466683736188 68:-0.1656001746657246 69:-1.209191744377186 70:-0.7206721251086023 71:0.6466471864575902 72:0.07995009673612644 73:-1.107451603896282 74:-1.175679477735665 75:0.1247001669821534 76:-0.7332019231709727 77:-0.942498441676312 78:0.6196903108363183 79:0.7578056134420931 80:-0.1649893756611543 81:-0.2075094125938655 82:0.8030771867556961 83:-1.590991383401613 84:-0.5102692736033337 85:0.4712700662266315 86:-0.8652145481092344 87:0.5081943040057103 88:0.9875004865129966 89:1.269146274872932 90:1.364671560354533 91:-0.2638084028844052 92:-0.1191888916998063 93:-2.602895596581091 94:0.8881561763355489 95:0.5977347676131414 96:0.0441436922627706 97:0.9362678514000716 98:0.05554965270510794 99:-1.864117591610539 100:0.6533431593881031 101:1.020169139999193 102:2.159079484420106 103:-0.9017891838775132 104:-1.008549995540581 105:-0.1198738525924977 106:-0.2587399856169299 107:-1.539346685134578 108:-0.2956818296984329 109:0.4996035694570443 110:-1.078292879821765 111:-0.6794632936746791 112:-0.211797666541249 113:-0.2061787091849226 114:0.2644994604512144 115:-0.1128962861143648 116:1.194963699807108 117:0.007034462836374719 118:0.02495954155918979 119:-0.3734461644654659 120:1.511213865450873 121:0.1447283723322899 122:1.479775508212297 123:1.41389078440093 124:0.8842978899500528 125:-1.007721229038159 126:1.550508064921436 127:-0.7472555092697563 128:0.2439087496446237 129:-0.0130773243644114 130:0.7427380270782628 131:-0.016255366727792 132:-1.332103139727198 133:-0.3127460091385783 134:0.688213412663397 135:-1.152448607587065 136:-0.7295743938035112 137:-0.3751550641246257 138:1.283141120345314 139:-0.9240421744132117 140:-0.1526083737801726 141:-1.149133522390502 142:-2.019740297336734 143:-0.9778930451598278 144:-0.1327739820293639 145:-1.490541514487236 146:0.5984625467840102 147:0.06223958550042805 148:0.1684104490143806 149:1.322827968048795 150:-0.8668409534529822 151:-1.168049428659657 152:1.369036308397159 153:-1.937223149488901 154:0.4424032900942119 155:-0.669309025380546 156:-1.448678850952404 157:-0.8955300331363556 158:-1.35759783504643 159:1.35700271371828 160:0.2457776853204667 161:-1.5514368706246 162:0.4180153354396379 163:-0.4731741580886565 164:-0.652676910567773 165:-0.06138131684623057 166:0.3346967199612966 167:-0.2932326575194323 168:-1.865948242812558 169:-1.834798913233054 170:-0.03813022338944611 171:1.035028102138471 172:1.890326740500877 173:0.07040118429443637 174:-0.5776307652034501 175:1.01156410102217 176:0.5514695111689709 177:0.2118258711628673 178:1.209498372310211 179:0.817824045078217 180:-1.345758206033299 181:0.6355656868979809 182:0.2022249736336047 183:0.7485610760542478 184:0.4944737662474704 185:-0.2005116329444474 186:0.3623333745703117 187:-0.2000276778234787 188:-1.108949936613091 189:-0.2432398887075108 190:-0.8083027866392704 191:-1.44303690689521 192:-0.7377571207494874 193:-1.107787217733045 194:-1.306655863767481 195:-0.6053078435169694 196:1.09731487062549 197:0.6119696406446904 198:-1.473069920084512 199:3.378361433920021
-1 0:-1.037142196803405 1:0.01313760032075434 2:-0.05661981297742847 3:0.7667532613810679 4:-1.036917287553838 5:-0.7336846375144638 6:-0.9122941371627803 7:-1.807473628628435 8:0.6236329010999245 9:-0.1548852281279449 10:-0.02523761675176316 11:0.03325379835349495 12:-0.9078676208071881 13:0.9289341858923583 14:0.4749361267776208 15:-1.240495801801633 16:0.9974710881627675 17:-1.665043988080307 18:-0.6462829058888673 19:2.681259695439894 20:1.229765000936073 21:0.7215886509187267 22:2.027434200366079 23:0.08329095820480045 24:0.349394653805193 25:0.4352424834252999 26:1.198464811158136 27:-1.390497993879159 28:0.7903282175176182 29:0.09973412816573742 30:0.6408833150724158 31:1.495538421032755 32:-0.6056691009526182 33:-0.600709045123772 34:1.504384099285825 35:-0.9901683877478932 36:-1.526145451953175 37:0.2649135213877629 38:-0.0737057694931411 39:1.689970538339871 40:-0.3000643394430288 41:0.05310510530579363 42:-0.04373589268254152 43:-1.53475172892229 44:-0.0701263482084204 45:0.4802506996819647 46:-1.136737695385046 47:-0.5111707214241686 48:-0.0729853282082711 49:-0.9845515101842556 50:-0.7183647940163026 51:-0.2874779806771539 52:0.1577413758672145 53:-1.591439304980656 54:2.426161735175921 55:-1.104971011236992 56:0.6454772508003155 57:-0.6075881954635025 58:-0.6299780706870478 59:-0.186848339061585 60:1.075693707819641 61:-0.7455359985218679 62:-0.3080237720485469 63:-0.1461959704956451 64:0.1152972810388684 65:0.5038693205431592 66:0.2365938808683254 67:1.262173661468927 68:-0.6008385092897535 69:0.439734013733083 70:0.4959460444800468 71:0.4667246109633742 72:1.191452078055482 73:0.003740122470768745 74:-0.3703073097284781 75:-0.4424298608117066 76:1.090624393908301 77:2.671681723786564 78:0.4032637708750694 79:0.9852976868719252 80:-0.3182301188235329 81:0.4146831745846994 82:-1.864898278350828 83:0.5221159464623367 84:-0.2394562647288342 85:-0.2845474531229798 86:-0.4483490820063705 87:-0.009941467156218759 88:1.106995728883166 89:-0.1629594868889976 90:-1.286346512755529 91:0.5235596705019724 92:0.973929087697759 93:1.891309177120269 94:-1.536311240295511 95:0.607820153827925 96:-0.5027377866309121 97:-0.7955517160835366 98:-0.2678217698269016 99:-1.059147509623405 100:-0.5265394708407708 101:0.2212377484198314 102:-0.2666108563705482 103:-0.2016949272664918 104:-0.5185469113316541 105:-0.7300747793295567 106:-0.8262860620115181 107:-0.5764549129890669 108:0.3545381608433812 109:0.05400698507772693 110:0.4556409629472954 111:-0.214771019532441 112:0.1502144970685245 113:0.05516811218898305 114:-0.985413788458265 115:-0.4670835454343444 116:1.364368702533787 117:-0.6340049237076902 118:-1.273759810503639 119:-1.181470714316146 120:0.09555330328605213 121:1.366252341005275 122:0.9699101569526855 123:-0.4146055392431741 124:-0.4100028973361481 125:0.7289218288081841 126:2.14569304616843 127:0.1540200991488884 128:-0.07902702282173202 129:1.107530816523248 130:-0.422184203255467 131:-0.1395355498053031 132:-0.1154646994014758 133:2.016953804782788 134:-0.6294643104537179 135:-0.7131517393805666 136:-0.2269211512575859 137:0.8524288170088737 138:0.9432690148384379 139:-0.397285042848705 140:-0.04046561473163995 141:-2.033072033432407 142:-0.4630173309171353 143:1.760009577421986 144:-0.6704146897694554 145:-0.4316513572891079 146:-0.7580741066203076 147:1.353710890758918 148:0.8486366642166826 149:-0.4216201655058467 150:0.6109564916182423 151:2.027624081687602 152:0.1759623422052958 153:-1.01914293861714 154:0.8147356950685614 155:1.155762404183131 156:0.9942842410452878 157:-0.3565051570998886 158:-1.233992534975081 159:-0.2059762504920267 160:1.206069731815074 161:0.6190838758398181 162:-1.119382812221748 163:-0.7532664579539023 164:0.2656322286908688 165:-0.2095416911295687 166:1.463082726077378 167:0.1341319884300185 168:-0.8130165333282995 169:0.1719651549788858 170:-0.8498998856628124 171:0.3782794754253673 172:-0.0767883765804994 173:-0.3424136895594429 174:-0.4413201551156304 175:3.018982054979586 176:0.5761521212098838 177:-0.606388650627886 178:0.5267156170692141 179:1.61991723882345 180:0.3446281866419 181:0.3905180826197598 182:0.01474372954069765 183:-0.4887406996171002 184:1.512218781700048 185:1.816953217934401 186:-0.1834523664159835 187:1.331671205525626 188:-0.4884607488306395 189:-0.2386505065727114 190:1.000289848032321 191:-0.04398808786716675 192:0.5653498747188449 193:-1.687146358938305 194:1.761071081584058 195:-1.010692015101367 196:1.376459744086477 197:1.275187501459328 198:-0.5887760795936051 199:-1.460388936258836
-1 0:0.2991775826567768 1:1.44721766517832 2:-0.3297490280512824 3:0.7267548202093315 4:2.114205519856669 5:1.579592350804213 6:0.2703032335399094 7:-0.4641860560542641 8:-1.362080979312965 9:-0.4329316531426665 10:0.3904941412195506 11:-1.141541640756041 12:0.5090091791150939 13:-0.6026480947000925 14:-1.214492055373597 15:-1.781675079692981 16:0.5857531458775682 17:-1.684872905349338 18:-2.500226363128569 19:0.6443362507699195 20:-0.6800874236531903 21:0.8079340009238974 22:0.5619747206984999 23:0.9045571670928201 24:2.366978428725527 25:-1.704028355415087 26:-0.5767017934323245 27:-0.5743805552063134 28:1.602575244872422 29:0.205312286303947 30:0.7344751091482423 31:0.628262369288609 32:-0.7031312103145152 33:-0.05393979972498275 34:-1.338879580184718 35:-0.4970506976684829 36:-0.6033090499368551 37:-0.7601328258590268 38:0.1035363350852911 39:0.6705947500223038 40:0.6875295387299224 41:-1.338580311516794 42:-2.769561387080723 43:1.439140439520418 44:-0.3848406165354296 45:-0.02031876622718622 46:-0.2807690164812294 47:0.3946720400445284 48:-0.9916349705036634 49:-1.499687912048824 50:1.470020747205919 51:0.4885583339310948 52:-1.048833644235508 53:0.2143634195961776 54:0.3773471580901137 55:-0.4907992032810712 56:0.5166934485007392 57:1.327006145112232 58:1.747362830216379 59:0.8253796065358345 60:-0.2597500351380905 61:-1.088411369517859 62:1.325127837394329 63:-1.858770371922752 64:0.0850981319407695 65:2.029322048273264 66:0.0251779920483672 67:0.1516582848620448 68:0.5693111535322286 69:0.7576604373926674 70:1.14008485516521 71:0.2559236774788416 72:-2.072470154549928 73:-0.3528978894960723 74:1.677450739790941 75:1.073887215552841 76:-0.5587392927068998 77:0.008046891712463056 78:1.080788550753276 79:1.323385794812887 80:-1.448039456478328 81:-0.9151102177145785 82:0.007749545778846468 83:-1.606962229391511 84:1.447526711288723 85:-1.841041046754032 86:-0.4275614684332741 87:-0.7329636768195114 88:1.061625898709931 89:-0.5828494952341359 90:1.598818444702738 91:0.3678709568601712 92:1.243772901841899 93:0.5678095961089868 94:1.623513528562255 95:0.2523753093577063 96:-0.1778539776090353 97:-0.8708501086027884 98:-0.7071406329765944 99:-0.05142168185068102 100:0.4370358557607822 101:-0.7218076079491765 102:-1.905951947972831 103:0.03086993134908698 104:0.8065259298798895 105:0.5081927832881432 106:0.4595846741863217 107:0.496710135587765 108:0.06021977017641752 109:0.1524614340817085 110:0.3568885042934288 111:-0.9086366388417543 112:-0.06522793861919864 113:0.5768047669720355 114:0.6633432118989511 115:-0.04539835843688846 116:0.1177353657071353 117:-0.848561510164581 118:-0.8630354210492822 119:-3.145571908656329 120:-0.8719620972707564 121:0.7395660552555043 122:-1.487267421619697 123:2.171663096567469 124:1.18706953494253 125:0.1274284926844623 126:-2.366753399762531 127:0.3098557163511118 128:1.340500615024666 129:1.621295674798567 130:-1.440301800577671 131:-0.5156322653656114 132:-0.674450553977096 133:0.2042685686394805 134:1.095663893045004 135:-0.4170283233048695 136:1.98867075203483 137:2.250745749144829 138:0.3219155109581175 139:0.2046584974775069 140:-1.843655228049642 141:-2.041834545649128 142:-1.031037369216244 143:0.8738144687368854 144:0.1148715420030766 145:1.963621849269404 146:-1.495908974460772 147:0.5025327727860578 148:-1.257053380311242 149:0.7805833338193936 150:-1.047857769424486 151:0.4838689631870803 152:-0.3397498302933323 153:-0.8117272056168372 154:-1.40323236814503 155:0.04885038237600898 156:1.172369635195843 157:-0.2388557735493747 158:-0.310731471263237 159:1.0001917178383 160:-0.6149990557502575 161:0.09266227458541905 162:-0.2160071105630739 163:-0.4008288992027613 164:-0.3400300294949476 165:0.2285527497349498 166:-1.124165205057762 167:-0.7339920159308057 168:1.008580483956258 169:1.406674596154804 170:-0.0443034904352056 171:-1.003081870255934 172:0.7620802405622396 173:0.3761716938304034 174:-0.3852760487061739 175:-0.1116404027880061 176:1.096350980626128 177:-0.4482421679962859 178:-1.635520310053429 179:2.553010643473562 180:0.1460354324529315 181:0.887451644808015 182:1.157274740944465 183:1.007411685088878 184:1.529636107780683 185:-0.9474217600337578 186:-0.9522349935398494 187:0.4390611278864254 188:0.490871634642716 189:-0.1589744618280813 190:-1.123966960703606 191:-0.2914795652954079 192:0.6909436285941504 193:2.36134058538783 194:0.09224433728754093 195:-1.805124710556682 196:0.5426802379299365 197:1.214825010646923 198:1.402536411883364 199:0.9579316623158995
-1 0:-0.233377673506729 1:0.1497904095700538 2:-0.6133634182731994 3:0.7989595374671686 4:0.7884738338984669 5:0.6436008166963052 6:0.3420268093476705 7:1.232247773807756 8:0.8395264992951585 9:-0.5201322163507267 10:1.79961887059526 11:-2.600917088472401 12:1.022744391813987 13:0.7191941292801636 14:1.30792857825845 15:0.8948440699541836 16:0.3407495640475587 17:0.5943028850279436 18:0.1036390409136155 19:0.8940616446249077 20:0.1418300110234436 21:0.3509267698279122 22:-1.479633615601694 23:0.2314551501654018 24:0.8190086775383206 25:0.8926243978981588 26:-2.087103947022173 27:0.5059059229897118 28:0.5914326580816098 29:-0.5550475619828473 30:-1.063554384884953 31:-0.2666541439531759 32:-1.014911267381811 33:-0.01506589265802382 34:-1.833183054701936 35:-1.562383074809636 36:0.451940118401311 37:-2.02589352133971 38:1.250199094788911 39:-0.2855882561820994 40:-1.358361115724508 41:-0.8349912085255179 42:-0.5389521275136995 43:0.2161342343391012 44:-0.269088963908537 45:-1.357517161047044 46:0.09162951420436904 47:-2.122818208216049 48:1.748056078389333 49:-0.8422932562940633 50:0.9427029562471064 51:0.5927765923635807 52:-0.3660903339996709 53:0.1011521618013645 54:-0.1628855678396832 55:-0.8356462574305017 56:0.08784667557097159 57:-0.8051289816816728 58:0.6387798771538836 59:-2.116807407631648 60:0.1340687780808518 61:-2.893828985463089 62:-0.04503666959334074 63:0.1245279988909446 64:-0.4315656457406447 65:1.227560244091623 66:-0.03647529779015304 67:-1.326615595239214 68:0.8244555043153597 69:-0.5953030873463641 70:0.9919851392431569 71:0.07545656854848881 72:0.3327723678959679 73:-0.9913595748198641 74:-1.902639868380212 75:0.4934133426449966 76:0.7784711227725977 77:1.210090899291209 78:1.613848904804032 79:0.3898581896477449 80:-1.240637706058494 81:-0.4808206110435959 82:-1.064839397686258 83:-0.2049524266348888 84:-0.08114147619965466 85:-0.6926438757952873 86:-0.9519804017770437 87:-0.8892650096411806 88:1.872951760723711 89:-1.090529679127478 90:0.04668581542785524 91:-0.558335294927968 92:0.598380307682194 93:-1.067932157731526 94:1.757390626882385 95:-0.009254067292803803 96:1.715062844819174 97:-1.547235669862258 98:-0.658263200204904 99:-0.1385757711297241 100:-0.6843088042486645 101:-0.8339782701169188 102:0.5657558184517472 103:0.8579971732942941 104:-0.2722357617544797 105:-0.006983359318013686 106:-1.08221002546002 107:1.377056750258472 108:-0.33790912348462 109:-0.156723282768145 110:0.1811886849341227 111:0.9483128941988914 112:0.03130651839015126 113:0.4986266504587356 114:0.3518595311762387 115:-0.563900792876417 116:-0.5005821740454919 117:1.812543838278616 118:-0.9840096220599625 119:0.7009073316202152 120:-0.7913306848838314 121:0.12192809906043 122:-0.7108683168845044 123:1.162426402700641 124:-0.1235452374755152 125:-0.6542756764220617 126:-2.959330322857882 127:-0.2612238037051408 128:0.6966845621970869 129:1.172577944502351 130:-0.8629913809218678 131:-0.5979673117286776 132:-0.8547353272611711 133:-0.5850851818986342 134:0.01406643139359295 135:0.7477197251693124 136:-0.9833246556217105 137:2.136899509133045 138:-0.1715503006134286 139:0.6881927090203951 140:1.354955891155595 141:-1.441860530708316 142:0.6181797500528131 143:-0.5412380568998153 144:-0.5022821302273459 145:-1.223816805911403 146:0.9614052401523472 147:-0.3218373215039254 148:-0.4260390019287258 149:-0.7772567303581097 150:-1.203129762339217 151:0.7530805762750505 152:1.126666337031236 153:-1.490467309893731 154:-1.311690787919652 155:1.20104308053315 156:0.3753514811550663 157:-0.3319302784503764 158:-0.1423607080285229 159:-0.1714345215869966 160:0.5483966438395073 161:-1.249723765147497 162:-0.35919941673607 163:-0.624980279340593 164:-0.133946967500548 165:0.6199640007984109 166:-1.210065477192124 167:1.361264439204483 168:0.5757130770801839 169:-2.410665802432398 170:1.437903049093998 171:-1.631015190700318 172:-1.055825569962739 173:-0.3599928506493401 174:-0.5329297458437677 175:1.087889554164387 176:0.9220699617256878 177:-0.1328279544653154 178:-1.048037107822431 179:0.09751175620922994 180:0.5105933656780947 181:1.11575969723508 182:-1.448491535105637 183:2.161895989095962 184:0.5355865988019992 185:1.465515113876775 186:0.1790977836470779 187:-0.5471384300327686 188:0.2454273456747204 189:1.883314290164393 190:-1.21323264128124 191:-0.3644663624380856 192:0.1454833366923022 193:1.845437890134073 194:0.03655559748792662 195:-0.2300747031545622 196:2.555764069240886 197:-0.7686283546165705 198:0.3581486349181889 199:0.8206156542888962
--1 0:-1.852122640884639 1:0.2026343082042147 2:-0.3857706842040756 3:-1.284272207758367 4:1.844024619835629 5:-1.220849658992271 6:-0.07377240571408389 7:-1.650140220322485 8:0.8278432406090823 9:-0.5870353821624789 10:-0.005584574828130843 11:0.5092983192487628 12:0.2957981822569395 13:-0.3154240554055961 14:0.03093055457324275 15:1.120981177255113 16:0.08717902410756823 17:1.191620706130661 18:1.007287267929689 19:-1.667403163408879 20:1.538808543007399 21:-0.455863425190314 22:0.4361271467855982 23:1.961806661020126 24:-0.9527292808231776 25:-1.158070975419411 26:0.5463128107823088 27:-0.4623664579732849 28:0.3543444005216144 29:0.7980621546393596 30:0.7375998080778852 31:-0.2933434685209803 32:-1.013256682565626 33:-0.4485739636279278 34:0.2337622198123686 35:-0.8756211983550966 36:0.6769327436176584 37:-0.6711308944432473 38:0.0606887902885273 39:-0.9768452339409688 40:0.4235557123288431 41:-1.373070340257446 42:0.4471221071402527 43:0.4692081089072597 44:1.209917910400756 45:-1.711255372140395 46:0.3880459101632889 47:0.6847230327165685 48:-0.8721340731438362 49:-1.370774069560968 50:0.1675209366246285 51:-1.24909350162594 52:-1.041527103788219 53:0.4398579428744688 54:-0.450045977108468 55:1.307050036584852 56:0.4149080194980873 57:-1.130791724621501 58:0.4411804363159211 59:0.8462524737795873 60:1.581840991897208 61:-0.1377986045523593 62:0.6612879913732328 63:-0.5993552431910822 64:-1.548780725761414 65:0.4670953439076826 66:-0.8958010225173296 67:0.7776632018180069 68:-0.1866738553233228 69:-0.1385500369772813 70:-1.361052865382091 71:-1.070039690342655 72:-0.144880932506935 73:-0.5764024563730077 74:-0.1048312453574901 75:0.2378465195258199 76:-0.4504635121019434 77:0.8681421321956144 78:-0.1490007893535853 79:-1.836641149326349 80:1.503370408478961 81:0.7165494855594104 82:-1.362400823309015 83:-1.084499406974246 84:-1.004405925750808 85:-0.8908766831318694 86:1.184684963250336 87:-0.6128473042022704 88:1.918405373120791 89:-1.06291001219659 90:-2.798565459978449 91:-0.8820058065441888 92:1.157097918722502 93:-0.708916999550115 94:-0.294086791850196 95:-0.3784208425357147 96:-1.140380571985985 97:0.832447474291184 98:-0.9017300874656142 99:0.9640598112611307 100:-1.117390597329813 101:1.014597740710696 102:-0.1406546918698036 103:0.4018795189320475 104:0.2833852346020215 105:0.1706920488699593 106:0.8322782226389396 107:-0.9408772566129254 108:-0.5310734555784976 109:-0.6934742533172477 110:0.1961685343906192 111:-0.5324187117523194 112:-1.25227828644349 113:0.9697841455878923 114:1.083831195441779 115:-1.270791788148845 116:0.2314867038605546 117:-2.297087258147627 118:1.277341193783809 119:0.2835013689558513 120:-0.3169516660080592 121:-0.8769255864964852 122:-0.7620540347420798 123:-0.8033047658376525 124:0.8585669702291127 125:0.929325456816146 126:-0.4043974844001181 127:-1.057348566740505 128:-0.04066001226826449 129:0.4941270642793162 130:-0.6452002951434347 131:-0.7742437372129177 132:0.7926752611039115 133:1.883868071008336 134:-1.800169519051358 135:1.411021235416566 136:-0.4495169545295102 137:-1.92637494788901 138:0.2108136631027833 139:0.9917988663805363 140:0.4897549760898467 141:1.694827144498478 142:-0.2974453814381662 143:0.3848750612955262 144:0.9070233241219902 145:0.9771630120190971 146:0.5444746619463927 147:-0.7602844338522909 148:1.511311798295593 149:0.4071026503658457 150:-0.1387170024549456 151:-0.2118549200380531 152:0.1110994882882837 153:0.5068605209816903 154:0.1116637177867705 155:0.2474125681145057 156:0.4807993219277636 157:0.8443907341151934 158:-0.4980746052690502 159:0.4993828867845062 160:1.508086329359254 161:-0.6625182482474052 162:1.895130254374531 163:0.8096280342856707 164:1.200549895707478 165:-1.239114654289763 166:1.005024551836856 167:-0.2037422211745784 168:-2.2856170321211 169:1.683286993493166 170:0.6915801821808713 171:-0.6682044640208099 172:-0.3521595818686085 173:1.035596512979611 174:-0.8958564628620467 175:-0.6363772839516654 176:1.67450729413409 177:1.244352169030565 178:0.0415053751036259 179:-0.1439698012123846 180:-0.08829350468191978 181:-0.2716505446584431 182:-1.711738753304129 183:-0.9080703320977677 184:0.086705462794472 185:-0.1828474327507711 186:-0.8888482884966299 187:-0.4286358690934478 188:-1.557262946374931 189:-0.4430257078184117 190:0.09909344333643207 191:-0.6532221240414037 192:1.528339157068143 193:-1.192972094029969 194:1.222161611996456 195:-1.255671415119939 196:-0.2349271150822771 197:-0.9218368905522887 198:1.421046395549362 199:1.645015070922287
--1 0:0.749322354707866 1:0.1413046734938901 2:0.1658675933286798 3:0.3530724782998612 4:0.07149981396027663 5:-0.09059271836213263 6:-0.08284166289468449 7:0.7306829372820413 8:-0.08384710442211819 9:1.522657021570144 10:-1.002442164972888 11:-0.2918438129347693 12:0.8196686807117823 13:-1.538227639358114 14:-0.5303286015961918 15:0.8679198043894599 16:-0.8451905425390653 17:0.4619117300449236 18:-0.1406771972291457 19:1.65537443950719 20:0.4794968192643392 21:0.4538742466749531 22:0.5336370803914209 23:-0.8963086536796424 24:-0.9669465808471426 25:0.06637748727600321 26:-0.9949645989534123 27:1.257083122200103 28:1.081648879935138 29:0.2255071355817089 30:0.5986932668212258 31:-0.5052116936809135 32:2.611706642583331 33:-1.19389054947341 34:-2.45441443831046 35:-0.3454426994676673 36:0.2782583014767405 37:-2.669002037947169 38:-0.5831283558394471 39:1.387745154326781 40:-0.4894780966208367 41:-0.9340161477710246 42:-0.2091781411417503 43:0.2179772490919179 44:1.532598891898979 45:-0.4055387897216237 46:0.5844941710959916 47:-0.2392326832316806 48:-0.5448438376971645 49:-0.5198336309529816 50:-0.6170470049461716 51:0.3904384110084292 52:-0.4468591772142179 53:1.006096002266386 54:-0.7656754616680762 55:0.0450788711768157 56:0.102414671400325 57:0.5065573059401955 58:-1.630017704895726 59:2.430870268001184 60:-0.05126480852406849 61:0.3843857471938999 62:-1.776230215028666 63:0.4896783079468906 64:0.2841030176481224 65:-1.083391821918625 66:0.5909297444091591 67:-0.5251757310832711 68:0.04828609243406089 69:-0.2756837281831279 70:-1.512875493008239 71:-0.6690019149129151 72:-0.2051317348856805 73:-0.03010422306711821 74:-1.236965430822066 75:0.5572537062177343 76:1.433258983083762 77:-1.072783145665922 78:0.4584652865038262 79:-0.1931209107430367 80:-0.795163628340449 81:-0.5537821296201844 82:0.2772448034557257 83:1.526234409440055 84:0.245721128214365 85:0.5198151040152924 86:-2.404056182918131 87:0.522810626661065 88:-0.4241748961230286 89:-0.01387617047788605 90:0.2695603126790708 91:0.4206983264941545 92:0.1450464285270408 93:0.01651452396127573 94:-0.4464548406375398 95:0.5892964315144443 96:0.2995637745066214 97:-0.08801159228767817 98:-1.161938091743825 99:0.4482726435287576 100:-0.4616247521086873 101:-0.7393614325218785 102:0.3331657161892904 103:-0.6179857851025889 104:-0.9537175097837194 105:-1.321932727664522 106:1.268605475118818 107:-0.9104391223892403 108:0.545386023550491 109:0.5833998543962506 110:0.9412291062464607 111:0.6261499190248585 112:-1.312064185605881 113:2.37384215234042 114:-0.2982472323699774 115:0.5010125798770964 116:1.677020927763998 117:-0.2135478771380774 118:-0.6661437857872196 119:-1.228271405520325 120:-0.2719472744120741 121:-1.200208562911221 122:-0.6242202783467805 123:1.31219318829629 124:-1.326155326250333 125:-1.060027877083622 126:0.1245270974618899 127:0.2292281997918062 128:1.361310067242091 129:-0.8249473093932471 130:0.3625248788629103 131:-0.9718667049423646 132:1.350465278375667 133:1.621943108630577 134:1.934791648931824 135:-1.688967228327257 136:-1.363365298995161 137:-1.47920940060796 138:1.22381160692532 139:-0.03876581367612183 140:-0.132617613528703 141:0.1104400467854469 142:-0.355678088997207 143:-0.2212305909371406 144:0.1002008143311597 145:-0.5484180406007771 146:0.3624678671490438 147:1.380917968921133 148:-0.3824364805451326 149:0.612330798690684 150:-0.4724373131764629 151:-0.7650995890093041 152:0.1568860721185796 153:-0.152061563167369 154:-0.9624825726400315 155:-0.1735550700535426 156:-0.3582560694440771 157:1.029368898985765 158:-0.1547915116682569 159:1.003082884808701 160:-0.4869221157700076 161:-0.3639360190554881 162:-1.008376403173038 163:0.6058947269889198 164:1.460938963487245 165:-0.868383663955807 166:0.6685281465407884 167:2.104043412765418 168:-0.3681909496996252 169:-0.7948724581447388 170:-1.724906391835606 171:0.1544628241031569 172:-1.322261856806067 173:-0.05798647289305811 174:-1.798108727333452 175:-0.8147750687292968 176:-0.8037381077757229 177:0.01309427627121466 178:-1.386724123904171 179:-1.77281539639896 180:1.295724443830061 181:-1.397021021048888 182:0.9403034524430325 183:0.07674949730123493 184:-0.5545487582771276 185:-0.8830497647626123 186:-0.1346300386210503 187:-0.2256073467297678 188:0.8986796150606248 189:-0.4668431834027468 190:-0.9238748773193454 191:0.5296257122341238 192:-0.5131600052007745 193:0.7014213757519504 194:0.6368139188606258 195:-0.7189756611925049 196:0.8720640138269031 197:-0.251068522299165 198:-0.9954262351996832 199:-0.6612170050137328
--1 0:1.053896404222295 1:-2.283762164966784 2:-0.479145337857479 3:-1.297307894810798 4:-1.016358059634429 5:0.2083988339133547 6:0.5482305101897945 7:1.294854019239062 8:1.55197809701613 9:0.3625372641226279 10:-0.1822538782311013 11:-1.49168783621166 12:1.538180038996066 13:-0.5842578162998915 14:1.403419765928782 15:0.2285991279035214 16:-1.127625937120039 17:1.027131546229224 18:1.217228373635971 19:-2.081439924718669 20:-0.2697117874790792 21:0.540173736568201 22:0.06513649618608056 23:-0.08274158958238984 24:-1.768762556635495 25:-1.649650715091076 26:2.063785845777269 27:-1.651720331226817 28:-0.8210094367265952 29:0.5668501401692774 30:-0.9044481771491014 31:0.17622583563903 32:0.9983002821821215 33:-0.2372581645856803 34:-1.523746682744611 35:-1.339506459188366 36:-2.102186542964256 37:-0.09529751289096006 38:-0.9669748758629066 39:0.09405446446562273 40:0.4200039168394956 41:-1.03834385076465 42:-0.9511647663305985 43:0.247185789404859 44:-1.242881956336011 45:0.2759884935047307 46:0.2434057844034367 47:0.4369907529241495 48:0.3940572034144311 49:-0.1126986081403217 50:0.4149632426266311 51:2.744247188277961 52:0.6136400223522568 53:0.542833021513102 54:-0.3924471133538624 55:0.2434950674427369 56:-0.9452276753610386 57:-0.328584123966022 58:-0.8434680059982864 59:-0.3118742848749238 60:0.2484514811618452 61:1.480443845897738 62:0.6414637033561116 63:0.2536257724733732 64:1.026346330353017 65:0.2905016408782905 66:0.2700036187418074 67:1.68676440994263 68:1.649435767036978 69:-0.27817920838998 70:0.4063239609464778 71:0.7995086483717558 72:-0.2358980722659903 73:-0.2597426074456063 74:0.02075650369836696 75:-1.464372349505127 76:0.407602175103928 77:0.4785704068169331 78:-0.1748810246076213 79:0.2913870492654916 80:0.4010502295529892 81:-0.9625502883234491 82:0.576809073040057 83:0.09485206877495979 84:1.070907049965227 85:-1.854396526488056 86:1.094463137805801 87:1.348498176522074 88:-0.1236580418886653 89:0.08075872868827724 90:-0.5323417708782783 91:0.6930019820452289 92:0.6132880355034019 93:-0.6712312235755332 94:1.737363001860452 95:0.2733912796637191 96:0.04895315832638416 97:1.131969819732868 98:-1.374551686025673 99:0.1684995760413612 100:0.5097730940216854 101:1.876125384815128 102:1.571479205730144 103:-0.7540619066640285 104:-0.0930118391537553 105:-0.5283883543200045 106:0.2224250075466345 107:-0.8596435208126402 108:0.6267828456758119 109:1.667276727755943 110:2.370244419219703 111:-0.7674257704603975 112:-0.6071837616108721 113:-1.193589967349309 114:-0.2967034872089328 115:-1.308170305205825 116:0.1355893954002035 117:-0.4535646665518496 118:0.0247463265174918 119:-0.341614393262576 120:-0.6034830810491409 121:1.152331669551417 122:-0.005437070447358412 123:-0.1010463624505511 124:-0.0260188211716826 125:-0.3447580406247209 126:-0.03484721281813425 127:0.2763184259382984 128:-0.9531458946516745 129:-1.516693685464412 130:-1.096023001324245 131:-0.9531913306774293 132:0.03883317555087633 133:-0.01986077849839516 134:-0.5912784174761126 135:0.3748745698040897 136:1.310438644447846 137:-1.051338973481744 138:0.7885968310312158 139:1.467526493063459 140:0.8924950581544323 141:-0.00230140539119313 142:-0.4587556957913538 143:1.466462346262783 144:-0.2083760240524341 145:0.7291808320092448 146:-0.5902153625700709 147:-0.1009863813029158 148:-2.338421465975539 149:1.049356389669448 150:-0.8720387676100231 151:1.558975329930111 152:-2.062779018536637 153:-1.828338601434596 154:-0.4102582502419578 155:0.7877181233979665 156:1.393652799409749 157:-0.881791620222425 158:0.007318882158398517 159:-0.7573528656922391 160:0.7042320803204283 161:0.3818643571195712 162:0.07561734307429174 163:0.814141801461057 164:-0.2089165695509198 165:0.4370848908643516 166:0.5447663151773163 167:-0.1983756015545854 168:1.001201106253858 169:-0.5055930571676888 170:0.4274500833610961 171:-0.9999944576816903 172:1.070031033090266 173:-0.02130061542998743 174:-0.6241365001852013 175:-1.191979234209214 176:-1.484245751843403 177:-1.981709863908937 178:-0.8622544240149767 179:0.06690849595203611 180:-1.071144077184905 181:0.7136576442539242 182:-0.790915296146242 183:0.08132290842893168 184:0.3485560785518634 185:-0.4236045591488701 186:0.478007487560887 187:0.4536949570014799 188:-0.08025461437783857 189:2.039016069516765 190:-1.379593318231111 191:1.29484706360454 192:0.902331139236292 193:-1.275494453015454 194:-1.876429610172061 195:-3.78826401453691 196:0.6918282128650431 197:0.2544201819231635 198:-0.2835074295871051 199:-2.035713659728453
-1 0:-1.19571324447399 1:-2.034243184795335 2:1.778646338499732 3:0.1873947972367061 4:0.85129405216389 5:0.3907427884356468 6:-0.4972249359311018 7:-1.905862821558096 8:-0.007021416615551533 9:2.089158591102187 10:-0.2626605531218838 11:-1.196898465900389 12:-0.7134674781699627 13:-0.0001188719464200587 14:0.8283526690024222 15:-0.4669258779900022 16:1.316688903288411 17:-1.055493507417266 18:0.8102719897869093 19:-0.9954713833399177 20:-0.75024711117204 21:0.6085385180417214 22:0.2442477400387296 23:-0.8294750177513809 24:2.436979049979856 25:1.145724213551017 26:1.628274256687946 27:-1.6295754918795 28:-0.7067204862617125 29:1.520495542652512 30:0.8584852571040386 31:0.4015025786854157 32:-1.234600646080065 33:0.4278794417523936 34:0.7126066958087216 35:-0.8864983022280297 36:0.440459055929756 37:-0.4590204544457551 38:-0.07903212239167749 39:1.328455305725598 40:-2.224105106886817 41:-1.016361281758456 42:0.6898567156432769 43:0.5195000866720879 44:0.6039642510701454 45:-2.012401782506422 46:-0.4202534620174492 47:-0.1141563352565566 48:-0.1798131700087456 49:0.1217287995129952 50:-1.232466935649984 51:0.3580962864051226 52:-0.06454979738228481 53:-1.265690704937734 54:1.361399277752276 55:-0.7856214671607644 56:-0.3360237342962089 57:1.202632730381333 58:2.028634167670971 59:-0.6624783042462895 60:-0.0875648374136873 61:-0.3290894537094488 62:-0.1402587225806627 63:-0.4095640651441433 64:0.5137805189416579 65:-1.224803615867733 66:-0.2635241688024959 67:-0.1635176392543932 68:-0.6468123693340011 69:0.9567370658616606 70:0.6634946653079147 71:-1.194976601724681 72:1.575996794113714 73:-0.5469165478380316 74:1.637102464349857 75:-0.2359681987163577 76:-0.5370168892512643 77:-1.587026523585638 78:-0.1503949318663371 79:-0.4253119188961137 80:-1.052770871830697 81:-0.01847340669948103 82:1.413422943723995 83:0.6503997386276829 84:-0.8865660821113779 85:-0.5498635700376329 86:1.648645874028592 87:-1.51498514586444 88:1.221857278951699 89:1.222415725973512 90:-0.02501353798634903 91:-0.2012197660757372 92:0.5478328613530958 93:0.6453602614278513 94:0.508034529929959 95:1.672726941375008 96:1.023906919612054 97:-1.474607732986768 98:0.491653868453945 99:-0.965593402626617 100:-0.08670927316578984 101:0.0209556255545399 102:-0.5156936912419127 103:0.8627336294152518 104:0.1129161133025467 105:0.7272511669087783 106:1.830320511319 107:-0.6679824383958495 108:-1.009376654900459 109:1.045293565995397 110:1.285130927348547 111:1.596737358443198 112:-0.7372078441562049 113:0.9100054634133814 114:-0.6396727302074323 115:3.630366739579343 116:-0.1668793547738181 117:1.799535756777205 118:-0.7792611300978098 119:-0.5962338582795891 120:0.6692994453374644 121:1.657868604010712 122:1.197219363088857 123:0.499999189955013 124:-0.2637623876165586 125:1.053098848109733 126:0.234475647811676 127:1.033359810728704 128:-1.273608907584283 129:1.83244422148159 130:0.3664679436414924 131:-0.08796166527232673 132:1.758363966674338 133:1.17819310684035 134:-0.05946524713972013 135:1.07392821491864 136:-0.6652408330938415 137:1.067756949522474 138:0.6264249432174764 139:-0.04835892341333334 140:-0.4967497815921297 141:0.2925312090445951 142:-0.4409286948438979 143:1.32248641520534 144:-0.0219149778966944 145:-1.083932398448571 146:0.5858468282489172 147:-0.3406400979395315 148:-0.4988847776322353 149:-0.359303013740472 150:-0.2731753340356269 151:1.003090890000496 152:-0.4884173992259907 153:-1.001033868805324 154:-0.4261974453262634 155:0.1695440531869626 156:0.7688816757341159 157:-0.9299241698510842 158:-0.6413174612318049 159:-0.20683362665715 160:-0.2651872854857484 161:-0.6524796827577849 162:0.03830873275651913 163:-0.9403475440427957 164:-0.1151369889010278 165:1.149556497649299 166:0.1967984363101961 167:0.6301864560678526 168:-1.433222248146495 169:0.9987811207029017 170:-0.1249302511355243 171:-0.5521687014983815 172:0.7653658771302151 173:-0.3406752814267108 174:-0.04191066278192611 175:-0.3411703289530826 176:-0.9267060345351437 177:-0.03965125060811339 178:2.440892005958724 179:0.4038932892124477 180:-1.743324125764772 181:-0.4094318652251996 182:0.140784213142962 183:-0.8804822532489365 184:0.6274086643868454 185:-0.7266530196267866 186:0.3543361252639123 187:1.07546991044067 188:-0.6914331720164945 189:0.8873540227650289 190:-1.303469593622545 191:0.6486557173727582 192:-0.4284024446023513 193:-0.4562360970025331 194:-0.3407810885368266 195:-0.8139391832761559 196:-0.3399578306240567 197:1.497963159707268 198:0.490020190789713 199:1.10140869270355
-1 0:1.217827747760838 1:0.9160098447219595 2:-1.497103402446038 3:-0.6344677864483307 4:0.262568706862533 5:-1.895980235435285 6:-0.1298486602422084 7:0.1108797622904229 8:-0.3537212850098069 9:0.6615962891441171 10:0.1502319645387731 11:3.502936470369218 12:0.09428861225607411 13:1.336610814820659 14:2.647767379669237 15:0.2489857534762498 16:-0.6190213970507665 17:-0.9280436304622192 18:1.946086404545375 19:-0.2532424456453592 20:-0.2463977494034914 21:-0.7587250718522809 22:-0.701993569351533 23:0.05101420688523325 24:-0.1163132773356288 25:1.161785886684817 26:2.20341042346169 27:0.6861430904875305 28:0.4623494633594958 29:-0.726477654719869 30:-0.9115350933753555 31:-0.01842537981951204 32:-0.9068219524953065 33:-0.08270641012544225 34:-0.7024164453272894 35:0.5143517973126033 36:0.3505709037715156 37:-0.1348939346289435 38:0.2469109935725325 39:0.01099520334975082 40:-1.446883535792931 41:0.8340241927346722 42:1.159090425111366 43:0.28221534833081 44:0.3920837510715137 45:-0.02109523075059689 46:-0.5616450575591757 47:-0.4492094782484763 48:0.1048463609052699 49:0.7659573408846537 50:1.544918024149995 51:-0.06944443798226779 52:-1.081426745022248 53:-0.8058863195159635 54:1.498090246444867 55:-0.8505935247159283 56:-1.373842033053784 57:0.1444833385842094 58:-0.2782426119928356 59:-0.6239801300031508 60:-0.02256842199726882 61:0.4366697771903641 62:0.8201674935564089 63:1.083537415335503 64:0.1105594569748573 65:-0.513148826533845 66:2.056682762830193 67:-0.01307100534016141 68:0.1408410980797398 69:0.4868473896849059 70:0.865288561793236 71:-1.620696113029279 72:0.01406266997488377 73:-0.623953745522515 74:0.4288576685498325 75:0.060035665814482 76:0.3041321513275111 77:1.639103855915107 78:2.281065709551676 79:2.043632197748114 80:-0.1907796509381289 81:-1.196043399822477 82:0.08111439050184036 83:-0.04561476082741607 84:-0.8386978636418541 85:1.134413220708698 86:0.6705816443374475 87:0.1951046131718868 88:0.2583847813226855 89:-1.032640401539515 90:-0.4280011255100691 91:-0.1786408983605109 92:-1.950271124809463 93:0.114452667201945 94:0.6386572788829313 95:-0.171737158070695 96:1.578162527882098 97:0.05308925142081233 98:0.5470216999250724 99:0.05636266396926833 100:1.184669211617483 101:0.7554379446257226 102:0.852877911074382 103:0.3908200422180769 104:-2.261297627757354 105:-0.5587086876112649 106:-0.3652947834923803 107:1.738460297872583 108:-0.09949104046714009 109:-0.419058935535079 110:-1.525064911916339 111:0.5801426048165117 112:-0.2923378894518051 113:0.1401336952765836 114:-0.2094531567627507 115:0.2811607529785273 116:0.3995885759222302 117:0.4325241871782962 118:0.4609806320051726 119:-1.367913808192058 120:-0.7572342391464555 121:0.08984507393840688 122:0.3855649181063595 123:-0.05400876623752393 124:-0.3427131541505878 125:1.743226849052425 126:0.5766312086405145 127:-0.3637429257651644 128:0.3914923520328674 129:0.03321082929848505 130:-0.5905848550533185 131:-2.529111750307093 132:-0.3159434979483627 133:0.2443830102783406 134:-0.2868587230585479 135:-1.843414136530879 136:-0.3418784403017573 137:0.6729459997774274 138:0.1146801819362738 139:-0.3484802973917857 140:-1.378804659453641 141:-0.2376223694446726 142:-0.6970002567886739 143:-0.05747022877295624 144:-1.4613541228884 145:-0.6644905188589071 146:0.913201059210957 147:2.659383127568723 148:1.650665489456492 149:0.6148134829397333 150:-0.5369550722162292 151:0.4247932818959513 152:-1.972678349131781 153:0.4888587524526604 154:-0.3399395862525195 155:0.9004841885732435 156:0.07617140597542767 157:-0.3162246989378638 158:-0.3733238785653658 159:-0.8778581405089247 160:-0.3179167702173563 161:0.6904031632488614 162:1.146253020050765 163:0.07584321563284642 164:-0.6383801710319059 165:1.605153051735965 166:1.029291177656902 167:0.7343296066773735 168:-0.8988934022885072 169:-0.4164254681932835 170:2.67831864489361 171:1.210328837794451 172:-0.2126475663328637 173:0.09189926940639143 174:0.5127455278704958 175:-0.4409798037062995 176:-1.565503758084138 177:0.4122663464050638 178:0.1349184860356507 179:0.5108843982721488 180:1.06364403488376 181:-0.1167113242463883 182:-0.6258804596145929 183:0.1583780470274885 184:0.8704811231939525 185:1.307131392955661 186:1.786304269206476 187:0.4093349567133089 188:-0.05090193930303182 189:-0.03461083602362581 190:-0.2938049373813534 191:-0.04575317598592254 192:-0.4278702831178057 193:0.5219912154868367 194:0.4885210534819716 195:0.1620406985921667 196:0.2131838540815924 197:1.019481970406554 198:2.905544525405986 199:0.008269575137811774
-1 0:0.6999639579868046 1:0.3000209960532862 2:-1.078693394320095 3:0.09266533762395389 4:-1.516277403490475 5:0.1739484862456792 6:1.986029632283761 7:0.1171664904609062 8:1.636676051756753 9:0.7816695286309284 10:-0.9154024909259343 11:-0.9356419858564032 12:0.01081517088690074 13:-0.4720016658373744 14:-1.281966618267677 15:0.8463822887157687 16:0.1718569830453215 17:0.9775310304256076 18:0.3212474354093247 19:0.05614317659237335 20:0.7414308847068022 21:-0.02746072830238978 22:0.7405690666419722 23:-1.2231460187259 24:1.313203755238965 25:1.378467548915784 26:0.05024652282166697 27:1.027404577328958 28:-0.2868739646765048 29:-0.5404750916776083 30:-1.095951845256713 31:0.08114149109573858 32:0.6774660640666418 33:-0.1644999448519807 34:-0.5068834924052965 35:-0.4296834231858466 36:0.3101916144536555 37:-0.1757039061864713 38:-0.4539622696439564 39:0.4105386771406749 40:-0.4164734044040395 41:0.2919030230618082 42:-4.331925864115203 43:-0.2314838754960132 44:1.124597139971686 45:2.326339589345205 46:-1.07803197855736 47:0.643224671538962 48:1.130408876892379 49:-0.458196818621585 50:-0.7578790770717767 51:-1.042201425639735 52:0.3804641987209275 53:0.6019068879760474 54:0.282577072625123 55:0.09211612874672313 56:-0.4147165894787374 57:1.044732749824041 58:1.477738223182014 59:-0.09765095397796267 60:0.01469157070284055 61:0.8909330304017516 62:-2.313456328775049 63:0.4236104056196929 64:0.8206869198745934 65:0.5275319115536345 66:-0.1170239182422413 67:-0.2107579578886597 68:1.3260890731996 69:-0.4565908314272946 70:-0.2600404306735982 71:0.5410399217226353 72:0.8384776183262254 73:-0.7608825513774177 74:-0.3897186033104677 75:-0.7644187860869018 76:1.033560233111128 77:-0.9265681695983597 78:-2.76183982079277 79:-2.73001638359665 80:0.8210237560470526 81:0.2985222831962463 82:-0.04912613491018454 83:-0.5143363158059003 84:-0.5328148042499502 85:1.044463163702426 86:1.764397876426979 87:0.9556913204458288 88:0.03873830142757097 89:-0.9915537176108217 90:1.756320349972256 91:1.154059137472738 92:-0.2605608323594304 93:-0.5092429313039125 94:0.1250826784841818 95:-1.274317563568259 96:-1.417848384389402 97:-0.1936782399646134 98:2.423958135254224 99:0.1872968556597331 100:0.8059799582028171 101:2.08513410553611 102:1.671421102590611 103:0.02644627557049754 104:0.3667596842771895 105:-0.381617565406606 106:1.353524312280191 107:1.316072533919617 108:0.6918433018434786 109:-0.3105765435935363 110:0.5676012397660573 111:0.5814626498105515 112:-1.828719418612067 113:-0.2902843985290195 114:-0.8154113219095892 115:0.06108965618484586 116:0.772898108145944 117:1.408553564460156 118:0.5585854403779235 119:1.791698890290789 120:-0.3409859687427636 121:1.007687826021757 122:0.767066796096875 123:-1.12486116986738 124:0.5277639734356905 125:0.08287710657723053 126:1.056757046200328 127:1.22318498321927 128:0.9835160548516126 129:0.2931051141621643 130:-0.2418365834418943 131:0.4921591561456138 132:0.5388451971838504 133:-1.039139845261532 134:-1.438634200755974 135:1.395824608617286 136:0.7744593636539948 137:4.975780145522466 138:0.8841112066396276 139:-0.351796773159981 140:-1.13658585526382 141:-0.4230842992995814 142:-0.03929158367756309 143:-1.458388364935901 144:-0.8915043569296958 145:2.157567535942581 146:-0.4170136104962054 147:-0.01891079229842635 148:-0.8673347873352527 149:-2.317142600124554 150:0.1403295165746096 151:0.7005058074328111 152:0.9063118302144003 153:-0.2464809778835056 154:-1.049368176546873 155:0.3752549030248646 156:-1.624289075641731 157:-0.6055890916304848 158:-0.2850780579626 159:-0.2037769114129084 160:1.578642827454169 161:0.834283722156239 162:-0.7078569465827805 163:-0.05244569544207306 164:0.0655528125127222 165:-0.05182592654392075 166:-0.8210432731049032 167:-0.9491354259863635 168:0.3291417739245088 169:0.174421623665863 170:0.3815594107331726 171:-0.1043079405401488 172:-0.6843066414622531 173:-2.023558871343171 174:-1.15408359037842 175:0.8305424073509023 176:0.06104956022558718 177:0.6526904818227642 178:-0.5527264950080868 179:0.3193193645737717 180:0.357457869152308 181:-2.180535096780897 182:0.2195240108433903 183:-0.8346780384745054 184:0.523262277723315 185:1.036016805532109 186:-0.2494789083482865 187:0.8470026632674071 188:0.763397631210195 189:-1.527618995046471 190:0.1776649543180925 191:0.5024720581385281 192:0.04256541359749783 193:-0.1929343825422884 194:1.273665128532297 195:-0.9052369200821101 196:0.1053252566266366 197:1.841419617091201 198:-0.6243533086839238 199:-0.02552571568468894
-1 0:-1.866190023459542 1:0.008524150962561766 2:-0.3202997141978161 3:0.1656032129612448 4:-1.037293546878777 5:0.7329597446105467 6:-0.1668805484309089 7:0.5400217298891865 8:-0.3184495076550814 9:0.4515613509596502 10:-0.3563551904897094 11:-1.020956277933948 12:-0.4269711782497322 13:-0.009673938795792621 14:-1.973894675326056 15:-0.2460846530775773 16:-1.316673091769317 17:-0.2643739543912177 18:-0.9432712207034361 19:0.3437485165912121 20:0.5204579021041317 21:-0.1258959620238684 22:2.149546290433874 23:-0.7889697445227172 24:-0.982868592551809 25:-0.06645887466370914 26:0.05195849198382788 27:-0.08619293819021462 28:-0.2230116998920858 29:0.6712644033556452 30:0.2140868805387381 31:-0.9655172180104238 32:0.690232490681163 33:-0.9956658857726176 34:-0.02065084171499459 35:-0.479040865309911 36:2.343443690111665 37:0.2910268185983076 38:-1.400061582617901 39:-0.8845568316178144 40:-0.7415399948203242 41:2.464988224867855 42:-3.683986319989587 43:1.688787104429637 44:-1.021395202648097 45:-0.6140200095911196 46:-0.2236379183594039 47:-1.015465701411369 48:-1.519473494167607 49:0.478431476123598 50:0.2328504272363591 51:-3.223270846935767 52:0.648214541890126 53:1.045454556953523 54:-0.04770041733884895 55:-0.3638506668974565 56:-2.303061241040293 57:0.187856546289811 58:1.095090129333957 59:0.02054109438307307 60:0.9310435625262475 61:0.5019132990172789 62:0.06408035392294814 63:-0.1815026958058703 64:-0.2525776559541622 65:-1.261389304304499 66:-1.038492531074004 67:-1.148397742228161 68:0.4939026782423587 69:0.02236716150693989 70:1.40793270448593 71:1.116262056463296 72:-0.8523890634289796 73:-0.67249945581913 74:-0.2132889621092532 75:-0.2300805132392396 76:-1.093927329333958 77:0.4929687898551444 78:-0.5081450591871086 79:-0.1644099598658473 80:0.536509684418468 81:-0.4132623186430812 82:-2.021257497663568 83:1.475770571549639 84:-2.177903328302484 85:0.1091002153218742 86:-0.9006524199981072 87:1.25264849044478 88:1.084703461059783 89:0.3116885858551176 90:-1.748290712441898 91:-1.492410023372449 92:-1.18941016574973 93:1.348043666736517 94:0.4167398722066071 95:0.08182602257858503 96:-1.885023834931242 97:-1.326013117656264 98:-0.3080686668182922 99:1.053396451564646 100:-1.488198839272091 101:0.4202734609621087 102:0.3413610043889956 103:1.642120838430986 104:0.4014836376445676 105:-0.3659452178754111 106:-1.651368549926679 107:0.5511593559493326 108:-0.2696186680934978 109:2.198312758427377 110:1.103190289929877 111:0.794356576218084 112:0.2538248290286756 113:-0.3633688152421749 114:0.1829112032898877 115:0.02805316312027567 116:-0.112613300275498 117:-1.801041290104558 118:-2.31239288020829 119:-1.126644923132124 120:-3.11663718248238 121:-0.3693514216227973 122:-0.582389085697393 123:-0.1633945749699583 124:-1.141891814370197 125:0.6290622941008226 126:1.326420348339655 127:1.988707784592584 128:-0.1573559796115412 129:1.71936572861191 130:0.3880398654651749 131:-1.632004516722869 132:0.5235677932513066 133:0.9608991831692417 134:-1.038340465711058 135:0.3600122129118941 136:1.302289895254914 137:2.86831718540476 138:-2.695004365425734 139:1.147335916223762 140:-0.6342852579144659 141:0.5096917176966229 142:1.184186529095821 143:-2.557774561732747 144:2.546968805461482 145:0.7738359135926799 146:-0.9535940268939608 147:-0.63138324190705 148:-0.05657841135243141 149:0.06809999863312881 150:-0.6579267566586624 151:-0.9396522349808506 152:-2.37257279372164 153:0.4736431640023605 154:0.9950071201927391 155:-0.3795258365833568 156:1.296868233176522 157:-1.077698976069317 158:-1.361338660467694 159:0.5718343957256864 160:0.3675706669422568 161:-0.04207903672940181 162:-1.859926324953724 163:-0.5511392082376281 164:-0.5582803737702798 165:-1.349891202596809 166:0.1415120038065245 167:-1.213894533742548 168:0.61325911084593 169:0.7721561256833395 170:-0.4439833007352145 171:-0.09824383298194121 172:-1.069497351766073 173:0.3598951591452663 174:1.715159671061856 175:-0.9644024391039369 176:-1.516007855099581 177:1.079905032191902 178:0.3591818161308445 179:0.4903872892405585 180:-0.686077196273177 181:-0.04336771244568753 182:-0.2199818576836221 183:0.6924978299902929 184:1.280256354475743 185:0.5771757559941436 186:-1.321422798697319 187:0.1014496596357322 188:0.6689518005755489 189:-0.01659108499408989 190:0.3935808361584138 191:1.657797871091362 192:-1.137564995370203 193:0.7700376559699432 194:-1.127042295900753 195:-0.03168319679332438 196:-0.411489228323541 197:-1.826414820951693 198:-0.185877084585002 199:-0.01807439121141875
--1 0:-0.6163578658000988 1:-0.6044341773090303 2:1.769587391237065 3:-0.7694927997523697 4:-0.1308413807922793 5:-1.230958799877069 6:2.181634095366324 7:1.035137909774171 8:-1.660302698331898 9:0.1040671139630684 10:-0.3711109258384839 11:0.2757786864921062 12:-0.9141625463379023 13:0.2417227351025043 14:-1.942530143929097 15:0.834537818060906 16:-0.1531303268369184 17:-1.046596708762053 18:1.136678156811047 19:-0.01484450399382983 20:-0.09469227168978862 21:-0.2019285486291928 22:0.3441642552131977 23:-1.234262961575785 24:1.362853600000011 25:-0.01080009917565855 26:-0.3219178883040996 27:0.4663386840448056 28:-0.4913330670954302 29:-0.8947543165829893 30:0.8605401972353967 31:1.240693700441237 32:0.4769120553667875 33:0.6749340065788526 34:1.213925080212046 35:-2.279348767397917 36:-0.497710951673261 37:0.4527698891182436 38:2.216499261721961 39:0.9698005886658508 40:-0.3257021247897438 41:-1.237418209813271 42:-0.2391874951842794 43:-1.739403748842898 44:0.9489729679381945 45:-0.2169691526564034 46:-0.7092576580427261 47:-0.3414289869569965 48:-0.3827477060164129 49:0.3262402398297597 50:-0.1065201368711988 51:0.9490123687921109 52:-0.5864261538067359 53:2.428287278965893 54:-0.08259310547410796 55:-1.072727548481136 56:-1.211631655283118 57:-0.6780787611897675 58:0.9297503322304271 59:0.5428309164299551 60:-1.369070483988256 61:0.6783969189731003 62:1.090284413647741 63:1.199819168159053 64:-0.3003463522764314 65:0.4818019771904102 66:0.2310658771749099 67:1.659457782391806 68:0.2097596226352371 69:1.221848817684742 70:-0.08542396397556437 71:0.1565642782225671 72:-0.7482921235115613 73:-1.932466975012086 74:0.1417309673981989 75:1.941937472929132 76:-0.8381167074524182 77:-2.519696413569512 78:1.095114289856802 79:1.266264016154021 80:-1.048367003739009 81:-0.8147942483218666 82:0.2072541928887858 83:-0.1790849132895873 84:1.507257631069606 85:0.1350650125829129 86:-1.231097363571565 87:1.322776801543504 88:0.1016529934347965 89:-1.24705702854059 90:0.7598388125871171 91:-0.6848907308111295 92:-0.3850010776988769 93:2.380743859081533 94:1.064094624684099 95:-1.021994183276738 96:-0.3809932923921323 97:-0.09241292874017308 98:-0.2706553716020245 99:0.2031759657899602 100:-0.4746659483087366 101:0.34581771177625 102:0.1287424073742074 103:-0.1628000258469117 104:-0.5494524523565968 105:0.1682582875036395 106:2.390120597336499 107:0.2186523638327715 108:-1.044223009365256 109:-0.2238971076998535 110:-1.145043557744851 111:0.1472169650092074 112:-0.4292949982963528 113:0.2337442337997299 114:0.5680886526782358 115:1.553586857057716 116:-0.4357673393903359 117:-0.6092110531550441 118:-1.376440408470634 119:0.3791900965038386 120:-0.08084995782557006 121:2.309046952597839 122:1.823306374269271 123:-1.392150695091172 124:-0.9120933719740582 125:0.2564205064786458 126:-0.4428623341386679 127:-1.951992067464682 128:-1.360483870481473 129:1.402916781769906 130:-0.2194966139138075 131:-0.4742098000844936 132:-0.8729300636614645 133:2.185008359167816 134:-0.1753468693742037 135:-0.4128993498868598 136:0.6039400809972451 137:-1.294942757647158 138:0.3565671671871456 139:0.993062867315018 140:0.6007875009300004 141:0.7790386504239699 142:1.207237034611982 143:1.474080441797952 144:-2.306982012820916 145:-1.049787460595764 146:-1.475598773253467 147:-0.3201349880212856 148:-0.004672723108015414 149:-1.287968704036087 150:-1.654697756019877 151:0.1644884441762872 152:-0.2043426920722412 153:-0.607160616947739 154:0.5213579176792181 155:0.6526067154418738 156:1.232663299800835 157:0.08306341257619375 158:-0.05351063670311982 159:0.7691380802360854 160:-0.1041548162213559 161:0.03690810311430798 162:0.03604594730385245 163:-1.028599224188167 164:0.3522221688321305 165:0.9782883389732733 166:1.548356739984211 167:1.18731025869552 168:0.8081985734683218 169:0.944798923630539 170:0.3680439481468688 171:-1.371824791676881 172:0.3765034769914978 173:-0.1930551804657496 174:0.3143019497546157 175:0.01732489287502322 176:0.04754111156306183 177:-0.4870600316768406 178:-1.292826456868819 179:-0.7025109284557314 180:-0.6333696123311 181:-0.2509047735828976 182:-0.8003772050910537 183:-0.5171589697700782 184:-1.02860703077689 185:0.3790976205979196 186:0.6666206760934816 187:0.3323817136675178 188:-1.194980482831789 189:0.6531174050395786 190:0.1448469786021563 191:0.456211316152223 192:-0.296539434094826 193:1.277026596537609 194:0.7602827818267089 195:-2.31434883000391 196:-2.048309083812471 197:-0.2206268322700158 198:-0.4889542502139338 199:0.8140382391981628
--1 0:-0.19587554587671 1:2.315370113150267 2:-0.7415175861318312 3:-1.95400981537971 4:1.282307182896738 5:-1.010856243034631 6:0.603456432488535 7:-0.7306894548302031 8:-0.7019683477585961 9:-0.3416215097573952 10:-2.258156626387238 11:-0.1593679203017932 12:0.1232579534361293 13:1.164733754457525 14:-1.172729338902779 15:-0.2084123043293178 16:-0.3717885437238318 17:1.479346598605453 18:0.3791727367397537 19:0.1101402347635281 20:0.9352823750548519 21:2.147419402606251 22:1.204581452162351 23:-0.2701203494526614 24:-1.362816430473703 25:-0.9007688177941621 26:0.351774893696937 27:-1.741567340175004 28:-0.2999588650222081 29:-0.6461807278914721 30:-0.1238531907165257 31:0.7335799719553028 32:0.8173020693873764 33:0.9409027741645931 34:0.06897313386480959 35:0.2906155434494294 36:0.3443688583859608 37:1.430565939380734 38:-0.4379407857944742 39:0.4682113655432857 40:1.020544126857821 41:0.2492102477475036 42:-0.840703183316032 43:0.1494930817941506 44:0.05784798931171059 45:0.4292458322427651 46:0.2033778954792794 47:-0.8093850192644003 48:-0.6091327137278612 49:-1.254147757270316 50:-0.3534079783838717 51:-0.4118858420175659 52:-1.28258939729669 53:0.2551214698026398 54:0.4235779398880091 55:-1.102349709103768 56:1.281630739295328 57:-0.4815352718758015 58:-0.6550184615522459 59:1.510094359908492 60:-1.492812416491237 61:-0.6107660518733259 62:1.807875665723413 63:0.6609529435627303 64:-0.8257654948523374 65:-0.8212408315998133 66:1.212558188129785 67:-0.2874429932381151 68:0.6037540986373934 69:0.2241160719537464 70:-0.5029862543378608 71:-0.4426824103848683 72:-0.1689914456259625 73:0.3885118838648943 74:2.388100541469805 75:3.696742741909644 76:-0.7198306826766897 77:0.232225332394549 78:0.8110757802680167 79:0.02559835301325613 80:0.9432411856605104 81:-0.01281737761311584 82:1.591918878150745 83:-0.3167530660773058 84:-1.816465990648301 85:2.880670334954051 86:0.4219376791054147 87:0.006336345874328253 88:-0.008857561883826614 89:-0.9658120154233768 90:-0.7635886278487021 91:0.3263829451646962 92:1.272746593719123 93:0.5266961365695806 94:-0.8604889531681252 95:0.5353523765419409 96:-0.3041729625918361 97:-2.557371281736302 98:-0.639062078069321 99:0.7561051140111036 100:0.9664293910374612 101:-0.1961557195907026 102:-1.73686920215841 103:2.227674204023321 104:0.149993080124433 105:-0.3774555783812443 106:-0.011729056518181 107:1.451774713431588 108:1.467263726895146 109:0.5997771908377867 110:-0.480818626590478 111:-1.392596093094818 112:-2.33370763563155 113:0.8741737118900819 114:0.4029762433241109 115:-0.9747534766616377 116:-1.184053324705795 117:-0.005361825191304038 118:-0.1064202586668049 119:-0.1947634993121488 120:-0.8952252294007925 121:-0.8265145118595409 122:0.2226406565582469 123:0.9714956192858836 124:0.1653244948230544 125:-1.844495855504137 126:2.250357604972671 127:-1.252444729335302 128:-0.9611425085587957 129:1.843648925867339 130:0.2791430879517968 131:0.2044148281398221 132:-0.1020747255834819 133:-0.9801270481127239 134:-1.302288884252362 135:0.3755522194833742 136:-0.7204689751865883 137:-1.170891167891879 138:-0.3565534867226084 139:0.01821788507187223 140:-1.512589666573314 141:0.09880346533883001 142:0.227348959132382 143:-0.6493963003273959 144:1.415906925805874 145:-0.9723973563992018 146:2.194734886839825 147:-0.1672045733033528 148:-0.02441421785673397 149:0.5151931442152409 150:0.9146493403908009 151:0.7010856771409459 152:0.2828939395883949 153:-1.034461175401459 154:0.8145104569671752 155:-0.5857786818894872 156:-0.6136286727911314 157:0.4060144223495358 158:0.5676121760550071 159:0.7669307269318892 160:-0.9027146808851102 161:-0.6772692957539131 162:-0.7610169760908581 163:0.7275722481581911 164:-0.3756567063174867 165:0.6002583730771568 166:0.4291870537011599 167:-0.7011473379518329 168:0.6880081074628114 169:1.778485504427943 170:-0.5287776338184912 171:0.6054183952763247 172:-0.2872201953783705 173:-0.1941077694459231 174:0.1081961028737826 175:0.9448183599300138 176:-0.7705677818001961 177:1.060209231934823 178:-0.05894437273737369 179:-0.7955294194183001 180:1.31421838198606 181:-1.068005970994195 182:-0.1384989406262417 183:1.075464329253601 184:0.5022449104099965 185:0.2999266930481279 186:0.5100690417565348 187:-1.517299313101497 188:0.8377219447172777 189:-0.7536394158209626 190:0.005267835669016578 191:-0.2323324865077887 192:0.7039913684125636 193:-0.186256514103854 194:1.504987353479008 195:-0.1370455119189982 196:0.9637001448891452 197:0.393115544198083 198:-0.131214826532048 199:0.7725967238987597
-1 0:0.06623223497670311 1:0.2528336941690922 2:-0.237831731754793 3:2.362168305623303 4:-1.15856707870493 5:1.91046203216157 6:1.205358097245824 7:1.080111430488709 8:-1.120481959007107 9:-1.503622746868999 10:0.04674417892455536 11:0.8643555521345226 12:1.458912872102607 13:0.6496585488007129 14:1.775427609160822 15:-1.018094617669237 16:0.5349040121029686 17:-0.07683088025340636 18:-0.2925078637790338 19:1.16882563507174 20:1.603590735079548 21:-0.02862827808101493 22:-0.4707017259860202 23:-0.5647096557945882 24:-1.321908860258036 25:-0.6095857165866443 26:0.1759265194713022 27:-0.8121470452690527 28:-0.7354377931187077 29:0.3414865011075355 30:-0.7472095974267411 31:1.280086400459489 32:-0.109165151036286 33:-0.3080854844075722 34:1.232007410911905 35:0.9131984536195819 36:-0.3045132407357145 37:1.866408528078481 38:-0.7060695312845824 39:-1.711396444347216 40:0.4751428070446633 41:-1.060900405412683 42:-1.399016703529566 43:0.9322174214474983 44:-0.2768580409935801 45:0.7992687775784795 46:0.8617743159094211 47:-0.9973280483419128 48:-1.722067727042737 49:-1.150635175389866 50:-0.6062920790937973 51:1.613036726807771 52:0.9261680861310757 53:0.9306465059112627 54:-0.8295716573591904 55:-1.19654531160213 56:0.7755930614948083 57:-0.7195101920863606 58:-0.405597860238512 59:-0.1480621956235131 60:-0.2660140869728608 61:1.161733082138414 62:-1.703534262549511 63:0.2163970515903574 64:-1.934506610199235 65:-0.8796236648984134 66:0.3955954300690652 67:0.976404408379974 68:0.5828531708761848 69:-0.8750915964820618 70:-0.02294075121374844 71:-0.7998930252383897 72:0.3542472053341544 73:1.848858438721037 74:0.06161325574350932 75:2.265174608273515 76:-0.5923331385624351 77:-1.425699456748672 78:0.3120551774296197 79:0.5163387303035029 80:0.1456389251533369 81:-0.6610858108573877 82:-2.144521733603237 83:0.9965816309105786 84:-0.5457422097746698 85:1.066367404803439 86:0.3514806048507558 87:-1.463911968395914 88:3.067645210265945 89:1.485336738095151 90:-0.8536060277221698 91:-0.5687323628247408 92:-1.926155929938917 93:1.133950047707255 94:-0.173692048728288 95:0.5202516994912039 96:1.025295932853992 97:0.4157741279422842 98:-0.6704694404785247 99:1.270758966162932 100:2.629442062979013 101:-0.1371026960474853 102:0.9160932161211807 103:0.2832596529604659 104:1.432673687099507 105:1.418445538580787 106:-0.9108961294601543 107:0.7655725464960631 108:-0.8431256507546556 109:-0.4721905172836847 110:2.604061614966898 111:0.06604955177837195 112:-1.211410103290415 113:-1.114681980831927 114:-0.5710765400750819 115:-0.9012186291700904 116:0.4652081693432065 117:0.3810525448183513 118:-0.7515048056847807 119:-1.746611455379828 120:1.148417084118354 121:2.141622349731183 122:0.4135810022967011 123:0.8510631547456663 124:0.6786290535099616 125:-0.5778466389152773 126:0.5887982755015646 127:-0.6204500295782283 128:0.6955869181247115 129:-1.663866102817518 130:0.4351235653531307 131:-0.4808043782900878 132:-1.062224487457571 133:-1.312046302582951 134:-0.464648947704876 135:-1.346453588879925 136:0.5444503718655613 137:-0.4282173015844137 138:-0.8932474322896364 139:-0.6287954086842482 140:1.788612731470054 141:0.3186673449259966 142:-1.175310244035062 143:1.066627906534258 144:0.4411203182835142 145:-1.838418370376383 146:-2.016116777302321 147:0.1429579302736109 148:-0.6385294500378038 149:-1.556140240143747 150:0.7461762193157466 151:0.05216532668907312 152:1.267501800595457 153:-0.7557408916695822 154:0.5779403360610541 155:0.2428024216279684 156:-0.5471160104320231 157:1.07068427906109 158:0.1180248528272189 159:0.6012404150803212 160:0.4132347066070707 161:1.662112104196144 162:-0.6893767692096755 163:-0.102133224616647 164:0.7277070405752826 165:0.3248203615165031 166:0.3041080993619661 167:0.5315596531963972 168:0.05693702353290702 169:0.4155641314968857 170:-0.2904975540841869 171:-0.7252418911866714 172:1.259926223165617 173:-0.8501898624312916 174:1.476972015533761 175:-0.9815882415424619 176:-1.045610557844294 177:-0.01195681690814887 178:-0.7653574625446845 179:-0.1346302859312441 180:-0.1131973261964231 181:-0.123139107328172 182:-1.467544048238727 183:1.392195909693492 184:0.7232309493347512 185:-0.9635096223741082 186:-0.96753846165733 187:0.3377012603385531 188:0.7011976954863847 189:1.485943362679279 190:-1.119089414131225 191:2.997662357900856 192:-0.09067833295185915 193:-1.166054244713042 194:0.7670556011131292 195:-0.9608273442298889 196:-1.104565998474935 197:-0.237979854827391 198:0.6889337810740677 199:-0.8081680892241666
--1 0:0.5901264851563441 1:-1.98372578931069 2:0.4952385993443943 3:-0.6975403031831413 4:1.261519707528509 5:-0.5480504590849188 6:1.305544295136704 7:0.3758584913793649 8:0.09424463851750496 9:-1.56325703776856 10:-0.1939040243364008 11:-0.4410948759238094 12:0.8260709095481837 13:-0.4398274664173636 14:-0.4403641900492724 15:-1.02519153855723 16:0.6186235419972512 17:-1.047820472004113 18:-1.433496288222061 19:1.512186992379707 20:-0.02712851174042691 21:0.3954408745373039 22:0.3332841122810882 23:-0.9988950976344932 24:0.1444627712370302 25:0.2656153571745673 26:-1.246678217486174 27:-0.1874278919127844 28:-0.8395823218117381 29:-1.550551595302624 30:1.348326194857484 31:1.673529186707185 32:0.2899345246037451 33:0.3082470538163715 34:0.9290227590643916 35:2.167591256245134 36:0.5820788952313467 37:0.5437342113925245 38:0.6316742595347818 39:-0.56887698066739 40:1.552766380260699 41:-0.06724194170370222 42:-1.367444680886549 43:-0.7319312961802464 44:0.3803800323050265 45:-2.59656072860632 46:-1.430268467344482 47:-0.09668494867989098 48:-0.7544043824232121 49:-0.9898499712742288 50:0.05288082918950462 51:0.87285556198804 52:-0.07590650005379335 53:0.9994864726035637 54:-0.6030227988661995 55:0.6582984242599501 56:0.3600886929484924 57:-0.9018955073545679 58:-0.3297261766681774 59:-0.1877465945907067 60:0.7556219785354282 61:-0.3844855230287321 62:1.651359429282681 63:1.002261508922327 64:-0.2330985219011013 65:-0.8835384881099373 66:0.5753682884270551 67:-0.4113918906292585 68:0.3079761452443394 69:-0.3374469681653544 70:-0.1770897470273195 71:-0.2610791519166873 72:2.289788654034633 73:-1.279658953715489 74:-0.8412600221518581 75:1.142097228018261 76:1.740229019128171 77:0.1386989486831683 78:1.453672200911718 79:1.623019181669307 80:-1.02912158046958 81:-0.51681795584174 82:0.9846053550014611 83:1.209413466160387 84:-0.3436388186380172 85:0.2340326743522234 86:1.102502378096217 87:-1.062595488515579 88:0.03052817539863842 89:1.203150753312939 90:-0.2908872144767639 91:0.5804443718109759 92:-0.964720656370223 93:-0.03916308313036778 94:-1.290832669580023 95:0.8941324899918929 96:-0.09619105161778027 97:2.295159240177783 98:-0.8876685121151571 99:0.331535403698504 100:-0.4297477726584591 101:-0.3038997998770964 102:-0.2145641884492389 103:0.5320273618049589 104:-1.605426644096229 105:-0.245478574981016 106:-0.7055851423322849 107:0.2050455850372871 108:-0.1714969873207149 109:-0.7563315478008157 110:0.6616538711809622 111:0.4530021227786961 112:0.113077138667745 113:-0.9156874857188858 114:0.430821588869879 115:-1.250591961567974 116:-0.8219289001431722 117:0.2703492267232308 118:-1.148851307262078 119:1.44920996967403 120:1.462043034933549 121:-0.7035150935341664 122:-0.8916495213884298 123:-0.2175410234084063 124:-0.12637022768704 125:0.8327286008756624 126:0.1262808345104567 127:0.4302785251394134 128:-0.2057143581542469 129:0.7501749037510386 130:1.066568949170165 131:1.176551014927873 132:-0.1912721427362346 133:-1.103495001804861 134:1.782189859674554 135:-0.8135716856462282 136:0.03255849315505183 137:-0.785291237652326 138:0.7829688154739872 139:0.08194549200545685 140:-1.666736164598525 141:0.08348797446918423 142:-1.307005574634949 143:0.3267441666092885 144:0.1495730874940084 145:0.78819460039503 146:0.3884856682425645 147:-1.462656357654543 148:1.140164984042461 149:-1.125697887642192 150:0.1488280302568039 151:0.9586764730118074 152:-0.8193399842090052 153:-0.2359001268549444 154:-0.1932855701197938 155:1.282775924350985 156:-0.4049159878702973 157:-1.134010529450155 158:-0.9967106479562401 159:0.9105018406416713 160:1.456535562151394 161:-1.477103903993473 162:0.05118986842998208 163:-0.2430343104281182 164:-0.4199517733077147 165:-0.467630995055547 166:1.674624576133578 167:-0.04111674969254302 168:0.008265891181870611 169:0.5061404796484911 170:1.030681553523449 171:-0.07546184471612155 172:-0.8632954926865246 173:0.7222923689760392 174:0.4082023746345501 175:-0.3946499761551687 176:-0.5228118338430942 177:-1.250790544869468 178:-0.08629221344461074 179:2.211932229263023 180:-1.752274077100958 181:-0.3964590706607907 182:1.42067175841069 183:1.117247576021752 184:-0.7196614147752223 185:-0.8822106868713743 186:-1.011060701601536 187:0.008678947565652854 188:-1.131183007402547 189:-2.395035695562444 190:-1.937926626912427 191:-1.228196800280971 192:0.1694792834978887 193:-0.9025313949241461 194:0.951750193130557 195:-0.8255920437117754 196:-1.634206859185918 197:-0.7083599414381382 198:0.06038202962981913 199:-1.961123898650575
-1 0:1.0778500276047 1:0.3615387122373406 2:-0.07590463098367196 3:0.0538065943636091 4:0.00797744323174389 5:0.6952086308832798 6:-0.9627106312707342 7:-0.256289668825368 8:0.1730984449007753 9:0.1467160458885401 10:-1.96145030699145 11:0.5744647746383225 12:0.1723980220452025 13:-0.1551655787531022 14:2.995135972842033 15:-0.1235135152643872 16:-0.6621583530278483 17:-0.4109413037002842 18:0.6726245108575226 19:1.050787462661052 20:-1.094852195840492 21:-0.4846747358027664 22:-0.0642259859273239 23:-0.2070211978809904 24:-0.9913006988405961 25:-0.2205677797447757 26:1.396810294130477 27:1.283100121721598 28:-0.2136881497674629 29:-0.3890121600844749 30:0.414113318174388 31:-0.7201806453970754 32:0.0420557278714418 33:-0.8800701872082987 34:1.641132371045194 35:-0.6195871303568979 36:1.210601850257943 37:-0.1703935218767926 38:0.328875874464917 39:-1.164091343964465 40:-0.1273312124880222 41:-0.3437271135753192 42:-1.598779083507524 43:-0.03673826530255464 44:1.492864359597811 45:-0.308189621319072 46:-0.6493052002657224 47:-0.1353256390821325 48:0.5527272474362152 49:0.5915508093473477 50:-1.598124716600885 51:0.9310956317047581 52:-0.3967320148853741 53:1.536760397921991 54:-0.7102534788266001 55:0.3322070777948966 56:0.2457385481482949 57:-1.386164133670796 58:1.556516027035059 59:-0.4233411397014227 60:1.110748413718049 61:-1.058520307639174 62:0.2795517995591148 63:1.403854973275886 64:1.042661304317199 65:0.6082207770955761 66:-0.8489299802930396 67:-0.5834013428280587 68:1.344523083502541 69:1.055210181388215 70:0.9736412120112689 71:1.567773722141619 72:-1.017788069117246 73:-0.08053166555045727 74:-0.8047713220611781 75:-1.075364871283549 76:0.8935768808575763 77:-1.220762757857137 78:1.252196363918764 79:-1.590236303373682 80:2.083520860985127 81:0.1515248403288337 82:-0.800650444425141 83:1.63665389598268 84:-1.359665598200352 85:-0.293128760427294 86:-0.2228919461183802 87:-0.7486057855749605 88:-0.08882977602617427 89:-0.07735415655841768 90:-0.3766214283003496 91:0.6899452147284425 92:0.1317587573656575 93:-0.2109752544654222 94:1.602878188437264 95:0.001667656832319196 96:-0.2208610015091805 97:-0.08071896573459098 98:0.7392452223823152 99:-0.01400930111137832 100:0.3883564062134625 101:0.5152101345542852 102:3.005425762346663 103:-0.4667998594290756 104:0.7477615865298827 105:0.2370899200739972 106:-0.3530329690086257 107:-0.791197105415128 108:0.3721296472286863 109:-0.2911716177100316 110:-0.07871993382395048 111:-1.515128739634979 112:0.2636316835904895 113:-0.07196154954771215 114:-0.81116433396496 115:1.571740615564426 116:-0.1180606872973854 117:-0.07199860157712473 118:-1.701259347238105 119:0.7355418640674486 120:0.4278187131274028 121:-1.358792517465681 122:-0.7933866897051757 123:0.7543172884356476 124:-0.03943352261742528 125:1.172029684896185 126:-0.3573583650621529 127:-0.8877900747898878 128:-2.166319119914642 129:0.01712670301743009 130:-1.214619607170432 131:-0.7590354497638118 132:-2.374943319182356 133:-1.349251141852631 134:0.7660879403839113 135:-0.06245026330496567 136:0.9383005739441089 137:0.5773470573953051 138:1.626619476076297 139:1.864747841592205 140:0.4297781924204497 141:-1.078706057948589 142:-0.3733243753607072 143:1.067790588152714 144:0.9421432604162515 145:1.235777401732306 146:0.1814943295091446 147:-0.2624666821724376 148:1.191974125449192 149:1.471223084772444 150:-0.5087699581071335 151:0.4936485986870106 152:0.2703883785956248 153:0.1620251565486447 154:-0.9923753706266442 155:-0.786068176751113 156:-0.1758439940816433 157:-0.3121806669379236 158:-1.288057030780013 159:0.07069851798530417 160:0.4085983601768292 161:0.3420243905852299 162:0.3690768807856086 163:-0.8360346853801186 164:0.3664488773768783 165:0.2685434649330655 166:0.2625714458493288 167:0.4142688155958228 168:-0.07018934673227567 169:0.313463456948203 170:-0.2954433920483848 171:-0.7801438867424206 172:-0.6480787112133138 173:0.1676681973388432 174:0.2645174124551765 175:-0.8478940250634227 176:-0.7309365393870593 177:-1.612616184592795 178:-1.896877868175999 179:-0.930149061090062 180:1.489131714652447 181:1.258449272787995 182:0.1718142375763237 183:-0.1468231398185864 184:0.7516662214298766 185:1.140386856891502 186:-0.3192707447417091 187:0.2675467342290927 188:0.09062749089470719 189:-1.80004961853993 190:1.165245895017403 191:0.1694386522803648 192:2.039692584190046 193:-0.2285385306655802 194:-1.619223385321622 195:-0.9521630871919975 196:-0.9693845532767692 197:-0.1289548257584394 198:0.8040544076664505 199:0.407490011375784
--1 0:0.2637064690796061 1:-1.200079559156904 2:0.1207382785751611 3:1.588319679440122 4:-0.4295758906262053 5:0.299400130604058 6:0.08358622269973884 7:1.100960528926681 8:0.9284068163115513 9:1.186875937539907 10:-0.822518121039754 11:0.8321676347153082 12:0.3710809695911749 13:-0.4917847476773067 14:1.64128737389767 15:-0.4166653432268086 16:-1.082696809882812 17:1.154607925508031 18:-1.713838132250275 19:0.1455035306780134 20:0.4441849856502655 21:2.140815956535215 22:0.6408776693883861 23:0.3376915160912463 24:1.077217546540767 25:1.478079027853235 26:1.312918228941238 27:0.9520822655032115 28:-1.22092883055804 29:-1.734300981463323 30:0.5335970852065742 31:1.766665702464101 32:0.3788339164233056 33:-0.9007259235871278 34:1.010383645704021 35:2.963709266800684 36:1.346908849578739 37:0.3049058583494981 38:0.03827948154798895 39:0.3892890819076819 40:-0.3021561152727537 41:0.7139454799667646 42:-0.741732464081631 43:-0.8696503315843159 44:-2.114671050648882 45:-0.6847819894022078 46:1.105668042151347 47:0.303133886952335 48:-1.302890129666724 49:1.356925707705439 50:-0.3900670373991618 51:-0.08212573316207447 52:-1.618356512170954 53:1.173486896135206 54:-0.2346250475267904 55:0.8996557547993946 56:-0.03657152449780445 57:-0.754772235152801 58:0.5608429404829105 59:0.3447836905556013 60:-0.03249443456073153 61:0.473587201411376 62:1.40508673262207 63:0.5314671521078498 64:0.1451250945939661 65:-1.30220564173298 66:1.580182127325609 67:-0.8290310409365166 68:1.278849810058145 69:1.8874026486336 70:0.4342614822807436 71:0.4154565761214067 72:1.609406332029181 73:0.9330813934758686 74:-0.3198609208158019 75:0.9399203703436352 76:-1.424819084236006 77:-1.409515497323738 78:2.791106726567331 79:0.9236678831560458 80:-0.191734873567166 81:0.4030475171606722 82:-0.1113955235268314 83:-0.08567347205297543 84:-1.09213112813648 85:-0.3830782970267856 86:1.84492146700627 87:-1.118832552877384 88:1.126421777022686 89:0.3159258377713332 90:-0.8264753734706288 91:-0.5820127477496222 92:2.42027542582313 93:-0.1900725274089444 94:-0.9955049977035005 95:-1.221105286401849 96:0.1213709355866067 97:0.9301703713453144 98:-0.0969899202814983 99:-1.751913257623411 100:0.2600784510956324 101:1.137327715428734 102:-0.3782365041445792 103:-1.283486371822903 104:-1.828128758026956 105:0.9361611006649999 106:0.588992732878341 107:0.2326512230495409 108:-0.2642613807292786 109:-0.7192166254220971 110:-0.09213737776061245 111:0.7886849780301379 112:-0.7442447569855311 113:1.375416129813544 114:-0.8303284069231057 115:2.186706356774367 116:2.159211066614367 117:-0.5243432305910048 118:0.1817705665351511 119:0.2460469502998881 120:-0.1731643106369565 121:-0.4135859795134904 122:-0.1851159627962356 123:-0.001262473406843209 124:0.1567431773602793 125:-0.1612077432778682 126:-0.6716536816922867 127:0.8497799190352252 128:1.934260324786949 129:-0.3251510815088464 130:1.285437939178181 131:-0.1466202862814927 132:-0.6975916916579553 133:-1.083778608689412 134:-0.6798649246174939 135:-0.9608074483375065 136:-0.8159260621910052 137:-1.266797567328395 138:1.160478209602233 139:0.2775433138354338 140:0.2992695901855756 141:-1.948631168518177 142:-0.201936501602491 143:0.7769479383703948 144:0.6848919684233807 145:0.08188772486326289 146:1.185734794169291 147:0.4925381464244005 148:0.6789087452831679 149:-0.3381218846166367 150:-0.1651836228120049 151:0.5941700746766941 152:1.397575397456403 153:0.252232524828944 154:-0.09256995301093283 155:-0.7601576659460707 156:0.5214879627584358 157:1.417157716975571 158:-2.262350105966524 159:-2.015115482700749 160:-1.008482268094108 161:0.3956509074860485 162:0.1269583754118208 163:1.825002623251122 164:-0.8378659136093429 165:-1.752103621031852 166:1.08587438146388 167:0.4413596680666326 168:0.020781023328161 169:0.7187697967220579 170:-2.171547579862088 171:0.02347959644457112 172:-0.1924643993063346 173:-0.2726556231536271 174:-0.1712010721652528 175:-1.225882656179309 176:1.014336643733006 177:-0.3915679638478742 178:-1.175693205539883 179:1.173130963231884 180:-0.4407282402236642 181:1.413212043281104 182:1.521109080322991 183:0.1371023186465691 184:0.3397652570129047 185:0.4888366282498284 186:-0.9818528691080227 187:-0.9628641699637013 188:0.2267970328544228 189:0.7062774828426592 190:-1.78704772440225 191:0.767316110684752 192:-0.5621222510343382 193:-0.9226731220447323 194:-0.2054290136938199 195:0.2603352652574206 196:0.1176922982785938 197:-0.4022350003677388 198:0.3082138311274396 199:0.6476449721706306
-1 0:-1.135288765033592 1:0.2961414353556254 2:-0.7688152394348449 3:1.160499430714319 4:-0.004322069557482724 5:-0.6459993658459091 6:1.428727150149805 7:0.2574310038528438 8:-0.7890119907924118 9:1.711365458575619 10:-0.1155316196293838 11:0.8702394764959401 12:-0.04159318682039773 13:0.06961351794920649 14:1.210596693745912 15:-0.9715159471258497 16:0.3100242580284077 17:1.057993825141457 18:-0.638869692600577 19:0.1504452124256141 20:0.2580630542867914 21:-2.153693039910944 22:2.33342427864714 23:-0.7686545213560095 24:-0.006599307595632375 25:0.2088772703468817 26:-0.5941660020041196 27:-0.5566214916098761 28:0.8019950451262265 29:0.07229768341876654 30:0.6389164527865498 31:-0.9974797177517324 32:1.085467935537603 33:-0.9195247722034637 34:0.06979709806872308 35:0.9825588940048996 36:-1.1440248497835 37:-0.05461580412853274 38:-0.6408348907391859 39:-1.282503822929578 40:1.973700811382326 41:0.4516300785630641 42:-1.497711903177577 43:-1.565060786213306 44:0.6956681102513795 45:-0.908277172017121 46:-0.4833292009952877 47:0.7310694862062501 48:-0.07853380121794426 49:-1.099438622825613 50:0.6340545144413913 51:1.089331901603924 52:0.7026361093746628 53:0.2295872796623236 54:-0.5850704968245904 55:0.7689880502763931 56:-1.567665848059557 57:0.004734483476234767 58:-0.6609476899833185 59:-0.1853351686815838 60:1.806620357124443 61:0.737404206350648 62:-1.246480444658162 63:-2.282505509640766 64:-0.9239321525215752 65:0.5536600239099027 66:-0.7833134955809005 67:1.327801904401102 68:0.5257348255335431 69:0.4616742567999286 70:-0.7814754880984313 71:-1.030499717395361 72:0.3429371112310795 73:-0.9153019192337795 74:0.7675885682701293 75:-0.6425326847050208 76:0.2499755541523294 77:-0.75291261957683 78:-0.4428353251499017 79:-0.2890587947426059 80:0.8960622337998431 81:-0.379431956220811 82:-0.07330540479459328 83:-0.3210393571053705 84:-1.006529520736797 85:0.8992112862021883 86:-0.4455044310839764 87:0.2801985357178097 88:-0.8694376748913329 89:-0.2733496226980001 90:-0.2217071661295749 91:0.03323933986903954 92:-0.7921398162506207 93:-0.3075808181948035 94:0.5017642135551424 95:0.4036068499685876 96:0.4024189155898762 97:0.09230280473020187 98:0.6395036253289959 99:-0.2083443008918569 100:-0.4920987118966269 101:0.757756889037793 102:0.9372271732444801 103:-0.06958148924645978 104:0.1145652630075608 105:0.2312860803686622 106:1.068926023166624 107:0.1880669805068538 108:-1.849749182137233 109:-0.1063305955691463 110:-0.9093180166938147 111:-0.8645380148494177 112:-0.04690814215700807 113:0.540482579074851 114:0.2168854575028752 115:0.4798682247447763 116:1.953570307608971 117:-0.1156380631445365 118:-0.01677162746905982 119:-2.35979461910826 120:-0.6773676427382465 121:-1.553335898100962 122:0.09105927526109828 123:1.071245898377466 124:0.417640514889272 125:1.662500085400319 126:1.170208518538509 127:0.504671638379751 128:-1.27620988964746 129:0.1281220073756003 130:-1.218281354502293 131:-0.1503498421454188 132:0.6198024924886073 133:-0.1464035784824947 134:3.889020250121118 135:-1.549670641264942 136:-1.819817049646404 137:2.351351137489422 138:0.9971495619635243 139:1.47677604389007 140:0.2910492874217268 141:-0.8102386119076953 142:0.9520807846131999 143:-0.2024306871714968 144:1.586554588582342 145:0.5128244975024293 146:-0.0711937562711789 147:-0.396416568721327 148:-1.130824103001129 149:-0.9187537033002275 150:-0.06557811596196668 151:-0.673615641187487 152:0.2132528458551614 153:-0.2324506436942237 154:-1.602901136093546 155:-0.08328796311658773 156:-0.4748014761899786 157:-0.4713739687321857 158:-1.39317957570261 159:0.8421325534117226 160:-1.578091344611031 161:-0.0167697336541941 162:-0.4375622022686642 163:-0.1361823815327728 164:-0.06254265190643105 165:-0.5782965013426439 166:-0.03621475962627293 167:-0.538758527511831 168:-0.2066326106609773 169:0.04413395210574926 170:0.6077235523514991 171:0.6553113617184808 172:1.897458810153275 173:-0.1303669476366925 174:1.16026606810964 175:0.2541487129501317 176:-0.03547074932297269 177:0.2480734388026249 178:1.055042001559429 179:0.3921959712004962 180:0.8679259301878605 181:0.9417018556629937 182:-0.4064108609151506 183:0.3442099610762644 184:1.076370305455185 185:-1.644855313227097 186:0.2956487171759605 187:-0.08148721118395427 188:0.6439135748709498 189:1.33196201062104 190:-0.222793680403748 191:1.524362431964757 192:0.2604342263320573 193:2.796528248836502 194:-1.098918526884259 195:-0.1531804781448039 196:1.228576474851276 197:-0.3645271674363645 198:-0.4875225446413142 199:-1.81888586656051
--1 0:-0.6310879597840722 1:0.7605069671315935 2:0.5686105738978439 3:-1.960882580518641 4:-0.06561585929669582 5:0.8317359594964761 6:-0.0891362377142296 7:-1.264682477553031 8:-0.1805006102886229 9:-0.1699719659212805 10:0.8957118552266125 11:-0.3820836127242029 12:0.03266924113873909 13:1.946887950451014 14:0.9702766700844311 15:-1.42691566297841 16:-0.2107592782456457 17:-0.4131235805756825 18:-1.486729787018637 19:-0.6902094308948685 20:-0.4667357285561109 21:1.333287021411736 22:0.9071857360271102 23:-1.659332862066018 24:-0.9219942991927305 25:-0.7980195038735031 26:0.256374101848768 27:-0.5823770034387622 28:0.1089702195498594 29:1.865244403765729 30:1.194022027126545 31:-0.004549103318318988 32:0.07730764928178942 33:1.210254853746977 34:-1.028588560734526 35:-1.141108793828709 36:1.569676740221286 37:-1.437751445667052 38:-0.1747358285737914 39:-0.3194375857355536 40:0.0694396952258363 41:2.496786292308061 42:-0.9796824503111775 43:-0.6993267993629712 44:-1.304932946587569 45:-1.763127956197714 46:-0.2181069132596991 47:0.464354780639356 48:0.8449403439294705 49:-2.035070650782345 50:0.4036671128593438 51:-0.2339638410974494 52:1.084383922134772 53:0.546160954488211 54:0.8788624008845201 55:0.8854489239771054 56:-1.861604159318414 57:0.5021336185773775 58:-0.6579969218673249 59:-1.067246940966263 60:0.2306195786976622 61:-0.8366720023033849 62:1.223399904733107 63:-0.7921328913656301 64:2.373894746537355 65:0.3232529852968505 66:-0.3591445878617097 67:0.1330152688839381 68:0.7900804571523877 69:-0.608607412604415 70:0.8101144586137689 71:-1.97208996403883 72:0.9589535123069276 73:-1.683496089291916 74:-2.443884665360679 75:-0.6169464075352495 76:2.475233589480846 77:-0.5475929561138123 78:-1.19081728479616 79:-0.1047416884470975 80:-0.2134442469785707 81:-0.3096992026678773 82:1.629189089146813 83:1.005808752315835 84:-0.4619944751980305 85:1.220721831957319 86:-0.326110709144837 87:0.5938339295508482 88:-0.3821552001548701 89:-1.577558580524973 90:-0.6855715102744909 91:0.2010786133099092 92:-0.7362621921705039 93:0.4562092130726655 94:0.7184996071867179 95:1.544685739545884 96:1.633029021416815 97:-0.1888100336243089 98:-0.1555289914555024 99:-0.195755226540893 100:1.208333270341756 101:0.03313985531897177 102:0.3533584160133909 103:-1.358195288889767 104:-0.6107979097366577 105:-1.798884311419557 106:0.8204602151755175 107:0.8690676994810841 108:0.02452981565465892 109:0.7861666915981417 110:0.1371863991675948 111:1.360999103255266 112:-0.2936369034748138 113:-1.62198842594224 114:-0.2711284707638225 115:-1.394349777083286 116:1.114272292469193 117:-0.4379084552563157 118:-0.6445836288631562 119:1.206381229995292 120:0.6591329356899628 121:0.3766085175598795 122:0.8027491399534439 123:-1.475703674097282 124:-1.014957232494232 125:-0.1770274340144699 126:-0.5421338831756802 127:0.1394045554665592 128:1.036772192166229 129:-0.6108224449513057 130:-1.244775228295648 131:0.05845668109197952 132:1.608250735075412 133:-1.299940018787373 134:0.4410752389702956 135:1.855153734211021 136:-1.342282773556236 137:-1.105762346132309 138:1.727723362448116 139:-0.6558105716668332 140:-1.312188351715755 141:-1.837371962430684 142:-0.9259314287077767 143:0.04821539067555503 144:1.206099274781144 145:1.006076214196371 146:1.497627680510105 147:-0.2781429935548494 148:0.3208105924085775 149:-0.6852051083457336 150:-1.77578691077598 151:0.8208712282059725 152:0.05205830674839348 153:-1.685495491344416 154:-0.5291175159096075 155:0.6311464868418241 156:-0.7363812901546865 157:0.7879041718980887 158:1.59463719148634 159:-1.417639822247923 160:-1.443656832298597 161:-1.214435378353231 162:0.253095486122237 163:0.494561937427726 164:-0.3559833722068043 165:-0.3659503500564292 166:-0.6645983310082373 167:-1.718968754111359 168:0.6336403490097674 169:0.9994731837325489 170:0.6074249288729743 171:0.6374172985172687 172:-0.2223307513691778 173:1.77426531012255 174:-0.1310744679069318 175:0.54291429797378 176:-0.006851079614030987 177:0.9844301973034684 178:1.064671008106262 179:-0.5769573801190159 180:0.4111824171921185 181:0.191690672709079 182:-1.444281044572535 183:-0.2668120762893769 184:-1.281063176383564 185:0.006548784626492399 186:0.8524205140531107 187:0.391802492962566 188:-0.03621503236621006 189:0.5520445420502452 190:0.1408246877585488 191:0.2088746805251909 192:-0.07922210300953778 193:-0.3695971690987143 194:1.265406789583393 195:-0.8976072327926735 196:-0.02127261927510501 197:1.14970391176169 198:0.881690616886698 199:-1.610637481058018
-1 0:0.3116067448920376 1:0.2127259679807681 2:-0.309190707758802 3:0.3943065142433425 4:-1.057312442584742 5:0.3421374247774441 6:-0.4330274254808054 7:-0.02552576984256685 8:-1.772864955136506 9:-0.4044410378334489 10:0.8567767549794044 11:-0.3717116044370497 12:1.229255584450188 13:0.9283670674289592 14:0.1451831181440774 15:-0.4487397157912686 16:1.153668577679209 17:0.7771411041301437 18:-2.24076937219986 19:-1.210187610296863 20:0.7672746111536708 21:-1.054984308767278 22:0.2365089371303015 23:-0.06272655641807315 24:0.7975789682314228 25:1.207841736994574 26:-0.04337835044830914 27:-0.7859848415573348 28:1.203237279759873 29:-0.7167876728288411 30:0.3821735786241844 31:-0.2675671227473863 32:1.222102644724974 33:-0.0549488621889573 34:-0.2055747943467577 35:-0.4818807328169737 36:-0.4471229671700963 37:-0.04420345766069629 38:-0.9326622468836051 39:0.09370033301208944 40:1.000542369436665 41:0.001391883801338363 42:-0.3808174280075677 43:0.6628164313032416 44:-1.168988163570862 45:0.6084380290353629 46:0.2155121016972229 47:1.012784053046841 48:0.6398078394545631 49:-2.157135582143396 50:0.5328320172695054 51:-0.2329525180863054 52:-0.9456173702479604 53:-1.420216053512473 54:0.8696807838429841 55:0.4154730556413723 56:-0.5461131224527271 57:-0.02978281543512423 58:-1.236758738705132 59:-0.4567052125245958 60:-1.259207869051817 61:0.3912470175034232 62:-0.1364432021293828 63:-0.949523439123559 64:0.4129435897691917 65:-0.6020151379405734 66:-0.03027834848564758 67:0.5528990944054345 68:-0.9748450493620076 69:0.1882978440346566 70:0.1169460692180197 71:1.881274484412559 72:2.149658738241017 73:-0.2287695720940785 74:0.6178608809989413 75:-0.9706373114227886 76:1.056484160528687 77:1.144850622814664 78:0.9687206197544497 79:1.92884318252878 80:2.156457566247777 81:-0.8623032158921703 82:-0.9348355429855325 83:0.3415075557425553 84:-0.6044193212598389 85:-1.166733379873349 86:-0.8304043784391277 87:-1.285559293814144 88:0.7154171452242682 89:0.8469968104550334 90:-0.9838668928694964 91:-0.3679158876889405 92:-0.5957079125577216 93:-0.3078077631722742 94:0.7162508794500501 95:0.2614172475160806 96:0.006075241014626225 97:0.02461217225858637 98:0.4083719464221321 99:0.7181560871618854 100:-0.3675060583703943 101:0.08291832862749794 102:-2.136390134667206 103:-0.3152714158995218 104:2.267301128574394 105:-1.393254708956521 106:-0.3399013250737937 107:0.543796527687708 108:-1.10111988170928 109:0.6600582034542982 110:0.1798262396140045 111:-1.106771234928604 112:-1.964680538811955 113:-0.5136096233206633 114:0.05324184092222196 115:0.8403105377149698 116:-1.238175217980625 117:-0.7779022627531983 118:-0.2085872727046276 119:0.6608001326795743 120:1.028750146327642 121:0.2181670980217806 122:1.055446030393902 123:-0.4086627029951788 124:0.9448505628407188 125:0.7536756055369151 126:-0.9970809797073833 127:-0.7464251606928154 128:-0.3682064457309907 129:-0.07373903345230484 130:1.008013442589395 131:0.02096884935539369 132:2.27436447502084 133:-0.09589690660107109 134:1.11763593267408 135:1.104905610696129 136:-0.3199599603618426 137:0.9251407604985382 138:-0.1454377051775826 139:0.9424027379791085 140:0.8755747448488983 141:1.299984488023303 142:-0.5116392002743401 143:1.547770094259395 144:-2.245180724067795 145:-1.994891238852843 146:-1.143865044562189 147:-0.4983245093570632 148:-0.08077798913105132 149:0.8835791945737895 150:-0.6495548641471668 151:0.6318788230180165 152:-0.9308680641776444 153:-1.770586360347564 154:0.783851798711752 155:0.02842301079646972 156:-1.404930423464279 157:-1.502704414808959 158:0.5335892594844768 159:0.7115724436828248 160:-0.2818014505274291 161:0.870191364239561 162:-0.6725059237378711 163:-0.834300056124931 164:-0.06673541493820009 165:-0.7382071004752249 166:-0.9014099531829299 167:0.03859701199656983 168:0.439061784982805 169:0.06326303653666403 170:0.2956814192302775 171:-0.4153951209021144 172:1.38169634684225 173:0.09548492928915438 174:1.165077472060494 175:0.7050297108565969 176:0.1198018367236943 177:0.5997925689078114 178:0.5823641403777732 179:1.789904109659976 180:0.6248842479413423 181:-0.1505402078237691 182:1.401185803303424 183:2.007987316434396 184:-2.769231202170316 185:1.743847806227387 186:-1.30475620068989 187:1.711731376752074 188:1.276760285912473 189:-0.4881759446498209 190:-1.662401828456481 191:0.4181269107751378 192:0.5170210451387658 193:0.1827241082676711 194:-0.7550678247700926 195:-0.8469449607699181 196:-0.7914169663335282 197:0.2135783706305438 198:-0.6251822353593085 199:1.838671270163567
-1 0:-0.2724903478284404 1:0.3413082137462299 2:-0.3560905893550237 3:0.5542603771068138 4:0.6364087707967374 5:-1.073765513911015 6:0.5201042052902761 7:-0.1303233947885274 8:1.400530952131352 9:-0.7146061824048433 10:0.9166662719087645 11:0.6392309933969336 12:-0.3511782049871516 13:1.379528128011861 14:0.3754397631992917 15:0.5094041113711253 16:-0.6113320742950342 17:1.440838220356719 18:-0.9877125230692059 19:0.7783085925473499 20:-0.3415802029156531 21:-1.159814898044048 22:-0.2227503486965365 23:-0.823028920163754 24:-0.5313967572412633 25:-1.491273719186864 26:0.1160502529843032 27:0.4591563091420816 28:0.6231981857243153 29:0.1211926367284391 30:1.212464824225798 31:1.056124714020277 32:-0.7117252169582674 33:0.6752912182714361 34:1.431808428868039 35:0.06907110148341281 36:-1.042657923109584 37:-0.8293792926426362 38:-1.358235872267759 39:1.84322738049791 40:0.6840479832853869 41:1.539076908238632 42:-1.735312526565708 43:-1.947859498017516 44:-0.701542554109267 45:-0.2372648748571087 46:0.09583974227535322 47:1.66175285731537 48:-1.442620427138708 49:0.245664727659589 50:-1.491862254814507 51:-1.095888189357872 52:-0.05661193556848577 53:0.8199040520803105 54:0.2774170619850538 55:0.3661698195665167 56:-0.4768151381251858 57:-0.7967005910398436 58:1.205881439859625 59:1.440621662760285 60:0.5280481002522481 61:0.2383997615839167 62:-0.3694332766071663 63:-0.02078453955555381 64:-0.2533957823649146 65:-0.8729630115685934 66:-0.7015720122479973 67:0.5130856454404276 68:0.4284524951029431 69:-0.2776500582728342 70:-0.2913283497892167 71:2.00941724838965 72:1.710598648081908 73:1.109996264554056 74:-0.09426893241774124 75:-1.050572223318659 76:0.6284284211516267 77:-1.091482521678521 78:-0.9562806349994265 79:-0.006676130081827804 80:0.6667683318364338 81:-1.203237524483759 82:-0.4433233485553885 83:-2.339776298645558 84:-0.7536013260553115 85:0.3180123952172921 86:-0.9895374711071599 87:1.692365029374604 88:-0.846934995230879 89:-0.4162066015460064 90:-0.4820416177405513 91:-0.8031419970427981 92:0.06305439183569446 93:-0.01263644788456861 94:0.02402356314689746 95:0.4004041179473399 96:0.1219244670137609 97:0.5342739297906409 98:-0.4104332146425188 99:-0.8370179599372104 100:3.490569727723884 101:-0.6790157516805964 102:1.564274123175774 103:-0.6851219062275984 104:-0.2839744942244442 105:-1.727523204247119 106:-1.431859325978906 107:0.2849557376231464 108:0.6747018359075169 109:1.967013465536416 110:2.011029931477547 111:-1.607628039655365 112:-0.5099774260775455 113:0.4712481874863318 114:0.2584243375810731 115:1.351646221540578 116:0.8616751618949461 117:0.8023569860077044 118:-0.2563088104070319 119:1.403551143653434 120:-0.3588676565455191 121:1.054426108313558 122:0.2152663549409615 123:0.4012847958322698 124:0.5692214964616896 125:-0.03824188806233054 126:-1.011265026852127 127:1.520160115898535 128:-0.4935282636227866 129:0.5014246590398584 130:0.9455924602226717 131:-0.6450447244682124 132:-0.08298590645286182 133:2.276702188531566 134:0.3440074530792311 135:-0.7539185419346249 136:-0.7739625063459127 137:0.8465949156326644 138:0.1434610910044082 139:0.8616758864963653 140:0.5130563569328634 141:-0.9440062082323264 142:-0.6236529733468763 143:0.8712593546298814 144:-2.302512206604423 145:0.9062642423278019 146:0.2398712728793951 147:1.491444311465713 148:-0.1714038173942291 149:-0.2057841491233727 150:0.8788465528875281 151:-0.2075003329044107 152:-0.8852245656582045 153:0.8224185383594577 154:1.795023913049477 155:0.4679821329388271 156:0.201765151051298 157:-1.078806711242783 158:1.328200999229433 159:0.9006280725356538 160:0.2382653913649444 161:-0.4619562641084475 162:0.186575911107266 163:0.3642479070009077 164:1.353736384949302 165:1.567465130727123 166:0.721970125144993 167:-0.295208178792966 168:0.7380983583810565 169:1.471435078249272 170:-1.489171505637517 171:-1.394997168438726 172:-1.142412110314866 173:-0.3924740958824267 174:0.2052559310678567 175:-0.2296667700108647 176:-0.2246500382882144 177:-0.05725133547477433 178:-0.1248308492793608 179:0.6518604312692191 180:-0.1609436374311429 181:-0.04115881492912882 182:0.9250141023949715 183:-1.117790499544326 184:0.5336651725449891 185:-1.518672091912736 186:0.884685554489021 187:-0.986449183669199 188:-0.08180490019828975 189:0.6563558270249094 190:-0.6867919839045691 191:0.4081734003078574 192:-1.107677574072937 193:-0.2924702932849445 194:0.6087096924016426 195:1.329373915348092 196:0.5516860821407914 197:-0.001534986856121228 198:-2.428726201722093 199:-0.09857080254939261
--1 0:0.7255898103844635 1:-0.3919345177725728 2:0.9791382599085642 3:0.468184547283826 4:0.287256494185589 5:-0.3613809808716918 6:-0.6310626659932427 7:-0.2963205751936127 8:-0.03481817638520453 9:0.8097071463478693 10:0.09211321454990054 11:0.7151154513214251 12:-1.197908996837212 13:-0.002125911336991842 14:1.365651544059821 15:-1.152537388082857 16:-0.456062654444676 17:0.1549008521425442 18:1.234604268495039 19:-0.4274697119679753 20:1.883897832869899 21:-0.4971263552142669 22:1.040772050391849 23:-0.2717596848764794 24:-0.1290097399501671 25:0.673380241286533 26:-1.220122720441847 27:1.324683729596031 28:-0.06340274060430504 29:0.6480018167445951 30:-1.639382036740903 31:0.3184756234861273 32:-0.1382769269076554 33:0.6941473196622028 34:-0.9828302112270849 35:1.415595882790088 36:1.707353397536211 37:-0.3668313427227304 38:-1.355711152821848 39:-0.6752334807358357 40:1.460372064999987 41:1.012920236959879 42:-0.4164895255282712 43:0.02551702089177163 44:-1.182905482472793 45:-0.3721807355739237 46:0.1008098029889466 47:1.245568256093816 48:0.2684232981175433 49:0.06213552646554096 50:-1.186431213804384 51:1.012524124420835 52:-1.64381552719218 53:-0.4563438543027239 54:0.4200476156167589 55:-0.3102609405176028 56:-0.6551570034979541 57:0.4219697731825406 58:-0.138368077476223 59:0.8181264252657942 60:0.03100638300426607 61:-0.9410450432497284 62:-0.1550735120527008 63:-0.09584052563597258 64:0.2958288148613188 65:-1.126820347838898 66:1.018978988224524 67:-0.0954569132076121 68:-0.3815026343979014 69:-0.2292452743456458 70:0.9026270318299331 71:0.476790435405672 72:0.4255166192799209 73:-0.1039440912912909 74:-0.4284092987297775 75:-0.2344164149875259 76:0.08459582015382724 77:0.05682984341432808 78:-0.4916931882562584 79:0.07038135655219764 80:0.4507257671991873 81:1.06702842487443 82:-0.1228452180878799 83:-1.18065814491739 84:0.6071514429190276 85:-0.1019759144962669 86:-0.251768874346975 87:0.7223005318842376 88:-0.6127481003748341 89:0.6331270041032948 90:-1.256418565633397 91:-1.255227246694247 92:0.178601228644293 93:-1.676296654274366 94:0.7444967492148402 95:-2.249852155048046 96:-0.6413875583536316 97:0.07179213383636747 98:-0.07976938291659583 99:-1.191545445271934 100:0.7849497706162125 101:0.6173765456799447 102:0.09481531943766947 103:-0.3238264663936947 104:-0.4344688251046758 105:-0.2859484338150753 106:0.253314326394152 107:-0.2658649923594257 108:0.8307115602103966 109:-1.154301069357119 110:0.17425086945711 111:-1.360288567002353 112:0.3488069999270548 113:0.6226103903175733 114:0.6353530877302813 115:2.147120408456585 116:-1.110787356140085 117:0.8560744040192629 118:1.321127732244875 119:-0.292809598164963 120:-0.4470594715111289 121:0.5372576644332401 122:-0.3509267121743641 123:-0.95678158125434 124:-0.3517371024410786 125:1.002166106390414 126:0.120746255806191 127:-1.351924948986227 128:-1.071756061894813 129:0.5302422181035652 130:-2.028373854164628 131:-0.1375924494094695 132:-0.4706288092443736 133:-0.04784697189721276 134:-0.5523796911097048 135:0.01620544842357466 136:0.2138766499232739 137:-1.308883063333862 138:1.71633402702671 139:1.833570802677021 140:-0.7936917653915891 141:2.21386750763031 142:-0.7273354412272038 143:1.35540499710576 144:0.167679179431403 145:-2.236390077802443 146:-0.5393836423308515 147:0.4865896898657114 148:-0.2314476872324748 149:1.180444592160938 150:0.254715915528444 151:-0.4101307227833147 152:0.7057720198996073 153:0.8282646327317887 154:-0.4601335005650566 155:0.1307745714726744 156:0.6430882425071752 157:0.8559215180668635 158:-1.089051215064408 159:0.3959564508643902 160:-0.5728478238107093 161:-0.6647239157166364 162:0.08348103794709084 163:0.7497152867004766 164:0.8544168136560434 165:-1.14823041817002 166:-0.6645657532298543 167:1.491530617912062 168:0.1381347015069397 169:-0.07143461609565721 170:1.134294568998024 171:-0.7321826283692344 172:-0.8003709205628099 173:0.4170133693700455 174:0.1139850071585404 175:0.01372547537806526 176:0.5847427749823786 177:-1.022808969035411 178:-0.5886743403781421 179:1.315505316100213 180:1.305630421689114 181:-0.323936478418673 182:1.356189979029897 183:1.337819410059524 184:1.475225131246012 185:-2.005954030088673 186:0.2583286691912869 187:0.8756608056521664 188:1.896896267428565 189:0.2555646786289875 190:-1.699200994788942 191:-0.3696177055671597 192:0.5293270254913891 193:0.716320298230502 194:0.140387691714712 195:-0.7529250715546941 196:-0.7438174118724518 197:-0.650333488868274 198:0.9405825523895056 199:0.4473573204876546
-1 0:1.613546835641989 1:0.2669517093166036 2:1.176482223320829 3:1.63441964531053 4:-1.114440471410944 5:-0.1780643095982333 6:1.730708305341195 7:-0.6030986480510215 8:0.2314143499407996 9:0.3244435462380321 10:-1.306119594148373 11:-0.951472715107395 12:-1.692001546606552 13:1.242885176888642 14:0.5809289454275387 15:-0.5425354970828179 16:-1.69258626875039 17:-0.3687756560537579 18:-0.3115002655225887 19:-0.5268452240996471 20:0.7975436367391298 21:0.3097479960504526 22:0.4845685616992929 23:-1.04013833685229 24:0.4742631855271167 25:1.165245704218426 26:1.520004106315822 27:-1.39081192279707 28:0.3627979926939557 29:-0.7206123637008323 30:1.159812361040874 31:-0.3620952356174925 32:-1.005991414528162 33:0.1063533294405547 34:0.7856336716924054 35:1.217447008336289 36:0.7591880748991766 37:0.8106289557057441 38:1.221611549275897 39:-0.4843395186658221 40:0.5582478219243584 41:0.6118165104174887 42:1.233942446338594 43:-0.2686005693932135 44:0.2921018105597264 45:1.045328272891173 46:-1.069368251194086 47:-0.09693022198107915 48:0.6540305563734885 49:1.564287361051077 50:0.05305789763015485 51:-1.466133584147302 52:0.9852861464111831 53:0.3316319153524869 54:0.9508491512901791 55:-0.623329487383137 56:-0.06727969407608445 57:1.623669846682308 58:-0.2194049556815897 59:0.9335854414807374 60:0.311572987972884 61:0.9978415018359231 62:1.483019176924607 63:-0.03536920203274605 64:1.184834481518064 65:0.6735138894034356 66:0.2411645736602365 67:-0.6374858265749215 68:-0.9809454874933219 69:-0.4637891710254147 70:-0.1211385218776547 71:-0.3423111837164545 72:-0.6416330399161873 73:1.02352066346606 74:-1.337799996699043 75:0.2776663687372845 76:0.7540223763780362 77:0.9610892225594658 78:-0.7980920780580076 79:-0.1330486136087799 80:-1.216361182960715 81:-0.4331967475018468 82:0.802902136167567 83:-0.5541986137467803 84:1.585767009842412 85:-0.6564689058355498 86:-0.5973164171787363 87:-0.7779324908850854 88:-0.9009194061560074 89:-0.2405547135173547 90:1.545105698098009 91:-1.129459105495433 92:1.948657710509091 93:0.5262985897736996 94:-0.8267475934113145 95:0.8386191253784826 96:-2.873102498453507 97:-0.2375425197039815 98:1.948032286365167 99:1.790620518549513 100:0.3465005803641124 101:-0.0424091769990035 102:-0.1987126757707569 103:0.7872896624929333 104:0.451370793415229 105:-1.598592346647945 106:-1.081044265638889 107:-0.5074078104192244 108:-0.6452146833050008 109:-1.081410280135787 110:-0.4341517434432629 111:-0.5003808926016189 112:-2.173825188898225 113:0.5645911015726462 114:3.030133265412259 115:1.447499744274084 116:1.294374744693085 117:0.4747498710131818 118:0.623511473549807 119:-0.2409692574857868 120:-1.237823666992668 121:-0.2848413588776779 122:-1.236176447693232 123:-0.2512661873334318 124:-0.6012004979344737 125:-0.2723360036140272 126:1.693929269043482 127:1.240064560860449 128:-1.30295649619047 129:0.4280584241353258 130:-0.3087327508920482 131:2.274922411271688 132:0.4932770414497748 133:1.140417866956091 134:0.3372886863673002 135:0.5568573415908349 136:1.729614930369828 137:1.190806814228697 138:0.005877659234977265 139:0.05323599089106774 140:-0.2962471860291638 141:-0.09303422543597148 142:-1.576323849161399 143:-0.0874950647357132 144:-0.6208529710731768 145:1.275784756316853 146:1.369123650281701 147:0.2810651063232665 148:0.3746622867268009 149:0.8921699262019587 150:-0.1648796107998816 151:-0.791530968516357 152:-1.526596259088054 153:0.8095986755393241 154:0.2174163812512434 155:0.1755597515080961 156:-0.04746556944611682 157:0.3389639133049136 158:0.5604079162106778 159:-0.6531030251971349 160:1.134426242097052 161:0.09476266863848999 162:-0.7236480251820895 163:-0.4354508891953672 164:-0.3095798907583152 165:1.748376811961186 166:-1.092226989409349 167:1.645434498515201 168:0.6168108298869787 169:0.15826042918001 170:0.4424656000466322 171:-1.719452212088395 172:0.9373769559513099 173:-0.6116407576724722 174:-0.3381826123813017 175:-0.9670692032055276 176:1.393553464386867 177:-0.5446746227694679 178:-0.05649509912478982 179:-1.011648946555824 180:-0.02338964091185871 181:-1.461152608578436 182:1.29967565959169 183:-0.7366425344409092 184:-1.638633484753693 185:-1.25307343943038 186:0.2675838002705256 187:-0.8478039271845479 188:-0.08628395320272182 189:0.007680415149816524 190:-1.415964721034722 191:0.3566862223553089 192:1.4118672548084 193:0.1337701994044224 194:1.969796765774993 195:1.212512664912697 196:1.034668631772443 197:0.3820605307370035 198:0.7995082157323512 199:0.3248795694399144
--1 0:-0.850189849799513 1:-0.4193710264446948 2:-0.5634763076647761 3:0.437294148339584 4:-0.4513336823382559 5:0.2442252912343624 6:-0.5392658199302786 7:1.126963078022906 8:0.08896421417629077 9:-0.8748249596866936 10:-1.445087452642681 11:-0.2342048983613789 12:-0.2356317492351056 13:0.102703477315299 14:-0.04604225437087337 15:-0.2819418677999219 16:-0.7243005191737817 17:-0.3794207759050129 18:-0.7954575578477345 19:1.099587846826377 20:-0.3120238175453125 21:-0.6525528985408198 22:-1.634482450068737 23:0.05116681509635292 24:0.5773790314960361 25:-2.01110693038 26:-1.281166482477002 27:-0.6075508597996134 28:1.030077777701074 29:0.3400575746703146 30:0.4807119893287793 31:0.8935073959587877 32:1.002435774109083 33:0.4343329309494826 34:0.6761471385896412 35:0.5500180052823067 36:-1.262609515319118 37:-0.4840305618885494 38:0.9099457307762212 39:-0.3016990447292082 40:-0.6796995894571961 41:0.9088242260010577 42:0.2748547548674063 43:0.5899668014147269 44:0.8238641045364116 45:1.235456999005053 46:0.1340390583977452 47:-0.1062247364585433 48:0.8201471452053729 49:-0.6295500165598249 50:-0.3447286989969272 51:0.8021613164295653 52:-0.1872766423843678 53:-0.3710628040083128 54:-0.4560996954960265 55:0.7841355916036225 56:-0.3704813602130336 57:-1.416447132993603 58:0.2110454318270237 59:-0.916048881953032 60:0.1550721648371141 61:0.7032504510096301 62:-0.5084280040646671 63:0.4767463955130318 64:-1.816218153094821 65:0.3372057530217434 66:0.3049253272141568 67:-0.9137720454862051 68:-0.5054628341644686 69:0.5050473784914771 70:-1.297388314027472 71:-0.4932522874323514 72:0.47520512842385 73:0.05508716915564055 74:-0.4192946135036715 75:1.565690229459291 76:1.290149522799139 77:0.4787159290599713 78:-0.6140554801185047 79:-0.5721109161739305 80:0.8135159694393006 81:0.8253185156560972 82:-0.8095808832735299 83:1.196836362838072 84:-1.568141141897146 85:1.448013616248807 86:0.8518095332301503 87:-0.3804753264232695 88:1.836084669768129 89:-0.01276849696743539 90:1.978525834840027 91:0.6181420271565493 92:2.024845146262134 93:-1.12018447366594 94:1.514560314562082 95:-1.086536618293737 96:-0.5113197070737246 97:-0.8348352757517272 98:0.03841004667899335 99:2.772761108914199 100:-0.5114847233765507 101:0.5222321142705704 102:-0.6143710827920711 103:0.07086711807132047 104:-0.8137261450018525 105:-0.9700516706832375 106:0.6452647730300773 107:0.5037912966086747 108:1.226582981242953 109:1.308914850240808 110:-0.6241916781066996 111:-0.8895431691616807 112:0.1241746163519857 113:-0.5798923263194247 114:-0.476846537080003 115:0.4508616732967812 116:0.5798353625022363 117:0.2070604882916137 118:0.8439584017154929 119:1.323236582318325 120:-0.8189810361050897 121:0.2097272176744204 122:-0.1710691684085303 123:-0.04185539849661633 124:-1.132145128136119 125:0.2347070148194145 126:-1.097994875024048 127:1.000146284666864 128:2.037080742334878 129:1.309901185970681 130:-1.493742921852307 131:1.5732751160019 132:0.8431439820577522 133:-2.024888388687616 134:0.8670851352498781 135:0.4802386149373708 136:0.8604367384867084 137:-1.79357640973681 138:0.5433944224180115 139:0.6293828059768448 140:0.21202246632423 141:-0.821910706982163 142:-0.1786542310972132 143:-0.8237081783907519 144:0.01779885102981802 145:1.135962236124302 146:0.6430197016399916 147:1.500194426923847 148:-0.3060224734374455 149:0.2404821590337338 150:0.8763700187142216 151:-1.074357930886628 152:-0.7008826694773583 153:0.8205496774584029 154:1.595833651090272 155:-1.030114356695996 156:0.4787823854355249 157:3.065004337134822 158:-2.41931372932942 159:-1.697070947290786 160:0.01456807894680917 161:-0.07333350575182516 162:0.4697961723106664 163:-2.010189984578652 164:-1.246553650841091 165:-0.4920216382214543 166:-0.9826577320155611 167:0.6081806096112522 168:-0.6211681179723564 169:-0.2273745518568514 170:0.8376765358684055 171:-1.612280603713413 172:0.5538232849275292 173:0.9654765794242348 174:0.2806390155401557 175:-0.7431995462056006 176:-0.5057717575930351 177:-0.812399785719416 178:-0.225506620890788 179:0.4697363830996598 180:-0.5678236871603102 181:-0.8783461755590852 182:-0.4505971851137145 183:0.9555786438612711 184:0.5643127466967354 185:-0.9966452864286683 186:-0.3774243395408086 187:0.3674979742509942 188:0.5058615267210249 189:0.8555803351777049 190:0.02738234479283573 191:-1.123358287770421 192:-0.503008741041251 193:0.9627535393014406 194:0.3444259524223449 195:-0.8284849266613514 196:0.986416330052853 197:0.8494085912310244 198:2.309538875848049 199:0.8637743968904888
-1 0:-0.5981369066511586 1:2.185321961800969 2:-0.5542552780243405 3:-1.542163291957885 4:0.5075960417333559 5:1.178474497919362 6:0.9926532725662796 7:2.065777372441617 8:1.800890458521436 9:0.8186047735326701 10:0.9842025182266633 11:-0.8934577720775454 12:0.1247715858832904 13:-1.143205846148839 14:-1.546952394788776 15:-1.460887725053627 16:0.2665745818805136 17:-0.9343217833953515 18:3.018089165537958 19:0.6643862198217292 20:1.544979962868017 21:-2.1619356580497 22:1.319456371097757 23:-0.04309844663129477 24:-0.5051848627362692 25:-1.953584759896505 26:-0.9614480139223217 27:-0.7339396536549297 28:0.2381507181236353 29:1.662793220401316 30:-1.813349420015671 31:0.1929733620888159 32:0.2877599552625727 33:0.4597036176063055 34:-0.2024519433631723 35:-1.084803287681789 36:-0.6023415525061167 37:-1.17140874074766 38:-0.2494638949169024 39:0.1721059335788542 40:-0.114475577569298 41:0.315131982764423 42:-0.1281033103912542 43:0.5106675124998096 44:-0.1357771574269707 45:-0.3058236867463878 46:0.02045852408936556 47:0.3125717107366979 48:-1.743390660310396 49:-1.214873600047291 50:0.6577462557452504 51:-0.8247858881608063 52:-0.1545655258535147 53:0.2434229433124804 54:-0.7198787503157595 55:-2.230677594773673 56:0.8158641341825178 57:0.3066637603667887 58:-1.15179436045323 59:0.2569995893224183 60:0.1283053333149985 61:-0.5835919893846451 62:-1.450466174776372 63:-0.1167457189339969 64:1.593281066812275 65:-2.89465094246219 66:1.161754121154847 67:0.2997779028627682 68:-0.6586717969940677 69:1.561436912920749 70:-0.4414614436453033 71:0.2775536719438511 72:-0.7494630607903048 73:-1.454508082888069 74:-0.794662880546213 75:-0.05585485972870637 76:-1.037626059164052 77:0.1578129984884363 78:1.714982582841927 79:-0.4429705904559491 80:1.107073242910078 81:-0.5632334643134159 82:-0.6292879650865069 83:-1.644425589007003 84:-0.3524740018927712 85:-0.4693714354318489 86:0.2827610232334383 87:0.588350558863911 88:-0.9378778126036271 89:-0.5128425941579874 90:-1.220036109264313 91:-1.58980482753827 92:2.132619982567544 93:-0.4977048138120434 94:0.8518989095690209 95:-1.741939324244926 96:1.742130364035081 97:-1.013834752756666 98:1.383558198591034 99:0.918003641708209 100:0.7990137097610688 101:-1.549425730019702 102:-0.5166579948007544 103:-0.5410014424517826 104:2.145285336060682 105:-1.226337721610541 106:-0.04749347829177722 107:-0.326230389349957 108:0.5369336234238768 109:-0.04842100577446361 110:1.032525492629323 111:0.2153057560105308 112:0.98074853663728 113:0.6062009195768541 114:0.03924706783882193 115:0.1472892780463339 116:0.385755654290901 117:-0.2066113396649128 118:-1.402608632340003 119:-0.2633087323849602 120:0.2590703533339572 121:-0.1359972913471558 122:-0.4729771141855486 123:1.071876167697726 124:-1.72236963867552 125:-0.4898158165561341 126:-1.123938925871203 127:0.2256418309937014 128:0.6130087784180061 129:1.710341010345794 130:-0.8019041860789994 131:0.1830202814148786 132:0.0403973083897179 133:-1.426347894977585 134:-1.124594738260485 135:-1.131663881857901 136:1.168467227829006 137:0.6327381595450241 138:-0.7621629325097906 139:-1.260281119946694 140:-0.02607418439047923 141:0.552088466984245 142:3.33499475627832 143:1.001580162096264 144:-1.720072318634137 145:0.2492507110859489 146:-1.057442866181205 147:0.5386259531846173 148:0.04313071842819948 149:-0.3226126114896909 150:1.137677686180616 151:-0.9457099597761167 152:-1.995146902375823 153:-1.057288763572811 154:-1.313887007029817 155:-0.4217919965893264 156:-1.031037824550514 157:0.07289771734574894 158:0.3832329967525583 159:-0.9412337976743889 160:0.03684795432344037 161:-1.513441027574979 162:1.271737428845933 163:0.5824232235746237 164:0.2805945895949147 165:0.5136718610115439 166:0.6936943342330583 167:-0.2915415417429668 168:0.4728985418932066 169:-0.7182406964207801 170:-0.2238486809819698 171:0.06268290768524473 172:1.35911893280476 173:1.001799567257329 174:1.48343787832661 175:-1.784533242114412 176:1.303445918579377 177:-1.951392482878559 178:-0.767871589007291 179:0.2495606522940778 180:1.225431788297608 181:-0.05008976281924873 182:0.867306540684188 183:-0.770279601246724 184:-0.6537232178468287 185:-0.6091444509190799 186:0.501520916437091 187:-0.9495559036730629 188:-0.8088036045679055 189:1.892511597799956 190:0.19903728330906 191:-1.029496658704351 192:-0.9067042653984901 193:0.799267687599083 194:0.4038772196995621 195:-1.053728792902053 196:1.018357768086974 197:0.9078368871838204 198:-0.7402665272821074 199:1.196733450982366
-1 0:0.5222249458903085 1:1.197800604399214 2:-1.116675743750817 3:-2.8395391927303 4:0.314954602208037 5:-0.321039418079393 6:-0.7093392928255442 7:1.489534245366677 8:-0.9737240722472481 9:-0.3456374867467775 10:1.322120115542068 11:-0.7855671148617873 12:-0.4535328271982556 13:-1.07967564280742 14:0.007272861940402532 15:-1.736292012321611 16:-0.8512496481915584 17:-0.4729054681456443 18:0.03318955131510391 19:-1.003455688701492 20:0.3515753094504281 21:0.1063708395187899 22:0.7670740916837807 23:2.077543244429657 24:-2.010079013562971 25:1.395346315602144 26:-0.7406371275255402 27:1.146098404980653 28:0.4058014007812282 29:-0.7514182276186981 30:2.1688411194917 31:-0.4731684086754536 32:-0.1477410138525055 33:-0.6435341886010223 34:0.4627274069148793 35:-1.162441112544641 36:-0.6735212939605311 37:0.03927092137652578 38:-0.373750214866982 39:-0.5151760726586972 40:0.5434391990296973 41:-1.077411049876252 42:-1.536929155055061 43:-0.4050278005852569 44:0.4359680993402876 45:2.202405537282885 46:-0.9653249184887135 47:-0.8104504008788778 48:-0.3391575660638844 49:-0.6845837203597461 50:-0.875499592112511 51:-0.1926902054723128 52:-0.679493138952488 53:-0.7271112296203702 54:-1.777320006230126 55:-1.350080020922957 56:0.3707275905597356 57:-0.8152146898176306 58:0.9356046144689451 59:0.2704328379201759 60:-1.320354379755817 61:0.8369105830540271 62:-0.5569352329989736 63:-0.6951460570953946 64:-1.188550221959625 65:-0.02527543542379101 66:-0.4166375432158124 67:-1.036812500612599 68:0.01619294299043703 69:-1.641506724737915 70:-0.3403051296725564 71:0.1923738107214058 72:0.1787727586317498 73:0.05810194039295972 74:-0.7683352733301871 75:-1.664084098304457 76:-0.5427737027002372 77:0.6885516372601709 78:0.7101409961929087 79:2.292020243878359 80:-1.470146002952921 81:-1.149608029266359 82:0.5034922542970653 83:-1.21696505922369 84:2.48748480588004 85:-1.136045602107803 86:-0.998587291923542 87:-2.458207921166045 88:-0.9334135669888624 89:-0.2476429321914342 90:0.2598143258681561 91:0.04419491522802541 92:-0.04222851150253449 93:1.221595738851361 94:-0.8552393768118135 95:-0.1716656249744571 96:3.483392253826608 97:0.05724483326717073 98:-0.0800901692116894 99:-0.7115165281202752 100:0.3331512195341278 101:-0.817378086758671 102:-0.3650169195541103 103:0.2228646979550565 104:-0.7658821490419936 105:-0.5580703469427064 106:-0.7505022366351968 107:1.272978870761163 108:0.7029290237882739 109:-0.684281639904081 110:-1.423062193508922 111:-0.8331778936595065 112:-0.9071824430844098 113:-0.540809464164891 114:1.059006163095143 115:-0.6424999093827344 116:0.1887083466713689 117:-0.4513867955451527 118:0.6220687845643248 119:1.209427894327939 120:0.119495561961548 121:1.397538698515412 122:1.397608019763738 123:-0.2451940688808468 124:0.2653609614773511 125:0.6437181257932221 126:-0.09573468923858545 127:-0.2232664767370145 128:-0.3981600022460877 129:-0.008169644038995536 130:0.4001877808899222 131:0.5898641380186153 132:0.9920407742407 133:-1.023261148611805 134:0.9637347751028736 135:0.5032364236070919 136:1.114413848671612 137:0.6337046954109632 138:0.04403003067018627 139:0.456274905333424 140:-0.1330523039512053 141:-2.194031964415379 142:-0.5707797992422398 143:-2.669038379217493 144:-0.4873574070565093 145:-0.2263722198279466 146:-1.33512981960629 147:1.475406665410582 148:1.166133242756059 149:0.1689508570684653 150:0.1379354254248856 151:1.427152216042754 152:-0.637842475329333 153:1.171993475410923 154:-0.4106762125521032 155:0.6575380996796385 156:-1.708501338625481 157:-0.5488899566403765 158:1.754370034063156 159:-0.6044491719593796 160:1.458662128659177 161:0.1616308616363462 162:-0.2415729484226891 163:-0.9359315981753081 164:-0.215365009506321 165:-2.242507589940871 166:-2.252679797097331 167:0.06770946285322216 168:-1.866026757498337 169:-0.3286942963843183 170:1.561336259794963 171:-0.6417306275397249 172:1.521368608646788 173:0.8831226192298863 174:1.143444730220476 175:0.9246221753337528 176:1.427565271492263 177:0.176060799615801 178:0.288595881390848 179:0.6331197640256991 180:0.01232294101043218 181:2.291390836894935 182:-0.3630060278998573 183:-1.137038615484984 184:0.1862715172812332 185:0.3603778696852269 186:-0.6824407629178771 187:-0.2112605873907089 188:-0.08172502994999387 189:1.168795120952981 190:-1.42233096069221 191:-2.146842453775526 192:-1.510118613933106 193:0.5257792569192459 194:0.5943899893382451 195:-0.3505422416779258 196:-0.8129021984802396 197:-2.218957291147842 198:1.142346178700318 199:0.04977611204318842
-1 0:1.275877802909169 1:-1.337862238671057 2:-0.2835775563799301 3:-0.05371538806810007 4:1.918537445536472 5:1.475699462683606 6:-0.2090435418943733 7:0.6722988412387733 8:-0.2444747824013548 9:0.1745773157863291 10:-0.7024959766855539 11:-0.4351673095375525 12:-0.04050726353791223 13:-0.8379435101365039 14:0.2496795073267291 15:-0.1233752269073123 16:0.9680124273379407 17:1.945647257606904 18:-0.2493879365321092 19:-0.8346555895253235 20:1.266312039547477 21:0.6587216400297349 22:0.8347643937615601 23:1.959554982383352 24:1.303622903323971 25:0.140570353336272 26:0.07591137097598169 27:0.04766475159831643 28:0.2955732923905583 29:0.4158750178007537 30:-0.1493629161756725 31:-1.205054842924228 32:-2.298403307396907 33:0.1149811086109412 34:1.337787477430418 35:0.7235879292248323 36:0.8427888266701403 37:-0.8150781361408075 38:1.933814674359654 39:-1.472994882272664 40:-0.9973613237403295 41:-0.6705468005568171 42:-1.154429343633629 43:0.9710095656149552 44:-0.6895053640458251 45:-0.2515152253419674 46:0.7358578151099366 47:1.371877171120923 48:0.9801081229024667 49:0.9080649595488093 50:-0.0309430425231621 51:0.2603987058034228 52:-0.6870679096072333 53:-0.8637806242138273 54:0.109112469750775 55:0.6185512550221804 56:-1.949025410100186 57:0.2431209054678592 58:0.1472965394151163 59:0.2471997749815393 60:0.1757670836111876 61:-0.09501191118664096 62:-1.054404890219668 63:-0.1427665213246186 64:-0.1528159967568548 65:-0.3765504143600703 66:0.6600433770128652 67:-1.999789444257974 68:-1.59226559184779 69:0.7138721199913484 70:-0.3831562265004356 71:-1.324577159558475 72:-1.647705705590893 73:0.1021527303298888 74:-0.6376766426835685 75:1.157777291267764 76:-1.333116399526857 77:-2.11203123560029 78:0.4651445234970983 79:-0.6168055141298935 80:-0.6421845547727226 81:0.2755687982461197 82:1.273884370872061 83:0.8793551807879626 84:0.04243699437570509 85:-2.427176852263682 86:-0.4538805887717678 87:-0.7085053781020204 88:0.6029950390980769 89:0.2163648390384467 90:-0.8457680507958579 91:0.6051389132685412 92:-1.778840157802184 93:0.7424779603504721 94:0.337364450422839 95:-0.3033878424311598 96:-0.2739760053350551 97:1.771358992719054 98:2.929168882838998 99:1.102178946583962 100:1.668410031886727 101:-1.077653714282183 102:-1.877224733311808 103:-0.2799452388949059 104:0.2458040306211264 105:1.704160104996856 106:1.376432728030401 107:1.90327973815465 108:0.05646361511520161 109:0.4064190508203178 110:-1.308555768834202 111:-0.9146610152434814 112:-1.532105126710913 113:0.6306767098253436 114:0.2731142735753265 115:0.5261356037757434 116:-1.199561175703316 117:-0.07245662340301234 118:2.056977468255259 119:0.5069552117298207 120:-0.9780159917131991 121:-0.6203345290156629 122:-1.016017449484711 123:-0.3650045490176631 124:-0.7558017455151971 125:-0.239807835198776 126:-0.2218965168310728 127:1.153769219646703 128:2.619054557945338 129:-0.05548973737713835 130:-1.359036300555731 131:0.4462303695840552 132:1.303807953703014 133:-0.3016493301999894 134:-0.1448721702506051 135:0.2591454835577721 136:0.08210374308883993 137:0.3184665903364837 138:0.4379885942226651 139:1.242619906763687 140:1.655870117711037 141:-0.3668472762164049 142:-0.4451373758529316 143:0.4645196574999236 144:1.550789442463824 145:0.8351285456393939 146:0.5504460251011301 147:-0.9509789310234948 148:0.7639086105810019 149:-0.02874207940437285 150:-1.009400017244306 151:0.4667567207472247 152:0.2854490176584835 153:-0.02120135183384289 154:-1.476662464996334 155:-0.6807433550090923 156:-0.1885527082426712 157:-0.880671672647702 158:0.8511656561225881 159:0.9382437578701074 160:0.238233736173745 161:-0.7446983119844285 162:-0.8075480897723902 163:0.03037105013997447 164:-0.8272502913800285 165:0.2247385129639521 166:1.608411038105731 167:0.7045231915344831 168:0.7737937215247392 169:0.4289710745169802 170:-0.4585554098623912 171:-0.09453990348672936 172:-0.1210935514796318 173:1.202026885808051 174:-0.124218305905591 175:-1.356196467016082 176:-0.01166838145433695 177:1.068218671411311 178:-0.03899622241867422 179:0.8407546656245993 180:0.5331030401016276 181:-2.248344890030941 182:0.4236435825158068 183:-0.8364784370379218 184:0.06682859450825239 185:-0.06740796528158599 186:0.8184656824017317 187:1.751551009049497 188:1.418109140862736 189:1.92066624360231 190:1.011071663512114 191:-0.3887262937111314 192:0.9885698625463631 193:0.263249835045465 194:0.419258794789831 195:-0.4875924622522255 196:0.1009715451350407 197:0.492391512019937 198:0.5500666309355212 199:-0.7348174982384303
--1 0:-0.6887576712128781 1:0.2328037128045699 2:-0.3528698765154017 3:-1.085811464777731 4:0.8329363863202951 5:0.5588857321247419 6:-0.2880715163760317 7:0.3459421881438687 8:0.333685823709466 9:-0.07069846635640457 10:0.739334105157652 11:0.3167795153663736 12:-0.8271773628443564 13:-0.001246150674701322 14:1.247094888946615 15:0.6716221305611099 16:-0.4662586470456869 17:0.0320598442132559 18:-1.266396017620747 19:-0.1290848305573903 20:-0.3548348244538543 21:-0.1548787962979396 22:-0.6085411640150588 23:-0.4062983151707931 24:0.2184822310407003 25:-1.085457811634992 26:0.6916958221610976 27:-0.05586755952847546 28:0.3441536488522728 29:1.746890384838955 30:0.9118840426909144 31:1.147878630587167 32:0.8218968151140968 33:-1.622955448910713 34:-0.6581880176921586 35:-1.532183535240974 36:0.08634469521666643 37:-0.3147733433377414 38:0.8656643249903465 39:2.399140660609703 40:0.3541382224513457 41:0.5499296102109122 42:1.547295175028169 43:-0.130710089537949 44:-0.9683902268340601 45:2.294102498030637 46:-0.5690121748929634 47:0.3061335780583291 48:0.334881496828848 49:0.252630717237398 50:-0.001668723824944859 51:1.584914345154212 52:1.038013482769375 53:1.197905903581292 54:0.2346386865122651 55:-0.3401524399060639 56:1.223355704091582 57:0.6287482186850073 58:-0.8137239080652741 59:1.35836887904624 60:0.7247724131206156 61:1.663903167303078 62:1.324239260223379 63:-1.557312815348428 64:0.03122851026284663 65:0.8651804814754992 66:-0.3218405995313027 67:0.7952013319684221 68:-0.5378881571940111 69:0.6802428303454895 70:0.9437890158395595 71:0.8666439963863702 72:-0.08133865821102006 73:-0.3051736102455764 74:1.158552751318546 75:-0.7965117753583713 76:0.4612140237122822 77:1.004562935024601 78:0.0936198421087213 79:0.6573786099953219 80:-0.7270722985885576 81:-1.213086570961938 82:0.497282837209746 83:1.298480278983378 84:-0.3667672476358036 85:-0.7459504796532866 86:1.920738159102462 87:0.877918726211431 88:1.178957850818468 89:-0.5159493342962046 90:-0.2344211899279278 91:0.8010028061734953 92:1.062676562992013 93:-0.677242186604189 94:-0.8554152686472266 95:1.036428973461735 96:-0.5365825610459649 97:0.1842974416274974 98:0.8942464447951101 99:0.7908281527701194 100:-2.154058902614807 101:-0.3922809815412399 102:0.01737465969439731 103:0.7376903401505444 104:-1.353641809685269 105:1.01967622914295 106:-0.2900091783552746 107:1.931542582422892 108:-0.3625422585675814 109:0.2402284126264505 110:0.8535029217918397 111:-0.9900359159607975 112:-0.08158398362204544 113:-2.315373163022433 114:0.6548415842219926 115:2.278979290668182 116:0.3268704587659506 117:-0.09638002772858462 118:-0.9157833034967996 119:-1.385991666316454 120:0.17346127355365 121:-0.5199100903281001 122:1.064119539034385 123:0.3177495596052039 124:-0.6622148391866769 125:0.03192198048923488 126:-0.428321809907905 127:0.776914711373799 128:-0.5892360154625066 129:-1.618077144690531 130:0.06779098879451202 131:-0.3481032784113998 132:-0.182612688323313 133:0.6364616980466387 134:1.994341477096132 135:-0.2948322072411664 136:-2.119108702922724 137:-2.591384557637726 138:-0.009889470031645005 139:0.3287730110308691 140:-0.3686891147683932 141:0.20057197543901 142:-0.8236065731302404 143:-0.9745754126626912 144:-0.7713948434720297 145:0.519987242297998 146:0.3728844088991565 147:1.303556068862589 148:0.7724045674611039 149:-0.1027539134635468 150:2.095068868316506 151:-1.764126417518493 152:0.9289380429480463 153:-0.8091905274931759 154:-1.303900844203882 155:-0.4539098457299848 156:2.291401935493676 157:1.513795459061769 158:-1.055147503279671 159:-1.313337685865717 160:2.063069137742007 161:1.137169167399443 162:-0.4436654173489189 163:1.326752052268243 164:0.2034228754430774 165:-0.05414039719282188 166:-0.5122271976554612 167:-0.02930094820958462 168:-1.490260997407212 169:-2.436188051920681 170:0.1755759426014419 171:-1.194789000125632 172:-1.997534305362856 173:-0.7389485121647826 174:-0.3804643316743094 175:1.999675082952984 176:-2.788972509045772 177:1.42486354096353 178:-0.1477975482203383 179:-0.6729501260609454 180:0.1236797317849438 181:-1.274400460683537 182:2.02954798877568 183:-2.028485971858609 184:1.03607450057182 185:1.241581387767045 186:-1.89418569829958 187:-0.2573044910511367 188:0.2886958939668213 189:2.47218508008051 190:0.5733622583637252 191:0.9292299184306509 192:-1.255726644885958 193:0.04459038251821826 194:-1.687710433911012 195:0.4706477480352588 196:-0.0009658637865019319 197:0.3472267010571697 198:-0.9939557906865711 199:1.093316792468444
--1 0:0.3138890418357772 1:-0.3911470541568179 2:-0.460227342606311 3:-0.7476301134037023 4:0.8773388273530011 5:-0.8911670676717314 6:-0.1087381363222897 7:0.6977038770168462 8:-0.4638988093444262 9:0.008105115757987461 10:-0.01339824173511539 11:1.992345879249928 12:2.078292696035524 13:-2.540425084896089 14:0.02171862240964769 15:-0.829704414726765 16:0.4718862331644845 17:0.7305927507492113 18:0.8029159809478436 19:-0.7926499407438413 20:0.1803527947990807 21:-0.1236772084806246 22:0.824825364215565 23:-1.026066782696778 24:-0.7810846457617484 25:-0.5461039277883417 26:-0.185889710972175 27:0.09583680970915215 28:-2.211009124873071 29:-1.454131621347011 30:-0.1959696244611613 31:1.465191153059424 32:1.479544405314426 33:-2.436130489167918 34:0.01000524376686679 35:-2.548600850509517 36:0.3405997511877241 37:0.5781719095487353 38:-1.136594977920967 39:-0.6823493042536896 40:-1.833023680525108 41:0.184264098086845 42:-1.507721491857593 43:1.998091104190431 44:-0.7983933180058724 45:-1.310787999824364 46:-0.7527293649539879 47:3.178536799056096 48:0.8595701684868823 49:0.6829171140797321 50:1.858978620419044 51:-0.6762369916152371 52:-0.3922617750000849 53:-0.2738682612811096 54:0.6376519463500947 55:0.2056459857989826 56:-1.766387487879986 57:-1.993481615939777 58:1.401527751749979 59:-1.816741351011893 60:-0.5944169863883784 61:1.081187077718554 62:0.3158051938492982 63:-0.3372390346010331 64:-1.098824132961467 65:0.4019894332736187 66:-0.2195532941503852 67:-0.8535375344922159 68:0.2120413964214433 69:0.9426631273832226 70:2.850401753509947 71:1.110083935953644 72:-0.247020841806948 73:0.3225933459044394 74:0.2274937997267697 75:-0.05837554236265852 76:-0.06597709130675562 77:0.1817389520206167 78:-1.955118181979914 79:-0.1734342962061993 80:0.1606277717569606 81:-0.5228333583682436 82:1.480022817416901 83:1.015398221999259 84:-1.299014974349228 85:-0.07757165024718422 86:-2.837870947264082 87:-1.411980769212131 88:-0.9230022001039895 89:0.4694160200687031 90:-1.324084753428576 91:0.4456922873400391 92:-0.0974445916222607 93:0.361463110494761 94:0.1030857100220439 95:-0.5489726940792561 96:0.4912999114373587 97:-0.952859453839038 98:1.910872337750342 99:0.6903615048106335 100:-2.128696435459877 101:1.4521249163707 102:-0.8330454491712757 103:-0.6063053355387379 104:0.05747362765557434 105:-1.083806222650991 106:-0.1526965132389482 107:0.2135416621759843 108:-0.6330221835254424 109:0.6850137170504176 110:-0.4402075501972594 111:-1.285725439289682 112:-1.361410007065463 113:0.6071087138863701 114:-0.4647714261531259 115:0.3082109356740272 116:1.359429502765048 117:-0.5315386559894957 118:0.8287347432243649 119:1.025416764726722 120:-0.2837221503631008 121:0.636649766707363 122:1.561335529406234 123:0.6406825829828653 124:0.4831043921647898 125:0.04273261454623056 126:-1.038257441033791 127:-0.9392800832734045 128:-0.2233397349659524 129:-0.7835096787710789 130:-1.440476507184338 131:1.565984573238165 132:0.01751006891835593 133:-0.8060354507968449 134:0.7165330201294203 135:0.6177090377328298 136:-0.04114258673801646 137:-0.715823628686852 138:2.261566675855304 139:0.009286466961362091 140:-0.628646915270143 141:0.536893644675476 142:-0.3368675552146062 143:1.823135899352635 144:0.221782385563997 145:0.3505556014355701 146:-1.414155930190344 147:0.716389176519834 148:-0.9057120737355626 149:-0.07842142941809674 150:0.1103819727365005 151:-0.9527148656421763 152:-0.555283062371991 153:-0.5637713690920305 154:1.312058307062249 155:0.1257433146617824 156:-0.08878259441591368 157:-1.250657449062061 158:0.7254455686723889 159:0.200567466821426 160:1.573634715219931 161:-0.737047098129529 162:-0.3549870496901681 163:-0.2306607201721554 164:1.252650543141005 165:-2.052114539576495 166:1.272820652044008 167:0.7054032163537444 168:1.224421660242484 169:0.7903782913837692 170:0.4828317008017153 171:0.2276511151815158 172:-1.377590608864079 173:0.4632059951400139 174:1.505646360182884 175:0.702472311179771 176:-0.7773106044584575 177:1.237540786561181 178:1.043437847443559 179:-1.532483197398596 180:-0.9353806063453026 181:-0.1364533070938739 182:1.003713673221283 183:0.3022069347606851 184:-0.5837832825453922 185:-1.329476986331224 186:-0.007805187022367143 187:0.4589637174833764 188:-1.476614900859056 189:-1.721632139158233 190:-0.2946044945324479 191:0.2212701413111661 192:1.503359381029812 193:-0.5094041048664565 194:0.194237061488222 195:-0.8755149208370984 196:-0.171626468033119 197:0.5106841047771905 198:0.962826494437389 199:-0.612927372855997
--1 0:0.1226041809083817 1:-0.3043745344558708 2:1.276611987887141 3:0.1403540770199905 4:-0.2948892744560463 5:1.27372611304071 6:0.7545545644331206 7:0.7900917730336534 8:0.1304657078740705 9:0.334739814397579 10:1.962346352603853 11:-0.2225363845301808 12:-0.3844994568946315 13:1.28647996045007 14:-1.247520661164445 15:0.1292927709416892 16:0.4975452843180761 17:-0.4095834650874104 18:0.8158477431238725 19:0.6048353826499349 20:0.3614191510514052 21:-0.9133029339308291 22:1.627560678315006 23:-0.1457678118618874 24:1.529346168737005 25:0.7834717347976633 26:0.5374794357913723 27:-1.599478399831595 28:-0.6834870346004888 29:-0.5170598833907379 30:-0.341189880638315 31:-0.7242776170180661 32:-0.9749404557707838 33:-0.9728880790557243 34:1.509215203415105 35:1.142564121150289 36:1.50124059923671 37:-0.74837318444578 38:-0.5465380427416794 39:1.703279073840913 40:0.1454532732366405 41:-1.813786651277607 42:-1.229912412964688 43:0.4818778596046718 44:0.4534239776540613 45:1.144448180859597 46:1.562275927878354 47:-0.9371941901012939 48:0.2398195970200999 49:0.0584669433045818 50:0.2474696591085151 51:0.6791239277338432 52:-1.21996647138604 53:0.9613245313958835 54:-0.2121366140851147 55:-1.330432484180564 56:1.015409207974311 57:0.6737939200052151 58:0.3771087101713531 59:0.6225594186666961 60:0.1302546500360359 61:-1.886766867190713 62:1.888297516212162 63:0.7962040015941396 64:-1.265179284357617 65:-1.229950692755343 66:0.03037889252847754 67:0.2471675269627856 68:-0.4156435610809983 69:0.7648884675052866 70:-0.1999635043768542 71:-0.796838166429401 72:1.28120819444723 73:-0.4226969053766567 74:0.5330936058826593 75:-0.07368670932725864 76:0.0980360128062593 77:0.2165956381396817 78:-0.802138735956163 79:0.3983140780421907 80:1.642278527504249 81:0.8709933831329758 82:0.7580584299918551 83:0.2571260298774922 84:0.7417812916012659 85:0.6651264678892618 86:-0.8851782727540994 87:-0.7156397782188827 88:1.661685054808479 89:0.3078933247100537 90:1.634599024906005 91:0.7107418396716266 92:1.056567204013088 93:-0.9005807192247782 94:0.5761295721484764 95:-0.2002371806126148 96:-0.6965475905035912 97:-1.464911719290275 98:-0.1813926647817014 99:-0.905548803245446 100:1.40138009019572 101:0.9331542728630362 102:0.5868425336221912 103:0.6268832866938855 104:0.7383263464482642 105:-0.9625831993457374 106:0.6852096580817708 107:0.9365700592427921 108:0.2544018051590408 109:0.8361404336655722 110:0.6335496449654404 111:-0.496614779039967 112:-0.01831810019577303 113:-0.4741231260117109 114:-1.407996270133389 115:-0.6561575405857354 116:1.055458239182335 117:0.2787718141109296 118:-1.066627652119843 119:0.473077710229424 120:-0.3160510800706091 121:0.05240521379210371 122:0.7013268043916265 123:0.4017601627189319 124:-0.7978009520954312 125:-0.2229282829103486 126:-0.004542936715883497 127:1.365140024326022 128:-1.245261271017509 129:1.390700432518312 130:0.09719966462533541 131:0.9780721863147279 132:-0.8000095192810529 133:-0.9564898368599264 134:-0.260700362530532 135:1.102212956819185 136:1.471758032696192 137:-0.8557672952446711 138:-0.5390124580503302 139:1.137529851210912 140:0.07024071658459398 141:1.852607765846537 142:0.5653176407595145 143:0.2107166618653833 144:2.220427016214284 145:0.4980539935339863 146:2.808709957264419 147:-0.58373482181934 148:1.617089039930163 149:-1.831356782559931 150:1.247300357949745 151:1.273564049486466 152:-1.818709678405039 153:0.3967723037559331 154:-1.68544675230411 155:0.334584116550339 156:-0.443372219457716 157:-1.226172263231827 158:0.5009035291706851 159:-0.9576189824582899 160:-2.539823408341116 161:1.475997677195763 162:0.569289418854297 163:0.823162317447606 164:0.110588392759849 165:-0.9155007880531207 166:0.696838745612107 167:0.743802992966187 168:-0.8405140511705559 169:-1.580850435895322 170:-1.255811231735277 171:1.909689320393871 172:0.8632696752978454 173:-0.2214609565880574 174:-1.242344757617792 175:-1.091491386837368 176:0.3926539579001178 177:0.1119391322937903 178:0.1173454825127912 179:-0.5246113141502716 180:0.5041906250827309 181:-0.6559943434523349 182:-0.137526604705663 183:0.4015241039460599 184:0.5480895210740834 185:0.2269489091280182 186:1.457324918536645 187:0.1695227513287227 188:1.800363655807439 189:-1.606942785897593 190:0.2958235720224753 191:0.5632190035614469 192:0.6785275917435614 193:-1.038524155094802 194:0.9674343233836082 195:0.3056500083910624 196:-2.372839411748551 197:-0.4789830852141301 198:-0.7874392349238072 199:0.7031609273712761
-1 0:-0.1487113725939705 1:-0.7006202190222378 2:0.09132287424328357 3:-0.2002938895297168 4:-2.789875912594164 5:0.2695844521620416 6:0.06534158492275845 7:0.1000080249626305 8:-0.4818925533137246 9:-0.1663937846056197 10:-0.6371153530062309 11:-0.3686870715368832 12:1.340560879037792 13:0.5899392898304258 14:-0.3548751562875967 15:-0.7263736811150203 16:-1.722386933303058 17:0.5053436226359508 18:0.8152971540018232 19:-0.09905852618544143 20:0.1850877786431809 21:0.4247808585186971 22:-1.306698889237945 23:1.288553501904338 24:-0.3551932456900427 25:-1.748305736212983 26:-0.09115986903722406 27:0.7016684767514842 28:0.8222991644256017 29:-1.008185602530928 30:0.4276841161940532 31:0.06350043844522227 32:0.1986884090766911 33:-0.1120666725160966 34:1.572377841319274 35:-0.4673597290755984 36:-0.4019623841010633 37:0.1583382078513145 38:1.039459081611865 39:-0.3376230843622705 40:-0.6993466195129899 41:1.089500987240555 42:-2.231706036312166 43:0.2420672249557973 44:-0.04668869883111007 45:-0.3150113189353068 46:-1.082745298601286 47:-0.890413845032667 48:-0.4302054297977742 49:0.3037133725740192 50:0.3093946082580017 51:2.134562759751435 52:1.024257446316991 53:-0.04920784146903429 54:-0.8964252153508682 55:-1.686734224958644 56:-0.3726706685387254 57:-0.06051561560668263 58:2.117117242473198 59:-0.6632579760223017 60:-0.4922432571410424 61:-0.1383315385377027 62:-0.1429157621168755 63:-0.3865431517698147 64:-1.182798103903689 65:0.6034433573885475 66:0.5941122967417303 67:-0.2239073739504364 68:1.643863838500675 69:0.3164686345989359 70:0.06800550197992775 71:1.339744661003798 72:-0.4802206705683766 73:-0.8967736965428474 74:0.7025904238378674 75:-0.247259553347989 76:-0.6416510931285977 77:-0.4261105715199342 78:-0.4870888615325514 79:-1.572321570739461 80:0.6211531330659059 81:-2.22517267963765 82:-0.7914516500254197 83:-0.8792927905054169 84:-0.4609935001344931 85:-2.411017576289751 86:0.6209158439112128 87:-0.4945201006245518 88:-0.1280179620694073 89:1.119938071489899 90:0.7251193917654384 91:0.1709433579253647 92:0.3406525536311466 93:0.2160532880092913 94:0.6034271332787873 95:0.3954936591999359 96:1.533329723344826 97:0.01227751930608219 98:0.7978775126744264 99:0.5164879213012227 100:1.685426986683243 101:-0.7629252943421989 102:0.8038344351965404 103:0.648550907197547 104:-0.4145166447289678 105:0.183179019515338 106:-2.581229363289861 107:0.6106881770233403 108:0.03232437350643227 109:-0.1159114329444621 110:1.18384563780425 111:-0.1476178269722704 112:-0.8930128843901769 113:1.529963323548488 114:1.17432094663284 115:-1.019567120353739 116:1.406699142480749 117:-1.542296950388521 118:-0.8275070343725776 119:0.4809808819900872 120:0.784532590459992 121:0.09144017728796985 122:-0.3580995953259102 123:-1.186304836709533 124:-0.3664417621096197 125:0.5738847440998123 126:0.8365808653662501 127:-0.2871512869944056 128:-0.2378723330311459 129:0.7061038564609939 130:0.6292934442927347 131:0.870709048355058 132:0.4545861901614814 133:0.5547434296715332 134:0.3774299179881579 135:-1.06833882370087 136:-0.08999623686401098 137:0.9229040767752783 138:0.8027540908707332 139:-0.467034975738707 140:-0.345428192723383 141:0.7368819389439614 142:1.410409316404561 143:-1.561804339089772 144:1.014911211627966 145:0.5263053935794229 146:-0.3678103579760865 147:0.02968675020019459 148:0.4509365039451022 149:0.3954824216420343 150:-2.105048976664279 151:0.5055434571418137 152:0.4835263549781826 153:-0.6571673773916121 154:-0.357044479368879 155:1.642637344000776 156:0.993698707825054 157:-0.1707689335106421 158:-0.4828425861846586 159:-0.1146022672255464 160:-0.0362035498303792 161:-1.097645894050037 162:-0.1336594661343488 163:-1.431177393908751 164:0.8439779265748077 165:2.548447072453763 166:0.8277532969403165 167:0.04022994506439109 168:-0.2988398176318479 169:0.05248080993158574 170:-3.436727141648897 171:-0.5268014344549852 172:-0.757716523208778 173:-0.8555945573529652 174:-0.9916949979051896 175:0.2275282023922449 176:-1.161186044846902 177:-0.84914214174958 178:-0.1489995404653938 179:-1.166891814043869 180:0.7919513276593011 181:-0.8254722099177693 182:-0.6995717483225535 183:0.8099173245968416 184:-0.06952629302032183 185:-0.1792236012601092 186:-0.28649503307058 187:-1.202222090450199 188:1.517738907351611 189:-0.2601716543864473 190:0.7097089150992211 191:-1.960283597046954 192:-0.8605532680920284 193:0.387367141141593 194:0.6903692045241285 195:0.07176389994233812 196:1.568166038652707 197:1.41734522729486 198:-1.377520394273174 199:1.26162246042033
--1 0:-1.391445623825046 1:0.5469815018218814 2:0.8695133897856518 3:-0.674771723116234 4:-0.3168529224797839 5:-1.083453491663416 6:-0.03392962190065255 7:-1.13589367617884 8:-0.5264437572820896 9:1.682148850804078 10:-1.258217200302224 11:-0.6674610825543771 12:0.62394457959122 13:-1.109445717575875 14:-0.3844295154719037 15:0.9006314603772987 16:1.11653494202277 17:-0.3129514039448768 18:0.7294559087034025 19:0.596571095782692 20:-0.5531748245017939 21:-0.8728509235446557 22:-0.4158541731589347 23:0.3946281337824794 24:-0.1359429708153638 25:-0.8934358352413937 26:1.7417386799376 27:0.2428178388013187 28:-1.194434510634879 29:1.120213612211174 30:1.37801491248351 31:-1.470485882175125 32:0.1082642727163343 33:0.723405223212382 34:0.7864686143955554 35:1.707686553745575 36:-0.5783978683861868 37:0.9541130162393419 38:0.4850575175695988 39:0.7465040177145187 40:-1.356147517175433 41:-1.529022054561236 42:0.05055509228110777 43:-1.284383464168268 44:0.3906621861853271 45:0.5176924799499275 46:0.134052025912017 47:0.7708878277069912 48:-0.1533767033352804 49:0.00206488558806265 50:0.9247619447768423 51:-0.4077646195373952 52:-0.1884257012048067 53:0.6211267703230846 54:1.607270290459869 55:-0.3046956391631804 56:0.7299337997246951 57:-0.3380436020023706 58:1.32581827227535 59:2.438042915486547 60:-0.7864841434008037 61:-0.4609887347929006 62:2.111441359978249 63:0.5659453229613711 64:0.6669730407130093 65:0.3907116535089557 66:-0.9524870262395577 67:-0.1959910022936044 68:-0.1644947918953653 69:-0.6692537899941347 70:0.3807816617649173 71:0.7193435881167769 72:-1.530618770082668 73:-0.1724670106997059 74:-0.2028387862884186 75:0.05255953737449331 76:1.310938428400296 77:0.06047814911111001 78:0.4065238896157241 79:-0.988014605886766 80:0.8027919677740651 81:1.45949743006325 82:0.4537570861706642 83:1.663247316154951 84:0.6595348238349699 85:0.9519452551180385 86:-2.332859892450915 87:-0.9385656008947139 88:-2.158853166634508 89:-1.584082772091705 90:-0.2773993707842362 91:1.296207878988445 92:-0.9389384361907365 93:3.164799399977751 94:-0.7476672613811046 95:1.062213071353537 96:2.009352163595866 97:0.4793356935432854 98:0.1870507578733339 99:0.2868463458509629 100:-0.1533871994675879 101:0.2527568115706523 102:-1.812892827497742 103:0.9526627486586221 104:0.08960699362196987 105:-1.370395368648411 106:0.5942769787740646 107:1.017582611815325 108:0.1147829413795296 109:-0.6181278325246923 110:0.5507752558509865 111:0.803250146820776 112:-0.5347538340088422 113:-0.624132891019743 114:0.4658155761597547 115:-0.07619555156340707 116:-0.7749548739100193 117:0.2242781023483081 118:1.854175603948203 119:0.2411540474223527 120:-1.175867833554946 121:-1.235664228573617 122:-0.4347229460929868 123:-0.9765184407013114 124:-0.2950373928663633 125:1.454177344117324 126:-0.1603251745773666 127:0.7605020537204646 128:0.1662667261472962 129:-0.7044106838691778 130:-2.667663617981465 131:0.4943449076471814 132:-0.9165398636549655 133:-1.013362634087063 134:-0.1898847276304417 135:-0.7743485020886288 136:1.217105968412768 137:-1.608687480372553 138:0.9758863835849413 139:-0.1622928559218685 140:-1.14073886591258 141:1.279861069714512 142:1.566982876547581 143:-0.9869858213380853 144:-2.549380336860194 145:-0.7378672705240833 146:1.932109481526096 147:-2.355410846603222 148:-0.561203018794217 149:-1.265565092472374 150:-0.4474419126196499 151:-0.002441337290359962 152:1.20240423216896 153:0.306519266196955 154:-0.4221512267625034 155:1.614970388505118 156:-1.135017624791583 157:-0.5813618023871338 158:0.5413262428016757 159:0.3668062135353257 160:1.130605385449278 161:0.06105470452884622 162:2.13259779386426 163:-1.233668418801397 164:1.489699536667588 165:-0.2555708751834121 166:-1.531965511687631 167:-0.7164292781802063 168:-0.1228118332079628 169:0.1957032555814061 170:0.7676319449205012 171:1.629403761407317 172:1.882848893075345 173:0.7279045798747843 174:-0.0977928960113137 175:0.05938463543287247 176:-0.2671280244031239 177:-0.6493788510692187 178:0.9936343912721971 179:1.466430815255719 180:-0.2298202449840628 181:-0.9185095064351816 182:-1.028225109950477 183:-0.370642717817426 184:0.7682125980906545 185:1.941197128573189 186:0.6834664948256239 187:0.3762802358748939 188:-1.496430506383918 189:0.1420869474735661 190:1.031175374296773 191:-1.352680286190459 192:1.329413574708303 193:0.2161949095077596 194:-0.5942187694230552 195:-1.329881718516406 196:1.004023027440469 197:-1.045411814058437 198:0.05706924279437963 199:0.165908820824289
--1 0:0.8021694655339362 1:-0.4800993339883236 2:-0.3632871106694988 3:-1.351244405857094 4:1.141217383088496 5:-1.015231960058287 6:0.8547741484958099 7:0.1180558454263153 8:-0.1910076251730759 9:-1.040670544234538 10:0.7393361083787902 11:-0.6229736760904462 12:-0.2471338628357534 13:-0.04665626071857069 14:-0.6438078618774863 15:-0.3803681293856518 16:1.048840595441904 17:-0.7917077245105745 18:-0.2777408461878103 19:-1.18958035414794 20:1.647487938203225 21:-2.210924977933353 22:0.2926841744000113 23:0.4690236334115768 24:-0.209287762385714 25:1.781702497905864 26:2.24873534398486 27:-1.003527624897604 28:0.1292734521627206 29:-0.5559105612013291 30:0.9491948090037154 31:1.121137546604543 32:1.067585320042113 33:0.464214008169933 34:0.570799478428177 35:0.4398795830809957 36:-1.1283149993156 37:0.7519165069201171 38:0.2662369826808042 39:1.632975891250203 40:0.6218699714984754 41:-1.719473315858367 42:-2.205513372452281 43:-0.1980096960098431 44:0.2348282858474836 45:-1.116533084484641 46:-0.02909663063880647 47:-1.4406152381916 48:-1.947299028687758 49:0.4583904931273413 50:-0.6637111761828816 51:-0.1585331986490501 52:0.8597080036586966 53:-1.737017827045468 54:1.319747367789784 55:-1.417770863445424 56:0.1605281432051335 57:0.584280970239069 58:-0.01045423643214659 59:-1.654999388931931 60:0.4246952974383469 61:0.432101787099349 62:2.08263708422891 63:0.2074031388742546 64:1.092164978499765 65:-0.06531417815122076 66:0.6643616807739535 67:0.1045081865168888 68:0.2981051736189181 69:1.232239643430193 70:-0.03175137633135831 71:-0.951219617077627 72:-1.440362811311261 73:-0.06683362821010684 74:-1.752026054131684 75:0.1823631455231428 76:0.1586062297591211 77:2.236289340959075 78:-1.343726228124028 79:-0.4619305826213739 80:-2.466629202301115 81:-0.04700204515425736 82:0.7549911940517737 83:0.7765445278426869 84:0.2222273534445817 85:-0.5377536852284674 86:0.4769122930359576 87:-0.4323948048573849 88:0.8076713549690298 89:1.082412233610335 90:-2.44829261331004 91:-0.1518471074148929 92:-0.1983368398786529 93:-1.720849218634576 94:1.535533355240495 95:-1.230255946761602 96:-0.4480251482533439 97:1.882358113781946 98:1.003733352070823 99:1.611509791063762 100:2.593075819769486 101:0.2782372122578727 102:0.3181270591902121 103:-1.048681910820111 104:1.208389371850064 105:-0.009201698308570563 106:0.4936840148419107 107:0.7002739316593527 108:0.3259895614735102 109:1.072731245405568 110:-0.1667079425714636 111:-0.7299704860251198 112:0.08409960680449996 113:0.5790035961017104 114:1.327511211571824 115:-0.8985285466267582 116:-1.240937880256694 117:-0.6181477479576672 118:-0.04847978249283047 119:0.1933815970582108 120:0.1172579587740049 121:-0.432479794457898 122:0.5681469713616522 123:1.022161697838862 124:-0.2082701032761236 125:-0.1616987250004813 126:0.5280091359842135 127:-0.2173956298150096 128:1.655280544531736 129:0.2880939967679558 130:1.48668304908274 131:-0.3369000735209012 132:-1.731673193191491 133:0.2427468343538615 134:-0.03475648739009352 135:1.666491615431026 136:-0.2725698640534139 137:-0.3040107978016913 138:0.0889639207551319 139:0.611609182239721 140:-3.076840583303471 141:1.776629477247371 142:-0.2195983248791364 143:0.4930292957995405 144:0.3911436743907301 145:-0.9803755405350598 146:-0.1221449109069591 147:0.2390957999944462 148:0.6403452364466269 149:1.413265784507044 150:1.063028788547628 151:0.3123978852021207 152:-1.350948219070361 153:0.839469748084436 154:1.032057422134526 155:0.1216693474972536 156:-0.2703666057210275 157:1.656186878823541 158:0.4300798475253943 159:1.302251578817208 160:-1.77554707167025 161:-0.4061639706589637 162:0.5262850871231883 163:-0.4664980023322984 164:0.4053411638295193 165:0.9151894754867518 166:0.5353578725511237 167:0.5939942631303026 168:0.4081450036036193 169:-0.05391598567101812 170:1.683519372887361 171:1.000862512700073 172:-0.6925839026801422 173:0.841382929880792 174:-0.6254889492212388 175:-1.618939649066107 176:-0.5327106004444845 177:-0.1238502881861486 178:-0.9486975751291808 179:0.1105267827586223 180:1.647945293011624 181:-0.648590232288718 182:0.7300928913124831 183:-0.5085744323019886 184:-0.2548270873990757 185:-0.7742411309292554 186:-0.06650895279197548 187:1.967937676296338 188:1.341669494013684 189:0.162943453950275 190:-0.5312780297344555 191:0.9054937976001862 192:-0.8317727954424053 193:-2.387296287124961 194:-1.009072794270107 195:1.927223394450884 196:-1.337475863299708 197:-0.9969525739673584 198:0.08262115338700614 199:0.2538680935145095
-1 0:3.353609342446054 1:3.176380437888838 2:-0.5852077192462438 3:0.1656879216784141 4:0.04613078992524874 5:0.1265331033471706 6:-1.360482893232632 7:-0.5422285706768839 8:0.00948559174432069 9:0.6088252324748674 10:2.781749820712553 11:-0.7672620406658369 12:-0.2488861340423825 13:-0.5753177857418484 14:0.01691424105637771 15:-0.2459414885454989 16:-0.2397136835408882 17:0.6329306511638618 18:-2.055927439336047 19:-0.9881172295438099 20:-0.1374091733820519 21:-1.11570475760417 22:0.5263360412964108 23:-0.9261382533959678 24:0.3744432972441272 25:0.4091355172067735 26:-0.4895485329327788 27:-0.2604978546036333 28:-1.573397544471501 29:1.975464390976825 30:1.977090205353625 31:-0.6909936485979197 32:2.414089039664304 33:-0.5557486055214241 34:0.6733353935842465 35:0.007051623421552361 36:0.4740261024284237 37:-1.274710716565254 38:-0.08312163692196645 39:-0.1785715252542231 40:-0.435958781919088 41:0.5152863519874287 42:-0.88279635960025 43:0.9189883943463064 44:0.1432689252152396 45:1.50243645089636 46:-0.7491985003270615 47:0.635350571583896 48:-0.6293177561773452 49:0.6296392535750912 50:1.747735634094918 51:-0.8668325067557244 52:-0.1267648306123449 53:-0.2285379184201108 54:-0.3432673840231292 55:0.8636263015823544 56:0.01074322341371702 57:-0.2459450716213971 58:-1.840982905327238 59:-1.25564892810011 60:1.155354006133724 61:0.5195800903008639 62:-0.3715440997547511 63:0.2741989698268918 64:-0.01947501312663806 65:1.072374274226082 66:1.171246687414963 67:-0.3774984110333571 68:-1.204452177878311 69:-2.185792890219494 70:2.06882845975535 71:1.109883784852533 72:-1.008369290757422 73:-1.189627386235306 74:-1.239633346600014 75:0.0121747854979818 76:-0.1498468768413043 77:-0.8420418378186542 78:0.0856730189825219 79:-0.6235643408390089 80:-0.1411972144418527 81:0.0579411198451876 82:-1.00489143492533 83:-1.330206501332072 84:1.136595636503945 85:0.01267970124384563 86:0.002399820886824998 87:0.6060801987491711 88:-0.01572360214085786 89:-1.312137044469733 90:1.040748470500063 91:0.005740561264176889 92:1.094410205011305 93:0.5226781294634743 94:-0.8316380254791372 95:2.133833369156842 96:0.7470776377106144 97:1.492835152187497 98:-0.4416185551709929 99:0.5765404216375857 100:1.513915774917864 101:0.7744148501929439 102:1.248298679011913 103:2.176262189097384 104:-0.6555610392348236 105:-1.650385774140672 106:-2.708625765784776 107:-0.1482622397681063 108:1.41072991169578 109:-0.1535167782410066 110:-0.7797861403878191 111:1.01275033879848 112:-0.9242211468055028 113:-0.7492802296843022 114:0.3801890633002594 115:0.5412312233704943 116:-0.6619097950072602 117:0.009439607707266123 118:-0.5121092931083377 119:2.106905966079389 120:1.217612891718206 121:0.355253333220247 122:0.9147565106663043 123:0.415366631811008 124:-0.1231346592314439 125:0.02979939705514029 126:0.4004144001226811 127:-0.2646615250307932 128:-0.9725276309689587 129:0.8237960791012349 130:-0.2354612353801183 131:-1.846838209894872 132:-0.04269564019720208 133:0.6358591566762513 134:1.195997104186567 135:0.0697338997481112 136:-0.03694397002339923 137:2.088225323485472 138:0.3929915404922573 139:-0.03486408659329038 140:-0.7831722861618098 141:-0.9563745546601357 142:-1.650558231541215 143:1.016549737113659 144:-1.773277327965536 145:0.8301024180750571 146:0.8806725335767912 147:-0.1182632503460594 148:1.836491940712328 149:-0.100517302444174 150:-0.09766123379027648 151:1.11585449682318 152:-1.07969170689859 153:1.042325766701774 154:0.07967394371409006 155:0.01168210963488753 156:-0.4238823933391151 157:-0.2411825269929772 158:-0.332326176075574 159:-0.1093050602268212 160:0.05476088574964347 161:-0.2364369290923102 162:-0.07254421025710463 163:-0.6565052709957582 164:0.1358405427821361 165:0.7711956415755357 166:1.503197012433626 167:-1.082099401827823 168:-0.2883919469670572 169:-0.05478366180210924 170:0.2055928810616514 171:0.2328836810428444 172:-1.363243966151758 173:-1.064431455995406 174:-0.499705121441788 175:0.2336026104508714 176:-1.604752007183327 177:0.7838530861977731 178:-0.2763908933886697 179:-0.4138172315607595 180:0.0081795737000554 181:1.72311749352968 182:-0.8845983720433819 183:1.011188309804789 184:-1.131169450534224 185:0.9847349265342401 186:1.436726230764532 187:0.376326142021198 188:0.480212327229163 189:-0.08532941670609756 190:-1.546867512808465 191:-0.006843717799343399 192:0.6381220113560685 193:1.188128331290891 194:1.683933342466566 195:0.02692249280618974 196:-1.260358867315887 197:0.5526958570450311 198:1.175200893245088 199:-1.40122651177669
--1 0:-0.4615884580442992 1:0.2164026923947495 2:1.171067925316292 3:-0.9174563881733084 4:0.9664586580922416 5:0.5561027385708646 6:0.1209368844626936 7:0.8253353840475997 8:-1.419063276648249 9:0.8441387590358648 10:-0.1149417889045458 11:0.9954093820825035 12:-0.3396434295660255 13:-0.3919670261157233 14:0.8589136316123647 15:-1.868081592064459 16:-0.6343088947800819 17:0.426287428705961 18:1.805567184536997 19:1.662327867293701 20:0.3535417033294914 21:-1.135093396386759 22:0.2630233503202252 23:-0.3001539341646334 24:-1.985593028010558 25:-0.3355391025959448 26:-2.059650719520361 27:0.251329706532067 28:0.1585555121676291 29:0.9486296688848985 30:-0.9652104592286703 31:-2.333077161231545 32:0.1520100518567997 33:0.7854498467203632 34:0.04592938627664355 35:-1.763848609090793 36:-0.8964591645918586 37:0.06702575319986227 38:0.06657832760196129 39:-1.269981706462378 40:-1.924437504317405 41:0.3596292787325653 42:-0.7524823266731707 43:0.1711550902575853 44:0.9402044803195414 45:1.292313780669939 46:0.3466970272844856 47:1.294817138587031 48:-0.5157565845274472 49:1.020447356711861 50:-0.3944191118647693 51:-1.247464960777261 52:-2.500693749499067 53:0.2628880074717899 54:0.3387480762800696 55:0.5138356789556894 56:1.224247860827602 57:1.296141192316117 58:-0.007977072270612064 59:-0.7644857087377046 60:0.99603679785043 61:-0.1425999824788087 62:-1.021434906018022 63:0.6101379608346185 64:0.2430032017901999 65:-0.4189450012748882 66:-0.9664317939405036 67:1.019401706314766 68:0.5574623733415364 69:1.016729515683232 70:0.2379616437217902 71:0.525187682953988 72:-0.7401935793102074 73:-0.8789117006056089 74:-0.6134053135681683 75:-0.5069228169095465 76:1.224272896021689 77:0.1653696986338089 78:-0.7043948279127599 79:-0.5990833999454824 80:-1.708525663758264 81:-1.430897249210893 82:1.849004937304222 83:-0.7532198331702709 84:-0.9646497977437809 85:-0.06585726676071149 86:0.2476157546280457 87:0.7163045859396859 88:2.329772914781186 89:0.9473994613917426 90:-0.1271850518206581 91:-1.417159885834902 92:2.008416149933078 93:-1.464563151607719 94:0.6789883306816459 95:-1.583916550913663 96:1.279825433592201 97:-0.7337937038459026 98:0.7328802309543312 99:0.7323246938087614 100:-0.3560082943350009 101:1.600093642258044 102:-0.9400741422860527 103:0.5365481502471876 104:-1.613471237571002 105:0.7521928028697016 106:0.2964049059769785 107:0.843193794674114 108:0.3188947909546206 109:0.3663582643032643 110:0.4538953568266759 111:1.822517814215243 112:0.4796881008749762 113:-0.1211451783882565 114:1.34206405147472 115:-1.132110523230027 116:-0.7582769865470488 117:-0.1748369502910388 118:0.5958721813611477 119:0.3385733355750736 120:0.3075354738280544 121:-1.52071746880819 122:-1.894704558661908 123:0.9329306518802097 124:-0.7355896011712306 125:0.6415119225321469 126:-0.5021230220680646 127:0.6265074267320696 128:-0.9552399905047166 129:-1.224210451917114 130:-1.058583750490264 131:-1.081005885423075 132:1.824057868236329 133:0.2821102653378663 134:-1.917053890718632 135:-0.6531098975521895 136:-1.702545528697287 137:-1.166631438324642 138:1.906818594563698 139:0.421863053772749 140:-2.073674578286303 141:-0.1056842715385254 142:0.4387687651721129 143:0.7768721166659269 144:0.6518597442346967 145:-0.4671111927111489 146:-0.7335432511765217 147:1.927156867718698 148:1.722675406981462 149:1.663398194401914 150:0.5982303867336525 151:-0.9892839784597315 152:-1.722229068667854 153:1.292849835566393 154:2.27941120382707 155:-0.115089870452483 156:-1.063023408514004 157:1.2726971836013 158:-0.8174600661456387 159:-1.503158365081462 160:-0.7378723423355125 161:-0.6153487985892567 162:-0.06592965406809749 163:0.5275019916558294 164:-0.3247742443480767 165:0.1053337941294347 166:-1.002036149631155 167:-0.1937581447968305 168:1.820220020222854 169:-0.9536487637055957 170:-0.1330914740289801 171:1.398648165604998 172:-0.4152652931880475 173:-0.7730660610605825 174:-2.000048484744117 175:1.556670521311933 176:0.2973456715107732 177:-1.096729685213595 178:0.9454494671895394 179:-1.603633613223628 180:0.3912317312638615 181:1.395800571296277 182:0.9912079333921539 183:-0.9043576504142892 184:-0.8286953841476474 185:1.996089475239301 186:0.7264684837803638 187:-0.5780030499502856 188:0.002666299891616522 189:-2.373555859953513 190:-0.8852314673412008 191:1.491656014706451 192:-0.6952007377043773 193:1.324118386408927 194:0.9596561468029362 195:-0.1671729436923482 196:2.080053789523616 197:2.283865102267627 198:-0.0235159042394589 199:-0.5846854818391032
--1 0:-0.2866590938376513 1:-1.324716942971565 2:1.558311305212012 3:0.09463159930907834 4:0.3491164232071517 5:0.7113805695983839 6:1.492517829316213 7:-0.9573373816624244 8:0.0713084184065032 9:0.7924177215408067 10:0.9795539086028616 11:1.562831589990023 12:0.9650131801800186 13:-0.348374311731818 14:0.9577127128890394 15:0.1782988718128412 16:1.422202748606009 17:0.2619715488955929 18:-1.211315954984627 19:0.5334953837112184 20:-0.6370408799512335 21:0.2449947274871596 22:-1.341825393892802 23:0.2956919765964605 24:-0.279853418801562 25:-1.078794564221893 26:-1.103625637355519 27:-1.116366048903547 28:-1.445003057305198 29:0.8554595616390488 30:-1.85142555045272 31:0.2033427942561671 32:-0.8172434088301486 33:-0.5080001921698508 34:-0.7099313692139728 35:-2.394791535443974 36:-1.590730493119277 37:-0.3026819257233323 38:1.246990127887011 39:-0.7371728688551203 40:-0.1937689007952984 41:-0.2105647058686358 42:-1.089853597822259 43:-0.6175028568024613 44:-0.06239566712876059 45:1.232487541227687 46:-0.1587024932655162 47:-1.434274177027018 48:0.8324875781888215 49:1.280713887254502 50:-0.02235271258067796 51:0.4034384442027884 52:-1.843706466977334 53:-0.2043795713424876 54:-0.4037304851275607 55:-0.9753398526379277 56:0.2748277704273535 57:1.162621250768172 58:-0.5760589719815838 59:0.4164576921823728 60:-0.1341000529961116 61:0.4063178674904446 62:-0.2941199530963092 63:-1.020078102946117 64:-1.192357318935202 65:-1.513526679496968 66:-0.691754777411272 67:-0.2427368296201791 68:-1.063893386339861 69:-0.5424734281317493 70:0.3646822584766686 71:1.582166862952795 72:1.076198609315005 73:0.4145539636377736 74:-0.3936475104224986 75:0.3467083001130326 76:-0.629001872508775 77:-0.3748420888999324 78:0.04252518590730327 79:-2.721371929274035 80:0.01910639557262556 81:0.3506261560262714 82:0.0388110300552709 83:0.02731515322687214 84:-0.05156712215071522 85:-0.2502426923873859 86:-0.1280199428824642 87:-0.4089582419924077 88:-0.3943743830779936 89:0.01972469605979144 90:1.7825833057794 91:-0.2783816877489991 92:0.02930522616851907 93:-0.7991069771947233 94:1.513822185557239 95:0.5225494880825355 96:-0.8450308593072708 97:1.502743618990063 98:-0.6393056322773177 99:-0.7380232982723647 100:1.318545651017943 101:-0.1556545267256098 102:0.3110178059184299 103:-0.05157340500691717 104:2.780210803425396 105:-0.5874329864346185 106:-0.7124515452052335 107:-0.7034996321211395 108:0.935907063421746 109:-0.1120568478012332 110:1.0000926707295 111:-0.7699792210131008 112:-0.151438837999768 113:0.10174997012369 114:-1.051154274875904 115:-0.2931670137647895 116:-1.02979886433148 117:1.066474768676268 118:-0.1279945551546219 119:0.9258107663900359 120:-0.4162090019293929 121:-0.8433948563786696 122:1.703016447371258 123:0.159966678699201 124:-1.412104626682571 125:1.019535642342445 126:0.1564535772056468 127:0.5721209727759826 128:-1.638952026252843 129:-1.364025354483674 130:-1.971193708424166 131:0.8787314420887015 132:1.041168190328677 133:-0.7809466873249067 134:-1.552733555215672 135:-0.6087859677890816 136:-0.8464204668398096 137:-0.9779373855055684 138:0.3775190989528133 139:0.4303529363171159 140:1.343673396124232 141:0.8073991520122192 142:2.19816591122422 143:-0.4691001330786297 144:1.071716204056537 145:0.3323182123706371 146:-0.621394919536932 147:-0.6067228354104655 148:0.753724082166136 149:0.427440378665161 150:0.5921133955171847 151:1.070010948195687 152:0.104044376209406 153:-2.154306599693764 154:0.448819894557986 155:-0.2430258939807201 156:-1.989338556333336 157:-0.7281424126705012 158:0.6958919293214887 159:0.3573253851146244 160:-1.388392294136751 161:-1.079610697181898 162:-0.534726240635256 163:1.11654123828523 164:1.02366418424617 165:0.1237514765053457 166:0.1332914942267672 167:1.521687857762307 168:-1.483741066889728 169:0.4873956044262149 170:-1.341325867445588 171:-1.536349709957164 172:-0.5985499172854866 173:0.6187198789799598 174:-0.2822688969442325 175:-1.763907023837815 176:-0.7285843035757523 177:-0.902955467903975 178:-1.388642845729738 179:1.456874935925231 180:0.4979969052543028 181:0.6863705923079159 182:-0.5914816773016933 183:0.06707644236323775 184:0.5999626957504406 185:-0.9856068943006464 186:-0.3096816301219841 187:-1.181276280775245 188:2.115192882490609 189:2.324176284987149 190:0.1339878909998257 191:0.02469988093937872 192:0.4010095381185858 193:0.3301488916127268 194:-1.567688790056387 195:0.198077363915377 196:2.422218745120476 197:1.128291887328624 198:-0.8054931238693508 199:-0.3815666080557276
-1 0:0.3338373637456165 1:-0.2736779456926857 2:-0.6846442218013548 3:-0.4862206879769579 4:-0.05696992294873799 5:0.5195164880439715 6:1.814303380386311 7:0.2723731382020878 8:-0.1065647668397706 9:-0.6850020526267704 10:0.658630406926226 11:0.1724359585377968 12:0.627521371097744 13:-2.744143863304654 14:-0.7164583046297859 15:-2.228053196031184 16:0.3330694112384396 17:-0.4945653577162846 18:0.2760071788832388 19:-1.699955566117756 20:-0.0524039042327933 21:-0.04748964787336669 22:-0.1908238108291773 23:0.07618230125990934 24:1.169187465224705 25:0.3785456813947262 26:0.2875410764891055 27:2.075405901590162 28:0.6741099659873907 29:-0.9965738993160482 30:1.237417120653791 31:-1.398120131764277 32:-1.316577496254106 33:-1.104921139366413 34:0.7310386064122077 35:0.990922517416673 36:1.622036640394693 37:-1.736459328856162 38:-0.2364557913364446 39:-0.901140324626501 40:-0.9662125386402187 41:-2.018644500644511 42:-2.030639636326604 43:0.6447586681193542 44:-2.013135924991321 45:-0.5954584518012452 46:0.1167084427328075 47:1.398637976357792 48:-0.1655725274956715 49:0.007312024939212768 50:0.1076006478227254 51:0.6049708207370427 52:-0.6478595888900734 53:0.5349470712552871 54:0.9696610789768576 55:1.079882333837312 56:0.08877367411366437 57:0.4945092357654134 58:0.3431501071718515 59:0.01257014077962776 60:0.6507126422754863 61:-1.395738016206319 62:-0.2962761702196883 63:0.06078698408824308 64:0.4860794385543676 65:0.07276665128638103 66:1.200004559322691 67:-1.109465026642443 68:0.7410980915666093 69:0.6781436046802947 70:0.5040058899323783 71:0.4357977929233106 72:-0.3678898127871736 73:1.2581753144811 74:-2.1678540560363 75:0.5881482352594081 76:2.206456504293962 77:-0.4562522867535298 78:1.816903796174554 79:-0.2344759760700382 80:-0.6059817585315473 81:-0.2411124298339779 82:-1.462700557905062 83:-1.22331416948858 84:0.9681195798473085 85:-0.4651648902929878 86:1.475855932318791 87:-0.1335983309098958 88:-0.733122261972357 89:-0.5293228832914095 90:-0.277310472684807 91:-1.374477916310487 92:0.3028222738854995 93:0.4049983229301338 94:-1.102440520878563 95:2.077391045659125 96:0.4957670873016367 97:0.1492783664286787 98:-0.177044496277278 99:1.043005283934367 100:-1.280637787327568 101:0.4509070138218073 102:-0.3415160512703569 103:1.368936459814065 104:-1.098173018603292 105:-1.768028325196878 106:0.7626218141692438 107:0.04884034861044517 108:-0.2904437229320038 109:-0.592598613084819 110:-0.8978319978598941 111:1.193946059933894 112:-0.5684694809983982 113:0.9968034808690691 114:0.7863198799494232 115:1.262276605303137 116:-0.3542720083784548 117:-0.3806130016760328 118:1.422708090915188 119:-1.040333462680803 120:-0.9130019998516442 121:-0.673689909096134 122:0.5332403422258465 123:0.2779251324140257 124:1.061159599713813 125:-0.05826639082646676 126:0.8021127175694787 127:1.130328244088154 128:0.6857713948519479 129:0.6644160534699098 130:-0.718682251516182 131:1.6522438560502 132:-0.004358231015872855 133:1.124145934237776 134:-0.6403038205035061 135:-0.5706902260723627 136:1.641206480130189 137:0.7072048587524153 138:1.133059908965581 139:-1.070480426253766 140:2.157297588371855 141:0.2717337573461855 142:0.1329859850509269 143:1.074545088284957 144:-0.03923397706344711 145:-0.3159244670829215 146:0.2978705014844461 147:1.550680040347459 148:-0.8071239160086655 149:1.292280331490534 150:1.220075699503177 151:-0.5843193701394437 152:-0.05892123125405171 153:-0.1693265816535096 154:-1.294106577248122 155:0.5302303888258868 156:0.242068291948821 157:0.5875734157386006 158:-0.08375967448700786 159:-1.002406349639153 160:0.5463313189797858 161:0.8690130699726361 162:0.3662699897210997 163:-1.218466768008165 164:1.613415367653539 165:0.3705322121566428 166:-0.04345577619962585 167:-0.6099690428619514 168:0.827470409955201 169:-0.4090498628729117 170:0.1947840379712071 171:-0.5969552319386522 172:1.046191863115218 173:0.00361540954650312 174:-0.8176422486690424 175:-0.1966371178944416 176:-0.6278592999749304 177:-0.5360670889184247 178:0.3430686795997085 179:-0.3752281235139066 180:0.4204850207100494 181:0.6033639996267633 182:-0.7147622365510622 183:1.159280353236606 184:-0.5425165545048848 185:0.1355464062941765 186:-2.350680539776612 187:0.009050206302050407 188:0.7856683230884864 189:-0.3040164525299464 190:0.7409355587190496 191:-0.5544116768620351 192:-0.810028922951181 193:-0.248527944983872 194:-1.330494936291044 195:-0.762299577003115 196:-1.828709416707808 197:-0.1009984848112359 198:-0.7167259318846427 199:-0.6836336291211622
--1 0:0.5864248149925615 1:1.537072038037596 2:0.7556052802148606 3:1.364792431788747 4:0.2678436451894269 5:0.661170585634335 6:-0.1830035894619856 7:0.1784550284590629 8:-1.993776177727848 9:1.358884509483379 10:1.153198235686895 11:0.6583799489721388 12:-1.911509846343386 13:-0.5400473349464451 14:-1.266664868673411 15:0.3805003416348118 16:-0.4288474003460485 17:0.2705283841609682 18:1.239378113645354 19:-0.0938647161868961 20:0.4856630700740466 21:0.4369585016042514 22:-0.512900643251437 23:-1.196888774498515 24:-0.6247660963585659 25:1.289701955960239 26:-0.08761868653613217 27:0.3341683736316495 28:1.511709660561861 29:-0.7349532101779618 30:0.3353436216080871 31:2.376769323695452 32:1.539001880134403 33:-0.8577357746060461 34:0.1490963616062241 35:-2.065342829343009 36:-0.3264413199022809 37:-1.689626830656469 38:0.9300282973556125 39:-0.06671837134856173 40:-0.1876917225198497 41:1.705266990102304 42:0.3321807037429869 43:-1.953353338201967 44:1.280613418820268 45:-0.9180380941729684 46:0.5985359641010334 47:-0.3172252724893023 48:-1.06402247442885 49:0.7626101037951004 50:0.1470784027028551 51:0.2736401767726847 52:0.428618004546192 53:-0.4017171480173978 54:-0.4605652609132119 55:-1.888247462353694 56:-1.738938742828354 57:0.2351261035081985 58:-0.0001245867060908702 59:0.2056273197285865 60:-0.966842838629876 61:0.9338084239370074 62:-1.430891582626557 63:0.05819813992245031 64:-0.8215319987069645 65:-0.1826844104678046 66:0.3535871277154307 67:-0.7275087481620632 68:-1.560524357137564 69:1.089670985996991 70:-0.6418424403157791 71:0.7055773976411011 72:-0.1153974775132723 73:0.3146338113128799 74:-1.646403819771382 75:-0.05537302522671516 76:0.08065567966917055 77:-0.8642075812532375 78:0.03695767774289 79:-1.135419847866624 80:0.7933619588326585 81:1.512795535496991 82:1.058056846103451 83:-0.6038676635250702 84:-0.0711908549320568 85:1.172671118738265 86:0.1536755329280886 87:0.749267918088973 88:-0.7904888549000788 89:-1.495038426933125 90:0.2165606991536325 91:-1.009436260442263 92:-0.829763557373726 93:0.1791809936428709 94:1.62492144326769 95:-1.17058093839202 96:-1.299151290704727 97:-0.3164329154588131 98:-0.6347159683976471 99:0.1924508366763612 100:0.3426950043473938 101:0.3700131497283127 102:0.3867014143984577 103:0.5186846405032794 104:-0.6813368890211229 105:-0.5696935076866736 106:-0.6957442170223436 107:-0.09162893999604782 108:1.60489073294794 109:0.2536670491421845 110:-0.6904910782517307 111:-0.108039787157018 112:-3.243465057494888 113:1.059580365224262 114:2.588796947361811 115:0.01437553969450462 116:0.9071980782322695 117:0.01933365259212197 118:0.2971581084858783 119:1.310373769304993 120:1.09664101425307 121:-0.5933870982053822 122:0.6582270183396461 123:-0.5267303286862666 124:-0.187243789346206 125:0.4445997928818818 126:-1.065869616677435 127:-0.4103613645752657 128:0.5220969094371868 129:0.9295174816991488 130:-1.764537236128587 131:0.3025838652802456 132:-0.7856153964053464 133:-0.1473911680062231 134:1.416122115688187 135:-0.05600605921210038 136:-1.301358031517161 137:-1.873668199816432 138:-2.260858105214551 139:0.389409282085873 140:-0.8293418023080203 141:0.7805627091267282 142:-1.440592404952167 143:-0.6560550395569037 144:-0.5088777677460901 145:0.2756320673924619 146:0.8259564514122282 147:-0.001715746153473433 148:0.7114473483987996 149:-0.1373994969162755 150:0.3642111803896896 151:0.7813277742162055 152:0.7142177502546606 153:0.3526397947876703 154:-0.7045695267884093 155:-0.3776729072473757 156:-1.1774808093215 157:-0.07340019809195554 158:-1.008028728479039 159:0.591949617409271 160:-0.3021484930002238 161:0.3010109516930936 162:0.5790614162265907 163:-0.6676903885372484 164:0.1871819947432564 165:0.4753716907243298 166:-0.5448244437087398 167:1.249339840452869 168:0.6239517902990341 169:1.027851614528269 170:-1.780329534682977 171:-0.3042295486953021 172:0.04247467044179933 173:-0.7403869313672724 174:0.4543270350962234 175:0.03580372600224758 176:-0.3772923266150572 177:-0.4417812810383027 178:-0.7967705952382983 179:0.3609896734836696 180:0.4398067420980017 181:0.2140394963693685 182:0.9486090026199636 183:0.6587796562100016 184:0.5290814703999515 185:0.4939686679670774 186:-1.232003088673329 187:0.1146868136917188 188:-0.7984041561406779 189:-0.02281514784696231 190:-0.2964388764018499 191:1.381201163304088 192:0.5804958930437905 193:-0.1271314053751363 194:-0.8919789554293666 195:-0.8530547701745888 196:1.932596471447812 197:-0.05206654705197325 198:0.3944776469327876 199:-1.774764963485844
--1 0:-0.2802454105133458 1:-0.4545804813066485 2:0.6186800851222222 3:-0.8367943673364343 4:-0.233076139265268 5:-0.6563084935386904 6:1.024231295203134 7:-0.8508067649609843 8:2.177629136163779 9:-0.203567483699698 10:1.174997279164314 11:-1.708068493606523 12:-0.4932814833723621 13:-0.3885914108054806 14:-1.145583370906685 15:0.6545203257036843 16:-0.1312525261056646 17:-1.319522340376557 18:-0.6424668555189426 19:1.041305316629585 20:-0.2620447230691312 21:0.2124224969726031 22:1.414019179342746 23:-0.508174128455197 24:1.026238541651527 25:0.6587900071949202 26:1.322317329142304 27:1.119725220432853 28:0.6110686503550298 29:-1.530784282893924 30:0.09253118993484946 31:-0.6738976480159221 32:-1.541650265407003 33:-0.7759497178367948 34:-0.234067515603857 35:-1.108327795010695 36:0.6608407620458084 37:1.150058305167234 38:0.6620466159766129 39:0.5796855628022215 40:-0.6808079282049906 41:-1.319553157464302 42:-0.5297248613806071 43:0.8698602379748309 44:0.1213041444913247 45:2.187054480963513 46:-0.6307344446008308 47:1.55346323877781 48:0.4996658397787557 49:0.8557295643000773 50:-0.07270141175443154 51:-0.5617953985591457 52:-1.540529142477471 53:-0.1487294260334261 54:-1.30705263433211 55:0.8405912800825692 56:0.5600347638062868 57:-0.7037530218782727 58:0.6008371171339847 59:-1.127494473653936 60:0.09492828873872411 61:-1.208565619508506 62:-0.2338998473075781 63:-0.02710397508004686 64:0.1343922916474676 65:-0.4118956849438609 66:-1.689966102050312 67:-0.4430653115162339 68:0.6307544233998111 69:-0.1396119703159161 70:-0.6285036874215902 71:-0.069469512563591 72:-0.9441906908526352 73:-0.544562774914867 74:1.929219241337782 75:0.7402022674265281 76:0.9621127886925048 77:-0.8457312930371227 78:1.064754709523887 79:-0.3231900281795085 80:0.5456083515741404 81:-0.03773096413848484 82:-1.037657569498805 83:1.93043749857507 84:0.4734598977672024 85:-0.1417657327931765 86:0.6869964344186245 87:1.595449825547962 88:1.604651104183857 89:1.342200703323578 90:-0.2810005650551952 91:0.03927799689949898 92:0.8115456197734949 93:-1.857916320568012 94:0.4506745647357546 95:-1.743203763288032 96:3.775824263708397 97:0.02238587349976217 98:-0.5385529473276049 99:1.081211443453703 100:0.001549667047522488 101:-0.04046235848530476 102:0.3277923891099022 103:0.6553935165612492 104:0.593644353656412 105:0.4547649144522394 106:0.3523826154108516 107:0.7497722141143148 108:-1.570209406825786 109:0.008064209028226526 110:0.0104508374469691 111:-0.3330401000028686 112:1.690188921177323 113:2.140208213024014 114:1.143027903980516 115:-1.210827667315398 116:1.888500861963475 117:2.072787724978906 118:-0.2365814973239881 119:-1.132383222599532 120:0.8123022426713409 121:-0.1138516191145335 122:0.4097681536282663 123:-1.474689985322015 124:-0.2524819593581969 125:0.9521816394628094 126:2.308896463485755 127:1.540242419994359 128:0.03823720281833639 129:0.7875879208056509 130:1.385066908883415 131:1.10062049202383 132:0.0477423502092201 133:1.0161545325068 134:0.6231356730207958 135:-0.8432670188286403 136:-0.2773555013295452 137:-1.276755477677428 138:1.620406011008166 139:0.148798605985682 140:0.3138718660059624 141:-0.2377292595115608 142:-0.09916820012581948 143:0.4802642393934937 144:-0.2498657279242154 145:-0.5669451629765305 146:-0.641728942675222 147:-0.08935337211583128 148:-0.1446133093685504 149:0.8094804299409034 150:0.7487733093596595 151:-1.67313491711903 152:1.819501576767544 153:0.1603400870876101 154:0.8624948004765028 155:0.800976986157131 156:-1.990677843500817 157:-0.4972932216420656 158:0.1155094046597858 159:-0.05416996707495088 160:-0.4126474661293766 161:0.367116013668615 162:-0.3246029973777407 163:-0.2038435728350847 164:-0.9325171894096145 165:-0.3117259123227871 166:-0.3795128789039569 167:0.1524171070384077 168:-0.1975740130858658 169:1.315052770091319 170:-1.166822700604564 171:-0.514631127076741 172:2.773413781680393 173:0.5564371935060197 174:0.6224745339523838 175:0.413511514504349 176:-1.031974268683893 177:1.098557631881494 178:-0.8840560990428415 179:0.2386049388738897 180:-1.86054778216595 181:1.348697377129347 182:1.427767178249833 183:-1.88545217208779 184:0.3679519377065747 185:0.3639441418410521 186:-1.163867565801763 187:0.8888318386296261 188:1.04186258493126 189:-2.33361699702408 190:0.9756586914765187 191:-0.2523445764707095 192:-2.005014626224916 193:-0.5447076891719002 194:-2.140491151513492 195:0.09567993805500144 196:1.076846035520467 197:0.7658284558073669 198:0.3275708835402739 199:-1.331857005281176
--1 0:-0.916631449668565 1:0.1426264902058301 2:-1.024519940074393 3:0.2265374504491277 4:0.586338521038442 5:-0.1907632512407471 6:0.3178680033965158 7:-0.1502058417046495 8:-0.1164765900983162 9:-0.4837936228555303 10:1.736967793335434 11:-1.03351210624265 12:1.380614605753412 13:-0.4472451625347836 14:-0.8723584990319141 15:0.8731476079983094 16:0.2650105174972908 17:0.2631529575830818 18:0.9816283820138132 19:-0.02918079564054757 20:1.659747239003684 21:1.149575759568435 22:-1.953951157216262 23:1.512391988339483 24:-1.678186868564833 25:-1.040901929826619 26:-0.556327414607247 27:-0.9014216224120719 28:0.4968013497841256 29:1.574798754680577 30:-1.32783666316083 31:0.2239162759939073 32:2.706395099173133 33:-0.1043041779768067 34:0.5049482256152107 35:-0.7828987746682009 36:0.6169618911029046 37:-1.291108513994206 38:-1.509685825713854 39:-0.7503041817937329 40:-0.8828901267656242 41:-0.2952136514739679 42:-0.8979609414810876 43:-0.4648982684021921 44:0.672922574427019 45:0.6440177774081796 46:-0.9220769009154949 47:0.2197145997897832 48:0.5151770318739011 49:0.3416995437462834 50:-2.552833240075017 51:1.404603703741712 52:-1.844965369367661 53:0.06925960803406517 54:0.7717297691299485 55:1.102402126874163 56:1.83949109066212 57:0.788877483737476 58:-1.618214586813878 59:0.5060236341178781 60:1.081874282845199 61:1.667080516913823 62:1.836057650519917 63:0.728257637226826 64:-2.054678888843497 65:0.8629066533314593 66:0.0009595535517008994 67:-0.772725118840664 68:-1.710031774157776 69:-1.527128389949546 70:0.9471500436633689 71:0.7369067707930914 72:-0.2375670610906687 73:-2.140443034613599 74:-0.9854946116365559 75:0.2966341577908784 76:-0.6184704256265309 77:-0.2851540796875776 78:-0.3092125454664988 79:-1.413716777556508 80:1.316135874565393 81:0.1768563789580534 82:-1.379198836929712 83:0.1899395689552255 84:-1.406791091120375 85:-0.007217520527591989 86:0.5261554418955946 87:0.3770751438768815 88:-0.3323964381339107 89:-0.4688994549579104 90:-0.7847597046375728 91:-0.4317935897918928 92:-2.717028315209984 93:0.3829501386099457 94:-1.035158706568501 95:0.2944533962805355 96:0.582655036478981 97:-1.021884323201924 98:0.4039186209144613 99:0.4073611209206378 100:0.124716866782282 101:0.5773024771984563 102:-0.8615971115221014 103:-1.682590431367922 104:-0.05033168307483242 105:-0.279142258466761 106:0.2267468181767754 107:-0.0813061985038042 108:1.149735749935277 109:1.401684888055908 110:0.3958512448500037 111:0.423161473139372 112:1.622013730401461 113:1.735666082694943 114:2.109954686438764 115:0.8652341742464141 116:1.576240038122664 117:0.6744108524423009 118:0.6870482518603144 119:-0.1282133950199279 120:0.6872543555553281 121:0.8511743119063669 122:-1.501579579540529 123:0.4655192086885276 124:-0.4882859245618468 125:-0.9774566887850714 126:-0.2132735076469187 127:1.488714040219926 128:-0.03400290109276777 129:0.5432476099220298 130:-0.03789511899549627 131:-0.6483433513483182 132:0.8025077384600047 133:-1.74129140067717 134:0.1074878990088826 135:-0.06644041811061907 136:-2.223185838496217 137:-1.143855850419707 138:-0.4432107722723928 139:0.2333822312210551 140:0.6693589922472603 141:0.5376646311892513 142:-1.802625635067153 143:-1.051164669283125 144:1.295509409148287 145:-1.335947706492955 146:0.9164312737235983 147:0.9212753316255057 148:-0.7205399940136836 149:-1.815711290865194 150:-0.446743753808254 151:0.2020885275658885 152:0.4719306669179831 153:-1.573000981233981 154:-2.767874377482408 155:-0.5132964246596582 156:2.020952906123084 157:-1.03739734077481 158:0.1326731254134783 159:-1.754967287954377 160:1.164145297426978 161:-0.02990241563723553 162:-1.095048049567791 163:1.567896331325281 164:-1.612276470284314 165:-0.8124472737563053 166:-0.5094295977193202 167:-0.6018994527798071 168:0.7363000337797466 169:2.03544056368952 170:0.4761706814897528 171:-1.827631971547221 172:0.3809232661469298 173:-0.7232178909990944 174:0.0486141445151414 175:-0.07302993114418019 176:0.6005454753223047 177:0.8765831338528395 178:1.65901686736905 179:0.04158988610593232 180:-1.022381605115632 181:0.05015332134201697 182:0.0131442067564493 183:1.336734437026445 184:1.916703709594355 185:-0.1206404878026966 186:0.3436693452585329 187:0.7957868149309224 188:1.172441418239836 189:1.168467205555726 190:-0.721792451999129 191:0.9516892064987046 192:-0.6782988541293863 193:1.268354334114268 194:-0.1596099116963529 195:-1.087547873967055 196:1.110751018103888 197:-0.542651780510891 198:0.6348629204130835 199:0.09485470564892731
--1 0:-0.1899583187783117 1:1.417822088996894 2:0.6240010802711261 3:-1.062194805188594 4:0.2064000550453344 5:-1.605623285549773 6:-0.966717807626335 7:-1.857848868527704 8:-1.970029093480583 9:0.8212286068925719 10:1.663703037156742 11:1.046860969702178 12:0.6730588904052537 13:0.5044486549763244 14:0.8813122662626525 15:-0.19510199942405 16:0.1638830732575139 17:0.2281281685041379 18:1.288202772759332 19:1.030408314506153 20:0.3626328269723016 21:1.184030216593061 22:-0.6368539432913549 23:-0.1157897792584974 24:-0.2514057566360774 25:0.5862497937596151 26:2.474848800681593 27:-1.442778289662411 28:0.6476923300636002 29:-0.1734710653445654 30:-1.256618759063094 31:-0.8636646736418413 32:0.9107049257211064 33:0.5378891563584336 34:0.05300561321931137 35:-0.2261813435576436 36:-0.5615009921245482 37:-1.470576048008345 38:-0.453218818105972 39:-0.06678977557551606 40:-1.872249484803167 41:-0.01700841937778608 42:-2.502346600514957 43:1.577961497951372 44:0.3405436122348756 45:-0.7617094824582674 46:0.03152629732057045 47:-1.870463760162663 48:-0.768279388715584 49:-1.439415333498309 50:-0.2653621693339204 51:-0.5829930387957761 52:-0.9854747460429741 53:-0.4631674155347685 54:0.5024946402524076 55:-0.3905191866964887 56:1.380624979195864 57:-0.6107252716208443 58:-0.117808680889181 59:1.913829196934411 60:0.1981012183346023 61:0.580519837181261 62:1.119148312816617 63:0.8171037141804119 64:-1.627400771405199 65:-0.9143490839921751 66:-0.2217058836017561 67:0.9926281072744974 68:-0.712469757400459 69:-0.1982650206807307 70:-2.003213294058764 71:0.3359649949134077 72:0.4363021033534493 73:-0.2816858334747466 74:-0.9755887106327051 75:1.016065202135608 76:-0.2384472004961661 77:-1.889876366784155 78:-1.399307508198573 79:-0.5186683554611199 80:0.4854054324869412 81:1.288510622463825 82:-0.4688929404292587 83:0.01501023350764969 84:-0.6401947551733168 85:1.033232516279063 86:-0.5882907668001723 87:-1.917548624187234 88:-1.78420000336805 89:1.558648044190734 90:0.2836916439560865 91:1.108982354355755 92:0.6272958195667219 93:1.138101809756948 94:0.5412894930441491 95:0.2305364051811988 96:-1.256676379755526 97:-0.5899321057431685 98:-0.8630936683247287 99:-0.5427119118338023 100:-0.2525264365683543 101:-0.4262122422564723 102:0.08480766280623861 103:-2.066547003050863 104:0.9773894330918663 105:-0.6975870052666326 106:0.4599500181041708 107:-0.1067141445470905 108:-0.525459480845096 109:-1.144079600872785 110:0.4284058760862318 111:0.764953121276318 112:1.824375269237443 113:1.067466221936168 114:0.2344104386389918 115:-0.967683639343505 116:-1.171371570699874 117:-0.334375374929997 118:-1.066554614647625 119:0.4716107318697872 120:1.252407042576457 121:0.8120078747236346 122:-0.3689726774964003 123:-0.00421523795393845 124:0.6702961764030411 125:1.684816635397309 126:-0.1529910969398321 127:0.4516791914203995 128:0.4768675693031959 129:-0.5754934518397937 130:-0.4759773523172217 131:-0.8842529686822513 132:-0.7912005743246191 133:0.6544187828706171 134:0.9703868910154226 135:1.690769357526538 136:-0.2064816369944767 137:-0.1056303460440202 138:0.3645384852227523 139:-0.003380340320239343 140:-1.749274175796969 141:-0.00481404061700858 142:-0.2160921549148819 143:-0.1499086484075816 144:0.647093346174445 145:0.07906251937240448 146:1.001334984598682 147:0.0933611300445302 148:1.136860388402907 149:-0.6139668601484336 150:2.076128484701768 151:-0.417093164593611 152:-0.9211700484183852 153:-0.9630964339032535 154:1.228200149040301 155:1.184124558338936 156:-0.3584000749159924 157:-1.639968407290272 158:-1.466956516617755 159:1.381018985164891 160:-0.7317879647389236 161:2.723211534567766 162:-0.3281349923977417 163:-1.645769207015458 164:0.03247215865978861 165:-0.4341904374473231 166:-1.024395927172548 167:-0.6852127385903656 168:-1.65142710686095 169:0.9327160716310487 170:-0.6919623542524238 171:0.6160645799823306 172:-0.289703497591964 173:1.585635645411266 174:0.6477778877731027 175:-0.11735959523426 176:-1.553663352375002 177:-1.298712488160361 178:-0.161487364403098 179:-0.7514601622713416 180:0.4928750774511017 181:1.228475984953117 182:1.19424570522077 183:0.6913193386646435 184:-2.146451688810331 185:0.5198779085648517 186:-1.358552645952648 187:-1.377237121971805 188:-1.54877313185225 189:-0.9614468486605945 190:-1.055565657300858 191:0.1564112814013483 192:0.0357699851501516 193:-0.95470360400645 194:1.188459414823352 195:-1.044450589860371 196:-0.094480570105325 197:1.537492940843144 198:-0.99821638703642 199:-0.6065272998607599
--1 0:0.7677403703917411 1:0.2407572069903689 2:1.266534141915462 3:0.2644914525160141 4:0.6367377736348773 5:0.3243914290355805 6:0.02539945362257701 7:0.2722197317816373 8:0.7239278350967779 9:-0.07301879537123299 10:-0.6051417849241031 11:0.7428989066504406 12:-1.7981154210681 13:0.7257894043421499 14:-0.4100058105953217 15:-0.7888484994299303 16:0.2556960187419797 17:1.068846689749831 18:-0.1853179226392212 19:-1.056848873002087 20:1.721643617176687 21:-0.8945686275392543 22:0.11700991784823 23:0.4224890158041293 24:2.062972996280276 25:1.338472222575545 26:1.464309061982929 27:-1.237635003956582 28:0.1564599362982403 29:1.718736398807129 30:0.7373689028625192 31:0.1613254018544018 32:-1.39746934353705 33:-0.5502908987207035 34:-1.022077252422469 35:0.6475768737526948 36:-1.04241177544984 37:-0.2959155637585556 38:-0.3732029149156306 39:-0.4555860508846801 40:1.429663655169736 41:0.2715433663948916 42:-1.687482182189349 43:-0.9075119915325141 44:-0.1190367647030659 45:-1.079782129175658 46:-1.501036285152669 47:1.112759916299132 48:-1.229534600011414 49:0.156267746920894 50:0.08339019504958241 51:0.462984585899416 52:-1.969679046044815 53:0.872126353076291 54:0.1032831489994863 55:-0.2820890126036904 56:1.780677007752891 57:0.2276778434300283 58:1.773372024663296 59:-0.6901644406489542 60:-0.1844220787680926 61:-1.31952679084602 62:0.7103947478619748 63:0.696791683778884 64:-1.810212877617856 65:-0.3798334782167151 66:0.3899810734727268 67:1.402672146521605 68:1.08806391024111 69:0.9526194400252254 70:0.9134690253402374 71:-0.2241664013654347 72:0.3860864834280994 73:1.754343393220452 74:-0.680872215334093 75:-1.142973861162373 76:0.873653380118267 77:-0.7843790041473427 78:1.637398606524766 79:-0.1006098023568732 80:-2.521879469132456 81:-2.003793949581437 82:0.1614503868182302 83:-1.073324331679813 84:0.0621270282993559 85:0.2096566200625651 86:-0.7449981368961534 87:-1.744848874751736 88:-1.572074156903561 89:-0.265268250812982 90:0.6897130323220999 91:0.7772224572461354 92:-0.005340533755919535 93:0.7756717058013042 94:-0.1352427901977425 95:1.559538269247576 96:0.07232231625618075 97:-0.7312624245249559 98:0.8924240441362369 99:-0.4149554751111249 100:-0.9860093403983129 101:0.9287220806893465 102:0.0655991929159991 103:-0.4205077771299942 104:1.205505311563582 105:-0.2889519160628013 106:-0.1251958299021401 107:0.2178447651439626 108:0.2297638472234768 109:-0.4971664797008988 110:-0.5502433319343619 111:0.04690348748643493 112:-0.2295583431704783 113:0.9804908737925496 114:0.2694708807881662 115:0.8522113754892828 116:0.3262354546910302 117:1.609957479943724 118:0.6519906856527842 119:-0.036846721778105 120:0.262743139387665 121:1.240555932114585 122:-0.3625154620601046 123:1.120250154252552 124:-0.5377005867581769 125:0.6164156556732742 126:1.24330990972729 127:-1.471279867510831 128:0.8620239180039879 129:-1.232726440844693 130:-0.1482781544988529 131:-0.8145675017615873 132:0.9415611416692643 133:-1.024306265324902 134:1.738168457264664 135:-0.8792811134660958 136:-0.8832148940995895 137:-0.4909307047639362 138:-1.065704865881382 139:-0.07002298825465533 140:1.140211106646067 141:0.7138816858443439 142:0.9405142278606713 143:1.795554744981182 144:0.05150238303819005 145:-0.7537861559308633 146:-0.708086772969922 147:-1.151858536293177 148:-0.2547497288745729 149:-0.03098918940008645 150:1.186725173896483 151:-0.7305516176377187 152:0.9582687206283278 153:-1.281635244804312 154:0.6381893687776689 155:2.661320378617257 156:-0.1267202589218094 157:0.8666887915242725 158:-0.4520446556625021 159:1.303746812393815 160:0.8140600429619403 161:0.03038615179773263 162:-1.45125641520224 163:0.5069073954973504 164:-0.2311753898019162 165:0.2733263503733129 166:1.263996866369147 167:-0.2794060536337482 168:-1.307950835242202 169:0.04670158170450482 170:-2.517839182934071 171:-0.4385539115542827 172:0.850779799615806 173:-1.457775894553111 174:-1.424489714769519 175:-0.7506281770357289 176:-0.3371574211417278 177:0.3351347130725411 178:-0.2612027833069779 179:-0.2563767469009738 180:0.5895906249345286 181:-1.195155231733538 182:1.267889482753261 183:-1.039653390850512 184:-0.2641643604694522 185:-0.2178735190917342 186:1.094025009118601 187:-0.1030540296057101 188:0.932154668215556 189:-0.4114480018589578 190:3.603058023882754 191:1.136300219426787 192:-0.3391495387391154 193:1.187603487078932 194:-0.3911409050534407 195:-0.5772402123177146 196:-0.1035633491034705 197:-0.7269524600392653 198:-0.644000133475244 199:1.483409227609614
-1 0:0.8105194914789846 1:1.260843676016516 2:1.256618596447922 3:1.190042623229979 4:0.8695832275292312 5:-0.2728794549629337 6:1.946898826675763 7:-0.9457330892079657 8:-0.7504926413779286 9:0.1421815154994082 10:0.2709571277173416 11:1.156836951344175 12:1.583092887894582 13:-0.4751915019311305 14:1.878046066371306 15:-0.01374775285064279 16:-0.5644046083487781 17:0.544048151974227 18:-0.1400836350206859 19:-0.5261290793561393 20:-0.5607634332565798 21:-0.7938510853249394 22:-2.745128158973345 23:0.07406336695351208 24:-1.39755740657694 25:-2.357979648768592 26:-0.5736476678778855 27:-0.2105309945460258 28:0.6767000861520761 29:1.190090133223954 30:0.3313729764603275 31:1.320196239343762 32:1.034277099346666 33:0.9835385138857751 34:-1.450051993537351 35:1.603950937524248 36:0.5955065340157636 37:-0.8430020717985635 38:1.064821726843932 39:-1.46064551773823 40:0.9754438255794118 41:0.4156591844225367 42:-0.795200480923115 43:1.067040339133942 44:-0.5614037923492156 45:-1.099892149299738 46:0.8730371098023318 47:0.2851987592605248 48:-0.4914122849252289 49:-0.4288380952180226 50:-0.5489503971917282 51:-0.5057796483246946 52:-1.328538575405041 53:-0.165499829378299 54:-1.208190187840508 55:0.3985272055770648 56:-0.0004714087546886408 57:-0.04194892548976577 58:-0.1117442801984924 59:1.263040136033001 60:0.1684626973975188 61:-1.146292369945069 62:-2.660119999281632 63:2.304253579150778 64:0.6444544503308385 65:-0.09778268795981103 66:0.2147300924174557 67:-0.6548608308516416 68:-1.37078235035158 69:0.2149555204813238 70:0.1430428747737615 71:-1.381488870590675 72:-0.7361803818596443 73:-0.4769129537483692 74:0.5383480795035597 75:0.1965234819990384 76:0.7654832575816134 77:0.1171586213057225 78:1.398061123456678 79:-0.9333249723416054 80:1.699818859287262 81:-0.9760300160680229 82:-0.06357538877285698 83:-0.3445050017528601 84:-0.2610904407759742 85:-0.5251234502066797 86:-0.1371192220743998 87:-0.2101102140370732 88:1.31702252879493 89:-0.2698506207527199 90:1.01521641441365 91:-0.4337375371715267 92:-1.322772487010324 93:-0.5586295554819617 94:-1.93986341587405 95:0.4271828424119138 96:0.7190982478851047 97:-0.7147047018247327 98:-0.6459046408488784 99:1.333204921694639 100:-0.1103987940838873 101:0.7183061307984321 102:-2.636283101123251 103:-0.2013892898946991 104:0.6335995215832824 105:-0.1624884099339505 106:-0.4560018588546041 107:-0.268404871644649 108:0.8799347905585381 109:-0.07633546454823882 110:-0.9351037772957458 111:-1.665189693983067 112:-0.1289631702947978 113:-0.6933791709252445 114:0.7531920054316116 115:1.007146192516589 116:-1.21806900010516 117:-0.5436280834140292 118:2.278665727709679 119:-1.314717103902027 120:-0.6278730221619543 121:0.1060576613198902 122:-0.5993655273208636 123:1.630711016019857 124:1.793934241536182 125:1.798006907953697 126:1.289294865175565 127:0.1869808769847703 128:0.06466465150150691 129:-0.4712101014907966 130:-0.4962854788152036 131:-0.1203297496775891 132:-1.331574662778017 133:0.2265241448419106 134:0.5690396207217253 135:1.795006468977181 136:-1.478427837085742 137:0.9562281922640399 138:-1.189027554369621 139:0.5006043167381133 140:-2.222129708980612 141:-0.7991772167221565 142:-1.829995332897011 143:-1.567332648293482 144:-0.6756683965786968 145:-0.002859247686397508 146:-0.04925334113191717 147:0.6676065985207947 148:-1.562156402980306 149:2.322661599249059 150:-0.7373267412417854 151:-0.2000967227752424 152:1.802592625930916 153:0.587359307865111 154:0.5520706885184808 155:-0.3891428815135198 156:0.5385652390065182 157:0.7171756588025686 158:0.09507206978655657 159:0.4980059556230363 160:1.593743715523791 161:-0.2738055749289926 162:-0.8354375603551151 163:1.681224504626279 164:-1.981247574230968 165:0.705002039525697 166:-1.232480823457775 167:-0.8172900657232804 168:-0.05078319457570293 169:0.01279287354170553 170:-0.02256989498215564 171:0.8408217970358595 172:0.5731391250042684 173:-0.1489326744080204 174:1.885672729575782 175:-0.6854502588325273 176:-0.443433185855903 177:-0.09636482733005418 178:0.9332489026104599 179:-0.09994455717982956 180:-0.1806385421503033 181:0.6609345341769886 182:0.1086245296777012 183:0.4714966002012589 184:0.9068109853223191 185:0.4159409690988445 186:1.174477368348255 187:0.4383035739145362 188:-1.367275518119607 189:-0.2612253843392365 190:-0.4218345949373705 191:-2.354131935977928 192:0.5717480708213246 193:2.485218623642146 194:1.325858670577027 195:0.9773351393064974 196:-1.281811043817432 197:1.045239831127303 198:0.8541211700305201 199:1.299236571173519
--1 0:-1.86766345827622 1:-0.9435769875071398 2:-1.278934637695392 3:0.4494879380116776 4:-0.1637123890947798 5:-0.5178818495496565 6:-0.8634351462241476 7:-0.123554428093344 8:0.3406302338319338 9:-0.6232660991556145 10:0.6874772356305686 11:-0.8921793605374941 12:-0.2755079037477874 13:0.4552165547624532 14:-0.6251594728678118 15:-0.8130912012685078 16:-0.1891683524749703 17:0.5718380320803385 18:-0.7346688167139647 19:-1.405007016770729 20:-0.6852997996255511 21:-0.5702784020179731 22:0.7793803670449706 23:1.318209090500621 24:0.6906126395977785 25:-1.415713620055298 26:1.806264059333994 27:-0.8959290150187097 28:0.1934064604258109 29:-1.227052496580908 30:-1.354603826642596 31:-0.9412803600497677 32:-0.7455840008651257 33:-0.4747668624444053 34:-0.4812995439137366 35:-0.2665384592139902 36:-0.215672481022548 37:-0.5160927283337841 38:-1.409885247609475 39:-0.3911522392357839 40:-0.2940043890233326 41:-0.2077705677402976 42:-1.009445748829622 43:-0.9799166735198306 44:1.13218030055837 45:-0.6391751914054608 46:1.11347084805136 47:0.9274924118803233 48:-0.4473034376863416 49:-1.410890670568892 50:-0.4642827054049998 51:-1.027628077955535 52:0.8429851582932947 53:0.3921947780387128 54:1.646633287523435 55:1.81287466274649 56:1.918732057168938 57:1.197687391067243 58:0.07821160229430525 59:0.2138846163042011 60:-0.5894930342525049 61:1.137450538247519 62:-1.262525721037858 63:0.1704257187469453 64:-0.23320206878841 65:-0.3826145994582455 66:-0.3445813544969604 67:1.237817288795789 68:-0.6462082466166661 69:0.4870715581156505 70:-0.625196231025923 71:0.2105531623313674 72:-0.4486895770936604 73:2.71153067759949 74:1.429035958906177 75:0.8870195601763792 76:0.08617570269519612 77:0.1912931672494074 78:-1.124665639785803 79:0.2087409561305014 80:0.749047862827895 81:0.004162462318782777 82:1.99033286490655 83:-0.4521008768527002 84:1.096156993445118 85:-0.02728335312791081 86:-0.5762499683358677 87:0.2774467268082144 88:0.7740160315176591 89:-1.052178839210526 90:-0.4162625559632667 91:-1.011987972804536 92:-0.7354415996729161 93:0.2636196753825844 94:-1.006319993816734 95:0.0927750756247179 96:0.1744403661413611 97:0.9976646172475983 98:0.3985167510656525 99:1.375916369260447 100:-0.04997435632859134 101:0.3664032032010212 102:1.057072382602602 103:-2.178892601961936 104:1.542534561398048 105:-0.5391222059695945 106:1.515248315275136 107:0.7025871657535747 108:1.073216339049871 109:-0.2962216523016156 110:1.804328851189736 111:-0.4661849940465231 112:-1.338353445419635 113:-0.6573359523213169 114:1.578583960935267 115:-0.2900143269675248 116:-0.522151854438073 117:-0.04648700752821517 118:0.7687568110291988 119:0.2227296678697901 120:-0.8987248102039231 121:0.4282499499270976 122:-1.399392397016684 123:2.701246913071071 124:0.528439136171669 125:1.242959232524145 126:0.3732842464611679 127:-1.915258193487891 128:0.5257010261499253 129:0.3517823522765477 130:-0.006683637474117205 131:-2.120154606264081 132:-0.3846625289717883 133:1.189474172901922 134:0.8909991292817903 135:-0.22372500838472 136:-0.1044914665910516 137:-0.8889479948681585 138:-0.1751742810726261 139:0.02239529505600802 140:1.888770808213492 141:-0.2535000131674566 142:0.6967049452463875 143:0.3728771658833679 144:-0.6123331333709302 145:2.225840106288249 146:-0.7212047332260145 147:0.7842413943414855 148:1.588945042820069 149:-0.5802564469690608 150:-0.3819799584420949 151:-0.9960128280813419 152:-0.6893999206109006 153:0.09902964201225004 154:1.069214257211178 155:-0.4511670923486604 156:-0.50533065770398 157:1.045831302982162 158:-0.5590741918878276 159:-0.4677569859858133 160:-0.9193128750399447 161:0.006131241972756756 162:-1.253571175051883 163:-0.2904857848839633 164:-0.5642753022435194 165:-0.4033487920424704 166:1.287295168339716 167:1.003835530936824 168:-1.342046396454606 169:-0.3450786695403596 170:0.9233165588230577 171:0.3724563920179821 172:-1.699193874341979 173:0.321862027335631 174:-0.3955343462866853 175:-0.1772166268150121 176:-0.8780811262333468 177:2.216073384448219 178:1.721726839651046 179:-0.2959281436416883 180:-0.2497238040104554 181:-1.601495624352308 182:-0.5193526595844593 183:-2.037879025289558 184:2.237062309316174 185:-0.04900381273488026 186:-0.2265974273376479 187:0.8078751717291728 188:0.428321197819119 189:1.676622668458953 190:2.898191287551612 191:0.4162285211988858 192:0.349445422476751 193:-0.3807172070238172 194:0.9770430476005196 195:0.09336496375209019 196:0.297703428033704 197:-1.20549200733072 198:3.275087198041636 199:1.764596014151467
--1 0:-1.2421597906338 1:-0.4792928070965584 2:1.886796271203566 3:1.290956270963236 4:1.822869199094905 5:0.0541895863952422 6:-0.5678471040404782 7:-0.2492586737936801 8:0.5607720923665536 9:1.283867398637931 10:-1.066362591039314 11:-1.315931067939555 12:-0.39992269366205 13:-1.032484626566313 14:0.2971405747240838 15:-0.8760349962285723 16:-2.387443995980623 17:2.231324806036402 18:-2.134354711977116 19:-1.606508900896694 20:-1.063628035755478 21:0.09841784461224663 22:1.378256387723623 23:1.341555351368344 24:0.9302322865669825 25:-0.2908871806640195 26:0.1555686309553599 27:0.3884386462446797 28:1.608359481237855 29:0.2815093208829295 30:0.2554322112761247 31:0.4291483653330774 32:-1.739612560208991 33:0.3131361267773353 34:-1.143908221292346 35:1.275604990397246 36:-1.039396866723966 37:0.6177003101071049 38:-1.393280690111372 39:1.603943523222293 40:-0.3458258888018965 41:-0.4935085309491231 42:0.8483977104541718 43:-1.967034014446403 44:0.05242795731721341 45:1.105085769312576 46:-1.65202498666418 47:-1.081551487746007 48:0.3774729155059943 49:0.124406368194142 50:0.8002286770736862 51:0.8116661526308798 52:0.2726607722755403 53:-2.314663126054332 54:0.8898113379089424 55:-0.4732439393798566 56:0.5843661501504824 57:0.08188045641505419 58:-0.8129926442670317 59:-0.6155412821740424 60:0.05701702791204891 61:-1.69423351239705 62:-0.890235985611904 63:-1.258323143049118 64:-0.841121454915894 65:0.2789192792486729 66:-1.556819356822203 67:-0.8728909370504434 68:1.360872050667017 69:0.538036379891166 70:-1.191183051581702 71:-0.1627521480024833 72:-0.6212631205292074 73:0.7669585818724517 74:-0.7779919173833605 75:0.07493286055800759 76:-0.6082283439388588 77:-1.095761218173192 78:0.2251227320347419 79:-0.4103049806057287 80:2.552969383651999 81:0.3066633643464177 82:0.4558812712229973 83:0.351941411267136 84:-1.729062791178935 85:-1.451119385517992 86:0.4098618206262333 87:0.8263133651639065 88:-0.3345915330487868 89:-0.150448058820879 90:-1.07108258953423 91:-0.3164622659173112 92:1.295097503209343 93:0.5859985421227871 94:0.4088697496578099 95:-1.417946467355496 96:-0.09893355957916976 97:0.3735988961635756 98:-0.2856346439187898 99:-1.041985817971507 100:-0.5362429284159296 101:-0.2432383368152894 102:-0.2532253589664464 103:-0.5840718626167175 104:-0.5265806679641106 105:0.06231600097025043 106:0.5722165947835209 107:2.266843542911162 108:0.381785116071202 109:0.7378502235500434 110:-1.835074995608129 111:0.7853166484081346 112:-0.6769191729032557 113:0.8342665251217668 114:-0.524226716490434 115:-0.1808037468303547 116:-2.780464574466083 117:-0.5106941597560581 118:-1.082347531683273 119:0.4628343652524495 120:-0.4928008060502497 121:0.1080328538555475 122:0.01080573362788648 123:-0.1111889053854551 124:0.2568454966956803 125:-0.802457162699414 126:0.109907789385872 127:-0.7812755730174822 128:-0.6212566851381325 129:0.3615624533634112 130:2.158565859503236 131:-0.1747775373062227 132:0.1416524110727855 133:0.7088859142755205 134:-1.35881956842468 135:-0.3394805680515633 136:0.05741119874702304 137:-2.069610162686324 138:1.597773984297858 139:-0.08078943940041894 140:0.8292411881513887 141:-0.5726259343181749 142:-1.00445022045908 143:2.173659023980714 144:-0.9573235023859744 145:0.3612695162137529 146:0.8467192738363551 147:0.5023107548732391 148:0.5676134220521736 149:-0.4790244672765518 150:-0.06958223269591393 151:-1.692306631137437 152:-1.198821967962962 153:-1.485837125118286 154:0.6222726798941609 155:0.5600181252950339 156:-0.6237005485007954 157:-1.174127732543525 158:-0.2978642305723975 159:0.9746474011084186 160:0.7265006836885785 161:0.2846538418385828 162:-0.06787876663811912 163:-2.018143399805073 164:-0.9079702801195247 165:-1.979731355126443 166:-0.8919252858080199 167:0.7956597865573061 168:-0.1250713524046172 169:-0.09360820823234774 170:1.117267316898371 171:-0.0756386019660561 172:-0.03440118186132692 173:-0.8296727089603652 174:-0.3233538038989418 175:-1.526383240174027 176:0.7305590995706368 177:-0.2155999467174037 178:1.573558129684809 179:2.814903861228309 180:0.4621155029375413 181:0.2591610424557018 182:-0.3652683079372562 183:-0.47262746893847 184:0.2089289899822766 185:-0.4126300741263849 186:-0.03547359456760256 187:-0.2815843763950288 188:0.1522082320211418 189:0.9708978479846343 190:-0.9173655225942222 191:-1.160906313033204 192:0.5433220405110409 193:0.6044443294346699 194:-1.201455815934145 195:-0.4302304616619516 196:1.821350170132727 197:0.2325363732934593 198:-0.6517001981538981 199:0.2955419966771003
-1 0:-1.319945312148731 1:-0.3660968997478843 2:0.7639996252082358 3:0.7621783205856315 4:-1.636885944038112 5:-1.260639559670344 6:-0.3217045086134059 7:1.354895709892081 8:-0.2164304009126709 9:-0.1760612355262576 10:0.8853478925402137 11:-1.24132703975108 12:-0.5648139325768465 13:0.5646601439530728 14:-1.900482962768967 15:-0.01218317130402233 16:-0.7615608177050252 17:-1.336737890922869 18:-1.056797240094135 19:1.325318841919695 20:-1.168465529102951 21:-0.5609362697503728 22:0.7466423083049855 23:-0.8025784957002529 24:1.119633835659705 25:-1.121316491190129 26:-1.21774960395449 27:-0.2928858559042316 28:1.36178696552543 29:-1.155577300905368 30:0.5845607599741049 31:0.9833943546134088 32:-0.6019141099857683 33:1.263495406904426 34:-0.4954829501776934 35:-1.218943805836926 36:0.1951990227617841 37:1.399888385155456 38:-1.623305021701008 39:1.232108698782193 40:-0.2921850639553489 41:-0.2970121081270083 42:-4.248563142586768 43:1.244569415064188 44:1.021402768674496 45:0.1010342897980286 46:1.368600674176423 47:-0.4184698341966431 48:0.0539469401737687 49:-0.01138011925765152 50:0.4626228234091705 51:-0.3060480018470899 52:1.416925167218852 53:0.01880178812826807 54:-0.7672389175138624 55:0.4819032582950827 56:-0.62737176844528 57:0.9839227758282271 58:-0.8869245154824467 59:0.2007004326692541 60:0.1136511979458134 61:-0.5783499012564008 62:1.434778082409544 63:-0.778737785691295 64:-0.2737091994152647 65:-2.164525014133982 66:0.4273688135451592 67:-0.7104428966561109 68:1.196388371915165 69:0.9222857826689594 70:-1.599312681908353 71:2.526235871992535 72:0.133557733900192 73:0.8930815488921243 74:0.3925109537140916 75:-0.7917922943996581 76:1.812411598942282 77:-1.211340016054401 78:0.291479728219878 79:-0.246836323371709 80:0.3882772682273072 81:0.3842781301047105 82:-1.964610143579341 83:-0.9932865681492904 84:1.058836297855544 85:0.3454438753527398 86:0.2944857649118287 87:-1.818854015870242 88:-1.953743009618105 89:0.5309184504063176 90:2.57164890160765 91:-0.198193575651409 92:2.09997864541549 93:-1.09113530922364 94:0.2409556653002138 95:-1.310289120824961 96:-0.3850866027289858 97:1.471911752286187 98:2.722956111367661 99:-0.1699686289551594 100:-2.226031155894757 101:0.2734017769413353 102:-0.1508725832545583 103:0.884581575022697 104:-1.080170815976454 105:-0.9406937185564399 106:-1.239654593437028 107:0.3585969963788916 108:0.9675977003695598 109:-0.710647084911147 110:0.3392764745684194 111:1.179050387563155 112:0.3505799337147196 113:0.1771434479946244 114:-0.6108403946409738 115:0.2878853761147806 116:-1.099027917522054 117:-1.097218206280382 118:0.8851954828479328 119:1.428198571364282 120:-0.5229778275319393 121:1.196366099873917 122:1.185197749183109 123:0.3349383738436069 124:-0.182964622539126 125:-1.596315635915088 126:1.196578580908528 127:0.7931423109173569 128:0.9671901167702841 129:-1.639956239407833 130:-0.07451570721956165 131:1.126958592449539 132:0.1473089410163341 133:0.9884267976877837 134:-2.04527475381073 135:-0.4149781461719725 136:-1.831884020520362 137:3.880002822664166 138:0.3490039524858726 139:1.483664762511621 140:-1.290320893311459 141:-2.294539742152929 142:-0.5709626226739124 143:0.9238438278575744 144:-1.808152698011199 145:2.447597914487872 146:-0.150825435324878 147:-0.6197749706379299 148:-0.7457540470460721 149:-0.2908667761199316 150:-0.4981419175098376 151:1.332431204220933 152:0.0515839281276082 153:0.05296050584416827 154:0.09112050449940992 155:-1.101602430310313 156:-0.1121175978262696 157:0.1623703468231988 158:1.870846789001751 159:0.08003302777139101 160:0.827734596504086 161:-0.8305868845922973 162:-0.4811955999705748 163:-1.568387548053556 164:1.050334833828977 165:-1.649881382600885 166:-1.487870171082936 167:0.6717181855805873 168:0.2892899199722708 169:-0.6434758113660185 170:1.222404598672491 171:0.9093924181214326 172:-0.8087622829153576 173:0.127925269188956 174:-0.7817262014830062 175:-0.7009362081558174 176:-0.9222172604669828 177:-0.9160736076964642 178:-1.620360448290236 179:0.07345489623380223 180:-1.877518710234129 181:-1.1131352080525 182:1.702232589304353 183:0.2713793073127734 184:1.582157223960947 185:-0.5026617525527554 186:1.486204567253611 187:0.05292132937615185 188:0.852086212875981 189:0.7016311711765415 190:-0.1079748988567207 191:0.9304536041885642 192:0.1720473138345983 193:1.246246003142194 194:0.1016652734374665 195:-0.206442338991339 196:0.3158553322875078 197:-1.269316232554909 198:-0.2667222828924274 199:0.473994060864549
--1 0:-1.85578418687658 1:1.076396418289246 2:-0.3817973633945534 3:1.775156339077391 4:1.284358099650482 5:0.9697316843042895 6:1.13214442670718 7:0.5979696015317156 8:0.8906993916723943 9:0.2188303435128962 10:0.9414220686085593 11:1.551433176566717 12:-0.7111694021373595 13:-2.170709483253934 14:1.310179076870459 15:1.05082731166278 16:-0.2377441913451425 17:-0.6081366087531319 18:-0.4331574498243568 19:-1.120201344303174 20:-0.3557816983560709 21:0.2014034284164325 22:0.2931145835381642 23:0.2097596789719745 24:1.576422661671337 25:-0.2963755413814959 26:-0.2088739445307555 27:0.4356567194608894 28:0.5222972237144028 29:-0.09988184439539798 30:-0.2072919497786483 31:-0.2387801295656117 32:-0.3527497122419722 33:-0.8223806261822081 34:-1.589236792400185 35:-0.4438792254966596 36:0.3150422079690218 37:0.6191630803378264 38:-0.04576345835849237 39:0.1190671580281728 40:-1.193324896174195 41:1.006989842131295 42:-1.555540635248809 43:0.5847872311829482 44:0.4186764412304499 45:-1.282874589718121 46:-0.9013736688005254 47:0.286577755704976 48:-0.6791866461517319 49:1.005902327206458 50:-0.1656778645936194 51:0.9702140006362873 52:-1.42195152876641 53:-0.8404963504151558 54:0.01097592000587852 55:1.571765614759379 56:-1.354965226073996 57:-0.4105415766345785 58:0.7238117275408026 59:-2.612356876898437 60:-0.7653047956557973 61:0.06779671272091635 62:1.03951045999777 63:1.70578367405372 64:-2.150720084431113 65:1.823758433868969 66:-0.2464553785163987 67:-1.708787815799772 68:1.235681453305859 69:0.9791131407120632 70:0.3917934915905855 71:1.441280795278119 72:-0.3662600721577625 73:-0.002184742379262884 74:-0.4369098652580574 75:0.2606775694543847 76:-1.707213891223393 77:0.1314613616853169 78:0.1674993271020322 79:0.676157019427273 80:0.1454183933063513 81:0.3809629982139385 82:-0.08239291123491098 83:0.5449911244247841 84:-0.9526404533525351 85:0.166560913010002 86:0.1432616495933762 87:-1.938326233062001 88:0.9672079082598953 89:-0.5133508183340119 90:2.362693252156571 91:-0.7023457820204426 92:0.7933095980724602 93:1.442861844006197 94:-2.924053220360822 95:-0.5401761067993172 96:-1.854698403820495 97:1.335267160921061 98:0.128929018847826 99:-0.4918249115499992 100:0.2422615995382202 101:-0.6807482951033438 102:0.625028671020277 103:-1.470257606587187 104:-0.1338394959496432 105:0.4442075862168441 106:1.355850592905036 107:1.980649783529637 108:1.009241203306266 109:0.1477029811032578 110:1.367283066287384 111:-0.6346825229369549 112:-0.4859471309596409 113:0.1294722414304033 114:-1.095894684664975 115:-0.05222321563000182 116:-2.542245693848511 117:0.4679234369503725 118:0.3477893415937889 119:1.13655163273669 120:-0.48602814708614 121:0.8380659822789126 122:-0.4443529913961987 123:-0.8613294775487943 124:1.340572923592262 125:-0.9673365345372601 126:0.5206048264572325 127:0.1328661437404225 128:-1.609797399414434 129:-0.5343055923363985 130:0.3575312557142921 131:-0.9480020071789044 132:-0.02128193452173195 133:-0.1470137377498641 134:0.788619645041249 135:-1.128992233885842 136:0.4618919943735083 137:-0.4890277151992961 138:-3.003055576983317 139:2.225222004368621 140:0.2484037046931152 141:0.07516216428139953 142:0.5019982691323583 143:-0.7928798667025836 144:-1.125005488668148 145:1.50773259387332 146:-1.375325222766987 147:0.3847663541822747 148:-0.03976481431796441 149:0.6576599985616443 150:0.5897727537705827 151:0.9573660096784463 152:-1.682582297216844 153:-0.4188615247718558 154:1.041117182873681 155:-0.06728160470534023 156:-0.369200729622671 157:0.2697835909200913 158:-0.4076715641923949 159:0.628864861636972 160:-0.9119450898952611 161:0.5846860755100337 162:0.03502723405656337 163:-0.6302621397183016 164:0.4153860237930945 165:-0.1750739726886081 166:-0.7103834683320471 167:-0.2201091301679041 168:1.200707305654617 169:-1.230947205251477 170:1.373575746290919 171:0.7984556258099569 172:-0.3679810802300639 173:-0.6033175212485621 174:1.214096960855677 175:0.4818111234545946 176:0.1551821620858355 177:-0.03973015275375467 178:0.4741615181372183 179:0.3150819310034322 180:-0.4051161697055054 181:1.292914302622701 182:-0.5894416634210553 183:-1.137085044700507 184:-0.6382067520155676 185:-0.2465124498273841 186:1.003057366277796 187:0.4629388520231201 188:0.4302031561214745 189:0.03197182810100956 190:-2.014608028176901 191:-1.00351255340004 192:0.01230970692469948 193:1.331703241567059 194:-0.3839341425908684 195:-1.298177259086153 196:1.213367630478067 197:1.032676522852121 198:-0.928773517816747 199:-1.40309100596685
--1 0:0.1473649941123324 1:-0.8142065864730225 2:1.25293555044311 3:0.8370106460906518 4:1.68776732308096 5:-1.020720471965954 6:0.5055328001997961 7:0.8013177676602039 8:-0.8593940538123906 9:1.274944302921717 10:-0.6715570288545532 11:-0.629065912801908 12:-0.7205752303925337 13:1.116695593777209 14:1.337689246717452 15:0.3311069549884464 16:0.7831474847944935 17:-0.3233839732546177 18:0.2002104716497112 19:-0.06869777756430186 20:1.615444671799891 21:0.0637583872727579 22:-1.696510092639043 23:0.8900112281853678 24:0.08784137134828313 25:-1.264102475480175 26:0.3081218630199131 27:0.4115028493349507 28:-0.1454784325218767 29:1.115429905038862 30:-0.7026465885189553 31:-0.1725595155873837 32:-0.4693282611607797 33:-0.4920306682295598 34:-1.899057791286778 35:1.617625996930222 36:0.7981296230858138 37:0.5062492590906897 38:0.9881342702107635 39:-0.03083993032842757 40:2.250898529366352 41:0.8369579705721865 42:-0.950201023331921 43:-1.32165186841886 44:-0.9236962791484554 45:0.2993507537223253 46:1.77458272409221 47:0.6227280261958216 48:1.654202228166239 49:-0.70895814911498 50:-0.4420241183244606 51:-0.243474245993476 52:-1.03109608508904 53:-1.133228641654859 54:0.1719115979729911 55:-1.540502802662407 56:1.600837160065927 57:0.4589264173601537 58:-0.7215621408876969 59:-0.6206692872021321 60:-1.683832716254039 61:-0.6986724832927721 62:-1.048733317153297 63:-0.01023630321793273 64:-0.6150430343559476 65:1.12969748900977 66:-0.3955978686682281 67:-0.4737939421012987 68:-1.092848688300403 69:-3.122373794334072 70:-0.1171335267186343 71:-0.7598823237048969 72:-0.8477363356454545 73:0.5846981369321568 74:0.5094279261283359 75:0.2225598221972269 76:-1.486539702304255 77:-0.5997921951685312 78:0.2328941912471612 79:-0.6308198515223977 80:-2.030164506085766 81:0.2181142858857662 82:0.1302020726078263 83:0.5469383797780907 84:0.1387779735248375 85:0.5018827197223736 86:-0.2270734480455882 87:-0.7376214174715463 88:0.6031578703178874 89:-1.6245469769197 90:0.6757166870024711 91:1.068138637990541 92:0.4921243594225529 93:0.2994551879635977 94:-1.593183853426872 95:-0.8734765155077387 96:-0.1756823342983913 97:-0.7292081753931583 98:0.9662242230714626 99:0.143265389224352 100:0.3597285732991483 101:1.929625588305246 102:-0.1374564083918235 103:0.1149014922635218 104:0.8906851827840182 105:0.04423146632484454 106:0.1845532294513041 107:-1.494260318131578 108:-1.468345669968651 109:-1.228131865222557 110:0.7261445823088887 111:0.6359241439525188 112:0.08125384053898697 113:0.1824163781345381 114:0.1773108055790847 115:1.311312562952988 116:-1.130232677465872 117:-1.034307251975622 118:-0.7511077762969818 119:0.2660913862688437 120:0.6421446460453917 121:0.6964904395959262 122:1.040084141970154 123:3.147409848269236 124:-0.7780523443867445 125:1.50204117771388 126:-0.3652184113744343 127:-0.2526624046828921 128:-0.708648295960056 129:0.2867581934550887 130:0.2580443813638951 131:0.2412938462980289 132:0.1459464025928973 133:1.470304451310434 134:0.8514162389670913 135:-0.2587431186975282 136:-1.695063679934957 137:-0.9505555614501778 138:-1.110136091153441 139:1.047255733020626 140:0.9738123885856654 141:-0.2750823830505681 142:0.01651139204908554 143:0.4656184177650325 144:1.842946762620741 145:-0.04563294565167663 146:-1.472732215288675 147:-0.1344563013786683 148:-1.344695677126347 149:-0.03431334899478156 150:0.3359934148835015 151:0.5351866655630283 152:-0.7848054536866959 153:0.08809651481079474 154:1.760629831787484 155:-0.9394542731678855 156:-0.7001667092510238 157:-0.3176338484777268 158:-0.9221155469860367 159:-0.5182521710782266 160:0.6078748267450071 161:0.2021938939213557 162:-0.3391740029069351 163:-0.1825669084117318 164:-0.5611018020492529 165:-0.8621467876779846 166:0.596279636462496 167:-0.4426732316789587 168:-0.02009424297215631 169:1.574652158696765 170:0.7167355015119085 171:2.090955636742873 172:-1.121857927933076 173:0.5163555284775154 174:-0.3036370871928614 175:0.203660054029413 176:-1.023461221295988 177:1.816732212283387 178:-0.738831599589666 179:-1.911729379744232 180:1.41553906804761 181:-0.6035504326527994 182:1.96905745068634 183:-1.264554756835705 184:1.081244236635699 185:-0.6805501786202485 186:-1.067583128671858 187:2.217567427142124 188:-1.175414451576004 189:-0.6191810324859294 190:0.403304239156091 191:0.04679154363868555 192:1.490392279106266 193:-1.611921712748199 194:0.8023800553630006 195:-0.605157593802747 196:-1.48140644622778 197:1.149537683809918 198:-2.463845434765695 199:-1.350642499693873
-1 0:-1.638280647952867 1:1.166301824003073 2:0.3985546018622478 3:0.4655406448475541 4:1.716195412621185 5:-0.2144662524664391 6:0.3171503891493085 7:-0.4635593750422006 8:0.3011949892979071 9:-0.6055066898155634 10:1.559581548295798 11:1.319365176590503 12:-0.09041568611892013 13:-0.03803287414384814 14:0.4780136323572762 15:-0.2659786041009071 16:-0.3121232938488559 17:0.7513770765271832 18:-1.31131035162077 19:0.5156139063557922 20:-0.7626044171916813 21:-0.6248651358935098 22:-1.012857487947958 23:0.5306622858088578 24:-0.1921078671125552 25:-0.5016999706843348 26:-0.6077596558226656 27:-0.3069304401821363 28:-0.1921759349388022 29:2.461311954722839 30:0.8184110613462046 31:0.09654804715312305 32:-0.6874563692765829 33:0.3506966016695223 34:0.23995451284738 35:-0.2001572083665352 36:-1.252521764064318 37:-0.03209183758202326 38:-1.198108429473821 39:-0.6002708028484053 40:1.023578390026312 41:1.898659361784389 42:-1.784149609308729 43:0.4659009961764946 44:2.155520947765296 45:2.846492564565541 46:-1.128733147697658 47:-0.1899964113497662 48:0.6333888088579703 49:-0.6765538618288276 50:1.552085991330395 51:-0.04490240372059429 52:-1.003563743342526 53:0.07138483532610126 54:-0.364451960839397 55:0.1243296778905 56:-0.08477687032252278 57:-0.7811586486107085 58:-1.086086414514299 59:0.3045741479462762 60:-1.10411934236016 61:0.4396202173763254 62:-0.7824217703190154 63:-1.442236353589585 64:-0.2383641792408593 65:-1.106044682739504 66:0.757208957372021 67:-1.806155106457542 68:-0.4917332046030926 69:-0.4183457766442764 70:-1.065273408684964 71:1.04693289771136 72:1.177987704025025 73:-0.6116881276798816 74:-0.2016501368288185 75:-1.265925966335155 76:-1.28726523655396 77:1.485751211218193 78:-2.669565841907234 79:0.8073660222682038 80:-0.01920279353635387 81:-1.18503438488893 82:0.7408070512817757 83:-1.493200121330635 84:1.31932936916242 85:1.203138970902442 86:-0.4763397005745582 87:-0.3874541875365465 88:0.6463145740847821 89:0.6217615557825075 90:0.153622562181192 91:-2.37793978656276 92:-0.6181914328055587 93:-1.507392227972318 94:-0.5535155917270996 95:-1.255432561104496 96:-1.508734509016439 97:-0.02127528062428177 98:-1.196923103964663 99:0.7886447026111907 100:-0.8340571249568892 101:0.5060578996053673 102:0.3479223258929429 103:-1.891673451299998 104:0.8425071123737021 105:1.305203780225672 106:-0.6250502172380465 107:0.6820465172371788 108:0.01638753444872765 109:0.05945852069167714 110:-1.907902903409193 111:-0.6974176339491452 112:0.3937720177680555 113:1.508257894786221 114:-0.2557915778001536 115:-0.4460628864069913 116:0.09241075611450561 117:-0.476995164848934 118:1.438440967928012 119:-0.7157360910463032 120:0.6539172038089838 121:0.05542999375677307 122:-1.023551420938655 123:-1.090972827450187 124:1.003297562203282 125:0.2605649923062267 126:0.2042292351256644 127:-0.4190423742658123 128:-0.5821376632354551 129:0.3836229153379068 130:-0.6645268367754996 131:1.731645840734068 132:2.204815151674031 133:0.01556625573263282 134:1.176508044956578 135:-0.3781346559749499 136:1.952753661427914 137:-0.780413406660234 138:-1.406304937814509 139:-0.5636886256108666 140:0.4857671816293579 141:-0.1894255917883645 142:0.9512728198562416 143:0.119245000593588 144:1.463693324756353 145:-1.244263434283074 146:1.032445416803226 147:2.21889383803329 148:0.925878599447325 149:-1.880233186640089 150:-0.657415851452712 151:0.6535476845441914 152:-0.007633837363356246 153:0.3716402975231665 154:-0.09832358781563087 155:-0.6701078909810361 156:-0.5642653141151265 157:0.6649011603328521 158:0.7668058537755366 159:2.686443148458611 160:-0.6671275581769863 161:-0.5521568299432681 162:-0.1314410147039693 163:-0.435547954119548 164:0.3083336539871607 165:-0.1063339763616798 166:-0.9280143847258913 167:-1.730893728632011 168:-1.055450809109815 169:1.32897035707446 170:0.3387035486456342 171:0.8927108657752792 172:-1.181006074885487 173:0.4404637678847245 174:-0.1065774517967135 175:0.7713728279186622 176:0.07907712773021484 177:-0.3998218272926052 178:0.3732787882417615 179:-0.4852822963580311 180:-0.9341464970814157 181:-0.01602741490050587 182:-1.454148338896291 183:-1.994496037653824 184:1.450669108902528 185:0.5790144618094404 186:-0.5370828128046362 187:-0.3049010483707424 188:-0.7695927439623342 189:0.3295445235709407 190:0.2796736841709416 191:-0.09481296101948859 192:-2.931916103774213 193:-1.030846571216381 194:0.2196496276439692 195:-0.1079321575355394 196:0.06585075704821761 197:1.514501036638172 198:-1.222010534829979 199:-0.07532851303231125
-1 0:1.719329568368661 1:0.3738978504490735 2:-0.01094892782688033 3:0.5232070586302372 4:0.7811796868138903 5:0.4227412963959843 6:0.9518033773253841 7:0.3157669336965945 8:0.7643720624950514 9:-1.162459398826794 10:0.06981477679099059 11:-0.4376243239666064 12:-0.5672858130782892 13:0.38357796441111 14:-0.6522677257595031 15:-0.8895472402338489 16:-0.2560193666767943 17:1.566668477711339 18:-1.207678301784646 19:-0.5733891348265554 20:-0.3468024739212983 21:-0.5805716418191981 22:-0.04800450212666246 23:-0.2344568255289236 24:0.4489150254182336 25:-0.8171296946409766 26:-0.1465833841492973 27:0.966078307182736 28:0.4670146594945004 29:0.5743477327468285 30:0.1539883709299867 31:0.4989440075220352 32:0.1079501413346122 33:-1.140687031866097 34:-0.03070104217242942 35:0.2518855360324029 36:-0.34103199646242 37:0.7960632404547663 38:0.112859136166165 39:0.3332838551432466 40:-0.9029634691730464 41:-0.5431086881674075 42:-0.9857979741529996 43:1.276029150504679 44:0.1504650437943465 45:1.646373690347767 46:2.525677649732947 47:-0.3123923810067868 48:0.6024504742737437 49:-0.1660034068790197 50:0.1886216599307087 51:-0.1908370800234701 52:-0.6440259190800123 53:-0.3967282800213243 54:-0.3273112269524738 55:-0.6235697867961347 56:-1.054991456323848 57:-0.204616176512825 58:-0.5996203298267805 59:-1.260605292074935 60:-0.378918441007165 61:-0.6190529876744238 62:1.14865494897649 63:0.3817506841344134 64:2.365570549092928 65:-0.4494816116895615 66:-0.3260973134765307 67:0.1127247372803879 68:0.6350377492201791 69:-2.4651435303689 70:0.3164525579466133 71:0.9118147430033416 72:-1.173220658541758 73:-1.059271264041112 74:-1.209887484440594 75:0.6327990678588319 76:-0.9971041777916015 77:-2.18531637877679 78:-0.07707866320894892 79:-0.274063640725088 80:-0.910842886182882 81:0.1678619053395786 82:-0.2535618901834331 83:-0.1479467834616703 84:0.5198603430434439 85:0.05300041255278588 86:0.7572636488702956 87:-0.6356096804103285 88:0.3278944523473744 89:-0.6449507477815395 90:-0.9172088181893071 91:0.6971438033328373 92:-1.038105448859955 93:0.5865024968738936 94:-0.6753143604130637 95:0.1948273035415557 96:1.288749147662567 97:0.6157328034248858 98:-1.173745895127593 99:0.9052534615100435 100:-0.7783609953876848 101:1.094662363749402 102:-0.7565770300239122 103:1.041760297297752 104:0.7402521749914017 105:1.578201191616724 106:0.3352668911483959 107:-0.2056232872906897 108:0.5048823433416542 109:-1.243046365104209 110:-0.644548704425879 111:1.104590842582154 112:0.9567777466700962 113:-0.2397862217985274 114:-1.024367096874522 115:0.4015495069370713 116:-0.8155714121227103 117:1.096997881547879 118:0.5975962277820657 119:1.590340630777724 120:-0.2791327189248335 121:0.5273628082428509 122:-0.6328973291214984 123:-0.04404587724314987 124:0.22028856389781 125:-1.489190846838594 126:-1.358426807255346 127:-1.8569144785618 128:-0.3018369333260139 129:-0.1554134079365498 130:-0.2965552216197733 131:0.9584729700793774 132:-1.15273575270502 133:1.03494069545374 134:0.336761383958312 135:-1.316975626213837 136:-0.2874105100559077 137:1.23229544891541 138:1.047727577815022 139:-0.6858624707680323 140:-1.622991027754496 141:2.10157210085516 142:-0.09454420763947415 143:-0.412436554599235 144:-1.392239015026362 145:0.9504669076529446 146:0.5249337417758096 147:1.486299185883535 148:-0.4153366426121226 149:0.1822803867986004 150:-0.7060036195039173 151:0.4543060297401656 152:-0.7265066941445224 153:-0.05897652150473163 154:-1.270318181087803 155:1.860057095975396 156:0.6442089335549658 157:-0.7272849507088458 158:0.8976011196241568 159:-0.4507638271303115 160:1.634350959188339 161:-0.111380518058265 162:-2.707303545325469 163:0.7018891047885156 164:1.855561503162366 165:0.3579629100616483 166:-0.5302190583416815 167:-0.1185866420522838 168:0.6092707423489484 169:-1.195583955138935 170:-0.09843036327056315 171:0.2415245442374171 172:-0.3778107868318957 173:1.313467161869955 174:0.9542807591767148 175:-0.7234648796984537 176:-0.757570167509941 177:-0.4498062333514186 178:-0.3854216223844216 179:0.5585079644764125 180:-0.1989881317326716 181:0.8187485097342676 182:1.583710902494181 183:-0.6153155006927655 184:0.9003447736218808 185:-0.9438569166793096 186:-1.412755259429202 187:0.2273615022016791 188:0.1538648811580596 189:-1.103568653649854 190:1.158027129442861 191:-0.3452602269693942 192:1.220714261930314 193:-0.4612304610934415 194:0.00774143625819159 195:-0.4266575535736092 196:0.3254570769906627 197:0.5690020915073541 198:0.2906552494339164 199:-0.2706861471473594
--1 0:-0.8705021460356679 1:0.5391949957049456 2:-0.7615174950540988 3:-2.031720307667325 4:-0.7843460515346227 5:-2.170356884418823 6:0.5169865606913204 7:-1.262360386366536 8:1.198796513681142 9:-1.020853830662277 10:2.255535372537437 11:-1.542174844449846 12:-0.5603885448554085 13:1.442149784827374 14:-0.4298895107365114 15:-0.06593009320995687 16:1.191200366926328 17:-2.514257325042745 18:1.197762620441126 19:-0.02078935860654375 20:0.6802049767684546 21:-0.3819427407954802 22:-0.6634357625325996 23:0.07229546230540448 24:0.3714729959682835 25:-0.7773989295925612 26:1.457522386208276 27:-0.2007839645879604 28:1.830810519561112 29:0.7694686669519789 30:-0.1110846904966489 31:0.05438477536082595 32:0.4146373982857112 33:0.5136576720800666 34:2.052615686963609 35:0.2556644429943687 36:1.636359292076348 37:-0.1260371441085874 38:-1.12024461496415 39:0.8727544058707459 40:-0.4608069424284634 41:1.291983956038778 42:0.9735575515700279 43:-0.3819718650800149 44:-0.2489510323986028 45:0.6278881733264984 46:0.2281561795550735 47:0.712036430798711 48:-1.15650284128981 49:0.5366218904579654 50:0.7119178932884952 51:-0.4455061591629089 52:-0.05740582192247277 53:-1.27319764052933 54:0.9167315120452794 55:0.514156969704948 56:0.6894194024502569 57:-0.2123668917750893 58:0.6377150215049029 59:-1.562481890523187 60:0.707051280503106 61:0.8144236026599094 62:0.2242024448536742 63:-0.9884683539801115 64:0.504596726422696 65:-1.573700692448946 66:-0.7806476881539446 67:-1.870183606210285 68:0.2345948910929867 69:0.5702905353989245 70:0.05020714701654155 71:-1.599416364875529 72:-0.3052811989411708 73:0.448927183105085 74:-0.3186278506346696 75:-0.4173281505880197 76:-0.09821337549958618 77:1.203177470213088 78:0.3884224768095752 79:0.9068117185994075 80:0.5457322268759432 81:-0.9437511456229377 82:1.460043596387792 83:-0.8992006769810583 84:1.788786705303153 85:0.3577122031979107 86:0.02813393530331291 87:-0.6516989909114174 88:-0.4494308933548684 89:0.8285231043220034 90:-0.1858611488945042 91:0.828620054952883 92:-0.8671306766712989 93:-0.1899201121223751 94:1.681993564773146 95:1.562725614063489 96:1.002521392913698 97:-0.3283685603580548 98:1.048807126203802 99:-1.027801479173132 100:-0.4183875438515604 101:-0.9633973355262996 102:3.298191753402442 103:0.3671639849039161 104:-1.039835571003534 105:0.6830689677975085 106:-0.6064089875654001 107:-1.47290655948595 108:-1.399342180332987 109:0.4666743807264131 110:0.5413654253287945 111:-1.839393934897801 112:-0.1642163472515318 113:0.8032698195200235 114:0.9681901333171409 115:-1.183392207801435 116:0.1482468139917452 117:1.812536425416884 118:-0.002973515294779351 119:0.08940379565205947 120:-0.005835212415749973 121:-0.7075204278300309 122:-0.7661934602796396 123:-0.4744685516573816 124:-0.9871542370479669 125:0.7788775399221763 126:0.04138578836590041 127:1.175132539060749 128:1.883495985321716 129:-0.5075992864713356 130:0.02159648205119303 131:-0.9003595258359247 132:-2.038888391930968 133:-0.9298728721695602 134:1.358103961191967 135:-0.3900222859308518 136:0.8752899216298134 137:-2.138442312705205 138:-2.212759146113858 139:-1.582410031816498 140:-1.07737163796179 141:-0.3556733757122243 142:1.162239800191663 143:-0.662229718244461 144:0.9070420845913886 145:-0.3592953992101189 146:0.01187836845662234 147:-1.216739310747449 148:-0.3205143679165984 149:-0.7169562825337332 150:0.5439741237453313 151:1.557771707648536 152:-0.8342439112574994 153:0.3539890416395535 154:0.8976852808335409 155:-1.138068518743543 156:0.5435885050662771 157:1.207587436230975 158:0.2871719082046147 159:0.07818478326272721 160:-0.6487357774573154 161:-2.092439016034623 162:0.09058662808516092 163:-0.2455139902030861 164:-0.5988958897705651 165:-0.948459082734568 166:0.9466350595270328 167:0.02300092638895532 168:0.2251857061089549 169:1.743928783998633 170:-0.8253740019436615 171:-0.1564411426816301 172:-0.5729083621737298 173:0.7966661918081553 174:-0.7269117105844499 175:1.47154824135425 176:-0.5033994915349452 177:-0.9576196966476651 178:-0.03388168200380709 179:-2.014467419713196 180:0.1570335065246013 181:-1.883076523511739 182:-0.2268360596843161 183:-0.1680341784182021 184:-0.406590618916156 185:0.66306901930245 186:-0.0735148202182264 187:0.8822666593862086 188:-0.1467918161443919 189:0.5254575045685445 190:0.354208417454928 191:-2.162045369696806 192:2.859834017903973 193:0.8321674800124499 194:0.4400654704180361 195:0.3395180669257655 196:-0.6943957604251795 197:-0.3359309547857639 198:-0.2556184939656218 199:0.6067456509371769
--1 0:0.2149652958763694 1:-0.8815167378976458 2:0.4545079168522718 3:0.6099754139671016 4:0.3684258498257284 5:0.4948842703449907 6:-0.3381486512128616 7:0.4727907298354854 8:-1.170444514758249 9:0.2957366885820071 10:0.7143883777544969 11:0.4830541529736279 12:0.3449472982690422 13:0.2546321968834255 14:-0.2804304516223061 15:1.080846088979005 16:1.108168997400891 17:-0.5625242329345204 18:-1.129078938800096 19:-0.7464883022669669 20:-0.1297725850583177 21:-0.9081830822600518 22:0.217196773858384 23:0.8231671300410783 24:-1.772850233089731 25:-0.2577964789821378 26:-0.9030704138638764 27:-1.931697964591328 28:-0.3382331293672377 29:-0.5338937821682563 30:0.5395160545117121 31:-1.847112116421614 32:1.227105595511899 33:-0.1211400538589308 34:2.902016266687832 35:0.1307779421837403 36:-0.2334828082347877 37:-0.3291010677004718 38:-3.464035656318829 39:-0.7651369113241376 40:0.1441055454544235 41:0.5638070523295056 42:-1.072084457841209 43:0.4508341470011754 44:-0.1215477662221177 45:-0.7773368039495235 46:-0.1038744599951529 47:0.8559618843985648 48:0.9206518944076668 49:-0.9537825233977377 50:-1.11669417428819 51:1.66932069303999 52:0.8659137470053409 53:-2.490679524605349 54:1.333222704989705 55:-1.246865286180963 56:0.3369411562963942 57:-0.1298791468102722 58:-0.1344294664426497 59:-0.7418149218240222 60:0.616060704600587 61:0.5175622971923393 62:0.3254627857415395 63:-0.3747622504854984 64:-1.278918900730004 65:1.403975317469363 66:0.1515007460938161 67:-0.00351022295462569 68:0.007820425695596727 69:0.4085849912028272 70:-0.3581148403341941 71:1.491732022040185 72:0.7474012689982436 73:0.4106774186070609 74:-1.284677595676291 75:-0.238067273417268 76:-0.6832783467857276 77:-0.1841767543805079 78:-0.5973921695252178 79:0.1303152515851578 80:1.516457506421353 81:1.18630566193964 82:0.06429815328739853 83:-2.007301030730825 84:1.010885917678073 85:0.4245490031563198 86:0.3340234683568211 87:-0.02930435735945064 88:-0.3086363164358273 89:2.004790764836478 90:-1.729368811635436 91:-1.300329496571147 92:0.5015360296490716 93:-0.3827074686071738 94:-0.03966073270637915 95:-0.5170411805753512 96:0.5628349794274934 97:1.858376563761411 98:0.1453046664187468 99:-0.2816613424680743 100:0.07123046133964732 101:-1.058432328215004 102:1.17063508839086 103:0.3761096717375177 104:-1.522876717257225 105:-0.938352058392393 106:-0.3359805356516474 107:0.4055038794242737 108:-1.020468352886006 109:1.460680955555802 110:-1.02513266582686 111:-0.05013050096003376 112:-0.1113613974602481 113:-0.2786840734448858 114:0.1767295578494423 115:0.2618361069667426 116:1.768420785707884 117:0.1060464652543147 118:0.2318094397711504 119:1.418284159826116 120:2.166672253995313 121:-0.8526086071474848 122:-0.5600933239724663 123:-0.1841348885512993 124:0.8806616172719736 125:-0.05518829953060069 126:-0.2303384649759235 127:-1.434850930376034 128:0.6012235928667642 129:0.2941773417449742 130:0.9311359604463471 131:1.324648393742988 132:0.364803066834838 133:-0.5338037110623514 134:0.2170282839585644 135:1.072162534570393 136:-1.119575238553283 137:-0.9354404740147142 138:1.386702749481174 139:1.278362547864448 140:0.08772302553620857 141:-0.4222172165281018 142:-0.4353962565418797 143:-0.0009599630569318995 144:-0.7461721554939323 145:-0.8542873269144096 146:-0.1107075100346637 147:0.2428270189491099 148:-0.1241908220626949 149:0.09434947083113061 150:-0.6456625658016115 151:-0.1758802874986334 152:-1.243737466401506 153:0.8088819031554068 154:-0.7025549738993425 155:0.3362613586946889 156:-0.8982005211982573 157:1.896501997614209 158:0.9460166910290734 159:2.20058358309506 160:-0.7355105716474339 161:0.9599736704408871 162:-0.3076111549530036 163:-0.2217793436066963 164:-0.24847362094551 165:0.1410292739564756 166:1.075719287165054 167:-0.06759754373707934 168:1.733473060880442 169:-1.614424271903543 170:-0.3626250784374098 171:1.891739369386655 172:-0.1544085551667252 173:1.463660835453871 174:1.510657363552956 175:-1.431081149997988 176:-0.3897323146404646 177:0.4193854404696048 178:-0.1731328551587061 179:0.3041522234383786 180:-0.459228146387509 181:0.7187773208615146 182:0.04973413831907179 183:-1.523437646396984 184:1.763923803528691 185:1.008496100870989 186:0.5013023958735761 187:0.04648775923121807 188:-0.896501050649682 189:-1.528754013868901 190:-2.353237030703774 191:-1.040291679396327 192:-0.9844734749086971 193:0.9252068085369529 194:-1.472324393414304 195:-0.4998099581122049 196:-0.209808122513039 197:-1.694228199425809 198:2.480369741306592 199:-1.00485793334548
-1 0:-0.5936781423406794 1:-0.7481937694724362 2:-0.2824417756078871 3:-0.4215126593824105 4:-1.782436769236981 5:0.5331178509373107 6:-1.042410734822957 7:-0.0263497702947989 8:0.1445702781288559 9:0.512043829911825 10:0.2195132515080478 11:0.6070575268830773 12:0.9159151687008739 13:-0.2979838658115675 14:-0.3553563278087842 15:-2.232560297756 16:-0.1133330379093424 17:-0.06801855455053485 18:-0.5539755948806124 19:1.15749371406419 20:0.3297881250093536 21:1.716833752488719 22:-1.242383243443187 23:-1.597914482281576 24:1.680321182937308 25:-1.487361133044856 26:-0.480183429510413 27:-0.06340597395189165 28:-0.6024396014723413 29:0.9584212130906856 30:0.8669414066403802 31:-0.6087622218657209 32:-0.7295475485091014 33:0.7001290213024443 34:0.4283614969895086 35:0.1358941288962933 36:-0.3624444976931687 37:-0.202774659080171 38:-0.7286885720712432 39:0.1765990456247938 40:0.8860086622425669 41:-0.8979579868770001 42:-0.4528424975674318 43:0.3707755130233114 44:0.1577386753463324 45:0.245396253533594 46:-1.558637421913513 47:-0.6071149212705712 48:1.014299253488528 49:0.684619183623522 50:-0.1961570711220074 51:-0.7318374787426136 52:-0.869026070387502 53:-0.4484432161813691 54:0.6372873829093392 55:-0.5137930107980245 56:0.1495019241055031 57:-0.9340466759613237 58:1.396645439869374 59:0.06446662474766673 60:0.6895775484661475 61:-0.7247228104724519 62:-0.4244815802092936 63:-1.126339690915382 64:-0.7020608460825207 65:1.636388443247973 66:0.4774777790456713 67:0.2693360588166799 68:0.8278872237224186 69:-0.07511394243159239 70:0.3870619069570294 71:-0.832052945291763 72:-1.346330990839363 73:-0.1192601493325501 74:1.144143621208369 75:1.146024286459432 76:-1.003826140718394 77:0.9301069352601933 78:2.974241917816762 79:0.6859209774299608 80:0.6546432818692406 81:-1.111186216938759 82:-0.6667402243829987 83:0.6956940969068668 84:-0.3726718398768457 85:0.7049434286695129 86:-0.073658780003799 87:1.455282670780233 88:-1.155780369291757 89:-0.2681973126763058 90:-1.044853044924531 91:0.2756001292537629 92:-0.3698138480463424 93:0.1022007723203575 94:-1.645766816440141 95:1.941916619398319 96:0.9766393257752276 97:-1.195037639825914 98:-0.7980742223463442 99:1.272547994402493 100:1.705277058245862 101:-0.1370480493315077 102:0.6669930244727933 103:2.431691245358997 104:-0.950350750131515 105:-1.14167895975005 106:0.2620815074947814 107:0.07258506156750637 108:1.156338902651512 109:-1.302855051703365 110:-0.2719420675955939 111:-0.3991594282398017 112:-0.3445345735617559 113:1.319730791125086 114:0.7236229428482805 115:-1.441733029046952 116:-0.7148934259265808 117:0.4226091352292053 118:-1.084324491190605 119:-0.8260909034421893 120:-0.9500594852937361 121:0.9247255194562194 122:-0.5618832192265756 123:-0.8309884832313812 124:-0.1680388976341331 125:-1.465599501468245 126:-0.7287600417786337 127:-0.126470520796264 128:-0.2093139280705856 129:0.4943532910905248 130:0.2160109984405671 131:0.2889125013735485 132:0.5239628134468841 133:-0.4040692455415964 134:-0.7242566451786981 135:-0.7396079741222509 136:0.8051413950572875 137:0.6241339000055226 138:-0.2687408868151963 139:0.1437886196296654 140:-0.3605737154741779 141:-0.1813229242134134 142:1.071269483305254 143:2.291859766327764 144:0.6135282570874162 145:0.7043903210770333 146:-0.7513032703689516 147:0.7018678562768356 148:-0.4960249726101447 149:1.38636971547663 150:0.9502340518634 151:-0.1544184160709718 152:-0.7868985037212166 153:0.845988986743674 154:-1.225458615282182 155:0.5593210930751438 156:-0.1295347331933913 157:0.7237111978299472 158:0.6265453056857384 159:0.2349767523595867 160:2.123472835263038 161:0.08143487828872421 162:-1.260647118346405 163:0.7531012452583438 164:0.3458195132887726 165:0.6284187113655383 166:1.698521027424282 167:-0.04129474011269357 168:-0.1497221719578018 169:1.266855253964571 170:-0.8705852187902172 171:0.5008068316745212 172:0.533371500608161 173:-0.0144559132762716 174:-1.259574475105448 175:0.9834150601151072 176:-0.08513051854340495 177:-0.2826391551278835 178:-0.1051829192240023 179:-1.689713221159251 180:-1.144144537225394 181:0.01520187222484648 182:1.242218870491134 183:-0.94050310486406 184:-1.076742277901978 185:-0.5536134617536669 186:0.1973908815003071 187:-0.3748665816004406 188:-1.080119649395696 189:-0.4501172779820551 190:1.217359843927559 191:-1.740530891150394 192:0.8083689054443831 193:1.51987618180888 194:1.795623157696374 195:0.1187680846341644 196:-0.1367699485456014 197:1.039718982213948 198:0.04881889498711741 199:0.205055919260786
--1 0:-0.5765429066645935 1:-0.3892393645640504 2:-0.369715586643598 3:0.8933255628248855 4:-1.272994859567686 5:-0.6587039376743675 6:-1.161227646899585 7:0.6912825971908182 8:0.6944895167210308 9:-2.736004897200874 10:0.9471730259972083 11:-1.333594835776508 12:-0.9015171090517979 13:0.5665138046435522 14:-1.096178134197487 15:-0.4971826144355997 16:-0.7998325860566398 17:1.094795972599032 18:-1.279486560879845 19:0.1349848538096855 20:0.3592326159837319 21:-1.020985727620267 22:-0.622045632725582 23:0.5562244671405461 24:1.093339373678019 25:-1.020168415583103 26:1.814560262151679 27:0.2252275670915837 28:0.6283024191450264 29:0.2063063878009491 30:-0.887372427411277 31:-1.061936166732954 32:-0.3407696005081878 33:0.8643592283886791 34:-1.209861431809757 35:-0.1147497388114366 36:0.1045373538126603 37:-1.026706504858075 38:-0.5852934761846312 39:1.998757737025628 40:-0.7987755966474662 41:-0.7859458837643372 42:-1.437179303937725 43:0.7820661505902669 44:1.28926947066022 45:0.7411318808687591 46:0.3756725979015755 47:-0.5408849770809832 48:-1.302149420786891 49:0.8634155192370996 50:-0.981027847148956 51:-0.174421985669128 52:0.8111184386007914 53:-0.9878427675985029 54:-2.268607632108966 55:0.5241105561490319 56:-0.6382179950374608 57:0.01228053824604284 58:-0.61709166230965 59:-0.3065629665831902 60:-0.08070359283287858 61:-0.7899100531829635 62:0.2600651246112636 63:0.6486931241845507 64:-0.1835967245970609 65:2.264152401839446 66:-1.473054531797586 67:0.858824192706539 68:0.2470814278393839 69:0.5048816531812239 70:-0.6156800936314351 71:0.6692600523703087 72:-1.467850382918021 73:-1.947260856768926 74:-0.4102729844565068 75:-0.6364611535545736 76:-0.5402756306286303 77:-1.258028246896049 78:0.9000380732931845 79:0.392272737999878 80:0.03954824089094239 81:-0.008247905553643433 82:1.384230728708075 83:-1.100631813368971 84:0.5309279774254575 85:-1.592776154682504 86:-0.7175401310193101 87:0.5057158154490363 88:-1.026420839206356 89:0.556911333385507 90:-0.2735898134525688 91:-0.3521932243552242 92:-1.13769423286779 93:0.5129946122029557 94:0.3452667114440795 95:-1.015373945262684 96:-0.9067006533815086 97:-1.691488317262927 98:-1.019398709873565 99:0.6299597685563816 100:0.9425594801921082 101:-0.3215396926854644 102:-0.9868155252772016 103:1.99698298875794 104:-2.078116726357493 105:0.8143601690867714 106:-2.069280680485258 107:-0.4118209735231182 108:0.5348873900735762 109:0.7999627365253171 110:0.2136791709947244 111:0.8876550988690883 112:-0.1338675938589023 113:-0.4410839183546444 114:0.7872039216847391 115:0.7234051629839218 116:0.5531675194940113 117:0.9563948072874375 118:0.7523001033166503 119:0.1101048047927805 120:-0.4999491532880295 121:-0.8963554712986818 122:0.4559467717646736 123:-0.5619824986086817 124:-0.554390844204243 125:-1.054364421031891 126:-0.5267288702789361 127:0.7522510057064458 128:1.52520491070115 129:-0.1594953022200455 130:-0.7888103517702456 131:-1.795691685886404 132:-1.383101054445429 133:0.04159497853643748 134:0.1869331796739633 135:-0.6629645278169067 136:0.5921465352701103 137:-0.7388512117489838 138:0.1496004663476135 139:1.022549488300983 140:-0.03448538565182436 141:0.8084537568970797 142:-1.008885800400315 143:-0.121122638558325 144:0.07380247672000419 145:1.178796541978112 146:0.7739787810590235 147:0.9593504006175567 148:-0.1801145169643021 149:0.312405511165321 150:-0.09074404999099599 151:-0.5670929094431099 152:0.6429136725344007 153:0.5348522714479707 154:-2.854958410695215 155:-0.9353454475191326 156:1.452789712925876 157:0.8270581375288072 158:0.06950567753391508 159:0.09693394096922844 160:1.061661953475321 161:-0.2081127688402039 162:0.9876502148503155 163:1.19308520970575 164:0.2169607878489908 165:-0.2968381268891228 166:0.9241278411695455 167:-1.092330191074622 168:1.366031434796231 169:0.01109440800274044 170:-0.5649556211666763 171:-0.01312498761336154 172:-1.035675689517535 173:-0.9132452619676134 174:-0.1274632007536046 175:-0.2779775840284435 176:0.2496256597854958 177:-0.1261481523586784 178:0.545921666341652 179:0.6766724188332877 180:0.4500614379365083 181:0.1503682917176553 182:0.2869460015050638 183:-0.3009876597619772 184:0.04158213351867258 185:0.6556976376347604 186:2.007758351524624 187:0.3822412437345263 188:-1.109670929147772 189:-1.842005523208581 190:-0.8360801381421156 191:-1.060496157137874 192:-0.4292777917683313 193:0.4661325324914314 194:-1.081232136818047 195:1.126713817361854 196:0.9344502967606998 197:-0.3640836395699553 198:-0.7312305793063104 199:0.2144065458459883
--1 0:-0.6265167713824662 1:0.3725751585499498 2:-1.289566567376464 3:-0.9982554309953061 4:0.4245804736983485 5:-0.3673208765272417 6:-0.7925971931691848 7:0.6652195296072263 8:-0.02163102423221571 9:-0.9901057664860898 10:-0.8620924518617311 11:2.407565893727248 12:-0.9189917546532648 13:-0.6271466506362664 14:1.344778833400422 15:1.350606159786728 16:0.8089727027229401 17:-2.196452842300501 18:-0.811629448608482 19:0.08888554321136713 20:-0.5124230045847094 21:-1.419947388850546 22:-0.7884123837149167 23:0.7055295661853684 24:-1.01037859578395 25:-0.1166240837135538 26:0.7851996935420268 27:0.7655904064146994 28:1.815160397252178 29:-1.451144737939508 30:0.9663088412815984 31:-1.104841883072546 32:-0.8521728654268622 33:-0.8766644566409111 34:-2.218302412649211 35:0.2386955650826714 36:1.332106711590899 37:0.5777939912227631 38:0.2248849123744654 39:1.74411977584788 40:-0.09816377910725411 41:-1.35431218659169 42:-0.7283173573515352 43:0.2134647940907488 44:-1.005433356058423 45:0.4497256615143589 46:1.645594729667009 47:1.283541896470793 48:-0.3580706665435321 49:2.223815445739934 50:1.505042212955915 51:0.8645563760529049 52:-0.7849066468001189 53:-0.7080881155140016 54:0.1290512815310392 55:1.849562247932781 56:1.541360571284428 57:0.5012567316587211 58:0.07377873130632681 59:0.2686814413175797 60:-0.1287345433434831 61:0.2752442853823788 62:0.4525808837294626 63:-0.6826203441855994 64:-1.194002098374627 65:-1.329004063740307 66:0.6077752294118087 67:0.08990563601164621 68:0.1907823572747313 69:-0.7558146245110524 70:-0.8281304098980705 71:-1.883158285950377 72:-1.512065125425959 73:2.357455854027128 74:-0.2781594441928867 75:-1.523339065744657 76:0.3890964351043477 77:0.4478618643964395 78:2.356581883980214 79:0.236264091151156 80:-1.100298410070673 81:-0.4175378292983885 82:-0.3067729398289908 83:0.8783638777163399 84:-1.581877790069375 85:-0.5868390961754772 86:0.7300506002385648 87:0.374591021507349 88:-1.734743675858832 89:-0.1345314921332229 90:0.1060667633062927 91:0.7979886005778679 92:-0.2535652650915271 93:-0.873709766555619 94:1.676536630390386 95:-0.3664963826927664 96:0.9331122751824675 97:0.3921469138341503 98:0.6916061964215944 99:-0.1681888188066879 100:-0.5742068887510152 101:0.5691314439747286 102:0.3697310078639441 103:-0.08627191908579716 104:-1.657477244922658 105:-1.309542204854156 106:-1.998784391310954 107:0.3292013925292316 108:0.6686870654420252 109:-0.4899383796340759 110:-0.9943929237535953 111:-1.997395855358754 112:0.1766152643619541 113:-1.396147733432108 114:-0.217398127280218 115:0.7980655513805177 116:0.4714653431126716 117:-1.285058381977713 118:0.1141073998078663 119:0.2733442981616288 120:0.2882950103511867 121:0.5643281604680852 122:1.051525719135648 123:0.1107691208484838 124:1.599361958494401 125:0.809045256416869 126:-1.618370917805993 127:1.390207747775735 128:0.3466629594096401 129:-0.01358401884454773 130:-0.9723425433866719 131:0.06546102109008085 132:0.4587844767111283 133:0.291312463618062 134:-1.526422052165699 135:-0.4748287717556849 136:0.5606970670741767 137:-1.230867782038002 138:1.630517588159778 139:0.002060979439461612 140:-0.6777925027477815 141:0.6097476016303639 142:-1.249700949902228 143:0.5958886299272159 144:-2.169897980815543 145:0.8089109669725276 146:1.299840373375636 147:-1.161518048604244 148:1.111084261394941 149:0.3049560726343499 150:1.404535880871279 151:-1.051560250462382 152:-0.2930815590979419 153:0.2781002266175863 154:1.247876517469171 155:-1.113275948843347 156:-0.03126458310231931 157:-2.199208638778424 158:0.2344615298625124 159:-0.5166472572668883 160:0.2058256674612563 161:-1.414672202212326 162:0.08156366792563441 163:0.8929062722385369 164:-0.1003298104816294 165:0.1281915723008641 166:0.1736200054736726 167:-0.42861240038642 168:0.003661484063419864 169:0.1987511727282011 170:0.738700860522575 171:-0.2332016746118301 172:0.0536691774328205 173:0.4865685811973693 174:1.300356088716554 175:0.4152612919121008 176:-0.4250097019810373 177:0.7179394650478658 178:0.4903032659653887 179:0.01879152441531886 180:0.0341658913966166 181:0.670371567291783 182:1.040794651602124 183:0.9643794140439668 184:-0.2372192756129732 185:-1.863548458975085 186:-0.9679597645469935 187:-1.046586364848276 188:-0.1423998954286717 189:0.3867439976784114 190:1.131315975180155 191:-0.6472169793570536 192:-0.239037090615897 193:-0.9071812609537372 194:-1.211691451633514 195:-1.242611237496775 196:-0.4285681466504991 197:0.4322025047129759 198:-0.494987319939138 199:0.3802719530505628
-1 0:-0.4294920695223302 1:-0.4200920476261079 2:-0.260781232569033 3:1.172782181940518 4:0.8801016875602066 5:1.684385057061949 6:-0.8745296821072951 7:-0.1845338992802901 8:-0.6375628355127702 9:-0.8680929612708778 10:-0.1302718551055702 11:0.09869941226613044 12:0.5298909759508237 13:1.148930113521946 14:-0.7437039290221384 15:-0.2610076569151056 16:0.6059479735460391 17:-0.5975717684356183 18:-2.129739122295864 19:-0.8180076456731817 20:-0.9347776791521912 21:0.3843172872825322 22:0.6317511733968963 23:0.5140371603538779 24:1.263013356638726 25:0.2236983705595334 26:-0.2157513402764408 27:0.5946454287989814 28:-0.2908433948929233 29:0.2344471828879675 30:0.4640404657798124 31:-2.539047858792149 32:0.570402856093691 33:-0.7062762656101649 34:-0.142092592665682 35:0.4910760180246668 36:-1.841675439595324 37:1.143468242889623 38:1.730334760667629 39:-0.4547190546124643 40:0.7882849887189344 41:-0.04528984344637854 42:-2.330631763998982 43:0.8929930133417835 44:-1.434913675431654 45:0.06227337031527361 46:0.0479879537996439 47:0.7160200623255324 48:0.2308217513337708 49:-0.128307447673077 50:0.4595771685092765 51:-0.8825138973743675 52:1.061140097553777 53:0.6619174545532878 54:-1.481145257407118 55:-0.03754794975188263 56:0.4706608378864816 57:-1.159595709472555 58:0.002545977265810347 59:-0.8124387141050413 60:-0.9282000679728776 61:0.3169157267872856 62:0.1606157191066922 63:0.04783097020296202 64:-0.4656113977171294 65:-0.6307069755284266 66:0.1736464100525681 67:-2.067827149548387 68:0.3236955819021299 69:1.584111377622906 70:0.4318531391447402 71:-1.15777522057875 72:1.131598391163823 73:1.414396375160709 74:0.7375619078899338 75:1.554724878949389 76:-0.08427706432145987 77:-0.4201935028631731 78:0.2123202184605907 79:0.9163643702127905 80:-1.209525772206971 81:-0.5166868170030802 82:-0.4707793974602782 83:-1.759719608012589 84:0.0164958098197427 85:0.2614922322573316 86:0.8442127290906375 87:-0.8414256180371955 88:2.572493971440324 89:-1.204881582139786 90:0.6670947218413066 91:0.3805080569096916 92:-0.4874615854678566 93:1.48332531226617 94:0.2428690645931043 95:-0.928639551294392 96:2.089670062722617 97:-1.15775509823983 98:-1.291179774516692 99:-0.9207386210480705 100:1.783885778912824 101:1.435111942839667 102:1.356757507428979 103:1.408476153410051 104:0.3077801311194267 105:-1.183489472195482 106:-1.09972481253362 107:-0.1738031798799412 108:2.188373608686674 109:-0.06119137714877341 110:0.2627133141668933 111:-0.624856526221195 112:0.2671573385335966 113:0.4984737004419837 114:0.0417041876788757 115:0.8182473014344923 116:-0.3991438278287283 117:0.05544716312688987 118:0.4108993428473369 119:1.224237623881207 120:-0.7973272718389539 121:-0.9357085036000421 122:-0.9064036278846042 123:1.250003209900851 124:1.051362828080562 125:0.7214409884164361 126:-0.2761344915997395 127:-0.4574084050633143 128:0.8701810533034122 129:0.6972467104651949 130:-0.6557842707825178 131:-1.14853612948643 132:1.785564349892423 133:-1.486230823102899 134:-0.2090982112650414 135:1.004143331794259 136:-1.826061576759871 137:2.564763715297524 138:-0.2411005405813601 139:0.2628243027554371 140:1.189691340039075 141:0.0571295857250308 142:0.4447282578593449 143:-1.394875060228129 144:0.05460238947795915 145:-0.7661873101419241 146:-1.442647516854664 147:0.9197823504043328 148:0.8566664375269979 149:0.8160926612501985 150:-0.6067606783690513 151:-0.9485622065580548 152:-0.09297287356933467 153:2.269557579876252 154:-1.108027082368873 155:-0.2041549781792243 156:-1.70597474976487 157:0.4380234518725735 158:0.4266326459698243 159:-2.1988630232391 160:0.7606460954442037 161:0.7163656723192146 162:1.268616909073943 163:1.079118154977772 164:-0.6815094359046336 165:0.367886306160829 166:-1.473485962428667 167:-1.262653862935079 168:0.3534466328057694 169:0.8275964012535946 170:0.9019361244669782 171:-0.04259685775995942 172:-0.4082061830464953 173:-0.1610312354118004 174:0.1684332236483067 175:2.855923635421113 176:3.041007156285111 177:-0.6782286993051331 178:0.8907755306681436 179:-1.964545182149721 180:-0.7097494320687111 181:-0.79880850141812 182:1.08393948043785 183:0.003029112128086692 184:-1.246081432601369 185:-2.05863075181453 186:-0.1059781788237368 187:0.4641052335810522 188:1.399196685214328 189:0.8000273000110107 190:-0.01697591581541269 191:-0.5187697853597935 192:0.5805917956636385 193:-0.4040739326521263 194:1.186027947224672 195:-0.09682017507917991 196:-0.189335173765624 197:0.1495566519187222 198:0.8060996589264149 199:0.7001452691579267
--1 0:-2.012855565468354 1:2.153063419736181 2:-0.5672267540911604 3:0.7368115206419518 4:0.02861377763791335 5:2.843803589413892 6:-1.151566530113316 7:-1.649640806493877 8:-1.054996502821309 9:-1.509777032925526 10:1.000984614161653 11:0.8015952576842925 12:1.404962352540468 13:0.01198331959686865 14:0.114473210347406 15:-1.06223473456874 16:1.501599052316096 17:-0.006231970575884709 18:0.2506076758803847 19:0.9356837510332304 20:1.501970384543339 21:-0.4626139672092038 22:0.5345618298149544 23:-1.444345611314122 24:1.928839087333097 25:0.1367788605857295 26:0.5209853693690171 27:-1.021022224178443 28:2.043886040643625 29:1.194653338116319 30:-0.1829190139205825 31:-0.2084686671900677 32:1.164633540169137 33:1.728570496492723 34:0.5700614850975932 35:-0.2871583874288328 36:-1.457261010959635 37:0.09353481289020939 38:1.882043519165928 39:0.04655932408644014 40:-0.9365848493103688 41:-0.7172637823615651 42:-0.9908930506152106 43:-1.004210665560817 44:-0.5669826384648359 45:1.061956777932998 46:-1.426044335657627 47:-1.426306640464689 48:-0.9384985752459232 49:-1.629784835367824 50:1.871009594250074 51:-0.1357987451158916 52:-0.1498448782947275 53:-0.5865522231540659 54:0.8451557207441991 55:-2.023626111469692 56:1.03372586423784 57:-0.4584267345256473 58:0.856707507208359 59:-0.6845590442515103 60:0.3251979780515913 61:0.5610884942426339 62:-0.9947951609668936 63:0.01908001689793265 64:0.6659372011436697 65:-0.7719047097737833 66:0.05489236618391858 67:-0.08009584351599934 68:0.8645326271985261 69:-0.2738870941699911 70:2.093371782229233 71:1.681877689857348 72:1.405803163956234 73:-1.133184354650396 74:0.008721568784123973 75:-1.907271128336466 76:-2.072287939186815 77:1.060018713553418 78:-0.3229737213645772 79:-0.2246994814241404 80:-0.5548246536493987 81:0.4330629248330218 82:0.4124932564985007 83:-0.2021467005250308 84:-0.4502296618357833 85:0.218066547448166 86:1.023833116904435 87:1.229107031194137 88:-0.06984027620032955 89:-0.8987766731306999 90:-0.4305903161589372 91:-1.107010773024556 92:-1.925491756378273 93:0.5060482100225371 94:-0.6453144522656846 95:0.4269382389131148 96:-1.045042699456908 97:-0.2671710055880532 98:-0.719688271427414 99:-0.4012651333677185 100:-0.6608660768287077 101:2.345457306078469 102:0.2643832436986714 103:0.7549227419400275 104:-1.123375853180216 105:-2.070937262687639 106:0.7281351459377237 107:0.427037699951213 108:0.4187105470778027 109:0.3349900281003676 110:0.6988053876865099 111:-0.02335308528829295 112:0.1052732149312729 113:1.119164518798584 114:-0.479432004603654 115:-2.082532191082648 116:-1.093110132946959 117:-0.2190209919341577 118:-0.4560317842161505 119:-1.047190539846089 120:1.062769139064752 121:-2.457166265340817 122:-0.3968928937501419 123:-2.474020904039618 124:-0.01762118330227928 125:0.9605128733199787 126:1.021198326635703 127:-0.3686852127075338 128:0.5296887725952186 129:-1.442107457140284 130:-0.9442610479854975 131:-1.131222830944614 132:0.4876852468533434 133:0.7153471479660538 134:-0.2889551716375801 135:-0.3819769285324258 136:0.8892912284616084 137:-0.9256462550242758 138:0.4435172976941223 139:0.2406741039020221 140:1.093346406099679 141:-0.4739237022532047 142:-0.2748747791061587 143:1.015486503951331 144:0.5786530260591111 145:0.9063315498235256 146:0.1034848669586296 147:-1.410173085973195 148:0.5360109694527293 149:0.7671291595353578 150:0.005718819697755588 151:-0.3632325567254513 152:1.409775411452985 153:-1.273548556442535 154:-1.433224453769585 155:0.2299189151054718 156:0.2181562795222878 157:1.134553472196132 158:0.2779070309245305 159:-0.3824127526677997 160:1.047990520011753 161:-1.070213055370245 162:-0.009062318294245723 163:0.5067412000184809 164:-0.08976660955343373 165:-0.7088520893521333 166:-0.904012782625328 167:-0.1449641278560631 168:-0.5178789796547495 169:0.8058057232014365 170:-0.400218628989683 171:0.09861367125323552 172:-0.8614241299011433 173:0.02410480668954647 174:-1.207721710745692 175:-0.01075122788731793 176:1.176318815542271 177:-0.1384243677280698 178:0.03177974823995879 179:0.3091706613676837 180:0.327553730672485 181:-0.2704657540174851 182:0.1031166866029131 183:-0.4362052633180822 184:-1.586911530532838 185:0.02621462684475884 186:0.7254606611785546 187:0.5694540048966156 188:-0.5857308161676121 189:-1.890244804334287 190:-0.3120632160507591 191:0.4102175643573193 192:-1.48711172213788 193:-0.3990738913512651 194:-0.2526049312178271 195:0.5942163395607741 196:0.157716103383023 197:0.610548770481952 198:0.8541624496580362 199:-0.1505148757620515
--1 0:-1.992597189736357 1:0.1305695390386314 2:0.3726386294369282 3:-0.360694800647489 4:-0.2972614156458556 5:0.03225352568994627 6:-0.485121676945312 7:0.1071234393324208 8:0.274543149107941 9:-0.1081131164265705 10:1.924645460698904 11:-0.306679759154895 12:-0.2186996074663151 13:0.9687529609217183 14:-0.5034095360467273 15:0.6108969645584934 16:0.02392303344804814 17:0.7585685696291096 18:1.026853606823716 19:0.4028572791860163 20:-0.3760035276759197 21:0.6813820906601299 22:0.6876502108032639 23:-1.178393822200078 24:-0.09585985514589421 25:1.464540602100559 26:0.9989575066317268 27:-1.057337793214037 28:-0.6444555891815721 29:1.147091024784413 30:-1.731708279994845 31:0.2374616882561787 32:-0.01709502155747713 33:-0.3765094461005413 34:-0.2292311053393153 35:-0.293067944833186 36:0.3814261312579023 37:-0.4073668973353005 38:-0.0850868254975732 39:-1.217660532587845 40:0.04706778709102535 41:0.2602866054953665 42:-1.252733054784497 43:-0.3540079718697333 44:-1.593684065491504 45:0.5420004434082641 46:-0.9132954426545755 47:-0.2508443321309924 48:-0.6536636748915889 49:-0.1583217601732319 50:-0.3113370475870346 51:-0.8782374621151706 52:1.22440780776856 53:0.2014076242014543 54:-1.284966871365993 55:0.5286913408711911 56:-0.6254041085468948 57:-0.6576755988079267 58:-0.8728728356226236 59:-0.8779946419460914 60:0.5220804240906476 61:1.870897913632358 62:0.129235501745315 63:-0.3054510873139719 64:0.190115316575641 65:0.09568912529777046 66:-2.068647615186983 67:-0.5206810054206767 68:0.1353304790486019 69:-0.6186165651159679 70:0.504028551953387 71:-2.374407461599289 72:1.106725804144595 73:-0.9025457858086396 74:1.327392285453806 75:-0.2025851346676125 76:-0.178160504070427 77:-0.3667178010642663 78:-0.7775255673120167 79:-0.697845838075165 80:1.836535939458744 81:-0.7282876796095714 82:0.6439109784383001 83:-0.4474761672636556 84:-0.706672735708573 85:0.4853805071436372 86:-1.017390919010358 87:0.1073597068546634 88:0.3446688238292745 89:-1.258440781520385 90:0.915812940124647 91:1.722514727832661 92:0.614611325009884 93:0.3460046639426521 94:0.2099947977185048 95:0.03334853679335976 96:-2.029083675908667 97:-1.205767537365059 98:-0.8829643755873533 99:0.8605936826841962 100:-0.1195143271608981 101:-1.24612355586218 102:-1.041161277406087 103:0.4253365798737137 104:1.007461827320667 105:1.696508734444717 106:0.4238847897242032 107:-1.04795527892311 108:0.5953246392375245 109:0.1073512728445322 110:-0.6255183622969934 111:1.44619532011006 112:-1.003521342435428 113:-0.9052992520313221 114:-1.290770488479046 115:-0.07075347551295577 116:0.750669913152307 117:0.8943847790159331 118:0.2427058468842692 119:0.6619919033247254 120:-1.95084648040191 121:-1.582888000668473 122:0.7206772864605037 123:1.007782096424973 124:0.02449558269687285 125:0.2805980526348486 126:-1.674195314161607 127:-0.7942511144760053 128:0.5743428595186144 129:0.6559520126246521 130:1.90957857522977 131:-0.7188035698148501 132:0.3081764679737199 133:-1.931227667653029 134:0.9672789080361983 135:0.1635773426244157 136:0.9009876153277698 137:-0.8399721490954721 138:0.9656078121698043 139:0.1806233597461764 140:-1.286875531038656 141:-0.7107574197892698 142:1.862310612179392 143:1.700607976798278 144:0.9667560628982396 145:1.599190691327984 146:-0.898811844137241 147:0.2413634599010714 148:-0.06479963489760467 149:-0.03736143342596403 150:1.188293131267078 151:0.3655372956147597 152:0.8381337227277998 153:1.826484210476429 154:-0.08551079240320854 155:-0.0321711039714874 156:-0.5419280761115683 157:0.3107362805432893 158:-1.678692273056637 159:0.1843154493696611 160:0.8715244214752815 161:-1.930277689227786 162:-1.283872312282141 163:-0.5004192399598285 164:-0.7634757785065551 165:-0.1600193904891128 166:-0.0873710682788265 167:0.8516046276138389 168:0.2136496009506071 169:0.3284178528526167 170:-0.5599797048181411 171:0.2678883731526773 172:-0.6099692012700726 173:-0.8225338249994147 174:-0.9563454028330901 175:0.4833344981039394 176:-0.3749656918699587 177:-0.9127880005071708 178:-1.249753981924033 179:-1.716871701046291 180:1.164659758807951 181:-0.5378806011894661 182:0.6290312270965749 183:0.3013054836833904 184:-1.052147805996274 185:0.2389483689872899 186:-1.111904236231183 187:0.8973525317893724 188:0.1852123801869136 189:-2.348591230460455 190:-1.067003101266677 191:-0.8783746846113375 192:0.5871568893496107 193:-0.1740810826010958 194:3.096430970761243 195:0.7947284545915382 196:0.04448344031650707 197:-0.6319840273555998 198:-0.1265033519976667 199:-0.7220185139539517
--1 0:-0.07567628903890343 1:-0.6169970301004628 2:-1.136357069880477 3:-1.406110373269048 4:-0.9525125868223459 5:1.077599256274064 6:1.131710949957017 7:-2.209297626661529 8:0.5861589539616733 9:0.7132002036467874 10:-0.4198624887842236 11:-0.1194088700275006 12:-0.5935770085417352 13:-0.6439935167454858 14:0.9660493041367281 15:-0.7051836948768579 16:-1.199792908554708 17:0.894509766058329 18:-0.5682737310456106 19:-0.3345405540465659 20:-1.750085596802699 21:0.8366816813238772 22:-2.428017641861582 23:0.7494854188447069 24:0.6840824281601988 25:-0.8426928893038923 26:0.5970038550678577 27:1.349790421242836 28:1.370204943955797 29:1.228124300418413 30:1.036980156309971 31:0.9823058380826133 32:0.6539139322230786 33:0.3939457653935789 34:0.9941481149316599 35:-1.29540221812377 36:0.5012156640288425 37:-1.130242114389311 38:-0.474647955740003 39:0.3917835609032567 40:-1.568174842783736 41:0.2695332393805498 42:-1.444177353031876 43:0.2157210850392733 44:-0.9441705303887706 45:-1.726654044921123 46:0.6058111128419928 47:1.446647657538037 48:-0.3705546332045153 49:1.129145389785175 50:0.08676805153278928 51:-1.536737792333804 52:0.02892010003332992 53:0.4478332143952853 54:0.3185432158697812 55:2.179054907186553 56:-0.5922435046297226 57:-0.06722091490593249 58:-0.1680862015146428 59:-0.5360280684058398 60:-2.027909432123459 61:1.534249273936257 62:-1.004911338023434 63:-0.4497008267092475 64:-0.9833094413229768 65:0.4044819643260597 66:-0.3884446946716923 67:-0.04253840333644539 68:-0.3932340543551242 69:1.06218426558393 70:-1.427613210675814 71:-0.08715772189572382 72:-0.2201636041524409 73:0.6937452360162638 74:1.066046906370258 75:-1.123008212720546 76:-1.256897821910703 77:0.3591968769985228 78:-0.007275162023780842 79:-0.05925724445459474 80:0.3738545610524087 81:1.749340126891719 82:0.4472317764016345 83:1.162770469736836 84:-0.5496190943002417 85:-0.1376637481398364 86:-0.2863671066336076 87:-1.132710992652827 88:0.3128834708266099 89:2.192044308935501 90:-0.5744394831318147 91:0.2084649523254719 92:0.1272430847773562 93:0.3254079806017678 94:1.044849436932599 95:-1.086676712733762 96:-0.8627428639138105 97:-0.9677514599313294 98:-1.632037946406898 99:-0.6250226510375835 100:0.5309450464281803 101:2.38110209325774 102:0.09277194630457909 103:0.9369703983081874 104:-2.80555614278568 105:0.5604878933349207 106:1.02341085311232 107:-0.4716707070054329 108:0.491517393757628 109:0.8236938401615638 110:1.063345552900455 111:0.07393511934546335 112:0.3003032678897541 113:0.7260673579642017 114:1.966818502776849 115:-0.211071011464899 116:0.3025171069073329 117:0.3867322885917172 118:1.348292026329158 119:0.2263403949816263 120:-0.1008123456567662 121:-0.5797472576430086 122:-0.6495054398184139 123:1.386354869198288 124:2.310998352010793 125:-0.8541370986913118 126:-1.64151928286568 127:-0.5795112558087779 128:-1.151342615023718 129:0.1949957345410768 130:-0.2904154560626394 131:2.084651529602243 132:0.5138792149301689 133:-0.838090507558033 134:-1.323672018411792 135:1.815411067977321 136:-0.1136877395319944 137:-0.6919193156033805 138:-0.5438934087204907 139:-0.1032292973922582 140:0.3781981526465016 141:0.06001332900249612 142:1.390033436814347 143:-0.7682978906727863 144:-2.475867975781437 145:-0.4078200975711555 146:-0.411644060032925 147:2.005024375752043 148:-0.06226452829311721 149:2.040245063054266 150:-0.6973967481886399 151:1.23940364403304 152:-0.6009276622529243 153:-0.6458970952734965 154:0.1074925443279026 155:2.533973888153602 156:-0.5570037852926466 157:-1.871608622026497 158:1.009750240015088 159:0.8171174090925072 160:-0.3208098304234157 161:0.5721421430713928 162:-0.01501649454309674 163:-0.9858603933360784 164:-0.2305708540496846 165:0.9651926934383217 166:-1.194970482305228 167:-0.8823683766551321 168:-1.589041351956161 169:0.07679944761330999 170:-0.6641986873241421 171:0.2695431177780562 172:-0.2954426137330941 173:0.1434846134457966 174:0.4752829735802903 175:0.07221953064916845 176:1.336469933614933 177:0.3470694177455627 178:-0.9267863161222006 179:0.2205857235357111 180:1.691105477011867 181:1.215549094094426 182:-0.4869309326879735 183:1.039177513227325 184:0.6079457783168142 185:1.469324640963377 186:-1.866439607810804 187:0.6862371541297547 188:0.4087504115700302 189:-0.785530948640524 190:-0.6016487632005487 191:-0.3260418440831985 192:0.3454197258056456 193:0.7985706434092881 194:-0.5059276158770685 195:2.225996563627177 196:0.4025132862931711 197:0.248959007382299 198:-0.3430710736396883 199:1.224611846563878
-1 0:0.4204455040942682 1:-0.7043575771403759 2:2.828643685332497 3:0.2850449261227649 4:-0.6120000795953709 5:-0.06478386059803661 6:-0.9561736044761605 7:0.2717447114640326 8:0.1817700023268656 9:1.677951552938167 10:-0.1629164869035579 11:0.1566562706659227 12:0.8660121042903314 13:-0.2046847012712645 14:0.1865805686926818 15:-0.5505672226293976 16:-0.7057915303349659 17:-0.4943623312557728 18:0.7799016423314449 19:-0.5153495552898651 20:-0.5868984881905256 21:-0.7523519100866326 22:0.3955950617842106 23:1.460905890022147 24:0.5446302604187699 25:0.7061049857438623 26:-1.040888299494875 27:0.8590803293597246 28:-1.709895258772421 29:-1.054690273244555 30:-1.218096648787065 31:-0.6186673904345814 32:-0.01975836672787573 33:-0.2831596089958547 34:-1.156650784604614 35:-0.9943971174648513 36:-0.9099743964804068 37:0.1580321170790811 38:-0.2377110346198414 39:1.589786225977555 40:0.1511269611268547 41:-0.2810964138430553 42:-1.670804311969526 43:-0.9366862716887976 44:0.3517610307811283 45:0.9651264598883261 46:0.5223957002662059 47:0.418376481080878 48:-1.086160493590095 49:-2.061445527251867 50:0.7968560051028452 51:-0.01075293434458557 52:-0.7886630336979848 53:-1.614406335479166 54:0.02075575255928699 55:-0.9858847646758908 56:-0.1022244958647373 57:0.7749356570944413 58:-0.7365256338198312 59:1.442644941751603 60:-0.7841003420023317 61:-0.9338433246138101 62:-1.54957538626581 63:-0.1437377042920209 64:-0.2207008866601523 65:1.053062956212301 66:0.7882635419544299 67:1.777954698340926 68:-0.6450890801873415 69:-1.776778425659546 70:-1.078975964033146 71:-1.149398652213244 72:2.446599040396165 73:0.1647132801718355 74:1.168616795616249 75:-2.489581315862437 76:-1.325104618417949 77:0.1920913657879063 78:-2.010888390028269 79:-1.040707964701946 80:0.351637400833808 81:0.1342058663456155 82:-1.02763053476674 83:0.8819489939817492 84:0.6798855090765786 85:-1.35135905992162 86:-0.8289807631499321 87:0.8637520478099145 88:-0.7402469502822792 89:0.149872832137642 90:-0.332284195153934 91:0.003894917120304439 92:-1.837759437855712 93:1.052728676499173 94:1.321587411161421 95:0.5037238929259285 96:-0.3356223610073543 97:-0.4620900371297717 98:0.05465266158938241 99:0.2273830832126625 100:-1.765255578902241 101:-0.03464143097511176 102:0.8725525558915617 103:-0.256100791803604 104:-0.1856479777301215 105:0.3598151341885681 106:0.1973602633025171 107:-1.313190756657311 108:-0.6226257235443852 109:0.1492755890104863 110:-0.6191421422921695 111:-0.998504246805538 112:0.5255667066946601 113:0.525679275972156 114:0.7125941700742031 115:0.7067789671395297 116:-0.7945494466793518 117:-0.4759429786800559 118:-1.618593773116216 119:-1.597741741096543 120:1.684140988679274 121:-0.1310217930710646 122:-0.1442190333284043 123:0.05277750372841979 124:2.224937473727003 125:-0.305290963289008 126:-1.48532560355435 127:1.076683300118001 128:-0.5447498633140135 129:0.8998437330931089 130:0.3643180500263598 131:0.8075545188060744 132:-0.2731624821541023 133:-0.467707748883617 134:-0.3460885991940588 135:-0.07747909867903134 136:-0.5704644429079465 137:0.5769660768727597 138:-0.41800872325501 139:-0.1319504182050127 140:-0.07334301133645427 141:-0.2576017261816426 142:-0.8649437265738016 143:0.1174862613162888 144:-0.5684325419724267 145:-0.1913736506862994 146:-0.5612767509318055 147:-1.173540565690303 148:0.7648392167717227 149:-0.646248200391481 150:-0.4000388112175245 151:0.7910532912465251 152:-0.7148307597152758 153:-0.3883221018046853 154:2.487944316139497 155:1.237745226961353 156:0.06089663059734426 157:-1.096062011520549 158:-0.8837243106649796 159:1.471829938207416 160:-0.4253346184049935 161:-1.078988183769289 162:0.2003688450663607 163:0.3883863281572925 164:0.1404287732051059 165:-1.532769832796018 166:0.4957926348297741 167:1.033484361870266 168:0.8664051237150583 169:0.940526854590921 170:1.153210664110714 171:1.332096835397386 172:0.8941076281679272 173:0.936284459308355 174:-0.4373585027576423 175:1.489360746738486 176:0.574949695796686 177:0.07989563457775734 178:-0.01823521262261493 179:-0.2286161179236113 180:0.3711625548531609 181:0.6339495236217295 182:0.3957286446880145 183:-0.2981216010071971 184:-0.1277706355759227 185:-1.970488032104548 186:0.3111053718212705 187:0.9518110028051107 188:-0.5998548941377611 189:-0.02565452186063311 190:-0.3442261560824599 191:-1.797427322287611 192:0.5386409046621733 193:0.8635438944353463 194:0.5622778411891215 195:-1.782326114796238 196:-0.2652357703725853 197:-1.275573521570997 198:-0.5638482768468872 199:-0.5809632660218366
--1 0:-1.117376141550869 1:-0.04327725122455671 2:0.06071259753452048 3:1.000447156516798 4:0.3896397080183692 5:-0.05120022870121691 6:-0.8446046758806351 7:-1.527908402711385 8:-0.7020001371020788 9:-1.643774071534003 10:0.5533710443635907 11:1.322129822774749 12:-1.69807282450641 13:-1.484783275641876 14:0.9417598276001601 15:-0.1530527645896866 16:-1.661007301356405 17:-0.968100928145338 18:0.2978960107800339 19:-1.398176724996236 20:-0.0510729076057692 21:0.1947485803351123 22:2.267371507430076 23:0.4623568387596236 24:0.2772440727296128 25:0.6637974294087694 26:-0.4128276573956118 27:0.5438579224237351 28:0.5559694141395916 29:-0.5746014822313534 30:0.6478644693503365 31:-1.722213621942225 32:-0.7812165496200409 33:-0.3275522060890495 34:-1.595429721346353 35:0.2833966160466427 36:0.9064478685019539 37:-1.28096548402467 38:-1.195792898561844 39:0.4055982238701918 40:-2.065745438810732 41:-1.010324882759778 42:-2.724150921960593 43:-0.3526386675008139 44:0.26820269225883 45:-0.8583997057208079 46:-0.8694212653745864 47:-0.8168342374736399 48:1.31603189633457 49:1.248279996332221 50:0.7205530252377849 51:-1.646930320467024 52:-0.008113076429381756 53:0.03305738801883567 54:0.3001979713680687 55:-1.368693550380446 56:0.6687808905557091 57:0.5742375183205873 58:-0.9096535350337878 59:1.664253500921239 60:-1.901362573259541 61:-0.3437205594947843 62:0.4597422820681175 63:-1.747369785503813 64:-2.212335452104292 65:-0.04127849720595342 66:2.397054891458744 67:1.087618928416622 68:0.6898348057765349 69:-0.8949166337461245 70:-0.6761026929719354 71:0.2136268056213128 72:0.6599983281738169 73:0.06031267549661447 74:-0.7322815019465313 75:-0.2679160363121075 76:0.1799245510092908 77:0.944423003711524 78:-0.7019109559179393 79:-1.873233449184046 80:-1.070313773739171 81:-0.5332291673249425 82:-0.2163385860925068 83:0.3881822246786659 84:-0.1300312916063747 85:0.9948627762425631 86:1.047040889698046 87:0.01194475758230665 88:-1.430119800034645 89:0.2231553222721155 90:-0.9424759797711949 91:-0.06127854022926696 92:-1.632119426408067 93:-0.02793959390574994 94:0.8257190170400658 95:1.221329180893995 96:1.060874969213238 97:0.4677953600996694 98:1.738097266230399 99:-0.885009812899419 100:0.5614861934609772 101:1.034602463087247 102:-2.536385029789115 103:-0.8647107439262695 104:1.213204284754168 105:2.412193890864127 106:-0.192904517704507 107:-0.6836871544697811 108:0.05643491919773433 109:0.8920942560599286 110:-1.661999127410759 111:0.591083555630719 112:-0.3755891584189234 113:-0.01134906787106969 114:-1.239919083385935 115:-0.9933990733670216 116:-1.372352718671277 117:0.9621253476407157 118:1.13991280521555 119:-0.2195770376668798 120:1.976454726575848 121:0.67436158821889 122:-0.2348356035706654 123:0.07349956896440155 124:-0.137342002780231 125:1.119002166363594 126:0.306640285140824 127:0.3157865625215884 128:-0.9002687887239349 129:0.639989320961965 130:-1.081588564247073 131:0.311382041537854 132:-0.6119558821961819 133:-0.5627220001275567 134:-1.124543469914624 135:0.8605877743871272 136:0.9023005186084267 137:0.0876716700712592 138:0.04197856225880784 139:1.451326473829545 140:-1.456678566286348 141:0.171200967803709 142:-1.115381202289668 143:1.407771086379544 144:-0.1841934807721218 145:-1.396841745397507 146:0.6945995916031492 147:-0.611771085634398 148:1.429459858076424 149:-0.8787863896701646 150:1.154559512956556 151:0.1292865866603611 152:-0.1599467589759198 153:-0.2059266559495235 154:-0.4247575330291817 155:0.05431161196617108 156:-0.4204282561309567 157:-0.4948372797016114 158:0.02174482186280457 159:-0.6613819674681642 160:0.04695523692091738 161:0.4139090077527715 162:-1.637342256531574 163:0.5424949118832728 164:1.259796205480596 165:-0.4923173013907906 166:0.527382683241734 167:1.515997629177936 168:-0.5256410285660754 169:-0.4881274853539815 170:1.305652114234957 171:-1.439973957023537 172:1.996004420932894 173:-0.2953495866753744 174:-1.087677122432015 175:0.6415943685133398 176:0.4050942747635289 177:-0.2464574948508513 178:0.4889681711971589 179:-0.7761567195601562 180:2.208013028259012 181:-1.287883912932923 182:1.568216618862224 183:0.2756070412646031 184:-0.6519219885430307 185:0.2369184718329193 186:-0.5853396614622423 187:0.1378725156497501 188:2.098261399052575 189:0.6829056404179954 190:-0.2352702140890824 191:0.8746090005786287 192:0.8692761755391851 193:-0.516871912104518 194:0.06799386257993155 195:-0.6828921614287433 196:-0.244974686454285 197:0.0803735553512554 198:-0.009253627671458431 199:-1.8324181623642
--1 0:1.344763550443159 1:0.9899031166900053 2:-0.4115753836731264 3:1.137167272375797 4:1.67960197917461 5:1.633617684850668 6:0.9928111068231628 7:-0.5214101982222029 8:0.02038839669756782 9:0.7054814113968664 10:-0.2482362156055899 11:-0.7445337304944617 12:0.3328053982789044 13:0.06552128598915453 14:-0.07419977420295296 15:0.3482889185261395 16:0.5380645396683111 17:-0.1971259592080584 18:1.322150068381321 19:-1.656080422810076 20:-0.04155313693266042 21:-1.36291710347128 22:-0.3171406701696273 23:-0.4088144075820862 24:-1.309254803938818 25:-2.250437573562163 26:-0.8976524043087151 27:-0.5329228393762372 28:-0.2773626534796279 29:1.139353587030508 30:-0.9281508513453962 31:-0.282440868478827 32:-2.104807549310078 33:-0.4535255288391065 34:0.2017090222916895 35:0.8768953593814679 36:-0.4546055610847297 37:-1.541906227503808 38:-0.1271457413011124 39:0.2791559767539175 40:1.312966316495234 41:1.128525986863658 42:-2.05646006768875 43:-0.2740078889187632 44:0.1472340189072053 45:0.1818376003095795 46:0.5656013656791302 47:-1.219504330579836 48:-0.6891004905414727 49:-0.02994495033414073 50:0.5635884765107159 51:-0.770374124862283 52:-0.1658533637526756 53:0.7928582529620809 54:-0.7708235257112388 55:0.5197056627335259 56:0.5099852203948602 57:1.41393530999527 58:0.8150584154163691 59:-0.3456389644692106 60:-0.9702465610856906 61:-1.656301061757122 62:-0.015544384330352 63:1.16691802666194 64:0.3517611899232429 65:0.9684265703999845 66:-0.9820325700916284 67:0.2083020231453525 68:-1.374133616384146 69:0.5056371266931097 70:0.2450017966486627 71:-0.8021305153241798 72:1.154491536877404 73:0.2636026486554531 74:0.210910510619017 75:-0.4263276408249185 76:-0.3851213336491057 77:-1.088227700527006 78:-0.6034678830115783 79:-0.8039894748010765 80:0.5775164874711824 81:0.3421266829740646 82:-1.964356647838585 83:0.9065721456229529 84:0.4985125124091299 85:-1.357011335039361 86:1.126989741297142 87:0.1865120403702598 88:0.6588523209762148 89:-1.76807782262444 90:-1.103788685778365 91:0.1761762006349289 92:-0.2488028202626205 93:1.362680974897676 94:-0.1794158188695373 95:0.4332179486233498 96:-0.4735515349385994 97:-0.5383797551423912 98:-0.7218572651530302 99:0.9801363575294212 100:-0.4409026187879028 101:0.02689374585076141 102:2.429895541593592 103:-0.5673075673186112 104:-1.922696515003705 105:1.881215501961598 106:1.460973456968091 107:-0.06277757864282688 108:-0.6448726892361767 109:0.2613495093068717 110:0.09638659758972946 111:-0.1585043425652253 112:0.9780867375309134 113:-0.3536541483932978 114:1.202961347273171 115:-0.3934557651779563 116:-0.9629903665467562 117:0.3140218120861549 118:-1.664855794137478 119:1.098755359991287 120:-0.4926408621654924 121:0.04470161690453973 122:-2.142539491102172 123:-1.272920747564498 124:-2.905809608941315 125:-0.4838391344244619 126:-0.4497401138320191 127:1.248881647547886 128:-1.356374623657119 129:-0.7040333405841299 130:0.7234257234434072 131:-0.8492467402395187 132:0.2650297426943412 133:1.836308582503686 134:-0.5879851527694314 135:-1.23560583407306 136:1.246926618644279 137:-0.2571069319392405 138:-0.6559648737091676 139:0.05302422035659831 140:-1.714389183032288 141:1.297749809810564 142:0.185811192612799 143:-1.27999314801794 144:-0.3064866541828125 145:1.658485898260955 146:0.8300876679236832 147:0.4649941908074104 148:-1.217522854621665 149:0.844512339162238 150:-1.843882532067651 151:0.4505629063145567 152:-2.328345786224443 153:-0.6708138099577418 154:-1.193617365230042 155:1.569049764752483 156:0.3667224432773266 157:-1.431023573127461 158:0.1229241343452708 159:0.5183896190811911 160:-0.607569142554106 161:0.1050264948450495 162:0.04625184030201895 163:1.080432963711023 164:1.450426987980258 165:0.4256993238526568 166:-0.1014720975359258 167:0.5442201001125654 168:0.7496972217600585 169:0.6875550142686883 170:0.8292962380501744 171:-1.091294823619136 172:0.0835246030085643 173:0.6004717837080316 174:-0.73342661220675 175:0.2355754822180672 176:0.05989933482662502 177:-0.7968760161554727 178:0.1511962461002894 179:0.7747718357134349 180:-1.720003761493403 181:0.91725997866844 182:0.5763542262259038 183:-2.026807524602714 184:2.046585008438906 185:0.4538457279044101 186:0.5309621806693903 187:-1.196854352063567 188:-1.186515084457676 189:1.120524360836922 190:-0.4760792610345285 191:-0.9315070617967816 192:-0.021901117562841 193:-0.07213010750992727 194:-3.696090611248938 195:-0.5542076537109429 196:-0.5737949193210764 197:-1.099544352303323 198:-1.420916863487311 199:-2.252229697620221
-1 0:0.9405875473838446 1:1.649789090999398 2:0.1198378892507362 3:0.9541287193028323 4:1.132746154751585 5:0.04882704292841214 6:-1.611870618347525 7:-0.05839339359032734 8:1.169052527948554 9:0.9565395793824033 10:1.622290256163443 11:0.2498055518497501 12:-0.6113546793679153 13:-1.035333494687344 14:1.023389774076227 15:-1.322104800860932 16:1.132324199023576 17:-0.3052738941906067 18:0.0800006497437131 19:1.75662490214829 20:0.2745668851834294 21:-0.1305702460815582 22:1.489702978090601 23:-0.4253493793520814 24:0.8453114271306417 25:-2.727483817277352 26:1.769814355544843 27:0.01760592896613711 28:0.4600372219198031 29:0.547144964983768 30:0.7133837913874359 31:0.9446473872683414 32:0.7887541309867369 33:-2.287639610124494 34:0.1744695914097512 35:-0.2498883402886171 36:0.7077293927619183 37:1.128066243184987 38:0.3450109282464311 39:0.04759213374361321 40:-0.4697496039922076 41:-0.7081042525127262 42:-1.223736345233941 43:0.7395762078677939 44:-1.129257265747543 45:1.226341847748456 46:-0.2751398151918436 47:-0.302921136732522 48:0.9192365957477623 49:-1.979561123941159 50:-0.3219652224623245 51:1.387728080500671 52:0.1618986606110818 53:0.5766879133373435 54:0.4397096848310386 55:-0.1041819973400903 56:-1.015279093339349 57:0.4115779885866404 58:0.3028687751375574 59:-0.3672631187133567 60:-1.153315218429517 61:0.0140120169268877 62:0.1916519108845847 63:-0.6102471116839392 64:0.7869686288148544 65:-0.8324626846643531 66:-0.8786637975290041 67:-0.2757859796206871 68:-0.7209516196317898 69:-1.606700602946615 70:0.732935553745799 71:2.16796828773509 72:-1.788871097667309 73:-0.3705327549036577 74:-1.024270617530103 75:0.3017663033155172 76:-0.7286901334588847 77:2.188267862948008 78:-0.1346973729187012 79:-0.3130796256697844 80:-1.406344567930815 81:1.323988581801619 82:-0.5508143249111477 83:0.5323777104848639 84:-0.1144159479358687 85:0.5610861414895407 86:-0.3573900778081383 87:0.3650966778597503 88:-1.085047733375751 89:-0.2596962799270736 90:-1.992404986086397 91:0.8087118323913791 92:-0.6843870211572991 93:-1.951874972429356 94:1.056114489379434 95:-0.006535748399649124 96:-1.072408315146139 97:0.6363504056641154 98:-1.136535919024938 99:0.6497387624568255 100:0.2788458623728494 101:0.8977572916021986 102:0.2891934693326919 103:0.8413977863622525 104:0.5012724812597509 105:-0.5080320727634399 106:-1.744577857195006 107:0.3890605207166432 108:0.1501787849659694 109:0.1078538737451377 110:1.973844639585053 111:1.096417497438353 112:1.037746054283091 113:-0.05649757858318205 114:-0.9310848660709647 115:0.7033971240225634 116:1.037305999443125 117:-0.354040482862594 118:-0.07153327318851412 119:0.5518070039913727 120:-1.21825181357884 121:0.6064745338046867 122:0.5073589647961294 123:1.680840894532338 124:-0.496455463662608 125:0.5968370510485933 126:0.7527799267412646 127:-0.819896709577485 128:-0.7103005744414682 129:1.740515603084422 130:-0.4682374679814726 131:0.6729476354199692 132:0.9230170882478346 133:-0.5828378867993845 134:0.3956389348876899 135:1.719994638714445 136:1.311101134523947 137:1.591710652718404 138:-0.05539699478062263 139:-0.4677630550193337 140:-0.8061357713035248 141:1.378001872555737 142:0.6328150175420401 143:-0.6698485782946213 144:0.9784642712907008 145:1.774255978033573 146:0.2011547035615664 147:2.05314468966217 148:1.124790574657801 149:-1.841234397347742 150:-0.7303639767422793 151:2.46099062440912 152:1.473665820070068 153:-0.2530090918861401 154:1.136054492429492 155:-1.215260124951386 156:1.279571878823318 157:0.06526699785235184 158:0.667375377724822 159:-2.117476385176 160:-2.377431129826061 161:0.4465237986673283 162:0.7287645051919038 163:0.8701985403552327 164:-0.8538993610155056 165:0.4537259108886908 166:-1.381744828380253 167:1.608159682517162 168:-1.678111187114705 169:-1.345035462992554 170:-1.164515683979504 171:-0.2196445241493928 172:-0.6975745161803748 173:1.612024336233894 174:-0.3251912927662901 175:-0.3792445518978668 176:-1.194080261787854 177:0.149189115786507 178:-0.3584086547586343 179:0.4706914990432373 180:-1.26433744610703 181:-1.179380300807305 182:1.918697090815327 183:0.4602503011227765 184:-0.4008826866082904 185:0.3879979400787535 186:0.4594944238897027 187:1.37863861069448 188:0.1106917113813057 189:-1.779442896112171 190:-0.8363855322451489 191:0.7421082252917406 192:0.6664132312933632 193:1.147201112184207 194:-0.07214152751031037 195:-0.3291513552240307 196:1.472182612449357 197:-1.082161028138533 198:0.5298230808383506 199:-2.36434824231361
-1 0:1.190380201793178 1:0.425153957709168 2:-0.8900560252195281 3:0.429582814228658 4:-0.180706728086129 5:1.29206956808385 6:0.1542398074635615 7:-0.197544688849819 8:-1.101290482135701 9:1.758395777971155 10:-0.2058848970735836 11:0.1112662775441181 12:0.7617747287929423 13:-0.7365867077866145 14:0.7053604035540119 15:-0.05424755229170704 16:1.834144085823504 17:-1.984249548605023 18:-0.05922202925258811 19:0.5389843517116542 20:0.4018754947966736 21:-3.086766426818784 22:0.7867332295174517 23:-0.8736414832125118 24:0.1042288135505305 25:0.4791433348954059 26:-0.2551022608061703 27:-0.607634024053186 28:0.9333228382516858 29:-0.7078953743436566 30:0.4913141435863507 31:-0.2251304732094636 32:-1.496703315424223 33:0.6674301609816764 34:0.4811284452218644 35:-0.6570251361900074 36:1.536959473340493 37:-1.073021969623405 38:-0.6476001020933881 39:-0.1126146026510477 40:-0.8860974053195608 41:-0.8421739547360892 42:-0.9498803613921514 43:0.4210084463490163 44:1.752603405767569 45:1.327013026845881 46:0.6583718745217225 47:1.161640740684309 48:-0.0912732368263974 49:-0.5191833550259402 50:1.027084991641622 51:1.267866097130251 52:-0.3652511329721494 53:-0.1634964566031112 54:0.2015263895157956 55:1.939571969486285 56:0.01536536454011478 57:-0.9155067813140797 58:1.847114782972277 59:-1.747650998701227 60:-0.8956613131830596 61:1.714782482979761 62:0.4987343808464934 63:0.1716234538480229 64:0.3797137443968878 65:-0.2959294635057834 66:1.522985390397227 67:-0.5642203483901166 68:0.4997534483393625 69:0.8445762893120229 70:-0.2316590489836345 71:-2.627913348023188 72:-2.035498968556801 73:0.1644198642449038 74:0.8830371437204056 75:-0.7440751125448682 76:1.23888895731646 77:1.563071538296451 78:-0.9765100611898708 79:0.9932351382882899 80:0.5328450894282178 81:-1.004384358059103 82:-0.8307377229317554 83:-0.9954325920666913 84:0.9347987744019315 85:0.1802977665993495 86:0.15081990484443 87:-0.4497973681804294 88:-0.1816036448647037 89:-1.323722334241669 90:-1.999030627950619 91:0.7110902611420951 92:0.6449893801438535 93:-1.227707672258675 94:1.222394716469765 95:-1.072740732779842 96:-0.2555756932277829 97:-0.472442941314601 98:0.9679388813344161 99:-0.04403840851492331 100:-1.046497128304886 101:0.6515707539346665 102:-0.5535722902852044 103:1.425762959868761 104:1.346165440463785 105:-1.595556275058553 106:-0.5011100712050489 107:0.6722312290315438 108:-1.456691159052067 109:-0.5972839109611618 110:-0.8571317379222909 111:0.7745092185664001 112:0.4853859765679621 113:0.6557502059395588 114:-0.3241503465757563 115:0.2755542312697678 116:0.8885198280121478 117:0.7604730223302976 118:0.3533470523680208 119:-0.9256916624669304 120:-0.219897339304183 121:-1.548310983110173 122:1.226138483237668 123:0.8291160182144615 124:0.0230498483870304 125:0.2306443411548052 126:1.025503494019707 127:1.955126048510153 128:-1.988208225443046 129:0.3941232609283579 130:0.1279406642663592 131:0.7298846135390391 132:1.939758668224401 133:0.6928692844704736 134:-1.355073883404642 135:0.6995351293659384 136:0.3322352506053601 137:0.7089118435049011 138:-0.3680561679666272 139:0.3861230826674635 140:1.196047796879564 141:-0.7646487683012694 142:-0.1800742738814908 143:1.695463172238769 144:-0.3554793507015185 145:-1.057328354595867 146:1.122555761602829 147:-0.5445656891176912 148:-1.089924465024012 149:0.1266967791607401 150:0.6914698380201904 151:0.1067811489476729 152:1.178838151745463 153:-0.02679930129823466 154:0.03957425101787188 155:2.660729452148808 156:0.01903310289469979 157:-0.1221813009052724 158:-1.316794439656035 159:1.02957007963164 160:0.2964871328336937 161:0.2108522202744934 162:-0.2105662960219193 163:-0.6319587135033297 164:0.3463413992343475 165:-1.63792075888514 166:1.326315310237337 167:-0.2560102374339477 168:1.431894608271692 169:1.042451997735362 170:-2.040590961336352 171:0.4920882843062431 172:-1.502396668445138 173:0.1321199986966152 174:0.06581540842666266 175:0.9043171076013965 176:0.3868379997440425 177:0.4518010524576063 178:1.553384017467935 179:-0.2069290871788792 180:0.2727279783421706 181:-0.08664236316640385 182:-0.9200827747485154 183:-1.010830439502328 184:-0.4528548046672617 185:-1.833064402512462 186:-0.4788290138090784 187:-0.4170874385096654 188:0.6311408614709128 189:0.3284569457141939 190:-0.9190229451004743 191:-0.6314724102079872 192:1.538687530028277 193:-1.776182679709907 194:0.8595892491179425 195:-0.7888054217013898 196:0.4982286496101858 197:1.93494018091122 198:-0.1630392114354921 199:-0.26196545612733
--1 0:1.328765413823089 1:1.507775965889973 2:-2.803293339886404 3:-1.976706098845619 4:0.8189677215889317 5:0.1029441149819291 6:-0.2791126389394905 7:-0.6837124834649508 8:-0.8019193254215577 9:-0.2299950328618376 10:-0.9142613020659578 11:-0.6104777552960956 12:0.8795618553914095 13:-0.5695764228221084 14:0.1147644323839021 15:0.1720594049904245 16:2.075433608237643 17:0.5923784131372376 18:0.04332589844963684 19:1.040388507740847 20:-0.1403743745536471 21:-0.5711026528290113 22:0.7964858832858993 23:-0.4794860368055579 24:1.261267648980641 25:0.07324465921242432 26:-0.7389535667422999 27:2.014965738315639 28:-0.7894264463067876 29:-0.5171065626278739 30:0.6404368463332024 31:0.337140015025689 32:-0.3302196313255265 33:0.8739995426652707 34:-0.1428241786345189 35:1.269321907625691 36:-0.6864297708403178 37:0.3003275361644969 38:-1.202243477525503 39:-2.038996503473141 40:-0.6778520163949926 41:0.2401332544889017 42:0.9715738878364377 43:-0.5437892732921999 44:-1.736063135629734 45:1.29057255822253 46:1.024279991228351 47:-0.92306622178626 48:0.1834668220797311 49:0.5248876786297151 50:-0.7662972809930099 51:-2.163640513209875 52:1.419530240236735 53:0.4292050306590451 54:0.8661344731087011 55:-0.0103724039762125 56:0.9804362055658896 57:0.5576070676208664 58:0.5390904420804892 59:-0.7188716312298992 60:0.4735571276461913 61:0.9255737591689772 62:-1.767184374541425 63:-2.915777006873538 64:0.6461074127286659 65:-1.902321715663337 66:0.151605160647013 67:-0.9641502458918675 68:-0.5693567885797578 69:0.7959644803411144 70:-0.2121730479645368 71:2.112747672049569 72:-1.718707408671277 73:0.8850083717343716 74:-2.303534980459793 75:0.2688297439247446 76:0.1972988722226634 77:0.293220212060417 78:0.3605889569166269 79:-1.245956905885045 80:-0.6145745024539963 81:0.8924271780937402 82:1.620115189088505 83:0.2284852516741959 84:0.7106132060909689 85:-0.3544517939715798 86:-1.527989033139044 87:0.8479543967565506 88:2.038827781311511 89:-1.028527001198553 90:-0.1199405621667078 91:-0.9341907377437427 92:0.4412368779213277 93:-1.873196925493283 94:1.445182285276263 95:1.110404482439608 96:-1.005010168347118 97:1.097398998688891 98:-1.969543373364327 99:0.1836483605388373 100:-1.768595089509598 101:-0.2882100038422512 102:0.3698586344093761 103:-0.09654373055989779 104:-1.329373064531817 105:0.7814842827144756 106:-0.4723441762286754 107:-0.05287434147217999 108:-2.370258736894728 109:1.188975752603383 110:-1.190911736736974 111:0.1390534116030427 112:-0.6100279871024054 113:-2.316427654374746 114:-1.295911146037799 115:-0.4640455540943793 116:-2.131140496987173 117:0.4704128557954589 118:0.01406419071176983 119:0.01921691689025119 120:2.125278651382189 121:-1.633693627875051 122:-0.05882258036081914 123:-1.931400298075789 124:-0.6146386316178383 125:0.03071017393995329 126:1.466425784991331 127:-0.8530594910409748 128:0.520666930678529 129:0.5533849485607768 130:1.064077376509418 131:0.1777027020487141 132:1.253970989680542 133:1.375692993245768 134:1.803810638560769 135:0.3826556937934957 136:-0.2693585507453335 137:-2.204600561736048 138:-2.130791023692201 139:-0.6899844747072319 140:-0.8466254816573653 141:-0.7335571313612722 142:-0.008532191071235928 143:0.1165775026584245 144:-1.860591066750794 145:-1.655370419055982 146:-0.4510165620317245 147:-0.06294514018902898 148:-1.91280503664486 149:-0.2420363136051395 150:0.1810256900204671 151:-0.1894286395489896 152:-0.6984397244041631 153:-1.171897410764268 154:1.963897663928297 155:0.9483815923684346 156:-0.5438004149158536 157:0.6526537476020592 158:0.08549753522552 159:1.417498776490608 160:-1.055767207008036 161:-0.242246621365644 162:-0.2399083129133578 163:0.3602016592560047 164:0.06302253935017182 165:0.3641260055058791 166:0.1439811334352318 167:0.9463325289084559 168:0.1153307202132249 169:-0.2723374828507356 170:0.8771938558509792 171:-2.026080642863644 172:-0.8531884719007867 173:0.02168833822731881 174:1.664127731081918 175:-0.5112668983478321 176:1.565764148627383 177:1.949669892744012 178:-0.9169754273149949 179:0.1630730490308367 180:-2.341381495092564 181:-0.04892776496409055 182:0.2348628070634931 183:-0.4644062821194686 184:0.04989539152282078 185:-0.5265199593732576 186:0.4773738172241496 187:0.2347549546481994 188:0.3490779410492031 189:-0.4396343589536135 190:-0.668727742355427 191:-1.329284381368455 192:-1.471744765975782 193:-0.1641296918211223 194:0.2659620154300813 195:-2.057063750989077 196:1.156407474944777 197:-0.2662887062231352 198:0.5003854071151465 199:1.314254913460471
-1 0:0.878584981685797 1:-1.571343281402292 2:-0.3203518443763526 3:0.03405070544520426 4:-0.2947890900251417 5:-0.888138398427777 6:-0.2127462844072844 7:-1.008204870410782 8:-1.081613044728358 9:-1.134057879425599 10:0.2589860086059006 11:0.95413590474346 12:0.7227905812387755 13:-1.717429542364873 14:-1.914365428418582 15:0.2248639766503205 16:-1.121562343783515 17:-0.7749165986133014 18:0.6377083520280535 19:-0.297666588009803 20:0.3552052260483169 21:-0.3005565180137378 22:1.530245575011111 23:0.2985814902270151 24:-0.6372561738409621 25:1.261381806863493 26:2.947868058342048 27:-1.302638923848436 28:0.8638066082955073 29:1.581306683663715 30:2.796787004563112 31:0.1704428067171915 32:-0.9883104326132689 33:-0.7288903639888304 34:-0.2212628413107417 35:-0.7935370312532317 36:-0.03641623459543788 37:0.04127912526115277 38:0.3196604895637212 39:-0.0006213534885958201 40:-0.5682732255792533 41:1.147505903348488 42:-0.01064274475153193 43:0.5537370191481459 44:0.1891737093077222 45:-0.4526753621816673 46:-0.2292547655479343 47:1.27853097570578 48:-0.03492169038110927 49:0.9890323660054103 50:0.6772274903343294 51:1.136080994874932 52:-1.241005820405948 53:1.231869978268407 54:0.2429230784929646 55:0.8933168750198752 56:1.244958010823892 57:-0.9019712155704768 58:0.4120315028014374 59:1.299827416846737 60:-2.648618154680126 61:-0.2725939781987488 62:0.3387996415446385 63:0.6836940721071419 64:-0.1656484662241595 65:0.6507845495823108 66:1.845739649720265 67:0.4078769034179627 68:1.224766134218318 69:-1.22566705491472 70:0.3940508689752941 71:-1.400327930655693 72:1.421704694859706 73:0.4959521369016566 74:2.739717635204786 75:-3.152354194462178 76:0.4576435781640212 77:0.4094899973105741 78:-0.7862814826008607 79:-0.07205461257911859 80:1.319006128739397 81:-0.1569166052739827 82:0.01906317931684619 83:-0.7623270662983385 84:-0.1464328911792689 85:-0.1228679216252564 86:1.691736335106592 87:-1.192874509565511 88:-0.5728796814757788 89:2.349952817224044 90:-0.1466260102857549 91:-1.49279811464381 92:0.1862797622988451 93:-0.8892308927067809 94:-0.1999970208558688 95:-0.04150496071604143 96:-0.3469384045846444 97:-0.3450660308287878 98:0.7472568418624902 99:1.067807953062337 100:-1.169421424591147 101:0.6884519043681343 102:1.266143613015531 103:0.3782122532678047 104:-1.419192089074694 105:-0.8820542060127109 106:-1.079913561594608 107:-0.4932150058941229 108:0.888831669953391 109:-1.122645255041957 110:-0.06829258240879967 111:0.04305143300413895 112:-1.435197793380662 113:0.5594071179962022 114:-0.172727000581493 115:-0.6775903326539128 116:0.1131902849258224 117:0.8490505689140775 118:-1.774397136012305 119:0.3032419771355895 120:-1.511545226159965 121:0.7843532236561197 122:-0.1437196558461784 123:-0.5436828377312247 124:-0.6265057194058933 125:0.4456752272056033 126:-0.3103569240375312 127:0.3963445433731099 128:-0.7728994895724476 129:-0.6664581229255158 130:2.162019555050119 131:1.171383754358933 132:-0.9755415479784441 133:-0.178381023637448 134:0.5004725647481105 135:0.7848280086811512 136:0.4988076646386505 137:0.8454882302972287 138:-1.320042618250492 139:-0.6813814416171947 140:0.6486175144304096 141:-0.5095131949943976 142:0.1171087587300685 143:1.245725597057573 144:0.1259650542221385 145:0.1155263371578019 146:1.674532268910018 147:1.67000956024378 148:-1.47017208251447 149:-1.099183142876647 150:-0.03716005629024345 151:0.3772632416487437 152:-0.02416764311209333 153:0.7834167226751731 154:-1.161050818950793 155:0.1037418939371822 156:-0.8391666068676641 157:-0.3397928728451244 158:1.067312723780079 159:0.5197821467032665 160:-1.040189580528719 161:0.4454571850294358 162:0.6031478897336452 163:0.8614008128487411 164:0.8391203514506352 165:0.2124875768828994 166:0.316848760150616 167:0.3861873377764535 168:2.445713347273623 169:0.9387254245809911 170:0.4504355979006127 171:1.026622653784634 172:-0.3551999140914773 173:0.5624430821250133 174:-0.8828434569677401 175:1.201154351032287 176:-1.807613193961261 177:0.3369187572149779 178:-1.039115187022303 179:0.9106843395091185 180:1.027573366258133 181:-1.889252825709778 182:0.3390847807365909 183:0.7548588921777406 184:-1.008137268067722 185:-1.696445539743611 186:1.267883634903243 187:1.570605579311112 188:0.5010805362881787 189:0.6632632916009744 190:-0.5088529592528329 191:0.8495845723696219 192:-0.1547601119509354 193:-0.6097868869864131 194:2.422147837092269 195:-1.097811842662394 196:-1.338271449474606 197:-2.226716650900755 198:0.1138221890557158 199:-0.9388173200152912
--1 0:-0.1672011933123148 1:-1.516730358636319 2:-0.8679129508041743 3:1.671790281044012 4:0.3101179596171303 5:-1.962872533719484 6:0.2382690729353959 7:-0.8451555252731321 8:0.1602848126482398 9:1.148978429249868 10:-1.481113164719326 11:1.210814445756169 12:1.0314740668746 13:0.8792774080568373 14:0.660962275073079 15:-0.8547366284924136 16:-1.985897711517737 17:-0.3291127977557886 18:0.4418506259274285 19:0.4076745747207209 20:-0.7706713519283195 21:-0.6724888557704406 22:0.4380737379700103 23:0.149541368592452 24:1.301091535123494 25:0.870720348571775 26:-0.136953508407397 27:-1.499236317347988 28:-0.1769166996388995 29:0.6355118168907324 30:-0.1721061983025251 31:0.4960759530732384 32:-0.7042061999547342 33:-0.3065267228413415 34:1.292215246735497 35:-2.003398747327793 36:-0.5005673722400835 37:-0.8497034573407924 38:-1.289683485723514 39:0.546276913623961 40:0.90168417367383 41:-0.8558859741425165 42:0.1616168624241128 43:0.3281853086379551 44:0.04757225974053125 45:0.4457348501973486 46:0.07249984925208937 47:0.4540396283894699 48:2.118905963658568 49:-0.8236448759954242 50:0.7375240561464365 51:0.3672442422573 52:-1.450182374670416 53:0.4001425081550457 54:-1.720653718226409 55:-0.6324564886923952 56:0.764761358837403 57:-0.6800638850287687 58:0.09780541262394468 59:-0.1458248250644386 60:-0.766204377757398 61:1.006413405635314 62:0.7589519407644859 63:-1.046817596872355 64:0.8497667937086146 65:-0.1462043647076554 66:1.615042130302158 67:1.529545725143768 68:0.2147125204880677 69:-0.1050382360595123 70:0.0557471652350303 71:1.116920167004835 72:0.5081698611807524 73:-0.1098085636662783 74:-0.5902566311293704 75:0.9847647518894277 76:1.758522647951576 77:0.9702904856637408 78:-0.90509075515119 79:1.051403588312602 80:-1.810013911037846 81:1.05870884796782 82:0.6341894875421668 83:-1.013750350898868 84:0.5572765659956254 85:-0.7817253259368229 86:0.6023910650726962 87:-1.060464999494377 88:1.233741999821138 89:-0.4236942914469331 90:0.6335103244419935 91:-0.2696011380358757 92:1.159285774539274 93:-0.1065379085356257 94:1.478754436067575 95:1.310185342592386 96:1.08959927835344 97:-0.0339794985832033 98:0.6964866973235569 99:-0.4113845815660943 100:-1.06731967312119 101:-0.02967509829107439 102:0.2764918856367424 103:-1.763348986123267 104:-1.483727684540505 105:0.4176180471044381 106:0.4745747789339144 107:-1.039399966337286 108:-0.5927875227308759 109:0.7232866616921877 110:-0.2744348656192117 111:-0.2584533111814356 112:-0.3572869742341365 113:-0.1656601605809533 114:0.3121871881393813 115:0.3436187003767855 116:-0.08266489940296834 117:1.242423710950815 118:-2.287899503408605 119:1.000721108506298 120:1.387405564570888 121:-0.652314920330874 122:0.5556603232773495 123:-1.889026314354791 124:2.522537684319874 125:0.7842076070649134 126:-0.1247487524235701 127:-1.415867422677866 128:1.570070882914187 129:-1.894964100518463 130:-1.568597862620868 131:-0.282089303498522 132:-1.845804508629548 133:-0.7794632808153905 134:-0.2247315434905217 135:1.13649635378965 136:-0.2761547588874218 137:-1.877161240895005 138:-0.5084358081922095 139:1.04552919234468 140:-0.9086243743648199 141:-0.4704985966231409 142:1.550589280336049 143:0.282876272440368 144:0.450067092186128 145:-0.529283376274624 146:0.9463332370049418 147:-0.07093413203709407 148:1.429485899293626 149:0.9841941776358877 150:-2.12672829208395 151:0.05394392579793736 152:-0.4401879037648484 153:-0.7164104394983222 154:0.06833396934362244 155:2.206923939059596 156:-0.534931032093129 157:1.355258863534139 158:-0.8664580631597308 159:1.237817247467123 160:0.6603606430356621 161:2.474055935835261 162:0.3326136218709365 163:-0.5884748848314922 164:1.299147258088246 165:-0.6470616579590471 166:0.2482556386741306 167:1.81048843803128 168:-0.5450547945106017 169:-0.6917447345796961 170:0.5031681580716479 171:0.1689134695680005 172:-0.6210105554641434 173:0.5825881949449137 174:1.294707979137402 175:-0.06307457901581993 176:0.245220094202326 177:1.322897191048267 178:-1.411623970579423 179:-0.9820188451044782 180:0.183577445410118 181:1.182131978650277 182:1.131704114779758 183:1.530038733651671 184:0.1581989153679104 185:-0.3340998515519835 186:0.5277003544186372 187:-0.08971766908891894 188:0.2940265616339609 189:0.002516256265698777 190:0.6753278176483796 191:0.7251828348136129 192:0.8719990637331327 193:-1.704055921071296 194:0.7707393959137313 195:1.144008763480163 196:-0.8538134616707903 197:-0.03932768396907899 198:-0.5158204575292457 199:-1.402851857288571
-1 0:-2.658116770925833 1:0.3585303107536509 2:-0.2834949594458981 3:0.03843729059588371 4:0.201837219130514 5:-0.6450045845939125 6:0.6385890657008311 7:1.268454698277476 8:-0.3316154790204224 9:-1.184413849781438 10:0.6373806718126277 11:-2.284724285426898 12:-0.731787971334335 13:-0.4269431230609437 14:0.8798494743932352 15:-0.9365696162889044 16:0.2799046925437411 17:0.4742586048734981 18:0.1587879581388032 19:2.464898477902311 20:-0.349557545474846 21:0.7120947912789858 22:-0.1107997740716995 23:0.1463883700920929 24:0.5435311742363125 25:0.09965672457646618 26:1.298616000466301 27:0.02623387030330675 28:-1.499067113716928 29:-0.0366325589412086 30:0.5095114713788321 31:-0.4283362313570668 32:-0.6152173615503941 33:-1.837148428117797 34:-0.6945167212036497 35:0.66645057818596 36:-0.3563472235130181 37:0.7403270692375172 38:0.8507889288690735 39:-2.412744845889752 40:1.054832174851384 41:-0.08988262019423419 42:-1.889385920554985 43:0.1045861196071085 44:-0.3999512863201267 45:-0.7755934650419355 46:-0.105273992577907 47:-1.196162642687852 48:-1.744125932060955 49:-0.1496209595175085 50:0.104634658498497 51:0.5357942005728472 52:0.6165982520929087 53:-1.209404256959511 54:-0.9156179754768493 55:-0.8895990626968767 56:0.3657102489206279 57:1.179250219822646 58:-0.8325748214555075 59:0.4404793979131902 60:0.8710117937461951 61:-0.2965462193015943 62:1.403716042540769 63:1.529968335238926 64:-0.2284613256493506 65:-0.6456618061260562 66:0.1808876351568805 67:0.3640428703157034 68:0.2740009712474912 69:-1.076608998939481 70:0.2641942276989327 71:-0.8766039767072232 72:-0.8104862467551066 73:-0.1625466237803506 74:-0.5667613511312677 75:-0.01913750943805959 76:0.2984848019302009 77:0.06331426015865881 78:0.07229729629798165 79:0.560447670225484 80:0.8639193696277956 81:-0.6034718287382433 82:-0.9388896585398632 83:-0.533965006228064 84:-0.9951209275169081 85:-0.731041652438976 86:-0.1142512028016539 87:-0.1589796882827381 88:0.2222892361310978 89:-0.4619436006383799 90:-0.01159115621704184 91:-0.2736367116772847 92:-0.2027936251420417 93:-0.46985309142347 94:-0.4479926558015765 95:-0.1792441943834996 96:0.1309956244400058 97:0.027548615589372 98:0.5406172632360644 99:1.646176835834524 100:0.5262504394925905 101:0.3139548677270533 102:1.308607201047807 103:0.4683605736920096 104:-1.136028983755556 105:-0.115895147012501 106:0.6891585609497664 107:0.3532833587518312 108:-0.6095728104940927 109:-0.09705295807181701 110:-0.8366563072947364 111:-0.1190880023785673 112:0.8677207491527201 113:0.9800082017915053 114:1.082729000964666 115:-0.09151222097936429 116:1.019476964953314 117:0.4889986128175426 118:-1.126398823355969 119:-0.0300770222298041 120:0.4031607660850208 121:-0.6710145856179224 122:0.5419425614598843 123:-1.383954037636508 124:0.3554289330651177 125:0.143340585461451 126:0.01934453535282434 127:-0.8004217198567278 128:0.8755762704219149 129:-1.087326623740866 130:-2.092979812072835 131:-0.3860098085450415 132:0.5503282767048724 133:0.9530869181946751 134:-1.121077227126224 135:1.154284786936153 136:-0.9827188168037869 137:1.265666316318197 138:2.257690250476682 139:1.180851611674484 140:0.4618174826254714 141:1.255513705124967 142:-0.0571938694774058 143:2.374748340426892 144:0.04678435164248045 145:2.180249256283153 146:-0.6358007298056276 147:-0.1737655044059872 148:-0.6697057585413276 149:0.3762104256360276 150:1.618431988038568 151:-0.3674313001771239 152:0.3566309863497671 153:1.865268640184016 154:-1.615597053135563 155:-1.072304696690708 156:1.866619682740871 157:0.6742481001138024 158:-0.157675890563565 159:0.7746689396051571 160:0.4607507025509519 161:-1.008922591037848 162:1.057426372798866 163:-2.067046151250254 164:0.6550481582104366 165:-0.07002934342584605 166:-0.5940299170473871 167:-1.238407585633501 168:-0.4347337286367113 169:-1.147774627116103 170:1.256782598403089 171:-1.27483809878216 172:0.4364766000416565 173:-0.5152831394211783 174:1.027081349133236 175:1.173931276327829 176:-1.143860375706128 177:0.5047381795417403 178:0.3823706690868922 179:-1.25830095340845 180:-0.1935435602859979 181:-0.9433941803659319 182:0.006378875572742545 183:-0.3921997220487413 184:-0.07243309717287656 185:0.07858404622095551 186:-0.2811844460490711 187:-0.7187295984805093 188:0.06637977331334392 189:0.5586357161174269 190:0.03437267910806621 191:-1.438533369057315 192:0.8771755963395451 193:0.2006603362355197 194:-0.2147467107917367 195:-0.6175043141989213 196:-0.05351800003610271 197:-0.442553886866293 198:-2.827032238903406 199:-0.3229790070471913
--1 0:-1.159250050323549 1:0.9512593411133864 2:-0.01643610983058684 3:-0.6928693039052111 4:1.271088624356456 5:-0.2933168275903089 6:0.09955268992403551 7:0.3285012064623834 8:1.181819039895376 9:0.8719323295891548 10:-0.2989836470261055 11:0.5368637934174778 12:-1.249216235527911 13:2.001411762802555 14:0.6464537075668355 15:0.7440034384359777 16:-0.2224821140499887 17:0.8499864074514745 18:0.2666916280114355 19:-0.08437581862704027 20:1.671842127730277 21:-2.501723680103319 22:0.04922111721722496 23:-0.8687413064785885 24:-0.7666109719279866 25:-0.7673287329348025 26:0.1966735190907021 27:-0.2236354772060625 28:0.7323533660375854 29:1.253296616785458 30:-0.7429978947332921 31:1.176965325938181 32:0.2533926433845608 33:1.231990369798875 34:-0.3463621571840332 35:1.299539406282016 36:1.788858570952991 37:1.672748669257558 38:-0.5093253474102439 39:-0.5409201304659047 40:-0.2124506506035041 41:0.2288310520067323 42:0.4311888032761562 43:-2.053834380789852 44:-0.719542764835385 45:-1.595934574451457 46:0.9318155340238433 47:0.5046341664421378 48:-2.375995285909348 49:-0.9131424478466813 50:0.5674710881805959 51:-1.536109857858003 52:-0.4541717068132603 53:0.4775123072343856 54:0.07372298981072271 55:-0.9661702621683784 56:0.4520011772966184 57:0.5051710203976101 58:1.052512826135104 59:0.571635799306809 60:1.049436391411409 61:0.8907019326192043 62:1.150262634098387 63:-1.005268952804351 64:-0.6053154897588731 65:1.293294567873177 66:-0.142207622175081 67:0.1434832318425822 68:-0.01662046017856778 69:0.6627832272699031 70:-0.09978868165837328 71:0.4890808510903921 72:-0.5768155601065232 73:-0.8714988046811344 74:-0.929300816624933 75:-0.8733570104742068 76:2.234589754818446 77:1.610737653680034 78:0.1137081773530398 79:1.479821054436381 80:-1.84535837746591 81:0.2305158759351406 82:-1.111877138940693 83:0.01101341199454695 84:2.047365613604291 85:0.7233923890076878 86:-1.506771343671305 87:0.2382528654964115 88:-1.460724974264878 89:0.2014529404684109 90:0.4652211182525636 91:0.1403681720003558 92:0.5160745610296172 93:2.08752795449178 94:0.6692026385154602 95:0.1349359178319207 96:1.825171995596925 97:-0.3942702305583412 98:0.279956884098629 99:-1.150630851558897 100:0.03449381170561244 101:1.16800520637921 102:0.1172399600224594 103:-1.208661901777253 104:0.3588198638681828 105:0.2074802567422393 106:-0.5679722397281437 107:-0.258985352730889 108:0.352771658287181 109:-0.5106534426717403 110:0.6739334822805007 111:1.703811949643864 112:-1.475863165878009 113:0.3420812377029469 114:-0.6686347272071904 115:-0.4011801113151767 116:-1.697589853428373 117:0.9775967282161693 118:1.447203670606182 119:-1.690579935733034 120:1.154402307364909 121:-0.09300375620045769 122:0.5879900781124643 123:-1.657736715529381 124:-0.4439942763370988 125:-0.9483189786060159 126:0.1243915228515509 127:1.098068093397639 128:-0.6529694671598053 129:-0.2265601386365397 130:1.237173638512532 131:0.1702559775516779 132:0.2165041137402215 133:-1.560677471837696 134:0.7836346427770577 135:-0.480164809934686 136:-0.1132203154743943 137:-2.045927188939721 138:-1.313424193176309 139:-0.01180745770617851 140:-1.991297472941236 141:0.2746838675362946 142:-0.008871184072286833 143:1.125321026288472 144:-2.118724300598177 145:-1.11897943500299 146:1.189711471656386 147:-0.009461011661384794 148:0.5282406651480743 149:0.2772288260758114 150:-0.1636298670593062 151:2.140620286327232 152:-0.8428797249343636 153:-0.6342041582455703 154:1.827067251961281 155:-1.403971388463045 156:-0.6337072701121924 157:-0.2470496043857592 158:-0.05224068951248664 159:1.588933074149998 160:0.9746216980772653 161:-0.0545035481128875 162:1.643366925233358 163:-0.4670138015579038 164:1.22223200178594 165:-1.364463940251261 166:-0.9538260073497304 167:-0.7579429163904333 168:0.639013085199077 169:0.6964828294493027 170:0.1883083028395844 171:0.02188212320508656 172:-2.707693179756602 173:-1.164794399126029 174:0.8423024786766451 175:1.003973295672063 176:-0.2107066128033663 177:-1.514730192243956 178:-0.3414635853937432 179:-0.989830632304304 180:-0.1466071509740688 181:0.4565473779628776 182:-1.202666656131637 183:0.3169025319103686 184:-0.9381055836423353 185:-1.106878874757949 186:-0.2570726165172662 187:0.2563137666796061 188:1.108047979766723 189:0.7821318040994849 190:0.3951417378843845 191:0.2295577101967659 192:-0.6997415087128741 193:0.8311950577440984 194:-1.19195545881074 195:0.07207492720641673 196:2.795416589586015 197:-0.7576802166197025 198:0.4680591761450608 199:-0.4441023948903952
--1 0:0.1711366727551979 1:0.2831922329610205 2:0.7062176176502845 3:-1.328858182839 4:0.1310249799862641 5:0.1759776047609522 6:1.829220146870882 7:0.5772016089918341 8:0.3206883491601779 9:-0.1062542200975214 10:0.6868449912416681 11:-1.381204025064679 12:1.352996943092554 13:0.8085139332274778 14:0.7133849591340934 15:-1.172157188875134 16:1.549342954460464 17:-0.7786206454626297 18:0.4773848468332368 19:0.6306244809925633 20:-0.2672291621786278 21:-1.888281041370355 22:-0.6166296670329604 23:-0.532432315487485 24:0.07440394892315229 25:0.8785636775368074 26:0.5308766635800991 27:-0.279169004211225 28:0.1692060120550662 29:0.2232268044167336 30:-1.360494401321548 31:0.5354498534616366 32:-0.2140478662672823 33:-0.7553363609708343 34:1.466611191592934 35:0.4632349761876848 36:-0.4126939069890409 37:1.272218582186468 38:-0.4776034381475035 39:0.6377004268412293 40:0.5889598718123176 41:-0.2271975112385295 42:-0.8264740857718086 43:2.024704936732125 44:-0.5272604351067025 45:-1.229129404577742 46:0.1431078303625211 47:0.1430730444537024 48:-1.14537717680429 49:-0.02076453690584796 50:-0.1555709918332676 51:-0.1091847605895668 52:-0.4150026760730652 53:-1.091222489445943 54:-0.8094781068703782 55:0.961317101856806 56:0.03323999688499892 57:-0.5380785734540023 58:-0.9619241613268763 59:-0.856608041103343 60:0.374294207591579 61:0.4939780348829749 62:-0.2032456476436703 63:-1.508416276043046 64:0.6272267892404249 65:0.216360295294923 66:-0.4395451826065089 67:2.493252375080957 68:-0.8738830846111282 69:0.001009000796323632 70:1.175768890079879 71:-0.1159575360643652 72:1.66140870012858 73:-1.346767370986993 74:1.4058395970874 75:0.8866630330717923 76:-3.146798581376838 77:1.372103825680727 78:-1.344186111239212 79:-0.892241975679924 80:-1.080973235301248 81:0.3714985936567864 82:0.5633031519460256 83:-0.3251839748312409 84:-0.3205607291082949 85:0.4153263890225128 86:-0.5035015190887315 87:1.1747394999921 88:-2.074269868576764 89:-0.5478409910020251 90:1.103273784163872 91:0.8196864241808252 92:-0.8160345839305847 93:-0.6270214290150404 94:-0.2872533474517344 95:-0.1298088848612208 96:-0.9442096815578853 97:0.3592111139924875 98:-0.503703145989991 99:-0.550816447101582 100:-0.6805839841295196 101:0.721345975811106 102:0.1786361066739748 103:1.310574341203299 104:-0.08436261111654431 105:1.42425426318895 106:0.7043546848175014 107:-0.4859680994381241 108:-0.356117606357817 109:1.299000901742885 110:1.070161012466961 111:-0.4081195666776956 112:0.7375167522442563 113:-0.7049676916300314 114:0.1345357983912119 115:1.650372104396085 116:-1.802688667305861 117:1.208567759773377 118:1.983226881404206 119:0.8181567233960477 120:1.909608872908707 121:0.6087505545602927 122:2.307260329839474 123:0.7699745087716978 124:1.575264111975221 125:-0.19737260162764 126:0.1265385641392376 127:0.5524238830121437 128:-0.0157223287444411 129:0.2856944286331965 130:-0.3965572621188118 131:-0.3150011126897326 132:-1.785813269359495 133:0.09881530576170353 134:-0.4109563792525635 135:-0.02548079137758928 136:0.8195099585924291 137:-1.043854063018769 138:-0.63057252605807 139:-0.2894428572828404 140:-0.2254095355534382 141:0.1440564167357053 142:-1.222786287034993 143:-0.08822198650913533 144:-1.16749710172758 145:0.2366587172669764 146:0.5035990481803947 147:0.7012096297346346 148:-0.03673120693620868 149:0.9909387470743461 150:-0.4678749112630337 151:0.1385750135661839 152:-0.2701871586339387 153:0.9838031086482905 154:-1.279498141123659 155:0.3308735252749203 156:0.406281553366426 157:1.807014570331818 158:0.3636380543175428 159:0.5485536413946462 160:-1.227404178232015 161:0.2560124924976155 162:0.2091020945194614 163:-0.8028438344453863 164:0.6536787232239886 165:-0.9548029361547669 166:-0.2673927392935054 167:0.3621288633345234 168:-1.757491089615113 169:-0.4002770502361211 170:0.8271499409483 171:-0.05611750002856906 172:-0.4076803468485872 173:0.8063763170887996 174:-0.7100749117915621 175:-0.4862241460371597 176:-0.2642995673687362 177:-1.350093767979908 178:0.0232913276889151 179:-0.4053146474673954 180:0.7748530145910427 181:-0.9380558882894052 182:0.02445162454140486 183:-0.5404429203412953 184:0.3876912158774536 185:2.09349885038965 186:0.9644338045151244 187:0.8667571182750609 188:-1.09379488051788 189:0.8262608062663609 190:-2.320253446409444 191:-0.2526788093287136 192:-0.1568799904499871 193:-0.124925669358987 194:-0.1186516174454016 195:-0.3131988942750488 196:0.2403043020816275 197:0.6163286883951272 198:0.6561552491057548 199:-0.8078317164601817
--1 0:-0.2296307497071624 1:0.5767462525748572 2:1.234577213096198 3:-0.9153614615236632 4:-2.403506852581951 5:2.223428080422416 6:0.5215180050717495 7:0.3734505178043634 8:0.4365578812756236 9:0.5752271596484997 10:0.1659981262735955 11:1.022431860172224 12:-0.4223972667199101 13:0.1555577889555197 14:-0.8004093368396451 15:-0.9040914367006783 16:0.5204370196545439 17:-2.280953494657624 18:-0.4277051640792775 19:-1.522081008640728 20:0.1527002748258511 21:0.1670257457955355 22:-1.292728824921366 23:-0.2261990514117797 24:0.4887468101134223 25:0.402236636244167 26:-0.4337108618304207 27:0.2142274150261486 28:0.7935102264649535 29:0.4906989442110061 30:0.9125767875795587 31:1.601320931277223 32:1.037359883454853 33:-1.316668757852858 34:-1.298997727179802 35:-0.3794419040976537 36:-0.6069994189572203 37:0.5188801847032288 38:0.7696006464729734 39:-2.278404305355201 40:-1.66513031913454 41:1.028692193274602 42:-3.348213156573525 43:0.8876966572241543 44:-0.9228997365799207 45:1.297502028485891 46:1.192298430601199 47:0.09706513113122821 48:-0.6838305192267111 49:0.949433506622342 50:-0.1811400600502594 51:2.648735976671978 52:0.7664487483484494 53:-0.2786346266632119 54:0.773539766253594 55:-0.4045789156038739 56:0.703800084626331 57:-0.3755222522792389 58:0.07064334776138019 59:1.417389937989904 60:-0.2243066006030427 61:-1.281425341522866 62:0.8996056882432898 63:0.2216039706026811 64:0.2736318952905468 65:0.8569500387190875 66:1.670103502594489 67:2.593844639836339 68:1.431467502941052 69:0.2070181058040218 70:1.471180725049434 71:0.8911544838552854 72:-1.222531356424201 73:0.5191867868271017 74:0.7962078244284069 75:1.69605282133443 76:-1.910837583358707 77:-0.1524822604549661 78:-0.795014563353908 79:0.4912861932276216 80:-0.6432274615766667 81:-0.1851864910344035 82:-0.129556409144982 83:1.208571151262321 84:0.7142426566953414 85:-0.002699043407908576 86:-0.6784980502743487 87:1.124180545652462 88:0.2953110852751944 89:-0.4541311807623102 90:0.3209808520610743 91:-1.960005069501581 92:-0.59946209941439 93:-0.4987982289351869 94:-0.9334586225817262 95:0.02210931218513116 96:-0.03235631993904404 97:0.8510427814528336 98:1.891439336457303 99:-0.824712677621958 100:0.5492828832221855 101:1.698395637872635 102:0.1377824578088345 103:-1.295791862596009 104:-0.2767671346927263 105:-0.6233362266432556 106:-0.8746746264750828 107:0.4145086932333959 108:-0.5304566497622721 109:0.3775477739375027 110:-1.774534812290971 111:-0.6973848683252124 112:0.8567425627009234 113:-0.1637100652234111 114:-0.9405279512864441 115:0.8253558540383503 116:-0.1476296134628019 117:-0.5390686407139442 118:0.766117160194468 119:0.3318818595863782 120:0.3292681747985169 121:-0.258504408694453 122:-0.5661191187750425 123:0.6077895733317334 124:-0.1057252726049174 125:0.7328907598704757 126:1.19929008407179 127:-0.1797184463420559 128:-0.7595667735849763 129:-1.530213189437435 130:1.473147308181045 131:0.06083977745172216 132:0.8399864594805636 133:0.3583593415277319 134:-0.2988166605109232 135:-0.06520892100059837 136:0.0223525531855909 137:0.4489739067235903 138:1.122572701093627 139:-0.102196191214299 140:0.6886291049467814 141:0.3237209710600354 142:-0.1268425795815385 143:0.1806253557449455 144:-0.2392962430537157 145:-0.5945742816677926 146:-0.9552407761961565 147:0.3330171676175282 148:1.330050713877638 149:0.1202370489702993 150:-0.2989359889363033 151:1.117674938197253 152:-0.416772071702591 153:0.5524193080149397 154:-1.001812983754713 155:-0.08994796464961814 156:0.2491388078040645 157:-1.002672635900006 158:-0.1317821558888886 159:-0.5611109486561164 160:-0.5683750008394343 161:0.9822261700948536 162:-0.378622803600075 163:-1.725246200166865 164:-1.136289849180311 165:0.876740801177082 166:-0.260495011911729 167:1.026309003427563 168:-0.2632511625460798 169:0.7180727743297824 170:-0.4646692964012159 171:-0.7759099602063623 172:0.9561019415859459 173:0.9798940962490412 174:1.073374749298293 175:0.1287538102017944 176:1.659561970297807 177:-1.64811265815226 178:-0.4753516577617921 179:-1.070685569224449 180:-0.7765499468148015 181:0.8315437609824442 182:0.239447482017638 183:-1.338968869040023 184:1.526451947071735 185:-0.8341911818265596 186:0.3657299943768136 187:1.173821661952784 188:-0.3880539202520569 189:-0.09630537987312417 190:0.5087736040613646 191:0.4047017515025311 192:1.133013864301498 193:0.4757092600631331 194:-0.03824747090534808 195:-0.4979501777518018 196:0.259785363790643 197:1.5519471637809 198:1.303210808895976 199:0.3632094747055261
-1 0:0.0799160548225496 1:1.281036349413684 2:-0.8368621590005588 3:0.6112749534021641 4:0.7540347145566498 5:-0.2933757530020537 6:-0.8976329036643743 7:0.5504764457222159 8:0.01327899331550803 9:1.675655775151477 10:-0.1288046229876463 11:0.4630069755891781 12:-0.6119429360340249 13:0.4624544333500212 14:1.140951130682429 15:-1.943424633799924 16:-0.1238114530470055 17:0.5178120204820567 18:-0.03785569993133073 19:0.0371881214204793 20:0.5684511325710864 21:0.4443468349159003 22:0.2694790861116041 23:0.7035460889754112 24:-1.043953871742832 25:-1.853178831169426 26:1.972041135017004 27:2.724668867806604 28:0.6703143150205975 29:-1.013782889033171 30:-0.6750864591455316 31:0.04055299148664626 32:-0.4722528226943191 33:1.184121294368676 34:-0.6825043704367543 35:-0.6179294861641674 36:-0.4958208089104558 37:1.010013885522076 38:0.4335152561010774 39:-0.2353804307456542 40:1.150904330318256 41:0.8403819624764564 42:-2.289368893256349 43:-0.3939422265090126 44:-1.317408116772881 45:-0.05984731350855976 46:0.6500969767666908 47:-0.3581520975574108 48:0.6478974377157426 49:-0.4715050141924965 50:0.7931113965554039 51:-0.1694590472835283 52:1.424203190089808 53:0.5515010794264612 54:0.7469657429907886 55:0.6877201551112325 56:-1.406548436709279 57:-0.5274144513900881 58:0.7452156675754343 59:-0.203362514770958 60:-0.3618796516774622 61:-0.5784484845916541 62:-0.2385166530632844 63:-1.57873004831673 64:0.7059661916925258 65:1.820589778288437 66:-3.204839063480095 67:-2.193956745238512 68:0.6719345340442828 69:0.650533047961437 70:0.2822900026772673 71:-0.4163581791732628 72:-0.0659778564699797 73:0.967731507077935 74:-0.08436695653390033 75:0.8020790376834787 76:-0.4136517145546813 77:0.9304393807981838 78:-0.5964446807563037 79:0.7934353190983214 80:0.0437849934674478 81:-0.8878499748935766 82:-1.113262207575356 83:-0.3345610216208507 84:-0.4187774704297335 85:-0.8254693166337577 86:-0.683925698418437 87:2.139144475236532 88:-1.31345337954459 89:-0.2621513437686028 90:0.1569542951869038 91:0.08565904004309974 92:-0.2109115880121159 93:-0.01418179204850546 94:3.629865282736084 95:0.5349048059061988 96:-0.5020446958714381 97:1.307998181028073 98:0.167234015245754 99:0.08395740104202311 100:-0.9129900787643469 101:-0.2520349900792902 102:0.8359386476135301 103:1.472716608631252 104:-0.6780753141199702 105:0.2144128508530989 106:-0.5395404056069587 107:1.325200363035285 108:-0.03814152434347624 109:-0.7531154321218724 110:0.5428031701737239 111:0.8076501940401344 112:0.5944205119277622 113:-0.9549057099539693 114:-0.1803798473012351 115:1.029616895483847 116:0.8581007357311097 117:0.482878594416468 118:0.3545520569116362 119:0.4423808688633744 120:-0.9270150530568269 121:-0.2234932784078389 122:0.7273212424327342 123:0.7783832363204638 124:-1.039572056029713 125:-0.9183724819286658 126:0.7636178585762923 127:0.9247368174411462 128:2.759790362776208 129:0.02645447721965942 130:-0.3999565597184947 131:0.1218319244499484 132:0.01954215052725576 133:-0.8099638700548755 134:0.3099483147560573 135:-2.029329265933315 136:-0.03051045364828274 137:2.524270531486812 138:-0.2961010037874447 139:-1.049883523484477 140:0.09523926187176343 141:-0.1125192687886236 142:0.5979105012181587 143:0.3153348788602613 144:0.2236367502014854 145:-0.3010454597484204 146:0.6832174732792922 147:0.7704878700678424 148:-1.142509279996732 149:0.2790018923454441 150:1.711447685741367 151:0.4131296690039583 152:0.4651366426489873 153:1.452161945493294 154:-0.3554717183265645 155:0.7745931955091386 156:0.2581674512747632 157:1.045657943825518 158:1.203115953384329 159:2.131782134786606 160:-0.1107029208558296 161:-0.7983960393690795 162:-0.8376915018200469 163:-0.4338890632243405 164:-0.662578545909307 165:-0.6118538136872863 166:-0.6524775329222592 167:0.903819062346863 168:0.06851311973435349 169:0.5432341206334749 170:0.1767587349963196 171:-0.05911513326229161 172:0.488032117549088 173:-1.060550473422995 174:-1.161637916827532 175:-0.2305416605911428 176:-0.02021789513959401 177:0.1551603706603897 178:-0.8821299211835452 179:0.4545035061048828 180:-1.122013706591381 181:0.4153881982653574 182:-1.014851213869431 183:1.3049525571248 184:0.9531477614463685 185:0.1236660436950413 186:0.2792234870145783 187:-0.5002193397103694 188:-0.2134118708897742 189:-2.121670728384096 190:1.359055647634837 191:0.7771457854130023 192:1.825540544725435 193:0.1218333463621078 194:0.6678804430026951 195:-0.6655366832520937 196:-2.048182839890783 197:1.452145217379421 198:-0.8964126147890913 199:-2.262676800923113
--1 0:-0.3705469875220168 1:1.244202595363417 2:0.8086707491423862 3:0.6344919315308958 4:0.441069134883857 5:0.3053338399173329 6:-0.2648574041996495 7:-0.2386387341858588 8:-1.488607753472043 9:-1.756883171805907 10:-1.203004296366441 11:-0.2562653874421965 12:-0.3476600507485011 13:-1.715298214567703 14:0.7287663369087801 15:0.6254883274603982 16:-1.147156854843596 17:1.057653641358287 18:2.326477780972154 19:-1.450490868256254 20:0.8812995893723607 21:0.4200125816487098 22:-0.7984986680104494 23:0.6726578570714882 24:-1.085522599355727 25:-0.5707086115598209 26:0.5109121574755902 27:-0.4865967305406468 28:-0.7473050434295473 29:-0.2219935353878796 30:1.193927331302315 31:1.362468697379167 32:0.6586783868136924 33:0.007883073917305453 34:0.2832895485419297 35:-1.03100425692639 36:-1.786599945732016 37:-3.275112191178871 38:-0.9452208058467606 39:-0.4264777921550777 40:-0.9891629072747222 41:-0.7172265343757969 42:-0.3658678875632458 43:-0.8603533753475796 44:-0.6781507870532644 45:-0.2572446768699201 46:-0.6411912103520707 47:0.4236542811256999 48:0.9652761145510969 49:-1.037333807192357 50:-0.4741335190723455 51:-0.4149665625916479 52:-1.607334517143934 53:-0.9985767501002167 54:-0.4039546095986161 55:-0.8445446154777622 56:0.5194898341576183 57:-1.132851345700671 58:-0.03412970129383098 59:0.4437387287160173 60:0.6288457639065124 61:1.09852804553477 62:-1.934140573073052 63:-0.07807629459445573 64:-1.785309277978636 65:1.023131657879355 66:-0.9178901730369262 67:0.540776393256693 68:-1.104437929895512 69:1.990921021868101 70:-1.749189532315238 71:0.2552723090650089 72:-1.359419579493811 73:-1.278412619266968 74:-1.103937671599223 75:0.3879719855326459 76:-1.529853411502099 77:-0.7295250516042027 78:-1.325626725341918 79:0.09298380259737343 80:-0.9542207522233044 81:0.4234726087825527 82:-0.11157631510776 83:-1.068039208415581 84:-0.1555480119092205 85:-0.7817435997899671 86:1.01490010772346 87:1.070371927514 88:-1.827586813776861 89:-1.284665890144604 90:0.261572528987759 91:0.2761573759498661 92:-0.2714103411599659 93:-1.215239614109546 94:0.4117577839834105 95:1.468274379079724 96:-2.54386789809433 97:1.125376600880834 98:0.1506470230756272 99:-1.439276039859292 100:-0.9289882114085903 101:0.2970479521414706 102:0.7359711459903981 103:-0.2453065498386675 104:1.15055395528629 105:-2.036798762205204 106:-0.7828091472408992 107:-1.220039313793021 108:-1.442590260780173 109:1.912848273553351 110:1.265075116377026 111:-1.960241736782988 112:-0.3895831873807203 113:-0.1041077332314339 114:1.529890080544827 115:-2.846189260260502 116:0.8496460170299368 117:-0.2896903377369636 118:1.398996367109578 119:-1.436721298841559 120:-1.219009280398291 121:-0.05224068648834011 122:-1.120140361973974 123:0.6388966986604958 124:-1.080616730921832 125:-1.045125719244027 126:-0.3658586317221732 127:-1.156388213149816 128:0.7315249238165683 129:1.645757794991463 130:-0.3640224173552887 131:0.04038051148623454 132:0.5314000446214137 133:0.9062220729876429 134:0.5410834215784929 135:0.1812919734023304 136:-0.8697116280961591 137:-1.349157358364159 138:-0.01775171284163424 139:-0.3132076908806051 140:0.7856237635284714 141:-0.5985390823744681 142:-1.735009865443393 143:-0.1371536307599065 144:-0.1731755618161922 145:-0.1900837238310795 146:-0.3267971827264417 147:0.8751479621706708 148:0.3630387425474248 149:0.9372874191703302 150:0.7050893741572055 151:0.5382365388587832 152:-3.210159394809755 153:-1.546870795879786 154:1.088036740762219 155:1.571627448669851 156:-0.3401705518658152 157:1.879455280741491 158:0.8866024591172152 159:-1.492870007202148 160:-0.4819862852642826 161:-2.058438128823483 162:-2.297031051403885 163:0.9272678698996775 164:-0.417815073507628 165:1.146001907778925 166:-0.6484512150131827 167:0.6688760394682355 168:1.103915099243696 169:0.4667201719858198 170:0.5293155722432384 171:-0.1955481913953881 172:-1.621146179194475 173:1.813759504918937 174:0.9099068804869853 175:-2.049093101063086 176:0.8073790436672512 177:-0.5138853351445708 178:-0.4250934895689495 179:-0.8491435960811351 180:-0.1432560138178222 181:1.369210800224537 182:-0.2346051279621906 183:-0.7002579435498074 184:0.3266602054156642 185:1.022507250800657 186:-0.1329702793352584 187:1.151586569104981 188:0.1592175984106226 189:0.09568406263897858 190:-0.2887765521888874 191:-0.5835371831148745 192:0.9554974205037214 193:2.137542421755319 194:0.7025090406495389 195:-2.727742702743724 196:0.9179727908578595 197:-0.3104861826153914 198:-0.6079685968246391 199:0.2429762480265501
-1 0:-1.36620081641173 1:-1.513265951758536 2:-1.257917621621706 3:0.9164938755299332 4:0.6761911369313004 5:-1.538676923109968 6:0.6519919400430854 7:-0.8365266977962595 8:0.8633146214619545 9:-1.474093474146829 10:0.8533250501858036 11:-0.4482266870027271 12:-1.322173549323488 13:-0.8351268519120026 14:0.07489205620534438 15:0.3350345369380663 16:1.04843071555258 17:0.3119162870953667 18:1.853783764540205 19:0.9099377154010958 20:-1.693212984306672 21:1.406574759265739 22:0.3338633869177727 23:-0.8897822943156894 24:0.09720012080272337 25:1.094910422526124 26:-0.1465341616461533 27:-0.3140181586567201 28:0.2059704905769017 29:-0.1638918973535621 30:-0.7984749264564633 31:-0.8057400164446056 32:0.3291598425624775 33:-1.213424358911715 34:-1.232259871970939 35:-0.4744814625334468 36:1.63738573138729 37:-0.03927417472950872 38:0.92907789897079 39:-0.06459273606959973 40:0.4990865613606289 41:0.2586812287188541 42:-0.1511834117273972 43:-0.01800677374832977 44:0.2124705736403144 45:0.8107870007487186 46:-0.4150819175414796 47:2.263912032122323 48:0.3761799942602664 49:-0.6991405977218551 50:3.147561825587419 51:-2.122864047153184 52:1.124408240363162 53:-0.3347782087162536 54:-0.4629453487770681 55:0.4016844430908592 56:-0.0307305689133597 57:0.7656320978219062 58:1.249041632979145 59:-0.3948886402112968 60:0.5914749278607464 61:0.9216880279952752 62:-1.295343977591745 63:-0.4226974524898818 64:-1.013676072218158 65:-2.591682310067808 66:0.3987224607637979 67:1.601963102807157 68:0.1114858828094893 69:-0.8464278651744357 70:0.2908766661351885 71:-0.5803702749881524 72:0.4790654703323777 73:0.3177974915985314 74:2.182040793779553 75:0.979949899208938 76:-1.375668875114003 77:-0.3841917564292425 78:0.6415806937520214 79:-0.6659272153531905 80:1.54688704762664 81:-0.9097756652768045 82:-0.5993207686530292 83:-0.3815734269540685 84:-0.09316155715890417 85:-0.5634770133539768 86:0.05393648126755331 87:0.2246115883587907 88:-0.3378008241394228 89:-1.385504398611342 90:-0.0762426299487495 91:-0.916568256006536 92:-0.3716147486865582 93:0.1277604702378731 94:-1.973370970961486 95:0.3754139323314002 96:-0.6100511150465792 97:0.3732824952671028 98:0.6157726706102762 99:0.9304375162375457 100:-0.5825351678755003 101:-0.966638809501392 102:-0.4243962283889419 103:-2.024732203305892 104:-0.3878344911005455 105:0.1398722865570267 106:-0.3068935749228066 107:1.613811671432891 108:1.11867551534096 109:0.3120798823589355 110:0.7896816089252878 111:1.186627735953836 112:-0.8173722687868356 113:0.8733183798623555 114:0.4417342328920152 115:-0.2261902354893446 116:-0.7394369631030603 117:0.5300831874450421 118:0.2729397721156911 119:1.322425468698267 120:0.2761157503451626 121:0.8824504828638117 122:0.1122659252963328 123:1.634334672487338 124:-0.7380205901066005 125:-0.6227684797390292 126:-1.186777691727239 127:0.8074633151293216 128:-0.3657133097260868 129:-0.6272269581496676 130:-1.693166710121343 131:0.3750445133626181 132:0.4141742745814135 133:-0.5362423150415795 134:-1.158741986740366 135:-0.4637489529189894 136:-0.0643568857697189 137:1.756871085203473 138:-0.5439295770514673 139:-0.7050683381610221 140:0.8236775758995103 141:1.105684169066556 142:-1.954911057404488 143:-0.09995204768718888 144:1.610744926837884 145:-0.6232412726312996 146:0.7810372410664114 147:1.169885551905727 148:-0.07358632049025003 149:1.037216512741976 150:-0.7003877873236576 151:0.1770610734419164 152:-0.002417398018239352 153:0.1203962808964207 154:-1.253956021256515 155:1.467350015389565 156:-0.4062167716949593 157:-0.7879869533003788 158:-0.4701744212022056 159:-0.1022253660632538 160:-1.677203487508509 161:-0.1394589396507351 162:0.8370133107214149 163:1.075623102254728 164:0.2577493727638931 165:-0.4577068492612982 166:-0.1721123389952998 167:-0.4067942457918652 168:0.1151290800563756 169:-0.4307026097285869 170:-0.1063300931768628 171:-0.8816883570877816 172:0.5539912632166063 173:-0.6482346378421214 174:-1.08877385758117 175:-0.4928331967065395 176:-0.1341043811945867 177:-0.4755110201616501 178:-1.970840692842055 179:-0.3315747873877981 180:0.623110183077233 181:-0.8972522374454763 182:-1.433440424246553 183:-1.583393600211045 184:0.5074946493642704 185:0.7413603155764632 186:0.8015130656426939 187:-1.818137780477281 188:1.156319537944698 189:-0.1806904651519738 190:-1.719102555178665 191:0.3314590972957648 192:0.758089038290834 193:0.2126067167768852 194:0.06299601443687405 195:2.014481842685714 196:0.9478249353109089 197:0.4020828059480314 198:0.7166649336796957 199:0.3331467682455316
--1 0:0.4776216385977191 1:0.7730630063665532 2:-0.5709370935662894 3:-0.3373512102652655 4:0.7472578476996851 5:0.7362087761449397 6:0.1016179891726979 7:0.2899255271348559 8:1.46117441673771 9:-0.8516470953251113 10:-0.43601118482447 11:0.5468381622406341 12:-1.552755716761292 13:0.1279623861392831 14:-0.416486980436449 15:-1.13239529791521 16:0.6637512591637308 17:-1.163958643215984 18:-1.945074696786178 19:0.9029869422741131 20:0.0185289795650783 21:0.2079041023739138 22:-0.4398927939065255 23:0.8897897840462008 24:-1.729341411358103 25:-0.9231185420512819 26:-0.742490499367608 27:1.218653927328832 28:-0.004609917766327098 29:1.708111543749362 30:0.2455344087140881 31:0.03921277867415875 32:-0.6704317435960183 33:-1.328128234935488 34:-0.03579587543428399 35:1.121434775886172 36:1.926653091226224 37:-1.301986037698794 38:-0.5437144080011376 39:0.03055711536938735 40:0.7320529969526467 41:-1.214203356668345 42:-0.6536907893443396 43:-0.08071398004861553 44:-0.03416605478836231 45:0.3664554999489854 46:-0.8144576147918733 47:-0.3994989696386284 48:-0.172780334622709 49:0.175106532509536 50:-0.48268135134825 51:0.4167220436877665 52:0.5473867903064455 53:0.426757277873508 54:3.132259694842886 55:-0.4169422356958726 56:0.663457385480653 57:0.203388748304002 58:0.3900164285931849 59:0.04877971808810004 60:1.185438946678897 61:-1.675906662249532 62:0.6192158098309084 63:0.1261148117214546 64:0.5526028427531664 65:0.3033266667306141 66:0.1397158616839059 67:2.3740084166815 68:0.2128129094334749 69:0.08495003811526987 70:-1.223701825793413 71:1.116006760159367 72:1.148937993839444 73:0.8861630224201422 74:0.7128221587694388 75:-1.522659788174376 76:0.6510928061271997 77:-1.696315570042018 78:0.09581715462103518 79:-0.175006987317104 80:1.292319338660057 81:-0.4558238936323972 82:-0.3016103207901975 83:0.03351193878894335 84:0.9505606780090695 85:-0.1793100525962203 86:0.3550712955222646 87:0.7375377893679188 88:2.030341349643731 89:1.002124703181444 90:-1.131491821800533 91:-1.246364267975873 92:0.05448068760943221 93:2.563674694300495 94:-0.4626771764449362 95:0.09018569531190973 96:3.290917977294241 97:-0.2608315715964987 98:-0.8263039955405183 99:-0.3932063914615039 100:-0.5051937401784697 101:0.7035023582484847 102:-0.1720342682193019 103:0.3694926188535778 104:-1.180532275865026 105:0.5815582515883273 106:-0.007897956358693852 107:-0.3984081616255192 108:-0.4345220219910829 109:-0.5441725977720394 110:0.1552456767885883 111:0.05929091371639972 112:-1.666700485325063 113:1.130389737650844 114:-0.4686250683850297 115:-0.8503690441228616 116:0.1720043523906798 117:0.6070452063705918 118:0.07117924685975635 119:1.54372144193273 120:0.7423104575735224 121:0.1155097762553083 122:-0.2162048758344352 123:-1.107709657974959 124:0.6796141769349791 125:0.5952408318456603 126:0.0002989263226697374 127:0.3602588596764629 128:0.1858975130511661 129:-0.4507531472936285 130:-0.6698808900664243 131:0.8340699642345336 132:0.6720752466475388 133:-1.397105211678107 134:0.3246944676863145 135:-0.7300162019793807 136:-0.6858368131478985 137:-1.360382003361039 138:-0.2647005918928964 139:1.051478706107013 140:-0.3869667328187593 141:1.007797004962765 142:-0.3386451265822348 143:0.4091911437020796 144:0.1595801778306988 145:0.5569458802555323 146:1.189156821805958 147:1.819629733995868 148:-1.507327833644079 149:-0.5414353899197339 150:-2.368853277324034 151:0.2466075815485663 152:1.582880005920979 153:0.8141951280745273 154:-0.4732244851388404 155:0.5231062499869709 156:0.6314923040452241 157:1.043613709189555 158:0.6963137804446201 159:0.06734794276640273 160:-1.803134187196137 161:-0.7331575216805295 162:1.089981272678511 163:-0.9799969937221423 164:1.576902564731913 165:-0.9411200413963776 166:-0.992602392800037 167:-1.050351388876307 168:-0.6340923800006292 169:-1.029918142636996 170:-0.1327229216614096 171:-0.9115390324210054 172:0.3549836072673533 173:0.1848085667085273 174:-0.1086513582858338 175:0.9691200529095029 176:1.439537954093245 177:0.7275725205583512 178:-0.2250020188133167 179:1.577695125490134 180:0.6587527203777385 181:1.777333690030086 182:1.318391998726032 183:-0.7626219383254891 184:0.1731374321567792 185:-1.907453030178454 186:-0.9273292279630586 187:-0.821032625820165 188:1.799021273976232 189:-1.21663105072314 190:-0.9193686773671071 191:0.09791403147313865 192:0.148507024043806 193:-1.393290767002985 194:-0.9940404310224841 195:-0.2114041543115503 196:1.081960985715282 197:0.7892091351569038 198:0.634080019662241 199:-0.2256859736947003
--1 0:0.544819693878408 1:-0.9550258853183872 2:-0.2179627643211194 3:0.2874984551925031 4:0.6101525036788817 5:-0.1817649147866634 6:-0.02171752527260379 7:0.3873672298338994 8:-0.09226495327021413 9:0.4475167346583195 10:0.8174399244437903 11:-0.6243815299233144 12:-1.75836963608194 13:-0.006748872439442609 14:-1.479182974098585 15:-0.3130661851703965 16:1.15799536107457 17:-0.5636570057781252 18:-0.1192888903937772 19:-1.733481000973495 20:-0.3323768016489193 21:-0.4924081745612893 22:0.3403360091572272 23:0.6266647611851407 24:-0.3657497074887544 25:-0.2414671784386378 26:0.2575812632244183 27:-0.3648546869922861 28:-0.3756576850469105 29:1.157947722118973 30:-0.1405697195583214 31:-1.584416188733561 32:-1.043960390141842 33:0.3934982249272328 34:-0.8546521023407935 35:-0.6671307030971447 36:0.4258022295718306 37:1.198768124344113 38:1.750197771270964 39:-1.456427790904294 40:1.044803214890184 41:-0.6154459139466367 42:-0.2889084034545385 43:-0.2964321785770636 44:-0.9589673972352849 45:0.7014747830242828 46:1.436698516288481 47:-0.01739762419357986 48:-0.8837413946599376 49:1.959309465020908 50:-1.559047196907003 51:1.156184627406494 52:2.004546365205841 53:-0.3427113822358815 54:-0.7306386711917623 55:0.7995548345596615 56:1.399289131872993 57:-1.129753921198915 58:0.3681860209183666 59:1.124294911813619 60:-0.2953502471273285 61:-1.953896155760762 62:-2.237544419686372 63:0.4622424753882348 64:-0.7535045622099098 65:-0.8878941939017078 66:-1.232893615176184 67:-0.7149784117367629 68:-1.099037680466311 69:-0.7763532554340276 70:1.184128930763704 71:0.7185657877267626 72:-0.2084987375140061 73:0.5762861043893913 74:1.600739348974094 75:0.1805337992153973 76:1.211233754087953 77:-2.33386351032102 78:0.2507806755008695 79:0.7017201690444841 80:-0.4341113944052505 81:0.7267951245001434 82:0.2128610348300905 83:-0.1130965884780715 84:-0.5968719773865824 85:0.7142025175925415 86:-0.1183127802291007 87:-1.487270180697662 88:-1.43562010502042 89:2.718884868825223 90:-1.130149439537238 91:-0.1568755845427066 92:-0.8652135949449939 93:-0.9151554187265334 94:-1.774249142649086 95:-0.12158493731682 96:-0.2755470621508448 97:0.6416051375713353 98:0.9763233350574447 99:0.009871358783404734 100:2.172990116683837 101:2.147794561538753 102:-0.5727342763883074 103:0.5291198934539457 104:-1.386993426284185 105:0.4523540491811281 106:0.4190491306200707 107:0.8077807873252729 108:-0.2452891203906392 109:-0.226296983289056 110:-0.02848608190716892 111:-0.3808341666415407 112:0.2984381878604812 113:-0.3190182182693996 114:0.2845391872723032 115:0.05802594284925206 116:0.02032346129178565 117:-0.7238980976063136 118:-1.634273238581486 119:2.208123442628585 120:-0.6204194856060835 121:-0.4582476836155688 122:-0.2939750379590547 123:-2.660819815965357 124:0.9168765660840249 125:0.1916421820630694 126:-1.031648178331447 127:-0.6213496014706875 128:-0.1979116133680368 129:1.191312617290532 130:-0.9947022407669169 131:1.279116684961077 132:-2.246409553144823 133:0.8780719552486069 134:-0.1052936311534445 135:-0.8686256099202899 136:2.04418236523321 137:-1.357779556981151 138:-0.3540594427121771 139:0.8609865573939857 140:0.6283547705089665 141:1.304335992046341 142:-0.1759297873141802 143:0.8138035489784279 144:-0.252442164526843 145:0.678429850109563 146:-0.5693983366282583 147:1.01917513294827 148:-0.9883674476969292 149:1.987765540610457 150:0.3055366788272548 151:-0.1140026327425524 152:0.0604957674456089 153:1.186270443642971 154:1.482013336680812 155:-0.3327239189810942 156:0.07034303552662005 157:1.25178812529593 158:-0.05097378044843272 159:1.569848056997316 160:-0.3690759750807888 161:-0.3757741626004335 162:0.669132975586134 163:0.06648609490671113 164:0.4381190164929818 165:-1.204272860718863 166:-0.8590025387195152 167:-0.2699860077498306 168:0.4485436983802098 169:-0.3627006298531024 170:-1.29676941707273 171:-0.2407227647879103 172:-1.103615417657748 173:-1.428580374813724 174:-0.9379320953606287 175:-0.9095877085539638 176:1.803320036458674 177:1.016963091188667 178:0.9742774221640143 179:0.3359171078266336 180:0.5801041281379428 181:-1.32981929356 182:-0.3356347640921956 183:-0.9011928339780946 184:-0.1011942602291728 185:-0.510993413976954 186:-1.011785179404553 187:-0.5754895002333492 188:-0.6534205171332224 189:-1.844476234467149 190:0.2371460043466464 191:-1.54491364434869 192:0.332784084328978 193:-1.58929215373937 194:-0.8225529296134072 195:-1.608476005217398 196:0.1102478111820734 197:1.406034571859203 198:0.5896466838309343 199:0.8545182132340727
-1 0:-0.5665732341031521 1:-1.517448561094233 2:0.1629402977715074 3:-2.368878410208754 4:-1.143672095018944 5:-0.853434245803691 6:0.7399384216282606 7:-1.12850626537245 8:-1.494975155474126 9:0.5747061623074559 10:-0.515175967236814 11:-0.04659521052272775 12:2.705676480518594 13:-0.2746598665573277 14:-1.147771153092363 15:1.010508910673872 16:-0.3264359358016696 17:-0.0903384794120122 18:-0.855813657865256 19:-0.4639034720023988 20:2.073785790718136 21:0.7563268225451648 22:-1.201269333376839 23:0.3600214476474949 24:0.1238355477919446 25:0.9702336487051041 26:-0.1768598971344714 27:1.239035995534361 28:-0.4764301754800617 29:-0.6160606687060476 30:-0.6054879399440464 31:-0.6373157384369375 32:0.1983176320397941 33:0.7753928305216956 34:0.6144420815337848 35:-0.2430446429063482 36:1.805704831325156 37:-0.3780473578006258 38:-0.9339476109950579 39:0.9616936018295625 40:0.7734204148190469 41:0.1908792443879929 42:-2.456317713439554 43:0.1825749016115043 44:0.07489026153612469 45:0.3289464854355023 46:-0.5931309715862408 47:-0.09699847358293701 48:0.9031010050601662 49:-0.06374987772475367 50:-0.9247825876514759 51:0.7890640477085245 52:0.2643280621265948 53:0.0117977817142769 54:1.810542035241178 55:0.8966072297923714 56:0.2876016103622209 57:0.01990352031370643 58:-0.1564173927080404 59:-0.6397222801257693 60:0.7732031297526339 61:0.7892314567467582 62:-1.825462150154029 63:-0.3994039598274547 64:0.5338493234870738 65:-1.689150261837411 66:-1.215836717566023 67:-0.5683102891214108 68:-0.6813022801509681 69:0.1276182257779298 70:0.1455777709680686 71:0.4510385607690136 72:-0.1016047949241773 73:-1.758204946869445 74:-0.4589823848904064 75:-0.1681591685616601 76:0.9281779978554029 77:0.5361597015041719 78:0.3824154035045444 79:-1.320640737388662 80:-1.834919695867713 81:-0.5357278448860703 82:-0.2462316843059874 83:-0.09227469922065985 84:-1.68470166370615 85:0.7874707105122755 86:2.871266097468166 87:-0.2354071814949146 88:1.737689570162783 89:0.1486884560989836 90:0.5630147060963523 91:-0.002573583459043253 92:-0.5341404858322839 93:1.632955913198941 94:0.6830221019324143 95:3.250206952182991 96:-0.6250419491621529 97:-0.02298935863600183 98:0.1086547714523853 99:-0.4028771948355971 100:-0.4269101352055403 101:-1.120171383399747 102:-0.4826194332662211 103:-0.2245376839597352 104:0.9554070484760638 105:0.8968024630656892 106:-0.3570476169540523 107:0.1519649246507885 108:1.236573941742874 109:-0.5960559003664386 110:0.4057625663186135 111:-0.8557256650227121 112:-1.557120412680818 113:1.430023713193429 114:1.829631944147934 115:1.035435074750569 116:0.961921986233512 117:1.322518446127564 118:-0.09849727238702621 119:0.3986696273832963 120:2.045656994465192 121:0.5468589495029789 122:0.3177136366248783 123:0.08963247718694085 124:-0.5577548034434501 125:0.5615366239813229 126:-2.102463666415102 127:0.6586745108000128 128:0.539196160138222 129:-0.2777828261242759 130:0.8966369054849799 131:-1.88958433608641 132:0.1771232329506736 133:0.7873785178134399 134:-0.6032855491764674 135:0.434156917092295 136:-0.529091785829984 137:1.100242551948557 138:0.9326418322336042 139:-2.840297673659055 140:0.9093499454329869 141:-0.4135971362555417 142:0.607543454131051 143:0.03465557895387217 144:2.203557878393104 145:-0.457866592759533 146:0.5383252628465142 147:-0.2163265879218146 148:0.9689804274240782 149:0.07584008051682097 150:-0.3410213396109975 151:1.138363815131761 152:-0.09331340975062213 153:1.450081843931994 154:0.3146947490327481 155:-0.9328490457816778 156:-1.17615768235499 157:-0.5119273081595771 158:1.033433999623177 159:0.05190432122685552 160:1.602996723997214 161:-1.849729494853274 162:-0.2618047568250024 163:0.8660770955998396 164:-0.5643676436411527 165:-1.15995358235421 166:-0.4840997449724425 167:-0.6311650031943027 168:0.8148963219890828 169:-1.103829483272555 170:-1.070271190316357 171:0.1588634462170944 172:0.7212351657489219 173:0.5809406876486958 174:0.8486027035501718 175:-0.3544168065445474 176:0.1250401880077484 177:1.24532312395231 178:-1.414540510969614 179:0.4654801196709527 180:0.3939085903435637 181:-0.3852155234246336 182:1.207481314778677 183:1.457843165033758 184:-0.5500045511052249 185:-0.3114196496193049 186:2.348859324802302 187:-0.1041313463844808 188:0.5286265850992082 189:-1.061385750576734 190:0.9701928048669818 191:0.08508191289978245 192:-1.125998281120447 193:-0.5732766031991576 194:1.242371554791626 195:-0.3402688071880298 196:-0.9200836572813864 197:-0.3315378761793845 198:-1.552913474965366 199:-0.8430681385467126
-1 0:-0.7060376285693315 1:0.8264415806064717 2:-0.8837913126434865 3:0.0424210144843088 4:-1.442759139842769 5:0.972172739225048 6:0.1379903084237618 7:-2.108154127255749 8:1.38028772012275 9:-0.9786996916938663 10:-0.1352417094029819 11:-0.2419990315170086 12:-1.064279375757041 13:0.04298777628329106 14:0.5776560181995057 15:-1.673427121583962 16:1.562677499605273 17:0.04412821122418266 18:1.967366635951061 19:0.9197574383339659 20:0.9833473762996897 21:1.148258820096777 22:1.240941038067094 23:1.536564872541834 24:-0.9966491934664147 25:-0.8293176363979506 26:-0.5774774269038729 27:-0.09549536679347481 28:-1.105042774421674 29:1.89400992144357 30:1.71722639250857 31:-0.1936634177851135 32:-1.357239522438271 33:0.5757282642733499 34:0.1738152627014282 35:2.00332532794152 36:-0.5665095400845765 37:0.9295261395209981 38:1.242524962173473 39:-0.912758664354411 40:0.6836161059218621 41:0.7275500950403468 42:-0.9223473659107293 43:1.548992583041894 44:0.1538478649963769 45:-0.849859024790246 46:-1.21491414285274 47:-0.5074879082425275 48:-2.063162450077185 49:0.2401142679238381 50:-1.364895005035742 51:0.7747358554441571 52:-0.2389248019587995 53:0.1373755312569686 54:-1.378594204054739 55:0.5582860637205856 56:0.3094913787686632 57:0.1215070766273388 58:-0.06026266074073986 59:1.01051999173764 60:0.04008961046781295 61:1.7954934715546 62:-0.2074048791622445 63:0.0447955759786353 64:-0.1486248890179684 65:0.6302079161638112 66:0.823096914186355 67:-0.4557476024712996 68:0.8242605572765509 69:-0.9623596946248878 70:-0.508656330795364 71:-0.8009908646110694 72:-0.03037179594463276 73:-0.2370860035918272 74:-0.1418887048112586 75:-0.1442302528215395 76:-0.6014132740260145 77:0.6707932854370495 78:1.059400259533495 79:-0.121713846907651 80:-0.2021565889082965 81:0.9287180454584375 82:-0.9122854079954683 83:-0.4198076224001278 84:-0.03638820146527577 85:0.4996899612387032 86:2.026003465474247 87:1.349428686670676 88:-1.072684906142727 89:1.310665279609801 90:1.481849860101967 91:-0.9571543264724885 92:1.192433780443881 93:-0.9013111360108529 94:-0.3301502343269461 95:0.3732407252256651 96:0.8166726155642141 97:-0.9005539653791954 98:1.196299216454488 99:1.874426124823055 100:0.05860095358604146 101:-0.7298601951949339 102:0.8933473010716143 103:0.3692997223389724 104:0.9955315518535968 105:-0.396170285722769 106:-0.185758321427924 107:-1.128568263437315 108:-0.2092994283863883 109:-2.374679004751929 110:0.2939656760784526 111:-0.162699491126109 112:0.677887935365075 113:0.7731319751625728 114:-1.925084919185353 115:0.8231670627453676 116:0.4772515534609842 117:0.116167945865514 118:-0.766521810136611 119:0.7861448474935305 120:0.744504807182777 121:1.072463279062456 122:-0.2968997771840228 123:0.440686809004125 124:0.742894352405021 125:-0.814101747593713 126:-0.1729051138167336 127:1.098054114389343 128:-0.1189840328792227 129:0.4694881482093335 130:-1.20403770364565 131:-2.343008924890175 132:0.08846027312121596 133:-0.3975362002291107 134:1.580861963055065 135:0.9881074082836665 136:-0.7741061284594488 137:1.757854515067875 138:1.955127930736481 139:0.7261359741908829 140:0.07822986994305271 141:-1.99220641169601 142:0.6839022797600836 143:0.7473236990902328 144:0.8117760031912018 145:-1.482539993694807 146:0.745906873586342 147:-0.02605325992628076 148:-0.4988696432783906 149:-0.1367874681719693 150:-0.3649232402882828 151:-0.9929858759002741 152:-1.214736630626207 153:-1.043208099258454 154:-1.937394882944011 155:-1.32353588061271 156:0.9508978322573807 157:0.16349866523152 158:0.4336574716673958 159:0.9622747092738103 160:1.100935057911223 161:1.205361225431225 162:-0.4786829332585163 163:-0.7524131474919353 164:-1.045503403055243 165:1.219974903728761 166:-0.02833660105213122 167:-1.321286526635048 168:0.530421272762176 169:0.6941964283468454 170:-0.1305048459247355 171:1.062113947721187 172:-0.9107513759779684 173:-0.8109008966493541 174:0.09227209715477973 175:-0.3447917928727731 176:0.07876630210518325 177:0.3767847344742731 178:1.8797221932628 179:-1.761328964632847 180:-0.9037582551781684 181:0.1200983354123961 182:-0.7110355734247822 183:0.9986091503411813 184:0.5155650000803275 185:-0.2027239082438762 186:-0.4799779928925516 187:1.301933420745808 188:-0.9052931987030024 189:0.1049191154166636 190:1.445480131826104 191:1.431127977715456 192:0.8440557084305441 193:-0.7366933536139604 194:-0.8547706219188804 195:1.719995829567172 196:0.7245958502350262 197:1.11136244469357 198:1.387488999775001 199:-0.1317305682070911
-1 0:1.511325589521837 1:-0.9965888103514311 2:-0.3149107002940988 3:0.008764261363875888 4:0.1590860565330923 5:-0.001159762905505417 6:-1.37994912659545 7:-0.1439316285305823 8:0.4119048989656379 9:0.2385487269048192 10:-0.7593711103273072 11:0.5968550568642571 12:0.8374859590165166 13:-0.3783015377798964 14:1.836909864635585 15:-0.285118389732302 16:-0.723270268482839 17:0.4764868073306949 18:-0.09600614242793472 19:1.627835020133962 20:1.975575028635406 21:0.04919679089928469 22:-0.8291172560667032 23:-0.2767699287060285 24:-0.2520490892775987 25:-1.464746235123301 26:0.2322780581650324 27:0.489544154086941 28:-0.7274241156295344 29:0.1987472807002197 30:-0.06570980923717218 31:0.05443905997597184 32:1.084527150747769 33:0.8706735624452964 34:-0.6991408609729559 35:0.4136302637299005 36:0.008569801050826139 37:2.266724509169934 38:-0.177389177040769 39:-1.339368149413518 40:-0.03909088295113525 41:0.3092789596784921 42:-0.9636596792831587 43:-1.063750105595378 44:-0.7758445051322291 45:0.5008762282082772 46:0.8812665743478076 47:-1.083355814622228 48:0.8555441245213898 49:0.4917781003136625 50:-0.5230806165592389 51:1.429878332161795 52:0.4071603902888237 53:-0.1457330149827722 54:1.684393405950429 55:-1.659347364032186 56:0.9979446616985795 57:1.232981398861353 58:-2.665647574476897 59:0.1962551990378229 60:-0.1937052763789688 61:1.758711861494691 62:-0.9885462241821187 63:-2.190375167099734 64:0.04670392867340342 65:-1.292074382396044 66:0.209777661557079 67:-0.2309092514728604 68:1.058781911392682 69:-0.1504416704672668 70:1.134933203974257 71:0.2130483987790689 72:0.7189766307971904 73:1.435081127483683 74:-0.9842184649339326 75:-0.2743403145281659 76:-0.509292100245012 77:-0.8713019193812257 78:0.7753620067750586 79:-0.3346900168106438 80:0.2422319033205733 81:0.1452115983792983 82:0.3591136576525376 83:0.9980970099229447 84:-1.497749777039563 85:-0.3195659501342451 86:-1.047174752990131 87:0.6882442386959081 88:-0.7761461812982003 89:-0.7472999223692031 90:-0.4701730631606181 91:-1.825667148153196 92:-0.4556205229098451 93:-0.2484584904187901 94:-0.572439131708611 95:-1.429624381089179 96:1.22152029609667 97:-2.724184563700457 98:-0.3437128944628107 99:0.2298388167483166 100:0.7276639783989254 101:0.1353210925979118 102:0.01242540451386025 103:-0.09756594632599506 104:-0.05909345165147135 105:-0.6206380508990293 106:0.9585809795650649 107:-1.174751762488365 108:0.123577007486902 109:0.4686081539579284 110:-0.773381333469784 111:-1.653606992232581 112:0.4705047428141289 113:0.4539095521530949 114:-1.953460783521615 115:1.718959320310637 116:-2.492336991856753 117:-0.8404116092050596 118:-1.038891815776141 119:0.2088209453099379 120:1.670262493104231 121:-1.646612406238191 122:-1.033743629925296 123:-1.123225806858803 124:2.429700990033087 125:-2.710365933357815 126:1.415890016359777 127:1.112291424992576 128:1.20893779027967 129:1.460801151548638 130:-0.1944036120887783 131:2.229486211776884 132:-2.34098343513135 133:-0.2468002979769841 134:-0.7542802772998205 135:-0.5326417101927315 136:-1.366222208239268 137:1.264127283336948 138:0.072052650035625 139:-0.8377691967102738 140:1.341865685450309 141:-0.6286500039931083 142:-0.9055035706787197 143:2.747731789135829 144:-1.2715374893103 145:-1.021018035844804 146:1.390686497100327 147:0.1747116183036372 148:1.218019875986015 149:0.5048505309353072 150:0.586921607061071 151:-0.5313335738652337 152:-0.7116753293863495 153:0.4946726863205342 154:1.172821439817018 155:-0.1393621424384435 156:-1.173585703786706 157:-1.924498606592214 158:0.09399060836876627 159:0.6013743192721703 160:-0.338972215123144 161:0.3876630861021403 162:-0.5681026068096179 163:-0.1646045740178332 164:-0.3359183180293492 165:1.174614716238928 166:-0.5898249459645534 167:1.182849312640785 168:0.1062627904542122 169:-0.005614036288777421 170:-0.3997485470957467 171:0.3363431731103073 172:0.3738227693380219 173:0.1725411473648898 174:-0.9405155079086657 175:0.03134560249932479 176:-0.1149376707503481 177:0.4279330035818989 178:-1.243018744322105 179:-1.373349590152131 180:-0.4027379653455186 181:-0.4461099556904194 182:-0.0569094956921485 183:0.3141000098725442 184:1.095278839287282 185:0.8468894674095943 186:0.3535151203370326 187:-0.2253566128012853 188:-1.697261843935751 189:-0.7773147517556597 190:0.2070716127455033 191:0.5086619062642366 192:1.072132517238811 193:-0.3902275574875779 194:-0.732916336528552 195:0.8391891136908651 196:0.5587856933885051 197:0.9820790993198061 198:-0.6558856867332614 199:-1.393252238089224
--1 0:-0.233553363660968 1:0.07161014940394311 2:-0.3557759234294052 3:-0.4934725115338033 4:-1.201558034585553 5:-0.808415359900242 6:-2.085488115962848 7:1.034131491938776 8:0.2586632423570573 9:1.090896685496425 10:-0.2380297394401803 11:-0.7208258250354593 12:-0.5367085887793702 13:2.175714443903284 14:0.8226256640980166 15:2.107278525784612 16:0.2019119285283549 17:1.132555746716515 18:-1.265974782893333 19:1.234494130199358 20:-0.687583145679283 21:-1.267593151964506 22:-0.246681723273673 23:-0.3449110194111427 24:-1.653941845791921 25:0.3318057357792605 26:-1.361108527799265 27:-1.695310354631629 28:-1.312643399921792 29:0.351997216507612 30:2.230189444695342 31:-0.7024919637483847 32:-0.8247537337519666 33:-0.5058237895769602 34:0.4084943089444043 35:1.096549652689907 36:0.6190243946688364 37:-1.371627196163854 38:0.2823250269294532 39:0.6280532953158091 40:0.2279844011058797 41:0.4652850180569874 42:-1.016077005653012 43:1.758016687342772 44:-0.9773522869974615 45:1.863425373952088 46:0.1074352073926271 47:-1.474254382354759 48:-0.2875592948304659 49:-0.6852340775595915 50:-0.9887021978566222 51:1.324281308204421 52:0.5574264517556616 53:-0.9559755232164825 54:1.287799011088728 55:-1.443475782242811 56:-1.588056465925118 57:-1.434360912251852 58:-0.3768127557046717 59:2.137448012664952 60:0.3775281497297217 61:1.907359724668988 62:0.05445712242670849 63:-1.238929847324761 64:0.6498781106216455 65:-0.7175542990931179 66:0.07712293840021074 67:-0.9802317483958584 68:0.7033091532554925 69:-1.606242887991359 70:0.1847742995555116 71:0.9672012271387385 72:-0.1745373695722754 73:-0.5418007325515328 74:0.9463008606743868 75:-0.351679857481431 76:-2.073630370313988 77:-0.08865015353664064 78:-1.50487966631899 79:-0.8808918861636504 80:0.2007073490431647 81:0.5663750394101539 82:0.05557839480969658 83:0.9289460879971461 84:0.7287789009290331 85:-1.234234880267973 86:1.589053877251445 87:-1.59371599568586 88:-0.5810673892568394 89:1.027334101766864 90:1.357838446634078 91:-0.2406026537722916 92:1.005202326681676 93:-0.3609359721179591 94:-1.283290441513176 95:-0.4721111713933557 96:1.78878566481149 97:-0.06745483868018441 98:-0.4470635949592917 99:0.8599599198863552 100:-0.1634312314319409 101:-0.5181903248472637 102:-0.05646077213344278 103:0.700443926907818 104:0.8133334779992709 105:3.179546218803883 106:0.1158106182563438 107:1.003079300531426 108:-1.237348648417108 109:0.09205668538883226 110:1.659451060508488 111:0.7662783816284379 112:0.1881773217179402 113:0.5817060679637717 114:0.6816640883784157 115:-0.9272116231357196 116:-0.5050625879232186 117:1.842286293658014 118:-2.176619761003982 119:1.474670335273758 120:-1.57704900555112 121:-1.676671651859045 122:-0.3990918547125284 123:-0.3666604128666774 124:0.6277973860665157 125:-0.5026714168712556 126:0.7180949477392379 127:-2.214969646838005 128:1.341939421476779 129:0.242716392155747 130:1.264373924387715 131:-0.3614730740478057 132:-0.2486042987879853 133:-0.3486780115329025 134:-0.4531650560360238 135:1.046950306515811 136:-2.349670177933123 137:-1.121083270893255 138:-1.806136884581346 139:0.6212880778865649 140:1.08504831192206 141:0.9382229981132143 142:-0.158782689615174 143:1.666584052450538 144:-1.06192037916414 145:1.439446659306406 146:0.9602277270465418 147:1.49431805274451 148:-2.461178927699335 149:0.2957774404720753 150:-0.3341597046812886 151:-1.047630270253716 152:-0.2156739373614658 153:-1.191524770430715 154:0.9347604715240533 155:0.0689536607198048 156:-1.12691922435688 157:1.87086837492594 158:-0.3576130350504008 159:-1.17574102530701 160:0.6204024356515998 161:-2.025694257451124 162:0.2312708730577745 163:0.5228679427864226 164:-1.146404983021112 165:-0.5526838609158884 166:-0.424556470970672 167:0.5379703750015984 168:0.6987484723500588 169:-0.8252357898969475 170:-0.9660992369656314 171:1.123195419968502 172:-0.8468342580175522 173:0.1748732799702772 174:-1.248580682844806 175:-0.546994503067067 176:-0.08969008712510454 177:-0.02134362761600652 178:-0.35581219880729 179:0.3185677166025094 180:-0.7634374303018674 181:0.1886787677928064 182:-2.004298040182739 183:0.4826037576753145 184:1.051048934138993 185:-0.1070887692878969 186:0.6769164618948676 187:0.1163673014573961 188:0.3201873218012745 189:1.459018748186019 190:1.428860617330595 191:0.5504895335885829 192:1.50643918678663 193:1.918425139504229 194:-1.576343123290048 195:-0.1446359900504393 196:0.4514584764536143 197:0.3053711750717206 198:-1.181780746271755 199:0.2122875083082874
--1 0:-0.4089599662952532 1:-0.09295712031601336 2:0.2783313778126844 3:-0.6005299597132662 4:-1.157257032820086 5:-0.3533982904011699 6:-1.768874695774998 7:-0.8835548115759321 8:-0.003744065887508349 9:-0.1185582056496543 10:-0.9953859677908429 11:-0.1842490057257531 12:-1.681404544829373 13:-0.05064781482943974 14:-2.713027263697404 15:-0.2069976004357995 16:1.168376072150953 17:-0.7926374991195728 18:-0.4962963587126002 19:0.6930017559794361 20:-0.3840247478858216 21:-0.1398563791576917 22:2.356071698906603 23:0.400359959914977 24:-0.0935036217460927 25:-0.5227576923447184 26:0.8654711324844203 27:1.329460104141463 28:-0.2235745944341007 29:0.3814603665748268 30:0.4581445129649279 31:-0.3828141926603796 32:-0.3721276990155977 33:-1.156443342617685 34:1.805412182369561 35:1.663137978848361 36:1.068628253875615 37:-0.1782735896129257 38:0.1810022053718104 39:-0.8298280310825132 40:0.2942600711919456 41:-0.4238336201336642 42:-0.4063340186972414 43:-2.129097477342898 44:-0.1719232145749667 45:0.2179977073195782 46:-0.2525227463310004 47:-1.168178559958351 48:1.055283810274081 49:-0.4979543975285058 50:2.259136214593358 51:-0.9260026806350153 52:0.8608707536410903 53:-1.080267076349235 54:-0.2701381272161951 55:1.070649292594435 56:-0.1678706109907599 57:-0.4411076017389029 58:0.241669213025511 59:-0.2918719877134062 60:-0.5453353909073595 61:-0.6939762963597363 62:0.2118676424615144 63:-0.7221868055956 64:-1.54847864632481 65:0.7854758000474504 66:1.313935925637768 67:-0.1740730310829716 68:-1.723592389240063 69:-0.1705742074060942 70:2.505877631123524 71:0.6251657795731737 72:0.2751668743616474 73:0.02968144815856528 74:1.623379658828141 75:0.8683164250582392 76:0.07193835428764235 77:1.495846446175844 78:-0.5595263973422464 79:-0.269209133163164 80:-1.369362570991637 81:0.4375544451610946 82:0.7460210923571869 83:-0.2933146430111758 84:0.3741033172782313 85:0.2106210225699628 86:1.654083463357103 87:-0.8642581055997948 88:-0.1081747452197215 89:-0.3976999217278203 90:0.6616246122312071 91:-1.26182151208467 92:1.132144439882582 93:-0.2980867724165805 94:-0.6460765859810426 95:-0.1449327572872227 96:-1.727710613108264 97:1.67331292824457 98:-0.2501682915406569 99:-0.08096989237798262 100:-0.3644569750353232 101:-0.9929725021068763 102:0.5947080537033965 103:0.2658572852683387 104:0.8432009584856058 105:0.4832121167411678 106:-0.604467790076511 107:2.490534640909657 108:-0.8192289418989925 109:-1.143975299615946 110:-0.7677212543552974 111:-0.9025292251500702 112:0.9170508893646743 113:-0.4309409596375035 114:-0.1520922416016429 115:-0.02985009073108014 116:0.6075961047398056 117:0.0188953788532267 118:-2.171504663702205 119:-0.02138440424714858 120:1.17889983854502 121:-0.6422598366796365 122:0.7978056312152861 123:-1.241212434508207 124:-2.757407567675179 125:-0.7170792136509099 126:1.51102442194827 127:-0.3303715100733057 128:0.2513176973575544 129:-0.548405243008644 130:-0.5480305343234816 131:-1.107671275446128 132:2.26204529026271 133:1.142089583902227 134:-0.1550138365884977 135:-0.2573427414881649 136:1.318773935468552 137:-1.369891250763597 138:0.07429419181343767 139:0.0660613990007374 140:-0.7536265990675399 141:-0.2571203393756823 142:-0.1016482706873218 143:-0.8111649349781431 144:2.382982216487644 145:-1.586893525420316 146:0.9117913534644595 147:-1.934654542617108 148:1.669728325708941 149:0.3618852999127242 150:0.5517562925603361 151:-0.5790945694211991 152:0.6278769520648176 153:-0.8032539578483651 154:0.289117543196746 155:0.844538902744877 156:-0.1008175778983014 157:0.4813865185670954 158:0.5100092934006266 159:0.1829879910079369 160:-1.666227165936431 161:-1.219076070025967 162:0.9653154032825803 163:-0.3020321591244428 164:1.112077081591012 165:-0.7622454195886353 166:0.6646968166259023 167:1.458350513961171 168:0.851824728866541 169:-0.1420681621733177 170:-0.6396132915165309 171:0.8986410033482937 172:-1.132345214367589 173:-0.5641487741167776 174:-0.8951086334741719 175:0.6573404605634515 176:-0.4877037843910393 177:-1.550544094542981 178:-0.9208113830541443 179:0.4716272449795026 180:-1.04787330750942 181:1.595976951576003 182:0.2193664588709816 183:0.7430462432692455 184:1.357896427361502 185:0.2945887810643303 186:-0.1521648071793268 187:0.748882757936062 188:0.8172344956364892 189:0.3132200528620759 190:0.3931403428089115 191:-0.7278636003927857 192:0.447189591922469 193:0.4884467358257396 194:0.1608577020303173 195:-0.02315432733899623 196:1.212980373090824 197:0.6930783281325007 198:-0.01705499828172924 199:-1.940224811718188
-1 0:0.06283650291769281 1:-1.252755875112099 2:-1.97462291446634 3:1.440228421495723 4:-0.5078297933044628 5:0.6174640959271888 6:-1.562000045646142 7:-0.5010727707438035 8:1.307548163973773 9:0.7789714841193105 10:0.9662055678809238 11:1.419015911172155 12:-1.547075219848852 13:1.900621831860227 14:-0.6163351615116052 15:0.4787854568739375 16:-1.395720216467021 17:-0.5959400237094481 18:-1.159395586975739 19:-2.38650583682083 20:1.018660650165787 21:0.741131765694063 22:-0.6771971430353741 23:-0.3440754681559157 24:-0.5064312891819468 25:-0.2261574882741301 26:0.7734658042326233 27:-1.155129537753332 28:-1.310951138250215 29:-0.4849340053113667 30:1.604986266188326 31:2.633674249796905 32:0.2913272751170624 33:-0.564847319219459 34:0.6404745048379363 35:-1.156250622739206 36:0.8372654504164866 37:0.9537218040574499 38:-0.2910950700739141 39:1.629193583965156 40:1.164526853508216 41:-0.8693870620756743 42:-1.225007939425553 43:1.510253772238808 44:-0.2811880256379464 45:-0.3470116623030719 46:0.2219677647787201 47:0.4384172619719901 48:-0.1756614921783533 49:-0.4571698623055468 50:-1.394633712224282 51:0.6084699127346352 52:-0.2138822600802801 53:-0.0470105176104732 54:1.022309682865863 55:-0.1714813027180055 56:-0.1641688504270532 57:1.102816182179859 58:-1.228694837604979 59:1.637385893824341 60:-2.16822477033383 61:-0.5406788355378803 62:0.6256747792187032 63:-1.282719481337962 64:0.8653022117662178 65:-0.001651216639963718 66:0.9451474586857679 67:-1.04349552419779 68:0.655953103836321 69:0.08306725192375901 70:1.630349358628858 71:0.1264927569984206 72:-0.003534613685315156 73:0.1851228859841008 74:-0.9493005229296976 75:0.7530352827396508 76:1.419048616054114 77:1.689593656105814 78:-0.6840915496082585 79:0.4854753563253073 80:0.01796456376637328 81:1.300989104186602 82:-0.3274512724292782 83:1.680590977057591 84:-0.9041838513981578 85:0.3081584361360825 86:-1.742255131540932 87:-0.9132807762207947 88:2.202177068231894 89:0.4740061689595344 90:-1.322969496941768 91:-0.3118985234702014 92:-0.8808183758162992 93:-0.6249532704509951 94:0.6689000710467571 95:0.5700043229380835 96:-0.2763924070606166 97:-0.3225841586611924 98:-2.419555065973507 99:0.4749044609688191 100:0.6001135598424356 101:-0.3351397982564573 102:-1.101074695029443 103:0.3444122461324383 104:-0.3038869363108742 105:0.4178170921988449 106:-1.753873041198631 107:-0.294542243196189 108:-0.8265008939214474 109:-0.5330627584484167 110:-1.108928450170156 111:-0.5067144209573794 112:0.2351839128707931 113:1.009439528384265 114:-0.07390676954581205 115:-0.2602047680874843 116:2.079752534288275 117:-0.3125196026692273 118:-1.247242422873559 119:-0.4786441869782203 120:-1.069937696493718 121:-0.6357793349002453 122:-0.4447927536141124 123:-0.8728703470400573 124:1.6576476818518 125:1.559023249693326 126:-1.748904519958134 127:-0.5955048336475958 128:-0.9815429163973132 129:0.02097192448651604 130:0.5776679650333754 131:-0.8504233165608928 132:-0.251424379762349 133:1.290030517816988 134:-0.06998582017582254 135:-0.22410338853403 136:0.292700412432288 137:1.869450402019493 138:0.4239363948284508 139:0.6572098081508795 140:1.096739647349604 141:1.36328904208555 142:-1.342941650484739 143:-0.7626595720125375 144:0.7716237646657403 145:-1.294689305688874 146:0.8929547899594463 147:-0.2973105030139588 148:0.1580621293829075 149:-1.922489358649208 150:0.7169981455707806 151:0.4075200022629248 152:1.223854994948464 153:1.165855284066484 154:-1.599213091583415 155:0.4213663900549519 156:-0.7357111652921224 157:0.05458591586703471 158:0.2698173168657118 159:0.4828603768254451 160:0.3164761871282079 161:-0.9196887422056659 162:2.869854862864844 163:0.4224843501866212 164:1.162932004975655 165:-0.4190783109314893 166:1.87314923154111 167:0.6564756850701672 168:0.07825320374182258 169:-0.7091782524717182 170:-1.707705647355459 171:-0.737686564581831 172:1.175870701454484 173:0.09947653502575322 174:1.436818045714714 175:1.141971531266423 176:-1.219855667615804 177:-1.215366438444612 178:2.045824712985858 179:-1.302018419473976 180:1.607034352872033 181:0.4052520226961309 182:0.4473613498796996 183:1.106030944773043 184:1.415906161081913 185:-1.44707743637022 186:0.8393217464115791 187:-1.871297915685858 188:0.02814423191255123 189:-0.1697736829572617 190:-0.210690590814828 191:2.024502540401952 192:0.6474447642121285 193:1.55657688891128 194:0.1893324170497197 195:0.2960153408255263 196:1.46926429803382 197:1.005521090140862 198:0.6734271639617904 199:-1.154502046172821
--1 0:-1.013790490118799 1:1.180731103957708 2:-2.010003251461506 3:-0.404946293534603 4:-1.266832128798421 5:-0.7336702419632515 6:-1.926069179192148 7:-0.5929021359615725 8:-0.9177849365064437 9:-0.1381793797988828 10:0.9776379520674114 11:-0.5593791189589423 12:0.09271952172473923 13:-0.08513307887422136 14:1.453093478993812 15:0.3046743403265502 16:-0.7601081899209436 17:0.9818916681720203 18:0.7038162101796105 19:-3.096352331333246 20:-1.007333772448088 21:0.01963138688733496 22:-0.04051527959698702 23:1.048358142188742 24:-0.6234777445472518 25:-1.660909904009698 26:-0.9152255037814974 27:-0.6442955865512473 28:-0.001237361235725129 29:-2.042762692992053 30:0.212699649281134 31:0.6228202507151951 32:0.1452716684089087 33:-0.0986337617596889 34:0.2428488377867077 35:-0.7475627386797199 36:-0.240723470043553 37:1.485814104709018 38:-0.285928078494122 39:-1.362389910974807 40:-0.8227720934275768 41:1.416580036422947 42:0.03782037391469295 43:0.2442720298152033 44:-1.061027755932118 45:-1.34442189255716 46:-0.6160956526604353 47:0.03702390965387436 48:0.3065284696072206 49:-0.3591213098322696 50:0.1018725056990423 51:-0.1628412684331436 52:-1.920169139862793 53:0.09250341481865187 54:0.1465212060326676 55:0.4015247570986319 56:0.7800182839098977 57:1.180687329650911 58:0.3117162620808963 59:-1.072733044776617 60:0.8881699440182466 61:-0.9137914101007627 62:-0.4535908341842814 63:0.154503495884151 64:0.4308140567936691 65:-2.270334203265072 66:0.4911853293368881 67:1.451378235130377 68:-0.7900995333801728 69:0.1462566589195512 70:-0.7150558792047119 71:-0.1130403730838074 72:-0.8373793203484252 73:-1.034829006626012 74:0.4757754277831369 75:-1.307429213982368 76:1.261326521022047 77:-1.156400964411269 78:0.8911991795914677 79:-0.7811673628099181 80:0.8735114087379453 81:1.161453458068066 82:-1.486423522698819 83:0.1600838168488617 84:0.9949631774998162 85:0.04843611102134254 86:-0.5722068303531843 87:-0.6896503397623436 88:-0.280833251798158 89:-0.7267313960459344 90:-1.375367975818196 91:1.186883983182144 92:0.3065038314408385 93:-1.256039179332182 94:0.7648540305899085 95:-0.7086826477125349 96:-0.5432299195634127 97:-0.7757460444911765 98:-1.053913044647135 99:1.214840737126708 100:1.010592979893432 101:1.303835108854176 102:0.5605422605703193 103:0.7986647541613903 104:-0.4640214708430453 105:-0.2251367309611519 106:-0.206769249746214 107:-0.06503596387040667 108:0.6561939447927677 109:1.504480223000165 110:-0.7648418166839989 111:-0.1434915035227243 112:-0.04052410586950309 113:-1.172689117623557 114:-0.6134070759521216 115:-1.29418631662227 116:0.4042495790812411 117:0.9834105789971544 118:0.2286223961861076 119:-0.03711660827160426 120:-1.515838063374758 121:-0.9569362200303361 122:-0.322167852952825 123:-1.424312919861106 124:-0.6218874961259768 125:-1.176084825432808 126:-0.5366360772305039 127:-0.5062450716717313 128:2.81969173933722 129:-1.145353487506267 130:-0.2637421114010977 131:0.04224379742162459 132:0.7398471561008514 133:-0.9351845077173438 134:0.04047158809650728 135:0.971711358293026 136:-1.293002105756773 137:-1.591834706752519 138:0.5089330001765899 139:-0.7072988810103203 140:-0.4808460446198969 141:0.1890478822042809 142:-1.938026737397784 143:-0.5633783649547687 144:-0.8036733492157642 145:-1.192658080821539 146:1.125106617433279 147:2.277117320868195 148:-0.09651785391474618 149:-0.0671897267288542 150:-1.020144665948752 151:-0.4786969809002348 152:0.7435787908668687 153:0.09936463513156386 154:-0.6075028269419774 155:0.5511812093982573 156:1.77273325214739 157:0.5293778376028425 158:-1.814584622465023 159:0.6418162945458341 160:0.3750029514969918 161:0.9058493703054814 162:0.5790232031094827 163:-1.305119694866931 164:0.5728172424206839 165:1.207767513806237 166:-0.3688245988938493 167:1.563593286205097 168:-0.003259487930159466 169:0.2023653215586362 170:-1.671253174710478 171:-0.1345324873736742 172:1.607452443812037 173:0.8416999116249442 174:1.993386006214894 175:0.114147120812622 176:0.219066754927862 177:2.004773086686258 178:0.7751259972946092 179:0.3082115158507363 180:0.8792585207214769 181:-1.678359764810957 182:-0.079554386235972 183:0.1833818761473169 184:1.629482114396366 185:0.8196881860424877 186:0.6421418244121901 187:-0.2876019866012958 188:1.723135729968435 189:0.8002341402141933 190:1.353570266435157 191:-1.593263235729721 192:0.01967315095480288 193:-0.3705797407555725 194:-0.1167324155944077 195:-1.213881162444905 196:1.029547635375304 197:1.155205089078234 198:-0.1079673223461847 199:0.3505918556275356
-1 0:1.579243793547852 1:-1.801340724182557 2:-0.3521271005812909 3:-0.2951043682651984 4:-1.614346157706743 5:0.6329753756537789 6:0.5170674088413404 7:-0.8394525105495048 8:0.2606392737406509 9:-0.933353300416657 10:-0.2005640763357935 11:-0.4200719626365679 12:1.356490249688573 13:1.494452778799208 14:-0.02198581317986665 15:-0.2551937634077409 16:0.1850243810062707 17:-1.398464421869184 18:-0.2061970519731949 19:-0.7915209719878625 20:-0.3035394245812099 21:-0.1094641827061687 22:2.874628365045901 23:-0.9239145037265678 24:0.4162747679162176 25:-1.293698106703931 26:0.9346812072210401 27:-0.1279027124327198 28:0.2683597264294594 29:-1.391655326350149 30:-1.081337730095097 31:-1.058502758089663 32:1.255068958058261 33:1.186016109385339 34:0.2758126832008299 35:0.4335470131153606 36:1.964403542857643 37:-0.1540647253469198 38:-0.6751079454346868 39:-1.220618856987477 40:0.7673512630764691 41:0.4386748380272709 42:0.1365656958441346 43:0.07747219834917439 44:-0.299845751530141 45:1.677519899579078 46:0.1025481958530052 47:-1.780212578031403 48:0.6082603047307885 49:1.135482355877659 50:0.5698685534846405 51:-0.7704287785169799 52:1.041648756059738 53:0.02543028348366831 54:0.1747026675532967 55:-1.000477310301926 56:0.6724512970046368 57:-1.03260931598888 58:1.070036769900671 59:1.234757591123126 60:-1.28178284516491 61:-0.7877555432945761 62:0.1457048774185473 63:1.666424255314874 64:-0.4629351606564751 65:0.5324807168443624 66:0.01998598603100129 67:1.267081020428112 68:-1.611132970126508 69:0.2630154910592147 70:0.4405679420315231 71:0.7791767346472925 72:-0.5196572757010953 73:2.098179243029647 74:-0.4580093726158405 75:-0.2247420645721087 76:-0.6629267958817754 77:-2.208795694312433 78:-0.7352108264666223 79:0.8184402164548918 80:0.2645772955696318 81:-0.180327080303172 82:1.906775126760196 83:-1.116780452957955 84:-0.3491329546157968 85:0.5125974920405464 86:-0.7224457617453482 87:0.8335662323169293 88:1.067360610044309 89:-1.915351067105057 90:0.5760210140855518 91:-1.519624221194383 92:1.278688432793341 93:0.712689142407526 94:-1.354498378010813 95:0.1731596560034962 96:-0.2665554869803399 97:1.386781878100211 98:-1.207268616238083 99:0.380747287376114 100:1.328007549458435 101:2.814532195967444 102:-1.973643493274577 103:-1.392366517069243 104:1.106125176240545 105:0.6091582433034675 106:-0.7225298259256198 107:1.617991278488757 108:0.5565907950082193 109:1.935169785830779 110:-0.7359355557649205 111:-1.094529308637318 112:0.6199402234532182 113:-0.02146074631491972 114:-0.7303799938630071 115:-1.712282146654979 116:-0.3829099579891786 117:-1.476895108713256 118:-0.2729791727981508 119:-0.8724910950402948 120:-0.8773058367563396 121:1.097156623412997 122:-1.080588225873878 123:-1.151558210376341 124:0.02993858572742625 125:0.939134815837954 126:-1.781115920232986 127:2.073888299668355 128:-1.344876485414047 129:2.867546517098305 130:0.9400169459454204 131:0.0882513574094165 132:-0.7552509106596355 133:1.274810213459442 134:-1.064951586282981 135:-0.1125917639771188 136:2.19830636279652 137:-0.1784597031932813 138:1.504072586706278 139:0.2343164689817243 140:-0.2164461825152216 141:-0.3137645866154275 142:0.8852139287671095 143:-0.5521649401588888 144:1.142268563198513 145:0.8087893948003221 146:-2.222363306805617 147:-0.04138329839022532 148:0.04909603514150774 149:-0.5260766816958969 150:1.091670969845011 151:-2.108066725573219 152:0.5746489328746858 153:0.2341131074234471 154:-0.6423534638410946 155:-1.94030132254329 156:-1.512195992965656 157:-0.2002008672884087 158:0.684365366001646 159:1.171576669788483 160:-0.5174436831958781 161:-0.2825594734243081 162:-0.3108226020755335 163:0.583096978807021 164:-1.574338442850734 165:0.790269775215066 166:0.1371955867795067 167:-1.389430089544526 168:-2.005553425087843 169:0.5319951254638312 170:0.3246735605806652 171:-1.464146173158501 172:0.4601955897873335 173:-0.5584894144710274 174:0.7403217686180543 175:1.385660522954354 176:-0.490033756426059 177:1.102164009402544 178:-0.5742419904189671 179:1.911930200630811 180:-2.082830711033033 181:-0.1500250551160607 182:-1.693941516426066 183:0.093954056694288 184:-1.287989120125239 185:-0.2487558166902771 186:0.1163226368286833 187:0.5304838873700705 188:-1.025899929213614 189:0.02316256554881894 190:-1.221527091263809 191:-1.234096949760682 192:1.532516434332916 193:0.112432106665278 194:1.103969852459447 195:-1.715903894670123 196:-0.4750376937140701 197:0.7354373112954871 198:-0.5098771806437132 199:0.3315633032659053
-1 0:-0.8898361097504187 1:0.04038183864766055 2:1.19022530001436 3:0.8700958707879864 4:-1.704887837353118 5:-0.01058240648391867 6:0.3798493394316297 7:1.157669285015041 8:0.2864810839196671 9:-0.3327849420082868 10:0.02134909085215312 11:-1.579719611553111 12:-0.32503417698276 13:-0.3330708707687365 14:0.8621912910237995 15:-1.588791227401492 16:-1.193773647436759 17:-1.102393795186499 18:0.6037084943157379 19:-1.182217636522822 20:-1.631225843679017 21:-0.7292463937705292 22:-0.2503608027800717 23:-0.8827879963440487 24:1.696906341638417 25:-1.513169124602423 26:1.738052603315949 27:1.831751959864927 28:-0.8451903845034416 29:-0.5416872147796072 30:2.364367930636694 31:0.4103426571415786 32:0.3330125013787982 33:1.944287630358796 34:-0.3638914797704089 35:1.799473758548901 36:0.4132485379640801 37:-0.6602567073438719 38:0.3851183936132085 39:-1.852719870768744 40:-0.8417190576450113 41:-0.2751082515128267 42:-1.164046558103331 43:0.2931053338779871 44:0.09642633300958064 45:1.844979493168027 46:-2.038081000808685 47:1.364466524231124 48:0.6000539588900078 49:-1.472390013125389 50:-0.81115752764034 51:-0.5488927585540222 52:-0.6457457218855154 53:-0.8266212789172106 54:0.702160077019272 55:0.7706054023695105 56:-0.3067061451824647 57:-0.6579688062078104 58:2.343907867126331 59:-0.8844039102622629 60:-1.205625905876423 61:-1.075487249736675 62:0.6748725134610933 63:1.845109414550635 64:-0.9924288801312434 65:-0.5718575657080848 66:1.460904674988696 67:-0.8578171043117909 68:0.2715961571799229 69:0.08820610835382478 70:-1.001769151829402 71:-1.179573687696699 72:0.4215703207036502 73:-0.5388690131598414 74:-0.3912264976606873 75:-1.15485884623818 76:0.3349879068534058 77:-1.914507548148377 78:1.691884711123826 79:-1.529343991173904 80:1.012999053967249 81:-0.8001358364303864 82:-1.489618631497632 83:2.008163244398686 84:-0.9311800463357874 85:-0.5569394095567529 86:-0.841063007310233 87:-0.7145615941717669 88:-0.8215545318566402 89:-0.1969518122360238 90:-0.4736243412323323 91:-0.8759905042788092 92:-0.3043977995412326 93:-1.615635553358632 94:-0.931942679561685 95:0.1624371852876395 96:0.9027132080379894 97:-0.7235300732653019 98:0.6604041258977608 99:-0.4299529886587815 100:-0.5081550992035716 101:0.06552094302556542 102:0.7266174166425161 103:0.7724401343660401 104:-1.192139936383564 105:-0.03969417867914189 106:-0.6287614011373863 107:-2.573996214982331 108:1.010170016564571 109:-0.3957426811847199 110:1.691971712246406 111:-0.4377148530838836 112:1.110434658140648 113:-0.4574139681187526 114:0.272050084535387 115:0.8681868604441592 116:-1.579220676150901 117:1.455674191413856 118:-0.8831298380802591 119:-0.5574410019151392 120:1.242210438092384 121:1.484330266694782 122:-0.4237945522236283 123:0.1444437814085358 124:-1.828647700879895 125:-1.201676485707562 126:1.615185944930003 127:0.6338134326117061 128:-0.8894223596286048 129:-1.374384724790918 130:-0.427571782910709 131:1.170116685481718 132:-0.3802027591804985 133:-0.4252618324963672 134:-0.3967206297952171 135:-1.084733789654077 136:-0.2423940097200053 137:-0.188846385217105 138:-1.527542792988139 139:1.877410973829929 140:-0.4879625461342934 141:0.1162338168745026 142:0.004286876670348149 143:0.1755262928032286 144:-2.160584257253256 145:1.947789359251339 146:-0.04368219644547552 147:1.126507482252919 148:-0.8224056925587332 149:0.9136886418182811 150:0.8641210633000198 151:-0.1406532155905182 152:1.457013693940041 153:-0.3869790685109171 154:-1.981846527023583 155:1.287137739029132 156:1.526379221006415 157:-1.57288019916034 158:-1.195866568320995 159:1.290851215322571 160:-0.5932672524911976 161:1.240269679651071 162:0.9836882691877306 163:1.427866910289526 164:1.191823854117772 165:1.590627545652502 166:0.2163342020123314 167:1.426402909383537 168:-0.003580456183317174 169:-0.7389420838565436 170:0.7563651423315912 171:0.2299085284379702 172:1.744326183152928 173:-1.014821362278153 174:0.5598056219341585 175:0.05270577797098019 176:0.9044647895631845 177:0.4796443779725592 178:-1.196265660433513 179:0.5233822410316432 180:1.115723744108343 181:-0.9220896452624877 182:0.3961507047111932 183:-0.9442034789579167 184:1.369729807156272 185:-0.04935787120886158 186:-0.367273020040139 187:1.569814625765217 188:0.08230135503222623 189:0.6158825947448874 190:-0.2198808015399911 191:-0.2420507986048842 192:-0.5731701653054224 193:0.04830291011393432 194:-1.011750650923208 195:0.5215637965474803 196:-0.482323433713744 197:-0.6068419005362042 198:1.132893466864501 199:-0.6104648365259451
-1 0:0.02565329026172795 1:0.421534097090546 2:-1.86962800240346 3:1.836010466047601 4:-0.6759377304516037 5:-1.194499259161478 6:0.8392651815680442 7:0.221776738850116 8:-1.403470289606511 9:1.29840384841944 10:-0.2544546703312426 11:0.520816638083606 12:-0.3841376787165166 13:0.7677940421943259 14:0.436674118083631 15:-0.04272456255302932 16:-1.368314742540052 17:-0.6430581299285359 18:0.4073954499156615 19:0.1921812586967632 20:0.05321886271147228 21:-2.029876678467457 22:0.5588105170509425 23:0.001462539849549454 24:1.899653376825595 25:0.8787697382039354 26:-0.1709989595366748 27:-0.01602214747371371 28:0.9237488528752942 29:-0.2627082628507488 30:-0.9496460252769399 31:-0.55346488595882 32:-0.6871367546288359 33:-1.038355208652877 34:1.240022767825783 35:0.2010583129898076 36:-1.372932454235318 37:0.8043505867434513 38:0.248996966073684 39:-0.3236393541198028 40:-0.3816799155216646 41:0.1681812544376733 42:-2.009373928725318 43:1.460308574246415 44:-1.578990785423443 45:-1.204137079348006 46:-0.08224694209100444 47:-0.2226245256940738 48:1.678683099081093 49:-0.2532302569382953 50:-1.515242026828512 51:-0.4049379913475545 52:0.06575720033964989 53:-0.3648315276410916 54:-0.6352222259401121 55:-0.992418388299969 56:0.1416742014166891 57:0.598406050762767 58:-0.8334671770365103 59:0.6289123154812895 60:0.950032338877284 61:-0.1842314100827906 62:-0.9661452787145416 63:1.12560124166484 64:-0.1347403942775154 65:1.255451248725783 66:-0.2140737801610793 67:1.262016833646476 68:-0.6939722594647857 69:1.142561225100044 70:-0.9133236145538677 71:0.2431850541667795 72:-0.4722642913307761 73:0.3168949639623342 74:-1.049758562372566 75:-0.310114031693035 76:-0.8890330950451865 77:-0.8170489123669524 78:-0.1618363854800202 79:0.5995473215807575 80:1.787760493422874 81:1.152016856768893 82:-0.2291268900041159 83:0.7441141362697755 84:0.6864194343475399 85:0.3449148595911685 86:-0.2437498124320892 87:0.6552594428466643 88:-0.5469435068490536 89:0.04446113055217183 90:-0.4600257296107693 91:-0.2750010322104842 92:0.06676255186541123 93:1.461622500855571 94:-1.258241201774711 95:-1.26060465328707 96:0.3726045505918538 97:-1.12086092667817 98:0.1664798550819912 99:-0.2088838386568372 100:-1.063486642563946 101:1.236536398823407 102:-1.400412926584541 103:0.6453434395489233 104:0.4091308391620018 105:1.104843434389136 106:1.454078475926351 107:1.477456271195607 108:0.7917364288268407 109:0.5810125357255995 110:-1.607309327373291 111:-0.255555921645108 112:-0.1323091857604743 113:-0.3317301422106634 114:-1.358193832853194 115:0.4221762931909671 116:-0.3549381036113043 117:-0.6040474090010612 118:-2.147131864409475 119:-0.2544599080232357 120:1.460765399845446 121:1.615038521317586 122:1.545296933084982 123:0.4078546516144517 124:-0.2054682719732112 125:2.08251214189179 126:-0.01473834740817584 127:0.9788332060514635 128:1.0695304935017 129:-0.9629902704599037 130:1.444045551489865 131:1.048275634865114 132:-0.3697106958095791 133:0.5580922922815256 134:1.187652529087532 135:-0.7416371735080839 136:0.1083360826110878 137:2.605683639035 138:-0.8973128787158491 139:2.053523035566179 140:-0.0536000023028276 141:-0.1791009679884757 142:-0.6149814159195227 143:-0.2029652552522145 144:1.913574308980463 145:1.710234274550285 146:1.951247074381763 147:-0.4297552770638536 148:-0.1536522040792153 149:1.186223805206774 150:-0.1026296342724821 151:-0.1648553632272402 152:1.461187305565379 153:-0.1006479621252988 154:1.273427725816965 155:0.2122892925732469 156:1.299241071595645 157:-0.3159624979007728 158:0.1123597477440374 159:0.4232386703180859 160:0.2970064425050549 161:0.2664735900606242 162:-1.180106613269552 163:-0.3086812644696696 164:-0.2319911999579966 165:0.7635863026724731 166:-0.3693001398876493 167:-0.3274960444412846 168:-1.838892857248267 169:-0.3240874860061379 170:0.8766065994848972 171:-0.3548257948973262 172:1.191781450513077 173:-1.213129329919607 174:-1.767345596888424 175:0.5023458334786345 176:0.5878126996863472 177:0.264379713233517 178:-0.3362219520907414 179:0.2057520683570161 180:-0.3441583135960706 181:-2.259088422250912 182:0.7664986654924877 183:-0.6502272323499696 184:0.8457053141422932 185:1.052731051052402 186:0.426983424777899 187:1.071364563890474 188:0.03634107838280341 189:0.04105906623635553 190:0.768620662787082 191:-0.5375648427622001 192:-0.7864877600556102 193:-0.02001851027132677 194:-0.1576380445670634 195:0.04307361387676429 196:-0.0171349460749729 197:-0.8722631514156496 198:0.3675123624403759 199:0.50920216355106
-1 0:-1.57198672434009 1:0.8801279726652341 2:0.8153590324892211 3:-0.4550223168355184 4:-2.569605393828664 5:1.004093626566199 6:0.0128032354773331 7:-0.2176481559219538 8:0.2802019661591091 9:0.1633182425644956 10:-0.1219972364864821 11:1.077417047931593 12:0.883760167135664 13:-2.202101970767318 14:0.8091576703510537 15:0.5784062723652885 16:-0.9707563017988509 17:-1.09382518333887 18:1.171042136358443 19:-0.7639011151228745 20:-0.5288994246490966 21:0.1777075652838628 22:1.415828020841354 23:-0.9325479802614748 24:1.531470376001551 25:-1.599045183681292 26:-0.3546010849794924 27:1.115959137263906 28:-3.604662043860692 29:1.000050440514483 30:-0.09440060951481025 31:-0.01431015937933697 32:0.8825232017926683 33:-0.388394067264787 34:1.037904541500117 35:0.3725425392850752 36:-0.1143270954271219 37:1.479802871277212 38:0.6397131318130881 39:-1.025521988752896 40:-0.5900224124611265 41:0.7551779067621206 42:-0.5415848554118254 43:-0.365740183638278 44:0.2215269553000814 45:0.6618317121751504 46:-0.1053553363291918 47:0.1441881209792185 48:0.9992694124645183 49:0.07134181705863368 50:0.09150102291134476 51:-0.7301714326077687 52:-1.285420673988386 53:-1.636166771530846 54:0.8850302946128824 55:-1.376837155899579 56:-0.4119063360428249 57:0.01302640314174369 58:-0.9751132489300619 59:0.9985796277277195 60:-0.9949180678065599 61:-0.409243711400285 62:-0.3857077797369743 63:0.8491646683386519 64:0.0722259918812108 65:-0.1571133494209491 66:-0.1516774023315584 67:-0.2045759330969252 68:-1.377964717024728 69:1.079531444235762 70:-0.01797466868471976 71:-1.227355351532777 72:0.989346001825978 73:1.11450012385953 74:2.06052289449101 75:1.447471999523495 76:-0.3997072830510247 77:0.837828552439433 78:0.4397209427167353 79:-0.4553247770614282 80:1.683587096170834 81:-0.3242774145144836 82:1.283642283719304 83:-0.68184565153135 84:-0.6804707379392431 85:0.7124032156109456 86:-0.5895737877018276 87:-1.560283336979321 88:-0.3422275894518574 89:0.09441743612750383 90:-0.6300667418223741 91:0.9721026324135676 92:0.06532245758406498 93:-0.554544938458248 94:-0.9288556980132302 95:-0.1663137064931244 96:1.331951627963371 97:-0.1098501431052871 98:-2.459254938338153 99:-0.276915114796183 100:0.690090859879166 101:-0.1022409524802071 102:2.09446605594662 103:-2.187810800099827 104:1.029392218170435 105:0.3348529663498974 106:-0.1568091711539581 107:0.4629833829653107 108:-0.5486143101894738 109:1.351815421098281 110:0.1889704640213825 111:-1.362558621816998 112:-0.4195305263226802 113:-0.3708569379309801 114:-0.5152294957297069 115:2.557343122986495 116:1.129089633321773 117:-1.231484542463126 118:-0.1026863501857454 119:-0.5655459602177106 120:0.4506664064416223 121:-0.5193881962972694 122:0.1425702583476151 123:1.020657494182519 124:-0.8747190081364011 125:-1.053895653391353 126:0.443684311976477 127:-1.316348281017891 128:0.9460120179375683 129:0.5104424449356196 130:-2.588196755632665 131:0.422413287709932 132:0.6158850125141727 133:0.9144091413178339 134:0.3790699219802638 135:-0.3189948621929684 136:1.610511521690547 137:0.2208631487539566 138:-0.4013816224870891 139:1.927247069210332 140:0.4203619541952497 141:-0.8874357065475114 142:1.561356152935986 143:-0.8833264106947488 144:-0.5595625254753521 145:1.470948091094626 146:-0.001909732002409249 147:0.7750627754918901 148:-0.1055551395942423 149:-0.139437625287318 150:0.6129645648482792 151:-0.2298693228398547 152:1.03464038773034 153:-1.352044963732657 154:-0.06530136734440398 155:2.151112789104827 156:-0.4296709210311829 157:1.378730260937612 158:-0.9463269850534121 159:0.2322036827626134 160:0.4794776564415345 161:-1.471167512405945 162:0.8671960319663494 163:-1.085213670094405 164:-0.5896713499843194 165:-0.7519073225496984 166:-0.06567610758338809 167:0.04233777437960254 168:0.9838783466261996 169:0.6229929633908142 170:0.7895189180940796 171:-0.1876561902189163 172:-0.9482782106994492 173:1.666636035401962 174:0.1856425364443109 175:0.3353686107416039 176:1.001343425406594 177:1.208983695035774 178:0.280621993331435 179:1.033275002683857 180:1.63352761051186 181:0.7445839925011168 182:0.2492642501366021 183:-0.3224821739304339 184:-0.2375763028118505 185:2.676614484401177 186:0.2856009137810643 187:-1.319347576955228 188:-0.8317764189683791 189:-2.447213495967956 190:-1.051979097640226 191:0.1128185444009966 192:-1.358114227558181 193:0.8096520591202871 194:-2.360157588531368 195:0.2361318282505425 196:-1.071786790954711 197:-0.6679973109586131 198:-0.7742011974842702 199:-0.8957052171053483
--1 0:-1.126322932756322 1:-0.3683164091974067 2:1.456560550241113 3:-1.0097492308116 4:1.08874947524089 5:0.1427643206327295 6:0.3860775431431219 7:-0.3776570856068023 8:-0.06755066587427273 9:0.282085457736628 10:0.2143697326387477 11:1.12791795348986 12:0.2725374466534176 13:0.1598495537253069 14:0.2816596928757228 15:-0.6888903024734681 16:-1.044380047936165 17:1.321677718149723 18:2.106886274936507 19:0.5422042490836919 20:1.067674760057299 21:-0.9256062765039139 22:2.056939063227118 23:0.1900326168486373 24:0.6495718692518472 25:0.96841925612391 26:-1.138857672959099 27:0.5932591303093806 28:-0.8213136617562155 29:0.001473090755741712 30:-0.8909831890871147 31:1.125671466202226 32:-0.5057737920961966 33:-0.4477658569919006 34:0.3896114550720327 35:0.1045625331162688 36:-1.871413594462577 37:0.746932726675746 38:0.3305449335098342 39:-0.7698237196799156 40:-1.203395776908724 41:-1.14361082250421 42:-1.449962757445118 43:-0.4601111707137636 44:-1.075764998745774 45:-1.537815877083718 46:0.1659461355114725 47:-1.467608433284968 48:1.085648351745412 49:1.281101789458875 50:-0.4947741298289485 51:-0.8007058724136736 52:-0.7630251279175305 53:-2.007617705782821 54:-0.7910780994327861 55:1.277481044966925 56:0.567175802166318 57:-1.045412057024766 58:1.063522158330548 59:0.7201024314015659 60:-0.4227044928035926 61:0.5564276961449989 62:0.4319036278711487 63:-0.7930866422619965 64:-1.578001102914511 65:-0.2533985038408492 66:0.1811357800040328 67:-0.5184302501762653 68:-0.3389852153089042 69:-0.2321740985365454 70:0.7069878862222474 71:0.251229131211898 72:-0.3861396996393466 73:-0.2991736185147282 74:0.3069038539425336 75:1.537729921825784 76:-1.60586970140439 77:0.6603135923386576 78:0.4085992491465489 79:1.609522030384942 80:-0.8197157246866584 81:0.9498298433615705 82:1.169227649287652 83:-0.08561313992401214 84:-0.4787689768533177 85:-0.6420200114607267 86:-1.157825318757252 87:-0.1479308940607102 88:-0.08975381212164235 89:0.09225498386073452 90:1.022748582488875 91:-0.7628382480475838 92:0.1269369122747721 93:1.617996997447267 94:-0.09043710648113212 95:-0.004788767280219871 96:0.5710329340130216 97:-2.882204557147229 98:-1.345010665429585 99:-0.1681246413781936 100:0.2778904841788853 101:0.7874478168348077 102:1.071126357422612 103:0.6228747910024656 104:0.3135370777729566 105:-0.108369206561265 106:1.092002149354797 107:-0.09123135900642841 108:0.9374503403613311 109:-0.03304740543564621 110:1.245762717856314 111:0.8228214831180438 112:0.2564962444031069 113:0.2262679784098319 114:0.8316280787702366 115:-0.415026911697352 116:1.587665821415147 117:1.465794260707486 118:0.1943910742865404 119:-0.5912266509009413 120:1.354121403959708 121:0.4316829439598532 122:0.4360107398685545 123:0.6860654001728707 124:1.521371626249447 125:-0.7248553050620679 126:-0.2582288835697426 127:0.137617536869303 128:-0.09563968159515546 129:-0.8167025763753278 130:-1.512394015725492 131:-0.550132153010312 132:1.548984645308322 133:-0.6440378245485608 134:-0.2060015359420111 135:-0.4151391436027147 136:1.477760045239799 137:-0.6492909318428022 138:-0.7567340011060605 139:1.181299101118389 140:0.640333121314726 141:-0.4501319383837332 142:-2.113469203400598 143:-0.1367785207102485 144:0.1617539486944112 145:-0.3517795546623741 146:1.467038201163703 147:-0.1399134948712976 148:0.4755486111453541 149:1.3611422362471 150:0.482928300592262 151:0.3353317704541982 152:-0.05325943808207365 153:-2.322718798958531 154:0.5929672780845113 155:-1.545829685621255 156:0.1756284343083837 157:0.9377691080187672 158:-0.8779670919824357 159:-0.2650194996749008 160:0.8711201870632669 161:0.191654387456165 162:-1.304553670631537 163:1.718152416526327 164:-0.5161582569385398 165:-0.09418908285554617 166:0.1475156458745761 167:-0.8538336991968891 168:0.4721125955432577 169:-0.02811050691826558 170:0.4826904701315688 171:-1.411171983300293 172:0.5274310791807076 173:-1.336730417957847 174:-1.138251064466846 175:0.4755898307366483 176:-0.185834151038904 177:-1.197858859248878 178:0.2636318260235259 179:-0.7962326635680157 180:-1.442739819499421 181:-0.8270883875358155 182:0.4783771269797146 183:0.08032814738300675 184:-0.5571894917074032 185:-0.02110615522659286 186:-1.691264616842013 187:0.4560590772920103 188:1.949287579613379 189:-0.4615393644111512 190:-1.616630653553166 191:0.7755651060978778 192:-0.2126157457550472 193:-0.6365912086078276 194:-0.7113444867171718 195:-0.4532516273307249 196:0.6446150738486687 197:0.2267213741562409 198:0.3544272676641839 199:2.224956454372598
--1 0:1.00190089887618 1:-0.9823292946874979 2:-0.9264690470461497 3:1.204013010924307 4:0.9511202262251692 5:0.08335396115358715 6:-0.4295963265698197 7:-1.041736777764484 8:0.3514947047937865 9:0.239770586625512 10:0.5968319539035225 11:-1.730705579262948 12:-3.196392163113724 13:-0.6471683247491352 14:-0.9841167115023631 15:-0.4037981796228946 16:-0.8635086362496786 17:-1.089984053846168 18:-1.257216131440348 19:-0.6061034634151306 20:0.7807518791769491 21:0.5500193646410926 22:-0.6096493362478689 23:1.146492447505375 24:2.270013828561226 25:1.672033376954536 26:0.01960632893124259 27:1.326894797185286 28:0.8834990345197421 29:-0.953683650249566 30:0.6263062757185215 31:0.3004547113255642 32:-0.4123158219427104 33:-0.5309059127101599 34:-0.9066601836106141 35:-0.7766131256020508 36:0.5072551271917288 37:-0.4059812917473164 38:-1.62350229107888 39:0.2482228797353997 40:1.045599730539398 41:0.1749803561667512 42:-1.742847448217031 43:-0.7776069765585534 44:-0.4334492311470479 45:0.1383280999224918 46:2.595886819949881 47:-1.053292537205224 48:2.102116521643849 49:1.436208437135633 50:0.8126802816790515 51:-0.2411865666648796 52:-0.529505915273676 53:0.7572814100988837 54:1.196994712742834 55:-0.3162352572241158 56:-0.2419625671402433 57:0.5869662393364302 58:-0.7298631997477713 59:-1.756703130645696 60:-0.2450556126081095 61:0.6991253001112548 62:-0.2374314642615524 63:-0.2642621887601966 64:-0.3478915180051314 65:1.564068835702628 66:-0.5647622839625841 67:-0.5020176953585334 68:-1.714680045690535 69:0.5755096634417297 70:-1.326302968479959 71:-0.5363655046361515 72:1.373390891386614 73:0.2677375004451057 74:1.417618205302976 75:0.2361537275541786 76:1.417361455462862 77:-0.8454286379574895 78:0.2702388574884172 79:0.5917239742736675 80:-1.226214247445997 81:-0.1795602415354476 82:1.313098995290339 83:2.996422910495266 84:0.2282246415245935 85:0.447842964130777 86:1.449165765664467 87:-0.2984359112642201 88:0.1913026222998206 89:1.229868857277502 90:0.7798356648745791 91:1.224850822535009 92:0.1757418874900585 93:-0.2909214400930568 94:-1.287213068897218 95:0.02542525604658412 96:2.260577134010985 97:-0.443214245406244 98:2.581911043978061 99:-0.7483764560658742 100:2.086217678061527 101:0.2651961348019379 102:0.4662915160163448 103:0.7805846335444898 104:-0.3404915786851664 105:0.5984321308475782 106:-0.5171989846400525 107:0.03096122344846908 108:-1.330368372020761 109:-0.9088601422163958 110:-0.1378824894437254 111:-0.08341141243105912 112:0.7062739226435621 113:0.8013063225128574 114:-1.676331656699959 115:1.726309421097908 116:-1.953833982092887 117:-2.046210151868043 118:-0.9530067358616536 119:-1.050886179796074 120:0.8817703432578048 121:0.6903205427970209 122:0.8000607478125383 123:0.3363261239953185 124:0.7416926305370857 125:-0.6966990745270438 126:0.3960321388901061 127:-1.097828935131258 128:0.05684838038492756 129:0.5329145117554615 130:0.1013838817899379 131:1.596755010471232 132:2.382698791815974 133:0.2730555500063348 134:-0.5032144770812954 135:0.5841455390108452 136:-1.203537288988616 137:-0.4433766087743498 138:0.2105070126030899 139:-0.656286721529335 140:-0.9838008254486117 141:1.327166409898094 142:-0.6059189183792736 143:1.952334702585605 144:1.452804557730259 145:0.2296104064082156 146:-0.4628727470166706 147:-0.08464989636661956 148:0.2360456941837533 149:0.9861708278307192 150:-0.6948442861813185 151:-0.8916952170679616 152:-0.489633137202268 153:1.82878324233974 154:1.421466648594428 155:0.2845938362340869 156:0.1384760528299769 157:0.2235107298398464 158:-0.9989218099541344 159:0.3148132594037813 160:1.932896223125163 161:-1.905313375067594 162:0.2199135454732643 163:-1.425531057228786 164:-1.821281828344002 165:0.6647300157468229 166:-0.1839260955135382 167:0.8362432489256604 168:-0.0492654546274846 169:-0.122879509047656 170:0.5397679370346744 171:-0.05377341999765301 172:0.02838974713664414 173:2.354759420449346 174:0.4798247927221011 175:-0.1424874766005332 176:0.2674564042907525 177:0.6138586685019327 178:-0.7925034510078888 179:0.753363719822156 180:-2.195157994452684 181:0.5622691652826483 182:-0.1544509433650334 183:-0.5396432787550856 184:0.8583524122893509 185:0.4540698439266554 186:-0.5255568723737823 187:-0.5395089422337684 188:-0.1563904565339584 189:1.976117462310496 190:-0.8707871357764527 191:2.160573206845839 192:-0.220018227407093 193:-0.1074264992911496 194:-0.1939919148745247 195:-0.5193983431343374 196:0.1169745683729245 197:0.2100960737121936 198:0.2911050693468583 199:0.6842606862253254
--1 0:1.70467708976674 1:-0.6577458808403239 2:-0.1846883324380292 3:-0.4601833949520004 4:-0.9720402849934118 5:-0.8497908988284454 6:-1.408360943866426 7:-0.4994154037251998 8:-2.386974333831164 9:0.02735738595360975 10:1.103196726811356 11:0.212642211887737 12:1.389749992119474 13:0.1412899272279469 14:0.363361884695813 15:0.3949564805598573 16:0.1367528903220516 17:-1.038601936088657 18:-0.842437728943169 19:0.9727653737071128 20:0.8529649054044155 21:0.4635249809756862 22:1.017664130170896 23:-1.587091859978314 24:-0.2580755226500895 25:-0.3460352063487557 26:0.130550456805484 27:0.9121925080436609 28:-0.3119047928514942 29:0.404935885704827 30:-1.447197143729773 31:1.437302202457785 32:0.3759231666289184 33:0.4755481974971493 34:-0.6144615389215529 35:0.6783854475082211 36:-0.7845474293268775 37:1.210936801483809 38:-0.9633410228105108 39:0.4505052572527455 40:-1.843871787092517 41:-1.469337021004525 42:1.478729008127627 43:0.2968635988867191 44:2.031489633288186 45:-0.1805561343321846 46:0.6142965878310075 47:0.5052972724948799 48:2.030459913580501 49:0.9075239790280115 50:1.907017388387678 51:-0.8670209065366874 52:0.1818308067007038 53:-0.7676728772696889 54:0.8419404247762844 55:-0.3283984328648802 56:-1.408106944580315 57:-0.5524854499679722 58:1.304860476639105 59:-2.251720173926623 60:0.2768297736664362 61:-1.572911273003053 62:-0.546489091972328 63:0.2723589086098968 64:-0.1436174203741103 65:1.654177907806495 66:-1.030959296218831 67:0.2014632013098172 68:0.5672731964392189 69:-0.03694509197987473 70:-0.2596856025446139 71:1.775243592983593 72:0.06238499191667876 73:0.3146003960368552 74:1.29201440069223 75:0.2069299810445442 76:-0.8521144295559521 77:-0.3725435415756304 78:-0.8649103515807288 79:0.4878485991261479 80:0.9066556771939156 81:-0.6249735055068676 82:0.8422465534828703 83:-0.9445205383428945 84:1.134571132791237 85:-1.280904798364342 86:1.305479143337525 87:0.1906811824622772 88:-0.7459928288716131 89:0.7467138345138472 90:0.03404520160522935 91:-0.9526830036635621 92:0.1069866856075249 93:-1.932582410270515 94:0.3241021767458957 95:-1.06517385629215 96:0.7169979953602785 97:-0.1185949198055895 98:0.5021471039104012 99:-0.6643150565946406 100:0.8211482646047734 101:-1.200607840639625 102:1.102139529532466 103:0.5385899498371536 104:-0.2215769721105331 105:0.5281787675025996 106:-1.082340543440445 107:-2.14198679025087 108:0.3520664173815249 109:-0.5893502176431397 110:0.07321744368508275 111:-0.9319081141585226 112:-0.6815479005944847 113:0.1583908745541975 114:-0.3338128859052311 115:-1.102434884313989 116:-0.7799536238300819 117:2.628195868506921 118:-0.9358592981712338 119:-0.2593813407415104 120:-0.07609951632334894 121:0.6071043082872964 122:-0.1701973799065981 123:-1.110400333578133 124:1.900522884317034 125:-1.567303993617821 126:-0.6533479804644523 127:0.1885882134990587 128:-0.5179389963500898 129:-0.9910499286238016 130:-0.9496542951427164 131:-1.479806320165859 132:-1.223263705914081 133:0.3181217956140271 134:-1.78192826095132 135:1.285403168615086 136:1.862157621274336 137:-2.641388708744723 138:1.204442869100886 139:0.4591957659581732 140:-1.240391709068549 141:-0.2752825604532294 142:-0.07989772873384297 143:-0.07203850712258017 144:-0.9590353362359155 145:-1.260306277696757 146:-0.39833441718522 147:-0.6465711625820747 148:0.4792968982284196 149:2.059377779263957 150:-0.4352474560543622 151:-0.1939308304348704 152:0.1655399169075214 153:0.5322690634297137 154:0.8764281099399085 155:1.368528094332084 156:-1.129577114474304 157:1.137841736388699 158:0.1673644341819445 159:0.2919379749199998 160:-1.349691264105409 161:-0.2049603977488902 162:0.3894282928021054 163:-0.2400876407432504 164:0.3563134751081932 165:-0.0173339315759978 166:-0.9741637462592875 167:-0.2144126465385946 168:-0.9773063267794762 169:-0.2943754949686397 170:-2.724208823911791 171:0.6480661829270653 172:0.1241452188072623 173:0.6658501265466116 174:0.01386878358436096 175:0.6989950450991289 176:0.1424975648868658 177:1.914692365800758 178:1.677759585369949 179:-0.06170186071245502 180:0.9909500515673493 181:0.3473514587974406 182:-2.385911704821602 183:0.7774341798357368 184:-0.9989150324822076 185:0.7025954571014534 186:0.8311599466793692 187:1.528870249703725 188:-1.711547966426934 189:0.6995811507589147 190:1.796357479878997 191:-2.026038071109889 192:-0.3195350485519273 193:-0.9026457070217444 194:0.1721814218306305 195:-0.1431376155412838 196:-0.6816154441920874 197:0.4169661890098715 198:0.6855927872106785 199:0.4537751203616285
--1 0:2.237011735918057 1:0.2774334132192957 2:-1.066395730902562 3:0.8891325684984248 4:0.9013508088361574 5:-0.6912092677116488 6:-0.9820003175383023 7:-0.9726166861805107 8:0.2443524028378355 9:-0.04601492624027289 10:2.431584799186455 11:-0.07471579435559636 12:-0.1453987188060996 13:-0.3231138085119099 14:-0.7811096768234973 15:-1.272423402379 16:-0.1121311762021889 17:0.6291310089381589 18:0.9426771162253021 19:1.138513479043551 20:1.346884289498502 21:-1.470714171540821 22:1.806184855636078 23:-0.7655742248713372 24:0.06698571756624096 25:0.1763454309461094 26:-1.243895370979438 27:0.8410340982544074 28:0.4045623401020201 29:-0.1236460329836273 30:0.01267302260344825 31:-1.050356231623522 32:-0.3172569615316266 33:0.3014577036618682 34:-0.8281275619277606 35:1.813531576708681 36:-0.6319373672460137 37:0.0110253438842227 38:-0.7904434881306948 39:-1.727038470884025 40:-1.306798956000848 41:0.2768010854313602 42:0.2601431923180253 43:-1.37208608393417 44:1.042974830163345 45:0.08742763356117032 46:0.6652579931524516 47:1.865974220346642 48:0.3162521486272445 49:0.01397178847977396 50:-0.3910511723504373 51:0.6611486668611798 52:-1.512411059704531 53:-0.5596426820021605 54:1.172780971903238 55:-1.286362119638299 56:-1.306532197514489 57:-0.4330872513522431 58:-0.9004217348650904 59:0.1214049322132746 60:-0.008255380188250861 61:-0.3770295654929436 62:-0.1660276849516253 63:-0.253101881590919 64:-1.309548499138619 65:0.758189872783319 66:1.011540774506657 67:0.5056994667765939 68:0.09408036540385499 69:1.907487082172683 70:0.6913976853925806 71:-0.8274719901506385 72:-1.003028504333709 73:-0.4400354801871685 74:-0.2976717844260262 75:-1.248832584284781 76:-0.6563249928298293 77:1.441790898551343 78:-0.07828436444267853 79:-0.2138900456370554 80:1.872521186089084 81:-0.7606562092799919 82:-0.6609434021021223 83:0.4710343481236743 84:0.05028927999282524 85:-0.2712612792005735 86:-1.123058016474008 87:-0.6661385701935292 88:-0.7321157618271031 89:-1.133221544365876 90:-1.35491078611904 91:-0.6683099262939294 92:-1.566783453485724 93:0.8854926796132025 94:0.7032014583546689 95:2.05525489000511 96:0.5945928326898041 97:-0.04461442386274647 98:1.147420421928463 99:-0.3665680879100083 100:0.01849855161706961 101:0.6575207024961609 102:-0.0301882108474447 103:0.3255950650906754 104:0.9713274358353789 105:-0.729355919048271 106:0.7884971895853077 107:-0.117024137020895 108:-0.3539778077367349 109:-1.042762388936665 110:-0.3919484240005138 111:0.8341449953385576 112:-0.1876083853200068 113:0.08023584494080985 114:0.3883867044959554 115:-0.2851562405060896 116:1.938203853771633 117:-0.9650646322132432 118:1.627667744392695 119:1.786158674171936 120:-0.04235783411865279 121:-0.8883507788298004 122:0.9842515676648396 123:1.772677529646929 124:-0.8369732575359563 125:1.535845570219127 126:0.08373802903904425 127:1.661303063386928 128:-0.1465034005379673 129:-0.7782372700041665 130:-0.964160972852671 131:1.444610561999817 132:-0.9674384219313593 133:-0.4977905329366614 134:-0.8217858169503225 135:0.05710163484523734 136:0.1415256137435471 137:-1.806519908995308 138:1.289174954797529 139:0.1693274340348725 140:-0.1582996948626945 141:-0.455096284564742 142:-2.260831493600027 143:0.1266369100868142 144:-0.2716276776681623 145:0.3620676388153492 146:-0.2372167987595647 147:0.08479567856959776 148:-0.6051124571015299 149:0.392565168736015 150:0.2073157740799717 151:-1.79840006559624 152:0.851358575940431 153:-1.268637609246423 154:1.426195772051016 155:-0.1662795274870699 156:0.8216951045089677 157:0.1671129357519768 158:-1.985476206335248 159:-1.730199105075329 160:-0.7106601481494303 161:-0.6236917127322247 162:-0.6896155736389687 163:0.001473206084573144 164:-0.7895462312958236 165:-0.3963641094260095 166:0.2135786812625607 167:-0.2930008804952395 168:-0.8977181315837396 169:-0.6059619543417762 170:-1.006191753813898 171:-0.2680216711585752 172:0.8441213044510152 173:-0.6828360336860283 174:1.171901447392827 175:-2.18361897900355 176:-0.2785110579365046 177:0.4670001263009241 178:0.8672162626861405 179:0.6255302326470076 180:0.09256642598888348 181:0.5736358636551521 182:-1.346266506373192 183:0.8274980318593931 184:-0.9332564621660406 185:0.9840454098743124 186:0.2859364896488057 187:1.071010591950284 188:0.8061626445166191 189:1.806566025784968 190:0.8672676614008502 191:0.04289290745963929 192:1.898555893829413 193:1.254260591983726 194:0.2888906384913602 195:-1.414455421583204 196:0.3981295214859575 197:0.3593752840131443 198:0.2598671125467516 199:0.3538218420938524
-1 0:-2.174030193976607 1:-0.7196776879042127 2:-1.483101739091959 3:0.7343503027985941 4:-1.643801571778847 5:-0.07601207673659897 6:0.09814008125371705 7:-0.07089628343147124 8:1.289637730590687 9:-0.5927308543257588 10:-0.1871818044059382 11:-0.9258704735278944 12:-0.05607550524565683 13:-1.203895223818365 14:-0.5950855776292665 15:-0.4642606951192036 16:0.7676171125939611 17:-0.9245789839844739 18:1.314358300230233 19:1.086701872870872 20:0.9541843245130504 21:0.4764501364864664 22:-0.6018840114956744 23:0.4533331321604603 24:0.2345060432910343 25:-0.3209470017128778 26:1.20493135812948 27:-1.101796360239716 28:0.5308275555849017 29:-0.5585376633063903 30:0.7600650256025491 31:0.1153607381676508 32:1.584229215439648 33:0.7318015101616272 34:-0.01010473235106274 35:1.624649682995259 36:-1.528327769814201 37:-0.2315775068062691 38:-0.5794934783472874 39:0.7323825340821494 40:0.3845550076617069 41:-0.1145232376747141 42:-0.4162145419656977 43:-0.7963098572656524 44:-0.9064567901450755 45:0.1654023103503637 46:1.244303715943455 47:-0.0006265850416985108 48:-0.588837268270792 49:-0.3191812434902869 50:-2.2031707622723 51:-0.1230383669233036 52:-1.096844449920036 53:-0.6852689010198204 54:0.2468732256542307 55:-0.9737742814196498 56:-1.645651829219501 57:0.9335648093763613 58:-0.7889993710070869 59:-1.320669038553657 60:-0.3966272780879321 61:-0.8853908287584555 62:-0.7627577810694606 63:-1.198469292918554 64:1.389636120852489 65:-0.1561396963765643 66:-1.109652600778171 67:-0.3531363865740871 68:0.2009642755016501 69:-1.250490271934305 70:-0.838122402966452 71:-1.566108420826719 72:-0.4398277062226689 73:0.2652216960224161 74:-0.5047998696419522 75:-0.5151701939887873 76:1.603106802691509 77:-1.046618265626083 78:-1.306765535482146 79:-0.4252447748704299 80:0.3658272610400494 81:-1.250731605585157 82:-0.9109688004933612 83:0.8666854775381375 84:-0.7363224069594762 85:-1.52683256948201 86:0.2646579592955156 87:-0.5678933544378107 88:0.5969267800858136 89:-0.03991185104761055 90:-0.830235417524208 91:0.4814291007686693 92:0.1661179265225917 93:-0.9055126921129938 94:-0.2130764348051723 95:1.275312340581014 96:0.5732593234476139 97:-0.6883157524126174 98:-0.8755140348277137 99:-2.078412951248389 100:-0.5692703358672331 101:1.960259691388583 102:-0.8328313487821184 103:-0.09666171509073286 104:0.03263680141569336 105:1.103312179727144 106:0.2872578956306606 107:-0.8142764419450369 108:-1.680029623340241 109:1.370156270875672 110:-0.6392535982097266 111:-0.06876073818482863 112:0.865578393682311 113:0.4467118037773485 114:-0.1122080298482295 115:-2.198535558891629 116:1.077080636196689 117:0.4833108926922375 118:-1.439447936187187 119:0.1941637981483236 120:-1.093886340628708 121:0.4237460025960764 122:-0.3675400765744947 123:-0.9865849183490111 124:-0.2444243831956609 125:0.9240526745748162 126:0.4834334365446346 127:1.323512004717334 128:-0.123792431159524 129:-0.07482154171974274 130:1.839621230537124 131:2.478301097883936 132:0.7904218674678528 133:0.9089065652847337 134:-0.2142592924649098 135:0.09322725783130395 136:-1.735595723401601 137:0.7472141605201285 138:0.9073550439924946 139:0.1500638943220076 140:0.9104647591304196 141:1.138851374871731 142:-0.2861614245540448 143:0.3510212224701496 144:-0.1396113078749533 145:-0.3799822032026799 146:-1.973151536599353 147:-1.380258996809037 148:-0.8874852467014078 149:-0.6566059125157508 150:-0.4939696834066455 151:-0.3433163492452279 152:-0.8765701716106898 153:-0.885977650518001 154:0.1434330395460554 155:-1.498815633817396 156:1.014897775647401 157:-0.06050572666913685 158:-2.3173060799303 159:0.04766031371309974 160:1.075496785233113 161:-0.5192141826760597 162:-0.6869973001994294 163:0.3043955505938845 164:0.3380820851324399 165:-1.811367834492697 166:0.7084437841021073 167:0.9324462441354623 168:-0.3420544954356247 169:0.3436986582210573 170:-1.038464462404902 171:0.02582735790412564 172:-0.08028142400141564 173:-0.8077884780413594 174:2.038127671708187 175:-1.008076472414321 176:0.648262824422593 177:-0.6012530906606318 178:0.8384359582502593 179:1.320022056928525 180:-0.6048758340655412 181:0.4542115863500498 182:-1.108134303442986 183:0.1087709489358414 184:-0.5380884890051453 185:0.8346641162993331 186:1.159514931599065 187:1.293090576352153 188:0.312141913707219 189:-1.420618036648991 190:0.2787278124487932 191:1.161888537663606 192:0.2835648276626092 193:2.035790027219945 194:1.068139409038001 195:1.309259166832762 196:0.3668535069741211 197:0.6585562287956731 198:0.8493340562895958 199:-0.5521754641830267
--1 0:0.6045183008896766 1:-0.3331091331055829 2:0.04740454957405679 3:1.57042435268102 4:-0.9632418504596051 5:0.129473941664581 6:0.5264903151636753 7:0.5458020011574628 8:-0.02206567344470862 9:-2.304697623463003 10:-1.932265670715647 11:-0.03125616911951148 12:-2.624867626961692 13:0.298471988465594 14:0.4728723609461819 15:-1.531859299726198 16:1.720693897778573 17:-2.328389941025351 18:1.044095360419139 19:-1.44122558909043 20:-1.857932286469641 21:1.111825869170864 22:0.4410566847828146 23:-1.735523592197996 24:-0.6283903982531519 25:-0.1504079937832812 26:0.1703059165772836 27:-1.902958692028106 28:0.7976477470133557 29:0.9915048640094962 30:-0.526671131080019 31:0.2308933998959108 32:-0.8323477253144185 33:0.07527766988627405 34:-2.054676654415202 35:-1.321079954844419 36:0.6815925790976215 37:-0.3942047443034547 38:0.1479939283282303 39:0.9103385698678313 40:1.853974987827196 41:0.1794772344157612 42:-2.006270743684173 43:0.5122666645950926 44:0.5033784519494663 45:0.2743484963405808 46:-0.7697564782025037 47:-0.2868751179958509 48:0.7970724488469397 49:-0.6327387749550052 50:0.7069688852949727 51:-1.694383358416021 52:0.779330068699746 53:1.123960057186241 54:-0.2065056677636409 55:2.412526360400392 56:-0.0005946057097797114 57:1.436767136127948 58:-1.232090166941075 59:1.534027422622379 60:0.481555883511376 61:1.29885433899146 62:0.2448580719529892 63:-0.7471187488121865 64:1.373814726084163 65:1.108185262420796 66:-0.7929448924456485 67:0.2987518213685492 68:-0.27348134482738 69:0.2255869416600048 70:-0.9255024974805508 71:-0.09296947689565514 72:-1.39998448305792 73:0.06583954551144172 74:-1.298203563072088 75:0.3590299154970605 76:-0.5362942494269887 77:-0.5799776209209596 78:1.119098442596893 79:-0.9160386399935035 80:-2.14206066447023 81:-0.7627668924318316 82:0.3063643590402604 83:-0.2283567374998068 84:0.4369613235555401 85:0.9102507902624009 86:-0.05443636671641629 87:0.684647759137348 88:0.9940154216021658 89:-0.02646876650094561 90:0.01643548881760887 91:0.2469911992858039 92:0.8804972842578308 93:-1.328606215418981 94:-0.7948978509356771 95:0.4776426471108737 96:1.977376266369995 97:0.7699727675095167 98:-0.1018515175763569 99:-1.397937968035467 100:-0.6319325550139029 101:-1.243999711433964 102:2.003562997624702 103:1.88672943872375 104:-1.448069428002819 105:0.6414929763320689 106:-1.98605367252642 107:-0.6560265220864849 108:-0.1863427124851016 109:-0.07871673888028474 110:-0.37423430490266 111:1.314460507197969 112:-1.175042962661938 113:0.04904584367580295 114:2.253050996279836 115:-0.7060107359602376 116:-0.2522757721759219 117:-0.7736748526744293 118:1.849171384769994 119:0.7455289512118933 120:0.3458496763112122 121:2.164219500496328 122:-1.159862607889829 123:-2.578738772588389 124:-0.7948795008928494 125:0.7822137733489777 126:-0.5945725960095378 127:-1.813843047908106 128:2.041893693893664 129:1.190532305040772 130:0.2888144956055584 131:0.4951225200609073 132:-0.8635499837444535 133:0.2445914750632104 134:-0.4148903912184061 135:0.3537526605900015 136:-0.3448098717469344 137:-0.4808098334873445 138:-0.5998852243002061 139:0.8145903635231783 140:0.4780738614610558 141:1.657794462340812 142:0.9905488956031451 143:0.3896846430429451 144:0.372578564918835 145:-1.233054050316622 146:2.400656192533741 147:0.2133799617951539 148:1.110707999171715 149:-0.7596346261822593 150:-0.2412406901599786 151:0.4369401038846685 152:-0.9276922736605729 153:-1.173851913881463 154:-0.5864734411863627 155:-0.2337172916094799 156:0.310100802165332 157:0.403823608512681 158:-0.5018309785656812 159:0.9896326613360181 160:1.100469097483692 161:-0.6079048200467025 162:-0.1161831768928252 163:-0.9637460920486052 164:0.901257731544723 165:0.5807590165800816 166:-1.229375262633552 167:-0.8008901833448068 168:-0.7330668392652464 169:-0.4608898367588897 170:-0.06592909960986071 171:-0.3588555350553195 172:-1.441334094460358 173:-0.5503406170423158 174:0.04140245899330201 175:0.6310483740944682 176:1.143114462070741 177:-1.238667134274409 178:1.085054811635016 179:0.3952069072857846 180:1.516394102402005 181:0.006583807887083412 182:0.2129023289869592 183:0.1725001552275028 184:-0.6819371587506743 185:2.045024731231848 186:1.211261795075188 187:-0.3091795461219898 188:0.9279178494144371 189:-0.8973306652194991 190:1.090173505895293 191:0.3995409691121574 192:-0.135777739678297 193:0.4881468532434368 194:0.8745735663795545 195:0.1817837765503487 196:-0.8233160148845684 197:-0.6509703490753949 198:-1.983297081522138 199:0.8507187157374598
--1 0:0.4350463288657618 1:-0.5353482022686245 2:1.00385846265196 3:0.907331884337199 4:1.339799075339306 5:0.6607094383197862 6:-0.3502716730802858 7:0.04005810152940619 8:-1.274658229752447 9:-1.649063891783746 10:0.007150871465383623 11:-0.07543909086179248 12:-0.8319826929492892 13:-0.9190058799427953 14:0.3657102001204255 15:-0.05656046771265133 16:-0.3649370865714094 17:-1.08445384075324 18:2.198694417542424 19:1.110618886160126 20:0.4678944655068879 21:0.08513273049911231 22:0.7168432438406853 23:-1.540920935658875 24:1.566533724853483 25:-0.5462367237200709 26:-2.890022784084269 27:-2.214711255125833 28:-0.4902089418327508 29:-0.8187914896053559 30:-0.1444716969327125 31:-0.0453811862730243 32:-0.8825701159649781 33:2.172008432522114 34:-0.4947300590869614 35:0.04462245633468433 36:0.3178064161947166 37:-0.8110709073813566 38:-0.772908909062431 39:-1.117949839357798 40:-0.4719283610379555 41:1.111431657874511 42:-2.029668202324021 43:-1.275176081145106 44:-0.7209848289833575 45:-1.747014202386742 46:0.02873739792903894 47:0.1440003609112865 48:0.2220505703097027 49:1.559102806392324 50:-0.3254786455909592 51:-0.6941735151822115 52:0.905277747199925 53:-0.8634212178445899 54:-0.1710170423173187 55:-0.07831122085488527 56:-0.2083525331757473 57:0.3675592976343646 58:-1.703644523847302 59:1.379337889204854 60:2.140845537684136 61:-0.1847803514963396 62:-1.836890153397485 63:0.3050193366346736 64:2.181213360043051 65:-0.1833242639447603 66:-1.491686411507152 67:0.2316446550700852 68:-3.388328891437009 69:1.330857110618069 70:0.5956016446261245 71:-1.461810049365398 72:-0.0384782683547905 73:-0.4654761058696331 74:-0.5507682130747092 75:-0.1114253865161009 76:-0.05374663488469231 77:0.2385266374319207 78:-1.521911129750503 79:-1.520713406218998 80:0.9047791999538373 81:0.4840973458061951 82:-1.484929857419738 83:0.9309638813492903 84:-0.003012299503163065 85:-0.4660140149861365 86:0.1781049981113491 87:1.280330671287328 88:-0.05586062932948442 89:0.6231230013304625 90:0.255986094264382 91:2.564618308545398 92:0.4668141140147508 93:-0.7057137524571948 94:0.3187162006950514 95:-1.074801084966621 96:-0.4163864064669793 97:-1.239635635484739 98:-0.09766913447870759 99:0.914996897165443 100:-3.870282703474397 101:-0.9417334930728126 102:-0.9693464927475012 103:-0.8791890560489419 104:-0.225215759350275 105:-0.4431323969044718 106:-1.862139642647243 107:0.1308827997343841 108:-1.824564209889831 109:-1.108124602133099 110:0.00415736567955487 111:-1.080946764997564 112:-1.768377797189836 113:-0.6504458035459336 114:-0.4441728097156021 115:0.6682919394686481 116:0.1951083015307257 117:1.61873975534586 118:0.618451021792316 119:-1.021617558172217 120:0.1289411088252577 121:1.845318729934273 122:0.5804039836953723 123:-0.01032489540569558 124:-2.070325109242102 125:0.5389529836541394 126:0.1291545325590219 127:-0.5291399021347349 128:-1.650174508767105 129:-1.884618399228645 130:1.080299496056996 131:1.069894337916331 132:0.3276323824805242 133:0.7132796372334456 134:-0.08943190122382995 135:-0.231703948124492 136:2.531515518813715 137:-0.3328084548237812 138:0.9233691659371996 139:0.9319694045564462 140:-1.161186740797541 141:1.53437764612089 142:-0.2081355632437628 143:0.1195054482094543 144:0.3998772409193243 145:-0.9279197870845431 146:-1.126313941634051 147:0.7182963134405876 148:0.5503755018094395 149:-0.2014041263939481 150:0.112880651602821 151:-0.1026639774385687 152:0.8847248435747083 153:-0.9030025153799279 154:0.5203605409262396 155:-0.015162117177209 156:-0.8930185885892757 157:-0.746426851526263 158:3.096941231269808 159:0.2555389631544698 160:0.8558783434389995 161:0.2181623388281186 162:0.1612939233520835 163:-0.4401316403398344 164:-0.2617836464284358 165:0.5922779665631259 166:-0.9783575835729966 167:1.282643412001567 168:0.05809737371021179 169:-0.1447870378831743 170:1.329737333256955 171:-0.1375087486716036 172:-0.5238834878479625 173:-0.4563781378285269 174:-0.3720166048467952 175:-0.4420024271144574 176:0.2958149546903655 177:0.09975384025671713 178:-1.248314132802802 179:0.8659633942838326 180:0.4874183129739949 181:-1.488328089421146 182:-0.206313304176318 183:0.8808444929238179 184:0.4514598633280362 185:0.374476266974646 186:1.449554639414067 187:1.855225929858375 188:-0.9435590724287974 189:0.01566448916559282 190:0.7604464760511886 191:-1.126872019930641 192:1.269108944473479 193:1.292986109337523 194:-0.1301063740579196 195:1.29824472610805 196:0.05663883272428963 197:-1.001537865331106 198:-1.327984195757945 199:1.618458675058746
-1 0:-0.5020388465775696 1:1.446581455749711 2:-0.9783605312260221 3:1.199667981882969 4:0.1033250116086366 5:-0.1871624956947474 6:-0.533494392866351 7:-0.2311644179050156 8:1.003442363803114 9:0.4283484514203462 10:-0.42031620075338 11:-1.16439115130341 12:-0.8829332683567119 13:-0.5357710702380643 14:-0.287026237545747 15:-0.4225918254937144 16:0.7435679848469086 17:-0.2058429624504443 18:0.5464188332762928 19:-1.309852957156201 20:0.6131972186858061 21:0.4795366310151348 22:-0.4140148024000551 23:1.061341501126117 24:0.3044584205661008 25:0.3448343360098243 26:0.3077643933103997 27:2.672274028069255 28:-1.733917249088996 29:-0.1954346671911594 30:-0.7634649627551839 31:-1.278580810988337 32:-1.203617506524887 33:1.194581205322865 34:0.2922381132297965 35:0.6827072368777841 36:0.999282380608924 37:0.8773268904742942 38:-0.7033663946542145 39:0.1452990393440696 40:-0.6848155755753597 41:0.9460784032299249 42:-3.350566084379548 43:1.288942382577131 44:1.581897102710247 45:0.3727050079081443 46:-1.718679091398039 47:0.002578939972204879 48:-1.603805168244651 49:1.216046393069574 50:-1.852297063049177 51:-1.266427985407783 52:0.6985024355896055 53:-0.270897284182526 54:-1.29150321050881 55:-0.7245123606132413 56:0.9385972122852836 57:-0.8965817355400165 58:0.333976754182807 59:1.160436849487602 60:-1.027053877292982 61:0.4961569461516829 62:0.06740188228450254 63:0.8148702550036399 64:0.411123529445045 65:-0.2030980226067641 66:0.3287443269631573 67:-0.5863498236542303 68:1.560151247282049 69:-1.214832840375354 70:0.7009746583847227 71:0.1218421639788874 72:-1.180173882737049 73:-1.582801064177485 74:-1.438297055877156 75:-1.576220810106381 76:0.589319063275893 77:-0.2759864720925325 78:-0.05776356203594885 79:-0.8122194818070645 80:0.4257857951308173 81:1.320092928848575 82:-2.202425118303137 83:1.699903345522439 84:-1.874530984293003 85:-0.7172859633825839 86:-1.879409058437691 87:1.005255399786453 88:0.2047043535783149 89:0.6695051947414556 90:-1.348217191482612 91:1.897666463139447 92:0.2769944541650955 93:-0.3273493638476497 94:1.189867410411405 95:0.8554514067898492 96:1.087718036815499 97:-1.262414287984633 98:0.2865301481624866 99:1.083912612350974 100:1.545688398520193 101:-0.6883602551376172 102:-0.4240091718588661 103:-0.788928851781859 104:1.099448808634553 105:0.04733387005982054 106:2.308106193882197 107:0.7218755573768194 108:2.404861785224107 109:1.753477495497796 110:-1.390553322466509 111:-2.108076874681772 112:-0.8407343198019865 113:1.636907732386534 114:-0.3969653949886452 115:0.3968177618637165 116:-1.560237808178021 117:-0.2063563564178259 118:-0.4254113002326569 119:0.5150268307975686 120:-0.5686410157887953 121:0.2460331161501983 122:-1.160391313930712 123:0.1223367001146622 124:0.8132906167440711 125:0.4708986394388018 126:1.758683790589902 127:-1.070188113526096 128:-0.1443464188444431 129:0.3746465600881986 130:1.143664655949726 131:2.011548402348864 132:-2.168046461237575 133:0.1044669912921947 134:0.4202947578552773 135:0.2461654117695528 136:-0.2596703894477541 137:2.057734748711313 138:0.6174014010795521 139:1.174000724595446 140:0.8185034894700755 141:0.8707672176366539 142:0.9420793997088422 143:-0.2936766050274434 144:0.3560395878100451 145:-1.313596552084416 146:0.7486851753756185 147:-0.5062994993075113 148:0.6497403606747282 149:-0.9210147032182712 150:-0.3253725876760815 151:-0.3379705188574596 152:-0.6758588586128952 153:-1.21681625804736 154:0.29848922055358 155:1.107043259597623 156:-1.396316006609604 157:0.7302634247981028 158:0.0005623984539646501 159:-1.245019437541062 160:0.7058870663148333 161:0.246112820112529 162:1.556493528623524 163:1.705559949916763 164:2.473031271790018 165:-0.7594462051499288 166:-0.6542675563742978 167:1.769467088383992 168:0.6903184668466716 169:0.2595249934000052 170:-0.8315275956919612 171:1.754951212891693 172:-0.7268776277244666 173:-0.02608633590747373 174:-0.4211207574905163 175:-1.540382957453868 176:0.7021742407208645 177:-1.557831690747077 178:0.4042046015221318 179:0.7884048328451442 180:-0.5816170088527296 181:1.579187354739161 182:2.309227121235856 183:-0.4922531650942182 184:1.015732574133302 185:-1.560888930623346 186:0.09423462587074846 187:-0.4028806595610575 188:0.82255776537423 189:-1.71229071412298 190:1.134152925986412 191:0.3861009907381052 192:0.3920451451859449 193:1.17191814704185 194:-0.7336040011163268 195:0.6242999101421629 196:0.5090160386640029 197:2.773837865038243 198:1.090663332681041 199:0.6265372209931016
-1 0:0.1478819436411007 1:2.299976857323719 2:0.8068450558258913 3:-0.5643126182111152 4:-0.3959419142764202 5:-1.02043771083611 6:1.134590365073648 7:1.697148576048257 8:-0.9276366856142537 9:0.4254217471788568 10:-0.3778239980885857 11:-1.331437123038606 12:-0.9076433323675361 13:0.5022914404379192 14:-0.6850872724360505 15:-0.2835406374640078 16:-0.5930656750509635 17:-0.7049598636619269 18:-3.412863149533554 19:-0.5751133562993722 20:-0.9870532422256623 21:0.5528368476853779 22:0.4494267315489354 23:-0.6727966568762449 24:0.3506918439951957 25:-0.008427375262156565 26:-0.6240822603097937 27:0.9196531060670724 28:-0.3361446316167829 29:1.016127385271413 30:0.3457541728531643 31:0.7823002780469764 32:1.523521145781626 33:-1.590998923712067 34:0.7279500335462514 35:-1.107959674140799 36:-0.6435971286083957 37:-1.279130461432258 38:1.669543954047935 39:0.05514944684356027 40:0.6063919843151091 41:-1.407101739324521 42:-1.250748683646314 43:1.751566208045657 44:1.754109610251565 45:1.477856751697508 46:-0.4180679736228179 47:0.1207015000238966 48:0.4194095780091184 49:-0.6690203105258421 50:2.149042047066971 51:-1.819073593647287 52:-0.465351465082491 53:-0.784911434466162 54:0.3842589053489652 55:0.7320112039554055 56:-0.9911635889177044 57:-2.445525862995013 58:0.11433523190163 59:-0.6514763541519414 60:0.1464902742755236 61:-1.144050477543511 62:0.8988342790033748 63:-0.3494266352249991 64:0.4347930952881339 65:0.1839755717699133 66:0.5582125084502823 67:0.5906012770957197 68:0.0999638296804555 69:0.567459075634731 70:0.5245736551734456 71:0.4188279677620204 72:0.3774064572311224 73:1.023274708326789 74:0.4639219707906211 75:0.3098540459911541 76:-1.439890728477417 77:-1.585282819995075 78:-2.038200893604738 79:0.1614205683340598 80:-1.175324395493787 81:-1.507234570341608 82:-1.087111517001604 83:0.3455147620278663 84:0.4558233613168649 85:0.9461332477064274 86:-2.232082760049176 87:0.9660170583246176 88:0.3766543871861703 89:2.772133571231646 90:1.109083661038101 91:-0.2594433156927113 92:0.630882103619491 93:-0.05975463559488108 94:0.4358220507363014 95:0.5371712573841106 96:-2.319549230995628 97:-1.756675700129154 98:-0.506356258330205 99:-0.6693028538400611 100:-0.7711874189300463 101:1.093387315722563 102:-0.5298535107474847 103:-1.274428340906913 104:0.4917183943084586 105:0.8591878521601121 106:-0.1862406502340836 107:2.490582190896371 108:-2.514796307204465 109:-0.1603014429572954 110:-0.3926443891149315 111:1.183157705866467 112:-0.5494532691259282 113:1.659894761510782 114:2.203211927970973 115:1.825183170263142 116:-0.734618804995369 117:-1.148436412484829 118:-1.375366996000339 119:0.9671024809742516 120:0.2438593810308293 121:1.271221326914932 122:-1.130147174022513 123:0.5967988728455089 124:1.09635938174499 125:1.559817275941077 126:1.762471536323923 127:-0.2529602002794413 128:-0.2666097966992835 129:0.723171146066272 130:-1.361773039066839 131:0.7713648072274679 132:0.3043455158604926 133:-0.3221429765906128 134:0.3076309496545316 135:1.288424888408133 136:-1.09047685013981 137:-0.08491039743305406 138:0.2836533267565468 139:1.29772119497561 140:-1.148311853118447 141:1.119875577294082 142:0.6557299093012962 143:-1.168282071757375 144:-2.407069461621935 145:-0.9769025536988915 146:-0.2805409468459973 147:0.4038470072414856 148:-1.522493293449825 149:-1.381436236454839 150:0.2190780898080022 151:-2.086214496246147 152:2.26926369483841 153:0.6450262127617628 154:0.5228011022174087 155:-0.4545967936627902 156:0.8917275901147684 157:-0.1708844023366445 158:-2.570287080941301 159:-0.1139369255815684 160:-1.626188656920523 161:-1.075094369025426 162:1.776633118249811 163:-1.820612622617269 164:0.3699399213456547 165:-0.9736476605326284 166:2.604116159877672 167:0.6208552645151172 168:2.117044925483688 169:0.3981253762773767 170:-0.1283409382377469 171:-1.403565455321459 172:-0.7829987090409741 173:-0.6112089421608069 174:0.432767371420255 175:-0.2571828866668061 176:0.9173203810300736 177:-1.788220857267811 178:-0.6613577243836363 179:0.2132193253925332 180:0.6176351113291866 181:1.061078885716162 182:-1.208350298478014 183:1.21007275968204 184:1.265500296518856 185:0.4024091859406012 186:-0.2977047670176728 187:0.5576158301709394 188:1.235794819147617 189:-0.8182921042608589 190:0.8529109507101937 191:-0.8507197551915417 192:-0.3550699909834859 193:2.446737012979125 194:-1.384377287834181 195:-0.30144192835699 196:-0.5040399264092834 197:0.1042532634057644 198:-0.9942225487702996 199:0.9057686938421388
--1 0:-0.5299573019780172 1:-0.402390094450043 2:-1.668127221273723 3:-1.731773546207437 4:-1.48552274634656 5:1.394135883866704 6:0.007594138937527611 7:-0.8103463275200173 8:-0.1614705679486824 9:0.7778926540297481 10:0.03289918265957792 11:0.192398745089279 12:0.6632857757411466 13:-0.716372039475335 14:-0.3106790564228706 15:-0.01339491793433916 16:0.4424890170758616 17:-1.047112379067302 18:-0.3496857489730451 19:0.2501539513816115 20:-0.3203945341059192 21:-1.05041132839257 22:1.334414699455747 23:0.7581216041151539 24:2.370460647920514 25:-1.167103301911727 26:0.1071914875541805 27:-0.870162157418902 28:0.1383154210817349 29:-1.603942489710048 30:-0.9025788319877631 31:1.186753061809829 32:-0.1910696688263836 33:-0.5462969550934954 34:1.176123232888286 35:0.08011743465473997 36:-1.796435128296238 37:-0.09054602080238407 38:-0.07702492968134381 39:0.6189214515837862 40:-1.512858568880636 41:1.517154112745666 42:-0.7071649888923452 43:-0.2556980962496766 44:-1.108748094472712 45:0.2403002507290447 46:-0.01800415882063983 47:-0.6720171194931139 48:0.5111181132526537 49:-0.02107567900541778 50:1.446733591320777 51:1.14304191127594 52:-0.8272109265789518 53:0.4030667608907149 54:-0.555210017022354 55:-0.9647153621532704 56:-0.440310798892059 57:0.7817490114919052 58:0.1263174897874398 59:2.035584760481219 60:2.437600988040475 61:-0.7446700667248851 62:-0.7661571594111201 63:1.626644065520906 64:0.3087094100647607 65:0.4844622458654191 66:0.5123321961558697 67:-0.915163139093801 68:-1.021864483384364 69:-0.6396035657511487 70:-0.547226214266284 71:-0.9810407165166267 72:-0.3287538771726347 73:0.2916771982895337 74:0.4956538836258722 75:0.2784137623130231 76:0.4874734698354218 77:-1.168915435230654 78:-0.4159568583349587 79:-0.04327826038106935 80:-0.1222706322709045 81:1.930815201730482 82:0.3056970360080068 83:-1.593580999564755 84:0.5747340103121872 85:0.4677091463629037 86:-0.9732003762682715 87:0.006394041239795347 88:0.9058637640562345 89:-0.8211063265010815 90:-0.3662516136272262 91:0.4128223584107396 92:-1.302364155787721 93:0.1691839829149809 94:0.6321393959661694 95:-0.4898516361493073 96:2.426481355079288 97:-0.08687332515484929 98:1.139312574910227 99:-0.3004055061865372 100:1.245838473894045 101:0.557060486618442 102:-0.3479637294823837 103:1.553743571943113 104:-0.8243416928657127 105:0.7957426679669058 106:0.4847121655667379 107:-1.458045649415368 108:-1.137550290859198 109:-0.09171952523698769 110:0.1511732234997325 111:0.290012220301088 112:0.08537654352728864 113:-0.07519506055716139 114:1.133170896585334 115:-0.2691097519762795 116:-0.05569796845906493 117:-1.815941217826751 118:-0.5308603768746448 119:1.123378803121344 120:1.114008946492971 121:0.1238083658853256 122:0.08635397882823401 123:0.7471844263420745 124:-0.1118307230359964 125:0.8145985201788307 126:0.5024712905447097 127:-0.3631415424838035 128:0.3960058223626868 129:-0.5391546276041203 130:-1.059299354189752 131:-1.10896922390175 132:0.07944157156342666 133:0.001513982635875676 134:-0.5015924644766954 135:-0.05423052745613288 136:1.397448303898868 137:-1.392436648405591 138:-2.670111045551767 139:-0.4252436559513308 140:-0.8346609662643373 141:1.564631684608438 142:0.1448395498405318 143:0.2687452721760101 144:-1.161202381239041 145:0.5393123482140425 146:0.6853900201948293 147:2.141505334279582 148:-1.153117018231888 149:-0.9400032086241952 150:-0.7169959245508114 151:-0.241317414252328 152:2.019056619703425 153:0.1265980190718868 154:-0.3946885297628306 155:0.4712415004190049 156:-1.019626862063216 157:-0.8127178964716368 158:0.1161437445560214 159:-1.344549468309337 160:0.5008001978897829 161:2.30454442147595 162:-1.218405492286121 163:0.6458436011229944 164:0.2483523298842003 165:1.826613973031512 166:0.8808282750675419 167:0.2825815102674094 168:0.3922815705433441 169:1.193699671773461 170:-1.600715697091049 171:0.1545697401501963 172:-0.1022472133703774 173:-1.693446266424166 174:0.436953289954451 175:-0.8781273695989787 176:-0.5230784473391149 177:0.1394261538961457 178:1.600291550284751 179:-2.016358562958901 180:-0.5247536885005074 181:0.2185473292516026 182:2.099237726967965 183:0.5205373456443683 184:1.312037111501814 185:0.2231097233110108 186:-1.264159640696418 187:0.6062965972054579 188:0.9164241483960728 189:0.2570618893495542 190:-0.5960664314917492 191:0.06758467481145185 192:-0.1011530211767718 193:-0.2166633101347278 194:-0.7903247989963373 195:2.132637402634232 196:-0.9783895299558475 197:-1.295474816407765 198:-0.9266777295241307 199:-0.8403141099855035
--1 0:2.919283916988054 1:0.9496592158691098 2:0.08034290065976243 3:-0.8665638194377612 4:0.1868380566891052 5:0.04691323054527573 6:3.731596876678377 7:-0.2818448418160153 8:-1.555826530638259 9:1.229270517465671 10:1.105378748179753 11:-0.7668938487602421 12:0.08614059093806441 13:-1.707012424218536 14:-0.08173608808841397 15:-0.6844697472161526 16:0.2354838031495224 17:-0.3432983849371151 18:-1.183304411738693 19:-1.086152917758744 20:1.346895819021575 21:-0.1665578261258657 22:0.5519419370828927 23:-1.66696738282485 24:-1.694452871524433 25:-1.174500142975107 26:-1.371088685536499 27:1.060388781964869 28:-0.04969872392832508 29:-0.5462635141057169 30:-1.12894909860845 31:0.4651768579914121 32:0.5770003130839033 33:0.8505194728475689 34:0.1867652105680209 35:-1.104387377453948 36:0.7873110041698759 37:0.6414392903854936 38:-0.5443894789814322 39:0.8743015179090712 40:0.2815267614072796 41:1.547934846803473 42:-0.6021498687964513 43:1.628397897781829 44:-0.07443693089735319 45:1.272567398465912 46:0.9890884178467961 47:-0.2603245481710757 48:0.5572119168388241 49:-2.317804580221132 50:0.9170035007136973 51:-0.5036294713490551 52:1.157207040620243 53:-0.8381728154378693 54:-0.913838280956914 55:-0.8258662319818878 56:-2.227389515224202 57:1.085733650401418 58:-0.05509549377267814 59:0.2977827551648254 60:1.005369689175081 61:-0.765779669217251 62:1.826666208521311 63:0.9368713181818412 64:-1.551506358045676 65:-0.9282016720437595 66:-0.01065920734046935 67:0.002162598643846452 68:-0.4261944674418628 69:-0.9016597059518136 70:0.7965599302933128 71:0.3308254559165011 72:-1.996472548785004 73:0.5291911221281461 74:0.8432004219532756 75:1.531244870813701 76:0.2734831182124952 77:0.6959795796506105 78:0.2460866586076366 79:-0.1886799341628226 80:0.5400335100350381 81:1.075671714295144 82:0.4722184607789637 83:0.5604915286542926 84:-0.8836364403662009 85:0.1320180419733338 86:-1.899111428957027 87:0.3411048818217108 88:1.017088354255712 89:-1.394620529388135 90:-0.4675609856317156 91:0.283164479143261 92:-1.760415902529513 93:-1.484117651116325 94:0.001687374253449327 95:1.788173972272641 96:0.2173402545639787 97:1.894500935651836 98:0.01228313582385865 99:-0.167952116199241 100:-2.45583860124101 101:0.7909439907736738 102:0.07268315904597809 103:-0.4502184193004992 104:1.191327411028638 105:-1.955419430120154 106:-0.4174890838423524 107:-0.546951777402051 108:-1.637552990608769 109:-0.6416016939037328 110:0.02071083478547694 111:1.550724160502422 112:-1.866229168926819 113:-1.143114107819602 114:-0.7570158462217768 115:0.4174014157411204 116:-0.02773847356105328 117:0.8988048374872131 118:0.8328622062230472 119:0.603958329230776 120:-0.8112302829290873 121:0.08664890298890596 122:0.5578113175892604 123:1.274206168197755 124:-0.08855521692099369 125:0.5551290700664928 126:-0.09742392022394381 127:1.694701720735287 128:0.3250422074138163 129:-0.9920518364218698 130:0.8442943520705746 131:1.059542278216096 132:0.9403706319109172 133:-1.956217551050041 134:-1.226744171009336 135:-0.5073051759502211 136:1.594392143631748 137:-1.322689483687006 138:0.2554100073109393 139:-0.6965115806905365 140:-0.1901682699504436 141:-1.850970572717183 142:-0.09222255755662082 143:-1.671850950486164 144:-0.4783269998928928 145:1.858458851435958 146:0.8968935522411926 147:-1.030976078627607 148:-0.2606478408241912 149:0.6695262578033556 150:-1.194910399925291 151:-0.2327323478042836 152:0.3980327098757668 153:0.4153396768376074 154:-0.01730561433051733 155:-1.021448318208625 156:1.143317991104687 157:-1.07505908013581 158:0.02206387533051021 159:0.2390884565009243 160:-0.2686582609972662 161:-0.07986240781245596 162:2.545178975672906 163:0.2253954202911397 164:0.8518853951651817 165:-1.800894909661622 166:-1.814101962891136 167:1.655206901565374 168:-0.8469049325807934 169:0.5709021092125387 170:-0.6482930790768303 171:0.1494740311222234 172:-1.861763246072781 173:0.7092379928726642 174:-0.1933737662696117 175:-1.203557281493506 176:1.013239796450032 177:-0.7915945372747746 178:1.798381119244388 179:-1.342024293661256 180:-0.5512948997441399 181:-0.1710300680123775 182:-0.7979595965339369 183:-0.2799863294528464 184:-0.5050437455029601 185:-0.3714416512724502 186:-0.3631837939707838 187:1.683238488314401 188:-0.2887163556487477 189:-0.0639590866894473 190:1.369543234354237 191:-1.890515675234351 192:-0.8620185000083471 193:1.837695772899576 194:-0.5577666464494642 195:0.2604817617843269 196:0.1144556285755658 197:-0.7078607731043109 198:-0.1442753668287079 199:-0.2806633612676163
-1 0:0.2406361102948707 1:-1.660506021183202 2:0.8816569027485979 3:-0.5453449229278069 4:-0.4104502503199273 5:1.676485940724912 6:0.8035722213585293 7:0.3770045898371756 8:-0.4153708228337727 9:0.4736049515896837 10:-1.05836763864029 11:0.1890509170505335 12:1.575994876455383 13:0.3107247563483971 14:0.5640632803307688 15:0.9616611877165305 16:-0.003227599162763915 17:-0.5507010561736952 18:0.1837124211752259 19:0.2196347424375926 20:0.3793369195783074 21:0.08261127600201267 22:1.418658983255787 23:1.437987393888007 24:0.4160829581762439 25:-1.060236713517137 26:-1.996826775823783 27:1.260255749205138 28:-0.1929156521771637 29:-0.01140923613111667 30:1.297000297338289 31:-0.5750858105120936 32:0.1324539723089315 33:-0.04426067348483614 34:-0.894034387148517 35:0.2267402050997934 36:-0.4781981871012656 37:0.52590834526856 38:-0.8385611838989123 39:-0.5352871222675887 40:-1.026234715502283 41:-0.2386756550506111 42:-1.453563170840664 43:-0.6029556593087904 44:0.1128131520481178 45:2.039741756413871 46:0.5669385498766756 47:0.3481474625651884 48:-0.7987032514495381 49:0.7630455229012976 50:0.8014396156704504 51:0.1133280913773798 52:-1.954822435328304 53:-0.9763929745213643 54:-1.46648558453839 55:-0.1528706380048509 56:1.529916344487347 57:-0.3933807578186856 58:-0.3216047020212687 59:-0.3622112986132022 60:0.09728296824848391 61:-0.177561609496046 62:1.782215664716715 63:-0.2793726738398391 64:-1.74858470954613 65:0.8363970817880866 66:0.7472839023455455 67:-0.3012681604081422 68:0.4483703352015007 69:-0.5345739924730919 70:0.07747011276876925 71:-0.7385458431048383 72:-0.6050202093219924 73:-0.4872582813133156 74:1.059497999109932 75:-0.06215459836112872 76:-0.212144608417461 77:-1.129742866946103 78:-0.2928309098472339 79:-0.4978712634204042 80:0.7254503985046542 81:0.1829052349123006 82:-0.9122130099988689 83:-0.2413190033056256 84:-1.649498149935237 85:-0.6302851174845077 86:-0.2833616493847288 87:-0.5263356436718646 88:1.166867819791087 89:-0.08984515902738625 90:-0.982203844905628 91:1.29580667727203 92:-0.6124369831498192 93:-0.2038932754896789 94:0.8362805395891378 95:0.5850853052365326 96:-2.122581381327203 97:0.9811506916833486 98:1.051072796036899 99:-1.193764154715854 100:1.419702419395184 101:0.8470423391735673 102:-0.222430932526733 103:0.6007907626999356 104:1.534647596709369 105:0.001542231127844024 106:-1.827047234632484 107:2.734432398302044 108:1.549672563160492 109:0.8064686347136326 110:0.4395793738667567 111:1.345938716169981 112:-1.012773066402537 113:0.7078195644908548 114:0.8975648855160336 115:0.2069647573244797 116:0.6472140517196562 117:-0.9873027827082943 118:-0.7966683326807674 119:-1.091689684836276 120:-0.03978268962959763 121:1.573104712763918 122:-0.8054851972743033 123:1.607330469978984 124:0.9373442082963315 125:0.03136066055708043 126:1.096334544612038 127:-0.7594446118242221 128:0.05358916094713189 129:0.861575477844307 130:-0.5502520148861745 131:0.1108898271692999 132:-0.4740580228545233 133:2.621072122562779 134:-2.578015355543736 135:-0.1334125835500298 136:-0.7396525039435329 137:1.282564387989213 138:-1.113492181576811 139:-1.448655277066362 140:1.496731090653239 141:1.232460606229563 142:0.5152079709791274 143:1.627505426204643 144:-0.2202403851860453 145:1.115076447432183 146:-0.04890325129661197 147:0.9358361980378045 148:-1.579668110614771 149:-0.685468020118577 150:-0.5108503211936474 151:-0.2708248820276908 152:0.2170140785599383 153:-0.5657135457080964 154:0.05332892933481336 155:0.7519551558631843 156:0.6052162093732782 157:-0.1077064669639324 158:0.8201464635242681 159:1.061211866930121 160:0.8171904028835905 161:-0.1489629859563608 162:-2.076356878678846 163:-0.6356654866198043 164:-0.8416927057475712 165:1.691858074144709 166:0.0435267812251488 167:0.1624067612965383 168:-0.2789872773164132 169:0.102580558269753 170:0.9909969217717204 171:-1.610900848723229 172:0.2044444901308445 173:-0.3961542394491346 174:0.8831893851865761 175:2.182045562332676 176:0.856087968057162 177:-0.2983453438297867 178:-0.8284238460132575 179:-1.269561061600363 180:1.809516303173373 181:-0.464692139388891 182:0.2099992182650999 183:-0.3344411041986705 184:0.3821187713295999 185:-1.065855575412793 186:1.743662926847744 187:1.116092152107107 188:0.1278569319890458 189:-0.2609393767204663 190:1.765063262978639 191:1.688864056573163 192:0.4160719110728776 193:0.2736990850692869 194:0.04981710627777403 195:-0.0169088410987091 196:0.6685743140745962 197:-0.6418763833953106 198:0.6140659736459149 199:-2.141992708013354
-1 0:0.1512262977488691 1:-1.358557669813733 2:0.08613991681148817 3:-0.1313575009716187 4:-0.07325738320986747 5:2.523986583924113 6:-0.12485707435298 7:1.551035947448705 8:-1.211086938477543 9:-1.914691227968659 10:0.03532351632641749 11:-0.4751539274734445 12:1.395056809099335 13:0.8993614958143653 14:0.1942341971322078 15:-1.294414999841053 16:0.3441846005544234 17:-1.065889852084742 18:0.6742592672862698 19:0.3782289118316393 20:-0.3494475456215153 21:-0.8167606809615265 22:-0.1437816489197504 23:-0.3354182399642301 24:-0.2851001408199998 25:-0.2368651487752046 26:1.756513602664588 27:-1.349108569531518 28:1.142431388608012 29:-0.6457783456283341 30:-1.21238656538317 31:-0.7729039238932726 32:0.01581357977534922 33:0.3814828406137367 34:0.7129405166925806 35:-0.1995453564449658 36:0.9066335576004719 37:-1.331525843004452 38:0.08163370982128332 39:-1.729081049004848 40:-0.7705029856733272 41:-0.3474920713427767 42:0.05694170806936683 43:-2.883272487574015 44:-1.781705220580254 45:0.756366651282492 46:0.2650426175004388 47:1.08207800455893 48:0.7599058285799495 49:-1.039311195452615 50:1.389502273004496 51:-0.6962285025146586 52:1.092935779729302 53:-1.067099740506883 54:-0.2447746342235782 55:-1.141871320260884 56:-0.6389312482581909 57:-0.8451452989751337 58:1.599969980587674 59:1.373895434545393 60:0.2396868133315109 61:0.9542834070412759 62:-1.141970904526829 63:1.929123741013776 64:-0.1664471912344972 65:-0.8480091032234165 66:-1.392564594924695 67:-0.3259510898035668 68:0.6052295407662791 69:-0.08082884322776865 70:0.5187103597171464 71:-0.6722196558283348 72:0.3923179439565436 73:-0.09141808889382612 74:-0.7117534367925195 75:-0.3437087587741998 76:0.1881727213288812 77:-0.2613275662689746 78:0.01705015760905573 79:-0.03190805437071829 80:1.549167959621362 81:0.1655605687566729 82:-0.3335024597620854 83:0.1377152476781372 84:-0.0998543461694447 85:1.228015363597283 86:-1.64281579131647 87:1.127140815282104 88:0.2143203613977646 89:1.095162080509398 90:-0.1423209824293359 91:0.9480925880044788 92:0.1428377917240566 93:-0.1659247322956575 94:-0.3023119366068387 95:-2.391780031879073 96:0.285094306937637 97:-0.3594299887594813 98:-0.319368780246195 99:-0.6267303611802039 100:-1.400591124586097 101:0.6320566763170006 102:-1.257720528048395 103:0.1586865222022071 104:0.05251102322170003 105:0.05120051796490313 106:0.745584319842202 107:-0.2907888060099371 108:-0.5995394333225843 109:0.294603187637759 110:1.278627888757643 111:0.04490475968651084 112:0.7891841473785057 113:0.4427228863056282 114:0.2556502190111059 115:-0.7444918789539429 116:0.8547989420218765 117:-1.218483319468895 118:0.4775005945123836 119:0.5437614226692152 120:-2.075669802332171 121:-0.9699874222058594 122:0.1067573183320301 123:2.19427752114464 124:0.1232310192308042 125:1.523861404707901 126:-0.06807357011916031 127:-1.192566607512211 128:0.5504860735586918 129:-0.02793469113403676 130:-1.980879963770234 131:0.9567916545367061 132:0.5769193913888062 133:1.331122437312172 134:-0.3646977724059231 135:0.2445294667821229 136:-1.284565698484013 137:0.5949830095949713 138:-2.044369067929359 139:-0.7692500733576382 140:-1.074386523639248 141:-0.2280167043253669 142:1.494974667831532 143:0.05619739059842405 144:-0.0689447643998073 145:-0.1546669538977434 146:0.9135732251810311 147:0.3261849550926289 148:0.8352467961782669 149:0.1566221996452604 150:-0.3044854918300816 151:0.4616551516491069 152:0.3914621393677036 153:0.2603943557626987 154:-0.5672594956625361 155:-0.5285313832036401 156:-1.716761676550622 157:-0.2066349110874747 158:1.939552043604846 159:-1.846819312917857 160:0.8569939244001878 161:0.0458278073628446 162:-0.8590262862227919 163:-0.631170136043142 164:0.7866639054647091 165:-0.6784397737787401 166:0.3016960924113347 167:-0.02026132559861675 168:2.22417320126219 169:0.4833246381715655 170:2.211050682476418 171:0.5859076667302145 172:-0.6470472679601106 173:-0.5005800108059625 174:0.16552945960485 175:0.079493034281718 176:-0.7006338651442557 177:-0.9640485350445122 178:0.7073955199565318 179:1.429977580941225 180:-1.062300013850848 181:-2.189296260473816 182:-0.4076132671129132 183:-0.3197423111135133 184:0.03071574934159226 185:0.5767365927168361 186:-1.170516682110031 187:-1.165174409622695 188:-0.4769766879856234 189:1.521202532798807 190:-0.5795222731890072 191:1.534125550234181 192:-0.4616466934258783 193:-0.6618786553211938 194:0.8195260034206957 195:0.3236136898235107 196:-0.1138983978503049 197:-1.894635498727745 198:0.3941142780328234 199:0.3974919953472342
-1 0:-0.02169725462053495 1:1.389748013076731 2:0.3633306879451465 3:0.4644372079803315 4:-1.403407307203178 5:-2.64055055282094 6:0.1600031443036918 7:-0.5111502961025695 8:0.3989888624507318 9:0.6705937199998683 10:-0.03687781234067525 11:-0.5429607568880711 12:0.002030020423776477 13:1.111099851392097 14:0.1028834136929539 15:1.190440774164441 16:0.1973255095508677 17:-0.3548230403940422 18:-0.5251193543868345 19:2.431248596754222 20:1.156173138473797 21:-0.6706395783788353 22:0.05884872577667224 23:-0.5537250952161162 24:0.2365545768978668 25:-0.6677041457629982 26:-1.548797541900107 27:1.189792307344498 28:1.523294164113277 29:0.1261632993933358 30:0.7419623253174438 31:-0.6910957393829322 32:0.917256283573445 33:0.5306162480776844 34:1.032508842763544 35:0.5639782927350773 36:0.09215738552608287 37:0.9594951747499755 38:-0.6594775919746328 39:0.6265906286571816 40:0.1850910928975876 41:-0.9599313546804572 42:0.7226523665498066 43:-1.336886139601733 44:-1.557576248565841 45:-0.067660355333169 46:0.3255571658890277 47:0.5355830358029193 48:-0.3917597025035607 49:-0.2773117802365851 50:-0.8519301439944241 51:-1.501145854104929 52:-0.9032671440403335 53:0.5992880860974652 54:-0.200133058982938 55:-1.972207373944779 56:0.7562538967510862 57:-0.05250679062198432 58:-0.5301010865572262 59:-0.6641932096366507 60:0.9646474728335557 61:-2.255063753835838 62:2.390463427188306 63:0.1659115129059401 64:-0.638178659215508 65:0.3917716983438428 66:0.349674375577713 67:0.4020565006693977 68:0.4591095307336522 69:-2.389735396050639 70:1.35689008382036 71:0.8594205213889243 72:-1.840565618854027 73:0.1948716058447158 74:0.9790129420790177 75:0.9837708159820515 76:-0.01000956292721126 77:-0.04931816075318528 78:1.323632416106869 79:-0.7488745830783716 80:0.2439597203207667 81:1.012757459883271 82:-0.1596913737202901 83:1.155312090697223 84:-1.693396850414675 85:-0.0730116552074858 86:-0.6417178293962679 87:0.2489380951076552 88:1.287996612159323 89:-0.2388550451092847 90:0.01863276964989311 91:0.4279848685657179 92:-2.064250974263244 93:-2.386103758876157 94:1.772119278156727 95:2.051443080196818 96:0.4220195877221877 97:-0.5216718046965 98:-0.3834430737904819 99:0.4391857438077305 100:-0.1782500991083794 101:-0.7786869054564406 102:0.7513292466218249 103:-0.6413433597242416 104:-0.8425480352656362 105:0.5997786954432668 106:-2.103276166452825 107:-0.3472017290267782 108:-0.3031240069900091 109:-0.9134612047979949 110:1.070093813685493 111:0.9433828087182722 112:1.50414710781498 113:-1.103636358497266 114:-0.1582743939733436 115:0.1122206256232799 116:0.5424541114227336 117:0.7452720822904602 118:-0.3883959592093857 119:0.5954896747122732 120:0.8149313870492003 121:1.292536564183745 122:0.3123418614670423 123:0.8145339806784836 124:-0.08000389507336823 125:-1.258561802220606 126:0.5176183348851731 127:1.226691616537601 128:-1.626212338686602 129:0.4723214070983636 130:-0.7089250127014824 131:0.0314940577650763 132:-0.2614182350765333 133:-0.2900757133654072 134:-0.7222997201074493 135:0.03801144947557981 136:2.109370055321064 137:0.6255980464702333 138:0.8785287805896964 139:-0.1703971375454165 140:0.6734685460222835 141:-0.312294196627587 142:-0.3578975292924577 143:0.5462849182303848 144:0.5529550723731567 145:0.7926979081154726 146:1.05093666847287 147:-0.4352445128281224 148:0.2747642115240948 149:0.05089023700843721 150:0.1495570298463101 151:-0.4532994095952602 152:-0.6377375112062734 153:0.158457927938983 154:-0.3858461900647031 155:1.049487978140191 156:0.8514907431068213 157:3.434404830899798 158:0.6547109249876666 159:0.2386222977943253 160:0.1089361428150002 161:0.7441618860159455 162:0.8601904327706634 163:-0.7864432277928072 164:1.372319036480597 165:-1.377053872401833 166:-0.03856107167381778 167:1.101296098939348 168:-1.372168705130415 169:-2.239268778460094 170:-0.02201210275516537 171:-2.355877165771447 172:-0.8882617741589096 173:-0.1044432498024536 174:-1.153335378526952 175:0.08101782027659858 176:2.167102214772432 177:-0.9593948943041978 178:-1.563688118378627 179:1.141573553247951 180:-0.9532354576954083 181:0.5818384856983142 182:-0.5703279014098036 183:1.211297316078089 184:-0.793469025655846 185:0.4088042458646169 186:-2.271517182557568 187:0.8476768288126423 188:-0.1628582508304059 189:-0.4859532077273792 190:0.3114282798708669 191:1.111810248495588 192:-0.04203391942543088 193:-0.9298463644351788 194:-2.713079596563203 195:0.01718220359632897 196:0.2223653260771111 197:1.78009515346864 198:-3.396140057334884 199:0.4039027087620615
--1 0:1.136256456832391 1:-0.724176965657045 2:0.5801329800286411 3:1.353015851229484 4:-1.005119948424688 5:0.3656255068767838 6:-0.2896960226771455 7:-0.4657368775250595 8:-0.3899705998697733 9:-0.5693356320105606 10:-1.407430721632036 11:-0.3756614538545059 12:0.5975584100822692 13:1.040377407672744 14:0.6433925547709058 15:-0.4170943124688687 16:-1.247675116597653 17:0.7073977649963601 18:0.1801295491813992 19:1.181274772078119 20:-1.150537068567604 21:-0.3418701857235594 22:-0.8104246208693365 23:0.2062579285931769 24:1.305885588283218 25:1.416310402407175 26:0.1386819840262738 27:1.433730389664244 28:-0.5346519402251808 29:0.2721878618194229 30:-0.7258513848718041 31:0.2322220039793553 32:1.094868451697266 33:-0.6072467567287527 34:-0.4703991995074936 35:1.135692388923332 36:-0.207431405765297 37:-1.49195034578476 38:-2.163719399976326 39:-0.2901604866764209 40:-0.3077234607681053 41:2.154996606757819 42:-2.544062269832605 43:0.3796327976474617 44:-1.046121137648273 45:1.732367397790806 46:0.9469111027724187 47:0.2056804384550094 48:0.4243451488033219 49:-1.307661897970396 50:0.1457049631401961 51:2.01309176381634 52:-0.2094393230408084 53:0.0725531721841163 54:1.410912444083282 55:2.437800508548833 56:-1.154956038937174 57:-0.3115741714559849 58:-1.108073878368739 59:1.283122590312459 60:1.159332931646288 61:1.840667883706433 62:0.5097690959771598 63:0.3013487511248117 64:-0.04732526574512531 65:-0.8357088718901168 66:0.3698221810997865 67:-0.7027422315959839 68:-0.5035746669236205 69:-0.08628592132579078 70:-0.2749111748722202 71:1.333980288056351 72:1.450428636240367 73:0.9744615596493987 74:-1.01400887695654 75:-1.055187339987369 76:0.6664992156858969 77:0.8824354488115846 78:1.955075744605392 79:0.9368022332421589 80:-1.210182192799442 81:0.06279135051583672 82:-0.08344820317055976 83:-1.981348677880676 84:1.350148873038333 85:0.3624973189512045 86:-0.04101939311390248 87:0.7944638550531741 88:-0.01955490455678714 89:-0.6222998655764845 90:-0.2453856934399641 91:1.788935124931379 92:0.2977310545386739 93:-1.833290336211273 94:-0.06310127096982558 95:-0.2651530612312846 96:-0.2428210637218759 97:0.3049086770522317 98:-0.1656671089766895 99:0.1282162417837195 100:0.01043144908123363 101:-0.2231506129036774 102:0.4174365392550539 103:1.151409754224958 104:-0.7563813032930118 105:-1.382475472460468 106:-0.9038160873436738 107:0.6174198413174249 108:0.8562904667991688 109:-0.9019217967525448 110:0.5756724029041556 111:-0.5364866255766314 112:0.2842195844793917 113:-0.6850665493590755 114:0.2160146154480392 115:1.673722415058906 116:-0.5598470706542479 117:1.10775064156495 118:-1.367708706549769 119:0.9058044107857934 120:0.6433729119656948 121:0.3112108665725547 122:-0.2247457022717329 123:0.5806021600242545 124:0.07238579783571439 125:1.297222018321347 126:-0.5701191380763703 127:-1.123146532671006 128:0.5404149978121116 129:0.1205637157802783 130:-2.579416348262541 131:0.8697469265970726 132:0.0647445358433692 133:0.02790643898536787 134:0.5654632937756371 135:0.06290341165439986 136:-0.4935027188854769 137:0.1229739755088859 138:0.8205570446477428 139:-1.135080381838237 140:0.9782026113524963 141:0.2309982814675412 142:1.601502343705631 143:0.7254845101862957 144:-0.181454174910627 145:-1.094643744084287 146:-0.9772222987901538 147:-0.565931043172256 148:-0.1598574880852938 149:1.223288580045104 150:0.0405148945186935 151:0.7493119556873938 152:0.2330726135259529 153:-0.2350258701069899 154:0.772429330888737 155:0.05124843616381311 156:-1.787289404888415 157:0.1181831889518461 158:0.9138138155253731 159:0.04709689303227253 160:1.862416131026548 161:-1.769100381605895 162:-0.2481127044188245 163:-0.5547146758619222 164:-1.069209137706275 165:0.5242271388001744 166:-0.9946423808968047 167:-0.50585457071911 168:0.8343254309314141 169:2.236476251457614 170:-1.148291349398757 171:-0.3961319760231885 172:0.4427670094284725 173:-0.4313120259391712 174:1.808086131636673 175:-0.3528442363126043 176:-1.51550047026439 177:0.8006543791172617 178:-0.2271744051939028 179:-1.456779075335878 180:-0.3245056363457012 181:-1.063032444500798 182:-0.3697241041818632 183:-0.2259497370124025 184:0.1924621687012195 185:0.481314374681681 186:0.22071092387471 187:-0.6524194421904046 188:-0.3107177619302342 189:1.560083304690185 190:1.833910441063871 191:-0.8660445866435803 192:-1.873022310904401 193:-0.7574931301726022 194:-0.3716001526638329 195:-0.371312223802607 196:-0.04232080073715359 197:0.2862293958450417 198:-0.2590923398767189 199:-0.472045556377843
--1 0:-1.649873978601138 1:0.5393346938519724 2:-0.3334945379478865 3:-1.502756201710428 4:-0.8922321985697836 5:-2.712947637659424 6:0.6592268530148283 7:-0.6594106061676333 8:-1.129401893344748 9:0.548792999726596 10:0.4180663114560937 11:0.7402187169576671 12:0.5996356055911674 13:-0.9433800435040162 14:2.37808399994852 15:2.114397023036664 16:0.1180186479297425 17:0.1088894802470706 18:1.40454975320439 19:1.745606180685404 20:-0.04002216590800559 21:-1.062065387066464 22:0.3545485514590347 23:-0.7014096301176165 24:0.2380714724686724 25:0.6414686399660711 26:0.6640623266203569 27:-0.8190771644846089 28:1.306202766965627 29:0.684592359141729 30:-1.194525470755293 31:0.08151785112718413 32:0.2121684060993619 33:1.448444373727855 34:0.1668136702858898 35:-0.4586978095547585 36:0.2841792867624575 37:-0.2906088873396379 38:-2.281431238218274 39:0.5796385811810074 40:-1.546330785663868 41:0.1908042315155455 42:-0.7606800047395557 43:-0.9687860042401114 44:-0.8112861201991166 45:0.7582984423547202 46:-0.842099733574871 47:-0.5331801070616279 48:0.7160403896482516 49:-1.553854374295771 50:1.305699587956398 51:-1.057261442639717 52:1.083283084962475 53:0.9253996009570016 54:0.4160509485437116 55:0.3254889897363532 56:1.477464471501464 57:1.061319236086997 58:-0.636358261808469 59:0.5062855554183964 60:1.06041165522373 61:-0.352075680892801 62:-0.1250001504425091 63:-0.7737189086667445 64:-0.6949213069533449 65:-1.745441881695758 66:0.36874604787685 67:0.6026410662934905 68:0.9229994960824566 69:-0.5925145989504262 70:0.5418818586318481 71:0.8062533791223415 72:-1.281465700140308 73:1.757262103426509 74:-0.04967082146772892 75:-1.480606830029139 76:-1.151002500427073 77:-1.359211657537223 78:1.311865933697859 79:-1.350267814730738 80:-0.7978900664044121 81:-0.4275710910145724 82:0.7648911428635735 83:-0.6557164439222298 84:0.08301690022572007 85:-1.322277072513961 86:0.7845073223273806 87:-0.3735196218991654 88:-0.1963056329939224 89:1.597604960173064 90:-1.50828248510258 91:-0.381472531261612 92:1.45272630596829 93:-1.555190017665917 94:0.105798168776092 95:-0.5751072704572797 96:-0.2436836071236794 97:-1.181630700428042 98:0.743005950598876 99:0.5957466121155329 100:0.6186015546148885 101:-0.4084496787020432 102:1.751075914275177 103:-0.07335043168059482 104:0.9853099571760783 105:0.1161316246968657 106:0.9712922022131165 107:0.2822326998079661 108:0.02564776057377658 109:2.748771264302815 110:0.6489728466767297 111:-0.1419513587569105 112:0.1064434696495642 113:-1.755064515405285 114:0.3027162635126014 115:-0.4494644441535255 116:1.278592441446886 117:0.04374895153750666 118:-0.6292067326386626 119:-0.9625947905781037 120:-1.56072554439989 121:-0.8059360133775706 122:0.7519280693526907 123:1.084702321423282 124:1.111318407038133 125:-0.1479984730476588 126:-0.02037051716624494 127:-0.1563374705022552 128:-0.08079746074017646 129:0.2327746170167002 130:0.3110947184593552 131:0.7077565575518311 132:-2.10304020842001 133:-1.396936189901416 134:-0.009605304041276113 135:-1.445336986742956 136:0.7388240862922767 137:-1.258695163290348 138:-0.8470334534630833 139:0.3791448460624549 140:-0.376914702051301 141:-0.4675581424093158 142:0.5279653430592499 143:0.9062482607733947 144:-0.3930365826136836 145:2.079315822619208 146:-0.3207198229581616 147:-0.5266838453654182 148:-1.756366298973949 149:-1.03703578706784 150:-0.3979236276611568 151:-0.5906449362186197 152:-0.1666704966116687 153:-0.2599653789693313 154:0.2004950947758224 155:1.083735102399897 156:0.87787851757881 157:1.058611368799876 158:0.1905218607183002 159:-1.360850945711729 160:1.204083217120349 161:-0.5241171660333587 162:-1.16882173067165 163:-0.04917556929106907 164:0.4664050830121195 165:1.395889461243645 166:-1.000415928274034 167:0.01108484234142604 168:-0.1261551860002848 169:-0.4731157832600206 170:-0.6257058500085876 171:0.7783178813335943 172:-1.675577835457262 173:-1.309151724545183 174:-0.09156302626810804 175:-0.1438733207523214 176:2.278646033390145 177:1.772762650503872 178:1.900762971349023 179:-0.1040453732451924 180:1.391119138778879 181:0.692455391021857 182:-0.0854501439483677 183:-0.7461454179115616 184:-1.287321989427463 185:-0.8898766669216107 186:0.1195437281461017 187:1.418870198276644 188:-0.5627955694464247 189:-0.7121906274964092 190:0.8043818976397874 191:1.183955093279861 192:-1.293079788348994 193:-1.468103322633693 194:-1.080081196781622 195:1.424318553611239 196:-0.4266129130677812 197:0.3312770862984711 198:-0.5945619708914486 199:1.11586678315658
-1 0:0.7203597480816013 1:0.04652030516541583 2:-1.235937416409474 3:0.1998523291360277 4:-3.429903315634316 5:-1.017617713412468 6:0.8804804901354168 7:-0.8446368390024428 8:-0.300619552219312 9:-1.086201361956558 10:0.2787429604397336 11:1.90089704055308 12:-0.5964092652478753 13:0.1300273410763455 14:0.6807920929705414 15:1.070844102196114 16:0.975837736679502 17:-0.08060400346018237 18:0.4141470511174514 19:1.613157430052228 20:-0.1671891576883208 21:1.527944735828358 22:-0.06061834338530309 23:0.8593272942911491 24:-0.02165941000142925 25:1.516561040384323 26:0.6259512277779183 27:0.8336564401081946 28:0.5916913843110211 29:1.652151406381228 30:0.8420497779316849 31:-0.3421336329643045 32:-1.890295396503299 33:1.619719408083225 34:0.4836012523716535 35:0.7437292417422342 36:1.659537813979117 37:-1.696914486916235 38:0.2841687090347055 39:0.1173223598043048 40:0.4167468024759447 41:-0.7999627132937515 42:-1.795151292635888 43:0.2346032771844853 44:-1.150158939257912 45:0.3469737252217177 46:2.066878734897138 47:-0.8314904812256706 48:0.3466567815201344 49:-2.234920697341795 50:-0.4851157061771582 51:1.940544232635447 52:0.3041564849648509 53:0.515340886719901 54:1.743885214265862 55:-1.84533231586353 56:1.315705263428803 57:1.756429492866242 58:0.9407066948645072 59:-1.944552645553827 60:0.8326534237367026 61:-0.3762705415967202 62:0.2728971709877985 63:0.9024592366388894 64:-0.4806525909359703 65:0.7936250760697207 66:0.6098923061766761 67:1.336929318450817 68:-0.6076642652767804 69:-0.4712656110458739 70:-0.1711131311043878 71:0.5088626666937198 72:0.01751829205806885 73:-1.189790719957788 74:-0.5050363559228698 75:-1.163285102454577 76:1.363872126146602 77:-1.188138041639041 78:-0.3676827499111713 79:1.113411072192267 80:-0.5639139517524148 81:-1.578439717176252 82:0.761675840422784 83:1.627544437674962 84:-1.048194420151626 85:1.523291558255805 86:-0.04694948304404795 87:-0.5294461644618353 88:-0.9117994997612135 89:0.4847793283580059 90:-0.2914191224566163 91:-0.2722897983740204 92:1.37300446246744 93:0.4979485850131686 94:1.360689499907711 95:-0.1651518187961277 96:0.05399749433041853 97:-0.5343412781930382 98:1.427852114324147 99:-2.056299460910266 100:1.035486673359018 101:-0.0107489983371745 102:-1.595442669653721 103:1.692067254103957 104:1.119988478694181 105:-1.049368518089178 106:0.7408365760784854 107:-0.7187472512450112 108:-0.8630072683335765 109:-1.403718340774013 110:-0.7406655703769395 111:-0.3950115363472045 112:2.078928557191304 113:1.05067485090094 114:-0.4466276690791816 115:1.433278685550375 116:-0.7470504588847772 117:-1.188861630589057 118:0.6302077939652995 119:-0.6157872875375935 120:0.198927126033038 121:-0.7026279302779653 122:-1.139157489828221 123:0.6094045328220391 124:1.467844827695837 125:-0.6107404342099014 126:0.6263938641044186 127:-0.9928371688332955 128:-0.6358969094163331 129:-0.4180879339370948 130:-1.021875775864535 131:-0.1730508408506411 132:-1.064498769607724 133:-0.5287491652645145 134:0.4613032122303666 135:-1.310073623947623 136:0.1526779781962979 137:1.42038339032258 138:-0.7822603745243095 139:1.521766053875684 140:0.1420926855616569 141:0.5026806037794738 142:0.8910520586584448 143:-0.2896477219618661 144:0.1005114548718542 145:0.1417144091266872 146:0.7360523450915064 147:-0.5518922149526436 148:0.415985597284976 149:-0.4868076813288799 150:-1.61036019749929 151:-0.4928263684326695 152:0.2923905177595317 153:-0.02704209842577632 154:0.2996328228749062 155:1.763563303091852 156:-0.03486886436249145 157:-0.7801477118461156 158:-1.264833015674784 159:-0.5872599356230259 160:0.02538775833898416 161:-0.2509586873457073 162:1.930617692538503 163:-0.3346155144290413 164:-2.821587000597564 165:-0.0250252308796619 166:0.416349820949249 167:-1.53638000381082 168:-0.4930309212067956 169:0.5979403853734248 170:0.8239289988309428 171:-0.1105865725814358 172:1.188760209849357 173:-0.7893517716102468 174:-0.814201075760948 175:-0.9484854510420125 176:-1.247471391448091 177:-0.2784762258379921 178:0.8171083243689375 179:-0.4561530328947869 180:-0.02558817070891314 181:0.08534892625772933 182:0.3483739957381129 183:0.8773817163898978 184:1.129635931574555 185:0.3122457212962772 186:-1.390612889885404 187:1.591826617772245 188:-0.7486425564849203 189:-1.426279127963648 190:0.7371145655680386 191:0.5214961684591188 192:-0.9029596756300406 193:-0.08615523299440042 194:0.4381144160596865 195:0.377713458461911 196:-1.475886406751799 197:0.4701771020562955 198:-1.827424183806784 199:0.07902558156243927
--1 0:0.9299921340511254 1:1.342373878550273 2:-1.100747334743037 3:0.6258461367276669 4:-0.4928719214528411 5:1.02449971948353 6:2.334864966940197 7:2.357975690686044 8:0.6604759664262828 9:0.1213981705800693 10:0.240057126357464 11:0.3014616834526786 12:-0.6106139272771894 13:-1.512278795299836 14:-1.152827638319896 15:-0.04714201543371832 16:-0.05780236271792845 17:0.621097780328142 18:0.3437598472239468 19:1.388108740819044 20:-0.1096122530377248 21:-1.875874407489566 22:-1.688791672575599 23:2.282211724614624 24:-1.659335046595211 25:-0.210315789953386 26:-0.7078225675579785 27:0.0239424135676279 28:0.5902944080691666 29:-0.3406996764008856 30:1.332542403256769 31:0.4005119935111264 32:-0.3430317187945506 33:2.136870645561709 34:-0.5297301734022196 35:1.330737996716476 36:0.4697652159028364 37:-0.6054447088834525 38:-0.01965069730709828 39:0.2247266011566166 40:-0.7893206445620926 41:-1.184819269464742 42:-0.2036155662131618 43:1.253334202533952 44:1.902189682469996 45:-0.4948878266984378 46:0.4029323661156259 47:-0.3914048731996168 48:-0.9586193540331259 49:-0.2013601588174653 50:1.3716583766626 51:-0.7934581390391385 52:-0.7285391659295051 53:1.069112314707732 54:0.7092029673669642 55:-0.6816791537098513 56:-0.304238993080148 57:0.8541978357723737 58:-1.134167949735079 59:-0.7588773483158876 60:-0.01146296747660857 61:-1.243150096888246 62:-0.9881239197714522 63:1.267862495164229 64:-1.650555678221543 65:-1.51845262345214 66:0.8329918731751107 67:-2.729511861738285 68:1.155091695178574 69:-2.275106342506799 70:1.200630732140503 71:-1.026586799228253 72:0.02081611763050753 73:1.753503672512362 74:-0.4632772025938003 75:-0.09615059910610577 76:0.5099602268777548 77:0.5727574656215616 78:-0.6016172737086829 79:-2.360601169174968 80:-1.411035735378154 81:-1.004078695100925 82:-0.5605940507153263 83:-2.68011145619437 84:-1.482635572351852 85:-2.513735453539377 86:0.3425418519073541 87:-0.9355139093219916 88:-0.3054200575542008 89:0.02705919894034034 90:-2.625317981350352 91:1.16326601982801 92:-1.551508330988479 93:-0.9937728526552628 94:-1.422145985719857 95:0.9281919009741509 96:-2.075773039670135 97:0.4173338028149557 98:-0.06407814725762512 99:-1.944544521946058 100:0.6182668863232987 101:1.169897331126692 102:0.7583350316085438 103:0.09432487891799028 104:1.425325548621672 105:0.5037883990338048 106:0.6904764736693975 107:0.4899178280128031 108:-1.299595196842856 109:1.097170760881105 110:-0.348185320270377 111:1.648669056093678 112:0.5201519829519791 113:-0.414555463420524 114:-0.7005395857480877 115:0.755046458242484 116:-0.06101055175828986 117:-1.249882405209683 118:-0.9962836821273827 119:-0.822481066752919 120:-1.862594925080662 121:-0.6846304397266498 122:1.277097982629757 123:-0.07058076041702895 124:0.8118562321242901 125:-0.4758749918255336 126:-0.6271282321446372 127:0.6806860398985509 128:1.147887899209615 129:-0.7454413844208746 130:-0.6835224290692681 131:0.6211886096447385 132:0.3007722793154443 133:-2.135952498671609 134:1.564780362408503 135:0.04838567193205382 136:1.18134544437582 137:-1.52744038714287 138:2.083883741392969 139:-0.9814559645671124 140:-1.285347893458338 141:2.04247826415061 142:-2.481205709445132 143:0.2570718070049379 144:1.571382336185355 145:-0.08388683513718918 146:-0.310686145829476 147:-0.2061501580140506 148:-2.191011922587981 149:-1.325730861705864 150:0.129511670590726 151:-1.50156235208569 152:0.1864371383002329 153:-1.772860203475676 154:-0.2091342352153566 155:-1.198339977454793 156:0.01831071904707814 157:0.9113551895304193 158:-0.1234352467250977 159:0.7780315908287735 160:-0.09781353597417521 161:-0.1224867155968005 162:1.437142910596007 163:-0.507102412794907 164:0.3827248622659469 165:-1.059231204661915 166:-0.7484749114065478 167:-0.8907159371478997 168:0.4613881796594064 169:1.284899019540683 170:-0.3093766691947008 171:-0.5251747505732142 172:0.09421277164674287 173:0.1613238769845776 174:-0.5263262027049044 175:-1.167971783098851 176:-0.728017064619101 177:-1.1441131006373 178:0.2052480778965969 179:-0.7767478019307367 180:-0.3417063754020618 181:-0.4375339462596701 182:-0.4923002845925264 183:0.3926717371199557 184:-0.1274950153301079 185:-0.321525869711545 186:1.184600486802466 187:-0.2329982080649928 188:-0.4493314555876103 189:0.206496613127506 190:0.5440747189630825 191:1.238176178097405 192:0.8152831527593036 193:-0.3071990007017961 194:-1.342270512665218 195:-1.580115029069961 196:0.2780924094497644 197:0.9591412329092345 198:-0.02191015767620873 199:0.1140254404255808
-1 0:2.216482134212481 1:-0.3769431078853175 2:-0.5836652566498443 3:2.062373256163644 4:0.4462513469692828 5:0.6241518341773552 6:-0.472418692529733 7:0.8964447254617952 8:-1.41578401200981 9:0.1432163586159788 10:-1.01975482727988 11:0.5225579758619224 12:0.0361864550683811 13:-0.7936404136565436 14:-0.1740901774741371 15:-1.164926985487773 16:-1.180639627662281 17:2.404574944516092 18:0.00747385443678043 19:-0.1887442211717966 20:2.050700832616271 21:0.2249296404157211 22:0.4715083729959525 23:-0.07852318552441327 24:0.5887777384040114 25:0.8812270764220262 26:2.869826033856003 27:2.171361246101284 28:-0.3790437700680839 29:-0.8301188354575353 30:0.2167630520842284 31:-0.4785085908882909 32:-0.6982219160763744 33:-2.489097153438697 34:1.686183143855771 35:-0.4934434243978936 36:1.336630306853972 37:-1.34896900296811 38:0.7610876447496645 39:-0.2388377252373774 40:0.420847444231257 41:-0.5087441043583787 42:-1.908153325456187 43:-1.287256775666852 44:-1.227450525297887 45:1.011498295358805 46:-1.623132313583647 47:-0.2264052363987655 48:-0.6041807805540369 49:1.275003076603669 50:-1.018684562793932 51:-0.9528366293630613 52:0.1912478038952281 53:0.3876159022751788 54:1.501232852506259 55:0.1966555478788683 56:0.384062336001987 57:0.2683295741229932 58:1.246959702386435 59:-0.06252661627177518 60:2.099435870472309 61:-0.7920619848487381 62:-0.3783021113409429 63:-0.2330783201047345 64:1.040094295873387 65:0.1814141622409164 66:-0.4563469313098181 67:0.2861845760424371 68:1.35691960138207 69:-0.3383322134097146 70:-1.370968273401573 71:-1.078107947102518 72:1.371171868646481 73:-0.5995437914707111 74:0.3901055320032361 75:1.009263997513764 76:0.237094483127584 77:1.431251853496701 78:0.1847881244458802 79:-1.103962766690339 80:-0.009535130325237243 81:-0.7488460088515847 82:0.4312838939393364 83:0.5665344745446417 84:-0.0731828583283943 85:1.339028624531416 86:-0.6903618514275061 87:0.5150627525420611 88:-0.1444005391369083 89:0.2037008646943809 90:0.789511184293562 91:1.659133251850656 92:-0.4456795937310482 93:-1.776160348155873 94:0.4768159252117674 95:0.911259813161128 96:1.412835169082929 97:-0.3333423783489864 98:-0.462716065735184 99:2.465851962893983 100:-0.6879649926244367 101:0.1155046413594151 102:-0.1809321579971474 103:0.07267168013307668 104:0.7943509879459127 105:-0.06035356444501055 106:0.3207544347145853 107:-0.4075499441440428 108:-2.030329208599398 109:0.1767784245876194 110:0.05271739098756997 111:-1.02820716197732 112:-0.2053013120461064 113:0.9732617029115639 114:0.6149172343455851 115:0.2361811284744852 116:-0.4141459221363764 117:-1.002932824196487 118:-1.798138027411403 119:-1.759097724519249 120:-0.4592575397611774 121:-0.4356930435317788 122:0.112196122448454 123:-2.033970006527633 124:-0.1965039558867427 125:0.2915712353338487 126:0.5874920288747043 127:0.2462213995160365 128:0.3018456645502049 129:0.5299171811391186 130:0.6601048530051177 131:-0.09206391121257043 132:0.1472827627540399 133:0.4802557601361553 134:-0.05695622281117394 135:-1.431548049443337 136:-1.129880565964476 137:1.432150135788621 138:0.2935229148442108 139:-1.286320192132973 140:0.495979273957763 141:-0.6018187804704799 142:0.2337273830878005 143:-0.7164732821894283 144:-1.567064916906804 145:0.2611422795593576 146:-1.797267523419672 147:-1.012881564510014 148:-0.3796903451655304 149:1.388804877995397 150:-2.825111821822182 151:-0.9921831755078206 152:0.8847993266826799 153:0.1318168273880973 154:1.706589760618627 155:0.4100296232864006 156:0.3979545410036577 157:0.4352622391997467 158:0.4081053070895004 159:0.6711447296976755 160:-1.626456583990129 161:0.4700633432210828 162:0.03544311571555992 163:0.03884817340599611 164:-0.09563154843247071 165:1.754059120705375 166:0.1252830426673836 167:-0.3328800852995266 168:0.0357132726339695 169:-0.2086000999694089 170:0.3780042705131402 171:-0.6223346849960878 172:-0.1149009651805412 173:-0.5630410839140335 174:-1.255926867116514 175:-0.9473453295807694 176:0.814650526078564 177:-0.5508128322097171 178:1.036659432664922 179:0.4565983079212321 180:0.1743967339315841 181:-0.02250976694127433 182:0.3569114468381252 183:1.274051153728145 184:0.4210822327172188 185:-0.1254362616394818 186:0.9649065412908377 187:1.775095426292051 188:-1.634621786367035 189:2.287300668973169 190:0.363851868694924 191:0.3538958962373514 192:-0.02804144011754609 193:-1.573333887998824 194:-3.12518940963833 195:-0.6265432516811175 196:0.9744691313349059 197:0.5106218817290189 198:1.988821587523204 199:2.902827546779002
--1 0:1.627635130935812 1:-0.4757866496342258 2:0.9577935402346619 3:-1.792187466271677 4:-1.000255182301659 5:2.189108361095306 6:1.205241458825122 7:-1.343088242649176 8:-0.7971561498451258 9:1.84297620973552 10:-0.5092415450541038 11:-0.5545335265725665 12:1.386145184876926 13:0.0648531824518806 14:-0.05131896036610878 15:-0.8905391862139592 16:0.7296912703471818 17:-0.5071179742691874 18:1.591531459655451 19:0.176543408013083 20:0.6704966518943286 21:-0.1033205823324543 22:0.3205300856979628 23:0.8002903178308389 24:0.2827903373907979 25:0.1618202869233225 26:-1.362336957978132 27:0.4008490283348461 28:-0.5525669347764405 29:-1.189877576005403 30:-0.2899150235482021 31:0.5493526023209033 32:0.188946260532525 33:1.390624517949089 34:-0.3555686932246209 35:1.425429879566722 36:0.5666234389675446 37:0.9253454109160094 38:-0.2369426925320429 39:-1.570322879077113 40:-0.1584201532494526 41:-0.1163286004692309 42:-1.967759336088016 43:-0.7258567596588416 44:-0.1156262383524066 45:0.3974526452916525 46:0.6252638275199167 47:-1.510162965876846 48:-1.075332714153038 49:-0.0005060599514216915 50:1.289171159482652 51:-0.2017340310189409 52:-0.2722898625117618 53:0.5056142997688347 54:-0.6031896621140233 55:-1.219630908265733 56:-0.4982785627211159 57:-2.535109386216202 58:-2.080332455265193 59:1.832416060776544 60:1.699310947082238 61:0.0373191557031664 62:0.1683190585539925 63:0.293057335409737 64:0.2799962045336672 65:-0.2624907938675712 66:-0.3896132446333389 67:-0.3882107696261135 68:0.4573758384768026 69:-0.03651538271293241 70:0.04421322350480176 71:0.2703100977126965 72:-0.8099065138316601 73:-2.581186177354586 74:1.892115256516768 75:-0.4817058293589953 76:0.2724597702863281 77:0.9554773575498644 78:0.08615010768891497 79:0.1055211444096724 80:0.1051501695143858 81:-0.08889159770034646 82:-1.271108670392062 83:1.90287241072773 84:-0.9831210084234523 85:-0.1457371710316215 86:-0.1302403795215545 87:1.085159026895599 88:0.5870689487327235 89:-0.9922451925250804 90:0.04965073885873995 91:-0.348226378339287 92:0.9141307196341996 93:1.551745877934606 94:-1.081250777416277 95:-0.2810575993300078 96:-0.8640436105133278 97:0.1135577685285633 98:0.138967847562639 99:0.2201029583926915 100:0.07457280857515163 101:-0.630777160929081 102:0.279850075180099 103:0.08604519769907755 104:0.3490312702278979 105:1.767848119449956 106:-0.7662618242381748 107:0.1118129885947725 108:-0.1150446393575514 109:-1.153482191877305 110:2.079135295674118 111:-1.313701475214792 112:-0.1182200008584876 113:-0.1765462229635676 114:2.02493962216119 115:1.08383794645307 116:1.17241541723982 117:0.5383190977190001 118:-0.7866237661799143 119:-0.6089098830130425 120:0.2212638885394428 121:-1.204685972388981 122:-0.9801764815865196 123:0.9859322396484966 124:1.400205888685517 125:0.08496128259008207 126:-0.8139675407014058 127:-0.6072745394449353 128:-1.539227466424786 129:0.2205630778548978 130:0.01958912354874484 131:1.248366778003135 132:0.5381260062787596 133:-0.8474290233053369 134:-0.8669273233695455 135:0.1118469309657274 136:-1.962584225990172 137:-0.4257293188194851 138:-0.3026377546459437 139:-0.8756694154422554 140:-1.359270631362237 141:1.312280984928034 142:1.822262850413339 143:1.914133767523845 144:0.1493426334556954 145:-2.034744592990207 146:-0.1900576165281161 147:0.6212258702506813 148:-1.059668663324592 149:-0.5876705190705438 150:0.3820035170571648 151:0.9442117495899206 152:-1.736473601051735 153:-0.689595102132053 154:1.000853869875708 155:0.2674360682152439 156:-1.267903209473522 157:-1.542734557217839 158:-0.7547071466759256 159:-0.8596564557337181 160:0.2663110965713289 161:-1.372293039657302 162:-0.415933756768624 163:0.7576297733427593 164:1.655992302208132 165:0.2599136732980274 166:0.7552359254726855 167:0.6704408748192434 168:2.706486942974049 169:-0.5244226530332933 170:-0.2311124769849865 171:-0.5094030230340147 172:-0.6088006020983731 173:1.787663055014923 174:0.2809397307188036 175:-0.2878875106962103 176:-0.0521130875790588 177:-0.2881196526786215 178:-1.122978959559591 179:0.5885975522637888 180:1.38396697815455 181:0.05276799217835688 182:-1.62192087273979 183:2.203337950863511 184:-1.15600534045411 185:0.6206892716572396 186:0.1304491244439214 187:1.179892744397173 188:-0.8405562589263197 189:1.770059829436228 190:-0.178579342591027 191:1.615636100768022 192:0.1682707819242632 193:1.587790459242852 194:2.327934447454287 195:0.4885143960109188 196:1.821327332951767 197:1.284378566446155 198:-0.827852563429418 199:1.391044441355477
--1 0:-0.288625345166018 1:0.2255041946084111 2:1.70204108797068 3:-1.425652163456079 4:0.8134109758070843 5:1.30958351426483 6:-0.7083320809052048 7:-1.216469904556897 8:-2.082285887267203 9:-0.2585790299394443 10:-0.0385076613675042 11:1.528058582712996 12:-0.06514492619221134 13:-1.770997225666417 14:-0.6339626520670856 15:-0.9223963537747051 16:-1.194427674055273 17:-2.042020443243397 18:-1.775641234130403 19:-0.2100167321244752 20:0.4470794271550717 21:0.3006492238634378 22:0.3688097867606417 23:0.4839939249597343 24:-0.6269355031642938 25:-0.6984999736332607 26:0.7013802760827426 27:0.4695489211494748 28:0.5169269256164958 29:-0.1908539291356886 30:1.321630433019953 31:1.0301776346857 32:-0.1500139642663398 33:0.1909872541678728 34:-1.394932560480417 35:-0.4483980364741158 36:0.09586990417737615 37:-1.457186577035517 38:-0.898881230947646 39:2.100121477534295 40:-0.85233215356311 41:0.08497733954777581 42:-1.160513306857442 43:-0.5234002366949623 44:-1.105764746489557 45:1.034362611643201 46:0.3828913482916894 47:-2.658807503222104 48:-1.304432812746883 49:-1.495651590048182 50:-0.8414217894784456 51:-0.39483686489889 52:-2.065633106809329 53:0.5173410215254369 54:-0.205152091715831 55:-1.198787828871146 56:-1.968310952949374 57:-1.184362952969233 58:0.7563260042923191 59:-0.2981272132684992 60:-0.6554805064196015 61:-0.06521074377017082 62:0.3805938667329938 63:-0.689571700481156 64:0.7456973330216686 65:-1.987321916859032 66:-0.9354206458657669 67:-0.01118224323325597 68:-0.1264846740797355 69:1.422740358820009 70:-0.4119767047049038 71:-1.279494055463583 72:-0.7078806165915181 73:-0.9386286474875174 74:-1.451455221212569 75:0.8955218037254113 76:-0.2035689406355207 77:0.2693628335154311 78:0.7404823474760212 79:2.023653650076494 80:-1.977371235876799 81:-0.4207118071439598 82:-0.3495594320277304 83:-2.487437944465918 84:-0.6969459528628174 85:0.430680313237801 86:0.1164637205930293 87:0.1552421728269316 88:0.01716739633400089 89:0.3990377385927802 90:1.031153053342924 91:0.259832623194804 92:-1.119047838905047 93:0.9856680466447055 94:-0.1764407395192625 95:-0.7726384857928181 96:-0.08293229335942319 97:-1.079433211122556 98:0.8606732133183236 99:0.3108414820787598 100:-0.860910764922287 101:1.940897383064577 102:-0.6457631913796675 103:-0.7401877787635629 104:0.1343818983675655 105:-0.7720179339149591 106:0.6016767643397343 107:-0.8688837295698665 108:0.5156201624650308 109:-0.6764595005785969 110:1.15207908446133 111:0.7484863332612747 112:-0.7329116622968416 113:-0.2467991965538832 114:-0.06986998954248475 115:0.00355273299495297 116:-0.2893674064067934 117:-0.3990557563829409 118:1.190687149419676 119:-1.620686247248813 120:-0.6766236460488259 121:1.28627778637648 122:-1.102516420924302 123:-0.3728547314156233 124:-0.216223239156865 125:1.042004794620015 126:0.3458183727691113 127:-0.06657030800075155 128:1.408211432189064 129:-0.3286938109933135 130:0.7233922922272528 131:0.05133537818736781 132:1.058246139387869 133:1.989584010402142 134:0.2099518043479048 135:1.436702693490341 136:-0.2055299369474003 137:-1.097141227059125 138:-1.406865202146278 139:0.5338619402449366 140:-0.04897885407176458 141:-1.673828024317865 142:-1.321205415666038 143:0.3569555128179672 144:-0.459671649598659 145:0.8400289767558957 146:-0.6643181123206993 147:1.473894396297186 148:-0.1474643752101066 149:0.1991174535128185 150:-0.3611755256548285 151:-2.082320640593076 152:-0.6701720287560223 153:0.04145969690539742 154:0.01139892202797597 155:0.608391457046498 156:0.5587289152546709 157:1.36977640198246 158:0.1851912613992137 159:1.454961089390091 160:0.006023691294501488 161:1.226758524884913 162:1.088458588677416 163:2.620735004991583 164:1.520813118266989 165:1.407199511050737 166:-0.9641701552691444 167:-0.7465910985532004 168:-0.6839582943995943 169:0.2594843382592852 170:0.8076128138460132 171:0.5155022626378062 172:0.1040293483950039 173:-0.6999263723199813 174:-1.018599314164019 175:2.114401207825581 176:0.1890205672428494 177:0.1648590242588659 178:-0.1728127835706008 179:-0.2119227848739915 180:-0.5916418100968741 181:0.9806587087906588 182:-0.4331409612454327 183:-1.695832797321342 184:-1.645470076507751 185:-0.4955207352948947 186:-0.7650722862005879 187:-0.5666642590800514 188:0.1599254070910706 189:-0.9599258179580179 190:0.9086838584988292 191:-1.80018658635291 192:0.993440644720437 193:0.04578776042661411 194:-0.8975850508722586 195:-0.3404877486773762 196:-0.5636707952459157 197:2.027803654032488 198:-2.512168621399113 199:-0.5939530980913804
-1 0:-0.5464241803825842 1:-0.1764035534989035 2:-0.5905205793408855 3:-0.7361327486306614 4:0.5395822983146928 5:-0.6398625038058317 6:-0.4724665207104002 7:0.2450887403417921 8:1.482896435303497 9:-0.4070951708552317 10:0.8163363792126048 11:-0.6260674822178237 12:0.3898562359267911 13:1.306478193683878 14:-0.1013038382401789 15:1.818934658358744 16:1.276828660672938 17:-0.9717126700913429 18:0.5032710539043797 19:1.681731375589872 20:-0.3890239499228241 21:-1.306583423331818 22:-1.81441371405127 23:0.0278644340433188 24:0.8492033023206734 25:0.3320019949737133 26:2.154552576768608 27:-0.01919716850575929 28:0.8884929162455651 29:-0.6815184349970543 30:0.1733023286936322 31:-1.147122385795845 32:0.7102654151573286 33:0.8207092241123257 34:0.1495156294382194 35:-1.132771573471455 36:0.1211034202078529 37:2.366343430720527 38:0.5024397267383601 39:0.9388978797912773 40:1.104436946825813 41:0.2437626809990552 42:-1.078745897256066 43:-1.656700587756671 44:0.3293576675272918 45:-2.507353642318142 46:-1.781447120446336 47:0.2277627387040142 48:0.31356338115785 49:-0.4237409220228501 50:0.7423516967754902 51:0.8620978721126873 52:2.402055830545114 53:0.5917020785692545 54:2.217383189848424 55:1.069680890903325 56:0.2548227266644329 57:0.4422742167371533 58:0.244134803663186 59:0.8987846508570122 60:0.2838108578757716 61:1.246546907587719 62:-0.9848852459180339 63:-0.3915751453882929 64:0.1562752576769535 65:-0.2862945826046394 66:1.021216024274821 67:-1.342870071210512 68:0.1183470372838396 69:0.2119510853824103 70:1.182451688539329 71:0.6119061032236853 72:-0.1186407246357213 73:-1.34847311261003 74:1.168064849458412 75:0.9080661220328891 76:-0.8018990586053952 77:0.2398100872600777 78:0.1789973935920167 79:-1.251093693525546 80:-1.048733731470963 81:0.3734470668523227 82:0.6319414152133404 83:-0.2571529288547723 84:-1.329531668621948 85:0.8366307339327337 86:0.1245510082102784 87:-2.285954142173396 88:0.07523099926982517 89:0.487767519698333 90:0.636275261387624 91:0.1682546704314524 92:0.5125079773406304 93:0.54270317234109 94:0.1328831141319148 95:-1.130171791031909 96:-0.3830424095012564 97:1.286858844764755 98:-1.879263589476963 99:0.8762871927793362 100:-1.607154071288659 101:-0.1499270336011188 102:0.6578476213958213 103:-0.297234561656935 104:1.303656616926807 105:0.7303357577010646 106:-1.006257496559255 107:0.1750669494840166 108:-0.8903870828026901 109:-0.7485642079290523 110:1.705995278265742 111:0.9104627492029587 112:0.4941546542668195 113:-0.6838118419762506 114:0.3953837049836841 115:0.4193654312435498 116:-0.4000238015646913 117:0.4313187456482876 118:-0.6116251061823169 119:0.5465021808884044 120:0.06625502790328629 121:1.852253629072002 122:3.628964082181243 123:1.181645539185519 124:1.547483026538621 125:0.926210178455215 126:0.3049169643760388 127:1.281435811736982 128:0.6400138654962352 129:-0.781969816654012 130:-0.4796262726468786 131:-1.572695640880792 132:0.834995807906358 133:-0.6427564478626264 134:-1.342195032371414 135:0.1440527554524659 136:0.8929457705541067 137:1.308855901258197 138:2.431544153807255 139:1.451517172420221 140:-0.4147249594379743 141:-1.425467454561429 142:0.3988309595695557 143:-0.5860362937894807 144:0.2975280618382726 145:1.056879815276419 146:1.280843905922582 147:-0.501036943358834 148:1.825471232861307 149:-0.5351786492232675 150:1.808429836682607 151:-0.8248503203772063 152:0.78293797382189 153:1.227511188453885 154:0.8381490118422797 155:-0.9435949805887617 156:0.8983911797648044 157:0.3104580587512409 158:0.644925935996235 159:1.773878986611155 160:-0.452501791974143 161:0.7234818014659591 162:-0.7472212500277153 163:-0.2172638226275911 164:0.7489105740502531 165:-0.4536364705786105 166:1.953403272452077 167:0.8783395214141871 168:0.9088143642610944 169:-0.8754519147267685 170:-0.5457493600066592 171:-0.6111170377479126 172:0.7853263537306956 173:-1.932349895315672 174:-1.268059407533074 175:0.4981581388931615 176:0.3958208362793779 177:-0.4391045404837749 178:0.1894426546114612 179:-0.1852188385039006 180:-1.845630955688117 181:1.106641858814008 182:-0.2038939654958564 183:-1.030335055629104 184:-0.185566469830306 185:-1.326803571425769 186:-0.9630561380810767 187:-0.1247125202255288 188:0.05991077296711477 189:-0.4539530906442858 190:-1.552545767887417 191:-1.354954591292473 192:1.777370680817388 193:-0.8456234557017894 194:1.194573195726958 195:-1.095446105942451 196:0.6091897668613352 197:1.634953116030929 198:0.730855426617582 199:0.5079669368653109
-1 0:-0.4060828671367023 1:0.4461181196304942 2:-0.191568966750103 3:1.078347321981642 4:2.416284282087085 5:0.4371035738064194 6:-0.5473146153338951 7:-0.2410786031688875 8:1.49525399765064 9:-0.1202007014406728 10:0.3161126569435189 11:0.276590636988146 12:0.1152699627316983 13:0.18189555579702 14:0.336185502131251 15:-1.87010759392312 16:1.048734007740985 17:0.0668043850810362 18:-0.8666393784175993 19:0.05946580657809478 20:-0.126121256821183 21:0.03843026550700579 22:-0.7629779307148664 23:-0.5884999966839386 24:-0.4444722397387799 25:0.3547661757585904 26:-1.582860945989758 27:-1.000051059579378 28:-0.345873681968494 29:-0.4449267215319155 30:0.5999233344422615 31:0.2655085153914225 32:0.4257922222633999 33:1.804180679545167 34:-0.9593301934350941 35:1.527870407240492 36:0.985726916409393 37:0.6703111412214076 38:-0.1411641976889275 39:-0.2019410080334153 40:0.07749009686184427 41:0.5074241588065219 42:0.03576048062309112 43:0.266315963952327 44:0.4062832229049734 45:-1.103795235051746 46:0.5928776251352165 47:-1.650437967804709 48:1.254137048367582 49:0.3899571028193946 50:-0.8596023070560892 51:-1.316709189433444 52:2.081755567212327 53:0.9314931287807104 54:-0.1432835220925343 55:1.876583907103428 56:-1.894022589479739 57:0.1178883369910385 58:0.1915379946435213 59:-0.2547064470261452 60:-0.6933857264665745 61:-0.7051600411377092 62:1.520752688144119 63:-0.2644935517805087 64:-0.5041277553009191 65:0.05550669967830973 66:-0.7456916529294483 67:0.04740592080748834 68:-0.04715186953706105 69:-0.05133398692073984 70:1.542312773139291 71:0.5423045432747408 72:0.9259886344282441 73:-0.2487483667818705 74:0.07333449629169671 75:-0.6561237117121793 76:-1.898656650832555 77:-0.5804052006355799 78:-0.2651863317898651 79:0.021903892006342 80:0.389809877953513 81:-0.6790591426191692 82:-1.304576800132716 83:-0.000348403803268002 84:0.6361461061068007 85:-0.4874496335218547 86:-0.4260439720660745 87:-0.6238675163385413 88:0.3926326828407062 89:-1.03534503235082 90:0.3850711618897971 91:0.160050669095137 92:-0.9633559743196927 93:1.300021445787781 94:0.4912647077600287 95:1.279250210249815 96:0.577272948303301 97:0.5551761695141267 98:1.458254247404497 99:-0.773184408580721 100:-0.09911583325050292 101:0.6700043901531497 102:-1.368283063266655 103:-0.7168131567628779 104:0.386540611512533 105:0.1896811086944348 106:1.070214521046444 107:-0.703007652665362 108:2.024085401461631 109:1.88893730470622 110:-0.3392140870202496 111:0.626446267460489 112:-0.1620187115020712 113:0.9498131458096387 114:-0.3830624237508043 115:-2.767111211417621 116:1.779480053336369 117:2.530161507512573 118:-0.5317895837778341 119:-0.06883651421461781 120:-0.7297720571324622 121:1.433520006837574 122:-1.671449122473594 123:0.188469141696993 124:1.039649996524657 125:0.7430027266742665 126:-0.5052813354994069 127:-0.6793368482235421 128:-0.6698036825996734 129:-0.6492267978855039 130:0.3753114389844761 131:-0.4325728278610018 132:2.423004119623306 133:-0.2432201341164772 134:1.070755830840953 135:-0.5487490939452013 136:1.192234131242341 137:1.431952702658094 138:-0.9182257724069797 139:1.392092554819685 140:-0.3076622302337571 141:1.148762154682963 142:-2.507500015847578 143:0.5046379463426993 144:-1.256691765724038 145:-1.670818752675271 146:-0.4493538352584959 147:-0.1757241851563313 148:0.9257391283814153 149:-0.2913638596207609 150:1.232744303739651 151:-0.6111057937943382 152:-1.502134480608104 153:-2.317711032020532 154:1.143418140938516 155:-0.05874555937421739 156:-0.3182076202789893 157:0.5291602626015187 158:0.4005750947455742 159:1.128144199018327 160:0.3450177649899249 161:-1.665507290660719 162:-0.8878428084435599 163:0.717556833086004 164:0.2202076406170872 165:-1.503279043371732 166:-0.7053815292022527 167:0.7549341191883241 168:-1.33646547213992 169:-2.195169713873926 170:-1.178930047153006 171:-0.9779484011246062 172:0.6869788297001566 173:-0.2156352434333285 174:-0.530803033830773 175:-1.495617534291992 176:0.5625809075883106 177:-0.3703749328987916 178:2.519269252601414 179:0.5601825963323798 180:-0.377954440251742 181:0.3469091995808687 182:-0.8219847982118444 183:0.1223545053363106 184:1.519918891325502 185:-0.6049671692347327 186:-1.18046065230132 187:-0.4622198276654109 188:0.01839011188000175 189:-1.103810315863875 190:-0.5165133592937583 191:0.3354922366413173 192:1.318319975975213 193:-0.262424967080631 194:-2.071879646057069 195:1.026169908608264 196:1.000815161699392 197:0.216917016375032 198:-0.9094302538886202 199:1.196082636310591
--1 0:0.8290726043273463 1:0.6273744055727937 2:0.5299546480712648 3:-2.647190338802039 4:0.08404493330870813 5:1.360216094890225 6:-0.2054446704090751 7:1.61508634469161 8:-0.04854627501552672 9:-1.586013658163597 10:0.06093063887202574 11:-0.4795577845286974 12:0.9215054565943016 13:1.185779148216124 14:-2.189755862596404 15:1.295028101096918 16:0.4190234573136701 17:-0.3906271809341033 18:-0.4451271460564993 19:0.4565229986722872 20:1.513921289218146 21:1.097863442506748 22:0.2002680053387577 23:0.2667208930174613 24:-0.2588738560165172 25:-0.9417943467426709 26:0.5221793374608067 27:-0.2547588456632991 28:1.904486099168695 29:-0.245268198861525 30:-0.5014342932891303 31:-0.01861160476767779 32:-2.47244353635124 33:-2.105592385890155 34:-0.8941426645573408 35:-0.1501607381504694 36:-0.4452425485576011 37:1.904770927983962 38:-2.620181651318045 39:-0.8540668536062008 40:-1.244824618080569 41:0.8867796252233178 42:-1.915596520866341 43:0.8002449470665643 44:-0.6338941648057993 45:1.038930279891605 46:-0.3319727722613577 47:0.7005684672536131 48:-0.6098404664505563 49:-0.5886495549179375 50:0.9155853717730947 51:-0.6421190766248762 52:0.4416419899372596 53:-1.407276347975157 54:-0.5033494761945758 55:0.6121269979231697 56:-1.193318238169594 57:0.9566396752143677 58:1.024748621017401 59:1.235576479602651 60:1.134314284509504 61:-1.539087312911908 62:2.244890153616668 63:0.3521494651656262 64:1.150753603467523 65:0.3041511780350222 66:-0.2863192810134274 67:-0.5525880496184268 68:-0.2198521595023311 69:-1.018734433112253 70:0.6865138541225883 71:-1.510952607746499 72:-1.113531820227852 73:1.360494160677696 74:0.1241861351827844 75:-0.00252988606898115 76:0.4575938997031123 77:0.2477891550950386 78:0.04905442549740321 79:-0.5775713210725048 80:-0.3031117640779503 81:0.3291880197322759 82:-1.410631943013205 83:0.6660475090560195 84:-0.08513169879437756 85:0.006506751773519415 86:-2.197244295111897 87:-0.3817773458075304 88:1.384941315200334 89:0.3712863148447135 90:-1.741744109810999 91:-1.310706502608461 92:0.2110140131669916 93:-1.134298484995699 94:-0.6216387883666366 95:0.1048052473025741 96:0.2776672413889232 97:-0.9611441944004179 98:-0.1357239110103239 99:2.097494430951781 100:-1.016060229101472 101:0.2074250180667852 102:1.309827603052445 103:-0.1746177475583402 104:1.095480496879472 105:2.219181314654366 106:-0.8016247510069375 107:1.22920194143904 108:0.3014664798249018 109:0.7626279087944194 110:-1.602427753592547 111:-0.4985839751521237 112:1.302055175917977 113:-0.08825543951173975 114:-0.3335028918092365 115:-0.5511692848863753 116:-1.110434915190589 117:0.5702134313652008 118:-2.189718841711273 119:-1.13328597171572 120:1.188372116781641 121:0.2571220645399245 122:1.797992493428968 123:-0.003101366776570295 124:0.1583288146238493 125:2.308046049965569 126:-1.132074712557192 127:-0.06068801969761754 128:2.281779256015028 129:0.4363159061188825 130:-0.3732211529725429 131:0.6403570277084982 132:-1.102021045944221 133:0.1095569936565191 134:-0.7482292399727362 135:-1.736642393546352 136:-1.76079062907658 137:-0.4638198898607899 138:-2.09970094109385 139:-0.1658044508119177 140:1.5356190293737 141:-0.7966423342034173 142:0.1816770599550303 143:0.3951905218435827 144:0.2626060029804493 145:-2.297129950125157 146:0.220770767280572 147:0.4739179417964142 148:0.8468361465571353 149:-0.5231112399944386 150:-0.6189663332403947 151:0.7242928145474035 152:0.1248006019490722 153:-0.1711968900607315 154:-0.02000721879697455 155:-0.5422916477537357 156:0.3029146598978837 157:0.6590851136220927 158:0.08544413497059988 159:-0.1625044459865144 160:-0.09116696881814249 161:1.379076175914218 162:-0.3617599482733426 163:0.3518285882205844 164:-0.8337776103893962 165:-1.28641758896626 166:-0.5606721695317249 167:0.04288539182734159 168:0.7948455034905377 169:-1.001243411251362 170:0.3821528228279447 171:-0.2834873173202995 172:-0.8312538161016091 173:-0.7923981413145307 174:-0.4341144212890406 175:0.1235157878386447 176:-1.545639708051634 177:0.6923356051856546 178:1.172502489496045 179:0.6162567442789501 180:-1.088643717652817 181:0.07624748977681978 182:0.3715369569559651 183:-0.5072068712827977 184:-1.529943680786467 185:-1.660739135519371 186:0.2658950251671298 187:-0.1994075897975547 188:1.354408682578792 189:0.5533956549708174 190:-0.2762150028251717 191:-1.851448996866485 192:-0.04628592665765043 193:1.20086958455456 194:0.4575792099167986 195:0.9677644833197424 196:-0.8275267696260219 197:0.07624063063002769 198:0.1652954256470217 199:-0.4684806666483606
--1 0:-0.3634958611238334 1:1.249342900251175 2:0.2052903809653653 3:-0.4228352983805718 4:0.06321561745768128 5:-1.641267608676563 6:0.9851986275293412 7:0.4694756565042151 8:1.393052840656029 9:-0.8756378795221675 10:-0.05234913456201252 11:0.2781675263594104 12:1.895661290235621 13:0.4404808263195301 14:1.0263798284993 15:-0.7020071678130037 16:-0.05997757117454014 17:0.1107996255389779 18:0.3207954920658432 19:-0.613766424589523 20:0.5090491167347242 21:-3.318248862865929 22:0.8777885987374575 23:-1.145054436265258 24:-0.001049563387002764 25:-0.9927536883576027 26:0.1401053790855475 27:0.1211864573748594 28:-0.03583090646835767 29:1.124522824728496 30:-1.877725283836061 31:0.7327402533337182 32:-0.2299243592725888 33:-1.808479655737862 34:-0.8091469279582877 35:1.67293929456299 36:0.09797930101245039 37:2.404858095065104 38:-0.6777155345741401 39:0.2664570049323988 40:0.5624405668327002 41:-1.644971969906146 42:-2.389095068810253 43:-1.221006071056081 44:0.6403740551070506 45:-1.4350115757741 46:0.377125834953023 47:0.6601374636463363 48:-0.2938544148212178 49:1.33404782999389 50:-1.957322711525861 51:-1.120436199957558 52:0.6168050697818088 53:0.6349134844826902 54:-1.462828381963648 55:0.5059998358258658 56:0.6616621505061087 57:-0.5323126444857422 58:1.109868156290605 59:-0.2868114628944183 60:0.1828184631270304 61:-1.205852916259007 62:1.763733621216868 63:-0.1883115734704504 64:0.9991387788627439 65:2.608468708343391 66:-0.1424472588276116 67:-0.4261673457585891 68:0.9958128188150582 69:-0.1679203968538324 70:-1.289261716654062 71:0.6978621867037634 72:0.8618823854032847 73:-1.297316537640577 74:0.6274683940060385 75:0.1282243224972029 76:-1.711243764095562 77:0.8805426329270044 78:-1.028875957131533 79:0.6364801142112951 80:-0.7650058964487414 81:-1.106333829067562 82:-1.021270185386315 83:-1.100470550624637 84:-0.03911727924220367 85:0.02471636650202792 86:0.6541842440784134 87:-1.549426309258433 88:-2.194009282404303 89:-0.7614309174371182 90:-0.647448300206952 91:0.5911342164330414 92:-1.526287416308744 93:0.5149872518294456 94:-1.721142289549159 95:-0.5832737664027068 96:-0.6526293963200426 97:1.363337152479762 98:-1.310378630375877 99:1.25335563308604 100:1.033261389325148 101:1.339445536767095 102:-1.526686856375852 103:0.4665853499975676 104:-1.237780840359682 105:0.4634316532100786 106:-1.355450653364896 107:1.682372075844367 108:-2.400368607034437 109:0.728801651579975 110:-0.01105202513743857 111:-1.025082414080015 112:-0.1749661085493522 113:-1.106118445730144 114:0.1738753110001527 115:-0.8236184670528746 116:-1.009167682249058 117:0.1250435765583519 118:1.51102146916816 119:0.3419686131562051 120:1.652726006525038 121:-0.4749683752110274 122:-1.437436134526316 123:-1.111323543914037 124:0.6272631894523717 125:0.5514740175974988 126:-0.6789596106912449 127:-0.8321132239368966 128:-0.2957090643194356 129:-1.68146198532799 130:-0.3237199032719833 131:0.8375059866894692 132:0.6185312051392383 133:0.2821496678602461 134:0.543411389697528 135:-1.814963395994203 136:-0.9030580409245835 137:-0.1471099296193904 138:-0.5165916251813001 139:-0.7810858924042753 140:0.4148323759919573 141:0.8644323722261815 142:1.543571639511047 143:-2.096760770319257 144:-1.257554538232626 145:0.8141444155438526 146:1.786891756665665 147:-0.3199158720109898 148:0.4963582886851517 149:1.898501389115069 150:0.7602648406480984 151:1.803935548473077 152:0.1129607795466815 153:-0.49199781190832 154:1.535635012873763 155:0.6355063763316255 156:-1.825689550863877 157:0.1105859467519859 158:1.229158215661018 159:-0.7516171067644708 160:0.7921092787390955 161:-0.7835673650117109 162:-0.4749827796627288 163:-0.7598547192699148 164:-0.474667516528412 165:-2.533790110104039 166:2.265582276171823 167:-0.4215523288631713 168:1.033220252009328 169:0.7818263563643751 170:0.01469374142467269 171:1.226716720765668 172:-0.8931967924719081 173:2.175154639233841 174:0.2686688461166526 175:1.171885821151351 176:0.9994843898393966 177:1.351113829078152 178:0.9179140771311143 179:0.1177886913414019 180:0.761312179021803 181:-0.360732951064313 182:-1.471472261970171 183:0.9936359790356564 184:-1.275403825360797 185:0.7365723480752669 186:-0.8300796670481567 187:0.8076415679629629 188:-0.8305899383406408 189:0.2992172680293319 190:-1.551762878615428 191:0.395709156692254 192:-0.5466058566362455 193:0.1622796461715587 194:0.8414328220690724 195:0.6209305883586234 196:-0.1790718618222931 197:-0.8780505997929663 198:-1.430215416939681 199:0.5005668705333554
--1 0:-1.26252928291882 1:-0.9693363160462558 2:-0.03087510501270663 3:1.580258699993498 4:0.6411559389942809 5:-1.872011762544971 6:1.140674804542107 7:-0.1127596355405976 8:0.233706974561748 9:1.139321922452643 10:0.903051856440228 11:-0.3839149415894535 12:1.231892241810711 13:-2.732785204590297 14:-0.9854816626318113 15:0.5826211579336491 16:-1.459579450571322 17:-0.3353528638533837 18:0.4744696334630479 19:0.5622227036523921 20:-0.8056050565092785 21:0.9387419028236269 22:0.2181979673031301 23:0.5478478321123874 24:0.1618403659157652 25:0.3013434162566564 26:-1.835472278680633 27:-1.494993174140815 28:-1.598952495022109 29:-1.06240841527318 30:0.4622131207947086 31:1.855897211192471 32:-1.18817684994164 33:1.375849576650806 34:0.973611198478186 35:-2.086574675108288 36:-0.3339706894374497 37:1.764075531426446 38:1.730105880700781 39:0.0031636202401359 40:0.7059210813810796 41:-0.5530967530367419 42:-2.236190247535346 43:-1.311743494474605 44:-0.541127279140223 45:1.078401145860814 46:-1.043444841475961 47:-0.1951053360624408 48:-1.221504541616053 49:0.4880791673168564 50:-0.2032563839529284 51:0.5381728055351578 52:1.397051242171913 53:0.5937186963159796 54:1.037996876137986 55:-0.148673769660617 56:-0.2398699014376516 57:1.724099484682995 58:0.9967379182777696 59:0.4364230678791935 60:1.034363064767967 61:0.7502078760363511 62:-0.68820068830101 63:0.2263820391926763 64:-0.9806824573957387 65:-0.4024397037745333 66:-0.4071296810384488 67:-0.5571448468225049 68:0.07294783136687409 69:0.2406270338678834 70:-0.9439911413236967 71:0.3868811912967272 72:0.3051285692749892 73:0.7463322446003889 74:-0.270349334113084 75:-1.540754208994101 76:-0.6915646732095728 77:-1.17046803466724 78:-0.4504656056935861 79:-0.4312490823665746 80:-0.3259867768060659 81:-0.636425611217042 82:0.271710468648712 83:2.46581220483882 84:0.5274747086456401 85:-0.1860953909210073 86:0.08587338811922066 87:-0.8700743519053681 88:1.483642927201547 89:1.313190861135973 90:0.2012203375782695 91:0.01381219814765741 92:1.428347404925773 93:0.09637467277325178 94:-1.759258359266178 95:-0.0996940881232022 96:-0.3803160036939969 97:-1.823341514388945 98:0.09409108818168647 99:-1.588684089547925 100:-0.433663180696459 101:0.1155865790763472 102:0.1652270587462862 103:0.1746199471722682 104:0.3986418343416489 105:0.4002794504646133 106:0.8657623427743786 107:-1.294971600644356 108:1.221198548496873 109:-1.492039532179771 110:-1.526306870412291 111:-0.9313450369221555 112:-0.9706405141250158 113:-0.02622615519909186 114:1.321385759321939 115:0.825073040847808 116:0.2946149343747556 117:0.3293932181020219 118:-0.09172495622697542 119:0.2725267504122239 120:1.22712262776714 121:1.798321053582774 122:0.3482647099059814 123:-0.365044295072275 124:2.179583866045797 125:-0.6138742720613439 126:0.5830955204304712 127:0.7771495875242409 128:0.486006842971375 129:-1.262611486808223 130:-0.1871248183227036 131:0.4724899298417408 132:-0.3391272970452514 133:1.370913326686427 134:-1.484507122436439 135:-1.354689272206391 136:1.229511059542978 137:-0.3209235652751172 138:1.630383447321488 139:1.230645395230708 140:0.1061728812373187 141:-1.723586418425301 142:1.674224638545802 143:-0.2606738430150909 144:-0.1161298790199279 145:0.2848861478462149 146:-1.36473368974421 147:-1.353237510402984 148:1.419740545737642 149:0.4212958536425883 150:-1.408819463589211 151:0.489956112134133 152:-1.564120744614381 153:-0.008886565133051121 154:-1.377204425325939 155:-0.1562470928115161 156:-0.04850254514557539 157:1.899319875840801 158:0.04792742730902917 159:-0.034646273514769 160:1.226594603283188 161:2.03649642302664 162:-1.173506051744625 163:-0.04409344369423292 164:0.8375443392546622 165:-1.433109662202098 166:0.7670219653667496 167:1.336824782992227 168:-1.441303040448698 169:0.5515047108198473 170:0.1052611200564962 171:1.121446349806262 172:-0.1538353768480736 173:-1.979847600252908 174:-0.6124158423243791 175:-1.924340917022161 176:-0.09318368896252613 177:-0.2218481714613276 178:0.4126792086809943 179:0.05069085380218185 180:0.5045182542819007 181:-1.070624920976293 182:0.1688142453686249 183:-0.1488078698223731 184:-1.274472403812464 185:-0.5250061391574586 186:-0.6712053841222319 187:1.846278974522863 188:0.05610246071894392 189:0.07011002080149403 190:0.09048586343291148 191:1.4077468244626 192:0.5649145403159183 193:0.2210924971005649 194:0.4603365636287393 195:0.2900536041239632 196:1.658854426575943 197:-0.1730614434298472 198:0.3686083376022974 199:0.7716672246773565
--1 0:2.072335052501432 1:-0.04306824558243082 2:0.1463031051264576 3:-0.8250928389151343 4:-0.2954368481847335 5:-1.506668940423958 6:0.3536558312910479 7:0.1345371639990255 8:-0.3162976551176281 9:-0.01774420681277845 10:0.1348093619125812 11:-0.8102386602760039 12:-1.491240216612253 13:0.4894439159510484 14:1.819481794044065 15:0.3813269426508867 16:-0.1692738146237834 17:-1.094074181959923 18:-1.267020173911874 19:1.020371508303304 20:-0.6194778090734829 21:0.3613693251064737 22:-0.4040904205938032 23:0.4997135405299749 24:-0.954268205890257 25:-0.208160752464961 26:0.410456497474848 27:-0.4357104998865405 28:1.819858458190472 29:-1.333252310281918 30:-1.642267367770946 31:-0.2023492331037085 32:0.2965038621310701 33:0.1824910846085206 34:-0.2575750416993058 35:0.4525489370868411 36:0.6360714289910122 37:0.4082768724778048 38:-0.7130937013068953 39:-0.9908983190671635 40:-0.9223863657496981 41:-0.06272095724044544 42:0.9593401023673664 43:-1.566859057391034 44:0.8486075514645531 45:-1.143512660402031 46:0.4830581952609367 47:0.922625454288625 48:1.088209376948932 49:-0.1960102319210205 50:-0.5351691057671322 51:0.4146982198248834 52:0.3328645479321543 53:0.7371492196880198 54:0.3013003734965564 55:-1.444939277454625 56:0.5346482219600405 57:-1.467340668420791 58:0.1243388199237794 59:-1.70038467185272 60:1.091540904187156 61:2.693535910408592 62:0.2597445529954849 63:0.4276727254425365 64:0.6314495365117024 65:0.6611265025329301 66:-1.122124986760417 67:-0.6033146646494388 68:0.1033640370989289 69:0.3982998800259655 70:-0.395862579291735 71:-0.2916198931183908 72:-0.260827439644884 73:-0.7265306453292991 74:-1.459995596131538 75:-0.5055370238118336 76:-0.06658484424118029 77:-1.422309210007565 78:0.1912297085930716 79:0.4877280070791147 80:-0.774602755055779 81:-0.830592413922758 82:0.5232293961591128 83:0.5821554452278453 84:-0.7140872321757803 85:0.04234653246859087 86:1.226275220307461 87:0.5029838813085149 88:0.03643586555541475 89:1.514697107418574 90:-1.694991416747777 91:-0.8266069639052143 92:-0.2662138797987422 93:2.595832668646721 94:-0.2309332447621256 95:-2.14449484086034 96:2.125945363771443 97:-0.125521731329498 98:0.3299948563086437 99:1.569806781870303 100:0.5366543044859007 101:0.05874319486125197 102:0.7802783590543236 103:0.2299315915061336 104:0.3455279173833851 105:1.123393539746976 106:0.1082311592820408 107:-2.308051306612346 108:-0.9942402808019953 109:-0.2159427550714174 110:0.1688091692696297 111:0.644699005334152 112:-0.2365890499116895 113:1.633937735400101 114:1.31061084162127 115:-1.761455953610094 116:0.04074951839673766 117:-0.1603085684830652 118:-0.8617243646697494 119:-1.011589239796483 120:-0.5691252960407257 121:-1.212742388382184 122:0.8605633655147729 123:-1.090193827244667 124:0.2176998807036215 125:0.8672623705140422 126:-1.866434396907228 127:-1.887491697517916 128:0.397011792064 129:-0.1799872475284119 130:-1.369426852546573 131:0.4775454153824681 132:1.269127793091622 133:1.649221623170292 134:-0.6507344987649371 135:0.479187963965785 136:0.1034376046774572 137:-2.161102594893668 138:-0.3172841839735793 139:-1.89627327902248 140:-0.1232080100544395 141:-1.433415336436059 142:0.5698704043968164 143:1.687167098231148 144:-0.8707395777046563 145:-1.599864912547811 146:-0.7876274615177513 147:1.233805555950243 148:-0.4702971697661099 149:-0.7597512327004838 150:-0.7815557677707349 151:0.9586945143869156 152:0.03857302577014702 153:-1.105887169264578 154:0.2930750811598085 155:-0.4786002579912735 156:-1.634041103822178 157:1.490230499568696 158:-0.02469016528162943 159:0.8568111170670931 160:0.3039841953604944 161:-0.8995474004974767 162:0.4584134802421008 163:-2.914685055307539 164:0.9659097413419054 165:-1.401730683919939 166:-0.2094093415803483 167:0.3321577143754025 168:0.2636831447548472 169:-0.6090606599704886 170:0.5491213253645635 171:1.569230259840993 172:1.119390668524581 173:0.3634567254392283 174:1.337861281388349 175:2.353820748894855 176:-0.312613630637316 177:-1.193065099604295 178:-0.3642925984315368 179:0.1573860362699864 180:2.051755572073137 181:0.2143839787559599 182:-0.8719213161859963 183:-0.0310178655037572 184:-1.364300389209078 185:0.7970648917750559 186:-0.05455687227126162 187:-1.742782794449158 188:0.9481910051700798 189:0.3106685249877597 190:0.6811007933084814 191:-0.4916207698946324 192:0.05635777628854372 193:2.010784823005946 194:-0.663659609765745 195:-0.2242986197043357 196:-2.071632676236538 197:-0.4301864770703561 198:-1.263228218338752 199:-1.402338539586625
-1 0:-2.335946068381315 1:0.1717651874695993 2:0.2655787560932825 3:0.343618223995217 4:0.9066770335048151 5:-0.2397284867120342 6:-0.4722804668625751 7:-2.040191417577666 8:0.4031733422677081 9:1.828142131395759 10:0.3296398722903187 11:1.65980628021919 12:-0.7095548158986725 13:0.7380184032619288 14:-0.1628517435139625 15:0.5531846975923436 16:-0.9403163449191536 17:0.9162305281893338 18:1.766747181374304 19:0.2870214557449094 20:-0.5961675670267875 21:0.08553576532148689 22:2.447037290218975 23:1.446987472885363 24:-0.8237759025969232 25:1.179103904855131 26:-1.859342181506611 27:-2.356507108249807 28:-0.3339752909118592 29:-0.5545505413666051 30:0.3623204041523553 31:-0.03040089708188298 32:0.1355510738144333 33:0.9803296178164959 34:-1.604932266516924 35:-2.243202701902504 36:0.3339362180222513 37:1.133957094418495 38:-1.07446087662322 39:-0.2213444514726486 40:0.6250855857435361 41:-1.093881484044519 42:0.3517197711829185 43:0.05764218345724093 44:1.767179721660115 45:-1.124334704791774 46:-0.4291079453983352 47:0.2276838268491359 48:-1.30744423244556 49:-0.3936386495649336 50:1.498768612740113 51:-1.089427363335139 52:-0.7574479532141121 53:-0.5087276695151149 54:0.5332594087541455 55:0.5961755969039928 56:-1.013914119131563 57:1.39480086955538 58:-1.195019577423526 59:-0.2908316259530165 60:-0.7956579820167732 61:1.124249660302408 62:-0.2942217063292604 63:-0.2846044821420654 64:0.5494150680323765 65:-0.05354442458741089 66:0.1388347706829479 67:-0.2449047596565405 68:0.1639519577448159 69:-0.6707016484368448 70:-0.3116155858258839 71:0.2345058005402618 72:0.6241018268856451 73:-0.8059325882567939 74:-1.58124445245095 75:0.3581176477734052 76:-0.5761921228783564 77:0.3642387540031163 78:0.9719886165851974 79:-0.6477307658910876 80:-2.091826808575352 81:0.01382265706694579 82:-0.7842178418303939 83:0.4891311220250724 84:0.4256286262732811 85:0.810629530877027 86:-0.4450875919256126 87:0.01839314422833909 88:1.479025713854736 89:-0.1832052206184062 90:-1.402160751971067 91:-0.02479114372060141 92:-0.5845994089131038 93:0.6856498617927475 94:-0.3576960871931426 95:0.6102406494885799 96:0.6640995719417734 97:-0.5521769664389954 98:2.015348606887138 99:0.8270005062588655 100:1.217377472646346 101:-0.6693729345497111 102:-0.5786941935749489 103:-0.8118517199976681 104:0.03776746885034105 105:-0.4356482104971033 106:0.8654712271813598 107:0.5315726953843519 108:0.6438759170779395 109:-0.6389278993622708 110:1.034019859069702 111:1.048692464582549 112:0.1564587135372756 113:-1.439962208052317 114:-0.0784908931123184 115:1.291363610622455 116:-2.136677921216643 117:1.23985145909268 118:0.374890678143031 119:-0.5474672771867524 120:-0.6979268016685738 121:0.2083008327385781 122:0.3619627556906211 123:-1.968436238642681 124:-0.2474544461725918 125:2.492355841447262 126:1.101907451725336 127:0.5705098421337376 128:-2.439660690979295 129:0.9382752872068529 130:1.388471173201592 131:0.09941611505009347 132:-1.141860297347512 133:-0.1737928877272949 134:-1.830663405891705 135:-0.1386830295325685 136:-0.4778622158012357 137:1.729409232725545 138:0.3694087339711944 139:1.060502330492246 140:-0.9028469012755536 141:-0.3330630063150998 142:-0.5506118054111959 143:-1.978070440935316 144:-0.4182813537021084 145:1.48522303254129 146:0.3492673119748971 147:-1.247943764488739 148:1.207202281940205 149:-2.372711011128759 150:0.8326048368692087 151:-1.367999810973852 152:0.2255972431525621 153:-0.05022986267611008 154:-1.324987263365382 155:-2.149619625385206 156:1.69541849876829 157:0.5928292134288267 158:-0.7677609564045468 159:-1.261350130368919 160:-0.2795013275973997 161:0.6963285478750331 162:0.8326828271545534 163:-0.2850281289724024 164:0.6376879324997762 165:-0.3403329037081937 166:0.6225030314984618 167:0.5527286008507215 168:-0.7587474300091956 169:-0.4591921662763442 170:1.499326376423987 171:-0.1296136577983104 172:-1.068258425178932 173:-1.169122356626695 174:-0.5564626047609318 175:0.3436905104489192 176:-0.7627394701624262 177:0.3844269893732725 178:2.522358992270444 179:1.018480862316738 180:0.8840060503560545 181:0.1627175996640794 182:-1.054279158632949 183:0.1059816340260298 184:-1.052316963744948 185:-1.228950644311641 186:0.5240414892086878 187:1.263952088967579 188:1.922570146226185 189:-1.633351420924243 190:0.0279354315430685 191:-0.9444172406637964 192:1.231641859573113 193:0.2519907767626873 194:-1.215466652072441 195:-0.9504042879778341 196:3.005655136245958 197:-1.079195873267463 198:0.01019919592650421 199:0.4571984600119771
--1 0:0.1854717550370214 1:-1.693039139075492 2:0.293593042700983 3:0.9216347146229157 4:-0.08745588664283901 5:0.8455804953815989 6:-0.1186926029870643 7:0.07568881336804403 8:-0.8348603271557633 9:0.03061746810842525 10:1.306427539574772 11:1.812575817093313 12:1.355221677035543 13:0.6553217468740243 14:-0.5972956373073451 15:-2.438746931467568 16:-1.360717120039384 17:1.124351038686492 18:-0.3407618264592379 19:-0.1195550528113893 20:-1.401326153453819 21:0.7399722023391027 22:-0.4797041487993146 23:-0.7339152124732887 24:0.3617376659132474 25:-0.202242460786821 26:-0.2356033030167383 27:0.1182481892857973 28:0.85443709230349 29:-0.1301771166283993 30:-0.6680437051684457 31:-1.36152075706267 32:0.2542837684201999 33:-0.3102463925863744 34:-0.8998173523102245 35:-0.02346055384239122 36:-0.8429786531189213 37:1.435906181533326 38:0.6940365803724944 39:-0.4008958847001245 40:2.356875879875295 41:-1.720281445225539 42:0.5556937054460633 43:-2.083750972202652 44:3.170363883464847 45:-0.1668031148859349 46:0.7635389525221937 47:-0.1279388827577173 48:-0.1670922991785043 49:0.4267151573580633 50:-1.049681405383197 51:0.272572639406147 52:-0.03284681112248115 53:0.8299917739370437 54:0.4244417466931802 55:0.3561387791355145 56:0.05205197357249462 57:-0.1642293898017694 58:-0.3921619353415932 59:-1.570827788040843 60:-0.5302559697959439 61:-0.37101196034596 62:1.131529793582718 63:0.254816371546319 64:-1.11625322095274 65:1.326668486758562 66:-1.513503957919175 67:0.4596792236606458 68:0.2333490190812024 69:1.624276742024466 70:-0.1104412596538411 71:-0.7332068862705378 72:-0.6898905014524837 73:-0.81533163337992 74:-0.4838516618492536 75:-1.167815301559199 76:-0.3339523538545219 77:-1.513065306973666 78:1.186166409253037 79:-0.8200131051840218 80:2.754921022066123 81:-0.4932527621386716 82:-0.1624909550079317 83:0.0178089053387207 84:-0.5567304366148536 85:0.5388676876161821 86:0.7381366409341483 87:-0.642717903960238 88:-0.9590482248797422 89:-0.05634983988512573 90:0.3889847128480071 91:-0.3445645777173095 92:1.054807429243236 93:1.021113806627699 94:1.74033290208916 95:1.916270254005317 96:1.358132409078335 97:-0.6697331324817021 98:1.827064911598602 99:0.5451405504999265 100:-0.4318069326124754 101:0.7081485907634089 102:-0.1875402929287792 103:0.3564873839092386 104:0.5158696562766475 105:1.454713265610466 106:-0.9114473332418996 107:0.455627856710998 108:-0.6539003814763503 109:1.566788936276662 110:-0.1486937738956097 111:-0.9794534732284526 112:0.91788642433715 113:1.012064249409055 114:0.8575593190222346 115:-1.372198676558626 116:0.05570013367004355 117:-0.4477701736037928 118:0.731469828108377 119:-1.262101246771287 120:-0.1360226426832515 121:0.3820063328651244 122:1.038215382091058 123:-0.287681959664426 124:-0.5289371533668492 125:0.5764771052372935 126:1.080935181033598 127:0.5773117629638371 128:-0.5340635444330329 129:-0.5864909255482623 130:0.5758081426211192 131:-0.06192337196508167 132:1.156453872645559 133:0.1163203463583409 134:1.483054625735518 135:-1.078424724241249 136:0.01238907765711358 137:-2.009190020074087 138:-0.2475279005502874 139:0.2175049817570883 140:1.351494904309168 141:0.108678008381729 142:0.1033635092170192 143:-0.3467952995132091 144:1.022041235950087 145:-0.06703112990998532 146:0.7120736548748318 147:0.589584935580498 148:1.46617452790763 149:-0.02031269348003266 150:0.7030312257763542 151:-1.793799399621398 152:-0.4694449707464983 153:0.4740344134778864 154:-1.899540337109643 155:0.3280306857838163 156:0.4807681211747721 157:-0.1362809221207524 158:0.08075788045488504 159:-1.740059862142606 160:-0.9057415233617303 161:0.2695344704023552 162:-0.04343399207837835 163:0.6753222737216691 164:0.5304119713465204 165:1.820438488989679 166:0.9187298978295639 167:-0.5563580533683717 168:1.090122085487906 169:0.5329062414892677 170:0.640822419415695 171:-0.3712464071730693 172:-1.022377426685519 173:-0.6239200741700071 174:0.4084009325400193 175:0.2049851009066588 176:0.4430228995189039 177:-1.477048185908023 178:0.01969783408948703 179:-0.6416367669225086 180:-0.04940771299018178 181:-0.7667762306230144 182:-0.6459903741246024 183:-0.3532963678043005 184:-0.8287716828816217 185:-0.2339984108685274 186:0.6353571339233849 187:-0.6879116140003708 188:0.5158520493258418 189:0.1578254842159493 190:-0.2552692909356368 191:-1.037046659302321 192:0.3035889255585851 193:-0.1738038952632476 194:0.9267205086311732 195:-0.01271770697857409 196:1.047657441672563 197:1.470972268515431 198:0.3431997341381252 199:-1.051288168794414
--1 0:-1.283353271037902 1:-0.1814141904457272 2:-0.06371744671412004 3:1.818028485622534 4:1.327790008635469 5:-1.056423796166062 6:0.1719427138246475 7:-1.600488673497473 8:0.8000949454217542 9:1.179281976132392 10:1.267498550785175 11:-0.3428107386348949 12:1.875373482247841 13:-1.293544185891881 14:-0.8590379437087985 15:-0.495251714821636 16:-1.379338440930493 17:-1.31671262687736 18:0.1719717732389966 19:0.2348859519631258 20:0.492323751236334 21:-1.42143218811077 22:-0.1086241907960871 23:-1.417288490239309 24:1.68168950107735 25:1.17598564105081 26:1.919925086298768 27:0.2709827579431336 28:-0.4469828419264704 29:-1.464603765526578 30:1.913474815908158 31:0.05938642942638151 32:-1.229331925567636 33:-1.206269691230019 34:-0.1944081769196612 35:0.326014190163525 36:-1.038085052626595 37:-0.3379096498042376 38:-0.4053016449727022 39:0.2729118596186696 40:0.2616931973625082 41:-0.3741256212512366 42:-0.1049002502842418 43:1.249526059682464 44:-0.3948166435713036 45:1.963102727709559 46:-1.165537672280667 47:-0.1202140592067866 48:-0.07302454665178064 49:-0.04946027170988523 50:-1.533944161040166 51:-0.143840817336356 52:-0.5971960393762292 53:-1.281968539142759 54:0.1142808128011898 55:-0.7334638681783046 56:0.09533673564071447 57:-1.613587975976071 58:-0.7835919496004731 59:0.4515604374602695 60:0.9672819995813313 61:-0.3801580810505035 62:-1.210422733980294 63:0.7113863172932033 64:-0.5456792610247566 65:-1.795070442275299 66:-0.5638833173223619 67:1.105099006027315 68:-2.189726520254558 69:-0.3771238830001681 70:0.5795869808578699 71:-0.8144612295019614 72:-0.867771015813117 73:0.7545755982475394 74:0.5275446623129422 75:-0.5670322577718535 76:0.6775850170299923 77:-1.183132610715911 78:0.3330934480765093 79:-2.546649529981275 80:0.8950544256417262 81:-1.511471087396537 82:1.103402841818182 83:1.474778563223141 84:-3.439838506308803 85:-1.207313240811845 86:1.005932085807848 87:-0.6911077185211182 88:-2.374647352575982 89:-0.1197903735457351 90:-1.210289309574713 91:-0.3674956208311045 92:0.8170575078105857 93:-0.102154528890044 94:0.2896182875913512 95:-1.441332946747784 96:-1.192956569303412 97:0.7530222334238355 98:-0.7640514127565752 99:0.8652288376888184 100:-0.05642526178784601 101:-1.128927504807084 102:0.633368086134629 103:-0.8949446265808547 104:0.319291095864509 105:0.5019181454224362 106:1.687862220033741 107:-0.3255893844970715 108:0.01676133767132548 109:-1.034371669186747 110:-0.2770527401373866 111:0.7176571794821057 112:-1.870968053298798 113:-1.492872028034442 114:-0.387849767546079 115:-0.1460271488113886 116:-0.6989676258540968 117:0.5340498656821309 118:-0.401075410703759 119:-1.326460143389123 120:2.424790520352239 121:0.3512491456896705 122:0.5705760913647724 123:-0.3708351466467851 124:0.5414390896330139 125:0.3500965278060783 126:-1.227973343610124 127:1.60972616195362 128:-1.042595008762531 129:0.4207441278265249 130:0.6152207505205102 131:0.9321111202632207 132:-1.881139809763308 133:-0.2876579750342516 134:-0.8277028940668951 135:1.125287319855294 136:0.02664199893953094 137:-1.601070237380257 138:-1.523401376840692 139:-0.2883752739095768 140:-0.8438463224251141 141:-1.158277731236802 142:1.408956264669553 143:0.448602208902339 144:0.2138215667720883 145:-1.899337995281738 146:1.596789687487819 147:-0.397999239025962 148:1.012906456070697 149:-1.752059667693341 150:2.325863374483971 151:-0.815240354069619 152:0.692899173637526 153:0.5567906876687658 154:-0.0178800898654166 155:1.041155361131328 156:1.203356666790182 157:1.741970913722314 158:-0.679739177501645 159:-1.111995956616828 160:0.9102742494664369 161:-1.541859385706085 162:-0.3566765481502131 163:-0.6538456687668727 164:0.4870504308002332 165:0.8202517977458176 166:0.1320138045326427 167:0.04701261203046856 168:0.09007747425014118 169:0.1781224291232353 170:-0.1619767378551535 171:1.416559877582404 172:-0.5118367955359039 173:-1.111782110873982 174:-0.4804098378571989 175:-0.2562461368662907 176:0.1565675230435649 177:1.791793458595651 178:0.9432654125592053 179:-0.04567121860024001 180:-1.589734969545131 181:0.2434070399520076 182:1.094481192478796 183:-0.458490426679289 184:-1.448890561173001 185:-0.4205131487504435 186:1.031847125498648 187:-0.6164520269000692 188:0.8208949904820192 189:-0.4389234578832479 190:0.2289923453325325 191:-0.05539314146316456 192:0.2596222913115642 193:-0.1380667691629169 194:-2.511817528403002 195:-1.830875717984972 196:-0.8915108694021977 197:1.692411261121475 198:0.04412092488755685 199:1.134104399353446
--1 0:0.7748162293163027 1:-0.8479697525959551 2:1.74282772788201 3:0.3004671009382642 4:-0.09158945417517314 5:-0.6442673473127852 6:-0.3064931908368034 7:0.858566638001395 8:-1.304651226331615 9:-1.391671925327453 10:-0.08824924625555831 11:-2.005857523034074 12:-0.3008716797491167 13:0.2344560792483383 14:-0.925471296367131 15:-2.271848681523175 16:0.1233168423504954 17:-1.180220806007843 18:0.6292671385103785 19:-2.245133392243737 20:-1.765712662953006 21:-0.7136700015599572 22:-1.004744941681122 23:1.444986267770637 24:-0.4148748092693488 25:-0.3723284215490626 26:-0.2060716141855467 27:-1.242657570032548 28:1.892703576548671 29:1.910003955614154 30:-0.2135707389958143 31:0.688138008506937 32:1.791966742610254 33:0.1448473744858452 34:-1.647561283203839 35:0.7867956480622842 36:1.093005625471128 37:1.307946805195573 38:0.6989645905061154 39:0.3270555791024221 40:1.123553081245449 41:-0.6796296598208046 42:-1.028962842376704 43:0.5573857319867688 44:-0.8956544765256218 45:0.2222360239873228 46:0.06824642076423475 47:0.8039518236897524 48:-1.38001699139601 49:-0.5497021561919889 50:-0.1220946264718614 51:-0.2789253647715746 52:0.2333155777632023 53:-2.087748358428513 54:0.07903581281025319 55:-0.9830862834267929 56:-0.4271291152235786 57:-0.135956693622994 58:-0.8671309868544536 59:0.9186139186190267 60:1.142265453974349 61:0.1891878891981832 62:1.064143729392916 63:0.5970565374978218 64:0.4309446992842464 65:0.6528957832771869 66:-0.3815530264583936 67:-0.4490864932592755 68:-2.164062818912251 69:1.200573004169214 70:0.6809842862615726 71:1.186649745656323 72:-1.523851134605886 73:-0.8449915330909408 74:-1.309652451953799 75:0.04370654735855502 76:-0.001555097820137396 77:0.4178010917148393 78:1.079250563461266 79:0.5594042663499238 80:-0.4443091147923873 81:-0.4448881428550078 82:-0.9915206315969737 83:-0.1477073010120598 84:-1.078405933054225 85:-0.9484036706880284 86:-1.453007206382555 87:-0.2258076496449073 88:0.1813533322953458 89:0.2616141072928168 90:-1.249001484614091 91:1.195152724403675 92:0.8834779115634452 93:0.6607662454811387 94:1.57145828701145 95:1.87468703965673 96:-0.3302136591871593 97:0.6577574084329364 98:-0.2741393120119938 99:-0.04888655209733691 100:-0.9398597903945617 101:-0.7447349822753285 102:-1.017766334814622 103:0.1057351232442547 104:0.02564300964449781 105:-1.729916711272177 106:-0.6514326595900194 107:-0.4222709208381636 108:-1.408846088948905 109:1.013317074723167 110:-1.428505873853241 111:0.003590210149519052 112:0.7343880357916707 113:-0.7182010788674614 114:0.117483515226929 115:2.881326660392554 116:-1.678751718408607 117:1.256989729793803 118:-0.1498984346992702 119:-0.5093732326080792 120:1.351617818055358 121:-1.645906508183274 122:-0.05633242862005274 123:0.136622440366289 124:0.659345572292532 125:0.4590834943899832 126:0.8876801362798468 127:-0.6103693136322839 128:1.068762356590737 129:-0.08389162401875981 130:0.2991527655529848 131:1.040834594067596 132:1.906741490485149 133:0.2242446333954864 134:-0.508844995997665 135:-0.5945591041993447 136:-0.5704565581434208 137:-1.081956150863737 138:0.5604970092559941 139:0.120875798719434 140:-0.3358037245429484 141:-0.7756184274257715 142:0.3873719007549892 143:-1.902256690764122 144:0.1741749071720836 145:-0.05692860585618717 146:0.6588623000161359 147:0.208619491278121 148:1.097258162580606 149:1.176821052368752 150:0.5407094266973133 151:-0.217787517446085 152:-0.1920734842418604 153:0.7539762533382512 154:-0.6984745532022857 155:-0.1491075032687597 156:0.8281260140192748 157:0.0288680121090354 158:-0.2923826436373144 159:0.62841569533794 160:0.5997992182753584 161:-1.094021922368842 162:0.5506414309389157 163:0.09859424624430585 164:1.108136578533372 165:-0.03598542266311106 166:0.8797594298950712 167:0.7681658635594318 168:-0.4881505870178537 169:1.258284596983992 170:-0.8091482861994738 171:-1.013927762620485 172:0.1631749232834404 173:-1.512354563482311 174:-0.6301445117074141 175:-1.62430293509028 176:-0.2630504446645859 177:1.467564607134732 178:-1.445759540797943 179:1.103493694685023 180:-2.532053324861966 181:-1.097179037199377 182:0.1327500309641373 183:0.8642117955848031 184:1.197345717388096 185:-0.1248403765362961 186:-0.1425809661175017 187:0.09117828220496542 188:0.7088364450032865 189:0.3515732821231861 190:1.034581614444006 191:-0.4813251489850434 192:0.6505804743629197 193:0.4276620853758104 194:-0.7745276434985409 195:-0.5028132884339752 196:0.5609860409661139 197:-0.4984424390158563 198:-1.609007947206569 199:1.689338291618504
-1 0:-0.7189998733331922 1:-1.281060604950739 2:1.977805537745305 3:1.216313980711431 4:2.385150075599499 5:-0.8895467522060606 6:-0.3878086534858936 7:-0.495569586922041 8:0.3064518070529936 9:0.4381901192752159 10:0.256515079868842 11:0.4999502919023856 12:-0.0421088790022629 13:-0.3830910549328785 14:-0.356461225962655 15:0.8580244618062037 16:-0.05548482769261125 17:-0.3047122435471104 18:0.1871608972839963 19:-1.617513729342645 20:0.280754659946358 21:2.36760808205033 22:1.550513341926115 23:0.5373539159507882 24:1.36683905478689 25:-0.9012856335308896 26:0.1083588698529199 27:-0.3468177525719882 28:-0.3081316802984647 29:0.6933753301044965 30:-0.2750103752440928 31:-1.332442164860693 32:1.181297262476301 33:0.1872988663038824 34:0.4455161708847818 35:1.042011607306407 36:0.1184330337863274 37:0.2756012644534753 38:-0.9251345921877108 39:-0.3513268478264982 40:1.020732285785433 41:-0.3119834653905955 42:-0.3781399851694706 43:-0.7180365373806971 44:-0.6298274571254414 45:-0.02136007533276406 46:-0.2193754991126642 47:0.01465406262401227 48:-0.6894021759587857 49:-0.4408473676250868 50:1.43071881425492 51:-0.5449090420028569 52:1.222121639446259 53:-0.4727171377574264 54:1.208488018031318 55:-0.6457522451533335 56:-0.6922536564808653 57:0.4003164388478787 58:0.3795629368888253 59:0.745563162083181 60:-0.5757828172783729 61:-0.931691176513041 62:-0.04941708594800822 63:0.7960265597579896 64:1.673273167409504 65:0.2635106054097607 66:-0.9122288183065934 67:-0.6911759012280356 68:1.668153125290619 69:0.01315912183288446 70:-0.09714008071792313 71:-0.01498106463929783 72:0.07663146498242152 73:-2.259963333117772 74:-0.5328317917220472 75:0.9061627737401117 76:0.8460375834323977 77:0.3127644635290704 78:-1.200592723892566 79:-1.115443889199722 80:0.7621163832562525 81:0.3462762249831424 82:-0.2974767860496518 83:0.3086880465723707 84:0.06463239448676225 85:0.80465348855498 86:1.534846058355173 87:-1.450024725423779 88:-1.35199244131204 89:0.806563118701592 90:0.1104726156381213 91:-0.8309266398709501 92:-0.3839974127273077 93:-1.175315588697582 94:-1.084705249764784 95:-0.6321390892202007 96:0.3853561813645857 97:-0.2408547866600407 98:0.2814102872833377 99:0.7651087399067342 100:-0.09583596289289407 101:-1.987673749278012 102:0.830752638755905 103:-0.04488986330198171 104:1.09784557733169 105:0.7191561471589146 106:0.4989648977407054 107:-0.03767830256521769 108:-0.5554821241671913 109:-2.058582684478246 110:-0.6554011395607251 111:0.03766942823459556 112:0.7843729331742475 113:0.9876482419196657 114:-0.1591125779966619 115:0.1998747844656784 116:-0.4109316763513577 117:0.5534869552533698 118:-0.4410398518491364 119:-0.06723933964875546 120:1.12579910406049 121:-0.1978594153805212 122:1.198157764736142 123:-0.2681753183045815 124:0.7147933288873841 125:-0.435593917913251 126:-1.105290242842246 127:-0.8151688043778615 128:0.5028014467761094 129:0.5635577873784625 130:1.372353976610705 131:0.9037197292372273 132:-0.6059715382059464 133:0.7093388327290178 134:-0.4283265648046456 135:-1.144492517604215 136:-0.101666215255967 137:0.6400970035329789 138:1.860557159382558 139:-1.076360113139759 140:-0.9326506525478083 141:-1.216952344490918 142:-0.9177429465360437 143:0.9082124871409326 144:-0.7180911510414384 145:-1.436059291987151 146:0.9993792768364258 147:-0.4201412920021271 148:-0.6739781830706436 149:-0.8440905464080999 150:0.2568742745695244 151:0.3914392561219421 152:-0.8069221699915672 153:1.261038682632259 154:-2.114131226020954 155:0.7654934166054649 156:0.04904026576371156 157:1.449997258032172 158:-0.781880267078832 159:0.447369835592544 160:1.906540740996719 161:-0.6446264711145552 162:-1.502760967378574 163:-0.289337481736629 164:-0.1036273431194453 165:-1.018310543934389 166:-0.8775512503810452 167:-0.6349564060590454 168:0.116917511231484 169:-0.01837936401119898 170:-0.3622877787355337 171:1.962137746721968 172:0.9373145160237916 173:-0.8999040227346407 174:-1.01453342132127 175:0.8011542399973424 176:-0.7273913211075468 177:-0.4849977168989295 178:-0.133343461348346 179:1.27517281946771 180:0.5540662068049215 181:-2.306586979179752 182:1.598820685352605 183:-0.2667920932817851 184:-0.8166664898360495 185:1.18112571484397 186:-0.06131485369516038 187:0.4421113422341039 188:1.484614346014927 189:-0.3365945688139019 190:1.797187707014162 191:-0.01863041739606622 192:-0.06147065074324974 193:0.779150027237558 194:-1.567549791592765 195:-0.281108802220232 196:-0.009940368821070996 197:0.1849090165607902 198:0.8436981559797651 199:-0.7613669600624693
-1 0:1.303202260021714 1:0.7969832325256478 2:0.005012831737810435 3:0.482370902315932 4:-1.436759414985098 5:0.1308341614598142 6:0.6552595214290101 7:0.1356182612635559 8:0.8412959750323457 9:-0.6363895599048713 10:-0.2341352293855763 11:0.6202931653889437 12:-0.9662270726520403 13:1.747510416844359 14:-0.3498726671616593 15:1.550770303593099 16:-0.126243871671995 17:-0.6602471262681323 18:-0.56159117677392 19:-1.158395870866709 20:0.09931257970205933 21:-1.630496079683987 22:1.176214791843539 23:0.3856177712151594 24:0.8941025251326001 25:1.241518830186131 26:-1.423974078253109 27:0.1018860515634413 28:0.3321381900796685 29:0.8306351411240905 30:0.1811478406943981 31:-0.9724000021747817 32:-0.740095369355122 33:-0.7565173558034175 34:1.68371999540035 35:1.722485947531939 36:-0.6111022785280826 37:1.218628753514841 38:-1.268099890899232 39:-0.04435764220972684 40:1.092406011599466 41:-0.2170089705251289 42:-0.009631040978923422 43:-0.4913422560570541 44:0.6727383054715473 45:-1.141942002380527 46:-0.1925991237892941 47:-1.010637958537149 48:1.07243816180884 49:-1.414166138853005 50:0.3384490770851956 51:0.8773064354359063 52:-1.249237142060971 53:-0.3037710639029522 54:0.2161266797356893 55:-1.110005611016188 56:0.2804348220541797 57:1.548916000853761 58:-0.893852884319102 59:-0.4652052703079054 60:0.2443774314481953 61:0.9771421190093635 62:-0.3038425418965305 63:-0.07994088273735367 64:0.00961414208279425 65:-0.3129672749865144 66:-0.7968884259101358 67:0.3140764955931424 68:1.861209267391645 69:-0.6370740027301733 70:0.06010270384419473 71:-0.5847974769539055 72:0.3985408745257623 73:0.3330835287762032 74:0.9942904745116531 75:-0.3430353697060856 76:0.03934679355530739 77:-0.2328984450161384 78:-0.4555189594543108 79:0.8880878306932164 80:-1.644929139077815 81:0.4546314421844947 82:0.5731842617051485 83:-0.02165564561774396 84:-0.4262837322094044 85:-0.01767242423072267 86:-0.04263177329137765 87:-0.08311992057549614 88:0.9750989686395992 89:-0.2647314064462347 90:0.4965978543322009 91:-1.882212298096315 92:-0.4600698704799482 93:-0.1135809945340652 94:-0.8613960430629154 95:1.787459479932113 96:0.2826378849015002 97:0.2647478707711516 98:1.025003433317448 99:0.2722942527745706 100:-0.5544662369510303 101:0.6409749889029956 102:0.9584227640597371 103:-1.277505159924484 104:0.6559742056602244 105:0.06451266628277322 106:-0.5300217167442856 107:-0.1984832467664988 108:-0.6856816553989434 109:0.1283239435275814 110:-1.41572382017233 111:0.6563944929238645 112:-1.351070579725086 113:2.161828401372782 114:0.4431405474963326 115:-0.3357492228627777 116:-1.87515840077029 117:1.081773650027122 118:0.681358201185013 119:0.0445933775203378 120:-1.334785708865063 121:0.8430928243713335 122:-1.119944976552478 123:0.8365606998835731 124:1.036441149073583 125:0.04086033464446908 126:0.3285793738697049 127:2.109697072747638 128:-0.07756554236345693 129:0.7937765111145343 130:1.122795355570444 131:-0.0805622036794149 132:1.108462195843135 133:-0.1224415949023191 134:-1.701693535214724 135:1.203023402098978 136:1.554004864999296 137:-1.000298448326105 138:0.08260318052417891 139:0.543039778316716 140:-0.1550720826892285 141:-0.223684486325721 142:0.08970795681882178 143:0.9851755462866814 144:-0.7259630425657633 145:0.6917547369574809 146:0.6357377447710498 147:0.3700280356224284 148:-0.4292586327254064 149:-2.110611088087453 150:-0.368118651750466 151:1.11736524791779 152:0.7098477063786199 153:-1.073302242577387 154:0.7124137663264682 155:0.4016878645018675 156:1.081691652924629 157:0.3838167456473801 158:0.9716298214677833 159:1.047350563915837 160:-0.1155676772460956 161:-1.160530345512031 162:-0.4751241612436665 163:1.495310030662069 164:-0.6559014908581143 165:0.7991669063177023 166:-0.461022610288836 167:0.1063559553105545 168:-1.071895968675537 169:-0.3099963710460126 170:0.9641308614013085 171:0.3752004994489199 172:-0.09233181631407124 173:-0.04673748504074728 174:-2.0665996676564 175:0.1397670062472891 176:0.6696119198490786 177:0.7594245840913323 178:0.722477262066389 179:0.5290685987402647 180:1.33111811841002 181:-1.600666918381482 182:-0.3506360593973162 183:0.560258546200297 184:0.6636131037279634 185:0.4960757197152535 186:-0.4405295511117753 187:0.5723356181522395 188:0.2033768411158826 189:0.9027238927231738 190:-0.6173884218407223 191:0.2603951927100153 192:1.805491061967104 193:-0.3081905654233358 194:0.7800520946290238 195:2.053575120338367 196:-0.2774304900198735 197:-1.180759785067498 198:-1.381395481565251 199:1.194219261640731
-1 0:-0.7965678571504772 1:1.093851443592002 2:-0.802696732320885 3:-0.68176175493462 4:0.6221136778507151 5:0.2861752802034652 6:0.9520706390905168 7:-0.6067270382542745 8:0.7036090014601646 9:1.240553709742549 10:-0.3104837770919389 11:-0.4373572385543357 12:-0.2296233278453169 13:0.1809925571739807 14:1.527183014021136 15:-0.6419214107584167 16:0.7265811079087441 17:0.1066556780853617 18:-0.4906619306726291 19:-0.8448954491773102 20:1.613924523861903 21:-1.351884492647777 22:-1.180402678389088 23:1.333947741734163 24:0.4295179208769972 25:0.3744627016966275 26:-0.2170718367604413 27:-0.6698522668002375 28:-0.8388745971074792 29:-1.129940783774039 30:-0.28904516216415 31:-1.253081037119585 32:-0.3903055512231343 33:0.369947413388041 34:0.115803516956651 35:-1.36939446557553 36:0.1317544879376742 37:-0.5649271117777299 38:-0.1259413644282643 39:-0.8247019769000099 40:1.158009933852689 41:0.08192682190376648 42:0.3500113583693796 43:-0.5756833586267051 44:0.8335635540029828 45:1.074070823313734 46:1.912674642758156 47:0.9553038152662442 48:0.6239233580060884 49:1.493807190116099 50:-1.832365496440072 51:-0.6805388207690545 52:-0.4693510123269284 53:-0.3098285984192632 54:1.186784598122213 55:-0.7523218859365975 56:-1.681532345998574 57:-0.5221328574669674 58:1.678292900209727 59:-0.5091810111585012 60:0.5246250627092929 61:-0.8961369628123916 62:-0.6043793569287267 63:0.373436606253273 64:-1.405977438988962 65:-0.9237099495807124 66:1.933918929595286 67:0.4848096287633872 68:0.025627602572746 69:-1.165586536663358 70:-0.07321725247084938 71:-0.5288604414702337 72:1.181485565135531 73:0.8127080733384628 74:0.8153562654259601 75:0.4307974014729096 76:0.02617864813069337 77:-0.1518303736006653 78:-0.6898218236379106 79:-0.4010507599440623 80:0.9900210003966076 81:-0.3748988207298464 82:0.02425387118988574 83:-1.267733643882128 84:0.964807064383589 85:-1.630413389752817 86:2.90964268314417 87:-0.3496465904153495 88:-0.3718892100477774 89:0.3948857505241393 90:0.8911449553138925 91:-0.7252748884890807 92:-0.8371253606873735 93:0.5035399816387461 94:0.4059435482450804 95:-0.6118305825712034 96:-2.844340037904619 97:-0.03161704523928106 98:0.8728440312301781 99:0.8910951014902255 100:-1.394160537549513 101:-1.266271954204397 102:1.125804487333038 103:0.1296719715995444 104:-0.3564408994155642 105:0.08713997649220817 106:-0.8314816706634311 107:0.6325244011890943 108:-0.3186017335191878 109:0.8930244968848876 110:-0.1645099738871695 111:-1.797644510731794 112:-2.374604426135606 113:-2.298904005021089 114:0.1597246637252394 115:0.6482190976111571 116:0.3048640329342384 117:-1.583520650097366 118:0.5640529404439886 119:-0.3679985659460674 120:0.266033302918864 121:0.8844619266710279 122:-1.669678316738889 123:-1.429069550979115 124:-0.1864084202023491 125:-0.7604020404342072 126:1.18150660789153 127:0.8228422249492116 128:-0.2890606500235925 129:0.03746018973728268 130:1.835702674231292 131:-0.8803567839956651 132:-0.9818054377556595 133:0.04926444658137036 134:0.4624065349454423 135:0.2178779411005473 136:1.814171474259096 137:0.7333473732284851 138:0.7982471946960077 139:0.04910503018502606 140:-0.8419877521121243 141:0.8226888532004235 142:0.4513462341491959 143:-0.8648892847662061 144:-0.2087386542329418 145:0.1460523187710154 146:1.447990224779993 147:0.4623188526289553 148:-0.5366216418358675 149:-0.1808258392374513 150:-1.192165476494659 151:-0.6692224799718608 152:0.71788578959184 153:-1.313742310186456 154:1.835843831667731 155:-0.4199285120817955 156:0.1133359494257863 157:-0.2199402609358674 158:1.238962886010149 159:-0.7956977076696029 160:0.3737329478008846 161:1.495379151237493 162:1.147364528812607 163:-0.4640532732443998 164:1.373535820828365 165:0.3004649307888501 166:0.2397711294979921 167:-0.6195463037714116 168:0.00518510282386691 169:1.228038796148324 170:0.3384431841121917 171:0.2026070184926172 172:-0.4193541652658184 173:-0.4256759509489636 174:1.192759196973546 175:0.5530247123876734 176:-0.1739717703053697 177:1.031454842404739 178:-0.6170361257419386 179:-0.6058981794524965 180:0.3723284800316015 181:1.662011785562379 182:0.3654329966811195 183:0.3037449267077066 184:-1.350385619266528 185:-0.4975704685887592 186:0.7190322358265319 187:0.5183681305812066 188:1.769074663428275 189:0.2208658697242096 190:-0.4512581678798137 191:0.8627451669893074 192:-0.2887503822472466 193:-0.8672322741222259 194:0.6489247187300037 195:-0.1435885933919669 196:0.492526414608078 197:-0.2531698897349965 198:-0.033956144216152 199:0.2162048002777249
--1 0:-0.854187591352794 1:0.09915141834886373 2:0.7972974513128696 3:0.2400113285617307 4:0.5075013340934603 5:-0.2077447535202601 6:0.9650610231823153 7:2.084980031982974 8:-1.0580356086296 9:0.2435417855520394 10:0.4937345670579186 11:0.8464011019857322 12:0.9367797041078982 13:0.1178290039852305 14:2.327192141879926 15:-0.5293109594433406 16:-0.2440860816761368 17:1.376133152006257 18:-0.687152924394771 19:-0.3677564629280866 20:0.5272173639243368 21:-1.148567101741576 22:-0.4746279087010731 23:-1.388660520144037 24:0.2831033976832317 25:0.6381480848546445 26:-0.5318324538956222 27:0.6642783856891964 28:-0.5193439105472474 29:-2.556594973040021 30:0.9494664063012621 31:-1.865224573240798 32:-1.091656831838794 33:-0.7309798794994523 34:-0.5811195925422611 35:0.8174996191840165 36:-1.87904897994217 37:0.878607244879652 38:-0.8578770607041518 39:-1.392067638756444 40:-0.3050751294174409 41:-1.068692033596494 42:-0.6377902356485672 43:1.565556761632424 44:-0.4611820408929616 45:-0.5232644514653079 46:-0.993593863849758 47:1.303223985246545 48:1.560638553379704 49:-0.9707804537922697 50:-0.4561623572479466 51:-0.8284757845363879 52:-0.2128667705946587 53:-0.3396158391806882 54:-0.8843546614111923 55:-0.2860001482939367 56:0.9167182822401893 57:0.7529974570714892 58:-0.8660087387190679 59:0.566751630936763 60:-1.157974131806783 61:-0.7160758717528434 62:0.7695359158621551 63:2.432957385021222 64:1.062826584210725 65:-0.3070187499063661 66:-1.228279039388856 67:0.01399696032296361 68:0.1295155803268263 69:1.076109500660273 70:-0.8923585361548699 71:-2.493469546316435 72:-2.276672166775775 73:-1.200591645572944 74:-0.2483004563461499 75:1.672609187470742 76:-0.05897125878789288 77:0.1423704913556158 78:0.8207116641633718 79:-2.828209198619065 80:-0.8945696793475777 81:-0.3679960926660502 82:0.01399782514931614 83:0.3263959188892861 84:1.219888660272348 85:0.5737275088354751 86:0.5974758865859883 87:-0.7263466715414008 88:0.1954419486138018 89:0.1323502010996408 90:-0.3589277397941421 91:-0.3752559632198568 92:0.6916244882532994 93:0.5561313592057807 94:-0.08078714095594143 95:-1.381930686361749 96:1.133671259714536 97:-0.1225675780422052 98:0.4470113387394176 99:1.018329767784399 100:-0.9958280529456162 101:-0.7666488357442248 102:-1.191601878940293 103:0.1524203613403031 104:-0.7111438717314628 105:0.2511970697842735 106:0.2975116738517559 107:-0.845227894884336 108:-0.1575279382562201 109:0.1320582350912567 110:-0.6019523303089158 111:0.2845752792761612 112:-0.721429914282664 113:-0.7319693646045277 114:0.6653297744089749 115:-0.5726218293233383 116:1.157548600172463 117:-0.3415331237271697 118:0.6136198494136347 119:-0.7688853702250622 120:-0.5027692643283347 121:-0.462511646471064 122:-0.1411156393754936 123:-0.003001612380745015 124:0.6784026621375054 125:-0.2338362217648811 126:-1.084205243448342 127:-1.042941639423995 128:1.086182251638572 129:0.2280465764437465 130:0.399504883458394 131:0.2815124798508052 132:-0.6128648924042808 133:0.5405734062139277 134:-0.696966962462906 135:-0.545510658938007 136:0.4521209802744426 137:-1.268681401854901 138:-0.556133480639504 139:-0.6638600104560137 140:-0.8988948760429688 141:1.758567362221349 142:-0.8272559668312555 143:1.544196507444365 144:-1.964647247679232 145:1.485944758322687 146:-0.172248068442576 147:-1.186571531952456 148:0.3555019124931386 149:1.617473882799025 150:-1.096087978594279 151:-1.679306783978669 152:1.203526163503055 153:-1.016220233561395 154:-0.1297244699461574 155:0.3216409659753377 156:-0.7426474374219488 157:-0.7479314965049584 158:-0.4589912498434993 159:-2.085360576711048 160:-0.5430324183290168 161:0.2211906736579476 162:1.165231119125123 163:0.4089645338953972 164:0.7881179603860262 165:0.3339105393564781 166:0.3464289038684897 167:-0.5053607374120528 168:-0.563663501630686 169:-1.29674805756437 170:-0.7416909249001106 171:0.7741076746585319 172:-0.6258396010017102 173:-1.579997205913176 174:0.7275888893209433 175:-0.717570120444043 176:0.1364363257659686 177:-2.297657275988244 178:0.1405785307740292 179:-0.9734668631802337 180:-0.4099414660223509 181:-3.258141433411949 182:1.571263061235779 183:1.108420764928633 184:-0.953106994895348 185:0.2315836674963619 186:-1.822430636380978 187:0.08246183533984165 188:1.329840416880548 189:-0.8633128943303405 190:0.7486982631063989 191:0.07900257959504987 192:-0.5604728548203087 193:-1.901222891044568 194:-0.735160041816453 195:-0.6539642531194403 196:0.01259693441788605 197:0.1415042979389162 198:0.406694226698691 199:-1.703019539560364
-1 0:-2.090772751561164 1:1.627897941325332 2:0.04733190934497164 3:-0.7681299981230415 4:-0.7402891324896181 5:-0.2192734206425816 6:-0.2762901957376487 7:-0.4863866862239466 8:-0.8790493689834787 9:-1.21794052848522 10:-0.4190167743074417 11:-0.8302938061836711 12:-0.2520206846159215 13:-1.206859135703637 14:-0.01341217285707535 15:-0.3656643389551142 16:-1.238878014287463 17:-0.2639075621299743 18:1.656542286346131 19:-0.3323808746025644 20:0.09508220404427629 21:-1.439699414121203 22:-0.1449286603685261 23:-0.1191971703363087 24:0.511320802787137 25:0.5669954878468199 26:0.843793117237063 27:-0.01797484105031211 28:-0.9101176254922742 29:1.726591887529943 30:0.2363148789705901 31:0.9520934394237229 32:0.5028541948266514 33:-0.2508141684734345 34:0.8539913506160131 35:-1.203871638796051 36:-1.605974560835852 37:-1.298796681925639 38:-0.1635610235549965 39:0.5032163689920179 40:2.31205349146177 41:0.1732646049455649 42:-1.564993812589002 43:0.1021924035069223 44:1.737773698050667 45:-0.5801961647413828 46:-1.065250733976806 47:-0.8085512632283064 48:0.5122246277273076 49:-0.4295614110025137 50:0.3047616267747786 51:-1.392653757503743 52:0.1234388331042091 53:-0.3814683188319523 54:0.5776051159652804 55:-0.6366888776836165 56:1.680065714668853 57:1.081477720889449 58:-0.903802430330621 59:-0.2009413024308107 60:-2.222618068441322 61:0.9099867907700888 62:-0.3141772475874656 63:1.316137512970285 64:0.002812364111656762 65:0.4261884310155134 66:-0.2161234843150378 67:-0.4558603674859149 68:-1.418824280641196 69:-1.231420639523632 70:0.5112773949702728 71:0.721861870008075 72:-0.6037062452169202 73:-0.7327389490501455 74:1.273960771825183 75:1.387384442242348 76:-1.169381129676466 77:2.128064097051841 78:-3.117190393089909 79:1.900663575378077 80:1.34756419926289 81:1.291945051767548 82:0.1158604260076577 83:0.2100098006611936 84:-1.82814545224172 85:-0.5530709770945614 86:0.321642669468126 87:1.001090668531938 88:1.763256906883161 89:-0.5341555590039934 90:0.1346786405668191 91:-0.05439105904188765 92:-0.3990778915141759 93:1.529860855392809 94:0.2989042134418213 95:-0.5558318125792409 96:0.9180080385563928 97:0.4826748892063811 98:-0.7053090758982344 99:0.6267251070742655 100:1.124795188615008 101:-0.6846987011289587 102:-1.056625980047258 103:-1.503319780587587 104:1.568033907775987 105:1.209467476028097 106:-0.5755785920096363 107:-2.478175124777557 108:-0.2965062769439414 109:0.7410048084295934 110:-0.1963097769732281 111:-3.6725972792597 112:-0.1300781597231013 113:0.1086811533612254 114:0.2766076261167697 115:-0.648022885963272 116:-0.4650474049249874 117:-0.04637399451887418 118:0.3331067439441356 119:1.225701014826904 120:-0.1652601378783388 121:0.09322284618729108 122:-0.7522873941530999 123:-0.09602978535964209 124:0.2551631268047642 125:-0.05667642472387566 126:-0.1348606646417664 127:1.38294528399185 128:-0.3490318712663867 129:0.01365557785267696 130:-1.50831836296651 131:0.3579972818273027 132:-1.177236273163151 133:-0.1842823763799375 134:1.538244028177174 135:-1.531383132809351 136:1.891591329317657 137:1.533863804085616 138:-0.01719346840024815 139:-0.1909891465341814 140:-0.9587893128559921 141:-0.02318310603482456 142:-0.8435208385536284 143:0.02840967036671046 144:-0.3003773903528185 145:0.3300860148526253 146:1.677345220159165 147:-0.3873631238949941 148:-1.189819115963333 149:-1.104886733448077 150:0.6765902907598551 151:-0.654794630176241 152:-1.599079008602061 153:0.4062930123664589 154:-0.04486446062770567 155:-0.1890577139932481 156:1.183545617013778 157:0.9901027780214035 158:-0.0006748332638891275 159:-2.919224449370857 160:0.6201944163761568 161:-0.2914519050166677 162:-0.5059088645918944 163:-0.6373495867162283 164:-0.4614995673026075 165:-1.189905589460121 166:1.445361496043018 167:-1.079495545371072 168:-0.963904521820986 169:-0.8003223992692011 170:-1.808419970709836 171:-2.381193779918695 172:1.468556287591609 173:-0.1485031542038536 174:1.261177879604338 175:-0.8869440120345149 176:-1.227068196441661 177:0.7540668143253478 178:-0.6290721173101805 179:0.2025024121787879 180:-0.4095789769419916 181:-1.432418866831429 182:-1.440712030862426 183:-0.02109381715310073 184:-0.7554371302253191 185:-2.50471678180101 186:1.091404065220449 187:0.9106648335988131 188:-1.177062193956554 189:0.3412172315943143 190:0.7964394857345425 191:-0.6645929707019546 192:-1.317550827410025 193:1.241091470092108 194:0.6804283471936586 195:-0.008122844245390989 196:0.9616901193546967 197:1.903096167700943 198:-1.227834051007082 199:-0.7734626659519638
-1 0:-0.2335604696007212 1:-0.3436293606906067 2:1.134884792937191 3:-0.8859213231559866 4:1.524759465944199 5:0.6109304271788699 6:-0.8032016704328994 7:0.04796048459856472 8:-0.8017284030813948 9:0.6687750500846397 10:-0.3088972422329686 11:-0.3968057055437625 12:0.09343096485257167 13:0.1312461642689486 14:-1.287775894526984 15:0.1289266377655796 16:-0.5098709316124297 17:-0.5623317678123636 18:0.08634551068086906 19:1.246573756881559 20:0.2854354080000983 21:-1.334330085659271 22:0.8601288378341542 23:1.773699359197243 24:1.080362989707377 25:0.4943653261458318 26:-0.0870584159928799 27:1.181889828787572 28:-0.163458680624788 29:0.952051164206469 30:-1.111200143016595 31:0.4803866638406475 32:-0.5492982655227583 33:-1.579859565971275 34:2.491019278787885 35:-1.238142184649165 36:-0.02801942294057887 37:1.844014512002626 38:-0.5797825919911854 39:2.049698657045823 40:-2.019433899603408 41:0.6266176514744349 42:-2.377919103431474 43:0.9923498962705366 44:-0.07854790069443872 45:0.7695855030820109 46:0.4192651147427278 47:0.1195076685482719 48:0.08157747720952577 49:1.165526617552162 50:1.115742628150761 51:-0.3607719207340809 52:-0.5403868598746454 53:-0.6696674288366017 54:0.1550321543866721 55:-0.9905009610153171 56:-0.2769000608581977 57:1.734403336900231 58:-0.9134412819453143 59:-0.446446059009263 60:-0.09770034292423378 61:0.02215393036898646 62:-1.466334053883371 63:-1.186185209725788 64:0.4098397650663294 65:-1.074402846037973 66:0.3954628667086102 67:0.7005570062628775 68:-0.7737617736603829 69:0.3681421777493992 70:-1.07415023086866 71:-1.732263979832326 72:-0.3069227346296715 73:-1.601672451497019 74:-2.136096122543008 75:1.624733068863852 76:1.471643675274134 77:-1.006970790630619 78:1.652573419805148 79:0.4972533969790971 80:-0.2926202723465741 81:-0.06868080623184211 82:0.8905030323680219 83:-0.5652233528585594 84:0.2821926136755195 85:-0.4227118871078859 86:0.07057442690913278 87:0.1670948445837207 88:1.977570303151479 89:1.737385716629693 90:-1.912998058885091 91:-0.8279697421514772 92:-1.364976295481366 93:-1.609613222831354 94:-1.087957709908274 95:0.09009690625221382 96:-0.6775048111256644 97:0.822858919511536 98:1.030691360968004 99:0.05153619333799735 100:1.117890499559557 101:1.402568876167135 102:-0.3971883770369045 103:0.5460123835953988 104:0.4581723594245542 105:0.7630776954354633 106:-1.248794106902549 107:1.184134588464418 108:0.7182757099152279 109:0.9654442564228223 110:0.2007320412044056 111:-0.09885014842894393 112:0.003742373635059458 113:0.3665420214092412 114:0.2035282873157767 115:0.1793557569587169 116:-0.2011371029288994 117:-1.302885350804321 118:-0.3313985269820087 119:-0.2433200870194089 120:-0.1518690664708912 121:0.4082916594684058 122:0.1471439010956759 123:1.491497108695507 124:0.4939280316856925 125:0.7161965755045452 126:0.7517588311629185 127:0.492567623519854 128:-2.526107027758804 129:0.9647771046938624 130:-0.4286256652705649 131:0.2665847011807054 132:0.7851798489469206 133:-1.116214643209077 134:-0.469438787091122 135:1.171246650997875 136:-0.542582518603101 137:1.488038865187731 138:-1.044635041685591 139:-0.2365370057337899 140:-1.519813365251844 141:2.258951594287688 142:0.2765907205614699 143:-1.149278002797691 144:0.5522420064988127 145:-0.2458397466393913 146:0.2379201435733599 147:1.582774794511283 148:-0.6502950488557235 149:0.4247228086954214 150:-0.03015917635226067 151:-0.6878473740873372 152:-0.4876115367301199 153:-1.76559499517394 154:0.3605878520841811 155:0.6463251576915212 156:1.97933571956525 157:-0.1223671641361548 158:0.07774964271511167 159:0.7213977724234526 160:-0.8048294594664744 161:1.162474991923625 162:0.9060100678725898 163:-2.176706257609607 164:0.5356309823438807 165:-1.438172879802754 166:0.4338197469518542 167:1.983227444554374 168:0.3773968790036069 169:-2.097572568125343 170:0.2909537186133302 171:0.3731983578437683 172:-0.05963651016077105 173:1.226086271666762 174:-0.2390940501873329 175:0.1154390846172955 176:0.5668362781949828 177:-0.6678215493499331 178:0.7551780722745027 179:1.297890478455845 180:-0.05563886151182408 181:-1.343363386235568 182:1.180676547072036 183:-0.7551929073363018 184:1.146367002238344 185:-0.1445705174188006 186:-0.1131579830439056 187:-0.3073439450094017 188:0.5372150455057245 189:0.3322995714912182 190:-0.062163443619078 191:0.8626724734994226 192:-1.304868634450231 193:-0.4143570279024695 194:-0.9083982259103341 195:0.3039331124478996 196:0.7839911037180753 197:-0.9205943001857085 198:-0.907039573408971 199:1.213981835773742
-1 0:-0.8514855184579432 1:-0.2044657652397322 2:-0.3190943338093623 3:-1.021828848911623 4:-0.05836738624387975 5:1.677393304637369 6:0.3873297890406385 7:-1.261869391201376 8:-0.9473116441275714 9:-1.50188906006748 10:0.2271478951954548 11:-0.1631167626042567 12:-0.5628575175957969 13:-0.9975846814109182 14:1.279282072464499 15:-0.1420658477160434 16:0.6444769159765401 17:-1.565496148083354 18:0.3094639370489382 19:-0.4410259023377868 20:0.8590327600416179 21:-0.2662416248733236 22:-1.303919108340004 23:-1.085973131855466 24:0.1137758682422534 25:-1.043383182569371 26:0.3522629972998844 27:-1.539596539728594 28:-0.8013997266361386 29:0.3220481193850016 30:-0.9319999944304658 31:-0.4587126607382249 32:0.08556210181010597 33:-1.030840727515098 34:-0.8954558871872305 35:0.4455532111673715 36:1.199713122574632 37:-0.508740757911659 38:0.7380765360402333 39:0.5235484350113458 40:0.4727628414082032 41:1.315603024803522 42:-1.536694273554995 43:1.198503109856652 44:-1.57140895958703 45:-1.283223004417205 46:1.062362190458854 47:0.4600811705592773 48:2.143121714898411 49:-0.165944836328951 50:0.8948888028633813 51:0.1865445766732677 52:1.340060689834151 53:0.9005482920702654 54:2.032472898647284 55:-0.1502363464990336 56:0.5790496335695686 57:-0.1684592005993626 58:0.9784097799975204 59:1.264803132727397 60:-0.2085861395948031 61:-0.412243961660582 62:-1.767800611533661 63:0.2001012870848821 64:0.7016721004417777 65:1.198864724402271 66:-0.4393443423769623 67:-0.6932768338751435 68:-0.1579187423849525 69:-0.3270916902812052 70:0.8444772796808513 71:-0.2872433565921285 72:-0.7955984209377782 73:-0.3139636572280325 74:0.994978678392809 75:0.5485199957941805 76:1.829859310277254 77:0.3876388839440725 78:-1.015224724575639 79:-1.370402262669967 80:-1.969812257020756 81:-2.56966202985615 82:-1.411794269735521 83:1.529352146552665 84:1.328643572192774 85:0.6888897214777333 86:1.960838596702522 87:0.85099635046218 88:-0.1059638921995355 89:-0.667463164246847 90:2.46938148343511 91:-0.6985431299161874 92:1.410519532420137 93:2.09669363779936 94:0.4031118991714487 95:-1.598680100581756 96:0.2306931157492723 97:0.4509267153385708 98:0.4797396599635677 99:-1.443821462620033 100:-0.1539647913930602 101:0.8207177887335849 102:-1.260022261075428 103:-1.988661928917565 104:-0.3328091783709597 105:-0.7898709223606022 106:0.1668409185743414 107:-1.036011432683317 108:1.168333317709348 109:-0.6253169165002239 110:-0.4856733941566628 111:0.4511657041702656 112:-0.3244697374469897 113:-0.09472170176821243 114:0.6297232780821996 115:-1.264931782092316 116:0.4020146968192937 117:0.08672679994779485 118:-0.07244464554515498 119:-2.1577812736977 120:1.950707427298465 121:-1.057542490107492 122:0.3149465531127773 123:-1.31265845790456 124:1.272290541149393 125:1.616883237351078 126:0.896464850532986 127:-0.1558113679938872 128:0.3870341772330756 129:-0.1747283003243258 130:-0.291883144034681 131:-1.444740603774387 132:0.6219074970535071 133:-1.299775758302437 134:2.079533075327486 135:-0.005620650986739307 136:0.2705445649093114 137:1.862957983389334 138:1.347144319246253 139:-1.582983765482489 140:-1.065384186796685 141:-0.5165337781523397 142:-0.7679173557556697 143:-1.10592803770507 144:-0.147223657021496 145:0.1598662860600979 146:2.841850661952571 147:-0.992831452435862 148:0.7933029043938659 149:1.012667162690615 150:0.170868680713737 151:-1.307303159162837 152:1.691838522498447 153:0.4624547461194892 154:-0.4028866852147509 155:-0.4082961882575863 156:2.223833672559038 157:0.3515891423648193 158:-0.7347577304108772 159:2.349367116827854 160:0.2180885944279067 161:-0.5743462831998235 162:0.2983749552423035 163:0.5058355609928309 164:-0.008761073837178076 165:-0.5265781320911002 166:0.3587989398407492 167:-0.3129851354619786 168:1.41188627970814 169:-0.7830253737429217 170:0.3943836897195588 171:1.735121914376548 172:0.2065092297047846 173:0.2141100246212063 174:1.382233683752709 175:0.6261498981017054 176:-1.526031890863971 177:0.2560747216923471 178:-0.880516116724038 179:-0.694431437080115 180:0.2742996580395255 181:0.0539670804217185 182:2.142816321439044 183:-0.7513838360140691 184:-0.4267158068606293 185:0.601301439356755 186:-0.1950468291290746 187:-2.115530422650564 188:0.2222535576717935 189:1.612165776995112 190:-0.2325095056494902 191:-0.4650312747239068 192:0.9388524636211663 193:-1.625502163340265 194:-1.838397702672085 195:0.05896421411271508 196:1.570196139435903 197:0.2843934678242624 198:-1.633379684921869 199:2.031041155370166
--1 0:0.427262217328333 1:-1.322339756017429 2:-0.9763912645952041 3:-0.5767149862522435 4:0.2167594709963257 5:-0.4905656542331597 6:0.5226917992549147 7:-0.1848070702369952 8:0.9488411707837684 9:0.3603024899893896 10:-0.4564109507852637 11:1.025779269970233 12:-0.6707823876772481 13:-0.4401023511273774 14:2.512442030396612 15:-1.264740138673164 16:0.5802126618449871 17:0.2986172153754388 18:-0.2080219609510097 19:0.8381491526430448 20:0.9016856438964131 21:0.01620474083526848 22:0.7380345646438007 23:0.4308190602598936 24:1.213571637583208 25:-0.1737710293248623 26:-0.3306429245593661 27:0.6142848287905731 28:1.803830731985269 29:1.592500429039456 30:1.649766273475103 31:0.6240900566526784 32:0.1823320733936423 33:1.782543816942512 34:1.043184210354677 35:-0.3836145147088301 36:-0.1595687147379274 37:-1.245073145208614 38:-2.309196191512415 39:-0.1216704506030111 40:-1.476199148101206 41:-0.9893621319215291 42:-1.093147443352641 43:-0.1047272351472159 44:-0.3144149072449948 45:1.59168657681931 46:-0.968447578622082 47:-0.6563232046586708 48:-0.6716004753610867 49:0.3956940368052308 50:-1.184896250445238 51:0.1372177905059414 52:-0.5495668832233576 53:0.07323123087802785 54:-1.423314952816181 55:-0.6442233676812599 56:-0.5979175104457981 57:-0.9766075773830778 58:-0.5225322132919606 59:1.924626363483692 60:-2.549316494603289 61:-0.0493137723291532 62:-0.6517301802109554 63:-0.5319949205518304 64:-1.332896048162153 65:0.6988458859750467 66:-0.01116431127634656 67:-1.620149493457337 68:-0.01272899964221644 69:-0.5135184553236891 70:1.08745271791233 71:-0.7591980180361705 72:-0.7587947574547639 73:0.7450682294762911 74:-0.3396037588910782 75:-0.2740608542352587 76:-0.8815664718484263 77:-1.352739687693882 78:-1.009837278467085 79:-0.1875016685944688 80:2.150541087654914 81:0.4096272428150977 82:0.8791273303362132 83:0.7145270010287871 84:1.266705208468803 85:-0.03624061345208987 86:-1.12046570569092 87:1.900022294974315 88:0.4247165933020329 89:0.9033556348529894 90:0.1699901737804642 91:0.5030627679569163 92:-1.056872930351821 93:-0.8741535019732454 94:-1.129678943280924 95:-1.61086481981111 96:-0.4682087507996107 97:-2.400701903656173 98:0.0001049793113082549 99:-0.09367575984354833 100:0.7166731682220525 101:0.7925511613913095 102:-1.111443813544237 103:1.203777756643187 104:0.9662838847445265 105:0.9205423809963592 106:0.01801523303609375 107:-0.8950106946421446 108:-0.5041703687199905 109:-0.1583611106826067 110:0.5805484792126625 111:0.2045700944614824 112:-1.883778870242587 113:-0.8860119690645517 114:1.971627962500012 115:0.2084363896443327 116:0.04324029677224075 117:1.421484466078904 118:-1.520616422608583 119:-0.5164865312361089 120:0.3256785464992616 121:-0.2876018802384056 122:-0.2669738698763494 123:-2.516137758181643 124:-0.2414957492138529 125:-0.5559677835288284 126:1.943505026520348 127:-0.1904061158831053 128:-0.2089320270660898 129:-0.6190053731869171 130:-0.6859662405371628 131:2.214475961577271 132:2.599382445761443 133:0.3855064951890217 134:-0.2344853234494515 135:-0.5253686829102855 136:-0.2988273945362471 137:-0.8426952339391517 138:-2.069772470512459 139:-0.2525831989162646 140:-0.3007091353612781 141:-0.744877378743675 142:1.938673063570281 143:-0.782915882229435 144:0.04610092166608633 145:-0.2999775714119836 146:-1.122805612658594 147:2.112773222440095 148:-0.3112358674736495 149:-1.246687384268397 150:2.352837295972138 151:-0.6867729056734647 152:0.6924476366865813 153:0.8082967282327321 154:-0.4419718001889309 155:-0.5988842279798567 156:0.9580736488156281 157:-1.378977316451754 158:-0.5684670203763338 159:0.1959087758429062 160:0.6261349331685319 161:-0.8430163629704565 162:-0.4557544241269119 163:-1.150360789033903 164:-0.9264483878750572 165:-0.1034175073119476 166:0.1998926297932398 167:1.782102768014141 168:0.499382685311634 169:0.4872067363870405 170:-0.5098170704236872 171:0.0282259476447464 172:0.7534857793547329 173:-0.8689051479411912 174:-0.5655248176547958 175:1.098423657819528 176:-1.432844295741977 177:-0.1053792710095138 178:0.3199681835232075 179:-0.1903173896991775 180:-0.172457897604762 181:1.034389048929582 182:0.01603124985399872 183:1.763987298285749 184:-1.45512327520498 185:-1.482947008058098 186:0.2046624450072991 187:-0.3216234570705229 188:-1.317218439795764 189:0.9712573810815383 190:-1.122337364212568 191:0.7029709397428374 192:0.3462563882128002 193:0.4675065379520979 194:-0.6935006561447238 195:0.5939955370640615 196:0.1816860868936044 197:0.9155072978733065 198:2.113354071050881 199:-1.058919811410524
--1 0:0.5015995625949508 1:1.06432587684857 2:-0.07505162707670432 3:0.1583344809707322 4:0.09350030559034823 5:-0.4282683943781889 6:-1.677545749968497 7:0.5294205242539902 8:0.6380571183714661 9:1.983380219963263 10:1.528011047974937 11:-1.316406138404093 12:-0.8955968844645399 13:0.6233533742415239 14:-1.90720539901743 15:-0.6076892531621513 16:0.9307905225829581 17:-0.150178331139812 18:0.6131408612173588 19:1.84227533126179 20:-0.6524208024494416 21:-1.103484757135496 22:0.50234557742832 23:-1.088580901762819 24:-3.408871971644911 25:0.07641660704249743 26:-0.1379328857701909 27:-0.4354363428590918 28:0.1982395192970107 29:-1.324737708515338 30:0.573942506007651 31:0.446727358618456 32:0.4978669794672635 33:0.1357632856855351 34:-0.586353866564017 35:1.528389515633771 36:-2.025293025548152 37:-0.7454537378164501 38:-0.3576745655639106 39:0.1761835864515728 40:-3.422686759592002 41:1.308706389713308 42:-0.3605920373864572 43:-0.4924848747587246 44:-0.2664445861636957 45:0.9067403714111536 46:-1.790695070213447 47:1.841986290032241 48:0.07624491694461558 49:-0.7911263461839598 50:-0.1737530309831945 51:0.1609483421869189 52:-1.953868631688389 53:1.127998271466924 54:-1.314393394110384 55:1.564080928753859 56:-0.5769287930752888 57:0.9633751022988718 58:0.1227477978397401 59:-0.8269720061714043 60:2.217098207220088 61:1.757009382171117 62:-0.82161789921216 63:0.2827526584384176 64:1.664918942352404 65:0.2396632879560943 66:0.7199197939561949 67:-0.9020203875337774 68:-1.33497702193955 69:-0.4660501920107372 70:-0.07347510681193649 71:-0.3191425868023148 72:0.6137986087364823 73:0.1184934965593684 74:0.1044737427455103 75:0.320901393737766 76:0.5565383366471348 77:-1.741983415293892 78:-0.6247719218304809 79:0.6318412911432996 80:-0.8249504408481323 81:-0.2575496538033781 82:0.1162857322710891 83:-0.4845252026832821 84:0.1285348469652025 85:-2.136237908768833 86:-0.2160459649964934 87:-0.1803842174380668 88:0.323070052074168 89:1.319981169960127 90:-0.1343247827456361 91:-1.33836222443523 92:-0.2052848910152057 93:1.024487515506991 94:-0.9324756141121696 95:0.01493169764285976 96:0.294745261090353 97:-0.234164941576248 98:0.2206926584261434 99:-0.03203725785496937 100:-0.6452099617009726 101:0.9337579231455093 102:0.4596149667727419 103:-0.4559732184933069 104:0.6721180624208095 105:0.4467239728934142 106:0.3948336568238249 107:0.204176057217259 108:1.093755740495083 109:-0.07363562356601379 110:-0.9106190505292806 111:0.8431453685155882 112:-0.9295576402181995 113:-0.4797267624471646 114:-0.3298654458055889 115:1.418993448818636 116:-2.281760349083048 117:-0.2370103130529301 118:-0.822826646149726 119:-0.1664949618489474 120:1.181900776398507 121:-0.3118929225665622 122:1.187145213689174 123:-1.485834296816133 124:1.263185998975028 125:-0.5666435389630756 126:0.2202716783214582 127:-1.01818335343952 128:0.1651757016861948 129:-0.8633459495751802 130:1.468625337998934 131:-0.08952584817476174 132:1.898541422283535 133:2.032927151340152 134:-0.4855128817185461 135:0.3000996977021189 136:2.652990586431032 137:-1.35017473175872 138:0.8551500224602403 139:0.48625254549365 140:-2.237931120587957 141:-0.8010885546591829 142:-1.901003487237466 143:-0.2328406144876227 144:0.6816444964092038 145:0.3900583872775524 146:0.8728154554384592 147:-0.8391131206041949 148:0.456942693955357 149:-0.5450884769401747 150:0.709671103748087 151:0.2380498452961776 152:0.1360792266703848 153:-0.1695658222469956 154:1.72181506601694 155:-0.575395261938547 156:0.4391020637917837 157:1.213323597479879 158:0.2859720551980934 159:1.312223674818762 160:0.7213229179170634 161:2.547140875478 162:-0.5230757565044056 163:0.6136400836516588 164:-0.3374368529927752 165:0.1593203066995124 166:0.1568295837641168 167:0.6506644790158549 168:-0.7028347106504024 169:-1.487632357607362 170:-0.2306558255646166 171:-0.5430106439018603 172:0.4756176068372285 173:2.460370924758346 174:-0.5304499132783237 175:-1.192707540915541 176:-0.3970530995486434 177:-1.249890527331627 178:0.4453140598742134 179:0.4038437408488113 180:0.4345128177985526 181:-2.000552635560811 182:-0.7295454563070909 183:-0.9444899704315375 184:-0.01577553704158111 185:0.002364853514102696 186:-1.593380388295851 187:-0.764226930149649 188:-0.8754008210207238 189:1.089482113049169 190:0.03749196512809237 191:2.681437252176077 192:0.8546385308953157 193:-0.215568877573814 194:0.2637044532220764 195:-1.264789281366149 196:-0.1454314406053536 197:0.1616563545163535 198:0.9794120288689895 199:1.445796302596565
-1 0:-1.407224066735011 1:1.377749043722851 2:0.4128467769024097 3:0.8154244721944763 4:0.1769008456965867 5:-0.02587505900825287 6:0.2379431035812541 7:0.5502982297039978 8:-0.07729768624338941 9:0.03840074984741602 10:-0.3621211547592393 11:0.9395619849717024 12:-0.2703102470456358 13:-1.351125726439486 14:0.521751348197767 15:0.1825635037598042 16:0.2901628807816193 17:-0.297476681871556 18:-1.290783384460052 19:-0.6430005185729011 20:1.656372135062803 21:-2.093279033199067 22:0.3868342973189077 23:-0.8159325485953859 24:0.5513191809022603 25:0.4134393560942316 26:-1.110666508617419 27:-1.12466534276946 28:-0.1560099618618448 29:-0.2319527198430682 30:1.573870701376827 31:-0.7001227865153957 32:-0.9476349175137772 33:0.4245869934668329 34:0.3122270474770475 35:-0.9747947748000964 36:0.8372604281717256 37:0.600950971585285 38:1.865112689313379 39:-0.7200726607869504 40:-1.038285213393407 41:-0.03004675008622367 42:-0.3572604396736702 43:-0.3757277367982001 44:-0.4033562881279489 45:1.972241479641461 46:-1.872443152898397 47:-0.5292117994071003 48:1.850154837854533 49:1.20039757740044 50:1.065550964952335 51:-0.3201657323542849 52:-0.1902609536646498 53:-0.1459106864076455 54:-0.6546707249193676 55:-0.6440514166231209 56:-0.74972917223416 57:-2.18667750364597 58:-0.04432094337897945 59:0.6956335499639881 60:0.8899779222110219 61:-1.223140670255899 62:-0.1753792216504119 63:1.507174858211155 64:1.425640476928919 65:-1.420369041443951 66:1.253903105254575 67:-0.4751842053182204 68:0.9492411344250893 69:0.08895424423926204 70:0.08458565638091273 71:2.007469319802435 72:-0.001640894864488546 73:-1.099188316822292 74:0.7686127080623318 75:1.84026745738332 76:0.5998160788396772 77:1.642035525001325 78:0.8281981395347039 79:0.496952916664286 80:0.6621614911506006 81:-0.136072215940863 82:0.6228519134021536 83:-0.008475878071949682 84:-0.8366772133157828 85:-2.438172067696906 86:-0.6658228212822503 87:-0.1070660789243446 88:-0.946870288391126 89:0.1036779248884412 90:-0.8665477917635692 91:-0.2574805840545134 92:-0.6268302775985714 93:1.119987069675606 94:0.8810440469681524 95:0.5169139116501249 96:0.4503892527563158 97:-0.4866788083214866 98:-0.135362518003168 99:-0.3738047626140743 100:-1.250550255244449 101:-0.9910497616997103 102:2.23944179756268 103:-0.5321741723895167 104:-1.748518905638538 105:-0.7163735971879899 106:0.8229130734340214 107:-1.976195299831971 108:-0.03809747538379242 109:-0.1680031807670375 110:-0.02926663916097328 111:0.2371856805894629 112:-1.065856940937341 113:0.5407287290973868 114:-0.09914940145459075 115:-1.451580588656661 116:0.06829444911652177 117:0.1344937259165555 118:-0.8010884945949791 119:-0.6364237262671597 120:0.8924499829428199 121:0.7667433321742568 122:0.5047491634055356 123:-0.1459329509647181 124:2.187022043913043 125:2.245100615961288 126:0.6623549563863146 127:0.8627927614160024 128:1.404075096201133 129:-0.2718889528988584 130:0.09360402981691275 131:0.9618933646016595 132:-1.004499599508345 133:-0.9039358286216506 134:-0.2282048393295192 135:1.693145233414142 136:0.5160371937775007 137:0.2642489370324503 138:-0.853538637601201 139:0.9679442089918485 140:-0.8197936277460685 141:2.729197909884442 142:0.4002353820604242 143:0.798050747244077 144:0.02533407815009932 145:0.8106447454003591 146:-0.8922017520011526 147:-1.504117155508977 148:-1.981770888175781 149:-0.4096022759304385 150:-1.952357108229042 151:0.07718722674181233 152:1.651814875890906 153:-1.328322533233615 154:-0.1273257080001615 155:0.7459021637458658 156:-0.3264883429901143 157:0.2675036670084356 158:-0.0311189853557682 159:0.09749773094974572 160:-1.332390242628289 161:-0.6134409679740374 162:0.5235943810331402 163:-0.5706458426084197 164:0.5770874473685026 165:-0.5456704965420618 166:0.3332670729701745 167:-0.8110194678770206 168:1.444531003979562 169:1.136817819566008 170:0.6000012359688212 171:-1.415164494838131 172:2.757456343288246 173:0.1671441323936607 174:0.8238703824223369 175:0.9637787034515976 176:1.102795411047614 177:2.402567429786799 178:-1.608560234547872 179:-0.165430770418245 180:0.453419176116798 181:-0.1480138829439114 182:-1.580843183547827 183:-0.3382686145379957 184:-0.582341467601654 185:-0.3339428694751184 186:-1.260667047367967 187:-0.9839251355872916 188:-1.62648863373554 189:0.4796635661226879 190:-0.1993912074859138 191:2.396295684280191 192:0.4509544871777394 193:0.1615636527415204 194:1.532857490868271 195:-0.1669438244161789 196:1.379035635872375 197:0.565228201567034 198:-0.4574489884553471 199:-0.6872924966318451
--1 0:-0.9280734643932941 1:-0.6981027394864154 2:1.474235241596313 3:-1.874454980861544 4:0.6271570485501338 5:0.5669029512549213 6:-0.678326648047159 7:1.203286078676468 8:0.5130859858635359 9:-0.6611664956060423 10:0.1930165442918071 11:0.3889793754613726 12:1.021410340595867 13:0.2556164618910885 14:0.4228375088557212 15:0.3683661016129413 16:0.3710763783812844 17:-0.2537632063272 18:-0.2237190036273101 19:0.1137329421581297 20:0.1203266303039642 21:-0.6543057348611342 22:-1.519804022946704 23:0.03754530798961665 24:0.8032161509215668 25:-1.259563516486427 26:-0.6880993701545712 27:0.08480573872778802 28:0.443094198552856 29:1.414117263825879 30:-0.5753007016704976 31:-0.06992515931606778 32:0.1171318305219908 33:-0.4444762359205188 34:0.5496429182458064 35:0.02297635945881055 36:0.03433624501501059 37:0.7178123516610445 38:0.5438320873551503 39:-0.1946691244173512 40:0.6306187728562377 41:-0.6275933597838954 42:-2.13354557143396 43:0.2624549757164387 44:-0.3035546306741557 45:-1.367881633338937 46:0.4431542020405343 47:-0.4504045770277869 48:-0.3720842908579389 49:0.1594092206832076 50:-0.247925301249283 51:0.2526077086644057 52:-0.3316747745237661 53:0.09417976408651034 54:2.409431462862983 55:0.8780963657636929 56:0.2289957989996456 57:0.4004128475992002 58:0.3280755025150871 59:-0.5275359560943057 60:-0.1157533064764232 61:0.3114909100262459 62:-1.174330249518803 63:0.1812089738749587 64:0.3121251827067354 65:-0.8606372200379324 66:-2.17030606783783 67:-0.262593382853766 68:1.878156795675728 69:0.01761937503255375 70:-1.919571809621362 71:-0.1932355977227592 72:0.3974590551830475 73:1.320351729260613 74:0.6813879108012514 75:-1.004240924466064 76:0.1691897225885362 77:0.7165457820965148 78:-0.9975981650719939 79:-1.526957337663188 80:0.1023005721492299 81:-1.034271693434822 82:0.8214690267618517 83:-0.2359865399832928 84:0.9991045229265648 85:0.8818478772146516 86:0.5697884057407869 87:-0.4042377522962766 88:0.1683402671673455 89:-0.1637713317132884 90:-0.3539271043166788 91:0.8741417838105149 92:-1.103650396901182 93:-0.9682700277070125 94:1.790769409634342 95:0.2247164148395398 96:-0.4385747693701901 97:-1.498375533707753 98:-0.9563061555020438 99:1.052131723281899 100:0.2168856599698576 101:0.193633175241596 102:-0.605868250584142 103:2.104688640950692 104:1.850251686372564 105:-0.9315842614343719 106:0.644652534428085 107:0.7877990948413585 108:-0.5150956531247018 109:-0.579100665930121 110:0.06879449841725194 111:0.200085579355467 112:1.94712964245864 113:-0.2043572063161189 114:-0.9721695368995584 115:1.111197603095638 116:-0.06771590019610092 117:0.1546291344622373 118:0.6794028409982147 119:0.2139517105498995 120:-2.248273116458992 121:-1.535632076009346 122:3.295988497226917 123:1.180093481269084 124:0.7831155368454199 125:1.542117519453942 126:-1.060986627794053 127:-1.03174203538816 128:-1.080504628119777 129:-1.264307398366815 130:-0.4191613611367712 131:-1.515766134455953 132:0.06057555427274006 133:-0.2408182524263199 134:-0.2788470215864443 135:1.050223398087593 136:0.7712725825544839 137:-0.2139841033109808 138:-0.1103569898460825 139:0.03446405859322201 140:-0.7113827010065744 141:-0.6548221953766904 142:0.9412343406862783 143:0.6839773331286316 144:1.198580921304512 145:-0.8368464095308644 146:-0.8363838984682703 147:1.619020432022321 148:1.192232446597288 149:-0.5001652614499007 150:0.7156443290581567 151:-0.9686595946221285 152:0.5120055125351324 153:-0.5139073301419694 154:0.9744525316200823 155:-0.4545248531822897 156:-2.007242078655531 157:-1.047412550674606 158:-0.6961511194964767 159:0.9166282085440699 160:0.2364923726944431 161:1.268677147215175 162:1.283867896828863 163:0.9273174868871957 164:-0.9048947617895327 165:0.5012306655217115 166:0.4245024237557792 167:-0.2487559739717473 168:-0.1979212117982641 169:-0.8948967339969897 170:1.038471413905022 171:1.931787272640242 172:-0.2296430008397067 173:-0.7059900240400087 174:0.09332831233173879 175:-2.097946998617 176:0.08593732679611418 177:-0.5264506886332037 178:-0.8301222227573344 179:-0.2033265797555785 180:1.112344857030158 181:-0.645833697021675 182:-0.6190545836853271 183:-0.7704054179718812 184:-0.5440781678365498 185:-1.228319475298503 186:-0.4502099889356223 187:-0.8674882327045293 188:-1.032927410754156 189:0.5501799280119327 190:0.4201200385694743 191:-0.7735381982568201 192:-0.971199128308983 193:1.721427270248217 194:1.136899189135826 195:1.174411929655377 196:0.9790878495807316 197:-0.9055370399276427 198:0.7857382241769729 199:0.4202915905652372
-1 0:1.273166762475851 1:1.472442256420379 2:0.005071578250558656 3:-0.08763263020497523 4:-2.448421138378225 5:0.1575426039676847 6:-0.6627014098920117 7:0.5765793109183899 8:-0.9326141054860655 9:-0.218019052898968 10:-0.8074416206459042 11:0.23420982980595 12:-0.2230780059555905 13:-0.5520034004974848 14:-0.07815538731243662 15:-0.8955706727263421 16:0.5488701787502964 17:0.2658093975414278 18:0.7319963830845291 19:1.171065664001285 20:-0.1153077203594881 21:-0.5205850943952675 22:-0.8378662469140339 23:0.7509757297972094 24:0.9748016326658349 25:0.3140984970874503 26:0.7655524653896706 27:0.4257326887528224 28:0.8536338368651387 29:0.271645809242813 30:-0.7978591529093824 31:0.315238558527123 32:-1.4625476376965 33:-1.404025822199686 34:-1.320291610138961 35:0.2830395371638446 36:-1.814207582605815 37:-0.02360260907299157 38:-0.3630588934981288 39:-0.7656258189368973 40:1.974174694671049 41:0.04258312837312814 42:-1.901263774425768 43:-0.6716225575364791 44:-0.971035739235979 45:-1.762597894830349 46:0.3044351268106263 47:1.545568593975797 48:0.6555323471987294 49:-0.2386433068732654 50:-0.3278844944191751 51:2.151628935640302 52:-0.8754383474125412 53:0.1070431165182138 54:-0.2950409744548408 55:-0.6035202778082094 56:-0.2458689985296055 57:0.3617986253326869 58:-1.591972935410837 59:1.761500662357527 60:-1.401052994754277 61:-0.3815748167523466 62:1.969654960536404 63:1.163596607338625 64:-1.328153640974003 65:0.5701613906168809 66:0.8980292842955997 67:1.299147166334092 68:0.5295952364262565 69:-0.1795832697401404 70:0.6495264839777349 71:1.079241221259022 72:-0.9367688427688197 73:-0.4152633075720055 74:0.7313594301906085 75:-0.7141370427821906 76:-0.8285248888350532 77:0.9986920595417803 78:1.38997121979817 79:-0.7928279860038737 80:-0.2960959241883361 81:0.4217879478376525 82:-0.6745899330619144 83:-0.9954431365997594 84:2.220742518884858 85:-0.8111555822980894 86:-1.218696182146296 87:-0.6820463831912712 88:0.1368355696030769 89:-1.226878715543085 90:0.1620405622289634 91:-0.8290967157392773 92:-0.3424860569546301 93:1.580060773973091 94:1.199272341528767 95:0.4903883379865394 96:1.144905288164895 97:2.124895208657077 98:-1.118926048618882 99:1.738600914673515 100:-3.098468912561212 101:1.35377956977822 102:-0.361657841577302 103:-1.231935589661633 104:1.540173216896185 105:-0.9738323306844472 106:-0.6170527766798621 107:-0.8066625714306657 108:0.6687916864451319 109:-0.2202207983730571 110:-0.7577175414307472 111:-1.15116631938374 112:-1.062339582367874 113:0.6401551933296502 114:0.6661562815254661 115:-1.361845292222214 116:-1.410407302519202 117:-0.1138326223202814 118:-0.4631709268568097 119:0.6370473372748918 120:0.4120166971208152 121:1.442550072851472 122:0.4730161921382742 123:-0.5657575358113343 124:-0.5152750547214981 125:0.327573192870106 126:-0.3577838560256022 127:-0.1765820736599929 128:0.2218871386974103 129:1.714691384692651 130:1.064330201421378 131:-1.271050890276923 132:0.4379291719958817 133:0.391049729550343 134:-0.5365304070847985 135:0.9982957609586817 136:-1.309328317466598 137:1.453985466917073 138:0.4900795155417584 139:-0.9001400501741806 140:0.1436362847143593 141:-1.573890006903756 142:1.542893756510304 143:0.6944626051332293 144:0.5951543931659447 145:-0.1949255275304779 146:0.6012636883035438 147:-0.02932784537403116 148:-1.528210744905301 149:-0.1504910293336265 150:0.8239055371715593 151:1.275822708179704 152:-0.9758078975999075 153:0.4396291163134021 154:1.003308324353262 155:1.275515451634917 156:-1.33246927051981 157:-1.000138803108942 158:-0.9946963764625443 159:1.616176930950571 160:1.890148794898121 161:0.8001989623485976 162:-0.04108759688250567 163:1.826454447068889 164:-0.05173350725064809 165:0.2284022116472972 166:-0.6551707695383091 167:1.915488391861029 168:1.409023127850435 169:0.5710791463326931 170:-1.509492123776337 171:0.402089266037444 172:0.09464593048965919 173:-2.222772079938536 174:-0.1998361412674477 175:0.5244499373457355 176:-0.1736755059711104 177:1.002709842759966 178:-0.1701284526465535 179:0.4139320675211469 180:0.6083710080686743 181:-0.3197957812530687 182:0.0209953722146565 183:1.582132392162898 184:-0.5833152370092446 185:2.499190106467307 186:0.4887895024091243 187:-2.270784451407696 188:-0.5744864786989667 189:0.244568089034815 190:0.1810333310800519 191:0.3443857336368835 192:0.6308982750151696 193:-0.3712466824044295 194:-0.3614516814184673 195:0.841465973103761 196:0.08542886739213822 197:0.7646143165800844 198:0.01400473074315326 199:-1.279162852035421
-1 0:1.467379288860253 1:0.2016852349469543 2:-0.593598354690825 3:1.504171908155902 4:-1.344059025354462 5:0.08689591631656357 6:0.5173153958043029 7:-1.462240732503956 8:-0.6325502073452945 9:-0.2699416806829977 10:0.2818854771455456 11:0.03319054713555522 12:-0.9137237257589781 13:0.8010005435732782 14:1.053784891732147 15:-0.1226260358667682 16:-0.2267617400044029 17:1.530595354020281 18:-0.1602711415784956 19:-0.7575271879843121 20:-0.46883881367201 21:1.103049895182757 22:0.06472673258243469 23:0.4961107595138691 24:-1.200413384690198 25:0.4966082581735197 26:0.6100536631263456 27:-1.497856357936038 28:0.4166097075490986 29:-0.9071270327883599 30:-0.1081834883062933 31:-1.707487059589878 32:0.9669568785008537 33:0.05777008076606389 34:-1.545301341687924 35:-0.8925364157119711 36:1.403880954532903 37:-0.2509897958599924 38:-0.2352550209326903 39:1.417770021821756 40:2.467916261328647 41:1.582319514305259 42:-1.944971571320987 43:1.454984358931567 44:2.847091831239849 45:-0.4486632423124489 46:-1.990879409600088 47:-0.1335781295087484 48:1.02306340825379 49:0.1796547980017026 50:1.377213221013531 51:-0.9863393219430756 52:0.1557083402084115 53:-0.4513553526105032 54:2.728633418698803 55:1.240537233774057 56:-2.060658136129262 57:-0.4200320731356817 58:1.611805548371897 59:0.7126639145428915 60:2.532703950103362 61:0.6120135179381628 62:1.233512344199364 63:-0.9035813006203361 64:-0.5190659489374366 65:0.09061612151005732 66:0.02969195756819233 67:0.8824153513134372 68:-0.3611083977622598 69:0.8859048306867264 70:0.7569265414955905 71:-0.3860082571599 72:-0.6274278969065237 73:1.318713123563169 74:-1.084285556161051 75:-1.350158149868742 76:1.012666877739929 77:-0.4073743857136299 78:0.08923338885409438 79:-1.044835759541813 80:1.6421200467842 81:-0.361160832605457 82:-1.601826030922649 83:-1.123254180466029 84:2.531028761484846 85:-0.3285717106561836 86:1.04850139990479 87:0.6761757422697824 88:0.1182726125265462 89:0.5519677270131014 90:0.5757345371966335 91:-0.1761436732834203 92:0.07590336823345344 93:0.1147501533325477 94:0.1490856435219489 95:-0.3369627639226339 96:0.1743071093378523 97:-1.938899256454228 98:1.384636015837511 99:-0.2770942883836246 100:-0.4332040916717598 101:0.240366448952385 102:-0.454870561006801 103:0.9207217719981783 104:-1.729644993366013 105:-1.251947656392519 106:-0.3849978314301957 107:-2.131499829208723 108:2.039281241164254 109:1.9546664897807 110:0.7677602727057997 111:-0.645087432670771 112:0.1918349510651123 113:0.4866014668488462 114:0.3481069060207778 115:-0.1170426821902866 116:-1.307835342929877 117:-0.10520249436196 118:0.8350082913211379 119:1.400124842322674 120:-1.918449103417821 121:-0.8326624955440528 122:-1.246366317988183 123:-1.018945487679852 124:0.8607370497764866 125:-0.4595824198257887 126:-1.860646335078669 127:0.2045636798648327 128:0.6954043983441422 129:0.7601786008185204 130:0.5827046203582795 131:0.1270049039826181 132:-0.533343151211029 133:0.4235778056003712 134:1.182268864399606 135:-1.753863321968878 136:-0.5624743124911711 137:2.053768190648027 138:0.8406981808445666 139:2.862808917973027 140:0.5545975609128112 141:-1.64757241398075 142:0.9075623044488805 143:-0.9083549922440266 144:-1.263158936267091 145:0.643909845400743 146:-0.6945445932371097 147:0.4031269265211171 148:0.3955306412518119 149:-0.3306220136916499 150:2.204714410014335 151:-0.3046601887414204 152:1.98781696563718 153:-0.001860675498615435 154:-1.72553500997503 155:-0.8406694752459323 156:-0.4692001744006722 157:0.5220243571888818 158:0.8968475635997533 159:0.5389051827451945 160:-0.6584359098719391 161:-0.6037696095095221 162:0.1338023476657034 163:-1.303190484083557 164:-0.1684999618655658 165:-0.7858769131289058 166:-1.136325613595637 167:0.7248367108943786 168:-0.4913452359441442 169:0.9625461390715152 170:0.3307120286958586 171:-1.297449457871309 172:0.5256854305703447 173:-2.038587476287511 174:-0.6577611919043965 175:-0.003680673466871405 176:-1.332636523376241 177:0.6119721418261519 178:-0.7981888808047123 179:-0.3176047940779316 180:-1.737674364345828 181:-0.9589826259762538 182:-0.1929309403504218 183:-1.638342315801622 184:-0.4096344902130957 185:-0.2313852890456171 186:0.8383317234163868 187:1.238244146620254 188:-0.07783763758879848 189:0.6906021633761512 190:-0.7879373904039848 191:1.394261107591875 192:-0.2521637986667796 193:-0.1359282031219934 194:0.5815906514689867 195:-1.08469491980128 196:-0.4569635872332568 197:-0.6641218125108149 198:-0.1080144609561714 199:-0.9728523921494906
--1 0:2.028446549439003 1:0.4382950310319606 2:0.7416849544863277 3:1.24865099807348 4:-0.6923066307985855 5:-0.4081296596390875 6:0.107623661428899 7:0.00938297222873102 8:0.04164541989272776 9:1.813939279649166 10:0.3184583956846516 11:0.3788696681613919 12:1.013532899219848 13:0.4221238613038102 14:-2.716213739369961 15:0.252118111834692 16:-0.09745690694319122 17:0.01818382818805062 18:0.3084632002112049 19:3.269770485542716 20:0.7798904437589785 21:-1.684516768815721 22:-1.488951878705294 23:-0.2615636944963287 24:-0.5077189242227377 25:0.3712720325444262 26:0.3382030083531499 27:-0.2127774306565962 28:0.6162947269307975 29:0.8483345841713871 30:-0.7128873473876941 31:-1.863332924478169 32:1.054048451665819 33:2.01654950830979 34:0.3700794622272834 35:-0.5522043953549791 36:-0.2667716002254949 37:0.4397645638480929 38:0.4433204101132021 39:0.3408122237971977 40:1.010301630707281 41:-0.6156309303197526 42:-2.607698863821071 43:-1.874290119624377 44:0.7523438925905518 45:-0.2447239531857187 46:3.047889503608173 47:1.56090253285693 48:-1.11840500355716 49:0.3578401475915711 50:-0.4917265441817727 51:1.362879876989882 52:-0.4743124169165629 53:0.4612496433283578 54:0.117934915682509 55:1.085475129762285 56:0.423637686547527 57:-1.819217600403561 58:-1.831013339904967 59:-0.9994405315310515 60:0.9948176420506423 61:-1.951390041326778 62:-2.064830761494628 63:-1.907602748179199 64:0.2851534384432128 65:0.2245972366853549 66:0.858862059834771 67:-0.5244120813472644 68:0.9040560413930963 69:-1.057940804350711 70:1.02730412948629 71:0.4702641555503205 72:0.7933675041519556 73:-1.259725176532092 74:-0.4079161078854432 75:-0.3362116595351951 76:-1.481532248448105 77:1.597062949889521 78:-0.07688231641721718 79:-0.4125330511664915 80:-1.101970682263827 81:0.1251505092752389 82:-0.9300271210272455 83:0.4982058806513279 84:0.3354643771362723 85:0.4399330014563799 86:1.354248024245445 87:0.3049134496436967 88:-0.8110144176188226 89:-0.7169593330951732 90:0.8995005646026153 91:0.02449961137547152 92:-2.18457413151691 93:-1.226776910653184 94:0.7457281039071327 95:1.426243855533167 96:-1.470186125513287 97:-0.1796142932304431 98:-0.8677713789114331 99:-0.8335685585412629 100:-1.473302458025665 101:1.112065087216241 102:-0.1478470048025715 103:-1.050868520049363 104:0.655211794914462 105:0.9601616079472023 106:0.3389249786712834 107:-1.555498352316072 108:1.468665120642732 109:1.656374470584519 110:0.9221495686440627 111:-2.733150871645215 112:-0.9410036237973867 113:-0.4908799970800836 114:0.3496591701484581 115:-0.1542966556320451 116:0.2252998922252832 117:-0.6995743903157329 118:0.6686943637328607 119:-0.662185595257033 120:0.08334619897398571 121:-0.1237210067205341 122:-0.8479938718678736 123:1.099868782683202 124:0.4404034013298363 125:0.5870112158662317 126:-0.1337727274709841 127:-1.142362601721358 128:-0.605382591891462 129:0.1733304125232321 130:1.140656190867768 131:-1.354710535119064 132:-1.99873794083759 133:-0.2525320787766303 134:0.003456471947281504 135:-0.04628880606986963 136:1.38475519945055 137:0.06462431772422761 138:-0.7416429181811687 139:-0.07851444134488919 140:1.790858065661138 141:-0.85154850860243 142:-1.722379861498802 143:0.5978040092704263 144:0.3859633394784329 145:-0.4121968431334617 146:0.2971393113631785 147:0.2083318475105791 148:1.558117227782234 149:0.5467503727834697 150:-1.070760909400745 151:0.3385164378066792 152:-0.1032874814731597 153:-0.1078618944228632 154:0.3934488692018754 155:-1.646765854679779 156:-0.3298697317299056 157:-2.217271311207422 158:0.9890332098351988 159:-1.30861494462909 160:-0.8302887135085293 161:1.416577015599382 162:0.5363283084544654 163:0.4647287571319291 164:0.2627963275588415 165:-0.7845212398190561 166:-0.6714805299016341 167:-1.642896092043975 168:-0.02113448841360018 169:1.484489911155054 170:-0.4030120202351596 171:-0.3531870177646257 172:0.01815388023888613 173:1.003285067275485 174:0.2573719278514903 175:-0.180443688299177 176:-0.1550221920632622 177:-1.123275353731937 178:1.093103766081216 179:0.2436565107265102 180:-1.449088273063818 181:1.208897395286932 182:1.456318136913852 183:1.637885084351481 184:1.01149487232762 185:2.097816348572922 186:-1.840941001230216 187:1.630248538489064 188:0.09292280592700243 189:0.1441075146536417 190:0.1240075677297338 191:-1.003144131387989 192:-0.6134578612990507 193:0.02460718359861443 194:0.5959753345710515 195:-1.088284448799044 196:-0.7521473434142276 197:-0.09113869860544939 198:0.8644129563859698 199:-0.6287650451171198
--1 0:-0.4224480202910076 1:-1.068929189549054 2:0.8491989424944786 3:0.1180048833173521 4:0.2274439672352513 5:-0.5817723061049936 6:-0.3709893017511054 7:0.423407519575175 8:-2.91260890728512 9:-0.6724286284270174 10:1.095235077953309 11:0.2000702069684467 12:1.882348958246792 13:-1.086994457553791 14:-0.8599068647218192 15:0.4817838288959456 16:1.141378371062598 17:0.3887502106961839 18:-0.7682573950346707 19:-0.2664607024722787 20:-0.1246531208525729 21:-1.440299202240311 22:-1.654740519030484 23:1.124011707430199 24:-1.048934315079795 25:0.989741525643567 26:0.09614567061271283 27:-1.042141955638516 28:-1.558730754455896 29:1.441906831882134 30:0.106968628253387 31:0.7955073394867301 32:1.859415026461148 33:1.572245104688945 34:-1.819505334637309 35:-0.8382380962697081 36:0.3939751031419314 37:-0.9012440329974947 38:-1.258856863289527 39:-0.8290680123107849 40:-0.8622702129207853 41:-0.7398802743188002 42:0.8748817384991572 43:0.2335965460440124 44:-0.1832750440251834 45:0.9688356359562827 46:0.07095083160763478 47:-0.1455484648156154 48:1.029932960609849 49:1.925620597816013 50:-0.1900522147745959 51:1.22357880802682 52:0.1459091013468607 53:0.2491319105361945 54:0.3912962935606612 55:-1.249712970866225 56:-0.1128878861916129 57:0.9100514123027853 58:1.962644188337648 59:-1.96831138230584 60:-0.4376145830020288 61:0.04662252458671926 62:0.478611786363637 63:0.6140239847583369 64:-0.1292926243993526 65:-0.6825052418851164 66:1.112347259828256 67:0.9516074344445483 68:1.372728044161241 69:0.1221531482664052 70:1.320165894103702 71:-0.3900161498571381 72:0.1178127679696499 73:-0.1207610586025901 74:-0.8590848612504671 75:-0.5264450224378019 76:0.7904620102649872 77:-0.623130331159937 78:-1.391640723641768 79:1.2537473448631 80:-1.207564117172409 81:1.756742026232502 82:0.7989150083495804 83:1.874313286870604 84:-0.01827749707582905 85:0.4880934710264365 86:0.8189175609889457 87:0.734922517227574 88:-0.8036388177167659 89:-1.080236348216538 90:1.755716914636555 91:-1.249950519588047 92:1.489552128405869 93:-0.308230101922205 94:-1.389958976753052 95:0.7246858103857726 96:-0.5351612285908829 97:-0.964019337705476 98:-0.2026660078841483 99:0.004198694645020136 100:0.419070254910165 101:-0.09982334937416257 102:-2.79326881831309 103:0.2413087402071609 104:-0.4224266868076713 105:-1.269959634597601 106:-0.2553845367714025 107:-0.5883406298821635 108:0.8346938880368492 109:-0.4553571863531523 110:-0.2208398703918952 111:0.5547857091811612 112:0.8616647530004969 113:-1.901573174683114 114:-0.929910088215721 115:1.178903188533621 116:1.224164231531264 117:0.3124275485319981 118:0.009537769110730017 119:-0.6399838694783514 120:-0.6329823451969464 121:-1.508505702565249 122:-0.7183442784966871 123:0.8240781365519779 124:-0.8132564422150012 125:-0.2561633316600008 126:-0.8988253911468945 127:1.878521868100471 128:0.494856061670267 129:-1.351741133873204 130:1.639745265198796 131:0.6841671569208057 132:0.772605734324988 133:0.8523520178095705 134:0.2913986352665657 135:-0.423182790608702 136:-0.6058888159650114 137:-2.248747054185221 138:0.8939699303767449 139:-0.645759048944075 140:0.9095009652868024 141:-1.082621829622852 142:1.493829392599269 143:-0.2018815419915916 144:-0.1346239178983749 145:1.450810584587864 146:-0.4262583394843223 147:-1.590882195159816 148:-0.9877136174600916 149:0.4557938989252091 150:-0.18468424717368 151:0.9699390108798969 152:0.5265717274515557 153:-0.664295884348911 154:-1.039973504968004 155:1.684191714323062 156:0.3299926083970704 157:-0.4775223444264878 158:0.8815071910170345 159:-0.3058812413858212 160:0.5414967109485038 161:-0.1462933522913059 162:0.6867739126507232 163:1.038725478240834 164:0.635779406582659 165:-1.603537681833485 166:-0.4202068571259167 167:0.4832786969605625 168:0.9079765534698989 169:0.575371108573555 170:-2.161866510266683 171:-0.6884766048796289 172:0.7691994652856485 173:1.030848818168151 174:0.8867147865231625 175:-0.9341946790482143 176:-1.295629394345559 177:0.7597306609640551 178:-0.9264797240691284 179:-0.4986940480464415 180:2.054679919967533 181:1.866516693346284 182:0.1340057235970181 183:-2.098511022982909 184:-0.3159127180282925 185:0.2059164187829618 186:0.1161844214082385 187:0.5709221494152086 188:0.4095883606787618 189:-0.4167171944536859 190:0.1438500613141432 191:-0.2420075400041436 192:-0.2660533322541836 193:-1.221570360108768 194:0.72575597474108 195:-0.5370275983913361 196:0.7996992915691447 197:0.7976958917247964 198:0.6223312858110807 199:0.3857730578949882
-1 0:1.196234567691625 1:0.1452974024229559 2:-0.1542677720758679 3:1.299313678458407 4:-1.155620645730287 5:0.7825288275752479 6:-0.801437235501566 7:-1.029830918706302 8:-3.173905655444733 9:-0.8793326564507903 10:1.454104158433204 11:-1.234110999932529 12:-1.787957258647579 13:1.791714387782328 14:-0.3530929586063882 15:0.7023912316726064 16:0.8528004505450091 17:1.091913176420863 18:0.4588586251175831 19:0.06735081432804538 20:-0.5369341864714253 21:-1.434563183587066 22:0.3433565703532932 23:0.7414253286648721 24:-0.195620506805268 25:-1.120128791691643 26:0.2315845376600065 27:-0.9559354039958353 28:0.6915939694901514 29:0.1797618074732604 30:1.372215530376907 31:1.24764462648751 32:-0.09804554873057876 33:1.340788095343421 34:-0.3374587008194693 35:1.787826830697108 36:-1.158208852585439 37:0.3042736411287889 38:-0.1959343136531464 39:0.5855317694081763 40:1.048105512241045 41:1.562742122271515 42:0.3239753663748066 43:0.8615487223085402 44:1.470944394475809 45:2.110693100172155 46:0.9576928824609889 47:-1.509704364479186 48:1.490872449168354 49:0.6840687542750228 50:-0.2682761829700431 51:0.1257700979421332 52:1.397683505611846 53:-0.4038183290086105 54:0.3405420442002354 55:0.1622057178250287 56:0.2276368955095835 57:2.004661973290673 58:-0.5945720509020382 59:0.5090020344118611 60:-1.259843515839642 61:1.334855602068046 62:0.1372611218064104 63:-0.4843450404586962 64:0.7700245549701326 65:-1.890684014703421 66:-0.4915374447868905 67:-0.2806924307449954 68:-0.7475036196107074 69:-0.393259167736821 70:-1.36235141974069 71:-0.9196314789773664 72:-0.7444110942493375 73:0.108564680907644 74:1.515366299901969 75:0.3771608815824826 76:0.4637549795249717 77:-0.07893234691999569 78:-0.7357283789611719 79:-1.21498518722056 80:-0.05660881865404228 81:-0.2196551477739547 82:-0.7593776742969311 83:0.3787513563711052 84:0.283791065786926 85:-0.5066572984909296 86:0.1321302634501127 87:-0.9742248631966784 88:-0.1058241117342966 89:-0.8623625381261188 90:-1.304830837567856 91:-0.7542728708216684 92:-0.9150909646429851 93:0.3177569123558563 94:-0.5708019504271507 95:-0.1850955172328137 96:0.07841086386670107 97:-0.1639756328437931 98:1.803221933023475 99:0.2513511315661572 100:-0.2452577921482616 101:1.291800141143916 102:-1.157572232642341 103:-0.3280799261415098 104:0.6916223412234378 105:-0.1559946235610329 106:-0.8809765236103395 107:-1.485637513648995 108:1.241911525540575 109:-0.9731283817808503 110:0.3225328252359389 111:1.012460907499203 112:1.27377291093157 113:-1.266098169073247 114:-0.9495324902234887 115:0.9456383993439716 116:1.304816772400909 117:-0.124172932197994 118:0.5624113940810112 119:-1.550434068435108 120:0.4795030524806979 121:0.03195109612869097 122:-0.2634645902330123 123:-0.2019590069359013 124:-0.231364653997557 125:-0.7352785890421312 126:0.5284146304353378 127:-0.7021414421660946 128:0.5485212985004717 129:-0.4965124837003941 130:-0.5791346382647686 131:0.4275907773279287 132:-0.995463042117344 133:-0.3149435110578025 134:0.09539572131526264 135:-0.6544393608717372 136:-0.6327916937562663 137:-0.7880044942856157 138:0.4772570107471028 139:-1.620644638120914 140:-0.1999584634382321 141:0.4045764956526127 142:-1.181343895285837 143:0.4195576840440368 144:-1.934812180572628 145:1.079845720521026 146:-1.419955018170468 147:-0.6335160018135562 148:-1.043818170297044 149:1.0460573634847 150:0.2638292774738609 151:1.085305940803373 152:2.667020756253167 153:-0.1107055601521121 154:-0.8979735956423901 155:0.8664672016217807 156:-1.321414566523876 157:1.011841839732151 158:-0.618741963626236 159:0.1099869779304785 160:-1.173949153299759 161:-1.607056156963258 162:0.4984286077539119 163:-0.2902833397235948 164:-0.4598196902189043 165:1.570526782594232 166:-0.3948448648310792 167:-0.07944940587500619 168:-0.8224271846050754 169:-0.9531261099470181 170:-0.5053629598964199 171:1.147313279468621 172:-0.6983492204352647 173:0.1461685083219425 174:0.3375601776749044 175:0.2554094065436126 176:0.02962578262660794 177:0.05126900968114608 178:-0.6085071900178307 179:1.075443136159265 180:1.269087314039406 181:-0.2211699385462311 182:-0.507038801715057 183:1.181153159813372 184:-0.1307074553939592 185:-1.925250025004161 186:0.03588917855666476 187:-1.733253208429915 188:0.449496631769501 189:0.2124228128649419 190:0.7268446312829875 191:-0.5997985640875312 192:0.4899604619047365 193:-1.146698593317294 194:0.09380918563715973 195:0.1667724781248788 196:0.8074072004834634 197:0.3263102716320982 198:-1.354148498647107 199:-0.0312495048608097
--1 0:0.03726335989429811 1:-0.4190077697113226 2:0.955683665132789 3:-0.1072092321453047 4:0.08975025008684259 5:-0.6414125036769678 6:-0.3856645262902281 7:-1.124287120676412 8:-0.8283328743919881 9:0.902776776499165 10:-0.05790685721007877 11:-0.2461876220189515 12:-0.361372086069783 13:-1.041967366965266 14:-0.6770887732970964 15:-0.2521567975336764 16:-0.2171020603485122 17:0.8682265269036529 18:-1.274985350384295 19:1.418863987533273 20:0.6705639882214496 21:-1.673072771769103 22:-0.5156438823728207 23:2.198007909785494 24:0.895027252147931 25:-1.401267348043847 26:-0.8855050637566628 27:0.5529951900971335 28:0.6005457360026131 29:-0.9682618050946156 30:-1.418783985591073 31:0.6536035722837437 32:1.162398953280644 33:-1.164432140753471 34:-0.248019901141449 35:1.221609430402765 36:0.207545566712811 37:-0.397405651913412 38:1.657896050218852 39:0.3876350048668356 40:-0.5965098151315517 41:-0.3459062714473956 42:-1.534926049529215 43:-0.4167650113259089 44:0.1242594770907265 45:0.1954781547357173 46:0.4422056290877332 47:0.09005972257644056 48:0.05577821833132949 49:-0.4497250599533011 50:-1.038195581869792 51:0.3135028505284014 52:0.3422160577501412 53:0.9606750496158866 54:1.196602447352082 55:0.5329992524889182 56:-1.318528802375822 57:0.6086199061655274 58:-0.5578468354224934 59:1.004021750809646 60:0.9438464823664561 61:-0.9176701536112016 62:-1.57811349955161 63:-1.115612990254361 64:-2.01962307995776 65:-0.8735062725397017 66:0.2780063773669256 67:-2.774585916540358 68:-0.2473021935358052 69:-1.308989616562643 70:1.05992938577215 71:-0.9388092289222941 72:-0.7013629099585988 73:-0.1713748006415789 74:0.8067594929420704 75:-1.173671379058819 76:-0.6692783030025822 77:-1.625648310837532 78:-0.05012390616035778 79:-0.289499032926532 80:0.44951662914373 81:1.382860870111351 82:-0.717367332933466 83:-0.8981910575130837 84:0.1449268408234554 85:0.1079786815633327 86:-0.3536971410523094 87:-0.6215728533015313 88:0.1393657868645272 89:-0.6814813620100142 90:-0.1445277539522429 91:0.2197646861748649 92:-2.144036588928402 93:-0.2374309662344785 94:0.914998469651072 95:-1.694028580259756 96:1.280032335399212 97:-0.7100288691402351 98:-0.1487044362276431 99:-0.3170987480751497 100:0.7259244746929554 101:-1.30832402042975 102:0.1266691212936765 103:0.6626690746925589 104:0.874006206588788 105:0.0200330763143019 106:-0.8458430264841024 107:1.253309776971361 108:0.7534405927597514 109:0.8744896571889328 110:-0.7540529794350627 111:0.1414677164319838 112:0.4757091817486073 113:0.9771741714984353 114:-1.144053039366113 115:0.2754751887748029 116:1.814774724254712 117:0.5986080929972023 118:0.2228395880337983 119:-0.9388609973038775 120:0.286211600936221 121:-0.6608552073304313 122:0.114912295665676 123:0.3061941113518512 124:-0.9463706187984021 125:0.5179917158523984 126:-0.674894459082231 127:-0.6392505620019953 128:-1.192492907329374 129:-0.8121011505812913 130:-0.6219219543518781 131:-0.6093683590173361 132:-0.3080469868058076 133:-1.433860128716227 134:1.134653348313171 135:-0.3531728519168576 136:1.683445916366754 137:-0.6011732284305826 138:0.3359178777447747 139:1.4875709578528 140:0.5631707967554049 141:-0.04185682533723653 142:0.4847858950044045 143:0.5344185869043487 144:0.9105780543992285 145:-1.388311333087789 146:2.678221373065053 147:-2.023568992437779 148:0.08822203555201838 149:-0.4406322876509508 150:-1.491478259695031 151:-0.4973116877956061 152:-0.322771754794428 153:-1.155667605234403 154:-1.056341434778165 155:-1.057386715808131 156:-0.3307369923013305 157:0.3005093005477803 158:0.2747202556111988 159:1.45563705895424 160:-0.4754747358953269 161:1.925594357121932 162:0.2885188269552833 163:1.314518518000682 164:0.7723963925002798 165:1.031921443021588 166:0.3637305871903742 167:-0.2034143798136476 168:0.8415843449814671 169:-1.498256431662941 170:-2.244194257535405 171:-1.216446116705451 172:-0.6551129512569315 173:0.4116882711979398 174:1.348990036402173 175:0.3969018346733743 176:0.4565674527522824 177:-0.8263056912357701 178:1.269748600519643 179:-1.093112089260383 180:1.026578670180553 181:-1.363976853258516 182:0.08699734140060202 183:1.283780690352137 184:-0.8655046131856524 185:0.668005918708609 186:-0.1252165500663193 187:1.672235062309575 188:0.5432508077427121 189:-1.029495544024522 190:0.3961257683756186 191:-1.38728295520443 192:0.4813429526501492 193:1.404851083918528 194:0.2968382981195552 195:-0.6429691880035469 196:0.8013438899256069 197:1.806821455768024 198:-0.3607071094437942 199:0.8577085855177981
-1 0:-0.5829218629286373 1:0.1560546991843686 2:0.4015319094696863 3:1.533862525817929 4:-0.2992629352739641 5:0.5587417910752323 6:0.1127133462268231 7:0.6549717415723756 8:0.1461826948012128 9:0.09212064764014125 10:0.01465670096057498 11:0.8374706874937303 12:1.171166981978406 13:-1.498449201851928 14:-0.01904328757922107 15:-0.7833184133846152 16:0.1870252263232415 17:-1.697378934352387 18:0.6851411381625212 19:-0.9834484656312297 20:-1.469916202343296 21:-0.2557482359623696 22:-0.9551944552206804 23:0.8095140782296674 24:0.912747483749218 25:-0.166107195699263 26:-0.3171516357213777 27:-0.5467375476702696 28:-0.3596782543604569 29:0.8324099196287115 30:0.3863916207957797 31:0.4924223971098434 32:0.1994558104197518 33:1.30580689735853 34:-0.251545602740495 35:0.4536193444613543 36:-0.03048851812508866 37:1.256551964991771 38:0.09252311479255106 39:0.7754986054804583 40:1.707857770152141 41:0.6689212679974066 42:-2.075238069285324 43:1.180949974633968 44:-1.342153366025671 45:-0.8243150543289021 46:-1.402308339032519 47:0.4359445585811997 48:-0.5907420254687978 49:0.05227922070828839 50:-1.457112906244511 51:-0.3005962014436028 52:0.3847050997299724 53:0.4725151495232376 54:-0.1134953051773133 55:-1.329821933927108 56:0.3986667297587934 57:0.3541057638474402 58:0.3760602394242346 59:-0.8407989684192707 60:-0.8824028826354068 61:-0.2656093135209842 62:0.5203043907300429 63:0.1015324664688383 64:0.4619321754975582 65:-0.4033675151892286 66:-0.3238998427896105 67:0.6328212897951873 68:-1.856933816288885 69:-2.06452874539559 70:0.9645170756503002 71:-1.221834813586695 72:0.5291673175259902 73:0.6728832665507116 74:0.1118053037698962 75:0.6737281068536386 76:0.2475876166629137 77:0.09729281862553341 78:1.000621718371616 79:0.5652795553958658 80:0.09295486108236631 81:-0.2184510015209121 82:1.091770815600827 83:-0.3992633756055954 84:-0.7353660523421351 85:-0.3867625394058987 86:0.8355813568071787 87:-1.159372045406999 88:-0.2807740373047392 89:0.5081401648551949 90:0.3180107576639496 91:-1.382418643553845 92:0.6980233920829765 93:-0.2223118857302978 94:1.452796933445334 95:2.453214352668992 96:2.336473692176512 97:1.543737257714581 98:-0.424090257679653 99:0.3503093087767461 100:-1.274035527584483 101:1.273353501687912 102:-0.5400407093356071 103:-0.5590166892266437 104:0.3504602318537631 105:0.0740282013630441 106:0.7189734121281114 107:-0.03156266359071577 108:0.9168451022693628 109:2.255190702939189 110:2.217977822227996 111:-0.3772105688690681 112:-1.030590925012991 113:0.1142873872723193 114:0.9013541098091747 115:-0.2582147954251865 116:0.1356131700359355 117:-0.2987784742026121 118:-1.67004041136417 119:-0.3788536225103937 120:-0.8173459509756108 121:-0.5859444576822453 122:0.9371315331444192 123:-0.784553161253515 124:0.2550498243584056 125:-0.2791066383745591 126:-1.089972741088521 127:0.1158954749215365 128:-0.1659636248487142 129:-0.2268425580154981 130:-2.234719527004235 131:0.4853782778835911 132:-0.421683881877386 133:-0.5931343941814143 134:-0.577941245011799 135:-1.043502929655271 136:1.137563440058948 137:2.250968326532167 138:-0.4077236403536326 139:-0.07762782351899047 140:0.225104885216549 141:0.5391292870406833 142:0.2229792470520048 143:0.1415870227711348 144:-1.016685010368234 145:0.8885788194615881 146:-2.743941994054546 147:0.6170893232017928 148:2.027601537441033 149:1.180426871476186 150:1.952542756374248 151:1.543560171501677 152:-0.7991860988303083 153:-0.3141880407809798 154:-1.270550899313418 155:-0.8180090116982182 156:-0.006294143896643396 157:0.2810845650019981 158:-0.3647807468792614 159:-0.6347897532157214 160:0.6086455507129049 161:-0.8457568177717708 162:1.612359222649601 163:0.319938167785723 164:-1.882144184423588 165:-0.4340248786577056 166:-0.3612585781206143 167:-0.7215996842245326 168:0.7866764132065055 169:-0.3779464619036003 170:2.228232093352807 171:0.8184710160540536 172:-0.3989855973097538 173:-0.01918842896723011 174:0.6421787415790776 175:-0.9923975563259643 176:1.010617823253154 177:0.3980265903403989 178:0.637548868935511 179:-0.8854206523799799 180:-1.603471909214497 181:0.811908781073611 182:0.9370850735023339 183:1.236820811433391 184:0.1152428286919194 185:1.086290989768941 186:-0.2701212880973151 187:-1.285228589126872 188:-0.2739281376257366 189:-1.498370250371305 190:-0.6580534228249336 191:-1.089506280913097 192:0.08735048398878532 193:1.430434495964665 194:-1.021466136526342 195:-1.797354083536862 196:-0.8076630557932993 197:-0.433130225273903 198:-0.04501289078611929 199:-0.2604788229161596
-1 0:0.4574641652573959 1:-1.530333249341212 2:0.3553561046774405 3:-0.410079165319926 4:1.17728498294789 5:1.101047652499333 6:-0.5686965500020854 7:-0.3301272369742428 8:0.7190596255165426 9:0.800957680049752 10:0.5278328917983627 11:-0.4508358441044809 12:-0.4364731402227497 13:0.2116779082152787 14:-0.1067462315812008 15:-0.2243464553927454 16:0.05657992360338186 17:-0.200276282683996 18:-1.74729362430723 19:-2.258817654010294 20:1.797174736612349 21:0.4634541906939137 22:-0.2330399517714727 23:-0.1153437053123804 24:0.5920840185921401 25:0.6637904724245148 26:-0.8136404593364179 27:0.4685130882455765 28:2.398178164064928 29:-0.7425823389797317 30:0.5960665538199371 31:-0.1695552432374446 32:0.7437035477555105 33:1.564484877172196 34:1.304976937126233 35:-0.2709830267953333 36:0.4352626035413686 37:0.3871651134382671 38:2.351602646742 39:0.200816103395962 40:-0.5871632844165622 41:-0.4697207156177035 42:0.2891852086388982 43:0.8232524932093924 44:1.071973422824409 45:-0.6537756789419208 46:0.5589457632940702 47:-0.3382291093229314 48:0.738000848489957 49:0.4048531493889483 50:-0.7004997832073664 51:-1.00389379981531 52:1.015965449815742 53:1.165524498795951 54:0.8816995709470601 55:-0.8618582365049757 56:-0.7484738681719282 57:1.540425086020783 58:0.1416654501363764 59:0.2804980200921013 60:0.2095485294710487 61:0.9616081369089581 62:-0.5165530047354213 63:2.28085552591003 64:0.7147572775220814 65:-0.9118350125088232 66:-0.7774136559368895 67:-0.9553146411513392 68:-1.165289089044435 69:-0.3738061470500856 70:-0.2238286285909529 71:1.726355725147364 72:-1.156726072418895 73:-0.3351255325919727 74:0.3827061927340958 75:0.4337963464366843 76:0.7602906452124556 77:2.168888545996051 78:0.2120733181218676 79:0.4849663905735702 80:0.798035496831606 81:1.493262563705836 82:2.008739984819288 83:-0.6955906567275203 84:-1.752287724416505 85:0.08303102739928526 86:1.300217425901261 87:-0.090925207288847 88:0.9411710344483005 89:0.658990647808733 90:0.7302604035574218 91:-1.842367951841678 92:-2.380964616414453 93:0.2524390357274174 94:-1.661055061687156 95:0.0407375989318984 96:0.03280394569489007 97:1.367056576831434 98:0.8129279101737492 99:-0.6671143032653329 100:-0.1880313852203982 101:0.9332156881489048 102:-0.7492480981992712 103:0.5278598625740659 104:-0.7603333695839913 105:1.456807981440618 106:0.5220364705023645 107:0.06617734509753466 108:-0.5653447024675607 109:-0.128263802834061 110:-0.6525822138374084 111:-0.938394775609655 112:-2.280151378923463 113:-1.478938340454012 114:1.855982524850914 115:0.5345122141888842 116:0.8788934565594289 117:1.499932642663348 118:0.5886347299910042 119:0.2015934146591801 120:0.549095743946343 121:0.6890840742406773 122:-1.337903658995814 123:0.2242945214443178 124:-0.7818301589146002 125:-0.1554082831082267 126:-0.252328996850477 127:-0.7310833888445337 128:0.1670169685141914 129:-1.003318503725463 130:-0.0432111349531436 131:-1.071927771605744 132:0.8236615148169943 133:-2.02040384431144 134:0.625680338563093 135:0.8622757062487432 136:0.6267236268232617 137:1.422621037632965 138:0.7329041091141371 139:-0.5603838623731058 140:0.2746321475517153 141:0.4784169722892576 142:-0.6290848525964167 143:-0.4829236959507681 144:-0.3453990675646356 145:-0.245981050242246 146:1.611553631629578 147:-0.7902816757900466 148:0.6638093748854235 149:-1.916806784836178 150:1.208782032060354 151:0.858121964571891 152:-1.076693953741156 153:1.447303356594441 154:-0.05924646045935485 155:1.071768453345469 156:-0.7053646889247964 157:0.2835786072198169 158:-0.263208636723133 159:0.3342728426594602 160:0.4073879227716601 161:-0.9172108090866166 162:0.398726019347194 163:-2.350625940033463 164:2.670668032971908 165:0.6070147230939584 166:-2.00575089795211 167:0.5717420628635457 168:-1.152877617829315 169:-0.9240329145469923 170:-2.534530693151366 171:-0.9579214301704374 172:-2.126716541879498 173:0.1130671712819844 174:-0.4434985477624116 175:-0.814502392635818 176:0.8310781847255344 177:0.5768782525470684 178:-0.08194892980842018 179:0.6908506564493903 180:-0.389087896236408 181:-1.150101063628622 182:-0.3699027593301127 183:-0.5954634558084498 184:-1.54231664974638 185:-1.06847189418671 186:0.5484214983899928 187:-1.572251722533802 188:-0.4777816260130499 189:-0.4297335090976974 190:0.73106091909195 191:1.291105039669495 192:-0.00552171919078959 193:0.2913071111728521 194:0.7257107392294471 195:0.2751402248107174 196:0.5934307071883951 197:0.02417093022994729 198:-1.133305307971291 199:0.5673602432307033
-1 0:1.181865780682925 1:-1.098540521157645 2:-1.482257954597888 3:-0.383684417675435 4:-0.8641076676410505 5:-1.083848863717483 6:-1.591194950450527 7:0.426897364010841 8:0.3387476519505028 9:0.9568266279933044 10:1.87629209298886 11:-1.061477308117163 12:1.547671482226389 13:0.524610801411112 14:-1.221051729802168 15:-0.6967069991412788 16:0.7511604273942085 17:-0.5513655436376792 18:-0.9062147016982509 19:0.04139963267138613 20:0.5731881201181021 21:-0.3018520413395243 22:-1.985876564553103 23:-0.2299914498551911 24:-1.323845428588038 25:-1.423823005305552 26:0.6298308003606761 27:0.6346540009589927 28:0.5353750400868634 29:-0.845029502087308 30:-0.008401017181711009 31:1.06488386723253 32:-1.783950727695079 33:-1.076877962359487 34:-0.03270441618283464 35:-1.671258373549608 36:-0.7365344599861958 37:-1.000443049328301 38:-0.6638156934081313 39:-1.173535822420625 40:0.1345413117973677 41:0.6325767108699591 42:0.1117082008146977 43:-0.9594259737818852 44:0.2177438762443316 45:0.4621507395586005 46:0.2502619236546651 47:0.3761833223256702 48:0.1303080373610134 49:-0.9962425529726461 50:-0.4968308936906145 51:0.4012471626729404 52:-0.4773434077998017 53:-0.08010191732192831 54:-1.63390243485862 55:1.627362082809756 56:-0.7558793664532014 57:-0.65157658778815 58:0.7648555359415429 59:0.7492187394400759 60:0.9955106155712101 61:0.6157948889333408 62:1.813449834784383 63:0.329482345912925 64:2.405375416021486 65:-0.4741568625516902 66:-2.198663908598261 67:-0.2900503375936053 68:0.924833515043934 69:-1.614881262842326 70:-0.6957824576848411 71:-0.8592040588067226 72:-1.752572536559529 73:-1.383923852015722 74:-1.196120456200629 75:-1.673476603639607 76:0.4898029529853564 77:-2.078657471718211 78:-0.643894937200452 79:0.7113348501062817 80:0.383050982619713 81:0.7880661639460981 82:0.4344184535587863 83:-1.432190822005596 84:-0.7240520236868779 85:-0.9211706556196508 86:0.6964453436301393 87:0.05282470037664976 88:-0.4373418079185956 89:-2.122952111314134 90:-0.5262342267262515 91:0.6275958260150678 92:-0.5217365736044501 93:-0.4627254050556431 94:0.4923847388717085 95:0.3530335183243889 96:0.01576932810259129 97:4.337734197881931 98:-0.4712501484759181 99:-0.4523819586007072 100:-0.07865524180695659 101:0.9777389597054904 102:-2.053164114678792 103:1.956644994995475 104:0.5334935643545781 105:1.640535061612547 106:-1.376779425336702 107:-1.869889856150633 108:-1.0841486123982 109:0.9364729585857768 110:0.2227680782950101 111:0.3581363479351784 112:0.2069947053258911 113:1.063824097865713 114:-0.5455182452235445 115:1.134362861881122 116:-0.4396808631370347 117:0.2963805135717597 118:0.3165815412103591 119:-0.7344518772442722 120:0.3855408630313414 121:-0.8960868074274113 122:1.823957610086856 123:0.847572496451944 124:0.4129725386632106 125:0.718788164946791 126:0.1687537465719372 127:-0.3069746122508211 128:2.054616850164332 129:-0.2985373596546134 130:-1.665659871863828 131:1.594478819558615 132:-0.3211675473231223 133:-1.218330803611976 134:0.1494673320560278 135:1.160766947923328 136:0.1330067275001544 137:1.083605784855517 138:0.1972237049612515 139:0.1797348808859709 140:-2.153742334218247 141:0.6910161766569211 142:-0.7334243939712702 143:2.360877907284392 144:-0.1673400610667634 145:0.1091315967721732 146:-0.1769658299451873 147:-0.2725894888871279 148:-1.436033691636671 149:1.129260893606654 150:-1.014626837209777 151:1.487456958391608 152:-1.14100062993874 153:-0.01403791218906559 154:-0.9970369553992673 155:0.5935245905216995 156:0.4631214025429648 157:0.2124086029868304 158:1.883968108485034 159:0.03760419704720552 160:0.2230030897589733 161:0.9115363185877593 162:2.286638998358594 163:-1.008315784487881 164:1.051134733657039 165:2.253945151765971 166:-1.551136205909825 167:-0.8190547724438749 168:-1.277370099778153 169:-0.104398661403195 170:-0.8737473954538691 171:1.333062643342626 172:0.4515836283022267 173:-0.05733451908433719 174:-2.171887199688811 175:-0.255618024914958 176:1.45524313248273 177:-0.3069577368802587 178:-0.4531034760633887 179:0.6544377598629229 180:1.97090890512687 181:1.41362854411732 182:0.2322260427041302 183:-0.4196976649563873 184:-0.5889346244337208 185:-0.2416996064339059 186:0.7451422519114274 187:0.2543727970018451 188:0.2358707097594214 189:0.1567689299905512 190:-0.1717683310251681 191:0.2413812779114664 192:-1.354492679410642 193:0.248798919070637 194:-0.842422817942973 195:0.8693967897921543 196:-0.5102410022488745 197:0.3456577020178712 198:-0.649228244183527 199:0.02154643386677372
-1 0:-0.5912668713084308 1:-0.2789823847414636 2:0.5074008445497347 3:0.350848853312072 4:-0.5947394085958697 5:-0.4563555295114475 6:0.5465002256684434 7:1.17888573504724 8:-1.810314986376991 9:-0.401405909942338 10:0.9539802568463229 11:0.5427961040794982 12:0.2074183261360401 13:0.773205337779711 14:0.9066079257405532 15:-0.1317105459778451 16:-0.378722294661968 17:-0.0974458504136224 18:0.04349538915638236 19:0.1066633051105702 20:0.4835254354889016 21:2.036563893327084 22:0.4138165587631193 23:0.9210483971603559 24:2.069862380082424 25:0.4690800873388467 26:1.381185475460352 27:1.400195102102612 28:-1.973842867174346 29:-1.201606618596522 30:0.422629932020102 31:-0.4006091839001744 32:1.040396236422953 33:0.6097957273746848 34:0.3714972468337012 35:-0.3698064004318196 36:-0.4866633003182361 37:1.079016033044393 38:1.041182412371392 39:-0.2450694167285705 40:0.589526480879084 41:-0.04609798689141339 42:-1.599540454814533 43:0.03341952931859854 44:-1.212685367335537 45:0.480520220820487 46:0.5341241952429829 47:0.3295540217904694 48:-1.884920705806544 49:-0.8718090382309696 50:1.181519250289537 51:-1.674431951207359 52:0.7446951498842682 53:-0.2131584741835645 54:0.1422289100667811 55:0.5905520216007988 56:1.786829005144193 57:1.154859372004466 58:-0.5383603399598997 59:0.7998992566662266 60:-0.2292599342911687 61:-0.01738691237108771 62:0.2864848983141545 63:-0.2434968638953439 64:-0.5154923339672838 65:-1.663177062622017 66:0.3771246557643215 67:0.4359739698459361 68:0.6357914732510674 69:1.715881918440384 70:2.072005227241274 71:-0.1790826255366246 72:-0.221702919624731 73:-1.631980407478671 74:-0.0005816282118481828 75:1.362795269858988 76:-2.395247424393237 77:0.2622076984120204 78:1.401929726556839 79:-0.7969006599778689 80:0.05985186898355953 81:1.910201323942669 82:1.486791940101194 83:-0.6787308403394946 84:0.1690743178430225 85:1.258154825157031 86:1.139188732390633 87:1.344731333640281 88:-0.6805602597311859 89:-0.8277544439938924 90:-0.1353263763517713 91:0.1234428662830326 92:-0.5733613560591326 93:0.5380181733648927 94:-0.3533273306189937 95:-0.2933562809834599 96:-0.1771912662537392 97:0.6410754231248427 98:-0.2222026963225789 99:1.22380272198969 100:-0.4790750080002368 101:-0.09142670426388154 102:1.226579311025948 103:0.5554808280060618 104:1.244262485397639 105:-0.4651984374112437 106:-0.169739640586713 107:1.232119893697394 108:0.05303418215506819 109:0.3459734549981632 110:-0.4819935456703002 111:-0.1957578136805721 112:1.311669336625726 113:-0.9257465087595687 114:0.08755625109707406 115:1.418135878872798 116:0.5637202018805466 117:0.3068895607324842 118:-0.6909960710090547 119:-0.8016032515164553 120:0.1068125906863245 121:-0.2131962934405119 122:0.2269856973905732 123:0.5502674879641007 124:-0.05619184470133851 125:0.6843321763175249 126:-0.3212315396889329 127:2.483351188051199 128:1.256619630419004 129:-1.337098188728338 130:0.1916782433768703 131:0.8694908762674691 132:-0.2098682762036384 133:-0.03101511508330856 134:-0.8106036377499182 135:0.4785323306904841 136:0.1345950309564469 137:1.950844368394863 138:-0.2759505295032719 139:-0.1852910754524493 140:-0.5747643592611562 141:1.703089643795137 142:1.471247500032797 143:-0.2133750184527616 144:-0.7570699955168809 145:-0.5619745554347506 146:-0.01538744496318328 147:2.335359153490835 148:1.631223948122828 149:-0.2897558062273344 150:-0.3195129084841971 151:0.6563263677473131 152:-0.2733873689685171 153:-1.657679225720914 154:0.6763969059091832 155:-0.1235759783502185 156:0.9430956513925813 157:0.1573238905443238 158:-1.073090820264403 159:0.4018050713317682 160:-0.9155131050609796 161:1.450789048168011 162:1.33587297719273 163:0.2524061125138575 164:1.516926247458489 165:0.767064115486949 166:-1.981297652422116 167:-0.3027964319912738 168:0.3771749441804235 169:-0.224288447486444 170:1.631280999211764 171:0.9726024264432243 172:0.2048642046623755 173:0.1206190442100015 174:0.586566465533825 175:0.3832108127758233 176:-0.5932699059052031 177:1.696800361481318 178:0.2645987479061247 179:-0.6200408039609212 180:0.7386144706229958 181:-0.02449151162531158 182:-1.125012030543618 183:0.7541661053508117 184:0.9277804544086432 185:0.8483564214026305 186:0.4238136533857438 187:-0.4456209134268709 188:0.3975990878997502 189:0.546013599370641 190:-1.682944052098901 191:-1.274339322190128 192:0.9255360365605243 193:-0.1870726155295261 194:0.1034718408396892 195:0.4768558209945981 196:-0.3678623412965085 197:0.2432771950769828 198:0.1275173456367147 199:-1.263218944420663
-1 0:1.449643626251988 1:0.6223629151342055 2:-0.9893867159900906 3:-1.299509049907897 4:1.361166124290243 5:-0.1626033760985258 6:-0.6361002371450698 7:0.3420892366360063 8:-1.24017311212442 9:0.4116608654893568 10:-0.2292558845353212 11:0.8452852632875284 12:-0.2019066039527824 13:-0.2620487712134427 14:-1.511802813407223 15:-0.3705550801220585 16:-0.1121310372093232 17:-0.9336649096510689 18:-1.065250657742514 19:1.583250038201478 20:-0.8218339629151727 21:-0.9339881118981994 22:0.9779748145704035 23:0.6971782017377109 24:-0.9880166680627775 25:1.8180110587321 26:1.203996085718029 27:-1.075951814536238 28:-1.217903811884014 29:0.2566294421887626 30:-0.02000321161288739 31:0.388474645682993 32:0.7336316091432836 33:-1.847335427596217 34:1.190121291377529 35:-3.025916494166945 36:1.361603551177498 37:-0.9932891064064521 38:1.457564697104375 39:-0.2113677850247512 40:-0.3606647801818537 41:-0.2681218370177768 42:0.0959810932300198 43:1.44413250629783 44:-0.6613521848144212 45:-2.369204614063521 46:0.7080735345918923 47:0.745332007953279 48:-0.09241069124673115 49:-0.80314291401952 50:-0.7762350460687638 51:0.8996111851302395 52:-0.8354615492597244 53:1.281451542114843 54:0.5014275526774168 55:-0.5401591628845188 56:0.3372316972603059 57:0.4919649042041817 58:0.3323221896292234 59:-1.062235156945776 60:0.80400969504693 61:0.5627621441900283 62:-1.189443734060013 63:-0.1479687199171862 64:-0.4516439386405419 65:-0.2231482856532142 66:-0.414264934188409 67:1.20015921390216 68:-0.9892590821758379 69:-0.8630604613215773 70:-0.5964556033262707 71:-1.401420145662452 72:-1.011835533581136 73:-0.1221870794577063 74:0.08124047030996816 75:0.4639492626969544 76:-0.7170340254168508 77:-1.130160199399996 78:0.3260758136867042 79:-0.8538091673757147 80:-0.4892040805345988 81:-0.9357290452168101 82:-0.8104834114181785 83:-0.1519104196944372 84:-1.460825623703192 85:0.7018384377197616 86:0.8618490982792716 87:-0.2392009199205609 88:-1.275850086902578 89:0.6317736493264763 90:1.035717287237481 91:0.5627302487304462 92:-1.763521983482352 93:0.1774266310440969 94:-1.065515456762483 95:0.9980252820858168 96:0.7814907095099585 97:-1.010445711473885 98:-0.06561968807317338 99:-0.2638260255067137 100:-2.34846877720919 101:-0.1798957893628872 102:-1.2925788772331 103:-0.5977500588661337 104:-1.145165804237809 105:-0.9754391103040984 106:1.471966178544488 107:-0.714178972072633 108:-0.08900012344707695 109:0.06546546431695975 110:0.5161314857128126 111:2.110960394348319 112:0.7852074916285696 113:-1.251107565100932 114:0.4199487845207766 115:-0.5488465864781905 116:0.6259524137028816 117:0.6026199432784268 118:0.1588308796586912 119:0.3116636855183271 120:0.2061333426342285 121:-0.4268149792520937 122:0.01567917696511572 123:-1.551851931327804 124:0.9418303139731592 125:0.7327792024128202 126:1.184226076796714 127:-0.2515703815364974 128:-2.565777665099314 129:1.112332392107671 130:-0.1653498501266778 131:-0.1345999975825104 132:-0.1256416910180638 133:0.9093450470911204 134:0.187978100982898 135:-0.6087877485020817 136:-0.6582605247271101 137:-1.50391927632507 138:1.337364768761307 139:0.2745052511857724 140:-3.04694568894865 141:-1.083548156969778 142:-0.1015494301215745 143:-1.79294726621934 144:-0.8942162661850356 145:0.9672409532423131 146:1.401629932036998 147:-0.375393134930518 148:1.23937885959563 149:-0.426070060595214 150:0.9845713994362404 151:0.2154669415665821 152:0.4480505333281732 153:-0.8595204309611344 154:-0.9219572028829777 155:1.077315131101305 156:-0.6738640535138354 157:2.261665121596936 158:0.682292419506901 159:2.448034509340442 160:0.5262683690351614 161:0.3512865155110659 162:-0.8336969598624501 163:-0.3067071024835781 164:-0.02279990856666355 165:-2.167272455194318 166:-1.372565446949867 167:0.2532947796792701 168:1.043981965105314 169:1.872667518309551 170:0.1699097972034249 171:1.505220919948916 172:1.356190180858412 173:0.796755269024524 174:-1.742236102107705 175:0.01286809922371722 176:-0.7445832371082878 177:0.4033556433426604 178:-1.992018039952581 179:0.7113134833439494 180:0.3662348114277141 181:1.652336662351232 182:0.5931512602633089 183:0.4548817202638206 184:-1.511041476565966 185:1.242301203796427 186:-0.279661279997706 187:-1.0068546707217 188:-0.3529648030816006 189:0.8853804364393728 190:0.06744520436894177 191:0.3432060567269004 192:0.8918671884142064 193:-0.9038050085712657 194:1.53903781103206 195:-0.2676683818112472 196:-0.6594853579302759 197:-0.83112819982515 198:-0.04279180218027789 199:1.513194005367932
--1 0:-1.909071842549942 1:-0.7520555902250941 2:1.597000793531064 3:1.515228560625046 4:-0.5356163536273667 5:0.6672457674013647 6:0.8867970678096974 7:1.459975796742491 8:1.335223642580884 9:0.5949356832952943 10:-0.1981660336200789 11:1.706395814607698 12:-0.7235080304917676 13:0.159230411525572 14:-0.6319584649816206 15:-1.227288013868263 16:-0.1105731796217969 17:-0.004882564134372034 18:0.8819600757049796 19:1.280406619534174 20:0.5099129152533746 21:-0.1839422347949428 22:-0.6053583747562146 23:0.9107766585181254 24:0.7875292898261911 25:1.618336928236476 26:0.8699243124658953 27:-0.8308176802997399 28:-0.3212774464325492 29:1.469463468494835 30:0.2255788861956756 31:0.5303634875337062 32:0.06291571415000348 33:0.7972541206308406 34:-0.04072862179693152 35:-0.9129885280113574 36:-0.03095114187756345 37:-0.1112007443286182 38:0.1556956914050139 39:-0.3567677415032118 40:-0.0005678245953349626 41:0.7346411665006374 42:-0.4482971954526561 43:-0.2161228516127709 44:0.1483823182379542 45:1.69808380796697 46:-0.4824723964876044 47:0.4641414087172654 48:1.866912295903129 49:0.5178366550500072 50:1.051178508552897 51:0.0861577050496251 52:0.8963440868416244 53:0.02038224948334344 54:1.454735049591164 55:-0.5598683022931089 56:0.00149241184845168 57:-0.9747012010015487 58:1.22441029068318 59:-1.212485993075118 60:1.065149507816028 61:-1.02031183943622 62:0.4787477834616975 63:1.674169360095165 64:-0.4807233679555403 65:0.5186986798165919 66:0.3609407300160495 67:-1.271725115496441 68:-0.6598612084913819 69:-0.3609514501523911 70:-0.05954478798308386 71:0.3094123593917403 72:0.08747800455219205 73:-0.1415894470405599 74:0.8046741625114625 75:0.3583134737899387 76:0.9996953620802843 77:0.5294318540693231 78:1.688868991331097 79:-0.4859927442204172 80:0.9902580451379736 81:0.7047050376398084 82:-0.4271050834532943 83:2.731359339093542 84:0.4654472620555612 85:-0.8312361193359349 86:-0.5344603345923423 87:-0.6656726095202626 88:-2.720965076585321 89:0.7350307761091364 90:0.1588308439019715 91:-0.05443864962159937 92:0.2320350960791927 93:-2.087545516008496 94:1.517319562957867 95:0.141889508014401 96:-0.2498459031654796 97:-0.7615784809665208 98:0.03310626893101903 99:0.6145872644350939 100:0.4349922990610491 101:0.5377501074213967 102:-1.000472401074122 103:-0.4010241258767626 104:0.5518274031859512 105:0.7726808095368486 106:1.793318161868522 107:0.1658826452296932 108:-0.3569288303666373 109:1.735882779085268 110:1.925165120050116 111:0.4410594330125947 112:-2.558331673136904 113:-1.087866750522344 114:-0.3266938941297376 115:-1.833798096267969 116:-2.139721651576259 117:-0.5971439720706496 118:-0.5521795493754292 119:0.2838506097590739 120:0.5082420626468989 121:0.6322521237925297 122:-0.2055680735570413 123:-2.417454333034222 124:1.078212646906795 125:-0.6670297386589438 126:-0.4725433357209378 127:0.6961332508405973 128:0.1969370918341777 129:1.251139715938518 130:-0.6007042362523496 131:0.8520591064395029 132:-0.8911155253733901 133:1.565721575977118 134:-0.2537762767238968 135:0.6051259123803044 136:-0.4388805406112127 137:-1.349768892241363 138:0.2411152952299595 139:0.5415265858376441 140:0.7895287693359828 141:0.3374446081570586 142:-0.7436645728718571 143:1.140362830167283 144:0.6157467078036714 145:0.8392128591273881 146:0.5196445910908039 147:-0.5768990856021864 148:0.1054391970473508 149:0.0486746495511551 150:-0.4319357370553987 151:0.5128033814275047 152:0.4745977567225807 153:0.4055160524445717 154:0.1438530226231365 155:-0.2793994718521193 156:-0.1190269770823129 157:-0.1410711650778511 158:-0.2391168541783751 159:-0.8867228357132654 160:-0.8873772404546055 161:-0.9886388067144185 162:-0.2151086496396487 163:-0.6048883830027585 164:-0.03662972951770988 165:-2.153980843020223 166:-1.566241723594762 167:1.952264119835361 168:-0.2075845868264449 169:-0.7905788777415994 170:0.6873524863742314 171:1.16020955756254 172:-0.5845046210862869 173:-0.3170341635598759 174:0.46137667904913 175:0.6778723092276712 176:0.6709401646075647 177:0.5402395621538726 178:-0.4806178734084596 179:0.001908721869965116 180:1.294047230220799 181:0.9604123986593118 182:-0.8807941354505939 183:-0.6852530126694074 184:0.6339890169187767 185:-0.7758102079278768 186:-0.2195759475312721 187:1.616285828758584 188:-0.6065947305441894 189:0.4896346541272648 190:0.5023848828344134 191:0.5215825195919085 192:-0.2962436682614157 193:-1.845540809606306 194:0.4459351376482967 195:-0.7602171589581326 196:0.8434879265321872 197:0.9673151791739143 198:-1.262238962282056 199:0.6320868758465388
-1 0:2.084715425249873 1:-0.4537579560485955 2:-1.861845264808655 3:-1.885734884303703 4:0.3346769223132612 5:1.324069283071564 6:0.1909153099956722 7:1.790702172585272 8:-1.96247110387498 9:0.8445343118774138 10:0.06903905712212126 11:-0.7912320372890559 12:0.6765270962157035 13:-1.007356435683444 14:0.6704538256253129 15:-0.3224401615587311 16:0.3243191246137127 17:0.3230415277251816 18:0.3555688579192178 19:0.5822613606423179 20:-2.574823117911841 21:2.798669005654151 22:1.285333491063831 23:1.336394105129165 24:1.14021799092649 25:0.4236504206781457 26:0.9197737982813459 27:-0.02646401506750676 28:-0.4289499310102631 29:-0.8836034127157607 30:1.411978858016046 31:0.1002121146920964 32:-0.9233502811316027 33:-0.413551080503231 34:1.229080373095656 35:-0.5499882765407189 36:0.006594735515172945 37:-0.6376269795379623 38:-1.320072642490817 39:-1.398912402047114 40:-1.194981468648331 41:-0.1675928286348957 42:0.019910794417064 43:0.3377719155071845 44:-0.1256075048822538 45:1.111814562090256 46:-0.6662415720921816 47:0.4121731577777646 48:-0.2650477616440823 49:-0.5370453684315805 50:0.4324735139455324 51:0.8461489820456728 52:1.256118130510667 53:-0.1046035139127315 54:0.5159280132752911 55:-1.154706238146391 56:0.353361310055146 57:-0.3454120908088532 58:-0.6541057679908475 59:-1.166034650706132 60:0.8776294764393745 61:-0.8263706547465857 62:0.605935041215195 63:0.3021518990566261 64:1.57638936616274 65:0.6112238181359083 66:0.007515173354165081 67:1.008723417584515 68:-0.8364218389615976 69:-0.3843075288347439 70:0.6930127702062089 71:-0.6444635275051064 72:-0.2317270722298639 73:-1.961057049948909 74:-0.3546430623887158 75:-1.139028470465409 76:0.412811165673821 77:-0.5890765729179347 78:-1.169310928502693 79:-0.9520234128678235 80:-2.003463123273983 81:0.1605980961076522 82:-1.068567420500979 83:0.1647598745147911 84:-0.1742492088203982 85:1.424459764987697 86:-0.1477583377738762 87:-0.1106120083774517 88:-0.552506315354322 89:0.8680806685240888 90:1.201841125620654 91:1.341620127332417 92:-0.7579337644307551 93:0.5997438874953281 94:0.09173810011515333 95:-0.593809660595144 96:0.1065045183651672 97:-0.07131968717097574 98:-0.3980366202147438 99:0.8035237925771477 100:1.303577891995883 101:-1.059555959770213 102:-0.4239039605738817 103:-1.383061063174155 104:-0.1649395745003705 105:1.00517903930165 106:-1.204766526159803 107:0.8340300273393312 108:-1.100587491202087 109:-0.1590062586110091 110:-0.07815738495273415 111:0.01859059540380424 112:0.0270944761774451 113:0.4152594595080523 114:0.2966099688987781 115:-1.37775198957307 116:-0.8964266450863069 117:0.5433439393305342 118:1.28048333840004 119:-0.4400139486117067 120:0.7869008146553125 121:-1.256155113848021 122:0.1615646294680123 123:2.343414176639264 124:-0.4321337874840864 125:0.531493387675004 126:0.408817730280326 127:-0.3992223048413153 128:1.013380559209268 129:-0.6762955780437648 130:-0.1802228367355792 131:-0.5985515526230193 132:2.027811879680586 133:-0.5035079591407762 134:0.0478790402876272 135:-0.2480600444942427 136:1.047428735520224 137:0.1478876388943876 138:-0.7784424291934651 139:-1.983664505363989 140:0.4125995085957322 141:0.5523972840662185 142:0.7847071807437571 143:1.487658494648326 144:0.7773034453557397 145:-0.7400435368661492 146:-0.3950884505093269 147:0.3620948383677303 148:-0.39313563508591 149:0.2502438424398221 150:0.668090344669022 151:0.6763196836850961 152:0.9799606121916219 153:2.815619562539475 154:-0.5276959959354284 155:0.03283444604283674 156:0.2168116616823245 157:1.395970939767603 158:1.253646845324739 159:-1.350709507889851 160:0.1458287293015067 161:0.7257051749129892 162:-0.4147108938838512 163:-1.540501545406596 164:0.6726614809403344 165:0.873298241986908 166:-0.8873411915070714 167:-0.4887480771307636 168:0.1058711445057954 169:1.223757117474748 170:1.4591725026574 171:0.04095388714027293 172:0.9455894027811259 173:0.7767034836238123 174:-1.600903722540649 175:0.05035786382268882 176:0.03753798247460957 177:0.3151736028484149 178:0.1934176419118292 179:0.8295411602901177 180:-1.602867357882995 181:0.2777785032606554 182:0.6471877256472288 183:-0.7954629390585056 184:-0.1019807744433372 185:-0.9027546378115464 186:-2.059140013369256 187:-2.918716047430903 188:2.419269511414463 189:1.545993706113732 190:0.8633591448142569 191:-0.6079499020280781 192:0.8935021021910551 193:0.2817161631515144 194:0.3275410808948812 195:0.02977471833426985 196:0.6886282237059177 197:-1.786003743891977 198:-0.3005473099050507 199:0.3659917932671197
--1 0:-0.8100604802331677 1:1.482282645521708 2:-0.371482136686699 3:-0.5715331255770523 4:-0.8075694253253579 5:1.339297507185875 6:0.8240303785519129 7:0.9847669030675303 8:-0.06188004391765915 9:-0.760209678696547 10:-0.785034380695808 11:-0.3447520676679546 12:2.228312068926014 13:0.1423735266936081 14:-0.3663897813322229 15:-0.009990041135632845 16:-0.1585979726273235 17:-2.086675757920201 18:1.390168937671581 19:0.4316203739309268 20:-0.5850594694054689 21:0.463302306669359 22:-0.451578629939881 23:0.5096495527216482 24:-0.8212535775070089 25:1.516462247899401 26:2.334974860626915 27:-1.960099241989354 28:0.7529483092482884 29:-2.526732603044364 30:0.2928423519216229 31:-0.0350399318184231 32:0.8097130777830899 33:-0.6159122880390417 34:0.6513001514157534 35:-1.164024734120126 36:1.023384412964788 37:0.4841205050529072 38:-0.5356797595797939 39:0.9478743863492506 40:0.6409042048530512 41:0.1712703728403678 42:-0.3790624041688687 43:-1.297451607942537 44:-1.731530945690032 45:-0.3602899495345827 46:-0.2951756022628481 47:-0.5835060699216301 48:-0.6830396905323922 49:-0.6871851494184842 50:0.3115765116074774 51:-0.2612787489833177 52:-0.3006823808554775 53:0.2792933269224121 54:3.204594217675166 55:-1.196961845745191 56:1.302072062308998 57:0.7193642282666804 58:0.2402393237427141 59:-0.8998008419693835 60:0.8771048496809442 61:-0.1903091473288628 62:1.498958839262593 63:-0.09677754186648242 64:1.571290537325336 65:1.267870535873936 66:3.135709248942985 67:0.6965839631081565 68:1.266388903390474 69:1.160791573695823 70:0.6963912326583471 71:-1.12187108455817 72:1.094922571856069 73:0.5275896897087904 74:0.4549633386664083 75:-0.3684410271073401 76:0.4472498109362832 77:-0.3120358085988694 78:-0.7900452012065775 79:-1.400130869965549 80:2.706626358037491 81:-0.2499557317683591 82:-1.449783199445146 83:-1.87887453523497 84:-1.122843528091741 85:-0.2708360922672384 86:0.8825939271763503 87:-0.2163805031023778 88:0.3233641495962394 89:-0.8997393690586775 90:-0.7399197766593985 91:1.121826161241126 92:-0.5900961881162381 93:0.1365433091062505 94:2.284926702230818 95:-0.3854780610143099 96:0.4009755507106215 97:-0.7433371856611963 98:0.0824860616496671 99:-2.098791928667368 100:-1.262522265916791 101:-0.247020779097248 102:1.497741929034775 103:-0.7351457746741029 104:0.4507550203393126 105:0.4004399568607733 106:-0.05771810204979313 107:-0.9169841866368006 108:-2.326434841416253 109:-1.853775316465844 110:1.135541087084552 111:-0.2565290429306624 112:-0.3786596897103551 113:-0.0286863477656108 114:-0.1445919798076606 115:0.6832218840807356 116:-0.02280331062192927 117:0.7265840415070346 118:-0.561419243505248 119:0.1347262222963277 120:-0.5660628076942641 121:-0.1889747955583852 122:-0.6814175606306401 123:-0.7552801570705545 124:-0.4917987189831444 125:0.2963456569818329 126:0.196130898452726 127:-1.220470250591066 128:1.205105134955482 129:1.66696653530061 130:0.9955539326355148 131:-1.186367183595688 132:-0.2557129129507253 133:0.6176348347888349 134:1.140444889337742 135:-0.4787842838104754 136:1.512425740995602 137:-1.388532390061063 138:-0.6256099334593994 139:-0.19681005743559 140:0.5543538641023302 141:-0.4520099951296712 142:1.276374604665697 143:-0.9522804884516849 144:-0.9953944239909167 145:-0.02335776600741813 146:-0.06024828348458208 147:0.4029522567518539 148:1.338638059095001 149:1.64491685805144 150:-0.3595562041711376 151:-0.1053177059440886 152:0.6369475158950898 153:-0.983914341354498 154:-0.802008197841146 155:-0.0006326738918364633 156:0.7264120858197519 157:-0.04845576566685057 158:-1.577653815974962 159:0.2946051645257474 160:-1.17128975582164 161:0.8362870639477861 162:0.2200681700037175 163:-0.8865461246777124 164:-1.134693943261941 165:-0.480080068989547 166:0.1543822332813447 167:-1.055390927961403 168:-0.5855739028114543 169:0.08069447392581836 170:1.245893605185063 171:0.5022045721563233 172:0.9384526826751597 173:0.7404844697872164 174:-1.018654451266072 175:-0.3001428167139872 176:0.8083627094753477 177:-1.763945961406818 178:0.05350363204535131 179:-0.1523997108495187 180:0.7309176411714383 181:1.551891636210952 182:-0.8962795763596951 183:0.4814156911582513 184:0.3850506690685875 185:0.2678384474887532 186:-1.01646445371597 187:-0.1085431549162806 188:-0.5645858625822292 189:-0.598455944088455 190:-0.3699903187636794 191:0.6632167715067362 192:0.4579218767532802 193:-1.972037276793119 194:2.048440710596048 195:-0.2159283538474759 196:1.413533799293058 197:-1.907875567807371 198:-0.1235547784801349 199:0.2773482381801944
--1 0:-0.2052021627575062 1:1.268980334708244 2:-0.267806194370729 3:-0.04293296471865489 4:-0.5047497768150816 5:-1.611859592401682 6:-0.2622930901919776 7:0.7275877201851595 8:-0.3480415036240636 9:-0.1763593493726622 10:1.161796454594326 11:0.3870097963242561 12:1.627011905389934 13:1.131767074474917 14:-0.07878356541160887 15:-0.02050519112352069 16:-0.7989679278340276 17:-1.502900532497421 18:0.913987020164361 19:-0.3881358785720737 20:-0.3073357086085253 21:0.02528462567865554 22:0.88587026552235 23:-0.6842422610123398 24:-0.4082509728335621 25:0.8499234337277781 26:-0.1204530951512367 27:0.8136694358833584 28:-2.596559409340865 29:-0.1295125464607945 30:1.736781396200239 31:0.6856905575338971 32:0.3987039678807217 33:-0.2307165557708607 34:0.5074997367550105 35:0.8224282108566928 36:0.6690272725676886 37:-0.7574299309753946 38:-0.9536400554017105 39:1.621805437667487 40:0.2372210180121249 41:-0.3240955979509971 42:-0.514720985190005 43:-0.47453115103109 44:0.2517043857912342 45:-1.55400923536495 46:-0.7885731532506365 47:0.7429063814568106 48:1.271943228179256 49:0.3924771102938962 50:-1.630458993459493 51:-0.7147994528206922 52:-0.03000841020242809 53:0.3895083896956488 54:-0.6437379107095466 55:1.707242657718293 56:1.181502598514588 57:0.7104299116852758 58:1.336221922534524 59:0.416877424306497 60:-0.6874530650207656 61:0.1135927710251136 62:0.2483436046113427 63:0.3561529593252667 64:0.9141807499834756 65:0.4663874901778612 66:-0.9310837802839833 67:-1.533914207069877 68:-0.5144196165249402 69:1.87737864506567 70:-0.3234142777469394 71:1.954701647464203 72:-0.2662996360196849 73:0.7022819147574428 74:0.0598789907363341 75:0.4119454695897928 76:2.599844855472091 77:-1.042168577945656 78:0.634197982621434 79:0.07095520566132617 80:-0.4619525486484254 81:-1.190827889495486 82:-1.584246844553202 83:0.9516738005043767 84:0.202239050349826 85:0.08028219637985 86:1.687944981037214 87:0.1656869080390422 88:-0.4788569939553973 89:0.1996042929436 90:0.8506900413766866 91:-1.082557062655599 92:1.399261468912233 93:-0.6919892071438211 94:0.436490353871789 95:-0.4179707773370266 96:-1.822298705153441 97:-0.7153092695218537 98:1.802020804318063 99:-0.3617894500181785 100:1.675147848949616 101:-0.1560353971177547 102:0.3232463734033348 103:2.126784099098436 104:0.518892623785193 105:0.9391172740374355 106:0.4399583871057394 107:0.4601281496190664 108:0.1984648647691646 109:-0.05565420489951955 110:-0.1030743089256191 111:0.6433793392895298 112:-0.3221686953781591 113:1.551703744619819 114:-0.04390003062598898 115:0.6808841855840437 116:-0.1877678478165759 117:-1.096486522865841 118:-0.6693659621363229 119:0.3194344210264127 120:-1.122091750224073 121:0.4567386730208738 122:-0.3725117638019573 123:-0.4796720242006172 124:0.356962999522504 125:0.3571128444814808 126:-0.6418282976947551 127:1.767918269863141 128:-0.393132934053952 129:-0.09938869455395878 130:-0.1205438638362807 131:-1.341790568415726 132:-0.7440397547327972 133:1.983850570685957 134:0.1702261193954094 135:-0.4264349041094413 136:0.1053875671959926 137:-1.352371790615188 138:-0.6173131182034807 139:0.3258394503491808 140:0.3751849296442089 141:0.7605788392743859 142:-0.9186440472085542 143:-0.2772154480137416 144:-0.4315921396724185 145:0.9980666244018562 146:0.2834598612014048 147:-0.06267385081384534 148:-0.4593178395858301 149:-1.084986121872585 150:-0.6376060096374617 151:0.6210462761557867 152:-0.6151789238482221 153:0.3052733154774925 154:-1.205541522187657 155:0.4562778730917162 156:0.3207815564130016 157:0.02479002573846858 158:0.7693370828916755 159:-0.8343739108637384 160:0.9674630515902445 161:0.5108259640179335 162:-2.091678457423968 163:1.195891002807117 164:-1.681428242079698 165:0.4770902926739014 166:1.518957200858775 167:2.102596844919191 168:-1.423044709572643 169:0.7198457277261391 170:1.779809738920287 171:0.4535929014378818 172:0.6398294444964507 173:-1.299942121792905 174:-0.6938151935317761 175:0.9569788585640184 176:2.814900060898684 177:0.9741723997259276 178:1.926436241166427 179:-1.151241065613986 180:0.1415914502890068 181:-0.5577649934405727 182:0.47864405747392 183:0.1246255014701383 184:0.09679333330532636 185:1.438850467926912 186:-0.09940037627956018 187:-0.8144845230052266 188:2.128929579849839 189:0.1026913846726578 190:0.6864518570169661 191:-1.399875400389044 192:0.1086494451919502 193:-0.8628806776017918 194:-0.474601241313337 195:0.02749845301230877 196:-0.523807052206163 197:1.215837097368291 198:-0.4946787901086366 199:0.0304782718029758
--1 0:0.4993958309057507 1:0.7908239043666225 2:-0.5736567074669017 3:-0.4505150093731967 4:1.814842690025269 5:0.5872752669511886 6:-0.7712964339584968 7:0.3779273686684981 8:-1.559493396359882 9:0.5012835157229469 10:0.5795189909347591 11:1.068067625740675 12:0.6560568917586801 13:1.461178745143995 14:1.180280748900579 15:-0.6330163598809374 16:0.3543467137534142 17:-0.5904990898517525 18:1.109339440538405 19:-0.009266082559826201 20:1.650391644761579 21:-0.1515273680091971 22:0.3659308519641886 23:-1.307447816260632 24:-0.4551102277718632 25:-1.214760775853883 26:-0.4900012815527771 27:-0.1309288754773738 28:0.01826419750972587 29:0.1462153158923791 30:-0.8681720431659729 31:0.07356684262637421 32:0.2714974991743648 33:-0.52729686946587 34:0.03632316367962386 35:1.088902380928812 36:1.481058939227238 37:1.780280221758036 38:-3.114330052397741 39:0.5621036642373046 40:-0.7748914329380094 41:-1.604410012579745 42:0.2985870254609118 43:-0.6226799248126111 44:0.6274031517058216 45:0.6634570282460315 46:0.506281347001832 47:-0.5893452741292982 48:-0.02851797671126497 49:-0.2815355907182438 50:0.5123926920364884 51:0.07683732205064281 52:-0.102816118379022 53:-0.1082808590165197 54:-0.2111744053513808 55:-0.4784019628781856 56:-1.235715107358308 57:-0.5218541934793248 58:1.96043722672983 59:1.383440719528898 60:-0.738662665902544 61:0.5892578705880103 62:0.6766512840214667 63:-0.4767574034202618 64:0.5915537658911302 65:0.6463474418391886 66:0.4461545796966722 67:0.396569769270529 68:-0.8179722965303832 69:-0.4946120690025758 70:-1.882706469860993 71:-1.003225391602347 72:-1.917904733879027 73:0.2612473471663637 74:1.165533433765694 75:-0.3393761675727942 76:0.6810612919546031 77:-1.076220147699019 78:-0.1720489204376864 79:-0.181843100196274 80:0.01819758485779041 81:2.260836467289622 82:0.03474869393424157 83:-1.41580649197082 84:1.464395143789391 85:0.7350543685868979 86:0.8264472717843481 87:-0.7246504978948675 88:0.3340160422070161 89:0.2163902753289996 90:2.21267374525582 91:-0.4622197667252295 92:1.22077133267835 93:1.564277182692406 94:1.012159909103022 95:0.5371343036533759 96:0.1665283548230891 97:-1.877018590137165 98:-0.6338113089787671 99:-0.768204003934094 100:-0.6631897028533419 101:0.6181629236526213 102:1.039751176687424 103:-0.1025430277223582 104:0.5028988869566294 105:0.3151989358486674 106:-2.285979442630653 107:0.01000611319196103 108:0.9323747116845913 109:-0.3242908101408699 110:0.1386397143062071 111:1.218721995532681 112:0.02789597655448418 113:2.052015268088365 114:0.7900802162494992 115:-1.146238567844872 116:0.5500546603141396 117:0.3269007251176151 118:0.4654504382321172 119:-0.1161289313475623 120:1.024001703592017 121:-1.171185178725982 122:-1.013464060129158 123:1.485866698021077 124:-0.7721752991839759 125:0.2717174890436918 126:2.009173796605455 127:-0.25023631291752 128:-0.4938880050722528 129:-0.04708651388746379 130:-1.826950288990448 131:0.6357158999882739 132:-0.4258249357078728 133:0.1693723646048792 134:1.163310281759175 135:-1.260861117559192 136:-1.813254321904571 137:-1.777326043559033 138:0.7003172855269075 139:-0.1949659929626727 140:-0.2075948013803184 141:-0.1122846976930357 142:0.0784985278166371 143:0.5916671921873932 144:-1.671911452605817 145:0.5137230573145301 146:-0.9562324597591105 147:0.1355393586324368 148:0.7351563165119043 149:-0.02124398380321188 150:1.278462765573584 151:0.4216236210311957 152:-0.5112104273160708 153:-0.1988658341213976 154:-0.6451296355806349 155:-1.229339730609681 156:-0.08164846152871073 157:-0.9909518116042224 158:0.0302411768477025 159:0.4673226282349331 160:0.6646614547267874 161:-0.7022584420801798 162:0.3528481799194367 163:-0.4208981152837405 164:0.3343981097437573 165:-0.3822404287787569 166:0.6506897846488713 167:-0.05327979401819052 168:-1.406401713598379 169:0.4341720951906062 170:-0.1828420126382004 171:-1.284305250691886 172:0.9413575058387655 173:-0.7472295526927939 174:-0.5937503857965752 175:-0.2769862560537931 176:-1.324832935381067 177:-1.466397942090071 178:-1.088807206170534 179:0.02679018623488811 180:-0.02264393292393129 181:-0.3221594408045662 182:-0.4734851644682352 183:0.01482688262865603 184:-1.219578414893256 185:0.7850056605397678 186:1.10051085465066 187:0.9144931135002543 188:2.636510836399988 189:1.062974695775047 190:1.83293931636628 191:0.05110667922485509 192:1.086210031343941 193:-0.4379589152360279 194:0.1314223034405697 195:-2.375274870586095 196:-0.6108474386476489 197:-0.8864731403632317 198:-1.385533855946362 199:0.04818333429514586
-1 0:-1.739565177547036 1:0.2652632898700754 2:1.615349464348651 3:1.908345584535605 4:-1.043722941199029 5:1.027738533815516 6:0.3623059643579956 7:-1.380300031288822 8:-2.860696541070145 9:-0.1306830736854968 10:0.2188907619951059 11:-0.3561958382303025 12:1.024225453294635 13:-1.354894815421985 14:-1.16753426532165 15:-0.2197515377193211 16:-0.06794991808499969 17:-0.8354276688461388 18:0.1038260459164276 19:0.5930764837429985 20:-0.8279324097019887 21:-0.4800965991463553 22:0.7421971205245221 23:0.4400211025902753 24:1.669057739368008 25:-0.6460731198065144 26:-0.8086220717293577 27:-1.754323618939571 28:0.8463107547338508 29:-0.2958099264395457 30:-1.726090118516653 31:1.340150516188837 32:0.005653027619115331 33:0.1060569873618574 34:0.0871057973797397 35:1.923460571579583 36:1.792449126407557 37:-1.011883705680271 38:-0.3897183819093554 39:-0.1547312353673166 40:-0.3027687343411975 41:0.5366392173683724 42:-2.489811313550839 43:-0.179939835377698 44:-0.9587631727535524 45:0.4011474021807725 46:-0.2403989505075727 47:0.5094486808628169 48:1.245945022950495 49:-0.9331038717919847 50:0.2598409890434036 51:-0.3625537848837609 52:1.17646004546201 53:0.228950739857454 54:0.8652149588481231 55:-0.3292657492965034 56:-0.5322963754854948 57:0.5429463476117062 58:0.8073738784856116 59:0.4808315389001033 60:-1.291196346638061 61:0.1775134314774217 62:0.322390767997341 63:-1.432240562911918 64:-0.6510732636433193 65:-1.167361929542824 66:-2.325031803332302 67:-1.711694596486796 68:-0.9209406335427053 69:0.3547532173703393 70:0.5183509055596744 71:0.7210531148598962 72:1.460525824962405 73:-1.488006139680494 74:0.0292063059922122 75:0.2273692204531328 76:1.023629470484827 77:-0.763232669192921 78:0.4064435862139539 79:-0.7888924632630003 80:1.967307443057145 81:0.6978001852317899 82:-0.9847142237563601 83:0.3522144157511027 84:-1.42950139462587 85:-0.2459556887919559 86:-0.6991369426332306 87:-1.470211161759055 88:-0.2686423818382796 89:0.4839486190565779 90:-0.2945959614737021 91:-1.378273605420655 92:1.45856579526454 93:-0.9054362075390265 94:-0.8180761617853275 95:-0.06120581001965553 96:-2.100749097190321 97:0.1206309670612815 98:-0.4859044796068711 99:1.786973059213445 100:-0.1083335306246597 101:-0.05115455235967423 102:1.10094775047683 103:-1.171999494442995 104:-0.8900581415655803 105:-1.419786646967648 106:-0.8028646153950457 107:0.8780373834831257 108:-0.05800922606691958 109:-0.2098127063317584 110:-1.463816769684138 111:-1.256065795610157 112:0.796110039794753 113:0.6277353813110667 114:-0.8292571805700217 115:0.3055114931117601 116:-0.5843509262300068 117:1.235039473653957 118:0.7620389829934847 119:0.7773882590950479 120:0.006655521892420343 121:0.5657689728787293 122:-1.076559746856094 123:-0.3504905896327069 124:1.138482626421138 125:0.1583658510158457 126:0.1880147565531132 127:-1.625342763721082 128:-0.7799029620046981 129:1.506395012642263 130:0.01798510845294671 131:0.7127583460052873 132:-0.7699850325575427 133:-0.0166619349346466 134:0.8219477907952134 135:-0.7060511038565781 136:0.3141724664468368 137:1.923770764642484 138:0.4945752399717507 139:-0.7200955253595025 140:-0.07241377158011639 141:-0.6013542297867782 142:-1.142415982403352 143:-1.124893915055105 144:-0.8369662613939018 145:-1.367352410826931 146:0.8316972138386798 147:-0.7174334313254144 148:0.2398566744109126 149:-0.3175250661462657 150:-1.199308514956236 151:-0.3098930585320776 152:1.049983670127998 153:-0.7110789012499992 154:-2.053729663594252 155:-1.826416470007014 156:-2.316295858250087 157:-0.03255068091285086 158:-1.39186242853427 159:1.105644142460905 160:-0.2907868729713942 161:0.397637421850044 162:-0.1789317578548369 163:-0.5910117174786503 164:-0.8325826753592293 165:-0.2728296247887566 166:0.1916076124126961 167:0.04435378030737667 168:-1.301122230536135 169:1.181838878227341 170:1.982944778979094 171:-1.082537380129422 172:0.9629811463788824 173:0.001866706764200064 174:1.22089059900048 175:1.06756435093687 176:-0.8604414570556664 177:-1.289665872378923 178:0.7860043607112673 179:-1.438707252365851 180:1.575509717287601 181:-1.268152898192091 182:0.005464713047746669 183:1.767262655780263 184:-0.9816856709045708 185:-2.077697562041422 186:0.6370232561263248 187:0.72228048088884 188:-0.04529538578909122 189:0.8215213431497924 190:0.3297265851965021 191:-0.5281450225084082 192:1.143285532630848 193:-1.531768107176016 194:-2.42851477892334 195:0.3597209185624171 196:-0.02770721190885469 197:1.374781411074358 198:0.7960868589667486 199:0.7995112459937188
--1 0:-0.8361319141418831 1:0.4411060784557981 2:-0.9076904700774912 3:-0.1764147161414735 4:2.325335100051379 5:1.625362885933022 6:0.3072651147116715 7:-0.1119800788428018 8:-0.5556866517083002 9:-1.276832632364001 10:-1.310025587193486 11:0.6181100227377341 12:0.001635709705580431 13:-0.6429563982776354 14:0.2986390468874567 15:1.040858884911304 16:1.6077097820213 17:-0.5829794166747279 18:0.9335023604210291 19:-0.2847744419222641 20:0.9655205705905741 21:0.06764689246625008 22:-0.2025911638880672 23:-0.2008824040400909 24:-0.2219170653602648 25:-1.038107603148261 26:0.6655465679625017 27:0.06975929480489264 28:-1.225171755134032 29:-1.600583804018202 30:0.6979427087348836 31:1.740208754986081 32:1.137676789965372 33:0.6152013318822493 34:-0.9895011005966982 35:0.6152845705045756 36:-0.3557593203756868 37:-0.05551433288698659 38:-0.6233397111972121 39:1.240535695290556 40:0.8951791928805911 41:1.09360925057282 42:0.9122956765069128 43:1.125151220721033 44:-0.8152342310888007 45:0.7349406789201969 46:0.1116732331680538 47:-1.408210045291227 48:-0.540765978286154 49:-0.7321510603598073 50:0.1004295238905115 51:-0.9772660997156569 52:0.2828061972994845 53:-0.9676286486212698 54:-1.093240552432674 55:-1.062367379743447 56:-0.4984562487933313 57:-1.097504846643338 58:-0.3263263970434857 59:1.320978716811717 60:-0.144530567315505 61:0.2131321404519799 62:-0.7436492612506331 63:0.7798481811851568 64:1.254214630106037 65:0.345289896445464 66:-1.081902346021995 67:0.9649665309128255 68:1.63633627303964 69:-0.9609482341250219 70:-0.1344908373242433 71:-1.165306871968038 72:-0.3418602814394517 73:0.9466758493001237 74:-0.1475078439458645 75:-0.16664296995858 76:-0.02435976488748525 77:-0.6719825818453131 78:-0.8595525883472673 79:-1.94135693122625 80:-0.7712578693306172 81:-0.8928688499249936 82:-2.415585498545948 83:-0.0206740888736389 84:-0.4876063485455655 85:-0.02296730153825684 86:0.5601601282995528 87:-0.1068423133216324 88:-2.493898064175234 89:1.717040439370737 90:-0.6351987769770935 91:2.460890823069937 92:0.624086586480457 93:1.219961090727699 94:-1.603263590394001 95:1.362443868929176 96:-0.03243328364747935 97:-1.513948020202777 98:0.06494689437298262 99:-1.289301124900852 100:-1.027106303549303 101:-1.516206444432456 102:0.7140918396321102 103:1.205954072064846 104:-0.9025955186463206 105:-0.1267428985546849 106:0.07835471940213569 107:1.528310343054272 108:-0.1693554231726942 109:-0.4067263730834871 110:-0.5446771786533479 111:1.813396644115524 112:-0.5360276442564414 113:0.7444660522891515 114:-1.174981818303305 115:-0.5291746126145696 116:-0.3566896960449871 117:-0.9469479885480659 118:1.190715084802034 119:-0.7915023970688284 120:-0.2500235855917389 121:-0.5261821767305157 122:-1.064271492723611 123:-0.3776986205470681 124:0.7155121996157872 125:-1.421946854219645 126:-0.2630245685925037 127:-2.019958241003436 128:-0.917679914853644 129:-0.1804722535747689 130:-1.098082391027535 131:0.454118734879462 132:-1.887294633180113 133:-1.628954503116566 134:0.1220277852525961 135:-1.490261223716122 136:-0.1374606630576177 137:-2.161192226459311 138:0.7963646225151392 139:0.006917453779654585 140:0.6658779857851214 141:-0.0872627263960942 142:0.8631767647453503 143:-0.9426556535777323 144:-0.5762581353439231 145:0.2355837418104616 146:1.27763899724948 147:1.313097932910888 148:-0.9936316923518056 149:-0.1133401025124192 150:-0.119345372256421 151:1.077915328076813 152:0.2269157386102691 153:-1.16765413910858 154:-0.2226770121579224 155:-0.9896375671994166 156:-0.4688685985772428 157:-0.8538495793263505 158:0.008097081091532954 159:0.3005637419877963 160:-0.943780785407428 161:0.8507589973946938 162:-0.4046278612932627 163:1.244708286322136 164:0.06977307878170429 165:0.8431401487002528 166:1.018487124063819 167:1.0572057772646 168:-1.028199871142114 169:0.2116823556485604 170:1.11107076909017 171:-0.3930500316583329 172:-1.035224435103757 173:-0.2116238400611023 174:-0.7869185375109911 175:1.02513626063389 176:-0.1565102932330419 177:0.3882432811689343 178:-0.04894072804009175 179:0.3838282929717624 180:-1.163325472311181 181:0.4945274198307011 182:1.42663176464737 183:-0.8186880580752987 184:-1.023375226342188 185:0.4119535358325534 186:1.182395544948805 187:-1.235276486575477 188:0.8162711552191614 189:1.29465888326211 190:-1.405038322292892 191:1.858397988333667 192:0.2534885343756997 193:1.303398746036265 194:-0.4070159435206266 195:0.1040225116233992 196:-0.9809209488132721 197:-0.1243772475363865 198:-1.435931553775771 199:-1.050484858288641
--1 0:0.7694425491819152 1:0.996326341186475 2:1.20392009204876 3:0.602213821077565 4:-0.5704652674441931 5:-0.2854067165456795 6:0.4559722600634503 7:-0.7214726874598476 8:-0.888662087650842 9:2.01331305154616 10:-1.487221930258142 11:-0.3562050381290858 12:0.5935614488968463 13:-0.8114532054828688 14:0.005333445085795899 15:0.2553387327945102 16:0.068310266391643 17:-0.6607384197322314 18:-1.434231987140038 19:0.2390122310949029 20:1.91245488111403 21:0.9528118302230055 22:-1.810783668623892 23:0.7473010168062214 24:-0.394577842005105 25:0.7892315032135878 26:0.5443103031862373 27:0.466417076474991 28:-0.8447092865213092 29:1.442747780236948 30:-0.6927911637721318 31:0.5057812423564618 32:1.957444757421251 33:1.05560264186818 34:2.136239384987288 35:-1.231591898491651 36:0.4922203736557585 37:0.2741488387591505 38:-0.9660946024615421 39:-0.4104968340818962 40:-1.044875151540791 41:-0.9596997167162286 42:-1.844657334868441 43:-0.07730613855935341 44:-0.2909903603681755 45:0.1809263810515625 46:-1.475611998528592 47:-0.6184172093436585 48:0.4283621791527764 49:-0.3803264074390999 50:0.3049377232002425 51:-1.404534298286085 52:1.251569872785373 53:-0.2684703534425718 54:0.4303093986076602 55:0.5484704008811666 56:0.6917897140521345 57:-1.888435105775985 58:0.5940386978104891 59:0.85432386255962 60:1.709552625754346 61:-0.260688195243189 62:-1.050441933127236 63:-0.1080420366048531 64:-0.1905247938939846 65:-0.9679414590962524 66:1.334037142536066 67:-0.4750764218730756 68:-0.8532337000580636 69:-0.005680249545563512 70:-0.02382155927882486 71:-0.4888646214118484 72:-0.6989810168465161 73:-0.1050234644449302 74:0.182162435488022 75:-0.7252739783505346 76:-0.2670542797343469 77:0.08581567145586722 78:-0.5188219942281476 79:-0.621401494140245 80:-0.5464109433045502 81:-0.433377341805762 82:-1.683212493206671 83:0.02218614614252732 84:-0.8477786024274249 85:1.136075183397439 86:-0.682698613644151 87:-0.7093479930818607 88:0.166977383957372 89:0.06167554934160845 90:-0.9249610181700776 91:-1.019747921280724 92:-0.06819224338106684 93:-1.510960704472027 94:-1.514001825124027 95:-0.7046841721028427 96:0.7796018175801117 97:-0.1229053283033197 98:-0.8921522767860305 99:0.9314134861811745 100:0.3740240396064484 101:-0.1019308834844542 102:0.3990239437866042 103:-1.824802963894598 104:-0.9148522557657039 105:0.03246195392290114 106:0.5762173806530462 107:-1.021708098859887 108:-0.7103808949210706 109:0.4251471102636019 110:-0.2904708879649291 111:-0.3219554781337799 112:0.946094758728442 113:0.364692446354364 114:1.724257966434934 115:0.7242694669271276 116:-0.9508715138759855 117:-1.56908701758633 118:-2.231156727862646 119:0.03764854978405834 120:-0.3586829165401775 121:-2.628171419425438 122:-0.7027012238150085 123:1.350161305092227 124:1.014268180733166 125:0.3805768655540372 126:-1.149877584006216 127:-1.188963124612345 128:0.2690624670587516 129:1.197824077441492 130:0.4222332325596859 131:2.20174346413118 132:0.8244550340850015 133:-0.9879774313526904 134:-0.006557740153039861 135:1.069635548312268 136:-1.185505757283292 137:-0.2563526668826991 138:0.1161388122680818 139:0.04005180528290216 140:0.5580542483850126 141:0.1084985600179608 142:0.7143245592134203 143:-1.717111618393813 144:0.467255918863246 145:-0.6345344434434983 146:0.1200939021374593 147:0.6396843871101755 148:0.7293772212767885 149:0.3635970541788093 150:-1.30749154750024 151:0.9506538543523211 152:-1.524423591743457 153:0.640746414121484 154:0.3480693055502875 155:-0.1034456170480564 156:-0.2511446828750413 157:0.2155174103135779 158:0.1146521539579928 159:0.7987241107523981 160:1.844173990652846 161:1.503227839357277 162:-0.1812582589697334 163:-2.196535537408925 164:-0.3848207948729607 165:1.437923005403259 166:-0.3359107481333313 167:1.042050841532874 168:-0.04883039442884717 169:0.3170880332745821 170:1.383865566888343 171:-1.368702482612907 172:-2.545750176459632 173:-0.5565414390922 174:-1.204787710616574 175:-0.951700802903144 176:0.3668936578669464 177:0.03901656165895456 178:-0.326537694512866 179:0.3816829531954391 180:-0.004244076511395215 181:-0.1020905403448259 182:0.4550282606472003 183:0.471947746116565 184:-0.01389004761038682 185:-2.5614638306635 186:-0.1119450258903142 187:1.375953108858758 188:-1.363686544759501 189:0.4822774583289953 190:0.5901208390217287 191:-1.121912738894465 192:-0.6994037423403313 193:2.3610171018479 194:-0.3414570880679074 195:-0.6794299188051507 196:0.6268451393904906 197:2.028930860796143 198:1.04990703236919 199:0.1796642176293769
-1 0:-1.059453613531985 1:-1.005943905302671 2:1.256620055941545 3:-0.2140891357284343 4:0.1417535572975591 5:-1.969523340367509 6:0.8630224867027568 7:0.4963154111039941 8:-0.9867911713829365 9:-0.8910430696396135 10:2.946682783863873 11:0.966405012757431 12:-1.171142409643803 13:1.048695325414377 14:0.8190834714668538 15:-0.1416409791623863 16:0.5612539316743785 17:0.8505813298778669 18:1.062150172105544 19:-1.731687850321499 20:-0.01710753899433124 21:0.4548431370989133 22:-1.037614119858806 23:1.58669289194377 24:-0.8539228721226184 25:-0.6639137382071677 26:-0.4440045228535097 27:1.131724292971728 28:-2.097186629273828 29:1.272827506195943 30:-0.3822709439530587 31:0.6677400662450279 32:-0.5578303914315734 33:-1.169584540839785 34:1.034598255931539 35:1.305618730633836 36:1.545650504461984 37:-0.8351135438971569 38:-1.326203308206554 39:-0.04595192225630682 40:0.9685365486074563 41:0.4329050146086402 42:-0.3646611281823806 43:0.5389747839240364 44:0.09304263871617301 45:-0.5252464861495911 46:0.6796977933454262 47:-1.366536106264185 48:1.159216696699884 49:-1.027483224360971 50:-1.3539221836167 51:-0.1187034398696714 52:-0.5298884427253555 53:0.2706713475864 54:-1.029839831236279 55:-1.376023661399762 56:0.06979167715269453 57:1.114920747048999 58:-0.200319672565441 59:0.01702982946274318 60:-0.1108322147153107 61:0.2673868529569681 62:1.30035442456233 63:-0.5185486506897684 64:-0.09657481372675608 65:0.9173160240418851 66:0.993194125738786 67:-0.1133250355436144 68:0.5287749954188941 69:-1.610248953743245 70:-1.45352952888309 71:-0.09970070742552239 72:-0.8921775578015876 73:-0.08311315035486704 74:-1.115722898845572 75:-0.8259053365450778 76:-0.7647090106554255 77:0.4114673349356451 78:-0.7424798566331819 79:1.730533733293151 80:0.7806270340473173 81:-1.260390734619766 82:1.755513849667598 83:2.009758966718637 84:-0.4868671730321722 85:0.9571230351316371 86:-0.6251261279175494 87:-1.656453531303763 88:-2.659121489909617 89:-0.6895150999896574 90:0.0819070975742944 91:1.4640463254648 92:-0.6755663961039639 93:-1.526337223072129 94:-0.3545636475054577 95:-0.8044130615859162 96:-1.678343224730233 97:-1.792639656246667 98:-1.702935770846433 99:-0.08326593009490955 100:0.1685840841093121 101:-0.6975110365113061 102:-0.6034448099138111 103:0.6873424318972907 104:0.2251042380349689 105:0.01801760967632745 106:-1.306949481906778 107:-0.3321746369995777 108:1.708034270545901 109:0.2346877009746579 110:0.2804981102616586 111:0.3662186292536361 112:-1.706849911126479 113:1.474345540114395 114:-2.016722827243659 115:0.2636538291535416 116:-0.2156681668612664 117:0.08613185648162419 118:-0.2865044933172107 119:0.5062199064960673 120:1.119440485703697 121:-0.5923925895840546 122:1.911418164555302 123:-0.5299369295979675 124:0.2432038851963871 125:-0.4070461221469207 126:-0.5393469634089643 127:-0.6205092248362167 128:1.579947342092876 129:1.134767830261254 130:-2.349796272301687 131:-1.333652718910227 132:-0.1138459974541728 133:0.2069581362934431 134:0.4223703000096599 135:0.8714768715199017 136:0.05374594498744767 137:2.017699945500555 138:-0.08543943180545363 139:0.09834691725100722 140:0.7313775520278619 141:1.171331276901682 142:0.2775752392425129 143:0.09929998126855734 144:-0.7066094911348761 145:-0.7559699251699583 146:-0.8391235977395562 147:0.6002100090012564 148:0.6058909946902554 149:-0.2444173820976444 150:0.1509946719725093 151:-1.638029874985425 152:0.1007614564834803 153:-0.4029838110846122 154:-0.4072372675728723 155:-1.283036632363648 156:0.4219169758419393 157:1.220054219430319 158:-0.7361107234887783 159:-0.3253811180285534 160:0.5999653446507036 161:2.116439601353457 162:-0.4465584288663424 163:1.140246703091268 164:0.7178019127903895 165:1.974821703511503 166:1.493256686143527 167:-0.541464906622468 168:-0.5500521463575223 169:0.00465145869142063 170:-0.3473122565046324 171:-0.1086457711589136 172:1.590286974225546 173:-1.121433744605035 174:0.2960628149091748 175:-1.144533773951753 176:0.1090195325194618 177:0.6433166962905815 178:-0.09813946357844053 179:0.1091155384370446 180:1.085456260498897 181:-1.174352720979077 182:0.2298872106018918 183:-0.1096128980370668 184:0.884468652204509 185:0.6035860660103545 186:-0.2503520184825841 187:1.208737960064784 188:-0.7263631619441657 189:0.267827821714071 190:0.6926716580132548 191:-1.175301754114492 192:-0.8138109929150747 193:0.2058842385734466 194:-0.246019360474195 195:-1.209016416718107 196:1.276771196042975 197:-0.6664216060585785 198:0.6596991167640835 199:1.678318248988207
--1 0:-0.7113270101362248 1:-1.294991020064473 2:-0.8979282949027378 3:1.233937148140148 4:0.795019272527375 5:2.281636311822159 6:-0.3973935428931628 7:-0.2367651645892564 8:0.1813127953425119 9:-0.6533645613956148 10:-0.8637149216492984 11:0.5329092260966641 12:0.1743883114514074 13:-1.037867402610073 14:-0.9708830768714642 15:0.5569782323658411 16:-0.2980211021403359 17:-0.6541963048496539 18:0.1933741130807716 19:-0.9685461405545948 20:-0.4981175828757513 21:0.7279930038804984 22:1.099329376305783 23:-0.8755545485585438 24:1.207005104500302 25:-0.005963511601196069 26:-0.7408948800151995 27:-0.2934472017938482 28:-1.717617504022767 29:0.3847396572069748 30:0.01900618922833741 31:-0.4040792738771972 32:0.005272998951037833 33:-1.335937591114097 34:0.2075588627177288 35:0.2588415189141318 36:0.5235470870784578 37:-0.7652522446456926 38:-1.073338780179432 39:-0.1060522484933904 40:1.562817311887303 41:0.8648286500798407 42:-2.158942610897358 43:-1.268989925649909 44:0.7109740008482359 45:-0.1233288107740331 46:0.5322643280924464 47:-1.563674363220914 48:0.5797328491290861 49:0.6325665135514413 50:0.8358636890960326 51:1.953195125674362 52:0.2510012826819704 53:0.4353623785198994 54:1.057624931730052 55:-0.3629876457222986 56:-0.2718354723937422 57:-1.091085861327543 58:0.2479685640054798 59:-1.296009604619675 60:-0.9230989909138072 61:-0.5608759262702625 62:1.081184805295558 63:-1.307473185540318 64:-0.2900710423308459 65:1.946745711932097 66:0.9584709171525059 67:0.4563962895947166 68:-2.557705706183788 69:1.229873019110223 70:-0.04527106866789184 71:0.9696343993173429 72:-1.398293228843599 73:-2.970967563393331 74:-0.2847568826869662 75:1.181085283294669 76:-1.374657899326633 77:-1.308139104029786 78:1.814788917995092 79:-0.4460590734586634 80:0.8236095683141238 81:0.4089201896863253 82:-1.988529725083738 83:0.5449139404272535 84:-0.9138605950604397 85:0.3011868418158687 86:-1.364019942268403 87:-0.1809339648255028 88:-0.2839471008427093 89:-0.7780168994153307 90:-0.03979304583283682 91:0.1171415454472383 92:-1.628190665639051 93:0.003138912168132996 94:0.4778872890939284 95:1.935757629134722 96:-0.08317233789552422 97:-0.8958727634390614 98:-0.4862733239898475 99:-0.336637271809857 100:-0.6699472189505327 101:0.5385340655903686 102:0.9083899058711606 103:-0.1091596309048906 104:0.341938835833403 105:-0.06822336419066745 106:0.5644600722431178 107:0.2777704475147958 108:-0.2927717717989731 109:1.847617441137342 110:1.974905146491387 111:0.3417724134966904 112:0.1993966176181262 113:-0.8378149432733597 114:1.100814641840758 115:-0.7908012142893077 116:0.5613961620124645 117:1.076033106335136 118:-0.2578043022460036 119:-0.3914735701405198 120:1.012639564835757 121:-0.357956464536397 122:-2.238183624088311 123:0.3631656913550603 124:0.3373489592305687 125:-1.621218294736841 126:0.7371606285692057 127:1.114079073830923 128:-0.257815342557639 129:0.04478159332298043 130:0.99444398306813 131:1.347863989043291 132:1.026308643849846 133:-1.500520600875646 134:-0.9051905770355537 135:-0.5623033445194603 136:-0.135807700479769 137:-0.3452758293021366 138:0.5121314790674067 139:-1.215452842112049 140:-3.443892666462316 141:0.1381160247879326 142:-0.1607445334421119 143:1.189540124170469 144:0.09556061057975523 145:0.02444927821869863 146:0.552375970230683 147:-1.353334718382551 148:-1.423139446335917 149:0.9943881755312485 150:-0.6067937773741739 151:-0.8710631288410934 152:0.9829271808041128 153:-0.1134797602390586 154:-0.0383438282427982 155:0.9089161934203983 156:-0.568568178930966 157:0.3140267916185428 158:0.7272731711126361 159:-1.543310992261584 160:1.058304514391733 161:0.2392631351768494 162:-0.545831934750016 163:-0.1891527494205973 164:-1.682342641955096 165:-1.317395851331058 166:-0.03001137911158013 167:0.06694315958676138 168:-0.1471461092619152 169:0.09512873890579196 170:-1.432419300177066 171:1.497056281112078 172:-0.3512622173633113 173:-0.002452815888194301 174:-0.7442535815972332 175:1.396926863571151 176:1.61892204909119 177:-0.4085850723432161 178:0.8182141038559523 179:-1.149216662287227 180:-0.6337415144385734 181:-0.2014792919579609 182:-0.3694719881159361 183:-0.2501055024630738 184:0.08494718335349213 185:2.664927458731435 186:-0.6414865120632858 187:-0.05010199186600403 188:0.1239858765858651 189:-0.1772978131726388 190:1.786758987351153 191:-0.5676661076873837 192:1.684957559198291 193:-1.909280093907412 194:-0.1143568549495418 195:0.4442415259705962 196:0.9434456449744901 197:-0.03233581811361521 198:0.6817205129515713 199:-0.6648064513189552
--1 0:0.3610263934051814 1:-1.941450093130364 2:0.1092106361222197 3:1.192392594666735 4:0.3146486004641868 5:0.474389456840736 6:1.429317134312647 7:1.815870986097359 8:-0.7087441581365662 9:-0.961955411879881 10:2.369305354816425 11:-0.7169473095347179 12:1.075776063982413 13:-1.087919743632248 14:1.863552465526978 15:-0.4489365753779851 16:0.3837987749497503 17:0.6877267686371101 18:-0.09518573317392734 19:-0.08395426232340882 20:-1.577640610942937 21:-0.7522068729939936 22:0.751735598239441 23:1.269345930801653 24:-0.5068724308713732 25:0.3128240599070673 26:-0.8415871850532085 27:0.2488579932044153 28:0.6785341484523549 29:-0.2448848586582444 30:0.260187844145001 31:-0.263774661785445 32:1.661324330679223 33:-0.9494555118922046 34:-1.115195154510115 35:-0.6195543026423994 36:-1.233197938663533 37:-0.7444178522364664 38:-0.5677776907845768 39:1.088269649159271 40:0.01718376318682426 41:-0.2962987686067038 42:-0.6550974784904064 43:0.1730969482454327 44:-0.04022820346783683 45:-2.375631818855203 46:-1.132293600297486 47:-0.1275297146013881 48:0.01283798180808536 49:0.2203379484094809 50:-0.9149766840017067 51:0.1048574599765187 52:-0.4246552924201585 53:-1.21193462113428 54:-0.6561364380849225 55:1.331009551103451 56:-0.2969273642582173 57:0.355520720715831 58:0.351340612025378 59:0.6198566143550082 60:0.4406274493414645 61:0.0565783875290834 62:-0.8303030027186108 63:0.2327663192427776 64:2.296107601550816 65:1.796911122330474 66:0.4942609056610524 67:0.08753455964873624 68:0.2749950293683896 69:-0.1118985306694801 70:0.3921815144536874 71:1.328252310169501 72:-0.5428811344705464 73:0.7991999620019065 74:0.9724252187232696 75:-0.8439521606058293 76:-0.1873702913649741 77:0.5179724698617111 78:-0.2216178363489639 79:-1.798602697960175 80:-2.20244356542059 81:0.857475698612453 82:-0.451356978912057 83:-0.3642270375908623 84:0.6059928468838393 85:0.0003152429902883098 86:-0.1129798588920779 87:-0.3001931007701286 88:0.1006926070084007 89:0.6055033406684273 90:0.7882766005273912 91:-0.402274674820853 92:-0.8221404424667907 93:-0.08900045493348499 94:-1.808023288369471 95:-1.101091757836534 96:0.3005738261007325 97:-0.8983924410368435 98:0.6403179936604433 99:-2.343829199728564 100:1.813377976584058 101:1.126126516863974 102:0.8693233773553296 103:-0.9282333843724864 104:0.2018297685486473 105:-0.6276803428226042 106:1.474590023894486 107:-0.9991643477636605 108:0.3114069796786443 109:-1.064239538408815 110:0.03658425073144305 111:-0.1850571326035491 112:1.676319009435035 113:1.255368281556666 114:-1.376396589883161 115:-0.3050461148513829 116:-0.148654784779255 117:0.4807778734498417 118:0.5259366341732102 119:-1.798396461691063 120:0.1402854543406889 121:-1.860786320075593 122:-0.4880360917694864 123:-0.6455002705441902 124:0.07374741337657766 125:-0.767789778501883 126:0.491128787156559 127:0.9953022146430871 128:-0.0727768582440689 129:0.08535698577866296 130:-2.158106910268597 131:0.01676332179327521 132:-0.1212760236933313 133:0.5253242053267447 134:-0.3194659255548942 135:-0.6622633713719032 136:-1.009273504001504 137:-1.21979459933677 138:0.1114192652515022 139:-2.66507817844171 140:0.7154569075489478 141:-1.082376965332192 142:0.7262799875576602 143:-0.2336294661322463 144:-0.9702768020970843 145:-0.7498195959066666 146:0.8689116731793944 147:0.4051622914291779 148:-0.4398144678384249 149:0.8503658537949639 150:-0.1369950726507967 151:0.2669795821709854 152:-0.6483072954702829 153:0.01104014545581563 154:0.5270507937001975 155:-1.427607297665026 156:2.84511407264843 157:0.5254620350696305 158:0.8353727505159508 159:-0.8874337964078538 160:0.8297532815552153 161:0.7582926867259532 162:-2.029340040732892 163:1.963840432649986 164:1.079942825403595 165:-0.09589855740111354 166:-2.196214261382478 167:-2.331337514796157 168:0.3478028221570217 169:-1.346895592863836 170:-0.7001298593939952 171:-0.9376601988342491 172:-0.5506720629650851 173:0.2096597721004054 174:0.7224407615295673 175:0.01740752410741639 176:0.655003503394591 177:-0.6936019456463189 178:2.218129233131888 179:-1.293047871305383 180:-0.7964470859333139 181:-1.597018519200405 182:0.003249789272442512 183:-1.313295664175307 184:0.4566452443137988 185:-0.8345072867080325 186:-1.007587083164921 187:0.2298540440524761 188:0.007560154416972148 189:0.8880094445182254 190:-0.2656700759760689 191:-1.290872889851657 192:1.607636561941492 193:0.710098217835868 194:-0.2715728168838461 195:0.1044206447690656 196:-0.4831258639346866 197:-0.1867053257907114 198:0.5829691330356725 199:-0.02848225749630529
-1 0:0.8754257178714583 1:0.2374794247740049 2:0.3602017852616115 3:1.023794081083791 4:0.9456535811425029 5:-0.8343973415313047 6:-0.71166129337508 7:0.02909214179849278 8:1.048755331140697 9:1.798724685878367 10:-1.00752599702996 11:-0.7518044510863667 12:-0.5232517577734581 13:-0.3293382101019667 14:0.9099876274245606 15:0.1011873420659024 16:-0.7433485011953704 17:1.291853966737539 18:0.3157173475432867 19:0.9572922857816399 20:-1.196018030575232 21:0.703756226236821 22:-0.1524898883285625 23:0.7819203706808583 24:1.408193819388083 25:0.9060520073406375 26:-1.307309673707493 27:0.9731223337009333 28:-0.7325972723333429 29:1.412427036499092 30:-0.01915702823827146 31:-0.9785391369647805 32:0.05676645307862346 33:-0.1202229140993947 34:0.9689289003777443 35:0.6939359661487148 36:-2.257672966560218 37:-0.1409999340225056 38:-0.07266022584253401 39:-1.427263701977073 40:0.675496184529591 41:-0.1353771183989007 42:-1.458765570359845 43:0.1223614388297131 44:-0.2986413104910501 45:-0.8082595116620532 46:1.626429021092911 47:0.8643152781311151 48:-1.607339153318854 49:0.6146458654547782 50:-0.5118605901623493 51:1.480535034750308 52:-0.07638537294165293 53:-1.591187991489708 54:-0.6814715258203304 55:0.8142282285645894 56:-1.032202921967224 57:0.8895985155485339 58:0.9808709627667642 59:-0.8009377518168201 60:-0.7671744312946094 61:-2.207542680212736 62:-0.7742318604138584 63:0.06884567093154478 64:1.211174140965108 65:-0.4106686284438916 66:0.4629225806170524 67:-1.954428639828903 68:1.636347988119438 69:0.8677956581867107 70:-0.5816190403717935 71:-0.6408127293475612 72:-1.148489407627234 73:-0.9594729040044241 74:-0.4186630639644719 75:0.794360887125851 76:0.1891316894531452 77:4.240095391971101 78:0.960704992151869 79:-0.1147641536741785 80:-0.3969531803103196 81:-0.3842661142358766 82:0.7318699238577677 83:0.6566992535642983 84:0.05549944036631627 85:-0.2533894153220193 86:0.6232940891234069 87:0.8204397240325904 88:-0.0509272307767798 89:0.1459767283919395 90:-0.0201489876946892 91:-0.5839121262963536 92:1.728821360076542 93:-0.483550629264177 94:-1.177548747613608 95:-0.4782158224200365 96:1.336066609029182 97:-0.001705229475392222 98:0.1793661464818132 99:0.02742785525879943 100:1.782660645677859 101:-1.640101746188544 102:0.7703495138796698 103:-0.4677444261764521 104:-0.3139929284127512 105:-0.8220638102193307 106:-1.167937038729461 107:0.7654478022790298 108:-0.6015713881753615 109:1.338306839978955 110:0.3917878102830759 111:-0.511957027359745 112:0.754635707767343 113:1.167566116462282 114:-0.6465321242235277 115:-0.009128994852181353 116:1.408715793464124 117:0.6560833137109976 118:1.870193595401611 119:0.1442348057175227 120:-0.1676426827260015 121:0.5882263976657093 122:-0.8929118454987015 123:-1.144891516786076 124:1.230821625924532 125:-2.006053014028517 126:0.2150204788499973 127:0.07382923913454636 128:0.1179727378581916 129:-1.06218730950281 130:2.162603594526341 131:0.516241944638232 132:-0.604569792175475 133:-2.230514417205372 134:-0.2818444950363427 135:0.9424647950813535 136:1.450607976037683 137:0.5682979980028919 138:-1.162156750387019 139:0.9176058542410276 140:-0.8075408708459336 141:-0.6582728408708244 142:0.614995907866397 143:0.3881888943375788 144:-0.7137067227837337 145:-0.7086657232379681 146:-0.554243085618227 147:0.5481321516804387 148:1.014220283306955 149:-0.128772057999345 150:0.09419451111075702 151:0.09633214577240558 152:-0.975665730074021 153:1.113043997882153 154:0.4355440841474434 155:-1.698178008177807 156:-1.962174336184463 157:-0.6434715125671265 158:-0.5912463328088857 159:-1.303670913374326 160:0.8522068531275753 161:-1.384224142076804 162:-0.9032196451150342 163:0.4971480089727398 164:-1.487048415861992 165:1.041044303978935 166:-1.90654047149433 167:-1.948760099829357 168:-0.5546844598502862 169:-0.08824017773664668 170:0.2399922811077939 171:0.7679658113511707 172:-1.333524829926141 173:0.3539276806610226 174:0.2493301200573305 175:-0.4602377792274594 176:0.3532505435628908 177:0.4912525551049642 178:-0.4694268164142412 179:0.4851838900401378 180:-0.372305101600701 181:0.1012843834260859 182:0.3831849190537702 183:0.5607057088878501 184:1.304824939167477 185:-1.097330421399898 186:-0.7099417615428429 187:0.5587691841677708 188:-1.411956339484966 189:1.264324689385033 190:0.5742436175248639 191:1.994487878329865 192:-1.073529682213773 193:0.5579700735377049 194:-2.090532454978915 195:-0.6281325609124453 196:1.818298632921109 197:0.7322031044457246 198:-0.1431604477394584 199:0.1857177719780886
-1 0:-0.09536432560041036 1:0.8610831222803033 2:0.2842921578911344 3:0.7056123633917414 4:1.126100250604357 5:-0.6355751471319102 6:-1.025208614593566 7:0.8908545788051202 8:-0.3701816120794197 9:0.85173634708533 10:0.6622407573430191 11:2.363019562846467 12:1.314547184394876 13:0.3227980927447763 14:-0.4915961742944162 15:-2.027659968274669 16:-0.2644798737692483 17:0.8484221166094137 18:-0.2923990895892474 19:0.1451097032301158 20:-1.021935957064848 21:0.716467437776747 22:0.709916438401766 23:-0.1407672629664327 24:2.232628958559693 25:0.7440875077324376 26:-0.4879271573543202 27:1.350684214325717 28:-1.56304808895997 29:0.9954480849153561 30:-0.1433304586082974 31:2.045027114147037 32:0.4889776732632358 33:0.7978406225658348 34:-0.1043201816883833 35:0.1192707825146741 36:-0.5425818031273041 37:-1.529951544272165 38:-0.8276314998786382 39:0.6897327353864455 40:-1.565575893541657 41:1.46948148116592 42:-1.503735006875107 43:-1.549879037338462 44:-0.7393478941469104 45:-0.3227448482591027 46:0.4191036563075767 47:-0.5157473690998898 48:-0.2577422003854662 49:0.4864550504825841 50:1.427828161084367 51:-1.316759100020352 52:0.7933735637837102 53:0.5238858338440162 54:1.54247076931929 55:0.5809639489004753 56:-0.9729531339228406 57:-0.774475375203017 58:0.2409321717484845 59:-0.2535218317730857 60:0.7593295366836383 61:2.693879095682611 62:0.8916790208571015 63:-0.1030009998111669 64:-1.243962300959855 65:-1.853097229404925 66:-1.052749220041694 67:0.07658388776581375 68:-1.101394451475129 69:0.8747172610126702 70:0.8678701355487538 71:-0.3725773128047671 72:0.5705767684456781 73:3.239091900204471 74:-0.4374459771937194 75:0.5454266210864644 76:-0.2796165638416614 77:-0.2400975461177386 78:-0.6312689891314768 79:-0.666822883661775 80:-0.4897001954684 81:-0.3462989513624983 82:-0.1180627886814874 83:-0.2402020760844071 84:0.2477134717559276 85:1.538139156932814 86:0.565831132167135 87:-0.8029133999358478 88:-1.445162822158555 89:-0.6304879879283634 90:-0.8023475646154988 91:0.9360520111623519 92:-0.1704509177268366 93:-1.166234681322129 94:-0.2306106380923492 95:-0.123861372443471 96:-0.920938362679232 97:0.3800066300304275 98:0.1764759081594002 99:0.174100491760442 100:0.5219663330046123 101:0.9860670080015435 102:0.5305729452339397 103:-0.5964568141257229 104:1.053994757426106 105:-0.3870198522237239 106:0.1355047356153442 107:-0.02494308916473475 108:-1.211503792224017 109:-0.7324242486726351 110:-0.1892339181572262 111:-0.4641766305489676 112:-1.280449931408911 113:-0.7137744531324403 114:-1.855484514214491 115:1.433074992387197 116:2.13484123618553 117:-1.796375132904621 118:1.201330365997178 119:-1.077064853745973 120:-0.5948817113844216 121:-0.4089334111859856 122:-0.2713447247822706 123:1.190388826068811 124:-0.521653938737112 125:0.2434381495022258 126:1.906590414399262 127:0.7322557533258339 128:0.7633672735796183 129:1.111978840455364 130:1.409416570436082 131:-1.704824781283049 132:0.4196063433221722 133:0.2915162200107299 134:-0.2172426784830423 135:-0.1833228809708252 136:0.85579251618018 137:1.057136619539452 138:0.2083546247213413 139:-1.496283135931469 140:-0.5633320061569222 141:1.23632294316441 142:0.2142738913143944 143:-0.8612243166888556 144:0.9531230354751234 145:-0.02038034058227466 146:1.501286299299984 147:-0.04533769643227838 148:-0.3404996858862349 149:1.104142981997481 150:3.031365445930943 151:-1.411734656178001 152:0.4259434392738787 153:-0.1561547622042643 154:1.955280734189824 155:0.9810824835257042 156:-1.782406736392974 157:-1.087582841510569 158:0.02319949797499496 159:-1.394640821826594 160:-1.267679060657421 161:1.836068267496462 162:-0.9092389150284919 163:-1.33549180071765 164:0.923060073992273 165:1.108062033374581 166:0.6555182153957158 167:1.109597517592839 168:-0.9228318359777821 169:1.393016124585972 170:0.6501425605073342 171:-0.03668115821454579 172:-0.47329776348591 173:-0.08901072326899917 174:0.2505669822504836 175:0.9960944776772578 176:0.3797779012165276 177:-0.4443983697105368 178:-0.3503450952845455 179:-0.144267477343016 180:1.21133089575334 181:0.3376061170282771 182:-0.3107472044053259 183:-0.7751019560771676 184:-0.6751991202899564 185:0.3043393887425576 186:1.151866968884437 187:1.254086031900828 188:1.511697864415495 189:0.07196731208723078 190:-0.7852683587885831 191:0.1891112918976979 192:-1.636646736141637 193:-0.8463360483652284 194:1.394915119016221 195:0.7793690773817591 196:-1.686138957002566 197:0.05943692151365036 198:0.1346609343016572 199:-1.128446430777115
--1 0:-0.6479564533494402 1:0.8543019779330155 2:-1.362580898921359 3:-0.05837422757209532 4:-1.881595037682227 5:0.4707208453782907 6:2.080979652129118 7:-0.07925994632878045 8:-1.123936388236888 9:0.1651440350244506 10:-2.189392509795961 11:-1.69212946949447 12:0.4955526542921684 13:-0.08480317650165943 14:0.7125661170287894 15:0.7837217550313231 16:-1.018967338502631 17:0.8921540046688441 18:0.3678361258951662 19:-1.512926971675316 20:0.8103704699568262 21:-0.3175245051255149 22:1.037835125771375 23:-0.4003158567097418 24:-0.04820262398625536 25:-0.3979406929117719 26:-0.1030734635298112 27:-1.336059379679031 28:-0.1277362496689424 29:0.4205616564949485 30:-0.8319368704577081 31:0.3783440865234947 32:0.3150262286856142 33:-0.01796406701764032 34:-0.2268887136810057 35:-1.540044833641278 36:-0.3402801515214692 37:-0.3215133840219381 38:-0.2019343656459927 39:0.0940527285859659 40:-1.396826038174877 41:0.1237724969106969 42:-0.2912145118733349 43:-0.290420592668754 44:-0.1323379581834549 45:1.307455075266561 46:-0.05827460939714152 47:-0.3720905594003081 48:0.7011615769877581 49:-1.529667489500081 50:-0.6452437524386138 51:0.1827870889317997 52:-0.04441645207741823 53:2.157502690526298 54:1.136475751119708 55:0.5603758267515897 56:-0.1798035044834614 57:-0.5701701591797022 58:-0.9400939344885322 59:-0.4356764619549036 60:-0.2551773481074119 61:1.717304340837329 62:0.4557699942767577 63:-0.1198828857118311 64:-0.7430869099675659 65:-0.6006638656634103 66:1.495687525651317 67:-0.5719911300156216 68:-0.499080372734076 69:-0.2985655657020461 70:0.1633190828656796 71:-0.1157364271203391 72:0.7126920542935989 73:-1.115456288419772 74:-1.376701634917585 75:0.05253223833003741 76:1.634158241849859 77:-0.01133957365892545 78:-0.6932972536733181 79:0.8235465456416475 80:0.2159355474332452 81:0.2429442106101217 82:1.264151416493295 83:0.3879353424406862 84:-0.16241535397583 85:1.045641884442465 86:-1.519210956597632 87:-0.3973958566336602 88:1.197771933219721 89:1.089155051713567 90:1.309561573090059 91:-2.318888641330461 92:0.1440145613416581 93:-0.4082640449484719 94:-0.9636691674798665 95:-0.9330232097253303 96:1.715117128895886 97:0.2715488955275688 98:-1.186379982825149 99:1.385606418064412 100:-1.12345631364001 101:0.1774043382223074 102:0.3016259268637977 103:-0.7962125004178608 104:-1.049951159848942 105:-1.201343567568588 106:-0.9575566870240445 107:0.1454189085936753 108:-0.2121159696990759 109:1.544381756579297 110:0.3074070478619595 111:-1.642018219292059 112:-0.2949894931024478 113:-1.350652391039432 114:-1.148779140995011 115:-2.21903076587947 116:0.1536420629710556 117:-1.057269215809656 118:-0.2835264659885969 119:-0.4549734936094749 120:-2.782410123629365 121:-0.02537075474380141 122:-2.128566577092634 123:0.4463033094933076 124:1.785064578234014 125:1.099537639505902 126:-1.172056286808157 127:-0.8000600254417081 128:-1.409500476337153 129:-1.280822996220981 130:0.5188914727274598 131:-1.06021181194523 132:0.6159759868472928 133:1.970216031490113 134:0.1140093030518071 135:-0.909501570796002 136:-1.847443579276237 137:-1.409732621692477 138:0.4980975894554555 139:-0.6867635333140325 140:-0.482568085970667 141:1.287646717962701 142:-0.4548747304882861 143:-0.2971268820693271 144:0.8804692703477714 145:1.066797334794235 146:0.4559519043203059 147:-0.1792461100105871 148:1.242970449597578 149:0.01952702528600138 150:-0.02265716083752855 151:-1.123562658465924 152:0.9396428671278412 153:0.3416071374541481 154:-0.4289060489964102 155:-0.7145654456531343 156:0.3298488775509266 157:-0.008825482300735122 158:1.590297916748103 159:0.2372947840835951 160:1.253605903072007 161:-0.3139320611841838 162:1.317337993144006 163:-0.2912681749600355 164:-1.097433644562118 165:-1.273493361880606 166:0.4016737820165669 167:-2.460083980770717 168:-0.1222724113914943 169:0.8987683857779221 170:-1.813347889722646 171:0.4752659073343474 172:-0.7325043753282422 173:1.022935496737517 174:-0.9885332956941474 175:0.7084615940417367 176:0.03762480497259289 177:-1.4099718413968 178:0.4244217172574583 179:-0.8657118582514531 180:-0.3281945012105794 181:-0.09240733989808701 182:0.8621386015619622 183:-0.2967434761405632 184:-0.9904515965787942 185:-0.2505042545078222 186:1.362979685509318 187:-1.645932101876547 188:-0.9264163901408095 189:0.3246893532744173 190:-0.7008258217337783 191:0.0291593718325281 192:-0.5243950987050574 193:0.02260983695479444 194:0.7924021566038189 195:-0.09105738845079218 196:0.6269423417039807 197:0.7161975056523722 198:-0.2004972634364966 199:0.8178236005090787
--1 0:2.403210630462302 1:-2.010636413503117 2:2.025754442583104 3:0.3738270603112863 4:-0.8351679235176906 5:0.641742909098071 6:1.409710241359311 7:0.784965756673015 8:-0.8247007462492691 9:-0.4960307315016654 10:-0.8890223884878528 11:0.3553976297090846 12:2.06471748549615 13:0.7649316244533216 14:-1.626350405524742 15:-0.2386105613018795 16:0.8101257559244514 17:1.717462718646839 18:-0.9950889891168226 19:-0.5658806078222565 20:0.09689822581402488 21:-2.537160263472833 22:1.692180446373239 23:-0.3593568834344859 24:0.9201891088947839 25:-1.217267936844118 26:0.9621569807265055 27:-0.7826966378801092 28:-0.1239145440394026 29:-0.6140744600732918 30:-0.2473952732950314 31:1.10773931871283 32:-0.6757975088956101 33:0.06931130841296584 34:-1.351969073805944 35:-0.9219478009190292 36:0.1891396921567265 37:0.7742043715359963 38:0.1369404938922212 39:-0.4729845087805148 40:0.4464985978712963 41:-0.8741953135976489 42:-1.424064815735886 43:0.8676197557249913 44:0.7295176357276202 45:-0.07799447060370128 46:0.06034105555410142 47:-0.9433870174336965 48:0.3494527550461741 49:-0.05853844545431363 50:1.103709704928982 51:-0.2525649302616172 52:0.6808355226897591 53:-0.3211200164492455 54:0.271517267678329 55:1.300147572646099 56:0.1730631975391701 57:-2.065486993587106 58:0.06522117426750398 59:-3.19901267889876 60:1.796971498710688 61:-0.3445360928503274 62:-0.002028366872421048 63:-1.086269913335993 64:-1.027341069663256 65:-0.4308687987293043 66:-1.197424233879826 67:-0.6534171154066105 68:-1.416314706562604 69:0.6909023464867829 70:1.56469488286521 71:0.05893703203646845 72:-0.4089466759759973 73:-0.6499969557453312 74:-0.2066909599922388 75:-0.7303704628207303 76:1.665653297647696 77:0.4928677322057128 78:-0.7970303127730816 79:0.09832056464949218 80:-0.2190006914759278 81:-2.091399109028818 82:-0.2100116824085361 83:0.3186097372644407 84:1.615673075488922 85:-0.9934847628564027 86:0.6074716084162044 87:-1.253529782371733 88:0.008431480570374574 89:0.9303451888410831 90:1.543796653506406 91:-0.4238066476707902 92:-0.3023332832515231 93:-1.268810911414784 94:0.6934345070293532 95:0.7897446880063864 96:2.086655917785922 97:-0.5134300748590904 98:-1.759780251854639 99:-1.58600444632695 100:0.6599606404974128 101:0.8246368431072635 102:-0.4730117115756737 103:-0.5713796181231121 104:-0.3848935335922569 105:-0.3896272052474791 106:0.4865815060495018 107:-0.5603993671203966 108:-0.2885167018178733 109:2.594339968572958 110:0.6597311915235897 111:0.03008897097857536 112:0.2979727854495755 113:-1.015102515675985 114:-0.3795585813068863 115:-1.353823173530151 116:0.4677492264164348 117:1.535331776543838 118:0.08642214911165917 119:-0.8575917764201283 120:-1.058028073422802 121:-0.3029724291283172 122:2.571258911097674 123:-0.309041143425009 124:-2.54474321585298 125:-0.5151852010139675 126:0.5747730680124057 127:-0.3188526981602915 128:-0.4030668442682577 129:-0.6928944866726297 130:1.459257588338766 131:-1.231778301401025 132:0.01928431897503429 133:0.02351390973132916 134:0.3365662252075717 135:0.3304521075555856 136:1.668660571230918 137:-0.7486653450371361 138:-0.3742672849652963 139:-1.266353295422857 140:0.2735912910554456 141:0.5948463580517538 142:0.5254660419449654 143:-1.57225406942365 144:0.2235412137319992 145:-0.5120697682375535 146:-0.001684288840271913 147:-0.09420125476261967 148:0.2644639928179358 149:1.424922366126812 150:-0.8968755140350146 151:1.236764570303899 152:0.7081486606319931 153:1.454801222984154 154:-0.626116852311479 155:-2.073617224988274 156:0.7295250704721808 157:-1.587439999814033 158:1.5427750845176 159:0.5135467847753524 160:-0.06304939110786847 161:0.1096904872427924 162:0.7796663039741504 163:-1.883251587297432 164:-0.6187658796870206 165:0.5891025176661328 166:-0.3946887993314867 167:0.2605820136474451 168:1.057862296739508 169:-0.4997133961261543 170:-0.5400614157013659 171:-0.3347168032235053 172:-2.951459756715221 173:-0.9607360271280765 174:0.2602069813193959 175:0.0994305190815248 176:1.433820167112225 177:0.7063734497970591 178:-1.479803767097752 179:-0.6184048845260909 180:1.50623421180528 181:-1.188804920076916 182:1.230931987658349 183:1.1688811934573 184:-1.534839995105904 185:-0.3027437782601645 186:-0.01001479598950201 187:-0.7190318070215649 188:0.2192698036750934 189:0.2780791701630215 190:-3.543559500914499 191:0.01360586192670306 192:1.678967579077684 193:-1.889985355699567 194:0.02232912584956676 195:-2.394193807851384 196:-0.873387440971427 197:1.536757673232449 198:-2.740418927307459 199:-0.04288254895385466
--1 0:0.2589866454167881 1:0.3519460865663215 2:0.9298369159194174 3:1.313042593435453 4:0.7213165928615978 5:0.9624841442827117 6:0.4424273816559985 7:-0.6814479513714292 8:1.138265286775089 9:-0.5950739053922103 10:0.7680230700281244 11:0.4176575160335798 12:-0.269935282531493 13:0.2014560643853461 14:0.0576314541193538 15:0.8747161883006832 16:-0.5691862403345704 17:-0.2896003685185881 18:-1.148809385895136 19:0.321973804432583 20:0.6962389568775472 21:0.6004355883011185 22:0.6523862800799518 23:-0.5414812409778474 24:-0.4025245633848925 25:-0.7317103530186495 26:-0.3409938677280173 27:-0.01038875301441925 28:-0.472730182517698 29:-1.324448684619012 30:-1.255032375052813 31:-1.289945068532263 32:-1.407757014740147 33:-1.424750335000568 34:0.9040218824837964 35:0.6426425252164207 36:0.2876709043228272 37:-1.815750523086587 38:-0.3593795994656286 39:-0.06270810170858698 40:-1.375297664619184 41:2.234590537630897 42:0.05947380898263366 43:-0.4835566079370766 44:-1.214037400976297 45:-0.5613969263868204 46:1.155996655569661 47:-1.972382829666465 48:-1.512903723703658 49:-0.6191470774662404 50:-1.447645374042863 51:-1.098371034972824 52:-0.2662207312057978 53:-0.2247568500250932 54:0.7711088089063142 55:-0.5849702322996179 56:1.134653896763854 57:0.7892585349415698 58:0.5908133543621673 59:0.2231568552830046 60:0.1442474644798939 61:-1.185851846188953 62:-1.200529536991463 63:0.4504963689773709 64:-0.524542225940503 65:1.335741607999876 66:1.490622501303789 67:-1.442612625811155 68:-0.178896713195865 69:0.9626029465997816 70:-0.8597240162071835 71:2.334406095349521 72:-1.779930050494236 73:-0.1858639442521791 74:-1.712379186516597 75:-0.297030558604045 76:-0.01287756504407821 77:1.369530695058235 78:0.3926433807289417 79:-0.3852977719285758 80:1.920069068241491 81:1.269948316260949 82:-2.283545185313081 83:0.4856407684737807 84:-1.848837319248662 85:-0.6474997487809141 86:0.1845652445252327 87:0.9384539638216349 88:0.7531323208414392 89:1.883077066176352 90:0.9846314676471806 91:0.389828673302972 92:-0.9274736743357241 93:1.52609095780456 94:0.2965312702725633 95:-1.413684052778485 96:0.2088067073155805 97:-0.1759570498051899 98:0.4791587934654012 99:0.0106769292294724 100:-0.1759543436436459 101:0.8318204872136143 102:1.00034024646553 103:0.7300752376562545 104:-0.5098031217682608 105:0.7568608783963847 106:-0.3716296665741621 107:0.6040176751254598 108:-0.1127005204627638 109:0.881936827411509 110:-0.03960885600368745 111:1.832611818260822 112:-0.7390696813744148 113:-1.083287263503311 114:-0.07423124728213167 115:0.8040619102146183 116:-0.813176550435649 117:-0.5666519457313526 118:2.04498800120444 119:0.879941864473083 120:0.4853966397796389 121:1.763503054035303 122:0.7770524477584629 123:1.049626851466213 124:-1.393110655836012 125:0.993041086866568 126:0.175572472907074 127:0.4045883946502744 128:0.1088103956105539 129:-0.07267110811583261 130:-0.1275721364229544 131:-0.7640698659111957 132:-2.343632016215091 133:0.3962872620876915 134:1.035572363080931 135:-0.5771390601767434 136:-1.181581514300339 137:-1.526962715934346 138:0.686807685681374 139:-1.397539934846512 140:-1.482918167226421 141:1.533682260911152 142:-1.033430798830945 143:-0.3055550972435349 144:0.41875568980446 145:-0.4622438084944595 146:-0.8469041169025955 147:-0.6236341870507124 148:-1.524217887859296 149:0.3368953248507223 150:0.4289271151296183 151:0.9004764775237214 152:-1.546491501683853 153:0.03370801526123698 154:0.392654237769117 155:-0.3333766657699214 156:0.8963426305885973 157:-0.179149595612878 158:-0.7231165057093414 159:1.468471890753575 160:-0.8765483867478429 161:-0.3090511736446204 162:-0.6882724734682144 163:0.6195348497254809 164:0.4078980558471875 165:-1.38923980511909 166:-0.8816435026663967 167:0.2111562538414575 168:-0.1696179554958589 169:-2.063042250368652 170:-0.1177368331991993 171:-0.657386104316248 172:-1.117071251239541 173:-0.7395257980170545 174:0.1858038650133848 175:0.1170701621343768 176:0.9562624845855257 177:1.302496423063121 178:-1.144367474446418 179:1.737607419617621 180:3.781942781179951 181:-1.137807468919008 182:1.173402690957207 183:0.7188803245099169 184:-0.2712788436820457 185:1.183443069396799 186:-0.2688957852845725 187:-1.633659108778195 188:-0.1122747231296198 189:0.4880947969607929 190:2.122901961583163 191:-0.5529892279600428 192:0.7026183349060171 193:0.3072883293051484 194:-0.4940605517632345 195:1.176214457484357 196:-0.6764075348742294 197:0.8628579788263535 198:0.2414161331022936 199:0.2457108541800942
-1 0:1.594954110251886 1:-0.1051859919755834 2:1.838209094723634 3:-0.3103256651268251 4:-0.5167722323972119 5:-1.038224448475551 6:-0.01341290267147731 7:0.7728887411624865 8:-0.3980708637476839 9:3.065266053226651 10:0.9274943743240055 11:-0.05893493933943055 12:0.9411259166688757 13:-0.5026352894116265 14:0.128932472232123 15:-1.320172362136174 16:-0.3301453867374492 17:0.7911891331888317 18:0.121238270258905 19:0.2656663450216605 20:1.898976104721618 21:0.7548534650398452 22:-0.5902525331877881 23:0.3457936929033985 24:0.955812113835892 25:0.03934467183521842 26:-0.4638473469868129 27:1.433667015223266 28:-2.267834549756897 29:-1.446324010961141 30:-1.803310876167793 31:0.2664660416466819 32:1.205579017367843 33:-0.2500317423597976 34:1.155436953009654 35:0.4119151673550761 36:1.047749994419933 37:0.6397725936790953 38:1.300001983899787 39:0.2323691083231272 40:0.139467925013404 41:-0.7637994139704819 42:0.009169224331264658 43:-0.3706815474178067 44:0.05482835030512322 45:-0.1395864893851654 46:-0.961798133088175 47:0.1981312595641646 48:0.430802258595663 49:0.8179386167959717 50:-0.6249543848842395 51:0.7042984818037282 52:-1.918417172338829 53:-0.6954288954175353 54:-0.3531225867551809 55:0.9778087748179196 56:-0.231592832016585 57:-1.665379654672693 58:1.569554000551725 59:-1.187130148515899 60:-2.279908390593822 61:-0.4260757034843063 62:-1.833632412599012 63:0.3321256111164224 64:-2.114181971121085 65:-1.288613996629116 66:1.175591258635559 67:0.5912851479113131 68:-1.435633779469114 69:-0.9351600761371952 70:0.07656169247418718 71:-0.8047370755327864 72:-0.3397380981450692 73:0.1344966451160327 74:0.4893609261195106 75:1.590111479784367 76:-0.5762857612770719 77:0.03077427590443126 78:-0.5883696638730771 79:1.233555977927899 80:0.6275285129971705 81:1.00232465451292 82:0.6191056663426094 83:1.480524963680176 84:-1.43886884755548 85:-0.1383715262217133 86:-1.235682970415161 87:0.6716392785672899 88:0.774559111842294 89:-2.368546819811627 90:0.7766240768853202 91:0.6669412105303281 92:-1.547875273037567 93:0.5529386480212887 94:-0.6662955330797558 95:-0.1675014453727986 96:0.1511934060003844 97:1.4588961839578 98:-0.3107995556254614 99:-0.07638172396332678 100:0.4570402458020052 101:0.03180422294654386 102:1.136854803479151 103:-1.143548508525151 104:0.6695505849553218 105:0.3697731590864304 106:-0.1626160982201573 107:1.62779772658045 108:-0.1407131388591111 109:-0.183247804986696 110:0.2508795887877821 111:0.7609360970869623 112:-0.9821903496041651 113:-0.04218518794779974 114:-0.1691159509160111 115:0.07693275244926637 116:0.7393210422483096 117:0.8178890203532536 118:-0.4773185301983344 119:-0.02865431555677607 120:-0.759623508187211 121:-1.558572772157767 122:1.343937087042629 123:-0.2721280258940764 124:-0.8802536317823109 125:1.662040427129025 126:0.6334005293549485 127:-1.399551437297818 128:0.5125778240914602 129:0.6105402583995989 130:-0.4382337181329939 131:0.1585638685737129 132:-0.7472138265708409 133:0.1357707285113283 134:1.217024323774673 135:-0.08316432686176142 136:-0.707161883298943 137:-0.1452094358172054 138:0.1193798227965745 139:0.409481899372368 140:0.964315067049284 141:0.2630129879116208 142:1.066976055554218 143:-0.3577525938462441 144:0.9985759648135908 145:0.03583652589899593 146:-0.1114499992280137 147:-0.1717243359137587 148:0.3573424044817973 149:-0.5775661002406091 150:-0.6523806084832288 151:0.2153026444478043 152:-0.4309946022517731 153:0.9833174396131937 154:-1.515840655176523 155:0.3861687881036639 156:2.081068587267293 157:-1.120588772061215 158:-0.2490869566591204 159:-1.099310641541744 160:1.403519424154643 161:0.4210965217757724 162:-0.3334361481797193 163:2.451881090322486 164:-0.1889899516398717 165:1.441216499653081 166:-0.5741072444108831 167:0.3197629496513126 168:0.2048152866943568 169:-0.3829696836885374 170:0.747215799530488 171:-0.9007691273507474 172:0.964796420794687 173:1.178353995609969 174:-2.189181829698669 175:0.4013871305015692 176:-0.05525464738563745 177:0.1644046893467695 178:-0.08660031883403339 179:-0.1022237121987744 180:1.162763169044471 181:-0.1260516032972028 182:-0.001000021272487917 183:-0.3137093072969825 184:0.3710728795516536 185:0.5958417055578645 186:1.011260594957478 187:-1.371562789113718 188:-1.478573938517347 189:0.1408479421513772 190:-0.08400886208983772 191:1.032441693009828 192:1.652203234145371 193:1.023202634765244 194:0.7517872267720715 195:-2.939869227880066 196:1.016266694772177 197:-1.346995412498327 198:1.198119515959467 199:0.1831834055732691
--1 0:0.9662539594719749 1:-0.3599584245458828 2:0.9518609345572749 3:1.259039362261525 4:0.105480480715338 5:-0.6724128660720747 6:1.168179874331058 7:0.01696592743617892 8:-0.1949299277824149 9:0.8156645159746883 10:-1.524435702835806 11:-2.467785546933623 12:1.317432421999794 13:1.422200600334551 14:-0.2611332557246329 15:-1.457115350864157 16:0.1087138993726968 17:-1.491720808032246 18:-0.08290443381286711 19:-1.82367949502126 20:0.4506499561122946 21:-0.165625174365414 22:2.105973138230901 23:-0.02319514052731082 24:-0.4674960957444914 25:0.3120887912446304 26:-0.6317483125693315 27:-1.544744996688326 28:1.03001012691805 29:-0.7022811264877384 30:-1.677197660777054 31:-1.050600526111536 32:-0.1855457150312645 33:-0.7595567078047785 34:0.6859005721870052 35:-1.572812211295344 36:-0.2007828416469775 37:-1.408772319190684 38:1.082079121774334 39:0.1628946023999694 40:-1.032297661269941 41:0.03465289067200735 42:-1.365074768224086 43:-0.9147105943078686 44:0.3828623378908514 45:1.182926419671061 46:1.255032662334278 47:-0.5981728812641698 48:0.9921777564110175 49:-1.661567731792078 50:0.2091281307531999 51:-0.7886928067721236 52:0.9717401041321917 53:-0.855917476947659 54:0.3962851234118762 55:0.5460051748064874 56:-0.3611039410104595 57:0.1978472128937078 58:-2.566768477931971 59:-0.1938371713861365 60:-0.5980723940950874 61:0.7730135515682783 62:1.868560918921008 63:-1.658939643704636 64:1.423628880320419 65:0.8006175059715371 66:0.2064996665375064 67:0.8377360235171671 68:-0.1082614822202659 69:-1.185536986146299 70:-1.239967830986368 71:0.1849410962114245 72:0.9856728187004687 73:-0.1754265398460507 74:1.282234556494095 75:0.846382484939482 76:-1.429570790937107 77:-0.6241942281675683 78:0.2434790824064113 79:1.368834062224727 80:0.2891296005097664 81:1.192969563535734 82:-0.3918899906862196 83:0.6509653510513858 84:0.06363274974988734 85:0.8564372046238814 86:1.406222059178234 87:1.067005692497806 88:1.105566482815325 89:0.02968659546200133 90:-1.40761760364378 91:-1.305293285854117 92:-1.858204997711278 93:-1.188779487924906 94:-0.4966316962099375 95:-0.8864508455774439 96:0.7905235459127999 97:-0.1408040423064907 98:-0.9023234099643419 99:0.6652145102407673 100:0.2494421047859673 101:-1.436608734292918 102:0.08576530916937856 103:1.141122605847974 104:-1.260878726899094 105:1.689780348768824 106:0.8679298447034873 107:-0.4600620514131517 108:-0.9362229769035026 109:-1.036431000278027 110:1.40560068964552 111:-1.64865080486996 112:-0.1950674438718234 113:1.643788618234967 114:0.5326359709243971 115:-0.001275492247672476 116:-0.1624427603905121 117:0.09189571406233805 118:-0.08217120174189331 119:0.5454481575695921 120:0.7405990658550261 121:-0.4154776097322006 122:-0.8205386597389299 123:-0.8628787495076071 124:-0.2091137348783787 125:-0.05895905270754513 126:0.7014526131804664 127:-0.1062031708696805 128:-0.7014721963256779 129:-2.528262600160142 130:-1.23238035282332 131:-0.9534699178655062 132:-0.6112590519638288 133:-0.4785337311996486 134:0.8291847858990558 135:1.185878634438522 136:0.01137767441866044 137:-0.759330989321418 138:0.2826051468133626 139:-0.6233769535746664 140:1.061102750877992 141:-0.9569139049793932 142:1.647446204963348 143:-1.435683414194861 144:-0.53917696088832 145:-0.09493396877901814 146:-0.6277005409056488 147:-0.2259161623003763 148:-0.8516217285036752 149:0.08449315008858584 150:0.4993243656136141 151:-0.6787462154684831 152:-1.398940858677344 153:0.9874778733953977 154:-0.3016705174263644 155:-0.3075454331270405 156:-0.4937085099747918 157:-0.7244948873823811 158:-0.7602556261620396 159:-0.6499566668474152 160:1.323795434584676 161:-0.30615071233323 162:0.7798007500745577 163:0.7116482787505762 164:-0.651774235710327 165:-1.274152138325907 166:-0.2800299277000899 167:-1.389502040448082 168:-0.7871143217027669 169:0.3879235117404379 170:-0.6699264908907948 171:1.078503639700898 172:-0.4188699423434151 173:0.7265825050892185 174:1.557098082360615 175:0.3198056905476708 176:1.593193358800247 177:0.8212693305910848 178:-2.136718848344026 179:1.13671067332835 180:2.038646884605755 181:0.9698281610921251 182:0.293932210941895 183:0.4076411279656332 184:1.808351537678624 185:-0.3856075132140462 186:1.224898148247633 187:-1.169131047359821 188:0.1602220932454435 189:1.499140176532731 190:2.219228343949909 191:-1.259888221198719 192:1.450539208279545 193:0.2914398802231485 194:0.1237751351819223 195:0.9451540782884923 196:-0.1908112720616021 197:-0.5845283118699077 198:0.6988116923911508 199:0.4063358666054709
--1 0:0.5897500522334429 1:0.5796165527219649 2:-0.2857559856569488 3:1.358750521114099 4:0.06783101736680767 5:1.471382701861621 6:-0.3889778661918242 7:0.1306233108493691 8:-0.5756008424436544 9:0.3183327957619425 10:-0.414080386633441 11:-1.039935660845264 12:1.260038115590835 13:0.7335247855669885 14:-0.7112611701677087 15:-0.3941658803546683 16:-1.588757511021944 17:0.854846847654448 18:-0.4278271496546327 19:-1.619836556874554 20:-0.1587471514893898 21:-0.6943106407391987 22:-1.427991144475466 23:-0.7319938520667217 24:0.4064327948651959 25:0.9354323811958182 26:0.4824930797666575 27:-0.1803689243805814 28:0.2545834425353294 29:-1.218017800980771 30:-1.372135814678487 31:1.177904133648684 32:-1.526298139642802 33:0.1069685889149713 34:-0.3676897854145781 35:-0.4233479356861105 36:-0.2345921358479678 37:-0.9802297811507452 38:0.1064116695791722 39:0.09475986177679749 40:-0.002860509757028493 41:1.314551056792589 42:-0.5549570762490026 43:-0.4532086105622009 44:0.1779809348946942 45:0.9358800330551797 46:-0.004279779247819714 47:-1.443751002513535 48:-0.880553627412038 49:-0.07201691505997078 50:-0.9161025980563212 51:-0.7530014496146047 52:-0.870838088829028 53:2.134136765191194 54:0.6577675049205211 55:0.08065628968779713 56:-0.9741040116906416 57:1.180491405504817 58:1.016710375372597 59:1.749396928745832 60:-0.05117305235345141 61:-0.769794392512714 62:0.1529244853804412 63:1.186173623158013 64:-0.5637984937181936 65:0.4793868274179514 66:0.2064940507820821 67:0.2684763111209845 68:1.033579858113633 69:0.1482305673855216 70:-0.1298793720424115 71:0.7055357812853092 72:0.7021867197528925 73:-0.2962852824398277 74:0.2417082471585545 75:0.4937015180337531 76:0.2124648437724211 77:1.824032316752153 78:-1.228598136550238 79:0.1120159319532138 80:-0.8471819593698094 81:1.152866873615471 82:-0.5712006319158206 83:0.1913322452266518 84:1.453971776748896 85:-0.5688190552602733 86:0.690082060535069 87:-0.5045883796145779 88:0.9385167825487857 89:0.8844575181173201 90:-0.3910259019701316 91:-0.2757430432870908 92:-0.2113574974721977 93:0.867264339748969 94:0.09957323113672235 95:-0.4609633127948213 96:0.4774901629124098 97:0.7987338680375706 98:0.397874341851307 99:0.4044719956901047 100:-2.161232014612109 101:-0.2818946204826924 102:0.04196182065481361 103:1.138645136509411 104:0.4799636294562309 105:0.4951694040718506 106:0.3871856726237826 107:0.4470854822053128 108:1.128571247273233 109:-1.566521666312326 110:1.187632866989587 111:-0.8266590763584415 112:1.377246706290028 113:1.19615858520386 114:-0.2231956833972211 115:2.070024132015658 116:-2.203193301168541 117:-1.185934636404648 118:3.682152926096764 119:0.2567133145505759 120:1.354423602881397 121:3.082702922431015 122:-0.03664519949992857 123:-0.6235047013637784 124:-1.250722469133877 125:0.29589181287628 126:0.9539671171137692 127:-0.8618393028080565 128:0.494553565314424 129:1.952734214759624 130:0.07765055245697514 131:-1.640305383704443 132:0.8852495313469401 133:0.6574946092307268 134:-0.5720144255135412 135:-0.2076664351425608 136:0.3544093827172444 137:-1.148915729420612 138:-0.396621760977203 139:0.2409235299660711 140:0.2787004948574667 141:-1.520755207629185 142:0.622419463267886 143:1.398383140533118 144:1.964795333273732 145:-0.1883409976031574 146:-0.0144519101021835 147:2.102115566812016 148:0.1935862390800321 149:1.546912868445812 150:-0.5735267790971647 151:0.9541515317869779 152:-0.7496666666461301 153:0.074666311292489 154:1.043329675067558 155:-0.02732137454660913 156:0.6687822455883455 157:-0.2158446847180824 158:-0.6759802529836886 159:1.102853666812382 160:-1.445151895958811 161:0.4338780569342279 162:0.5404597609824295 163:0.4399380773413797 164:-1.279973371576029 165:0.05383884375070121 166:-1.574542535958696 167:0.8658753687124943 168:-2.049045440328616 169:-0.8880064526652827 170:0.4697258975626759 171:1.445106971111002 172:-0.6152399949922528 173:-0.1099158039205908 174:-0.2669276795523868 175:-0.9447459879469614 176:1.123288378692445 177:-0.0969502379188132 178:0.8213834299393495 179:1.633672241209461 180:1.139087810401156 181:-0.3659066710186951 182:1.364873322872021 183:-0.4794347686002285 184:-0.6970172375608 185:-0.3150314270121871 186:1.315421319766282 187:0.1536514790781554 188:-0.6174296265985618 189:0.1514610940913045 190:0.7029291627916955 191:0.2122073566104925 192:-0.2292075078036862 193:1.81942427948185 194:0.9818092210157627 195:-0.2598621055803866 196:-0.3886983372397936 197:0.2243906997962577 198:-1.299200619134036 199:0.1346461220096424
--1 0:0.4450674769236401 1:0.7615044554781151 2:-1.167617414659233 3:-0.4476751234931252 4:0.9606560906225082 5:0.2665111105115129 6:-0.4545393011968141 7:-0.8341294613873961 8:-1.168952197254161 9:-0.1878334731950288 10:-0.6941304169700859 11:1.192882365021051 12:-0.007257714828657555 13:-0.1265416814417405 14:1.23043332039229 15:0.5914939699566577 16:0.4012945999935664 17:-1.350609771296383 18:0.6539328701393339 19:-0.955040359873225 20:0.4618383532100367 21:-0.350331492068693 22:-1.041132880003758 23:0.3574655603602449 24:-0.9784233857012632 25:0.0448978241744559 26:-0.6860693079367288 27:-0.6952987709761675 28:0.2517421926131584 29:0.2043936570820472 30:-0.02238390659427577 31:0.8377039807831288 32:-2.106659976074594 33:-1.619007838885555 34:0.0415854938687644 35:0.4620513890991078 36:0.3282896161722652 37:0.1335730235335114 38:-0.5406221013436212 39:-0.02130539346897213 40:-0.2640601533860971 41:0.005834384720022698 42:-0.995795829190621 43:-1.049749822661834 44:-0.5871504338770623 45:0.8733090749121982 46:-0.6030848312603868 47:1.021653508691992 48:1.42270366772791 49:-1.320832047995022 50:-0.3190733912753516 51:0.8017786442919589 52:0.5730578287721378 53:0.7727293445739506 54:0.183242930307453 55:-0.601274057554902 56:-2.810201003028162 57:0.1512380225169791 58:-1.619088616290959 59:1.480721431720838 60:2.554090940823527 61:-0.3625986607023628 62:-2.530296924300032 63:-0.2389177268515778 64:-0.6141247434774185 65:0.5646393467068828 66:-0.6239834724520918 67:-0.5981792997212886 68:1.059648055385864 69:-1.239529034746899 70:-0.3575151402479192 71:-0.3159860558326552 72:1.247950851868553 73:-0.1276081768918205 74:-2.409168590365904 75:1.579287819121989 76:0.7131346534181264 77:1.282708238135933 78:-0.008353848787754529 79:2.190319194207216 80:0.5621697434363359 81:-0.4608330117713462 82:-0.2004106663852241 83:0.6641578738625925 84:0.6773707861483318 85:0.4817077978217549 86:-0.518950710365471 87:-0.08406643872690468 88:0.195413379966265 89:0.6252367770997947 90:-1.155015606513067 91:0.02575304363516713 92:1.470338292070153 93:-0.3076878543214854 94:0.8521307611083538 95:0.2202714813407602 96:-0.009708624710196619 97:-0.7869337991705105 98:-0.5300966663292349 99:-0.6722828558865174 100:1.877256713309513 101:-0.7489340088529881 102:0.4858833421484253 103:-2.317027399173451 104:-0.418455504647523 105:-0.04754540226206818 106:1.986359334457514 107:-0.03503517670737918 108:0.8788997880586724 109:-1.64245210263512 110:-1.521354634639456 111:-0.9391855648170079 112:0.4293071254755281 113:-0.4522809720607401 114:0.9709719989834403 115:-0.3970981534875212 116:1.390614509975191 117:1.051543943234356 118:0.9451220807232782 119:-0.3049718138620314 120:-1.600598738947006 121:1.126774968579207 122:-0.4977467029663195 123:3.019793231824383 124:-1.04905906077781 125:1.077461380645306 126:0.7969177290710943 127:1.587389271652354 128:0.5642484678177084 129:1.049478086643175 130:-0.2847855443401091 131:-0.2282105397510081 132:1.870856812529345 133:-0.1465020481231685 134:1.639921166453311 135:0.3236290679539695 136:0.2180780717791941 137:-1.124892135578071 138:0.7040195230826505 139:1.219374295814792 140:1.946460414280742 141:-0.07837852588284426 142:0.4345685508382356 143:0.1587029685173154 144:-0.4426482410715354 145:0.7728112795320579 146:0.6013156473355968 147:-0.05190591806294804 148:0.8062539091939108 149:-0.191385233757158 150:-0.2968273035976747 151:0.1761867419437254 152:-0.8322931795286729 153:-1.625451670477717 154:-0.3444626466782439 155:-0.2717481707991497 156:-0.2634682606647976 157:-1.590344503768122 158:-0.1716945795846188 159:-0.01317296537848702 160:0.4631555948164802 161:0.9037156299848864 162:0.4330877441212037 163:-0.1567469318579267 164:-0.3071634408745663 165:0.0161346096085938 166:0.9347749697390364 167:-0.7850813392072763 168:-0.09099780795411469 169:-2.147241316632818 170:0.3142355561874772 171:-1.687170718765975 172:0.5326740818763041 173:-0.9376253745383494 174:0.2941957201268652 175:0.126418229739076 176:0.5820376134708729 177:1.871301762968889 178:-1.631146108849354 179:-0.610049460047681 180:1.37169667719614 181:0.6287535198652549 182:1.277379333904046 183:0.09668771534983164 184:0.08892171130231918 185:0.1528997243768113 186:0.3223012406802522 187:0.7619204976793833 188:0.9065608524582037 189:-0.7016121273526588 190:-0.515229370703458 191:0.3010555476085359 192:-0.8762390126096088 193:-0.1750196721241375 194:0.3417961478641282 195:-0.1913648243215227 196:-0.2843158800548566 197:0.7799257016791954 198:1.694406745681156 199:-0.8657237380529701
-1 0:-0.1709756589455726 1:-0.4115298408014739 2:-1.476781796712995 3:0.4950693784998092 4:-0.662520421205098 5:-1.079114866917814 6:1.033248502880562 7:0.4490730649219526 8:-0.3881297263901154 9:-0.4318942734551842 10:0.1783946378112591 11:0.736214609617443 12:0.3584135494972067 13:0.9090201005103303 14:0.09737222308593488 15:-0.7505069333558326 16:-0.129921533791939 17:-0.6089789967291435 18:1.527053317618454 19:0.9798585787639454 20:-0.3315713212059798 21:0.5751735344070075 22:-0.01464040751569918 23:-2.078441867282522 24:-0.5763581955355634 25:-0.1396964009399248 26:-0.3233926162067653 27:0.08954678704120234 28:-0.6132699138619873 29:0.770252764148513 30:0.6208124966877923 31:-1.971814706823716 32:-1.072208184630237 33:-0.5293508002119404 34:0.7579171360280862 35:-0.9989018948605743 36:0.741249225680258 37:-0.5708737048818181 38:-1.60590302155004 39:-0.312826232977521 40:-0.05868564176469776 41:1.698189950542696 42:-0.8396792755427035 43:0.241117136216899 44:0.9751042927435083 45:-0.979873170629052 46:1.234244836769196 47:0.159212104649278 48:0.3344300456529401 49:-1.643296315644345 50:-0.1788672041817196 51:-1.276362471882033 52:0.68524019255853 53:-0.2220092679317286 54:0.6695185335109221 55:-0.9227046942760229 56:0.8928886020483132 57:0.6936413663144441 58:-0.5809885464155349 59:1.132855241147991 60:0.8980726095223431 61:-0.01147991488759177 62:-0.2201446344627707 63:-0.7809664706064527 64:-0.2560032546453027 65:1.624345280181107 66:-0.6160821123008898 67:-0.5094531710743608 68:0.07423578559324753 69:0.4773978390926034 70:-0.9535509804174777 71:-0.9302261241380517 72:0.009351628887972785 73:0.06505116501964098 74:-1.0465459837338 75:-1.078901095890864 76:1.174768833721793 77:0.2748998381182555 78:-0.2113071954291046 79:-0.02676848027636952 80:-0.1047915676590296 81:0.01439470620619345 82:0.3304743959579822 83:0.5650819060176925 84:0.7641417793864083 85:0.1545967544336904 86:0.307172713623184 87:-0.2755049421513236 88:-0.5272552606433557 89:-0.1818549614401859 90:-1.521969252107772 91:1.528739476405591 92:-0.1010086663305333 93:0.5133414914449893 94:-0.7332271535694811 95:-0.7064851746963148 96:0.1283581428115139 97:0.7918522836461942 98:1.462442389231482 99:-0.4497385124047836 100:0.1623953882296089 101:-0.1857221209002231 102:0.9078587090146027 103:-0.3740295018824545 104:-0.1057994585442307 105:0.55879467659671 106:-0.2704905977366091 107:1.457958052371807 108:-1.714971033933286 109:0.2827197944915464 110:0.4640138226389635 111:-0.6829295621211745 112:-0.504049049800555 113:-0.3720382910277379 114:-1.496220941311893 115:-0.1732997956799133 116:-1.372229527732123 117:-0.5411254596756121 118:0.1499895163514268 119:-0.3071603106279216 120:-1.781891222350167 121:1.006030662567525 122:0.4820729092665635 123:-0.9410940169153214 124:-0.8297938457664173 125:-0.2199146352222802 126:1.402258626813885 127:-0.4908541106858779 128:0.8052401408173134 129:2.031878683717157 130:-0.2452366994001995 131:-0.7285463217178635 132:0.2727939576284727 133:-0.9144343010771403 134:-1.239673787139366 135:0.536958119063049 136:0.3568417473127273 137:0.8736867302776226 138:0.7339328663166547 139:0.6524000861506364 140:0.2651118312673145 141:-0.2106826213597098 142:0.01681621734779682 143:-0.6153845654794668 144:0.9094696693551635 145:-2.011485011825337 146:-0.5999322696972869 147:-0.5438803792824597 148:1.398880125428597 149:0.7525670504263946 150:0.6066874742961971 151:-1.338596765275497 152:0.4788425232974171 153:-0.09643483765781354 154:1.202263218213228 155:-1.146312905922819 156:-0.2823220635256902 157:0.1474619047825974 158:0.6012050926983306 159:-1.304394876309076 160:1.908796079106322 161:0.6685942359898431 162:-0.530737265934456 163:0.03379619864669697 164:2.43310294953678 165:-0.5185524843962218 166:-0.8385413607124297 167:2.278596569147095 168:0.6606288491618783 169:-1.802295877236601 170:-0.1103343013933834 171:-0.8580745602605172 172:-0.02915056490420244 173:-0.5067605238334593 174:1.870278513376912 175:0.5341714180179503 176:0.00301252152545072 177:-0.1221639810557659 178:0.2952162739003867 179:-0.7513014624802345 180:1.406010923620602 181:-0.7905407223881892 182:0.5115457156608926 183:0.8525065230981685 184:-0.9209755882079942 185:-0.6324237549091768 186:-0.03191185119160411 187:-1.303169459285065 188:0.8897143265906353 189:0.1487653301726245 190:-0.3732464017714624 191:0.2286829589309211 192:-0.7904750741381644 193:0.3892455216160909 194:0.2581596485317202 195:-0.2289530969503046 196:1.132190483203767 197:0.6854253634004056 198:0.6266114442476591 199:0.9232672749547712
-1 0:-0.3699264022584978 1:2.136522828050769 2:0.3966817682875744 3:-0.4655738563390303 4:0.145476714861474 5:0.8144346841338342 6:0.3166270993226685 7:-2.678516825272175 8:-0.8218051036848782 9:-0.9504812237746989 10:0.7817276812837608 11:-0.08732313001302457 12:1.295011427358328 13:0.711768843636835 14:-1.281279063539974 15:1.549132988084715 16:0.2191843366344932 17:-0.990668117091795 18:-1.35606962732109 19:2.04616563172185 20:-0.2972443401272047 21:1.943795364725412 22:-0.1856047337339372 23:-2.171622753810763 24:0.4681109041500362 25:0.4071003015789868 26:-0.2800226499217732 27:0.1293219044393825 28:1.174512144871269 29:-0.5680904644840961 30:-0.4706216934162297 31:-1.749939335159602 32:-0.5317662703508966 33:-0.6950839540517989 34:-0.2729891899935963 35:0.7692722989401881 36:2.080001548811546 37:-1.001211857543566 38:0.85154917110941 39:-0.7316797631210049 40:1.031063917540044 41:0.7778411674800162 42:-0.8012095058657968 43:-0.02002305288026349 44:-0.04008030218256561 45:-1.050198751590898 46:1.837336129064161 47:0.8704030032829693 48:-0.6194276347780638 49:0.6833559335192176 50:0.4710716883547392 51:1.460186230706626 52:-0.4334336738055486 53:0.6817010836980846 54:-1.130387667555665 55:1.585220435849094 56:-1.660889254794045 57:-0.7431491330689163 58:0.08079850617780999 59:0.8847872232827905 60:0.283730045399798 61:0.4464485462301842 62:0.1909761847415894 63:-0.8715903898010394 64:-0.7741114003909209 65:0.3666949458463458 66:-1.087916507596702 67:-0.29899804731743 68:-0.614757246382284 69:0.903709615266273 70:0.9336112450431683 71:0.5600418652128905 72:0.1019177168762177 73:0.7609987209930525 74:-0.8251691799090169 75:0.8912544316945782 76:0.4318421440974274 77:0.5979158268367007 78:0.5787319595158423 79:0.5331217636054816 80:1.129669510250461 81:-0.1255403011135002 82:0.7832010885007779 83:-0.9227632133174526 84:1.885754711217271 85:1.206831802051554 86:-1.066256984043435 87:-0.441868769990328 88:0.5170850570582256 89:0.7050596637988232 90:-1.076401188046318 91:0.366274399381529 92:-0.3324900936369279 93:0.05411125906569938 94:-0.7496808632216456 95:-0.5288716403494709 96:0.5518630004092121 97:0.1989122623756026 98:-0.3443572255227839 99:0.2241529778281593 100:-1.686912412119138 101:-1.9526535555903 102:1.467784080175581 103:0.9254021002543505 104:0.5244977208294372 105:0.3457465145977195 106:0.2409123533205921 107:0.4011110044441056 108:-0.5331496583480355 109:-1.445452508344497 110:0.5192466774695034 111:0.6732576029637447 112:0.2726995147162965 113:-0.1895499473652598 114:-0.5710318321885086 115:2.228363135107918 116:0.6137161681672882 117:1.801468865754076 118:-0.2633778397167915 119:1.022650497266099 120:-0.417947973734323 121:-0.9336632603231804 122:-0.4070242716308673 123:1.231955004658208 124:0.2833476932714415 125:1.08856710015264 126:-0.05608683436394643 127:-0.7302520567976116 128:0.6274380696715151 129:-0.4096108634181527 130:0.2774218970559418 131:0.6535770184800791 132:-1.330557238205844 133:0.7200687391699158 134:0.2475260993573662 135:-0.3374726164742968 136:0.56606771720759 137:-0.377440406744838 138:-0.3270409554354963 139:0.01207933363009383 140:-0.1693443923465485 141:0.5381530130056232 142:-0.3777983496479138 143:1.137986113502408 144:-0.2122374798600045 145:0.7958467966889334 146:-0.5996759011471318 147:1.725311983669304 148:-0.3106370533588375 149:1.033071110780956 150:1.586778861687537 151:-0.6648107855700089 152:1.182722060886292 153:1.076181668897286 154:-0.2614127075813297 155:0.8275261034122328 156:0.8992014075357545 157:-0.226973935081975 158:0.5991652503120859 159:0.3703519880930536 160:-0.6577988588279139 161:0.009751134203057215 162:-0.504465010257752 163:-0.4648979091936634 164:0.7564433847258505 165:-0.9048130700455392 166:0.1086782886851612 167:0.09208523910270859 168:0.009892196291062845 169:1.25683352774166 170:-1.163327151731087 171:0.7412063223647214 172:1.527628781009374 173:-1.3502186885767 174:-0.03609824923413489 175:1.676167040892008 176:-0.02000311758113969 177:-1.37709654982425 178:-0.5440393015097734 179:0.4252556660566387 180:0.8816538748551359 181:0.9340849195596068 182:2.357158222137765 183:-0.6361165670612194 184:0.2875519189973197 185:-0.6957756925053278 186:-0.5079744866334995 187:0.3196257609412807 188:1.562590494968777 189:0.9327994140263787 190:0.6166782688578448 191:-0.5375408434137621 192:-2.046828325031748 193:-1.077107527079829 194:-0.6335459777776664 195:-0.276027669885778 196:-0.5684414218774375 197:0.3971914335836343 198:0.195001523300618 199:-0.4928273162383736
-1 0:0.02535767368507271 1:-0.5554449127808589 2:-0.3057986167837159 3:0.04365939859290183 4:-1.618883122324023 5:-0.6072980984623109 6:-0.1576345003871939 7:-0.4418071822955879 8:-1.04131893858007 9:-0.1458955169327015 10:-1.080106788646997 11:0.6842462985943494 12:-0.9199088510960319 13:-0.1477867667947182 14:0.1401050712963852 15:-0.1609764915661995 16:-0.6358193458699677 17:-0.8485333870878866 18:-0.09832301775650133 19:-0.5123392342105849 20:0.3925920119909549 21:1.101982086806816 22:0.4508550401128828 23:-1.839771609874359 24:-0.4422743000378755 25:1.049828841587047 26:-0.4831400430065014 27:2.05585579652628 28:1.012453381246194 29:1.982478882633631 30:-1.111524464126037 31:-0.7120033904038642 32:-1.17234320295154 33:1.257391321492418 34:-0.712836683863677 35:-1.014363290520438 36:-1.274460472878608 37:0.1402736546072226 38:0.998727247361312 39:-0.1051627001882467 40:0.6476088117158193 41:-0.6428939304788575 42:-2.665079934587398 43:3.259402273134357 44:1.900996249869084 45:-0.4860482470543695 46:-0.9025575365962707 47:0.9596157037156686 48:-0.1872682964945777 49:-1.010702327321522 50:1.544985914080239 51:-1.210357641242824 52:1.542267426414213 53:-0.3727324349435656 54:-0.02249899706749565 55:0.9085273261576455 56:-1.239757018583862 57:0.5249580528561449 58:-1.482254472624617 59:-0.4139463879775213 60:-2.130315732097085 61:1.04840990180454 62:0.8624446969912137 63:-1.187843854202331 64:-2.026400009976531 65:-0.1895758903847408 66:1.803122750536977 67:0.1838700417707468 68:-0.1091665652729818 69:-1.655887602076813 70:-1.47355394985269 71:-0.04977548661542777 72:0.7479884151781984 73:-0.2686868197595088 74:-0.6495396008524691 75:3.460365383837317 76:0.04254226615339471 77:-1.310740474409402 78:0.8038577092857874 79:-0.904065126959339 80:-0.1005192453442888 81:0.1940350347437004 82:-1.07900882255124 83:-0.444330895173732 84:-0.5808090342000048 85:-0.4233306224582313 86:-0.9695906337927588 87:-0.7137842680355286 88:1.18574897108871 89:1.203560247876807 90:-0.07675326899694536 91:-0.5659493078295654 92:-0.5355450755557812 93:-0.2470259762512416 94:-0.5447906346914112 95:0.9232243643548953 96:-0.8571226619052462 97:-0.1516305768091065 98:-0.8097330393230702 99:-1.991697904129473 100:-1.946360863928907 101:0.798669246851994 102:-2.158614756542499 103:0.8319394134475288 104:1.598368607164627 105:1.097177106540775 106:-0.2539731304161528 107:-1.664561243511568 108:1.412639909645027 109:-1.298629001196871 110:1.040546357624043 111:-0.3124451911689577 112:-0.06638029917329508 113:-0.5185959486062308 114:0.06035634382960565 115:-1.182260095113329 116:-1.221503298165116 117:-2.203611798815933 118:0.2204789002164028 119:-0.3066512820609814 120:0.02262674199859932 121:0.1513836526958461 122:-0.1373093225210996 123:-0.5030246635411739 124:-0.5914428093636469 125:-0.007851537959840929 126:1.385088354507875 127:0.9822720152522277 128:0.6008371267223204 129:0.6130426252772552 130:-1.542990987837258 131:-0.7223334951573682 132:0.6756734249182589 133:-0.2399918407205901 134:0.3681039132994491 135:1.080471725801628 136:1.296612916596179 137:-0.2806770740051523 138:-0.9201153826895724 139:-0.2563234220767162 140:-0.8798353735728244 141:0.6453522498669867 142:0.09950140577099281 143:2.012303188757693 144:-2.907096926046959 145:-1.595910941019065 146:-1.092827355877356 147:-1.375218464047731 148:0.02256656060839032 149:0.2304652748725227 150:0.8500699675123319 151:1.066652765029413 152:0.5937532615404223 153:-0.04433693900857976 154:-0.458771960641066 155:1.200621251974308 156:-2.084845513597697 157:-0.187651871466369 158:0.4548920933604878 159:-0.04844276437051921 160:0.1136338761631585 161:-1.593318475954737 162:0.9735480358337629 163:0.316983372194208 164:-1.306337243159735 165:0.7868009784087213 166:0.249993827571726 167:0.9096955348052694 168:-0.1416144906501778 169:0.3159332035750022 170:0.8276893211129454 171:0.4843308504630605 172:-0.2691646347654996 173:0.194622802432778 174:-0.1271090761638096 175:-1.152781485352683 176:1.185289903194921 177:0.09101385121124933 178:0.5698990878452522 179:-0.7916714097672723 180:0.6293656299581891 181:-0.3674665411114865 182:0.7303608447392219 183:-0.09699064866941789 184:1.468254776987237 185:0.2201442040159385 186:1.844575780093068 187:0.1203299789823415 188:-0.6464596695046015 189:2.126999214533124 190:-1.626679715294113 191:-1.010414447442616 192:0.7322398880515106 193:1.704915762455971 194:-0.1895825002426851 195:-0.3505227268032807 196:-0.008957888588092211 197:-1.014201965919214 198:0.5929131254459301 199:0.187969418029012
--1 0:1.318967522618484 1:-0.8643180803662265 2:0.7505055426673887 3:-0.2405089206805562 4:2.065914903012602 5:0.9165196369897616 6:0.002677064254532567 7:-1.394982634988023 8:0.6334549398889832 9:0.1279836369179102 10:0.01432757308200954 11:1.096691064057249 12:-0.4028664991947731 13:1.064883517763131 14:-0.6113060850901914 15:0.248493787517806 16:0.9834305891404694 17:1.475404508541414 18:-1.716976633841963 19:0.5833370827425377 20:0.3213932586593229 21:0.5135846321490819 22:0.5725740074228208 23:-1.581485002752731 24:-1.296721206848378 25:0.7310725639976721 26:-0.3551955777516341 27:0.8073196208796222 28:0.5249531379770674 29:-0.431099224758793 30:0.4496010851904149 31:0.0910846765280334 32:-0.7203503988793097 33:-1.555949844818574 34:-0.7761543520787304 35:1.149920807629469 36:0.642068814944931 37:-0.1007848091046554 38:-0.000575972718330654 39:-0.7167890139638814 40:0.1546373585507375 41:0.8490649412883785 42:-0.6197209237837686 43:-0.2439352212642398 44:-1.606660401302436 45:0.8228862602920494 46:0.2826293492358548 47:-0.5075991745012416 48:-0.238370801951945 49:-0.1279783559188809 50:-1.168551869957335 51:0.5306268667962221 52:1.788487738631942 53:-1.395083694877252 54:-0.3373180384131522 55:0.3388673532521223 56:0.4159127960441001 57:-0.09680638880745052 58:1.56400134551843 59:0.9102269013163102 60:1.483128140028541 61:-0.4733256877408097 62:-0.8363901746995839 63:0.1623871507904425 64:0.09289007678807408 65:-0.981029088399814 66:-2.16473364016217 67:-1.503295473316369 68:-1.858885614989066 69:-1.676785059119516 70:-0.2005943581801465 71:0.6049379271320187 72:0.3000255939388402 73:1.096508107669028 74:-0.8199766948104126 75:-1.839911237410134 76:1.288958386082976 77:-0.8947393493486923 78:0.4120521575074245 79:-0.7567144656079628 80:-0.1087437248433833 81:0.6614869495632077 82:1.253148173005937 83:-0.3489643921483184 84:-1.789166034878963 85:-0.344983300551976 86:-0.9791143806599478 87:0.3780436888855531 88:-1.00952246333518 89:-0.1859933904290318 90:0.5419460083739276 91:0.06802782086604993 92:-1.248304955794742 93:-1.060305312928596 94:0.3927651388968025 95:1.662822466824606 96:-1.127585650852827 97:-0.2712654953320265 98:0.870413840010076 99:-1.038771491173499 100:0.3250194271892239 101:0.9146893913221487 102:0.8867157258542623 103:-1.41227127146261 104:0.5891433886036039 105:-0.5396461945194397 106:-0.3052999149274799 107:-1.068722439286944 108:-0.08566810087696226 109:-0.2334751055131644 110:-0.3417789183429242 111:0.5475480157729807 112:0.6969662191856195 113:-2.353321091040422 114:0.3322764485979477 115:-0.1627643731553398 116:0.3028435255804238 117:1.743138083978558 118:0.5538364319661501 119:-0.824132944626273 120:2.039364370899002 121:1.018137959218886 122:-0.1361477766769021 123:-0.007195941376766463 124:0.3050313204413918 125:-0.4818880178856472 126:-0.5011638329085917 127:0.3241561258978441 128:0.9137168301307026 129:-0.04445656330994473 130:-1.027462303634917 131:1.459687783152978 132:-0.009482599525352716 133:-0.6859640992251075 134:-0.334945062022883 135:-0.1742835119060636 136:0.2717831852157537 137:-1.240781252713525 138:0.492665099578188 139:1.342425587749759 140:2.448469989642041 141:0.7569547962225605 142:1.61624160996915 143:-0.371196670726357 144:2.265537877599083 145:-0.586069805666237 146:-0.7299085637046284 147:1.127853399954427 148:1.161995570111954 149:0.2904265503638597 150:0.9233729873257647 151:-0.9244426568688831 152:1.94524513019496 153:-2.143064967492727 154:-0.943785383182814 155:-0.3985435774337238 156:0.4416517386394179 157:-0.5200791838499152 158:-0.1006057364556645 159:-1.37191936838523 160:-1.334034417833716 161:1.041479671877806 162:0.2486465824028654 163:1.279028069153952 164:1.497935272458304 165:-0.315751802078197 166:-0.3442763011125812 167:-0.8172877259444334 168:1.599105300777031 169:-1.035602653269331 170:-0.9211671565803728 171:-0.4138275917601307 172:1.774519821199514 173:-0.3112600088926123 174:0.1640959080057943 175:-0.1207272320999176 176:-1.373751685883465 177:0.930983176280008 178:-0.1419786712909076 179:-0.3718217054227 180:-0.1825502336602107 181:-0.5180045986124341 182:1.060177789963054 183:-1.253539009983544 184:-1.318418277287404 185:-0.9041093776135023 186:0.239900750927251 187:-0.2989214912621559 188:-0.4198079303465992 189:1.502155061005104 190:0.2659235446206055 191:-0.9837075928693341 192:-0.8610575987555283 193:1.262703824433599 194:1.852815756748223 195:1.369606114989512 196:0.2719520219347782 197:0.2977087179512264 198:0.8959556057331223 199:0.1058087581587212
--1 0:0.665542138624878 1:-0.8410020605131632 2:1.134982951343588 3:-0.2245682746879227 4:1.006725187738614 5:-0.249929373502848 6:2.216583936341551 7:0.9466748383925278 8:0.8132139186345054 9:-0.9941321314124194 10:0.8003755726593834 11:-0.836455971732134 12:-2.084609588851116 13:1.492729255527986 14:-0.4265039053840789 15:1.843468025192148 16:-2.286541294038246 17:-0.9098890991676525 18:-0.3509457904035048 19:0.7728215208724973 20:0.1106597755962127 21:0.9610028494875871 22:0.1241127438761412 23:-0.1235378739291276 24:-1.651370059553496 25:0.09988216915259324 26:-1.201694037804687 27:0.5681384367531783 28:-0.7016849277530909 29:-0.6744227665149527 30:-1.576933545854153 31:-1.670874077382256 32:-0.6234012653922735 33:0.1678961675710881 34:-0.4596043995267242 35:1.147202213846643 36:-1.788965589612639 37:0.617861282219425 38:-0.4857949600665556 39:-0.2911267760805421 40:-1.412832820580702 41:0.1620985089904132 42:-1.384453246200541 43:-0.3171203355435512 44:1.36871651074429 45:-0.4932484930705466 46:0.5547356081778885 47:0.4888807533455179 48:0.8578366414721496 49:-1.421036541106983 50:0.6482910299821645 51:1.148645947506589 52:-0.8680343538529417 53:-1.69257712562745 54:-1.124890346485448 55:-0.2866954449090994 56:-0.02539619595237702 57:-0.3719180916762546 58:0.5041025749769616 59:0.7519932385431064 60:0.2107769204993103 61:-0.3078307792757756 62:-0.8743804431532169 63:-0.1857488053612544 64:1.068095245351825 65:-0.4516622955030982 66:-0.4290003693320311 67:0.4826026430900756 68:0.3734264791845204 69:0.6100501056297807 70:0.315431603821376 71:0.1060701302484822 72:-0.5952501863817308 73:-0.3287424603803329 74:-1.490057748703084 75:0.1093456951657273 76:0.437077485699048 77:0.1248042287388266 78:0.2248446428097041 79:-1.047053495967086 80:-0.04402432521718119 81:1.048563671164791 82:-1.031446363363964 83:-1.003518829571923 84:-0.3398068678281863 85:1.149389114963582 86:0.9915510513555919 87:0.7712921902619281 88:-0.7439742288368629 89:-0.8852017674195682 90:0.5496589735312062 91:1.75573488359091 92:-0.3757836765319921 93:-0.4196720002244418 94:2.436633660310407 95:0.6864344552751895 96:0.06983127321718041 97:0.989847336503726 98:-0.0493803825166878 99:-0.4895996372443472 100:-0.1051380172502206 101:0.3124866427468497 102:-0.9628790638585609 103:-0.7382747316463771 104:0.2947206686816476 105:-0.2236259897972184 106:0.6493175178395874 107:0.7977713901825582 108:0.6173255421596339 109:-0.7451280940609917 110:-1.777720591835891 111:-0.3322151469140353 112:-1.344251223486215 113:-1.607730064491945 114:-0.2137752525055323 115:0.2301067694220116 116:0.1597142878036456 117:-0.8517266230331557 118:-0.4116638545894528 119:-1.493076316540094 120:0.5685420321862579 121:0.5275463912099407 122:0.5541900305802807 123:-0.8323476629575121 124:-0.8278392190615945 125:0.3194878598936108 126:-0.652246702353147 127:0.3581754367952281 128:2.22671675524953 129:-0.09216693290844305 130:-1.691357897992104 131:-0.4053944172813249 132:0.6598125204318298 133:-1.117419098355999 134:-0.0160974688999817 135:-0.5195574456204263 136:1.127714267744525 137:-0.7268288850144076 138:-0.28675435363735 139:-0.1544910657738328 140:-0.8076356208267985 141:1.057512715609216 142:1.985910629491592 143:-0.2437852574025628 144:1.382487070673565 145:-0.8754111225123248 146:-1.003978819218837 147:0.62422980333415 148:0.4008085313604258 149:-0.7179164943158401 150:-0.1953320445813112 151:1.076226000819215 152:-0.3116289985085992 153:-1.391190907433502 154:-0.09577929058170896 155:-0.5274369631300064 156:0.4408714315870049 157:1.480563004746775 158:0.0686286818763758 159:-0.7140164771640535 160:0.7322390334918238 161:-2.002859152713231 162:1.523128513915024 163:-0.4577210015864623 164:0.05509394968760897 165:0.4075385660017576 166:-0.6327562767296694 167:-1.210987932999029 168:1.18260613331409 169:-0.04765197677456153 170:1.049358501002209 171:0.8880029074778414 172:2.625280677092968 173:1.427538522513357 174:0.4563685765079975 175:-0.3207379610963748 176:-0.04446096221229785 177:-0.3782374303168009 178:-0.07686666282386355 179:0.6113034368694693 180:0.9498958211899042 181:0.3262302634929113 182:-0.6909681909829141 183:-0.9235731343523865 184:1.537499148966825 185:-0.45738505180517 186:-0.7448746515925815 187:-0.510121972360319 188:-0.2426401214580311 189:-0.1229344375045954 190:0.22712637049433 191:-0.4746844702151221 192:0.2754968191999174 193:1.915073796592257 194:0.8589830819401478 195:-1.16568293840322 196:-0.8986299697038157 197:1.055024786049977 198:-0.09379150177770688 199:-0.6487236976463848
--1 0:0.3166810742742004 1:0.735387042570109 2:-0.5889044966239768 3:-0.131845694065559 4:1.531921184483395 5:-1.493270047402434 6:-1.320002614949082 7:-0.7189651064023849 8:-0.3391981193599116 9:-0.2333286856626261 10:0.252125992400227 11:0.1884583967789549 12:-0.8507905294096334 13:-0.4386361523496682 14:0.1945622726881642 15:-0.9181931351469361 16:-0.9869744375474295 17:-1.419973672499388 18:-1.512948301621992 19:-0.376450876844628 20:1.272987952482791 21:0.6847653922450475 22:0.3603913414633586 23:1.279731394959225 24:0.04836291989103628 25:0.958753168136121 26:-0.6813310054609173 27:-0.65175058876643 28:1.70044123443577 29:0.7976043919967877 30:-0.1404986641594121 31:0.3030819052567174 32:0.08983687311203409 33:1.706449969827397 34:-0.3099730170588921 35:1.537186397878248 36:-0.2531111623172042 37:-1.018646009745513 38:2.210799445300806 39:1.721673218992332 40:-0.7354078322381595 41:1.169244407570711 42:1.174711845625477 43:-1.360344920753229 44:0.2051653289714442 45:0.7343798102647456 46:2.4000225633855 47:0.7992562646728483 48:0.1071156657647867 49:0.4550829956772636 50:2.181787605135727 51:0.300635378366031 52:0.4917407599351698 53:-0.618828849675632 54:-0.1570069937691489 55:0.4737259822106389 56:0.7656227322226453 57:-0.1801065013104578 58:-1.457169441338726 59:-0.2395931232782219 60:-0.1280843382292872 61:-0.5082377934141752 62:-0.4219219394769889 63:-0.2147688628420003 64:-0.9676234352933936 65:-0.7281745946994909 66:-1.078174671538797 67:0.4656790358705982 68:-0.1771611540607778 69:-0.4675611819550771 70:0.4784370011204984 71:0.3018949997975646 72:0.164940486795337 73:-1.596562782162121 74:0.001453590139313702 75:-0.563201937871744 76:0.9678313294194961 77:-0.3847424647523245 78:-1.454976799850666 79:1.683013916235556 80:0.2847743910599595 81:0.1913858986548798 82:1.586834803721789 83:-0.009589035994513445 84:-0.4849103453717059 85:0.1653357478564111 86:-1.707949252769552 87:1.12051909192219 88:-0.0906683004562068 89:-0.3552160759210439 90:-1.814892230475827 91:1.061710237336537 92:-0.4241489396489246 93:-0.08106856974563682 94:-0.7721550927570515 95:-0.7898996246407803 96:-0.5651680863489841 97:0.8230238107469534 98:0.7078414084217792 99:0.9258664307679506 100:0.4512629391116059 101:-2.650167842420987 102:-0.8093858859328998 103:0.4148638238388139 104:1.521577487957059 105:1.136091473382222 106:-1.358603287194908 107:-1.279183672037026 108:-0.5588067955311973 109:0.3933148042265875 110:0.5136595764595884 111:0.3226073961345147 112:0.2346210404084807 113:-1.629699603503233 114:-0.5027620335026302 115:-1.027827250243765 116:-1.231616159207949 117:0.346108454304369 118:-0.1085365709009939 119:-0.2214624639107605 120:-2.529263306683172 121:-1.077436339615562 122:-1.35965394194527 123:-0.2054545989112263 124:0.5245516635159814 125:1.785164013960438 126:1.03633731519209 127:-0.7284036933090827 128:0.1628272231555666 129:-1.940644146916523 130:0.03531276022071821 131:-0.5326311468436444 132:1.107030143399249 133:-0.7320643800866783 134:1.717724678655965 135:-1.313028116017874 136:1.479591014578767 137:-2.329917043099669 138:1.402083780808164 139:-0.988556041725218 140:-1.703361989333611 141:0.9618938682741972 142:0.1634981274322269 143:-0.3642709725955621 144:-1.280008974659727 145:0.3865212527594745 146:0.1120205483220108 147:3.094939380788081 148:0.4411779801818163 149:-1.441530694152836 150:-1.334362245385823 151:-0.5884115860555402 152:-0.3680939812063834 153:-0.6689634482627334 154:0.1916432535743286 155:-0.6501787140480286 156:-0.6760827207605193 157:-0.4544474857764298 158:0.440173671937028 159:1.192216701330274 160:0.6304091554262704 161:-1.824747266006738 162:-1.881284488441131 163:1.5735197731972 164:0.3478107640350878 165:-0.1019388760718919 166:-0.1221616038898594 167:0.02946120738517197 168:0.04821353739422495 169:0.3564641453020986 170:0.5961719642222468 171:-0.4672790068788416 172:-1.245277140957852 173:1.039512330721578 174:-0.2298218205599066 175:-0.07826017396961581 176:1.450004725777229 177:0.5440428144026341 178:0.2063596717557262 179:-0.3786600063222116 180:0.1894407614452623 181:-0.6287556557770835 182:-0.1274979009602592 183:-0.9970925291546986 184:1.230812265783977 185:1.030984129719316 186:0.7421244511348923 187:1.547026208776578 188:-0.8691377437484629 189:-0.4146075754229655 190:-2.342886949183366 191:-0.4946894030993784 192:-0.2701163174800877 193:1.487086422725625 194:2.006709094768774 195:0.7739905926746812 196:-1.335647921197262 197:-0.7657567808839479 198:1.800570596547813 199:1.074794656709076
--1 0:0.3460890474708685 1:0.3083451259405153 2:1.163227486459649 3:-0.09229772437090279 4:0.5024542338969159 5:-0.4014235927717012 6:0.9985906694270371 7:-0.02654256383766963 8:-1.320300350220416 9:0.4888884580768335 10:0.8112579100632313 11:1.200121028711342 12:-0.7951217595352267 13:-0.7503027263551683 14:-0.9716859119078898 15:0.02446503112929977 16:0.5790892124804609 17:0.04462352435889343 18:1.080514595964419 19:-0.7229720373822154 20:-0.3213698188757066 21:-0.5528574817919839 22:1.060757217792325 23:0.7890961922539917 24:0.996154648243223 25:0.9864636653254203 26:0.04762419708918345 27:-0.01456538330260026 28:1.217793117075366 29:0.07671570212997485 30:1.868603146981471 31:0.09721739109198471 32:0.3199952301689978 33:1.936874383850545 34:0.4507313912138745 35:2.601353276132814 36:-2.529923928172926 37:0.8947257346675235 38:1.829851909263401 39:-0.1935849147900127 40:0.8556393502678412 41:0.6653114952614372 42:-1.635149759982162 43:1.166073559059329 44:-0.01325863865731162 45:-0.7062846006012499 46:0.8853848322886372 47:-0.4530864266550535 48:-0.7296392624910819 49:0.1420514800549015 50:0.5488390409369731 51:-0.2768194886907344 52:0.5005715891600375 53:0.8564436059157466 54:-0.1686244803992635 55:0.515070729267603 56:-0.7160515260914267 57:1.378997524798851 58:0.2128140121989071 59:-0.5102872594757815 60:-0.05281403068149413 61:1.453000542074229 62:0.217871957281534 63:-0.7788496299147334 64:0.2956705264761297 65:-0.5666384389582025 66:-0.3383617982607741 67:0.7027110259537593 68:0.1958176660638611 69:0.8275837090954649 70:-0.9147706350566114 71:0.2052626351653872 72:-0.8468926752326658 73:1.735787727578579 74:0.4205270159497376 75:0.05462454406694814 76:0.8408732381960023 77:0.3440519832703354 78:-1.131795520995738 79:0.6066459858562281 80:-0.8768718088260704 81:2.98010461857613 82:-0.636201790030265 83:-0.3737461780765824 84:0.7914132259965493 85:-1.445193103612064 86:-0.6124475211477143 87:0.2407857437299829 88:0.1312844754012802 89:-1.160632980397915 90:0.3719798163349141 91:-0.2055989570540198 92:0.6803358520529029 93:0.1235117272580743 94:-1.931506869075118 95:0.6374826690112877 96:-0.6502859379048396 97:-0.333935474680883 98:0.0235851632879193 99:-1.682272425229106 100:-0.09894318898854963 101:-1.244342831088809 102:1.071062138056069 103:2.115124870704069 104:-0.7248835693150365 105:0.09112813299159614 106:0.07659782837645045 107:-0.3087562870684248 108:-0.1897316281109549 109:0.3946009621389112 110:-0.9398501386023791 111:-2.515005413537799 112:-0.2620424609582486 113:-0.6430540683997787 114:-1.205981104298012 115:2.062443038777089 116:-0.7170414191349741 117:-0.7861380925214038 118:-0.7791285641316972 119:1.510685130429338 120:-0.3199892967454296 121:0.667099291295092 122:-0.2736534702952804 123:-0.1934227599904241 124:0.5992469564022785 125:0.9960872261635122 126:-0.05684222477497955 127:-0.1524544592316974 128:-0.2714544802612429 129:0.9042465849159255 130:-0.2829886188032576 131:-0.1047807064549047 132:-2.15510693612258 133:-0.7094117707745921 134:-1.687972388852547 135:-0.6048694699023912 136:-1.988308804028907 137:-0.7388786533660257 138:0.5743782722122895 139:-1.269203317930724 140:-1.737182494395062 141:0.9862306818861705 142:-0.522373122789574 143:0.275294944839826 144:-0.1656920499504456 145:-0.6694682190073404 146:1.941653360737883 147:-0.9377847899688504 148:0.6959562393599685 149:0.2365230278442407 150:0.1292173875351862 151:-1.190471858610314 152:-2.727431795372778 153:0.7407617639645675 154:-0.5494097666815786 155:0.2194022022922817 156:-0.6467523597583947 157:-0.3785283386797853 158:0.2755347245982638 159:0.4056275324297463 160:0.2828993294490242 161:-0.6169016460490708 162:0.2162667676419211 163:1.270403769008263 164:1.256425208627984 165:1.356398116147346 166:-0.767875972042748 167:3.21067457248688 168:0.2888736225904152 169:-1.445546208607045 170:0.08427593055537674 171:0.8821534702387088 172:-0.118118392256436 173:1.191497412198928 174:1.451870064636485 175:-2.502847903612394 176:0.01907332012496456 177:0.05159731645287226 178:-0.4563222390113642 179:-0.1000241489639631 180:1.146684558417209 181:1.656959625351317 182:0.5418282461617637 183:-3.148654353717416 184:2.001781623674261 185:1.70410834054345 186:-0.6487998501405365 187:1.130064909732766 188:0.02101285010429959 189:-0.3165648843829015 190:0.4230664854710459 191:-0.9721676385306883 192:0.3330363776043364 193:-1.077441810621192 194:-1.396641025494695 195:-0.923190658268417 196:0.8787084103230729 197:0.1856588951472041 198:0.8633342395770739 199:2.993138583627243
-1 0:2.201300065294423 1:1.401923531675596 2:-0.65184257097488 3:0.9179348341966759 4:0.097272617263929 5:-0.179899907516104 6:-0.8771128550081113 7:0.4235101707917113 8:0.5171420062056021 9:1.320649757062323 10:0.6792058549499034 11:-0.4368666070154834 12:1.186852052500794 13:-1.194361036544339 14:0.8133904259869462 15:-0.7581445737442074 16:0.1458194057487687 17:-2.64015650926289 18:1.548807257303548 19:-0.5845401222892809 20:-1.37029615281171 21:0.3094703255751782 22:0.3527321470252315 23:-1.125780036427173 24:0.4737708000572026 25:0.4432445923020353 26:-0.5037030472432548 27:0.547797330038186 28:0.9306441321300364 29:-0.9339337195546235 30:-0.65187258094566 31:-0.1725914910183084 32:-0.2152710215590516 33:-0.433940151810507 34:-0.4295569060155718 35:-0.9015390503564333 36:0.0384142189651673 37:0.7022063849483204 38:-1.31926954806565 39:0.1190238731287475 40:-0.4496260279164945 41:0.1369713479189291 42:-0.7865361575931076 43:1.255653775155516 44:-0.8929888602653943 45:-0.4872019196966897 46:-1.152180967214542 47:-2.048519263103584 48:0.7840534579839006 49:3.012885050947509 50:-1.655376487047995 51:-1.20351419857974 52:0.09274290217635202 53:1.002474918360558 54:-0.2613221348924429 55:1.394137300733609 56:0.9362693846423641 57:1.000799404164656 58:0.09096983607773126 59:-0.7333153398437331 60:0.552653556337376 61:-1.382224483060876 62:-2.022299919669603 63:-0.2769864920054231 64:-0.9369734074516124 65:-0.1031688180644194 66:0.08061149747638506 67:1.154889809370729 68:1.096392451783172 69:0.4463259162959223 70:0.1647317336158012 71:-0.8698166135905594 72:-0.5058608357480396 73:-0.8181548039426125 74:0.0563254359231254 75:-0.3289471961930123 76:0.2095785647380245 77:-0.8586551157185642 78:2.367480104869449 79:0.954721970327127 80:-0.4796983039607411 81:-0.7101614549504128 82:1.184331990106327 83:-1.427858683615497 84:-0.7388231012258698 85:0.1370875171295915 86:0.5967654055265561 87:-0.4913831456977658 88:1.45408846535653 89:-0.2281933722074203 90:0.1787062328188506 91:0.8013173051755266 92:-0.6993912368781467 93:-1.835081747329261 94:-0.2128770798722568 95:0.5756833672407214 96:-0.8780397067392369 97:2.567486593843816 98:-0.3408934357104068 99:-2.539397128694443 100:0.978770308046222 101:0.7266166595605021 102:-0.3344482246559673 103:0.3254806666078486 104:-1.479311552553438 105:-0.05372170021503288 106:-0.6424475190655213 107:0.7790196664887915 108:1.671827871701251 109:-0.5298607209969258 110:-0.5503753450351574 111:0.5233202339547196 112:-0.5188293297357432 113:-1.640465601126336 114:0.6743532024345333 115:-1.474518477932418 116:-2.215779717913877 117:-0.01520444500699023 118:-1.060787225447758 119:1.196788354111134 120:0.3852953589959165 121:0.1292610631016964 122:1.824941159898396 123:1.418481338535795 124:-0.5682205107185486 125:-0.9816769805693139 126:-0.8855390481106046 127:1.872778439169669 128:0.9941991153739945 129:2.107291909746153 130:-0.3457712565251572 131:-1.362964306338566 132:1.320986892869977 133:-0.6261427383508595 134:-0.3460503780873066 135:2.433712957549707 136:0.4500800325315752 137:0.8710825509533711 138:-0.9562242159992868 139:-0.09295581365651755 140:-1.563978721316306 141:-1.990746119561215 142:-1.614662034848044 143:0.7938842783465946 144:-0.1006661103150266 145:-1.048436311804958 146:0.6864330760968478 147:-1.002328257683268 148:-0.3535656746477255 149:0.5181836006591469 150:0.2969894014447906 151:1.04332578279526 152:0.4165097960415772 153:-0.3971156656250206 154:-0.5137620584920078 155:-0.6350737485003183 156:1.33369036939081 157:1.072782047615527 158:-1.881754795363898 159:-2.056790786834897 160:-0.8159182895660502 161:-1.543053187415599 162:1.234597218184362 163:-0.349605666711069 164:-1.324246736645308 165:-0.7273270236859343 166:0.01904585670449913 167:-0.6121739766888611 168:-0.6470682887643016 169:1.019626050325606 170:-1.01810589348883 171:0.7471356475323515 172:-0.9530768623024595 173:1.060147914900833 174:-0.387197031023794 175:1.094564880368176 176:0.1315727789899091 177:-0.0668147845332535 178:0.007422307920111324 179:2.010360655791383 180:0.4332040529728479 181:-0.1435809030601317 182:1.360234456257428 183:-0.4200529136934766 184:0.9018870675000039 185:0.4682524285146632 186:1.00628592993193 187:0.574375540730802 188:-0.2066737892667773 189:-0.835438340315476 190:3.103661435255005 191:-0.01002592194241902 192:-0.2603314235046817 193:0.1338817667778557 194:0.5635139797848436 195:0.6018931613017218 196:-0.6689003429439091 197:0.5603298305051827 198:0.5464236551187676 199:-0.1620837418398237
-1 0:0.3051305185375979 1:0.6787396832529805 2:-0.8684770160701678 3:-1.103209369911415 4:-0.004211799425190657 5:0.2009901416886954 6:-1.788327201577132 7:0.6137697821876015 8:1.140126015188504 9:0.4703068802109271 10:-0.2116036649486647 11:1.19000699815903 12:0.01215759040487328 13:0.3882041235839089 14:-0.3415871370277431 15:2.110383377958231 16:1.378297603930636 17:-0.9030467509026586 18:0.0560909192949999 19:-0.4212708111176101 20:0.7034296520046064 21:0.6053777919073705 22:-1.292511404671822 23:-1.890536766714527 24:-1.032851273213523 25:1.244901757433952 26:-0.07250653971178467 27:1.220861428072287 28:-1.759090768082888 29:0.4961279569919563 30:0.5912583597629565 31:1.211430650701882 32:1.216275080805753 33:0.2711051854878752 34:-1.350253420370974 35:-1.44670638135211 36:-0.01081233391741807 37:-1.538686198231829 38:-0.5051903977812371 39:-0.8265582915589875 40:0.5095812627998915 41:0.0369170266099285 42:-1.235037601557578 43:-1.621838803073774 44:-0.8987636196101136 45:0.1163920007228634 46:0.9227745007152316 47:1.369474197871194 48:1.186295522568809 49:-0.4042273216183078 50:0.168727216230549 51:0.4349480151809785 52:-2.467390107204678 53:-0.9793670945412555 54:-0.5569266792996407 55:0.2911807901960298 56:-0.1564254315215766 57:0.1732319035283014 58:-0.125398017452355 59:1.312791687743547 60:-1.039568077470887 61:0.07872585482516035 62:-0.1089651731963153 63:0.3361868664382822 64:-0.3732323455734636 65:-0.4474251652839997 66:0.1710041666896184 67:0.5347828811583174 68:0.1095500518966481 69:-1.538582250738719 70:0.6702941855559764 71:1.411234919729895 72:-1.077289049114649 73:-1.045245496972732 74:0.3209507792968317 75:-0.1554192101498724 76:-1.238376858553897 77:0.8275190390590733 78:-0.04819262162886338 79:0.4316435689153026 80:0.3915873608761766 81:-0.0538873343466052 82:1.022777778333634 83:-1.058968157527522 84:0.7782955973079215 85:0.2235006599241412 86:-1.199762772025982 87:-0.1489249841773548 88:-0.1338716897172191 89:-0.2487127483153437 90:-0.09870945775134043 91:0.1058825269890728 92:0.1192193944993607 93:0.5489584605009772 94:1.132084455981994 95:0.1388767941671344 96:-2.759917833383414 97:1.099539930554302 98:0.2649846317026489 99:0.2071577889157813 100:-0.1283007076738313 101:2.534998184452661 102:-0.4073480628693094 103:1.207082849526725 104:0.7323439556314569 105:-0.5225061641509252 106:-0.6001379978945871 107:-0.8584361899149693 108:0.2279263733079224 109:0.03540523084863391 110:0.7953443318336338 111:0.3614820067515052 112:0.5488164281666381 113:0.8410512303869547 114:1.5000440813398 115:-0.06164533528402272 116:-0.1876912600670261 117:0.574408387731808 118:-0.01660140057350856 119:0.2575381147319569 120:-0.4032873588122124 121:-0.369550033179688 122:1.518551657777102 123:-0.5693643683422749 124:-0.8124445073558919 125:0.6471170135605249 126:0.8502884187137498 127:0.5291126854135776 128:0.1190889384134182 129:2.066501352080528 130:-0.5109199143998545 131:0.8338479507174698 132:-0.968137257525354 133:-0.03608283689573274 134:1.072864094204146 135:-0.1550408734130828 136:-0.9249981488313098 137:1.713387183843425 138:0.476082367380294 139:0.5069859845965257 140:0.08462984033948051 141:-0.8338192883848901 142:-1.346180285284748 143:0.8476103545615178 144:0.845589668930846 145:0.6255249584497972 146:-1.101677553575671 147:-1.544848316300967 148:0.1857810841619307 149:-0.1727521239527665 150:2.65498806126232 151:-0.9739358875726188 152:-0.04182862475612825 153:1.147328723366846 154:-2.820971568814289 155:1.348434095982269 156:0.1224423229620912 157:0.1610740178194805 158:0.8768228168222287 159:-0.2236632032418708 160:0.5517663734358546 161:0.7397951679895116 162:0.1523403052644884 163:1.384849838763254 164:-0.5308320367193785 165:-1.286109071678352 166:-2.016434751702338 167:1.199823868027489 168:-0.1461604192148322 169:-0.3831621454124494 170:-0.6913479781853972 171:-0.1244430916595601 172:-0.8291206894130011 173:0.7272949654144893 174:0.1586265294449433 175:1.736354844472187 176:-0.0257573834773844 177:-0.0389388951807337 178:0.8224064149043318 179:-0.3119007175802355 180:2.475102030371251 181:0.2270051063494351 182:-0.2115470866388651 183:-1.714456777799334 184:-0.40169687594361 185:0.573781965849967 186:0.5704529578951621 187:-1.212163277386135 188:-0.4832857520577595 189:0.1601529716373194 190:1.071354611475382 191:-1.16801015115233 192:0.1487343261046614 193:-1.121424653967661 194:-1.565270923642072 195:0.05454972582336119 196:-1.043136674239458 197:-0.135425836265072 198:-0.2298638031977385 199:-0.08747429039632733
-1 0:0.6941953599918287 1:-0.856047207499908 2:1.021614721443529 3:-1.81537557586029 4:0.2708058009227752 5:1.210449584510822 6:-1.641942040213924 7:-0.3522659491971712 8:-0.2994868481601322 9:0.9446719730580972 10:2.181134522488041 11:-0.5985047297770097 12:-2.075880671144655 13:0.3764039888117447 14:-0.2009131254458343 15:-0.2918391259871502 16:-1.779710903948799 17:1.595732438639474 18:-0.7784457836002778 19:0.2537143182926332 20:-0.9681103400336289 21:-0.4433718188539039 22:-0.5886053002948881 23:0.07018249466981165 24:0.5832031908923272 25:1.36192520718636 26:-0.1041577959907714 27:0.7287531079015537 28:-0.5061291881558406 29:-2.095863513064593 30:0.4265009837529494 31:0.3170377396743492 32:0.1341430304354865 33:0.1012344482316501 34:-0.7311505286689178 35:1.35281708672286 36:-2.348859796203372 37:-0.7719663577189291 38:-0.1047767907099429 39:-1.878172422695234 40:-0.01725278913792749 41:0.5215681396876415 42:-2.028764883328572 43:-0.9990792163183518 44:-1.155935361628156 45:0.456277166853475 46:-0.03555936402620699 47:-0.7309403823855776 48:-0.5308877546735531 49:0.1888989463213628 50:0.7287741503784835 51:0.8839090408185063 52:0.7366134976498414 53:0.03440880167198509 54:-0.1202285008005729 55:-1.891108262420361 56:-0.8628240572143761 57:0.1987264716922793 58:0.01406866926786626 59:0.06336163479149373 60:0.4468190756946677 61:0.290657943450377 62:-3.18796055256375 63:-1.098441002684497 64:1.24336967647273 65:-1.01254594882751 66:-1.28736904251359 67:0.2537119324433561 68:0.5191969119141758 69:-1.486396481607928 70:2.118986636202193 71:0.9791613748292921 72:-0.1166405397074502 73:0.8986072931931213 74:0.9623563783447452 75:-1.169441780029026 76:-0.1913168929482493 77:-0.1702597671655965 78:-1.370165885781456 79:-1.087271267674493 80:1.475336076482226 81:-1.016369001390469 82:-0.6616677446927032 83:-0.3204749447377427 84:-0.1958192004452145 85:-0.5764130398502862 86:0.1004025157543249 87:-0.5703559097425712 88:-0.9693036755757779 89:-0.3569862551475686 90:-2.103843975253968 91:0.8648648075866874 92:0.4864462552330674 93:-1.229565600815849 94:-0.1989198237923487 95:-0.258907707837614 96:0.2550706718030091 97:1.072029253161725 98:-0.5078681917998362 99:-2.598491401746402 100:0.1292375513195376 101:-0.4586180480125429 102:1.792282691228803 103:2.141099216954526 104:-0.7327810119953029 105:-1.303063003460292 106:0.6230579787039419 107:-2.103716544663737 108:0.4955782639977263 109:-1.561825902671416 110:1.658914330910043 111:-0.7203712006762849 112:-0.2436338949981529 113:-2.186952002366003 114:-1.132645773822798 115:0.345762511741221 116:1.901818584656976 117:-0.199148110078435 118:0.6767628888862438 119:0.2353458861364938 120:-0.01046725026096236 121:2.319434293573637 122:-1.012264812834853 123:2.04203168316458 124:-2.160227513051009 125:0.3212636013125106 126:0.4541560957959717 127:2.748591618780249 128:-1.405831260678188 129:-0.9170111778750023 130:-0.2413800245047914 131:-2.435087452989306 132:0.6797745370427866 133:-1.106935087964031 134:-0.1826090453160779 135:0.9460382127112555 136:-1.04240405903437 137:1.187996741696399 138:-0.07789621556702796 139:-1.446597884092255 140:1.204525723956648 141:0.4593058502960139 142:0.1636553907204577 143:-1.843272343875128 144:-0.2556996900413692 145:0.4312063425932837 146:1.270769433837233 147:0.8001807248668095 148:1.43065311926485 149:1.780503726391849 150:-0.03183440513591427 151:-0.3167565017238208 152:-0.1785742654375025 153:-0.1177213193428976 154:0.194392591030082 155:1.024355603299212 156:1.032672940002176 157:0.8939312414290623 158:0.5577186176747266 159:-0.7341652730157607 160:0.5459112374890004 161:-1.587088559840271 162:0.442955221637446 163:0.4378541879278049 164:0.1706050349955893 165:1.09074210834729 166:-1.129889219256413 167:-0.6926459968236691 168:1.023290275398645 169:-0.1222854307405764 170:-0.09597815144115258 171:-2.192965756789002 172:-0.167408497243055 173:-1.462238902363483 174:0.7561038092407251 175:0.04341068813522402 176:0.6746295680952036 177:1.305242977594317 178:-0.9383456127811557 179:-1.01353947058057 180:-0.08497454806645374 181:0.510929427382004 182:-1.128786910906205 183:-1.04343907248313 184:-0.3873595857117131 185:0.1096686413300111 186:-0.7128345273054002 187:-0.5573244105933024 188:-0.5900955353638851 189:1.642207101576561 190:0.2319480216492577 191:0.1650204681727244 192:1.275791512414994 193:-2.167323181807728 194:-0.6137661284110034 195:1.523656926544235 196:-0.556346739914534 197:0.1042108491110299 198:0.3737456641734779 199:-1.060528820091842
--1 0:-0.5380605077089224 1:-1.000741274395569 2:1.816399500065758 3:-0.7191135580830131 4:-0.2358488528010227 5:1.27917996506228 6:-1.366899286356671 7:1.086753718458759 8:0.6610800816502197 9:-0.8792635341070023 10:-0.2013487988577994 11:0.158880903850068 12:0.2816788459729284 13:1.051553886409167 14:-0.08201815992338306 15:0.3333766260927618 16:0.4905292755741231 17:-0.04759363580205903 18:1.410227634523702 19:0.7916241112271717 20:-0.5199759273168897 21:0.249696957684959 22:-1.301123968855886 23:-0.05507904748812852 24:-0.69270941322224 25:1.656552515843376 26:0.4253026466924077 27:-0.6401005627984178 28:-0.09345719669247536 29:1.132185133663343 30:-0.8309735005510699 31:-1.820542944269464 32:-0.2450796684018227 33:0.5383951309645214 34:-0.813077248753566 35:-0.7412844273484117 36:-0.7182249847772667 37:1.053321642413273 38:-0.3738901998535982 39:0.2179429788902301 40:-0.583634583971983 41:-0.4976838228829718 42:-1.51077877590379 43:1.790440118973567 44:-1.660078523630433 45:-0.5915195087106153 46:1.390969309700369 47:0.6084488975769714 48:1.920476784110633 49:-1.691427416006614 50:-1.886515322744744 51:-1.282767438971578 52:0.3914803832748394 53:-1.14748534528233 54:-0.4967604781727687 55:1.237212719730468 56:-0.6252972430043919 57:0.1393906855984453 58:-0.6726813713160306 59:0.8545567856711943 60:-0.6014839549908358 61:-0.8788288728673026 62:-0.2370211838733338 63:-1.345033246359902 64:-1.540954450192657 65:-0.7140163446556924 66:-0.7704539245157107 67:0.7162673553692709 68:-0.6460382870923896 69:-0.6403133150204617 70:0.3595668784163129 71:1.335145936701721 72:1.593706041986431 73:-0.5468683563336491 74:0.1564161507166147 75:-0.04922496627918865 76:0.1719631987285914 77:-0.2711029772514496 78:-1.324632212031222 79:-1.246890862782227 80:-0.3636154332888873 81:1.34079388408089 82:-0.8879365724100222 83:0.3992722934889163 84:-0.8400200756536912 85:-0.2786941386556325 86:0.9758179356380103 87:2.153745451206192 88:-0.6816645224964933 89:0.9901158125593689 90:-0.9437765945929358 91:0.6662966580173993 92:-0.4000109669552829 93:0.3799104586563194 94:1.071520015276111 95:0.03818572134645211 96:-0.434377475358731 97:0.01131645007971206 98:-0.8574123463743106 99:-1.078450169613291 100:0.6532122599143168 101:-1.040533438830282 102:-1.648224957629858 103:-0.7171177567455328 104:-0.2306876308712033 105:-0.8445542603278298 106:0.1907973496052779 107:0.3793469381524189 108:1.393909055998096 109:-0.8752941078835638 110:0.6035117382542085 111:-0.1082673135437355 112:1.38284379849205 113:-0.07101306170925656 114:1.197029615802546 115:1.555883698975386 116:-1.982594573652538 117:-1.304673269984732 118:0.8871321734944896 119:0.0529253888848713 120:-0.8015304985898352 121:0.3841523099771601 122:1.171360589942851 123:0.7189866391320656 124:-1.796704159361229 125:-2.061041296141823 126:1.622424250800422 127:-1.210289268126872 128:1.872398834145443 129:0.05621153062684281 130:1.220456090951762 131:0.4955101592275269 132:0.311870924999729 133:2.094070801023978 134:-0.9238699696847344 135:-0.8487554829718307 136:0.4365983396505834 137:-0.6485768054311187 138:-0.3626603628610591 139:-1.321577434533395 140:0.4026386158809331 141:-1.104628998770875 142:1.550735999760223 143:-1.869853087206839 144:-1.314912790356808 145:-1.713795624716959 146:0.6160867003668898 147:1.070038183032985 148:0.07867688715533584 149:-0.4237806928701385 150:0.7551494793158401 151:-0.5642588806622894 152:0.8356449882224281 153:-1.051520448340624 154:-1.134508362339246 155:1.829558679063451 156:-1.70219399146491 157:1.836059208795804 158:0.3670594825149731 159:-0.02377995199522415 160:-1.679371839136472 161:-0.8481255137558644 162:-1.623075776719091 163:-0.7464977981691693 164:0.1318443544352458 165:-0.04391239090655775 166:-0.5587090674366141 167:-0.7725346261726165 168:0.5219165777509301 169:0.04018757481512626 170:-1.397793641671852 171:-1.105734716745748 172:-0.3687393861183498 173:-1.500977615183058 174:0.9669644025183933 175:-0.2159612169728759 176:-0.0842920437885471 177:1.692152063936494 178:0.412682731210907 179:-2.717105837659084 180:-0.2569566186402431 181:-0.3144839283755869 182:-0.4544146360559791 183:1.90803124198862 184:1.109703177981886 185:0.6673187028624626 186:-0.4191243445571761 187:-0.9674853466262251 188:0.8486117470291137 189:-0.5101532433032679 190:-0.06386596191653515 191:-2.428912185420421 192:0.6587364090201717 193:-1.293538168894327 194:-0.6550922026467967 195:-0.6738000021758157 196:-0.5407755289857369 197:-0.6686256893339172 198:-0.434537408960305 199:1.046823605884477
-1 0:0.2764241418314043 1:-0.1329291195812177 2:-0.2732386180200429 3:-0.8944408102678275 4:0.3354697519124991 5:0.0255949021594762 6:0.9076189198229463 7:0.9733253165712153 8:0.948287348193072 9:-0.3831615787869205 10:1.009224576812644 11:-0.9443984578486285 12:1.633529172189392 13:0.4515975330454962 14:-0.7122762152918398 15:1.594884376806633 16:0.3773125178714329 17:1.243014333288397 18:-0.261458610917655 19:-1.233430145083982 20:-1.45377285776388 21:-0.9621046607056969 22:-0.03579038554617656 23:-0.512418049755532 24:-1.837717058343269 25:0.1697714434896198 26:-0.8959968797856827 27:0.770804579535636 28:0.7669746088178621 29:-0.3748855346181068 30:-1.552145920918143 31:0.4686753176033446 32:2.689805742467295 33:0.3443186803002525 34:-0.4053369056002155 35:-0.3053330744297463 36:-0.4811373379258289 37:-0.4711304466707072 38:-0.2822879158371961 39:0.4612242121011377 40:-1.048492664180518 41:2.163681641926096 42:-2.521427796625228 43:-0.2330753420094306 44:0.2358476137985814 45:-0.3297848188329805 46:-1.017755566448362 47:1.120240397398383 48:-0.9061819035500628 49:0.1779150720550745 50:-0.03792783090733721 51:0.1631551191358514 52:-0.1761533145254348 53:-0.2919576056525938 54:-0.5386094960909521 55:0.1942077507650683 56:-1.853388851762869 57:-0.5296339069789361 58:2.352183274240248 59:-0.02365249956741274 60:-0.2626488989809156 61:-0.1613017001709616 62:-1.81547347598432 63:-0.7938372860391567 64:1.256621150145061 65:0.03785047104710351 66:-0.3057428360896627 67:-0.5187432617732394 68:1.045097740318253 69:0.2922068430404305 70:1.055834637712917 71:0.1861051730595083 72:1.89400466432773 73:0.04138605762535875 74:1.327332950753947 75:-1.924635628433585 76:-1.070136512280221 77:-1.681945695389143 78:-0.1964823059466282 79:0.1540478857734865 80:0.8430578894384517 81:0.5660621961818304 82:0.2561039395750243 83:0.8635616549150241 84:0.5653972674426702 85:1.17795248554536 86:-2.718087489530114 87:-1.308689270606892 88:0.01815992550174275 89:-0.5664822734377934 90:1.208242234646007 91:-1.354119891848546 92:-0.7779566299355103 93:-2.24377369320321 94:-0.3107652542344762 95:1.519662443722682 96:-0.2436972894122216 97:0.3873633412242825 98:0.4688189282837497 99:-1.49427253821717 100:0.2050530292553626 101:0.1569984353329728 102:0.8686666595664895 103:0.1133646782010344 104:-0.4647071536631868 105:-0.6075978152661801 106:-0.05246601180811235 107:-0.5466674347876982 108:-0.3480335669928777 109:0.611259831234911 110:0.07347249558096754 111:0.2471945436326304 112:0.9597045753598947 113:-0.9399350069936748 114:0.07307304932207399 115:0.9559531579667904 116:0.5946631708472206 117:-1.032360179319494 118:-0.05504626394477683 119:0.8484621902589347 120:0.767921952483542 121:0.3467488475732168 122:1.690629617155621 123:-0.6164491653176932 124:-0.2129654410768387 125:-0.3785036482365574 126:0.7753456358411667 127:1.138769253328146 128:-0.4234122455930502 129:-0.8141645714116745 130:0.6838587917596112 131:0.6960794954646836 132:-0.7282475302230167 133:0.9576987186737499 134:-0.1596060221375026 135:0.4480704753137891 136:0.7272351214820347 137:1.827058994923497 138:1.129112123970659 139:0.1843840873998336 140:-0.4024301181429771 141:0.9062938418008052 142:0.843284557287178 143:-0.4368570092259408 144:-0.2113606441694313 145:1.755860939996452 146:-0.2825197435464391 147:-0.3673185275718919 148:0.4909908911231753 149:0.6414705570753968 150:1.647402765886708 151:-1.276622838869184 152:-0.8836156216429213 153:-0.2432296780082855 154:-0.8364530150522421 155:0.4537870579446847 156:0.7128215961523748 157:-0.128193665982742 158:1.397031172867487 159:-0.5532299590187064 160:-1.101472110176623 161:1.004849733792482 162:0.5680109290537193 163:0.1393611358960791 164:-0.8249360386774777 165:0.02026590524099941 166:-0.3793093286904477 167:-1.160181529335278 168:0.6631631203892635 169:0.8833555935901172 170:-0.2507409775273804 171:-0.3519468651271001 172:1.324104907321104 173:1.366303788724243 174:0.8661548601481912 175:1.900420695218409 176:0.5381442943753586 177:1.766954118497841 178:1.699651166875979 179:2.191459385072665 180:1.932420867812849 181:-0.06363988617621058 182:-0.5270615290792566 183:0.332947194380082 184:0.6206733818886617 185:-0.4999066213930176 186:1.469054790437955 187:-0.7618068798766178 188:1.912363670926542 189:0.06092366377159733 190:-0.08874947698460588 191:1.751300245342035 192:1.403506739164915 193:-0.3293644479251576 194:-0.1088752036238961 195:-0.2655270805766413 196:-1.066065927059026 197:-0.3136763467627188 198:1.630201050747856 199:0.1053230549043676
-1 0:-0.6996501364524359 1:0.3067820174594652 2:0.9784642488999019 3:0.1406485834615811 4:-0.2266829311306796 5:-1.365894411400016 6:-2.348901837022615 7:0.8885746778379549 8:-0.1301447122393375 9:1.130174489172839 10:0.9648701856014181 11:0.1146012828020238 12:-0.3877159185803784 13:1.598474181544579 14:-0.172848549630975 15:1.336229668200882 16:-1.250227763526038 17:-1.760657006619249 18:-2.19669475237212 19:-0.2896215916940608 20:0.03282978725696754 21:-0.1376411493890029 22:0.7434413294397902 23:0.8914820944098958 24:-2.078575648905771 25:-0.5206007043182306 26:-0.5478555155877909 27:-0.06528370231517792 28:-0.3438907522585413 29:-1.197233462009441 30:-0.4152434314006771 31:0.06434434095838282 32:1.269111904533427 33:0.5188314091961013 34:1.319284962391207 35:-0.4392474977549854 36:1.701153529408171 37:-1.102407323599726 38:1.095676974402654 39:1.283248982672511 40:0.1042974661289154 41:1.529684903555243 42:-1.571635205762462 43:0.4161158647208616 44:1.730959665177057 45:0.2478130125081031 46:0.9996318790541187 47:0.4988947454581851 48:-1.105408807094286 49:-0.6929237384750717 50:-0.5169039385621312 51:0.9657447969520389 52:-1.397196020129687 53:-2.626366761253603 54:-2.380357840187517 55:-0.6068621070527417 56:0.6077110357577842 57:0.3552418631678935 58:-0.7898450209068821 59:0.1802155955683294 60:0.2972103653890182 61:0.4374680178119353 62:0.7414919111814757 63:0.07770177494191503 64:-0.3083307037689218 65:-0.6164934081395042 66:-0.2537907808534125 67:0.1041186241488691 68:-0.3700452280338294 69:0.4660613588853189 70:-1.75923047233584 71:-1.81374419169085 72:-0.87658128315912 73:-1.595121788910547 74:-0.06383543196487113 75:-0.6266733711873587 76:1.133286945558121 77:1.937042927954139 78:1.704891976328071 79:-0.3248257303687407 80:0.6138003998448637 81:-0.1465818442087772 82:0.431845844633366 83:0.3169226181329388 84:-1.514576855215696 85:1.8382624516901 86:-0.5698671938556612 87:0.942797989046966 88:0.9732614528808237 89:-1.244560349489607 90:1.725796522893185 91:0.8737325000132907 92:1.212582307518612 93:-1.023361376065369 94:1.147354956562439 95:-0.01505026548407893 96:-0.4482082508599838 97:0.815648275163665 98:-0.1754308892888054 99:0.6502801733957495 100:0.1382770325899691 101:0.5226764462086984 102:-0.1251256239145774 103:0.6260357003920571 104:-1.644751746846074 105:-0.4673644754031049 106:-0.122013150529482 107:-0.2218014281038322 108:-0.173285196259011 109:-1.056765844837273 110:0.7380374731710956 111:-0.6248173723167717 112:3.015117610534909 113:-0.1236331436084416 114:-0.01788067240345732 115:-2.018012316911445 116:0.6531941873725655 117:0.3110800298251963 118:-0.5978853528460142 119:-0.01271548511999011 120:0.04723311876597459 121:0.4950066483886087 122:0.247340954648071 123:0.002960820796659308 124:-0.3882944219982897 125:2.913917740863684 126:-0.3125656265782386 127:1.145254806702103 128:1.306011620650978 129:0.4067206225210169 130:0.3427801315975269 131:1.802813928317514 132:1.315140051175062 133:-0.9232635965682416 134:-0.3090617382081148 135:1.65008368256788 136:0.2109974888948461 137:0.8380497307331175 138:1.199773960421911 139:-1.089051103142863 140:-1.289139154625266 141:0.3841753719343945 142:0.7432784858356232 143:-0.1390809427140896 144:0.1011931546001502 145:-0.9389174562237744 146:-0.03926793998211068 147:0.7428579100416473 148:-0.04142429940710515 149:-1.885593575041418 150:-0.7429909377250249 151:2.043378335301083 152:-1.047066466895166 153:0.7390983776426655 154:-1.796499164598494 155:0.03954589800170241 156:-0.6595568081610135 157:0.287982008111731 158:-0.4459002464454886 159:-0.4167947076856212 160:0.3642334112804552 161:0.4766278872567788 162:0.09834163757207873 163:-0.2538270354096762 164:0.03849061143667711 165:0.1220318187984073 166:0.2783956669646666 167:-0.01083738047117265 168:-0.2540398599813694 169:0.5300832567883955 170:-0.1521821796137324 171:0.8242970436885944 172:-1.739390862281729 173:0.8694330005285758 174:-0.1523932280822994 175:0.7215774751260683 176:-0.04352010438300344 177:-0.08693911539204362 178:1.344296718899499 179:-0.5255846572818355 180:0.578006102877321 181:0.4191837090537777 182:0.06607185703940459 183:-1.557146894017857 184:-0.8608249584485849 185:0.531973155043406 186:1.588365006776141 187:1.267870687354305 188:0.5062825451700839 189:-0.510490959955938 190:-0.2724607700122248 191:-1.053205800528021 192:1.859774649473061 193:-0.2829587240433188 194:-1.754531918227323 195:1.15569798262129 196:-2.741985713562482 197:-0.5450181738366925 198:1.857144796613789 199:0.6535140884234548
-1 0:0.1821072824949389 1:0.002459800994055894 2:-0.5365805451119613 3:0.2853261355769359 4:-0.001269622056671815 5:-0.3279504862626154 6:1.016882184120267 7:-0.5402568985044828 8:1.756244345661349 9:0.1266818504345241 10:-0.6935854504265596 11:-1.372057808244383 12:-1.026062759460003 13:-0.578081057273943 14:2.323628691710057 15:1.337327959599977 16:0.5394202652414054 17:-0.6431987666168868 18:-0.2271426436198116 19:-0.1978152119135702 20:0.9183383329321227 21:-0.4154846938146797 22:-1.334034519175383 23:0.5131879834411067 24:-0.2912264314976412 25:-0.1347372385630867 26:0.4010563145922442 27:-0.693799134053615 28:0.2883207059741622 29:-0.1258522456887974 30:0.1691660002536454 31:0.1478845373197034 32:0.652157995868951 33:1.104653278746537 34:-0.01731472781968869 35:-0.3007443224026558 36:-2.041754603401484 37:-0.6775271419172479 38:0.09165061764882002 39:1.478059210940909 40:-0.4883235008984336 41:-0.7596773169769572 42:-0.6552220073442002 43:-0.2682990042555743 44:-0.9265189602213815 45:0.3149332183844083 46:-0.9013939281267288 47:-0.582750969305682 48:0.1373476443750058 49:0.3628811509699336 50:1.222696154222936 51:2.324241299654394 52:-1.532290663133639 53:1.942590591957281 54:-0.03590462549379725 55:1.360046766650819 56:-2.106210143688726 57:0.1033155749625365 58:0.1170841425924763 59:1.518200477425309 60:-0.6893982764539371 61:0.5370693121472649 62:1.168034476196778 63:0.3665110461272542 64:1.692871687423656 65:-1.215775828119267 66:-0.4459360144199286 67:0.1580783036150426 68:1.260160358901369 69:0.9190893397387605 70:3.085267449708111 71:1.349376214074105 72:-0.1743934803001958 73:0.9992650038501794 74:-0.1042289896655195 75:-0.9611104065029562 76:0.01705153414001048 77:0.6909709429376734 78:-1.250366962950148 79:-1.894545346872183 80:0.4900986807154645 81:-1.260666674282579 82:2.092453421395581 83:-0.5397058185888174 84:0.5173481205519628 85:1.036443612075985 86:0.3017028124787182 87:-0.2788095391101308 88:0.6976578941786669 89:0.6689834099184844 90:0.3312300265663931 91:0.6747737367727991 92:0.8361492239779994 93:0.4959210182713473 94:-0.7429868670125047 95:-0.9738846406484135 96:0.4357691324839539 97:-1.373138756519367 98:-0.783421534952393 99:-0.3850442096360785 100:-0.1357348395443477 101:0.2948872455160855 102:1.127899103199216 103:0.3565410122498854 104:0.976426449038349 105:-0.3109909089844736 106:-1.941794728860719 107:0.429595485614658 108:-0.04072714771444642 109:-0.08903508813472792 110:1.872742513134009 111:0.07758342175249822 112:-0.2135981450779276 113:0.285222256498801 114:0.6078521313927004 115:-0.1368471109786644 116:0.7558108649266262 117:0.7840128713847982 118:0.9576488958000094 119:-0.3287792718862733 120:-0.234581234226591 121:0.6508164660987041 122:0.8146905908149856 123:0.3757045110028622 124:-0.7848463874839411 125:1.14803607207064 126:-0.1911403814665934 127:0.2369927197115675 128:1.425872746771357 129:-0.9916235421973544 130:1.855655808361568 131:1.545280724019487 132:0.9117417780312878 133:-1.801863591167275 134:1.263407300316687 135:-1.087606086684443 136:-0.1331333350762931 137:0.8855885031831974 138:-0.8169000685958803 139:-0.6472058701525917 140:-0.5674781619095778 141:0.3048821629549333 142:0.5285134925346364 143:0.3863466904944392 144:0.5671997919620475 145:0.8191828378602645 146:0.6500541006720079 147:1.246901493593981 148:0.1382525607336879 149:2.009851100641245 150:0.3631563388393013 151:1.567871044240984 152:0.01137368955983545 153:0.1078855441037666 154:-0.2211988786937911 155:0.5652985948924779 156:1.364176198275833 157:0.5982975950095866 158:-0.4337975114125096 159:-0.3099233992338807 160:-1.387049094309924 161:-0.6652824730490976 162:0.2723877828214464 163:-0.1384154323718744 164:-0.2620583529973622 165:1.554849827097681 166:-0.3941848068645274 167:0.4699357199504851 168:0.08120859898886054 169:-0.2654098127947312 170:-0.1491638906217735 171:1.555404947828922 172:-1.128250444627514 173:0.7429340837037763 174:0.5812206995150649 175:1.04574837122327 176:-0.4873713640369475 177:1.506509259413447 178:-1.341791585046102 179:0.1246695561218727 180:-0.9571847985016146 181:-0.9339640566821459 182:-0.8197435122510307 183:0.3992539783805195 184:1.372038355379057 185:-0.6017303137188552 186:0.7316747210346535 187:0.5295317462930057 188:-0.7173570084782358 189:1.17653151805103 190:-2.347713750650375 191:-0.1557418966732599 192:0.3393522447414052 193:-0.7202422443456155 194:1.88016548534537 195:1.095054845133281 196:-0.03397120633061698 197:2.725002688764905 198:1.205477811876917 199:0.9458879861669875
-1 0:-1.92763350117141 1:-0.7096378181801998 2:0.349921223934041 3:-0.728542685885693 4:0.08600098580018758 5:0.3075350813450979 6:1.017068983747904 7:-0.7808240270226257 8:1.439172327208557 9:1.488284334520503 10:-0.7517211716703461 11:1.756368741297374 12:-0.2207171767975823 13:-0.04035922224885943 14:2.289152665659384 15:-0.755449720426139 16:0.1764932555353894 17:-1.142123078958842 18:1.042626541421001 19:0.3334945431737989 20:0.549760647458202 21:1.072099570894457 22:-0.001130824075889404 23:2.57836768209278 24:-0.1311350951222153 25:2.013936927325123 26:1.147302057849257 27:-0.2616251201204765 28:0.9846909938845463 29:0.2452494989680086 30:0.1186265838538644 31:-0.8377483154951202 32:-0.1562674422347473 33:0.2017421416619011 34:-0.3381033819643845 35:0.5264402372732641 36:1.27456727340747 37:1.226990533018957 38:-2.292139663393926 39:1.471695743850579 40:2.513690939304269 41:1.060267505911475 42:-0.7537574128625537 43:0.9804673922833286 44:0.2455365318295081 45:-1.127040674287209 46:-1.275679626439478 47:0.7817618993207123 48:-0.2444993551648168 49:-0.7483277148042492 50:-0.7604117102690755 51:0.559713103175238 52:-0.5726364816281947 53:-1.406124739963618 54:1.405443703316744 55:0.01992798635535419 56:0.07606509219135976 57:0.645227572709188 58:0.2349239809589039 59:0.02273192966225734 60:0.176564260958419 61:1.052733256917451 62:0.2769484496624213 63:-0.23218820718388 64:-0.3228619013858745 65:-0.967463755267798 66:1.073692699297768 67:0.3709989361835588 68:2.047563223971856 69:1.120050318045268 70:-1.859600937411046 71:-0.6317555386528177 72:0.2933126335593752 73:-0.7883191658670777 74:-0.8122998286195618 75:0.2276943832380967 76:-0.1524634593422673 77:0.1923482680196828 78:-1.876441186966094 79:-0.1150680657333449 80:-0.7668026384919876 81:0.3407283996849798 82:1.398527685212488 83:-0.4269476926800517 84:0.1195605142022506 85:-1.720982305822881 86:-0.190250943335615 87:-0.7470170967552814 88:-0.3701532586629642 89:-1.323273768917554 90:-0.2145535100682454 91:-1.867328004711022 92:-1.621004096637595 93:-0.165342296142871 94:-0.1874055394423106 95:-1.62894950029137 96:0.3656749595945531 97:1.868267668646661 98:0.7609520398817382 99:0.5653906658362955 100:0.478908229416304 101:1.018242998026711 102:-1.757060459018045 103:-0.8308614196892842 104:-0.2380989769871955 105:-0.8706228751222347 106:1.140661608171121 107:0.3510568949540414 108:-1.211827739046883 109:0.3809976308683831 110:0.1341111165836977 111:-0.8404857552890317 112:0.09534233100066411 113:-0.1093764635433581 114:0.385779103785992 115:-1.506448143785405 116:-1.003137107190007 117:0.8413970442846792 118:-0.07706037588274768 119:-0.1272673206047877 120:0.4967981159939066 121:-1.063274192629568 122:0.111263108614157 123:-0.03676558810516475 124:-0.8140023160374994 125:0.4212254612079385 126:-0.02435098802849565 127:0.3338660536417959 128:1.840225417053404 129:-0.4373350777268624 130:-0.5103393416150795 131:-1.040736602096654 132:0.1339305483014391 133:-1.174755077418771 134:0.388563066896416 135:-0.8228130758670659 136:0.7995223844851813 137:0.1613158663370607 138:-1.947291606140938 139:-0.9601704982067395 140:0.7792893984676708 141:-0.6462682030173863 142:-0.2238690718499288 143:0.3275734924072163 144:0.1307982006471792 145:0.4937291828770099 146:-2.45043666150564 147:-1.990504596308765 148:0.5121109472167845 149:1.031574785042096 150:-0.1336758107647647 151:-1.125313723293533 152:0.4202854821676682 153:0.8442194129501109 154:1.617269310586255 155:1.541752421813589 156:-0.005495692813435493 157:-0.3817391837983056 158:-1.016767589355617 159:-0.9496775684459958 160:1.197728079492001 161:-0.1585507745587566 162:0.8865973147837997 163:-0.430700087522436 164:1.878530147008822 165:0.6625193367152352 166:-0.6339580323077354 167:0.4994093193282681 168:-0.8313346602668187 169:-1.085109604902228 170:0.1250227466724414 171:1.113965307072426 172:-1.114402741675748 173:0.5412050968064871 174:-1.479399411579121 175:2.245290705543606 176:-0.598797122490934 177:0.07208505858230244 178:0.8183124920495968 179:0.2756900273229276 180:-1.03061266996996 181:0.1996457531239812 182:0.6712264557978874 183:-1.059374498501261 184:0.6931749200870352 185:1.307726259834496 186:-1.556125292268276 187:-1.153730516245514 188:0.2638365156892135 189:-0.7532118951455591 190:0.7832236337167509 191:-0.7556442271568367 192:-0.05884014615590421 193:-1.674276907611719 194:-0.5390692963049262 195:0.1195175362836796 196:-0.7311816299684905 197:-1.446540212943169 198:2.030034391304629 199:-0.003426464126120351
-1 0:-0.6679380676323895 1:0.3895278022258924 2:0.02922908333563067 3:-1.227400806131744 4:-0.1542235898779128 5:-1.029593633289107 6:-1.445588101840313 7:-0.7894640841661266 8:1.178366153627111 9:-0.6510267170318668 10:1.066268236389607 11:0.3226863756032423 12:-0.851972691229435 13:0.2790526310549295 14:-0.5978662863796099 15:0.515593841643708 16:0.1353405229163087 17:0.5795888656211067 18:0.4080848133055405 19:0.04234109594425369 20:-1.365337979352432 21:2.223935814777701 22:-0.6566893890757404 23:0.6251830005869844 24:-1.047717153279286 25:1.147209925614483 26:-0.575069864311721 27:-0.03098908508499245 28:0.1442145929667933 29:0.3930521597627963 30:-0.605298465094766 31:1.875679412414804 32:0.3171704172201271 33:-0.2752152519124166 34:0.8649900417408657 35:-1.732982934281125 36:1.770514359621024 37:1.478116496606565 38:-0.6221880461642517 39:-0.2568612084917792 40:1.110055832781783 41:0.01571430864794146 42:-0.6582234533129933 43:0.1471196892801967 44:0.315347264177088 45:-1.34884680429795 46:0.884633088160689 47:-2.366797972929736 48:0.1903905518667285 49:-0.4614442755883125 50:1.591524316886937 51:1.357321277192903 52:-0.409869706504594 53:2.075169773436381 54:-0.6704384341356212 55:1.899929085267918 56:0.6838619097810412 57:0.5180528201950878 58:-0.7997988832139494 59:0.6323894168009938 60:1.449642165950539 61:0.4699755541000343 62:-0.1523138671159832 63:-0.3048503657314138 64:2.059408249961544 65:-0.829387666417277 66:0.6254580564319563 67:0.5928643612494775 68:1.062146355904215 69:1.735732627566391 70:0.1032489097858558 71:-0.3743891032462721 72:0.1795343084557527 73:1.191221245615482 74:-0.5421633193598829 75:-1.553372270921462 76:-1.688202959182759 77:-0.364899448711364 78:-0.401855264717477 79:-0.08305405388910828 80:-2.664492013435571 81:-0.9562791876475424 82:1.138566799442268 83:-1.56816994685141 84:1.759759837856375 85:-0.2337452893396569 86:-1.359056170843762 87:0.6182722506165493 88:-0.4179742075802274 89:-0.4557722888762487 90:1.166131963677067 91:0.2764685966219292 92:0.05929500622943349 93:-0.6292524078161714 94:1.352097795238108 95:1.144179378335893 96:0.308278720227268 97:0.09807387658485668 98:-1.444799869956221 99:0.8884907612582726 100:-0.113002742209273 101:-2.166814605978367 102:-1.515412185916441 103:0.2369689975068881 104:-1.390094957211851 105:0.5174159246481752 106:-0.7759608507442776 107:-1.092318265120883 108:-0.7489405016405779 109:0.1052644742843451 110:0.4170441223278599 111:0.1758507046447395 112:-0.1281323326046433 113:0.5175862808154359 114:-1.103346169007947 115:0.1128882455440427 116:-1.172694019986644 117:-0.9492330680771796 118:1.39202730663882 119:1.019880537553105 120:0.008347610568562388 121:-0.4020484546243777 122:-0.2077253354301517 123:1.900926531297555 124:1.209953174577938 125:0.284629433103787 126:-1.197031447227899 127:-2.194168317301205 128:-0.7857653813482793 129:-0.8225711377972714 130:-1.378607744810781 131:-0.1270493369871256 132:-2.566390143621602 133:0.7565350451584965 134:1.159369881707463 135:-0.3497815174107293 136:0.937615830478667 137:1.000266819909725 138:1.427249840825714 139:0.1942261090775322 140:0.3584382044755364 141:1.135977431229624 142:1.401035946033001 143:1.049721239898607 144:2.798104962364452 145:-0.2245751305102687 146:1.959775680224197 147:0.1485017084702512 148:-0.03045023235391938 149:1.560593877846392 150:0.9033986576241816 151:-1.604908330611299 152:0.2450624555602534 153:1.598430388247226 154:1.107516200988582 155:-0.06364538467150166 156:0.1915594191170458 157:-0.5656114038272154 158:1.631856702010205 159:-0.7147907758819109 160:1.154433691769592 161:0.4473648387175549 162:1.89601567511155 163:1.369217191656301 164:0.07562644729605664 165:0.498834524590748 166:-0.5957270501366754 167:1.415669867779834 168:-0.8164064268798262 169:-2.034184507028582 170:0.7758483872613087 171:0.5140386275537453 172:-1.028219222078428 173:1.13675856336003 174:0.6415730946548982 175:-0.6982203117989622 176:1.03816559080376 177:2.208480484719255 178:0.8259758112821984 179:0.08086850249280381 180:-1.343620606895584 181:-1.113928600530476 182:-0.3466737403314797 183:-0.2029646325516454 184:-2.123425263624569 185:0.2725687585110309 186:1.503329372634125 187:0.3435900928937382 188:-0.7803512796402227 189:-0.7372388980024219 190:-1.409533957010543 191:0.6852634386895474 192:-0.6585315388330605 193:0.8378638952212099 194:0.192019629249511 195:-2.630791587788717 196:0.8664240938755438 197:0.8022586176085008 198:-0.07179601228705139 199:-0.6886181916801757
-1 0:-0.5583850478472876 1:1.076126129939537 2:0.06703915230615851 3:-1.176298739513389 4:-0.08407588031501316 5:0.2094035782594436 6:1.14502990817854 7:-1.170129846539991 8:0.2720477832966251 9:0.9415861927394072 10:1.132345743132116 11:0.9402568025304784 12:0.2728617539516981 13:0.09473731358815408 14:0.5552910039239988 15:0.8197450878436219 16:0.3550954959334198 17:-0.6455717515027097 18:0.1161743622670632 19:-0.914508745143799 20:0.9810815248705772 21:0.6018834518841302 22:-0.471291730833722 23:-1.486994470454015 24:-0.5346940542689853 25:0.1889350314722182 26:0.9277396057414088 27:1.475182999433792 28:-0.08811493149184002 29:1.26236845098864 30:-0.7324672421952855 31:-1.30753069137589 32:0.3858774797519368 33:-1.197863662897348 34:-0.1789976957019344 35:0.8312068771366493 36:1.483627989473307 37:-0.2869077318824654 38:0.6100968828590307 39:0.8126237598036348 40:1.679038671388103 41:-0.660767831546939 42:-2.355627026495969 43:1.308590471051917 44:-0.8488051541169704 45:1.741728107483083 46:-1.025809994208913 47:-0.670956819297666 48:-1.833938525224848 49:0.3550754216872187 50:-1.120140161666744 51:-1.210241121135238 52:0.6631568747860134 53:-0.2550692153528735 54:0.09457808365044879 55:-0.2749736719105211 56:-0.6853401667560988 57:-0.4707109565207222 58:1.058545815285633 59:-1.514473165421737 60:-0.05240519669029011 61:-0.1985262162271503 62:0.3889295292021244 63:0.4230404233914776 64:-1.406566649525771 65:0.4220658726786082 66:2.059851285668932 67:1.051899941820345 68:0.7826628025434736 69:0.1789972636656343 70:0.3858324686637373 71:-0.4545297714824349 72:0.6166719779751276 73:-0.04886443244564769 74:0.4644853503127772 75:-1.347894437919242 76:-0.2818241868482012 77:-2.007301103629988 78:-1.763680081308539 79:0.06294010348465826 80:0.09353392991780803 81:-0.9791266199463405 82:1.999742805872937 83:-1.58530174030369 84:1.238146192059808 85:0.6499376154981343 86:-1.68559733789031 87:1.076237186664968 88:-0.8113722260036984 89:0.2164065480455655 90:-1.007999857865592 91:1.592192252620686 92:1.376578080905414 93:0.2691346991873615 94:1.682446086267612 95:-1.614229896043918 96:-1.14712946641311 97:-0.9222645099450294 98:0.5632202572033824 99:-1.212075912633953 100:-0.2528278312865413 101:0.9988599914661523 102:1.096172257670525 103:-0.4738911014730445 104:-2.397194942887778 105:0.2051021531836923 106:-0.5466108036568316 107:1.966290605985795 108:0.1144248849527756 109:-0.3249807689191085 110:-1.129557492431031 111:-1.8489328824818 112:0.5750972447240824 113:0.2999417840392846 114:-1.101134079729837 115:-1.551105607304721 116:0.08467153346179042 117:-1.272387853289247 118:-0.1736259011602626 119:1.000100151294897 120:0.1238308520851021 121:-1.262290225309917 122:-0.8295840307602992 123:1.408853312423176 124:-2.235077003297179 125:1.567863510360631 126:0.01190567772193903 127:-0.1799694979764565 128:-0.4757952893999925 129:0.9804371710201781 130:-0.6000666675063537 131:1.270886087716922 132:-0.290895775318674 133:0.4956860196407551 134:-0.6338454914234092 135:-1.3564756888003 136:-1.069917045487194 137:2.34072279123033 138:-0.3369053214181282 139:-0.6172356742636085 140:0.1405679375711749 141:1.628106025291389 142:1.851864887302434 143:-0.3298279047111384 144:0.2737136864524021 145:-1.274146796368205 146:-0.9310908309979735 147:-1.105379717114752 148:-0.5472410971497204 149:-0.05587566252489367 150:1.230177506405754 151:-0.1630806139503802 152:1.930648828110563 153:-0.4952468569684521 154:0.1225320480067998 155:-0.5147558994332008 156:-1.185266249470169 157:1.657720288538244 158:-0.8295278768580132 159:-1.630297720387763 160:-0.2646469596406494 161:0.4067596001992788 162:-0.2243016493637023 163:-1.078241894847325 164:-0.1398495183472021 165:-0.4674965911596212 166:0.07129358706606108 167:2.264762935687812 168:0.8092423610535101 169:1.719710534385433 170:-0.0008081579646457691 171:-0.7766658101074707 172:1.238964813282999 173:1.542696875511995 174:0.2574328440007487 175:2.646288700636486 176:-0.8722193582145558 177:1.92329368807049 178:0.2155516864105852 179:-1.587567780775497 180:0.05917300004353401 181:0.2026748493583053 182:0.00826873684130585 183:-1.931512808116877 184:-0.5813409691921321 185:0.884540550510339 186:-0.1103980792846373 187:-0.1711337313085472 188:-1.192344811216591 189:-0.4694819260099534 190:0.1632495655502864 191:-0.8782758444146163 192:-0.04411706838366238 193:1.062426630181076 194:1.134703154236367 195:-0.7650510905466549 196:1.207299344120104 197:0.1914177005551297 198:0.3707151008931179 199:0.5011858098694116
-1 0:0.939549537020728 1:-1.073723772193005 2:-1.073452699494838 3:0.001658243180134194 4:0.9681631876183817 5:2.046413885210362 6:-1.050450687399219 7:0.6980970464372627 8:-0.0118390533079788 9:-0.5768750372948145 10:1.102801342106849 11:-0.6910900770954302 12:1.367420262512463 13:-0.5641869014794713 14:1.062640115331816 15:-1.062642892950404 16:-0.5487351917914388 17:0.3793812339475257 18:0.7030262266208021 19:0.371941966611504 20:0.6101496573802678 21:0.04084953343957361 22:-0.2625138273552158 23:-0.3214015694482149 24:-0.3324245216712262 25:-1.069172545480244 26:-0.5874375217265638 27:-0.9036280968619045 28:0.02603016218764221 29:0.1545960691261996 30:-0.3316974460861156 31:2.234811906639386 32:-0.2627083652981113 33:0.6215303124478673 34:-0.2236131638310609 35:1.847857421633646 36:-0.7566846881027517 37:-0.4253187705755543 38:-0.6277822854319552 39:-0.6191216607870532 40:2.099245969697547 41:0.05853348241453347 42:-0.2515038538949284 43:-1.250742185362548 44:0.0897182359962016 45:-1.192673278487162 46:-0.5854510899715197 47:0.9231168483384383 48:-0.07416152773215472 49:-1.13587564677183 50:-1.805261552886786 51:2.503016281511034 52:1.331595997933103 53:0.7936039944181441 54:-0.5108634194777579 55:-1.131143280779672 56:-3.454151879120946 57:-1.405406950012707 58:-1.544921517980119 59:0.5169645705655961 60:0.571298934392844 61:0.5208450240715121 62:0.3043931148416181 63:0.6620221906264825 64:-1.277949954341363 65:-0.2021498072351612 66:-0.04946949422861004 67:1.516766844389791 68:-0.4954339684713833 69:1.357481844406436 70:0.7717956610344835 71:-0.621228252088467 72:0.3632937944953468 73:-1.765029787902734 74:-0.00454124481804012 75:1.428527404740831 76:1.825323451512406 77:0.5795190130790255 78:-0.2229438761642665 79:-0.1449930684992331 80:0.4630011532603197 81:1.698195248228097 82:0.6231280668407111 83:1.446833777144518 84:1.048146018178866 85:0.9025199523634245 86:-0.135628619160387 87:0.6937623329247351 88:1.225263165841069 89:-0.6995673845246765 90:-1.786299612891489 91:1.127040740726636 92:0.5146062018855305 93:0.5164156727559694 94:0.1160452864502398 95:-0.7410401513846208 96:-1.580552607767203 97:-0.6361205766936546 98:-1.861189347271864 99:-1.361472366161947 100:-1.809023828796215 101:0.99051924782419 102:-1.092289218676622 103:1.238495763072126 104:0.3979574370031068 105:0.005123914343881133 106:-1.051484458712654 107:-1.858183985452671 108:-0.1132023560413877 109:1.192719728331402 110:-0.1366670074865619 111:-1.910603356749024 112:0.07511602695249212 113:-1.323651106974238 114:-0.8085608020181838 115:-1.826158357751997 116:0.3351388988834181 117:-1.044946063660922 118:-0.3007298925429879 119:-0.8038963234076815 120:0.7796310449488033 121:-0.2112025086548398 122:0.3817386499360049 123:-0.2267468607112723 124:0.5304731426102477 125:-0.2658118294413235 126:-0.1402393604034934 127:-0.4278833416207897 128:0.01120617799534387 129:0.06050682084242334 130:0.4827437756455289 131:1.688240713627901 132:-0.3923511417252187 133:1.360574595316513 134:-0.03971890328278207 135:0.7882470367842442 136:-2.412003301538255 137:0.6903938698824181 138:-1.549474004934907 139:-2.203821708290952 140:0.8473144854915969 141:-0.837545718151785 142:0.2377679206897034 143:-0.04152074035471305 144:1.781515533217871 145:-0.8700933546249794 146:0.7624489956446069 147:0.6838925678680278 148:-0.6190293811521247 149:1.133679055745699 150:0.6587840846395661 151:0.6351838899393795 152:1.403537246328145 153:-0.02472814227242772 154:-0.3570433210762783 155:2.705016098261816 156:0.2905447023785357 157:-0.6044514100379171 158:-0.2246860226446902 159:-0.6481825066458431 160:-1.349664538553214 161:-0.2199160404674335 162:-0.8257045360505582 163:0.3410649630695053 164:1.447173405005608 165:-0.9468635278138721 166:0.2907807540728576 167:-0.7278680177764276 168:-0.2222564845310834 169:0.400655350567412 170:0.03476079639131719 171:-0.2899669692062751 172:-2.035622476396892 173:-1.01993691098007 174:-0.3715473786275582 175:-0.2252749376627432 176:-0.1175618567642737 177:-1.845319771562037 178:-0.2115153339556522 179:1.567097050642538 180:1.383416394209164 181:-1.100033906384039 182:1.172317398533807 183:-0.192563015491862 184:0.2104488155521519 185:0.01090197474856737 186:-0.5621165400081514 187:-0.3508709232226885 188:0.8526033950892232 189:-0.3512564228340565 190:-0.8421213310233515 191:-1.330429827566348 192:-0.01757062567310992 193:0.03356653016756686 194:-0.4565191628891546 195:-0.2715408744395719 196:0.007109875474666915 197:-2.597297688195738 198:0.1924271033260012 199:0.4444045543844635
-1 0:-0.74634534101495 1:1.469788235528491 2:0.1283296849628124 3:-0.1971095949332981 4:-0.8588982134303902 5:0.1431855332707866 6:-0.8894225713279382 7:-0.3601504485539155 8:-0.1681695166700146 9:0.5176348582694366 10:0.0553198840662067 11:-1.582799650736332 12:1.298496278610304 13:0.3174615061057436 14:-1.061254031533224 15:0.2079577603209247 16:-1.894668518362685 17:0.05059628323692046 18:-0.4772215373141916 19:-1.287418840009067 20:-0.006941214904932787 21:-0.007550937241400796 22:1.000314211728149 23:-0.08899282410789236 24:-1.65273960788512 25:-0.5295334919493583 26:-1.25531213231771 27:0.3398718144576864 28:0.01340803462568435 29:-0.42279606959282 30:-1.095315469514593 31:2.419968670978404 32:-0.3161665227193044 33:-1.020642799180642 34:-1.034783351240657 35:-0.4486226419227356 36:1.153505422142436 37:-0.5149553686983517 38:0.370395990702848 39:-0.426683934725159 40:-1.817278730232007 41:1.714999962234534 42:-0.9441270450070043 43:0.4363865957672249 44:-1.020182546689759 45:1.879988256789556 46:0.398034038178909 47:-0.3776158768187296 48:2.164223621099945 49:1.45314273644448 50:-1.948797381211355 51:0.3768122071703401 52:0.9615035889741317 53:2.09873331605899 54:-1.993144425564685 55:0.6618141141841086 56:-1.657421447650647 57:0.01872428983456792 58:-1.879899333166131 59:-0.3066252966440602 60:-2.235942025816843 61:0.6916032814213087 62:1.500907211279892 63:-0.5426441244790627 64:0.1804216642908953 65:-0.1060821927352768 66:-0.9201178597281587 67:0.03073021106010796 68:0.2629606634800065 69:1.995455354304804 70:-0.9842581769346594 71:0.5374474763704857 72:-0.04591096799108733 73:-0.3251457889120472 74:-0.7062933336512972 75:-0.2106562725423739 76:0.5309404462763486 77:2.351197426998612 78:-0.442236183332885 79:-0.2496406692970485 80:-0.06659509719711316 81:0.2051734702657174 82:-1.623262615447841 83:-0.9362981789915188 84:-1.844749685228815 85:1.344986941651012 86:0.8999695344463624 87:-0.8607901430929651 88:0.1879460718323381 89:0.8571579585408083 90:1.337870369257667 91:0.5309443444202543 92:0.3590085089980417 93:-0.4192743819801028 94:-1.33179588897502 95:0.6060769706683209 96:0.3062702590735207 97:0.03637886964402569 98:-0.5858692952099641 99:-1.057225504254624 100:-1.176539723825675 101:0.4258180738982639 102:0.6422098909799292 103:0.09065624087268619 104:1.092738782055473 105:0.6551697080516842 106:0.8242076067822186 107:-0.2054235996661347 108:0.2946134909040669 109:0.9804821389024977 110:-0.2354099157353299 111:1.213369990999043 112:0.9539271159667838 113:2.058525400484216 114:-2.441999920141706 115:-1.295384600864935 116:-0.542704738935611 117:-0.1264181580759263 118:1.781995523708824 119:-0.2150237687081479 120:-0.380696965878166 121:1.933954606842933 122:-0.5492241515059353 123:-0.4753798384951211 124:-1.136216847027641 125:-0.6277881963404948 126:-2.24333170850481 127:-1.163102879604218 128:1.799160020116563 129:-1.644625323897248 130:-0.1574196249211742 131:0.3876196102618036 132:-0.1596686738083452 133:-0.3537961650777368 134:0.6614669779815585 135:-1.868819314791736 136:-0.02139421705180453 137:1.087708532849565 138:0.942338519608122 139:0.8101981061478031 140:-2.108152033963635 141:1.272460533290079 142:0.5518228624909256 143:-0.2982243077345439 144:-0.4653601622328755 145:1.938707293609936 146:0.437607612787874 147:-0.9028776242837624 148:-0.4975450468800947 149:2.535865587000543 150:-1.14615055174214 151:2.848511738443624 152:-0.4377068790265285 153:-1.004302465745851 154:-0.4582834620457005 155:-0.0549951023005682 156:-1.422845544504161 157:-0.6761895400426836 158:0.02201587140008614 159:0.3325550273981421 160:1.092612312594882 161:-0.5523616705639075 162:-0.03669891824167704 163:0.4418735958404344 164:0.8378985528599782 165:-0.6373801189183275 166:2.086853502638707 167:2.073869276130137 168:-1.575236635939562 169:-0.08673866315351868 170:-0.3886565937949545 171:-0.7262304964924455 172:0.3986413402565115 173:-0.3839885986223061 174:0.1117573011038465 175:1.332077997031899 176:1.080566845806234 177:0.856645133848225 178:-0.8626462051223057 179:0.2745424686399601 180:0.4245924461442477 181:-0.534134425930728 182:-0.5011004416517097 183:0.4266045440153705 184:-0.5086222027847407 185:0.3962096145045672 186:0.3342713688673188 187:-0.08504741035374687 188:0.009523297223649106 189:1.024303217077004 190:-1.469851096321333 191:0.3203081852700781 192:0.6430139617840379 193:0.3945451734650819 194:0.01794177848117366 195:1.337747724298719 196:0.4429787353641512 197:0.5693556026757559 198:0.5939856512266734 199:-0.4811390999415495
--1 0:1.824743086091878 1:-0.4405305519251565 2:2.311271433229416 3:-0.6219552631391965 4:0.9807586727374499 5:-0.5255435575209386 6:-0.4654555268973483 7:0.6573940386544287 8:0.4876405362568403 9:1.18497001078314 10:-0.800306546950852 11:0.05753236891212011 12:-0.8263652131019065 13:-1.075654377000508 14:-0.9692756767010793 15:-1.411312964749246 16:-0.6961091433384319 17:0.5809108224118821 18:1.076991880121072 19:0.5605041596919998 20:0.769105163471056 21:0.1268805667286641 22:-2.021988124622373 23:0.7075439399061547 24:2.254885910718199 25:0.120846118224877 26:0.2038122675832639 27:0.002800080360029915 28:-0.7812716208830701 29:-1.575095803371772 30:-0.9060109583969286 31:-0.2319001654227659 32:0.5100391556525287 33:-0.07184469746611952 34:0.6018924113537416 35:0.3726472328833857 36:-0.8299358623874126 37:1.019397466306258 38:-1.692827551744044 39:-0.4723969568785528 40:-1.164598892858216 41:1.002145251800564 42:-1.202648379762965 43:-0.8494227097390246 44:1.349219621660442 45:-0.4245611018419181 46:-0.8475124751044789 47:-0.1283696217629399 48:0.7848451108010569 49:1.342680875174948 50:0.1420084605269828 51:1.064380007502249 52:-0.7246871650009918 53:-0.5380859585556934 54:-0.7608036747030514 55:-0.0710969214580708 56:-2.29987852131931 57:-0.5427165025661524 58:0.2079004347577706 59:-0.8308838000901689 60:-0.01972946660017805 61:-1.381380891823753 62:-0.2622485308709658 63:0.5407156132646809 64:-2.10662928815664 65:-1.009473011125492 66:1.207781248046338 67:0.2772239437933626 68:1.74670459590786 69:-2.166818147692378 70:1.181712740503838 71:-0.0280481233950357 72:1.041619711096681 73:-0.4398065680235591 74:-1.092771638983212 75:-0.1611793641328867 76:0.9038017047345757 77:1.819290488305745 78:-1.36586729573015 79:0.1227490144455898 80:1.394561167136146 81:-0.5531194795764219 82:0.2042447214966718 83:-0.594098312081863 84:0.3588662482626101 85:-1.695770212437182 86:-0.1229017162248959 87:0.02744740943165508 88:0.7337141738480545 89:0.1263406683574309 90:-1.099087844841555 91:0.9754233310513098 92:-0.6363242948527424 93:1.605545335571966 94:-0.8977913656374614 95:-0.05355837556874342 96:1.434594804209846 97:1.163671479850042 98:-0.5121980814720315 99:-0.3500122506702721 100:-0.5721390797935408 101:0.5059227973193238 102:-0.635420247875229 103:-0.6950378123903109 104:-0.5881308770158418 105:1.077004940647541 106:1.692579539867395 107:0.4054625869970968 108:0.04793585992533005 109:1.946554076152758 110:-0.8952047322674046 111:0.4522796251063544 112:-1.680084967991307 113:-0.8270697749616008 114:2.561782416137093 115:-0.300473358015947 116:-0.5424971989497377 117:1.364226089642071 118:-0.5155846876682891 119:-0.9998256407764763 120:-0.8141164166895202 121:0.007759005033797263 122:1.032811244778087 123:-0.02989588399105844 124:-1.288183922962849 125:-0.6826629619999515 126:1.033814489596449 127:1.230604219213006 128:0.3868695190253985 129:-1.198174102872753 130:-1.573055201585223 131:-0.05771720314625783 132:0.3697052158458299 133:1.105426540468102 134:-0.3074517955491682 135:-0.3157922283839705 136:0.716709214433407 137:-0.6988004938394412 138:-0.7776530632284786 139:0.2258965233322682 140:0.9350873789768052 141:-0.9375811393721242 142:-0.2459911163787201 143:0.4844762816484739 144:-1.499390040556039 145:-1.866322614468514 146:0.9854408122817876 147:0.5584317404716532 148:0.7346368240010545 149:-2.161113242591906 150:-1.599558783469856 151:-0.7363668951123454 152:-0.07956843318772257 153:0.4180840230176499 154:1.468255929412731 155:0.4771709726709453 156:0.3560002862604473 157:-0.8329427215472449 158:0.2499710841163462 159:0.6572127847614319 160:0.3780055390640991 161:0.5550561655200874 162:0.9029036595411333 163:0.1412287918906194 164:-0.2007998796974998 165:0.6587785081577651 166:-0.2540858416599142 167:1.597846759751401 168:-0.5026808203352525 169:1.819290629542444 170:-0.2921091483728766 171:-1.653619885817678 172:0.8209150346746514 173:-0.7156553025747081 174:0.6361394229742622 175:-0.449432991989331 176:1.174268425188919 177:-0.5538641369710383 178:0.2410986435090976 179:-0.3767694150178596 180:0.4997552932073897 181:-0.4510922517669091 182:-1.215985092978522 183:0.5347748877157039 184:0.8671191522678234 185:-0.8873293420648684 186:0.8339956848367915 187:0.7307295755994625 188:-0.3002751017595363 189:0.6121379570357182 190:-0.5880297064749975 191:-0.379760943247313 192:1.87272934472997 193:0.6079685055123806 194:1.307651844665041 195:0.5686675763122193 196:-0.8401049167418572 197:-1.505364398979935 198:-0.6430097900003759 199:0.3841113378548123
--1 0:0.874855073458591 1:-0.4658933001755574 2:-0.1575833756587261 3:0.4672917140973801 4:-0.003691218931310564 5:-0.9878283528641778 6:-1.551587327295806 7:-0.3433862661416631 8:0.3631869700616525 9:0.04021524710058171 10:-1.884404143355241 11:-0.9882099813284362 12:0.9247076285994542 13:0.8527303640861498 14:0.8110674013485808 15:0.5940734002244873 16:-1.41240155146574 17:0.1657436260392954 18:0.07591526397741756 19:-0.2660777082613577 20:-0.1981724450265595 21:-0.1576732014092858 22:1.894840957668871 23:-0.0527975924477688 24:-1.601958152224531 25:-1.217879840271878 26:1.217537812128351 27:0.9454307248996568 28:1.018840975144358 29:0.2760332297095958 30:-0.1319152403010677 31:-0.2710881626272746 32:-1.485915818058213 33:2.1575694153431 34:1.39723787415223 35:0.3387998062644579 36:-0.06618263717289534 37:0.02942553115969139 38:-2.436349160280639 39:-1.020348283993935 40:-0.1451674240339789 41:-0.9241148782640034 42:-0.8829372324642556 43:0.8199815302941188 44:-1.275617888022213 45:0.9406295064969237 46:0.7613599285121893 47:1.032546766834685 48:-0.2867684731481092 49:0.5859867890161002 50:1.551191103905149 51:-0.6512412751140877 52:-0.8197209350695589 53:-0.711050208223764 54:1.657510278946466 55:0.7929282838287328 56:-0.1243663907120365 57:-0.3680705938606581 58:0.3107005395662323 59:-0.7656804372713517 60:-1.226125038630547 61:0.2043824731665061 62:0.7148014278344873 63:-1.630456157983171 64:0.3956686725488416 65:-1.113797223051367 66:1.471724743475658 67:-1.140435222134337 68:0.8412013774537397 69:-1.084065490384086 70:-0.2490077212935545 71:-0.5089478509670582 72:0.8577003550917709 73:0.000360721823828802 74:-1.925162372136397 75:-0.05174566158908268 76:1.079578695539122 77:-0.6952644471464707 78:0.4531366977914811 79:-0.1162132344120413 80:-1.039252429527712 81:-0.149245865550473 82:0.7386352267965502 83:-0.6839851876793268 84:-0.7062817214519448 85:-0.576361498769326 86:0.3925477091178674 87:-0.6888559014569149 88:0.8230079411816461 89:2.129881127311223 90:-0.3938093978335241 91:0.1933028027798508 92:-0.7699936734638859 93:-0.1254578683549136 94:0.5359073032771324 95:0.6380015635360553 96:0.3785597081691628 97:-0.02549954594847842 98:-2.290605433015883 99:-0.7210773935468171 100:-0.09936479437088942 101:-0.1028968988421123 102:0.533088777487292 103:-0.4656545525691204 104:0.993389123842129 105:1.955034633015623 106:0.8575539959159563 107:-1.693121372385432 108:1.521670025266782 109:-0.8814369151744407 110:0.4803108285916969 111:1.00953645267645 112:1.278765280418201 113:-0.1882494384641209 114:-0.4474484382834689 115:0.191969458259127 116:0.7491200685888318 117:0.1774933199521674 118:-0.2639633083689586 119:-0.1745569537343651 120:-0.01350371823881971 121:-0.3621920596871293 122:0.5462701946609106 123:-1.270639852112693 124:1.320130667860749 125:0.9049929685976288 126:-0.6332313828675779 127:0.7074864523342536 128:-1.160545966934545 129:-0.2422675639907647 130:-0.02814562060711465 131:-1.251615291918283 132:0.1649875737368109 133:0.1505213509033015 134:-0.7589033317819657 135:-0.4717160499403399 136:-0.6279098057231867 137:-1.034444285252133 138:-0.07274705959745127 139:-0.8634093729735111 140:-0.1673877862406891 141:-2.008230170990955 142:-1.310475930008393 143:-0.8688281591523255 144:0.08916543315385725 145:-0.3622736265939743 146:1.840265754045646 147:-1.09945574275444 148:1.827635260643924 149:0.7504204166170942 150:-0.570744032351166 151:-0.1103583390591747 152:0.9268751572971704 153:0.3442750772323127 154:-0.08115547519244316 155:1.261983578073577 156:0.2225012844877588 157:0.8426124771123557 158:0.3227941690951788 159:1.009232013656039 160:0.06210861011104984 161:1.525970652096258 162:1.159066881625208 163:-0.7470516663250749 164:-0.1328858405579133 165:-0.6336804933159471 166:-1.227866664383892 167:-1.707874575973509 168:0.08507729466099316 169:0.439826328117601 170:-0.1198871132013263 171:-0.5345787217596222 172:0.2772655105683345 173:-0.3121795844990851 174:0.07557740395532843 175:1.81005054716165 176:0.1259318209459093 177:-0.6581462477780918 178:0.1532303577759264 179:-1.81717336389155 180:-2.533445059681569 181:0.5032522942919073 182:0.5505754063176741 183:0.4551520965077631 184:-0.6137857871509954 185:-0.5994873871890759 186:0.1736491006627966 187:0.4269380135970958 188:1.144399966787778 189:-2.133483590881834 190:-0.09128372291945304 191:-0.1266024158069047 192:-1.27327472833344 193:0.8955634979297185 194:-1.391907341968403 195:0.2433095116407634 196:0.5462036656051438 197:0.6089011756939146 198:-0.3338527336953322 199:1.230924499864011
--1 0:-1.649699263691373 1:-0.7447314769280966 2:-0.7351174830657741 3:0.7762571564675828 4:-1.032928868506367 5:1.902874188436095 6:0.1517281997841497 7:-0.1543893249134051 8:-1.164414524038961 9:1.264680175602506 10:0.2558892083121015 11:-0.4211820008194609 12:0.2590120839681919 13:0.4063699893485903 14:0.4613489402395373 15:-0.8600038509872793 16:1.51811585707776 17:2.362012387394491 18:-1.477503963773659 19:-0.5947479775075336 20:-0.2026975210230319 21:-0.1772759260859889 22:1.518482997756155 23:1.222287863333823 24:2.366066317897272 25:1.265784742110228 26:0.4123284399157106 27:-0.4241315200123899 28:1.941656997093419 29:-0.799071490649519 30:-0.1106753683604245 31:1.532948368892235 32:-0.03072551650214892 33:0.2344800280725873 34:-0.5696284574273244 35:1.523126002686097 36:1.478234643199908 37:1.39638148334041 38:0.1576781558134615 39:0.3084147021290661 40:-2.106933181838829 41:-2.423755623415051 42:-0.882829604964571 43:-1.31161230344621 44:1.659638820692226 45:1.204669495104445 46:-0.7546721608058079 47:1.868883437848041 48:-0.08125225706390134 49:0.234306852648963 50:-1.403055053817104 51:0.864401812474991 52:-0.3934621506836164 53:1.220541653142107 54:-8.93066959980285e-05 55:0.9606385772793113 56:1.670450807653088 57:1.89097515958507 58:1.5050343377938 59:-0.471186083999617 60:0.9200394573431202 61:1.061641360156951 62:-0.8787067787824352 63:-0.6786150517043126 64:-0.9750868641398857 65:-0.980117812899253 66:0.9308609707686872 67:0.2941414863088796 68:0.4619367946097109 69:-0.8153742454417163 70:-1.062973117226203 71:-0.9595087162735179 72:-0.3667762411152322 73:-0.09594808006121498 74:0.5084094609141611 75:-1.013979492725847 76:0.2707326922940858 77:-1.671646576728545 78:-1.297289379247912 79:-0.6211764184810803 80:0.6868284802893478 81:-0.7581066335779916 82:1.484176539818602 83:0.0398742562276111 84:-2.535471451356463 85:-0.8976377836758764 86:0.1166057359430584 87:-1.232404873448625 88:-0.2177328223463312 89:0.6851058464095651 90:0.1904431648121007 91:-0.215568378829511 92:0.1376053547749125 93:0.8621080048858222 94:-0.925494245128055 95:-0.241957121048973 96:1.675470233615355 97:0.2045855828680288 98:0.480901665094328 99:-0.9384858992243749 100:1.059302306343191 101:-0.2265669114729444 102:-1.52074656184737 103:-0.1100268964475286 104:0.08771975866276857 105:-0.907835357163457 106:-0.3895903254133594 107:-0.4450107129879818 108:0.7500962698166029 109:1.468327662146445 110:0.1939306250886991 111:0.585452043184557 112:-0.8153238208008089 113:0.4460307913955219 114:-0.6127774284119037 115:0.6002733103098939 116:1.180172762490451 117:-1.360891373615735 118:1.210168689126982 119:-0.7650904929118024 120:0.07345558020544041 121:-0.9205937859096134 122:0.3141386868411259 123:-0.2323380445655125 124:1.077828842269799 125:0.2482216447304725 126:0.7481592419618162 127:0.5758280990943564 128:0.7276904226827734 129:0.5284108079434713 130:0.6162254158684579 131:-0.9523452363592442 132:-0.7884907792891276 133:-0.0846922150926096 134:0.2136718082505543 135:0.04745446693181906 136:-0.3180564261648434 137:-1.058382068050965 138:-0.684220901307479 139:-0.140821253339932 140:0.2534268063620536 141:-0.4663190404280428 142:-0.03594508758470891 143:-0.2737561171580387 144:-1.038070471410116 145:-0.6956274480754285 146:2.121571612106248 147:0.6363621414536983 148:0.4408257645366675 149:-0.3850172983696146 150:1.388238033366931 151:-0.1882640508565671 152:-1.002935722872817 153:1.028513588831765 154:-0.4699079440687831 155:1.159282757654616 156:0.02891221581263665 157:0.9557373998727697 158:-0.6379930576383877 159:0.7770339027497259 160:1.365599640593683 161:0.7454742608041998 162:-0.4109720086983009 163:-0.5294514279114991 164:-0.9231985580148853 165:-1.31883409484474 166:1.112745884222164 167:1.028333870341287 168:1.290402358484512 169:-0.1099444773061305 170:1.403634295021313 171:1.29516933597681 172:-0.1398396424835091 173:0.7416595078588296 174:0.6789460813170544 175:-0.6137799382704787 176:-0.04782126322021115 177:-1.204129768878736 178:-0.1672441210633221 179:1.544275464719139 180:0.5380738542181998 181:1.117506103668395 182:1.751561114926357 183:0.21719463347467 184:1.153739548549005 185:-0.4395136711810178 186:1.325380884720555 187:-0.8426077778039938 188:1.167689947931313 189:1.126038023962151 190:1.54380701775669 191:-1.07530113920271 192:-0.3945271481042257 193:-0.0710143168882868 194:-0.2910646724850289 195:1.955964210930946 196:0.6767176425715138 197:-0.9600597836527235 198:-0.542722344078551 199:0.3626694925987613
-1 0:1.604167337823652 1:0.5740137423925192 2:-0.03270285791823656 3:-0.1877648507698376 4:-0.2440545626391915 5:-0.1640733784229485 6:1.692970722246561 7:0.4191098261575039 8:0.747213023234311 9:-0.2887208737724288 10:0.679660192000058 11:-0.5875096138229388 12:-1.401247247605236 13:0.4726927364899058 14:-0.11351207620506 15:-0.08012554430478583 16:-0.1372213316072493 17:-1.505543443590378 18:0.7073158465552654 19:0.4480098423406121 20:-0.5929150437897921 21:-0.2170869346297757 22:-0.9974206364724683 23:0.8892913463103423 24:-0.05273213539667167 25:0.8213167031851734 26:-0.5384900753892236 27:1.47489406716917 28:0.8464171887287388 29:0.7386027792392975 30:-1.32005363307213 31:-0.8786725427464319 32:0.3015814522396534 33:1.807904123413058 34:0.4153915403906704 35:0.3043952922084991 36:0.6947944279902055 37:0.9915250651506539 38:0.4970551848144358 39:-0.2737342254376287 40:-1.24612200640567 41:-1.076084299399104 42:-2.19293018753367 43:1.031052430176744 44:1.730034825640463 45:0.9070263994693227 46:-1.761791427170815 47:-2.068519521804258 48:1.093741843914114 49:0.2606847097674781 50:-0.3639060110842288 51:1.389534344676758 52:-0.1570445243419925 53:-1.048628287588113 54:-0.8348319434967574 55:0.4434452136232075 56:1.03082303356664 57:-0.1118923266509717 58:-0.1187254998527238 59:-1.377267533274545 60:3.185052068624683 61:-0.09942248593134517 62:-1.287760671157739 63:-0.08811191290314087 64:0.3985759754899883 65:-0.0521374669527299 66:-1.013155278400636 67:-0.0915849108052329 68:0.3132714510602549 69:0.2381913682139565 70:0.4923425449612585 71:-1.123737614346645 72:0.3764286166812674 73:-1.863903352983688 74:-0.4137885426626389 75:1.136047804476493 76:0.8929591088245755 77:-0.5731790874281072 78:-0.3306907300794979 79:-0.06853021536627868 80:-0.2513841148045984 81:-0.3096725224702002 82:-1.237482123932556 83:0.3593353511062478 84:0.7569638143850022 85:0.03419975249736005 86:-0.1056651487616759 87:-0.7343470029544232 88:-0.3823557996656668 89:-1.164739625043975 90:1.137949471975966 91:1.035759565731682 92:0.8559664921417084 93:-1.130899343384169 94:1.795751332882243 95:-0.9325653776904776 96:0.5002500365287774 97:-0.5569626316602877 98:1.084580738753067 99:-0.5145926543413984 100:-1.153925837317759 101:1.445621398049954 102:-1.929215584859504 103:-0.623428602136734 104:-1.138091198516682 105:0.06572459764396762 106:-0.4848145078384262 107:2.127747567469817 108:0.2080725500759144 109:-0.9417642348941578 110:1.286899724576962 111:-0.5505870658578864 112:-2.049268310006351 113:-0.6643119705346301 114:1.658142256944767 115:-0.2339668994245062 116:0.3610167816671136 117:0.3115917904632634 118:1.430276996088779 119:0.760363565119772 120:-0.5734685370457426 121:0.9581610990205418 122:0.1078061962368282 123:0.618737479490479 124:0.6774040551284365 125:-0.5552337740542368 126:-0.005514928337807415 127:0.03785996917815087 128:-1.426994573745276 129:2.687713843114042 130:-0.3973266369986305 131:0.05070397102358853 132:1.308233469636879 133:-0.6443801259083154 134:0.4504507171304155 135:0.4492142192672019 136:0.04264001041622198 137:3.287650941279859 138:0.2501972411999371 139:0.8949657060881741 140:-1.561637290852424 141:0.1659073060027499 142:-1.44807825312624 143:1.75707409226233 144:-0.1603555638340024 145:1.173330878934819 146:-0.2380400399145792 147:1.289882185725556 148:1.165462097167458 149:2.949747019878506 150:-0.1023718975484607 151:-0.5185360795932916 152:0.08671084035661164 153:1.432990263638622 154:0.777086024858754 155:0.5776468574155176 156:-1.533096380673286 157:-0.4619212001605306 158:0.4543983724251475 159:-0.3158208907585768 160:-1.482373923615708 161:-0.4135713298384557 162:0.0265198489843348 163:0.6394008901142716 164:-2.508443563975681 165:-1.22737913895407 166:-1.080502053248121 167:-0.5308237407714121 168:0.2043666947097652 169:-0.3665514486952433 170:1.775507393411775 171:0.7382083152356546 172:-0.7719281963862483 173:1.728318007410313 174:-0.017547654333647 175:0.3446833292673289 176:0.4466297674255489 177:0.2123807971928892 178:-0.6963236034521333 179:0.5138880207294614 180:-0.7587280878676033 181:-0.3943789771924985 182:-0.9601736710391974 183:-1.520497975308442 184:-1.251407683499874 185:-0.09209899356004737 186:0.8353844962135668 187:-1.497728968745263 188:-0.1098710190343265 189:1.054032730342691 190:0.6335383243725822 191:1.979412695136212 192:-0.3947909995200051 193:-0.7086829864723972 194:-1.011922693875697 195:-1.245093490275484 196:0.0585717876492365 197:-2.210969467536664 198:0.2315438064925754 199:0.02776896824208303
-1 0:0.2652262446556751 1:-1.599377851340728 2:-0.4177879758645721 3:2.269704654873603 4:-0.2533465861678889 5:-0.07527012693504639 6:-1.056393504559903 7:-0.8304337734767945 8:-0.7585173470214961 9:-0.208190227653625 10:0.9629470729898205 11:2.209980844339791 12:0.9974493952257324 13:0.5810789897915711 14:0.9290747120131116 15:0.5912020856515873 16:-1.070300137899273 17:-0.9658686885418619 18:0.505256814750861 19:0.7067489309122115 20:-1.062357957247928 21:-0.8993916954254583 22:1.257834780356149 23:-1.304001532629486 24:-1.549859807972473 25:-1.443509583565462 26:0.3549777705892552 27:-0.8286199265345348 28:-0.6367646248039849 29:-1.879236783622907 30:-0.1129933417790918 31:0.8769620137072383 32:1.857890904185277 33:1.145542851002369 34:-0.4943022074819743 35:-1.051860813031381 36:-0.9086447196924208 37:-1.684603189539224 38:-0.4819065645712563 39:-1.188589968501769 40:-0.6690884202248025 41:-0.02600506977855356 42:-1.759333834364684 43:-0.1195322077469299 44:-0.4128526202373508 45:-1.563660724704339 46:0.5785055667384681 47:-0.05175526577584152 48:-0.7899085167428034 49:-0.9925998815417524 50:1.150338763789049 51:-0.1878931981207855 52:-0.8284233681859133 53:0.3341095440062783 54:0.6564933025842979 55:0.8588118312775949 56:-0.02278774600562131 57:1.567258723901382 58:-1.246391136265977 59:-0.1586915371328735 60:-1.753490529069128 61:-0.4707503102975589 62:1.121538050728944 63:1.261275496548476 64:0.1889043913697564 65:-0.1147397256834103 66:-0.2670376955847968 67:-0.3221853375271362 68:0.5001831494877234 69:-0.6517661967608048 70:-2.53454383843147 71:-0.2228693171158329 72:0.9641245608805122 73:1.204251064435982 74:1.868409002791582 75:1.970667301283316 76:0.184322717480162 77:0.6079424384548286 78:-1.005242047181179 79:0.05234546619162704 80:-0.2612186940836864 81:-1.951720172803208 82:0.8401057219212883 83:1.024960868736937 84:0.07555170270669034 85:-0.6406304476925766 86:-0.6493364239962308 87:1.414355543684696 88:2.01820860779117 89:-0.9245828914214648 90:-0.09353690141924484 91:0.3251410852162367 92:-1.688107011359696 93:-0.297053832360835 94:-0.1122486473786318 95:0.3397324896537858 96:0.04543097035465624 97:1.383947220813109 98:0.04060774718801347 99:0.08167963512523561 100:-1.747518592755291 101:1.222408296795179 102:-0.5011384761761087 103:0.2925494280326043 104:-0.329136456760021 105:2.089242814452667 106:0.4833798396806485 107:-0.1307290593334529 108:-0.04260686259900411 109:-1.485319064753491 110:0.4666798586342438 111:0.3363119094119535 112:-0.7000185129431423 113:1.050355474685882 114:1.140351148688255 115:-1.079745694117126 116:0.5534259244635544 117:1.265621182340494 118:-0.2284944745732795 119:-0.4050071595860397 120:1.136071586845345 121:-0.6851813390353001 122:0.1314271330220181 123:-0.4769073604789094 124:-0.1309084914365357 125:-0.4845042697225128 126:-0.3855234195941616 127:-1.390069338530364 128:1.114822121167916 129:0.5256822580931763 130:-0.1426027484911924 131:-1.105673776125859 132:-1.022962009963087 133:0.088432316853781 134:0.01694142936621395 135:-0.02643142540740262 136:-0.6940365718253086 137:0.4760854988229186 138:-0.6582914542222564 139:-2.155760341953504 140:0.2857586699229701 141:-1.392690828116408 142:-0.5451067956969896 143:-2.080548581494747 144:-0.3501083738841586 145:0.7113105262102375 146:-0.4460683173517078 147:1.051231719209908 148:-0.5327961240346358 149:-0.08906105358944603 150:1.69676904062195 151:0.7444542811927085 152:-0.4628828539634485 153:2.652442265499145 154:-1.511267435689919 155:-2.768978499351267 156:0.8518463579147323 157:0.02556663000963807 158:0.9115911353808275 159:0.06802469943756521 160:0.2315085754062607 161:-0.04398998888766144 162:0.6135887596879691 163:-0.3958154142632756 164:-0.2069452986913989 165:0.2367379310002208 166:-1.615710090861865 167:0.2228815370305712 168:1.446312227829434 169:0.2407176172585347 170:0.4242307086711483 171:-0.7187549810958267 172:0.08677048025372029 173:-1.156086439952744 174:-0.3482628702649709 175:-0.07783889463768923 176:1.558466741530611 177:0.6198669589374394 178:-0.2595220436827527 179:-1.273233438101905 180:0.3253543622272954 181:0.5465933280568988 182:1.17318673639833 183:-0.1963604664512194 184:-0.6333156409207217 185:-0.3107405803076623 186:1.448957636172187 187:0.5639435211307605 188:-0.1420734167174756 189:0.2830395731775519 190:-0.1925861430942109 191:-0.9718348287279068 192:-0.5904287572188627 193:-1.053008381080551 194:-0.1239901597140595 195:0.2771797376830234 196:1.362405209535531 197:-1.88143181951123 198:-1.317842750514316 199:-0.252363012945923
--1 0:-1.606051528154992 1:-1.647149837148039 2:1.788910290713466 3:-0.6128292274594971 4:1.025250965787367 5:-0.4980877020520525 6:-0.9314965333929941 7:-0.09848432002459805 8:0.7560683425756023 9:1.459577279870569 10:0.280329976921402 11:-0.4241872856290837 12:-0.2484191983153248 13:1.106597805267824 14:0.8443972627890139 15:1.009273575503983 16:-0.05165810000069854 17:0.7154585490944988 18:0.3797149781520234 19:-1.046154905674358 20:-0.8891701494935067 21:0.8395451164916721 22:1.182197532456942 23:0.08043568730101722 24:0.5977087605404396 25:-1.838605839996684 26:-0.8566294677267799 27:0.01967707484013961 28:0.7224315439198484 29:-0.7910048035492574 30:-1.105665003083092 31:0.8671610353441892 32:0.6896910244744048 33:0.2703600650677996 34:1.558621961055048 35:0.7263761307334965 36:0.02251535681141202 37:0.9319337127298506 38:-0.2559799949800198 39:0.0674441375866195 40:-1.755638403170341 41:0.9733932926209409 42:-1.099674340516086 43:-0.04142379680611608 44:-1.207049059421271 45:-0.6206120891675421 46:0.7118368546435687 47:-1.678158562260769 48:0.3559655490881124 49:0.3106922324494867 50:-0.1670959226813561 51:0.781141695676545 52:0.2549797564380925 53:-0.421977368879785 54:-1.238219270786947 55:-0.01924337952507717 56:-0.0005027526402116711 57:-0.234124673640174 58:-0.3792931518629598 59:0.1107547622527044 60:0.5473969071197085 61:0.3215041140414835 62:1.276557467341005 63:-0.1455057494449953 64:-0.123009685603385 65:-1.453596370891057 66:-0.05066804926044311 67:-1.65849444378654 68:0.8876548138101074 69:-2.402220281793069 70:0.5692764854908891 71:1.869087925390794 72:0.6030642506541875 73:-0.9197487405199349 74:0.9138168797970583 75:-0.6033286514284389 76:-1.597677796467617 77:1.239201832468016 78:-0.3112033133316769 79:-0.7818380854993565 80:-1.528939599916117 81:-0.8312820097527946 82:0.02027865116737482 83:-0.3868533628685878 84:-1.245095490923764 85:-1.045532689045065 86:1.309722695539636 87:-1.050341828279292 88:-0.5333868210772661 89:0.008351155756101314 90:-0.3978034126736618 91:2.351290340496885 92:0.4767563267008696 93:-0.5081303058712543 94:0.6646086700025038 95:1.632178849749303 96:1.581503059161591 97:-0.04631487284856201 98:2.242630978431504 99:0.1388304187395197 100:-0.5608152836904535 101:-0.4818565247080777 102:-0.153559308129825 103:0.3868492494840256 104:0.281659451277133 105:0.3870471800819232 106:-0.8668704297845766 107:-2.045108802273583 108:1.005680516138016 109:-0.3351129166177764 110:-0.3353066398290663 111:-1.030359825714702 112:0.43926555290219 113:-0.4360380070834422 114:0.2054311967074181 115:1.466397909215219 116:0.9143503900315307 117:0.3636316800931612 118:0.6298365904077543 119:-1.176242051757638 120:0.2916082058625777 121:0.5505794807371057 122:1.425644472974313 123:-1.692140216198787 124:0.2557941462752463 125:0.1746543324037838 126:-0.144899960145058 127:1.192446033507532 128:-0.02567698841195149 129:0.3264717527525645 130:1.499085319968123 131:-0.6168332665804047 132:1.481785152570237 133:0.8300838929130189 134:-0.683900912714093 135:0.1472463807311162 136:-0.4227147527033149 137:-1.032095024843973 138:1.418866976245302 139:1.51601693369447 140:-0.4210434681248392 141:0.2332908755767457 142:0.1246819215392268 143:-0.07220277817638901 144:-0.5012913676770743 145:-0.211597297386973 146:-0.6100647424271981 147:0.06440118677341752 148:-1.531339166008919 149:0.1766144946530968 150:0.7734363380406921 151:0.5494661131315665 152:-0.3644729741365982 153:-0.5893623466670669 154:0.2698795318366675 155:0.6428142988443836 156:0.9720554421320566 157:1.58504249883873 158:0.02693911477793462 159:-0.9753436799050561 160:-1.073757233790195 161:-0.02137666164669206 162:0.7662825094968743 163:0.4170680698144322 164:0.6130897945224102 165:-1.86809762680267 166:-0.6626076944986956 167:-0.9230632529304349 168:1.136013445410374 169:-0.5235093566557958 170:0.250160950733673 171:-1.001587587586592 172:0.4767366230763192 173:3.194256334156534 174:-1.090122080287199 175:0.8086512845522994 176:1.029170135322015 177:0.7329277733881965 178:-1.040496098768563 179:1.735947317543026 180:-1.868719073716236 181:-0.2938111185668331 182:-0.3738069451255549 183:0.7422390062036393 184:0.8825890444614332 185:0.08210673287971401 186:0.9784415199100964 187:-0.9763914402510313 188:-0.5071486592963704 189:-1.232082065200182 190:1.523089796607002 191:0.505993781610747 192:0.2631310324595268 193:-2.299280620754621 194:0.03390290842616461 195:-0.8909131499889965 196:0.2759162954184986 197:0.4876647124779138 198:-1.391167853650828 199:-0.4329790450652242
--1 0:0.2684979627557252 1:-2.12983343863365 2:-0.6214935628548454 3:-0.9391561808103583 4:-0.2841160087040286 5:-1.247127457357591 6:-1.437488832132996 7:1.020709542737444 8:1.722799832079115 9:0.593092406993982 10:-0.5579389988786572 11:-0.5531445755246237 12:0.2557330172434765 13:0.7584565372900467 14:-1.105736936391377 15:-1.889762956874145 16:0.2507712240791587 17:-0.08516759032437361 18:0.1274637477959313 19:0.2479637479054179 20:-0.8010903186231554 21:-0.7726832081387307 22:-2.695797991794665 23:-0.1393774244911413 24:-0.07154561440224841 25:-1.053864014636405 26:-0.06473340930213164 27:-0.5613855053598152 28:0.7886256725578094 29:-0.5929245003138263 30:-0.3069521457565717 31:-1.832538008750321 32:0.460309414322424 33:0.3745144329561962 34:-0.7450476753334974 35:1.047916079899578 36:0.5025280687266455 37:-1.348481220044293 38:0.2054829235296774 39:-0.1803744314457058 40:-1.521404266082832 41:0.8166565070631757 42:-1.693050350658886 43:-1.852687434788472 44:-0.04032482324095119 45:-1.602876373669309 46:0.004552866340044396 47:1.4117879926669 48:-0.1709088205325081 49:1.216938815420074 50:-1.950873659261576 51:0.3559372558657422 52:-0.295336918898212 53:-0.6111701998063785 54:-0.616174236482938 55:-2.17748342157399 56:0.5808795761032566 57:-1.269650530793584 58:-0.5702439146007251 59:-0.5594577688530123 60:-2.544794893268032 61:0.9260886671707317 62:-0.4613166564251443 63:-1.226378965262117 64:0.6014516659340283 65:0.1498611199134337 66:0.9875308239531271 67:-0.7519047972448741 68:-0.6070246073609722 69:1.69302833089143 70:0.2454614819071759 71:1.029581616393777 72:0.2770114804152197 73:0.09055421284281824 74:1.481717820928782 75:-0.765213523530648 76:-0.4244291099899474 77:-0.3079457474609892 78:-0.4122613154703449 79:-1.382977072210277 80:-0.2326041386107723 81:0.1258815708084136 82:0.5348540625449271 83:-0.6239929485771385 84:-1.637461095948702 85:-0.706031824654654 86:0.1649437343172357 87:1.300083058143045 88:0.8089819996569588 89:-0.4453371082273692 90:0.685752980101981 91:-0.5077830002890853 92:-0.4356998953604167 93:1.108726507985617 94:-1.40121204567239 95:-1.175895531881507 96:-0.3244770164988133 97:0.4803601663348523 98:-0.9390575182577729 99:-0.0371671500143838 100:0.3975649860594394 101:0.5222070674114176 102:1.093102252440749 103:0.6545924581189959 104:-0.7163420194315974 105:0.4627624029949186 106:-1.033254550305096 107:0.9091935028534605 108:-1.184856987169383 109:-0.07656921277697329 110:1.677408976778475 111:0.8884735756531831 112:0.2269127479333009 113:-0.6828866620501008 114:0.7136008600324348 115:-1.666370107649083 116:0.03855270620004466 117:-0.1351644228433356 118:-0.4027246169532697 119:-1.68322941861906 120:-0.1909397886562254 121:0.08092936826885594 122:0.1113612477904827 123:0.4906070153662966 124:0.6736823429383898 125:-0.4600085224625246 126:-2.625743869099883 127:0.1934610366163037 128:-0.1320953628704502 129:1.658773721370218 130:-1.618156636962363 131:1.192174859588633 132:0.006957233123031759 133:-1.734561510765672 134:0.2948487953262715 135:-1.30095052441859 136:-0.1162390337665119 137:-0.6352229890408266 138:0.5521863672024334 139:-0.8278540960802846 140:0.4228349860762127 141:1.900283034753682 142:-2.03544956068096 143:0.1145405487036057 144:0.6939492810890286 145:-2.864942323171707 146:-0.8454006929858947 147:-0.04293724415237893 148:-0.6706881642968062 149:1.153219041881907 150:0.2322491979814778 151:-1.097349165503807 152:0.9654014213849959 153:-0.4766726240368923 154:0.1541175082770944 155:-1.334789933322587 156:-0.4431187770478054 157:1.811907076207712 158:0.3422163099384001 159:-1.628286418489435 160:-0.05758438586040649 161:-0.4210099648890643 162:0.7444412093035214 163:0.9139619308927699 164:0.2288832844718697 165:-0.07839987177758555 166:1.809603277529303 167:-0.245207434820866 168:0.2826524425100336 169:-1.531947047969995 170:-0.04898591138809138 171:-0.001384421464550062 172:-0.256167426767663 173:0.8301599450282244 174:1.01831927539387 175:1.327485240653097 176:-1.217834416427005 177:-0.8588104889421191 178:-0.7468095137565267 179:0.07748529611291734 180:-0.4856766025048833 181:1.10406425573884 182:-0.3129024598334549 183:-1.48009469940238 184:0.886766015694848 185:0.6760805653606202 186:1.938477948912611 187:0.2309537141776328 188:-1.429760234259384 189:0.5933191757539837 190:0.8266603299257286 191:1.246556365947345 192:-0.8467881638277668 193:0.6735586554050929 194:-0.8621445510873602 195:-0.3205143128660298 196:0.09545317041554208 197:0.1421406337084844 198:0.0259280139066313 199:0.2638254020024721
-1 0:0.06281728401990026 1:0.03375810458424317 2:-0.1081666628826448 3:0.7283794407689875 4:0.2859611367119734 5:0.7656843719576807 6:1.221931888579068 7:-0.7900380466801814 8:-0.07304666968911319 9:-0.5029012409388677 10:-0.5257837333810503 11:0.9140243072075949 12:0.2203656779265663 13:-0.8342680853536429 14:0.3757956861829314 15:0.5620611904790197 16:0.8946852936982795 17:0.1946257826058158 18:0.4041814300464924 19:1.256291495743211 20:-1.164098471292886 21:-0.7982067109384426 22:-1.305816049236209 23:0.9397741035075934 24:0.2627679392309619 25:0.391984710987901 26:0.3320350144922055 27:-0.1452672681422988 28:0.8249922100086964 29:0.6934197784329389 30:-0.2394219854764753 31:-0.8878486820663865 32:-0.9556358748478826 33:0.1472992055341929 34:-0.8349933347889276 35:-1.685562771114489 36:0.9127710157249823 37:-0.4045628517447949 38:0.1502234962113269 39:0.01291290624570267 40:0.6577623969151679 41:1.520036339625087 42:-0.2660875731708815 43:1.629935665925415 44:1.941730505326059 45:-0.8602581452332947 46:-1.889107160749642 47:0.06571273969722444 48:-0.866949141390062 49:-0.5717946648721669 50:1.578915278001022 51:-0.556395519303965 52:-1.106408129070611 53:1.571786530156202 54:0.3301935449942993 55:0.344363793823141 56:0.2273305902505365 57:1.007186904425865 58:0.9250856992348034 59:-0.01987117025200232 60:-0.4441663983642829 61:-2.659933983371058 62:-0.2012793030046709 63:0.7722852521634047 64:-0.7539825073251131 65:0.2310727302970686 66:-2.179545856372244 67:0.4671242135966757 68:0.7930439730574287 69:-0.1628273406306372 70:0.4070295676737014 71:0.8788033081811152 72:-0.412540899749298 73:-0.8671552806816833 74:-0.0482700828934138 75:-1.910027770324992 76:-0.8575160212892337 77:-0.9860927685157923 78:0.272353321716935 79:-1.869241762083487 80:0.3581260122341102 81:-2.972319736880022 82:0.9210001427411353 83:0.6906982137665686 84:0.9071880857962006 85:-0.8419849616007932 86:0.3364571303039502 87:0.9238455107905365 88:0.882008548134686 89:-0.6119805732166812 90:-0.8625130992492188 91:-2.806413487861573 92:-0.6613951915783808 93:-1.623651693062264 94:-1.968493451743939 95:0.8053006649897745 96:0.5651036306217649 97:-0.2594637449919218 98:-0.4585657514147812 99:-1.581251211305899 100:-0.1208429722868739 101:1.321605473529777 102:-1.490074744760026 103:-0.169750057092149 104:-0.1863377308664905 105:-1.994674793052086 106:1.785439577034532 107:-2.186499500588666 108:0.8119636009592358 109:2.046369705049286 110:0.05406328008661609 111:-0.436929685091607 112:0.9035978597428926 113:0.06484430994158849 114:-0.4792350802366426 115:-0.4353524154645858 116:-0.5277906510059472 117:0.4893558193482924 118:0.2111637512380326 119:2.869287285881821 120:-2.085841203703072 121:0.4419763721574491 122:-1.251457322303685 123:-0.608256657998162 124:0.125823623162424 125:-0.7531141805893884 126:-1.471295818514135 127:-0.7780880191096916 128:-1.1590102007613 129:0.01300066480375143 130:-0.5956669498064455 131:0.5694538659257188 132:-0.6404342624659962 133:-1.121082233009279 134:-0.3460954527583453 135:0.3508627365828297 136:-0.5337713382836066 137:-0.2978712723334587 138:0.4995544310042759 139:1.058986379057061 140:-0.3981570300032618 141:-0.01123489810797983 142:-0.3452572109067721 143:0.7373489109688151 144:-2.449378842463412 145:0.6445475110712484 146:-0.9536122223707573 147:-0.126724289101369 148:2.173850159914236 149:0.9720635544758495 150:-0.3206870593370163 151:0.1124768344437971 152:2.804921529355343 153:-3.020924597016745 154:-0.238999938416076 155:-0.9448524972655434 156:-1.604155510890953 157:1.382768214857329 158:-2.605448115630741 159:0.01439777351266689 160:0.6508271297496878 161:1.15573798159665 162:-0.4050233034562219 163:1.808609366477242 164:0.6137063637715124 165:-0.5990058602634838 166:-1.046954679093696 167:-0.007207482504954771 168:-0.5777522586234928 169:0.775752705921894 170:1.181332727956774 171:-1.698158177061761 172:0.4559354128754026 173:1.357687988208921 174:1.610287484021482 175:0.9904703833990869 176:0.3313815979924261 177:0.4332011423832105 178:-0.1256821387345588 179:-0.210907095012519 180:-0.01297380939492184 181:-0.8521761682230715 182:-2.0578659401366 183:0.528232752250914 184:0.5991282433732059 185:-1.747613052094092 186:0.7728283588937177 187:2.006398503618227 188:0.78480894753521 189:-0.06094344145454369 190:-0.03204940217281436 191:0.4692286754277886 192:-0.08163990409217313 193:0.2569055566984405 194:0.7742632248803988 195:1.033617747808658 196:-0.6024115410896467 197:-1.299903020084855 198:-0.5049371208580092 199:0.4528772229361211
--1 0:0.9651957103603753 1:-1.260331750174504 2:-0.04504456585672999 3:0.1977509838487752 4:-0.4457678073874853 5:0.9242843811580507 6:-0.805846065826451 7:0.7785269712551204 8:-0.7398480235730933 9:-0.2947803193528012 10:-1.436178551905245 11:1.100014857122482 12:0.3054920599403907 13:0.7117134128131305 14:-1.391616913086469 15:-0.2595919492701202 16:-1.433554026905978 17:0.7186493905007971 18:-0.0557379900571149 19:0.07371731462538408 20:1.243029335905742 21:0.6238789295357772 22:-0.4829824745931576 23:-0.360144854523744 24:0.9107346827014879 25:1.203001414371377 26:-0.1767555048821504 27:0.6036452745897372 28:1.323118338469362 29:0.6315351242821738 30:-0.9627506198840572 31:0.02851390908221783 32:0.3497759083908912 33:0.5246822967381036 34:-1.001223654311168 35:0.01535952684778691 36:0.3157953484768118 37:0.3640596725433866 38:1.105354734372992 39:-0.8224101188764656 40:-0.4406523167904234 41:-0.2369129576029454 42:-1.048549164037644 43:-0.4244388828462144 44:0.668848838475552 45:0.4347633451425 46:-0.5918039713884246 47:1.370092153300506 48:-0.08101038687687474 49:-2.941963398655271 50:0.7142929302503714 51:0.2306478330450038 52:-0.1461512514657253 53:-1.225056138196759 54:0.08749449580204353 55:0.07321262687463619 56:-1.483589255682658 57:1.07044307693671 58:-1.017675032852456 59:-0.2293996838655414 60:-1.002525623858014 61:-0.3592068151650091 62:0.2851908970129809 63:0.8896363642884847 64:0.08038817072258136 65:1.023083330203787 66:0.1887473637015153 67:-0.1728768699611128 68:1.345610899952863 69:0.7645315270819808 70:-1.597256348115423 71:0.3206267184077262 72:2.087868620146959 73:-0.8179870065145339 74:-0.4208805762001067 75:0.9376913073100587 76:1.187984445269712 77:-1.559063536917569 78:-1.191628362607659 79:-0.4759518532590296 80:0.5764609875381147 81:0.6359747917039028 82:0.8208145830389938 83:-0.2046828864558581 84:1.073764535993051 85:-0.5504433272828109 86:2.178263902132282 87:0.3767873566306909 88:-0.7924939779031872 89:0.4756423738537492 90:-0.3203976900591177 91:1.986986877757042 92:1.239119626872168 93:0.487459484048913 94:-0.2293915804883901 95:-1.980463566349527 96:0.9704522656906085 97:-0.269009639785724 98:-0.1142383580263232 99:-0.8985802909461464 100:-0.8516627529658114 101:0.6034299308760852 102:1.82671506991964 103:0.2532587871878181 104:0.4228303219500925 105:0.623800171942812 106:-0.3363167726183942 107:2.243227230613237 108:-1.051671761438535 109:-0.7215583556681793 110:-1.997574244075703 111:-0.8661234927418973 112:1.952401067434517 113:0.5622998072447529 114:-1.031119754316026 115:-1.557180432135514 116:0.09655144619788522 117:-0.5846776182242172 118:1.271820334068441 119:0.6739406614968175 120:-1.374191554610854 121:0.2583266812126281 122:-2.306010267747144 123:0.7451545198468631 124:-0.3145159138357382 125:1.025970127055214 126:0.1241515835130494 127:-0.2419334116713802 128:0.19459663459781 129:-1.100028242994662 130:0.2164078974500246 131:-0.7809704970583631 132:0.5834524992088648 133:0.2285839694148371 134:-0.2451507177408875 135:-0.9059026366108645 136:-1.463260531141278 137:-1.032295647224682 138:-0.612972943350493 139:2.4313053001434 140:0.7151701883332963 141:-0.4595645369006076 142:-0.2047655667123383 143:-1.10783507405838 144:0.1979540083323841 145:-0.3581811670781327 146:0.2060264625124794 147:0.6686866327205723 148:0.0588056667294604 149:0.4262392368059114 150:0.0095638480443301 151:-0.1391690258523416 152:-2.178641145187789 153:-1.440956112846552 154:0.9143727043105526 155:0.6465288609414539 156:1.294373965991603 157:0.6224630700520295 158:0.8167728057425954 159:0.8479465872700213 160:-0.8985991248504475 161:1.212605087079607 162:-1.031866839939493 163:-0.804487724936208 164:0.997858396465802 165:-0.990576523777715 166:0.1100354763711652 167:-0.01488224653207158 168:0.2900193245328783 169:2.219528383103342 170:0.5648964564113692 171:-0.9231136605686551 172:0.4689645638239751 173:1.280096909738383 174:-1.036079791296348 175:0.578232834157282 176:-1.745171519885805 177:0.829156852568808 178:1.341911832609226 179:-0.7350487016794677 180:0.1305757502007521 181:1.005035907244043 182:-1.479492838510932 183:0.5705907061078744 184:-0.5245396297818952 185:0.3119912178661097 186:-0.9383438698783991 187:-0.2368348142432392 188:0.07669912522441026 189:-1.708171450004701 190:0.6439942994858686 191:-0.7141263947692125 192:1.38944678755114 193:2.333290463095872 194:1.05705515021958 195:-0.0762984534517448 196:0.7554328862614721 197:-0.9867404747279153 198:0.333489881837065 199:0.7135380596649467
-1 0:-0.08123698162456593 1:-0.5751043885660879 2:0.3165859674158036 3:0.1629265969082818 4:0.9531398430518319 5:0.06377099188521518 6:0.301769137351609 7:-3.131490459909101 8:-1.844465001928367 9:-1.993515312195363 10:0.04695538234610217 11:-0.3644786934339971 12:-0.4442197096194787 13:1.515679692615307 14:-0.4681452789892465 15:-0.8223849466337444 16:-0.6897062391132346 17:0.2968300122338451 18:0.7503546342725711 19:-1.102194492389254 20:1.00531256208691 21:-1.422428049270409 22:-0.3737455794788179 23:0.002558222508349876 24:-0.2997243982255044 25:0.7376945751287818 26:-0.8031076906574267 27:-1.101779888790621 28:-0.3682493951992906 29:0.7978954118471943 30:0.003799175930902449 31:0.1278218231222313 32:-0.01488184699548392 33:-0.9167623619359109 34:-0.2467757268632334 35:1.056666886319227 36:-0.4334268873346948 37:-0.225145435035532 38:-0.2192583906192839 39:-0.6030634560245799 40:0.4733382130391451 41:-0.9631414109408309 42:-1.291686354427293 43:1.401100589850898 44:-0.7375564664452995 45:0.1820179152354288 46:-2.666299981234805 47:1.105772286617011 48:-1.062351417636336 49:-0.8088990032875155 50:1.11738920625781 51:-0.3075069036411179 52:0.604350733773127 53:-0.0008682549346453045 54:-0.6732014144466764 55:1.360070600313786 56:-0.628349772338836 57:1.928899470812246 58:-1.012877506716321 59:1.961604816472865 60:0.2589088932625702 61:-0.521219149516869 62:1.596319677439491 63:-0.4850244035005178 64:-1.606353517864868 65:0.807564569684025 66:-0.1055973115310475 67:1.257869968651373 68:-0.08137474885710527 69:0.3420301701402094 70:0.8436943989129645 71:0.5370520649863474 72:0.076604502905997 73:-0.02888514174145285 74:0.1019606189486263 75:1.596171628453088 76:-0.8404797863590981 77:0.3979195243036622 78:-1.734747286233455 79:-0.003038940314189247 80:0.2532824609533788 81:1.09106428082703 82:-0.7272299018189964 83:0.106325171893737 84:1.55916855838048 85:-0.6262869423963887 86:0.7117610881630272 87:1.023375956719876 88:-0.9923554484383632 89:0.3250539908578651 90:-0.4446157215430011 91:-0.01393318847502992 92:-0.9519775595092645 93:0.5527538104140359 94:-1.822484675818463 95:1.208317576591618 96:-0.3368328205040418 97:0.6843754860549192 98:-0.8066941489271232 99:-0.5522167683143677 100:-0.06243757108443121 101:0.5578028330096468 102:0.4465979109075665 103:0.4311504681543772 104:0.2615698941004901 105:-0.2922633772098864 106:-0.4111635485841638 107:-0.3025524200151709 108:0.05239142796659622 109:0.481866424696085 110:-0.4591712845813614 111:-1.058728343889573 112:-1.067502963090448 113:0.1770872138037143 114:1.529601893844329 115:-1.231821665927615 116:-2.581601134040639 117:-1.335401598321637 118:-0.4384378673728204 119:1.408693507534892 120:1.313101151275604 121:-0.05247462383373352 122:2.189754291599646 123:0.9256179863435992 124:-0.2322645313329819 125:1.056703547938144 126:0.1066941900941543 127:-1.457995170933805 128:-0.4059118758923618 129:-0.06694049632974026 130:0.3545049549855249 131:-0.5222790148519626 132:1.402461939400824 133:0.5012349916236374 134:-0.6942717200028165 135:1.250437413561148 136:-0.5293400055800471 137:1.509959209025188 138:0.05195800353308342 139:-0.6352694500030226 140:-0.7963809669313907 141:-0.0985741720303896 142:0.9098642780824194 143:1.069848347021419 144:-1.464437500329249 145:-1.826482919555841 146:-0.1826550406058457 147:0.5217917488539371 148:2.022013663891226 149:0.006203256429328574 150:-0.02347379232555109 151:-0.2303900936632548 152:0.9715216583259627 153:0.216072422655105 154:-0.01245475926170665 155:-1.366777798112288 156:0.9780515004496469 157:-0.6540204115039625 158:0.3863722153475235 159:0.07416126039452292 160:-0.7480046946853721 161:0.6124612944961788 162:-1.121158094367065 163:-1.591568586344973 164:-0.2935921592520477 165:-0.9783181133126728 166:-0.6704789057557948 167:-1.813144021441951 168:-0.9672059702759457 169:1.085325992729273 170:0.183997522048595 171:1.427166689919175 172:-0.4367531052811394 173:1.234461122300286 174:-0.9387831173486189 175:0.06549597234313365 176:-0.6783790500409509 177:-0.5813888437653144 178:-0.1518298401887836 179:0.4179277226909787 180:1.104761035935732 181:-0.8327380012193252 182:0.6288426896685613 183:0.3387682098529818 184:-3.448518838021043 185:1.236585895402764 186:1.92506667081648 187:-1.528745176195749 188:0.1197955760260118 189:0.08051459646095836 190:-1.255905781462738 191:-0.7091219181244894 192:-1.103238954462825 193:0.6516948293556616 194:0.4276967400757692 195:-0.6839749511791503 196:-0.7001095194667813 197:-1.609471874898893 198:2.042895810422424 199:0.4970091546886787
--1 0:1.125769121396961 1:-2.551147230918465 2:0.5260338539938121 3:0.4126141658853788 4:-0.1618356495061417 5:0.4513592415768056 6:0.2655998767042889 7:0.5976207119077475 8:-0.07893914206611112 9:0.5760705915408465 10:0.07867990460131742 11:0.8027811158426186 12:0.3476519357404887 13:0.6947758985540207 14:0.9286745219419015 15:-1.100955663170102 16:1.425006350030261 17:0.956475440381239 18:0.1499339783985186 19:0.636580554056692 20:2.712417894612669 21:1.058444417197976 22:0.6883516930084201 23:0.9087929209759957 24:0.8374307117889592 25:-0.1678002201321423 26:0.4866432979231907 27:1.072447144175336 28:0.03682965637928684 29:1.279058304615396 30:-0.521314031147018 31:2.351259214646275 32:-2.2693031250828 33:0.3705397254891562 34:-0.4141018920067581 35:0.6838318664406118 36:-1.088032332651158 37:-0.6164951591380763 38:-0.337641008161398 39:0.7029391351928385 40:-0.9870544676439161 41:-0.09772624172616746 42:-1.057764954217491 43:-0.3589305756834506 44:0.884231823432481 45:-0.3438211941445409 46:-0.775811472168508 47:-0.3760639334221395 48:0.4552912218158124 49:-0.008516905102892 50:-1.043539602294878 51:-0.6318994528408393 52:0.6371065006289338 53:0.4373967245998704 54:0.4971367426372525 55:-0.4378964056454376 56:-1.395998329549127 57:-1.251294025349285 58:-0.8230946417874231 59:0.04366288706068285 60:-1.886546285711778 61:-0.3719882021909688 62:-0.01779767910768452 63:-0.7939548700557968 64:0.8602299222948829 65:-0.5476433333200912 66:1.471757014034044 67:-0.4165215560067103 68:0.4998339977946455 69:-0.7843686165391133 70:-2.487553212719357 71:-1.367232274131881 72:0.7675710908785826 73:-0.4879166667375691 74:-0.7171715502510637 75:-1.651742781353578 76:1.239320879633108 77:-0.4785880169118114 78:-0.3944388704878788 79:1.635981970751131 80:-2.124714212934925 81:-0.9644551087875874 82:0.7076058422456823 83:0.4107501689180268 84:1.647549336081468 85:-1.561990773744582 86:0.8766849668710093 87:-0.115771637569363 88:0.3178926995447485 89:0.2890081311700714 90:0.508031856134723 91:1.642943075074052 92:1.586016685586398 93:1.260181480672497 94:-0.09799378833316996 95:-0.6607840891715155 96:0.7171728088212884 97:0.05592651848527377 98:-1.059375910475797 99:-0.2703350761873116 100:0.7651923971427291 101:0.9538461965180769 102:-0.414927752881204 103:1.0037548751017 104:0.8992282083687118 105:1.898644791577336 106:-1.703863917631583 107:-1.118774385606018 108:0.7984312612427354 109:0.3899445479363867 110:-0.03035585214641863 111:-1.475783666728219 112:0.0127868239345838 113:0.4553596220389908 114:1.624451168929428 115:-1.549315850591417 116:-0.4732594559390609 117:-0.8687191534279985 118:-1.088546847749931 119:0.08739886909736774 120:-1.490889665333599 121:-1.190439092362311 122:-0.06952786072285715 123:-1.652943363794295 124:0.8659915965315352 125:0.9703293676813328 126:-0.01943846116441784 127:-1.318342607764987 128:-0.1242117631621261 129:0.9051820267798735 130:-0.3086045002303999 131:1.295579323500141 132:-1.31864567883843 133:0.4410754928326734 134:-0.2724617370807056 135:0.408109820863004 136:0.4256706813399915 137:-0.8885907241483278 138:-0.3284294511293146 139:-0.411397811245923 140:-0.5360634042826652 141:0.1391813743399557 142:-1.325140710251948 143:0.04358037366170484 144:0.9412825553013912 145:0.491043819473638 146:-0.2519150065454402 147:-0.05860312294184014 148:0.6260795482521005 149:-0.09708499031297931 150:0.3316902395652538 151:0.02364135640674334 152:-0.6959665844787098 153:0.8750595658750474 154:-0.3805122815176781 155:-0.4465136515255138 156:-1.029221344024436 157:-0.7258162793721901 158:-0.740795027113001 159:-1.51155076600224 160:-0.5954747496777819 161:-0.4745683572272255 162:0.02937106115271057 163:0.3414021589346682 164:-0.2525481478019954 165:0.9825100349169116 166:0.5305858408488857 167:-1.473551430121216 168:0.382463323410069 169:0.9112189675104915 170:-0.8869116160912119 171:-1.178464968900519 172:0.6535621426841975 173:1.028458861286401 174:1.324877450516492 175:0.2795619421812831 176:0.8968473849651839 177:1.210278697186489 178:0.4109279828935513 179:0.4483671858481181 180:-0.8877334926132643 181:0.6958789152785649 182:0.07444833359699769 183:1.598733565907373 184:1.382934399339019 185:1.358978699408034 186:1.363191551516592 187:0.6235333602668269 188:0.4429251718018081 189:1.281492653933103 190:-0.3031489735581598 191:-1.410988295346186 192:-1.90429939861806 193:0.5041561700858068 194:1.038535740391405 195:0.5741998443413411 196:-0.6677301308655926 197:0.4502555501883414 198:0.1619945564415158 199:0.4312771556605953
--1 0:1.376388166977497 1:-0.3509550451982766 2:-0.6147960750138572 3:0.7007484169908121 4:-1.124081668160914 5:-1.228841866945956 6:1.290011874032871 7:-0.3046132436197141 8:-2.119267080102353 9:0.7654709087012339 10:-0.6865691158179716 11:-1.029827846319424 12:0.854554794272266 13:-0.2143583977821028 14:1.281737427877454 15:1.57335362857538 16:2.006006371193005 17:0.6357948378461395 18:-0.7171494730879563 19:0.2059983489922518 20:-0.6112167938877664 21:0.2864736094894679 22:-1.058651117384088 23:1.413775267311562 24:-0.009748907391818443 25:-1.098725046422611 26:-0.7434292704835347 27:0.1185487817206251 28:0.5907104262971828 29:0.003965015068385425 30:0.07361603467439193 31:-0.1905249705031962 32:-1.248279666367733 33:-1.128479044303108 34:0.3676653084121899 35:-0.4064716474697386 36:-0.4280606157971785 37:-0.3008758963864612 38:1.404214687450604 39:0.7260400838913312 40:0.5195800909622547 41:0.3991724771711184 42:-0.4921346612453001 43:-0.7586688208036042 44:-0.9882745075203689 45:-0.02343421003002536 46:0.2439728842666861 47:3.100191286759419 48:-1.23573895142254 49:0.8759519418860844 50:-1.265010046742436 51:-0.6857518905822058 52:-1.695920191660058 53:2.144329505094443 54:-1.87302977055115 55:1.337149335167217 56:-0.5740466939503953 57:0.184621923143363 58:0.2326920603797478 59:0.3838846636416233 60:0.7942601547072003 61:0.6107910614661479 62:-0.51248543024814 63:0.08098297317638257 64:-0.04834961223299172 65:-1.215543254260113 66:-0.5425026634017408 67:0.5173735538374677 68:0.2658226231697627 69:0.05556289448369872 70:-0.5438159902352748 71:0.5413425971383736 72:1.555476947690653 73:0.02398845197217155 74:-0.564037674639125 75:-1.195283511576957 76:-0.09548261942101501 77:2.24139611703868 78:-0.8905302338780331 79:0.3653097675761379 80:1.016132344752565 81:-0.2253245370002231 82:-0.4428555586029147 83:1.256279051672073 84:0.404225405499692 85:1.218386707023597 86:-1.550365475474182 87:0.6296331511352348 88:0.5990205112398849 89:-0.6798895839648637 90:-1.227012078893752 91:0.2180126416023481 92:-0.8298652835772471 93:-0.29889659591905 94:0.6781409950830689 95:1.740823682670044 96:-0.2230826703879442 97:1.119817377989775 98:-1.349217417429686 99:-0.7745953328981625 100:-0.1407392809070306 101:1.665054060606796 102:-0.687784389836738 103:-0.1332907983625189 104:-0.3486440757557224 105:0.6720169033957941 106:-0.8166117242875435 107:0.5354878443707013 108:-1.750150568028548 109:-0.3231212422606517 110:-1.561923552975294 111:0.3839014148563998 112:0.1321467168298376 113:-0.1439967580154038 114:0.179829277139589 115:1.062191068698833 116:-0.1100384958226773 117:3.019841831278464 118:0.642863046102583 119:-0.916452997536525 120:0.390223068688868 121:0.3869033494653675 122:-0.3925255722544237 123:-1.002733104962812 124:-1.983536549877742 125:1.760019943130195 126:-1.120051170456049 127:-0.9171383899382296 128:0.9193940264595566 129:-1.39704651097073 130:0.1002682366447396 131:0.8531204740133981 132:0.8571958561108417 133:-0.3767598436774944 134:-0.6205292183333768 135:-0.1285252910078264 136:0.1008035232167952 137:-1.340613720205373 138:0.6654899717918565 139:0.01743140824192803 140:-0.5764747064965497 141:0.4448562394402232 142:0.1748033821767432 143:0.05096101299209707 144:-1.194501399506363 145:0.1387797066019753 146:0.9929669224753893 147:0.4699200338399411 148:-0.1912325189987378 149:0.4720943761822134 150:-0.1446178453359775 151:0.4036600137169433 152:-0.0886405795858228 153:0.08619525592767364 154:-1.503716104688899 155:0.08772943633528746 156:-2.08761202726158 157:0.9651039226717151 158:0.4963177985718878 159:-1.732105206645839 160:0.9359997365964914 161:0.285305126762149 162:-1.075195414659964 163:-0.1077344498538348 164:-0.09416994020764972 165:-0.03738493196729373 166:-0.3781361702512122 167:-0.2589094225981608 168:1.07393972394166 169:-1.570885891988697 170:0.2710629618395198 171:-0.02315154147313628 172:-2.225556644899234 173:-0.06325827392351636 174:-0.9900413976817509 175:0.4580171248680113 176:1.489572739075432 177:0.7123328241195105 178:2.477483726328173 179:0.4145602979575788 180:1.818449006316988 181:-0.134311220653527 182:-0.02220082117213385 183:-0.4433313915317413 184:0.7221586901383799 185:0.6312203195271788 186:-0.0394719032562655 187:-1.38319377097383 188:-1.017869040563223 189:-1.544752589132791 190:-0.5666799034882184 191:0.3084076240408011 192:0.9148471527773293 193:0.5089295852631004 194:1.454651403723423 195:-0.3410540933922196 196:-0.3518447259945422 197:-1.032873449215123 198:0.2545276626908946 199:1.378668569210191
--1 0:0.9287130856806746 1:-1.056354554040116 2:-0.3481265113095334 3:0.5423790404298642 4:0.509368443018128 5:-0.2547740010025649 6:0.5712591598397591 7:1.587986256834168 8:1.479797714694585 9:0.4658276328733769 10:0.7845775356574107 11:-0.0498154236949422 12:-0.07085700342995777 13:1.084564900015893 14:-0.7838640614786773 15:0.8550421426285312 16:0.3159977704754742 17:0.2214654637722833 18:-1.204370114523609 19:1.519287094598792 20:0.2299352151144109 21:-0.2183778086864788 22:-0.8142747146204441 23:0.02536440681061096 24:1.242145222473741 25:1.302048764476436 26:-0.2849357891269281 27:0.8475034306213407 28:-0.7680252897107694 29:1.47994372097515 30:0.4638022417174551 31:-0.1209866792217861 32:0.5910801617215178 33:0.1799967614320065 34:-0.246482015283716 35:0.08658200341682631 36:0.5580775338109502 37:-2.306495249590646 38:0.6476800637426986 39:-0.1372912509947012 40:-3.671726644421058 41:0.9022123232158096 42:-0.737301254498596 43:0.9610630285420803 44:-0.1824222265817405 45:-0.4747471857900222 46:-0.04312554439635024 47:1.421759329169555 48:0.831485889179746 49:-1.196677869400855 50:1.129577355546786 51:-0.1224383872461336 52:2.063580847433429 53:-0.7591270648731218 54:-0.5224882521530861 55:-0.2136638039472265 56:0.4215480416613469 57:0.1373302855442774 58:1.377067452881329 59:-0.3822098314623285 60:1.044096478463242 61:0.07498157167411384 62:0.5702531823670541 63:-0.9459305601642592 64:-0.7122660232175821 65:0.997920931169435 66:-0.6234914670997482 67:-1.618008376654884 68:2.180342332807488 69:-0.1248315865225002 70:-0.2464068729047278 71:-0.7562842909083166 72:0.1707325193930118 73:0.421548444007204 74:-0.2806727488358753 75:-0.3641147358665609 76:0.7760642426794909 77:0.1461873476424337 78:-0.5030101351897276 79:0.8556894224088992 80:-0.07402273160859377 81:1.421893215302654 82:1.353970388604194 83:1.357069173458 84:1.197979393724509 85:0.01402629505451421 86:1.227709165442781 87:0.6849277668498007 88:0.6497774896664666 89:1.605406715717152 90:-1.230101515371999 91:1.149757112536706 92:0.7587553922746311 93:-0.5388586238449685 94:1.04136214624171 95:-0.1299981130865026 96:-0.4549510211169857 97:0.4984526369554693 98:-0.3200243757084729 99:-1.2827633849147 100:1.76141255656948 101:-1.029618645981708 102:0.1410238885577007 103:0.1580249487673474 104:-0.5127493024802474 105:-0.8216157931613006 106:-1.345883848664666 107:-1.575752218504324 108:1.197911383933163 109:1.667544789969817 110:0.06449897178712689 111:-0.7531048280780916 112:0.08012220143287269 113:-1.918838411359021 114:0.290343020525671 115:0.5066297711702703 116:1.213512011503908 117:-0.6670044814714355 118:1.394837077326915 119:-0.2655909532695053 120:1.797000242992329 121:0.02211116329425336 122:-0.1324353826267632 123:0.9350360339790142 124:0.6226986657243914 125:2.626978710868346 126:0.2514720969906488 127:1.402084069646728 128:-1.566309507977755 129:-0.4187649790527641 130:-0.462328687087878 131:-0.7039594129018495 132:0.2379402823053633 133:-0.572232476378107 134:0.1394925202789465 135:-0.3976105352549134 136:0.1269150693982763 137:-1.187172509166885 138:-1.907831293994782 139:2.080277234084461 140:-0.5048854357850983 141:-1.048229929999384 142:0.3634812167421811 143:0.1418669773627833 144:-1.385071664361253 145:0.8313828517009834 146:0.4282101723545948 147:-0.3410150232837488 148:1.200178614355315 149:0.01725946569758678 150:1.802588722721257 151:-0.3271429529962892 152:0.8210581384076953 153:-0.5271722854189477 154:-0.7203606364895931 155:1.020700462882739 156:-0.351862548425934 157:0.8566285086712413 158:0.00858395522967126 159:-0.6155269532281391 160:-0.08156599985152585 161:-0.5151967378996167 162:-0.6401799671271459 163:0.4047977064054983 164:0.04692593287069372 165:-0.07548157363556005 166:-1.94313760576385 167:0.2741280090401315 168:2.759550803813172 169:-0.5481786468768817 170:-0.3464056669274924 171:0.2504731850792152 172:-1.560724189037 173:0.8455313452090403 174:3.399948148579616 175:-0.008767116387029497 176:-0.4620430045374218 177:-1.400216326570075 178:0.04558451657819641 179:0.2221948462992528 180:-1.73537930050229 181:1.619509693284044 182:-0.8516451558401772 183:-2.223887926988474 184:-0.2266284711855077 185:0.4551031221565611 186:0.3118457953558101 187:1.396571091758177 188:0.4304176814139345 189:-1.756071132291945 190:-0.6258873721004853 191:0.7314558624610314 192:-0.4005850258852152 193:-0.3159281235246493 194:-0.4027018164828484 195:-2.370214942295804 196:1.375763851658679 197:-1.014289246563279 198:-0.3540354021544644 199:-0.861920099610446
-1 0:0.3838124492848393 1:1.337496622738439 2:0.2300274233527577 3:0.5332735052940782 4:-1.137855018323314 5:-0.5959524513752938 6:0.08897191458009891 7:-2.036459141235703 8:0.5446530412969911 9:-0.3359549233822212 10:1.216009023246664 11:0.2517773609412738 12:0.7512537854251018 13:-0.3739877231701107 14:0.8732467374825521 15:1.041830469876284 16:1.3781747981639 17:0.9767156330444574 18:-0.684233868958665 19:0.6911464375658596 20:-0.6430539961835325 21:-0.3979670208693296 22:-0.9238745002330981 23:1.823950662313068 24:1.154177807879557 25:0.3479090454688251 26:0.02506505934739518 27:0.5636116843493283 28:-1.549036219630038 29:0.5277869153011632 30:-0.1339725782375116 31:2.266867505667332 32:-0.2186115403230262 33:-0.8939509386976395 34:0.4853789922475585 35:-0.5997318570067217 36:1.738346461732741 37:0.01724194371472395 38:-1.19267526812779 39:0.2782533263118684 40:1.023131562254967 41:0.580723335867301 42:-1.262248420397186 43:1.479720199232328 44:0.470709952463208 45:0.1881526796204382 46:1.344804113631018 47:0.1467767765260486 48:0.4041971098625067 49:-1.035866290559943 50:0.4880307580985532 51:1.130532581641738 52:-0.4162999457911683 53:1.021971843354573 54:-0.5893327999091029 55:0.04660055021654962 56:-1.323541695025702 57:-0.4624853366099162 58:-1.036493945069817 59:-0.7169227584070831 60:0.1779600834694439 61:0.7329117352319962 62:-1.241231275865314 63:0.6682667977630995 64:0.6785868848712447 65:0.4847741080925909 66:-0.7706701555777763 67:-0.04860227861268158 68:-0.5954477298032705 69:1.731764453371442 70:-0.8668795319578626 71:1.52190224214056 72:-0.755895946856326 73:0.5979924765934417 74:-1.477362518403919 75:0.5093715642863782 76:0.5853670687414229 77:-0.2142797016641286 78:-0.08157804386510517 79:-0.9599819153805929 80:0.7738006689699803 81:0.81689011437341 82:-1.323877651605211 83:-0.9163159994352775 84:0.2869234491761745 85:0.3689335802646121 86:-0.1974744475770106 87:0.3802020427987607 88:0.6951185988214945 89:0.1225417432959151 90:-0.2757981508992021 91:0.139766442066324 92:-0.4657151964909317 93:-1.271958370900506 94:-0.9402138609799571 95:-0.976987054231137 96:-0.805496752862222 97:0.3821409720601424 98:-0.8718969818979885 99:-1.185331200246559 100:0.05365882016774187 101:1.743337953185787 102:0.5207535549877613 103:0.3725881249956729 104:0.09077661769635918 105:-0.6080901579418988 106:0.1716972898812392 107:1.463290089940309 108:-0.7466442417250109 109:-0.3345530741687746 110:-0.6262877830291714 111:-1.398076696990025 112:0.938151908155161 113:2.165781757417585 114:0.9349903807469805 115:1.995302744430958 116:-0.7364636325106708 117:-1.289066781016494 118:-0.6352308086539707 119:1.198635371006603 120:-0.0108282362458235 121:-0.02144029826994602 122:-0.7120583922410276 123:0.5495280909953123 124:-0.3233246741377068 125:0.7030232345874043 126:-0.7202710272829662 127:-0.8483920349892332 128:-0.9133884660416663 129:-0.3713577112525281 130:0.9856562569716539 131:-0.02312649208398315 132:0.8881153199842027 133:-0.0292990811971686 134:-2.077691427975674 135:-0.1945492026976409 136:-1.161756291856654 137:0.8788103317480855 138:0.8174931083436896 139:-0.1456292170909247 140:-1.099308554253956 141:-0.4191663835304439 142:0.9240556710395154 143:1.404665406820136 144:-0.5063705542020616 145:0.9499349417182079 146:0.2755560585064487 147:-2.435151856000052 148:-1.24049897722877 149:-0.02542244366836891 150:1.018293574034766 151:-0.8365827809420301 152:0.464923541944279 153:0.4480741520912459 154:0.4279596216992346 155:-0.8556269211408255 156:-0.09390987890850651 157:-1.425036559672961 158:0.4127433435632374 159:-1.523770983716429 160:-0.8831857980240647 161:-0.4699765487814238 162:0.726785522386076 163:0.3361616009465029 164:0.7903156034957737 165:1.032416170549642 166:0.528907691550855 167:-1.887826121570946 168:0.8247235466716856 169:-1.235166913377973 170:0.5065203542423308 171:-0.02350839250728194 172:-0.8693822048188691 173:-0.9155233051944477 174:-0.7264914767803076 175:-0.418364082524442 176:1.055538376065895 177:-0.1327844142831675 178:-0.05000888288366573 179:0.002418499639289733 180:2.220706709110192 181:-0.8612612535125733 182:-0.3442376500532247 183:-0.9220772723320553 184:-0.2425649856751817 185:-1.501861390396569 186:0.9178448544851233 187:-1.771031030820803 188:-0.7815724821766099 189:1.575163636939006 190:0.298268505148072 191:0.5248344466203586 192:1.482404991415752 193:-0.6663583712441301 194:-0.8216847830383074 195:0.2755165883153816 196:0.04002596526801887 197:-0.5064826429508702 198:0.619157216983923 199:0.1637667406170892
-1 0:-0.6067694142814181 1:0.5369250222543072 2:-1.538343955747508 3:-1.617789821774677 4:-0.3939949213983085 5:-0.01029646161442221 6:-0.9794138588410315 7:0.3499267666019968 8:-0.7841291628508927 9:0.2927905958219232 10:-0.3474146605253924 11:0.1582868380587619 12:-1.02031157740584 13:-1.865879520057942 14:1.636811824376822 15:0.5221699007247719 16:-0.1562377402957371 17:-1.088228842489588 18:0.4406053353418232 19:0.2295801382767847 20:1.55799784655727 21:-0.02794333024907485 22:-0.9390260763978328 23:-0.2509921026915204 24:-0.5552616326293629 25:-0.1733181252816397 26:1.440029746047937 27:0.5832061180599959 28:-0.7053712899377739 29:0.9248639687054026 30:0.9696906617060818 31:-0.1324168118343483 32:-0.8320901603343367 33:-0.001794023535740395 34:-1.2247816334756 35:-0.4476927254829056 36:0.3013635158357255 37:0.8391143954310386 38:-0.536673138158157 39:0.5205730159383523 40:0.5318770439523733 41:-0.2976457787723145 42:-1.166233215667047 43:0.1786559618513442 44:0.1518781601445075 45:0.9881308043657085 46:1.099163598584595 47:-1.314894779990418 48:0.896286448974843 49:-0.7213033689393553 50:0.8873053345656809 51:1.463790769699237 52:0.2507002798628977 53:-1.304901779856711 54:0.4391264318387281 55:0.4888723810126621 56:2.19361868081972 57:-1.712254192596512 58:-0.3574018763952806 59:-1.355747252655613 60:-0.7811281695697496 61:-0.2791287681995772 62:2.185167256673908 63:1.195729533631813 64:0.9334965621698128 65:0.0816777646993693 66:0.1805665149848095 67:1.396036893112795 68:0.1408768691534931 69:0.3495633664941151 70:-1.024441960147724 71:0.0106674426818699 72:-0.6780094206078788 73:1.108349040442 74:2.010299265367446 75:-0.7962645929680452 76:-0.9288326898073631 77:-0.3203248319679677 78:0.08237671995892502 79:-0.2076903323887808 80:2.778294351381604 81:-1.018876824659083 82:-0.02102738695897642 83:0.3275408627774633 84:-0.9574335744597382 85:-1.390523610330121 86:-0.5448530068829416 87:-0.85860988752677 88:0.5310218808929772 89:0.2009677943707865 90:-1.020482227287456 91:0.8191645292454386 92:0.2165786431178248 93:-0.4525838193764113 94:-2.10039616874677 95:-0.9166425029245059 96:0.4687215128831715 97:1.443152534025104 98:0.0117151189166652 99:0.2788806731158678 100:-0.1587402434111901 101:-1.980802501969887 102:0.2162868673567731 103:1.000413520379414 104:0.1212894775018693 105:-0.5056066447291766 106:-0.009537520788653827 107:-0.8036862959121195 108:1.574163736410444 109:-0.2129608989568206 110:-0.4572660872221264 111:0.04354978797000497 112:-1.314771332338623 113:-1.132633093763701 114:0.1594925082954111 115:0.4887976457472268 116:-0.2978315196523673 117:-0.1109474715747271 118:0.4066826960453626 119:1.201016621131749 120:1.15396727859262 121:-0.1616983254630027 122:0.7375571546848153 123:-1.936636419399104 124:-1.733390893095092 125:0.5824129714099892 126:1.044992791489589 127:-0.3998916041853306 128:0.5628238782564913 129:-0.1308729153504555 130:-0.694558663256871 131:-0.5774735403803312 132:0.8551503838896606 133:0.3088878968042403 134:1.861205706729991 135:-1.405882150401471 136:0.0256627177797957 137:1.022431068167715 138:0.4422993481420545 139:-0.2424604356962157 140:0.02037023117467175 141:0.1800111094719944 142:-0.1140766579832588 143:-2.037397452568531 144:1.170401013189303 145:0.8041450411390444 146:0.5268253054339975 147:0.4462352437265381 148:-1.093577091079405 149:-0.1210570227581887 150:0.006291246603700922 151:-1.050561458922789 152:1.474482199220891 153:0.511722643379367 154:0.5623577586799823 155:0.4902308151281631 156:0.2693219558967751 157:1.356083358387548 158:1.25377214087017 159:-0.6780075577049206 160:-0.8021024059979643 161:1.609190437663808 162:-0.6394766671516278 163:-0.1932959079231059 164:-0.5273517132398498 165:-1.838161150219623 166:-0.4839022623838851 167:-0.8620682590734811 168:-0.3148127430384455 169:-2.060455953280977 170:0.1172178133646736 171:-1.27826603523386 172:0.08402994692486163 173:-0.4952175913109161 174:0.1672367005558172 175:1.034831295142757 176:0.6054363082794042 177:0.245189658190053 178:-0.7437091773828923 179:-1.546637657263227 180:-0.8627066850530186 181:1.047442766899339 182:-0.3754008442424701 183:-0.6923383750003089 184:0.7264601091753299 185:-0.8147090341145077 186:2.142660917939626 187:1.760732144585401 188:0.6196057031245661 189:-0.7392582717207873 190:-0.5079562218577518 191:-0.2914659409212497 192:0.9277288440220312 193:-0.8881900200413387 194:-2.198011397737795 195:0.09982869872865092 196:1.540303322654279 197:-0.239252487275677 198:0.1809163110457098 199:1.759778261361036
--1 0:0.5928908839662712 1:-1.630047768884546 2:-1.276551078944361 3:0.5759083069062589 4:-0.8764539909382152 5:-0.7668289693447451 6:-0.4826310135751676 7:0.9357602266828527 8:-0.09920465420717063 9:-1.08065639301209 10:0.8025576586112911 11:1.515737035877402 12:1.351872111983573 13:-0.3079092951791945 14:1.08668976636794 15:0.05620868494873783 16:-0.1122846458154304 17:0.3034930247081191 18:0.3500224317496546 19:-0.7153658265103783 20:0.1175565093731059 21:-0.5267686396876491 22:-0.6108726413520448 23:0.144619062071427 24:0.4434102320172298 25:-0.8723731349634795 26:1.175129417090214 27:-0.825018197783715 28:-2.607015940783256 29:0.003439862882991062 30:-0.5235609527292596 31:0.7530954301237686 32:-0.1436779698897633 33:-0.2877168589736676 34:0.3270470744438091 35:-0.0502377459932253 36:1.351707761666301 37:0.7155286215488956 38:-2.032998558358775 39:-1.395302978357967 40:0.8629942293199359 41:0.6034858248043312 42:-0.8773411980461565 43:-0.2505886944542832 44:0.004856944900112505 45:-0.1916350429656636 46:1.379930452708824 47:0.02577221228463167 48:1.358854336177912 49:-0.9050523756279522 50:-0.03981650201438117 51:0.671188239592301 52:1.774188531099635 53:0.07068288641155847 54:1.163928449056863 55:-0.9589476900396071 56:1.211624790434108 57:0.5586979486394895 58:0.1092573295733947 59:-0.2886811223302931 60:-0.3180580582407772 61:-1.062533436530016 62:-0.5117411792147218 63:-0.221337826386378 64:-1.356497859402659 65:-0.2017169369942192 66:-0.8346815379678976 67:-0.7234726585933886 68:0.2837154409367431 69:-0.5876648705176647 70:1.703828375594186 71:0.04945487823827049 72:-0.1735103447748406 73:-0.8300046554607752 74:-2.309595024268901 75:1.175311064562695 76:-0.05559097429504476 77:-0.3507209873228343 78:1.206452913444848 79:-1.522302212298891 80:0.2158212996230011 81:-0.7290521826347878 82:0.7016135231247421 83:1.297903152183131 84:-0.7531608653337097 85:1.059014371654776 86:0.7122128185955838 87:-1.331266166780719 88:-1.706776538366234 89:0.02712218190441722 90:-1.386050579676249 91:-0.8942050255730859 92:0.7727839477309008 93:1.584444647478461 94:-1.081859532515302 95:0.3166517009920933 96:0.4961376441764364 97:0.5245397479741521 98:0.8417581435391235 99:1.721506765087812 100:0.3438913213477949 101:0.1906290382696151 102:-0.6551434613808668 103:-1.118542284219548 104:0.311187448890284 105:0.549234149588664 106:1.983302507340757 107:1.70169915408885 108:0.1303441141124362 109:-1.90341474480001 110:0.7306011592116765 111:0.2546542728899616 112:-1.098519352967168 113:-0.6984621788021408 114:-1.863303305976904 115:0.3590382468198156 116:-1.088703224390096 117:0.99632881970048 118:2.379289263621772 119:-0.9508446078744701 120:-1.081183903280561 121:0.307210490636029 122:0.03663004586691632 123:0.6476002785965392 124:0.06051603376231088 125:0.8010768201763779 126:-0.6619222787361373 127:-0.6892490003211762 128:0.972383909636677 129:1.926184051667511 130:0.07640372162202319 131:-0.6121866179918003 132:-1.558766363950792 133:0.8515863966349655 134:-0.5621526333708341 135:-0.1277469724430466 136:-0.3879169974922351 137:-1.150457604572563 138:0.0146575987293493 139:0.2505244063573767 140:1.036224045439453 141:-0.3122322589630027 142:0.3263205975810402 143:0.8023928059049816 144:1.459933920109384 145:1.031492770916208 146:-0.6046552090440508 147:-0.303743340151073 148:0.3964219070996662 149:-0.6840582393244283 150:0.6428821456548922 151:-0.4353002149104013 152:-0.04117331998110606 153:-0.3373498725367622 154:-1.454487105351502 155:0.2214965081597358 156:-0.3091288166082042 157:-0.1278955798264197 158:0.4026093572367352 159:-0.9892579676917622 160:1.220804579927916 161:0.3596755736754403 162:0.8502874228569748 163:0.7034961126124526 164:-1.072556978761986 165:1.209578408055688 166:-1.291485765785781 167:-0.06703044217989408 168:0.5748510006755433 169:-1.059361016169361 170:2.232066525071074 171:1.939251406137451 172:1.240519703847806 173:-2.012661703530934 174:-1.875174476427594 175:1.046890785322801 176:-1.218379815268383 177:1.731768287258475 178:0.1390052858283479 179:-0.3632866982004169 180:0.2756019333329834 181:-1.110794791720414 182:-0.7832063896482201 183:-1.525993581386636 184:-0.06054067873681074 185:-1.756402976261074 186:1.443822848374003 187:-0.6410776999020817 188:0.226414607396957 189:-1.838445223957717 190:-0.08902280233013908 191:-1.515240844096913 192:1.455043045257093 193:0.5212227291835677 194:-0.819471680803578 195:-1.793772968426531 196:0.533970003839454 197:-0.4956126346980856 198:0.4012440190044321 199:1.072526124531405
--1 0:0.7048947518598986 1:1.046640663891086 2:-0.5894540846814801 3:-1.199147235724521 4:0.8027376938890711 5:-0.5153959796901317 6:1.13531850723081 7:0.54291036721904 8:0.7560474170355864 9:0.1380803730013183 10:-1.286232297564808 11:-1.261881485209721 12:1.974453102058658 13:0.2077532413616135 14:0.8408282210073251 15:1.27451822349892 16:-1.307602971723114 17:1.827911577347263 18:0.8675045048648757 19:-0.3741068003306434 20:-1.116177488662587 21:-0.9567121327188415 22:-1.603741043643282 23:1.69152600608944 24:-0.09554714878078893 25:-0.8313349227327831 26:-0.7550765323437831 27:0.4338236520323832 28:0.01868146567215846 29:-1.73130627785838 30:-0.9332472024977762 31:0.6356629484182151 32:-1.226939509012504 33:-0.9476700866635361 34:-1.654311299942831 35:0.7116245445099966 36:0.2600265541129108 37:1.763876575230134 38:-0.2983000168619999 39:-0.5070663867411379 40:-0.1188151066141706 41:-0.01140284197808508 42:-1.132715212393082 43:-2.195101166156021 44:0.5873814531081158 45:1.519056463804567 46:-0.02033238160878003 47:-0.002192017030742928 48:-0.7839847111710891 49:0.7502519347659903 50:-1.03482112240386 51:0.8039222304065239 52:-1.053454010156731 53:0.09193846160306818 54:-1.024391200006227 55:0.6644163027727962 56:0.02706047600167457 57:2.037720775785617 58:-0.2977513682097467 59:2.132609700161605 60:0.7170107250076475 61:0.7190576902833251 62:1.92612717918076 63:-1.419406352472264 64:1.240610778973597 65:-0.5135792775655977 66:1.729628297413998 67:-0.8518213096032949 68:-0.6142938338635333 69:0.06150894401928761 70:-2.129949911031691 71:0.1643268020185099 72:0.4395875372377862 73:0.2694930726632818 74:-0.5876175345012545 75:1.652377047826709 76:-1.266967776946558 77:1.026782341521109 78:-0.2210566885383987 79:-1.225278656719686 80:0.3806468200620851 81:0.2431321846187613 82:0.4898738684096181 83:-1.402855678287189 84:-1.095167674813516 85:1.027862866481428 86:0.1345192769578367 87:-1.32062973087015 88:-2.221821458699954 89:0.1685236371147198 90:-0.8261603072210837 91:-0.475710321797182 92:-1.672225973881326 93:-1.558928161405949 94:0.3791736174540908 95:2.297481453110767 96:-1.054477770395423 97:0.06119581219503535 98:-0.1767201240223492 99:-0.5516200599740382 100:-0.4626267002888012 101:-0.4925901919120799 102:1.354142782601613 103:1.374940597285698 104:0.0613433800472935 105:2.472886381296395 106:-0.7670311229940104 107:0.2569303651041003 108:-0.4028494752446556 109:-0.6427068833955535 110:-1.70761134743382 111:-1.374393532250754 112:0.1531241909896409 113:-0.05302744387776352 114:-1.597871728142676 115:0.5706419415418273 116:-1.400626292811721 117:1.285882979134082 118:-0.3784422284521667 119:0.1324422282819996 120:0.190887571033567 121:0.0158131507363446 122:-0.1725762025777877 123:0.4425993279394107 124:0.6240434821619797 125:-0.2943412441361646 126:-0.598823801307398 127:-0.02108008744547146 128:-0.5553105389099484 129:-0.2351213989815953 130:-0.2567919450949632 131:-0.2999950914504771 132:1.610890420916862 133:-1.3598582443608 134:0.4597972595885256 135:-0.9393876825466615 136:-1.025270013210492 137:-0.8056512561754661 138:-0.5396101128248484 139:1.204252076306257 140:1.144981277108794 141:-0.8627956954647256 142:-0.09489472744205253 143:-0.4495131586485215 144:-0.8743938717280273 145:-0.2360909903129801 146:0.01583574698414974 147:0.9554702882187225 148:-0.3152596860243003 149:-1.196685282612071 150:0.3183283450447489 151:-0.99309740750071 152:-1.13165577557172 153:-0.837451447706595 154:-0.6702526993059812 155:0.2918373127123656 156:-1.087474568831583 157:-0.514960882345651 158:1.186202088005245 159:-1.141512158277952 160:-0.2282284779627478 161:-0.3928678976155272 162:1.235276226805131 163:0.5791641590803538 164:0.5584981775561834 165:-0.9624188527043565 166:-0.8729868896635482 167:-0.008717101807508284 168:-0.4595005772819518 169:-0.05221636374330242 170:-0.3802801424566117 171:1.786127977677589 172:1.007682611319397 173:0.01979141272336831 174:-1.186819610488635 175:-0.3717872753051866 176:1.020219491599757 177:1.039829866023915 178:1.756884638841093 179:-0.1199790444022332 180:2.951962412452955 181:-0.5351333714358716 182:-0.7215728547225708 183:-0.712324338949796 184:-1.432015319383319 185:-1.033181415467387 186:-0.07767028076876259 187:1.368472096461783 188:-0.8645572169717083 189:0.8531818292044635 190:-0.7717487067739679 191:2.541974836781335 192:-0.9777357042248868 193:-0.06410939582488848 194:0.125729447653138 195:-0.9387339080091291 196:-1.756733210209039 197:1.293576634776825 198:0.3578533102894039 199:-1.197188551424849
--1 0:-1.636098942608447 1:-0.7558931123914411 2:-0.4485756380208905 3:1.093685053682027 4:-0.9774385418257887 5:-0.6760442240030082 6:0.2468751577297972 7:0.7577064466341906 8:0.5363822010555219 9:0.5451245351640553 10:0.1173411301677164 11:0.6169123027202903 12:-0.07369741953838928 13:0.4144170964120952 14:-0.1892782919715867 15:1.323041030760051 16:-0.9977707415660785 17:0.7789245798556869 18:-0.4879241414608564 19:-0.5869038047868844 20:-1.302144999471572 21:-0.5261534586759561 22:-0.5978434544489791 23:1.778376083624918 24:-1.205971056259692 25:-0.9150935029177097 26:0.3375761730779245 27:0.5265414305428032 28:-0.1743926625651696 29:-0.4276477500953903 30:-0.5497697121102347 31:-0.4666497444784078 32:0.7178311862636851 33:-2.254031276029496 34:-0.671956169476758 35:0.6832791746897192 36:-0.5704890284187618 37:-1.439906993191664 38:0.3098213419721738 39:0.7588219311018259 40:-0.04556546652052977 41:-1.315951379882977 42:-0.1239280171852193 43:-0.7048567308967746 44:-0.8821544728514592 45:0.1048147236749753 46:-0.02236802458376907 47:0.8275172718396925 48:0.8691388122121891 49:0.009781778662190398 50:-1.687776599547069 51:0.5419851285108354 52:0.4720332143675706 53:1.021874266590642 54:1.060472296519299 55:0.369915762452027 56:1.235567557773478 57:-0.3043305118276811 58:0.06607743981724046 59:-0.9354561211342797 60:-0.2863291662213451 61:1.060220464572176 62:0.2688648069727002 63:1.143321773552199 64:-0.1463016920016814 65:0.108545688882406 66:-0.1950091579684707 67:1.2450730861528 68:-0.5903559469834259 69:-1.100375538606318 70:1.732661574782253 71:0.5905373864072054 72:0.8307728490106446 73:0.1685066704951276 74:1.35987203788379 75:-0.5917522540947632 76:0.01776268835613066 77:0.03243992438856175 78:-1.225300855405868 79:-1.208278668719611 80:1.369980522266189 81:-1.652346758656955 82:-0.5462047616629252 83:-0.04747867850226813 84:0.4334346214384354 85:0.0589978900174131 86:-1.814503298652969 87:0.1556088300938014 88:0.1735134758561532 89:-0.1777585926545422 90:-0.1032953938110643 91:0.455997834468733 92:-0.1065321783380847 93:-0.7435409813051762 94:-1.044585684915695 95:0.9833012908514335 96:1.08677246184879 97:-0.3608229444426251 98:-0.1542161845864403 99:0.145559125983957 100:1.50045074842973 101:-0.07865504582051193 102:-1.356024871826387 103:0.9201269741030925 104:-1.405798989798381 105:0.9387276268468384 106:0.0749378116227231 107:0.05550327062968027 108:2.050034339081383 109:-0.0120536091893772 110:-2.107237916035799 111:0.5795439623518505 112:-0.0973600804481308 113:-0.2748399792762461 114:0.3800195725588889 115:0.4548987086384775 116:0.1490017218169687 117:1.487958128656996 118:0.3652974646055347 119:0.5401018111067832 120:-0.4718182959555294 121:0.4954741928895947 122:0.8405600816157974 123:0.01147330594594003 124:-0.2790325024845353 125:1.19666556373192 126:1.083491659607174 127:1.150070313802362 128:-0.7865287926554833 129:-0.8197035571599447 130:0.8413168492155108 131:-0.8584654567848526 132:-0.1547552612265506 133:-0.7756650079825191 134:-0.1441363466501086 135:-0.5574511597231047 136:0.2142632920271121 137:-1.554331378772347 138:-0.4375387858083966 139:-1.140688667267668 140:0.549249427837234 141:-0.08429956809762758 142:0.008280695412377784 143:-0.007197024833520852 144:1.762510495746077 145:-1.089164950801378 146:1.023558917587894 147:-0.3898524537252442 148:-1.034155944024859 149:-0.7420696654843199 150:-1.096982312903339 151:-0.8838901663458384 152:-0.2036232720048039 153:-0.1886449978082538 154:-0.3607831094412892 155:-0.1166180061807131 156:0.7509595622009774 157:-0.7099017274718225 158:-0.2717024841142641 159:0.1598238200123366 160:0.02488812403240795 161:0.2221902428368746 162:1.260471790545719 163:-2.153389369858501 164:-2.060090174441484 165:-0.8141084136154194 166:2.210965824887192 167:-0.4954934249103161 168:0.06448258631726747 169:-0.1698391134677369 170:0.1729264736881889 171:2.551939045270133 172:-0.4356398037380823 173:1.139353894091123 174:0.2849556390379027 175:-2.172595383718354 176:-0.09750363830112001 177:-1.05285941175078 178:0.2889091370157616 179:-0.03045918243909573 180:-0.5728747709959482 181:-0.2953214622412563 182:0.7964691184100832 183:-1.898819302250397 184:0.3477123694157525 185:-2.716829920071207 186:-0.2061978935476678 187:-0.6041490882182163 188:0.13759229652134 189:0.2884126991714974 190:-0.274346092531711 191:-0.5800761989432868 192:0.3086027512399494 193:0.4757425049451245 194:0.5716447526145723 195:-1.00170546482381 196:0.8254272447477519 197:0.02446670534921728 198:0.2393020688066612 199:0.5766792181713922
--1 0:-1.084693940656043 1:-0.7399087058501581 2:-0.006088814362358191 3:-0.4025055103332686 4:1.991671478892087 5:-0.3993614949739165 6:-0.8455148480138469 7:1.241942820536593 8:0.8468818731443906 9:-0.0162779819567638 10:-1.835543022976347 11:-0.1776352446914474 12:-1.422304998185522 13:0.06330069386398474 14:-0.4664541001741565 15:-0.07241616456796121 16:-0.1104144063632733 17:-0.01285834576341171 18:-0.1754641296739116 19:0.3527519813484771 20:-0.2536608138375628 21:2.279196762811353 22:0.195176810198718 23:0.5379847690911772 24:-0.6161023771635209 25:-0.02354250341791264 26:-1.493235190083309 27:-0.4763666162599427 28:3.26767704727925 29:1.223406813234371 30:1.369928064768597 31:-0.02493580177346641 32:0.4693138104933558 33:-1.010966419255748 34:-0.2567561683693028 35:0.8040072946875555 36:0.6951550811138432 37:-0.5183333967744803 38:0.06012819362561719 39:-0.5634168984595062 40:-1.320870144152468 41:-1.152203650021942 42:-1.376467114025906 43:0.5611709065404082 44:0.1896333239300219 45:0.4562669458865101 46:-0.2715637623237517 47:-1.652771023808274 48:1.463000038122209 49:-1.03580619814246 50:-2.026894458769184 51:2.012914646813448 52:-0.4251679101408668 53:-0.6071184499322453 54:0.1921205725931155 55:1.329493444519153 56:-0.2378420686736953 57:0.8199814160074663 58:-1.646332480827993 59:0.4731799708523488 60:-0.2278176543841535 61:-0.6931030129787478 62:-0.3485631866598333 63:-1.053328766157492 64:0.994334685623314 65:1.105024908946153 66:-0.3433910434544426 67:-0.01739478155047967 68:0.03555544444887649 69:-1.713081585373622 70:-0.4759595505774899 71:-0.4282394786889427 72:-1.0501306537565 73:0.1145825737688505 74:-0.6748511500157302 75:1.742649321214757 76:1.14323452212908 77:-1.032192883572971 78:0.7182470291651255 79:-0.4609174113289161 80:0.4726730288408385 81:-0.7219500702540744 82:0.6410906819041798 83:-0.4219223653277898 84:-0.1491237231028456 85:-0.175490752194052 86:0.40845734148984 87:0.1100813073717002 88:-0.7843570630534547 89:2.53112565432922 90:-0.6306893811967946 91:-0.7790952464621617 92:-0.3756798714277016 93:1.309694296428435 94:1.080839767065115 95:0.605239920070814 96:0.4541633376057055 97:-0.1018761198659474 98:-2.272693747716449 99:-0.2771819074637554 100:-1.160749240036021 101:0.02183624572646663 102:0.4778943525759282 103:-1.392222751871101 104:-3.088005725323467 105:-0.7771399915060734 106:-0.9224954210286282 107:-0.08108230336861487 108:0.5249132663827243 109:-1.038326162433906 110:0.5912104644168895 111:0.04084685032073504 112:-0.6165562768164033 113:0.211344130374248 114:1.465818362796835 115:-0.8085426021022514 116:0.03585411095721956 117:0.5100719137799402 118:-0.3862417870787753 119:-1.59025809182505 120:-0.783610569223205 121:0.7326282644532475 122:-1.408449667363406 123:-0.07193065210402247 124:-0.4460876980866753 125:0.2964839488059871 126:0.05157985309469426 127:-0.6804549991512948 128:-0.4978885245150865 129:0.6751529075620617 130:-0.5733280580941995 131:-0.3268787807861128 132:0.4903382978986952 133:0.7733595416979463 134:1.170922168341243 135:0.8984708693048403 136:1.082851586937163 137:-0.609468425918696 138:-0.1229833077694949 139:0.002210537987722391 140:0.7330926548083618 141:-1.200502488822556 142:-0.2711077231160218 143:1.270875255893931 144:0.6355204838001498 145:0.8127023381960842 146:1.493041600645657 147:0.4704985625176543 148:-1.126554382566943 149:0.2509641419535477 150:0.1258693512841388 151:0.3824364343773344 152:0.240015234057646 153:0.3349872949618906 154:-1.090152338581102 155:0.3758721110496945 156:0.8829780421652027 157:0.1798160730619185 158:0.673833073799429 159:-0.09316734288289918 160:1.175093005442426 161:0.5051127650700973 162:1.829511259833942 163:1.295566271412556 164:1.555781794278893 165:0.8871222590002674 166:0.7801468730092439 167:-0.05867702413359831 168:0.6958257801252367 169:-1.354325139605431 170:0.1433441097415074 171:0.6139188721716206 172:-1.680484171869667 173:0.9698271246126641 174:-0.03380734852058956 175:0.5847581075735989 176:-0.9107319255842266 177:-1.48959765715444 178:-1.249212759915844 179:-1.075310418529781 180:-1.814339626793985 181:0.7767639465094427 182:-1.879787113813687 183:0.04849412790821328 184:0.1793157200925141 185:0.6309809712262044 186:-0.7812000697267376 187:-0.695143323142746 188:2.039649770079365 189:-1.705338755076195 190:1.244399140255125 191:0.9995400311270295 192:0.1604743510750527 193:0.9969562753839457 194:-1.550888312257827 195:0.5990570659238502 196:1.338143227626045 197:0.6462684696001723 198:-0.4311719365838318 199:-0.7888302063553313
--1 0:-0.3625856917449033 1:1.240963277127676 2:1.05876299117652 3:-0.9403002309068054 4:-1.269327813212574 5:-1.000467985218744 6:-0.6383746173006607 7:-0.8267648151737923 8:-0.9190551011385515 9:1.20390449305573 10:-1.424514894516198 11:-2.18244304006231 12:-0.3511075523527653 13:0.9236041118684699 14:0.484600587712199 15:-0.8593967968215648 16:1.572182371736692 17:1.419191764219648 18:-1.433942777516318 19:-0.8795608755518234 20:-0.2964203943453712 21:-1.294428324979081 22:-0.3886198569419442 23:0.2984836804035851 24:0.7863652831603265 25:-1.625286339712046 26:1.612730451890262 27:-0.52177715304831 28:1.109347500168663 29:0.7540425923978338 30:-2.171332132305312 31:0.1535956342015058 32:-0.4722549647947761 33:-0.9940079551410287 34:0.05002297923858032 35:0.1742450863762733 36:0.3137223668985034 37:-0.6119463630159497 38:-0.3528367480550618 39:0.2004800749533882 40:2.162038580025641 41:0.9339076978514859 42:-1.688674855265524 43:1.36958556091055 44:1.551778360018485 45:-1.521192418980696 46:0.7563324157486163 47:0.2634162838995544 48:-1.442790234831933 49:0.3858943533007573 50:0.7946482715147235 51:-0.0003883604813906377 52:1.125221905268164 53:-0.7242554836732338 54:0.7806058450257645 55:0.3421184020563587 56:1.647363030085578 57:1.036557906647188 58:0.04031512851051447 59:-0.6146187884827876 60:0.6517089293714895 61:0.7442257845250092 62:-0.2390892433173862 63:-0.1607448952561775 64:-0.8984184973031268 65:-0.2130790536518881 66:0.4682387984608732 67:0.1463161712214931 68:-0.2521351064517392 69:-0.2508268860121721 70:1.436988895778636 71:1.349190235732429 72:1.052895549790031 73:1.357506282394183 74:-2.185752258573535 75:0.4120720980002929 76:0.3388173483568979 77:0.1473547763716836 78:0.1654562236134225 79:-0.16720311449208 80:-0.8717265276292127 81:-1.325202991230499 82:0.8969846913922374 83:0.1073708726437814 84:0.9028664067071993 85:-0.5642546135309177 86:1.066607356792667 87:0.9372474884913354 88:0.06762946898876709 89:-2.061459220191959 90:-0.2132719592780558 91:0.1549131177748024 92:0.2824305104818244 93:0.2667332412543602 94:-0.7355114425490774 95:0.6887854128170614 96:0.507113483118921 97:-1.321998423796709 98:-0.717554573659904 99:0.3542172579343113 100:0.8625867769853439 101:0.6859295671632433 102:-0.8894413999745024 103:1.748579691771901 104:0.955665062645526 105:1.080899352776404 106:-0.9320471637127565 107:-0.102540078986315 108:1.631264892113082 109:-0.05149528860470091 110:-2.369188232287065 111:0.3876831524111875 112:0.4351228088631286 113:1.051879682098235 114:-0.4190259846197759 115:-0.7236823645687065 116:-1.973272424210081 117:1.82771272321259 118:-0.04982707544035293 119:-1.438328394261637 120:0.1729696256322378 121:-0.1122505385123938 122:-1.13471322953161 123:-0.6035796033804049 124:0.8350449994657071 125:-0.6020650771415911 126:-1.339952500581683 127:-0.0947979761826811 128:0.5203704080345727 129:-0.5925827214719389 130:0.4949928573510168 131:-1.215393993807708 132:-1.219060448018243 133:0.4504210364221189 134:-0.8434141329782825 135:0.004617323727610152 136:1.640065815567076 137:-0.5272739416325425 138:1.295618816732765 139:0.2314918856057893 140:-0.4287334601989308 141:0.01768650260214392 142:2.147356249458279 143:1.025317574864312 144:-1.019882794517604 145:0.6765322359231375 146:-1.173136257545863 147:-3.050112394729674 148:1.205351370716875 149:1.721692306695629 150:0.6074212625258816 151:-1.095024980412853 152:2.504689751895951 153:0.5997702813558033 154:-0.3870915267182845 155:-0.6012461378123573 156:0.7639175800821674 157:-0.6025575471005811 158:0.9981520071501301 159:-0.6611493910232361 160:1.471919021773241 161:1.272697013017738 162:0.647134371675035 163:-0.6324393178687441 164:-1.982027753096977 165:0.3095788629045615 166:-0.8630262892961721 167:0.472658883521734 168:0.3033554087785343 169:1.692411442300793 170:0.04241336708352914 171:1.079921217124003 172:-0.5503820893646512 173:1.031820355668807 174:-0.3803435680514732 175:-0.4690728260308122 176:1.889698060246725 177:-1.758653672238194 178:0.1756476195873272 179:1.198337353050485 180:0.05477557596791754 181:-0.3704953618819048 182:1.472515180374187 183:-0.9636170602812602 184:0.09833417007701244 185:1.830478632030179 186:0.9365807339996703 187:-0.09092314935739874 188:-0.8172905771811254 189:0.3210358399797578 190:2.558236984567767 191:-0.4943980452356823 192:0.9931212304357058 193:-0.8343925188310657 194:-0.4255401708717177 195:0.1472845739549893 196:1.035178932063099 197:0.9265884916344097 198:0.143407513942517 199:0.04217406599831749
--1 0:-0.9023185950545353 1:0.4411080290033987 2:0.1598655472295871 3:0.3270088821663424 4:0.4661772981363238 5:-0.03595488846702698 6:0.5768410888084354 7:-1.497504335818431 8:0.7846396360681775 9:-1.523000991698692 10:0.1644052916524809 11:-2.159541410914444 12:0.5197383620288699 13:0.4320697248484878 14:-0.07920406967026564 15:0.743607327591299 16:0.4888876582627545 17:0.1181748747886284 18:0.2226525240734976 19:-0.5417917230816269 20:-0.09100155903516961 21:1.744931660089586 22:0.1952825965266587 23:-0.4417396870153243 24:0.3683798160423929 25:-1.025273980916836 26:0.4902286647044081 27:-1.140391493852488 28:0.1154055313429576 29:-0.4090778457982238 30:1.292493755305835 31:0.06017418062772711 32:2.37445609916988 33:-1.739559166367783 34:0.8450611747434462 35:-0.5321809590074181 36:-0.4045936190391075 37:-0.6209492218918026 38:-0.1520492605824534 39:0.494495067854393 40:-0.4946733341410878 41:-0.129583061456607 42:-0.6515157103307195 43:-0.09461304455639816 44:0.3365533396781332 45:1.449154376949934 46:-0.6753928008588924 47:-0.1342588231143106 48:-0.1407103411671865 49:-0.948608982338057 50:-0.738749158436304 51:-0.5693012825995435 52:-0.2482894400453076 53:0.05967403872732301 54:-2.370776915572344 55:0.1364239570751093 56:-0.8374094437701751 57:0.7454606187250218 58:1.146721620918468 59:0.8355521897865057 60:-0.7262114116882603 61:1.244382536050976 62:0.804632733310136 63:2.160179506569497 64:0.6777541910108766 65:0.806513199939232 66:-1.644892333207971 67:-0.2645072210429161 68:-0.8247574853691277 69:-1.229745762719084 70:2.758484106488538 71:0.6694563713342969 72:0.2697249708369479 73:-0.005935383052956686 74:-0.4239818711072671 75:1.292498175722536 76:0.3001151003032281 77:0.09834633141967537 78:-0.2572618135632064 79:-0.0342322201128663 80:-0.6703359126659602 81:-0.2214421133189716 82:0.976539519005202 83:1.125457499441627 84:0.4241695977564206 85:-0.7369412984290989 86:2.310961596747966 87:0.1289354580594879 88:0.9710175965581466 89:0.1279274079319829 90:-0.7500680165223081 91:-0.1710097423097428 92:-0.8691437187364853 93:-1.521681815713501 94:1.525244363327177 95:2.34213393171926 96:-0.7085973864765401 97:1.335293351625182 98:0.9648472698319259 99:-0.7438498883155559 100:-0.6768154172703179 101:-0.8500566268912583 102:-0.3304375996289731 103:-0.2539461472199201 104:-0.3706016859810315 105:1.599556344238105 106:1.775164989020492 107:-0.9770097648746651 108:-1.840312758341756 109:-0.3195812700474471 110:-0.7745877602710607 111:0.4066008225392432 112:0.05630530150371905 113:-0.02833374220056687 114:-1.450957107941645 115:1.607712639135637 116:0.4769015501143684 117:1.170846512595847 118:0.2010882905527075 119:0.5911963806479823 120:0.8699818622603059 121:-0.02470505508385543 122:-1.97560330991284 123:-0.5761731508861139 124:1.034435429168139 125:-2.030097824485546 126:-0.8483559415990894 127:0.1450710212872229 128:-1.236154900639563 129:1.070703776787784 130:1.169345167453288 131:0.4516271273034532 132:-0.4553721916877486 133:-1.219149147480375 134:-1.409394041577079 135:-0.5276228641758155 136:-0.2413875065092322 137:-1.222263854134626 138:-0.01125292096570262 139:-0.5786147795369144 140:-0.06038630058367819 141:0.4349034193043143 142:0.9777507611511277 143:0.4898176329616505 144:1.13374294115171 145:0.3506110109809195 146:-0.3832415904167759 147:-0.2250195785737233 148:-0.01255143176391698 149:0.03834062313468538 150:-0.4353286566169846 151:1.642885797052055 152:-1.56472757910565 153:-2.472689502061268 154:0.3706370166944878 155:2.014565434751128 156:-1.30733906744618 157:-1.256752720964689 158:1.933600629901426 159:0.103246392491407 160:-0.2711782078049551 161:-0.04982909621157636 162:-1.509144657630981 163:1.786675948426324 164:-0.3387619720450852 165:-0.2383517612247985 166:-0.597902860042739 167:-0.573885440424273 168:-1.837923775767202 169:0.01219986234441934 170:0.07696599462842177 171:1.346018524341706 172:0.3659034979320179 173:0.06582656965721986 174:-0.1709590080191188 175:0.2988878579663117 176:-1.381184066037916 177:0.4389258580897686 178:-0.01553328568803789 179:-1.848102885132776 180:1.418714132224972 181:-0.1093235717150926 182:-0.6531259598986434 183:-0.8792987940626029 184:1.281745352318943 185:1.177795699558132 186:-0.08357351897283145 187:-0.1508929676578266 188:-0.07252925445912269 189:-0.9552884411730022 190:0.5151882769429103 191:1.146583520440446 192:0.8338195305965767 193:-1.849830392910889 194:-0.8025402498736124 195:-0.2721591616628856 196:-2.227060749770479 197:-1.037504826880019 198:-0.7418307830445379 199:0.4809734940846911
-1 0:0.03796363970057225 1:-1.113531307066657 2:-1.349589652793109 3:-0.5512414500957219 4:-0.5977578074575746 5:0.0998123908995559 6:0.4419402325343947 7:0.8385519388992814 8:-0.2105097615394692 9:-0.4638692140974136 10:-0.3792526003648278 11:-0.510998177493882 12:-1.781180170706701 13:0.3440542738912673 14:-0.3876690782098131 15:-0.2450722318280384 16:0.2457847537899548 17:0.2011603453674397 18:0.1735628507066123 19:-0.3798331817607258 20:0.03058496635249162 21:0.3209475397322384 22:1.352588235964963 23:-0.1969644924933316 24:-0.9344837014361729 25:-0.2211288290318184 26:-0.02553095831079794 27:-1.085444262103814 28:-1.067524838648764 29:-0.6729007651233487 30:-0.5538652641730949 31:-1.077971673933158 32:-0.7177825049545175 33:2.121057655393881 34:0.922357267783017 35:-1.107214281141261 36:0.498330444034372 37:0.2235423082681219 38:0.06463955800667631 39:0.3304145859960411 40:0.0342405533836637 41:-1.065449227212859 42:-0.0934278637347552 43:-0.4269396531827657 44:-0.8000765535837338 45:1.132144177776978 46:0.3256380021794408 47:-1.198823733209794 48:-0.4949750348228069 49:0.01148486639586216 50:-1.475687822390956 51:0.8665362223977899 52:-1.004039403928615 53:-0.5240698191605491 54:-0.8701826757646131 55:-0.07032129042701779 56:-1.917860092511946 57:-0.3600025872051667 58:0.6971371079487957 59:0.04478158303361699 60:1.297359331334494 61:-2.049901231723572 62:-0.9096837254063705 63:1.327821023930706 64:0.7026909930567548 65:0.2481289320125901 66:0.8711133002195449 67:-1.752780300874869 68:1.119906493844241 69:1.769300976979529 70:0.9869105038020042 71:0.4925838032888439 72:-1.609983853728511 73:-1.167794796190237 74:-2.301462181877495 75:-0.2342888491036013 76:-0.1144196280539073 77:-1.357376962313234 78:-1.265549211535234 79:-2.029216237818851 80:1.116279439216113 81:0.2112570652682936 82:0.1258917676862645 83:0.619289916127457 84:1.246956578447383 85:0.3019881713324888 86:0.7346624442577974 87:0.8230091974971062 88:-0.2001645791771829 89:0.2123982147842629 90:-0.09788237631288721 91:-1.369214689285697 92:0.1613313216728916 93:-0.5547915648149593 94:-0.8073451729058359 95:0.1445339407843194 96:0.4638467836909548 97:0.1755383902579397 98:-1.633577692382376 99:0.7971754811289815 100:-0.1560857904481849 101:-0.3025683619900008 102:1.040019722399793 103:1.258459944888012 104:-0.1129863601998832 105:0.4985956561292531 106:-0.4408112834609157 107:-0.7322533541895454 108:-0.5944073248318834 109:-1.12921281100214 110:-1.509166702851865 111:-1.40270614504104 112:-0.03477874355078103 113:-0.7858542506402787 114:0.4004106404040615 115:-0.9209031529163654 116:0.01842128297832098 117:-0.0639192729134319 118:1.766961886631434 119:0.806870536742828 120:0.5318890829023162 121:-0.5765456720262023 122:-0.6101885885440372 123:0.4338724792427404 124:-0.8485567041445568 125:0.7348455851104813 126:1.419488667081196 127:-0.03816283334618675 128:-0.5287190977603128 129:0.2310277774019315 130:0.4129097423189144 131:1.688796360999407 132:-1.287249035829758 133:-0.4986506240205559 134:-1.171346443796817 135:-0.2636451445823993 136:0.9844803728167223 137:1.421333727172343 138:-1.293539630161411 139:-0.9052623393559832 140:1.096465848042779 141:-0.4575119574460913 142:0.1401811426455891 143:-1.735408040029516 144:1.964253063657307 145:-0.2714311555536337 146:2.179313471206238 147:1.751423064481908 148:-0.004406809382301252 149:0.3956036706111072 150:-0.5171514085114378 151:-0.2986211500434318 152:0.3612912253881632 153:1.949850368579311 154:0.07456954007499994 155:1.561951040235378 156:0.2706201410838981 157:1.666167070734055 158:-1.45323501163292 159:-0.9814074439970858 160:-1.252927917716651 161:-0.7770510332628159 162:0.4637256413860938 163:1.835296004367005 164:-0.9180808175485481 165:0.522538088702989 166:1.975431031475874 167:-0.1034379109860439 168:0.8219636223789868 169:-1.219205128636136 170:1.133676114123982 171:-1.566964433573362 172:-0.6036009874665327 173:-0.3933420132224719 174:1.497585985276408 175:0.2866505191201568 176:-0.3002201135170591 177:-0.5258150710596852 178:-0.2232689028924443 179:-1.122255754063018 180:-0.6644046793650344 181:-1.19034180578397 182:1.348608514042268 183:-0.7730000957665421 184:1.33978591351654 185:0.6299115213750502 186:1.143398559269996 187:-0.3943069878227332 188:-0.4236782060639773 189:0.9653512380121489 190:-0.03327094304990662 191:1.545289819707223 192:-1.347757198899569 193:0.5317822556463634 194:0.3599339984730785 195:-0.4440972983169419 196:0.6789931152499561 197:-1.333839001456904 198:1.538693100251436 199:-0.1056232269745368
-1 0:-0.4676452097289407 1:-0.7307327932191758 2:-0.02517998609906761 3:-1.01094754832354 4:-0.2350471342659068 5:-0.8814735434473757 6:-0.3348760839936374 7:-0.2404966044565021 8:-0.8058157351477202 9:1.331650900411131 10:-0.2335258820920236 11:-0.4823889107337856 12:0.9358959998536606 13:0.625060546508352 14:2.279729702556306 15:-0.4314811308447981 16:0.01729645245366965 17:-0.9684503607974655 18:0.5135179518508477 19:-0.4787815133018526 20:-0.8840664662295712 21:-3.485548334530405 22:1.209994019540211 23:-1.479005346963031 24:-2.331369779035203 25:-1.672319299035854 26:1.007989946735687 27:0.7949519455388457 28:-0.7370258340674732 29:-1.184383171901221 30:0.1959768191195684 31:2.030321055648642 32:1.11633536487169 33:-0.9739639260244152 34:-0.9640048946526553 35:1.354863849493934 36:-1.014653067355151 37:-2.318116735149481 38:1.404444391851581 39:0.6877903889696705 40:0.1101801056479228 41:0.7180513702418785 42:-1.707835511641198 43:0.2358395271235435 44:1.187356177625598 45:-0.1884878154422124 46:-0.299560196651662 47:-0.989037923518912 48:0.6854065147855698 49:-1.184255349730874 50:-0.9417699319288836 51:-0.6582618034102367 52:-0.2575652152117728 53:-0.2409517370049882 54:-0.4799974784863553 55:-1.404577126666548 56:-0.6794319679331043 57:0.03842168567091283 58:0.9176468605203719 59:2.381112925614671 60:1.969338088179417 61:2.07625776373437 62:-1.883907264784664 63:0.8891813677795336 64:-2.897465864490182 65:-1.811791802572938 66:1.823841475060046 67:-1.451344379222605 68:-1.185962238680719 69:-0.6636337066738256 70:0.9844722099535211 71:-0.5220934823185054 72:0.2792392162923248 73:-0.5616099216045157 74:0.8086708250898182 75:1.578164188069102 76:0.5362338843080008 77:0.2188531376546731 78:-0.141610045288378 79:0.6134755643241183 80:-0.05437628549171648 81:-0.4231447974067781 82:0.2662628773981765 83:0.9635641296097748 84:-1.818401186320524 85:1.68836421136843 86:0.2366569210923151 87:0.4669900642800351 88:0.6896853144168149 89:-0.930362159103665 90:-1.818141213782726 91:0.8749234513616785 92:0.4544640244407022 93:2.416711222458874 94:1.108687241666839 95:0.7993149354609408 96:0.7830580804670689 97:-0.7995729936125071 98:-0.3766142398186478 99:-0.6384019257574254 100:0.6264622126267567 101:-1.527539028001295 102:1.45378635968553 103:-0.9292374833356893 104:0.5165615548285398 105:2.430496983807261 106:-1.767404051237609 107:-0.9878622288554431 108:0.4516640847294359 109:-0.930503714708494 110:-0.2063111648651682 111:-3.884376145273826 112:1.575224877984517 113:0.3721608480779703 114:-0.8944801899960553 115:-0.4851351315934633 116:-1.081558055826912 117:0.3109344922400026 118:1.063991667396591 119:1.048225308204318 120:-0.1260227911503574 121:-1.839426249807747 122:0.458321485633282 123:0.1533183636939071 124:2.569386171989085 125:0.8308910850324362 126:-0.2820838440441762 127:-2.397032490164694 128:-1.348747109911659 129:-0.07562421663727156 130:0.1426581705355665 131:-0.2347276526875317 132:0.8368657398545354 133:-0.8054382795511524 134:-0.1082556798378686 135:0.2436155554717402 136:-0.2087600102133556 137:1.454440888362409 138:1.06635356027945 139:-1.717468206121517 140:0.296447847643345 141:0.6245856578545752 142:0.9259339161853857 143:-0.2232958136258903 144:-1.642723383078593 145:-1.622957369692964 146:2.179547426265919 147:1.092210883288246 148:2.766899236002294 149:-0.261359614827252 150:0.8494264348999641 151:1.216983143346394 152:-0.5854706907131264 153:0.9823621290864595 154:1.982660646667669 155:0.2991293195706369 156:0.567793976105423 157:-0.5658566644940423 158:1.559094945049295 159:0.5027831605583715 160:-0.9620848943478396 161:-1.267634833215782 162:-0.6613968132264437 163:-0.6448504078810708 164:-0.3427682071020122 165:-0.02502175932572086 166:-2.184499162759313 167:0.2900924509272271 168:-0.7092314019785239 169:-1.140169778492362 170:-0.789291089316098 171:0.05775412815568173 172:-0.2381854142940543 173:0.4864008757697962 174:-1.0922212544953 175:-1.154027683754424 176:-0.09064309712468076 177:-0.9381659796962949 178:-0.2002346770121923 179:-1.412491429382736 180:0.5009953620930055 181:0.4069754176512266 182:-1.079242211954798 183:0.4793144799724042 184:-0.263195599486718 185:1.268923804317227 186:0.6032462429807393 187:0.1207463698784159 188:-1.953476465775588 189:0.3588495165410933 190:1.323409319469575 191:0.8243563969701089 192:0.8440906581895631 193:0.05301512809695021 194:0.009170985891377676 195:0.03515088976869522 196:-1.038397585808591 197:-0.6451970129349016 198:0.03979916953538131 199:-1.45353822707212
--1 0:-0.7871206018810755 1:-0.6262353723081987 2:0.1882311769570181 3:0.6871730061301965 4:0.4766419617380999 5:1.692678285225598 6:0.6968637561162866 7:-0.4203810526646358 8:1.574362238146673 9:1.108958033076812 10:-0.024805298126087 11:-0.5174383201497016 12:0.2600000100465805 13:1.126326829767533 14:0.05414923472942672 15:1.044201297556336 16:0.5883400634834631 17:0.8132143791875146 18:1.188539915939481 19:0.248923669593989 20:-0.4348002969655421 21:-1.161399790343439 22:-0.3617504031596719 23:-0.1864686039256375 24:0.04579142620492847 25:0.2541680155856864 26:0.409747462659623 27:0.5151894322379282 28:0.09718077234441265 29:-1.575280464040046 30:0.6365910825356217 31:-0.4136481539294745 32:-0.918898146545001 33:-0.4686642969145506 34:1.690238274550308 35:-1.081165338489901 36:-2.003101365434349 37:-0.5129187106554827 38:-0.8703821995877454 39:-1.831388934735243 40:2.482718452985603 41:-0.6610708978134751 42:-0.7419419682696653 43:0.5076068566324277 44:1.245779413900738 45:-0.07076261515129657 46:-2.304189160282974 47:0.478935447288403 48:0.614995043297823 49:-0.3645630834802961 50:1.453859047551882 51:-0.7592956890479153 52:1.078107337499127 53:0.3126744260471496 54:0.08919575004520193 55:0.5607583361572598 56:-0.1678204654328015 57:-1.213308368005512 58:1.162792367977755 59:0.6568866198837927 60:0.3542746793911601 61:-0.6487639725378109 62:-0.03912959746795186 63:-0.8968792186238405 64:-0.5885727916620518 65:-0.6316142649506485 66:1.83449428033443 67:-0.1074724237830454 68:0.4635116553780799 69:1.110090877398265 70:0.9975389107328614 71:0.2201932535635584 72:-1.323656351405725 73:-1.676229713407024 74:-0.06607741163872512 75:-0.357799722460221 76:0.4880483979566485 77:-0.1039831240851535 78:0.9037318731831037 79:-0.184750719293469 80:0.6732481507129425 81:0.3636516585575206 82:-0.1679985511040339 83:0.6722868279897785 84:-0.2805105622803106 85:0.6123567732230598 86:0.5222845816920941 87:-0.00583010410391361 88:-0.8896077283228567 89:0.522551597234686 90:-1.571497929731948 91:-0.4893157551102479 92:0.8659181167970409 93:-2.314611000515572 94:-0.5451927399136487 95:-0.009929759487600512 96:-1.100946479936689 97:1.101032180842204 98:0.2195317687024332 99:0.8442349893511389 100:-2.114751096358159 101:0.9593577713151601 102:0.9431274692084917 103:-0.113592602640111 104:-1.259378874978608 105:-0.6966814453956294 106:-0.4968616004661517 107:-0.107887304118067 108:0.1136854722321516 109:-0.8699568487446784 110:0.9133820626445852 111:-0.4338639881215045 112:1.027483063694227 113:-0.2865384776950337 114:0.5029658514593007 115:0.2969982939020277 116:-0.1147647239836573 117:-2.078767450839603 118:-0.8596467832650435 119:-0.8815044891944565 120:0.5523231709850837 121:0.8058801894158816 122:1.70456870390781 123:-1.142427388165149 124:0.5192985046304512 125:1.622743995622592 126:-0.05266829524778585 127:1.196466603752437 128:-0.407008277719056 129:-0.03763859681887004 130:-0.5505460268641932 131:0.3782374898787916 132:0.04863413657738402 133:0.2697218498858042 134:-0.9633685087777749 135:0.3525990543404826 136:0.2272568765946505 137:-1.068282741640357 138:0.4898504634871264 139:1.079836460708421 140:-0.03607407252855697 141:0.25097086314561 142:-1.770986502418922 143:1.111713673761244 144:-0.1345088373867661 145:1.060863851615603 146:-0.7143024469810045 147:-0.9905426512705277 148:-1.13280321097123 149:-0.5552437941356884 150:-0.4647103984194602 151:-0.2761271694112213 152:-0.7943015991482667 153:1.169241216586205 154:2.040543185315041 155:-0.3727346852451417 156:1.271384316693097 157:-0.4852861611802707 158:-0.01952741968531183 159:1.443663828665946 160:-0.3737474092526037 161:0.08384074618260506 162:-0.8004290151028849 163:0.01829766573426374 164:0.6856627282354992 165:0.3172584965771047 166:-0.5417606651852035 167:-0.6496590568347455 168:0.4333929557511495 169:-0.4123154508935724 170:0.7810609981614349 171:1.597790044411494 172:-0.8010796535932881 173:-2.105935029690986 174:1.173262533955095 175:-0.6507913851776316 176:0.1995563507375452 177:0.3183818246659352 178:1.429505268677656 179:1.213226564874665 180:0.2860468227923681 181:-1.117259160661208 182:0.01430261368504196 183:0.1517803222611989 184:2.142917707595995 185:0.1576363784905246 186:0.3633863524125246 187:-0.1123722104984614 188:-0.0731167739261244 189:0.1479166748684084 190:-0.720452096491708 191:0.7497012087774861 192:0.7573164629684117 193:-1.960068670256305 194:-0.1014305437178385 195:-0.3089303585715337 196:-1.323280124768286 197:0.04246788983271177 198:-0.1259089286256347 199:-0.2157668973923637
--1 0:1.592102875324584 1:1.429744919594863 2:-0.4067344753865679 3:-0.5507996145277643 4:-0.9899017562573067 5:0.05313191089711159 6:-0.3087661270652998 7:-0.02242884179498766 8:1.072475466514066 9:-1.083442509397772 10:1.510174902696637 11:0.3927787765118795 12:-0.07880042135730482 13:0.780534000552691 14:-2.191775148914996 15:-0.9336178186886878 16:-0.3793678373326535 17:-0.07046244040685493 18:1.238493426732334 19:0.1801066202919878 20:0.9408256812700238 21:-0.5487319606851166 22:1.249558114086964 23:-1.141600658840784 24:2.099588859075252 25:1.834356371528271 26:-1.090679284745484 27:-1.848172493153129 28:-0.8129322049970348 29:0.5982732342876905 30:1.275144089040063 31:0.3959390753996647 32:-1.096850294585191 33:0.4952500778420549 34:0.08903861849168693 35:-0.4464525068616922 36:-0.45622326364683 37:-0.3889067034887174 38:1.467107911800277 39:-0.9025658015313676 40:0.2519305641405242 41:0.371471841917611 42:-1.194275688522454 43:-0.9425157805814426 44:-0.8823512694596222 45:0.6071335405336916 46:0.3840451691301985 47:0.08874871727832136 48:-0.3840522255030918 49:-0.4437297962039327 50:0.9990217421881857 51:-0.7646798216538145 52:0.4601245054496684 53:0.8072010552436459 54:1.249949273962458 55:-0.06387793310964533 56:-1.083918122989329 57:-0.5700824713178408 58:-0.4214703625352666 59:1.622327686061253 60:0.9226421457150948 61:-0.443418257238464 62:0.8599363806612916 63:-1.3024580389159 64:1.069672985564716 65:-0.7787077319789589 66:0.1870752383009018 67:0.4010465696329441 68:-0.316843462991537 69:0.09721625144468589 70:0.5622764015804618 71:1.604792706337252 72:-0.2233969661408421 73:-0.6056306502482571 74:-0.07786865902263053 75:-0.6941981346045694 76:1.509935838227079 77:-0.7772627237609413 78:-1.067198564557166 79:-0.2635765570672738 80:0.4707957555780034 81:1.311801825053112 82:-1.56280965002557 83:0.2118167228474274 84:1.033744398176947 85:-0.422889513026323 86:0.262160471401967 87:-1.378508616047302 88:0.3285197944278025 89:-1.215338025881257 90:-0.06053508550654906 91:-1.066214406769638 92:0.5841056000661015 93:-0.1002859335716713 94:-0.2909661797838425 95:1.619521525957092 96:-0.1707046651654399 97:-0.2320439880753886 98:0.5732894281951771 99:1.266248672258138 100:-0.1114985312496858 101:-0.03707395439686514 102:0.584796351922551 103:-0.7160152161268407 104:0.4229960934596053 105:0.05100553999586368 106:0.7116477840201182 107:-1.550402755328574 108:-0.9110084628390993 109:-2.263381021063914 110:-0.8163812511300573 111:0.134117982035652 112:-0.5048123235212131 113:-1.051012470693878 114:-0.2662706264560331 115:1.188455236920578 116:-1.069885379472244 117:-1.515632197776909 118:0.1298627800834362 119:0.7486630122397538 120:0.4685319019196077 121:0.4127456301138149 122:0.8924678848560242 123:0.5455460105056573 124:0.9224995438253617 125:-0.5647281327662305 126:0.05500431859625679 127:1.209887717277328 128:0.3404147801167729 129:-1.075819395246666 130:-0.7330874387839473 131:-0.0888023160054936 132:-0.05771275755707508 133:-0.5627742685338502 134:-1.501050399650943 135:1.829582317807717 136:0.09308978457456508 137:-0.7285193361608754 138:0.5188937759018195 139:-0.302074442906754 140:0.7311496238786283 141:0.8820733642548633 142:2.368869516506692 143:0.8061562161478154 144:0.3879026225255021 145:-0.2441839099904175 146:-2.203658188332994 147:0.3983624713242523 148:0.8897699191345928 149:-0.7540693327321382 150:1.792036381250027 151:-1.284260705022126 152:1.804869905725222 153:0.4960040905726522 154:-1.723110166049072 155:-0.585198587888032 156:0.9771295060524599 157:0.02499298754281495 158:-0.3552060254336574 159:0.5549469737332899 160:1.703607880818093 161:0.7058864189638402 162:1.607795460341098 163:-0.2113027850380144 164:1.081104930215011 165:2.699693712824149 166:-1.577383185921673 167:-1.556008603516962 168:-0.6419836985752496 169:1.640297671774364 170:-0.7756041377676824 171:-1.474408895155003 172:-0.26995455357446 173:-0.2813218161133844 174:-0.3214517609795107 175:-1.901133504103105 176:-1.291267099203576 177:-0.3394504390415999 178:-0.1731042481757574 179:-0.9824963623677379 180:-0.9688991393853155 181:0.6227953765573434 182:-0.9737491355602774 183:0.05059008233260264 184:-0.1983747224708061 185:0.5001441863545356 186:1.188751269024429 187:-1.282595725517948 188:0.9262529666793795 189:1.439757920682977 190:0.9478874148906309 191:0.3084920609216077 192:0.3533021348324311 193:1.442189343631939 194:-1.939536884413799 195:1.451977022106124 196:-0.0690702719869028 197:0.6250827833620317 198:-2.285737678903188 199:0.4109893818233561
--1 0:-0.8418574345086193 1:-1.10993953949084 2:-0.4211016351888161 3:-0.1282075879887041 4:2.2919608705737 5:0.9351721002390549 6:-0.363796406824463 7:-0.4269885038934012 8:0.1871054117104753 9:-0.394965440643314 10:-0.3921939437582189 11:0.9330120467626712 12:-0.5861924307480773 13:-0.4010164147389961 14:0.513182168976154 15:-1.058787437334851 16:-0.20366259731181 17:0.909297263193114 18:-0.2077736003217178 19:1.563997977963495 20:-1.248093111844214 21:-1.155444995997294 22:0.3151520734060399 23:-0.5685669987243774 24:-0.6351988627721922 25:0.2844840415460176 26:-0.5729111271108617 27:-0.8755459900745591 28:-0.5005085046858725 29:0.7833347999999301 30:0.9310844198977176 31:0.1545284658909568 32:-1.103110393271468 33:-1.150581580190303 34:1.333263959328324 35:-1.177861441909692 36:0.2005055420917587 37:-0.9136178354364537 38:0.7895304243668106 39:-1.473633305222786 40:0.1182494588866988 41:1.516209766178313 42:-2.365698163746898 43:1.603447345359381 44:-2.418452816129419 45:-2.609861999437471 46:-0.1134636009930656 47:-0.04849604442693941 48:-1.879065105043572 49:-0.9230121742980116 50:0.3711908633958722 51:1.617038237709822 52:0.3479224626980146 53:0.4507515871821729 54:1.02031543440305 55:-0.3373403973028202 56:-0.7596295466350028 57:-1.847096940039024 58:-0.4255652078491248 59:-1.067391130158605 60:-0.434867601258402 61:-0.2909930876589387 62:-1.300261606710008 63:-2.177686591388088 64:-0.3403652996401384 65:-0.07747066355213854 66:-0.4360864872310454 67:-1.070770793709693 68:0.4689248369118991 69:1.467800683868482 70:-0.8027734531377708 71:-0.6339270177648526 72:-1.541629065572053 73:-1.999759550653362 74:-1.805430721273142 75:-0.1697543136247001 76:-1.119338067078992 77:0.9189234786051843 78:-0.1715447586494251 79:-0.1852182933894733 80:-0.5864503504288829 81:-1.119847680203845 82:-2.011105770352156 83:1.067579231210654 84:1.495823645738253 85:-1.519450310175976 86:0.1627161985832374 87:-0.2106378508572891 88:2.712513305393261 89:0.1698435261051492 90:1.805082122381585 91:0.6305279559424195 92:0.01354712806850141 93:0.3178349814419064 94:-1.351343878107182 95:-1.333736050483015 96:-0.3481578263778946 97:1.791569859643598 98:-0.1471896016751112 99:-0.2917139202038184 100:1.034378239461902 101:-0.4171917503432033 102:0.6472656209752894 103:-2.073022184938862 104:-1.379057952239946 105:-2.363598912764628 106:0.4001301204552603 107:-1.021925405145736 108:0.05077454678540218 109:-1.208298901350354 110:-1.221924003217354 111:0.4121779961282864 112:0.4903830411353237 113:0.7598302883208695 114:1.191801776916087 115:-1.367140365589656 116:1.228855190181334 117:-0.1604145489871611 118:0.5395928676169486 119:1.27899490081641 120:0.006515477554707574 121:-1.16321891031441 122:0.2919961852851568 123:0.6040464478781793 124:0.8050757332454154 125:1.359194722401871 126:-1.218093158243366 127:0.06462999873309795 128:-2.195790291007557 129:0.6996464761023349 130:0.5241535046060062 131:-0.2166129685457269 132:-0.08491308070197219 133:-0.7714212438778517 134:-1.637173290952989 135:0.3679424280907999 136:1.329054800512184 137:-0.3102010847909702 138:-0.06450319350041918 139:1.707853835632117 140:-2.325991774330302 141:0.02478188224576937 142:-0.7050820085096374 143:-0.898189843384672 144:-0.33204994560156 145:1.118105678645366 146:-1.383697225280098 147:-0.9306629109351126 148:-0.9444340500723545 149:-0.2264419384917264 150:0.0465083041110788 151:0.8856702289525046 152:0.4254793351262942 153:0.6744823788491602 154:-0.9911706324088932 155:1.541983093266513 156:-0.4005048387164303 157:-0.5778113142534382 158:-1.259562337766952 159:1.175722803660025 160:-0.9116706151952929 161:-1.626588249112105 162:-0.5604300214158414 163:0.7523631985867317 164:-0.3609223644836987 165:0.03525219649173637 166:0.9591470290038036 167:0.1906814352586001 168:0.1823255588585008 169:1.688152057309068 170:0.01685687238978257 171:-1.901883458353946 172:0.9114903840371129 173:-0.2163912663887789 174:0.06736812438359505 175:-1.030381262757617 176:-0.9527403037429151 177:0.7089123691146616 178:1.859778439376477 179:0.2945613228763168 180:-1.211059369286423 181:0.9950443670146567 182:0.8746026944037207 183:-1.167851186444616 184:-1.187069081328084 185:-2.369141874567895 186:0.4818413860376896 187:1.037344614980849 188:0.9741432619312745 189:-0.6562283134466018 190:-0.5006508691944105 191:-0.1951132026461084 192:0.9812509936938613 193:0.3021879034533736 194:0.4227967776502659 195:-0.1396676078014689 196:0.469396071996476 197:-1.455139129724866 198:1.510496202535312 199:0.2923113673659364
--1 0:-0.804637159964934 1:0.02615760155850642 2:-0.2511289604045805 3:0.523817128211728 4:-0.5759263443565321 5:0.683218673700229 6:0.1116754564608431 7:-0.3138811024610207 8:1.234984528120266 9:-0.2563399826758861 10:-0.5892286324277163 11:-0.9038513394412366 12:-0.5526828137261096 13:0.1570100440903741 14:0.2495429037297071 15:1.317937677933257 16:1.046974951203183 17:0.001125892340653494 18:-0.1727963679249023 19:-2.398113907581752 20:-0.4389471003423074 21:1.559925747053903 22:-1.381780735825664 23:-0.8432560314850367 24:2.468606029084436 25:-0.0836572510971003 26:1.037011488394127 27:-0.6638947177971161 28:-0.2251370653807837 29:-0.3803584620419442 30:-0.6839146950632493 31:-0.8811678730661157 32:0.1280722539622415 33:-0.1287524636288628 34:0.3148272182723368 35:0.4522877813090386 36:0.1594246110420444 37:-2.196466334366511 38:1.429124831592459 39:1.279040575063537 40:-0.07492167037449064 41:-1.953690686512548 42:-1.324481479112154 43:1.617155963369514 44:0.3129030838687721 45:0.2316857960021491 46:-0.1503054159356091 47:-2.095360652369739 48:0.5829545878168315 49:-0.7481834916920406 50:-0.6784201841170862 51:0.3826538065201109 52:-0.5764477139847466 53:0.3991632571295957 54:0.5311791324863974 55:-0.02091029226325172 56:-0.08199073461440325 57:0.4153835458930024 58:-0.1761375893056859 59:0.4282358132163385 60:0.7596582045391914 61:0.4339601975092169 62:0.4748942079120055 63:-0.1058873557842223 64:0.1458733472285326 65:-1.266360068482236 66:-1.069155519610361 67:0.01359039685208416 68:-0.2748515462975623 69:1.847463238522726 70:-0.6818407107726712 71:0.6159527015381078 72:0.2909037084489707 73:-0.9378962748807982 74:0.1363166839779844 75:-0.6401774917298554 76:-0.9987023659787995 77:-1.513739316657906 78:0.2638735210753596 79:-0.03443186778261659 80:-0.2669832047326915 81:-0.5452079420771958 82:0.2167964655668796 83:0.04766837929482904 84:-0.5204887204940434 85:-2.033099723546324 86:-0.9580882458526503 87:0.5037525364721931 88:0.7281264818082506 89:1.89029549962665 90:0.7345886695638636 91:-0.1496832941208833 92:-0.5720725765880348 93:0.1808869141887386 94:-1.839215836194209 95:0.2313999926149461 96:-0.5708922479799404 97:-0.4439059158254079 98:0.790734786255083 99:-0.4466336803817391 100:-0.2202207505495617 101:0.9520997621922678 102:-1.760548027480564 103:-1.204058567927524 104:1.058105198159187 105:-1.236150189781754 106:0.2790743128941178 107:-0.8831756897723841 108:-0.028381119726032 109:0.0177898809481371 110:0.2409122006545805 111:0.6143407604290467 112:0.2482566508934035 113:0.05942053965400392 114:1.496853452764103 115:-0.6606030783457314 116:-0.6970734778145782 117:0.1519744075162852 118:1.828875407424077 119:-1.31409590988654 120:0.2965987878082547 121:-0.8972258150299168 122:0.8895994510382873 123:-1.253834405567151 124:1.254793547006969 125:-0.6768330316415655 126:-0.4521984130353126 127:-0.2156742902985352 128:-1.128365966298702 129:0.3341365742215366 130:-1.004209103460176 131:-0.2310382056108995 132:-1.676616052053041 133:1.062461510188221 134:-0.6445881881839146 135:-0.742468798820666 136:0.7042479350753021 137:1.67076186778926 138:-0.7962028250088025 139:0.44375894370348 140:-2.404664155990645 141:0.6696654905292712 142:-0.1998607031672266 143:-0.7147866315291563 144:-0.6008472655913235 145:0.4674515700693884 146:1.303983041848331 147:1.752149998365931 148:0.1220107870445909 149:0.892239274268873 150:1.093701847417173 151:1.174734855935576 152:0.3024384743709123 153:0.7221570677723035 154:-0.3057564856453024 155:-0.008335219692498516 156:-1.465406095299184 157:-0.9972357762674531 158:-0.08729861276300502 159:0.8426603233176319 160:-1.656781557229769 161:-0.1079939117316445 162:1.266312895093026 163:-0.9281981770968704 164:-1.685499061503946 165:-0.148608471848034 166:0.5925092852507551 167:-0.0879788863490934 168:0.5316175917140954 169:0.66422700814643 170:-2.428140535470641 171:0.5086873972239053 172:1.440676470894549 173:-1.84430740969089 174:-1.8131371459231 175:-1.555894045223922 176:-1.198153083109344 177:-0.5567374743488881 178:1.044922416627665 179:-1.115655754334442 180:-0.1064501480175729 181:0.2420411732201122 182:1.430551437404422 183:-0.1075401635927632 184:-1.158125975271241 185:-0.7785474655928908 186:-0.9489272976208142 187:-2.66410938741425 188:0.58605084374445 189:1.079662291427376 190:0.02325597424576839 191:-1.356795609109691 192:0.6212414068697815 193:0.2430534466675656 194:-0.4143802657104506 195:-1.250760519952435 196:-1.017140559682284 197:-3.012184646251411 198:-0.7679504819412606 199:0.08403434731585903
-1 0:1.086330910609629 1:-1.802096402046768 2:0.6134702529553294 3:0.4136570128238231 4:-1.557636296623266 5:1.707489240167983 6:-0.4337416208424023 7:-0.2340157141597182 8:-1.418727962592239 9:1.165515961782691 10:0.7702676893299307 11:-0.5896209353525739 12:0.4416924395653983 13:1.27135200102944 14:-0.8210341476224665 15:-0.724919046767283 16:0.1367875083337137 17:0.802712525995669 18:1.675116277190838 19:0.03297880597901795 20:0.0958955342927498 21:0.764293404401524 22:1.336460196339516 23:-2.039379345426173 24:-1.251031833958916 25:0.2095964108488511 26:-0.8939841508598021 27:0.4845378183175417 28:-0.635698090270344 29:-1.190348947571479 30:-0.6371620402678915 31:-1.226326638378032 32:0.1621122947678346 33:-0.6209399065765873 34:1.491670001124808 35:4.11770389440757 36:-3.003493797196345 37:1.05324517925981 38:-1.769978755029974 39:0.770427355832258 40:-0.03870591655882476 41:0.9138746349930137 42:-1.631567857944588 43:-0.2407160385116398 44:-1.004123396753273 45:0.3184629338432682 46:0.4155278523346194 47:0.5525983682470738 48:-0.2332671346579248 49:-1.03915752556525 50:-0.4904977070460197 51:-1.551082019083277 52:0.7749940634037172 53:0.1879392193564355 54:-0.4231962433104586 55:-0.4173741045113211 56:2.677805040570941 57:1.244190749317176 58:0.3416410564431689 59:-0.1953977510922811 60:0.5025772653101926 61:0.1498789318730512 62:0.5185622816385042 63:-0.4536966572290252 64:-0.7129336646410394 65:1.714043576259253 66:1.314996819238199 67:0.06513549053368164 68:2.412287492392553 69:0.2205661153708681 70:0.3338649171058861 71:-0.4354629729728969 72:0.5597745658535213 73:-1.547456418161383 74:0.1646985663278312 75:1.397615239071608 76:-0.5904540161161651 77:-1.510173583991725 78:0.9650558190165563 79:1.389625298744322 80:1.252192887976989 81:0.1995756018366897 82:-1.298404917115717 83:1.625468867520607 84:-1.792744761834113 85:0.514888147519675 86:0.4096864894748526 87:0.9855473733149861 88:-0.1497624671594438 89:0.7877001725632206 90:0.4512104582695101 91:-0.4649005294087729 92:-0.1806848382772619 93:-0.7830243232419665 94:0.6464204946924336 95:-1.044518832397554 96:-0.5348166567670293 97:-0.02241421952631196 98:-2.138868811795322 99:0.7730007616638023 100:0.4810988195403607 101:-0.07611390706782221 102:-0.265324681667393 103:0.594006323364348 104:0.2015409149673562 105:-0.6698128739154168 106:-0.2762450500572847 107:0.6732860951307074 108:-1.448233446859613 109:0.1897972351903542 110:-2.097681175375842 111:1.00357623454659 112:-0.0387431926833166 113:0.8615293919676867 114:0.6430389733949498 115:1.870439909237653 116:-1.432523340633791 117:0.1608934763706431 118:1.367581291396303 119:0.3337972406456061 120:0.4936905449391306 121:-0.772314781689918 122:-0.04484129304715728 123:-0.2038093986717303 124:-0.1768200843735963 125:-1.808257859477839 126:0.7046498999854617 127:1.115487299002633 128:0.0325686147748891 129:0.5450476205463448 130:0.4169894977719262 131:-1.049177682809057 132:-1.781926013000285 133:0.1026379799274703 134:1.636884608893767 135:0.07891396956401901 136:0.1603365001707138 137:1.893136825561367 138:0.057205421163138 139:0.09587609370523338 140:-0.3137321938865521 141:0.8714680630771122 142:-0.7711740726853707 143:0.2601596831437941 144:1.226800656247591 145:-0.05598119195355467 146:-0.7384309297657293 147:-0.4810746182218554 148:1.26974114227075 149:1.058646214785644 150:0.4469575082403659 151:0.2419878348105289 152:-1.514409484415675 153:2.358268599494512 154:-0.1431383816743672 155:-0.2662856520706295 156:0.3401823115689993 157:-0.2784938663026654 158:0.9076204695843528 159:0.02815793120296939 160:-0.08176037028091708 161:-1.015379912228249 162:-1.376173207040907 163:-0.03659778126417051 164:-0.7272608101961106 165:-0.452967587528994 166:-0.2955424187321707 167:1.327300232673841 168:1.65323954640111 169:0.4843622520626969 170:1.6684744030931 171:0.1675686722457252 172:-0.7222561045500754 173:0.3139299753355994 174:0.1096243922552878 175:-0.6042523846879886 176:1.602725167091759 177:-0.8034224067379588 178:-0.4397757422270726 179:0.189345425485684 180:-0.08240278689335823 181:0.1204163962719547 182:1.54796408985283 183:-0.7960484291527876 184:-1.062937485812659 185:-1.393936641848254 186:0.5773837362779926 187:0.705724940455789 188:0.6141501307380883 189:0.3814242912506844 190:-0.4449262977444517 191:1.339151674574484 192:0.1834233257619088 193:0.2272519730450267 194:-1.030720149084595 195:-0.8284378140709568 196:0.1694836705379678 197:1.269688416051403 198:-0.8567938229968388 199:0.04524551308327095
-1 0:0.3328222861171389 1:-1.571697958737719 2:-1.207154418928724 3:0.3071005461415886 4:0.9070739411960754 5:-0.6985245338624558 6:-0.4334015819816063 7:1.271086607893003 8:0.471433730997377 9:-0.5691110428835999 10:0.8999183142257653 11:-0.253526748095032 12:0.8521547032309841 13:-1.150541116196384 14:0.07641559426195722 15:0.894156749619575 16:-1.151454937171873 17:2.357392902363609 18:-0.1196792285670936 19:-0.551036038017142 20:0.6789161553081073 21:0.8340195501439954 22:1.126344805079566 23:-1.823256856455654 24:2.044137534930178 25:0.007782225620949286 26:-0.5957873369058952 27:-1.651178779206293 28:-0.3024394863882736 29:1.051158972499105 30:0.70730428032878 31:0.1015825059556154 32:-0.3707936031373331 33:-0.7886760419284486 34:0.01703594654882089 35:0.7592072869959305 36:-0.7679919666119397 37:0.8648250601038273 38:-1.012900789488998 39:-0.9548498775606673 40:1.425754718770085 41:1.297518945426522 42:-1.43150473252026 43:0.3469715974491295 44:1.501066938202724 45:0.4189825620244563 46:-0.325554929442147 47:-0.7987379768117829 48:-2.675954571917727 49:0.5543596545955572 50:1.024674651684145 51:1.041061280770975 52:-0.7833913540210975 53:0.1817889242951621 54:0.5031260957254056 55:0.6876229472332231 56:1.958075067196549 57:-1.224821316865602 58:-1.907761701677501 59:-1.176129779811375 60:-0.634318857108443 61:-0.4652287384671717 62:0.04301086492600879 63:-0.4521622331726641 64:0.4982959823016743 65:2.359895445265547 66:-0.2868801257835459 67:-1.21086743586425 68:-0.6936293242128747 69:0.3427751499422892 70:-0.855646573004301 71:0.7528875336676629 72:0.6568511653686288 73:-0.0149402903784789 74:0.4556564743544452 75:-0.2257426484438454 76:-1.059708496655615 77:0.05670170154778023 78:1.719026523773321 79:0.9400525229235939 80:0.281771253804914 81:-1.329570767077169 82:0.3992321506923209 83:-0.693442454763606 84:-0.2384317600971858 85:-0.128532381177869 86:0.7399615669318785 87:-1.332957962077329 88:1.335295524450462 89:1.462560679618237 90:0.5834511709544112 91:-0.6749575557412212 92:-0.6148821856117878 93:-1.419080784781945 94:-0.9287854282784744 95:-1.210776002575927 96:0.9092137435529866 97:2.156716711858792 98:-0.1290948771588832 99:1.384850855633812 100:0.5206381890343494 101:-0.7739108349948557 102:0.5155526149381626 103:0.3561067949468846 104:0.6136146203317364 105:2.141831803437515 106:0.5438112178141985 107:-0.5238602574047935 108:1.250482043774944 109:1.168326760826926 110:1.177425311184419 111:-0.566091129955711 112:-1.897057849364383 113:1.249361378708122 114:-0.2305260213951862 115:-0.01082573594274862 116:0.6054368004457951 117:-0.1876103674972783 118:-1.232548732907063 119:-1.407728520110312 120:1.111199014852611 121:2.078411707323772 122:1.105193327759227 123:0.5027723036672019 124:-1.582703447099491 125:-0.9479661221406014 126:-1.192467118362422 127:0.9272671322327493 128:0.07896168498442313 129:-1.207518048631725 130:-0.3660710269823987 131:-0.460270179614208 132:0.06992143194073794 133:0.7248671159217608 134:-0.1347777880204851 135:0.4312070018144686 136:1.66310455180669 137:1.981052930061993 138:-0.9574450997701391 139:0.2059027073421555 140:-1.043424396024932 141:1.28975859622436 142:-1.104509038577667 143:-1.39168512818287 144:1.205800258865144 145:0.8758775291664941 146:0.4543107804772342 147:-0.5474088486832218 148:1.031081058340577 149:2.7180647960835 150:1.643501098871574 151:0.1821377689281682 152:0.5836636552691091 153:1.489139939779387 154:-1.235682760023846 155:0.831168479678672 156:1.385219051463854 157:0.3191686908815396 158:0.4281477268862454 159:-0.3874993744406656 160:-0.936821703162584 161:0.8370715423705278 162:0.9044576829831313 163:-1.155990721409208 164:1.203150102638745 165:-0.2442207788777435 166:-1.374666240814657 167:-1.053588797150701 168:0.4488365634300113 169:-0.7564455035205218 170:-0.9317164991921443 171:2.214808536465089 172:-0.6065369330648105 173:-1.99271044821437 174:-0.2835645117255351 175:0.2282512108265407 176:-1.170658125287851 177:0.04583626145125957 178:1.004021457724544 179:1.531019216118536 180:1.441811143642619 181:0.210206622342274 182:-1.154708025040018 183:3.36260268655426 184:-0.5564285850308952 185:0.03208511316012404 186:1.034758846603197 187:-0.007801317487443398 188:0.1283740320875551 189:0.4035318685553748 190:-1.373374604037772 191:1.759698690073579 192:-0.9080135979687175 193:-0.6454429876034286 194:1.519360061216933 195:-0.6879332597382291 196:0.5389955112511278 197:1.11772391332842 198:3.185881598130031 199:-0.722724592567774
--1 0:-1.079190564710552 1:0.6594145039375819 2:1.298219643392797 3:-1.111162738348493 4:-0.1758608906952384 5:0.0448659298805615 6:-0.7613878294776711 7:0.7436689033915126 8:0.5435312146360723 9:-0.7788699953272953 10:-1.116662299107413 11:-0.4964269640452261 12:1.984869178664771 13:-0.8986918138589165 14:-1.701640699994527 15:-0.0442562488264328 16:-0.2685630223383729 17:0.4937406622738907 18:-0.3658914211321609 19:0.02478915157611207 20:-0.4146965486268378 21:-0.886307389208108 22:0.9900131225365117 23:0.2592146590881844 24:-0.09979275580441491 25:0.8480567722542133 26:-0.8650282327399484 27:-1.371871656920973 28:1.430212522523682 29:-1.40030876305485 30:1.318556443425329 31:-0.9357627321403467 32:0.5770997597288359 33:-1.816856067163162 34:0.3483056390060171 35:0.2468306312106161 36:0.1618048393460333 37:0.4032598023667453 38:-1.740575127658666 39:-0.01037269797511633 40:-1.289512838495289 41:-1.546346163760153 42:-1.172829231055709 43:0.1430793937799022 44:-1.289565218365835 45:0.1018571518290263 46:0.196791810786973 47:-0.3749005126906395 48:1.446961569206283 49:-0.5118831431875968 50:-0.4171574822559106 51:0.7713224951823047 52:0.7425525269160532 53:0.09701702717408801 54:1.103270738028776 55:1.672798608520118 56:-1.345995991636245 57:0.5035981016515529 58:-0.5393785837704704 59:0.3992133270981055 60:-0.3006424275810263 61:0.09456072861376855 62:-0.08891097974874236 63:0.4610739898447024 64:0.762823728531825 65:1.291386229022537 66:1.41741346705839 67:0.7433722719885322 68:0.9470538352240128 69:0.6415752018257812 70:-1.448969148427247 71:0.5013601800227884 72:2.129254605683265 73:0.9251749129127893 74:-0.3092897731355648 75:1.743043232941194 76:-0.07824370614373211 77:-0.2205337718274411 78:0.2524681831897908 79:-0.09694241316014147 80:2.557760377390239 81:0.2363762610466044 82:-0.3040924027524626 83:-0.4293383656287732 84:1.105933192395075 85:-0.6270041767045305 86:-1.686816004661226 87:-0.8223094049559562 88:0.6867918288381326 89:2.099141309155853 90:-2.106014735364276 91:0.2368944944777299 92:-1.674899869937057 93:0.7648377457624497 94:0.1968394993089067 95:-1.043366986777297 96:-1.240339324798023 97:0.04430224649843399 98:-0.04311567275923461 99:-0.7979132924373877 100:-0.4986825111955015 101:0.0489934315235468 102:-2.081424041381942 103:-0.007473863194710589 104:0.7105482336299216 105:0.9043777606005707 106:-1.110434079166941 107:-0.6966215137112433 108:0.464809795006964 109:-0.293270130318758 110:0.05959444304845493 111:0.4715138986051254 112:-0.4651894191921965 113:-1.030297353726165 114:-2.307528083939167 115:-0.234609872211271 116:-0.5516872549779186 117:1.760360845897823 118:0.07202611800779575 119:-0.2138990900519664 120:-0.7390478799854792 121:1.109796024735952 122:0.3172426945073185 123:-0.1255805655236318 124:0.6034945735843279 125:1.037477370836887 126:0.6924557517260073 127:1.580373446167491 128:0.3364217404842214 129:1.577528636813949 130:-1.089223833350046 131:1.835314521019059 132:-0.4576929269328925 133:1.508935506382683 134:0.9090857239843326 135:0.5210093018756934 136:-0.6866852397853593 137:-0.7671222894709527 138:-0.0681675588746721 139:-0.4162070490486472 140:0.8109211956202825 141:1.679204372028243 142:0.7338780620841114 143:-0.2677082661575706 144:-2.137947128726959 145:-0.07836481740140454 146:0.4925304471136145 147:1.027275941775385 148:-1.386241584349358 149:1.799479397805114 150:0.7765261850812655 151:1.475763555246421 152:-2.231536645457261 153:0.05963655596735632 154:0.7904907105342204 155:0.3680544371843193 156:-0.9943526065654898 157:-0.6315900931641105 158:-0.3021761363362841 159:-0.8663325892914572 160:0.4256465514217773 161:0.06048120238595256 162:2.33706550973384 163:0.2099841539777159 164:0.5470784336655029 165:1.066939211996683 166:1.415262501426501 167:-0.7589375030348935 168:1.757516955821643 169:1.320710310501927 170:-0.5496944854272655 171:0.3515292875916311 172:1.56481775467566 173:0.518982545545763 174:0.6666668442910363 175:0.8341402469606262 176:1.381652593066876 177:0.9401008065908981 178:-0.2662173577911936 179:-1.205488351820364 180:0.2516335364525744 181:-0.6835988927688958 182:0.5358428408066391 183:-1.357796677751101 184:-0.6156466148225851 185:-0.1347726207672086 186:-0.438956918342669 187:0.6201630768685212 188:1.697519225541041 189:-0.4061416269860055 190:-0.235032693975141 191:1.649150927248655 192:-0.9389142928305383 193:-1.922897758513087 194:-0.7347878684913847 195:1.505106663707968 196:-0.08940575611863126 197:0.1090541732761666 198:0.7695886079400218 199:-0.2867561545436186
--1 0:0.303149744919307 1:-0.6826873402964733 2:-0.7494082950076847 3:0.1254079507450042 4:0.4173546139404244 5:1.195370494616953 6:-0.4380539405870983 7:0.8591535276970641 8:-0.5293676740593065 9:-0.8231490781720785 10:1.059069694636658 11:-0.5369621003978172 12:0.693442725699754 13:1.024926813378526 14:0.2391782363209384 15:-0.2367087639154154 16:0.6169883293334276 17:-0.02400570013902016 18:-0.3945352848240669 19:-1.035154752401833 20:0.03687606922248811 21:-2.141733805172236 22:0.9015169981255736 23:-0.5742095142857014 24:0.5839387292926768 25:-0.6063377133312359 26:-1.304523909134789 27:-0.8035279443782737 28:-1.76607600813283 29:-0.9130632758605158 30:-0.604467405878108 31:0.5651465751338328 32:0.907015093010594 33:0.856905312428518 34:-0.4524069562049636 35:0.1468333751028206 36:-0.6790214880525276 37:0.1095123878210874 38:1.012061134432575 39:-1.021766488466798 40:-0.4833043014662605 41:1.033932399224945 42:-1.066784319983421 43:-0.8276483921966977 44:-0.656766236004637 45:0.3550017562301944 46:0.4998181517263786 47:-0.2648733761467734 48:-0.9682741594055674 49:0.2460031726984576 50:1.263100609998444 51:0.8020017697179321 52:-0.5978819084561137 53:-1.655780277534104 54:-0.08570019330765634 55:0.6706087853388769 56:-0.7564137730927606 57:0.3333818475002113 58:-2.113774308105118 59:-0.5983815657320682 60:-0.4692783319087763 61:-0.8698495607896461 62:0.2638136169917958 63:-2.250408674302569 64:-0.7047096181822268 65:-0.5935051706428995 66:-0.1595156681990494 67:-2.030674736392593 68:1.355794171458863 69:-1.815886403538549 70:1.63186589603803 71:-0.6137103953575768 72:-0.003271769796326593 73:0.4031702357813714 74:0.3709102116993121 75:0.825500943235575 76:0.4041219910919261 77:-0.2251485809196424 78:0.7521460027326231 79:-0.684437971562503 80:0.1590284057954519 81:-0.1331367378972266 82:-1.17214792606876 83:-1.769199975351056 84:0.007192224199725127 85:0.08846326163959703 86:-1.773948477514055 87:-0.1089824980615438 88:0.955426123277473 89:0.263864503825436 90:-0.8941808018832692 91:-0.2871908985171682 92:-0.8636705217690828 93:0.08425439980884013 94:2.960880881465057 95:0.2231819977689232 96:1.733336188640513 97:-1.601738045897128 98:-0.5363337860281525 99:0.6949153121836668 100:-0.01333036379482416 101:0.6439342526719645 102:0.4857107581363709 103:0.6308824700509021 104:-1.999271626592849 105:-0.4071220040301994 106:-1.291668595319865 107:0.3411629245884721 108:-0.4669978813865217 109:-0.4890007612843723 110:1.231604598052424 111:0.2782980260058573 112:-0.8449572181680342 113:0.2938924589103528 114:-1.252186841438274 115:0.7363324613843412 116:0.5904770812403415 117:0.6096950925062916 118:1.245212072847419 119:-0.25837474203392 120:1.55796761233492 121:-0.320526422919669 122:0.2655635256643787 123:0.6041352556111285 124:0.9991855431262888 125:-0.1515814417697766 126:0.6401818967446544 127:-0.7963091077280514 128:-0.588977030802274 129:0.4846392231691524 130:1.904879087215066 131:-1.260193636818057 132:1.853361807515276 133:-1.281932739033714 134:0.5182035754157434 135:-0.5737244198453304 136:1.449607742363258 137:-0.8910346769644643 138:-1.147080622635908 139:-0.4380242573547927 140:-1.641553660765675 141:0.008886470263274337 142:0.9732422296112476 143:-0.1679851349549865 144:-0.5530811955411333 145:1.764274075562207 146:-0.979359570750845 147:-0.6563674848054373 148:0.9307192792539407 149:-1.516248248043101 150:0.6902021863493774 151:-0.5946673785182646 152:0.9600267759165569 153:0.107880674071355 154:0.4854083146961925 155:-0.5169745916884659 156:-1.877667685191274 157:-1.178163639009882 158:-1.273480076821794 159:0.5211440328475391 160:1.743919291113351 161:1.116486648460632 162:0.6747518939963112 163:-1.592741909778358 164:-1.960678909300952 165:-0.9619401379791865 166:0.5845696225522939 167:-0.7058449608680862 168:-1.387722882383181 169:-0.8166143074959624 170:0.1169633003995417 171:-0.4080437526977539 172:-0.2833850060180695 173:0.650894926347121 174:-0.0222668168550142 175:2.019016969546043 176:0.2754988338015719 177:0.6976687829359961 178:-0.6011540510304185 179:-1.772862890972483 180:-0.9973386871202082 181:0.1904166821234964 182:0.7679619120992939 183:-0.3903677930773796 184:-1.366315122987321 185:-0.6510018707736217 186:-0.6563350883201982 187:-0.4097041264902374 188:0.1154470916934024 189:-0.4076755717454291 190:-0.4517179652829033 191:0.4876166604346396 192:-0.2464264582503373 193:-0.6213167666281896 194:-0.3263782800153828 195:-0.5540005875574795 196:-0.885490834209076 197:-2.169554579756658 198:0.03849629814005745 199:0.3817734674297187
-1 0:-0.8656313849283269 1:-0.9291418451917419 2:-0.1725113009422182 3:0.9333572047476479 4:-0.1003727028852603 5:-1.488894705714831 6:0.5438126617482041 7:-0.6061858616043763 8:0.4327172888999619 9:-1.470254408695368 10:0.3190846243251669 11:1.051051703747095 12:-1.011339604063968 13:2.269511082966142 14:0.2590851719457156 15:-0.3079791042668704 16:0.9340373345120957 17:-1.053961068330053 18:1.15623046541039 19:-0.5858431690135413 20:-0.01937298195169936 21:0.8556224063450243 22:1.591948314773911 23:-0.1078200675542248 24:0.8591996647163319 25:0.7590837655347117 26:-1.345897008265964 27:0.5518715346905959 28:-0.3168188000090868 29:-1.677347585371589 30:-0.1830259482066385 31:-1.041890719949981 32:0.7502989417325089 33:-1.987478691918805 34:-0.09889813792846529 35:-0.7003515707752169 36:0.0148637494996743 37:0.4327343378907459 38:-0.7025764016483893 39:0.9439357949404685 40:1.630386330429074 41:-0.08945228548015136 42:-2.152365949219353 43:0.905201765011497 44:-0.1941916863832963 45:0.0037867015979345 46:-0.115873474696595 47:0.5023719761526916 48:-0.2242749909445065 49:0.4854528722962838 50:-1.413157765337988 51:-0.2801495573924137 52:2.407263380834467 53:0.2946010339655026 54:0.3897757928466845 55:-0.4034259944964796 56:0.6198476802149031 57:-0.002715492130960681 58:1.288284424119154 59:1.201993900297873 60:-1.568210177081525 61:-0.2809323340336767 62:-1.275158605335713 63:0.2339679972462604 64:0.2871093556802495 65:1.673226884959285 66:1.3619788145278 67:0.6637321814959448 68:-0.5307615608627904 69:-0.5480987903057439 70:0.1290680171252099 71:0.3118063457259495 72:-1.56181787749732 73:-0.3992801475104988 74:-1.149261882055248 75:-0.7743066485759209 76:0.8566826458532273 77:0.6122728568284392 78:-0.121163071962167 79:0.4942058120584213 80:0.8584256677294765 81:1.268133810151477 82:-1.37284931722847 83:0.3263836046301927 84:-0.7627696551379779 85:0.4028865444659953 86:-0.6222942569704273 87:0.003738034672522116 88:-0.3290616979218231 89:1.079631608970583 90:-1.700506536240346 91:0.7905498064193388 92:0.7982584177832943 93:1.113782481869156 94:-0.3570618682456119 95:0.9879909154512596 96:-0.8135589375127531 97:0.7508654798248391 98:-1.277121759787861 99:-0.4045411113505443 100:0.1410826966288837 101:-3.159588321806237 102:0.348027975826094 103:-0.4971315851710003 104:0.3845665672675672 105:-0.7859021335298223 106:1.301952428104831 107:0.504898055016153 108:-1.193368302068465 109:0.5858772783959327 110:-0.3745601052507724 111:0.1216571720004944 112:-0.2088098524416379 113:-0.8967429651326666 114:-0.1243109635945747 115:-1.012507312803328 116:-0.6963968779480745 117:0.1292404343661324 118:0.1664330736076782 119:0.6059566376795196 120:0.7025903973810885 121:0.4779979227710047 122:-0.2784837407811284 123:1.688935447893315 124:-0.4604977944548071 125:1.896560213408154 126:2.095402733878054 127:-0.6762010475661254 128:-1.632550877024262 129:0.7118033125386022 130:-0.06675805655679644 131:1.47205526189034 132:1.986412641373601 133:2.515417580531003 134:-1.048029595185789 135:-0.5225009225916351 136:-0.3435993399889358 137:2.228623320092686 138:0.2005385811477031 139:0.3309587770437217 140:-0.4043134996128494 141:0.2083580388791229 142:-1.354186848529258 143:-0.9629173197345925 144:-1.184312515588362 145:0.06701729281912201 146:-0.3133207114919235 147:1.291026796477769 148:-0.05030307542777517 149:-1.629369389129678 150:0.9369074460525876 151:-0.2840697037870823 152:0.1728453417244728 153:0.4972225364155747 154:0.6100895393149123 155:-1.18375220793775 156:-0.540400035985296 157:2.055063147714756 158:-0.09348325005837467 159:0.6006557387337381 160:0.568449773935961 161:-0.2710663489996178 162:-0.2556058527870401 163:0.04663769804032019 164:0.002304901551460045 165:-0.9594668435067805 166:1.508234292956531 167:-1.909926546869404 168:-0.5961690193147264 169:-0.4255511594417255 170:-1.325966424635173 171:1.836098479251422 172:-0.8077038340848727 173:0.7285813287635059 174:0.9171465183578192 175:1.451450394089577 176:-1.484203954449256 177:-1.119159206500122 178:0.5124405454261006 179:-2.362516955372846 180:-1.136881874118679 181:0.206467546919293 182:0.953227927318402 183:1.038557696469938 184:0.2529221786198222 185:-0.7943643824045626 186:0.343644238245608 187:-1.593079128238975 188:-0.8330282362400357 189:-3.222351634717374 190:-0.8749418671960922 191:-0.498967213265203 192:-1.525405955499536 193:-0.3272927980296346 194:0.4150054011423047 195:0.7200868624815621 196:0.5999211937026921 197:-0.314915044139266 198:0.5277413015266584 199:0.3605130623436234
-1 0:-0.6509873379791057 1:-0.4861144673324603 2:1.240646076269891 3:-0.1685670127916322 4:1.748004277112666 5:-1.759821551022758 6:1.349094332422191 7:-0.3327742862809661 8:1.305306335946456 9:-1.386405596642796 10:0.1565987304594779 11:0.5002429300902167 12:-0.3894383201580535 13:-0.5830841086863834 14:0.9499613624700597 15:0.2937681999838684 16:0.5899514498207687 17:-0.2197946716916067 18:1.740498144321147 19:1.322360864127238 20:-1.473350383886464 21:-0.1282748661658341 22:1.638496478074237 23:-0.4783126932218836 24:0.588326540068416 25:0.8911876716571063 26:-0.3446180329053446 27:0.2047937202101599 28:1.45114638721202 29:-2.878107895486576 30:-1.148149234852305 31:-0.7354017490657054 32:0.1166064826200467 33:-1.211771914105044 34:0.3549104486406876 35:-1.870082092488666 36:-0.810202745713267 37:0.1473768228224993 38:-0.4280238627380018 39:0.05846423113974585 40:-0.4637672569608332 41:1.842809601195461 42:0.6309566797026702 43:0.7020600792521059 44:2.011480601752544 45:1.643099303736369 46:1.969998328058847 47:-0.2179162197600109 48:-0.3120373072699471 49:-2.026961363812451 50:-0.534261226328857 51:-0.2096985278108083 52:-0.7341977761705474 53:-0.7549147173332846 54:0.5515848476940513 55:0.2846839660484776 56:-1.181297571644723 57:0.2242687326246656 58:0.890038967734722 59:-0.5072100947318048 60:0.5528457958360125 61:-0.6759296443736446 62:0.08045879856715796 63:-0.00157931839686891 64:-0.6977049981394874 65:0.9706667990235529 66:1.310227358311442 67:1.550493392778703 68:-1.260682785280939 69:-2.169648323829774 70:-0.7844774461463164 71:-0.06887224514424116 72:0.8977420264428612 73:0.7605168460941752 74:0.6756819343873584 75:0.647249097909248 76:0.1744023050386437 77:-0.339326647401311 78:-0.6178664693151844 79:1.248320265699532 80:-1.075877594658098 81:-1.844025382593683 82:1.473567105987834 83:1.521940500042552 84:0.1926229826703268 85:0.6173186373335368 86:-0.3083494699486345 87:0.2309865444301523 88:-0.5109670533064007 89:0.04339158465706101 90:0.6394615700829306 91:-0.5537792172116477 92:0.05784556824028812 93:-1.354280384635648 94:0.7790913780428949 95:0.5939123615686963 96:-0.5424813451784157 97:-0.5938329031699726 98:0.6361166495859579 99:-1.494103432383971 100:-0.2395972320566207 101:1.118144257829321 102:2.025299366117483 103:0.06806518225993755 104:-0.8821523481538225 105:0.9100484463870563 106:0.2851812518712773 107:0.9818715180516815 108:-2.752357437914982 109:-0.09883827901044828 110:-0.2324950861483087 111:-0.02609425205765713 112:0.2166431623356814 113:0.237546417595719 114:0.8989636748332042 115:-0.07512710505704731 116:0.03419856044067819 117:-0.4021953522895806 118:-0.4574965390318664 119:-1.428194226463729 120:-0.07800838471954445 121:0.558205800844718 122:0.5816127856677478 123:0.03955289502087014 124:-1.134325779699892 125:2.063503435233353 126:-0.02224410699689121 127:0.1794238291181857 128:-0.8827452768399948 129:-0.4539747694560151 130:0.2630811854810416 131:0.550337265527971 132:0.3889556703077764 133:0.2853787140455804 134:0.6407784284800658 135:0.8596536011759143 136:0.8456380204226817 137:0.6976060028430897 138:-0.5197452576185808 139:0.1595464230426106 140:0.7926070731619724 141:1.793547227497231 142:0.05723021814966974 143:0.03316166644064175 144:-0.4101270978425431 145:-0.5211890241792614 146:-0.6915257060393964 147:-0.72399580148654 148:1.513984016973395 149:-1.018655707924587 150:2.351222914721275 151:-0.7587513253001402 152:-1.304674271554179 153:-0.2058213107060064 154:-0.7685094134713825 155:-1.060879499952245 156:0.3268238225966279 157:1.070683440373012 158:-2.655368366552931 159:-0.06643286557934315 160:-0.30568105848079 161:1.586887204099322 162:0.2281136471600686 163:0.7466319379861714 164:1.862823138824665 165:0.3543055638118485 166:-0.5047540124527951 167:0.2728701362315289 168:1.624855696410949 169:-0.7848050198519716 170:-0.06635641777921565 171:-0.2236310847891371 172:-1.106709179011419 173:0.6403843612110665 174:-0.2236143425897953 175:-0.4284555156572672 176:0.22465013600219 177:-0.4090780759530889 178:1.225105827412084 179:-1.321597433607439 180:0.03362727698322115 181:-0.1257469586205238 182:-0.4986632855066948 183:0.3710567576641482 184:0.2781622704076037 185:1.766219777814912 186:0.05768004482707741 187:-1.029037873463732 188:0.3120065722203005 189:-0.2275059960841698 190:1.438916866931034 191:1.6660994254495 192:0.8586303419243708 193:0.6220034686123577 194:0.6328362843999324 195:-0.6505618108095116 196:1.935862632334938 197:-0.02864042111331962 198:-0.04574723143267454 199:-0.05291469936660175
-1 0:-1.141337136622931 1:-0.06351906718703408 2:0.821779679058748 3:-1.184552789771683 4:-0.3538348127664633 5:0.3367503967086165 6:-0.1792276661459858 7:0.843364979503718 8:-0.07069755300103645 9:0.9249551310990958 10:-0.7391032982933393 11:1.080987755800749 12:-1.039649184285588 13:-0.5262123322409558 14:-0.5373592927261951 15:-1.029815371220825 16:0.03055260735561901 17:-0.9337175963370395 18:-1.175297058864724 19:-0.4205327358539151 20:-0.6683821655230047 21:1.719465704184527 22:-0.2219715965555492 23:-1.318535946479522 24:-0.5321980928362026 25:0.3972641134793303 26:-0.1820069649339271 27:-0.8049033273439369 28:0.2780038813502161 29:0.358214375012861 30:1.714572042323768 31:-0.1730265181202052 32:0.8571358823040621 33:-0.7725394059300904 34:-0.3880653962960972 35:-0.7944638339463856 36:-1.584862133745189 37:0.4787545754834814 38:0.4072532787930881 39:0.7908169394226475 40:-0.3760058347342645 41:-0.9984747974907618 42:1.059052680982459 43:1.766618025865625 44:-0.4825600463623537 45:-1.366425587957514 46:1.720040467693239 47:1.692851585489421 48:-0.3445447978022727 49:1.603764781266614 50:0.3617233789568733 51:0.5085574786159094 52:-0.1670925707818147 53:-0.4966085193195516 54:-1.675411303369897 55:0.3198176466743112 56:-0.08816550845490773 57:-0.6732316936366458 58:-1.594727166383923 59:0.1622557844103968 60:-1.111421490954418 61:-0.8319868898775321 62:-0.4657751386598443 63:-0.09985767379561253 64:0.6459524023878594 65:2.540931922230873 66:0.9014074752690743 67:0.5098799872521154 68:-1.152455072339789 69:-0.8609746000243378 70:0.6871115366260107 71:-0.07716385939662504 72:1.102073307873638 73:-0.4198312778836546 74:1.051076252598947 75:-1.953275951782008 76:0.781059938396043 77:-0.9633156486083152 78:0.7630964243993787 79:-2.043649632503467 80:0.8402096102846754 81:0.06359888513200622 82:-1.305217839728875 83:1.259373361870893 84:0.214105453578808 85:1.290460281957277 86:-0.1150027132172499 87:0.1132646368026264 88:-0.8240639875689775 89:-0.6834381905446152 90:0.3432379657325837 91:1.078338590187079 92:1.208066652592464 93:0.2747278938429401 94:-1.608498876973965 95:0.6789097097177456 96:-1.174026876577256 97:0.9352769653748496 98:0.6947291042045779 99:-0.1597771744905115 100:-1.125207226496205 101:0.8938640020311257 102:-1.135430539225527 103:-0.04697394931433866 104:-0.389876386073584 105:1.173556490126461 106:0.7611121343506666 107:0.7283613240799899 108:-0.7119294535568964 109:-0.7910076976543128 110:-1.213737356035179 111:-1.347574039770506 112:0.005697719982686386 113:0.3787915935631528 114:-2.267931834535138 115:0.8085514220116657 116:0.06500689974587262 117:-0.1222233396908488 118:-0.7895770417297837 119:-0.2920648031638302 120:0.3027411154362763 121:-0.6906612392645207 122:-0.8552410372844725 123:-1.28258903762977 124:-0.4262748631740483 125:0.5585768754007031 126:-1.857755038539468 127:0.4876926406966334 128:2.039313927442061 129:-0.3613262749124465 130:-0.2057370283527039 131:-0.5153648073341017 132:1.862330234677612 133:-0.9845440485404185 134:0.1077909318375485 135:-0.2312232675385496 136:-0.145929302894706 137:0.4544137796095098 138:0.4349794879713912 139:0.02880370601484975 140:0.8965524766232129 141:0.5376458861123707 142:-0.919111919843265 143:0.02005349954807131 144:-0.9498878575379985 145:0.5986875869200682 146:-0.392304231401213 147:-0.2758545060238784 148:0.6225678134068958 149:-0.6774472579305808 150:0.505583088383502 151:1.955511456687035 152:-0.7817880133452201 153:0.3212294513971729 154:0.5264296792494882 155:-0.5348734897078798 156:0.3158080922705227 157:-0.3125073988127586 158:1.415335285818631 159:-1.55459247516813 160:0.5080666871913581 161:1.690419788089095 162:0.270997757542013 163:-1.383602828210929 164:-0.3458077536657763 165:-0.3626703579870559 166:0.5208600061824924 167:2.034955335580736 168:-0.5510087858320039 169:-0.6209185460150359 170:-1.580828237036543 171:0.7918467779896361 172:-0.02420678015320535 173:0.9832627351471344 174:-0.02656100956841969 175:-0.5710865998217057 176:-0.4337552991404953 177:-0.713602775480912 178:-2.269108230827088 179:-0.01047286775413323 180:0.3194489728708325 181:-1.103349160444577 182:1.09998443640791 183:-0.4066058017449578 184:0.2300196102447943 185:0.6001291730629084 186:-1.281835417231173 187:0.7517934130360587 188:-1.047181224717197 189:-0.3095396269042934 190:-0.1330122627799969 191:-0.08980184194667046 192:0.01600296802021193 193:-0.8381961744268084 194:-0.2204847455280619 195:0.6076409185651465 196:1.104630961111826 197:0.03660139989108689 198:-2.414124588865609 199:0.1865305940535664
--1 0:-2.41758115799192 1:0.2957343240025682 2:0.8684791161793143 3:-0.194037491923911 4:1.678972962670715 5:0.713126433668864 6:0.8279953445092462 7:-2.126995331145691 8:1.214893392113609 9:0.3117722053363 10:0.2480242721394405 11:1.324130442583808 12:0.6523407102110901 13:-1.510967790433772 14:0.9210142762718643 15:0.1729162954153639 16:-1.394071465185615 17:0.1811188622009513 18:0.603345351346963 19:0.2775831096488083 20:1.302337904474953 21:0.419708473515938 22:-1.028076753290082 23:-0.6631927929864616 24:1.197010037402167 25:0.4127400661209171 26:-0.7083999320369864 27:1.501060438296374 28:0.2808390779274752 29:-0.6770381173431351 30:-0.2013492556191714 31:-0.8560372058173324 32:-0.3735922406274642 33:1.398582374259778 34:0.7741794328408461 35:-0.936855919942929 36:0.615657929018018 37:1.059754268344949 38:0.7978556039747158 39:1.040950248002975 40:-0.5690485567712238 41:0.1216670670564722 42:-1.059218288026221 43:0.250190470447929 44:-1.646593487516672 45:-1.658277782328708 46:-0.4835817882383242 47:0.35776563512719 48:1.644622292235218 49:0.6470428819990605 50:-1.239521213200111 51:0.1664155867332335 52:-0.003739783095970044 53:-0.8209625316287384 54:0.7189116431979835 55:0.5560967026787913 56:2.148115928535694 57:-0.9720838394108322 58:1.129953529569828 59:-1.33583032276968 60:-1.385603954597043 61:-1.714821620160174 62:0.6307803823415004 63:0.2820167273852374 64:-0.5427118690182354 65:0.4545265009689724 66:1.242000891973603 67:-0.7788179248350923 68:0.5560114493343464 69:-0.7016809820213487 70:0.08040143155279156 71:-1.769936010938578 72:0.6787868607953559 73:-1.582356949151516 74:-0.248468144408912 75:-0.9362584624660367 76:-0.1978021164368484 77:1.131392171569952 78:0.4347031529602191 79:-1.856404219923512 80:1.229557026071054 81:0.5587548983234799 82:0.5926904918975314 83:0.8330575275437768 84:0.1796659568196119 85:0.7317443797303682 86:0.3708633381305163 87:0.81671935635411 88:0.03671538738948832 89:0.9391992006650672 90:0.228479952181202 91:-0.431929736820217 92:-0.6238384628390891 93:-1.386079363362139 94:-0.2736734529320701 95:-2.76389213626795 96:-2.604844320465499 97:-1.017520768920971 98:-0.724292509602192 99:0.69960271955633 100:0.13813741986566 101:-0.6002521416132038 102:0.5445837049989908 103:-2.365075410351497 104:-1.388258758661068 105:-0.4717297925978489 106:0.1930571176813583 107:1.26223279612695 108:0.5204860032808681 109:0.4680580717492713 110:0.7822102975925608 111:-1.199847140934472 112:-0.9217887559764048 113:-0.1185389724144339 114:0.8324361038170954 115:0.08855115118723818 116:1.264498698127265 117:1.666370070344361 118:-0.8699841142298049 119:-1.081893244629452 120:0.01211613205585088 121:-0.07894481786063504 122:0.7647306963271371 123:2.932067893096659 124:-0.7618734352477724 125:0.7912212839554292 126:-1.590180380461522 127:0.2185035170156855 128:1.868426475868387 129:0.7912798197186618 130:0.2565797952375304 131:-1.900175734879849 132:-0.6089297834378494 133:-0.9098684774030616 134:-1.289821647011872 135:-0.03675147508277263 136:-0.7819988469655347 137:-0.9083868849678237 138:-1.588812530440073 139:0.9053175947688736 140:-1.334380688663378 141:-0.322990506481535 142:-1.163267826280132 143:-2.282351026445058 144:-1.016606332333927 145:0.5053526547921403 146:-0.6986259926813542 147:-0.9068998520280337 148:-0.04382107770152466 149:-0.3346749890374723 150:-1.733525205025584 151:-1.823388716610525 152:0.5671215084770101 153:0.7279678960497598 154:0.04126134214374398 155:2.788824156752946 156:0.4929058053009607 157:-0.2692913329446995 158:-0.778462899271398 159:0.337586085743908 160:-0.6387874190209952 161:1.584794963906518 162:-0.7632906986642443 163:0.3979289285185714 164:-0.8646141633494405 165:1.039663608345751 166:-0.9632751721869636 167:-0.01888138150279699 168:1.126586468822058 169:0.6279924472744886 170:1.939078982854094 171:0.2768945281676401 172:-1.190350955918157 173:0.5480960849986468 174:0.694423769627427 175:0.1314113919329989 176:1.084056170128614 177:1.54979210476253 178:-0.3967567071210234 179:-0.4972846990907211 180:-0.07316627779038527 181:0.4279114137173192 182:0.5771781929718834 183:-0.1465883062708529 184:-0.2424705089222066 185:-0.2770192869820282 186:0.1884871407119406 187:-0.3812038079023122 188:-0.0663277316967968 189:-1.101033940310246 190:-0.06128655542736375 191:-0.1795996742478744 192:-1.688612350207265 193:0.2294277750055131 194:2.18079905420725 195:-1.065203518948086 196:0.2571675362416304 197:-0.2070731263972058 198:0.1494880449078192 199:0.04870661325429351
-1 0:0.5427409596980519 1:0.7349831489293221 2:-3.049887336846004 3:-0.2559420340936704 4:0.5448934762231065 5:-1.427325802555796 6:0.4749760758144848 7:-0.9785388574333105 8:0.5151113995154376 9:-0.4404901248661233 10:0.5746898322137721 11:1.546057358884033 12:-0.3875590556045234 13:-0.2170619376808935 14:-0.3042403067963395 15:-1.06002429781937 16:-1.532436706599415 17:0.9258001293676987 18:0.9350167978452759 19:-0.7383099435709175 20:-0.8233636312960982 21:-0.2759173479460061 22:-1.796928208951227 23:-0.151620492780737 24:-0.8165242215855255 25:-0.2622506687838025 26:0.02403030545203269 27:0.3524792335968666 28:0.8653694857449223 29:-0.07975561198245969 30:0.147647474183247 31:-0.990880428313935 32:-0.409497830972648 33:0.6345745770372483 34:-2.262723690239498 35:-0.6446426284448996 36:-0.2284541106969789 37:0.3909620998821853 38:-0.08694387769168299 39:0.07360877087131396 40:1.957175000957905 41:0.1430535757811952 42:-0.705507858223692 43:0.3222442272647168 44:1.285482853046 45:1.06951956218123 46:-0.9482029303504487 47:-1.168831330032039 48:1.552340296172841 49:0.6428564625652721 50:0.5611131035342792 51:1.491457016029737 52:-1.422042090400413 53:-0.3034727372412213 54:0.6528401464958719 55:0.2325077747267975 56:-1.713858378871653 57:-0.7063967094536941 58:0.9365536854573853 59:1.529946700713694 60:-0.3150634086139942 61:0.4325227225566746 62:2.073782713038523 63:-1.333437337283433 64:-0.2711787562510097 65:0.6831142640981923 66:-0.5712011678095552 67:-0.08977678426383219 68:-0.7296496556232605 69:0.7023133687795954 70:-0.5324239143685561 71:0.4055272950765109 72:1.053448493320627 73:-0.07312710623907044 74:0.6769057446994214 75:-0.5033455870540426 76:0.5069845546686411 77:0.5037564827146497 78:0.3018875834333346 79:-0.2996347901326284 80:-1.528116650333444 81:0.1113024584506691 82:-1.373937870416896 83:-0.921197434660977 84:-0.9933388389989165 85:-0.4667979252459721 86:-0.8421848084119797 87:-0.06281094264528329 88:-0.750278144748031 89:1.458802356099014 90:-1.282797775769822 91:-0.1158439781392336 92:-0.3806163306177059 93:0.2289949874602779 94:-0.4289699663435707 95:-0.3540685013465109 96:-0.9232825533493543 97:-0.3817418833441372 98:-0.6584359710652131 99:1.448395107598033 100:-0.9565726212908762 101:-0.4452272471157248 102:-0.4901714307088679 103:-1.299380478368596 104:-0.9139301507826525 105:0.6161020234221116 106:-1.188787807268686 107:1.803264832888175 108:0.2953646093115062 109:-0.8107728140040338 110:-1.290262828674959 111:-0.3998315467327641 112:-0.7127758804915241 113:0.5964011083781549 114:-0.1519134975956707 115:1.830675009843976 116:1.068993323122712 117:1.36533033434791 118:-0.1454030416179632 119:-1.284720450581275 120:-0.2751642679536247 121:1.047683185514017 122:0.651179728787273 123:2.646612970850289 124:1.230903750444456 125:-0.1094087289054269 126:-2.171177197410139 127:-2.353562864946237 128:1.158157592960368 129:0.2075365028645074 130:0.2867242656859422 131:-0.7367115307115836 132:-1.253969021413336 133:-1.14421895394254 134:-1.820643335489918 135:-0.5881956475443699 136:1.624970046498292 137:-0.4907058579019481 138:0.76584366705914 139:-1.783790622178577 140:-1.028826497139646 141:-1.525840903623441 142:-0.5135853789243207 143:-0.5514003883145286 144:1.811928297760929 145:-0.570331878332367 146:-1.775770681223769 147:0.1005782076208574 148:0.5161215575105511 149:-0.673613429117162 150:0.356622071366937 151:-1.317367821566494 152:0.6546176480599459 153:-0.0236011622237782 154:-1.165166018298808 155:0.4968421771306444 156:-1.183164373366193 157:-0.8316204420333646 158:-0.3775033233720959 159:-0.9926485869865914 160:1.357589674274779 161:1.097048702676455 162:-0.5842003414602188 163:-0.7083510835399958 164:-0.5214403598419215 165:-0.3559945608594682 166:-0.4199043334818139 167:1.204605423967007 168:-1.519544457397168 169:-0.1683920624698588 170:-0.9518506156517322 171:-0.8528325675184995 172:-1.382154883895132 173:-1.068494320951844 174:-0.1203216822911636 175:0.6279032532722103 176:-2.008178577255211 177:1.395104934401394 178:-0.4216388666957808 179:0.5349377159575509 180:-0.8148157182176684 181:-0.4653292587198367 182:0.1001767942133404 183:1.182748614282174 184:1.054552853309446 185:1.499320743283268 186:-0.208676694756326 187:-0.6196693579555065 188:0.5615577249388609 189:0.8270555299113739 190:-0.6100390267649308 191:-0.2625576021429968 192:0.1894405770985835 193:-0.1577654913177827 194:-1.179076986896737 195:1.158583365028209 196:0.7999129526059972 197:1.346568238476374 198:-2.877609927642058 199:-0.02786370493791264
--1 0:0.5278782275815344 1:0.5942754580473955 2:0.2959152173095417 3:0.1630639184406458 4:-0.1207688648048218 5:-0.1836185239587196 6:0.38296524222225 7:-1.265306723562047 8:1.244371792069958 9:-1.101185747319062 10:-1.974822333085796 11:-0.50485188625154 12:0.7494604192140696 13:-0.5268076845402533 14:0.06744806750341922 15:-0.09370292075681835 16:1.608658662705814 17:-0.7207892868068717 18:-0.09767016259668658 19:0.1475438245047186 20:0.2719912285857695 21:1.196200429457662 22:-1.053587117952489 23:-1.368106760602658 24:-1.08222122402342 25:-1.664577475036622 26:-1.753749956941072 27:0.5669399032251718 28:0.9771903745149025 29:-0.4280551176691755 30:-0.148703487008965 31:-0.1407498416162479 32:0.2352920501518939 33:-0.182828878609269 34:-0.05248755935498251 35:0.145925954385014 36:-0.597244364352882 37:-1.071658148857394 38:0.005770425019116083 39:-0.5919734887979092 40:-1.139403770572934 41:-1.63997648130214 42:-1.24749046053928 43:0.9672380961456322 44:0.1242492637778382 45:-0.3487566856803362 46:1.116860560311634 47:0.6233766836561261 48:0.1256954293089158 49:0.3041396310560163 50:0.04716062304421578 51:0.4497825852998765 52:-1.431874005147085 53:0.9394653070026119 54:-0.5662796894556493 55:0.2548878316989232 56:0.9273896130293954 57:-0.226795426572122 58:-0.629016529130394 59:0.8614186272057919 60:-0.636101670597285 61:0.6924339563584722 62:0.4203696757209684 63:0.6764058202097809 64:0.01779839546924152 65:-0.4140635200053799 66:0.5884852068524882 67:-0.7911030889834937 68:1.719105963040653 69:-0.6266234197142664 70:0.5480176923465959 71:-1.593721007467626 72:0.07533124244742699 73:0.4396545113991297 74:0.2737782896047113 75:0.03278704630797673 76:-1.226597214216828 77:0.1510584518139722 78:-2.341965983087861 79:1.461841583108769 80:-0.217322143723464 81:0.724107203573534 82:0.5097023442467165 83:-1.781412286143354 84:-0.5713597178174913 85:0.401416336430684 86:-0.3321436055680018 87:-0.425388875072419 88:-0.5464221215152573 89:-0.3171624023986435 90:-1.727824709024364 91:-0.5276667345313352 92:-0.6808742686998702 93:1.552950613476496 94:-0.8195028290160337 95:-0.052894357391524 96:0.2728682614189348 97:0.4141165530386438 98:-0.5050215616172465 99:-0.05893792269903016 100:0.3611785578724006 101:-1.975339246014824 102:0.1583859751472717 103:-0.7482935312904951 104:0.01801571309322705 105:-0.2970788294506571 106:1.004118628922902 107:-0.3836248534036922 108:-0.06514539656413212 109:0.210412292624074 110:0.420059334334799 111:-0.9424843397790006 112:-0.5619677920506061 113:-2.725183670538798 114:-1.40830970329315 115:-1.547218152200117 116:0.02503230886731351 117:-0.5075392272745292 118:1.827755469189116 119:0.8119954473416127 120:-1.386166365339629 121:-1.388504529253206 122:-1.748071427858299 123:-0.8099739199155053 124:-1.083996234288462 125:1.193811341319447 126:-0.9370123835122585 127:1.878692313613137 128:-0.9224519001141441 129:-1.548278216327029 130:0.7479358964879625 131:-0.5958490166293138 132:0.2102384359257765 133:-1.369491840124351 134:-0.9924842726947818 135:0.5701354656118636 136:-0.5593198820858092 137:-0.8935894250804575 138:1.281451615264727 139:0.4398211754919619 140:-1.087171919949001 141:-0.7990988156927179 142:-0.986299234472238 143:1.662065604776982 144:1.17468452275273 145:-0.04323254845502707 146:-1.756328982520439 147:0.032963285401026 148:0.2307078503932788 149:-1.023935169159802 150:-1.323703626251074 151:0.1541665713419871 152:-1.190504384603539 153:-2.005290507716165 154:1.084557449710917 155:-1.880508647787069 156:-0.3263699198818236 157:-0.04626479787605498 158:0.273944657979126 159:1.491107757047363 160:1.334143709844316 161:-0.05860954552006983 162:-0.5870123939702638 163:-0.4492967150714676 164:-0.8506076327442408 165:-0.5839950617294902 166:-1.313128226776168 167:-1.24674542698261 168:-0.183744197949117 169:0.3720679166698394 170:0.1049963203192688 171:1.070463745764841 172:-0.08260462653600738 173:1.640818204976682 174:1.002055897307499 175:0.3207963813358679 176:-0.3672512471902308 177:-1.561291372034462 178:1.191352105124724 179:-0.112793145157509 180:-2.982601687356486 181:-0.5234838074351684 182:0.2784575974038732 183:1.877692145802143 184:-1.452031000305105 185:0.1533235299059044 186:-0.7054752872374763 187:-1.621742912551174 188:-0.3751790088472525 189:0.4839198365099421 190:0.9385184945580506 191:1.546423648704645 192:-0.8644678957480187 193:-0.8212482783190387 194:-0.9457339704672645 195:-1.62669604757049 196:0.3294476429948334 197:0.7005523348341873 198:0.9859349535356134 199:-0.4145072965663762
-1 0:-0.1749068057940742 1:-0.2743946295312919 2:-1.154515826737354 3:0.9907896847260553 4:0.01926274795932637 5:0.8674710589397812 6:-1.079289276148049 7:0.6807701130802084 8:1.743862405441154 9:-0.04290676921541685 10:1.364250451024092 11:0.4569739262003834 12:-0.04545460006381064 13:0.3142075925848705 14:0.4631739959682956 15:0.9123838882807597 16:0.3332343252093424 17:-0.6095250824350666 18:0.02008281698495236 19:2.007337408416621 20:-1.013813590385024 21:0.1552016170632976 22:0.09022173216165741 23:-0.3467713320376722 24:0.3384056323253778 25:-1.04648911962131 26:-0.3845095287785314 27:-0.6148102078196953 28:0.6696295489827828 29:1.338877195496665 30:0.6126914190762242 31:1.680004288568689 32:0.9646091418589061 33:-0.1050647630610475 34:0.4944705051720544 35:0.3529078016488513 36:0.4152701802283965 37:-0.4512915954354572 38:-1.65272882209926 39:-1.523212972048757 40:-0.36313172992617 41:-0.9292857687793509 42:-1.623017174895282 43:0.1182259389525825 44:-0.2338930237816655 45:-2.004511596663768 46:0.4926354608222397 47:0.6062955591181101 48:2.80289531123393 49:-1.567391767325858 50:-1.407698521178026 51:0.009129097778172786 52:-2.862906474931394 53:-0.1536068973369331 54:1.093167971323714 55:-0.04923376676754184 56:0.2408581782454204 57:-1.125200733438114 58:0.1920024401900002 59:0.1546451789793371 60:-1.374152771646219 61:-2.032942244794445 62:-1.15738714881145 63:-1.222859702183384 64:0.1983335363257191 65:-0.3103753174975674 66:-0.3764531991767927 67:-0.8032954318233276 68:0.4851935866951287 69:-0.7776802286384672 70:0.680303326950902 71:-0.5447191853058071 72:0.8157774411997031 73:-0.07870135490301979 74:1.082171117304209 75:-1.292895375601 76:0.1629316738903547 77:0.2719696319228073 78:-0.6676818972116934 79:-0.8862478470095203 80:-0.2169001742601422 81:0.5088441755468345 82:-0.9150935405731552 83:-0.5622738981259799 84:-2.472179552602692 85:-0.3388018002001214 86:0.5925817071835625 87:-0.1093241201030939 88:0.5577622440822525 89:1.290031066061132 90:-1.493827274896294 91:0.966628457630321 92:1.392102940435358 93:-0.6477534296315763 94:1.156312050227779 95:-0.05070220061261398 96:0.4426504199026644 97:-1.514327163802958 98:-0.6159642378728258 99:0.1850716073978899 100:-0.1864465820219586 101:-0.9742459286571719 102:-0.09562800939394664 103:0.2414312510638112 104:0.2041026673986334 105:1.572555307682922 106:-0.1210032448031086 107:1.369946986950491 108:1.559227682955809 109:-0.4012189296865543 110:-0.2117956184349806 111:0.4981263183746203 112:0.2787319640645934 113:-0.1741944291641665 114:-0.7592259237722803 115:0.3091131638937851 116:-0.3507918031529141 117:-0.6749058026459891 118:-1.267085329982776 119:-2.085718234728111 120:-1.36998644519937 121:-0.01216918733218425 122:-0.7420965140700846 123:-1.025190031849764 124:0.4171372441027449 125:-0.987121790856564 126:-0.1940069138432041 127:0.2747034124072759 128:-0.4194741289829573 129:1.498044408288371 130:-1.499916188483934 131:-1.326383569916162 132:2.466554219118598 133:0.1438046282764163 134:-0.7956759603217032 135:0.6333950341590255 136:-1.104180423037253 137:1.783608704290474 138:-0.5134001602283489 139:-1.009686600671265 140:0.531409809766259 141:0.293758592097161 142:1.695931192852739 143:-0.4893090784977088 144:-0.8596076351626393 145:-0.4499798329729134 146:0.5643428036805875 147:1.238764152054444 148:0.004031505520872781 149:-0.610069392735763 150:-1.131193080015251 151:-1.305845928139226 152:-0.3636875804431877 153:0.9481623381933386 154:0.605281338974168 155:0.6623587402334881 156:-0.9338292870365742 157:-1.56959643108236 158:-1.274094633508577 159:-0.4670251701346334 160:-1.926286178689992 161:-0.6964140206685084 162:0.7575291838935766 163:0.6097203936941119 164:2.174084168941943 165:-1.106290069945479 166:1.407087055538718 167:-0.6241365026997003 168:1.020690996939029 169:-0.2109134951881887 170:0.736147323239828 171:-0.7757296209715803 172:-1.523106370226716 173:-0.7183610362406943 174:-1.717914023825163 175:-1.239771772541323 176:0.1467283894479039 177:0.09085101326284624 178:1.149344674511216 179:1.392357114697803 180:0.3755696780391412 181:-0.229964521717636 182:-0.02004064709879226 183:-0.0744793915533789 184:0.6375371923321911 185:-1.291891376278606 186:-1.61265358359641 187:0.2698722709433576 188:-0.5226623405043493 189:-1.040763523717382 190:0.890075216701146 191:0.9086771742987062 192:-0.3419526184875237 193:0.2915194053740317 194:1.098648945358669 195:0.6408162471642784 196:0.7050553160837729 197:-1.163371187139385 198:-0.4633984967251968 199:1.358544211878175
-1 0:-0.9990632414586017 1:-0.678112162654381 2:-0.9230040229795691 3:-0.7282264877902027 4:-0.9734135469451251 5:-0.7041225732031982 6:-0.6467628533641995 7:0.8042112320663949 8:-0.5449858720130188 9:1.218973536185511 10:0.2929152698849372 11:-0.6402270506541495 12:2.157981720836877 13:-0.9648356110681918 14:-2.036398571592471 15:1.573042430758987 16:-0.8816694850776079 17:0.2223559564115214 18:0.1414708124624345 19:-0.2274445526615921 20:-0.15505713148391 21:-0.05271173675459261 22:0.09296251097218805 23:0.7391587225394413 24:0.5682837877165429 25:0.2727911590264604 26:-0.08368076507599305 27:-1.792776954161058 28:-1.127645158940501 29:1.415821094693601 30:1.369894974784465 31:-0.05272291305285932 32:-0.03857852797185279 33:-1.153283210869138 34:-0.8728787213859071 35:-1.506165075001742 36:-0.3589544406494144 37:0.2239835381293479 38:-1.506783122427724 39:-0.9317082278927677 40:-0.04374499012428572 41:-0.1449566114733048 42:-0.07161648251489316 43:-0.3630358400271378 44:-1.303126392853694 45:-0.8026358840077957 46:-2.207755284782229 47:-0.6281815973277277 48:-0.4740418593660549 49:0.7347854618716633 50:0.2654030353182085 51:0.2794637896811214 52:0.5057084734599206 53:0.3816667315875075 54:-1.912789468831998 55:1.518780208344987 56:-0.4385915937222662 57:1.954745541712517 58:-1.424228454825086 59:-1.928766985813795 60:-1.040452944489478 61:0.2082561770509435 62:0.2204480760854877 63:1.615710606065059 64:-0.1310786692279851 65:0.3578286419074414 66:-0.2221401280804335 67:-0.04666404554530599 68:0.09412505629924284 69:0.506460609467002 70:-1.530873068815212 71:0.8973096201371713 72:0.4548772097057485 73:-0.0522915453652315 74:1.033538646950263 75:-0.7015122453487407 76:-0.9081322314317157 77:1.03618094772921 78:-0.7545923676974723 79:0.001634940297291888 80:-1.134661284773746 81:0.6770848600215493 82:-2.100277890941246 83:0.4359462081582731 84:-1.852560523441129 85:-0.6881050595812657 86:0.02122980062734506 87:-0.2708365197587199 88:0.8032529344158534 89:0.6018573844653414 90:-0.4980396230286528 91:-1.593650410562244 92:0.6427996530712191 93:0.5707303451401832 94:-0.8391655453826338 95:1.07933903786705 96:0.07200914682728064 97:-0.1201712140785328 98:1.696167167471467 99:-1.81369526244066 100:0.7849930633817946 101:-0.028519197304138 102:-1.2343055458966 103:0.8624486676811929 104:-0.07011045121775544 105:0.3984963346086549 106:-0.6208323470077636 107:-0.2344940087113446 108:1.506814142509142 109:-0.3119424560804302 110:-0.4669052957493555 111:0.3743205021793062 112:0.3667232933095232 113:0.5711528305783509 114:-0.3462378968697933 115:0.1630857225032528 116:0.4499145795165898 117:1.309680797243379 118:0.5139729996300187 119:-1.562171906861408 120:-0.6218135366540457 121:-1.635404239098817 122:0.3755259471590541 123:0.01220990319804947 124:-0.6022982507506756 125:-0.8544011745666032 126:1.164885140296239 127:0.7558671762640197 128:-0.3740332983848093 129:-1.584164239354461 130:0.234242891281448 131:-0.7069223274467534 132:-0.46627249962639 133:0.5420501170133081 134:-0.3455240703756938 135:0.9784524626833809 136:0.3441309497523346 137:1.665994696027821 138:0.1793735782987715 139:-1.276777317059079 140:-1.090602925987119 141:0.3888157295242459 142:-1.831625894099589 143:0.5485934221965835 144:0.7496562559955902 145:1.137730036532505 146:0.9355035877501434 147:0.1901877979813759 148:0.1488398670141646 149:0.6111767133782265 150:-1.69239947212138 151:1.474103263044256 152:-0.5072777684945687 153:0.7674492592757013 154:-0.5298555858770868 155:-0.1022126462684294 156:0.2156870884696507 157:1.440774574230613 158:0.3352160090324375 159:0.9386081235517546 160:-0.08092526666255875 161:2.190762307472478 162:-0.02231979815205712 163:-2.331398765697964 164:0.139019427693267 165:0.4309001168281802 166:0.9115769752448152 167:-2.213950874544317 168:-0.9796425761247133 169:-0.1109432195393176 170:1.29808548998676 171:-0.1599121876090452 172:-0.4594841667962673 173:-0.008976406864923641 174:2.940346085773885 175:-1.246844053633666 176:-1.701311061141735 177:-0.6258997402258112 178:0.5716213404743382 179:-1.497548686882096 180:-1.858799694914234 181:1.483308077619826 182:0.3586412302618602 183:0.3363682238539608 184:1.304828360846761 185:0.8986591586114868 186:-0.03309230219613916 187:0.8443382321161201 188:0.08523962139836526 189:-0.5126271729132763 190:0.06382986544870956 191:-2.480820313633122 192:-0.2899376729518467 193:0.1089251522720811 194:-1.082833256808146 195:0.930803059867885 196:1.281110202440472 197:0.7567024268895628 198:-1.400452853161926 199:-0.3895737830204972
-1 0:0.03570549539935904 1:-0.6662134773005013 2:0.1476959306667146 3:-0.9177781578462088 4:-0.1947367448161682 5:0.879784372161197 6:-0.8789929361455557 7:-0.7121738784127598 8:0.2994387189796418 9:-1.342534788805233 10:0.4476627644125328 11:1.188862666677326 12:0.3966177614056735 13:0.5932255668746393 14:0.408003118632617 15:-0.4814676967005176 16:-0.06442766805997538 17:0.5333117105329532 18:1.331103225141646 19:0.6318413175833674 20:-0.1006358606651865 21:-0.1052534722674102 22:0.4769636990359175 23:-0.3948142591604519 24:0.174424669226735 25:0.6225079062963327 26:-1.267559097215678 27:2.030574845002482 28:0.8736696132488184 29:0.2468556101742587 30:0.7214736386534416 31:1.228302044800019 32:0.3127121796721445 33:0.4531065064600927 34:-1.435300816691705 35:0.08110321722730879 36:2.854947586211309 37:0.6454613109934231 38:0.4470586651845667 39:-0.8770447172019709 40:0.4835628497748601 41:-0.4777502389459181 42:-1.63880372103399 43:1.079100168606414 44:-1.305848389460194 45:-0.4843164560381699 46:0.7089054778944871 47:0.04065445607512635 48:-0.6064141555752176 49:-1.536751108461678 50:-0.7057372131427243 51:0.5572909413299661 52:-1.46060214382689 53:0.6961704140665563 54:-0.117724209606931 55:1.199360137774909 56:0.7016134210935454 57:0.1417747529262306 58:-0.0737545264783207 59:-1.157043595183874 60:-0.9982463816824103 61:-0.7444533819932916 62:-0.3002335983261176 63:-1.317289131287653 64:-1.658466897340191 65:-0.07330179098116403 66:1.094677115870293 67:0.1381172007780995 68:-1.283178213839979 69:0.5108828516545889 70:0.4752811832547862 71:-0.2351477264789931 72:-0.8190594890013418 73:0.497371138846271 74:1.443402827301416 75:1.035732762049974 76:-0.193182940824781 77:0.7395640655882649 78:-1.715837651470719 79:-0.1010638710046395 80:-1.003809089559819 81:1.581426797477028 82:0.399005770362383 83:-1.295649393400695 84:0.2251312488648823 85:-0.1947378801997726 86:1.492627950711393 87:0.324249937233388 88:-1.546860387033664 89:1.873371846101196 90:-1.310910279973041 91:2.349299799040453 92:1.004362123949019 93:0.6965782427351681 94:0.5343829208948687 95:-1.390305130262761 96:-1.596505320207598 97:1.137690497022716 98:0.6704058262784582 99:-0.465548613528648 100:-1.25050641374292 101:0.3337474675542223 102:-1.041184413878511 103:-0.7184301425875202 104:0.1515147844721516 105:-0.9466356096985172 106:-0.8711120755807816 107:0.5487513121980354 108:-0.6294336146901555 109:-0.5651468504426942 110:-0.1254503384272793 111:0.3589483732997709 112:-0.6170604014199154 113:1.280326626987317 114:2.512425413499095 115:-0.6380382561900163 116:0.5020975341560289 117:0.05869496849628619 118:-0.09156933552242166 119:0.1066261302428591 120:-0.3762824109492157 121:-1.133310779283097 122:0.7347259321879481 123:0.2879974756878988 124:1.330307409397266 125:1.168333206766634 126:1.313494132058733 127:-0.2589337471540625 128:-0.5649676546422235 129:-0.4144103945298924 130:-2.730516034663426 131:-0.5633633434068602 132:1.614063110369824 133:0.5766410598043404 134:0.2256321241250387 135:0.2469198674154104 136:-0.9411427663700841 137:2.389038296505775 138:-1.549083396690643 139:-0.5086034530469736 140:0.6875917668157621 141:1.002711337751259 142:-0.6626221599556541 143:0.4687451080982696 144:-1.54745476559304 145:-1.304022305145146 146:1.8686480543407 147:1.647858182624465 148:-0.771847986391872 149:0.3875810018356008 150:1.132524085885525 151:-1.450764453223695 152:-0.3057085164847994 153:0.0806013426112083 154:-1.663577086448779 155:0.08118751662755727 156:1.405089344242679 157:1.208826304831271 158:-0.561461633542643 159:-0.8928906645243998 160:1.929120928323515 161:-1.352276421026756 162:-0.0009382431617924573 163:-1.433167876075129 164:1.200640841162098 165:-0.5380436490863713 166:0.9583000460005905 167:-0.05094566302422694 168:1.267509795859525 169:-0.4765347867293925 170:-0.7357016066546274 171:-0.1757072678407545 172:2.540651028906153 173:0.7921905799344908 174:1.189188977600768 175:0.7116777590870397 176:-0.1438405722750348 177:-1.115663877528345 178:0.3454355150747864 179:-1.709602705630026 180:0.07705934015665539 181:-0.4744065815813245 182:-0.8670889505676572 183:-0.2403825931000426 184:0.3494080750166021 185:0.5769905405274851 186:0.1673958740469311 187:0.434269089945245 188:1.213561989882069 189:1.213506471126923 190:0.5595302579472855 191:0.01446539043034188 192:-0.2184932426746607 193:0.6289019027001806 194:0.3410905215686568 195:0.7640622865823401 196:-0.8310178035134286 197:0.5050909499826961 198:1.63429379074806 199:-0.6429307720766148
-1 0:0.9817698789796541 1:-0.04607356484397881 2:-0.2707498937855083 3:0.4723273566041162 4:-0.001361260775816572 5:1.53824500026996 6:-0.9396243339386122 7:-1.26005440329568 8:0.9403416062264612 9:-0.1995372676975374 10:-1.422739980973724 11:-0.09964878097746853 12:1.462313133564777 13:-1.009780158151794 14:-1.486837752641559 15:0.1788551959521245 16:0.8021371721790764 17:-0.3387687408625278 18:-0.7455377602803142 19:0.9202442464617654 20:0.4187057474897301 21:0.6107061589184044 22:-1.49759704593763 23:-1.631764602179987 24:1.380315530360323 25:-0.9052952140992709 26:1.1490196562829 27:-1.453103759844166 28:1.874734732907403 29:-0.396305699991409 30:1.389718731884795 31:-0.09533940314091471 32:0.6335907302081363 33:-0.2330653697839815 34:-1.066130687968939 35:-0.3168033289674917 36:-1.775061000802501 37:-0.1595659917105854 38:0.2599149924910653 39:-1.493152727124255 40:-0.222421499419761 41:-0.5888562249502842 42:0.05592269586695386 43:0.1298679774355647 44:-0.03463370764067274 45:-1.451454731024276 46:-1.42819670464867 47:0.009858171927649359 48:0.3854614428361606 49:-0.5422256160641902 50:0.1680053072786326 51:-2.306640438762807 52:0.2386813815738017 53:-0.391490979356477 54:-2.012480236593051 55:0.6864493853203687 56:2.006219330434279 57:1.550990938154924 58:1.030189401511803 59:-0.9086894665581758 60:1.913134500533108 61:-2.060955982870938 62:0.2133946418503248 63:-0.9870116439613158 64:0.9824022000422685 65:1.327180317302497 66:0.5465952567826854 67:-0.1531175450141883 68:1.086843138073436 69:1.30421900914537 70:-0.3042876750705273 71:1.274156932883227 72:1.33321508398752 73:-0.5464997325841272 74:-1.02880547706528 75:-0.1437761388038401 76:-0.1011206632415533 77:1.978834595635306 78:0.6655026533676982 79:0.3995771767718069 80:1.077190132194894 81:0.2005857769968002 82:0.2262863499673044 83:0.2819360280172882 84:-0.2211427113722829 85:0.3415895680180932 86:-0.4509008022684183 87:-1.421291756944584 88:-0.3661164009590792 89:0.6858989089478204 90:-0.6511150200534858 91:0.8802394224396057 92:-0.2645689293020215 93:-0.2303842282554429 94:-0.3927791277204188 95:1.331264984355765 96:-0.9406865290931733 97:0.06856959991293454 98:-1.612322072183962 99:-0.06314438072016708 100:0.5118906652091596 101:-0.5168982748956632 102:-0.252589890221663 103:-0.1824014577478435 104:0.5885780606962595 105:0.9163548441601786 106:-0.8048511504113085 107:0.4873898705534195 108:-0.145305741077145 109:-2.096244819734736 110:-0.49599572994861 111:-0.8211364620908668 112:0.1579715248596368 113:0.730780058174638 114:0.1007943744117311 115:-0.426789018411292 116:1.38935245134818 117:0.1091235263632271 118:0.539332812295125 119:-0.003729890369687413 120:0.1139120498692976 121:-0.9733951713061357 122:-0.7740556400268067 123:1.262656645103193 124:1.391302807349859 125:-0.6680469671542939 126:0.9746706926873895 127:1.178723133973619 128:1.428973797272689 129:-0.8240602326821073 130:0.7283341339238523 131:-1.051956114419345 132:0.5640551665750286 133:1.794052722464273 134:0.1269833127727563 135:1.309035712078099 136:0.4916149372189457 137:-0.6788796532856505 138:-2.379156418411094 139:1.216909740886809 140:0.2376997877506811 141:-2.812427936145139 142:0.346907119890676 143:0.2782047962701453 144:0.7318818825323459 145:-1.807051776860207 146:-0.2085073812794521 147:-0.4527458207084834 148:-1.003266491937174 149:1.404888776690419 150:0.3744052241271058 151:0.5353132763491413 152:1.387444704656781 153:0.691863685578187 154:-0.5009509524426248 155:1.126927440000573 156:1.450341181577778 157:-1.788486705804958 158:-0.6337637453293632 159:1.430555566053598 160:0.739921381766524 161:0.8655280358968536 162:-0.3148229662505017 163:-0.2488056693615578 164:1.519954109983297 165:-0.4906090908400214 166:1.097162125096526 167:1.607654201391164 168:-1.021853306383119 169:-0.1500101896765043 170:-1.056305202624898 171:0.03746079636321199 172:-0.984950652503322 173:2.027767235552031 174:0.6399276754501145 175:1.383355710205207 176:0.8513310226937505 177:0.5595526676247179 178:1.544255968166842 179:1.936868448808055 180:-0.2306227419754307 181:-2.127031834420952 182:-1.919065562052321 183:-0.6564200044387305 184:-0.3371979890085118 185:2.211818541958118 186:-1.205465767414007 187:0.1655662852002487 188:1.919437295670773 189:-0.080117696026202 190:-0.683494911064662 191:1.063539696747634 192:2.361775014251992 193:0.647118893864312 194:-1.277064876016906 195:-0.7914113347451326 196:-0.5037968540900901 197:0.7515684029199008 198:-0.8013509268629568 199:0.5193428029760233
--1 0:0.04955850753121059 1:-0.4033892075462681 2:-1.08346338253558 3:-0.6141236112013654 4:-0.1980848134784666 5:-0.7540758184508806 6:-0.6263884404520162 7:-0.7355663843874687 8:1.234525461245338 9:0.6176004539924077 10:-0.8168727573749099 11:-0.3230614121208325 12:-0.1458937762296566 13:-0.4621655157316808 14:1.840117306973032 15:0.3034676725072685 16:1.353842861604597 17:-2.272160024974689 18:0.1217881272306138 19:0.4552183779884199 20:-0.2073322897071403 21:0.6340664888946482 22:0.6034144412421375 23:0.9864293087873915 24:-2.476698487258174 25:-1.099394246924889 26:-1.401605361270932 27:-0.0776060145535198 28:-1.775142246585595 29:0.7091251326374657 30:0.3855583268316538 31:0.9226352012478113 32:0.07367724848222475 33:-0.03788132371994705 34:-0.3260793873978537 35:0.05196595489071486 36:1.304561369470227 37:1.647435975392789 38:-1.220618791224245 39:-0.1236041704788101 40:1.026014156536765 41:0.5325734768463827 42:-1.330079650035917 43:-1.957705472688975 44:0.5004704225514122 45:-1.386650889348714 46:0.1081854161078268 47:1.164535714256491 48:0.4117912719729163 49:0.7890513687490365 50:0.2275103243922677 51:-0.454643909698546 52:0.4944800239565877 53:1.449881387947913 54:-0.2085790716681804 55:-0.4005008149342111 56:0.009924068279451465 57:0.7393806081847245 58:-1.193119990122799 59:-1.353929395009464 60:0.4077478028101001 61:-0.2789753927346453 62:-1.300893919616271 63:0.1998575408207023 64:1.273417192643184 65:1.212580129251758 66:-1.818528710130147 67:0.6406961963495823 68:0.6482158207602001 69:-0.3618432927908096 70:0.6262759662489195 71:1.156901820656961 72:-2.008160060991759 73:0.1661387178422584 74:0.001142765755856453 75:0.286414938189426 76:1.078743566311194 77:1.38038988340217 78:0.936298804225547 79:0.2105526429064875 80:0.7286117235991606 81:-1.605009478994866 82:0.9369993753691955 83:-0.3598146616161953 84:0.1434881853215147 85:-0.577701832448104 86:-1.028422724409585 87:1.189340762445229 88:0.7622907511005953 89:-0.9928477720247534 90:-0.1219907410271494 91:0.4059816633900191 92:0.1875972292649261 93:0.06917538484530629 94:0.691416252815867 95:-1.591690220877773 96:-0.7593932463723685 97:0.3286619017557471 98:-0.3051711338517509 99:-0.7827116090200095 100:-0.837797747719935 101:1.661248149581148 102:-0.4744631350645654 103:1.641617880702493 104:-0.01728081552968233 105:0.310297126399683 106:0.2011478156410609 107:-0.05177044215508619 108:0.1713711822805644 109:0.08130550624165434 110:0.06735877698633143 111:-1.568654292574514 112:-0.8361684666820761 113:-0.4952142724982582 114:-0.1441492563199016 115:2.823920662566255 116:1.055956701837812 117:1.963935546843252 118:0.4397052713816935 119:-0.1533567175636315 120:0.3555874964005925 121:1.195954224550338 122:0.1018756641329598 123:0.7982498820958924 124:-1.219580686904981 125:-0.04823294497167142 126:0.2864125220379029 127:0.9604310047873392 128:-1.627466803153818 129:-0.5399291976650362 130:0.2474483919756729 131:0.4047229352748053 132:1.013047411423084 133:-0.2340361700845875 134:1.885784711982638 135:-0.2568152289807517 136:-0.62208601278019 137:-0.7199604401216503 138:-1.37529558132297 139:0.270431022168124 140:-0.9997913987411045 141:-1.071592588173872 142:-0.2366836086608735 143:-2.524588146861821 144:0.1227780157776551 145:0.8689908092841374 146:0.8497439845139505 147:-0.1801133860050355 148:1.548513860831369 149:-0.1528227461238958 150:1.641449074047992 151:0.6255861231161455 152:-1.093284928479704 153:-0.6795047630536345 154:-0.2211158410789426 155:0.8719558006185404 156:0.776653100923011 157:-0.04471747532124307 158:-0.7022807007274408 159:0.1669649339612846 160:0.4997471699330517 161:-0.3447969592187428 162:-0.7685113370340758 163:-0.6352077848430253 164:1.527388066594554 165:-0.8715748034234893 166:1.30505881991728 167:0.2311653429597104 168:-0.1900213762089274 169:1.05428834531855 170:-1.503648308241845 171:-0.6620920106899318 172:-1.222803335136299 173:1.404358843832263 174:0.8186584539524604 175:-0.376586397689923 176:0.4372784145980128 177:-0.4428365107587673 178:0.8082174275303337 179:0.3256422387976224 180:0.4685046470293897 181:-0.4312732826055579 182:1.558965329359824 183:-0.918723505551712 184:-0.6846051133351826 185:-0.7652712940163068 186:-1.177012499929689 187:-1.184011699891059 188:-2.284031992812277 189:0.6300011071407411 190:1.754525215973058 191:0.7353126680075485 192:0.5025186354045992 193:-1.204586194470234 194:-1.653008173782468 195:0.4527446316475444 196:0.4258791144844663 197:0.5272092999769326 198:0.04407965115969092 199:0.3789229959196317
-1 0:-0.01006804924492452 1:1.644107992473285 2:0.9064875874991711 3:0.1474112462676499 4:0.7335309085124276 5:0.09424329174002019 6:0.8605222439079601 7:-1.29880009648693 8:-0.04707760781379081 9:-0.8653237644706346 10:-0.5042525459740086 11:0.4586777754250161 12:-0.244411732004122 13:-0.7652064897118265 14:0.8488841640488609 15:-1.718420977611728 16:0.001975535202920613 17:-1.327347395644836 18:-0.8344281334430788 19:-0.04647473982547292 20:-1.324446911163338 21:-0.2003057524410262 22:0.05703262412071413 23:-1.066542238870667 24:2.026819522261386 25:-0.8592739608703782 26:-0.01826870569143987 27:-0.4113951318435082 28:0.4719429922612773 29:-0.3412148985997611 30:-0.2024570424331353 31:-0.977174799205545 32:-1.392332630003663 33:-0.3401228231063329 34:-0.1801404954398112 35:1.461996750826579 36:0.02238469185565232 37:0.9082589560754282 38:0.2007197744567498 39:1.095284883578235 40:0.2640711119529126 41:-0.2773843026054943 42:-0.001034055534838818 43:1.925183223367219 44:0.4336591956651837 45:-0.1554539943394377 46:-0.05740800374365041 47:0.08126152880339009 48:0.6035836969665661 49:0.02813497253508779 50:-0.07670979082073812 51:0.9950156880385624 52:0.1592039200523747 53:0.4009733439806243 54:-0.2383393912558117 55:0.1506474307821173 56:0.4703662450061708 57:1.018268845166257 58:-0.4617109270165999 59:-0.6527055219146219 60:-0.933978531123427 61:-2.096114707991951 62:-0.5912467682126743 63:0.5869159592407509 64:1.320135517681844 65:0.6031910729544532 66:2.021717739073496 67:0.22715536261858 68:1.19505695997081 69:-0.2627580200502271 70:-1.58661900110949 71:0.574980278330023 72:0.4917817016880007 73:1.33145887715596 74:1.650436397687856 75:0.591110957618092 76:0.4568363715650254 77:0.894530798486347 78:-0.8460263736527186 79:0.1600568478443876 80:-1.223677784752247 81:1.052562639294485 82:1.278455715040955 83:1.364386849371873 84:1.27559308626011 85:0.239730757678328 86:0.1957210649928793 87:2.816460563964053 88:-0.7697753833772389 89:-0.6217599261530694 90:1.796796642670059 91:1.612308200074367 92:0.3963027262727716 93:-0.4930402632566989 94:-0.2870416654399471 95:-0.06864178211261295 96:-0.004773828318742191 97:-1.559149109603765 98:1.461946650040176 99:0.6833291455596031 100:0.8650718847760551 101:-0.8400163013329826 102:0.1331678231251325 103:-0.06506856509446717 104:0.2222308981135407 105:-1.150169825122345 106:-0.9113691203226404 107:-1.1615962396952 108:-0.9196086519232596 109:0.3115549503955309 110:0.4820000121300633 111:-0.2166251880752033 112:0.7969601058555212 113:0.33934905817588 114:-0.2099523002369453 115:0.8560720526982569 116:-2.382132425531632 117:-0.03229462141007233 118:0.2336742295618401 119:-0.2415151280880564 120:-0.5139939916428493 121:-0.223711608285689 122:2.439949564564956 123:0.8376835676973698 124:-1.099187970204177 125:0.7108768444250702 126:1.203126922692239 127:0.342633961008705 128:0.8787803056077762 129:-0.6279336493121591 130:-0.8240526331012547 131:-0.7544298571879711 132:0.8379164250627903 133:-1.594365608472746 134:-0.3077192128287209 135:-1.765236956202563 136:-0.3830340924019867 137:0.9128651089904085 138:-0.9728301764809767 139:-0.7553303627903657 140:-2.130710512506299 141:-0.2711273417126964 142:0.08686229215881144 143:-0.2943915902790897 144:-0.9956705021621891 145:-0.06748274264269782 146:0.09059962259575179 147:-1.097165829697558 148:-0.5069751762927711 149:0.003806985610614523 150:-2.395725692495846 151:0.6609569425622385 152:-1.386200607490197 153:-0.5439697188691519 154:0.8883284409889437 155:-1.248133963951364 156:-0.6495078870448474 157:1.294806921406096 158:0.09015053327500734 159:0.3662794246259957 160:-0.192126140177123 161:0.3317080693988042 162:0.08990324422956136 163:-0.6110456719748716 164:0.9512184444108881 165:1.172683177154841 166:-0.8783292720482819 167:-0.7514331937581481 168:-2.105021066430179 169:-2.006867989015581 170:-1.739305459340191 171:0.9131894816484836 172:1.099912998661484 173:-0.04528969557181405 174:0.546676108988886 175:0.5924827712539034 176:-1.335585166046458 177:-0.01634681394355794 178:1.637395513171769 179:0.9400349462405796 180:-1.241972197437399 181:0.6484970942296551 182:-0.1279190547304316 183:0.07447169921621546 184:-0.9785781639927552 185:-0.1195911171554277 186:0.776315816579237 187:-0.5037498408876568 188:0.871614582215033 189:0.2230192906733764 190:0.1298477730642063 191:0.5458613113682067 192:-0.06450710793396316 193:0.1754029850790972 194:0.5298323664014915 195:-0.3945671341752271 196:1.152810090247781 197:-0.04276190417560419 198:-1.445217493457667 199:0.2975270265120163
-1 0:0.5727819044236648 1:0.5636095277198613 2:1.633840642914466 3:-0.4931360368407668 4:0.305422018263954 5:0.2684836738244402 6:1.063589402575621 7:-0.7511108740708904 8:-2.33424415740678 9:1.369200198660281 10:-0.3834848641275859 11:0.02829421100072333 12:-0.4656532909103486 13:0.7093877391161933 14:-0.1214165358616092 15:1.096358418754995 16:-0.9015047351274803 17:-1.981885398790716 18:0.6304727563707041 19:0.0163731172662277 20:-1.785351380755915 21:0.8456910501363109 22:0.4565476294896181 23:0.2305640572696864 24:0.6185627509411726 25:-0.5027500022406993 26:0.3313640750364282 27:0.2755822401964317 28:-0.5512114263923767 29:-2.212038058060139 30:-0.7924403263046632 31:0.6991614559931445 32:-0.42424257822167 33:-0.4306816595222343 34:-0.8554013334856905 35:1.307106885920908 36:0.3643234065390265 37:-1.429266486209962 38:-0.746999386834199 39:0.3517264189429662 40:-1.672055095258083 41:0.05081925380984283 42:-1.528336520453243 43:0.2950748516217607 44:-0.958450146772498 45:0.06547606567407968 46:0.9629235586350875 47:-0.02442403800222922 48:0.03275582453151636 49:-0.5254975488052398 50:-1.255661152451969 51:1.099859544919143 52:1.40584659001929 53:0.0384692913154325 54:-0.4893204109858388 55:-0.8261129130353573 56:1.317821986685542 57:-1.276958597293955 58:0.5680845175952495 59:-2.191714570591177 60:-0.5327712803812898 61:2.316369750279043 62:-0.444264722620799 63:-1.506665454800122 64:-1.901116253417042 65:-1.222968517773733 66:0.7884293525458929 67:0.1109546803249637 68:0.4147227124454679 69:-0.4778741413304347 70:0.3846270594940814 71:-0.1723677059016422 72:-0.6019508119438566 73:0.6059046158250877 74:2.594004402779625 75:-1.074682396796266 76:-0.5258479676996076 77:0.7154074173273404 78:-1.452655275507222 79:-0.7854273696972728 80:0.06505623120443677 81:1.079892166224798 82:-0.5706320485610578 83:-1.377698963838307 84:0.6420100636674085 85:0.6788670646398622 86:0.1414316363374992 87:0.2247070502162006 88:-1.092816079353367 89:-0.7590823153515445 90:-1.633269132676605 91:-1.29781334369366 92:0.1403301108478957 93:-1.189192643469091 94:0.2878986590716537 95:0.1885668795783216 96:0.2124371333890722 97:-1.314327737294896 98:0.5456361612926146 99:0.6855084589711371 100:-0.3834323406367307 101:0.4610895014994518 102:-0.7989801998922168 103:0.3647079642747099 104:-0.9727912260483832 105:0.4835670892168889 106:0.7404701156319221 107:0.4056319161997836 108:1.135762435604425 109:1.157712805089997 110:-0.05076347117541929 111:0.8940155227128489 112:0.01615987355280061 113:2.119897730402252 114:-0.5229435896995674 115:1.022205817696691 116:-0.3689152829119371 117:-0.4587938039925314 118:1.123763308032374 119:-0.02702753753331074 120:0.4896006320909048 121:0.3167475671665123 122:0.05180336371325783 123:0.08444731893144752 124:0.5414706276537659 125:-1.013760711792612 126:-0.3047094251014079 127:0.1106931889388867 128:-0.5231122811019736 129:0.04086685324416558 130:-1.371355318543093 131:-0.6523610673490784 132:-0.2202465824757704 133:1.346780471987709 134:0.3828876234981136 135:-0.3472809511154736 136:-1.927948312048723 137:1.363902237991994 138:-1.360106779866482 139:1.369787724885567 140:-0.4540410583842852 141:0.2932492868528595 142:-0.4568772342016764 143:-0.9132338499259925 144:-0.5742299133871206 145:-0.3634855365130741 146:1.13919538080159 147:-0.5528629127860126 148:1.752524194404601 149:0.4788870309221446 150:-0.6009620089251185 151:0.472373985911941 152:-0.1133767584566872 153:-2.156632219432327 154:-1.20558210912324 155:-0.8853857062719601 156:-0.356542591068532 157:-0.8376014823745088 158:0.07929570482389874 159:-0.2278564232070081 160:0.8363369832299994 161:-0.7467957282000574 162:-0.8729506760678836 163:0.1712566706599079 164:-0.2087517165230297 165:0.2318315643798058 166:-0.1794856382788257 167:-0.0394943377582767 168:-1.546192179087153 169:0.3800071301506359 170:-0.3835660485141983 171:1.262288744020601 172:-0.4535526691102372 173:1.280134081938482 174:-0.292551019730472 175:-1.187945944024097 176:-0.04297323279718746 177:0.8498450697396678 178:0.1298642305638999 179:-0.2352307236390566 180:-1.071168235585718 181:1.768541655250183 182:1.68418329781825 183:0.3638547190124539 184:-0.3570570694537067 185:-1.45601491974681 186:-0.1256258918442545 187:-0.8888566317785869 188:-1.13858336114548 189:0.834731658193134 190:-1.416238266862623 191:-0.7153282715454794 192:0.06629100762465499 193:-0.3020144614966267 194:-0.9725040732404897 195:0.2494169100350882 196:0.6682504559479154 197:0.1888253720094497 198:0.7226600351263414 199:0.9326130228911038
--1 0:-0.5949950782285741 1:-0.2163386304585133 2:-0.5778051096837966 3:1.405871257220745 4:0.3541288664318755 5:0.7088135074241839 6:1.071171638049818 7:-0.1043660678784705 8:0.03945761638763405 9:0.075439502142282 10:-1.978250748323967 11:0.1511704435488495 12:0.3619926343766873 13:-0.134830187287803 14:-0.4536945829607809 15:-1.083832287969536 16:-0.3808303974199123 17:2.245064231785359 18:-0.6978235159518197 19:-0.9832734619748902 20:-0.8547085549210552 21:1.052965776052058 22:0.09168262946977115 23:0.5142823680309586 24:0.8132641836511409 25:-0.07415365523591591 26:-0.3921610035770742 27:0.4553300076244426 28:-1.025500253439412 29:0.8556920783873643 30:0.3284088572321084 31:0.1867873723148445 32:-0.4816482686542888 33:-0.1967286373207129 34:0.5733736868906615 35:0.688985792067706 36:0.5637177153636915 37:1.016168965009008 38:-0.5117936570882091 39:0.2950031062670641 40:3.070793722559657 41:-0.5238776327816269 42:-0.4595740205568556 43:0.1007073520986834 44:0.1756953471103928 45:0.5088515516643267 46:-1.6497554718853 47:-1.113761690685214 48:0.4741553934999096 49:0.1945731575822976 50:-0.6425377837624893 51:0.7449682748959844 52:0.09631405639289876 53:-0.5588269043004178 54:0.374072046930802 55:-1.372015423214861 56:-0.5940248853036075 57:-2.291884114372286 58:0.6414467056551171 59:-0.6862227317516617 60:0.3668686033265136 61:1.611340641149129 62:-0.4758392475240995 63:0.3018736472448625 64:1.682616818371625 65:0.4379974571099033 66:0.04594297036201164 67:1.796588434358066 68:0.9981379903661179 69:-0.1654205928698489 70:-1.112820768024342 71:0.1067261391575444 72:1.010631962104691 73:0.5151645070255997 74:-0.2880083404701423 75:1.419764766708143 76:-0.001783389013017061 77:0.04698164266428702 78:-0.4607438382190487 79:-1.313195535707993 80:-0.33582180058644 81:1.943982515745275 82:1.252807437253082 83:0.9143496834634645 84:0.05185489218164279 85:0.09105814192433838 86:-0.5994009794866942 87:2.603703846934271 88:-0.4643519272124891 89:-0.6719417384372021 90:-0.2417713665214003 91:2.482181329775642 92:-2.213832245933541 93:-0.2166428872957764 94:-0.5012320487730502 95:-0.1050634862602042 96:-0.5166451062538351 97:-2.031338401719592 98:-0.2636502342099512 99:0.7595869917953714 100:1.017816124079485 101:-0.2976490221690996 102:1.335457660880786 103:-1.865663365263465 104:-1.232521976394401 105:2.146934140243093 106:0.05690360880722041 107:-0.2661385353462093 108:0.3028210289500761 109:1.18462209467262 110:0.9925751569967461 111:1.116275871212162 112:2.120660711945225 113:0.8339149304647285 114:0.3523452267578757 115:-0.8843051833845497 116:-0.7912889355268115 117:-0.2613224362549166 118:-0.2105319741359617 119:0.1935178950510296 120:-2.134932560206217 121:0.5042940222321375 122:-1.745558681848997 123:-0.3768256315751695 124:-1.920976064991739 125:0.7887833815493219 126:0.2085500339396964 127:-1.05432620551272 128:-1.274734910754108 129:0.07552822007527769 130:1.565328526519334 131:-1.497790602412409 132:-0.1210602372611216 133:-0.8656463604050972 134:-0.6913024703359838 135:0.9938442725444743 136:1.618172113180983 137:-1.391743535377947 138:-0.3766448654870964 139:-0.3991012308980685 140:2.987645251733111 141:-0.6435340783448235 142:0.7882017515906933 143:-1.349156398629332 144:1.280388590203636 145:-1.009338316761745 146:-0.5969656091882886 147:1.419078245498743 148:-1.134946568770384 149:-1.455754217044085 150:-0.5905591699589001 151:1.242374656153962 152:0.2388284283688181 153:-0.4509566307665992 154:0.03299189610948523 155:0.8826364085492975 156:-0.1837730171810782 157:-0.8227826778960412 158:0.6550330901743242 159:-0.7383228995921607 160:-0.8257304091044116 161:-0.5276199141640169 162:-0.9096628234911593 163:0.4240636351907853 164:-0.611372793894979 165:0.741703973851312 166:1.326733042000292 167:2.203033101481208 168:-1.421957422834822 169:-1.092078066902544 170:0.4961752229581159 171:-0.1617546301776436 172:1.401670952403729 173:-1.328025930877537 174:0.3548356805500805 175:-0.6512859643117297 176:0.2006533146809196 177:1.736542132140639 178:1.193914339777951 179:-0.3496686492168338 180:-0.08891271190321297 181:-0.889528943371372 182:0.1284057152437335 183:2.232798955953569 184:-0.02930571202354459 185:-0.2431150676303507 186:0.8909823513083254 187:0.3175529760580673 188:-1.633621450730045 189:1.65538912859202 190:-1.179605822664585 191:0.8270875057002193 192:0.01321085434553932 193:-0.2167140210281892 194:-2.221966121556048 195:-1.268378896021169 196:-1.413949252476942 197:1.890381713544515 198:0.5180956244234624 199:1.019547497410231
--1 0:0.304233039908208 1:-0.4749522389509515 2:-0.3273889436326414 3:1.232431094630626 4:0.5721857154413289 5:0.5497805997661126 6:-0.1503956923569181 7:1.196040121363091 8:-0.5755372885763758 9:-2.456051260870939 10:-0.4493344934151771 11:2.023978046788375 12:-1.466408269212637 13:-3.154538986209826 14:0.02550563732423404 15:-1.668296215585251 16:-0.07136303919644621 17:1.74834758343378 18:1.043718875523262 19:-0.2168208912042967 20:1.362752009939873 21:-1.852198444133284 22:0.159005851249664 23:-0.6958245727484462 24:-0.1423268499789762 25:-0.1052867633590581 26:3.018646109952346 27:-0.6238055233143632 28:-2.817707930657778 29:-0.3762076022403056 30:0.4338066386655324 31:-0.1714241382590031 32:-0.6690890862251675 33:0.166394150423459 34:0.282385115803897 35:0.8693766273052906 36:-1.476306049435249 37:-0.1773350736928753 38:-0.06415674395371095 39:0.5191574083348746 40:0.1999634675657608 41:1.223795459982562 42:-1.02609564234979 43:-0.3443175676905326 44:-0.3547640066643136 45:-0.4834785457034824 46:0.3621679872607144 47:-0.6857867741845775 48:-0.3462505269264981 49:-0.4755674994571104 50:0.6654909293055327 51:0.3161006731855928 52:-0.03695568634962366 53:-1.091356807740379 54:0.8586231759647552 55:-1.400856302556694 56:0.2864014924819452 57:-1.027168416704471 58:-0.2005303907361552 59:-0.2439632134983946 60:-0.6753581226210413 61:-0.1629207920415636 62:0.7338154264165707 63:2.184186834006888 64:0.2175698130636196 65:1.293914007672278 66:1.029239248050561 67:1.874204296319998 68:-0.3778128052395672 69:-1.778696566984627 70:-0.124128532765395 71:1.010785442988795 72:0.730806404242125 73:-0.09231855546443532 74:-1.003587544730067 75:1.30085896836267 76:-0.5032175145079513 77:0.2496384516500693 78:-0.09264074131484781 79:-1.53872270810056 80:1.166690641961731 81:1.2750460580206 82:0.4866018454019402 83:-1.220165191580018 84:0.625506053791974 85:1.244257651941067 86:0.3196771230640561 87:3.91244347056556 88:-0.4336113751485057 89:-0.9243814977238396 90:1.027618034950786 91:-0.3147884682334399 92:-0.9472457076636783 93:-0.5962512481994772 94:0.6649094780289062 95:-0.2208100018611491 96:-2.490867338738161 97:0.0439714674227051 98:0.3279938559076273 99:2.003893118032138 100:-0.1457744863942246 101:-1.944350557692633 102:-0.492918547962427 103:0.07776909792360952 104:1.528535588998363 105:0.2023114788192537 106:1.241044942646278 107:0.357793752968016 108:0.9793711743852502 109:-1.109075453285898 110:-0.1820538842430156 111:0.4968071271664624 112:1.706605099803777 113:-2.107808029761665 114:0.48637095923831 115:-2.079125931788089 116:-0.1014233606452676 117:0.5111946600881296 118:-0.485263250947355 119:-0.07008548454003045 120:0.4121282241426336 121:-0.1568769977401945 122:0.1463705324557393 123:-1.566025063940685 124:-1.438196256901936 125:-1.189157441452581 126:0.223897436238012 127:0.9710789162156445 128:-0.235524311219323 129:-1.812661617839218 130:0.3170287232011197 131:0.6805400209525735 132:-1.520087773588999 133:1.412292240274008 134:-1.180294383789651 135:-2.057037844824031 136:-1.005435978645474 137:-1.111308351019816 138:0.6428399967422881 139:-0.3100221930105692 140:-0.8355514914822636 141:0.0763886841312563 142:0.1579790028253701 143:1.017360601462817 144:1.013387524014173 145:0.3969475387313942 146:1.241897335192374 147:-0.4816768884815056 148:1.349206328748211 149:-0.4088375829253172 150:-1.751764901922004 151:-0.6873545949740132 152:-0.2153317349764355 153:0.2348510919048982 154:-0.5187541200028088 155:-0.4355992780618452 156:-1.242617101329255 157:-0.002042439698867679 158:0.6817226708606188 159:-0.5442572434156241 160:0.8145979891714359 161:-0.2113760986122904 162:-0.5331878650520574 163:-2.029880149337901 164:0.6134941172959744 165:0.9264131616880781 166:-0.4068279678311675 167:0.9410119020091693 168:-1.176784935336583 169:-2.829211059840768 170:0.3104411656524181 171:-0.0699046193417367 172:0.7729884835418943 173:-0.1625823466438912 174:-0.6894138160269986 175:0.5476607087806749 176:1.032047793933686 177:-0.7104965117124318 178:0.9310780490849184 179:0.07362593372589507 180:-0.5487880816278712 181:0.5023381850086389 182:-0.141190674432904 183:1.076409593020137 184:-0.2948254749248406 185:-0.05093664531676371 186:0.2167163004487575 187:1.764367302018737 188:0.05167172474930182 189:2.453144986234723 190:-0.9492371586290335 191:2.009363953148827 192:-0.4962198265627041 193:-0.8484188863054907 194:-0.7643701790775282 195:0.4859342010262878 196:1.545070082054008 197:0.2738827151205135 198:-0.8997185670895891 199:0.9137551387756654
-1 0:0.8760007884606126 1:-1.117904071011086 2:-0.2306551720712482 3:1.055033151989512 4:-1.881648563547831 5:0.3665013667640574 6:-1.680411320715037 7:0.07696690665802046 8:0.8186884105912197 9:0.1577594586183206 10:0.2216288122881568 11:-0.474107094794979 12:-0.9117046700864981 13:1.274071726201468 14:0.5459872516152112 15:-0.227514996319099 16:-1.154915659741115 17:1.718697529512372 18:0.2771344015229386 19:0.1242709149255851 20:-1.632469829613416 21:-0.08583531466877031 22:0.02403846376163276 23:-0.2467809010387294 24:1.20023553798515 25:-0.7189968814243586 26:-0.218872793558142 27:-2.027790573809196 28:0.4521056143888362 29:-1.109235246711402 30:0.8209509400542878 31:-2.236396702905794 32:-3.125582082667375 33:1.275301982390186 34:1.531835431158846 35:-0.0822798070814852 36:0.1073896804734492 37:-0.2277910175934554 38:2.147585080223663 39:-2.129775337404473 40:-0.4624087215540355 41:0.6426990703379007 42:-0.3062174816639439 43:-1.856699363820665 44:-0.5705569757246459 45:0.7124894601659192 46:0.6289471767794773 47:0.6247715561592937 48:0.3402645902271844 49:-0.1945796284979859 50:-0.07168164709357813 51:0.6959925284127592 52:-1.969028079932308 53:1.495074682135317 54:-0.2851323660162927 55:-1.255430449715716 56:-0.3914256578181818 57:0.06852883143988479 58:0.1221496282780192 59:0.1277937477322191 60:0.5411683277075739 61:-0.6970900302938288 62:0.874178024503221 63:0.3229513952153784 64:-0.1753390716676095 65:0.2322762455136673 66:-0.743461831345969 67:1.037663944989566 68:0.7356915947276459 69:-0.9958638511490759 70:-2.286117963877973 71:-0.7433307586863295 72:-0.2722809288732225 73:-1.269469675612705 74:-1.85274711089492 75:-1.047097573969153 76:-0.8515883857817522 77:1.164493668710702 78:1.101857389469264 79:-0.9606066992741996 80:0.1858634501010524 81:0.8896527472822786 82:-0.02981261712124329 83:-0.9993373152630483 84:0.2966822855103153 85:-0.1196719716348932 86:-0.01769902270126066 87:-1.152923405330183 88:0.6857231200921855 89:0.02580770468476286 90:0.2962153857085659 91:-0.001632369420021618 92:0.07385109434614089 93:0.08059749454496175 94:0.3244665989934414 95:-0.2148748926311817 96:-0.5134604138999769 97:0.9583703792157 98:0.2505883624902062 99:-0.596762162007032 100:0.8570026657851278 101:-1.311164491718041 102:-0.1305194134237508 103:-0.7139403524281436 104:-0.420013321403823 105:0.7695317479999442 106:-1.203956090969031 107:0.3378082880926402 108:-0.9402105406377371 109:0.5441806508220773 110:0.39957991382963 111:-0.633607499753896 112:0.7598384729399464 113:-0.5048453348091073 114:-0.3846376098690535 115:1.229727644719902 116:0.8632983333754281 117:0.05645836509188085 118:0.2156974536787517 119:-1.175404524091437 120:0.3665161759475977 121:-0.1543556856485056 122:0.1347753015201987 123:2.847634715699363 124:-0.1137721912229328 125:-1.762436437572634 126:-0.06086461799658989 127:1.032668856378811 128:1.232521959652326 129:0.8190862910508748 130:1.502407321423416 131:-1.324194879127501 132:1.393104973145747 133:0.995868842044966 134:-0.136257414238999 135:-0.7468899462204057 136:-0.7173261242790239 137:-1.364917521867538 138:-1.166673867498137 139:1.15272915687246 140:1.471301414128966 141:-0.0114054792341535 142:-0.07691018328823183 143:-0.594621285896089 144:0.136030866469651 145:0.02134053660273077 146:0.1280153538807665 147:0.5076086772116098 148:0.07067255150349738 149:-1.726486029968028 150:0.4300466075958492 151:0.6655331351597698 152:0.5339806125109258 153:-0.4526035564809134 154:1.616006735899943 155:-0.8525912451541705 156:-0.5266280619078502 157:-0.3693101820083338 158:0.01060791620751195 159:1.035594189782634 160:1.933386213113646 161:-1.518125648530903 162:-0.9066983482337148 163:-0.5988453506568002 164:-0.5472234233540276 165:0.5461081000344151 166:-1.566611168680462 167:-0.04573552476772687 168:-1.228254247518997 169:-1.570507968252981 170:0.5565987666165888 171:0.4153941453761829 172:-2.298327432025334 173:-0.4234498271799027 174:-0.8935542008771253 175:0.2865829910184614 176:-0.1326427813396044 177:-0.8580365242634943 178:0.5031687706344057 179:-1.984434313296972 180:-0.01991809101851032 181:-1.918275932684964 182:0.4313423428878644 183:0.2206817671643715 184:1.242407962790672 185:-0.1762084179241355 186:0.3791695706590087 187:1.123391231372369 188:-0.9405590926610718 189:3.140580274415692 190:-1.317340249045909 191:0.1838933351412501 192:0.6452695907895607 193:0.6443399462590402 194:-1.146865474498928 195:-0.3205025506834461 196:-0.2680405426470313 197:-0.5976642254015057 198:-0.2613802427357609 199:-1.31620701527817
--1 0:0.4267243035436195 1:-0.1737922102522857 2:1.051697025379927 3:-1.143549640540018 4:-1.010625631427577 5:1.917868820010526 6:-1.084851766089467 7:0.9098148891316189 8:0.4830271913139348 9:1.429606993544161 10:0.3437930046885397 11:-1.345150082668692 12:1.116872264998779 13:-0.4606313672188286 14:0.8340521574074787 15:-0.1817471107604239 16:0.4498131783444267 17:0.3644249503670226 18:0.5341852493726501 19:-0.8227323404469945 20:0.906648607887566 21:0.4115945191126617 22:-2.017432378079963 23:-1.295935132970814 24:-0.282068027057362 25:1.062875950279908 26:0.8651713276456118 27:0.02047238907540189 28:-1.759038463270315 29:-0.8015767717545322 30:0.8481811122750412 31:0.207234291730484 32:0.3146480058902285 33:1.258767803447472 34:0.1638942875438198 35:1.35777326061192 36:-0.2414131041033778 37:0.4875696540425175 38:2.123577315803366 39:0.4066277127815351 40:1.946669078155644 41:0.9768402327779945 42:-0.180122853608138 43:0.7261789504646733 44:1.36602624448521 45:0.6939541274993828 46:-0.6891641090965794 47:-0.5972016361793874 48:-1.058004588636871 49:-0.9526539890137129 50:-0.3113128664415043 51:-0.06498855900696138 52:0.3704096596697567 53:-1.052016509699859 54:0.6817674610190553 55:1.40058682360573 56:-0.4138070828956093 57:-1.376300170155536 58:0.5071745516115245 59:0.583807776569645 60:-1.011828840620635 61:-1.654646010457791 62:0.4843083663603334 63:-0.04537935216327587 64:0.8431622641639133 65:-0.6062921895688632 66:0.9773629767796518 67:0.9111868716298849 68:0.2896787722163037 69:0.5827323505149318 70:-0.1811744285624832 71:-1.722545729219368 72:-1.363594096417113 73:1.563367668986136 74:-0.1070087666090103 75:0.09926693988527534 76:0.3479296538871015 77:-0.2467535535372007 78:1.521958233803053 79:0.4343191066032087 80:-1.084718005438527 81:-0.9260606382401347 82:0.851049471073177 83:-0.9653110190572064 84:0.4634084680705379 85:-1.0924649948136 86:-0.08542283809016211 87:-0.2802681403124204 88:0.2521823878784369 89:1.322075681898896 90:1.488017348493616 91:-0.2255827814065475 92:0.4112723451671833 93:-0.4514305447004744 94:1.321599858795142 95:-0.4022647432934153 96:-0.05478795934622896 97:-0.794799881093577 98:-0.5351251190184199 99:2.196714382496111 100:-0.8645263429408043 101:-0.2627047395724756 102:0.4740861616277176 103:-1.533238018608998 104:-1.138769727172664 105:1.199156466172733 106:0.05642001150896856 107:-1.247930894475506 108:-0.6926831871281902 109:-0.1337415730113928 110:-0.8490524174987774 111:-1.57783973050023 112:-0.9383471039387222 113:0.309567425054459 114:0.7171775511814498 115:-0.07325337710055607 116:-1.091571359169395 117:-2.025650655111408 118:1.190858101218184 119:-0.7893737898448855 120:-1.120378340400991 121:-0.321749851858099 122:-0.7828923879586155 123:0.8165018965313645 124:0.01273678011391479 125:-1.45036059923114 126:0.3925340813593665 127:0.300552733578349 128:-0.5958232362839234 129:-0.3019228450782038 130:-1.12521943686144 131:0.6441599899872703 132:-0.5158802635069528 133:0.1332088527299063 134:-1.118577897365276 135:-1.074392441223948 136:-1.744194042967131 137:-1.513752036991659 138:1.680841682027077 139:0.4516437815744749 140:-0.5466284450787237 141:-0.05333647670224065 142:-0.1603460562980959 143:-1.067027361430663 144:0.3751413417130853 145:0.6828650537080508 146:-1.667311400691821 147:-0.5076170936578227 148:0.4139838521417906 149:0.1543714877206131 150:-1.36066928206945 151:-1.548426505300283 152:-0.723573756860026 153:0.9023835293594904 154:-1.037504467799574 155:-1.257240439015796 156:2.554747975956636 157:-0.0008177713445177534 158:1.117686116676377 159:1.138817889086449 160:-0.5557307526286515 161:-0.1076051586131966 162:-0.1494264787414835 163:1.570130639514379 164:-0.4917994081043724 165:-0.3392526218686543 166:0.7782773503298209 167:-0.1660974292474254 168:0.8075485230203083 169:1.353893426363429 170:-0.5955318244205435 171:0.4306479325896216 172:1.465445338526288 173:0.5996517185340452 174:1.031256987556021 175:0.09360129482104512 176:-2.316479116304285 177:0.4916500511273432 178:0.3672285571118839 179:0.201081934020152 180:0.0391551942077221 181:1.387855976357891 182:0.7513599995425984 183:-0.4277741907932491 184:0.2445307432910622 185:1.671883977875569 186:-0.242329700654511 187:0.05875696956416239 188:-0.4885127466756977 189:1.349177329128886 190:1.047554568253804 191:-0.3885935498207014 192:1.891864972767422 193:-0.08373003417521827 194:1.217121614916453 195:-1.320747370822595 196:-1.412490512431297 197:1.634481477868943 198:-0.4748484686842808 199:-0.6919751650817988
-1 0:1.105829156386463 1:1.92018027268498 2:1.342109337634165 3:1.337713667059513 4:-1.006337596227061 5:-0.5608844668336418 6:-1.548255578032202 7:0.7388017055106497 8:0.837932883342166 9:-1.401477127094868 10:0.1153629284845057 11:0.5908341789486581 12:-0.2734223205980313 13:-3.306454273841887 14:-0.5747406521358872 15:0.8085899076665738 16:-1.792611038323343 17:-2.010572310591161 18:-0.5723941228231448 19:-0.8674439030915937 20:1.584506846342671 21:0.5502185075779771 22:-0.4495633165365019 23:2.053181280723777 24:1.04466573765864 25:1.310187313401199 26:0.9970432544877303 27:-1.93313255236331 28:-0.6263719416371385 29:-0.1654421321351201 30:-1.169181799968889 31:-0.1951549540738464 32:-0.9729392792820293 33:1.488215347595715 34:0.836238074401607 35:1.139635812382905 36:-0.09575240790260327 37:-0.1227526058537907 38:-0.1344254796975589 39:-0.505028289618293 40:0.6106004671329583 41:1.945917999255057 42:-0.7465031343612706 43:-0.6297751760694719 44:-0.667300434350251 45:-0.3991903134358142 46:-0.8774728315111211 47:-0.842919094098635 48:0.1976368598326901 49:-1.111684673714834 50:-1.125800142772339 51:0.5267290874228039 52:-0.2509503673877233 53:-0.06057448432124999 54:-1.94556825377033 55:0.1909364455257763 56:0.6263002905250268 57:0.08744456404710274 58:-1.676012135655821 59:-0.4412914488399057 60:0.3814119603932173 61:0.1522394169379636 62:-0.02450013725776688 63:0.8610989604726813 64:0.6119746814984254 65:-0.1811214081070975 66:-0.07943914847312047 67:-0.461074345769877 68:-0.3183479403282513 69:-0.3552432887486318 70:-1.086388584818897 71:0.9300603725577172 72:-1.429784353924632 73:-0.4819182878628619 74:-0.9065363622491175 75:1.204745145046022 76:0.08318390495322815 77:-0.07908417168805448 78:-0.9811270740720928 79:0.4853154106686065 80:1.072515898997045 81:1.104553855359732 82:1.610021411027687 83:0.9170693586932236 84:-1.359867969594165 85:-0.6185864566099725 86:-1.173653623112961 87:2.262720165236165 88:-0.6283688270899128 89:0.1994618305194939 90:-1.92352497669587 91:0.08436861824552391 92:-0.1309316257540611 93:-0.8514749517474375 94:-0.239628527634246 95:-1.507199278110502 96:-0.5655541163739212 97:-0.6447419877958716 98:-0.1604856838636852 99:0.2573331243891276 100:0.532751873985527 101:-0.9993910429617602 102:-0.6880105149088476 103:-0.1027285564907552 104:-0.4077694816518518 105:-0.7390154060149635 106:-0.8799473046859875 107:-0.04254074984981449 108:0.9468178334020769 109:-1.145513137734378 110:-1.016260050895044 111:0.9048129027497366 112:0.5840057860334689 113:-1.325936064349167 114:-0.8422262496672527 115:-0.5725222651806712 116:0.6944224229040531 117:0.5675324828679507 118:-0.7059587503379177 119:0.4027560911031424 120:0.04041991893548182 121:1.762981318471923 122:-0.2695681223001353 123:-1.95321397377335 124:-0.695626353808307 125:-0.2583965198027721 126:-0.5060612555063296 127:0.7018697433913975 128:0.5396140661725554 129:-1.886845868711339 130:-0.4974040296616274 131:0.8557512178143671 132:0.2560926511113684 133:0.453061320923228 134:0.1877231254608746 135:-0.3229781575054595 136:0.02252887961753829 137:0.8713271915919765 138:1.153609703088146 139:-0.6490607681067123 140:-1.659961722315787 141:0.448066171548347 142:1.287643128256041 143:0.549768169860934 144:-0.4790601254812157 145:0.540551707274264 146:-0.1915398949825399 147:1.102616307022753 148:-0.3374636508882901 149:-0.102200385351283 150:-1.199250998560034 151:1.117323267238185 152:-0.4510342806240797 153:0.8319323172230356 154:0.9158078617838596 155:-0.1029492638487963 156:0.5012427939384002 157:0.4757281145555571 158:0.209469291105146 159:-1.346473387785476 160:-0.4048222929216902 161:1.642982206686339 162:-0.4901509577039976 163:-1.73597330475257 164:1.339569641856557 165:0.911427684733184 166:-0.2515819111941746 167:-0.5380284608487623 168:-0.004218811217400693 169:-1.656931247698559 170:-0.4056591602262178 171:-1.906019049556831 172:0.8109581907718871 173:-0.4508349006699894 174:-1.056281141019845 175:1.544531428276828 176:-0.8267683666360633 177:-0.2939649225168889 178:0.2294985842253765 179:-0.0752695121493064 180:-0.2164625156645763 181:1.51044046342345 182:-0.1077171766083853 183:-1.166658161309642 184:0.6847128916257407 185:-0.07527880544527568 186:-0.1439694632124565 187:-0.3878752654096357 188:0.7269552534053016 189:-0.1549350263390633 190:0.7264904313522327 191:-1.58533041214534 192:-0.2695238850546696 193:-0.6447328992434407 194:0.2406914103349231 195:-0.9439434667690695 196:1.081669609541157 197:0.4328736831138741 198:0.217367178257151 199:-0.4132441877025082
--1 0:-0.8279852414752608 1:-0.657852391179932 2:-0.9233074679696849 3:0.627420376329951 4:-0.3382217145871225 5:-0.8512788025538721 6:-0.06344547477876665 7:-0.3994486895169058 8:-1.175455876955097 9:-1.140021290771249 10:-0.5285248586209041 11:0.4602199621669792 12:0.8110871955937037 13:-0.7385735330832205 14:-0.5957840801778715 15:2.028671040028005 16:0.5812084103431817 17:-0.9138567828800521 18:0.1475186350786801 19:-0.4060955363955647 20:0.7558668800549307 21:0.8126319628093611 22:-1.674661508037948 23:1.672161461935264 24:0.1274578049785774 25:-0.3991082015056761 26:-0.4807272680233851 27:-0.1127673435673997 28:-0.3181331895520529 29:-0.5742329343221804 30:0.6347138765775948 31:-0.7600420231574168 32:-0.7035780895401621 33:-0.3219857462540988 34:-0.8580344912253436 35:1.076939412751912 36:-1.311600535365184 37:0.2280974385347503 38:-0.4766242569947119 39:-0.04990630202922271 40:-0.0773017090090389 41:0.3986644806260441 42:-0.6327473466145029 43:-0.755794354160746 44:0.2706586611873958 45:-0.167629955724312 46:-1.219024833943216 47:0.9758613509148012 48:-0.3215344057274916 49:0.5110579766855032 50:-0.08341007236773065 51:-0.3946950706828442 52:-1.125016200515963 53:-0.6904843891260593 54:-1.16836508653504 55:1.077909194618127 56:-1.19757881532494 57:-0.4406618260984914 58:-1.277600625399836 59:-0.4713205474993293 60:-0.3583554038879314 61:1.205714169818254 62:0.1384766175300167 63:0.6415686804079725 64:-1.032738047281238 65:0.6139888807788337 66:-0.6492044923143975 67:-0.717918058284733 68:-0.2636669449198979 69:0.4239198192865866 70:-0.96422683990045 71:0.4313147163573756 72:1.289105980796613 73:-0.2014015073711259 74:-0.9709121559334729 75:0.3801414341570211 76:-0.3559473293389239 77:1.406481535006155 78:0.1371166704239138 79:0.9963522053695276 80:0.5447378165884341 81:0.5536767006223297 82:-0.6858040990951965 83:-0.8190121226433538 84:0.6872136294868605 85:-1.324852336270848 86:0.09422521558002293 87:-0.2693545190310286 88:0.02748043090086816 89:0.8558389173429461 90:-0.1846572828171679 91:0.391342456172141 92:-1.270717452669301 93:-0.2623756870456581 94:-0.4204976214246058 95:2.127341631285717 96:0.2783417396303187 97:0.5720940427329005 98:1.33642564999872 99:-0.5123769061087278 100:0.06205595421431006 101:0.2964736241156277 102:0.9398334602684305 103:-0.3060403502273443 104:-1.762109947880584 105:-2.889732563281592 106:0.5641886909568868 107:0.6829287982293825 108:-0.3572707511087678 109:1.795900568213535 110:-1.166159758859509 111:0.3590366069459911 112:0.5794050212468397 113:0.6177277799896692 114:0.7469293576040974 115:-1.19471124955793 116:0.5178369491527874 117:0.5947823582063131 118:-0.1537490778758163 119:2.027365628063802 120:-0.2896852212645625 121:-1.977110332354467 122:-0.01777463044859699 123:0.1288092661090929 124:0.2398885730879285 125:1.594479282632758 126:-0.6151957291905463 127:0.7897507946002899 128:-0.5084312430056964 129:-0.8911117726972358 130:-1.423512477321358 131:0.1714178855435694 132:0.101333816109098 133:1.138949514987767 134:-2.008673191754956 135:0.5198547143551514 136:1.458766168989778 137:-1.171952987278732 138:1.514460655523547 139:-0.9488772216521494 140:0.3597275321517128 141:-0.1088697986933415 142:0.3455376147833976 143:0.4082459627459074 144:0.1648813800781316 145:-0.3993291091462631 146:0.8122651919820421 147:0.5783611916042168 148:0.4299651198313804 149:-0.194857769142162 150:1.149922999084753 151:1.778073590056405 152:-1.996184048782504 153:-0.155420157754029 154:2.066009078055725 155:-0.5984106546350215 156:-1.569088921609888 157:0.4358389306682248 158:0.0214129325099859 159:-1.394318128976397 160:0.3722164579840305 161:-0.2521064868968217 162:0.661022232004629 163:-0.3153951230992305 164:0.2815294176447058 165:1.160616723154282 166:-0.5715239026201125 167:-0.8430467907949721 168:-0.02923474967511367 169:-0.8726759004724963 170:0.9367776424508035 171:1.269432557882001 172:0.6496762317907265 173:-1.433529664227356 174:1.063196658665634 175:1.426416180790795 176:-0.4949945441605251 177:-1.793100197422566 178:0.380252107760371 179:1.178101443059236 180:1.528717324421294 181:0.4442303197722047 182:0.6670262490480695 183:-1.006557401210936 184:1.535711302799739 185:-1.004613213848483 186:-0.8279266445009184 187:0.8259299379665471 188:0.3533127557276183 189:0.5382818932336086 190:0.182031625693664 191:0.2463666942051531 192:2.505853296069905 193:-0.7285264857852204 194:0.9666787846794556 195:-1.584008143472667 196:0.4340366263978502 197:0.5151436065044255 198:0.2856577288181069 199:0.02310058078023929
--1 0:-0.8773384144445283 1:1.472438078991879 2:0.7217237969582504 3:-0.951457889785987 4:-2.226118730047831 5:0.2992216606959912 6:-0.5097901918613313 7:-1.073291764872567 8:1.63815271649288 9:-0.5936012785471434 10:-0.4799911151280766 11:0.8234409260224891 12:1.099344103639559 13:0.336578188659964 14:-0.07511347588267929 15:0.5143737404527732 16:0.4596494639137403 17:0.9371951760065378 18:0.5145850367421124 19:-0.6756101829989483 20:0.04972444772744733 21:0.06859123542858686 22:0.8922783844731372 23:1.75843957657114 24:-0.1619382423148006 25:-2.376800642493758 26:0.3981942522273671 27:-0.9991526292713138 28:0.6168684919314474 29:1.339260629910203 30:-0.2301305409485319 31:0.9083545126661042 32:-0.1482993563887019 33:-1.266039486168843 34:0.5607324119428747 35:0.8169885178909045 36:-0.1329904203989494 37:-1.327764657073129 38:-1.875046010084283 39:0.5631007019023685 40:0.9240720209348281 41:0.9217066582160188 42:-0.4696733457684253 43:1.454546058350661 44:-0.3885626205056193 45:1.047610424333624 46:-0.03928299458664392 47:-0.2152916238494067 48:0.07608195638904963 49:2.0086300147872 50:-0.9570563893445099 51:0.7682963461908122 52:1.112564361753459 53:-0.1380898403372764 54:0.6836585874708981 55:-1.108663424895192 56:1.764312210616042 57:0.3775492888532316 58:0.9204505197946773 59:-1.34190670788657 60:0.6633078016940451 61:-0.2425395540418479 62:1.028753057590116 63:1.092902827158053 64:-0.6859889888033539 65:0.1438587605922527 66:0.1324032814042794 67:0.528212029446344 68:1.611253580647092 69:-1.56720963942139 70:-0.6977205602471241 71:-0.8366684359191929 72:1.133631891663568 73:-0.6726521057354913 74:0.760667130352834 75:0.9872776746919695 76:-0.2388242942939091 77:-0.9020008933879947 78:1.352041814527829 79:1.262587264350893 80:0.2179248564990584 81:-0.7300087538012806 82:0.9973422185841155 83:-0.868019002934729 84:0.7311638096592059 85:-0.942756531225957 86:1.936253919659172 87:-0.6519295595749632 88:0.5595192697354004 89:-1.114274338467494 90:0.08482725604247064 91:0.344672743914941 92:1.326350251395793 93:-2.117862605986858 94:1.57558469208459 95:0.40004474270875 96:-0.004237605890705061 97:-1.962793561528504 98:2.660520715453678 99:0.2652694460819601 100:-0.8573255179114287 101:-1.57896764042682 102:-0.600471939514729 103:1.022552667298717 104:-0.5044394294297483 105:-2.109585084049318 106:-1.070951267140935 107:0.2882837534857091 108:0.4340707258471057 109:1.701348629622366 110:-3.140414961572781 111:0.759064037772529 112:-0.2694008773315791 113:-2.295331886596453 114:0.6191268058530984 115:0.03297082473183299 116:0.3954227803834124 117:-1.859842298508653 118:1.221839539823546 119:0.3354378741762754 120:-1.985709898383008 121:0.5164752070625647 122:-0.02072263481816326 123:-0.4610068008999634 124:0.5422112872711314 125:0.1717333093272515 126:-0.8070491860614186 127:0.6074908060717696 128:0.1998959936804215 129:0.2198692348901951 130:-0.6873336820211158 131:-0.9554656852049918 132:0.6800672709648845 133:-0.3580462649956938 134:-0.7471588972103922 135:0.1943985116566649 136:-1.156179823880614 137:-1.343421230279811 138:-1.697765196079907 139:-0.4617062608422663 140:-0.7052133693072083 141:-1.126034978847496 142:-1.035679290619661 143:-0.6769086578920233 144:1.633770843235099 145:1.337929726551108 146:1.585809514862619 147:0.1441973008935167 148:-0.4505822462002568 149:-0.316329457639353 150:0.04153223296524743 151:-1.070043196624944 152:0.07014146615059415 153:-0.888780521799358 154:0.6178587164784353 155:0.4730312954960701 156:-0.3300624763192646 157:0.1663085472896536 158:0.655988548628006 159:-0.9992966215086699 160:-1.303790513870803 161:-1.110227746552281 162:-0.2647241824172511 163:0.04408497623983453 164:-0.5536601452609 165:-1.640308359994342 166:-0.988544693486187 167:0.3499487832506831 168:-1.68721163521741 169:-0.6322930188944446 170:-0.9753364464065107 171:-2.227391872236331 172:-0.219196325358206 173:-0.4200774677317382 174:-1.104174861822199 175:1.481760973594099 176:-2.054072782517641 177:-1.122617369602676 178:-0.7126559329674945 179:-0.8671184182130968 180:-2.172289973696346 181:1.507977704724388 182:-0.4123540656397341 183:-0.6513805606332377 184:0.6261456611277232 185:-0.1415628682153793 186:-0.3590924410597199 187:0.8170311913883418 188:-0.2494147179550613 189:1.046612617704753 190:-1.181296169114455 191:0.1275701464705848 192:-0.7263639886624691 193:2.158268485879094 194:-0.3066516877955864 195:0.7202106291900965 196:0.02945476407941519 197:0.06542185638457305 198:0.9990077131185328 199:1.514673403495345
--1 0:0.9369471508402156 1:-0.9122868566553748 2:0.1363567976753551 3:1.221015024397047 4:0.1651180948988051 5:-1.082166300265083 6:-1.127397637644951 7:-1.059565835543429 8:0.6312463507387742 9:0.966570082927335 10:1.688629832337299 11:-0.2358836459407795 12:0.2529110075061924 13:0.9235031279462786 14:-0.4938173089566216 15:0.7232613876433259 16:1.457327256844899 17:0.7654549515539834 18:0.8543340618148932 19:-0.4695797617133304 20:0.6896695687989965 21:0.3481168291607682 22:1.574078760426006 23:0.4870829794335039 24:1.79123459537389 25:-0.286950092227262 26:0.6043892899637818 27:-0.9072475528456164 28:-2.110576000928508 29:-1.473922617179269 30:-0.5420480412318054 31:1.322244907070598 32:0.1760347740961803 33:-0.7339810375556514 34:0.03853254645977744 35:1.006449044178805 36:0.6918117021194482 37:0.7648055605363171 38:0.5978978401918265 39:-0.7375019622179375 40:-0.03267593096674212 41:0.7263206831963102 42:-1.139451952825125 43:0.1556439085178866 44:1.392402962870494 45:-2.941403313819438 46:0.8141132153392421 47:1.851874940636151 48:-0.5073518376462212 49:0.4273020183619402 50:0.3159860669829498 51:-1.098404320103089 52:1.848444313361598 53:-0.8871706232401863 54:-0.6946850263268649 55:-1.013712641070182 56:0.8715857015854194 57:-0.7202183420545872 58:0.4544477804807584 59:-0.7919624296467018 60:0.7830038757778327 61:0.2302597636728326 62:1.229751652770342 63:-0.3074947696794129 64:0.351989533706064 65:0.1381678448808369 66:0.2406515770922628 67:0.8782511398762444 68:-0.2952709768624788 69:-0.2191239070511732 70:0.7410662823569844 71:0.004637338468901097 72:-0.8016377831031938 73:-0.09598455980272451 74:0.3716274567555761 75:-0.864356555492679 76:2.086999972329834 77:-0.8425986804506042 78:-1.493825300881139 79:-0.2109480496591295 80:-0.6313213826273331 81:1.079851629556652 82:1.178428769411531 83:0.631358256178973 84:0.5331505754493998 85:0.8073509964568133 86:0.9315553301865449 87:2.619282034552795 88:1.092008247864773 89:1.905037539904533 90:0.6767766434657186 91:-0.9518046357578673 92:-1.447339529350183 93:-0.3927122972757645 94:-2.388469170262602 95:0.1100930169739672 96:0.9451784159513793 97:0.05479411494435924 98:-2.20052935160491 99:0.05099174144799048 100:-0.5275848333302346 101:0.2135808989722197 102:0.7461612696538596 103:1.027434134501398 104:-1.414203311987331 105:-0.9803602644048826 106:-0.8452209788111338 107:2.205281306670487 108:-2.411803295214021 109:0.6416275289038904 110:1.527445506747279 111:0.4738843759913033 112:-0.1299480506362576 113:0.2012593592208412 114:1.809223458038277 115:0.9812339341987147 116:1.040980794681218 117:-0.82598797113362 118:0.4524827543722438 119:-2.203369873082284 120:2.179186718067363 121:1.40321833762577 122:-0.09639056522556698 123:0.6554271879711303 124:-1.24603867674764 125:-1.75699511692325 126:-0.5988450018506238 127:-0.9849108438072717 128:2.381880931465093 129:0.1457328236400829 130:1.9405424451073 131:-1.311503372258862 132:-0.8045227710686387 133:-2.028410327916518 134:-0.3451078695235506 135:-0.2524440056815518 136:1.141725008559325 137:-0.9135750501653439 138:-0.1074164456460959 139:-0.03738167770399037 140:0.2950557191599086 141:-0.9837469092433966 142:0.9604932607735754 143:0.5491529819309169 144:-0.2263753627901979 145:0.2939064849506822 146:-0.4884648242381802 147:1.249678344210361 148:1.091783220093645 149:-0.5480411342872495 150:-1.72575394450497 151:0.3119090896448933 152:-2.20406838075578 153:-0.4900089637103611 154:0.8202983392507087 155:1.326536147899948 156:0.0341177888057904 157:-1.158220236797604 158:-0.7050418014861501 159:-0.3862832729994056 160:0.04007267154957616 161:-1.577421835349084 162:-1.150501804069475 163:-0.7044077143223113 164:-0.9155449450314235 165:1.568170127618563 166:-0.1900912698821443 167:1.044282182412034 168:0.7600599845115396 169:-0.1958350940457506 170:-0.566040317854595 171:-0.6987530086739125 172:0.07966997307282851 173:-1.55824795514506 174:-0.1649232638968176 175:0.4337002869151931 176:0.9142181541626239 177:0.287703624328541 178:1.050661019785035 179:0.7944866187921636 180:3.339385692645561 181:1.139049785499968 182:-0.1673641670254395 183:0.2025710987565865 184:-0.550069809392938 185:-0.3477494568165666 186:0.2055413494113708 187:-0.5085691932675649 188:-0.05657833784782489 189:0.3314324884739324 190:-1.36703779357976 191:1.06146978730067 192:-0.9123126629904814 193:-1.847792800771701 194:0.2964178265636948 195:-1.361101045865038 196:-2.181704961241912 197:-1.248682520616353 198:0.05216257049407856 199:0.777304119939297
-1 0:-0.9874687494141992 1:-0.1917062640287283 2:0.3517508427862592 3:-0.5309133418975022 4:0.6314700812307985 5:-0.7031166253147887 6:-0.2902722760406349 7:-0.1402251554760112 8:0.9181249582200512 9:2.577831871818893 10:0.6657054519600629 11:1.407848021306669 12:0.1966151881824005 13:-0.3052548680250549 14:-0.2132569853427873 15:0.492545752338273 16:-1.476444222001851 17:-0.3030039324680309 18:1.196600040360543 19:2.459562426229147 20:-0.5969582116312125 21:-0.5792952238305057 22:-1.229819461048343 23:-1.587731112301941 24:-0.3545707885721506 25:0.04598799090163717 26:-0.5392166469058284 27:1.385096438969845 28:-1.712949074527055 29:-0.3013544640226636 30:0.2305136902734956 31:1.031197143974945 32:0.6361575689401205 33:0.5125156853628063 34:-1.899866022066744 35:-0.4766632618049514 36:0.8241655039769447 37:-0.6702029666874947 38:0.3696613843501467 39:-0.3274953916271662 40:-0.07519636011890146 41:0.0606687367206116 42:-0.589819108666735 43:-1.136119572823092 44:1.45308889060741 45:0.3767258148924707 46:0.4831498101067811 47:-0.09743609445346608 48:-0.4462130741309374 49:0.5318118762760452 50:-0.4017932576464955 51:-0.2423614490357065 52:0.4484520954582153 53:1.628184323430659 54:-0.7529366156012647 55:0.03176592239501623 56:-0.5211789566951298 57:1.021957456238004 58:0.3928543685843734 59:-0.05142160318566498 60:0.3132222724032806 61:0.6478291581224208 62:-0.0310050954876505 63:-0.4577004796461107 64:2.247689412777121 65:1.073306611577802 66:1.00668591884069 67:3.658763395095166 68:0.4766442000449362 69:-1.838432767578102 70:1.503465610712451 71:-1.544676456283365 72:2.042466203002995 73:0.275512031780013 74:0.3628289548665024 75:0.3986136005352783 76:-0.4703187608737064 77:-0.4268758387126056 78:-0.1681253422239808 79:-0.9359141787154412 80:-0.008583360848216004 81:1.11354007672872 82:-0.4933577608892191 83:-0.4032712178918696 84:-0.1272336393457983 85:0.9525516396790834 86:-0.9246347803448031 87:1.087111726943492 88:-0.2908314459951337 89:1.75415018312701 90:1.33502827204572 91:-1.396619301374229 92:-0.5568350015317026 93:-0.6782357943085278 94:1.701677072210462 95:-1.315174799576553 96:-0.3296738502440796 97:-0.982896381092791 98:0.1575587253544247 99:-0.4919864235237874 100:-1.38035234155484 101:-0.1660848430613232 102:0.7967822823324321 103:-0.6166933102749035 104:-0.4697005585138662 105:-0.519563463734061 106:1.042038001631952 107:-0.2251550209378352 108:-0.2871484325853961 109:0.8075321768786838 110:-1.343088223565071 111:-0.3882761057150217 112:1.609931892866301 113:-0.7716794574355742 114:-0.9624776660979731 115:0.4464484640491023 116:-0.2553964740855095 117:-0.2109001606422839 118:-0.658646230554877 119:-0.7066617706761146 120:-0.6577490203656705 121:-0.5221426740740978 122:-0.2069664171167826 123:-0.860461612264061 124:0.2475100147205595 125:1.920344200142257 126:0.8583112641593469 127:0.8947968995792898 128:0.6567150155958851 129:-0.3593976390945806 130:0.1271595067995003 131:1.814957990984962 132:-1.654001071343631 133:-1.685820670990038 134:-0.7835152053044615 135:-0.4079554003456604 136:1.516013465412611 137:-0.08620249755979281 138:1.989021940783488 139:0.2917483445539333 140:0.6927158089659815 141:0.1602926390277973 142:0.4325355691045438 143:-0.5974961052040874 144:0.2984126973512581 145:-1.011289552954822 146:-0.1542907234208067 147:0.004581515673577225 148:-0.1043740941075987 149:-0.7516708024469305 150:0.875600731621613 151:-2.194786013577258 152:0.8352388235105355 153:1.395078091351924 154:1.502966999612846 155:2.377183350373382 156:1.040614145574733 157:-2.342826647483502 158:-1.130412522459729 159:1.751301083351728 160:0.07254070219525731 161:1.192195504386434 162:-1.183301038648167 163:0.8371597781853767 164:-0.3660908987577262 165:0.7016514271132375 166:0.6755287028149427 167:-0.3437917619541381 168:0.7277571175598709 169:0.4471860616094651 170:-0.3444962539937251 171:-0.3220616208067246 172:1.041294844486738 173:-0.1032772577957833 174:0.3272294137185355 175:0.734688173653257 176:0.5705420533697592 177:-0.9536098783514201 178:-0.3114967960346016 179:0.8150831560112904 180:-2.479611996832458 181:0.5940062558694765 182:0.4608680700520897 183:-0.3978470990152595 184:-0.3582871961473073 185:-0.8813269515177684 186:1.043880194235583 187:1.087731108002505 188:-0.3763371077692432 189:-1.621809520710996 190:-1.154760850924389 191:-0.7351116631036223 192:1.394227121419761 193:-0.5009205745837839 194:-0.5939846025432031 195:-0.3494903740083008 196:0.3423172914308925 197:1.349863326214735 198:1.811791014145524 199:-0.08556228844817954
--1 0:-0.06948405971796894 1:0.0007435618791163305 2:-1.750150989501667 3:-0.3648244745644368 4:-1.194732375114521 5:0.889158189864152 6:-1.308431535883897 7:-0.6097096830360741 8:-0.1181226607549783 9:1.206955227561267 10:-1.061304839393694 11:1.74139730858808 12:-0.6791945117653312 13:-1.751594756775334 14:0.2797147698001183 15:-1.180235267035799 16:1.956484111032553 17:-0.05626028199310235 18:-1.4004183537286 19:1.183033270697481 20:-1.383818690280519 21:-0.7612819806273833 22:-0.8477380284389106 23:-0.6533412898549208 24:1.072958144828505 25:-1.09747739641381 26:-1.202781792769007 27:1.035313953232884 28:-0.2708744351098871 29:0.414771547646361 30:-0.4245218089269651 31:-0.8843327116999261 32:-0.6837964384957664 33:0.9714587950644744 34:0.9522086316130994 35:-0.9309718877427881 36:-0.5756628838646942 37:0.1488678325205686 38:-0.08507689282952953 39:-0.2577676888024085 40:0.07973871614091566 41:-1.349813211569328 42:0.08656416844226555 43:-0.1533313393975855 44:0.5002805595098535 45:-0.940881452869243 46:-0.8080486400339777 47:-0.04442280284722974 48:0.8419607196358911 49:-1.22020887431004 50:-0.2036518562790944 51:-0.2518152486393499 52:-0.5312285652069356 53:-1.524523803408205 54:0.4758559489120286 55:-0.3113208562021491 56:-0.8269058686193166 57:0.5971161746185163 58:0.3782272158199557 59:0.612410237041276 60:-0.5937142650104381 61:-0.09884847183965582 62:0.5603599904504458 63:0.8919868220772681 64:-0.3977914542438845 65:0.7145431238967299 66:-0.1057509961911971 67:-1.09212236927714 68:0.9370857003367968 69:-0.6433714392776259 70:-0.01408467835867545 71:0.4819162521024786 72:-0.4301825313573014 73:0.7730143452013788 74:0.3941734573380691 75:1.15636779580324 76:-0.5649563452116857 77:-0.1752472649244405 78:1.503456296147098 79:1.509388909437582 80:-1.549500064157137 81:-0.3482502018528253 82:-1.322739338944913 83:-0.02040505458104434 84:0.7646601575134179 85:1.180043536592155 86:-1.0128112290312 87:2.720967808813991 88:0.1399920257095755 89:2.331962378731157 90:0.1271644213234558 91:-0.4376020521183855 92:1.097832320619775 93:-0.789688472161406 94:-0.7705410735239778 95:-1.224839947199384 96:-0.3864973878926594 97:-1.377614214440077 98:0.5343896438106988 99:-1.822905759145196 100:0.670203125310992 101:0.9216505293275541 102:0.2377260249904379 103:0.9342782254423373 104:-1.087248271003823 105:-0.1850975293924623 106:1.258372540023196 107:-1.251250743897823 108:-1.062892096210797 109:0.7269320383963022 110:-0.4211210434522989 111:1.545458815109624 112:0.6768280149185905 113:0.2389305879034528 114:0.3894533741486203 115:1.308671461695805 116:-0.7251616060625283 117:2.324062786101851 118:0.1568032695165705 119:0.05856761830994916 120:0.3826084481897178 121:-0.7254809053047641 122:0.06087570022676213 123:-0.9944117956291951 124:1.629145246764411 125:1.782967699909944 126:0.9136875774367116 127:-0.4257150482668323 128:-0.6926914215233515 129:-2.586169315109339 130:-0.1438503608109026 131:-0.2889863087473402 132:-0.2140006012338616 133:-1.309441672541618 134:1.078184633407246 135:-1.111415284526863 136:-0.8356912037439899 137:-1.753137422847239 138:0.1623730108595448 139:1.646858218601548 140:0.3828957129677906 141:-0.2094951092874194 142:0.5587925350726334 143:0.9771670562281476 144:-0.2918903620219274 145:1.35328319457437 146:0.1439072188244555 147:0.5614783130998414 148:-1.509382650500134 149:1.003462905835813 150:0.5789380546579999 151:0.6067282472044453 152:0.6295462008625912 153:0.7193641856139025 154:-0.1867310470749959 155:1.081918335414624 156:-0.7296482433082293 157:-0.02726444506340928 158:-0.5838745276579829 159:-0.7232105417254197 160:0.09186329356073283 161:-1.767509915577951 162:0.8256741867288011 163:0.6437618000678862 164:0.6817717899742443 165:-1.749608857481188 166:0.6135494027867499 167:-1.310754021232539 168:0.3911871282837729 169:0.2068125497164568 170:2.030811720558672 171:0.7784795411605949 172:-1.489876226800702 173:0.4430343536188649 174:-0.7328784905106034 175:0.01684291018491238 176:-0.09752460124219342 177:0.2529603393392444 178:0.9208679522714783 179:-1.035325711655124 180:2.516139330184912 181:0.0167313492970333 182:-2.185794553390494 183:-0.01924071384468241 184:1.253339602940861 185:1.987066981925855 186:-1.339950052439522 187:-1.06261870297374 188:-0.7216607184818102 189:-1.18264237073538 190:-0.6241451149175968 191:-1.065758228763995 192:-0.3624583259828133 193:0.5551854658621007 194:0.6915083583086897 195:1.146384365050179 196:-0.6702667715668095 197:0.5165205731377637 198:-0.3497156732788572 199:1.526401996268612
--1 0:0.1845506278005976 1:-2.341135026768105 2:0.7162773580273885 3:-0.559414119787321 4:0.6990795743562475 5:0.7758455725441322 6:1.569546856036041 7:-0.7761586032216486 8:-0.281792947528866 9:-0.1743128686647513 10:-1.507359363385308 11:1.241023628598618 12:-1.325262702665979 13:-0.9758993989863708 14:-0.3798617278371534 15:1.473274198845306 16:-0.05533558385832574 17:0.9316707356614515 18:-0.5653036298187716 19:0.2500665428481343 20:0.3072115073281935 21:-0.5707380789265227 22:0.8288975104082326 23:-1.079765629741104 24:0.009826559550211649 25:1.699825854253202 26:0.139092159282962 27:0.7399199404128897 28:-0.2024835117258283 29:0.8352451196345936 30:1.023420741108324 31:1.625187809184144 32:1.417697878285399 33:2.431386388407357 34:0.2244982720041996 35:0.06694720067289706 36:0.8285843327139443 37:-0.02185746556534868 38:0.1942667838016296 39:0.746441318263304 40:-0.9210098356710544 41:-0.1866997338648738 42:0.4801268191749521 43:-0.695320036212367 44:-0.565634350981654 45:-0.3575494617566313 46:0.508636922310966 47:-0.1519701871222329 48:0.8591008842384042 49:1.027131360580223 50:-0.5074384849843737 51:-1.400091267920909 52:-0.4136714976833478 53:-0.703454297075943 54:0.01214179203293945 55:-1.059846417559037 56:-0.900667080548879 57:-0.9285924693255756 58:-0.2320199113188047 59:1.354898083019642 60:0.9416102710898898 61:1.504276512917524 62:-3.293304215034892 63:1.138470339727315 64:1.17869215346091 65:1.348383867737595 66:0.01323963390323304 67:-0.2734532858428887 68:-0.5905925332933537 69:0.3338276194306907 70:0.7609389784543317 71:-1.663805513343986 72:1.107014495239819 73:0.2217397465683973 74:-0.9188345016584856 75:0.7587389116409082 76:-0.008694115570884391 77:-0.2645597691219432 78:-0.3300498016246651 79:1.487498255009579 80:0.3364183738394965 81:2.355746398981138 82:-0.8453835023080952 83:-1.868999394207855 84:0.05648863662720672 85:-1.245990150417694 86:-1.397971993793459 87:-0.5566810212157501 88:-1.24765393965519 89:1.130002525236699 90:-0.9864432797456909 91:0.4390209469738055 92:-1.616151938194607 93:0.1239140705754047 94:-0.5994511222815097 95:-0.620644701854717 96:-0.8496516110775186 97:-0.1180431410799129 98:0.5855497384898168 99:-2.220688037410681 100:-0.204039388900599 101:1.08385733991619 102:0.1372421554000945 103:1.133638862914922 104:-0.5709164749070607 105:2.027986239376761 106:-1.417797566160161 107:-1.46416140452689 108:-0.5021897330857608 109:0.1193765604926038 110:-0.7987612329896109 111:0.2228682641625083 112:-0.294831320108798 113:1.247163451494981 114:-0.5799711015537334 115:-0.1065724541852295 116:0.6370452784489565 117:1.749687084236585 118:1.254329296891037 119:0.5912159535757679 120:0.9955987994813027 121:-0.1882794809586181 122:0.3629281720647722 123:-0.2054881775008938 124:-0.6210805956750808 125:0.3622464572697884 126:0.9768064793052789 127:0.7562105740255044 128:0.1795879757231563 129:0.2128518397128141 130:0.6145795777759212 131:0.427339117469636 132:-1.401068036585468 133:1.142402121857611 134:-1.592476390044965 135:-0.3057779319492635 136:-1.057496506498044 137:-1.959754882213157 138:0.974920076880515 139:1.168453585372256 140:1.41276793638892 141:1.223642040625754 142:0.1303780617058374 143:-1.19197553099696 144:-0.06518785089436968 145:0.6023793965159497 146:-1.065003657405257 147:1.20227160940799 148:0.4947584010237577 149:1.322985909472391 150:-0.05109098923333557 151:0.3114116319372948 152:-0.3077295590855403 153:0.6233294730159636 154:1.154392382460345 155:-0.3953018325306761 156:-0.5502898942310354 157:-0.7524991463665518 158:-0.1364648432713046 159:0.6773049478526683 160:-0.1327451495738037 161:1.41584116061355 162:-1.759363754110524 163:-0.393147152362876 164:-0.9635069454508531 165:1.543708149494201 166:-0.2457006088724194 167:0.6735438775891988 168:-0.2189360715310739 169:-0.7549347214664646 170:0.9494622145930207 171:0.1201140413781646 172:-1.185179211618377 173:-3.145566264706314 174:-0.1130616871586695 175:-0.9574715620042216 176:-0.7773454009210055 177:-1.169451505204566 178:-0.6085820866099673 179:-0.3540993986892398 180:-1.330837298517606 181:0.2604023573903468 182:0.2078117468513197 183:-0.03173844424762649 184:1.697345386227686 185:-0.3750153995544935 186:-0.1148187260052863 187:2.1549008138563 188:-0.8832045510426493 189:0.8909564719080645 190:-1.050441421921354 191:1.898057211991479 192:0.1497679648973837 193:-1.820066176836127 194:0.7078774650386317 195:-0.6191520166577817 196:0.9950561750462815 197:0.08051864560348149 198:-0.2162657619024746 199:-0.8355594121629243
-1 0:0.2114307689914517 1:1.700957361483403 2:0.1640804279778549 3:-0.1631929823942896 4:0.3930096602852411 5:-0.5133328716082269 6:-0.5618689935951603 7:-1.813266652131085 8:-0.863686594829551 9:-0.5016229690101934 10:0.3389186632534123 11:-0.7012525521340269 12:0.1008019043229578 13:-0.4752986790595862 14:2.410396780838137 15:0.2939362064923046 16:0.6021599291812402 17:-1.179584077166145 18:0.6486728582137279 19:0.3141419886696151 20:-0.5324950209033857 21:1.091115397050432 22:-1.794534566422005 23:1.507586321764792 24:0.9932366232695452 25:0.09632767806151382 26:-0.8165178846123002 27:0.01777658268591097 28:0.3660197919152762 29:-1.302326813999515 30:0.4078800031534212 31:-2.756356949918433 32:0.6041911078983868 33:0.6210121914882836 34:1.298534142602723 35:0.06232337791005228 36:-0.5627998462656709 37:-0.533280280586525 38:1.038143932195027 39:-2.239835480077703 40:0.1760288208322263 41:0.5493067607132948 42:-0.3305110991074988 43:-1.29766889956785 44:-0.2119262277735286 45:1.621476403020845 46:-0.6329026815676777 47:-1.497110187593262 48:0.07189015990817735 49:1.829047053000138 50:-0.5619209796902234 51:-0.2078677738664751 52:0.08988765158321849 53:-1.343178047376598 54:-1.288856328368024 55:0.5097527106750616 56:-0.4859503278502176 57:0.3223333936950089 58:-0.564574036957371 59:-0.03369411826543479 60:-1.815377635775227 61:1.476648620712397 62:-0.2618875790800776 63:-0.2445603779684627 64:-0.09533423168938467 65:0.1256042479463631 66:0.6364818088998648 67:1.389993347397295 68:-1.927776233609931 69:-0.9078587882303107 70:0.6348033783445706 71:-0.3025436404995394 72:1.447993045279783 73:0.3438938214170471 74:-0.553635663896287 75:0.4805792665169533 76:-1.615450852722443 77:0.4095377073187326 78:0.4705024779970164 79:0.8600937247994471 80:0.228922820432975 81:0.9388127106576191 82:1.204379447054151 83:0.04868547820078625 84:0.4322205502184969 85:-1.87178956980839 86:0.2504654189169152 87:-0.2922407801427115 88:0.7838470545932985 89:0.8620425743476448 90:-1.673687189900445 91:1.182731429724888 92:-1.436401119110126 93:0.1923827491139479 94:-2.623436341673432 95:-1.574815652252546 96:-0.7898717391531366 97:0.382261090862957 98:0.4209743600361947 99:1.209291858780755 100:-0.3848346612297031 101:-0.7041009292026518 102:-0.8130314121259897 103:0.288486466047495 104:-1.164076707644348 105:0.3934398677388007 106:-0.4133048953848955 107:-2.446974916505862 108:0.3337907314922298 109:0.5519987791111194 110:-0.3563753703174512 111:0.4893361421563105 112:-1.539900415806302 113:1.672073371959032 114:0.5949529811604319 115:-0.2993913561454292 116:-0.5240892097349233 117:-0.2693913934524551 118:1.711202436988109 119:0.5309964338148607 120:-1.380198995606679 121:-1.95611208251707 122:0.2997999780999458 123:-0.0119466394906872 124:-0.4705530732418545 125:-0.2962520133298432 126:0.4756256165572145 127:0.5570719071814724 128:2.323860769658268 129:-0.9484307340528707 130:0.3215136102366132 131:1.727091817475219 132:-1.207774828001757 133:-0.03375594629945376 134:0.4989473866604527 135:0.2097061706870784 136:0.5498286874015238 137:0.0455121061594167 138:-0.6827066237450795 139:-0.466435333949092 140:-1.930035596909379 141:0.004872828724285809 142:1.641575310844706 143:-0.3520240262298376 144:-1.683814980335723 145:0.08106549279528362 146:0.7213949219655018 147:0.4967361413973869 148:-0.4235642564033597 149:-0.7075528401868895 150:0.4138185219264209 151:-0.3358632972212093 152:-0.1443241154072322 153:1.199995279003366 154:0.3979795494791741 155:0.4554587523517667 156:0.4611193625644352 157:0.9137215556668342 158:-0.7458118261603921 159:0.6423465514276637 160:0.5789768490410069 161:-1.29134804694643 162:-0.01657793809617278 163:1.36306739049776 164:-0.1945080698877136 165:-0.6000408212650123 166:-0.3586863572759097 167:-0.4010742642543162 168:1.627913118927344 169:0.8350410303656293 170:0.1144487230299847 171:0.102316287185206 172:-0.5094297604316624 173:-0.3340838926680328 174:0.5637418222004289 175:2.181582581837924 176:0.086188215697819 177:-0.693445864398114 178:2.528634832020413 179:-0.3486143414903173 180:-2.336989046546273 181:-0.7467264443048238 182:-2.139184236337234 183:0.8548184291115268 184:-0.805713635612713 185:-2.064991947867081 186:0.5575454735061371 187:-1.39843249702281 188:-1.299980446053036 189:0.05974814119164946 190:-0.9467497499579348 191:0.1270400034346663 192:-1.497979358297171 193:-1.399408092016064 194:0.03325016291451722 195:-1.707103781911966 196:0.4444280772407663 197:0.2872164732646261 198:-0.4546130873901416 199:-0.7360947533836593
-1 0:-0.3114418718409577 1:0.3766226720783963 2:0.4353884551348263 3:-0.5388813781189707 4:0.334422162148091 5:-1.002708689235045 6:2.5559788006513 7:-1.366101384547934 8:0.3093033670351591 9:0.3585189801833003 10:-0.07395006577470763 11:-0.8742424619869563 12:-2.413419841928102 13:-0.2746509220559676 14:-0.1377769497373232 15:0.2694703466966467 16:1.312665347425096 17:0.3549449025857319 18:0.4017597829304345 19:-0.4939103385635391 20:0.1746240999660038 21:0.5900403372801086 22:0.7464857604242776 23:0.5426936431268808 24:-1.08357216684955 25:-0.9707673060462048 26:0.1136141623240653 27:0.7548027201902248 28:-1.012616241280755 29:-0.262711604406594 30:-1.038332132137448 31:1.209528106711625 32:0.9988535109862624 33:0.7605450847239442 34:-1.444159050370758 35:0.7629291528154625 36:1.771727063406185 37:1.725301979774869 38:-1.912063393682248 39:1.101513591525248 40:-1.857713642122597 41:0.6933287314720895 42:0.2260493065751383 43:0.1138781136851425 44:-2.035009303391762 45:-0.1175773266570051 46:0.5077450538277863 47:-0.04204179347729554 48:-0.0006325370606656406 49:0.1326741009199037 50:-0.3036174910792508 51:-0.68158737266985 52:-0.798547352845674 53:-0.6880104536436412 54:-0.1659419175370462 55:-0.2180103840925672 56:0.32388946386365 57:-0.1209916413382368 58:1.585066707680713 59:1.199959663497514 60:-0.3137893169349678 61:-0.369213469169581 62:-0.3398789659032843 63:0.2597542981144048 64:-1.137112763656845 65:0.5475054264218321 66:1.752025572138257 67:0.6217398048144844 68:-1.217848767786353 69:-2.460791965217999 70:1.698271861309871 71:0.7735051841787393 72:0.7367980153244886 73:-0.9906817309084417 74:1.872479012057882 75:-0.5328801341372879 76:-0.8151587942946596 77:-0.6617676192058812 78:-0.2205043082418985 79:0.4813184590925977 80:-0.2946679623560852 81:-2.151095799984039 82:-0.3852281761906223 83:-0.5747563469250508 84:-1.327019408877774 85:-0.2405305752115287 86:-1.376848352453358 87:1.596111624225493 88:-1.845434335031407 89:-0.07995868486632374 90:0.3838449945057179 91:-0.9352148939030814 92:0.1914330133515502 93:0.9642364276135051 94:0.5610438117361205 95:-1.335212506382878 96:0.4559632972998272 97:-0.364611581282729 98:-0.3648354023133734 99:0.03333567667150587 100:2.064447579779091 101:-0.7390771341663736 102:1.794013088893732 103:1.883897500115643 104:-0.4390757052987114 105:0.4868935612632116 106:-1.017996977718696 107:-0.04145913256597731 108:-1.652222248825166 109:0.8000419288455999 110:1.217625793736937 111:-2.107216373666814 112:1.244763368679301 113:0.8195972704863062 114:-0.1986476287189462 115:-1.286612019989452 116:-0.9483723506539316 117:0.9877747034128638 118:1.078043954888143 119:1.777021715674996 120:-0.7184786474026171 121:-0.296545482539235 122:0.6302237168716238 123:0.8024009013434495 124:-1.700199295077613 125:0.6294839103836285 126:-1.541344273431066 127:0.1491285064823688 128:-2.042816815417351 129:-0.125823387264621 130:-0.6064518803877307 131:1.690570656378609 132:-0.6904151950608904 133:0.05722990920789059 134:-0.4929143130103876 135:-1.296521135201065 136:2.392687852048347 137:1.648400185293902 138:-1.028219635924257 139:0.7658461881962454 140:-1.533340740626945 141:-1.060166280257014 142:-0.2342167902756336 143:0.5135436411317799 144:-1.158324468957496 145:0.8100638748693537 146:0.3544572107571078 147:-1.077453263658602 148:0.4145693113359277 149:2.113251018397508 150:0.2422063483589154 151:0.1672738530014705 152:-0.5898240160451333 153:-0.2195665443899887 154:-1.42545828159722 155:0.5414644570004762 156:-0.4735258399359076 157:0.1715337512602787 158:-1.579486382323971 159:-1.091945585573846 160:0.4086561500500068 161:-1.071304037812669 162:0.09171908692915949 163:-0.6597614787685359 164:-0.7116594709496554 165:-1.338594742005744 166:0.3407182630973522 167:-0.7492726664880535 168:0.2908368664782865 169:-0.1608532968299776 170:1.000071458477607 171:-1.303892547330217 172:-0.3065800495785103 173:1.008298155073531 174:0.5691754443760413 175:-0.1969742484559528 176:1.263999288215187 177:-1.953329125905997 178:-0.9611103377959084 179:0.3097643745303569 180:1.261263629516131 181:-0.1253052088478713 182:1.555703200105521 183:-0.1313796834113224 184:0.6341485436355201 185:-0.5241794461782985 186:0.03665408376837723 187:-0.7439928333272159 188:-0.3075250921123144 189:1.739713221371422 190:-1.682897931106163 191:-0.7821930117074828 192:-1.442094041675207 193:-0.4925603665036942 194:-0.5149807207821493 195:0.9976511552386985 196:-0.9893143481871777 197:0.6746144759785399 198:1.739810963046242 199:0.5105689087771055
-1 0:0.3811140702809849 1:0.1578756721656068 2:0.3378341999697766 3:-0.5125766335560403 4:0.7977309693356001 5:0.8894826194252847 6:0.6892431557369556 7:-0.8682030988736291 8:-0.3853436216517352 9:-0.2285368819588858 10:-1.805310980452419 11:-1.190181056972692 12:1.710953085633577 13:-0.440695302348927 14:1.57900353626293 15:-0.7032968970519922 16:-0.9910653221268756 17:1.44073519277728 18:-0.8083928715014123 19:-0.004863948319382769 20:1.661090253787693 21:0.8915004184141255 22:0.8024158539056135 23:0.5605070622036985 24:-0.1968197251899397 25:-0.7637345420163147 26:0.7633466896144682 27:-0.1740850122280575 28:-1.755437058421064 29:0.2880809490603346 30:-0.1139304603156035 31:1.188026590616405 32:1.621148098474996 33:-0.2312747843934508 34:0.306591653650855 35:0.6838619468978965 36:-0.8609585630994495 37:-1.200897294293839 38:0.5336360813244472 39:-1.474313008578096 40:0.4919986830464337 41:0.2297105042408459 42:-0.8777292114953074 43:-0.5238668790129589 44:1.638472922876555 45:-2.364243241663961 46:2.351338254062372 47:0.4625183070345527 48:-2.133646532334922 49:-0.6376835728807532 50:0.5879264123383341 51:-0.1679066416215326 52:-1.522883094725098 53:-0.001654000672659734 54:-1.592464160357448 55:-0.5788572213436322 56:0.1790686249481258 57:1.116752989667719 58:0.5781392800775284 59:-1.204325786393863 60:-0.5074524677172906 61:-0.1330544833006719 62:1.313776514038999 63:1.227511785577914 64:-0.3425542453629691 65:0.7524417311789406 66:-0.5980180541529895 67:-0.4302039990526781 68:-0.3245412469768822 69:-0.3913430686753802 70:0.9817198539118872 71:0.7491117262298874 72:-0.1048751234269409 73:-0.275361423894726 74:0.283418860413064 75:-0.03418717835825166 76:-0.8653945047152939 77:-1.454068939907526 78:-1.4772417121748 79:0.5662893570316516 80:-0.490819182414613 81:0.3689869685304183 82:0.4009939308289405 83:-1.004815544181597 84:-0.2753509945735296 85:-1.233754420805551 86:-2.025943125251902 87:0.1704918281156437 88:0.9143630307077235 89:-1.702995375441077 90:-1.072191441858142 91:0.9540146469165958 92:1.77724178663432 93:-0.03071933008711419 94:0.3934779953788886 95:-1.45956479137821 96:-0.39265870686412 97:-0.850834673490976 98:1.920458299657696 99:-0.2631102680843914 100:0.4661786253112395 101:-1.374066873836866 102:0.4264731116322353 103:-0.2695423922039617 104:1.452892870086407 105:-2.224789166365321 106:-0.4070368960405474 107:-0.6367173153204773 108:-0.80928610252392 109:-1.134424179620865 110:0.6707858354166338 111:-0.3180699554354152 112:-1.451630064447601 113:0.3195186060239073 114:-0.6184525435315796 115:-0.565630203930075 116:1.220438134297856 117:0.1782255328329184 118:-1.820590700805602 119:1.183819769423934 120:0.6918327185341527 121:-0.7236017339936499 122:-0.5430427336470122 123:-1.284075342393036 124:-1.826654348168832 125:-0.4386907845855379 126:-0.2592567822880283 127:0.9611978811302676 128:0.4393341521923005 129:-0.301576177667195 130:0.9112001256173251 131:-0.4984326878801842 132:0.2216863069450058 133:0.8507920711425443 134:0.3752999887162362 135:1.512297870616266 136:0.1132698770526572 137:0.5426106868553973 138:0.822894118750622 139:-1.421581696216621 140:0.4560580071043929 141:1.70567772491122 142:-1.517464088804356 143:0.7785503715261639 144:-0.8655019591935728 145:-1.787633007592311 146:-0.7455648931437985 147:-0.4385389657153041 148:0.01234226157346187 149:0.9163304161930272 150:-2.09139458756979 151:0.6279868810477311 152:-0.7064587227240389 153:-1.512040581847162 154:-1.035692943572134 155:0.08804810164957781 156:0.02136563339804867 157:0.09464922869732058 158:-0.7044147909491326 159:0.7812712646227512 160:0.3742979722576127 161:-1.538780198530845 162:0.5042399063730106 163:1.137981048965354 164:-0.8870694694705802 165:0.7467273412238895 166:2.198782506263697 167:1.931773950754913 168:0.2807334932005013 169:-1.017166683725491 170:1.533402193763359 171:2.087162870725727 172:1.270953358079004 173:-0.7930187463093341 174:-0.2019921727928491 175:-0.3486881997456853 176:-0.8336743123500708 177:-0.3036041713263233 178:1.257397802872892 179:0.1473719561763773 180:0.8300202747226325 181:0.5833846430765529 182:1.095702357546835 183:0.03786413729198027 184:-0.9869492132237365 185:-1.457984869419825 186:-0.3929901005430977 187:0.5632560803718751 188:-1.274331707264389 189:-1.651809146226338 190:0.7117634513974789 191:0.7404575901859625 192:-1.226301743415024 193:-0.6974183195089353 194:-0.5972498365228539 195:-0.5697140263129687 196:0.1587434852145962 197:-0.1216315604539952 198:-0.7940795478951914 199:-0.9568690752448726
-1 0:-0.6172470937287055 1:-0.8168565793104795 2:-0.2641743632049574 3:-0.6797348240669744 4:-0.6202343929114635 5:0.6407062282890197 6:-0.2056967952479809 7:1.094367201460598 8:0.7865333395944527 9:-1.353512996413477 10:-0.03701842166693647 11:-0.152734916208537 12:-0.1660839624789275 13:0.7992581693177341 14:-0.9575485775169835 15:-0.7978486988272889 16:-0.07660700159097629 17:-0.39135443829334 18:-0.80048418867926 19:1.077716104555828 20:-0.8221228451698954 21:-0.406324407441481 22:1.227616545251245 23:-0.4008491510682606 24:-1.576815718490578 25:-1.129564631595369 26:-0.4531674197227858 27:0.7453911489459198 28:-0.6309553509721443 29:-1.687157919377571 30:0.1274963722066492 31:1.566538792749588 32:-0.6662760979896986 33:-0.6530065737581803 34:-0.5977873260694961 35:-1.245776388588001 36:-0.04899135703150424 37:-1.143450367794899 38:-0.2809096728417466 39:-0.2448414290322152 40:3.043635142758786 41:-0.3033221157197272 42:0.6703273025523375 43:-1.122192297393811 44:-0.6360223509399372 45:0.07801846756162127 46:0.3200447123332211 47:-1.409383718729982 48:-0.446233686799293 49:-0.6343385448418415 50:-0.9001831995964119 51:0.9007542252675147 52:-1.460158103955172 53:-1.292112976159438 54:0.740770990076147 55:0.4966356116796745 56:0.2817635348386294 57:-1.342282608156673 58:-1.137274946757884 59:-0.1215596975954695 60:2.262254020567752 61:1.90011611251261 62:-0.1011831066296212 63:1.730826143378126 64:0.7195698924487007 65:-1.631786285856726 66:-1.291447112992828 67:-1.791119467492392 68:0.005163251143273296 69:0.8019354571472287 70:0.0302405600216977 71:0.1615789566527689 72:1.112032917839854 73:-0.3621549368259044 74:0.4073335945241611 75:1.242801635147545 76:0.02968832825289094 77:0.9149157096008482 78:0.01944699465694968 79:0.3461026856197426 80:0.9915732559912493 81:-0.8312330839556101 82:0.6531252312344554 83:-1.320901838884188 84:-0.7396371728100418 85:-1.435390878248275 86:-0.840946282561749 87:0.122706970371892 88:-0.3777796443725802 89:-0.5206629665165674 90:1.127268314589487 91:-0.06775192789263841 92:-1.485961762530686 93:0.2245347757099546 94:0.1294548245385629 95:0.8044737534806219 96:1.182151470642168 97:-0.998877331298634 98:-0.6583132072520209 99:-1.14946449475421 100:2.278045709669366 101:-1.16245729089998 102:0.1283954166638906 103:-0.8617653201506695 104:0.8815877569209992 105:-1.810669262812586 106:-1.349129440080729 107:-0.9069444001322263 108:0.4864953047145228 109:-0.8770823262580478 110:-0.7395047937447892 111:-0.1430055823329834 112:-0.07619857040550147 113:-1.579916559285739 114:-0.0280350235202693 115:1.981310363863906 116:0.9681225604336099 117:0.168564796888406 118:-0.5139609755768636 119:2.660218509396877 120:0.2064736475664809 121:-0.130673764450323 122:0.4146831537685227 123:-1.299986321697448 124:-0.8244190058022169 125:1.585201572839474 126:0.7259577800058307 127:-0.9130630399160233 128:2.437250142244638 129:-1.161068230149736 130:0.1032926287316461 131:0.07160293695412676 132:-0.5306863677241621 133:-0.1942512605575291 134:-2.015963540485776 135:-0.04169400184067854 136:0.0533991189726978 137:-1.002074337618027 138:-0.5037662504921269 139:0.1995304893338219 140:0.4202390590147309 141:-0.1450818779247156 142:1.266918212766593 143:-0.8311780985524737 144:-0.1238690968485075 145:-1.997628746357892 146:0.3345639896309293 147:1.765720680215508 148:1.747767092084475 149:0.3857940938363123 150:-0.2759564326510144 151:-0.1517892764891463 152:-0.7165100100764022 153:0.5125709922250609 154:-0.7364820695864054 155:-0.1764328117555361 156:-0.8817969723104515 157:-0.994530402770749 158:1.285480084434468 159:-1.121562595829652 160:1.461320093857395 161:0.03113674472175918 162:-0.1071421185129872 163:-0.569542369043664 164:0.7000727497848153 165:0.6817074434423757 166:0.2104173837728558 167:-1.48324164794535 168:0.5493666278901678 169:1.316133556996514 170:-0.6591419031228116 171:-0.4419395433906458 172:-0.6497682124968609 173:-0.01483896760588756 174:-2.308109027906399 175:0.7242124882658056 176:-1.011820655540566 177:-0.5365384050694464 178:0.293604430090506 179:1.733302310032203 180:-1.221315403785154 181:1.063661323206901 182:-0.6314007151498582 183:-1.8657265633359 184:-2.350064001002001 185:-0.1869081205164927 186:1.04033768830113 187:0.4485525046998348 188:0.6810395656608448 189:0.5005960428666005 190:-1.914093572986794 191:-0.3910913341455424 192:0.3225616432040286 193:0.02012331904271924 194:-1.434449782500366 195:-2.972434151956199 196:0.2237153036955615 197:1.449446635568904 198:-1.703645769206023 199:0.9396567453909506
--1 0:-1.389296756144216 1:0.7800758963524385 2:0.6495394814171288 3:0.3345115800464954 4:-0.7431125637056836 5:-0.4539458371173626 6:-0.5495514997292 7:2.259669350418193 8:0.9060758678154096 9:-0.3786366202226389 10:-1.639386246711675 11:-0.8375093359401502 12:-2.135211866826133 13:-1.115246056254267 14:0.2102040754486246 15:-2.062916765863012 16:0.887252844654288 17:1.929733493341818 18:-0.6114008851437831 19:-0.1241096655724118 20:-1.472573007884636 21:-0.760798341438377 22:0.4833626366375572 23:-0.6373000455528234 24:-0.8247609895186244 25:0.3593474312629273 26:-0.9690253800116585 27:-0.2930931711714221 28:-0.1762276026738215 29:0.06620056669047281 30:0.7976655423347354 31:2.203112210440442 32:-1.570148470894583 33:1.426043245700721 34:-0.06235032663064509 35:-0.772646696711741 36:0.159574881025336 37:-0.1815560053874885 38:0.2936554059131387 39:-0.6112762620030152 40:0.3527628765676922 41:0.5711373057528654 42:-0.8900932611795055 43:-0.4152582891585228 44:0.8806157309063197 45:0.5862128961456359 46:-1.917674030855076 47:1.32009137520622 48:0.643129255707857 49:0.2901625846839784 50:-1.613551182298917 51:-0.6256922560492371 52:0.3285642917651002 53:1.183788489645873 54:0.1515437812190468 55:0.1140119217249047 56:1.025240501852947 57:1.228288779346342 58:0.4069317263897197 59:0.1455633905254377 60:0.5729172483161574 61:-0.5211183728357821 62:-1.172776399521256 63:2.312126255314653 64:-1.549544743535431 65:-1.347415263985137 66:0.6014567019910048 67:-0.1415046399778969 68:1.067749169624102 69:1.147437185698756 70:-0.1286074242168947 71:-0.1816619479865398 72:0.07444817712373669 73:0.5231328912567587 74:-0.8487450326380249 75:1.377338565374109 76:0.1893326882442908 77:0.6681621558707849 78:0.06700598636766809 79:0.2427147091703843 80:-0.8261722220530121 81:-0.2672079350363539 82:-1.039555642522001 83:-1.285226036070559 84:0.8125323607763579 85:1.225397455473312 86:1.149016083212951 87:0.08892532786388101 88:-0.7374382489523997 89:0.2657884661296968 90:0.1380076984414091 91:0.2524127585788461 92:-1.801136821330718 93:1.484748640415704 94:0.1008073021632629 95:0.9025368296296993 96:1.132736797944371 97:0.158779231633651 98:0.378440478608749 99:-0.08316080369182528 100:-1.560419123435258 101:0.4583751763306222 102:0.6800786217809542 103:0.04277153197959536 104:-0.10427566920112 105:-0.01078244959689685 106:-1.050380919272779 107:-1.660932398945134 108:1.014777189311613 109:1.721014546173617 110:1.77080484967526 111:0.2427716978058438 112:-0.4058989910736813 113:-0.9616655815415814 114:-2.232425125390654 115:-0.1646053084897122 116:-0.7524099746641729 117:-0.661534573429987 118:-1.387269228803445 119:0.1429121613016651 120:0.6159326900799468 121:1.752645017255247 122:-0.187978772292471 123:0.9611018129165569 124:-0.1242829162184806 125:2.11769327046659 126:0.3898160017081848 127:0.4249670754475604 128:1.001071838013924 129:1.067133652150913 130:0.5331048815166249 131:0.9338043756884967 132:0.3812438543042182 133:0.5737568998546423 134:1.583843046838896 135:-0.9619506770209598 136:1.187430728340118 137:-1.091027347969286 138:-0.3723375912528604 139:2.059903109084936 140:0.314853345885587 141:0.2466937027168749 142:1.901815667947687 143:1.203746946934591 144:-0.5720045428070125 145:-1.319553331441656 146:-0.4379715498478206 147:-0.3669239026182992 148:-0.7821969336359847 149:-1.09175939846202 150:-0.8333535474570291 151:0.4309427869113779 152:0.04532746835913644 153:-0.02167291649202368 154:-2.304729957555359 155:-0.7837084836164289 156:0.53378282247224 157:0.3198716895843872 158:-1.177923823206753 159:0.06599713779678854 160:-1.861126143839574 161:0.5711952570437073 162:0.650369454973535 163:-0.02560634206623852 164:-0.0365731291744483 165:-0.149926672472925 166:0.6221706985426654 167:-0.862957511258828 168:1.386728827133934 169:-0.001646577531619701 170:1.658527436290938 171:-0.5665492697372079 172:-0.3273519830097432 173:-0.4710432579843917 174:0.7114612415914274 175:0.125913999397097 176:0.3726611366402758 177:0.3170885441850924 178:-0.7069634400502265 179:-0.1616625331739052 180:0.1157065196291441 181:1.410063195043033 182:-0.6497080295026746 183:1.018477222763651 184:0.861190134645901 185:1.012290473222044 186:-1.843373562741583 187:0.7729544944339303 188:0.1830186028078504 189:-0.7707534517218502 190:0.2560082849560615 191:1.162853506685754 192:-1.256857301748032 193:-0.9639113081875702 194:0.5923216488665747 195:0.22773012318866 196:0.4572018122523703 197:1.429342030348824 198:-1.493911695635073 199:-0.6215118390178508
--1 0:0.1293503467761158 1:-1.823434925380631 2:0.6750862972690657 3:0.3766141007864142 4:0.3018260884798191 5:0.8487520359555739 6:-1.475079292706218 7:-0.3203523104897201 8:0.5966866386931895 9:-0.2774617739462689 10:-0.6132444762812889 11:0.7089216947798852 12:-1.395106514229188 13:-1.387899423815522 14:2.055005860696954 15:-0.5456479825594254 16:1.056738829613246 17:-1.246177897928005 18:-0.4557483178890357 19:0.7292671719552539 20:-1.457093312445954 21:-1.787447668015911 22:1.529084804686334 23:0.1329302082866263 24:-1.352780620801255 25:0.1543005354307839 26:-0.7486220259252467 27:0.5421635921599248 28:1.15685959356015 29:0.8588155154132247 30:-0.9157935530032919 31:-0.2255136439256986 32:1.379867735989998 33:0.7243802640579851 34:-1.81143523875185 35:0.1343698868464859 36:-0.744700614370351 37:-0.7142125404691136 38:-1.562287644453489 39:-0.2498726359405201 40:1.214950820879159 41:-2.67043520761488 42:0.2280044827625698 43:-1.176443854320385 44:0.4282748234622789 45:-0.09891554963778884 46:-1.047074586205882 47:0.9598169327166576 48:0.6385880419309384 49:-0.1163752781656767 50:0.9899967398728012 51:1.860378384058368 52:0.850505328126817 53:-1.200226846912363 54:0.5551878645216772 55:0.3165445630966304 56:0.2765243175106521 57:-0.2671459989957495 58:0.7548676202118827 59:-0.887861293744045 60:0.2078349144325734 61:-0.5160981696233335 62:-1.713243002974951 63:-0.5394126581399039 64:0.3910985305720175 65:-1.719318737553262 66:0.9581596615108309 67:0.4938650631338682 68:0.6483694763638718 69:-1.649226258962445 70:1.394628821648672 71:2.421524155042708 72:2.574353209522633 73:-0.9700628742048915 74:0.7087464140608065 75:0.5402490328872894 76:0.7434794997860925 77:0.7596943220799455 78:-0.07536987804191328 79:-0.2929752956692764 80:1.322751441636868 81:-0.3360962644060124 82:0.6306597364167174 83:-1.625347485442126 84:-0.4312511149241567 85:0.1972811965334501 86:-0.5418011591279469 87:1.44173412029693 88:-0.3578124262868795 89:-0.7083480083696596 90:-1.10752370537325 91:-1.780721302503355 92:1.130023328229274 93:0.1647150006827669 94:1.039721668943921 95:-0.6905321322435011 96:0.3262824823186199 97:-0.4760497298913056 98:-1.836987183026678 99:-0.5501789610387831 100:-1.431335470042873 101:-0.8113047065457202 102:1.548740705196923 103:-0.5333140805713567 104:0.6825470293426867 105:0.7328132001198818 106:0.8679740336571605 107:1.397188481011358 108:-0.4448604675456854 109:2.044746244638336 110:-0.0281676534571047 111:-1.642351968182381 112:0.8704533476166423 113:0.156759482927997 114:-1.423666938521449 115:-0.384744085847458 116:1.722374414088568 117:0.04261787042597258 118:-0.8466593759862634 119:-1.581518590470426 120:-0.6429664310672927 121:-0.9887102687710529 122:0.7771653220928747 123:0.2847894556032422 124:1.944950523739689 125:-1.426710626962042 126:-1.307770207725149 127:1.997954270755215 128:0.2186253959273707 129:0.4619926603571504 130:0.5938150496047843 131:-0.1741415466045125 132:0.5155972141253407 133:-0.3714145952407161 134:1.65409004182 135:-1.149576008642055 136:-0.7097486348124208 137:-1.588784368096598 138:-0.09032060605953049 139:-0.5593157628423958 140:1.960056684733612 141:-0.6676941311018979 142:-0.03688494142983562 143:0.06749783582169402 144:1.575522910885886 145:0.6579354264573534 146:-1.192112179199046 147:-0.5367438596461133 148:-0.7073468156278193 149:1.1324306236064 150:-0.1023948694147446 151:-0.4198118386591637 152:0.9040584883742344 153:0.2890486576683388 154:-0.7283150897369398 155:0.1144715138277183 156:0.3411262497998069 157:1.172371923274909 158:1.937578480800896 159:0.06380417887091612 160:-1.782573631163143 161:-0.7630952167789828 162:0.5596695394297543 163:1.48122225783099 164:-0.137935678677907 165:-0.9896911630955036 166:0.9044387262012565 167:0.3578576772090644 168:0.4528523690856885 169:-0.555873880984156 170:-0.8221017497428659 171:0.1669130700859338 172:0.2914259057642658 173:1.667576236298226 174:-2.970601518615692 175:-1.061528630024889 176:-2.960798367557658 177:1.196450011242126 178:1.087259935337226 179:-0.974824709775261 180:0.06593532934475298 181:0.7022586289370989 182:1.777390238458428 183:0.2565630458145546 184:-0.7761783558399007 185:-0.05891346845968241 186:-0.1245425736951581 187:0.06600839211132396 188:0.3260514610796702 189:0.9639768606889155 190:-0.490527169660857 191:-1.64816646814789 192:-1.126706918571159 193:-1.640475649636472 194:-0.2832630720530077 195:1.648852049153744 196:-0.3978479375651877 197:-0.4013378226759748 198:-0.2011679206713066 199:1.285714647381332
--1 0:-1.209604904137617 1:-0.03952359589169233 2:-0.4731931004541158 3:1.809691378866986 4:-0.6048962212674743 5:-0.09211225537349436 6:0.5555803215740313 7:1.193644600917794 8:0.5785294340367185 9:0.4979568258307041 10:-0.1917047083243685 11:-0.9112315371141575 12:-1.643850348500073 13:-1.973206172312761 14:-2.718537952088818 15:-0.9391764964187126 16:-0.1826247998780446 17:-1.720288314706288 18:-2.504767873581716 19:-0.8926428384624944 20:1.189720832385541 21:1.388384426035098 22:-0.8693490494355337 23:-0.90324638834964 24:-1.260768149221281 25:-0.6556959087369424 26:-0.9021181863762037 27:0.7320641096902598 28:-1.077059326956215 29:-1.104558334771338 30:-1.797573857875105 31:1.456851505034808 32:0.3670305585168546 33:0.9610011845082692 34:0.4621742398329007 35:-0.4368061493791298 36:-1.021954916737092 37:-0.3533097384086951 38:-1.682279715328843 39:0.3895289669238183 40:0.1142242463900027 41:0.4734688534018787 42:-0.1409424735549167 43:-0.0241780682203596 44:-0.225333910601647 45:-0.2786241402933265 46:0.0249480214952542 47:0.5576844559285593 48:-1.426322601319529 49:0.04860574605436607 50:1.619187319249509 51:0.3808793099483133 52:-0.3861066519267269 53:1.226088345050485 54:-0.7167410303116331 55:-0.1018726123865172 56:-0.8230884542224709 57:0.1404483131607185 58:-0.2015607967461019 59:-0.6596657807947779 60:1.351415661612797 61:0.05169023108536074 62:-0.2227606719939097 63:0.2427401456953573 64:0.09655935776233214 65:-1.528178189037687 66:1.363387903972606 67:1.101484248681827 68:-1.597781150057231 69:-0.7529217313341633 70:-0.1296273261305714 71:-0.401308514142071 72:0.0945096950456405 73:0.9533009693631175 74:-1.605806283950117 75:1.501703675465415 76:2.530459430078293 77:0.04244653826198877 78:1.212603670578936 79:0.1075095786837159 80:-1.304486777849325 81:-0.743322710829969 82:0.7423258150010174 83:-0.2913095335454533 84:1.349567617249462 85:0.1508356583199257 86:-0.9009051978139372 87:0.2653728737410813 88:1.719036022549536 89:1.811058237808425 90:0.3929288971107042 91:-0.6332646841355821 92:0.1293821039549217 93:0.5050857676564603 94:-1.12545407785146 95:-0.429297572654108 96:-0.4536617021917725 97:-0.880740203266934 98:-0.8678226387534232 99:-1.248578567814282 100:-0.5377019278689347 101:-1.157063867390249 102:0.9260730175448141 103:1.099537811308725 104:1.490111042889759 105:-1.069060394566893 106:-0.235364172770145 107:-0.04986581461582991 108:0.05701060487422199 109:-0.8118210967269891 110:-0.4003715257688451 111:0.4900585632186454 112:-0.2274293508891628 113:0.6484868946518326 114:0.09662567834657483 115:-1.569232884166046 116:-0.6895246364574862 117:-0.6604786159068068 118:-1.256559482083093 119:1.012719827355488 120:0.7375675858537568 121:0.9268870184963353 122:1.803312375963024 123:0.3729206715948224 124:-0.6793561211151435 125:-0.2778179570023049 126:-0.1982911308172501 127:0.7731486415133713 128:-0.9926425059471993 129:1.451500158034021 130:0.8778087524610151 131:-3.617740707536971 132:0.09400461222640732 133:1.701344380879208 134:0.6491953777507153 135:-1.617857556283375 136:0.4903834109299277 137:-1.596598775442424 138:0.1088294548753788 139:-0.4979417570797208 140:-1.039682110058569 141:2.144748698956938 142:1.035996815240897 143:-0.5091179181189732 144:-0.9724547575905766 145:-0.2842423366551701 146:-1.12805820669016 147:-1.998496629912031 148:-1.377033863406838 149:-0.839139780185121 150:0.4699731091167865 151:1.651892445939316 152:0.6794307714790868 153:1.073791509229779 154:0.8526012904798226 155:-0.858328202814449 156:-0.9281477510136293 157:0.7338150824234477 158:0.3335411214934993 159:-1.115261444992582 160:-0.4345503390287637 161:-0.1035841907907072 162:-0.4478318612380839 163:-0.5375606969721155 164:-0.2378434305119659 165:1.282357732500275 166:0.2704594691694298 167:-0.2658595772571492 168:0.4920852283686677 169:-1.494237508437195 170:0.0672163884388594 171:1.06446052828854 172:-0.04201407626560436 173:0.6984914716419383 174:1.047189680394975 175:-0.3287441266259121 176:-1.335104572310016 177:1.10299178854589 178:0.4322406603945292 179:0.1858773135405846 180:0.8334609156684382 181:0.0190613068419262 182:0.2026504235837676 183:0.572152418623901 184:-2.121383963963051 185:-0.6526250176113296 186:1.535182202845157 187:-1.241864249156014 188:0.6801155726011453 189:-1.036431593432868 190:-0.3855929437332393 191:-1.414585580603443 192:1.913034563590195 193:0.8586872563396591 194:0.4444862686188916 195:-1.886333896730224 196:-2.687870169877843 197:-0.3760441053599669 198:-0.01088542481868563 199:-1.394015309827798
-1 0:-0.3656906713088482 1:-0.1513728838368589 2:0.1975085037764998 3:0.756386311507369 4:-2.736955484271477 5:0.2217332389212405 6:2.06656382860542 7:1.290899378151545 8:-2.54569529462721 9:-0.594600171927679 10:0.3194246468295093 11:0.6629043790279586 12:-1.660475252056677 13:-0.1275517199790645 14:-0.348296774122316 15:-1.951968864471719 16:0.2904608264663672 17:-0.5557535858206017 18:0.8456142839410972 19:-0.0915977286488575 20:-0.6162558238096264 21:0.6136688321680227 22:0.8182791220147064 23:1.045571621867321 24:1.513770323375633 25:-0.0449889456905515 26:-1.182726281440158 27:0.6786525549118745 28:0.6566061508782252 29:-0.9554960103796293 30:0.1661368467127939 31:0.7588013287402624 32:-0.01331560728719058 33:-1.059146569029792 34:1.548172971753335 35:1.473418828443332 36:1.676903469990727 37:0.8462448542541127 38:-1.230992343931509 39:0.5159045687466554 40:1.075919411478665 41:-0.257686096163202 42:-0.9878019333519298 43:0.9567535543205148 44:0.6519524764903483 45:-0.4645247059349254 46:-0.4447788097205687 47:0.1109392836681827 48:-1.323809998763933 49:0.6753108187894221 50:0.1228052453588694 51:0.6215899870774958 52:1.396626835779568 53:-0.8208393163038544 54:1.62333004431926 55:-0.4557748593270248 56:-0.3370001370407248 57:0.1641445645417713 58:-0.3443780022089841 59:-0.9605323875774918 60:0.3475563693710253 61:0.02398880101821548 62:0.6958305051620362 63:1.118201698734765 64:-0.9475973359109388 65:0.8260260236040875 66:-0.8103251922493925 67:1.393486263211132 68:-0.8255863774610107 69:-0.4659183390874979 70:-0.6095429439776179 71:-1.391881014342771 72:0.7941507272456921 73:-1.1702692465806 74:-0.7753648528608607 75:-0.8556687965001437 76:-2.408537772273792 77:-1.206048098866116 78:-0.5182668917020959 79:-0.8862608770798629 80:0.1956370873415849 81:0.004108258324392431 82:0.802000678708276 83:-1.6727330571601 84:0.266815274219556 85:1.258185655106189 86:-0.03237950952183805 87:-0.3575098426339238 88:-1.004884871961932 89:-0.7083409231205448 90:0.2354378301666857 91:-0.7708963807512423 92:0.1136959823907115 93:-0.1875675933680829 94:-2.803112043281457 95:-0.2597980075453979 96:1.112234682060138 97:0.8321080999104866 98:1.27085225909559 99:0.08655576010606862 100:1.900184635791777 101:-0.3340546794395827 102:0.4132644154846113 103:1.175091190044527 104:-0.9705062143456488 105:-0.3786203380402161 106:0.01126415212216862 107:-0.304617192450744 108:-0.2112550142708618 109:0.856696011718833 110:-0.09909604750604592 111:2.400541663396336 112:-0.4934270560296712 113:0.8156507677138736 114:-0.3879530975564366 115:-0.01846236076636311 116:0.9058165541344779 117:-0.331402318402553 118:1.695004824733977 119:-1.404123722622929 120:1.098755721449864 121:-0.02638149360458253 122:-0.05041533945848491 123:1.389196598761106 124:0.4987784865165602 125:-0.6416974519205768 126:0.2327667225058893 127:0.2712210456178906 128:0.1120781669287219 129:-0.274319487296491 130:-0.9911970394178025 131:0.6374341291668478 132:-0.2458547144524597 133:-0.4036219376586641 134:0.9361400821914185 135:0.2787257780597481 136:-0.6078036762594689 137:0.298055877039509 138:0.9001514929970834 139:-1.377934878330735 140:-0.465599364667055 141:0.01411685425134553 142:0.3235369534915445 143:0.7463874405417126 144:0.1305030472515783 145:0.774026694548014 146:0.5049436224434077 147:-0.05247083297840281 148:-0.6142893913228078 149:0.1428311713407459 150:0.8143050972444951 151:-0.1799375053996937 152:-0.7542159456046258 153:1.037210551217131 154:-0.8797010708451215 155:-1.589634448572522 156:0.3583480323339181 157:0.02987686625281287 158:-0.996987694233939 159:0.135391014043476 160:-1.376238475347302 161:1.187705335905626 162:-1.446182757263782 163:-1.350747344055127 164:-2.063310904355515 165:-1.337173475021256 166:1.052205894635697 167:1.472946218914617 168:-0.9571361155298085 169:0.2428792696670359 170:0.7244499460611257 171:2.812584925206414 172:-0.1290513832029874 173:1.02458325309317 174:-1.850284900926607 175:0.6424201436543813 176:0.7560683607745465 177:0.3313228785549874 178:-0.2509988623038219 179:-1.151013513104439 180:1.660122830277274 181:1.822702573893435 182:0.5428921566327094 183:0.9651648768770356 184:-0.2516114212788693 185:1.014550410366633 186:-0.536284574377618 187:0.03733487720368601 188:-3.057744683636513 189:0.7937827341285241 190:0.6267677131958024 191:0.6149393989908982 192:0.1934235212036235 193:-0.8746794443555657 194:1.333283857688267 195:1.179225169748497 196:0.9490889933297534 197:-3.090988793464017 198:-0.2533036723102292 199:0.8433027190913924
-1 0:-0.1473680218385112 1:-0.6163957946468303 2:-0.667461136733271 3:-2.5144168022589 4:-1.459365468260334 5:0.1596915731809161 6:-1.876593243391738 7:-0.08512793387292288 8:-1.333686998576132 9:2.162472948967943 10:-1.760416780650875 11:0.9720376999890773 12:-0.7897095036709638 13:0.2591956892990315 14:-0.6527130978605414 15:0.4344774636546649 16:0.2829281917587683 17:-0.8604789724896867 18:-0.7021352046682803 19:0.3109901520641112 20:-0.2323530701128193 21:-0.1673009072796316 22:-0.184549020743611 23:-0.8844858268765332 24:-1.167629293090173 25:0.8323123189338263 26:0.3775649218138474 27:-0.6295225207568008 28:0.4015638525092506 29:0.08446282758613066 30:0.3952439459993994 31:-0.1589614459671777 32:-0.2202582125204803 33:-0.8517186345091053 34:0.8398941895383187 35:0.5780579749244712 36:-1.133349578634036 37:-2.276787539376432 38:0.8338095815379543 39:0.6052159941788131 40:-2.97522490196199 41:0.6303715622506439 42:-1.027622649475936 43:0.6458526516277453 44:1.803427975599897 45:-0.8807934008349281 46:-0.07034607575608906 47:0.1574520222480774 48:-0.4295231801087094 49:-0.3643860918586214 50:0.2986032074599981 51:-1.348118507285991 52:1.676719680773424 53:-2.019491260475947 54:-0.5117668636807673 55:0.4590155690098942 56:0.0138924782660714 57:-0.3155626936556888 58:0.7679244668114368 59:1.472796443520473 60:0.9199984776107095 61:-0.09133192094778897 62:-0.2491497400033654 63:-0.5720116111025477 64:0.6323412595202099 65:0.3588414740316664 66:0.3595110612143914 67:0.3120157245403641 68:1.309946170040589 69:0.04236704793213495 70:0.5738844954927673 71:-0.05303961477245229 72:-0.6523773588377704 73:0.1586755207793688 74:0.04946517463266253 75:1.75642231061139 76:1.272379976261424 77:0.2037234714209101 78:0.1266332213062839 79:-1.244369489290153 80:0.2021844824661496 81:0.3279982139240102 82:1.851706416127491 83:-2.049193507832847 84:1.548926206398487 85:1.003040142117361 86:-0.2028535575633511 87:-0.9282063690599359 88:0.4991563497481234 89:0.2384916734659505 90:-0.2021699909626097 91:-0.0371935548100427 92:1.027621231668655 93:-0.8203077316789802 94:0.7511601780226581 95:-0.1572007446276807 96:-0.98882444309288 97:0.7484911972046279 98:1.536604541991549 99:-2.338290135912988 100:1.341630103271194 101:-1.5873062961365 102:-0.01021585574665334 103:0.4841090886791591 104:-0.6102880546520688 105:-0.5607798384473177 106:-1.762406043641099 107:0.541769419384271 108:-1.593089839671424 109:0.1248643585538741 110:0.6284260763136652 111:0.05785727455761446 112:-1.720911655212409 113:-0.3249405068547855 114:-1.636306770168525 115:2.200059500961064 116:0.199007757958942 117:1.672915893839807 118:0.2083407304298585 119:0.6723624652265917 120:-0.1912942733685466 121:1.720078742514991 122:-0.5210693969429221 123:0.4079367746161256 124:-0.5937522336396894 125:-0.8971539742803628 126:-0.8741856595926546 127:0.2030024305917273 128:0.01276412588941244 129:0.9904432341887183 130:-1.418592806487525 131:-0.53911774937957 132:-1.537304945422483 133:0.9099640419375449 134:-1.183081213038763 135:0.2982173809070476 136:-2.017788858541607 137:0.5980173549494128 138:0.09444114206406932 139:1.772929161894958 140:0.01312964986935856 141:-0.878168947382698 142:0.2814480607745365 143:-0.3539100680196954 144:-1.416567974632841 145:0.3797833615879153 146:-1.588738687923263 147:-0.59687388245797 148:0.9787283691534168 149:-0.9859797041571873 150:-1.327566176571861 151:0.1147996923687692 152:-0.9600694481340044 153:1.223966616319758 154:0.0580050573399892 155:-0.5701999134574404 156:-1.401382443903616 157:-0.1154128391618792 158:0.5110458070036945 159:1.571231723200377 160:-0.7305248224786175 161:-0.3876960595744212 162:0.3992128964226163 163:0.084974359421774 164:0.7559955276404766 165:3.364898445675931 166:0.6246360424301003 167:-0.09727239215016942 168:-0.04026022585612278 169:-0.7822450231853528 170:0.5444927069714954 171:-0.9247190213092277 172:-0.9400507773391431 173:-0.6361494019285205 174:-0.8601152195139301 175:-0.02478923502359314 176:0.1408584788080287 177:-1.822806584405499 178:-1.066347544834233 179:0.9665359665484022 180:0.7376564880022588 181:-1.027759206657866 182:-0.6130977110104469 183:-0.1525431033516334 184:-1.471044187035895 185:-1.881706502473761 186:0.7714997391267747 187:-0.6664133323892696 188:-0.08702389477023062 189:-1.356865846146089 190:-0.6739532455793315 191:1.408087219167421 192:0.209828324601292 193:1.887549107687084 194:-1.061073850186135 195:-0.07714563929618358 196:-1.183004598899398 197:1.337646809799294 198:-0.4759211366793993 199:-1.126794541512945
-1 0:0.4731703932215817 1:0.2401046737421297 2:0.4070025815347819 3:1.646981635516124 4:2.068339161597102 5:0.6903515875180274 6:0.5374599382684926 7:0.006015432033415919 8:-0.4786655827020962 9:0.8879110204373813 10:-1.125612483884401 11:0.3903586159125829 12:0.2274359938256458 13:-0.1377032821116883 14:0.6089584715704531 15:-0.4979599899131937 16:1.909015850507058 17:0.2508877923807998 18:-0.2988024738066979 19:-1.609996627390163 20:0.2713523038572377 21:-1.524532758190816 22:1.194961040402518 23:2.021637688822365 24:0.05840309206277206 25:0.6535885968874462 26:-1.099446618761934 27:-1.269953213092476 28:0.4363619126447393 29:-0.1659443990720202 30:0.3666465593526586 31:-0.4507993500886612 32:-1.008968495334253 33:0.2518255462870791 34:-0.7352130455388393 35:1.075369641693442 36:0.7654534485807634 37:0.3461966931477346 38:1.073968716591758 39:-0.8860175756966774 40:0.5971513515396065 41:-0.5073142730177386 42:-0.4307898147155994 43:-0.1654463028051056 44:0.06075425579204179 45:-0.532970736395702 46:1.373332912823936 47:1.007309440169021 48:-2.144851764866201 49:0.5107639470598079 50:0.8207368585165865 51:0.7781079561330908 52:-0.5321085925666096 53:-0.3117527767062551 54:-0.2943958920424503 55:1.07870224949491 56:-2.223408127419215 57:-0.0009685775322272403 58:0.862147632300754 59:0.4531950109107826 60:-0.8235567624610423 61:-0.8642530165126949 62:-0.4974347353326333 63:0.4804290920570824 64:0.8248417404997481 65:-0.4132833197106636 66:0.3196738049491197 67:-0.8473550896227241 68:-0.7175378845421035 69:1.012882656721301 70:-1.338242399185252 71:-0.1515715834722266 72:1.232512330130864 73:-1.461261713801877 74:-0.4192934203430449 75:2.302158801706494 76:0.08838544751336387 77:0.09059590625569076 78:0.5516970965812591 79:1.350011887579433 80:-0.7937284337897034 81:-0.9183249563832512 82:0.131699014220768 83:-0.3335030258706252 84:0.8545579121125876 85:0.03322526160728115 86:-1.317767774718993 87:-0.7458524224346527 88:0.1358436961318249 89:2.028536339555357 90:-1.4951061547432 91:-0.5509089459680367 92:-0.2086065669482163 93:-1.795483729760791 94:-1.007909025461452 95:-0.5689765829121104 96:-0.5383262139964823 97:-1.052513697766305 98:0.8942516408724704 99:0.6243121893321063 100:-0.8466091963670661 101:-1.033603667642627 102:-0.1295921820654966 103:0.01947528991834667 104:0.5584225393709084 105:-0.104240538665718 106:-0.3551390964674537 107:-0.7000581961362415 108:0.3361854689494486 109:0.2624669194999469 110:-0.5738059408635401 111:-1.629711998987379 112:0.972739845726707 113:0.6351440524562397 114:1.008560184713943 115:1.571922808576025 116:-0.5664638620548001 117:0.6065052624184109 118:-1.438727043623662 119:0.4377045322845627 120:-0.1603578157049941 121:1.15410957290933 122:1.390879550093478 123:0.463322961317648 124:-1.010821268358635 125:0.2960508277093087 126:-1.240971764245673 127:0.2794772045101411 128:-0.5532227332278989 129:-0.9573206309397153 130:0.8869478722824108 131:-0.1043510947238743 132:0.3024146767117116 133:-0.08365072166182165 134:-0.1043666440124219 135:0.6171526285527951 136:-1.2418822071689 137:0.7652590069885372 138:0.2665029890019976 139:-0.9333136974120874 140:-0.3582524286492942 141:0.3157839255692563 142:-0.7886504108654216 143:0.6938047562883525 144:-0.4977735795807219 145:-0.2565758778047266 146:-1.620166128099917 147:0.002791080427086193 148:-2.050869833019485 149:1.334967484765704 150:-0.1674028100156039 151:0.7398403606465374 152:0.3798547487286879 153:0.3570277332928129 154:0.4890257912679885 155:-2.315572284694244 156:0.6925231714449654 157:0.1377207244946445 158:-0.6029920961470616 159:1.533357833492244 160:-0.9844674732158655 161:0.9455873055602454 162:0.1349358414404287 163:0.1700516234935928 164:-0.6208576522439906 165:-0.02686404285139399 166:-1.003713562886463 167:-1.23320697652231 168:-0.02677740216550733 169:0.7871875772833994 170:1.557839436284028 171:1.07801908132566 172:1.167701597711911 173:0.3043989663556085 174:-0.07027733350966411 175:-1.504867296405115 176:-1.365580985321283 177:-0.7152617951523793 178:0.4572654250863963 179:-0.2687426929136836 180:0.2024093516540004 181:0.6099855719594546 182:1.348855009829985 183:-1.049015105557097 184:0.05795531571111013 185:0.3546554107670636 186:0.7103915865240212 187:0.9469759162814441 188:-0.2721177011864374 189:0.40489210405177 190:-0.729360371237629 191:-0.553959488251957 192:0.911194558450073 193:-1.347571043937593 194:-1.756058637063762 195:-0.7572104340688314 196:-1.208842848288154 197:-0.07312196663709472 198:1.001315049279316 199:-0.7289092679168674
--1 0:0.6251488975476186 1:-0.3813648495206652 2:-0.02251236201799186 3:0.6074274953562995 4:-2.099789358222216 5:0.4013983120604532 6:1.097224248151256 7:1.446930598870439 8:-0.4094320606003282 9:0.7314596494431478 10:-3.475013740754553 11:-1.097055741726946 12:-2.644212625104947 13:0.1207841053972942 14:-0.5624390548414022 15:0.4153997646593485 16:0.8735826996632435 17:0.9087546335760982 18:-0.5631106802351623 19:-0.8411330714191539 20:1.414306749659264 21:0.3666365136467159 22:1.213769696498369 23:0.2588910018774189 24:0.1562651534140612 25:1.738397507838791 26:-0.09937771971990685 27:-0.4630092480487238 28:-0.4662957765136908 29:-0.4072006085819174 30:1.370415204307959 31:-2.157118515241633 32:-1.265983369128088 33:-0.8319593143670159 34:-0.9467939687958516 35:0.8767293179482817 36:-0.0576467350252051 37:0.08831218400420571 38:-0.161395504881348 39:-0.9984173326876101 40:-0.5140106552649717 41:-1.294545261650433 42:0.1078322744274995 43:-0.6324957604829258 44:0.6822253048699087 45:0.358287058170031 46:-0.7134755883320971 47:-1.175152467303029 48:0.831191505379432 49:-0.2177641645359983 50:-1.130869899704802 51:-0.6306773184348716 52:-0.3786714639826906 53:0.6676754735047095 54:-2.494152133565386 55:-1.0781274493655 56:1.713664040530457 57:-0.4801844996625095 58:1.792788396017386 59:0.597798502385448 60:-0.1556607794665659 61:0.4088030216687422 62:-0.2758855450818973 63:-2.020409156143451 64:0.2531130075866755 65:-0.7572647657223758 66:-1.493941800970583 67:2.823627765253384 68:0.1396218815072071 69:0.08812128559610947 70:-1.574869352432323 71:-1.214139757746351 72:0.5533734622742967 73:0.8312395599298412 74:-0.4176555452243846 75:0.5982710124357137 76:-0.4191783334910096 77:-0.7287415527910169 78:-0.8501396855140065 79:-1.178545500927415 80:-0.2483156116072285 81:0.6101839916776929 82:0.6898371390543802 83:-0.7272987137167866 84:-1.177572428669442 85:-1.081823275434999 86:0.4387061484361349 87:-0.6570076938783461 88:0.2657441934960338 89:0.5837390535981563 90:-0.03034651170228225 91:0.2914376908648253 92:-0.08247269412962914 93:-1.081674037362655 94:0.7988598522493552 95:0.7589367471195365 96:-0.5995053750802551 97:-2.687226853915311 98:-1.750633732644638 99:0.6264440055631546 100:-0.744468921217576 101:-1.493110902504284 102:-0.1378045025618629 103:-1.151638367633098 104:0.6649969329906269 105:0.93056205612436 106:-0.04898196786708107 107:0.536631713748579 108:0.2918375314862093 109:-0.6997474953679339 110:0.4258511606243897 111:-0.5524977410253165 112:-1.083402494779676 113:0.2556362470881718 114:-0.07822796671073029 115:-1.130255141673449 116:0.5972202329178646 117:-0.4443842383757663 118:1.248216730119071 119:-1.439969384731947 120:-0.8796848615700452 121:-0.131931622309336 122:-0.3353766485097505 123:1.168827755388555 124:-0.817905680206398 125:1.082302228383519 126:-0.3213219010763834 127:-0.1398641477103993 128:1.779206988672551 129:2.257750263601796 130:1.459658801856939 131:-0.7516291388380165 132:2.030463814560912 133:-1.469537193798434 134:-1.383784825009854 135:3.280049961999351 136:1.735614714879916 137:-1.644556576828367 138:-1.58108321181483 139:0.7819565201063696 140:-0.5706262986366467 141:3.170361671974478 142:-1.540961852601237 143:0.1749846960619555 144:-0.2005225279396604 145:-0.07165143798011503 146:-0.3688667123062849 147:0.9326620050543412 148:1.001228565222101 149:-0.9318829677841733 150:1.274660895125648 151:1.079825779270303 152:-0.371758064108533 153:-0.2383582041896637 154:-0.8333492020041753 155:0.4273137046859091 156:-0.1239047396970456 157:-0.2312628163988027 158:-0.112017434885655 159:-1.884616074045605 160:-0.6294205837852348 161:-1.25135499557737 162:0.297580496738319 163:-1.426556838486385 164:-0.7890141691728662 165:-1.560527895702555 166:-0.8695356170884532 167:-0.1917213305214581 168:-0.1100102068011157 169:0.9910200949964164 170:-1.792542840595744 171:-0.009806980853585539 172:0.952899925092103 173:-0.3237082644710237 174:1.628148847226465 175:0.07065369322879915 176:-1.152298466360103 177:1.487964205325482 178:-0.706803280442499 179:1.077363128430182 180:-1.444493452868758 181:-0.195264752512555 182:0.5960556885636451 183:0.8390870754400196 184:-0.00451777314536726 185:0.2190358562328516 186:0.2836389871232498 187:0.8585699290432038 188:0.890235583227543 189:-0.7378785497086876 190:1.264506157534146 191:0.6154799388976492 192:0.3164837846899987 193:0.5104201835635727 194:1.299603659452579 195:0.1214394803363598 196:0.5690829602526472 197:0.2699518302224923 198:-1.052517996322104 199:1.541315176667783
-1 0:-0.3996365050563012 1:-1.878901021281348 2:0.7653869459790701 3:-0.08083450221242885 4:-0.5233123582562131 5:0.9707482653445839 6:-1.026543377458969 7:-0.3462308822899088 8:0.1160121317009852 9:-1.27925411774532 10:-0.5762530065898476 11:0.8749087135565413 12:-0.9635641066503936 13:-0.5707804007084087 14:0.4278780826681461 15:1.586795744681065 16:-0.2239739142213208 17:0.08802833601701941 18:1.809148805187702 19:1.954239788327138 20:0.8581105182765972 21:1.282168726086324 22:1.038782854899619 23:0.647853456897411 24:-0.3106221746747233 25:-0.03347990708163497 26:1.174012818633763 27:1.263898574632283 28:1.084480913117521 29:0.6678525636484743 30:0.3932908382155167 31:-1.291094130059413 32:1.029159769538537 33:-0.9928535384395402 34:-0.2110487492346886 35:0.04914540742986154 36:1.170218068462266 37:-1.071176526429339 38:-0.6335199977645045 39:-1.215121820523018 40:0.04883483461327216 41:-1.470559894347671 42:-2.513213343635611 43:-0.2045115592880807 44:0.3984705422992483 45:1.886221283747585 46:-1.463641394001143 47:-0.9410010740106888 48:0.7057867736096228 49:-0.8508433661506084 50:1.044858897635714 51:1.267632367865163 52:1.533512717931958 53:-0.4354375019740873 54:1.288172154453463 55:-0.9991157857788648 56:-1.357421948103675 57:-0.001336468101528644 58:2.706023137758145 59:-0.08151828763964318 60:-0.8972672559227114 61:0.9326155966113633 62:-0.8052023108256809 63:0.7102583144503406 64:-0.124049766923274 65:-0.6480018614804423 66:0.3023735158668737 67:1.870071750869833 68:-1.3965134358717 69:-1.198848414681088 70:-0.6779618997044913 71:0.6264685707300706 72:0.674077555955661 73:2.026460514484441 74:0.2648147263464333 75:0.8614688028221315 76:0.772299822890965 77:0.9742909912849947 78:1.625330736099839 79:0.8224461535696652 80:-2.282533098848707 81:-0.7966963002262925 82:0.0300823265655588 83:0.9349004904461722 84:-0.4311355789490088 85:-0.9157603042637616 86:-0.08389530834143008 87:1.695940284965437 88:1.131484261958583 89:1.125113552196794 90:-0.5927771590568205 91:0.8760203982781439 92:-1.305710069845185 93:0.5234167346183396 94:-0.1532371612064156 95:-0.4463303561236724 96:0.9464739836773424 97:-0.2395112847567882 98:0.685341823223488 99:1.861043322579137 100:-1.185425009660098 101:1.185456504807028 102:0.1858867583588774 103:-0.3560202885721288 104:-0.02264254708635463 105:0.174486619095072 106:-0.5697255888767278 107:-1.244352805700218 108:0.8527490258755185 109:0.5362119572090407 110:1.877671467786716 111:-0.5147169879867913 112:0.4354914847641286 113:1.406442672230148 114:0.5357879349052854 115:0.247739556639126 116:-1.108031977305665 117:-1.437510190944981 118:-1.009293084941979 119:0.6173531067042114 120:0.6181358440983364 121:0.9436590699102326 122:-0.2928480054892827 123:0.3778793652114354 124:3.207923704254543 125:-0.6802796235333681 126:-1.519529310530089 127:-0.09706174705958452 128:0.8826879808381124 129:-1.047979766591213 130:0.9949456695492099 131:-0.8239669824842963 132:-0.9255921234588094 133:-0.1773536251792507 134:0.3640465166374818 135:0.4293981883045108 136:0.808132625354988 137:1.700306858931262 138:0.4170356624398454 139:-0.4614634353399832 140:0.4833797710582449 141:0.5821283343727063 142:-0.3050203545825508 143:-1.11098006961569 144:-1.702046664802346 145:0.6405744511309467 146:-1.527661867617894 147:0.08227181871549373 148:1.318809191984335 149:-1.35261199779727 150:1.625091990511523 151:0.4846043900353391 152:-0.3535206001281039 153:-0.9218307918423211 154:-0.8414083565593486 155:1.23328690404394 156:-1.110126916003732 157:1.008468258314275 158:-0.9119114403292862 159:-0.03975361235364291 160:-0.1465114638859593 161:0.6210309946596514 162:0.858304598598476 163:-0.4539051381787161 164:0.3767706629812674 165:-0.500934458137322 166:0.02738558343736406 167:0.3520490395870501 168:-0.2088664664570159 169:-0.4002494170350469 170:-0.5046150233889352 171:-0.621926243804323 172:1.597008583696594 173:0.5698625037150632 174:-0.890386646244307 175:0.2160850695354029 176:0.4069101870985017 177:-0.2012438415333732 178:-1.549233331953773 179:1.959739138904262 180:-0.5191076322524831 181:1.228560720357508 182:0.2953012634516199 183:-0.2637414073732078 184:0.7912145141180958 185:0.2629310494810773 186:1.206299848075039 187:1.018896733689879 188:-1.483103873359112 189:-0.5116297020332029 190:0.444441422188818 191:-0.2552517776455495 192:-1.641054652710483 193:-0.3721771937383057 194:0.3324227602057817 195:-0.1774670122197319 196:0.8236326858360938 197:-0.01383490776208922 198:-0.1258452714484495 199:0.3868691069942273
-1 0:1.159832130408038 1:-0.04506783455755108 2:0.8312421884806237 3:0.4410604892237377 4:-0.3382219723766294 5:3.310173794281558 6:0.2006225750417777 7:-0.8592921487975786 8:0.3244533356322825 9:0.121199513024551 10:-1.338810972412653 11:-0.9614741298865379 12:-0.3606320017090193 13:0.1183096929548492 14:-1.390803322281986 15:-0.9571642265875669 16:-0.2054445132330159 17:-0.6829226886902395 18:-0.06040404192323059 19:0.5965860276466849 20:-0.8843674545100498 21:0.1753963185622645 22:0.1156289211529964 23:0.7962941782109164 24:-1.884560685089308 25:1.060232118769762 26:-1.2153844271908 27:2.90422902718418 28:-0.2371191818679426 29:-1.970699215366323 30:2.253986257631902 31:-0.9073731497534634 32:-0.2057852719094956 33:-1.148438544341046 34:-0.4011394117887596 35:-0.3465154044117456 36:-1.03707083073336 37:-0.562979059960695 38:-1.521372100524659 39:0.9645841495840811 40:0.8954560125274494 41:0.9032436064292836 42:-0.8300263313748906 43:1.020270256459293 44:-0.4278784267183229 45:0.4834923360119249 46:0.0892412117704376 47:-1.614357289128324 48:1.257494117011053 49:0.3351052539726008 50:-0.5279756287237154 51:0.2379044382761286 52:-0.3588190226349318 53:0.1730481130922577 54:-0.4016092599304732 55:-0.2252220289748265 56:-0.9976958828237408 57:0.4902724590713566 58:0.01215216083204125 59:0.5366296350794543 60:0.9898815100549474 61:0.6830009555148303 62:-0.6998902569232041 63:0.01073062978305779 64:1.689035309013833 65:0.8957030339712098 66:-0.8321708400204738 67:-1.740232240126993 68:-0.406704966745788 69:-0.4126916575046203 70:-2.821978705080747 71:-0.7607753059811299 72:0.1340952864969474 73:-1.242913851821394 74:0.5493246611281097 75:1.78616356146021 76:-0.7046813642193828 77:-0.1891068536828184 78:0.2653358785844734 79:0.05805505072260678 80:1.327173534504143 81:1.000689565729883 82:-0.05376359557872595 83:-1.973115017865749 84:2.128616688321062 85:-2.907951413818608 86:0.06518449549125928 87:-1.21535833550044 88:-0.7980532043619282 89:-0.9639500233471463 90:-0.9594324607106531 91:-0.3309496234210685 92:0.1286576493647515 93:-0.7971303756084217 94:0.7121771611990458 95:1.245886018829397 96:-0.3841190688854794 97:0.3401922938108616 98:-0.003246467163270346 99:0.7880102203373957 100:0.3654652383260526 101:-0.8491569199601332 102:1.032024928502953 103:-0.2262187200309891 104:0.9319528310288543 105:0.009989973018089021 106:-0.5439401591043527 107:0.9161502439901585 108:0.3183396996921126 109:-1.008315631977332 110:-0.8421268924134823 111:-0.9702413023945774 112:0.2693903122911259 113:-0.003700086532431297 114:0.2134575225317355 115:0.4641167095478206 116:1.188059257889835 117:-0.6440622325447491 118:-0.1906326320221461 119:1.424283040283982 120:-1.334478516095216 121:1.965753643973609 122:-1.107321853381003 123:-1.279731043794073 124:1.096203819318276 125:0.770238942108272 126:0.4131705149619121 127:0.0238888668477972 128:0.262510383276242 129:-1.011018325200079 130:-1.183447991277635 131:0.8981460411087313 132:0.9112301645539574 133:0.1099803905817908 134:0.6478932463282344 135:0.08919023823443714 136:0.5140357558641111 137:1.750998201067196 138:-1.94790572087189 139:0.3020461104747946 140:0.148329617615909 141:1.417641070036238 142:0.1426877918426729 143:-0.1201869183390503 144:-0.8303215565496437 145:-2.112230114296104 146:1.654489507006174 147:-1.205034591298784 148:-0.2404277628882409 149:1.321563849864078 150:1.206950438840869 151:1.488871680781809 152:-0.679559623786761 153:-0.8784610598571226 154:0.1901196672202413 155:-0.7770502880655171 156:0.4178106801416775 157:0.0296186093684767 158:-0.9381884193468004 159:1.489856911063459 160:0.07878856842384489 161:-1.503091742360804 162:1.078907716817509 163:1.332904704473198 164:-0.5630847034558644 165:0.6693515821119034 166:0.01049762283171186 167:-2.581097817978307 168:0.3028477854498523 169:0.6453250664351761 170:-0.8443572887436075 171:0.2322411352322983 172:0.4657439808464519 173:0.1129445990552697 174:0.1015147190399424 175:-0.7743959325032956 176:0.6897800958746418 177:-2.76089981486612 178:-1.050605399975637 179:0.1039979541674291 180:0.8676342028136818 181:2.11806344768025 182:0.6491232537041244 183:-0.04978323234984282 184:-0.3249723812689619 185:-0.1729496940555864 186:-0.9368714330738749 187:-1.52334865976616 188:-0.04593183350023999 189:-0.8937686982951731 190:0.6729776655771741 191:-1.026109666962632 192:2.520347700411619 193:-2.035349923046396 194:0.03737907889634887 195:-0.9802274980302456 196:-1.325868878062444 197:0.3233924082072437 198:-1.60671871036823 199:1.066465202429395
-1 0:-0.1082191237930125 1:-0.3045289083179819 2:1.087530234137218 3:0.6902270858838435 4:-0.9046404311879684 5:1.762552344885393 6:0.3832547516322056 7:-0.3453695173247283 8:0.06693295624344889 9:-1.146093733417427 10:0.4149544480872627 11:1.070863379889126 12:0.2052310387981499 13:-0.4405229822542711 14:-1.405408559708828 15:0.01615762356901624 16:0.7816720827776072 17:-0.2662998367390122 18:0.1786500108662446 19:0.09685896130400383 20:-1.760478394471497 21:0.1294642928907246 22:-0.4304324823927917 23:0.3326481352177736 24:-1.071015445659489 25:0.7829070416987499 26:-0.4400197185536827 27:-0.06185488828162789 28:0.577177672243542 29:-0.8875280474847499 30:-0.04074655549788318 31:0.1784610551638988 32:-0.6963211343101898 33:0.7918158067199386 34:0.8130337108901086 35:-0.1933843093088539 36:0.2596163545579816 37:-1.550962699685351 38:0.1270258321375399 39:0.1248864973850149 40:-1.853422879677505 41:0.3412140988161939 42:-0.4742839172272534 43:2.395342097683335 44:-0.3901673965341866 45:0.2617444235987921 46:0.2685204673162336 47:-0.847691630490305 48:0.835442990084508 49:1.710733051092293 50:0.962389031707751 51:-0.2118854887938172 52:-0.1259793125612408 53:1.628493785070224 54:-0.2298945914401219 55:0.8406157305841777 56:-1.657668501471982 57:-2.119353923699377 58:-0.03051668056494483 59:0.4482438311408582 60:-0.4688498243284774 61:1.13114730264399 62:1.442630400554908 63:0.02537701258313145 64:0.4295150271092814 65:1.252716057278469 66:0.3346028991998326 67:-0.3658084939284789 68:0.9654958419669144 69:0.9948855810746576 70:0.1174350957470902 71:-0.8325185603439375 72:0.5059803368247067 73:0.1390406344894038 74:-1.418264665975565 75:-0.5778110779916206 76:0.7137449646292972 77:0.003283231331551964 78:-1.429659568029567 79:-1.323335687835635 80:-0.4624767616610225 81:0.9535126216084731 82:0.3243755440662544 83:-0.685124100329225 84:-0.5780463726968114 85:-1.405743887250221 86:-1.851185588114671 87:0.6730941138168052 88:-0.5310462712695299 89:1.889241825804107 90:0.5706714148962468 91:-1.065583245970413 92:0.6438806525639346 93:-1.687426380491847 94:0.5639968046503547 95:-0.281264110235608 96:-2.385039306396469 97:-1.382266722427146 98:0.5785197181353117 99:-2.203329305898409 100:1.119123621634466 101:-0.5082896984829358 102:-0.8947748980499846 103:-0.3575738441903115 104:-0.2504691592582994 105:-0.1709062196694775 106:-0.5760616082971479 107:-0.5379828891414489 108:0.2383569721434312 109:0.03199540709827726 110:0.4547649419711562 111:1.313861199878921 112:-0.9647995676967155 113:0.1994084872873724 114:0.6056581327160234 115:1.157292367826474 116:0.2975181224669775 117:-0.5357431934408 118:0.5797611767577117 119:1.202128901199487 120:0.8552571448353248 121:1.532790434833877 122:-1.134641865279099 123:-1.131958923209136 124:0.2973406158764892 125:-0.1550037458929729 126:0.8035236835220827 127:-1.732615029358602 128:-0.4021024899617449 129:1.120354095935273 130:0.8088623746936112 131:0.2036202290937187 132:0.5124497722806642 133:-0.7728174856132795 134:1.150635283078557 135:-0.3492684518861008 136:-0.6033851776047143 137:0.7452206932475994 138:0.2620137929471915 139:0.823181519333711 140:-1.138378264203783 141:-0.5013219713543575 142:-0.4662090489436073 143:-1.740604111946331 144:0.3111263090143424 145:0.4206987043577977 146:-0.0620574682584323 147:0.618147969794748 148:-0.7125707177192426 149:-0.6508531671129265 150:0.3486026815097449 151:-0.4894965805632407 152:-0.204592393961056 153:-0.3890982525372189 154:-1.333617671614077 155:0.501130139442807 156:-0.4353259971698253 157:-0.4279249861053243 158:0.4066190162173777 159:0.5237010740162978 160:-1.123232650419172 161:0.09126936804514831 162:0.3911206394592919 163:-0.2503614165259221 164:-0.4531822299000591 165:-0.8825136183448179 166:1.360312478220843 167:0.7202132123243773 168:2.094783320872014 169:0.542106937660121 170:0.251171638914782 171:-1.927487534157055 172:1.577814799749574 173:1.069594799616176 174:-0.6532508927739477 175:-0.7316295515861813 176:-0.1230040260357417 177:0.3232462109786297 178:1.571311004178205 179:-1.968766097346729 180:-0.006713194930144029 181:0.6447667971658757 182:0.003480251924565691 183:-0.1222243598119856 184:0.588461673457318 185:0.8081914175361211 186:0.3910824759642398 187:-2.263424528852225 188:-0.05302045851076331 189:0.3172191772061404 190:0.1205387173985043 191:0.9590324448997892 192:-0.4631810779098929 193:0.1925018883005378 194:-0.03631360436968664 195:0.02078105890449863 196:-0.3166442660106343 197:-0.5156295032534972 198:-0.3115676223723451 199:1.72327770412338
-1 0:-0.8418741747280797 1:-0.3610946322093097 2:1.406752439563885 3:1.550365836117161 4:1.486900995673097 5:1.102646461858859 6:1.89847795143979 7:0.393960469120419 8:-0.02448416620029834 9:0.06655500937268413 10:-0.481562020844219 11:-1.107683291534652 12:-0.3639941094660933 13:0.1264262378301299 14:0.4633765432822582 15:1.186799715963821 16:-0.2616781402464988 17:-0.6496667727148311 18:-0.6511435019905263 19:-0.2435241763845687 20:0.6318812172986666 21:1.30944188086513 22:-0.03987051556751266 23:0.6988586692516936 24:1.540612518399895 25:-1.525031172758239 26:-0.7747794815283182 27:-0.7957074540488598 28:0.06146524249824435 29:-1.675201960279314 30:1.031862108162185 31:1.063110015763489 32:0.3752373856544302 33:0.8008065795198743 34:-0.0460184304899688 35:-0.4241853780072606 36:-1.531969873570819 37:0.7326676759404722 38:0.4752583550734195 39:0.02945330528923086 40:-0.8050270423468561 41:0.433671145328727 42:-1.482777197290744 43:0.144533177327726 44:1.953507626969342 45:1.481408382770565 46:-2.064860073836472 47:-1.061330026265574 48:-1.888242663182509 49:0.4088345818636225 50:1.271639338770176 51:0.6922753180515763 52:0.3060737428056655 53:-2.186813555782717 54:-0.9443083795748012 55:0.9579183651672123 56:0.5565055544683279 57:-0.4695822750216365 58:0.01915578865741996 59:-0.6598677368653506 60:0.9587324333681189 61:-0.38711198174351 62:-0.03669639066069066 63:-1.21625579859122 64:-0.9318514139171449 65:0.794069949506926 66:-0.2739715879159952 67:-0.9447072001106933 68:0.4740512107088093 69:-0.06061196860572363 70:0.8247263035711722 71:-0.06927993162033093 72:1.625683952141147 73:0.5050161492489995 74:-0.7684357463853494 75:-0.9213561409504681 76:-1.678210837871764 77:0.1270262488895309 78:1.22302524397217 79:2.00465929523641 80:0.09565355549610445 81:-0.8274849021396211 82:-1.043417169694532 83:-0.4372413735112808 84:-0.08600846404547803 85:-0.246346993313129 86:-1.600380833587689 87:-0.7060360681111494 88:1.270844630795112 89:-0.4568816176276317 90:-1.820784464764218 91:0.384011938331328 92:0.08158444796043123 93:0.7520748681156313 94:1.120662348665486 95:0.9148360198914277 96:-2.154063483700511 97:-2.666465637594091 98:0.8396845769303311 99:0.01542110872404773 100:0.1826341762428114 101:-0.2853965753925269 102:2.110290552228896 103:-0.0857354981399861 104:0.2636977553458376 105:1.881726153520497 106:-0.009380226201662538 107:-0.03275804534077108 108:-2.493002349151921 109:-0.1587708743406696 110:-0.4117309015270618 111:-1.260533984103907 112:-0.6605794964467453 113:-0.331987231129 114:0.415552729045261 115:0.9576802816617985 116:0.5683168553528066 117:-0.7956842282458094 118:-0.1465949488899069 119:1.841473676952699 120:-0.006551719566779319 121:0.486042575601809 122:0.7202737964621371 123:1.5218140963731 124:-0.6007766983161253 125:-1.761127567226568 126:1.694773256647741 127:1.547512787619818 128:0.09231384615927887 129:-0.2561122288526377 130:-1.341475083197801 131:1.299559479079705 132:-0.6923348445547952 133:-0.6000687035551717 134:-0.8744192352304216 135:-0.8993676066616844 136:-0.1303976444853933 137:1.206600526393058 138:-0.05990276878373639 139:-0.3116280458028104 140:1.356475546979227 141:-0.4347490931287767 142:2.381173193885456 143:0.5616109184742161 144:-0.8100929965668764 145:-0.1512105309632759 146:0.1350470712217307 147:-0.6844944471333682 148:-0.2999438221967908 149:-0.1550054727412473 150:-1.887535040477103 151:1.908642845749108 152:-1.147221370797606 153:-1.995871017504333 154:0.07547362035229148 155:-0.7279764645378164 156:0.7415372816273549 157:1.408243455873894 158:-0.8298034351219684 159:-0.7075233419724025 160:0.7377160862894598 161:0.02752160896372551 162:0.6677488260435083 163:1.10823404960497 164:-1.746397293135123 165:0.6454788771467496 166:-0.01029015402201499 167:-0.2459034772639591 168:0.1849656169476895 169:0.5444325366137864 170:-0.4452314179635209 171:0.9672695275757316 172:0.09227467665609435 173:0.08272181386005344 174:0.1572638991065506 175:0.8820043448100037 176:-0.4724507161339978 177:-0.4509401513469262 178:0.8504320055462313 179:1.272078923445962 180:1.358185290896014 181:0.1494609258881262 182:-0.4930065696720243 183:0.5632101547371723 184:0.2901307346702539 185:1.052869444631031 186:-0.2525302791366286 187:0.7484544265654388 188:2.069257906517572 189:0.6677781802412563 190:0.2166863113005298 191:-0.6981664789492701 192:-0.9308051087386423 193:1.494040572705515 194:0.9005143791053482 195:-0.9391983515143808 196:-0.3283265052787953 197:-1.035012410177643 198:0.9610512418989641 199:0.09800817314737828
--1 0:-0.6733900921608145 1:-0.366539231831595 2:-0.5260391000399796 3:0.9538657810531107 4:0.9854837308211681 5:-0.971406060790531 6:-0.9562964819676179 7:-0.05464557066496376 8:-2.041853923925196 9:-0.2806243469485751 10:-0.5964724814069504 11:0.1124496215938149 12:1.882444002975946 13:-0.2658522038659661 14:0.6204697101403979 15:-0.0405065701772453 16:2.381923324557125 17:-1.641898623561945 18:-0.9440747245623228 19:-0.7410712610841933 20:-0.5398709076911585 21:-0.01782131643018531 22:0.9851826553795127 23:-1.285179857059596 24:0.7406752699116577 25:-0.2489450496261765 26:-0.2655941605338287 27:-0.2084799553672344 28:-1.035624338103268 29:0.05907419346624876 30:1.135393122241441 31:-0.7273033421040623 32:1.226431631404116 33:-0.6963516968655193 34:-0.6213798300414182 35:1.432201997646055 36:-0.7146605026421161 37:1.143346510284468 38:-0.6532021637778217 39:0.4452703524796648 40:-1.161328718447542 41:-0.8800812674512337 42:-1.127500151204164 43:-0.7598553381059875 44:-0.8488410414874548 45:0.5777543123482234 46:-0.5568067138427303 47:0.7382274555360412 48:-0.8840042890216692 49:0.684571749958141 50:-1.212940844654432 51:-0.9062082944010413 52:0.5866256854784023 53:-0.0293051831587905 54:1.783823246464705 55:0.2228126338215226 56:-0.8964933728231232 57:-1.721166893396228 58:0.6462000985190123 59:0.05386619980034663 60:-1.166637823805386 61:-1.428404649076731 62:0.1592197197422582 63:0.7367914215024228 64:0.118921610431894 65:0.9424190451278026 66:-0.3898204382795 67:-0.1845977229796336 68:0.2184910536792117 69:-1.555242861620053 70:-0.4173561605553382 71:-1.100246252534805 72:1.04543048591056 73:-1.092163095635034 74:-1.029192910181721 75:1.078955331405137 76:0.8174304125108014 77:-0.9131770583009519 78:1.251730051352662 79:-1.313988131820845 80:-0.5056236492287122 81:1.094400549710653 82:-0.8607909398440204 83:1.365036783430941 84:-0.1240704154919186 85:-0.1912636275145645 86:0.8614116787998761 87:-1.059491300297511 88:1.02409222758341 89:-1.90307998114963 90:-0.242598039696051 91:0.3598210413703518 92:1.178958509635901 93:1.151844595879765 94:-2.292080832777589 95:0.4317624714420563 96:0.1858961384146158 97:0.8098581236675578 98:1.314511626735685 99:-0.660605323853161 100:-0.772610399208586 101:-0.02612194941308008 102:-0.7214995527662471 103:-0.2040274685208388 104:-0.6189612550887252 105:1.327588630835137 106:-0.562196727735461 107:-0.4915707161851741 108:-1.656776665018329 109:-0.6871747649286247 110:1.05855962966657 111:-1.995125929556449 112:-0.8142058700988352 113:0.6257129342952329 114:0.5962346176253851 115:1.574417445175671 116:0.1310066624839031 117:1.453990844926521 118:0.5616892888234595 119:-0.3551920872202669 120:1.010303773492484 121:-0.3875994854855086 122:-1.045764294345554 123:0.4504727066852249 124:-0.5331547981420338 125:0.9982479532106834 126:-0.2968456509906797 127:1.194743938146007 128:0.1716687138381172 129:0.2374144639664465 130:0.02370454444749276 131:0.3509740288273577 132:-0.5332347877602576 133:0.04627253668365465 134:-0.1341599712087375 135:-0.7717077360639136 136:0.6591244744891743 137:-0.8309816108942683 138:-0.1891288427137661 139:3.285210457228202 140:0.6720933771810741 141:0.3055105734226212 142:1.549527634238596 143:1.160549536249158 144:0.4740758383807693 145:1.392580599686303 146:-0.3450388907467398 147:0.303183916842513 148:-0.8159161104988103 149:1.187149496143767 150:-0.4590872084879071 151:1.306129671895049 152:1.548212295278022 153:2.382141003423683 154:0.8514426261757921 155:0.6239814782754213 156:-0.8347547232360012 157:-0.05991281198186316 158:0.4559028913215883 159:-0.4960029311939075 160:1.845341424943656 161:-0.6677431827479623 162:-0.3525933365548582 163:0.005774862485037114 164:1.359424221531075 165:1.167670141926146 166:-0.6001723339828423 167:-0.2115645013192406 168:0.4434234649204417 169:0.6587698693829003 170:-0.1872052243372091 171:-0.1122890737616295 172:0.3866619872539036 173:-0.6310356224830528 174:0.0145979657786566 175:-0.1860777069591674 176:0.9878114683438265 177:-1.813524798415947 178:0.5833036666033014 179:0.0332477729196774 180:-0.5997179896377178 181:-0.8708635498644993 182:0.411792374116176 183:-0.2989671917726445 184:-0.05249911932430177 185:-0.8436136339050522 186:1.790582455087405 187:0.7903822173181496 188:-0.1600338427561023 189:-1.397975002016323 190:-0.9226570241440686 191:-0.6570186956556817 192:1.760979116853873 193:-1.003395791560783 194:-1.495380921799835 195:2.347173992076805 196:0.1684043829744215 197:0.1240661416110757 198:-0.313344004600677 199:-0.4546816088592064
-1 0:0.9803142005447019 1:0.4651947016092855 2:0.8374353040457573 3:-1.632828562014951 4:0.1453099494906741 5:-0.5100933955511503 6:-0.03466018072647643 7:0.8319919939255962 8:0.932387467194845 9:0.6419583032118856 10:-0.8697649062638065 11:-1.573331754413574 12:-0.1040575547949498 13:0.8041329857269374 14:0.6013862646435681 15:-1.201006407637608 16:-0.8745771477881851 17:-0.2272329458757969 18:-0.1634169672990445 19:0.4707696628609462 20:1.439843716608052 21:0.01365792808029189 22:0.8601438483988394 23:0.03876037884927826 24:0.3205701775322925 25:-1.945777649852533 26:0.1680582947957934 27:1.712592303607543 28:-1.820517776150385 29:-1.014011672032347 30:-0.07390370276785749 31:-1.495871454702825 32:0.5184179121632997 33:-1.194646108397851 34:1.476948795031157 35:-0.4060575297760944 36:-0.2450389641005701 37:0.2963858656675486 38:-0.4745939760447235 39:-0.4573962835427824 40:-0.2677745481194886 41:0.9219970445225059 42:-1.437873998771475 43:-0.6575769286667569 44:1.346111877325047 45:-0.1516069766632442 46:-0.02934214936089116 47:-0.466240074604132 48:-0.5960927797254417 49:-0.5006587753281867 50:-0.4907231784230317 51:0.4591230094360488 52:-0.5067107506038407 53:0.3523344328156724 54:-0.2393912525761756 55:1.913562547233491 56:-2.047933475458156 57:-0.7317406433348854 58:0.2574173412831174 59:-1.489440563264692 60:-0.1194530330950535 61:0.2663058854672049 62:0.1037929941634292 63:0.9907766752818135 64:1.96366318329283 65:-0.9817054694133234 66:-0.6806660309012973 67:0.478728648643498 68:1.917339519273653 69:-0.3743520944989827 70:0.1142657607105134 71:-0.4347312624925427 72:-1.643378953472901 73:-1.574459274375419 74:0.4273822281678145 75:0.9855771029648369 76:0.4152139316218028 77:-0.007760943101031583 78:1.587715244545887 79:-0.1892523464063167 80:-2.218067888636258 81:0.01537550286584402 82:-0.07468297858982537 83:1.89030373120916 84:1.877561504649431 85:-0.8039000454569286 86:1.675148150282223 87:0.04018866879357869 88:0.8915886666812616 89:-0.3080530073202215 90:1.18805584658682 91:1.220245468209884 92:0.5295283564554125 93:-1.612584281213603 94:-1.874365999265774 95:0.5664644781044813 96:-1.925514463696071 97:0.08840901164290581 98:0.7863945756498125 99:-0.3670468671826269 100:-0.8088174466237783 101:2.015304907742752 102:-2.223609333261105 103:0.5224598392277147 104:-0.1045103547024118 105:0.9623801406117991 106:-0.1855986548137496 107:0.2889441193083818 108:-0.5467687175492713 109:-0.2261241938647075 110:-0.6304315928838528 111:0.4991444349137158 112:1.250026441241938 113:-0.5665435730799555 114:-2.016576344991383 115:-0.4252785770886001 116:0.5278116325168055 117:0.3286968049340674 118:-0.2239687964211443 119:-0.4952097920671311 120:0.2209306501324742 121:-0.3834592114607272 122:0.1059841379342837 123:-0.7955593274840187 124:1.861341100582871 125:-1.856695555047585 126:0.9934114710249534 127:0.08477049626034104 128:1.5675663344177 129:0.2358823626371603 130:0.952579716673385 131:-0.4564518462031899 132:-0.3291602312551992 133:2.312764767815889 134:0.06680654178080102 135:0.05464239366730594 136:1.371479735180738 137:0.3321882207880678 138:0.2620614800769585 139:0.4784463061403741 140:-0.5739483091210017 141:0.6709152432932423 142:0.995634165661147 143:-1.667748485151094 144:-0.7149041216053805 145:-0.1988533977629456 146:0.9932143098864408 147:0.7165192671402774 148:1.565021972967202 149:-1.152706250612595 150:0.411327240465418 151:-1.421730262597992 152:-0.8985429750171483 153:-0.05614076892773068 154:-0.9894389049463034 155:-1.460309965132618 156:-0.003027966059137513 157:-0.5401232875893381 158:-1.364554350673818 159:0.1430524865526649 160:0.4664417933737722 161:0.1738521906467589 162:-0.2010544876707952 163:-0.1615484892756275 164:0.2564110697218335 165:1.677452660056475 166:-0.4224273991155248 167:-0.2101917973699615 168:-0.9578363125539506 169:0.3040943105523247 170:0.5305512390113153 171:-1.458219408153526 172:-0.09906293878727473 173:-0.3860914194865526 174:0.1979396593211533 175:0.9274292709876492 176:-0.2994499578244458 177:-0.7886914302566184 178:0.4024608176420977 179:0.4076347809099077 180:-0.8724601036560103 181:0.6052123937301934 182:-0.3349244733666196 183:-0.6159778377203348 184:1.151169983834528 185:-0.7210617334120838 186:-0.8677826351358807 187:0.9413678559516163 188:-0.466864526448727 189:1.428367437734238 190:-0.9168355008237072 191:1.068458620808721 192:0.5002503910894387 193:-0.08757183115407914 194:-1.108248741629521 195:0.8183297236682491 196:0.9379909235892948 197:0.2986292258550197 198:0.04468543008031025 199:0.1720310839702177
-1 0:-0.03069557989131892 1:0.1620767401256996 2:1.578545133939934 3:1.394348484139925 4:-1.483730785355099 5:-0.05358751208983987 6:-1.298021488644245 7:0.05442024178985202 8:-0.4176678232702478 9:0.004816327403232788 10:-0.6017234590086779 11:-1.487069088507678 12:-1.437948742934726 13:-0.3840859816676491 14:1.744402265741591 15:0.8467456325830648 16:-1.019584070929371 17:-1.405539578994397 18:-0.4799159081937735 19:-0.03464288464262901 20:-0.6989590035071046 21:-0.8537789140312659 22:-0.9422395057015747 23:-0.8940738036935393 24:0.3029247306491606 25:0.1813061200497268 26:-1.106952119919091 27:-1.124991626856288 28:-3.148062689175116 29:-1.916052818386126 30:1.180656227788412 31:0.5913645570917173 32:-0.1201951157887392 33:1.317848318636208 34:-0.8021292649418105 35:1.697167147659097 36:0.8033392492795715 37:0.1289254994794067 38:-0.7016600472888106 39:0.2891932606941274 40:-0.8752032064469097 41:0.1964275740288899 42:0.1991487422053466 43:0.485083004913138 44:1.532559112335073 45:0.638447546751295 46:1.18844787543796 47:0.1706468045383785 48:-1.288191913924005 49:-0.7087956801022103 50:2.232844620951402 51:-0.5526880035181587 52:0.7945441004628943 53:0.5698551896343672 54:1.619072444250927 55:0.1663544558545364 56:0.303708522273716 57:-0.4275257815256172 58:-1.273805617547368 59:0.1298773154610722 60:-0.6964844996069377 61:1.385482552695775 62:-0.912146396662014 63:1.530666220398432 64:-0.4950623048067579 65:-0.1011362000217284 66:0.9719623819572937 67:1.364191145637129 68:0.1404557842354013 69:-0.5419377566601882 70:0.5978790490224121 71:-0.6151685437588311 72:0.3649807670896705 73:-0.960078332548605 74:-0.1049013559358141 75:0.4256831100378748 76:1.504597305615983 77:-2.093673829293515 78:1.005467366594216 79:0.6025686727749623 80:0.1565897830591098 81:0.4832763358675208 82:-0.1029431058718668 83:-0.2181326536364497 84:-0.5033953587877731 85:-0.5865344084529792 86:0.5245995057984452 87:-1.571315276655983 88:1.672128796769667 89:-0.7698079518192399 90:0.1837881693335998 91:-1.364958414217377 92:-1.138917289082113 93:-1.463441493221914 94:1.542115842987373 95:-1.849400275208934 96:0.9339587571374504 97:-1.422560586433383 98:1.275592042774202 99:0.6426106532402371 100:1.344398411470294 101:0.8291693520194529 102:-1.740114804996978 103:0.1108262404133234 104:0.823543228707011 105:0.8105092597403171 106:-1.147111747900108 107:-0.8124923143117756 108:0.7745727800628975 109:0.1828724832212093 110:-0.1113707462844873 111:-0.4094240985775099 112:1.277827454703821 113:0.7317750837553793 114:-0.3617823836112008 115:0.3849368586117759 116:-0.4097846921758082 117:0.06220191788984655 118:0.7824336275559943 119:-0.0671713085294752 120:-0.4843347320585556 121:-0.9789445829270511 122:0.3458032458930357 123:-0.5170241907827331 124:1.749295287650332 125:-0.7572278102718381 126:0.2705632693280228 127:1.737979497234986 128:-1.325521348518493 129:-1.841183049167749 130:1.601401680694202 131:-1.309206297478047 132:-0.954425807481204 133:-0.1198238129305054 134:-0.002368146511859229 135:0.4294056773979672 136:0.5559359122280674 137:-0.4397104279668853 138:0.8547264013529242 139:1.058426076890719 140:-0.492761972960421 141:-2.101656758007338 142:0.4911933894571989 143:0.8519852379636312 144:2.289372465256773 145:0.4595432553022653 146:-0.815836770246515 147:0.1767529174445825 148:-0.6500254661012697 149:0.797093205348811 150:-1.326402614051245 151:0.6547515102015982 152:0.3706301904572838 153:-0.6051153737570112 154:-1.463653394359397 155:0.7048871641727098 156:1.012414159596512 157:0.4445196187887281 158:1.786473038689261 159:-1.171981281428488 160:1.926722995158723 161:0.8065600301366253 162:0.9027330167435476 163:-0.04319960622040334 164:-0.9457574063710227 165:-0.8258958492994422 166:0.7977686276033663 167:-2.817873457543096 168:-1.322074999483277 169:-1.688960962718676 170:0.9110380526221054 171:0.009904444724210187 172:-1.262453363931245 173:-0.03372282646618946 174:-0.3227748036107198 175:-2.140525330606037 176:0.5705530351164305 177:0.8173101769204302 178:0.9287512318742257 179:-0.4609736579211482 180:1.522883117475703 181:1.82099688275484 182:-0.008798036636110266 183:-0.5171041374433559 184:-0.008467669740824794 185:-0.03926449246424238 186:0.3755952408203248 187:0.4565765734266659 188:-1.095472807009139 189:-1.140050808685328 190:-0.5717085774204014 191:-0.4630432305015244 192:0.7275429841579073 193:1.659397625779834 194:1.357074178758433 195:0.4388472539267974 196:1.017311149958839 197:-0.7335833761060485 198:0.324277291179243 199:0.2681664576258218
-1 0:-1.019679356071191 1:-1.176884752476169 2:-0.2237572896030482 3:0.4423830967535285 4:0.6160678771216276 5:-0.4580039143587026 6:-1.145876885757417 7:-0.3469086545473578 8:1.572203814985395 9:-0.6619870829675175 10:0.5372892225284694 11:3.119462592970191 12:1.002438667212522 13:2.404637752238588 14:-0.5684073911206498 15:-1.910738032667184 16:-0.600956067544358 17:-0.5720143341007565 18:0.5104903083290706 19:-0.005154019104464958 20:-0.5486910002936892 21:1.105601384256781 22:1.442994060588063 23:0.9212321853864588 24:0.1271440072398577 25:0.6130970468824731 26:-1.284195685499986 27:-0.2261114267604988 28:-2.562875682294797 29:-1.214816090903792 30:-0.3476992901338478 31:0.7900760437652536 32:0.8541154624522457 33:1.489361860852768 34:0.7873268014371467 35:0.6292434367484419 36:0.4997073376996009 37:-1.293709314447197 38:1.471483112077293 39:-0.107587872384553 40:1.502043495617403 41:1.638068732554589 42:-1.457296378988924 43:-1.561604408678732 44:0.6498977638998268 45:0.06649362833750183 46:0.9709790392091731 47:-0.1933415950959422 48:-1.353997275098251 49:-0.08191969794499242 50:0.6264027431005356 51:-0.8067695463275912 52:-1.043215090678322 53:1.080841795997297 54:0.9377156215453519 55:0.3341392231685828 56:-0.7186642496385325 57:1.271989293080379 58:0.1781802967536867 59:-2.566687256033283 60:2.357500132278012 61:-0.4175460819090788 62:-1.55642590293287 63:0.1466225017239062 64:0.7666334619842554 65:-0.3027139353420633 66:1.763706510005271 67:0.08882813259847999 68:-1.016907562514432 69:1.033126774038177 70:-0.1279916297483023 71:-0.9818413957086708 72:-0.1947398924508792 73:-0.2828704176121357 74:0.1077287057407431 75:1.720169379718674 76:-0.6808592940705289 77:0.1566341714100617 78:0.5099435436751305 79:-0.3574984657078732 80:-0.0236460533378763 81:2.492714578451334 82:-0.4937880693745682 83:-1.746358471794131 84:-0.7631512762943491 85:-0.7879173957188899 86:-1.011179477989219 87:-0.3922279587909204 88:-0.5831217112214373 89:0.4991207685748419 90:0.8619727062644038 91:0.6870772302078511 92:-0.4148508096696784 93:-1.663655901626503 94:0.05149527267032999 95:-0.03315445340331683 96:1.355658221221713 97:-2.188431398240414 98:0.3158718698372201 99:0.7830884395256169 100:1.166011731954237 101:0.7165841371360417 102:-0.6415101164822368 103:0.1019531509645789 104:-0.4433204968214852 105:0.7853200600175348 106:0.3778293800574024 107:-0.6709680770262968 108:0.1507832934567328 109:0.2504845759589436 110:-0.7495892012474844 111:1.285673387578222 112:0.1768347548939477 113:-0.4208442386125844 114:1.723506226336067 115:-0.5306795448047351 116:-2.122577099615953 117:1.067538995631496 118:0.487925970498164 119:-0.646022358384658 120:-0.4897266245316047 121:-1.529627473773194 122:1.115652493963818 123:-0.9839432246246623 124:-1.276493793070765 125:0.6227850190800093 126:1.03495129373322 127:-1.571275662117345 128:-0.7590810931401574 129:-0.09995009152460357 130:1.341881224831482 131:-0.2996231821259266 132:0.7047527505111945 133:-0.7765144246160568 134:-0.5158510935959385 135:0.1480599657319628 136:-0.9415681223532373 137:1.109548226952208 138:1.48502962063235 139:-0.9877442021251305 140:-0.01493744377225683 141:1.98565580438596 142:0.2051981746428329 143:1.598379223824299 144:0.2573110096148237 145:-0.6284848460261272 146:-0.185311778690399 147:0.4189049837633843 148:0.004388466483768227 149:1.460322545149693 150:0.3563097482282607 151:-0.5479773981313787 152:-0.5612779489541659 153:-0.1211169203821518 154:0.616749305847946 155:1.103616838167712 156:0.7015839427716387 157:-2.560386478633776 158:1.497491122586463 159:1.147123817545307 160:-0.3757467248452998 161:0.5445940794526958 162:1.56212452863119 163:0.2804943179908074 164:1.299241846293401 165:-0.5329095257145559 166:-0.4873123520177695 167:0.3313067093049906 168:0.3009090099807271 169:0.275429508182892 170:0.1936886255788604 171:-0.700544729509625 172:-2.037946837644754 173:-0.6825237106874825 174:1.107171959914572 175:-0.6218608067703526 176:0.4325734166303568 177:-0.7035325694025119 178:-0.2538770417095414 179:0.8579886646826745 180:1.817164286846598 181:-0.6983886936736444 182:0.03711416393419918 183:-0.8771677622661926 184:0.5621271674002893 185:-1.084113102481115 186:0.03106667758539869 187:1.177051535584402 188:-1.499699082866664 189:-0.5951943983866663 190:0.3765312503687276 191:0.9252944458216403 192:0.4451284135814595 193:-0.2692748795227192 194:0.5769091522529979 195:1.151005835303255 196:-1.005253373635315 197:1.157541180341162 198:-0.179667844389732 199:0.3238580494652505
-1 0:0.4838019641500191 1:1.502410341704239 2:-0.6021573238887363 3:-1.55628125251301 4:0.2356305677596238 5:1.029276820014896 6:0.3082220326020136 7:-0.9868430861090641 8:-0.195316667174415 9:0.6824015699731717 10:1.035125083027631 11:0.1082278100780891 12:0.09347672163442364 13:-0.5484567530613174 14:-0.3209990239587861 15:-0.05119360641720771 16:-0.2414279916526635 17:-0.295278992374444 18:0.9796630730618301 19:1.978030313400719 20:0.03421372178157661 21:0.4853028185966735 22:-1.117052021569793 23:-1.267154782620086 24:1.354800506695665 25:0.6769292006119002 26:-1.118346449671354 27:1.030552945433513 28:-1.014744630683163 29:1.449383116246622 30:-0.5463039194517856 31:0.2397993559155657 32:0.321738548863695 33:0.03141815659411842 34:-0.542683250328998 35:-0.1286551572549768 36:1.640804782435521 37:0.4421677942495917 38:0.7342713146813825 39:1.23962006127809 40:0.4795213811651132 41:-1.315649660162928 42:-1.245187300267524 43:0.7381556539082609 44:1.781309646293023 45:0.04407390373923581 46:0.6053472259422703 47:1.175937497567857 48:0.669273281578928 49:0.3598715339971826 50:0.1169735140059303 51:1.630323516364057 52:1.251856263779255 53:1.130234901860108 54:0.6297693168408314 55:-0.1577315936589307 56:0.220273073412862 57:-0.5162476747468052 58:-1.729611545685182 59:0.3993987355078382 60:0.1862769246859265 61:-2.093208422618816 62:-0.9358330264748563 63:-0.443666259309227 64:-0.1380338334104253 65:-0.7652336318388555 66:0.1615550890234909 67:0.5404676859836002 68:-1.367394291342272 69:0.7268851223893562 70:0.3843881389187992 71:1.64319985019559 72:-1.025343296422487 73:-1.086878880545657 74:0.9485042675878772 75:0.9480562708151723 76:0.4051628478198965 77:0.8339876950550367 78:-2.310010321409985 79:0.8726332636178604 80:-0.8105647105615437 81:-1.08391752846553 82:-0.4164666985471148 83:1.363034465268325 84:0.4647706495951233 85:0.4831946720648284 86:-0.48183898958007 87:-0.9494696011576857 88:-1.625505875003362 89:0.6598866277671275 90:1.212425564444835 91:-0.4709527645227388 92:0.8288387916873006 93:-2.227008044592116 94:-0.3207638627986326 95:0.7802979117539238 96:0.6717757921319766 97:-1.637569775068531 98:0.3406312006444009 99:-0.9667655422465836 100:-0.1609225550012529 101:-1.005691564893744 102:-1.404902526502796 103:0.4215353004389309 104:-0.9885277888966322 105:-2.189012829289956 106:1.479837798678973 107:-0.9009740022044328 108:-1.622600959913782 109:0.4823576267112391 110:0.4196583411390116 111:0.3996724468022393 112:-0.1060171687974123 113:-0.908335121724724 114:-0.6952233307256459 115:-0.4027228257128965 116:1.009341886062216 117:0.5476997865204928 118:-0.7848378634577506 119:-0.3668384638297938 120:0.8033661753597522 121:-0.6416048034009092 122:0.3421401817221916 123:0.04685976619093785 124:-0.76280892390324 125:-1.556493761884441 126:0.1274471603454545 127:-1.490380722037345 128:-0.3178816594220704 129:1.311904097182415 130:-2.535719581440417 131:0.09755667325358167 132:0.8319341913437558 133:1.388865447932873 134:-0.6802965505345628 135:1.001536282958174 136:0.8448535112473636 137:1.624863574778976 138:-0.7222042711881196 139:0.6484566033147413 140:2.197214738295584 141:-0.5937003450771302 142:-0.5460289552343615 143:0.8705308010192445 144:-1.591135454487314 145:0.8455010460207306 146:0.6236905109344963 147:-0.6789450072371715 148:-0.9632536138358735 149:-1.401114068873125 150:-0.701769049798465 151:1.103213106510511 152:0.4602081079081837 153:-1.238178354846408 154:0.08718959661536031 155:0.4686649090865682 156:0.3820651868552488 157:-0.7287339318124554 158:-1.603383053844351 159:-0.09927369434289472 160:0.3424731807670031 161:0.5599135740011449 162:0.2170536220107318 163:1.641593020040155 164:-0.4606193764809821 165:-0.5043908738345245 166:-2.212010380581942 167:0.9555237281247246 168:-0.2310467220001428 169:-0.726819200705877 170:1.896126992165617 171:0.01377711578501879 172:0.1123440434463304 173:-0.3402108052417391 174:1.381719748405565 175:-0.3943886330976212 176:-0.1721334932195095 177:-1.847480602273527 178:0.5345996801836048 179:-0.482013443065949 180:-1.103216103605729 181:-0.06619858016937319 182:-1.373990779736977 183:1.79896473765264 184:-1.321349840633093 185:0.5658031584210722 186:0.324870936572713 187:0.3208997379607022 188:0.5744547237076695 189:0.6320163307059062 190:-0.468652900010055 191:1.026971688748517 192:-0.5015725325129408 193:-0.4108613838137288 194:-1.054918925806354 195:-0.901750903559478 196:0.7921862497776139 197:-1.41306767392602 198:1.558627371722206 199:0.01588034254382571
-1 0:-0.9642587967313554 1:-0.9976558641936002 2:0.04700572093281953 3:-0.2074299540838504 4:-1.370642328226619 5:0.4549335261039305 6:-0.6190962082151076 7:-1.262979308269188 8:-1.603938538979574 9:1.345643533663459 10:0.382541549781231 11:-0.3103119345181459 12:1.596353323332671 13:-0.857091883572681 14:-1.46573167535305 15:0.3236322078161514 16:-0.1513533671704199 17:-0.6320880353116161 18:-2.097487026777218 19:-1.928221625413305 20:0.5233585796004855 21:0.1895518121206071 22:-1.945693145554521 23:0.2628451476602034 24:1.186347931500332 25:-0.02770024948105575 26:0.5119796851832802 27:-1.41399629285555 28:-0.2833469288492599 29:0.2151069256295506 30:0.5397316483923861 31:0.6463736300843083 32:0.5725033722762571 33:-0.6521504445732278 34:-0.3462376402859277 35:-0.3057595587975037 36:0.5912613264794229 37:0.3347059942447789 38:-0.02916046700243861 39:0.7492647651155273 40:-0.7019700584782858 41:-0.01718931398208665 42:0.01338719325482196 43:1.195715511807311 44:0.6526483462616439 45:-0.9682704992813334 46:0.5333616833162586 47:0.7652844426943999 48:-1.062628810713103 49:2.177510340002808 50:0.7431032342232237 51:-1.69053932147608 52:-0.3862551292067321 53:0.6593252478657127 54:-1.771451086286407 55:0.5295831736177687 56:-0.3006142833630798 57:-0.9360486055297549 58:-0.7857831479850149 59:-1.373890560901874 60:-0.350589554373781 61:0.3949902703370364 62:-0.2827747914063578 63:-0.5444917254804033 64:-0.5953039229316128 65:-0.4263073916520203 66:-0.9804081485788919 67:0.4330372686741089 68:1.766869097299272 69:-0.1528844076468892 70:-0.6932482561521564 71:-1.065037097088215 72:0.02807674035369972 73:1.13850265679914 74:-1.679906546853952 75:-2.036804776587759 76:-1.417494378868674 77:0.206563935704544 78:-1.429144895705827 79:-0.5668372018513286 80:-0.4883492842343894 81:-0.4999551564901081 82:0.9461352009251998 83:0.04265570996139972 84:-0.08147475809526313 85:-0.1664041453109529 86:1.17483353489081 87:1.106770861004392 88:1.160797522327682 89:-0.05735151672443935 90:0.7344933694503351 91:1.796094625025547 92:0.04616753566479691 93:0.9560792059277349 94:-0.120566267131771 95:-0.1696964604285072 96:1.582899871645334 97:-0.4714115732371571 98:0.3893473391555402 99:-0.3203497995658706 100:0.02328317294470256 101:0.544027814209034 102:-0.3083673229337483 103:-0.8630755749922984 104:-0.4731871943595935 105:0.07335738267215219 106:0.550286940533273 107:-2.453497048416617 108:-0.332433004046334 109:0.6772042801836251 110:0.5398511224842298 111:0.6166119825549607 112:2.309814232473943 113:0.8794083605082825 114:0.8432830631650425 115:0.7440538865802923 116:-0.9239544667516675 117:-2.560161107787375 118:0.9278548383716727 119:0.268094001255785 120:-0.4804071493831596 121:-0.05356742118755958 122:0.3717655935896571 123:0.9224464418634805 124:0.01087952882899917 125:0.5214720471697483 126:-1.046807667323572 127:0.7973074786534715 128:-1.930245394195988 129:-1.056759274971797 130:-0.776588016292445 131:-0.3877480417059797 132:1.370181931844002 133:0.6252043539439529 134:-0.156300367270456 135:-0.608222248121309 136:1.548617950487758 137:0.9879495705358907 138:-0.2836363537449391 139:-0.2569236752331468 140:-0.4302309091956864 141:-0.7199741083123902 142:0.5644828901965063 143:-0.4452610276950833 144:1.45143017106512 145:1.629129894595871 146:0.9667295126837929 147:-0.4417831629588355 148:-1.660635879284792 149:0.2951000375386601 150:-1.722561148328758 151:1.405220537284952 152:-0.7289724267560879 153:-0.288398959001958 154:2.412643447270847 155:-0.5588505487778767 156:-0.3318312085779588 157:-0.1720921902908776 158:-0.6164873478492948 159:0.6389178397014267 160:-0.2555310277071574 161:-1.139277811859056 162:-1.802201468210387 163:-0.2030652057133477 164:1.061841009776023 165:-0.4297179769606369 166:0.9854218852469084 167:0.5013447936958824 168:1.250625606958238 169:-0.0596295589032695 170:0.6943299123121092 171:0.4994485363640709 172:0.7466649821078681 173:0.3706772873688804 174:1.912363122551924 175:0.4958937451770183 176:-0.8053629753846282 177:0.5735287233623594 178:0.08761888920392732 179:-0.08523307140065714 180:-0.80895927739963 181:1.04208944123137 182:0.02706539889622838 183:-0.2321463907975794 184:0.9783488369365608 185:0.7788301895585591 186:-0.5667116719182401 187:-0.8659754685003228 188:-1.162232699277063 189:-0.8015180861630152 190:1.193402538560097 191:1.721087411796637 192:-0.2745938101002802 193:0.2895898285313522 194:0.3608273533668839 195:-1.768767564120602 196:0.002590229820350145 197:-2.511726169126562 198:-0.4816041056205236 199:0.1267986186772858
--1 0:0.1280847209792574 1:-0.1552987462830227 2:1.405321988858227 3:0.02499209806746316 4:-1.066503291948113 5:0.04997353565861907 6:0.7796844135585494 7:0.007154671036318454 8:-0.759668636718545 9:1.283036458537922 10:-0.5734194551057064 11:0.4857646916078604 12:0.2933367604354397 13:0.1893870736202438 14:1.076298060874495 15:-1.114655725502051 16:-0.6858157790615863 17:-0.9486925281991955 18:-0.8148010907879704 19:0.5087152616778376 20:1.594221289474856 21:0.2604438769482088 22:0.5708267236757368 23:2.071587430857561 24:1.249513991034912 25:0.1606703789152495 26:0.1888801260838796 27:0.1586791974315973 28:0.9900711249569299 29:-0.343411646788347 30:-0.444607155190579 31:0.1844249661139477 32:0.2197366002721498 33:1.44442610058291 34:1.023337108543114 35:0.1637560153973997 36:-2.193083998125203 37:0.8663142956779515 38:2.003960253242041 39:-1.936596265505265 40:-0.7887885093418197 41:-0.427023900250874 42:-1.582643167368489 43:1.527372890064553 44:0.3247379035393129 45:-0.1241955406553787 46:0.2655413785893165 47:-1.13544364127984 48:1.385210764442551 49:0.9411066145988726 50:1.291913203160842 51:0.3809616427852081 52:0.9420425904620989 53:0.6428024534083335 54:1.878227004969268 55:-1.58380490542841 56:-0.2429703711898844 57:1.231967227956528 58:1.726525455273142 59:-0.2866172774165152 60:-2.545906585241752 61:0.1027000379304456 62:-1.258980193026754 63:-1.378749850005556 64:1.156755371088665 65:0.1437762680924265 66:-0.4079280770752022 67:-0.02597068090688363 68:0.8243857953478353 69:-0.8679886983890335 70:0.8846899314513148 71:-0.3396614235482632 72:1.899227958914365 73:-1.167021621271821 74:-1.108920388827057 75:-1.76739277810085 76:1.232327006611626 77:-0.5008127954238411 78:-0.4131320230852207 79:-0.7396253502440364 80:0.3512080506074122 81:0.1511196677955676 82:1.051478983919196 83:-0.2129418556629545 84:-0.3814099951902412 85:0.06854704802489478 86:-0.26640206258764 87:-0.3628180059114925 88:0.3143805173101555 89:-0.1372251631942843 90:0.9142983574135477 91:-0.1235545098099666 92:-2.085406916557563 93:1.935369100974012 94:-1.536477589762103 95:-0.1793920716094942 96:-0.2998628967843111 97:-1.396696298956299 98:0.5944742749476435 99:1.031673193538721 100:-1.504061331582749 101:0.5854449655895724 102:0.621309922542685 103:0.1564743660295888 104:-0.2729485628173755 105:0.7262869070733008 106:-0.4265953347351817 107:1.135032012652151 108:-0.4550019941394386 109:1.562792331347799 110:-0.5583432598807694 111:-1.237462601997808 112:0.3039234270497417 113:0.2238506024922753 114:0.7028117263927166 115:-0.6947475463908064 116:-1.164728372625763 117:1.710798171526378 118:0.4685603031115236 119:-0.2701176381931468 120:-0.06226366555934797 121:-1.433875365791899 122:-1.624420803160814 123:-0.4010294673478092 124:0.495549736976748 125:-0.845265377347367 126:1.029714617715517 127:1.048414633029204 128:-1.143932129935902 129:0.6823640188010468 130:0.08039726379066209 131:1.316311432389117 132:-0.8435534234957593 133:-1.43417351353584 134:-0.03601197389753498 135:0.1510789766046724 136:-0.0009680681219647762 137:-0.4949151630733084 138:0.8348685010826371 139:-2.988658147133565 140:-0.5475492207470453 141:-1.445374957032929 142:0.4401417393662874 143:0.06552456504747879 144:0.8863650122732272 145:-1.24254069262477 146:0.09470740434554031 147:-1.325346484014546 148:-0.8739771494535108 149:-1.454914656298612 150:0.9816741952183479 151:0.764812303212435 152:0.7908610365191452 153:0.2166569489905242 154:-2.1167205332589 155:0.4685173210624761 156:-0.07365930481879691 157:0.7835268151795641 158:-0.533735221120167 159:0.9748339494651359 160:-2.166611795777685 161:0.2663611398889565 162:-0.8704715732009561 163:-0.3994698269989909 164:-0.6226396879158144 165:1.672652788322466 166:-0.7300604250522575 167:1.101735543088792 168:1.397348181062374 169:1.730882539097903 170:-1.436279823256428 171:2.005895447709856 172:-1.322953408560751 173:-0.925562588645195 174:1.428080621233491 175:-0.9913581694784601 176:-0.8040133267112438 177:-0.003921879130118265 178:0.3477908268904154 179:0.3073896412556572 180:1.078779937529023 181:0.7678691492253992 182:-1.581893201893167 183:0.1267324577252359 184:-0.9846590390256189 185:0.5641492822872034 186:-0.7940269032338972 187:-0.5664739391214665 188:-2.044186734978062 189:0.8029700373121158 190:0.6831307081087562 191:0.4508657132347385 192:-0.7413117346676505 193:-1.399319591407575 194:0.0713436347155757 195:1.718367150639275 196:-2.005925383896418 197:-1.112579491178881 198:-0.2495603042907839 199:0.8547975468520099
--1 0:0.1354608043572678 1:-0.8462565852858143 2:-0.8839635063938068 3:0.1967571440648798 4:1.66063248833521 5:0.7914177545567807 6:-1.603138246798501 7:-0.8424124694707723 8:0.4149287199856261 9:0.9519866759743777 10:0.2885931680560141 11:-2.203257983408894 12:-1.966266612895345 13:0.1635733552622984 14:0.7422469886326489 15:-1.220165430000539 16:-1.069794455300712 17:1.705739658255557 18:-0.5197719992646551 19:0.1034728071184216 20:0.5515814250931581 21:0.2745578360928755 22:0.381598422560371 23:-1.043667832604732 24:1.11892027870035 25:-0.2579279574981103 26:-0.895746254420962 27:1.2437003472476 28:-1.097372516875673 29:0.6834061283518515 30:-0.1444671454277959 31:-0.09987312385890594 32:-1.670515713879063 33:1.489823069944712 34:0.8464433872395084 35:-0.4251686123833989 36:0.9637577593030927 37:0.2000610574989713 38:-1.792791993952545 39:1.206358915695959 40:-0.3900825138571545 41:0.4712779811283191 42:-1.175172156413732 43:0.04434365161225583 44:-0.3692440090403878 45:-1.105447716219564 46:0.05040031338802528 47:0.4324190538010947 48:1.129847648356327 49:-0.2617270389313048 50:1.065050268841825 51:1.388254950352301 52:-1.408589967750157 53:-0.2301367628368996 54:0.5921848004396281 55:0.1116501744331611 56:0.371373513893658 57:-0.2974152784018879 58:-0.934787029879615 59:0.04121336508431291 60:-1.399837198013393 61:0.1657002690217356 62:0.00550674445355405 63:-0.7860186588730036 64:-0.7633619406179593 65:0.8799256786318952 66:1.401749350610696 67:0.9553589447897142 68:0.3884955463892151 69:-2.094560878631889 70:-0.9341943449006854 71:-0.1791191082904571 72:0.07766881237977534 73:-1.493731253645656 74:-1.327616941913233 75:-0.075091223840203 76:-1.012837695197622 77:0.2584055113339852 78:-1.853806080013331 79:0.3231908768008781 80:0.8347628368066081 81:-0.7431388692714023 82:1.732355404633194 83:1.279245004972255 84:-1.21697634032127 85:-0.8641009536332633 86:-0.216043205030339 87:-0.8853843809543364 88:1.585527323651299 89:-0.7354727336018853 90:-0.6318521072853002 91:0.03306907742425971 92:-1.18385704573888 93:-0.65965053359963 94:0.6794628985867232 95:2.363105287168403 96:-0.5973805184686446 97:-1.106492315396405 98:1.392619952463126 99:1.705948818805598 100:0.1394195608005599 101:-1.93156755806503 102:-1.118980210127571 103:0.7509844502865971 104:0.2779873340532252 105:-0.2279286938962834 106:-0.06933442501181056 107:1.525331657024053 108:-0.4375707335250363 109:-0.705691061908871 110:-1.170593813818833 111:1.398788423412211 112:-1.326828991961881 113:1.376322574779819 114:-0.1159506465913308 115:-0.2126478931690703 116:0.4893783952975126 117:0.1427100796769012 118:-0.9800367385382085 119:-2.177103029861913 120:-1.221979672321023 121:-0.8614358219762139 122:1.08523074854105 123:-1.807549458680969 124:-0.8250824859211704 125:-2.016255429537462 126:-0.2724184371868654 127:-2.73718320817005 128:-1.455246539047636 129:0.8323086231982337 130:0.5684020632510455 131:-1.457006770139441 132:-0.807890406745574 133:-0.4077489847410786 134:0.3360034115050668 135:-0.9608568672994348 136:-0.2283290591492682 137:-0.9581778130854935 138:-0.7093905570157204 139:1.909047100646431 140:-0.1549203029471046 141:-0.9346332421749403 142:-1.080686158233411 143:1.88549081143234 144:0.1331711925593537 145:0.4590840160182776 146:-0.05422074755997918 147:0.5402665320926965 148:-1.20806774202024 149:-2.259804480730967 150:0.6261463296162719 151:0.4276046354524845 152:-0.983632033749783 153:-1.033743064824572 154:1.057158107734283 155:0.869143381255794 156:0.9735147423578329 157:-0.1706825727159093 158:-0.4992102962289961 159:0.8855437467922953 160:1.657773398245346 161:0.4380924848575224 162:0.5486848416383825 163:-0.7271643347870844 164:1.577165971269477 165:0.7716996818070385 166:1.313271093266428 167:-0.9407090315174413 168:0.3931329169692893 169:0.09158971813019613 170:1.053181154313256 171:-0.688309045488925 172:-0.06579647655135898 173:0.2128272138114874 174:1.524169437342966 175:0.7396556542217705 176:-0.8271978830043955 177:0.4354144316565555 178:-1.290001443271042 179:-0.4686759085502146 180:1.962999553041281 181:-0.535038456336949 182:-0.305679618345327 183:1.813971166772013 184:0.5795330026841204 185:0.04714253321479453 186:-1.865729413956654 187:1.017063485664811 188:-0.2097106190914106 189:1.43688616022952 190:-0.7833629969069347 191:-0.08973607600562859 192:0.2707924372784389 193:-0.1278734461204401 194:-3.238489002244104 195:-0.2490991244952411 196:0.4308611850757516 197:-1.055170428435125 198:1.066807410130125 199:0.7117132662777909
--1 0:0.3487193530579616 1:0.8997257717992538 2:-1.032489530751863 3:-0.2468674806853988 4:0.6436883215019221 5:-0.6499489568013361 6:2.215474146413347 7:0.8130416779925715 8:-1.711470254044519 9:0.265557945389204 10:-0.481043148075795 11:1.064276166761511 12:-2.063259743799028 13:-0.6062865736767462 14:0.5996434538360984 15:-0.5094513332365326 16:0.8004209108995085 17:-0.1340815819440728 18:1.018163281407481 19:-1.519405213582339 20:-0.02164591186679775 21:0.2609293294176921 22:-0.02383482396117769 23:1.541715565255943 24:1.018226370939636 25:-1.931512172713657 26:-0.833143236217154 27:-0.773492572481125 28:-1.716148243089358 29:0.8317168098328944 30:1.871921607237049 31:0.1167492395408383 32:-0.1704726226715707 33:-0.763532265889947 34:0.7817916204876066 35:-0.7082197482547536 36:-0.4439168820630598 37:-0.3576264623908629 38:0.1926704798137664 39:0.967118877932263 40:0.2607670770385539 41:0.4670818290258976 42:-2.015795124357692 43:0.7106742806129724 44:-1.243112543943048 45:0.02229670970194627 46:-0.4294927357260722 47:0.01825869210390141 48:0.2741214624499057 49:-0.255353267707438 50:-0.3790165182948 51:-0.04042121459157085 52:0.796297484530935 53:1.773467830177182 54:-0.4035370505069913 55:0.5471800653640493 56:-0.8833059066867454 57:1.209411005605775 58:-0.4953339943845033 59:1.106394227095381 60:-1.292808209108606 61:0.2654900498259946 62:-0.2127782555918739 63:0.07969995602894146 64:-1.060276244161676 65:-0.004365894336527998 66:-0.1875608041190049 67:-0.5170252793730612 68:-1.845263942856316 69:0.07130168364380927 70:-0.05310857705594102 71:0.6753628902303495 72:0.5840233385183244 73:-0.8031780089569877 74:0.4551571119745473 75:-1.324460317807498 76:-0.3168988581918071 77:1.604079607709992 78:0.2056869700930229 79:0.1128303481273165 80:1.097618840897284 81:-0.9430680188190831 82:0.3595674298984691 83:1.470430328569874 84:2.648975230276464 85:-1.809124842828925 86:-1.701684814505494 87:-0.6712628668338921 88:-0.5615195027338973 89:0.2395326924623884 90:2.323932560790955 91:-0.006953204807994683 92:0.9629502299272621 93:0.2255940292039806 94:0.2122024851454764 95:0.2172015202160997 96:0.1764472063661157 97:0.5651613295300557 98:-0.3503549479327214 99:-1.48022298299261 100:0.7536229549910248 101:0.3259546811412397 102:-1.902929900533476 103:1.628676181440159 104:1.569508590388799 105:-1.331550809921558 106:0.8978917315939045 107:-1.810882550319896 108:-0.06876265685835235 109:0.1799310419647686 110:-0.6198652062478714 111:0.7308857496665628 112:0.2343125785039505 113:0.6512032271157678 114:0.1464674071036167 115:0.1733416329643936 116:-0.7167376664787457 117:0.9063238605478811 118:1.693408557708539 119:-0.9354722518107595 120:-0.7962181063296642 121:0.4824500194854539 122:-0.4406194058829868 123:1.397585544179477 124:-0.6065319403649849 125:-0.2110024203326802 126:-2.888494749538061 127:-0.9005197224284717 128:2.71824748834043 129:-1.109392848250214 130:-1.494229178608883 131:-0.5199365989872624 132:3.529610238878226 133:1.06294730081645 134:-0.7242078172469838 135:0.4592466818275299 136:-0.9368165129421211 137:-0.3695505589640985 138:-1.155616034452112 139:-0.5434410301599591 140:-0.5437653006470958 141:-1.207055733673815 142:-0.06770764137078467 143:0.8116421527314591 144:-0.3671874964624832 145:-0.3547879389444392 146:-0.9950322501437786 147:-0.1486375496989329 148:0.8447622527280407 149:0.02679847472829555 150:0.635812059080217 151:-0.05254554380451666 152:-0.7427659794334879 153:1.828214737632965 154:-1.964561456122115 155:-0.825156820669779 156:-0.6515521216857275 157:-0.05396733017606274 158:-1.25332934145725 159:1.48799284000046 160:-0.203771666778549 161:1.040069524741292 162:0.01299505607060447 163:-0.4392332721450523 164:2.133159561336329 165:0.2303719981598583 166:0.591816968963507 167:0.5099114148083376 168:0.6181420979225747 169:-0.258550246885053 170:-0.6643938932978806 171:0.1019616337130851 172:-1.120589689064012 173:-1.067557253562343 174:0.5296520923058511 175:0.03483523589762376 176:0.3523312274446249 177:-0.4391111519176414 178:-1.502793695436095 179:0.8880259917694318 180:0.514952064817048 181:0.04171632659560263 182:-0.4919575057942672 183:1.040993866110209 184:-0.3418214293163752 185:-0.2081928043780216 186:-1.14682097729682 187:0.7529160380436729 188:2.18875854767854 189:0.9353455845998986 190:1.049688011526535 191:1.331630575294018 192:-0.4787974281304843 193:-0.3802541001941799 194:-0.7173605616369139 195:1.530582946229226 196:0.8592072459599696 197:-2.198327326287834 198:0.02049901721165516 199:-0.1612051552345019
-1 0:-0.4067497114093065 1:-0.7581344384253665 2:-0.166825887711882 3:1.571080191271328 4:-0.3969457055353501 5:-0.8384337667415396 6:0.1716454000961028 7:0.07386065799232078 8:-0.4027586774544769 9:-0.7313590831785932 10:-0.02073626861986218 11:-1.228026194452491 12:-1.739282177322254 13:0.8929492346795411 14:-1.475927793070205 15:1.087979557712702 16:1.566438289290341 17:-0.4551013629690615 18:0.4388553857535449 19:-0.4597787005749721 20:0.01328563884650721 21:-0.5265986713875237 22:0.1275478563943953 23:-2.073199582037202 24:-0.939747619377535 25:1.196591894187933 26:-1.53304660584819 27:-0.1130207807527472 28:-0.1303661695384074 29:0.2955297754290597 30:1.424208464504181 31:-0.7828427489279235 32:-0.2559958524930552 33:-1.779989025677948 34:0.9537336670577168 35:-0.1517349151193995 36:1.349640256477207 37:1.654547902036563 38:0.8412997155975092 39:0.2119302028027008 40:-0.3319396690207115 41:0.05683698544000356 42:-1.059726491805939 43:1.174475325807827 44:0.4791439192246825 45:-1.18900682551086 46:0.9256588809175612 47:-0.2210468305299861 48:0.6545805237800508 49:-0.7960565527266864 50:-0.1808048870039408 51:-0.1664337986312742 52:-0.9248860574653232 53:1.435284948866739 54:-2.27714504351224 55:1.117249488119871 56:2.148448297645289 57:-0.3050055630734277 58:2.742249714078353 59:1.117316790428823 60:0.05691231151914178 61:0.9383494280561404 62:0.882108210101742 63:-0.1026501806446459 64:1.355133684892883 65:1.456373778607516 66:-1.248488204345663 67:1.081505214195623 68:0.416450362624164 69:0.3334762477629813 70:2.414588173515451 71:0.1692928418771044 72:-0.804924678010098 73:0.3610730421904527 74:0.4468235235994837 75:-0.08588883127542637 76:0.2429477521464577 77:-1.133642701870272 78:2.761771842616527 79:1.067583868607141 80:0.1571145879334268 81:-0.5016817788165092 82:1.067655997342577 83:1.670901690019844 84:0.5983988333322492 85:1.087339018482975 86:1.101372146152662 87:-0.4191347783912361 88:0.09284971733137483 89:-1.102587004141916 90:-1.099874694435603 91:2.595820199822697 92:1.638137837248618 93:0.4873595281124962 94:1.246108172769296 95:-0.7862897389966597 96:0.97331538369899 97:0.3525683534160175 98:0.7040005719169303 99:1.634152485139915 100:0.206693581867113 101:0.510240396560741 102:0.5235068157943916 103:-0.07157360812253293 104:0.1190579714889751 105:0.8368301112364654 106:-0.2357371825642884 107:-0.74689225456856 108:1.01782879525753 109:-0.7654968958240819 110:0.3443709273306869 111:0.6462905702662339 112:0.5083709381255559 113:-0.8837024751141516 114:-0.4853739446177703 115:-0.4577085998733316 116:-0.3984614067435773 117:0.4779601649212348 118:0.8599174093847369 119:-0.7232949499580967 120:-0.1491724965975655 121:-0.2197020410006464 122:0.2162669187803608 123:1.03486001714248 124:1.293778577241181 125:-0.2556487191469797 126:-1.120718237503599 127:-0.3901395672497853 128:-0.9626174847573623 129:1.589047116937195 130:1.357510300046924 131:-0.5622071308408692 132:-0.1227421632412641 133:0.8549346813761114 134:-1.297452334498667 135:1.66660135212621 136:-0.4883791448588125 137:1.032613584969978 138:-1.376681644282937 139:0.9441694702510982 140:0.2630788815019918 141:2.231515893754151 142:1.588347665006996 143:-0.05682981324329623 144:-0.8289239077613715 145:-0.4634799862595879 146:-1.2321010003716 147:-0.4927393839797 148:1.129444713286737 149:0.44480109270725 150:0.8566485941554276 151:-1.37655247725181 152:0.9434801171549161 153:0.1090602451480004 154:0.9010772867335882 155:0.7577195139386663 156:0.3085738343385859 157:-1.86700993308462 158:-0.5482122388496604 159:-0.3400416491487001 160:1.032276467181497 161:-0.3823027076459806 162:0.203831833796616 163:0.8872023086179529 164:-0.03633222662763328 165:2.068547954500795 166:-1.391460937629101 167:-0.2520181673284165 168:1.872804262690898 169:1.385794904538675 170:-1.757527924829118 171:0.03414376247981609 172:-1.024946725241373 173:0.008336129961649695 174:0.3681479363530832 175:0.6583671034923914 176:-0.9883572828043233 177:-0.3878510094308001 178:-0.8218397414887326 179:-2.193777345989782 180:1.48924576531558 181:-0.8815873312928721 182:-1.835311951654958 183:-0.6495288147617462 184:-1.928266475360508 185:-0.1335706785997237 186:1.655765713264206 187:-2.116259289397775 188:-0.5381496905175222 189:-0.1796641420303166 190:0.1611581510914098 191:-2.042429747610699 192:1.257458376087424 193:0.2055080986621733 194:1.245876168663709 195:0.1514026833858557 196:2.136648885714585 197:0.8920371914787232 198:1.064229300817751 199:0.2024229052669938
-1 0:0.6656131511236723 1:0.9079453967114982 2:-1.056656597124048 3:0.443443252544337 4:-0.8122341790999291 5:-0.9540125353900408 6:0.20633407025199 7:1.305924612443786 8:1.663152914369431 9:1.042183945984517 10:0.280665371842028 11:-0.717749268855845 12:-1.082548423262945 13:-0.9852698317449201 14:0.8751477195805956 15:0.3479514687199654 16:-2.112013223977567 17:0.8993940363882383 18:-0.5988328635770653 19:0.1769198692962936 20:0.3466136753491574 21:-0.3049070203905872 22:0.6410601285173859 23:1.045489652158942 24:-0.6712888161230099 25:1.018702225604449 26:0.8921494370249293 27:-0.4441067722844802 28:-1.062871248966835 29:-0.7202345714244521 30:1.311687093467511 31:0.846083207373442 32:0.3424375241606576 33:-0.7025947958248887 34:-1.215725194669924 35:-0.526565613346372 36:1.107665321564281 37:-0.2799545250894688 38:-0.2735679582587559 39:0.7094839362564748 40:0.008981864005203342 41:0.2094601164276911 42:-2.923887835225508 43:0.1171997269832534 44:1.057013550840932 45:-1.22097108563806 46:1.466763498614716 47:-0.03618169890160391 48:-0.03117979254791893 49:-1.636763189380333 50:0.1453861717806429 51:-0.7385303231595615 52:-2.181448764490799 53:-0.4046131315370863 54:0.4986956362923783 55:0.9848656922132399 56:1.164626194408597 57:0.8268630184124512 58:-0.1311812181937654 59:1.219086735729987 60:-0.7554660736998045 61:1.280715216038224 62:0.05030316386610072 63:0.6254233568446661 64:0.1642665581353481 65:0.8048954007453571 66:-1.290191220169655 67:1.154114897788053 68:-0.6778692019362043 69:-0.555999159104287 70:1.717109744973552 71:0.8417605361860987 72:1.213169078432284 73:0.1318994507667692 74:1.097486080988196 75:-0.7373174540628958 76:-0.6320473753515335 77:0.5918634196516079 78:0.08070793227009956 79:-0.3947063649697444 80:0.622616831548673 81:-0.2486695275921953 82:-0.9555834687834102 83:-0.1575174487608775 84:0.3817078715430194 85:-0.7602953529739782 86:-0.5216737347115001 87:-0.5706452594173099 88:-2.630761750177327 89:0.2375754433292135 90:1.638963143124476 91:0.44932918231598 92:0.07419555309345502 93:1.121941849943852 94:0.4945814482394876 95:-0.1908523979499477 96:-0.8039881481607503 97:0.1269915676069016 98:2.324296120760351 99:0.03888153505028077 100:1.224602906334567 101:0.06632845152991373 102:-0.0213977546968106 103:1.82948312942785 104:0.05046886380688682 105:-0.4760757646167186 106:0.5337448346981202 107:-0.6445743868758314 108:-0.7302561267045825 109:-0.9890316872619419 110:0.7153749770046669 111:0.3348209616832848 112:-0.4329375685159821 113:-0.242354136883456 114:0.1768186300467144 115:-1.099977088656843 116:-1.877493199969114 117:-0.2553624864240683 118:0.0374155752239719 119:0.7249134320142141 120:0.447830142728463 121:-0.001235602778035977 122:0.6790292016390125 123:0.5795849031524511 124:1.00986298000998 125:-0.5693237355672019 126:0.8087416455431991 127:0.2254615861042622 128:1.230767847377364 129:0.8243449117288898 130:-0.6436921048320385 131:0.2902032404266792 132:-0.7706940879855421 133:-1.545269253364723 134:-0.4010362767813701 135:0.8600180282096164 136:-1.747242237667614 137:3.669046128098979 138:0.266421712703814 139:-2.286831662755695 140:-0.2564746478992005 141:2.025484935838193 142:0.4327272672113951 143:0.0909005075381582 144:-1.761080213153885 145:0.7610256576907202 146:-1.814254339461547 147:-1.825770816990477 148:0.2988206162438489 149:2.059899608185624 150:-0.144086401379331 151:1.173802889922487 152:-1.193857683534465 153:0.03483064596240737 154:-1.815095739549932 155:-1.003693056252386 156:1.486565184551292 157:0.5724044503029997 158:-1.434647002693114 159:0.9082201106496288 160:-0.3674936163671231 161:0.6665254307904828 162:0.5693017501187263 163:0.1957091786384198 164:1.510322483226022 165:1.664562763899017 166:0.3345104461648822 167:0.08303659691439901 168:0.7117731141258331 169:-0.4618168725419511 170:2.124055572101722 171:-0.1346572889327168 172:-1.499272747097579 173:1.445856774615761 174:0.7629407777240952 175:1.385808260065514 176:0.1908194004123092 177:0.1303831639965127 178:-0.1498215257423342 179:-1.449783715682478 180:0.3931712712295583 181:-0.8274822584090492 182:1.254381755945849 183:-1.607298995659112 184:-1.159709914982269 185:-1.063018352365517 186:1.632411892737597 187:0.6263088065185695 188:0.6520972428017157 189:-0.1407542947021506 190:-0.1319919789784152 191:-1.409903894358457 192:0.7262253398522349 193:-0.001683246413265624 194:0.205866684442834 195:-1.279575981524826 196:0.9896516349552281 197:-0.9410915625572746 198:1.399717032544234 199:-1.416522069323918
--1 0:-1.229532940772862 1:0.3800788152515651 2:-1.279365176552149 3:0.1313560162746936 4:-2.658757487519816 5:0.2565937046911296 6:-1.0928759178404 7:-0.05676977731355493 8:1.013122346305021 9:0.2145514589997078 10:0.01479714625252852 11:0.2505893571153804 12:1.855374032275056 13:-1.083796422381645 14:1.036547682990465 15:-0.181084004641771 16:-0.1737310787049996 17:1.384524465781497 18:-0.4538041446376652 19:1.33507135322792 20:0.6592768085953807 21:0.6073995577883055 22:0.8146345331909488 23:-0.9402122540351138 24:-0.593557826620238 25:0.652259143316994 26:0.9691928195932166 27:-0.5206478259529649 28:-0.2524971978438468 29:-0.2734399956406809 30:2.653593309203214 31:0.1332044778706557 32:1.326536293655021 33:-0.6593274340012039 34:-0.5979121831234687 35:0.3407069476118607 36:-0.7021498172850751 37:-2.452331369848715 38:0.1020115288632638 39:-0.119857507955375 40:0.2446584871688789 41:0.7431424981841854 42:-1.378262231273797 43:-0.9420328722612508 44:0.4138050191131463 45:-0.8259089854593399 46:-0.5200291414146975 47:0.8302577769672503 48:-1.716180579823965 49:0.7521393361157954 50:1.138176088126977 51:0.1080475753494438 52:0.7349660722504421 53:1.599046805643354 54:2.667502079389886 55:0.1960927212717972 56:1.497788692690633 57:1.629954140955221 58:-1.529637170170274 59:-0.5901792642245959 60:-0.3112199250351266 61:0.3710409288026714 62:1.305152967140589 63:-1.211852571861817 64:-1.730759038229866 65:-0.2312897394965988 66:-0.2310702909385153 67:1.75659150149782 68:-0.6468494402901857 69:-1.731645280814262 70:-0.2238251573353564 71:-0.6390250988136384 72:0.9518297422150013 73:2.293286691716544 74:-0.3550040621976714 75:1.577419050487689 76:-0.8959361769059133 77:1.674949476834963 78:-0.5806368206051228 79:1.036832452577999 80:-0.8960555184576291 81:1.161582702286512 82:0.005061638448780667 83:-0.81709974342514 84:-0.4874173084103419 85:0.6270969183753768 86:-1.614237578063536 87:1.314775821834604 88:-0.2647359326760428 89:0.7783130715525368 90:1.036741941406105 91:-0.1139792971113593 92:1.406439864228255 93:0.7918860100708872 94:0.6300761577805233 95:-0.2331674408604766 96:1.043577863697914 97:-1.685558042256139 98:-0.05722464287959273 99:0.6786385981699111 100:0.6887764697510622 101:-2.07706267591104 102:0.108770590765275 103:-0.5762554107398544 104:0.2358186127554882 105:-1.21303102330688 106:0.6763648303586893 107:-1.089543439018576 108:0.1999999668184438 109:-1.440589084809756 110:0.9262762995167769 111:0.005775326918629162 112:0.1665795975666352 113:-0.5391186814214852 114:-1.131669032629515 115:-0.4780495077287084 116:0.6669384728328062 117:-1.542332947368348 118:-0.5150806443076394 119:1.394384083381633 120:-0.9959294221768079 121:0.6718838209942266 122:-0.04989331896907978 123:-0.8053709956395296 124:0.2056382667142636 125:1.679427054945951 126:0.8065484585437926 127:-1.506076188018006 128:-0.5342090811049971 129:-1.017794719340515 130:1.008994233655073 131:-1.33205977041777 132:0.2063029359562321 133:-0.5390720342696049 134:-0.1021664562345224 135:-0.3419940436364895 136:0.7501645254847257 137:-0.7370215030498284 138:-1.781625226116404 139:-0.09509163285599827 140:1.702631943059819 141:-0.09425834500185705 142:1.830840445661073 143:2.325549911473863 144:-0.5773462377353253 145:-0.4937226794026742 146:-1.867631197108138 147:-0.1780982701256625 148:1.248128268456734 149:1.014855778539257 150:1.193819050494576 151:-0.154710404016828 152:1.010749096316158 153:0.1652405393335131 154:-0.2819367100450269 155:1.499075258428904 156:0.8228209865048071 157:0.08479393176276302 158:0.6041769048138804 159:0.467326383108768 160:0.1239021217460395 161:-1.021769082204615 162:-0.5697710666340103 163:-0.5667032117312248 164:0.5580832289307895 165:1.880192326147599 166:-0.8999133976216273 167:0.5521530989921895 168:-0.0683914162795399 169:0.9605765360547872 170:0.7545657797388424 171:-0.440391580587012 172:-0.5230243973560684 173:-0.7271702708873348 174:0.7726702762683495 175:0.2965970712251839 176:-0.09913235751053077 177:-1.706565779434019 178:-1.584592650680889 179:-0.1015047418096062 180:0.06052073413957763 181:-0.1039167547719678 182:0.07997488923896041 183:0.06982312032800328 184:-1.367238372439122 185:-0.9232825229330275 186:-0.9132432436552786 187:0.2793992767986819 188:-1.043776738028023 189:-0.3098036364513396 190:-1.396773694417987 191:-0.4253618612810752 192:0.4967356323285448 193:0.08226318807951352 194:-1.799033792540695 195:-0.01203837848067004 196:0.9428006612164376 197:-0.8166171533044555 198:-0.3162932339284386 199:1.999034483513008
-1 0:0.3177520101853716 1:-1.362248102038298 2:0.8721127579494363 3:-0.3924167973084626 4:-0.3603281577835408 5:-0.4559474837365134 6:0.3859842762931036 7:-0.9651002784436917 8:0.01667715863806273 9:-0.4256853525400502 10:-1.136549880917413 11:-1.607056459047632 12:0.7633191337249485 13:-1.267416706780786 14:-0.9229016239783396 15:-1.296108624163294 16:-2.186258197159307 17:1.06548212877664 18:-0.3518149868543204 19:0.3428170112419864 20:0.8511120037509327 21:0.2525863197342466 22:0.6648884590663191 23:1.087888721489894 24:-0.5282434608294645 25:1.822503740776659 26:0.3006825114260329 27:-0.4545255448550165 28:-0.07485238343540133 29:0.5892014685592767 30:0.1594440664185419 31:-1.073842123973806 32:1.07204128861791 33:-1.996813906513961 34:0.5613047442494201 35:-0.5143464297672576 36:-1.097655091412306 37:-0.8581298237585651 38:0.1146866510672569 39:1.32314056947784 40:-0.2856866108444708 41:0.8715345278879982 42:-0.08924773516938578 43:0.8800614077646022 44:-0.1298648944274906 45:-0.04476431181452453 46:2.254822474085727 47:0.509925592204063 48:0.3378022329638181 49:-0.7972675746415331 50:-1.188918369704573 51:-0.7208496887779843 52:0.9395025850991381 53:0.04014479321109094 54:-0.6831429472537184 55:-1.507755643144676 56:-1.228007985681665 57:-1.064018531216002 58:1.821650904889569 59:-1.142687298834926 60:0.7770807554598461 61:-0.01655867079124697 62:-0.5275746457729047 63:0.6390440697729106 64:-2.531390034877829 65:-1.123600801803125 66:0.7557353443982848 67:0.1899784709022328 68:-1.463771013551056 69:1.023910467856763 70:1.27390093663237 71:-0.4298337735508448 72:-1.256855878132219 73:-1.411105524413242 74:-1.468573985553405 75:-1.012612929305478 76:-0.8808436681330778 77:-1.334038417025135 78:-0.7689260733015185 79:-1.490506776464684 80:-0.775525419876083 81:-0.2758155746629611 82:-0.5562158620115225 83:-0.6693595945414405 84:1.337322397204389 85:0.04281394386155463 86:0.4423726057844722 87:1.112208302779196 88:1.00577443462832 89:-0.7156512347541897 90:-0.05228903774450919 91:-0.3695070083635918 92:-0.2158955496797518 93:-0.06409356066719876 94:0.06119581209913172 95:-0.3096675431031196 96:-0.07289506891229294 97:0.7212392847133988 98:-0.2994858206346883 99:1.153394563882649 100:-1.338526172357573 101:0.4961515257468837 102:-1.600450280828264 103:-0.04453449423466101 104:0.2073312169534779 105:-1.476969134323781 106:-0.146586681053719 107:0.6150831258901355 108:-1.624322351566972 109:0.2584533100731886 110:0.9184278197031704 111:-0.4550834377225452 112:0.3272612568568178 113:-0.00253720436916611 114:-0.9797093606953995 115:-1.165881861428846 116:0.6322566585179217 117:0.7672088687595464 118:-0.1465932681528233 119:0.1426887051341017 120:-1.302355020492769 121:-0.4975503074694322 122:-0.143153674899776 123:0.6453303740534572 124:-1.217891210622386 125:0.4827818875264248 126:0.7900355432384812 127:0.4569704317525856 128:-0.2785331410132511 129:0.9640723453473077 130:-1.60458500900429 131:0.9731806575357816 132:0.5645079216131428 133:0.6619311661785625 134:-0.4297022482252411 135:-0.3904878492014133 136:0.6344813890026122 137:1.038331331177487 138:-0.008296027596100762 139:-0.280823552642912 140:0.16285662679239 141:2.137972509568084 142:0.634906596684739 143:0.3150025354794278 144:-0.3930170616415583 145:-0.08034344893669908 146:0.4187051791799847 147:0.2246460978786479 148:-0.04224259516830548 149:-0.9067363116716418 150:1.168943251907487 151:0.5263035623513329 152:-1.563067535536399 153:-1.135853478533918 154:0.1199241946360006 155:-0.09888697819510983 156:-0.7117208627460153 157:1.714126673146187 158:0.1959395889619767 159:-1.035145058153204 160:-0.06143358317644821 161:0.6774717864562956 162:0.4737284124855016 163:-0.4435636898715959 164:-0.4647430941073262 165:0.3283205494541657 166:1.107976053743341 167:0.06643267069024954 168:-0.3924576506157553 169:1.243323956083699 170:-1.795345904949129 171:-1.169218816275513 172:-0.1713018841324723 173:0.6839262713359043 174:-0.9056551294921424 175:0.245930675433354 176:0.03050433170574555 177:-0.1505621641667847 178:2.431935873760839 179:1.03281952019246 180:-1.051585910244632 181:0.5054496640268615 182:-1.099240539236842 183:-2.152909914233445 184:-0.170621416651703 185:0.5391215050876709 186:-0.7660289741640852 187:0.7210922635177843 188:1.954898883232848 189:0.4198710098134336 190:0.40424233913167 191:0.7679767394980811 192:-0.5349062727370543 193:0.1342091604686344 194:-1.953746239949168 195:-0.4489733013266134 196:0.02384087159986455 197:-0.2492029043425732 198:1.442842156200284 199:-1.236311985074516
--1 0:0.8525813415754043 1:0.5581136821055582 2:0.5646125314120108 3:-0.1400456632377179 4:0.3338243989026194 5:0.3660214343267441 6:0.8443359580490235 7:-0.2155570891830892 8:0.9176662196020201 9:-1.424804107405832 10:-0.1211131449404196 11:-3.132724214681646 12:0.02713969788249375 13:0.3890260165416629 14:0.9249349881458002 15:-1.024467837655547 16:-0.762283513973258 17:0.327982708127402 18:-0.0972277396560895 19:0.3660975945316997 20:0.01356127079732876 21:-0.6231743916944595 22:0.05328978597670627 23:0.5337411683316081 24:1.265548169991954 25:1.769621659102737 26:-1.698759373176215 27:-0.294073359999138 28:0.1308020788310972 29:0.9861097488178303 30:-0.07586451843666896 31:1.297857979900184 32:0.8663422654713914 33:0.1120602842181672 34:0.2269876525406502 35:-0.8878098124398867 36:0.5786276965698999 37:-2.436682426746057 38:0.8410651497138572 39:-1.514592269751073 40:-1.302319760426117 41:-0.7323935778356516 42:-0.8602251663168937 43:-0.2001183097169758 44:0.2919036252140763 45:-0.5886867185877117 46:0.5530760081840606 47:-0.349517298200452 48:0.1101642221440644 49:-0.6996308036106829 50:0.4945650834730366 51:0.2104395697049829 52:0.6139419327976953 53:0.2303270046666977 54:0.5417025573688151 55:0.5200628704171063 56:0.1112986762155561 57:0.3436469434257566 58:-0.5166091652446729 59:0.4280230811960689 60:0.6504664764696725 61:0.3126632063134643 62:1.855216338171778 63:-0.09070324937248503 64:1.019658803920526 65:-0.2753977019118145 66:0.4669979102482587 67:0.5684003354072628 68:1.231844691354232 69:0.1301060508869057 70:-1.45641084673074 71:-0.6059329404271446 72:0.2576990088796053 73:-0.1484655755270588 74:-0.7333599029291351 75:0.8668895984070468 76:0.5448579763341198 77:0.4436600616551829 78:-0.3977717246697554 79:-0.7293368575071458 80:-0.8934532947668365 81:0.7662481657981234 82:0.2106814209829118 83:-1.485351853358079 84:-0.8770321379437762 85:-0.07098993332782429 86:-1.394862705661278 87:1.356700513276181 88:-1.790041909728492 89:-1.046850084677971 90:-0.6470890489012063 91:0.6250600923938635 92:-1.022565277655376 93:-0.2015399364768949 94:-0.06906041991748732 95:-0.1577598928188907 96:1.163988577758548 97:0.1363030604747541 98:0.6613963487233808 99:0.7905675146228592 100:-0.01996020733850932 101:-2.322736448936205 102:0.7557536757511873 103:-0.3032286320688565 104:-0.6913292560993021 105:0.8724904465653333 106:-0.33334114859223 107:-0.8104134474033974 108:-1.179290321971225 109:-0.5424055194572237 110:-0.3867320579427791 111:1.136517921957051 112:0.4171975069399979 113:-0.3753681597806522 114:-1.031381445047307 115:0.09206551401331599 116:0.6987959406382747 117:-1.667337767739374 118:0.5760995484504595 119:0.5155929160285755 120:-1.831902022709307 121:1.124867389636331 122:-0.3227740568663279 123:1.579924013189239 124:-1.040864003303662 125:-1.169455665221734 126:1.518411139015155 127:0.4491222730876822 128:-0.1771852575101904 129:-0.6528600337596304 130:-0.5716043608461157 131:0.3602302959560819 132:0.8244891451840283 133:0.9271123897550118 134:1.895208672400188 135:-0.7956929960361661 136:0.01656454373835075 137:-1.075875383082403 138:0.5954603368001742 139:-1.281872016604477 140:-0.4813343809716462 141:-1.61756949597772 142:-0.06464268865818848 143:-0.9556001006316895 144:0.2824147774547468 145:0.3125684249406742 146:-0.5267019198486755 147:0.6001404797950788 148:1.232387790949927 149:1.496218968471277 150:0.3934245318129573 151:-0.1108811735668254 152:-0.7768119761464239 153:0.7532090304480914 154:0.8918451190489136 155:0.9318989097909456 156:0.8200454957059753 157:-0.304676971121434 158:-1.282561464668402 159:-0.3729660441232754 160:0.73355279160211 161:2.419590710500723 162:0.4538224832475177 163:1.112350925550974 164:-1.281430797989259 165:-0.1724471144841472 166:-1.195201796500798 167:1.256904706730565 168:-0.2010354021648232 169:-0.8430528663889933 170:-0.2344420918956105 171:-1.462711241729531 172:0.0983441786388691 173:-0.1745022388459919 174:-0.7876519656300593 175:-1.830831228486435 176:0.266351020810042 177:-1.559609618867664 178:-0.2277001950403355 179:-0.5339338179865353 180:-0.5811027218918511 181:1.324607917680494 182:-1.556575218560031 183:-0.4161213619134935 184:-0.4375672167247431 185:0.6159839431614971 186:0.9142141036323604 187:-0.9175194999168356 188:-2.058538136835312 189:0.06472869009278713 190:-0.7500792213013688 191:1.12052897814345 192:-0.6933202757836632 193:1.473392071510849 194:-0.6114308453410959 195:-1.317351690478672 196:-0.08221809366654946 197:-0.674824802839547 198:-1.290716370158939 199:1.734301354867595
-1 0:-0.7040184834514347 1:0.1173830431582899 2:0.4160704398154735 3:1.671133786549494 4:1.867011215026646 5:-0.5336835454200235 6:1.256257382468927 7:-0.05227737621565114 8:1.185040304141155 9:-1.296736223052566 10:1.441054716555437 11:0.4515971835967531 12:0.2415624376270624 13:-0.3891114245802056 14:-0.2187177796524087 15:0.0950995206740636 16:-1.230959510675767 17:-0.2680088695582707 18:1.492895747054744 19:-0.5810213175606297 20:-1.055279929769277 21:-0.46076866535578 22:-0.3420597437753046 23:-1.811826113739068 24:0.673409974556599 25:-0.4888678225913148 26:-2.331937537428 27:-1.450609968301275 28:0.917706170481164 29:0.8449073449294225 30:-1.379278391031636 31:0.2153572835771269 32:-1.470784958783599 33:1.184744291831775 34:-0.1477563155228248 35:-0.9209545670326856 36:0.2781898946493832 37:-1.095762176135878 38:-0.880780620661101 39:0.5751223686416466 40:0.02788762088534699 41:-0.5189768351735367 42:0.3517022824409641 43:1.402229985589832 44:1.046004026471826 45:0.4060482223466321 46:0.1553749952081198 47:0.63938255581555 48:-0.7700480714396567 49:1.889867766266128 50:1.094241607518912 51:-1.891439472720385 52:0.8620142385092333 53:1.290553593855589 54:1.099288870120229 55:-0.7394108958016512 56:-0.1828283950152861 57:1.580309660917244 58:0.08552745173788787 59:0.1880741564759464 60:0.9941053964415469 61:0.6531877832483883 62:-1.900132078399154 63:-0.3196354025337061 64:1.471571585071793 65:-0.9563934244667143 66:1.014366220766861 67:0.2798387915507076 68:-0.2128857812779507 69:0.5694742890986395 70:1.549572527153668 71:-1.145401713471891 72:0.06995129150305922 73:-0.2369944255700204 74:0.2499257315553853 75:-2.990656708829974 76:2.141030785410654 77:1.245612346751389 78:0.13481293758589 79:-0.06693458944275268 80:1.387912293202672 81:-0.4596240265539843 82:-0.6101863423510276 83:0.1158448646659771 84:-0.251795692444983 85:0.7935564394923299 86:0.3980429982197496 87:0.3490286631482495 88:0.9550343554168962 89:-0.3414638928719606 90:-0.08322059347079588 91:1.468926579085039 92:0.3016486264216292 93:0.9405192893697776 94:0.2714408647014085 95:-0.9494095455878853 96:0.6463100362821667 97:1.107194955770147 98:0.346273804618576 99:0.1231063162349161 100:0.9383803597401494 101:-0.7523050477431583 102:1.031635700966873 103:-0.03833107114599921 104:-1.104878875034108 105:-0.6129708627628332 106:0.9348257637698023 107:0.1757282880230903 108:0.0264208766777983 109:-0.7417142898014821 110:0.1746434344594174 111:1.736816728519015 112:-1.121840404112922 113:0.1228765752327083 114:-1.138926651759106 115:0.3336234784655156 116:-0.9870595138369502 117:-1.456570025237653 118:-0.2127105534587388 119:0.9627820103826469 120:1.345969415156284 121:0.7507714883513186 122:-1.264437684017413 123:0.1012771833385342 124:0.3052776908034783 125:0.4340064808063668 126:-0.1846278010890301 127:-0.4876962927328047 128:0.995613041079709 129:-0.5813850051864525 130:0.6663345263005482 131:-0.5328894568046538 132:0.6972247485744799 133:-0.8589674180322513 134:0.2262372955681553 135:-0.8815169216138657 136:-0.6706984728823356 137:0.558350781713188 138:-0.6833033938267338 139:1.121512611523125 140:-0.4426526783164187 141:-0.9955403323374141 142:0.6482042900785154 143:-0.395658254363773 144:-0.6898654487054766 145:0.69951675475041 146:-0.8546568412217675 147:-1.961499146119146 148:0.7650417831430306 149:-0.7906143158730968 150:1.278326046884427 151:-2.091896163448501 152:0.3900187148527271 153:0.3846735248775648 154:-0.4230019584200377 155:0.7419819380282238 156:-0.7346193458762572 157:0.05964102145555605 158:0.2592018639626296 159:-1.649451254544387 160:-0.7568070921439717 161:-0.8561598264076983 162:0.8882977026543336 163:-1.741034000765704 164:-0.1737087939566321 165:0.4207870607067141 166:0.4225223855338536 167:-0.1878930635402733 168:0.9584366563053525 169:0.7493079090387059 170:1.041108344113294 171:0.8862092551939967 172:0.2741745151033163 173:-0.09013242946861334 174:1.009369399723052 175:0.4484204776992664 176:0.63057083684828 177:0.02051918466694985 178:0.9268189119600461 179:0.6206074741109447 180:0.3909640352337185 181:-0.5218138870271009 182:0.8751138144613101 183:-0.2254891600122329 184:-1.240561393161022 185:0.2295041767377429 186:-2.290584617450541 187:1.33799634206267 188:0.4633364429991187 189:0.4715593415107029 190:-0.806233948599171 191:0.08276527662336951 192:-0.0713525146027108 193:0.2036075281933673 194:-0.4626801932556073 195:0.03593204685531207 196:0.1806363751802138 197:-1.149114789129081 198:-0.9827332864138869 199:1.712621589967047
-1 0:0.4037222088556043 1:-0.0078211781584331 2:0.1895411988137544 3:-0.2776138993490507 4:-0.1935749366377195 5:0.3458223162975925 6:-1.896596768220388 7:-0.8768914678171549 8:-0.6032630175188013 9:-1.310527056852085 10:-0.2613786381495016 11:-0.4749646312372702 12:-0.955530330422531 13:0.6669780432878116 14:0.3347560017221809 15:0.1897850598194011 16:1.83564594280488 17:-0.02790688533418952 18:-1.974905098192884 19:0.2990116705177961 20:-0.2580682697927945 21:0.003965295373125151 22:-0.4789264828066784 23:-0.565003148416262 24:0.2744775358048279 25:-0.7709539595379971 26:-1.144078835345723 27:-0.1984355111385992 28:-0.3922393559667456 29:0.02345350616348012 30:0.3467325267102994 31:-0.7227703124213406 32:0.6914188760856607 33:0.9618080094730987 34:0.05447451118684499 35:-0.0486354637566992 36:-2.95054153698023 37:0.5542660557522148 38:-0.8944438640652097 39:0.08733078348258781 40:1.741178687521448 41:-0.9934244496564916 42:-1.088768932582694 43:0.2962701234472954 44:0.9390792737297483 45:-1.64611500449301 46:-0.5274282023058992 47:1.515919483202772 48:-0.1262728517469471 49:0.2440486481916852 50:-1.461088107953432 51:0.2599952762615355 52:-0.8456095777365386 53:-0.2389048240206934 54:-0.8377024475172704 55:-0.4478931787163808 56:1.067153550844548 57:-1.230843672573777 58:0.4653899260390914 59:-1.30523474297932 60:0.2210945485155467 61:-2.524217179958629 62:-0.3803791509963016 63:-0.02049404151442929 64:-0.7560586807902115 65:0.3315859079624733 66:-0.1365753830759188 67:0.3068266771072394 68:-0.1112189304439788 69:0.5236102270666658 70:1.306348487527029 71:1.775255563177397 72:-0.2443242237032311 73:-1.533672901715356 74:0.7295273056957288 75:-0.1693220986852814 76:-1.431906623503899 77:-0.109944839713694 78:1.091644361840184 79:0.7426332849321472 80:1.582528562639929 81:0.3255834683432169 82:-0.9251623916808137 83:0.004680694480836127 84:0.04054566013865107 85:0.04660248823476206 86:1.391453780917745 87:0.4014240866737636 88:0.1072781904082853 89:-1.617045522740423 90:0.5496446145730991 91:-0.8518766447161248 92:1.010496333505965 93:0.2582589293686369 94:0.1247155986605448 95:-0.2944995675408694 96:-0.7710867167253158 97:0.1818937804752784 98:0.4305300605104915 99:-1.206399225616726 100:-0.5647685384857324 101:1.809696297731444 102:0.4187501038637614 103:0.3621846059323677 104:0.6206434204954392 105:0.5614549648853681 106:1.30345614766515 107:-0.3919585299494823 108:1.242831117956701 109:0.09719332670963862 110:0.2479331663390137 111:0.2890278091837489 112:1.738430113741068 113:-0.06908763454456494 114:-1.553309607841336 115:1.331976748879765 116:-0.2652546839374328 117:-0.4641765345446004 118:-0.2610947949431947 119:0.5286063406361481 120:0.6300763866249603 121:-1.05626387561366 122:0.3997930970185633 123:-1.03057881344191 124:0.2490434144863497 125:0.1004452666513909 126:1.972581486431115 127:-0.9165868161185756 128:-0.895597859589095 129:0.5577882999634132 130:-1.663931471660742 131:-0.890815107685305 132:-0.3625148120006195 133:-0.4207321978840708 134:-0.07472096275156753 135:0.782121842049661 136:1.849364561249827 137:1.483736590201895 138:0.7089320941725891 139:0.4984656176458884 140:-1.289999354709357 141:-0.3931255116057389 142:0.3150281567098084 143:-0.1126307321017356 144:1.322727169656141 145:2.096154886246618 146:0.4788636218393617 147:0.05011658082568842 148:0.04625758488356691 149:-0.03967411587900872 150:-0.2200558808084822 151:-0.8429697820221635 152:0.3618384941023057 153:1.225980155364277 154:-0.6652241617930886 155:0.4179319417878426 156:-0.7274564243319762 157:-0.6014759365662056 158:0.2330964958293359 159:-0.4376696505282397 160:0.1770145993739735 161:1.159248306218937 162:-1.732432391544331 163:-1.221893917603273 164:0.9748106968288477 165:-0.161619869400777 166:-0.7362757596220987 167:0.4379030980387159 168:0.003817936241718544 169:-2.943483200133714 170:-0.6462923351146053 171:-0.09384428774556638 172:1.011869951033608 173:1.521421088593432 174:-0.2159549114344605 175:-1.144761392217363 176:-0.03703662922887193 177:0.2721792920503092 178:-1.193043322226816 179:0.6776387692109389 180:-0.2275431848029334 181:-1.385488011379685 182:-0.4094230097123442 183:0.4471832712880306 184:-0.3433058659890864 185:-2.009096625022177 186:0.3495094451719845 187:0.4486041726494945 188:0.6957655635320695 189:0.8574357979643408 190:0.7195772076895786 191:2.133149511591204 192:-1.823256140740529 193:-1.778200567597114 194:-0.5586258646596951 195:-0.001824015685850668 196:0.2755981665376975 197:-0.828185354692953 198:-0.3437502307270482 199:0.6863676305907026
--1 0:0.6055089768489117 1:1.242797165789576 2:-0.1618699070429539 3:-0.4561599779451655 4:1.523984452173898 5:0.1787685844178207 6:0.09312364404385341 7:-2.130809964455046 8:0.2079576055668172 9:-0.8180918652021192 10:-0.1911124597849015 11:-1.3185616656169 12:1.166374212970599 13:-0.3046724721710151 14:-1.230866229977126 15:1.195572714229664 16:-0.1545198071501428 17:0.8606925504769031 18:-0.3122424162625045 19:-1.31597701498405 20:-0.4989899799971996 21:0.5487705319990391 22:-2.328099421959917 23:-0.4006499083652248 24:-0.2317966630649914 25:-1.068444829575873 26:-0.9264055027183604 27:0.1862913337725753 28:-0.9887494300758802 29:0.4609724903944971 30:0.3478384979948058 31:-1.638698219291055 32:-0.1063007879920457 33:-0.8194755539793368 34:-1.19559823172275 35:0.1093043171476307 36:-0.7003727961430966 37:-0.4568064044158712 38:-0.4464298883638327 39:-1.312763676727332 40:0.01948673341489592 41:1.376099059241819 42:-1.803225222346271 43:1.267455548475123 44:-1.086015419607974 45:-0.1122498779910603 46:0.183548086041974 47:-1.560732509111894 48:-0.5725428774709895 49:1.152553899193402 50:0.614044589971768 51:-0.5006798628220692 52:-0.01423914947279483 53:0.1657975817516462 54:-0.489806171498519 55:-0.7273600238619297 56:1.225526155795996 57:0.2215631133887973 58:1.217501046055053 59:0.8192333901305039 60:-1.354992814104656 61:-1.455489891504466 62:-0.6856224892430201 63:-0.2671325843899848 64:0.03869746152143948 65:-1.20898347306003 66:-0.7661824265931689 67:0.1807491864026605 68:0.9087010014678617 69:0.2261402642066648 70:1.357229337876264 71:1.392766328472427 72:-1.031965956504278 73:-0.4660583809473083 74:1.242997474550701 75:-0.8513730956163554 76:0.6211336416780471 77:-0.9558691302870452 78:-0.2339780963065564 79:1.499242046556279 80:1.702392496367529 81:-0.06738314569753044 82:-0.6224173651290723 83:-0.6739173098378991 84:0.5309764114182134 85:0.248595554363467 86:0.4365869534704144 87:-0.1670556820050426 88:0.2824601065435854 89:-1.296116288950536 90:1.650643966260368 91:0.5293148628278305 92:0.69462523383532 93:-0.1379603840100516 94:-0.1037900066597389 95:0.185997102709506 96:-0.8364584530551716 97:0.4242248892530932 98:0.06149091914356079 99:0.1668169804245853 100:0.1898132593445715 101:-1.015968191336799 102:2.094752047333409 103:-0.5686742421659471 104:0.7622808379675123 105:-0.1637663761111416 106:0.2222722438695771 107:-1.966973181964216 108:-0.2579550145285288 109:-0.8517410948199617 110:-0.3251391823028392 111:-0.654853004489047 112:-1.926083566069557 113:-1.283135922063015 114:0.9581735392206603 115:1.230219068513393 116:0.3299155143599145 117:0.4220631236112234 118:-0.2474964576962126 119:-1.803870119571351 120:0.3205095351613539 121:-1.286951958970406 122:-1.820838383064077 123:0.868497211305896 124:-0.1014929698881162 125:-0.3821975426684323 126:0.7037571522451264 127:-1.241942505017307 128:1.741211136073831 129:-1.661477865582438 130:0.9931911253080253 131:-1.137874625679707 132:1.032925830140992 133:1.481678366971055 134:0.3406337490127743 135:-0.9731800677397212 136:-0.1109797562036671 137:-0.5023589872193259 138:-0.9954949197042569 139:-1.505594944087393 140:1.382751276214159 141:-0.2290804053650662 142:2.22003245400722 143:1.194131003912481 144:1.729923548521536 145:-1.432707381294464 146:-0.5677485237266754 147:-0.9840613461712617 148:0.8545220643400585 149:1.303231499212663 150:0.5674810511342809 151:1.219824417853056 152:-1.345236519594728 153:0.8956860501210089 154:-0.3348808804209565 155:0.09625936340155347 156:-0.18943502052859 157:0.6808604268292762 158:-1.624448834972268 159:0.1206471451078183 160:-0.6916332969541005 161:-1.203691237803269 162:-1.693024799761832 163:-2.942746412871408 164:-0.1368541170188136 165:0.05118871348683356 166:0.01267181695521307 167:0.06050426052793881 168:-1.328675937996401 169:0.00934761940186753 170:-1.339278190266563 171:-1.84714173557907 172:1.869453033956392 173:-0.274216689379452 174:1.422464899761858 175:0.6417263545108296 176:-1.608522026969856 177:-0.6066403520126326 178:-0.6528869630134416 179:-0.3746944295294977 180:-0.1039795690848324 181:0.05125793904533697 182:0.01563954533166816 183:-0.9601796909469079 184:1.593045530653407 185:0.7849915854083087 186:1.645839723527478 187:-2.645651481815662 188:0.9844816571220119 189:1.807227847596084 190:0.3035834348930724 191:-0.1744409931030894 192:0.03696410945919264 193:1.354218363079269 194:0.3180555017547732 195:-0.1063590614969606 196:0.03727227108130741 197:1.790864145776566 198:-1.213645337490995 199:-1.80468052381731
-1 0:0.05417151932936668 1:1.563777574405736 2:0.3031601776933238 3:1.238281689451113 4:0.5051919631198011 5:-2.312386700108915 6:1.262164369211646 7:-0.1826883329823615 8:2.900664575660682 9:-0.4510871993623827 10:-0.6139798771850888 11:-0.9754437305527317 12:-1.304603091493935 13:-0.7849164891034808 14:0.9305111124005485 15:0.5637425873549724 16:-0.2236690379185118 17:-0.3755453994581003 18:-0.01901903602718828 19:0.9301364966890512 20:0.2072261896301693 21:-0.09353673420863845 22:-1.018360200947671 23:-0.3719968830818529 24:1.00014537985869 25:-1.318135983754009 26:-1.465561100766067 27:0.1938626591070148 28:0.9963017533977829 29:-0.09223638400722117 30:-1.638637296211841 31:0.1394835622051296 32:-1.148877434604981 33:0.9769869657432342 34:-0.03340277085728864 35:-1.164031103787668 36:-2.370406897683845 37:-1.490603499073077 38:0.7875917123805209 39:-0.3832152371837257 40:1.450515860549205 41:0.384785364582463 42:0.8747272807938309 43:-0.09807275845200406 44:-0.7334536020941795 45:0.1109470317027791 46:0.09371078575122982 47:-1.721001505208164 48:-0.9819507050508905 49:-0.9402406492747069 50:-1.593244661344988 51:1.486434700545049 52:1.839511564823394 53:-1.585605332650673 54:-0.3693235950228231 55:-0.9032453035613577 56:-0.2308013654124954 57:0.3720938128151702 58:2.118057070968145 59:0.9853439326494146 60:2.05508274768964 61:-0.3220636237531203 62:-1.098084668374901 63:-0.3079070798794194 64:1.023679303486935 65:0.2475763126263488 66:0.1451016321117502 67:0.8497026913556398 68:-0.460212460577309 69:0.4866523783971936 70:-2.246498617107471 71:-0.3043235391295501 72:-1.566270940798018 73:-0.4625670987269399 74:-0.5795594565090254 75:0.04991868905594186 76:1.764462974470755 77:-0.832216324268821 78:0.3620092351153305 79:0.7421089983909022 80:1.043298530347204 81:-0.1235505456405579 82:-0.04195700893045149 83:-0.02231267019789821 84:0.6812622671392159 85:-1.247220184780097 86:0.3639640538467787 87:0.4081927243597693 88:-0.4413652591164136 89:-0.8904130081857886 90:0.920482022071351 91:1.926690116963442 92:-0.804317318652483 93:0.04805948715907195 94:-0.1580158358444029 95:-0.7841361559863816 96:0.1432321305966118 97:0.1858544959664483 98:0.1951514007775527 99:0.8582453588078227 100:0.1571563409475515 101:-0.4745479709910674 102:0.4134910493820683 103:-0.09520812812200657 104:-0.1934338820895111 105:-0.7124975364619917 106:0.355951639381402 107:1.466072335194571 108:-0.7680612283571677 109:-1.129641808583328 110:0.7203943276269532 111:0.9973021743520349 112:0.9221893105827659 113:0.306244165486158 114:-0.5806251464734733 115:-0.1053027611551587 116:-0.2577242910518981 117:1.600387728471965 118:-0.6175219641419346 119:1.195226586721612 120:0.2900380719559291 121:-0.3035996566045941 122:-0.2152470891560122 123:-0.209640225442601 124:0.2312788235247122 125:-1.063434615785531 126:-1.109528030664504 127:0.5156968782812289 128:-0.5228722616821804 129:-0.8373948535433273 130:1.480288977328178 131:1.352541101459613 132:1.359878802498862 133:0.4393507269430585 134:-0.1062831793298318 135:0.527665471585574 136:-1.684889634514405 137:-0.9227460111833667 138:-0.8611168934717243 139:0.5176366251771513 140:0.6725333710938611 141:0.5237380072950932 142:1.317445458412683 143:0.840548796947696 144:0.5518661201920438 145:-0.3102805728736375 146:-1.288378366496903 147:1.079222078038518 148:-2.344804352529427 149:1.569428008258869 150:1.934988246809698 151:1.400852906139505 152:1.904812164219344 153:0.7899823366638075 154:1.323619914617277 155:0.1703695626751596 156:-0.4960335333103147 157:0.8064978508294783 158:-0.5301495339455891 159:0.4936871845118103 160:1.36444379600883 161:-1.092249605838262 162:-0.3807519324878991 163:-0.4299203462712525 164:-0.4914890873176873 165:-0.62168498961482 166:-0.4150953142446094 167:0.5417949207928673 168:0.02700627408048902 169:1.066890905675568 170:0.3528487076750155 171:-1.600195690126078 172:-0.4369541205013455 173:0.4385158070666654 174:1.110499146571801 175:-1.073021987930298 176:-1.103210685976565 177:2.122386881633132 178:0.2855781029521054 179:2.111618720236743 180:0.94338895832253 181:1.334654074381187 182:-0.07930836387866531 183:0.2165302883026812 184:0.5216770879128365 185:-1.888158217144286 186:-1.245378076892901 187:-0.3633868603445168 188:1.887599049826535 189:-0.7428137602481519 190:-0.4021507719946805 191:0.3598207661286511 192:-1.470399886301984 193:-0.2847896475824139 194:0.4981909615055545 195:1.207274133592924 196:1.714242249584 197:-0.3938738599264448 198:1.433410351848017 199:0.7985009366741198
-1 0:-0.3962501353105486 1:1.931291424488356 2:-0.302102507389732 3:0.8052286326808245 4:-0.2487108954779322 5:0.395876263805885 6:0.5159143434783329 7:1.728065590831806 8:0.1986897326355523 9:0.7289085227728195 10:-0.2175676384025075 11:-0.0794511420915938 12:0.347691513869931 13:-0.4382186227126635 14:0.07460591880343045 15:0.3312304520439142 16:-1.647239121888824 17:0.9051846107307082 18:-0.7901894723932334 19:0.121330963018617 20:-0.4451077785738132 21:-1.041113238314856 22:0.4246297911373023 23:-1.79996481066435 24:-2.350432262029656 25:0.1645307953958241 26:0.5140343777672758 27:0.3430708040770916 28:-0.2842065577266791 29:-0.5340426816654213 30:0.005571448923917486 31:-0.6746918676318437 32:1.829726692603344 33:-0.6560808933166205 34:0.2987267071621998 35:-0.4544480535485889 36:-0.1539624889579467 37:0.7891760086767234 38:-0.3414285278573447 39:-2.839920319909828 40:-0.7497834118720055 41:-2.26439584831629 42:-0.7518958358765275 43:-1.197278564781842 44:1.17428825246557 45:0.3535843930915478 46:0.820464656270507 47:-0.7164631690016683 48:0.2944084409249222 49:0.7452494594222018 50:-1.66875468076509 51:0.04561419238949829 52:2.258804028680142 53:-1.26526659344803 54:0.7907728365839199 55:0.0266024331004015 56:0.05350857647553959 57:-0.053011178295312 58:-1.342512225944736 59:-0.805940626271207 60:-1.838743133432293 61:-0.649561991684697 62:0.1132933299483368 63:0.937786587077184 64:1.68019116381837 65:-1.33642700760889 66:-0.09349705862737892 67:-0.756076479530272 68:0.05305414479483885 69:-0.1743712766079809 70:0.494640621218452 71:0.9246065977349848 72:-0.08146864992644853 73:0.249790455664084 74:0.6317138473251812 75:-0.5084724363145484 76:0.3165823382109071 77:-1.385304543445313 78:0.6928479105422962 79:1.112153584361863 80:1.65987104671495 81:-1.049688835737562 82:0.5785006410912379 83:-0.4420503070799138 84:0.04473881660228265 85:-1.181317007176785 86:-1.815435500242507 87:-1.252607665137414 88:-0.5555358983016814 89:-1.394154998009275 90:-1.989658718548239 91:-0.7738748360746669 92:-2.080450549241936 93:-0.4897835343183603 94:0.740733274276501 95:0.5423513896094679 96:-1.569831951877089 97:0.809706092493887 98:-1.288897999621268 99:0.03091143778185008 100:0.1300440793483342 101:1.230690681667294 102:-0.6121252913174187 103:0.04069079652759576 104:-0.7689492949904752 105:0.3888790996299987 106:2.129414561376717 107:0.1946234790470047 108:0.3638903732101586 109:-1.779349247034347 110:-0.8302174012174025 111:0.6961312681087112 112:-0.7650971996164173 113:0.05820081810441337 114:-0.5364203067029126 115:1.151570526665695 116:0.2009189021144177 117:0.8652871085605055 118:0.7691273348732868 119:-0.01547613585089472 120:-1.275990070017943 121:-0.9437339116164623 122:2.037656679261913 123:-0.009100647555619337 124:0.07107498487699498 125:0.7655732724464255 126:-1.232180497630417 127:1.297022760250862 128:0.6938538011801236 129:0.4125367646356381 130:0.2538166835345886 131:-0.7834520868736611 132:-0.2165653741451601 133:-0.1761421637830312 134:-1.675733938378323 135:-1.075549638194848 136:0.6690305458396842 137:1.765108343199176 138:0.05979024655022808 139:-0.1762548266937715 140:0.9014115623401454 141:-0.08665607177048253 142:0.003749595338393792 143:-1.869979773770866 144:1.32112882147057 145:0.2515602166323545 146:1.926645334088639 147:-1.50942498700684 148:0.5236357394980301 149:2.922000919714932 150:-0.458422381025067 151:0.6391352437309683 152:-0.6706184777747628 153:0.220423400559019 154:0.4312601537142873 155:-1.271267033068837 156:0.5368106214600633 157:0.294830131663556 158:0.5439099582987953 159:0.8499338602938032 160:-1.656870088595444 161:-0.7738377283050636 162:0.9876832047779223 163:-0.3570614760710752 164:0.3440103808454396 165:-0.3782064355710282 166:-0.02123358132142464 167:2.224519566983189 168:1.627612594857186 169:0.1313765191616308 170:-0.09490855385368457 171:-0.734922421682093 172:0.3693726908244102 173:0.1583471503487409 174:1.706845910119697 175:-1.298402522563375 176:1.153624780302827 177:0.1337038983371115 178:-0.2248533204027412 179:0.2867910833871649 180:-0.4305513344056658 181:1.343365533131045 182:2.509603970848654 183:0.3747226292117533 184:-0.9442678228827062 185:-0.6868510869009519 186:0.4245686036837835 187:-1.816309067628739 188:0.05247022783844633 189:-0.4625017715670066 190:1.086548071467948 191:0.5568853628590185 192:0.3048048441378282 193:-0.9574759845326258 194:-1.224840624205637 195:0.5974683847137373 196:0.8867622437562519 197:0.006072718375647049 198:-1.64087717397507 199:-0.3219731718853217
-1 0:-0.08490101668899802 1:0.09368055253351712 2:-0.549173373985964 3:-0.5073065582780768 4:1.528879842061657 5:0.2047043492189547 6:-1.196304692038969 7:-0.1334370762378033 8:-0.4830862949629088 9:-1.571542207613579 10:0.7650530767781895 11:0.310496029815829 12:0.04414108819430799 13:0.3990367558126597 14:-0.1039045297431431 15:-0.4493031883096606 16:0.1402730861261591 17:0.1581628846639618 18:1.281999253530438 19:1.93518396116051 20:-0.07529029639126091 21:-1.066266386016945 22:0.3321005846889276 23:-0.561409476957921 24:-2.075795543873791 25:-0.1479890453793187 26:0.1496547291532153 27:-0.3307393738926198 28:-1.430690429653599 29:-0.4698759202094241 30:0.6171059682155455 31:0.3480141341187957 32:-0.7451333941185261 33:1.435762190084906 34:0.4545464077214015 35:-0.02617994750274593 36:0.00237604434433738 37:0.6417659530120119 38:0.08907097842998148 39:-0.5345098970520379 40:1.251462213505078 41:0.4683779995904848 42:-1.314572611008931 43:-0.5808669664480979 44:-0.2117350289206964 45:0.5307819544142593 46:0.386064387291342 47:1.155123141399936 48:-0.1737154574703384 49:0.06575701388481267 50:0.4664298571496517 51:0.4406123026090147 52:-0.04903446713477637 53:-1.824760685914711 54:-1.237694780583675 55:1.460292378924136 56:-1.957649579633607 57:-0.2739355232252909 58:1.132840606311154 59:-0.5448265799619912 60:1.077208559541118 61:1.550222719065447 62:1.441468922744729 63:0.6395487513547413 64:0.2161179109574929 65:1.57630093320016 66:-1.866012886319361 67:-0.3641020458369728 68:2.200261970570552 69:-0.536087544210896 70:-0.6707374465278362 71:0.8686587862034643 72:-0.65986615193436 73:0.7569274657244278 74:0.042753377289121 75:0.6019472259218441 76:-0.6423127654891693 77:-0.6568847721259046 78:-0.4322357602409989 79:-0.1712459207817677 80:1.193837584299519 81:0.2505838022960971 82:-0.2906880124213538 83:-3.047010935416747 84:-0.7335000661461922 85:-0.293180023249918 86:0.5518244320834923 87:0.06261050597276945 88:-1.976080991126086 89:0.8747697787697826 90:-1.352674528203806 91:0.7336806151939776 92:2.441505910187814 93:0.9824372460967582 94:-0.5725068811506059 95:2.078896323397867 96:0.045203978592493 97:-1.044409241822708 98:-2.269000672307692 99:0.04819931715139626 100:-1.057721817217666 101:0.60191045619387 102:-0.4838072769850149 103:0.2059111836699727 104:0.03707156933957558 105:-1.22233482210962 106:-0.30450300413697 107:-0.2968756554556627 108:0.0541307569106986 109:-0.6051139857762656 110:-1.531158066791932 111:-0.5954863633111112 112:1.060340008686605 113:-0.0155138507665972 114:-0.1934514234548946 115:0.4460949898709788 116:-0.9042165186710668 117:0.7015095847561712 118:-0.8258294928509615 119:-0.5068117859161909 120:-2.072385660975481 121:-1.179819759307922 122:0.7988046062615528 123:0.4256061030363552 124:-0.2229808852860295 125:0.0569047832068927 126:-0.04486350521573139 127:-0.7688774496175816 128:-0.1790704097914735 129:-1.324161787616832 130:2.129447543800754 131:0.08116801455707251 132:1.545967367698098 133:0.00760851546141925 134:0.8135723397164066 135:-1.445710921363574 136:-1.814056391297375 137:2.203190083824436 138:-0.6568590928580823 139:-1.122674479873521 140:0.6315416739481488 141:0.681587032983177 142:1.071987389013463 143:-0.2317655153266429 144:0.7844477891707856 145:-0.6017837158368675 146:0.237863112050849 147:-0.7227900656117594 148:1.201634610858053 149:0.971952530188843 150:-0.8050420343504724 151:0.4864600346607244 152:0.4973389164621837 153:2.727448499397493 154:-1.25109692447244 155:0.3581607565248949 156:-1.287462508850677 157:-1.754171855504448 158:-1.132746044608401 159:-1.486166710713111 160:-0.0007896377957350117 161:0.7776617596031367 162:0.4583638456641679 163:-0.8477159444148646 164:-1.075299606353436 165:0.3909830580850034 166:2.140768588003 167:0.6502886718282974 168:-1.788642935094308 169:2.273852411329834 170:0.5135615340545026 171:1.674469114147074 172:0.4865626802409893 173:0.01049912586700181 174:-0.4487635592380363 175:-0.8076197821041284 176:1.031684511839501 177:-1.488341985164994 178:-0.08371347607271365 179:-0.1861037708335101 180:1.163663336643184 181:-0.5366543721157485 182:-0.398273891610853 183:-0.730113740519737 184:0.4489812904657423 185:1.20767696840136 186:0.9093087604307731 187:2.163771817229583 188:-0.1607470875147505 189:-0.2873495504752002 190:-0.884672158199012 191:-0.8394079824572264 192:-0.1188032525076941 193:-0.7588856914416905 194:-0.6361720112887108 195:0.08680401953255397 196:0.4368764061726693 197:0.9205629621066698 198:-0.2594014871014959 199:1.306719417575165
-1 0:0.4333985864751457 1:0.9632782945886852 2:1.914703409369077 3:-0.9858934605038581 4:-1.160082360814349 5:1.321128290558673 6:-0.746235972100752 7:-0.40680387339234 8:-0.04500245204080894 9:-1.064389963651131 10:1.537766292658003 11:0.9606926446713902 12:-0.5694384561807906 13:1.305086719591185 14:-0.9930392412174105 15:0.6737631436487594 16:-0.6890834129562448 17:0.7954197711689424 18:-1.602630066483947 19:-0.5004513956459388 20:0.2196531712155743 21:1.520888629868866 22:-0.9884570064205221 23:1.168879252363231 24:0.6277853646407083 25:0.3319140582422994 26:-1.620527357621951 27:0.3745719476285471 28:0.7930047350608079 29:0.3411769073421755 30:0.1770779411911823 31:0.8680852902645559 32:-0.3524625077144101 33:-2.073517701297122 34:-0.1614380370496495 35:0.3200449499886993 36:0.9986132836099598 37:0.5596130908764327 38:-0.02634879376220345 39:-0.2951805326590902 40:1.025426940795791 41:1.243876200206682 42:-0.7216734966933412 43:0.07372840252283867 44:-0.3379894352571597 45:0.2770264953917255 46:-0.26046405110253 47:-0.7586985463518768 48:0.6894451193533073 49:-0.1400151086989666 50:-1.523266131068779 51:0.085631539163972 52:-0.1858854119162051 53:0.7849648136950886 54:-1.038919193470117 55:-0.3104673765612471 56:-1.03911214184157 57:-0.6720291026511132 58:1.369309689265187 59:-0.05293148098096583 60:-0.4766574540835746 61:1.968868156118122 62:-0.1426505043018235 63:0.3449465207177901 64:-1.595088934442638 65:1.48064057828792 66:-0.9632503342313409 67:-1.00265485335045 68:0.1579954433846746 69:0.7663113557406148 70:-1.529537753535319 71:-1.247398577084698 72:-0.9219785617236391 73:-1.569241154431799 74:0.2406056886937233 75:0.8373930031734718 76:1.169805487813237 77:-2.050697390232141 78:0.595640929990094 79:2.470457448860045 80:0.3560197678359754 81:-0.03318073224596139 82:0.2759807465793849 83:0.1487480081480045 84:-0.7350146441021304 85:0.3075633289672627 86:-0.03096574418849912 87:1.464506841147454 88:0.6151589604890804 89:0.1174587454674269 90:0.655969368841009 91:-0.8871427121861214 92:1.266117055786782 93:-0.9487326540629567 94:-0.09226916744910041 95:0.3618551239630317 96:0.004399546389852127 97:0.4470067802575781 98:0.4954509663917244 99:1.616541819668539 100:0.5846558216544256 101:0.3596423486647106 102:-0.2467643488380025 103:-2.942028940383198 104:-0.1461190835286309 105:-1.303291176193339 106:-0.01980977593423334 107:-1.313416075116927 108:-0.3740632369486805 109:-3.658622373518509 110:-0.05027324943005829 111:-1.526238489673406 112:0.6356521492790741 113:0.6215709988306917 114:0.2837829649904996 115:2.108776723872091 116:1.16328210867213 117:-0.9610649833937167 118:-0.267086515529797 119:-0.1842073897941027 120:0.4848492030130811 121:-0.9699229825320702 122:1.161475749242971 123:-0.2478225672229363 124:0.8309913803294399 125:1.229362290948823 126:-0.3365458329161464 127:-0.004114334357806858 128:1.160655161591209 129:-1.302251757970777 130:0.7059627896345726 131:-0.8542736002212318 132:0.6835981231312657 133:0.9476851149040226 134:-0.3331841318306866 135:-0.6178597064776954 136:0.9005798490011205 137:0.9395196854087957 138:1.519757382153164 139:0.6380605967374704 140:1.41544782794454 141:-1.183235853564066 142:0.2589910449755456 143:-0.03082148653778425 144:0.4096713360248799 145:-0.04685748108256032 146:-0.3982230566826187 147:0.6646637937980976 148:-0.1530039038082117 149:-0.4955677935173741 150:-0.04806177881742948 151:-0.5182463622159055 152:1.18310432360547 153:1.10394494847181 154:-0.1733061163140897 155:1.416433208543122 156:-0.3485612697473077 157:-0.752027326344025 158:-0.5864507578012333 159:-0.9131583249732002 160:-0.1146600947223924 161:0.2284628557942565 162:-0.2970464517038142 163:-1.912385673561885 164:-0.4750812298492869 165:0.1874523864871341 166:-0.6708559961154339 167:-0.3005474836956632 168:-0.2246165500384878 169:-0.1057728257600328 170:2.707906625334492 171:-0.5930442098287371 172:0.5582176159151182 173:0.6511151548582403 174:-0.7780621756387639 175:1.020746781577021 176:0.1095574895853856 177:0.1711060978825165 178:-0.7439126023534987 179:0.2564913584104412 180:0.359103660041224 181:0.3096296220361384 182:-0.6653973235709131 183:-0.3719003625354056 184:-1.857165936027255 185:-2.04104113622549 186:0.06988050764481511 187:0.3024310722715053 188:0.2812202036330741 189:-1.719665364406967 190:0.8954965811900785 191:0.7522702392285915 192:-0.4141091150044987 193:-0.9308174598142164 194:0.5657730909333504 195:0.3462576730151117 196:-0.9806560997685414 197:0.8843078202571206 198:0.7342892857879413 199:-1.562395662063712
-1 0:-0.6411979258534604 1:0.5346957166200799 2:0.6266449810302928 3:-1.241218693379153 4:-0.5061568996733614 5:-0.7309422322360025 6:0.07114438115566553 7:-0.7192499806790006 8:1.884466299272452 9:0.0453248603949691 10:0.9152970433448766 11:1.103900119045681 12:-0.5484558277824185 13:-0.3113714780876928 14:0.3188888620412139 15:-1.291051939176199 16:0.2156810044435047 17:1.635214429627144 18:1.225448042973883 19:0.4019536776078586 20:1.096962170127438 21:-0.3042306460582021 22:0.4477602213574119 23:0.5188414674928201 24:1.080062338740948 25:-0.9077274272049654 26:-0.1611041773992519 27:0.2782179173781403 28:1.578526276871133 29:-0.04982636744521912 30:1.141883066161139 31:-1.543864909884545 32:-0.5986515437829628 33:0.5739628211410769 34:-1.601476037542019 35:0.4546885871205351 36:-1.719270738347457 37:1.376270212548003 38:0.5475824350368994 39:0.604698829486173 40:2.445834416760331 41:0.2356607888457616 42:-1.698677871031375 43:0.7095282505261874 44:0.5052181470850391 45:-0.648715718204106 46:1.611616545467279 47:0.873746680496246 48:-2.112941173923193 49:-0.6518753424350332 50:-0.4590297362223325 51:1.618362806041052 52:-0.7049142878058742 53:0.4146706933450863 54:0.7414569294159821 55:0.6669231507433103 56:-1.303232195110132 57:-1.754803580468668 58:-0.02664653880981241 59:0.7968418963572431 60:-0.9358087713609772 61:-1.989358899323032 62:-1.075897861938376 63:-0.9625491915103578 64:0.3984216987670286 65:-0.5103730247525518 66:-1.305454668838727 67:-1.03387483690254 68:-2.438166506160229 69:-1.601204832579389 70:-0.2470673260604706 71:-0.6315265467333686 72:2.282517877892908 73:0.1908177476354505 74:-0.04954423525359486 75:-1.389620155528837 76:1.472896932989331 77:-0.1509444370414873 78:-0.5614688257421596 79:0.3222707960298229 80:0.266979255909695 81:1.194747274502452 82:-0.2763560221626974 83:-0.7538207635208624 84:0.7595171418220438 85:-0.009882898065289686 86:0.2541454928342085 87:-2.242022076909715 88:1.077250098523641 89:-0.1391119409551053 90:0.6693651995495724 91:-1.883000971069989 92:-0.9640680729465937 93:-0.3731696064090492 94:-1.922816343242604 95:-0.3592984761719711 96:0.245995054987141 97:-0.09692784619219903 98:-0.8510754984401596 99:1.83406415131868 100:-1.204852826703691 101:1.118885256951177 102:0.4133801369514665 103:0.1487599657554894 104:1.859108545938723 105:0.05783185086616348 106:-1.292863331308348 107:-1.324360353607504 108:-1.287899598080108 109:-1.161702579797382 110:0.3310950837280573 111:-2.064022647199895 112:0.1437305218452562 113:0.3755861300495525 114:1.271545557192339 115:0.08561055259300418 116:0.03165374814145404 117:0.2240302548616729 118:-0.1659016385019961 119:0.7454191789529554 120:2.677933771866488 121:2.565583991999977 122:-0.3640742469504613 123:0.7970736841873474 124:0.7316236764238619 125:-0.4163661458732048 126:-0.3154643611417047 127:1.954907956244855 128:-0.9359841390787008 129:-0.3522527450354084 130:1.467308151177989 131:-0.1056983305744645 132:1.764569921759318 133:-1.896308716765703 134:-0.1968453877364352 135:0.7751506970260718 136:1.829274483610761 137:1.666468897979621 138:0.9538340661356347 139:0.1701990107311243 140:0.6714145759984056 141:-0.2018475032080428 142:1.019808130477841 143:-0.3488523038434437 144:-1.073054043343904 145:1.215400849834426 146:1.696985379972801 147:-1.126650734272315 148:-0.03052099443011189 149:-1.574822049144533 150:-1.654420382377896 151:-0.3428939977044109 152:0.4663620023932252 153:0.0947030875272727 154:-0.2274774521546634 155:1.904487963548932 156:2.262321577335287 157:0.4705239705161468 158:0.3782284801788632 159:0.9428104523224126 160:1.486178859129231 161:0.5301631720002531 162:-0.239575199364545 163:-0.7572241325642242 164:0.5061312557362975 165:-0.7496780925702342 166:-0.6049220424315903 167:1.080488905490446 168:-0.4205368579712863 169:0.1233347984993677 170:1.731000863470675 171:-0.9691312284611567 172:-1.372941415365086 173:-1.421486776178188 174:0.1147495289367519 175:-0.1850456040301429 176:-0.5891506364709496 177:-0.7737317907160068 178:-1.175520298095063 179:-0.4309623085428539 180:0.4878505435372925 181:-2.739657279262521 182:1.539301950983618 183:0.6240680422530616 184:-0.30637687685298 185:-0.6055599105532651 186:1.113630512107112 187:0.003857328764526327 188:1.483750045371919 189:0.8325218040499868 190:0.06529475352480685 191:1.138186193171201 192:-0.001497371822801112 193:0.6931688565224147 194:-0.4388839324243025 195:-0.4596475252912722 196:-0.6182951618309618 197:1.165608758377591 198:0.6889412448616878 199:-0.9002027934264776
--1 0:-0.9617497030307367 1:0.7566254128686586 2:0.9216178166041366 3:1.641123843547645 4:-0.9445996845170659 5:0.7590403628685767 6:-0.2247960510402968 7:-0.5126017183626137 8:-0.4346031054673511 9:0.1417826588687408 10:-0.4477859174181776 11:-1.119239450491004 12:-2.419396929838649 13:-0.3068630644577676 14:-1.559933169665457 15:-0.4195403793755264 16:0.07705026545605832 17:0.8242919412927874 18:0.7730013534339488 19:0.7810110770778518 20:1.372893332443136 21:0.5272804723764455 22:-1.761221006629581 23:-0.01272351709244882 24:0.1451017212983335 25:0.3288532194306116 26:0.6795003924815534 27:0.9745509703428165 28:-0.2885804328074575 29:-0.3332151301795453 30:1.453268111323166 31:-0.8205173753240578 32:-1.553499292869262 33:1.530212570911593 34:-0.9273572267768923 35:0.2083019021377467 36:1.250258940142895 37:0.07199184700903481 38:-0.4951726978720156 39:-0.4845751795758095 40:0.3620315320509325 41:1.702095455779958 42:-1.61682905869675 43:0.06215369291362204 44:-1.465729552570112 45:1.202964959280191 46:-1.188270420288485 47:-0.7838482885667372 48:-0.6071264812943868 49:0.2696125966343754 50:1.277769665569842 51:0.5754380043191507 52:0.05383203616052876 53:2.448474281585149 54:-0.4489250668832041 55:-0.05497904185929007 56:0.6130399602455766 57:0.9603840039949163 58:0.1261155471550856 59:-2.137116663469395 60:1.585093006174072 61:-0.1185616759137013 62:0.8166550710310405 63:-0.7902750886543678 64:0.2976128604159848 65:-0.6338574372317511 66:1.038085941652239 67:-1.090214276205311 68:0.9855755334030099 69:-0.5536038350899786 70:-0.4357951506527579 71:-0.5551470141635083 72:0.7657478816674262 73:0.712153314111068 74:1.582334675263363 75:0.5785189250791588 76:-2.743390173825073 77:-0.6915388764553184 78:0.4843968009294948 79:-0.2391300244783769 80:2.099191616775673 81:-0.01427743443100546 82:-0.827003674752757 83:0.1800636898609154 84:0.4934958226248401 85:-0.6639180346074549 86:-0.6813451505093805 87:-0.8103560355773048 88:1.055954044756716 89:0.4637636026449979 90:-0.363790257690223 91:0.7065307561520063 92:-1.160520808051167 93:0.8634321290695404 94:1.00555124774142 95:-0.9626912383331864 96:-0.4768997826411196 97:0.346468061055863 98:0.3910817294584149 99:0.7444035127411712 100:0.8065286203593715 101:0.4594445583884946 102:-0.890119920137783 103:1.2129947842697 104:0.1671142197370824 105:-0.4426441962234197 106:0.4218150468169855 107:1.194076178101674 108:1.358788812444902 109:0.2728883443720136 110:-0.8273856653885487 111:-1.086448402812012 112:0.8329240056090919 113:-1.009144131109067 114:-0.4665654806918571 115:1.617083685393994 116:0.783688781878556 117:-0.8274315850940271 118:0.8163135710034647 119:-0.8627365573639443 120:-1.745959175720953 121:0.1034941625815965 122:-0.5456985869994799 123:0.1898445941368211 124:0.8118736074108002 125:-0.3392130056984639 126:0.09685196783126014 127:1.593592907767059 128:-1.41892275452961 129:0.7247916568852518 130:-0.3455858489840348 131:1.072370072119222 132:0.7931483943872746 133:0.5233682502025753 134:-0.4686584331795685 135:0.1131417572122452 136:1.229587337848832 137:-0.6312133118614844 138:0.7716196733766035 139:0.02612896033649025 140:-0.0236527504276592 141:0.8034011680955021 142:0.4863592242867698 143:-1.190030471808871 144:0.1820062431485788 145:-0.5466188852649124 146:-0.4489495815722043 147:0.3529182453372677 148:0.1626453169639349 149:1.725345529258215 150:0.01605313072719067 151:-0.8421016501207639 152:-0.9179487783317273 153:-0.1581663896250958 154:0.1400411014982906 155:1.300224332055203 156:-1.723836549666594 157:0.209780546074686 158:-0.3408044421345636 159:-0.4574357737345154 160:-0.544949033939942 161:-0.8567853643918329 162:0.5400231084168229 163:-3.293969159810906 164:-1.491870733213148 165:0.06582173170122453 166:-0.04602184967615167 167:0.9526323184103088 168:-0.5842804934585477 169:-0.2906022995632184 170:-1.565896808417423 171:0.1652621706927402 172:0.2973881485419098 173:1.214167043414476 174:1.051799572697825 175:0.1764046823166081 176:-2.010414637293364 177:-0.8130955443996459 178:-1.236271642243932 179:0.3811366195889934 180:-1.255423181265578 181:0.02063875079520633 182:-0.06599405367436574 183:-1.880308544982564 184:-0.7966670566132236 185:-0.9938089978829304 186:0.3013624362773114 187:0.9882115614053884 188:0.06995891038779047 189:-0.4303424483292468 190:-1.433614860971389 191:-0.1910273111472174 192:-0.3545501507475644 193:0.1492164991501865 194:0.8491530374504784 195:-0.3911207280043932 196:0.1210255799708624 197:1.073338962989882 198:0.2267992441838642 199:0.2181570214625039
-1 0:0.04486612547983941 1:-1.28508694365931 2:-0.2419576636512198 3:-0.3572571528838647 4:-1.614786947450894 5:1.190612697662485 6:-0.2535913151776814 7:-1.156437341671947 8:-0.3419774919014024 9:-1.059772325784419 10:0.7197431563940205 11:-0.3624865221018127 12:-0.1714580066776517 13:0.5586687438765029 14:-1.249240650535039 15:1.264021916863741 16:-0.4440753473031614 17:-1.186390412094923 18:-0.2672658898046675 19:-0.9309943380060375 20:-0.002580067652950293 21:0.3644153922567978 22:-0.8158640269531685 23:0.8065630819887346 24:0.5146888764096909 25:-1.349676067010262 26:1.195894713399941 27:-0.5896078082225015 28:-1.217071662919943 29:-2.556583038368853 30:-0.6350680260110826 31:-0.1449986834831946 32:0.09277788175040527 33:-1.750215977302338 34:1.954165850758143 35:0.005263834007081559 36:0.2152622224735961 37:-0.1285450644606058 38:1.194407227686571 39:0.3463354365718046 40:0.5145148697217675 41:0.1754778330216759 42:-2.851529618541436 43:2.236004777019279 44:-1.390207188827595 45:-0.8210880731616222 46:0.1481441165649905 47:0.01131906615700561 48:-0.6438560856186855 49:0.273119642721233 50:1.244128191010319 51:-0.06089860101077731 52:-0.9204309178703129 53:0.4785536714591596 54:-1.455608681422919 55:-1.3525869120162 56:-0.1340629293265578 57:-0.5510972531206286 58:-1.072160182305643 59:0.5827008945431237 60:1.937979092116755 61:0.242894752992154 62:-0.1338274001099523 63:0.09975504614448932 64:1.224216236701753 65:-0.2894246690399838 66:-0.6184998483414176 67:-0.3112608323794435 68:1.008086745678919 69:-1.170211189238239 70:0.6588687839391411 71:0.7030704665538803 72:-0.8714981581193578 73:1.104052345219638 74:1.430340200744151 75:-1.116057892529913 76:-0.9867012918349826 77:-0.6576331897273382 78:0.6679599745560676 79:-1.135234932227531 80:-0.3057130937241173 81:0.17054656199163 82:-3.090371593090304 83:0.2318150707485083 84:0.153575623892048 85:2.206366693581021 86:-0.8924556374234763 87:-0.5900542061085569 88:-1.091589652173694 89:-1.107541876498295 90:0.4571207190843601 91:-1.082526089211615 92:-0.2095035223123739 93:2.029788143394102 94:-0.4555837177868381 95:-0.07820574228332493 96:0.962027891311283 97:0.8332168637566937 98:-0.3978798687027092 99:1.329768916905769 100:-0.1631556715080388 101:-0.3388335984654985 102:-1.036823842105435 103:0.4648729006455636 104:0.08485127963662152 105:-0.4993273271184553 106:0.5917429486392273 107:0.3013315062507033 108:-0.16400329039444 109:0.5471369101327176 110:-0.09454710048749219 111:-0.05092404087349407 112:-0.6104953303010341 113:-0.6111872294741635 114:1.895766691799877 115:0.1529005377924707 116:-0.8872293296434772 117:-0.1922648696955119 118:0.1676677804331707 119:-0.3823404614394315 120:-0.2073270615296259 121:-0.1297866664620006 122:-1.05318181995362 123:0.756686265788846 124:0.8066481131128093 125:-0.2841232786681127 126:0.3987712501873643 127:0.528851668943557 128:0.7919675490099686 129:-0.03261342885478313 130:0.7092639773818952 131:0.5869386622793556 132:0.566125999667888 133:-0.03438709630798274 134:0.6305396942573492 135:-0.4735689527134002 136:-0.5699570448383612 137:1.755384581054872 138:1.274363946011156 139:0.3759362771224683 140:1.308292500817504 141:1.538883989523969 142:-0.2810108757654688 143:-0.1069024421701328 144:-1.00231882246048 145:0.5096813477752548 146:0.7934871497094824 147:-1.776086205149386 148:1.457532838036653 149:-0.004578020623469413 150:-0.5926569159155844 151:0.02625068408645295 152:-0.008351634521616821 153:-0.3138483005064109 154:0.9046419557220662 155:0.4222415419799673 156:0.3006199190121118 157:-0.7358186905868591 158:-0.2225634195504241 159:0.2288467520791518 160:0.06689894376971361 161:-0.3013730654518192 162:-1.626858460034711 163:-0.776334893740104 164:0.903408344914755 165:1.047368737993466 166:1.667214660065807 167:-0.7995692366416881 168:-0.8513641889818702 169:0.4123082347576603 170:0.5991336052578206 171:0.6555718191061413 172:0.2489843256491934 173:0.07122702015668504 174:0.5697282899336671 175:0.001667321911141035 176:0.8693472169128709 177:-0.3311262356883922 178:-0.9821182810489933 179:-0.8167605234055737 180:0.4922339294544425 181:-0.2725563484745875 182:-1.131163707782849 183:0.8664893461063425 184:0.3175475962466311 185:-0.3841546950588143 186:0.8915605799261221 187:-0.1930078246322763 188:-0.1759544720308375 189:0.8502301081439766 190:0.8483523631343156 191:1.306445753672094 192:-0.7106569114009316 193:-0.4585940174559348 194:2.714466789229853 195:-0.117036756845841 196:0.1038259630577594 197:-1.157932766005626 198:-0.7831709924128742 199:1.424095887682042
-1 0:-4.128497579418996 1:-0.9873316974470993 2:-1.046368773062498 3:1.853653930992299 4:0.04733459550812332 5:-0.224594622698495 6:1.526779740524695 7:0.1461892772362189 8:-1.137674284652669 9:0.7528360515603643 10:0.5894172008579994 11:-0.4562765823257505 12:0.05712258270322126 13:-0.2119629249131709 14:-0.9456481098223296 15:-1.931700198813896 16:0.2975448783886761 17:-0.8088111770722558 18:1.477806661725962 19:0.2255597534279287 20:-1.314313727893446 21:0.4902414187134481 22:0.6307514647357567 23:0.2023223019321863 24:0.09886046761064662 25:1.349728722600131 26:1.503142662692521 27:-0.9220804237755112 28:1.295407832143451 29:1.649914284573093 30:0.3049984631944146 31:-0.9852638503881261 32:0.4696360658992621 33:0.002598350524476685 34:0.006873595599566993 35:-0.7074792693462292 36:0.04164075101984347 37:-0.7529309417063038 38:0.3472489022655788 39:0.4448643065129467 40:0.05670537701656698 41:0.6980671616652011 42:-1.163517087081598 43:-0.2261067249346574 44:-0.6316118928292307 45:1.474672222343021 46:-0.7028092128274631 47:1.588518374926419 48:-0.460738719294167 49:-0.8545221930722942 50:0.1810787453468073 51:0.9660298604580217 52:-0.1610407988873479 53:-0.2850864720876802 54:-0.05803346991778069 55:-1.24830935073836 56:1.944779489542234 57:-0.6537724292025743 58:-0.2762431113930634 59:-0.5790077678218413 60:1.424040874547933 61:0.8464766276676741 62:-1.818074049966847 63:-1.91895657828253 64:-0.01362932428743019 65:-1.358973630975241 66:-1.090725427078036 67:-1.678108774676286 68:1.788934843753617 69:-0.1808806216268002 70:-1.159930359871742 71:-0.07522301408340756 72:1.023965241180103 73:0.9182584297460202 74:-0.6240310054777746 75:0.295850610765499 76:1.681341576716832 77:1.104716640517965 78:-1.128314552952208 79:-2.375949556576915 80:1.285552464459122 81:-0.7318077323328332 82:1.848294143126509 83:-0.9512522061485917 84:-0.4690617797518003 85:0.8677830264024828 86:1.010705795851014 87:-0.5261948775406443 88:0.08151171911617684 89:0.1508786681221987 90:-1.291293312974664 91:-0.6006363662435892 92:-1.285357014137492 93:-0.6882202672848446 94:-1.373646821606104 95:-1.239579530242007 96:-0.1116848332035207 97:0.4236320102173518 98:0.5531879932536129 99:0.9081198129235363 100:0.7182678748632968 101:-1.789721082681755 102:-0.1202764034686424 103:-0.883477234335405 104:-0.7165337526169073 105:-1.245638219305258 106:0.1354956810505331 107:0.07206334663795851 108:-1.557623405440973 109:-0.05819253068709924 110:-1.014532775576059 111:-0.729139186854514 112:1.137699229925056 113:-0.2793255732889758 114:0.4999745913387577 115:-0.002534467098680561 116:-0.48327853988451 117:1.094896957979854 118:-0.1337502646632207 119:-0.8063850840573215 120:0.5168163323780287 121:-0.5804137454945063 122:-1.383150365641848 123:0.6490447343025534 124:0.2081813227412076 125:0.9338621936296256 126:-1.088062058204326 127:-0.7620879670921092 128:0.9890083577207448 129:-0.7278758352234305 130:-0.04260544745554672 131:1.102547954515325 132:-0.1892296837920246 133:0.6533334954146677 134:2.220186717838206 135:1.453439258838701 136:0.3364047047943153 137:1.72747238980884 138:-0.6081340377565723 139:-0.3417589230143091 140:-0.1992810145055041 141:-2.957515109011943 142:0.2232884674140298 143:-0.8595724765178426 144:0.8021495771699959 145:-0.4546877346448204 146:-0.2498874114227237 147:-1.119763459088904 148:0.3409928276072359 149:1.613117549596767 150:-0.9917176839851617 151:0.1580014785431036 152:0.06150260691329195 153:0.3750226519007467 154:-0.1435646202577426 155:-1.727064429390061 156:-0.3185196632586025 157:0.06683721194287458 158:0.1465196596050648 159:0.4876357906177933 160:1.637889479116987 161:0.05389433845306329 162:-0.8918476681913622 163:0.8763583411127854 164:-0.7234994637948087 165:-0.3973906882336679 166:-0.6425302349247334 167:0.28100240486588 168:1.592610865390318 169:0.8506357093185497 170:0.8767602587583413 171:0.03096194939135141 172:-0.3214393176961311 173:0.9497734934482902 174:0.2778376551459008 175:-2.532428784374605 176:0.5397627874078793 177:0.2744769075026484 178:-0.8799429449708733 179:0.06823633160033196 180:0.4822081706888903 181:-1.536392107178035 182:-0.6311180538538506 183:-0.6570216743971776 184:-0.6046138747696469 185:-0.2045461113852178 186:-0.06602740373889482 187:-1.668028256773502 188:0.1065805016080313 189:0.008246577820869995 190:0.6958923920559548 191:-2.515502738742579 192:-0.6304911627618022 193:0.8757800074988739 194:-0.9467102629670022 195:-0.470092588329591 196:-0.06384347550203469 197:-0.3326051548232441 198:-0.5819261568327342 199:-1.436792022431624
-1 0:0.2099318897418634 1:-0.9555583702481243 2:-1.428187881094366 3:-0.4299250445393519 4:1.281742906532177 5:0.5710771358999573 6:0.9366276819228684 7:-0.2728995338024308 8:-0.164414857838605 9:-0.1369213270074774 10:-0.5038316555829125 11:-0.7381600397162196 12:-0.8589730976652254 13:0.7658795921554383 14:1.654005672448794 15:0.4503775065826101 16:0.05221221863822052 17:-0.3485260234563147 18:-0.9906240876173202 19:-2.100015762970125 20:-2.01034512930752 21:2.118609982487532 22:-0.8636814800096734 23:0.6817810864009421 24:-0.3943326102268226 25:-0.04213834974375225 26:0.8108564139374977 27:0.1848208571520524 28:-1.696463309233083 29:2.010243990737047 30:0.4636173356479341 31:-0.8583550068283464 32:1.850773126082391 33:0.6521828846755016 34:-0.3627758446530537 35:0.144624472491835 36:-0.1500538279177858 37:-0.3968356527099364 38:-0.2106007405994336 39:-1.035991183175683 40:0.3976462420068573 41:0.113045604760115 42:-1.492322245455716 43:-0.03156468474835652 44:0.7482040208167232 45:-0.888512542148329 46:-0.8817417745170529 47:0.04996244448194623 48:0.1890105397931044 49:0.2947126768050844 50:-0.6386904796344692 51:1.433999823927618 52:0.8205125123257397 53:0.04627963786395469 54:-0.3871151829609683 55:-0.4211883507185348 56:-1.068189935905627 57:0.2500769103169178 58:-1.500017221932954 59:1.517719645458414 60:0.749896654514686 61:-0.7567593382645038 62:0.7938412314145272 63:-0.1043402869976913 64:0.153206825792786 65:-1.078003378431401 66:0.1711549684121289 67:0.7168266178017116 68:-0.1923613139995546 69:-2.180956575043703 70:1.272992986835873 71:-3.211285155251796 72:0.1741380020446788 73:0.7950556738509665 74:0.02221679343241634 75:0.9767631029436004 76:-0.9436620362630622 77:0.3187955551047464 78:0.5188573396634021 79:-1.031391256599472 80:-2.954959592982795 81:-0.6233569289732775 82:-1.236048265417612 83:1.055153811966 84:1.883541596938669 85:-0.9805134579388585 86:0.1134162415826413 87:0.8113594794358475 88:-1.221403365655775 89:0.06084678223261095 90:0.2053063681153039 91:0.3167490230345246 92:0.6224987159594565 93:1.827235942145141 94:-0.6932668331334587 95:0.4132695595258029 96:-2.216645982100018 97:-1.147996730285595 98:1.006518158131816 99:0.1089422449902242 100:2.47776323960053 101:-0.3007859728988555 102:2.736691734938742 103:-0.9695228387035727 104:0.7169895999869185 105:0.8320843193101242 106:0.274673617736257 107:0.7201240986221041 108:-0.8702706874399839 109:0.2098045212138137 110:-0.02830604855907428 111:-1.232554666869028 112:-0.4473799700306766 113:1.535006624700926 114:0.6416888333757158 115:-1.435940643875959 116:0.38491810210724 117:-0.3015513936991688 118:0.6459653348998704 119:1.134878368864076 120:-0.9646961757898836 121:-1.059722966505317 122:1.941211050430997 123:0.3755952304947603 124:0.1734067220006618 125:0.09086239164921203 126:1.303041178436798 127:0.2089618603903488 128:0.1444924200947222 129:1.669626014121275 130:-0.008600230690120215 131:-1.532943683385423 132:-0.1218863092470624 133:-2.111286871320304 134:-1.331735441141046 135:-0.3783203236856252 136:0.7570294815564332 137:1.408560580477376 138:0.752071015940401 139:-1.498340968617337 140:-1.308553289619709 141:-1.408618070419277 142:-0.03646241014711003 143:-1.335185851086301 144:0.3185994116416374 145:1.534278163343704 146:-0.4609692098017564 147:-1.067316926641431 148:1.186200913376784 149:1.726989459625378 150:0.8122005915044948 151:-0.3457165116050529 152:-0.08267205898466488 153:0.2167010511405793 154:0.3792468728567034 155:-1.455318604673633 156:-0.7988181975976124 157:-2.076815000557505 158:-1.090404221030457 159:-0.2627639745683288 160:0.3339982268081966 161:0.2350801890705886 162:0.5136745062989524 163:0.03571098801242319 164:-0.2417656413347052 165:-0.3202446208709445 166:0.5923715891651261 167:0.175714893265987 168:-0.7237746708007942 169:-1.323236059014671 170:0.6625211741045715 171:-0.155965301400623 172:0.6628088420752648 173:1.358493918661874 174:0.4060825322662302 175:1.017097925390262 176:-0.8827503503172015 177:-0.3200812499673026 178:-0.966905015352129 179:-0.3298048407604739 180:0.2456818646655726 181:-1.161873005659232 182:-2.212414810171313 183:-1.035030315351549 184:0.389872977068667 185:0.9909659178992196 186:-0.0006491156004419142 187:0.8752456258389648 188:-1.113509203947249 189:1.033816968662576 190:0.6092541250301727 191:-0.3441286630907889 192:-0.5316662602984437 193:0.2283095006113068 194:-1.327342257189798 195:0.4764816897525227 196:0.5346509114027178 197:-0.2802718165947814 198:-1.763404504190972 199:0.004798837360797083
-1 0:0.2648012619638802 1:0.4691990801783737 2:-0.4730898604910155 3:1.043775561753869 4:-0.1375316719923345 5:0.7266800853068404 6:-1.718557229467842 7:0.5368370123178831 8:-0.9983046976064073 9:1.411338678538776 10:0.3790513320311701 11:-0.3585340042999741 12:1.227879830524502 13:0.02692500678377388 14:-0.4720319753940261 15:0.3683553444576311 16:-0.8673456903852833 17:0.5751511511904467 18:-0.6665960496152314 19:-0.998841855233106 20:0.3368094938979065 21:0.01810734309684807 22:0.2335242742796567 23:0.1259329709149731 24:0.5114315777911846 25:0.208511765767373 26:0.6025648699372655 27:-1.767125539398216 28:0.7963134842721311 29:-0.1352179351505956 30:0.3615285566527899 31:-1.066956535896496 32:0.5006091661404006 33:-1.757838118349046 34:0.6270261063903593 35:-2.069711130172414 36:-0.9541712533652745 37:-0.6016559524462773 38:0.9069502530731354 39:-0.5996411602750096 40:0.8481745509073041 41:-0.8213243830293123 42:-0.6992663584587703 43:-0.6344095405513601 44:0.7958378348335909 45:1.415728299248515 46:-2.257023568449157 47:-0.2050383870670146 48:0.2083483195542918 49:-1.568551909210543 50:0.4674930542441015 51:0.556566365624271 52:-1.814053108166423 53:-0.1570963195057515 54:-0.02605284973337699 55:-1.203869327496425 56:-0.7573079384046775 57:-0.5347811048840861 58:-1.680146606721239 59:0.6755415036909156 60:0.5203971422197778 61:0.4450073295058955 62:0.8553715143902105 63:1.441751739433713 64:-1.23212617983363 65:-1.87224999009316 66:0.7526721787255383 67:-0.1558864904538006 68:-0.4891012384232454 69:0.05992266497132127 70:-0.9321373700925276 71:-0.02390255863061118 72:-0.3322822692686694 73:-0.6973929947134543 74:-1.15362992630482 75:-1.655691230237993 76:-0.2207160218482239 77:0.5083384296878992 78:0.05153852868839547 79:1.707787694828343 80:0.02368202782392032 81:0.6027900060241347 82:-2.470606676419915 83:0.2083672678187014 84:0.6041364356374604 85:0.8828328541758588 86:-1.074546520471112 87:-1.176262757192913 88:0.6004001993491475 89:-1.272729817721663 90:-1.15866638918314 91:0.09668238044787007 92:-0.8918846088312486 93:-2.087802214458527 94:0.7434688154300351 95:-0.2530631983189115 96:-1.498623675755366 97:0.9130663056830205 98:0.2955953514896011 99:0.4312584179216735 100:0.638776316822133 101:1.153940925224184 102:-0.4059343215609 103:-2.237015962624371 104:0.7147688391336837 105:1.586580372269053 106:2.212420262388315 107:-0.6997598482362193 108:-1.785263376780007 109:-1.244857032359845 110:-0.7316882446690458 111:-1.546157685764206 112:0.1483878148742907 113:0.4598722064335677 114:-0.1074978685688912 115:0.9127699952276068 116:0.8545190671067174 117:1.877989793997104 118:-0.9062598109869296 119:-1.228854009442866 120:-2.008821116173021 121:-1.059526404005341 122:0.5744782560047841 123:0.3580118325734422 124:0.4635726725817023 125:-0.385316657920135 126:1.247212538627643 127:1.14699948094024 128:0.4908782263095607 129:-0.08248364520685976 130:-1.116603801982024 131:-0.9005357187449152 132:0.5470508138919443 133:-0.2251765399133065 134:0.701798970685372 135:-1.479622719095927 136:-1.221189921513171 137:0.2064865048510621 138:-0.07835743725635522 139:-0.0002363841559209077 140:-0.5929124522299204 141:-0.9619466947246086 142:-0.7541549808979655 143:-1.759766608850855 144:0.2529681406645106 145:0.7610824211014505 146:-0.5673853686753011 147:-1.579688342150107 148:1.158073700629592 149:-2.327325958955045 150:-1.44972304573383 151:0.3546858017624918 152:-0.667774909100793 153:-1.343809120337527 154:0.6842895974290906 155:0.5725114442405035 156:1.466737057401551 157:0.5490305454071548 158:-1.172347919032049 159:0.2973707278555157 160:-0.7191905768183851 161:-0.3314678746669578 162:0.829164608976805 163:0.0508760096555999 164:-2.154498095641391 165:-0.2918520786727617 166:-0.549284367721327 167:0.619218353982771 168:-0.4938002117813234 169:-0.1837355230522824 170:0.7065790053674263 171:1.457326667932846 172:1.131958837460598 173:-0.9166901677117562 174:0.4055789850383288 175:-1.31093870353572 176:-1.288612096397868 177:-0.5730126654394199 178:0.743123330407147 179:-0.9239927730774751 180:1.546405612656085 181:-0.4837879809775448 182:-0.4469481004106621 183:0.4859810829933355 184:0.1942597459544614 185:0.8150231920722979 186:-0.1836981011182802 187:1.072677163702116 188:0.1044824187161113 189:-0.3122698517904392 190:2.392480390497438 191:-0.08621442075410965 192:-0.02782400653978069 193:0.9783136049639177 194:-0.9648318648567545 195:-0.1873667822143054 196:0.1667637016169989 197:0.5581851019350027 198:0.1717110597137687 199:0.5876150940232882
-1 0:1.061711362755549 1:0.9008625636268867 2:0.2804954049731658 3:0.1959456197845947 4:-0.5888653155924966 5:-1.447578678894665 6:-0.1953483488349473 7:1.202952341580455 8:0.007731643464112119 9:-1.894346028096272 10:-0.9204969709924946 11:-0.2228343832179929 12:-0.2352428491432406 13:0.2796991482350199 14:0.2396360949505182 15:0.4917786407409154 16:0.6516854707691354 17:-0.4664273580665967 18:1.325813289095808 19:0.5659765899186043 20:0.8264879222390721 21:0.2301201352461429 22:-1.064282370764545 23:-0.5249266824276013 24:-0.3661611782903073 25:-0.3235441762428853 26:-0.2451569459230094 27:-1.218657933353716 28:0.01568100115113734 29:-0.8064755765540731 30:-0.2504261177658663 31:0.02871775843530547 32:1.117375814567489 33:0.5340070433792645 34:-0.5128492614780189 35:0.4366236106726286 36:0.5302561310905831 37:0.8600679457737878 38:1.058974970895199 39:0.5016207073720725 40:-0.03082255628030899 41:1.447027407254939 42:-1.099357667196397 43:0.6303347344849294 44:-0.6498270437127787 45:-0.122324468335428 46:-0.5928249913156375 47:-1.293990131071781 48:-1.224334350036793 49:-0.9984198829966391 50:-0.4059536969121149 51:-0.1428206916073317 52:0.2437656768727768 53:-0.2077252716629692 54:1.61792456934154 55:0.440268359558301 56:-1.081361710907076 57:1.184588081244033 58:-0.1103792743205328 59:1.365239822260962 60:-0.4210729354512885 61:-0.3753923314487554 62:-1.697078870908883 63:-0.2006872352931843 64:0.3588180315925232 65:0.5611886336972607 66:-0.7132600998672929 67:0.9307292882082346 68:0.5392009869585671 69:-0.6111483878014817 70:0.2458037382851105 71:1.092663133939302 72:-0.1903937560676288 73:0.7099221313400685 74:-0.4056208381979923 75:0.0360287442584234 76:2.476603089298682 77:-0.6359472147367029 78:-0.9091569984814276 79:0.3999336226764465 80:-0.1542461824388328 81:0.2307962702754563 82:-0.4951369627381541 83:2.338651036940296 84:0.9683662472208011 85:0.6704319803431613 86:0.9649432336345798 87:-1.306573446266175 88:2.311891274522915 89:-0.6715489661243815 90:-0.2112628975866085 91:0.1449600413430433 92:0.02046502481778759 93:-0.5615443999628187 94:-0.1140300332389624 95:-0.310332279201394 96:-0.1434502798866197 97:-0.6097810945251143 98:-0.2761043826605508 99:-0.08942431502984169 100:1.130207317310175 101:0.6619382447237194 102:-0.8874186772911458 103:1.294754956120258 104:-0.3316860337679133 105:0.6784142779898146 106:1.524357835848048 107:-0.5570447497967672 108:0.4944184932676025 109:-1.355581925079057 110:0.3012022034367719 111:-0.1742092563068589 112:0.3861194745778558 113:0.8108921311387519 114:-0.3677891940495171 115:-0.2700429245975008 116:-0.5790177479265273 117:0.1790710204189734 118:-0.5071386437001429 119:-0.870290692585316 120:-0.2938911519305444 121:1.391613551014455 122:-0.04491762198395367 123:-0.3235618688172448 124:-0.3039654098324412 125:-0.7115124409806576 126:1.048628645816109 127:1.482556717631582 128:-0.6507048203475045 129:0.3409198952372515 130:-1.457355773036586 131:2.700087100373821 132:-0.1073327370206506 133:-2.012434303487703 134:-1.600263203173278 135:-0.2742595740459718 136:1.294160480783632 137:0.3224878488319827 138:0.08804283521884633 139:0.1776277322697999 140:1.044796055393768 141:-0.4454634389318466 142:0.9969233191762118 143:0.4648219227214187 144:-1.933875795376842 145:-1.296666684996783 146:1.032658321665242 147:-1.886873827164156 148:0.8681103955313828 149:-0.1092494293325367 150:-0.9630269121354641 151:1.754877178490493 152:0.2065311250119301 153:-0.3998369117491919 154:0.2798316117730659 155:0.01423382688271181 156:-0.027687057212911 157:-0.1432933095308601 158:1.09518097854507 159:0.4250880876518571 160:-1.511270358074573 161:-0.6445455291060757 162:0.622307940938373 163:-0.3027715594667171 164:-0.02925096922305503 165:1.671195895015651 166:-1.007022957394204 167:1.379402443520161 168:1.17202460823237 169:0.2720439871536207 170:-0.361766932493216 171:0.4735120963498627 172:-1.407680607282288 173:-0.3264834661404506 174:-0.2026689847045701 175:0.2051304005615824 176:-0.987855789340697 177:-1.104166961076043 178:-0.1515688478830857 179:0.04648142046437057 180:0.9694392196947944 181:0.6028427602613294 182:1.296071324891117 183:-0.4518238578009037 184:-0.09981401500430494 185:0.1445114222576737 186:-0.3379750731371802 187:-0.1446553190692051 188:1.633386002706486 189:-0.703509512597017 190:-1.879891663075439 191:0.2515375899254169 192:2.158058175286434 193:-1.575443063781369 194:-0.3608606469078728 195:-0.6870927954536084 196:-0.2661603514583572 197:0.5484371983475373 198:0.9511567936916837 199:0.09778382144434282
-1 0:-0.650612352747556 1:-0.061175158242556 2:-1.091447874699477 3:0.2255411860578885 4:-0.7147274114024501 5:-1.711236567512433 6:-0.616888698660459 7:0.8633025965182457 8:-0.9116914108252918 9:-0.3967602101181327 10:-1.111922406206545 11:-0.9936186981402174 12:-1.539391081920425 13:0.173199273442522 14:-1.420158589393641 15:-0.6891944049063976 16:0.7600182346092798 17:0.2415810737979082 18:0.1679522708582836 19:0.8337330117908243 20:0.3925152720176801 21:0.4006683089446453 22:1.356937720426506 23:-1.025356426405585 24:-0.1307645873053361 25:-2.061840500337144 26:1.653330942254883 27:0.5683633826081057 28:1.328161604268417 29:-1.161220093672663 30:0.05332257608985435 31:-0.0617877989860079 32:-0.4971374658945776 33:0.4431693833160211 34:-0.5512948555220342 35:-0.2477919101037488 36:-0.9227697976532799 37:-0.2097660371977161 38:0.450224589382974 39:-1.060018117760679 40:1.334065699871144 41:1.454867531345579 42:-2.07920853768682 43:-0.6089659933618489 44:1.217457202411792 45:-0.7150689250350204 46:-0.1674053221514838 47:1.167821764922887 48:1.759114365547845 49:1.725925013999571 50:0.2514628446875251 51:1.614220222204073 52:-0.4566450840759536 53:-0.486565918248033 54:-0.390720522470906 55:-1.234588267846131 56:1.391316532471151 57:0.3862913824841549 58:-1.588787444117743 59:-0.6252685080317911 60:-0.0403796421081852 61:0.6095285222925592 62:0.7718880601918895 63:-0.3896525327789621 64:-1.047453014186513 65:-0.1829516496134136 66:-0.2481208658450148 67:0.5159592428272934 68:-0.5238112970161326 69:0.2273824268225594 70:-0.5143032571020294 71:-0.4944851402603531 72:0.7341084121755538 73:0.6126771276420709 74:-0.2221405611503368 75:-0.1417603155811493 76:1.866685430984853 77:-0.4926153936732554 78:-1.567687428769113 79:-0.4520098518239909 80:-0.5667905754063615 81:0.3200006439425846 82:1.094197118838929 83:0.664747695955673 84:-0.05961517314182069 85:1.530093788392221 86:-0.9942799248501045 87:-0.4105772403368062 88:0.7003207186870042 89:0.00902586349771029 90:0.72449618798197 91:-0.9686687126533785 92:0.6884355467421517 93:0.643149067804207 94:0.4443434328653782 95:-0.6442613349154594 96:2.532123247139615 97:-1.556049920392807 98:-0.8520566462535869 99:-0.233889808039104 100:-1.878472417287885 101:0.6680204961736687 102:-0.8001901147835013 103:-0.8862467974883951 104:1.443691319513932 105:2.021315154926737 106:-0.5047809797176511 107:0.6393272802418252 108:0.3578532244481162 109:0.7339698726890704 110:-0.2521746950793474 111:1.087192261944913 112:-0.3615002727256603 113:-1.002102971454947 114:2.133517519069838 115:0.4456367904775147 116:-0.8127844513309056 117:0.3360057679134546 118:-0.5425754317105522 119:-0.621338102907573 120:1.298683123063517 121:-0.4122293509503394 122:1.270165438695108 123:0.7417306088020382 124:-2.450283770457566 125:-0.4700331189148541 126:-1.122112869346856 127:1.952611821571438 128:0.2484139168255937 129:-0.8366691915316536 130:-0.6503295010816422 131:-0.6773700226216407 132:-1.373419180460026 133:1.643000095884092 134:-1.388650239007763 135:0.9571325785911493 136:1.18691055973708 137:3.205539252008513 138:0.6781414596617985 139:0.4062528400957082 140:-0.6386935617380699 141:-0.8808983440766803 142:0.482770410840711 143:0.1044430339059323 144:-0.4838792480576202 145:-0.2860419839318576 146:0.9386893207366264 147:1.139888713757337 148:-0.5584527128622483 149:-1.359221833767385 150:-0.7489723197580787 151:-0.9037531259972935 152:-0.05485007238502786 153:-0.6383317290112016 154:-0.9888680072094922 155:0.02201713988370264 156:-2.507732190777415 157:0.3011316476433061 158:0.5663308444497193 159:0.5034701826735022 160:0.9669745966313823 161:0.4637716777695823 162:1.20694851213552 163:-1.330165424713879 164:-0.09975421589656656 165:1.949709170297757 166:0.7325896510345655 167:-1.768261037034428 168:0.5468886882026978 169:-1.332896298920217 170:-0.2024721359147449 171:-1.878996987965956 172:-0.05985368912419498 173:0.905019651665004 174:0.6185557704289637 175:-0.5335319551864387 176:-1.534004660929597 177:0.4948942134518288 178:0.5751602057580054 179:-0.09757905389970842 180:0.8446767066435887 181:0.005074998577858245 182:0.1709392705027862 183:1.579347960429976 184:0.07323504276100255 185:-0.08837191082513095 186:-1.8831650434454 187:-1.015860086116253 188:-1.278517263794738 189:0.6349741675297795 190:0.7193811843119037 191:-0.5268321532518605 192:-1.51945223981465 193:1.094703313544813 194:0.9889421862822571 195:0.2630898409000695 196:0.2048468884487234 197:0.1764797568873466 198:-1.845922768172304 199:0.6052182299635388
--1 0:-1.221182323076428 1:-1.304811136334445 2:-0.9608626177463114 3:-0.07849429500363667 4:0.4997439164447365 5:-0.3510300799116348 6:-1.817213434136457 7:0.8111930980273032 8:-0.9093095745263895 9:1.32459556880769 10:-0.4896853640592954 11:0.5658377667034818 12:-0.1293260164807714 13:-1.944571903819286 14:-0.05775288025957857 15:0.3581866195834169 16:1.780168302456472 17:-0.7665755139048805 18:0.8217910302528444 19:0.7269989664594143 20:0.574484188381597 21:0.04776882227914677 22:0.9185366257733828 23:-1.837214370244393 24:-0.7787682808551404 25:-0.09486721833342471 26:0.06349726120396348 27:-0.1716107522620584 28:-0.2647041878582111 29:0.01934824043685809 30:1.367622628418425 31:0.1155057097395667 32:-0.2828154819634485 33:1.204273083610531 34:0.6969436330585977 35:-1.087820103468776 36:-1.290260311229688 37:-0.6341811959122174 38:1.848504387231522 39:-0.4661674156538461 40:-0.9198843261256626 41:0.1878826316581073 42:-0.8730514307382224 43:-0.4233732329042783 44:-0.4649605824763336 45:1.246071642582374 46:0.1009271841356847 47:0.2332476071096006 48:1.648753039415299 49:2.213858762171918 50:0.5271225681543936 51:0.7820625775006245 52:0.6985635221620393 53:0.114168723477291 54:-0.8877165746841146 55:1.678747672097791 56:0.09625486668990771 57:0.1717812879849351 58:0.1751829703464593 59:-0.2020071416914308 60:-0.539080771454618 61:-0.8046211104725557 62:-0.1611049136189556 63:0.468857650228086 64:-1.822655826852739 65:-0.4286858535213475 66:-0.1456570160062577 67:-0.1016304196710888 68:0.4480416413395997 69:0.1610784145755208 70:1.945409492497777 71:-0.7438557747446751 72:-1.379566980004766 73:-0.4938569213222315 74:-0.08576000282524422 75:0.3897277240400944 76:-0.3718091863063328 77:-0.888565211737171 78:-1.224651061175783 79:0.06324022870451071 80:1.909531404073597 81:-1.439938671895859 82:-0.07675459933592549 83:-1.822015300644252 84:-0.139613671517368 85:0.1894180008826916 86:1.747538271334031 87:0.4076943291903666 88:1.743091179886786 89:-1.828992417320757 90:0.8637935741270901 91:1.858911314613197 92:0.9636405596322986 93:-0.4359860673285297 94:0.2230783484613899 95:-0.4273459780262746 96:-0.2943925295654601 97:-1.174913591002339 98:-0.3090637990639412 99:0.9258016786683954 100:-0.5103088669648924 101:-0.04351610269146779 102:-0.126762954034124 103:0.1427025449526446 104:0.3141616568320077 105:-0.1515838251900812 106:-0.1915809206756795 107:-0.1345893807776471 108:-1.683416748164987 109:0.7575818104802444 110:-1.0011135448245 111:0.2831936736368823 112:1.258848551177045 113:-0.388653658565919 114:-0.620082659226401 115:-1.981193054305301 116:0.9782770681837376 117:0.3560134941972274 118:0.03080370106962527 119:-0.6050148087983072 120:0.06055912848140579 121:1.431309076993995 122:-2.097015492187759 123:-0.7479171442398935 124:0.5561887367107226 125:0.655945752994015 126:-0.431068186495424 127:-0.8846230432465698 128:1.350791805133037 129:-0.4359071987269001 130:1.031097340911828 131:1.642809339847244 132:-2.078163039979776 133:-0.02003802478022851 134:-1.24924673043101 135:0.5273555839386762 136:-0.03415855901104656 137:-1.120001206194424 138:-1.549898102573828 139:-0.05244609154547555 140:-1.629426949982086 141:0.09615239861389711 142:0.4367963457512004 143:0.2183464342433666 144:-1.150808780537452 145:-0.7130070831633808 146:0.8238854581460835 147:-0.5294057119187995 148:1.403457586696744 149:-1.098103869147559 150:-0.6071255792478736 151:0.3563352610197006 152:1.250266093242706 153:1.678384001195581 154:-0.1394740134538348 155:-1.031432195734458 156:-0.7529943364492323 157:1.182673455048724 158:-0.4224184303955877 159:-0.5834554232409005 160:-1.61446535024326 161:-1.261531041261179 162:-0.3500601778101121 163:0.3438151933056026 164:-0.4649072616142627 165:0.4277360013531264 166:-0.3560175553130865 167:-0.215525786640822 168:0.1483411503972429 169:-0.812897231808393 170:-0.4680361107529346 171:-0.1463570420293481 172:0.3838376377552781 173:0.3740295411980131 174:0.001361034542279877 175:0.2455939037463276 176:-0.1204801159754934 177:1.448117585588633 178:1.756707043486394 179:-1.509270845824347 180:-1.320165343076487 181:-0.565519828543557 182:0.07893829061989148 183:0.8380310630030452 184:-1.234798710883717 185:-0.2613582292971278 186:1.585894172280549 187:-0.9990028027703699 188:0.1707166044752612 189:-1.037787850942945 190:0.7203056593341356 191:1.660722494811951 192:1.374199121141731 193:-0.7473075372982916 194:0.2681389294807049 195:1.251143073602245 196:0.2834769535889105 197:1.568368301398699 198:0.6945484967980592 199:-2.045645167901689
--1 0:0.5898010473627372 1:-0.07967126747264344 2:-0.2406959587638941 3:-1.036214561126372 4:0.7375162120475457 5:0.9226145736546232 6:-1.578219956809729 7:-1.323458542630053 8:-0.3125427822546211 9:0.2812674642618247 10:-0.6461118514203772 11:0.2370344887228867 12:-0.6519110957941168 13:-0.06906637991535507 14:1.700552815409943 15:-0.291990882290649 16:0.9629397372481179 17:0.5626147422115584 18:0.7709495550245427 19:0.4193376907769771 20:-1.642939580006271 21:0.01611071030198453 22:-1.073862996334175 23:-1.050122244722806 24:-0.5836180356580055 25:0.2112210514960411 26:-1.442416171662259 27:0.8583027713177986 28:-0.7706754715341342 29:-0.6095999384265071 30:0.08251849663451598 31:1.712463081412343 32:0.695189464382875 33:0.7113559571809696 34:1.596841494966341 35:-1.384521848946566 36:-0.7150945099301603 37:1.334229683001832 38:0.3514791709206039 39:1.812537342673551 40:-0.2839278756396347 41:1.417518361103957 42:-1.934704338484005 43:-0.244715441340531 44:0.8864168178602868 45:0.4665436998980259 46:-0.1724616814654217 47:0.7014229099471859 48:0.7802136360380152 49:0.3715853186470292 50:-0.3791311533907007 51:0.5724393739288852 52:-1.483900229469124 53:0.6821418208877634 54:-0.2422920584408091 55:0.08854565386962318 56:-0.3088305060849394 57:-1.957662582672114 58:-0.9593374486066019 59:1.135799667414928 60:-0.8857623825661536 61:-0.296993016797761 62:-0.3665520736255158 63:-0.9151310779142031 64:0.9645307919525296 65:-2.308148308784715 66:-0.4682240017286713 67:1.842471022316187 68:1.422093624752745 69:1.358491402348325 70:-0.115895578954648 71:-1.94273051543453 72:-1.828607640197049 73:-0.2846139472133674 74:1.687388031970357 75:-1.252233018068201 76:0.07534906856058084 77:-1.001577120752283 78:0.747569983355067 79:-0.4561100287643592 80:-0.2794742732360217 81:0.2062493863472159 82:-0.5345528241670674 83:0.1239652597215205 84:-0.7242489615657178 85:-1.502247377360295 86:0.6842044611194645 87:0.4839282257575612 88:0.8009123497246753 89:-0.3499474454734164 90:-0.429962858344632 91:-0.670296107417675 92:-1.330932561576377 93:-1.396363670295081 94:0.09193004180934503 95:-1.472690050417352 96:1.842145976175929 97:0.6236066568231924 98:1.205912829748027 99:-0.6363125702921058 100:-0.7582906350208208 101:-0.3927150777274935 102:1.799861139945177 103:-0.9703334188548509 104:-1.10895233158521 105:-1.865069948857125 106:2.018652381039417 107:-0.1346149068300225 108:-0.8453188812277239 109:0.9674241112246299 110:0.2139859133947329 111:0.2876015129171159 112:0.1382770598129922 113:-0.6020614013086639 114:0.1092870709933259 115:0.8723982866378903 116:-0.4964549039255218 117:-0.3173031451246883 118:-0.5055781423375518 119:-0.2191343227275555 120:1.281062332491281 121:-0.8516749006316952 122:-1.175423740693567 123:-0.7727392223449802 124:0.5312778374532393 125:1.791134048162419 126:0.6005055637219451 127:-1.233132078261699 128:0.668435309413668 129:0.05493631931584383 130:-1.286358324465889 131:1.920504107440656 132:0.2178290035643443 133:-1.803197940895632 134:-1.04968956415913 135:-0.3970298083792316 136:0.2299294421978183 137:-0.3307070230129961 138:-1.835190232959637 139:2.587801130670079 140:0.6571316878915422 141:-0.9883219573337232 142:0.1146330305131328 143:0.7054426457423769 144:2.314626343395431 145:-0.01475604261365044 146:-0.5133307213878465 147:-0.9646410873210995 148:-0.7865016648993313 149:-0.7639721499130498 150:-0.6024429880148479 151:-1.329353941547225 152:-0.5648003641401514 153:-0.3423087476320758 154:-1.400015990096867 155:-0.8447922160340458 156:-0.04578719528077638 157:1.816432985883601 158:-1.830518083056432 159:-2.439002964385923 160:-0.789304278775001 161:0.4215857208795316 162:-0.7245585321057185 163:0.8707382706432901 164:0.1817028329097111 165:-1.599814896197363 166:-0.5522120525141819 167:0.5395031236404839 168:-0.2058268039672864 169:-1.073524520477732 170:0.2804815344915337 171:-0.05232994063772332 172:0.7352379375663609 173:0.527956911418731 174:-0.3167268910025137 175:-0.1185806167254639 176:-1.090530855383358 177:0.2502493491395031 178:-2.033236167822268 179:0.2210975307934793 180:0.4989758893576823 181:-0.2053586398502079 182:-0.8255348794916628 183:-0.5140938709476609 184:0.09470360336382544 185:0.8751381790268177 186:2.007066592452021 187:0.4816148349225456 188:0.6826696432600076 189:0.1321709870391902 190:1.109627325564436 191:0.3265911273825976 192:-1.494905153856533 193:-0.1152156416795106 194:-0.1313169700125225 195:0.4612029789173275 196:-0.7006141080041354 197:0.3680064438295958 198:-0.1579688499986145 199:-0.7895955348223831
-1 0:0.2482603241957658 1:0.7388992829391905 2:-0.9746824658116114 3:0.03618592682366608 4:-1.576994854227763 5:-1.310201502317208 6:0.7107959357678238 7:0.6846094756389349 8:0.3644762390429808 9:0.1591973134689839 10:1.174139693117372 11:-0.3122404656337122 12:0.1730440513046453 13:-1.51262087670677 14:1.908567189388641 15:-0.8885268918372851 16:-0.5492716973416567 17:0.5564155242194749 18:1.67643995885919 19:1.702956185719803 20:-0.6537683124402948 21:-1.20079471526918 22:-0.05252552944160171 23:-1.896068662076522 24:-0.5326769170415303 25:1.573841288635644 26:0.3068608724810498 27:-2.204849873972747 28:-0.8856195807115914 29:0.1922094358180821 30:-0.5071761793238371 31:1.450395195444622 32:0.0700686812070755 33:0.7382506626080291 34:1.42801967447318 35:-0.933326066712086 36:-1.018522897877689 37:0.3149150479957209 38:0.2257984403970129 39:-1.193615544961731 40:-0.3501238187848286 41:0.2410470786382496 42:-1.39238499093428 43:-1.681657986989369 44:-0.2474772249618082 45:0.4751264147682206 46:0.8574175457531074 47:-0.5162318252629856 48:0.5501893749271998 49:1.053104617062563 50:-0.9459261553462311 51:-0.5091317090905452 52:0.1877325686966476 53:-0.617965121557317 54:0.3507069482628207 55:-0.01001297662532321 56:0.6903138497352606 57:0.385684716807638 58:0.8606941556753173 59:-0.8058303593847747 60:1.200062188676855 61:0.2548393401475513 62:-0.04285739548970288 63:1.434089857249882 64:-1.007926563773902 65:0.3942780239117353 66:-0.01072107545573152 67:0.8860238899897381 68:-0.7897199199906711 69:-1.851655208056521 70:1.167775792942316 71:2.081098005872767 72:0.2057317755013306 73:0.5037476822531589 74:0.5448530010196673 75:-0.7451621847743461 76:-1.10846833763808 77:-0.4845424020368473 78:0.8156029812098787 79:-0.009554713072648375 80:0.6457446421342282 81:2.163771127056227 82:0.1058103278345594 83:0.1184983380898102 84:-0.3960566793986613 85:-0.5558870240326168 86:-1.37415780085747 87:-1.172548892112784 88:0.1708902619616776 89:0.4239795402929087 90:1.374064173015512 91:-0.8457799196906896 92:1.696369656203436 93:0.3989045049582884 94:1.567386123092082 95:0.891463040691455 96:-0.4970256033357991 97:-0.9183958069404368 98:0.5688532296243082 99:1.026494669802359 100:-2.036793563814853 101:-0.9535044248905455 102:1.29721333125697 103:-1.493036218567072 104:-0.3085446119352269 105:-0.7117205246138454 106:-1.272428149021808 107:0.4722502676558994 108:-0.2654369686044767 109:-0.4345499981866582 110:-1.174556066636125 111:-0.8881407615593033 112:-0.9867625022702146 113:0.3090123083245611 114:1.676900353560695 115:-1.412700603475136 116:0.3305709398101074 117:1.6029243377789 118:0.997852194246445 119:-0.6218907012008562 120:-0.6381163351754517 121:-0.1985116567500196 122:1.041055335057645 123:1.793765310831745 124:0.3893306304827848 125:-2.091439016724004 126:0.1654378457400838 127:0.9267900662651771 128:2.047722281958654 129:-0.4945346411741042 130:1.693112666525651 131:0.7421076379219016 132:-0.2941099331353936 133:-0.09450489113394091 134:0.7831787047773041 135:-0.6817493058085958 136:1.900869167589002 137:1.130080536457956 138:0.04519222689789088 139:-1.043021474065957 140:-0.5425901777505736 141:-0.161629271280783 142:-1.283526659427149 143:-1.644905596964982 144:-0.2357663233962708 145:2.067314426264394 146:0.1096635257044574 147:0.6207618392446855 148:0.926569691049398 149:0.3318180940241156 150:0.4093759796248216 151:0.2934169552624749 152:-0.1266739499356351 153:-0.5380806242559647 154:-1.969504379189075 155:-0.3883704948810328 156:1.911844591349842 157:0.7113019233831219 158:0.1868849576582862 159:-1.298644418091885 160:0.4760958350379156 161:-0.7826961479491724 162:-0.3437623510665271 163:0.5828919037457367 164:0.3870470841921906 165:-0.162705156673293 166:-0.1690259122194252 167:1.005478631917392 168:-0.02540886367794943 169:-0.304250784540704 170:-0.4311594915575859 171:1.665721726047952 172:0.2178192634869091 173:-0.06099350333381336 174:0.3085195711889793 175:-0.75772019297011 176:-0.3640306827518774 177:0.1121405075879221 178:-1.096654220783393 179:1.088453191438305 180:-0.6523660679724883 181:-1.89197722391406 182:-0.07135098412179912 183:1.188095091545148 184:-1.093594275033416 185:0.9833145412340962 186:3.090199191767323 187:-0.814038009018201 188:0.2996257088669327 189:0.6461981051344652 190:1.355496320307925 191:-1.010969261353788 192:-0.3268087819384227 193:-0.9066744520030535 194:-1.793655876531809 195:1.675267901089901 196:1.94304071508837 197:-0.5862425862031567 198:-0.4037940526795874 199:0.6150077316353366
--1 0:1.056709464808188 1:-0.3105263275577109 2:-0.8320001391903002 3:-1.300011816051014 4:1.1349260559224 5:0.08892340677888882 6:-0.4195105258936233 7:-1.935409827253508 8:0.03893980130418344 9:0.3561006816932829 10:-0.6914647150808148 11:-1.270721955662391 12:-0.9479084687574727 13:-1.606092152778298 14:-1.166437131361017 15:-0.7261300152896946 16:-0.2104329022243017 17:-1.840145620603561 18:-0.2758181863906251 19:0.2654039339763775 20:0.4987922820998654 21:0.07589310291249315 22:0.6051772046736017 23:0.1060200478162106 24:0.7121399264593513 25:1.0618098200574 26:-0.8374629535613424 27:-2.159947230516408 28:-0.4116549630953379 29:0.2660636241158767 30:-0.9481498870854234 31:-2.525310415282432 32:0.2251357062041794 33:-1.009570741359487 34:-0.6592542822803823 35:0.01914381967538535 36:-1.773573190469023 37:1.54101436093695 38:0.6460413210782928 39:2.100805886465027 40:-1.015026004089228 41:0.4350347462224554 42:0.3915057743164816 43:0.5438032366661212 44:-2.1785348642706 45:0.4490148089096421 46:-0.576940947523337 47:-0.09829060852883226 48:-0.8918748655090055 49:-0.4352469859689914 50:1.171579729363249 51:-0.3144887638143603 52:0.5621694321787415 53:-0.2956737906051214 54:1.180435277423558 55:0.4094651946036929 56:1.727053410380561 57:-0.8840672920513206 58:0.4887636128757217 59:0.2937055569109744 60:0.05744680519442422 61:0.434589000483232 62:0.6026295217291333 63:0.7704760141601276 64:0.02196458143513931 65:1.906086994110411 66:0.08383473337812271 67:-0.5862859084967244 68:-0.08823543192535319 69:-0.2010953878239848 70:0.44620351941541 71:-0.8062029815680321 72:1.365930422246433 73:0.514795497188155 74:-0.4653845209200195 75:-0.5886380132094451 76:-1.252598927992816 77:0.124861712696486 78:1.471480107484695 79:0.5508871897862714 80:-0.5396252590689046 81:1.06747442325249 82:0.3636916012151092 83:-0.7891971338967406 84:0.5629439482951951 85:-0.650557460473583 86:-0.8106029506984367 87:0.07716660211038359 88:0.281086669161814 89:0.3254293215834871 90:1.054018624024337 91:-0.5718179376325084 92:-0.1833777350857631 93:-1.045613270977131 94:-1.452169296710085 95:-0.04511681543859709 96:-0.2774691095640715 97:-2.561958557065755 98:-0.6150747096645238 99:1.106199051053695 100:0.08076158265990731 101:1.208759738567765 102:-1.863623672147705 103:1.819269437076674 104:-1.229482208107116 105:-0.9718720685918598 106:1.709276335716094 107:-0.0802199617232327 108:0.360873625939051 109:-2.231008308138133 110:-1.423210869443083 111:-0.4412000381559584 112:0.1018190947164747 113:0.1246866603460154 114:-1.106384020934566 115:-0.2790603973810682 116:0.8862340571658377 117:0.5016875746267464 118:-1.439630888262166 119:0.6671434543644817 120:1.030869135011651 121:-1.133529267525715 122:-2.792738210217367 123:1.19587210762458 124:-0.07083987910181373 125:0.4265562664822999 126:0.3095044691942734 127:-0.8974308167557342 128:-0.931459931899155 129:1.584550401641221 130:0.6734215264813044 131:-0.06952023169015609 132:0.3469549084959889 133:2.598504589727148 134:-3.00051729491484 135:-0.3314474183313822 136:-1.283985835991004 137:-1.853253570484684 138:-0.5158366244365482 139:-0.455751408767016 140:-0.3195864250823464 141:-1.37578494811251 142:-1.0501243783125 143:0.6175935851848419 144:-0.2947138824259808 145:-1.556879749307143 146:0.7430936288685944 147:-0.3781773321139914 148:-0.2139167209545109 149:0.6118693066577837 150:0.5123907145288632 151:0.3921178285660366 152:0.3272833789896391 153:-0.9388865643722677 154:-1.062749171555863 155:0.9651677924129363 156:-0.0138299669254598 157:1.012234995216033 158:-0.5806434389587485 159:-0.103002367066258 160:0.7700219665453055 161:0.9970416927317645 162:1.508349970161491 163:-0.3993344260555231 164:1.655246245578976 165:-0.7606943925419984 166:0.8126525811037683 167:1.346726110833564 168:-1.052640955567542 169:-0.4673659153363937 170:-0.7898184601008938 171:0.3149679816298202 172:-1.104812596449796 173:-0.1854357347507343 174:-0.707407095104538 175:1.584345991106684 176:-0.7125602161091805 177:0.1269124858824154 178:-0.426490406806499 179:-0.5538488721270158 180:-0.729738333035772 181:0.6663945888022351 182:1.033384082566696 183:-0.7805604055410289 184:1.136761855463944 185:1.090297095960554 186:0.4986847300620392 187:-0.6264397108262754 188:1.835874988626259 189:0.448337011895632 190:-0.3267918837355379 191:0.13665045781645 192:-0.7344359424071675 193:0.4118680786040864 194:-1.080569089511735 195:-0.516530744060631 196:-0.2501793092897496 197:-1.228452682703795 198:-1.297479100522499 199:-0.1842992674229461
--1 0:0.5761639123244096 1:-1.376621535319915 2:-0.3327527180048081 3:-1.020347577362917 4:-0.9232832554429311 5:1.902299639450073 6:-1.055796159111682 7:0.9963301139600188 8:0.6206288971778576 9:0.2564867089402597 10:0.0292008128854756 11:0.29288849798026 12:0.4320158310464355 13:-1.219136333535843 14:-0.08903407786581918 15:-0.1547893333123531 16:2.157627185421778 17:1.220785104528429 18:0.7737747434516481 19:-0.7780502759788034 20:0.663580358308929 21:1.467028343375484 22:-0.7875268163885598 23:-0.05400022139730988 24:-1.171625829746326 25:0.6427587124820416 26:0.4201373350059422 27:-0.4066024050340259 28:0.837340501572977 29:-0.6108317292718951 30:-0.5211823620945052 31:0.1170417893204675 32:1.881909135155751 33:0.2968392052469101 34:1.146433099270694 35:1.265968535567294 36:-1.18527890069223 37:-0.557776913796355 38:-0.1356026996915304 39:1.064964256863707 40:0.4535550573917906 41:-0.7756276413130013 42:0.8248992803481356 43:-1.191479746896942 44:-1.041937526803177 45:-0.3913692478454616 46:0.9822439160603765 47:-0.8085167469336927 48:1.43574557882072 49:1.306969172894884 50:-0.6181323932051224 51:0.004407100308760868 52:-1.948288518161724 53:0.1617625560701886 54:-0.2492234699475115 55:-0.5531228318756516 56:-0.009194214676888725 57:-0.7618200225177679 58:-0.8019388742758613 59:0.1689627278192013 60:-0.8511504514949966 61:-1.030674633652834 62:0.1480024168998057 63:-1.294088008231004 64:-0.3854739657826362 65:0.7523221589476391 66:0.5396196915637099 67:0.4819296854818607 68:0.5469107047476613 69:0.6286251380855915 70:1.984369778762622 71:-1.232976209650716 72:0.8285888745526392 73:0.8096270491218766 74:-0.9058237819998568 75:1.01527393393741 76:-1.560968200890433 77:2.337022815041443 78:-0.7311920851956207 79:0.1722722094815013 80:-2.284333115545303 81:1.710450684645122 82:-1.788304286226186 83:-0.8265782252855431 84:-0.6436749466772357 85:-1.594934815002305 86:-0.3282088394076889 87:-1.464395091394125 88:0.4759131099106402 89:0.006172236248181084 90:-1.102587523900862 91:0.7060885130594454 92:0.09912030061191149 93:1.255419984804211 94:0.3765208928375328 95:1.008084640317569 96:-2.019766667786341 97:-0.9635663557644268 98:-1.312441362046788 99:-0.1627334892332335 100:0.3435589403629498 101:0.3005858132308601 102:-1.71208138432717 103:0.8451130375803179 104:-0.6418794850762772 105:-0.689144944326494 106:1.711373221358305 107:-0.5517963244957476 108:-0.8855697999240363 109:-0.8433127692907547 110:-0.1630640823902507 111:0.86535150786161 112:0.9606829326472371 113:-0.2239443537981992 114:-0.8803401992592939 115:-1.187396570837024 116:0.6467949460642956 117:0.2253542301829364 118:-0.4464019075368962 119:0.6473232397850823 120:0.6108899516125207 121:0.002619807979857753 122:-2.718114171759868 123:-1.240942541812079 124:-0.1889526672285307 125:-0.7399738582790906 126:-0.7113533888478355 127:0.2193260849944691 128:0.5132269547572405 129:-1.127738065239133 130:-0.05363083621334708 131:0.3173806816599657 132:-0.537988204563746 133:-1.013947335591752 134:-1.956430761108405 135:-2.399425576486806 136:0.5151551688939967 137:-2.29706852450604 138:0.1840562878458568 139:-1.52972897312284 140:0.4687378095207251 141:-1.943984992333924 142:0.2509167796838133 143:-0.1634072112492255 144:-1.511539520160912 145:0.6234841538804172 146:-1.047611846552015 147:1.754401219556035 148:0.4523050187489556 149:-0.2697503208796986 150:1.024824195632286 151:-0.7310135476063819 152:-1.832974068213589 153:1.470574955388118 154:-0.03798878701633568 155:-1.600576502677519 156:-0.1435082586675824 157:-0.5927513465375999 158:1.474112467101281 159:-0.9958614302036477 160:0.1649904253674891 161:-0.2829583439628414 162:-0.5680574765913361 163:0.9453141024208931 164:-1.038963873909188 165:0.2053717581541256 166:1.252780944102454 167:0.4644093101195234 168:0.8766301388686274 169:-1.793175273135273 170:1.972160865342191 171:1.303151618063817 172:-0.7805526331246524 173:-0.771910956768327 174:0.2040179814546428 175:0.8475644201128127 176:1.274400715933158 177:1.055870578067824 178:-1.67825753138475 179:1.205202046647933 180:-0.7925143094862234 181:-0.008860944882011569 182:-1.509801242860845 183:0.1638499604280895 184:-0.5078890895935586 185:-1.265140143585924 186:1.490482204195145 187:0.3033016759428479 188:0.7237711799964279 189:-0.3663340961609276 190:1.183051732007381 191:0.414422608577415 192:-1.30678591837248 193:-0.1448942546325875 194:0.006762378575827032 195:-1.724882331310086 196:0.04567418757943582 197:0.7846015978251003 198:-0.7190583741217579 199:-1.163706494996998
--1 0:-0.7725991900154016 1:1.477140837437172 2:0.5965362783677803 3:3.962761137989304 4:1.788044756881936 5:-0.4966523855605512 6:-2.057420290194116 7:0.8947312339947822 8:0.2678978736057239 9:-1.280180395149898 10:0.1524583726676957 11:-0.2372647552548532 12:1.582288380551112 13:-0.4300150805122 14:0.9896546539245886 15:1.484845552485846 16:0.8340567081606313 17:-0.6927547413094777 18:-1.201901239720349 19:0.816010918247583 20:-1.219564380392349 21:0.296892702678397 22:0.4624213150237721 23:0.5710054401858663 24:-0.4761008078736458 25:0.5872301189246979 26:-1.558797825175149 27:0.6435780491638865 28:0.9978019581892863 29:1.720621693168364 30:0.1785500566549084 31:-0.3838876909796237 32:0.7999546538115665 33:-0.6325202988081737 34:1.268196881440972 35:-0.1886391947788598 36:1.545482227600004 37:0.1022793547043635 38:-1.970882121254499 39:-1.385702884010739 40:-0.1413113417382737 41:0.051548723143886 42:0.4050542076913928 43:-2.182699282104298 44:-1.063776854767974 45:0.7101115745282923 46:0.8141751755973397 47:0.7241193165384977 48:-0.9054196695237944 49:0.2213766098387751 50:-1.25348968287529 51:0.06690509397348161 52:0.3624124947839338 53:-0.4098222476420681 54:-0.03500721454831034 55:-0.01848378814055318 56:0.1663951079799247 57:0.3568298302593154 58:-2.216894854463168 59:-0.4555299058170206 60:-1.349553014533445 61:0.07440979342672004 62:1.268592498365779 63:-0.06776475544375739 64:1.115343310200025 65:-0.2455805563419518 66:0.06655760991199791 67:0.3326929480343325 68:0.9045959404202295 69:0.9994011534489737 70:-0.9687941904362047 71:-0.426941938808708 72:-0.6040479838810765 73:-0.06818599924598374 74:0.6953514902589738 75:0.08482929045738724 76:0.6131684021534733 77:-0.1283656279138232 78:-1.700086006960265 79:-0.3691362688735358 80:-0.5810488766863345 81:0.189067199525159 82:1.071476522764955 83:0.5956067420191915 84:0.09526982034717074 85:-2.096615630375119 86:-1.650716806913026 87:-0.4373929946784692 88:1.133857032385618 89:0.1230430067072055 90:-0.194697285520593 91:0.1342656637179128 92:0.03778187224013899 93:-1.478415591708132 94:0.4512343740238906 95:0.5403769575984763 96:0.8141143996601122 97:1.124942173588181 98:-1.292768921609961 99:0.6921575338355871 100:-0.2576424618890609 101:-1.448481618754861 102:-0.8103315210012526 103:0.0881757552431774 104:1.346686184993309 105:-0.2160953993201651 106:-1.20406519977747 107:0.8477302466064945 108:0.541778883212012 109:-0.7897420139723875 110:0.1435854986260035 111:-0.5244085440710723 112:0.04075993428738904 113:1.738523093845474 114:-0.6160582002408392 115:1.175687634899128 116:0.8391479370169115 117:1.685344399034256 118:0.7875299186650533 119:0.6609845013150404 120:0.3698082538150143 121:0.15218077285101 122:0.9161371590500179 123:-0.9531369346356996 124:0.8430664947639315 125:0.4028436926624359 126:0.5618704082917032 127:-0.5437942590116005 128:2.082177960488214 129:0.5917511468762588 130:-0.5606682377929764 131:-0.4916040733622446 132:0.4077258063654499 133:0.004477496455295596 134:0.07625253623097 135:-1.173491105580314 136:1.09122085003871 137:-1.894093282133551 138:0.6190103291429554 139:-0.1404734472909706 140:1.935974065453384 141:-1.439275822846315 142:0.9462834094281846 143:1.672148112970316 144:0.3789985060900004 145:-0.7665360252405286 146:-0.3359986138222554 147:-1.740287323736624 148:-1.107280530660902 149:1.336095158927507 150:1.398333560960579 151:-1.162100971256096 152:-1.151970667960494 153:-0.4078992951979375 154:0.7571043903945516 155:1.980594805404954 156:-1.192991177576556 157:1.014102964492338 158:-1.174322064900182 159:0.3877349595301334 160:-1.823145675083061 161:-0.2730112295880028 162:-0.03656932968591671 163:0.1314223076146991 164:1.650471820571724 165:-1.222248872973209 166:-0.988491262494832 167:-1.111011371962047 168:-0.2073661789565109 169:-0.01281317298159539 170:-0.4760124129844999 171:-1.847606205684753 172:-1.508747599462057 173:0.9515683558639584 174:-0.8666670385419656 175:-1.626195789849735 176:1.896450315055525 177:1.217658521837725 178:0.5458197917094523 179:0.8731370674338882 180:0.1549706298011107 181:0.009590169661648221 182:1.879409680281029 183:0.8989381631741012 184:0.5076594426165798 185:0.9352680358040215 186:-0.09202684836189931 187:1.237851674145066 188:-0.624715682576276 189:-0.8247118046107121 190:1.439139207782324 191:1.161452928358633 192:-0.4053747795146443 193:0.9906320600434977 194:0.474649854971303 195:1.192044345353124 196:-0.6596465427626789 197:0.3425477025081176 198:-1.254446075945452 199:-0.8518849730504127
-1 0:0.2355702671579006 1:1.143627914910169 2:-1.546572851159095 3:-0.7132714802085612 4:-0.1775926211991549 5:0.8237216661198729 6:1.150771298380282 7:0.04823992690618188 8:1.196379265714888 9:0.02461610212569734 10:0.130904829449547 11:1.138143652821225 12:-1.212368359052443 13:0.06515549500408717 14:-0.01828502744497585 15:1.987877044558516 16:0.4214796792928054 17:-0.6371368082162991 18:1.308493677157491 19:0.3984845340018954 20:-0.2257647921242001 21:-0.07932811784699857 22:0.4598712379577086 23:0.8973213784231091 24:1.551714057671714 25:0.2771704447332519 26:0.3606035160530717 27:-0.7003135929971741 28:1.244211737780587 29:-2.21431693712156 30:-0.454237012072271 31:-2.247622665578062 32:0.924352688108494 33:1.085932387815684 34:-0.4505442310147423 35:1.386732485147442 36:1.028455187768742 37:0.07413004037551826 38:-0.6102894867813513 39:0.6702867699384206 40:-0.008442067927818354 41:0.08681530827194138 42:-1.879636250778816 43:0.9845177121741324 44:-0.427349827440538 45:2.346355225266661 46:0.4519720487015536 47:0.03368371774582559 48:-0.04100405734349631 49:-0.8575356537193801 50:-0.1963867762396962 51:-0.9642538949550798 52:0.6244578067863088 53:-0.051641629546939 54:-0.3482829477402924 55:-0.1535226293885817 56:0.8089950276190638 57:0.4535239255292182 58:-0.6318018234980625 59:-1.46195025760451 60:-0.02117887079213261 61:-0.008467254569574843 62:-0.8687376516577461 63:0.1608509691836027 64:-0.04198231826254205 65:0.8338663093178729 66:-0.1171580995940361 67:0.7477559668378695 68:-0.007185098989647171 69:-0.06532828047364363 70:0.9078844985480382 71:0.1090612661434502 72:0.9059005853732647 73:-1.860707935534054 74:-1.160171437197047 75:-0.3328503593279463 76:-0.3466572059538767 77:-1.869420567957157 78:0.9629019358808921 79:0.1904549652948741 80:-1.506410295102647 81:0.2526135250082782 82:-1.145825248436847 83:-0.6596491058523392 84:1.297896132133096 85:0.2271324726851314 86:-0.8244662422917076 87:1.003476388060729 88:0.1754668836922908 89:0.232740037852338 90:-1.44110861237722 91:2.403747995051209 92:-2.341931920553894 93:0.9135317932052008 94:-0.6183659141720859 95:-0.3552125260775897 96:1.098546510245667 97:0.9934917445711313 98:0.5290211857323271 99:-0.5752256372589369 100:-0.006574042597079176 101:-0.6734790093994339 102:1.339982586303187 103:0.2343815829060643 104:0.8172379190270121 105:-0.6885125357554994 106:-1.086548062751255 107:-0.6101044114372229 108:-1.476320410234853 109:0.07662581043326705 110:1.636277038790789 111:0.651660348092529 112:-0.7712557717257198 113:0.7750098098884829 114:1.45723609683625 115:1.043067997568287 116:-0.3880781549041696 117:0.8189284272801554 118:-0.439442153475065 119:1.061549899337431 120:-1.408159478186949 121:-0.7459077988345238 122:0.04828655420191796 123:-0.5403105267903392 124:-0.3750094345328757 125:-1.949260206805442 126:0.7791492301960655 127:-0.1405659657314662 128:-0.4316886941930553 129:-0.1009439246391042 130:1.751256093435464 131:-0.4151928674073325 132:-0.2219135919826443 133:-0.4538148080044293 134:0.9294917434906662 135:-0.8442046902574375 136:-0.2202107693761496 137:0.7360376304045457 138:0.7248060763262154 139:-0.2399181672226858 140:-1.839591073973027 141:2.453494610011477 142:0.2104189941874393 143:0.3275497840688066 144:-0.6207698933351641 145:-0.3337778671587284 146:-0.7058920577072245 147:0.1308786536617476 148:0.4674039360221607 149:-0.1943535177043597 150:-0.7835400015419911 151:1.834256601009388 152:-0.02266192585523749 153:-0.8667258438647129 154:-2.084613346959442 155:-1.539697173514093 156:-2.048197062963444 157:-0.9162852405426121 158:0.7891403105293923 159:-1.152903624049139 160:-0.6723636597391388 161:0.1523436644262731 162:-1.81348497853845 163:0.4766766225362729 164:0.3535805221827823 165:-0.4061167924522656 166:0.2103993567728114 167:1.731871077847678 168:0.9005690572028374 169:-0.3088211820218651 170:-0.5263045799993055 171:1.406692178854249 172:0.7786008347695584 173:0.02893714030013306 174:-0.2128450971405967 175:-0.1125130416858639 176:-0.5753163415788234 177:-1.525530594197203 178:0.4356567286394639 179:-0.2605346631481025 180:-0.7607351328377172 181:1.153463855064668 182:0.2609793005247875 183:-2.126527343832995 184:1.845161304270587 185:-1.41818625887788 186:1.140863966480089 187:-1.542466366864315 188:-1.952471133287497 189:0.4258124635624965 190:1.181060956555764 191:-0.7187575724212043 192:-0.537632712444694 193:0.787100531168722 194:0.9767296500288412 195:-0.1584193652625501 196:1.268807079864634 197:0.1228969527531546 198:-1.344035592397664 199:-0.5250947675425021
-1 0:-0.07163781397202347 1:-0.7365556636762741 2:-0.4539383976681394 3:-0.2683572389611936 4:0.820598328997563 5:-1.191202596163822 6:-0.1104590911724033 7:-0.4300942237338372 8:0.5136898950604938 9:-0.244339175545379 10:0.592338756608321 11:1.19238480249246 12:-0.6724703067565357 13:-0.2658283085125543 14:1.462152323793747 15:0.4376976414227383 16:-0.9086448763380504 17:0.6390449718771037 18:1.989826837017524 19:-0.1260802349198236 20:-0.1209284508433044 21:0.3254585456945773 22:-0.6881927175596785 23:-0.5387322206969575 24:2.312902832905079 25:0.8675135663183302 26:0.4791551410455732 27:-1.17328281542112 28:0.06041421077548721 29:1.56989209860558 30:0.5958092175293658 31:0.1152703873868301 32:-0.07624441681404931 33:1.0080275469743 34:0.8152633774886033 35:-1.295668908975019 36:1.3996464457533 37:0.5712832917384029 38:1.081355124924872 39:-1.186070704026301 40:-0.7737275218487805 41:1.577341473845732 42:-1.613000525797069 43:-0.5570188457821078 44:-0.5564536644837396 45:0.08332102870950561 46:-0.2359155903934623 47:-0.1791560232741207 48:0.1640232131574145 49:-0.02002893910270606 50:-0.5896910106499543 51:0.1579869592538886 52:-2.052601214544147 53:-0.5605430135864937 54:-0.4443400694098225 55:1.166760126140574 56:0.2475365631704569 57:-1.282331911545499 58:-0.6472129563939837 59:0.1950434766939232 60:-0.259384601104194 61:0.5315960381268743 62:0.6406119258769809 63:-0.2086107241707809 64:0.5145883266988425 65:0.5293433145088723 66:-0.6426412140669892 67:1.53964009872636 68:0.2037014098673497 69:-0.9693415720895775 70:-0.528982369674567 71:-1.038526070767251 72:0.8583045139427466 73:-0.2566448462342653 74:0.2441224228411985 75:-0.03913260980603653 76:-0.392369481543461 77:-0.430285202422426 78:0.9604316953650753 79:-0.5500640892746879 80:-1.194544502173481 81:-0.7228496956006402 82:0.6135535119697663 83:-0.5816830795461548 84:0.4217211054617587 85:1.105512940815164 86:-1.011832862231649 87:0.2937349828633564 88:0.3915587776338391 89:-1.531747998189926 90:-1.181517945331011 91:0.9517021527371508 92:0.3721749742482766 93:1.144822967158103 94:1.390196701071861 95:-1.072959262664315 96:0.9729188853245427 97:0.6168286932931689 98:-0.7643619794716999 99:0.7616441496763894 100:-1.700550111664103 101:-1.429568999478593 102:-0.6960656165518522 103:1.666523767409465 104:-0.6023121249335334 105:0.9293762751626475 106:-0.2577971976567331 107:-0.1915422637266375 108:0.6667413449225124 109:1.059234263383896 110:-0.3164049211240701 111:-1.365153519591613 112:0.5502753228880501 113:-0.6035011506274918 114:-0.06464948749269184 115:0.811247191437579 116:-0.8742712852197662 117:-1.095532022841606 118:0.3498941974330618 119:-1.016582619159994 120:-0.3720317670143967 121:0.1022783488302603 122:1.170131689069565 123:-0.1952163840268198 124:-1.129636455610105 125:0.6516161965844449 126:-1.115336052287497 127:-0.748333110893613 128:0.9614297989795869 129:1.143402785882796 130:-0.03996368141777053 131:0.8678493766657768 132:1.716887991976596 133:-0.2239142646964395 134:-0.601750767024694 135:-0.9465785738629751 136:0.7672989449649122 137:1.765915808109335 138:0.01415503031871389 139:-1.669438137318405 140:-1.294429479796804 141:-0.2904640200779739 142:0.1480267418740427 143:0.529438032383537 144:-0.8501558987450123 145:0.8452825321970994 146:0.2084483495417218 147:0.8956655448480193 148:1.380831449403517 149:0.5507500459409748 150:1.152785445453818 151:0.06997439210441048 152:0.7128036376287092 153:-1.434709548538867 154:1.85089665177064 155:-0.3714661699200541 156:-0.1507609798264548 157:0.5465432944433963 158:-1.915715993195274 159:1.559022036911455 160:-1.12712599969157 161:-0.3105325189458906 162:1.002834048218378 163:1.019609655421848 164:0.3195619595760061 165:1.493819529269643 166:1.49894626191798 167:0.1666666141595558 168:-0.2902179866524643 169:0.2129145169368928 170:-0.7968391287691393 171:0.9077751465561845 172:0.949975785682558 173:-0.08302744632012737 174:0.4708997053759297 175:0.9922408846404813 176:1.78857491261991 177:0.3008806285960271 178:0.299038140451322 179:-1.361091161874562 180:-1.18310666927071 181:-0.1930468578814772 182:0.6570219169678568 183:-0.5078634960526349 184:2.017955981454638 185:1.233156527522201 186:2.090336150755849 187:0.6838631758350538 188:1.790540048517854 189:-0.2324449085810106 190:-1.143267927777096 191:0.8981642956920575 192:-1.203185671958072 193:-0.08451746425925048 194:0.5638209566598881 195:0.05424236263743867 196:-2.023007992635043 197:-1.039858661238415 198:0.3451263764407488 199:1.441571242274969
--1 0:-0.6649029610262592 1:0.6107825179162842 2:0.6942135148983414 3:0.03150007595925622 4:-0.1856089038161613 5:2.40095964806809 6:0.5503415810531117 7:0.6118855805105935 8:-1.124775258367839 9:2.020483189302114 10:1.244985838645326 11:-1.822983744353549 12:0.3126837963399486 13:-2.581599416704474 14:-0.03626987291149682 15:0.9315189072975026 16:-0.0425962586879854 17:0.1280313889592478 18:1.41444427796117 19:0.06804895008587972 20:1.152974309165685 21:-0.5315159141210882 22:0.532568490198821 23:0.1091887395490334 24:-1.346619598158861 25:-0.8021713078044325 26:1.263191508590096 27:-0.4305983984142147 28:-1.595365145640562 29:-1.272589204386246 30:-1.02280232459693 31:-0.5508976450533231 32:-0.336014012216255 33:0.4644062401819433 34:-0.71329680923725 35:-1.222821220436677 36:-1.50965049988677 37:-0.3629272292748859 38:0.3821799936112447 39:0.3818795401881361 40:1.042839640270434 41:0.4556266601889842 42:-1.377432641476967 43:0.4061725945455503 44:-0.006953202602355613 45:1.35284474303943 46:0.2856212875491737 47:-0.7681051553369097 48:0.5268770339994596 49:1.387461946169451 50:-0.2160493728817233 51:0.0597346192127278 52:-0.7452403495481144 53:-1.484381499053986 54:0.6447956401103119 55:0.7760308515168413 56:-0.4066452122761978 57:-0.4515669467180223 58:-0.6956879071961757 59:-1.399925704762194 60:-1.424495090329973 61:-1.92361154144234 62:-0.836063230666967 63:-0.1286851929069277 64:-1.011366013294859 65:-1.718683597429455 66:-0.4945385782024196 67:0.3079380782435496 68:1.115350763713775 69:0.6930305273642408 70:-0.9607345116564213 71:-0.1538272170416903 72:-0.1650979518102918 73:0.6907109353451321 74:0.5557317892326529 75:-2.502505776079375 76:0.3264221178212251 77:-0.6027821096044841 78:-0.7406481964292737 79:2.233240699305121 80:-0.05554853965787845 81:-0.05419906530619865 82:-0.4975947367154498 83:-3.42045396702092 84:-0.1624111701076388 85:0.5539971373658523 86:-2.282725773464953 87:0.9796167071618296 88:-1.476710916505156 89:0.5740073661608655 90:0.6147569567620543 91:-0.7759433811243733 92:0.653456966349011 93:-0.279742503133492 94:0.07385300092861979 95:0.9022256079908093 96:-0.6236766229046687 97:0.6470513316870999 98:-1.212103397707139 99:-2.228743722907638 100:0.1915220969368483 101:0.5541189323414738 102:0.602706081868524 103:-1.585130211915845 104:0.4777401836696926 105:1.09198469545098 106:-0.4617305881908313 107:0.5341977412876184 108:0.6623547390780888 109:-0.4979774950004347 110:1.839355576893104 111:-1.155352850829503 112:1.548550717620951 113:0.3388007170003039 114:-1.014677778912682 115:-0.1021582572096906 116:-1.169129449553592 117:1.284175275330388 118:-1.443034117897128 119:-0.7861901269800989 120:0.7631391092183655 121:-0.1858808046646728 122:1.526872140948168 123:-2.024353229032256 124:-0.01630632563479743 125:0.8805606295281142 126:0.420389366100551 127:-0.04588183549379571 128:-1.45495975379159 129:-0.3137751754681448 130:-1.806248454648442 131:-1.011356645012 132:-0.8633233993524118 133:-1.180562136042349 134:-0.393719326777039 135:-1.328952827568511 136:1.664887263158765 137:-0.8808928034151917 138:0.4890975161107208 139:0.002685748897423659 140:-0.6186320675377478 141:-0.6012519028767137 142:0.03468014589516806 143:-0.2481834719995531 144:0.08020615110086865 145:-1.427706541556219 146:1.549001323302498 147:-0.3261356816548778 148:-0.2890515724530276 149:-0.3168728021439077 150:-0.3754798159433329 151:-1.0156591160094 152:0.7551617264252236 153:-0.7868932994037964 154:0.7084500371753418 155:0.5698996983444035 156:-0.7593644204125726 157:-0.252659409991093 158:-0.7529540682777944 159:0.06114831972439312 160:1.771133790937678 161:0.4913215372502732 162:1.587197667976132 163:0.02203821209692834 164:0.5297308471375717 165:0.2108981647003021 166:1.119409484870895 167:-0.3530432726500736 168:1.974867526062951 169:0.6532162050462433 170:0.6365534933619759 171:-0.7460072399490032 172:-0.8947357962494132 173:0.5954573730284005 174:0.5205535644525223 175:-1.930973174284139 176:-0.4306501718215741 177:1.374116986193921 178:0.9818091096272518 179:0.03007041076545515 180:-1.694690340822055 181:-1.061136673798238 182:1.063024313525085 183:-0.9062265398945525 184:-0.8233462138980615 185:0.5589007122057947 186:0.2718939374150758 187:0.7478119999000443 188:-0.5357660737101726 189:0.1024426021683088 190:1.540462363265619 191:-0.5095747956838874 192:0.9038047433434098 193:1.191239009120919 194:-0.6862781050473704 195:-0.04294003521504241 196:0.7011611324199014 197:-0.08919451536656652 198:-1.688073252948444 199:0.5111954556057757
-1 0:-0.5450519967928948 1:-0.2787186602186931 2:0.7560393700863636 3:-0.6669268242845913 4:1.086048696627311 5:1.440414505635561 6:0.6244227563485271 7:0.06002111298587025 8:-1.154538860412249 9:-1.226530398878254 10:0.09848185445438784 11:-0.2097303216100137 12:-0.5542700592209356 13:1.885038922862886 14:1.019499628910331 15:-0.3802196316856582 16:-1.066001166408918 17:-0.3728582555998382 18:-0.3251580611311505 19:0.2590494047341386 20:1.003777553731206 21:0.5164289871250988 22:1.003666277219406 23:0.2222143494977731 24:-2.010132997925373 25:0.1211981499901044 26:-0.3108264016887993 27:-0.9731995900846475 28:-0.7714662921133865 29:-1.00009455155625 30:-1.926528118921456 31:-0.452978887300845 32:0.3663627116430306 33:0.7364006325023731 34:-0.2984326956121345 35:-0.1469863770211646 36:-0.07723486544446424 37:1.871737236212436 38:-1.178322172729006 39:0.5822176230895295 40:-0.6106548668637355 41:0.7193846381834473 42:-0.8162555906608482 43:1.813891804151507 44:-0.9339719462686452 45:-1.883166644231212 46:0.02457792297658777 47:-1.355283388373995 48:0.06964526264963034 49:-0.7388697699362523 50:-0.4177814849012447 51:-0.03207560200287272 52:0.4956636876927992 53:-1.310352744386244 54:-2.396814432124226 55:-0.369970857656925 56:-0.2209201271592783 57:-1.191714832825362 58:0.8777705023272782 59:-0.6319090364972092 60:1.638522135837464 61:0.6249686026683207 62:1.508285184587714 63:1.248434482468742 64:-0.2705320950673167 65:-1.297775220732959 66:0.1067518597834576 67:-1.246244606640206 68:0.8246225697891727 69:-1.212600086756241 70:0.4819392715144312 71:0.4329017860496008 72:1.101073015177636 73:-0.3579602617056803 74:-0.271037240854812 75:-0.7568693100791555 76:0.4141344315429882 77:-0.4249074279782958 78:-0.07631109179576569 79:0.03074862524301343 80:0.03640303672735854 81:0.3192089304752469 82:0.1032858988245689 83:0.528497127645593 84:-0.8178571929054196 85:-0.7726508066920666 86:0.7585942969633492 87:-0.0497427034823165 88:-0.3365309613754535 89:-1.441456235278324 90:-1.729139438465866 91:0.7210633736115367 92:0.6627008915391674 93:-0.8361164437448062 94:-0.05258697898247014 95:0.3417424978372001 96:-1.380027126717922 97:-0.3999117605359151 98:-0.04196173851389379 99:-1.738717224485154 100:-0.1658924875143985 101:-0.4471767626512783 102:0.8745762287887922 103:1.877085160746741 104:-0.9434258597613348 105:0.4201059192045098 106:0.3047660786220235 107:1.277589349396623 108:1.403035310584124 109:1.387626819158404 110:0.7741491439508779 111:-1.326659452831692 112:0.2611124083088474 113:0.5117075857772865 114:0.9511941348850514 115:-0.4365358505207007 116:0.09328511512712234 117:0.2956371252033029 118:0.4147636976746073 119:1.700987834043546 120:-0.3852808234258648 121:0.1919352583027256 122:-0.7523851122128445 123:2.475134275508861 124:-2.012808810013815 125:-1.044728702383713 126:-0.1679734404315434 127:0.4575684668411253 128:0.2782602334891406 129:0.8576725610600452 130:-0.9838337758081961 131:-0.6225913026788825 132:0.9670551778068588 133:-2.109218982540479 134:-1.290641727008984 135:1.454208330666244 136:1.358548112579455 137:1.428565861789655 138:0.4123627272471731 139:0.1440885089734676 140:0.5628304883944797 141:-0.9438221460956933 142:-0.7718432094423897 143:1.795568313095394 144:-0.4852055434502647 145:-1.510870653526102 146:-1.098765858059565 147:0.6290861914654261 148:-1.495212581341721 149:-0.160556888932209 150:0.3620811691543365 151:-0.02734001813991312 152:0.4684462473470755 153:0.003044970576694478 154:0.1428256630333008 155:0.07163793172842615 156:0.6538238107244467 157:-0.7452611776913657 158:0.4677332791635204 159:0.4482786725634463 160:-0.4219353773473659 161:0.03375344990363179 162:-3.143657857479897 163:-0.007271277539326514 164:1.711355872997793 165:-0.8400711573917491 166:0.312041237128009 167:-1.958521788511302 168:-0.1659238700323137 169:2.098538395012859 170:-0.7604645637877853 171:0.007704979968325149 172:0.2232333786180216 173:0.08283484126319658 174:0.7422720665852683 175:-0.7369464549038083 176:0.3623209710925125 177:0.1032695468463539 178:-0.4084188848864258 179:1.654286491675896 180:2.303585483867907 181:0.3220294659416805 182:0.9733699533748452 183:1.71834181358291 184:0.04332698154546482 185:-0.900930604145374 186:0.4075166731551294 187:0.9024747167974848 188:-0.2210101942660052 189:0.1219111477902194 190:0.004241184371249336 191:1.161692430209099 192:-0.8844549052606486 193:-0.1486694144278595 194:0.6950445645585621 195:-0.08803769650223681 196:-0.09031268406492327 197:-0.2825820987418556 198:-0.2939060582365248 199:0.9864063955606938
--1 0:0.1639924584059177 1:1.884909530428662 2:0.463727314402796 3:-0.459627208270565 4:2.767278187300177 5:-1.087849196082798 6:0.821478701793763 7:-0.4006301460231736 8:1.526702941564446 9:1.479910715410212 10:0.6101827655127819 11:-0.210167474207606 12:-1.090359269466117 13:0.6048672332355753 14:-0.9583990208762949 15:-2.16182641531169 16:-2.037897448946606 17:0.1827912343459589 18:-0.7418374263515242 19:0.3088161149424571 20:-0.728603232248598 21:0.5340149621533228 22:0.1587363649622738 23:0.3785239798573626 24:-0.8841237301520206 25:-0.4134703633543486 26:0.8414286475925233 27:-0.680438971628529 28:0.237352135702712 29:1.101592675112433 30:0.942063461295324 31:0.7624543302911958 32:0.5541447830550499 33:1.255886563534289 34:-1.770595874892199 35:-1.234593812352936 36:0.8627971672163004 37:0.6935586221451351 38:-0.2996046114361079 39:-0.9139320784584656 40:0.1927115711123634 41:-0.9430151278477925 42:-1.754286109513439 43:-0.9301360287381669 44:0.525297081025964 45:0.5318175267029662 46:1.92423054587621 47:-0.5350143335944704 48:-0.75227328977715 49:0.1905509809647791 50:-1.681569563158589 51:-0.4868864279664741 52:0.8022116577882153 53:-0.3904236059220557 54:1.13759240245418 55:-1.286470162044506 56:-0.4597582607674985 57:2.107901116273756 58:0.1094063879907901 59:-0.888708428927193 60:0.5338082528003913 61:0.1906650452011296 62:-1.196005926406471 63:1.538722840721531 64:0.6909448111731283 65:1.640783270080044 66:1.046384361763643 67:-0.4752644978593018 68:0.1694772663536031 69:-0.9344898540927221 70:-1.447907527446458 71:-0.7553138626538564 72:2.713329474695318 73:0.4160679990908007 74:-2.053660727302757 75:-1.527240238427913 76:2.149453044244912 77:0.6977477182823072 78:-0.1734886168556264 79:-0.4817021077244934 80:-1.921965902909156 81:-0.02794748159010217 82:-0.06314750638169617 83:-0.359242000037131 84:0.8869889339341838 85:1.229671466349623 86:0.9590862355705311 87:0.6595232102252805 88:-0.4120375848198294 89:1.162883524426335 90:0.5734560126847639 91:2.251229445999726 92:-0.04453261461613132 93:-0.6102506704968991 94:-0.2149029454177418 95:0.8655390362810662 96:-1.905517776005961 97:-0.0306233572202789 98:0.009440318940417013 99:0.0122726214584422 100:0.543910431442534 101:0.1483447036910608 102:0.2858940859459143 103:0.1952116217381749 104:0.2132704929518944 105:-0.1078713772749814 106:-1.711646556469223 107:1.879432587824898 108:-1.776763883736283 109:0.73974791834561 110:1.092888289299116 111:0.3323904428468611 112:0.1808612935887352 113:-0.1129532507555781 114:-1.709974426178551 115:-0.5622666427762146 116:-0.1414219613216619 117:0.9892240932239991 118:2.58670630056697 119:0.5377358029973239 120:-0.6326756937780619 121:-1.011451840467325 122:-0.4889790618453911 123:-0.5342595327537565 124:-0.005188874533112427 125:-0.621517459788346 126:-1.4586735204835 127:-0.8504981068967479 128:1.455282219183121 129:1.449047291375293 130:0.5724156045355806 131:-1.350597898745943 132:-0.4010584368383515 133:0.4321958592809119 134:1.857892547720582 135:-0.1418701974891842 136:-1.647416362846057 137:-0.4185841597034409 138:-1.432477566768916 139:0.5869558643587401 140:0.4852277526117372 141:-1.130517939749605 142:0.5064974405788613 143:1.391863237863208 144:-2.675639563231044 145:-1.738389503817144 146:1.565972733339139 147:-0.758889082402275 148:0.9595662259869574 149:0.5017194472277499 150:0.2033668828901126 151:-0.09569387684947833 152:1.150687423123949 153:-0.434732988005474 154:1.28143751891867 155:-0.3205725733556959 156:1.068134300120815 157:1.601612452988433 158:2.400224349361233 159:-0.5260000213214981 160:1.181363949910649 161:0.7331663523778579 162:-1.956033212492069 163:0.1761525658927237 164:2.09712793114698 165:-0.8507973663330806 166:-0.1812113453776665 167:0.843682183739235 168:0.3113092463684503 169:-0.6383913536537154 170:-0.06285431233178947 171:0.1695643540567196 172:-0.7524920706092403 173:-1.064659560645823 174:-0.4873495666809915 175:-1.18265925761004 176:1.879792286588962 177:0.5138452035804619 178:0.3617423372826855 179:0.8379829962539435 180:1.271744348477503 181:1.096646123355105 182:0.4658988791675534 183:-1.278873032659165 184:0.4296747349199366 185:0.08421479163351185 186:0.3014799486739569 187:0.5849436141305245 188:0.2950139487179432 189:0.8227381510484167 190:0.05772828401358758 191:0.2254045028918909 192:-1.100091489045697 193:0.5828751723653036 194:-1.963308028846249 195:0.5513775731450593 196:0.2783625456085806 197:0.9138744959200239 198:0.5121583858383237 199:-0.7015432936712999
-1 0:1.073548759129443 1:-0.3234738013404713 2:0.7912616226911505 3:-0.1389129458304359 4:-0.09275246553714676 5:-1.920400153320734 6:-1.896254579293928 7:-0.3207600123307356 8:-0.1838504939434541 9:0.3498130547991443 10:0.2354604226805013 11:-1.801390541441927 12:2.200312583223795 13:0.2896955092870694 14:-0.6855636336639143 15:0.1067785155346768 16:0.2322153444932648 17:-1.96260608173847 18:-0.1707493469196965 19:-1.282346764586516 20:0.4768931178837206 21:-0.5862290878563577 22:2.167778723088638 23:2.274824893388209 24:0.1900469579058805 25:-0.4217475057609889 26:-0.4515107240568996 27:-0.2326586001250535 28:1.198269359578232 29:1.234767938339198 30:-0.1930683059077598 31:-1.462702671936742 32:-0.1248158508881406 33:-0.2050984433961006 34:2.080128320889494 35:0.3728448179553003 36:0.7771980716653818 37:-0.8616006765220197 38:-0.131333682187517 39:0.2009320755757777 40:-0.7294329939365397 41:0.2619519603541967 42:0.4768877013622619 43:1.41074145695596 44:0.3042265388711257 45:-0.5657673699460917 46:-1.555085496790366 47:-0.7913593507630144 48:1.346588609321457 49:-0.6043461791574897 50:0.5236055497947578 51:1.837625688857934 52:0.6796163893732318 53:0.1620149167831022 54:0.604825022692004 55:-0.5874172120360471 56:-0.278512917875303 57:-0.3247992601070524 58:0.4388645397860332 59:-0.165762698968377 60:0.3421162305089607 61:0.1111834219179226 62:-0.1274004211872171 63:0.2015273786756317 64:0.9145504535185022 65:0.5512330009223195 66:-2.895171129028488 67:0.8722075812465026 68:0.3760529107415957 69:-1.330118874060191 70:-0.9091331018859832 71:0.902649337100755 72:-1.546878346041023 73:-0.3900210569172528 74:0.02335215765326339 75:-0.5422603034431976 76:1.092210373560913 77:-1.01740507046612 78:-0.6703225305911302 79:0.003196753735557749 80:0.1150781688867276 81:0.6441969582260155 82:0.5816475536222157 83:-0.6791549476837329 84:-1.817990635021623 85:0.4056309715793435 86:-1.245459389607547 87:-0.05174674632767698 88:-0.84758584649036 89:0.8625638307541411 90:-0.7125668194495342 91:-0.1098988719333092 92:-0.1014234635101656 93:-1.204417832138744 94:-1.299625585297782 95:0.5121955621497329 96:0.4684263669052196 97:-0.8349397307694009 98:0.6748417572378954 99:1.718766757781545 100:0.8546976378128032 101:-0.8012448925807873 102:-2.030916135443786 103:-0.4158544454919352 104:0.2106938064937809 105:-0.1952183732782346 106:-0.2522245500041315 107:1.213560072553931 108:1.689265820056788 109:0.6928725464336025 110:0.1898416450630445 111:-0.6194121892311341 112:-0.9976212407588502 113:0.6888692820215201 114:1.238693429308643 115:0.195367439827683 116:-0.3983177666383534 117:1.524784031713913 118:1.191876749590613 119:0.7457473232932028 120:-0.5314177139628294 121:-0.06346437092835464 122:-1.025947186626878 123:-0.2024531648641819 124:1.183971330516878 125:-0.9771132602230982 126:-0.1478949182533646 127:-1.838710986205829 128:0.8675585733503467 129:0.8081531787658304 130:0.5159199520172382 131:0.2172170024590507 132:0.208997991380242 133:1.168375633733207 134:-0.4892022848727279 135:-0.6309208292591102 136:-1.154864569658713 137:0.9845766846096894 138:-1.150602784078426 139:0.3471843715844671 140:-1.115168597503958 141:0.2063279313301197 142:0.01014302046314378 143:-0.1498693561493488 144:-2.429926108528932 145:0.7376291731595928 146:0.3309956688875375 147:0.6430471066897673 148:0.3419135265623627 149:-0.7642704817273215 150:-1.475543581945217 151:1.586924975495865 152:0.8380162658246361 153:0.05365593308567071 154:0.3733180163869038 155:-0.3696325095613365 156:-0.6884990997189943 157:-1.36450305820151 158:0.8315922068596169 159:-0.09088266010955891 160:-1.792713811950639 161:-0.2099156763402684 162:0.5451355259810863 163:-0.479960786860554 164:-0.2752118563080246 165:-0.288693071191453 166:-1.315236219824837 167:0.078726859688747 168:-0.5185384187041976 169:1.591782868330481 170:-2.213540621784025 171:-0.4187878770654969 172:-0.7985054848957586 173:-0.7750300126903994 174:0.8856038013166847 175:2.546349902279631 176:0.285692236756674 177:2.07981228470381 178:-0.7148694902400009 179:0.1229350318289074 180:0.7251635705788677 181:-1.3184077179571 182:0.5491387458305774 183:0.114319656766976 184:0.365625500550411 185:-0.2754909708303855 186:-0.2277227475268786 187:0.2871796770829789 188:1.211722320451403 189:0.5430036977377507 190:0.6973722059775692 191:-1.971227565798705 192:0.5509277957541682 193:0.8700155381848326 194:-0.3249252928715224 195:1.461974512599505 196:-0.1824133758114508 197:0.1769162084395242 198:0.02704100631502619 199:0.9030115966984897
-1 0:-0.3839365138570945 1:1.56243636971292 2:-0.3604163309408855 3:0.924155276698715 4:-0.708735230760541 5:-1.749614192561109 6:0.5816228638386037 7:-2.29810067241565 8:0.6152918291302789 9:-0.05874017712111009 10:-0.5931286307396717 11:0.8049406475040259 12:-0.1569590332536873 13:1.027967183880785 14:2.613923776603177 15:-0.470989161848517 16:-0.8323438089940216 17:0.6675977149748958 18:-0.8900296566519933 19:-0.1337152743020317 20:0.4327943395387341 21:-0.009176366660925007 22:-0.9139593019929907 23:-0.3069566540679218 24:1.986210799635356 25:1.017976092215378 26:-0.3740432115121768 27:-0.02497316011729689 28:-2.71648456035349 29:0.7746156224543056 30:-0.0810669675776316 31:-0.8445452100873884 32:-0.03258903965174337 33:0.1026736108215102 34:1.093303720416848 35:3.095957981393895 36:1.405147868994512 37:0.5291562403337542 38:1.060541325018108 39:0.3160156186135952 40:0.3819771896853845 41:1.507341865174748 42:-0.5902364167586194 43:-0.6743287144156553 44:1.871060543337675 45:0.4686586572062355 46:0.6051515199559788 47:0.1200734112888686 48:-0.07543662329704766 49:-0.6904668321844305 50:0.8965965967179502 51:-0.8835544887728096 52:0.5765731099469625 53:0.9368496921441929 54:-0.1309600563525095 55:-0.06528697241329667 56:1.420099429169459 57:-0.08197721615064495 58:-1.692648107074371 59:0.1534345328683248 60:1.007798649803119 61:0.1847517976385142 62:-0.4486613288129094 63:0.05998614658729929 64:-0.4322472598840268 65:-0.7411292671917689 66:-1.286880396712955 67:-1.561466545683724 68:0.3928702808340649 69:0.1006165204466564 70:0.182321376986478 71:0.1526289827909 72:0.3639015895766638 73:0.6125435980993804 74:1.094728864390419 75:0.6005544129336261 76:0.7047347227948653 77:-0.6660790261349092 78:-0.1547190589670629 79:0.7809824020489461 80:-0.02158769595238076 81:0.2335994902221648 82:0.6046984151484297 83:-0.7644025046065359 84:0.7393160089349976 85:1.698073569357765 86:2.081253924141599 87:-2.917790750589039 88:1.64582696830631 89:1.752139294035902 90:-0.258554892744467 91:-0.767087285798029 92:2.932054720594045 93:-1.427148432244719 94:-1.858773516738472 95:0.2739528247665304 96:-1.683407636824467 97:-0.2812386143819343 98:0.277814193315732 99:-1.607429865757472 100:-1.139984610576466 101:0.1761647148378062 102:-0.5339053819013911 103:1.031861758146432 104:0.05891739836925838 105:0.4761717103782205 106:-0.8173835994074869 107:-0.1025031413126864 108:-0.9748217368606588 109:0.893701881539302 110:1.291679997866505 111:0.4872246690471789 112:-0.4644010970998981 113:0.7290723507303186 114:-1.076356218409236 115:-0.7955497962969774 116:-0.3275183677628032 117:-0.2532385298316194 118:-0.5553657408700506 119:0.6092772045346895 120:0.7871156278164214 121:1.244901739219432 122:0.1285170974483766 123:-0.8599037309694142 124:0.5324530093176809 125:-0.4514024486655129 126:0.2323551482235982 127:0.4960507440931368 128:0.3525587268448956 129:1.04043233111492 130:-0.7520887266251512 131:1.566362306535195 132:-0.2502566980336578 133:-0.9128791119729799 134:-0.8573942146154201 135:-0.1958148293408075 136:0.2097651557058935 137:0.1764910424073189 138:-0.4317193382014035 139:-0.5408458693954169 140:-1.086773546534198 141:1.213771496287783 142:-0.9790274189576523 143:-0.5227556128985367 144:-0.7349302961800804 145:0.1961711463777263 146:0.1654601472360119 147:-0.1646643818226792 148:0.9941700731050221 149:0.9414740801503304 150:0.2476711426419297 151:-1.162538266265448 152:1.507182127415616 153:-0.741194714251608 154:0.2088239731492315 155:-0.7736902061191612 156:3.000306554451443 157:-0.03524862736641825 158:-0.2649309330400682 159:-0.02255684543179062 160:-1.566664862919872 161:0.7010415791075704 162:1.099377063036607 163:0.148679366924112 164:-1.417573835565726 165:-0.4665481915416678 166:-1.863267460231238 167:-1.519612798196621 168:-0.1456769971721785 169:-1.035794999352993 170:1.071252095406684 171:0.1293656022444127 172:-1.381482312130495 173:0.4816043302589555 174:-1.045803228014675 175:-0.7796550698532895 176:-0.3009589634745968 177:0.02364464248944864 178:-0.9016106697946037 179:-0.1155162722959839 180:0.2157964872211739 181:0.9410984438621233 182:0.7078734811256358 183:-0.928401476536858 184:0.4152230561390472 185:1.617113749961369 186:-0.0150336748258255 187:-0.1083537049301777 188:1.4802430641437 189:-1.426539454876852 190:0.5717593620876227 191:1.840308979627024 192:0.1576049897436478 193:-0.7120953294867414 194:0.6782049572115812 195:-0.1860188854338585 196:0.5931191448856871 197:-1.59084988619564 198:-1.300346276419187 199:1.212812146817054
--1 0:1.433365066815884 1:0.8683662646308484 2:-0.5010470802121803 3:-1.099585858556594 4:-0.003716293897433362 5:0.3790910413531647 6:1.283366878863859 7:0.7238766561907403 8:0.6977538883622395 9:-0.5606586595550512 10:-0.9934722823024499 11:0.2609694885308154 12:-0.9487842048717398 13:3.049157178255407 14:-0.2934528563099234 15:1.074336410300651 16:0.925703132047399 17:0.7007263242158692 18:-1.227767844258865 19:0.1289884673464917 20:1.226806195919261 21:0.4106815883258805 22:-0.1547201531784846 23:0.1052003435134744 24:2.0520853173871 25:-1.260075292332996 26:-0.9702483003532009 27:0.7288808376522359 28:0.1479140504127487 29:1.99820590778001 30:1.152315504034471 31:-2.344699247278895 32:-0.3407789780575703 33:-0.5283099197814367 34:0.7026314794887901 35:0.8923531439007725 36:-0.744825095301329 37:-0.3811662949197434 38:0.7809324143881168 39:-0.819760909323037 40:0.4598425258568025 41:-2.688457568904047 42:-1.317309953321363 43:1.287198975784329 44:-0.1506619577671968 45:-1.279264876490422 46:0.04482482458633108 47:-1.524863759605787 48:0.4924558909196657 49:0.1408886892799684 50:-0.831966614198799 51:1.017782882060729 52:0.966819086580052 53:1.299673083108226 54:-0.7518968306061877 55:-2.802019901886845 56:0.3558952059243702 57:-0.3342063250726422 58:0.4813980137996356 59:-0.2063283027246912 60:-0.3701741600366836 61:0.3966028320324759 62:0.1008522336106636 63:-0.6229191240109052 64:-0.9964389707068568 65:-0.05239675190688955 66:-0.09448967578197713 67:-0.6553025823991175 68:1.23933295284903 69:-2.905146849864633 70:1.706740923200511 71:-0.7470206195210961 72:-1.291413043484074 73:-0.1976204081396322 74:-0.2587955137867526 75:0.3751555846404627 76:-0.06403892662504283 77:0.1059818534233182 78:1.395003153010907 79:0.6959740608580847 80:-1.089663121645256 81:1.128758231734901 82:-1.059604974482287 83:0.9388713499530683 84:0.8432383847187133 85:-0.4359113133533999 86:0.5006612736154982 87:1.513262001222724 88:-1.559767283310984 89:0.3878524681657837 90:-0.6199704800799869 91:-0.243855999779115 92:-0.2386637593663029 93:0.275487492093036 94:0.1012002952775775 95:-0.4816532525100973 96:0.381606741653801 97:0.8372762615597492 98:0.3433033036742509 99:1.226067238269209 100:-0.9527743879268848 101:-0.6220581991696139 102:-1.351855836176212 103:1.141817544753194 104:-1.123908143158932 105:-0.4515217938177205 106:2.280415740301587 107:-2.65439917762975 108:-0.6195739238723725 109:-0.3502406372811038 110:-0.2180961670603463 111:-0.7607407371907633 112:-0.4898817776683914 113:0.03701517060816954 114:0.6206085432988514 115:-0.08755693566776251 116:-0.03869901151410544 117:-1.350814617812634 118:1.867733924917434 119:0.01912108203957092 120:0.2483757044831394 121:-0.5278274053121974 122:-1.322488044004706 123:-0.236193463581546 124:-1.389688472727002 125:-2.47426998505953 126:0.3759619157659431 127:0.7420554557467484 128:0.4664136077078921 129:-0.9269746266368242 130:-0.6501114721304888 131:0.5268791263237508 132:-0.3731642862860319 133:1.216426897603131 134:0.002668630184223606 135:-0.08232509379099073 136:-1.406734537274921 137:-0.7845231064965047 138:-0.6950331262046703 139:-1.336742665540597 140:0.6375291137345297 141:-0.5833538095783485 142:0.4731417824787971 143:0.1468141027698018 144:0.7545444092419064 145:-1.654573712586297 146:0.7329760508518572 147:0.3593501096678192 148:0.04532879997209322 149:-1.675600902884041 150:0.5824599723587213 151:1.311280139986564 152:-0.3017782704127037 153:-0.5866651599695265 154:-0.4771068400455659 155:-0.555227368171231 156:-0.2279264859168261 157:0.2306692594341752 158:0.4034661242892813 159:0.670117314403891 160:-0.2682014728457923 161:-3.310787866767417 162:0.3425760663490779 163:0.3864318258646116 164:-2.02897091012409 165:-0.5246741519188365 166:0.5435650535348074 167:-0.4905797817702104 168:2.081457858801392 169:0.2001792617542899 170:-0.1870834367150009 171:-0.003048115121349695 172:0.577871466556576 173:-0.3063801723251641 174:-0.8201443874066213 175:-0.3562034376273921 176:0.05720872494399509 177:-0.2195527909537744 178:-0.5555123664830675 179:-0.2457444426725824 180:-0.508809276852443 181:-0.4822331139072611 182:-0.8297641585987772 183:0.5323008869716599 184:0.9848295363853051 185:-0.07515657637447215 186:-1.658101545032621 187:-0.8874070640078944 188:-0.07689615300288155 189:-0.1524410592674164 190:-0.4241918159663609 191:1.544523143500637 192:-0.9843375226494552 193:0.2402988252101277 194:-0.7035391727503065 195:0.8966339753152248 196:1.370936591372652 197:1.661379341752451 198:-1.269804283697024 199:-0.6826216970033112
-1 0:-0.3054261006232506 1:1.514329282317332 2:1.445911131323456 3:0.5733718033001735 4:0.3955743656917301 5:1.278345149193652 6:0.81110332076711 7:-0.4120562356823431 8:-0.4185781175382984 9:0.3423885730824551 10:-0.03623350971468724 11:-0.4396798412447066 12:-1.272144934452221 13:-0.2301680339529642 14:0.6466984194522037 15:-1.00035020189958 16:0.70776655085643 17:-0.7638783768775996 18:-0.4502847682699452 19:-1.611053455364188 20:-0.7970387102870291 21:-0.7807797347147274 22:0.05154808133762246 23:-0.4354878135728469 24:-0.9174506589432098 25:1.513975216947634 26:1.085150978922274 27:-0.5336554294143812 28:-0.3465357046057029 29:0.1892808934504478 30:-0.2483557605139352 31:-1.319478310469119 32:1.9835101337388 33:-0.4915468658002919 34:-2.003851658730493 35:-0.3227293425834366 36:-0.5757693059551082 37:-0.390263687589943 38:-0.8992650995033233 39:-0.1468125553311072 40:1.595572241716472 41:0.7580288719666167 42:-2.271594014822639 43:0.3059246316218617 44:0.07082400401410352 45:-0.7369927855100854 46:-1.273509184417422 47:-1.489155876187663 48:0.3559275385756172 49:-0.4527217276842985 50:0.1236733244040441 51:0.9718185739761638 52:0.2011802546002143 53:-0.4648491286884524 54:0.8118397938924647 55:0.6498172680691096 56:1.326248215258689 57:-0.7717986344605188 58:1.678345387579626 59:0.1548807984306977 60:-0.2788922434337224 61:0.3468580580205609 62:1.175782208513302 63:-0.06122916308083646 64:-1.021664117497359 65:0.2972789242464349 66:1.329579176064898 67:0.004224417519030959 68:0.9793354344729246 69:1.695275736772726 70:0.9210543437102084 71:-0.2909749942684401 72:-0.9208975822135179 73:-0.219034878161851 74:-1.939934552101429 75:3.202531565513254 76:-1.419891354683096 77:0.3735073998546424 78:-1.591514171690738 79:0.008726772060735377 80:-0.2630808957770178 81:-0.5946552155351605 82:-0.7339802377067741 83:-1.035061606532496 84:0.7453945610418379 85:-1.072624386903972 86:0.06643593735156619 87:0.7697908041902521 88:-0.1191024094374434 89:1.01645415285127 90:0.534470859272434 91:1.167760511958339 92:1.106657489467185 93:-0.03468821614703233 94:-0.1197920029455019 95:0.8400357327417484 96:0.06606796616085853 97:0.4475346724967196 98:1.15425975402458 99:-1.965708633215645 100:-0.137974929414922 101:3.473214976970564 102:1.28958800882685 103:-1.757111896257291 104:-0.5590163956229428 105:1.366459457811973 106:1.15880037740461 107:-1.736254206622958 108:-0.07795719646620962 109:-0.2379853155034381 110:0.5532278323098232 111:1.304781206245316 112:-0.3755125425411374 113:1.263444068639641 114:0.3861576046888767 115:0.3061441204915298 116:-0.4858994243418152 117:-1.195823368394779 118:1.684248187312951 119:-0.272427041005036 120:-0.008763868275400533 121:1.244199384921282 122:-0.6644952148481807 123:0.3636088508335051 124:0.1149211526223754 125:-0.6187621344578028 126:-0.2213764656849927 127:0.2320241752399795 128:1.020416714825002 129:0.87734310334726 130:-0.1704819440947838 131:-1.367148642852116 132:-0.7805968482339752 133:-1.308399410445868 134:0.6287782375072291 135:1.018798933006222 136:-1.111333810905548 137:0.7195368266954432 138:-1.461726623869973 139:0.1786955252637071 140:0.7721793553994506 141:0.05783586718549394 142:-0.4875400628401184 143:-0.4973802078274557 144:1.473449374746259 145:0.2203274486563853 146:-1.457245960564389 147:1.045350527693796 148:-1.049255453673049 149:2.074942667272764 150:0.6718038844709397 151:0.05211774445708635 152:0.08707477679696891 153:1.146246531420624 154:-0.9942224680005927 155:0.41517420559109 156:0.2527376456415629 157:-1.400294428244694 158:3.25242717297587 159:0.3073243270292152 160:-0.3211931437668643 161:-0.4585122671122034 162:0.7842228762646787 163:-0.4904612620292842 164:-0.8579120090592165 165:0.5972147900263128 166:0.5429211039908201 167:0.9793260589745599 168:-0.2064190210125614 169:0.3702239064518914 170:0.3778271058189784 171:0.3147161909941434 172:0.4355534735636198 173:-0.4352478432915026 174:0.7760813194297239 175:1.546264736047662 176:0.3015467708844033 177:0.4228228116329535 178:-0.5354682347492532 179:0.1092676274836272 180:0.4054315302183307 181:0.3123012615922221 182:-0.8496224151452972 183:-0.03122770204717778 184:-1.408963164774813 185:0.4900447749379021 186:-0.4463655171345372 187:-1.020657095907116 188:0.2078493192044135 189:-0.1336070105431816 190:-0.2430501977101352 191:0.3782128155892974 192:-0.9549506168796338 193:-0.3221740276833752 194:-0.4593655223721997 195:1.517035502074587 196:-0.8912610344283697 197:-0.2849372294313743 198:-0.11220150306385 199:1.87538910392304
--1 0:1.671056149894741 1:-0.9341967847593636 2:-0.3677909001825157 3:-0.1788957260803716 4:-0.08213586794463001 5:-0.250505242580523 6:-0.5896601431313799 7:-1.005001631309239 8:0.6467842754131389 9:-0.5984821218463484 10:0.3498084449368866 11:0.4432715254603822 12:1.231147936393632 13:-1.41380353496962 14:1.318197765197698 15:-0.284998736319622 16:1.56153670166126 17:-0.5739218715911494 18:-0.5863900109142344 19:1.313781348933221 20:-0.8109247485128112 21:0.6192124662695582 22:-0.8264671838805197 23:-1.398888914928548 24:0.6571084772074273 25:0.6547964916162728 26:0.8766672363958442 27:0.5357030812918143 28:-0.7071889450962044 29:-0.09497378072916719 30:0.3073804572388708 31:0.3525323618700764 32:-1.525369406191069 33:-0.7854125402048019 34:-0.8372932851022236 35:0.3323116664287059 36:0.8411941862241439 37:-0.2911729010153949 38:-0.7104736547530559 39:-1.261083188557615 40:0.4162664510706565 41:-1.553767602366643 42:-0.7969341045200683 43:-1.204966779020868 44:-1.144884038324503 45:-0.2376823593904356 46:-0.7502709627171973 47:-0.2318994345454001 48:0.7312357873346877 49:0.9356365459157875 50:0.09442505465648079 51:-1.005879924664911 52:0.7248276281046376 53:0.1967189638915116 54:0.6118547787375321 55:-1.03253379086837 56:1.691639671792801 57:0.5887095509368409 58:0.2496402981570111 59:-0.2518586867965651 60:-0.1341102141985721 61:-1.473595622583905 62:-0.1294611936240805 63:-0.8875562493395657 64:-0.5096110540767728 65:1.577563368099165 66:-1.269711284586576 67:0.6978352974583054 68:-0.3253242713144555 69:-0.2276239603744107 70:0.5447320869043819 71:-0.1542341975436749 72:-0.1381178105749221 73:-0.3270754703214461 74:0.5206361518147231 75:0.2024827836746944 76:0.5921709208286348 77:-0.6485830716811009 78:-0.8519654392577009 79:0.2612059394026142 80:0.6290029475317155 81:0.1713631018558257 82:-0.4659518402305434 83:0.7422044783807646 84:-1.930091563140215 85:0.5879197622832227 86:1.139173462427017 87:-1.408389148914922 88:-0.8354935053458346 89:0.2467285237567167 90:-1.03998010191954 91:0.6143686517152268 92:-0.3468604388009007 93:-0.3578667028227123 94:1.30901339497361 95:-0.001958417108925593 96:-0.2915603259463608 97:-0.02810427916629386 98:0.1038500191361811 99:-0.9131501054137333 100:-0.03923180433850521 101:0.2196630659169082 102:-0.07294434576324368 103:-0.7966831706100616 104:-1.401703186457843 105:1.936253199761922 106:-1.423652107850153 107:-1.227430549257951 108:1.107223200018534 109:-1.861059748909569 110:-0.519195134628082 111:0.3701733212019264 112:0.2797513285861548 113:-0.9385239266591217 114:0.8810029725975445 115:-2.375500467369585 116:0.394127428024501 117:0.2879274120308397 118:0.4650319776508305 119:-0.885931105179497 120:-0.1931513906882454 121:-1.096291269230339 122:0.8897675681750571 123:-0.1002772663576534 124:-1.142335904191593 125:0.01135405624220867 126:0.9821814911269556 127:1.226842551600727 128:-0.6281331011100417 129:-0.0857972857856282 130:0.7486849094287453 131:-0.6234204371006272 132:0.3807891611027137 133:0.04285839884802695 134:0.5807527189570939 135:1.283913899255519 136:-0.5900422168529734 137:-1.237593387020664 138:1.123405748583264 139:-1.654339256943853 140:0.9413372278580086 141:1.670738201415346 142:-1.578199772032263 143:-0.4303196728379288 144:1.552634286208384 145:1.549650649392759 146:-0.9403355720735986 147:1.100012984144086 148:-1.013498739503515 149:-0.5888968601609759 150:-1.508841340354679 151:0.8609345651375 152:-0.8582947445927954 153:1.261092155508986 154:0.5810389572379238 155:-0.8567718329442917 156:-1.849538838908679 157:-0.5005096677626683 158:0.563524031785098 159:0.1071277206305819 160:-1.046752129926128 161:0.3176353866244101 162:-1.040397865233148 163:0.2020486544545479 164:-0.2779160873055802 165:-0.7380508244037706 166:0.3647141069226191 167:1.073949174136047 168:0.0331905781822244 169:0.04370462577887281 170:-0.02678330725647553 171:-0.5509494163249374 172:-0.549456138207427 173:1.548692325268859 174:-0.8101993601459012 175:1.15879389600516 176:2.076688994155657 177:-0.5169465784246252 178:0.5062231817362205 179:0.5354286448933629 180:-0.04094555404016973 181:-1.218400351034991 182:-0.4295349975170815 183:0.1891770263064289 184:-1.058835083909584 185:0.4949942097718072 186:-0.7587707771763441 187:0.4856673397011342 188:-0.4765415926126252 189:0.5149607439692967 190:-0.01936740271398006 191:-0.2717262728440965 192:-0.6836833143706692 193:-0.9479299811533435 194:0.4481757575845018 195:0.3727377305873328 196:0.2649774829238224 197:0.3353648232844675 198:0.5154743894393105 199:2.162587399244268
-1 0:1.826602841953691 1:-0.884014118613585 2:-1.042144403309753 3:-2.288227379712688 4:-1.197235242098231 5:-1.026587385466656 6:-0.1632039099721542 7:1.553344589818821 8:-0.4299216409193389 9:0.5359183278952573 10:1.922880742858495 11:0.3754904998204442 12:0.03415776812423069 13:1.187371715421763 14:1.124252212883645 15:-0.04560961187877442 16:-0.6433062750143799 17:0.8814689251950576 18:1.138030431403722 19:0.2184699032205673 20:-0.5359526740130863 21:2.444742349185363 22:-0.2693218038115343 23:-1.913514216628862 24:-0.5248243971029593 25:-0.3892048513770268 26:-1.569017536576759 27:-0.3333462357080259 28:1.11316297645638 29:-0.4838955994987845 30:1.015947642968185 31:-0.2646793746869886 32:-1.49731042925229 33:-0.02692632702144077 34:0.4948081154907492 35:0.3986700172628554 36:0.1657665833147569 37:0.2700390734109149 38:-0.2852756691682796 39:-0.1209415738086533 40:-0.09019800250237997 41:1.174232023105449 42:-1.611199622837053 43:-0.1835602584432954 44:1.025604229900059 45:0.1261187756685573 46:0.1691028690460167 47:-0.5851929618812213 48:0.6820809767655907 49:0.8774567444774116 50:1.684192315881958 51:-1.163912648797159 52:0.2057434615787111 53:0.1085547112753671 54:1.298190304811986 55:-0.7983915673816897 56:1.069664479242687 57:0.3002788921600857 58:-0.4823623188996635 59:0.3438453242970547 60:-1.438592938051631 61:0.542086729513571 62:0.5649652932609558 63:-0.9928351485091478 64:-1.219955089309106 65:-0.6401782668658584 66:0.3683607488386026 67:-1.823682991511147 68:0.9880362117799378 69:-0.1614449263462114 70:0.3112760818253734 71:1.758829416915009 72:-1.755772515338885 73:-0.07286110735674983 74:2.330631505940811 75:-0.2610430955730221 76:-0.09876778584826744 77:-0.2859162190951324 78:-1.472820946976761 79:-0.313033454945542 80:-0.2770822852261808 81:0.2214222352898376 82:-1.735916875934825 83:-1.392089837340835 84:-1.344767713389577 85:0.0301226925506758 86:0.2907298742321432 87:0.3899607175810677 88:1.28799101884593 89:-0.6468032177827595 90:0.777600140138439 91:0.5419180566592954 92:-2.268176143439313 93:2.286293247283066 94:0.696201784641574 95:-1.045621595804142 96:-0.271254254648495 97:-0.3180085567911734 98:0.1400001248582073 99:-0.2421143273381794 100:-0.3483330911855334 101:2.559509139785729 102:0.2252246239471151 103:0.1609930626222821 104:-0.1778653849189918 105:-0.4775173474514882 106:0.0358690287287191 107:-0.9613061325830395 108:0.3449994711325205 109:0.2640224631468738 110:0.4015257759140594 111:-1.250175111177115 112:-0.2112394765581449 113:0.5959563890077785 114:-2.046450502327947 115:0.4158139227962406 116:-0.6699926028154236 117:0.4417488909581169 118:-0.9499170217579083 119:0.4153071775401563 120:-0.2477626907643996 121:-0.5873773705111047 122:1.371988795971048 123:1.615442595441289 124:-0.4921034583578133 125:-0.2412728298067884 126:1.49786928304021 127:-1.33826310891645 128:-1.092047014284073 129:-1.445446784669892 130:-0.8927228896913483 131:0.07111122933530856 132:-0.2960264225653492 133:0.09787272267444255 134:-0.7407761981776332 135:-1.032903156093576 136:-0.4128030737907367 137:1.507653591877009 138:0.8047592211431362 139:0.6349645165577957 140:-0.7229806157707573 141:0.0817486371463763 142:-0.1259611348692246 143:-0.430004128957354 144:0.8606548124549008 145:-2.177540273778282 146:1.665529143148937 147:0.3321594166913343 148:-0.09190583809412677 149:-1.174770400496861 150:2.953563600845677 151:0.4311349370912442 152:-0.7311403858170072 153:-1.5969321658526 154:2.16938069836048 155:0.1193607084922127 156:0.4454270647980701 157:-1.009989931513191 158:2.537073968946994 159:-1.597702402724598 160:1.755267586435937 161:-0.9911232479813383 162:1.451961392029214 163:0.4660506504877921 164:-0.2280142116426688 165:1.602652763425054 166:0.5093365399295817 167:-0.7167937763396399 168:-0.3663140582416586 169:0.1028386795611392 170:-0.6392607807157686 171:-0.7163198090337842 172:-0.5380311270276631 173:-0.524268387503097 174:0.5454971849316497 175:1.708666437900328 176:-0.4293298827383701 177:0.8007516103580086 178:0.2959189177271266 179:-0.4287938558336269 180:-1.63346665971229 181:-0.4208265103215677 182:-0.9094341703327967 183:-1.613708181717573 184:0.06915781262263758 185:-0.0166542884143759 186:-1.26176062239464 187:0.7951566888343218 188:-0.6951795511917924 189:-0.9672627989199916 190:0.9957375225875704 191:0.220367158269546 192:0.04529146448074334 193:0.7086292194944083 194:-1.11062417885747 195:-0.6743221363031192 196:1.265879862416067 197:-0.5229322859287663 198:0.08118937721069842 199:0.5271506535730545
--1 0:0.5701915752070298 1:0.5095853531532354 2:0.3168542276995314 3:1.52814184611001 4:-0.00895770197098094 5:-0.3230265291184607 6:-0.4318841504812033 7:0.2122919306197325 8:-0.3333392232128072 9:1.50055002371727 10:-0.4100757878825664 11:1.173100076668446 12:1.52735188369211 13:0.4299435976141638 14:1.704829586811287 15:-2.67131804694285 16:-0.3764466768785609 17:1.79896565060829 18:-0.8430709962024889 19:0.9242417145095639 20:-1.206618208825095 21:0.1804414268535927 22:-0.4234213157933483 23:0.7088676279661223 24:-0.09915681897321657 25:-2.47234182250869 26:1.546695015780875 27:-0.1358869751017038 28:-0.9172602153836015 29:-1.240798052226558 30:-0.706213282511106 31:-0.4225208790742921 32:2.025630010959329 33:0.5166199993664682 34:0.2243570710767854 35:-0.3486449399970388 36:-0.3926175724039794 37:-0.4237657991125483 38:2.470084764192086 39:-0.7176001930533747 40:-1.574184798283846 41:-0.1076534071230564 42:-2.856229083160021 43:0.178875711490166 44:1.515604225424022 45:0.08569952640660762 46:-0.8387088500169677 47:1.411552146506923 48:-0.3123303255188902 49:-1.0076336597423 50:2.39454210441877 51:0.7423142576189578 52:0.4831790829210671 53:1.416373792029572 54:-1.194146645789997 55:-0.5123525281387464 56:0.8143126035608423 57:0.03113602345083086 58:-1.710766641846379 59:-0.06906843246339822 60:-0.08953698773166527 61:-0.4660249231799528 62:-0.4163584186770758 63:0.6594640345750928 64:0.3187207409407516 65:-0.7498094383499828 66:-0.7032856683306355 67:0.2563161780654051 68:1.182365090912971 69:0.1134795552608761 70:-0.09674959353922537 71:-0.8624670111191101 72:-0.7201606345710916 73:0.1258691736855997 74:0.4974822417320482 75:1.163767885275557 76:-0.6984133683216217 77:1.241148013175841 78:0.8218505251826135 79:0.6070582638902947 80:-1.06458589046325 81:-0.7379563437228102 82:0.6949194196794509 83:-0.06911256329243011 84:-0.4304719520292059 85:-1.790458089802447 86:1.636722982098376 87:0.7213335016644369 88:-0.3558624604290733 89:-0.2611487442722761 90:1.159752408323638 91:0.4600938002317459 92:1.309821045587371 93:-0.4392778663822142 94:-0.323680105682087 95:0.06180652648300021 96:-0.7692093014633864 97:-0.6225357390321883 98:-0.04768799220626979 99:2.130708125730099 100:0.2934219076979078 101:-0.05851595732047753 102:-0.3474154021849936 103:0.4134167385664822 104:0.3953358049083151 105:-0.5227118133608719 106:0.3618436914790047 107:-1.420960564323993 108:0.5058106570217135 109:-0.1238067643689597 110:-0.07019888575515745 111:1.344373791741377 112:-1.414541253957125 113:0.8317845997786136 114:-0.03715425201881598 115:-1.213444713821969 116:0.2017681572482545 117:-0.2139696010436815 118:-1.322601702803348 119:-0.3695915871666196 120:1.815616958077244 121:0.5215104865097157 122:-0.620164587088631 123:-0.1732317683976805 124:0.1008001149159267 125:1.664258533996277 126:-0.4046701069162106 127:1.857110940337099 128:-0.3337958401127249 129:-1.007731592153021 130:-0.6637876803261015 131:0.5945966974887623 132:0.06454508708457612 133:-0.5286557929895297 134:-0.9648389338826272 135:-0.2541826275909767 136:-0.4916503344256868 137:0.1735626742872765 138:1.254857893127791 139:-0.02243445539461227 140:-0.0972269690646773 141:-0.01636677280882084 142:0.7428766922878107 143:-1.469904050148667 144:-2.077825005139688 145:-2.381728232806267 146:0.9896023174515185 147:-0.09612032934124022 148:-1.231334962332239 149:0.251322154814595 150:1.785611311024641 151:0.588453373017341 152:-0.5865466853209855 153:0.4249133268990056 154:-1.182182291325712 155:-2.219710751336214 156:0.4210151582773605 157:0.1552365724924106 158:-0.2740127999522957 159:-0.4060179726955286 160:-0.1720268873222444 161:0.09065683787631071 162:0.5940460309911378 163:-0.6140974320463642 164:0.0715958938643064 165:1.80661063596493 166:-0.3967286260890165 167:0.8491845194540414 168:-0.6076958352713588 169:0.7706297285058439 170:-1.173770295455539 171:-0.9237274743352629 172:0.1148430054573047 173:-0.4023472990743533 174:0.4177691162503506 175:-0.7019624306654806 176:-0.8972552666396446 177:-0.5803154659368935 178:-0.8313593365416584 179:-0.2174983912046233 180:0.5112185426907349 181:-0.3451548531886904 182:0.05186315198253737 183:0.5460301585812916 184:-1.143836062047848 185:0.8924339143134237 186:0.234493283881729 187:2.050626532363924 188:-0.5766155220690269 189:1.301217615052314 190:-1.016222307351714 191:-0.3966377386696163 192:1.102448913215324 193:2.498345956906236 194:0.04418937335015385 195:-0.2103558648986524 196:0.1822078891160078 197:-0.8813781550409633 198:1.625472718620965 199:0.4399313153908763
--1 0:-0.01954619358660312 1:0.4083617733082239 2:0.1275397382450288 3:-0.3449581907481183 4:-1.529987870592658 5:-1.963533342321337 6:0.4771911558207216 7:0.6252909967258574 8:0.2711358257428725 9:-1.214474917675232 10:0.03803789098397448 11:-0.7598705259107255 12:-0.3170902210232825 13:0.8293780202362289 14:0.7855048883902999 15:-2.628381259892827 16:-0.01177192885393314 17:-0.8699803788646669 18:-0.9073740024495215 19:0.7878768581187818 20:-0.1360612655270566 21:-0.3803388558972399 22:-0.9154957060214085 23:0.1262490320809748 24:0.7527039639434422 25:-1.146348998980515 26:0.01968647882370136 27:2.886115536490352 28:0.4094166178578187 29:-1.261451584036975 30:-0.280719720813574 31:2.424604589348284 32:1.114082096277824 33:0.4929858295078187 34:1.894391537923468 35:-1.022589355028465 36:-0.6547744607941364 37:-0.8472974239844462 38:1.111709268520248 39:1.230153460833941 40:1.518415234985465 41:1.075153663148327 42:-0.931278525596734 43:0.5119259522379306 44:-1.019531447475078 45:-1.540152691693008 46:-1.5264404476047 47:-0.4668964963459005 48:0.4620946151641513 49:0.06326946764611463 50:0.6522098569025502 51:-0.4323243172085907 52:0.2437713547653214 53:1.099797267028711 54:0.5422148392655222 55:1.263606910281037 56:0.3994753004348854 57:-0.1404571767005144 58:0.311401318324224 59:-1.382837163106198 60:-1.620058049533139 61:-0.9864059969602997 62:1.639000432430861 63:-0.6183422322988451 64:-1.701151312878768 65:-0.244910324689646 66:-1.299417938325895 67:-0.1107086087308398 68:0.9288127155817643 69:0.3904047581204975 70:-2.921941865822251 71:2.602435790372339 72:1.313312046898225 73:-1.134523780376508 74:-0.5194346414025821 75:0.2505308046229157 76:-0.04076368481605779 77:0.492510358539928 78:-0.4737078400445875 79:-2.561021537077904 80:-1.429482419534508 81:0.9994400843891917 82:1.259271180271038 83:-0.809350489385447 84:-0.5461217100213005 85:0.602703021043652 86:-1.028046004220325 87:-1.02826051180909 88:-0.05823439534462491 89:0.7892311729057238 90:-0.4782073774559504 91:0.2175811357428775 92:-1.428096499414965 93:0.02955834693884483 94:-0.3723115069450394 95:1.742169203472401 96:0.1784988349342863 97:0.5402744970502413 98:-1.49468246465448 99:1.425354169412272 100:0.5948671828313273 101:0.337339420664002 102:-0.7217870319387674 103:0.7016451705829443 104:0.5335429000470315 105:-1.645985186684862 106:0.9515273933022587 107:-1.398228748397573 108:-0.316367998478074 109:-0.9826225120689401 110:0.006421324425202347 111:-1.466871413034689 112:-1.46860603229479 113:0.640603329320301 114:-0.6623687033180369 115:0.4796986879245076 116:1.946193329272172 117:-0.6102597138114754 118:0.2935497948203801 119:-0.5587537541115778 120:-1.125802584544634 121:-0.7660301833767903 122:1.197265414094287 123:-1.548272369011203 124:0.423122419483959 125:0.09622182271526337 126:1.351174508417823 127:0.3238873853398584 128:-0.7661591347508396 129:-1.463113373772855 130:-1.580987518316251 131:-1.023096592079332 132:-2.257465197198606 133:0.03782831221393746 134:-1.074776496292082 135:-0.9519251884987034 136:-0.9359915810921262 137:-1.034453034404281 138:0.1386656787318082 139:-0.9476839001433147 140:0.08758727250862734 141:-1.100233799725405 142:0.1599597336675437 143:0.007682149229324454 144:-0.06312889254131437 145:1.101074327224044 146:1.521392740244726 147:0.3699605702548225 148:-0.2693422709450889 149:1.922571971448805 150:0.2535978990104396 151:-1.290884359036111 152:-0.3076592415219117 153:0.8656324424102803 154:-0.4497780113863025 155:-0.1673531328796611 156:0.723973710935123 157:1.066632261250753 158:0.6542197269358949 159:-0.3744091229448903 160:1.322711759856418 161:0.5573887381642014 162:-0.7336337175573745 163:1.309043977935013 164:0.08552461514175724 165:0.2014461792516514 166:-0.6375776420967841 167:0.1502318298863036 168:2.680451713555581 169:-1.344391604553529 170:0.2974189929177978 171:-1.255146691216875 172:0.205065486145293 173:1.104213985654793 174:0.1750289416594666 175:-1.545924670664971 176:-0.3708339083655008 177:-0.0541031610487679 178:0.1873896962364039 179:-1.414833950280499 180:1.395401337560943 181:-0.4241404375954488 182:1.746680054672723 183:-0.06441861688847819 184:1.101422770883011 185:0.08065704760530516 186:-0.07968664052810304 187:1.07266751972668 188:0.6167664023258883 189:0.5608970020934718 190:-0.2477104103604077 191:-0.4837548279840319 192:-0.5149815420718378 193:-1.732391814810014 194:-0.3030012264397807 195:0.03311234432930055 196:-0.1948222283935515 197:0.392033328880432 198:2.653396442002317 199:0.05513161219757284
--1 0:0.5862810363525612 1:-1.805956398954955 2:-0.6161748821445222 3:1.537224176446367 4:0.9821863967504395 5:1.127058531027002 6:0.30202090065197 7:0.09660867371340762 8:0.6106203380339184 9:0.9211810055112813 10:-0.8911502840443654 11:-0.03275874577207769 12:-0.2566631100485331 13:-1.004858648105734 14:-0.1124470474319705 15:0.03055486071373141 16:0.6700380256000508 17:0.4315126796718717 18:0.02792249155708394 19:-0.1297218711938476 20:0.6213881741927153 21:0.8162059839349984 22:-1.240364986391384 23:-2.170037204197344 24:-0.1120684495334299 25:1.171799615124081 26:-0.2855913628685052 27:0.4729720542590041 28:-0.1710899476757506 29:-0.9783652679646964 30:-0.4492526108261814 31:-1.366585286914924 32:0.4174038495055721 33:1.473803957618122 34:-1.40799163055874 35:0.3772068176100825 36:-0.8456068539544007 37:-0.9299820676324159 38:0.7227327846616576 39:0.4002660171857879 40:1.393670325019385 41:-0.6842741627520573 42:-1.317251945489305 43:-0.05772564136266317 44:-0.3557670561939227 45:-1.458872746152458 46:-1.135022284799838 47:-0.06067743302537262 48:-0.9416374689885645 49:1.530160090522307 50:0.6156398166082158 51:-0.9150478547473475 52:-0.6664253240158188 53:-0.4588198969822858 54:0.3239163987211454 55:-0.8753018217627309 56:-0.3777724081281561 57:0.724296440229237 58:-0.5350124881911406 59:-0.519329303235006 60:0.6040073926702842 61:-0.1324687401767216 62:0.3523583465067127 63:0.7778765671611411 64:0.7832045702792072 65:0.07752401417636549 66:-0.8804309184928647 67:0.5067911790640787 68:0.003545341277478779 69:-0.1269378332884759 70:-0.4469996859469508 71:0.6992161669686463 72:0.3247235816444197 73:-0.410803096816162 74:-0.2431008194424793 75:-0.5533881106984043 76:-1.990491717553091 77:2.085642317343851 78:1.059749074343339 79:1.113807520901024 80:0.07251302558109138 81:0.6268220885579492 82:-0.7836031842173141 83:0.1559397315185537 84:0.1424170022512946 85:-0.8317021011835508 86:-0.8312606538391777 87:0.3772150811875858 88:2.68749899747689 89:-0.7156620256040858 90:0.6406343570415599 91:-0.5603551292425907 92:-0.06133730601835822 93:-0.3417432659026657 94:-3.453528551128496 95:-0.08019609350519324 96:1.121551153724672 97:-0.4869465965914375 98:0.1611364931041128 99:-1.456163988057814 100:1.191542118262282 101:2.28121156410264 102:-0.4409894771442607 103:0.23624770687112 104:2.08041807077498 105:0.7789899136752693 106:-1.254201000062087 107:-1.772524305130837 108:-0.4331859069246795 109:-0.308530599839142 110:-0.3036646419946827 111:-0.4211005580278458 112:-2.114913481943991 113:-0.07552344118880865 114:1.498650945936117 115:-2.429680290118164 116:-0.5598425995995731 117:0.003762643648309134 118:1.157799227877421 119:0.7836314183421066 120:0.1697385602095038 121:0.9748384731822324 122:-1.123833249820041 123:-0.3281258463995592 124:0.4594447827874479 125:-0.7046713907788742 126:0.8257904054820674 127:0.1534147158389996 128:0.8346884199655253 129:0.9948452151811302 130:-0.147931567725828 131:-3.504689958217948 132:0.5523029908540307 133:-1.051675236013476 134:-1.507298280676402 135:0.4675784674410238 136:0.2860132320815537 137:-0.6123490118851631 138:1.024230193980842 139:0.7446684746773682 140:-0.8175489815441218 141:0.4029835789232488 142:-0.3280827840877028 143:0.1659657311337417 144:-0.850433590302032 145:0.6460984338689095 146:-1.333145716026823 147:-1.104086601082087 148:-1.102126504644791 149:-1.125529590049711 150:1.013682599054943 151:0.371864825808433 152:-1.312193563306795 153:0.2407464490329757 154:-0.3375480646915725 155:-0.4931597335750197 156:0.3987717351405999 157:-0.8378323721899678 158:0.1571692925071894 159:0.6913676564984268 160:-2.053817133232837 161:-1.34722112622719 162:0.7109998307588118 163:-1.943125886322352 164:-1.420900143558988 165:-1.616521825918463 166:-3.041536544548062 167:0.7149364342207317 168:0.1423946816651882 169:0.7985995547730226 170:0.1212424073606899 171:-0.5551377277165925 172:-2.164822807283648 173:1.604396798547739 174:-0.5408815214493237 175:0.7831697468248904 176:0.1142496870347403 177:-0.01153504779857383 178:0.3002476742332789 179:1.125909554090727 180:0.7584677845674108 181:-1.10827598208857 182:0.005997334992174491 183:1.88010714324759 184:-0.008157155146545325 185:0.1999401033814379 186:-1.041897056417591 187:-0.05531950138921524 188:-0.0287153290639789 189:1.435814752297202 190:0.1311917497525367 191:1.173024103767863 192:0.4734415803709641 193:-0.7548339198317863 194:-1.243130890916854 195:-0.110614699726306 196:-0.5879110283198196 197:0.1114225208423713 198:-2.150824440753151 199:0.8582494198920757
--1 0:-1.249843607828928 1:-0.04146804191161366 2:1.436127971215736 3:-0.8052199550042959 4:0.5119291982601204 5:0.7328962364049307 6:0.4476714886700214 7:-0.03615326310357919 8:0.9650228746091577 9:0.25984022283066 10:-0.4065690647136582 11:0.2689334485380477 12:0.2368229587729845 13:0.4309993554672433 14:0.7987894052891577 15:2.20449808037041 16:-0.3032972494020561 17:0.5015945537802516 18:1.396552984889463 19:-1.126453082882147 20:0.7857232641206757 21:-2.372951861787541 22:-0.7864074091470024 23:0.2818569485611694 24:-0.1973261060077046 25:1.5372114130547 26:-1.46199311611596 27:-0.4310605106133808 28:-0.7882777680045666 29:-0.8157168509122055 30:0.3077827001548192 31:-0.8144299388173202 32:0.823354449029449 33:0.7619979944942386 34:-0.6787773848381382 35:0.2356353843915879 36:0.4761627073131026 37:-1.009817797502224 38:-1.104261187659093 39:-0.098711198787249 40:-0.4513769346282428 41:1.363988181102975 42:-0.9544305878023456 43:1.150322958831775 44:-0.4177290517999538 45:-1.125525930300445 46:-0.3010427262848261 47:0.5933059062303991 48:1.144715174488982 49:-1.66710957822769 50:-0.3827215704578527 51:0.2640570065210563 52:-0.5253179023826443 53:1.286873702478321 54:-0.2055558957812592 55:0.5180160314290133 56:-0.8570687332086951 57:-2.10491940395683 58:1.248040265592328 59:0.9914871587828984 60:0.7155967185125229 61:0.6841686952436666 62:-0.06370511758752891 63:-0.9189956112325769 64:0.01058527913565398 65:-0.7618968029755283 66:0.212376910469758 67:-0.3806851709746373 68:1.414322259171991 69:-0.194068247221777 70:0.2240577502681701 71:-1.061486865584442 72:0.3170761156829409 73:-1.344969853807016 74:0.2565783210290857 75:0.1642432196220343 76:-1.519277581348451 77:-0.7039725725119786 78:0.3435468117002816 79:0.866472655491387 80:0.1326636241543667 81:1.493090648137043 82:1.216938815420337 83:0.4687652916278185 84:-0.5646832169954698 85:0.9446922056212771 86:1.133038717974357 87:0.7758573815973725 88:-0.2925234550550055 89:-1.313265718781292 90:-0.7125903905750752 91:0.07781801587917532 92:-0.9505345705708983 93:0.7878598746930859 94:0.97293149651421 95:-0.5289534545349084 96:-1.006578765928399 97:-1.00446089626755 98:-0.001320305081926316 99:1.320174470072353 100:0.830538520901055 101:1.038102729080393 102:-0.377549138047048 103:1.208717530137144 104:0.6722139466091137 105:-0.4184364073461516 106:-1.283536166022131 107:0.701869514410676 108:0.9435910222032162 109:0.796899557540017 110:0.3865996808612606 111:-0.6026213266754409 112:-1.241075578290579 113:0.1615400301881456 114:-0.8976996353778778 115:-0.4342185133058887 116:-0.6356712350313624 117:-0.1539875013943418 118:-0.2698569087960669 119:-1.062307152999603 120:0.7982374081555234 121:1.911610365163237 122:0.2356872367652783 123:-1.277946013525064 124:-1.944274407930043 125:0.3208801570652843 126:-0.3240306189381694 127:0.8329812695946759 128:0.3754977596072163 129:0.002944429377631222 130:-1.684185153272127 131:-1.0703639434706 132:-0.7970330274902775 133:0.04856837867331897 134:0.7503374939345651 135:-0.3445440486709225 136:0.2907045416000387 137:-1.080057960838237 138:-0.8737021338320543 139:0.5158372939486445 140:-1.962294387029351 141:-1.171708547770095 142:-0.1494591754857014 143:-0.04140392373459625 144:0.05052967893870431 145:0.5260011614269363 146:-1.377095615063413 147:-0.7987027105992821 148:3.328801690136309 149:-0.2442544768434578 150:-0.6894123016195287 151:-0.5970985705536069 152:0.1375696957678697 153:-0.7132177795977406 154:1.549178933338113 155:0.7540625497427473 156:1.449521935971481 157:-0.8659801576863487 158:-2.06428895473996 159:-0.05914746206075387 160:-0.5422561654845454 161:-0.594821519184337 162:0.9942994177269608 163:0.7585124377683479 164:0.8289561694207987 165:0.4140278191094619 166:0.964245785502894 167:-0.1073384367678792 168:-0.387210735904236 169:-0.05852589934333989 170:-0.7332356883830066 171:-0.8515525832869312 172:-0.08412606152174293 173:1.920591691427701 174:-1.779361681345231 175:-1.176765118935829 176:0.1198749485888581 177:-0.4731510386616344 178:-1.184357337711554 179:0.2662238064974934 180:-3.014287153042801 181:-0.6335990831683018 182:-0.3664528981872263 183:-0.07154994938130968 184:-0.5733795668723342 185:-0.8001929786697419 186:1.374657327723081 187:-2.866011746417073 188:-0.3644900343512321 189:0.6847342771633309 190:-0.2786354799933143 191:-1.346471037233899 192:-0.2482873852580485 193:-0.647767671192359 194:-1.329947416797999 195:2.076501344894662 196:-1.261948041300792 197:-0.8780937359451652 198:-2.054350423023261 199:-1.443281291483585
--1 0:-0.4244314440507365 1:2.659757951880824 2:0.8015234967817177 3:-1.045680410894265 4:0.4835609265883464 5:-0.1185732279965519 6:-1.344529862431767 7:0.8192924219048953 8:-0.4308750870414994 9:-0.0706146953330455 10:0.5781839989617561 11:0.07254985459655117 12:-1.459046472467212 13:-2.036112425992916 14:-1.19044287024487 15:-0.7326269764653821 16:-0.2170328312602938 17:-0.3375748308739208 18:0.5316825164848104 19:1.151688612369739 20:0.02553784621210837 21:0.4915908043500471 22:-0.6188068068122538 23:-0.8175317580878669 24:0.9777622023981786 25:-0.2371302966738489 26:0.6143710024269905 27:0.0847022541128707 28:0.1859526709485809 29:-1.778903208802363 30:-1.775489453091806 31:-0.05273727595726609 32:-1.043208204992327 33:-0.7510877064500262 34:0.5133274395073306 35:-0.4487760892859817 36:-0.0005054545704070622 37:-0.1049483694497325 38:-0.5535268094861423 39:1.573821028533022 40:0.05630978024432533 41:0.3922521541249216 42:-1.237011764050181 43:-0.06059119138391625 44:-1.515893873875056 45:1.421342461934585 46:-0.1465988117074404 47:-0.7108659641230882 48:-1.400950867344441 49:-0.4543089890754276 50:1.261757671061104 51:-1.942739713500242 52:2.260788422703181 53:-1.440300237613222 54:0.1712099559903022 55:0.6758101107391797 56:-2.101369493693038 57:-1.020159615972025 58:0.8707976497047263 59:0.6543034029424747 60:0.046281151696155 61:-1.59696530333299 62:-0.7154375435009569 63:-0.0854669958968084 64:1.01741991140979 65:-0.09892389126617096 66:1.143078398526145 67:-0.132734584857481 68:0.2947792050071556 69:-1.406685056704218 70:-0.0300241763576642 71:-0.8412519077288356 72:-1.526417664081245 73:-1.897697843353028 74:-0.457662288670517 75:0.5730078289042216 76:-1.535375168880457 77:-0.02452329247362741 78:1.533022615546967 79:0.3540373037841821 80:1.055071942494659 81:0.5354338731397582 82:0.2466614668933196 83:0.02278639191525706 84:1.500960632419299 85:0.2644630732927494 86:0.4469742328160595 87:0.4121790915721451 88:-0.2263045977447841 89:0.747658585754058 90:-0.2742384751365533 91:-1.098727281276957 92:-1.559002686591707 93:0.03932382886188416 94:1.477989235967309 95:-0.3346238170791624 96:0.8105032008553081 97:-0.1097410425930777 98:-0.4447182006032299 99:0.6662450899401118 100:-0.04159121771625689 101:-0.03885641214413996 102:-0.528387237419642 103:-0.813219075497721 104:-0.5060764791093932 105:-0.3535104156874591 106:0.8199851912844877 107:-0.6883829011597853 108:-0.4303448071715426 109:-0.01032365414493136 110:-0.7679655063215673 111:-0.2128088067457367 112:-1.265118804029592 113:-0.3427955330683392 114:1.22410684528188 115:0.02404978260139283 116:-1.236400782264553 117:1.740705806116277 118:-0.6185464443190335 119:-0.7198412078277341 120:-1.067370239579739 121:0.6504042098015845 122:0.1011385404046575 123:1.426364030599588 124:-0.2088830747246244 125:0.2395689502957797 126:0.2800017692580898 127:-0.8726396109292811 128:0.6760624629704107 129:1.131569837896072 130:-0.2581971677525381 131:-0.792291875663599 132:0.6748327815398169 133:-0.5957819412645255 134:-0.2076494436824874 135:0.1145280964499833 136:0.8396402123189839 137:-0.8703429770074784 138:1.217593225196251 139:-0.3108214170384906 140:0.2839891453838287 141:-1.17522251342491 142:0.7078066721235373 143:0.8597319593301561 144:-1.259827946722235 145:-0.3979419929598839 146:-0.870342494111622 147:-1.161865780401644 148:-1.273065309370887 149:-1.276786200633848 150:0.01113937701944053 151:-0.2120031661526601 152:1.115857133901471 153:-1.449190621399348 154:0.64879920276256 155:-0.7004820411056849 156:0.1625819076683877 157:-0.4648787397822776 158:-0.138757326493941 159:-0.3331502973019549 160:0.3934655986944759 161:0.2312732614765272 162:-2.68645762161185 163:1.964990883815738 164:0.3304097608033666 165:0.7861920717988824 166:1.051621150800485 167:-0.2904364796286977 168:-3.302615101983148 169:1.726176574114586 170:0.6937939780524608 171:-1.600745171454551 172:0.06249320927129377 173:1.30573695586399 174:-1.744064236159834 175:-0.2093086411005332 176:1.579036412034195 177:-0.6297338182308623 178:0.1464360978362284 179:-1.834768496285934 180:-1.5308250929375 181:-2.035975349850958 182:-1.145398283298388 183:-1.698292799835296 184:0.4433920780946816 185:0.3460092338054064 186:1.252103573836815 187:0.5978172371199962 188:-0.2192871861158593 189:0.3121724461843026 190:0.3859223399986098 191:-0.766514512514622 192:0.3235311348587248 193:-0.1085184707520887 194:1.188492248316955 195:-0.3915438944305871 196:1.473533642491667 197:-0.4580733846809947 198:-1.01870444091191 199:-1.303493551909423
--1 0:-1.039937646006247 1:0.9125146815884607 2:-0.4098136862851784 3:-0.7393604471998531 4:0.0204812596184103 5:-0.3646983600488415 6:-1.730047752662367 7:3.118086360918808 8:-1.1143949600552 9:0.4968231581572835 10:0.09874511255265839 11:-0.593566408809131 12:0.7851100381985163 13:-0.4237061582117752 14:1.512670336199534 15:1.068621436334811 16:-1.764353603849545 17:-0.8886393059778439 18:1.095904971088604 19:-0.5756056776606387 20:-0.4792616690636319 21:-0.365378306586352 22:0.4598762245097201 23:0.4417290030814429 24:-0.6624068490302646 25:0.03074765299173023 26:-0.5993263846113108 27:-1.479516709482624 28:0.7144778546933445 29:0.3777077548646989 30:0.1355691475595545 31:-0.08741919324570867 32:0.7506494180609369 33:2.18332802918237 34:0.1891791050754264 35:2.560578741224231 36:-0.2184755174327281 37:0.3369320966052678 38:0.1787763537647006 39:1.540981418146437 40:-0.279862919714844 41:0.3185284470941156 42:-0.5754362370856676 43:-0.03071319687308244 44:-0.2790719892741927 45:0.1858010751401137 46:-0.3088093031728829 47:-1.244087463021131 48:-1.637051025789231 49:1.235418127119725 50:1.146298268011383 51:-0.1942606232965104 52:1.181629967757768 53:-0.8659083482776518 54:2.754912012025415 55:0.1477702759317968 56:-1.71334257673886 57:-1.178238738232537 58:-0.3212273305548102 59:0.4551621083925798 60:1.61208763341552 61:-0.7349098722742592 62:-0.947794429177422 63:1.29216934324842 64:0.08671037357706185 65:-0.2771211853138725 66:-0.190040303251447 67:0.05015305010629156 68:-0.06122824946468648 69:1.261933628048299 70:0.7672006495284829 71:0.1456177090727492 72:1.126652592904849 73:-0.2141623612644555 74:0.9016338456010793 75:-0.5541752328004004 76:1.29167752762856 77:-0.6148491119808978 78:1.13648922741055 79:0.448206800622157 80:1.082755642620426 81:0.2646867656125511 82:0.559255816892049 83:-0.6379287178413912 84:0.00942496172429578 85:-0.7588438971939164 86:-0.1361281051811971 87:-2.164756682331846 88:-1.499187494010966 89:-2.419999214288862 90:-0.5846307266264047 91:-1.305887471900342 92:-0.7561914803846109 93:-1.120535151334108 94:-0.1270526256991056 95:-0.443508754145851 96:-2.080966516807104 97:-1.229593907657856 98:0.7648070982242647 99:-2.079425546046678 100:-0.7832775814037413 101:-0.8694777341035171 102:-0.7671965824019826 103:-0.8323083758896532 104:-1.561994756161033 105:0.3126312152428091 106:-0.5112599571871996 107:0.3078222616896774 108:0.7980492425725975 109:0.2620923884096155 110:0.3938352566483651 111:0.978013436044605 112:-0.7854556753230192 113:-0.951332969820709 114:0.8052416072071132 115:0.4210744853417381 116:0.4161398535813461 117:-0.5371905358219353 118:-0.8338822883874182 119:-1.401090818400392 120:0.3452240109375634 121:0.02581859193266589 122:-0.9713797675480538 123:0.1470761755408257 124:0.1500502198921115 125:0.2423507398295399 126:-1.071867394165335 127:2.079012652403258 128:-0.8191579433290886 129:-0.01204355726010766 130:-0.1919643170656074 131:-0.1944993831172467 132:0.2884593725661442 133:1.402939201334134 134:-0.07815432289505038 135:0.8421482701475502 136:-0.4689509363787666 137:-1.192498444377106 138:0.9494592229516509 139:0.1169997759228334 140:-1.512593125489712 141:0.03756679785963658 142:-0.4042430472575357 143:1.194163034177929 144:-0.653072127045641 145:0.1676737452068741 146:1.276523701622807 147:0.6685198438898305 148:-2.146450584373215 149:-0.06047604650969751 150:-0.887418941450308 151:-0.6442188111251791 152:1.397458883038271 153:1.29189825189111 154:0.8144211845547626 155:-2.04878150951816 156:-0.4161438336428208 157:-1.875982704701039 158:0.6116072264594973 159:0.08427878774171531 160:-2.135738267456195 161:-0.5506621159933242 162:-0.2892768459165775 163:-0.7681938893005357 164:0.5133547578702504 165:-0.3449337785854997 166:0.7469727911560925 167:0.4626452629251923 168:-0.3024849967579002 169:-1.582565562082654 170:-0.1553580525556843 171:-1.058649049426271 172:0.6773398890603132 173:-1.152289764347386 174:0.2841697391628501 175:0.03256993677961494 176:-1.184608217495225 177:0.6668253628304983 178:0.8946785176737809 179:0.3861353763782257 180:-0.05173687538317661 181:-0.004191283344626903 182:-0.857292829605422 183:-1.373667181827941 184:0.4786194590616799 185:0.9362840508436762 186:-0.7765766337325213 187:-0.3618959145876311 188:-0.6287690807121458 189:0.1370521594264658 190:-0.5158526693330937 191:0.899072296433876 192:0.4152979274143882 193:0.02490245105058366 194:-0.2759583803520576 195:-0.03847202202336293 196:1.059393350639733 197:-0.3668464791024213 198:-0.9081743454804944 199:-1.628636376342457
--1 0:0.5478051586948272 1:0.6229682164278575 2:-0.856222342838254 3:-0.5797440315645063 4:2.019442990406801 5:-1.714737093340983 6:0.2092813746754588 7:-1.738744168143799 8:-0.7482553413020033 9:-0.4790308802898844 10:0.5621764072201083 11:-0.1459604244210225 12:-0.01352216532665448 13:1.103669678044801 14:-0.176372700246506 15:1.090638130977005 16:0.5036788166585222 17:0.1308648679473128 18:-0.5966737842314213 19:-0.2497508926011542 20:-0.5520135357596474 21:-0.3592679204374312 22:1.366885249179347 23:1.244606961106611 24:-1.879218385373717 25:0.7891448198977035 26:-0.6080688299422682 27:-1.872688989508251 28:-2.590205703573168 29:-0.2987447342146377 30:1.270618091693771 31:-0.1925135558837895 32:-0.06680945192638245 33:0.06328666574910753 34:0.8066645743704186 35:1.445659326720412 36:-0.3225364538687254 37:-2.228857317009819 38:0.7021360174675041 39:0.4111353540205661 40:-0.5914680481048038 41:-1.498079944393052 42:-1.534043083699247 43:2.064906317097221 44:0.5333843374006063 45:-0.3510394551548131 46:1.680632700462353 47:-0.4083187789920639 48:0.5121122546775235 49:-0.6539448747221652 50:-1.273191279695163 51:-0.04754834830161696 52:-0.2364091288729489 53:1.812047293944368 54:-0.6174413402005384 55:-0.5901071726059947 56:1.782879656825168 57:0.3869856458273119 58:-0.01735335918929023 59:1.57711180603357 60:0.8840561201601587 61:1.299778155338405 62:-0.6535270553527316 63:-0.6210393163875852 64:0.8559086465606192 65:-1.361618328203204 66:-0.9963886031775059 67:-0.1173857375200767 68:0.7988106050118959 69:-0.0835813079640797 70:-0.7519815241654977 71:1.364225083133072 72:0.2555713706552755 73:0.7625674521012259 74:-0.8461219474990587 75:0.7485911492639336 76:1.255953073332622 77:0.04881128813398136 78:-0.1574366341569582 79:-0.01074802215280433 80:-0.2161685385541648 81:3.001235333013382 82:1.141924985527502 83:1.722949257787374 84:2.626402079511005 85:-0.1121235616533925 86:-2.455788316764109 87:0.9654528876604599 88:0.6350877710455868 89:-0.7108760747248216 90:0.401403177605506 91:1.951030347962968 92:-0.4803175215112728 93:-0.7351861801276209 94:0.7154082582333764 95:-0.3934375139211532 96:-0.8260077928455568 97:0.441084959196292 98:-1.614065997795831 99:-1.03028226293929 100:1.184759035805261 101:-0.667229269869607 102:2.218828514411 103:-0.9500989011370772 104:0.5615742053319784 105:-0.8425897082381248 106:0.4293574858300543 107:-2.259234514594295 108:-0.7072370007525588 109:0.05758612069834608 110:-1.238750427494891 111:0.9139694930438235 112:-0.2309816666715598 113:-1.412844005573556 114:1.37453973378068 115:0.5959176826167746 116:-1.462868547426007 117:0.4251703360738047 118:-0.7724675662046079 119:0.4167592759886544 120:0.1862742666192752 121:0.3695219834225371 122:0.3302833221880738 123:1.390175472308991 124:-0.388849603251066 125:0.4668614201281271 126:-2.085630526042724 127:-1.347526487988496 128:-0.4829663472896016 129:1.061709275912768 130:-0.7792256351792511 131:-1.935547340981277 132:0.8687780509853483 133:-0.2148657752129043 134:-0.560458178869769 135:1.738082157568595 136:-0.1717617391860682 137:-0.5464286180131428 138:-0.8391765940312217 139:0.5090165247116615 140:1.120144052217963 141:0.5604949403542117 142:0.1051906265300134 143:-0.7515532166385471 144:-0.8488709573030497 145:-0.842258702384855 146:0.2438036527860542 147:0.1462864534164832 148:-0.303632071975953 149:-1.310544527052808 150:-0.5805313201529543 151:1.085729823735968 152:-0.2616051443867088 153:-1.099006222333592 154:-1.325351054912899 155:0.6772733201661961 156:-0.5122067616674295 157:-0.8310355144813714 158:0.6848491131814898 159:1.215838592924723 160:0.9158808263044437 161:0.2296994534733126 162:-1.076843309555634 163:-0.8321736405401153 164:-1.021213274223272 165:2.118874574066611 166:-0.4078999532387736 167:-0.2959275042345776 168:-0.09962905910614538 169:-0.6316146905080688 170:1.630683707926004 171:-0.1685397714147562 172:-0.2859385542621233 173:-1.012253426397859 174:-1.974344218509515 175:0.6434280175490357 176:0.5434315283023435 177:0.8235649808589507 178:-0.2573547029483331 179:-0.7588993265528895 180:-1.884053621818493 181:0.9178854612612681 182:2.501972364754576 183:1.062468646170239 184:0.07492318534710773 185:-0.8481697060182808 186:-0.7533448023986722 187:0.9728583978541896 188:-1.200904429505587 189:-2.450082275271694 190:-0.05994108054831998 191:0.237690510925226 192:0.1750594486571072 193:0.005611282882389978 194:-2.135775517221332 195:0.7892429816180652 196:0.7492169864859752 197:1.909880143549445 198:-1.894140666906701 199:-1.560142752468671
--1 0:0.9025404257900761 1:0.1173890947714337 2:1.550680176326727 3:0.8637189513780743 4:-0.6538928937315424 5:-0.4997483129673215 6:-0.6441979855970406 7:-1.921073398466541 8:1.585073554697321 9:2.353155994703275 10:-0.5350811041912522 11:1.369540164922636 12:-0.9756720555699311 13:1.667062297819053 14:0.4881070927095975 15:-0.6142200640902246 16:-0.5266080233276641 17:-0.9515965580534128 18:-0.5709262102613029 19:-0.2051652524329232 20:-0.3773320493351414 21:1.916496429332284 22:-0.9604182303461496 23:0.2535407020917545 24:1.181418860859225 25:2.247382669197861 26:-0.5013036249194674 27:-1.781913808671248 28:0.09621893392287396 29:-1.98952945830716 30:1.094282325201178 31:0.9065006026730696 32:0.7483709393028553 33:0.9364191413743734 34:-0.6452987724851458 35:0.9310058702799511 36:-2.479256706708462 37:-1.149461949511505 38:1.37364437546362 39:0.7389222072084254 40:0.5286413439313268 41:0.3185065402413169 42:-1.596588140016554 43:-0.3365607979737938 44:-0.7719288593899383 45:-0.4225430343754094 46:2.212751432831139 47:0.005418699032208285 48:0.6555069842280284 49:-0.1641888083424562 50:-0.01151174654787249 51:-1.689554687475612 52:-0.8586412012231182 53:1.926972076812058 54:-0.2103155292688875 55:-0.9477359028586383 56:-0.6991320042503024 57:-1.088636777032379 58:-0.2235712842504969 59:0.01061258235726824 60:-0.08564993300585072 61:0.5653426747322038 62:0.6732076133725656 63:-1.525692615892134 64:0.5750116629272223 65:0.475300792160071 66:0.4435276022439109 67:-1.175841764263036 68:0.02142094560718744 69:0.1044769207677593 70:-0.4184482703181883 71:-2.602315039015342 72:-0.344269998625379 73:-0.5422647994970302 74:0.8192498110967612 75:0.001247890584629067 76:0.4583637490458187 77:-0.4919344766211148 78:0.7986264201379345 79:0.8274413401356239 80:-1.117742384430284 81:-0.6366096519893989 82:-1.313842164081982 83:-1.215554889605764 84:-0.6552354512399848 85:0.7026093343593126 86:1.439588375355989 87:-0.3169118379532955 88:0.05662083312468737 89:0.2065782637257152 90:-1.672584592519797 91:-0.003099427247613165 92:-1.14249649251816 93:-0.3780409717177812 94:-0.4836347891539819 95:-0.8297188198547742 96:1.902883237690702 97:0.588163986124587 98:1.041932134488405 99:-1.937101976210377 100:0.6592195553471378 101:0.51762515391009 102:0.1146582630836066 103:-0.7374016356147342 104:0.1381682936245555 105:0.7810632207356246 106:-0.8224712745424502 107:-0.6790922340250239 108:-1.107947570859414 109:0.925402859428534 110:1.368810266264078 111:-1.303294334025972 112:1.333989375102364 113:0.7787525465912479 114:1.027586029337135 115:0.2931104248562356 116:-0.5040706008990721 117:-1.437249201658556 118:-1.046416089666245 119:0.5417978265814878 120:0.9454041482113368 121:1.286062539883719 122:-1.221835561305375 123:0.9278908441796164 124:-0.3490370199775691 125:-0.2059516347633602 126:-0.3769268310489821 127:-1.83537203618165 128:-0.7283390742655501 129:-0.9210010946541594 130:-0.1834727734271316 131:1.44104662122762 132:0.7376689520492278 133:0.4289094858127021 134:0.9119258873012206 135:0.07943014745438604 136:0.362677029826828 137:-0.4334558308772943 138:-0.7721012578993388 139:1.659479484195384 140:0.07231721094644565 141:1.216290032937958 142:-1.018784548272559 143:-0.9166647437342369 144:0.820243147405294 145:0.7885314461056949 146:-0.9044957187361671 147:-2.314241878793294 148:-1.224210861112694 149:-0.878782086013684 150:-0.7927359252650392 151:-0.2649310016381511 152:-0.7180885016997883 153:1.174883421008414 154:-0.6786546569721315 155:0.6536094410043353 156:1.588406083305005 157:1.508633274373198 158:-0.407950140782897 159:0.8072604838313626 160:-0.471027003892878 161:-2.223944581404112 162:0.0216465948140485 163:-0.7287854677713287 164:-0.6774252984499718 165:-0.630827576190884 166:-0.08000820434133431 167:-0.304908331809357 168:0.4308470079137954 169:1.271028501154406 170:0.2136927522964068 171:1.21806895659848 172:1.100334059412318 173:1.652351675517843 174:0.8704088433755128 175:0.2385237924655981 176:-0.3258389749868143 177:0.9714345256207256 178:-0.6988536267679958 179:0.6222700866106864 180:-0.6748179213204676 181:0.1321435361787073 182:-1.072253507234099 183:-0.1086226755925133 184:-0.9891803862756641 185:-0.6506620841418534 186:-0.005651026640597147 187:4.069445091787708 188:0.3405545756594769 189:-1.662788463397092 190:-0.1401748339474819 191:-0.7202898916568594 192:-0.5761603357887751 193:1.394613952695253 194:-0.8088838256058635 195:0.3398189381836271 196:1.759466153149477 197:0.2285485369883717 198:2.47653220031819 199:0.5572593542390981
--1 0:-0.7312997251109866 1:-0.9390551642659327 2:1.282352685059722 3:-1.326792248315179 4:-1.276670592181782 5:-0.2479053020251924 6:-1.580213711456234 7:-0.1450608191543486 8:-0.5613688255358686 9:1.11694869719419 10:-0.09974378312936381 11:-1.332750032621332 12:0.8611031044172605 13:-0.8276242340600435 14:0.1720590414409545 15:-1.359430619800029 16:-0.5297870469049832 17:-0.9069781193374236 18:1.210948692133656 19:-1.561566264058403 20:0.3023579620626426 21:-0.6664666142284871 22:-1.081732436215184 23:-0.9862835425296954 24:1.267337963729091 25:-0.6443391417886929 26:-1.589430867304284 27:-0.009664417398401719 28:-0.5624926539781229 29:1.45947840552044 30:0.4117055053032821 31:-0.8163282707752271 32:-0.5060441008813091 33:0.902778788907991 34:0.6077682660837811 35:-0.4310060613138365 36:0.1936299943993185 37:-1.729950240690973 38:1.206612861790159 39:-0.02653617230513172 40:1.318509101500642 41:1.080329266912423 42:-1.999474292732336 43:1.404275690036989 44:-0.7139836309650133 45:-0.9965613666461108 46:-0.7287210431966119 47:2.284447604423033 48:-1.490918484737971 49:-1.141584390082367 50:0.6875157515801636 51:-0.09786598339313669 52:-1.717707405202656 53:1.173764403599493 54:-1.1917008911356 55:1.163199388479417 56:0.2624310693214528 57:-0.9322612508892421 58:0.3606241963224542 59:0.224913924656053 60:-1.130001117661728 61:-0.1350809679079809 62:1.156231672161042 63:1.206121709129757 64:-0.2982350825512033 65:-0.2786874498778372 66:-1.436523450326896 67:-0.4164571380749362 68:-1.139074089465592 69:-1.208135755923768 70:0.4056727670711365 71:-2.453027570884392 72:0.476809898787134 73:0.2793463382272599 74:1.772802095118665 75:-0.1677185707715523 76:0.999650436318127 77:0.8260200227548712 78:0.08843590336383937 79:-0.1584411559403152 80:1.189453346207509 81:1.906666508430487 82:-0.6368071763252411 83:-0.7628068744829684 84:1.136518799705466 85:-0.7185612627079927 86:0.5189927437403417 87:0.6979183966064719 88:-1.908142302903588 89:1.271532019446154 90:1.159099906400718 91:-1.461916702319218 92:1.079348658842337 93:0.8665328736053584 94:-0.679378960550583 95:-0.08239557164856008 96:0.9775168608117384 97:0.4443267796500381 98:1.106630361091053 99:-0.04176427412505114 100:-0.4505478939810806 101:0.5097268491539897 102:-0.0893316191278183 103:-1.127733700247411 104:0.8055696104092351 105:2.262175086551026 106:-0.3686738611847378 107:1.732451101796636 108:0.8763081023100087 109:-0.1615200727451061 110:-0.0304242486356813 111:-0.5574726971126477 112:1.495681569445648 113:1.862880770099308 114:-0.5614946811599368 115:1.267390937623835 116:-0.2103102382639501 117:-0.5151352241331535 118:-0.8789045247408697 119:0.1337639984639493 120:-0.3388438362337726 121:-0.4685232687107266 122:-0.09445622690797455 123:-0.06630439323184513 124:-0.0255758768265867 125:0.4585398776364451 126:0.5940319485647981 127:0.1024024639841588 128:1.014450332253804 129:-1.923173854170344 130:1.031455318017303 131:-0.776565428289771 132:-1.430148951238178 133:0.5665084244707156 134:-0.5348762716059815 135:-0.05884267547182664 136:-0.6592469699479663 137:-0.3289377117399226 138:-0.06406345240829316 139:0.2154815675837078 140:-0.1671506609936355 141:0.3044770197297764 142:-0.4308463656498299 143:-0.5652028248465545 144:0.04823746527783025 145:0.4744743264458607 146:-0.6668329519217769 147:1.573305164463954 148:-0.5561183765991115 149:0.7735437213784617 150:-0.5903671359596776 151:-0.2822938499708246 152:-0.736104482282688 153:-0.9075976643394186 154:0.4529332728399805 155:-1.22002495233151 156:0.1602036576089419 157:0.5010866192840739 158:-0.706123700871682 159:1.161766029508682 160:1.941241628065538 161:0.07059069209977614 162:-0.1368119544945605 163:-1.260609403861456 164:-2.335407402741528 165:-1.865257365889318 166:0.1663666037127089 167:2.189669049806072 168:0.9684337883584537 169:-0.09500584328344794 170:1.678096849688232 171:0.5885468422320174 172:-1.164634373047589 173:-1.178906209862804 174:-1.151161617983772 175:-0.5690261718588319 176:-1.352162849149777 177:-2.152443856357433 178:0.2607964831270458 179:-0.2751830518242916 180:-0.8486722252985341 181:-0.2441458583336801 182:0.7287766796339904 183:1.203787224291131 184:0.1873493411431259 185:-0.6327560009735614 186:0.3520294303266792 187:-0.9963094820532495 188:0.268995988293434 189:1.547813051345011 190:-0.3046924430573263 191:1.680698352881838 192:0.80828813612706 193:0.3849343410531814 194:0.2674058846129565 195:-0.2985331767596725 196:0.5713104625425086 197:-0.7191428975386928 198:-0.9639051648027666 199:0.5207215077531296
-1 0:1.128434434236391 1:-1.233562948910583 2:-1.442812518017416 3:0.1665628909797318 4:-0.1188002407356722 5:-0.2476159134939377 6:0.3446088599699512 7:0.3166364960537383 8:-0.09485501928097904 9:0.7886987393526512 10:1.381916248476902 11:0.2451251754159801 12:1.231263455234932 13:0.550995045901295 14:1.961298714997656 15:-0.3213094695791958 16:0.5526704134630297 17:1.107102534126124 18:-0.3426174612487601 19:0.1936903193929534 20:0.104207683319884 21:-0.6197055928227617 22:-0.3986733209276688 23:0.9883706656784104 24:0.01058464651534535 25:2.02076291603014 26:-1.58314115998009 27:-0.6263236382338864 28:-0.71298771831062 29:-1.037717151971937 30:-0.2579363559911957 31:-1.813335806842748 32:-0.7131397244481588 33:-0.5415030833716519 34:-0.3057634276193945 35:0.1627621014737045 36:-1.831955837267433 37:1.45954113528949 38:0.4652791978754175 39:-2.463181667235859 40:1.48453369899834 41:-1.53685165752502 42:-0.3683654419481184 43:1.061883135779607 44:2.686004601384461 45:-0.5843187438510344 46:1.220799364569031 47:-0.637409167167418 48:0.6772099060984874 49:-1.124284712204267 50:-1.060442071271373 51:-1.825117264354789 52:1.521936205416011 53:-0.9068872759237826 54:0.8419152154549067 55:1.334611640811612 56:-0.08782346594934458 57:0.2635022606953312 58:-1.368681814128241 59:0.3604213582542749 60:-0.156875575659855 61:-0.4251452592231545 62:1.039397768465811 63:0.2048718418656809 64:-0.1276374623007616 65:0.2980887617306542 66:-0.1212413054608521 67:-0.4442997776994493 68:-0.7571476140744119 69:0.02227711827124653 70:-1.062744020154574 71:1.311827622206094 72:-0.1898469924322565 73:0.9392584418133341 74:-0.7980452757959168 75:0.7889375562375899 76:0.3344371992192638 77:-1.350014587303849 78:0.2672712744696092 79:0.1294229223014973 80:0.6173650348054127 81:3.436621479990722 82:-0.1103685706140896 83:0.8562480733389973 84:-1.664824838286833 85:0.9065084866660966 86:-1.217782792437129 87:-0.6877113002408348 88:-0.1338069328317145 89:-0.07721096699344064 90:-0.4029537594972558 91:1.233651641217131 92:-0.3583410171631677 93:-0.2533519418787187 94:1.117269144651502 95:-0.7069294090429267 96:1.812843031501857 97:-2.408214966569663 98:-0.3468076627477609 99:1.06956017598228 100:1.990281712955671 101:-0.5549674521262515 102:1.286174671009415 103:0.02434416266665757 104:1.33894662720672 105:-0.8169602855225827 106:0.1827402359412756 107:-1.126582434998339 108:0.547408569838455 109:-0.03476093531887851 110:-0.1593353389587029 111:-1.704070010030662 112:0.04988908095358793 113:2.12088500019745 114:-0.6729873535253392 115:0.7200389258909533 116:-0.3122864367081197 117:-0.08481879169912854 118:0.6606437925359068 119:1.381969532817859 120:-0.07091065582515617 121:-0.08843965352787746 122:-1.802220334060562 123:1.357019844139803 124:0.275134835739194 125:-0.2713652486554748 126:0.4981320008411202 127:-0.7923979333067452 128:0.1034866925882619 129:0.317094037560358 130:0.4053673363945707 131:0.5694358338745901 132:-0.6889366894889757 133:-0.6157878108190116 134:-0.6726661632666017 135:0.3437681494536149 136:1.160180403503003 137:-0.314201712600604 138:1.616868126778676 139:-3.309080927361795 140:-1.647233069066005 141:1.335062580973957 142:-3.794334191963468 143:0.2974648761568768 144:-0.005393126108831961 145:0.4958363762598165 146:0.1253846802244448 147:-0.08388231256003381 148:-0.1330997258449884 149:-0.8935387578644618 150:1.137058779264065 151:-0.1217003771086653 152:1.154992195484761 153:0.656688517890021 154:-1.105323182818131 155:0.9972221172978181 156:0.1328800622399723 157:0.026853844264177 158:0.5476923561124483 159:2.867328086840397 160:-0.613958810117474 161:0.4666863086671625 162:-0.374117738316913 163:0.06280402337357206 164:-0.5167313598559007 165:-0.1891542206730614 166:0.5530864393262566 167:-1.004087861128497 168:-0.6738305752984384 169:0.4466286281429722 170:0.206741599813213 171:0.5403060318024014 172:-0.2148219978493379 173:1.116490657619341 174:0.09554678739316433 175:-0.7968780835044191 176:0.9184897805207305 177:-0.1072823298794733 178:-0.6206026336197296 179:1.865671048531033 180:-0.1106560574555023 181:-1.40374464663682 182:0.2094153589377741 183:-1.028103705683399 184:-0.8309159785236175 185:-1.857035856039646 186:0.1122405798590098 187:0.4791676785839861 188:-1.593052350196819 189:0.9928283933962581 190:1.035465917357498 191:-1.282280820257124 192:1.766384308580602 193:0.02136739774967047 194:-2.109656158226731 195:-0.1276470868552987 196:-0.4764579735638882 197:0.2502552611317906 198:1.150564471777265 199:-0.5913057584116876
-1 0:-1.989894552691679 1:0.6616050530156773 2:-0.6445564933618593 3:-1.357658616375088 4:-0.7099216186104871 5:-1.691445181731321 6:0.7230217189159871 7:2.286443098209306 8:1.598115352054017 9:-0.04661332048306591 10:-1.193910913287091 11:-0.7789208796233175 12:-0.1451334885409916 13:0.04381687428086889 14:1.563704516649291 15:0.6543575862926387 16:0.6674756085414542 17:-0.4020605451044954 18:-1.085101845446705 19:1.550763826633077 20:1.230553097241592 21:-0.2032792778101874 22:0.06395729137843664 23:-1.658834961190935 24:-0.2934938116358593 25:-0.05027497702736605 26:-0.8149709267574465 27:-1.774726142012047 28:0.7230038065020303 29:0.0569706837093757 30:1.80472167757775 31:0.7811353760977063 32:-0.6234443458849489 33:-0.9640222044927641 34:1.506328886002752 35:-1.017991329603148 36:-0.9991627315197295 37:-0.4850705617148198 38:1.106558167422181 39:1.205292203286055 40:-1.191635771187116 41:0.2232263106001103 42:0.004820032047981648 43:0.5609315359593401 44:-0.112415285845893 45:-0.5199223987541218 46:1.895193648831621 47:0.6439144936814323 48:1.027958777756815 49:-0.8645572720600064 50:0.08338924740072008 51:0.51827905461678 52:0.24299281524702 53:0.2161847995043655 54:-0.5595903006017041 55:-0.1666284686919191 56:0.6998567285224526 57:0.6104222745564446 58:0.9719729605714722 59:-1.701891150714256 60:0.310694163012642 61:0.7316638833299187 62:-1.016335702047714 63:-0.5272937536024843 64:-0.1185881907205891 65:0.4822746614800235 66:-1.450914617520313 67:0.2236308702202234 68:0.7134442881822164 69:1.64413260628955 70:-0.1261762006430875 71:-0.3472504909203388 72:0.4524081624145823 73:0.5812405495271395 74:-0.9202749525274763 75:-0.353452807216314 76:-1.124714772267602 77:0.2925361871739158 78:-0.9116933486228962 79:0.2956057212934526 80:0.3057008316876488 81:-0.41430850195276 82:-0.4475859134191491 83:0.6279242096106635 84:1.828919203532335 85:0.9853445837974738 86:-0.6465443279719537 87:0.8273631166180736 88:-0.9073232786275458 89:0.2396281917681946 90:-1.14853767959263 91:-0.2174739305477791 92:0.6281657344625128 93:-0.6221901392175591 94:-0.1535823711148843 95:-0.1583358422670334 96:-0.3106619394155919 97:-0.3349490470790422 98:1.029107406991306 99:-0.511678993747371 100:-0.1629883752997081 101:1.853445606094069 102:0.2202322328616989 103:-1.23929359900036 104:-0.3014723479863672 105:0.1021299547793431 106:1.659250811146743 107:-0.4740222223942181 108:0.6897972282368352 109:-0.09391350270824289 110:0.5309128237867571 111:1.173258458800604 112:0.7477284879318201 113:-1.081629795319304 114:0.9629241520081772 115:-0.6320058242902329 116:0.728659801189337 117:-0.4573596683092988 118:-1.038323619616268 119:-1.381216641326405 120:0.1271607040788615 121:-0.5688678950661702 122:-3.57306969584628 123:1.072133624625385 124:-1.528537039498317 125:-0.03849257484029548 126:-0.2958082624805363 127:-0.424796426425386 128:-1.870109969106473 129:-0.6339951802493443 130:1.125989379737051 131:0.9428744275771942 132:-1.632646584803407 133:0.4798843875259756 134:-0.3602255772203595 135:-0.2319541016231461 136:-0.1912606068940723 137:0.7534611206632257 138:-0.145573245172943 139:-0.1154826164086915 140:1.729948893909911 141:-0.3174093342300989 142:0.3468198979867997 143:0.216228166953369 144:1.276987034906548 145:-1.380287203503742 146:0.04749391414250111 147:1.75349128709014 148:-0.2730704722621279 149:0.3221066436212027 150:-0.850068218331783 151:1.191418961980124 152:-0.9693761093003864 153:-0.9515358103139886 154:-0.5900175680441321 155:1.296952353282013 156:1.731173115162569 157:-0.1415387663991127 158:1.011902056382177 159:-1.775255226343174 160:-0.3141328403648597 161:-1.165254462606262 162:1.149123154458431 163:0.9896094524764212 164:0.6120283968530313 165:0.3341021238552776 166:2.186147720126015 167:0.297203156394585 168:0.4091020645309454 169:-0.0795755900560827 170:-0.7681539828541627 171:1.242121997529995 172:0.9964652731007262 173:0.560901319909235 174:0.3688650078891033 175:0.1277100251083121 176:-0.1014518777306525 177:-0.6458057888068928 178:-0.6680833271781746 179:-0.1995787033250455 180:-1.416891258297507 181:-0.02727249026437123 182:-1.226002032915117 183:-0.2050702004363122 184:0.004823163535658219 185:-0.09395541967760997 186:-0.1686818188717155 187:1.960878197191197 188:-0.7499531109458305 189:0.9905647698105498 190:-0.5142430991442895 191:-0.7615100730204976 192:1.243414498187529 193:0.4419646192827572 194:-0.9878386621821895 195:-0.4453478115375586 196:0.8019920724487091 197:-1.330951343924558 198:0.5771446552249974 199:-0.2828364290935349
-1 0:-0.06596877207973724 1:0.8086241720399726 2:0.7666057239944672 3:-2.396108213870342 4:-0.5770636808551486 5:-0.9740398209030664 6:-0.9478792750035859 7:1.344373088307668 8:0.4418897203960458 9:0.4634775934771029 10:0.5344832556132038 11:0.7645261598310439 12:1.658377946384793 13:-0.5852290418758547 14:1.041375268994018 15:-0.5176964791559371 16:1.962635574928327 17:1.87610397798254 18:-0.7519760458387083 19:-1.027736256001005 20:-1.161717960341761 21:1.838747536404276 22:0.2247074869361753 23:-0.1202733450165243 24:0.6187606679202108 25:-0.5807122482044966 26:-1.065947599140856 27:0.9807583341771291 28:-0.4998221426201616 29:-0.6523186769511063 30:-0.2344022231176777 31:-1.08229663917727 32:0.1796637427989801 33:-1.001740644616125 34:-0.7037035258306554 35:-1.980336148712459 36:-0.3607026366775209 37:0.474868698786009 38:1.253944497194474 39:1.06614571661759 40:0.6610395489943903 41:0.03931598327009404 42:-1.544004990946777 43:0.4014703732042716 44:0.6890839747964437 45:0.9234212291952895 46:-0.3538954991241391 47:0.7946617416801975 48:1.699996294965058 49:-0.4917739822953489 50:0.4719935044698142 51:0.9982807513613852 52:0.6331014502559504 53:-0.1358693156339055 54:-1.155831626403186 55:-1.506252177566039 56:-0.7463305061575078 57:0.151610651032462 58:-0.3286330485339767 59:-1.418028299704547 60:0.6666459263928972 61:1.01442826109575 62:-1.101644645395716 63:0.6086116862070966 64:-0.362000421094017 65:0.6481683709211543 66:-0.4624244726320126 67:-0.6515107416916254 68:1.16326296136689 69:-0.04160558614129129 70:-0.7363473257605018 71:0.6008886866764794 72:-1.254578132181638 73:-0.4486774337261865 74:-0.1724297746479309 75:0.174028975837416 76:0.2541618292102224 77:0.7269418038246527 78:0.3049630721838434 79:-0.7317816701384308 80:-0.6808772953159774 81:-0.6386191975525288 82:-0.6126229421710512 83:1.448882139530443 84:-0.3641524391957153 85:-0.6360807646976622 86:-0.4886663587401254 87:-0.2487731991647665 88:1.252709222657852 89:-0.1433272976918544 90:-1.671575088270747 91:1.000669918538837 92:1.264355558321625 93:0.2834040317841 94:0.5912226432795413 95:-1.430391090844674 96:0.7456358511216961 97:-0.8822787649198727 98:1.773472805979984 99:0.2429576046869244 100:-1.172693806938705 101:-0.8130270392168703 102:0.9370846808977324 103:0.2737828715828807 104:0.2398736827936955 105:-1.204677893123309 106:-1.30372934418671 107:0.7409432898115605 108:0.940977875487842 109:-1.091597031307387 110:-0.3296148509440631 111:-0.7609312157933393 112:-2.730379093302475 113:-0.4315190266573244 114:1.735305057395918 115:0.1039121775764406 116:-0.003783632089641437 117:0.4575558928452954 118:-1.344933966355276 119:-0.8635764798978499 120:-0.343292989978929 121:-1.323859222102554 122:-1.56826154423378 123:1.014776244525179 124:1.207305491757192 125:-0.6565445716262763 126:-0.2522765236437537 127:-1.25778577769732 128:-1.618075566857733 129:0.2635616297174415 130:0.866401712392238 131:-0.1905207466339246 132:-0.2973180998347406 133:-0.6254872363849273 134:0.9565567499622412 135:-0.9842080194742815 136:0.7402496294165327 137:-0.7019598851607241 138:-0.7721354233814307 139:-0.322677469756514 140:-0.5192778468490623 141:2.023606842522595 142:0.01974951005679337 143:1.074002060008606 144:0.497148016604045 145:-0.5279520430913208 146:0.06622315443718113 147:1.043816372089632 148:1.052134794498532 149:-1.175057579800442 150:-0.5671611565334598 151:0.4512147700542616 152:3.833278988341187 153:0.8433204267241556 154:0.9584790276088349 155:-0.9132337475175546 156:-2.578538684525426 157:1.62616317027956 158:-0.934374085150957 159:0.7141798960206412 160:0.5443117183269766 161:-0.9353556354472757 162:0.6380478762042839 163:1.410195557211604 164:0.7875312229876342 165:-0.6179797914585489 166:0.07986479789352358 167:1.995510482241647 168:-0.04926499106190303 169:1.70735735998041 170:-0.1482162606705716 171:-0.02279349230277319 172:-0.0693999355365643 173:-0.7375845134505405 174:-0.4622224192607367 175:1.317286245536674 176:0.0924753495384108 177:-0.5277569706127874 178:-2.355154005586328 179:-2.146297751425913 180:-0.4979941938014117 181:-0.5829232600366122 182:-0.8668523139528047 183:-0.7958223620223795 184:-1.382583541281643 185:1.385786362754382 186:0.5138994696639808 187:0.9258974087701658 188:-0.7031181055384831 189:0.47780994904295 190:-0.1891750370248707 191:-1.542270045298782 192:-1.535949552493524 193:-0.06022908371773601 194:-0.1076248898070692 195:0.5332493552137412 196:-0.2679909573218806 197:0.4682892892577753 198:-1.123394026558412 199:-0.4707257071001635
-1 0:0.06176426922135459 1:-1.966891521431368 2:0.8470385122760029 3:-0.002526922233159973 4:-0.7364659553957463 5:0.5442066485520646 6:0.972804990294549 7:1.159970351988566 8:-0.1865746558897066 9:-1.207191368863271 10:-0.8376644114824296 11:1.049009343605449 12:0.2593210194917238 13:-0.1606136249573717 14:-1.09588223044431 15:-0.1200265845331865 16:0.1455595091906211 17:0.1041783674650996 18:1.221251401683844 19:-1.42581126213531 20:0.3177436870516405 21:1.124117789534645 22:1.037301226060426 23:0.7075310873958091 24:0.249788460372282 25:0.03952440058526249 26:-0.7915526788359574 27:-1.353563717033404 28:-0.3219900749151293 29:-0.8482934367290852 30:0.436642538562707 31:0.5709419294973131 32:-0.7925609741630791 33:0.358974042668414 34:2.13665672497152 35:-0.1223564796415339 36:-0.06163103535173954 37:-0.5778183000697409 38:0.9863070450357077 39:-0.4220312625836689 40:1.752285970414721 41:0.3514922405415547 42:-1.050666225056891 43:0.02621956767745953 44:1.057697700945992 45:-0.8095980043188189 46:0.3110853638627994 47:-1.678514497669699 48:0.05069631998398529 49:-3.233624988343581 50:0.5544184365007027 51:-0.2961623423889493 52:-0.543660333948129 53:1.103395185490246 54:-3.15321832932448 55:-0.2572902127952014 56:0.765637703246464 57:-0.6190841105801178 58:1.240584796962815 59:0.07333679069123637 60:-0.2274749687830982 61:0.8691417652113478 62:-1.881180845719348 63:-1.91623031809026 64:-0.8004910296055331 65:-0.6234738638044298 66:2.462615004899505 67:0.5165444218133475 68:-0.6401946305893877 69:0.9582251127885654 70:0.4640741735206555 71:-0.2272762593747306 72:0.769473419340403 73:-0.2343314080430423 74:0.9519838772252168 75:0.5208638281556919 76:0.4667732652206391 77:0.8331075739050964 78:-1.613420312867159 79:-0.3826185897459501 80:-1.333209020975757 81:-0.09170591816307976 82:0.6943619318172674 83:0.06235804018577217 84:-0.247032046456068 85:-1.636007920691797 86:-0.8265853459286255 87:1.144588790876932 88:-1.532362594763808 89:0.4417366999499096 90:-0.1185482925258515 91:-0.1709864773720925 92:1.200701407049807 93:2.14478455222539 94:0.4886774772664985 95:-0.9222628351344379 96:0.6812852901945793 97:0.8780222340765796 98:-1.123503769963212 99:0.4878649716330624 100:1.20969361594064 101:1.903198037002521 102:0.09278707697142692 103:-0.5432995746819214 104:-0.7874819486796576 105:-0.3784190497776758 106:1.246316168157262 107:-0.01711439369549248 108:0.9897317457022126 109:-1.898827926316405 110:-1.6399672559034 111:-0.7074982938185983 112:-1.197087276027512 113:-1.127518868587972 114:0.43327393699388 115:-0.3183089347887854 116:1.600671037646106 117:-1.343386178997388 118:-1.592448723737167 119:-0.1183850948385194 120:0.553874457972143 121:-0.6915387582840457 122:0.2639906292562512 123:-0.3198993132480914 124:-0.8827601656175422 125:1.42533792607375 126:1.204242928548512 127:0.5997581909142217 128:0.8116590813812739 129:-0.5715542406733043 130:-1.834947088678044 131:1.268831845709598 132:-0.2210638092375407 133:-0.4063696488773086 134:0.7588606060544149 135:1.097650509331102 136:1.337974697811295 137:2.893870852865271 138:0.7732587640495037 139:-0.6001837510284015 140:1.337848255859167 141:-0.3371551373662178 142:-0.4224842970824988 143:0.9417385090797347 144:-2.054871657684345 145:-1.040541334099784 146:-0.3954804620930442 147:0.4139734863106787 148:0.5951874200607586 149:-1.043137288963373 150:-0.04106887986389533 151:-0.441042581997802 152:1.675430281610826 153:-1.35997510917869 154:-1.361853527624901 155:-0.2493329122475095 156:0.3128725474216961 157:-0.04896471380301909 158:1.116943248863082 159:0.3750237104329209 160:-2.527755947349527 161:0.1454369196640887 162:-1.395552286248358 163:0.6243808969871611 164:0.02075954412695009 165:-1.658800282468899 166:-1.134652210249789 167:-1.219429016983881 168:-1.005911861447226 169:0.524830721129719 170:-0.3586030857368415 171:0.0004648767891139055 172:0.2138025658731592 173:1.790531928464464 174:-0.9939624599949266 175:-0.5756452884994654 176:-0.2320578909565728 177:-0.9553133399072008 178:-0.9568254407687506 179:1.082063432236806 180:1.107305117980977 181:1.076081561953718 182:0.6154388452953692 183:-0.1332986717136092 184:-0.8264010716614562 185:1.20979320320097 186:0.1216581002075099 187:0.5993434533386267 188:-1.117871090563473 189:0.1567468395519855 190:0.5322043425468465 191:0.9489085512455764 192:0.9403971353203056 193:0.003086244596135911 194:-1.373706034416935 195:-1.563563952620446 196:0.1588798715817656 197:1.133416671416188 198:-1.031336661040435 199:0.2372369332179615
--1 0:-0.09877981655452966 1:0.6135981137196898 2:2.182542069390292 3:0.7169253727603814 4:-0.9971479842773189 5:-1.40833009147764 6:-1.729837814737341 7:-1.204386113417661 8:-1.355835429284449 9:-0.2764104625476491 10:-0.2248344333740462 11:-1.356006082356296 12:-2.694479074972532 13:-1.654591531661372 14:-1.166094193779476 15:-2.138840039188114 16:-1.723988951795119 17:1.106801294418436 18:-0.138850950558678 19:0.9422737655801625 20:-0.1799125812899124 21:-0.8016770104677052 22:0.3323886955651627 23:0.7290002590595276 24:-1.432764410311641 25:0.5914306412207359 26:-0.2266306356677027 27:1.649849120397679 28:-1.452073298034744 29:0.9747829795435388 30:-1.186737891019605 31:-0.8656876002930334 32:1.138560081898977 33:-1.494964207811989 34:-0.3022372596169406 35:-0.01658354955443152 36:-0.9748681863789643 37:-1.117373647111734 38:-1.421043642362726 39:-0.09005924874395387 40:-0.4867884031016336 41:-0.2195055802233735 42:-0.4165527918240728 43:0.4561582928368357 44:0.3907441996732552 45:-0.4131699002879919 46:-0.5279112355294586 47:-0.7767109023735294 48:-0.9005845134292371 49:-2.317634868215691 50:1.372523869920179 51:-1.738566460439971 52:0.6059750808750943 53:-0.01894061917866225 54:0.9513902095486552 55:-1.46231944266454 56:0.6974046765586152 57:0.7177139403639512 58:-2.3989859592159 59:0.5237643485269493 60:-0.5916013977474608 61:-0.6700594668268928 62:0.3836233839503285 63:-0.07862042688412628 64:1.454406005847529 65:0.2405954463239585 66:0.9334380606790605 67:1.507260988837171 68:-0.02820613674564782 69:-0.4464453819516104 70:0.4237131252363834 71:0.5679775036659501 72:-0.2613952176019381 73:-0.4785993661790617 74:-0.232276046955024 75:0.3721447651359112 76:0.2120342618703521 77:-0.2138677395155418 78:-0.2135710968325008 79:-0.7002196875048903 80:0.1346065695099277 81:1.693615662077518 82:0.4701577411083853 83:0.5091915474374783 84:-0.6438377706772097 85:-0.7910626448396536 86:-0.6834821603777496 87:1.061604050708066 88:0.4993546820428688 89:0.2172380840227782 90:-0.5955188701303753 91:-1.889370600559016 92:-0.28174872234406 93:-1.42264304042255 94:0.3013462759879081 95:-0.4169314090555182 96:-1.218459842623693 97:-0.279244716735154 98:-0.725501033960233 99:0.5632243301510105 100:-0.7748089777096971 101:-0.178108731623867 102:-1.404286165300662 103:0.3850300597474888 104:0.1875799326450511 105:-0.2495401684614068 106:-0.4129626952742607 107:0.08987881457174324 108:-1.681396513635415 109:-0.9700995896965313 110:0.9647157141488877 111:-0.6460645586916981 112:0.2751998086966664 113:-1.394916481157541 114:-0.3195125018038059 115:-0.7872722511134594 116:0.7346513845790781 117:1.595897178584958 118:0.7790029291167156 119:0.626541500172057 120:1.030663320277908 121:-1.369893104271708 122:0.5307319396806065 123:1.529622970836906 124:0.1750020168859216 125:0.9532826758532419 126:0.306951167194512 127:0.6236249882398526 128:1.938509209915295 129:1.643456819976706 130:0.2383434758608333 131:-0.004425925629410396 132:-0.5275509444439682 133:-0.08932548788699937 134:-0.7967232647732453 135:-1.048409529078078 136:-0.5927713909503559 137:-1.296872326985189 138:-1.382600950036295 139:0.3157458755707903 140:-0.6972002097292243 141:-0.5168148618255652 142:-0.9290426588655247 143:1.242744125628358 144:1.349478651616214 145:-0.4115452920360462 146:1.358715451582948 147:0.1595827323867686 148:-2.385792635714469 149:0.01271906168312675 150:0.464561289142629 151:0.3476146382694109 152:0.4019466093624426 153:-1.657595535396142 154:1.272962899201338 155:0.2011669999623809 156:1.330140682016367 157:-1.230061611492443 158:0.6035076028318598 159:-0.3964984831015927 160:0.2744918118111895 161:-0.8580234019605769 162:0.6815578063364853 163:1.291748204705949 164:-1.718388382062724 165:-0.8701669750745362 166:-0.09310882434727837 167:-0.1345169452249677 168:-0.497673297457416 169:-0.5708035719088085 170:0.5579134825008535 171:-0.1448452680100597 172:1.216247079776394 173:0.8777582551024621 174:0.07382468434157095 175:1.42704327461412 176:-1.47039578368873 177:1.001987289769206 178:0.4491029303058413 179:-0.2066191490955873 180:0.3654734614014369 181:0.5461027408771558 182:0.3864114179687763 183:0.6980837940818502 184:1.800222732156703 185:0.4699847762019923 186:-0.2268604671085956 187:0.2565628992447886 188:0.483331131852091 189:0.3698386929650445 190:1.596812616337924 191:-0.316233444019124 192:-0.3516982576085102 193:-0.7425973064846506 194:-0.5111939958511686 195:0.1177875720755786 196:0.3301326795252089 197:-1.334591133785598 198:-0.4848147374973324 199:1.46242668049549
--1 0:-0.2469922873456732 1:-0.2562401700246427 2:0.7342976900588077 3:0.2235856913214745 4:-2.534437376833932 5:-1.959738736977791 6:0.5032928972674772 7:0.06144172497336974 8:0.4179363345686764 9:-0.5778577318580206 10:1.092745131830695 11:-0.8045828255889932 12:0.5177927537564389 13:0.6035897906188699 14:0.7681821897375648 15:1.108516505510212 16:-1.142456036038435 17:-1.48092241124334 18:-0.269803931085828 19:-0.3715589681320527 20:0.4008046207684149 21:-0.3165566171488305 22:-0.7944974838591148 23:-0.8512660777901531 24:-0.7475840172973027 25:-1.231520510931927 26:1.433236090712819 27:0.8153192804156137 28:-1.259016363681959 29:-0.7195826492354794 30:0.3377151289849489 31:-0.6945991718555156 32:-0.717745108878844 33:-1.280799705327327 34:-0.5777402007750487 35:-1.002007885744251 36:-2.66109363982321 37:1.378956608919134 38:0.7508246058494554 39:-0.4835822040082976 40:-0.2352222291723443 41:1.242252206465269 42:-1.316826663349289 43:0.6615013800529388 44:-1.408867193287806 45:-0.5167001395323032 46:2.081773970778079 47:0.09541494636748718 48:-0.596268122405835 49:-1.946852246996814 50:-0.6574882025835848 51:-1.667979954939267 52:-1.607125450105758 53:1.132973540360557 54:-1.7086519032163 55:-0.03538476857646235 56:-0.574373760272255 57:-0.3271481654675117 58:0.03967842518115064 59:-0.4689339623184471 60:-0.09413641483302589 61:-0.4350309340148944 62:-0.2284458448087491 63:-0.9411982550608348 64:-1.319791712546665 65:-0.1977491325163823 66:1.198864249517706 67:0.6287495396627579 68:-0.6915033316193911 69:-0.9753305636741509 70:-0.136747067383946 71:1.8975984613427 72:-0.1274537722006898 73:2.021598482320099 74:-0.5840092315272657 75:-0.5460683191395348 76:-0.184470487488412 77:-0.09742268760496731 78:0.4568310528572007 79:-0.4896211437126317 80:-1.323823888192992 81:-1.581794355967027 82:-0.6629900198311856 83:0.880120827858336 84:-1.917528766212286 85:0.3824708313255518 86:0.4512873871043301 87:1.063343464240821 88:0.2530717349080089 89:1.623442632157995 90:-0.6211338049771243 91:-0.3697670862414097 92:1.740654324981534 93:-0.6956998181503635 94:0.2813498222643218 95:-1.354589314232613 96:0.7111840720252889 97:-0.3272813555109023 98:0.8346048732393598 99:0.669594218361939 100:-0.183262984021086 101:-1.842219478449147 102:1.191199538647432 103:-0.1602188359968676 104:0.09896670351838556 105:0.8690987527071103 106:-0.6141729628463457 107:-1.450487141544398 108:0.6540450323519429 109:-0.2072392899772852 110:0.6715822839013571 111:0.003589995399307702 112:1.437994876817666 113:0.2512291926234929 114:0.08223315432335583 115:-0.3423501697805675 116:-0.8393472483865885 117:0.316547272984634 118:-1.165265864236069 119:-0.7501679642182781 120:0.6801932918443045 121:0.1248241961546235 122:0.5916419325657792 123:-1.444915664971833 124:0.09745989045106133 125:0.4274688729544238 126:-2.022720912627331 127:-1.133606973774986 128:-0.5872218948013108 129:-0.4718750680614355 130:-2.719666500215019 131:-0.1100902750161623 132:-0.1413070361423635 133:-0.853112659948429 134:-0.4862703897710215 135:1.058518629688974 136:-0.427139886379266 137:-0.7768549288402612 138:-0.4336686754245364 139:1.339192048130544 140:1.862016583046223 141:-0.4288074753225842 142:-0.2726742883673492 143:0.7521883995352571 144:-0.5534456509761292 145:0.3824502386161182 146:0.6731125365905712 147:0.3233697104782952 148:1.890508573697815 149:-0.3117742287558825 150:-0.1014483587214805 151:0.2080036679315281 152:0.906129937479596 153:-0.5290743561279789 154:1.307467531188294 155:0.8662476479745375 156:-1.230507621883954 157:0.6192178434625889 158:0.5209640465015852 159:-0.3957719972577542 160:-1.65942184717884 161:0.6034887403932564 162:0.3443054968493613 163:0.9390632527178796 164:0.871409923423224 165:0.4606393551324355 166:0.01052210345747111 167:0.5945127104849066 168:-0.8021239191535268 169:-2.504378046407305 170:0.3015582656668929 171:-0.213836542484364 172:0.0443335213073133 173:0.7406657206576996 174:0.8316969772012431 175:-0.2862916530911453 176:-0.2452117264627763 177:-0.7893551738734564 178:-0.8926862683253772 179:-0.3399510488997758 180:-0.4116993503712147 181:-0.205180787530467 182:0.1325705694579659 183:0.7894975376326921 184:-1.130509537375793 185:1.721724469039303 186:-1.465381953184035 187:-1.249225180449939 188:-0.5458779136730811 189:0.264557240424562 190:0.2322486647023864 191:-0.06267527049280625 192:-1.164516738986314 193:0.1672941517292988 194:1.543778147837429 195:0.8916029880063759 196:-1.790664597936307 197:-0.1393282145095905 198:-1.014378290115446 199:-0.392294680990748
-1 0:-1.597463914473857 1:0.2066339655933147 2:0.7495671094775045 3:-0.6357980888547262 4:-0.1399980181643619 5:0.2449198899060671 6:0.6192837966420626 7:0.7615396425690765 8:1.664948898956705 9:-1.349519460959205 10:0.8049888358632986 11:-0.2790625531407122 12:-0.6387499198771925 13:-0.1752450661971375 14:1.05508513745071 15:-2.433087612327852 16:-1.580680091811589 17:-1.460419526606376 18:-0.3005146849277702 19:1.485132386437996 20:-1.655242111446753 21:0.7167396592223808 22:0.2169300493918898 23:0.9032865443180181 24:-0.1967235919486459 25:0.2975405851729185 26:0.3210285720864107 27:-0.9651785506480979 28:-0.4143507443838022 29:0.4907151100808019 30:0.5084002716849956 31:1.138901332171349 32:-0.9530893827850944 33:-1.134116982292776 34:1.112277088361433 35:-0.3483517155672551 36:-0.8284058263582864 37:0.6687270871443578 38:0.7332218861087545 39:1.119171414926968 40:-1.043855063572228 41:-0.4295193396126331 42:-0.9365904090269828 43:0.1779123186899952 44:0.812809385682826 45:0.2984845050753618 46:-1.028091980514323 47:-0.8476233358612624 48:-0.06546494652098453 49:-0.4215716754695348 50:0.2914547507934477 51:-0.1426883406984082 52:0.1374650528774728 53:-0.7920724661074539 54:0.2304423116533472 55:-1.124966846961836 56:1.124500644888202 57:0.2915996402950276 58:-1.455599402646174 59:-1.317160188303817 60:0.9597715773147386 61:-0.1715978593184559 62:-1.207272938805532 63:-1.442070290655654 64:-0.2571586871040576 65:-0.8066212533659285 66:1.513561494034383 67:0.3548461088811207 68:-2.417019587854678 69:1.654452115158433 70:1.554455615014606 71:0.8140241899863462 72:-0.7613091784686146 73:-0.7361422700696172 74:0.5943965722037234 75:-0.1993561202363873 76:0.9152142941048684 77:-1.077380914691869 78:-0.1737841251100183 79:1.923176553649379 80:0.3266649775537291 81:1.723104247904177 82:-0.9781304497601492 83:0.7850178569272508 84:0.1540230913418639 85:-0.3007282567074701 86:-0.7784417040621473 87:1.032004836851716 88:-0.4513458672132427 89:1.365275303951264 90:-1.384850914632997 91:1.814612695431353 92:-0.1424783046450791 93:-0.2705042244937088 94:0.7882102287337852 95:-0.22099512005089 96:1.002660113734062 97:0.6415601308535304 98:0.292304130369094 99:0.4627827066573387 100:3.432037978188708 101:-0.5061937110934673 102:1.633094593157054 103:-0.2832581926344697 104:-0.9358739389942231 105:-0.9001061813900478 106:-0.2214089344735909 107:0.8979495749379579 108:0.1566009410937482 109:0.7976698795278369 110:0.7883963381709581 111:1.302634669393014 112:0.3623271461476628 113:0.02323736602952891 114:-1.922728182674533 115:-0.2036621482463568 116:1.508916417959947 117:-1.649632583906475 118:0.3905723733071774 119:-1.194711882825129 120:0.2656430441241448 121:1.758144469982022 122:0.0523636394794833 123:-0.3054749485319581 124:0.2890837241355019 125:-0.5073436662128631 126:-0.2223270771076683 127:0.2005455553560037 128:-0.1757256223054573 129:-0.6261536976848938 130:0.07841982633148172 131:-0.295878156707692 132:1.753784791871906 133:-0.4438976649694725 134:-0.3483311414199204 135:-0.1719596688285213 136:0.8633679129081031 137:2.045338434516477 138:-0.9927893714875194 139:-0.07987289270806405 140:0.9023671275485737 141:-1.327555234060589 142:0.7960779922299132 143:-0.1512469171473654 144:-0.3907213779072626 145:0.5753244852634578 146:-1.97600143939279 147:-0.7308148587356769 148:-0.5701895602646545 149:0.3214285388327345 150:-0.0006110634902699224 151:-0.3069678741290889 152:-0.3791961790225017 153:-0.4638235961029262 154:0.2148820140923693 155:1.016820317373597 156:-0.901389933168206 157:0.3581736458863968 158:-1.564576293624758 159:-1.568361576125778 160:-1.391464816331589 161:0.4919398978265729 162:-1.496833532875969 163:0.6644077431623806 164:0.5823739897014155 165:-0.580683547146649 166:0.09004844746957455 167:1.053444880917717 168:0.4405876360075394 169:0.7241252598973058 170:-0.05327136500214296 171:-1.908940240161484 172:0.2494463136216536 173:1.399811348951211 174:0.3998855444104834 175:-1.057016050379142 176:1.369258596444544 177:-0.2972129693531661 178:-1.611858530043269 179:0.6091371563009677 180:-1.043953800622484 181:0.3715147478353827 182:0.9624819513912287 183:0.947041683561164 184:0.9022593763532196 185:-0.7438865475366913 186:1.21061159126314 187:0.8952949459466101 188:-1.106151593254226 189:0.2051905926546797 190:-2.649264967045519 191:1.325628436505481 192:0.3906590281762853 193:0.09469898724099646 194:0.5009364191048468 195:0.1379379387693494 196:0.7014412525142343 197:0.2245591274015937 198:-0.3801052017048999 199:-1.555750435517843
--1 0:0.3129040299218951 1:0.9464260226388859 2:0.05814754609513393 3:0.6955381563376949 4:0.7176725497579131 5:0.3072751361871793 6:-1.103742081160596 7:0.1240184008739644 8:0.07836056256292734 9:-1.215889748556042 10:-1.301465470331623 11:-1.930575044547953 12:-0.6796333800285591 13:1.665721633314569 14:-0.2529179607779912 15:-0.3560606044901408 16:0.698723621738031 17:-0.7116164356009195 18:-0.4677706662158313 19:0.2068116324434463 20:1.364775425360289 21:-0.6269368526124921 22:0.2681603861546744 23:0.8434627555772152 24:0.8625076173644783 25:0.3973483157951319 26:-1.41264434962092 27:1.287725953814189 28:-1.265642005695716 29:-0.103752222048983 30:0.3385302902613345 31:-0.4714816406240073 32:0.283729533134038 33:-0.1895307160896126 34:-0.8504572383095133 35:-0.5076127481188846 36:1.448283738318759 37:0.5192931068962336 38:0.8103185773895007 39:-0.9627358035218347 40:-0.7548576714333033 41:0.5079454678214632 42:-1.411758295659959 43:-0.1817609041869268 44:-0.9910848073639851 45:0.498508098261838 46:-0.4595222448761188 47:-1.746415699877768 48:-0.3809432391435497 49:0.11974046150933 50:1.5720270991161 51:-0.3252478704265703 52:-1.532618211915126 53:-0.3488481999584509 54:1.571472590195993 55:-0.09438573819333415 56:0.1750125367211233 57:0.7530498800376946 58:0.1893165528142389 59:1.215062749530391 60:-0.3943877868888929 61:-0.2818812491772897 62:-0.2997587000459058 63:-1.460625185336828 64:0.7265006833377127 65:-1.243497110824221 66:1.143530482483665 67:-0.5794911718562109 68:-0.3620311493383573 69:1.113969901087087 70:-0.6467774341078537 71:0.3491361751017833 72:0.4914098901240473 73:-0.4149894430456277 74:-2.320106948142482 75:-0.5129979990585263 76:1.44791815645823 77:0.880314334815665 78:-0.4808318316550884 79:0.8041304694551515 80:0.08183144216671372 81:0.5229887556596089 82:-1.280271646597912 83:0.7971482408371883 84:-0.0006906200394877551 85:-1.337303759639266 86:1.555439129468461 87:0.4088813401197063 88:-3.377056856259083 89:-1.100306246507776 90:-0.1025688333911644 91:1.223720405699769 92:-1.196018903452715 93:0.7892414450919266 94:-0.9014098552440115 95:0.5896097848082853 96:0.4291906731785325 97:0.1117783558568495 98:-0.5830722144478893 99:-0.924220631065963 100:0.3594781618407723 101:1.000639124019577 102:-1.74649844713744 103:-0.1732402411129299 104:0.8072945566021091 105:-0.3899474027106763 106:1.136821553293786 107:-0.1239163645912817 108:0.8236605402615746 109:0.1645978349206428 110:-0.8095740724678714 111:0.5404685633192522 112:-0.484421770163135 113:1.079325926411493 114:0.2626021690623448 115:-0.3388681738966319 116:0.858345547465573 117:-0.874242381355044 118:1.277474831489102 119:0.4794485745385255 120:0.7078776473795314 121:-0.3511252162678432 122:-0.2737666424247477 123:0.8837383131135211 124:-0.2593856627223819 125:0.1615445164992453 126:0.9951180073191197 127:0.5527481391303737 128:-0.5266208343104911 129:1.812366586774489 130:-0.6247956566849542 131:-0.6716746659016417 132:0.1890802922743591 133:-1.194555815138766 134:-0.7575883652400337 135:-0.5470491781412986 136:1.626932541049416 137:-0.7186614926938544 138:0.006702309293573537 139:-0.9106126701369222 140:-1.018287982824394 141:-1.0361952011839 142:-0.744457364484555 143:-0.1814710202453471 144:0.02553067054104181 145:-0.2851508503547046 146:-0.4514627006675286 147:0.6338187160880396 148:-0.5028896491470218 149:-0.1292665706038695 150:-1.206723364780219 151:0.745751393542346 152:-1.92739398320087 153:1.519801178772842 154:-0.1089492018531728 155:-1.349573715290433 156:0.5986887045474618 157:-0.971609129497887 158:-0.517284291520372 159:1.569473917631214 160:0.275499680827241 161:-1.787181562705136 162:1.92959814035372 163:0.2692783968993974 164:0.3311213737291489 165:-1.840497344702345 166:-0.9910837492340462 167:0.6795187265778386 168:1.242717854879541 169:1.54247759680581 170:-2.248819796576063 171:0.2759919613396695 172:0.2760624695305335 173:-0.3138696840259209 174:0.7508589152913908 175:1.235829685262926 176:1.464152111068618 177:-0.2286289709182626 178:0.1544694539052858 179:0.9411317789193931 180:-0.9773462420984604 181:-1.379912253530935 182:-0.8104106224934214 183:1.394826058460168 184:0.3093819645725266 185:0.3415695235555953 186:0.6698299259771023 187:1.232698233479813 188:-0.4709521327066743 189:-0.4690225085613904 190:0.7842396261262057 191:-0.7091526831767262 192:0.3819787476362981 193:0.9137043331264292 194:0.9477363040891482 195:1.770632428736792 196:0.8211196045218501 197:-0.7029508165969643 198:-0.04379934350822047 199:0.08033673134757692
--1 0:0.4591948751733927 1:-1.380864045814128 2:1.682862701855993 3:0.7390975939869049 4:-0.2263471163389731 5:-0.06598725637180189 6:0.9883495056203353 7:-2.597691925765584 8:-0.6284783667547832 9:-2.075709178054142 10:-0.2043575740651334 11:0.9432757810978171 12:0.2530848096577911 13:-0.03882350487164798 14:0.09802654482278968 15:-0.1057852164527437 16:1.624888669674574 17:0.9378454010986441 18:-0.4077641480307881 19:-1.031174964314064 20:-0.1960786901376234 21:1.418798574138424 22:-0.4835003667454104 23:0.8242147753986482 24:-0.1183404836631317 25:-0.3666234820984682 26:1.753077807784631 27:0.4130096023611691 28:-0.7198095466746089 29:-1.33635282495896 30:0.5821466716253577 31:-0.897177704359549 32:-0.08190983237838444 33:0.3526719162492882 34:0.84421321549619 35:0.1300607427896278 36:1.027905115965319 37:-0.9063746972936645 38:-1.036535123781451 39:0.6599911290246511 40:-0.9145958351933728 41:-1.683860053051933 42:-0.3504990832147417 43:-0.5089050336845964 44:-1.488467392770492 45:0.1383865928865997 46:1.552098116366475 47:0.5492942136336838 48:-0.4902940860094613 49:0.2852819489915316 50:0.6507195071672378 51:-0.8436012091391235 52:0.1263219899967066 53:0.9251964376436373 54:0.4728940599276779 55:-0.8065808665260691 56:0.5743548333251356 57:1.022580133956387 58:1.119815762158612 59:-0.03788448654350198 60:-0.7142073261102299 61:0.6355049162461065 62:-0.2059779867805468 63:1.197355837484854 64:0.7483276568642501 65:0.6794550293652979 66:0.2165884861028881 67:1.330834088838898 68:1.136811644315314 69:-0.295155056656934 70:1.039551966875911 71:-0.4558901590578832 72:-0.09295526266400948 73:-0.218500033333465 74:-0.6950684126069816 75:0.6718636206111144 76:0.4632804804123607 77:-0.3494325102628499 78:0.03433670361096717 79:0.287836368445795 80:1.69120638314176 81:2.257058002856247 82:-0.8942003599465276 83:-0.3871318675928156 84:-0.9866457685386432 85:-0.8993131907788993 86:0.7045297009338861 87:1.65444277300038 88:-0.9568627598430592 89:0.7269617192241574 90:-2.405479358325652 91:-1.007713848004955 92:0.7788137402796553 93:-1.507119344211295 94:0.5213290682102015 95:0.5340547142869312 96:0.1600710067673575 97:-0.4052884659676822 98:1.056805979980686 99:-0.5645046258717569 100:1.539898733645986 101:-0.01982516828155009 102:2.026147662280952 103:0.5291296238899748 104:0.3798495121131659 105:-0.04478200704892346 106:-0.05314776177379959 107:1.687186952637134 108:0.1820161972642675 109:0.05419632665596132 110:1.268258822149179 111:0.6996109835093953 112:0.1299276343485827 113:0.4358816329298915 114:-0.2629112916629786 115:-0.182782276717915 116:0.7207022518665052 117:-0.5031739260518631 118:-0.8896389320049998 119:-3.264002487439085 120:1.602915604483766 121:-0.312540743154489 122:1.632916163092685 123:-0.3595620880135809 124:-0.1029061704085355 125:-1.430065081316685 126:-0.08708057593394626 127:-0.6872254068107231 128:0.5141664233341215 129:-0.1567452174848425 130:-0.3876763505461198 131:0.183173898924183 132:1.695864308560464 133:-0.1380030250164146 134:0.6464504152952419 135:-0.4448466402650543 136:-0.2165133443841508 137:-1.494178975941234 138:-0.5431598469913581 139:-0.03603847585678484 140:-0.162233837892873 141:1.399617737308778 142:-0.1136833680748782 143:0.2802437710268962 144:-0.6970250112638204 145:1.807751796108768 146:-0.875149787409127 147:-0.6301989227196559 148:-1.125151057827035 149:-0.5532862157943464 150:-0.2759082210219975 151:0.5415311174949408 152:3.210367345646482 153:-0.8531608155204875 154:0.2093368312929018 155:-1.204623502004181 156:1.408324342955788 157:1.013766419685777 158:-2.259289659589923 159:0.426357961922146 160:0.3040611021627196 161:1.38375967630295 162:-0.4841848160409925 163:-0.6532344216191797 164:-1.289503492504675 165:-0.07938518449321165 166:0.3409502100451934 167:-0.03267254964531252 168:-1.322487333998166 169:-0.4827779235779057 170:0.8024267976674059 171:1.241724307329992 172:-1.193768116526033 173:0.8559496180228543 174:0.4778638819991137 175:-0.5879600334929374 176:0.1887017653306649 177:2.545446908032638 178:-0.2123784937789952 179:-0.3189990822777509 180:1.721725335591301 181:-1.287653329868932 182:-0.254082072427513 183:0.1895464985557688 184:0.8741869900615751 185:0.2707079985452131 186:1.489280289792605 187:-1.651195278182005 188:-0.7587747012596952 189:-1.720247475247774 190:-0.5464109401717326 191:-1.443109371035196 192:0.1741258281966999 193:0.3274634510591174 194:-1.16886852272767 195:0.855437360554437 196:-0.8486337329337665 197:0.8158156873352052 198:-0.08141024820756163 199:1.317529186315192
-1 0:0.7189833376909334 1:0.1519453502951839 2:-0.5208313858645827 3:2.1942985716355 4:0.5563659787003014 5:0.3897109651825564 6:0.07366866904198428 7:-0.4151402080920852 8:-0.9335835282495684 9:0.58441958502964 10:0.8245370320126951 11:-0.2922054793607323 12:0.8194814223519536 13:-1.557873255141407 14:0.6730792721253017 15:1.521856124660187 16:-1.578846156495895 17:-1.071096428613521 18:-0.5941085732778704 19:0.1537268700186532 20:-0.3757276418851759 21:-1.56666583354654 22:1.059146991527213 23:0.9776562089385955 24:0.6717320109528174 25:-0.9257853972397967 26:0.4372640670480248 27:-0.3272941290116542 28:1.324314841498087 29:0.4171893064331878 30:-0.7217079196218724 31:-0.5963641808700426 32:1.765252081539562 33:2.316008986016103 34:-0.3944009342321637 35:-1.410896726726088 36:-0.87547810605377 37:1.089976532756236 38:0.8392598211080156 39:-0.4936301044921032 40:-0.2403554450588626 41:0.8057710739892434 42:-2.535345298643436 43:0.3955236416932175 44:0.6545312916402664 45:-0.4803595971960671 46:-1.512982561170037 47:-1.689945564449639 48:0.3597396934063047 49:-2.1678226996628 50:0.8933209367174109 51:-0.9195410185626961 52:0.1319226056268786 53:0.01503125975884181 54:-2.535533227724009 55:0.9581858350906536 56:1.654549728943316 57:-0.7723067114862038 58:1.744963722324439 59:0.06024709150069262 60:0.5757716438755298 61:0.8040129599406542 62:0.4098278013416406 63:0.9743848651828322 64:-1.256557103689393 65:0.2536142116232744 66:-0.3909256632488575 67:0.8715632592142285 68:0.634196181225005 69:0.1671866877135231 70:0.7574075381263179 71:-0.2785069993088362 72:-0.8956234893727552 73:0.5960930576936185 74:-0.6833848378589065 75:0.4539661297151529 76:-0.2931703601639918 77:-1.383828977497539 78:-0.9059113041460458 79:0.2293021736914844 80:0.1013273400064597 81:-1.122100677283056 82:0.2943711370801635 83:0.1598946953015679 84:0.5199383091619549 85:1.301968805335853 86:0.4407081190161019 87:-0.8159920842085843 88:3.309712909849844 89:0.2008416847111575 90:-0.3835413667428188 91:-0.8880258954012031 92:0.7827710898248453 93:0.06708499856167446 94:-0.07190688224696594 95:0.9707082620144873 96:-0.1216167973392662 97:0.2414741241147956 98:-0.2585164705738723 99:0.4156623631083652 100:0.8146035196857777 101:0.3637869833949406 102:-1.103232738525374 103:-0.8961928086325454 104:-0.1184713146590268 105:-0.1946991228053818 106:-1.103826677348007 107:-0.2658670477189566 108:-0.07451979307775491 109:0.3290519710752312 110:1.18420329214809 111:-0.3704905144162359 112:-1.430695238618009 113:1.273458874675306 114:0.5660047606438324 115:-0.01724087229038901 116:1.186671537743716 117:-0.6402403896223059 118:-1.05054925218193 119:0.3976972532455789 120:0.5867409898866867 121:-0.7762644237524517 122:-0.3289376869283172 123:0.7806023626686741 124:0.212333995522787 125:-0.4718641150676159 126:-1.037164634226188 127:-1.642018894649518 128:-0.5139978122111565 129:2.156959907136079 130:0.6107117607864954 131:-0.921734619727172 132:0.4866986558876156 133:1.296812477072966 134:-0.6490496580942068 135:-0.5036145134558424 136:-0.5288379596921474 137:2.517853768784654 138:1.8312059255602 139:1.429719644007265 140:-0.1852445861262864 141:1.313432669222437 142:0.1073285855402897 143:-0.960813518278367 144:0.427325419160034 145:0.9821680628887781 146:-0.498165243284986 147:1.168453222249741 148:0.06474716604827808 149:-2.103729966779268 150:-1.292577122425216 151:0.4002207380746516 152:-1.510421536328239 153:-0.8037265569085431 154:0.1812665216502429 155:-0.7917358040634829 156:1.128216030320624 157:-0.008866300517966793 158:0.3527892111691524 159:-0.1756787800884984 160:0.3408114905460484 161:-0.7045265189863688 162:0.9668684315329269 163:0.7292137524762299 164:0.5145776729049181 165:0.4386609150899407 166:-0.7250380765866153 167:-0.7114459541819682 168:0.3407628337970907 169:0.9045675385981385 170:0.6035026211714402 171:0.06530320644283198 172:0.05783152289291759 173:0.5277224845441627 174:-1.011435718581839 175:-0.2498649251327691 176:-1.320276932460946 177:2.421565238246957 178:1.022808621482006 179:-0.8375392707748367 180:-0.3138033878456136 181:0.3554436111112337 182:0.468241098562117 183:2.009118517770414 184:-0.4506726574624639 185:0.1453368481259699 186:1.42735912676388 187:1.012304879426068 188:0.8015602681028032 189:-0.05167161162040605 190:-0.6816817559324891 191:-1.227983757607721 192:-1.52958039450739 193:0.856484408220096 194:-0.7106817130491472 195:-0.5704970796106661 196:-1.770737386862101 197:0.1076783906102495 198:1.397617043999073 199:1.063381242583852
-1 0:-1.393238945998361 1:-0.05171584401948957 2:0.1183729038266239 3:0.2927022004756736 4:-0.3670701445798234 5:1.01897928577821 6:0.542301855048105 7:-0.875628721660426 8:0.846713353912057 9:1.312617892751253 10:-0.5594912378664555 11:-2.311985926120249 12:-0.1303649838292177 13:-0.1394099750844225 14:-0.9655250116763242 15:0.1994062003811135 16:0.6670947928870576 17:0.2874873170379246 18:-0.022157450089807 19:-0.2759608899219553 20:1.01693275440094 21:-1.272908757470696 22:0.5195387115136545 23:-2.086436291740374 24:-1.211100286712838 25:1.156974476901412 26:0.1994125266390019 27:0.478048388413221 28:-0.6678785410568632 29:0.8392967202254097 30:0.09372447919259905 31:0.3673557320817525 32:2.384939373517017 33:1.631699447405437 34:1.505446432369725 35:-0.06190294929653576 36:-2.229377783272677 37:-1.061008807913774 38:0.06899109245176174 39:-0.326959751864533 40:0.09243130613024987 41:1.111618970092473 42:-1.14932294687876 43:0.2626621796742492 44:0.8828631654258086 45:-0.06969037598747628 46:-0.5889595553658412 47:-0.2061937193486453 48:-1.673742053090641 49:-1.628589023763514 50:1.009021187658608 51:-1.056284874961209 52:1.56361321972316 53:1.70874967399813 54:-0.8589151539275296 55:1.420113758001072 56:2.004613640416708 57:1.384439262843536 58:-1.462659606061239 59:0.3622671968304794 60:2.633594288541365 61:-0.01957884683487846 62:2.019249977760486 63:1.277278045865982 64:0.09437151202413101 65:-0.1106732482882217 66:-1.191572679741707 67:0.2118874246304362 68:-0.472062524702253 69:1.510397033745257 70:0.5089455104484197 71:0.6504973640543757 72:1.131804671026948 73:0.08045343963360505 74:0.3056149866323319 75:0.07747494890826385 76:0.505162669572792 77:-0.0982177273391656 78:0.9538191835756803 79:0.4910394763123929 80:-0.4359803168330905 81:0.1329496122549916 82:1.07020848359521 83:1.150315674783633 84:-0.2155240564385586 85:0.7195467071794138 86:-0.1974118547792682 87:1.233236280168881 88:0.8205828608934416 89:0.2116732836330373 90:-0.05866824019504283 91:-0.9370439009532083 92:-0.7418528548237158 93:-0.2823363095769291 94:-0.6618677097968373 95:-1.086181838965292 96:-1.020449073434403 97:-0.5368415496962928 98:-0.4095583793826489 99:-1.145732602981544 100:0.898753807102836 101:0.4806283252358426 102:0.6322814578730986 103:0.9207284242403188 104:-0.5299892981453825 105:-2.833175108641577 106:-0.4546924386862383 107:-1.852280946524736 108:-0.4647728472775701 109:0.2796650852701678 110:0.1207565209617015 111:0.3296407881137735 112:0.03102613618978899 113:1.359104618399497 114:-0.6841973350456441 115:-1.140055559927739 116:-1.264147723015144 117:1.05571240486631 118:0.5692666562302826 119:0.01502305467667092 120:-0.918699085990731 121:-0.7241466163862059 122:1.096051439919303 123:0.4412475301296457 124:-1.16603903627062 125:-1.12677083956802 126:0.07715874159621727 127:0.6437456747319826 128:0.8939286562522119 129:0.5707603159732978 130:-1.020671529728013 131:0.6689508789906139 132:-0.493761927422853 133:2.563121748288204 134:-0.5977287749106489 135:-0.1797276681903591 136:-0.2645016326948478 137:1.648001481823714 138:0.2611643999320772 139:1.113264919361763 140:1.740747395242336 141:-0.5926681668757084 142:-1.174147628876041 143:-1.017444341304293 144:-1.305008107956984 145:-2.374221720115318 146:-0.06384611738797298 147:-0.2139741163666273 148:-1.18444337575425 149:1.877191460539978 150:0.5884761628366161 151:-1.006466302832743 152:1.148242655263901 153:0.0317689814542992 154:-1.127036920727421 155:-0.530076979013144 156:-0.2299848140647882 157:1.119924124700785 158:1.240360176416268 159:-1.127867803902696 160:-0.6397224078205944 161:0.2557321126211154 162:0.3286827959567167 163:1.532967695105 164:0.6007270249044125 165:0.7297595857776552 166:0.06069056846486858 167:-0.1168902766281693 168:-0.1536897916868359 169:-0.1328703361418332 170:-0.6126788343082481 171:-2.836265652135184 172:-1.264782235443111 173:-0.5237298039867185 174:0.1275450388100182 175:-0.9030570806115611 176:0.2956380485827154 177:0.3044809302813106 178:-1.59677860940991 179:-0.2767402550419132 180:1.292145928706327 181:0.5070255320508585 182:1.611281768492759 183:-1.200590819914227 184:0.8037069601145852 185:0.8988157171693691 186:-1.017014075983043 187:0.9655437957068892 188:1.069370507658126 189:-0.5551920564956245 190:0.2400270163576443 191:-0.6626939640697316 192:0.8637112687441905 193:-0.6058188890187458 194:-1.097659463335447 195:1.063525879587252 196:-1.267224463359755 197:0.4523221742883611 198:1.230762443245556 199:0.172883023207961
--1 0:-2.84484395981028 1:-0.3092622595651396 2:-0.3428883753078296 3:0.1562930057120959 4:-0.6006908614302573 5:-0.0001578397037265186 6:0.4204568543417119 7:-0.2004496454587468 8:-2.132211238749456 9:-0.1250900572939564 10:1.265409064538516 11:0.6261949037471046 12:1.549758618011442 13:-0.620544164199358 14:1.092976874391977 15:-1.431721446617906 16:-0.432395471586713 17:1.446453036363881 18:-0.1117115421079526 19:-0.3828656600887688 20:1.21743486753261 21:-0.5731375422179625 22:0.4173569534184229 23:1.359544954259203 24:1.389308446525307 25:-0.2381856549014101 26:-1.772992899932336 27:0.5736919316029374 28:-1.019598953192721 29:-0.3277141552842935 30:-0.4290632213471212 31:1.256798082790197 32:-1.565266873810643 33:-0.3014486344171805 34:-1.648005062783389 35:-0.05033710849631294 36:-1.230990388084022 37:-0.6175458278180603 38:0.2996594226616632 39:-0.4508001217392393 40:0.2168717892247817 41:-2.270600925849479 42:1.361649181667984 43:-1.180997262380811 44:-0.1623744000552495 45:-0.1147687011034639 46:-1.770918331116299 47:-0.34090789227388 48:1.525705091496125 49:0.4876061316453092 50:-1.515136107991642 51:-1.343582361106923 52:0.2963291653290288 53:1.008638703874724 54:0.616188801512681 55:-1.336313059594098 56:-0.3118036465274755 57:-1.033942507713603 58:0.0001716749581183136 59:1.172444139414474 60:-0.498197664891099 61:-1.292405472713322 62:0.9527669471178294 63:-1.718529179552237 64:-0.1964251109448789 65:-0.5271370066371548 66:-0.7283271434977676 67:0.06469105359211842 68:0.3370024513463548 69:0.4496354750144162 70:-1.086529922971645 71:0.2939116832020003 72:-0.8836049655301558 73:0.279470258291638 74:0.01317241123997977 75:-0.9800799968117712 76:-0.9810834430840578 77:-1.031677198047775 78:1.696834057816929 79:-0.8416553082499808 80:2.518900611739569 81:0.1045127381746046 82:0.1610767449080825 83:-2.222804390820482 84:0.01227623236796184 85:-0.6889045422252379 86:-0.5577136908907637 87:-0.1856383143002122 88:-2.064825677699988 89:-0.2780321286259483 90:2.166598644066575 91:1.790814729214074 92:1.325368844388655 93:-0.6496192797402748 94:0.02792074197412627 95:-2.388348580565983 96:0.07247691400175375 97:2.595797300538523 98:0.1253918770345508 99:2.453077700054563 100:0.8511921919453915 101:-1.171496632488066 102:0.7975267601981312 103:1.154923482434131 104:0.03111007122780769 105:1.521055423272179 106:-0.1017719039890893 107:1.536790895469417 108:-0.2386136723706696 109:0.02821003473870445 110:1.076213596813897 111:1.033064928215865 112:-0.9153863547714178 113:0.4080048248796974 114:1.262450540131297 115:0.2946683265583905 116:-0.3228106173349286 117:0.5260383419495746 118:-0.311812364992097 119:0.8046932934869523 120:0.8429268950759761 121:0.1967728024443339 122:0.8552291030369582 123:0.5583986442707424 124:-2.027181087876691 125:-0.06907572713801115 126:0.8497193679484341 127:1.285826192139454 128:-1.308585196728311 129:-0.02586971891973096 130:-1.082988152752416 131:0.5701248667724162 132:0.4470887761089248 133:-0.3493954729006677 134:-1.465312314198705 135:-0.467336961034143 136:1.442580593321705 137:-2.513414436497327 138:-0.3315805116840243 139:0.6301454044366037 140:-0.4154196814112416 141:-0.6791016172260692 142:-1.412167308890178 143:0.6152261206769379 144:-0.6013360417116902 145:-0.9991873980815729 146:0.1915551401468195 147:1.179793292396765 148:0.7333815925476106 149:1.482660477905446 150:-0.5050636950735014 151:-0.8461957932025586 152:-1.544280009226841 153:-0.5859754396504039 154:-0.3979043000752631 155:0.3805995513427107 156:-0.7241873300269035 157:-1.666350207575533 158:1.345525333959985 159:-2.855289924190426 160:-0.3097186067104859 161:-2.627990154412613 162:-1.325670514732513 163:0.6846830107345875 164:-0.1353295619833898 165:0.4887099871564056 166:-1.035132531486846 167:0.2490376161323528 168:0.7536045474125158 169:1.115470192999523 170:1.098692998528587 171:-0.6388300676595678 172:0.4756555831337785 173:1.024849013677856 174:1.589205613223225 175:1.027352866962249 176:1.552030946252551 177:-0.298133105769777 178:-1.479507598853575 179:0.6882703547271742 180:-1.291338481577935 181:-0.8652280419712527 182:0.8843959700249779 183:0.3197158729144448 184:1.581711411395539 185:0.4762126149259699 186:-1.212764790092159 187:-0.3616751317979806 188:-0.9046407803541762 189:-0.09332526389365046 190:0.969371729030951 191:1.500523237814937 192:0.1035610052920902 193:0.8280031108526286 194:-2.803356054508734 195:-0.298829529478139 196:-0.3585210303814651 197:-0.1278901248849959 198:-0.7636590145394334 199:0.05818747548843307
-1 0:-0.2266572141127387 1:-0.05693576880182745 2:-0.04746324707135893 3:-0.8536751595315043 4:-0.5369579153834025 5:-0.3281175028283126 6:-1.693971922021864 7:0.3308376769086306 8:-0.7931203712419864 9:1.240632891660152 10:-0.314870758038861 11:-0.6709768808815012 12:0.670628661056857 13:-0.6438808231229214 14:-0.313995419694456 15:-1.508293968673252 16:2.311475939813117 17:0.3412799192536765 18:-0.1272740153656551 19:1.39579133405067 20:0.8042545825086072 21:1.744366900800944 22:1.121085475198239 23:-1.343405482465919 24:0.0715289023576061 25:0.3946815953555741 26:0.2561577731614132 27:0.6884956980362054 28:-0.3158380073938024 29:-1.092462130867045 30:-0.9346835483250567 31:0.9052026667629963 32:-0.7608158687940977 33:-2.064239637916906 34:-0.09548113617225638 35:1.108977871528976 36:-0.1070534150160711 37:1.14609682627081 38:-1.100024249041311 39:1.216894212148287 40:0.5592412209409446 41:0.6973209031299348 42:-2.802431904859175 43:0.8175277571682419 44:0.2476775342386183 45:2.150251356638533 46:0.5052479194397399 47:-0.6710580164327045 48:-1.796718016791352 49:-1.442579202779507 50:0.3198545875466609 51:-0.9478270658463739 52:-1.207293918873976 53:-0.6977821565585481 54:0.5917135412551033 55:1.513865875964331 56:0.527310701202278 57:-0.6083418602808525 58:-0.1073812576780333 59:-2.063301608266158 60:-0.0004163884128373639 61:-0.6779166326034928 62:-0.8377552778656122 63:0.8492771525032948 64:0.3080429216367804 65:0.1583522579517412 66:-0.7291667296480896 67:0.7015082788319705 68:-0.9359523061848393 69:0.9163256522114983 70:-0.4368853578250558 71:1.958351874913673 72:-0.06875351038338159 73:0.3992972620028292 74:1.403810021019386 75:-0.2700392438525547 76:-1.042260334790681 77:-0.6731860341727995 78:-0.6378771185569447 79:0.3178984710393201 80:-1.83991749708464 81:-1.439858272386189 82:-0.9122481637445767 83:-0.8741998158372792 84:0.2652916945477289 85:0.384364366817242 86:-0.5830407325483842 87:-1.004590928706903 88:-0.1678399170157246 89:-0.9508905864920868 90:0.3812988728882897 91:-0.7984219388440257 92:-0.9585364243465032 93:1.087835984130281 94:1.750471605207121 95:-0.7139267645589099 96:0.2541422914483324 97:-0.0950945119921794 98:-0.8238296461015089 99:-0.8456852598085599 100:-1.407735479852752 101:2.435438563489336 102:1.140966079949447 103:-0.6151723109416097 104:-1.568287125824009 105:-1.511278765351119 106:0.1902887015501177 107:-0.4000201264774449 108:-0.1328862190642135 109:-1.605741816061354 110:1.825422774048726 111:0.416856604003713 112:0.7113339078052628 113:2.466653838774428 114:-0.7507432776105817 115:-0.5829842129822467 116:0.7121160215475336 117:0.1001756154931204 118:-1.415434678735056 119:-0.4844110516526348 120:0.6459108812527943 121:-0.1884891833245073 122:0.4713296967741186 123:0.08616298716687665 124:1.377874979634557 125:0.8195811706271239 126:-1.19082803982556 127:-1.590750723075612 128:-0.3469455522972447 129:-1.285553783993968 130:0.539134828135217 131:-0.1963362654495891 132:0.7761735430920298 133:0.1850272458966438 134:-0.7473088283058308 135:-1.62473377912857 136:-0.5773610420443591 137:2.721624735940272 138:0.04787280356555312 139:0.3189682266750365 140:0.1434364848421598 141:-1.450681825659652 142:-0.4746651113156996 143:-1.697691307595643 144:0.7605276398954486 145:-0.4614767457270248 146:1.2650398284796 147:-0.2276579670331097 148:-0.2971690277009761 149:0.02613627127968233 150:2.136913012298461 151:0.3532208207327511 152:0.2391492277244047 153:0.7655416198462442 154:-1.078421327231584 155:0.2762682881887635 156:-0.7004788285287827 157:-0.3621462228951006 158:0.2008583567369495 159:1.79079387417619 160:0.9193850528923717 161:-1.869319648789367 162:0.1993978049277501 163:0.02676832066196499 164:-0.2769385575652936 165:-0.1066381252258296 166:0.3581347647831594 167:1.010821079573391 168:1.638555622348526 169:-0.3310504316295717 170:1.175513978514264 171:3.415473855449716 172:0.3536772786969014 173:-0.5236905204013991 174:-0.09368442674030726 175:-0.1696920433448279 176:-1.82667021044991 177:-0.822995231927891 178:0.6045310055537673 179:-0.2670171272498173 180:-0.7568501159958195 181:0.07450546510979555 182:0.08000730595403595 183:0.5580596113443974 184:0.914323918909181 185:-0.7346952643042816 186:0.1917291941797718 187:-0.5040063850328885 188:1.107981084850684 189:1.079806292923505 190:1.933249279452358 191:-0.5497298228929577 192:0.1854648744216114 193:-1.233042777110116 194:0.7779102941713493 195:-1.911797751742107 196:0.3726270811850842 197:-1.146054523381334 198:-0.2933257108479508 199:-1.363748035370964
--1 0:-1.230204693442996 1:0.2856272261079592 2:0.4945460655649253 3:-0.9634176047404543 4:1.357819758748637 5:1.165105433677222 6:-1.687372692075471 7:-1.327655081329723 8:-0.3420290298104029 9:-1.466091290716778 10:-1.133400173981096 11:-0.5323633295133972 12:-1.018612894685454 13:-1.152004710200872 14:0.9880642359954663 15:1.25764017514192 16:-0.03187989538730917 17:-1.112755137378992 18:-0.404693814589123 19:0.3787926556229126 20:0.2843367510795741 21:-0.04006075368222901 22:1.162080032660245 23:-0.8741740118137296 24:0.3385719924048412 25:-1.434786353579029 26:0.03757588553001694 27:-0.923065867819771 28:-0.3563130715505189 29:0.3577177049667004 30:-0.2262256453698897 31:-0.6225302396614462 32:0.4209406096084721 33:-1.299661158573084 34:-1.070947520455317 35:-2.097353090243079 36:-0.2986419113920666 37:-0.121108005049091 38:-0.4452106714673864 39:-0.9947674477866376 40:-0.0087653958614398 41:0.4772876526101068 42:-2.270336046906194 43:-1.38931843913142 44:0.9561566666304471 45:-0.4382861677618523 46:1.581274246250981 47:0.5928308316872639 48:-0.3818638594568357 49:0.208364623263962 50:0.4100544863510468 51:-0.5295444298994006 52:-0.2817941201600425 53:-1.51088193264723 54:-0.5010863163489074 55:0.2158553894816043 56:0.09057003592239947 57:0.6060720797235315 58:0.9639666641515853 59:1.033697561372895 60:0.3268204468308937 61:-0.9140851865545974 62:1.024072962902551 63:0.4233524475971439 64:2.123906043940277 65:0.02525269764117146 66:-0.4800564185849527 67:0.2023034234941803 68:0.3406888525964283 69:-2.011914720432239 70:2.062990936467303 71:0.3487523913286003 72:0.6841340515269679 73:1.255498322248285 74:-0.4805161021297771 75:-0.3867170776877723 76:-0.5465332878603305 77:1.407036458502997 78:1.025373609136593 79:0.4076709944031189 80:-1.661162174525249 81:-0.9401796428926523 82:0.1359883755786249 83:-0.7388719204773688 84:-1.088414352956019 85:-0.4779055108238403 86:0.3903781302559495 87:-0.1964121588805683 88:0.7416044277660869 89:-0.4691246640067865 90:-0.8456632447625533 91:-0.6113399565450739 92:0.5571078561164688 93:-0.01727393711832781 94:-1.001505154592369 95:-0.830496008971591 96:1.079960274172692 97:0.4221796508864316 98:-0.6385378286071597 99:0.5263527777010154 100:0.4485772166748809 101:-0.5626766399363552 102:-0.9138373081141633 103:-0.08089707005738909 104:-0.146779244767022 105:0.2740974209344 106:0.3205359340334958 107:0.8227632651283608 108:2.075840574655291 109:0.4164370752614009 110:1.081551293745167 111:-0.08066528345501721 112:-0.2987005602479644 113:0.2952429438220628 114:0.2723996463272093 115:1.764220097480522 116:-0.7794780582719679 117:0.6986609158076446 118:0.1121897553497749 119:0.2475085087822056 120:-0.9899454012841595 121:-0.883622007441784 122:0.8821141380467385 123:-0.4703929312949022 124:1.154187144022287 125:-0.5751115647819124 126:-0.8336318357023528 127:0.3179007439220198 128:-0.5053127454440567 129:-0.5932679992610701 130:-0.2490168627518705 131:-0.7202506829540017 132:0.6530592747698615 133:0.2840434579644869 134:-0.8254067916285311 135:0.9880725224847609 136:-0.3454861565583656 137:0.02171954992672398 138:-0.4926786189890552 139:-0.1025371486354758 140:1.636106816819581 141:0.8280345010394305 142:-1.23977200981461 143:-0.4324320540326712 144:-0.4920132899576135 145:-0.3365635727419037 146:0.9378952631954873 147:0.3834900131376636 148:0.1048387922413026 149:0.5212875662198084 150:-0.5137420231188193 151:0.008645241765993728 152:1.281569091512574 153:0.1937624797771637 154:-1.135057961799788 155:0.8347990266961199 156:0.8369360286733454 157:-0.2555094036071111 158:-0.358461362390143 159:0.5842424736716313 160:-0.7403911720104517 161:-0.421912716036822 162:0.2080071271133445 163:-0.8652505065289547 164:1.450371698205462 165:1.011756005503245 166:0.07602255926810136 167:-0.6718525842710242 168:2.372719014206707 169:0.08854008223858324 170:-0.03727849224607269 171:-0.09825863143607803 172:0.1839136055922551 173:0.2746932713294385 174:-1.379269082766336 175:-1.133533837843131 176:-1.318692946334829 177:-1.648299629563738 178:-0.4094450203948206 179:1.29475841255642 180:-0.0876923819847969 181:0.2085257252597295 182:1.109747613672638 183:0.9196870319937938 184:-0.9560069134118565 185:-1.968553139849881 186:-0.007640832365103504 187:1.134016206319723 188:-0.582672522182062 189:-0.08388941733343525 190:-1.936762059825998 191:-0.905081182621292 192:0.1359092375724628 193:0.7932536480955523 194:-1.798122301602708 195:0.5911583299866554 196:1.262671246505993 197:1.329759918144791 198:0.4909039375960941 199:-0.2896056915911441
--1 0:-0.8677261363276684 1:-0.1192010124804298 2:-0.5649341721337432 3:1.459549045636507 4:0.6310076934656894 5:1.286637217559856 6:-1.169371446196495 7:-0.3807489543298532 8:-0.8267392396044425 9:1.154805552209765 10:0.1846976451464485 11:-0.4671066814336827 12:-1.027860773164256 13:0.9419986104628999 14:0.4026262239179896 15:-0.3026051558400336 16:1.323514400408062 17:-1.633104723689623 18:0.4807366309052952 19:0.7344380086311812 20:-1.287427140822558 21:0.6895493842576556 22:-0.3200567304211215 23:-0.6095488650117363 24:1.79587689338255 25:-1.510808861785855 26:-0.8028511313176574 27:0.3949014572492671 28:0.5864581332481308 29:0.5995557983572527 30:0.4186065516073366 31:0.1110410154027627 32:1.071620147176897 33:-0.8081201271384068 34:-0.7627101557217744 35:2.525319011487988 36:-2.181454244118278 37:-1.599905823350495 38:0.918514653191175 39:0.6058484140311461 40:-0.2901183148884598 41:0.3066769900056718 42:-2.015081398490639 43:0.3157172727816783 44:0.006141070902297751 45:-1.582353433535416 46:0.497564645964634 47:1.257114279175982 48:-0.6382066289068538 49:0.4807426634270929 50:1.072884944225826 51:-0.2914534879414792 52:-0.1771667069465408 53:0.7173504017809378 54:-0.02603329200130582 55:0.3577585103881068 56:-0.4167928589024067 57:-0.7671863659317972 58:-1.302974712575861 59:-0.2277214810070416 60:-1.826702986492787 61:-0.7114970365742072 62:0.1093262586121417 63:1.204734256770458 64:2.352731084757885 65:-1.28122560961283 66:-0.6295856117463098 67:0.754908294026865 68:-0.7061902682761368 69:0.9623724612033995 70:-1.147749785725991 71:-0.6083979754837878 72:0.08325499401697505 73:1.278752974979279 74:3.145297168636751 75:0.5319482468779467 76:1.449644860376236 77:-0.3113207316797346 78:0.03732143251349501 79:0.8633172759904175 80:-1.155100130830937 81:-0.4666107195182449 82:0.6162513422647775 83:0.383118811104613 84:-1.332617281168674 85:0.05883530805358425 86:0.8122543568971679 87:0.5885349070634982 88:0.5312812627413032 89:0.02851166371920646 90:0.6909559567084304 91:-1.196224597704952 92:-0.5432401218488312 93:0.4786648944909968 94:1.258028232585977 95:-1.289876075038761 96:0.02251232835240681 97:-1.585089583553156 98:-1.37874416149071 99:-1.699614880847401 100:-0.1059003476142017 101:-0.859682393725942 102:-0.4908658429647043 103:0.5686476467416691 104:-0.3964459960842152 105:-0.5979252977258045 106:-0.6978015506309082 107:-0.4951651045622127 108:-2.155497086587437 109:0.5597830555013836 110:0.06847476532345083 111:1.100206106767058 112:0.9390379780217233 113:1.347631628570063 114:1.355810719092501 115:0.2462268726307282 116:-1.533790405753553 117:0.4734667804882173 118:1.843456865569526 119:2.306812146289997 120:0.5209595161171483 121:1.3685728867373 122:1.376596026456534 123:1.57234556256495 124:-1.632736746233879 125:0.5831655213568205 126:0.9002226142307203 127:1.155251522152004 128:-0.1574144728241762 129:0.3449568115148169 130:-2.409811445935534 131:-0.3537909095544583 132:-0.04721622587804779 133:0.5186682253239856 134:1.343185033412285 135:0.8727429583123595 136:-0.1176281891813192 137:-0.3196778046646161 138:0.8883374686574786 139:-0.03432703574177648 140:0.6911141167178284 141:-0.9454503065605528 142:0.2141700568059335 143:0.8390863369501865 144:0.2936345597076075 145:-0.493491694166617 146:-0.7892182382544147 147:0.4771395634247083 148:1.13466189029036 149:-1.134740651418142 150:0.4781128863801629 151:-0.6746643052934588 152:-0.2816045976808104 153:-0.612671080321059 154:-0.1929887060580317 155:-1.109322852715463 156:-0.02000772884901156 157:0.5616535410719921 158:-0.5277620671483939 159:0.8347033156275422 160:-0.1244450881908358 161:-0.8006248297705049 162:0.6821119594243185 163:0.826253652302919 164:-1.884343016361544 165:0.2084355030218469 166:-0.3147963467256849 167:1.078156045483597 168:0.4306323736383599 169:0.2252140571654541 170:0.6765995520287359 171:0.1971740896801129 172:0.2221438353495328 173:-0.2122986064691243 174:-1.363895833062039 175:0.9059462538266742 176:-0.5129623772823235 177:0.6838108798957407 178:-0.3957413654515072 179:-0.7825436841776986 180:-0.7442230960622175 181:0.005097838805004794 182:1.213970983615366 183:-0.7709578333447328 184:0.6564595203811864 185:-1.335551975479783 186:0.7886819120148867 187:-0.05187776629481784 188:-1.582550352812883 189:0.1000152069960111 190:0.8686187034680161 191:0.5955780550514781 192:-0.5736105607498171 193:-0.6999280975283482 194:1.001972372731997 195:-0.5723038121094801 196:0.2266311798071215 197:-1.570483534965354 198:-0.6086924599752568 199:-0.1356007850053403
-1 0:0.9664244989545046 1:-0.3546977214022347 2:-0.4930259787565385 3:0.6283117478672302 4:-0.6248669281504243 5:1.812329086889527 6:-0.4002155209648866 7:2.704983344333989 8:-1.043315302211511 9:0.2571729605861381 10:0.4609025084506785 11:-0.8403281527299531 12:-1.122205320836842 13:-0.9511532943442021 14:-1.259500089254954 15:0.421153564283467 16:0.9251413891580061 17:1.484059069684114 18:1.827514190692892 19:-1.516788343300643 20:0.1187565571033177 21:-1.025891665417117 22:0.3687858522322436 23:0.9716009394414059 24:1.855892588737627 25:0.6218502031386345 26:-0.2601763134673075 27:-0.7497903338426452 28:-1.362251180878812 29:-1.270447711021046 30:2.027083530803906 31:1.022472802358323 32:-1.131832001373686 33:-0.1471029659124045 34:0.5023427316173714 35:-0.6233093051521748 36:1.205284361150951 37:-0.6391486802449118 38:1.229488441055415 39:-0.1248770714391148 40:-1.095224917197596 41:-0.5669349719158102 42:-1.516905539593564 43:0.5008855156720358 44:0.3930434321304367 45:-1.882945869672579 46:2.317501426390538 47:0.9830425995977946 48:-0.8220191302994941 49:0.0155410434474862 50:-2.013457136991598 51:-1.407885898474112 52:-0.5488464571384404 53:-1.450108295521424 54:-0.3299208230342905 55:0.5265403756201427 56:-1.169033129770774 57:-2.046686710546205 58:0.5383026988431292 59:-0.2749778157490079 60:-0.3739961052099907 61:-0.533584620151566 62:1.51659468942424 63:-1.093035812417679 64:1.641080151615704 65:-1.067024310467978 66:-0.2570086648283156 67:-0.1267944981902691 68:0.1964259529888148 69:-0.03309069202937698 70:-0.2579767567364966 71:1.238215264826141 72:-0.479170280739159 73:0.08594110540942423 74:-0.7365513654107786 75:0.9486797768390527 76:-0.09812931571509451 77:0.2701514849815917 78:0.9351608785589349 79:-1.917216774903133 80:-0.3741040969093517 81:0.4104931612322226 82:-0.09208497332433041 83:2.476843514808995 84:-0.5375833983768307 85:2.712763697337961 86:-0.8532048520105481 87:-0.6476416561775944 88:0.3730705214136177 89:-0.2007599753409922 90:0.6438008374311193 91:-0.2843501961891833 92:1.218923365817263 93:-1.701343040743195 94:-0.3891501392656943 95:-2.075100502592956 96:0.2612889263105765 97:-0.9993600434478077 98:0.3565429463625672 99:1.484521470783126 100:-1.254418843273623 101:2.106221819771659 102:0.3683828351525298 103:-0.2460204429149679 104:-0.427917858526747 105:1.360192450808597 106:-0.2663563542898488 107:0.7354547115537822 108:2.035947966326213 109:-0.4892493870984222 110:0.8229997862720069 111:1.582163719053749 112:2.119752468030217 113:-0.7248846303406287 114:-0.9549793332303713 115:-0.8908592790446532 116:-0.5890004406027809 117:-0.7137797961615681 118:0.767514152283073 119:-0.2231921535129072 120:-0.5006379393742145 121:1.018433821075502 122:0.879046693612038 123:-0.8942156430116835 124:1.648623748706807 125:-0.439983161394188 126:-0.2495946766840118 127:-0.1820634069808083 128:1.547624601955988 129:-1.23212059336373 130:-0.8000033021850925 131:-0.7046418103462578 132:0.5893581299910169 133:-0.005765160007957959 134:0.7343882469158771 135:-0.2150862200101956 136:-0.05115152406041765 137:1.113515032677292 138:0.575602522108727 139:0.2549729407784857 140:1.249532338581262 141:-0.5335269021571747 142:1.412433698906991 143:-0.7008135985874649 144:-0.8112930940656689 145:1.677940643922504 146:-0.480383152194637 147:-1.042794533764794 148:-0.6580369978360554 149:1.824521325892537 150:1.083940179269348 151:-1.004682935062985 152:1.922225184948261 153:0.5899693156392655 154:-0.6072157069527918 155:-0.09891210253679714 156:-0.492899067597339 157:-1.477920308337565 158:1.280249782905115 159:1.36836771346158 160:0.001809188659616524 161:-1.003264543652475 162:0.4584023729737537 163:0.9339310950543567 164:-0.2271120578320953 165:0.6019645032036171 166:0.2809033739961012 167:0.7824350423131796 168:0.3919885664332493 169:-0.3878623364388439 170:0.02947689517442093 171:-1.315536881344446 172:-0.6576026316573634 173:0.08297484326677274 174:-0.3304817418800487 175:-1.049654199146272 176:1.306668616568961 177:0.4363936710209992 178:-0.7160335781949745 179:0.3389381669792847 180:0.6738101429244441 181:1.544564324987882 182:0.370261075397127 183:-0.0001646506605129896 184:-1.023687468228421 185:-0.521412051264232 186:1.676957060529841 187:0.1564208393559399 188:0.4689288191441784 189:-0.7011095456604775 190:0.1651861647268816 191:-0.6422314698266671 192:-1.520820814614482 193:1.048099497320883 194:1.276740433093706 195:0.7919312171906968 196:1.140272160670643 197:-0.9536097281083995 198:-1.748228675574448 199:1.056274373919289
--1 0:0.6118178258363567 1:0.2874542433785984 2:-0.261599149003478 3:0.3794084730965758 4:1.346662442458504 5:0.5177776714708089 6:0.3730896272347345 7:-1.926797397147961 8:-1.564045925014943 9:-0.3125192890992428 10:0.7066952399897037 11:0.2860134738405213 12:0.1057100941920271 13:0.8403221018744674 14:0.02867538063084469 15:1.868155013329994 16:0.3881088477036071 17:-0.1042079088587981 18:-0.2676781384424726 19:1.859559055959626 20:0.7943130710780525 21:0.08499173374604785 22:-0.004362458545288183 23:-0.0227502066755427 24:-1.079537228728294 25:0.6854170252332483 26:0.5900026242558593 27:0.9756009273225777 28:-0.06440606508213673 29:0.922482031104179 30:0.196017556690765 31:0.5248283180400909 32:1.081989843713681 33:-0.2649913196999802 34:0.2969466992210469 35:0.6873005119298696 36:-0.7249260166087755 37:0.7183098429426885 38:0.1187749753147739 39:-1.039486975663321 40:-1.621303147599696 41:0.02443924682431836 42:0.4508514710071008 43:-0.8806605689311972 44:-0.533727908924248 45:0.1020053521480741 46:-0.1313542351881003 47:-1.329066734170174 48:-1.3881065392706 49:-0.06827954495050395 50:1.7770410518107 51:0.9393376493538286 52:1.36798269235856 53:-0.4473203509110822 54:-0.5040851459331663 55:0.1044586994529972 56:-1.888530565961502 57:-0.1416504964218827 58:-0.6027394162779058 59:-0.608841414266295 60:0.7993925691330245 61:0.7170581429543902 62:0.1526891151864531 63:-0.683069397611837 64:0.2518046635258079 65:-0.2366155261548094 66:-1.279610117442061 67:-0.7645597852975189 68:-0.7806297493862417 69:1.508131314599766 70:-1.401872710742034 71:-0.703008703243735 72:-1.596860576819495 73:-2.28000464426695 74:0.2601897914360118 75:-0.4116498777944451 76:1.404508428588806 77:0.30328514792297 78:-0.4119416376046769 79:0.5925897573313434 80:0.2101036766946724 81:1.587548668684625 82:0.882283635957815 83:-0.1810740791562828 84:-0.1389741480994417 85:0.3081031492629348 86:-0.3093884578665166 87:0.7631324226369416 88:0.1831468919033083 89:0.957090043563096 90:0.08323625226865142 91:1.37816238101671 92:-0.2160686728010263 93:-1.556352119498533 94:-0.1756092603664486 95:-1.994705045113282 96:0.6132614224353927 97:-1.180738588188293 98:0.7472738541386122 99:0.2032411833422285 100:0.1769418376472486 101:0.724329391935004 102:-1.168785020921839 103:1.022781271454185 104:1.036148196052659 105:-0.810584255048557 106:0.4957595484260098 107:-0.05605469017804965 108:0.06446268341729855 109:-0.462522077058168 110:0.6329004745964626 111:-0.2326460153792599 112:0.2965630105819441 113:0.7228235218733213 114:-0.8788234088685988 115:0.3147699038065399 116:1.030829310541233 117:1.163053138715461 118:-0.6076022577291382 119:-0.418906037112347 120:-0.2345434271634904 121:-0.09668994541344664 122:-0.8948949718558104 123:-1.78978778387301 124:-0.2040944436198339 125:-0.8087814135633188 126:0.2013549452037216 127:0.8233361182111116 128:0.6597265655245217 129:0.2549118004835862 130:0.3445391709872264 131:0.2013164600498044 132:-1.059956641335277 133:0.2712829899131581 134:0.3587353549410868 135:-0.1325488543942333 136:1.683566058699856 137:-1.664174336357914 138:0.2969532762302803 139:0.1041750976847824 140:1.258537546911026 141:-1.682788560907121 142:-1.296212184817591 143:0.4668051985450475 144:-1.304189213105387 145:1.602800865491286 146:-0.5610323935191811 147:-0.4280196978667299 148:-0.2888328744695098 149:-1.330163216301367 150:-0.4477416921345635 151:-1.208812700597354 152:-0.4689155513576934 153:-0.6270393848200174 154:0.2415994771768773 155:0.4272824126976312 156:-0.7390939365832997 157:-1.004537650042531 158:0.004161300281783565 159:1.050111459611845 160:0.02955915501712437 161:0.04400774612581125 162:0.007875528497380952 163:-0.5582852431624266 164:2.681673812348326 165:-0.7766228062210762 166:0.8081407390723422 167:1.269696459654552 168:-0.7553017906246945 169:-1.376606730039427 170:0.4694995763539512 171:0.6719962581720835 172:0.6627829920852509 173:0.2578583464172741 174:1.728959888824478 175:0.4984306519745496 176:1.183821789402604 177:1.168300183137868 178:0.5710043429636888 179:1.718292224046103 180:1.875838610293949 181:-0.08920977319490826 182:-0.1123591689169063 183:-1.683027268169017 184:0.6553054815119596 185:1.205823378219802 186:1.459958335460955 187:0.1814353010350355 188:-1.416172590349474 189:0.7531735976586927 190:-1.261420107537274 191:-1.982383780294608 192:0.4082664272834228 193:-0.4064410215630914 194:0.697686237677096 195:-0.2719660843812346 196:1.119715860490324 197:0.820791950199797 198:1.090152486330057 199:-1.854770843987511
-1 0:-0.01269471394917952 1:-1.442848670215934 2:0.312239311939098 3:1.229731331074023 4:-0.6341889924729626 5:-0.9787541713887119 6:-0.7940930430514507 7:0.6776766209179278 8:-0.6025323409163291 9:-2.610068905765608 10:-0.6722468611987951 11:0.6725791388717607 12:-1.477335866377275 13:0.6450639366398223 14:-1.75752233697051 15:-1.208810540683406 16:2.155149736292911 17:1.791456818972721 18:0.09047753072332403 19:-0.008240917682643857 20:-2.054588034386131 21:-1.223056873661995 22:0.807138649525826 23:-1.480385121532472 24:-1.161441919795253 25:-0.8982220464170794 26:0.06911343536442581 27:0.03609932615183282 28:-1.332086465437969 29:-0.4982865782956542 30:-1.094858772787042 31:-1.636554543320138 32:0.2856018678667261 33:-1.191505231111544 34:-0.4603891723891735 35:-0.2822532912388963 36:0.8307458899468336 37:-1.208118264636888 38:-1.003279727608782 39:-0.2281381368581583 40:-0.5633012831221845 41:-1.280193144238817 42:0.6360194348498733 43:-0.05231988258510799 44:-0.9029043378694417 45:0.5324571855351052 46:-1.12138989546583 47:0.6344391965145025 48:2.434164423058355 49:-0.3439809925290593 50:-1.257358463112004 51:-0.348209537615933 52:0.2463241344675718 53:-0.06479770940947265 54:-1.344705350368312 55:0.5105954641608662 56:0.2374345089918959 57:1.465847262485097 58:-0.3204843385378072 59:-2.555520273929525 60:-0.4895442545361655 61:0.5577849671214475 62:0.001020753234464017 63:1.331392438642101 64:-1.039331821235176 65:-1.345428977059637 66:1.049869851848092 67:0.3242971249861258 68:0.3865830106629811 69:0.5957853953236195 70:-0.2108119972739353 71:-0.4486797624335634 72:-0.3300504959036383 73:0.7641432198300344 74:0.1254098657840139 75:1.033343613317108 76:1.540722586948464 77:-0.04806121792829744 78:0.4969100289929331 79:0.2307131724493637 80:-1.27331647298936 81:-0.3885391590346342 82:-1.127513839786186 83:1.016087189707714 84:-2.871493196610042 85:-1.460692587466719 86:0.6184452738780528 87:-1.356094068318588 88:0.03936720577518917 89:0.4895876224578431 90:0.7866182627673747 91:0.5880190663376497 92:0.4654478444509013 93:-0.8667743492177509 94:1.007185175035562 95:-0.09908347080786575 96:-0.602134905997451 97:-0.7837145613828849 98:0.9204603731682357 99:-1.059327595738915 100:0.7111009293067577 101:1.654600415117451 102:0.66866652385682 103:-0.2361065000838315 104:-0.3151272467978981 105:0.01643152611239813 106:-1.10976936774282 107:-1.468127944431785 108:-1.070721510483013 109:0.2963430612668058 110:0.4161743799611037 111:-0.3128143842178841 112:-0.1414183034699946 113:-0.03264539871031424 114:-0.1154787153174138 115:-1.12909363064259 116:-1.233189675314859 117:-0.7990195811931871 118:0.5844383205771015 119:0.5545138453376867 120:-1.786976501116931 121:-0.3650258985559878 122:0.03930026444106579 123:1.466236730529941 124:0.9201147453769519 125:-0.6376018422294015 126:-0.9658195795032612 127:0.3610571982400751 128:1.409256882313237 129:-1.328894619759992 130:-0.9938422176455822 131:1.565981759774935 132:-0.4727721444411903 133:-0.3901555976962743 134:-1.290907180514392 135:1.066232618376107 136:0.356448861296387 137:0.8926235224155132 138:-0.7923686135973699 139:1.365901890068673 140:1.724040558046059 141:-0.2849269666914406 142:-0.4797076107452836 143:-0.1826200095113429 144:0.5885125088666097 145:1.022756186910434 146:-0.2732336696037292 147:-1.014071925514722 148:0.3982174132071191 149:0.9497833631813959 150:1.1422555567855 151:0.7972333954413934 152:-1.133998136145257 153:0.1603998423698285 154:-1.043793594794284 155:-1.380053784000202 156:-0.4386431479877708 157:-0.3557888946525247 158:-2.681417412957362 159:-0.1278290283534105 160:1.191632837783958 161:-0.001070599753387261 162:0.6463477237183958 163:2.036347856345031 164:-0.07328013308339887 165:0.468285678469183 166:0.0001268257539549477 167:-1.424159008178372 168:-0.4385807554965232 169:-1.137991333944146 170:0.008817352539753007 171:0.2477095536614154 172:0.9626416317042563 173:0.6371490925995118 174:-0.2020119410727292 175:-0.4226705143627925 176:-0.8656671335825311 177:0.1581012731771466 178:0.8030520934968991 179:2.140085123970937 180:-0.5653976149779817 181:1.203859547979206 182:-0.2615760221300388 183:1.795434587614118 184:0.7452642957954547 185:-1.183469965731642 186:0.6503900686892746 187:-0.6915641146610106 188:0.1111135372606865 189:-0.4654783936945661 190:-0.4798873615731125 191:0.3520793219755135 192:1.672975793842017 193:-0.4849721290691427 194:-0.8053408990014861 195:-1.234636032136518 196:1.294149515581183 197:0.112250392933404 198:-0.3054172402752199 199:-0.9170725568870717
--1 0:-1.086554886930364 1:0.1772819491732329 2:1.013836660380474 3:2.346901514832693 4:0.06422996044659665 5:1.048651109216994 6:-0.2923303627438688 7:-0.1212310040522663 8:0.3748424354172675 9:-0.331381976423298 10:0.01870784967854058 11:1.337949668447087 12:-1.103876518406686 13:0.1379571734563954 14:0.1263250653442144 15:2.242176438413433 16:-0.1362608090499459 17:-1.140303596088113 18:0.5091747936204613 19:1.261222324603805 20:-0.1214679940800545 21:-0.3997197259920343 22:-0.9865990932790066 23:1.94544914933344 24:-1.112195557165289 25:-0.3731258231372663 26:-0.1766028141331321 27:1.036580100826435 28:-2.994830214300553 29:-0.3717820195885167 30:0.8385584710921016 31:-0.6346754142684158 32:-0.6335850734426517 33:1.59907547124763 34:1.706318267122452 35:-0.285989692980642 36:-0.4825546410826393 37:-0.955111663504546 38:-2.788197781740198 39:0.6829947397409685 40:-1.415520053894737 41:-0.6409911107068906 42:-0.252250321970362 43:-0.2007852677273588 44:0.2270322610716343 45:-0.9292151422649061 46:1.369096391673683 47:-1.45185065049946 48:-1.387788457657815 49:0.001524517553827365 50:-0.6268660529870523 51:-0.004096717969903543 52:-0.2323241122679234 53:-1.625220900901789 54:1.015009717119753 55:0.786289394047739 56:0.8588700461236177 57:0.9337132832974657 58:0.4360247740473682 59:-0.4498619634598063 60:-0.3705579430226226 61:-1.624087542795262 62:-1.339544565192547 63:1.459329311552102 64:-0.003500588550164782 65:-2.066688092635643 66:-0.2163143086220655 67:2.333173423351871 68:0.3066804332701344 69:0.610669377109245 70:-0.1188427182422436 71:-0.009613725361698211 72:-0.3345145741672654 73:-0.7735660526800616 74:0.702825559387293 75:0.4386951624740522 76:0.1430356335687692 77:-0.07239726124054711 78:0.7374090062833633 79:0.1123669604135117 80:0.5038226300761129 81:-0.6677351974795532 82:1.109715662419565 83:0.6823655253941969 84:-0.07021332470282804 85:-1.796983474364424 86:0.8729987053481481 87:0.4255966765529571 88:0.6125608093395019 89:1.304337856463849 90:0.3733739155302851 91:1.705219716362933 92:0.797237858943051 93:1.099602132220912 94:0.5164642453409909 95:-0.1831127871509722 96:2.251336889060584 97:0.5636973698510443 98:0.8130364719170128 99:-0.1252524869924691 100:-1.12997900746335 101:-0.6576430219137934 102:0.524472187714352 103:-0.01664599841539453 104:0.09761852395234399 105:0.6920528945773133 106:0.2665517452781319 107:-0.4806612246405773 108:-0.5016282525482497 109:-0.7130865934102911 110:-0.09454146418782833 111:1.482507101445358 112:-0.08759664673091362 113:1.104295072367371 114:0.2161731373430616 115:1.726762007924689 116:0.2064905674234225 117:-0.1996503914144073 118:-1.914458261255243 119:0.1632348870969196 120:0.2340616887905856 121:-0.6549456226967489 122:1.165308341369094 123:-1.457797382336535 124:-0.3732229333083216 125:-0.3766665361287374 126:1.204483533301914 127:-1.192054447821504 128:0.3214349904302797 129:-1.58778154665894 130:-0.1842318594538606 131:-0.001158367488589301 132:1.634420092170532 133:-1.495349499801015 134:1.48935652592859 135:0.9744166222472448 136:1.30725835401062 137:-1.423140205574445 138:-0.1244057233510462 139:-0.4774019382421951 140:1.612016503341988 141:-1.207274151504486 142:-0.002941602824379633 143:0.3287690824703862 144:1.141680822049592 145:-1.459725705603642 146:1.426820401155626 147:-0.6459592685835438 148:-0.2502122478238863 149:-0.9533057959274255 150:-0.3633918718156198 151:-0.2857010706759264 152:-1.164032377068052 153:1.191477463561606 154:1.952207308605307 155:1.183823080504986 156:1.501425042108541 157:0.8568508714010912 158:0.177829749880713 159:0.1054317759852421 160:0.2509449420340233 161:-0.3055145697486543 162:-0.2542610545220658 163:1.433187520835891 164:0.4024398826868251 165:1.949082829747821 166:0.352425465878292 167:0.9199363477203104 168:-2.268799141885027 169:1.899121888917924 170:1.487784992749185 171:-0.5974973552100886 172:-0.1306303497455358 173:0.7428055832598609 174:-0.689168079903877 175:-0.2492190317286605 176:0.5085359361505258 177:-0.3139764692289492 178:0.7303490263784456 179:0.5413724712618205 180:-0.549360531484468 181:-0.9140784158923919 182:-0.09207930885189047 183:0.5159751911796948 184:0.9657205228941939 185:-1.478245893928775 186:-0.4415762683798068 187:0.1734077858530874 188:-0.6092979319049467 189:-0.5600988331355826 190:-1.391324620739544 191:0.2449014714116779 192:1.565290303242715 193:-0.2219422583152842 194:0.1474569622376061 195:0.9307418042014516 196:-1.213324235924037 197:-0.4030521063302389 198:0.2310392325879004 199:0.4782954569440168
-1 0:0.5869661546114878 1:-0.548273753738747 2:-0.4181749918268661 3:0.1206126379863064 4:1.2502926968894 5:0.05034059575999023 6:-2.370763697742293 7:0.7833977154453564 8:-1.335146265947963 9:0.5095438812411214 10:1.233428322418649 11:0.04477063278540001 12:0.1467879160418768 13:-2.436646081785408 14:0.3683875389989583 15:0.9596675279246174 16:0.3026933068726291 17:-0.03882942006896558 18:-1.504882432744501 19:-0.5735377546063323 20:-0.4002398434746686 21:-0.3334734685769919 22:0.6756227847034778 23:-0.9139563015240767 24:-1.035250342587521 25:-0.8432585242781939 26:-0.6465077854542085 27:1.069226179995038 28:0.2768848396342766 29:0.6003724898041143 30:-0.1029674667417798 31:1.013404283626869 32:-0.4702650035904017 33:1.994400798198602 34:-0.881049247924144 35:0.9172289612889212 36:0.3168082227792329 37:0.8416170170264418 38:-1.327195047095599 39:-0.2418016848450835 40:0.4867090996056787 41:0.5820228034440953 42:-1.825010389760413 43:2.765855445556149 44:0.8776958948102257 45:0.1185292007597594 46:-0.6415634027150228 47:-1.446303271557829 48:-0.04353560626434518 49:-0.1314160673873072 50:-0.05397554152921881 51:-1.004186512401437 52:-0.5888625358409387 53:0.702534604818577 54:-1.29046142902931 55:-0.1627817223655737 56:-0.07279901926932289 57:-0.6095025298247134 58:1.473479200563191 59:-0.149228853413276 60:-0.05989682835823686 61:1.164120908954163 62:-1.608802056927338 63:0.04497239059647527 64:-0.8311117100508165 65:-0.2858495504096577 66:0.2995517567718712 67:0.5089373708975676 68:0.4099640526680825 69:0.1240550428421238 70:0.1669631264703758 71:2.126721615301218 72:-1.795829610687452 73:-0.3232745830030972 74:-0.2958532135483607 75:1.381714924249123 76:0.7931718052845971 77:-0.8407088947421926 78:0.1311934654198921 79:-0.05081836279268127 80:1.486899943970611 81:-0.0328696762947887 82:-0.1332252519471296 83:0.02550552545026493 84:-1.196643160518123 85:-0.6387871910140394 86:-0.9345563786415767 87:1.672096155940802 88:0.1425064032605746 89:-1.287718465293925 90:-0.6431841610371765 91:-0.5590346282242129 92:1.408776026057245 93:-0.9801663742545774 94:0.9361809487439224 95:0.1255531364648713 96:-1.101195527901868 97:0.1504374459034888 98:-0.4968643881118915 99:-0.880322887256646 100:0.28399272360396 101:-0.5851143937690002 102:0.6851824189287664 103:0.2466973591247584 104:0.7891060296625492 105:1.138790102141896 106:-0.6644292169830708 107:1.103565767912523 108:0.5835294883604346 109:0.01775898854440104 110:0.2225997416868841 111:-1.344987114480525 112:0.9881476112286074 113:-1.624160191077497 114:0.6432900493974685 115:-0.7867795299177243 116:0.3023506542994616 117:0.2771842878670424 118:-1.354845792176437 119:-0.4598722809535457 120:0.8275859772066364 121:0.5284848361335399 122:0.6596966327168249 123:-1.739741587826459 124:-1.580804835721879 125:-0.2015800838967765 126:-0.4575228591323222 127:1.248277886092388 128:0.5362046140167471 129:0.09878766914134222 130:-0.0884571897996481 131:-0.3286124434153357 132:0.131470482674507 133:-0.4521669122181569 134:-0.02985343768295121 135:-0.3507865380082479 136:-1.223903897124611 137:1.68232816510334 138:-0.9027818471547893 139:-1.38719776492082 140:-2.920033436237104 141:-0.1488905498515516 142:-1.259319181751397 143:-1.045165532607935 144:1.163630954079402 145:-0.9952936748470367 146:-3.051674442919137 147:-0.07625410680617443 148:0.9160211556369221 149:-0.4351026933416129 150:0.8411345292418645 151:1.546729916530701 152:-0.715638758531964 153:1.439092403295512 154:-0.1597255125628959 155:-1.123890190843251 156:0.2023642599391225 157:-1.798716460946583 158:0.6593629241501467 159:-0.5606353074858158 160:0.5991074623644528 161:-0.7971064511545229 162:0.9433258155979298 163:0.6786268336593417 164:-0.01728287364198996 165:1.424266928706412 166:0.1722512877432928 167:1.177145547478549 168:0.6231688846708345 169:0.3246707769207039 170:-0.5089474344668808 171:-0.5574509276897754 172:-1.550100119812946 173:0.1577180998604947 174:-2.141736081411557 175:-0.217121320543962 176:-0.266390829841226 177:-1.418215306449346 178:-0.4107897312275507 179:-0.6522084354693664 180:-0.0419585874265088 181:0.1507280685954318 182:0.3610022423027334 183:-0.5566767175184908 184:2.400948428573256 185:0.3775081608769148 186:-0.636009861542441 187:-0.595125399759024 188:-0.8228768109346279 189:0.1531299505798497 190:-0.9824743400475393 191:0.2741709120761088 192:0.7195660458793752 193:0.2494649202031198 194:0.3298647105399373 195:-0.1127925602687576 196:-0.1287694953761886 197:0.4127579503794326 198:0.5397229071777088 199:-0.7136016331933285
--1 0:-0.5195101918424594 1:0.9565493538123001 2:1.402786298762072 3:0.1840572308611175 4:0.3046911699013473 5:1.481922052859842 6:-0.3114622950576901 7:-1.042249218352162 8:0.4882379139556934 9:-0.02370789084112129 10:-0.8512351419995504 11:-0.6877804771453667 12:-0.9660632633491651 13:2.093893261434851 14:-0.8966053869214764 15:-0.5743864064897687 16:-0.08064409749115904 17:-0.65770900548915 18:-0.01005905260796409 19:0.8909514173000495 20:-0.7293995931851983 21:1.587555389083957 22:0.9277281717775012 23:-0.240902638408982 24:0.4180642533556062 25:0.6787886807258625 26:1.980123411886776 27:-0.1313241839195737 28:0.05380952955062496 29:0.2924169229663566 30:-1.435183472196385 31:-1.996917886275455 32:-1.487783695235005 33:-0.8175111164081952 34:1.798287291666804 35:1.021027471726012 36:-0.9169785200349809 37:-1.488355685978721 38:-0.3028711168519858 39:0.4171440031096609 40:0.2316247883904328 41:-0.7299212932969996 42:-0.5623046639574627 43:-0.3791886821428467 44:-0.6873857254087564 45:0.504414326176934 46:0.7167462579836014 47:-1.142313392191104 48:-0.3236982496223592 49:-0.7242463483515337 50:2.191097974768212 51:-1.817131032533658 52:-1.118491265236323 53:0.506733834369951 54:-0.9167158344653904 55:-1.342302777458638 56:-0.3488003198688953 57:-1.284009828687326 58:-0.06226674615315746 59:-0.3945517406448025 60:0.1098878653868554 61:2.136591655167093 62:0.6728672027029862 63:-0.8272552477744878 64:1.567692130119702 65:0.9677269838267993 66:0.2365551873349595 67:0.1458155589264733 68:-0.7630178769669272 69:-0.2140795361801555 70:-1.218858828646573 71:0.1438584073541659 72:0.595267569425442 73:-1.018274355883954 74:1.542169250058277 75:-0.2070958938668446 76:-0.3609402617626623 77:0.9816374642930884 78:1.157096017235548 79:-1.248516754970746 80:0.2828460490639274 81:0.005535389213832642 82:2.630016750230491 83:-0.7941896642722168 84:1.877276164809267 85:-1.138481844162264 86:-0.3902044627659814 87:0.6853191959829777 88:-0.7984167704065319 89:-0.3685168021422613 90:-0.3122406988393394 91:-0.5248060728853871 92:-0.6678850827949765 93:0.2234627708936965 94:-1.811639983667218 95:-1.188449786403374 96:-0.387460182092035 97:-1.60569110623133 98:0.06145731131703191 99:-1.044242536556904 100:0.1494096343117663 101:0.2276879857489286 102:0.02067620242433003 103:-0.06573247443325361 104:-0.6900896492837216 105:-0.8241549476343234 106:0.729977900815818 107:-0.7175549352683628 108:0.6322926565739568 109:-0.3201258068336815 110:0.9263697322978978 111:-0.5044687897803289 112:1.123599676606005 113:2.355287651075677 114:0.5200724047557287 115:1.933116206170707 116:-1.384760276117743 117:-0.1852676439362852 118:0.699034326722185 119:-1.334145957147186 120:0.05564851696876136 121:0.817961292808226 122:1.67293881664345 123:0.9079885000923497 124:1.609718226253043 125:-0.7806683375926421 126:-1.103418512155947 127:-0.6396425764232678 128:0.510239092926762 129:-0.1084514718056383 130:-0.1364708442152944 131:0.2045258134014567 132:0.2667400638174244 133:-0.1953205861983866 134:0.5291591405693812 135:0.9450319651186482 136:1.385594659164333 137:-1.249462715630442 138:0.2241267536351667 139:-0.06392011816266545 140:-2.029848182063315 141:0.3913472685160491 142:-0.1478595192546876 143:-0.8368238222332941 144:-0.2518369103375442 145:-0.9542390976570412 146:-0.8222808354999569 147:-0.43288747249364 148:0.4341848703917378 149:0.4277119320511337 150:0.9059437539393085 151:1.057656818847187 152:0.6397177149714351 153:0.5720556296015201 154:-1.106883089630574 155:0.1393735897550571 156:1.047800364615207 157:0.4117083575660261 158:1.50951237555523 159:-1.324736104130391 160:0.01035175837206263 161:2.477344452009104 162:-0.4349044754890189 163:-0.2038241784851094 164:-1.120558051399486 165:-1.107178550441215 166:-0.3452987001836844 167:-1.054569735967449 168:-0.6642790702707838 169:-0.1525961603460361 170:-0.5669423999822146 171:0.1543653249108261 172:-0.5727117459400515 173:0.02364081320153916 174:-1.699736472728266 175:-0.418267290215462 176:-0.7434902290330186 177:2.591112351097127 178:-0.3584760811847427 179:-2.435456027173958 180:0.4965780970770968 181:1.318518492424601 182:0.8208986856825077 183:0.8059594416276185 184:-0.07631156404708911 185:2.275616582120992 186:1.54282755032345 187:0.3223375528747962 188:0.7928238611783295 189:0.5911137181385496 190:0.2171796549889269 191:-0.5707603768437217 192:-0.3079910157734335 193:-1.810882368169516 194:-0.2095882200405601 195:0.5036420116169978 196:1.234303334132969 197:-0.233554749501105 198:-0.277407210513992 199:-2.908504360261988
--1 0:0.4165165563418853 1:1.916854001982457 2:-0.2192142859383147 3:-0.792959088912961 4:0.129311015822869 5:0.4356788238638705 6:-0.6084327071683834 7:1.424653777276969 8:-0.6476684824292915 9:0.2502378314725781 10:-0.5058600456591851 11:-0.3778153122740891 12:-0.7303900777883811 13:-0.1026089076073394 14:0.5158942723494675 15:-0.09337390377462157 16:-1.919631402188547 17:-0.04832991424108648 18:-0.1156090430336673 19:-0.1039824287105391 20:-1.680464903357579 21:-0.6176746118662244 22:-0.09563413241176763 23:-0.008328067313771399 24:0.4367538970878803 25:-1.337837906127435 26:1.692190962735331 27:-0.4992252927019362 28:-1.535848000368488 29:0.226505523720593 30:-0.7509690950665844 31:-1.150294764986322 32:0.9718505740909401 33:1.271479545733913 34:0.08609725387186663 35:-0.03922132711585769 36:2.505739995120033 37:-2.394544553912634 38:3.176346372713061 39:-0.3040704951467885 40:-0.0605799251352728 41:-2.186692451048244 42:-3.35087642904772 43:0.5946566740333534 44:0.7140354867340342 45:1.184103355575147 46:0.03956855350865215 47:-0.02949123193514868 48:-0.5626727722576144 49:0.6159528676692805 50:1.149775214946584 51:-1.900714358722803 52:-0.3807445194078912 53:-0.3858308868774541 54:-0.2382504521657859 55:0.5017294563824386 56:1.332481864068102 57:-0.2224881593771529 58:-0.9172865708730129 59:0.3937004866642563 60:0.9530904809109432 61:1.069413204361685 62:0.06101631586069534 63:0.006852731268234219 64:-0.05924753774985644 65:-1.036264535226735 66:-0.3618959573566439 67:-0.09754638879992936 68:0.1923662924749605 69:-1.322489043698979 70:-0.6423086155116002 71:0.9194112293967672 72:-0.1705096773369623 73:-0.3394256351998858 74:0.7434534292511916 75:1.348150858978869 76:1.020963100961673 77:-0.02667588338547694 78:-0.557194465885526 79:1.47374168500782 80:1.660646464369941 81:-0.2830450775019372 82:-0.1000158383181254 83:0.2523573052207425 84:0.574658385588233 85:-1.504157804383996 86:0.5303186088367791 87:0.4342081529577609 88:0.8608506595996279 89:1.231167623611377 90:1.253884006149926 91:-0.1268221930526973 92:-0.8167589095521556 93:0.1957669215403822 94:0.9650388191694234 95:0.421067611162759 96:-1.217414939854262 97:-1.730239222016833 98:-1.721139099487688 99:0.5054382191256979 100:0.1732240963178505 101:-0.7694227962828976 102:1.58060009073396 103:-0.08735866955451285 104:-1.120718695653091 105:-0.3877140772125366 106:-2.189750000755847 107:1.011333156050336 108:0.8595132759084848 109:-0.04668439757189247 110:-0.9196364076653319 111:-0.59090920430243 112:-0.2016890872501643 113:-0.6246355204944641 114:1.438060793462649 115:-0.0672248461399603 116:0.5187718594565348 117:-0.3576939249903357 118:1.131363834110496 119:-0.1743706540245021 120:-0.2345327150327367 121:0.4170656238436353 122:-1.165957011088066 123:-0.638013313368719 124:-0.5065077458734142 125:0.235052700362036 126:1.32989903650139 127:-0.5054142747581338 128:-0.2607190763814964 129:0.362626685531474 130:-1.110308535252601 131:0.7196037212314794 132:-0.4916813856067058 133:-1.664297109633013 134:-0.4765868907140257 135:0.723346605126382 136:-0.01497167799159108 137:0.513619187989673 138:0.4537749075702414 139:-0.5964447129562127 140:-0.07695620949684542 141:0.7834712712620878 142:-1.351808431345175 143:1.938462839909708 144:-1.386621428187621 145:-0.3806370181312838 146:-0.9035253195881621 147:-0.4908621930941439 148:-0.302980393279397 149:-1.94065962768457 150:-0.9936585053186336 151:0.6178891277264081 152:0.9918838418512081 153:0.7829196488089488 154:-1.50639185016513 155:-2.054787637821955 156:0.4844090155985679 157:-2.218582977958737 158:1.10738400194864 159:1.544320693561269 160:0.1709613485127872 161:-0.9168317612954887 162:-0.6825314191720628 163:-0.4026120115460551 164:0.9869012812282034 165:-1.427134660640619 166:-0.8990685085384373 167:0.1585038459930464 168:1.296349807559968 169:-0.337609696649651 170:0.1014007218587568 171:0.08726545207605604 172:1.286494251077716 173:1.646230693447627 174:0.5829446881707162 175:0.9474903841908385 176:1.595431328381542 177:-0.6731276559785313 178:0.009287957328336885 179:0.2846807547660569 180:1.359107437027716 181:0.5698835544200735 182:-0.2702590532532091 183:-0.3074219007221671 184:1.751291161065725 185:1.667304393964576 186:-0.2421113826379129 187:0.3309037493446804 188:0.1166094516732577 189:0.4772468962373758 190:0.03041152699784955 191:-0.169482269687924 192:-1.586163786566462 193:0.08809948767977856 194:1.159623470330827 195:0.1100668462798312 196:1.04191861838126 197:1.213754116978852 198:2.012683722023222 199:1.081065100266385
--1 0:0.475417538640329 1:1.300455097113473 2:2.148248152174888 3:0.2527916545488063 4:-0.4671812945955885 5:0.08155042028295875 6:-0.3393028882212031 7:-0.2606351649129539 8:0.5163232658492877 9:0.2520332788220164 10:1.332215787058987 11:-1.378845611603779 12:-0.6871164175552038 13:-0.07576435099410363 14:-0.6599354825147022 15:0.2033229873214352 16:0.6988999769352492 17:-0.8161626227371473 18:-0.4019896963911727 19:-0.02001112841889802 20:1.244804357393154 21:-1.015677368821178 22:0.04495708923659433 23:0.3376096430617213 24:-0.2877832383801698 25:0.440006588597187 26:-1.121338101246509 27:-0.4196102006170165 28:-0.8627043267042678 29:0.08913924201033656 30:0.2104257890498196 31:0.5356224737671776 32:-2.541408154532061 33:0.4475226000893359 34:-0.3201862256533647 35:-0.7608499198318365 36:0.7170111979881794 37:1.22053459026521 38:0.02898064229132776 39:2.748609398409858 40:-0.4078425838933297 41:1.548786767209738 42:-0.05519416143961486 43:0.5973964812494476 44:-0.6930814735168438 45:-0.8535521648610084 46:-1.082690802465796 47:0.4997452221434908 48:-0.7290334620939474 49:-1.196097843460971 50:-0.09100533738392845 51:-0.4778675153892621 52:-1.253937464332839 53:2.797939703608547 54:-1.313154850159388 55:-0.8772511002634861 56:-1.54746000387675 57:-0.2221712851136789 58:-0.8458435489602522 59:0.792381729934445 60:-1.192762487673815 61:1.100671387166455 62:0.7925149637662394 63:-0.1576200871263496 64:0.8035521104565228 65:1.03007032746709 66:-0.2603750741206116 67:0.5218422743108339 68:-0.2575418118571312 69:1.196015183754557 70:0.2178407965756279 71:-0.6240367306658965 72:0.08102250431602272 73:-0.5567463367550438 74:-1.539111012034663 75:0.005362581589916276 76:-0.7216378097075872 77:-1.420583479982179 78:0.3102118128229771 79:1.368106507277387 80:1.084562843042036 81:-0.545167924072396 82:-0.6219115336031409 83:-0.1473711764988814 84:0.664009740300462 85:-0.8482295920327265 86:1.153351320873367 87:0.9401911949878212 88:0.7428674286359211 89:0.7429287685752023 90:1.404497240242173 91:0.5590920024913859 92:0.6304285990619788 93:1.495095619651071 94:-0.3080818862407835 95:-0.9906168391345599 96:-1.487925775100103 97:-0.9307185125530136 98:-0.06525126855186103 99:1.419082502538173 100:-1.363142721856069 101:-0.2239171953351313 102:-0.1386706604508337 103:1.428606069711164 104:-0.7663865240877423 105:-0.09339260298598849 106:-0.9038958272882979 107:0.3225800864559289 108:0.2404918187112628 109:1.293164895192714 110:-0.5465690924795378 111:1.545963171919744 112:-0.02142833989323633 113:-1.621207535285104 114:0.4799830567181342 115:0.14558838400899 116:0.3452832540181006 117:0.9222777897844461 118:0.4913040465410982 119:1.225552393808035 120:0.2459653302930855 121:-0.4342788447752398 122:-0.2383271374962104 123:-2.285208030754333 124:-1.221326121910006 125:0.3348745513649634 126:0.8428321845992616 127:0.6887153321050019 128:-0.411672092994274 129:1.285243476635756 130:-0.6576036550266527 131:-0.04457235610125702 132:0.668138153591188 133:0.4182890104146819 134:-0.7031747874533198 135:-1.338180113975558 136:-1.262126116611596 137:-1.492841727951874 138:0.1998061041671747 139:0.5119046821733109 140:1.19381083037363 141:-0.3539263444714588 142:1.35165119242428 143:1.842757141307285 144:0.6648693701109266 145:1.369725298960696 146:0.7965586779859387 147:0.3735390909690835 148:-0.7179918017009078 149:2.492157971544426 150:-1.457936977395429 151:0.2904117015291677 152:-0.5701925745138747 153:-0.1605556722106572 154:-0.9824520579397948 155:-1.684854615807021 156:0.777317661413146 157:0.2602604126224258 158:0.3178819837263754 159:-0.1042567286447016 160:1.888160060622851 161:-0.6580321565023652 162:1.430618747735111 163:-0.4059775967471808 164:-0.5238885061855355 165:-0.867637319385002 166:0.7555741943959887 167:-2.647872497552981 168:-1.451114570321328 169:1.377291389763213 170:0.2275020453696958 171:0.8034132145550685 172:-1.301629342213736 173:-0.5453150057622352 174:-0.3878421264626242 175:-0.8524706498366558 176:0.3037787847034079 177:-0.2724604658451628 178:0.5253210418916512 179:-0.2007739557918119 180:-0.2610324506007116 181:0.6225140183233006 182:-2.742741063556563 183:0.5793661268111433 184:-0.5526531686838344 185:0.1283421614804438 186:0.2682357542574981 187:-0.9547885842518048 188:0.424636718520096 189:-0.8951115579114992 190:-0.5883012816547173 191:1.27414763988997 192:2.26745662587662 193:-0.8812900245458979 194:0.345255105697871 195:-0.3216814218451572 196:0.05159452913323102 197:0.2278348589499593 198:-0.01422853870569003 199:-0.8788001570700438
--1 0:-2.085916797353343 1:-1.059140224474972 2:1.167621408061634 3:0.7725632705996408 4:-1.040578102757232 5:0.1531389206866511 6:0.9315207734152898 7:0.56741708766426 8:-0.06225175263950057 9:0.7796158185711248 10:-0.07060302530977028 11:0.4776931083646163 12:0.3638311811764366 13:-0.3450519054060694 14:-1.177830382455713 15:0.977478549568238 16:-0.4586284779898381 17:-0.6487681902449745 18:1.57356207742486 19:1.271560899148895 20:-0.5348738662362637 21:1.094249757757768 22:0.4455714616651473 23:0.7248346976662945 24:-1.258405820790846 25:-1.565604538704189 26:0.2859179510540598 27:-0.9508928718052037 28:-0.03033354247364371 29:0.8569659404300175 30:-1.213141688207983 31:-1.107817033372231 32:-1.294005788622154 33:-0.9586064902388201 34:-0.9859613923979791 35:1.219458342030139 36:-1.174899423216101 37:-0.9410664670763115 38:1.360189856932336 39:1.067077871638472 40:-0.3146361374225944 41:-0.1164111354053666 42:-1.544059958608168 43:0.22014591373172 44:1.275523655022256 45:0.780598246399227 46:-0.1647723960877233 47:0.517697242702631 48:-1.064648824916264 49:1.32206544391615 50:-0.309615480248537 51:0.05018893045827025 52:-0.8389068283231901 53:-0.2301894771725572 54:-1.287649516086031 55:0.5716994340315049 56:0.8881978730203756 57:-0.5972603042953765 58:0.5914127377349313 59:1.202576733686649 60:0.8598969439286238 61:1.480188993139484 62:1.889744854933527 63:-0.4389461332563515 64:0.733818563986449 65:0.008696393315847735 66:0.1467626756548237 67:-1.418171300719742 68:-0.7094666312109303 69:-1.40773027680178 70:-0.07791265443071159 71:-0.110088401266848 72:0.06650381279246187 73:-1.150398216124213 74:-0.1544921225049571 75:-0.768378526105348 76:1.648927082512254 77:0.6516571633356867 78:0.1038593117658786 79:-0.5979719929823643 80:-1.020368405792991 81:0.4423208770793117 82:-0.1381268003515825 83:0.003986030061063194 84:-0.6953680763880613 85:-0.3691488719858611 86:-0.1009048271824621 87:-0.9914560634377374 88:0.7137635646319581 89:-0.5648375856866003 90:-0.8796126288461765 91:0.4848278370993246 92:-0.0858254218035301 93:0.3061962708105069 94:-1.707653149952319 95:1.411003592971331 96:1.808899803950123 97:-0.5196424824754926 98:-1.71263980854591 99:1.499999599198964 100:-1.009347041893791 101:1.180266116385863 102:-0.6468193254660811 103:0.4108080579733203 104:1.011310149108012 105:0.2338539642773688 106:-1.219570205960013 107:0.09579965496197282 108:0.1975832890085254 109:0.05242163453594659 110:0.2201156342289968 111:-0.2672298563053339 112:1.434783089290772 113:0.8234213475832018 114:0.9387693359974602 115:0.7689079055492259 116:0.18053069738246 117:-0.1109938751594267 118:-0.4653495597187404 119:-1.633779004192337 120:1.287946419385828 121:-0.7612264452726439 122:-0.3137456868634412 123:0.06109169922656498 124:-0.6572237796988645 125:0.2812173305071549 126:-1.714205677100458 127:0.6452863623301612 128:-1.036333494299543 129:2.009543061781499 130:0.2435320081524127 131:-1.150984458773525 132:0.01471323229914165 133:0.5443666316550094 134:-0.007565677914642914 135:-0.2901259599520468 136:0.03930150065398685 137:-0.7291179813074444 138:-1.002250551605816 139:0.8075665220016121 140:-0.4971964058217141 141:0.5687585655607837 142:-0.3067342571552261 143:1.562430158274302 144:-0.2840715823701708 145:0.8201485799896543 146:1.027531961074211 147:-0.353072652502179 148:-2.901532303449051 149:0.3471478886198527 150:1.012372494419518 151:2.459096803159525 152:1.08987679710942 153:0.1987950940158967 154:-0.979211293537673 155:0.03745016305417644 156:0.5316785841352168 157:-0.1529180970881986 158:-0.4356694046720953 159:0.7780415999574087 160:-0.3689344525243044 161:0.9497244618278418 162:-0.717546424582796 163:-0.2093929730031085 164:-1.724844831294175 165:-1.135654261612367 166:0.7841995961729125 167:0.2664192385313728 168:-0.04460784939075314 169:-1.141671273057559 170:1.490635400154088 171:0.32276943542673 172:1.161286529067187 173:-1.141569337407425 174:-0.2009130451737073 175:0.08493289399915559 176:1.54663121231969 177:0.3603594858720573 178:1.797988261691546 179:-1.596512509696128 180:2.413808900978665 181:-1.442956306281033 182:-1.047492270573149 183:-0.9893535451352404 184:-0.3683187450885091 185:0.3672583363732139 186:0.2517770918054228 187:1.257353025738031 188:-1.314950356259107 189:-1.307154862733672 190:-0.7033861961925657 191:0.5357906130044552 192:-1.598437690971049 193:-0.09006525952404684 194:-0.8585737728796667 195:-0.7376866247899664 196:-0.3758410626796179 197:-1.071635670858876 198:-0.0403518773395113 199:0.3932959237005841
-1 0:0.8687364948048305 1:-0.4630889812367046 2:0.948280987961262 3:-1.662259148094261 4:-1.300060758393654 5:1.585784798906433 6:-1.150319397640189 7:0.4237056764461037 8:0.9295797873296872 9:1.315177705647632 10:2.019846372203414 11:0.1695584680740871 12:1.489766090993474 13:-0.1126035418382851 14:-1.153808847006332 15:-0.1662513252871622 16:1.790442627265619 17:1.090387215750088 18:0.2985583289446779 19:-0.1690584919914438 20:0.5695774009218997 21:0.3471370761421637 22:-0.7928659077527345 23:-1.504100254120015 24:-2.140402701473845 25:0.02853836261208557 26:-0.7830078608153902 27:-1.329564505563763 28:-0.1426409037454768 29:0.3161698140880489 30:1.595480738586611 31:-0.236991934205502 32:0.5003770620232172 33:1.052454402067239 34:-0.2769327523506745 35:-0.9664633432748634 36:1.487258556261627 37:0.2911149188658323 38:-2.922571826518998 39:-0.3151139732831368 40:-0.1296513897504195 41:0.02308053250667294 42:-2.712850750503038 43:-0.3059911284001705 44:0.2182099734312932 45:-1.018273521157503 46:-1.318960418238999 47:-1.365914495146165 48:-2.039420885216221 49:-0.2451128036864311 50:-0.2195278958184147 51:-0.6021776585122477 52:-0.9127029794518148 53:0.7098151710541365 54:0.2011154127228873 55:1.504208095953705 56:0.5371305813845356 57:-0.8039218277262485 58:2.483525575538866 59:1.136184502962101 60:0.06607760897265207 61:-1.214265672314298 62:-2.038328490211213 63:-1.295469760260976 64:0.8495463460396971 65:0.2706298946970642 66:-1.612235892564701 67:-0.7943297779996589 68:-0.7230098564426948 69:-0.4726163842362802 70:-1.002347795543662 71:-1.473793392105721 72:0.6826247910685812 73:2.029985295725607 74:-0.06957979513984987 75:-0.1435460471193109 76:1.641110826035215 77:-1.476464560995656 78:0.4624666390442919 79:-1.617624004655188 80:-2.253875069759758 81:1.382574076364263 82:1.834000641740962 83:-1.362595847831392 84:-0.4714768203599264 85:-1.231165074608866 86:0.9936204530004369 87:-1.804829210649233 88:-0.9768368775344711 89:-0.6760599310210872 90:-0.2125091830355566 91:-0.5060488133994497 92:-0.2843710056064191 93:0.3392054670266542 94:-1.433789577658102 95:-0.9547203364913491 96:-1.154956121036078 97:-1.042616314375687 98:0.5698701769978369 99:0.8114676109906339 100:0.7321314088428609 101:-0.009752855361979248 102:0.6466022745126601 103:-1.143353876227701 104:-0.673795642887864 105:0.9288490859868768 106:1.636455131133385 107:0.03612408197245176 108:1.679018638947505 109:1.093423368613703 110:0.04440261988422475 111:1.552062326644973 112:0.3624049237085701 113:0.9629309171351113 114:1.982260828044206 115:0.7019012344968603 116:0.3782652380804791 117:1.359355854972066 118:0.5702476645044315 119:-0.09057834222997944 120:-0.8412180959848595 121:-0.3711667650548196 122:0.4603805945614226 123:-0.3627213081494134 124:-0.5821888797851619 125:0.7910657138830752 126:-1.527049921081967 127:-1.273184124543991 128:-0.3494715977009284 129:-0.3536492971740952 130:-0.003175547762735147 131:0.6680578754791123 132:-1.86060468904808 133:1.647701819175228 134:0.7938221847698044 135:0.450511042138805 136:-0.863771000479137 137:2.626499842175696 138:-0.4723289424284076 139:-0.07146485273755473 140:-0.3239552794913362 141:-0.3968454432189964 142:-1.071385000132336 143:1.088847054865562 144:0.477750645494519 145:1.267890057462524 146:1.401983977942124 147:-0.2786061375607159 148:-1.46611201086172 149:0.08014181632464074 150:-1.107472756724954 151:-0.1051297251293473 152:-0.7354268895891104 153:0.7470665825710119 154:0.5410048569696216 155:-1.297853703946517 156:-0.552064184507584 157:0.09128656156858683 158:-0.6162582680827173 159:1.017673953104565 160:0.221123510556971 161:-0.4730266821352095 162:-0.6442118555600596 163:0.3951616218663903 164:0.918581421954812 165:-0.9907547092378834 166:0.04885438136915636 167:-2.436207914037303 168:0.4219950321863021 169:-1.185684048044054 170:-0.4071499504517276 171:-0.4549855977991509 172:0.3856831641292747 173:0.3613124192085649 174:-0.3017288592555272 175:0.7410471896320456 176:-0.6446026211764254 177:1.059735119600168 178:0.008434870008050774 179:-0.4642576527510212 180:-0.5478121438548276 181:-0.2101909569297395 182:-1.297584554690708 183:0.01865935698902538 184:-1.099920408177997 185:1.106150882126031 186:-0.2232539109673499 187:1.335775034879197 188:-1.491466083264498 189:-0.5848453277483725 190:-0.02372707764494542 191:-0.6557263396582677 192:-1.450698363323069 193:-0.7273135407927004 194:2.7181191169041 195:-0.1573717633728023 196:-1.397869170550708 197:0.7614802331018324 198:-2.651150159208055 199:0.1558154206258584
--1 0:0.8348990024199502 1:0.2992676664538602 2:-0.1077751430023932 3:0.8528767868152269 4:-1.324142042798607 5:0.2486001894151214 6:0.3970204297005147 7:0.7145666754168418 8:1.412041634968855 9:-0.5153916292728765 10:-0.1078873501384456 11:1.883785665976037 12:-0.6018899679782684 13:1.0283774988115 14:-0.07478445335098605 15:-0.271454673801823 16:1.005080793908981 17:-0.7978352503216246 18:0.07519106268432554 19:-0.881096265100041 20:0.8703065832504175 21:0.4068583991632956 22:1.177224390342338 23:-1.093062291771255 24:-0.2571702731596345 25:-0.5927167366605027 26:0.3497760262446715 27:-0.8541681510519483 28:1.352626651872063 29:0.1958219631548773 30:-0.6755288142789899 31:0.03307056751686741 32:0.5824084921728561 33:1.134608294767813 34:1.591690201462734 35:-0.125702823888543 36:0.7000959500813805 37:-1.927214863637421 38:1.185963126654337 39:-0.1010475313809514 40:-1.527562901968697 41:-0.8746324197172087 42:-2.11501164146632 43:-0.2698823970561202 44:-0.1080509875197135 45:0.2877876182679361 46:0.6566321031386632 47:-0.7214038525215209 48:0.6680961990467115 49:-0.4957880073445167 50:-0.5335482409925877 51:-0.7449680819789716 52:-0.3298806414624048 53:-0.5466584951126912 54:0.3478027637442261 55:-0.1340730182633516 56:-0.2223664949494836 57:1.024605385996221 58:-0.09189672641893647 59:0.1737469515679166 60:-0.107317154000355 61:1.00143534954855 62:0.9705365172425505 63:-0.299451767829249 64:-0.4319685042789315 65:0.9847409127409117 66:-0.3276229870286275 67:-2.518130045322886 68:-0.2442207488440603 69:0.6855561448170983 70:0.06645925716727889 71:0.7232971042393724 72:0.2757702132608436 73:-1.583551490164653 74:0.2665402843016945 75:0.3533657398807166 76:1.025899278954786 77:0.8438002838700754 78:0.3896945099463054 79:0.2749677310660324 80:-1.965651880391789 81:-0.4660969698755504 82:-0.8144417911679785 83:-0.1144765889094828 84:-2.031865900001239 85:1.230728166052829 86:1.077609757322786 87:-1.487908104648052 88:1.591274350179529 89:0.1252948970142117 90:0.8054489715597241 91:-0.3811015397339201 92:0.06133313600914471 93:0.4883282881934692 94:0.2361028564640106 95:-1.293615563062811 96:0.3361999482491155 97:-0.9024882365799692 98:1.159367771945315 99:-0.8368181279298836 100:-0.4191753583194299 101:0.7684696185503418 102:1.288889340273194 103:1.271307866956767 104:-1.014313752986486 105:0.002084615367243725 106:-1.058448620383583 107:0.9859862757283917 108:0.448343111786795 109:-1.37795665566247 110:-1.861483449956049 111:0.4901100322142125 112:-0.4983272781955648 113:-2.068880762007897 114:-0.7698059372872675 115:-0.9969513818721482 116:1.856398575403316 117:-0.8685192777140208 118:-2.162739386212429 119:1.550463253889438 120:-0.5923593767854374 121:1.039122886575138 122:-0.5734257631639829 123:0.7133068934543692 124:-1.414627459692945 125:0.4972797309693672 126:-0.7731070431409499 127:-0.7772180679843068 128:-0.4277899615631854 129:-0.9523676553718902 130:0.1023829747705533 131:0.6749334025648596 132:0.3045177203078787 133:-0.8498365968829669 134:0.1489484547262995 135:0.05391530891688241 136:-0.8012963887981819 137:-0.2348471994896724 138:0.06113249188946913 139:0.4000845225522254 140:-0.5216838474183642 141:0.591536405484727 142:-1.002695185084154 143:0.502524416373626 144:2.971340314442118 145:0.2793911937285505 146:2.447100501648033 147:1.451213723876969 148:-0.5144267986023267 149:-0.9553009588870479 150:0.4138966646548044 151:1.665413614172084 152:0.3784097621952411 153:1.099159954618483 154:0.3874641919160813 155:0.03123229542838082 156:0.8871228046456855 157:0.6687079218779544 158:-1.511441301687075 159:-0.9117427956134074 160:-2.063268335953625 161:-0.02026107653249232 162:0.7135482223461559 163:-0.3362129032556824 164:-0.003442473404272384 165:-0.553353695847579 166:-0.419071636318503 167:-1.386648214766454 168:0.4393216801306263 169:0.7042555953851521 170:0.6114017539208021 171:1.284427148864445 172:-1.125935700276844 173:0.2545405882298645 174:-0.7803106775664198 175:-0.5090459707007946 176:-0.0258919394147517 177:-0.5272008696872652 178:-1.1706073938666 179:0.5904201190953683 180:0.4995881396367792 181:-0.08184900219255781 182:1.273491167977139 183:0.9438239312166714 184:1.026375078984016 185:0.6191104509495042 186:-0.4455885173030147 187:0.852610725470942 188:1.666738846581014 189:-0.3297294597731781 190:-1.668592180191345 191:-2.575835521119252 192:-1.373208040079107 193:0.4546677712130973 194:0.03372516143516029 195:-0.8448321263519478 196:0.2537769513864057 197:-1.794536850403882 198:1.902461614875354 199:0.6810157661949557
-1 0:-0.5192429753381892 1:0.840403946634981 2:0.8281587000750535 3:0.1009966296317687 4:1.836273432887513 5:0.07879557901566739 6:2.703026409853386 7:0.1043882615370016 8:-0.101717262424416 9:-0.08346216734307881 10:-0.5293531970607174 11:1.056409923607924 12:-0.8441771120715085 13:-0.4477491435164915 14:0.2537490020627778 15:0.7539768924998304 16:-0.05730933974288089 17:-1.969248847097573 18:-0.3202201320727482 19:-0.449651630060629 20:0.1156745814649355 21:-0.4926993770041795 22:-0.05598135196466143 23:0.7465921981407434 24:2.131755561624585 25:0.9817253570247106 26:0.4212112239329157 27:1.599734008046934 28:-0.7104433584187374 29:0.9305112899824581 30:-2.182970746789379 31:0.06580637900095201 32:-0.05500507813488951 33:0.3246202206317222 34:-0.4672863939357623 35:-1.935976213508595 36:-1.521837356034285 37:0.3968745469088386 38:0.6145142447930917 39:-1.855795130884594 40:0.9458580917114577 41:-0.6596128302503229 42:-1.478454735872893 43:-0.4236501873813833 44:-0.4306881903622802 45:2.243825412675399 46:-0.8468271760762889 47:0.2724617401030438 48:-0.4769854047719298 49:0.4006813573811899 50:0.5938262635564125 51:0.8969230676378729 52:0.5079550015706793 53:-0.1972542645000509 54:-0.1887251071698888 55:-1.480578252050636 56:1.222055606274387 57:-0.007283059034476044 58:-0.1417671974594566 59:-0.2909697883356654 60:0.452762832533837 61:1.87741520239974 62:0.3765252504443438 63:-1.313661853527238 64:-0.8737449836701322 65:0.660918876678616 66:0.1400599762587562 67:-0.1574887717132752 68:1.497284034949309 69:-0.9392895322568919 70:-0.05658167109474165 71:1.287751901386857 72:0.009498375769266531 73:-0.5108592096149656 74:0.4313776760045545 75:-1.257258888319161 76:-0.7478872208455117 77:1.103489318883657 78:-1.535821754843246 79:0.02195569207905252 80:0.08248473331991787 81:-0.1928614593332978 82:1.552675178107144 83:0.02581665580834966 84:1.866525544670589 85:-1.939427678014788 86:1.035445834574084 87:0.5666755912977678 88:-0.01494089600464537 89:-0.154401553148597 90:-0.7874927759101275 91:0.5492990258864341 92:1.184684664905262 93:-1.422185605156799 94:0.8596878363093566 95:0.9934524289375836 96:-2.671926449245809 97:1.235728499427604 98:-0.7860194461909539 99:0.5072543910134905 100:-1.576058598189374 101:0.5275513152549534 102:0.7935622118224841 103:0.1989655185202959 104:-0.572154722262384 105:0.5481292868486061 106:-1.781328176181638 107:-1.073231744811397 108:-1.568122626013174 109:-0.4416616185119944 110:0.523039632967857 111:1.092905093969638 112:0.2039128049621672 113:-0.4811852547836261 114:0.05107233827215 115:0.1677164191985422 116:-1.047769433333143 117:-1.158436286627418 118:0.5242987156481369 119:-0.1879755964046022 120:0.7579325174297289 121:-0.8917381856051205 122:0.1145398250621791 123:-0.3536801577269865 124:-1.418717468546831 125:1.266072178709977 126:-1.700523382988844 127:1.129616758880447 128:1.090260326197477 129:0.8044646989106128 130:-0.003328894629257709 131:0.6078075691319835 132:-1.192938892773507 133:1.27646043367115 134:3.351481929824023 135:2.078746188659344 136:-0.6707331830853951 137:1.759960274090718 138:0.7006181126183344 139:0.819969273867889 140:2.068053935067617 141:-1.647026653661275 142:0.8351401300388654 143:-1.984624634276702 144:-0.07530315219394473 145:0.718890872632435 146:-0.1058260010231258 147:-0.1509344609878484 148:0.2931175612262806 149:-1.313170163873296 150:0.2128592857495371 151:0.1334886891015949 152:-1.401496420764877 153:1.177724913399021 154:1.041698239118726 155:-0.05275907184717254 156:0.1860157732407392 157:1.936733182796396 158:0.6323968544269561 159:-0.8171667866613593 160:0.9320812493045229 161:0.5675693467074503 162:0.4209062902912309 163:0.1002224215767718 164:-0.2178103480781587 165:-1.604430231823508 166:-0.8326022199202388 167:1.212856311024202 168:-0.9506558351115234 169:1.236780264630265 170:0.5001152079664434 171:-0.5926099862138733 172:-0.5077117941366501 173:-0.00572304771168401 174:0.8945126940276252 175:-0.9717763912016724 176:1.954972705922271 177:-0.6390670768796626 178:-0.588028183968444 179:1.939224360315218 180:-1.455397462589477 181:1.519996791242334 182:-0.3174470425202682 183:-1.233572043681694 184:0.7937473981759121 185:-0.3839889043855606 186:-1.610255855515236 187:0.3494924074993014 188:-1.10306770350386 189:1.63379421074845 190:0.006868800474985626 191:-0.5706830758421532 192:-0.5293117124368558 193:-0.3339024499334446 194:1.593093468772296 195:-0.8249300311145282 196:1.7230466764105 197:1.537907330424566 198:-1.56942081597139 199:-0.3302259777306289
-1 0:-0.5800825145788769 1:-1.665043668100576 2:0.5020290930370011 3:-0.05710819693469841 4:0.3641563554921239 5:-1.128532168615173 6:-0.4937860849831277 7:-1.549609375783377 8:1.727875768802781 9:2.075548665792358 10:0.3931623063273385 11:-1.300878562620378 12:0.7138335143815149 13:0.1466708102440441 14:-0.4512865626486909 15:1.059083697809448 16:0.0569250498406272 17:0.3719424718737417 18:-0.199460405058679 19:-0.9644224085436074 20:-0.6407555406886842 21:1.580328276425859 22:-1.04651271373749 23:-0.3631146191373328 24:-0.2632043087492751 25:-0.4428984180686065 26:1.40117930982398 27:-0.3268321510409872 28:-0.3892708117975209 29:0.1173222641698559 30:0.4906714856039985 31:0.1852041996990156 32:0.6051203208001822 33:0.6441771179688963 34:1.7282436673603 35:-0.5260464680594578 36:0.5607011957617644 37:-0.2454525703219493 38:-0.8217987014188731 39:-1.202172281141854 40:0.7835860242224737 41:0.1943361462219855 42:-1.791701120131831 43:-0.4511993940895892 44:-2.045661341659172 45:0.1683870159923037 46:-1.522093808926058 47:1.723499165196797 48:1.181496206971612 49:2.538915808526054 50:0.7219650897002501 51:0.3030712248685662 52:0.1065742981655034 53:0.5311571037993965 54:-2.110295117931308 55:-1.791183621768283 56:0.3131522547102416 57:-0.1048324154469547 58:0.7240270502345507 59:2.286004518623052 60:-0.5393392050731559 61:2.143495556290738 62:1.425045669174569 63:0.199046998251497 64:-0.05979192123842116 65:-0.1203742373487339 66:0.1699700779613483 67:-1.736889629079161 68:-1.558061984102261 69:1.800560910765347 70:-1.434550872014492 71:0.1203761392321231 72:-0.1722307840930364 73:0.1009663718523162 74:-0.4150875404367148 75:-0.7917114061255029 76:-0.5576736117011987 77:0.5143749532737166 78:-0.2144325973774176 79:-0.5069232589364333 80:1.029867601552995 81:0.05506227935771466 82:-0.7367509300813824 83:1.727825353707785 84:-0.05890979702010868 85:-0.6239909028603018 86:0.8658169460094584 87:-0.7703266763507574 88:-0.3212619917944982 89:0.7157815864829137 90:1.722221785237051 91:1.13700938673401 92:0.8945703645198021 93:0.6865191662578782 94:-0.9593273721193512 95:0.3616722646789124 96:-0.6641686535455711 97:-0.0127267661761109 98:-1.991967597553841 99:-1.143995888584809 100:-0.9069887028296442 101:0.2626027439756319 102:0.1120497962807339 103:-1.071158036327486 104:-0.3567181963279319 105:0.02838326768776218 106:0.391840150363318 107:-0.1732594660623731 108:0.530390469791356 109:1.081237272643493 110:-0.7307313503768657 111:0.7684298471391313 112:-0.09827671940033654 113:-0.09731056614298191 114:1.241111663770365 115:0.4187542671162866 116:0.9156225193171922 117:-1.384619171154739 118:0.6917430249837618 119:-1.515698025697804 120:-2.339292399881248 121:0.03389010381895976 122:0.7934549513901266 123:-0.2889476174152634 124:-1.258900784986202 125:-0.8211720441345008 126:0.4360921888644274 127:-0.9046496512193399 128:-0.6584028318924716 129:-0.3778161280973097 130:-0.2709643802486024 131:0.4561857742666807 132:1.397870739179247 133:-0.8640040138972951 134:0.6778888055648351 135:-0.5841961896138211 136:-0.1668633206953929 137:2.031876676098999 138:-1.763523477132056 139:-0.3645085862115957 140:0.221205208483462 141:-0.386102369441347 142:-0.6566236238370945 143:1.552675073096391 144:0.007074047057049524 145:-0.4240241790432723 146:-0.5643677693192286 147:0.5224138750017844 148:-0.9844914030996319 149:-0.5135949834040254 150:-1.920790620876482 151:1.036493048425232 152:1.211261653712395 153:-0.713444223540376 154:0.7636032727428635 155:0.1610280969144599 156:-1.054683193771002 157:0.7568212249976567 158:-0.9281497029333549 159:-1.385457889883208 160:-0.8203717823428055 161:-0.5159001468523847 162:1.075581590595054 163:-1.664029392253493 164:1.348802783355222 165:0.1659351582398815 166:-0.2853891650691997 167:1.212158959606122 168:0.083449257186179 169:1.619205749722782 170:0.5270467747192297 171:0.8400363305790696 172:-0.06662139069643855 173:0.1555242088704037 174:0.2161428917970789 175:-0.1182766347843547 176:0.6111406689266644 177:2.231443485602141 178:0.7878186420500713 179:2.064041093847772 180:1.009649337861518 181:-0.6439626928996796 182:1.09066981743689 183:0.03710029300798728 184:0.9041145772510168 185:0.6200932118392191 186:0.1773270137200633 187:0.1160727673704506 188:-0.4389648605939376 189:0.1801972153017912 190:-1.021414938300612 191:1.987429638244504 192:0.4806928652571258 193:-0.8033855677397471 194:1.213564403760629 195:-1.432668298958035 196:-1.183738976477143 197:-1.189045479868782 198:-0.07118841550208119 199:0.5294371203995936
--1 0:0.8323772751941309 1:0.1705496141452824 2:-0.1144633241244053 3:-0.1155927264016756 4:-0.321874894372554 5:1.974994980466881 6:0.4723516238196442 7:-0.7576647944685635 8:-0.4689118637089911 9:0.04553551272116012 10:0.198801774259055 11:-0.3399848944495094 12:-1.162714207661591 13:0.3828060826976963 14:-0.1670403707267884 15:-0.141334756533131 16:-1.916653003072285 17:0.5726709576108138 18:0.3928028840871342 19:-1.697623053125001 20:-0.0103010447957369 21:1.146796456391734 22:-0.9196807743795959 23:0.06511387616428392 24:-0.3966093355825009 25:-0.5847683707501341 26:-0.1793403900106115 27:-0.4876784897761854 28:-1.681593811286947 29:-0.07030949070070021 30:1.802656181394508 31:1.327019795882776 32:-0.6601396115200683 33:0.8476963821560228 34:0.8124298672819704 35:0.2432801296983308 36:0.5304165638939264 37:0.7945397496830368 38:-0.2848880038701864 39:-0.6757666996104951 40:0.6399847318936365 41:-0.1348986989688155 42:-1.425772780292394 43:0.5090203852778166 44:0.8381264970500529 45:-0.1913824198377462 46:1.28089863215063 47:0.3463082928544303 48:-0.2067857464589631 49:0.6370943173611906 50:-0.219396013327092 51:-0.652745383416319 52:-0.4576300051265016 53:-0.7666871189104274 54:-0.7905667608708646 55:1.423850022577349 56:0.478575996883743 57:-0.1817535725311723 58:0.3021765202710467 59:-0.6786367946176221 60:0.176497763490655 61:0.2547135055900057 62:-0.8911449866779986 63:0.5357314455838311 64:-0.9086146696470102 65:0.5151932616647649 66:0.6071469541406226 67:0.06334615191657286 68:0.4088206473170986 69:-0.5810991576850744 70:0.8814709915355835 71:1.29758692521627 72:-0.4866225388621462 73:-0.9845218874901053 74:1.7226893308494 75:-0.1039209063729534 76:-1.402832021977928 77:1.535698387537249 78:-0.4532914289236122 79:0.4141450514169279 80:0.4490267181975847 81:-1.024269982666797 82:0.8275370205786992 83:0.1261720444731329 84:0.1153190406829915 85:0.4491086046594144 86:0.4593223844949234 87:-1.865443541684966 88:-0.4962330052812959 89:0.03253331702338364 90:-0.003053364803067244 91:2.034446960533023 92:0.3651069140918072 93:-0.8761226388595695 94:0.1866415573802132 95:-0.06310863458761713 96:-1.542804565056717 97:-1.584971350010581 98:0.5542041967850724 99:1.517343836344171 100:0.570528155415847 101:0.3936495766193501 102:-0.8003237210601359 103:-2.042350812437169 104:-0.6945139916238343 105:0.9860929616137207 106:-0.7045695199209689 107:-1.317132474181213 108:-1.22187703551297 109:-1.874032553013369 110:-0.1199453089609421 111:0.6442661617475334 112:0.3757750960922056 113:-0.006725267204561826 114:0.1979604037421148 115:0.1179074953754943 116:-0.7415756492811791 117:-0.9045642201533134 118:-0.5914376008602279 119:-0.8963558259527374 120:0.9665601267972471 121:1.219369606129208 122:0.3255740167152832 123:1.496770079312521 124:1.411819083977148 125:0.3769685556197714 126:-2.018291999929467 127:-0.9839094902688639 128:-1.845707865310579 129:-0.07794491754808573 130:1.143977710116808 131:0.9437549095024138 132:0.7613003065055909 133:0.09226559521256701 134:-1.534327511376923 135:-0.2628741016922438 136:0.1227159490166746 137:-0.6775658771946269 138:1.030580845987211 139:0.6252284251026223 140:1.296170498703676 141:0.6284685678881317 142:-0.719459883423173 143:0.6135747485421305 144:-1.829870674631191 145:1.281472154494744 146:2.179520651261565 147:-2.109717301854422 148:-1.229291598905945 149:0.02373124830070535 150:-0.7057110348870725 151:1.146736379238602 152:0.7825972232436559 153:0.2796568103037075 154:0.1350652563736482 155:-0.2533614281191283 156:-0.3900455079014861 157:-1.679963285998906 158:-1.711847887846317 159:1.473983080764285 160:0.9708113400897329 161:1.340822942580887 162:0.1566587637530752 163:-1.064439568099422 164:-0.1881992623992189 165:-0.3792262053610606 166:-0.7422866783147463 167:0.3434824094502156 168:-0.4939976162470021 169:1.320874890265316 170:-0.7529184797798283 171:-0.648308425859403 172:-0.9293403707528439 173:0.3705286564431042 174:1.00094990958037 175:-0.8284471369561246 176:1.222640748043714 177:-0.6650643928776381 178:-0.2763663999026041 179:-0.7759524078225652 180:-0.9958915202033459 181:-1.12121193944719 182:-0.6301449335320588 183:0.7712870256535624 184:-0.3891180380408023 185:-1.240419395633765 186:0.9540811809262136 187:0.01136293902448951 188:-1.584694487757699 189:1.896773083836059 190:-2.022225072366454 191:0.9959641790300037 192:-0.7406484266989212 193:-0.572011047985619 194:-0.9979569738322803 195:-0.1148746927011403 196:1.57994020683758 197:-1.505318971977718 198:-0.6451132396972228 199:0.7842401636464059
--1 0:-0.4074544412392348 1:0.8208626256961508 2:0.9064141003610461 3:1.510997355798416 4:1.10093005860902 5:1.102515876533169 6:0.09825439735497485 7:0.5104014011921577 8:0.9634006609692838 9:-0.1034902962017182 10:-0.01969600816008565 11:0.5887307373381506 12:-0.3102429796995317 13:-0.9609729662897506 14:-1.198579196494893 15:1.882494051549034 16:-0.2704006213949005 17:1.009622328157333 18:-1.157405056921066 19:-1.58640576818098 20:-0.06457642371937357 21:-0.5270778490051049 22:0.3667725554425962 23:-2.349665057005572 24:0.5960871577147679 25:-0.5142161377524603 26:-1.336829045623754 27:2.014797274448753 28:-1.77727090765021 29:-1.067764408401514 30:1.244230290784265 31:-1.489020787814438 32:0.140888025692047 33:0.549076860557668 34:0.1236089871899799 35:1.241872958812992 36:-0.4454334786631255 37:-0.09345888409834423 38:-0.2412481320935043 39:1.015122138137836 40:-0.7884987192637152 41:-0.261160324681928 42:-1.334996803175368 43:0.3485336202810519 44:0.001117265978580925 45:-0.990630965255073 46:-0.5330720119812875 47:-0.7524776878427907 48:1.458522059513989 49:1.17963648589306 50:-0.6668307731390987 51:-0.2636083342282264 52:0.09807637575871427 53:2.271174552819104 54:1.156053866613799 55:-0.4987481636520493 56:0.5053321543110313 57:-0.7884933208079675 58:0.8658209512551194 59:0.7428408879386119 60:0.421484630128904 61:-0.645642513970344 62:0.9129336353689176 63:0.9084790456620215 64:1.06899618099918 65:-0.05625813524528829 66:0.5042412665511968 67:-1.067809052482894 68:0.5022311331816247 69:0.06838354673078714 70:0.7801152633217847 71:-0.05465577260354158 72:-0.6981838219743732 73:-0.02360986007850411 74:-0.6470688764717252 75:-0.255695660180861 76:-0.3644796150539723 77:-0.8445793993550511 78:-0.8344343584074251 79:0.1372350831523758 80:0.9973442603331059 81:-1.348615347827747 82:-0.3880976536130472 83:-1.720383407777153 84:-1.732732691951481 85:-1.283926233877219 86:0.4319211358037092 87:-1.171187816847294 88:0.3130765065058862 89:0.6710513573396916 90:0.1617411769404155 91:-0.9639611101023532 92:1.184941735643984 93:-0.3397065546059786 94:-1.154637022649604 95:0.482353731716019 96:0.3781524144540749 97:0.4344575164787171 98:0.3058432788607978 99:-0.9466171437892402 100:-0.369590069818749 101:0.6381359378524453 102:-1.995334944914544 103:-0.991973686366141 104:-0.8576120870884826 105:-0.743731284408524 106:-0.7213410290728367 107:-0.3706267249160436 108:0.1902905290925997 109:0.2830252564068613 110:-0.5355484213572625 111:-0.5379872656454455 112:-0.1610086393232843 113:-0.4212469069206664 114:1.23932514970488 115:2.383135503915994 116:2.846450459639948 117:-0.5298000484068138 118:-0.2671590509567942 119:-0.6232302814022049 120:-0.3190969365364056 121:0.6258217640900742 122:1.174389728904106 123:-0.0938986373281747 124:-1.740239182368056 125:-1.533009751108703 126:-0.3895306535628174 127:-0.2969350336498479 128:0.4660594482352208 129:-0.4409868728737335 130:0.08585498740207807 131:-0.3896698642567792 132:1.455935431706105 133:0.1255742079657801 134:-0.7237297814254016 135:-2.242420979584733 136:-2.045077171132816 137:-0.8746100887147136 138:1.108818361514746 139:-0.8934317834251657 140:1.675229443592622 141:-0.2634454109999019 142:-0.128426513745496 143:1.694627323640395 144:0.6955513020691619 145:0.3924986743062272 146:0.01966195999367288 147:-1.428263046668763 148:-0.7464358698284381 149:-1.85278061788703 150:0.08925252881280206 151:0.4066530397678639 152:-0.390871628529077 153:-1.511109995466384 154:-0.972760382024642 155:1.374897677886603 156:-0.7411876203740062 157:-2.410138281165187 158:-0.4020036733824383 159:1.096312941441036 160:-0.2677629624228538 161:-0.3659281814365254 162:0.7130430034344736 163:-0.1655371879142765 164:0.9233328557319619 165:0.9572011337407328 166:-1.237044648862794 167:-1.132171253481771 168:1.207846996494762 169:-0.1461832112636923 170:1.817758397489432 171:2.635505017625491 172:-0.4460562098535837 173:0.4912196381334449 174:-0.6371415448922346 175:0.9226658111587638 176:0.6894379610355358 177:0.8709267166370489 178:0.7490174175295599 179:-2.184868713276607 180:1.681686079560046 181:-1.313527731787318 182:2.100469211517865 183:-1.09780653324666 184:-0.1883894384117947 185:-1.106969422537145 186:-0.2734313303496548 187:0.4227106517437471 188:0.5253447099337498 189:0.9246500164680792 190:-2.326818997440534 191:0.3661660731514688 192:0.7249647241312496 193:1.1172658719852 194:1.05538370889672 195:0.02879366692620003 196:-1.364322417406348 197:-0.8005537416942987 198:0.8725967779964973 199:-0.1796231850127989
-1 0:1.675648985936374 1:-2.037173593374808 2:-0.02707851886768575 3:-0.02905280686488614 4:0.3374212073830471 5:-0.4429359068156787 6:-0.4607359601463464 7:0.3640110803568334 8:-1.352389649086948 9:0.6952483159632669 10:-0.4895827762201239 11:0.3283455380558819 12:0.2313493803689362 13:-1.847217828475924 14:-0.8414637353715344 15:0.7487931243914208 16:-0.3582266362449184 17:0.4018824016491441 18:0.9432862527197302 19:-0.04724615722986045 20:-1.54969029865264 21:0.7208443930843195 22:0.7112262158064779 23:-0.411419153943488 24:-0.3730656808919094 25:-1.205876640864997 26:0.1646470664609346 27:1.454355846256689 28:-0.9878956412399866 29:0.2713483143558039 30:-0.4490224035552988 31:0.95646522542639 32:-0.5628233174066092 33:-0.4637188431360556 34:0.9608475670508387 35:1.89901902150618 36:1.751363916196723 37:-0.8316700138494625 38:0.2062573416068372 39:0.5383994089885876 40:-0.2764023197301909 41:-0.4092773566228997 42:-2.969829778510664 43:-0.1980439152255393 44:1.671745213197362 45:0.5676945391127646 46:1.725060447152729 47:-0.8327381426170753 48:-0.6013714497209183 49:-0.5297073956826374 50:-0.2399401411392089 51:-1.24340226310873 52:0.5642090869851133 53:-0.7539364335073964 54:0.6206785779525564 55:0.3855176762550589 56:0.01414661422089019 57:-0.8231997708598676 58:-1.556415054283268 59:1.137096480416886 60:-0.7695085971017797 61:0.1326227485131062 62:-0.2176989467621919 63:1.479290307681509 64:1.799845154846078 65:-1.379671717300507 66:-0.5217147282791736 67:0.6927956598860391 68:1.226700239246202 69:-0.9184914570935451 70:0.4483740487838395 71:-0.8610628571821459 72:-0.2942054870645713 73:-0.2786960482982012 74:0.504724269721617 75:-1.0354656199375 76:-1.388347963395149 77:-1.165002641906122 78:-1.832370318230384 79:0.4713490086343881 80:-0.03106427759095095 81:-1.267742940360513 82:1.239669396427283 83:1.009606793602164 84:0.5974976988095765 85:-0.2669168995910454 86:0.0179363953537859 87:-0.4594272441755881 88:-1.042320211646849 89:0.4683027893695582 90:-0.2788975654805848 91:-1.340257970079196 92:-2.098031514805517 93:-0.02860642806487567 94:-0.4811279600537844 95:1.644106246069543 96:-0.4442091288466882 97:-0.3992693419761306 98:0.05024903570159799 99:0.02746428642666187 100:1.047269732148198 101:-0.01359898993174503 102:0.0004790893069045609 103:-0.6249839859640273 104:-0.3866712537962017 105:-0.7331482344134818 106:0.3014009341506987 107:-1.146146954607592 108:-1.490178682380445 109:0.9307558423477031 110:-0.3002105220268142 111:-1.921269391056626 112:0.04487229704729672 113:-0.9954529519510165 114:1.406016753470236 115:-1.127246821874689 116:0.6078023370103383 117:-1.233089825206874 118:-0.1900433248695923 119:-1.629254433421221 120:1.043792096585164 121:0.8471569176273789 122:-1.628260765713762 123:0.5690176341521082 124:-0.8389472869256438 125:0.7260167269995625 126:-0.09051556914419569 127:-1.029397761264467 128:0.07569736954173771 129:-1.540702139093115 130:1.28508348236322 131:-1.72014740512561 132:0.9119658300469345 133:-0.9590274221238362 134:-2.405824580443374 135:1.237945271328054 136:-0.1223516463446859 137:3.069142171119092 138:-0.4923964089138773 139:-0.5142122079789644 140:-0.868333861014291 141:-1.882028819840826 142:0.2687993586289021 143:-0.4755392331948305 144:-0.05032491835260527 145:0.1929189002746325 146:0.3790656570413598 147:2.19717814639654 148:1.430179185539775 149:-0.8462045470945634 150:-0.7139664434222666 151:0.4935374236627069 152:-0.3774376909425098 153:-0.7050235549419723 154:1.709122127919984 155:-0.9557354185467825 156:-0.2048667374508514 157:0.3240290261659138 158:-1.508494292475674 159:-1.192967213986264 160:-0.06371734876360487 161:-1.043730618807968 162:0.9604213773442057 163:0.6661334259339442 164:1.251108886127373 165:0.7243666886511987 166:0.6158465760000031 167:1.216987407613983 168:-1.152509748947137 169:0.7918952111245787 170:0.6272699620045595 171:0.3953186580368452 172:1.667572272571466 173:-0.3249356425638968 174:-0.6076525935815993 175:0.3988999218567302 176:0.4072310058806884 177:0.8185778702934353 178:1.465573238796647 179:-2.130213983188153 180:-0.8080647726085091 181:0.47046452634808 182:0.3747295144233571 183:-0.2958784502783351 184:0.7365837484843228 185:1.107545515520586 186:-1.822049846578069 187:0.3002477017651113 188:1.00748063053336 189:0.771123608591935 190:0.4000352647779363 191:0.7513129671772941 192:-1.822166508282206 193:0.02121787925042037 194:-1.283771046579004 195:0.6485361697964213 196:-1.023721691586883 197:-1.167069331815254 198:0.3814368414078138 199:0.4858002641740428
--1 0:0.1543140927814287 1:-1.302220716336687 2:-0.1923055818881232 3:-0.6073557763601241 4:0.5463618844947304 5:0.7501700713505999 6:-1.932918287372901 7:-1.212286009168656 8:0.3667961904392438 9:-1.070707314575644 10:-0.3332629821543976 11:-0.727612198117213 12:1.226441959181757 13:-1.070694705101776 14:2.10604664946209 15:-1.224788875789846 16:-0.1038602361004035 17:0.05513869920599179 18:-0.6868121826251895 19:-0.9645844879980957 20:0.761629451231192 21:0.7913377207853298 22:-0.7953619720750165 23:0.4278229109867531 24:1.472249922554903 25:0.2164049115102513 26:-1.065580396426764 27:-0.2171431499585815 28:-0.06636720177759585 29:-0.6599298691775495 30:0.9490368873556028 31:-1.612108849969385 32:-0.6598188538101243 33:-0.5001296852917367 34:-1.875135613865394 35:0.3495023458943852 36:-0.8543428650070958 37:-0.1343621933635505 38:1.069583494318875 39:0.4627538604401081 40:-0.8035869190546883 41:0.4537229018688673 42:-0.8069104997877877 43:-0.9978034917946973 44:-0.3472382014287083 45:0.8967749976688588 46:-0.3823279534211518 47:-0.1846250078228874 48:-0.2336660881661708 49:1.16313143199795 50:-0.4525267040861377 51:0.2064869486090472 52:-1.779873633636172 53:-0.9417937634130821 54:0.7820788028116772 55:1.217606179412972 56:-0.006127954298447506 57:-2.199092817827665 58:-0.9588102351205324 59:-0.9465380544356055 60:0.8689934001401786 61:0.2824761341942517 62:-0.2761692062221319 63:-0.7445826416109916 64:0.4336708685122146 65:-0.7794378108389809 66:0.6319351642986736 67:-0.8856643126517842 68:1.137635252794783 69:-1.518782030837566 70:-0.4948712196107246 71:-0.3500248904826774 72:-0.6316152848808498 73:-0.4423937839728778 74:0.9018418130311335 75:0.5272163205213448 76:1.160415905373788 77:0.581628812249435 78:0.5452625644440713 79:-1.221493074216216 80:-0.2067634062341626 81:0.03114695941749748 82:-0.943791137514406 83:-0.6558830228035312 84:-0.7869252223624982 85:-1.364742434878961 86:-0.1480722639834938 87:-0.8327386430400732 88:-0.8941963320094076 89:-2.16732379387007 90:0.4356105702124529 91:0.3319801547692929 92:-1.469078281616814 93:-0.6276230680780505 94:0.6318657861232666 95:1.563668795148976 96:-0.9024583775614723 97:-0.636460222322744 98:1.036505215296589 99:-1.306368595112834 100:1.231977350613307 101:-0.8325600523026974 102:-1.312543876854286 103:1.260484069635674 104:1.052093176932266 105:1.517562925831679 106:-0.8819653194740026 107:-0.06664815206730805 108:0.7942731214062492 109:0.06103533856795519 110:-0.9822649284605419 111:0.08005102587547169 112:-1.535619845550017 113:-0.5182987242244285 114:1.334197077899242 115:0.2358280221399593 116:0.6114930483248193 117:-0.9002209939267566 118:0.004483279343873715 119:1.535938772600184 120:-1.37407782445223 121:-0.7912336079388295 122:-1.040855472255932 123:-0.947503206142388 124:-0.496948692572211 125:0.1294009487697433 126:-0.1365131603315279 127:0.5253202073754399 128:-0.6339663724376998 129:-0.4574943579716459 130:0.8810094030954292 131:0.170673511367785 132:-0.3669881004318128 133:0.381677302306004 134:-0.470191036037266 135:0.8706805195402997 136:-0.5383303924945512 137:-1.119872205994973 138:1.635233814703003 139:-0.8167997795132503 140:-0.4092059295834675 141:0.8212837303142555 142:-0.9393002921966039 143:-2.12461831668269 144:-0.6402079055078096 145:-1.653895142038196 146:2.504754991525764 147:-0.7694538331621347 148:0.6297912872515602 149:-1.13858772241129 150:0.358725833447294 151:0.6930002648852023 152:-0.2299560421559554 153:0.6644870804621597 154:2.783580369837199 155:1.292132722099267 156:-0.9061521290469656 157:0.339238850333909 158:-0.3674386901609659 159:-1.420129942504798 160:-0.8195604016844612 161:0.8171847325171864 162:-0.1096632968759306 163:-2.173806844850455 164:0.7811325826428913 165:1.081415232353932 166:-1.729011610474403 167:0.04809172468774848 168:-0.4321582074520249 169:-1.000220813756276 170:-0.1543041774951281 171:-0.02947152615920882 172:1.309414199059765 173:-1.994804214914513 174:2.598398750170024 175:-1.954924178661098 176:0.0008567065613029269 177:-1.43070263989037 178:0.7711003602765134 179:-0.329075695550371 180:0.2986116281733286 181:0.307078134665947 182:-0.279694824371808 183:0.2481432112798184 184:0.3079162433519101 185:0.2383950017147164 186:0.9573357293281002 187:1.122123515215541 188:0.2097139996560189 189:-0.1509463152928815 190:1.721618235478762 191:1.001443221959406 192:0.1964044123525233 193:0.968054312486941 194:-0.5509802436351851 195:1.002735803203154 196:-1.211528302931878 197:0.4832342881911031 198:0.3177367445420491 199:0.4482380243427637
--1 0:-0.8746344209588696 1:-0.5263235336520898 2:1.000083864721064 3:-0.5570943022770455 4:0.3970459469806043 5:2.50327846191396 6:-0.6821967472177162 7:-0.6972190779327158 8:-1.131411381508802 9:-0.7057321800455575 10:-0.2122139612123706 11:0.4544741879316933 12:-0.04791216190705758 13:0.5876775074737525 14:1.172718861324227 15:-0.1934511193059557 16:1.528397303223316 17:0.4766893018948701 18:-0.3668135804893665 19:-1.200138523524164 20:-2.982602732193087 21:-0.2817956072707337 22:2.707768976693034 23:0.09874614122881607 24:0.3808408809040909 25:0.6452875119838382 26:-0.9243787434393144 27:-0.176149724275344 28:0.1776905181153323 29:-0.595729847162716 30:-2.230893227177373 31:1.379356180195107 32:-0.6451359411405352 33:-2.538785768057207 34:-0.9507941839935441 35:-1.963417026982142 36:-0.930044212690074 37:0.2328587902923075 38:2.272936239953197 39:-0.6536127745892427 40:-1.37443373849109 41:0.1713328971815263 42:-1.598155412152043 43:0.2354023880596433 44:-0.3241137379549351 45:1.082656468794773 46:-0.3921368461394752 47:-0.2503885778100386 48:0.6177389312483388 49:-0.8192482747756616 50:-1.291718752194109 51:0.446099385149134 52:0.3099208198028741 53:0.2319355371834277 54:0.6122018995629017 55:0.3003967025090071 56:0.04927067961477062 57:-0.09770530904351726 58:-0.5699476067215123 59:-0.714433573135833 60:-1.66251732345226 61:-0.196842807923502 62:0.8753917194273141 63:-0.03347732039959857 64:0.57640785772315 65:-0.02198145197906943 66:-1.468367387844874 67:1.853001903222577 68:-0.001316450019508951 69:0.926767259082322 70:0.3900953345566753 71:-0.07096317063789019 72:0.5976373375524533 73:0.7560202710337653 74:-0.94966385921645 75:0.2960016524474575 76:-1.4211168835907 77:-1.270598759036784 78:-2.070279865049056 79:0.815848661744186 80:0.5957136361958235 81:-2.71090274704797 82:0.3945808757455674 83:-0.2758052795318492 84:1.522334734908903 85:-0.4469704854845532 86:-0.1593605134517009 87:-1.659312547965991 88:-0.6684182886316981 89:0.8840400294482599 90:-0.5980118292545984 91:0.7694663320279232 92:-0.5921761250343566 93:-0.8195080940620848 94:0.7442887112765399 95:0.2536580923683402 96:-0.0763316629490914 97:0.04074052002526446 98:-0.2764586651844652 99:2.319693122800583 100:1.372174105676952 101:-0.2176444360474465 102:-0.2596105109133848 103:-2.091531765032486 104:0.3072647413711891 105:0.02774574111575111 106:-2.221488200919855 107:-0.3215547255124561 108:-0.9028154710758499 109:-2.150775485756958 110:-0.113624756290061 111:-0.01662532280401407 112:-0.04039576162925809 113:1.715863154412161 114:0.04528101705605821 115:-0.143186150736801 116:-1.181436117424935 117:0.02418543151691882 118:-1.290888749996381 119:-0.1041882734641615 120:0.3498364941027923 121:0.001458739831784908 122:0.1040328053822324 123:-2.53531077312312 124:1.412068603317838 125:-0.4804869426255652 126:-0.8866571615133524 127:-0.1471961653771472 128:0.459324577920619 129:-3.035782106718146 130:-1.37479682879425 131:-0.8018001546681498 132:0.8197982788655414 133:-1.823655943476434 134:1.01456137659273 135:-0.8889767932164891 136:-0.9925079851076904 137:-0.6653437431444118 138:-0.4987181044326867 139:-1.686064152691702 140:-0.4988646230622116 141:0.7224170479818807 142:-0.08226236752169337 143:-0.7297919936340374 144:0.5778498402135365 145:-0.2242758606143549 146:1.245558637223328 147:-0.3512788498176987 148:-2.198457070166112 149:-0.4702653763672028 150:-0.4948819027740126 151:0.1651654216608135 152:-0.177439998769168 153:-0.4516129422406747 154:-0.8907122676770275 155:1.057728407821848 156:0.3886490764832104 157:0.8235547207170179 158:-1.775857749966374 159:-1.24944481024854 160:1.203227807922543 161:-1.15954572464815 162:-0.2516675768266797 163:-1.049150510498597 164:0.8268614454456621 165:-0.2816702969815851 166:-0.06108463313303477 167:-0.270165670876992 168:-0.05145736380782304 169:0.5309267853789232 170:-0.003855960893644927 171:1.977397244090693 172:1.8132677041132 173:0.2073418723889613 174:-0.7863664574870924 175:0.8717605588776156 176:0.4586645127750282 177:-0.6649814912113211 178:-0.1691465583264847 179:-0.7289348181318217 180:-0.02628893420996865 181:0.700754831794858 182:-0.539420469255433 183:-1.279649424648774 184:0.8360781955069649 185:0.4763342053370398 186:-0.7404329361771534 187:-0.9569425858722032 188:0.6753031508829005 189:1.554029693834475 190:1.417977545023148 191:0.6391598611930952 192:-0.05286295771318592 193:0.2001835965552356 194:-0.6882977740178794 195:-1.056211273848781 196:-1.248465579187894 197:2.261507836141378 198:0.9976668750695571 199:-0.09375763610810921
--1 0:0.2268218450072354 1:-0.9165241688174677 2:0.1687247322698695 3:-0.4142607662817304 4:-0.2162763982048231 5:0.7177478393302312 6:-1.058827834232777 7:0.313596296604008 8:-0.7908851853978642 9:0.2470573894511081 10:-0.9809875467000705 11:1.729202484763603 12:1.28845762808958 13:-1.136914411111332 14:-0.04072676505056289 15:-1.156034881495213 16:-0.1831223311166616 17:1.351272473397402 18:2.663337353159162 19:1.369655047261918 20:-0.4233567083735775 21:0.02086272460236644 22:-1.289803009261227 23:-0.8623654583149065 24:1.310360867935768 25:0.3541171093685841 26:1.998246723798637 27:0.4916987721074335 28:0.6401228015001152 29:-0.7602943489063796 30:0.5495229147841704 31:-0.972459504900556 32:0.1981576964503067 33:1.14687710796827 34:-1.601275238108955 35:-0.5615190339848177 36:0.06177524674620728 37:0.3842244533929118 38:-1.259256461142328 39:-0.4598741168961997 40:-1.073945093347041 41:0.2357440126274468 42:-1.031122595426697 43:-0.045041112491768 44:2.107753733546934 45:0.9948348967885182 46:-0.9915635848975544 47:-0.3580915211952286 48:-0.3783778131227193 49:0.6461606692012215 50:1.173172112104968 51:0.1550918800081406 52:-0.7476621802707609 53:-0.4378007718162805 54:-0.2279742026069057 55:0.715617215811443 56:-0.4885992772285339 57:0.4235895753963645 58:-0.05000892603467295 59:0.4497308660860682 60:0.6968943169287765 61:-0.69288091535255 62:1.051966659783772 63:1.528554477678991 64:0.280954025997437 65:-1.077599132113899 66:0.2186773762080109 67:-0.92430268524281 68:-1.566244435276526 69:0.4887078484268224 70:1.178634972177073 71:-1.011509654349249 72:0.04574738002930481 73:0.1869305531908866 74:-0.9602680890865304 75:1.30934707440596 76:1.204393141246284 77:-1.115134432334085 78:-0.9552623386503025 79:-0.8839151747105602 80:-1.048774047803527 81:-0.09505258469827446 82:0.3417546383130927 83:0.3620210602927803 84:0.06209596318258333 85:-0.6601804813334359 86:0.9163929862414876 87:-2.192445099013029 88:0.2847467983830246 89:-1.005857107876254 90:-0.8788793253869324 91:-0.287716443683721 92:-1.067536324099812 93:0.3111040158392377 94:-0.7448709087402381 95:1.847502755743693 96:1.052017627395843 97:0.03874754681840013 98:0.8381192420568742 99:-0.8689969422380565 100:-1.119964771030394 101:1.255892765215108 102:0.005905949007649382 103:-1.800512097722469 104:-0.6502267842804721 105:-1.204885948407922 106:0.07957366607374905 107:-0.5493360165566176 108:-2.423691101626088 109:0.2916905928704339 110:1.146352612486595 111:-0.01631717210055618 112:0.6419864053389711 113:0.03079720566774857 114:0.01196619234480598 115:1.013245511190096 116:-0.1738733644148784 117:1.262743118909711 118:-1.624460670874785 119:1.060968121772511 120:-1.950096642372215 121:1.396415912985152 122:0.02593046471636522 123:-0.4975889313101901 124:0.2900949813275912 125:0.3083605723359166 126:-0.1870092785941868 127:0.5993663821492552 128:0.2524247331129116 129:-2.044303743219278 130:0.01940174356438878 131:-1.297476294650767 132:2.376578868956879 133:-0.4900578583608961 134:0.5846732804119268 135:-0.1707693673078372 136:-0.3303464174776205 137:-1.044490703056361 138:-0.09973135384135771 139:0.5070369314677998 140:1.080720793088984 141:-0.7343240305688138 142:-0.4499252166951264 143:1.407096109473177 144:-1.284520601387767 145:0.637010734713767 146:0.4236993890275795 147:-1.38182302528933 148:0.8679266273357941 149:-0.5371214451474013 150:0.7444052810944862 151:-0.04300780188424713 152:-0.4064247548763681 153:0.6634176436432657 154:-0.1192351950876543 155:0.5238389220699569 156:-0.5786187281367566 157:-0.1310945605072568 158:0.3478537332912146 159:0.04711229500361566 160:-0.7925755284681518 161:-0.2870668804845166 162:-0.8107354651801425 163:0.6430238373115988 164:0.1157081600497632 165:1.150859930359236 166:1.634873174103197 167:-0.3697171317193059 168:-0.03511182309988807 169:0.2311577514163534 170:-1.592993615143524 171:-2.166898864936789 172:2.080141994923752 173:-0.5849335977044631 174:-0.8706727350021232 175:0.4343537855762824 176:0.632813390896077 177:1.653092228239427 178:0.6323543629964897 179:-0.1173706021035321 180:0.8000034842668913 181:-1.352842796197499 182:-0.5502619565761442 183:0.695324126845582 184:1.010153481477899 185:0.174582983207518 186:2.187506898089843 187:0.3219688685629312 188:-0.2478527877960816 189:-0.8574046465995562 190:-1.330923007849075 191:-0.1558963917061876 192:0.1535577940849853 193:0.6527788382569665 194:-1.317353642043432 195:-0.1938313245371108 196:-0.1756399802241248 197:0.04778693240789348 198:2.228747560550475 199:-0.3716039368818536
+1 1:0.07638430168233697 2:0.1384085022869802 3:0.1709557777721037 4:0.2075443229253177 5:-0.1933341100569064 6:0.3756036190018469 7:0.4739414909177816 8:-0.4035555134844215 9:0.07683233699433571 10:-0.0682054000191708 11:-0.02011059643332351 12:0.5631529522479017 13:-0.9055169825190862 14:-0.3981501827528342 15:0.7486882719923372 16:0.07637029467020409 17:-0.4948414546384757 18:-0.2487487456269824 19:0.3088050703875161 20:0.08781847539018302 21:-0.1516141099407591 22:0.364021291356547 23:-0.2751467598756037 24:0.3071142397484516 25:0.2976930500869377 26:-0.4109900657059052 27:0.2205476941759117 28:0.1405031230622401 29:-0.07817715854336382 30:0.687338028221382 31:-0.5705495643660402 32:0.01956141281630226 33:0.1267326703174267 34:-0.2743570931168458 35:0.2234804152852774 36:0.161538277915761 37:-0.1122049852013689 38:-0.2918831749268949 39:0.2417414676680012 40:0.01224475479841433 41:-0.1632757326426378 42:0.2104963339179129 43:-0.2276333553964042 44:0.06805101334768968 45:-0.2807368723968935 46:-0.1987016544752847 47:-0.3778757935053705 48:0.08291104417262846 49:0.8948076885662731 50:0.0849481041128451 51:0.2192148803092605 52:0.02224078240537597 53:0.1443159307762561 54:0.03400923936386545 55:0.7191050287651571 56:0.4417844725676076 57:0.1512526120478481 58:-0.136625562942797 59:0.3249824776853035 60:-0.2360157357287949 61:0.1569333373727887 62:-0.1636016056108615 63:0.2101399386999662 64:0.2495093136405917 65:0.2066255851893802 66:-0.3211933188319011 67:0.1530734560587446 68:0.1124118074470346 69:-0.1206971280164051 70:-0.1976772175431837 71:-0.07295502505649201 72:0.489533922974692 73:-0.1687779907158459 74:-0.4751264672249582 75:-0.08809776665454983 76:0.09515837715689282 77:-0.5315536902947273 78:-0.5584330360675797 79:-0.6054030133914715 80:-0.1277117713238312 81:-0.06082253627009962 82:-0.2463012284651709 83:-0.3651035797979446 84:0.2041946372739058 85:-0.616472767402484 86:-0.713713975009706 87:0.003141045982714599 88:-0.8397293423637351 89:0.2206585501331332 90:0.1136177127757774 91:0.1858402994041981 92:-0.4968133108908036 93:-0.2098097344167045 94:0.3070090164247229 95:0.3559533173512527 96:-0.3173538243630224 97:-0.2375286002873884 98:-0.02168923383626235 99:0.4428234427128367 100:0.2699438991818403 101:0.4882218124612684 102:-0.1665396265629644 103:0.6060965181827261 104:-0.1865303549929497 105:-0.06617431435460919 106:0.2686523376420598 107:0.2965426672245788 108:-0.0003663676516673618 109:-0.5625269375561435 110:-0.2621487785576602 111:0.2720022440622482 112:0.1593597096181496 113:0.08308211237572492 114:-0.4745575753718917 115:-0.1873335745968304 116:0.6840331963870782 117:0.2610686300256707 118:-0.06488420592300587 119:-0.4606188037519249 120:0.05818935010249065 121:-0.7527154055329289 122:-0.04101094323756993 123:0.185954002853949 124:0.03102403835662751 125:-0.3406102338628742 126:0.2081175253877685 127:-0.05474395077924162 128:-0.1734472858455496 129:-0.2618488282935554 130:0.02821379835640564 131:0.4668418334461136 132:0.3305127123878233 133:-0.03402164739945358 134:-0.1561502842801171 135:-0.2486536727850128 136:-0.1219098056763525 137:-0.09992545882656523 138:0.341579728463232 139:0.3324038524716017 140:-0.06613911941342325 141:0.4154461795270928 142:-0.08208816791806793 143:-0.5810724549257524 144:0.002287611783036846 145:0.4030974333299632 146:0.3068416818967243 147:0.4381906015310852 148:-0.03561941613214964 149:-0.2710900533087028 150:-0.0465757343628799 151:0.2642462891508398 152:-0.1775638420638489 153:0.1205585371322405 154:0.2673076629028276 155:0.3720183906430247 156:-0.4628405772251293 157:0.4536950896250853 158:0.2040826615306216 159:-0.3162715588398446 160:-0.0129241656247377 161:-0.06978452897326556 162:0.2660420481657244 163:-0.357265014622026 164:0.1073350534065757 165:-0.2771131216951951 166:0.08555355943203359 167:-0.05418867255410176 168:-0.3341644721306384 169:-0.1615884498853046 170:-0.1423537935007974 171:-0.1338345709551164 172:0.6732419411175473 173:0.5893428813504363 174:-0.2263784882573161 175:0.04941377317002345 176:0.2612516351079171 177:-0.3201714576215283 178:-0.02947033495124098 179:-0.498219868146425 180:0.5073690503363024 181:-0.09304255955539609 182:-0.2935856078937106 183:-0.1396673887705853 184:0.2350890069948898 185:-0.0105266591519967 186:-0.5914367491123089 187:-0.2045562967207551 188:0.6701668877401854 189:0.137418274711469 190:-0.4372476136533904 191:-0.4010019701437999 192:0.7821412132147727 193:0.04632660589441913 194:0.3894972946193959 195:-0.3901039990104198 196:0.9142052039735693 197:0.1353820775230618 198:0.01639676649498742 199:-0.3614206089891479 200:-0.1895531623726355
+1 1:-0.6971016674420072 2:0.2839772671458094 3:-0.03909586417087236 4:0.2509055756820632 5:0.5818509898769104 6:-0.2323661293954337 7:0.002957561500646799 8:-0.2030270598534431 9:-0.10818665538586 10:-0.03422441870957397 11:0.2582296790911586 12:-0.5555163900099012 13:-0.3137933279005385 14:-0.9821385116461422 15:-0.2851671294296416 16:-0.8339102137572383 17:-0.48095537346037 18:-0.1051817712661993 19:0.4805710286284993 20:-0.07404228965541398 21:0.204728568848423 22:-0.1307036317098173 23:-0.1153270790354713 24:-0.5227172771176092 25:-0.3339222685632143 26:0.1319676990919259 27:-0.2966283642291008 28:-0.02850632629798686 29:0.1458244142242237 30:0.6789545647554327 31:0.5710697509381147 32:-0.2123601816983622 33:-0.3246488716260403 34:-0.3551788456078889 35:0.2741323026951507 36:0.03154676070856913 37:-0.3338563341582823 38:0.05990683752136816 39:-0.05442429778525903 40:-0.2310903071850864 41:-0.6144012246893077 42:0.1451095080494281 43:-0.3860582219646753 44:-0.4327386087884575 45:-0.08303890046819797 46:-0.6349505066444459 47:-0.3240231653245421 48:0.2972285610804286 49:0.1912255258593394 50:0.2423410343834655 51:0.6532047677417891 52:0.6687553483365895 53:-0.1905660040795707 54:0.1544348924647004 55:0.07857677876502589 56:-0.541679471508713 57:0.05721222075686394 58:-0.5307226658673765 59:0.4158709488243606 60:0.3861028787965686 61:0.2184860310003482 62:-0.02007188214935082 63:0.2831762941042238 64:-0.2755089534838464 65:0.0529506545699006 66:0.2457501942291186 67:-0.7686738356962624 68:-0.2606068084686628 69:-0.1159885571033041 70:0.2047371271914123 71:-0.09934445232766888 72:0.3627388133956002 73:-0.004670377170180364 74:0.5028671787628551 75:0.6120726390324746 76:0.8518299344048847 77:0.03501681462312752 78:-0.4122268644521357 79:0.1982237362143905 80:0.0519428649369624 81:-0.07568577821253772 82:0.3073681937202628 83:-0.2320660133958743 84:-0.3345778185904562 85:-0.8353167543332948 86:-0.4604541603464922 87:0.1869604728424525 88:-0.1891592673419525 89:-0.2674411002878475 90:-0.2924381145259735 91:0.5075305699545523 92:0.5460731800256364 93:-0.1482323836877592 94:0.07027205397757773 95:0.2272542652763256 96:0.1355083007647208 97:0.3602084192380387 98:-0.1770065259313033 99:-0.09808769464549182 100:-0.2843264203415131 101:0.04637711570815312 102:0.4849095187546704 103:0.4662568621856949 104:-0.4478291067079245 105:0.4404370925086434 106:-0.1117076036602133 107:-0.2899150763877335 108:0.09848162811757515 109:0.3559033965253539 110:-0.05362601705867033 111:0.1934331280944526 112:-0.07091485841158085 113:0.04686415834394306 114:-0.4321924179547814 115:-0.2317432233723007 116:0.3566062465798832 117:0.8262799234886865 118:-0.1351192716825318 119:-0.09157400603603856 120:0.06893114910611464 121:0.07919502578428207 122:-0.7550751490655897 123:0.04579478268121377 124:-0.149653785971462 125:0.1811505207094985 126:-0.4995871912098923 127:0.1381377852555182 128:0.6673254893876684 129:-0.2678771166916758 130:-0.3708240295249791 131:0.06399548181601446 132:0.2519420239337067 133:0.702591229513289 134:0.124699160822352 135:0.3346304754131331 136:-0.3931962147668621 137:-0.08183701368966638 138:0.2486655433037469 139:0.2221417751296694 140:0.2948434166173645 141:0.09235648572119257 142:-0.3574179178546798 143:-0.2445562072979725 144:-0.06376811227289067 145:-0.08421297253498844 146:-0.3389294410278165 147:0.2337047314403527 148:0.1632121286044781 149:0.07260984576525226 150:0.2604331466917664 151:0.0146994146046712 152:0.08393235409402129 153:0.07412554282750658 154:-0.9959930097210253 155:0.1892234572008309 156:-0.4437960683273146 157:-0.8730424886406055 158:0.2944753745411154 159:-0.04377329659310107 160:0.3387845225326277 161:0.1468525203523294 162:0.5413832800411091 163:-0.0979969711041723 164:0.5322302275328921 165:0.04014007004614065 166:0.3977322591293915 167:-0.1206014564795379 168:0.2199898271121788 169:-0.7321053013152055 170:-0.1269272289952566 171:0.01887700741995668 172:0.2507294527044668 173:-0.3986738430964526 174:0.04510429335467629 175:0.009913705157278158 176:0.3007862658225364 177:-0.8058067247537358 178:-0.07736027602141152 179:0.02042357379387153 180:0.4693090930765109 181:-0.1176188019131896 182:-0.2712338336426235 183:0.2384606833371216 184:0.4391914931062141 185:-0.4956419704074652 186:-0.1766727088529582 187:0.5190144964813068 188:0.1689550731340748 189:0.2543045847820804 190:0.01827744340157701 191:-0.767906988714352 192:-0.03133725856283698 193:-0.05476371956544585 194:0.6271182678972368 195:0.4470360248428248 196:-0.7568196076960308 197:-0.5022365690594125 198:0.1697830731022991 199:0.4105893950040022 200:-0.4310862892382764
+-1 1:0.04442397463767851 2:-0.4859494978158302 3:-0.2566161632810154 4:0.09438254466803825 5:0.9999999999999998 6:-0.06799964942580682 7:0.3216501265814062 8:-1 9:-0.2967799102761165 10:-0.2365618241177264 11:0.1565870222537369 12:-0.06014692945353095 13:-0.1212612169474721 14:-0.1250363783312823 15:0.2015361253063125 16:0.04161722990227671 17:-0.3018085008895779 18:0.2622858729826644 19:-0.03433412803964128 20:0.02493045116162185 21:0.7216508341530314 22:0.2874786073903196 23:-0.3136716732726438 24:0.381939650040349 25:-0.01903472247733984 26:0.02911640213401218 27:0.1239690676387939 28:-0.054894022767351 29:0.07438671033849378 30:0.05308858942264838 31:-0.8556067370621832 32:-0.201935140950115 33:0.1226190820011848 34:-0.7647703145678646 35:0.1486389996009271 36:0.4715944995159347 37:0.2260629268562164 38:-0.2282665655361373 39:-0.2551231735975998 40:0.1231625761001986 41:0.1341020723673567 42:-0.2878279839669634 43:-0.04142024972670333 44:-0.3516798398712108 45:0.8044646328316389 46:0.9354394840035396 47:-0.2956551253770674 48:0.367320395675563 49:0.6494013352635833 50:-0.4065585918989633 51:-0.3539827041580327 52:-0.2458002662746089 53:-0.09029509466367275 54:-0.2503302966097302 55:0.2503310301473894 56:0.1404547912924228 57:0.7813971369673218 58:-0.3190817158200109 59:0.6947145043166618 60:0.2141646321718388 61:0.1332275281932868 62:0.726347860089756 63:0.2740678209128434 64:0.3055736557306409 65:-0.04679615640821808 66:-0.4050780003746627 67:0.1023974582887015 68:-0.04754959293857516 69:-0.7066713030968841 70:-0.04715877214883844 71:-0.4874113405700393 72:-0.1357515190489833 73:-0.2225781235355006 74:0.5322483409180698 75:-0.3421503268865473 76:-0.03271623655765352 77:-0.5267391945181981 78:-0.1704033647405687 79:-0.4335138174651615 80:-0.4634833575494018 81:0.3593340990161619 82:-0.1652564831164931 83:0.2496087154245373 84:-0.4010663343985874 85:0.06088552007435111 86:-0.08772873937260486 87:0.3239201842930608 88:0.08658482063201189 89:-0.68995960143247 90:-0.217663943984067 91:-0.441734904522958 92:0.007840398612632027 93:0.734804173772916 94:0.4630474708966592 95:-0.004679344447984242 96:0.002538349494076081 97:0.2227208302352027 98:-0.1469744878774676 99:-0.3671228128922536 100:-0.3035282114521098 101:-0.2921118835787913 102:-0.3046481628845308 103:0.583047475752088 104:0.187607163784999 105:0.2457043106738708 106:-0.6931677340718739 107:-0.6133514583990549 108:-0.1101409069010408 109:0.2659112332046466 110:0.5637284985314902 111:0.03273462781936838 112:0.2164362007563511 113:-0.1847872037758454 114:0.1267625771886377 115:-0.09330117911026969 116:0.2594900861970202 117:0.2359114069607373 118:-0.1197268474963735 119:-0.5229580617588051 120:0.8662894760615123 121:-0.3013354664754657 122:-0.9270358404187289 123:0.09021754961091973 124:-0.2586747627470368 125:0.1245756154617125 126:0.4574660066420711 127:0.3109933864044805 128:0.2296988437873422 129:0.03444005929338613 130:-0.3765139815705276 131:0.4577399460332437 132:0.2340833600340758 133:0.6117823927341886 134:0.3360704120320376 135:0.3579209336823279 136:0.3520699478005119 137:-0.4142751963085753 138:0.5613215225436919 139:0.4545639359717245 140:0.05864936788191948 141:0.02593744366355843 142:0.7292011730108594 143:0.9999999999999998 144:-0.3806909531376654 145:-0.5320568986412543 146:0.04586428877950552 147:0.03489252176371316 148:-0.5409406822034237 149:-0.1629966547108128 150:-0.2352410174368098 151:-0.3418317231358028 152:0.3360527519830553 153:-0.1767413464791123 154:-0.8082651712086805 155:0.5898775158106332 156:0.1000601773490037 157:0.2692289550789781 158:0.314730857389606 159:-0.01816626942577323 160:-0.001869726903342007 161:0.02809882743941595 162:-0.07272070148635248 163:-0.6170067897532318 164:0.09257955015703501 165:0.1868817621014908 166:0.1597316736234825 167:-0.5246560770932698 168:-0.2550350105854555 169:-0.125658258946073 170:-0.4014481304092121 171:-0.2006312728922614 172:-0.3167281473184971 173:-0.0834458443025636 174:0.4071564032787297 175:0.2071974055518969 176:0.3614848402408367 177:-0.0865345373942098 178:0.1805865006547239 179:-0.09122162107260486 180:-0.1113641438093999 181:0.1746867559238374 182:-0.06265328830261745 183:-0.01198259401848244 184:0.2427146610852008 185:0.4426216235307014 186:0.5233676772007331 187:-0.1758453104195438 188:0.3340333099902287 189:0.1404237635189698 190:-0.09715105644262906 191:-0.2082478285988582 192:-0.1502610527145515 193:0.05192745678195868 194:0.3309069675014378 195:0.6619101990703457 196:0.03021804532492592 197:0.16590522017686 198:-0.01425327199481791 199:0.1370875455488476 200:0.4604514360120266
+-1 1:-0.09195943428818391 2:-1 3:-0.007812605254359471 4:-0.376277428637382 5:0.1652994791464621 6:0.1359226427993996 7:-0.2130220163519337 8:-0.2313940029843081 9:0.2698570783607506 10:-0.52787619179459 11:0.1796996812327508 12:-0.2826164645055561 13:-0.5274889791136546 14:-0.09857294640712307 15:-0.4282922547728881 16:-0.457443530194477 17:0.1743589530036019 18:0.1165863620216048 19:-0.03269913915999453 20:0.2736007388216171 21:0.1556386237898731 22:0.168561038561754 23:0.03763609725764386 24:0.01983017282451231 25:0.4635892159081866 26:0.1097725928610812 27:-0.2154724470690093 28:0.3657149395063961 29:-0.1869952629558079 30:-0.2527346067739813 31:0.2344268909183473 32:-0.03119141426782651 33:0.3446070192898851 34:-0.007671957936001866 35:0.4867337442684909 36:0.4172129588386039 37:0.1844388433933672 38:-0.05475262783518461 39:0.1502134756793418 40:0.2969380183616599 41:-0.1645560735997514 42:-0.01790179831573045 43:-0.2846476796799594 44:0.1928936590344104 45:0.3493285658088935 46:-0.001417973659235808 47:0.145614399792237 48:-0.08755546532021402 49:-0.00612599872263455 50:0.01213655700563224 51:-0.2125538045726849 52:0.07119747888947864 53:0.3873441413590437 54:0.01978195056715917 55:-0.05859249184714796 56:0.6340768686563716 57:-0.06628267619376974 58:0.1315558168886486 59:0.3121351298832101 60:-0.2107439432714671 61:-0.435427207123871 62:0.2725291087169255 63:0.3819710099846986 64:-0.4541672907349493 65:-0.07814375019006925 66:-0.3038790278142224 67:-0.3507042440442968 68:0.3907357187509481 69:0.05129722236143758 70:0.793407568091513 71:-0.2580219810185682 72:0.0362884127106508 73:0.3363554870762482 74:-0.1836221189536267 75:-0.08111344864417286 76:0.2351082854993592 77:0.4013210271140734 78:-0.4827405384575025 79:-0.193813670771044 80:0.3171313833211257 81:0.5089935699947412 82:-0.03679299216972358 83:0.2508975131108321 84:-0.158707972132132 85:-0.5530083612502686 86:0.06924400062164565 87:0.3824532669871651 88:-0.1820317582558503 89:-0.1571844939503164 90:-0.1930210830006787 91:-0.004923098328171061 92:-0.02855354800093116 93:-0.004294037565979483 94:-0.16238392634976 95:-0.4845409053904673 96:-0.1307809046729311 97:0.1360444085707118 98:0.0894787558659544 99:-0.1256081441972748 100:-0.229370773765198 101:0.06174406095283144 102:-0.03875672931587186 103:0.1628295885262057 104:-0.7604730425854775 105:0.1086652026156203 106:-0.6277384129304374 107:0.2341084824851167 108:0.2671441208819124 109:0.3363473088859092 110:-0.08193481173424003 111:-0.0967148481614705 112:-0.07492355770796966 113:0.8071277608622563 114:0.2410743469499068 115:-0.08888032714427098 116:-0.1127864218187101 117:-0.4697413137525274 118:-0.4628610861315589 119:-0.0103992277712443 120:-0.02818490973706959 121:-0.4085700014835719 122:-0.5738427515351411 123:-0.01200443342357794 124:-0.3146772135359061 125:0.3304852257529615 126:0.3175875104686561 127:0.01232883203855942 128:-0.0277066539757522 129:0.2268480629691666 130:-0.1976560876730729 131:0.1750767630243568 132:-0.1722785139174959 133:-0.7992570756771425 134:-0.2691357128931934 135:0.4284802110924109 136:0.04730053081261319 137:-0.06912967721936482 138:-0.05608084624167979 139:0.5001613808342071 140:0.03250836346659444 141:0.01283245689462507 142:-0.4446117090734404 143:0.2114707424458586 144:-0.1881608490091347 145:-0.2694859536740192 146:-0.6414987920694513 147:-0.02591470996587081 148:0.3498162900269652 149:0.0796776085206386 150:0.04797271420336498 151:0.3283896275324447 152:0.1677447681443017 153:0.339299541277393 154:0.001417993399495929 155:-0.00717286821484793 156:-0.07304451718307362 157:0.002629216667390702 158:0.2119602977537852 159:-0.2592303687407904 160:0.1780016262109282 161:0.6345844476984271 162:0.4505205875729081 163:0.3623149110767797 164:0.1765750900221613 165:0.1923891845482962 166:-0.03602233145225683 167:-0.1981994318057024 168:-0.096169651067087 169:-0.4673713604538753 170:-0.1205308270352287 171:-0.01483360822040887 172:0.8574583690250145 173:-0.799036178944276 174:0.3337554061085982 175:0.6977948292948249 176:0.8364500368886206 177:-0.1162602224081234 178:-0.6364647764566774 179:0.1875540282283743 180:0.2416506861915655 181:-1 182:-0.5064840482345272 183:-0.2253705393739186 184:-0.0834200962102488 185:-0.06008566370138942 186:-0.1056274509318639 187:-0.6004713338796878 188:-0.1040379749323618 189:-0.1002591076452026 190:0.1753539032689083 191:-0.1400202374951063 192:-0.4019878328085099 193:-0.2103239247908602 194:0.1389027333936233 195:0.1363592320545641 196:0.4014310131356307 197:0.3626333837740017 198:-0.16249862218473 199:0.2552149555821298 200:-0.01604422486569884
+1 1:-0.1586642103532641 2:-0.7709947460056453 3:-0.2378543924772262 4:-0.3137984354398524 5:0.3809165934311982 6:-0.1358604535677133 7:-0.05818331491527268 8:-0.2137846170700764 9:-0.1176747245405638 10:-0.3608273062360957 11:0.7381115605792359 12:0.2901150458971175 13:-0.5311527535183069 14:0.4531328146959805 15:-0.5011970095999259 16:-0.4141480544858602 17:0.3720874918046009 18:0.09194757721021503 19:-0.1437539620793656 20:0.1685150609415795 21:-0.02778357487499886 22:0.08425973687364449 23:-0.3789217041671328 24:-0.3678408370113918 25:0.08263868427333726 26:-1 27:-0.6569011215607164 28:0.2118783312768318 29:0.1685526013313787 30:-0.5321626638023875 31:0.02392331014164472 32:-0.2736350111238773 33:0.2288163829854238 34:-0.247647670779664 35:0.3274961830708677 36:0.8179083507802911 37:0.3127136644702086 38:-0.08018808974289268 39:0.4685108217343095 40:0.5055665517568875 41:-0.02587109262343314 42:-0.01444067944035398 43:0.0899280544599366 44:-0.1048479381113827 45:-0.1895639951873291 46:0.02938599680839625 47:0.2430447883829394 48:0.07142965655916698 49:0.4298548112096667 50:-0.1030426682943674 51:-0.08003436007400964 52:0.311252097167342 53:0.2285657282565237 54:-0.3332746273695981 55:0.04100632847194261 56:0.2231365568000326 57:-0.1865295561581446 58:-0.2052714039121619 59:0.2930250467619911 60:-0.2301773924046732 61:0.225383847007911 62:0.1376302826757681 63:0.08005053743078633 64:0.01266751260488962 65:0.4171610893310749 66:0.7275670591188902 67:-0.306076149879686 68:0.9999999999999999 69:0.2070199687638368 70:0.1630092760904941 71:-0.03764887617006435 72:0.1668299860467501 73:0.06416076499339993 74:-0.2161201722564247 75:0.2338915306724458 76:0.5174642651674106 77:-0.01562872671175244 78:0.3241198840582693 79:0.1152374274062388 80:0.4528362159502307 81:-0.3199019888450448 82:-0.2789854019053136 83:0.2801454775935468 84:0.1074377892163414 85:0.3055429214203244 86:-0.07656284097762561 87:-0.1282159929264605 88:0.3267068396192688 89:-0.2168367436019782 90:-0.1138122098901406 91:0.03391821499472124 92:-0.7901123584695247 93:0.3399348709801734 94:-0.1750088172508383 95:0.2888190004123309 96:-0.3243425516480027 97:-0.1830001296502773 98:0.4480010862109426 99:0.3399967479215559 100:0.2080654464759058 101:0.3610646597658858 102:-0.2887783175985003 103:0.421034417555481 104:0.0648472240519247 105:0.1154543681880252 106:0.1965437074914119 107:-0.1970241695132418 108:0.009401117464459093 109:0.2592890930517475 110:0.2379676892319441 111:0.2561158526042943 112:0.2727329901707512 113:0.1936288396292123 114:-0.3681698874798763 115:-0.07604643749565075 116:-0.0138999566082838 117:0.5859644488166149 118:0.3025519601608637 119:-0.3469295735407205 120:0.2587225646188152 121:-0.3595782389098382 122:-0.6703957040512096 123:0.1802468507591282 124:-0.1671760118146707 125:-0.3583540454937137 126:-0.1443353919598116 127:-0.1811453030945145 128:-0.02272905874861433 129:0.2374852590752836 130:-0.3459559921009824 131:-0.2262235292667316 132:-0.3632669207536422 133:0.2740516801628807 134:0.4221335341438653 135:-0.07914807272717987 136:-0.2273075279115542 137:-0.3605746759507643 138:-0.007671016300768246 139:-0.1473853113796788 140:0.09988717653820499 141:-0.103022881650273 142:-0.2345318816902908 143:-0.3518322115029605 144:0.6436254699109649 145:0.4129253412787649 146:-0.2429324958316068 147:-0.2365292899690748 148:-0.2479670671748808 149:-0.5737272758403809 150:-0.2435551728942866 151:0.5472337471807467 152:0.4471477928731791 153:-0.01990699162458572 154:-0.7440648396810291 155:0.4473202610318956 156:-0.0794334343410644 157:0.4944522947426005 158:-0.1638282121044226 159:0.2874074131365387 160:-0.0638730306858295 161:-0.29275446575117 162:0.06008312055629865 163:-0.3605165088144692 164:0.3585732193201567 165:-0.1487212414962927 166:0.4403044882543242 167:-0.08756217375598223 168:0.2420227162934955 169:0.133939851376515 170:-0.3277373317777902 171:-0.2483387215559537 172:0.3305131318328876 173:0.2446661635024086 174:-0.4270831742181404 175:0.1261411398573161 176:0.2573244959301921 177:-0.0879445909629385 178:0.1628105138992677 179:-0.1771137465175889 180:0.2992205806312792 181:-0.1811670086310485 182:-0.4531930194402681 183:-0.148487527564418 184:0.2966629368469466 185:-0.3842996690110977 186:-0.1937885392587198 187:0.01614727966419451 188:-0.4091286665710342 189:-0.3797936594748711 190:-0.4675397820788962 191:0.3955413814726754 192:0.3444916210197074 193:0.1947630452150373 194:0.1100138380978673 195:0.09752495537402678 196:0.5622547344386772 197:-0.2731897442897646 198:-0.002658632396233832 199:0.1018762183515222 200:-0.2506949551762863
+1 1:0.06614295572271241 2:0.1446987812866492 3:0.05783888136175282 4:0.09378946304966139 5:-0.5601172954274519 6:-0.4070195733603407 7:-0.1917758019892877 8:-0.1195165633749362 9:-0.08482365283378102 10:-0.8833245965021647 11:0.4183465758391807 12:0.4702138624142568 13:-1 14:-0.7549399738348529 15:-0.7570881139254392 16:0.314035743215238 17:0.9999999999999999 18:-0.2294515283397197 19:0.1918451227166715 20:0.7674717423720608 21:-0.1030317968771005 22:0.08530571875352197 23:-0.06562986828417181 24:0.332137401768567 25:0.1183275164506101 26:-0.1296396921648644 27:0.1112198544487147 28:0.01182102574447851 29:0.2350701528751195 30:-0.3239343870085129 31:-0.5069065007740394 32:0.1337092296408751 33:-0.5674211955523536 34:-0.1517424381184941 35:0.1016008275316819 36:-0.3121402957087719 37:0.2254678107100066 38:-0.7304076549846792 39:0.6556995443317241 40:-0.2327932912569126 41:0.5336572063452999 42:0.5567417623671361 43:-0.5213967843230451 44:0.4519609538988871 45:-0.5425499320055979 46:0.3895916274913215 47:0.02352149604170278 48:-0.04312561465307838 49:0.1043275901814569 50:-0.04036857402525914 51:-0.1880436237225532 52:-0.06834701961309869 53:0.3439134357835242 54:-0.01676595084884842 55:0.1188784992835194 56:0.3899073231209466 57:-0.3239536851131136 58:0.2742383688034059 59:0.2815261028497285 60:0.222001913861604 61:0.5466282689557916 62:0.3384384908653257 63:-0.3338679010657934 64:-0.5288189641008803 65:0.2556878337748966 66:-0.2803980334142975 67:0.1894310545719032 68:0.02622898586575033 69:0.3426381662430405 70:0.1611586981844154 71:0.01801374278931792 72:-0.1891950978656869 73:-0.107103074874771 74:-0.114091590510443 75:0.3714408058071373 76:0.7282382562414764 77:-0.6602900116479539 78:-0.4501047038446255 79:-0.09940375230220604 80:-0.6071331167855261 81:-0.1304861776317908 82:-0.4364690707461548 83:-0.3493311891767016 84:0.5864562807354183 85:-0.04158721485483059 86:0.2471471949408107 87:-0.1228520102265455 88:0.3986276993993824 89:-0.266029890416155 90:0.3443889772702479 91:-0.1614875758938983 92:0.1608902433903573 93:-0.5006004522605659 94:-0.01633258124100967 95:-0.4407700999992876 96:0.0315272632434018 97:0.7526552775454701 98:-0.1229028939569009 99:0.2774460980562488 100:-0.5201165097437416 101:0.3310284635410264 102:0.2844287413023964 103:-0.1177274707045464 104:0.02860045947064957 105:-0.2214858580343165 106:0.3155636403062276 107:0.2532380546219002 108:-0.4370187632369814 109:-0.7368849882815951 110:0.2188383897118129 111:-0.2895093288019801 112:-0.6624640229468676 113:0.1066170498215287 114:-0.120990626944373 115:-0.4460613159390186 116:-0.5793069970364292 117:-0.3003637509972072 118:-0.3986302374050965 119:-0.08932800748692986 120:-0.5292756130245122 121:-0.2845821231074208 122:0.4920729541716019 123:0.3219713897383704 124:0.5681126933130076 125:0.1234081640279983 126:0.3562908282451356 127:-0.09408162688060839 128:-0.3122435674290868 129:-0.2291991278331573 130:0.1165842885816067 131:-0.07756425011946941 132:-0.2743488180985736 133:-0.1802160904790397 134:-0.095411212528273 135:-0.363061647761726 136:-0.1948441935193199 137:-0.2591342917366375 138:-0.6601300771638641 139:0.3000280862518694 140:-0.1370536405299066 141:0.381972517159324 142:-0.1293611629028348 143:-0.2245252092667922 144:0.3763626361789368 145:0.2338165764422594 146:-0.03423420371095812 147:0.4255692201560184 148:0.4077441398721221 149:-0.05063883071714442 150:0.3077354862711046 151:0.1150671114454009 152:0.8731606805169507 153:-0.3773049670890737 154:-0.3061222037755428 155:-0.1881731576440477 156:-0.3723469132556591 157:0.1328343095217199 158:-0.2644822555169354 159:-0.02369138548440949 160:0.2467620424631172 161:-0.8697239560608846 162:-0.1715219702768194 163:0.3657113205220681 164:0.5295709671221689 165:-0.5512905160744427 166:0.9310884090078531 167:-0.8247350021130069 168:0.7574833308504083 169:0.2538189171189779 170:0.2884683352356188 171:0.4918940970756043 172:-0.03121932654067224 173:0.02835630770770257 174:-0.1526458316137747 175:0.1937236382442286 176:0.4332041168383309 177:-0.4369416375485444 178:-0.04068460444130632 179:-0.4947089065362061 180:0.4011162299832732 181:0.04983515265946359 182:0.2648528511282156 183:0.4363979672899911 184:0.003058820865287746 185:0.6400963813554655 186:-0.08838502447943591 187:-0.06663453572020331 188:0.4209760380999008 189:0.3890947819743605 190:-0.08949050943210075 191:-0.2353200149883987 192:0.1781882199322471 193:0.3371929151769075 194:0.3043443388695947 195:0.3438244031136788 196:-0.2949154607072942 197:0.4636563797934894 198:0.6641892199860548 199:-0.005975309104276495 200:-0.1875462147143296
+-1 1:-0.1799046083449984 2:-0.2158264382407036 3:0.05735313704909276 4:-0.5801002642582376 5:0.3521132616887053 6:-0.2479997212766593 7:-0.001000019908316524 8:0.0345530696202678 9:0.05106644002196892 10:-0.8616743774313506 11:0.04074673444895921 12:0.3669729020097774 13:0.03791368703442576 14:0.4699043997876322 15:0.1435473940857477 16:-0.3225890748360515 17:-0.4548247670203561 18:-0.3200073851979131 19:0.3999080681398135 20:0.4272775183571403 21:0.4327118122484946 22:-0.230950317656605 23:0.207404386825598 24:-0.4014565844232158 25:0.1635033921457342 26:-0.3329262469319056 27:0.7190468753332807 28:0.02257090263541036 29:-0.01228530060883357 30:-0.2463951304392067 31:-0.04882863952782263 32:0.1382495959303872 33:0.4711026618769278 34:-0.1035679103156092 35:0.5542311886779627 36:0.4743589201627396 37:0.1515103926696368 38:0.3714822597993377 39:0.3182399299213454 40:0.1332769584549873 41:-0.3967559782716363 42:-0.4966621780352882 43:-0.3408041438864905 44:-0.1921369283172968 45:-0.258691753533128 46:-0.7123525945006517 47:0.09788751374902258 48:0.2136819237334047 49:0.3094423043951285 50:0.1152332536561549 51:-0.452143947629281 52:0.01082612722467804 53:-0.2227034247095357 54:-0.2977362466085107 55:0.3312694954663383 56:-0.6731954219660314 57:-0.456237572025611 58:-0.02548743710008017 59:0.5156337557967541 60:-0.4847702372861327 61:-0.1851562483138911 62:-0.3235723848881628 63:-0.3965439945976703 64:-0.05230415417959836 65:-0.4591633395294533 66:-0.3134356627592695 67:-0.1181862257892501 68:0.06257513205057816 69:-0.2935947269352931 70:-0.1371384186790501 71:-0.1544873900879642 72:-0.2254413235275087 73:0.1234250488465258 74:-0.2088774217256227 75:0.001167201575029961 76:-0.6857904830775671 77:-0.4193658611187083 78:-0.1071649400908846 79:-0.4228944644153007 80:-0.1805230389834107 81:0.3184793148507242 82:-0.2153144064977786 83:-0.0692194312006001 84:-0.760535901873856 85:0.3346828849906873 86:0.1483057602408014 87:0.7543415727903338 88:0.1920130746893929 89:-0.382872940526488 90:0.146764418856222 91:0.07034737711631855 92:0.2846137086117121 93:-0.02275096594126194 94:0.07805299778947461 95:-0.02459410491552643 96:-0.2376871099027659 97:0.6865599066682521 98:-0.1859849414722552 99:0.08577480779570458 100:-0.6226579958176689 101:-0.6688103447274515 102:0.2579809147865364 103:0.3666824526758429 104:0.05168884031780659 105:0.2030997783313944 106:-0.3252983001075351 107:-0.1061976526823667 108:-0.2602800094151461 109:-0.3035048607323084 110:-0.0054700397180222 111:-0.05491242219615995 112:0.3218532755981644 113:-0.6942028514404228 114:0.3961560549195203 115:-0.2182510366671294 116:0.004304302443243313 117:9.117526126287134e-05 118:-0.2034800822304559 119:-0.2039880990296756 120:0.2882142225123729 121:0.2754781651390145 122:-0.5996359440539608 123:0.1864420342085101 124:0.2437311888485818 125:0.1321499190833874 126:-0.2031791526953849 127:-0.03517048529356716 128:-0.1086961749328854 129:-0.1983300137257777 130:-0.2829702782641994 131:0.3963570560632973 132:-0.4692658364891329 133:0.6522202801234417 134:0.1815195072057328 135:-0.09206044323790774 136:0.1856862102857094 137:-0.2244028103074914 138:0.1780710392601487 139:0.2572351303434566 140:-0.3296426282670519 141:0.4188848992465121 142:-1 143:-0.1771595976977177 144:0.6068124922434581 145:0.1440214468690866 146:-0.5244102538613037 147:0.7240650976171721 148:-0.04382135038637483 149:0.1369389708917603 150:0.01554034811735587 151:0.3594546673182897 152:0.2804226685153368 153:-0.01038951547254428 154:-0.7570985417302484 155:0.2578480485714755 156:-0.03269340801032297 157:0.329274598990873 158:0.4867411097631524 159:-0.2167356186602742 160:0.4383415325577633 161:0.3382087761152291 162:-0.3085346057215263 163:-0.5681102758956595 164:0.2477961456900925 165:0.6689795871119225 166:0.03582100907818385 167:-0.4443014606959886 168:-0.1014912749574825 169:-0.1242508333998177 170:0.1335717954887049 171:0.2116328245170396 172:-0.4134669490948242 173:-0.09567806894186369 174:0.5873468357308691 175:0.8339085461955765 176:0.7239279474513816 177:-0.2763811861111392 178:0.04356813880384375 179:-0.2205256012612704 180:-0.09754852653142679 181:0.1519897481322237 182:0.5739989186390702 183:0.1524046504245811 184:-0.1637222978247213 185:0.2381236022356146 186:0.4743955395567301 187:0.7150503076374611 188:-0.3540486325870293 189:0.2594967033924626 190:0.2614227065271009 191:-0.02580569649509246 192:-0.08486709587969304 193:0.1937804074786602 194:-0.350814109999003 195:0.1483557640218082 196:0.5545336675060266 197:-0.09754558798905652 198:0.08363693382192103 199:0.2263861521251333 200:0.1686767079717952
+1 1:-0.514534717439454 2:-0.1150276950204959 3:0.1956735369602125 4:0.5436478451037146 5:0.372786658605162 6:-0.05646018846105656 7:-0.3138529953809094 8:-0.03871855441719271 9:-0.3023962240538259 10:-0.5481898609849378 11:0.04482691767820128 12:0.02595973634296975 13:-0.2931616061884122 14:-0.915372863357367 15:-0.5123705636914109 16:-0.2612042733708556 17:-0.01434521591075699 18:0.1389504338712807 19:-0.1465931630279063 20:0.5255747678932587 21:0.5537937822257918 22:0.1159147192532203 23:-0.1388128205523769 24:-0.3777686454261525 25:-0.7880408709771153 26:-0.4790313060260948 27:0.09733836881102242 28:-0.1942972253089428 29:-0.3315362803581158 30:-0.2804424520440242 31:-0.231234625097418 32:0.4655302719252714 33:-0.2954295183847179 34:-0.663156615093491 35:0.199426868895864 36:-0.2365802468704077 37:-0.2858633231539087 38:0.07155155558739595 39:0.158785621163498 40:0.2870057024779932 41:0.1168430174927381 42:0.3914799627666063 43:0.04507751902971781 44:-0.7874490346990367 45:0.6780759844593048 46:0.001603798075625412 47:-0.3336718753275201 48:-0.1948852369908144 49:-0.07156940235491092 50:0.393296451599885 51:-0.1110752590282108 52:0.06284327830021799 53:0.2005156109718312 54:0.7408547604783738 55:0.371736568792939 56:0.5699259071116964 57:-0.4491931819590433 58:0.3011078894085997 59:-0.1481822055907821 60:0.1461749014449366 61:-0.02717586205186794 62:-0.001358155490529156 63:-0.3124920767913354 64:-0.1226697360557164 65:-0.7756007482526109 66:-0.6731515674481535 67:-0.4569156147848182 68:-0.433920955493258 69:0.2383068697476067 70:-0.08678802135465136 71:-0.04401057259273024 72:-0.4109682517840424 73:-0.07862824889298195 74:-0.2135416898138947 75:0.3718801635886769 76:-0.7141253483818042 77:-0.05104941787936458 78:-0.4616286562495148 79:0.2340886325541733 80:-0.2820475741908175 81:-0.2174356892713642 82:-0.196147562902026 83:0.06691623250895885 84:0.2959188349096871 85:-1 86:0.2203227633104762 87:0.1389549046068266 88:-0.2733587977106738 89:-0.3844850374684169 90:0.3469993978930914 91:-0.02943635732749367 92:0.2301374595102744 93:0.4863765457518913 94:-0.5411244709179988 95:-0.5416564720165684 96:-0.222162652441052 97:0.3096726977943154 98:-0.3999622509438093 99:0.2130809282595776 100:-0.0150921460402531 101:-0.1160674588368349 102:0.07274655067392445 103:0.004415245840603127 104:0.4492169646962197 105:0.2431065557664614 106:0.3667966493193275 107:-0.1793369651241326 108:-0.5148439102610421 109:0.3947743770252652 110:0.2615888647209907 111:-0.1894023184775179 112:0.1873252262695965 113:-0.292538513607533 114:0.04563934747396874 115:0.1961154101977929 116:0.6291195449979505 117:-0.05485820579971246 118:0.2017115733817582 119:-0.5001011093512366 120:-0.2123826376601706 121:-0.4425902695131058 122:-0.05520195640337747 123:0.5424571323095332 124:-0.4784884192589627 125:-0.2430043294646049 126:0.2012311678149098 127:-0.22884559670264 128:-0.08981780142336954 129:-0.05823601420987014 130:0.03240400539838209 131:-0.2571904003841902 132:0.08548092177456754 133:-0.4788658133568932 134:0.3053354779575506 135:0.3340403689825414 136:0.2948243908669202 137:0.6668430651169887 138:0.2488191917564068 139:-0.2414518717342766 140:0.601930324344341 141:0.009818260518674272 142:0.2714641436080412 143:-0.7262131794841735 144:0.01534606595615103 145:0.06799787966072983 146:0.1862353880046472 147:0.3979299166777329 148:0.3307786829745072 149:-0.7464323521250088 150:0.3011125980688867 151:-0.08182650446558448 152:0.3792180404111249 153:0.4121733592135503 154:-0.4454592699086954 155:0.1632178199696348 156:0.2638509925137262 157:-0.2702627254318933 158:0.8446429900032442 159:-0.04716152913131674 160:0.2744929731919312 161:-0.4170395995085932 162:-0.2477812424213492 163:-0.7218911977972546 164:0.242466377777773 165:0.07834493796801721 166:-0.1596554286018089 167:-0.3663729731290041 168:0.3001054235128824 169:-0.3044813003690116 170:0.8469194234840238 171:-0.341098332271376 172:0.01538163725784804 173:0.1754699678652472 174:-0.4298784911648028 175:0.2189675161111383 176:-0.1771382603349662 177:-0.4591173642664786 178:0.2668926763132273 179:-0.01772000055673206 180:-0.1670082808656059 181:-0.01687933281652299 182:-0.7655163439919603 183:-0.1312897090312375 184:0.5995557115521304 185:0.08903571895823453 186:-0.3580429684051897 187:0.259037590712786 188:0.1950093043476301 189:-0.0399429002029684 190:0.4098144833082656 191:0.382843393833714 192:0.01034947648257473 193:0.1493178814285073 194:-0.02376997769936602 195:0.1629999629097106 196:0.4029668845094191 197:-0.2098050863827682 198:-0.2738088169078751 199:-0.1485675383815769 200:-0.08868327673312287
+1 1:0.7672943913050934 2:-0.3066898443760272 3:-0.3395404161932585 4:0.6155596634447011 5:0.04055812269820171 6:-0.5175578165157095 7:-0.09144713167615776 8:0.1443954994433671 9:-0.09709776358740874 10:-0.3424226325889321 11:0.4104550029939195 12:-0.2128511094206237 13:-0.06538812225012988 14:0.4081187255028278 15:-0.6035250518907204 16:-0.06622051485352318 17:0.2631955516443792 18:-0.4386695232430698 19:0.1245100218445889 20:-0.1577486902393384 21:-0.2193139932184225 22:-0.03211583495123492 23:-0.1011868216481119 24:-0.5379570030678021 25:0.3491734117832143 26:0.3906392465843405 27:0.1795670555378866 28:-0.4922147056078207 29:0.1579775651792731 30:-0.5861209406304609 31:-0.3642086910672174 32:0.1185710364917057 33:-0.1547462049370849 34:-0.3060378174923735 35:0.2060012159598324 36:-0.09284668986773983 37:0.2576900106926812 38:-0.04711711702226256 39:0.4597371022447503 40:0.004416442798777107 41:-0.5073126988818569 42:0.1993885220642208 43:-0.4032309491841051 44:-0.4530062293654292 45:0.06430117316293804 46:0.8948119953426635 47:0.140732957831201 48:0.4901682542119162 49:-0.3661551944707244 50:0.1662048905143739 51:-0.05741809834508035 52:-0.3821710805804816 53:0.2757099894032772 54:0.1642172089607195 55:-0.6205898169858159 56:-0.1817455096003351 57:0.5051567707935027 58:0.3996962177637738 59:-0.07739024223418167 60:0.02315875271945225 61:-0.7554493771503152 62:-0.2750410913486588 63:-0.3384659090565814 64:0.219171570565684 65:0.04094399937433992 66:0.07897814346515705 67:-0.2020001920972369 68:0.2104925721837617 69:0.1174715445601184 70:-0.3466452923572753 71:-0.2636030645880785 72:0.3545050507985124 73:-0.07965608419071794 74:0.2944300976921606 75:0.4283944571434696 76:-0.7088840209617145 77:-0.5938878624085604 78:0.4342410272431436 79:0.09445381975243289 80:-0.2138709851413285 81:0.3190367095072321 82:-0.1599108765260663 83:0.1723325368445642 84:-0.09958429389853365 85:-0.4100082131384613 86:-0.2317055524883648 87:-0.487274654513946 88:0.9460889487634992 89:-0.586721569044016 90:-0.03923719427973298 91:0.2331844993522265 92:0.1593533138889128 93:0.1102570139532967 94:-0.3161066949446065 95:-0.02101349231288013 96:-0.8108885153143223 97:0.8018635538892142 98:0.3895563991537687 99:0.09522937596617294 100:-0.1792326729531596 101:-0.6650513945027818 102:-0.2565784030662192 103:0.1565231189221352 104:-0.06119062014324302 105:0.04091457051528333 106:-0.4011956100245325 107:-0.5600672852549013 108:0.03789487906437799 109:0.7606175749005307 110:-0.0183864170572795 111:0.001634422430240902 112:0.02023903986569967 113:0.1533119815300046 114:0.2711833025698145 115:-0.2685689202144093 116:0.6451315306236706 117:0.1509287068481929 118:-0.6282763946511439 119:0.2305729133591379 120:-0.6014311087289133 121:-0.05123198161333251 122:0.37990610374292 123:0.3992999058041192 124:0.246814222587756 125:0.3692143894455696 126:0.124280652027262 127:-0.1499786990050453 128:-0.1014330054123034 129:-0.4035857598101262 130:-0.05449376658161437 131:-0.3177530657348234 132:-0.05454086949862409 133:0.1605669670423468 134:0.2503318755380768 135:-0.2323597720095843 136:-0.4917768935270406 137:-0.03117459558942853 138:0.01027834126709372 139:-0.4229263925368229 140:0.03712419560347049 141:-0.3437018053280961 142:0.9999999999999998 143:0.1999887544522257 144:0.222637177301476 145:0.3061287909493983 146:-0.6074829481556472 147:0.8670996723712264 148:0.05151003746862426 149:-0.1868715983003325 150:0.01343384018835442 151:-0.2281866141806097 152:0.3684175636652166 153:-0.2720988293902373 154:-0.3520706131540691 155:0.2868875419107726 156:0.5671614973725708 157:-0.1143680336570052 158:-0.5605571540542695 159:-0.4104818456524458 160:0.08973618991333826 161:0.3619855751082089 162:-0.3266447258696837 163:0.4384734086087307 164:0.4189398528367034 165:-0.1299187498835065 166:0.2982947114609215 167:-0.6510223229956585 168:-0.04692658307306266 169:0.3714312504894132 170:0.226637222223736 171:-0.07713606501787824 172:-0.3954012445981585 173:-0.01717411960482041 174:0.03770935896210233 175:0.338879298437614 176:0.3607530693708601 177:-0.3963348261014562 178:0.1616711821215963 179:0.3676814938175214 180:0.313102569972624 181:-0.09549457278411999 182:0.08162574021690543 183:-0.2122683935392811 184:0.05891196706298041 185:-0.4068205550189801 186:0.8403623797038451 187:0.0790877077030587 188:-0.09467085151238326 189:-0.2206657745305022 190:-0.0626898223408249 191:-0.4161239471592931 192:0.4179976495463893 193:0.05236309661085081 194:0.2449514586467854 195:0.44900148613957 196:0.3462806330283443 197:-0.1753078914626462 198:-0.06688571959170908 199:-0.1315203024122208 200:-0.491152052218737
+-1 1:0.4264509247811568 2:0.3493314740387678 3:0.1716024754924218 4:-0.03286459044914512 5:-0.1667058048066797 6:-0.1571358145718143 7:0.1952309779904338 8:-0.5003650164331572 9:0.1554327631616975 10:-0.07523937474023429 11:0.04424235026546545 12:0.3275518849244946 13:-0.6817687538239297 14:0.5907953656128152 15:0.09093238365288653 16:0.3284376274397175 17:0.561804465640386 18:0.3509666321986625 19:0.6277086103584214 20:0.1253026157296375 21:0.1080538610859781 22:-0.1459153182108849 23:-1 24:-0.1792485497181734 25:0.002493735365053651 26:0.008739574871710704 27:0.1670938648017039 28:-0.03652709069208927 29:-0.06707762000858208 30:0.1991602133686206 31:0.2164035216685189 32:-0.1524795791694465 33:-0.339108457097537 34:-0.04805586232647003 35:0.2298141933902059 36:0.3087107713284941 37:-0.4269150167176043 38:0.01506604630188219 39:-0.5734659260433981 40:0.1283419060632735 41:0.301617655066274 42:-0.2819426504859336 43:-0.1176942872608613 44:0.4727008281278341 45:0.1536889098763948 46:0.6687936942067636 47:0.3733825214046322 48:-0.2335987410576182 49:0.2938094201710876 50:-0.09668678323779102 51:-0.6939181963494929 52:0.03367404744661426 53:0.7002183823665288 54:-0.03971535520846166 55:-0.3466008869914848 56:-0.01983386663210791 57:-0.520191206333234 58:-0.5438579727230163 59:0.6474864395678119 60:0.05783290822760231 61:0.3011197461855906 62:-0.1990153648264555 63:0.2896493372794417 64:-0.6610657031542139 65:-0.1132570154770084 66:-0.004594830961310442 67:0.1292105649129432 68:-0.5538316433506332 69:-0.3629750485139582 70:0.3131096498669715 71:0.4438711919565882 72:0.1254911230895075 73:-0.2397780173563137 74:-0.2004387888860354 75:-0.05078263953516252 76:-0.5903566741325629 77:0.2529555028442029 78:-0.7373796904945714 79:-0.08644830623654579 80:0.2790986473979452 81:-0.2035884759160587 82:-0.2511213099198197 83:0.2616233031693115 84:-0.3542122527814266 85:0.1221562930328355 86:-0.07056130377833053 87:0.205553217528439 88:0.1307252968137986 89:-0.06362344953425778 90:-0.03022934404684708 91:0.2110889088331815 92:0.1374705276731965 93:-0.3760428998669245 94:-0.04095688364216771 95:-0.3403108289545786 96:-0.4068437954140938 97:-0.2424633434140767 98:0.1161676747886248 99:0.1162997127787267 100:0.1045949289385703 101:-0.3638988522788744 102:0.9999999999999998 103:0.065677966567166 104:0.2657364657506968 105:-0.4771714284438054 106:-0.2626197758240412 107:-0.1786851800578624 108:-0.1918418341348847 109:0.4866739541693269 110:-0.2325115565306274 111:0.2057025416572793 112:-0.5714461055118276 113:0.2092191737057417 114:0.1717876306736983 115:-0.2165738094703446 116:0.4790346788861649 117:0.06197620070312096 118:-0.6407614729145011 119:-0.04663691614377111 120:-0.7123735492112734 121:-0.08688324877319686 122:0.4575355337429217 123:0.6431558203734964 124:-0.3659299718356362 125:0.8611986468725183 126:0.4543337574656122 127:0.04618291747028069 128:-0.06196747037329553 129:-0.01691420437554372 130:-0.3816978175610259 131:-0.3202842746893669 132:0.07837092426453435 133:-0.8954767207170695 134:-0.2070577494109546 135:0.3330922124143628 136:-0.422971712262953 137:-0.2354019725737066 138:-0.5825143117027818 139:-0.07824234289970122 140:0.1605956054705482 141:-0.279432024984566 142:0.1220045831349495 143:-0.1592633001439328 144:-0.1762142609497689 145:0.5296073946858826 146:0.1429879976545773 147:-0.1212076002444973 148:-0.08457886330454181 149:-0.1057733403656937 150:-0.282601167591239 151:0.2288062929422466 152:0.6148129612209615 153:0.04091664387320682 154:-0.6613584188812173 155:-0.04287181481307331 156:0.1226225021914236 157:0.03781172103174811 158:0.2264334636331225 159:0.165754754081283 160:-0.1667657197323569 161:-0.2307096165564854 162:-0.4220358725988409 163:-0.3815591984425515 164:0.4813398385547795 165:0.4182057995447269 166:-0.04681535630045686 167:-0.1041692285552192 168:0.03332246889364093 169:-0.4444631876302233 170:-0.2275518213253815 171:-0.3658888140379737 172:0.2183128414247165 173:0.8352676163520053 174:0.03240088445058487 175:0.168857641956991 176:0.6638650242513516 177:0.0585461537912314 178:-0.402769333592811 179:0.08562000755830136 180:0.09031733255470292 181:-0.4290857158543424 182:0.07025508008935806 183:-0.2486343529876556 184:0.447887308208071 185:0.1467528873528466 186:0.5155869838506048 187:0.3132916821364952 188:-0.06281053771696626 189:-0.2235685280125434 190:0.5499388226559698 191:-0.4645235855895949 192:0.208564756134377 193:0.03192390080127525 194:-0.3599217990347299 195:0.1598075787400123 196:0.03809955200045284 197:0.03100734897859458 198:0.2895266214132131 199:-0.02245077480201655 200:0.01387763152802107
+1 1:-0.4600614763961933 2:-0.2844807582489868 3:0.03394108409114361 4:0.1898244908519512 5:0.4680170801915831 6:0.1132499872699742 7:-0.3848014806800988 8:-0.6093190312463489 9:-0.3065807763813452 10:0.3996142733228318 11:-0.0837105235857948 12:-0.1442777224393145 13:0.3374672047080093 14:-0.164130731923822 15:-0.1469797564509802 16:0.2410079476646823 17:0.07340203465000295 18:-0.2711700800365131 19:0.166843860873544 20:0.2211610013014035 21:0.188005012926891 22:0.03402914318115782 23:-0.2000989727522574 24:-0.5772596690198586 25:0.35441495040836 26:-0.4426445779248855 27:0.2107574262027441 28:0.335509037691819 29:0.5119255641345335 30:-0.3119853203399366 31:-0.3962905786839344 32:0.1166266563642919 33:0.02061926451849827 34:0.3370959412133954 35:0.3892502031611064 36:-0.3248711822099833 37:0.278970993672196 38:-0.2514418918317666 39:0.02913280085761819 40:-0.1176949095688125 41:0.4821818430418593 42:0.2990859960383208 43:0.1699079546997412 44:0.2897705235744525 45:0.02692753897472427 46:0.3982187317896918 47:-0.2266244807373255 48:0.2835460525625612 49:-0.08313082459158684 50:-0.003163759339683171 51:0.4110472396122827 52:-0.09335082679203198 53:0.1701545902590822 54:0.05495001096959359 55:0.2393477617218733 56:0.756466358928919 57:0.7003361612180796 58:0.2009400640252116 59:0.9821159742316805 60:-0.1139668000196506 61:0.4837075007235447 62:0.6931898816301981 63:-0.433168751476058 64:-0.2228734145264639 65:0.6273135983928487 66:-0.0497859152053081 67:0.1980371555326568 68:0.2905328505535084 69:-0.2724975602066501 70:-0.05501247451490737 71:-0.3209182405602127 72:-0.03673215978898121 73:0.377550801216622 74:0.2455589030636704 75:-0.5175828566455439 76:0.5622685837315815 77:-0.2639322738588495 78:0.1917285052240291 79:0.09600472757676545 80:-0.1384458408429579 81:0.5326795920221443 82:0.2297420690621448 83:-0.03849015833873254 84:-0.2831189494102681 85:-0.0311014176751899 86:0.7132099179861414 87:0.1555619026294656 88:0.1900042165530033 89:0.003117812681419016 90:0.105930371287872 91:0.09542081462118845 92:0.1512292743163166 93:-0.1784242818607527 94:0.1738209499794056 95:-0.1880815140582442 96:0.1874387956288188 97:-0.02254257237762633 98:-0.2769198780418045 99:-0.4900878457046779 100:-0.8330982119905285 101:0.1734409412525416 102:0.2520546523458408 103:-0.1578373214476861 104:0.03214997942168747 105:-0.316829158004529 106:0.2043932946224173 107:-0.2142557685837872 108:0.4747057193016231 109:0.04316567013334317 110:0.2909872485376195 111:0.328672064860897 112:0.09752403189921516 113:-0.1240708601449956 114:0.4122455754281612 115:0.2511545939841799 116:-0.2468105691302095 117:-0.1948241610724331 118:-0.008000947288907684 119:-0.009765585477831351 120:-0.3569593737369546 121:0.3199389444018556 122:-0.1412111600162568 123:0.05881237461827722 124:-0.02842703832965218 125:0.4331933413276749 126:-0.01000014970856383 127:-0.08742129283681152 128:0.08048737792162278 129:-0.2902731709347655 130:0.08843385243286397 131:-0.5154873038247871 132:0.2156047664880909 133:-0.1870993545130885 134:0.2337712413959931 135:-0.4138745966268151 136:-0.4833234610314632 137:0.07585668767097022 138:-0.6656845363773727 139:0.6308272805936413 140:-0.1748471600697127 141:-0.1430253309348392 142:0.3126854053979068 143:-0.0003601232827716849 144:0.02414483542586822 145:0.7093430350433951 146:0.1296741687695382 147:-0.05257168244065778 148:0.671943735651587 149:-0.6935846964780286 150:-0.1747012373505332 151:0.2336792440861504 152:-0.3755103384815613 153:0.1926624778365632 154:0.2752578084633576 155:0.2852875816750751 156:0.4437468343799055 157:-0.2575437937127512 158:-0.1440145288330535 159:-0.2708017823178442 160:0.2576633333263825 161:0.2556580755035083 162:0.233469120062521 163:-0.05287262506019466 164:-0.4126157721660629 165:-0.8254496385412725 166:0.369814667716319 167:-0.3485986014820527 168:0.2926841552450348 169:0.2260339575260267 170:-0.2976758395679769 171:0.1968117637434674 172:0.04089471810012073 173:-0.4017874857987372 174:0.2892598071536422 175:0.3234338120425377 176:0.582322375207968 177:-0.4986854605785733 178:0.09384134148070064 179:0.04283402213054999 180:-0.04388152521841773 181:-0.05630613745644958 182:-0.3872290172263397 183:0.1208134718410451 184:-0.1905632016317897 185:-0.7327859465561509 186:0.01384150901284825 187:-0.07717998739978174 188:0.0964726446360933 189:-0.2750924373463379 190:0.2954400550575954 191:0.164302257928749 192:0.2157756641554201 193:0.2543290918754583 194:0.6578081108141589 195:-0.4377441443023046 196:-0.03348635463405852 197:-0.194697781634064 198:-0.1679631724354878 199:-0.1003255172981073 200:-0.7723078795979026
+-1 1:-0.4122224066773091 2:-0.2081810775834228 3:-0.2564399391215998 4:0.1099791555068675 5:0.3655446974856499 6:0.2325524543080689 7:0.2678467461462776 8:-0.3850727576586361 9:0.1315725395483963 10:-0.3506020867709835 11:0.1580226458857206 12:0.4312026344171171 13:0.1134265867458587 14:0.2911483359458752 15:-0.3517306202122171 16:0.2693552077487896 17:-0.288329261480823 18:-0.3813625217580176 19:0.02780471494544 20:-0.04989243184304445 21:-0.103354003724916 22:0.3859770057182416 23:0.146477311938093 24:-0.3219507340664454 25:-0.005958690831605509 26:-0.4218013060385087 27:-0.8029058452814725 28:-0.1283494479460347 29:-0.3363562868377727 30:-0.08244188944073666 31:-0.04345048315033124 32:-0.3381973135779607 33:-0.09008946592791695 34:-0.3132286331541053 35:0.2754165956394942 36:0.09431653536983813 37:-0.1768878199335213 38:-0.1583116280652832 39:0.1844880746985179 40:0.2481014813958316 41:0.4374886564544457 42:-0.7713038263326106 43:-0.1593286694095965 44:0.3435136396763819 45:-0.7740926159608882 46:-0.2428999006350123 47:-0.1094155992709147 48:-0.11613780288497 49:0.4320153190623145 50:0.4773465365134631 51:0.07636230502346333 52:-0.2351646610073402 53:0.572785010054599 54:0.07496657976008997 55:0.7395391662248381 56:-0.3139131574101011 57:-0.3521067610364834 58:0.1316267294987448 59:-0.2298198876263824 60:0.487084038823614 61:0.2911730666927455 62:0.1047249693337022 63:0.2935058037764423 64:0.2467760026012397 65:0.19854915651578 66:-0.02479082890754503 67:-0.5048123171284818 68:0.3199902097718482 69:-0.1871307003355749 70:0.0972367487028524 71:-0.207001549045661 72:-0.02552719968731589 73:0.3376693848778985 74:0.3207965204897507 75:0.4225418123471276 76:0.3710225041877627 77:0.1014147535040393 78:0.09579207595230121 79:0.1010244842410958 80:-0.4313701862089824 81:0.7200133524437469 82:-0.4475792105973067 83:0.8303248215146577 84:0.1509551172624011 85:-0.05950031716729446 86:-0.1823477847111409 87:0.09639503313141143 88:0.4218644659736087 89:-0.8685020189574827 90:-0.1300790305163859 91:0.215941268298277 92:0.03158598056196829 93:0.2752618773727307 94:0.2305683591647913 95:-0.18760601946226 96:0.03645337622338898 97:0.553929039195419 98:0.008655665017962666 99:0.6510655718033054 100:-0.3704055371426092 101:-0.104853910986573 102:0.2897824753345128 103:0.479970592976646 104:0.504289504106719 105:0.253466572689788 106:-0.4286266090135112 107:0.2414180424671144 108:0.339751944056258 109:0.4091922762420347 110:-0.02220421730909476 111:0.5852697746541796 112:-0.3460177208268088 113:-0.3358431277506057 114:-0.5877803133125801 115:0.3065363188413793 116:0.02365858780659828 117:-0.1115335607682651 118:-0.56459097522975 119:-0.1394251625357572 120:-0.116042964018165 121:-0.2400856430215377 122:-0.565698476902871 123:-0.1029131290907328 124:0.1636418520980203 125:0.3731943089928959 126:-0.1671837373757082 127:0.02098701058581823 128:0.03593031593356448 129:-0.4682135812569355 130:-0.009027875136121147 131:-0.1673424366000311 132:0.1582727343115214 133:-0.323399354327185 134:0.2768468339442788 135:0.2588560987603561 136:-0.3260318672281026 137:0.00410688701423699 138:-0.2970672751170755 139:0.03170457240408107 140:0.1652862287811915 141:-0.0550733743837233 142:-0.3717416376906312 143:0.2198235993737352 144:-0.23280207081589 145:0.01147607096710678 146:0.5459385816199991 147:0.6844773741255513 148:-0.5486382822518808 149:-0.5072876150785397 150:0.3256771848528351 151:0.5644567530298001 152:-0.02561226725545421 153:-0.1941544292403768 154:0.480395114384378 155:-0.2724627195543356 156:-0.1522268901918614 157:0.1385490401949424 158:-0.1774332245345516 159:0.8140450920645994 160:0.5883677543144044 161:0.1615016853497737 162:0.1403667851287487 163:0.1090798398545626 164:0.2860524947674726 165:-0.3469669014860184 166:0.04741555730434636 167:-0.4266761676256963 168:0.7628821002748825 169:0.1329119397974714 170:-0.6403739334227846 171:0.1378613125169225 172:-0.4494528287506395 173:0.1234064428955496 174:0.3183632952399202 175:0.3378660655064015 176:0.1412549002711015 177:-0.6522521512928325 178:-0.2422441046378903 179:-0.7157724582145735 180:0.05927404007862981 181:0.3444325260305766 182:0.3502786740092914 183:-0.2335985628704503 184:-0.2516472919010841 185:0.5381022122146276 186:0.3451783644595982 187:0.2887505053891505 188:0.1066333264198534 189:-0.5577099128578178 190:0.2758233707526945 191:-0.5238181629939231 192:0.2065505352563921 193:0.5020390785692359 194:0.4014466699807388 195:0.2090540960997496 196:-0.2542500309462484 197:0.13758498788871 198:-0.1069044930603816 199:0.4890789268867098 200:-0.1647182413782683
+1 1:0.3213487236479104 2:-0.6538605601469931 3:0.4986017856900483 4:0.5444009677637196 5:0.6820850679808108 6:-0.8274990273616917 7:0.3021703681730541 8:0.1038909118954763 9:-0.07318357118830368 10:-0.5094527213094964 11:-0.1814261578864006 12:0.1504076785073151 13:-0.6980711019538223 14:-0.1717062533439954 15:0.07336203137858954 16:-0.199483663769823 17:0.2567081456807072 18:0.01758602736462615 19:0.3431708042529668 20:0.6904240882257413 21:0.2328021928834667 22:-0.01415981624441576 23:0.07870779476479609 24:-0.8210554690710351 25:-0.4572746845110333 26:-0.1354071836287989 27:-0.07126609908281664 28:0.5017310192593487 29:-0.3070420419030531 30:-0.5379274970304829 31:-0.6749473198788671 32:-0.09759122476223517 33:-0.4122225873137441 34:0.1599315691332411 35:0.3603123417591031 36:0.2333972749704142 37:-0.6521577053834335 38:-0.2760442132752222 39:0.03789617617827339 40:0.5427552740636405 41:0.8658236108766334 42:0.5833971590637551 43:-0.8681171113449493 44:-0.3205857808950148 45:-0.2806915900118894 46:-0.2865541553919019 47:-0.8263164857572407 48:0.5000669809599719 49:-0.6424209703641958 50:0.07234795841182173 51:0.3928984235654193 52:-0.1487750196985082 53:0.46920241370413 54:-0.08095648151970083 55:0.4465419503121951 56:-0.3036738770161136 57:0.06392631324295903 58:-0.1777251221458873 59:0.264632577167831 60:0.1358117327085766 61:-0.2406853568588235 62:0.2551956758686275 63:0.5536542882336339 64:-0.5016390899176901 65:0.2267711619651374 66:0.03597755929374916 67:0.4704168840799768 68:-0.1917019133622187 69:-0.270511366706722 70:-0.3879469507164756 71:-0.3262879876966713 72:0.4161847204744876 73:-0.1507486441135041 74:0.3955019115536608 75:0.04544720465794871 76:-0.1314802131502495 77:-0.264690215705776 78:-0.4852892994739783 79:-0.3026038448734846 80:0.3767740631762634 81:0.02060134192128914 82:-0.8979631078125513 83:0.04137440293128786 84:0.3248940678175872 85:-0.2336911332364341 86:0.3954587865494567 87:-0.09278186907765951 88:0.3748342444993511 89:-0.02231798444363531 90:-0.5683564624273025 91:0.3518032000952147 92:0.2507011675894185 93:0.1241396502046463 94:-0.05248890776279788 95:-0.3258364098922679 96:-0.4147740813936876 97:0.4680748961181451 98:0.2106895179048666 99:-0.1251849591264973 100:0.6911439244443609 101:-0.3838507492726694 102:0.02372740433018091 103:-0.4486297123037296 104:0.4017724324769881 105:-0.1579838279689761 106:0.3805806887600186 107:-0.1459154893649429 108:0.1670743685352594 109:0.146915998926605 110:0.05069336364590454 111:-0.02324352100319647 112:-0.02504785271732268 113:-0.1393802351002648 114:0.08498731983247615 115:0.4732732359993017 116:-0.07573487782100188 117:0.2264428854851939 118:-0.153738976224815 119:0.1212353063386985 120:0.1598786578849948 121:0.1557841356093825 122:-0.7693664581799258 123:0.08972783226721553 124:-0.4163646985388801 125:-0.6970569644177702 126:-0.4398100733303435 127:-0.4680925614827958 128:0.07598754441176819 129:-0.0749185872769364 130:-0.0004980021840916143 131:-0.1379392596684396 132:-0.04459886905891889 133:-0.2489995533063966 134:0.3915013027131128 135:0.1010163369162013 136:0.2120949544710317 137:0.08908248803349109 138:-0.2048498507899989 139:-0.05118125137758731 140:0.4302787648312199 141:-1 142:-0.5195941497731905 143:-0.3788856190732955 144:0.2954825936417708 145:-0.1902627586144269 146:0.2674087764504755 147:0.7394617151896037 148:-0.3263735740839982 149:-0.2318885561879076 150:0.3447949750064065 151:0.4131146228202495 152:0.07952786104811804 153:-0.1237418645990626 154:-0.235696329509338 155:-0.125954712459411 156:0.1261709700069024 157:0.1864845645608348 158:-0.1366894787991439 159:0.09897253253454509 160:-0.2104253971863044 161:-0.8234713319993486 162:0.82409477322577 163:-0.2429166218738885 164:0.1347146025829706 165:-0.5783070925055153 166:0.2335470559703118 167:-0.0599555078028818 168:0.4416255308840127 169:-0.4441872439044175 170:-0.2591443629738044 171:-0.1717070600185694 172:-0.2051809058609688 173:0.6103256938115373 174:-0.1900663421656624 175:0.3342083291757286 176:0.7851724658842465 177:-0.5215460068270876 178:-0.2689590118993043 179:0.671569160165151 180:0.3151066574071402 181:0.05962648386187558 182:-0.293367582692086 183:-0.3788796562743471 184:-0.006147051463523851 185:-0.4637435077125895 186:0.6214993935797304 187:0.0644434201276126 188:-0.0519793799371524 189:-0.05116771042948681 190:-0.7572248050762194 191:-0.7263939018878358 192:0.2013961116995248 193:0.1961935855087277 194:0.5685508399785969 195:0.1847575577565692 196:0.01525624562881014 197:-0.2351489279848281 198:1 199:0.3306193532881244 200:0.6770027727663741
+-1 1:-0.4075297592738316 2:0.1489195489903004 3:0.08177389666277315 4:0.05242571455326807 5:0.1248758484263554 6:-0.3887203789189143 7:0.2166051800220823 8:0.293055765803458 9:0.3172403400155274 10:0.157855107746162 11:-0.26728365444051 12:0.5162836580918553 13:-0.09188746210934018 14:-0.4681251422727769 15:0.3433043040813485 16:0.3112142644091742 17:0.3329349646353865 18:0.1803536049008231 19:-0.6257803500120313 20:0.4095412373945112 21:0.1628257230305446 22:0.1409017197065905 23:0.5073977091301711 24:-0.3661244092214682 25:-0.3257403432613671 26:-0.1641568982497545 27:0.2046130977032014 28:0.3867975351018111 29:-0.002056046716382778 30:-0.0200276269387516 31:0.04887721839169494 32:0.2088400807200904 33:-0.05716819045331459 34:-0.232462824577097 35:-0.2802853359314085 36:-0.5155669268583164 37:0.1528057805895091 38:0.1180412438293789 39:0.7585115711181541 40:0.2632375184203971 41:0.2009505481888899 42:0.2654475954912353 43:-0.0446677518052855 44:0.2697375163969169 45:0.4118141778644419 46:0.6334065979350847 47:0.3331637272458413 48:-0.06708098140270535 49:-0.4567760894147551 50:-0.1101236224151748 51:0.4981731229363752 52:0.4129607464014814 53:0.01223877220690539 54:0.3506490698696424 55:-0.5241205511482254 56:0.1264826674184844 57:0.1107586736763848 58:0.2393963829684121 59:0.4608414643688461 60:-0.109646200997643 61:-0.1796005057606878 62:-0.3476298331609772 63:-0.3151949994924436 64:-0.5717911246941249 65:0.2980311190323703 66:0.006700964018006961 67:-0.2962808442147788 68:0.2996249987494267 69:-0.4818216516443638 70:-0.1006798915988352 71:-0.3477802280114349 72:-0.06264263071889847 73:-0.1811382191829961 74:-0.6033969249470745 75:0.5192771144102073 76:-0.1106540778055394 77:0.05696856247157406 78:-0.02459124311008331 79:-0.1094749783864872 80:0.5015866914835733 81:0.5382349105474087 82:-0.4011653364412993 83:0.3068857822191655 84:-0.408640902130789 85:-0.986420155545088 86:0.3696998780577828 87:0.3168291040322527 88:0.210439641318364 89:-0.5525638152869734 90:-0.3847215590648513 91:0.4535222644881476 92:0.06837211535893079 93:0.4743200084825252 94:-0.2614177810068837 95:-0.4108818376128442 96:-0.04912755978351394 97:0.02657677927789023 98:-0.05773302022690741 99:0.1819346702819664 100:-0.08111617037557266 101:-0.2825023891805876 102:-0.2555418937864521 103:0.1994168885649194 104:0.3888062962542529 105:0.1591178606505682 106:0.1610121953289321 107:-0.1013731800975892 108:0.5044925753208467 109:-0.7833741117676069 110:0.03000742359651232 111:0.2697432149543231 112:0.04819895748614036 113:-0.2803069971982051 114:0.7280254992041075 115:0.148875831896818 116:-0.0117883356406554 117:0.05782686021069158 118:-0.1527738033748323 119:0.1098049722107972 120:-0.1332065138658599 121:-0.02618537309180151 122:-0.135115052781584 123:0.06479578547864218 124:0.2996426663868909 125:0.407226544680464 126:0.06485141744035376 127:-0.1284081255784345 128:-0.0959769630126 129:0.08364534747456845 130:-0.03258077582969926 131:0.2225670996638285 132:0.07855346566607616 133:0.544753739511558 134:0.09220997517964323 135:0.5957221130000206 136:-0.3248793252050645 137:-0.1321748035653821 138:-0.1746948982837754 139:0.3308870986146539 140:0.1879455730886146 141:-0.4079975798635161 142:0.1151859274235209 143:-0.2028394862789995 144:-0.1245846372012037 145:0.4889955999555951 146:-0.3077961084709566 147:0.01306927971914221 148:0.1787492230560868 149:-0.3295062144712843 150:-0.1707600596937971 151:0.08236206121883823 152:0.0916334187646707 153:0.05659034187435215 154:-0.05976674614978841 155:0.3239639233258005 156:-0.07317104652323148 157:0.02514093477980816 158:0.5061969243110269 159:-0.4534925174128492 160:-1 161:-0.01871328140337109 162:0.1077230416638529 163:-0.03436126038577317 164:0.8473862146240849 165:0.4073383295013457 166:0.09392067383587742 167:0.1072747598552519 168:-0.3570146917749474 169:-0.3278343832938548 170:0.7486031967800556 171:0.1945620263059993 172:0.1375158497348312 173:-0.3666061256855482 174:0.6052144710156686 175:-0.0408238837325163 176:0.5849811867514629 177:-0.05123614873244969 178:-0.2611706417595732 179:0.1407658622605477 180:0.09500297220600802 181:-0.4652257580921317 182:0.08231165221103537 183:-0.6768601832246804 184:-0.1462438962557951 185:0.05765151920424524 186:-0.1446894233582239 187:-0.05883151418226732 188:0.2152567435467162 189:0.08645552250979885 190:-0.7087009787217546 191:0.5980537760497682 192:-0.3148685468953361 193:0.2721763838214475 194:0.126440061833649 195:-0.05339054956437786 196:0.0318274970037529 197:-0.02532836616173428 198:-0.6305136604491468 199:-0.5083537416010457 200:-0.4019005106886092
+1 1:-0.3991909525617686 2:0.8792853964163113 3:-0.03190000152752914 4:-0.04219120647543297 5:-0.08398248510198011 6:0.2479593128105344 7:-0.5425055751965877 8:-0.4128548699634789 9:0.2846947913855194 10:-0.349731465308073 11:0.01794064000482327 12:0.1417902211916508 13:-0.237275151882857 14:-0.3648889210369884 15:0.0519821820172246 16:-0.3508114829697604 17:0.3363646506721035 18:-0.05577276660199657 19:-0.5600720355415492 20:-0.720409770304696 21:-0.1016145525408412 22:-0.5017719409453782 23:-0.3058963542611307 24:0.1997869468687244 25:-0.5152657492857365 26:0.5493310263139602 27:0.2770444452125277 28:-0.300881373546372 29:0.2090396607143747 30:0.5246495061049058 31:-0.7149343584332173 32:0.2311622654621536 33:-0.1317326670026631 34:-0.0982184014514067 35:-0.217808722337441 36:-0.5834536275831366 37:0.007017185092467876 38:0.1281198534960804 39:0.3540048411257267 40:-0.02976015632612852 41:0.3387235449341347 42:-0.09558974817237248 43:0.0610534330606373 44:-0.114464765293555 45:0.6571575580633185 46:0.4514942497163549 47:0.5100634131710724 48:-0.2259177641918821 49:0.4526547620539992 50:-0.12822622032819 51:1 52:-0.2980609714881844 53:-0.430065517907394 54:0.6816427804966962 55:-0.08739518832641602 56:-0.07832605717795497 57:0.4894603746035955 58:0.1758135538363735 59:0.5045582663071176 60:0.6109737974964251 61:-0.1608659833052663 62:-0.2587940450330779 63:-0.1181300594309266 64:-0.1362960191394162 65:-0.2406599118204356 66:-0.273714380496439 67:-0.06519967352695966 68:0.4007996500276311 69:0.1700705296102548 70:-0.07301252387435164 71:-0.3081286476406838 72:-0.2972484428721011 73:0.7300280166231468 74:-0.1421880969071283 75:-0.01752092611360861 76:0.2017309458875351 77:-0.2045438538381634 78:-0.3714725839100898 79:-0.01487631831332625 80:-0.3098708217333042 81:0.2470132936704974 82:0.3469031458698241 83:-0.4005071769241601 84:-0.652200680664021 85:-0.1631503520501825 86:0.07986155359058328 87:-0.1071727219267788 88:-0.02487807804503081 89:0.103689195040108 90:-0.3197011257217764 91:0.4905016820972732 92:-0.4029174159609047 93:0.412013097644116 94:-0.4031410616452389 95:0.4673058263073145 96:-0.003687746029402666 97:0.5455258057159937 98:0.1606751099965585 99:0.2545358005205032 100:-0.6539544047115169 101:0.1484093060552601 102:-0.105104404683152 103:-0.5195287535310938 104:0.4584516304912394 105:-0.06068959797849127 106:0.408543858339434 107:-0.07342758381321263 108:0.005604761991019492 109:0.2903113803718718 110:0.1552975723057117 111:0.3594037228581559 112:-0.07346657201012442 113:0.114752508040905 114:-0.1822586432564965 115:0.2607535104535406 116:-0.2025505772661347 117:-0.04191768600212473 118:-0.1665128091329034 119:-0.4997748420339172 120:-0.301331124901745 121:-0.1328841220495223 122:-0.1359344351873275 123:-0.2760827077888325 124:-0.1032606573964806 125:0.02446573868141973 126:0.4953200167046267 127:-0.1357014140365946 128:0.3678310096115302 129:0.3297667698956812 130:-0.206137237605718 131:-0.07348059252020386 132:0.1102788674664428 133:-0.2178225303289886 134:-0.02225548047919734 135:0.02100417290958383 136:-0.247719686748203 137:0.181021012695668 138:0.06298420019351793 139:0.2826946349855123 140:0.07680920953894076 141:0.07583806622374992 142:-0.009800578640585053 143:0.1779790238389954 144:-0.03993503951575055 145:0.1880113524816096 146:0.4742050373687138 147:-0.2065890252408443 148:-0.4896163569966593 149:0.1452426064222146 150:-0.01488882771589205 151:0.2498303331516388 152:0.04099787429094411 153:0.0453193178662025 154:-0.5322185529943391 155:-0.4575666504712272 156:-0.3493557434242028 157:-0.07029422451247051 158:0.1251381843580808 159:0.3754311680858681 160:-0.06645994792663121 161:0.1416223643589838 162:0.3058950583549567 163:-0.5817072439328852 164:0.4150805322217265 165:-0.05035192942123488 166:-0.04342422656489689 167:0.8333254924282725 168:-0.1437525405887047 169:-0.3243541470775575 170:-0.4091636900633968 171:0.5498526357681052 172:-0.5568391261396215 173:0.2450452194169366 174:0.2754469391209201 175:0.01169773477913666 176:0.2583269870076976 177:-0.1930184428032584 178:0.2796398074256182 179:0.210111744393224 180:0.02836571164938728 181:-0.2197893822156608 182:0.09017752553576425 183:-0.08469819795291206 184:0.2308075875167593 185:0.01314822831431188 186:-0.3842868357953504 187:-0.4115381287723462 188:-0.250442892480141 189:-0.4185090998675333 190:-0.4345539742477108 191:0.5224432381981353 192:0.3185762081341714 193:0.5972023988018378 194:-0.07923150404737012 195:0.08538942828851323 196:0.4482535017552179 197:-0.1181687561668533 198:0.1096392592859025 199:0.3334617978408894 200:0.3002889200776065
+-1 1:0.1064445257430073 2:0.06048313694282591 3:0.01146134919291667 4:0.2677700191957464 5:-0.2461062438526319 6:0.07409137379087941 7:0.3552585723458822 8:0.4559071353292052 9:0.1712107897570164 10:-0.413920242437421 11:-0.2054579809187805 12:0.1257428626204752 13:-0.03210154646929034 14:0.2167192659007229 15:0.7996551470696561 16:-0.3416703844784403 17:-0.07988639710465219 18:-0.2024027905098027 19:0.4037334149559241 20:0.2391287400549004 21:0.09114877112311673 22:0.28324991248017 23:0.686474839727404 24:0.2077020946991993 25:0.07906218846645915 26:-0.2890185518214885 27:-0.5905686879122957 28:0.05829814477060902 29:-0.3279249679682023 30:0.3035769219329172 31:0.1488930053949284 32:-0.2672255746971163 33:-0.3623287612303006 34:-0.03009276373760801 35:-0.1596590430847224 36:0.1965221089788672 37:0.3475751931143274 38:0.3091636602283547 39:0.3417089298743466 40:-0.03639485863892741 41:-0.3067065268909435 42:0.1915528048337418 43:0.4152449269539115 44:0.1259768924361556 45:-0.6094215060156661 46:-0.285470755541312 47:0.2672310805133541 48:0.1422833467138814 49:-0.09739013622028705 50:-0.2501881656357057 51:-0.1121363878408928 52:-0.3777232323849786 53:-0.6844694026657867 54:-0.00764154037922217 55:0.4836611452593794 56:0.4842970669222065 57:0.4640120950071885 58:0.4316894860922261 59:0.8982340875555489 60:0.1222243481849748 61:0.06210705755956464 62:-0.6267720437705877 63:-0.5557364440588924 64:0.01368979993195424 65:-0.7292925186588621 66:-0.4060765688423688 67:0.182109612271938 68:-0.2781224016127197 69:-0.2310174962335599 70:0.1842302651927779 71:0.1168290554870595 72:-0.1600173512889304 73:-0.4345243815088861 74:0.2171172093179422 75:-0.1408828240117206 76:-0.02304049359442081 77:-0.04431229315097743 78:-0.03670411933434837 79:0.02975225941080011 80:-0.2468959909486054 81:-0.355118731729259 82:0.3777966326678034 83:-0.107783613727301 84:-0.06847372943031464 85:0.4574941252587468 86:0.7004158577560884 87:0.4574970466296405 88:0.1727275245160681 89:-0.5299558066810368 90:-0.06611751568721763 91:0.5212880463966809 92:-0.0446999627812539 93:1 94:0.4203177849248415 95:-0.3990071688913547 96:-0.282331868743522 97:0.6834806819118878 98:-0.1533083830964476 99:-0.3914796235742253 100:-0.1061256315427682 101:0.2713325762720159 102:-0.04977922266679946 103:0.1011331606190639 104:-0.1464390838506883 105:0.668416909777213 106:-0.146062546894406 107:0.2038382489572335 108:-0.2883804653079577 109:-0.06724025648103193 110:-0.3563133816361324 111:0.08786120706761985 112:0.1872810877764717 113:0.111062683786002 114:0.7111978087139451 115:-0.05643771668650994 116:0.2121387162888504 117:0.182732973252421 118:-0.7206948456461617 119:0.01435997594912763 120:0.121899282827847 121:0.2572484058480076 122:0.5422334390915972 123:-0.2186580816015227 124:0.2996572850343664 125:-0.5578592796316677 126:0.2422850168187285 127:-0.09978602307974926 128:0.1863650172394724 129:0.2121325215057053 130:-0.2373582227612064 131:0.1626790533268826 132:0.5571796766881978 133:0.2977483751211758 134:0.0821262521038085 135:-0.5851035229153069 136:0.05378247672199633 137:-0.1511810881820838 138:0.3584081661503581 139:0.02696071697184149 140:-0.1465140035259864 141:-0.1750216104229994 142:-0.9552671340367028 143:-0.04262457885514755 144:-0.2566193411455708 145:-0.6033429609902073 146:0.1444052292719027 147:-0.05575296627410629 148:-0.4850070431634804 149:0.2009320331744244 150:-0.1088590170557286 151:0.3374645178615618 152:0.3265982092649266 153:0.8001221286105555 154:-0.4427736034011793 155:-0.4122534498119751 156:0.2437451275575753 157:-0.2812444497340784 158:0.08123641768215561 159:-0.3547172788066196 160:0.1495534693779006 161:-0.4184742854308159 162:0.3938681362340073 163:0.5223228034106474 164:0.05785527807629254 165:-0.3653256325947909 166:-0.08542124743506541 167:0.02579728192730139 168:-0.3220853178988641 169:0.0844834706380625 170:0.09833465812417774 171:0.3872082027081639 172:-0.286856810096866 173:0.1130281081156316 174:0.579510886895373 175:0.4223166195187053 176:0.9061753691429765 177:-0.3197613333415492 178:0.03632729902437368 179:0.1363729345085262 180:0.5990387527954479 181:-0.2508506569272445 182:-0.05564569200757818 183:-0.4283743602386971 184:0.1321757584908768 185:-0.003770314145551512 186:-0.1006700326231234 187:0.4073179792938437 188:0.005887812351886554 189:0.4410389713940677 190:-0.328736266908347 191:0.4155695911864549 192:0.3611830829733721 193:-0.2904049483031904 194:0.5944843000327771 195:-0.1912355838102101 196:-0.6028542658467966 197:-0.1641353318976728 198:0.08682690751603142 199:0.4092193488177347 200:-0.3255118528243797
+1 1:0.01595075402888435 2:0.2307439756129072 3:-0.04799489803840597 4:-0.0139895041760658 5:0.58267973675623 6:0.02162138385391633 7:-0.7187522197004069 8:-0.02180834845492985 9:-0.4899433959233926 10:-0.9585192198046694 11:-0.1831364966280115 12:0.3427389938297176 13:0.02194075604753422 14:-0.05696243620413554 15:-0.6777089961011423 16:-0.385103410411318 17:-0.06900780600299476 18:-0.02403562541034445 19:0.3945228146467205 20:0.3021132327014945 21:0.6197679635576957 22:0.0207238942887053 23:0.1945838237824315 24:0.2443300109349575 25:-0.2121169319107867 26:-0.826276463407164 27:-0.04758887148325661 28:-0.1344019846148457 29:0.8415967785360926 30:0.1839256932766427 31:-0.4032819044607605 32:-0.2336807841767754 33:-0.2269587301752651 34:-0.4217755076862351 35:0.1790019791391924 36:-0.09362707042832452 37:-0.1072225177460529 38:0.2208469960926894 39:0.6531065458945001 40:0.2848510458883776 41:-0.4773277568819769 42:-0.08549075495454246 43:0.5248579643743808 44:-0.3734818869726952 45:-0.2182228834727456 46:0.6335455202857958 47:0.7730891249499455 48:0.05757862734143068 49:0.5542159205625893 50:-0.07653478189470274 51:-0.1950446039443053 52:-0.5439932972964761 53:0.07322673612853588 54:0.4641638528759732 55:0.3802656035788463 56:-0.003024040061740264 57:-0.1407470158819883 58:-0.03678751015721632 59:-0.2646709364938701 60:0.5811425860570204 61:0.04583753027926338 62:-0.2522818119015311 63:0.7658498292923759 64:-0.4122633399266125 65:0.397706717333401 66:-0.2897110916288445 67:-0.3614801197672916 68:-0.1678892230287534 69:-0.2491505344389221 70:-0.01514500138327445 71:0.05770960047382676 72:0.1665495175718126 73:0.7398176289132484 74:-0.1672088898098091 75:-0.2232367544577802 76:0.3970034449521787 77:0.5854418281000991 78:-0.02445811579547637 79:-0.2791434453122976 80:-0.202994701598798 81:0.1296560798752345 82:-0.2777397326336043 83:-0.5041639280021275 84:-0.009859675786483217 85:-0.1081354498670807 86:0.04595665056228307 87:0.1896564384687907 88:-0.0580638011191951 89:-0.406297325113436 90:-0.520878185407771 91:-0.302676101754967 92:0.3265524293889973 93:0.08576076834565151 94:-0.5069645923980897 95:0.4387101521287326 96:0.5160032285891527 97:-0.2211765350917571 98:0.2818164610857603 99:0.7528379117077482 100:0.2975598185598896 101:-0.4431551735437155 102:0.07025147908890628 103:0.3491940333108623 104:-0.2837691308837725 105:0.2345766702240914 106:0.1472413860696021 107:-0.37374094789067 108:0.1094530506528263 109:0.5422946356196737 110:0.2421534397453794 111:0.5093017219968712 112:-0.6058068673358398 113:-0.01296878345661974 114:0.2835765115549987 115:-0.4549295109133507 116:0.03187148489267315 117:-0.07103957022433594 118:-0.7071745572160688 119:0.05135210450222166 120:-0.3053351086031111 121:-0.05992342874393174 122:0.2927464997272994 123:-0.4604251240510597 124:0.1436558692369161 125:-0.3913224991276678 126:0.5453697044505743 127:-0.3983019019108243 128:-0.2032658106043234 129:-0.2831858622916188 130:0.1515506561670278 131:-0.3578763312785879 132:0.2309063126977635 133:-0.01487249388756963 134:-0.3085844635419648 135:0.5730462604808189 136:0.0580297971294631 137:0.2210338660063128 138:0.09959442855091589 139:0.7320380213367048 140:-0.1858957716466195 141:-0.0556412390324359 142:-0.5697646421836943 143:-0.5916155233667504 144:0.4365592338133291 145:-0.03416022918086588 146:-0.1089944169842585 147:0.638858320919143 148:0.0972687318037091 149:-0.05240103938909188 150:-0.374479104264526 151:-0.1844287205686487 152:-0.2038074292054729 153:0.5448078057891164 154:0.2170885433950674 155:-0.2497125002587725 156:-0.2699386180218465 157:-0.2209052883078775 158:0.1143587973345778 159:0.3508298578675949 160:0.122834015896504 161:0.5753270656170677 162:0.2639715377058904 163:-0.02578086396792767 164:0.08502362958749635 165:0.1107505071198984 166:0.5107542216408196 167:0.02498989142492122 168:-0.2034243444404933 169:0.02383217331368076 170:-0.8134740931645833 171:0.004668777183007136 172:-0.557488978489585 173:0.4764996044748108 174:-0.2216282692096014 175:-0.4930007047038636 176:0.7372518466788995 177:0.07233025176439861 178:-0.3986559217677531 179:0.0484884190051097 180:0.3874129280656834 181:-0.214804605661762 182:0.05136260843613806 183:-0.113634132522319 184:0.08063617475886292 185:0.2089673997000552 186:0.1309407741263256 187:0.04158904751588925 188:-0.3159430916486343 189:0.04866249837056706 190:-0.2898449236486393 191:-0.2101238351697768 192:0.3413195233356726 193:0.0548764628016345 194:0.2913216244687732 195:0.1907104867567185 196:0.3936534536714985 197:-0.1461678111626465 198:0.02918630948415932 199:-0.108660759804867 200:-0.6790203373473611
+1 1:-0.04452364748313206 2:0.2773614112221163 3:-0.05056072155920552 4:-0.118797688985777 5:0.5615586467376038 6:0.2708943905381949 7:0.07436515007498348 8:-0.2279266878165949 9:-0.08877447073440994 10:0.4089394411951798 11:0.1050204470496561 12:0.1430860907308607 13:-0.3261299243058171 14:-0.5229058256634986 15:0.07535020381001539 16:-0.7139686284740403 17:-0.214572130468916 18:-0.08709954971975754 19:-0.1168451402165677 20:0.004188481009104114 21:0.7232287917459728 22:0.1779951378270239 23:0.2274279131591667 24:0.259789726927355 25:0.1846784785820363 26:0.4622136340250905 27:-0.2091352884640259 28:0.1980554249560778 29:-0.3819513903323737 30:-0.4559699494153427 31:0.1010793029510168 32:-0.03284137271960852 33:-0.0213110802527057 34:-0.2331433348237205 35:-0.1715565763557478 36:-0.6642632579609946 37:-0.3729969868953562 38:-0.1483604713586971 39:-0.1148515504365694 40:0.3229121646010926 41:0.1944368312724666 42:0.5139175114970024 43:0.3493001803000209 44:0.1565387404692888 45:-0.3828582247256641 46:0.1717853256909039 47:0.9999999999999999 48:0.06224754466398671 49:0.5833024407975345 50:-0.1906946558716201 51:-0.3562574278496801 52:0.532034104302477 53:0.425915288754789 54:-0.0961447310021617 55:-0.4679527853320198 56:-0.6448490908423905 57:0.2304539780288407 58:0.528958903105809 59:-0.01265650485654016 60:0.02069361643729864 61:0.2265623951457939 62:-0.2841123643524364 63:0.1667480949611498 64:-0.6122953016533955 65:-0.1859223916431264 66:-0.2597279117374584 67:-0.1532004954113397 68:0.2980327379539176 69:-0.01657366802181436 70:-0.5544428362725478 71:-0.002373594597103616 72:0.2382058393503782 73:0.1833283578032967 74:0.03677920250927511 75:-0.273234593660686 76:-0.5949125652491725 77:0.410282384321692 78:0.5653412338946997 79:0.1781686524117075 80:-0.2341943218083455 81:-0.1680922770539909 82:-0.5033170225877275 83:0.1336036875260009 84:-0.6972982012971171 85:-0.2586078150933361 86:0.4540740869948908 87:0.1101810647168398 88:0.284132626959252 89:0.2084065974980869 90:-0.5444355131024383 91:0.1560030695760599 92:-0.3585480206573427 93:-0.4712186580107177 94:-0.3348510587701393 95:0.2132915238717082 96:-0.04754693502910891 97:0.50628201553055 98:0.03423298157404839 99:0.2777516537005365 100:-0.1526306033489117 101:0.0689496213882794 102:-0.1566343645448951 103:0.223982088730934 104:-0.2695314353118839 105:-0.3453535520940754 106:0.1530070608242226 107:-0.2926909704279741 108:-0.02552773427751152 109:-0.8397900987886058 110:0.318052815832202 111:-0.2197375294196187 112:-0.05005846535389599 113:-0.2809181661825731 114:-0.3879376829500912 115:0.3897765031569831 116:-0.5774671093197309 117:-0.2487991542563346 118:0.2190466204096374 119:0.02583601121881399 120:-0.03152887563974102 121:0.2846188619491051 122:0.2133335429565753 123:0.1752766856749767 124:-0.3915667288154739 125:-0.2293895833164117 126:0.4647976218206608 127:-0.1124915187894457 128:0.1078742037058807 129:0.05787892892247785 130:-0.121502399267099 131:-0.7307914760034115 132:-0.4204418215252949 133:-0.2831988995278146 134:-0.3208891507304917 135:-0.0712617421515172 136:0.03967558218110888 137:0.08452557475718914 138:-0.1673246324014901 139:-0.1907027131594989 140:-0.04008386557069886 141:-0.01205853858391452 142:-0.5185289556674421 143:-0.3142290956336606 144:-0.03413593596835494 145:-0.08602537563439432 146:0.6776537924712203 147:0.6604883404820484 148:-0.0390860693499193 149:0.364000986248371 150:-0.2510518123366338 151:0.2118962190777748 152:-0.2489866920978843 153:0.3529593799005317 154:-0.103828751639379 155:0.007964528534913751 156:-0.3062963625002821 157:0.3652986114014183 158:0.2352269443892019 159:0.08910632717250738 160:0.2177891588202583 161:0.6896989153571824 162:-0.2267583594734142 163:-0.3593623660396918 164:0.2657373962126468 165:0.5489126546187955 166:0.4702142325350909 167:0.0515327418632311 168:0.5584281174308662 169:-0.9002312444838815 170:-0.196202880042947 171:-0.2421861810180769 172:-0.3993267946870876 173:0.1618809390589056 174:0.2485511799116568 175:0.2086046879327629 176:0.4175218229977522 177:-0.8588682364864288 178:0.6170498530399681 179:0.3892599140099418 180:-0.2446790300095821 181:0.03210366657217606 182:-0.4020009960707012 183:-0.3011954842539223 184:0.01351241099064956 185:0.1163314194235909 186:0.05989078354697328 187:-0.2468650884763731 188:-0.228823103411864 189:-0.2023606534608126 190:0.4760461678451163 191:0.4168802223703902 192:0.265438251506157 193:0.1003143819942575 194:-0.4128125946348161 195:0.1997770131996614 196:0.0598147190805547 197:0.1221779350155183 198:-0.1299327246035866 199:0.3690061814482741 200:0.04864821711648187
+1 1:0.1482174789627288 2:-0.6429995787586102 3:0.1047443225230615 4:-0.04119617929381101 5:0.1154444824794874 6:0.07392165815190499 7:-0.6712321710531118 8:0.2596508700921675 9:0.08137198588408046 10:0.0104878298560019 11:0.1540737474315562 12:0.4788272735014137 13:-0.6133861555788331 14:0.01160353381866736 15:-0.1315689666574917 16:0.1236272586069975 17:-0.03337575453565626 18:0.1055487637146692 19:0.3297909046075396 20:-0.4418838579558427 21:-0.4345357119042716 22:-0.2178457401154654 23:-0.3017112368840428 24:0.4207191715204803 25:-0.09106558996157194 26:0.073245706858341 27:0.3598309889213541 28:0.2906964174427158 29:-0.03978657803744552 30:-0.1473088132047797 31:-0.4418686004536709 32:0.3829982683657064 33:-0.05842833429705167 34:-0.501227031121144 35:-0.04422378707174315 36:0.7194955395371989 37:0.1890322801563342 38:0.1460562972851089 39:0.187944335806781 40:0.08026797449923036 41:0.3862031007703397 42:0.2630328031680743 43:0.4530215805193899 44:-0.172545319500876 45:0.7582938785955512 46:0.07156174808625013 47:-0.7923090105037216 48:0.05708330391235999 49:0.8591148560147613 50:0.4154894388902151 51:0.1474581562672532 52:-0.1736755658900115 53:0.6359658460596234 54:0.6260251028314258 55:0.1559840189128752 56:0.4867327598497627 57:0.005497882756241454 58:-0.143481460303604 59:0.2780464169322255 60:-0.6270094105427695 61:0.0545995095913745 62:-0.2052138516076932 63:0.2296573584186882 64:-0.2683973517775893 65:0.508340878197328 66:0.152803227240463 67:-0.04537335247952373 68:0.08445688168868927 69:-0.2470560179253052 70:0.2075240544087106 71:-0.4265076925520556 72:0.2314216779192691 73:-0.3444271678873452 74:-0.6686706195289152 75:0.2618272249686497 76:0.06323245931427954 77:-0.396438595294501 78:0.9999999999999999 79:-0.03079059045972847 80:0.3475727967271393 81:0.5576087661557567 82:0.188772618589309 83:0.0765936133521954 84:0.06420433263128728 85:0.04644511309217944 86:0.1556557035419182 87:-1 88:0.2194315133059811 89:-0.2625086696473686 90:-0.06919233890519855 91:0.1264084132906142 92:0.1972240495792657 93:0.7820332932680663 94:0.1724431970461643 95:-0.08779472859556997 96:-0.2771547192834518 97:0.1389751651818342 98:0.2236683066663258 99:-0.1858306998841199 100:-0.3251260195556783 101:0.5403418333212243 102:0.3064655149560991 103:-0.04282566078214617 104:0.1496720654991241 105:0.5501884815833796 106:0.6145659882218193 107:0.5372929792362438 108:0.3302494228974808 109:0.5412179300029789 110:-0.3777975935955742 111:-0.2085997480331762 112:-0.5879368116054152 113:0.1945405852982278 114:-0.1435560173313312 115:-0.3909021593163476 116:-0.07415269144233669 117:0.3997805539423602 118:-0.01560659142269324 119:-0.8576300933557992 120:0.008875262801593412 121:0.3976002630484018 122:0.5104374901091011 123:-0.233931276744005 124:-0.04064673718376392 125:-1 126:-0.6118170308593318 127:0.09877828731919552 128:-0.7980985179232548 129:-0.1830551501324244 130:0.3087464422353906 131:-0.3608643250838218 132:0.2934493511839117 133:-0.3662332644663351 134:-0.06945731025838731 135:0.3529293523806938 136:0.3034111766469481 137:0.1822433838102142 138:0.3925100380877539 139:0.176619979882468 140:0.469234559407411 141:0.001334353267384937 142:-0.2263361496103816 143:0.1837511145892197 144:0.04235408448307169 145:-0.1358884042224784 146:0.3011841645473132 147:0.5640869936193382 148:-0.6271226985437406 149:-0.02098971157110677 150:-0.04985806922005609 151:0.770617471759559 152:0.2380884678727858 153:0.2912669944288563 154:-0.3156966747262026 155:0.5954815774840813 156:0.009969192911224355 157:-0.002370155617353174 158:-0.1073937790247876 159:0.1243267185418423 160:-0.5389772147410635 161:-0.03740932375732841 162:-0.476265854177374 163:0.5419334487810009 164:9.318014634740468e-05 165:-0.454458420453102 166:-0.1086081459419157 167:-0.3616644919112514 168:-0.06863394743606131 169:0.03116591887024933 170:-0.5663995077492554 171:-0.4303887887205687 172:-0.1433345564822666 173:-0.5421360518410951 174:0.1565472252379595 175:-0.1086434975824986 176:0.1079845542515771 177:-0.01762153286823351 178:-0.7952496352997162 179:-0.06331926686996354 180:0.2200994507370039 181:-0.06818572448864929 182:0.1459480141757244 183:-0.3759189794423611 184:0.4753413050263933 185:-0.3033731321145392 186:0.5340931261383824 187:0.4914502329188801 188:0.3205680838695789 189:-0.4312209687506312 190:0.1853290313491348 191:0.2573198379955852 192:0.5978367499751259 193:-0.2308023583717269 194:0.4915446020073384 195:-0.1780047787556397 196:0.06129989299554059 197:0.08349340523798264 198:0.03086215432695084 199:0.001093131624087001 200:-0.5550041839147006
+1 1:0.2992110838419684 2:0.1248145598112165 3:-0.5003839389912905 4:-0.1165532284521612 5:-0.1457686841909237 6:0.1620061211856321 7:-0.09459560811849464 8:-0.1947416692376247 9:0.01240600019393809 10:0.04891549399985862 11:-0.2097763012657013 12:0.2276158063749477 13:0.1575290485056436 14:-0.2663850859430897 15:0.1120359037391242 16:-0.08749047811892262 17:0.07419749859614372 18:0.3300296417946619 19:-0.09823180828940253 20:-0.4794909516513385 21:0.3167754958877659 22:-0.02793082772377352 23:0.03802741379141386 24:-0.3385115554605748 25:0.1197111184845589 26:-0.07575044251534052 27:-0.3195329997218063 28:-0.3108826195018565 29:0.2539637158450434 30:-0.03250706997160432 31:-0.5757640574291838 32:-0.1203641795957876 33:-0.5490817326400728 34:0.07826022575952191 35:0.4812543334819277 36:0.4394285437758113 37:-0.1309202637682407 38:0.07527943007092165 39:-0.5094091551181265 40:-0.05466918243954888 41:0.1340929717004564 42:0.410021236507335 43:0.547118272589496 44:0.1293131851127695 45:0.4452548633868533 46:0.213374449197574 47:-0.4767217189199767 48:0.2528272607779535 49:-0.1402955726874513 50:0.3193170381120528 51:-0.2561517588844287 52:0.1896471535898052 53:0.3394335206729361 54:-0.0908838567909829 55:0.0386933175412122 56:-0.009180956507693495 57:0.170354588140817 58:-0.4349830553335563 59:0.3710376118163254 60:-0.03763329733161026 61:0.1140783598027181 62:0.1951987689895625 63:0.08313878734149474 64:-0.1126556285921198 65:-0.2163983054408484 66:0.05434746254457981 67:-0.3903937953064788 68:0.2121797969342442 69:0.4295534730062179 70:0.08910806540152139 71:-0.1935107964068983 72:-1 73:-0.1517001590706958 74:-0.2328354451195145 75:-0.3609340702230379 76:0.06740093543068998 77:-0.1351683908727472 78:-0.1448510745270233 79:-0.04928713272375058 80:-0.1038283460737654 81:-0.3352651276641369 82:0.2002516825254872 83:0.02207050831016579 84:-0.3209892072421226 85:-0.2326385798206808 86:0.12604510874375 87:0.3418059380537428 88:0.04616944852531681 89:-0.01455905796788488 90:0.6746860465521404 91:0.153118048823407 92:-0.5665842336777996 93:0.008366665268072733 94:-0.1898210921623831 95:0.1185964188538954 96:-0.003912014696146437 97:0.2438429669349629 98:-0.00954039230079326 99:0.1833655558581315 100:0.3273316779033236 101:0.2231258199879621 102:0.3389469998648417 103:0.1857785022018192 104:-0.2122810879588403 105:0.09714800630388851 106:0.3030580901465479 107:0.4653668896926144 108:0.354644874921256 109:0.4680472305033868 110:-0.0003015893532157116 111:0.2031018321662004 112:0.05891450483406926 113:-0.2980686586616609 114:0.2632300618224908 115:-0.2148327992211743 116:0.205346164203895 117:0.0577776986559905 118:-0.008574778006680356 119:-0.3195306063954853 120:0.2351423337911986 121:-0.004213537103652257 122:-0.099098337922497 123:0.1608091257874154 124:-0.07647965216801675 125:-0.4013136195105255 126:0.001598717380191869 127:-0.4308047148627406 128:-0.1400813055995662 129:-0.241365608364839 130:-0.2793948333440257 131:-0.240916066554354 132:-0.283226699254133 133:0.4080060267470723 134:-0.02989258458815112 135:-0.1138464296097967 136:-0.203679517118998 137:-0.03694198259383184 138:0.02640691639767829 139:-0.2317528769674257 140:-0.2759324525672849 141:-0.02127638701371057 142:0.1053350473700614 143:0.03482006715418473 144:0.1083476408484532 145:0.3417455989010032 146:0.02951270051081121 147:0.2828506888366312 148:0.05738987985317625 149:-0.2898816345537702 150:-0.1030902383108174 151:0.2430785834081576 152:-0.04797079191593667 153:0.00689778226134757 154:-0.1272113666010869 155:-0.1188186986828313 156:-0.6052587603975009 157:0.2719556512372456 158:-0.1351371622003552 159:-0.2145060621771008 160:-0.04960373647975002 161:0.1679760971451904 162:0.3492970320948946 163:0.3480007536906946 164:0.9360595588769712 165:-0.5123769255683857 166:-0.03018037679952368 167:-0.314029035092325 168:0.09587644490858327 169:-0.7896878795082809 170:0.3158811393471072 171:0.2197617130510934 172:-0.1655335707180648 173:0.1202697510683383 174:-0.4358070098956973 175:0.4651272174818011 176:-0.2057064758131509 177:-0.2714031736601716 178:0.644443956999359 179:0.03044914385185514 180:0.6459391166636466 181:-0.01109311658715906 182:0.2464259299739723 183:0.7588827951211654 184:-0.3440833738540121 185:0.08428635067173679 186:-0.1352807188915435 187:0.4114850622948199 188:0.08244784284595201 189:0.186764738912672 190:0.06825072964450771 191:0.1247019208794637 192:-0.1745472201459069 193:0.4852476711704172 194:0.55353115064689 195:-0.25081099265718 196:-0.2420332209565052 197:0.04904451840709825 198:-0.2032567092349712 199:-0.2021635968244975 200:-0.06301808751950255
+-1 1:0.4032537926706325 2:-0.144272178797441 3:-0.313505157130312 4:0.2283913288607309 5:-0.4280528604910231 6:-0.3103663586458024 7:0.2483481632012619 8:-0.08677484806687631 9:0.2552570376450723 10:-0.4072139093048754 11:0.5080595453626656 12:0.4481527929707799 13:-0.2024278351223346 14:0.05333250227286293 15:0.07065709431648709 16:-0.5053326304767347 17:-0.05012748485826161 18:-0.06399506516122391 19:-0.2212958992237395 20:0.1849371286374599 21:0.2174552397049839 22:0.3812354590488253 23:-0.0505945386659509 24:0.3995987832602753 25:-0.5646165341081278 26:-0.007074343929250687 27:-0.5860326855045437 28:0.2096487592179352 29:0.2499052979040892 30:-0.1519643951252033 31:-0.2371501959279558 32:-0.1928646369807153 33:0.03552903244896882 34:-0.2792764811551962 35:-0.2473566108417848 36:0.4469756033877216 37:-0.1719421697433553 38:0.1521089121435135 39:0.1957594109317603 40:-0.03402131989495005 41:-0.1159104943151077 42:-0.6254302200165971 43:-0.3799019000688457 44:0.1034811964061121 45:-0.09857160512257354 46:0.1374897505430366 47:-0.04810763022214187 48:-0.4575222001660726 49:-0.1113263170430752 50:0.2849924500684741 51:0.08723133926975218 52:0.3006199890714384 53:0.581623246245309 54:-0.09449448849629596 55:-0.04097050812520465 56:0.3206773775129879 57:-0.05285091833235495 58:0.5639233752503534 59:0.01009170080894095 60:-0.2734342120952725 61:-0.2848144911472381 62:0.009191096954578015 63:-0.2553455440586277 64:0.01360125498135424 65:-0.08534296077387574 66:0.06096731444130821 67:-0.02726168515652493 68:0.0213033034332877 69:-0.9728558370399343 70:0.7087323244240045 71:-0.138671467860601 72:-0.1769532330137497 73:0.1719305941086914 74:0.3310860008891631 75:-0.108566745338361 76:0.8366847171607378 77:-0.01898573968120281 78:0.007214849662916301 79:-0.1466838375499103 80:-0.07875238395261543 81:-0.2752977351348043 82:-0.2440871997818955 83:-0.1739053962894474 84:0.55716540818666 85:-0.2784366804297346 86:-0.02039869589902915 87:-0.3317907523533684 88:0.3607989166159655 89:0.2161911564522768 90:-0.1285803825221311 91:-0.4047804780951992 92:-0.4997058172487089 93:-0.5510022253912527 94:0.6254151354320747 95:0.7435052383988773 96:0.1180459237956011 97:-0.3158833078203938 98:0.6336760909528799 99:-0.3291587396974897 100:0.1016153189825301 101:0.02452369446660585 102:0.5754159885042477 103:0.1503311268828854 104:-0.2033524445490344 105:-0.08938935350816379 106:-0.1012287798336254 107:0.1121780117481001 108:-0.1742854161064972 109:-0.1873626891294279 110:-0.1172734079115146 111:0.3046265630070721 112:-0.5373336292226558 113:-0.165787768617308 114:-0.7636497017300584 115:0.1199375275482676 116:0.1051624003103949 117:0.5704233731796867 118:0.08281683344396668 119:-0.03723378432118646 120:0.4009727186420613 121:-0.4027269137607244 122:0.2120469112240078 123:0.3478844392041817 124:0.2573397562076137 125:-0.4015700449610474 126:0.388260124433606 127:-0.1017670703719404 128:0.4217582865543118 129:0.1975249151843906 130:-0.5493729655349846 131:0.08777383436839847 132:-0.2760437910495129 133:-0.04871286071660789 134:-0.3357099442709232 135:-0.4176497520692936 136:-0.02404586811649573 137:-0.3224125435928331 138:-0.52507769114175 139:-0.02598330708006367 140:-0.5652910688425722 141:0.6814665780779742 142:0.2646268457802332 143:-0.2434244306673438 144:-0.293682395281563 145:0.07905390282492171 146:0.1969669408642041 147:0.05809191055612378 148:0.4087874581801492 149:-0.2029922466088576 150:0.4045569650722194 151:0.221201105289165 152:0.3474063285735091 153:-0.6584279664407805 154:0.007846489479195015 155:-0.1875585685329779 156:-0.1279268851967075 157:0.6760192064237774 158:0.3401573582429106 159:-0.08000259326567563 160:0.08418997265501432 161:-0.3725269767896714 162:0.3241115861712384 163:-0.329267898875541 164:0.4536931274553287 165:0.1410760217214739 166:-0.06854649637148738 167:0.2403392994557008 168:0.05256649849591787 169:0.2323107015459832 170:0.2828329546922563 171:-0.4221446986007716 172:-0.3079960463255124 173:-0.02002988728145023 174:0.06107705616288058 175:0.4054234817518613 176:-0.3495328579653365 177:-0.321228630459595 178:0.5550042786857861 179:-0.1858440761369125 180:0.2225479079473721 181:0.674096213446551 182:0.1444599978908345 183:-0.2014049269696634 184:-0.1499588853559142 185:0.2512880508197627 186:-0.1981505807578731 187:0.1296605990906839 188:-0.5911290623651414 189:-0.290310357814273 190:0.5900496946998863 191:0.04016780406132352 192:-0.07123440777858336 193:0.3217542134141245 194:-0.3310180953634482 195:-0.01396618404366579 196:-0.5290137395426164 197:0.4539662565230077 198:0.1370259256604048 199:0.1007128836837857 200:-0.5688950941281348
+1 1:0.4243179188952076 2:-0.04110097538075611 3:-0.3280768542489236 4:0.4583388734955087 5:0.623021751913767 6:0.2709547189400401 7:-0.1089227357845622 8:0.02621021869781565 9:0.3284638416760683 10:-0.2172678505408736 11:-0.3680079499377205 12:0.03570194649276717 13:0.2862438119782745 14:-0.5561998144451101 15:0.03555559152585723 16:0.1670103322263612 17:-0.2856367560436144 18:-0.08352842234587529 19:0.08039702916843318 20:-0.1619619908142352 21:0.1470021996117468 22:0.1715914748602038 23:-0.2869644690953091 24:0.2615134699063807 25:0.07949565747020504 26:0.1145136827820926 27:0.1560383767572954 28:0.1974667894958916 29:0.03467559841915267 30:-0.3937027716529196 31:-0.4214520466834201 32:-0.1618131369724353 33:-0.1533426827500902 34:0.1606480344741344 35:0.2529906253850652 36:0.02508936913770615 37:0.05364203544513635 38:0.2377495242656942 39:0.1378631295416546 40:-0.1815041499895327 41:0.3956992698937099 42:0.3325675129979975 43:0.3641648573173666 44:0.01584382049078908 45:0.2278847556449722 46:0.01359423246214486 47:-0.3969148595202413 48:0.1633909725476014 49:-0.06661524285351504 50:-0.240574819360197 51:0.2508800911106054 52:0.124132253692161 53:0.2124880559897514 54:0.4061286181311236 55:0.09125974670458084 56:0.1019498818288557 57:0.2764761393616242 58:-0.5515155940803014 59:-0.25720364712611 60:-0.3557785355283889 61:-0.07288763271518375 62:-0.01972509052529133 63:0.1685955152789177 64:0.4077146606752304 65:0.1752118156441074 66:-0.1658232029461233 67:-0.324572131143908 68:0.1781207440751713 69:-0.1877283830000751 70:-0.5147925236262518 71:-0.1865214363671764 72:0.03267330808035666 73:0.03282504003429511 74:-0.1687898321569523 75:-0.1715833724249892 76:-0.2693092737724917 77:0.1292871023456975 78:0.08040193563571973 79:0.1336492217110205 80:-0.5321170806266764 81:0.1450149098917947 82:0.1785145787860427 83:0.6779426473772852 84:-0.2318985541054719 85:-0.2699908901514901 86:-0.5388111608158914 87:0.2031903262156117 88:0.6225774129176606 89:-0.2800704856006904 90:0.06523806270142192 91:-0.1570768542805957 92:-0.2529266765800789 93:-0.03442758216319688 94:-0.1070540979404662 95:0.4157574338637718 96:-0.330885256252082 97:-0.2717453175093049 98:0.42800442461933 99:0.4604147070834687 100:0.1146849938012824 101:-0.1737022183637063 102:0.585641223995208 103:-0.3872338488218804 104:-0.2221458272752874 105:0.3048401205085472 106:-0.3016074016323327 107:-0.2770458791805998 108:0.3943125393110152 109:0.2953833011988848 110:0.3408199610581071 111:0.3997461852721007 112:-0.08914045482777394 113:-0.03610825002872121 114:-0.3279632955174409 115:-0.3424153544849196 116:0.2140385368603107 117:0.1870091876753722 118:0.04294145315416503 119:-0.3359592898830577 120:-0.6634807886703947 121:0.3251345866721164 122:-0.6073567573254769 123:0.6234382073301191 124:0.2563471010302999 125:-0.0184195146597986 126:-0.1183249704124828 127:-0.01051645128719143 128:0.2765274980940905 129:0.4122963455318052 130:-0.3805484131492897 131:0.02717232891754955 132:-0.1947159220561707 133:-0.3689274143534008 134:0.02976804536717636 135:-0.6326622391356891 136:0.387953936385067 137:-0.2072981611543622 138:0.3133783353230708 139:0.1276476333148858 140:-0.3057751380430349 141:-0.211829734029976 142:0.2936919823729892 143:0.08489647169584483 144:-0.2136662128465989 145:-0.2226179146107846 146:-0.143229682093598 147:0.1139120791493334 148:0.01314187580247693 149:-0.009076353672549928 150:0.1894052974177884 151:0.1359497832142129 152:0.6992907379505631 153:-0.2554259022516599 154:0.08637804015987555 155:0.2674548774056423 156:-0.3747097722917483 157:-0.08810820415390702 158:-0.0212483099847623 159:0.7206249514994303 160:-0.2641658832901111 161:-0.2827670692216648 162:-0.02082333516049709 163:-0.1068470675743046 164:0.5538886501759419 165:0.2012390988667072 166:-0.002239664517377241 167:-0.2302361225554803 168:0.7604633566634184 169:-0.2161276077035328 170:-0.5103411910954854 171:-0.02065256519473433 172:0.4309796935977561 173:-0.04394129756697961 174:-0.2025487493189064 175:-0.05642648483469381 176:-0.1469136161110984 177:-0.1200501409719948 178:-0.2718445953224494 179:-0.6961507423379613 180:0.03592513279537568 181:-0.04318975454305674 182:-0.2120457141062867 183:0.3860464752796269 184:-0.002033494323351259 185:-0.2460376056827757 186:-0.2001708130865937 187:-0.2188471204055264 188:0.3591585905835361 189:-0.2829659252378486 190:-0.04235989188599776 191:0.1136560068205089 192:0.2374643234992824 193:0.0407955767431444 194:-0.07357470885387596 195:0.1651838085862392 196:0.4218965509390952 197:-0.2631288522860288 198:-0.4995312072918827 199:-0.156681435403977 200:0.2568378138722787
+1 1:0.06900381979330672 2:0.03760014086948787 3:0.1836638949231458 4:-0.1322109051289236 5:-0.09700248258156202 6:0.1726295554369013 7:-0.2963149618309806 8:0.3139947145515039 9:0.6868450916866486 10:-0.1121652843354567 11:0.2114452710207715 12:0.4465795511085361 13:-0.3031042624320104 14:-0.04260731447902488 15:0.2748217512763174 16:0.5209995131241804 17:0.2341107612139423 18:-0.002292193970260491 19:-0.4737956306022348 20:-0.1637958134206149 21:0.2395896932724478 22:0.08149780255940105 23:0.3241647276805773 24:0.004605683144421028 25:0.2092782164610572 26:0.01510151323467096 27:-0.4695551198814797 28:0.4136837678737234 29:-0.29530888729629 30:0.06415725100388261 31:-0.483251455678315 32:0.7238583783630257 33:-0.02791769736064803 34:-0.1625547917260365 35:-0.2930803405073921 36:-0.3038046838743741 37:-0.03578191460123759 38:0.01825217477603376 39:-0.1813950644306267 40:-0.1163012867990854 41:-0.1119856234297355 42:0.6061312040094282 43:-0.04453916429750491 44:0.2942447758773843 45:0.1410486992424034 46:-0.01943151099128623 47:-0.1912746597877419 48:0.3574213550625527 49:-0.03313897644227003 50:0.3957786112476565 51:0.4442491904155939 52:-0.5527280350523309 53:-0.2424232806685827 54:-0.2064082247367515 55:0.4487329244890931 56:-0.2371039442688626 57:0.6131116006545951 58:-0.1442162762894821 59:0.7807753378699409 60:0.6266807132729647 61:0.2441354963140101 62:-0.4813713910987379 63:-0.1459802537694401 64:-0.3941044489335204 65:-0.05841919551103961 66:-0.200741827112391 67:0.06238654489721976 68:-0.1832528729433033 69:-0.1125573956531188 70:0.2147173115144727 71:-0.1185300281236702 72:0.09341022252250454 73:-0.3475059167372951 74:-0.04356080279720329 75:-0.05518165804912042 76:-0.13811043117703 77:-0.5065491212553355 78:-0.4037673459459715 79:-0.2579460626639448 80:0.01457831043423043 81:-0.1636502779958069 82:0.1496467714326987 83:0.07538476638585523 84:0.01682087958216157 85:-0.1423209518910266 86:0.2778733217501317 87:-0.01678928364934386 88:-0.0966366915775794 89:-0.3114288985199012 90:-0.05526834445867541 91:0.1044103992903807 92:0.4911419445835088 93:-0.1812322704672217 94:0.4470910715308125 95:0.1661595427235677 96:-0.7236925211377143 97:-0.6507891380366959 98:0.5157691599860252 99:0.4026080665616636 100:-0.2964971968385248 101:0.3043301930813688 102:-0.1516377246919439 103:-0.3331698942189997 104:-0.5010671886145617 105:-0.10953398349583 106:0.1434162129976544 107:-0.3600337803801426 108:0.4416135945946071 109:0.2720268267800053 110:-0.720202251189234 111:0.2124881843898213 112:0.2152563585065396 113:-0.3415483208664945 114:0.4594075413489745 115:0.2781430526678613 116:0.3699738814346604 117:0.06836012038224984 118:-0.5259895098179901 119:0.1186937413500441 120:0.08920670697696649 121:0.5322059599243578 122:-0.5264919525320808 123:-0.6486620803855626 124:0.0389196036990713 125:0.3117993821212812 126:0.02623215074600583 127:0.1426632247644249 128:0.9114071265843896 129:-0.1606136745255056 130:0.04969260535385139 131:0.4858063601188005 132:-0.185354716457669 133:-0.5311156606115803 134:0.3075623891987437 135:-0.4724715629958443 136:-0.08665790932640846 137:0.05425073796730136 138:-0.1381099681440503 139:0.02665411583136323 140:-0.5068765901905102 141:0.3819162174759731 142:-0.2964506947841654 143:0.08577629521907068 144:-0.3661610138512899 145:-0.1072571827671844 146:0.07922908323240546 147:0.1036991974661325 148:-0.3302961895543765 149:0.2835509125821498 150:-0.2899241896348614 151:0.1053312412596216 152:0.3218293292902579 153:-0.3521747963156446 154:-0.4220139474393708 155:0.3697515361668164 156:0.108760958656636 157:0.2254701258044471 158:0.008649187847872546 159:0.5195238386503986 160:-0.04050692034791316 161:-0.3333919281771642 162:-0.1735005205365875 163:-0.2381866690576543 164:0.3563026303052578 165:0.07611235104040655 166:-0.09226687965480948 167:-1 168:0.09237035258965484 169:-0.4119386169397213 170:0.06864081790107603 171:0.2998512244420943 172:-0.2805220850637367 173:-0.2001389026953763 174:-0.2102347006880163 175:-0.1416762141146854 176:-0.1705079016534952 177:-0.02477501800520474 178:0.2349276959418136 179:-0.029983230905267 180:-0.3082225920741149 181:0.07021457649784607 182:-0.4536477824943671 183:0.7214889281403697 184:-0.4452861753737164 185:0.1039606591021962 186:-0.3399500445076027 187:0.4684681785155514 188:-0.1589408705372358 189:-0.2202205022320852 190:-0.2001082270056361 191:-0.02520971919823677 192:0.1257361373415787 193:0.09642113613118176 194:-0.03320981598680298 195:0.2322428487245483 196:0.2578415556217154 197:-0.03785815845180844 198:-0.1050177930324888 199:0.03154411033593021 200:-0.3399589951695501
+1 1:-0.03994950800783537 2:-0.2026006101635286 3:0.4772246482710459 4:-0.4657187434266291 5:-0.1094958759053673 6:-0.3502582095051514 7:-0.4258519715226627 8:0.0549059415004724 9:0.3390505317638657 10:-0.2012634535733199 11:-0.02830964521625004 12:0.001612622656517598 13:0.1669729389506791 14:0.810251651804428 15:-0.01948900799859331 16:0.4723515530651289 17:-0.32165720565517 18:-0.1346498334029161 19:-0.4838276131652914 20:0.2628373428303756 21:0.434711489131122 22:-0.06781484085894843 23:0.4143079466379241 24:-0.2578996624523617 25:-0.07219308445611677 26:-0.1440186734828143 27:-0.4444314876255466 28:-0.3510468874347329 29:0.09373372387671497 30:0.3955228134240343 31:0.0331992987449504 32:0.1974403406942794 33:-0.7771765040261565 34:-0.5222792079125254 35:-0.1291561445780701 36:0.05972139970860192 37:0.06811950991044757 38:-0.01035144027555511 39:0.4104175819319275 40:0.6497943431400023 41:0.7823329135082902 42:0.3488042944281231 43:-0.004781306383226346 44:0.2583380736506634 45:0.01863882258974237 46:0.2237418618571397 47:-0.1118742752684565 48:0.203363863185897 49:0.3276992306777023 50:0.195448905610123 51:-0.280799727156081 52:0.1741992085938072 53:0.2400224337176852 54:-0.4597148742908885 55:-0.06244852945875991 56:-0.08262854656241338 57:0.07471354551458863 58:-0.5976971928521846 59:0.9612157203896128 60:0.03312118752101328 61:0.3320922583313841 62:0.2134812676128956 63:-0.144871186642976 64:-0.3793394811858628 65:0.2280449184693822 66:-0.2681764692906197 67:-0.2859696821654999 68:-0.02427738044862943 69:-0.2364362069787496 70:0.2686769005210315 71:0.01552456818846304 72:0.1579476746850419 73:-0.2549002317113043 74:-0.460839901344788 75:0.09213597528427178 76:-0.1659948307385209 77:0.00849567073827022 78:-0.241168618835308 79:0.0163953007768399 80:-0.6613993506787955 81:-0.4264159508022429 82:-0.1536969285499946 83:-0.4691921380902503 84:-0.4356719698361718 85:-0.1323696243535728 86:0.2226339391819354 87:0.336059264483047 88:0.02667112711702911 89:0.2487074505328899 90:0.02955476653845485 91:0.641908732752288 92:-0.2009707122388064 93:-0.3174326268135071 94:0.2392888259731241 95:-0.3141577645804583 96:-0.2604428792527396 97:0.09111091674267875 98:0.2453447921404309 99:0.2240252373668272 100:-0.02465794281116628 101:0.1521085663108956 102:-0.1300574098914654 103:-0.3939342096374491 104:-0.5066765883319735 105:-0.1451866778757924 106:0.1286013396102963 107:-0.658264095128719 108:0.2181136909833335 109:0.5166960278064243 110:-0.2651407650573155 111:0.3703130532208127 112:0.2543933415816917 113:-0.1926105426479949 114:0.1715651773288128 115:0.09566189582482795 116:-0.0975020900980722 117:-0.02410203181794654 118:-0.7684085301586316 119:-0.185680730373992 120:0.2846895780352715 121:0.05792550530542637 122:-0.1105081008121089 123:0.3122346119908483 124:0.2477106025112244 125:0.3056733489551118 126:0.07695001586352666 127:0.6080771636532382 128:-0.1985782391172174 129:0.4005711989306767 130:-0.427669095568013 131:0.2054742782375917 132:0.2357695304970639 133:0.5227910662087227 134:0.1561206455795544 135:-0.09069212626582462 136:-0.3667596225290737 137:0.07202922068517978 138:-0.1211095207091989 139:0.1812538305009668 140:0.07863401025915162 141:0.2212851337877776 142:-0.1839277277345781 143:-0.1391586435426891 144:-0.1876704447030271 145:0.4627790551156736 146:0.2906799492038672 147:0.1125689103407752 148:-0.5311548210445129 149:0.4304435045032073 150:0.4605073618832405 151:-0.3251725101755201 152:-0.1726298439216568 153:0.3761692090116208 154:0.1041057846113397 155:0.4760968915871248 156:0.2640548892696344 157:-0.2512946619748068 158:-0.03023692996003051 159:-0.163359677450652 160:-0.05309068171655208 161:0.1579411039830701 162:-0.2342760990939531 163:-0.4621908816065484 164:-0.2480484042704926 165:-0.1143427921822771 166:0.2794309317815726 167:-0.2943434224187482 168:0.6021847601402223 169:-0.1239068058178865 170:-0.1138451440076563 171:0.6003025533482431 172:-0.7174166719464125 173:0.2051181557554541 174:-0.3677976530940244 175:0.1414759885563924 176:0.04592474172428221 177:0.02599828306879104 178:-0.829903245903315 179:0.1277181634686662 180:0.4766933050686875 181:-0.03858481879129372 182:0.002913251773529066 183:0.4785627275129427 184:-0.1153557363972719 185:0.2172701712245571 186:0.2589211621366336 187:0.7189649228922961 188:-0.01858850333240738 189:-0.0415298184857245 190:-0.3613215872256057 191:0.1072529933997194 192:-0.01965761130986227 193:0.0468982820959279 194:0.7258734603753223 195:0.2080203095108714 196:-0.04596715318780284 197:0.3016181225889406 198:-0.3856181171488667 199:0.09089577401073523 200:-0.5741530188513002
+-1 1:0.2021514029590665 2:0.1233753476199963 3:-0.3648132787892424 4:0.2920878878890307 5:0.09946859476805825 6:0.05110912021353269 7:0.01147493313674516 8:-0.05670751998445114 9:0.6769643699264816 10:0.3262448469198236 11:0.0800344080199563 12:0.5784232090905319 13:0.07571684985398167 14:-0.5747320724580036 15:0.09630403992068268 16:-0.8335144291200712 17:0.0849871321470633 18:0.2693225888106129 19:0.2625158112910867 20:0.379465765722981 21:0.3938794995573813 22:-0.01161113494523171 23:-0.1507754608660563 24:0.3761486464100622 25:-0.07349646983881826 26:-0.3064946614530245 27:0.07072918014250509 28:-0.2793890366014128 29:0.01027800029232753 30:-0.4006157760680662 31:0.1134790898288285 32:0.1367061554879731 33:-0.3946565615724939 34:0.07328125926341078 35:0.5092180661378527 36:0.02662679763630207 37:-0.3272629430321453 38:0.0289730050658269 39:0.5417034647881764 40:0.2917201822237235 41:-0.06720422127416326 42:-0.3977771101179663 43:-0.1603148001425549 44:-0.04893580764316742 45:-0.1380884531067719 46:-0.4018408835266466 47:0.1631619318689289 48:0.7858671124364837 49:-0.5657049152076205 50:-0.07153093277432085 51:0.05843060435984707 52:0.03491482004533211 53:0.4459819132101623 54:-0.02007076433309195 55:-0.1676796897637071 56:-0.1609202587341002 57:0.3956875560766795 58:-0.0007442574850763778 59:0.6065605522285371 60:-0.4367533740455123 61:-0.1867434769626276 62:-0.2413027544293884 63:-0.4753714995218699 64:-0.1408430851935283 65:0.1592057331396378 66:-0.1829606277233257 67:-0.04760126708157189 68:-0.1246921964741959 69:-0.1030797926983345 70:0.6577221919418363 71:0.2580861939557673 72:0.04399408577997492 73:0.1112009300863093 74:0.02999716637422593 75:0.7891186518490346 76:-0.0953977670318842 77:-0.1130407016309544 78:-0.4799267743162016 79:-0.4732049784196136 80:0.2999292568406087 81:0.2217838201708993 82:-0.6478709100058246 83:0.2908677417634778 84:-0.8103689900562479 85:-0.2027524835940925 86:-0.1166119823447637 87:0.1422487482015891 88:-0.4276741747673132 89:-0.6869893083752859 90:0.9299137856980124 91:-0.09759029731571631 92:0.2392009305613324 93:-0.1625286550441647 94:-0.2264641961963225 95:0.004214357860535797 96:-0.1149687848390678 97:0.3997658649278458 98:0.3969869870330726 99:-0.09604486589230993 100:-0.02860970546407786 101:-0.07247847613793172 102:-0.4379900684247314 103:0.01086238200515166 104:-0.5818696735425845 105:0.006246663988449128 106:-0.3225377752694357 107:-0.4227674629695568 108:-0.09525836865951683 109:-0.3182958545877832 110:-0.01869951477259772 111:0.1115646835959386 112:-0.3403429283620868 113:-0.3236960653390484 114:-0.1169713403645595 115:-0.2514539618100626 116:-0.160103284560135 117:0.06500704723753041 118:0.4913713767405832 119:-0.585086477880941 120:-0.1758918067086637 121:0.1617178284796462 122:0.1030017760875 123:-0.1945756873774404 124:0.4866498437055365 125:-0.1241143402869399 126:-0.2779799167001148 127:0.3569243291376932 128:0.07559844298732869 129:0.1691390645200146 130:-0.1080717771454882 131:-0.009374906292391232 132:0.4569797175588478 133:0.668378822279039 134:0.6073962042684289 135:0.2424419866052028 136:0.3004915495279104 137:-0.2061397121769473 138:-0.2343791501560981 139:-0.002969332204733985 140:-0.02727505541796574 141:0.1581331075352422 142:0.1785283079284649 143:0.1249845211082403 144:-0.4012735846909684 145:-0.9532556990455444 146:0.2391956093717442 147:-0.4515004684710529 148:0.3036248793046199 149:-0.2648138182605244 150:0.3625664643576049 151:0.001276240739497073 152:0.5217183304297819 153:0.009315013242649547 154:0.2080423338024338 155:0.1645397970976785 156:-0.2305483992123936 157:0.2088569894562179 158:-0.5897893453581249 159:0.1613102128050942 160:-0.1130708845489995 161:-0.2038569506729059 162:-0.1760198349190287 163:-0.6584846086875215 164:0.3359462522531229 165:-0.3713330046478482 166:-0.2757977270125576 167:-0.2397166349106198 168:0.5281227407978213 169:0.1134573487920139 170:-0.410786481535807 171:0.2404097640961656 172:-0.5204044668291032 173:-0.7620867469949734 174:-0.002113709782709038 175:0.2445348242117906 176:-0.01371581426492452 177:-0.4626127371982653 178:-0.7798821170453123 179:0.3945668508655273 180:0.7350753193317572 181:-0.05558507713213356 182:0.05675292507903065 183:-0.2573733506032411 184:-0.8433235666843444 185:-0.1923981241198515 186:-0.1967564769584633 187:0.3928788018119077 188:0.1870376081348124 189:-0.03993511853375625 190:-0.1807915915476249 191:-0.2535334485606268 192:0.39350875402196 193:-0.1442327444759334 194:0.1553580068219232 195:0.3479373976882757 196:0.9999999999999999 197:-0.3905065745958308 198:0.03215497497693916 199:0.5053620203409188 200:-0.3791118391169234
+-1 1:0.06150458396984534 2:-0.3811051177204981 3:0.04733697604568583 4:0.1413173168627751 5:0.08855574235061607 6:-0.2956921663544568 7:-0.253378185134158 8:0.2867100785610647 9:0.1296153954044623 10:-0.1886967913993944 11:0.2469840148711251 12:0.02333921274916803 13:0.3128198232409634 14:0.1478943930181233 15:0.02944710259559574 16:0.1080537804373383 17:0.2287124251954664 18:-0.406894938616542 19:0.2605730837801581 20:-0.02105041629487224 21:-0.1248049158609998 22:-0.04602885579552068 23:0.166156921081032 24:-0.3463506074486606 25:0.06033124036594539 26:0.1690188738987403 27:-0.3703456409364633 28:0.1481156197108832 29:0.302485345675126 30:-0.02969258071107623 31:-0.1182259546407483 32:-0.3900371002895931 33:-0.01416039811076554 34:-0.1148760965336955 35:0.9027380933024819 36:0.1009328463355214 37:-0.3961045855559073 38:0.1519768678054431 39:-0.05298145820314588 40:-0.2008846752172545 41:0.3472436088177658 42:-0.1795370980120637 43:-0.007047937702641283 44:0.1775552574515565 45:-0.2285713485946642 46:0.5263740283593896 47:-0.07894238695068818 48:-0.3132558527551492 49:-0.6449755327882705 50:-0.04195788043228733 51:0.4393408760186701 52:-0.283853148024091 53:-0.2700405314421849 54:-0.07008737520556188 55:-0.31978525957214 56:-0.3582816757625705 57:0.6107833473537377 58:0.1802998728352798 59:0.1688056158321921 60:-0.2767381360160899 61:-0.3672556941535233 62:0.04986735948070294 63:-0.290408975954326 64:-0.4708833216691242 65:0.1441827764478448 66:-0.3697263699871234 67:0.518874544698994 68:0.5005704667117503 69:-0.4750906177957325 70:0.4481535753218172 71:0.02802590231439209 72:-0.4256899572101637 73:0.4571874445079209 74:0.815460296062235 75:0.9999999999999998 76:0.04714533517727072 77:-0.7021865029244579 78:-0.06870495495440605 79:-0.1909355835886945 80:0.03828504819606379 81:-0.09539932304962959 82:-0.7692797974794654 83:-0.3948192627651078 84:0.07193698420094669 85:-0.01699310153604787 86:0.0440301843702742 87:-0.05846142471756063 88:0.08136332589082902 89:-0.1055327282710609 90:0.4131794454192386 91:0.2017827815433226 92:-0.1130746427018746 93:0.08780654697492594 94:0.3713223264056443 95:-0.2429096518012595 96:-0.1940509922672921 97:0.3693680669442818 98:0.129271913214971 99:0.3806194184446067 100:-0.2630829724288033 101:-0.1317885273855283 102:0.06876576602998341 103:0.3089563152033414 104:0.01161014459580509 105:0.03881130903310418 106:-0.3982536749866867 107:-0.258557727497869 108:0.7983418233574832 109:0.1603110647494032 110:0.1188099595983726 111:0.01734573144555284 112:0.2986604585824078 113:-0.3434785209130917 114:-0.5798742165823388 115:-0.1726726504299947 116:0.6437435727697068 117:0.1391924482539737 118:-0.3931580023724386 119:0.1882756261556191 120:0.4068274483412687 121:0.6370114116720202 122:-0.3456450355199666 123:0.3812397754824974 124:0.09768994198870881 125:0.1440777716321952 126:0.4723318523252413 127:-0.5780000764023819 128:0.2339006654592455 129:0.08199472825606274 130:-0.5263465994530288 131:-0.3322038863750347 132:0.2258773913566275 133:-0.398600796191127 134:0.633244620807659 135:-0.1320927496628658 136:-0.2439540048733319 137:-0.4863079197357199 138:-0.07225303431358342 139:-0.219415517528063 140:-0.3526291210411686 141:-0.5639347515251772 142:0.3193476520649229 143:-0.03903600757772429 144:0.1221670665891046 145:0.3060116924539174 146:0.2809859515306904 147:0.4156996148214181 148:-0.9278639629484368 149:0.7737976327081632 150:0.1587834093029968 151:0.04829528971894585 152:-0.4446040083502182 153:0.03088668782033483 154:-0.395602993500848 155:-0.1790078821863172 156:-0.2455284130515468 157:0.3393676969770564 158:-0.05301454341012095 159:0.4968466900680697 160:0.3311865798413568 161:0.2975786350911271 162:0.5252608329025528 163:-0.02225709464259104 164:0.9990436729772888 165:-0.169087002270417 166:0.009018805015721554 167:0.3096548349449743 168:-0.3441122226542457 169:-0.4106342581962373 170:0.4578708469383817 171:0.2729711302110306 172:0.290827463809513 173:-0.2122132835230654 174:0.3104665216776583 175:-0.1249458950684285 176:0.1584712581288005 177:-0.2931747508702873 178:-0.0788469918849084 179:-0.01764929180466527 180:0.02935066825702742 181:-0.2129957440907517 182:-0.3543644339097771 183:0.05198324452061701 184:0.7718131266243473 185:0.2175464599812014 186:-0.3815730438367462 187:-0.1027037275500571 188:0.1052175229938204 189:0.3515619505982412 190:-0.3380112023235867 191:0.1919619983800787 192:-0.1953315238803702 193:-0.1121881894787822 194:-0.07978485589856835 195:0.3019456897428596 196:-0.05258602968660875 197:0.1704167579260495 198:-0.4477701284226235 199:0.7508874231818328 200:-0.9684662865650474
+-1 1:-0.465964761612506 2:-0.02468009889260725 3:0.008395714226392939 4:0.09095604144060099 5:0.5843010787771272 6:-0.05603784049416429 7:0.06547160976318428 8:-0.007973487798480144 9:0.07717555150278863 10:0.3859057378259532 11:-0.1578199407431981 12:0.4665508419216721 13:-0.1734764712721124 14:-0.2182878856924259 15:-0.2719512568874929 16:0.3979555935089322 17:-0.6488937777762909 18:-0.2258838540439558 19:0.9789432588815481 20:-0.03380551339925435 21:0.1216412887892676 22:0.1237732633466213 23:0.01834171641391136 24:0.3981620012814978 25:0.06214011266150475 26:0.5675425479153425 27:-0.0802073776638339 28:0.1338943637001159 29:0.09283902361889262 30:-0.3567304313447123 31:-0.09462328738866664 32:0.03229692976372595 33:-0.007251349695868575 34:-0.1084398380116094 35:0.6309196994662873 36:0.9757295190448719 37:-0.0807920648808019 38:-0.09888128460665482 39:0.03987024099405398 40:-0.5575858223386503 41:-0.4680156848040794 42:-0.1713285334923365 43:1 44:-0.01260780252528266 45:0.1143785325689422 46:0.2171775238365707 47:-0.03633493787368364 48:-0.5839403092583773 49:-0.1438595217489106 50:0.1520987363441331 51:0.1592166982938145 52:0.2613945014630054 53:0.3305236712210394 54:-0.3712402471461503 55:-0.1291811120566144 56:0.3477201741575078 57:-0.04009097282024073 58:-0.1409652171638973 59:-0.07992019089155283 60:-0.7817746244659519 61:-0.04698416598878984 62:-0.1010035448887846 63:-0.1090200919299552 64:-0.2546266888709076 65:0.2860591399357283 66:-0.1965434364948983 67:-0.01592021896360372 68:-0.1240123865725472 69:-0.3161398910200227 70:0.2018651795235999 71:-0.172877957298582 72:0.09173813468372549 73:-0.4720113935161238 74:0.1172407771389856 75:0.2637088305924706 76:0.1531839663660753 77:0.1721579544192791 78:-0.5812454195564164 79:0.3761615442242448 80:-0.7571061135748574 81:0.1280786521682208 82:0.3717647145258379 83:0.1085816527852778 84:-0.4857268798658453 85:-0.2609080669291047 86:0.1303492273339341 87:-0.2226409134711191 88:0.3015584070214666 89:-0.09957637577520462 90:-0.145878137606647 91:0.9682467171481187 92:-0.09827946615286748 93:-0.3556573340977971 94:-0.3196802113428221 95:-0.08598432760559538 96:0.1821511695280804 97:0.4814645090972361 98:0.5745432649328963 99:-0.3055928663587699 100:0.7689134097421413 101:-0.2407676834751042 102:0.006948750261452127 103:0.1111986852749096 104:0.2153628440950345 105:0.0920064342410785 106:0.149761792249326 107:-0.07468758205719067 108:0.412453321175101 109:0.5328328374386336 110:-0.06465849660512873 111:0.1066428693020096 112:-0.6361017662078551 113:0.1738204904138426 114:-0.4377615673132295 115:0.1329925575784756 116:0.2964104837786402 117:0.3296222295347645 118:-0.6895790639397631 119:-0.2051140010507137 120:0.2130027842357404 121:-0.2697156606895176 122:-0.02358643450228591 123:-0.08552428402034298 124:0.2709123027313362 125:-0.165370396622945 126:-0.4452417098426773 127:0.3569227293812666 128:0.2682040069810351 129:0.03772683465767597 130:-0.5781004779267118 131:-0.201324248342628 132:-0.2861334088800145 133:0.2038535296352491 134:0.3843576572325255 135:-0.3230556210014185 136:0.09694034284615829 137:-0.6241232027960453 138:-0.2416078358555489 139:0.05752182040293349 140:0.2330230402398691 141:0.1777440198569219 142:0.4047565043672275 143:0.08255033541353685 144:-0.08729446813331013 145:0.04573866493192153 146:-0.3030260313771366 147:-0.01571142869257967 148:-0.2117162447511596 149:0.364804645656482 150:0.008247785378665384 151:-0.1776179325044858 152:0.2816557437265966 153:0.2358755908391891 154:0.3374970324842035 155:-0.004200047037444345 156:-0.2378897145559831 157:0.05687211415269754 158:-0.1495363464385292 159:-0.01161167301487714 160:0.151822786301456 161:-0.8759639981835978 162:0.3958705455417345 163:-0.327946718769469 164:0.4763470797798314 165:0.6017904944565061 166:-0.1905893095525117 167:0.01425123734297804 168:-0.1989391825357676 169:-0.2041158327341797 170:-0.05048503960897081 171:0.1817499283046319 172:0.3642658476905095 173:-0.3065671448453539 174:-0.6200182419886142 175:-0.09273829073876849 176:0.1010174956490194 177:-0.1132827877444093 178:-0.007518786592898327 179:-0.3550185389933141 180:0.01714825519987705 181:-0.638851462377483 182:0.187786856465833 183:0.3672086769657423 184:-0.3995625028631382 185:0.0571709089720899 186:-0.4396050873753184 187:0.4423940376345896 188:0.5154817174053932 189:0.3626192837617033 190:0.01047821796293837 191:-0.27639507400205 192:0.06668455988421459 193:-0.05185287083346243 194:-0.04976770292412558 195:-0.3085821811867252 196:0.1093317544734635 197:0.1855439434245962 198:0.4649326124967739 199:-0.2730091695317242 200:-0.1386389942449738
+1 1:-0.03329957956464549 2:0.4413549063794822 3:-0.2679999436863139 4:0.2752579549990117 5:-0.04919732056030003 6:-0.2055771486190971 7:-0.4304086422784942 8:-0.1453781012506931 9:0.3829917594043099 10:-0.422902536216344 11:-0.5847532546919624 12:0.07688921046439223 13:-0.1010490806544016 14:0.8200643959314302 15:-0.1589706425150659 16:-0.07118512644036668 17:-0.188888897328697 18:0.09641738345141915 19:0.6439439357747448 20:-0.04784242560754731 21:0.0839852673910558 22:-0.2028736940363841 23:-0.04744268260950787 24:0.2846860187062115 25:-0.2391945913549091 26:-0.2710600415640757 27:-0.6655531909008283 28:-0.3455026088519603 29:0.3235072876822438 30:-0.5147054114213065 31:-0.2369533443791791 32:0.1416175470672274 33:-0.6570530578719547 34:-0.2291114406724456 35:0.6775307590937075 36:0.05323153551311751 37:0.2086597955822778 38:0.1103087484508396 39:0.02082495158781943 40:0.3642433039354678 41:-0.2950306686539304 42:0.6178630613718081 43:-0.3331161137941722 44:-0.4139220770709614 45:0.6279914898136096 46:0.2991465748533274 47:-0.2866543867372472 48:0.1102827361918084 49:-0.03091438715620783 50:-0.1373789349526651 51:0.1591652020998023 52:-0.5071442629717013 53:0.3134996978218288 54:0.2143772563923355 55:-0.21995795781518 56:0.1459505039287348 57:0.5602942614844708 58:0.2709699375002557 59:0.3567854942091374 60:0.06076352109631047 61:0.675943983214464 62:-0.1020164284565351 63:-0.5260207098883282 64:-0.4406998055800184 65:0.2040668188194741 66:0.103131376865758 67:0.2982422386071495 68:0.1530962099675179 69:-0.2761813700562973 70:0.1279784810991242 71:0.153999184470711 72:0.5920301107362368 73:0.1204631612330991 74:-0.5932833263891748 75:0.1098134764734948 76:0.3584655457154369 77:0.2968304220335284 78:-0.4818107338895956 79:0.2933013723751151 80:-0.6023371463447826 81:0.6194165156837195 82:0.06508821924466041 83:0.299375747432201 84:-0.5081854628925271 85:-0.2446558516671273 86:0.1551852547896942 87:-0.6397104038956993 88:0.1433155996320912 89:0.0105185510234877 90:0.1789028050622185 91:-0.08328544439250707 92:-0.4375205812408114 93:0.2784275330503908 94:-0.323533785718134 95:-0.2125726329260345 96:0.2235464494152793 97:0.5544814834352128 98:-0.2494574792970481 99:0.1512640137146402 100:-0.462946970425839 101:0.2425332661710381 102:-0.4737983300350872 103:0.4779968612459611 104:-0.05760806957100137 105:-0.08156749841760605 106:0.1824507489468572 107:-0.4940113006868843 108:-0.4612814486791823 109:0.2432498337934137 110:-0.1748429871498901 111:0.1998097716164945 112:-0.2085988267830995 113:-0.1311648769717759 114:0.2622083676328933 115:-0.2618236322816478 116:0.4166850194439294 117:0.3332055380825247 118:-0.5598445303125241 119:-0.4606811551906434 120:-0.9569279663851558 121:-0.1946132731314857 122:0.4668022338174779 123:-0.5283800561121474 124:-0.4608576870777053 125:-0.1053853165071795 126:-0.1933963895609659 127:-0.3345461261379839 128:-0.0335389610336411 129:0.1017746929089399 130:-0.7283955408480214 131:0.0305409860869727 132:-0.3674716887888358 133:0.7601716298314152 134:0.192345652997909 135:-0.4390432518563099 136:-0.192841730477952 137:0.244867612938621 138:0.3826628893668765 139:0.1691411206909432 140:-0.02765949212745483 141:0.09949351855125377 142:0.0407896751955608 143:0.1520494458418318 144:-0.805523999559369 145:-0.5387798603585525 146:0.04064538994698851 147:-0.06681096159681005 148:-0.1242728100183288 149:-0.2719640843042803 150:0.4993836327082375 151:0.4098815254189683 152:0.4975061170104306 153:-0.046797829623136 154:0.2476711065311222 155:0.3551481221969732 156:0.002434421562904888 157:0.3601466329042567 158:0.09371364319867184 159:0.5245619224244933 160:0.09495817067605938 161:-0.3704727585870498 162:0.8721398099181462 163:0.03262098212591072 164:0.16080582834804 165:-0.2692713412036902 166:0.4738176539368967 167:0.5179564805963833 168:-0.3317409387263198 169:-0.04759998776338428 170:0.01136671822150808 171:-0.367297270791337 172:-0.3173792422444592 173:-0.7410706087453689 174:0.03845878210580274 175:0.4085086462448609 176:0.05179861159217877 177:-0.2779002157451385 178:-0.8619473935795045 179:-1 180:0.2500593132673991 181:0.07163979110617003 182:0.1937753201011868 183:0.1681823284067467 184:0.0495377725212197 185:-0.3681081827031773 186:-0.2428341121918169 187:0.3739915979570518 188:0.4011739492145535 189:-0.1668252739461166 190:-0.915405525828464 191:0.1003265643738955 192:0.4434933354555083 193:0.06135905698544276 194:-0.2243326567632589 195:-1 196:0.09544344371801376 197:-0.1873960001200869 198:-0.05577163663188292 199:0.3300926475960879 200:-0.114071668868122
+1 1:0.2638274545990065 2:-0.274455654306608 3:0.4477648364758979 4:-0.08443187237227739 5:-0.07906500411952526 6:0.6165911252989985 7:-0.3485409154679019 8:-0.1974107582678349 9:0.3295354772529012 10:0.7656506076144788 11:0.3132903206404264 12:0.2696870525791745 13:0.03619943203903953 14:0.2475216402716663 15:0.07282474258904428 16:-0.2706591462308548 17:-0.2191754478895754 18:0.06139947747767151 19:0.2543720234753294 20:0.624858355563203 21:0.1926582362706778 22:0.05141181241380517 23:0.1290055009565961 24:-0.3378119825750193 25:0.06089416608445373 26:-0.1196530786234643 27:-0.01018434211386101 28:-0.1839618177180471 29:0.1042901595066531 30:-0.4459395589184603 31:0.04651572239911025 32:-0.08104751115275058 33:0.162839988215642 34:-0.5472109356405048 35:0.2617139642554058 36:-0.4899735714684722 37:-0.1706084065875478 38:-0.2259613116956836 39:-0.2712296438618149 40:0.4262133845250647 41:0.09268704795157061 42:0.3881624907566409 43:-0.2546037158665941 44:0.2932705985941674 45:0.3877035975769568 46:0.4052913913518208 47:-1 48:0.2666712139301464 49:-0.202896757019961 50:0.1110189100736837 51:0.3255628184548479 52:0.05706809837242402 53:0.1893285036941524 54:0.361055793225866 55:0.0586169475023734 56:0.09487758370793678 57:0.290447887154929 58:0.1307092358392573 59:0.2310131234846144 60:0.014502668330268 61:-0.4376252996447142 62:-0.01860226059096829 63:0.07543133560954021 64:-0.3462262881902113 65:-0.5382968161200955 66:-0.01688482370032507 67:-0.687551188691903 68:0.01301033734105577 69:0.180235113440898 70:-0.4202599679846221 71:-0.4106760221758522 72:0.2896906504585666 73:-0.1411908085549037 74:-0.1831130645841001 75:-0.04879781071301514 76:0.9999999999999999 77:-0.4428048987995492 78:0.1448749632857897 79:0.1021825876489401 80:0.1562663443606991 81:-0.09924403599074014 82:0.08995524217786427 83:0.05708827361583266 84:0.1980094153206207 85:0.1079399990733477 86:-0.2559172622500185 87:0.0259800455112149 88:-0.3516293478745055 89:0.3517362288083071 90:0.4635943545345756 91:0.6708232568290956 92:-0.125210134339989 93:0.002652136534841247 94:0.2697186455119336 95:0.1585460195405183 96:-0.3423133421778238 97:0.5176019462264678 98:-0.03167768649307079 99:-0.2166177889976792 100:0.2252913158411133 101:-0.1024369703791748 102:0.094023501678468 103:0.2607877544441772 104:-0.2294343578030132 105:0.4787804385289832 106:-0.3479975317478204 107:-0.01704650113258152 108:0.08938045559353461 109:-0.4915704520986872 110:0.07614167857024777 111:0.2636684173143827 112:-0.5492159199411465 113:0.05797047985363042 114:-0.2607800563802791 115:0.286309403565074 116:-0.4956305591497695 117:0.02087608094694307 118:0.3705461341108774 119:0.176956534159791 120:0.07546204172167197 121:0.1948137307745743 122:0.1968871593965412 123:-0.175170257905516 124:-0.1554662613704861 125:0.2596337945259174 126:-0.3408697976774694 127:0.3336960014240366 128:0.3158743792851008 129:-0.4988391270297256 130:-0.2665950294736643 131:0.9991307696284669 132:0.1051162966252834 133:-0.04698380267094461 134:0.2880675464864445 135:0.03501589597776536 136:-0.0007001629726153744 137:-0.1760873042346762 138:-0.2243166487131247 139:-0.03630508709692333 140:0.1948524068675728 141:0.7285175103153816 142:0.2452026288595945 143:-0.2649017691237495 144:-0.2639455875521283 145:0.4099993905909182 146:0.3005324081874967 147:-0.3938909618742341 148:0.1803053296565225 149:-0.4252916827722313 150:-0.08059301586362363 151:0.01397162170264622 152:0.4209427017167902 153:0.2509839619766771 154:-0.5102048848588361 155:0.2067916618383371 156:0.1099450890334513 157:0.09209340202224475 158:-0.5064095018258173 159:0.6942215897600192 160:-0.08631887633550256 161:0.454044000784135 162:-0.0922936023860583 163:-0.3175901035048343 164:-0.2343151153621946 165:0.2144574752157 166:-0.04834760666225588 167:-0.6690536488900004 168:0.1066034287622905 169:-0.1405617297704806 170:0.3911446807749029 171:0.2302260251477764 172:-0.3021963562513613 173:-0.1164866647309552 174:-0.1414065727943496 175:0.4925083520836116 176:0.4975852102473014 177:-0.2726228156302917 178:0.1182096162674044 179:0.5208934776994203 180:0.3766359588644528 181:-0.01544689447794301 182:0.1671813722377095 183:-0.1484547212923227 184:0.02107372623863923 185:-0.6790751462844092 186:-0.4780059155391178 187:0.1532187440374441 188:-0.0004637938484055807 189:0.5377470855551213 190:-0.2797663892376076 191:-0.02085590781471792 192:0.3214936378495108 193:0.4279194417262329 194:0.2828854016617259 195:0.1694592972918046 196:0.05148876284871669 197:0.03685338138108577 198:0.4196405556408987 199:0.2532933116362769 200:-0.639719167991158
+-1 1:-0.5148620728445195 2:-0.2045873188303463 3:-0.04436208842856016 4:-0.05667350845165679 5:-0.3989747490019325 6:-0.3094645305438198 7:-0.8962097693738678 8:-0.1378197226672688 9:-0.1102768165473125 10:-0.5351994657449171 11:0.4665455604169004 12:-0.16423263800545 13:0.02665289503444315 14:-0.06262291883631732 15:-0.1808768611939262 16:-0.1308915096164658 17:-0.2657657252445574 18:-0.2682012015250184 19:-0.2802104725513577 20:0.03266829275035855 21:-0.07401899664572001 22:-0.5046041983882081 23:-0.04397736842183494 24:0.2763136377749325 25:0.09583942649654259 26:-0.08634378083154561 27:0.07666210339047355 28:0.2185052757865377 29:-0.2502058476210175 30:0.2292773536293479 31:0.057801332741829 32:0.1612623301249996 33:-0.245975006596289 34:0.2133312912980673 35:0.1298359734031651 36:-0.4416917907143261 37:-0.0566844050240486 38:-0.2475126488252648 39:-0.1645540543659206 40:0.03276736871314846 41:-0.1516277670157884 42:-0.1355040996383303 43:-0.2500334542216955 44:-0.01357813199866868 45:-0.2348180405297663 46:0.1257794859551365 47:-0.3567416930128502 48:0.08150032020590561 49:-0.1045165716175112 50:0.6930390596099812 51:-0.2550836642391678 52:0.03514893825433341 53:-0.05844864732308533 54:0.4618919436084682 55:-0.02227556047327692 56:-0.9043861983840518 57:-0.2031065529782118 58:0.1025509382264179 59:-0.115394328475185 60:-0.1658912452335181 61:-0.03637712318694874 62:0.485350778469678 63:0.5831394054982058 64:-0.004767727496372637 65:0.3562985519669859 66:-0.1792921261730135 67:0.2490335731058536 68:0.4379846672644827 69:-0.1511343226357094 70:-0.06619825853070838 71:0.2160853571320762 72:0.1525400069609587 73:0.3059427207302099 74:0.09893003976358367 75:0.1641136428577107 76:-0.5499582849431374 77:0.03642858051564044 78:-0.1986830426685189 79:-0.1596177167406601 80:0.3433419282924033 81:0.238810497727705 82:0.7137818794728655 83:0.521696928645107 84:-0.02684062707405204 85:-0.2329252535029225 86:-0.06080851478033152 87:0.10526508948808 88:0.01678039924221683 89:-0.3374953250649933 90:-0.4133062918960654 91:0.05451664289255582 92:0.3023183649814548 93:0.2847377323796882 94:-0.2746931350171222 95:-0.235499590323719 96:-0.2995966336645924 97:-0.2141633350745592 98:0.6825127410288734 99:-0.3320256724852758 100:0.05006681251245573 101:-0.4107166261062984 102:-0.06361370569555454 103:-0.1006469188267989 104:-0.7172139746089805 105:0.2251284399613681 106:0.0250799785316089 107:-0.4012003308139876 108:0.5717441355301094 109:-0.2467837725775894 110:-0.4043604182317185 111:0.2104406617086902 112:0.3467993525061482 113:-0.0108399178038713 114:-0.1940017926716048 115:-0.3927319861995905 116:0.08548476189782575 117:-0.06747950556207066 118:-0.1015009128473607 119:0.1458226128965471 120:-0.2790656217721782 121:-0.7913897129383949 122:0.3308882587990555 123:0.2353230902373518 124:-0.3887051557411246 125:-0.07296396462452392 126:0.2468522378329857 127:-0.1166945386435631 128:0.07473613689119042 129:-0.5292542015155838 130:-0.009896207090960049 131:-0.6725033819222556 132:0.2871771703672857 133:-0.2390054182837484 134:0.5240117241746813 135:0.2164252262523653 136:0.3635638736518884 137:-0.3134233035259315 138:-0.1041947304277542 139:-0.2786501520683051 140:-0.2273222021414195 141:0.1778134596351291 142:-0.2654513384058933 143:0.04962993762030152 144:0.01239890991431232 145:-0.2658378215014551 146:0.2624276109079615 147:-0.4898625246766221 148:0.3862237267215917 149:0.4362515910576194 150:0.2533966165145543 151:-0.503691697996853 152:0.2637941510427213 153:-0.1622931655109269 154:-0.6004342642315681 155:-0.2844329781526017 156:-0.1559222349290764 157:0.1985360614777144 158:-0.6971225529597662 159:-0.3855294836693031 160:0.4709632333345171 161:-0.3058337372030049 162:1 163:0.1613138918478907 164:0.2956163641157908 165:0.2804800922967737 166:0.2746434405347611 167:0.3619085507347111 168:-0.01294800793892983 169:0.3224279280372666 170:-0.2950956691570734 171:-0.2342532841913652 172:-0.2584340481271395 173:0.7324390544325996 174:-0.01314700866595658 175:0.1061346684032448 176:-0.1924963123795473 177:-0.5618385682830684 178:0.07190897413851183 179:-0.05119272082143509 180:0.1286040512788324 181:0.2336773161941697 182:-0.2405112504685085 183:0.4543644422190344 184:-0.07247602554744942 185:-0.3393174513758594 186:0.1559407859796558 187:-0.321985190780782 188:-0.2023132840271172 189:-0.4757362318730002 190:0.4373526072637071 191:0.2536182840273793 192:-0.0691114998219105 193:0.08393879114924577 194:-0.08097689495001251 195:0.5954050228944898 196:-0.2114956520682912 197:0.1941935538589228 198:0.1234386763009772 199:-0.3078327110922633 200:-0.556884188520566
+1 1:0.09482478587161186 2:-0.2470898002351133 3:-0.6584609787817594 4:-0.1686020425953447 5:0.7652307574170464 6:0.01361981293476663 7:0.3005536846158975 8:0.3213421741238775 9:-0.3451743347281618 10:-0.02381785034822924 11:0.1892747103942198 12:0.1045276352056238 13:-0.7184334011730289 14:0.7390379337624022 15:0.1884100270596219 16:0.2207825389367982 17:0.3418601732321885 18:-0.08395868708792698 19:0.8621723056803747 20:0.6148992596308696 21:0.3057499574345814 22:-0.0407611475576381 23:0.420372189318953 24:-0.379805516564215 25:-0.693673976306596 26:0.4873831271556996 27:0.9193318670097396 28:0.2397019003837492 29:0.2728873530762329 30:0.2585545814807781 31:0.1901353714497899 32:0.3186363710302159 33:0.1639139616761769 34:-0.4113258296108897 35:-0.188408544731375 36:0.09539340578525769 37:0.3546038605268912 38:0.09541970289330765 39:0.2279400692390844 40:0.1125060698557575 41:-0.9810884057603333 42:0.650512329475016 43:0.4159853124604821 44:0.4388105051135321 45:0.7220234386581857 46:0.1138057162471335 47:-0.03424938297002516 48:-0.07969053801157497 49:0.3254046633495314 50:-0.3942213104682352 51:-0.01106222623686357 52:-0.2702907363789206 53:-0.3679236897308733 54:-0.3073337024597891 55:0.174350696206067 56:-0.2654212352159651 57:0.9551295927397614 58:0.009783147880078983 59:0.1666088087338925 60:-0.142235607154926 61:-0.1478096040010247 62:-0.1021763514860118 63:-0.06587978416288853 64:0.4071406868670392 65:0.3032701369754102 66:-0.5804037492040643 67:0.5527707856500571 68:0.2456405072141631 69:-0.3120540466740276 70:0.03199617693377571 71:-0.2139895709174867 72:-0.006149379443156411 73:-0.3069918140067742 74:-0.2752931087818699 75:0.06350954201857857 76:0.2065515439731045 77:-0.3768217680466883 78:-0.5209588585618325 79:0.2086882445541597 80:-0.8697491760504816 81:0.3501645711994341 82:-0.2945845879073215 83:0.03442613905570878 84:-0.0871931800463131 85:-0.3904832688264017 86:-0.08712974121736933 87:-0.07140515651913629 88:-0.315157347367064 89:0.62779345931276 90:-0.2120441331210612 91:-0.1920273959298044 92:-0.1817359268110477 93:-0.2856673167940706 94:0.644254228161623 95:0.2526943463627968 96:-0.4718926755240138 97:-0.1988943832245604 98:0.1211081389345023 99:-0.1744671795687112 100:-0.3817054086924976 101:0.1044516547900017 102:0.2736601564165383 103:0.7015907063112311 104:-0.6755822482527143 105:0.3435334227714157 106:-0.2007777302439755 107:-0.7774181484321384 108:-0.0180575718620147 109:-0.144398000125895 110:-0.1222313055249703 111:-0.151730849125635 112:-0.7338918400242219 113:0.1801217777346047 114:0.3858477299757177 115:-0.1890378657346607 116:0.2489805370472432 117:0.2444140095504247 118:0.237379673199176 119:0.07991720380607287 120:0.2063690138992679 121:0.02237049259316023 122:-0.6097056775426659 123:-0.0658974786808218 124:-0.3013085111216369 125:-0.3312711781554485 126:-0.3324662350050039 127:-0.1927836214603245 128:0.009657735329840073 129:0.07924527819820287 130:0.1762524424118476 131:-0.0786137795183145 132:0.1782727304136764 133:0.2000172624044638 134:0.5397839448784765 135:0.2720793212053919 136:0.153796756238437 137:-0.2457232698780344 138:-0.7811111684858149 139:-0.2521582646043637 140:0.5553888087881788 141:0.1501013305912789 142:-0.3658413662110497 143:0.1081937445932974 144:-0.1411307754350789 145:-0.1798622683009065 146:-0.02429624576904624 147:-0.3657288080410767 148:0.03709879778432301 149:0.2537507971920937 150:-0.3066691665950893 151:0.0349642096177696 152:-0.4030666414478454 153:0.07274238687306639 154:0.4206790578127177 155:-0.1519766122895322 156:0.01880957749895677 157:0.3253715614074169 158:-0.226738187732401 159:0.09066985103651845 160:0.1441128299213929 161:0.1722108013948207 162:0.8683241755889531 163:0.08044269619391284 164:0.282748882432366 165:-0.3685379193809127 166:0.2340387561404698 167:0.3254770427995462 168:-0.3094738023720359 169:-0.1585168486674563 170:-0.2110338968557622 171:0.7553799809341472 172:-0.3352943773677008 173:-0.1823242803120273 174:-0.09144457087748821 175:0.2434356818761239 176:0.09714860040921236 177:-0.5140745121897117 178:0.2411365359143655 179:0.1701426274503913 180:0.7743358449208193 181:0.08764514458305611 182:-0.6109398907741531 183:0.03086873898911607 184:-0.0876363427427848 185:-0.4331594707251296 186:-0.01296409934755065 187:-0.8703888076500749 188:0.2955938279567498 189:-0.2539688199635612 190:0.1153670510890115 191:-0.09287881649857876 192:-0.1493006196069348 193:0.1615463995271562 194:0.2535135377620126 195:0.1958168412067877 196:-0.005125892603641824 197:0.3560118218720613 198:0.2787403409443667 199:-0.1138677378928063 200:0.03728186999653055
+-1 1:0.3274064950589537 2:-0.03397334934468997 3:0.1108713146936819 4:0.2504939786813399 5:-0.4883621761927163 6:0.1373748679120451 7:-0.008969565772168606 8:0.405101497583272 9:-0.05030686296389411 10:-0.1698884036448004 11:0.4468674582295294 12:0.1543522849139731 13:0.8661326451691334 14:-0.1632714321884205 15:-0.3695751281926424 16:-0.2024435228513038 17:0.7481458948113305 18:0.3703928777978447 19:0.2986953660532559 20:0.4340540319059666 21:0.1498790566542184 22:0.1628602798017291 23:-0.2297514739818176 24:-0.05829232710230395 25:-0.2018500788627008 26:-0.02240015014725555 27:-0.3654299195899858 28:0.4371017887911453 29:0.1921993549886457 30:-0.1750718259915634 31:0.6342645090022927 32:0.01962005664512595 33:0.1479089746825184 34:-0.3742695643876537 35:0.5378045943701775 36:-0.06923087917125105 37:-0.07066090280281258 38:-0.1330533460163491 39:-0.2809786735538342 40:0.08822632758843696 41:0.05767078969046167 42:0.1738484259559788 43:0.7006775408521292 44:0.04406466474420161 45:0.7923726017311665 46:0.418846748889983 47:-0.1370976617593108 48:0.8757654314668446 49:0.3534776488600604 50:0.1469102706368769 51:0.5154342277453026 52:0.1765551824113313 53:0.2831580570579958 54:-0.4423497537172153 55:-0.3946385034507051 56:-0.2439146535064483 57:-0.1261954366422875 58:-0.1898056006203352 59:0.5859605762341982 60:-0.5152868339152619 61:0.2394425690384399 62:0.2487195350627554 63:-0.06713186721413204 64:-0.6850836090615295 65:0.2369166899085474 66:-0.02743774775966637 67:-0.08889814845496233 68:-0.06958332291014652 69:-0.1091551347776667 70:-0.2318264537468775 71:-0.02562895615169825 72:-0.05592156730634018 73:-0.4544124312731892 74:0.2722617779182971 75:0.06986098572101708 76:0.288038716055562 77:0.09441899742492132 78:0.05219269405506392 79:-0.4188108304616359 80:-0.2318545726903765 81:0.2762810869442845 82:-0.833919603475624 83:0.3170761960732358 84:0.02137457221005237 85:-0.6970679334443656 86:0.02758493385156316 87:-0.03854519685542547 88:0.1231603009312078 89:-0.2926956327601513 90:-0.09880842955339995 91:0.3677746985876887 92:-0.5991571295982338 93:0.1387933810613366 94:0.2613914601342476 95:-0.0654158959836733 96:-0.3634491655494944 97:0.4256236893667499 98:0.4826113947924888 99:0.03336439436142469 100:-0.09794628690814387 101:0.3876077087554473 102:-0.905278804457083 103:0.2548869310582695 104:-0.280835714239535 105:0.3111403023008766 106:-0.7961206390176401 107:-0.1686504036645752 108:0.09674271164138849 109:0.2072929821290825 110:-0.005521300299403266 111:-0.1141454144175615 112:-0.3113321289490602 113:0.3887109639820944 114:0.2584802261471529 115:0.3124740956596802 116:0.3321340940875174 117:0.522791874536686 118:-0.3340716792672602 119:-0.3226876007653098 120:0.4464829438599257 121:-0.1399461598520122 122:0.1745035238673013 123:0.5630382805965374 124:-0.1820932058858253 125:0.5771204896898577 126:0.2283840326713765 127:-0.5992756840191394 128:-0.06899040556289954 129:-0.5436620702614244 130:-0.3665446369087711 131:-0.6109715422468395 132:-0.09364410600036127 133:-0.6754008099364952 134:-0.08777194489814394 135:-0.3411347646546011 136:0.09439224039147071 137:-0.2771834043851095 138:0.1169453736233537 139:-0.1013624463035652 140:0.1722614408416183 141:0.06584830716179266 142:0.2929178849761714 143:-0.1802826278012294 144:0.3270171166152934 145:0.4255387550844035 146:-0.1541044578795985 147:-0.1638979961202938 148:0.1176928230996362 149:0.44485455248929 150:0.1740340369300751 151:0.07548841626635477 152:0.5739256107516679 153:-0.70821575186099 154:-0.1793902662212548 155:0.3920758274946485 156:-0.2022334953021739 157:-0.2176362797503748 158:-0.03847585099425692 159:-0.5221933503356349 160:0.7818539913888003 161:-0.6219249889848651 162:0.1652938254382743 163:-0.9038332821077457 164:0.01282497078229514 165:-1 166:0.2037589007161447 167:0.01822622330365922 168:0.2680687686103729 169:-0.8224753429050526 170:-0.1760286420863972 171:0.2350132399240433 172:-0.1988997511252667 173:-0.1434146037846835 174:-0.1215496069464845 175:-0.1733163318499059 176:0.3753583089057638 177:0.3151359165936868 178:-0.2377958744017467 179:-0.1593952657929927 180:0.2560146299133388 181:-0.3054270295636612 182:-0.1873005296811029 183:0.3626030816498647 184:-0.6598485181163265 185:0.2369984607386084 186:-0.2601752450860791 187:0.6847481008531233 188:-0.1695952386757437 189:0.4104536880619677 190:-0.9293792052404346 191:0.7247580619453541 192:-0.1356517811186164 193:0.1132524095678305 194:-0.05754039774830949 195:0.1978188878168884 196:-0.1509966167601657 197:0.1379609012627709 198:0.659056470757281 199:-0.2883443812316742 200:-0.4282413703781389
+1 1:-0.2853909881393214 2:-0.6348809526008355 3:-0.3263890563906465 4:0.4962127304106566 5:0.03769801323023 6:0.27450038136618 7:-0.3051297432337952 8:0.1986583142324801 9:-0.4268070313436108 10:-0.2161006746854766 11:-0.1334372177115975 12:0.1261053531633809 13:-0.2304966781250633 14:0.2579462045646792 15:0.08806575780781054 16:0.1510655205094167 17:0.07552218184195533 18:0.04465383805764866 19:0.391763877989652 20:-0.4778737426939378 21:0.3400299125626902 22:-0.1498389806780628 23:-0.005108039872603495 24:0.5750530875718108 25:0.1750796356791947 26:-0.693022940684188 27:-0.1370604332037257 28:-0.0393427005985276 29:0.447120957255167 30:0.1954978187022763 31:-0.6523324012295747 32:0.2872155202094364 33:-0.1240096603533837 34:0.121974657729478 35:-0.2869686162436399 36:0.07962937738413946 37:0.3100059048083493 38:-0.06497248881120936 39:0.6290584745227232 40:0.2841572454627511 41:-0.0461020943146512 42:0.406054964119654 43:-0.06442290537615117 44:-0.2466038192086931 45:0.2686636673880348 46:0.09425400823085088 47:0.7803651798886487 48:0.1897669492476713 49:-0.1889940939365291 50:0.230018441014574 51:-0.6988878614817106 52:0.02110406216258923 53:0.4697918404042908 54:-0.09526555009785398 55:0.05432883334289555 56:-0.3535872956291204 57:-0.382549925482369 58:0.08516088141552364 59:0.2485562244450185 60:0.1774009938597172 61:0.3512956666208817 62:-0.2552618591904365 63:-0.3615348752259742 64:-0.09977767453345791 65:0.4685423177832912 66:-0.03555046418753194 67:0.8836027995830158 68:-0.1253834341452576 69:-0.05043635485815491 70:-0.03688324383491223 71:-0.0454494940740057 72:0.01314654905699442 73:0.5716041145499668 74:0.1753271500718113 75:-0.5728095592308154 76:0.2165219426846715 77:-0.3993419286704607 78:-0.1633978199164542 79:-0.4805385673066335 80:-0.5349904177143004 81:0.2630231365814851 82:-0.2992030000141312 83:-0.1271348575210947 84:-0.4384625556854412 85:-0.3157157159618652 86:0.3419597963040859 87:0.6364118038215895 88:-0.2472901083936361 89:-0.2820075525672494 90:-0.1283702317101943 91:-0.07611493323607274 92:-0.01697619395566233 93:0.1784481059674904 94:0.1362481609345496 95:0.4678658009435216 96:0.121673193463402 97:0.1666414076174814 98:-0.301488151007784 99:-0.1692292161107477 100:-0.05655603042316948 101:-0.2834818907983132 102:0.1720396600262276 103:0.4651468674240705 104:-0.03483002320174453 105:0.5734657868477775 106:-0.2806282056782204 107:-0.500736675016366 108:-0.2004689398451744 109:0.01561590714897605 110:-0.2037898801208534 111:-0.07531296999017797 112:0.1288702728712301 113:-0.01706292020750681 114:-0.5584256620435161 115:-0.23433538605313 116:0.694430078363406 117:-0.07912320383781718 118:-0.5473984155585194 119:-0.3227304331438809 120:0.1483701210897082 121:0.1710978268589717 122:-0.1747628893312253 123:-0.8114004322964136 124:-0.4323616134314331 125:0.2487938002676564 126:0.3009426954189166 127:0.04774509625736423 128:-0.2782283126201152 129:-0.7244878138705307 130:0.2960708408198424 131:-0.3529970343251127 132:-0.2361249089173422 133:0.6726955703209149 134:0.06951096852757041 135:-0.1425070510457782 136:0.08113081450517448 137:0.3298752506051912 138:0.2972889023382093 139:-0.01332433424795447 140:-0.6551638685380511 141:0.1734494831877321 142:-0.1424576192338095 143:-0.5943093951840641 144:-0.4435653178455299 145:-0.3448472489006534 146:-0.2205029158373222 147:0.09045698758810275 148:-0.04118014213408266 149:-0.07746189418109586 150:0.2341976974296729 151:0.2055416715315515 152:-0.5090076727099485 153:-0.3006303620025399 154:0.3383178300345101 155:0.1194381789125714 156:0.1892350500437711 157:-0.2042656271764816 158:0.1171718479313026 159:0.3665876094558023 160:-0.629897928305109 161:-0.1265010795983649 162:0.6647145442055239 163:0.3226330225669958 164:0.1792199273889746 165:-0.5225855922478696 166:0.4001868820564454 167:0.05822806625467072 168:-0.005652310650483147 169:0.02598562960025685 170:-0.08414641980898374 171:0.2239127745276469 172:0.1760299421193056 173:0.05173465282666005 174:0.07609225635574608 175:0.6598504452344576 176:0.0151388857868566 177:-0.01043195719482584 178:0.2986726939068098 179:-0.09747376407224485 180:0.1434855494698173 181:-0.01312077983437343 182:0.01223335727757514 183:-0.05710352022168436 184:-0.02358111324687012 185:0.2647910704359848 186:0.1860890424683938 187:0.7127019833688734 188:-0.08496952534772054 189:-0.09685303563027593 190:-0.5072722909231058 191:-0.2079708986381768 192:-0.2104840412137468 193:-1 194:0.09078137100055293 195:-0.1273978904792013 196:0.2256703038963812 197:0.1541174741813418 198:-0.1875277692584959 199:0.5360426509068084 200:-0.6940613868821577
+-1 1:0.1765002547158227 2:0.3308844451804618 3:0.07245311053776482 4:0.2456684076734828 5:0.3915509304890775 6:-0.7179204681829287 7:-0.08865975554365992 8:0.160205871798862 9:-0.1197182364673165 10:-0.09454476159318696 11:0.5386419961954595 12:0.6006948033334741 13:-0.2712184123363346 14:0.04933923960127298 15:0.05147525342197427 16:-0.03842571073341672 17:-0.4077084924928687 18:0.7158857676363628 19:-0.09655247257981983 20:0.0703862463513809 21:0.09028831474066273 22:-0.04828011396874898 23:0.1469713357375625 24:0.4924056324043762 25:0.2248904341662828 26:-0.1596461013571553 27:0.4054936908274638 28:-0.01844943975373006 29:-0.04024251160946116 30:-0.2200230301132735 31:0.07361905024623457 32:0.3409869165098579 33:-0.02982082019485285 34:0.06494157062925671 35:0.1913548832553539 36:-0.1596638850270858 37:0.381557488985429 38:-0.08050549814272395 39:0.05964703896244699 40:-0.3524755694985415 41:-0.3138858863929157 42:-0.2806265605856758 43:0.1847169162682433 44:-0.01351325369109847 45:-0.2387250334880869 46:-0.1069782803179838 47:0.1150575453278431 48:-0.3438685602715623 49:-0.2402082370336597 50:-0.1826626031721999 51:0.1510596805334508 52:-0.06462206053022614 53:0.2767313834375126 54:-0.1260017531924154 55:-0.2625147845387301 56:0.236129555901965 57:-0.4055917165163446 58:0.1999443145585029 59:0.3957969804259356 60:-0.005007250638142835 61:-0.03106118043139449 62:-0.2946057044213693 63:-0.421551482590369 64:-0.6744714941804625 65:0.6891256785548933 66:0.08537982475801736 67:-0.3601100772575738 68:-0.02353537480188841 69:-0.4092005154259846 70:-0.0961384919656233 71:0.3885656507637353 72:-0.5951588247223933 73:0.3598732397156766 74:-0.2104867605845422 75:-0.3355682775902515 76:0.4800896504896236 77:-0.14190081876323 78:0.2150981974277845 79:0.04792472639935301 80:0.04354827236386058 81:0.3739009268575239 82:-0.2723576203585016 83:-0.02250448783420668 84:0.3344731912323206 85:-0.2225021560410856 86:0.004368262341897064 87:0.1481513949818679 88:-0.05080773755548315 89:0.01122851546957974 90:0.411361167444352 91:-0.08772807805253049 92:0.2697972882531918 93:-0.4343517449935928 94:0.4196655582349312 95:-0.06999628941054178 96:-0.05780854120515254 97:-0.0813559512703583 98:-0.03233909239692809 99:-0.2455881276150349 100:-0.03531380025810955 101:0.6245050310414362 102:0.1477793492008007 103:-0.01559379640333627 104:-0.5378386550494119 105:-0.1545037200382654 106:-0.646092704277658 107:-0.08044100924240304 108:0.01344204187444689 109:0.3370690541122421 110:-0.04832116260777582 111:-0.2291815152960634 112:-0.06587432101117326 113:-0.3952337776689229 114:-0.3651277758939415 115:-0.1305544508210504 116:-0.06663399950564841 117:0.1764146930071849 118:0.2585426272052003 119:-0.02465790906099102 120:0.2925582179231399 121:-0.06432584334586723 122:-0.2102678293796152 123:-0.2381094478860505 124:0.4010571572423517 125:0.4089317975601185 126:0.792572194015072 127:-0.06057745235097139 128:0.3884981365636481 129:0.0001148359643846075 130:0.1715632061333499 131:0.2440056492062555 132:-0.08349566165489516 133:0.2266110235791993 134:0.02114857581011134 135:0.6595143749239313 136:-0.5124119174108791 137:-0.1036579577663234 138:0.4381620773104241 139:0.3260010548882968 140:-0.1102545021820389 141:0.6247266312723031 142:-0.1650335030719565 143:-0.1273421551259706 144:0.3931370576307953 145:0.3119727941597095 146:0.2719608495828673 147:-0.1123707677906626 148:0.5841595106003541 149:0.4596330873391427 150:0.3056992375681988 151:0.6105874268796763 152:-0.04814085519003605 153:0.2657459753795637 154:-0.05760096932623505 155:0.02093948542755242 156:0.228796239082886 157:0.1118358956821364 158:0.287680279311083 159:-0.1292322987837465 160:0.09151276618687129 161:0.6534891336211277 162:0.3069668548119122 163:-0.05245000013834793 164:0.2032240753222985 165:-0.07477551791589046 166:0.4370788195501171 167:-0.5093682706529175 168:-0.006119189146822981 169:-0.6168738225513384 170:-0.02606927781164942 171:-0.4460437855053887 172:0.4690806986507617 173:0.4320644930648863 174:0.4145415227708068 175:0.4241865847632315 176:0.220624865412048 177:-0.3604028778351774 178:0.6695991998180327 179:-0.4618895786517919 180:0.253389087491761 181:-0.4161792008604851 182:0.1443534011419695 183:0.2865176915337484 184:-0.1136627216567268 185:-0.3021931820987283 186:-0.4070138499399047 187:-0.4777857340364119 188:0.0026950582555949 189:0.1164823576982215 190:0.09257679666291393 191:-0.05229133123314936 192:-0.09748104703558907 193:0.04204073867966564 194:-0.1143006011736655 195:0.032583495510701 196:-0.1665761118474426 197:0.05109720673419836 198:-0.4824037707745976 199:-0.1510067190803222 200:-0.6318315351994916
+-1 1:0.1982533217270764 2:0.4750149068274854 3:-0.1540325646405932 4:0.4747466595116388 5:-0.02944910935516026 6:0.102039442604832 7:0.08066159635383649 8:0.01333377801538087 9:-0.2455923823273373 10:-0.3060493080587268 11:-0.05094034121178032 12:0.3168166311899628 13:-0.3870172925055358 14:-0.06762678938712383 15:-0.0463185620918438 16:-0.1196858072052963 17:0.4362871412961533 18:0.1569726551532151 19:0.07571825315553607 20:-0.5947279612694232 21:0.6794062511858754 22:0.1643973536869272 23:0.1397614344589413 24:-0.6230349783616832 25:-0.2436067649071823 26:-0.4803276717405489 27:0.4068723903378609 28:-0.2839813578251456 29:-0.6710172556401471 30:-0.7090158615183041 31:-0.1609974095785558 32:0.01472347846468593 33:0.2341204705833714 34:-0.04912162571501103 35:-0.1120435182723971 36:0.1092775869180132 37:-0.329365136266597 38:-0.03892760226357167 39:0.334880267510949 40:0.1150150306856349 41:0.542528065308428 42:-0.5897782014609088 43:0.09851556210029852 44:-0.08695676782785451 45:0.9999999999999999 46:0.2164398913074452 47:0.02874326565598702 48:-0.2393979820608322 49:0.2714865942155289 50:0.1617886592771512 51:0.4261136285232282 52:-0.257806667947984 53:0.3521392403849399 54:-0.6022052476012135 55:0.1652333029666627 56:-0.8827739878733654 57:0.4864831278656276 58:-0.5146427819223135 59:0.64927042184207 60:-0.5357038593832053 61:0.4381558068055045 62:-0.434192905153291 63:0.09252103391054206 64:0.1419594398373476 65:-0.02001271786563343 66:0.3359992228722701 67:0.5276588067527656 68:0.01875936591868252 69:0.3282053931665329 70:-0.05854797311156899 71:0.05596641556025513 72:-0.5536312527931267 73:0.1181800460262449 74:0.137185819388343 75:-0.3064833699306558 76:0.2695698498416363 77:0.2715333863053337 78:0.4761917158383822 79:-0.3995655206234214 80:-0.3482379432696874 81:0.6487164790635267 82:0.1483784754988594 83:0.3749644567901347 84:0.1250520090656209 85:-0.4025079089364331 86:0.1722657397450906 87:-0.3125011494656612 88:-0.4610556719169385 89:-0.04323201446088348 90:-0.6857222198134317 91:0.05748116067973644 92:0.6989735805945906 93:0.4739575851674852 94:0.2725584253468455 95:0.7302764570494948 96:-0.1204865014072131 97:0.5127714641757659 98:0.3181111175044992 99:0.6795422286219702 100:-0.007313587173525773 101:0.4951304466812828 102:0.2651494825332383 103:0.0631038770852289 104:-0.07700856513242157 105:0.5948018553631719 106:0.1070428716890463 107:0.2537060661567209 108:-0.02326127823313771 109:0.345106232039585 110:0.3516156589088152 111:-0.0695396881811009 112:-0.3911368450756718 113:0.394151141546736 114:-0.2371925104991569 115:0.03492395644453646 116:0.5646938397202004 117:0.01365959122276258 118:-0.7050839307496302 119:-0.001175803988062496 120:-0.3300484098470322 121:-0.2292978012872146 122:0.3286977273906775 123:-0.2648235582019912 124:0.2393848492650205 125:0.06860466762297882 126:0.06372887376912675 127:-0.0315233935343495 128:-0.3015648141873067 129:-0.5438947183643975 130:0.3219480933551619 131:-0.08450766744250643 132:0.3332800996440665 133:0.307901534391638 134:0.3074974916453083 135:0.2548556376541099 136:-0.4114333588215058 137:-0.131152621797082 138:0.1400763203659323 139:-0.2247699383925668 140:-0.2008626626557991 141:0.3490633795005074 142:0.05988931528856636 143:-0.2122447958620667 144:0.1144917796419433 145:-0.4121375116746135 146:0.2101694836934754 147:0.5611014511488671 148:-0.04444876357362643 149:0.1624267366339546 150:0.5862732400624664 151:0.3007922218127314 152:-0.0866619706506348 153:0.1193184471620966 154:0.24163061160833 155:0.7268139462031187 156:-0.02750221546778465 157:0.3405311828516637 158:0.2215097687737387 159:-0.06299176044159838 160:0.01375988238285776 161:-0.4675220365730611 162:-0.0008237663604655776 163:0.147954014907268 164:0.331492784651519 165:0.264514522845699 166:0.1546494820193147 167:-0.08621395743073082 168:-0.1790308649536233 169:-0.116594721188737 170:-0.03213322390786258 171:0.1674242680231666 172:0.2487194603263055 173:-0.2810682110796649 174:0.07230502835319635 175:0.1013714881622766 176:0.2829465218284319 177:-0.3171724325074385 178:-0.8222988788666663 179:0.02428783818074758 180:0.7201849467950152 181:0.3889798719782492 182:0.1993355942422579 183:0.04683922736121528 184:0.4177736734457648 185:-0.03700458524905761 186:0.01265625954501017 187:0.3400912815436156 188:0.3194123702617498 189:-0.1525890996666206 190:-0.1681980030549297 191:-0.07572021292054584 192:0.5465127817924398 193:0.04739210322296226 194:-0.363853233671052 195:0.2709788477779533 196:-0.5728578283309399 197:0.01850822987438814 198:0.2718816790891367 199:-0.7336253325995096 200:0.1891297331115943
+1 1:0.4497388817582922 2:0.4979020456170329 3:-0.2309552458502217 4:-0.3426201369296001 5:0.2329873631385318 6:-0.3391317186680928 7:-0.1582702041096682 8:-0.1666278405082492 9:0.1695560234557572 10:0.1079792858042488 11:-0.2250047350175365 12:0.2518520068993161 13:-0.3660582040304478 14:-0.3115629476982423 15:-0.8597297417124328 16:-0.001450387435192333 17:-0.6151802656926822 18:0.4812199191041456 19:-0.1076231886085948 20:-0.1704038807693312 21:-0.5451797809285824 22:-0.2599126788076341 23:-0.1995200351699679 24:0.3609456148890496 25:0.2037389297162937 26:-0.4992900368711655 27:0.3351989830295989 28:0.486577643954583 29:-0.07431860015699089 30:-0.1405604704002488 31:0.5650995044237581 32:0.1231547053793678 33:-0.3365551182083444 34:0.2295721508209175 35:0.5773220169980472 36:-0.02356151118131383 37:0.2097607799832625 38:-0.7448458574267142 39:-0.1506186796611268 40:0.6533472598242696 41:-0.2122860142419284 42:0.4101547308939463 43:-0.1474582203904113 44:0.1413172151998556 45:0.1347000835582727 46:-0.2909931549204767 47:0.004584094389213984 48:0.2987084441993033 49:0.2940514572379578 50:-0.1713009498265463 51:0.2925200552391823 52:-0.3128881397627167 53:0.6462624476206937 54:-0.06880310313797686 55:-0.1872677198697204 56:-0.4942322384308622 57:0.2790527132156282 58:0.336676818854469 59:-0.01568536845962515 60:0.03576825947603196 61:-0.1000633379793242 62:-0.2552311254447178 63:0.519259108970425 64:0.1996509988274266 65:0.09243107243453946 66:-0.5447960293956493 67:-0.1748855419029965 68:-0.3677680907070612 69:0.007175151600915183 70:-0.3022621409820803 71:-0.5703669697434965 72:-0.3082667392806391 73:-0.263813902274439 74:0.1256559205197196 75:0.004984329557731856 76:0.5902962420089068 77:-0.5119991049598296 78:0.6958931479055968 79:0.09834043157589376 80:-0.3660049731739943 81:0.2430837402365918 82:-0.2265438693113051 83:0.05795741934216216 84:-0.3293590873863498 85:-0.03084066642091002 86:-0.4928716152012523 87:0.3501879408623551 88:-0.03318867213608803 89:-0.4103346749752479 90:0.002903301328018658 91:-0.04884510182508081 92:-0.3493748789920785 93:-0.4844395359685199 94:0.3922756801304298 95:-0.2388179781913733 96:0.1785200230506372 97:0.2743454528490289 98:-0.03417452446000824 99:-0.2568938761413636 100:0.03524225046341711 101:-0.09949562127737009 102:-0.2329567984210421 103:0.09569504782335825 104:-0.4359310510626255 105:-0.01231608818893015 106:0.5040699691614986 107:0.02291247014876704 108:-0.5460307911332098 109:-0.1913098285179303 110:0.2985141788594561 111:-0.4117890449637993 112:-0.192375723720411 113:-0.04094701298335337 114:-0.1818702050175182 115:0.1257159200523035 116:0.1293521709106428 117:0.5026829884296924 118:-0.3605674635516097 119:0.0203791051214337 120:-0.03752405893836834 121:-0.6448859539887155 122:0.2079054270255884 123:0.6738848940170088 124:0.3955856291750162 125:0.1691962322489601 126:0.3341837624108402 127:-0.3367944923462793 128:-0.3720559763468887 129:-0.7836361600932722 130:0.6617767216256678 131:-0.2923489993081644 132:0.3606533780713351 133:-0.6021838025686015 134:-0.1742613734460945 135:-0.02088910111279721 136:0.2152793309585137 137:-0.411146489990212 138:0.2768479623292977 139:-0.1165120061785171 140:0.03256562811123595 141:-0.2348074412219001 142:-0.1167034041579651 143:0.04951642780207074 144:-0.4961820400218374 145:0.1501056271420217 146:-0.1997218093927552 147:-0.09190237925720321 148:0.127810172259864 149:0.04071341757075644 150:-0.3032674233980833 151:0.2446389566463525 152:0.3789029505288676 153:0.318889312571685 154:0.7784594895684375 155:0.4395798575178329 156:-0.4277032117637583 157:0.5162103292486906 158:-0.1551264553024837 159:0.719952479027626 160:-0.03505496093742694 161:-0.1175002417305253 162:-0.3678895819495321 163:0.4723210318112671 164:-0.07562445169486381 165:0.3482532391518377 166:0.007152610986866759 167:0.2859112335824696 168:0.2498292317746212 169:-0.5108851579725822 170:0.7375405972177157 171:-0.3336093296035124 172:-1 173:-0.07084044381941219 174:-0.1659601565282329 175:0.2418583237145808 176:0.5757028181234165 177:-0.3169306591784892 178:-0.5181519106291723 179:-0.3649080581268392 180:0.1348238840971741 181:-0.00874753123974889 182:0.03087758690560753 183:-0.3130221649508765 184:-0.3883422989114768 185:-0.150639038944845 186:0.2515018762373959 187:0.5170961862529397 188:-0.6797989188043245 189:-0.3402686223050654 190:0.3656659631511924 191:-0.2682887585648948 192:0.3170458156539167 193:-0.07239396738844506 194:0.2125120668504486 195:0.6380099086994895 196:-0.09887775798131926 197:-0.1081380008778122 198:-0.302351814481662 199:0.03385923757677949 200:-0.4146661826573611
+1 1:0.2248551594173867 2:0.550287080780176 3:0.1381017833528988 4:-0.0621183579159072 5:0.06268214155723831 6:-0.6102181036833795 7:-0.3571321694787027 8:0.01483021833883849 9:-0.01463659645480209 10:0.5242215989701378 11:-0.4134795880223253 12:-0.06009822592613762 13:0.05502549795149249 14:-0.3129896984288096 15:-0.3462275785468197 16:-0.6023353840544827 17:-0.576084793238359 18:-0.1938836099393673 19:0.231381794842106 20:-0.04882166979217603 21:-0.0397141041114395 22:0.1190972927084159 23:0.1397141617587223 24:-0.08650805811015595 25:0.01134581624967932 26:-0.2982689629651988 27:-0.1667284375554586 28:-0.1831870355879757 29:0.02623325105849724 30:-0.3862854562278487 31:0.3570991878016098 32:0.3746332846262828 33:0.2587925668057496 34:-0.1824158201265057 35:0.4118850783493287 36:0.5553170525359075 37:-0.3911751430309733 38:0.05790619453732117 39:-0.2583121014757025 40:0.6754714224463324 41:0.2707631707949905 42:0.2115832920628618 43:0.3680542730575722 44:0.3029901002674283 45:-0.09340756740963602 46:0.330687195765757 47:0.272168537259114 48:0.06845294506173033 49:0.02822162464046807 50:-0.06218160624195954 51:-0.06012912169519087 52:0.08566528525997719 53:0.2857921407392467 54:0.05231888459127386 55:0.02926838032574264 56:0.4578547119120916 57:-0.6423009092417821 58:0.487674610966314 59:0.008730622394074794 60:-0.1235931819985269 61:0.05740305369844667 62:0.5430719136074211 63:0.3304562851061728 64:-0.43852191918938 65:0.1456526191663025 66:0.02229506556452068 67:-0.2228244403015109 68:-0.3130663629268433 69:-0.2928230444242298 70:0.4335664143377203 71:-0.1875630086068182 72:-0.04675269233258199 73:0.4522907716623761 74:0.08595615347408744 75:0.344182329268877 76:0.7222652378561579 77:-0.526112227566303 78:-0.422752069704189 79:-0.2854125469019528 80:-0.3369293616947263 81:0.2268797592345044 82:-0.2555767779078305 83:0.2515000653618322 84:-0.4277684867937782 85:0.2859267794298562 86:-0.09280783131470752 87:0.06501395874783936 88:-0.5318026908581095 89:-0.4694541554648116 90:-0.5315329054430726 91:0.5077889914300886 92:-0.2615602988633203 93:-0.2700144674851955 94:0.3993566865947492 95:-0.1703589459441111 96:0.1654455042990738 97:-0.3422784900734794 98:0.1400220904027092 99:-0.4918583549478499 100:-0.1283445721842323 101:-0.3281565353981186 102:0.5255470215052297 103:0.6212624784637553 104:0.3895940963299288 105:0.310757469939289 106:0.4266278940390358 107:0.5697039033759522 108:-0.4968484448219886 109:-0.2362732709253709 110:-0.113902752759056 111:0.03525973641982832 112:-0.06848336274456146 113:-0.2953092019748921 114:-0.3084377561925105 115:0.1505000783264577 116:0.6143172766411953 117:0.3868911611678307 118:-0.001966744099675011 119:0.03981279817785124 120:0.338034764007509 121:-0.04494139362736882 122:-0.04326561636091365 123:-0.3920087898736901 124:-0.3328919111162011 125:0.3573347125240796 126:0.3647415997804814 127:0.1638973448202902 128:0.226393982459799 129:0.2345978341650202 130:-0.1020727586058317 131:-0.4672631577407215 132:-0.635775748076937 133:0.4272105880028614 134:0.25643805787517 135:-0.1532260186773636 136:-0.09294643215227283 137:-0.2796286821984365 138:0.09717650407044998 139:-0.1848561480545894 140:-0.3643262105829742 141:-0.1588377348803154 142:0.3084296987094648 143:0.1064057145413473 144:-0.223799168767235 145:0.231443986611581 146:-0.5605768086446425 147:-0.1293377057851098 148:0.4137308602002403 149:0.02167636850922686 150:-0.2162588174162838 151:0.366660140662829 152:-0.02242223948519714 153:0.1563994616529485 154:-0.6935728697181641 155:-0.2560372607105441 156:-0.2351039197714673 157:-0.2691501370429028 158:0.6603416382277744 159:0.3927674223665303 160:0.2321828018172956 161:0.05292749820361622 162:0.5991094882046132 163:-0.07636617441077725 164:0.08929985889478875 165:-0.271231544787281 166:-0.007230217635761135 167:-0.1851686029617349 168:-0.1482798711091301 169:-0.5338218093783524 170:-0.3243137783532107 171:0.6011891691945036 172:-0.3127991296335362 173:0.4038986030951368 174:0.3026137890728829 175:-0.3050562172343525 176:-0.003260024667966765 177:-0.72791052187248 178:-0.2153803467659524 179:0.5398711252496049 180:0.06833220259718993 181:-0.08965682084320564 182:0.1235718785209942 183:0.3732263507943518 184:-0.4532221111226542 185:-0.4958242454817549 186:-0.2611370679592966 187:-0.411319672003132 188:0.3371255776878511 189:0.2460913791582086 190:-0.1940937546274125 191:0.1548248085427038 192:0.3759817291279132 193:-0.1084918615041758 194:0.30298830126113 195:0.3591821157589214 196:0.09688573769812438 197:-0.1456740868827986 198:0.3105926361803982 199:0.2007301779762319 200:-0.1622676959246867
+1 1:0.3219874551266166 2:-0.2268253753898396 3:-0.0320693884444869 4:-0.3055205559831973 5:0.7523381103783452 6:-0.1108214639667636 7:0.02889277549632543 8:-0.5948245586931996 9:0.06677063234801967 10:-0.07952258976569862 11:0.4637643247972805 12:0.8859132330843935 13:0.2943094263237319 14:-0.2631818876034159 15:-0.1655378152478361 16:0.1695262404304788 17:-0.2237823740697358 18:-0.2178929403518398 19:0.2513008694455358 20:-0.577209889965705 21:-0.177003446520002 22:0.1444859331376485 23:-0.207006717578129 24:-0.1461835713115438 25:0.3055484672423541 26:-0.4873206371408718 27:-0.6367408213411314 28:0.3361731957802603 29:0.3562141914705861 30:0.1717004023652159 31:0.242644145718626 32:-0.2339718728147381 33:-0.3915776349212698 34:-0.3965656574180808 35:0.2704540940369773 36:-0.02886154288360701 37:0.2157918941406664 38:0.6053902588768327 39:0.3191265804457775 40:-0.6615242930760216 41:0.009733615223735857 42:0.05539641369782156 43:0.3770688040932042 44:-0.1691865739025468 45:0.3759965241828361 46:0.7444782243677435 47:0.1664082971604552 48:0.2720783241160539 49:-0.01816825138965329 50:0.3300293829399167 51:0.3346582404730046 52:-0.6173357114057521 53:-0.06331553577530163 54:0.6803102327756713 55:0.09048233477321432 56:0.2558893260247819 57:0.4768830966625764 58:-0.01886915664590753 59:0.5803969508169136 60:-0.4783729077893229 61:-0.2174002172829006 62:0.6106359965213151 63:-0.05987836907749756 64:-0.3420629237479825 65:0.2903825424589545 66:-0.8826393752994585 67:0.3549778648055718 68:-0.2494673954471058 69:-0.225276655037306 70:-0.006908385648183135 71:0.2616303776042306 72:0.6336778556586792 73:0.2374100376863212 74:0.1431615767732038 75:-0.2575703542762791 76:0.0606066794654717 77:0.09799961773016014 78:-0.2423277595495626 79:0.08718569098801246 80:-0.04801267045776856 81:0.2942223463402087 82:-0.01526721797521861 83:-0.15807499355298 84:0.2402387877363727 85:-0.09631355341499301 86:0.05681606127782174 87:0.2918196461003616 88:0.3120903861239796 89:-0.9674946422903766 90:0.07804398656549821 91:0.002395616559546412 92:-0.5898171625213962 93:0.09007534779561155 94:0.02717789362704083 95:0.4580151054704821 96:0.04504544235899502 97:0.3266500416557391 98:-0.2833961022917468 99:-0.03527317531968083 100:-0.02065571610876203 101:-0.05641021335541592 102:-0.8008320144133451 103:0.2678424825463693 104:-0.2424694579935575 105:0.2027566229315872 106:-0.4173191087442431 107:-0.2929092269518256 108:-0.03940950365125437 109:-0.04986352059313505 110:0.04829446862781347 111:0.2875733274330739 112:0.3294258863139745 113:-0.02723064802448424 114:0.3600391261974525 115:-0.123692709810184 116:-0.066241366164739 117:0.01041592962083976 118:-0.05709549926259848 119:-0.2657935682068279 120:-0.2805608656770937 121:0.6322092372099852 122:-0.5263371180798366 123:0.1184691775595059 124:-0.4426987706977794 125:0.2254047441593649 126:-0.1858469710219339 127:-0.1675403201191281 128:0.3648523230458856 129:-0.5915572355970148 130:-0.1494068031756949 131:0.6826540744452166 132:0.01820235393342013 133:-0.1678137648603947 134:-0.1727136344667941 135:0.205818170248364 136:-0.4845045161652753 137:0.3286327070176884 138:0.3480390358687038 139:-0.5109547829510492 140:0.5791428875891208 141:-0.2401224831787112 142:-0.02014013453521345 143:-0.1553576986825167 144:-0.1056779259536715 145:-0.09521609770395041 146:0.638687924131631 147:0.05353183487072814 148:-0.1045858769429847 149:0.06827653133180842 150:0.3295655348499461 151:0.2435265370054479 152:0.02019969485757066 153:0.1163714586998468 154:-0.1102546918111305 155:0.2988442118420815 156:-0.3108441799000334 157:0.1799183792126731 158:0.1611375885461405 159:0.1354628965788368 160:-0.1010633127506283 161:-0.3035525683123678 162:-0.2019717668423592 163:-0.1258262008845707 164:0.2346998563976116 165:-0.6283407045812305 166:0.02976924260697611 167:0.4155965482686161 168:0.5893750746790533 169:-0.4273567486776894 170:0.5360818578372896 171:0.620678271171468 172:-0.6226717877570284 173:0.3942591687500986 174:0.1607301079969625 175:-0.1792035116797054 176:0.2129822785453676 177:-0.278771257647216 178:-0.4843367657058663 179:-0.08280935622529956 180:0.2751348461899846 181:-0.1537901768164811 182:0.5373788729634545 183:-0.07604680862030361 184:0.06948153745015538 185:-0.09661259922715441 186:-0.4451459929460954 187:0.4813522644081143 188:0.1535099241384371 189:-0.02502580299014794 190:-0.04804205941719951 191:0.179203350120948 192:-0.5109954698359931 193:0.3357651146815598 194:0.4663195954504876 195:-0.2599514985759162 196:-0.2153804635784116 197:-0.09109643469778249 198:0.02899854096492615 199:-0.1696123223541131 200:-0.1640998881823718
+-1 1:0.3206050019809452 2:0.4380386297654707 3:0.2947866817314163 4:-0.04300687722510165 5:0.662877894559161 6:-0.2012216581312013 7:-0.8184190994616465 8:0.001217941046049387 9:-0.1522736802503858 10:0.195418267882783 11:-0.3476987250047551 12:-0.05773647567663726 13:-0.07798000299040399 14:-0.04589758710038896 15:0.549047937864774 16:-0.4040232557226626 17:-0.09001859408105295 18:0.1515825327169106 19:-0.02335941474736067 20:-0.6418544898118217 21:0.3046258842524308 22:0.2312533451668182 23:-0.3529069791293082 24:0.001812248361663861 25:-0.1080383688964868 26:-0.6386507212111369 27:0.008642621278581009 28:-0.1649881396110493 29:0.1886171291673961 30:-0.2006749542891078 31:-0.403117963500887 32:-0.05648768719526362 33:0.04566949993042135 34:-0.05742345952866434 35:0.1468057397880241 36:-0.3677075230928684 37:0.05063782329875721 38:-0.2910008266520717 39:0.6742871125460929 40:-0.1771810181221987 41:0.3494869265752275 42:-0.3706250751969893 43:0.3417923935188215 44:-0.03025633522802228 45:0.03205545963881697 46:0.5115835226512693 47:0.1895585612579935 48:-0.003992423339813055 49:-0.3818852002700032 50:-0.3106861547392448 51:-0.344037297261657 52:0.0390421615003963 53:-0.2670925209412248 54:0.1334322786643963 55:0.105838863189554 56:0.4027250662713605 57:-0.03705000871602658 58:0.00929931981938203 59:0.5220095104036018 60:-0.4550185184049828 61:-0.02283450191896351 62:-0.8382791101952113 63:-0.2805920131404044 64:0.3425984168451939 65:0.6017670130372079 66:-0.115431494413257 67:-0.01680061754461954 68:-0.3233173357885244 69:-0.4211376377554127 70:-0.3851735717223836 71:-0.5412019047768065 72:-0.07239743034538296 73:-0.3075399625848084 74:0.240199782609565 75:0.3364825586003229 76:-0.5269417906260199 77:-0.265046990387663 78:-0.4681478747909301 79:0.00833865537413174 80:-0.06647253334014311 81:0.3073284952803204 82:-0.3116057080993788 83:-0.5329420684524534 84:0.5348836626937291 85:0.3400129398585351 86:0.1670169537101927 87:0.2201172356347824 88:0.09229319879995737 89:-0.2592069063650601 90:0.4015955368900739 91:0.6272148650374141 92:-0.3241990728377637 93:-0.1695992125008987 94:0.5220002301349684 95:0.1782098513893905 96:0.210793811821506 97:0.1986371434282074 98:0.1076811618206411 99:0.03953405146878967 100:0.382449932622564 101:0.1233046724334851 102:0.1137581172548272 103:0.2976587555207371 104:0.2980847995286635 105:0.07781786129869196 106:0.3499385325978462 107:0.2822755203204655 108:-0.1638243044524313 109:0.550244672389874 110:-0.1428124135436432 111:0.08168239973198962 112:0.6298188405955337 113:0.1552830306887142 114:0.01272047840055233 115:-0.2551871475072893 116:0.2693863647553112 117:0.368689498301766 118:0.05659384023622635 119:-0.3262908204543447 120:-0.3439003223276657 121:-0.3578730591650151 122:0.1316273723362082 123:-0.1824735697261974 124:0.1575643909465848 125:0.5179027606371717 126:-0.5350945587249067 127:0.112806897130648 128:0.09838170968986559 129:0.1419888695787844 130:0.05494409792007943 131:0.06131598519801054 132:-0.5501691422452919 133:-0.132052553649995 134:0.6283107035906655 135:-0.4656532187614679 136:-0.2985875542448365 137:-0.1566736460090082 138:-0.3312749254859881 139:-0.07868161193626842 140:0.4187028814519317 141:0.2434917556508301 142:-0.2297295628985375 143:-0.005156149346455835 144:0.2503066605351003 145:0.06404847925516746 146:-0.1791685518658551 147:0.1844960315388515 148:0.5376303243642472 149:0.08846899920130577 150:-0.5252423256404448 151:0.09666806339601224 152:0.8155378545568376 153:-0.09204616825954767 154:-0.2117883048973283 155:0.01802548582664489 156:0.164180574947924 157:-0.3312758004432206 158:0.03335153123285413 159:0.4500538114270666 160:-0.4575549191964745 161:0.2823177116701472 162:0.3229236350363585 163:0.2101151945067134 164:0.1091980286760617 165:0.01609866021225975 166:-0.5894712794288084 167:-0.7497203710810988 168:-0.2028687790819221 169:-0.3256586915788925 170:0.3115420698747551 171:0.131571724346077 172:0.29837377507048 173:0.5459345004252011 174:-0.1494049977088132 175:0.1854957471555324 176:0.1096223331935179 177:-0.4470649817122054 178:-0.6484677364528978 179:-0.1911608121926902 180:-0.2305940555176179 181:-0.06953581059952568 182:-0.1339671404691048 183:-0.3428438888074716 184:0.1036467633871733 185:0.1223379633634171 186:-0.8736388856571936 187:-0.9717923542869829 188:0.175790197931557 189:-0.2000026853437909 190:-0.4519698170922985 191:0.1120078760823523 192:-0.2169754685205635 193:0.6273956540082339 194:-0.1617201884087304 195:0.04739293298200212 196:-0.1784158294786835 197:-0.5729298408298119 198:0.1342560674149432 199:0.3637830851502802 200:-0.3757382402155298
+1 1:0.2713624026003922 2:0.3002536972251597 3:0.2787162742423561 4:0.4750651157271756 5:0.008394284916321725 6:0.1791761703376255 7:-0.1560237151432319 8:0.1926014061476539 9:0.346757755736613 10:-0.01655592138765176 11:0.08125389330363172 12:0.1540122242689045 13:-0.4304381898117529 14:0.01796591220002766 15:0.1667196783002606 16:0.0002140417864982935 17:0.1337682960935626 18:-0.1683495092716142 19:-0.0005967154998444968 20:-0.09728136331720527 21:0.1050816618323993 22:-0.5467359789197661 23:-0.2984818781361821 24:-0.08572844270984283 25:0.6062189291528663 26:-0.5608677509940255 27:-0.1838459159082245 28:-0.1070455572278475 29:0.2338170246091547 30:-0.2569378086530756 31:-0.3906866528451661 32:-0.07151552798551841 33:0.01409953627513372 34:-0.2922333910645646 35:0.1210482540891596 36:0.3988720733927272 37:-0.1702283258097491 38:-0.8713732812479343 39:0.05863972482298999 40:-0.3569395144084004 41:-0.5031694130709383 42:0.1501238881619175 43:-0.3028821748028413 44:0.2312108483018011 45:-0.117113942398734 46:0.04848803496359934 47:0.2241689951477089 48:0.1511584232150471 49:-0.4382949614798742 50:-0.1474470551604309 51:0.1330429464969135 52:-0.4911755111867124 53:-0.02253253867893268 54:-0.2341067004998039 55:0.1074038909712941 56:-0.002333525271082493 57:0.5160902848693326 58:-0.2130348091487187 59:0.4904733771643929 60:0.04726676487311554 61:-0.2646994784583473 62:-0.3182636210884431 63:-0.1775957291785502 64:0.07268808560307588 65:0.1093342513921117 66:-0.0750095741533746 67:-0.2241357427249873 68:-0.04046701624398689 69:-0.2152240000059575 70:-0.363115621351156 71:0.2354577688488322 72:-0.362976610074883 73:-0.2042036719535894 74:-0.05749958246887302 75:0.3445800722721669 76:0.4006710582897379 77:0.4542164081989749 78:0.07030145801329263 79:-0.02490440953007146 80:-0.5200852560911573 81:0.1621511972210624 82:-0.008865533555522567 83:0.1905989975075036 84:0.248266992096789 85:-0.3501233144266889 86:0.2348239368065999 87:-0.03023999349971998 88:0.0154006701027654 89:-0.04628762278460986 90:0.08795196989033191 91:0.3674909643899917 92:-0.4034898912465805 93:0.02530253717285066 94:0.464424042478853 95:-0.02452211005731841 96:-0.4739716700228047 97:0.04308741194857925 98:0.6972573180913701 99:0.1425430319379712 100:0.3977407049119421 101:0.106309312641411 102:0.136717038003286 103:0.06944014699739873 104:0.3545958873823803 105:0.03707987136184555 106:0.22542739111912 107:0.2744537471286006 108:0.1856340375440942 109:0.358340938673659 110:-0.8941726869538196 111:0.1638974777051653 112:0.4570344785212933 113:0.5650226512763167 114:0.1393728093623226 115:-0.1745256956320325 116:-0.1254212336518344 117:0.1409561786927232 118:0.1653133325427776 119:-0.2383098156613837 120:-0.06638300768526546 121:0.7254691783824403 122:0.07065812721320887 123:0.1058014485685885 124:-0.0448626155785718 125:-0.09638763235294473 126:0.3805589660518796 127:0.562470004806641 128:0.5428533427274149 129:0.1554026286119609 130:-0.1800993371258341 131:0.117283429608256 132:-0.1482333797229418 133:0.06614007832430657 134:-0.9308107975057609 135:-0.07402795626599945 136:-0.3025359988995286 137:0.418384389447183 138:0.1654334245525981 139:-0.4190565492431995 140:-0.101983853025578 141:0.01480084394713947 142:-0.3314517669556437 143:-0.4173494243153161 144:0.03718430684054522 145:-0.06752638535163812 146:0.1054026739923298 147:0.4959036415057708 148:0.1149523579099026 149:0.1387486186668037 150:0.2786462214555921 151:0.2251639244894315 152:0.2909246346370621 153:-0.1836599161179362 154:-0.2250984678887216 155:-0.4438364566497635 156:-0.07899179834787948 157:0.412144696271587 158:0.8982695904574237 159:0.06846963304551955 160:0.4331788112985965 161:1 162:0.611520154606791 163:-0.5466223908131116 164:-0.06934833638100329 165:0.5169985653641797 166:0.2630200819988744 167:0.3484796234578075 168:-0.1241074246848485 169:-0.3228577023314343 170:-0.1547570973272512 171:-0.1782044163214506 172:0.1064893615618677 173:-0.002027980381309743 174:-0.07756610004000471 175:0.2772218569812624 176:0.2387860949438887 177:-0.5627401103611892 178:-0.1520444701796861 179:0.009661307961236414 180:0.3004610587746114 181:-0.117920350956254 182:0.1758049143205467 183:0.1435163730174719 184:0.348558808397712 185:-0.4819689896664688 186:-0.2792817733507842 187:-0.04110816524617091 188:0.4225314950590206 189:0.1128879320278902 190:-0.2042250953538585 191:0.009167156567829834 192:-0.08578876941115965 193:0.02133108360409236 194:0.1423273242187388 195:-0.1440718083317354 196:0.1659277168520803 197:-0.5125427408984808 198:0.3575091506744106 199:-0.2601594645543918 200:-0.3290355275218806
+1 1:0.04254661189354587 2:0.4866227386431712 3:-0.01816664972468039 4:-0.05765982952329865 5:0.6421982826675231 6:0.5567719656408562 7:0.2783877394130055 8:-0.02717907211932877 9:0.1412318042524215 10:-0.1750123629313556 11:0.5619135376162249 12:0.1268463710127649 13:0.04372607549932567 14:0.0568350908516343 15:0.006922771545248785 16:0.1177015344386928 17:-0.1548484879350548 18:-0.03056679348449409 19:0.619071028535086 20:-0.1589353609077846 21:0.3219752097438306 22:0.2729884805396011 23:-0.1185883326397813 24:0.5078071213607174 25:-0.5657063402293421 26:0.2853062172944487 27:0.3416196004539729 28:0.3759446085343826 29:0.1834091648173878 30:0.2177701303358914 31:0.1905387680782329 32:0.1474262783175199 33:-0.3847674670064081 34:0.03531065547684684 35:0.2594462609355098 36:-0.2426997116725432 37:0.08466996183708909 38:-0.1917578793604905 39:-0.08233218477800416 40:0.08128851188489652 41:0.08691143461954698 42:0.3077032045515218 43:-0.03714213048639786 44:0.2954177871863626 45:0.3501375723099215 46:-0.6178765985835045 47:0.04850211579174672 48:-0.4635690250153788 49:0.3197643917058647 50:0.0830237553157777 51:-0.1006065284891559 52:0.006136857956352035 53:0.4862765153868292 54:0.392213380173128 55:0.2797438610611952 56:0.3810339055258351 57:0.5408774792154251 58:0.004618814707466413 59:0.186179869674729 60:-0.1235307357358713 61:0.07044183216382117 62:0.3570654347178503 63:0.1953735112871679 64:-0.5469041232465485 65:0.134599703916735 66:-0.3041527631600919 67:-0.03928889098554608 68:0.4951383025343095 69:0.5488558004370474 70:0.2204347309210589 71:0.09509881889656033 72:-0.2337960810384235 73:0.2243705507248706 74:0.1046729457579069 75:0.1328649423145093 76:0.2979619648574269 77:-0.0271990397936903 78:0.4593665816763762 79:0.3338868801392694 80:0.6263072453559029 81:0.4155686250301271 82:0.05464999618373911 83:0.3802078880797302 84:-0.5104163430289368 85:0.241021713153603 86:0.1642007350969899 87:-0.2592048920372704 88:0.09684762925599887 89:-0.175357501714316 90:-0.226876249877178 91:0.14480394370026 92:0.1401948729276915 93:-0.1172490614838031 94:-0.6355444255245603 95:-0.06727562142848356 96:0.254517984154725 97:-0.09497321371997536 98:0.7534627396061325 99:-0.6222576140630025 100:-0.1653412567059576 101:-0.01461101790333406 102:-0.1441247136312105 103:-0.1789299753673032 104:-0.3823583085764843 105:0.2122045613541968 106:0.6477374882546342 107:-0.7630288147541024 108:-0.03118024826128017 109:0.06945076562049556 110:-0.0601573175243242 111:-0.2359354623311264 112:-0.4526423637753055 113:0.22580411953353 114:-0.09143898100808052 115:0.235853103791354 116:0.1984241478459395 117:0.07571729605097928 118:-0.04760108239926916 119:-0.3900254632141741 120:0.3950248924465922 121:0.4242497377360379 122:-0.0562539960318507 123:-0.4955009500925838 124:-0.07837361679519037 125:0.1467484984073029 126:0.6253331080415543 127:-0.5824487116263184 128:0.05035729902925763 129:-0.3940050605095958 130:-0.006825995533525822 131:0.8630736005436986 132:0.1838768582638826 133:-0.3302179898189609 134:0.2695423094662608 135:-0.8123862594502105 136:0.09362160962669688 137:-0.283988118090964 138:-0.7191293325107243 139:0.1503144161815089 140:-0.4347742395085578 141:0.05319649590834419 142:-0.3528465887147545 143:0.03316766789154396 144:-0.5353162810897425 145:0.1071576438878255 146:0.2377255180468293 147:0.3754685098565175 148:-0.3060263534797537 149:0.04374411261007441 150:0.2007549602406109 151:0.2758347140865031 152:-0.03732696531192867 153:0.3930008387581405 154:0.1886835214852826 155:-0.03819297511763206 156:0.653908953764937 157:-0.405102556818358 158:-0.02243876727129346 159:-0.3555695289086777 160:-0.5938428265098487 161:-0.735823149703717 162:0.01139126551401955 163:-0.2950455631039835 164:-0.1755565409629261 165:0.5369060678220781 166:0.05591020933852693 167:0.2609304567721641 168:-0.4676258213883527 169:-0.07103141766907572 170:0.05627455899315678 171:-0.04956257598250953 172:-0.2160705904447907 173:-0.08710771623627953 174:-0.3842979860450473 175:0.1370102793794024 176:0.2007575093657269 177:-0.1182985246908029 178:0.5696118507331637 179:0.2841000938239436 180:-0.08974499678878053 181:-0.05634025760404054 182:-0.2747795338343986 183:0.2178226668300471 184:0.1812421575596831 185:0.05762206705866504 186:0.2436700870768135 187:-0.1059189047181178 188:-0.08610995105937098 189:-0.4173323016476531 190:-0.2330796065048865 191:-0.3556281786842199 192:0.1411624475638516 193:0.2161821233920966 194:0.1446480572176548 195:0.5256061424309462 196:-0.146735304749823 197:0.1340146099143685 198:-0.01520437024925336 199:0.08301774295263439 200:-0.9524290432961876
+1 1:-0.6140037281210082 2:-0.4324095237846949 3:-0.06245277811999417 4:0.2984730157416089 5:0.3247286802253264 6:-0.07675317807331686 7:-0.4072520435773362 8:0.1883220209794613 9:0.08220463235906997 10:-0.5040795874194652 11:0.2041619704607794 12:0.4420295999671588 13:-0.4515588526681385 14:-0.1816507085986109 15:0.04593569664078882 16:-0.1058996884397741 17:0.271090603535376 18:-0.007780055581908633 19:0.1473719509747248 20:-0.1560927046655617 21:0.1169853947230906 22:-0.2827665845760195 23:0.4358758927113956 24:-0.3975166327269862 25:0.2489018055449153 26:-0.4905496699822723 27:0.4168852367499911 28:-0.4041854319228186 29:0.109197354508953 30:-0.4744857316227569 31:0.31322058139659 32:0.2922207169553717 33:-0.5944642446380817 34:0.2008462902768702 35:-0.6995443645443761 36:-0.191588927890315 37:0.2578200248486973 38:0.3286198484488843 39:0.392670055146227 40:-0.08296289189819853 41:-0.1661644119501437 42:0.2319929053889743 43:-0.1843197711494113 44:-0.3666632670209609 45:-0.07390751697136443 46:-0.326450725649881 47:0.1136058379605159 48:0.03574638648478368 49:0.37146289294587 50:0.6218389797261921 51:0.4031010403672888 52:0.2995480242708373 53:0.2598894469887484 54:-0.3731472862977191 55:-0.02303190534156276 56:-0.1312948807937885 57:0.3629760133526604 58:0.1408867862607127 59:0.5062237584828126 60:0.1741879712243212 61:0.2156807895349525 62:-0.4752204907095924 63:-0.05077581187840548 64:-0.1017350832001156 65:-0.2628400406596585 66:-0.7439220472672167 67:-0.4657985609222693 68:0.2650658137382099 69:1 70:-0.4221890384791809 71:-0.09592385002649556 72:0.2281550078978834 73:0.3823907889323855 74:0.2305277499210865 75:-0.4799729762273076 76:-0.003685616821790645 77:-0.1047996617965516 78:-0.341099386551074 79:0.05991594608884404 80:0.7049954530948498 81:-0.03725324017037063 82:0.09369342362638625 83:0.4939962249947227 84:-0.02403142626113407 85:-0.1613293288401848 86:0.1895993738426242 87:-0.01002325887560249 88:-0.1958741145061024 89:-0.3192616711998768 90:-0.1893412048941443 91:0.3166570941574204 92:0.3630212160564955 93:0.1600488811861101 94:0.1199792707358866 95:-0.2947816697610637 96:-0.3172292170243787 97:0.470251282894723 98:0.612787348075589 99:0.3845547083993612 100:0.08346816890846254 101:0.02298001729339386 102:0.5375942450753385 103:0.7970513664913019 104:0.04504433651439337 105:0.01061757005760508 106:-0.3221692628082598 107:-0.6827125616231116 108:0.164162381778428 109:0.01481060010317863 110:-0.3915034238781064 111:-0.3872036550981041 112:-0.1565007471879053 113:0.2236160492414831 114:0.22115377219402 115:0.1141295756856516 116:0.02813819006682949 117:0.2078717305098966 118:0.6327250385460835 119:-0.4755249027965685 120:-0.2401265172908807 121:0.1431036150720129 122:0.2376481204763996 123:0.585818813251576 124:-0.3191334251511609 125:-0.1747241442704814 126:0.6037192182598327 127:-0.09923925476758574 128:-0.2674925540193728 129:-0.4779107837943158 130:-0.1924519371267787 131:-0.06281774664104368 132:-0.05185710252824384 133:-0.2869541333807984 134:-0.3041082194627053 135:0.02902077248090608 136:0.2458667437775563 137:-0.1093437539311265 138:0.3675837232087571 139:-0.1990971263378367 140:-0.2008038954911565 141:0.1123045083560639 142:-0.03914837917129817 143:-0.22195067325534 144:0.3237043473829234 145:0.2453859662065007 146:0.2645223789992348 147:0.2199438011396307 148:-0.1225601919208006 149:-0.06595037388433038 150:0.09224841948101106 151:0.3384503963277232 152:0.09311101105895855 153:-0.05281305178204038 154:0.2632274779263881 155:-0.07887106892654536 156:-0.2832893292583825 157:0.2079757587623309 158:0.02284523741182638 159:0.007669402900073799 160:0.1107294497538754 161:-0.1213884607164309 162:-0.6395617734856458 163:0.1554688995365778 164:0.5844497199944721 165:-0.3252508509813219 166:0.003901749849730199 167:-0.1703496219917076 168:-0.3103396703314054 169:0.05524612927139358 170:0.4627806272858226 171:-0.1024648252742882 172:-0.4911584712240014 173:-0.1461597069558451 174:-0.2305324722468589 175:0.6342188354363671 176:0.2924888467010461 177:-0.3684257687481226 178:-0.2987407689038627 179:0.06191495559356365 180:0.4757007608718462 181:-0.08317429382471003 182:0.4355981848990292 183:0.3406594618006193 184:0.08210528985794142 185:-0.2636460050640928 186:0.0364080683385385 187:0.3741735977141575 188:0.167346523489279 189:-0.4759353444046385 190:0.5535801587441799 191:0.4782953004383507 192:0.1505997539328817 193:0.09273634337655708 194:0.1588682560762283 195:-0.06199490927921614 196:0.4488796432129373 197:-0.4811978412434288 198:-0.07341541223663776 199:-0.219010975959864 200:-0.4348869739453884
+1 1:0.07573962011261139 2:-0.3363332521447214 3:-0.3659099184311502 4:0.0309483402723927 5:0.2605717482787636 6:0.08422576395180889 7:0.07616221885347282 8:0.08509185644248021 9:-0.2659806274623778 10:-0.04227260158745448 11:-0.3256443024673171 12:0.08902673155721284 13:0.08108261607410619 14:-0.7787513318165832 15:-0.2225828530185594 16:-0.1556328313485968 17:-0.6122743353308362 18:0.3562531042012716 19:0.063256379094526 20:0.6944544921990078 21:0.4096301590602757 22:-0.3706978164796845 23:-0.02975982997445598 24:-0.3563700459810261 25:0.6670926547049794 26:-0.5667269316481376 27:0.3059664226314674 28:0.08792766220809667 29:0.1490785623743023 30:-0.253239745578675 31:0.1605183827073872 32:-0.01757013779158968 33:0.7193462518798023 34:0.2732957746200502 35:-0.1400289851646316 36:-0.2925217482247845 37:0.01935541089114741 38:0.3032602447702027 39:0.5952598255334908 40:0.08428830948491703 41:-0.5848495940101626 42:0.2391813202493871 43:-0.2526146172055924 44:-0.1650358616573653 45:0.4649181180896628 46:0.06305389626512922 47:-0.04482282414354522 48:0.4181101359080928 49:0.4098217896966411 50:0.4554714636656153 51:0.972762226365538 52:0.2273197916643396 53:-0.1577330950271137 54:0.2304997545614675 55:-0.223515767072283 56:-0.01522202227944674 57:0.2260816054347705 58:0.4290249297850238 59:0.05447953265086253 60:0.05558246702294439 61:-0.3116753496319708 62:0.2170040879042017 63:0.6712719118082 64:0.4224661421011956 65:0.2753291309536348 66:-0.1241021933193012 67:0.2645591531099257 68:0.2886287943210372 69:-0.08914441861791547 70:0.3086618393470186 71:0.1959865040473404 72:-0.350757685998383 73:-0.1704646537923283 74:0.3307239146793693 75:0.09744353283287785 76:0.3563954983951985 77:0.09626352454591872 78:0.3972946433697417 79:0.4780145672680024 80:-0.1454711528308171 81:0.3409054276658458 82:-0.05317961785920255 83:-0.06493605818854147 84:0.05156544874981032 85:-0.1669228866525941 86:-0.249196377601122 87:0.2397159660608339 88:0.4338119464928381 89:-0.1547164843094647 90:-0.02181213210754472 91:0.1075279378213338 92:0.009771903651463229 93:-0.1406891890187723 94:0.02743131495343522 95:-0.1744013077160546 96:-0.2641182384262655 97:0.896967446243641 98:0.2824298901733335 99:-0.3096063614487305 100:0.01271045644002984 101:-0.04012235072465491 102:0.3332586559830336 103:-0.2069446113834102 104:-0.8089601906748756 105:0.01278089591466285 106:-0.2619589016335203 107:-0.3644794645467263 108:0.1989359332217588 109:-0.4088952153480709 110:0.1565850200583876 111:-0.3861197073112819 112:0.396136824198132 113:0.2548428213045915 114:-0.4177420360452495 115:-0.4413114497929389 116:0.0578539861777795 117:-0.2395163187792554 118:-0.2165779806224906 119:-0.05539286001309973 120:-0.2474009811767425 121:0.01732304304476967 122:-0.1929182551594343 123:-0.1053628512950648 124:-0.6594769570552597 125:0.3572185729815472 126:-0.3320892483226784 127:-0.5319482461018445 128:0.1269234158195744 129:-0.02198455316972247 130:-0.1665016220069711 131:-0.6267827010366585 132:0.3410506601187266 133:0.2701140179199998 134:0.5945245256792433 135:0.1774390712063418 136:0.4536054481170877 137:0.1526838126725501 138:0.2647000710130286 139:-0.498681181292181 140:-0.2679347022267394 141:0.05477641319211176 142:-0.1349473168026355 143:-0.2626353819336182 144:0.7632548341123929 145:0.3078596785111075 146:0.03534542475315029 147:-0.2524951372187105 148:-0.0829736093292238 149:0.3948601914451368 150:0.02477426615049556 151:-0.1048018572160028 152:0.1112550003326895 153:-0.00461252073177195 154:-0.04800133220608829 155:0.1098496872709258 156:-0.1360260081782233 157:0.176694871251815 158:-0.02255267301003001 159:0.08812076718694362 160:0.1075463548369476 161:-0.1413256263064553 162:0.5192365431529405 163:0.2505298182742661 164:0.2999068281838459 165:-0.04146168957999753 166:-0.1512229679722314 167:-0.1441053046192279 168:-0.06000324076424804 169:0.5136264078829769 170:-0.2331406863746768 171:-0.1482475365044313 172:-0.1768241129423726 173:0.6499816383883606 174:-0.1114736256114178 175:0.4152061797196072 176:0.1223203867189433 177:-0.3202385701945801 178:0.1909498854886329 179:0.1357088097551852 180:-0.1421436690748168 181:-0.08112512966372593 182:-1 183:-0.1370946670776055 184:-0.007230057137147794 185:-0.129207370521994 186:0.04956122112259567 187:0.3531901343399835 188:-0.4322478034684127 189:0.5433022932784827 190:-0.2229668780899082 191:0.4692348956482614 192:-0.08173454507848188 193:-0.1048718608420024 194:-0.05542039279496838 195:-0.2675838664774592 196:0.1980780133529111 197:0.7778915788663088 198:-0.01780227711397304 199:0.5378173554343476 200:-0.4031341815099188
+-1 1:-0.1685781039542104 2:-0.05202323469620761 3:-0.139832399133547 4:0.6542045423314079 5:-0.6262116799484891 6:-0.4139267918967832 7:-0.1042973051031707 8:-0.2600094113494881 9:-0.1418393526383444 10:-0.5724572692270065 11:-0.01709646107838666 12:0.4938558559237792 13:-0.1661600887969581 14:0.09708448593683028 15:-0.1586239502631777 16:0.04141732739429389 17:-0.422400674486726 18:-0.5999610503481857 19:0.403003744232369 20:-0.5462188571615524 21:0.5329008367418582 22:-0.5106273463622943 23:0.4816379085485996 24:-0.5521122974135872 25:0.01672495590578785 26:-0.7019404777176188 27:0.6573907980105181 28:-0.1280653630858233 29:0.2604018268166707 30:0.1507976495406908 31:-0.2787328899654574 32:0.2714040056629392 33:0.1290109933283463 34:0.05421047360964243 35:0.4292546744069099 36:0.1894899217157717 37:-0.2290354021749154 38:0.01414459425750105 39:0.04601937316072982 40:0.1720875607933399 41:-0.4069928925598982 42:-0.4341338250920627 43:-0.3134296005707851 44:0.5896100900467637 45:-0.0384102580893118 46:0.3576956141323132 47:-0.3940318767624546 48:0.09963796259511602 49:-0.1988546454654341 50:0.1425444057255792 51:-0.5431855975221416 52:0.02362184003522247 53:-0.3078478536680061 54:0.2640305663047618 55:-0.05575332587004757 56:-0.2612391406726003 57:0.3422912578787518 58:0.4144556632039414 59:0.4413825933614069 60:0.08508103864650654 61:-0.04067301599770613 62:0.4198684995656707 63:-0.2291037639116395 64:-0.3143267909314456 65:-0.09167095845069639 66:-0.3522927047186197 67:-0.1020106657345724 68:-0.2467244662431832 69:0.1567652862786697 70:-0.01532859571932606 71:-0.04523460943786484 72:0.1590163449536089 73:-0.003598177841547711 74:-0.06861092487838558 75:0.3664089553613818 76:0.09186465745680453 77:-0.3435977070340469 78:0.3075872338868898 79:-0.8861057685154909 80:-0.06497858948009699 81:-0.2120441903357189 82:0.03581992123120187 83:0.07318040927293444 84:0.04529042292841581 85:-0.4985270603688837 86:-0.4916759957765323 87:0.02365630369717273 88:0.3878938732394206 89:-0.3531226118821936 90:0.02615873393775238 91:0.5524465342959849 92:0.2140005831274016 93:0.3654114317044213 94:-0.1673890481136485 95:-0.02192332824522278 96:-0.08658159477365221 97:0.4643490114872497 98:0.06407491157936351 99:0.3161235625573267 100:-0.06451249002073299 101:0.09186054842782067 102:-0.1680041072746182 103:-0.1205274624404709 104:-0.2637072683044459 105:0.2539917373930169 106:0.3106121374594343 107:-0.1692188941620888 108:0.4509136554345027 109:0.2412085676896749 110:0.3983154644494082 111:-0.03624115840988214 112:-0.4286457655926093 113:-0.3338663770154963 114:0.5391523786603145 115:0.07790675089615741 116:0.8496694206580842 117:0.04275827606628443 118:-0.5118435360075727 119:0.2057063986444522 120:0.1347501879311614 121:0.00103475619413935 122:0.07916620166768255 123:0.1290377939551747 124:-0.01898460020068359 125:-0.203750581307594 126:0.5271301323902866 127:0.241186985088246 128:0.240339674895502 129:-0.1750758895137221 130:0.1634735439340572 131:0.2632071478329053 132:-0.3650731107366338 133:0.005202327339799626 134:0.5465730713766217 135:-0.01558757090636758 136:0.4142015179956047 137:-0.04069920104435771 138:-0.3784319535831244 139:-0.02229949404483677 140:-0.4923996508115316 141:-0.2140129687895614 142:0.1481236710453507 143:0.3563274814117021 144:0.1272468889699972 145:0.3117876885790366 146:0.6308254143168421 147:0.1696557794416845 148:0.4877523024245531 149:0.3834505506218754 150:0.1237304440020994 151:0.04332278787349944 152:0.3199810822287834 153:0.2344435092872791 154:0.4227759993575059 155:0.02236269068749024 156:0.1487317293420711 157:0.03275904797371297 158:0.06861699235568008 159:0.5373393545685294 160:0.2552216007137328 161:-0.3186543134760969 162:0.1968822700672573 163:-0.4622950879271017 164:0.7526091113924503 165:-0.04711376859610567 166:0.2936135201294096 167:0.6142220066550503 168:-0.112740766838397 169:-0.1479905716742775 170:0.2017340087246005 171:-0.6609194497785791 172:-0.1280449700444102 173:-0.09136511590256371 174:-0.1659383726409582 175:0.1010241502287189 176:0.3251445685797281 177:-0.630241169244663 178:0.1994352260372585 179:0.3119341130352531 180:-0.3724248529958473 181:-0.559805500459952 182:-0.07860022930303864 183:-0.1035475950709613 184:-0.4122992613488325 185:0.02518608465943153 186:-0.09591780912667676 187:-0.2783826191136427 188:0.3285511853755136 189:-0.06825417917739635 190:0.4946054148895416 191:-0.2098192033423028 192:-0.3833487367670384 193:-0.05586488968743628 194:-0.04920342178556447 195:0.1235713828707282 196:0.4653741126461282 197:-0.3440257409755845 198:0.2262021187050437 199:-0.3153694225144257 200:-0.6935480230187694
+1 1:-0.08629111342195585 2:-0.3484977542331134 3:0.1104740048327636 4:-0.1156933377235261 5:-0.2315288088122355 6:0.05101686948537414 7:-0.251548212097062 8:0.04991190434016901 9:0.217553964542136 10:-0.3732727892602544 11:0.07028382609824253 12:0.5146072378265525 13:0.3007305114511171 14:0.03122624081046557 15:-0.1277877155222916 16:-0.3692646713920085 17:0.269052093520199 18:-0.122360854200357 19:-0.334441343001366 20:0.5752779818779994 21:0.1831139778060238 22:-0.1333741374793299 23:0.550283897813945 24:0.4058734715525373 25:0.1339395528674613 26:0.2477551973246572 27:0.2586648125819631 28:0.05403330428160926 29:-0.2040404003007384 30:-0.03629941836269033 31:0.4189253448719697 32:0.1709071911803399 33:-0.06797625217063565 34:-0.1384394600571812 35:0.1921778454012522 36:0.1920386171938402 37:0.001033737129191969 38:0.1248203502172962 39:0.01131769929729431 40:0.4616492122447471 41:1 42:-0.0009995731831170755 43:0.119660208564865 44:0.1117078764790318 45:0.3689231807162601 46:0.6227262918516998 47:-0.4307015547338562 48:0.02711035847579723 49:0.07847274048421177 50:-0.2302055904768953 51:-0.3163588999289664 52:-0.593017995694489 53:0.09346336994674606 54:0.01064206402413741 55:0.2536158525161983 56:0.1547239620063692 57:0.4055625254346767 58:0.4277704013227752 59:0.1744618209738001 60:-0.1748685874929418 61:0.03370290647175556 62:-0.3910711024690307 63:-0.05127131796810853 64:0.04739589276358033 65:-0.1728644770016213 66:-0.3008188979793031 67:0.4784838521110507 68:0.0003204928464706561 69:0.08999651068877498 70:0.1448403110604498 71:0.5853167472543924 72:-0.1191129262530151 73:0.3581638345411189 74:0.4462038581311141 75:0.05950014917782813 76:0.1114848448805635 77:-0.2864947730812172 78:-0.3730294303553897 79:-0.1994954657706348 80:0.2162353588000165 81:0.1851105959667513 82:-0.07969018622038773 83:0.4118668069139929 84:0.541428428874597 85:-0.04434379275119804 86:0.147473098495922 87:0.4658292900482184 88:-0.03232085026720932 89:-0.1024351000156354 90:-0.005971608845955129 91:-0.04445739299319074 92:0.2421658351559015 93:-0.06382436206958671 94:0.1502694177104164 95:0.3768592688052346 96:-0.1737579819294477 97:-0.03475117941238712 98:-0.2688032789809079 99:-0.5389256612745784 100:0.1884765438836856 101:0.1367381778842041 102:0.4907565094618403 103:-0.06809618303011628 104:-0.06413259975524165 105:0.505301177054676 106:-0.1272533524459514 107:-0.2461390610291855 108:0.3690728248897891 109:0.4281338001135167 110:-0.03823386889756966 111:0.07811850674812881 112:-0.5045577061642239 113:-0.1556828011296907 114:-0.3270327338586189 115:0.4854115700853165 116:-0.4581706140198779 117:0.3872055768345228 118:-0.2825483588792917 119:-0.3474042146688086 120:-0.0922611782002736 121:0.3994432966930685 122:0.1836838408113622 123:0.5767508112257577 124:-0.3979810289171858 125:0.2677076589233277 126:0.1405545953255878 127:-0.3953515991946591 128:0.6325336577932684 129:0.05782164641515321 130:0.1994439567629398 131:0.0850760901030186 132:-0.2418500015824472 133:-0.2076975857015027 134:0.3969695024399689 135:0.3523990320257859 136:0.04273103774946851 137:-0.1734900549087544 138:0.009213126211050613 139:-0.3790886134676217 140:-0.7208549792315838 141:-0.571481898273557 142:0.6089601680731875 143:0.4379804636928954 144:-0.6131332512234194 145:-0.5786979494187521 146:-0.0273316914590908 147:-0.09495757625713275 148:0.3055449271300992 149:0.7301067665858494 150:0.3929791233766087 151:-0.2245239746036504 152:0.3186498956441698 153:0.3893039187826479 154:-0.3931740796739068 155:-0.2566376781213376 156:-0.1671795288080909 157:-0.06327021842635597 158:0.2039039764275483 159:-0.1338856898178023 160:-0.2646001822580093 161:-0.6991783181021785 162:0.03430872660256926 163:-0.418737111221915 164:0.3237433650299786 165:-0.104915943418398 166:-0.4235291735675413 167:-0.7780610567153136 168:0.07802686157535099 169:-0.260205380426584 170:-0.2854582000237216 171:0.0776626763515274 172:-0.7395245964296719 173:-0.4259339420770792 174:-0.1594135707853638 175:-0.06481448590464631 176:0.3307667400699839 177:-0.06080463790402735 178:-0.5954041892683561 179:0.5121946680511069 180:0.2591299730361797 181:-0.1810984698118457 182:-0.3013948235647721 183:0.2327947488432656 184:0.02644272410465805 185:-0.6844678909114039 186:-0.2625374076446175 187:-0.06953663770553514 188:-0.05572490265339604 189:0.2040566313662873 190:-0.5446504788163067 191:-0.2350089350267759 192:0.2074728763490429 193:0.1827429142208083 194:0.01067992051813194 195:1 196:0.4366588114063672 197:-0.7220712720549498 198:0.1348845073409934 199:-0.1439221715773828 200:0.03915764781947134
+-1 1:0.2971914373185278 2:0.1367039419267133 3:-0.03926921720281527 4:-0.02350759759877524 5:0.08440917937820919 6:-0.3013679015850932 7:0.5775159760849927 8:-0.6328642220265587 9:0.4753792829445317 10:0.3867030593349519 11:-0.2214151828340889 12:0.3509648867189775 13:0.1125820603145356 14:0.484277942994465 15:-0.00235662495474382 16:0.4204578901222479 17:-0.4171894750270034 18:0.1111018800465944 19:-0.1734965712718166 20:0.6979685953474352 21:0.6214303105674286 22:0.4463290439232317 23:-0.2294122023537516 24:0.4513637461244892 25:0.2578748472902953 26:-0.8525074693351239 27:0.1096362314743984 28:0.1200570945626442 29:0.2559064711522007 30:-0.1985565361618762 31:-0.363356050038041 32:0.4642257769215964 33:0.3468117574992188 34:0.3586400663270878 35:0.723243947707453 36:0.3170532252262341 37:0.3817005224672633 38:0.2197098479755941 39:-0.009998983514180854 40:0.02740806221801385 41:-0.3871986529610982 42:-0.281157274457465 43:-0.1529866328102834 44:0.1369013718355697 45:0.3455985459382568 46:0.4906020176038473 47:-0.1700179756387739 48:0.4135654857706444 49:0.03969318093456819 50:0.06391525960534179 51:-0.4498031760557154 52:-0.4145294370703932 53:0.7159825880922872 54:0.04997176765035054 55:-0.06067663727283541 56:-0.08660219629144529 57:-0.19394918523395 58:0.03421764457756615 59:0.5717777995832958 60:-0.3579422940942136 61:0.3970662173421168 62:0.04688967378368034 63:0.1529403849182792 64:-0.03799177315615439 65:0.305928100563576 66:-0.0899632342297369 67:-0.6558546097625189 68:0.4165641261911244 69:-0.3995574233623506 70:-0.4741030499821042 71:-0.5375735242597077 72:0.6186579159357161 73:0.02669997330749879 74:-0.2509690348317697 75:0.4358503941335392 76:-0.3551562263185672 77:-0.004035151415881497 78:0.1409641837664119 79:-0.09094365915865502 80:0.02642970820064344 81:-0.4331637670151638 82:-0.001084343984442404 83:-0.4872330993894787 84:-0.04770811207000203 85:-0.1368387281410953 86:-0.05961367751637273 87:-0.0504182378448193 88:-0.2785143408362818 89:0.04973949272560921 90:0.07764247580730524 91:-0.1143780221823912 92:-0.2084798400028776 93:-0.07762764117971485 94:-0.7360735493808185 95:-0.06563268681267002 96:-0.1798632894341735 97:0.7310694179417851 98:0.1876555295487449 99:0.134244262353725 100:-0.2898837281446001 101:0.162806135394205 102:0.1577489947325179 103:0.3501178652347373 104:0.09277214489507543 105:-0.1633665922986236 106:0.007694952311287397 107:-0.1457048500335441 108:0.1026208076673516 109:-0.01727453221864135 110:-0.1849539250105185 111:0.08381926403647209 112:-0.287603188524994 113:0.4494485186747421 114:0.04655624145894895 115:-0.5618688608843073 116:0.1754756255218681 117:0.3471047175287638 118:-0.5701617254016454 119:-0.2102556757332759 120:-0.3242778029963805 121:0.04963388301923791 122:-0.2715255613205329 123:0.2809315751709586 124:-0.02907256331348937 125:0.3382326568411473 126:-0.009815404416351316 127:0.271715252951137 128:-0.1469432939833453 129:-0.3929644628100827 130:0.1011103169330393 131:0.2579568204438316 132:0.1848690120603945 133:0.4429127337495257 134:-0.4937267458147053 135:-0.8351617243664139 136:-0.5629899173696762 137:-0.6347519438551202 138:-0.2556878352214423 139:-0.4932402251652933 140:0.6374465354020835 141:0.38750250386285 142:-0.5190417349114272 143:-0.4677029265760029 144:-0.2418404434802205 145:-0.1833563570730008 146:0.3204883227477937 147:-0.08956271293365001 148:0.3122606811120359 149:-0.3061370378779763 150:-0.2500853277528377 151:-0.3069943391598307 152:0.08343444481293673 153:-0.6076268796155503 154:0.2679129568272092 155:0.212908465745414 156:-0.4671417138069364 157:-0.1953382185494748 158:-0.1014415201654393 159:0.04614077709237727 160:0.05873430750226422 161:-0.2831391318213283 162:0.0775716763243644 163:-0.1669369084899226 164:0.07400475673208184 165:-0.6304457275285853 166:-0.3643852714247556 167:-0.07278910762147979 168:0.1989285272386671 169:0.06165105411042654 170:0.3480556330284282 171:-0.1641519844157747 172:0.04873857433722799 173:0.1252046980527287 174:-0.3131982470835095 175:0.03855954195048511 176:0.7355555406402774 177:0.1325129492880776 178:-0.3951610262519076 179:-0.2943868282817873 180:-0.01446422342789896 181:-0.326383063683765 182:-0.2789182618483642 183:-0.08805855253800327 184:0.07190564634573819 185:-0.4030120258839708 186:-0.443191798321666 187:-0.2622763687926949 188:0.3805952823461536 189:0.1309620973985184 190:-0.07100268464491867 191:-0.210431553973925 192:0.05368057193058028 193:-0.2144992003748731 194:-0.3838847061254999 195:0.2206093206232437 196:-0.385673968318474 197:-0.4188601939276212 198:0.654627232049679 199:-0.4174308073559634 200:-0.4514928524986205
+1 1:0.3654509682362572 2:0.2907123892306763 3:0.2875127832491111 4:-0.02348846121658118 5:-0.4173439523008569 6:0.01506732403394392 7:-0.314214005755755 8:0.3223650116246216 9:0.3183434829983549 10:-0.06707458182576613 11:0.2249391063054959 12:0.5590842143195596 13:-0.1595027387119933 14:-0.04205764015277416 15:-0.2201145170114137 16:0.4045206593876187 17:-0.07203775028201766 18:0.2675210791115263 19:-0.07808511355599529 20:0.4172427900198747 21:0.5749308749627364 22:0.4424532210468851 23:-0.3624582477449075 24:0.04046953679446563 25:-0.3288000908371363 26:-0.5979592111871612 27:0.2618568441884233 28:0.1050331057062446 29:0.1295379237148176 30:-0.1674968552326538 31:-0.03766754139829409 32:-0.1510271874411737 33:-0.7421955332473283 34:-0.01730288496451081 35:-0.5022626392965881 36:-0.4119717639610966 37:-0.1762406044307661 38:-0.8443278422609678 39:-0.3145389625558628 40:-0.2093488213976456 41:-0.1670096846259311 42:0.3912951949599759 43:0.1224785655833737 44:0.06649027693465763 45:0.7464875943100869 46:0.3753016619711862 47:-0.6635522512799599 48:0.279740317978319 49:-0.1105650016423477 50:-0.5613091473833633 51:0.1997932636167954 52:0.4768279616449475 53:0.2415281397743139 54:0.1088713503817874 55:-0.2260219761354598 56:0.1415908244443683 57:-0.2392247311150348 58:0.2382234284711098 59:0.2094251179757529 60:0.1389864575872528 61:0.2428107391492775 62:-0.5282153904586918 63:-0.3800009278332331 64:0.003800466718849302 65:-0.1702021921902743 66:-0.062897209331956 67:0.1480553918700677 68:0.2763862940684582 69:0.4362868125924869 70:0.1105292466556121 71:-0.1026843627428206 72:-0.04802032604559155 73:0.2478214987803344 74:0.3643596315223881 75:0.5140539516959093 76:0.06070814671464343 77:0.01413374284056002 78:0.8995227254409593 79:-0.3252835068544069 80:0.03717716700495854 81:0.8390141220079317 82:-0.5448381020007753 83:-0.02460039931555166 84:0.08694463988928439 85:-0.007251127829500062 86:0.2904617222462994 87:-0.3504304812053922 88:0.3383140241525363 89:-0.3120402726817139 90:-0.2666709057422572 91:-0.215990715891731 92:0.522054090633287 93:-0.361041275303036 94:0.1047456030649402 95:-0.4123865502633763 96:-0.03492577420474285 97:0.2730716614091045 98:-0.3894934174437965 99:0.2596584967453662 100:0.2049254832220135 101:0.5743338612878133 102:-0.105093180120238 103:0.464695518037076 104:-0.1676383231997712 105:-0.1080364848626722 106:-0.01696832274786785 107:-0.1161158589386526 108:0.1008238440904488 109:0.5290226617799774 110:-0.579834950729797 111:0.2041308457429473 112:0.4090747357520679 113:-0.3801235444936187 114:0.2086951035890973 115:0.4045898468532779 116:0.1786545225864825 117:-0.06155308849069596 118:0.1606645017860609 119:-0.8331939425703264 120:-0.09862952132320808 121:-0.2879214991774713 122:0.4330312998501896 123:0.4973832123558245 124:-0.4594449198299409 125:-0.4198370918221297 126:-0.05578067195883022 127:-0.1019621757554682 128:-0.3240637901316796 129:0.1694498856684489 130:-0.4397777217127094 131:0.0346716691724253 132:0.3096074741127264 133:-0.1526126866408512 134:-0.1468398443792583 135:0.4024978618592845 136:-0.3766349122170339 137:0.08349824180106491 138:0.01382477715860498 139:-0.1950014520184824 140:-0.1734055231821124 141:0.1593231068828494 142:0.3626875377228445 143:-0.4577496063526763 144:0.07524569003321832 145:0.5396649125965205 146:-0.3666580372757057 147:0.2104414833128056 148:-0.5588423141871701 149:-0.3151189206033383 150:0.2138539823720208 151:-0.5329041730812111 152:-0.4568258723587685 153:0.3283948088629817 154:0.005691158657996631 155:-0.5993148969000658 156:0.06737793376405039 157:-0.2597029437508656 158:0.1421830621157475 159:0.4295345569036891 160:-0.4095633033815939 161:0.00341334211722473 162:0.4941998867885754 163:-0.077591389038402 164:0.5561589928236375 165:-0.2729218683692609 166:0.2969556511576614 167:0.6195736255773067 168:-0.1280572410212159 169:0.13145051368832 170:0.1976599674976265 171:-0.00272180234100344 172:0.0492094831363335 173:-0.0128636778520157 174:0.3310297817616256 175:0.7106994482829602 176:-0.05824226785262093 177:-0.8653913366142356 178:0.233265375264284 179:0.1943963623486026 180:0.1859651281307482 181:-0.01906049701949963 182:-0.2406526896069194 183:0.6026434350615478 184:0.03366599916626201 185:0.1735823543791957 186:0.5724802447125822 187:-0.2160426379859479 188:-0.1323242204425328 189:0.1968007882077757 190:-0.3791233805386648 191:-0.06526364842824434 192:0.2771421469589201 193:0.2120599204949798 194:-0.2114518566830132 195:-0.0177382080571202 196:0.4635568139523671 197:0.1030448982637033 198:0.1351778656932364 199:0.1624933877782578 200:0.264376201462294
+-1 1:0.2844871272397849 2:0.2298895973833046 3:-0.1016545910571281 4:0.4386266530893759 5:-0.7145363671809707 6:-0.6885176127371007 7:-0.6492896502706084 8:-0.2759623519219588 9:0.07088242365070746 10:-0.2270246452543247 11:-0.1173980146243171 12:-0.07441308501536542 13:-0.6058141056574153 14:0.02239899210704333 15:0.2726798490825871 16:0.2752366923536953 17:-0.2877837349569603 18:0.1255383345165883 19:0.0003514769774468074 20:0.09181081374966298 21:0.08460838602130799 22:-0.2516718959254046 23:-0.4829117513653209 24:-0.175856888402112 25:0.5113341781407766 26:-0.2382084256064321 27:1 28:0.5783811154430228 29:0.3243788043235351 30:0.1362590437350536 31:0.08195591562312515 32:0.433224211577213 33:-0.1602002872382559 34:-0.08905446767523949 35:0.03246884070083227 36:0.5155676929238 37:-0.1374688265282835 38:-0.01205236679832947 39:0.8011802094910737 40:-0.02589779062728217 41:0.2618791964243813 42:-0.6236609879686271 43:-0.2675499385003813 44:-0.1201152581266698 45:-0.1707749020764981 46:0.09538847096878675 47:0.5172942015110279 48:-0.6341323459662412 49:-0.5971744456869525 50:0.08177352735014194 51:-0.4843090587673642 52:0.2439616127839999 53:0.2787747299129427 54:0.3371342838089956 55:-0.3574208137474475 56:0.003202193048512308 57:0.2027079091334463 58:0.3320815770463874 59:0.5161012898787452 60:-0.1526966024082851 61:0.01757382991687862 62:-0.08760634506297638 63:0.03457735782551397 64:-0.3753866334166523 65:-0.1031145245356659 66:0.5278060524077942 67:0.08152599874327913 68:0.4669627838895891 69:0.1528335275643609 70:0.1401923690525877 71:0.1189121164679673 72:-0.4646898499683913 73:-0.4339651113134538 74:0.1387108899156475 75:-0.2617697422069617 76:0.1314442762412263 77:-0.09686582223503078 78:0.1715790147524067 79:0.1452910595908616 80:-0.5861930480467981 81:0.530959828207083 82:0.01704340618549081 83:-0.4468395833660052 84:-0.5945048601778913 85:0.3148895144554315 86:-0.1824608316627436 87:-0.6466330472898497 88:0.2098943986577808 89:0.2231111982602516 90:-0.05166402680857643 91:-0.01305181270960717 92:0.1136045274027306 93:0.4577120130021468 94:-0.5618973698454149 95:0.06562139254774492 96:0.8865818614490197 97:0.1820022775010602 98:-0.2625943839488354 99:-0.6160530325743961 100:0.5956149151445684 101:0.3617349103130122 102:0.06644123024653209 103:0.1377474394328349 104:0.04999377112820796 105:0.2332972120387461 106:-0.02041431837351971 107:-0.3087477360896351 108:-0.00459294639608504 109:-0.7753154108321341 110:0.2361741763209346 111:0.03201745945670829 112:0.2998780345218452 113:-0.1293050862438662 114:0.04891706973481788 115:-0.446030719545351 116:0.1752695235710683 117:-0.1889673446535043 118:-0.1245948660126367 119:-0.363351507515698 120:0.09622632325586979 121:0.1595883230880924 122:0.3974261974590925 123:-0.9051618457142485 124:0.6946648437475209 125:0.4994806896021755 126:0.1624613024011291 127:0.009437320303712651 128:-0.1671328080018328 129:-0.1429901395621239 130:0.1046336004978209 131:0.3207481019757603 132:-0.04941118494565896 133:-0.02473255948691119 134:-0.1206907966686618 135:-0.2698917979699794 136:0.1192564773593618 137:0.3250927624257668 138:0.3429161478810205 139:-0.1026270903264576 140:0.02236162432067643 141:0.6345270955341338 142:0.1748219083363394 143:-0.5330565565316558 144:0.113541497613512 145:-0.02172787282479345 146:0.02858047850970756 147:0.2925258273831393 148:-0.272579491660989 149:0.369070334453102 150:0.8530725481642738 151:-0.05442759439757661 152:0.05919871369740357 153:0.4879464416922721 154:0.02998232556074473 155:0.4045095829526701 156:-0.05377655226430295 157:-0.2714497396926485 158:0.2055554563491307 159:-0.1051790932052481 160:-0.1352300224717652 161:-0.3103686105709933 162:0.1775324342800665 163:-0.1366350450271078 164:0.06906874019067588 165:-0.4125227788388056 166:-0.004719203676410558 167:-0.2508277543315287 168:0.3661367903826155 169:0.3463087298626131 170:-0.2968613489482548 171:0.04394793721641886 172:0.07590438230248628 173:-0.1940845118056028 174:0.06095801847287916 175:0.1292495068677325 176:-0.109906527459995 177:-0.03181301014178695 178:-0.02321474713723035 179:0.2529713422234848 180:-0.6466976895734361 181:0.3217220205043237 182:-0.6247421147224251 183:-0.04111864125385212 184:-0.0214534697545953 185:0.2166156809706898 186:-0.09571830537535134 187:0.1287623426301993 188:0.221784220798127 189:0.140393588643432 190:-0.2847699286234523 191:0.4363284621456883 192:0.6933360788689167 193:-0.3536604756124919 194:-0.1456072023240332 195:0.6911802709346855 196:0.1857342300001489 197:-0.01761080298956009 198:-0.09534955954858305 199:0.003439186187499088 200:-0.3811113003544619
+1 1:0.4344520904813931 2:0.05470188745719412 3:-0.39204265389968 4:0.4759153611933503 5:-0.07296546670595955 6:-0.4042790673809192 7:0.3095086060230025 8:-0.6153581336971236 9:0.2290240054457125 10:-0.2472075294353383 11:-0.4241734239283181 12:0.06009498594296561 13:0.06339567624719586 14:-0.2735791551135905 15:-0.4786158311825611 16:-0.4364324531709039 17:-0.07240449723577631 18:-0.1324675933597822 19:-0.07073179592236142 20:0.1527368249195724 21:0.4559833341903155 22:-0.8279497810424361 23:-0.5899011832473456 24:-0.09934783975198794 25:-0.07557713573339817 26:-0.4385026502425627 27:-0.2195159058279703 28:0.1990823962803167 29:0.6705391881471643 30:0.5537428064068985 31:-0.09832831163037242 32:0.5326640527540211 33:-0.2403943851887554 34:0.5970730639245406 35:-0.5345794128793806 36:-0.2640543597164172 37:0.05991774858808471 38:-0.4446247405654584 39:0.08297955700486605 40:0.5226394342776173 41:-0.1121473713684981 42:0.06127172694831766 43:-0.2766646892040237 44:-0.1420400994812119 45:0.3307469954425244 46:0.4178475637215185 47:0.1560123864485037 48:-0.3363400765940082 49:0.007740953081249221 50:-0.2367276340189017 51:-0.1735405928416566 52:-0.509745716577326 53:0.2005448662501149 54:-0.09092841772176533 55:-0.05579780177346846 56:0.1891584465582465 57:0.4626550576294945 58:0.3040603477483462 59:0.1656143031131954 60:0.1937842785655111 61:-0.1092094712571095 62:-0.3722920245674028 63:0.2353943091193731 64:-0.23532898340448 65:0.2995452904537719 66:0.06007065410508894 67:-0.1298088106985056 68:0.2750352566407102 69:-0.1530608039022937 70:-0.5650257154903087 71:0.3985103720374752 72:-0.06360246075207848 73:0.119350920317787 74:0.1050706425663861 75:0.3475613195866293 76:0.7044950088489446 77:-0.1769465581316752 78:-0.4925817514473774 79:0.3449881931963394 80:0.4605551517443121 81:0.06855154252217836 82:-0.2582475909783766 83:0.1259700812888509 84:-0.1153605892467651 85:-0.3011246737872048 86:0.572974996610967 87:0.2187314953857899 88:0.6863032038119814 89:0.3227306651573748 90:0.08026655605493999 91:0.3175503650666699 92:0.3088654018831778 93:0.1969366419192657 94:0.3911850437302036 95:0.08659337118104485 96:-0.3773058283497448 97:0.1884201503970924 98:0.5508077528457649 99:0.08268448020410328 100:-0.008115744246461849 101:-0.2063243941910696 102:-0.1333377768312443 103:-0.1178285180066754 104:-0.2510024713339548 105:-0.6327187379662351 106:-0.7758564075822191 107:-0.4110422033681939 108:-0.3081381857281998 109:-0.3988901727267177 110:-0.01765382300808066 111:0.1792349580207002 112:-0.3841118657461299 113:-0.5041009064656568 114:-0.4206857164799501 115:-0.01026921071030168 116:0.1905053131786645 117:0.3903043924734227 118:0.2188880931601863 119:-0.6122833471631963 120:-0.2592258583399576 121:0.2444646130072063 122:-0.5276706915892329 123:-0.1730267029556606 124:0.2636318391869535 125:0.1670766883813496 126:-0.2202584338585524 127:-0.5789619151778954 128:0.1122318120749995 129:-0.2324409484487188 130:-0.2949603035821016 131:-0.6551288991900434 132:-0.2615628532452114 133:-0.1775592502024816 134:-0.2141137313221008 135:-0.5116526064381157 136:-0.08439429715433586 137:0.08182156418081149 138:0.3929065359749584 139:-0.2875544520318877 140:-0.02935683727953604 141:-0.331837564286084 142:-0.01988056730378963 143:-0.4115890302389753 144:-0.04034761027018399 145:0.09572476877048991 146:0.3845388126646541 147:0.1770712683490056 148:0.3781749980392941 149:-0.1620496228906091 150:-0.02449867228458945 151:0.1054600389433707 152:0.3159433358912183 153:0.1368813766499383 154:0.0895416818989945 155:-0.20000248179439 156:0.09156851722019621 157:-0.0382433514128019 158:0.4854294192482245 159:-0.3292930962107569 160:-0.3178573813902704 161:-0.09242219215919642 162:-0.6325225084687395 163:-0.2205878118639612 164:-0.1271609073485156 165:-0.2775477128793387 166:-0.2305160014927502 167:0.2327887387977208 168:0.01977089696382137 169:0.1150795824697169 170:0.1114685007455661 171:0.3005220881567319 172:0.09919830840581856 173:0.3656045550644786 174:-0.2505355426528875 175:0.1630077156185921 176:0.5481922982932028 177:0.1191942645405281 178:0.008661704893845532 179:-0.000223096755879588 180:-0.03700604584426961 181:-0.1543103877382717 182:0.6382034376554387 183:-0.3329049670715394 184:-0.1324564410296309 185:-0.006981241836239743 186:0.2352306446069463 187:0.07226703281042075 188:0.1812437294143333 189:0.1153388513691487 190:0.2766823368477853 191:-0.4313709715807792 192:0.02141050707734453 193:0.4977073866953197 194:0.6785992073787371 195:0.2734291406389679 196:0.0009030481425217063 197:-0.1080687182587204 198:0.6401528698472536 199:-0.5153828245152582 200:-0.1670653108880533
+-1 1:-0.2361726734645752 2:0.631796825875282 3:0.1138657415566686 4:0.2019867755902355 5:0.3521753977123229 6:0.2863140693114009 7:-0.4958812229080627 8:0.4522196129024483 9:0.5388560219243164 10:0.04832258120887034 11:-0.008380317975774234 12:0.1283753400298602 13:-0.05720927438019544 14:-0.671751263306906 15:0.3329468131047716 16:-0.1160419871545745 17:0.2227367764684006 18:0.2424669775886149 19:0.3906332218580565 20:0.5508956735149786 21:-0.3150849614152667 22:-0.02661060355187169 23:0.03065572905112035 24:-0.01544917450085876 25:-0.009951304988509851 26:-0.2658382849643186 27:0.00913386337589274 28:0.1911947002341743 29:0.4678758895597917 30:0.5456472783153868 31:-0.2589815029522506 32:-0.2965485614677024 33:-0.2686409522865953 34:-0.2696981442330497 35:0.1978988652769109 36:-0.2249045857124782 37:-0.1619902093659955 38:-0.1710430704766463 39:0.1461500196488238 40:-0.4889331558045239 41:0.1052036335777799 42:0.09055370973748265 43:0.125940870620612 44:-0.07816805801090876 45:0.05782910186771791 46:0.1674707386917304 47:0.1346051087959472 48:-1 49:-0.1767233007212689 50:-0.09503776890953526 51:-0.3326090197764951 52:-0.04712655344700052 53:0.1622734625172514 54:0.3379154375519345 55:-0.3048204594699153 56:0.04797562836127416 57:0.1265825488100936 58:-0.4361507805330912 59:0.9607084012035609 60:1 61:-0.3127753466214912 62:-0.04172090793640164 63:-0.1116517786164263 64:0.3084202692069839 65:0.3879661530123222 66:0.3182808762776658 67:0.01974737096981912 68:0.1910692551990619 69:0.3446834766871414 70:0.02497239721897228 71:-0.3438436840331389 72:0.1855751093411645 73:0.4026511007585394 74:0.6101406495947737 75:-0.4951214815265337 76:-0.4189067619090719 77:-0.1972766956424146 78:-0.06478405336554434 79:0.004413841159224691 80:0.2702845686835666 81:0.2090673778833756 82:0.6335187943169607 83:0.133593081556944 84:0.3233693496676667 85:-0.2131137580275952 86:-0.285451476709391 87:-0.2728416484421764 88:0.5498648032420357 89:0.2522071038232967 90:-0.3757158027025164 91:0.4655466245622892 92:0.1434574779007953 93:0.04083569310210862 94:-0.1747256248512756 95:-0.326086561421676 96:-0.3080808278539593 97:0.07578338412892348 98:0.2087031897830905 99:-0.3157683616107142 100:-0.4171813999053658 101:-0.05200748761847616 102:-0.09745206116569577 103:-0.1992136834164792 104:-0.3835146131430775 105:0.004884081757790551 106:0.7557150808442914 107:-0.05810193441758937 108:0.1055291905050957 109:-0.5196077897035875 110:-0.04730898853867067 111:-0.1488525998429389 112:0.1478648203383716 113:0.2911948547456276 114:0.3102464108956779 115:0.1322856219330328 116:-0.2782923290046482 117:0.1925053774123269 118:-0.2058791152551485 119:-0.09075016310723358 120:-0.3905069968460018 121:0.5300239924831579 122:-0.2349506564396395 123:0.3861881923467102 124:-0.2010588970834536 125:-0.5186559666879452 126:-0.01209046360057674 127:0.04758351674153248 128:-0.4069057151310153 129:-0.03322091210595973 130:-0.2748930631878114 131:-0.1930834816667693 132:0.2181414895590198 133:-0.5575758329661825 134:0.3497423624266329 135:-0.287959484437228 136:0.06967812898954245 137:-1 138:0.1886444410592281 139:0.2829253401545955 140:0.1885507483310354 141:0.180859010986351 142:-0.657799908978318 143:-0.1567434398640182 144:-0.3226504363125352 145:-0.3051203655720688 146:0.03178980647210067 147:-0.08606051040182075 148:0.331255502446594 149:0.2801464932950743 150:0.6635512713095472 151:-0.1916640206772842 152:-0.5339725634554038 153:0.344877692665245 154:0.2707755959738249 155:0.09810906571360502 156:-0.1441442234112139 157:0.08880291816469379 158:0.8039895375978716 159:0.01695403712258997 160:0.3481552438999201 161:0.8811843833334702 162:-0.05250751939958326 163:-0.1603592916945857 164:0.3225895935413082 165:0.251923580663385 166:0.07894612093843095 167:-0.3880463976655055 168:0.5067469250534291 169:-0.06503702375275285 170:0.06755294756908714 171:-0.376453617788766 172:-0.4564177413229041 173:-0.4659672670016381 174:-0.2399022335563493 175:0.1007998243149618 176:-0.1436500811863898 177:0.08887554439263107 178:-0.1413569908669213 179:-0.1576532730867705 180:0.3580079033912851 181:-0.6276372091797646 182:0.3651752208413644 183:0.4121480723844837 184:-0.1862907084117207 185:0.5132049852225175 186:-0.6390418860665715 187:-0.006053223652528431 188:-0.1088863528610259 189:0.04995127618180326 190:0.4035728055866992 191:-0.585875787864497 192:0.3954688397132463 193:-0.1014455359492415 194:-0.03823167536945618 195:0.3203877039275075 196:-0.001875913095534504 197:-0.526355344998365 198:0.3593028357714744 199:-0.516633021857873 200:-0.2090318114369283
+-1 1:0.3811057549332603 2:-0.149284966023306 3:0.4394754020462823 4:0.1129411846001508 5:-0.1111390005914339 6:-0.3075043966446768 7:-0.09717317088288049 8:-0.1138730808278918 9:0.01727345080518125 10:-0.5708913967219591 11:0.1869255132286719 12:0.5143057334604272 13:-0.2323091641504247 14:0.577643318320743 15:0.3044072425160638 16:0.3825354412990057 17:0.01840876902010595 18:0.03126895950180048 19:0.4952292265209517 20:0.4554110782820848 21:-0.2670375322915707 22:-0.326311120349546 23:0.2852475274553964 24:-0.3495169094453212 25:0.2855559782670157 26:-0.3766413136368011 27:0.1143489173860955 28:0.3311642883780679 29:-0.3304650643783877 30:0.01594989017887433 31:0.06098372084770884 32:0.4998089439833212 33:-0.1646426668643209 34:-0.9986549495292231 35:0.08471310863036574 36:0.2551581783521421 37:0.002228348326626967 38:-0.08385897795573022 39:0.02867076983727477 40:0.5726400283904396 41:-0.7932071338385084 42:0.6922877277195288 43:-0.06688600546100662 44:0.5840188603020946 45:-0.4683106196877518 46:0.304834632564451 47:0.5915462034824385 48:0.8474825638145524 49:0.4636739421005716 50:0.723729482417823 51:0.1143524052675932 52:-0.009867680034422621 53:0.2754221467866757 54:-0.1158324430306036 55:-0.02267962705264379 56:-0.4341513879066766 57:0.278936544072572 58:-0.006836358594686049 59:-0.2730383557891052 60:0.2315817440927198 61:-0.5539487201554519 62:-0.6219105657898192 63:0.3548332911704545 64:-0.1291690270240833 65:0.4877995706178245 66:-0.2131463327652988 67:0.2142566718024475 68:-0.1829137640983499 69:-0.3596259383503408 70:-0.2360854698971342 71:0.1078499095869284 72:-0.07398451102315098 73:0.2199621287057323 74:0.2429855703439231 75:0.3007457630541849 76:0.2810317931895303 77:-0.2551633508595874 78:0.01983787461696752 79:-0.1344393684504258 80:-0.4852640007710636 81:0.3872479915678152 82:0.2144947737306284 83:-0.01118455716436543 84:0.1219986077416153 85:0.1992320972306283 86:0.04491730890083582 87:-0.2594783213915 88:-0.5727605001441243 89:0.01938586412718091 90:0.2623096094136861 91:0.005780992804752 92:-0.7827515901281981 93:0.1715796449965169 94:0.1051227840826591 95:-0.2932234052391702 96:-0.1754160517886021 97:0.02961618589351092 98:0.02953283497459323 99:0.1228209647187026 100:-0.02240395119017467 101:1 102:-0.16457259141014 103:0.4409266586341326 104:0.1207088502902542 105:0.3458554316309754 106:-0.2193071911818943 107:0.3523112487624082 108:-0.2395230722207779 109:0.3698668628457978 110:-0.3475887479025293 111:0.2047706142958175 112:-0.2573444055999417 113:-0.006853606331611426 114:0.1448015226377419 115:-0.4051626010715301 116:0.3507614139689846 117:-0.3679088895171976 118:-0.02673455927676191 119:-0.02453803604459123 120:-0.05620461685282084 121:0.1628001134395376 122:0.1990463681728094 123:-0.2030068277115626 124:0.2303955099802772 125:-0.2795239092246435 126:-0.07556402847523225 127:-0.3710418640864444 128:-0.0616748379833687 129:0.2170159557879865 130:-0.7192885628796915 131:-0.1616522968188742 132:0.4212324480679505 133:0.1305176506818985 134:0.0979824172592384 135:-0.005262700715106957 136:0.4805425404285071 137:0.02948076576012583 138:0.5649430354718725 139:-0.5322030962283942 140:0.194340105057807 141:0.4716001317133497 142:-0.3258215692104069 143:-0.196760422432207 144:0.351443766809491 145:0.1971537875165875 146:0.208132333469176 147:0.08683576799854109 148:-0.4641957631453487 149:0.01559420892564076 150:0.1437363626105285 151:0.3312427767493312 152:-0.3888446879330038 153:0.1662048410318176 154:0.3729643606012898 155:0.4694808418698251 156:0.4532724470216932 157:0.1829951698189213 158:0.2075313203942785 159:0.5236105047122019 160:0.2332947620742427 161:0.1472473553191064 162:-0.4164529902660709 163:-0.4335620247115057 164:0.05116937300667712 165:0.2405420350682314 166:-0.04259154410681629 167:-0.5645869587308946 168:-0.03896327742160166 169:-0.2995370797649365 170:0.7005392765262797 171:0.6315691285503126 172:0.105151566822231 173:-0.06055173957506916 174:-0.02904927998043792 175:0.2338814172719371 176:0.5318493325478437 177:-0.3284863113520638 178:0.6075549912287344 179:0.3818505507645484 180:-0.3493585737805203 181:-0.8580769922510303 182:0.02663883722298024 183:-0.746135134775866 184:-0.01927346345784108 185:-0.1582163544198331 186:0.09377658849536266 187:0.2536947550500242 188:0.03233722894569845 189:0.2043995811563455 190:0.1686794273953064 191:0.2793085998335988 192:0.1865869341059731 193:0.3843211467278406 194:0.1330674369944532 195:0.5279938902435799 196:0.2468530774815813 197:0.3376328689257291 198:0.02698382080364906 199:-0.1641587036830164 200:0.5765277334205665
+-1 1:-0.0747921090645603 2:0.05143820084826779 3:-0.1039189132787977 4:0.01633489614278592 5:0.01618113889260177 6:-0.2825244478637602 7:-0.7769958533221701 8:-0.1268016978242658 9:0.2540505335338492 10:-0.4299503931826147 11:-0.581174089105548 12:0.6796656118332715 13:0.3263093637320128 14:-0.3788489093637514 15:0.06122956190100334 16:-0.07713807988644307 17:0.2083700796300333 18:-0.03340772509135521 19:0.3893558754697921 20:0.4199342171169857 21:-0.03758635065828089 22:-0.7962250484529799 23:0.2051045907474638 24:0.4894186588332851 25:-0.04436779316883376 26:-0.1289476595798079 27:0.5213496639557337 28:0.1317319618696026 29:0.5625851155327651 30:-0.08856451201765675 31:-0.2725727298661744 32:0.3382701262835693 33:-0.1350115429598606 34:0.07976802164860378 35:-0.1656694326895435 36:-0.5595470975469563 37:0.379601750149254 38:-0.05790877831448567 39:-0.7543722648543854 40:0.7548240052073476 41:0.03810352203157881 42:0.001074724182087056 43:0.0007677190728232891 44:0.08839969902967074 45:0.667074333574979 46:0.1817345657174765 47:0.02456381518842966 48:-0.08510091031271427 49:0.04309183198684682 50:0.5318889358832503 51:-0.1522352682763409 52:0.0880049224430032 53:0.2827086854718315 54:0.5210908859254264 55:-0.2043721431945311 56:-0.006654063808218657 57:0.1132100354816232 58:0.3436447377759195 59:-0.2999376875695484 60:-0.2139127903094611 61:0.2884246339385835 62:0.2850310246771935 63:-0.06451155637588468 64:-0.5173180930956757 65:0.0267341973404347 66:0.3670274779094154 67:-0.2993554783826476 68:0.50738649281648 69:-0.1863753162258227 70:-0.2381554700006632 71:0.2155688575035689 72:0.6103785732436557 73:-0.552604295620395 74:0.3130492165553115 75:-0.007695457534969113 76:-0.1823430675194768 77:-0.08071153445979978 78:-0.3129457417751435 79:-0.3905823911442509 80:0.1654049942813559 81:-0.2139688306192964 82:-0.0318464143402535 83:0.303871895174815 84:0.004888755324192542 85:0.5869647659225935 86:-0.09131292767582938 87:-0.5388939011017296 88:-0.03164240055896025 89:-0.1953890313840745 90:-0.1829295464737021 91:-0.6598477104645419 92:-0.07426550941987781 93:-0.1614545397617337 94:0.6660540173693775 95:-0.5176727972335944 96:0.2839133070462001 97:-0.08537167423690492 98:0.2271911975047954 99:-0.1216763434717785 100:-0.06531870960815085 101:-0.1288557530261518 102:0.06551393854639802 103:0.3484363971898441 104:-0.2062597149117525 105:-0.1239772117869496 106:0.3767722397798275 107:0.1416308148987465 108:-0.005190065709897877 109:-0.5767404396462006 110:-0.02659103342923107 111:0.0129765300744367 112:-0.2592030737002468 113:-0.1428382374610276 114:-0.1816430189483347 115:0.3227617953926006 116:0.2536837850616988 117:0.6526573168533728 118:0.04444308556738594 119:0.1367378309957296 120:-0.09040895687244295 121:-0.6529228620214143 122:0.3009370031156137 123:-0.1111292916343975 124:0.02556785326186263 125:0.758414945833821 126:0.3654633558124671 127:-0.4217756945563451 128:0.01963570691356033 129:0.01560095024472093 130:-0.2824335002758973 131:-0.7515837954720074 132:0.5102666152565811 133:0.005064323125531336 134:-0.1517324613955619 135:0.3888660758777184 136:-0.6100180791993081 137:-0.1987260502737262 138:-0.3680985767097277 139:0.4023182955720881 140:-0.4337550947634105 141:-0.3343359919651639 142:-0.08247043448850383 143:-0.1984117339748692 144:0.3064934814772055 145:-0.5718104029524272 146:-0.05752367969255223 147:-0.5683106414410444 148:-0.4505174674507241 149:-0.2012262485993136 150:0.4177723466077426 151:0.1745901104152486 152:0.3274828582508227 153:0.007215269643916087 154:-0.06511190197027272 155:-0.1284707174312009 156:-0.4046525283867917 157:0.1086343580946619 158:-0.2033091489531903 159:-0.1196713360749787 160:0.145912071721701 161:0.1485853544125439 162:0.2101486097705401 163:0.2187255253497387 164:0.6976355058345207 165:-0.1432555785698696 166:-0.0694462391083587 167:-0.276078169985692 168:0.5925887055909959 169:-0.1841889055247347 170:0.2621039122356856 171:0.4211915004952601 172:0.162939822063347 173:0.07972108007783496 174:-0.4517126055092907 175:-0.09058557113252202 176:0.1401854199026189 177:-1 178:-0.1092959483247987 179:-0.151917573756609 180:0.4928292841991876 181:-0.1571279384843877 182:0.05422218571582633 183:-0.3716221508686993 184:0.2247507069181662 185:-0.2272674453478273 186:-0.2356936780814616 187:0.2824454540331289 188:-0.3104536626399753 189:-0.08376151309943849 190:-0.3737221494131941 191:0.6576109430526189 192:-0.8737886368140155 193:0.03331005230229196 194:0.329359200704619 195:0.003041255717194685 196:0.1383108632447713 197:0.0225336938657107 198:-0.04185608310310249 199:0.5438884614213008 200:0.3009989042125343
+1 1:0.05570548208212336 2:0.1073247438485623 3:-0.1101496180045983 4:-0.2950817543504284 5:0.9990553437864301 6:0.07586134976492356 7:-0.05617497589524667 8:-0.08555588906151751 9:0.3183972437669471 10:-0.2249231504662975 11:0.03835500955012899 12:0.6273702272271924 13:0.03571631602430186 14:0.2824890598085265 15:-0.1358461874144791 16:-0.6237781107127987 17:-0.1850048982620404 18:-0.6447864306260456 19:-0.5437062820730194 20:0.9517387512270881 21:0.2836124479430117 22:-0.3241515656765029 23:0.4074693934381552 24:-0.1858279693905782 25:0.3333296076554971 26:0.01567801496766549 27:-0.3046594890915258 28:-0.143394184505112 29:0.2534904637658062 30:-0.1163757032038437 31:0.01246065780544381 32:0.1980949291932281 33:-0.1922290620665925 34:0.5921556373997041 35:-0.214965607360234 36:0.01609400427564792 37:0.3456864334050478 38:-0.1937943393886372 39:0.6500839783691412 40:0.9191501289456547 41:-0.2102097530227382 42:0.7612910097090321 43:0.727749691813626 44:-0.156047354387098 45:-0.2165863925997512 46:0.04041098925674529 47:0.7944530378227462 48:-0.3003250142569259 49:0.05359258929267315 50:-0.08413302809564639 51:-0.6118370204976668 52:-0.1607859191881517 53:-0.2351990945197634 54:-0.7384322842250305 55:0.352209504003469 56:0.09818609627993678 57:-0.2934156357401144 58:0.145408961271153 59:0.3624080348284742 60:0.1672765894533589 61:-0.3440679381830256 62:0.3890220561915653 63:0.2422790302391334 64:-0.3991812639844789 65:0.2486694436064457 66:-0.04337757106308418 67:0.4837072550856065 68:-0.5086273959445571 69:-0.005427348467072733 70:-0.2980980099757266 71:0.3335924866339536 72:0.6398044299640319 73:0.2564940610174412 74:-1 75:-0.5568592526339567 76:0.5880904564040883 77:-0.3063880553019874 78:-0.4225689102982794 79:0.03495782919802802 80:-0.1439909631478896 81:0.03507649546834253 82:0.1870537751620929 83:-0.4995593334112833 84:0.2031054417621839 85:0.1147324278416192 86:0.2541585204447696 87:0.3736453917850349 88:0.3780533348028446 89:-0.6334794246305793 90:-0.1313502254734923 91:0.3004096757261257 92:-0.2550306390886014 93:0.1676297848007487 94:0.1666998108049807 95:-0.1311949846592295 96:-0.5194746998182687 97:0.2523998627381802 98:0.1268400330157996 99:-0.3063700463349068 100:-0.2298957613219035 101:-0.8398515889710323 102:0.05053951349351411 103:0.5946394959703567 104:-0.2593877492060405 105:-0.09567572619836462 106:0.4051205555956063 107:0.3383293778230936 108:0.1900159668340351 109:0.07166089739857687 110:0.1618066765257066 111:0.01077618309529155 112:0.07383008646713449 113:0.6207128224714034 114:-0.5538452216959447 115:-0.01524493309249169 116:0.2969117592834992 117:0.2900303897060975 118:-0.4954424387509871 119:0.03222468986733318 120:-0.3483790604507266 121:-0.5561553401163368 122:0.02943545075772414 123:0.2730880980421181 124:0.0113141193288593 125:-0.1085317901197848 126:-0.1086520052202332 127:-0.6142459072605042 128:0.419881088422201 129:-0.252201127376265 130:0.2732896075194159 131:0.02203773154948129 132:0.5064885894766717 133:-0.7478885925106959 134:-0.1061954245362491 135:-0.2568485969728976 136:-0.02517347482101045 137:0.3180501215491747 138:0.04716351412483976 139:-0.08795590547253798 140:0.152843544749438 141:0.3671880474412336 142:-0.03906848058011136 143:0.1719973198913719 144:-0.1504944878490121 145:-0.4890871843564095 146:0.2919262617328466 147:0.738871766805095 148:-0.06483503753293351 149:0.25692704078793 150:-0.1815402752643742 151:0.7078140848686273 152:-0.06126151301717067 153:0.2281955096727168 154:0.3294484471003823 155:-0.125881260826251 156:0.3337601382607029 157:0.03038282500203908 158:0.08293998118048335 159:-0.8407572833734593 160:-0.2399485139372881 161:0.08997193266077716 162:0.2855462960005768 163:-0.1964654442969172 164:0.2421726915816049 165:-0.1915720138023451 166:-0.324648432813872 167:0.03790721890636217 168:0.3855084341318503 169:-0.1158985192798541 170:-0.1752718878788589 171:-0.2309865143508342 172:-0.2886565271943824 173:-0.3173117756141636 174:-0.4032720218694493 175:0.05427726446026573 176:-0.01069119642669203 177:0.03031035394443204 178:-0.7203961799679647 179:0.2214216025171214 180:0.4024881374713561 181:0.1321929429987579 182:0.5141091537920727 183:-0.1244211928755077 184:-0.5086202481670381 185:0.06125385694289967 186:-0.2396243214897287 187:-0.6577973462670915 188:-0.03102902442573307 189:0.09895661118158319 190:0.1278907887578167 191:0.6186273726854418 192:0.1203023819279483 193:-0.06293220775071651 194:0.1881119301167816 195:0.3182777689164271 196:-0.2164783677302168 197:0.4789948046137291 198:0.03888098689461831 199:0.257617534317672 200:-0.5037341184767838
+1 1:0.4879014692023265 2:0.1452448901661242 3:0.01956728526422215 4:-0.1233889624816361 5:0.485396349253436 6:0.2290110916637184 7:0.4151599482292897 8:-0.4019734664325125 9:0.2127835255733799 10:-0.3218856982284644 11:0.4269819532340816 12:0.284328653911706 13:0.01458215963027014 14:0.4088500977735574 15:0.0959614844995989 16:0.08149059113237042 17:-0.3374512262993375 18:-0.2208712920296841 19:0.1452436141642317 20:0.206964745348049 21:-0.02429714506132161 22:-0.5148260834905714 23:-0.2277894598144992 24:0.2488314880923199 25:-0.1460541476142625 26:0.4623704835955311 27:-0.5544378901020857 28:-0.1356453996143231 29:0.4214888605089536 30:0.4214908887063242 31:-0.1829327439368662 32:0.4434060232664832 33:-0.3337369124579152 34:0.2989004877969698 35:0.2171963133335041 36:0.1076565734484152 37:-0.04792547393517702 38:-0.02363846010807925 39:0.08804583547702104 40:0.08913349066046158 41:0.04730108394306495 42:-0.06306458685036107 43:-0.3379777272208557 44:0.2428257827800019 45:-0.06191316993880946 46:-0.2260419808220314 47:-0.3993672893077944 48:-0.1843938416979281 49:0.2372658536607887 50:-0.480283554635172 51:0.4294578037295873 52:0.09874898431005769 53:0.3857656448798387 54:0.1787168451160737 55:0.072418477248389 56:0.6120669902245368 57:-0.1795545423271795 58:0.07603959311125438 59:-0.6806574632268937 60:0.05761099685014043 61:0.03363496046550941 62:0.4778667876292171 63:-0.1932046035868675 64:-0.1739186443059342 65:0.1494088190812337 66:-0.2331685877383502 67:-0.4534624745853811 68:-0.04920348148485548 69:-0.1796837613654022 70:0.06896962829669095 71:-0.2595232383510974 72:-0.3815063246295818 73:0.2440738679700715 74:0.4531987804007763 75:-0.5310550024415125 76:0.5000070571837436 77:0.2396823332324308 78:0.4057771945083885 79:0.06397600397457667 80:-0.3497182267924894 81:0.5607716370709319 82:0.2824070148543075 83:0.633910126855963 84:-0.03692412938655873 85:-0.1227588342316054 86:-0.3473153993981415 87:-0.3817431543905621 88:-0.6109617932000408 89:0.158395215715628 90:0.2955668921557466 91:0.1612018494124 92:-0.1898180206086888 93:0.1062471490406335 94:0.4136437576470497 95:-0.2947144155375592 96:-0.1274300834395906 97:0.08662889143856806 98:-0.0929821161480015 99:-0.1774030347680249 100:-0.04906847570332443 101:0.09693154377287615 102:-0.0007917164316084621 103:-0.1558505062302593 104:0.1919836240570205 105:0.04917850403009098 106:-0.1825405120319117 107:-0.1725084279418728 108:-0.4734359312402856 109:0.7343182984642066 110:0.3217972110329969 111:0.1107052489971438 112:-0.1780903238606753 113:-0.04170834204273413 114:0.1525999993923565 115:-0.232386341266433 116:-0.02219886710349614 117:-0.01342644601757631 118:-0.4031934896694037 119:-0.3751952111202289 120:0.6014179814535628 121:0.007873236685419716 122:0.2604592261063008 123:-0.4085651958969625 124:-0.06356651595251349 125:-0.09148256141553503 126:0.07796426160549515 127:-0.04149073782024103 128:0.2803289792713528 129:-0.2535583959927629 130:-0.6661392463367574 131:0.3714574466709995 132:-0.5800937747433348 133:-0.1149293254617366 134:-0.3056355532727833 135:0.1498203205321656 136:-0.442094555011282 137:0.3249646271094131 138:0.01226158829212394 139:0.07379646263904407 140:0.01204095839478709 141:0.5719764553615421 142:-0.1932127230130209 143:0.09034853650729932 144:-0.1181524297614698 145:-0.2861035532650765 146:0.547586366515699 147:0.6163182412130597 148:-0.4998380880609201 149:-0.6437385377509967 150:-0.09655732693313307 151:0.1353957459819398 152:-0.3380797385647797 153:0.2286635027379177 154:-0.4500050125301517 155:0.1839858248366521 156:-0.4901732216872464 157:-0.163297180994199 158:-0.2866165256213 159:0.6891704608854028 160:-0.5151472259493335 161:0.07841178810034952 162:0.3107273365992346 163:0.2520444627391229 164:0.03003146151469807 165:0.2322087262740513 166:0.4813734730352582 167:0.2133362224010716 168:0.5443690673134484 169:-0.2225628834088743 170:0.1583423508533381 171:0.3008159699688328 172:0.3098378266297385 173:-0.3094994889745551 174:0.08338036559646318 175:-0.04982559000907527 176:0.5824531697555181 177:-0.5406134982510783 178:-0.852003671733923 179:0.3485715883865844 180:0.008439299106165726 181:-0.2044051029535652 182:-0.4498261121719195 183:0.4089083050837803 184:-0.4268205491183278 185:-0.4487847194342715 186:0.0003900125133805415 187:-0.3914723346648517 188:0.1524401790283045 189:0.5309975622533692 190:-0.09074170984779685 191:-0.007499265169290073 192:0.3605079961413291 193:0.2540067274863913 194:0.09488486270320899 195:0.4051506066899724 196:0.191621638979777 197:0.2133826898763778 198:-0.3192444090330127 199:0.4533745917156282 200:0.1490288284338399
+1 1:-0.1590584804800473 2:0.06208348759531759 3:-0.04760225455716406 4:-0.07089089901803829 5:-0.0937881291504101 6:0.1036350693191105 7:0.05739875169017147 8:0.0909114136019599 9:0.2552044315585291 10:0.125628974784485 11:0.02665685415432827 12:0.1843504384857607 13:-0.2264857829916047 14:-0.0151972380474977 15:0.4962796695530691 16:-0.5682231676243351 17:0.144149212609816 18:0.6381429384564 19:0.4558946011804196 20:0.7856875894565116 21:0.1438214080272427 22:0.1403256856132211 23:0.107013761444684 24:-0.2148316873076204 25:-0.1153791825959145 26:-0.5008068851683974 27:0.5053950330281263 28:-0.1788938273855764 29:0.003327447116707904 30:-0.2426626292895913 31:0.7932539923023687 32:-0.2163424809648124 33:-0.1816420399118524 34:-0.1086824910441249 35:0.02601995771869672 36:0.2152864955759599 37:-0.05303853756288553 38:-0.0003641914133091576 39:0.2257289703021362 40:0.1783452699897053 41:0.671743098055736 42:-0.01534671548778809 43:0.08133960651728644 44:-0.1745613035293863 45:0.1381449008453512 46:-0.1694787155521998 47:-0.5252371300573631 48:-0.08652281769476665 49:0.4586792277880958 50:-0.4969711894974302 51:0.3447922192432182 52:-0.3306336478035091 53:-0.04369638863873782 54:-0.5245588467508152 55:-0.364757756392057 56:-0.02532286342559488 57:0.06200442907039924 58:-0.09376277851671051 59:0.2502621826793798 60:-0.1403051040390293 61:-0.3457118853564982 62:-0.6962105034736914 63:0.6672372616572819 64:0.04065885408252148 65:0.346919223859039 66:-0.4860070941660705 67:-0.1940015698755169 68:-0.1804929627832643 69:0.5110739576012296 70:0.1636168556269963 71:-0.2248859986336544 72:-0.1826284841897353 73:0.39602749877033 74:0.3066301934945337 75:-0.02779948457644531 76:0.06548998432020772 77:0.0656777356494849 78:0.4426580414633563 79:0.4825282399510431 80:0.1069073555763757 81:0.2026156740962966 82:0.005503624258552733 83:0.5568199546968984 84:-0.1246036896288801 85:-0.4971839274000205 86:-0.1890816907328834 87:-0.03691544732482607 88:0.5003986629405683 89:0.3229770238013437 90:0.003330060533387587 91:-0.4795634578239669 92:0.3806778105404908 93:0.2968865041097303 94:-0.2732972468237001 95:0.2024281573476692 96:-0.1720945067740751 97:-0.2237199176895356 98:-0.654638864968985 99:-0.4761432619201388 100:-0.03697732173337873 101:0.2048809085740276 102:-0.4535524566728226 103:0.5496616326034655 104:-0.214172590141712 105:-0.283472978457999 106:0.228855358322914 107:0.4015354540327204 108:0.3551676188386196 109:0.155748894985214 110:0.2731116736548139 111:0.007989358078107994 112:-0.1791336024106251 113:-0.3603899847301184 114:-0.07550588910373787 115:-0.07336673651543013 116:0.172637003427986 117:0.110076244180525 118:-0.07217956553422783 119:0.3940928815796955 120:0.08866689110408665 121:-0.08778678919696793 122:0.2330951145297372 123:0.6315888084379767 124:0.02823774184196763 125:-0.1691331596885639 126:0.1983451006425877 127:-0.1030048564925483 128:-0.1981948199776628 129:-0.409075036678711 130:-0.4508340807932518 131:0.2427324196508051 132:0.184871197277352 133:0.9688109269244386 134:0.1654215235861418 135:-0.3905982747914273 136:-0.6183997116698947 137:-0.405420147593951 138:0.06889724083955524 139:0.2490039466476319 140:-0.1567269266313301 141:0.7613846241588258 142:4.748634601400153e-05 143:0.1213654236481229 144:0.1452574435822427 145:-0.2248571591978079 146:-0.01116503681846749 147:-0.2317958422300342 148:0.1120080950348145 149:0.5303247968592114 150:-0.3294146071278614 151:0.1330289377690493 152:-0.1156781904979834 153:-0.02689037972334213 154:-0.1838376395013284 155:0.1855242144391921 156:0.1617834852716986 157:-0.1461249764963969 158:-0.3593023432608041 159:-0.1227944003792873 160:-0.3898405938485283 161:0.1010915243294572 162:0.03836323198377734 163:-0.7746874701365364 164:0.5681532908377633 165:-0.01714116281374033 166:0.7117491448961503 167:-0.3942737953815145 168:-0.2979563035737102 169:-0.2566644084086377 170:-0.2056692593136109 171:0.02507904056938804 172:-0.532820654185701 173:-0.278167593091274 174:0.3272997540153683 175:0.2918201815641931 176:-0.1716503709537003 177:-0.4664092027840628 178:-0.023648559422523 179:0.3564363298781648 180:0.0003495023343912385 181:-0.1868213081671286 182:-0.3907916006822753 183:-0.5545767066171668 184:0.308023651891362 185:-0.389881466864029 186:-0.4675510110490206 187:-0.7417002396714478 188:0.195631000417328 189:-0.5025000870357685 190:-0.07359075130904277 191:0.7068258616129038 192:0.5668886853613866 193:-0.258998510249186 194:-0.1962488204769985 195:-0.2938273675619917 196:0.1959601848710394 197:0.9966562922536356 198:-0.3305418532983925 199:-0.1116547123869547 200:-0.5998800942270888
+-1 1:-0.2756265804946572 2:0.01138719341863282 3:0.3169381412603285 4:-0.1087664426254551 5:-0.2328103993369104 6:-0.3141034307971378 7:-0.4889386641058118 8:-0.1740454861657901 9:-0.2923817749394498 10:0.7907817185361178 11:-0.1677958252438141 12:0.2323801686938667 13:-0.2563149792334757 14:0.2723851540166383 15:-0.5252188143785385 16:-0.2281993043372123 17:0.2150730191706173 18:0.07281745268298633 19:0.3152324707949484 20:0.2053940149350338 21:-0.1882871979217403 22:0.08617983590935183 23:-0.4047151547857136 24:0.1346562611545598 25:-0.07971040353950581 26:-0.004688683629394147 27:0.6549246575933619 28:0.119159097613359 29:0.1676489904616812 30:0.06699762699912229 31:0.5887254817031374 32:0.2293734212741297 33:-0.1180369758692098 34:0.0186682662265036 35:-0.22334520307902 36:0.2916238888245217 37:-0.01060743860086936 38:-0.2503245694910521 39:0.1789666515864059 40:0.255742605286186 41:0.2306904231850364 42:-0.3077532978180021 43:0.1981918260031856 44:-0.3705176366438162 45:-0.2917023492159028 46:-0.2774584808477083 47:0.2574399015311975 48:0.1235875071624221 49:0.7695873096496312 50:0.01772541936225374 51:-0.1235829540055328 52:-0.3892769850262476 53:0.251627909511721 54:0.03478189272896529 55:-0.1424298183296367 56:-0.3127908965936503 57:0.2855306756387969 58:0.2055873458510813 59:0.2903074117915791 60:0.1449659192608908 61:0.02248880981041303 62:0.2009624170006346 63:0.8127891151122144 64:-0.1830699661675311 65:0.6878725335112256 66:0.4439563982247122 67:-0.437805431843275 68:0.001966436483212264 69:-0.1691060088812714 70:-0.2080454178823005 71:-0.2020951610178291 72:0.1254127814796113 73:-0.7438063986649148 74:-0.3204600818671304 75:-0.1411788356445194 76:0.09226225792398655 77:-0.4312785017576413 78:0.3429899708378308 79:0.3412954062012807 80:0.1457470679752585 81:0.2850669572853327 82:-0.1272378127305916 83:-0.2696700190144852 84:0.05770423140472246 85:-0.197776523966406 86:0.03110700929884409 87:-0.1341311276318567 88:0.08381419032452123 89:-0.2139454585195034 90:0.03161987342574779 91:-0.4826569244938761 92:0.5172849310001011 93:-0.2666980923884077 94:-0.2189965654280953 95:0.0598021986079864 96:-0.3640309498541832 97:-0.1934054780952854 98:0.06249631264883514 99:0.05705724159922511 100:0.1831126479867509 101:0.4678809339974482 102:0.4714516255068771 103:0.8975933535867092 104:0.1392384467723983 105:0.3181463290770682 106:-0.1435446994369294 107:-0.9039651593665617 108:0.5535547637566491 109:-0.2880654241220982 110:-0.1970852730286206 111:0.1099236557281604 112:0.02622856118803675 113:0.1515063035360229 114:-0.2264515622745905 115:0.1797767259855476 116:0.1510029646055179 117:-0.02571347262337756 118:-0.3882564434718166 119:-0.2161236889305696 120:-0.06560983868169831 121:0.05121889977236461 122:-0.3541925368967919 123:-0.5011413880287009 124:-0.01184221781354149 125:0.8647678672657528 126:-0.4134141854335853 127:0.4115161124239057 128:-0.1134607828634405 129:-0.392037348291553 130:-0.1796850675376631 131:0.1550910444274856 132:-0.03242888982047159 133:-0.2363666442638012 134:0.4434915131967828 135:0.1199745597933496 136:-0.3719350878086361 137:-0.4655336305041597 138:0.009362143941970991 139:-0.01636320727869979 140:0.1220294705333701 141:-0.493065161328924 142:-0.2176792579167396 143:-0.08314531098335581 144:-0.249763537414488 145:0.1241945379438128 146:0.2445903388882274 147:-0.7004242767963966 148:-0.3164093529322455 149:0.09028985639935244 150:0.6517165363792577 151:-0.1378887260588766 152:-0.1041684689197061 153:0.1706011703774126 154:-0.165155101525633 155:0.3996891796003628 156:0.403860101160991 157:-0.2742433166763101 158:0.3491919391361463 159:-0.0617607793019388 160:-0.6647764909890366 161:0.01348406516459801 162:0.840718404417215 163:0.267765470756288 164:0.5924262277568642 165:-0.1303133530339015 166:0.004543469060383915 167:-0.1737307063218017 168:0.2477589080073098 169:-0.6469309706939823 170:0.06711958281715655 171:-1 172:-0.02017990749397191 173:0.3024201383723029 174:0.1691467686961795 175:-0.02816504043913712 176:0.1939440143163569 177:0.03759548836483234 178:0.2711028704934955 179:0.01020432859261773 180:0.3356082950236995 181:0.6689966858069243 182:-0.07132209277008253 183:0.05464929172141709 184:0.03236126311048002 185:-0.3275823599549385 186:0.9999999999999997 187:0.3102814462524434 188:-0.0464915967623096 189:-0.224049354441985 190:-0.2667220239942924 191:0.8227344721897558 192:-0.002755356861796704 193:0.03052459648742013 194:0.06961596290255595 195:-0.2493829145832141 196:-0.4821005562780085 197:-0.3778080966116421 198:-0.1841971887316842 199:-0.1414718414036442 200:0.2504965819204148
+-1 1:-0.3069457156946911 2:-0.0911921239076256 3:0.04533626758288583 4:-0.07674076498913186 5:-0.01282188939786407 6:0.2652590444666902 7:-0.2451668930580406 8:0.1578857588474239 9:0.7451097458401525 10:0.2714196673756911 11:-0.4836874084346954 12:-0.4134305357453428 13:0.209767545994454 14:-0.0336515193345709 15:0.1984187732139392 16:-0.4769532372110699 17:-0.02201305413637975 18:-0.3458608380452656 19:0.1184756063049101 20:-0.7639434596620334 21:0.1820001035521449 22:-0.07895289426230176 23:0.3873009264263941 24:0.03360041060880763 25:-0.3181812276432692 26:-0.109253170835636 27:0.7690733010425402 28:-0.01781962255591786 29:0.4204128382835685 30:0.2944696250939913 31:-0.1480202474643701 32:-0.1890536853488047 33:-0.2529140223094367 34:-0.08277983571947814 35:0.02247592318384065 36:0.1335983292712214 37:0.4179184746652597 38:0.2287519805976818 39:0.03091308097559761 40:0.5340390644589125 41:-0.263751135825383 42:-0.5155538366348774 43:0.5844603913241225 44:-0.2470199660543648 45:0.124057264783948 46:0.05975120217196735 47:-0.1067288064158081 48:0.09424984089381709 49:-0.05063983949260245 50:0.4719236561299514 51:0.06767597304764789 52:-0.239158240957188 53:0.5666529252379979 54:-0.2145893471118092 55:-0.5396632481433081 56:-0.3217486590189177 57:0.8278445896612201 58:-0.6311567182584599 59:-0.1880530737695181 60:-0.8471130163771203 61:0.154892423253632 62:0.3493632415934045 63:0.09598212341730972 64:0.150601215394972 65:0.2478570807956912 66:0.1567713894570701 67:0.250961705103947 68:0.09865777458866205 69:-0.1513226194559471 70:0.06834322780172472 71:-0.7656912159955004 72:-0.4436817331139177 73:0.8177641726474224 74:0.3990342453402613 75:-0.05742272984947172 76:-0.09027104086343869 77:-0.5867983466032943 78:-0.5979943097572289 79:-0.5007290842911629 80:0.3121778255716917 81:0.1859215449219076 82:0.08028688077306664 83:0.7402875800287099 84:0.1927508661869763 85:-0.3283117398788039 86:0.4404774039079873 87:0.3888968953077996 88:0.5390141319116242 89:-0.3984148587457452 90:0.178650325547981 91:0.3751322590518703 92:-0.1277447312216495 93:-0.1467175374388945 94:0.09703166176868164 95:-0.3635340415154453 96:0.2755973107895215 97:-0.5981529776244853 98:-0.3250473041675649 99:-0.01164768785575619 100:-0.6942843013227135 101:0.1728918068748014 102:0.01966802069576537 103:-0.1390722656897502 104:0.2087754906142423 105:0.1286226492591634 106:-0.1429194898460389 107:-0.1310570928607221 108:-0.02183224031329793 109:-0.467251486078317 110:0.1814478328723357 111:0.273183381154787 112:-0.50106452281484 113:-0.1049550499177701 114:0.7543693104270331 115:0.0645893842392975 116:0.2825024545696113 117:0.07228327067033465 118:-0.6747366138013453 119:-0.6056799623663962 120:0.08237213752221778 121:0.1750653198268718 122:-0.2043484466055698 123:-0.02807799600597126 124:0.1051178584451448 125:0.3630130499480282 126:0.4558452267479627 127:0.09414784198759601 128:0.8680488297382565 129:0.002039095455177983 130:-0.1743532553515459 131:0.2718462657553146 132:0.5154302472348605 133:-0.3531799407366182 134:-0.325852413093543 135:0.05761266829040367 136:-0.1004585003737361 137:-0.4861742222418334 138:0.496853625187377 139:-0.8426252865186785 140:-0.05810924086150822 141:0.2239989465050011 142:0.2366337870553704 143:-0.51041156343798 144:-0.1088861946014158 145:0.2943870969597489 146:0.03479365819847328 147:0.1757709116963212 148:0.08410142699276527 149:-0.1662037293862391 150:-0.04382576372694669 151:-0.4570171530369052 152:0.05828583274305638 153:-0.3606553044446383 154:-0.4076435583032845 155:-0.6426286669587362 156:-0.005976929417931914 157:0.003696103941514942 158:0.1204598454675518 159:0.1289948940547092 160:-0.1864276406967384 161:-0.07297937474323941 162:0.3821114675244436 163:-0.4569416313479068 164:0.5486277529665203 165:-0.2536241602405607 166:0.4169047369762677 167:-0.7666324452423238 168:0.0809984150111414 169:0.1765096173097777 170:-0.1823162236420904 171:0.1356730324460172 172:0.1770840008709565 173:-0.3701063128068789 174:-0.2137405336435474 175:0.1714721936934178 176:0.3030050124561758 177:0.1537796293783418 178:-0.3544222542531132 179:0.3136324620431699 180:0.5550050688651149 181:0.1092681081198734 182:0.6634228269579824 183:0.5362406182204014 184:-0.2848183637905329 185:-0.5459632507410996 186:0.2916232986435816 187:-0.325701402438613 188:-0.01336613439811587 189:0.1078468556169146 190:0.339965019129946 191:0.01510173700528768 192:-0.166484257504608 193:0.1231410565570481 194:-0.003826796309228733 195:-0.05413274062557497 196:0.4405882740456505 197:0.5380169943980546 198:0.5506142393637993 199:-0.2512437986750694 200:0.1797025802961076
+1 1:0.08607785717791464 2:-0.1661712980699427 3:0.06032034306198406 4:0.1408423632932284 5:-0.1261422596997734 6:0.3381491916303644 7:-1 8:0.3443077475689534 9:0.5761277608757852 10:-0.1316626381201122 11:0.5223735967305053 12:-0.1597666706024508 13:0.7314990036136461 14:-0.4260349960826693 15:-0.4707591771951817 16:0.2605611596070663 17:-0.2095531614825792 18:-0.02725597757928887 19:0.1019314100318215 20:0.4533152073245341 21:-0.08264812352924444 22:0.3866245834730265 23:0.7301925089775083 24:0.2370155600971333 25:-0.3938292246851627 26:-0.1323385229143639 27:0.1782482090832617 28:0.1252834166075814 29:-0.3187329173339137 30:-0.624355316193874 31:-0.1075690701236224 32:0.15987513888392 33:0.02261054579969596 34:-0.4383326037973608 35:-0.4134736352822552 36:0.4165767969457377 37:-0.4208373580496914 38:-0.2090916300014966 39:-0.3115346751952867 40:0.1234154083360336 41:0.3004395095437716 42:0.08957721395351316 43:-0.3930767064993575 44:-0.4942649572891966 45:0.2766672252755367 46:-0.3033014319961441 47:0.3355548583785317 48:0.2510077724048079 49:0.459719523765155 50:-0.5439883961794764 51:-0.4006574344251163 52:0.1714393740644343 53:0.1619079215144601 54:0.1769763402529945 55:-0.05602622961305803 56:0.1581442216476221 57:-0.5711403613505291 58:-0.1246639183922666 59:-0.1029912951710558 60:-0.2558018781955698 61:-0.2190569415950838 62:0.2226605079864769 63:-0.2546666111599768 64:0.3680675355179149 65:-0.0723930295920702 66:0.1503049254899139 67:-0.01729153952878348 68:-0.3679113883712661 69:0.320974117567944 70:-0.3793590771596228 71:-0.08260404907461044 72:0.3475066505092743 73:-0.1498959866472873 74:-0.003725692078941745 75:-0.1147709013811861 76:0.1708717533227758 77:-0.653922616891322 78:0.3975585647724878 79:-0.556545813884235 80:0.2293480648484687 81:0.1048702213946755 82:-0.0385334960864688 83:-0.5299327848825645 84:-0.1231259829787545 85:0.1148266253806771 86:0.2168184428218389 87:-0.002414621687083507 88:-0.2915273341374099 89:-0.01377728684154414 90:0.4339876457398727 91:-0.3623732218244479 92:0.3286859618553542 93:0.3826015226505032 94:0.8714248972758862 95:-0.3843469979500166 96:0.1309298397693403 97:0.5955725609189496 98:0.4779597507359939 99:-0.0600749808466081 100:0.06688752607448134 101:-0.4382100910629257 102:-0.2517037315808114 103:-0.03862107429621112 104:0.03828954011008792 105:-0.7679452768740532 106:0.2295116371479144 107:0.04674681385375415 108:0.3583442232778348 109:0.03581252891194021 110:0.2879878975493226 111:-0.1876441316051776 112:-0.2491254123158072 113:-0.2508848475127103 114:-0.2452572864983777 115:0.2020855246529026 116:-0.2016770891046168 117:0.5231288969645328 118:0.01886899671003542 119:-0.2589332621601711 120:-0.5500506605574931 121:0.1214881248181391 122:-0.3257815363611551 123:0.1324006513591423 124:0.6823137671434505 125:0.558704316990839 126:0.3154363521549388 127:0.106446864739786 128:0.5292899382266426 129:-0.2351438324017621 130:-0.172074357150401 131:-0.07091285363627865 132:0.5059172258762175 133:0.08780123266014926 134:0.9901776625425138 135:0.2210144378096322 136:-0.3158297732719965 137:-0.65892975860448 138:-0.1258907473965828 139:-0.4533848028889783 140:0.0642409729241923 141:-0.1024850704300781 142:0.2943971679833112 143:0.3547452915143453 144:0.4776955717442716 145:-0.03087907858823796 146:-0.08047461563877542 147:-0.126213069607181 148:-0.3737833815430445 149:-0.546758220805587 150:0.1218933271627338 151:0.3887346996604256 152:0.6057068035211455 153:0.4450537501846356 154:-0.01668057626689246 155:-0.06068050496165464 156:0.2260082949758461 157:-0.4957891908741777 158:0.3461267096908227 159:0.4980864337349911 160:0.5132103595139225 161:0.05106523423143797 162:0.6447610001720047 163:0.251413983986767 164:0.3739534647346906 165:0.4274289423109169 166:0.06161230895673531 167:-0.3959811534425935 168:0.09826984324058202 169:-0.1347174478344106 170:0.2239710228917283 171:0.2444657535598925 172:-0.0255888272917296 173:0.2783876614535498 174:0.3349836427449896 175:-0.1500312055189126 176:0.8221948494511819 177:-0.127382514932207 178:-0.6984818042315468 179:0.1087896963235843 180:0.3408432765507168 181:-0.1445832551707864 182:0.2212002099614626 183:0.4137432707152539 184:-0.3660144121196882 185:-0.1746167987403129 186:-0.4680975078434977 187:-0.3746680383878993 188:0.2900431390866197 189:0.1611701214973629 190:0.6459804029385806 191:-0.4867616084757962 192:0.4686457027838869 193:0.04978038310655535 194:-0.04223486553320288 195:0.4457884227454932 196:0.5109270094026825 197:0.1114929390301267 198:-0.1399684809310942 199:-0.01865206385401104 200:-0.2649312349735025
+-1 1:-0.7773868349889586 2:0.6490810380098767 3:0.0732075744685149 4:0.3526060255263299 5:0.1503380253403695 6:0.5042661745833565 7:-0.2157248732441055 8:-0.282535208051945 9:0.2574076224063672 10:-0.3555015708163173 11:-0.2297091425519008 12:0.7253250214203545 13:0.4254755041569387 14:-0.7543571241967525 15:-0.137495551560272 16:-0.3876547162047649 17:0.4347635608263061 18:-0.2185913956367804 19:-0.2191372348652914 20:0.8305824251394093 21:0.9120874088661076 22:0.2166169781088072 23:0.1095477313565172 24:-0.4261173416533255 25:-0.5515182886385361 26:0.2212198826397082 27:0.274568010969387 28:0.2804371743105271 29:-0.08368795928833397 30:0.02687628996860428 31:0.2945334316208481 32:0.09150528659169226 33:0.3853310701674767 34:-0.06445365886175256 35:0.9457859098352335 36:-0.6994304843936829 37:-0.07191458931857223 38:-0.03486008130724236 39:-0.4218122766039352 40:-0.2674722964391966 41:-0.06884451133020045 42:-0.3699360505156147 43:-0.02560836799011395 44:0.1126720369873236 45:0.1913859982936478 46:0.24565872576832 47:0.04971288853908018 48:-0.5148971064315422 49:-0.6056673803465893 50:-0.1910358332894595 51:0.1456737344272252 52:-0.14535315325272 53:0.1553786732244103 54:0.2344242081373276 55:0.7610772471117738 56:0.04195342643514104 57:-0.3425525513776091 58:0.2711174157816999 59:-0.3081105617736654 60:-0.3141656811116578 61:0.2572489153488063 62:0.267620116169057 63:0.3968412050238039 64:-0.09139863106707867 65:-0.3704141757566944 66:-0.421454078252718 67:0.2356446663199846 68:-0.1667596639351282 69:-0.8245509108308124 70:-0.1333380802566607 71:-0.2336540752303583 72:0.3799480883837893 73:0.6086223659537243 74:0.2489658907565079 75:-0.3666358856022605 76:0.05398929767469092 77:-0.5022955480723763 78:-0.1916908862065967 79:-0.07475818656214796 80:-0.7476269630317536 81:1 82:-0.07744258887599427 83:-0.324433179572835 84:0.2839735652453718 85:0.06737917675684493 86:0.3176967086191431 87:0.1444841373939653 88:0.468250854104344 89:-0.3428744215679242 90:0.05479792011065468 91:0.04842046927638512 92:0.1120048671029705 93:-0.2257683568449801 94:0.1137621845893148 95:0.7142688460369971 96:-0.03619858463071622 97:-0.02327857408037354 98:0.19448692046 99:-0.01728604597219431 100:-0.2916511894930352 101:0.001873522425438791 102:0.4101234557788921 103:-0.006662263100560867 104:-0.02126390226805634 105:0.1001510992131341 106:-0.4808585620337285 107:-0.02424010529366019 108:0.3039539825824411 109:-0.5789077203389542 110:-0.1670637274347079 111:-0.0367291679111995 112:-0.1735521064054601 113:-0.1622050282628421 114:-0.2073240927049033 115:-0.385024367755113 116:-0.2359978175245925 117:0.3091399959653276 118:0.4572523343014194 119:0.001162075963447889 120:0.07869764695211476 121:0.1402141354674661 122:0.1443326541430509 123:0.2856152525404707 124:-0.2107275053995063 125:0.1843851656545153 126:-0.4426263802343969 127:-0.3178238037837157 128:0.3599968487171379 129:-0.6448219529766128 130:-0.3035121875014565 131:0.3367918452957254 132:-0.6628470251068519 133:0.4249159721700991 134:-0.1026349794460355 135:-0.7014509676532207 136:0.5104982613928621 137:-0.09356002562972279 138:0.3714311118661968 139:-0.1850446367320654 140:0.2314918183006432 141:0.1069043570062349 142:0.3238282653822139 143:0.3173009369599204 144:0.1417155360588655 145:-0.3454541486648194 146:0.1516314070663859 147:0.169843120044513 148:-0.2273590868090848 149:-0.4022415992176037 150:-0.1591488769808544 151:0.1287326123847047 152:0.6553692793657291 153:0.1744164903321225 154:-0.9870201614550531 155:-0.2334015136599275 156:-0.5467827148186813 157:-0.6197354258543972 158:-0.3668698728028397 159:-0.04270275190363128 160:0.3358082241274671 161:-0.396353456444298 162:-0.2026165055064392 163:-0.5954560883129366 164:0.7762986026748696 165:-0.80960254277309 166:-0.08108324221141563 167:0.2543592657503891 168:0.2174514485573327 169:-0.25711714207082 170:-0.04704854968779851 171:0.5847824138149396 172:-0.02144983161796425 173:-0.3128053003011572 174:0.1811774011795124 175:0.4391434308187986 176:0.2746608598715686 177:-0.4238318437898534 178:-0.5423855520345919 179:0.2804260098533813 180:0.1841025974738885 181:-0.5655911148827593 182:0.200388818574973 183:0.2163451013358886 184:-0.6051543004382448 185:-0.16124631228217 186:-0.1476563150665518 187:-0.9518836758951944 188:-0.4377715034163369 189:0.08821441112393497 190:0.3148608772125437 191:0.174662217517784 192:-0.1799770245886393 193:-0.0176285565491317 194:-0.1184582884458323 195:0.1652532028716654 196:-0.1479417260341429 197:-0.2946805052639417 198:-0.05067275822334748 199:0.4690630458601757 200:-0.1504361553212797
+1 1:0.3122582663297082 2:0.1219751843945762 3:0.2826697473228393 4:0.05349112384549415 5:-0.05968511393859438 6:0.3163589617120696 7:-0.4280607222014843 8:-0.455480730812204 9:-0.006698750339539566 10:-0.311628461133286 11:0.1926336545052007 12:0.2512517389698996 13:0.0592318935593379 14:0.05992577818411576 15:-0.254698460739169 16:0.1341293038123089 17:-0.419979943905235 18:-0.2912807529137235 19:-0.2509406678973001 20:0.1736284825010897 21:0.07504671069035938 22:0.1053424411727591 23:0.4405169159657082 24:-0.04756258573016894 25:0.02176385178655785 26:0.2092049844526842 27:-0.06288655801377535 28:0.05569869957175899 29:-0.282141877908149 30:0.002885687534525949 31:0.256674803735317 32:0.03301069377290253 33:-0.2478783580081728 34:-0.1632186632826989 35:0.2236940458232278 36:0.8950964653170813 37:0.0412487619223991 38:0.8326264586455397 39:-0.2323690269341112 40:-0.1506951915087806 41:0.3485949516375576 42:0.1413391447144243 43:-0.2303908849309028 44:-0.1033936431254778 45:0.2670741208455644 46:0.04500383740514784 47:0.3350035039280173 48:0.3304026231544375 49:-0.0626617587618553 50:-0.06696840499266134 51:-0.1174391806069433 52:0.5253600490607777 53:0.4556057805735761 54:-0.01267932597230785 55:-0.1807451011171414 56:-0.180072232390206 57:1 58:0.5624892738219243 59:0.5377846789722642 60:0.1501282509862709 61:-0.148551318447096 62:0.3148405630238089 63:-0.2140626604123318 64:-0.4142995863554109 65:0.2867440532676101 66:0.199103790794919 67:0.7435888456727814 68:0.3512757746279702 69:-0.5557579085222187 70:0.04603345502179604 71:0.3239001053451972 72:0.4011352775455476 73:0.1453503081028656 74:0.4265778634469843 75:-0.07274478145719734 76:0.456472948595962 77:-0.05440091054958802 78:0.4456454665087832 79:-0.06064822299129145 80:0.1916351532409272 81:-0.3410800430771304 82:-0.464206346759459 83:0.06194166284507577 84:0.05639275887481453 85:-0.2259587048551869 86:0.5135359762742312 87:-0.09568418200200104 88:-0.01292746490155043 89:0.5797349055049276 90:-0.09821146118320306 91:0.1234658027256509 92:0.2270651504131746 93:-0.06313835167117443 94:-0.4346936108646 95:-0.04336565004820737 96:0.006297266089763637 97:0.7856375145973507 98:-0.4414799000625245 99:-0.2120257438218629 100:0.9999999999999998 101:0.0656401068844415 102:-0.1540838229253211 103:0.3411761100907618 104:-0.1767531262137161 105:0.02383983388689841 106:0.3157183705360583 107:-0.1524089897331025 108:0.1367660375738843 109:0.003241769839799236 110:0.4919787374664479 111:-0.09427361125030631 112:-0.05777079385152779 113:-0.6832281291429371 114:-0.5116605522890777 115:-0.02695449604870741 116:-0.440274006005096 117:0.5205800608922997 118:-0.3550506399882167 119:-0.3692544470292453 120:-0.007955035524740982 121:-0.3024999311889734 122:-0.4160457939678207 123:-0.7791216818123625 124:-0.4431669494872498 125:-0.05191832215865114 126:-0.05588402472468425 127:0.4368483788520865 128:0.1736905504367812 129:0.1004149169680346 130:-0.8300865189666337 131:-0.5258237790264443 132:0.7044961067082722 133:-0.5983989452048321 134:-0.02055382871223069 135:0.5556196017580872 136:-0.1734194051915642 137:-0.1245854681130639 138:0.2770257168021465 139:-0.2056684055511678 140:-0.1771062648713741 141:-0.153304322273981 142:0.3869819081678766 143:-0.7479069214309864 144:0.5796571437942094 145:-0.1215912817758266 146:0.3955242487339692 147:0.1939173924446208 148:-0.1008177623184644 149:-0.1915928262121114 150:-0.1135318172985348 151:0.5407575744409688 152:-0.1207279830170428 153:0.05395454483403604 154:0.2615027255908834 155:-0.1506498813223437 156:0.08198112130973353 157:0.2342350090617893 158:0.4118608670012748 159:0.5661168319514354 160:-0.2411228093572702 161:-0.3211174590551072 162:-0.2998322129662958 163:-0.4736718013959461 164:0.4865952343221919 165:-0.9081476880129432 166:0.1042469527679166 167:-0.104280027997442 168:-0.4567984603302216 169:-0.7520396970550973 170:-0.1767471710601366 171:-0.08766476192883858 172:0.0650564983671864 173:0.12946135633386 174:0.02508137495706882 175:0.02758739471442123 176:0.1822921076518817 177:-0.09214047159683317 178:-0.1280717969624237 179:-0.028201486709143 180:0.05804305825148083 181:-0.1200976089335118 182:-0.1542351191775718 183:-0.336752958083624 184:0.4057617185632407 185:0.1600192140496656 186:-0.03557713792769928 187:0.1891244869456327 188:-0.3353278784425257 189:-0.2245641234932311 190:-0.231862482120306 191:0.0168423446642503 192:-0.2879099619050817 193:0.3032161697158336 194:0.2705190567117862 195:-0.06164514087886144 196:0.2267236726398991 197:0.4610331395389999 198:-0.01094236196353255 199:-0.3957243812598708 200:-0.4340181739908726
+-1 1:-0.1183789467988553 2:0.1066222325965367 3:-0.07393199083749868 4:-0.1142895769880895 5:0.1484587435234956 6:0.4846985156285858 7:0.1712220292831779 8:-0.1170486717734243 9:-0.09829525729213792 10:-0.1256009017753394 11:-0.3093720748975936 12:0.1639198484396156 13:-0.4603319277909652 14:0.376956162381007 15:-0.3425122744794586 16:-0.2083397957942201 17:-0.3149137439977298 18:0.1572529518092896 19:-0.03747563187507802 20:-0.2367676019316487 21:0.2268401324948425 22:0.4593262407467596 23:-0.4530767374283209 24:0.1893552050758424 25:0.7354465072258365 26:0.05103370049788603 27:0.8380875739846829 28:0.9999999999999998 29:-0.1316534298162816 30:-0.5826418802212503 31:0.05785809149715045 32:0.2325278192700351 33:-0.05803468294206772 34:0.3741967366942418 35:0.5798343327549431 36:0.1145844331039645 37:-0.4205423331402905 38:-0.1442747675111443 39:0.005149167098048232 40:0.4818785429566005 41:0.1503007807091496 42:-0.4764839384244391 43:-0.04896710384071597 44:-0.1236406905547578 45:0.003729759985231462 46:0.3360257084851238 47:-0.1888872237181217 48:-0.392759926653648 49:-0.3084799341014876 50:-0.1513564856437045 51:-0.2629032032212587 52:-0.1383149399732415 53:-0.1486125808362473 54:0.6472491470539323 55:0.09591095178973032 56:-0.07986633562951212 57:-0.1101309632678992 58:-0.03023746986417353 59:0.2300966421432941 60:-0.1829067538003057 61:-0.07509154985842206 62:0.1771921116597734 63:-0.4966739254079222 64:-0.5334757184886865 65:-0.269263365932029 66:-0.3202464399900977 67:-0.472934101226752 68:-0.05371210940144085 69:0.5841545499736251 70:-0.03210126649605519 71:0.3144297408262803 72:0.2975786876513166 73:-0.2393564865709945 74:0.2313398106762444 75:0.6015419767705285 76:-0.2499034833494788 77:0.3913792232504165 78:-0.3733712600002033 79:0.4367948227400946 80:-0.04659204828283315 81:0.1500770025613007 82:-0.8361856367506593 83:0.007951476833547286 84:-0.1571509074062131 85:0.09040046786475256 86:0.2522400305268803 87:0.6622757880197685 88:0.8271813990542106 89:-0.7455252586169999 90:-0.4964064500642024 91:-0.03362843548703751 92:0.2761982797849927 93:0.5585881726231757 94:0.06770928653388626 95:-0.2691630751817999 96:-0.4270528443864794 97:-0.5205390818742052 98:0.07557280617693793 99:-0.1403610311563661 100:-0.1639664965105771 101:0.2665055919321689 102:0.1480152678331244 103:0.1738974199283634 104:0.1806956536202801 105:0.08548708514219069 106:-0.1877028740639298 107:0.430207581847835 108:-0.4126532279373626 109:-0.02474578953596593 110:0.04267907519061347 111:0.0202072564417632 112:0.4213853441832974 113:-0.1174544982470711 114:-0.02694815300460715 115:-0.3680118618478443 116:0.3269003459570194 117:0.4368757528550361 118:0.03569002042032426 119:-0.7374635161223415 120:-0.08895750324802262 121:-0.1021820455158208 122:-0.1187582238661768 123:0.1996144314128379 124:-0.2079103593718465 125:0.1361581443402464 126:-0.2320269230229007 127:0.1103127555439337 128:-0.107500188685923 129:-0.527766571676154 130:-0.5319303029545337 131:-0.03586170726631099 132:-0.2695717471778054 133:0.4137317144986473 134:-0.33910013566879 135:-0.2718008423596944 136:-0.3533045897777194 137:0.1155857895552976 138:-0.1441353628942794 139:-0.2747651256135102 140:0.1695362473992816 141:-0.5209515698483235 142:-0.09641721800361663 143:0.1002275566582603 144:-0.4939571305620525 145:-0.1026341158061264 146:0.5507037288962728 147:0.4002231331089384 148:-0.1748308253799405 149:-0.500530710022432 150:-0.06389752627090051 151:-0.08019007035664952 152:0.2692137297346381 153:0.7563847406631 154:-0.2792503099630658 155:-0.196242296493308 156:-0.1468608604350086 157:-0.5255272852334866 158:-0.3504039167394875 159:-0.2415430623956613 160:0.2603746164808696 161:0.2694835695212792 162:-0.2079377143339365 163:0.03427325106233525 164:-0.570928194924646 165:0.2411135230571147 166:-0.3143927574752949 167:0.4049190608164258 168:0.1020923781642537 169:-0.01264196664430184 170:-0.1209365929093436 171:0.4018632084924014 172:-0.2622248366608884 173:0.4206504496822339 174:0.361021949881299 175:0.4146399016121336 176:0.2560982224328791 177:-0.1897563974444562 178:-0.3067465419035302 179:-0.05776994375447783 180:0.0660486491675764 181:0.2209306565300711 182:0.4015549323127884 183:-0.03731728974445946 184:-0.1038555860611554 185:0.9277897458541483 186:0.05437215186010279 187:-0.5624503934183545 188:-0.1294358934579099 189:-0.3009680512708697 190:0.09839591827312649 191:0.09096172514713351 192:0.1925706699021859 193:0.008949899917118351 194:0.4264143324050366 195:-0.1550029990491192 196:0.03925013658177454 197:-0.04311383446860742 198:0.104221341647828 199:-0.3595595880296222 200:-0.06856720608684741
+-1 1:0.2116914662073291 2:0.4464296001248872 3:0.3643701228832518 4:-0.1587549219609967 5:0.1724369478410424 6:0.1353921255347963 7:-0.09334700950992439 8:0.3478903914851237 9:0.4316020736079517 10:-0.2731761573313675 11:0.2402547602458204 12:0.4908499266636899 13:0.3691174412356645 14:0.4498551473498685 15:0.3692766131833895 16:0.3699910585656064 17:-0.1831711328285821 18:0.005469558676111218 19:0.1236271256739917 20:0.8974949269737789 21:0.6122737204943189 22:-0.3570449439429854 23:-0.06754806831555613 24:0.05865434228655383 25:0.08564116252598841 26:-0.4089804052484232 27:-0.1069056130264432 28:0.8612343895435237 29:0.03405193801493694 30:-0.002676278396437234 31:0.4731946440945759 32:0.3328933574965484 33:-0.09760751169431225 34:-0.408730767260189 35:0.3375334066955117 36:-0.05189994862799721 37:-0.1080783880674881 38:-0.5786620778817761 39:0.1010102985030671 40:0.4227684156352557 41:-0.4774358701265602 42:-0.4317737189844649 43:0.01834845779204598 44:0.03293184348457732 45:-0.5322365421093592 46:0.2340430042556848 47:0.2099018263526451 48:0.07769033794502553 49:-0.1238473742040078 50:0.6033062307800126 51:0.1760461324973135 52:-0.1834035886058611 53:0.2494160382318329 54:-0.4288600264778074 55:-0.4250928520036107 56:0.1895011167382193 57:0.04392419022746095 58:-0.07144166511965569 59:-0.2517881112178504 60:-0.1989329991244015 61:-0.8551629657174088 62:0.461608373054494 63:-0.05946120335509583 64:-0.4205576438432591 65:0.3140671526271044 66:0.1446923569346797 67:-0.4820913697329741 68:-0.4839029949628995 69:-0.6753670929874611 70:-0.6258441091505492 71:0.2366966857474498 72:0.1307664307639435 73:0.3235814723301492 74:-0.001753572292887834 75:0.7315620401298644 76:-0.2028759226529056 77:-0.263138016329675 78:-0.4022934031183417 79:-0.1220454227487382 80:-0.2123947247647976 81:0.1506036180284117 82:0.05093356409871297 83:0.3026416008649456 84:-0.5745356817932812 85:0.4894980948591831 86:0.6335781591077907 87:0.00862093517994765 88:0.4607038043445964 89:-0.4013885920010513 90:0.2896108532347935 91:0.467790319725394 92:-0.09469470135600147 93:0.4391414638543172 94:-0.1167494150295681 95:0.07682506569393086 96:-0.3092574981001123 97:0.2942105926574308 98:-0.6232195337454038 99:-0.07144054958945431 100:-0.08824962219920943 101:-0.09974880236267961 102:-0.1557000436495533 103:0.08538515881692429 104:-0.1307299712933729 105:0.5333036396059103 106:-0.0007392080090356384 107:-0.06267818313469373 108:0.3356003259013904 109:0.1108490766658069 110:0.3132967773870558 111:0.03658662840870892 112:-0.5927376070178123 113:0.2181798357795908 114:-0.3115061764755772 115:0.05583243550430241 116:0.412584749304344 117:0.1917758171698163 118:-0.3149042374920089 119:-0.1902965801247768 120:-0.002350603637920824 121:0.4865792660026653 122:-0.2663768758164566 123:0.1352928235331741 124:0.1980780560391894 125:-0.008249969526406303 126:-0.04260575150746131 127:-0.1814692249624658 128:0.1925033046320499 129:-0.04821440379804819 130:0.09478729358746821 131:0.4385255073772434 132:0.02951733066871341 133:0.2602611191249615 134:0.09723545105421964 135:0.1786198358752078 136:-0.2000024064041005 137:0.2070661007544174 138:0.09502458323461495 139:0.2509002717512792 140:0.4251708731846512 141:-0.3025875324262154 142:0.1393407569718689 143:-0.3458193851555108 144:0.6641683792793581 145:0.007509188101574792 146:-0.1416064474621938 147:0.6564823224336702 148:0.3018354609602763 149:0.1183627100896712 150:0.3338823008486791 151:-0.3270362185616348 152:-0.04640648579776027 153:-0.1205211404498097 154:-0.1266867032382657 155:0.1950707652958462 156:-0.2711781049097944 157:-1 158:-0.2215334373798371 159:0.1838154218221393 160:0.586542308489363 161:0.09566808091614742 162:0.3267005739220135 163:-0.05330631288419299 164:0.4153387071257594 165:-0.1032629180869913 166:0.6481412933851364 167:-0.1817613389501275 168:-0.4345867808401426 169:-0.3443654399078529 170:-0.1186877867097722 171:0.3839491070351234 172:-0.4488847723569581 173:-0.5366230311552252 174:-0.1158003405623605 175:0.5617335919849529 176:0.1125495511041621 177:-0.4856118444044705 178:-0.7593497865421877 179:0.9999999999999999 180:0.1131805265961179 181:0.4930119988581374 182:-0.02066727154896306 183:0.01913272304484837 184:0.2418523637848757 185:0.1137575977868213 186:-0.4573591860284509 187:0.224768789038548 188:0.1575267922055441 189:0.3995648147418486 190:-0.1059638186181787 191:0.4396810274822681 192:0.1196777079342919 193:0.1762221780699891 194:0.1244745066825919 195:0.4031954216155359 196:-0.08265601102363906 197:-0.1705819051213052 198:0.08749522217839609 199:-0.2170018888539944 200:-0.1738715925726129
+-1 1:-0.1804177745625595 2:-0.462564121061884 3:0.4524885822514968 4:-0.180468493698762 5:-0.1172971906317018 6:0.1427988815916359 7:-0.7563443314209229 8:-0.3887336288837916 9:0.3970223501144565 10:-0.4703110917991937 11:0.4805277235225803 12:0.04634807703411747 13:-0.2449588525989549 14:0.2696495005742799 15:0.2833031919326022 16:-0.4042937959660911 17:-0.2923970230185442 18:0.07297396857091439 19:0.3252803209207299 20:0.3617629472037331 21:-0.3049499425857926 22:0.1709307852589475 23:-0.2048253815671394 24:-0.09763637361082202 25:-0.2676113215682477 26:0.7064304347640864 27:0.01929471791563129 28:0.4100205857347118 29:0.3976079694868896 30:0.2022103033267631 31:-0.1255328766173531 32:-0.05617117330108348 33:-0.3729858930678978 34:0.1015285547012867 35:-0.380823915850295 36:-0.2158706101779094 37:-0.03881163077866082 38:-0.09179650858084723 39:0.08162134941580339 40:0.2633847110381653 41:0.1517843200216434 42:-0.00836217376389938 43:0.7340154580441237 44:0.2216004997818308 45:0.4209461417809126 46:0.1288977936403393 47:0.04144151020238694 48:0.3317256080425468 49:-0.5787653378034372 50:0.2548740769601693 51:-0.1678694000913257 52:-0.03994482480933012 53:0.7132448874214478 54:0.3497396244077777 55:0.1889759858837309 56:0.6562918780059155 57:-0.1031111070760289 58:-0.3753394630401701 59:0.5667385487895608 60:-0.0499811599890604 61:0.2783155665862767 62:0.5089181747041421 63:-0.1018880175829372 64:-0.1185515295723174 65:0.06279309906167418 66:-0.01228339137961927 67:-0.3782240853815241 68:-0.008183824050341404 69:-0.7261398505338763 70:0.01006525039576335 71:-0.291367354655323 72:0.05636448930453723 73:0.07264904638155463 74:0.04661474786357368 75:-0.3776291259911966 76:-0.7404409540550615 77:0.4499699427593048 78:-0.4790485615376348 79:-0.5356742934797245 80:-0.00763795760763937 81:-0.05404188906845014 82:0.07156523041263041 83:-0.08285347571911625 84:0.3049785988912708 85:0.2079814623243262 86:-0.3488928521023188 87:-0.03287208456385467 88:-0.3401270270528974 89:-0.3462924814950419 90:0.2473371897241976 91:-0.19131700152985 92:0.2221836762232005 93:-0.2819171572107224 94:-0.2867778865558078 95:0.0007753354218824407 96:-0.1894962633877977 97:0.005393035663988632 98:-0.1736474716630844 99:-0.04292278916669566 100:0.1025308923480019 101:0.4981559886043058 102:-0.02112784632492175 103:0.001980606812817087 104:-0.3005084122907267 105:-0.4033384040257827 106:0.01088880238990776 107:-0.2296877334672016 108:0.2110347783446122 109:-0.096124927016287 110:-0.1764036189964188 111:-0.09267364882829948 112:0.2955915575379631 113:-0.4220300400179583 114:-0.3137608603233408 115:0.3938421056383767 116:-0.1277214670883086 117:0.2640401244147641 118:-0.1984172903881866 119:0.202975538771817 120:0.07185700448336113 121:0.4701797970620488 122:-0.2135376362964642 123:0.3378272206586584 124:-0.05483207038373512 125:0.4747576438837067 126:-0.2084090580710596 127:0.4105976727319191 128:0.3373646075349145 129:-0.3154229676378918 130:-0.5181870430050864 131:0.4882423502915133 132:-0.2032719271832666 133:0.1644312343900939 134:0.6905725038498582 135:0.03581161623163497 136:-0.2222100835224388 137:0.162849867220345 138:0.3015098333809319 139:-0.2000207902060024 140:-0.09071617109874414 141:0.3887929344378937 142:-0.3572427133849981 143:-0.4809935223155531 144:-0.302790271667184 145:-0.7184823613342214 146:0.187301431403013 147:-0.1600610252187833 148:-0.1357956211953652 149:-0.7035339113263767 150:-0.009589401905280778 151:-0.08891026874835628 152:0.2415821755066268 153:-0.3218985573728452 154:-0.3651924377212964 155:0.4192378772561807 156:-0.1020849688638944 157:1 158:0.2088988538820326 159:0.1139915333768599 160:0.1817493136328007 161:0.5201794339316462 162:0.4370860472244006 163:-0.2050042765594657 164:0.2264774622022452 165:0.3945102446584511 166:0.4678367013933092 167:0.8521698107736285 168:-0.2386275601541049 169:-0.608455205409973 170:0.03441180012498469 171:-0.2695535824530452 172:-0.3617530731880173 173:-0.1131375757795971 174:0.2760110254197671 175:0.008760300490296358 176:0.5388526535773834 177:0.1580358835340205 178:0.1170244109644553 179:-0.04111962619996738 180:-0.01429864220347851 181:-0.2503073771689248 182:-0.4468536794936666 183:-0.4945231157360462 184:0.3706971746969378 185:-0.08111497472162635 186:-0.4634363499044338 187:0.01387359776588907 188:-0.3863770159641632 189:-0.3093520232305861 190:0.4407357677184544 191:-0.3935538249501149 192:0.02688190712362226 193:-0.08778327770404692 194:0.234343054071833 195:0.9258283417029726 196:0.06948214457363568 197:-0.2353668108195047 198:0.1303547685587947 199:0.2973735086859456 200:-0.5896304479612959
+-1 1:-0.03426844984428969 2:-0.3147516017744456 3:0.1648222791861916 4:0.5249636812858725 5:0.5730883637650432 6:-0.435918517485287 7:-0.1323606106813013 8:0.09807933101895464 9:-0.08770160823358325 10:-0.1338971729943211 11:-0.1557651271724017 12:0.4724720291592677 13:-0.06513925959202438 14:-0.0314373038521631 15:-0.2852057130334597 16:-0.5001956833740901 17:-0.2155824167913091 18:-0.2204492847659323 19:0.6769478177784225 20:-0.4339129164874546 21:0.3804036398758636 22:-0.03311938866337118 23:0.2516438007098703 24:0.4438667474597667 25:0.5120078474125997 26:-0.06467584758450411 27:0.1907703384880669 28:0.07968979602517307 29:0.3204661287396758 30:-0.3076543846908968 31:-0.05533713713629171 32:-0.0131154305930286 33:0.3583370203437667 34:-0.3573071638529491 35:-0.3861416251945319 36:-0.519774504060632 37:-0.05013873651654399 38:0.1540359707702115 39:-0.0573888715285701 40:-0.1942780375927385 41:0.3979884824319226 42:-0.3407909431969799 43:-0.125852332229292 44:-0.1976631700620436 45:-0.1398368750944816 46:-0.4222131817287235 47:-0.01074373471142075 48:0.5658914815727697 49:0.7810914989346309 50:-0.2866077503401042 51:-0.1332878618902261 52:-0.3113734675754457 53:-0.0133267658766377 54:-0.01070078518546136 55:0.3131472225919341 56:-0.5582954214452799 57:-0.1801874017817253 58:-0.6449620310465344 59:-0.6033404519232213 60:0.5015281634688906 61:-0.2500926844422226 62:-0.5172376373870348 63:0.02556602230591245 64:-0.198632532817758 65:-0.0623378557353966 66:0.1710162368705113 67:-0.3743057043048279 68:0.3632937380704905 69:-0.3771392523849823 70:0.008597526875514613 71:-0.6716616372469094 72:0.4169597226983003 73:-0.111976077847705 74:0.4553204709604127 75:0.1935380210970718 76:0.2010949570730682 77:0.1113177207617365 78:0.6036561786749371 79:-0.576837623811583 80:-0.1209157182677367 81:-0.4884492957150359 82:-0.004081335452077228 83:0.3944574706862793 84:-0.1650829733747485 85:-0.3609444212004365 86:0.4673338077091253 87:-0.1022050419095462 88:0.1614064732245789 89:-0.04602273510402304 90:-0.3247346183733404 91:0.3666621918463485 92:-0.1263540643556927 93:-0.06388436307131722 94:-0.1301940188577329 95:-0.3259501014410823 96:-0.2636703919658648 97:0.6114257155077789 98:0.3670813713613075 99:0.3425125595153293 100:0.3134029059354799 101:-0.06168310073120077 102:0.09878336709189656 103:0.9999999999999999 104:-0.3422725690824811 105:-0.1775338026787349 106:0.4055787351945117 107:-0.1603642871966528 108:0.1133699034006169 109:0.4767871695692369 110:-0.009448325709005181 111:-0.0815464705826211 112:0.3540311409153178 113:-0.1891531348009715 114:-0.1090980275251387 115:0.1434256328387829 116:0.1280353882395496 117:-0.1518805744943945 118:-0.2623044570302631 119:-0.3469653273471212 120:0.07072032228812197 121:-0.3945015064167749 122:0.4574542400895201 123:0.08004439366482036 124:0.2558553217015906 125:0.003905651691181088 126:0.9187014663818968 127:0.08226219489410769 128:-0.1020885220106825 129:0.3621105090458174 130:-0.1304203750483629 131:0.1309216835468838 132:0.6184258420682313 133:-0.3828278551461684 134:-0.1054425269743772 135:-0.04399877646575784 136:-0.2886001569304559 137:0.3083616262974687 138:0.5696713216270399 139:0.1774726084541565 140:-0.4115351849130517 141:0.1076814142297831 142:0.3647121636446946 143:0.2439373888499684 144:0.6409306287767368 145:-0.7913577718651649 146:-0.533444414656103 147:0.417422445926342 148:0.516139475923168 149:0.1005663496123826 150:-0.1150710253317575 151:0.5340235748839459 152:0.4232677365735185 153:0.4439949088430106 154:-0.4176826205928562 155:-0.3868599289237059 156:-0.4050501274994749 157:-0.1776888324972196 158:-0.07533894791011003 159:0.2666240927036817 160:-0.5354409668530379 161:-0.2273316623622023 162:-0.09228940344556244 163:-0.2100227461733593 164:0.4388317623787567 165:-0.3835564554936849 166:0.05408630883575681 167:0.2739384636660845 168:-0.06274653028631989 169:0.1384703670230027 170:0.4032713657953939 171:0.2928702534624948 172:-0.2730193717109511 173:-0.09935547051334766 174:-0.2874827799116509 175:0.2597503534221941 176:0.03543854369825386 177:0.01150143287764469 178:-0.01588431292136233 179:-0.5260253383122825 180:-0.1156690275017429 181:-0.1911239194107415 182:-0.1401847686078647 183:0.3409327410173812 184:0.1759725640864463 185:-0.4510667146539016 186:-0.7229513469059341 187:0.2710422350189867 188:0.3112603787625766 189:-0.5594980820065739 190:-0.3652903516282265 191:0.0288998538704547 192:0.01667839084682418 193:-0.04094104057613047 194:0.3044765897685142 195:-0.1433085945487025 196:-0.3857822998734987 197:-0.07967463231660518 198:0.3452008803547104 199:0.5659954485204289 200:-0.05639927687404686
+1 1:0.2196652731085857 2:0.3746820382056216 3:0.3961413024975139 4:0.1903389418928017 5:0.4640653470861459 6:-0.9459781723554772 7:-0.5676741500980389 8:0.1117111321080904 9:0.1573455228032544 10:-0.1999989806494544 11:0.074418544927774 12:0.00287068069389132 13:-0.8448699556036465 14:0.1186120996046292 15:-0.5180800971132622 16:0.1374398220552253 17:0.6428079245972816 18:-0.2395015177486517 19:-0.2650194545274752 20:0.7305784117361368 21:-0.02526619179100104 22:0.3292445401807637 23:0.3286379257613367 24:0.6896188985682362 25:-0.0582851247625395 26:0.9354730561122991 27:-0.2534971736063065 28:-0.3437831977262582 29:0.1674370776172762 30:-0.20448913908019 31:0.221640936073506 32:-0.01915627288881826 33:-0.3368382848267764 34:0.07012720105976009 35:0.08504142603422483 36:-0.006488104974951843 37:-0.07517316685311323 38:-0.1689064462598136 39:0.02690407597343678 40:0.2281464776202174 41:0.008330253933002588 42:-0.1266280618251835 43:-0.2359956602567358 44:0.05502989565044288 45:0.297306211563339 46:0.3264158356806462 47:-0.3502729850227009 48:-0.4460233925423083 49:0.2444514311709474 50:-0.4527935692290202 51:-0.08005419550631171 52:0.1869042320339159 53:0.8563838581539517 54:-0.06369980259195478 55:-0.1984875413217564 56:-0.08338101255098231 57:0.1575912499840912 58:0.3927646847863929 59:0.6702791239914057 60:0.4880120845901492 61:-0.4602531197589065 62:-0.2394795960185554 63:0.02819968511101822 64:-0.6706188782638421 65:-0.2960584882617549 66:0.2364928658114375 67:0.5800370006459913 68:0.03707600923009489 69:-0.4852739345063353 70:-0.3819257007359654 71:-0.05962070352322023 72:-0.1969600995652367 73:0.4604078882643078 74:0.4644175485706303 75:-0.1892536280430992 76:0.2096568685369845 77:0.6386620886675601 78:0.4326786752113678 79:-0.278803758285963 80:-0.3104724376994396 81:0.1077586442865992 82:-0.1863425389971129 83:-0.0840323106696238 84:-0.4253488441024141 85:0.09253094138172901 86:-0.02852568900526692 87:0.006854823001043064 88:-0.5504344231968376 89:-0.5841239786885941 90:0.1380350905360645 91:-0.09408007402253304 92:0.2640854053161747 93:0.4382667189453713 94:0.08647790641773281 95:0.3181089882197168 96:-0.4553613315178067 97:-0.3092863945299613 98:0.273345405905592 99:-0.1359327020911306 100:0.1660978405461331 101:0.4111002318987359 102:-0.5640274696238984 103:0.2185924480687996 104:0.1568905402611499 105:-0.1612626206132995 106:-0.5335447137544398 107:0.2154508989987539 108:-0.40273846209237 109:0.5967575252098261 110:0.00470031194702937 111:0.176998964474967 112:-0.04363362181227436 113:0.3306996666852108 114:0.3915003932250175 115:0.226817598852681 116:0.339979712186567 117:0.3368317247429586 118:0.1612651588849475 119:0.1470746264439509 120:-0.08020550372970361 121:0.139908013363043 122:-0.5199014907404939 123:-0.2145351321560447 124:0.3791578351024202 125:-0.312096881513893 126:0.01340693749014157 127:0.00486383440531217 128:0.2194137366827652 129:-0.1811534819446596 130:-0.3547220890180525 131:0.07324911376421141 132:0.01152344603433467 133:0.01060015190878578 134:0.05978838574347865 135:-0.4374080081935688 136:-0.3444263368711947 137:-0.1864900426622121 138:0.3959725320647718 139:-0.6922809625409659 140:-0.1761076691459341 141:0.4718118253654141 142:-0.04250254400924382 143:-0.2547319283048918 144:0.3280961658143217 145:-0.5035415919947062 146:0.3682680156460118 147:-0.4446544895447406 148:-1 149:0.01512557189220158 150:-0.1652493156329625 151:9.700784446228794e-05 152:0.2274941876209646 153:-0.01897406723703291 154:0.4009132515983882 155:-0.1940795415151259 156:0.3796663948860839 157:0.3245223121805935 158:-0.1089532073761555 159:0.03224058019719445 160:0.05255843518903201 161:-0.07986843620269168 162:-0.09180053292243018 163:-0.2823535371172465 164:0.005858248449581688 165:0.3850682363043975 166:0.2300655422782578 167:0.2968194730192455 168:0.1028199199598451 169:-0.2980335182984805 170:-0.4747513746390357 171:-0.2826103744024681 172:-0.2115232747007385 173:-0.5481074346229519 174:-0.08199839369382632 175:0.006039819855507611 176:0.5860065314238401 177:-0.7429303822885612 178:-0.4055857350480773 179:0.429775450195705 180:0.2490304466991729 181:-0.2303737794007066 182:0.4238741843749849 183:0.2680288143977343 184:0.7206512953084695 185:-0.3465098642822018 186:-0.04005379590456509 187:-0.2936542579139471 188:0.1902085711971456 189:-0.1691605485245798 190:0.002780673061233224 191:-0.2312193068911046 192:-0.9063805811421726 193:0.193011130351846 194:0.1975397791671102 195:0.00645937689122339 196:0.06114748407304567 197:0.2543092728258336 198:0.04990057004095604 199:-0.02553842677732205 200:-0.2299016854720508
+-1 1:-0.4447099269657894 2:-0.001560269181408305 3:0.4702494865755508 4:0.02134338826669135 5:0.7827211983960582 6:-0.3555261830094539 7:0.136246669764742 8:-0.0974793396365608 9:0.1211036651117289 10:-0.3653074381287849 11:-0.4036411088231116 12:0.3772674061719509 13:-0.3276875629886035 14:-0.3761005220976353 15:-0.3027094135491495 16:-0.2533536688652022 17:-0.3747915905476922 18:0.09651146550076779 19:-0.4825954945621468 20:0.02484685496816587 21:0.1604413369294285 22:-0.5777743231206655 23:-0.2333711262964648 24:-0.07741095597805375 25:0.2511324684668433 26:0.04786358615428929 27:-0.09007538545659854 28:-0.3046426645557437 29:0.08116399343620986 30:0.2778830087511889 31:-0.09950317926096305 32:0.09022415991481339 33:-0.3441324363365587 34:-0.5282680921572265 35:0.068262597056547 36:-0.05224736235304563 37:0.1267535275250331 38:-0.1129843407812605 39:0.1964292172918714 40:-0.2521655907107612 41:-0.1363510724010799 42:-0.869095346633237 43:0.3313802128872416 44:0.2915686242898784 45:0.2311384096369734 46:0.3307884751447588 47:-0.633439644668222 48:0.2900591109705147 49:0.5328659614416871 50:-0.1602999712478104 51:-0.3859053671807478 52:-0.063766721940475 53:0.5668639423388495 54:-0.4480824856776667 55:-0.04456187747124117 56:0.4405909495516227 57:-0.1200468340293228 58:0.05164080520312361 59:0.2544963165751 60:-0.3500855580829118 61:-0.02236097173665899 62:0.09051312452891286 63:0.5098614273749082 64:0.5933139306318511 65:0.3294816463483649 66:-0.05910273595151132 67:0.04658066675003153 68:-0.03456916883515844 69:0.1688862557911285 70:0.007928281295630252 71:-0.544519299952353 72:-0.06477532369672323 73:-0.0518749702082425 74:-0.02722934956264168 75:-0.4695371441138991 76:0.0668837351113 77:0.4497685416161682 78:-0.3475421906523828 79:-0.2410864278084427 80:0.184066376104513 81:0.5862498001779214 82:0.1702617206695741 83:0.4314041623817634 84:-0.4435883953863063 85:0.2300763393843753 86:-0.2877449641268711 87:0.3735674758820638 88:-0.5331157410018064 89:0.1087350657516462 90:0.08048218505208168 91:0.4845256541647765 92:0.4021836817214044 93:0.4068279516700718 94:-0.2799211641424411 95:0.08262084647470813 96:-0.1062252988035116 97:0.1390712630170014 98:0.2015693127287165 99:0.3688704727009069 100:0.3521792916671665 101:0.191282268833918 102:0.1581428560583976 103:-0.1332910840981933 104:-0.2054545133726001 105:-0.2575672583730941 106:-0.2015125387585288 107:0.02300157646970127 108:0.2026582813507474 109:0.9855462179773388 110:-0.05479569754038882 111:-0.1937034891478457 112:-0.1146598352612147 113:0.3083775312330932 114:0.9814800278456872 115:0.644210643198835 116:-0.06582094644872816 117:0.1236637324700645 118:0.2029692283335333 119:0.1634004189281457 120:0.4718368710163704 121:0.1210143347456817 122:0.2439888233210311 123:0.6301076733122959 124:-0.3511221568276386 125:0.2692874061780705 126:-0.1061369138783348 127:0.3357864214904304 128:0.1977934078402722 129:-0.07855109654277756 130:-0.6047268989208585 131:0.2537929352247651 132:-0.6343045302832073 133:0.0841841182193994 134:0.05478648277097826 135:0.02956531089496289 136:0.2388239673026135 137:-0.121028532783348 138:0.3528315158239321 139:-0.3893669648019742 140:-0.07995152945300275 141:-0.05998637421181485 142:0.08440740777471942 143:-0.1351879290535476 144:0.5920396391241114 145:0.00181441048606737 146:0.0344922478214044 147:-0.09845461612604212 148:-0.6297276846663521 149:0.3923041649222762 150:-0.01753815730197149 151:0.3772919618454103 152:0.2730407813840259 153:0.1015680955568702 154:-0.1002529342863818 155:-0.04196938547219159 156:-0.07277200476110811 157:-0.05947529018620283 158:0.2322721850144792 159:-0.2757067856441981 160:-0.1055982228636286 161:-0.3377148524848957 162:-0.3458966025784031 163:-0.06659709505873276 164:0.1878894812761175 165:-0.1133335457100755 166:-0.1999676433098448 167:-0.4461584634488847 168:-0.4671026895049462 169:-0.4669771032566097 170:0.6022309957688556 171:-0.03557617326349516 172:0.3484513083065229 173:-0.664959702170833 174:0.01060400251244194 175:-0.08200212281720348 176:0.4371588076914015 177:0.2727147423797615 178:0.2427064520929466 179:-0.4905382281352548 180:-0.3902026207828079 181:0.4716532368088606 182:-0.3567603279157187 183:-0.3650571853692315 184:-0.2091267399990977 185:-0.3595494199264309 186:-0.2160199714305354 187:0.5615347285387681 188:0.03883266842913703 189:-0.2787751345376649 190:-0.1043446782510575 191:-0.4177884146157953 192:0.24611872918941 193:0.8144670810442289 194:0.6354458658402646 195:0.4916086363758477 196:0.113336971797149 197:0.0960644291153195 198:-0.03586513845482689 199:-0.2185199091914785 200:-0.3420369958988733
+-1 1:-0.02225385915464835 2:-0.1124314224345966 3:0.09397493829137152 4:-0.3923624030600931 5:0.6166361272895924 6:-0.3152446858017978 7:-0.1843360347002938 8:-0.4418000970579541 9:-0.2492320129483547 10:0.2158076454965275 11:-0.1769453169618301 12:0.3159608294983911 13:-0.09478023188844996 14:0.2579193141367421 15:0.269296618158697 16:0.1576952821210093 17:-0.1041957115837924 18:0.5159473378423995 19:0.2102832487319922 20:-0.1857166239325004 21:0.3349978635436163 22:0.1933164732623698 23:0.02421209347189662 24:-0.43680780510248 25:0.630053979926128 26:-0.9708789236225821 27:-0.5687457334158599 28:-0.1085381640440991 29:0.1096357752723766 30:0.06788583890158041 31:-0.3212379493821882 32:0.418624242969673 33:-0.5360104859260908 34:-0.1293374134164279 35:-0.02091518183814176 36:0.04242397477850907 37:0.1537150241893485 38:0.04249360286268423 39:0.251441417119546 40:0.49913380135983 41:0.103536371046117 42:-0.1764704428370398 43:-0.267178342727958 44:0.157871962491597 45:-0.6866584029364002 46:-0.5409359489316623 47:0.06395873193259881 48:-0.3393266154386172 49:-0.1142983853518391 50:-0.3542949948121396 51:0.6840061268577985 52:-0.3103486243748161 53:-0.1462551404765138 54:-0.2800388441584702 55:0.1471391988704541 56:0.07278372022594896 57:-0.1616772761649614 58:-0.06762894934296258 59:0.2477181386398687 60:-0.5016967460238182 61:0.01886555637149628 62:-0.02360616439005663 63:-0.02233081114272099 64:0.05072949211298908 65:-0.06897629469703317 66:-0.4259775942057487 67:0.1292970731029686 68:-0.3432162777075893 69:0.3517971550934793 70:0.1793915482606547 71:-0.2218526252607864 72:0.143928443095194 73:0.9685235116335771 74:0.2700368242946927 75:0.5809087460940582 76:0.4361412043151125 77:-0.6788060067479391 78:-0.4478468430253097 79:-0.1006213305242825 80:-0.3338636461289354 81:0.5585206655580663 82:-0.4050976562311952 83:-0.54649200356589 84:0.04513439677204044 85:0.1424180969720302 86:0.2438053161355437 87:0.1325457762529552 88:-0.02856385460328428 89:0.2069426669659785 90:-0.07964580688735316 91:-0.1044944552789134 92:0.4109893978023186 93:0.05463000022318322 94:0.3050969824686258 95:0.349950256480354 96:-0.05215885688202732 97:-0.2608735876132975 98:0.4741740422822086 99:0.1764992093131243 100:0.4699983517045247 101:-0.04562906213618834 102:0.5915646181853614 103:-0.2614071587183997 104:-0.2712839881385053 105:0.1411997082989948 106:-0.3364993678693844 107:-0.5395910188771482 108:0.5084390850566669 109:0.1461074976366088 110:0.4556851873419702 111:-0.0926638705159101 112:-0.3568598516527244 113:0.07736192437963514 114:-0.5441006256904382 115:-0.09430545735614383 116:-0.1476635684491712 117:0.4185831730632945 118:-0.7561506138939649 119:-0.4749265534518762 120:0.07009798151123786 121:0.3199689261657649 122:0.1738286983725764 123:0.3237348605934721 124:-0.08758042292516138 125:0.3178395900670201 126:-0.4648626160448344 127:-0.3669311253662547 128:-0.462498507557516 129:0.08634191676302888 130:-0.5176785658287884 131:-0.02336907291437947 132:0.2333800889678119 133:0.7153622737977635 134:0.1252263206777958 135:0.6372719902011382 136:-0.04279341352316393 137:0.2200429123737594 138:0.2332763165564972 139:0.02297840643043099 140:-0.1539164597047756 141:0.5665636999508246 142:0.1548521971236005 143:-0.1812842546953715 144:0.02296922385790396 145:0.5046092783060753 146:-0.2070074623966764 147:0.02945182864931011 148:-0.5098527924072769 149:-0.1120978477273221 150:-0.3824832433395683 151:-0.1747416765710951 152:0.2282837766219818 153:-0.2852066341401874 154:-0.0659131653366378 155:0.2489650979784668 156:0.0624155702376053 157:-0.1127977547348975 158:-0.3141873194056723 159:0.4677103162308572 160:-0.4491028864843449 161:-0.7789789437208536 162:0.2921115509885641 163:0.1406784861058527 164:0.4604041802157848 165:0.09844427381018041 166:0.2195370363910448 167:0.05351641156253061 168:-0.02480459016602816 169:-0.9016283195892779 170:-0.231455655119473 171:-0.3612977544054189 172:0.2549082695044358 173:-0.1291937838516368 174:-0.304327728405103 175:-0.3298959427595564 176:0.2809351376765231 177:-0.002831133864084151 178:0.2848777747279106 179:0.09351981859804188 180:0.4573473229615785 181:-0.1529175688149179 182:0.4027733128698685 183:-0.1238614944965492 184:-0.4583173799290377 185:-0.3556139388040295 186:-0.02462430244092199 187:-0.3947285889596168 188:0.1686977849428491 189:0.02502622255419162 190:-0.3127240502877806 191:0.8552322174288426 192:0.1951228641525991 193:0.213101809192252 194:0.2534472391835387 195:0.5371952110310145 196:0.07403200932408398 197:0.7467860389870987 198:0.4090241261561933 199:0.3428584597488488 200:0.1059562006753155
+-1 1:0.4052990584173942 2:0.1081404239266158 3:-0.01232117285958641 4:0.05093496767605692 5:-0.7929419499628322 6:-0.5018554877419901 7:-0.1664311968794103 8:-0.3587371925265456 9:0.210835014252695 10:0.03350145419233692 11:-0.05918462970074725 12:-0.3155961547573498 13:-0.05762279584765788 14:0.8622283024702159 15:0.166876986031308 16:-0.1811153383016973 17:-0.9294414751177489 18:0.3958322105678486 19:-0.1011334143014975 20:-0.2584602908665505 21:0.3926258009122873 22:-0.1505015674560078 23:0.3023911499529917 24:0.09292993787769595 25:0.07078175626364874 26:0.02355342293336712 27:-0.507737935072705 28:-0.04346704915015628 29:0.5385264128419688 30:-0.1661119431943249 31:-0.3766917042438472 32:0.1473511614717164 33:-0.228843846346769 34:-0.3047436959800943 35:-0.05943869120145515 36:0.4837470322325219 37:-0.2929915548898585 38:0.1602480593311159 39:-0.1612221275667677 40:0.4368916769499671 41:0.2730107479523387 42:-0.3919771693682238 43:0.1996586654498575 44:0.4450022118964323 45:0.2772317596791859 46:0.2431534492233303 47:-0.3255282730871356 48:0.1436228985702742 49:0.134053029969683 50:0.2813346560394681 51:0.2227130034222052 52:-0.3408898239767124 53:0.8363344657800226 54:0.4199077719182172 55:0.405022943101126 56:-0.6666874037141066 57:-0.4109192970077111 58:0.462312372764664 59:-0.09898115806689939 60:-0.2607171871333343 61:0.4131535850052488 62:-0.7860282428491936 63:-0.4593207999830018 64:0.2369579314343017 65:0.8017197394053126 66:-0.4278118436597901 67:-0.324658296472391 68:0.1746579316912709 69:-0.7679548289961848 70:0.2243845494339668 71:-0.3184339371756817 72:-0.286559808244262 73:0.327569677762215 74:0.3378952504026173 75:0.2735482308289285 76:0.01646206073371941 77:-0.1331221410720824 78:0.01939110570321829 79:-0.4548542618568003 80:-0.2230732094983346 81:0.1003290814307893 82:0.3107154999079008 83:0.2499980150521323 84:-0.4492179422561945 85:0.1133885667018875 86:-0.1517699017836605 87:0.3892408342932846 88:-0.001349086002061267 89:-0.4148968361990333 90:-0.1565393369813937 91:0.3554330684789504 92:-0.6671346348393913 93:0.4401445602994651 94:0.1682804254167459 95:0.2450945630708405 96:-0.004408288185466375 97:0.04123204987210023 98:-0.1171551376662211 99:-0.5328936098314877 100:-0.5472091402525361 101:-0.4017711108565487 102:-0.1710992650613665 103:0.04874418769913738 104:0.2658108379240392 105:0.2817297451854684 106:0.12327468208784 107:-0.06744080880740551 108:0.0279846052537921 109:-0.1768245970805528 110:-0.2240409259756425 111:-0.1400959854857191 112:-0.4016467890156194 113:-0.6007528533545228 114:-0.0913719294864582 115:-0.3364892900460815 116:0.03382970053780762 117:0.02162469648913656 118:0.3857088464022883 119:0.05848487220749088 120:0.4228817959110626 121:0.2486299562551468 122:-0.1461757795200409 123:0.8602913782432987 124:0.03598301690574093 125:0.5758778518856887 126:0.5373186384284889 127:0.181744220910878 128:-0.2889208545554199 129:0.3052098010486737 130:-0.5372364765217281 131:0.3220680901119103 132:0.3958905396020505 133:-0.07936346499820457 134:0.386702027540446 135:-0.253357417067442 136:0.1276942216537662 137:-0.03982300985777638 138:-0.5834834404309442 139:0.3395197455870063 140:-0.1118232690679215 141:0.4240288304716945 142:0.2627576949193384 143:-0.07269395372608675 144:0.1597656118984291 145:0.2396063491522603 146:-0.2833894014570505 147:0.3582719519431148 148:-0.4916881683560324 149:0.4848870195449474 150:0.2063239642336036 151:0.4078572991920232 152:-0.1587510995058293 153:0.005601746079762975 154:0.573165001099547 155:-0.3737779894606267 156:-0.1199038879187605 157:-0.1896929849289215 158:0.1063662814206715 159:0.2158067935604396 160:-0.4187336705033216 161:-0.06430734373408835 162:-0.06916984183123273 163:-0.3678176515401282 164:0.3178135927042718 165:-0.08037493666370008 166:0.1693286293108315 167:0.03268898964547733 168:0.2783762357901611 169:-0.6660426664330722 170:-0.1772263887818829 171:-0.1624665452777569 172:0.4625557488896468 173:0.1231775958346074 174:0.2431880085075931 175:0.3639314215029561 176:0.5513708024122463 177:-0.4400849448938541 178:0.5274381606322508 179:-0.4497513919403792 180:-0.1945563548628426 181:-0.05799959997338572 182:-0.286013955597339 183:0.2678893431685144 184:-0.3888696076095648 185:-0.02038152869651158 186:-0.4057101697345624 187:-0.1887194126522473 188:0.1486983112071799 189:-0.05147309294895341 190:-0.2438508972736126 191:-0.3518729167716791 192:0.4808172655321207 193:0.2678867275812988 194:-0.1142322700849034 195:-0.3709175134958419 196:0.1103804113407495 197:0.4959506196734886 198:0.4213927155432721 199:0.2745622974597613 200:-0.4709742947591639
+-1 1:0.04759510057196236 2:0.5004161647654161 3:-0.05342694980590621 4:-0.4271706742038418 5:-0.1842771422415338 6:0.4835555755190171 7:-0.06510374794138953 8:-0.4881781440214232 9:0.2516099661688475 10:-0.1632189843688698 11:0.5165815256865125 12:0.11795438208178 13:0.1657756155734025 14:0.04398719947323779 15:0.1107254663742361 16:-0.2079773760168427 17:-0.5050240357682665 18:-0.2487716944018395 19:0.2438278201481658 20:-0.263512156678936 21:0.3559856690601756 22:0.5275753226206351 23:-0.372020728383807 24:-0.6360497281808251 25:-0.4770979274895767 26:-0.2657824105427956 27:-0.4588808851980792 28:0.1054806149245525 29:0.2303372049424347 30:-0.3520924261603956 31:0.5766303295056998 32:0.04939100109195677 33:0.06586585579292215 34:-0.6889786445990425 35:0.7407155975101878 36:0.3962773858125035 37:0.2240649828522309 38:0.3292522943013448 39:0.1460633263407555 40:-0.150217519528323 41:-0.1551906243726917 42:-0.5688191182544855 43:-0.003628435536464296 44:0.1789520394884392 45:-0.107898112068615 46:0.3295242703715979 47:0.1621198949586467 48:-0.2897713932185498 49:-0.1071529066378556 50:-0.1542734823901382 51:-0.3183849059463927 52:-0.1296019032484295 53:0.5385333963240296 54:-0.04681681230999335 55:0.755221224103979 56:0.1610991023988442 57:0.4323457019529838 58:-0.4942867527950038 59:0.452697913244352 60:-0.4581558197968772 61:-0.1714508155332501 62:0.7149756946614888 63:0.08494890361226734 64:0.01834558984290378 65:0.3263164246504791 66:-0.2338029316981599 67:0.0891041966114651 68:-0.03820289025087453 69:-0.5311800838628463 70:0.003547961130392296 71:0.1545874143027854 72:0.3088346919634825 73:0.02661057065983352 74:-0.1552307734020292 75:-0.1178139657195072 76:-0.5091121909899904 77:-0.2701593421478443 78:0.04062548346603152 79:0.0861960033299384 80:0.2765195308569888 81:0.3693281382950347 82:0.2426608313126675 83:0.1456805015862257 84:-0.292149287085654 85:-0.1621015433883787 86:-0.204783217731967 87:0.2032607675379849 88:0.2096514384822238 89:-0.3415698664179875 90:0.3057274945849008 91:0.2052705303911321 92:0.1428037602707703 93:-0.2665545644805731 94:0.3070431631123114 95:-0.2877272825991762 96:0.1606007133954645 97:0.1072136128887491 98:0.3061042981896686 99:0.2968628034235133 100:-0.1705999152976541 101:0.2081113802676767 102:0.1854990951502147 103:0.1473984354738793 104:-0.1796077406500625 105:-0.1993869811703664 106:0.3606745042539078 107:0.05525652367125156 108:0.5993793862256045 109:-0.02746482278541355 110:0.09331139878325526 111:0.1532012043994961 112:-0.7183184636818433 113:-0.5717928299887606 114:-0.3147151828506518 115:-0.583500407929562 116:-0.2773323074481488 117:0.05350943531928723 118:1 119:-0.2852937704759021 120:-0.2098741115692322 121:-0.1116861625302981 122:0.1027665212990199 123:-0.3933877726921639 124:-0.00162177792934317 125:0.303005867618726 126:0.145516502686785 127:-0.2387458365537285 128:-0.3978065844908643 129:-0.5465385954550792 130:-0.3546097909628733 131:-0.02326224581341957 132:-0.2831250749862677 133:-0.1042909767980563 134:0.1466349740834964 135:-0.1547258452421473 136:0.4001622619405815 137:-0.2362979909215953 138:0.4390521035436101 139:-0.2759647691364727 140:0.2954898723013485 141:0.1252830088340986 142:-0.09683038547773276 143:0.516895786979882 144:0.1840776781443881 145:0.6365153326987704 146:0.2083751758661838 147:0.327586918035549 148:0.001186342016368785 149:-0.1317538740615652 150:0.1851063671944702 151:0.2206452534514507 152:-0.1866029456345271 153:0.1618678209576215 154:-0.2508170864382941 155:0.4892297009781126 156:-0.5838748811323898 157:0.1160999196445897 158:-0.3475342306363456 159:0.664340950278792 160:0.1428785588149533 161:0.6070566370717886 162:-0.7398303476689536 163:-0.5381492373967767 164:0.366277785851749 165:-0.4288246801734002 166:0.4194403319505434 167:-0.102140587819503 168:-0.7935093322415291 169:0.05394389229292598 170:0.5816880550771747 171:-0.07623156326499068 172:-0.06436135286648699 173:-0.03371395549060397 174:0.176432484018625 175:0.450266849077533 176:0.6241866501533535 177:-0.01040916889047852 178:0.0716685120992725 179:0.1475431032940664 180:-0.05181287863059639 181:0.3096010961375737 182:-0.4530587758804514 183:0.2393397045743146 184:-0.04953421175251185 185:-0.6227155433005341 186:-0.2248656140800241 187:0.07479389832717522 188:-0.0178132152376597 189:0.4340838743768908 190:-1 191:0.5084797591194564 192:-0.03352585297440477 193:-0.3613284331786085 194:0.2968867089715238 195:-0.1352929145122025 196:0.1625850649849868 197:-0.1894199102540183 198:0.08224158946365111 199:-0.2361538778294428 200:0.4481985110621912
+1 1:0.448823813607559 2:-0.4018729986635511 3:0.3034829984483977 4:0.34018824324684 5:-0.3075242751906969 6:-0.2500064309381096 7:0.5645343371727091 8:-0.9419187719549075 9:0.338884678489466 10:0.1164904344708277 11:-0.5256184721933326 12:-0.1393733490594441 13:0.4141462947475613 14:0.3687654099293491 15:0.1835730514342019 16:-0.3850178907405216 17:0.6183745939827363 18:0.01179210343250105 19:-0.2821607808786892 20:0.06860918542369471 21:0.2738690714097245 22:0.1460606937232205 23:-0.2579511581698514 24:-0.0586897425312157 25:0.7948515703626159 26:-0.8202569605458959 27:0.197167407806221 28:0.1090276520046828 29:-0.1461425343618948 30:-0.1516988554202959 31:-0.3609000101117268 32:0.6875373131322997 33:0.1744318941377156 34:0.06589013551625483 35:0.4829578316759842 36:0.2537794496456107 37:0.356687618584728 38:0.07952600574124963 39:0.3440831910277858 40:0.2416498370884314 41:0.4185227381535001 42:0.6542484369792367 43:-0.09624382431399123 44:-0.0473831856210558 45:0.4113194073357035 46:0.2638396267287188 47:0.2329239354679548 48:0.4572773503869981 49:-0.5614856970024049 50:0.3240727478960232 51:-0.2117844025441762 52:-0.3920330624241217 53:-0.005677662235561931 54:0.3315930480616927 55:0.3796880321935551 56:-0.1148640461215167 57:0.6489860806489632 58:-0.009593124890175492 59:0.1931205233527155 60:0.1555259847268207 61:-0.2501657486463724 62:0.2314178592049167 63:-0.1054130260300636 64:-0.09029460644280017 65:0.3812978614014164 66:-0.590641275996201 67:-0.3780493168289891 68:0.008923397513184134 69:-0.0738626398902477 70:-0.2775921221331992 71:-0.1921701911673392 72:0.156742595878273 73:-0.2898011656156914 74:-0.1316253646052677 75:0.1580597018739285 76:0.002829874647137645 77:-0.3493942075566179 78:-0.02587799917168527 79:-0.2223786094974126 80:-0.196905091765273 81:0.7242632813335942 82:-0.2866109482263254 83:-0.4437166160132384 84:-0.6688791040631186 85:0.01250424521422913 86:-0.1741827366036323 87:-0.5877553267872334 88:0.1092982941822569 89:-0.5117086048395847 90:0.1804213475470889 91:0.04595356304559527 92:0.3075454049417134 93:-0.02122666007275374 94:0.2308169711026079 95:0.4014676944430899 96:-0.4406714451380162 97:0.02885822658375384 98:-0.06773592460893232 99:0.2417593048959399 100:-0.1732136121835786 101:-0.5336127874805637 102:-0.577091980433208 103:0.1443864056034274 104:-0.428605873141607 105:-0.147499531010497 106:0.1530393084969768 107:-0.5462774226753764 108:-0.04822515661898008 109:0.08328530847467988 110:-0.1102789410041702 111:0.309224551540241 112:-0.5517615406899096 113:-0.2909347396204401 114:0.2548092051815119 115:-0.2057112496943765 116:0.6554562808957904 117:-0.03413044062025017 118:-0.2492875263466717 119:0.2473408126317875 120:0.008834337417788031 121:0.612765270504898 122:-0.2528531971176362 123:-0.02921799581616669 124:-0.05302773582387037 125:0.6055057924759449 126:0.6031181477217583 127:0.1787270575979555 128:0.2745385022727302 129:-0.1544582255689265 130:-0.2996534574860788 131:-0.3284220005051707 132:-0.4080852020198075 133:0.01188379421307017 134:-0.6253199478083666 135:0.6672233532751621 136:-0.3595895783993401 137:0.2702872649364482 138:-0.192309852638445 139:-0.2718465116452931 140:0.2429876588844851 141:0.05777277849940148 142:-0.5788864419503854 143:0.1251580679257294 144:0.2797067534714437 145:0.1479207178266231 146:0.6279351209887361 147:0.2718280220608247 148:0.2748662861570114 149:-0.2766569408179945 150:-0.2805789421692336 151:0.6244559220268059 152:0.3348330639363887 153:0.1547662705272685 154:-0.359280324910459 155:0.1163155483808654 156:0.2398787412808547 157:-0.04845989670776259 158:0.1845149172619585 159:-0.01907340110050992 160:0.4684664676642282 161:-0.005872671707566099 162:0.1710357142173226 163:-0.170929174630203 164:0.09250693294845463 165:-0.3913167820742438 166:0.05372768306844588 167:-0.8467246184378819 168:0.2439096321082707 169:0.1969046760252362 170:-0.2330480794956324 171:-0.1950582393344852 172:-0.005083573219764971 173:-0.2995364896021567 174:0.06399386928434074 175:-0.1459218149802934 176:0.5044735722065423 177:-0.6828474235191879 178:0.4594729181175696 179:-0.1686333826001462 180:-0.1698019621504894 181:0.09227745116886554 182:0.3629255907651535 183:-0.2969989618914688 184:0.5192327282037118 185:0.1182121970357121 186:0.347016219929864 187:-0.3686846250278709 188:0.3814202804322587 189:-0.197686163301014 190:-0.3964489618359076 191:0.5640684583001176 192:-0.2508692626640177 193:0.0235821580710555 194:0.5309011948157271 195:-0.181766523942988 196:0.5540377628481193 197:0.2330771729796749 198:-0.260555428572647 199:0.4177195523796521 200:-0.004965980960825789
+1 1:-0.05338427748212116 2:-0.12786565010628 3:0.489095749540675 4:0.07247676798489902 5:0.322425066736831 6:-0.4046874554157607 7:-0.1513059221569563 8:-0.4640027904182406 9:-0.00855506979806904 10:0.1423880919923 11:0.1092726606456513 12:0.003866403509960897 13:0.2029534704620697 14:0.6359918599965716 15:-0.4467645161406238 16:0.2336201202223082 17:-0.1274447904249587 18:-0.2000201773340051 19:0.3409932822019265 20:0.2401538343403513 21:-0.3603350857639109 22:0.002960042761764179 23:0.9852698075106096 24:-0.3087668965767298 25:-0.4147541947456052 26:-0.1875515880244727 27:0.7127830158291253 28:0.06065893707666561 29:0.03202466123219778 30:0.2352438763271404 31:-0.1914987372129618 32:-0.1238324993187671 33:-0.2649672308722826 34:0.07010614620584002 35:-0.7398080127822992 36:0.2926077227750358 37:-0.1273399562151571 38:-0.9491923036664113 39:0.5579240085618827 40:-0.2603827901427126 41:0.03697693770104285 42:0.2102993555484126 43:0.1259648278190916 44:-0.1093302385668301 45:0.08712814736269206 46:-0.176851041407674 47:-0.7845427863787597 48:-0.1405058604991218 49:0.3742109840293696 50:0.3897547256386931 51:-0.2550758966748734 52:-0.3307620466677514 53:-0.2881642338804211 54:-0.07990921144414995 55:-0.05065795112457501 56:0.2072230743276473 57:0.04673944021301026 58:-0.3074227533827989 59:0.3676707125078464 60:-0.3636516876311811 61:-0.473139860580884 62:-0.05576701429872909 63:0.2868943571985102 64:-0.297660913516223 65:-0.5567131213759233 66:-0.06985945636459917 67:0.8643401622041677 68:0.01207716582433412 69:0.009912201474040927 70:-0.1062380255809353 71:-0.0879383012905289 72:0.09474727456995337 73:0.132212301770611 74:-0.2934088759281901 75:-0.1000386991140992 76:0.4588557574448968 77:-0.4662824294410411 78:0.5082332682174987 79:0.02855915172483924 80:0.4753049920934426 81:0.524362186716526 82:0.1133923047878679 83:0.08733169609993885 84:-0.2930481682821189 85:0.03842683505590913 86:-0.09704453003785787 87:-0.3988491912297124 88:0.1275364767488232 89:-0.2339579391047853 90:0.3449923212997706 91:-0.2785545515723718 92:-0.3199588234406751 93:-0.469078304958398 94:-0.4049882242749786 95:0.07788481943902956 96:0.01524164709098164 97:0.08032245252414691 98:0.06809820495615948 99:0.35800486987154 100:-0.4038023942569637 101:0.333809165986769 102:-0.01871995294999015 103:0.01195248490010775 104:0.2770449627094192 105:0.2097038609463524 106:-0.3686673164384388 107:-0.9020289030505434 108:-0.2170776985346664 109:-0.7718881002750763 110:-0.02107843884747358 111:0.1261909795620232 112:0.1873724424102383 113:-0.7814382621831647 114:-0.3780865235507033 115:-0.05403483021765935 116:0.2153899224536883 117:0.1478198825622076 118:-0.1154309495133398 119:0.2308964685917944 120:0.1856375086616689 121:-0.960758776250289 122:0.2308866812251961 123:-0.7249472922646378 124:-0.171192228833672 125:-0.2772728998862335 126:-0.1745167280981629 127:-0.1480318869380242 128:0.6613226903631373 129:0.1627301145652776 130:0.5698942576434604 131:0.1811020237173203 132:0.1117095962388113 133:-0.2363592482052887 134:0.09478933818658372 135:-0.5563481509151024 136:0.1348177762981874 137:-0.07225002111639572 138:0.3057834008113299 139:0.04207102461037668 140:-0.1088389321528161 141:-0.005487852056786507 142:-0.2478190795300894 143:-0.282301075954093 144:-0.2237558439776984 145:-0.2362950557489361 146:-0.178992409879396 147:0.2979468468290827 148:0.8220888522274118 149:-0.1747996443168545 150:0.07865658268153258 151:-0.01268144169897051 152:0.4725033083977398 153:0.1394975036094815 154:-0.3464574936143121 155:-0.05295029052836431 156:0.4438351604003306 157:-0.2159087670939696 158:-0.5378124768029744 159:0.2180471925543623 160:-0.2341387496612407 161:0.03132597695956212 162:0.6034504630649298 163:-0.08334502810235288 164:0.5087275084714167 165:0.07274062334707115 166:0.3690982786734706 167:-0.3914081209001753 168:-0.1148251810479951 169:0.1744322376193693 170:0.02591386954088473 171:-0.2535103138626489 172:-0.5809878695104428 173:0.007781837329393342 174:-0.1001722717821983 175:0.3322147163162058 176:0.5587888095263107 177:0.470599016519469 178:0.6783025427049807 179:-0.4114080720648936 180:-0.06002984256708843 181:-0.0883610215963363 182:-0.1059590839197731 183:-0.2888747899092871 184:0.02574850808391324 185:-0.3738416915832712 186:-0.2167621809144483 187:0.2843548938825237 188:-0.2355707174510266 189:-0.1806803820678328 190:-0.02496404339859031 191:-0.4759093096454783 192:-0.159503964298867 193:0.3394652830694364 194:-0.04994275079782362 195:0.4976978146243807 196:0.4509614427624881 197:0.018213200274848 198:-0.6697193830627889 199:-0.2407045516433286 200:-0.2904764363184346
+1 1:0.2478352458038624 2:0.2483138928563 3:0.1501661991273655 4:0.01982879634616781 5:-0.03264084399064213 6:-0.4005414340824766 7:-0.2707070629141184 8:0.179774031580171 9:-0.07777413354248344 10:0.2384452754704881 11:0.1969734409628689 12:0.3833838087974054 13:0.1856960615424995 14:0.08731062013961086 15:-0.279434737009533 16:0.07009463179319639 17:-0.01236680062104968 18:-0.1082630740748918 19:-0.07711846555702373 20:0.2464047367505313 21:0.06223430400404181 22:0.1498986326434428 23:-0.1901043407587854 24:-0.06502109677351936 25:0.4289175088495172 26:0.02500598777975774 27:-0.5163536879719133 28:-0.3612285620301437 29:0.04632081126201752 30:0.1085612523303806 31:-0.3486459645486977 32:0.2573540602881982 33:-0.1326937549109789 34:-0.01818800148119047 35:0.06577712487597806 36:-0.05707792460078873 37:-0.07923204300312917 38:-0.5189621874755415 39:0.2724528143671476 40:0.009006981605977252 41:0.1939754607005687 42:-0.003453526085307711 43:-0.2348602044325866 44:-0.3378205278838751 45:-0.1066529577684013 46:0.6058797079430061 47:-0.542772654836352 48:-0.6090328062318572 49:-0.05645580455849665 50:0.4995535557627189 51:0.4759791630980879 52:0.1308748657221299 53:0.1978109202734813 54:0.1184082719791681 55:-0.07068398588345413 56:-0.03875533336834686 57:0.5113111989904137 58:-0.02449364707613199 59:0.3788241931303695 60:-0.09717900983574748 61:-0.0500383885853353 62:0.2905025575460497 63:0.02161158354847871 64:-0.1739422417973321 65:-0.5142859170770121 66:-0.2343612932148519 67:0.4025940930492348 68:-0.2695789513528832 69:0.3502349160876212 70:-0.09352932219763668 71:-0.01971153182300059 72:-0.4867177651960066 73:0.1247990056298239 74:-0.06265573146861325 75:0.3426532057515381 76:0.002268089939119679 77:0.083161639438808 78:0.1938672415108728 79:-0.4812603935400316 80:0.1978604958144233 81:0.4275794928421434 82:-0.2387174091574792 83:-0.2179227431833075 84:0.3785427683443464 85:-0.09352427545402511 86:0.1024825444820909 87:0.3009983224772216 88:-0.3680991542210334 89:-0.1666166646071406 90:0.161688686482357 91:0.02424707002223743 92:-0.1152395986449602 93:0.25588046779769 94:0.03997324603507532 95:0.1786220593137493 96:-0.6386037912385203 97:-0.04077890865934355 98:-0.2436256499279915 99:0.81232620725039 100:0.06436089066506354 101:-0.6179600085851903 102:0.4175111426783115 103:0.4017090795110435 104:-0.02418149965389429 105:-0.2361022447601713 106:-0.05408902004209283 107:0.188984658184489 108:-0.01924277329659625 109:-0.03430778257602614 110:-0.2858179588503522 111:-0.2165935001431689 112:-0.2881225508122842 113:-0.4407956660328509 114:0.1264021800320153 115:0.2838414128888655 116:0.06726764318886218 117:0.2643798483257184 118:-0.1388926459501626 119:-0.4690376489168371 120:-0.2237586884660786 121:0.1915320502347529 122:0.1637805308987356 123:0.8512927681077257 124:0.01335168055784348 125:-0.1424835802842945 126:0.3233684990568464 127:-0.2135804110177147 128:-0.132598650481828 129:-0.08358960387844758 130:-0.3323602717480532 131:0.1175968737082836 132:0.4283894972500423 133:-0.5317586008306209 134:0.8963308838219042 135:0.2401203011512176 136:0.07975025381380002 137:-0.1710716380432122 138:-0.09513896621866058 139:0.07318821642543083 140:0.05319023954528891 141:-0.1958548652198983 142:-0.1690443865589362 143:0.3224372527724066 144:0.5022680230174074 145:-0.04859390189012919 146:0.004305311832448006 147:0.2541901397868506 148:0.410086177775092 149:-0.7952808104567668 150:-0.107482511956491 151:-0.04074469278695136 152:-0.3835337938659275 153:0.503268045692448 154:-0.1752819520853668 155:0.2669447979345282 156:-0.2626993925686061 157:0.2477048989756093 158:0.05579548872359431 159:0.3059707958136064 160:0.627853463927458 161:0.4916121060517529 162:-0.008079859523718688 163:0.1582842896506592 164:-0.02898349349471263 165:0.1158724133899268 166:0.1340016041096619 167:0.149648753093664 168:0.2344038179625833 169:-0.07693302809520433 170:0.3878142346216226 171:-0.3121630170070503 172:0.1107767271193257 173:-0.3965841869631064 174:0.002837055705911067 175:0.3119014123180438 176:-0.01294072366012577 177:0.1858057123097206 178:-0.2676217625434247 179:-0.007713041869439483 180:-0.2345064270270764 181:-0.1792810023513189 182:-0.3302260629373938 183:0.6637679900419925 184:-0.2382296616048955 185:0.4759597214835201 186:0.4568929775784977 187:-0.7626567625539992 188:-0.1637898921548561 189:-0.0142458916954489 190:-0.2946407852397647 191:0.3021100657177959 192:0.1424219238909538 193:0.2229635557070449 194:-0.09832256461665376 195:0.2255004571006519 196:0.1234810730124957 197:0.05661473256040349 198:0.1203481931675874 199:-0.1155394603311795 200:-0.3939814691005808
+1 1:-0.05046636082445238 2:0.6589516970732657 3:-0.0329967083273157 4:-0.3519640251965723 5:0.7208895354445507 6:-0.182361656942475 7:-0.1644516456411747 8:-0.01848320290785145 9:0.3375657260169541 10:-0.2672621887620159 11:0.08441486946062564 12:0.09188328313161524 13:0.0762195902602236 14:0.3580616697614972 15:-0.1328390597210266 16:0.4985824292304475 17:0.008625964691479387 18:-0.1941430348280631 19:0.5188526322525773 20:0.7114477790326791 21:0.2240701948878867 22:-0.422503193756732 23:0.3094819366036785 24:0.3095914618182004 25:0.4473445721066581 26:-0.1236347057689892 27:-0.2418111104568394 28:0.1576927668820593 29:0.04754974128007216 30:0.009524045082458223 31:-0.1437133367905974 32:-0.0586934844853218 33:-0.3387863284832685 34:-0.1585350055927858 35:0.5208416548096236 36:0.650829126845504 37:-0.0394114366885731 38:0.4601174144924408 39:0.1940767894346885 40:-0.3942830432298766 41:-0.4366195634572981 42:0.5929814295350621 43:-0.2386863910416705 44:-0.1816749851565969 45:0.3463093417156203 46:0.2831752194753283 47:-0.5297407899641254 48:-0.3061876570834777 49:0.3218740682389172 50:0.1186743953200351 51:0.1529415413997371 52:-0.06646943333692393 53:0.6493632193095822 54:0.3228625868336732 55:-0.2058248708979493 56:0.1055896901042193 57:0.1959911682039713 58:0.3663147656973754 59:0.4761879608082926 60:-0.2802420298199474 61:0.4192864890690318 62:0.1531151375153718 63:0.508801193284952 64:-0.05058241007599424 65:0.419448681964197 66:-0.5390199315016602 67:0.407892181153841 68:0.4058343794362855 69:0.3756351226018885 70:0.1781777274506183 71:-0.3271349513786275 72:-0.2848904226590613 73:-0.04946870887269997 74:0.1262383897417514 75:-0.2166656506253725 76:-0.2096763196902307 77:-0.6495544968488498 78:0.1075618661341658 79:0.4832415458301128 80:0.1912188810085151 81:-0.09886141665705014 82:-0.2083890866574263 83:0.5763924324341554 84:0.3104811438678243 85:-0.4486966898904218 86:-0.2548087072970144 87:-0.3999413614236438 88:0.1287334421375973 89:-0.7003727239187227 90:-0.1168057797812488 91:-0.1656563256705334 92:-0.2476779234419815 93:-0.235285224350926 94:-0.1278835963497479 95:-0.02509494650737149 96:-0.1200182158520428 97:0.2894085650800777 98:0.2020752846758794 99:-0.4068668607155381 100:-0.3529722370833424 101:0.4475234415129756 102:-0.08582076847943208 103:0.1696111337531206 104:-0.4776434339579774 105:-0.5948167651630526 106:-0.8087060660341354 107:-0.03975960270918398 108:0.2317086901216658 109:-0.0297196950374691 110:-0.04417062743099685 111:0.04662218640700264 112:-0.5043543408767519 113:0.4039407962914182 114:-0.1702774116709877 115:-0.209657999413178 116:0.2567578354973556 117:0.5330007471348468 118:-0.2243099149095811 119:-0.485218689788787 120:0.3918052392174656 121:0.5578553762864342 122:0.6239901134119905 123:-0.2397498456024796 124:-0.6597829109883693 125:0.3460902843907414 126:0.0745010886191711 127:-0.3122499281106456 128:-0.1747126842782501 129:-0.3142248215089948 130:0.1143299679616495 131:0.02996966812705533 132:0.1186337732399532 133:0.2247305415583958 134:0.7212490915762176 135:-0.2066004641980864 136:-0.112087655354245 137:-0.3729178310033255 138:0.4648657030493247 139:-0.4696895816076099 140:0.2836400732876668 141:0.1606371634965394 142:0.4699883389187566 143:-0.03294471058171801 144:-0.2600619789071108 145:-0.1893182274685223 146:0.373698314914141 147:0.7719450510392905 148:0.01455765529769676 149:-0.08912745442598963 150:-0.007927851550060802 151:-0.02616296611115429 152:-0.1776487475526811 153:-0.3391974094347318 154:-0.3736982217690739 155:-0.01361689302946059 156:0.08854875839069055 157:0.1872132481613916 158:0.01567848621568168 159:0.3594243318101156 160:-0.1180571617693081 161:0.4066453324027759 162:-0.1711159242686584 163:0.4663792673790481 164:0.1729413910258475 165:-0.7345582677403283 166:0.1461899434301501 167:-0.5322231746238284 168:0.01902525511405041 169:-0.5234938723500155 170:0.2222806483630763 171:0.174400854863604 172:-0.526384384285463 173:-0.446836034483604 174:0.01880773113812565 175:-0.2022250038668851 176:-0.02715342827052325 177:-0.2151749381049017 178:-0.2365522907695169 179:-0.1546902023796657 180:-0.2616711506854957 181:0.06315044260681699 182:0.4176949192054059 183:-0.2926053273671089 184:-0.1886975779886169 185:-0.220623792537076 186:-0.7011024736371845 187:-0.4705085087085478 188:0.485325160939136 189:-0.008131273741163784 190:-0.5343276188911052 191:-0.2453559677813174 192:0.1456548950050631 193:-0.1086657059435087 194:0.3373250134244556 195:0.5025048870101148 196:0.3214458112039515 197:0.02542164223844673 198:-0.04449286815572894 199:-0.1916087074116828 200:0.3659639097348221
+-1 1:0.07076836509869977 2:-0.02010290599705833 3:-0.05605776652660482 4:0.3001617770418076 5:0.3421066761091551 6:-0.3948118008411723 7:0.3028712388349197 8:-0.06203075855306461 9:-0.07861804492568283 10:-0.9273477868156789 11:0.1514159199332277 12:-0.0531880023638685 13:-0.1819812552040622 14:0.1422546364919418 15:-0.4702005884635425 16:-0.3740679454199997 17:-0.7317168389318623 18:0.5813107386693032 19:-0.4800955171705998 20:-0.07162885959559492 21:-0.093455780266815 22:0.112388349104089 23:-0.3105064947182125 24:-0.03397318927117063 25:0.6583385303752776 26:0.3628533134254608 27:0.231205740156245 28:-0.124345764229492 29:0.1101021271069943 30:0.4069492596206309 31:-0.2472449699077665 32:0.1335476886460451 33:-0.5151251950797736 34:-0.6471709927436323 35:-0.1825245730148569 36:0.1897505859413162 37:0.07123038494869137 38:-0.1891441025207438 39:0.8092374645598793 40:0.647050366052931 41:0.1775875682619549 42:-0.3203745770364662 43:0.2254787420484687 44:0.1532618143689391 45:-0.4028754600544772 46:-0.2591667232139949 47:0.1557866211292435 48:-0.166091184244114 49:0.05601990006631096 50:-0.1103871043078959 51:-0.09326567963016093 52:-0.2994229423210376 53:0.3310636690057638 54:-0.4597445326630273 55:0.07035490259592513 56:-0.1677717863604929 57:-0.05597554733024149 58:-0.2250658440446461 59:0.1968526279840545 60:-0.468023854084824 61:0.1002565629435297 62:-0.6900403834889967 63:-0.1295912125303823 64:0.2077269449741559 65:0.03972355310954556 66:0.01897743834916613 67:0.09279171986879846 68:0.5369172757353315 69:-0.6463480586765978 70:0.000538451812653204 71:0.1055397358788374 72:-0.5308339744913646 73:0.02144512866612368 74:0.09128003881994125 75:-0.3239545418483973 76:-0.5828505428272152 77:-0.1004471220130674 78:-0.6228301363992327 79:0.006351438975667922 80:-0.203764064467865 81:0.823004722297966 82:-0.2355471824067593 83:0.5777058363197628 84:0.2667720545974109 85:-0.4604092974352117 86:0.6263376739060484 87:-0.06574282370472417 88:0.6906709405469963 89:0.1941831751128761 90:-0.08623009408823111 91:0.4467358017387916 92:0.5772849239997162 93:-0.3607434835345575 94:-0.7532704548820467 95:0.08760044355466132 96:-0.3653384769854714 97:0.161042207722613 98:-0.1335854671996274 99:0.1302884586417942 100:-0.3251309042858601 101:-0.06303908681335203 102:0.4709542355278374 103:0.4080182666880441 104:0.3360462563698994 105:-0.0766072308123166 106:-0.4255224733252331 107:-0.02680437186075234 108:0.4586898605837689 109:0.7027299837345417 110:-0.02972238814909144 111:0.1296726635361548 112:-0.1089567817696562 113:-0.1676060565977263 114:-0.01054767007268653 115:0.12455667024915 116:0.1076387284888325 117:0.2714009520254324 118:0.3209030402149089 119:-0.3490480248546955 120:0.09972082093793085 121:-0.4572723295199664 122:-0.0688201270660723 123:-0.4115598727400742 124:0.1438138008143345 125:0.5980472753337427 126:0.5691160452346482 127:-0.01737664351281449 128:-0.03274166134915538 129:0.1249207364309603 130:-0.03757594432667859 131:-0.8212305176298068 132:-0.2255859048656195 133:0.1174169296781875 134:0.4313349797704694 135:0.2504571272640583 136:-0.1654767313462017 137:-0.4862836024400148 138:0.40366042988743 139:-0.09109368191531045 140:0.3605980091329845 141:0.0424457134966314 142:0.5904119426281689 143:-0.03315436405651055 144:-0.3408703197114795 145:0.06205025158378483 146:0.3488573477696721 147:-0.06824819645636221 148:0.3574442986174053 149:0.1528755506244687 150:0.09529535147648505 151:0.3368465997448938 152:-0.06496062183448004 153:-0.07984242101845739 154:0.2966720482992622 155:0.3696579751658804 156:-0.354610447085789 157:0.3351777906552437 158:0.2766568546365246 159:0.2541174158796524 160:0.1504698242370321 161:-0.09135574727374557 162:0.4090331502828652 163:-0.2459435653217925 164:0.2547241057705369 165:-0.5355404435660159 166:0.3983684770462873 167:-0.3496654553091946 168:0.1423577650173927 169:-0.2595945750507331 170:-0.09589287031850396 171:-0.02961047709195721 172:0.3494533718112802 173:0.3867843151291108 174:0.3753952137632588 175:0.3447075087504344 176:-0.2452602441998466 177:-0.4701611013243869 178:0.09488262150991 179:0.1432287969946766 180:-0.5093552519739972 181:0.2557552950326315 182:-0.1450860338707148 183:-0.06282970579229893 184:-0.3327418581987554 185:-0.06828655509205073 186:0.1423033556039724 187:-0.04184506858008198 188:0.4869759186860122 189:-0.4777017869157146 190:-0.7737677825039657 191:-0.07676003989061669 192:-0.2185415465583997 193:0.2602570388997356 194:0.1706560631621211 195:-0.5833992515679957 196:0.6904683780258831 197:0.3546370027013598 198:-0.3169237913844818 199:0.02876495758652504 200:-0.2167896351918094
+-1 1:-0.3065940833650376 2:0.364716663408426 3:-0.6292653015786991 4:0.446339489229188 5:-0.4934472641587301 6:-0.3472191161581594 7:-0.1799093903564746 8:-0.28817639391167 9:0.2617746934065515 10:-0.454400630292099 11:0.277762436676944 12:0.007239798728147756 13:-0.1632719178333159 14:-0.2059871545057207 15:0.09032933372969121 16:-0.2013119623602544 17:-0.2594678890177586 18:-0.5497640913770718 19:-0.2129325807645315 20:-0.430687718765984 21:0.6211868959596587 22:-0.08500253638577042 23:0.3181377668371724 24:0.6485672809612557 25:-0.2522097824640943 26:0.08495017696696278 27:-0.1774766479730415 28:0.7589168111537372 29:0.3286637585275217 30:-0.0522908933594705 31:-0.8935635639458903 32:-0.2090056776827893 33:-0.4426733641736915 34:0.1795896145903776 35:0.3160770749373627 36:0.2191417815589562 37:-0.1842233606058486 38:0.1238425093687674 39:0.4116578105361957 40:0.2990536807995962 41:-0.1557713213654435 42:-0.3123499017905913 43:-0.8458269370250132 44:-0.01406952819600257 45:0.3672367782465238 46:0.3994621604509658 47:0.2677486269193074 48:-0.02134620661238862 49:0.3708327166533597 50:0.3746470852118939 51:-0.7377719550740084 52:0.07988982644135065 53:0.8727391980884619 54:0.001080687279702348 55:0.4875305297656916 56:-0.2385303063878561 57:-0.2737647873571671 58:-0.151425965922673 59:0.5179307808908598 60:-0.1051673603586263 61:0.08629567962579403 62:-0.1363213377348337 63:0.005241642998346306 64:0.4645619173742915 65:0.2370176861091405 66:0.31585111732214 67:-0.006985008856609923 68:0.1425103578547642 69:-0.1469972929503323 70:-0.6706190528027142 71:-0.2700980481083908 72:0.6484508433318071 73:0.09601559500406245 74:0.2373632212865012 75:0.01553094357402915 76:0.0970546474182431 77:-0.1750847789008199 78:-0.6232433195566484 79:-0.3840762966251737 80:-0.007857529685571157 81:0.6007190720900049 82:-0.1955692092900679 83:0.2420828693549014 84:-0.1613136490252807 85:-0.3217887639781113 86:0.1642354866913486 87:0.4751968803584259 88:0.02648448699788197 89:0.07798626994050495 90:0.1509150658647847 91:0.2778772385284093 92:0.04151582199260593 93:-0.3027270490287061 94:0.1910147764013141 95:-0.4347674822085238 96:-0.2688413571796243 97:-0.05741432979352554 98:-0.2014523976188793 99:0.2753166507107286 100:-0.384331397851428 101:-0.1244895341984742 102:-0.3330446709614153 103:0.02067616321885474 104:0.0535559546889067 105:-0.1155168212332875 106:0.2940168588299771 107:0.01303954007255706 108:0.197474509601705 109:0.1836255457467779 110:0.3391875163530656 111:0.1043001859815004 112:0.1655569265862751 113:-0.3649190173149349 114:0.3926438424798134 115:-0.2952379623542478 116:-0.08985818949100105 117:0.5013672086263262 118:-0.0165761637102734 119:0.03244900721590654 120:0.3503351780718876 121:0.2194717152384432 122:-0.2043755863588813 123:-0.7052727582902771 124:0.1008934466534664 125:-0.174883287206279 126:-0.2369657633061965 127:0.07669588700617924 128:0.3297289871460241 129:0.2538660706433236 130:-0.04774992923137883 131:-0.5197875662986459 132:0.5390210603124699 133:-0.1302164385154483 134:0.2633307094209633 135:-0.2818256276809155 136:0.1846357558333585 137:-0.002059318726243077 138:0.05216606304594149 139:-0.1805171764881687 140:0.459204435130306 141:-0.0160650276644896 142:0.08443441489316439 143:-0.6571338339421995 144:0.6540327700169187 145:0.3289461559877527 146:0.04084752297894859 147:-0.08061032070474544 148:-0.03182121282987299 149:0.4668629481687491 150:0.1638437007831338 151:0.56262890117621 152:-0.06528087203708544 153:0.195129555503615 154:-0.1180245167918094 155:-0.3100590170922234 156:-0.03204975710955188 157:0.05388724792923719 158:-0.3422589317166017 159:0.080783668555477 160:-0.3001316884733215 161:-0.1159112146550601 162:0.5711098077925474 163:-0.3894333094144107 164:-0.04004446402212902 165:0.2980861529812542 166:0.2518767118123716 167:-0.09730854091519046 168:0.04860638504795707 169:-0.7408936025493771 170:0.1774240308945966 171:0.03276675245182747 172:-0.0444407661616954 173:0.005173796801956766 174:-0.03917228567649281 175:0.3237850742106642 176:0.3238022552339315 177:0.5786831990643543 178:0.1696008178311778 179:-0.02050838744678524 180:-0.2872538060287455 181:-0.08620474073672385 182:0.1457777350409745 183:-0.1854638305926769 184:-0.2584840513274497 185:0.1243347286121457 186:0.4107257372225961 187:0.3144429527433175 188:-0.05340303801443906 189:-0.2521794421943082 190:0.2844221950092809 191:0.5070486205468105 192:0.02067685727118863 193:0.2730043101876419 194:0.5377718153950768 195:0.40885966009174 196:0.1122761380046004 197:-0.6388696896100475 198:-0.04906306029936789 199:0.2228966731001316 200:0.1529496597001148
+1 1:-0.172656309257839 2:-0.7642956280404078 3:0.3584741323559759 4:-0.1726383443174059 5:0.3797454194943737 6:-1 7:0.1948178264655066 8:0.1114277153289879 9:0.5918739133877027 10:-0.1783692001488284 11:0.4245541947488437 12:0.06254306444649008 13:0.5903734297712455 14:0.447626570641581 15:-0.3280602238016061 16:-0.1852846316397584 17:-0.05011264337433789 18:-0.1048228512135444 19:0.191281438483508 20:0.1342178298502592 21:0.363061062308494 22:-0.2659682072755146 23:0.1194676606396639 24:0.07553136709182579 25:-0.09535918108467481 26:-0.312994141994694 27:-0.5708650022227542 28:0.1315652739981797 29:-0.005435367589484943 30:0.116341234150158 31:0.0608023045273629 32:-0.0560019946759554 33:-0.2720106656321212 34:-0.3960338914431603 35:0.4205472930424375 36:-0.3015636377709275 37:-0.03472368081918639 38:-0.3255167953590883 39:0.2388201049795464 40:-0.365816722657834 41:0.2110103045750009 42:0.1853444397082919 43:-0.1902143830160761 44:-0.4382607505886545 45:0.8264969688759043 46:-0.3673457618319263 47:-0.126745333743719 48:-0.2565752195905129 49:0.6210304903370943 50:-0.4101016329127073 51:-0.3902755201590347 52:-0.3030620135552647 53:-0.2197983397414881 54:-0.1423561287295863 55:0.551729353328511 56:-0.2155006186398042 57:-0.3358117160126637 58:0.0753713823909653 59:0.6487785571383023 60:-0.4679291286400635 61:-0.8012211476433917 62:0.06985876378527325 63:-0.1767308459113281 64:-0.007523644948861485 65:0.0160413590026874 66:0.03755165851196307 67:0.2182553111104922 68:-0.084148776740194 69:-0.4982477494769854 70:-0.6899084566873054 71:0.06196932539375585 72:-0.01166403099560065 73:-0.7909533984284568 74:-0.1434830844322522 75:0.6438457940224966 76:0.4531685727796582 77:-0.3714371999160537 78:-0.1628245697781941 79:0.03242613151905242 80:-0.3495085601358241 81:-0.2328794311322197 82:-0.04072052120903451 83:-0.09910971458611328 84:0.06511659486679415 85:0.07953207798762718 86:0.8769694809423587 87:0.6060223620488494 88:0.04646841006035582 89:0.08758937818188617 90:-0.2959490716693887 91:-0.2522881909854376 92:-0.1267775965900531 93:-0.02169101765338251 94:0.2727226868108277 95:-0.2189573305948318 96:-0.2087944734363029 97:0.4850374093553406 98:0.4097223658052966 99:0.02984477750873517 100:0.3804172892389633 101:0.4547969306039834 102:0.1516561118047125 103:0.3936677177593598 104:0.2119849148323709 105:-0.1367613477721577 106:-0.2408465004661313 107:-0.129704484604267 108:0.04409402878533807 109:-0.1548788633313095 110:0.03609068612889207 111:-0.06266146841307026 112:0.04001295523832216 113:0.05245995594696692 114:0.3166185383737162 115:0.142795809484707 116:0.1025022586018943 117:0.1064690703918606 118:0.07483488568269769 119:-0.2090157219103095 120:-0.3375108746262804 121:0.1995653691606643 122:0.03136175879822738 123:0.1162453378474188 124:-0.1382314601343148 125:0.3147854183858305 126:-0.1959693944146844 127:0.354304633763223 128:-0.04722388414931583 129:-0.2356828217786741 130:-0.1454019979281993 131:-0.02253449177288488 132:0.6520949452345656 133:-0.4466009291187199 134:0.4731731850950567 135:0.1477478853843502 136:0.09017416323345132 137:0.1436175112295949 138:-0.1500949247169216 139:0.172033557873887 140:0.04152496462366175 141:-0.4346067974109828 142:-0.5087914333960013 143:-0.3732869297261057 144:-0.4797064402617169 145:0.3081960059308712 146:-0.4235956866240045 147:0.2482627434141235 148:-0.1509882767992665 149:0.1434468691353962 150:-0.04880765684445726 151:0.143372957570376 152:0.4178515368430314 153:-0.2756260689256957 154:-0.08024336347540222 155:0.9999999999999998 156:-0.2334828828272714 157:0.383564890144331 158:0.1080960775228881 159:0.4357153479920234 160:-0.3506021650400589 161:-0.08694605198904959 162:-0.3461157723289457 163:0.002082136714781621 164:0.7389716756858251 165:-0.04701467871076763 166:-0.131531698618297 167:-0.3797484336632963 168:0.684136977161899 169:-0.6891540766284728 170:-0.2489062057938868 171:0.2749809425207783 172:-0.9061347629708877 173:-0.08723292340935257 174:-0.3520545130836473 175:0.004597908472953327 176:-0.1608153972408434 177:-0.04745518504785121 178:0.07333903943404113 179:0.2536318138676109 180:0.0652092417983608 181:-0.1008221449014466 182:-0.01878536984342037 183:-0.1757540596872299 184:0.4376657666280787 185:0.3540586853497383 186:-0.4106099031829253 187:-0.7995990611046652 188:-0.3801851415151742 189:-0.2987253248707566 190:-0.1340777258737769 191:0.06427620879930089 192:-0.4072738949491993 193:-0.04736751166170626 194:-0.29713109966253 195:0.4482635727616991 196:0.4510138992032535 197:-0.9485465306326053 198:0.3601790120176466 199:0.692000555123321 200:-0.1136279886499058
+1 1:0.3831962986560272 2:-0.3380100058537256 3:0.3313064489694631 4:0.2923929588289897 5:-0.5426969076328736 6:-0.5338401164853666 7:0.2246822906220392 8:0.2266189806829181 9:-0.1680234620856151 10:0.6225196927889309 11:-0.6969133013483602 12:0.2257198403018182 13:-0.2822987131376987 14:-0.0140054329306649 15:0.1146468847041212 16:0.06931272503205305 17:0.05660111809852644 18:0.2581091012884007 19:0.144393909650991 20:0.5264064073228295 21:0.2690833660604045 22:-0.3578588958678641 23:-0.2499087642096571 24:0.1550534032435311 25:0.1947875848618877 26:-0.8247654170937165 27:-0.3579033356589367 28:0.2846353701871028 29:0.1493099235061921 30:-0.08515086212260024 31:-0.007910874699728159 32:0.09236522884442171 33:-0.2351600965310394 34:0.02366553748539568 35:0.1246110453964477 36:0.2134408717124694 37:0.3720244590498306 38:-0.4153557346567152 39:0.0545869436852994 40:0.1157056820624104 41:0.3845032823025774 42:0.2461638667909659 43:0.1217139520650651 44:0.006127061380905931 45:-0.06107311086666245 46:0.6829708421667938 47:0.2197083552605813 48:-0.04078670504834628 49:0.0293818592241377 50:0.1068956764721352 51:-0.2429713713919213 52:-0.843361023634063 53:-0.2747644076617575 54:-0.5928266082480684 55:-0.2959167489593065 56:0.650380566777026 57:0.433096276233975 58:0.2244665918326776 59:0.475394442079336 60:0.102486294937096 61:-0.1408215288526866 62:-0.03670825195517272 63:-0.3113601120296228 64:0.2073498498693479 65:0.3628002994801909 66:-0.335858181720863 67:0.3077117291268356 68:-0.1597709814793129 69:-0.2034500283557987 70:0.07864939684517674 71:0.03236433469371391 72:0.3635171136035661 73:-0.149176499412835 74:0.211149000356757 75:0.4486387219845127 76:-0.1117510173373308 77:0.3283718239201331 78:-0.4838411278998198 79:-0.2333266528967678 80:0.2649962933604361 81:0.03834026265888126 82:0.09296590533279742 83:0.5623044084171732 84:-0.3453341569464089 85:-0.1071343695278211 86:0.2830124537109925 87:-0.04202228130447468 88:0.3301736740731572 89:-0.2027078241755984 90:0.2434359503776816 91:-0.3126259777251059 92:0.2075045082439314 93:0.01390962606776897 94:0.1588266453440218 95:0.4634065386641183 96:-0.0156276380748732 97:0.3935329184879696 98:-0.1946681451292807 99:-0.2687787114418075 100:-0.1377095166132081 101:0.1378277585129073 102:0.5405588425362464 103:0.629897014710233 104:0.03607445140590128 105:-0.4853666013947526 106:-0.2896805116305752 107:-0.09772740565954434 108:0.3008520873135783 109:-0.2017183671110113 110:-0.4286789106811096 111:0.1278121952397364 112:-0.5698686383610801 113:0.8611785962889209 114:-0.4210299459247165 115:0.2708669928549761 116:-0.002172145982431484 117:-0.1704855305114436 118:-0.5601002440207548 119:0.1515897240580807 120:-0.6973294581057624 121:0.468059644666334 122:-0.09063790946460401 123:0.9708573601598236 124:-0.1087956449454231 125:-0.2189016119985731 126:0.2887202370629992 127:0.1108785458290258 128:0.4414586448552692 129:-0.3901579339219178 130:-0.2088009429069735 131:0.2825689158907382 132:0.2791634244321873 133:0.2271197608858661 134:0.2231784751075823 135:0.002963496629037016 136:0.09471285209847594 137:-0.214379042670776 138:0.4630202070848339 139:-0.301801164198028 140:0.4877257182036554 141:-0.2611263323383495 142:0.05836353704256242 143:0.5278056690443623 144:-0.1311325900623572 145:0.5093560341540324 146:0.5068361735386313 147:0.1905031643501649 148:0.3320606928765558 149:0.289332302505399 150:-0.4202812046182419 151:0.3105941549321427 152:-0.1320427658997494 153:-0.228633708761712 154:0.4657015380478404 155:0.2705816998252742 156:0.2370319476054971 157:-0.2136567453982349 158:-0.2399433406754432 159:0.05526010271757185 160:0.01725796794341556 161:-0.4957723171260399 162:0.3542832461669541 163:-0.2327922554831556 164:0.5980497084287231 165:-0.3934157776434717 166:0.423655382157163 167:-1.838250651886239e-05 168:0.546371655847039 169:-0.3388892703367434 170:-0.1693920541971686 171:0.06141364439266619 172:-0.4046709679367769 173:0.1198380286306487 174:-0.3042857718657712 175:-0.005843906372294205 176:0.243052435247391 177:-0.02086707996166889 178:-0.2090979281400075 179:-0.42172250603475 180:0.7521255309838586 181:-0.07717410006606717 182:0.4269444046090007 183:0.4051630309533028 184:0.396117574656369 185:-0.8364050463839985 186:0.1080393202926061 187:0.3470575886694847 188:0.0451611356366343 189:-0.9160148680577284 190:0.3723454086723363 191:0.1348012484447726 192:-0.1027883971238059 193:0.2249113688080549 194:0.212434929032602 195:0.1568326166815294 196:-0.09374350225605127 197:0.5067941065161631 198:-0.03357732365402642 199:-0.5480338904123834 200:-0.1217160175567237
+1 1:-0.2847236236626022 2:-0.2318397461624858 3:0.1871106157040949 4:-0.1929876511784983 5:0.2176130143544923 6:0.3272649317862573 7:0.4990603468955618 8:-0.519978631363391 9:0.2529752081838745 10:-0.1312983084138449 11:-0.2613543576226485 12:0.3308049238827159 13:-0.04221983293790869 14:-0.4529464256298393 15:0.5879095049909512 16:-0.2447941871479424 17:0.2932569817847907 18:0.4125371018820028 19:0.2038329564773709 20:0.331939602853927 21:0.5644171638896418 22:0.02712913488019582 23:0.4887973877687777 24:-0.09489106551542061 25:0.6797446936624956 26:-0.189632248026251 27:-0.181616251393901 28:0.2333774996492834 29:-0.8072475497536847 30:0.9628250095212717 31:0.07129994626466389 32:0.2086337674800326 33:-0.06923861356019687 34:-0.09623470650832498 35:0.1851329120525558 36:0.00064882688970061 37:0.5445614620665918 38:-0.1950346431183526 39:-0.1974954851164321 40:-0.07478569762435017 41:0.05141756332393799 42:-0.02365194972520064 43:-0.02719047579560459 44:-0.4526480325456082 45:-0.7416261853956161 46:-0.03904999656819008 47:-0.08642501391170981 48:0.0855635072309269 49:0.3416655372383721 50:-0.2601751437087287 51:-0.3364611597675852 52:-0.6059504323981795 53:0.2020893898216596 54:-0.1937980433687235 55:0.1244809943405181 56:-0.6630943549205932 57:0.03910052585150078 58:0.5815462680020359 59:0.1992518694490102 60:0.06192661984375938 61:0.2674050949304347 62:-0.4335836120900179 63:-0.2108009016118366 64:0.008999857310030848 65:0.0005924720524713434 66:-0.1847563834560447 67:0.4405406312571566 68:0.5676008106022579 69:0.5204064817327722 70:-0.1933499610075135 71:0.02155435902543466 72:0.1562363468464224 73:-0.7718829473169854 74:0.1381897710093871 75:-0.4067920005170115 76:-0.3747453145945175 77:-0.3840548485098473 78:-0.172996900050125 79:-0.0081425782478078 80:-0.8124147059118022 81:0.1866238249197698 82:0.2540609695966575 83:-0.2673095490242742 84:0.5290203281421859 85:-0.5741956036217002 86:-0.004221286581898791 87:0.2062087742965693 88:-0.04461371233288366 89:-0.1988325739656979 90:0.4040720996160155 91:0.1226240064007644 92:0.6922879577142355 93:0.3663462925215604 94:0.1047346326240496 95:-0.5504629815436923 96:-0.002927927315524603 97:0.4011048970925061 98:0.09049052942931543 99:-0.4716535969598245 100:-0.05959343572403007 101:-0.433992960605377 102:0.8811935136394896 103:0.3857945095671552 104:0.07876467527853021 105:-0.1621626494570137 106:0.2606913021266643 107:-0.2333618889688605 108:0.3062792832881875 109:0.4652902723136964 110:0.5008447571000325 111:0.425972078471346 112:-0.01424652377134247 113:0.2615020316920904 114:0.3527334826942204 115:-0.09160797031309278 116:0.2682775365311983 117:0.6834042361650029 118:-0.1083573277567059 119:-0.1404703376197018 120:0.2151043221944681 121:0.1513820858717678 122:0.4968165788805088 123:-0.3708213184528023 124:-0.1461396432035273 125:0.5286373328479848 126:-0.3402143749260787 127:-0.3424072497212296 128:0.390582029880904 129:-0.1484888390469428 130:-0.4743681104333849 131:0.2253836168719221 132:0.5754968839459981 133:-0.4581765633794027 134:0.1616223715817423 135:-0.04205511911220007 136:-0.2598723696106969 137:-0.219241759901317 138:0.09298123350338341 139:-0.2309290287953368 140:-0.5094046571149192 141:0.4784014249815304 142:-0.4881738614307363 143:-0.2361916322016298 144:-0.2237619426768871 145:0.1559808845962501 146:0.03794145662671641 147:0.09069012872246866 148:-0.6025414546236838 149:0.2236707046945247 150:-0.000869900062309803 151:-0.2697161818902402 152:-0.05203105956408452 153:0.3814552232659024 154:0.4496969878963324 155:0.3812916372476339 156:0.2470141535568999 157:0.05312059622985418 158:0.2601280665627508 159:-0.0495047389337879 160:0.01973615490470204 161:-0.3704955106197572 162:0.2698752788857604 163:0.1122215073883552 164:-0.05945295166390624 165:0.287592417243359 166:-0.2930652171264584 167:0.3061998788348623 168:0.5951471541989584 169:-0.5596336277929662 170:0.08944785992228593 171:0.0776476347189515 172:0.06708268794386762 173:0.03819271481960766 174:0.09662954522877243 175:-0.2793816522037637 176:0.4224578878211624 177:-0.5466215161505019 178:0.03355592921682066 179:0.01079597701422736 180:-0.3650144035405176 181:-0.1899795720436485 182:0.07565944400371531 183:0.06926332573489458 184:0.2935111044699963 185:-0.4558123987435348 186:0.5262301601560395 187:-0.2975370453650538 188:0.2453354108742551 189:0.1520519540007901 190:0.1545260613519726 191:-0.1484882698848347 192:0.02228538709440868 193:0.1948105643047278 194:0.6569360596335191 195:-0.3758336881488216 196:0.6862831862196753 197:0.456366240916788 198:-0.08257511134508382 199:-0.1591380621779511 200:-0.6102499018210608
+1 1:0.06302782034398988 2:-0.7614796105273934 3:-0.008446847584307058 4:0.07685433833062226 5:0.1774425348336372 6:0.2182022885976742 7:0.4314274945824288 8:0.2226763194136288 9:0.2811768502239779 10:-0.546703182974585 11:0.0986283655637834 12:0.4165968598263885 13:-0.06473441233638282 14:-0.09318434716004514 15:-0.2456296230057425 16:-0.01443786567444314 17:0.1447197548599518 18:-0.1277965345991249 19:-0.0968907348668569 20:0.3409485480680805 21:0.03970177332033707 22:-0.2524235148433316 23:0.1137965857522278 24:0.3724440563012287 25:0.8811131661679767 26:0.4853795007659225 27:-0.02631721972431557 28:0.4569787468459127 29:-0.3556210608256867 30:0.1559955248074073 31:-0.07962916899167602 32:0.0336791017964353 33:-0.4620817225463926 34:0.3776501676370201 35:-0.02229453456946628 36:0.5034248042439902 37:-0.1018482048863669 38:0.405914673721131 39:-0.2090861359536978 40:-0.05708551814725787 41:0.07716478526381639 42:0.4623632997886875 43:-0.07005544614868889 44:0.2775254338628814 45:0.6885996447346764 46:0.1350717345494946 47:0.6260347723015334 48:0.08111636511286159 49:-0.4250176280580203 50:-0.08635503438976985 51:-0.4800501788349862 52:-0.07334235663949704 53:0.4558863842076085 54:0.3364318226673857 55:-0.01074975141264799 56:0.2045383765995049 57:-0.1613953462684289 58:-0.1292693898547903 59:-0.2030203827817549 60:0.001016211084941196 61:-0.4388334924956265 62:-0.09845846703512577 63:-0.01697497778219976 64:-0.06517043120944102 65:0.8638827047876549 66:-0.08353151797495666 67:0.3366896308131351 68:0.9227949591538147 69:0.05375049728943197 70:0.08158193239463868 71:0.2493896503219901 72:0.1748086448914424 73:0.1369784823305075 74:-0.04884582317374975 75:-0.1192199184146844 76:-0.3428070632851741 77:-0.3624940318543616 78:0.01732814135208306 79:-0.7423590836408491 80:-0.2970282925578195 81:-0.216367277458788 82:-0.1722676665792005 83:0.2194838733353822 84:0.02186275007885033 85:-0.267691169861579 86:0.04597478848198086 87:-0.1684699031713764 88:0.1750087149110548 89:-0.1777246630812578 90:0.1366735804366505 91:-0.0985137991771321 92:0.4714878470244887 93:-0.2739027932879333 94:0.002686534789472769 95:0.2009157166270386 96:-0.2923057005861459 97:-0.1063778670516323 98:-0.04764383777192069 99:-0.7593298365300835 100:-0.07298069056482823 101:0.1684499529896612 102:-0.122527467572213 103:-0.1249377469456195 104:0.1410341386776836 105:0.01235535161089461 106:-0.4705125970274042 107:0.01175658331351279 108:-0.5255376816947147 109:-0.09868947217176952 110:0.2738834854181846 111:0.163795827032511 112:-0.02723182194851493 113:-0.4417703581598772 114:-0.2790337465447681 115:-0.1062151883579443 116:0.04912719808283018 117:0.2688310610595751 118:-0.7802873803827297 119:-0.3144470884756844 120:-0.06410190793518979 121:0.04481012308809909 122:0.314108855749697 123:-0.214291247985356 124:-0.586903687209675 125:0.4476461768344218 126:0.04996229241094952 127:-0.3693380647715899 128:0.1242362582372011 129:0.2451229328641457 130:-0.2581660467704168 131:-0.6565603328655454 132:0.2091289351291028 133:-0.3803481269458438 134:-0.06763435992541939 135:0.0260519376864079 136:-0.009395675444483782 137:0.08339845507037447 138:0.06084697184632398 139:-0.251806248812087 140:-0.08620562890501268 141:-0.1425953746575656 142:-0.3927905668107634 143:-0.06420987645057381 144:0.6376854129728701 145:0.1698009809266429 146:0.6061154071691218 147:0.1732823997753293 148:0.502862236839846 149:0.02208189784348985 150:0.0908987130914605 151:-0.1903096406804522 152:0.8086736692138798 153:0.2192194141953607 154:-0.3017612656246849 155:-0.01020826373748247 156:0.2494697331876379 157:0.5247191615839693 158:-1 159:0.08370141368114438 160:-0.4473514735930089 161:-0.3122514536846518 162:0.1847816098467886 163:0.2513365954580918 164:0.05190245584221945 165:-0.3230203138434508 166:0.167612291514377 167:-0.1974675843876828 168:0.5042261708310007 169:0.436860196811184 170:-0.3979634628238005 171:-0.006483507316978256 172:-0.4030738419874851 173:-0.01482584323036612 174:0.2269599942311888 175:0.2673781266808143 176:0.6793414241624117 177:0.004625623521104877 178:0.1125734706320837 179:-0.1272335415541427 180:-0.8886617987387015 181:0.009896873409627666 182:0.02643576970190893 183:0.04806143205914 184:-0.283682988748432 185:-0.5330612612770842 186:-0.805803272607103 187:0.2133740892468518 188:-0.1368380325695155 189:0.04389621475506357 190:-0.53923159252998 191:0.5844337456610118 192:0.1233363760175459 193:0.06636302490358015 194:-0.7945644157839583 195:0.071526985145306 196:0.2916176785513254 197:0.1637818543567841 198:0.1922627913229417 199:0.5402638638883762 200:-0.001244800354621267
+-1 1:-0.3398436512677591 2:-0.251458096067221 3:0.1833885610979444 4:-0.006731883075541286 5:0.1388920438243113 6:-0.3322370851191818 7:0.01412013651730212 8:0.3268583154094012 9:-0.3099708100512211 10:-0.4261613207087397 11:0.2428148361601523 12:0.3153232502089765 13:0.05003625968885055 14:-0.5850851311930664 15:-0.7013796139265156 16:0.1185598807188376 17:0.608234703058027 18:-0.1446751291919906 19:0.03178030286398799 20:0.2270857541936972 21:0.05595745401571926 22:0.2647941134509094 23:0.5332730932387398 24:-0.1064544595629285 25:0.8379962620508961 26:-0.437292651321783 27:0.2559539309009723 28:0.604957230145297 29:0.02986971873554218 30:0.3497304330256464 31:-0.1792174035619005 32:-0.2396150408721994 33:-0.09977494653482973 34:-0.3149587403098068 35:0.4959533673130251 36:0.04273637720497336 37:0.3176556410826152 38:0.5838545926973815 39:0.08742809893935916 40:0.07461336414457422 41:0.1994717588963113 42:-0.005068778515639153 43:-0.3720902249816666 44:-0.2809368006412052 45:0.1534786348942247 46:-0.002320061548080232 47:0.1306298987467767 48:0.08688372877942385 49:0.03875074286869008 50:0.5359484042971072 51:-0.1840861366334834 52:0.03767405188558587 53:0.1045816125716767 54:0.817479998358986 55:-0.3410080587033251 56:-0.1982147332212103 57:-0.3144719114270564 58:0.1588767482027622 59:-0.05317448328480223 60:0.184656142723168 61:0.07543568864311666 62:0.5134419775380582 63:0.2746250790736882 64:0.537208578736095 65:-0.1992887988149296 66:0.2807885928447642 67:-0.4550183073128026 68:0.4378848771758972 69:0.3178456061483647 70:0.3682450442799994 71:0.01308681407481675 72:-0.3223128890649996 73:0.1636634245434653 74:0.0005723467956498252 75:0.1524631128065694 76:0.2579162382142703 77:0.1573208669124341 78:-0.181377992877421 79:0.1687856052238716 80:-0.5053292095831883 81:-0.350691994435571 82:0.5770559391802145 83:-0.6668705471751639 84:0.1430211827932866 85:-0.1642404697930911 86:0.7272571157109726 87:-0.2908124777455934 88:0.07216715409256072 89:-0.6116606968927193 90:-0.2156575191192684 91:-0.5611176436966171 92:0.1744174431543371 93:-0.4718008051354254 94:0.1103217451535503 95:-0.004355563775398426 96:0.2919164015740963 97:-0.01103607660752465 98:0.4031448795544237 99:-0.06628785593138009 100:0.07768976774920462 101:0.2245615721487315 102:0.4195758096851195 103:-0.08345671668602475 104:0.1345848125148309 105:0.2154489499500867 106:-0.03093893168944505 107:-0.2924332273350106 108:0.3465602550545756 109:-0.07412588668869269 110:0.1536077514940717 111:-0.2175893953193567 112:-0.2810550565016208 113:0.1595071716669772 114:-0.7108418957151468 115:0.2392857355069765 116:0.3045670766528877 117:0.7535344489274849 118:0.1822029711289624 119:0.009322238871404209 120:-0.3404061191478481 121:-0.05087826162679984 122:-0.2701300895869709 123:-0.3777267915917217 124:-0.101169041014594 125:0.1155228339898677 126:0.1645944417528705 127:0.2061665927639097 128:-0.1911888876988546 129:-0.245477577083444 130:0.636416087969475 131:0.09251203790720931 132:-0.3036677963955989 133:-0.1045937076664041 134:-0.2144457447215617 135:-0.02203518222795166 136:-0.3766935164362765 137:0.2983645687132098 138:0.2277804136408327 139:-0.2970783371301624 140:0.8384321173537194 141:0.2812810445593116 142:-0.4443243415355677 143:-0.1634080062664578 144:0.1184080371020056 145:0.5135475379146823 146:0.1314508948604295 147:-0.2974817274675142 148:-0.0261853621869712 149:-0.2437017942579147 150:-0.09353113768227539 151:-0.07131847448654899 152:-0.6468961480038948 153:0.3105550883763484 154:0.1886384926852792 155:-0.0004515541683927787 156:0.3460705005765663 157:-0.03286208819794199 158:0.1420239225606995 159:0.2614920545557242 160:-0.6048813288858153 161:-0.6826038593222478 162:0.6394373078723903 163:0.1384496729711026 164:0.353897283649799 165:0.6254524718531534 166:-0.2748206204678799 167:0.2423363073294262 168:0.04086657876915946 169:-0.393281959352247 170:0.3524695343890023 171:0.2646223551096533 172:0.07562799493196407 173:0.1101624664107902 174:-0.1606794582501305 175:0.1109695930063455 176:-0.2527884249744436 177:0.02214447779047318 178:-0.223195217695682 179:0.1458798322656772 180:0.05423782215462876 181:-0.2690415125136504 182:-0.06296191240547179 183:0.2502562970216469 184:0.9999999999999999 185:-0.0844036531142716 186:-0.7116525208064557 187:0.7720163855686202 188:0.6350277706804623 189:0.1097264388600654 190:0.5642625217740298 191:0.06406410815700343 192:-0.1556445528271417 193:0.006200330314658747 194:-0.1009870393308893 195:0.4282961971319426 196:0.03097353996093707 197:-0.1228345834726651 198:0.2545599282067137 199:0.06226596222107323 200:0.3290154373523602
+-1 1:-0.7288817242846005 2:0.1078745761131897 3:0.2775113421864976 4:0.3672726302936343 5:-0.7214582597391461 6:0.3543935223194132 7:-0.4915292124884612 8:-0.5734765684764315 9:0.1230933464638749 10:0.2861432189244833 11:-0.6056307358753374 12:0.5188081669555676 13:0.5810747572877726 14:-0.3172049482684549 15:0.002720509226838752 16:0.003746417711327802 17:-0.3407380220989327 18:-0.4203999062128296 19:0.3901891525735119 20:-0.3089873531211652 21:0.6389192276592971 22:0.1822767044751461 23:-0.280442146222402 24:0.4293336409786219 25:-0.1704900117779505 26:-0.6813300413966341 27:0.5046224838272408 28:-0.2831797602941651 29:0.280261212655961 30:0.2860621794155918 31:-0.1848324942733853 32:0.07332939131695393 33:-0.1796555990837753 34:0.2574019231067239 35:0.3178848657053764 36:0.2333195609196518 37:-0.106546673072201 38:-0.06525821412267158 39:-0.7335963319149464 40:0.2313278966870412 41:0.1426272930061493 42:-0.7726284938227462 43:-0.1727677843971805 44:-0.1097683512317352 45:-0.3905312928291691 46:0.3194240397666427 47:-0.5351727309216074 48:-0.2025351350341103 49:-0.05085143990516999 50:-0.1516967559312266 51:0.05518545764427363 52:0.08771935046942406 53:0.03161352575041207 54:-0.1138777942912355 55:0.3342319779501493 56:0.006358855286003402 57:0.3995001014238603 58:0.2780104854019201 59:0.7887174172484377 60:0.153476746839635 61:-0.0505824773022896 62:0.05308698115395566 63:0.6774291061418325 64:0.3081302884288563 65:0.3596534962865666 66:-0.6258640685224554 67:-0.1209636715209058 68:-0.1795483717347293 69:0.4210096391021178 70:-0.2859229141811503 71:0.01440984207423893 72:0.1752994468006272 73:0.3293496940787118 74:0.2712201453179955 75:0.1121641415852487 76:0.8646380874085114 77:0.1669102812325478 78:-0.1693027531826473 79:-0.1779117600474546 80:-0.0193466348062958 81:0.1709104695076873 82:0.1334556308618427 83:-0.05506723453550244 84:-0.05101970239279594 85:-0.2005889931506253 86:-0.2630532351973147 87:0.06031768398837611 88:-0.1612981183800387 89:-0.1723811140010739 90:0.4180258451451475 91:0.1173308287856332 92:0.7546749243819064 93:-0.4251863299432208 94:0.3386365451991151 95:-0.2619123884830583 96:-0.2653868407627142 97:0.9262899155813754 98:-0.1640036220513926 99:0.1797788457172509 100:0.3719996897025895 101:0.2199612777738133 102:0.4461227949465096 103:0.131255368198839 104:-0.5033098668740217 105:0.2183338203858878 106:-0.2794696714746056 107:0.1321541759799041 108:0.02701933377560837 109:-0.1402449250122737 110:-0.05163432304882402 111:-0.0287292996081514 112:0.2265342859659781 113:-0.131905351843133 114:0.1861877367451603 115:-0.4447859713693001 116:-0.3872890729366206 117:0.3827383011417884 118:-0.1071462150923242 119:0.1095189580774267 120:0.3504015470840663 121:-0.6234513511140414 122:-0.3885284902304681 123:-0.2318665362684069 124:0.1475299722038921 125:0.009909779213192513 126:0.04919423018034009 127:0.3925862881676564 128:0.4924488783748328 129:-0.05292659778345873 130:-0.4109495968708605 131:0.0001825978818061624 132:-0.4411387453782268 133:-0.07177643380496183 134:0.3540734360906954 135:-0.0937770413994849 136:0.19211168009975 137:-0.04460191345763332 138:0.0459268901139861 139:-0.1021441272665663 140:-0.01461932392034363 141:0.09463839082553878 142:0.2160295068601802 143:0.07836077595064669 144:0.3709110276640659 145:-0.0810011182566554 146:0.4504225541783235 147:-0.03948708634539011 148:0.09567066133822733 149:0.342075551385331 150:-0.1706554413846793 151:-0.2131239768786715 152:-0.1473241403269543 153:0.1029066184825321 154:-0.4148145303754298 155:-0.06903614762486938 156:0.3485763676049712 157:-0.09457716701960572 158:-0.3135036792837971 159:0.1216443731000702 160:-0.4022506501902083 161:0.3245411625214316 162:0.3753345377883353 163:0.5183550502614132 164:0.01766982409352333 165:-0.2309024512633738 166:-0.6077392995564581 167:-0.4503304129826882 168:-0.2032208638205003 169:0.1802517995028573 170:-0.4149808330624236 171:-0.3074489966374551 172:-0.2029318727255271 173:0.08936684060038753 174:0.08085119644223066 175:-0.08614979161997832 176:0.6734350071882236 177:-0.6575914899549291 178:-0.4988105232563628 179:0.2562453468127645 180:-0.4730478655173966 181:0.02020614262363332 182:0.2198353410447867 183:-0.3273123672365035 184:-0.0281508996249126 185:0.1695394616804841 186:-0.1250296728175848 187:-0.4544717682184549 188:-0.1891513795928021 189:-0.0558326507653665 190:-0.4067860549729262 191:0.04324889116438237 192:0.219869745939702 193:-0.007099899555099945 194:0.3714052040406074 195:0.2414946083079886 196:0.6256698927311923 197:-0.258428276193042 198:0.5670396946478802 199:-0.03218650827819518 200:-0.1004660138022463
+1 1:0.3703643235034557 2:0.1569511222129304 3:-0.1665607457090723 4:-0.2624825790432991 5:0.1294178636208177 6:-0.3105393637731194 7:-0.3489388879860705 8:0.2206122690516535 9:-0.05413316728150094 10:-0.1458603216423003 11:0.1406418283265264 12:0.3327109960690836 13:-0.03058144015967314 14:-0.1928594852409955 15:-0.3572778027062543 16:0.0793450171890016 17:0.4165597749177908 18:0.539953795069689 19:0.8186268966787787 20:-0.0240801308037165 21:-0.2125622863348778 22:-0.2620662423748195 23:-0.1070189870391525 24:-0.03776588852033751 25:0.02495351168179841 26:0.003348328736440781 27:0.3482844775895139 28:0.05480419000341156 29:-0.2932254968715967 30:-0.7180294577054396 31:-0.2508675364483971 32:0.669004093271847 33:0.09453704933519058 34:-0.5337217456119343 35:0.1854307423041759 36:-0.03595939770190948 37:-0.09215327941968769 38:0.07641418857145812 39:-0.4364588708545196 40:0.2199734968864394 41:-0.004163273459399236 42:0.1968248895366712 43:-0.4191597275554375 44:0.2746228769755882 45:0.3138926037704115 46:0.7768071951663622 47:0.0666071980589535 48:-0.2204490417681074 49:-0.1794147657051842 50:0.005588823801154553 51:-0.1613178191314794 52:0.09572855977446665 53:0.1087160411226075 54:-0.08707871014050317 55:0.4608339219509068 56:0.09909746462055 57:0.8330516922574126 58:0.1132263326423893 59:0.4502871336459084 60:0.09887390020143563 61:-0.3423987271154058 62:0.6074642955061662 63:0.2441714850935154 64:-0.3977980358581802 65:0.4039338065319917 66:0.4956473533118922 67:0.03377174181788448 68:-0.09431778545051575 69:0.7536336919248002 70:-0.3799389532728151 71:0.0654831127006487 72:0.08089897942025349 73:0.1101885374812167 74:-0.3180692607073828 75:0.3203028774600745 76:0.4630050202826194 77:-0.08857579953039346 78:-0.4104703834538385 79:0.06088179678703914 80:0.01229449674364927 81:0.3307889379905934 82:-0.2816053296563695 83:0.4360898031739591 84:-0.2282028513430954 85:-0.05875379198361741 86:-0.3942136873038831 87:0.1154601699228939 88:0.2780504084333232 89:0.04841600496058196 90:-0.1640411614122807 91:0.4299230992265382 92:-0.332358784263651 93:0.04882810995419065 94:0.04678791567705812 95:-0.08540182504229721 96:-0.1568566078305143 97:-0.2747116469306932 98:0.09958467741463282 99:0.3822380544752491 100:0.5565471409132279 101:0.2597518598562996 102:0.5267943937625847 103:-0.01450735375672191 104:-0.2015752148399225 105:0.08751900001060979 106:0.2699162334717216 107:-0.2618101675956696 108:0.3099426825410372 109:0.1961984832595055 110:0.07512429851117391 111:-0.005966710416659519 112:-0.6025130075609822 113:0.3117638313248461 114:0.1163337480886669 115:-0.6244283072907201 116:-0.09943400862571738 117:-0.04177065673751115 118:-0.05949061271486783 119:-0.08572244993708693 120:0.2224933079041757 121:0.1888590703001496 122:-0.4174145001929423 123:0.2456080207409642 124:-0.4624816201284393 125:-0.06417006302701987 126:0.3573599752762217 127:-0.6234843594899969 128:0.4853901845238648 129:-0.03758257632848614 130:-0.3473504120112976 131:-0.2469803858025305 132:0.2180344725408102 133:-0.2568071514922061 134:-0.2854149646109019 135:0.5935132565704556 136:-0.5612188616482146 137:-0.08978166722315442 138:0.6297700525121991 139:0.1650441240516035 140:-0.2398222570500448 141:0.07373599787696464 142:-0.7591853912350194 143:0.3527825279949079 144:-0.2341433246527066 145:0.1011481134711397 146:0.3992755600629647 147:0.3233777927858394 148:0.2212705630162484 149:0.3645823994969872 150:0.1931247637641512 151:-0.197247269307411 152:0.2604026004151525 153:-0.3179957878376007 154:-0.3171219425344939 155:-0.3980360347627669 156:0.2332690368530803 157:0.1071133113368496 158:-0.5314816064700963 159:-0.275188015699277 160:0.3275581328136385 161:-0.07129752787030616 162:-0.2918567505818699 163:-0.4274942467228955 164:0.2280005784857282 165:-0.2920193815880529 166:-0.1496679691195174 167:-0.2811437480146431 168:-0.5947339718826871 169:-0.4042250524975535 170:0.3298131471718569 171:-0.2715552669392292 172:-0.5953996845167308 173:-0.08207555360280279 174:0.2941980442332895 175:-0.2009679203113089 176:0.1966266140944777 177:0.08074192448259881 178:0.3997958737503307 179:-0.00792502778319029 180:0.1843690743564015 181:-0.09553514621326298 182:-0.5148918347671362 183:-0.3771283290688774 184:-0.02004275248000105 185:0.2444884635236915 186:-0.1366609152304104 187:-0.1544905193199329 188:0.05520602246473486 189:-0.8281022658386179 190:0.16963049665603 191:-0.08650502948193287 192:0.0713522151123825 193:0.4652826139255919 194:-0.05514046792369623 195:0.5698950832254581 196:0.4797166660009436 197:-0.4620249724912217 198:-0.1288726577228686 199:-0.4375741718617602 200:-0.5204026850367451
+-1 1:0.08032844955178413 2:0.3151157104920261 3:-0.04521350169755835 4:0.0976272952779389 5:-0.4757125597569635 6:0.07649721378100888 7:-0.4425643079713791 8:-0.356418422567376 9:-0.05949118897940897 10:-0.258882717853665 11:0.4421800129425938 12:0.1985054102155869 13:0.3130998281015699 14:0.6421531236996589 15:-0.3028134882480981 16:0.2484417675972782 17:-0.0585311979926019 18:0.1798860044838667 19:0.3092298752187977 20:-0.1363926341298974 21:0.09728928349658625 22:0.2098462214892702 23:0.07392636026079541 24:-0.5273446531318565 25:-0.3105417553251309 26:0.05338791261726761 27:-0.490654105297197 28:0.1938961150514754 29:0.2401877072846947 30:-0.02447269746822288 31:0.1714637970884258 32:-0.2727525960612917 33:0.1442877548879894 34:0.346859535871487 35:0.4448297308877642 36:0.600320194257119 37:0.05542230094552487 38:0.2958794885755874 39:0.159421065769272 40:-0.3511622203733361 41:-0.2596287950273328 42:0.1247916759967886 43:-0.105101302441337 44:-0.3837958547910829 45:-0.1118906861766765 46:-0.2200572231386973 47:-0.5400576486388715 48:-0.2062638828944238 49:0.07261327062485612 50:-0.7260775629909297 51:-0.3196357482372441 52:-0.2641961796858736 53:0.3864739871075357 54:-0.4251039604405024 55:-0.3419060664705815 56:0.1101864428473106 57:-0.121672403084871 58:0.03248736379153062 59:0.1588416310894445 60:-0.01631308765279997 61:-0.09857775386342366 62:-0.05312658156309133 63:0.5751484265354644 64:0.2943891595808698 65:0.1629772002323555 66:-0.5651102054621852 67:-0.1633350003058222 68:0.6315611278166868 69:0.08245544029797605 70:0.5243773511235928 71:-0.5424103274153299 72:-0.3303905325546528 73:-0.1013634917971808 74:-0.1663102580134247 75:0.1129449220367629 76:-0.4248469049682849 77:0.08947262006860354 78:-0.1729091085476883 79:-0.0002564698302351537 80:0.1776177947919266 81:0.002042698774705171 82:0.1443514587504154 83:-0.1564687677445097 84:0.1111660844225883 85:-0.2593056052022878 86:-0.4067243864643199 87:0.1505891757389546 88:-0.01871831806432844 89:0.1149903939568578 90:-0.4285302256224219 91:-0.1484952568162737 92:-0.05892556438732303 93:0.08012215279396794 94:-0.230056611168318 95:-0.1176951530314417 96:0.1364245829526714 97:0.6546934140706807 98:-0.2767517301166565 99:-0.5830800306232578 100:-0.6740694422829691 101:0.2730052840310608 102:-0.2538303123946874 103:0.1571152535941858 104:0.1700914711748189 105:-0.5709971912862032 106:-0.2075949328241818 107:-0.18005252742517 108:-0.6152671447628253 109:-0.2334996884952527 110:0.2864831950619251 111:0.1692941067625751 112:-0.2306722960641858 113:-0.5173367877896394 114:-0.5931955241640338 115:-0.3461765753971958 116:0.250829603321503 117:0.1815138350070664 118:-0.5471847849851966 119:0.1721624616874619 120:-0.02849683051515834 121:-0.1532731263996195 122:-0.4967815886095953 123:0.2450716008457767 124:-0.3694972481283522 125:-0.04600248428422558 126:-0.01014723532101851 127:-0.4832488578658365 128:0.5535089265299847 129:-0.4893194300450412 130:-0.04306348494427788 131:0.3749374230535747 132:-0.1521639864887035 133:-0.5301913922403466 134:0.1931202925292852 135:-0.01007734699138171 136:-0.001640651515182084 137:0.06399804191986158 138:0.06086201261560163 139:-0.2618882509813155 140:0.3393524636572075 141:-0.2982284933873703 142:-0.1716871265469916 143:-0.3099681035461817 144:0.1799552678952341 145:-0.4473027132352983 146:-0.6122377577159099 147:0.5625909185211038 148:-0.108121940696916 149:-0.4402720337853222 150:0.4824788809430844 151:0.2243235996372042 152:0.7690970087040808 153:0.2427536972717321 154:-0.1880242666026183 155:-0.001114086751140338 156:0.04091560275837543 157:0.09527813380395206 158:0.1432071930233555 159:-0.118760863619979 160:0.2614228429958518 161:-0.02735141020876335 162:-0.02877881313492961 163:-0.6626192534319369 164:-0.03635913122786183 165:-0.0636453417316527 166:0.1647346003775062 167:0.9999999999999998 168:0.354417590642628 169:-0.1155550773285931 170:-0.0208757140602518 171:0.1772077990325022 172:0.07735356084647821 173:-0.2920284405603427 174:0.05954407196655478 175:-0.1766913384568213 176:-0.2398415404837545 177:-0.2020190950114608 178:0.373873745276661 179:0.09322225186046251 180:0.01662172867515004 181:-0.6638937372007081 182:-0.2925792844423131 183:-0.01973150658109005 184:-0.379103172438244 185:-0.04956444971861883 186:0.7349497232351575 187:-0.8645772832596519 188:-0.3024153165159866 189:-0.09009887310534007 190:-0.4654252305102995 191:-0.2182394312037855 192:0.3993147311106889 193:-0.04106389777007596 194:-0.06706025171855459 195:0.4052095886665521 196:-0.2216712043704689 197:0.935320214082065 198:-0.2143535940863571 199:-0.8051187193067787 200:0.002366440070446701
+1 1:0.2465146636459684 2:-0.3420087268168843 3:-0.2637621308298937 4:-0.05340854934791464 5:-0.5465767693337674 6:0.4951704938879674 7:0.4400317738153739 8:-0.5022285820921373 9:0.2643755542878479 10:-0.3361075477229687 11:0.08806538940916761 12:0.1824929636286423 13:0.3873129590384365 14:-0.2987356074430483 15:-0.1986987630466583 16:0.3909698468297663 17:-0.1559392055598604 18:-0.1220982754639843 19:0.7308803575963942 20:0.7237837330289484 21:0.09821270445412358 22:0.2190390624222666 23:0.558230487885251 24:-0.3132929397294832 25:0.7625510940355578 26:-0.4504478256396946 27:-0.1140502181520436 28:-0.1149037047341238 29:0.2832901524971329 30:0.0917892329371279 31:0.02899137512739677 32:0.1984081617724911 33:-0.5497115152124394 34:0.4233232397306651 35:0.3699756631529548 36:-0.1390538490804303 37:-0.4567060362987532 38:0.6937897437208727 39:-0.4125806672912758 40:0.3798107186966276 41:-0.207686644099666 42:0.3402887225818851 43:0.08098325016063362 44:0.1656204964450202 45:-0.1306733295411249 46:0.1777220365450588 47:-0.1317723362809386 48:0.2204243084286561 49:0.3423684389108645 50:-0.4783064801959491 51:-0.02752871568342969 52:0.00428276964831989 53:0.1903052253494517 54:0.1217827678223838 55:0.08371128728661219 56:0.4113997535848566 57:-0.2859097853376886 58:0.2229583724712273 59:0.4490060424866008 60:0.115454288027042 61:-0.08114324220593234 62:0.1863824262882437 63:-0.1455796595622407 64:-0.1747290750911309 65:0.7577128737467643 66:-0.1728746611348158 67:-0.2157832490846411 68:0.5558332743070145 69:0.0954536454588053 70:0.1709619272235819 71:0.355632345645825 72:0.2222103132713464 73:0.3045606148468945 74:0.3757163470276128 75:0.1704291671144465 76:0.1754822326823742 77:-0.3866064181555859 78:-0.4009064933841049 79:0.2502430459098913 80:0.2014516477618875 81:-0.5389210068092197 82:-0.3123913708239032 83:-0.3155720359549778 84:0.08124154140903408 85:0.01162109304023648 86:-0.7432027286923846 87:0.1005569904692178 88:0.02774318007764776 89:-0.1493678928425194 90:-0.08589143719600359 91:0.4382994484506838 92:0.2434296196566788 93:-0.3762304244701378 94:0.5295071311061262 95:-0.04486184977696792 96:0.08326473358426778 97:0.3675184469377932 98:0.1734329784802637 99:0.2221240599161219 100:-0.3785962288876453 101:-0.3460079740783065 102:-0.4447414758007222 103:0.2461801916560341 104:-0.6337813979200618 105:0.2755364952852938 106:0.3080630587560213 107:0.3367035455456894 108:0.6272125561652265 109:-0.002716245516549545 110:-0.1220345778095023 111:-0.1231275388849191 112:0.7575862934803789 113:-0.03851866679955469 114:0.1248417050602125 115:0.4130649169607913 116:0.05026494145665671 117:0.2023229877693382 118:-0.8482738671073909 119:0.2932763155489454 120:-0.230989361246876 121:0.2072116059635945 122:0.08387767979060382 123:-0.4244553098688028 124:0.4261050814280726 125:-0.2155516931536756 126:-0.06700054257182442 127:-0.5677820506936161 128:0.4093930013880356 129:0.04254962786036962 130:0.5216767836872424 131:-0.5994581268941623 132:0.2596402002184467 133:-0.02551607906930198 134:-0.5581816319307601 135:-0.1042793621426435 136:-0.02264370847837975 137:-0.2169080923375323 138:-0.8994889266654325 139:-0.06506859392299887 140:-0.2460706242046647 141:-0.02144343923860541 142:-0.3064015563232745 143:-0.1949408849911097 144:0.09479130348854713 145:-0.4817546222494252 146:0.6252919908149693 147:0.08223878072306873 148:-0.3356817531458536 149:-0.09112973630084145 150:-0.2536852071026531 151:-0.3283981830347031 152:0.06337127154071448 153:-0.2146337590711691 154:0.06527163248950249 155:0.2687552062262115 156:-0.2836906629903594 157:-0.1948502463850989 158:-0.4574242459394459 159:-0.01368926294570384 160:0.3885456776634347 161:-0.4381455921936358 162:0.6328818498828255 163:-0.1467433254019783 164:0.09547874981556634 165:-0.3750133727724492 166:0.9015907164146491 167:0.187595254501552 168:0.1362260929019479 169:0.08845807905804365 170:0.3468965071523659 171:0.1211788359275183 172:-0.4271378219120493 173:-0.4821141931260199 174:-0.1074889007393077 175:-0.1374106380779016 176:0.3681475468812824 177:-0.3626185377811544 178:0.08939998450829645 179:-0.4087458195901592 180:-0.2826116715164995 181:-0.03757177133878437 182:-0.5203127044106157 183:0.4004276919141483 184:-0.01902425540015617 185:-0.6397749135067337 186:-0.2955446614026962 187:-0.1300353927325205 188:-0.1853228001504819 189:0.1719987806631379 190:0.3858910088251619 191:0.09356721702656537 192:0.1340967016293754 193:-0.2846335259600762 194:-0.5500149553917836 195:-0.01760246594683287 196:0.5812764523646125 197:-0.350845344912207 198:0.4436398091716315 199:-0.01039518179639815 200:0.01798856599020177
+1 1:-0.2107843441905555 2:-0.4386897405904792 3:-0.1506300495064564 4:-0.009859433139232029 5:-0.3395221149229165 6:0.2408656903403306 7:-0.9536690567575093 8:-0.2142347662565536 9:-0.1073882018251816 10:0.3253812612310973 11:-0.6634765384368249 12:0.5204474812389349 13:-0.3081521796015301 14:-0.6689008257454484 15:0.4031841711848556 16:-0.2690263165479478 17:-0.4994766272244996 18:0.3449284821153383 19:0.6666055320400869 20:0.2537107386778028 21:-0.05005523101964421 22:-0.2098460933797767 23:0.4367867583174905 24:0.1429237559369036 25:0.01173640210428198 26:-0.1320698066339792 27:0.2424241792907563 28:-0.6000096174125902 29:0.6907850690040951 30:-0.6230269753314781 31:-0.02050278865360235 32:0.1768680030397673 33:-0.05118130999685035 34:-0.09899445414003426 35:0.4295767467920661 36:0.2684045417190849 37:0.8006764576444613 38:-0.1535571419676762 39:-0.7117271922956516 40:0.3069751237151697 41:-0.1426659154919049 42:0.5200407569345716 43:-0.01511041696100051 44:0.4514596201175158 45:-0.5825800403502076 46:0.3576176481791575 47:-0.2040823430254279 48:-0.1059552436086082 49:-0.09727443475272887 50:-0.7487691873186233 51:-0.3687556977494515 52:0.07047424687479512 53:0.2466786334052818 54:0.3882310064761635 55:0.1003143590566066 56:0.3452726080646948 57:-0.08659534122874865 58:-0.2448330605446068 59:0.4400881074125887 60:-0.2577810901079493 61:0.1755049566737304 62:-0.4292065822497739 63:0.204989523348851 64:-0.6157466484242557 65:-0.5522935273999838 66:-0.1282799771323849 67:0.4054160962886862 68:0.1260476169358845 69:0.1262795794784064 70:-0.3160909199015055 71:0.3877774616180397 72:-0.365992613195783 73:-0.2385576160422804 74:0.3304932006480333 75:0.0292184087527353 76:0.01380221167490498 77:-0.5294428769496543 78:-0.007966164561771634 79:-0.2005888338921245 80:0.1966506012826238 81:-0.1143717733895425 82:0.1320028932913127 83:0.127242154560361 84:0.02044731381342119 85:-0.02503153878649536 86:-0.1780344280639766 87:-0.4294714931956038 88:0.0568780847572635 89:0.3679584410308879 90:0.3969426332935118 91:0.1013771446358097 92:-0.00613994523296621 93:0.01221287990625852 94:-0.6686533448629614 95:-0.5698132606802708 96:-0.6165178140775767 97:-0.0893561270840387 98:0.2310164797065636 99:-0.4739501506664308 100:0.2866088864743904 101:-0.09779648310216454 102:-0.7983568055844755 103:-0.01582603593163093 104:-0.1880876283427744 105:0.04001886564522476 106:-0.121292347434393 107:-0.2624914345278506 108:-0.03858120734172707 109:-0.04504478545468818 110:0.2700950562568035 111:-0.0539624901974218 112:-0.4697349201639144 113:-0.148001851994313 114:-0.1066750061192869 115:0.2163452545872126 116:0.2111025060697752 117:0.1499733306006666 118:0.0167656976011934 119:-0.4545506793804483 120:-0.2925591828157812 121:-0.47832224114455 122:-0.1077987343668571 123:-0.5557600881470717 124:0.1449800840525226 125:-0.4881725923453885 126:0.3068888358172174 127:0.3450922992473376 128:0.04090338765857338 129:-0.291225950420763 130:0.3085644022050886 131:0.4397470747428113 132:0.1779260742721307 133:0.3525302258675967 134:0.5345365294622402 135:-0.3274538774588903 136:-0.7448499987880556 137:0.01631732932182815 138:-0.05260878904767047 139:0.2296975044105359 140:0.03187098561083336 141:0.1343997723205186 142:0.0730519638804874 143:-0.0530271922596942 144:0.06176742669868658 145:0.1321317262956202 146:-0.517246864811392 147:-0.01168609623401515 148:-0.3357393040965079 149:-0.2762909921788372 150:0.07117170272544895 151:-0.03226075429402893 152:-0.1457654669562675 153:-0.1827885527867117 154:-0.1321574692871772 155:0.02846222111097341 156:-0.1505267942410869 157:0.3692138213801434 158:0.4703144572176081 159:-0.1112983661824519 160:-0.3490343973223469 161:-0.283170739017102 162:-0.3265904065897841 163:0.01349641426342053 164:-0.5507445351735624 165:0.07686416249243913 166:0.1584307524743166 167:-0.08562061461785471 168:-0.1354792564410979 169:0.6438883870549815 170:0.8249261982448092 171:0.1436585801221562 172:-0.345991133083295 173:0.4064375440218647 174:0.4548392054109305 175:0.1677089864728962 176:0.6772004250313977 177:-0.2080432645838037 178:-0.0890362407906934 179:0.425360676170612 180:-0.06001723517737559 181:0.03774809190943257 182:0.02392238736314424 183:-0.3926306848648826 184:0.1194256051132717 185:0.2721417072231842 186:-0.6121065276608987 187:-0.2129743118074153 188:-0.4498904067637584 189:0.05265949630691337 190:-0.2812472821399599 191:-0.4135811318011249 192:0.1370524082172994 193:-0.5496940992364311 194:-0.06903715322011758 195:0.5131145674500027 196:-0.1094971667969491 197:0.7929917111862669 198:-0.1520692349646924 199:-0.3404379973170467 200:-0.2763979420518689
+-1 1:0.07638823626448908 2:0.07468482689717261 3:-0.246976495357904 4:0.540670490389872 5:0.5354872605291372 6:0.07707532526255345 7:-0.06743905255588128 8:-0.1538351153083623 9:0.3084282989947157 10:-0.2854672833941454 11:0.01667104621876485 12:0.2832043154839203 13:-0.7622521651124049 14:-0.02605093593226548 15:-0.2333673085586039 16:-0.1881634215594396 17:-0.2009766934503897 18:-0.1340758282213094 19:-0.1055816343993259 20:0.1072901245323803 21:-0.03058488170465468 22:0.1196497114661774 23:0.7482850164200416 24:0.08291997751919314 25:-0.2469862561202253 26:0.5407715979833487 27:-0.806281689319894 28:-0.4447066566853772 29:0.07539901475796028 30:0.309518440218205 31:-0.3581231173938249 32:-0.2265924527156672 33:-0.2643904150781554 34:-0.09346622467365684 35:0.2487506795542388 36:0.06470761283857271 37:0.3448787323046187 38:-0.03827535238636476 39:0.2535377638918668 40:0.1806839418318 41:-0.2195846236176813 42:-0.6477109467216501 43:-0.2603939936655434 44:0.2059612235893153 45:0.3920376278204733 46:-0.03161484873526213 47:0.5735589555230077 48:-0.2034613485221121 49:0.4106250623251237 50:-0.4145414069376798 51:-0.1449278067748715 52:-0.299046326835739 53:0.196260010988167 54:0.5023800447083002 55:-0.184295614745046 56:-0.3815159752396796 57:0.009059205149279034 58:-0.2152954734924381 59:0.9277844244698167 60:0.166419181208065 61:-0.3547282510882779 62:0.2285962970996173 63:0.356505878687349 64:0.2614742406743332 65:0.116902421516125 66:0.3739592089247983 67:-0.1130049836515274 68:-0.3304526118150102 69:-0.4621620142125621 70:0.1242232489522629 71:0.171441586518152 72:-0.1748319806857478 73:-0.208253719204134 74:-0.3335472106809644 75:0.002526546024513424 76:0.228263146041404 77:-0.3685951641468668 78:-0.1647111891964053 79:-0.1713763018761267 80:0.197798016372921 81:-0.2053206971489009 82:-0.203498725583716 83:-0.2517759658799659 84:0.01332490222752061 85:0.03448038632072375 86:0.2521637620810775 87:0.06306000880842033 88:0.4132422184890467 89:-0.02294550539156523 90:0.2741315510905588 91:0.4068153364168671 92:0.4446120099220043 93:0.1032519741433946 94:0.0152862992594554 95:-0.4033643492380054 96:-0.1473377903069239 97:-0.4765973431836306 98:0.1335287350212606 99:0.1986874057245032 100:0.3260241864791127 101:-0.7307032096246779 102:-0.3189947867835929 103:-0.3160331466592353 104:0.5275398486895586 105:-0.550828879631342 106:0.2074667003016299 107:-0.3733889999430256 108:0.009838437133810114 109:0.3628608528915881 110:-0.03681285036066449 111:0.1019587368355037 112:-0.1266260045998734 113:0.2182993750718674 114:-0.02269626122860304 115:-0.07892863428888397 116:0.4591103643862746 117:0.5949374372283887 118:-0.3032218240165707 119:0.5213393432897516 120:-0.2750053632769225 121:-0.1228203587948162 122:-0.1845518741155141 123:0.5943550641627303 124:-0.03866864223660112 125:-0.04342082891850216 126:0.0540255102480989 127:0.09764006154074714 128:0.318204063800172 129:-0.0446204183749917 130:-0.5460309819366895 131:-0.5334341297197401 132:-0.04284796856922849 133:0.0392670789536364 134:0.8825149208296008 135:0.1467543083181903 136:-0.1494382171328868 137:-0.3209635249199877 138:0.4302041107895049 139:-0.6190752884895928 140:0.2266827004749045 141:-0.122535906064789 142:0.324071075069241 143:-0.08480039849093048 144:-0.2947863979093407 145:0.08671155259486216 146:-0.3929518975473502 147:-0.04599466883856353 148:0.1288628967904687 149:-0.198016518781222 150:0.1116810558885354 151:0.3662915276761588 152:-0.05112939153321278 153:0.1649086950903845 154:-0.1291547546103757 155:0.1630751241492037 156:-0.232314752640993 157:0.07975608273493982 158:-0.4031267692722412 159:0.03879999104097925 160:-0.3434866405823557 161:0.2872479414817374 162:0.2335669146976168 163:-0.3357025858213301 164:0.6318860222882978 165:0.02093676515614647 166:0.5094598324899877 167:-0.06115502140054705 168:-0.3956203920883724 169:-0.1017239230148113 170:0.09615764479844548 171:-0.185874768008568 172:0.5353443749521274 173:-0.8182038862487256 174:0.02975992836027096 175:-0.753788195547516 176:0.05176599044438923 177:-0.4778022786629591 178:0.03841779140131138 179:-0.01652255012695797 180:0.3805634392519446 181:0.2706105563327623 182:-0.03802465582531435 183:0.112564095422149 184:0.4129726116991128 185:0.2600438573108697 186:0.5924750305450143 187:-0.765309284538054 188:-0.1393080436202663 189:-0.01558807753583336 190:-0.3036200074475199 191:0.2952087224172688 192:0.2687595899278232 193:0.3799587890997134 194:0.01995444509250491 195:0.364855871347988 196:0.2441981814634677 197:-0.620169872657944 198:0.03433521902163579 199:-0.08765256577846114 200:0.280729728157984
+1 1:0.3985703194522945 2:0.1617666029111351 3:-0.01029023843714895 4:-0.1010291248831324 5:0.7116300435728445 6:0.3685582271161169 7:0.1284322315892135 8:0.3058081618503024 9:0.1356341050015002 10:-0.4225814750994326 11:-0.4039073732965701 12:0.02800156480674282 13:0.1400098608913205 14:0.1577635205069987 15:0.332945347538104 16:-0.04014247236959219 17:0.01023981678212244 18:-0.02996542530621894 19:0.1404657235991402 20:-0.6070386972708565 21:0.1801647357094801 22:0.3203865084059763 23:-0.0279015349852301 24:-0.1393058689655367 25:0.1611892065894973 26:0.4379803726951101 27:0.7747011973232188 28:-1 29:0.1767991786734401 30:0.01990823365574444 31:0.1930545789013009 32:-0.3202298234428226 33:-0.009516939262525476 34:-0.2101653958603095 35:0.8165764257202315 36:0.08217573384055227 37:-0.1914380748507478 38:-0.5185567649913243 39:0.09638199493078047 40:0.9595968433992145 41:0.2414167722005976 42:0.06731256333283553 43:-0.4947219171429018 44:-0.3935753779584076 45:0.3075615485951417 46:-0.1879202001855619 47:-0.03029391122048092 48:-0.00966947465957043 49:0.03994980102876237 50:-0.07934832900436699 51:0.5232960580215362 52:-0.4435753410275828 53:0.536828227909431 54:-0.02562032419048098 55:-0.3370328466050809 56:0.1606481757946473 57:0.2690006084613804 58:-0.05278310897126023 59:-0.361107863648117 60:-0.2134867981266544 61:-0.103223211964838 62:0.5443042785261772 63:0.03469895095941194 64:0.4716979438150164 65:-0.2505863385575766 66:-0.2405262512680763 67:0.4435519773814236 68:0.5083339478522392 69:-0.4484476533002129 70:-0.1225477377798117 71:0.02061168666079554 72:-0.01356564249357115 73:0.4145355313169097 74:-0.2023782996756307 75:0.05821445656840753 76:-0.1549552160754427 77:-0.3579500754278802 78:-3.283473839416073e-05 79:-0.6041541916850746 80:-0.2288623158477786 81:-0.2445935316927911 82:-0.1616652232184243 83:-0.2594637966662749 84:-0.07120951306884069 85:-0.07378041595496429 86:-0.2416081169951366 87:-0.09475900943414264 88:0.03288249763231961 89:-0.4058057976769662 90:-0.1490577118166518 91:0.1294315609149641 92:0.4116368593712659 93:-0.4258713419711411 94:-0.4626870013651223 95:0.2512624412052629 96:-0.02447817670871345 97:-0.5637481685830172 98:0.4828164843869973 99:0.07430220892122658 100:-0.07597128917871167 101:-0.04291854202356432 102:-0.06563829604972071 103:-0.2014374111907992 104:-0.3038923359585088 105:-0.0265037054194297 106:-0.2318362015950673 107:0.1474710852508427 108:0.4451213113427659 109:0.7492041957009198 110:0.04849032705735724 111:-0.06807604395565643 112:-0.1510102350977151 113:0.2555812210286111 114:-0.4244558564564497 115:0.1557012595938022 116:0.6133122444857204 117:0.4859232027322649 118:-0.02794489183515672 119:-0.3635027400657664 120:0.4623091043172797 121:-0.3639298364585478 122:-0.2319716703494883 123:0.1315587753781801 124:0.0629977155436857 125:-0.3202633771347472 126:0.6657092332941096 127:0.007786856361708228 128:0.2392594902341391 129:-0.4158597421072804 130:-0.15557425676304 131:0.1085017582475561 132:0.4636538624722899 133:-0.1543530208400525 134:0.4207353128188751 135:0.3836974521521871 136:-0.2256119901495506 137:0.374828621819636 138:0.1632085167761133 139:-0.472038239453226 140:0.3738160822083508 141:0.6516311791083196 142:0.2344650471559933 143:0.04183446622162407 144:0.2857297297612701 145:0.7125076083503844 146:0.4735615574276122 147:-0.09955828510405562 148:0.1297000527186617 149:-0.2345738084109269 150:0.2621840948035153 151:-0.1560853003327965 152:0.2270875621673529 153:-0.04194246178556062 154:-0.243747895533344 155:0.8498349567002922 156:0.018235462845213 157:-0.2075334703289243 158:0.07187780714218425 159:0.09352089141275191 160:0.1415280314344058 161:-0.1690774807412881 162:0.1281346793276875 163:-0.3107817878003338 164:0.2683771519388727 165:0.06121087038218356 166:0.4481128319270367 167:-0.304114487890069 168:-0.3107463205931652 169:-0.04638092750379966 170:-0.2835219245434271 171:-0.09517104670789873 172:-0.8219429583472567 173:-0.003460766543879754 174:-0.05030638433166107 175:0.7164440549089798 176:-0.3224187038055494 177:-0.5827177233851291 178:0.1475172425128047 179:0.09923200209392807 180:-0.2887717694779993 181:-0.1504091766797667 182:0.06008617762285318 183:0.4355086918353639 184:0.003867947594832293 185:-0.5699768875103104 186:0.08824121432321419 187:-0.1315848979175739 188:0.2761622584535029 189:-0.4608852952363562 190:0.07096088806488669 191:0.5789531171754267 192:-0.1321891889555743 193:0.2526621627633133 194:-0.01256491263094198 195:0.3624386284928099 196:0.004021741131740447 197:0.6046998516558875 198:-0.1394590662897315 199:0.5990070628514275 200:-0.2461195177312914
+-1 1:0.3924122513961086 2:0.4909085099817884 3:-0.1840154045092427 4:0.24826640684755 5:0.07778461798199963 6:-0.3211834788050693 7:-0.3850600995484714 8:0.4565992054954041 9:0.248843672874816 10:0.4038505075856619 11:0.3510932973067938 12:0.5120184416954527 13:-0.1111330033027555 14:0.2000883331750244 15:-0.2203283578486481 16:-0.3836396186608657 17:0.7033987759222619 18:-0.1333207568176707 19:0.02059170282616758 20:-0.07925396399797605 21:0.0829607968707774 22:0.1871206036368233 23:0.7542120271408134 24:0.1793866101345139 25:-0.16862534947341 26:0.003954091675646559 27:0.2854671864387536 28:-0.012900064270755 29:0.2201983148370512 30:-0.677590233645456 31:0.1307635237992169 32:-0.1484410318948189 33:-0.8664277801991329 34:-0.2281984627115313 35:0.05740707393688606 36:-0.7496415670623723 37:-0.09663665793852894 38:-0.1125928570769434 39:0.5853164042998631 40:-0.0626592461547488 41:0.5770847920962734 42:0.6977439160242128 43:-0.3226923215056052 44:0.4757888747511819 45:-0.6246554983347976 46:0.7991075226038379 47:-0.1000926616920638 48:0.5486562482569127 49:-0.107757058550782 50:-0.2339745059242762 51:0.3843560538632189 52:-1 53:0.7069113509355152 54:0.4861477522869856 55:-0.09844000783219187 56:-0.4665764239925581 57:0.339792082667354 58:-0.1346435158959759 59:0.3994479944700533 60:0.1352810102788187 61:-0.1484545530162061 62:-0.39389905260078 63:-0.3417057130300007 64:0.0527217129255142 65:-0.6045357282903511 66:-0.2721853336582615 67:0.05206626118040748 68:-0.2319991643671197 69:0.187518359077942 70:0.03587753383541277 71:-0.1735705194685286 72:-0.07042836409353144 73:-0.3247069502109603 74:-0.2874654094717589 75:0.3887309658801333 76:-0.9560319016070391 77:0.03811010753974466 78:0.7244535699476427 79:-0.2332454188049434 80:-0.05233955540100883 81:0.1252949193410237 82:-0.3232618800844915 83:0.2294463647505486 84:-0.9035412239767144 85:-0.3460050516713091 86:-0.6420049674699481 87:-0.8491079694168359 88:-0.4600064525003779 89:-0.3391506453005549 90:-0.5563924661515859 91:0.177797214525344 92:-0.7075610001135401 93:0.5522350224254052 94:0.02533339836326752 95:-0.1346353070034366 96:-0.686904332367848 97:0.1627294427518275 98:0.1796326512087516 99:0.2342879124339819 100:0.1319707907232285 101:0.3583151514090355 102:-0.08530669779221987 103:-0.09888109309929333 104:-0.82541658710544 105:-0.2525595182921939 106:0.1728447361981137 107:0.3104962561871044 108:-0.6645840046484993 109:0.2262976614151748 110:0.2066713998389197 111:0.2335843317125427 112:-0.1371035413982364 113:0.125686413458707 114:0.4944505727617357 115:-0.04659717819342372 116:0.4323860216787939 117:0.2376653751552768 118:-0.2891046931681691 119:-0.243497178393617 120:-0.4801597267478657 121:0.2448800699315399 122:0.01309152653984216 123:-0.8921949062788618 124:0.2726724172516152 125:-0.3371024654926222 126:0.254176477644139 127:-0.08156689782898804 128:-0.3859572801230661 129:0.4715718421428902 130:-0.3239559519591484 131:-0.4587385153751086 132:-0.07906793862642196 133:-0.6740693654236299 134:0.2787774451766948 135:-0.1294216637477005 136:-0.2946183845604513 137:0.1215358164759445 138:0.2200001742098781 139:0.2390292770803489 140:0.09680218286100228 141:0.4629068520051872 142:0.2542498728004297 143:-0.295945209741031 144:-1 145:-0.04822101031559221 146:-0.1908620114497631 147:0.5848287515073295 148:-0.0504446756943787 149:-0.02315855225219609 150:-0.1779961876433506 151:0.06491387612400748 152:0.09270369030092954 153:0.2467807067209369 154:-0.3873908535316108 155:0.2194291633138173 156:0.2623089852014481 157:0.123853876279615 158:-0.1208170934117808 159:-0.9360816882256031 160:-0.2580318395951131 161:-0.2056626771302792 162:0.04951874478030807 163:-0.09172971665496725 164:0.3419802960106489 165:0.17192187061821 166:-0.01648614906957535 167:-0.227525020191769 168:0.1557325230914306 169:-0.08980451136863701 170:0.1570430675088366 171:-0.1045393797645158 172:0.05992758255341657 173:0.5093913692490779 174:0.2170531908769247 175:-0.0327497556965067 176:0.5154948770697316 177:-0.6451349803180557 178:-0.297313414054753 179:0.06014046044634014 180:0.8833530280600898 181:0.1058671720943761 182:-0.1647178811166502 183:-0.6430892987944925 184:-0.02470894307581683 185:-0.1898191575729202 186:0.144447641334749 187:0.1944934032115154 188:0.5785696011488752 189:-0.3185327896165781 190:0.0655864576819209 191:0.07391904571825018 192:0.1934352918551489 193:0.1638317513305839 194:-0.09961710257557058 195:0.4662679497085538 196:-0.02038478163877261 197:0.2731891798922675 198:-0.06322293423280068 199:0.0817733708100595 200:0.09696864957999984
+-1 1:0.6942897352550819 2:-0.1491036658568363 3:-0.5584669659452619 4:-0.364322911103272 5:0.184126459609407 6:-0.1061414024326831 7:-0.02214142127181458 8:-0.391608769842859 9:0.3482508516896138 10:0.003303621121993089 11:-0.2596903829939483 12:0.5158285642984756 13:-0.3299191774876676 14:-0.4448572417988513 15:0.3925997810368068 16:-0.1648074334805287 17:-1 18:-0.4536225545952203 19:0.4228353899689137 20:0.06535431122909321 21:0.4533763039130748 22:0.2039639733207365 23:0.1767479720748565 24:-0.004393713895102836 25:-1 26:-0.699424251977281 27:0.726537714953844 28:-0.06155591396574821 29:-0.2334634098501484 30:0.4308250614856636 31:-0.5355487375726001 32:0.005409244438019226 33:-0.5171424354618712 34:0.2456104428370269 35:-0.3811313024200246 36:0.1809417732203813 37:0.06557498036328571 38:0.254063049412369 39:0.3534489863133817 40:0.2009243105750714 41:0.2027350079654115 42:-0.09138502102088153 43:-0.2963986582597287 44:-0.006612060220223929 45:0.6746072954594919 46:0.1831686614200963 47:0.148385475466423 48:-0.1978859569675359 49:0.2412819615786803 50:0.3379008360260789 51:-0.325213278494027 52:0.2396481475111733 53:-0.1000589458700257 54:0.04695622689183243 55:-0.658182341185535 56:-0.4817574029560575 57:0.0531958214469906 58:0.1060432481049558 59:0.2657571784282587 60:0.0617184307795125 61:0.2195475535845795 62:0.5286815731858422 63:-0.09806791148384193 64:-0.6779952761367116 65:0.1887032343845018 66:-0.2308449063433519 67:-0.321758640849033 68:-0.3695654411361778 69:-0.3622958590206227 70:-0.5093553627219158 71:-0.03365124743864908 72:0.2807572356223503 73:0.04437601761838557 74:0.4277610982842951 75:-0.143271350622771 76:-0.1088927056742587 77:0.009161980966736177 78:0.07811752880280283 79:0.2564649388984272 80:-0.04232721926952349 81:-0.3643846275195165 82:-0.2332110081556593 83:-0.1974061514094272 84:0.1210075882717931 85:0.05851482529822546 86:-0.4642242975661298 87:-0.2763241330611623 88:-0.5706751716806858 89:-0.2260140296173886 90:0.1853609199080998 91:0.008882890034594498 92:0.5494102607519262 93:0.1166808639651108 94:0.3190105518427006 95:0.1384694112491239 96:-0.3277817555420414 97:-0.1192683206019947 98:-0.2065906782138824 99:-0.1799642387620419 100:0.09006220330075221 101:-0.1222588843167502 102:-0.2265813840162333 103:-0.2458606415867032 104:0.1410723442835199 105:-0.07191274953399091 106:-0.4074422806923974 107:-0.3911799213199612 108:-0.1622838506943848 109:0.03777149707695082 110:-0.02878837064198082 111:0.1940014461199599 112:0.2538206612252245 113:-0.1253101339786934 114:-0.3671839690365316 115:0.282147244373748 116:-0.08336058927296458 117:0.0365634135926145 118:-0.642223758540448 119:-0.1572199124893357 120:-0.3930558284303454 121:-0.3377212909727858 122:0.06239375671204409 123:0.116896864895613 124:-0.06879919654546469 125:0.5587765541464177 126:-0.2516459207002446 127:-0.1269869438240684 128:-0.1919087771737194 129:0.3259817456681113 130:-0.06541975781056937 131:-0.2488961975179122 132:0.06399957976620987 133:-0.04454440596616745 134:-0.3505852472105523 135:-0.5025024798783693 136:-0.1493285246858555 137:-0.07137713560357552 138:-0.6606570486743847 139:0.242336454205854 140:0.05693211355472905 141:0.1501084861521554 142:-0.6260365217454853 143:-0.5317440558340153 144:0.175580996372883 145:-0.2254506732410675 146:-0.223964670825115 147:0.06796873589890244 148:0.1376052246676605 149:-0.5427096263101194 150:0.1509937173533596 151:-0.3438313690273113 152:-0.2229437801281074 153:0.100936871996849 154:-0.5282358691952275 155:-0.09963862416679725 156:-0.1103307265569078 157:0.4039869844094147 158:0.06811887852277229 159:-0.2229718393568487 160:-0.3743327248787044 161:0.3260249837592088 162:-0.1213521925508818 163:-0.3155122809464727 164:0.1743751149578811 165:0.7918313040646719 166:0.09163265803894154 167:-0.1544414359232223 168:-0.4055034384258062 169:-0.1138638239869551 170:0.2485959698053518 171:-0.1468671724811874 172:0.3435361833731808 173:-0.530246016153708 174:-0.09451343912468853 175:0.2366924955115775 176:0.4290293248333765 177:-0.5821336375955191 178:-0.3371768440824582 179:-0.02131949059516871 180:0.3782834003888474 181:-0.05880674042012057 182:0.1769957323644005 183:-0.03122203740953471 184:-0.06825005526868407 185:-0.5106373232189195 186:-0.005789768228522868 187:0.2251972441810516 188:0.441225136294228 189:-0.09581831179007735 190:-0.4630019387821218 191:-0.008018831502436694 192:0.1712119689679151 193:0.1343990899114014 194:-0.1661836635842102 195:-0.5226429046798677 196:0.3081923619147983 197:0.02514244099784733 198:0.09108300175968391 199:0.2035864506755168 200:-0.5026923821162961
+1 1:0.1551882726324791 2:-0.4661461171306454 3:-0.1036594924010135 4:-0.02302087895690171 5:0.4567836531230394 6:-0.009794802691936916 7:0.2913826947080306 8:-0.1296319948301299 9:-0.5460144199058438 10:0.1566065771703512 11:-0.7530662342332801 12:0.1759763585355969 13:0.08529512272066633 14:-0.1732462133963829 15:-0.6972000844529046 16:-0.2971181211283142 17:0.3730467165800859 18:0.01828663161164127 19:0.2824336512129877 20:0.6363739723036528 21:0.3554708027461266 22:-0.3979492939450613 23:-0.1563444154366916 24:0.272759730478756 25:0.09852584420143792 26:-0.5385620332112527 27:-0.009283674090524996 28:0.1104434339444637 29:0.2443693238477113 30:0.4698720512432465 31:0.5328623400881504 32:0.362100403287606 33:0.2233433887467125 34:0.2597341326197435 35:-0.04694316515852678 36:0.6722508144521652 37:0.03422007040364779 38:0.1243658293247228 39:-0.001090619641849533 40:-0.08342442907767841 41:0.03224130617853923 42:0.0988498101479422 43:0.2550665043761386 44:0.1239695257180986 45:-0.3868489879270208 46:-0.6101001359342173 47:-0.3060512463332619 48:-0.1739435976230737 49:0.644909999109291 50:-0.07427090597475222 51:-0.3229610690031909 52:0.250859552024402 53:-0.1077482190956505 54:-0.02122105433489159 55:0.2775881290964989 56:-0.008796854959949198 57:0.602978609426988 58:-0.02956982970440969 59:0.9248068353827426 60:0.688732092444749 61:0.3169389007217329 62:0.05541565555277454 63:-0.2943831054482158 64:0.195385710134181 65:-0.296101602374301 66:-0.6001447235584367 67:0.359366330358752 68:0.0399411058940858 69:-0.1840537050983421 70:0.3230735855082176 71:-0.5141852577223197 72:0.3121601808173718 73:-0.1044725608567571 74:0.1694696303895289 75:-0.4538069555778207 76:0.004073627446797855 77:-0.03212397708306516 78:-0.5372857923461566 79:0.1746368920861355 80:-0.6126038809075549 81:0.1859974563686389 82:-0.362153933175679 83:0.3469772296607434 84:0.2071646246944145 85:-0.3237764889626795 86:0.03292777323326747 87:0.3248597764905675 88:0.4773595638507462 89:0.2301211755627785 90:-0.5295691626454286 91:-0.2225593313209406 92:0.5765332691940342 93:-0.2686539784131624 94:-0.4558138705609207 95:0.3041701098820308 96:-0.3366700540897377 97:0.1156062841587109 98:-0.3286745667807588 99:0.4869208314956244 100:-0.01039994064019731 101:0.4061686766359507 102:0.2183657610850413 103:-0.06348931359760193 104:-0.490570364295769 105:0.1841476464576484 106:-0.6530408143000116 107:-0.1064998004894163 108:0.4857965203676837 109:-0.1002860181744344 110:-0.3772210384501902 111:-0.09138069443937694 112:0.2607502886698053 113:0.1308489265029409 114:0.6607359397494121 115:-0.3576710332286383 116:0.1565815542612711 117:0.01882214136408017 118:-0.06417700190517298 119:0.02935343845553381 120:0.1776251566930184 121:-0.2865887882037076 122:-0.01983509386075944 123:-0.3294062332347509 124:-0.1224007145943536 125:-0.5052603677748754 126:0.6638885928401504 127:-0.02491125120723237 128:0.8126336792777481 129:0.1626939381320334 130:0.2893320401323071 131:-0.6344652756995275 132:-0.03982182595371481 133:-0.2361143673394462 134:-0.5678323999492869 135:0.054026595612506 136:-0.6430766731470142 137:-0.1312982165050218 138:0.720499515016787 139:-0.2326910135664432 140:-0.2909994468575144 141:0.1589820052792997 142:-0.09727303684046763 143:0.3826495726769575 144:-0.08731073474531553 145:0.2521388638712639 146:-0.3129117628133935 147:0.1091116722682471 148:0.02678869668385316 149:-0.08021075484846239 150:-0.2013231131139654 151:-0.2300248113207152 152:0.2123914469322436 153:0.03938088241065364 154:-0.0393453095529325 155:0.3188735291113933 156:0.07693016396734058 157:-0.2471297349586917 158:0.8578900799105593 159:-0.05616422737043064 160:0.5557638733225506 161:0.2724158852360112 162:0.5593596974372932 163:0.06400058173086115 164:0.1862449414647023 165:-0.1752693031504896 166:0.03661009399007598 167:0.1225671008200371 168:-0.3129370401854944 169:-0.3951048773044078 170:0.02794328155351922 171:0.2120259524736948 172:-0.3726653414810707 173:-0.2398598790625117 174:0.5700390100504452 175:0.2621675472546041 176:0.4843132299629028 177:-0.5661932149378816 178:-0.5845279372681853 179:-0.2620111953561003 180:0.2915205791949141 181:-0.1373137710302252 182:0.2151954842228263 183:-0.1616143368279941 184:-0.4226299413331226 185:0.05519592760245931 186:-0.5624928717898907 187:-0.1688789733049973 188:-0.07052290596718222 189:-0.4145295057265551 190:-0.5719932072590961 191:0.8656422984069935 192:0.06900703518462221 193:0.3560957615509511 194:-0.1609073495489224 195:-0.2199863558744908 196:-0.02252350798873273 197:0.2347653050989611 198:-0.2749629593767146 199:0.0659352268478063 200:-0.5463107349239994
+1 1:0.0589520092038394 2:0.01428222534501598 3:0.3105736878751985 4:0.3084519306720673 5:0.1943277610438664 6:0.4446109384709757 7:0.04730974831167473 8:-0.05606776129545337 9:0.4490398348647098 10:0.03453322859257078 11:-0.1767364259794535 12:0.3064497165640474 13:-0.6547853548625376 14:-0.01009913500942321 15:-0.119887300083076 16:0.7954383442945679 17:-0.4465250642722255 18:0.6843728932019412 19:-0.07894441848885966 20:0.2074723710186822 21:-0.1094082754049819 22:-0.08039581348611985 23:-0.2882571398741863 24:-0.4895255852507103 25:-0.5651052346127579 26:0.3197821204106565 27:0.2036782244540649 28:-0.4242122270700009 29:0.4250475039606292 30:0.4469061706963292 31:-0.4278455858213039 32:0.08131579118445513 33:-0.2687670691182558 34:-0.4475721062735966 35:0.9086039937070512 36:0.3290760536128088 37:-0.1274507677830008 38:0.08196098751767616 39:0.3702414598564049 40:-0.01241722927687922 41:-0.3546206216748888 42:0.5132355403183925 43:0.8486621862217786 44:0.06665265625910249 45:-0.2818810997848861 46:-0.2172327582309407 47:-0.1021438518449188 48:0.2149266549064238 49:-0.2969124021713997 50:-0.3988894668438853 51:-0.109010610052696 52:0.146425337252241 53:-0.2232232179070003 54:0.1925010692238873 55:-0.6193257897421982 56:-0.03045156961008392 57:0.3993000941173985 58:1 59:0.0375645600082164 60:-0.4810650559640571 61:0.1658370531788834 62:-0.1814428754731287 63:0.2261595274598015 64:-0.5393182367866365 65:0.1645378875675637 66:-0.466678759341008 67:0.2905664142619954 68:-0.1761558870764519 69:-0.3304749342002608 70:-0.2066623198671651 71:0.311758455159052 72:0.2694740002394404 73:-0.1015204293223997 74:0.4472110532927823 75:0.08622512709873599 76:0.0950553296903851 77:-0.05088087631034331 78:0.03419482716018385 79:-0.4589561711246645 80:-0.3638528352413434 81:-0.1204250405375035 82:0.08192572291757549 83:0.07060909020142622 84:0.04863446567533944 85:0.3035398001410156 86:-0.0424432013285532 87:-0.002915501495818401 88:0.4896031272198951 89:-0.1940673995946315 90:0.2850225904057236 91:-0.4322301038053455 92:0.3431548702463935 93:0.1591887441674646 94:0.2799187525430868 95:0.2462414797145661 96:0.102727324381089 97:0.2022443777008918 98:-0.1257555696255482 99:-0.3145223203588318 100:-0.2081750694958012 101:-0.129609396329679 102:0.01081447079523661 103:0.07869595366397347 104:0.05115037849693584 105:-0.2330911206591124 106:-0.5748680957907102 107:-0.522792217851324 108:-0.4839027149954089 109:0.1397223164867091 110:0.1175397090811725 111:0.1975850484971279 112:0.02709126325287753 113:-0.1497207895121661 114:-0.3079745595199237 115:0.1927307660989908 116:-0.09151028663492078 117:0.1287039125966972 118:0.1911220357937393 119:-0.3321018836770855 120:0.1183361533613585 121:-0.3701005868715931 122:-0.00779683314490142 123:0.007929107510123573 124:0.005549230329617412 125:0.2189891882958306 126:0.2419646745519618 127:-0.1551499723623744 128:-0.219818373360315 129:-0.2282431412314946 130:-0.3751478009812494 131:0.210863963265142 132:0.3089199061604327 133:0.2491679469229793 134:-0.008939082164196241 135:0.1303747093192865 136:-0.101931825406283 137:0.1871436425827719 138:0.09620469938252382 139:-0.06786008340889504 140:0.02500992451020962 141:0.3402962077768265 142:0.4291641295060731 143:-0.5356113211279054 144:0.101187105741073 145:-0.2452222974517649 146:-0.7099993469774346 147:0.2788073200819957 148:-0.5877204387682788 149:-0.003356524539089654 150:-0.1721147690740938 151:-0.1378928014826746 152:0.07720126590121559 153:0.2677227101617011 154:-0.7244628995368464 155:-0.286842143010765 156:0.08346884857523622 157:0.2367595586262367 158:-0.303688999932625 159:0.731091272827545 160:-0.3410830818620335 161:-0.1682686002187594 162:-0.1600624323756515 163:-0.3623894199407858 164:0.294248646432307 165:0.3143232476069016 166:0.207885137773326 167:0.1668459227485302 168:0.9999999999999999 169:-0.1645636229937489 170:-0.1688621067482461 171:0.7328120467602047 172:-0.255376581507459 173:-0.3613129952004535 174:-0.3754268053052116 175:0.7296341074856264 176:0.7710205094766535 177:0.4550684446745327 178:0.2756350603422476 179:0.1042120575254839 180:0.2956214476228077 181:0.0325224412394084 182:0.1877290797261896 183:-0.01135482552191767 184:0.1000759105248257 185:0.1209019712226917 186:-0.3780656485365305 187:-0.226637324587419 188:0.2267890850034881 189:-0.6102995739249858 190:-0.3607139766981875 191:0.5598255079845353 192:0.3700055891366119 193:-0.08894537359730562 194:-0.3876437820675319 195:0.2410576069207791 196:0.5966031794445459 197:0.2724946945380589 198:-0.1142644505384496 199:-0.02448501623418405 200:-0.1431852245588142
+-1 1:-0.6445825247012933 2:-0.01035301663189337 3:0.385003071724237 4:0.1768556261131641 5:-0.01890116018271109 6:-0.01256096566881786 7:-0.2539181022298824 8:0.09337914450274801 9:0.08189492582906671 10:0.2629155541244078 11:0.06352426993116636 12:0.04016193982426841 13:-0.0417562536004292 14:-0.226087732932994 15:-0.02876963543536923 16:0.01432494739147951 17:-0.1495103306043303 18:0.7177939483483418 19:-0.3620206506871467 20:0.4216165980598972 21:0.2993908389486061 22:0.09964424150317149 23:-0.3620715983977996 24:-0.1461095299374902 25:-0.3093159769807247 26:-0.2893893455885187 27:0.3040616244891447 28:-0.1729148556984638 29:-0.1686455260870321 30:-0.5932518634423338 31:0.05616705969931558 32:-0.3741766326557786 33:-0.2190123594979717 34:-0.3189422760630387 35:-0.1567842598175513 36:-0.6059606593069174 37:0.3722952046828036 38:-0.4963890294603835 39:-0.243745221981669 40:-0.09834239364515918 41:0.1318814864223907 42:-0.03635378347212186 43:0.4847866460556569 44:0.3367080659632197 45:-0.1595081367750179 46:0.02248810414437065 47:0.0224808199297007 48:0.09866191136115497 49:0.1298058679705549 50:0.01702073527768019 51:-0.2484143691551141 52:0.4007063319332184 53:0.7658691635568449 54:0.3629158758744714 55:-0.2475153406522036 56:0.2276643723118809 57:0.08631637270504766 58:0.4432662628282983 59:-0.005227561464350883 60:-0.06473316927825888 61:-0.1251764493869095 62:0.2939967720477566 63:0.3236080657683716 64:0.2876540894446851 65:0.4237565250041381 66:-0.1354861986969558 67:0.5753687504519576 68:-0.243250929135262 69:0.1527677303550172 70:0.2032894749899996 71:-0.5491711623953422 72:-0.7254927143705643 73:0.5938643499455565 74:-0.4216096068883979 75:0.2673253533734985 76:0.2455479152650889 77:-0.2200207038662142 78:0.2380976409418908 79:-0.2702510022416945 80:0.2704318402086586 81:0.4126171674260183 82:0.2483632651452122 83:0.1006157014699469 84:0.07558734434647039 85:-0.4479340120342646 86:-0.2162518043721126 87:0.1447386678477661 88:-0.04696657158418602 89:0.04160660622304982 90:0.1807433916040746 91:0.4167100231519255 92:-0.3261448881457659 93:0.5791880142075677 94:0.4757798685530158 95:-0.2813330654043606 96:-0.4167814576724019 97:0.3471027623163588 98:0.375528552201731 99:-0.3684787138753224 100:0.1487016466935756 101:-0.4430233017368198 102:-0.2944368145470892 103:0.3342166672159253 104:0.3735398629134917 105:0.5452417002111698 106:-0.4312777065128991 107:-0.6142849717845701 108:-0.2936878095192972 109:-0.6262648243321564 110:-0.0007902636030167054 111:0.1406703642570566 112:0.344488403309983 113:0.174026764197643 114:0.3258032082594949 115:0.2483672320602823 116:0.380179499066889 117:0.2751695548314442 118:-0.3678379927579438 119:-0.5937470834210241 120:0.2104179557471184 121:-0.1073508485183798 122:-0.2833871171061583 123:0.2255760480760004 124:0.5374005939634003 125:0.3382418385049973 126:-0.04560450585730772 127:0.1011767704640166 128:0.283147543831992 129:-0.3611571916632613 130:0.06014404210513402 131:-0.09480030184730004 132:0.01619789394750668 133:0.3584420913842433 134:-0.0588633343144519 135:0.04648446253885978 136:-0.2263696485074051 137:-0.08392734666695954 138:0.7515856124153442 139:-0.6838998535149148 140:-0.1439559221910567 141:0.5403812882095903 142:0.2262571188427505 143:-0.1876408170210572 144:0.044598491066456 145:-0.6918021508208307 146:0.2550541434490155 147:0.5621493355672862 148:0.1730578709094543 149:-0.1865725242938857 150:0.39212057188083 151:-0.2066318566898851 152:0.3394116074757527 153:-0.08116459549344483 154:0.2638595605626545 155:-0.08747510692122323 156:0.4306333682031637 157:-0.03926640319002751 158:0.7375196465707499 159:-0.3469235672208528 160:-0.2462037223488475 161:-0.1180146743058311 162:-0.4957708952473986 163:-0.276400559924354 164:0.8606721014319215 165:0.1504968703507441 166:0.1974028977503148 167:0.7645859961580189 168:-0.3733012974875283 169:-0.7676687476623412 170:-0.03942241568713485 171:0.3711468199132197 172:-0.48870939114302 173:-0.5960955925084785 174:-0.2313320781782928 175:0.2384116769187298 176:-0.1673362294013009 177:-0.4437003848300068 178:0.4245680539242167 179:0.0600940048402866 180:-0.1096877622651409 181:0.3948728475438082 182:-0.08568037245982447 183:-0.3500796244537677 184:-0.03096683493371751 185:-0.06756451201005503 186:0.330744314758441 187:-0.1242022581451396 188:-0.5612181612261353 189:-0.01324975683184881 190:0.08969761574996693 191:0.3785901944279784 192:0.1932692836832685 193:-0.1696228086187127 194:0.08916126726981739 195:0.4429666564047017 196:-0.607023463613648 197:0.276191962947038 198:0.2196240251333734 199:-0.05157085955874849 200:-0.1716674105741656
+1 1:-0.1084859124859747 2:-0.2583925059837775 3:0.04392336178079054 4:-0.09371107541732526 5:-0.2683301813073351 6:0.354369475775308 7:0.07917416770906871 8:-0.6115043723422173 9:0.3510925709947791 10:-0.1292818548876977 11:0.3075517869500827 12:0.5286737910932835 13:-0.8205215883371019 14:-0.3324806514780536 15:-0.1781967650421198 16:0.03480550708337277 17:-0.4835456139173599 18:0.1081453344563285 19:-0.8033432096231378 20:0.5394125331009096 21:-0.9822553210753888 22:0.4147851444868924 23:-0.2350002372197033 24:-0.2226577950815632 25:0.293623877762376 26:-0.2176673980495445 27:-0.2974910642410977 28:-0.04942719980450709 29:0.4330538133904027 30:-0.5995187897890348 31:0.1078873086878317 32:-0.1526664099604033 33:-0.3633221176703967 34:-0.007701431510558424 35:-0.7531530371588793 36:0.1734282364967062 37:0.07590367452187975 38:-0.1799854274228958 39:-0.3667423404897374 40:0.3305852657680801 41:-0.08110104987807953 42:0.9999999999999998 43:0.3702077490407214 44:-0.03683673448764536 45:-0.1320860373990413 46:-0.3174787381358185 47:-0.1450639766840224 48:0.1690077559712863 49:0.242814702949904 50:-0.4006406799092655 51:0.117310259666594 52:0.1766946407857387 53:0.1111945304592631 54:0.5815330306028816 55:0.3930793519779326 56:-0.01913802223256256 57:0.4737323589572842 58:-0.1444746534001768 59:0.162194725297348 60:0.04288244277436805 61:0.09142140677850989 62:0.6229531161128913 63:-0.07772799134274339 64:-0.6483650876412761 65:-0.07706674058669324 66:-0.4956255576668342 67:-0.09679236175162377 68:0.8054005624684636 69:-0.1897472163380745 70:0.2049302827259609 71:0.1231141892717033 72:-0.08130985898324311 73:0.3457532161871956 74:-0.07693494432320694 75:-0.1903026774410055 76:-0.5030471047877517 77:-0.06444542998653827 78:-0.7040829689444547 79:-0.3417174491392337 80:-0.1112273883171708 81:-0.04328088586912821 82:0.2426196823110771 83:0.187492697251649 84:-0.650490381704521 85:-0.312933425120807 86:-0.1778088524580926 87:0.624157116736631 88:-0.3790330459245181 89:-0.04471910755261635 90:-0.2898010880675502 91:-0.06943303290537609 92:-0.09767018515688081 93:0.2308370662899649 94:0.1457260775135518 95:0.04389148831561698 96:-0.2340065946223885 97:0.6650202448783977 98:-0.4296222293729975 99:0.2417589328545011 100:-0.7610631454295004 101:-0.006253723739387027 102:-0.7492774975446639 103:0.7515282072127829 104:0.357426312630667 105:0.499873590671813 106:-0.2689134604733088 107:-0.1897513167569115 108:-0.2127272702935077 109:-0.3350614857753186 110:0.294840050360676 111:-0.1490982171561619 112:0.1134430159437542 113:0.4561108120951041 114:-0.3579961468311917 115:-0.3851364071918567 116:0.2513779429354366 117:0.1747591601514266 118:-0.2228468181890732 119:-0.7500215822375346 120:0.1080487000043854 121:-0.5104553953562342 122:-0.3741301714189159 123:0.1905491848449488 124:0.1206870536236818 125:-0.2421767001891852 126:-0.6660940288344065 127:0.2865211670102156 128:-0.1647049054171599 129:0.2109616185277254 130:0.2488534591349598 131:-0.1628747131079533 132:0.1809587059620721 133:0.269211048090543 134:0.2682334682307963 135:0.6098413807610079 136:0.1047169791801878 137:0.3419087704483297 138:0.7570534926630771 139:-0.2612820285208873 140:0.3016152476934826 141:0.02484373109326704 142:-0.06688776014092085 143:-0.0789323352222774 144:0.1371211198854082 145:-0.1489673570852215 146:-0.08085115578938523 147:0.6212840662913726 148:-0.1782146434926762 149:-0.3058480122434727 150:0.03664423833583115 151:0.0657410845114077 152:-0.6698410290564464 153:0.1271822299084955 154:-0.2214180184597874 155:0.1649615231191259 156:0.4566672521590749 157:-0.04209590145191382 158:-0.3920392291778738 159:-0.04821457003958962 160:-0.3284217519586912 161:-0.2675862027872355 162:0.7199497042413817 163:-0.6113380811982165 164:-0.05990564307801294 165:0.09468366149503053 166:0.08934516766564886 167:0.02329559001413722 168:-0.6365162476535328 169:-0.6703382795500452 170:0.1375282141051471 171:-0.5944990370006251 172:0.1095363052914557 173:-0.3290427034395728 174:-0.1508044990818847 175:0.6039535602997301 176:-0.2110254524769196 177:-0.9257381015994826 178:-0.3709693115820937 179:0.08939071297878672 180:0.5813403753408755 181:0.2299236992103764 182:-0.3368574278210765 183:-0.3030561620713646 184:0.2748356076377627 185:-0.1399789243123183 186:-0.3266505087018602 187:0.3193569921879507 188:-0.02653828136175979 189:-0.2123972885681364 190:-0.03238191637722999 191:0.1225788893264179 192:0.1502232292632162 193:0.4396091074147729 194:0.2480822277669761 195:0.6734827573623334 196:0.6332265863546891 197:-0.4562134204494179 198:-0.2221386889032338 199:0.3136459309641146 200:-0.8932504309464894
+-1 1:-0.1803121126957768 2:0.03237601594251523 3:0.09062774631448575 4:0.1912731098796535 5:0.1679759314503914 6:-0.5541829370069005 7:-0.2170606434545828 8:-0.04550560487481976 9:0.09107914468912177 10:0.09004241406936569 11:0.08209842339922332 12:0.01148042770117999 13:-0.4499906501649859 14:-0.2886512790040952 15:-0.09602129109608991 16:0.3285952481163432 17:-0.2367074664178361 18:-0.1928917024856014 19:0.4547415485028591 20:0.7333222945132736 21:0.6343878138739207 22:-0.1316215232280303 23:0.5316641776237954 24:-0.2139752166026782 25:-0.3657910026486799 26:0.3863675024935299 27:-0.3132798384506846 28:-0.2561861779446719 29:0.06842332698467921 30:0.1361896670284624 31:-0.6017230529536078 32:0.2292836126916707 33:0.006482326214074019 34:0.02016308992761401 35:0.3806062866684663 36:-0.6645817684477034 37:0.4685040235772935 38:-0.3704013250389099 39:0.1531783371423874 40:0.08721523442188364 41:-0.1956152876796733 42:0.07480184305240772 43:0.3606222078467297 44:0.2438082289506065 45:0.5526679977330425 46:0.3229940772502721 47:-0.6640793537667542 48:-0.2014266423326151 49:-0.2183781205518646 50:0.2468415400830205 51:0.04072320008399099 52:-0.5557966197570129 53:0.2528193361061614 54:0.03937870125219904 55:0.1436186032626479 56:-0.08213281236195347 57:-0.09324210316625586 58:-0.2841086513980968 59:0.6497907062413535 60:0.009235551917650381 61:-0.006983634462764956 62:0.22348606265084 63:-0.2051065612962061 64:0.3158661055869625 65:-0.06562384459114798 66:-0.5880752761654789 67:0.04916072728212963 68:-0.4375843205058971 69:0.4506285413802407 70:0.3644397715942432 71:0.003352530653918162 72:0.03428364842273508 73:-0.01901476913548929 74:-0.1147169767980934 75:0.05634177563215085 76:0.430553445933695 77:0.003175664946223677 78:0.328662539394868 79:-0.280673315884388 80:-0.4688178582630902 81:0.3331075839379113 82:-0.282969571089101 83:-0.1372492238578088 84:0.05024890580363382 85:-0.06228033662237453 86:-0.4766034438806843 87:0.156576680875518 88:-0.401915623048987 89:-0.288379358146313 90:0.08082933301905257 91:0.2136813628448422 92:-0.02851213393783647 93:0.3753290149809041 94:0.2509810865527147 95:-0.4235704237728196 96:-0.07769829590443389 97:-0.04079782410098989 98:0.3208701357884775 99:-0.8003127217974764 100:-0.1005234292094763 101:0.2116804444325157 102:0.3200276235342374 103:0.03772258097899461 104:0.4419523688079561 105:0.1410556182354492 106:-0.06573207549613812 107:-0.4302678443529256 108:0.262722606509182 109:-0.03810285097980849 110:0.02540605025858094 111:0.0327518158943928 112:0.2535151374847139 113:-0.0804253565641079 114:0.2127128440833334 115:-0.4200792546264192 116:0.5958910378293527 117:0.06930318823316683 118:-0.331869723508336 119:-0.1217581134448717 120:0.07037892049666547 121:-0.2396249023931809 122:-0.345880008751979 123:-0.1352166786892023 124:0.1326015089193085 125:0.08152618668723097 126:-0.2713203289927669 127:-0.03018819218897023 128:0.2297088348944841 129:0.1195252912367464 130:-0.3259617456459725 131:-0.3445609771918412 132:0.3042526800908688 133:-0.3244037377111128 134:0.200693034718555 135:0.2034346214419357 136:-0.3979886451120971 137:-0.1017614081153407 138:0.3326897209784599 139:-0.07916003700699654 140:-0.0357395048251862 141:0.09451713879024656 142:-0.6047788489745579 143:0.1719418634218629 144:-0.1858892544581632 145:0.5488740789767118 146:-0.2010811935883233 147:0.5631754072620048 148:-0.8485775638779366 149:0.5028217810128992 150:-0.1485848745869117 151:0.6168842444542286 152:0.08770610420207137 153:0.2157041189158924 154:-0.2999108048081974 155:0.08929423270378589 156:-0.04378813416403265 157:0.2568887360963901 158:0.3064057065454678 159:0.1372386820231963 160:0.05399397206645996 161:-0.5439417461541276 162:0.6971346781297924 163:0.6056458752944157 164:0.2986312413110833 165:-0.166045684697036 166:-0.01957508792242277 167:0.1187178580120805 168:0.174471394898361 169:-0.07847315583761517 170:0.2702800020508531 171:0.3450977072990795 172:0.810562996807942 173:0.2320328517179946 174:0.4547483871196423 175:0.2247419852242151 176:-0.2194294858091452 177:-0.3330724330726524 178:0.2127720947730966 179:0.3392256964993592 180:0.06784100437156962 181:-0.4312035470569919 182:-0.3424650183175543 183:0.371101636890304 184:-0.02634353457556745 185:0.156902579440051 186:-0.2270888498419595 187:-0.5935200320560707 188:-0.2238153615296946 189:-0.7074899049964467 190:0.5041088590880826 191:-0.04155743701437734 192:0.4280691972502804 193:0.3720791888817055 194:0.7045393655891772 195:-0.1115087543913496 196:-0.001150120337095051 197:-0.3306647932873637 198:0.1847258763376002 199:0.9999999999999999 200:-0.5143980474652318
+-1 1:0.2703689110938384 2:-0.2701202991109712 3:-0.2045774926994404 4:0.04096259877013954 5:0.6628998912736342 6:0.03225612189542199 7:-0.5068468117294123 8:-0.636603072154667 9:-0.009992246763589729 10:-0.7183189588464832 11:0.08148566021572699 12:0.5073218596021422 13:0.01192034817880503 14:-0.12321569289543 15:-0.003270078880065808 16:0.2948697273823038 17:0.2079953714908187 18:0.01245930326555282 19:-0.06705308919722802 20:-0.04537459071296213 21:-0.3091205919596412 22:-0.5856819068260286 23:-0.2796434499970464 24:-0.1004082745407836 25:-0.294367882904344 26:-0.1049119740527008 27:0.2879631223132568 28:0.04866855229360121 29:-0.3572499755037046 30:-0.1534699539210207 31:-0.01252110838666726 32:0.1661352697790043 33:-0.09286486860865982 34:0.2447215546431712 35:0.3908106708706863 36:0.1291527452485109 37:0.02938627403225834 38:-0.3722106078435491 39:0.1967132432874953 40:0.1771162720526121 41:-0.7094410608172452 42:-0.357110473274616 43:-0.4884267195912648 44:-0.5145081172316373 45:-0.3501513964110864 46:0.1775489658967022 47:0.00947116877187721 48:-0.1225953417472603 49:-0.1363555277455732 50:0.01384530868621199 51:-0.05534338917200052 52:-0.284067080827058 53:-0.0565109777305462 54:-0.07592821553668741 55:-0.2654268463087978 56:-0.07245573545655624 57:0.5009783497654342 58:0.4037656810282665 59:0.4217186912590791 60:-0.04771248163180593 61:-0.6929693834050266 62:-0.5179954770936988 63:0.9204360616758989 64:0.1165872296598368 65:0.1412218659232297 66:-0.02127128190866666 67:0.09187443858296936 68:-0.1040061458252333 69:0.7427974922023769 70:0.1301010055509145 71:-0.2711029299712096 72:-0.2056569494237981 73:-0.4111810895452823 74:-0.6379135445923275 75:0.263431880878259 76:0.5778104128879097 77:-0.5521691367785999 78:-0.1309389948511659 79:0.07073645536345557 80:0.4503170465349688 81:0.5843642884270778 82:-0.02648613238541875 83:0.4361070992269225 84:0.9025660668083824 85:0.005613139612326234 86:-0.05948045862173988 87:0.312047822154974 88:0.5142012192665416 89:0.1069426674297002 90:0.06762428571664111 91:-0.04923690854870538 92:-0.02143962234038863 93:0.03739493318109302 94:0.6957409904969927 95:0.05060944298598283 96:-0.06891713341961291 97:0.4683135401097074 98:0.5769106096212337 99:0.2102659534767163 100:-0.01273294178057004 101:0.3839842822587525 102:0.8277164775498559 103:0.4590159675499465 104:-0.09568986170422346 105:-0.1201840795507773 106:-1 107:-0.3697781379737682 108:-0.1628482619580729 109:-0.3753269582281908 110:0.3240008558149574 111:-0.01231293283997408 112:-0.5336472670966916 113:-0.1345084178363858 114:0.9999999999999998 115:0.4316706774374639 116:0.1123271087135126 117:0.3827946273508857 118:0.3025635303535627 119:-0.1235444568115351 120:-0.4213353286736565 121:0.1091715361144437 122:0.5236943095637729 123:-0.362240825830941 124:0.1799309051363392 125:-0.7092967753280593 126:-0.02152922437876283 127:-0.1658340321571972 128:0.05663199914526917 129:-0.1383141175401866 130:-0.4108273425820895 131:0.2039308126227109 132:-0.4259603798181479 133:0.1095505409513263 134:0.3727692130126273 135:-0.1657356418114777 136:0.1212163716205119 137:0.0643078852537271 138:-0.1820883461235534 139:-0.04418841651743696 140:-0.07708973682094183 141:-0.3902606337980326 142:-0.2966094430112693 143:0.01107299705879687 144:-0.1592934048585856 145:-0.3192750473091607 146:0.6811411321240219 147:-0.01682182434529123 148:0.1995481914643012 149:-0.241802397321873 150:0.2360702727278103 151:-0.09424655156045988 152:-0.0220062728948206 153:-0.1477415076355603 154:0.193952091514367 155:0.2311208595387059 156:-0.2236068423806343 157:-0.3978955412523971 158:-0.4073034821743626 159:0.3749093523073297 160:-0.5160158034353131 161:0.1227367966415294 162:-0.3685960355234966 163:-0.00582194683010652 164:0.07579264089776397 165:-0.126503940221038 166:0.00535175794740532 167:-0.8814257815760049 168:-0.1309009585119546 169:-0.4084746860266688 170:0.0776315773881914 171:-0.1066871145103611 172:0.1950036802603144 173:0.4126687639643754 174:-0.05895877295906643 175:0.4973237718503265 176:0.2030591548582158 177:0.3292083360330228 178:0.4984636810915272 179:0.2356709000639497 180:-0.4757802884596752 181:-0.02335316599287546 182:-0.166412622967888 183:-0.06728739092869825 184:-0.06664538093762939 185:-0.1757052974686154 186:-0.1465577348207708 187:0.3772054930004384 188:-0.3993796496438391 189:-0.6378772245910515 190:-0.02318326248857442 191:-0.1661255018089795 192:0.2257641395514339 193:0.1151374046574493 194:-0.1068390446886901 195:0.8402152735282761 196:0.5004976879023892 197:-0.01118413563912746 198:-0.2237183736608236 199:0.8107196840251205 200:-0.2101584727132804
+-1 1:-0.2543876486016743 2:-0.5762092494030902 3:-0.3973579837407289 4:0.7295756631331972 5:0.3996850452738568 6:0.3054203869246027 7:0.6708426170979793 8:-0.2991220515150159 9:0.3365098003181991 10:0.2391098678879189 11:-0.1481137441952201 12:0.115510429940509 13:-0.0890196661150508 14:-0.4830427106685062 15:-0.2258664759877716 16:0.375204405866286 17:0.6453485826739676 18:-0.01861148379658879 19:0.5494317124479331 20:0.5924245275185862 21:0.2892720078571432 22:-0.07103476041014334 23:-0.8927746743689143 24:0.06129216224148148 25:-0.6694125249581167 26:0.07439980777198643 27:-0.4044860269527626 28:-0.1041540224966407 29:0.2208515510933126 30:-0.6801058908826669 31:-0.2520001471265652 32:0.5047845121928701 33:0.1806497584847225 34:-0.05010873178673213 35:0.8228957982038999 36:0.275661996360128 37:-0.5009670129964328 38:-0.2868763383390577 39:0.411485647886718 40:0.1544394421810165 41:0.1114784306253536 42:0.1580637958936727 43:0.161119960441069 44:0.3707515563400827 45:-0.365608597939497 46:-0.2933647224205745 47:-0.1553597288505146 48:-0.1298191721520065 49:0.2512490277744112 50:-0.8539585441572607 51:-0.4543811155033305 52:0.08227093162663923 53:0.09512498986402515 54:0.3625881336155315 55:0.1985399973126661 56:-0.5148672739559974 57:0.3634375554884626 58:-0.198155831792685 59:0.1960543831448169 60:-0.09798508456010681 61:0.255921648061765 62:-0.65749439779548 63:-0.09679291609474024 64:0.3407487791871935 65:0.6485169819699247 66:-0.3592242452250611 67:-0.001464046687922802 68:0.3338384330907949 69:-0.0128186901113946 70:-0.06634443855445574 71:0.2769621424246257 72:0.05418145217308214 73:-0.5561896141849696 74:0.3491923328008036 75:0.1249663513202895 76:0.1550810408710512 77:0.3824180958838296 78:-0.2812554370657812 79:-0.1028779202870262 80:-0.1727560543569601 81:0.2482112554750943 82:-0.06042689194644487 83:0.1203637839691105 84:-0.1164331159194352 85:-0.2046955733852814 86:-0.4172255756335717 87:0.0985723828802519 88:0.3068228369253371 89:-0.1332416128864269 90:0.2760418451770085 91:0.4338872895193288 92:0.08113101154411669 93:-0.08134443161952939 94:-0.1180757240556954 95:-0.09000031313860996 96:-0.1761616291899277 97:-0.5606134981146902 98:-0.02086817198184632 99:0.1556930208120327 100:-0.07489693816986959 101:-0.2396544611583745 102:0.3255848257342631 103:0.3930755588958025 104:-0.9242211657522721 105:0.04683672670099055 106:0.2034521575957224 107:0.2873438347946899 108:0.19273854783624 109:0.5215199241394658 110:0.4650352754972335 111:-0.3631425388950085 112:-0.2564718927345853 113:0.1714341320150953 114:0.2577625156638003 115:0.02370254194122261 116:-0.1048590722215227 117:-0.05645112001345928 118:-0.196317789096966 119:-0.4951349116643859 120:-0.246340850904791 121:0.2386850240124884 122:0.1254363515044533 123:-0.03767719803083342 124:-0.2115550618999463 125:-0.1103478445295326 126:-0.4555319724092267 127:-0.5049901163644388 128:0.739233327425465 129:0.5273069475651115 130:-0.6335348206344208 131:-0.1970898284590379 132:-0.09893088287013528 133:0.7192102481621077 134:0.7971377770540773 135:-0.3056235785233278 136:-0.1390457888172441 137:0.2027062538202649 138:-0.08896661104588773 139:-1 140:-0.4830416377387081 141:0.05408330863419809 142:0.002974008346101698 143:0.02874653768255478 144:-0.5189822516470188 145:-0.1735161833191657 146:0.00589207564875284 147:0.2174746784313514 148:0.01611051550974659 149:0.2167444731071331 150:0.4054941504655964 151:0.3017764615663491 152:0.2241999339881622 153:0.3474975013122421 154:0.01257593135925976 155:0.1295375033490028 156:-0.572546676372171 157:0.06702067841511548 158:-0.427385176981027 159:0.1744528081163443 160:0.4598027238000866 161:-0.7132785799026392 162:0.1386894031704631 163:0.1834334279988465 164:0.3779499104805697 165:-0.1689859728918774 166:0.8358514773886747 167:-0.4652188253191625 168:0.7221361208217557 169:-0.5750299843967679 170:0.2485654802466719 171:0.1128680194038832 172:0.1458759812073973 173:-0.2753085538195561 174:-0.1067266996747575 175:0.2912983335455043 176:0.1530723295043637 177:-0.1391681251038884 178:-0.09531475994812583 179:0.1925389754798044 180:0.2335378316744306 181:-0.3143623418731034 182:0.2319250466919416 183:0.7104906848777648 184:-0.1330455461100173 185:-0.6852723371836813 186:-0.2062743889384227 187:0.2624478755795002 188:-0.151174231213655 189:-0.8018308202784977 190:-0.2952893831751203 191:-0.1449551202474259 192:0.6392810211289122 193:0.1484163223927997 194:0.1044979262927739 195:0.3817306764825872 196:0.08838867949702052 197:-0.03784197986468958 198:-0.05277830091461335 199:0.508056107805445 200:-0.3608181514080622
+-1 1:-0.07038238294096928 2:0.1750862948294855 3:0.003011829240492298 4:0.1756093118797952 5:0.842853087367638 6:0.02910608865184017 7:-0.82114418659904 8:-0.2556963568743928 9:0.3572568649229101 10:-0.2985962284071175 11:-0.3780642498018018 12:0.5278308928043032 13:0.02858907934798093 14:-0.1671505806698824 15:-0.7066522277908355 16:-0.2405484528690586 17:0.1073485570530089 18:0.7640880658387839 19:0.06801846924124978 20:-0.009766243648395054 21:0.3052215232795559 22:-0.4937628118043337 23:-0.2223412656268056 24:-0.2962887152600667 25:0.3167903046119787 26:-0.2818758152011039 27:0.1853238509460426 28:-0.5099733043059975 29:-0.2690566296153796 30:0.3596024014525507 31:-0.1300166328476096 32:0.3921728511573981 33:-0.02721740875362445 34:-0.3244381093560227 35:-0.03685265150790559 36:-0.02890971046711011 37:-0.4739769039340571 38:-0.1940924391157416 39:-0.0002459188288161662 40:-0.1868028392989156 41:0.08216787292926714 42:-0.1136939328609916 43:0.002980816274634715 44:-0.5194649396783384 45:0.117363995855487 46:0.0243377576850919 47:0.6234444568886434 48:0.2580150744328501 49:0.7076314591250963 50:0.732198049967394 51:0.1914864408175259 52:0.2108298068246781 53:-0.1808531566231971 54:0.1877031105612937 55:-0.437354533510937 56:0.05589596293066421 57:-0.4351091308145901 58:0.6325329521773676 59:-0.01728950328808843 60:0.02804142103737396 61:0.1085794027759494 62:-0.1820994843993464 63:-0.06764559552255203 64:-0.6888955874947958 65:0.2931584856824955 66:-0.7528035154216671 67:-0.0392247644976591 68:-0.2221769155438016 69:-0.3287834119354173 70:-0.3444262053341932 71:-0.3024879767592123 72:-0.2904534191817619 73:-0.3618037369181331 74:0.5451565630743664 75:0.2187661504008702 76:-0.215937983129322 77:0.3035816021056837 78:-0.06784053541763074 79:-0.15242304869687 80:-0.8617229584705498 81:0.3967163390104602 82:0.1974365616309871 83:-0.3067429031021605 84:-0.02945850646715187 85:0.5091491629500006 86:0.6969948876490544 87:0.1580756918845861 88:0.1669912673922428 89:0.006062560226947941 90:-0.01017873800424108 91:-0.3764318262198558 92:-0.122278240195907 93:-0.1945853650960981 94:-0.3307529264535541 95:0.02189665673178672 96:-0.02494300535167204 97:0.783273191243693 98:0.00197989097330091 99:0.3157047409447464 100:0.4592317183830537 101:0.01922688646977337 102:-0.1803825212455294 103:-0.1685029433268287 104:-0.1008918545587907 105:0.1714395111340337 106:-0.2801777603156457 107:0.003261487806436369 108:-0.1267078109842341 109:1 110:-0.5124699140420583 111:0.09742910735859726 112:-0.4853041687399677 113:0.2288656561106465 114:0.1719304879067637 115:-0.1410026939438472 116:0.07196901933262265 117:0.2433724828133303 118:-0.4067135361506017 119:0.03748499483632628 120:-0.1484040391859149 121:0.3260941825011839 122:0.4097011566681411 123:0.4478629326035928 124:0.1273005755662197 125:-0.1358952472922016 126:0.1371449473042941 127:-0.3258187613002342 128:-0.4461900126830128 129:0.1925652029768791 130:-0.3021517085651353 131:-0.3102414308132398 132:0.5297181645460817 133:0.07582098526336978 134:-0.3148235150181095 135:-0.1958444758583738 136:0.3847622757398869 137:-0.1470875558590442 138:-0.09038962859407355 139:0.3260826646989613 140:0.4162895560810319 141:-0.1941545363351422 142:0.9911399876285054 143:-0.1321672375071967 144:-0.08893998833471023 145:0.5366176438980244 146:0.002086317172332985 147:0.08330422163765724 148:0.2962690885616953 149:-0.2231146198373238 150:-0.995690218698571 151:0.561384911495955 152:0.5828188449330292 153:-0.2969448773664862 154:-0.07782156084247857 155:-0.4385047533055371 156:-0.1286453686119914 157:0.3478064084101156 158:-0.467615273887422 159:-0.3608538827139249 160:-0.1345818372228552 161:-0.5248286126460122 162:-0.1759116848051876 163:-0.1095350716802674 164:-0.02847340714636437 165:0.2272739911178822 166:-0.05484384380211929 167:0.3091205786410878 168:-0.02549290822733102 169:-0.5001250158071681 170:-0.3112624200891257 171:0.7445198786970485 172:0.4237127484287021 173:0.1077724141559679 174:-0.1904115967493077 175:-0.2774775303933145 176:0.241835655859217 177:-0.2305866573094948 178:-0.1105057761221739 179:-0.02276586060010748 180:0.4960730627158246 181:-0.08751171816694719 182:-0.4861891774451525 183:-0.3363502663489644 184:0.339811012416161 185:-0.4414083391221355 186:0.210680529067008 187:0.2051447829783768 188:0.02135722560956137 189:0.07080377358846854 190:-0.4591957489566748 191:-0.3923653983425827 192:-0.4628559177273648 193:-0.2131515503558118 194:-0.3005167953083649 195:0.27657786594636 196:0.0686138516906328 197:-0.1024243593740983 198:0.5994772105799226 199:-0.5126384925844253 200:-0.3537070812908091
+-1 1:-0.5668218643354601 2:0.07560924539875345 3:0.06046888719133128 4:-0.3684222104905933 5:-0.01041147276634805 6:0.2848131928717186 7:-0.3372928357341617 8:-0.1449946454497159 9:0.3884083156577139 10:-0.3353262064549526 11:-0.2594650021450293 12:0.1769374996028882 13:-0.5883766159884301 14:-0.04281073314285794 15:0.2123862702747359 16:-0.001782492096816029 17:-0.5893025410548509 18:-0.290329987788343 19:-0.04704356476955088 20:-0.009747238008567027 21:-0.02102913847905585 22:-0.2094230001002531 23:-0.3372881781133385 24:-0.1458785570501117 25:0.1661030295403857 26:-0.3486713008379638 27:0.3095037346115804 28:-0.2843168347563953 29:0.1440047381167016 30:-0.2019923240317832 31:-0.4124065726440675 32:-0.4352699185092513 33:-0.2042013255011945 34:-0.4131559163057819 35:-0.04869461473493891 36:0.5641569833902959 37:-0.5441498587766671 38:-0.125729296705908 39:0.2291225910568805 40:0.1555461491809673 41:-0.5980513573991307 42:-0.7680416087439331 43:-0.03548709681508873 44:0.0171974215557153 45:0.2824398515224376 46:0.1809930166577959 47:-0.5212076749776023 48:-0.0207414272435426 49:-0.1687757700147729 50:0.4046957776289974 51:0.6229587451559583 52:0.5667446430273844 53:0.4648949891427696 54:-0.09913577506248086 55:-0.1144661375056507 56:-0.1124102279187311 57:0.005600236905815126 58:-0.3464354373230929 59:0.3160622507935398 60:-0.5312725779692473 61:-0.04604104642870661 62:-0.09123027715079757 63:-0.3974347754243364 64:-0.3649194627269511 65:0.01620130586095458 66:-0.1133368668035203 67:0.08168856203093082 68:0.2784068631755554 69:-0.0715382743463846 70:-0.1772806172000393 71:0.1572965809599389 72:0.817457620272909 73:-0.3716759980889929 74:0.3541532777809641 75:0.419154872598357 76:0.04898605124547786 77:0.5748908828776417 78:0.1784150059582728 79:-0.2402257953806252 80:-0.5630836190447912 81:0.2787199050517576 82:0.1129416221892858 83:0.1181025394680459 84:0.2652310930332585 85:-0.3910592906240097 86:0.3195097101780525 87:-0.06472039865118467 88:0.2385662591008334 89:0.1141033860019806 90:-0.1339406432156041 91:-0.4827665170364734 92:0.1272470180823037 93:0.5821175736026413 94:-0.593627926307446 95:0.1434164622057401 96:-0.1333984411803381 97:0.01680461660023921 98:0.06175561584599469 99:0.4229442873460951 100:-0.0004025633098383302 101:0.02786461057938236 102:-0.1776161300391818 103:-0.2280971730965614 104:-0.118286046282742 105:-0.09936856244557501 106:0.2175315162120121 107:-0.498620458889011 108:-0.2229796980156209 109:-0.1391036464261962 110:-0.04624187407186836 111:-0.1800911144997862 112:0.1996133028194412 113:0.10403528276738 114:0.02089617901163547 115:0.3209522731298006 116:0.8173047707268184 117:0.005597722643600062 118:0.4151942588965992 119:-0.7040779573837092 120:-0.3868601513581267 121:-0.6731236885469797 122:-0.2579713839424498 123:-0.5249568681053233 124:-0.4963891502106931 125:-0.1205237323460449 126:0.5783943260722031 127:-0.3559233990675865 128:0.5566021169538058 129:-0.10674975232749 130:0.1466678069703015 131:0.3152374034034224 132:0.6544304728307151 133:-0.02074414339052443 134:0.1048793102519746 135:0.4080141226715512 136:-0.1938318134729343 137:0.204485534424736 138:0.1472849642379488 139:-0.2747932234649241 140:0.7882276838924671 141:0.03115995246440399 142:-0.2883253747077686 143:-0.7155922355695726 144:-0.02728802453942486 145:-0.5036763825472068 146:-0.1772564672439481 147:-0.05948117116087542 148:0.634988728343853 149:-0.2964698855564419 150:-0.008537365927515472 151:-0.05169306312008828 152:0.2577015775821772 153:0.2380132584466745 154:-0.6438757957053299 155:-0.2310609279195698 156:-0.3226971917887668 157:-0.1665473518563367 158:-0.6126330342329068 159:-0.1968705509402577 160:0.02624738100108051 161:0.5017937126615202 162:0.3162477530493854 163:-0.3013544831840432 164:0.3896212353931686 165:-0.5725570546539551 166:-0.4067585593704157 167:-0.1218636879782474 168:0.5379776589176348 169:-0.3874379812570619 170:0.2300009900812474 171:-0.04743652586725022 172:-0.5113442422223282 173:0.3822959749284626 174:0.3261469748853882 175:0.08549867810507565 176:0.5298853016469809 177:-0.1503492933788727 178:-0.1548773409974645 179:-0.1044210404623164 180:-0.02355365251702768 181:0.05835741187955107 182:0.1173535758459661 183:0.4793392265359929 184:0.3738697944509385 185:-0.6653437228466889 186:0.1364704956272649 187:-0.007463110922347076 188:-0.1079356581613705 189:0.5075599535988213 190:-0.06569100263901939 191:0.2727233711034581 192:-0.008580634514115809 193:-0.09663990058066324 194:0.9340595556327185 195:0.2473734026979359 196:0.5559543156902336 197:0.4156882329928091 198:-0.3447491771327994 199:0.08821280426053726 200:-0.10828879060252
+-1 1:-0.2516886701127613 2:-0.002802423660056702 3:0.2011618746327606 4:-0.2294928181202104 5:-0.08455193784782311 6:-0.3086276831499944 7:-0.242820757087029 8:-0.01491338614583951 9:0.2747307879581807 10:0.1874249767581204 11:-0.01165816231801041 12:0.5144477912513337 13:0.3364196643816666 14:-0.4775438961308657 15:0.1837746883612041 16:0.4307321997137206 17:-0.1087991333474845 18:-0.07756629961317016 19:-0.1350894230778522 20:0.5041620257246785 21:0.04239790317899786 22:-0.1988808267127853 23:0.1771574319841432 24:0.441363085314936 25:-0.05948707223800678 26:-0.6509653711243044 27:-0.1114804662766463 28:-0.2349437156816804 29:-0.3241937772853226 30:0.03055366310638144 31:-0.1954327607696582 32:0.2177243834280325 33:-0.2783151822128381 34:0.1356120761825701 35:0.00012510163841431 36:-0.4672394413036545 37:-0.2221989286806081 38:0.2524198471674193 39:0.007595493945299757 40:0.08527502307300026 41:0.330275951656417 42:-0.7183524156377152 43:0.688392850460538 44:-0.3100782945165116 45:0.4841847058371832 46:0.2264047875111802 47:-0.4295364545936034 48:0.09135642748795235 49:-0.2804428763826833 50:-0.2187179555534611 51:-0.528738750614676 52:-0.1538097649210491 53:-0.1139761444982656 54:-0.07283903884488707 55:0.1672295323734481 56:-0.336193205078425 57:0.3972057089950132 58:-0.2945148437451402 59:0.1586647070243525 60:0.03732494304911195 61:-0.3034823521779737 62:-0.1727409322028996 63:0.5266594434791013 64:-0.2392534156666273 65:0.1393958297692103 66:-0.1394994681887087 67:0.204592426525418 68:0.4922431789724854 69:0.2207050390256562 70:0.4973818718182741 71:0.4788055629045472 72:0.1619499414420034 73:-0.3612974356557075 74:-0.1618230157934021 75:-0.1824556109671665 76:0.0160527203359358 77:-0.8966670059922401 78:-0.324927669011437 79:-0.6312469262556978 80:-0.09610944951678654 81:-0.04499181215732106 82:0.1478386586079856 83:-0.1116615168196909 84:0.5764026565294589 85:-0.05552753722265363 86:-0.1812310264503472 87:-0.2762827589890945 88:0.2649995685471016 89:-0.1192989829262853 90:-0.3898369223292143 91:-0.2743404028215887 92:0.1517758550873684 93:0.03993679972508929 94:0.5074310366359337 95:0.1756987785013697 96:-0.6031360329019948 97:0.04986309905734382 98:-0.171853584886245 99:0.3510167966154875 100:0.3579074906558005 101:0.1907076229081133 102:-0.1002911857750067 103:0.7495491467851366 104:0.1783229804381523 105:-0.03770136340555996 106:0.338826319332609 107:-0.7226240058078903 108:-0.2180228103639303 109:-0.3356853788902855 110:0.1488637670018597 111:0.04597031474025675 112:0.0414562221831202 113:-0.2373351643224841 114:-0.3087852798994047 115:0.07306545367062216 116:0.1182722742845348 117:0.7425742563905161 118:-0.8760314831923729 119:-0.1623133866854218 120:-0.4565713576089602 121:0.2501794983774729 122:-0.07277061708868648 123:-0.450497975570775 124:-0.01021831991987319 125:0.4194353612501018 126:0.1278165478525342 127:0.07979665485822007 128:0.747808895540144 129:-0.02509346067763718 130:0.03896728462746815 131:-0.2589521953428501 132:0.04802208628674481 133:-0.297041695183158 134:-0.1201147861570989 135:0.1012465733797409 136:0.2256826808875775 137:-0.1148785599220235 138:0.008307374325858322 139:-0.2667207456765428 140:0.2552320826504297 141:0.03038622909558161 142:0.3265510205868115 143:0.1449978258570686 144:0.5408600302205835 145:-0.5547615803411263 146:0.2717841321125917 147:-0.3469253853817158 148:-0.1462586193128126 149:-0.0911329327733082 150:0.5814741845037372 151:0.3450798176477963 152:-0.1106934747543948 153:-0.04285263966833612 154:-0.2324635843676524 155:-0.1767801661800934 156:-0.4613559290008098 157:-0.2654105045266492 158:-0.3233856014935617 159:0.07049444270876337 160:0.4467297482758335 161:-0.4361981586259674 162:-0.1518241858721828 163:-0.001331381957616368 164:0.1487045228157961 165:-0.0547652715341244 166:0.2875029084139457 167:0.2268854305462449 168:0.7489212354710471 169:-0.3232034908169586 170:-0.2966087574756074 171:-0.02917752156404189 172:0.1962862756197057 173:-0.3621667244401616 174:0.1676686154598468 175:0.1570339815030528 176:0.2164246918940504 177:-0.347905116678835 178:-0.4165692955021167 179:-0.1304197106103206 180:-0.1024495699958418 181:0.2290458282871191 182:-0.03501971520041299 183:0.3512087674706469 184:-0.387745975436122 185:-0.4700732365770606 186:0.2110452548703308 187:0.09935074860652512 188:0.5148489256993799 189:0.3607109217245263 190:0.0753381332023783 191:-0.2152311388483327 192:0.4335184438611465 193:0.01694984121698013 194:0.3810188342957198 195:0.3282768227784585 196:0.2928241651565653 197:0.2089891561871231 198:-0.5870116000566046 199:-0.7007584603572964 200:-0.2378694972229039
+-1 1:0.4622437173902352 2:-0.08941452796831922 3:0.1781475235071323 4:-0.2728038235384342 5:0.3423174544879836 6:-0.005875584554616779 7:-0.1203506525251067 8:-0.6663345689533616 9:0.4154929767895557 10:0.4352987448936709 11:0.1484207951315605 12:0.7824325045449507 13:0.3142419124969005 14:-0.03233633113177589 15:0.04424917447131271 16:-0.05988870917154097 17:0.005299003966800081 18:0.4094868937128732 19:0.2650197631331871 20:0.172160679130667 21:-0.2074342371500831 22:-0.009273224819479701 23:0.499840052208757 24:0.01570589650003627 25:-0.1384242400531966 26:0.1239547115281175 27:-0.674144252377484 28:0.2414473186510981 29:0.1769466727337293 30:0.07758305013441666 31:-0.1523082276444814 32:-0.06913672400136953 33:0.4089771358350356 34:-0.307742180183541 35:0.1884715975697893 36:0.1706277460960665 37:0.04168797385999752 38:0.05748983640926902 39:0.386567347240043 40:0.5239550858091451 41:-0.2396141569511779 42:-0.1651013045667094 43:0.2106795052305085 44:-0.4024822275274078 45:-0.778200368008426 46:-0.3060745049123703 47:-0.2069570702918578 48:0.2249405058199127 49:0.03377823250176134 50:0.05305991901020971 51:0.6068782889912916 52:-0.09240030427270279 53:-0.1047272484905156 54:0.4200749540810174 55:0.6585004859216252 56:0.2384433400670987 57:0.8799992157970403 58:0.4426969883253993 59:-0.03355643513712595 60:-0.0189323099287747 61:0.01833180426104025 62:0.327180644600665 63:-0.50620849992602 64:-0.586624680719676 65:0.05218947678004927 66:-0.4610487914403595 67:0.3751967736537156 68:-0.07646120817695631 69:-0.4188847258379966 70:-0.1586378008075593 71:-0.02838683809140257 72:-0.3369161403549387 73:-0.5973079247141833 74:-0.2099891621634548 75:0.4219932075435064 76:-0.3725950625526592 77:-0.3801263432648391 78:0.2101193594689135 79:0.1198865452705352 80:-0.610689433574624 81:-0.008448557737340684 82:-0.2348080893619302 83:0.1078228876388643 84:0.1994652826220745 85:0.03274884721300853 86:-0.2278596323318557 87:0.01489308829214499 88:0.5967531448452926 89:0.271231335566923 90:0.150871402718022 91:0.3663982598971644 92:0.5906265753200836 93:0.1047225724863785 94:0.4585032805935765 95:-0.001605737377292971 96:-0.2410928644949742 97:0.2661543729770967 98:0.8235986137511957 99:-0.08494321536595832 100:-0.05867325792555188 101:-0.05033704338371164 102:-0.4200992294454666 103:0.3812813327589204 104:-0.06135012108465188 105:-0.5762384587211128 106:0.103302703479128 107:-0.3324910318075195 108:-0.1519423885511761 109:0.2696161561147676 110:-0.7005923619605005 111:0.04445635311340919 112:0.04828336233481245 113:0.02028573008466342 114:-0.7937144577160202 115:0.200526816783763 116:-0.2007363918300522 117:0.3827629577089479 118:-0.2465992671275467 119:-0.07544444235129674 120:-0.3245092138896748 121:0.04740796212775552 122:-0.0819002757792005 123:0.1676371082171359 124:-0.1586248675946773 125:-0.09013431411691382 126:0.1047122745566185 127:0.2725226901634737 128:-0.02607184811372003 129:-0.2207774281214397 130:-0.4553799656028878 131:0.3132210333048921 132:0.188545216681032 133:0.8019908089980492 134:-0.9788927302549901 135:0.1684480117400993 136:0.6529788887922351 137:-0.1594652446025595 138:-0.9771580003670741 139:-0.1748362763177258 140:-0.4216357376824802 141:0.4515802099825432 142:-0.1002554778168041 143:0.3434161685962183 144:0.313315153169973 145:0.2718836048162793 146:0.1927169632692378 147:-0.02936102208173647 148:-0.1472645614921269 149:-0.01344800448197361 150:0.2307578014745681 151:0.1088590029476792 152:-0.8364635856847423 153:-0.03615706484581643 154:0.07295117703202939 155:-0.1081212122914404 156:0.3754716487996895 157:0.01676054040047784 158:0.4427265625362518 159:0.3152983353555083 160:-0.3722997019027177 161:-0.7607323389466735 162:0.6706448586865671 163:0.01930010939553725 164:0.2933859433326814 165:0.2483332350993659 166:0.120376583090385 167:-0.1099883317654056 168:0.1496301074252911 169:0.2542115403040641 170:0.7703573372046107 171:-0.3039431121660667 172:0.4595310155737222 173:0.1430966042204025 174:0.3753396568097408 175:-0.02086208560592703 176:0.3339898398954914 177:0.06217797288286198 178:-0.313757179336889 179:0.1036374895657955 180:-0.1653217542971678 181:0.1049629997457123 182:0.1076769455656963 183:0.2134570451552922 184:-0.4882816845280257 185:0.3649530579664889 186:-0.6138757429538862 187:0.8030735364843448 188:-0.5635719020590949 189:-0.08600031380435387 190:0.08070520054955846 191:0.4564386353365427 192:0.9308737728016609 193:0.2915175468625791 194:0.5126083950527397 195:0.2868717298719645 196:0.2369519548748298 197:-0.6490707094162748 198:0.007352624611952999 199:0.4227239033236909 200:0.01451624951196129
+-1 1:-0.8120353613669791 2:0.6965464254539211 3:-0.2540788242642714 4:-0.002072135795980633 5:-0.09498118507938391 6:-0.4127492398207772 7:0.2561264723152773 8:-0.1429314473443403 9:0.5466808610737393 10:-0.1511819895924518 11:-0.2166104971193807 12:0.1417763906041782 13:-0.174176248389709 14:-0.1894235241512266 15:0.4758632165468455 16:-0.1949711678246628 17:-0.1915233951795041 18:-0.2143698412062916 19:-0.04559146711106138 20:0.07905562535356901 21:-0.4406142850236641 22:0.05519942822933423 23:0.1169486809600556 24:0.1744244300512993 25:0.4252712080634708 26:-0.03869826151046983 27:0.6291020779181725 28:-0.313486217464741 29:0.08129442145106316 30:0.05229451638112863 31:-0.1566734445459229 32:0.09553065879327403 33:-0.3265237318076146 34:0.2714646692408004 35:0.6803578743102003 36:0.1017957326159347 37:0.2512561043430486 38:-0.3520451497675775 39:0.0753997941336732 40:-0.2191658960433539 41:-0.5346119807801732 42:-0.1928605188194632 43:0.1263271923598789 44:0.02184287175419404 45:-0.5000489765799012 46:-0.4393935917051786 47:0.2912405383552563 48:-0.1164184186730365 49:0.6555730101285199 50:-0.6261078871053934 51:0.1765690187657492 52:-0.1777967243722873 53:0.4247312047311063 54:-0.2513070330875422 55:-0.6121763000693347 56:-0.04403968573999206 57:0.4214279630326776 58:-0.06056755046870838 59:-0.1610599783764738 60:0.1242288877048418 61:-0.2055914287371497 62:-0.1733524423473686 63:-0.3314244019727132 64:0.198982008898102 65:0.2118405559138369 66:-0.2577182607502106 67:0.5892976521973369 68:0.1790650076560189 69:-0.3961396064299702 70:-0.1211684766866956 71:0.1665510625708201 72:0.6265397097501886 73:0.4616924413036244 74:0.0544018064605175 75:-0.2842999566202918 76:-0.07101530846999515 77:-0.1472839741082518 78:0.2681816822594459 79:-0.4667463958330422 80:-0.08953802833293335 81:0.1338025075067616 82:-0.1028227561171509 83:-0.3294442912928059 84:0.2440680428273552 85:-0.06868598703089744 86:0.4154477354864517 87:0.2764404912385962 88:0.09650126733453657 89:0.2624075167267594 90:0.1534977735151849 91:-0.0327103512872513 92:-0.1505102212187556 93:-0.3648113358726209 94:-0.5996305138405529 95:0.03089682458257084 96:-0.1229597895105838 97:0.380631885542799 98:0.5164347543817409 99:0.1136116786355956 100:-0.05210391109095631 101:0.6510591799302837 102:0.003389508458379771 103:-0.3228784329207552 104:-0.07153796761214135 105:0.3168555339568039 106:0.2168459313571457 107:0.08174628229719921 108:-0.466404526447342 109:0.1311892706888936 110:0.2480503746672726 111:0.2311252925631273 112:0.9999999999999999 113:-0.176386124315002 114:-0.03267678573800612 115:0.02699371508416189 116:0.01536490116226656 117:0.3579068915459699 118:-0.06766317091052951 119:0.2216025508052414 120:0.4546373209638229 121:0.05601029924038201 122:-0.351712475778639 123:0.1555537461101254 124:-0.3637155410770818 125:0.4279943052913545 126:-0.03496581837881765 127:-0.04011778512299269 128:-0.326070387521883 129:-0.3364130459682974 130:0.05444121410002273 131:0.4912805318550751 132:0.3671908825328175 133:-1 134:0.5343671298881782 135:-0.07742462418198444 136:-0.04358852635143841 137:-0.1064947005327155 138:0.2871093320625995 139:-0.2848342317156646 140:0.4172625191637485 141:-0.6483855547573424 142:-0.6612449850187732 143:0.05133716735656396 144:-0.003427302116557882 145:0.1518866697731935 146:-0.2150568791816851 147:0.03053042311703098 148:0.355316108884573 149:0.1358772035227032 150:-0.205770803177833 151:-0.03960441131908035 152:0.3538216606474294 153:-0.1477240484114125 154:0.08058122136138232 155:-0.2672548115524779 156:0.7545501205902816 157:0.09518436091452009 158:-0.5365647724883097 159:0.7373816313632701 160:-0.1293965156665363 161:-0.07932810292141261 162:0.5433673079424759 163:0.2613956082114235 164:0.06338771295471526 165:-0.321141669620684 166:-0.1729224177396178 167:0.1203519109016311 168:0.4241865870360388 169:-0.1179321679404806 170:-0.3856435857053908 171:-0.2541377155359353 172:0.1664053513937033 173:0.2270965871632888 174:0.07981237949028996 175:0.7630698798868512 176:-0.05946926275161102 177:-0.169413406232694 178:-0.3754071940971741 179:0.2882879890548712 180:0.4204610184114327 181:0.1212600948503377 182:0.3709266714611962 183:-0.2021811686824469 184:0.2282144373012847 185:0.2562484083750818 186:0.2117165848950728 187:-0.09456348648454291 188:0.1025635881575393 189:0.4335601550914878 190:-0.2934423151865063 191:0.471491558938454 192:-0.05038528390523961 193:0.3010829293298032 194:0.2114954777638431 195:0.2455669172754351 196:0.05394359863991684 197:-0.07807060826546318 198:-0.3424177850317927 199:0.1592447976240282 200:0.04119707851489851
+-1 1:0.5952852076722351 2:-0.1127713259940759 3:-0.03512994988328275 4:0.4972077755105512 5:-0.1854512602062678 6:0.5764766035645248 7:-0.3257279577603819 8:0.2457664624242072 9:0.6510933072069981 10:-0.04984253980985832 11:-0.2240165726216908 12:0.3811084649015994 13:-0.06029567477266104 14:-0.1303307084397454 15:-0.1938288266087432 16:-0.2481933524702907 17:-0.1133732062087141 18:0.07453846473753714 19:0.0099185637062955 20:0.108742467503243 21:0.3086985941733137 22:0.3905054345920865 23:0.2321067420356385 24:-0.09642776530275296 25:-0.4913014472284326 26:-0.291832837358119 27:-0.426178243327075 28:0.04137067635595501 29:0.2517671736085969 30:-0.732725973481878 31:-0.1400869330475609 32:0.5935627079482887 33:0.1935635097145964 34:0.2931144523714165 35:0.3975501975751676 36:0.7240750944294261 37:-0.4412005113011182 38:-0.2149238801199925 39:-0.2308271463259737 40:0.6380311943572354 41:0.4511793998101885 42:-0.4526615714513322 43:0.2550676674705659 44:-0.06935491208220589 45:-0.004225658878437205 46:-0.1401806237886934 47:-0.2498290216800806 48:0.1917869612842229 49:-0.7025220048033914 50:0.1362912724133687 51:0.1893303722105461 52:-0.1555599436645996 53:-0.5868302295801311 54:0.4540970513595062 55:-0.1807409826529982 56:-0.1667723879045527 57:-0.1426733006436336 58:0.2570038193061743 59:-0.08088527340473273 60:0.1701974752619743 61:0.02997500366557877 62:0.05207392472368344 63:0.01188049371728226 64:-0.1341141517153492 65:0.399924824119747 66:-0.06062796346326704 67:0.1991323509760858 68:-0.2063853308495073 69:-0.205238242701444 70:0.337720533211629 71:0.09951697879194965 72:0.1478918370939141 73:-0.1253345720712035 74:0.09229677206371847 75:0.1727209042113505 76:-0.4736202630218336 77:0.2993988788583566 78:-0.2831986309872067 79:-0.2000532492219797 80:-0.007892059532202622 81:0.4309073240157417 82:-0.206045452655012 83:0.0782673883422195 84:0.4979270419806235 85:0.1940115564141239 86:0.05976008169015509 87:-0.2707281605612046 88:-0.2349152538676221 89:-0.4366652079250858 90:-0.05727861562706298 91:-0.2459349001959582 92:0.7721616097476949 93:0.01970557799118516 94:0.6170461401252987 95:-0.2861066439679054 96:-0.2828184812159183 97:-0.3972851065353241 98:0.2663554953125075 99:0.4066148578444806 100:0.5366021381624113 101:0.1213573846013663 102:-0.4038999272489641 103:0.03619767096283993 104:-0.5329817285571206 105:-0.0179209306030641 106:-0.76087069184821 107:-0.05515131105139684 108:0.3075723870309436 109:0.3831414909816527 110:0.4545833565110204 111:0.07808067163858998 112:0.07925068546616881 113:-0.02639769677463411 114:-0.6952690322730734 115:-0.1407256785706997 116:0.02211569365291098 117:0.5286280410229008 118:0.9437964022826226 119:0.09695937188642961 120:-0.584466077360775 121:-0.1973962276298956 122:0.2073520134991342 123:-0.2180378218707372 124:-0.1808180897284619 125:0.3172899649751419 126:-0.07866535736512849 127:-0.3256231962411638 128:-0.1111223487995441 129:-0.1466830784049407 130:0.05481834586816731 131:-0.1929729274673362 132:-0.4118908005904448 133:-0.2172198637320748 134:0.3409800931966289 135:0.04727922961653119 136:0.3240625534745297 137:-0.155866764084009 138:0.02709355944961995 139:-0.3092746196889854 140:0.2686777355625369 141:0.1045868369933929 142:0.1311486927735384 143:0.2350725410249443 144:-0.1363665195312999 145:0.4489938096191057 146:0.128861977011911 147:0.06093795618987014 148:0.4982642381329685 149:-0.7763883228385193 150:-0.1492207514065075 151:0.6586837061362769 152:-0.2831942384770905 153:0.03645141346063005 154:-0.06807745670018614 155:-0.002209391590732954 156:0.3253763891420976 157:0.2876499204276062 158:0.0753858044034758 159:-0.1092514227264974 160:0.05502504666846231 161:-0.07431042950313489 162:-0.09986024296711013 163:-0.3649904946585575 164:0.3034302062685086 165:0.2972578340826338 166:-0.3549847821336579 167:-0.6459266597729906 168:0.0387018819719973 169:-0.1092972222931313 170:0.2625891528001573 171:0.4311646869097491 172:0.1342486521910161 173:0.4580332839093861 174:0.4900288157930696 175:0.02746595321074916 176:-0.1657103439260383 177:-0.2824355316314939 178:-0.09509456714957071 179:0.0979756455026123 180:-0.0150104546546376 181:-0.09901362633195443 182:-0.3800451566592852 183:0.2709585861757884 184:0.2551795887136986 185:0.007994825081170914 186:0.1576804868215171 187:0.2493362519754047 188:-0.3490957796654733 189:-0.249049028242547 190:-0.4087105475178982 191:0.1414995390828191 192:0.2155203759914924 193:0.4105729258098143 194:0.04688696095329994 195:0.6295367276348255 196:0.06470036670248067 197:0.1928491424228068 198:0.04679303756780426 199:-0.2540296444521 200:0.1384148732685709
+1 1:0.156965794253027 2:0.6147576039000984 3:-0.094877199043232 4:-0.2797514604693794 5:-0.4338307654691184 6:-0.4742395498276509 7:-0.43319121892484 8:-0.4716493502143432 9:0.2022692383614196 10:-0.03059964277215279 11:-0.3705934038509234 12:0.6061139239971269 13:-0.0370452427791763 14:-0.1263406759140248 15:0.2016186459203739 16:0.1113798496672913 17:-0.1216313046043476 18:-0.08108290886709238 19:-0.4917907762672764 20:0.1561791460511896 21:0.3530386698969233 22:0.1267430984904909 23:-0.1036866656138468 24:-0.6838572466553248 25:0.142094949232352 26:0.3119019751450913 27:-0.4717572063318959 28:-0.1747715666923783 29:0.07231850821233692 30:-0.4708291139772278 31:-0.3073301542021912 32:-0.2112831422129804 33:-0.1602730603737122 34:-0.4363975761473837 35:0.9999999999999999 36:-0.544248645053519 37:-0.5965985894801602 38:-0.01271701029153303 39:0.04724956380921652 40:0.7573063550814818 41:0.08534023342846615 42:0.3827672147428671 43:0.02788319145471406 44:0.4296660064941999 45:-0.1952729444268985 46:0.5024322707997668 47:-0.09409209056501536 48:-0.5195327166272637 49:0.3411943331338342 50:0.3154311475155229 51:-0.3453420407554852 52:-0.4813695125394357 53:0.1005978378918645 54:0.6249369369769329 55:-0.1715797566389585 56:0.0727451432244272 57:-0.1815595948674585 58:0.5720700634975471 59:0.4783805271298408 60:0.2072275572791814 61:-0.3518216509553086 62:-0.02316615403495714 63:-0.02601453050125044 64:-0.4592461448006483 65:0.3821076989816301 66:-0.3470163765235746 67:-0.1591914658155592 68:-0.4163516889130963 69:-0.4873511816377834 70:0.07242262740124564 71:0.09417008522075482 72:0.2607825722366284 73:-0.3388356157183559 74:-0.1768619793465717 75:-0.2494122639568895 76:-0.08246199173785354 77:0.8829796644257053 78:-0.03781632239107153 79:0.01214538913961022 80:-0.07362662815540016 81:0.02689357814430088 82:-0.3145484711337309 83:0.1386679957730126 84:-0.1541044103797667 85:-0.2949712308569485 86:0.2459642889341758 87:-0.804396501026874 88:0.5423449283746766 89:-0.7034662577117453 90:-0.1686258544993454 91:0.835777834005708 92:0.6444925867975575 93:0.4733865683806788 94:0.168943957281462 95:0.2264045895878036 96:-0.4021731593613743 97:0.2980524072001829 98:-0.08912823775286161 99:0.5060400166550991 100:0.2695054075393941 101:0.4852344243606367 102:0.07316993926267039 103:-0.07821744642084552 104:-0.2321518870267288 105:0.1734722207238992 106:0.2684065681226573 107:-0.2194678678799499 108:0.2283389142626409 109:-0.01780316017906676 110:0.4845097431709361 111:0.1843276059238903 112:0.2307465910417462 113:-0.2875291423238222 114:0.05535339308930978 115:-0.1209779341354788 116:0.2819483421674266 117:0.05409642531789183 118:-0.5114797934552924 119:-0.4300922279542442 120:0.4506419505916558 121:0.5363016014668613 122:0.1194807174939096 123:0.2006825881287467 124:0.06015281314726184 125:0.5286467874636316 126:0.05349513209285645 127:0.2121628202780898 128:-0.3336289607935499 129:-0.05234636450476803 130:0.2076464870920365 131:0.2237756243908827 132:0.2998501709865435 133:-0.4420900093589873 134:0.1906067630781236 135:-0.5320534049471173 136:-0.5204467991249559 137:0.1603681951000636 138:-0.3254167771918283 139:0.01966659737991687 140:-0.6830967626817606 141:0.3486557271735889 142:-0.5150987973139572 143:-0.2547205436669213 144:0.1423779642130966 145:0.3773117740661495 146:0.01488005192574571 147:0.3628777864480829 148:-0.02495202312422149 149:-0.5145232823241044 150:0.2021823816748095 151:0.3246387258983275 152:-0.2084049105916733 153:0.3810928740965103 154:-0.08601031611740138 155:0.5832674759166664 156:0.0316603112820505 157:0.2819044894318316 158:0.2160889633432913 159:0.7709399414432314 160:0.2757440569299917 161:0.6439531454725872 162:0.4511313882084269 163:-0.1860526876228198 164:0.4113795461134812 165:0.3234832080662725 166:0.4978052150847181 167:-0.2966503685850873 168:0.09332193156863737 169:-0.04828185563306617 170:0.5042802930870214 171:0.2984137143586716 172:-0.02825360114552606 173:-0.7687568178192242 174:-0.2527895079205305 175:-0.2048003808901164 176:0.4127821681222709 177:-0.6994473500054335 178:-0.1268979406366814 179:0.2509844748586245 180:0.4908863447065462 181:-0.02002790729518372 182:-0.02306485578209769 183:0.1453354582103136 184:0.1477379022907133 185:-0.27716109426288 186:-0.6019174987311359 187:0.7451228147246932 188:-0.608498323999887 189:-0.2512043365354871 190:0.06255504227153717 191:0.3575257371746578 192:-0.05565364393253533 193:0.001279473977922607 194:-0.2287588611672107 195:0.5032153233959087 196:0.3926451716092076 197:-0.2892293761439426 198:0.3345564947615244 199:-0.1404495728033543 200:-0.4942540826130482
+-1 1:-0.7398531767271418 2:0.1974518180688825 3:-0.1570951506164806 4:0.03872393294258396 5:-0.4203030102197063 6:0.3318291465312226 7:0.4282992489141084 8:0.003346667044860613 9:-0.1539153249746623 10:0.1444534573747742 11:-0.04579969366308691 12:-0.2519635292781528 13:0.240432669672661 14:-0.8738824790130919 15:-0.346891227805151 16:0.8614570490109634 17:-0.1381806034651751 18:-0.1314929352767519 19:-0.3306678578947381 20:-0.04016587404985963 21:0.2013013390708944 22:0.1847773830907083 23:0.6114231090168785 24:0.3483758371477267 25:0.07107508107457414 26:-0.8095991452516138 27:-0.4882148380177497 28:0.03299879956930117 29:0.02866613659764296 30:0.145543841923565 31:0.1661524625183538 32:0.1513465811733875 33:-0.4604044867336224 34:-0.04321471064815073 35:0.1569396637563553 36:-0.1518978754869433 37:-0.3181731593683166 38:-0.3609695119455775 39:0.3605405881825543 40:-0.4368385629997764 41:-0.1348181812621678 42:-0.6140230935424954 43:-0.2291148399347393 44:0.01648604856621972 45:-0.1081632247168901 46:-0.01424590625431654 47:0.1246989443884417 48:0.6895619070999985 49:-0.2814882285411264 50:0.6313767932255065 51:0.1705733850822165 52:-0.1314449346937988 53:0.4778195124562257 54:-0.08281504149851299 55:-0.1460448402342545 56:0.4186291975942875 57:0.2532114265674321 58:-0.718510686646612 59:0.8639913088030324 60:0.3414202064069557 61:0.426483407656133 62:-0.2547280578914202 63:0.3432849402072963 64:0.3727253846742244 65:-0.1752021105063021 66:-0.05415137162871805 67:-0.2330854483239564 68:-0.03514666370735178 69:0.1048207321342589 70:-0.393040303230441 71:-0.1018581773846391 72:0.160816220987192 73:-0.005531987937479284 74:-0.5259160265684008 75:0.8750209000468187 76:-0.04838803234113148 77:-0.008653815761417778 78:-0.6009926001857755 79:-0.3949690474945142 80:-0.5010559556172955 81:-0.3312875062346392 82:-0.05401600683774611 83:0.07226205990948019 84:-0.09800678979638262 85:0.1428404178631689 86:0.5285465414331638 87:0.1560477176967353 88:0.4999410487316682 89:-0.2133734771559784 90:0.05653923889192727 91:0.363329657031908 92:-0.01459339429167586 93:0.03049962473711685 94:-0.227567600320108 95:-0.4757667811297873 96:0.1083011910201511 97:0.429266731466908 98:0.6258700587290573 99:-0.01229263596359774 100:-0.3337984644170112 101:0.150825843791341 102:-0.3300850458879193 103:0.04504387640584384 104:-0.01319377028632243 105:0.6048655478705371 106:0.3266624725456667 107:0.6216708445830099 108:0.3907239508487019 109:-0.139613594413653 110:0.1909910963611703 111:0.4477979925270399 112:-0.1431830256191527 113:-0.4307895613890105 114:-0.02948627770002938 115:-0.6502433709276828 116:0.3490293608007701 117:0.2915660834367945 118:0.1703440805588602 119:-0.2053346636861139 120:0.1105186234005503 121:0.3312511957451402 122:-0.0282709817143053 123:0.1349612816111119 124:0.30046739216317 125:-0.2468591483422057 126:0.273963827584405 127:-0.2626375899361753 128:-0.1923305064818415 129:-0.09050802907948891 130:0.5027681479097015 131:0.6105538401351189 132:-0.5441862040353462 133:0.5971306352912839 134:-0.09670191643667517 135:0.2032031024429375 136:0.1010158641397139 137:-0.1123251337546827 138:-0.4286424571788239 139:-0.246923457217641 140:0.4382843103262266 141:-0.07069705918557764 142:0.2172354017103806 143:0.7184130731523335 144:-0.3031141455613588 145:0.5006539773761034 146:0.06119228207112368 147:0.135886265744059 148:0.05059299348010163 149:0.1637830137855573 150:0.6079314846792494 151:0.01872876817666212 152:-0.1488038152522729 153:0.3661163158464559 154:-0.1321687113434867 155:-0.07223466368227172 156:-0.2238826256639046 157:0.5626624399244611 158:0.2952006169754489 159:0.1557415267635557 160:0.4133059642184852 161:-0.02658326189170744 162:0.4407149291780535 163:-0.05927783683140687 164:0.005317665006728867 165:-0.4440593763855322 166:0.1483044724301749 167:0.5474629994748609 168:0.3848772844778471 169:-0.239652711236046 170:-0.3992281055068286 171:-0.03903469553380437 172:0.07527586461814934 173:-0.5503908101577323 174:0.4704130695101028 175:-0.2316024837828607 176:0.1811202200937675 177:-0.2980204325656216 178:-0.7312178457904487 179:0.3099573276920569 180:-0.1286925416288937 181:0.1779402675683728 182:-0.4641550271891947 183:0.07291838630461892 184:-0.3999997792271295 185:-0.507411894838266 186:-0.2731063783135952 187:0.5125792809328279 188:0.1644134491452656 189:-0.09664420201638327 190:-0.2727452165558919 191:0.5226883179803494 192:-0.2027796760869625 193:0.1020990547419872 194:-0.02629299519584495 195:0.2365606512003338 196:-0.3708435131036886 197:0.7141090786003679 198:-0.122067192245575 199:-0.4926900592884093 200:0.2086729624854707
+-1 1:0.5738237678511354 2:-0.2539614061856228 3:0.6753048694364913 4:-0.2518135057927597 5:0.2442532939056616 6:0.1928880684399161 7:-0.5131456826579159 8:-0.0750400311192425 9:-0.4801724924530922 10:0.09939318025226421 11:0.4183514671679311 12:0.1690413699386289 13:0.6357187167764222 14:-0.2430007998478939 15:-0.5634627788818771 16:0.4087765905152575 17:-0.5983871857454733 18:-0.4162412941220588 19:0.1398452451039505 20:0.6931480072405495 21:0.2392932261730554 22:0.1954685073005782 23:-0.2429374514168172 24:0.1059295092975731 25:0.7586462892878518 26:0.3511142524942983 27:0.3136925368032206 28:-0.1096404143579298 29:-0.03632250217377551 30:0.279540027505636 31:0.05455048429880228 32:0.009381783102386854 33:-0.09852464910977224 34:-0.2406290792206538 35:0.3489306325962745 36:0.8352572516541308 37:-0.05666219918426513 38:-0.177609638503234 39:-0.7498406379931249 40:-0.1455842275438429 41:-0.07938466188058427 42:-0.1708803890819446 43:0.333806680150387 44:-0.1513706537555027 45:0.5070316874521309 46:0.7285284682798023 47:0.4010489106817665 48:0.255418172432204 49:0.5554694916504875 50:0.597460090811638 51:0.07045352827453595 52:-0.3874205870541169 53:0.2978900952998917 54:-0.001809482602287624 55:-0.1375025771313316 56:-0.6143855770033469 57:0.1052230646552567 58:-0.211244159865132 59:-0.1677574957656773 60:0.1309956551531206 61:-0.291430281757685 62:0.3238743923801617 63:-0.07533182081346132 64:-0.2389780087914407 65:-0.1488043305062337 66:-0.07233389472653956 67:-0.05304462338266523 68:-0.03470740953144867 69:-0.9872549505491937 70:-0.8843270939304724 71:0.1916736011495741 72:0.3952269878471645 73:0.2540432254630243 74:-0.03792519370631377 75:0.5092027979461535 76:-0.1795049018780378 77:-0.1126648770791163 78:-0.3346172246669737 79:0.01821584401844821 80:-0.3796194361414601 81:-0.3021737731406421 82:0.08659961089350204 83:-0.1618581856654666 84:0.04080726699339639 85:-0.629237023591373 86:-0.02789929618668409 87:0.3652761079923307 88:-0.0614408641570364 89:-0.2150892954596236 90:0.138518030379291 91:0.33460669449497 92:-0.3422510347849479 93:0.005936996048920194 94:-0.2300566815872178 95:-0.4125932754085513 96:-0.4215427119812094 97:0.4180886583739264 98:-0.3080078954130709 99:0.1759352850235708 100:-0.3349702103098875 101:0.188504572221242 102:0.318702979567877 103:0.181613085775686 104:1 105:0.6043442544390804 106:0.6144115208261112 107:-0.001204313563725357 108:0.08803248421008526 109:0.0107636979886375 110:-0.1333785085253096 111:0.1691580450392944 112:0.5800872755934264 113:-0.5599222608253228 114:-0.2059347966749405 115:-0.1292129875875073 116:0.1216032533982786 117:0.2620084614427064 118:-0.4327096573489227 119:-0.1651537782060211 120:0.2712052807470858 121:0.5758444687770891 122:-0.5743939547197304 123:0.6106929402021233 124:-0.5147429014667132 125:0.3006308744945243 126:-0.2273981333804279 127:0.05712577269613486 128:-0.3092106295540652 129:-0.06252388922722728 130:-0.1985428081490125 131:-0.6028665977841906 132:0.3216018419600904 133:-0.3066024725152014 134:0.907202955043772 135:0.04017546619268786 136:0.0195471859072652 137:-0.3241546161685803 138:0.08079698038930193 139:-0.4365981125846949 140:0.3457534525321931 141:-0.2268462110708065 142:-0.2920634880419221 143:-0.2616907176358816 144:0.2163831319101226 145:0.1964899991170393 146:-0.3365355289425194 147:-0.1194739038332833 148:0.4054283736190626 149:-0.1760485794265222 150:-0.09323197309949238 151:0.5058563363593094 152:-0.1216688181543429 153:0.2353720034496568 154:0.08898942555659656 155:-0.1721076185995594 156:-0.07147043423243177 157:-0.004751412468424185 158:0.2849951343315529 159:0.5085985502330239 160:-0.2800498885106237 161:-0.4786245042878978 162:0.0007231855947759103 163:0.06089419268174473 164:0.009466492945429228 165:-0.09780487009063035 166:0.3329719354280493 167:-0.09621924228332754 168:0.1783360167658291 169:-0.8051648958547478 170:-0.2659703154365027 171:-0.487282242996207 172:0.2323541749687883 173:-0.1992276791753696 174:-0.4314175894329796 175:0.2248117437416958 176:0.354685860627506 177:-0.3572040909315741 178:-0.1776368028942255 179:-0.3105535656084886 180:0.1480892417910032 181:-0.4514781915975543 182:0.004693453418057748 183:-0.3386897120128803 184:-0.005734010184837931 185:-0.347002008755836 186:-0.1250162761591148 187:0.2183473899806928 188:-0.02847650253429607 189:0.6384211401391032 190:-0.4356825289223405 191:-0.07461841725735688 192:0.9999999999999997 193:0.1967864417076166 194:-0.1481170045959336 195:-0.2450550141298232 196:-0.4141896811523774 197:0.2862636904033314 198:0.3542697107427683 199:0.1857396070760682 200:0.5726223351109794
+1 1:-0.8365391100486912 2:0.1924805847580977 3:-0.2077926141061942 4:-0.09513707758297901 5:-0.2156315524722332 6:0.008575547819577381 7:-0.217341633448192 8:-0.1104865029046967 9:0.01584010798874502 10:-0.0641371163238624 11:0.105434823174011 12:-0.0939636172966295 13:-0.3621257100792537 14:-0.4819431383957047 15:-0.2428683984671394 16:-0.2513441152346024 17:0.3656049945713243 18:-0.3862004807521932 19:0.1382699485878965 20:0.2140658819244314 21:0.3395612840297548 22:0.08893932921256871 23:0.1069042421053207 24:-0.4967415842065055 25:0.679739891305869 26:-0.2199884289066081 27:0.2362801679837953 28:-0.2209083829239807 29:0.3328207679132242 30:-0.1931715437941463 31:-0.5318339037063149 32:-0.04859153395603949 33:-0.0113665852299388 34:-0.3128483503493411 35:-0.3367313865083369 36:-0.03258803361341676 37:-0.02979835651603969 38:-0.3776569384642711 39:-0.0529774170515464 40:0.02280543850589929 41:0.6539634631084151 42:0.1418935326143657 43:-1 44:0.2986760887016764 45:0.5098074631126697 46:0.2424741936926174 47:0.5618754860207263 48:-0.2288360904824461 49:0.596070101941558 50:0.2858249118648373 51:0.6914225014040439 52:-0.05807053931895678 53:0.2603625136911187 54:0.377245734822165 55:-0.01622513293951899 56:0.01671100363059403 57:-0.20564623481797 58:0.07847253440023864 59:0.3123068524611017 60:0.3467190308815272 61:-0.4324612577312308 62:0.2091004484062645 63:-0.2265096972178591 64:-0.01400503455092517 65:0.2660880193994347 66:0.4014249182928401 67:0.06385455866798828 68:0.2754563118185711 69:0.1977552833768861 70:-0.3583560245892223 71:0.4545580617123223 72:0.3753614330286101 73:-0.4233708276702073 74:-0.1873484533046609 75:-0.07204720578459856 76:0.3867894322994423 77:-0.1643594335974142 78:0.01416875601543542 79:-0.6029381754982076 80:0.1965448555928442 81:0.7031713838022019 82:-0.1521582070583365 83:0.514216866269773 84:-0.04506698846852136 85:-0.5132728673435482 86:0.6724917005604771 87:-0.1665542833349887 88:0.3193851309597006 89:0.4580046353389116 90:0.05078534538515105 91:0.288361942094052 92:-0.01786159132092441 93:-0.4574796994296257 94:-0.1094371296593481 95:0.1954408782387841 96:0.01342376839976619 97:-0.6687955112212656 98:0.3796907185000317 99:0.03593110620038756 100:-0.5215674176209124 101:-0.5914020552609995 102:0.3923188297726143 103:-0.4515712879636637 104:-0.236812829645922 105:-0.4216093265681026 106:-0.1746060390473332 107:0.05387464996568977 108:0.1463091609819185 109:0.1659022081890617 110:-0.03539097701008245 111:0.4274259086840936 112:0.3201713171521939 113:0.06378097120860815 114:-0.4771604102740401 115:-0.06500767025341173 116:-0.07511707651322228 117:0.1517419369325898 118:-0.5630128564938339 119:0.291522805475445 120:-0.1546537013379328 121:0.5029873798985278 122:0.00554283809637604 123:0.3510456584347526 124:0.04673676104761626 125:-0.3595351266411699 126:-0.1840659343666072 127:-0.01534539857543089 128:0.2209198128342739 129:0.1015738765205767 130:-0.3865981031876307 131:0.08453423903400885 132:-0.3375947682082646 133:-0.1515619467905186 134:-0.03512823523500343 135:0.4195518266650321 136:-0.2263244047611536 137:-0.1051068902750965 138:-0.1414431840620197 139:0.2749891944269449 140:0.1079879548258041 141:0.02325725008513679 142:-0.2205624627443083 143:-0.2148873346766703 144:-0.07547996063706691 145:-0.4431142827118401 146:0.3893880136127134 147:-0.3739812372238439 148:0.1738531783897949 149:0.4007467785182628 150:0.4421411535893815 151:-0.2443851139067644 152:0.8857756295800372 153:-0.04939496734233391 154:-0.2604129286005287 155:0.02721745597636128 156:0.2175081995400001 157:-0.005315389836452945 158:-0.4164308506768867 159:-0.01206170217791085 160:-0.538364441886535 161:0.01099120805350544 162:0.5563934152521035 163:-0.1767151499255874 164:0.3924678316785676 165:-0.1554328057948896 166:-0.0834859734011428 167:-0.7631090762952645 168:-0.1931407900229666 169:-0.1455630165753087 170:0.007112378410358326 171:0.5293273605425728 172:0.1124940432327639 173:0.2448443073785095 174:-0.1736375889856907 175:0.446428344136678 176:0.2263693852206399 177:-0.07268643737179034 178:0.9671171564202545 179:-0.1933508552401626 180:-0.08249949561502681 181:-0.1238002948230566 182:0.1883799963268799 183:-0.1212507654491895 184:-0.03388663924488031 185:-0.07544949029685979 186:0.4811191210902257 187:0.008082981169797113 188:0.02612191600234572 189:-0.1380410445228693 190:-0.1956557252437534 191:-0.2650664071133066 192:0.8917230207303274 193:0.6024519896995368 194:-0.02338555935458644 195:0.850991925117264 196:0.3179352003820337 197:0.5273905593084183 198:0.3279871574196809 199:0.8319540808707484 200:-0.7416637934006838
+-1 1:0.5081674116522258 2:-0.2636180841404541 3:0.2737707656165085 4:0.2313640802994531 5:-0.2732606400959214 6:0.9110227062785159 7:-0.2039493256016736 8:0.01693355655357566 9:-0.01925709777899523 10:-0.1676940656537961 11:0.1074520761273395 12:0.2127051906125726 13:-0.1262578575230301 14:-0.0642774231344509 15:-0.2478978829156153 16:-0.1565416457438919 17:0.3804718763566072 18:-0.2764591135731269 19:0.2319841136333864 20:-0.2384204445830924 21:-0.3887737220618553 22:0.1503483949607507 23:-0.06266661853175763 24:-0.2095550337160907 25:0.4356230383712761 26:0.08135311023200029 27:0.1609193654601042 28:-0.3573698719259774 29:-0.311671746540933 30:0.1964620524391572 31:0.5196703360119737 32:0.2536687332651663 33:0.1590884625236632 34:-0.3703453026751725 35:0.379644819402304 36:0.08875507329474333 37:0.02518908351441476 38:0.2327087567297352 39:-0.2528315858572462 40:0.1849235815902396 41:0.2165476426388443 42:-0.1353621935545316 43:-0.05323223811046556 44:-0.1399576649208323 45:-0.02528393231239547 46:-0.173659383034005 47:0.1135619569674808 48:-0.4927243753029267 49:-0.2052715684001348 50:0.5042211358138203 51:0.02693902084022531 52:-0.8268479858383934 53:0.3048254511768519 54:0.252382563197318 55:0.4527586946401231 56:-0.4307876559035104 57:0.3582856259303034 58:-0.3619255469085723 59:-0.1169960829521962 60:0.06811806558856442 61:0.5418401577157326 62:0.070431132992494 63:-0.01281129610752509 64:-0.07720252575932143 65:0.602632470731655 66:-0.5152287729948948 67:0.09982970101588017 68:0.1035393012315289 69:0.03702447421858251 70:0.06612520508843639 71:-0.2577776472454879 72:0.5846438383636854 73:-0.03812627028318162 74:-0.0893850404881037 75:0.4763521736637241 76:-0.1674743349887483 77:0.001454287281161037 78:-0.000868806181946416 79:-0.3707575655661944 80:-0.344921819609268 81:-0.08008699509195596 82:-0.2142860686243478 83:0.5977737905332465 84:0.0300082380120715 85:0.09643431438604624 86:0.1023508896544371 87:-0.3143275213465823 88:-0.02270260225148293 89:-0.5671848470854982 90:0.3041299092334561 91:-0.1678185696169836 92:0.4031564183042827 93:-0.3437194681659647 94:0.629290544235664 95:-0.3757541129025732 96:0.1190787123803994 97:-0.06454998806146503 98:0.6102987022219133 99:-0.164560281089835 100:0.1498349221629891 101:0.323724003823385 102:-0.2107824758992086 103:0.103323600047419 104:0.1418365059329247 105:0.4328439645889599 106:-0.343089057999961 107:0.06731960089027639 108:0.143825209220932 109:0.2590366550199139 110:-0.190726039850274 111:0.03363250043806945 112:-0.2011246005451253 113:-0.122344734714131 114:-0.1485505677267309 115:0.1714585896612787 116:0.001185726275199028 117:0.3585377390672805 118:-0.2555694001152269 119:-0.4937480360635386 120:0.09023741183669404 121:-0.07469346840452509 122:0.1285220090809812 123:-0.02614282874698492 124:-0.1935225851645942 125:1 126:-0.2652419587062547 127:0.2891787016655664 128:0.002924075422161221 129:-0.02742042242464771 130:-0.4949363914058195 131:0.1827628672218043 132:-0.3936553886808992 133:-0.05291234092593732 134:0.5616908780436857 135:-0.5483838826781409 136:-0.3741110983334865 137:0.04407844477546481 138:0.4024743422935402 139:0.01642520483176652 140:0.1677619387430537 141:-0.2125162189759295 142:0.2187982720590481 143:0.255776983798676 144:-0.2109387862716994 145:0.2627658679893417 146:-0.1505047608982116 147:-0.3430818534213637 148:-0.1998225496767564 149:-0.7193365193213423 150:0.4900682478511287 151:0.605508616934582 152:-0.3543161476418899 153:0.266832183323067 154:0.6417207845531078 155:0.3574527947096227 156:0.140950630352352 157:-0.03153779687383555 158:-0.07012771141390683 159:0.6526906151772071 160:0.2653669632118948 161:-0.3029443841309608 162:0.7894558001024855 163:0.4172601832615618 164:0.4527518329214792 165:0.1165369922599899 166:0.699480619290371 167:-0.8166391969890302 168:0.1586897181331197 169:-0.2989499092726889 170:0.2345717165872578 171:-0.7234023715529578 172:0.1627501261156179 173:0.486208199370716 174:0.5170437509057744 175:-0.05140063234588302 176:0.3047897864263014 177:-0.3023754932350191 178:-0.1343804094109568 179:0.08336561199203742 180:0.4478727946128619 181:-0.4500531791141494 182:-0.05155693624745192 183:0.4529564557930638 184:-0.1069851166477659 185:-0.1500726959832278 186:0.2195372294421075 187:0.02772392808326384 188:0.04658204841124206 189:-0.2819968344835179 190:-0.6382371157404485 191:0.3372589938152111 192:-0.003242356777816341 193:0.3698355674425037 194:-0.06450764800545564 195:0.2961829957083275 196:0.3186608297162524 197:0.1779491481946514 198:0.2732493656187901 199:0.1022185264784241 200:-0.210413674302815
+1 1:-0.02875975932759745 2:0.3747396421153503 3:0.5213024610225471 4:0.2351702493391333 5:-0.8809716081408038 6:-0.03859818118552349 7:-0.2854646309210088 8:-0.5831847932872146 9:0.1893735649882951 10:-0.03010506714139875 11:0.3339979690362206 12:0.5508280124719873 13:0.4133892129289177 14:0.04849983247186612 15:-0.04605124189915878 16:-0.3509492560340424 17:-0.08032371631600024 18:0.149528119784504 19:-0.8617976566723057 20:0.4909544388171344 21:0.7610467344605067 22:-0.8228198656001574 23:0.0329545851473987 24:0.1235138120944632 25:0.270623810136703 26:-0.01514447873149946 27:0.5176927353727212 28:-0.1070651301397228 29:0.1386413115509485 30:-0.03954503550512836 31:-0.3016304349303955 32:0.2508619043693694 33:-0.3813149165163212 34:0.1910792567868802 35:0.2473363506697688 36:-0.3499913862686486 37:-0.3749853928469251 38:-0.2581247556115739 39:0.1695507318827903 40:0.239624821675278 41:0.3748953196850381 42:0.2490898519059809 43:0.07631868418216431 44:-0.07567489079676097 45:0.4065628341856277 46:0.2245718670480916 47:0.9701372181566447 48:-0.4341977890122388 49:0.4318605784137005 50:0.2073126909846197 51:-0.2848751909128768 52:-0.1064896741141563 53:0.6114966986286207 54:-0.1080969432324825 55:-0.105819846909971 56:0.2473073404921041 57:0.5718077079893116 58:0.2155444948324213 59:0.5033311574599859 60:0.03354061924247308 61:0.1089688282294041 62:0.5121015638243465 63:-0.4467582838356837 64:-0.2792164556410313 65:0.2597635538022053 66:-0.009686451848315972 67:0.09720106031021605 68:0.2239235440118837 69:0.3849697854696483 70:-0.2165886302312049 71:-0.1131440660048482 72:0.3454869935624615 73:0.09743193089152341 74:0.1759018603519984 75:0.07127104029645766 76:0.4179317951063243 77:-0.0798309331784598 78:-0.2664318754139047 79:-0.2161728571257563 80:-0.1485382598164617 81:0.01819681180656217 82:-0.09480942412608837 83:0.9724533174977956 84:-0.4523611409131481 85:-0.4521604142798328 86:0.3407417554370548 87:1 88:-0.4218471881573088 89:-0.2596705934749436 90:-0.4327065339466185 91:-0.3481195756808852 92:-0.2363820349417749 93:-0.5575325701848701 94:0.08896330564900232 95:-0.4880956786883193 96:-0.2789241029415703 97:-0.1099885577445404 98:0.5838399177390745 99:-0.04447437297785898 100:-0.5130858781910803 101:-0.05201135326553366 102:-0.2162083711677317 103:-0.09530554957544532 104:0.1761881596302151 105:0.2103839175384692 106:0.5221378627556417 107:-0.553846128686494 108:-0.3664084751692118 109:0.9565963567436244 110:-0.1564418307863451 111:0.2631568116636419 112:0.2227197823084304 113:0.002896262810233172 114:0.3150606053379341 115:-0.2996075525396755 116:-0.1195472098947579 117:0.01493524413928893 118:-0.3878412653071127 119:0.05626447222724182 120:0.6014857769703048 121:0.1755405770079266 122:-0.007206164075267391 123:-0.7301373839224979 124:0.1846547293807179 125:-0.4721522121929106 126:0.2624500976803156 127:-0.2834658093422622 128:-0.1029755752505279 129:0.193013765637457 130:-0.1273238296792159 131:0.1758053196834407 132:0.2584210624614487 133:-0.7159742247567116 134:0.1217375798810447 135:-0.7709617690179882 136:-0.5830038177155067 137:-0.01878343822765783 138:-0.09620169980786236 139:-0.00483011569366934 140:-0.1757108417869384 141:0.04393052419833936 142:-0.1226723751046161 143:-0.2659305121468222 144:0.4147470166351989 145:-0.3807208885619895 146:0.07003893245291669 147:-0.06340276194634112 148:0.03103159526157382 149:-0.1508373005793861 150:0.03335384933760745 151:-0.1027931028357181 152:0.4076365105115062 153:0.2268508675796363 154:0.1129284017614903 155:0.1865872654598638 156:0.4433479583900181 157:0.1794559273673427 158:0.4678192036768983 159:0.06581079342630865 160:-0.06933253445214843 161:0.4352296586440796 162:0.3779119277321366 163:0.4006151654495632 164:0.3856119790580261 165:-0.3390894388317664 166:0.1541703759849259 167:-0.3581394259024884 168:-0.1163376853403457 169:-0.06209047548226082 170:-0.5217035278445675 171:0.1645531727440743 172:-0.2660430334047427 173:0.34609204024713 174:0.5061182558218773 175:-0.03658326233023157 176:0.6061683435000178 177:-0.2455984648389758 178:-0.2222520377351347 179:-0.5010528599537099 180:-0.1267254351116283 181:-0.07480513655529369 182:-0.09169635492578454 183:-0.007659174985703801 184:-0.1028710959881554 185:0.1236384993447277 186:-0.4458426159322712 187:0.2868921027153954 188:-0.3643129849991386 189:-0.2947191145280655 190:0.2278387953937586 191:-0.2265126192181534 192:0.1920494020774247 193:0.4872344280952414 194:-0.1120178384730078 195:0.2728344800921489 196:-0.2657226809945402 197:-0.6221926673273779 198:-0.1799439456418495 199:0.01802362740658801 200:-0.4941109024464672
+1 1:-0.2189107084938774 2:0.3208780743674379 3:-0.4000663110047367 4:0.3130167209519143 5:-0.2565208501609478 6:-0.1860101532714481 7:-0.09008807952127827 8:-0.08725972106909037 9:0.5772347435829577 10:0.253648399114429 11:0.02908626163564028 12:-0.1590100889729074 13:0.2998933545928406 14:-0.3811613304850994 15:-0.06766819091885801 16:0.466001028257704 17:0.1248034469998666 18:0.2851792007766467 19:0.551240142599005 20:-0.4393912749858905 21:0.4870188941861602 22:0.04038050729877814 23:-0.2174186146496175 24:-0.06867270394280306 25:0.2275218055938661 26:-0.0275937098748919 27:0.2154208377228854 28:0.4599642103533793 29:-0.4094266301414225 30:-0.6130345800427647 31:-0.4630820377899428 32:0.1528867156308516 33:-0.05324755344985656 34:-0.3786945421896761 35:0.5310495138802065 36:-0.3687909226965973 37:0.1185354142015376 38:-0.3790144154340909 39:0.9113766890309692 40:0.6050257709925166 41:-0.3062501959659281 42:0.5291477374857484 43:-0.5824001907428487 44:-0.3304948342933103 45:0.125715508335299 46:0.159936987244383 47:0.5033777234785249 48:0.2675864816844149 49:-0.391332948202793 50:0.743656300014114 51:0.6854901176095843 52:-0.3059183153036987 53:0.3003660248309655 54:-0.0148194355946239 55:-0.1339018745382264 56:-0.327633866168818 57:-0.3251923491463403 58:0.3365605672768214 59:-0.1118216879556947 60:0.2991027991164779 61:-0.3126601597762267 62:0.4098212073636102 63:-0.3243134799503375 64:-0.2959619205746059 65:-0.3494517065965363 66:-0.3133608602805436 67:0.005797326486177697 68:0.7572456229571207 69:-0.02535057067810428 70:0.1175062629537283 71:0.4423455257383548 72:0.5919396408007427 73:-0.4203769548892498 74:-0.6759783240811759 75:-0.3890766688181977 76:-0.07438293583819525 77:0.3739717810403904 78:0.1057680060462317 79:0.2947089562035895 80:-0.1173163676034059 81:0.1307568475808505 82:0.1698070524230679 83:0.7115308690564047 84:-0.4680613163472167 85:-0.1394038756048291 86:0.2873245677213672 87:-0.1385402619935089 88:0.5969967392469864 89:-0.04840169647892292 90:0.02995912433528571 91:-0.1912871267920872 92:0.5787588480767638 93:-0.5520611601282154 94:-1 95:0.3561701732628531 96:-0.4619193808334591 97:0.5340266066371714 98:0.1015768878652469 99:-0.2726964099089999 100:-0.1731293644784508 101:0.01229193950709434 102:0.1728779514271699 103:0.2258777374965186 104:0.6332004111663386 105:0.1124340664484656 106:0.223442352714395 107:0.06899282190332223 108:0.1673844037042416 109:0.6623845133067688 110:0.2736151436997062 111:-0.3063971590790252 112:0.1634577298791904 113:-0.1895078318128242 114:-0.3824757022122354 115:0.06784780896017201 116:0.5764918209421968 117:0.3040398831358129 118:-0.1418679195967862 119:-0.0279275516368899 120:-0.4280025031419816 121:-9.203385823935289e-05 122:0.267180391244651 123:0.06257981022344287 124:0.1950545814631669 125:-0.2233144754388135 126:-0.3815355947603469 127:-0.3135587792266367 128:-0.2460827931491447 129:-0.3985088786484589 130:-0.6265947571254611 131:-0.1286118734760427 132:0.01186779527612966 133:0.2626333461614988 134:-0.3174703789047465 135:0.1965645299570752 136:-0.06498904951373097 137:0.1880298057925659 138:-0.07275057925450684 139:0.1144943274183997 140:-0.05922165746309808 141:-0.2344740733293675 142:0.356672422501208 143:0.1504454254774455 144:0.3617556757447328 145:0.2783802229764918 146:0.2337571119042071 147:-0.1427246282683793 148:0.001516348459383862 149:0.01325515157497396 150:0.0934741416376592 151:0.7006670024122951 152:-0.02570034028976811 153:0.5010012511860067 154:0.02633805632089775 155:-0.4704013620347989 156:0.164284063048225 157:0.5900011281115808 158:-0.2152774773957595 159:-0.2225304744732397 160:-0.05569487426842381 161:-0.3786624706804032 162:0.680550746334364 163:0.02344669989081119 164:-0.08976941353556372 165:0.2700004175016336 166:0.3358433430090143 167:0.3834932534578138 168:0.05437383453356179 169:-0.6468372479876268 170:1 171:-0.1112332957932008 172:-0.2858436849661408 173:0.1416720365085986 174:0.08953573319992375 175:-0.203100401543445 176:0.003239270145260598 177:-0.1672222909213703 178:-0.1760123614531779 179:-0.2282031503795932 180:0.4875412100524487 181:0.03761108147094383 182:-0.007703972188728134 183:0.02512865680581868 184:0.07444010778050447 185:0.1126951196204321 186:0.1339263532033052 187:-0.3477511464389428 188:-0.1080252921724551 189:-0.1392105834282036 190:-0.4706797257145642 191:0.005183082224168301 192:0.6394738663040169 193:-0.008532549003964565 194:-0.4333357568071188 195:-0.2476783217525875 196:0.8678109511536679 197:-0.06808550633139063 198:0.5926380302059785 199:-0.3424605977125573 200:-0.6972618949279676
+-1 1:-0.5980183544540864 2:-0.1515473989162272 3:-0.01134105327976597 4:-0.4189867571332239 5:-0.1870904217672572 6:-0.00486229522929893 7:0.08710716090199896 8:0.206582781999625 9:-0.252113570141289 10:-0.08253882254569506 11:0.2605715614693199 12:0.5330875465601403 13:0.4818392293040294 14:-0.3974347776980907 15:-0.4265016285244345 16:-0.4385022438278942 17:-0.2773862847870585 18:0.1337832142992007 19:0.05421656777994378 20:0.02082483592896781 21:-0.2720900985751928 22:0.2212838700815091 23:0.1239455110268317 24:0.703658173660304 25:0.1431330961318107 26:-0.09166599734128673 27:0.3504912614178499 28:0.7333845374465369 29:-0.3800869138732906 30:-0.3378159316415424 31:-0.614077734374442 32:0.1996027180846142 33:-0.03088019728018707 34:0.02711931833537956 35:0.04108982030564336 36:0.117703631403559 37:-0.6353710997814047 38:0.2995738791385837 39:0.3106996879577615 40:0.1778532538551543 41:-0.1623943405529226 42:-0.4582954885047275 43:0.8756134733288358 44:0.09533796396801507 45:0.7115871431616316 46:0.2660471020695045 47:-0.2949141474869238 48:0.01035543802345631 49:-0.03450763026230731 50:-0.5775404853551539 51:-0.3074419311175164 52:0.174035896945285 53:0.3456906494269132 54:0.2311654909263465 55:0.09685081134134189 56:0.256101470527696 57:-0.03329991357372335 58:-0.09083222166681214 59:0.08237240331279813 60:-0.149543212880517 61:0.3272544323877518 62:0.1441342084549291 63:-0.02274529940349601 64:-0.2449106822778767 65:-0.2888737289850619 66:-0.4132061303554744 67:0.2264891523105293 68:0.2282236570204758 69:0.4280149649253376 70:-0.1820748218413392 71:0.2706049668621854 72:0.5410829777804054 73:-0.8936571352330295 74:0.2995108124778087 75:-0.2612784730911935 76:0.3478680351554952 77:-0.5370366508025495 78:0.1934810704855308 79:-0.05781460160980238 80:-0.3688097332887818 81:0.06883478473433113 82:-0.09927609439645421 83:-0.1090514872794452 84:0.2865835023949918 85:-0.06786809504987756 86:0.1452844902138597 87:0.774852370157002 88:-0.1003316799860007 89:0.05998226074348259 90:0.2090882159027867 91:0.1666903495423889 92:0.1131079856183044 93:-0.3074925896901566 94:-0.06770394494842211 95:-0.2663614498447721 96:-0.1716166061367685 97:-0.174010230255879 98:-0.2472690660877472 99:-0.7409680796263843 100:0.2890407513033599 101:0.7149947268022052 102:-0.2101310747651366 103:0.001332146350510155 104:-0.08712081608533191 105:-0.816867559786071 106:0.04237090458126172 107:0.2453743611360369 108:-0.1256662335781341 109:0.5131359558330312 110:-0.1426426927925211 111:0.453412348364759 112:-0.6178804176812019 113:0.2798536944854489 114:-0.3924297212278655 115:-0.1413708446657078 116:0.6814012354715389 117:-0.165731326114513 118:-0.6034665535923025 119:-0.4633536391587605 120:-0.6122772908651717 121:-0.1991932967510491 122:-0.3703381853824725 123:-0.4584579394277737 124:-0.4565846181477294 125:-0.4432796340555906 126:0.5111333276587481 127:-0.8072472284763387 128:-0.2047644050565774 129:-0.5012953254610566 130:-0.076865892589248 131:0.3918243528336816 132:0.4475168945650838 133:0.2227708056239313 134:0.1731164135571608 135:0.09697188367699001 136:0.4431180035836133 137:0.1560812120219602 138:-0.3746661357530058 139:0.2004529035549833 140:0.1267318038760349 141:0.3112920303278834 142:0.1050378111364937 143:-0.09380265431038504 144:-0.005858704837286462 145:-0.07316334612554269 146:-0.454289258621393 147:-0.3489330108339971 148:-0.3742696738929709 149:0.2323769905627827 150:0.1132916101466911 151:-0.1105706629324483 152:-0.3362008089513615 153:-0.386634990436766 154:0.496626908952737 155:-0.2159686035879658 156:-0.1106628191465944 157:0.07633856046963525 158:-0.283247837033734 159:0.1295451412983744 160:0.7117473470849978 161:-0.2520391179798081 162:0.3775015344085376 163:-0.02122039837270524 164:0.4641428750585662 165:-0.1325969421390156 166:-0.09615805017603724 167:-0.3929976090270766 168:-0.1389649395055663 169:-0.2486467369677149 170:0.4118420325341007 171:0.1970898173118489 172:0.07242302091061081 173:0.4200774509219211 174:-0.8275429308036325 175:0.430179448555975 176:0.234316549828782 177:-0.08956405555796704 178:-0.08068504649064756 179:-0.1508083269439456 180:0.03369948432849341 181:0.1365492707835655 182:-0.4138883874935751 183:0.501977004166646 184:0.07113908980795258 185:0.4560074303083701 186:-0.3245926156820132 187:-0.2988911970116011 188:-0.1692547453460312 189:-0.0396035390780556 190:-0.2528228332671193 191:-0.3223431913229154 192:0.3960519994176472 193:0.05412464849922907 194:0.5853950356799041 195:-0.2693413759995094 196:0.08604595334622754 197:-0.1642004592137644 198:-0.3274531279790509 199:-0.2445289344234711 200:0.040534970924619
+1 1:-0.03785230624894667 2:0.5565057201469666 3:0.1515632897184387 4:0.2954135006511128 5:0.2247149374093118 6:-0.3207510823610306 7:-0.2630783512573467 8:0.09486458914676926 9:-0.04673310711670534 10:0.4250326902025244 11:0.2772996253116357 12:-0.07963208813360534 13:0.1195549248698402 14:0.01388622194849808 15:0.1836920858913378 16:0.6780925709724032 17:0.02008321016873692 18:0.2056815677402056 19:0.4790901573542749 20:-0.05777021267288007 21:0.04983851076198033 22:-0.2235776785168707 23:0.5204919712246253 24:0.1996429050331905 25:0.05517583512865244 26:0.03918948660081201 27:-0.422336525351272 28:0.1673346506804562 29:0.5292330469733932 30:-0.1636384887426678 31:0.09588795457741772 32:-0.3036824420871634 33:-0.3001411200870451 34:0.108136886850501 35:0.5460142299875909 36:0.2212268373398141 37:0.112472299417813 38:-0.2350031145868988 39:0.02180715516277267 40:0.3492992703792494 41:0.1211757251894672 42:-0.07753880986961112 43:-0.137873753452595 44:-0.236783302328075 45:0.8109796829998323 46:0.160379932851926 47:0.1946920466615226 48:-0.1440466537994696 49:-0.01446662545050431 50:0.04218724860615796 51:0.3874074718258923 52:-0.3814465534112975 53:0.4017109172028839 54:0.04850066334065495 55:0.3054973415002273 56:0.4376556615685419 57:0.6323825410735288 58:-0.102478886193335 59:0.1759390551745857 60:0.587702312544612 61:0.5487972100468157 62:0.2374407096919005 63:0.3735357403655911 64:-0.6711783941093084 65:0.2015273549628283 66:-0.4891889741693639 67:0.2304873557561811 68:-0.2193404142596338 69:0.007404519386371433 70:-0.3156055535740036 71:0.1755351502214279 72:0.07007563821981386 73:0.2575942057418414 74:-0.04154754753815326 75:0.06329810883176373 76:-0.2956671054709544 77:0.6631054282514734 78:0.1143969917539446 79:-0.7547776966935112 80:-0.1233362547859765 81:-0.05619206906836358 82:0.0965493767892989 83:0.1576411269455305 84:0.07972565757343106 85:-0.1944992855038369 86:-0.4154154469903055 87:0.09887154887286273 88:0.3958526374842359 89:-0.4127587690435131 90:0.03649421569510433 91:0.4366681206321789 92:0.5141951857725018 93:0.3628290217250525 94:0.3047855566376702 95:0.5064497401669871 96:-0.01844492395470063 97:0.4879909151354902 98:0.6225791747340382 99:0.01408565464790271 100:0.1487015627524393 101:-0.4305871669583611 102:-0.3515933593783221 103:0.2857351201549268 104:-0.01159902819414069 105:0.6391648146920934 106:-0.1396451941424601 107:0.2945953119232129 108:0.1240626774278734 109:-0.02110702895901205 110:0.1610517296515 111:-0.2749139576296622 112:0.478456683527494 113:-0.1494844969458541 114:-0.2493202002381606 115:-0.0295473860940982 116:0.372323092599642 117:-0.1481269102689578 118:0.02647664700687147 119:0.196019148062566 120:-0.04726969918798708 121:-0.4101912777068858 122:-0.2955671811221162 123:0.2871043967398706 124:-0.09311158944440104 125:-0.3977895486677385 126:0.230559108973596 127:-0.3819359389509129 128:-0.2707343107904602 129:-0.3588824905436674 130:0.4418694330702668 131:-0.1094247150627784 132:0.07706787358309361 133:0.06597041948188517 134:0.1621362009658679 135:0.236931724157635 136:0.08557642562233272 137:0.1263370591661811 138:0.09882043537292157 139:-0.02544493414124113 140:0.5020175024113906 141:0.4944455562989523 142:-0.02639805701042415 143:-0.518589262087271 144:-0.08318463977671586 145:-0.27710728015425 146:-0.2064128855109889 147:0.09813159383463352 148:0.2454076983638585 149:-0.343450208358411 150:0.1033562758915209 151:0.2462218927304901 152:0.1831582102645246 153:-0.08579669626843577 154:-0.6353389550915336 155:0.0113252526484339 156:-0.1249584171123889 157:0.05923209179054832 158:-0.0448418166776392 159:0.04969145363398825 160:-0.4287025927807287 161:-0.3547457765776195 162:0.001037576992054104 163:-0.5607552387887036 164:0.7506987817930363 165:-0.3347999201167578 166:0.4032899054918504 167:-0.02537809294751901 168:-0.617489205270267 169:-0.3183505426068592 170:0.1535019391968269 171:-0.1611578701446208 172:-0.6907660900839701 173:-0.3411456780884062 174:0.1311681138358121 175:-0.2339676440606362 176:0.4830981523331274 177:-0.1489843892920507 178:-0.3450944222936274 179:-0.5217523889543306 180:0.1278128107658185 181:-0.2095274837595358 182:0.09431222914223972 183:-0.04169849062630616 184:0.1600349607512145 185:-0.3845021062372565 186:-0.4927224559890783 187:-0.003573177927422774 188:0.3101124816889658 189:-0.2579830491531593 190:0.6019073850624248 191:0.05366809791710079 192:0.449449418821767 193:-0.1238831218572106 194:0.2080409623241113 195:-0.03899936906318346 196:0.142925087128864 197:0.3605014471904652 198:-0.3133172238426211 199:-0.008879217468523687 200:-0.5915675383562533
+1 1:-0.3578777825600186 2:-0.2853756106541526 3:-0.1668768980059585 4:0.04599944114496896 5:0.002719289025680235 6:0.2098120217092688 7:0.4663318033753477 8:-0.02223413502147416 9:0.001965817868994815 10:-0.6899379974790731 11:-0.03239314772136919 12:0.2408218023866067 13:0.04317151662663074 14:0.305457502755779 15:0.5793369322200097 16:0.4141503622587253 17:0.4328508053170699 18:0.1559562806736391 19:0.03605486641479821 20:0.380089604619086 21:-0.06683430981695807 22:-0.8327760165464194 23:-0.1183608589206322 24:0.1474175534108109 25:0.1082839458641118 26:-0.4029943933382104 27:0.1511513448781102 28:0.2313758090086075 29:-0.3089276261639048 30:0.101129051784825 31:-0.3677820836442555 32:-0.1763170057006426 33:-0.1368486358980741 34:0.4243258341118702 35:-0.2481704015129564 36:-0.01814014136982145 37:-0.1897938481041364 38:-0.09273969530237884 39:-0.2919819225462301 40:0.3001997766226067 41:0.1779495729682991 42:0.3341663847884755 43:0.4055619243890784 44:0.02906212361105382 45:0.7449954885572684 46:-0.119600848299019 47:-0.3980629293375249 48:-0.2241840717508884 49:-0.5485587065758697 50:-0.3939104704379119 51:0.6717070326644923 52:-0.568840405696917 53:-0.3739073974904661 54:0.5245473145028645 55:0.05421459542472593 56:-0.6349948004297158 57:0.884831633165203 58:-0.1571200466662078 59:0.08239821241958475 60:0.1542429767580531 61:0.2959495545598655 62:0.1416626484798748 63:-0.4415758314859776 64:-0.3492093644204455 65:0.008297658344209091 66:0.659110574630957 67:-0.01172108364843935 68:0.01880376384132537 69:0.01611296899312398 70:0.07109292207147438 71:-0.0279117218801215 72:0.3301447822441582 73:0.2583556877567728 74:0.4225026439229653 75:0.1056080686118114 76:-0.1650080865138376 77:-0.2492616376541087 78:-0.009237949038304633 79:-0.4817595500349466 80:-0.2211879109423361 81:0.1785312191932328 82:0.1416679577309991 83:-0.2383736161966284 84:-0.3976901353593836 85:-0.427560265397693 86:0.02250786861415879 87:-0.04049342454800033 88:0.2670480959367216 89:-0.02531609502180211 90:-0.2161954593058746 91:-0.1135017063933124 92:0.3075395189596043 93:0.09720538186403882 94:-0.5317610814530339 95:0.05614747119678554 96:-0.2114954728255711 97:0.4816159118475725 98:0.1328239641669028 99:-0.2632909290185341 100:-0.05741421058141621 101:0.1021084272865815 102:0.2098280768839665 103:0.1144149398183432 104:-0.01949481939265493 105:0.4286244986996354 106:0.1745138313329974 107:-0.3839526730974525 108:-1 109:0.004565755509261485 110:-0.2278143776496669 111:-0.152935390017733 112:-0.4802538452243602 113:0.1160294483030906 114:0.09394886116900084 115:0.282592640687035 116:-0.04554382605205373 117:0.5107414679590477 118:0.03321224909985071 119:-0.1889852756941165 120:-0.3396562136771978 121:0.2055903211914737 122:0.1595004084256054 123:-0.2579017281707464 124:-0.3474013783946025 125:-0.4934755727902502 126:0.3873711909206063 127:-0.03343351283021569 128:-0.2137217559615872 129:-0.3806129742215518 130:0.1786557394511287 131:0.3259140883572129 132:-0.04121826993759211 133:-0.4730021113778958 134:0.1156716917915615 135:0.9958685924177743 136:-0.2741504095823565 137:0.106739428055435 138:-0.02176232087628795 139:-0.1590461014171786 140:-0.7592766688960284 141:0.1840595831249834 142:-0.2275544837784125 143:-0.08487595858036674 144:0.1845091311015841 145:-0.125074752419355 146:0.5433556062009015 147:0.165152923686287 148:0.8304103897438282 149:-0.1609811196121294 150:0.01996673386858595 151:-0.1785156057559225 152:0.2902680989932676 153:0.2192220357600972 154:0.1909357692391623 155:-0.3892168420904454 156:0.4147255685055087 157:0.1268605305678022 158:-0.3028413728816871 159:0.305528509809942 160:-0.01796351084393431 161:-0.4573144676457964 162:-0.3369745816869477 163:0.3572511931635101 164:0.06407822945568648 165:-0.1286467664493651 166:0.2097416030428119 167:-0.6370977343752922 168:-0.1261374892869931 169:-0.1787267499365651 170:0.2446730928779453 171:0.2649203327106367 172:0.03570503970500086 173:0.3342832792141646 174:0.1154041387317536 175:-0.4211587088736304 176:-0.2848717341535891 177:-0.1632377584007181 178:-0.3903432450339697 179:0.04344036060286889 180:0.05630714727036727 181:-0.04073175174767385 182:0.7297445476081278 183:-0.5361237634386105 184:0.2848981054244325 185:-0.06671041720284691 186:0.2524271588896566 187:0.1386911764537405 188:-0.2434460929139408 189:0.3235387777112325 190:0.2167935917466289 191:0.1626120150139317 192:0.39640867813365 193:-0.272018473386556 194:-0.2826301691307828 195:0.2622534634952195 196:0.4584284067825111 197:-0.3408713418948204 198:-0.2828359825299294 199:0.3035403902974321 200:-0.5054241252098751
+1 1:0.07585941830077762 2:0.1460689036866311 3:-0.4610655877281261 4:0.4780949149358129 5:-0.5567824307031438 6:0.2723021111629125 7:0.1622854711767607 8:0.02798678723323604 9:0.0295473821898387 10:0.395427721059037 11:-0.08224183728196274 12:0.4185352640574691 13:0.08670685951076926 14:-0.06004619689843129 15:-0.1386225886523594 16:0.05868194987984915 17:-0.4174358971795502 18:0.2860182449972972 19:0.4998737197553532 20:-0.1058971599438905 21:0.5877853924404925 22:0.07722236443259192 23:-0.1144741987171885 24:-0.3475113212166413 25:0.3080431981952718 26:-0.2402662550276293 27:-0.674722191536814 28:-0.1178096192609027 29:0.2289061252247473 30:-0.4388818134458958 31:0.1893610228397647 32:-0.1657439330293099 33:-0.3239282819338472 34:0.3223940795946602 35:-0.3870496240411316 36:0.4334282474005149 37:-0.1523295348387553 38:-0.1509547633397095 39:-0.6276528617724985 40:0.6483347189043066 41:0.490666736991118 42:0.1202259283086068 43:-0.2731679867390861 44:0.02055536223600465 45:-0.6461400053888475 46:-0.3366017425665636 47:-0.07402214881445263 48:-0.1098821870667264 49:0.2909597883409439 50:0.09773522189626623 51:-0.2027247818196426 52:0.3937153965799196 53:-0.03440385708334551 54:0.3255229174655764 55:-0.02897522605618887 56:-0.01681524979858378 57:0.1384328913816305 58:0.3139643611329238 59:-0.2186926072071957 60:-0.1918467072827252 61:-0.1411052319146259 62:0.25729138302828 63:-0.5542958624092338 64:-0.08749050382954587 65:-0.2205700298093758 66:0.1296283988390759 67:-0.1981533026934251 68:0.1280182943964749 69:0.1974884761268236 70:-0.3944194761156496 71:0.08560362526476716 72:-0.06292889124237926 73:-0.3753443518832528 74:0.3522751347222839 75:0.03761976499605447 76:-0.08549140045478913 77:0.1887129922474479 78:-0.2624143337969077 79:-0.2751934221826932 80:-0.4943601650539297 81:0.2672630228536431 82:0.07758526366661117 83:0.5430878804581981 84:0.3207964724689259 85:-0.1019513384600777 86:-0.2721230539752811 87:0.4028282305912472 88:-0.6806052259277474 89:-0.09092969102682721 90:-0.2200553442481194 91:0.113615231414931 92:0.1426156228317489 93:0.1436769891881991 94:0.4260825507352681 95:0.03160057739469642 96:-0.2100160313238166 97:0.116231438771613 98:0.1863102086299665 99:0.4196107671164486 100:0.0002382721940965733 101:0.32091021139896 102:0.226120775929837 103:0.3955646510129145 104:0.06873152577898053 105:0.06388226311278683 106:0.208986098282303 107:0.4105450398053713 108:-0.3772275178049238 109:-0.2714229053193791 110:-0.2592034193209448 111:-0.3613372399354345 112:-0.1829926626907492 113:-0.1350836726938361 114:0.2923625361396603 115:0.4645094825957486 116:-0.1432182460197328 117:0.3443003832158122 118:0.03928378233714666 119:-0.254344895392792 120:-0.3723518522197337 121:-0.7001030468903701 122:-0.1095137895953167 123:-0.3624658189072096 124:0.2797190595101551 125:-0.1501843459067057 126:-0.3009244445358266 127:-0.2336033360188887 128:0.1447182498685982 129:0.0602142662643974 130:0.1524387216327581 131:-0.163973656699885 132:-0.1024326490365687 133:0.5407849069380672 134:0.1740423559508976 135:-0.4972489246586303 136:-0.852030936094318 137:-0.09873326792354362 138:0.2921960910038699 139:0.3076195861382999 140:0.05727456363269776 141:0.2841740885605661 142:0.385430617566673 143:-0.4342360237897052 144:0.04361495857222439 145:-0.4838553580069689 146:0.3033338676989623 147:-0.6715920693003369 148:-0.2711007336015651 149:0.1272019100454034 150:0.1056666115293881 151:0.2389123755029213 152:-0.488395669090811 153:-0.1609355984666668 154:-0.06128540145771479 155:-0.3761499487919372 156:0.2715123248637307 157:0.2757689264802692 158:0.576051420437948 159:-1 160:-0.04267851570485814 161:-0.5267413321293748 162:-0.08769009033700415 163:-0.6646554094936866 164:0.6362010596452921 165:0.1026396252849861 166:0.5227481938085412 167:-0.505699117818563 168:0.07062246279005296 169:-0.03577659415020745 170:0.12238632046559 171:-0.8632975183797502 172:-0.1740321197211805 173:-0.2425904944318959 174:-0.5042213853855438 175:0.2052509961319573 176:0.1599391528190227 177:-0.7666444517275072 178:-0.3870759389618114 179:0.2591420318408158 180:-0.2242483801771969 181:-0.1288006003687938 182:-0.0789039400003973 183:0.2621644175098713 184:-0.1297647807443481 185:0.546624954576497 186:-0.3949218787279841 187:-0.5237636552566795 188:0.3358263862232406 189:0.08798459190795418 190:-0.2393980255723459 191:-0.01822620114586597 192:-0.2235167131393714 193:-0.1407281501267498 194:-0.1050893309591303 195:0.3341897376455033 196:-0.3591523089129031 197:0.5250884215831101 198:-0.3958820036338903 199:-0.1745523974650204 200:-0.369318165821097
+-1 1:0.142068270670106 2:0.09095436749301307 3:-0.4526689933638405 4:0.1558441042487369 5:-0.6155694637214952 6:-0.0120962839870898 7:-0.7576362480050254 8:-0.09258022255314863 9:-0.1583008840160057 10:-0.1912268583542489 11:-0.7649538122657149 12:0.39914610877538 13:-0.4152173496128181 14:-0.8330223469226095 15:0.144304634397673 16:0.9999999999999999 17:-0.1085004862535469 18:0.04432314746832988 19:0.7757809416002027 20:-0.5095120563029931 21:0.03813213415679989 22:-0.1424018048938756 23:-0.03318921978749492 24:0.01299821082308571 25:0.05666402481131255 26:-0.167270939821634 27:0.6625073753892325 28:-0.2372154570881688 29:0.2952335469376038 30:0.4283382343401963 31:0.4140229145000158 32:0.257965494575524 33:0.08212545772083693 34:-0.2337792846410606 35:0.274314739673865 36:-0.1041730064275202 37:-0.3039762445452022 38:-0.2587895511435682 39:-0.3349744162744094 40:0.311860285763184 41:-0.5781635017345368 42:-0.1778494399977489 43:-0.8305820587028231 44:-0.1064278443485974 45:-0.07144203946298688 46:0.2340058929265861 47:0.04153442190901038 48:0.2933430216975481 49:0.5569015533955045 50:-0.4962840598976368 51:-0.2524046868093246 52:0.003046267936187952 53:0.2745287377898475 54:0.02642621467322269 55:-0.2829222353377324 56:-0.2320459090204179 57:0.003372549631173255 58:0.03138560674044498 59:-0.0198145900540358 60:-0.3733648127149694 61:0.08228956104502552 62:-0.2414722261773853 63:0.4771885630613887 64:0.5417492121435227 65:0.2752259921256788 66:-0.1903919273550166 67:-0.2828959353172141 68:-0.9675260919119169 69:-0.2503639601568173 70:0.1770623974477949 71:-0.1217115598620719 72:0.04018279699195167 73:-0.4807610525771329 74:0.7052624979233209 75:0.03623676882151583 76:0.4852275785693537 77:-0.1191835577027549 78:0.1379644976242752 79:0.6844468645468431 80:-0.1402380373161723 81:0.05242445189188924 82:-0.3405330514532851 83:0.2487122273043385 84:-0.2563910422943119 85:0.07264863808622127 86:0.08883442673100435 87:0.2959152829135859 88:0.1540959512800509 89:-0.5008414008020592 90:0.5616411100828476 91:-0.03400927173300816 92:0.5897858685622749 93:0.01093520164088221 94:0.1147977681356928 95:0.5193895623660517 96:-0.5704266170401771 97:-0.1447676457392973 98:0.04133794726291668 99:-0.6377163790228033 100:-0.2179519314438021 101:0.2097800820790218 102:0.6420892138872497 103:0.4397565952794465 104:-0.2417659565140256 105:0.4097150271341231 106:0.1048384206541236 107:-0.7740834499468127 108:-0.8024297025606123 109:-0.3095353554977556 110:0.3386396934179394 111:0.0863600874849908 112:-0.1865614699906944 113:0.1963850481300253 114:-0.3731728925918862 115:0.1293891346831189 116:0.1035129853982375 117:0.295558697251078 118:-0.3164739949819894 119:0.2498101493041671 120:0.5716534012484631 121:-0.2500611704119812 122:-0.03621337752480827 123:0.2356729312648534 124:0.1385712504601712 125:0.5075291838944851 126:0.7861232284394271 127:-0.3224094959917513 128:-0.1422260732897345 129:-0.4573994251128785 130:0.1141701835489046 131:-0.3846220291430292 132:-0.0622695967005242 133:-0.1733081092953931 134:-0.1037118019570486 135:0.2869349882757089 136:-0.3208028478130302 137:-0.2156895792138309 138:-0.7258717578995557 139:-0.4315525509749931 140:-0.6065124165046012 141:0.1674487278216202 142:0.4477574725472464 143:-0.1131520262398301 144:0.1211286883286428 145:-0.1606374549181453 146:0.9195088543597435 147:-0.2989124658500437 148:0.6298602849392397 149:-0.3093547244310524 150:0.1885926643550397 151:-0.07457714002726978 152:-0.08655063094723603 153:0.2035832067420466 154:-0.1721796181763008 155:-0.2053158312690671 156:0.6220884659730742 157:0.04712026232205579 158:0.660456643518565 159:0.4242508806101387 160:-0.2705214421568732 161:-0.04727013037046518 162:0.6838349712476263 163:-0.05895306765709397 164:0.419711067723358 165:-0.2363755950985479 166:0.5729394684627895 167:-0.5935868251222882 168:-0.2905451931655754 169:-0.02315673194181694 170:0.1327167928433652 171:0.2816133190606179 172:-0.04019290185803608 173:-0.4943774868211292 174:0.9009791302029868 175:0.038702795743549 176:0.3707022064081333 177:-0.3371809078075018 178:-0.2843702083514932 179:0.07205902994883498 180:0.4632455809722052 181:-0.2486819108230396 182:-0.289189309605321 183:0.3137651030197283 184:-0.1316818104494916 185:-0.2175588147282088 186:0.1557138258640142 187:-0.2583504786454234 188:0.3456119541660645 189:-0.4422195814702098 190:-0.07962283595811874 191:-0.2526851741328991 192:-0.006391869872268668 193:0.3663630885142717 194:-0.3211365929286262 195:0.5526853626323398 196:0.02249780884025915 197:0.02676664325125625 198:0.008491221757478514 199:-0.3389491070528751 200:-0.7097616554906025
+-1 1:-0.3349480286663692 2:0.1895988719879304 3:-0.02975480156282837 4:0.1123720931103043 5:-0.5133048249189011 6:-0.3068483466572021 7:-0.231749126903945 8:0.1712010473852497 9:-0.377321363986681 10:-0.4084165426514976 11:-0.1215911043867286 12:0.7469160497928025 13:-0.06412219938312157 14:-0.3119471419453442 15:0.1720849637648987 16:0.412283067677655 17:-0.2235689483423753 18:0.4080115660480548 19:-0.3308760949522631 20:0.05463187760552132 21:-0.1913786051871405 22:-0.1266697508250613 23:-0.402169016145858 24:-0.7908598146580743 25:-0.06742716052846445 26:-0.03120987546022284 27:-0.383111847704759 28:-0.3336116417335355 29:0.2400939126447783 30:0.4531357268980598 31:-0.03225784521478905 32:0.7555608741852131 33:-0.3818813289158813 34:-0.3902367815773802 35:-0.5330913003551948 36:-0.1546687542883351 37:-0.2030189461995987 38:0.192988378935874 39:0.004419395899772499 40:-0.1643159362221073 41:-0.1096497603168552 42:0.02156451658874924 43:0.865249832112571 44:-0.02424845328151473 45:-0.08574583062761246 46:0.257167445566422 47:0.390795827883989 48:0.2059934973064849 49:0.1908047738789695 50:-0.1976102009559167 51:-0.08600434296907378 52:0.1052951412899317 53:0.5974794666326866 54:-0.2340985681188122 55:-0.5677675964356608 56:0.4711528678741094 57:-0.3209655188998337 58:0.06889350724987388 59:-0.1956177806650871 60:0.2716428800017967 61:-0.1023042864422849 62:0.5501760590391214 63:0.03129352166143464 64:0.09822458994695402 65:0.5278043605073557 66:-0.2544794266576004 67:-0.08236190090823441 68:-0.4931846432543111 69:0.2011590779191503 70:0.05253626712572723 71:0.1241050198097259 72:0.4287773997911633 73:-0.1123772349948627 74:0.2010311441225341 75:-0.2126651521130145 76:-0.05316082475806969 77:0.01423444277058501 78:-0.165445975115269 79:-0.4999734863328777 80:0.2253104942919553 81:-0.6085672778149386 82:0.3388394296695996 83:0.4306613598979389 84:0.3382971281269083 85:-0.04123678242639982 86:0.08630612899284862 87:0.8243743943897847 88:-0.0649382361066608 89:-0.1057806466837157 90:0.3552198514405095 91:-0.03500068923682267 92:0.3034215433282194 93:-0.199924764999453 94:0.1471477896104394 95:-1 96:-0.2310102436243296 97:-0.08137703260589021 98:-0.3885010005169369 99:-0.8406528265630008 100:0.1259062656559696 101:0.3105760568104256 102:0.3505723822369264 103:0.1036672337848873 104:0.2791936875648079 105:-0.4319647309586422 106:-0.2323748132239209 107:0.3719361876966261 108:-0.1477191645975859 109:-0.04265990775245544 110:0.0102658927914906 111:-0.3680784342047453 112:-0.06369515704078418 113:-0.2636697178392526 114:-0.07905746682348354 115:-0.1757006633968382 116:-0.7266123072644242 117:0.2004238695048734 118:-0.3375034461778768 119:-0.4446249497927605 120:0.02688277114482395 121:-0.17873778214898 122:0.1152518294728124 123:-0.04014776514453719 124:-0.2515334639903801 125:-0.05106251733778036 126:-0.3444602868826254 127:0.03082674952763739 128:-0.1426656065145889 129:0.1644158082344649 130:0.3349419712500528 131:-0.4075824284940299 132:-0.5864269567092815 133:-0.5160559798650385 134:0.306383015640445 135:0.1177339165821988 136:0.2350563200003021 137:-0.2168725191556002 138:0.2023090288499443 139:-0.2288064913459081 140:-0.04722913298914177 141:0.3012935684607503 142:0.09533147337498428 143:-0.009731435965167609 144:-0.03130726747876891 145:0.2020564778811871 146:0.1028998365445594 147:0.6562577966632743 148:-0.1954603000620615 149:-0.2541033541897986 150:0.3638774003405412 151:0.2587911186277325 152:-0.1256996271340025 153:-0.4702997701812832 154:-0.332505223482664 155:-0.07092238322901387 156:-0.608659538947426 157:0.01562957820693017 158:0.7095694393657351 159:-0.4203189781488095 160:0.120845925126143 161:-0.01672150604683807 162:0.4173729128756212 163:-0.6363512843288015 164:-0.2379999794440742 165:-0.1640833721962481 166:0.20805796026689 167:-0.4544126599079235 168:0.5609286174640787 169:-0.4124646994234523 170:0.2220780392082779 171:0.0007004398806345173 172:-0.36811842316572 173:0.592697183084575 174:-0.2839516504605547 175:0.4502415480203157 176:0.336782662953909 177:-0.478931335206141 178:-0.6330256752479123 179:0.3098630736264211 180:-0.1173077798734415 181:0.2728406426446668 182:-0.08394032955268817 183:0.4264068241405193 184:0.1457406708273705 185:-0.02860913612262365 186:0.08826581554203702 187:-0.4201368416160278 188:-0.3968393176698473 189:-0.0580595425249226 190:0.4480768036252517 191:0.03792509963313727 192:0.4723312075374896 193:-0.2017475449433529 194:0.1137887441860776 195:0.145117279261503 196:0.1995590972068116 197:-0.1172377890506381 198:0.2148483948380026 199:0.1716855832520443 200:0.03041983700416184
+-1 1:0.4657110337719437 2:-0.2672544063086337 3:-0.2423416864422052 4:0.2933068933028272 5:0.6681276587316194 6:0.08315983568004551 7:-0.4989053863332601 8:-0.4987187857089087 9:0.3897667684515415 10:-0.4654965944054288 11:0.09980920681358277 12:-0.1825123285133406 13:-0.02794934296438987 14:0.08762766795273311 15:-0.3410929805933306 16:-0.04841113428291693 17:0.02294118942980188 18:0.3418218267886746 19:0.4260115306699527 20:-0.6993566019762163 21:0.363378987551771 22:-0.2990922042995921 23:-0.1554946829941389 24:-0.3212198684236368 25:0.772199973445969 26:-0.1536966240386203 27:0.5577871615638779 28:-0.213919271201893 29:0.5534811894012047 30:0.02647325352384739 31:-0.2635477774681384 32:-0.1687615578769193 33:0.08221485965302744 34:0.4498186518292167 35:0.3933128321570388 36:0.07338541394858153 37:0.1352970337826499 38:0.3122719219218001 39:-0.07503106505808207 40:-0.3169492583019703 41:0.05272321325131278 42:0.07536597613450084 43:-0.2060547904179086 44:-0.1310872592364128 45:0.2677152252911825 46:0.2178443884584495 47:0.03213707688934093 48:0.4691039127890211 49:-0.06474025066607902 50:0.04294499886690433 51:0.5772475152996352 52:-0.2245188885011921 53:0.3837654110309745 54:0.1529518740084247 55:-0.2373514348778417 56:0.245422816262468 57:0.5757520611295859 58:-0.2047176255870785 59:0.7292047996267662 60:-0.1720824727154608 61:-0.463087165892434 62:-0.2909475595800038 63:0.2927494542090169 64:-0.2680998871737399 65:0.3056972457695786 66:-0.08588880006253639 67:0.2381546065744287 68:0.1607591355794584 69:-0.1739413286762484 70:-0.1126795714067209 71:0.05171219655768518 72:-0.2036957855749365 73:-0.3022719424635426 74:0.5948132552476891 75:-0.08134548914053844 76:-0.1221187595418663 77:0.2701420839238877 78:0.2337860456860796 79:-0.2731307628604116 80:-0.3210311231360551 81:0.1362592270178924 82:0.3480964317794579 83:0.9780260574894565 84:-0.1179057786337637 85:-0.03924834049289198 86:0.2901079131518658 87:0.1533540668357204 88:0.2905709047919089 89:-0.002325959922427068 90:0.206276812754923 91:-0.18809185465201 92:-0.2692486774989121 93:0.09431241499861069 94:0.346933146470405 95:0.0879125177896376 96:0.2374147436010164 97:-0.05141221367702001 98:-0.4653958816915655 99:-0.5150515044299027 100:0.0260016816530014 101:-0.04919396754376522 102:-0.1301482563509283 103:0.1399646538240313 104:-0.1410596686284905 105:0.2755549939866382 106:-0.3114172716584098 107:-0.3799290176353572 108:-0.2669641872138743 109:-0.01080251201561445 110:-0.2247418688554043 111:0.1466947051428916 112:0.5344379973662391 113:0.3317970343083587 114:-0.1579929097514613 115:0.4848849358422862 116:0.1708144484391428 117:0.1247764632337183 118:-0.08793645639511197 119:-0.09475477181417645 120:0.7325531960236273 121:-0.3850784077932501 122:-0.4373339378313135 123:-0.1993998731996717 124:0.14943485434231 125:-0.04044106254466127 126:0.2970738867648722 127:0.1379054001752552 128:-0.1401266081855012 129:0.1400769240258339 130:-0.3634452670933251 131:-0.4494993381510293 132:0.1400884481192848 133:-0.2093726017314507 134:0.3644616022503777 135:-0.4884172834671028 136:0.103055052062026 137:-0.3393814768763206 138:-0.1761079791192495 139:0.2527456786408693 140:0.08555653946862044 141:0.06250979733357678 142:-0.4720081225145802 143:-0.225624841154861 144:0.4503391806596262 145:0.3959359988733164 146:0.3478638108051567 147:0.1029239483541488 148:0.05165416677564139 149:-0.07233580102313231 150:-0.2698487384270712 151:-0.2669866700310672 152:0.4932963224909957 153:0.2236372051946164 154:0.1771816793493959 155:0.5530335424250739 156:-0.2088324825191303 157:0.4995720349061279 158:-0.5453788509193982 159:0.1701789865868865 160:0.2755672763267066 161:-0.6428485877087854 162:0.1024967645101322 163:0.03540759602765103 164:0.08351160208004396 165:-0.3851675839828507 166:0.6092762949216199 167:0.08591341532584507 168:-0.1020888331063408 169:0.2071815986400601 170:0.2207787377684535 171:-0.3741810654490398 172:0.5713825615909804 173:-0.2361718556957403 174:0.2704508288269457 175:0.5215619814351693 176:0.3566990532922761 177:0.168069254045807 178:-0.04184397579725664 179:0.2112662325561201 180:0.445695438403592 181:-0.6366124811857704 182:-0.04605527045988891 183:0.341965417912061 184:0.4384642262397097 185:-0.001042080154141839 186:-0.07764274821723556 187:-0.3190240346017282 188:0.165324114283397 189:0.1076747805335203 190:0.5145309285866478 191:-0.6263421817161074 192:0.4573930414779772 193:0.3684469084011254 194:-0.03853826613792508 195:0.7119232968116881 196:0.4528634973850948 197:-0.2251969388525805 198:-0.05789031304229726 199:-0.1747261931733227 200:-0.374628683531871
+1 1:0.3251778292475276 2:-0.1827522937243218 3:0.07417578444037236 4:-0.4046837940544983 5:0.5188681911473432 6:-0.4193821497224167 7:-0.08706540113529587 8:0.2369934096082718 9:0.4392354636124225 10:-0.1436581250550358 11:0.2125292459998618 12:0.3131722789006862 13:0.2894345151686848 14:0.2997658689359508 15:0.2196101168434572 16:-0.6509008119553971 17:-0.2275852973685065 18:0.02876167987179898 19:0.1949031429261619 20:-0.01447622675769911 21:-0.06746733826487933 22:-0.2429861888055644 23:0.3208724915757241 24:-0.6314928303289388 25:-0.5728176918756754 26:-0.6210386730636077 27:-0.2483071648409889 28:-0.4222561116103923 29:-0.2662596017433524 30:-0.01776247196675573 31:0.3194970304416129 32:-0.445994416523072 33:-0.01656235237307943 34:-0.1173422076937039 35:0.1306459530402755 36:0.08362323929352464 37:0.2172898499363635 38:0.0321892344457012 39:0.1721223237684359 40:0.1790860872288422 41:0.3474479308180494 42:0.2453445418754414 43:-0.1330518728852668 44:-0.2977960769567224 45:-0.1045442254262083 46:0.01160608371551129 47:0.4622912636970206 48:0.1815383426568373 49:0.01909643939512074 50:0.05353837050031696 51:-0.7837049790372411 52:0.1473712581339132 53:0.972250359851613 54:-0.490150662877008 55:0.1098390275736929 56:-0.02273759176698039 57:-0.1258167486625892 58:0.007864864628025096 59:-0.09470911260315934 60:0.4387149351908612 61:-0.1043082529609842 62:-0.5061777718025919 63:-0.1162173005900515 64:-0.3410267935367241 65:0.4544659979024625 66:-0.2772294192236607 67:-0.1124948233530114 68:0.07924834381736327 69:0.3437836241907084 70:-0.3618652439121994 71:-0.1856743348813613 72:0.2601884922859538 73:0.5318250570857951 74:-0.1301990923783829 75:-0.3767592710403951 76:-0.04374682044178001 77:-0.2766787996838299 78:-0.3145854442007795 79:0.06264911526182754 80:-0.1133742913788759 81:0.1572707054256514 82:0.03157682132317985 83:0.08492987629915762 84:-0.03923267088548934 85:-0.6214793208800691 86:0.1673444062742613 87:0.01141601947328542 88:-0.1580171708503941 89:0.01999815763224497 90:-0.7550328569956308 91:0.4199771081785326 92:-0.09961338786983245 93:0.3042963196934971 94:0.2728051916217501 95:-0.255502400255374 96:-0.6454129383134919 97:-0.210075531187757 98:-0.7330350544810024 99:-0.5136282770869245 100:0.2271657570992678 101:0.5547155212800725 102:0.2164665342357368 103:0.4815035197817216 104:-0.5410455607724322 105:-0.03472319805396959 106:-0.5758222470685456 107:-0.1735921174974777 108:-0.4545383319992743 109:-0.1463167681736636 110:-0.1004801345089136 111:-0.3372089664416801 112:-0.04916926812262737 113:-0.2025859324107905 114:0.06110941788482074 115:0.6719170069004055 116:0.2225957488993852 117:0.3113782410272273 118:-0.09561043401459321 119:0.3197004190143469 120:-0.2892027113628752 121:1 122:-0.2321200931057389 123:-0.2305486350215364 124:0.4917066087209246 125:-0.5171907537767358 126:-0.03472206591231476 127:0.2797946389164581 128:0.3063275753320415 129:0.2992979182530406 130:0.3573187800556541 131:0.2079570404952508 132:-0.1092635422516126 133:0.1809039332226837 134:-0.1576897290741285 135:0.1048185970337364 136:-0.1427219957950406 137:0.2396477749974813 138:-0.6092277816699707 139:-0.1311657965121614 140:-0.218317546214986 141:0.1190465295285573 142:-0.268214345289835 143:-0.4471169589799715 144:0.23524625571209 145:-0.9084657048206486 146:0.3029329121603376 147:0.08115481414543806 148:0.09463315772796886 149:-0.1528943740900506 150:-0.1125890260143039 151:-0.350872225700583 152:0.34767372674047 153:0.2424443207551502 154:-0.05636446198902365 155:-0.1023748008305682 156:-0.04722887940443265 157:-0.1405113191995667 158:-0.4510513290423366 159:0.3189808825576431 160:0.4571070966634548 161:-0.2771059759212078 162:0.1256274757392071 163:0.2013371828020954 164:0.09201179727491648 165:0.3337220815751379 166:0.07096557962641359 167:-0.4436182234124839 168:0.1301317159505208 169:-0.4566617541820033 170:-0.2366637927530265 171:0.2556150673091239 172:-0.5929840425592837 173:-0.6281702932767225 174:0.4774887565446143 175:0.4077219007743895 176:-0.2147914053722503 177:-0.3295810146058576 178:-0.7264892730042026 179:-0.4826167536961936 180:0.264698266016704 181:-0.077083984342735 182:0.007381186064530629 183:0.01806952429473668 184:0.4559661757879239 185:0.3198687381172947 186:0.1963614377109835 187:0.1145283727525469 188:0.6453817036739932 189:0.08414243485975006 190:0.3551877313895205 191:0.005187341817668792 192:0.4777125480537522 193:-0.04591803310026094 194:-0.2301460323368363 195:0.1260753120628227 196:0.1857007864443916 197:0.1600961072291651 198:-0.5184035564769802 199:-0.2277324475639692 200:-0.6430904714915289
+-1 1:-0.102286898146686 2:0.3319925259497845 3:0.00398463522727627 4:0.2190775566870435 5:0.3791371012067448 6:0.2421010570714052 7:-0.08248296317546572 8:0.393147835234799 9:0.0724217190063285 10:0.3491263497396386 11:-0.523254149613301 12:-0.170525208877819 13:-0.1943873711497602 14:0.2735832640772216 15:-0.3107881693003608 16:0.1999780415044755 17:-0.1128690968924177 18:-0.1018827689124398 19:-0.1126409862142523 20:0.2183279404196453 21:0.568120213903069 22:0.5832023649998608 23:0.2509711381635801 24:-0.1147353266482715 25:0.3736783609861416 26:-0.2856881554014398 27:-0.09377595850074655 28:0.1494104436266612 29:-0.2666767692419327 30:-0.4066236060664042 31:0.0722242873640688 32:0.2807556057089899 33:-0.4100997340116143 34:0.446044537599081 35:0.2542707673410434 36:-0.2966275992239744 37:0.5039836630514221 38:0.1784314914801327 39:0.06450595908026881 40:0.1691380219012196 41:-0.2816830880326091 42:0.1173564812655758 43:0.2380934787822503 44:-0.03255608823919545 45:0.05859784021084589 46:-0.4441789688784464 47:-0.05491536792076228 48:-0.1021177340975864 49:0.2498190867909706 50:-0.1269009370429537 51:0.9075158710730157 52:-0.248519456048047 53:0.2336035555903847 54:0.2794266007627272 55:-0.2268058588802845 56:-0.1393103830294194 57:0.1661127536731059 58:-0.2326102289512711 59:0.177395603582407 60:0.288805060215902 61:0.09391954880143377 62:-0.2872356596459055 63:0.1142880080980175 64:-0.009490895016719653 65:-1 66:0.1520967399519798 67:0.2259861652754838 68:0.6488885158511458 69:-0.7954435559606775 70:0.4260770685537664 71:-0.2395972915469715 72:-0.04159805536325631 73:-0.3585987532635903 74:0.3705544763731055 75:0.08056354459415685 76:0.2133186673448483 77:0.1753732809974039 78:-0.3667633714298419 79:-0.04971792105109624 80:-0.4917427645858061 81:0.4049501752296445 82:-0.5420223619385875 83:-0.2387454104798933 84:0.05005928079278989 85:-0.6632432991765819 86:-0.2407118316921103 87:-0.8160163996655675 88:0.2937821514005672 89:-0.3135638681289095 90:-0.2508803528337718 91:-0.08061442400554913 92:0.1195879910651778 93:-0.08607328757757227 94:0.1398500952954876 95:-0.1430743113258402 96:-0.3645501159617903 97:0.4124611944266885 98:0.4192166778526877 99:0.2564906647340048 100:0.3005553590334334 101:0.2634863656754268 102:-0.4460550495002335 103:-0.1457943643069941 104:-0.7307506555672952 105:0.8665801745829087 106:0.4290816387388334 107:-0.1892816314255054 108:-0.00029421882470251 109:-0.1744048466408228 110:0.03114772496198536 111:0.04441435925619172 112:0.3636709343733913 113:-0.436081491665301 114:-0.06995071552115777 115:-0.428284807126351 116:0.07796336096345752 117:0.335112025778623 118:0.005729263050156086 119:-0.5726365186316049 120:-0.01223620355809055 121:-0.5764984664055237 122:0.203735682785267 123:0.04058344490599471 124:-0.4943009045463995 125:-0.4411934433894468 126:-0.2065187924422967 127:0.07459691218792355 128:-0.3098458817363914 129:0.486125552092605 130:0.6002371043789575 131:0.1502807068658476 132:0.1329727280900771 133:0.6068873583718412 134:0.4600020300320273 135:0.914373272548252 136:0.4690485995636442 137:0.09772718047249662 138:0.2070012667191591 139:-0.09066142913867484 140:0.1157186204251265 141:0.2142684992694039 142:0.1656495965981655 143:-0.07178658469592188 144:0.1193956683032878 145:0.04147351420107852 146:-0.1628590355733786 147:-0.3175280397109657 148:0.7340102359780321 149:-0.274822729339909 150:0.1313990411690257 151:0.4324658507165556 152:-0.3434268583060187 153:-0.4103069613853689 154:-0.3304050593031398 155:-0.5103970358652526 156:-0.2974946892462092 157:0.4736379598816161 158:0.147542575762501 159:-0.03980469819768824 160:-0.04039659623239109 161:-0.4668042332429521 162:0.1296010921803908 163:-0.5297448962758048 164:-1 165:-0.2519947127469843 166:-0.3651867429541811 167:0.3702028879550981 168:0.6866570325484814 169:0.5236613549654562 170:-0.0001014644442824675 171:0.07607892663812252 172:0.2733744774908136 173:-0.05488488770215434 174:0.06479149794476219 175:0.1025429204899664 176:0.361162970618181 177:-0.3417308560967843 178:-0.00971419748537164 179:-0.01624094805264732 180:0.4325392401917624 181:0.1533973287247016 182:0.2906728190152172 183:0.01738674574496227 184:0.02165225861287897 185:-0.2693715493115917 186:0.1926412962841276 187:-0.05011657566455027 188:0.0003401249738380907 189:-0.1249411677174198 190:0.5766864045620852 191:0.04431322613276243 192:0.4433826886953378 193:0.4263414805764237 194:0.6547361725698631 195:0.5370131594398003 196:0.08873184592549095 197:-0.3503062621723456 198:-0.2323822437760575 199:-0.4029842002744101 200:-0.08697814840000428
+1 1:0.176706085748464 2:0.3350451121319787 3:0.1952437899715093 4:0.07712109594163281 5:0.3505375223576998 6:-0.445715985397179 7:-0.3760399733949269 8:-0.4601453378413402 9:0.1997484283586899 10:0.591341425924742 11:-0.2383213523754677 12:0.5131888696519291 13:-0.2970248812676323 14:0.2229449733797017 15:-0.5392059867535397 16:0.0001670059453347389 17:-0.4209519814514033 18:-0.4684619064209088 19:-0.03768435845804033 20:0.05227380058488249 21:0.1308651511973109 22:0.3212466364415216 23:0.6180137971416789 24:-0.3449040519739228 25:-0.08685103896643365 26:-0.642865237834123 27:-0.1590044411225351 28:0.3558038500979621 29:-0.09823559403519461 30:0.02000888557477298 31:0.1048777516231522 32:0.4275419992059099 33:-0.4379553110764098 34:0.3801368058116185 35:0.09027038191643111 36:-0.2018546922249562 37:-0.4626354382161714 38:-0.1929913429188933 39:0.1588916601868133 40:-0.4003253327024643 41:0.2982173081657447 42:0.1795107710455243 43:0.381918747098216 44:0.2849712457886411 45:-0.06177464271334659 46:0.3104556187221702 47:0.2105566564547625 48:0.04740474864251205 49:-0.5534980038733873 50:-0.2369049997645263 51:0.3799510257689164 52:0.05086026028369076 53:-0.05952216188635231 54:-0.292068896819116 55:0.2987638199446522 56:-0.2858516677460819 57:0.08414526053808136 58:0.2098395971389031 59:0.32325603212712 60:0.3076615578491248 61:-0.01283827569543384 62:0.2328395496475877 63:0.2187070319619615 64:-1 65:0.4729555836586705 66:-0.1981567394792199 67:0.01248715052753571 68:0.01298835570422123 69:0.5692076852772078 70:-0.3637839208193421 71:-0.2193704748680561 72:-0.3681097515286055 73:0.007170101463572311 74:-0.3098728358010271 75:0.2531943116450356 76:-0.04890015903853547 77:-0.2829877514650765 78:0.0733206735239413 79:-0.7938311271618271 80:-0.108938878078876 81:-0.4601362569737842 82:0.3120959296691649 83:0.6247474163963268 84:-0.3711414101974346 85:-0.4854489028235953 86:-0.4911792093780166 87:0.1639319683503548 88:-0.02706466630016466 89:0.5619840226512154 90:-0.08579210400741014 91:-0.79672591107294 92:0.4084830302742076 93:-0.6247597936386158 94:0.2936676525073321 95:0.3863566187033485 96:-0.1913591889575282 97:0.6995616448867068 98:0.1432052061227623 99:-0.3782098896767526 100:-0.3236192197423451 101:-0.2267574810228528 102:-0.1553642433491728 103:0.7939059926808939 104:-0.542934088988603 105:-0.1820677735214615 106:0.4031608259584655 107:-0.2434700059058552 108:0.4325513400444939 109:0.143793108727056 110:0.4802769436935783 111:0.2530093444880277 112:-0.3102525830902999 113:-0.04307950916698544 114:-0.09149285983372071 115:-0.5172107970891865 116:-0.07860889098798393 117:-0.4132838550370949 118:0.05624077449402165 119:-0.4404818530193127 120:0.2155650085530228 121:0.5050827065036605 122:0.2213250767898308 123:-0.4966241699496521 124:-0.3303667979672832 125:0.1446086440643358 126:-0.2317551767365917 127:-0.425517427692662 128:0.2322266349974316 129:-0.04739314433884861 130:-0.8390686803147093 131:-0.1189636756068032 132:0.6053726937908376 133:-0.1281163619178618 134:0.1292711768031907 135:0.04205022183156069 136:-0.01639567229667368 137:0.3619432522993218 138:-0.2077457171811702 139:-0.4002503673078671 140:0.23588938678966 141:0.163236887792373 142:0.2577530935828634 143:-0.4606142366656346 144:0.08066418286906961 145:-0.3211637678023364 146:0.226734201679301 147:0.2018295494891461 148:-0.3896530211201022 149:0.2067564200732205 150:-0.2156260208144785 151:0.1097387797347917 152:0.5896620042472744 153:0.1103543374367248 154:-0.5763425866712985 155:-0.09783141100466841 156:-0.05270728764955576 157:0.2621969295846855 158:0.0187712935693711 159:-0.357667182267162 160:-0.001293772665946949 161:-0.1178326682002508 162:0.08480127014575818 163:0.3021121851031783 164:0.1523516310562258 165:0.5239246594533026 166:0.7448614843714256 167:0.1540553365880924 168:-0.3610602327861104 169:0.2850571912281299 170:0.2985842211981939 171:-0.06171956740757532 172:-0.08624988423166485 173:-0.5254043463079093 174:-0.07437233417047384 175:0.2287057062082913 176:0.4655958365762892 177:-0.05869752137451736 178:-0.1408328627589044 179:0.04951824105791507 180:0.3964281118535193 181:-0.1047854784745181 182:0.1022613668770911 183:0.06722773626652383 184:0.3768534549818094 185:-0.4432233871546101 186:0.001652622395266104 187:-0.2649112826637391 188:-0.3692646539456448 189:-0.1480780550920757 190:0.1710743488564259 191:0.3190202056166657 192:-0.2725853243798395 193:0.02380006900083857 194:-0.401388974073152 195:0.2319477477749223 196:0.2730744442404688 197:0.2999411896445096 198:-0.1916545096810277 199:0.1408526531734996 200:0.29139459430878
+1 1:0.2382340089546034 2:-0.2607879327921029 3:0.585219876086848 4:0.1239281566300579 5:0.05701822946189827 6:-0.2542651250708153 7:-0.3102719571267407 8:0.1879349894298501 9:0.2151922365222703 10:0.2279435868578696 11:-0.03266279180126506 12:0.1941924651958589 13:0.3028845558552865 14:0.01045114784726447 15:-0.1897609155505398 16:0.1549606519066641 17:-0.002604107005530841 18:-0.4656742417106432 19:-0.410118748695889 20:0.6263581385235228 21:-0.1749659570686064 22:-0.2166324096723503 23:0.8018741105129991 24:0.547303162475097 25:0.2572890663401592 26:-0.01302386182981147 27:-0.1477192031506287 28:0.05635218672137568 29:0.05762792419883413 30:-0.4718415887326666 31:-0.1088035551159874 32:0.1954424095831705 33:-0.3512830615067054 34:0.1804483013035024 35:0.9921873161625798 36:0.4102080863249983 37:-0.1953095120721987 38:0.02221010905595473 39:0.2924272975842283 40:0.01651190157886091 41:0.3886024834214059 42:0.2717112453571193 43:-0.8141260442122761 44:0.08444977764613498 45:-0.6461317028628963 46:-0.059615050560059 47:-0.04432238698557277 48:0.00605941290230487 49:-0.4305372175228329 50:-0.1811852872828743 51:-0.5075485211473636 52:-0.1266081943101123 53:0.005440142585831642 54:0.2326600754026283 55:-0.2289692120018652 56:-0.2538268133482755 57:-0.08143143180634357 58:-0.1165235005409529 59:0.5078835616152821 60:-0.1915415841087585 61:-0.0523606178073113 62:-0.3442665541640028 63:-0.8301513921994579 64:0.2045495258659364 65:0.08098184380811774 66:0.1870235904702425 67:-0.5231422155410597 68:0.07782208347541431 69:0.7849318395722705 70:-0.304290161576062 71:0.4182494639371771 72:0.6293443957726356 73:0.2611506824750941 74:0.3549677872911152 75:0.001324195395284375 76:0.8243642799281486 77:-0.2440487592375513 78:-0.4196449553848032 79:-0.5288087273880522 80:-0.2532402770210277 81:0.2913815616927865 82:-0.4923025476221922 83:0.1853489080379435 84:0.5110254056866986 85:0.308318223177952 86:-0.09821145446216539 87:-0.1720841458773774 88:-0.4649767617996051 89:-0.07762867192354024 90:-0.5073847931028752 91:0.1440797736811748 92:-0.1097970013371593 93:-0.1778760139819431 94:0.3254341844362242 95:-0.2484561810107607 96:-0.03281463568132334 97:0.3593161047988392 98:0.2681446481404569 99:0.4162279959157926 100:-0.2195561755082813 101:0.00682446679295837 102:-0.2315518549258316 103:0.2003864212245894 104:-0.3390020227619712 105:0.338799789796808 106:-0.4502569402155061 107:0.3303914070331935 108:-0.161694664752535 109:0.1564485777869386 110:-0.0086679304638385 111:-0.06661053312705673 112:0.2869133401783254 113:0.4914104177246493 114:-0.003831374212371813 115:-0.4057456613855059 116:-0.1421772912229894 117:-0.2316092556534195 118:-0.2638003696478461 119:-0.4856201114779866 120:0.04194161347939289 121:0.101510568827743 122:-0.2577801282154344 123:0.02840672657282481 124:-0.1687591899487253 125:0.009186645069755767 126:-0.082666869483892 127:-0.1614005843832339 128:0.3782774083953404 129:0.2884331220923801 130:0.07235959240378986 131:0.4217682596112783 132:-0.09332356504941197 133:-0.2802776327230809 134:0.0432456174091513 135:0.3278291746527691 136:0.3131685427028851 137:0.1406345919842315 138:0.1608077225316901 139:-0.255073632378469 140:0.5707883664905631 141:0.02859734612257093 142:-0.2357008783574504 143:0.05270806678359471 144:-0.01667105549352831 145:0.1260239177801116 146:0.02389533745233526 147:0.1523587552898247 148:0.4360097392849093 149:-0.4543402282439291 150:-0.4221083573068772 151:-0.2183491445078916 152:0.3901733430440997 153:0.4686881771233714 154:-0.5788605784449219 155:0.4096037598688743 156:-0.06700508601546036 157:0.5837369789256835 158:0.5925489995589329 159:-0.6626035222676313 160:-0.09473438548833253 161:0.29932118494592 162:0.6058555019960179 163:-0.1269998655762559 164:0.3419446433912246 165:0.2579909774529881 166:-0.2263970163011868 167:0.02011505288570014 168:0.4575674905203352 169:0.08364243304957336 170:-0.5951113190365006 171:-0.8147732767251112 172:-0.2606100724225872 173:0.1038830462053692 174:-0.2825030992364998 175:0.1629802326488198 176:0.1486250741449078 177:0.3584023097493371 178:-0.7512209497504636 179:0.1697436961077499 180:-0.8500923860990381 181:-0.06786369876376641 182:0.1084982180344339 183:1 184:0.1349391562087231 185:0.4010293921878094 186:-0.1272546362858838 187:0.2831053495183181 188:0.3526576137944009 189:0.5410561856404342 190:0.7084616884861613 191:-0.2983807714562499 192:0.4768057050719721 193:-0.3272980154563045 194:-0.00443797449953362 195:-0.05574645239848894 196:0.3188941419982486 197:0.409718002504051 198:0.178784918898249 199:0.05201796266270577 200:-0.2535881977286793
+-1 1:-0.4852883566697237 2:-0.1690310196048906 3:-0.4510033722239339 4:-0.7266626009854508 5:0.1751193978147418 6:-0.2220611275182784 7:-0.02112629112092329 8:-0.518520694746726 9:-0.08036486259497194 10:-0.2563327256791935 11:-0.08198971614063683 12:-0.7427510299606088 13:0.3342956266597904 14:-0.366566348601183 15:0.2610427431281434 16:-0.5104675462566822 17:-0.238242086696407 18:0.2778770208389694 19:0.5074259046905554 20:-0.02251219747936932 21:0.06151270504612158 22:0.4023748891923508 23:0.1721230588302086 24:-0.3107673097532226 25:0.09960170790411205 26:-0.6641757109975187 27:-0.328139550202755 28:0.02142320633582744 29:-0.5330215207610937 30:-0.5442510582636302 31:-0.1007046732886091 32:0.1498485782680261 33:-0.782731490164426 34:-0.1356900241308993 35:-0.01811935972579024 36:-0.06768659836699099 37:0.2843424658147514 38:0.8016744106929101 39:-0.2290793334567586 40:0.04461778712466974 41:-0.02474897776948258 42:-0.05545237979066416 43:-0.08849260088399891 44:0.108242858950214 45:0.4037091852086035 46:-0.7363227205802206 47:-0.3388371576754487 48:0.0007449318539691947 49:-0.06563707549952477 50:0.2771122901418206 51:-0.696968227298455 52:-0.3312592851306639 53:0.1679084562741075 54:0.1641685776205139 55:0.05133751550633284 56:0.1635219395611174 57:0.1892928938969893 58:0.09431251133100417 59:0.6908468957007758 60:-0.2170466432001616 61:0.03191153187169027 62:-0.06241203203057907 63:0.5360747188527339 64:-0.007475303669664465 65:0.1089264246196242 66:-0.1435966733645344 67:-0.01598202149237086 68:0.8771131549914281 69:0.03844827019697432 70:0.04795652167032517 71:0.02441201703627455 72:0.03455880904151127 73:-0.5114251086371354 74:-0.1574010154821069 75:0.8750639094857974 76:0.02893521987120715 77:-0.3848586183186892 78:0.5594643851222021 79:-0.04184788451782487 80:-0.1940272484860653 81:0.6086658242378389 82:0.1416412713782132 83:0.03934214835891447 84:0.4156567334885582 85:0.198446390295817 86:0.6875655372758838 87:0.01407403162597316 88:0.3272098994717872 89:0.07670056899301525 90:0.2774738648974644 91:-0.1738702875928064 92:0.4754876173796839 93:0.1223859710035832 94:0.9294712478729412 95:-0.5748801001274596 96:0.2121847851046241 97:0.3230372827636816 98:0.510422922028844 99:-0.04903340487478949 100:-0.218685653671264 101:0.5778734484838636 102:-0.4601907949816789 103:0.235565708641287 104:-0.2556287520913975 105:0.03494161544043348 106:-0.1215611612973043 107:-0.7056323425986021 108:0.1091843512394499 109:0.4111794020840167 110:0.2677120947243253 111:0.1203047050447483 112:0.1874097275769354 113:-0.06786088935159842 114:0.434863658786647 115:0.1683363263426673 116:-0.06161692400126736 117:0.1012036983023645 118:-0.3831290941174707 119:-0.2996752472868645 120:0.8099033199085391 121:0.8688662292214991 122:0.04376133329557495 123:0.1311179935538515 124:-0.1234628107326033 125:-0.2808268150678093 126:0.03674913567560644 127:-0.2686207800318621 128:0.2045629782371238 129:0.365279602375085 130:-0.4892728477943212 131:-0.9449650915501674 132:0.458760158401886 133:0.4745031939008362 134:-0.04005315662481088 135:0.3136955834080248 136:-0.0829173403214985 137:-0.3623297568484097 138:0.1896693002528623 139:-0.241229032583123 140:0.165302326920074 141:0.07481789136709416 142:0.3847565209720932 143:0.5797618123229125 144:0.734847554463557 145:-0.2243158139074944 146:0.2820243598749174 147:0.9113140948198818 148:-0.3275041908687229 149:-0.1815015511620274 150:0.2287057113822188 151:0.266966482504436 152:-0.05314398545155724 153:0.5421116809243832 154:0.1387511230025681 155:-0.1594540881200808 156:0.4879652935247341 157:0.2466617172304169 158:-0.2826190015052561 159:0.1664909341153775 160:-0.2401765743350537 161:-0.04032468580083522 162:-0.2039739993091363 163:0.1093125318377097 164:0.01414500767573926 165:-0.3705577259585865 166:0.3658619346135252 167:-0.6839231831115672 168:-0.1225641284963645 169:-0.1372481144380476 170:0.5855911331645572 171:0.5578086559404938 172:0.203368560683131 173:0.01075156784083519 174:-0.1339838255710486 175:0.1561366259887118 176:-0.4747725810671511 177:0.3221294472931345 178:-0.260669415596444 179:-0.3207071943333959 180:-0.01883006392009109 181:-0.4717617382543944 182:0.526375729209134 183:-0.3436822580706447 184:0.05885583829016017 185:0.4583098804424683 186:0.2835794451728876 187:0.6234031795869741 188:0.2224314317465047 189:-0.5306319864475456 190:-0.06865007031343684 191:0.07848614377001041 192:0.06686019993323176 193:-0.01445002697283325 194:0.7451979277102853 195:-0.009945394104161842 196:0.2092145915563884 197:-0.03970233969231242 198:0.05539180909543761 199:-0.5002241086082331 200:0.03217436593993783
+1 1:-0.6830930585188216 2:-0.6192616633168686 3:-0.2001848388487086 4:-0.3698085373000251 5:0.08751534898287622 6:-0.2718564296632894 7:0.1820455416438487 8:0.2166275865908486 9:0.502028784807385 10:-0.3728718164736738 11:-0.3314145872397126 12:0.9350471169902214 13:0.09341186288067937 14:-0.5531495425517448 15:-0.273506232349823 16:0.3222807225584162 17:0.0345225320414035 18:-0.1254599535797728 19:0.1616138561148108 20:0.3682123220883339 21:0.7225894492398395 22:-0.1185874352996131 23:0.132441667728136 24:-0.2546180862137839 25:0.1015528423201617 26:-0.1682757167422061 27:-0.2228814468550919 28:-0.1828385309892443 29:0.1036802941336945 30:0.7292003403260954 31:-0.4065897920429229 32:0.2855672844265081 33:-0.1085866626458368 34:0.2932749204946036 35:0.05173863731786964 36:-0.2115833247155217 37:0.5514658627676332 38:-0.3395098590818649 39:-0.07499213541181046 40:0.5688315671695473 41:0.09988071502998469 42:0.2871472097881436 43:0.1813151403346787 44:0.1292957042791092 45:0.1673265396490684 46:0.796252738579645 47:-0.08941201924448436 48:0.2674068535240243 49:-0.4101057384635795 50:0.3074216483347912 51:0.06227816640644956 52:0.2104453339829346 53:-0.2053408114768392 54:0.04069232832023331 55:0.1871032362461119 56:-0.6223589867222767 57:0.6279996077311663 58:-0.3210377646229301 59:0.272500147025528 60:-0.6262913760911832 61:-0.3486605362378501 62:0.05200049875545699 63:0.4659237814302644 64:0.242667727651149 65:-0.3369702487174534 66:-0.1725376520765716 67:0.375661145975182 68:0.1107652893870316 69:-0.3103065541983451 70:0.2795678813050487 71:-0.1423332018901603 72:0.4419599215505793 73:-0.03485485212137636 74:-0.1881153687481291 75:-0.1530640006239552 76:-0.5063561800053661 77:-0.2020170090980277 78:-0.6517167844418689 79:-0.4228502140104493 80:-0.1523800305866613 81:0.02713371057797481 82:0.4138229506609976 83:-0.3238677097418954 84:-0.03594684350336984 85:-0.007213640292828408 86:-0.1550919424314083 87:-0.1822939161128265 88:0.3573919647678972 89:-0.1967819141471525 90:-0.21776835561909 91:0.2552103492625539 92:0.4036633990959644 93:0.3762992089821558 94:0.4843620039234636 95:0.05662732821039401 96:0.0630260539262332 97:-0.4760822684685034 98:0.8136094876366922 99:-0.1978696957901881 100:-0.06384483468319258 101:0.178413751791257 102:0.2713365945730372 103:0.2083483059109648 104:0.4215571002320625 105:0.1971026860710586 106:0.2150040147805772 107:-0.4784691355067436 108:-0.1074196111649846 109:-0.9999866178076491 110:-0.02762965662422484 111:-0.2139301830030366 112:-0.4669151586271587 113:0.485281379548097 114:-0.08817621167232928 115:0.3362563566657941 116:-0.09223226570728316 117:0.2858592831880694 118:-0.1381424502759987 119:0.5619113200977113 120:0.7010444835606011 121:0.003043942629050595 122:0.4711969292859587 123:-0.4394072068766395 124:-0.07198523279723694 125:-0.100690182492628 126:-0.6216485106359599 127:0.1917903452232837 128:0.3216724967326733 129:-0.08714150839064885 130:0.05131792343235361 131:-0.3705165409934451 132:-0.3442584425411426 133:0.3027868077129611 134:0.5774531083310637 135:-0.2276183964606072 136:-0.222174256222935 137:-0.004160195646862083 138:0.242832302576883 139:-0.3162879629804205 140:0.03919810896308366 141:0.1804917349319705 142:0.1788182521275085 143:-0.4341840686435676 144:0.06387490761352715 145:0.02749950003391517 146:0.2753632540170096 147:0.06498663766384594 148:0.01117614293352655 149:-0.2115257857752258 150:-0.369778134970736 151:0.2854271230408187 152:-0.2400721729121917 153:0.1883104340989353 154:0.8646481853250697 155:-0.1462825098562743 156:-0.3207378337495893 157:-0.2264878257591754 158:-0.1439776446282991 159:0.6094013896265608 160:-0.1346216231800182 161:-0.2113733768279524 162:0.4597374873198072 163:-0.04416591006263718 164:0.1914077862160888 165:-0.05722884932159667 166:0.608082938731326 167:0.199776695603531 168:-0.04630302480364745 169:0.3258854455210719 170:-0.2612373401999729 171:0.4156173765938509 172:0.1582404776775505 173:-0.4615145358533453 174:-0.1767083308089086 175:-0.3021321880024109 176:0.1633038133835337 177:-0.08852973093553634 178:-0.05329166631178092 179:0.2745471693394095 180:-0.1393012074631086 181:-0.06170991953626659 182:0.08012170311073376 183:-0.2240534638177316 184:0.4602868622326944 185:0.1077569614163346 186:0.1038671562099972 187:0.08800527817491689 188:-0.06223488962989925 189:-0.03400630936997885 190:-0.0399201574256284 191:0.136450653404479 192:0.2071118146333438 193:0.0537792754524684 194:0.2423726131145184 195:0.2000175593608588 196:-0.09277419933923758 197:0.3206321226033215 198:0.1301792931594665 199:-0.199426163062758 200:-0.3533089051548901
+1 1:-0.06038204424744529 2:-0.2103382300679071 3:-0.1555592618050527 4:-0.1942804050810322 5:-0.4078099135631393 6:-0.3195063945238935 7:-0.1973215089350728 8:-0.08656344259291934 9:0.01238650018183242 10:0.244029708447777 11:-0.238315803924969 12:0.08942096838650654 13:-0.05001490255423571 14:-0.4373199418493747 15:-0.418742941375376 16:-0.5111072212298547 17:0.7478616814676122 18:-0.07943189544880576 19:-0.1364277175514023 20:0.9410053652816158 21:-0.01414263157200318 22:-0.3595828057178726 23:0.4396787883924196 24:0.009022058595309464 25:0.08642330414850891 26:-0.3039596364577665 27:-0.401177755253559 28:-0.3510929598923509 29:0.02287016296081945 30:-0.04698208390857278 31:0.3147336128666515 32:-0.2164802982693927 33:0.02972806872523179 34:-0.7671167152271395 35:-0.189925313080289 36:0.2280287774399522 37:0.02173217448493685 38:0.1849095837614604 39:-0.2340202748044649 40:0.3957022821791062 41:0.4695052804878467 42:0.2649337146972355 43:0.2988778405263787 44:0.1989374058533125 45:-0.9296796315685822 46:0.369823397220902 47:0.3812791093985875 48:-0.1421423647399348 49:-0.1333145077806664 50:0.3040307464394035 51:0.1218230396071124 52:-0.1365533559154674 53:-0.005392046224863917 54:-0.2858405631204888 55:0.1247362827298222 56:0.09146741771557224 57:-0.04348946953773522 58:-0.1289563452026609 59:0.4370696606899954 60:0.39073810288789 61:0.3195230537319976 62:-0.04072997066089603 63:-0.5215329199100454 64:0.03675201136412518 65:-0.3069642977367072 66:0.07849297494506399 67:-0.2765607233425034 68:-0.3501818145609906 69:-0.2950622649672385 70:0.1527542213155039 71:-0.1088398188033991 72:0.4152373155530695 73:-0.327314168325595 74:-0.2157326478507874 75:0.2225991130229237 76:-0.3275411086070441 77:0.4484578220441109 78:-0.1699984302499389 79:-0.1706557043205599 80:-0.02914811982305894 81:-0.3289500916667316 82:-0.7780498595781159 83:-0.4092687427302146 84:-0.09673037254525577 85:-0.1072824595455378 86:0.508835541199771 87:0.06250507957876961 88:-0.9782977859164996 89:0.01542142794551082 90:0.2177471399235243 91:-0.001979228157698618 92:0.01310257754538794 93:0.1199437294560125 94:-0.12579679856121 95:-0.1552147840026307 96:0.06991003063797299 97:0.3297531494841076 98:0.5484902473596995 99:-0.3632230210489881 100:0.2730573902178896 101:-0.4559675294769898 102:-0.3707651806212506 103:0.3779885104486473 104:-0.5990188003408298 105:-0.264472884644894 106:-0.1744694064134777 107:-0.3119350020966064 108:0.5464399069014197 109:0.3677273475523916 110:0.5277447652223695 111:0.5832005805897215 112:-0.2728440114674882 113:-0.05799133814040707 114:-0.1037664191534484 115:-0.2410862325104706 116:0.7040843851684327 117:-0.007666615459491821 118:-0.0542927365808894 119:-0.1718387486010081 120:0.1422453864016393 121:0.2127030862008226 122:0.07450180509655679 123:-0.2905011865139108 124:0.1912582021795502 125:-0.30423454660018 126:-0.5027246282377692 127:-0.1445009216210232 128:-0.2051486032746182 129:0.3688326396512986 130:-0.3333261244474179 131:-0.498356109962467 132:-0.8567325048307516 133:0.4152517212583274 134:-0.04018158543723388 135:0.2920178948930112 136:0.2909031294591354 137:-0.09130989770631692 138:-0.141797878183105 139:0.1001103140624687 140:-0.0462447470294149 141:0.06750552190537371 142:-0.1406892610311274 143:0.09491488135927253 144:-0.05525174533220387 145:0.04191017981622898 146:0.1074507257180768 147:0.3592972644844581 148:-0.1012151237311169 149:0.4111874991774501 150:0.4483866128039843 151:0.267686547729186 152:0.4504437203581343 153:0.3208870157083815 154:-0.301757503535352 155:-0.5352166598851629 156:-0.261100035647499 157:-0.8349548665351905 158:-0.3139637154039531 159:0.4425362762485622 160:0.06863984277337422 161:-0.2988318729943798 162:0.0627049772321769 163:-0.1941766661759708 164:0.3349856372577039 165:0.2920775291627325 166:0.2409687288505097 167:0.1233992249685842 168:0.04466674178357166 169:-0.1770772767012112 170:0.1941038210883226 171:-0.4430960236479292 172:0.1696721582989515 173:0.04905220527832421 174:0.2476133623359542 175:0.1594721252081656 176:0.2446885443841478 177:-0.9158424585021265 178:-0.408412582187092 179:0.009006728347631974 180:-0.1499726953479247 181:-0.07322095768268688 182:-0.1019188689982027 183:0.2247192296405219 184:-0.07605692661808074 185:0.6217406953024758 186:0.04946272276341245 187:0.4599955230314465 188:-0.2540568015853455 189:-0.2044700551550102 190:-0.1707381047122283 191:0.2405069225149245 192:0.2490036345402948 193:0.06851989555115098 194:-0.06044883350780625 195:0.1504067258047666 196:-0.004624568563174808 197:0.4650068600267365 198:-0.5519153808843393 199:0.1356994241361497 200:-0.5275354651802424
+1 1:0.4583677350568607 2:-0.5864755668198797 3:0.09006332438751828 4:0.4413274925788977 5:-0.04613222784262554 6:-0.05860299021495993 7:0.178946566280306 8:0.2646853818472675 9:-0.231143047373131 10:-0.3678391335566438 11:0.2332479227728392 12:-0.3257693566698564 13:0.4811876079153757 14:-0.2867661644830488 15:0.005089907239651484 16:-0.5381933260857076 17:-0.2938411147161837 18:-0.4287077484802937 19:-0.2120829140354402 20:0.316132820821743 21:0.4814926045201624 22:-0.1279326775499631 23:-0.05871850446093896 24:-0.2577323348375703 25:0.1433657747128164 26:-0.429362603462989 27:-0.03860585246892297 28:0.4021769810273405 29:0.1117728520917886 30:0.2128864214371592 31:0.1105544833863458 32:0.229263874901609 33:-0.1179651311467673 34:-0.02830778031694115 35:0.01718135273773086 36:-0.0555804407462641 37:0.112213525685139 38:-0.6955260844982841 39:-0.07337880252340503 40:-0.09742176864456764 41:-0.271282905426014 42:0.1842664574710453 43:-0.1323207133746889 44:0.1540958973788596 45:0.1156755114801867 46:0.1918791707798638 47:0.2746856984514081 48:0.3905143716440655 49:0.1996512619192237 50:-0.3370621102979356 51:0.03409231421672385 52:-0.3534768024035244 53:-0.1345221917226689 54:0.6528005520996116 55:0.4273928836470344 56:-0.5235098083409661 57:-0.3452125106003551 58:-0.2432013892420321 59:-0.1078078890865072 60:-0.1844692763240634 61:0.008513685885849602 62:0.1584571137501352 63:-0.1254294259181212 64:-0.3970825350585486 65:0.1395276205155428 66:-0.576371362292324 67:-0.1151904823899193 68:0.392715867439641 69:-0.8501675230374567 70:-0.2074153691008252 71:-0.04655678737967767 72:0.03347945140300042 73:-0.1568715072324505 74:0.7782355779093543 75:-0.2079332782106066 76:-0.6217490746865307 77:0.492609822387142 78:0.2830595484887379 79:0.07068626135154951 80:0.1569100129150107 81:0.2455639777782211 82:-0.1524108160291898 83:0.4365103656258246 84:-0.3399523440754421 85:-0.1080803051730256 86:-0.01108065283288311 87:0.2769757818991823 88:-0.08971204988454037 89:0.1524479040677938 90:-0.03733148060691734 91:0.3431508627993722 92:-0.307033009823541 93:-0.4644408976163455 94:0.2093030929398496 95:-0.4222134956291652 96:-0.01994939723240549 97:0.1343684540985021 98:-0.006158763056349811 99:0.3499664998595322 100:-0.163881430326495 101:0.0777967152440521 102:0.1292357826276821 103:-0.05942324442920657 104:0.4322686983864502 105:-0.2498949981109962 106:-0.4313160108905009 107:-0.09142002806589215 108:-0.2040701713662864 109:-0.01071805830708011 110:-0.2675806184116064 111:0.2769594400548592 112:-0.07955487356239027 113:-0.2869512131560392 114:-0.837293497596802 115:0.2357153475544752 116:-0.02567794686206892 117:0.5314191359020524 118:0.03291877644537292 119:0.8088591517557158 120:0.4696021267659899 121:0.1797772148086413 122:-0.7259802083139881 123:-0.1492665343740967 124:-0.716274462792885 125:0.2680071993234301 126:0.1916771056199317 127:0.04591266011533725 128:0.003366078186546204 129:0.09658141192041114 130:-0.2528308208220288 131:-0.1712686018328291 132:0.05581532361761571 133:-0.4995956338480482 134:-0.2497218369053134 135:0.4780581983078512 136:0.05725742073173756 137:0.03912435734377619 138:0.4118939227484809 139:-0.1937438891676556 140:0.01058554497703129 141:-0.1607948221085292 142:0.08791464162749965 143:0.2028477890652817 144:0.2106236178681702 145:0.1677475120382986 146:0.01391374576476764 147:0.07979785987707549 148:-0.2640590038926259 149:0.1945022990364425 150:-0.1566653586087851 151:-0.15200733451505 152:0.004363113449184233 153:0.3716362634128774 154:-0.44013483677011 155:0.02664269520664344 156:0.1876459260186386 157:-0.2147333103029431 158:-0.5224182548519406 159:0.03843594143290842 160:0.3077723420145924 161:-0.312024097535273 162:0.05684240913288738 163:-0.3402496259811043 164:-0.4524713798273773 165:0.374500042216542 166:0.1494927752734864 167:0.6785867356360453 168:0.6651184286576267 169:-0.004650602242787044 170:0.2581847292363272 171:0.2426524764770571 172:0.2996545280140565 173:0.06781386874335756 174:-0.193497585832151 175:0.1959769904921959 176:-0.03342664156748199 177:-0.2791435405917962 178:-0.20840708130435 179:-0.1652244103520035 180:-0.003810508876787827 181:-0.1038449784169758 182:-0.04058982684810484 183:0.5880452220632251 184:0.1523181521490139 185:-0.4999143038112963 186:0.3510319222184694 187:0.01018587171804456 188:0.1968735801838149 189:-0.3118145056243372 190:-0.03199511566260859 191:0.08701446404371435 192:-0.2382932710993987 193:0.2142784337645244 194:0.3045260994999874 195:-0.0005085230141082531 196:0.2796762392592801 197:0.01806251717229769 198:0.2362245404027677 199:0.0320755393419507 200:-0.6370877521365859
+1 1:-0.7112929785514627 2:0.09643359506304422 3:0.1075822987648671 4:0.002734384507553044 5:-0.3587543646824383 6:0.0110850461006376 7:-0.1308454080854804 8:-0.01803827344352378 9:0.4164068370062127 10:-0.07916545564875289 11:0.08906500162812232 12:0.3592099365621652 13:0.02299045068190182 14:-0.463422082830599 15:0.2250034493348095 16:0.4896909445643648 17:-0.3093518831450622 18:0.8661103428514831 19:0.1510823755614447 20:0.05963273149031992 21:0.6089556191089183 22:-0.02168110131731951 23:-0.1273665355004842 24:-0.05082672280579199 25:-0.4432354148640806 26:-0.09483380602611308 27:0.3885229912643993 28:0.06891739289475961 29:0.07536619384523149 30:0.08854472142957627 31:-0.4122126557354091 32:0.2545947003733161 33:-0.09071621954125331 34:-0.01604230922812752 35:0.259763290886433 36:0.09601267543982908 37:0.1263354430602639 38:0.3719097353128559 39:-0.1003672098385338 40:0.03713929703598462 41:0.4218746692538159 42:0.4661898984495744 43:0.04967781212807436 44:-0.09762054532292376 45:-0.2850159112439774 46:0.2715749084096891 47:-0.3569135843847833 48:0.04565251717938373 49:-0.2837225194356469 50:0.5708582624135253 51:-0.1417256112221961 52:0.1004684007820074 53:0.02289140129755043 54:0.2020620081055763 55:-0.3347857523941888 56:-0.2427070005477312 57:-0.4097076335952111 58:-0.2807361214466924 59:0.1987483934953916 60:-0.1945498999239519 61:0.6006199711426666 62:0.2236186709737035 63:0.617163649158784 64:-0.186860746996434 65:0.1371579326773908 66:0.07963345846528244 67:0.1112854845985584 68:-0.2971075488906501 69:0.08611821797394056 70:-0.1972583385868833 71:0.4573048113454573 72:-0.4524594570265975 73:-0.02553919569363702 74:0.002587773848458638 75:-0.2138576275760811 76:-0.1787247039843275 77:0.05796408119546004 78:0.1537844300711665 79:0.2298916978035481 80:-0.2792482637925157 81:-0.2473528510786619 82:-0.2730492699858128 83:-0.1557195833612618 84:-0.06168212863354008 85:-0.5729655162484416 86:0.1326013307984842 87:0.05840446860682008 88:-0.06726645663709818 89:-0.2872632148872819 90:-0.0716004312166628 91:0.2806921553627834 92:0.3816994606416376 93:0.2062471914028103 94:0.6095211220171504 95:-0.1530732314523546 96:0.1579526309080598 97:0.3491463328935592 98:0.4115437014756735 99:-0.2462211852100328 100:0.01534318969643409 101:-0.2060666743097173 102:-0.7330926825606051 103:0.08482138984520921 104:0.2082485517986846 105:0.1962368892183658 106:-0.07138186106045413 107:-0.4224168299241395 108:0.3852050598145086 109:-0.09667106385238361 110:-0.409962494670462 111:-0.2374299877102168 112:-0.5982359766960248 113:0.106613578656771 114:-0.02242386187355004 115:0.09867065792159541 116:-0.3692724946428225 117:0.7128780430933123 118:-0.1696983795564916 119:-0.4668496435102129 120:-0.7940984055363418 121:0.1634073656260328 122:0.824179633258476 123:0.02924755741112039 124:-0.2776582155417773 125:-0.2354999030081074 126:-0.297323344871719 127:-0.07934100742649366 128:0.02032249932724886 129:-0.2511317494970612 130:-0.08352849853843815 131:-0.568302321371932 132:-0.471510778495072 133:-0.2171845670369189 134:0.007831909975559423 135:-0.1162995124251515 136:-0.1657251692204393 137:-0.0717022499814037 138:-0.1273979082884494 139:0.1297920225462427 140:0.5351213830233476 141:-0.5149720336909602 142:-0.389705961050511 143:0.02440052590022367 144:0.4768921983980392 145:0.2744338753899276 146:-0.06203442437474041 147:0.1411614527814323 148:0.3158716773157738 149:-0.1852458320557013 150:-0.08648240199836799 151:0.2861912344163092 152:0.4570280757724242 153:0.3465524983057302 154:0.0803645658793099 155:0.2145819939804955 156:0.1381875337007911 157:0.4430429140749906 158:0.2458906848015671 159:-0.07005820885478931 160:0.132117683175587 161:-0.5002275433088472 162:0.01262070509791516 163:-0.571110729289708 164:0.06648952897500729 165:-0.1366490219972274 166:0.1247836213133055 167:0.2360355306387335 168:0.6993593727028061 169:-0.6660266060220135 170:0.1719308967081123 171:-0.291482065048198 172:-0.2295848075213587 173:-0.4435819726712503 174:0.02579262971874259 175:0.1623770805980951 176:-0.2112745939753008 177:-0.5038198352276285 178:-0.09245422888491499 179:0.2604862142925778 180:0.4576084274099472 181:0.009824278020160726 182:-0.1587362776890166 183:-0.4312455875157351 184:-0.1230968940522428 185:0.1802917192427578 186:0.01320995609676814 187:-0.07920234698473939 188:0.1227528749868385 189:-0.0203559645783979 190:0.3902524166114483 191:-0.007246205945280595 192:-0.1411710055149393 193:-0.06810567487894478 194:0.1171498814576098 195:-0.3492553116829903 196:0.1414383041389985 197:0.3116732311233489 198:-0.03565512087861461 199:-0.4393439720316126 200:-0.4257061187096485
+-1 1:0.4218239793190144 2:0.1514359641815793 3:-0.2849698854967824 4:0.7451236430248813 5:0.3828719864570361 6:-0.1242755851459703 7:0.1206703893509091 8:-0.3612879662933837 9:0.7294693224870611 10:0.1275896565384793 11:-0.4926725162028798 12:0.6056457615973683 13:0.2604544222422677 14:-0.4421773813983215 15:0.4484382959360922 16:0.2636772555568915 17:-0.1917360205245498 18:0.4787875917253952 19:0.1262347566667976 20:0.1367036458443955 21:-0.1065911676204042 22:-0.04754659471519496 23:-0.1178929323170501 24:-0.3332666769641639 25:0.0100189385255619 26:0.09728458838581189 27:0.5653236734550531 28:0.1523051488123492 29:-0.05956262044589519 30:0.3747725647543916 31:0.6819619037949858 32:-0.1390955077593278 33:-0.4673767474373224 34:-0.8321981632069266 35:0.1513928712319149 36:0.02631259251905393 37:0.06008973389870334 38:-0.7143520237110199 39:0.1542449881175521 40:0.3288781203373388 41:0.5259487865370044 42:-0.09757825307892931 43:-0.7950185292837557 44:0.1699347259643248 45:-0.7843116168520327 46:-0.2110749825755039 47:-0.3004172164106728 48:-0.1123281416617342 49:0.6828277335129487 50:-0.4760524606680305 51:0.09067541102356096 52:0.6654590178391611 53:0.1078640308501778 54:-0.1739811388744862 55:-0.2318106877779945 56:-0.4278229786277654 57:0.1443047192674169 58:-0.4499108960525758 59:0.3125956368497231 60:-0.3091268113934379 61:-0.2473280017694632 62:-0.1073110681725279 63:0.7714925138066663 64:0.4408582011085042 65:0.4186531398104787 66:-0.1912629155897945 67:-0.6508382087976656 68:-0.2619409466270293 69:0.1258199333569788 70:-0.48649176725798 71:0.8951555833552199 72:0.09084516673579598 73:-0.1243529384005937 74:0.06393452076949382 75:0.5916802458277353 76:-0.02795405659958 77:-0.4942883825613036 78:-0.1802376277090278 79:-0.1788243548165825 80:-0.2662549258200372 81:0.2976544180742112 82:-0.4715632547270622 83:-0.06829654328492725 84:0.01316829980371957 85:-0.189549696613516 86:0.2135861671457834 87:0.39018281823572 88:0.02891483259415557 89:-0.3469682473761824 90:-0.5226467491294676 91:0.5641090300888809 92:0.0898846328682406 93:-0.1450210436321357 94:0.1942368019367693 95:-0.1387267335839275 96:0.1030455646060107 97:-0.490105307735212 98:-0.1545832103765329 99:-0.3387837879893598 100:-0.2065689933601301 101:0.3127297168602697 102:-0.1290987629846368 103:0.3742455981031771 104:-0.1473647090645295 105:0.0823292369094102 106:0.10069602045975 107:-0.05328319799215936 108:0.4191635665883841 109:-0.3802631595077537 110:0.2477372244277783 111:0.06704785257821347 112:-0.3015866878297962 113:-0.6543106112853263 114:-0.09326435847136952 115:-0.2970441056323139 116:0.6403981298498294 117:-0.1880274751960461 118:0.02349671741553636 119:-0.2386396236594635 120:-0.8318448640298401 121:0.5795728391308337 122:-0.323781060670028 123:0.1299920528023545 124:-0.2343869222308696 125:-0.4903979438042281 126:0.003588504693763488 127:-0.130390277719984 128:-0.1873941033049434 129:-0.3269706041703939 130:0.3685903420136991 131:-0.5278201352600246 132:-0.08894013971898736 133:-0.514030896769804 134:0.08195775555123352 135:0.001051401664726719 136:-0.01527662696903672 137:0.3857427277266605 138:0.0211781758654383 139:0.3842923641110746 140:-0.1329113981677727 141:0.03346978562909764 142:-0.3557457430733273 143:0.4884006389022841 144:0.04547353379676228 145:-0.2334708486848713 146:-0.3663777895032848 147:-0.206419719854249 148:-0.1512163108402639 149:0.3073113979945361 150:0.3459172538464442 151:0.03086512475724036 152:-0.4376549523546275 153:0.4240015612094583 154:-0.1038398056881357 155:-0.2998463698447871 156:0.1820404736248588 157:0.1386626222894933 158:0.1029534375269298 159:0.08676792016148223 160:-0.2223300791480456 161:-0.4317624315003687 162:0.6231986089259501 163:-0.4178395519378681 164:0.6858226896609869 165:-0.3691247449844795 166:-0.4475250034209024 167:0.05696099903191207 168:0.2838948951987532 169:0.2817511453707765 170:-0.2396591009529996 171:-0.2647283522848178 172:0.1155784390976264 173:-0.6041803416249103 174:-0.1014699146246354 175:0.08278730589898668 176:0.1500143373554195 177:0.02371550221043744 178:0.5035407824999683 179:0.1684122105544221 180:0.2516725054701778 181:0.01280577917953007 182:-0.2562494658541589 183:-0.02577864808793918 184:-0.315817322471754 185:0.6086927480985082 186:-0.4693603842160849 187:0.3498380495775318 188:0.455110216726534 189:0.3135102177817452 190:-0.3514134906021327 191:0.4184363755048126 192:0.5759293220564599 193:0.3429383782176544 194:-0.01164077793370712 195:0.4978709993705173 196:-0.07667110498108901 197:-0.8045491938385493 198:-0.1030236795477516 199:-0.2770228613659836 200:-0.08590671658303273
+-1 1:-0.90745937037586 2:0.8265778729570159 3:0.1568025137715191 4:-0.3318080602483315 5:-0.2681658185099464 6:0.04629100039187871 7:0.08495324292246589 8:-0.2026704215568544 9:0.05587062305560597 10:0.2953059527491588 11:-0.2278457250943912 12:0.201022207005946 13:0.1790577667518031 14:0.05541346615879142 15:-0.130619181894743 16:-0.2521197491424682 17:-0.2831506028498294 18:-0.2313915110864595 19:0.4411883961145741 20:-0.1115882209920178 21:-0.3488288730636765 22:-0.2284880069894381 23:0.3940499548342545 24:-0.6941586600087591 25:0.07689645490304607 26:-0.405672210961772 27:-0.001336124344283818 28:0.1822856651367931 29:0.0674777736644981 30:-0.5556732637513577 31:-0.5916619426435921 32:-0.1580768548239286 33:-0.1786455296127598 34:0.01829279699020861 35:-0.04259220604320663 36:-0.5316624700523847 37:0.6879331807048666 38:-0.3046904477329233 39:0.8501919989440908 40:-0.1414715791629397 41:0.1052871896725369 42:-0.3766646966191943 43:0.2863886367166921 44:0.1828408607843915 45:-0.413415580531644 46:0.1503812214336163 47:-0.3404153697652618 48:0.1444281107279741 49:0.1032963396978079 50:0.2073332762805176 51:0.2979588523379024 52:-0.09836423561938844 53:0.7218129906245422 54:-0.0683411318211303 55:-0.05434899621916715 56:-0.2960706080005053 57:0.3402387881758772 58:-0.5268692847331335 59:0.144142550727923 60:-0.1561771284725628 61:-0.05610488006548119 62:0.1451946650259462 63:0.3269428860738663 64:0.03834004617944139 65:-0.2678034569191232 66:-0.2507663799138192 67:-0.4596276347578936 68:0.1899821193386325 69:-0.7482620459977983 70:-0.2001486168886726 71:0.01085054801912442 72:-0.4452970023538436 73:0.03784745399694423 74:-0.1307721485501004 75:-0.6548160771909244 76:-0.02574931482644927 77:-0.1050743110311387 78:0.182388767083618 79:-0.2275954130000339 80:0.5757353902819908 81:0.4676256661663121 82:-0.005388662437131111 83:-0.8881764790566208 84:-0.6068808073355082 85:-0.4674257377901641 86:0.2008470701397738 87:-0.06049450286448241 88:-0.1794353372243181 89:-0.005948887366290304 90:-0.3208741875496623 91:-0.3244204476435015 92:0.004350121403990256 93:-0.2020624148583041 94:0.02362099238590018 95:-0.09301540617284693 96:0.2707358956954825 97:-0.04975997182167813 98:-0.1278577356473456 99:-0.4553332420424518 100:0.1077176271102385 101:-0.2036824755679587 102:-0.644170521155553 103:-0.2596552174936809 104:-0.2950288346297886 105:0.2254308793940472 106:0.0310471010692457 107:0.372961154069092 108:0.1456132619000252 109:0.1748549300806401 110:-0.4022564171625639 111:0.01273987898493966 112:0.4278388813860839 113:-0.118795906195646 114:0.212733647234656 115:0.04732423089456857 116:0.3637363029396815 117:0.5017599091055897 118:0.263138706041993 119:-0.7012874069254187 120:-0.571701803574808 121:-0.3051802299430565 122:0.08857391246428109 123:-0.07127431116318669 124:-0.07146631603052349 125:-0.07734258565194724 126:-0.137682009674931 127:-0.09707048207307761 128:-0.6291310578686592 129:-0.3063700186421963 130:-0.05217608292466626 131:-0.6167053808438199 132:-0.08877540885836624 133:-0.3642795944403346 134:0.02732721089531118 135:-0.01799691718568673 136:0.248533957250533 137:-0.2421485282786035 138:-0.3122028114826577 139:0.2783541293444186 140:-0.3483225682916143 141:-0.1548642189516435 142:-0.4181357544557082 143:-0.2809759314382841 144:-0.1417539907924125 145:0.926314277006167 146:-0.5012379636630442 147:0.2413862463411127 148:0.02678486482812988 149:-0.475540403707195 150:0.4045018260504684 151:-0.1079955250724771 152:0.3002029613730032 153:-0.03690947665396865 154:-0.05701651043149532 155:-0.0540199390285049 156:0.05462801256327796 157:-0.7523423755627527 158:-0.248491319927187 159:0.2987552195010159 160:0.1933639844799935 161:0.08314356976049703 162:-0.419962608938632 163:-0.8509193866669619 164:-0.3337377700618027 165:0.1714454606029874 166:-0.2766888399811127 167:-0.01671927321098006 168:0.09222721439363274 169:-0.2311492569792293 170:0.06043797547167215 171:0.2981737902408489 172:0.007612111032181845 173:0.3911967255450624 174:0.1300328371935476 175:0.6017900825086981 176:0.4673785983334567 177:-0.02673952351530989 178:-0.04113197094374452 179:-0.4697356521477368 180:-0.2887727381965486 181:0.2373786602555254 182:0.0001263582012749204 183:0.3611069290695396 184:0.2075309946123564 185:0.07832506722260643 186:0.2555515932575962 187:-0.8467965537291409 188:0.1248781714240006 189:-0.3553610396202729 190:0.1605413813077795 191:-0.01937383295380686 192:-0.02090926547620367 193:0.2206383155296551 194:0.3332858811277897 195:0.180724940342196 196:0.4473591993006996 197:0.2923357988587437 198:-0.4314783967758302 199:0.2725804175172059 200:-0.6248274893610146
+1 1:-0.1578530672421431 2:0.05513873412981135 3:0.3346480135958226 4:-0.09817000252281452 5:0.9909698506994005 6:0.2853050779852453 7:-0.1396295246439615 8:-0.05116925665335636 9:0.1874034648668 10:0.6681263923364236 11:-0.208893862086462 12:0.3425354835254191 13:0.3966270262961808 14:-0.5945520846415961 15:0.1360357251886269 16:-0.4495031854138156 17:-0.01622514549585483 18:0.03227048507304543 19:0.7143501925880861 20:-0.05993689793315396 21:0.2420446175586538 22:0.3222212357294675 23:0.74030663428427 24:0.3830143938757047 25:0.3752648439164883 26:0.02043549006487941 27:0.2238821157621342 28:-0.1314266190005171 29:-0.05141709744386888 30:0.1252315673230486 31:-0.0841936183482091 32:0.3098960581892781 33:-0.1572683734098143 34:0.4061050510191592 35:0.3918511582790083 36:0.04614118956998303 37:0.3198607545277177 38:-0.3394841288996323 39:0.4816579769035314 40:-0.1566642370445195 41:-0.2653803424000639 42:0.514027256447708 43:0.3968205850490599 44:0.0007528368776512327 45:-0.08592681151546144 46:0.1627641327412488 47:-0.06469347060141992 48:0.1060715508483129 49:0.3083777806952012 50:-0.045279359627724 51:0.2133631612707602 52:-0.3640946957117376 53:0.06042839847444434 54:-0.4365047957737925 55:0.03428956344664078 56:0.6314540584354362 57:0.5074433615283573 58:0.3534207082146009 59:0.1484218688037227 60:0.4064348281987646 61:-0.2159082727009971 62:0.5392897360897643 63:-0.3479250591304965 64:-0.696622524797335 65:-0.1010406527395678 66:-0.1207232621010902 67:0.1973403576170371 68:-0.3836052440064118 69:-0.3800241960015724 70:0.04083288105537779 71:0.1971167615344173 72:-0.003689707016754286 73:-0.1966991976415793 74:0.4257377067636446 75:-0.06129936354668988 76:-0.7694516703557958 77:-0.09079401150000019 78:-0.3943687048383481 79:0.1670009269812833 80:0.1576794642537797 81:-0.1652530346789668 82:0.3710689105745402 83:-0.07240728907837082 84:0.2045754440701666 85:-0.324250964977065 86:0.02088154262201955 87:0.2296921108366783 88:0.8158400998453647 89:0.2033581181248226 90:-0.3413947078297468 91:0.08831943938280717 92:0.2860605314718859 93:-0.3271689833654365 94:-0.03059190170020773 95:0.4663352962608217 96:0.2571395837841946 97:0.06194604121985232 98:0.3673416854891126 99:-0.3414216518988852 100:-0.3988072399633553 101:-0.07096143342340062 102:-0.3776386329088148 103:0.4769086944507269 104:0.06711022471438005 105:0.222312479287619 106:0.4132100158232404 107:-0.1046570859089556 108:-0.5369191748167609 109:-0.2090837849841534 110:-0.361221427035739 111:-0.09128103364319426 112:-0.01086269219289174 113:0.3212547887198197 114:-0.9158985083778233 115:-0.4129407819724389 116:0.4685268966024032 117:0.3164014962084218 118:-0.2391450580070715 119:-0.658627324240213 120:-0.1747532648810207 121:0.2660999439743808 122:0.09284639151942015 123:-0.1882508640616607 124:0.104175506979902 125:0.05175048763779526 126:0.9336098631289974 127:-0.1589991974555849 128:-0.198199559845089 129:0.04142480806971675 130:0.09656671449517182 131:-0.4427721763288316 132:-0.1705162695914303 133:0.4976048815624614 134:0.3122713575257995 135:0.3482057626047919 136:-0.08362413738325528 137:-0.630426113631764 138:-0.2098488462017635 139:-0.02430720574950555 140:-0.03925682338480326 141:0.1312802722905874 142:0.005868369130789248 143:-0.07486846382698692 144:0.2243075770662749 145:-0.0824223152404007 146:0.5264488319083724 147:0.03024542124390561 148:0.2814017722928807 149:0.008097636246355594 150:-0.01080838338578964 151:0.02820588128124618 152:-0.1227959147965769 153:0.2923764002726378 154:-0.5557182922453021 155:0.09674101622547086 156:0.2470826538852575 157:0.01784557167602343 158:-0.07093047316903131 159:-0.6250120206688344 160:0.001051602392793352 161:-0.2358074820030825 162:-0.02920629853788292 163:0.1180037900188233 164:0.1145309001916653 165:-0.2887059601021547 166:-0.1494352401768935 167:0.3829633389378642 168:0.2920968235359416 169:-0.09029578499620522 170:-0.1335689632571155 171:0.08075921245770835 172:-0.6453131206143 173:0.0007563495549718288 174:0.4652664366651442 175:-0.03642280547009377 176:-0.4808164761285824 177:-0.553464909106188 178:-0.4875755156405088 179:0.2701439825040573 180:0.00946955430128546 181:0.03092287899722335 182:0.2381923571206337 183:0.0369739842919746 184:0.1072679589296281 185:-0.03091508477966633 186:-0.3485362068575473 187:-0.03240881218707395 188:0.1323249794323957 189:-0.221375990565771 190:0.1051172110976279 191:-0.2728988450899776 192:0.5398148036580043 193:0.09272398440088966 194:0.1344298819462324 195:0.5168936157082535 196:0.3431244921667489 197:0.1915562769796524 198:-0.2137598474162849 199:0.07876213183124801 200:-0.4885120386025045
+-1 1:-0.2655981737580705 2:0.6957639905654759 3:-0.08068847639478448 4:-0.3557511399832617 5:0.928366487958885 6:-0.3051295084945538 7:-0.2605886355323975 8:-0.6441249973163277 9:0.1572566460993284 10:0.06527836553004257 11:-0.1091292159467936 12:0.1504672493852091 13:0.4287630833272898 14:-0.2861186884530716 15:-0.2303556968808431 16:0.8507697666347248 17:-0.02641766910930681 18:-0.5849966096640219 19:0.4826681601226713 20:0.004795393152866534 21:0.1283714502776762 22:0.1514372245259755 23:0.1554085129460344 24:-0.2105961888894742 25:0.3632428392227465 26:0.1425381915167842 27:0.2136331994153521 28:0.6706230773718842 29:-0.1873638330307374 30:-0.5909650788357165 31:-0.4405519452674052 32:0.3444587757948255 33:-0.1518050466328576 34:0.464629755652623 35:-0.4223527173763055 36:-0.5031611169798658 37:0.1138778176395405 38:-0.3395901718097743 39:-0.01906274424770833 40:0.4599463680288389 41:-0.492321162089299 42:-0.3131842037894587 43:-0.2877629487775895 44:0.3409330152100725 45:0.294072370929222 46:0.3720579263843852 47:0.1854710736623835 48:0.07207375578123859 49:-0.4240678433071893 50:0.1214816233137599 51:0.436566449251009 52:-0.8698828090403747 53:-0.001822093244645329 54:0.3403944011683027 55:-0.04341341529806093 56:0.2124332266952914 57:-0.04250268348134507 58:0.1941391049527285 59:-0.05163069616876054 60:-0.1572710989078112 61:0.4970709884236222 62:-0.3961498717345175 63:-0.1917995798382381 64:-0.680349402834204 65:-0.2317264448625844 66:-0.4968836822100287 67:-0.2508382359497918 68:0.8435483800034745 69:0.7448379295375719 70:0.2296046126389592 71:-0.1618123147469391 72:0.4531099762717911 73:0.3209734592995037 74:-0.05235211183004351 75:-0.3545202485433155 76:0.06619470297796361 77:-0.6173210723460484 78:0.4253266900592153 79:0.3002920341152808 80:0.2965088283428082 81:0.285968840424619 82:0.2808159968609616 83:0.06002094954655156 84:0.3764714969057992 85:-0.1087297594640969 86:0.4302496982884588 87:0.2481602250195592 88:0.02874531567366888 89:-0.2367398984607393 90:-0.6397111710443502 91:0.09422001524985454 92:-0.02339995052218222 93:-0.2188840209968814 94:0.1392869718476257 95:-0.05466812815287901 96:-0.04792333239703708 97:0.01064020636120278 98:0.4094063250317703 99:0.6475959280704754 100:-0.3418977775776432 101:0.03264214836473488 102:-0.05350130355794899 103:0.483194990674247 104:0.2284712429588061 105:-0.1970779094425396 106:-0.03526633229214143 107:-0.4158006628845986 108:-0.2383101091659681 109:-0.02852831517663552 110:-0.08073035958337191 111:0.6925709145741359 112:0.4525807771721899 113:-0.09248273355861016 114:-0.4721249963904215 115:0.2051517977211431 116:0.06833661511351719 117:0.03370335855176776 118:-0.205332215997845 119:-0.1235565061762193 120:0.1374016649468819 121:0.01269974958105582 122:0.06817101860755198 123:0.1180640922357842 124:0.1431940418897466 125:0.2963049656759196 126:0.05442445875488873 127:0.9380207354075882 128:0.3529470178387479 129:-0.2611928586906166 130:0.3048281569619368 131:-0.1338133016853453 132:-0.1761401094432383 133:-0.2497171251094457 134:-0.2529940346307529 135:-0.05808146468536834 136:-0.5773361129663218 137:0.02317005743671895 138:0.09533151405176303 139:-0.25984145583761 140:0.399716973437854 141:0.3514712607385265 142:0.08801817966705063 143:-0.2596592033731957 144:0.2786649567434048 145:-0.04565494463896181 146:0.1571056792758584 147:0.1327253525187863 148:-0.4871443716663657 149:0.4015055877789773 150:-0.08435679903402496 151:0.2797127248046171 152:0.3989944438333618 153:0.02091185828292406 154:-0.1663892113413877 155:0.1826105465321117 156:-0.3622135581178828 157:0.6259039096978968 158:-0.4152705469168816 159:-0.2321383778735392 160:0.6999183843200041 161:-0.03249098468159647 162:-0.05883670126993457 163:0.1292635395229717 164:0.4064866804429499 165:-0.02618360792030077 166:-0.808773851493664 167:0.2648457415141514 168:0.6093078175649337 169:0.4892253464913284 170:0.6691029252261166 171:0.1028029194076881 172:-0.2922419147625405 173:-0.6737619378704715 174:0.1925022563016721 175:0.3415610076789365 176:0.6646802446948676 177:-0.1649927767151294 178:-0.01795312491523803 179:0.03013175958058201 180:-0.08748063325859512 181:0.06683261882815528 182:0.0162871098453174 183:-0.07746730310823632 184:-0.0239072205299315 185:0.6723940250301682 186:-0.01192539227162549 187:-0.05157221617030833 188:-0.3394809072988241 189:-0.113329598802962 190:-0.5902878339128015 191:0.3783527101879348 192:-0.08975077453534266 193:-0.1181279935547815 194:0.8384132141398184 195:0.02255265259428615 196:0.4076174044760568 197:0.632765864160993 198:0.01194012298589335 199:-0.08231425845901859 200:-0.4104406434437385
+-1 1:-0.3553542320581346 2:0.1376084317515515 3:0.06923028955475273 4:-0.2154426234300442 5:0.3078882683317666 6:-0.5185904231032277 7:0.3920942488803245 8:0.2493095174610283 9:0.1812788618484791 10:-0.09111754736111403 11:-0.3482894875667026 12:0.103232844862845 13:0.03800562498980567 14:-0.2696221892485041 15:0.1211462169980756 16:-0.3258199967683827 17:-0.3436804063214209 18:0.1399460015881814 19:0.05448947199868454 20:-0.1435041515227903 21:0.1260958908580981 22:0.1217885519995507 23:0.4905843604451972 24:0.2229494530607397 25:0.7344426674752711 26:-0.7758633149523468 27:-0.4119513020462039 28:-0.07812719203677242 29:-0.09837273739090857 30:-0.1412536686312156 31:-0.3059540166075075 32:0.3466577594614785 33:-0.2202658276358875 34:-0.2378773656424745 35:0.6468592235394512 36:0.2897398143419671 37:-0.1203068938609788 38:-0.2842804959939345 39:-0.353489903331209 40:0.3808518809423984 41:0.3001977380341994 42:-0.2991864206793661 43:0.3009307818119625 44:0.6423792336954263 45:-0.5049827047219601 46:0.3703787678451307 47:-0.2155854644013979 48:0.2898067014135611 49:-0.03806526185633832 50:-0.3827604130656784 51:0.4229846144086911 52:-0.4015896004798018 53:0.3143445214826375 54:0.1546636823969548 55:-0.490780128063346 56:0.08695446801087908 57:0.5253066179621079 58:-0.004879376426817695 59:0.2666669632584459 60:0.1047817534265681 61:0.1285605000370817 62:-0.2736705098686847 63:0.2188579098922174 64:-0.4605733597852001 65:-0.06827177847515625 66:-0.3529272519953637 67:-0.7168558370682021 68:-0.2990516139673813 69:-0.241757245133614 70:-0.04041059029593368 71:0.005836888782801031 72:-0.01281080489097423 73:-0.7330198250277042 74:0.05154889351302953 75:0.2849515785736195 76:-0.2829941309175305 77:0.6331873451900465 78:0.2641076998361016 79:0.1577975876511434 80:-0.3420944267986136 81:0.07748989901374762 82:-0.1585685798304448 83:0.1574123581872834 84:-1 85:-0.5746586210678153 86:-0.3021356867561069 87:-0.007461066148898507 88:0.04069622952215009 89:-0.2168775980008139 90:0.1107409160172992 91:0.6139285093433403 92:0.4911871446009802 93:-0.1757939853709 94:0.5367658782216734 95:-0.1971962474343887 96:0.0334880099096323 97:-0.0381188415186631 98:0.3418488191791194 99:0.01681350249570741 100:-0.05961674750740491 101:0.5012618791050412 102:-0.3270841590585645 103:0.1800874362470431 104:-0.01048717792747843 105:-0.1254029546213178 106:0.3769425821996659 107:0.09359610139627597 108:-0.004239246771499887 109:-0.4041395779915322 110:0.3724606467142277 111:0.02928588951082669 112:-0.4785715568652084 113:0.4200755757299264 114:0.5887805810132587 115:-0.07567904996393909 116:-0.3158121585915618 117:0.390058565143514 118:-0.2175228313544216 119:-0.750001494991959 120:0.1027473612789876 121:-0.2380078410381586 122:-0.3435948413763092 123:-0.5014080734830857 124:-0.5839419928501202 125:0.2642656443492233 126:-0.1524082547351464 127:0.2446769299416233 128:0.4199015343434158 129:0.03903907025344672 130:-0.2357714312408389 131:0.2982759352568614 132:0.3303930181800771 133:1 134:-0.09840655478590518 135:-0.4083279497804245 136:0.1877274134105692 137:0.1820162558063479 138:0.5992387873254222 139:-0.2743800164873087 140:-0.09214379369919272 141:-0.4698291683014241 142:0.01236783665010271 143:-0.1180817855888563 144:-0.1248677497647906 145:-0.1333316623724831 146:0.2659077123262891 147:-0.5443559058116242 148:-0.5736513905812707 149:0.003979442460054147 150:0.2198453594361748 151:0.2375450759707763 152:0.08628538213367531 153:-0.2880055222232508 154:0.05194667289254526 155:0.2156786171441166 156:-0.493941206850529 157:0.1334081209849235 158:-0.1573954789915005 159:0.2517542470457724 160:0.08971494633762095 161:0.03587511630732586 162:-0.251902028557468 163:-0.08390424632090682 164:0.4311820090465423 165:0.0823158851517614 166:0.1691137293743699 167:0.1616298001419587 168:0.09469482214495184 169:-0.2862347221229625 170:0.1723254872982643 171:-0.05118262650698346 172:0.171041365014332 173:-0.4117641220379835 174:-0.2225904967597524 175:0.3163806333395305 176:0.4643785954385676 177:0.002555277615128804 178:0.3749210153448108 179:-0.2573806426193239 180:0.5614819451791461 181:0.1566004712104098 182:-0.04341331138210756 183:0.1624265736651525 184:-0.74941208613446 185:-0.5928131334721353 186:-0.3061348950955712 187:0.4370025107600957 188:0.1808736959740392 189:-0.3439842424471326 190:-0.673699441161026 191:0.2865304257288589 192:-0.1252069967371505 193:-0.03413876164973366 194:-0.1201662194565607 195:-0.01644881924127817 196:-0.2188420053150232 197:0.04071130036455117 198:-0.2502702003093967 199:0.2949520759593241 200:-0.3427663724694943
+1 1:-0.008942082154991461 2:-0.1085592725938067 3:0.1595610130729914 4:0.5203969552136847 5:-0.1092918616398573 6:-0.2942891960619832 7:-0.4212670884886908 8:0.4445156346235635 9:-0.5475341996388493 10:-0.9742029216536778 11:-0.2953859549992405 12:0.3650920007084935 13:-0.2353735482770423 14:-0.7638582593167081 15:-0.3842134232572926 16:0.4047934290075118 17:0.1177360698681164 18:-0.0861368599607651 19:0.2741200446141135 20:0.05220600508755065 21:0.3789112704225848 22:-0.4386718168603472 23:1 24:0.6422952768450428 25:0.6539257842455111 26:-0.688938009866071 27:-0.3672180305597314 28:0.6959901382126104 29:0.306890351672584 30:0.3985079627284476 31:-0.320958351719039 32:0.776256793183035 33:-0.6379078980719696 34:-0.3355329149734011 35:-0.4864806764744481 36:-0.2043624112425976 37:-0.2582838325620259 38:-0.3087095743592809 39:-0.05876984158740527 40:-0.5262600262444939 41:0.1284436804329985 42:-0.3001936718570348 43:-0.3745766317917771 44:0.1858651987110208 45:-0.341405698108222 46:-0.6106423264464773 47:-0.2670353992289797 48:0.4040193510413601 49:0.2074346077263004 50:0.6708236100469316 51:0.1933538229239728 52:-0.2818259266677289 53:-0.04248860608191163 54:0.08535142096814631 55:0.3096786808204823 56:0.1574628845227237 57:0.264081977765223 58:-0.1907689266530469 59:0.1798044075591436 60:-0.07371105944286009 61:-0.003972698611520588 62:-0.1740034185508561 63:0.08666932102912353 64:-0.6325087866135567 65:0.1566795039093594 66:-0.008505633319167136 67:0.4589474194276587 68:0.3541551293846774 69:0.1792473068108765 70:-0.6899603199687998 71:-0.06734882508098614 72:-0.03200322570331936 73:0.4071038999751802 74:0.4590990767357572 75:-0.2860126676664277 76:0.1974723364975841 77:-0.002264155047281211 78:0.2516971504207292 79:-0.494833822641185 80:0.0707536065323478 81:-0.05586264751504741 82:0.3051248809747206 83:0.1959905734513875 84:0.170834341065723 85:-0.2443748614595022 86:0.5096079150423116 87:0.2681513406257544 88:0.2517753979804339 89:-0.3799336427049309 90:0.1771452295020972 91:0.6760859554323539 92:0.3232367981137906 93:-0.04465341648309182 94:0.2784153978890392 95:-0.3368783677341819 96:-0.3774127874422096 97:-0.1978479464813169 98:0.4012915957613844 99:-0.382979194625451 100:0.01591859213237076 101:0.2599560359487129 102:0.567792433784311 103:0.2499780494288692 104:-0.08261110062372388 105:0.2752276726257248 106:-0.6480765186291961 107:-0.4214361754061932 108:-0.1326902049408868 109:0.281526486217043 110:-0.1515914241526014 111:-0.2286073246218396 112:0.5884647397577601 113:-0.3521001888770037 114:-0.1276364515883347 115:0.2536440267955068 116:-0.01755962035714745 117:-0.08596594861054341 118:-0.3265703446076488 119:-0.7304529970185573 120:-0.2635800986770018 121:-0.2399782460507264 122:0.2580489799543435 123:0.4556479427714708 124:-0.1057520724908195 125:0.6281710722530278 126:-0.261557665592858 127:-0.1894699102867853 128:0.0283951727789448 129:-0.287525477117843 130:-0.06846932594561511 131:-0.0168758980713158 132:-0.1321718450186576 133:0.1660186422930193 134:0.3971372307691138 135:-0.2915944910060241 136:-0.02325563842514238 137:0.2280587378635145 138:0.0471031798964885 139:-0.6718428350679734 140:-0.1738669065316416 141:-0.1500432482767886 142:0.561838450143365 143:-0.0385500365824703 144:0.173839253601039 145:0.08094915027090098 146:0.08374316908064429 147:-0.2407621150308024 148:-0.01433685535597581 149:-0.243625568419247 150:0.6243398515679489 151:-0.2495491669654055 152:0.06464966584587316 153:0.5750715967923766 154:-0.02161785027909773 155:-0.8295538246663458 156:0.4345386995906456 157:0.08324486583767533 158:0.04334666784791388 159:0.1297483351950172 160:0.9106330365729972 161:-0.5368309444799932 162:0.3298917661459992 163:-0.4331685543385693 164:0.297416170365618 165:0.05528849800756964 166:0.3763416769125232 167:0.002521844498568404 168:-0.4113379511279109 169:-0.1992502400904879 170:0.3057796818007034 171:0.4444749727453232 172:0.04980119512808158 173:-0.2276632844420282 174:-0.1359351545139835 175:0.09305578715047244 176:0.08881913423842294 177:-0.1353734240027826 178:-0.5378477087023519 179:-0.1119647420514976 180:-0.2769711426570403 181:-0.2998512652621763 182:0.1705654997625177 183:-0.2661224938422321 184:0.04774018787824301 185:0.1634753651361004 186:-0.2434408035510596 187:-0.04829693630295501 188:0.1684151972241176 189:0.02600101993368741 190:0.5267498471029753 191:0.08053036405146269 192:0.01694155704883772 193:-0.3970867132201456 194:0.08470878872452436 195:-0.300182107314386 196:-0.540643573756371 197:-0.2639870874036316 198:0.235936852383577 199:0.4711275798266955 200:0.096494440305115
+1 1:-0.6650031692565987 2:0.04339248373130689 3:0.3431256161469884 4:-0.5472073554286542 5:0.4120192248737089 6:-0.4116369738268882 7:-0.02808763326867166 8:0.178278207801517 9:0.1896199232033188 10:0.3020409144278877 11:-0.4402656782474049 12:0.02338706381937655 13:-0.3178839733231714 14:-0.0002314490176634348 15:-0.5813250402718153 16:0.08060095805670557 17:-0.4329844464435137 18:0.3019568213406979 19:-0.1383990677232334 20:-0.1092876813065205 21:-0.5749032303006171 22:0.2172263010394545 23:-0.01833376289635679 24:-0.0188423190828244 25:-0.06326815186107164 26:0.1551285753827878 27:0.1291301243285541 28:-0.1095134568583009 29:0.1106630361462654 30:0.1677768692908838 31:-0.09578784323996301 32:0.4784297393848699 33:-0.1282850248892005 34:-0.1723876794794098 35:-0.4547893730835014 36:-0.2931292236171895 37:0.1147966726633846 38:0.2922263452049891 39:0.2639331274843305 40:-0.03933239381451659 41:-0.1516125477780515 42:0.54507964379885 43:-0.2050473121714288 44:0.649334191104988 45:-0.5838472251798971 46:0.1514722811428578 47:0.1681244192648212 48:0.1691150202608927 49:0.5347262308727938 50:0.2059037318636128 51:0.4509033897184433 52:-0.03517453231338316 53:0.2026299826425279 54:0.1948723882477327 55:-0.2391088461787451 56:-0.05949166513755486 57:0.07874374649467444 58:0.1274484071067094 59:0.2904219771103799 60:0.2241468246258704 61:-0.02625816845626185 62:0.5508216756460355 63:0.111425124813422 64:-0.1156996529718841 65:0.3282414551229501 66:-0.01625492670812784 67:0.3263155031240604 68:0.3312571074082069 69:-0.490058760378531 70:-0.01131585728594763 71:0.1497199159729085 72:0.2143003544081282 73:0.4944438261055571 74:0.1501632919740528 75:-0.09426541285047615 76:0.4704115054309774 77:-0.1938548348216719 78:-0.32569180495661 79:0.06757013576808951 80:-0.1704814077173833 81:0.6112385268846119 82:0.4086426817761523 83:0.2709157830205307 84:0.07638857926108655 85:-0.3791181577806298 86:0.3594347625693957 87:0.1758390180032467 88:-0.1640603621743014 89:-0.1291725593607893 90:0.09063046802480257 91:0.4163745260035292 92:-0.1890427777929821 93:-0.01653557555798798 94:0.7255246136421118 95:0.3507755977114033 96:0.09090753621344183 97:-0.2359246591449319 98:0.09488834663192174 99:0.443687687369137 100:0.2199792230009914 101:0.5668932767439965 102:0.1964527947298952 103:0.151180690811912 104:0.3096769524767475 105:-0.3563668919956062 106:0.1015702084443423 107:0.0005974982111072169 108:0.04890990513580357 109:0.07107153383844536 110:0.1038522657669548 111:-0.1801700376614233 112:0.4900580436693603 113:-0.06272278774774678 114:0.3229457574323161 115:-0.2808001631235756 116:0.07197802334349661 117:0.6462115690161268 118:-0.04583290099297899 119:-0.2466276682596455 120:0.97017070492114 121:0.02908001366722776 122:-0.6669969053110993 123:0.2905181264340709 124:0.06197233586352251 125:-0.1779656326036097 126:0.6182934901052323 127:-0.04355063834869862 128:0.2259647934427499 129:-0.1500180868640064 130:-0.04933179348498902 131:-0.2723731221166217 132:0.1042895977267446 133:-0.3810954201164434 134:0.03854187971188266 135:-0.1279179226229611 136:0.2092334123627929 137:-0.1397108055055389 138:0.09383150899246165 139:0.1811631159185685 140:0.1029812924379748 141:0.1768799452295533 142:0.04361297949835838 143:-0.457446161885068 144:0.1084812503521281 145:-0.6184958596132676 146:-0.6926489314865133 147:0.1810092681786896 148:0.1523867963291684 149:-0.2823872252272994 150:0.1446131699882155 151:-0.1145956887111212 152:0.2011515250292258 153:-0.7290614786946125 154:-0.3501535082722932 155:0.2326768819351365 156:0.2707758273376952 157:0.408188302250458 158:-0.1647423364115962 159:-0.2883853239824667 160:0.03888100030788863 161:0.05651269927974115 162:0.1949861797193014 163:-0.2051355072749064 164:-0.2601528767478974 165:-0.2029387795899355 166:-0.00645777703222998 167:0.2932243030196889 168:-0.02111402423113519 169:-0.3691061795630377 170:0.2106063310158801 171:0.1312967686500713 172:0.12835133062828 173:-0.3594734099884976 174:-0.3287491949121297 175:0.07025512820424394 176:0.1851404003104739 177:-0.3949636031973879 178:-0.411516499627173 179:-0.3652055099688223 180:0.2422025620977746 181:0.04495211597271009 182:0.3129675014988834 183:-0.4081625709675564 184:0.08318896779959999 185:-0.634257650689265 186:0.08029150147588404 187:0.09392264398140958 188:0.02485650939431021 189:0.3203638597634655 190:0.4881617060607804 191:0.4315689781246849 192:0.3675123807557976 193:0.3002503084555327 194:0.1390133830900384 195:0.1078758097242396 196:0.1409283086222323 197:0.08776419511042677 198:-0.6566945574671178 199:-0.1680003500091166 200:-0.3815972593346729
+-1 1:-0.03024947801915749 2:0.1477646615611875 3:0.02413062791934815 4:0.01294634519954382 5:-0.3778464593452477 6:-0.7036848694609471 7:0.0557354295971951 8:0.1630820100499497 9:-0.3958710490216021 10:-0.2675723273490968 11:0.394270226011334 12:-0.005121381040874007 13:-0.1799741311157227 14:0.1917999173244138 15:0.3186383967704853 16:-0.05938623088054277 17:0.2653193912224279 18:0.2877055158637175 19:-0.4624074453190545 20:0.04263465900246427 21:-0.3492645278285003 22:-0.068451550450249 23:0.2675906984891944 24:-0.2829211042130883 25:0.2231050584148999 26:0.1712249881104935 27:-0.006622909383643093 28:-0.5991678530069614 29:-0.1928372826556262 30:-0.162765993787729 31:0.1913969613234437 32:-0.2461528009704265 33:-0.2959612882480964 34:-0.1616604259840131 35:0.3861506138857651 36:0.2628319812248986 37:-0.03428690630701683 38:-0.162288168107854 39:0.2997978112159088 40:0.09155490585371395 41:-0.2515349129637994 42:-0.5377648493546577 43:-0.3121277407782815 44:-0.1134912709778895 45:0.5738878364281798 46:0.4229497849106791 47:-0.29931208796155 48:-0.1161502553381741 49:0.08819128482758878 50:0.9813258161792191 51:-0.04761112892736367 52:-0.4060666362181836 53:-1 54:0.02949747124367143 55:0.1855182485006274 56:-0.4511120348083524 57:0.06907156678515834 58:-0.2383111038821125 59:0.3166554743848627 60:-0.3630128338110182 61:-0.2512780275416057 62:0.1175259064785081 63:0.1858409467205913 64:-0.1392040189317872 65:0.2570714151923168 66:-0.2050847113402954 67:-0.2651618354736447 68:-0.04206149885860529 69:-0.6532097412961937 70:-0.585513194247542 71:0.0084886920521728 72:0.2514294008591931 73:0.3542071377182198 74:0.07968195568022876 75:0.2286100622994065 76:-0.2580319932948656 77:0.09677804726167116 78:0.4749431857326957 79:-0.2022137206334812 80:-0.1818016351844 81:0.009738507860217821 82:-0.4605188373288105 83:0.3926723602381489 84:-0.6981914344500926 85:-0.5383517030961851 86:0.3611474536414697 87:0.4267474369894129 88:-0.3505050530215663 89:-0.1455966990547583 90:0.4283024418790811 91:0.6469491042400941 92:0.006476967092235851 93:0.003260782053381789 94:0.1467012647766319 95:-0.2675287413838066 96:-0.3372261839177961 97:-0.3412506560485629 98:-0.1792947350669324 99:0.0002406011253156051 100:-0.07757841182492073 101:-0.6931102716004315 102:-0.27187105417186 103:0.5034411552158841 104:-0.2818249191879281 105:-0.559661815190918 106:-0.2249104397555585 107:-0.2620263425056438 108:0.08166176272198207 109:-0.3827846193200177 110:0.003479015595700706 111:-0.2800366829763652 112:-0.09649451077656865 113:0.1972618091786518 114:-0.1099205066285796 115:0.1054662738038593 116:-0.2945498144302991 117:0.2525952680584527 118:-0.6236803317512838 119:-0.05570445721782177 120:-0.03245211926789173 121:-0.06495314940510985 122:-0.01260066228387755 123:-0.4209080233803758 124:0.1072523434506897 125:0.1750589792649726 126:0.3443219451601236 127:-0.3168636075463133 128:0.352214482376518 129:-0.4335585143005632 130:-0.8048105505457577 131:0.07844080373899026 132:-0.3498632175442833 133:0.4864505784283764 134:0.1390921215377897 135:0.09518599723974368 136:0.008566136458615606 137:0.2304636559218308 138:0.04454901507089708 139:-0.1432504321716209 140:-0.4081238265441617 141:0.1615391701814273 142:-0.4683086803295875 143:0.5935742227749421 144:0.1851031000473549 145:0.1130129819793304 146:0.5098822937312133 147:-0.5771254715552835 148:0.1475429983915152 149:-0.2190265325542501 150:-0.08782081056884455 151:-0.01640317144470563 152:-0.06324007659373038 153:-0.686674824091084 154:0.4095085768309946 155:0.3917483061428433 156:0.006149997301701945 157:-0.5544540369030145 158:-0.3451029901259677 159:0.07408236118572481 160:0.1191802929438222 161:-0.004510603862023066 162:0.7716462866778884 163:-0.03896432794925504 164:0.582316160641204 165:0.06310221974320662 166:0.07681260327619734 167:-0.3634735447743343 168:0.6701666857865063 169:-0.3577295552516084 170:0.4525184517481022 171:0.125937560241828 172:-0.1340398489372203 173:0.0443389605755253 174:-0.2502858075987244 175:0.7795402338785691 176:0.5175171364816833 177:-0.5878261907652632 178:-0.5753967682527416 179:0.1068018186067095 180:-0.0108255381669638 181:-0.2837237783631307 182:-0.0873767156751328 183:0.1699269813815263 184:-0.317510630337195 185:-0.2512780694662671 186:-0.4803148025160739 187:0.3497132580969599 188:0.4253497676102365 189:-0.1246773976691469 190:-0.1007435359900434 191:0.6861701857094638 192:0.3743408390202503 193:0.1858561074586949 194:0.08349128482480818 195:-0.405323213951191 196:0.3526016842575987 197:0.1339482746368187 198:0.07490108651212957 199:0.3001330800897627 200:-0.4234300722581847
+1 1:0.5144892220907989 2:-0.812663149425138 3:-0.3363098016947848 4:0.2658452042995375 5:-0.5358912698614136 6:0.1293596406941694 7:0.07196403128175793 8:0.08103448616310432 9:0.1032278123221573 10:-0.4524874421029094 11:-0.2290618601182124 12:0.3875241304484271 13:-0.1818744462447883 14:-0.0267586411953214 15:-0.694499810008485 16:-0.1516729504586083 17:-0.2168789360747982 18:0.2957635788252748 19:-0.1407435395530419 20:0.1213317920105094 21:0.2461007405445235 22:0.2788274712999141 23:-0.01346828394419544 24:0.130190822081208 25:-0.3053858516142293 26:-0.02041963761108873 27:0.05678307671007636 28:0.0387743972509645 29:0.3292801094028035 30:-0.2367242605359067 31:-0.006787014535217243 32:0.4935970436419976 33:-0.412431477856111 34:0.3465664415699649 35:0.4215727195039476 36:0.3726053151899922 37:-0.2686270911688048 38:0.7507261784551864 39:-0.2918894709748565 40:-0.4621456657145674 41:-0.07619553894626976 42:0.5328629118602022 43:-0.08302797243323953 44:-0.1312757788361206 45:0.07652357435587109 46:0.3305798408471112 47:0.01489590392360925 48:0.2318142962706391 49:-0.9029881253978909 50:-0.314551917655895 51:0.7375626392636305 52:0.01355767295876231 53:0.6991034305622188 54:-0.369910545979831 55:-0.09357438073126743 56:0.5405826701217378 57:0.01880479265665508 58:-0.06622361092029265 59:0.05375677296231487 60:-0.07275390934701489 61:-0.2985039050454888 62:0.6077811473383247 63:-0.4455754503245198 64:-0.07133904706776255 65:-0.6816110773339434 66:-0.2879811384888402 67:-0.3924435843964827 68:-0.1473855987975297 69:0.09342772244255962 70:0.1298015796044882 71:0.4027442991051782 72:-0.2951900026915609 73:-0.03872026156587446 74:-0.2451727799656926 75:0.09944707041262563 76:-0.1429050313737034 77:-0.1732000742444478 78:0.1636073358156115 79:-0.5261199290257847 80:-0.3829900857423586 81:0.3906611738360938 82:-0.461717048901078 83:0.07274497739928736 84:0.1943665416301418 85:-0.5352282125190544 86:-0.2291008577192187 87:-0.2336004224730009 88:0.150172500450259 89:-0.008412903491268081 90:0.4063958004925325 91:0.3598102768342146 92:-0.06956324574345059 93:0.2315077210653962 94:0.8645917477156689 95:-0.6201931092139276 96:-0.06949173836307837 97:0.02400652085256336 98:0.7492791155769559 99:-0.9567973087858885 100:0.6551316579050961 101:0.1336495446338783 102:0.571572220373363 103:-0.02503701030360372 104:0.3587182317585532 105:-0.007197840494330435 106:-0.1855974128806638 107:0.2702423923094241 108:-0.2624312196325647 109:0.1828485279572647 110:0.1161837999645358 111:0.04523345288431781 112:0.07438057077931029 113:-0.1717458177037574 114:-0.0587240308912305 115:0.1055416419991503 116:0.7333532364678519 117:0.2135174848198048 118:0.09295391208036086 119:-0.08415585708808208 120:-0.6089707360408336 121:0.8455269532953068 122:0.2103427089536428 123:-0.4719543947345539 124:-0.09241951485420585 125:-0.2519932306635846 126:-0.09649129532511302 127:-0.3961197889554449 128:0.5283107487134644 129:0.4782129372152152 130:0.02843121120336548 131:0.0634341680000365 132:-0.1954061355730108 133:0.04321418727173078 134:0.3044663139320242 135:-0.112294490122275 136:-0.385427530038112 137:-0.2671211376171932 138:0.03766172074322541 139:0.2511821200257768 140:-0.2057523844069574 141:0.08003521582879521 142:-0.1454706756273304 143:-0.1426412378989672 144:-0.05083789998126374 145:-0.3194652289127247 146:0.432288156091192 147:0.4948939632779114 148:0.04840098861198214 149:0.0714827967044353 150:0.09895970547150902 151:-0.2150935890435814 152:-0.2403282745014183 153:-0.0879805972511707 154:0.05281281051234005 155:0.04905764166130395 156:-0.443605599759766 157:-0.1278095608441438 158:-0.1489474298493342 159:0.7220063079224449 160:0.2763431186580045 161:-0.08104873845480254 162:0.1180779775127278 163:-0.1831058005101602 164:0.1835030328708074 165:0.752970744911734 166:0.2608775660142826 167:-0.226398905637082 168:0.1941761558813898 169:-0.2457317269216439 170:-0.2040738536146307 171:-0.01547133946122477 172:-0.7145681343666466 173:-0.2694743162159299 174:0.69579088463848 175:0.5609941544129917 176:0.05710516285833617 177:-0.11708920353142 178:-0.005968912532914775 179:0.2335438490499667 180:0.3622951568895939 181:0.03853315842695282 182:0.8016200196886022 183:0.4443862181035108 184:0.03911375459177816 185:-0.2759152660873095 186:-0.3328278163414877 187:-0.163380109056083 188:0.03411566048699447 189:-0.2604765737135604 190:0.004166115543711393 191:0.4501456634095182 192:-0.2489413690790248 193:-0.1038238900729413 194:0.07120537679246565 195:0.2770949333981325 196:-0.04384728860675285 197:0.4571330352831155 198:-0.1702174205980556 199:-0.07367940801081151 200:0.06700111536237491
+1 1:0.2434162779456466 2:0.009131113620771 3:-0.3569311796506363 4:0.08559357892328676 5:-0.4086945232768264 6:-0.7051868733470785 7:-0.1854836100279024 8:-0.2353821985783009 9:0.5548016784062835 10:-0.0296969802952335 11:0.1871845984551682 12:0.3551551356176691 13:-0.1192506392709092 14:-0.3072975889481309 15:-0.08639099193765384 16:-0.4607718631044683 17:0.2270985924165481 18:-0.4222365317490447 19:-0.218034735776903 20:-0.01425450290488374 21:-0.6272221434018402 22:-0.3362086286794649 23:0.5861952153024794 24:-0.07265944961620963 25:0.05675159363970656 26:0.1715931881739616 27:0.674880810954371 28:-0.07926683411042558 29:-0.04903228073873206 30:0.1449781157622712 31:-0.07190466626602127 32:0.07933719423973111 33:-0.2111653106325779 34:-0.3465280089629049 35:-0.1612996925839082 36:-0.3498173538501633 37:0.1258760885185541 38:-0.2177371736808755 39:0.5056860052331176 40:0.4017615222937458 41:0.1229266308610426 42:0.4571391513707818 43:-0.08460175743173234 44:-0.1976888612534815 45:0.7311784158470549 46:-0.2957465597958067 47:0.484555541427471 48:-0.1751693409775568 49:-0.06714623680050848 50:0.4423185174083401 51:-0.307775211462319 52:-0.432214216022655 53:0.4621204059286296 54:0.3985742724106844 55:0.4647955800775401 56:-0.3949069118648388 57:0.5738869505630935 58:0.4315156160706687 59:0.1547145690712474 60:0.2419662680038923 61:-0.3454754092269809 62:-0.2015540886332006 63:0.03301866741673477 64:0.09592975740349149 65:0.5755121399107743 66:0.1296590735262371 67:-0.3858686645094476 68:0.3560974426016286 69:-0.4209448156538936 70:0.227149605982804 71:0.6093175200064659 72:0.256067119653287 73:-0.1335477701011906 74:0.423235697055489 75:0.1690638605422092 76:-0.3252262498995547 77:-0.2367803005734223 78:-0.1859414956983966 79:0.07734994420201433 80:-0.3280944821757532 81:0.3398750375884787 82:0.7634337104779975 83:-0.3176452824291155 84:-0.2825912380555252 85:-0.7455007299499813 86:0.03857382543265664 87:0.3158119336723555 88:0.09078378216466444 89:-0.1606469767547122 90:-0.1301181015258684 91:0.002808520400808784 92:0.03633625224880134 93:-0.7947268358576043 94:-0.007273399916537707 95:0.2652909784715921 96:-0.416008246944844 97:0.3174385621633553 98:-0.02124089316026781 99:0.1636484272331352 100:-0.5323480662303407 101:0.3511672154358542 102:0.5541168093178874 103:-0.3213683634470032 104:-0.3148325060656792 105:0.3489122255952346 106:0.1565459930674906 107:-0.3547095195447206 108:0.02724999646424693 109:0.0741782031062428 110:-0.02311005793587353 111:0.320921928713317 112:-0.1774621773548966 113:-0.02679592110530427 114:0.07134579179948669 115:0.4321107735578668 116:-0.1314717454509614 117:0.2832569102234461 118:0.05544080607895804 119:0.02986719306213492 120:0.0931323100414839 121:0.286590153108025 122:0.2803463309927386 123:0.03761990985130549 124:0.3019462577610783 125:-0.5225045626887558 126:-0.6237709429827102 127:-0.1134419852243918 128:-0.6098138907515303 129:-0.3366284467410087 130:-0.06171913700809226 131:0.3783191841839676 132:-0.546684653511162 133:-0.6327592919218198 134:0.1444653172679272 135:-0.1627271323826114 136:0.2866592762306393 137:0.2929456633547517 138:0.3147269639444224 139:-0.4103196349159015 140:0.4052145947644543 141:0.380360371496156 142:-0.5528553834057678 143:-0.1252544821713711 144:0.1965925350838156 145:-0.0682451616695873 146:0.4416616076829709 147:0.4267917787291387 148:-0.04804056553466392 149:-0.2212192425008612 150:0.2575085475638494 151:-0.2720487121752781 152:-0.1569473027601048 153:0.08465089357386944 154:-0.1942320100448582 155:0.3663012383345179 156:0.05573505521613985 157:0.390683223867003 158:0.01092699406432239 159:0.3982675067753429 160:-0.02631229070379704 161:0.1766488702171617 162:-0.04915199562788877 163:0.02639704345577074 164:0.04507300406330181 165:0.1265405460119483 166:0.1307577149331703 167:0.3602612880634704 168:-0.5861632208559755 169:-0.5523418041215642 170:0.429913813728738 171:0.1748514899422684 172:-0.4266075366039022 173:-0.07410469546721371 174:-0.3048291203101879 175:-0.1958950185442728 176:0.1948470945387904 177:-0.2260913569450975 178:-0.2492448775699979 179:-0.1190933387729758 180:0.1102999270736356 181:0.009475221034707021 182:-0.3452198444046317 183:0.4471234884956972 184:0.7450154925062107 185:-0.2594412950289681 186:0.1041830685412177 187:-0.3667148171952859 188:-0.06772056718361827 189:0.05225934523735279 190:-0.7504857128849358 191:0.4957862254155444 192:0.4766060835652109 193:0.3888266903641105 194:0.4386863216923019 195:-0.02165872035481131 196:0.2849430075310844 197:-0.05704374406718421 198:-0.1815475774969411 199:0.01439815711174156 200:-0.05527626390277385
+1 1:-0.1923190830029278 2:-0.4926881858466833 3:-0.03589213284061347 4:-0.3621625690493246 5:-0.2408519680730583 6:0.1863644399788423 7:-0.04300200137243307 8:0.06346271263111503 9:0.04972257518601252 10:-0.5290887508234196 11:-0.4897975104923867 12:0.2346949736966583 13:0.05554311850566694 14:-0.5263504635161584 15:-0.4372579020842049 16:0.07477080237701378 17:0.3003999643776802 18:-0.1366298639933747 19:-0.5990034884196453 20:-0.126724202823391 21:0.4733282371508412 22:0.1227210392533916 23:0.2800021307300262 24:0.7191076631862093 25:0.2161342622510508 26:-0.2527668854105407 27:-0.7812718901348235 28:0.3843593440302185 29:-0.4562372821207651 30:0.588802906178113 31:-0.1049308965629955 32:0.09867605559365099 33:-0.3410471180171445 34:0.4186216884059021 35:0.009984036710882438 36:0.323062563763395 37:-0.1212934799463969 38:0.7576294110950568 39:0.4934771598139665 40:0.03752425386823842 41:-0.5231759074715516 42:-0.01154459574208468 43:-0.4387881999409209 44:0.5202013851299376 45:-0.2728957478288667 46:0.03379613625665229 47:0.1460729284607266 48:0.3488746927798094 49:-0.6106947455167935 50:0.1369496627257081 51:-0.1872540344508077 52:0.009158941460815223 53:0.5130478203005666 54:0.1627998246186378 55:0.1837588911154457 56:0.2135112384500464 57:0.1967381918283972 58:-0.6205622127974743 59:-0.09513344983930055 60:0.216583202029393 61:0.4442532680543126 62:0.1983977207961427 63:-0.1455311261692632 64:-0.2460286440465128 65:-0.386650633262895 66:0.01228245389577365 67:-0.02541128429487088 68:-0.05587692672651157 69:-0.2629531149900055 70:-0.3351355118241685 71:-0.4977820365253718 72:-0.1013130449925581 73:0.194685349187508 74:0.5475461084767004 75:-0.3541240494215615 76:-0.295454541246739 77:-0.02533037643099553 78:-0.7309008246140366 79:-0.3632441974737271 80:0.03868940269790574 81:-0.396542653663596 82:0.02804334428132252 83:-0.4435347057753876 84:-0.1943651542363827 85:-0.1765224361595673 86:0.01150358257073803 87:0.1752133274077012 88:0.2705836829612883 89:0.08460298060763285 90:0.04239461390195021 91:-0.3407952506911007 92:0.1926416187441595 93:0.6134539404735728 94:0.4924445540697944 95:-0.1970216632085806 96:0.00867543862017367 97:0.1523121899021519 98:-0.005352919374025017 99:-0.262073580725521 100:-0.3771770813555706 101:0.1157952486137546 102:0.1487995570710985 103:-0.104095289438048 104:-0.2181898914629022 105:0.1281823719083913 106:-0.1753717917513408 107:0.1475031677779919 108:0.2149782231445951 109:-0.4094951620036651 110:-0.2551401907809305 111:0.1735114488103238 112:-0.01032832372289118 113:-0.08954145685890613 114:0.2781691397830949 115:0.5332450423595148 116:0.8208268147284087 117:0.4211022121001217 118:-0.08480720561587413 119:0.02713897887367486 120:0.3785053354237159 121:-0.4311670615175425 122:-0.1927913596741659 123:0.1152598624609436 124:-0.2461658231465692 125:0.2143861594485269 126:-0.2178474239126791 127:-0.2627544377989707 128:0.2847553226004619 129:-0.03320380304446251 130:-0.2763860645268263 131:0.3503768776130659 132:-0.2796478702127614 133:0.5006235487108471 134:0.4674963288549851 135:-0.3329261955158354 136:0.2702714756609731 137:0.4259377334513772 138:0.2200654887315231 139:-0.04545566698279028 140:-0.8806203591615497 141:-0.1726321225968685 142:-0.3012285068939627 143:-0.1393201145118796 144:0.06505742213718133 145:0.07928384766537984 146:0.1932424921853338 147:-0.4134427418408656 148:0.5573098590129848 149:-0.4288824531557495 150:0.4325987094354475 151:0.3101298625574013 152:0.09503592915232066 153:0.3947633034117632 154:0.1815296674946058 155:0.09532068570277757 156:-0.1425250550350649 157:-0.4809019075783083 158:-0.4582433057985581 159:-0.1592278745371988 160:0.326031248317311 161:0.01848756551983427 162:-0.2036945336182333 163:-0.3185748481946032 164:-0.3091957480957995 165:0.06889573629262906 166:-0.1948926224619642 167:0.4522058721748871 168:-0.1597707961767396 169:-0.07281753789135074 170:0.1139405917154806 171:0.05947524124845787 172:-0.9680738520917829 173:0.2865900722099258 174:0.1492372202588247 175:-0.0007966169450661642 176:0.6401561395593969 177:-0.1438589885456937 178:0.07080826884599795 179:0.2632845933465764 180:0.6561793293802797 181:-0.1822990375081157 182:0.1254573463683611 183:0.05887661537812861 184:-0.2518521067593343 185:-0.4180409643788504 186:0.4097374860902126 187:-0.1390264173402676 188:-0.09041136058285743 189:-0.5381730100762396 190:-0.4593352078443589 191:0.1159947586252459 192:-0.00887129697714259 193:0.3781938440911201 194:5.732295680063726e-05 195:0.552468902717516 196:0.163200520417235 197:-0.5217185789798575 198:-0.1066846546496481 199:-0.376934516489187 200:-0.7235400111009033
+-1 1:0.2523355210340045 2:-0.2995249009245562 3:0.1915174625495341 4:0.09261867731844574 5:0.2788303287343816 6:0.01891639368369283 7:-0.2873137594628022 8:0.3668092458681331 9:-0.01482397736257973 10:0.4957699099411378 11:0.2227634461673536 12:0.05719911281747872 13:-0.1226376886509504 14:-0.1782013118575266 15:-0.5144054424482731 16:-0.280152488266168 17:0.5506961461924882 18:-0.01002459733300862 19:0.04469624256960054 20:0.03240400414474626 21:-0.09749292509383062 22:-0.2909646681907903 23:-0.1169006384706352 24:-0.1050602516726461 25:0.8150621476389261 26:-0.1908226171678392 27:0.614962799737017 28:-0.02552237465905417 29:-0.2730880023220415 30:-0.2587379771698069 31:-0.04603218062439566 32:-0.1297857708711079 33:-0.1697510548243708 34:0.08094027783277635 35:0.002193375589598451 36:0.1942637151044621 37:-0.00900349370797578 38:-0.7397717495879826 39:0.03279956137565344 40:0.06172628499898505 41:-0.1934623719256129 42:-0.6243807131775166 43:-0.3491951313100632 44:-0.4306530056206631 45:0.5112467461554543 46:0.1938679201518223 47:0.2051875072381112 48:-0.3650646663157701 49:0.3621852645006745 50:0.2763785938331222 51:0.3388468715839972 52:0.05851222635511874 53:-0.2244409138292476 54:0.01377010913172133 55:-0.2994821688670204 56:-0.06106806308082379 57:-0.2405043461138341 58:-0.3804115767598643 59:0.2594545556090645 60:0.2745177370836104 61:0.02849114867100506 62:0.03431815143088163 63:0.2033198122707214 64:-0.1245406458233138 65:-0.7251668183306752 66:-0.6110191012632739 67:0.4374840485407651 68:-0.4544272411358705 69:-0.3046849514970874 70:0.07784850991905204 71:-0.006172765023200279 72:0.1914739876356034 73:-0.2489917559858986 74:0.04187575657680849 75:-0.8237308102641755 76:-0.2866399614622747 77:0.08885769872609162 78:0.2855788172346226 79:0.1251804171549952 80:0.4602749815118098 81:0.2773128070065441 82:0.06547810245368452 83:0.4420802567943717 84:-0.6131883506229736 85:-0.600668541197859 86:-0.4680339992741667 87:-0.518514511684986 88:0.3720449079082002 89:0.05899771513588287 90:-0.368872615925226 91:0.6659004124827367 92:-0.2956211407307338 93:0.1127124723290927 94:-0.2616594054681206 95:-0.06866968719035522 96:0.1757306142349358 97:0.5348570255908256 98:0.1591248123366724 99:-0.6336499018658448 100:0.2309276494366025 101:-0.2092000325212243 102:0.5255847723875676 103:0.7626858163456147 104:0.4611583225629351 105:0.3539640397042401 106:0.4176522570040193 107:-0.3355131960100074 108:0.09446578167267594 109:-0.08061872935539058 110:0.3902117401442133 111:0.2888257322148332 112:-0.2299590932170608 113:-0.3799111459144485 114:-0.830444712841048 115:-0.019777846751468 116:0.5819115694798003 117:-0.1181825940236964 118:-0.3443822900048709 119:-0.8997782299939314 120:-0.01574260787070476 121:-0.006767464200163685 122:0.398963664876105 123:-0.2443718962684741 124:-0.3450108165420909 125:-0.2234564033098108 126:0.4256144687741392 127:0.133324449663003 128:0.6664666416590689 129:-0.3414257263399252 130:0.1198102463479639 131:-0.4505060666944198 132:-0.1370646131073365 133:-0.7153842480192178 134:0.3397081094356815 135:-0.386047017664538 136:-0.1421976112801659 137:0.2602257790701993 138:0.07518835308620414 139:0.3503533623271947 140:-0.2791031663032362 141:0.328027468686842 142:0.04671427369706297 143:0.2681386666756081 144:0.01497989975004938 145:0.2826901123360185 146:-0.4890345259713154 147:0.1023265212402219 148:0.4501682556820164 149:-0.4224279348581236 150:0.4898188205162247 151:0.7312538367649745 152:-0.09786429155160434 153:-0.1347888569059144 154:-0.6812662376670522 155:0.8484814686146889 156:0.2945569936511392 157:-0.005712472499134362 158:-0.0309094235553589 159:0.2883885847569829 160:0.03970340496856144 161:-0.9151535203664128 162:0.1496051181034076 163:0.2764145510091902 164:0.2442801761845602 165:0.1301854033571206 166:-0.1485087160288605 167:-0.04297205479591831 168:-0.3873052830424052 169:-0.2940025188002647 170:0.6330806534119112 171:-0.7000331380957965 172:0.0001256912071414956 173:0.03882494199438713 174:-0.4856756066264523 175:0.4115816769785524 176:-0.0706365213877943 177:0.1153888296610857 178:0.0779105630072533 179:-0.4083502596696971 180:0.698329914598849 181:-0.3201292278638935 182:-0.3996366538708298 183:0.1531461920889138 184:-0.169143656595112 185:-0.2833765110920479 186:0.01448812854051244 187:0.2659771333176179 188:-0.1612245703082473 189:0.1332178638269716 190:0.0429798752812848 191:0.8577759811409243 192:0.2281280309134185 193:0.5660084704397887 194:0.5598595055606771 195:-0.4380776656585074 196:0.4587909147648197 197:-0.2165349472774253 198:0.04243429974066492 199:-0.2919019801254013 200:-0.6822695079067871
+1 1:-0.320694980196231 2:-0.1527644905938662 3:0.4542056111368918 4:-0.07124120399105041 5:-0.008476014091917103 6:-0.0006873209783678016 7:-0.6724235932164014 8:-0.4002514121083039 9:0.3567819296698554 10:-0.9717495714031636 11:-0.3515071935250133 12:0.4532581953526018 13:-0.7172215571970182 14:-0.7411591245914351 15:0.007725231198883561 16:0.1454329981859962 17:0.1091053087809346 18:-0.07324514753243562 19:-0.05130082833675786 20:0.2307558937422376 21:0.4246515569258948 22:-0.4318042367260788 23:-0.2019633064722908 24:0.3673008943458154 25:0.2600502454520103 26:0.2744022740238056 27:0.4411955183848633 28:-0.1038039903801546 29:-0.1863340937998348 30:-0.2843634444525784 31:-0.2126833666568859 32:0.2009459006790465 33:0.2606145064744066 34:-0.1366777992792758 35:-0.029403753440846 36:0.3144781683683581 37:-0.1556302784256294 38:-0.1831158347107078 39:0.1027695754603077 40:0.6199024835904612 41:0.2992671970199291 42:0.3742147083572849 43:-0.1806656882918266 44:-0.3587018236324533 45:-0.5370143466351658 46:0.2738163535939546 47:0.3371830773817279 48:0.1764460003989809 49:-0.2785356295464249 50:0.01702945703289522 51:0.09624551958026914 52:-0.1242845537651034 53:0.2293561913657913 54:0.181178763840696 55:-0.2629222168572578 56:0.7934461294032672 57:0.3295774321167625 58:-0.1223797214090232 59:0.6126099016845424 60:-0.07592068812664325 61:0.1600302525758479 62:-0.1237515223866651 63:-0.03301638260909016 64:-0.4195153744015567 65:-0.4421712004196727 66:0.299752165327158 67:0.04569317742067347 68:0.3192342844811594 69:-0.4122897759342302 70:0.2729054322155618 71:-0.4009793582427519 72:-0.1430919538912269 73:-0.1543500658193862 74:0.1421073173538503 75:0.217040141947617 76:-0.1404674253096433 77:-0.06355442511305277 78:-0.4964051255392861 79:-0.2786552244194418 80:0.06519839338676689 81:-0.02743421777068122 82:-0.1849275845814565 83:-0.04315322858206569 84:-0.1091566424599665 85:-0.4990411431423654 86:-0.3531306453316835 87:0.2290606815844904 88:-0.1802694712290667 89:-0.3553810277165317 90:-0.3284753705849553 91:-0.3252947986193745 92:-0.2282489113891538 93:-1 94:0.1067459586386553 95:0.7566179806463231 96:-0.4086405846974459 97:-0.2316576003222826 98:-0.2309338608802417 99:-0.06248370852238536 100:0.3815323634792315 101:-0.07854868091659095 102:-0.3077534498113608 103:0.1521398403288887 104:0.1045746404802072 105:0.4462730119035968 106:-0.4685730852485104 107:0.337103866359757 108:-0.1066985301499483 109:-0.3839600539793337 110:0.3183841511516112 111:0.4449744242124613 112:-0.008268127389553868 113:0.2532034785238141 114:-0.4552253536063743 115:0.2853143515654249 116:0.1843840057059621 117:0.1131012426084474 118:-0.5033588131462828 119:0.1534503046526748 120:0.4717027915949282 121:-0.1152087311711507 122:-0.3267976651387876 123:-0.05996871325772389 124:0.03373213161585477 125:0.2563825929064345 126:0.2966543142929449 127:-0.4853925119004755 128:0.000240874541028363 129:-0.05958900083957883 130:0.1942737928703278 131:0.4994483212671875 132:-0.7331865958372378 133:0.607183545162877 134:0.05787205960456714 135:-0.1647784586394534 136:-0.5712497663287717 137:-0.3094902256928767 138:-0.2694209277599241 139:0.7679929604337448 140:0.4771913814324892 141:-0.4695543813864957 142:0.4096880955349055 143:-0.8217029450989187 144:0.324552591071358 145:-0.3898268663349487 146:-0.04162936604552861 147:-0.4327550266598643 148:-0.08188207029890168 149:-0.217647330492136 150:0.5512299625175621 151:0.3801685022716336 152:-0.7666847090142801 153:0.5938870208603841 154:0.304824806751127 155:-0.5835990949399174 156:0.1032513537220312 157:0.1308600266737453 158:-0.006684175239358693 159:0.5316892752232991 160:-0.05278291791123219 161:-0.2593555310440425 162:0.2622087549702509 163:0.0810700142474757 164:0.740701829317581 165:-0.3177461449282748 166:0.2658055926511194 167:-0.03216961459187938 168:0.4687749204928021 169:0.1954902968107611 170:0.2971171646869505 171:0.1216930265939603 172:-0.1513111929967622 173:-0.217953259810836 174:-1 175:-0.003713604881913052 176:-0.05643656101816441 177:-0.1348352062061698 178:-0.6196590546742193 179:-0.03279098623532793 180:1 181:-0.02771022659200134 182:-0.2783601501381417 183:0.2095548175351023 184:-0.1614555632868052 185:-0.4184906106062384 186:0.1274131787233115 187:0.3153888831378924 188:-0.289834695706014 189:0.160111756858273 190:0.3883059756473094 191:0.6177379877013105 192:0.0001807251898035545 193:0.2557970933777024 194:0.3924331171684958 195:-0.06907293026404593 196:0.09937949621479741 197:0.568505982099262 198:-0.2946961161510996 199:-0.3185621535627122 200:0.641274585968286
+1 1:-0.02236791016706259 2:0.3141038622362241 3:0.4029030479178586 4:-0.01302453555241301 5:-0.0664198315518649 6:-0.4348631927061462 7:0.09837163390478165 8:0.3999101459452538 9:-0.050958759117717 10:-0.4537497815256962 11:0.3097886861847584 12:0.129862454877588 13:-0.07300611646288441 14:-0.4981469383590832 15:0.262604737881511 16:0.09399426996955003 17:-0.005493216767514776 18:0.5330684771071823 19:0.4850420051427136 20:-0.06956981053679454 21:-0.2336028481758702 22:0.1676520425606723 23:0.04378583103363015 24:-0.5020715655665651 25:0.07643893153226264 26:0.2940615620722531 27:0.3290424378896476 28:-0.006586548178924116 29:0.09437965327641337 30:-0.6540295727201112 31:-0.1088431219038973 32:0.734905733317892 33:-0.3757796495325598 34:-0.349813539212112 35:-0.0566998184447787 36:-0.2022499278058764 37:-0.667530774096438 38:-0.3385189104287947 39:0.6311756522058658 40:0.1779417824801984 41:-0.05375150642555822 42:0.6524094902264883 43:-0.1975061075192494 44:-0.2846470114023381 45:0.297236813881728 46:0.2984646287806887 47:0.2946681337608862 48:-0.1512534925854714 49:0.4725566920062177 50:0.5880615801991058 51:-0.3011601874713858 52:0.2844833492227334 53:0.2962064501039804 54:0.1883144091466415 55:0.05009053788703276 56:0.1540355278261892 57:0.57075358803544 58:-0.4677975929985 59:0.05090633865452848 60:0.2744374973227032 61:0.005268538868946147 62:-0.3234130133203276 63:-0.7706665848463254 64:-0.7317157230472753 65:0.286013529820766 66:0.2050171859777176 67:-0.5866055917134456 68:0.4924783882535566 69:0.4738109329820598 70:0.2868602974825885 71:-0.1804777103466712 72:-0.2746867457824651 73:-0.2748106063056578 74:-0.02487261270362545 75:-0.02187890720332307 76:0.01393701650276194 77:0.2094355655033141 78:-0.6449823783022189 79:0.5219785954847379 80:0.1861584915001737 81:-0.3829552816370865 82:-0.6986181735918 83:-0.1247862618882574 84:-0.3313902571602089 85:-0.502142545257561 86:-0.187249248854938 87:0.1150520677182887 88:0.2446049695733899 89:0.3449566397598582 90:0.2081369017622836 91:-0.08690698856677206 92:-0.4640924854527227 93:-0.4790796674275798 94:-0.4278121700106684 95:0.5911172278426061 96:-0.3601434333945749 97:-0.3399139455288402 98:0.5548276585639127 99:-0.4662864349862095 100:-0.272911705481328 101:0.4451370314006502 102:-0.4225808595866285 103:0.03236052907642985 104:0.2597791126882225 105:-0.2222650339511382 106:0.09723700237820215 107:-0.4116142866274974 108:-0.1761770628222869 109:0.3401801298795056 110:-0.3794845509396975 111:0.100687508151396 112:-0.3817294430171497 113:0.4382418720158198 114:0.3132069191332035 115:-0.04837858317683497 116:0.2238252637945294 117:0.09993756706972769 118:0.08084469360472835 119:-0.02873320069793492 120:-0.01071627326396749 121:-0.09432162579178016 122:-0.1517310648057591 123:0.3759629010913894 124:-0.4965215327377338 125:0.4882232404866675 126:0.02454012194139285 127:-0.2888909082250735 128:0.2027926357699 129:-0.5697836150023966 130:-0.6568325344211718 131:0.3445321416609348 132:0.1663697339369009 133:-0.1276740336939631 134:-0.1705294879430013 135:0.4838686624065439 136:-0.03462491747810537 137:0.31395205090364 138:0.4615674830158415 139:0.3596907314342945 140:0.05127001619723041 141:0.03255184186675276 142:-0.4145954730797525 143:-0.2971916448091408 144:0.2703632835998117 145:0.3539177768845338 146:-0.2136784541244265 147:0.08746608813865614 148:0.6297676076298513 149:-0.6906710052018367 150:0.3006127893123611 151:-0.3228173088984591 152:-0.2860284450957504 153:-0.4908524864511534 154:0.1260928516482894 155:0.1553272847405621 156:0.4313552386481575 157:-0.1307328284274896 158:0.3296747560417975 159:-0.1262552371989898 160:0.09027727279162376 161:-0.2462525219900456 162:-0.5769907057493091 163:0.1143807949297278 164:0.3345018341184001 165:0.03274606777284598 166:-0.332389663270655 167:0.411453934960845 168:-0.1383546978062412 169:-0.05118910082970279 170:0.4810868123874746 171:0.4403400768036472 172:0.3142829367258145 173:0.3234085754524555 174:0.1558933686851761 175:0.3510417387886416 176:0.4982016266800532 177:-0.3625318009135019 178:0.04762226729200092 179:0.03697188379551856 180:-0.01968001873672859 181:0.08790465611296902 182:0.1495667777812384 183:0.06372708202649281 184:0.3098843599166009 185:-0.3594548433473112 186:-0.3906796439915517 187:0.1327423999608696 188:0.6958046583788579 189:-0.614172623548382 190:-0.4705033423032098 191:0.3022392655474965 192:-0.166264271364124 193:0.1492119637230335 194:-0.121137773666195 195:-0.05767228042049721 196:0.3143314907773768 197:-0.2469959727217798 198:-0.3226185058301308 199:-0.04554258788423634 200:-0.07864795781779471
+1 1:-0.1585254741530082 2:0.2136842337517098 3:0.1261247889020289 4:0.09788184030566725 5:-0.07380636260945947 6:0.2010609927893913 7:-0.04421929497203974 8:0.2413620565300795 9:0.308883386685907 10:-0.5433424877871461 11:-0.1946679249501918 12:0.6072259958572894 13:0.1799330854533606 14:-0.5756492320250118 15:0.004316172485346603 16:-0.2892773168003838 17:-0.5632679642920906 18:0.2482474017521199 19:0.0883853945321541 20:0.3577913066103243 21:0.4074486876048915 22:-0.1734079338281606 23:-0.2365888593289492 24:-0.8704692487237055 25:-0.8293867090420344 26:-0.1706661209394643 27:0.04182615535796522 28:-0.181609549013404 29:-0.08577183914738354 30:-0.8104398922310452 31:-0.4446457035789813 32:0.007408687397766456 33:0.1410164492223831 34:0.2719208632276984 35:-0.3437329418089965 36:0.3127304546550848 37:-0.3011288723826562 38:-0.002486482336648478 39:0.4393441789195919 40:0.00631484128900503 41:-0.1910467941825962 42:0.3144685512118495 43:0.09983638373660336 44:-0.5014329776703512 45:0.08764044343006319 46:0.5251209838874611 47:-0.4128574362245111 48:0.2116919584897586 49:-0.152341637418748 50:-0.1711851563866415 51:-0.164941968712843 52:-0.1798975136217748 53:-0.1067883178417645 54:0.2813233760189374 55:0.2908885135312302 56:-0.09931556640572509 57:0.6439648458058098 58:0.5674577003930992 59:-0.3067042826233271 60:0.01769585034932797 61:0.6793238771487671 62:-0.05959782603702934 63:-0.546528896530439 64:-0.0480423497760159 65:0.3225474257327127 66:-0.5355623264090206 67:-0.2411059463958473 68:-0.04628965128005623 69:0.08350325150879853 70:0.2033491582194024 71:-0.1684940790684022 72:0.1721490595684904 73:-0.6605524124954946 74:0.7798998098315439 75:0.2849067148993339 76:-0.5763990268767624 77:0.369774754519502 78:-0.03453447070797887 79:-0.2203187952473016 80:-0.3821213695678257 81:-0.4561374946380115 82:-0.2952318625461868 83:0.2270757225320915 84:-0.272449161346441 85:0.3660849546175864 86:-0.05152793246537307 87:0.1322602155584509 88:0.2770569545149755 89:-0.2710705116690443 90:-0.09905820324054232 91:0.1827644699551611 92:0.408833425006588 93:-0.2198568185372251 94:-0.8058321899312074 95:0.1738877713353788 96:-0.4755878814138496 97:-0.1498668747765546 98:0.630705288417113 99:-0.1492246274900177 100:-0.05459413511512504 101:-0.0498091817305448 102:0.7621822845264327 103:-0.1843824548384449 104:-0.6258715611044702 105:-0.3354714474428422 106:-0.3106489367094306 107:-0.9156696813566746 108:-0.06069829447253722 109:-0.09107218900390499 110:0.112641083267165 111:0.08382999294722338 112:-0.2523376189457754 113:-0.6025299703975536 114:0.2519238597149882 115:0.1762383237217476 116:0.4938538078577112 117:0.04907041781206989 118:-0.01178818051137198 119:-0.1840283220760684 120:-0.1285113451880753 121:-0.2552066738726414 122:0.3852312106134183 123:0.1653675063031969 124:0.1829887317458402 125:-0.2671205269170892 126:0.2678465584720954 127:-0.3572807821940044 128:0.9999999999999999 129:0.05806189161764438 130:0.3639507586020725 131:0.2648982542935173 132:-0.134513365693239 133:-0.4464400544509675 134:-0.04868518939987226 135:-0.647302407801441 136:0.6780801864151603 137:0.008314331231250707 138:0.4060693423209277 139:-0.4629536963009522 140:-0.276322363268277 141:0.4269132498749727 142:-0.1998382488084637 143:-0.4257975899603607 144:-0.6530315624828478 145:-0.0187571831607895 146:-0.3296882906088162 147:-0.1482295569854671 148:-0.5262367321876966 149:0.1128112241612977 150:-0.1627221023531812 151:0.5055983275046496 152:0.07923050519641461 153:-0.1260948593036872 154:-0.4184134468734831 155:-0.5093031861547636 156:0.2864307261479698 157:0.663937443825027 158:0.04428520209020022 159:-0.5182466969532346 160:0.3862210874058844 161:-0.2181004857578613 162:0.3759213073117967 163:0.0746164632065468 164:0.01474560032203318 165:-0.4071184675327343 166:0.1980620760998963 167:-0.203835327581549 168:-0.642390053023229 169:-0.162263732720572 170:0.06081640574133666 171:-0.2795608837601101 172:-0.08435087276487652 173:-0.3191250796425565 174:-0.6440582755411907 175:0.3699192777080618 176:0.3469585079335969 177:-0.4782997562423134 178:0.3619196085012463 179:0.1085088144956853 180:-0.1932191470288305 181:-0.04975064181174693 182:0.00868765699520653 183:0.7734711519200541 184:-0.2439418814988648 185:0.2478261246494193 186:-0.4060459097425598 187:0.07004904051732629 188:-0.1402826594865012 189:-0.2852510849032022 190:-0.3106680386974086 191:-0.2239341211251719 192:0.2155671329497145 193:0.1328553896044699 194:0.2970666640514591 195:0.05775759234557312 196:0.1201279407259184 197:0.3495326783894206 198:0.2958536386216643 199:0.06177808552604525 200:-0.222239349630779
+1 1:0.07505451165448485 2:-0.1853126185646803 3:-0.00149759552184013 4:-0.1198173588834645 5:0.3936466136244142 6:-0.3271109134969533 7:-0.492803951801875 8:-0.1923237322771452 9:0.2740618685138202 10:-0.09592553709446971 11:0.2374556517846444 12:-0.5395025272330631 13:0.1790104654135488 14:-0.1605784641434461 15:-0.5365780058952043 16:0.2049538378677191 17:-0.3021663872469005 18:0.3198223252294425 19:0.2321312020509744 20:0.259750238382599 21:0.03708191757530546 22:-0.06549545150827477 23:-0.1147568762056149 24:0.307098905195517 25:0.1519185914012324 26:0.1577689760764919 27:0.09229911105260458 28:-0.007305678524352925 29:-0.1293882483274971 30:0.09428119462875209 31:0.03695556475644908 32:0.6623638558144154 33:-0.06766704844097543 34:0.04730513490740998 35:0.03864797232541028 36:0.02466510948673803 37:-0.2797240203876885 38:-0.8089611683711931 39:-0.1790408429053941 40:0.3321828206979327 41:0.2683051244461944 42:0.005242205091346673 43:-0.187564547578714 44:0.06616056505952289 45:0.3464137281681919 46:0.2809129336379678 47:-0.5222904246370395 48:0.5237576266923127 49:0.7389696803721809 50:-0.2815432338183399 51:-0.1434518410505192 52:-0.2091897021430109 53:-0.1059294112984666 54:0.4585430027015476 55:0.1195482096266711 56:-0.5008028217091616 57:-0.00558698148315534 58:-0.1138719507086808 59:0.5998011555363336 60:-0.5829072290128088 61:-0.05253732863702957 62:-0.2812054848917288 63:-0.1293414288979121 64:-0.5793660878655986 65:-0.1348347927670463 66:-0.007147514898726018 67:0.2594035409168103 68:0.102092381418943 69:0.1557309622017125 70:-0.196724611088871 71:0.3335339455647026 72:0.1053208718556699 73:-0.2911505505843256 74:0.678992673106143 75:-0.1445257659617903 76:-0.1894678398654834 77:0.1233751467330537 78:-0.4600332370141864 79:-0.1781251933427644 80:-0.4266171665585138 81:0.2312297528433633 82:-0.03035020387375819 83:0.5254519029894138 84:-0.05929347812782292 85:-0.237371676216427 86:0.3480131090004689 87:-0.1028850028245098 88:0.05907458496606251 89:0.1116631280381558 90:0.1709576641184966 91:0.0375215550715526 92:0.04869627814305556 93:-0.08509288785622068 94:-0.1267618010486742 95:0.0983892764823206 96:-0.02655573211170195 97:0.4077639864981992 98:0.1529986731422695 99:-0.2326016278747597 100:-0.1056759824730279 101:0.009286221972333225 102:0.1821096992810562 103:0.3698529553424351 104:0.5175511965838704 105:-0.1558821415328008 106:-0.1735556302812399 107:0.6500633260766481 108:-0.2083578287477873 109:-0.3877624854303502 110:0.1073765984985817 111:0.42880608953677 112:-0.2458457179415743 113:-0.5718860878863316 114:0.3324259053184158 115:-0.05522882754813791 116:0.4349625711528365 117:-0.1623069832478344 118:0.1127879385303384 119:-0.03914837649908529 120:0.1916200350611178 121:-0.09532625185406657 122:-0.4636203055558433 123:-0.3314284611387374 124:-0.03576482730620522 125:-0.04964446240932431 126:-0.09046137459906808 127:0.1155256136448468 128:-0.2871980499019243 129:-0.127340267374802 130:-0.06489123537163149 131:-0.4042800010992174 132:0.3316946845461804 133:0.09363640768899337 134:0.2625419851152022 135:-0.1635411847145609 136:-0.3053426928994533 137:-0.06052578256309338 138:-0.1677991612077162 139:-0.1237995448570139 140:-0.35592158093875 141:-0.3904022580397086 142:-0.1612771530338453 143:-0.1640411959170518 144:-0.4285182861058752 145:0.4721844703935217 146:0.07429322808240868 147:-0.3324235873351044 148:0.4377967442805393 149:-0.1986984476415848 150:0.2092170815858406 151:0.0992350719494226 152:-0.3956882823054572 153:-0.1835058820930418 154:0.1208539202008126 155:0.05659871697923358 156:0.3304413503082548 157:-0.2949501012859815 158:-0.4215893432063015 159:0.6171529094232358 160:0.2925636944083174 161:-0.006951269555037554 162:0.6092419761619897 163:0.6403805585434521 164:0.1470847793180109 165:-0.2037804203554106 166:-0.4440043156547261 167:-0.3506889768227343 168:0.5841771358074128 169:-0.4278057266178392 170:0.5486729067339451 171:-0.1047393834037904 172:0.640281056339422 173:-0.3476219642534938 174:-0.09801996099373593 175:0.5110801295669045 176:0.1807572504669549 177:-0.3067885716062942 178:0.6898652470915877 179:-0.242779000367233 180:0.276547212335503 181:-0.1744269474208153 182:-0.09238536289149785 183:0.1379470622300712 184:0.5156385449077965 185:0.01047370741563304 186:0.3483187820518799 187:-0.04687927641981029 188:0.2365495725365096 189:0.1685011749096074 190:-0.1925958368089707 191:0.1676656921069312 192:0.03405916093120072 193:-0.09885923234548538 194:0.5449734140514564 195:-0.02729830680651243 196:0.06895573582227178 197:-0.4375071655524496 198:-0.1854306873097263 199:0.01883385984707168 200:0.04717793118380853
+-1 1:0.8835909692745135 2:0.1645461210457754 3:0.4150208326400391 4:0.4114965360299223 5:-0.08677931438925592 6:-0.4166984227371154 7:0.3249891329947778 8:-0.3445151272197594 9:0.2374185229469672 10:-0.2278637886229203 11:-0.7752879542342067 12:0.2492330817281606 13:0.1660246296112844 14:-0.4333813380558264 15:-0.06934715609837769 16:-0.2928501699011296 17:-0.5986715090403442 18:0.123367823620212 19:-0.2629096680171414 20:0.3119057678434048 21:0.1945163164931873 22:0.2324857208494777 23:-0.3166477686164658 24:0.4027724527455675 25:-0.8512691372338445 26:-0.1226781910086827 27:0.4052262594998909 28:0.07870798419748337 29:-0.1065785885446077 30:-0.6274670569836086 31:-0.2249933540360048 32:-0.4555784515911498 33:0.007712993131963275 34:-0.2413803568457828 35:-0.4085085133869326 36:-0.6253052679832453 37:0.01411631821764792 38:0.05060040660512968 39:0.3780577447276705 40:0.2538702138916085 41:-0.1060482580718067 42:0.2012104597015676 43:-0.138310188874689 44:0.4208137393329245 45:0.2701805724226277 46:0.7415063278897005 47:-0.5778772741344319 48:0.3992854825607641 49:-0.3680472917272939 50:-0.523353520794988 51:0.003672165669381975 52:-0.1088791178402313 53:-0.1417395267926454 54:0.09218442076827676 55:0.2899322016088571 56:-0.3594009426654415 57:-0.3318007783037732 58:-0.2753582766602513 59:0.592282408118927 60:-0.3187844195324833 61:-0.8217708108890577 62:0.08379082060758684 63:-0.3389124254272751 64:0.4438546088019372 65:-0.3231187319876905 66:-0.4531274798524348 67:0.347818688496572 68:-0.1159341235085444 69:0.112362597553939 70:-0.4777464532570754 71:-0.1717733340387384 72:0.115618211951738 73:-0.6324671673076439 74:0.09142292305143161 75:-0.1233769610021671 76:-0.5673564734296389 77:-0.3699462412313366 78:-0.1329027898249814 79:0.1485991939276774 80:-0.1945941598553493 81:0.0696343607465502 82:-0.3807595578231239 83:0.3850982785473792 84:-0.5682569424394857 85:-0.1865169728057638 86:0.3625354039721687 87:0.5079105076030443 88:0.602861783998111 89:-0.01552269276458663 90:0.1424651737560082 91:0.2786631869544378 92:-0.1025302522420621 93:0.3423868544887298 94:-0.2213106442748342 95:0.3035511892000871 96:-0.1871034029367513 97:0.1721870874557616 98:0.02538761349517545 99:0.2481665398319582 100:0.112941468830947 101:-0.1931626103701587 102:0.4131913403298659 103:0.2361885962143485 104:-0.1843298065412524 105:-0.1007457216766847 106:-0.5355223969374576 107:-0.5249277046795329 108:0.1519727398647478 109:-0.1880038078362278 110:-0.1367980790911392 111:-0.5142025503658607 112:-0.1376045381941107 113:-0.4826135330257694 114:-0.3335380424227487 115:0.3874147884788579 116:-0.02268134822426782 117:0.526739290972364 118:0.02052628844547461 119:-0.2055793905047808 120:-0.4999872034431083 121:-0.4121445788404216 122:0.08555277499396771 123:-0.5541565299489752 124:-0.5975580653914405 125:-0.5203500130350418 126:-0.2011532001251614 127:-0.4051488403934838 128:-0.06178051147386662 129:0.0124435332741942 130:0.3267056204615555 131:0.3805904875852541 132:-0.01093601092894953 133:-0.009062845454631221 134:-0.1973520574414544 135:-0.4660753619736927 136:-0.3734640488212375 137:0.005038501335853367 138:-0.2141354003715195 139:-0.5736362680126621 140:0.2512971398812939 141:0.2046078597817862 142:0.3751559528276956 143:-0.3816293509249117 144:0.2680573016401424 145:0.254143176403056 146:-0.0942757728242086 147:0.1142909058523112 148:0.3694569880184259 149:-0.2401151543129965 150:0.0466333461172548 151:0.2992296483813369 152:0.3089764528964628 153:0.07530484868228582 154:-0.7147513661437267 155:0.2047004061832594 156:-0.6881413752723267 157:0.2411324463743672 158:0.5224480239638132 159:-0.1593247566939287 160:0.06956778435826308 161:-0.275504210079403 162:-0.09153686590254173 163:-0.6342500067018277 164:-0.1233136754108551 165:0.3133396733795581 166:0.0970218840111842 167:-0.5022033154625392 168:0.2104626581235884 169:-0.2240344242833482 170:-0.03825713057152814 171:0.3150332204335203 172:0.1766300379650483 173:0.4039758526385517 174:0.188373167327402 175:0.2718898011426297 176:-0.04597535594520685 177:-0.8721013902608923 178:0.2645240602802224 179:0.1830617810928201 180:0.1846619803311389 181:-0.5485851390734656 182:-0.1717092797167818 183:0.1960339476596663 184:0.0273269564435005 185:-0.3588457493149627 186:-0.3740797594680015 187:-0.3565389254590734 188:-0.2066725457093855 189:0.1072447578535626 190:0.1346959551396726 191:0.02930833669438913 192:0.3328731039951439 193:-0.01768203610133161 194:-0.3952538582272433 195:-0.09528752294079285 196:0.447911682879352 197:-0.5485716405353087 198:-0.4734397660459635 199:-0.2835381997386377 200:-0.375731040547247
+1 1:-0.4320428323567915 2:0.007601001602289385 3:0.01304498875686413 4:-0.5380317133267833 5:0.5470321317449526 6:0.1002432643443348 7:-0.04472693299567295 8:0.2027178881813049 9:-0.0232188535595024 10:-0.4466683151201579 11:0.2863584094481233 12:0.7150427617023309 13:-0.2783307160864277 14:-0.390706856541355 15:-0.05066710951499129 16:0.6917527841500468 17:-0.06858477365703908 18:0.2661530597732409 19:-0.07649023718988388 20:0.0567351605081681 21:0.4853315289781038 22:0.08976927598774248 23:-0.3331262203113794 24:-0.1315252342044983 25:-0.1446156242342811 26:-0.1842464715460474 27:0.2214434464612529 28:0.1110661148084059 29:-0.1618246182167253 30:-0.2556673128127866 31:-0.4924755249423176 32:0.1704672503322656 33:0.0667743489078165 34:-0.5110874357350428 35:0.2959397755552024 36:0.3222897989829329 37:-0.07287640425338412 38:0.06752510462562014 39:0.7376297701844186 40:0.458020907658013 41:0.1342359461072965 42:0.2687660002331466 43:0.2966658108792633 44:0.2115414526223503 45:0.5652920742041817 46:0.00881441120916221 47:-0.5394629269453406 48:-0.1612679819656059 49:0.3134856572648248 50:-0.4723211120141179 51:-0.2197059944268159 52:0.1793218767870101 53:0.1912278765396037 54:-0.07978088684003345 55:-0.3113359846318834 56:0.6330070142648911 57:0.02822074898062778 58:-0.2100108680578874 59:0.755823390481123 60:-0.07358925506152116 61:0.1043193503999215 62:0.1342268546403816 63:-0.04518215741804744 64:0.1722656493326175 65:0.9473868187037445 66:-0.1675457017601792 67:0.3937845835352454 68:0.029461701320996 69:0.1725057021973836 70:0.3137855933278096 71:-0.2579806474005052 72:0.1726979298202418 73:-0.1676361318324257 74:0.3433985795896037 75:0.154811307982639 76:0.1147674510871983 77:0.6352903462066628 78:0.09090560626175287 79:-0.129379064908634 80:-0.2394903022271297 81:0.3893872113799747 82:-0.4360950321701373 83:-2.274781210984123e-05 84:-0.7852795426384931 85:0.1912327554421934 86:0.1344246036885243 87:0.1536363038713318 88:-0.03709313488359151 89:0.1585795779273816 90:-0.2254132156728304 91:0.2489348610890266 92:0.4181583403934334 93:0.2647170447546996 94:-0.1249650406645035 95:0.02673080656661762 96:0.138825237521271 97:-1 98:0.2666826913025159 99:0.06428578134164355 100:-0.2716792735803126 101:0.144657680586411 102:0.04038597698924351 103:-0.0132620351775399 104:0.08808212908596963 105:0.3042542465911438 106:0.01915009180943947 107:0.3574305933735614 108:0.1307252275776737 109:0.02650149107083555 110:-0.2460015557485343 111:0.2411241262531311 112:0.2658440053080502 113:0.4968416799277917 114:-0.3561735811002825 115:0.4311576838546133 116:0.04923508418229205 117:0.2234103635762561 118:-0.1984245051976671 119:-0.06069099567782993 120:0.1253397603532139 121:0.4190129466265835 122:0.5168201286059465 123:-0.7798032104762991 124:-0.4774865283297199 125:-0.5469660932430829 126:0.7799044149962898 127:0.001007197418824671 128:0.3743323401472841 129:0.1761423553921406 130:0.07896932008586452 131:-0.1443392367484936 132:0.712246558631269 133:-0.1036521331894668 134:0.2446773158101228 135:-0.05155007292752713 136:-0.009085416060054606 137:0.2377076838584421 138:0.269032700115841 139:0.2596302642235095 140:-0.168853922195454 141:-0.1485185889142659 142:-0.3663280953194413 143:-0.05015175893316969 144:-0.5659344164862918 145:0.5034973288332758 146:-0.1624113760931202 147:0.2511457822600131 148:-0.08422633058504503 149:0.4592941357216695 150:0.6886174818549008 151:0.5776204525886364 152:-0.4630451455241948 153:0.05400707898348216 154:-0.6297033319567779 155:-0.2013778559427463 156:0.1218704680857039 157:-0.2335406532377056 158:-0.3311825126850299 159:0.2976555969875825 160:-0.1998344450459775 161:0.6506396057489009 162:0.9265740866622489 163:-0.1490060351813274 164:0.1926129248056704 165:0.2671472081538626 166:-0.1255514226992596 167:-0.6893618897626819 168:0.219769800668649 169:-0.2201543524682795 170:-0.2604307387500843 171:0.02653243219356372 172:-0.6291755271546738 173:-0.3176270004228337 174:0.1821218165578885 175:0.07333847374796479 176:0.5270086230114484 177:-0.3594743788512152 178:0.07926795322461155 179:0.1042638548989589 180:0.4948411542842759 181:-0.06923811125473939 182:-0.5773213056465085 183:-0.006803904626728842 184:0.3103089699337971 185:-0.9521273377151215 186:-0.4729065980597947 187:-0.9878102006958883 188:-0.5398120928939216 189:0.5993606558933173 190:-0.4796972654465674 191:-0.3059187125812187 192:0.2978857543341236 193:0.1383740417551023 194:0.396496559969131 195:0.2081963711764835 196:-0.4550473759961244 197:-0.7623805071284511 198:0.1493865771630974 199:-0.7443006181858254 200:-0.5904084279025168
+-1 1:0.1302028502968154 2:0.1653855853321136 3:-0.5074144059758983 4:0.5987684786902292 5:0.04419322016493878 6:-0.6390567602426136 7:-0.4743480274668066 8:0.3340766851070445 9:-0.2940227623453644 10:-0.8866195831805629 11:0.1391813172442437 12:0.1021933574680242 13:0.01537605460180026 14:-0.3700207551049368 15:-0.1093479546024863 16:-0.2135524219098855 17:0.1048493929579539 18:-0.09933710047956967 19:0.3723631735729594 20:0.04059987792865254 21:0.04386714547715245 22:-0.03892384258351382 23:-0.169919355198226 24:-0.2708134503037422 25:-0.5190050456753978 26:0.109423067620106 27:-0.2777829987992821 28:-0.8732160828939409 29:-0.1432481423948866 30:-0.05410386763827733 31:0.8425898347791275 32:0.371243198794435 33:-0.2106145226176441 34:0.1857315943215209 35:0.390973383059531 36:0.3329391416405554 37:-0.0353191829147609 38:0.1926428940913619 39:0.2768141099208625 40:0.4596028709659472 41:-0.1509736684494202 42:0.190084752767628 43:-0.06425866957798625 44:-0.04482515952469641 45:0.4906237983202705 46:-0.0825406372984907 47:-0.2874261101451758 48:0.2049894385697584 49:0.1765215433306606 50:0.2566737376089065 51:0.5489522384391151 52:-0.3909833695120765 53:-0.1049756533036007 54:0.4285633034849458 55:-0.1455186039552362 56:0.6966373047635349 57:0.09384179095526893 58:-0.3685465197814446 59:0.4882211092377526 60:0.4163526280873653 61:-0.2718556662826888 62:0.1397539952927188 63:0.5366956547318742 64:0.1967527912216745 65:-0.2456460388190015 66:-0.4686015859095661 67:-0.522424496492641 68:0.1584457137253628 69:-0.7029379445341494 70:-0.2252373083168175 71:0.02671494305207682 72:-0.0241753377538353 73:0.4153934691986528 74:0.2140553315353947 75:0.2660257693887174 76:0.1734771253420394 77:0.1139662868509481 78:0.3629876112852042 79:0.3228277449830588 80:0.3108349100964411 81:0.3157094931813217 82:-0.004384132034653099 83:0.2229771576740257 84:-0.1688125065665181 85:-0.3018899963572524 86:0.1354256568591096 87:0.1340062142021638 88:-0.2244023737068159 89:-0.4031578624327558 90:0.1657669672009536 91:-0.6032856251323255 92:0.5455211613251689 93:-0.1174328918100725 94:0.1721443101549922 95:0.1632032086359372 96:0.01944633106030982 97:0.3422411388472354 98:-0.02403481364798613 99:-0.367712612823763 100:-0.3075085825667255 101:-0.2016033849305029 102:-0.3730891375493554 103:-0.2439182985646904 104:-0.3775750203424529 105:-0.2237930234297248 106:0.3572270860935549 107:0.5156765311989679 108:-0.5317110749091467 109:0.8774230252252834 110:0.5590145801321812 111:0.2720785444730336 112:-0.2889572019875339 113:-0.03084695827572147 114:0.03906680343198071 115:-0.7345722749668013 116:-0.02199781890646557 117:-0.09407152200453567 118:0.1014098341011601 119:-0.1192319165733042 120:0.3947750220587483 121:0.4406540555762725 122:-0.2831577046527645 123:0.06215904240409938 124:-0.1688325996260394 125:0.3101779446325272 126:-0.5899146665576297 127:-0.115084160740529 128:-0.2643407601688544 129:-0.4385570743113414 130:-0.4392841807691211 131:-0.4636995483655807 132:0.4828116161204166 133:-0.05880695101009016 134:0.6933720265845094 135:0.1439298515089826 136:0.2309811667985237 137:0.521658500024805 138:0.2616964486365681 139:-0.2555210132780218 140:0.02356955180791225 141:-0.2399520489366722 142:0.2242203300010399 143:-0.634097042693302 144:0.7023283000332086 145:-0.1943605307826057 146:0.05162549140785033 147:0.03544787431532383 148:0.02951114086638953 149:0.579945039734124 150:-0.3617495936159116 151:-0.07407790769525496 152:0.008231027714326961 153:-0.07978747266172351 154:-0.5156353939344591 155:0.2159395923839455 156:0.2655457183176948 157:0.1666272984745611 158:0.1106323023681099 159:0.323788700013357 160:-0.1909384790243033 161:-0.3636081036613472 162:-0.1414076112572097 163:0.6081951750413647 164:0.3530747805743088 165:-0.4154813398655454 166:0.210229110084296 167:-0.2617938046834662 168:-0.09137446711798977 169:-0.1688593115581085 170:-0.3388311848024602 171:-0.09387255526004142 172:-0.2721511412794896 173:-0.1788153336629552 174:-0.3459234408911875 175:-0.05334552500798243 176:0.4278709297059278 177:0.09143010014502506 178:0.2646329373460366 179:-0.01215371575807441 180:0.5908145266060628 181:-0.4009191999543812 182:0.2786759879672795 183:-0.1046396822654258 184:0.1870168423477545 185:-0.09335549053891536 186:-0.4068656894166581 187:0.09586786471333722 188:-0.4941481367119225 189:-0.5212015292815393 190:-0.2485430820036645 191:-0.1002146772958826 192:0.4859611856385398 193:0.3333302819909846 194:-0.4761740120013525 195:0.4005645828893844 196:-0.01608027351504898 197:0.0607555642194333 198:0.1629937163412052 199:0.03568540309996568 200:-0.3404701328585896
+-1 1:-0.3766082138601137 2:1 3:0.6219384129620589 4:-0.6801657841646453 5:-0.1323466903992413 6:0.1158721669091869 7:0.2212012054143384 8:-0.3187898158535669 9:-0.7001878321597128 10:0.08850801001099715 11:-0.02738757683583075 12:0.2341237664650462 13:0.3556012776426349 14:-0.2547110509312236 15:0.3023728884694393 16:-0.5615908763313513 17:0.1239800724588551 18:-0.2273808733346228 19:-0.02109065097061416 20:0.5970320310034397 21:0.7000914828092096 22:0.3642192840008824 23:0.008698725847369998 24:-0.07241187073938438 25:0.1143543787898169 26:-0.1005640476242104 27:0.3438174350256181 28:-0.009270043200612504 29:-0.5844972380386203 30:-0.1308925303519697 31:-0.1229351884804062 32:-0.09942793158300309 33:-0.1847915721994569 34:0.5143999257806581 35:-0.09075920003467847 36:-0.124659608889486 37:-0.2125006518776944 38:-0.07136400344709652 39:0.006813813858252762 40:0.08362720749700253 41:0.1533573193960018 42:-0.3309954369912951 43:0.3343195472293921 44:-0.2111779259159742 45:0.04140413682518475 46:-0.2912865803716059 47:0.2219657637847857 48:0.5948910043926141 49:0.09582602046638153 50:0.1051130812438978 51:0.3681379064670682 52:0.153158633421327 53:-0.5518211746088864 54:0.2478164273734318 55:-0.179109269604464 56:-0.164642048483275 57:-0.353099114811406 58:-0.05857775112489975 59:0.3302017633786251 60:-0.207087269998241 61:0.1048904354004737 62:-0.4205998326006489 63:-0.1356888703536564 64:-0.2997269018524121 65:-0.07571543925983162 66:-0.4144480797599283 67:-0.1422955206245493 68:0.4963751627114906 69:0.2427452658085844 70:-0.3222975641978256 71:-0.1285313319949584 72:0.007690359511693608 73:0.2011360853176836 74:-0.3607374097110542 75:0.3575083566562787 76:-0.5799438767085731 77:-0.5516986138440416 78:-0.2429199825935588 79:0.2115958990203477 80:0.1013562978283175 81:0.5523444910623083 82:0.2825002899365242 83:-0.2796559332506131 84:0.02898677458320364 85:-0.8556258665624085 86:-0.2916608019283548 87:-0.2844569613370321 88:-0.02413790939583323 89:0.2170507131090765 90:-0.2746400684980416 91:0.1872790911866832 92:-0.2569966234951817 93:0.4138031483525468 94:0.0807058483651962 95:-0.07843711643563291 96:-0.06339272142189227 97:-0.1620568814792817 98:0.2006146724056866 99:-0.0583642287611512 100:0.1534163188362709 101:0.61900912174637 102:-0.04226678186453617 103:0.3656260107323582 104:-0.4447727236258897 105:-0.1518737399130995 106:0.121700274451008 107:-0.2815724019303569 108:0.1717837751840595 109:0.1055075561904795 110:0.3353418353812477 111:-0.09982544098197779 112:0.464796877927983 113:-0.2579900607765351 114:-0.19409208702661 115:0.6238429158787679 116:0.4336183791524237 117:0.2394397872509334 118:-0.215371954539798 119:-0.06846070070151798 120:0.1999733307230338 121:0.288692954234644 122:0.4275036113154616 123:0.1574778934448176 124:0.3080022605401331 125:0.2301175343223344 126:-0.4824605223232535 127:0.02996173449004766 128:0.001563781380606782 129:-0.2515946283253282 130:-0.3773752868863767 131:-0.2232001914900395 132:0.06419456882445619 133:-0.3343657040381968 134:-0.09617196332058153 135:0.04664919084265928 136:0.3626564158271227 137:0.1793740053172863 138:0.4128076175625881 139:-0.3884113162573531 140:-0.0938549341468133 141:-0.1074145886749094 142:-0.1178589821499869 143:-0.2542596621403195 144:0.1525976946920068 145:0.05285718333090495 146:-0.1450626231310874 147:0.2406134761206025 148:0.2826521487348412 149:-0.6437324093267293 150:0.2453883379536907 151:0.4836373583206677 152:0.0914168186380106 153:0.2159666289465511 154:0.1242576605021574 155:0.2851106967191461 156:-0.336697499564504 157:0.03928408781512634 158:-0.04178341299353246 159:-0.1934966408627992 160:0.4927572232912587 161:0.4158855019757107 162:0.4179085226490241 163:-0.1420315240344337 164:0.1342209113950922 165:-0.04514740264670414 166:0.4936660232049992 167:-0.1863329661696621 168:-0.1792155024841066 169:-1 170:-0.248565030184224 171:-0.1406777182231197 172:-0.047234551963398 173:-0.03538601788004144 174:-0.06654042841261197 175:-0.1767523745583666 176:0.9899664398949973 177:-0.1367840638656038 178:-0.6639027639104237 179:-0.01683785995434506 180:-0.2623474142477334 181:-0.5597986836224529 182:-0.1590167588757951 183:-0.1531473497947291 184:-0.1047354904378416 185:-0.3625931669952034 186:0.3422971138278756 187:0.0855441200918845 188:-0.3161874945999974 189:0.0004155788136451719 190:0.05275987533331131 191:0.01992478492881218 192:0.2782887046948644 193:0.5359564329638663 194:-0.1831462807725146 195:0.2152006148382703 196:0.3933754687538451 197:0.3543977226847561 198:-0.2731037147036549 199:0.5007918133020217 200:-0.4673903986994168
+1 1:0.003873104371740856 2:-0.1886999306474846 3:-0.02026019433280252 4:-0.05653262158971951 5:-0.2129337890668244 6:-0.3243564390308672 7:0.3156459986619052 8:0.1243010350938626 9:0.3214062286099455 10:0.2196076252760816 11:0.2535112196569921 12:-0.03577676070452024 13:-0.5551544299801819 14:0.06453015788090594 15:0.2056844423260453 16:0.149470992204603 17:-0.6003626645835004 18:-0.1924850240660039 19:-0.0327955213084187 20:0.5245965789105834 21:-0.2184311934616958 22:-0.05900170460643189 23:0.315601207302349 24:-0.06086343328227419 25:-0.1082345154231127 26:-0.5740928075412898 27:0.517600272937833 28:-0.1495304686223139 29:0.3736616981807879 30:-0.5589753488586618 31:-0.208583870572742 32:-0.3640533224298496 33:-0.3408541528345502 34:-0.01391205023547186 35:-0.02131696053282872 36:0.7665843077778262 37:-0.288307252318953 38:0.2004826783226334 39:-0.004095113282497911 40:-0.1391525512210899 41:-0.2888857271080971 42:0.333865642189674 43:-0.2012497250816301 44:0.07414528251735208 45:0.06933940582714521 46:-0.3722535797861963 47:0.477304455622507 48:0.05915575725861407 49:0.05853288075019486 50:0.5765927821241698 51:-0.02317417649182154 52:-0.269905061796212 53:0.4056976513451125 54:0.09063491865384715 55:-0.1526219098689665 56:-0.005941342654187639 57:-0.2877929365254372 58:0.01992667964399854 59:-0.3096658892462207 60:-0.5714255202044289 61:0.262747198597241 62:-0.008998724067234459 63:0.3797351639951766 64:-0.3474601412380083 65:-0.1931232568204194 66:-0.07573830778854443 67:0.2957241365719016 68:-0.4628367923394492 69:-0.674918760478101 70:0.7864947802736966 71:-0.3075493094992215 72:0.1779427930242306 73:-0.2208138087154795 74:-0.2259194945116397 75:0.7382796696951014 76:0.3542458497210775 77:0.4184802739500936 78:0.04337314863704893 79:-0.4946749259562174 80:-0.09973933434833389 81:-0.06895303480981421 82:-0.1518776845223276 83:0.09959304970630645 84:-0.5903998600617558 85:-0.08236358333206478 86:-1 87:0.2676941442793743 88:0.3816123459740231 89:-0.08120414880900081 90:-0.1158428908706101 91:-0.2406211433688494 92:-0.5220131265824383 93:0.3571917197715009 94:-0.2441293530538557 95:-0.04424582915416349 96:0.3783024025972829 97:0.1328968648494337 98:0.2624088985588151 99:-0.7980737037362712 100:0.4973919250521319 101:-0.3766633852953988 102:-0.3607334558413762 103:0.2872046542022237 104:-0.3447365819859206 105:-0.7177122430906641 106:-0.1302607487305242 107:-0.9208222078620542 108:0.9999999999999999 109:-0.03910521306817562 110:-0.02992008630957814 111:0.2351675432821012 112:0.4160895865935842 113:-0.1822447503546149 114:-0.5513073029565374 115:-0.3190693600479803 116:0.02944343700277401 117:-0.3196585521544638 118:-0.3038042366421287 119:-0.0859530383501714 120:0.09037525254648446 121:-0.1105786892782967 122:-0.04154708361068835 123:-0.1762042425181939 124:0.4032957788039653 125:0.3152718319810079 126:0.2661153620563609 127:0.2388460837426196 128:-0.08546552788294207 129:-0.128268972134238 130:-0.1713289451011941 131:0.1652873383978889 132:-0.3272013441301663 133:0.2686273675062478 134:0.2809576494346205 135:-0.4614858370834057 136:0.01114467627746957 137:-0.6040988038681976 138:0.06549786889360418 139:-0.1980332528514772 140:0.05909809901457212 141:-0.1488041717738811 142:-0.1788447312938365 143:0.04683505079358377 144:0.3484349616255238 145:0.3005055050886537 146:-0.02096627074888961 147:0.2580705412010308 148:0.2518197638461468 149:0.1613408450681741 150:-0.4245924298427821 151:0.6656020010411692 152:-0.1057149883696823 153:0.3862954138847721 154:-0.105157803071834 155:0.4776070211775996 156:0.283782215136366 157:-0.04179282474023728 158:0.1462283535233567 159:-0.1478117032556593 160:-0.2352504511008492 161:-0.3746390014203539 162:-0.08878819522672651 163:-0.2644526041098598 164:-0.09789541788217926 165:0.09510257947278694 166:-0.3353340185090029 167:-0.4351037547788921 168:-0.05352182865613893 169:0.3182243450653155 170:0.764561087727361 171:-0.0445590157428859 172:-0.411919104774641 173:-0.5023701451847059 174:0.3840249338236323 175:0.006868204441082604 176:0.8562621549679972 177:0.1059062089944875 178:0.4094052749968742 179:-0.1831610237976062 180:-0.1016546500659361 181:-0.04347003122938825 182:0.2256025924554573 183:-0.03759593815003116 184:0.3898063698804631 185:-0.007348880058707138 186:-0.1727533953691466 187:0.1533929067395023 188:-0.01707860081034822 189:0.1747758995384384 190:0.2525450667448927 191:0.354499249028362 192:-0.4645020343315249 193:-0.03836005141088554 194:0.184511263853278 195:0.1180569250404112 196:-0.5292086121747605 197:0.3827967504079181 198:0.1144729879507082 199:-0.1841499833930535 200:-0.3775793396231681
+1 1:-0.02212956988568148 2:0.3155632462253111 3:0.118140753775395 4:0.0004889637669624157 5:0.03490069688903731 6:-0.284344610143236 7:-0.3331435248587794 8:0.05130518736350084 9:-0.2125173118875054 10:-0.05001241049903665 11:0.4780818344592546 12:0.1052270920579294 13:0.1615590976504187 14:0.755940805164764 15:0.004842163715168615 16:-0.1452202046554884 17:0.2852820590943853 18:-0.5139326209564133 19:0.1207331161365507 20:-0.6100745631839355 21:-0.2032866097022081 22:0.2255148561422413 23:0.5383705782939107 24:-0.1099417151188264 25:-0.07586683507982603 26:-0.1981342304253436 27:-0.0134761306218694 28:0.6420806225241072 29:0.2923173081697527 30:0.01916877534151716 31:0.4615268438224692 32:-0.2902605450107765 33:-0.2646399070668461 34:-0.1245479571020893 35:0.9256602335199842 36:-0.05326261631401291 37:-0.1076746583638233 38:-0.5510160723815486 39:-0.43217041509695 40:0.1558223757130775 41:-0.08075495633692498 42:0.1043956674159537 43:0.1250439706729816 44:-0.2560606983864259 45:0.1992552399760776 46:0.0004455341155770454 47:-0.651422140111398 48:0.1965591282547045 49:0.5620875888033695 50:-0.6473014156152085 51:-0.07103442149953071 52:-0.003249143320535469 53:0.1229189328494228 54:-0.5555013706035558 55:0.007959206676042278 56:-0.2980917328977462 57:-0.1552758651685406 58:0.07200363359936938 59:0.3094852616279501 60:-0.008774880047080408 61:0.2721147557398272 62:-0.02953224978952922 63:-0.1911008591570024 64:-0.2678082691897125 65:-0.2628412864719804 66:0.06221658372558223 67:0.6278099059714172 68:-0.07163779047847404 69:-0.6861390612314887 70:-0.5066398949447677 71:0.1631277423397359 72:-0.02142950085557131 73:0.03246309529048439 74:0.5848873624395592 75:-0.2245183895076557 76:-0.3236070837910514 77:-0.0417464799296538 78:-0.0929431620476656 79:-0.1113228170966831 80:-0.1316033204714782 81:0.1959594824234782 82:0.1364703463300208 83:-0.2481083478393623 84:0.5243392282086751 85:0.1321787682178829 86:-0.01850577603350466 87:0.2422348082663452 88:0.7123253666154591 89:-0.2545006859508666 90:-0.6532281102598959 91:0.7823262738495597 92:0.1014049263206331 93:-0.512279849488517 94:0.4428327993602704 95:-0.5936828345097742 96:-0.2014785189970369 97:0.4620990253114232 98:0.4012100379141721 99:-0.242427280483725 100:-0.4896056536191618 101:-0.4696695230112817 102:-0.1553296511258949 103:-0.04974837976615284 104:-0.4017876538789384 105:-0.4849548019041355 106:-0.126727805985983 107:-0.08607510195443453 108:0.1639101005932599 109:0.49109919485179 110:0.2216497841249147 111:0.2689478021210039 112:0.06433773124249653 113:0.1154405386053601 114:0.2900983765704372 115:0.1022282805492529 116:-0.1449585287733848 117:0.2796563072332219 118:-0.7586389017701346 119:-0.2279383650811275 120:-0.2469969420281255 121:0.6416472656254016 122:0.2222039271882868 123:-0.126611543027658 124:0.1033252912735694 125:-0.4270715602404072 126:-0.6032619438727499 127:-0.3961779674079142 128:-0.3371987609576934 129:0.7567570702301487 130:0.002910633531723453 131:-0.4300040608120737 132:0.4501272517155692 133:-0.1964135299150166 134:-0.1578001012547487 135:-0.6467516636645855 136:-0.1505635666139821 137:-0.3052776241558557 138:0.5832152609546621 139:-0.06601048389898692 140:0.5066233401164402 141:0.3170610429641894 142:0.2497034144876437 143:-0.3375616776695843 144:0.4370109079978968 145:-0.03678160942839445 146:-0.04523631335273397 147:-0.5164460392163208 148:-0.1677648198979254 149:0.08621114157484541 150:0.4275868467580278 151:-0.1487523364589972 152:0.6419487788260373 153:0.1656951107219378 154:-0.1272982578818185 155:-0.2303838125113168 156:-0.1627373875692081 157:0.3842720729823801 158:-0.06319715615838017 159:0.4822828312647954 160:-0.3593357034423736 161:-0.3670001223274649 162:0.5255358520148743 163:-0.5445655335733964 164:0.4568730777060701 165:0.0004452867898026291 166:0.03868713393897148 167:0.3151985657572687 168:0.1888797351901865 169:-0.5266134250350584 170:0.4882284819459828 171:-0.7911386730830982 172:0.03690054270843934 173:-0.6253050811712981 174:0.120465660646279 175:-0.001052476782665429 176:0.158537826881441 177:0.4372229541028037 178:-0.1093494637419767 179:-0.4451355801592325 180:0.211977361225407 181:-0.1367185200623711 182:0.1415650062459434 183:-0.6726599753931143 184:0.02207813958934647 185:0.5899719969796173 186:-0.195362921856027 187:-0.4403731578202315 188:0.4291592704968624 189:0.2437110451177228 190:-0.3419812437487179 191:-0.08189207439452376 192:-0.05604039762631086 193:-0.2872100931092084 194:0.05857865738274407 195:0.3432511511336417 196:-0.4801590559543024 197:-0.1447751171586105 198:0.02733938945446013 199:-0.04872719397058871 200:-0.359314755093836
+-1 1:-0.4299345491736079 2:-0.3425734790649183 3:0.06909083270742293 4:0.5061272511920767 5:-0.7563389506324788 6:-0.1825210833762934 7:-0.1282876021741289 8:-0.0970356905910692 9:0.1871963188000582 10:0.610140938156065 11:-0.3967213348956641 12:0.1184345465268095 13:-0.1365759971111993 14:0.5132167788489271 15:-0.1821560756173425 16:0.5255455645895206 17:0.4908544121238206 18:-0.1799032808685236 19:-0.0773992827552826 20:-0.1818136088042739 21:0.5868440975544476 22:0.05090306326395863 23:0.1292628363070512 24:-0.1542401102845581 25:0.2447997338261494 26:-0.05972599987640725 27:0.203637206654193 28:-0.362907693138876 29:0.4685011791532226 30:0.1787080747646338 31:-0.3474047822290679 32:0.1493874607356984 33:-0.08326649514752907 34:-0.1811150866479865 35:0.2372569427723878 36:-0.09562330688530385 37:0.1926901195882811 38:0.0791784926562438 39:-0.8654653644827753 40:-0.3739448037138396 41:-0.09070867690655254 42:0.1673132535415227 43:0.0825387402317499 44:0.141814944595334 45:-0.1265100516191434 46:0.8931169683573711 47:0.3047974417795299 48:-0.1736685931351407 49:0.2175912320969946 50:-0.04292357373488473 51:-0.02081505145927707 52:-0.06082768847880732 53:0.4346340421776203 54:0.5482729030339837 55:0.3795671720781079 56:-0.1722652292794319 57:0.484778883042033 58:0.1010994733061771 59:0.1459551314611136 60:0.3560223707681551 61:-0.1108132165189511 62:-0.3499023891128817 63:0.1324753294135859 64:0.02771742178761334 65:0.3085662329376138 66:-0.08768151943675788 67:-0.0335741488155334 68:0.3851778357808024 69:0.4862133812354221 70:-0.07131389343930609 71:-0.620620967651219 72:-0.4268398050846923 73:-0.4780975031304843 74:-0.2816376479932431 75:-0.2923205240649754 76:0.9718989291339454 77:-0.3847748549565733 78:0.06843443119059037 79:-0.3603316602722675 80:-0.05373988501135315 81:0.0696857641083122 82:0.01532189255674818 83:0.01210521614386589 84:-0.4723180532930542 85:-0.6326148517915864 86:-0.4476851586299424 87:0.4198577729126622 88:0.5986256555563569 89:-0.04406432085758671 90:0.1147752306350614 91:0.2158629782864148 92:0.9853366787015069 93:0.5845993831144729 94:0.1383671612997322 95:-0.234748683527076 96:0.1483043640289912 97:0.5044416728062049 98:0.5272523003165047 99:-0.08133412883264983 100:0.265382374455897 101:-0.01351973472714989 102:0.1941466621246355 103:0.500385264208957 104:-0.2518264536915913 105:-0.09005674542271377 106:0.05546747488935798 107:-0.3871589141253851 108:0.02874470194876321 109:-0.18129542236487 110:0.2771587067810588 111:0.3819203300538481 112:-0.1141834772421569 113:0.05237233869958169 114:-0.03342147949228919 115:-0.2311700534240663 116:-0.04813263117626865 117:-0.242765329520968 118:-0.1132042969895586 119:-0.3476440084957886 120:-0.0713503096248032 121:0.18613108511608 122:0.3618670404350716 123:0.4255965695031465 124:-0.1619182651313249 125:0.2234232756023354 126:0.1448752216476195 127:0.1732068654958509 128:0.4842280724257793 129:0.3362412291230222 130:-0.5293406705253965 131:0.08380321496052145 132:0.2692412268732403 133:0.09956216376451629 134:0.4743669783897605 135:0.8553533199267122 136:0.3181873413659289 137:-0.06635414075391477 138:-0.5229208632531509 139:-0.1097222991098223 140:0.9336955027954551 141:0.2190930387088335 142:-0.5442403285693553 143:-0.7280000249614873 144:-0.2468950625966764 145:0.08543426668609953 146:0.109653422671345 147:0.8331745278048368 148:0.1315982535110614 149:0.5439488312084532 150:-0.2366191316439174 151:0.4483565539544942 152:-0.1846315525725135 153:0.1698691947895549 154:-0.2445200944454098 155:0.1412771218115297 156:-0.3819820993734935 157:0.3004330158613481 158:0.2387740705141341 159:0.09535650290754266 160:-0.2255011333768202 161:-0.2811768875767818 162:-0.6039546447456879 163:0.1982364748528719 164:0.08938758678962061 165:-0.3293611636424086 166:0.1586895997580023 167:0.3268267333368022 168:-0.1996603204273727 169:-0.3165094222643432 170:-0.1537726417658377 171:0.01277486425754225 172:0.1844670734992225 173:-0.1805658531692294 174:0.5239522657201179 175:-0.4142490099150987 176:0.5539321618396846 177:-0.3212626805788165 178:-0.2411834742494437 179:0.08236343868054895 180:0.5040315559569849 181:-0.2647433914076538 182:-0.4361775293955086 183:-0.0195209542984832 184:0.3133283119846126 185:0.1284080204419598 186:0.0722523258999016 187:0.2403089966897839 188:-0.3983837652429142 189:-0.3818158446262156 190:0.2994324145320574 191:-0.05754414688095236 192:-0.009216794620742513 193:0.07443919233753796 194:0.006834199294901297 195:-0.1320223554308085 196:0.125055623873587 197:0.02433241898529379 198:-0.5493268578026659 199:0.4117381290112642 200:-0.1945306218356621
+-1 1:-0.2836670339294266 2:-0.7055319018762031 3:0.02904232366573649 4:-0.04745953069534685 5:-0.7673352455784279 6:0.3529659239148535 7:0.3592860646423003 8:-0.7051065808835835 9:0.2562183166629417 10:-0.1200800482414243 11:-0.2538494911841306 12:0.05818898048412988 13:0.1779940382991026 14:-0.2311645957869451 15:-0.05604017950600767 16:0.2797739820343838 17:0.3806708533233381 18:-0.4467352523555025 19:-0.3244931029251685 20:0.09711089968989615 21:-0.09577309609136198 22:-0.3157557676456459 23:-0.2476685224142298 24:0.000237510518037087 25:-0.2216730833608907 26:0.08389237071694688 27:0.2656121926876274 28:-0.08702466605326334 29:0.2184490122867474 30:0.006195162749576384 31:-0.5345435594607444 32:-0.1403264847202439 33:-0.6445728246061895 34:0.2669620566708639 35:0.2529319965651505 36:-0.1067054004826506 37:0.3076090214016968 38:0.2705677565512773 39:-0.09800646828593948 40:0.03813390640634155 41:0.03864797685448035 42:-0.484784549797265 43:-0.2964715162887709 44:-0.083668545058494 45:0.2256916894197849 46:0.09518510054858177 47:-0.2779869139499372 48:-0.01065377567897965 49:-0.5539156323416978 50:-0.461442977264187 51:-0.6450890025128243 52:-0.1303679491330677 53:0.09853061795527734 54:0.3755963742023278 55:-0.3777031771591067 56:0.2722263218779649 57:0.165541204966617 58:-0.3433134026649275 59:0.1983506893289232 60:0.2891230429234354 61:0.2378145360020227 62:-0.4923187590957228 63:-0.2955355105839127 64:-0.2384041034146322 65:-0.1819907284276138 66:-0.2806523674166218 67:-0.09153172369100668 68:-0.1989687231683282 69:0.250315378461951 70:0.5012166930979272 71:-0.1725660607391652 72:0.2338375479835995 73:-0.0754181167680666 74:-0.01507098277546083 75:-0.2620563278374016 76:0.3862497579907573 77:0.03320291120308244 78:0.04699905124308318 79:0.09084846455699558 80:-0.3061271261319228 81:-0.0533416861015352 82:-0.09776373009283464 83:-0.4441684036216453 84:0.2351587909937273 85:-0.3634414736795859 86:-0.4651252858276846 87:-0.2584377614879645 88:-0.2594211354970042 89:0.07488185425247026 90:-0.1977477220756242 91:-0.5272180327206353 92:0.3470480675477614 93:0.9654490463193576 94:-0.1699616453044214 95:-0.1362348709419737 96:-0.6978543016658061 97:-0.2785926083339257 98:-0.2746111626013983 99:0.1927372583656137 100:-0.04573654238983252 101:0.2698494713294708 102:0.2755810507607722 103:-0.19140270624067 104:0.1436600926281428 105:0.2325506336227867 106:-0.35963992958289 107:-0.3721616385861388 108:0.1878988922096683 109:-0.07160080825773157 110:0.3989862065939355 111:0.1751197897135915 112:0.135702733315739 113:0.3528462861440428 114:0.1489001316831505 115:0.3079456317656912 116:0.1498757359541974 117:0.556352140127208 118:0.3253055307948273 119:-0.2317959650191155 120:0.2536308689626936 121:-0.2014371774040928 122:0.02894831015036124 123:0.2593888076260182 124:-0.2341456257206102 125:-0.2396345389111344 126:-0.1791538166091396 127:0.2296861530401634 128:0.2716333804538292 129:0.181757475924889 130:0.248566490772293 131:-0.7397904807872115 132:0.1153606682294906 133:0.475209538768934 134:0.6206903561472714 135:-0.2585751302601713 136:0.1029054406128474 137:-0.3423539711738356 138:-0.5211895121711601 139:-0.2793278135581347 140:-0.06424874862723627 141:-0.1189927327734154 142:0.004567219876579034 143:-0.04562275210273416 144:-0.601894668438791 145:-0.5652530354237333 146:-0.1154834787866777 147:-0.3100920329697944 148:-0.1737475715535163 149:-0.05581238294003611 150:-0.3127393389638452 151:-0.05122549417867628 152:0.1602913702730367 153:0.124149779159108 154:0.0892171803978119 155:-0.1703903550772188 156:0.1077400679737436 157:-0.08328732295027105 158:0.1466808467364989 159:-0.3023135656626879 160:-0.1555180329893637 161:-0.1597358956913384 162:-0.5470366782071211 163:-0.5126242432303263 164:0.1328925825800995 165:-0.1364154938082014 166:0.2853848772376851 167:0.4744248218415991 168:0.3743896007723496 169:0.0109373482423627 170:0.4650737959372311 171:0.1494467096594781 172:0.150345889361321 173:-0.2988105290136101 174:-0.03107240627087424 175:0.8023583934878372 176:-0.2475623909006985 177:-0.2734008470422054 178:0.10615504250973 179:0.2780872757104436 180:0.6289571446711678 181:0.1452179909041084 182:-0.1637542044662305 183:0.2848123242031795 184:0.07054585654396027 185:0.2275925609340596 186:-0.06094547140994602 187:-0.2903370710062385 188:0.2312473853025444 189:-0.4630625094204392 190:-0.2655321074049666 191:-0.07223871472728283 192:0.1033149755739287 193:0.5771555134601233 194:-0.5210727829971864 195:-0.4216348338274981 196:0.6420691402979213 197:0.41095919495217 198:0.2925625693894808 199:0.3049223745642817 200:0.1214228715116725
+-1 1:-0.1293413217151144 2:-0.2435150287978927 3:0.08854907764913596 4:-0.09185194911515207 5:0.2182145355316267 6:-0.5072800150262261 7:0.0841279189606593 8:-0.09303745739569359 9:0.2322228457019204 10:-0.4994418852571621 11:-0.004316341972112895 12:0.6083576504433578 13:0.08054893406674149 14:-0.4294907542674158 15:-0.05105744596811321 16:0.1006295157003641 17:-0.2133806287296164 18:-0.03006752532267632 19:0.756120567594451 20:0.4723620331616643 21:-0.03136971279680142 22:0.139007952052654 23:0.4518207494657789 24:-0.125976890847014 25:0.26522677556325 26:0.01621498508849004 27:0.3372866913763869 28:0.2391297647079094 29:-0.169208009876735 30:0.392073737459723 31:-0.1632522869175612 32:0.04829489723943059 33:0.01247267816506376 34:-0.09753114037917009 35:0.0699219527645631 36:-0.06225416283631706 37:0.2488605702441716 38:-0.145935153843937 39:-0.2725002484246332 40:-0.6392553665497969 41:-0.4698489280050564 42:-0.7548058669764789 43:-0.2117569540214768 44:-0.2802128397514558 45:0.6459387266121163 46:0.2311742544446648 47:0.5697286129183139 48:0.3388652537854653 49:0.1003363822520178 50:-0.6081436883734975 51:-0.6484385770415475 52:-0.4312321640588346 53:0.2021397713389202 54:0.1798227763740746 55:-0.5382211800520545 56:0.0007312284839105301 57:-0.08253049574745949 58:0.1405204822026646 59:0.2679045407968595 60:-0.001690214892966349 61:0.3431318849500887 62:-0.07207091303658299 63:-0.256663451711747 64:0.1425473807005472 65:0.2883200017806363 66:-0.6149122241255769 67:-0.3065958468765251 68:0.53880141377711 69:-0.2227693620045548 70:0.2247700449989952 71:0.08642801049974522 72:-0.5551976560370778 73:-0.5440598965625781 74:0.04624308567407841 75:0.7359063626946976 76:-0.1368219629373211 77:-0.1358651679024361 78:0.3815442503781893 79:0.3436703310701497 80:-0.4328816170813989 81:0.2181693677742733 82:0.2775657049432063 83:-0.2054567523213758 84:0.2539565438142409 85:-0.1851185011800418 86:0.06686538176385473 87:0.3380951670195644 88:0.1593336190496909 89:-0.6149918392973104 90:0.08187855233058627 91:0.1205485297411729 92:-0.08226648247990845 93:-0.6265190058661995 94:0.2628680496024481 95:0.55994375237745 96:-0.3631747134328694 97:0.05930197594239821 98:0.05599101799768808 99:0.2353669321926523 100:-0.2922291662022216 101:-0.3331684945224743 102:0.5777857503563623 103:0.4608831269286057 104:0.1503971962377942 105:0.007607286022034518 106:0.6072263838679013 107:-0.2300646971105763 108:-0.3776476991051014 109:-0.05895661766793785 110:0.5259046501946116 111:-0.1976919863027997 112:-0.3999540727998013 113:-0.4630913525634204 114:-0.07259204135423152 115:-0.4953063848798377 116:0.1354434579332394 117:-0.2061111781698065 118:0.02020841810525315 119:-0.1053520382291825 120:-0.7334012052102216 121:0.3576568706082681 122:-0.5902520678735803 123:0.8116851523368378 124:0.04938731214129516 125:-0.3540905380393317 126:0.248563273467206 127:0.188661688598749 128:-0.1757818935023592 129:0.09629696115822514 130:-0.1820543684980124 131:0.1818273979145246 132:0.3930073137097486 133:-0.1397697403199144 134:0.03608112214415328 135:-0.1610679349999482 136:-0.2636348171050623 137:-0.2256772305747176 138:0.4518274540819184 139:-0.4892347951776548 140:-0.07156825632872316 141:-0.2311006548641453 142:-0.05986179102885083 143:-0.2317963044480242 144:-0.4047592879829547 145:0.4729768101086135 146:0.2677993902061975 147:-0.7102043922904638 148:-0.3083967934302714 149:-0.1884773211630799 150:-0.1105316806963292 151:-0.5124421506923482 152:0.01351369147443171 153:0.2543787351960834 154:0.3033210370984303 155:0.1845992149289315 156:-0.4131088585777445 157:-0.07704042342842826 158:0.2608538980732596 159:0.244201240530072 160:0.1650474332533934 161:0.1997723278609126 162:-0.08271018909667366 163:0.2388957118864848 164:0.5796614135344569 165:-0.8426779998784023 166:0.01338714885464012 167:-0.3480899404412098 168:-0.2166599656008444 169:-0.2229647753209704 170:-0.2106773276833642 171:0.3814261771182334 172:0.5276479119800193 173:-0.1951825698079231 174:0.1058026757068705 175:-0.1885030214275287 176:0.2288541191587269 177:-0.7787924709477225 178:-0.4393661737077019 179:-0.2372367417427429 180:-0.2102905435655308 181:0.292760892214642 182:0.4371505987422082 183:0.2955849720324857 184:0.188163311737943 185:0.2100887966061598 186:-0.06818600577845546 187:0.118253246700168 188:0.2157090388150615 189:-0.4456447173651868 190:0.2492796154507733 191:0.7341787171285634 192:-0.06620069502470347 193:0.2425003509876616 194:0.08666311990938325 195:0.4976956363620388 196:-0.1515797327661567 197:0.2151873334338859 198:0.7616987735030166 199:-0.1786397201303139 200:-0.425961387067958
+1 1:0.08886615752997298 2:-0.1546824795713728 3:0.3693715461467265 4:-0.1336300588641445 5:-0.4765936094713766 6:-0.3146038718557785 7:0.02424362028422941 8:-0.1392143963526732 9:0.2408762890410116 10:-0.4437077779188738 11:-0.2327414441716216 12:0.3113425081114313 13:0.3299415614359876 14:0.04601448500297489 15:-0.4803795505319359 16:-0.4223845458254522 17:-0.0333494603709993 18:-0.189541479484459 19:0.7510159998610189 20:-0.2576668838885993 21:0.1251302016495163 22:-0.4699858651654338 23:0.06789161333843041 24:-0.2639713867595322 25:-0.07438449814904 26:0.3995286105039748 27:-0.2900092981793261 28:0.2460080742053084 29:-0.004530001506559141 30:0.01404491649429482 31:-0.09945138619213545 32:0.3125953272036803 33:-0.3855752096758347 34:0.0208458684314974 35:0.05453806254236955 36:0.447478547096005 37:-0.1837883223676335 38:-0.05442823129270628 39:0.3506101258347696 40:0.5414187003064055 41:0.6912842037018536 42:0.1615968083206025 43:0.249813297412584 44:0.03208742719369796 45:-0.0981355905744887 46:0.06398147877947538 47:-0.2022109781374136 48:0.4156337992764381 49:0.3641587132730288 50:-0.2201451012052313 51:-0.2665527111835609 52:-0.05881040258609226 53:-0.2743007775466524 54:0.2295720489569247 55:-0.4673883515414007 56:-0.03522805857648915 57:0.2674078912498041 58:0.1417332363047581 59:-0.1115419615253585 60:0.2161871956871646 61:-0.2666034072008573 62:0.143517800858725 63:-0.9381013145657185 64:-0.5465090035673099 65:0.7427263602252898 66:-0.1283316703618632 67:-0.4976093162985933 68:0.006113664840692035 69:-0.4868664534217198 70:0.02410267880069432 71:0.1642617959706417 72:0.3555209479043106 73:-0.18334165959067 74:0.1703666617848371 75:0.2433313303729663 76:0.3564500930417653 77:0.5388173960914152 78:0.313924289938832 79:0.3690016250765948 80:-0.1962589147391844 81:0.4763358079931478 82:-0.01995729673863983 83:-0.1252499074872039 84:0.1406129914583389 85:-0.3354997072036967 86:-0.2297362543203126 87:0.3906641655770459 88:0.2522004575003431 89:0.01372870837124976 90:0.2277956798079583 91:-0.7535694817623528 92:0.093056821059365 93:-0.444822744660326 94:-0.4521532561493267 95:-0.1324351328259464 96:-0.07662358111292583 97:0.1954456768129814 98:-0.06254413756207353 99:0.3090618293078927 100:0.2700204085165647 101:-0.2234381583796462 102:0.2070984667921746 103:-0.02825265685525383 104:-0.4139773917366266 105:0.9046791178993244 106:-0.05976449676918331 107:-0.3618255286604817 108:-0.04074568383715975 109:0.1218487221203375 110:0.5418913628017 111:-0.07764360524333294 112:-0.2671125124794917 113:-0.2354940764414991 114:0.06428196798608318 115:0.770871699269268 116:-0.1995367862918641 117:-0.1711393581858597 118:-0.1198810455100834 119:-0.07428315306312815 120:-0.2538247071388143 121:0.6340125112897419 122:-0.1048979054959021 123:0.155968954568035 124:-0.09041586032981058 125:-0.2307995236331151 126:-0.08077008616886924 127:-0.3077173590092142 128:-0.04364578478387296 129:-0.3659193305157534 130:-0.6987839134078708 131:-0.1645750760020376 132:0.3387883095683563 133:-0.2668569683886892 134:0.3944508098037508 135:-0.1896069237195444 136:-0.6588478910171747 137:0.09644410010009957 138:-0.3463597253753561 139:-0.2121213119773855 140:0.111828692868245 141:-0.1526802628378566 142:0.571296402826354 143:-0.08750050174651326 144:0.4129516668713296 145:-0.02082215330402289 146:0.7545551326387568 147:0.0563697979135057 148:-0.03586166041171211 149:0.1091304457777924 150:0.8465950192112401 151:-0.08707187019641713 152:-1 153:-0.0944182975365626 154:-0.04794461757819489 155:-0.5772200010096972 156:-0.07678706455077436 157:0.3187907376566405 158:-0.2255174995311272 159:0.3300227768236978 160:0.4168686853008894 161:-0.3810984486700441 162:0.1733865684750793 163:-0.08229980042681212 164:0.2189470243633611 165:0.04295750428136037 166:0.3944936477700773 167:-0.214387353342148 168:-0.2371155008676983 169:-0.09998682741110711 170:-0.05382666208825192 171:-0.06891326960482939 172:-0.1766570142176832 173:0.01565234375635981 174:-0.2649385079454057 175:0.1958352345710553 176:0.4159927847420731 177:-0.07543279738720743 178:-0.3510406594411087 179:-0.4959110877710116 180:0.502530243588041 181:-0.1123914577878306 182:0.2492754979686985 183:0.3722056502114041 184:0.3187974036982683 185:0.1486242332051511 186:-0.08128717033709555 187:0.2620854736200546 188:-0.7884012700170663 189:-0.03199633559516706 190:0.2484791036779306 191:0.2413900706656269 192:0.6416849237874772 193:0.159941742988897 194:-0.07455974276042796 195:0.07197703246774668 196:0.2792985301944774 197:-0.3409898015133398 198:-0.2671519822399863 199:-0.5119277751224161 200:0.06614888082598103
+1 1:-0.4351243324016855 2:0.3339321313451046 3:-0.03129375153107001 4:0.1784765524758433 5:-0.07846131059262458 6:0.1288513223542852 7:-0.2428453259734834 8:-0.218440489921944 9:0.08742992416869388 10:-0.04068907915260334 11:0.1385292694113775 12:-0.05893523994186439 13:0.1356226824667739 14:-0.3218101448802569 15:-0.1043607255694398 16:-0.4015710949398557 17:-0.1933416900851521 18:-0.001488882769360572 19:0.4750916742663779 20:0.3142303843203604 21:0.1996937350353329 22:-0.2362517588195068 23:0.08928357816677751 24:-0.2344894899089929 25:-0.04179728280474332 26:-0.1673440131677352 27:0.478134677090238 28:-0.3309483220161111 29:0.2309161876409028 30:0.1710438548494142 31:-0.1137549056591855 32:0.3766748372077774 33:-0.2979742501507682 34:0.003214575131467473 35:0.5546151880136899 36:0.2834768434119501 37:-0.5379934203693177 38:-0.3482895310950068 39:-0.03291783161592249 40:0.3360642597512097 41:-0.03834888511221254 42:0.04495073347248037 43:-0.5056044252168889 44:-0.1518599508754712 45:-0.6712518369711675 46:-0.1774945457467081 47:0.3372109346146081 48:0.3656934139931753 49:0.2857438275330768 50:0.2199626210943483 51:-0.01110606353922586 52:-0.6127315818027688 53:-0.2049215171710975 54:0.04339396136140196 55:-0.1908880583198478 56:-0.06137162901121494 57:0.4286556310178028 58:-0.5531319152830866 59:0.1714419462246491 60:0.003948655599254475 61:-0.1138630054364695 62:0.1219947663241789 63:-0.002087931229427938 64:0.02394738189277325 65:0.1542766357844348 66:0.3001755705609506 67:-0.007757192409134889 68:0.1042533451316576 69:0.07649371613464606 70:-0.2569081361487331 71:-0.04177348279799949 72:-0.3725244050985044 73:-0.1121835915530541 74:0.1263794212204795 75:0.1270519750604029 76:0.2264099390747306 77:0.1142990585793676 78:0.4210690607285814 79:-0.3878685933909435 80:0.3631423195088932 81:-0.3328559976795483 82:-0.7481223435768138 83:-0.1454124443524265 84:-0.4295115753833971 85:-0.5694213631522695 86:-0.1862574483782228 87:0.1817637613707821 88:-0.04194147346009774 89:-0.4063599044435833 90:-0.1380750751161803 91:0.507972545593911 92:-0.1718785344608432 93:0.3664322995857486 94:-0.2131777585666858 95:0.07123740323802996 96:-0.0465905461487154 97:-0.1352635613137878 98:0.2224589536314557 99:0.2037372779588272 100:0.09714702647316495 101:0.50597146799145 102:-0.2405281697063013 103:-0.3035153162695451 104:-0.5279865169977003 105:0.4570880430999193 106:0.01539836129384974 107:-0.6284868219622244 108:0.5700118461347713 109:-0.3388183199671344 110:-0.1640076710940709 111:0.2812866356819747 112:0.3667102211830764 113:0.3993434202635424 114:-0.1621618328214325 115:-0.6137905980225715 116:0.0007010811882880164 117:-0.02325949728866253 118:-0.3889016331024763 119:-0.1246648151519784 120:0.2391243076660677 121:0.03183163158466037 122:-0.5831323366699422 123:0.1882524256236144 124:0.5275520105429236 125:0.5618024897768906 126:-0.325276322521191 127:-0.3679486309788212 128:0.1085496674193074 129:-0.1752667951384347 130:-0.1882351791940607 131:0.9615105506555194 132:-0.174060637856123 133:-0.9641358923530824 134:0.4181998433329258 135:0.05286777281180917 136:0.04886113992340295 137:0.08802331546184633 138:-0.4261300027639445 139:-0.02420374219746338 140:0.5219245347122348 141:-0.1935995497700463 142:0.07326834612955761 143:-0.6006551737098852 144:0.1063487397780055 145:0.2622467953472453 146:-0.08531338381490544 147:-0.3661817707123087 148:-0.150751717861932 149:-0.138119705383397 150:0.2548083812180194 151:-0.3645713889294215 152:-0.07172900110442182 153:-0.02282261557818496 154:-0.06163978536979889 155:-0.1749302811301374 156:0.5535101233229958 157:0.2503539533180009 158:-0.04483984349376752 159:0.07276094528644093 160:0.02008684572004527 161:-0.3834704788756974 162:0.1051395150008832 163:-0.06933345110164177 164:0.3453040540885363 165:0.162644938808155 166:-0.8351105207323554 167:0.08624998216869387 168:0.08412847204523431 169:-0.1889167289539133 170:-0.01653245468357303 171:0.257035009336539 172:-0.1312238746800982 173:-0.4623416673593466 174:0.211835886167574 175:0.2487678929071463 176:0.5853609567031286 177:0.3839992317261103 178:-0.2356452067760587 179:-0.09287715422979272 180:0.538055014209007 181:-0.1575636086586614 182:-0.1297512587358415 183:-0.2347488364670157 184:0.5765612022969733 185:0.1340983227618261 186:0.7092534306890157 187:-0.2834056127439237 188:-0.011750007166344 189:-0.3670324853404468 190:0.2642315017141815 191:0.1584440870097173 192:0.6877125651580639 193:0.03062061076519185 194:0.2485011815874656 195:-0.1188210006560862 196:-0.7977867839002682 197:-0.1276625964252566 198:-0.05901752889019052 199:-0.09205166900644032 200:-0.6439451772655165
+-1 1:0.5517477355729666 2:-0.7065644805693562 3:0.006317151760422418 4:-0.123183623127398 5:0.07058809289845833 6:-0.1877405491981901 7:0.5939460905008324 8:0.2062499404769527 9:0.8030083307339864 10:0.05264034406854212 11:0.07995718411229345 12:-0.1859240962225236 13:0.135510536912366 14:-0.4780991915253753 15:0.2303662780963104 16:0.3730470112204081 17:-0.5211644449660714 18:0.621639739711247 19:0.513779148499165 20:-0.2106731701227938 21:0.4113998216712872 22:0.38917107880289 23:-0.5150216498106243 24:0.385043893760698 25:-0.1480141230942754 26:0.01479920386849123 27:0.244910148734723 28:-0.08313973613118777 29:-0.1682633624542678 30:0.3833083058549436 31:0.292871514640168 32:0.1438577997793475 33:-0.1195849610939702 34:-0.6222391437475668 35:0.9056346934984975 36:-0.1884921912190454 37:-0.5023941656954132 38:-0.09033165666179846 39:-0.01229141617601527 40:0.3672115570176668 41:0.3406244676258505 42:-0.6377871735179094 43:0.409213347049089 44:-0.03627374208458797 45:0.3672399304273379 46:-0.235430184975901 47:-0.1115900098437512 48:0.04682019323440396 49:-0.1117199831865058 50:0.1525120395233731 51:-0.04678384504648932 52:-0.284008650133838 53:0.2036549430082392 54:-0.01726501848801106 55:-0.3411139440758912 56:0.4023194756646322 57:0.06236257268984974 58:0.02632495035568263 59:0.7627956378885568 60:0.2264302038327495 61:-0.08688346612413061 62:0.3805762639593728 63:0.006989839497906599 64:-0.177382244979655 65:-0.1589080372011046 66:0.3999878018971617 67:0.2019916465610194 68:-0.5060762657412328 69:-0.227483941139396 70:-0.6209810457992472 71:0.06114569316190417 72:-0.450760057792732 73:0.1151641239230416 74:-0.3546116921033167 75:0.4284479194148171 76:-0.2853976043407542 77:-0.03103238929081782 78:-0.07210973963758927 79:0.5475967216898521 80:0.06971993827560036 81:0.07572908138755509 82:0.3760279963640543 83:0.2674926306676034 84:-0.2280005297615817 85:0.3814778660934837 86:-0.1402087751677764 87:0.07507921438636955 88:0.07396067107059823 89:-0.04369148251056586 90:0.02472576976604524 91:0.4156997742566838 92:0.2038976854859373 93:-0.3813066857515074 94:0.3959051074067221 95:0.03479278014294 96:-0.1813026946731369 97:-0.05365307495171454 98:-0.07734023026899284 99:-0.3682875650477413 100:-0.563199726202303 101:-0.3826460067089186 102:-0.4382336039650734 103:0.5043154274386807 104:0.538026836216178 105:-0.03925201065038969 106:-0.967379163952123 107:-0.4177925244310482 108:-0.3037552673523625 109:0.01595433176550849 110:0.4581372091632938 111:0.1915959796824787 112:0.03001411035730241 113:-0.2890100077368892 114:0.1744937144028023 115:-0.1555890946475033 116:0.08080690859892456 117:0.2513874746675187 118:0.036411215183031 119:0.1010934499331525 120:0.07297803572527814 121:-0.4120365251431442 122:-0.4553878934484699 123:0.06230081258085984 124:0.5551609771392969 125:-0.111537749539045 126:-0.2533424363382508 127:0.2219596346487819 128:-0.1880406271959871 129:-0.008254729341884058 130:0.3377815667417242 131:-0.1409035262075625 132:-0.07177025223963182 133:0.6442261062930427 134:-0.4687550458828278 135:-0.1659840228472674 136:-0.02327935552580955 137:-0.1709543480548697 138:0.03340009026948849 139:-0.2276186292698376 140:-0.2168918858174295 141:0.2864738566375635 142:-0.4235998373101189 143:0.07402818678293716 144:-0.2210856065701726 145:0.3023284216401576 146:-0.3063310409739846 147:0.2649308786581784 148:-0.2874806973412604 149:-0.8329178263421004 150:0.2362989444352022 151:-0.2402291669745287 152:0.07731882451701282 153:0.1723740504887057 154:-0.2360548412654623 155:-0.04826857582361622 156:0.05601959112190917 157:-0.1052107165057776 158:-0.3864080616956624 159:0.3308809301968378 160:0.3538922584022299 161:0.08956191214987541 162:-0.249684673064176 163:-0.2933672891299772 164:-0.02270286533621668 165:-0.3741659887852457 166:0.6517320649929407 167:-0.7494044760547912 168:-0.1867417612072328 169:-0.6915875978263403 170:-0.1606015937361168 171:-0.09980952530837599 172:-0.04180746289902467 173:-0.386353455718611 174:-0.1836693335064683 175:-0.2135300849101461 176:0.7602138985495414 177:-0.06688686557610951 178:-0.1892026843171207 179:0.1518006198770602 180:-0.142957523964725 181:0.0176290644613043 182:0.03692878525321015 183:-0.5236058355985157 184:-0.6302609006532679 185:0.3435066954203672 186:-0.3495744648999687 187:0.1444109106238678 188:0.1263836146837428 189:-0.3056908501859492 190:0.2501453650107998 191:-0.4975006587388783 192:0.1491505678213095 193:-0.3178756369816841 194:0.4386668980293637 195:-0.04773443086400417 196:0.1234625008986733 197:-0.2296822294960674 198:0.1522043819398261 199:0.1674880085693953 200:-0.09833970477742882
+-1 1:-0.07044685664586497 2:0.8136916477164121 3:-0.1307832752025153 4:-0.08900028777216482 5:0.00280453361141228 6:0.1688997828399985 7:-0.2415176267007059 8:-0.5662920644051328 9:0.08741463822816326 10:-0.009147751000854076 11:-0.2550432025856199 12:0.4818706997560459 13:-0.3576405569918072 14:-0.2123948259303187 15:0.03917779906554283 16:-0.105262392877073 17:-0.2589634501036038 18:0.09575150447969363 19:-0.242350659545512 20:0.6977656963638319 21:-0.1191207177741757 22:0.1077524538777276 23:0.1038255409952047 24:0.1964802075367857 25:0.1018261005833925 26:-0.2981264061765475 27:-0.1856131198952679 28:0.3271133155650878 29:0.4123009330759543 30:0.2004149956039603 31:-0.02611295713471291 32:0.09493562854727519 33:-0.2418702015171151 34:-0.507900109385055 35:0.2433208930133036 36:0.1165931133617664 37:-0.1558838724989286 38:-0.3114269630352944 39:0.2375055187075348 40:-0.4646599575662056 41:-0.3500003627880006 42:-0.6108229504711299 43:-0.2992748317198642 44:-0.176140996165996 45:-0.05824324857529889 46:0.3219134749708779 47:0.4533939208801523 48:0.4539247524482407 49:0.03474029769105969 50:0.4054741324805812 51:-0.116311965724559 52:-0.2823234803892217 53:0.6003674960655312 54:0.2358906270231179 55:0.5144591343514665 56:-0.729107368042012 57:0.4724388972517377 58:-0.1263069711627451 59:0.09866226441531693 60:-0.2474939983675646 61:-0.2442292493688333 62:-0.3451613811508521 63:-0.1173916746964978 64:0.1427303622523763 65:0.02612972986328205 66:0.2071810788725845 67:0.5128887336808761 68:-0.1752602307932914 69:-0.4767981292737636 70:0.02420874708469979 71:-0.02168519597767669 72:0.02145806903386899 73:-0.3046416198095487 74:0.1489656374472875 75:0.6617125339414293 76:-0.12464412636593 77:0.09310317443230767 78:-0.5181425079715822 79:0.1411975527536107 80:-0.3468004112311289 81:-0.2046722975958546 82:-0.2292452819984266 83:-0.5050648551615091 84:-0.1685410673631617 85:-0.0325924152523885 86:-0.09894826930901054 87:0.2849014695789956 88:0.3549927021772692 89:-0.06017184661201606 90:-0.08866655106539048 91:0.4394230050032834 92:0.1500822268162246 93:-0.1059236195353456 94:0.06901613775755461 95:0.2422208198333529 96:-0.3156709676740201 97:-0.2010302272291532 98:0.0916506135629425 99:-0.7091180016462199 100:0.11764281502105 101:0.05161622798604737 102:0.8257437806239563 103:-0.2255086613103691 104:0.05517858009516328 105:-0.05825128749182937 106:0.01915379533721308 107:-0.4042302689476609 108:0.6354073018737035 109:-0.495703307042593 110:0.1524945272631466 111:0.415847285804352 112:-0.1045223668788178 113:0.1060631959237728 114:-0.3697160267586011 115:-0.3250755025601129 116:0.1982455754129484 117:0.4985845404794307 118:0.1768311278573901 119:-0.3440076191151857 120:0.3743276863509495 121:-0.01576773742713205 122:-0.09068932736689239 123:0.4065003608059702 124:0.1544151236295656 125:0.1661545684935552 126:0.6015092956004928 127:-0.03194860738430783 128:0.2573502294446044 129:0.1280175115825338 130:-0.009664922783693297 131:-0.05065484991350368 132:-0.8361471205086783 133:0.2821195427694206 134:-0.01987538548288055 135:-0.3383915020989098 136:-0.160459590982481 137:0.2763565934175157 138:-0.1823583392960662 139:0.03250631264239796 140:0.694797893373136 141:-0.08049304216606382 142:0.006450663522250844 143:-0.2313902259960045 144:0.179661685394886 145:-0.5834574120244426 146:0.2527296825523576 147:0.2117121555507634 148:0.3383871448750634 149:0.3556250468410775 150:0.3564585977820596 151:-0.04340379746216971 152:-0.3101851714043022 153:-0.1745547726346182 154:-0.01392465201004559 155:0.1034263125560307 156:-0.4134850429054513 157:0.04787682178650805 158:-0.7105012344340161 159:0.1078299661191444 160:0.3587210500838733 161:0.1435930070867077 162:-0.1510780119596945 163:0.09284035424452386 164:0.1344721675384891 165:-0.4769244627171333 166:0.3145323955257581 167:0.0904180553605331 168:0.2208664913452413 169:-0.2549311373610079 170:0.3172309599045989 171:-0.1167004298556435 172:-0.7753303241406138 173:-0.2698482056969608 174:0.06377105901149541 175:0.0255870293507699 176:0.2705988676724415 177:-0.2310963215994163 178:-0.6352300298719378 179:-0.06898801258704677 180:-0.1941044890462912 181:0.2876931986801227 182:0.2495869597429046 183:-0.1055255940553608 184:0.3529617131884059 185:0.4857686410591118 186:-0.02714295341094906 187:0.2163785769599048 188:0.2435028255120694 189:0.118410943800151 190:-0.3181143726873035 191:0.05626944594713985 192:0.7533206872561047 193:0.1975907496811578 194:0.8352219463849974 195:-0.134409039081409 196:-0.1941496541918202 197:-0.6528113953293437 198:-0.09503459969273524 199:0.4855198146182618 200:0.2919087558890918
+-1 1:0.6660927750748055 2:0.1926679840067091 3:0.001679641159211651 4:-0.4593395371470756 5:0.06594403825212512 6:-0.4175976893519857 7:0.1355097780827557 8:-0.2651746516500954 9:0.5337883718883962 10:-0.1907380558828155 11:-0.3342062421339989 12:-0.3964892559367309 13:-0.2250553464655745 14:-0.5099176254646316 15:0.03902321834697747 16:-0.5739108603941925 17:-0.2803567928741482 18:0.2546365168546162 19:0.4438067795419324 20:0.401250893700246 21:0.04992403544915769 22:0.1106775243602835 23:-0.2220198848830406 24:-0.8238369138766138 25:0.4588112652367171 26:-0.2733915995425672 27:0.1317453337226034 28:0.7591743954150354 29:0.08812801775113072 30:0.01094416984649772 31:-0.4773274081647493 32:-0.01860616545253531 33:-0.1743347254046282 34:0.01322839658372521 35:0.2058452101346776 36:0.410421728590689 37:-0.04413754828579518 38:-0.07577017375110956 39:-0.6230044470407283 40:0.4439480836267142 41:-0.002636826883119822 42:-0.7342142504033002 43:-0.3657392949125014 44:0.3257695149849348 45:0.01258928390971394 46:0.3211267544422411 47:0.7556459409026153 48:-0.3569434113662257 49:-0.3499872515435422 50:0.1088515572880385 51:-0.1318915938530648 52:0.9650606080318901 53:0.07367764337390044 54:0.02014878963295223 55:-0.1526300577166731 56:0.05042888425673754 57:-0.01878085040930214 58:0.1348694170961592 59:-0.06337985622754849 60:0.4364158493292225 61:0.2204831088859603 62:-0.09680539484172748 63:0.1028292510668024 64:0.4554565286856324 65:-0.1319288057987454 66:-0.2073486008756032 67:0.2105092490097594 68:0.09496798512841292 69:-0.4096596858642411 70:-0.04311812781086588 71:-0.2276197443646854 72:0.8047755799767007 73:-0.08907101801076189 74:0.3423638549497839 75:-0.3136861551694748 76:0.3880440171879254 77:0.09649682131302417 78:0.3278272386421614 79:-0.1325426041535481 80:-0.06892770478385625 81:0.5299970871961064 82:-0.1579761835877674 83:0.2098430598225371 84:0.442308324183079 85:-0.0624765780269169 86:0.816234704007167 87:0.3987139034813263 88:0.1597734781151261 89:-0.4920607228769231 90:-0.3118643401046232 91:-0.2456961945263133 92:-0.2350070839576067 93:-0.2874361324562782 94:0.07753966730195455 95:-0.03378748922070219 96:-0.1514833310339374 97:-0.08865834318312163 98:-0.1306163570228357 99:-0.1381105924672397 100:-0.2829638322467692 101:0.1885769720295165 102:0.3026545134433812 103:-0.1837936316333327 104:-0.4295533570220133 105:-0.313082808976333 106:-0.2829585323787861 107:-0.4387630893786919 108:0.345040454637385 109:0.4082068590509967 110:-0.4621762069000735 111:0.3062814840808787 112:-0.08936419602705804 113:0.1018944388917004 114:0.3494963645770385 115:-0.8761120839119563 116:0.07856175794864215 117:0.2102396522046262 118:-0.5580905297928491 119:-0.09377609388935489 120:-0.04042192142655821 121:0.1689524498227161 122:-0.001222742317878681 123:-0.7646053783831318 124:-0.3074722238916456 125:0.1216812331110916 126:0.5093117360129303 127:-0.01241591856899153 128:-0.08913446590720828 129:0.400110640432388 130:0.5016695556362342 131:0.1987636971911897 132:0.02592331826967067 133:0.7756543147441617 134:0.1397119531240496 135:0.001356248243799325 136:-0.6153402876049512 137:-0.4292551694594144 138:0.5096416304406548 139:0.3851430236436624 140:-0.07113839731233852 141:-0.3393656080904328 142:-0.6726029578625107 143:-0.5696301154049148 144:0.201398534954361 145:-0.6147584978840961 146:0.1083049635086108 147:0.483798160589448 148:0.200075167558887 149:-0.4520564415872139 150:0.2027071733114904 151:-1 152:0.2820823881003793 153:-0.06487877873870466 154:0.02964932956049224 155:0.1152769816414004 156:0.4385146515777347 157:-0.4497868973500481 158:-0.09788457400808351 159:-0.4763530814381888 160:-0.09331084532899897 161:-0.3761451392588107 162:0.486067120901351 163:-0.3176773788096099 164:-0.0826794063802842 165:0.3970847972251851 166:-0.9011608720660468 167:-0.4475294045793046 168:-0.11977141710026 169:0.2172797525857554 170:0.08632456924296694 171:0.4018544392954175 172:-0.5157824627940972 173:-0.03212884777037804 174:0.2265048015506613 175:-0.3858004898059992 176:0.4488857675839908 177:-0.7142380295229678 178:-0.6323426193389767 179:0.3290783485076294 180:-0.2520653321045375 181:0.4912613612448911 182:-0.2186480885229763 183:-0.1746998609872853 184:0.03007626432942855 185:-0.416075666594206 186:-0.9184407786572276 187:-0.108424681716263 188:-0.2106284144858243 189:-0.2584647043146744 190:0.5730860829767137 191:0.2130145273101097 192:0.2247975333151339 193:0.121188227159388 194:-0.1808470083506019 195:0.109575959852624 196:0.6817869494004167 197:0.1216449672151007 198:-0.1506207520387589 199:0.2775308563039381 200:-0.130787222900881
+1 1:0.1559291365960209 2:-0.6989682325843031 3:0.2086213053756598 4:-0.446293708530122 5:0.2301701732843714 6:-0.3568722762603573 7:-0.2365661409483598 8:-0.7213498715150612 9:-0.02899880556594017 10:-0.1619255562495066 11:0.4026631094290827 12:-0.4189771286135424 13:0.1739419949995206 14:-0.3290150141810958 15:-0.5838263915405583 16:0.2295526027484998 17:0.1699351008624817 18:-0.3772732728950222 19:-0.01224143382170675 20:0.335662225696179 21:-0.7024384501975529 22:-0.4378195490305717 23:0.1265470574210948 24:0.2221263208161869 25:0.6350060499648528 26:0.535979867961669 27:0.1177122528375043 28:0.142435740053753 29:0.4568164800693712 30:0.5252933148662039 31:-0.1332140566556188 32:-0.4374309234127857 33:-0.3818802147200268 34:-0.4042490423770658 35:0.8472829402020244 36:-0.1409585827019202 37:-0.5137795193715378 38:-0.1502854755382244 39:0.4671203221656621 40:0.3340294222583744 41:0.1723791532061341 42:-0.0378250287224955 43:0.3775646125775807 44:0.8312390898111124 45:-0.6784594591341232 46:0.08427934741159646 47:0.4412245085760228 48:0.1023096675759183 49:0.6671907882874766 50:-0.1442838879808905 51:0.2384956859588476 52:-0.1510161805473326 53:0.2215387450786099 54:-0.08350112718845018 55:0.528940701428759 56:-0.1784765207335412 57:-0.3663356664806944 58:0.01755732212245299 59:0.1537077644981068 60:0.2168093074262631 61:-0.7583850909849541 62:-0.08718596213644972 63:0.2594930875370647 64:-0.1576673466266728 65:0.08557049105841034 66:0.3119034557549031 67:0.4370967360378191 68:-0.448031836021661 69:-0.454555968738381 70:0.1567802109547965 71:-0.5766556737477387 72:-0.15867418649201 73:-0.2851648155086018 74:-0.05816334308544038 75:0.02216058311275788 76:0.01896514368528883 77:0.3044607868231562 78:-0.07970561750189899 79:-0.05867465693707275 80:-0.01981054840318296 81:-0.07429589238465281 82:-0.4135645505783108 83:0.004589005786467149 84:-0.3908153624867085 85:0.28018791307535 86:0.1519639113790463 87:0.8069559467022743 88:0.210895346529143 89:-0.5176374843688438 90:0.1213738452070768 91:-0.02264992975520425 92:-0.3407116722133636 93:0.2191044418889602 94:0.3949120387005385 95:0.2747474191448849 96:0.1262124888874003 97:0.151847044476898 98:-0.107822661345828 99:-0.2681918708754645 100:0.4924323506807092 101:-0.1296992600326251 102:0.06306658941064811 103:0.1438818937963498 104:-0.0866883942938568 105:-0.2946398175380842 106:-0.4329995306439612 107:-0.524103669987604 108:-0.3939384979442825 109:-0.01429720686407661 110:0.2318537220189383 111:0.3851871975676706 112:-0.4204541047548057 113:-0.4181043124793407 114:0.08444043873291629 115:0.2063296654813962 116:-0.2400622250798447 117:0.4502683354542527 118:-0.4571347084693999 119:-0.3447673688326773 120:0.2146130145873767 121:0.2410606172502907 122:-0.8911944147705245 123:-0.1681710567949647 124:-0.4650707470908314 125:-0.2814926456531295 126:0.135195068475447 127:0.1803219713082065 128:0.6515923563163921 129:-0.5914998067012142 130:0.2566712028143396 131:-0.1123504109249758 132:0.1828339751716409 133:0.6674357797229574 134:0.289692485580755 135:0.113418223212713 136:-0.2904372477506661 137:0.3373123251175281 138:-0.473846692108262 139:0.04446047618046756 140:-0.2268012837640267 141:0.1096098974477066 142:0.2432357079273721 143:-0.326166263619235 144:0.2757838604537538 145:-0.01906335541812468 146:-0.2449205167791648 147:-0.09147991064747452 148:-0.4201560172055814 149:0.4983441120026415 150:0.4598571066948848 151:-0.2174637189539273 152:0.143709450082661 153:0.2654925465067965 154:-0.3821005731995386 155:0.746495718558906 156:0.06739843459372548 157:0.6819843728844025 158:-0.1580775024106258 159:-0.2416438484237843 160:-0.3405786701322809 161:-0.1104344277498422 162:-0.1203966108021504 163:-0.6071796608739914 164:0.541001873690806 165:0.4896687954539148 166:0.1831476745560494 167:-0.6973820067093031 168:0.2517805693658771 169:0.03742895000278509 170:0.3453652102200319 171:-0.1342159028291952 172:0.1258169313180563 173:-0.5199648620186678 174:0.2580046517702908 175:0.06908287433747376 176:0.6491074681132478 177:-0.6780389307311769 178:-0.3060888128933851 179:-0.1454275019533949 180:-0.2210913130251173 181:-0.1951439059308833 182:0.2991657445145357 183:0.320153227096904 184:0.642719569649314 185:-0.01133543200530976 186:-0.02864042530837291 187:0.4696073119759219 188:-0.4627436253475407 189:-0.03558621761059475 190:0.06555994501339016 191:-0.7191266814118126 192:-0.2661652628401058 193:0.05406590437962645 194:-0.5944701790007566 195:0.04768701295752215 196:0.3503220007408195 197:0.5471074485221969 198:-0.07917307861847553 199:-0.2834477082399346 200:-0.8028694755303847
+-1 1:0.5009286423475233 2:-0.02721498454741894 3:-0.08983580612328923 4:0.5628188099169927 5:0.2546725109644248 6:-0.486105503659741 7:0.4131797506558567 8:0.02809849049788225 9:-0.05550554110003939 10:-0.2982048940985295 11:-0.6165465271164617 12:0.1998551733756324 13:0.6061088510791097 14:0.01053749185920103 15:0.245734961839144 16:-0.178245445866996 17:0.06545294489364595 18:-0.04431870107330284 19:-0.3418725437533146 20:0.7412959461993633 21:0.07556203370328862 22:0.06151437727047869 23:-0.4902653323109399 24:-0.1916961042891878 25:0.1149317415168366 26:-0.3127005593759913 27:-0.3684374105615187 28:-0.04300127618763999 29:0.1791057352071629 30:-0.6995671852382583 31:-0.3138962919716725 32:-0.04053049652071594 33:0.2111841194828936 34:0.1442888135844894 35:0.642548487930055 36:0.1858379043765904 37:0.1120546917038803 38:-0.3627872832623849 39:0.4916392693944065 40:-0.1032463918927697 41:-0.4111573293789482 42:-0.16680549675084 43:-0.3399613749710774 44:0.5365376866992591 45:0.05570545157441302 46:-0.002084410129776518 47:-0.6054448393917139 48:0.06857975510828621 49:-0.4624100693679959 50:-0.3765109674135372 51:-0.06040779007522523 52:-0.07453873868625807 53:-0.2673911850771771 54:-0.03348061596954711 55:-0.1294489714038239 56:-0.193342224608669 57:-0.03468150228608249 58:-0.2349360489852432 59:0.2542703852305644 60:-0.1486193875083082 61:0.367930627402787 62:-0.08157779421185804 63:-0.0543372268162163 64:-0.0663127483625776 65:0.09885944204729684 66:-0.4247787285548476 67:0.1187976182371842 68:-0.1788975515622877 69:-0.468111044531976 70:-0.4792010554842617 71:-0.4374580200459931 72:-0.01276842662348809 73:-0.2282990344523392 74:0.2031936009520364 75:0.1910416009096257 76:-0.242857152786305 77:-0.6626156759827373 78:-0.2832094039081218 79:-0.2536012013378295 80:0.415801657813557 81:0.261950079612511 82:-0.1629952017641065 83:0.4245094299166366 84:-0.2255409603323954 85:0.1838560155742383 86:0.3045076919973954 87:0.2061790449800548 88:0.07822910516148174 89:-0.145326294960976 90:0.03412828751074333 91:0.6392257240406815 92:0.3042782716945639 93:0.3098607672972258 94:0.3622226849249791 95:0.554383027072698 96:-0.03294915298903764 97:0.7651146392895913 98:0.4230223733279507 99:0.05214841630079171 100:0.1749029288252187 101:-0.4708607622023632 102:-0.1051942722522945 103:-0.004837701635805575 104:0.3167961535094219 105:-0.2793052577585601 106:-0.2791487019397089 107:0.0519842077180685 108:-0.07289518384465921 109:0.1449497398679558 110:-0.2760744574480048 111:0.242200562040715 112:-0.08171526079633656 113:0.7077929254389491 114:0.6732741253260939 115:-0.2300514289973788 116:0.9084040226515512 117:0.4778804906561435 118:-0.1124557374000309 119:-0.3883878130950678 120:0.4998499263642725 121:0.1237388684398413 122:-0.5615158836127059 123:-0.02926344625107116 124:0.5624384869494004 125:0.008579669535912767 126:-0.03075497968268344 127:0.09209429809522979 128:-0.7119972160282533 129:-0.2512248810891933 130:-0.3410122387258276 131:-0.148863576380495 132:0.004255731614435326 133:0.2162249735166612 134:-0.516499160178284 135:0.2525462819404902 136:-0.1877757977656151 137:-0.361594253845697 138:-0.09967379743958929 139:-0.3766872974602218 140:0.7211475165415749 141:0.6636019726780018 142:-0.1683132503068982 143:-0.2450004562285378 144:0.2090604230409091 145:-0.2434169752413821 146:0.6135123710779411 147:-0.2542005085493863 148:-0.3353972440933414 149:-0.02017101826908954 150:0.6569801867966911 151:0.2945872721614828 152:0.03857666481945486 153:-0.2193200531476936 154:-0.3162506255429192 155:0.5002511015302611 156:-0.07704710552336781 157:0.2491213647548072 158:-0.02691163784738435 159:-0.3100973787406905 160:0.3330251923831871 161:-0.2803812733890457 162:-1 163:-0.2431291035939611 164:-0.06214331338643964 165:0.2315247509651827 166:0.3605479462347278 167:0.3651827173561383 168:-0.3365704435239886 169:-0.2335979476284277 170:-0.01325431232812731 171:0.3495375439150341 172:-0.1197357613901893 173:-0.2441527302866773 174:0.4505877112706554 175:0.308700083844599 176:0.9145392143671639 177:0.3024859202680279 178:-0.4422281722591792 179:0.0004865331124170123 180:-0.0563728945626949 181:-0.096296765642154 182:0.1846665921534782 183:-0.04771481035035882 184:-0.3233569796656283 185:-0.3558818476989827 186:-0.08997275404914298 187:-0.3421465117535387 188:-0.3156393536028111 189:-0.1221931951848609 190:0.4661476909064385 191:-0.001964365872624829 192:0.01330227777314866 193:-0.2692719347510651 194:0.4801454786764426 195:-0.2088113668311966 196:0.1075804322639844 197:0.1956186657911213 198:0.1103603596264386 199:0.6344696801286276 200:-0.1395738467690175
+-1 1:0.05499057807008218 2:0.3111619263443152 3:0.2224066115669783 4:0.3053686867000009 5:-0.4053323872272699 6:-0.1073584443546343 7:-0.1196720076617918 8:0.4582484284895788 9:0.5171740701837988 10:0.4399869631603884 11:0.2006997639574498 12:0.1952760786295636 13:-0.3157273453043826 14:-0.1978971312759943 15:-0.1805963245753676 16:-0.03566504753546589 17:-0.3132459330550245 18:-0.005913236891042929 19:0.3346130156383115 20:0.7034454756506222 21:-0.1140428985078528 22:-0.1867009487641057 23:-0.09538644951732872 24:0.04106229350078407 25:-0.3582764016695107 26:0.2427401107290307 27:0.596224897072844 28:0.006815343503646647 29:0.3071792934144246 30:0.2957372435367704 31:-0.4605783336097217 32:-0.1207959730847624 33:-0.285779112907417 34:0.01940143879829473 35:0.5542699995132574 36:-0.38519702091672 37:0.2608460454081005 38:-0.3383399074211667 39:0.08782620009021734 40:0.3216773858795254 41:-0.05618040585041817 42:-0.302009180397198 43:0.5767043135452992 44:0.1042038385030502 45:0.1123668605649078 46:0.1040182450667568 47:-0.3580489582193789 48:0.1087939909249729 49:-0.174469535436448 50:-0.3382048068045083 51:-0.5807246385259788 52:0.3330368294865614 53:0.13997958927857 54:0.3783532513875276 55:-0.3570996180222619 56:-0.3749507137639599 57:0.08265164120820342 58:0.2480914309706856 59:-0.03776609876009579 60:0.2420773515825655 61:0.04810059103033498 62:0.2881156487178338 63:0.4046081634252541 64:0.01739087775409984 65:0.002402569328699908 66:-0.1347199477193471 67:0.7707767589123791 68:-0.002902602941761707 69:0.0401567421142178 70:0.1558925031179107 71:-0.06062789134921529 72:0.006504353285072036 73:-0.8813944907814555 74:0.3311393168764923 75:-0.02555401792858444 76:-0.09692701206255716 77:0.3386581241664283 78:-0.248265495417302 79:-0.2253624412580521 80:-0.07206701512089134 81:0.1781140075231541 82:-0.1987313724655667 83:0.355814220211932 84:-0.01061310600436496 85:-0.6732533992560533 86:-0.03843171727898011 87:0.5988899132210385 88:0.9013273554073827 89:-0.2812467706180883 90:-0.1040435305131503 91:0.2815598038713405 92:0.1907289405721408 93:-0.1294065560450159 94:0.325450794145108 95:0.2222760653360988 96:-0.07080813108400379 97:-0.1004984524543432 98:0.1369667436740694 99:0.5197414685578678 100:0.2925364014591642 101:-0.009583928300130266 102:-0.09195864243575202 103:-0.273054209240644 104:-0.4162540651917816 105:0.0522822651230951 106:-0.2204318354525384 107:0.2319258156829472 108:-0.2224126560306965 109:-0.1729704419112979 110:-0.2952504431656671 111:-0.03756222009816453 112:0.2326955785529893 113:-0.3253759585361489 114:0.1204356253442361 115:-0.0338401155031676 116:0.292435376687086 117:0.2251825939783758 118:-0.1203090049926987 119:-0.3364442577460992 120:0.05135915538373267 121:0.6773519824063454 122:-0.260610925539372 123:-0.05392399004631189 124:-0.039986151245822 125:0.07659510743846633 126:0.5062566338990351 127:-0.07143876145234641 128:-0.169654385441304 129:-0.3651234378323187 130:0.3413413684489722 131:-0.4166163577060858 132:-0.1625179599505291 133:-0.02184576406189657 134:-0.2980318026058164 135:-0.3997693413652143 136:-0.2237389337401763 137:-0.2456223210081144 138:0.5492912231873986 139:-0.4248064102912559 140:0.3436949014855755 141:0.4084402944510936 142:-0.01096736025981031 143:-0.3592278516100846 144:0.1994581249934908 145:0.4125238754563896 146:-0.2222022667883082 147:0.0404272499911339 148:-0.07450282330644735 149:-0.468800464480676 150:0.5112383417909483 151:-0.561482582810836 152:0.2821365105055799 153:-0.3869437288938671 154:0.3835066242645723 155:-0.5725687764048418 156:-0.4508258568889284 157:0.08175322968110596 158:-0.3144858787798351 159:0.1894742856197639 160:-0.6290958144800576 161:0.2540846695245472 162:0.1480473136332379 163:-0.08587453622030929 164:0.09720537575660668 165:-0.1713290614547814 166:-0.1773118269654249 167:0.5540386893821109 168:0.3452474010747382 169:-0.3992817862137786 170:0.3444526699899091 171:0.3054387644307455 172:-0.3401772556825714 173:-0.1434822601521495 174:0.2124344632653827 175:0.5492624991853741 176:0.4258215524160084 177:-0.2375319042370147 178:-0.03050193430052905 179:-0.05535991655878572 180:0.3481535948283719 181:-0.1169200662464812 182:-0.2241007370062791 183:-0.1553712625788473 184:-0.01038111997895317 185:0.4050723501650157 186:-0.1620597947661566 187:0.2516410141253222 188:0.1336823864081001 189:0.4520371192697598 190:0.2381120655589657 191:0.4438046378134752 192:0.03996071853913644 193:-0.07548497584478975 194:-0.438122751269571 195:-0.4204093842601857 196:-0.07291607709955578 197:-0.4356343898327386 198:-0.07911253114331285 199:0.5119382381365265 200:-0.533217717762115
+1 1:0.06404957803512093 2:-0.1638953145061987 3:0.963872370103583 4:0.3060486543859484 5:0.5542029141071132 6:-0.4866361921154488 7:0.03458058585028845 8:-0.5849266054657996 9:-0.03777567167049825 10:-0.03471770637178292 11:0.2409641744408509 12:0.7669289734762673 13:0.03420626728520303 14:0.2248260508466305 15:0.03307278916049848 16:0.5262684815454717 17:-0.4158721801968592 18:0.3899119781149831 19:0.5771253919629271 20:-0.04974557826776269 21:0.4501053588170082 22:-0.1065269805525199 23:0.3733191020371318 24:-0.2154173014132558 25:-0.1188446919924327 26:0.2451417481876335 27:-0.3786701671088599 28:0.3072190315418507 29:0.2862058970091059 30:-0.1855904949675212 31:0.4309128508982526 32:0.5684162728327408 33:-0.2983898460746802 34:-0.141298339389101 35:0.02630887832653567 36:0.4387636874611422 37:0.5593012740564069 38:-0.3059812255512143 39:-0.5398459251067378 40:0.2489299783173428 41:0.3858212483444052 42:0.588000340727504 43:-0.2920305190944252 44:-0.1438263193513076 45:0.1509178482187458 46:-0.4848348993248878 47:0.5000884998806396 48:0.8259311507016543 49:0.09130137263475341 50:-0.06028269803092438 51:-0.3264527808202163 52:-0.3510117306179231 53:0.8837636909208338 54:0.1680849313185309 55:0.6559370421229199 56:0.2536739773311714 57:-0.1456861765879203 58:-0.3814315175900353 59:0.4034695168060379 60:-0.03745888285447536 61:0.3758448302751118 62:0.1124979212166957 63:0.4637690070864982 64:0.4139376990449002 65:0.01017140230730182 66:0.1483885519180765 67:-0.9099111978522159 68:-0.4168269021210523 69:-0.3073960061777928 70:0.2186060602734117 71:0.1538383105418234 72:-0.3303428672808039 73:-0.3899513588902134 74:0.4621559318119348 75:0.1221548324885353 76:-0.02440607500743985 77:-0.04810711390790379 78:-0.5897774094918533 79:-0.4562336629404781 80:0.05815172208107647 81:0.3148423903669457 82:-0.1774999624825733 83:0.06747547391696559 84:-0.06547234076107114 85:0.04923301374919106 86:-0.4186358822397084 87:-0.393662875507438 88:0.4754374552462203 89:0.1926873631415972 90:-0.116450127922112 91:0.005139078887380563 92:-0.2285893780332365 93:0.08238033320756394 94:0.3697468438543804 95:0.4068561260655548 96:0.05913062750424194 97:0.5508362975713696 98:0.1450303308465288 99:0.257040623352109 100:-0.2051785953284451 101:0.1094250645465261 102:0.207799497162581 103:0.2990107734528226 104:-0.08034335271480998 105:0.5651690669989373 106:0.1171668442874444 107:0.4302380687759144 108:0.1791509747357396 109:0.05051169222344017 110:-0.08433951334750611 111:-0.2166852033316922 112:-0.255033595469173 113:-0.07901425315120164 114:-0.1172591003945292 115:0.1326994383761826 116:-0.02614888409832047 117:0.5098510070252817 118:-0.2815857591115717 119:-0.4821860064162716 120:-0.02267481350522244 121:-0.06999984748776554 122:-0.2232771366366842 123:-0.3062457891231422 124:0.2778468958368881 125:0.6836206726949877 126:-0.03955233243225308 127:-0.04485702651305729 128:-0.08188719622358581 129:0.1488544659041647 130:0.07633586954424598 131:-0.2811012437044924 132:0.0627462827601081 133:0.1703851593467494 134:0.2847586026437779 135:0.2752901241931858 136:-0.007119286279046601 137:0.6208993762714348 138:0.009212688528072152 139:0.1915914011780107 140:0.06940335609018324 141:0.1180018821364027 142:0.02120418518754305 143:-0.1107693568271309 144:0.04113799691948119 145:0.3548770187532904 146:0.1329402350552304 147:0.243487060446726 148:-0.2822296499315461 149:0.04210067470161188 150:0.333869167421352 151:0.1226044214206166 152:0.4730776809436495 153:-0.09258208988813599 154:-0.280379900090475 155:-0.4383269602687062 156:0.04902529772881672 157:-0.04209800090485695 158:0.7242905462655712 159:0.2350291907742443 160:-0.2708381519826417 161:-0.4814012737410152 162:0.4948094133809461 163:-0.4552331212004637 164:-0.3542230585287666 165:0.5892859666797488 166:-0.08310631673313271 167:-0.2094160555455623 168:-0.1697185874527998 169:-0.2666702552349603 170:-0.02742532929186477 171:-0.1851320168936797 172:0.02981050233112802 173:0.2976552441687451 174:-0.2470190984714128 175:0.1962679454397422 176:0.6922796850345443 177:-0.02650500008132264 178:0.03175740736804428 179:-0.0001529954944016225 180:-0.2008488718457602 181:0.06357532842297256 182:-0.01705557713390851 183:0.2271145171028367 184:-0.1123060599055094 185:-0.09484402868746035 186:-0.2151855540474193 187:-0.1462904580579901 188:-0.2040731349097805 189:0.06095821529269874 190:0.5195071629212857 191:0.4824446536482418 192:0.2358620772401132 193:0.1477856686303842 194:-0.2139985483658918 195:0.5610799372820405 196:0.4970705990878234 197:-0.07747755991854445 198:-0.6666538674432051 199:0.06441864365007202 200:-0.4164110211611459
+-1 1:0.06210997487096144 2:-0.2869018073053283 3:0.182099716804085 4:-0.1023709527397836 5:-0.2908166735094739 6:-0.2583534703389874 7:-0.6884717689396057 8:0.1286700789269953 9:0.01705601130266673 10:-0.4507218790511774 11:-0.2866610070876401 12:0.5596115502710608 13:-0.4650717717819974 14:-0.1244772474133965 15:0.257999187987455 16:0.05611910993291086 17:0.1291134732769158 18:0.1505290776933635 19:0.501687745590125 20:0.2052813527297835 21:0.3485114503293233 22:-0.3925653053099027 23:0.3968561032538637 24:-0.3316609326613361 25:0.3611809176052681 26:0.4568082790056356 27:0.1830709015901168 28:-0.5759552777588541 29:0.2897871828153088 30:0.0741972664128944 31:-0.08217281387871817 32:0.3862967785098375 33:-0.4281352356434657 34:-0.2884363276982913 35:-0.5910814959702798 36:0.2912218137286561 37:-0.09828323290307758 38:-0.2438207559227957 39:-0.2901806237670211 40:-0.06479476411579532 41:-0.6646711924203342 42:-0.2886033948132838 43:-0.03477818058299349 44:-0.03010581579649588 45:0.5245928150556078 46:-0.03414318424269103 47:-0.3890540601546641 48:0.5562593133928893 49:-0.01611006742575125 50:0.5335427928446228 51:-0.4972742907431303 52:0.1989099168600649 53:-0.007045396749089466 54:0.01171478417345012 55:-0.02650375417067764 56:-0.2543358371118292 57:0.1539752777588883 58:0.09887012349978289 59:0.1782982539335067 60:0.02304850891241871 61:0.3348117257176621 62:0.5474651791756738 63:-0.1767469683337614 64:0.4827941890213802 65:0.08988525721648306 66:0.04159842036761044 67:0.0782071748768072 68:0.008986789214732553 69:0.591330072847278 70:-0.2182849573074177 71:0.1679367336298108 72:-0.187001312065754 73:0.1737038267574842 74:0.2200020938659174 75:-0.4192314386107999 76:0.03202325110588169 77:0.3199119361290039 78:-0.3987662297138203 79:0.3541786794521348 80:-0.2847987602672603 81:-0.4074364796496609 82:0.09674748609804226 83:-0.1639760013688775 84:-0.7170161107742473 85:-0.4530138762662901 86:-0.448928731691098 87:0.02792229965632362 88:0.08403510221485642 89:-0.2144009365102079 90:-0.2803377148485918 91:0.557049769783597 92:0.1139693901571394 93:0.217459271043922 94:0.1315923888621789 95:-0.2286795680211665 96:-0.4039581113784009 97:0.7490920388650886 98:0.5966926285447139 99:-0.2539152057727388 100:0.2416567497983236 101:0.08473881899405356 102:-0.5927287748999472 103:0.08712181205223177 104:0.08148173056032648 105:0.04921660805218061 106:0.04829858007226671 107:0.4115677893297939 108:0.06816295870042328 109:0.6397331103297105 110:0.1968787123205024 111:-0.1896473611133239 112:-0.1574197203562975 113:0.7018858058182116 114:0.1545816100748669 115:0.08024445745555188 116:0.06143554698669113 117:0.5038103305984116 118:-0.01761369350346728 119:0.002964752161730838 120:0.1161151797000611 121:0.4599580330091743 122:0.5498024486562397 123:0.1913403986422696 124:0.08035291471370096 125:0.1290364022367915 126:-1 127:0.1025181464379982 128:-0.2939069099168107 129:-0.4847140796309198 130:-0.5901910230222372 131:0.3409772580932826 132:0.9767073668168718 133:0.09900203323226336 134:0.8098193768937635 135:-0.05542634902737321 136:-0.0009686591447651272 137:0.1450949204571693 138:0.07769503702012392 139:-0.6042303858393032 140:0.5447765344578083 141:-0.2563054208133285 142:-0.3371244306844757 143:0.6432332571969206 144:0.03870176057585901 145:-0.3667368245318393 146:-0.3558822214697996 147:0.4229529166482716 148:0.1073599175521093 149:0.1272415435523175 150:0.07723624829453751 151:-0.1909127867736697 152:0.2383820777555729 153:0.2711887145745424 154:0.002812636681727973 155:0.3188891215272894 156:0.09956609241238398 157:-0.2131586286847886 158:0.0311706946779202 159:0.2039291125217472 160:0.1711027528591875 161:0.3822307530742592 162:-0.2611566445082863 163:0.1316351330474989 164:0.5348675605916549 165:-0.1720931276032677 166:-0.173494297708039 167:0.4662861584434944 168:0.2926769109830156 169:-0.1613647422647939 170:0.5084811849337579 171:0.2241842050699838 172:-0.199115654459084 173:-0.1784384091721176 174:0.5021067303967792 175:0.2174311179779057 176:0.1408095054131593 177:-0.1126376586258889 178:-0.548078769389726 179:-0.01907329612895159 180:0.02684507794749107 181:-0.1006434054642215 182:-0.6068183146398137 183:0.4623595955069789 184:-0.4672457993742424 185:-0.1542232953386418 186:0.04288003560499135 187:-0.4022940672853779 188:-0.1370903337323256 189:-0.1818833025317398 190:0.1035211083482373 191:0.2677997155894925 192:-0.1168319460108002 193:0.6701321525368263 194:-0.7872609300147965 195:0.2893294982442319 196:0.1638458344566345 197:0.88813931442357 198:-0.0210772201982209 199:-0.0493141339302846 200:-0.1729222230636988
+1 1:-0.09115704977250125 2:-0.743701602258289 3:-0.05514053349946287 4:-0.1436503781948825 5:-0.05096971001870211 6:0.1373636756852063 7:-0.1759442955097372 8:-0.2902380099907622 9:0.1717381590332766 10:0.3656499973663278 11:0.2192501015020464 12:0.2639452983434857 13:0.2782375708842363 14:-0.2708051760388941 15:0.1020099782290011 16:-0.3841710163860176 17:0.6395841248497057 18:-0.06637490049048086 19:0.1005219488925827 20:0.1114393794221744 21:-0.4007188456956058 22:-0.22106063207407 23:-0.09460369182639079 24:-0.06853503533253555 25:0.2812208896362759 26:-0.8686925537170136 27:-0.3941957228875527 28:-0.2329647405776841 29:-0.2962463942440923 30:0.7073110124060259 31:-0.2020330469791365 32:0.3190803472350388 33:0.07859400920089793 34:-0.2884684296531835 35:0.6185935881538995 36:0.3931574824975365 37:0.4568822567465807 38:-0.09477206131930874 39:0.4099204980499193 40:-0.05854030224187334 41:-0.04835694436077892 42:0.4969585425838206 43:0.8708821902493989 44:-0.04848007962175299 45:0.7763834575318782 46:0.01576124248566736 47:-0.09193982648446414 48:-0.2127515217402365 49:0.2921848863029637 50:0.1991566622479126 51:-0.1358514075097631 52:-0.1178932326077144 53:0.1841572675620319 54:-0.2665715915008807 55:0.1178816047553472 56:0.03689208603728724 57:0.1183602063410105 58:0.7331863733060039 59:0.6223037258667452 60:-0.1234964016238743 61:-0.4061518042722045 62:0.605305055922263 63:0.329073961327369 64:0.1832457528197063 65:-0.3536738495113999 66:-0.3427353772896611 67:-0.4844415193325482 68:-0.1834377074575314 69:0.01807023722797345 70:-0.2868172908668109 71:0.5072635461367164 72:0.4304710294870484 73:0.5235001589560599 74:-0.558656544717239 75:-0.4789458939125831 76:-0.4012290074521538 77:-0.06741396918304766 78:0.1136393767268078 79:-0.2380957854753626 80:-0.5613267441289057 81:0.4871500240520895 82:0.1693420552416032 83:-0.08077331536332102 84:0.6094332770331501 85:0.01726915387738939 86:0.3905195069123485 87:0.01744969422839919 88:0.154082792067511 89:0.3164188398201977 90:0.2995628422638859 91:0.6390832486196237 92:0.09994720664589807 93:0.08310845932086408 94:0.4341987492597764 95:-0.7268417174844616 96:-0.4093401630348054 97:0.5840764993601045 98:-0.3071216598180841 99:-0.1668087479788992 100:0.2341125738264115 101:0.08052146195442622 102:0.1121391262049713 103:-0.2977228276687603 104:-0.8689492744362713 105:0.3442172594071657 106:0.1147289329852316 107:-0.3844556304664973 108:0.1014958895741644 109:0.401689756751293 110:0.1185152551852719 111:0.08262790851807575 112:0.02513150477526981 113:0.01242559461344935 114:0.165430869349261 115:-0.3984641899503597 116:0.158967208129544 117:0.3854499266293741 118:-0.2752501449045799 119:0.4105672940789555 120:-0.1492504981298955 121:0.1910783181390401 122:0.2528336534445935 123:-0.1182858461928837 124:0.2663057106583323 125:0.3672381366113787 126:0.5180434920681753 127:0.3764005200740742 128:0.1160238099265231 129:0.2665678639649946 130:-0.3668164019653782 131:-0.1257679069013693 132:-0.1100805024080568 133:-0.191497317226555 134:-0.04291913630247832 135:-0.03630435084349709 136:-0.2639624845481467 137:-0.2546870076472846 138:-1 139:-0.5422808090811571 140:-0.1129460234545838 141:-0.2195215806208006 142:-0.002717517642134919 143:0.03068157645117334 144:0.1081729969194221 145:0.134018289662107 146:0.2814341371802066 147:0.1943828096076838 148:-0.5665673711514047 149:0.4770234861043264 150:-0.5890619351629489 151:0.1687108893361841 152:-0.1506559620793523 153:0.1673677331052033 154:0.01343484217283693 155:0.3586631823180554 156:-0.2291958569989397 157:0.07568390379392029 158:0.00681723944412245 159:0.1957473643545196 160:-0.7319696534266736 161:-0.817621964323626 162:0.1317779645906419 163:0.2706699094962169 164:0.4827180250157069 165:0.4054202897817009 166:0.242563558117394 167:0.6207215177065709 168:0.2925132711500794 169:0.3480470389728089 170:-0.3735487569991727 171:-0.3402092889371995 172:-0.1230836320021386 173:-0.04132449141995839 174:0.9999999999999998 175:0.1932809691570363 176:0.3858049131752799 177:-0.685253914553535 178:0.06276647941741698 179:-0.06797830957842693 180:0.09879758182650569 181:0.02451112617934223 182:-0.1080156695300736 183:0.3227599000195144 184:0.1654666108538504 185:0.4110364035295347 186:-0.06508186041264591 187:0.6137650192040474 188:0.07263509351963331 189:0.09894556141125058 190:0.5509053148473501 191:0.5955547430775009 192:0.003095480896629477 193:-0.3261723975440625 194:-0.0829121952634152 195:-0.1477444695594986 196:-0.6255087090265292 197:0.5385775769224876 198:0.5761856310775627 199:-0.05740475727115416 200:-0.7268926813728966
+1 1:0.2291155003802266 2:-0.1073756385548415 3:-0.4555916786773328 4:-0.1019517990104672 5:0.1533812941528973 6:0.06083273189767674 7:0.4059786048955724 8:0.09723933087289938 9:0.2278514875368452 10:-0.2189667880443301 11:-0.05694383400350699 12:-0.2361439416821293 13:0.1603654165374578 14:-0.5777842294366679 15:0.1352236750949105 16:0.7217036607786925 17:0.2528498300917542 18:0.1057491816435922 19:0.6826922450722279 20:0.301351457930057 21:0.4288094330542204 22:-0.7246506715108559 23:-0.03418345581362864 24:0.2243001188370143 25:0.3900935595650336 26:-0.5394221164455 27:-0.3918395343013907 28:-0.3837289592935629 29:-0.008377343970488185 30:-0.2129244964199923 31:0.5503496145364538 32:-0.09415102973690645 33:-0.2568907657459268 34:0.1032129377567432 35:0.4115317822328769 36:0.183370031032985 37:0.06324969194742761 38:0.2958803281347448 39:-0.1892893389345135 40:0.5861119436157667 41:-0.2530107401879423 42:-0.04701685665793678 43:0.1348157262319121 44:-0.2563360268220065 45:0.5189358930214873 46:-0.2021840331416697 47:0.4783253482517452 48:0.1813437625473894 49:-0.6567098271134668 50:0.1450232019572122 51:-0.4092920023143074 52:-0.4762105838349344 53:-0.0966590226426951 54:0.6142514075705514 55:0.1073314543578524 56:-0.646191315067342 57:0.6353657992080916 58:0.1550416723568368 59:0.3968980683847894 60:0.01516518105786965 61:-0.2452310172277638 62:0.186901297112418 63:-0.1644954970905257 64:0.2233003411795978 65:0.2574742861280557 66:-0.3040345858572255 67:-0.300586080345533 68:-0.5310785008158694 69:0.2637912701591023 70:-1 71:0.5589648567488515 72:0.1803549970250712 73:-0.4930346334974129 74:-0.4222470015254032 75:-0.0004228990272993477 76:0.3665819747344757 77:-0.03328279725790863 78:0.3878927194467648 79:0.4683302860910902 80:-0.0699359422426705 81:0.5469723976103282 82:-0.5536302018941066 83:0.339025822159344 84:0.02830854917309462 85:-0.2384238585450504 86:0.4245517725476068 87:0.2177847130988825 88:-0.5056419302929011 89:-0.05628617793685906 90:0.2849355747072415 91:0.2467938772346278 92:0.6287197625815815 93:0.0648631321043778 94:0.07702312182104054 95:-0.479574406014493 96:-0.3778177378628726 97:0.08580377641997497 98:-0.1960292782720979 99:-0.3099525287900582 100:0.161225373962636 101:0.283946539544762 102:-0.1689640574289122 103:0.1280807989592187 104:-0.5223562383317429 105:0.2502556645444677 106:0.04307650295794248 107:-0.01652241605978284 108:-0.2575022280934992 109:-0.05000061036395939 110:0.07991423210780693 111:0.2352597119470622 112:0.4037579227581071 113:0.4421748891854594 114:0.4499678026092649 115:-0.6976128241615078 116:-0.278713504098925 117:-0.1338452535702051 118:-0.2931555248043823 119:-0.6065561755585749 120:-0.31272964187712 121:-0.2815779224569625 122:-0.2865949816302797 123:-0.04716322768266765 124:-0.3209701936467665 125:0.2622384989963894 126:-0.1007234139841496 127:-0.2095464391022197 128:0.2975696692141147 129:-0.4450524169882512 130:-0.5916865307307372 131:0.106691605470942 132:0.2947279061388383 133:-0.8429146222633783 134:0.3452880813773989 135:0.1052597630213063 136:-0.07311050366198814 137:0.2284055406931995 138:-0.6251872277178062 139:0.2434132970422555 140:-0.02524095625386518 141:-0.004954706039133117 142:-0.2365386635805645 143:0.3133907249005854 144:-0.1708831605508767 145:0.09839649363687299 146:-0.3350199513793446 147:-0.1463325483967897 148:-0.006912399494786038 149:0.389851643508672 150:0.2517384429669842 151:0.3108788238862133 152:0.06700885613420515 153:0.6817087158281951 154:0.6569419346695323 155:-0.4123629316911569 156:-0.2549249231220387 157:0.4855707928280078 158:0.2698524548001313 159:0.4285012010528612 160:-0.2016215194186839 161:0.2188036427670533 162:0.2148488321068192 163:0.3430002901585213 164:0.6878798872134841 165:0.3012166167148441 166:0.05891485139976553 167:-0.3333448759592961 168:-0.1942942973816664 169:-0.264962819366853 170:0.1839814811664778 171:0.3716559548285014 172:0.4159660345177027 173:0.2687684643781797 174:-0.0168843274541665 175:0.278251748408044 176:0.2157138802547416 177:0.09653914860980695 178:0.0399254917210769 179:0.3548467668913143 180:0.6009821028047247 181:-0.1964582321738024 182:-0.1525242797671961 183:0.7398917701315856 184:0.1382818250342113 185:0.1889873479058576 186:-0.466860469926162 187:0.1686373364364039 188:-0.422714249759013 189:-0.3481906672518328 190:0.338089810514647 191:0.476986744956893 192:0.04037573450359648 193:-0.3917491908216573 194:0.06943667953937718 195:-0.3855767410666969 196:0.1207385906519289 197:-0.3285859635410877 198:0.05575946308611575 199:0.5394991943595726 200:-0.286411027804222
+1 1:0.09986199085595882 2:0.04359893933382795 3:0.4327247701032071 4:0.2137352139919084 5:0.1004460875132595 6:-0.2165029634296788 7:-0.3938282133164539 8:-0.1530444247480166 9:0.1550020846406324 10:0.01370603888669863 11:-0.1416155079733913 12:0.2979315396665468 13:0.1367759638598595 14:0.06214339807998082 15:0.01635108836285105 16:-0.1880631892155318 17:0.02191464220342471 18:-0.09352026933894236 19:-0.1196446841091997 20:-0.2499546593133266 21:-0.01297898262074076 22:0.01804001967296145 23:-0.8941068202570888 24:0.09060694537299867 25:0.2367972337910631 26:-0.3476109145872507 27:-0.4396332343605445 28:0.1100532812459947 29:-0.1895171602206463 30:-0.267760283083949 31:-0.5509736654398466 32:0.4710587355094284 33:-0.2660412124261433 34:-0.1393814551209291 35:0.1857543736698917 36:0.04732483036793787 37:-0.07055451958913744 38:-0.07394950708687362 39:0.324012721487822 40:-0.09993815460434088 41:0.1873090875424511 42:0.4753229793693522 43:-0.3461141738231683 44:-0.2696189069649612 45:-0.3742871348789183 46:0.1617247970546293 47:-0.4023774845240977 48:-0.2469372069301042 49:-0.1005803117222929 50:-0.4574910206971147 51:-0.02943141994924694 52:0.05397447709201514 53:0.1861153440009719 54:-0.3693813353004876 55:-0.06536916397262202 56:-0.6013429358510565 57:0.1173989211682401 58:0.01922030929739386 59:0.04383702608063203 60:-0.08024666027889138 61:0.03920208433823507 62:-0.1472360686113268 63:0.2294875860098783 64:-0.08687324428045301 65:0.07128149381355056 66:-0.05697482680267888 67:-0.00853670141836417 68:0.1515802554516202 69:0.3806627325670612 70:-0.08261840680545074 71:-0.04519283449831907 72:0.2604966029042331 73:-0.6988141812412446 74:-0.006378248597656261 75:-0.3120599594537556 76:0.5815751990491883 77:-0.5111036884919993 78:-0.02634669182164024 79:-0.1729177780918783 80:0.193863713051957 81:0.569842969619477 82:-0.3861997364147404 83:-0.2415852429999795 84:0.3306327551841742 85:0.1566163745656737 86:0.4629133923511502 87:0.3194473451979446 88:-0.2008275849345866 89:0.1102208855491273 90:-0.1076302138509167 91:0.5849445286087744 92:0.1210025332601968 93:-0.3856244509860511 94:-0.2205965347132455 95:-0.2912952650308026 96:0.1323911301771704 97:0.3311744473381888 98:0.2632770471098291 99:-0.1268300432981355 100:-0.1670976757234626 101:0.2836655952941622 102:-0.01156199580677395 103:-0.5416539512601311 104:-0.02258630141232923 105:0.01127444907913343 106:0.3137077184250469 107:-0.3645294059431091 108:-0.126318040048786 109:-0.2676848154061722 110:-0.243435869630234 111:-0.006611407561725458 112:-0.01932441349596571 113:-0.366968002131481 114:0.2064246415934348 115:0.1315101422903517 116:0.5608337299990007 117:-0.1290112282997419 118:-0.1646639039851334 119:0.5680272281874514 120:-0.2001994349113129 121:-0.1263244093466405 122:0.3457015856754494 123:-0.730688051566512 124:0.1848301081225822 125:-0.2527409278445238 126:-0.3779903586064865 127:-0.02909621907913542 128:0.3250450048899738 129:-0.153974482487104 130:-0.2262095961765719 131:0.7932841846460458 132:-0.2305482745160676 133:-0.5340760173498781 134:0.02708702104614623 135:-0.120179812725815 136:0.03707089208950394 137:0.1124672628845294 138:0.3081813274301456 139:0.3133595173617604 140:0.111227568266155 141:0.08008139700709113 142:-0.4610681040577126 143:0.06260041370156205 144:-0.2409985615443515 145:-0.2991048494284769 146:0.2131486700816162 147:-0.2007690327953505 148:0.2554628897904817 149:0.1787993206659506 150:-0.2307591258654502 151:0.09146216450313863 152:-0.05780536140398113 153:-0.4585831870460325 154:-0.1782545339079331 155:-0.1871532590169071 156:-0.3059906089141845 157:0.2446511989449077 158:-0.02087695824289482 159:-0.166408929173748 160:-0.4546813650521025 161:0.05146846487900081 162:0.1722460932685643 163:-0.1221139795754398 164:-0.04275825333267408 165:0.04584806741794118 166:0.2506493396221426 167:-0.0988553775018131 168:0.3196171995208793 169:0.01358750299842257 170:0.7746400706714318 171:-0.4367822690757812 172:0.1116923093975244 173:0.6739409410642415 174:-0.2855719327103961 175:-0.608682485826043 176:0.1879996845297502 177:-0.1606770162476077 178:0.3804166381462789 179:-0.3317323507187255 180:0.2298573912715955 181:0.01371498440938673 182:-0.3428121332921951 183:0.3380128292996107 184:0.1544240652029353 185:-0.2930748866954075 186:-0.06413454998577281 187:0.4610233949408255 188:-0.0889223842268935 189:-0.06112235693351918 190:0.07144119244774177 191:-0.5587976213394766 192:0.04718713137115929 193:-0.2045783877624961 194:-0.03959595960575604 195:-0.05869632029230276 196:-0.6412226034643186 197:0.04637137849296694 198:0.1420991103130197 199:-0.2051004803157025 200:-0.5714930091750106
+-1 1:0.2755231183598275 2:0.3518039382541271 3:-0.0111507736970535 4:-0.1524975227465676 5:0.5883606266432128 6:0.0673014320858544 7:-0.1333333410828032 8:-0.2700874572835011 9:0.255705418026729 10:0.07341673293312942 11:-0.0432135775868419 12:0.430047450293878 13:-0.1793360070650178 14:0.1455604371724601 15:-0.1777384426472763 16:-0.2989441795425117 17:0.687468585092469 18:-0.4283505754415248 19:0.0511840554081396 20:-0.3100978520641752 21:0.1597909820769263 22:0.1055504230768607 23:0.1318069806787693 24:-0.4262374892857693 25:-0.004288388671464166 26:-0.2971474972784225 27:0.03333100448175824 28:-0.4876296731008234 29:0.04416297401866983 30:0.1177769326942716 31:0.001263775598796472 32:0.6788172908590235 33:-0.4739977327097228 34:-0.4564667014471109 35:0.103677380543431 36:0.3050785903592123 37:0.1952797861340091 38:-0.1610835156584563 39:0.04843522308474454 40:-0.3326693921886105 41:0.03423292645810325 42:-0.4861327472982306 43:0.231878139319024 44:0.6207395698136974 45:0.3777578973271901 46:-0.3334690949987369 47:-0.3524216082600354 48:0.07353248935439299 49:0.1939641540679 50:-0.02111639001781856 51:0.7078614972953879 52:-0.2608552658968887 53:-0.0661498643258078 54:0.2419273589567705 55:0.05341916009110492 56:0.4354163327634507 57:-0.01648065542010081 58:0.07329369549151277 59:0.09087001209267881 60:0.02578786727140149 61:0.2160229810221633 62:-0.1718847653601213 63:-0.001868854587771576 64:0.1971831725104845 65:0.3948227410558906 66:-0.007333692434556324 67:0.401795669407963 68:0.3353956675022951 69:-0.2174131484526501 70:-0.4157769818233708 71:-0.3328119288539512 72:-0.3390322511480001 73:-0.276312651160844 74:-0.0430486005616067 75:-0.3553518661633496 76:-0.7083190792656927 77:0.1263796252229907 78:-0.03234252638475619 79:0.3104851315160168 80:0.1095661204307971 81:0.6007515694143436 82:-0.4375244781716361 83:0.3452606213421963 84:-0.4544679201977655 85:-0.1394373149386663 86:0.0676881134367826 87:-0.06047237022877058 88:0.2658080959224145 89:0.3844083773978251 90:0.005849577021867426 91:0.03707406465058424 92:-0.3713338352218045 93:-0.1896010691782627 94:0.2591997656146314 95:-0.02692246481588326 96:-0.08596290912326196 97:-0.007390466898996806 98:-0.4166447449342188 99:-0.5385259178446281 100:-0.3357756735772587 101:0.07798932593263223 102:0.009971021992046674 103:0.08061411983247926 104:0.4431443416660131 105:0.3745686141879022 106:0.2638977322836875 107:0.3079406651810841 108:0.3639118687012956 109:-0.4136600094379876 110:-0.002653187815306844 111:0.1419788910629592 112:-0.3907782988428806 113:0.01089616434002151 114:0.1774219580690826 115:0.4918747792703089 116:0.5454601910747846 117:0.4742135093523204 118:0.1050287039156156 119:-0.2516205687277729 120:-0.4656108128534642 121:0.290444649808295 122:-0.03105916500875971 123:-0.04777215169599684 124:-0.6417232057539739 125:0.3284019962090698 126:0.05749326582464944 127:-0.2087317289103501 128:0.4190821280369079 129:-0.2230975261573998 130:-0.7806566892654784 131:0.6146560151012336 132:-0.2607841771590799 133:-0.4831002624757662 134:-0.06348191941796014 135:0.3007203628691628 136:-0.304802119160003 137:0.3680131862023542 138:0.5895868610660464 139:-0.06665813656024927 140:-0.561971342178878 141:0.2852968551103185 142:-0.1186285407644778 143:0.1829827330926768 144:-0.03011022391163758 145:-0.411080160686085 146:0.1842622240222591 147:0.3434553807494437 148:-0.6775601385482968 149:-0.2792594699087002 150:-0.09765752262763827 151:0.2612036842126475 152:0.31639507417371 153:0.2065718426655649 154:0.418221240544044 155:0.08508299884696498 156:-0.07835280491930741 157:0.6207595734175811 158:-0.7552202824733781 159:0.01902302318192408 160:-0.3087990767570853 161:0.1842867786864272 162:0.2358924862045215 163:-0.1216433832140436 164:0.6087068182938919 165:-0.3248317505678061 166:0.05978455130268896 167:0.4064269466917485 168:-0.1995800583537348 169:0.002414840788574069 170:0.2697856122194429 171:-0.505648338614947 172:-0.2711870335110362 173:-0.351062076857501 174:0.3766715704005995 175:-0.3767078310463159 176:0.8827911005447302 177:-0.7034098128870552 178:0.1294074388817502 179:-0.1696901950274051 180:-0.07623623553910114 181:-0.1986575416143985 182:-0.2725984177194775 183:-0.2156178637711766 184:0.3236246754444032 185:-0.05005881496522165 186:0.2093916722119284 187:0.2356661559999413 188:0.08406766174120248 189:-0.2655677819031727 190:-0.03257546595555515 191:0.1623126889597134 192:0.8394065386910192 193:0.2811925419108599 194:-0.2676721677041436 195:0.5130477411791401 196:0.3838851967350556 197:0.1700207209237305 198:0.3757207718341943 199:0.1973364995612804 200:0.2171359103210747
+-1 1:0.9751721655091312 2:-0.1131705065816729 3:0.242643907097967 4:-0.4931876598666377 5:0.1433593926232697 6:0.25457104173367 7:0.1155367180197777 8:-0.2356437824515296 9:0.2095075119187979 10:-0.06036272549275189 11:-0.1858016274639857 12:-0.0643987954105571 13:-0.3865547493179168 14:-0.6039293243786708 15:-0.1812967704251474 16:0.5151846714033481 17:0.1711091277763342 18:0.09734268958303087 19:-0.2408699357139769 20:0.4845252774373606 21:-0.1260489706911969 22:-0.3453411450585332 23:0.04196315637714785 24:0.0122682165724899 25:0.1465702445527964 26:-0.5832146259182578 27:0.7594482878910733 28:-0.0628113838220281 29:0.1412991744243758 30:-0.3861955935937674 31:-0.4750705673771509 32:0.07521013643022235 33:0.1299413856087325 34:0.313957234111247 35:0.7247772116077134 36:0.1450003122514085 37:0.3363488874090678 38:0.4169322011910609 39:0.6498331575881806 40:0.1171928085999588 41:0.3356111855533671 42:-0.4231029341661847 43:-0.4752387716507442 44:0.2488815353715259 45:-0.5517125676063538 46:0.1513853575038111 47:0.162283764689039 48:0.1723659311514557 49:-0.2044162130485599 50:-0.7690144891132592 51:0.3201426894281577 52:0.003574820892281727 53:-0.2357414196479481 54:-0.002906132748589099 55:0.2960878487712633 56:0.07290173991988638 57:-0.2217710169020853 58:-0.0162872120952704 59:0.4446335120743548 60:-0.3141661700800785 61:0.2234498751150527 62:-0.07459890668678178 63:0.4753457666798052 64:0.4144381976745247 65:0.5545660984619073 66:0.6978539190375489 67:-0.2065847560224 68:-0.300462851765106 69:0.7799175042706414 70:-0.02802458580012387 71:-0.03623662508232301 72:1 73:0.3003567700387488 74:0.3468284295510413 75:0.1815865845060123 76:-0.2814589363521803 77:-0.3849747498389514 78:0.04890120573499816 79:-0.2041086434806418 80:-0.2161463648488894 81:0.02385182545653648 82:-0.7445478362662983 83:0.6517397445420454 84:0.3644750500613035 85:0.06353246710285609 86:-0.1060785259388674 87:0.1161008803485265 88:-0.07919265731684802 89:-0.06333506515225033 90:-0.003399912061039227 91:-0.1286004701975695 92:0.4811742526327148 93:0.1215954110336158 94:-0.04561253063934306 95:-0.04971586824693158 96:0.1952002128392956 97:0.02665639624286031 98:-0.5030204376681472 99:0.4040883722456647 100:0.3266485817209187 101:-0.1641375910342718 102:0.1784109157087863 103:0.09323194263303353 104:0.6523419698663439 105:-0.3683624331944669 106:0.6859791235312278 107:0.06674079403691424 108:0.2566945048016404 109:0.4398989689899081 110:-0.1967355662482514 111:0.2726504314317191 112:0.2215962021533691 113:0.3724276189590626 114:0.1701865408415192 115:0.7234813024229034 116:0.3580195079133858 117:0.4664744745161834 118:-0.1642148477673569 119:0.152623291890721 120:0.2775655638466142 121:0.1293555500612216 122:0.08353424228206432 123:0.1437256943069909 124:0.09253594489766515 125:-0.2165611031492315 126:-0.05117634481580349 127:-0.5417849528450615 128:0.537301888089482 129:0.02419934966312075 130:0.03978426326338072 131:0.3224276681645555 132:-0.2455886605389392 133:0.01734262208026073 134:0.7488393955214404 135:0.01703269038252569 136:0.1674355631281084 137:0.2103517923432472 138:0.4409591030796022 139:0.2968859901992563 140:0.1875827099119055 141:-0.0533478552438371 142:-0.1688978482873363 143:-0.07020518002301426 144:0.503330284020951 145:0.01224531031274971 146:0.2719688660795638 147:0.05784498008978624 148:0.2080792344163261 149:0.1154768953198674 150:-0.3333204982791924 151:0.05991948804543159 152:-0.03123987205259338 153:0.101049599421203 154:-0.5486680431604964 155:0.002420109225262555 156:0.1055313188059726 157:0.7647924435284341 158:0.1490464603453238 159:0.4248558918078855 160:-0.03495465665908716 161:0.3998493412587042 162:-0.09799725590206795 163:-0.1657400826492395 164:0.4432489232526434 165:0.1212866031448466 166:0.3522239247648671 167:-0.2128850961272462 168:0.1381152678987065 169:-0.8202776066807684 170:-0.3496136786831947 171:-0.2969445130339223 172:0.203464932081024 173:-0.3596001999453201 174:-0.1433101984686407 175:0.1525597408764947 176:0.7202821711180725 177:-0.420611404188616 178:-0.2954020759575847 179:-0.621442317568366 180:0.5159106737397242 181:-0.2430127687928258 182:-0.3594658198515743 183:-0.1366886993985522 184:-0.2001620856059865 185:-0.4718792190817521 186:-0.3620707110683263 187:0.3424151235201195 188:0.1492628077619829 189:-0.08561935484004671 190:0.1633957183746056 191:0.1516361084108362 192:0.7266804251263369 193:-0.5173323337359065 194:0.02598711582744896 195:0.4415689695513583 196:0.09177810816807026 197:-0.1437048957138139 198:-0.2001057198940045 199:0.05026724086667123 200:-0.3184432453859668
+-1 1:-0.07287900118978506 2:0.3884461170538195 3:0.03816179136245747 4:0.533061128906363 5:-0.4378653702150033 6:0.4927927728406958 7:0.08873467762154971 8:-0.8011570668237417 9:0.1449859435242543 10:0.1290743545476822 11:-0.2154078908518508 12:-0.05387638860813626 13:-0.4080956981665338 14:0.1127654171527556 15:-0.02571572845787696 16:0.2624171303899656 17:0.2180068193360652 18:0.08294189459908237 19:0.2203029442570683 20:0.1265564004180768 21:0.4744663822800949 22:-0.688848932178182 23:-0.8065814234370543 24:0.09781178412901695 25:0.1557597449165595 26:0.3034787954747062 27:0.2981607952202976 28:0.49421606209963 29:-0.1478486438492317 30:-0.6075757243355058 31:-0.4062795398441759 32:0.08634071588020263 33:-0.2945927241451843 34:-0.1893637376833489 35:0.2679473446733854 36:0.07806529617631139 37:-0.1599954996774708 38:0.1550508680704779 39:0.4899551261843901 40:0.02215152616296888 41:-0.1723860459176197 42:-0.1845187717404632 43:-0.2080753704612545 44:-0.03634369112873638 45:-0.2972979168598798 46:0.4897656618381674 47:-0.3400212672185385 48:0.00961617789025563 49:0.1303131963069366 50:0.1244847959538549 51:-0.1145033307172291 52:-0.3702020763711641 53:0.1188319098901753 54:0.06223718390138481 55:0.1227984054068613 56:0.2499863950638543 57:0.1215810151354309 58:0.1880751056752107 59:0.3670067719741497 60:-0.87328563672878 61:-0.06669715571453264 62:0.05614081249647659 63:0.1302880866110978 64:-0.1217611722755239 65:0.08885458483057407 66:0.1827803657579735 67:0.3308552373596874 68:0.1279318218429341 69:-0.3821672968275417 70:-0.5754923525642943 71:-0.1874163994616624 72:0.508862151646376 73:-0.4721896769202341 74:0.08369872754096087 75:-0.5676137416334763 76:0.2386536479245122 77:-0.168387081226986 78:0.01424983469810452 79:-0.05084732659707764 80:-0.3024652628233433 81:0.4188378597256879 82:0.1646531900793488 83:0.5464993490785671 84:0.2870574541209128 85:0.08823924638885139 86:0.2793263099882489 87:-0.03540643208273968 88:0.02205429981933342 89:0.1050792566127219 90:0.2460671614837864 91:0.3499833290072081 92:-0.08189412375682134 93:-0.2441752987363795 94:0.3389140651998815 95:-0.5687671143037286 96:-0.02132651818204925 97:-0.05343193230691839 98:-0.5641358319610998 99:-0.6440506221511951 100:0.1133963254095557 101:0.4888671864506557 102:0.3010130054158505 103:0.430144395073139 104:0.09436554031253411 105:0.1032931744138254 106:-0.1489400620968572 107:0.07021954432763244 108:0.1289951518976003 109:0.5991381123998472 110:0.3839604129905247 111:0.303705683756633 112:0.005039729114089744 113:0.3521031492836117 114:-0.3210178454126155 115:0.08453732331173364 116:0.006956825392279667 117:-0.1587154284145713 118:-0.4478384256620463 119:-0.3331673194700213 120:0.08592022524492807 121:-0.2520113043964198 122:0.07116952295495814 123:0.1537683538332089 124:-0.06752940992640755 125:-0.2606714558253159 126:0.07879550467779625 127:0.4222005188836393 128:0.2391930789685261 129:0.4131977992694704 130:-0.5993738978999329 131:0.007858313283464563 132:0.2964825377809431 133:0.2290970818090513 134:-0.3086563860136626 135:0.0453546584107991 136:0.137797122717925 137:-0.4217946354868577 138:0.2079651075141269 139:-0.1886149076160012 140:-0.382094217710352 141:0.4928655646890411 142:-0.3005767923527272 143:-0.1909799084094431 144:0.276205004073712 145:-0.2893091586720179 146:0.01600669577700378 147:-0.1061262658448685 148:-0.5465769533048246 149:-0.1813441045292648 150:0.5497058488176743 151:-0.08557304254289907 152:-0.5384206852340725 153:-0.2159968490121665 154:0.06899490361382329 155:0.2342371659975023 156:-0.2574178364718516 157:0.3348027834453843 158:-0.3807308790312147 159:0.7888317348941698 160:-0.3020325406984027 161:0.1456356019303867 162:-0.2438741855325218 163:-0.3172887892303971 164:0.5275939209152127 165:0.09893093345583864 166:-0.503597605159215 167:0.3153506409960274 168:0.1375206529008111 169:-0.3707759175179021 170:0.1210892362679547 171:-0.2111021083457838 172:-0.1113861257493388 173:0.2856446343242376 174:0.3966152305840443 175:0.502884084216411 176:0.5346514689009131 177:-0.2135969239714164 178:-0.3605202302727159 179:-0.01110062987856502 180:0.4653906624078115 181:0.1334348476364395 182:0.2079496793866778 183:0.3971881008167266 184:0.007159024590815749 185:-0.05198376173655988 186:0.7401788042906001 187:0.6224095414990768 188:-0.1805226214636307 189:0.2330711813051069 190:0.2643384405380769 191:0.3071993164684409 192:0.6420014999143734 193:0.3110486473409143 194:-0.3728060828015504 195:0.2699955294790229 196:0.685038811431169 197:-0.20882529786243 198:-0.1947505608140898 199:-0.4963559106598002 200:0.2295234833627765
+-1 1:0.60061214678006 2:0.3839381051116982 3:0.04500402940535582 4:0.423924281654327 5:-0.7217421893944435 6:-0.06806867557909624 7:-0.7770408570717259 8:0.1190641091104449 9:-0.1588853120957467 10:-0.4005867461968037 11:0.3597972027699555 12:-0.4184157806840205 13:-0.07796950027555365 14:0.2241324923390945 15:0.2131380668863646 16:0.08885165347512605 17:0.07959269858513296 18:0.03513206863201102 19:0.2542565684855727 20:-0.4466741283518835 21:0.185102036594926 22:0.3990278030439825 23:-0.03616318886892837 24:0.06436837222442653 25:0.1635720511845845 26:-0.002010244796530447 27:0.1225936191361264 28:-0.1929676459157576 29:-0.02948405336368319 30:0.09759826989851042 31:-0.126243124459677 32:-0.2918316603533078 33:-0.4123781727203448 34:0.3677990613234089 35:0.3696445871993271 36:-0.03238470021583383 37:-0.2445224354360038 38:0.380710624156516 39:-0.301484008695209 40:0.508161785478892 41:-0.3305409640259296 42:-0.3148430803502035 43:-0.4499994948742045 44:0.1675969181668876 45:0.2962706532987643 46:-0.2387091998632078 47:-0.142869891274715 48:-0.1863132266461784 49:0.3946605156613567 50:-0.0009746715502027825 51:0.8311660013110377 52:-0.1330697713958219 53:0.7290580335154452 54:0.07332733894555636 55:0.07309630498486525 56:0.2779958255037425 57:0.1779083429459438 58:-0.02035422137042339 59:0.01880289372124511 60:-0.2612029894363538 61:-0.02325770264605079 62:0.4356655821475796 63:-0.2535137947570373 64:-0.1359219142833756 65:-0.09340062929024723 66:-0.1892001079751373 67:-0.1143252228337578 68:0.3536388432533653 69:0.2270534556571869 70:0.0233098993871704 71:0.1790497058586819 72:-0.02377902998839104 73:0.05152073169645989 74:-0.169000194059697 75:0.5428396507700324 76:0.2031066389342489 77:0.2246411628784952 78:0.08487695625655239 79:-0.0166323757920632 80:0.1598081148541304 81:0.1768488409796405 82:-0.1351085715446902 83:-0.6941876483058993 84:-0.2700790540026395 85:0.01870848830455371 86:0.1218165233947129 87:0.5347462096283651 88:-0.1178915271193033 89:0.4315263331911496 90:0.5088323323310264 91:0.04551338278044491 92:-0.01858396578689921 93:-0.03695185098987328 94:-0.03107151817543299 95:0.2477589167866303 96:-0.2639239077628533 97:0.172543790489199 98:0.2397354481834608 99:0.2824895116997369 100:0.6139303439181562 101:0.5625247524368847 102:0.3522290037394282 103:0.2195683045253141 104:0.07828880223510931 105:0.4706755214121704 106:-0.03851114163734044 107:0.05562283165782059 108:-0.007216976087914814 109:-0.2064149706593322 110:0.3356627467384399 111:-0.2056617880840911 112:-0.5617019520660953 113:0.8391450268633912 114:-0.4848303521167249 115:0.09121261200452346 116:-0.1908742769449397 117:-0.003079494954586676 118:-0.1577953128178343 119:0.5357446670617532 120:-0.7752788406995538 121:-0.1831466298169137 122:0.3694296984844992 123:-0.5729355854535898 124:-0.2721336309068575 125:-0.1826735174560974 126:-0.0402725585697345 127:0.08503058379306253 128:0.5869249208152461 129:0.03439983037933528 130:0.0897617880942177 131:-0.3310628710339896 132:0.4360871217094594 133:-0.3709239920116549 134:0.1254749858593418 135:0.2894904977814885 136:-0.06780780842601124 137:-0.3775930426342953 138:0.1113572689257056 139:0.260200143207117 140:0.2280532085996075 141:0.2495228886561012 142:0.2449000823313436 143:-0.3562977953346792 144:-0.08315259491986676 145:0.3419772005571324 146:0.3423604360234581 147:0.1721810388185787 148:-0.08805708236974345 149:-0.1074280399404655 150:0.831251429254102 151:0.2505433453289603 152:-0.05420242306295908 153:0.01660607442207503 154:-0.1418606148408977 155:-0.3580401021697325 156:0.4031743473319818 157:-0.198004095225384 158:-0.6341333378331797 159:0.1932979328759387 160:-0.05452165667640861 161:-0.3879642004189346 162:-0.3672531432636357 163:-0.01576504022607474 164:0.2148650749326019 165:-0.1857966173528109 166:0.359948820683178 167:-0.7614073712283301 168:-0.3465649474724989 169:0.1459160377539934 170:0.05185319535947651 171:-0.413582259625382 172:-0.08162120110895894 173:-0.6235243182683478 174:0.1321604704115419 175:0.0751323584843593 176:0.1654370609858702 177:-0.4293477184742341 178:-0.03234630222725367 179:0.4513578623727947 180:0.2151740279327395 181:-0.5980253929926316 182:0.04426001040971073 183:0.4233666298327393 184:-0.3659197910109979 185:-0.2076224394922777 186:0.4417554505352198 187:-0.00514702300250979 188:-0.166663286065726 189:-0.432538472777763 190:-0.2566795167974232 191:-0.3958834932527999 192:0.3941857884464742 193:0.0006452333823855488 194:0.1104696913194791 195:0.1757779015229415 196:-0.02274592453358903 197:0.1412693887123093 198:-0.1153455864968146 199:-0.1579573099680984 200:-0.5870292384508099
+-1 1:-0.3442569499467394 2:-0.1146262460009122 3:-0.4152401051711145 4:0.1229413015278637 5:0.1779251759165082 6:0.3268153655499284 7:-0.01834922227191467 8:-0.7658021798117827 9:0.4103132706308352 10:-0.01268547847138828 11:-0.08991590215781628 12:-0.205274872816273 13:-0.28763932659467 14:-0.2391974867548399 15:0.3760787950924714 16:0.4958777366688268 17:-0.5384038352229998 18:0.1242158057514773 19:0.4907452379809221 20:-0.7423235982548441 21:0.7957361800311004 22:0.2203448135430811 23:0.5464885601237467 24:0.163017790527627 25:0.2611316255077916 26:-0.2548693413119346 27:-0.919250597737453 28:-0.6613076419320262 29:0.53621509625092 30:-0.3160545876204988 31:-0.3527610293228907 32:0.09420539593639103 33:-0.4074975735610886 34:-0.2485933337556424 35:0.7601411710790512 36:0.3191284291058774 37:0.2028214899693123 38:-0.4441806624750261 39:-0.1961879969689735 40:0.3506675335537084 41:-0.2684321635822729 42:0.4415003521010903 43:-0.5663110241735936 44:-0.08011516297342036 45:0.5897676684211555 46:0.1632248367308826 47:-0.02550869365605692 48:0.1518684491033439 49:-0.4259540281173397 50:-0.3713241959288081 51:0.2488922528857906 52:-0.5303686608869851 53:0.4236547172803751 54:0.557980193998423 55:0.4882781617323195 56:0.3783675119663824 57:0.02237863148244659 58:-0.1996201210911627 59:-0.09681682677998377 60:-0.4635152451095874 61:0.2630129711659245 62:-0.2549158819657423 63:-0.3205967258730685 64:0.4149565285720458 65:0.04701769870053001 66:-0.2994122628004584 67:0.1939597681662404 68:-0.4635328976792409 69:0.05160053750739853 70:0.2223730620709972 71:0.2053906015233796 72:-0.0319202598343928 73:-0.5554904907445073 74:0.3555804147031378 75:0.1226704101428399 76:0.5433547587665268 77:-0.8939788979827956 78:0.6704785009984797 79:-0.0842365590466643 80:0.01390706797046991 81:0.1747851222795285 82:-0.7961647137962156 83:-0.8350742846645708 84:-0.2411017245706749 85:-0.2078536502374465 86:0.1403791617945957 87:0.3262914741370858 88:0.2193758655205789 89:0.0692086171430594 90:0.09542129437168415 91:-0.0771776843953485 92:0.4748254119986161 93:-0.3759547912388188 94:0.1630734440352705 95:0.2330620116495727 96:-0.9529370486625037 97:-0.05770068499720318 98:-0.1804961680893223 99:-0.5582948689334492 100:-0.3559559367008551 101:-0.3913406588025946 102:-0.2959990846711156 103:0.200344761429486 104:0.2583954779863779 105:-0.1864621940915857 106:-0.5160696313418462 107:0.09712447592527435 108:0.3458351802960027 109:-0.7911852101344244 110:-0.0211455476159897 111:0.1524503151746996 112:-0.1374871386090598 113:-0.1274010535421503 114:-0.3380530525311246 115:-0.1612987461923774 116:0.2176043374235393 117:0.5849085390123936 118:-0.1474620794712152 119:-0.119619921677282 120:0.05029114749710154 121:0.05034126022749687 122:0.2015725424479453 123:-0.01203717977769184 124:-0.3420408123194336 125:0.444540304148215 126:0.3420810279534752 127:-0.03104437136516958 128:-0.156134058203974 129:0.0669621384194114 130:-0.002454286491105614 131:0.7625448928272397 132:0.1474327699768502 133:0.2754480439710423 134:-0.1130385071615384 135:0.01160846012825986 136:-0.3137319787099524 137:0.08476228711023193 138:0.05839450106183467 139:-0.06110398067228112 140:-0.1222263172951945 141:0.7245933833875206 142:-0.2260487348441756 143:-0.2060924093600082 144:-0.0209614686828796 145:0.3053747844101274 146:-0.2120807829810109 147:0.01127853089790715 148:0.4654535157358659 149:0.09955841441688743 150:-0.4281086375534353 151:0.1770468989428312 152:-0.06185006907022389 153:-0.08147581404499393 154:-0.2220625963805252 155:0.4069421027264808 156:0.2425617435866368 157:0.5559023263781095 158:0.2152565278995243 159:-0.1199335127396334 160:-0.193773504467624 161:-0.4130727241806976 162:0.9588905250204922 163:-0.2231963261079645 164:0.1488004177835142 165:-0.1758089485399203 166:0.3870882011125458 167:-0.784367920730601 168:-0.2207879025990789 169:-0.1538547045264534 170:0.06510518479997693 171:0.1781063923410593 172:0.3251267659867325 173:-0.1237234745512539 174:0.2961802398040745 175:0.5903957828600934 176:0.3306690751247273 177:0.2165854191673338 178:0.1112418624507105 179:-0.2550884333882086 180:0.3528943355396393 181:-0.8090528357012632 182:0.6309989661959075 183:-0.243987843555659 184:-0.4354098647592342 185:0.08768665947856102 186:0.6204793958640535 187:-0.04556062641666716 188:-0.2918900092433472 189:-0.1815740731812406 190:-0.9209045375942543 191:0.3889356772884429 192:0.06345486260745758 193:-0.09124522919798178 194:0.975403322687439 195:0.3672518306783451 196:0.4665186730845392 197:-0.459016520488093 198:0.3690164010226304 199:0.06450782264642635 200:-0.7750365151378729
+-1 1:-0.3128511702741823 2:-0.7614066139469456 3:0.2537688577408906 4:-0.04378420532305929 5:-0.09172933495049201 6:-0.420832236349298 7:-0.4208285118879914 8:-0.07055954943103232 9:0.9169026565790154 10:-0.5238403947658348 11:-0.4700514438805012 12:0.5278725721307529 13:-0.6677485750355519 14:-0.3414437554202909 15:0.2302028531842408 16:-0.08307282803494888 17:0.05206055814564831 18:-0.4876230069359688 19:-0.225767615822363 20:0.7476743755744185 21:0.1663395730489999 22:0.2496182407534832 23:0.6439756125394192 24:0.2044951458975243 25:0.5013626199212327 26:-0.03788284816821576 27:-0.6008262509017765 28:-0.2600378318471963 29:0.03898379574758317 30:0.2430145031426607 31:0.06246632715564031 32:0.4015468509726575 33:0.3600609755820329 34:-0.03631865089378258 35:0.02486193435441719 36:0.07846514928192616 37:0.09210983562851782 38:-0.1835131655818534 39:-0.5385332421700394 40:-0.12587613402151 41:-0.6628038750044402 42:-0.44053208099117 43:0.1797628096603427 44:-0.06752085746753532 45:-0.3768972099345557 46:0.1353672372921607 47:0.206710776535231 48:0.2720329045471614 49:-0.3185836056870389 50:0.1137559570494193 51:-0.1785899398428369 52:-0.1694870835397595 53:-0.6645801320913606 54:0.197689521193731 55:-0.06194214479512862 56:1 57:0.3109016325419134 58:-0.2161026456700051 59:0.4801070663766424 60:-0.6324171696990081 61:0.5200850021001782 62:0.7559584527107194 63:0.0007012422119510621 64:-0.3450264851154526 65:0.3463470094897827 66:0.4290408678289629 67:0.5707134161361205 68:-0.1017320081067624 69:-0.5622273955203615 70:0.1155697888885033 71:-0.01700173139903265 72:0.06278623912053688 73:-0.3303624170383568 74:-0.002897379671047584 75:0.09267490911931917 76:0.6399749370400591 77:0.136952047397885 78:0.3714781967297932 79:-0.0670306554979556 80:-0.2361120083310336 81:-0.7252649428129327 82:0.3256011612979495 83:-0.2556466510241797 84:-0.09675037789084132 85:-0.2083721022974151 86:-0.4279029183008584 87:-0.3648040636439513 88:0.373580990954588 89:-0.3420686590631112 90:0.2594199164200585 91:0.7214100123088326 92:0.9999999999999998 93:-0.3001179523948577 94:-0.06709173727522133 95:0.156964722603999 96:-0.002379643348992488 97:0.3337031056568543 98:-0.03256390796251926 99:0.750226420375851 100:-0.115283486016323 101:0.3356764204700372 102:-0.1294762449505162 103:0.2199939499339995 104:0.2133889370835061 105:0.4647049579800869 106:-0.1019893415298469 107:0.3161294618072955 108:0.02023800444344134 109:-0.08739444472556723 110:-0.0003903184390262604 111:0.4997216037219426 112:0.04482357313527745 113:-0.1596184196698642 114:0.8026923339750116 115:-0.1796806982735404 116:0.08734669619061425 117:0.1431396452379653 118:0.02180682411573362 119:-0.6001164184514839 120:0.3301986226158267 121:-0.2495509400871556 122:0.02706344020116599 123:-0.154999884240084 124:-0.07975942324485413 125:0.3649887710781339 126:0.2862974383219322 127:0.02811357356593623 128:0.1069857836958324 129:-0.5911366214621729 130:0.09127414399995293 131:-0.2240982145777504 132:0.2792105713359485 133:0.3679250129970569 134:0.2809892410367961 135:-0.5741386025786294 136:-0.5817517249523676 137:-0.0284055842352836 138:0.1918672949622258 139:-0.5780467405481384 140:-0.0417109446052386 141:0.5434944878418009 142:-0.4141051991514005 143:-0.2379917777722139 144:0.5437326034283636 145:-0.6921364380149982 146:-0.1610716274503859 147:-0.2862358401838013 148:0.5488716429123925 149:-0.03017103569306365 150:-1 151:-0.02850612283277053 152:-0.3642561393781258 153:-0.2183470183626424 154:-0.2854845377530815 155:0.3341054839019477 156:-0.5414075184336499 157:-0.2769805656985577 158:0.04303190083097225 159:0.5361066608992999 160:-0.3142140526962171 161:-0.02355334494730601 162:0.4702091915521041 163:-0.0302317726620739 164:0.6328693417923534 165:-0.03993955562119947 166:0.04261029433503022 167:0.581411419463097 168:-0.5488569536462004 169:-0.4720252521903583 170:-0.04327605702242757 171:-0.2047265964645692 172:-0.3651182573216531 173:-0.06058059513861254 174:-0.1497544959511252 175:0.3170573827006842 176:0.2222310764157747 177:-0.3142033995288945 178:-0.1589625265761128 179:-0.01690311445358469 180:0.2993196467260047 181:0.2737376100625923 182:-0.236508957969911 183:0.5062993258919298 184:-0.06193177728717005 185:-0.3189126107288268 186:-0.07610496606816795 187:0.3988175506894602 188:0.4244412795532569 189:-0.647515869748661 190:-0.2934398988430484 191:0.1206976858634167 192:0.4829937468938799 193:0.1927054234179692 194:-0.08949226679975228 195:-0.02436122563549686 196:0.1274403180501898 197:-0.3068086678346421 198:0.08524447667249911 199:0.2014936970607168 200:-0.1548764368741337
+1 1:-0.2512940675763079 2:-0.1863670386307174 3:0.04499957240760262 4:0.5085578929656676 5:0.01915118429599193 6:0.3620692970175015 7:-0.3757022010895684 8:-0.2532790985229014 9:0.1644279284075081 10:0.02099258068205676 11:0.1095732545705563 12:0.3965378216983697 13:-0.7226693800503667 14:-0.5786584512126215 15:0.5578686225712532 16:-0.05779084884356078 17:0.01842983473831147 18:0.4705116643634128 19:0.9212826371279048 20:-0.1475428701755334 21:-0.138662225133563 22:0.1634823004816462 23:-0.2187098779734491 24:-0.4565873415676287 25:-0.3081015714696392 26:-0.1984863597889637 27:-0.2077187845317054 28:0.2495769835649214 29:0.2333609707572677 30:0.3983607842583664 31:-0.1673981789688019 32:0.4160844585862349 33:0.005424672057745716 34:-0.4661322227579742 35:-0.3474237258777226 36:-0.3873283087934498 37:-0.4143018462379892 38:0.0923058534217224 39:0.1856754123923598 40:0.1648766205229776 41:0.3975554593939275 42:0.3143457149229785 43:-0.02516893428393026 44:0.5030259998863943 45:-0.5494665558334961 46:0.468230874907518 47:-0.05132941619826933 48:0.5775827146625906 49:0.3919943919707967 50:0.07928560778977783 51:0.834418666750336 52:-0.2498190784374099 53:0.3936451641949971 54:0.1341880342123042 55:-0.2286994420337187 56:-0.05476231694781284 57:0.1198383174112276 58:0.3375795512192312 59:0.2512039682392649 60:0.3922894426153773 61:-0.09829206469592895 62:-0.6631163140955278 63:-0.3755278126519469 64:0.07827200160581477 65:-0.4192051765683013 66:-0.2395733494635008 67:0.3936070328615142 68:0.4320410183551863 69:-0.3785584882920606 70:0.1729362998410133 71:-0.5545464998628397 72:0.2047868036186277 73:-0.03046676855862027 74:-0.018467460159117 75:0.4997418882840547 76:-0.2488483140480034 77:0.2608811765714066 78:-0.05464477070351854 79:0.3585442795056354 80:-0.4400743038087885 81:0.09358726680932318 82:-0.2895144965358537 83:0.155669485161122 84:-0.2031457913166082 85:-0.1748168441061081 86:0.1712789996813105 87:0.09859864506391405 88:0.3770993827390428 89:0.285309957952966 90:-0.2390551266903721 91:-0.0267433077678359 92:-0.4158411935285775 93:0.2400734120965458 94:0.1146435664420952 95:-0.1571397614041357 96:-0.2893012679622095 97:-0.1503522272822717 98:-0.003245387946296446 99:0.241364683263464 100:0.301167271650352 101:0.5031404603759123 102:-0.249252844837889 103:0.08137096591420223 104:-0.3634837564914059 105:0.4686421391050871 106:0.1046600838217597 107:-0.8429219430938336 108:-0.1773072251375935 109:-0.03282675789058161 110:0.1508609109463824 111:0.0338444893050425 112:-0.2982826666963374 113:0.1713640988043958 114:0.3900450516559122 115:-0.3220868243852336 116:-0.3316469948488026 117:0.218827709872783 118:-0.673171558705674 119:-0.3361626984968765 120:-0.3364021208741164 121:-0.0377627867662667 122:-0.2001154405799666 123:-0.1013898609702181 124:0.001363376177817781 125:-0.7375331198072067 126:-0.2681167539457823 127:0.4486772481082207 128:0.06325122806262623 129:-0.2163174023387791 130:-0.3036547502879937 131:0.2977777686999689 132:0.1935862037347074 133:-0.1009585375207928 134:0.1186155640836816 135:0.2841093308594164 136:-0.1203415954139556 137:0.243446319951135 138:-0.06672864630653635 139:-0.421434202196911 140:-0.01800272767184063 141:-0.2331317757846536 142:0.1472482501600139 143:-0.4510556422290939 144:0.3167031946520046 145:0.02673283469636691 146:-0.0642569315672156 147:-0.2133985543791327 148:0.3234887742514505 149:-0.5118556576784505 150:0.3918944301295677 151:0.1091598775331966 152:0.8248244414250221 153:-0.2548020079085674 154:-0.2782930438119811 155:-0.06509193848096631 156:0.0178411808740055 157:-0.4452894510509735 158:0.07297886936031868 159:0.08020583420427758 160:-0.09892513738673628 161:0.04410427490055545 162:0.1367807170056861 163:-0.1958040667518833 164:-0.09282460541928916 165:-0.7816208703803912 166:0.04649641813896649 167:0.1484230348011434 168:-0.3714126334019828 169:0.1573067076165062 170:0.05100033247855472 171:0.3498233605571633 172:-0.383928464426545 173:0.1301282118049244 174:-0.03453081516839965 175:0.01240682616514413 176:-0.3050837612948928 177:-0.5639881476980546 178:-0.436158430396809 179:0.1424603662694282 180:-0.1958699156672176 181:-0.04736837542517724 182:0.1750289662116766 183:0.3167543309256853 184:-0.6945139341058049 185:-0.3657740187438024 186:-0.1142039312763312 187:0.09168065567775732 188:0.2019779907004189 189:0.2686512177825179 190:-0.02893822245628144 191:-0.0518094245239267 192:0.07584225029036587 193:-0.03186456981499158 194:-0.156428350080729 195:0.5467044868734796 196:0.2284833269066107 197:-0.0444542102696663 198:-0.08535956239608647 199:0.06158794648645065 200:-0.2007149273407551
+1 1:-0.6023120664271435 2:-0.2341194943688535 3:-0.03198238580047569 4:0.3244360664311492 5:-0.1443532672091733 6:-0.2986902435899633 7:-0.1928500921939515 8:-0.377112624515507 9:0.6041939617365372 10:-0.3248152351773949 11:0.3129521386404861 12:0.4750275217855428 13:0.08751356690903664 14:0.03502015560751673 15:-0.1630038360388625 16:-0.8121926263490347 17:-0.9359745031812921 18:0.2894054564698709 19:0.6156806940322923 20:0.5225023601767251 21:-0.0814991558158118 22:0.4039940825964271 23:-0.01496152102541808 24:-0.361247595749385 25:-0.3423118393146077 26:-0.4722732179674088 27:0.1816870682354957 28:-0.3176998675626236 29:0.5330613064348431 30:-0.1032610407462647 31:0.1858283012231889 32:0.3398248858107861 33:-0.1419678515271798 34:-0.4450455534487621 35:0.5181299246860696 36:0.4485276477268512 37:-0.08334611149654786 38:-0.5131073892021045 39:0.02554444391560576 40:0.3830005967403954 41:-0.6429278906652204 42:0.007955978002963628 43:-0.04026386913040927 44:0.2342064434803615 45:0.05503464246794113 46:-0.242935089339383 47:-0.7164397067847207 48:0.04399370016969487 49:-0.185869596864536 50:-0.1130463236978979 51:-0.5222253798683517 52:-0.2804529188656165 53:0.3661813193302446 54:0.1117497874617954 55:-0.5248930436521199 56:-0.03117943205327853 57:-0.03795165012400646 58:0.1927146961828685 59:0.540390947747927 60:0.01810465947082632 61:-0.1082624889173716 62:0.4094231233434313 63:-0.004689886825710783 64:0.2040533672182248 65:0.3465409900591698 66:0.1339421868869669 67:-0.1832902847615722 68:-0.06669276027296951 69:-1 70:-0.1355580673091585 71:-0.1964586637007917 72:0.4857283893155774 73:0.301753864928712 74:0.03386673235163818 75:0.3868927321237842 76:-0.4374302421107427 77:0.1170148404958267 78:-0.492061130684289 79:0.06134525928123638 80:-0.3623781093171276 81:0.4007030884801122 82:-0.04550530465369607 83:0.04328079780815809 84:0.06637040827273082 85:0.3653259093668822 86:0.6788686574756658 87:-0.2656286465508592 88:0.2627981651395918 89:-0.3636806667870677 90:0.05587126449015876 91:0.3908808340788773 92:-0.345182997500765 93:-0.4251928198685362 94:-0.1600072583042638 95:-0.03270311067275483 96:0.01660131631650341 97:0.2993087492702102 98:-0.3427250770679789 99:-0.2728612787599615 100:-0.3541409350307702 101:0.5167340431828793 102:0.2789145086760527 103:0.1923753470660137 104:-0.08937320864806325 105:0.04639917763086775 106:-0.1457777729121977 107:-0.2919825279750167 108:-0.173053753018621 109:0.09528744143235834 110:-0.04947989186523057 111:-0.1266911185770268 112:-0.7056200600118034 113:0.01862841642018158 114:-0.7937451850993728 115:-0.151693028439803 116:-0.3628988505871847 117:-0.2232691665980987 118:0.1462088679670925 119:-0.5324608793024339 120:0.02559832499552282 121:-0.2160724010334367 122:0.06269091292532848 123:0.4173514329691564 124:0.001755922498166779 125:0.2921733573450601 126:0.3631863182380223 127:-0.6310537158466248 128:0.3496787993464929 129:0.05137884105428114 130:0.1791220391285964 131:0.473247744321027 132:-0.3982491968208175 133:0.9613813483902977 134:-0.06143932834079099 135:-0.1104941935469552 136:-0.1112310979587281 137:0.5080729050239106 138:0.2557754591625992 139:0.2708142626234137 140:0.1680068064395583 141:-0.03991642040901043 142:-0.4064262648483478 143:-0.4116556639808316 144:-0.08578120760296415 145:0.5332984064059367 146:-0.1174142837370809 147:-0.3870833929859022 148:-0.1207331640756257 149:-0.7414847013585705 150:-0.253638437515153 151:0.4983081451991348 152:0.03544344805175981 153:0.02418178579159849 154:0.1064178803676205 155:0.1031069840560545 156:0.1608657296524922 157:-0.05402092737465126 158:-0.3636693067423766 159:0.8914438203123916 160:0.1988966651443922 161:0.171834174197616 162:0.02905019387139889 163:-0.1527167351255732 164:0.5196201626989063 165:0.6031426384028886 166:0.3239914244717716 167:0.05086015745815189 168:0.3598919360269651 169:-0.4848209244070952 170:0.2460717076236956 171:0.1173555437428835 172:-0.2928010411461907 173:-0.06823556753011623 174:-0.0009152714977194235 175:1 176:0.5237606788106266 177:-0.3089089411977581 178:-0.1896255331839517 179:-0.5101898488632862 180:-0.2795122516075026 181:-0.1780953155111291 182:0.04931307628355996 183:-0.181347920493573 184:-0.1459649287364704 185:-0.4050849126617169 186:0.1523680215451768 187:0.611395017269584 188:-0.01801431079499828 189:-0.06501458350318939 190:0.2659151009027462 191:-0.02335070080307729 192:0.1157312683444564 193:0.3297880394053113 194:-0.1433647690227785 195:0.167866250183988 196:0.1175850314271545 197:-0.09386725179432329 198:-0.2219174529279234 199:-0.2600524449782147 200:-0.05356756187944844
+1 1:0.1754637497085927 2:-0.185298318773882 3:0.2825087099267667 4:0.07854699937029939 5:-0.108330881269997 6:0.1909075328132194 7:-0.01076127696127048 8:-0.01757660782781226 9:-0.2588790065664853 10:-0.215276852238842 11:0.005989032893475972 12:0.41952188099958 13:0.2522254773222439 14:0.5251643766263758 15:-0.01641961163840329 16:0.09842578974169446 17:-0.04884195688259671 18:0.5464724567393184 19:0.2591809426158058 20:0.5796310524379659 21:0.07896024804193295 22:0.3763077626341527 23:-0.4566826302556425 24:0.6600904925855604 25:0.4279517858880344 26:0.2316717139428821 27:0.5715134654408708 28:0.1963210061574696 29:0.2720742008171259 30:0.08946242307385767 31:-0.01249924542942981 32:0.4191329060557701 33:-0.2960244267882228 34:-0.08249861735553009 35:0.284133829140586 36:-0.05630659176098994 37:-0.005607745365749012 38:-0.4671092330501534 39:-0.1997427576335949 40:0.7313182951738733 41:0.4238555801243157 42:0.5029829172624892 43:0.272884907106895 44:0.08598563919559282 45:0.2238709582009018 46:0.2412600547517632 47:-0.1794842775307291 48:0.4523941269184186 49:0.2915548552260223 50:0.5363407212037778 51:-0.2049980825446546 52:0.3760069234704979 53:-0.1548029700745071 54:0.2304426354958878 55:-0.5046804667810958 56:-0.0129537772973768 57:-0.5587338604248901 58:-0.3725424627119265 59:-0.378919704312194 60:-0.1059760555619321 61:-0.06551950341081393 62:-0.2191088259755251 63:0.1853704296480655 64:0.1012092071834743 65:0.1660254281707973 66:-0.2702409613836086 67:-0.2656716748790117 68:0.2700667372683202 69:-0.150185693125182 70:-0.0797311847252265 71:-0.3615372887181922 72:0.4324330387787035 73:0.3840789588044031 74:0.3980889046220552 75:0.1319573791310175 76:0.1736765941051754 77:-0.3081572157958909 78:-0.8006329642305375 79:-0.1873092536519065 80:-0.04916142632079894 81:0.2260781481026028 82:-0.620592669305816 83:0.4680625768394591 84:0.1764907416349447 85:-0.151926787269261 86:-0.5562878062205454 87:0.3636324382170144 88:-0.3126663683688413 89:-0.6019307593269942 90:-0.004521633699942372 91:-1 92:0.08428116292055118 93:-0.5392056316281705 94:0.1851997734395353 95:-0.06524120099041456 96:0.008152403174851136 97:0.3181750398215911 98:-0.3850927947656055 99:-0.1687850326394791 100:-0.5171222303013395 101:0.07840924481279088 102:-0.002758290319468459 103:0.2916085129036723 104:-0.4735785116806158 105:0.6871645938188538 106:-0.09940071952691168 107:-0.1751588767120743 108:0.905837352719702 109:-0.1568219726328995 110:-0.1940920257361518 111:0.09875811014145922 112:-0.3254828740883284 113:0.2004791608979065 114:0.1730640736509419 115:0.1465789397275467 116:0.3492916962582042 117:0.3541584990159429 118:0.4180262115751837 119:-0.1568674345033338 120:0.6280434718474054 121:-0.7702324279925239 122:0.1493396922286226 123:0.1706897590954163 124:0.9405673907476227 125:0.2366808605283574 126:-0.04676633550914323 127:-0.06370112246450235 128:-0.1867281613151293 129:0.2073223159701708 130:-0.999592533298335 131:0.6309280103606988 132:-0.1025684041284131 133:0.6720838630892719 134:0.1656547568110243 135:0.1086020361279257 136:0.07618238976259822 137:1 138:-0.5325749330453847 139:0.1047907615169247 140:0.2836457664953221 141:-0.3056016022569676 142:-0.2195218106693917 143:-0.2520275364528881 144:0.1192821079841455 145:-0.2623281843310616 146:0.3535430231289645 147:-0.1078783851101807 148:0.0409641498800654 149:0.005378907447288403 150:0.1434482042312727 151:1 152:0.3735282314130509 153:0.2171726420866672 154:0.761540621410523 155:-0.4250789128012614 156:-0.1287291816791287 157:0.4031421761457159 158:-0.09209876977379777 159:-0.4468058657912325 160:0.04906930032340825 161:-0.03859116074913698 162:0.2202588557212247 163:-0.71189145031579 164:-0.486471959323993 165:-0.01803224826230898 166:0.2504137606945399 167:-0.1004219856180952 168:0.284808532353221 169:-0.6195230340910221 170:0.2547440467722112 171:-0.1079303652390843 172:0.2855826778926134 173:-0.2296480689092119 174:0.2529414222120976 175:0.1266418040326813 176:-0.1461126496628338 177:-0.1157235227479685 178:0.2883750840575299 179:0.1264865044294332 180:0.1175584746045238 181:0.02700918540244618 182:-0.3024557696757885 183:0.02330741994492449 184:0.2430932462783982 185:-0.2239886760109234 186:0.1367625745772026 187:-0.04343232219409571 188:-0.07856499834701725 189:0.01266645269983295 190:0.2596406254827524 191:0.3319917092686023 192:0.2994243808932306 193:-0.1032388743158212 194:0.1474094835068459 195:-0.3127718454119741 196:-0.06095346119922623 197:0.2885359987209141 198:-0.4772402284562444 199:-0.2524657158708638 200:0.07138146147139623
+1 1:-0.6165508655249974 2:-0.3696801254809896 3:0.3274565678525345 4:0.2749028476380015 5:0.3430092701491491 6:0.152546258278352 7:-0.873051105908551 8:-0.2007472792916292 9:0.5616390736691521 10:0.6806497676900086 11:0.07015945871916976 12:0.3952026264901157 13:-0.3841978039933533 14:0.5299603987649849 15:-0.6421063184390805 16:0.02406580279293157 17:0.01316683794389845 18:0.142399590208917 19:0.02505877538653509 20:-0.2537409776249658 21:0.1400866187601151 22:0.2745816999000539 23:-0.03179841065136307 24:0.2626486001270216 25:0.5889661561498389 26:-0.03598906957036344 27:-0.1389583365178513 28:-0.09287220219862721 29:-0.1510212905300992 30:-0.3133162124583738 31:0.07376975277926877 32:0.392107745237159 33:0.1843376643666534 34:0.1847484176258485 35:0.1306551929592656 36:0.17781054457446 37:-0.7339635742209969 38:-0.6964732548575374 39:-0.03602228379639963 40:0.2943361864208214 41:-0.06356743943639384 42:0.4573940886987127 43:-0.083075942204442 44:-0.1860990158856945 45:0.4136955032842478 46:0.266080256635277 47:0.4667590901205321 48:0.1038594494029573 49:-0.4579153404510835 50:0.07075386481476265 51:-0.7144888738666452 52:0.3371298055622568 53:0.1897482742707166 54:-0.04879533690994121 55:0.4570358297100968 56:0.06401864947837793 57:0.3965233459045797 58:0.03909288495947229 59:0.3027467167936798 60:0.01606644682614654 61:0.2675785330887587 62:0.09610582909565803 63:-0.1288141077611965 64:-0.4617327744861832 65:-0.0718703400405841 66:-0.5980461068841041 67:0.3955987602796071 68:-0.1846785955361912 69:0.1346113098892956 70:0.118146839779984 71:-0.1267718060255665 72:-0.1512105870513799 73:-0.1320105581907164 74:-0.5202869868510667 75:-0.1837415460178163 76:-0.09618318755804664 77:0.4701925888490811 78:-0.5437405770318433 79:-0.5868926921369878 80:-0.08144493511879163 81:-0.5392548386237122 82:0.323650653537657 83:-0.3303685500963209 84:-0.08903099347524296 85:-0.04923009293825882 86:0.3035683331640769 87:0.1075931792245705 88:0.0690691812623951 89:0.2955346198527766 90:0.1791318121087558 91:0.2853338696692863 92:0.1501123805958524 93:0.4150569353285716 94:-0.1266556774082986 95:-0.005385491102926736 96:-0.2449046029445321 97:0.2123825157187046 98:-0.4150232919868582 99:0.8819272924306786 100:-0.5073973056275531 101:0.5578481428401074 102:0.3444664533221795 103:-0.1959386176304174 104:0.3079615452795715 105:-0.4463187488257493 106:-0.2003418373407501 107:-0.4787592113151744 108:0.2486111309851593 109:0.6019958265472829 110:-0.3106445670999675 111:-0.1981599791387018 112:-0.1671417893345238 113:0.1642926537963935 114:-0.8600751426130453 115:-0.1554394430300119 116:0.6557768896234915 117:0.1427397969647608 118:-0.2093609144268407 119:-0.2699954643114225 120:-0.07642857806354689 121:0.6557113283164956 122:-0.07004951826714625 123:0.170077220399079 124:0.1982811034872668 125:-0.1299662953790874 126:0.1595535679654479 127:-0.2443492807604566 128:0.4464987975487436 129:-0.0378988203274128 130:-0.368266144189252 131:0.80287490169596 132:0.2975741865332081 133:0.05607916758790933 134:-0.08013814322412741 135:0.1799108606128841 136:-0.2591870341251942 137:0.5446171577636337 138:0.5341032554994821 139:0.5052657759231725 140:-0.1315567555853347 141:-0.09080241066806061 142:0.2075464435129996 143:0.0729643535391192 144:0.273759949986108 145:0.2372594207337024 146:-0.1065049747312158 147:-0.4133298194204991 148:-0.2187633668984367 149:-0.01011236404424631 150:-0.4148186765779166 151:0.5303268226543194 152:-0.1191668529925521 153:0.00745160232429936 154:-0.1206921540896203 155:0.1754321867484974 156:0.01465600347476406 157:0.09976420526493585 158:0.0621095819486386 159:-0.07844325190423565 160:-0.1602559072411696 161:-0.02846622512214523 162:0.4321289159262197 163:0.468347483295719 164:0.1786225101179915 165:0.3612906227262229 166:0.1133203476545734 167:-0.404690687037667 168:-0.4339664353297291 169:0.221711355436658 170:0.2826255989669523 171:0.2533723733593495 172:0.573403068888604 173:-0.1244025290392127 174:0.3579181511272612 175:0.2717408333794101 176:0.05282765020144978 177:-0.2524685078771042 178:-0.09012294040372416 179:-0.3929672824189716 180:-0.1694358254857332 181:0.007343454624747281 182:-0.1859479261848671 183:0.1161222212026086 184:0.02346323725902238 185:-0.1827211091180882 186:-0.2825644483794288 187:0.6693397522367286 188:-0.3770035362996255 189:-0.3918552853953786 190:-0.3244803261405589 191:0.337087814316599 192:-0.2296500880325204 193:0.1940636799907317 194:0.519169347626989 195:0.4392481739290175 196:0.3315395139017381 197:-0.04796967310288459 198:0.2693617577345947 199:0.03595219483430979 200:0.02171368139510438
+1 1:0.01600477701534068 2:0.2453715381685437 3:-0.469905668494756 4:0.09879184046389271 5:-0.4456238734500934 6:-0.07708650386561951 7:0.1474543773687661 8:-0.03144548740060903 9:-0.1134444894209075 10:-0.03040755910982187 11:0.4764511669488568 12:0.01984098706651899 13:-0.0971942535873454 14:0.04116201885553747 15:0.0234745254118059 16:0.115709810468828 17:-0.3181961992202578 18:-0.2489384759593461 19:0.07520068708010996 20:-0.5098110323771243 21:-0.2194693695021288 22:0.6482041106101535 23:-0.09085804042343641 24:0.3261353549027723 25:0.5953668030826214 26:0.08351468087437522 27:0.4531760273961065 28:0.2477451048029378 29:0.6398788049604204 30:-0.1451366756057055 31:-0.2351623381255757 32:0.3499489310495932 33:-0.06450656646426164 34:-0.0050103804661457 35:0.4220110608604885 36:0.3576079676735951 37:0.2941557901094322 38:-1 39:0.2131098774131941 40:0.003265018515978671 41:-0.1150588563838293 42:0.1298114917338163 43:0.2628537500483221 44:0.1454280386504788 45:-0.008579223270822056 46:-0.009283629764093387 47:-0.319102545691284 48:0.260783182146098 49:0.8611460480914063 50:0.03716208500274952 51:0.3640697618888659 52:0.06018799794737179 53:-0.2062904753362119 54:-0.03095747046122227 55:-0.219484093356338 56:-0.1373393108468697 57:0.04950863067526233 58:0.01853957096316901 59:0.4833559189729258 60:0.3783801811976043 61:-0.05523184508546627 62:-0.092578841001869 63:0.1268523920641994 64:0.4349299712311592 65:0.1929375206087865 66:0.0224916922803518 67:-0.1817373374809887 68:0.1312611542754788 69:-0.3749440308489006 70:-0.05297217781241299 71:0.03989791774904806 72:-0.2326622637355195 73:0.09888199468742849 74:-0.2372184144337712 75:0.4685023421965948 76:0.03537217859646827 77:-0.2761420053442921 78:-0.1861118735957502 79:-0.1046727005015103 80:0.5080904605359392 81:0.4000155082539152 82:-0.2331060333389338 83:-0.005614363686718228 84:0.2484326803767738 85:-0.4876262508373834 86:-0.2768102206232671 87:0.4092344184408297 88:0.09586108901589531 89:-0.6878151846762022 90:-0.4142423060159222 91:0.06796019580611087 92:0.2552973490667181 93:0.4503612810185711 94:0.8107887039910847 95:0.1344551048395819 96:-0.2295536744082771 97:0.1303911008804091 98:0.3394947149491285 99:-0.1002597640135123 100:0.2079413897838304 101:0.5389213079323765 102:0.5923530117203869 103:0.5279582259659075 104:-0.3455313754419915 105:0.3495738306240815 106:-0.07616627414460858 107:-0.2831710901556201 108:-0.2742541100382084 109:-0.1360542927920634 110:-0.09465058201175611 111:0.1629518188564776 112:0.7535529507583795 113:-0.2345275334087813 114:-0.005744299749904078 115:-0.5273421381369997 116:-0.1378155661076346 117:0.5487478146236606 118:-0.1017319626892125 119:0.05846287528278499 120:0.7824384487503129 121:0.3533718022508819 122:-0.2805560907926298 123:-0.4515371950357939 124:0.3573123002010434 125:-0.6530718932351324 126:0.3103326433564254 127:-0.2590107070216479 128:0.3894603142196182 129:0.3615122711054262 130:0.0181461025125684 131:0.3985562306326723 132:-0.01815484095527647 133:-0.06743851459928787 134:0.3210737916422677 135:0.1844333937274723 136:0.2181554698932731 137:0.02253057309613821 138:0.7732034307855936 139:-0.2783955040986733 140:-0.5717852584649453 141:0.2059374558726604 142:-0.2093029922054732 143:-0.008732148606729509 144:-0.3543519025985783 145:0.09361860560412137 146:0.3977183200702711 147:0.5961780231759485 148:0.2611168004074998 149:0.1048824227450414 150:-0.04232369151714085 151:-0.1354613484156535 152:-0.2788726667384113 153:-0.3748917003612547 154:-0.01227238581845938 155:0.2136014151327478 156:0.2946643473243435 157:0.07578130435051815 158:-0.09282645757534172 159:-0.1006608808221732 160:0.1032569486206744 161:0.1239572719452441 162:0.3738534287338664 163:-0.520228185992994 164:0.6522057039832951 165:-0.03895423891894721 166:0.4784990644240533 167:-0.05858514533198191 168:-0.08859917329858882 169:-0.08996979379020643 170:-0.1760784951819586 171:-0.3395214080967917 172:0.4610127437782038 173:0.03139611044113238 174:0.06656012389729285 175:-0.1934952234242957 176:-0.1100564143449332 177:-0.4599070942319754 178:0.4061490704614171 179:-0.1112780977260207 180:0.3136127523532894 181:-0.1241511254591991 182:-0.3780332031921471 183:0.2280474672953111 184:-0.01167132196697982 185:-0.2945168077086188 186:0.08934620560839418 187:0.09094737508642954 188:-0.5820083860662413 189:0.2981240229570725 190:-0.2223966242014559 191:-0.06203294073302845 192:-0.05320327859223586 193:0.4498838745094193 194:0.2123010744169721 195:0.04560666396730342 196:-0.1917395688901161 197:-0.4165640742471055 198:-0.2299982045353826 199:0.005994913937852752 200:-0.7937845339094727
+1 1:-0.09236773751144799 2:0.1384053849596656 3:-0.04989718651972049 4:0.6202324441932533 5:-0.4423701717197702 6:-0.1544316075209607 7:-0.2284856496525011 8:-0.05326995097269267 9:0.371290777432803 10:0.240191315152503 11:0.3685903338182699 12:0.2742951218764564 13:0.4404545524108808 14:-0.4727548668483261 15:-0.1321141668719636 16:0.3307443795524151 17:0.5297819715831511 18:0.6705316551781751 19:0.1157850592685754 20:-0.1800938769812174 21:0.04882418788059373 22:-0.08960743379868658 23:-0.05791564025382015 24:0.001740182874960928 25:-0.0407474324273744 26:-0.2921116628828683 27:0.1483570835834567 28:0.1066224653437386 29:0.6113748799009687 30:0.06924033224707091 31:-0.1926518303719097 32:0.425390926570795 33:-0.1495901449921477 34:0.3701491875456225 35:0.260883931839018 36:0.06880152317461175 37:-0.1511431228522993 38:0.2242609425253198 39:0.4627525138348864 40:-0.26570191373878 41:-0.04195185228336645 42:0.2323816669045159 43:0.2590028260874042 44:0.1603592759686849 45:-0.2245545979927621 46:0.1020075904782688 47:0.4223165779324832 48:0.3301497450503931 49:0.1306121065118261 50:0.1195371338673136 51:0.5921753148392978 52:-0.1317283594815601 53:-0.0006425179704865058 54:0.2368947855713008 55:0.03305909650282323 56:-0.003342655741645061 57:0.4757453840467104 58:0.3251110371614373 59:0.3024927578669034 60:-0.05206667062597805 61:0.2648819526519455 62:0.2151297346024148 63:0.3702622558310091 64:-0.02303728730145997 65:0.1366777737035461 66:-0.2757144131118818 67:0.3250252932456893 68:0.6182071254928521 69:0.1460756458767107 70:0.06535534970648219 71:-0.4345951912555309 72:0.7715015436144068 73:-0.6240267531653737 74:-0.05159938264306976 75:0.5125609911083528 76:-0.2212804612399641 77:-0.4840587362874621 78:0.06898784836729409 79:-0.1043798388690717 80:0.1776396183462058 81:0.6479359945193047 82:-0.1492636229665045 83:0.1079302444599263 84:-0.2194426479150731 85:0.3090853859498789 86:0.3697675944108258 87:0.2157704820326402 88:0.2637020146263944 89:0.1180184295316725 90:0.4469289174438417 91:-0.3463233562751198 92:-0.2964273276557251 93:0.07253917455668218 94:0.3823711917358312 95:0.167740567621696 96:0.001159632431260965 97:0.05276591261438839 98:-0.1627950159398476 99:-0.1006298494965112 100:0.1407319276631642 101:0.1001776929364411 102:0.6658474450057482 103:0.1531672328298964 104:0.1188862517836985 105:-0.4697772242458789 106:-0.1452429704490968 107:-0.2760476915359666 108:0.1887223371410935 109:-0.01866661573881731 110:-0.240633474960001 111:-0.2073484844383234 112:0.05097291434420276 113:0.4133838762513572 114:-0.1958594249513778 115:0.4494657376412971 116:0.2715838852156699 117:0.1731837273349972 118:-0.6535728463953039 119:-0.3826000666099909 120:0.07270782881757909 121:0.1485040954678397 122:0.1828966360968482 123:-0.8426286903360947 124:-0.08745796416659182 125:-0.07211385094498983 126:0.3752263427407221 127:-0.2238553739977653 128:0.1658414608401708 129:-0.519891139884886 130:-0.2775080820411091 131:-0.4765804855527288 132:0.4426945654069069 133:0.2513519729624537 134:-0.2435289247101918 135:0.2798709443486133 136:-0.1897186385783764 137:-0.1370855409546846 138:-0.2047378840868351 139:-0.5554421771728013 140:0.5842230542804198 141:-0.1034244462636716 142:0.08749560389958672 143:-0.3924301613484277 144:-0.1204424732867227 145:0.2296807589092484 146:0.3008891864173655 147:0.3046661328034799 148:-0.07877803813801497 149:-0.1485526677089607 150:-0.3468488979874229 151:0.1542082165464302 152:0.1707038264353424 153:0.9269418099448857 154:-0.09663962682294067 155:0.1345501233971473 156:0.1448831623303988 157:-0.1534926778500939 158:0.1355407995590984 159:-0.06342999674197983 160:-0.1937463879067963 161:-0.2729239376194526 162:0.1297366354129209 163:-0.1838518567897726 164:-0.05029415628233563 165:0.1770367035172536 166:0.4962855203340094 167:-0.3635590795018485 168:0.1635358590652215 169:0.002104155911864858 170:0.04703113205475329 171:0.06509464453452669 172:0.1128079832519475 173:0.2872006370413805 174:0.2728086143654908 175:0.1373941606150664 176:0.1714278732797028 177:-0.5197616950331687 178:-0.4437251962102708 179:-0.3143990838669657 180:0.6940661996347369 181:-0.08023510859144684 182:0.09880535022809475 183:-0.1920279363592847 184:-0.09917497676358131 185:-0.1007532079428485 186:-0.4394140329281149 187:-0.2119297344033958 188:-0.08115264073386619 189:0.2880063461650847 190:0.8051634781607575 191:0.1860442668114238 192:0.3162950812238982 193:0.1247056070155938 194:-0.08754029294583837 195:0.7819123553965476 196:0.4584759838084072 197:-0.03912391218903748 198:-0.5686291112761015 199:-0.5042147488232007 200:-0.5090226044318147
+1 1:0.3477476666120608 2:-0.06710509109368626 3:0.02131264894477875 4:-1 5:0.2159449617729079 6:-0.4011784202593787 7:0.4008495353483066 8:-0.4817934917717982 9:0.5865591460427623 10:-0.2621702164013848 11:-0.1937525918798698 12:0.3317033479137526 13:0.09599266589377689 14:0.2216436643721769 15:0.4408073983146708 16:-0.292704027094494 17:-0.1090505179323839 18:-0.1152690767853666 19:-0.02950948453610749 20:-0.6827533393249002 21:-0.5973076585804471 22:0.1509007596394128 23:-0.158215689013891 24:-0.1271141171022432 25:0.4059494238885618 26:-0.2524581486282855 27:0.3339325223030455 28:0.195913519487932 29:0.1376858051225871 30:-0.2558065579803532 31:0.1644655145338762 32:0.6983041204458575 33:0.34832322144869 34:-0.07512829486050385 35:-0.1595881641317682 36:0.547862149879101 37:-0.7051816183987876 38:0.2483940010576047 39:0.584952400726286 40:0.2315867186211037 41:-0.5175545078127984 42:0.3097540353491814 43:-0.0157441865389902 44:-0.5143896394949357 45:-0.07163327210036705 46:0.1141630748005636 47:-0.7870646077273673 48:-0.03089102117472931 49:-0.2784365309815788 50:0.7664864808588412 51:0.1631440589625201 52:-0.3086251493769105 53:0.1147339612949351 54:0.3172010298128174 55:0.271000707062089 56:0.4013048650300045 57:-0.3944536240397155 58:0.3387662539109497 59:0.3365397408393986 60:-0.5357739318311989 61:-0.08213140107204148 62:-0.3265072244412721 63:-0.08393328310820568 64:0.5929947793292943 65:0.09900580093670963 66:-0.375189568290703 67:-0.09927090288058524 68:0.2412456348761612 69:-0.1975684652115387 70:-0.03871924707122752 71:-0.2680282168506691 72:-0.5865090495807255 73:0.1052042693169788 74:-0.3867485710896231 75:-0.008618525659864262 76:-0.4800952456760762 77:0.2534006307745264 78:-0.1440395192831115 79:-0.1230478258472116 80:0.1279417494936312 81:0.1978901177102194 82:0.1717610041087578 83:0.1297478936278922 84:-0.6393262895289483 85:-0.01226622789736605 86:0.854839688278357 87:0.07091606412475879 88:-0.1137642844492694 89:-0.1640888619636223 90:0.3817023245262218 91:-0.04273379062567839 92:0.2451406417993772 93:0.06184319267582544 94:-0.03064682072657116 95:-0.04142700991805841 96:-0.4134369350763346 97:0.5559154421641139 98:0.09609534833865942 99:-0.7698834548120831 100:-0.4101503811808669 101:-0.04414858529670543 102:0.8412609340010316 103:0.2395824164374692 104:0.466708057604008 105:-0.207241657451411 106:0.7733131897902159 107:-0.5811295911131176 108:0.1909666356407038 109:-0.5107893563626441 110:0.4546949583126863 111:0.02832151052909734 112:-0.1670666007198292 113:-0.008769374066106317 114:-0.1937961270406598 115:-0.06634205034822513 116:0.01659850852297412 117:0.03015954273299315 118:-0.9893945419466394 119:0.1286289577828832 120:0.2730123586863881 121:-0.2871326973629833 122:-0.3349585270837311 123:-0.2175110079027046 124:0.2476097140597927 125:-0.2396026624662658 126:0.006647857245695861 127:-0.2629241152277456 128:-0.3700645441283248 129:0.189072730122482 130:-0.1290971228307296 131:0.0629805735626183 132:0.305289750449142 133:0.2691563052660527 134:0.8995644802973893 135:-0.1759392476457271 136:-0.2593441926665289 137:0.1008394342282503 138:0.1614743846810423 139:0.2090829450082038 140:0.0553322881781249 141:0.07088959330936831 142:0.3721953384350627 143:-0.2900540086646387 144:0.5060491194644998 145:-0.827748773304018 146:-0.3149751230411234 147:0.2318179487581709 148:0.6129016669511188 149:0.3083092834431288 150:0.1334676937268134 151:0.1116637782131993 152:0.01961742802463293 153:0.2864150107913357 154:0.09274610619937546 155:-0.03959970446252672 156:-0.3147016803524563 157:-0.2502222856525293 158:-0.2229849350175784 159:-0.2799731399678281 160:0.1450525547995871 161:0.6506043409867758 162:0.5550911412364141 163:-0.2496558784962319 164:0.08005495264794693 165:-0.208164928172947 166:0.01667076638787239 167:0.3157886155864164 168:0.09094033018379948 169:-0.4770018266185286 170:0.1793421082804064 171:-0.2043004131752192 172:-0.5094516613304794 173:-0.2215757055523685 174:-0.3596732596048062 175:0.2811752910311266 176:-0.2917589768458195 177:-0.6739522869597936 178:0.09333780980271841 179:-0.4020863877026804 180:0.09430429765013093 181:-0.05372025605538022 182:0.3622957954127303 183:0.252832428767863 184:0.1055674864729645 185:0.0388462499367461 186:-0.2887449500936106 187:0.6278216077630109 188:0.1326082088352202 189:-0.3483759966950845 190:-0.0258978902930321 191:-0.3529211038978001 192:-0.2794404116810299 193:0.16782152946386 194:-1 195:0.5438432334514072 196:-0.1324867175846347 197:0.3554305290406148 198:-0.3428840305271921 199:0.1585172438044548 200:-0.5132645899282
+-1 1:-0.403810909179295 2:0.006949636975456214 3:0.1388024617527826 4:0.1480476735166664 5:0.06781558624619213 6:-0.1087793365978248 7:-0.5031981325696501 8:-0.2521169978847133 9:-0.2918786096563796 10:-0.2630823741751386 11:-0.3248842374350694 12:-0.1428168250107636 13:-0.1080309107849938 14:0.1204174264453932 15:-0.03258181545825542 16:-0.1412125802959006 17:-0.5390013977028615 18:0.008043667693807838 19:0.3465376853411404 20:0.1099443597315654 21:0.2849731229383078 22:-0.5299275722833091 23:-0.1780648265574904 24:0.06510752878148256 25:0.1364933533398774 26:0.1465641537333315 27:0.3072487803526209 28:0.3005233537237801 29:-0.1842138420912549 30:0.1872969571024484 31:0.4132111256569415 32:0.2346923468593184 33:0.1484424050302578 34:-0.2264334305869862 35:0.1288136041933551 36:-0.06586449078111142 37:0.02765889338203964 38:0.6972898435498452 39:0.3902299093108409 40:0.2596513673559153 41:-0.1675585764424084 42:-0.2250375845005126 43:-0.6558831863471347 44:0.1254505468653598 45:0.3840660307180755 46:0.2678907505661368 47:-0.1372505378681987 48:-0.1250529051732438 49:0.0991202144689977 50:0.3132706315409814 51:-0.4625562370620239 52:0.184849671775461 53:0.717582132486647 54:-0.08456963462981534 55:0.4867435527083109 56:-0.2298723887281195 57:0.4640058193003837 58:0.06557629470402677 59:0.4114348385382863 60:0.3394426075664251 61:0.1538258376053294 62:0.5147053483288196 63:0.003901050751977463 64:-0.3981179850321266 65:-0.145930423877998 66:-0.2610391826689035 67:0.1399666487704418 68:-0.4137783404769299 69:0.1460503427126583 70:-0.4357514418749252 71:-0.08729059711622128 72:-0.633938861385998 73:0.2162821044056742 74:0.1373318294611581 75:-0.6496182321800587 76:-0.2852794370565301 77:-0.4686257780062463 78:0.2266898355219782 79:0.3462925343375766 80:-0.1730153228547238 81:-0.1137227709404443 82:0.2530212332741035 83:0.2915957808481994 84:0.1676645332303565 85:-0.2909515870218823 86:-0.1778010328942199 87:-0.05316880872806198 88:-0.06819261643159222 89:0.1333346508364328 90:-0.1918922038741449 91:0.2080883890802568 92:0.2107864730527283 93:0.3168889137226595 94:0.02084785435181051 95:-0.2753167254156186 96:0.04326243442602895 97:-0.06323846572091077 98:-0.1277797122521162 99:0.1306383797529372 100:0.4346081450835231 101:0.121464267113455 102:0.04797055011707957 103:-0.1252603177727207 104:0.03746927704477117 105:-0.06299946064255613 106:-0.4432911754442895 107:-0.1480478379670218 108:-0.02512168282106584 109:-0.372815561852452 110:0.001521636077424296 111:-0.51714338864708 112:-0.1027997066501529 113:-0.4680760438145246 114:0.07040127228458254 115:0.5158587321564134 116:0.1124538192387025 117:0.2175547363336758 118:-0.01091829168203778 119:-0.0386343848698899 120:0.121578657859709 121:0.2328130471150462 122:-0.217225877435389 123:0.03622462699299295 124:-0.01267000410286758 125:0.4908866307158369 126:-0.447083602764231 127:-0.7106991528670145 128:0.1096901663485282 129:-0.1927645234318303 130:-0.1909366226512539 131:0.07124398539117953 132:0.1585619650091331 133:0.1387961566727588 134:-0.7130025345019791 135:-0.04163775537684958 136:0.3137918080967474 137:-0.1680221769491599 138:0.5083910597628074 139:0.1880311466871999 140:-0.2770908808662683 141:-0.3473813250215063 142:-0.7051839743967732 143:-0.3552403781741596 144:0.1759010756023957 145:0.2137990086025509 146:-0.05529142763538902 147:-0.11903586171462 148:0.4506585275888156 149:-0.01973030732646307 150:-0.0766870919227535 151:0.3657096675338107 152:0.08445147057304749 153:0.1229238647975582 154:0.09176582224172122 155:0.4435990091661228 156:-0.1023070018642015 157:-0.3237287895707177 158:0.277015849548546 159:0.4890253345687478 160:-0.3156276896590537 161:-0.6742185859007126 162:0.2727188649866947 163:-0.8605355965273673 164:-0.4378647950701516 165:0.1097348773227533 166:0.3445975028536361 167:0.2503535804922007 168:0.1821441639353091 169:-0.02502524946013907 170:0.6816332313088446 171:-0.4058293331353734 172:-0.5047093038277162 173:-0.2650617215464455 174:0.05183994852454649 175:-0.4052423840235336 176:0.3872955925028672 177:-0.1620642855146147 178:-0.185945111068872 179:0.4594917207280204 180:-0.02137740316104156 181:0.02138414984504391 182:0.2035550764631112 183:-0.6258451870839141 184:-0.3569848362570869 185:-0.06403377878390723 186:-0.4173407933864699 187:0.7050982386140059 188:-0.0886466098061206 189:-0.04044213707381993 190:0.1555925322238607 191:0.4813484389307744 192:0.7267879553959927 193:0.2489533397021175 194:-0.4319008955436576 195:0.1286452890493499 196:0.1166948639279576 197:-0.1764499839095915 198:0.1504780794224268 199:-0.1058908147871129 200:-0.5279000373771037
+-1 1:0.6147185705988343 2:-0.0104544272177151 3:0.2064291373176804 4:-0.1286868483326202 5:-0.6301085985875972 6:0.01906537440092018 7:0.05184075613114533 8:-0.3287158099460281 9:0.1308980839175286 10:-0.366161523756131 11:-0.3137135671324717 12:0.5985642549115606 13:0.08501986772957695 14:-0.2753162156664342 15:0.1957754023852725 16:-0.4976343530458511 17:0.5185617468671463 18:0.1066626258674637 19:0.2849096178603572 20:0.4073892893084327 21:-0.0612913557712069 22:0.4035200589457973 23:-0.2001069074979623 24:0.2329952262730888 25:0.342557018670829 26:-0.1759120985222286 27:0.3095943732818049 28:0.008148339233989929 29:0.2751230487951036 30:-0.07791124329310223 31:-0.3046491923490093 32:-0.1733635392815691 33:-0.3160635688727904 34:-0.07579653988208303 35:0.5791713027945906 36:-0.6717321869286724 37:0.3019903480538209 38:0.2353752537924244 39:-0.2460019532079592 40:-0.0544378309045471 41:0.2417563137606001 42:-0.4064840958935771 43:-0.1181524349982642 44:0.5710175638733531 45:0.05433659784307419 46:0.07490955171137638 47:-0.4436740149442038 48:-0.1740153722802532 49:0.4279766456938284 50:-0.7418495667745968 51:-0.2666454403735725 52:0.1106283906842183 53:0.4319028465260314 54:-0.2044718637397772 55:-0.2120116183220385 56:-0.1026066547079919 57:-0.4857778691994851 58:0.3647344281980917 59:-0.1802102356172689 60:-0.8585329066632048 61:0.7165637185032896 62:-0.2536592264099397 63:-0.2224766507345266 64:0.4211371285839959 65:0.1881075369486438 66:-0.2939827007912007 67:0.1227520947341335 68:0.2478675440266299 69:0.2919475503722954 70:0.09152141306170181 71:0.1188820979635635 72:0.3119609424978785 73:-0.1479319696009645 74:0.2365418502801288 75:0.3561500959207208 76:0.3579212498177485 77:-0.1121084186623182 78:-0.02360566089362622 79:-0.5164191391490749 80:-0.683847163183222 81:0.3155982021630334 82:-0.4551961289387395 83:-0.3497205603472335 84:-0.09614240943295187 85:-0.2711576457215191 86:0.1344798497292733 87:0.2668671401438389 88:0.2106351346186044 89:-0.09842326727536409 90:-0.1332201049678725 91:-0.2530564110173397 92:0.1147976979070304 93:-0.1303094423799131 94:0.3109178237439109 95:-0.406604314473613 96:-0.5277827089351741 97:0.641188107626206 98:0.4095846341874237 99:0.3198064192709939 100:0.01394464042493923 101:0.3195994778716242 102:0.2812994015967835 103:-0.1907311067564635 104:0.195437502246014 105:0.3723233935976177 106:0.1152218366765708 107:-0.2702190078644683 108:0.07234909036235085 109:0.1239370862526472 110:0.5083233009557245 111:0.2724801291077303 112:-0.3692895562259753 113:-0.2795648884037312 114:-0.02976805446794689 115:0.2160472089194747 116:0.2240913969324385 117:0.1132819621000965 118:-0.1557086864467564 119:-0.02062773992100256 120:-0.06804765524669434 121:-0.03490946871204833 122:-0.141610222178329 123:-0.2484522235743429 124:-0.07507690508108734 125:0.1772280856911084 126:0.7782116922996545 127:-0.3249797872365427 128:-0.01157047049243304 129:-0.3384904911729611 130:-0.09552577230064425 131:0.6940914829585543 132:-0.1921830802978354 133:-0.1188434289261927 134:0.3412358907028215 135:0.01650418228310175 136:-0.215258341200392 137:0.2811534880327463 138:-0.158454772130839 139:-0.1458415046274932 140:-0.09177663838290843 141:0.5448373070199153 142:0.1280455548775377 143:0.3054530794351146 144:-0.3372159819378783 145:-0.07655232322034432 146:-0.5385865626270828 147:0.3279421390235772 148:-0.7385063696336431 149:-0.4730135309450498 150:0.2340825448313397 151:-0.2674206584157393 152:-0.04515418885529732 153:0.3513007954484442 154:0.5270833487898505 155:0.1349905523127101 156:-0.1171012585219778 157:0.8928080582038301 158:0.07181751154480176 159:-0.1052025755979363 160:0.7540836533339277 161:0.1450795871265476 162:0.3173625669109288 163:0.1661399999899672 164:-0.02756788535935101 165:-0.1611210917250362 166:0.4781002566187274 167:0.2487522226575625 168:0.358558724568287 169:-0.2185294873400149 170:-0.1828750221669949 171:-0.1970937027274307 172:-0.1536446601226892 173:-0.01718548720289227 174:0.384143030860884 175:0.4882175212689965 176:0.4175239704951652 177:-0.2053785650845263 178:0.1512781100028736 179:0.2502691365205418 180:-0.2600115199476246 181:0.1419852364762921 182:-0.3157326687129929 183:0.2547629445865741 184:-0.2219919616615749 185:-0.3902689057163642 186:-0.5856293275590402 187:0.1058854714663346 188:0.4258614092729072 189:0.4465751400068427 190:-0.6059831593606247 191:0.7812852386211875 192:-0.1690124978587996 193:0.1623464369163381 194:0.225351239544001 195:0.04994470364239614 196:0.5089873865290817 197:0.01390644014557553 198:-0.1112847839939603 199:-0.240320366491618 200:-0.5506195778590377
+-1 1:-0.09067405015241219 2:-0.3588211893078742 3:0.09430914412445762 4:0.006302358572268067 5:-0.2502017483122052 6:-0.2155643012710386 7:-0.2066736111030138 8:0.007032252535310937 9:0.2162696857984229 10:-0.204955882040976 11:-0.8031682223267531 12:0.02066381287205948 13:-0.06394681661904389 14:0.07771835683537326 15:0.1613915230503256 16:0.7201342936761743 17:0.6337968056999551 18:-0.2807488479579406 19:-0.2214565178677256 20:-0.1714744695795631 21:0.2925137089107629 22:-0.5278600428974636 23:0.07681006855418457 24:0.1431111421296959 25:0.4309965278455685 26:0.2854685079575552 27:0.1339099163583968 28:-0.4451154574273292 29:-0.1318708012124587 30:0.7497815479825208 31:0.4200946029807825 32:-0.2884974939299392 33:-0.03369528821598713 34:0.2082066713167156 35:0.4468479755251863 36:0.2080600254340164 37:-0.09003711161352151 38:-0.3841801797497804 39:-0.1846244623672384 40:-0.09867939336348536 41:-0.3623302206500883 42:-0.1020768065836636 43:0.1804436334693519 44:0.03561255760127938 45:0.1073994668475169 46:0.2230719240896201 47:0.4127056989764812 48:0.3541666415543354 49:0.05249416110957202 50:-0.09346562204234574 51:-0.1486612340471372 52:-0.3631120869562618 53:0.4034114927761481 54:-0.1223315702976975 55:-0.01254236614044028 56:-0.06071921057946177 57:0.4704589184586813 58:-0.1568238711992962 59:0.3731224343089186 60:-0.0218588549495552 61:0.05051386751228332 62:0.421288017176366 63:0.2246749881679734 64:0.1393389895264726 65:-0.06474787798612922 66:-0.06844706330392902 67:-0.04536686080859971 68:-0.0653851615282683 69:-0.5912093240065784 70:0.0475637916719691 71:0.0593198537240698 72:0.2416284052333569 73:-0.1293882061628925 74:-0.51913425746283 75:0.3709166909453687 76:0.1884180220995977 77:-0.09667809869877456 78:-0.1548400148692613 79:0.2602509773451601 80:-0.392728619254027 81:0.1926496204173877 82:-0.123597030759634 83:-0.6018358846871174 84:0.9097181867084825 85:-0.1810203921384176 86:0.02399197395915979 87:0.01976160627812184 88:-0.1119040727138428 89:0.06264251489178296 90:-0.35128068526685 91:0.7131713478931162 92:0.7175270257120995 93:-0.6176341556968856 94:0.1890790096911666 95:-0.1428265123251394 96:-0.2479394312254809 97:-0.175521045604459 98:0.02548717961009055 99:-0.2675811274094269 100:0.04255073055655686 101:0.1750299820604978 102:-0.1929344392883786 103:0.06873767908390335 104:-0.07209880422851092 105:0.07951451348470265 106:0.1371959930922998 107:0.3706943736444288 108:0.2591219959301954 109:0.8472362827650214 110:-0.1909097632194232 111:-0.01832566936976197 112:-0.3312229346138534 113:-0.5223100417146448 114:-0.1868992359626334 115:-0.1932612374278719 116:0.7359998709303925 117:0.5323920008327068 118:-0.5241221598952259 119:-0.1512393265036522 120:0.08560207890905956 121:0.5656249938674931 122:-0.200596072613733 123:0.08113262931101506 124:-0.3657966197415968 125:-0.3141327487010915 126:0.2534276396008844 127:0.1209434031628964 128:0.1770936291531518 129:-0.2454110987080896 130:-0.2563360618362003 131:0.0687938552002145 132:0.1146080818032086 133:-0.04725678325117066 134:-0.4954843241826647 135:0.3843919899032352 136:-0.2122789654957885 137:-0.004685470168190278 138:0.05861821712696452 139:-0.07662056360924303 140:-0.7109247583753766 141:0.2769008311714007 142:-0.3404078666321556 143:-0.2651982076729741 144:-0.958632647398302 145:-0.1950484134484965 146:0.4428111455039415 147:0.5124193110924877 148:0.2949114449995947 149:0.07328844899696191 150:0.1307044619261841 151:0.4491988892450491 152:-0.1218618002141528 153:-0.2942326128847154 154:-0.07900488985897586 155:0.41751695031051 156:-0.5947874624889444 157:0.217096188606568 158:-0.1603055930425458 159:-0.1389165522234433 160:1 161:-0.5539627820424408 162:-0.2148001913132399 163:0.07261698999530575 164:0.3191377588291035 165:0.1321202032953366 166:0.4148838181984558 167:0.1602904201253087 168:-0.06587197987575316 169:0.1078161236314283 170:0.01731032589165744 171:0.05572039218784861 172:0.1604737912942206 173:-0.4016175576002808 174:0.235895112990051 175:-0.1023834094639728 176:-0.2638832832656671 177:-0.8523595356542388 178:-0.6148478717655882 179:-0.1083280277168332 180:0.2754512653894434 181:-0.4059188127866262 182:0.7533516715169517 183:-0.1127236414178557 184:0.05515591353915083 185:-0.1493405651085889 186:-0.565449431818545 187:-0.2240906603945287 188:0.2577142149848701 189:-0.5709988404488406 190:-0.133170018590467 191:0.4307046780586053 192:0.03571495953662721 193:0.0573098180836903 194:0.1124753189188941 195:-0.4417475311508978 196:0.08203088754038421 197:-0.0798382101492017 198:-0.2016126281830547 199:0.2419312250440144 200:-0.1550438703977936
+-1 1:0.08436890301063413 2:-0.2148284419009095 3:0.1956344012676342 4:0.2415168070060415 5:0.233866819964898 6:0.5667122116105344 7:-0.3222446283069418 8:-0.1980885599675787 9:0.2099822057697882 10:-0.03341092850480737 11:0.02043460883513738 12:-0.08540875386765184 13:-0.4050864127406296 14:-0.1405365675641383 15:-0.5117974691097535 16:-0.3343976233683471 17:-0.1299105716195179 18:0.04902089324241339 19:-0.2256204260044293 20:0.3281041972966718 21:0.5702138394890149 22:-0.1793848384543762 23:-0.0150973352216659 24:0.6380360468718046 25:-0.08784687279126946 26:-0.07314730035504197 27:-0.1975058946613558 28:-0.3520603480318236 29:-0.1499768874926557 30:0.3275362516814092 31:-0.4744536254511095 32:0.3313973713802232 33:-0.1738275845753456 34:0.2682503947481739 35:0.08415425511954643 36:0.3048341217322097 37:0.1482627340944943 38:-0.5647949695949483 39:-0.4091385343838492 40:-0.4825408030981376 41:-0.07831491736954352 42:-0.3171724837704212 43:0.1716011254367404 44:-0.04599789133392304 45:0.3324926832843917 46:0.006126499710275887 47:0.4329517420342168 48:0.5903077431028051 49:0.02020497644709133 50:-0.230921742624935 51:0.2815051313985754 52:-0.5612898558547446 53:1 54:0.3249673607490034 55:0.1268798013967231 56:0.6369056305925939 57:0.3439608877645955 58:-0.2444040251219233 59:0.3177705761359399 60:0.2407312888814622 61:0.006967648735099186 62:-0.1461458037969739 63:0.3364356603515854 64:-0.7689082070929064 65:0.2878684927841121 66:-0.3929726321835247 67:0.1308839245519737 68:-0.6003788168664524 69:-0.2119509197880623 70:0.3352026526316865 71:0.2911771543682188 72:-0.5646594679335089 73:-0.1366518041591472 74:0.01124703782161486 75:0.8219729365422577 76:0.2051282896350075 77:-0.314414855319915 78:-0.5383261650810001 79:0.4092831529933036 80:0.2638128906261041 81:0.07491483416310631 82:0.09895579467159366 83:-0.1896815980700789 84:-0.05476013003648927 85:-0.3647436546812404 86:-0.05775619094918856 87:0.4808417824022582 88:0.3132943587610879 89:0.1496156737113384 90:-1 91:0.2155664023753541 92:0.2901145395934875 93:0.04760982493289816 94:0.03730405107211654 95:-0.3089810039137303 96:0.106161890361383 97:0.3553552018104356 98:0.4575523998058903 99:-0.4009524367386742 100:0.05800870769780607 101:0.1466349802747934 102:0.4389817537468687 103:0.2023681504169776 104:0.1106780972868761 105:-0.09480537619514787 106:0.3398872462937807 107:-0.4205246603831274 108:-0.1028580578452444 109:0.1768191189777626 110:0.4033758619771228 111:0.1768967247687984 112:-0.1432607443283903 113:0.611413988635923 114:0.03092724323097487 115:-0.1486028303259906 116:0.5766997326437948 117:0.2415365526940771 118:-0.4757277164423109 119:-0.4208801743498379 120:0.6334734268677065 121:-0.4158947331696358 122:-0.611036844287135 123:-0.4730425542408619 124:-0.01237022193353238 125:0.1720773533686047 126:-0.3412893762786836 127:-0.2886825501506852 128:0.02697139851038424 129:-0.04903369332362643 130:-0.6073358597912143 131:0.452894993384963 132:0.06912216160887663 133:0.005304230708858824 134:0.6903697548576624 135:-1 136:0.1511237154394241 137:0.1992462565273658 138:-0.4351050995349688 139:-0.4660843495003499 140:0.01329028417252031 141:-0.284684938606316 142:-0.1657750050243697 143:-0.04496304498369925 144:0.05289626081760097 145:0.1467133843102022 146:-0.0377942315072268 147:0.08017819561546158 148:-0.2302660879701693 149:-0.5515621424474544 150:0.2979118724586545 151:0.282043168862501 152:0.442601905454429 153:0.3860901072974253 154:-0.8229909103315645 155:0.6547738444994669 156:-0.1640878502937404 157:-0.01022173099162925 158:0.17018502839549 159:0.1230592413368847 160:-0.4186640485159991 161:-0.09079651547723924 162:0.5343263450344566 163:0.1517796464073375 164:-0.1804084182839731 165:-0.264408480831885 166:0.5014177943835794 167:0.3690044498215087 168:0.4421772194012474 169:0.03844163793864971 170:0.1744826258639002 171:-0.2266486045484474 172:0.01205429735636327 173:0.3876122036149817 174:0.2433045842724471 175:0.1695514927198532 176:-0.1316410935688419 177:-0.39316419654871 178:-0.2194740980449991 179:0.5179360039275465 180:0.007901071961667144 181:0.143395954216644 182:-0.4457194301581958 183:0.1906483896749773 184:-0.134850403725188 185:0.296642514232569 186:-0.3197721686949303 187:0.1592790311036098 188:-0.03813796177222609 189:-0.3820714976617165 190:-0.2859465239878863 191:0.08146302298677119 192:-0.010350104329517 193:-0.07923038317209413 194:-0.4502040242506355 195:0.7635627007626685 196:0.1556842804940239 197:0.6270341822669264 198:0.06998096085472255 199:-0.1387015341844993 200:0.1320170494597093
+-1 1:0.3304301995976799 2:0.3081771670274494 3:0.002948830539661274 4:-0.4405696411417084 5:0.2139633689182183 6:0.3906548151175171 7:-0.4900110174590047 8:-0.3515344765658459 9:0.22301125775086 10:0.4404042471941457 11:-0.2302106584491098 12:0.0314078351795804 13:0.3120928568926376 14:-0.2709921352159465 15:-0.4492354873507306 16:-0.05144350126589963 17:0.1570433214012359 18:0.08858142159119888 19:-0.1137585258110408 20:-0.1314658276466738 21:0.4047785601216197 22:0.1836574124994426 23:-0.2595851295082028 24:0.2776481501561044 25:0.3691131349046752 26:0.04476219177964041 27:-0.2220315930898893 28:-0.1272817560241095 29:0.2780830543478732 30:-0.01107870442296909 31:-0.2836000237239678 32:0.5098279615096528 33:-0.09752230049647331 34:-0.5613660452861393 35:0.5757720364590208 36:0.07351196287088149 37:-0.1048986336781559 38:0.5701978436482028 39:-0.0497197490931546 40:-0.01948889222853306 41:0.1615245916108301 42:-0.02092110770361563 43:0.5498559990455699 44:0.3266393235736587 45:0.9498206414579601 46:0.4217068670380613 47:0.1101162836142784 48:0.124018915918355 49:0.349741294273414 50:-0.4025136768400473 51:0.3093410865453666 52:-0.3076234264155481 53:0.3634565803315505 54:-0.03954903834224768 55:-0.04121447091151682 56:-0.005604844209755834 57:0.3209180523477067 58:0.1038284293497972 59:0.01165313366246032 60:0.2922008392123144 61:-0.2218840074034083 62:-0.2565993757199398 63:-0.1452062162162627 64:0.1511159912222941 65:-0.3013198334729091 66:0.0436740659636409 67:0.3811969047976158 68:-0.1753293813744084 69:-0.3890079270143174 70:-0.1148591681449016 71:-0.02782966555455474 72:-0.2757776920572111 73:0.2197714496576546 74:-0.01887210483371161 75:0.4173878327292034 76:-0.2530328612207686 77:-0.4208525385846439 78:-0.1532053025716694 79:-0.1351801555380256 80:-0.707096340787687 81:0.7448051230813644 82:0.1776715484439157 83:0.1692201816872914 84:0.03778808817522572 85:0.1628864687454436 86:0.0216341829159798 87:0.2363583936939807 88:0.2062289800119523 89:-0.06014018323143271 90:0.1507410295047174 91:0.1425599509926091 92:0.625992547783969 93:0.09661798844226398 94:0.3554157785203377 95:0.9999999999999999 96:-0.3870601505718737 97:0.6472986369996072 98:0.3495090511544471 99:-0.02420394692297967 100:0.385006240761426 101:-0.5414877601759052 102:0.05236155573980403 103:0.2137811644714168 104:-0.7570726629035568 105:0.004509767589653185 106:-0.157719688167377 107:0.159340464798963 108:0.03546893450376941 109:0.3735377825975278 110:-0.1412466400222806 111:-0.1740549844586313 112:-0.03186994237739416 113:-0.3451684142565704 114:-0.142481491689772 115:0.1428116829630071 116:-0.1241961459439551 117:0.08457648597924716 118:-0.02265541933251272 119:0.06159473287733996 120:-0.2698581888996693 121:-0.4672517757274229 122:-0.3393505131587608 123:-0.3950496337441367 124:0.2800761227941174 125:-0.1156672787578655 126:0.1048813583819959 127:0.3727049965915057 128:-0.1015876449259032 129:-0.1398147152931332 130:0.3176038179963528 131:0.02370924433060873 132:-0.01983863094203909 133:-0.4289165614413997 134:0.02593595991558406 135:0.2144271313485495 136:-0.311590028978363 137:-0.4414429755574961 138:-0.2318435255280935 139:-0.1298196594635907 140:0.2138148885198106 141:-0.1423588675290865 142:-0.161063402145618 143:-0.2695395235615039 144:-0.2535320211287773 145:0.1244765455906689 146:0.2659958500994049 147:0.1642582460253157 148:0.081016807272525 149:0.2732065312841689 150:-0.2225603793537999 151:-0.1080177806757754 152:-0.0381773865711314 153:-0.05719603557116801 154:0.159061883583437 155:0.04182314045142669 156:-0.1984093463378739 157:-0.252506205837483 158:0.3319682199983713 159:0.4375894348619988 160:0.2966052026358566 161:-0.4342507916346909 162:-0.4175522176623612 163:-0.2948150804471155 164:0.2417726322154521 165:-0.6991779581992484 166:-0.1523766154689636 167:0.07784616251903591 168:0.7241229411144302 169:0.004811458949814995 170:-0.1057962899691832 171:-0.06939978014178855 172:-0.139374337758529 173:-0.0812857042382592 174:-0.01596306248647526 175:-0.0006469464134241099 176:0.4604191393550729 177:-0.4510013178537803 178:-0.06734008989355489 179:-0.04902324988785439 180:-0.2095661468976859 181:-0.3959209269945952 182:-0.1594993174888366 183:0.1018973536999014 184:0.09404038972745735 185:-0.688837752734512 186:0.2621116831456231 187:0.3825742531972179 188:0.2643144570811418 189:-0.3316892368228906 190:-0.1374191075698699 191:0.2988275258587605 192:-0.1355245206496639 193:-0.0148077359152292 194:0.3134807429178983 195:0.8295339514971393 196:0.3873637494614015 197:0.6479850883927718 198:-0.04635302556762783 199:-0.2974496363138734 200:-0.5372383589727798
+-1 1:0.3245251943555012 2:0.2207257326303543 3:-0.1244420392845814 4:-0.01685542378712102 5:0.3257609217925273 6:-0.1695056315614081 7:-0.01164562518248161 8:0.1255159388598182 9:0.3367299652905907 10:0.2325650946946427 11:-0.2005433589865902 12:0.6811713851398007 13:-0.2442822798020352 14:-0.4981948167367208 15:0.5617584739741672 16:-0.1629468505347633 17:-0.377641094112545 18:0.007688088040828184 19:0.8748578863950787 20:-0.141147019448148 21:0.1582612332370715 22:0.3412307939016205 23:-0.173806621773838 24:-0.4360198354170541 25:0.1215813041730637 26:-0.296825168426152 27:-0.5585867804791976 28:0.1369440677312909 29:0.04848989720844525 30:0.6804098208224684 31:-0.4631907571325238 32:0.02414843359219371 33:-0.4766397197141615 34:-0.3870073979323199 35:0.1093360247541881 36:-0.0130595891725915 37:-0.1736503299964531 38:-0.1229375320348766 39:-0.3173591181778351 40:0.2219460949014244 41:0.2731797379444552 42:-0.4607244124204338 43:-0.4076682514946161 44:0.6706174719429614 45:-0.4532568467583311 46:-0.06758591143087381 47:-0.3548686720526636 48:0.2446793180974643 49:-0.6037097241128856 50:-0.7342469868515088 51:0.3748943500722093 52:0.05591129517213156 53:0.3021315187749977 54:0.2351654260024408 55:0.1941385776093055 56:0.03538868530574414 57:-0.5760015392703531 58:0.1012663373666826 59:0.09534787818817138 60:0.360263214451153 61:-0.01449786011349132 62:-0.1879367084029297 63:-0.1645547916061499 64:0.3153182800424585 65:0.2647395369017547 66:-0.5054276862211162 67:-0.002284224514021542 68:0.5277042478977692 69:-0.3648766962502847 70:-0.522760512958198 71:0.4978038692855932 72:0.0965131304069371 73:-0.5655564395146602 74:-0.09928300814936292 75:0.2015336733531808 76:0.0002819986065159749 77:-0.2852057037081899 78:0.3414059366034189 79:0.08390562910295779 80:0.4292387409609771 81:0.6245036522380675 82:-0.1727170266681974 83:0.07489224033212383 84:-0.3327535972316479 85:0.1268099740950824 86:-0.2962292306734012 87:0.0658631175161286 88:0.2398449335515611 89:0.03396730485506128 90:-0.5071586238126286 91:0.291684397596509 92:-0.3732986859808295 93:-0.5778944116092833 94:0.0950657953363081 95:-0.4615109551392113 96:-0.01801966769244505 97:0.3882073120110127 98:-0.2940902910552258 99:0.4601389094036585 100:-0.4347431584023214 101:0.5267567443925778 102:0.2307823251729468 103:-0.1713721135581195 104:-0.6999760307406162 105:0.4277059397269062 106:-0.1044729277372753 107:-0.3018191402590507 108:0.03333035589705215 109:-0.09790451452072663 110:-0.1146142968519216 111:-0.2741027985279634 112:0.2290644200489463 113:0.03739436039474206 114:0.1246651942295229 115:-0.06787937580061439 116:0.2430036990864864 117:-0.1763527130166899 118:-0.06023620680296546 119:0.001777969152188252 120:-0.04685821355188831 121:0.2291528781713671 122:-0.2506810764476033 123:0.6472477052055737 124:-0.1354989944685816 125:0.373258808365116 126:0.1134357338320133 127:-0.1005546763250676 128:0.2609207355281143 129:-0.01033710615966317 130:0.4569641729916606 131:-0.2309075225173161 132:-0.6056358691226925 133:0.2548634918016268 134:-0.02401411969743769 135:0.6872616331039136 136:0.3326590316844443 137:-0.429261384440742 138:0.4323116186990271 139:-0.1344769151550547 140:0.291378152051159 141:0.06591157137215911 142:0.3210560878314035 143:0.07336295767313211 144:0.1174102592597109 145:-0.1684207096833087 146:-0.06345848538981116 147:0.5674136716282148 148:-0.02120432426040409 149:0.1590570260346474 150:0.2956583491329934 151:0.4691029868864165 152:0.2033545419363304 153:0.1096804786604112 154:-0.3695617451466311 155:0.345645121330362 156:-0.1766989528872829 157:0.05317491788906914 158:-0.3146446995046357 159:0.2803028226407059 160:-0.1581171980665156 161:-0.1713877789222162 162:-0.2638583673457082 163:0.1242600127582575 164:0.9842111045824645 165:0.1576853642037059 166:0.4082029644895285 167:0.1556650545401225 168:0.2651018908742729 169:-0.2358538768676501 170:0.131714806192863 171:0.1444692381827271 172:0.2042260461858944 173:-0.1965128791811435 174:0.128860119029889 175:0.06101361203381703 176:0.3550370416399818 177:-0.07502432302162149 178:-0.2040897760762905 179:0.3294049731016572 180:-0.06838245998778175 181:0.07154131517371984 182:0.4491186803878056 183:-0.2356152276833688 184:-0.06315280535797382 185:-0.6391844712806506 186:-0.08581309089693304 187:0.1824400266494993 188:-0.3475611264864857 189:0.5216183565160936 190:-0.2632542737907033 191:0.4765927812588695 192:0.0124149357208217 193:0.3157259585484474 194:0.3671442923174525 195:-0.2492637858856356 196:-0.1257106052513965 197:-0.6640728650935463 198:0.3125532022469807 199:-0.114279494461304 200:-0.5057222238527321
+-1 1:-0.1314802610643735 2:0.02012254664254469 3:-0.2456607791997132 4:0.1704613365102699 5:-0.1611588605527876 6:-0.5012996374889583 7:-0.2311824084639788 8:0.4621293596828403 9:0.1267225104053578 10:0.3975393326745622 11:0.288930820070832 12:0.3839593646239319 13:-0.3071194544281166 14:0.4683917270585145 15:0.1647941500386841 16:-0.2595694746238228 17:-0.2570273410444154 18:0.1253072039195319 19:0.1989018820857367 20:-0.02052165479248085 21:-0.5937319914909132 22:-0.05251394434540259 23:0.05836744939919795 24:-0.08235875202634968 25:0.147015834109044 26:0.127878290078829 27:-0.148360104947347 28:-0.4216241363053405 29:0.1042935332689967 30:-0.4666796764539141 31:0.3835292492495507 32:0.1038728552060743 33:-0.3304494829119396 34:-0.8353305289996301 35:-0.2351019192620125 36:-0.002594086467409273 37:-0.1036630258095512 38:0.6424738110668969 39:0.1217121696930723 40:-0.01218131208841844 41:-0.2210743218767761 42:-0.27256567099377 43:-0.19402599861406 44:0.6253807424354345 45:-0.3757196361442963 46:0.1270413435683148 47:-0.188996877475519 48:0.214458550410913 49:0.1415219987577398 50:-0.3542352228252036 51:-0.1651951756030721 52:-0.2675569268231365 53:-0.1200508503739913 54:-0.4217864221099011 55:-0.6359577526839836 56:0.07795239503112351 57:-0.2705968186839495 58:0.3454578303453058 59:0.2667802254409076 60:-0.2338421099734773 61:0.07777848013392168 62:0.14701796476752 63:0.2375089132792255 64:-0.01466538721583865 65:0.1530932256704829 66:-0.3155469818411938 67:0.3622240105005148 68:0.2937206482268625 69:-0.08698920107018937 70:-0.2739269945279861 71:-0.003079620533390282 72:-0.2210031173654776 73:0.3677909397123534 74:-0.2170278699243794 75:-0.2087146601564739 76:0.5277175345887282 77:-0.3174983120381984 78:-0.2844183539685157 79:-0.2938696278446428 80:-0.3162763432814977 81:0.2712618891870567 82:0.0156041846348389 83:-0.1118005597478183 84:0.3145212466632355 85:0.1300024467407389 86:0.5160015346670048 87:0.2486780461725787 88:1 89:-0.1839669505393571 90:0.4135785555557044 91:-0.05781870383559784 92:-0.0441970797485023 93:-0.1459438207068082 94:0.3113270927465851 95:-0.2567857441382829 96:-0.2976046841793663 97:0.4764328297884164 98:-0.5316398776357449 99:-0.1736341755068148 100:0.3906114080257002 101:0.2579002829792936 102:0.159196775836576 103:0.4896773497922024 104:-0.5480826763424158 105:-0.1623673244848695 106:0.6134611199860509 107:-0.4482383641173085 108:0.09826412870410765 109:-0.2056664460150238 110:0.3720777728308585 111:0.4083921962804817 112:-0.0843797041976008 113:-0.01288703180733766 114:0.2123061996348165 115:0.2848185172118023 116:-0.1928610301933648 117:0.4052482990046752 118:-0.2663763816540844 119:0.111573295278386 120:-0.01384841547977096 121:-0.1731111459758062 122:-0.196535589852528 123:-0.5310898129166554 124:-0.5078799564548167 125:0.6970382487575427 126:-0.3230661016398455 127:-0.01364699926628465 128:0.3352343452276261 129:-0.08903626360772612 130:0.4763132841748272 131:0.2427565092228973 132:0.6163739613549281 133:-0.2257455149420135 134:-0.280294074739358 135:-0.1289272680588017 136:-0.09983722259594395 137:-0.2033544357561521 138:-0.08685608777451401 139:-0.1021240473711835 140:0.1634420675899471 141:0.3917401986289658 142:-0.2156579996647651 143:0.1173967334912763 144:0.2930183877228152 145:-0.01877807059662271 146:0.0648420967247626 147:0.04075344091444152 148:-0.01119571393913824 149:0.1820212601274644 150:0.4636120272933211 151:0.1301623972971799 152:0.4879546320314977 153:0.1803081889957431 154:-0.3965300062429226 155:0.1616052329651285 156:0.34630607809178 157:0.2012110471863567 158:-0.3070426346511952 159:-0.1871481523641479 160:-0.221092492009579 161:-0.2375436091821874 162:-0.4065381782778529 163:-0.1937767389925724 164:0.3470845025875974 165:0.2011060507916032 166:-0.1237445029305959 167:-0.2146508174404517 168:-0.01002176621853937 169:0.1843365718805269 170:-0.3944976499077511 171:-0.016171382214656 172:-0.659819539272583 173:-0.4937806883776456 174:-0.3616451223048624 175:0.09360276046286331 176:-0.3980089378428879 177:-0.5362126442824391 178:-0.3307939393494487 179:0.2254006390976516 180:-0.2725929180435506 181:-0.5459105395054935 182:-0.142546872807083 183:-0.6728257817247912 184:-0.04304564393399127 185:-0.4901662089796295 186:-0.3345121841227037 187:0.2472148175062366 188:-0.6446755271414827 189:0.29461386439867 190:0.1067836279863061 191:0.04436049465515955 192:0.6323202843528775 193:-0.1993532672780902 194:-0.9264470404227314 195:0.3139710884739934 196:0.4500062917619888 197:-0.0123371750370125 198:0.1215730201114237 199:-0.2083234416276097 200:-0.6727707986097373
+-1 1:0.05490967198009072 2:-0.2878368305474103 3:-0.04740443918255001 4:0.2812303672387187 5:-0.2662422197979827 6:0.2064575928106718 7:-0.1457037382370248 8:-0.4251092231277317 9:0.07989188084989826 10:-0.1204197940692491 11:-0.002062951168364826 12:1 13:-0.526489703991015 14:-0.08292899670811806 15:-0.4638816018342862 16:0.6073378109663503 17:0.002833880313519777 18:0.2034077844942417 19:0.9514831064539454 20:0.6354439453693698 21:-0.1815530678613432 22:0.4413127391330637 23:-0.0419408823640116 24:-0.1739910178081188 25:0.6107138758303243 26:-0.3620667899497535 27:-0.1205347690895904 28:-0.1451879904607885 29:0.1581165602453506 30:0.1389430552477124 31:0.1689746408116113 32:0.2071341219272968 33:-0.2696222714955347 34:-0.1298301499222456 35:0.1638278042031479 36:0.6659109945314644 37:0.06037996815301551 38:-0.4114590671104085 39:0.5961259321472069 40:0.3110195951818056 41:-0.1687162533731355 42:-0.5819987908808969 43:-0.01667609244855994 44:-0.1643629951537434 45:-0.3240519268136721 46:-0.02037972061966956 47:-0.205290812924077 48:0.7759219882992586 49:0.4319760889558433 50:0.2224283675221401 51:0.4972627073063692 52:0.0837474406523315 53:0.5167294620849603 54:-0.3932753346518279 55:0.4683718486609536 56:0.5460351495254371 57:-0.4723124066866919 58:-0.4969955525936411 59:0.07883453598467718 60:0.2267395535391324 61:0.137797836198896 62:-0.3504175506805987 63:0.1648680798615098 64:-0.5805513965380185 65:-0.2669639094380297 66:-0.5735515981128182 67:-0.385548393280973 68:0.009954198406791535 69:-0.08606203314031612 70:0.005856392639502855 71:-0.0848610971164441 72:0.9169400707069282 73:0.5286741911294373 74:0.4790054708012657 75:-0.1036932382534481 76:0.1555712256064541 77:-0.4340391087052524 78:0.09572128042747918 79:-0.328442492618502 80:-0.04594850526439176 81:0.09087638646162657 82:-0.3262748697622456 83:0.5113719383719832 84:-0.04791567168448592 85:0.3866062216005345 86:0.9999999999999999 87:0.8437126909580438 88:0.642983112987332 89:0.1939219859033026 90:-0.007166062473534865 91:0.4368505693763295 92:0.07762363988308493 93:0.2295025004130615 94:0.2750977632247415 95:-0.4960194732481468 96:-0.08625776455901046 97:0.8311343757502234 98:0.08091734068456007 99:-0.4965267856752265 100:0.2673416529567189 101:-0.5723251045875747 102:-0.07060132438944292 103:-0.1837899582918682 104:0.1261226707388857 105:-0.5709702732091476 106:0.1869661549754008 107:0.4551471187705334 108:0.924116874206629 109:0.8525323894877511 110:0.110587734814926 111:0.02521208711825839 112:-0.03140590690125721 113:-0.2955502923255842 114:-0.1166804758398017 115:-0.1969594592865681 116:0.44736896432266 117:0.3351167562311815 118:-0.09028358530909135 119:-0.1521899634819319 120:0.2688598101422686 121:0.3295475059324755 122:0.7626236764255557 123:-0.05814597983066675 124:-0.1917444890374147 125:-0.5430608375307513 126:-0.2007425154824639 127:-0.7392356417950688 128:0.3253367951510406 129:-0.02039033494174888 130:-0.2183237493272715 131:0.02419158062389914 132:0.4964148802780119 133:-0.2019242624372211 134:-0.2835038213330761 135:0.3458980270478109 136:-0.5244654682907741 137:0.5415980528431251 138:0.09018144260794901 139:-0.06892068294372491 140:0.09025966910376615 141:0.6662332791947904 142:0.3384286606361215 143:0.0756895827955972 144:-0.2026632750871111 145:0.1851666408311225 146:-0.3105788851810026 147:-0.3855151137141288 148:-0.3076644378929237 149:-0.1751027278667013 150:0.6076869246156261 151:0.3451804447167152 152:0.197770616172818 153:-0.1092814148158022 154:-0.08735887161381738 155:0.1719346536056547 156:0.06864014092304428 157:0.4386561501675418 158:-0.2462737005886252 159:-0.585072306040908 160:-0.4183798294249427 161:-0.298292110792695 162:0.2647721316333086 163:-0.1253305629943462 164:0.03369107602039451 165:-0.1780470829887934 166:0.1548082199698624 167:-0.415742003586304 168:0.2127977064137658 169:0.1708249639149795 170:0.4996135418953761 171:-0.1387280739672507 172:0.4073377912574144 173:-0.2205358554091628 174:-0.05407577768820583 175:0.2255984744961582 176:0.255989797242487 177:-0.3491097354352524 178:-0.04013736976110562 179:0.1181807683879481 180:-0.3150976895040728 181:0.07691020863727696 182:-0.2693102113810343 183:-0.7087249413627591 184:0.1928547098429849 185:-0.3176391752178834 186:-0.3442294340238172 187:-0.3161989549764683 188:-0.8279009929383225 189:0.07787469696265728 190:-0.2959829251597542 191:-0.02529659680983021 192:-0.2420719374829685 193:0.1121203166853715 194:-0.0781365440833178 195:0.7649103356304161 196:0.1464688576913316 197:-0.01661622486771169 198:0.4705959811085851 199:0.06850531073400143 200:-0.2350221142944325
+1 1:0.5324199519719118 2:0.5457829957324553 3:0.3587540647822554 4:0.1822189647058381 5:-0.07633821913163825 6:0.3287480406464273 7:-0.02625753803367152 8:-0.2802451753526566 9:-0.01994780251011083 10:-0.02444377835114139 11:0.01715544183308315 12:0.2867756933512483 13:0.09538273664823463 14:0.2810820504236183 15:-0.7303866550244676 16:-0.6360104528525227 17:0.4477846711257403 18:-0.1906748884551641 19:-0.4039076974673356 20:0.2694528690368929 21:0.2492192868190956 22:-0.3308063117699939 23:0.0576083204849649 24:0.3691018214051696 25:0.2227062157100742 26:-0.07151740658217726 27:-0.03834792659101688 28:-0.1966968503332845 29:0.2593767754072578 30:-0.7081751238633726 31:0.5735922483438136 32:0.3398598599673166 33:-0.2306769314473984 34:0.290113897397043 35:0.2506323411373701 36:-0.3946786049373225 37:-0.1812012695389053 38:-0.3666478425584095 39:0.7309946193953699 40:0.2985233804152594 41:0.06668713472022295 42:0.02220367129251154 43:-0.3008021956865391 44:0.1504384844748403 45:0.4071200304004577 46:-0.02184327828263324 47:-0.0857018846565743 48:-0.02712379299194552 49:0.2047432724281824 50:0.1767178525553127 51:0.03096684039006067 52:-0.5396385482383894 53:-0.625510429609726 54:0.2322393602054439 55:-0.06625557297537006 56:0.205356048915343 57:0.09143092492642606 58:0.03455776015805783 59:0.2554559423778904 60:0.1056239306959617 61:-0.1828212207665179 62:0.2082208907667009 63:-0.06061830530955336 64:-0.071067940919324 65:0.9351792642605965 66:0.07875079775959701 67:0.03269870498585604 68:-0.178182788941842 69:0.5772205832889872 70:-0.2385016823640641 71:-0.1799524891316406 72:-0.3091863176698293 73:0.2640969458086289 74:0.1605991253885576 75:0.6411514043680638 76:-0.335078696671164 77:0.4649520220438617 78:-0.107108239070125 79:-0.008789930480902375 80:0.1019613402545461 81:0.1951631172265503 82:0.2497872712300587 83:-0.2179787121336883 84:-0.09098093691432207 85:-0.006271353515428207 86:0.13904110982898 87:0.2404866694121658 88:0.1390173590937487 89:-0.07137626335812117 90:0.1651511908110065 91:0.1108112438964674 92:-0.3995892066902808 93:-0.2008483741136144 94:0.09163851576287657 95:-0.09739047009715035 96:-0.5399075213276321 97:0.6294270177991309 98:-0.3415213574179528 99:-0.03069026851491788 100:-0.3983339845606215 101:-0.2497125678523672 102:0.2977583405471625 103:0.2149481191903979 104:-0.03603332527451304 105:0.3738693100255508 106:-0.109980294615441 107:-0.03080031494975416 108:0.5641336232798154 109:-0.0008372917640970257 110:0.192171888219084 111:0.6341970417550925 112:0.2046015288736492 113:0.6538418859585444 114:-0.1493917250982727 115:-0.7877525126773902 116:0.001312231560562149 117:0.1836474612930368 118:0.01213475037965922 119:0.1104617284236966 120:-0.3763324593766387 121:0.1213989468905881 122:0.2667828331404791 123:0.3418856985251484 124:-0.04439390154589294 125:0.08389243699911725 126:0.5357698432105472 127:0.3457010135660084 128:0.06218167587081894 129:0.06420589908557203 130:-0.08257533862852244 131:0.1204616234161533 132:-0.1453966596001069 133:0.4461370973003154 134:-0.1510878534611479 135:-0.2990754945098848 136:-0.3667772112890324 137:-0.404338323478987 138:-0.3250632866331633 139:0.1421251598342231 140:-0.2023397502201959 141:-0.4878286839076568 142:-0.4792438288837302 143:-0.2696862563307376 144:-0.0243360796164276 145:0.3499766090385798 146:0.4053780539512893 147:0.0297855237625408 148:0.4513028165325519 149:-0.2650600819518087 150:0.08181089483675145 151:0.536202341532137 152:0.4992384846626516 153:-0.1984424291700777 154:0.6288711337903692 155:0.03874021265859586 156:0.4963803142166104 157:-0.1902347473014431 158:0.5857004096623386 159:-0.1050461780456587 160:0.5159825099061399 161:-0.7303860912677613 162:0.09993227433937266 163:0.006597308319942471 164:0.1696626786870376 165:0.09258599920641403 166:-0.224311268557886 167:0.1363795908835272 168:0.7273972034777405 169:-0.1710966474766087 170:0.8842698094759733 171:0.3308766645542193 172:0.2881356927573075 173:1 174:-0.451232356795721 175:0.3466693682919199 176:0.6677209879555132 177:-0.1515327951536786 178:-0.5612453481068714 179:0.3110053332732947 180:-0.121067281842927 181:-0.1703826053220154 182:-0.3721351952472933 183:0.6762204843682952 184:0.02998916876558042 185:0.05170882661091092 186:0.4409474622969086 187:-0.6768634538069477 188:-0.1397615904003572 189:0.1941133797397839 190:0.256045140339467 191:-0.1800729208335052 192:-0.05752735057687858 193:0.733421018961762 194:0.7469352887753338 195:-0.5830474505890847 196:0.1161221271849305 197:-0.628580208780683 198:-0.1424270624595519 199:0.2893490044946342 200:-0.5888838135300161
+1 1:-0.4484164258996267 2:0.02860187251457492 3:-0.3390862023466318 4:-0.5905085778969059 5:-0.5207845851052906 6:0.02582519702382842 7:0.04370800278676715 8:-0.09799113678087573 9:0.1621827902081784 10:-0.2755897574507863 11:0.02154038124526051 12:0.4263322672028145 13:-0.4155271977424456 14:-0.3397770942289842 15:0.5657284411604954 16:0.2238540812633822 17:-0.08177023897558965 18:-0.1538599829689221 19:-0.3382076323880945 20:-0.6499374622605615 21:-0.0232727639058708 22:0.4802711422260681 23:-0.3122414230838655 24:-0.4468926339015016 25:0.6447770554937333 26:0.1297920861963578 27:-0.2070638433733265 28:0.4513638057243757 29:-0.8156207227410907 30:0.07447418932192637 31:-0.1894967916527667 32:0.474266476618607 33:0.002816165616879474 34:0.04183094350239192 35:-0.4393095894939251 36:-0.6855716080600046 37:-0.2751774240677782 38:-0.4593205762903572 39:-0.6085502462182861 40:0.531201813925163 41:0.372380385962313 42:0.08759261154167046 43:0.0654896442730504 44:0.1947472648702445 45:0.4254309936814842 46:-0.1288876834419292 47:-0.2401171299273363 48:0.2297116220210875 49:0.6851794869837858 50:0.161994680499334 51:-0.2901745147003993 52:-0.1908621433156047 53:-0.5702727308693547 54:0.2542077451671324 55:-0.2849878309694354 56:-0.320230936894959 57:-0.1469186637040988 58:-0.1395398621394916 59:0.3098929489374029 60:-0.01658708175084793 61:-0.6401375478914946 62:-0.1508820777859472 63:0.03194132480808637 64:0.2122563917833061 65:0.3039037361534526 66:0.2317504556440656 67:0.2797020679028762 68:0.0574848101198102 69:-0.09153495992659777 70:0.3518532414650022 71:-0.3099106604191286 72:-0.01787001384283048 73:-0.5142658487669163 74:-0.3786210524043799 75:0.110207417012651 76:-0.3430415622251476 77:0.2095535792502511 78:-0.196913611554246 79:0.1092878922686406 80:-0.238812837707236 81:0.1076036522680802 82:-0.4235790936937684 83:-0.2492432151757898 84:-0.1111635309633916 85:-0.6508647878078559 86:-0.06695669831422774 87:0.1016185337233279 88:-0.2720820471583512 89:-0.004431182862671468 90:0.190011573882737 91:0.392220391964278 92:0.1506897563208523 93:-0.1713643973418885 94:-0.3838860807133491 95:-0.4402074770381682 96:-0.1650403448893543 97:0.300448701666701 98:-0.002611704158283004 99:0.3123471036080388 100:-0.4397911491557062 101:-0.4295436167104377 102:-0.07974695865544554 103:0.3559929295178038 104:-0.008213490926149182 105:0.4181126902189823 106:-0.5960744228174428 107:0.007026045619549059 108:0.130076326549576 109:-0.1735432996829007 110:0.09521110536234434 111:0.3997110052935328 112:-0.457837530175957 113:0.1205659820855437 114:-0.61191342581719 115:0.264827025250707 116:-0.09130970028823102 117:-0.1665820645797801 118:-0.1805064427892089 119:-0.1750916597338776 120:0.01506640594936969 121:0.5689240522702522 122:-0.6958538104400962 123:-0.06617570616014534 124:0.6221067840413071 125:-0.3453189003038791 126:-0.2688839302639324 127:-0.2412435965789847 128:-0.08438993580608048 129:0.06346520894947648 130:-0.06409145790791444 131:0.02957075141887026 132:-0.01068882260353628 133:0.1841786949563991 134:0.5511079496436759 135:0.04620120772052143 136:-0.4013736598382608 137:-0.2359842302796998 138:0.6552172793020471 139:0.3680419013254059 140:0.08418405558404322 141:0.06043934345237077 142:-0.04806771652095816 143:0.3173466478993185 144:0.7213698068014136 145:0.2510457214042504 146:-0.3502829378840331 147:0.05896985697510234 148:0.3824576368633421 149:0.3737613307193445 150:0.1789252341774095 151:0.2020831594487952 152:0.3217174395204979 153:0.1214592819754903 154:0.2419658722835725 155:-0.5063631590917707 156:0.253195586152977 157:-0.05474034702792187 158:-0.0492794252410695 159:-0.5648030815147594 160:0.03911118455457856 161:-0.1874075623923887 162:-0.1761875790595754 163:0.04821668298802964 164:0.2117757127369275 165:0.1045680897417558 166:0.127667894769574 167:-0.099174452854044 168:0.1116039982764026 169:0.2827052917855123 170:-0.3194857011109254 171:0.04324734192575026 172:0.2176757623884568 173:0.005372594136948274 174:0.02633627617401926 175:-0.1499290454534061 176:0.4533621542336972 177:-0.6141725479375417 178:-0.2130075210457547 179:0.1251045335208952 180:0.2525374694570943 181:-0.1434656333756664 182:-0.3284961964513761 183:0.2579597108207721 184:-0.2976217550183006 185:0.1699028919360053 186:-0.1297083473314803 187:0.5769560093175279 188:-0.4417335895775752 189:0.6254221474968187 190:0.380723505270797 191:0.5186541497959305 192:0.306990960645899 193:-0.0388699357061382 194:0.03096915186698061 195:-0.2098650450451495 196:-0.2326324216245413 197:0.2318158626313785 198:0.01628508980048303 199:-0.01659768636536306 200:-0.2949805397684204
+1 1:0.1717073402185923 2:-0.02079472110671512 3:-0.1516340129781339 4:-0.520011931868158 5:0.03449719036155363 6:-0.6749860625925237 7:0.4289576805418039 8:0.3616032709900823 9:0.3390942365118605 10:-0.08191027089656595 11:0.6383487630313149 12:0.4519163187314338 13:0.09434253816646546 14:0.2749508691458454 15:-0.5092026007134046 16:0.1053478184582517 17:0.3333553038466319 18:-0.1958815353563405 19:0.1211011548063945 20:0.4665238158532206 21:0.4239934107275222 22:-0.4797447232563358 23:-0.0005955238624835886 24:-0.3337081642400969 25:0.110004161852082 26:-0.7200772660235495 27:0.1750673580085922 28:0.0008623564119019517 29:-0.4780336768194881 30:-0.5340978519454003 31:-0.174731008306814 32:0.5691380059316251 33:-0.4554733392980554 34:-0.1184394405214545 35:-0.256903685652084 36:0.4542949002910225 37:-0.2355274655393239 38:-0.4742449105857474 39:-0.3549019743640024 40:0.5175477554650292 41:0.1169542848862979 42:0.6393581227351955 43:0.2257268811248871 44:-0.2846880559708007 45:-0.07025708134376718 46:0.0036183321746006 47:0.0269153113264967 48:0.1697250060639675 49:-0.3082073561467978 50:0.004317548826520502 51:0.2350107525495326 52:-0.1766655222743402 53:-0.3062573154893233 54:-0.2697547064038119 55:-0.03875172643106699 56:0.1226580718239883 57:-0.2629587434836038 58:0.2790399180056219 59:0.1959789186415857 60:-0.2552105740511826 61:-0.1228784670316339 62:-0.1398202037456004 63:0.5878351016740077 64:-0.04979094693543262 65:-0.1056296561533009 66:-0.2175024794126771 67:0.0777128307713211 68:0.6968802459192419 69:-0.7022935291001767 70:-0.2999907820514435 71:0.3205001889435936 72:0.2961943342948054 73:0.6345871144665876 74:0.1627390710226063 75:-0.0819421593352207 76:-0.3072870875445679 77:-0.2437639818610965 78:-0.07524503309112665 79:-0.0001012486015582181 80:0.220384831688223 81:0.3739278242751879 82:-0.07361647331383321 83:0.3402801898210314 84:0.1263477704996819 85:0.00471086661330794 86:0.1338727965969261 87:0.1065722921826541 88:-0.1626599396998579 89:-0.4415673312828018 90:-0.5105325568675019 91:0.3283949818426619 92:0.5898724872748792 93:-0.4370093871125212 94:-0.2032681822838899 95:-0.179919277405656 96:-0.2749858438246957 97:-0.02965071328435478 98:0.3938866828627706 99:0.4433435267892273 100:0.3663448764360121 101:-0.04165829592054318 102:0.09618137735330276 103:0.1655511773193346 104:-0.5272451788559565 105:0.3381585643564892 106:-0.1393010904518978 107:0.159913977945836 108:-0.09444308038296555 109:-0.06061670374889556 110:-0.1610077687751225 111:0.3043790169456063 112:-0.4016360419005438 113:0.07328481334450966 114:-0.3363941306064724 115:0.2303649945146189 116:0.6489119478073495 117:-0.1192404026567585 118:-0.620535313380269 119:-0.2468262533750261 120:0.5588494601643099 121:-0.3544865512582777 122:0.4763979693146938 123:0.08596904727396593 124:-0.03726211628535687 125:0.2800573958090397 126:-0.05951062675455455 127:0.2559057192961581 128:0.0103988962751686 129:-0.4454633429676861 130:-0.0765811205347299 131:0.8417336876563338 132:0.7619929367120133 133:-0.5136219415704808 134:0.2375939408758225 135:0.08060610863945269 136:-0.1667462822438162 137:-0.3826014330762465 138:-0.0623878034581125 139:-0.2549818728184606 140:-0.3206835924352913 141:0.4231275266192439 142:0.06313309956916358 143:-0.252214139773846 144:0.4633666107296603 145:-0.1736590617706922 146:0.123468617084674 147:-0.03070708180283421 148:-0.3432667031956559 149:-0.3158346515943707 150:-0.1814923141990079 151:0.1751756141714972 152:-0.2540609732520671 153:0.4436225969108652 154:0.4764323200779632 155:0.4429405519775956 156:0.2079899329551174 157:-0.2220999887953325 158:-0.3000232992507508 159:-0.05317754034915975 160:0.1252405686101765 161:-0.1074809590474216 162:-0.2245711553651601 163:-0.3067933960084899 164:0.134384538436824 165:0.2282216941923433 166:0.09378694514087881 167:0.5921948350993036 168:0.3695790503891843 169:0.07595627417381623 170:-0.4152255135686024 171:0.5230508611611075 172:0.1782008341485024 173:-0.1516949921526184 174:0.3834432148323667 175:0.06227770050304575 176:-0.01877105292235187 177:-0.4820771955441507 178:-0.02145014242536174 179:0.02629584085269909 180:0.2343304856397334 181:0.08185608407595488 182:0.4137197487823436 183:-0.5936044399216103 184:0.25880849100529 185:0.162975200636484 186:-0.1816959747352491 187:-0.8965259063166254 188:0.2047953626933175 189:-0.1939192548311895 190:-0.1141404857878254 191:0.2836778140386766 192:0.05699240460470351 193:0.2349182057751361 194:0.3483882826711379 195:0.6338726782497193 196:0.4041437024092949 197:-0.4963361099528873 198:-0.1830812296473373 199:-0.1471561855975178 200:-0.2228068706073784
+-1 1:0.9999999999999998 2:0.1853213566138643 3:-0.05145893904409512 4:0.003618337037612694 5:-0.2596788666603846 6:0.3612711652114321 7:-0.1504989589003916 8:0.02395823001710798 9:-0.3538794432329079 10:-0.4171218020814374 11:0.1789733201566455 12:0.2275552415085882 13:-0.3306585864708222 14:0.1987651620507072 15:0.3359483626530063 16:0.08941275492125676 17:-0.8116005109469847 18:-0.1345527818480473 19:-0.04059579521606896 20:-0.1238850638748148 21:0.06905313659501981 22:0.04827294960127115 23:-0.75145852048742 24:0.1688008947008827 25:0.1388289236344911 26:0.1019058659950182 27:0.662310330822499 28:-0.1903180058057904 29:-0.3217422536350109 30:-0.1153939501234639 31:0.08050833744619174 32:0.3029760408815115 33:-0.552818330718279 34:0.05546927860785847 35:0.3998201280277759 36:0.310718173834556 37:-0.1020246796209808 38:-0.3150723952763125 39:-0.2315101460196724 40:0.5682806220923279 41:0.06903332312611397 42:0.01273263743431068 43:-0.07452959916518265 44:0.3667738976657518 45:-0.4167224520354053 46:-0.06221904617735496 47:-0.3065767929932224 48:0.06739876972506535 49:-0.03592135946884847 50:-0.2690735986863902 51:-0.1957437910902508 52:0.5173454887806025 53:0.04828650451050215 54:0.915653242047993 55:0.7579717657688089 56:-0.2092770206075416 57:0.2853125254511127 58:0.5096523389743309 59:0.02608294941898973 60:-0.01536896258757381 61:0.4120130692721534 62:0.197207054333867 63:-0.03447201886748263 64:-0.05870347662519211 65:-0.2757537380919918 66:-0.5177121607930174 67:-0.5853010617992619 68:0.3981876837238985 69:0.1811705565596607 70:-0.3391555353218075 71:0.1106571754366488 72:-0.6314812858327383 73:-0.2053562281312196 74:0.1230934355806313 75:0.06976653777140687 76:-0.4826296539541544 77:-0.4060110655152298 78:-0.1553401484416569 79:0.06525842660401221 80:-0.1776897965312983 81:0.4267798780935345 82:0.4762646918517479 83:0.5596119270434281 84:0.05286141169234301 85:0.263192954187036 86:0.3103497531074361 87:-0.01685538491093985 88:0.7984870075398809 89:-0.2340690279946738 90:0.0804779358071136 91:0.4166962214177563 92:-0.08888518066916409 93:-0.2930583444968649 94:-0.05353929283771014 95:0.6956515045213389 96:-0.02623240600039717 97:0.1751849675598709 98:0.1294237276576059 99:-0.3149636610641163 100:0.09388676621542984 101:0.2391883126505361 102:0.07078042617526142 103:0.09628687167627718 104:0.4013936148823646 105:0.2278054411648488 106:0.08304812610756016 107:0.174312402935355 108:-0.132222759833372 109:-0.02406520044619559 110:0.1408323368767843 111:0.2139083715420144 112:-0.2286766336102213 113:0.2536360259769361 114:-0.4286545484118654 115:-0.02986441709224398 116:0.1663424440395962 117:0.3363142501346717 118:0.1349547012970668 119:-0.2387794215269065 120:-0.3615242551126672 121:-0.7774983771428517 122:0.06500743267143834 123:0.005376365510392309 124:0.417043757946813 125:0.4041103555309281 126:0.159368892638346 127:-0.3807371929477547 128:0.3817600571186761 129:0.1367417141533962 130:-0.48172195490134 131:-0.6519025399744535 132:-0.1407132790725873 133:0.3482768432035373 134:-0.08973723479090948 135:-0.6956122968316183 136:0.4044847718615734 137:0.314534041862223 138:0.2930733884670296 139:-0.1411846001519081 140:-0.02197523076600985 141:-0.2066445060207156 142:-0.2123949145229853 143:-0.4281452286317186 144:-0.182371733289297 145:0.4173355847345701 146:0.6221972473625446 147:0.04510389585135664 148:-0.2282108651748923 149:-0.08392099577450962 150:0.4717188160110463 151:0.4567836464319514 152:-0.3757885009025699 153:0.3394142351097854 154:0.2470565382968496 155:0.08348202834318931 156:0.655224067854594 157:-0.2418863293727789 158:0.2070590289846779 159:-0.0325478492199754 160:0.05229367047208805 161:-0.9863715045861148 162:-0.2665730014078869 163:0.4964876630415834 164:0.1113684622154798 165:0.1678058417184867 166:0.245112888564924 167:-0.3848937874892672 168:0.2613381541204082 169:-0.1668710314401594 170:-0.04881822927580337 171:-0.04585702977208297 172:-0.01900916134370297 173:-0.04257588741252548 174:0.03068943541043206 175:0.1923913953970374 176:0.3779622940940043 177:-0.5567087951593852 178:0.2878461194406263 179:0.337685972720168 180:0.16046161768547 181:-0.4670158263169597 182:-0.1181715480829773 183:0.07215291284045397 184:-0.5266559733937416 185:-0.4316355793906722 186:-0.07397030362369095 187:-0.7233576713304707 188:-0.2867713687900457 189:-0.550243168496761 190:-0.2567648457279769 191:0.2907892501531788 192:0.135402227200392 193:0.3988504837504841 194:-0.02138866982392723 195:0.5319363177438396 196:0.05919441956644049 197:-0.08131560748052599 198:-0.1065899086414715 199:-0.3693782755727856 200:-0.8069770304347755
+1 1:0.6325815061492919 2:0.1210340894987542 3:-0.3232704017026273 4:0.0356342331551215 5:0.5572507367434412 6:0.07857521439861928 7:0.4587957462903889 8:-0.1588503364385592 9:0.02124632573713679 10:0.05635034400331237 11:-0.1725132370829263 12:0.1017495153455052 13:-0.6811619121701926 14:-0.07790493841235957 15:-0.07671419604842872 16:-0.1792241957163465 17:0.5141163490267526 18:0.8489398366053689 19:0.1814728644737443 20:0.3315986525545024 21:-0.2342234892653379 22:-0.3203612128184561 23:-0.439979176902663 24:0.5158895086457306 25:-0.5084140325744717 26:-0.6766344661175774 27:-0.6353114933880283 28:-0.5620248696731778 29:0.1785892147171974 30:0.09614978228393614 31:0.208514975000083 32:0.1866311749990858 33:0.22732178261647 34:-0.2982824510143983 35:0.7716461712002788 36:0.1949377795934423 37:-0.5673960137011704 38:0.3655172215819076 39:0.0151832671823184 40:-0.0183911973437578 41:-0.3786972377207843 42:0.3607119627773234 43:-0.5087800420605774 44:0.02464992080131518 45:0.09738883976887895 46:0.3452390217585423 47:-0.06198273280141397 48:0.3374632730917314 49:-0.1043724636649102 50:0.1646774949113686 51:0.1074380435841487 52:-0.08048858553781733 53:0.1365178355763033 54:-0.05756360084139284 55:0.3617074866514584 56:-0.3858289842944079 57:-0.4300267554963136 58:0.391954665685055 59:-0.1034028478673317 60:-0.5890956409265568 61:0.3010203674146079 62:-0.3917833574309972 63:-0.3249714492420437 64:-0.1651340732551766 65:-0.1525880848303369 66:0.1668639509447741 67:-0.2880004693684957 68:0.2772700884805893 69:0.2445450884163898 70:0.2231522106858106 71:-0.4162650650453896 72:0.1612891597215863 73:-0.9303493345961195 74:-0.1058395896551136 75:-0.4623238632482265 76:0.2393010169368285 77:0.4870605772602736 78:-0.2945246609136909 79:0.1504202301957362 80:-0.5846072960855082 81:0.06571834448541404 82:0.0882410003050908 83:0.6351570298621311 84:-0.5839234842372465 85:-0.7775224834058957 86:0.02693331321345921 87:0.365257904199059 88:0.1430118581549113 89:0.09768768987803519 90:0.3319229907470407 91:-0.3449165182065405 92:0.0816323264143259 93:-0.1544384936324731 94:0.3271759266023937 95:-0.05635814330142586 96:-0.05136236127197401 97:-0.0232338961963468 98:-0.4994956698105592 99:-0.003721937613983702 100:0.3187333439774192 101:-0.07532442332686065 102:-0.2459579439300534 103:0.1164404098359213 104:-0.6033788262117812 105:-0.07237579811608782 106:0.2516971378659862 107:-0.02706868891549982 108:0.3934482652972719 109:-0.332205274673345 110:0.5061286303531372 111:0.3369216675437004 112:-0.2435189979957489 113:0.3945875907014383 114:-0.4474694616013879 115:-0.4641565583942749 116:-0.0940939814428029 117:0.07778231239609021 118:-0.8697898658993027 119:0.1158259890992744 120:-0.1731801265115798 121:-0.4630184640893001 122:-0.2708976576116051 123:-0.2861819207344259 124:0.517744975195167 125:-0.1245608979669489 126:-0.5119827567068569 127:0.2710884798104957 128:0.08329571789438503 129:-0.2040657084881374 130:-0.06997036591159556 131:-0.4690530732041828 132:0.1063158338474278 133:0.700390466656166 134:0.2300676355794087 135:0.09044109590964408 136:-0.3796833265454754 137:0.2377594952078953 138:0.2088987057912159 139:0.113457269782015 140:0.1016037446195557 141:0.2869370695810418 142:0.4290005422795124 143:0.1381752117760457 144:0.05350138305193693 145:-0.4288017745923915 146:0.1156679282461257 147:-0.05283486608071512 148:-0.282963527232335 149:-0.2652252252313426 150:0.03300968267616858 151:0.1894755859676627 152:0.2769112444247676 153:0.2229100489134 154:0.1486039944450226 155:0.06477854299385959 156:-0.03125461633139798 157:-0.3642301674385587 158:-0.1890861881098783 159:0.3667694154700429 160:-0.02723720402784452 161:-0.1951198015271854 162:-0.4103440336263559 163:0.2411783900733485 164:0.6738658953644576 165:-0.3587638369492334 166:-0.1078148338576097 167:0.06065094295650461 168:-0.1796374783665936 169:0.7410113554527749 170:-0.2368327720899515 171:0.3072434215216708 172:0.02763766658970185 173:0.1077222506464161 174:0.2733474117079142 175:-0.1462092445128443 176:0.7299221976426021 177:0.1819040223056992 178:-0.05808603391558197 179:0.2093571520379434 180:-0.490756640187438 181:-0.03028983870613161 182:0.2641777726481059 183:-0.2881644950754393 184:0.347343587116095 185:-0.296398486348744 186:0.009422671982014894 187:-0.09639988396915862 188:0.4106590311300005 189:-0.3275162207340794 190:-0.1249409765357152 191:-0.03985124806276391 192:0.3223772137782386 193:-0.1453488470842327 194:0.3971323245146675 195:-0.1240852040448121 196:0.09839653581140717 197:-0.1320421648556643 198:-0.1864853162638929 199:-0.3672837535600638 200:-0.1736134106491922
+-1 1:0.05539759994075213 2:0.2271904163578644 3:0.4992200866659663 4:0.2575590937058696 5:0.1710528629420331 6:-0.3245658892482168 7:0.1607649687137781 8:-0.6891288818398751 9:0.07629629247135791 10:-0.2657897404447809 11:0.1825963296309003 12:0.3847273260603729 13:0.1130082762727525 14:-0.1267050597338276 15:-0.08548726869858943 16:-0.328812913997934 17:0.1646250351273387 18:-0.7388314732576631 19:0.2740015933299257 20:-0.04248567281881455 21:0.05150598247242373 22:-0.2480544968248972 23:0.2039565898837983 24:-0.04591419760148673 25:-0.4903937724911158 26:0.01886067645868794 27:0.1172880919693095 28:-0.003896158460902445 29:0.2607788050407662 30:0.2941277119635848 31:-0.429833765839754 32:-0.1647344168495593 33:0.0173053223004363 34:0.2858993319520716 35:0.1744409601579578 36:0.353297040614135 37:0.104027130058203 38:0.2770711510877438 39:0.03431746750115008 40:0.4702396854199771 41:-0.198292955032734 42:-0.4089215066274188 43:0.004861238015223937 44:-0.3778160211801312 45:-0.3052431729504526 46:0.09962135224644691 47:-0.1400781368697965 48:0.8427505732861998 49:-0.02716420484825693 50:-0.5654958767501099 51:0.4792210392265147 52:0.1531741725992067 53:0.3863957145075254 54:-0.2082800642937118 55:-0.04526503256843648 56:0.1534775646576436 57:-0.06914164387173777 58:0.06014980184697734 59:0.511406894213025 60:-0.6065396142842667 61:0.2946827067305489 62:-0.1269688723680173 63:-0.06236545324472476 64:-0.3638113217355067 65:-0.07521453893004221 66:0.197055297245725 67:-0.2704464116351864 68:-0.08102780721659067 69:0.696526535638141 70:0.1411087720912136 71:0.2687309850157014 72:-0.7962218815071925 73:-0.2349000374910206 74:0.1615422077900109 75:0.5223986400375752 76:-0.6097321099277131 77:-0.1136442749624649 78:0.5074715184821555 79:-0.2754929195977677 80:-0.1582846755688933 81:0.2181814436068993 82:0.2819643150812421 83:-0.2892494888395724 84:-0.5085529200235703 85:-0.09807473430369622 86:-0.1208158183541195 87:0.2899639876290204 88:-0.1102885714146527 89:-0.02768768487146828 90:-0.6464906844047236 91:-0.6246392251954314 92:-0.05081110307261708 93:0.2476406668483603 94:0.1067514122115057 95:0.4529600698061952 96:0.390612604853147 97:0.101880289235311 98:-0.385532862914241 99:0.08857733551968165 100:0.1936722196325547 101:0.2676010898151057 102:0.2183791550964228 103:0.115430022856397 104:0.1264401977290794 105:-0.5323000143740194 106:0.2016634795914603 107:-0.5018328830223413 108:0.5954615571954638 109:0.08126789434076827 110:0.07123587742793019 111:-0.5798456772653124 112:-0.06767206908668127 113:0.0783608878016098 114:-0.6913948780739839 115:-0.2450456709840776 116:0.01825282460649942 117:-0.4944333666644662 118:-0.09215955409848339 119:-0.2279883516619352 120:0.07657201956740768 121:-0.3185127616445724 122:0.0011264400383489 123:0.04559101723195337 124:-0.1135444429090083 125:-0.3338850536510887 126:0.06305527226448798 127:-1 128:-0.3955827375870732 129:0.2260315697118934 130:-0.2047997674098464 131:0.3889469759974515 132:-0.223910385380995 133:-0.1875290861965752 134:0.5385493239615834 135:-0.06191432145469947 136:-0.2884580696813626 137:-0.3131033431322303 138:0.7273651800648667 139:0.05540853223436087 140:0.2550320694920522 141:0.3647202720601891 142:-0.2307844849354837 143:0.1586597993727774 144:-0.2258052531774898 145:0.09584710470983249 146:0.257480137175426 147:0.2167792203199402 148:-0.6354642302328666 149:0.1122753584911525 150:-0.1950031817246993 151:0.2400566516915549 152:0.08940541927465537 153:0.07874148143074464 154:0.1745301974812976 155:-0.2303351747616761 156:-0.5005656327678079 157:-0.09677419996003517 158:0.1493771450385563 159:0.1014480306143627 160:0.3957104628445245 161:-0.6867408894015942 162:0.1555849223474507 163:0.3415480476195861 164:0.2659589656638051 165:-0.1184979300576403 166:-0.09817632949520499 167:-0.1938844759052819 168:0.1652893774076616 169:-0.1324698169315868 170:0.215095224433084 171:-0.5719538070733607 172:-0.3253986419802881 173:-0.6584192220369134 174:-0.3544056883729156 175:0.06748797112877812 176:-0.01858730907683753 177:-0.3193016781903449 178:-0.7368026075794787 179:-0.1050260109077299 180:-0.1264407894449452 181:-0.2587797344981081 182:0.005315910938540662 183:-0.09735439277115565 184:-0.0372816306707523 185:-0.1569641022817072 186:0.0443645922437975 187:-0.3489513400178482 188:-0.07288888446936248 189:-0.4730872319280259 190:0.2369128013026439 191:0.07556534453913509 192:-0.09106708647664782 193:0.3749251716642396 194:-0.1387795471047903 195:0.8815087143339175 196:-0.5022707979351739 197:0.1509235593212119 198:-0.5116401324763923 199:-0.1991295129797082 200:-0.1082343419879574
+1 1:0.3666792572902303 2:-0.2829185649299965 3:0.07871981244944311 4:-0.126127715150675 5:-0.5870684080887183 6:-0.4714254629600057 7:-0.3315605547318752 8:0.01642318127105057 9:-0.02823970277461216 10:0.06666237089223664 11:-1 12:-0.3102078423039483 13:0.01682139313532995 14:0.3370504359206503 15:-0.512051460869232 16:0.5278495679869841 17:0.5765183511001596 18:-0.1125805386125472 19:0.2299662889477894 20:-0.0232499157975368 21:-0.06141184788738488 22:-0.09423527843949191 23:-0.08343080837383035 24:0.2773743093486326 25:-0.1390618740003293 26:-0.5206036282815509 27:0.06747270379988297 28:0.3536740599323404 29:0.165984513363829 30:-0.4313072881953634 31:0.290260231158875 32:0.05119588830820541 33:-0.1285892712922825 34:-0.1846390131376792 35:-1 36:0.3590428973311537 37:-0.1513771703091524 38:0.02114034005588399 39:-0.2220402436669658 40:0.1544992742547506 41:0.0980831426389851 42:0.6988360843715885 43:-0.7274393140156373 44:-0.1212722921472941 45:-0.001523011090812106 46:-0.1368891977487052 47:0.05861426650441316 48:-0.1036016475169952 49:0.0912285800714627 50:0.2422471519158106 51:-0.0959743941859233 52:-0.05521742238793588 53:0.1573366442866204 54:0.4325344711554469 55:0.2552654740533163 56:-0.5896673783261022 57:-0.343391019392853 58:0.4704640338863316 59:0.2889013503194023 60:-0.4230750611367655 61:-0.01905113761801307 62:0.8459324245587309 63:-0.05288591212618927 64:-0.4074473520840095 65:0.02147651562181312 66:-0.3812064834178042 67:0.6798383890509319 68:0.4092821698841806 69:-0.1396466494960221 70:-0.2790560942069203 71:0.576773208279622 72:0.3726388623850919 73:-0.165081600232667 74:0.3061895821451548 75:0.3079518685316739 76:0.08646372586543252 77:-0.02460761280722368 78:-1 79:-0.04005712923830682 80:0.05544291062256798 81:0.4467624264996281 82:-0.4914542277161059 83:0.2588771337806619 84:-0.5061801682606712 85:0.06326127367553602 86:-0.6443947281110429 87:-0.4985584450685882 88:0.3944075932422299 89:-0.06142512988620569 90:-0.1774309839805041 91:-0.3547615835520407 92:0.7915306623204443 93:0.06267289217484187 94:-0.2587784857993351 95:-0.5287253709622821 96:-0.07983226047107693 97:-0.1030976976408 98:-0.1337197148201045 99:-0.1130517358351699 100:0.1920311985733281 101:-0.06256592088758109 102:0.5724778566263019 103:0.1592591110817156 104:-0.1980302850701673 105:0.7892251288875801 106:-0.1809350384720556 107:-0.1354182328207572 108:-0.013198819337889 109:-0.3875742503995918 110:-0.118836914213918 111:-0.1723986786571766 112:-0.006479758054347785 113:0.2607110674010976 114:-0.04529992663110625 115:0.3124130433923156 116:-0.01026249059755951 117:0.3391722144621229 118:-0.7222636678708432 119:0.06179737729334744 120:-0.1099698706168567 121:-0.07267087434671224 122:0.2628913592464546 123:-0.5643357992413403 124:-0.02118839504934251 125:0.3003320214300009 126:0.09919720365287463 127:0.2591611895266622 128:-0.1705778396438238 129:0.4320102144289152 130:0.1360148117192351 131:-0.4057054930692662 132:0.3839560721224449 133:0.09858500540409351 134:0.3859014482906883 135:0.3008302503662415 136:-0.2282229341499051 137:0.3761679596905856 138:0.04897705813004426 139:0.6284576874708785 140:-0.4016565070501555 141:-0.3234396407103354 142:-0.1398723444677047 143:0.1032202776694054 144:-0.3767340723795186 145:0.5284764922753405 146:-0.01616411360010175 147:0.438435443416943 148:0.2615766209836515 149:-0.4830622792676598 150:-0.1884942219127244 151:0.3344623979813139 152:0.2439843787457186 153:0.326787845436894 154:-0.5959565641864835 155:-0.02755346597648571 156:-0.341864151773291 157:0.2007827784171723 158:0.02845565681115315 159:0.3035983224928461 160:-0.2978056529631194 161:-0.3605891344361906 162:0.09846987586495873 163:-0.732342903894683 164:-0.1536858474734318 165:0.0178485794941509 166:-0.1113952070193227 167:0.1860317751475294 168:-0.3874546762644198 169:-0.01733443303521229 170:-0.155867736120195 171:0.05693765438454477 172:0.2015654893975677 173:-0.03507984048107107 174:-0.09432476121536564 175:0.1073775869262589 176:0.07246178081625976 177:0.1377619360515087 178:-0.2411416776397997 179:-0.1551122184535606 180:0.01567208426699111 181:0.1062595850384917 182:0.3986974289219781 183:-0.5840845449744557 184:0.1525286759826624 185:0.0595615077801403 186:0.1458238960604529 187:-0.09664976107782866 188:-0.03105881903210492 189:-0.6628788278976293 190:-0.05307475920691047 191:-0.1711165166719272 192:0.3895128492318611 193:0.2931607646529754 194:0.08136363494986404 195:0.188869897312572 196:-0.1500499575589784 197:-0.1321302134091115 198:-0.5476893252363915 199:0.2782578232808495 200:-0.8559411272737267
+-1 1:0.2259940094212986 2:-0.003242762321434167 3:-0.4341091257716131 4:-0.03983109731527418 5:0.1535299530669538 6:-0.3122853684783486 7:0.2203706948752231 8:0.1104113633079996 9:-0.362111675006782 10:-0.3769518762869679 11:0.2355173041544928 12:-0.05762376698589278 13:-0.02429783069661134 14:-0.04045215633610474 15:0.6406051037399529 16:-0.0816278150048594 17:-0.5936605020407602 18:-0.3855670707374215 19:-0.1215326110370243 20:0.2496728653915686 21:0.634584864638607 22:-0.3904731646638522 23:-0.2924598542108675 24:0.6712288921929861 25:0.07419429858607812 26:-0.1395366608291489 27:0.457614468717994 28:-0.05269810085653723 29:0.02782715615829896 30:0.2904720898286262 31:-0.1479719135390479 32:-0.06567624335062563 33:-0.02168160969800217 34:-0.271860123830843 35:-0.2567041358087709 36:-0.04883774106705918 37:-0.08338062505490207 38:-0.01032559474873892 39:-0.1487277648155411 40:0.5484131429696699 41:-0.6009184267396387 42:-0.1208394937487669 43:-0.3953481057803361 44:-0.3515709908935529 45:-0.8709855151483774 46:0.9561977028785148 47:-0.6497620238466572 48:-0.4229845730244534 49:-0.0574552097833998 50:0.03121689991481129 51:-0.2167104539869708 52:0.1553544844303273 53:0.1913275850362458 54:0.1152462664290851 55:0.4623169607893426 56:0.6435549923096844 57:0.6942847369779499 58:-0.05901357554433798 59:0.3412678197518499 60:0.4473148288431342 61:0.3368757750998863 62:0.2176099955729845 63:-0.2369128019794699 64:0.3664436122249983 65:-0.004828718357580766 66:-0.2805912385864523 67:0.1050914719626575 68:-0.2099857421669993 69:-0.350738952546723 70:0.01918599565939737 71:0.2029716232141784 72:-0.3248432315672116 73:-0.1898936112841322 74:-0.1532142563901156 75:-0.01069045895716464 76:-0.3499454040271992 77:0.2614835569733973 78:-0.1518320903903285 79:-0.1770364513162214 80:0.07093843457641449 81:0.7742318453781695 82:0.4406823283273307 83:0.2576362406101657 84:0.2093408826918188 85:-0.08245888389591374 86:-0.356731410302271 87:0.07220423380271802 88:-0.6552899903565476 89:-0.360678514263966 90:0.6225341810521655 91:-0.3203496766102347 92:0.01494541220517594 93:0.390061986677855 94:0.2524544550428524 95:0.04171373543943721 96:-0.04831330905178065 97:0.06423261789946473 98:0.3543748391410165 99:0.07792246723754066 100:-0.1172429450995891 101:0.1748387909326597 102:-0.07162871246295593 103:0.466682158481739 104:0.2374706659496638 105:-0.0342292762509037 106:0.3611477856965238 107:-0.368990222114902 108:0.07360094935748865 109:0.145603206723884 110:-0.1037699604380078 111:-0.1617956237459303 112:0.1028401984636195 113:-0.2716527297655588 114:-0.2650756074475891 115:-0.1874158380795209 116:0.1213700057132723 117:-0.1083101461161969 118:-0.6081225145648839 119:-0.2995332660712101 120:-0.2745192380360288 121:-0.7186765252860717 122:0.756758277340591 123:0.3946474635024851 124:0.4031982945202091 125:-0.398716098761968 126:0.1904650044648488 127:0.2863406965639285 128:0.5648672849466219 129:0.1325891587206299 130:-0.2302511774175155 131:-0.1631988785488432 132:-0.1989020115149903 133:-0.0122292517551583 134:0.07078908255517544 135:0.1322476917953866 136:0.4151337599131456 137:0.1104532759477194 138:0.1628809094677212 139:0.3621756222349845 140:-0.258050932859719 141:0.1884173521051315 142:0.9652434568302851 143:0.2523019901351674 144:-0.4568487583346749 145:0.162870857744852 146:0.2932300847497074 147:-0.2947814683189392 148:0.1145505698873388 149:0.3245102424151241 150:0.1569654345515938 151:-0.01955609636890489 152:0.07078205209223576 153:-0.4375138025817906 154:-0.3323606522966771 155:0.6523314397894527 156:0.226302199340546 157:-0.1941085115763653 158:-0.1029394541790559 159:0.001076943156111385 160:0.7080211759186089 161:-0.2246217758435002 162:0.1085688625434605 163:-0.4792634125259241 164:-0.141155499022237 165:-0.07798461492986621 166:0.1253900773603071 167:-0.1372341541540353 168:-0.2194502988163427 169:-0.09207504405263077 170:0.3589059518762739 171:0.134942603165764 172:-0.2199862762276275 173:0.04677640559228309 174:0.1779861316357565 175:0.1167192202918483 176:0.4899047248188868 177:-0.2314961597247696 178:-0.4091331865011458 179:0.1858848451552963 180:0.3032321860278327 181:-0.1981906949081644 182:0.2254539460390041 183:-0.2667829002489659 184:-0.1926144944026769 185:-0.3398838013798476 186:0.002462372665826121 187:-0.1802041432974957 188:-0.06604091096320172 189:-0.7433749613230927 190:-0.002751857877629223 191:0.1006662664309515 192:0.1874154881267749 193:0.2878384112521317 194:-0.06341812746578565 195:0.3885451507054682 196:0.3325891992173339 197:0.8198929329960751 198:-0.0855530121509277 199:-0.3341696864993654 200:-0.4015038949858785
+-1 1:0.2907241383724286 2:-0.3541126600523681 3:-0.3308625993283587 4:-0.3278223210358915 5:0.006264667098717029 6:0.3977444553139954 7:-0.5491297411401819 8:0.1616656957178396 9:0.100124635414931 10:0.2783216263507196 11:0.274136820218177 12:0.2690479896591271 13:-0.009419688847454033 14:-0.311773619382549 15:0.3236544682554408 16:0.2933429559579148 17:0.1631683616121239 18:-0.3193486490153234 19:-0.03451861023855313 20:0.3190516215818406 21:1 22:-0.2776958005518367 23:0.09774862004157762 24:-0.5017360739988135 25:-0.1356272949519245 26:0.1504476147817633 27:-0.07672266564052688 28:-0.07727900777352319 29:-0.138691316357528 30:0.1626379629720852 31:-0.1693792714177264 32:0.2280492492313793 33:-0.3581026419670087 34:0.2709100151184896 35:0.1185926577928433 36:-0.4135840508814824 37:0.2000918547050211 38:-0.03529765050617735 39:0.2334330510907978 40:0.549029314758493 41:-0.08345573587896488 42:-0.3453451310068084 43:0.5030381796452217 44:0.3292187582627769 45:-0.2070553670319145 46:0.1299761682821238 47:0.1641101644371387 48:-0.2026008835896151 49:0.03598458976080202 50:0.3092807125719985 51:0.4662669074699325 52:-0.1940270010059798 53:0.02836441621588909 54:-0.2265416755735717 55:-0.02579009408635358 56:-0.03605880652797174 57:-0.3545098845576071 58:0.1183246889491385 59:0.1302904302397447 60:-0.0750175693725119 61:-0.07792757688966631 62:0.1086703661560095 63:0.3330357685620398 64:-0.4312885692729412 65:0.4529715491861538 66:-0.2187556576348775 67:-0.1815092399506691 68:0.3824403932410555 69:0.4845407521949441 70:-0.8174317549522494 71:0.117416375569029 72:0.2479568119496723 73:0.08517255497797538 74:-0.04500402867115119 75:0.6582106873450057 76:0.6106383438183939 77:-0.1960088243933175 78:-0.3349384979925086 79:-0.2208571843698142 80:0.2838750008070697 81:0.2750063088799779 82:-0.1103300929823504 83:0.6823968935270868 84:-0.3275542532655279 85:-0.4719175334463218 86:-0.4298959464436051 87:0.2162002540054301 88:-0.1270984712256543 89:-0.1964317579269422 90:-0.1997330104987484 91:0.02249838925523216 92:-0.100052131388404 93:0.4172185046707573 94:-0.6066002259252439 95:0.3076041619002837 96:-0.2389431021427363 97:0.1678169924248246 98:-0.1742157682273799 99:0.421039422933404 100:0.07433263330830063 101:-0.02795458544866647 102:0.5352018933481371 103:-0.04466305799867848 104:0.1439074058891705 105:0.1047707929798213 106:-0.3018581356875945 107:-0.431179967062131 108:-0.1328063804447331 109:0.2625821501128819 110:-0.4909951704318439 111:0.2092954334435204 112:0.1039735887621612 113:-0.1644259518268924 114:-0.1374722117291128 115:-0.008796886465935941 116:0.3267369625798071 117:0.09290077124209337 118:0.08739271524149755 119:-0.1230441386595708 120:-0.1456681041726023 121:0.5724496259482478 122:-0.499341471471965 123:0.007589617743617383 124:0.2765302038012706 125:-0.3132716373451929 126:-0.5387891017744398 127:-0.07377843086894688 128:-0.1060028503033248 129:0.1836320188701281 130:-0.3110235769728045 131:0.627642248233156 132:-0.1608010609340177 133:0.1338891272945092 134:0.2195908335715253 135:-0.1073948904391371 136:-0.314647517198558 137:0.3653306979792806 138:0.1396649407173731 139:-0.05144899404789741 140:0.1719786364128822 141:-0.2822882745412539 142:-0.04451904952767052 143:-0.1279224252070644 144:-0.5361283324045777 145:-0.5032031392748266 146:-0.276333219633648 147:0.01024050741865263 148:0.6221198106476594 149:0.09295638362180844 150:0.3117418237260927 151:0.3780822155539015 152:-0.1576190252926696 153:-0.3942953637367511 154:-0.2256046286042411 155:0.1410983992901611 156:0.1196718919827311 157:0.02535643552037892 158:0.5478286092676028 159:0.2253922001324777 160:0.5277873428807522 161:0.07498546596836572 162:-0.3402978885722455 163:0.05897893791307918 164:0.1132440712174188 165:0.2669409808570529 166:0.9999999999999999 167:-0.2647271304020279 168:0.1822707847257767 169:-0.5645240844312207 170:-0.512018702724258 171:-0.08299102867793944 172:-0.2243787837035847 173:-0.1571316744099855 174:0.03659783085966415 175:-0.3729205524922804 176:0.05318180048903989 177:-0.3870285113765552 178:-0.1010690975855597 179:-0.03575786940265804 180:0.1903276313077517 181:-0.05504223868100266 182:0.01207493510655894 183:-0.2984226830667648 184:-0.4431653606828687 185:-0.05421724001782247 186:-0.1147739396107912 187:-0.1914789248798338 188:0.03344939400722727 189:-0.5474453863828067 190:0.4451512213632039 191:0.234764927863366 192:-0.3595726579801701 193:-0.04354862115351442 194:-0.08068298626481279 195:-0.1925481050667047 196:-0.06452529900217452 197:0.4864129366826284 198:0.1551115684027479 199:0.3281852535685759 200:-0.8211882945966833
+1 1:0.4126241642298448 2:0.3423584493500812 3:0.07448739962449091 4:0.1086362500336113 5:0.5136918149653082 6:0.1108054822658339 7:-0.05039561654505328 8:-0.06145501523336183 9:0.3030688679969959 10:0.2236986009290128 11:0.5017644663667556 12:0.2509996572173752 13:0.1522093080626648 14:0.3418246730946926 15:0.145079056094617 16:0.1107279120895278 17:-0.1624840484792335 18:-0.4525049925318554 19:0.4515040585828729 20:0.7450092103899054 21:0.5660339744988608 22:0.141667288692059 23:-0.03335662545075053 24:-0.2011014497759847 25:-0.2587943872451245 26:0.4343541174792315 27:0.07297904046394348 28:-0.003375607718360561 29:0.1246305426291283 30:0.06569692461204066 31:-0.1138755835082354 32:-0.1554772224443286 33:0.1684998011087027 34:-0.5359864959618865 35:-0.04458042891492001 36:-0.2177645914988807 37:-0.3882282593259961 38:0.2441521715007158 39:0.335202774099922 40:-0.3526740594068985 41:0.1690763049341796 42:0.2267520596502424 43:-0.2834932671822369 44:0.2512946240591143 45:0.1026708595921512 46:0.1962238394732922 47:-0.3624832081492653 48:0.2004307195903866 49:0.004987645276656658 50:0.5848755302686617 51:-0.2891322354367309 52:-0.2793859510409804 53:-0.1199522886180109 54:-0.03516381439055008 55:-0.2514139324714098 56:0.1610844234584773 57:0.4854123057558256 58:-0.1291763330949454 59:0.4420263154796797 60:-0.4117979623767779 61:-0.4240409817600278 62:-0.004462610464008691 63:0.06587836343549457 64:-0.1568782735075675 65:-0.1218989525272546 66:-0.2659071136075767 67:0.3607627814629584 68:0.04973877118273202 69:-0.4208084479415124 70:-0.1659090894087749 71:-0.04470069596536533 72:-0.08465036552001262 73:-0.236211798484372 74:0.1219598910167586 75:0.4006948864151454 76:0.2364920172399398 77:-0.2924354304317406 78:-0.01011909556549798 79:0.1398518725899025 80:-0.3947408418124808 81:-0.2568732940213263 82:0.2654726871730208 83:0.3279171786415765 84:-0.1912333532998655 85:-0.7706571436745265 86:0.3323895321895719 87:0.9386828256190825 88:-0.0511132240955563 89:-0.2409521317185336 90:0.1210137190518462 91:0.3251431458151035 92:0.5448512331175734 93:0.5774647964757984 94:0.35756118962546 95:-0.3057562698025634 96:-0.2052891977926966 97:0.1740097691864831 98:0.1043299728406989 99:-0.01975028899796769 100:0.2076147378010821 101:0.3139277660738624 102:0.1608783160159496 103:-0.1520841334833958 104:-0.1799043505220995 105:0.2117036867027105 106:-0.2303410567696736 107:0.1387341333734258 108:-0.1810782236278173 109:0.217701235580999 110:0.1834397944557148 111:0.139753584948187 112:-0.2630024249870606 113:-0.6132612386126944 114:-0.4487035678556731 115:0.1430204011410272 116:0.1006706491083856 117:-0.2485151316507234 118:-0.1560742776662587 119:-0.226650618335973 120:0.9712459120508072 121:0.2494992712080988 122:0.1492669387118591 123:0.1703673947641429 124:-0.4062329991575087 125:0.5559656010763865 126:0.08457656367717896 127:-0.1037118631564568 128:0.3049013815402846 129:0.2656588371017091 130:-0.0872362820118219 131:0.4826547786593872 132:0.7703877506079215 133:0.4749087408540139 134:0.1333906957480298 135:0.4664786450699995 136:0.02602133440222923 137:-0.1485809052325905 138:0.6087431461423972 139:0.2707868474489694 140:0.1505496304116062 141:-0.04270550821333692 142:-0.439369260622843 143:0.2710599839503225 144:0.4279240146789803 145:-0.3390740478002787 146:-0.5299119649681988 147:0.482018456892757 148:-0.2129815907959181 149:0.1687276989748805 150:-0.1641561390395413 151:0.4877652045954919 152:0.3089028281719077 153:-0.1654711367439102 154:-0.355567077755013 155:0.1729790098791228 156:0.02549351448543012 157:-0.3621638027951212 158:0.4805227238417737 159:-0.5106576560463424 160:0.0623149243284464 161:0.6368711881785745 162:0.1491053879363881 163:-0.4837216514897538 164:-0.01665405598550712 165:-0.230442351148171 166:-0.03709771875126042 167:-0.2985209434744388 168:0.1288774541161888 169:-0.09603935151124172 170:-0.2351580352099266 171:-0.3397577969637894 172:-0.1155922073699211 173:0.1265465708089143 174:-0.3145717264426157 175:-0.1387279135828128 176:0.5824775840710305 177:-0.1947820323236222 178:0.08259495862476504 179:0.3923284851821113 180:0.6930667425570108 181:-0.0845959109963863 182:-0.03399050171039782 183:0.5264806021894097 184:-0.1293074993944285 185:-0.1690744014165648 186:-0.1622090036492818 187:0.3941805914030485 188:-0.03105623413229252 189:0.3845824223513342 190:-0.4519685206755163 191:-0.1423196503134544 192:0.5169900162975112 193:0.305315625023942 194:0.2165667378171227 195:0.0574692223528602 196:-0.1737388218793156 197:0.2969535257719782 198:-0.4019818969659688 199:0.2829923493596241 200:-0.2422371060648484
+1 1:0.5050326155335758 2:0.3522805238460078 3:-0.2673594879750293 4:0.2809383695218305 5:0.2503816591571827 6:-0.5648171395716779 7:-0.0314745495566281 8:0.1370445194535544 9:0.07574182560731327 10:-0.5166795348778939 11:-0.0173592757646033 12:0.2824104360426621 13:-0.1338334671403669 14:-0.1056243822569568 15:0.191703811477539 16:-0.2731836320063628 17:-0.3680454779588535 18:0.6739493147239721 19:0.1078883019453847 20:-0.2405878524670754 21:0.1026171906545288 22:0.2939726450832351 23:-0.1628112164416009 24:0.09141912044332108 25:0.4875565748179717 26:0.07978914648014465 27:0.06145213882554755 28:-0.6095203816023339 29:0.01041711640666329 30:0.4911109889394906 31:-0.3868777336385822 32:-0.224009340122169 33:-0.3720778381147035 34:-0.2223266666533242 35:0.6713905696275743 36:0.3245583195121882 37:-0.3979154324699904 38:-0.1205232148891184 39:-0.3830128478514942 40:0.3395041894868656 41:0.001530676591821573 42:-0.1137843608391012 43:-0.0004524475494829608 44:-0.3109544196308964 45:0.1763833934788416 46:-0.2122804586921723 47:-0.2248087294969262 48:0.04252890956041506 49:0.005321923731845646 50:-0.02303748466023468 51:-0.03830891719947389 52:0.4067542258109496 53:0.3348323822599156 54:0.2241933276134253 55:0.01890525739510698 56:-0.3687620900224074 57:0.1946332277502617 58:-0.007733208900825191 59:0.3594478898491758 60:-0.1257376859355302 61:-0.2757998205727038 62:-0.2736618009911191 63:-0.4059895132673377 64:-0.04836136266039266 65:-0.3515929256782733 66:-0.4544861927039003 67:-0.4671998851886947 68:0.06761961815517327 69:0.8279465544505212 70:-0.09132050445705321 71:0.1774330680254055 72:0.1524267860266574 73:0.05911248147501687 74:0.1619957634384699 75:0.3353412287274127 76:0.6779729997365257 77:0.1421338517605474 78:-0.1905694624233011 79:-0.4095525846321214 80:-0.1172843161054667 81:0.2913140165360592 82:0.4188756458657509 83:-0.6781770923864019 84:0.2320083841502535 85:0.2158820788157684 86:0.06372502264592117 87:0.3003828425697099 88:-0.0592871608935982 89:-0.0203395098911672 90:0.1751455246822168 91:-0.4111744048348244 92:-0.7436471806170711 93:0.335172033762933 94:0.3312148511460705 95:-0.621244795227611 96:-0.2230903543664031 97:0.2151383207870504 98:-0.2456102633198272 99:-0.0454380135753894 100:-0.3837695022761483 101:0.310750685809801 102:0.4541440960534342 103:0.292515090770799 104:0.3441512839156247 105:0.2091862423200232 106:0.06299492640165774 107:0.1868584634107773 108:0.4768106717730153 109:-0.4368841911536115 110:0.3628175823788778 111:0.09644995002325252 112:-0.4862252608200711 113:-0.2548993414798039 114:-0.5927398910357755 115:-0.246102058918037 116:0.09773309682839959 117:-0.06539761591643989 118:-0.3231301162846413 119:0.528572812877533 120:-0.267557981068512 121:0.2792071685143823 122:0.1456050262309524 123:0.3668892151450299 124:0.1939862283258323 125:-0.00672439842487256 126:-0.3636325186169213 127:-0.309830079519192 128:0.5260927300698097 129:0.4223357705942663 130:-0.2781440875382712 131:-0.1232279178735523 132:0.07850288581773868 133:0.1465831726356652 134:0.1840570503533873 135:-0.4461467843462429 136:0.08991761080325106 137:-0.1774229557920537 138:0.1483762597512022 139:0.02835631368856012 140:0.07819163206182862 141:0.4829723128408578 142:0.1459205999555343 143:-0.3535331199558464 144:-0.2779447083569183 145:0.1291897530393537 146:-0.2030222831098686 147:0.3849993933575788 148:0.3001199469637904 149:0.2665148529070239 150:0.2020305226063533 151:-0.1949841297867795 152:-0.0453354791058968 153:-0.1906793035749272 154:-0.06739017808325502 155:0.3614595874262717 156:-0.2122811130454915 157:0.1128753999169324 158:-0.2986839334375093 159:0.4018739292983157 160:0.1751566083893533 161:0.0617184002158464 162:0.2467112568461714 163:-0.1716306115608338 164:0.1317827647258587 165:0.3338704410321899 166:-0.09075079392143179 167:-0.2826142218275817 168:-0.1144319482628953 169:-0.6528995414977019 170:0.2211062502571418 171:0.05600043241305971 172:0.2783425823582273 173:-0.1678258125164258 174:-0.05206829677645658 175:0.4389623726658786 176:0.2102955890091799 177:-0.6491217394880426 178:0.242325302975036 179:-0.08088510644095856 180:0.1192344408074314 181:-0.2244524613191804 182:-0.347290571757174 183:0.5807541842528178 184:0.4333912684778347 185:0.2662657759919959 186:0.02424219002436949 187:-0.1528410025640914 188:0.3509639031235561 189:0.327199697493715 190:-0.02001928329327996 191:0.1473311664899646 192:-0.1241075105145354 193:0.2048212180074693 194:0.003579762776296513 195:0.3394933020313043 196:0.258188686869917 197:-0.3911134002529014 198:0.3238510880740323 199:0.2353800785472633 200:0.1312042753120161
+1 1:-0.1602407753849436 2:0.1794390896752641 3:-0.2924251678647083 4:-0.5318451815584445 5:-0.1950980275011352 6:-0.3480851989509939 7:-0.4822643759106645 8:-0.3141449567081207 9:-0.2904217523892191 10:0.4844411677630677 11:-0.01811161084618205 12:0.2816480075152104 13:-0.05821296206938596 14:0.07670162996598195 15:-0.5877423988725351 16:0.1937549403640903 17:0.1900802000763835 18:-0.1125372980172148 19:0.1884935863938099 20:-0.002495102626814155 21:0.2629249232228428 22:0.3080780304963292 23:-0.04621031325485493 24:0.181909357265036 25:0.1857488893175442 26:-0.2965937593844707 27:0.4675065857119516 28:0.3893542512830475 29:0.3762453404511147 30:0.2861680785356026 31:-0.2501583426027493 32:0.0704233500716296 33:-0.1320194219138331 34:-0.5361617279641637 35:0.5769177856521972 36:-0.681448179255371 37:0.3973549282520913 38:-0.09511797278579726 39:-0.08376059610709233 40:0.93487635151015 41:-0.4852091960700931 42:0.04443247172692387 43:0.1047960220232499 44:0.6510727203784394 45:-0.2852841833201645 46:0.1017975942741078 47:-0.08614772567693749 48:0.09754556672531231 49:0.2232486130070311 50:0.3083337542358973 51:-0.04160275908765117 52:0.6898872027313092 53:0.09599838213225452 54:-0.01694618121923726 55:-0.7662671712600063 56:0.3757863830288806 57:0.3134801540873307 58:-0.4029015263365471 59:0.5027028202258725 60:0.2850664607469166 61:0.05452062927995509 62:-0.3176804362776152 63:0.1784191927412996 64:0.06607591924415238 65:-0.01038691947348724 66:-0.03912395754960808 67:-0.2297209355489218 68:0.14927997793093 69:0.7582351993913871 70:-0.7835222473225317 71:-0.0591051613039949 72:-0.2594023733138406 73:-0.3200130805069751 74:-0.3833789763462134 75:-0.02503634072087475 76:0.1579565053987633 77:-0.5448459758233059 78:-0.1987639789199133 79:0.3290543548235361 80:-0.1492500831515783 81:0.1856466940954845 82:0.2653808085597258 83:-0.00351753369232391 84:-0.01175046475006088 85:0.02130164334751558 86:-0.4467321147763921 87:0.3935336726262644 88:0.3567448738374638 89:0.3930262781675381 90:-0.3035161407100466 91:-0.8252661044837534 92:-0.1449552034146769 93:-0.2024895702192469 94:-0.5941684819248825 95:-0.07266723406464223 96:-0.1192381996564417 97:-0.715058389677554 98:-0.0911913071852225 99:-0.4394070809005103 100:-0.2255730833807839 101:0.05145418314785342 102:0.1019188935832193 103:0.01492458646700913 104:0.04937853765176517 105:0.3618890094979115 106:-0.6307484570111347 107:-0.09996638981835286 108:0.2382402813440326 109:0.05645767424874924 110:0.1913097158478905 111:-0.07065624185825542 112:-0.1709072390181421 113:-0.1668962086319922 114:-0.2266057973592475 115:-0.5134443067587927 116:-0.2541189009302415 117:-0.1115828916091896 118:0.2452247108309329 119:0.1746902906969862 120:-0.1513873545135531 121:-0.01461014638970678 122:0.009395400037368169 123:0.4489152244176995 124:0.8325016583975133 125:-0.0197324570851497 126:0.2156178414828948 127:-0.2463398741683639 128:-0.05993359964929443 129:0.001096280979366024 130:-0.3876958527171826 131:-0.2935513596027981 132:-0.2710609946373891 133:0.316438328994492 134:0.817755907658318 135:0.5451050278615396 136:0.2064994978385508 137:-0.4202803711364423 138:0.2712462330214855 139:0.1030955499428764 140:0.3590681297058156 141:0.5292680806950849 142:-0.1749963815627576 143:-0.1778687190285531 144:0.2202697101281058 145:-0.3087072823450904 146:0.131395697831307 147:0.1891814583420016 148:0.1169224157034558 149:-0.01210187589291573 150:0.4902362820353134 151:0.8860205780880965 152:-0.1060593930291982 153:0.2035702969652293 154:-0.1342105903910034 155:0.9077629627679011 156:-0.3309963733929641 157:-0.212443732603781 158:0.3788002812443493 159:0.02612425028601086 160:-0.1873406798438908 161:-0.4537954704373685 162:-0.1251805920179749 163:-0.09449793597888241 164:0.5461447710406782 165:-0.1853411209177082 166:0.2282548314080453 167:-0.4122624275823475 168:-0.1867105110759559 169:-0.2052736707916834 170:-0.03701484563083493 171:0.2548779626778821 172:-0.266308640549675 173:0.4634170551695568 174:-0.5583135529559157 175:0.3944994588891397 176:-0.08764613154788503 177:-0.5304740970475454 178:0.110288617798332 179:0.1810328112990115 180:-0.1869236781692888 181:-0.1622731832946185 182:-0.456575136135933 183:0.2890876312337977 184:0.04290346961392741 185:0.1466168398057759 186:0.05365327798906347 187:-0.7156294342100886 188:0.06424129803405554 189:-0.3950234350992161 190:0.5768341809623072 191:-0.08256789608722423 192:0.3105982173083013 193:0.1836456161770903 194:0.01211359647104897 195:-0.006308337866420349 196:-0.09299277200454786 197:-0.01269212531061067 198:-0.1949823759487505 199:0.03379155570551924 200:0.1729049781943695
+-1 1:0.5507588977296037 2:-0.4164608684946053 3:0.003204601149224206 4:0.149716818264943 5:0.5536145991413906 6:-0.1565541082473839 7:-0.3719685505447597 8:1 9:0.394225939970488 10:-0.2059966829862064 11:-0.1284254380116834 12:-0.02203762310748533 13:0.06059302622279067 14:0.4691478150226487 15:-0.3671902893716387 16:-0.3261946894234485 17:-0.3287449928748334 18:-0.4359401274035888 19:0.457836639970755 20:-0.1165113274708445 21:-0.1453365807910182 22:0.193753269425373 23:-0.1713971644217061 24:0.1920682227630147 25:0.04310179880810273 26:0.7082735889127443 27:0.1397448575750234 28:0.2580129111777146 29:0.265189926361284 30:-0.007271532384343894 31:0.02461484276258744 32:0.1512795689761948 33:0.3852511016617927 34:-0.006513885827423252 35:0.3088770115975584 36:-0.002176447127184393 37:0.002021995721847032 38:-0.04185662668244612 39:0.3648673216318002 40:0.7937658697754201 41:0.6481351970122801 42:-0.6502730260135672 43:0.2467190365078368 44:0.1366116629440059 45:-0.4892648571408627 46:0.2443198708035545 47:-0.0225382933555585 48:0.4979082280282716 49:-0.1022702924211223 50:-0.3503536963827547 51:0.5050377071196029 52:0.2337342221784154 53:0.4478313067290541 54:-0.2858501672611596 55:0.1093430830045918 56:0.1762535238945449 57:-0.4968941371167885 58:0.004385338657141231 59:0.3104580637567219 60:0.07072854547648516 61:0.1720018645595952 62:-0.1201255494640143 63:0.1810748338676046 64:-0.1147619779967924 65:0.2226545657505501 66:-0.3757161644779445 67:-0.2656303458398995 68:0.1013569658700841 69:-0.05809715343047779 70:-0.2998346499609539 71:-0.1184916728854575 72:0.3047496225466899 73:0.234488043902836 74:0.3059545330385917 75:0.3000867380794657 76:0.2706472100399585 77:-0.1242861234123684 78:0.5625250009461508 79:-0.7563898164547372 80:0.1086865956637422 81:0.6279623274451738 82:0.1932726544511488 83:0.6005041283386153 84:0.5742876746813971 85:-0.08087308110599384 86:0.6091989702912041 87:-0.1496221289288451 88:0.01821917305907123 89:0.006667010494258385 90:-0.03935333976857444 91:-0.3878333044544492 92:0.1783352142938154 93:0.3913221776767684 94:1 95:0.2963220847024396 96:-0.1523032993558021 97:0.7318805994137557 98:0.4323677735987443 99:0.1621094002703524 100:-0.2210299323558097 101:-0.2984078177369374 102:-0.3342093196790271 103:-0.05448895548211158 104:-0.2956886196222809 105:0.2301573070719868 106:-0.1598358719676177 107:-0.1064247891248436 108:0.3830638838227077 109:-0.1713232281062749 110:0.2167587138981957 111:0.01015743179964529 112:-0.2723712345123063 113:0.1186520895201315 114:0.264803777122483 115:-0.7954908036825239 116:-0.429183788062985 117:0.1303606587538299 118:-0.0450799066443843 119:-0.3693064325142824 120:-0.4937305434511007 121:0.2486658627610594 122:-0.8047154240256553 123:-0.1460896757965668 124:0.2919876524560271 125:-0.5335409736627247 126:-0.4860629752203099 127:-0.1452500633121722 128:0.1820164572137852 129:0.08466168806847585 130:-0.3376308371889739 131:0.5595104220536153 132:-0.2181456561793071 133:0.2211025827751544 134:0.6226730284234577 135:0.1787760375336377 136:-0.8032662185878647 137:-0.03731046184298926 138:-0.08442312343401871 139:0.2047025767790284 140:0.1309250943173018 141:-0.5590047442598217 142:0.1920585288604898 143:-0.3619759536721624 144:0.2159819311597373 145:-0.3930331724168509 146:-0.1340256224103063 147:0.2274192669779986 148:-0.2377946838478283 149:0.2730193906430444 150:0.3436997114278288 151:0.17327509454928 152:0.5682682764108352 153:1 154:0.07846302867961119 155:-0.6217803144167027 156:0.5027240783549977 157:-0.4485403161339467 158:-0.2924265426097432 159:-0.1860048104661748 160:0.01087267471213221 161:-0.6825775283416627 162:0.5840427442497408 163:0.5055058679770283 164:0.001320879419475396 165:0.1682983225513061 166:0.2656344846439714 167:0.2516021481546489 168:0.5134754193415378 169:-0.5087992868005013 170:0.6089181208712851 171:-0.08178903068380419 172:-0.3934872183730497 173:-0.7294050223422501 174:-0.1439478485726524 175:0.231442633909188 176:0.34206713465771 177:-0.06632416066190108 178:0.03088425165675451 179:-0.327831702586669 180:0.2172948911592581 181:0.05941806653117035 182:0.1004290534017164 183:0.2252718947127373 184:0.1882215680699839 185:-0.03168926718242945 186:-0.5151378605551559 187:-0.3009592981821429 188:0.05745216986320685 189:-0.3468372202704826 190:0.6190447945363584 191:0.1166133629615887 192:0.07411562083375345 193:-0.1317023657284748 194:-0.2929369540509595 195:-0.2049968566811105 196:-0.07319869568141113 197:-0.2848635293018907 198:-0.05167955538574645 199:0.04929185345672734 200:-0.4285371563859523
+-1 1:-0.7569566874865828 2:-0.3530388721046288 3:0.05939656477819411 4:0.05923756674388128 5:-0.05047596756428928 6:-0.164126920389646 7:-0.08546521110748406 8:-0.04270311219831727 9:0.360433926069125 10:-0.43827084976753 11:-0.1883146799592812 12:0.5236188442097305 13:-0.4438060756741412 14:0.230695857215083 15:0.2656270779176922 16:0.2327976477279411 17:-0.455874094965204 18:0.01357918391064479 19:0.4166425951964143 20:0.4749272816354003 21:0.4498178650700691 22:-0.05483974995285452 23:0.2264441479501786 24:0.549211676864684 25:-0.1161539825440648 26:0.04696467812910074 27:0.3112034199064496 28:-0.08112085417905386 29:-0.3662068873694421 30:-0.2436354740448327 31:0.5168313450779 32:-0.1641809100472118 33:-0.3946462949534075 34:-0.03829106186408698 35:0.4565518333473612 36:-0.04636085156930736 37:0.02554866955281163 38:0.20224867797831 39:-0.6962566292472311 40:0.3174331241244438 41:-0.3204209714283328 42:0.1477423942294281 43:-0.7363897546212114 44:-0.02624897464487079 45:-0.2713212329476193 46:0.2569282569665939 47:0.5009247387386402 48:0.07907010767977068 49:-0.2691270380508269 50:-0.02740918440210256 51:0.5830638415576972 52:0.04465293755956629 53:0.4994354679303494 54:0.6514405902419454 55:-0.1988140698026931 56:0.3981433145472091 57:0.1689682538528588 58:-0.06547350326095888 59:0.1626539609258596 60:-0.6639114394783998 61:-0.272240487889408 62:-0.3349621464613179 63:-0.03796138429430707 64:0.03318908599397979 65:-0.05805250553082167 66:-0.3658033986092368 67:-0.3997531990312988 68:0.2801807386650049 69:0.02312296911282832 70:-0.05784527729410728 71:-0.269245464108031 72:-0.2843989747565484 73:0.7032840248044966 74:0.4860521061762078 75:0.05592865768733116 76:-0.01431804198338358 77:0.2987541573574787 78:0.4262740738437795 79:-0.4275509255084319 80:0.1413784427364811 81:0.5526567192716259 82:-0.006300384238505818 83:0.5897760622742455 84:-0.3917665705685479 85:0.02502859092882154 86:-0.08841608782705285 87:-0.01688569449385662 88:0.4677657891519242 89:0.01272144160536443 90:-0.1292216587503718 91:-0.1561257629292712 92:-0.3621335159214875 93:0.04161531061052669 94:0.4843388775206711 95:-0.1623144283299088 96:-0.07461974217039664 97:0.2904536584973184 98:-0.3443747785273825 99:-0.3991425496581077 100:0.1839056011940742 101:0.01836589854000414 102:0.1689112509043998 103:0.4442200382306669 104:-0.182424279815652 105:0.01720657046834298 106:0.5195828767035252 107:0.5290875806883261 108:0.4107896104890238 109:0.1575211059142948 110:0.38240980053309 111:0.189725125839998 112:-0.3543617849769821 113:-0.4856618171834032 114:-0.5986801288988576 115:0.1344401216008359 116:0.3381943713330017 117:0.2660209041462421 118:-0.3107210303069331 119:0.2231292777705606 120:-0.02703210239249337 121:0.7519958794329563 122:-0.1900437747507486 123:0.01111221392952295 124:-0.6890996910583372 125:0.4205256737738668 126:-0.2698364245075731 127:-0.0479438382033726 128:0.0647799043099358 129:-0.1443591668749205 130:-0.2686691434043627 131:0.4292298541271147 132:-0.005667925652624604 133:-0.1399827910710601 134:0.2395506144069044 135:0.1033624031051945 136:0.15513821637268 137:-0.07490858906563869 138:0.4380436518879861 139:-0.05230233460573994 140:-0.5287218655281325 141:-0.5172161805248013 142:0.2193307501766887 143:-0.08874784213219233 144:0.7891495329454463 145:0.1361040941363236 146:0.5483214004131165 147:0.06383389930909901 148:0.1569353884046855 149:-0.133663888903736 150:-0.1646582426617327 151:0.2189706720516111 152:0.06642757577661526 153:0.5639320883400614 154:0.0706508497405588 155:0.05390310430493052 156:0.4338400148895274 157:0.8825086211701041 158:0.1895899486827579 159:0.2703059362887519 160:-0.8059108752978396 161:-0.02108507149809512 162:0.1046451985240789 163:-0.4935800956012304 164:0.8545623360820238 165:-0.4401313459594726 166:-0.3539613071321354 167:0.6904177746540545 168:-0.1047765027258944 169:0.02438671201925541 170:-0.5523598691117095 171:-0.04574305098993457 172:0.3804835645872501 173:0.0537585008144545 174:-0.01524240087104181 175:-0.001831203856488023 176:0.4792999533702931 177:-0.5115487634141946 178:0.2532376454343603 179:0.07321190769573774 180:-0.005987397693061419 181:-0.057490509911579 182:-0.1963534921913276 183:-0.02546761284194821 184:0.4952414615962974 185:0.2781566526819048 186:-0.09281227283219991 187:-0.5959147225358054 188:0.2960998848782033 189:-0.1973289706297267 190:0.5548649591646877 191:0.2964232771669468 192:0.520833081971559 193:0.4310698863067242 194:0.1367614334169729 195:0.0187058117747593 196:0.4778995886557307 197:0.1617883263814879 198:-0.2743138659057438 199:-0.2672411834317515 200:-0.1268750370613714
+1 1:-0.5167145477826379 2:-0.1643933351920544 3:0.1479191464563548 4:-0.0006639532734162394 5:-0.5587742731709266 6:-0.3155837703572514 7:0.4032415637695514 8:-0.5163046615612179 9:-0.07783383089640997 10:0.9999999999999999 11:-0.2715627087140746 12:0.3546854984269527 13:-0.4526213414814435 14:0.5013635272592336 15:0.2630059021732732 16:0.1814230809063041 17:-0.03441894655112719 18:0.3307988084276097 19:0.3188076918028426 20:0.2445771615615409 21:0.9895286812965438 22:-0.07252026961846919 23:0.3738016342875063 24:-0.3440698727330415 25:-0.223417964590852 26:0.09196094806789515 27:-0.5855980631163554 28:0.165909398482827 29:0.1460212091454018 30:-0.1343347384435036 31:-0.1448762351947701 32:0.1328186207426105 33:0.06434066030739505 34:0.2463651888636184 35:0.1162223780911546 36:0.08983421170561653 37:-0.3876261349273317 38:-0.00383350480566947 39:0.1545505991517234 40:0.4473601812861852 41:0.1805603889710847 42:0.4981421052657216 43:-0.6090582729958782 44:-0.1516304979464351 45:0.09240298879415015 46:0.2516860842346633 47:-0.3205851327436129 48:-0.06292384719988672 49:-0.2659347276276757 50:-0.2057188506782566 51:0.1555437615912164 52:-0.2510788281381602 53:0.1029478546481293 54:-0.1224638636320247 55:-0.1528965376067225 56:0.2632563829495761 57:0.304755436919514 58:-0.1167745187178585 59:0.2317342518004625 60:0.3262993746582482 61:-1 62:0.103868723255109 63:-0.1294891490804713 64:0.3976998091247972 65:0.1403134023210995 66:0.2306623060740157 67:0.01005813815396843 68:0.05981558117305327 69:0.1208417596452796 70:-0.2685958838372933 71:0.1160321149953643 72:-0.1491799949613614 73:0.9280999642201396 74:0.5331683859961345 75:0.2472567742226759 76:-0.1746833589000113 77:-0.2985778506873754 78:0.532963571508175 79:0.5887361074754675 80:-0.8678665149935685 81:-0.5858085426504613 82:0.3484400150362771 83:-0.1167113592319099 84:-0.07764279896661733 85:-0.5522459837882268 86:-0.003803277256038184 87:-0.07240483712707643 88:0.4162928353509719 89:-0.312289964207153 90:0.008930935525246493 91:-0.05773198067639748 92:0.05047785990561012 93:-0.03502836356590324 94:0.03445015343396773 95:0.2017663270407881 96:-0.06210873385484461 97:0.02243165824031362 98:0.3782999692323359 99:-0.2590387286192157 100:-0.04919296315234524 101:-0.2633740618519626 102:0.02589161141432015 103:0.9776288138545499 104:-0.07536646321119617 105:-0.2945118925591292 106:0.3485212036855203 107:0.1241837625245057 108:0.583771053747232 109:0.3699209042609945 110:-0.6803240382908355 111:-0.1181037654437343 112:-0.009536763243565442 113:-0.05011379215019556 114:0.01601330298746925 115:-0.7039840602248435 116:0.5133576533700916 117:0.31808259867304 118:-0.1905913007271884 119:-0.5868547684684124 120:-0.4549316867605346 121:-0.5105865091018698 122:0.3995788854339294 123:-0.4567930686996615 124:-0.8259368194487224 125:-0.1086073535052572 126:0.31228795404811 127:0.2246627245813629 128:0.192601549716741 129:0.3843048911820149 130:0.01267417366539053 131:-0.01529913843196845 132:0.2096878692994634 133:-0.423285493319148 134:0.5369487050450015 135:-0.3311332906992407 136:-0.08790998252860266 137:0.4777062786163782 138:0.2855419570142764 139:-0.2239390185795373 140:-0.3863436926863185 141:0.3955351381906992 142:0.03324218928391576 143:0.3504817312937503 144:-0.1552378422732061 145:-0.02219514022518502 146:-0.2312319665790123 147:0.004630466076150856 148:-0.8761583187309171 149:0.1682677848985018 150:0.4300648181146383 151:-0.02054664772667528 152:0.3270887732353273 153:0.1416538354256806 154:-0.1042208747321064 155:0.4643711454164586 156:-0.1034736189034401 157:-0.4422527351801913 158:0.05219760788061068 159:0.2424769910372762 160:0.03175476629125276 161:-0.1846789371859255 162:0.9140312540296157 163:-0.3777149686203228 164:0.345227961274986 165:-0.2745777196326342 166:0.09244783080154631 167:-0.05155631789981159 168:-0.02848774217068639 169:-0.2760571793943764 170:0.1827110912578961 171:-0.03889122573069555 172:0.1173950286401219 173:0.2846593702270744 174:-0.009877245249111384 175:0.3044593812354745 176:-0.129490562031214 177:-0.2356835066533382 178:0.1115550590209526 179:-0.02912799313472771 180:0.2212298215553402 181:0.02528700758626659 182:-0.8742758569037293 183:0.06150173701597699 184:0.2873712116528394 185:0.2247570884747205 186:0.1763145888447884 187:0.231973166690448 188:-0.2712905245017149 189:-0.01118042692311683 190:0.1424611401666936 191:0.3598566047819551 192:0.1317903384367907 193:-0.1361221871829405 194:0.05878675216463451 195:0.3435840432012448 196:0.1982249881070309 197:0.3301665006508707 198:0.8265415566306333 199:-0.1408260471305252 200:-0.4755951415572099
+-1 1:-0.2597559901850403 2:-0.2640214487234472 3:0.2255462797516727 4:0.3855402417928921 5:0.2953425934866978 6:-0.2321249201042208 7:0.2960388018446596 8:0.28330486289929 9:0.5922275034068192 10:-0.6786411206641898 11:-0.4389997566082708 12:0.0780474258238254 13:-0.6750612558101944 14:0.06960725843004523 15:-0.2909363136299534 16:0.3911096654871364 17:0.5428544452178877 18:0.02330256160518491 19:-0.2465763229511391 20:0.04108482360565583 21:-0.07752663650325156 22:0.1677423127961349 23:0.02544043565586723 24:0.2590801778035456 25:-0.3018760845713365 26:-0.4163494523159743 27:0.2196813566812937 28:0.03743205047505935 29:0.4268178517358638 30:-0.1020152240096526 31:-0.3481166476623751 32:0.3085320014567462 33:-0.4192968994656774 34:0.3856580457596185 35:0.2934801863903326 36:0.03926784019186044 37:-0.3339406444889925 38:-0.1011993242455084 39:0.1674913840360678 40:0.1686162451646123 41:0.0676443121245625 42:0.02206223385115075 43:-0.09200579777700946 44:-0.7045424592582876 45:-0.6384376583275378 46:0.7575602259142674 47:-0.0138574497544816 48:0.3154324548005947 49:-0.1454489080455703 50:0.0823369678902475 51:-0.3005754979967861 52:0.1714843938962326 53:0.006888256638758972 54:-0.09947931089289275 55:-0.3377034406258732 56:0.2253358994697933 57:0.3166930644058684 58:-0.1672165229784876 59:0.1732441478982349 60:-0.196169530082297 61:0.4087622079012566 62:-0.4465847290961308 63:-0.2337890034047252 64:-0.7005524191983645 65:0.5272892285692654 66:-0.06338276828157891 67:0.383250351319969 68:-0.07270646524045712 69:0.1466521886333922 70:0.1790773953479272 71:0.04019717772128187 72:0.5862370219539365 73:0.7431156331773903 74:-0.1752538807811638 75:0.2373908981259274 76:-0.02849378604114195 77:0.06817613978641909 78:-0.3327080722295525 79:-0.1509241579250762 80:0.1982226348378946 81:0.3460675786709675 82:-0.5029129087404913 83:0.6631861737483781 84:0.2085369624897526 85:-0.3359478525216701 86:-0.3188872151040288 87:-0.1873853523572327 88:-0.1030135150863304 89:-0.09891342678978897 90:-0.4373692617745545 91:0.4831140995559605 92:-0.3053602479750199 93:0.1018692250775602 94:0.5442536125353424 95:-0.4548403491466112 96:-0.3890964373314082 97:0.1100782887272234 98:-0.4744894426112212 99:-0.2962923123367798 100:-0.459723932721644 101:-0.2718401851866409 102:0.365696763519368 103:0.02292527391329563 104:-0.615689242419833 105:-0.1517553112585728 106:-0.2697264628237704 107:0.2741694960014165 108:0.567579393873791 109:0.5165359148288831 110:-0.2921654877229592 111:0.0467667398050901 112:0.2257975871524281 113:-0.240887797589321 114:-0.1628195512691035 115:-0.1439317944142453 116:0.1341463304456067 117:0.186887157622218 118:-0.1206533564693532 119:-0.2939875918588759 120:0.324085718334543 121:0.5194598237342571 122:0.3825393172978857 123:0.08515885776620932 124:-0.2010546440402167 125:0.243705843326573 126:0.1668203500694431 127:-0.3208490349692825 128:0.6699150143306748 129:-0.5144006022405661 130:-0.6332407156426182 131:0.2483684357516408 132:-0.4528161926516455 133:0.1182369400035569 134:0.275751747161626 135:-0.6953937318678478 136:0.3572030372930042 137:-0.3340290221740295 138:-0.1183902097175188 139:-0.4568029457213288 140:0.1349265224381485 141:0.04293079128887084 142:-0.2197293865913402 143:-0.3256700392122077 144:0.296163130233889 145:-0.6162450968802188 146:-0.5989104099316049 147:-0.2012620080954402 148:0.07346986711364337 149:0.3907747649795202 150:0.1380304671145896 151:0.1092459453683454 152:0.01587853654431357 153:0.2315208771545839 154:0.2186879124290717 155:0.148645190741106 156:0.1771678421647007 157:0.5671662255019934 158:0.2896277512952136 159:0.47296296385213 160:0.06952706541281145 161:-0.3000544229919593 162:-0.3487409220973635 163:-0.06892173624895298 164:-0.02336991213888495 165:0.4100378099105405 166:0.07921225314610725 167:0.04946400291782703 168:0.2523587010698416 169:-0.4763329471393822 170:-0.0646272337141873 171:0.3021035493246181 172:-0.05709179265992725 173:0.03072386678331668 174:-0.3482704893563006 175:0.3797406956071681 176:0.3078718206818532 177:-0.2341245725592459 178:-0.4660170544182766 179:-0.006167804428542782 180:-0.1294230689733292 181:-0.4489746165817088 182:0.2853206074394515 183:0.2398035664694844 184:0.02866593842536094 185:-0.56770281134821 186:-0.09643241656199228 187:-0.4186393579776451 188:0.6913959652708789 189:0.07838066758744308 190:0.0979080518083934 191:0.6185425732687457 192:0.4284086604780561 193:-0.1668792707993959 194:-0.2889666941131659 195:0.1733013438414133 196:0.4290928974419931 197:-0.1049313059131517 198:0.169698087946934 199:0.3701495636275489 200:-0.1922803034251797
+1 1:0.4749086300747093 2:-0.8754821572087064 3:0.03413923869442986 4:-0.03687811533004091 5:-0.6640270934308981 6:-0.4003447480445763 7:0.2697845008957142 8:-0.6043710709291613 9:0.2289557229506814 10:0.192846180383844 11:0.3322080650759742 12:0.4572062757137837 13:0.1066898559075834 14:0.2080986741171378 15:-0.3617760097080467 16:0.6973899466919925 17:-0.44844438242916 18:0.08407573658569137 19:0.6044303214073702 20:0.1615623380224952 21:0.9362060115724334 22:0.1684961301169925 23:-0.06193327285541936 24:-0.3549311453408806 25:-0.5151089321754182 26:-0.05169662170463496 27:-0.4101895320149319 28:-0.3148078978002312 29:0.3575652265805226 30:-0.02799694479429773 31:-0.1563731267080538 32:0.04528775620660462 33:-0.0352143559114749 34:-0.2230361928470681 35:0.00208674678169829 36:0.2007629088719035 37:-0.2172103833586687 38:-0.4422759236561385 39:0.6605320002905701 40:0.1960306824119945 41:-0.1219837032212882 42:0.1592608970049798 43:0.2253875925028927 44:0.3238013006321835 45:0.7313024090763426 46:0.04892244896505524 47:-0.5849561190101338 48:-0.3834212241047953 49:0.01862212363832038 50:-0.1475551834228425 51:-0.07456941353742463 52:-0.122110076224754 53:-0.1558031356870412 54:0.3684027614224499 55:0.6185387612726833 56:0.3316974261005597 57:-0.01516498606517665 58:-0.08393886961844493 59:0.5082412093173549 60:0.0479207354427591 61:0.1865845243585234 62:-0.03700602900255142 63:-0.7740035936535057 64:0.1576285715425433 65:0.1741951072509811 66:-0.1417792155491638 67:-0.1472655578938248 68:-0.1376197732221314 69:-0.1044022375463957 70:0.0960784512710213 71:-0.01798775807192698 72:-0.4162150946587418 73:0.05626566660515007 74:-0.07649907821702615 75:-0.05496374260292863 76:0.3402705701422917 77:-0.4887026601806244 78:-0.1886111955429964 79:-0.2445924548305971 80:-0.1182552007432548 81:0.3794670074771014 82:0.4249810790846463 83:0.5071768960494185 84:-0.2306972227757458 85:0.00222639646579284 86:0.1379527813580442 87:0.4747963613090542 88:0.4856951599891952 89:0.175085484612274 90:-0.659999957464253 91:0.1092651368352044 92:-0.04429157500792731 93:-0.04474298778407922 94:0.2511555860256808 95:-0.5852655010736991 96:-0.08793863953059605 97:0.06520296454121388 98:0.322623791267987 99:-0.2957616636451698 100:0.06540799769991265 101:0.3293549108856782 102:-0.0718991537642083 103:0.05075967872209422 104:-0.2552306757323969 105:-0.1692339172933541 106:-0.3250191042494827 107:-0.7776599479238545 108:0.6087698524562146 109:0.02637478707221667 110:0.1147508393649355 111:0.1327154915189233 112:-0.3093475798470591 113:0.3978484117872743 114:-0.01245621403275374 115:0.5192153148359036 116:-0.3425095748718423 117:0.2866265543467685 118:-0.2323868023508464 119:-0.4769373274703803 120:-0.4926771040965444 121:-0.5119165161402972 122:0.301104264562072 123:-0.1123998399940272 124:-0.01102204360312393 125:-0.4014493010807608 126:0.2781406166521187 127:-0.1311099216586679 128:-0.06209951730088961 129:0.06886179330848584 130:0.02129597408603709 131:0.4197122488961945 132:-0.3715183339042615 133:0.1426922116371563 134:0.3032104489850131 135:-0.4380075208799446 136:0.1606153070433734 137:0.3106194138101628 138:0.05876630074776737 139:0.1016204671292786 140:0.06311702111651006 141:0.1640614647740131 142:-0.1060007918256441 143:-0.3461622425781631 144:-0.1207962128960533 145:-0.2286951003473981 146:-0.3541249835992707 147:0.1492104585778101 148:0.2422618370765725 149:-0.1037040203689825 150:0.1118520626840912 151:0.2914560054559014 152:0.1029363968048795 153:-0.157219565521959 154:0.01127004394851047 155:-0.2420371998844352 156:-0.4873718400404795 157:-0.296601348524848 158:0.3945375162787804 159:0.02833286353323761 160:-0.4535227799234711 161:-0.2657560925448889 162:-0.0005735077923360726 163:0.06000599361465647 164:-0.4929732000979482 165:0.2413799283762644 166:-0.0713869527516732 167:0.7563517216644414 168:0.700206031511331 169:-0.163862253327763 170:-0.1198689968295196 171:-0.0259757508862759 172:-0.2311232940315194 173:-0.2100200153621274 174:0.02200514536992708 175:-0.1384901065391697 176:0.5535104797935984 177:-0.2813950980243272 178:-0.3708492590487081 179:-0.1739164353980243 180:0.5094343663060652 181:-0.1140554774106823 182:-0.01196925024836293 183:-0.2859125312281809 184:0.2580256672025451 185:-0.1262312276404134 186:-0.04022888265192197 187:-0.2356569071087793 188:-0.2210719149524611 189:0.005324322861906011 190:-0.3184149742352093 191:0.06829333716307055 192:0.03521675977356942 193:-0.3817397458646384 194:0.6682982058305503 195:0.149061738206172 196:0.2640228344260128 197:-0.04157955384310326 198:0.1386768265066597 199:-0.7225801655380386 200:-0.07453611590827303
+1 1:-0.1622775651528258 2:-0.002107326350940634 3:-0.1157544905784739 4:-0.3509948125766689 5:-0.3951917920807891 6:-0.06974012260442232 7:-0.2347367915734245 8:0.3775086895728234 9:0.08919255899374562 10:-0.3706514926718583 11:0.1659477645475171 12:0.3251523372966783 13:-0.1773421579798425 14:-0.4830533523869411 15:-0.05433255768512377 16:-0.003293233326439216 17:0.1103393664599283 18:-0.5415260469965095 19:0.4499693150618969 20:0.03376066502993488 21:0.4384892951813874 22:-0.1113018574012444 23:-0.6512093509378735 24:-0.3146693237118036 25:-0.1983368965827045 26:-0.3152945648299567 27:0.5089789185079411 28:0.04829457074623589 29:-1 30:0.1308044871772597 31:-0.193307957047156 32:0.7081421445215828 33:-0.4109200774554088 34:-0.2068260840901356 35:0.2799153667115839 36:0.0329088462026418 37:0.7637131634204627 38:-0.5701750675357367 39:0.09042697542811923 40:0.2934081025631253 41:0.3070043772033523 42:0.1409980436377551 43:-0.2279294254775456 44:0.5617058204089915 45:0.7910068485117401 46:0.2447650970751648 47:-0.2609201245899117 48:-0.2285211146075202 49:-0.5165642631005628 50:-0.2773187563886741 51:-0.2240267661985837 52:-0.3930793888041955 53:-0.06953614108391104 54:0.6206632433283297 55:0.2864496768035276 56:-0.1572560819099261 57:0.3628421483220709 58:0.0539590263892795 59:0.4128217536643599 60:-0.360922185293892 61:-0.2185697051572018 62:-0.402506208624082 63:-0.4520106670140214 64:-0.04114766316541126 65:-0.09772782572912331 66:-0.1457162659422179 67:0.3153796043067008 68:0.271292768481913 69:0.06413311764851994 70:0.01785376407571994 71:0.165317668590822 72:-0.4507276920135378 73:0.7789582679970896 74:0.114962539512977 75:0.4263821863044658 76:-0.1903947471014432 77:-0.2423575729555334 78:0.135051604714577 79:-0.02147125974456559 80:0.5378942397497863 81:0.1307188891622731 82:0.5806523988919474 83:0.3608634250956307 84:0.3880457282131634 85:-0.1485678881023013 86:-0.06160621798558176 87:0.5777425685484952 88:-0.229232885286603 89:-0.2734840233720365 90:0.6271831665018607 91:-0.03852361092266593 92:-0.1209861150611553 93:-0.2404253544614835 94:-0.1937377934566372 95:-0.02137929651396035 96:-0.07147584244447343 97:-0.1317399967148895 98:-0.1124241550409659 99:0.5958440937153687 100:0.3040398006349924 101:-0.1023631641626334 102:-0.4588772969763218 103:-0.2110018863402514 104:0.1459983247320646 105:0.1276908021929672 106:-0.3134969731003658 107:-0.2927810477385033 108:-0.3209985578850706 109:-0.02853510330019852 110:0.0763367407129987 111:0.03464846825626075 112:-0.2470339594885733 113:0.3902589220904153 114:0.1463423729816907 115:0.6319983503899949 116:0.2794845036946468 117:0.3308185595902733 118:-0.2447646702734705 119:-0.1252677620665152 120:0.02991921393704641 121:-0.4055860733898202 122:-0.3579830597265515 123:-0.570506725393814 124:-0.2591922617263019 125:0.9157974629025395 126:-0.3813360729698629 127:-0.5117075051356272 128:0.5733606483555302 129:0.09071788876317782 130:-0.1459668555170591 131:0.117705129128508 132:0.1129601520008756 133:-0.4441472949947775 134:0.007761384262159124 135:0.3813116250403874 136:-0.5162590197888146 137:0.0001446679020274677 138:-0.06184807073890435 139:-0.3122256007368038 140:-0.4374832379642754 141:0.4861163101751743 142:-0.2334026653209077 143:-0.08188123292372296 144:0.06801288366067988 145:0.3513071950341794 146:0.5227171110352105 147:0.07504855653881634 148:0.06225227228033468 149:0.2068146378172248 150:0.340791987345004 151:-0.1238986662685779 152:0.3753779814602716 153:0.04339262230660454 154:-0.05628080990605731 155:-0.6069422939949355 156:-0.1009477336369804 157:-0.08093630881918318 158:0.02661586032379657 159:-0.01273050568567421 160:-0.1617667845376394 161:-0.04795245474020968 162:0.3356835413844554 163:-0.02487028788469575 164:-0.171378905212108 165:-0.1896404116805998 166:0.03098715033437564 167:-0.3529440064250134 168:0.1951012356081058 169:0.2731896067091871 170:-0.2164151603511066 171:0.2125228105922315 172:-0.1931691723310048 173:0.1726742701549221 174:0.1149190704258408 175:0.34010607671748 176:0.008740875074406684 177:-0.1968809203352103 178:-0.01538712476883923 179:-0.2388945301166215 180:0.2445655770871588 181:-0.1241321192024397 182:-0.07328780997733483 183:0.02171101646077519 184:-0.2747459956043289 185:0.266785987620504 186:-0.2198885451297321 187:0.3697851008805565 188:-0.1312729985225353 189:-0.2377169416245207 190:-0.006781687179264022 191:0.2456967816265213 192:0.238899132714538 193:0.4920427039363246 194:-0.2150440404201078 195:0.4991663411604784 196:-0.2459546186004118 197:0.2347017345378554 198:-0.195859407656767 199:0.100208521191379 200:-0.493625832031264
+-1 1:-0.2934835311142049 2:0.193639640737213 3:-0.2512551465688955 4:-0.03507240571325074 5:0.05610243229764707 6:-0.4173505029160638 7:-0.2493526907737764 8:0.02592017577568929 9:-0.1909261564382461 10:0.1178891243100046 11:0.3633276949991755 12:0.2066138471419957 13:0.1240791432839558 14:-0.4129927373612762 15:0.04110652195393666 16:0.18003025167966 17:-0.2305042642390307 18:0.5794640268423269 19:-0.115591862548015 20:0.6838469830519527 21:-0.07709181779069665 22:-0.09326006780319332 23:-0.1583660256539473 24:-0.09366424956404046 25:-0.2116800717680589 26:0.3882418947263543 27:-0.2853885960017074 28:-0.007060603114778276 29:-0.2126017128587713 30:0.186443891560098 31:-0.2031970861100825 32:-0.4204318172916107 33:-0.2613675623621297 34:-0.3480640955135524 35:0.5193377727528566 36:0.2149697068014879 37:-0.3214239360658536 38:0.01366910682795467 39:0.2977715365862191 40:-0.1379346098638811 41:0.1737499023320049 42:-0.09743812799009439 43:-0.3449443246223323 44:0.1042974803895958 45:0.458680670686657 46:0.5490277133296193 47:-0.5851425708777881 48:0.007833959932997367 49:-0.1810614154961929 50:-0.1039151329718618 51:-0.3824678688612419 52:-0.2414147945202202 53:-0.06795844824346961 54:-0.4094252262696249 55:-0.1987994086407253 56:0.1399290250658878 57:0.2260837149056929 58:-0.07254473017416208 59:0.4535527167917568 60:0.2270428853824863 61:-0.2502846415278656 62:-0.3133037745621525 63:0.4243978988869553 64:-0.1266817528101695 65:0.2621604367929607 66:-0.2094844418635315 67:0.2545543807885804 68:0.1380057627976027 69:0.06600064104773211 70:-0.02521148515946136 71:-0.08461923111783659 72:0.3426446439164597 73:-0.2160153782615549 74:0.02709228434255311 75:-0.04735592653409815 76:0.08864767654892912 77:0.696440981186381 78:-0.3161308108467976 79:-0.1252427526933621 80:0.2694869514659471 81:0.2695471789819115 82:0.8021827052841924 83:-0.02177477498988331 84:0.186974951573029 85:0.03935935987416622 86:0.01198249570478862 87:0.104538079042385 88:0.2502548090487353 89:-0.1633421449272952 90:-0.07357974856747322 91:0.1036096210804011 92:-0.1596339899150882 93:-0.1370564593013039 94:0.1164597536090847 95:0.2305340326436119 96:-0.2862824700942383 97:0.3709652774390286 98:0.08764727162586745 99:0.3279609575204666 100:0.2255742886428029 101:0.1988599735777619 102:-0.1279621936028931 103:0.07951180466307199 104:-0.7780226771055254 105:0.723239211704965 106:0.1410703403658128 107:-0.5162843438762724 108:0.02758419868723257 109:0.0292501448359767 110:0.2835223674291788 111:0.2906289082270866 112:-0.2074802750658123 113:0.4509034071154261 114:-0.1814642418615136 115:-0.2520086390784117 116:0.2513577307318612 117:0.1959056730102987 118:-0.285614494396453 119:0.3364813447235813 120:0.7260089037948743 121:-0.2463538706788129 122:0.1496130231175737 123:0.3098124357811692 124:-0.3757582479138726 125:0.07370477148708593 126:0.05515019952467348 127:-0.1412810505068632 128:0.1020857545093629 129:0.2970686164144296 130:-0.08738421142602751 131:-0.4802493307191227 132:0.3616211415056941 133:0.3816546367451867 134:-0.08748906853036856 135:0.3039079317158682 136:-0.2034409793429666 137:-0.7543962467948143 138:0.1313088597799897 139:-0.062544917004608 140:-0.3348434761255856 141:0.5784352994202975 142:0.457305450214508 143:0.2131439976973722 144:0.0927850885481247 145:-0.05964279458712611 146:0.3445402687475129 147:0.529698462894308 148:0.08440224978938293 149:-0.305839238266838 150:0.2584500860677043 151:0.2022967175666477 152:-0.02883893506643878 153:-0.2869432331485135 154:-0.1862406491885179 155:0.3051518577255733 156:-0.4744747460102188 157:-0.4599824986120541 158:0.1755678410615645 159:-0.1423889745703977 160:0.3251337365604747 161:-0.343074543951207 162:0.248736734105881 163:-0.2142647021988804 164:-0.3019580826338351 165:0.02234799994023164 166:-0.140783004190105 167:-0.5271750931050863 168:0.38136244813675 169:0.2816616697986801 170:0.1810003609377286 171:0.5699107455236341 172:-0.04498073587930292 173:0.3517873815075974 174:-0.3998252090577355 175:0.5327918767039329 176:0.8441924353832723 177:0.3446034614369811 178:0.08761052111325299 179:0.6833517380445354 180:-0.07083590730443892 181:-0.5597626767229567 182:0.2751220196659451 183:-0.7510428072811437 184:-0.127563657818363 185:-0.0660784093165957 186:0.2069557189995887 187:0.2737793775925005 188:-0.1103864244793474 189:-0.1955826881774791 190:0.223555710367162 191:0.3768394408608172 192:0.4358762571082213 193:0.004161947308897421 194:-0.2077611190099991 195:0.4761530913460377 196:0.2499550555489511 197:0.6854631564850502 198:0.05165972783858598 199:-0.2171043606609041 200:-0.3257279650744974
+-1 1:0.3229770176131835 2:0.6633961574110876 3:-0.08587416611674599 4:0.05156603582858824 5:0.5653291680584154 6:0.2532761898990373 7:-0.7424516584675362 8:0.4231767199494034 9:-0.1879198377994281 10:0.1605703327670663 11:-0.03912639521412262 12:0.2435658974036514 13:-0.1288696071260592 14:-0.2560000335314304 15:0.572098233242026 16:-0.277407132880686 17:-0.2371520418042336 18:0.1658439446929784 19:-0.1687075778830245 20:0.68624802578975 21:0.389515760928823 22:-0.5246882807146166 23:0.3346053156868834 24:-0.3941127114261603 25:1 26:0.3371580500190966 27:-0.178829882465983 28:0.08811145671732476 29:-0.4118842380155304 30:0.06068660566544591 31:-0.3702289606354011 32:0.1697233969644674 33:-0.2114382613693233 34:0.3544013509090612 35:-0.07914686964653458 36:0.01749382083463986 37:0.2107935762083931 38:-0.6291160343571579 39:0.3128340761748679 40:0.5605001018048803 41:0.2806235383750986 42:0.2590987496761109 43:0.1337325185437945 44:0.004616412817500179 45:-0.5145893273561599 46:0.02156051886745892 47:-0.3456800579508056 48:0.07639089267994308 49:0.3368205880933584 50:0.05497377688175197 51:-0.05529495046403998 52:-0.419701464797221 53:0.7803682943811509 54:0.2353518922271539 55:-0.2858298336170257 56:-0.00169286481800646 57:0.4874979545506654 58:-0.08832711003923732 59:-0.06495970022667491 60:-0.1388978818822837 61:-0.2750640925692263 62:-0.3616548482957959 63:0.1856789633259552 64:0.04017638783450139 65:0.386589658525276 66:0.07767495318884046 67:-0.1968048002122016 68:0.1638872826832784 69:0.4292357523715851 70:-0.01074466402070168 71:0.001691617931452352 72:-0.1644096138843286 73:-0.076047653580538 74:0.3445425893107324 75:0.0243804063634282 76:-0.4460263615015683 77:-0.1384013316765452 78:-0.1387654097159273 79:-0.0286611833804425 80:-0.1090061412073207 81:0.06715749689166389 82:-0.1738699192481758 83:-0.003633829489469914 84:0.3688493599163769 85:0.008483752827284391 86:0.202118195200603 87:0.08627584893064918 88:0.3875949261429022 89:-0.573140273325647 90:-0.0171738899430959 91:0.2662848714048513 92:0.132144350314728 93:-0.318496591118316 94:0.1060239134863933 95:0.1528932980797191 96:-0.2481040934905219 97:0.07530725214773329 98:0.700198662952906 99:0.5429006821068751 100:0.08973941367099735 101:0.0003594134984170397 102:-0.1200236860089381 103:-0.07389559010591362 104:0.1227617923674195 105:0.3778128732607114 106:0.1099146110587376 107:0.3722227138806296 108:0.4014586641619621 109:0.1504579879798158 110:-0.2406096828236959 111:0.2335227238149866 112:0.5134915878903556 113:-0.2953989414942122 114:0.08891246634174396 115:0.06049343805202392 116:0.2389946253153115 117:0.01612777495905926 118:-0.1462406775186564 119:-0.4671816243643932 120:0.08635495873872547 121:-0.1249586718559332 122:0.08743701645749519 123:-0.5020955452927898 124:0.5422016955907587 125:0.3475400142404725 126:0.3141720313942357 127:-0.09002175322428521 128:0.117126735338314 129:0.5281316102786809 130:0.1552880772575395 131:-0.03659487027332031 132:0.04628760829650069 133:-0.2455849625188031 134:-0.06892023873699654 135:-0.2116166748187086 136:0.02368429523759613 137:-0.256480658263189 138:0.1005046941158399 139:0.01475877882746966 140:0.09408396435615293 141:-0.04127192665964642 142:0.0779658628666338 143:0.006984013116075952 144:0.1864878963768979 145:-0.05818707277185638 146:-0.3593276862401324 147:-0.4402997907809232 148:0.170137222495915 149:-0.3431988321785046 150:0.3237011529853468 151:0.04452736179366258 152:0.6381775523377919 153:0.09167058703611294 154:-0.5093844381650047 155:-0.6396435539141008 156:0.04980476815518109 157:0.08710954075867497 158:-0.02946379009961518 159:0.2399816639175955 160:-0.01265012071004264 161:-0.3863880407215636 162:0.4333477321100403 163:-0.1512779824012512 164:-0.06184605599330845 165:-0.3737909602793646 166:0.3283887438955811 167:-0.4330087290455469 168:-0.08533165301030932 169:0.2027137835528703 170:-0.1022969866761713 171:0.135429068085084 172:-0.3474984236020828 173:0.5803222250544818 174:0.03058732656940763 175:0.9068389401483347 176:0.2053287108000062 177:-0.220399567309717 178:-0.05047237925086463 179:-0.2939393262515457 180:-0.3650576577776194 181:-0.4478749955553357 182:-0.2273497036849253 183:-0.3100649945552729 184:-0.703168617432639 185:-0.1998714847374044 186:0.2387035333381428 187:0.0566860593691268 188:0.1406704416645937 189:0.02500945570994623 190:0.3616793684711296 191:0.1957655531612676 192:-0.188654511703374 193:0.6379569292469084 194:0.4877757906478341 195:0.3067016927066257 196:0.3599080517899366 197:0.5505193514634404 198:0.2519418269222279 199:0.09431406025005164 200:-0.3667067367373519
+1 1:0.1952429422401689 2:-0.4147269832200883 3:0.06739810991105491 4:-0.3401197831454282 5:-0.1516047414546132 6:-0.2051261631150717 7:-0.3553458841279412 8:-0.1528562376043022 9:-0.5340164299901851 10:0.3181925424990859 11:-0.01871876651096262 12:0.2349883059013492 13:-0.2387568578688786 14:0.2105063754778737 15:-0.06781131831800272 16:0.1244508031706387 17:-0.4932786784422974 18:-0.05021356247074187 19:0.1134412012017971 20:-0.1375000003702394 21:0.296377073245317 22:-0.1312361570265738 23:-0.2447030319695251 24:-0.5584951203870478 25:-0.07469441970037588 26:-0.02340182504824646 27:-0.7327317003817119 28:0.3562284160369967 29:0.4267190114445727 30:-0.001967507483881005 31:0.2565459230111475 32:0.02734311744183457 33:0.3741798049069975 34:0.6178083896243459 35:0.2150026481371204 36:-0.2813465105771515 37:0.1758010738038004 38:-0.2295594533525469 39:-0.2481048807458169 40:0.1836212791949691 41:0.2190646456221199 42:0.3908663184882256 43:0.03990805991114262 44:0.1626276957208086 45:-0.1606372464706046 46:0.3072786277832802 47:0.5607892042494957 48:-0.23436320772628 49:0.007233589201068105 50:0.2203090543296723 51:-0.004841674814528692 52:-0.187352483694748 53:0.6284284116387377 54:0.2618026666063192 55:0.03534644321667008 56:0.0276998299497634 57:0.3395614806277427 58:0.05492442760973602 59:0.3375413558478019 60:-0.6885544659975243 61:0.2952543490401672 62:0.04774451243657264 63:0.6038174544551043 64:-8.41832910870588e-05 65:-0.1630548065396123 66:-0.3782782367642364 67:0.3416993958666658 68:-0.08330116432216825 69:0.2540161508396681 70:0.01358578879025216 71:-0.399224228517053 72:-0.131069509860764 73:-0.4290826631431626 74:0.2512048358908937 75:0.4444870904535201 76:-0.1887867163312877 77:-0.2779125914396066 78:0.4253850545089741 79:-0.1072595459204894 80:-0.5197038256323478 81:0.2214432664682944 82:-0.230954896241974 83:-0.3761234542870239 84:0.1787143232471388 85:-0.1143291487008038 86:0.02885098285023546 87:-0.4215015304072405 88:-0.2661298587626029 89:0.08925398644965285 90:-0.3501281267266101 91:-0.3997320485520633 92:-0.4420588723184291 93:-0.4003810897064192 94:-0.1945218959799372 95:0.3175649396380778 96:-0.2704150829128653 97:0.5397089710454619 98:-0.170390955257385 99:0.01896362550228441 100:0.1718312909489266 101:-0.2720112857275719 102:-0.1371726919244391 103:0.1372715874244715 104:-0.2172886286557065 105:0.294773420660689 106:0.7401770748276411 107:-0.3844581356740599 108:0.005163533446682904 109:-0.2021798125065716 110:0.04549837888287592 111:-0.112288621685571 112:0.03784550084681841 113:-0.1512248631748866 114:-0.03116509678014159 115:-0.4666161428794764 116:-0.1312011483751645 117:0.3407592852244515 118:-0.02698229318295714 119:-0.1078882817154154 120:-0.1928078215843554 121:0.181193028896545 122:-0.1124551408054815 123:0.3266911613622404 124:-0.5547540408708794 125:0.477637528463656 126:0.05181350874697818 127:0.2741776806255631 128:0.08178970279896883 129:-0.4779769035340516 130:-0.2507164360881088 131:0.3159245155091719 132:0.9062054222140689 133:-0.227384796525802 134:0.2921621388362798 135:0.2884806498459767 136:-0.2624958617508653 137:-0.1830234470435662 138:-0.1701798833746708 139:-0.3065495114403347 140:-0.02583020033605556 141:0.6923087997634538 142:0.5281564370577099 143:-0.4758293665532558 144:-0.4700837981390353 145:0.3697407653138661 146:-0.02319384411470353 147:0.2953700897851743 148:0.406231068516453 149:-0.3237486342973308 150:0.3586918231579578 151:0.4450717825324885 152:0.1251305491932626 153:-0.2803512017460837 154:-0.5339568865403439 155:0.237486030640395 156:-0.2560847509635511 157:0.1541575975574094 158:-0.1318959230144521 159:-0.3220908253894044 160:-0.1192083365226302 161:-0.05843254273137211 162:-0.03782618456418038 163:-0.2969584706248214 164:0.3791320133652998 165:-0.008469154149400729 166:0.1369262542284007 167:0.2228155462461845 168:0.3662525448005647 169:-0.045227039308464 170:0.5774754053423845 171:0.4543562200392271 172:-0.5066523308428583 173:0.1400156598031238 174:0.114546303980212 175:0.06789472502869856 176:0.218369641951181 177:-0.4466155966027451 178:0.1460415135768203 179:0.1178749156621227 180:-0.5446828425641084 181:-0.01889420177087853 182:-0.04448724185516534 183:-0.1026123566326949 184:0.1361274024185926 185:-0.5181291605621384 186:-0.03290790916819034 187:-0.2869834115195311 188:-0.4684845034258118 189:0.0154827550988848 190:0.6097640038188521 191:0.2522606755411421 192:0.4146741932290611 193:-0.3371135850759953 194:-0.2556242660860844 195:-0.1884052851012298 196:-0.1036916053678779 197:0.2994564545970379 198:0.1620679037004981 199:0.07787699871572784 200:-0.1689552990587689
+1 1:0.5686501181923093 2:-0.0820378381740586 3:-0.4390422505403412 4:0.6635700358289511 5:0.3194033345031471 6:0.6840572739881343 7:0.2020274155842299 8:0.4133122647123962 9:0.2641262465524785 10:-0.6054141783756708 11:-0.3172203578870588 12:0.1148398783676595 13:-0.341597636067555 14:0.2802017819319829 15:0.5782494566977883 16:0.4263466047889847 17:-0.92886074953469 18:0.1372405948090332 19:0.2409932063191329 20:0.908837889626898 21:0.3664850883576445 22:0.07479742613228066 23:-0.1456758422458251 24:0.01500204866155301 25:-0.1603642869605908 26:0.6842701540453633 27:0.124185324968977 28:-0.03240613200043982 29:-0.1330954071508001 30:-0.2585870200222535 31:0.09215228052089916 32:0.304644726395832 33:-0.3366580735213717 34:-0.5184026397446118 35:0.2025455362433103 36:0.7554802408153565 37:-0.5721664941685439 38:0.8207254546300196 39:-0.1018205461775288 40:0.2190732645603571 41:0.287235092421884 42:0.1899844256095024 43:0.1198458193845732 44:0.4404585208960514 45:-0.2256699161432636 46:0.6717910713202743 47:-0.02594625652085791 48:0.02579780894285371 49:0.01317572333357747 50:-0.5825036032327103 51:-0.08778182126954717 52:0.3464737840001708 53:0.4761840901226834 54:-0.2926224327879902 55:-0.3866548724642734 56:-0.2379133645829074 57:-0.02159836973129378 58:-0.816224113285423 59:0.2550074911513638 60:0.09977599517299726 61:0.05338723784864034 62:-0.1893493170816223 63:0.1341706170875517 64:-0.08501275111494716 65:0.1449512323505525 66:0.1320412649331914 67:0.4257363419362601 68:0.05641605671139689 69:0.2608934622667402 70:-0.02262917349797181 71:0.3653440834774349 72:-0.002241458043062208 73:0.1058513513669877 74:0.2087611277407015 75:0.4144902777408501 76:-0.3610450135070788 77:-0.1548503825794066 78:0.6479601970720413 79:-0.131819182750071 80:0.1585408556068475 81:0.5132699058109095 82:-0.05094714074064863 83:0.2703190443664151 84:-0.09361024700970386 85:-0.178131387203038 86:0.4236670403780751 87:0.04587852195856497 88:-0.06382443433853566 89:-0.03423151185940214 90:0.08335024395148086 91:0.5851671027071915 92:-0.1955500197471129 93:-0.3209911011949356 94:-0.04835849054470978 95:-0.2535827039292303 96:-0.006236944027605662 97:0.5003367593287995 98:0.278928143771409 99:-0.2551590175835141 100:-0.3367667602833433 101:0.1225394729782762 102:0.3057713764920507 103:-0.1389224851615122 104:0.2607475969781427 105:0.04880892854902361 106:-0.08734014905468448 107:-0.318590110506889 108:0.05640943303898138 109:0.3564721203236261 110:0.6161490312827584 111:0.08304012419241348 112:0.01227744046842309 113:0.4871296257341093 114:0.07746813353741935 115:0.1337954385822504 116:0.1605256240311593 117:0.1296919374252678 118:-0.5516543244525625 119:-0.5434055352880041 120:-0.4365602814075229 121:-0.2925280000115221 122:0.2476388126336249 123:-0.2044437015888588 124:0.5181800776282747 125:0.06591851217952602 126:0.5063578919527774 127:0.5292575320426907 128:-0.1365333551166218 129:0.1178323289023886 130:-0.5109293976050082 131:-0.1321272135076985 132:-0.6022652359686601 133:0.3823795679639899 134:-0.1733408360550936 135:-0.2574899743833966 136:-0.2493253980580862 137:-0.01231436146398483 138:0.3926313946257504 139:-0.2956825891937123 140:-0.2620714489233409 141:0.5808435506412998 142:0.01628668579593471 143:-0.2441724658105882 144:-0.4310103035193806 145:-0.3801897012247009 146:-0.3049181202987694 147:-0.1043300722280505 148:0.354117860780223 149:0.4670752251556147 150:-0.1385815132203831 151:-0.2465477345710314 152:-0.09989864999608655 153:0.3320349467165991 154:-0.3506450609501761 155:0.08805200468176946 156:0.00413988895339789 157:-0.04724064761534962 158:0.5358148697193658 159:-0.3886957921499635 160:0.1009935001608128 161:0.1547005463709528 162:0.2415619214240614 163:-0.1689442235619248 164:-0.04406774006946129 165:-0.2528594988836329 166:-0.5378753374223075 167:0.2344448885463307 168:0.2343494394820081 169:-0.9866492115847937 170:0.2964936414591339 171:-0.3780561117958758 172:-0.5399232334606789 173:0.4899422879638493 174:-0.2305178512275621 175:0.4816161852738419 176:0.1931513772922068 177:-0.2410063224739225 178:-0.3282978406840733 179:-0.5418691795364834 180:0.3893044646590754 181:-0.1007218398353749 182:0.8555660002984368 183:0.5911495920584412 184:0.1081540388681482 185:-0.3975888181754934 186:0.4080438691362986 187:-0.4319310603959411 188:0.222164661007144 189:0.0798862271642215 190:0.9609951804736945 191:-0.3526999383955721 192:-0.006165229124669769 193:-0.0248251861442462 194:0.3695526199560007 195:0.4105999114894694 196:0.725980623256524 197:-0.2406207602022427 198:-0.1491482938281226 199:0.1114003586012717 200:0.09206442232711176
+-1 1:-0.3941571024823698 2:0.82202092870295 3:0.001765278654384908 4:0.439436472747575 5:-0.3978031257929868 6:0.1920835439296638 7:-0.4258224250248936 8:-0.2391910895234239 9:-0.05889090734135752 10:-0.2319064164246778 11:-0.1488065362495076 12:-0.1984521396296352 13:-0.4983228401239086 14:-0.04396602305607689 15:0.04850057236577289 16:0.08471014467437511 17:0.5556727962869379 18:0.2784625635177899 19:0.0501004160154583 20:0.1113657482820775 21:0.2842941419249685 22:0.05202953643590788 23:0.2301114567730936 24:-0.09773526459583243 25:0.3451756059153599 26:0.5326815266010998 27:-0.4206306987481876 28:0.1393443822903768 29:0.2042904653076852 30:0.0322290040409875 31:0.2315624823163564 32:-0.2076562800704037 33:0.2695137492926873 34:0.200868535130888 35:-0.07815348553004381 36:0.2011877217610422 37:-0.216653704949873 38:-0.2999213613507713 39:-0.2707935183615156 40:-0.1199192223261179 41:-0.1949582094676329 42:0.2636747449199412 43:0.4860361955267976 44:0.4250123439161809 45:0.02749353796203888 46:-0.2995115699893649 47:-0.09711241242632671 48:0.04107205172356473 49:0.4347916804696321 50:0.2735343241898572 51:-0.6251177245981885 52:0.3146387270171102 53:0.3444599486909097 54:-0.1199135780359094 55:0.5456498495019376 56:-0.03819910760104923 57:0.2525636479155189 58:-0.009350500698355449 59:-0.2748837595954704 60:-0.4192193243278999 61:-0.2282542639816403 62:0.1431370333222239 63:0.5472477987845991 64:-0.04895078769093412 65:0.4821684966535302 66:0.0785867579292451 67:-0.4260726527141347 68:0.2417854660274254 69:0.2899807059575077 70:-0.0009990279196232105 71:0.07084666729653633 72:0.051067297967144 73:-0.4381671775822187 74:0.05576139213980251 75:0.1950495421665551 76:0.4619877635983962 77:0.1157031778683533 78:0.1147448849654686 79:0.3051509471059778 80:0.2963078636351055 81:0.3895658321494996 82:0.3811231867431499 83:0.2122052898826938 84:0.1951176908584128 85:-0.2690215368774339 86:0.3684200831060438 87:-0.1744393546603193 88:0.1794611172941458 89:-0.1957667830197389 90:-0.2726255249491536 91:0.5375279015940948 92:0.3788832864945498 93:-0.3229054757550937 94:-0.1013201392127986 95:0.1209375470822612 96:-0.2785233848519655 97:0.256982825037318 98:-0.001799328272784506 99:0.7081974634273676 100:0.4238206635816336 101:0.1972589780322783 102:0.1536085076676771 103:-0.1219186913832799 104:-0.119220020745034 105:-0.4141690439011714 106:-0.237445072148188 107:0.4345424230896536 108:0.2285121094675338 109:-0.383674353829318 110:-0.01495714115545195 111:-0.2443366016238773 112:-0.02141370833291009 113:0.2861120048829113 114:0.1106525422887988 115:0.6774568817894737 116:0.6921857039602248 117:0.6277376400132316 118:-0.2832801411099434 119:-0.1095152399633147 120:-0.3355584717608813 121:-0.01909033102888426 122:-0.09456568158282841 123:0.6734627482159168 124:-0.358827590557328 125:0.3128305666683208 126:0.2933160825798045 127:0.06664715709831834 128:0.3405520713184431 129:-0.07535346816707704 130:-0.428641722878003 131:-0.292869251806588 132:0.07385117198969823 133:-0.07535127096424181 134:0.1916137727410293 135:0.5405645211081025 136:-0.4420460721634439 137:-0.06531092155270193 138:0.1452547803502096 139:0.4802096724054457 140:-0.1018938870388123 141:0.4661870069858542 142:0.0202987361073058 143:-0.4962841676386653 144:0.1463508046247995 145:0.2234731462674906 146:0.1317547330681365 147:0.7245021648610349 148:-0.1047961285707459 149:-0.3548420541118781 150:0.06171249670665772 151:-0.09171827802802812 152:0.1057340801726769 153:-0.02159685620421902 154:0.1052649281621786 155:0.2158979957456987 156:-0.1306267194040506 157:0.4619423820729315 158:0.3538474510728919 159:0.6482184729795543 160:-0.5679451180116221 161:-0.406303861606479 162:0.3505242868754412 163:0.6644079512152891 164:0.5918095839765569 165:0.07648462577065761 166:-0.2854711924166831 167:0.06876666456009728 168:-0.3888604801647786 169:-0.1456000849661107 170:0.2176692557541955 171:0.6838124826619273 172:0.2926189789674761 173:-0.6084111566227908 174:0.1957626079376674 175:0.2457791005574083 176:0.2497851820450847 177:-0.2113671198577422 178:0.1154968821538135 179:-0.1628585497302593 180:0.1346128076636429 181:-0.1979184692263682 182:-0.03861988144139061 183:-0.8597212435991919 184:-0.0008746598827837535 185:-0.1516598138264959 186:0.3995162068602423 187:-0.531403942609934 188:-0.1452029070385529 189:0.1098625615581446 190:0.005173308214503576 191:0.2270077846032254 192:0.6578150685600235 193:-0.2238261346832177 194:-0.3020802721742281 195:0.7268768780974106 196:0.4871266409071777 197:-0.01094789584273521 198:0.1675965762001307 199:0.2683639217782002 200:-0.4551822254902184
+1 1:0.2895904774160548 2:-0.2942988659298394 3:-0.02227047886107311 4:0.2886466907808562 5:-0.4090835511740548 6:0.2784193925497238 7:-0.4315434396559298 8:0.004492110258729157 9:0.1945361992898761 10:-0.5981413170797333 11:0.1317859138120253 12:-0.002989096476461839 13:-0.3003262983612411 14:0.02904468925682085 15:-0.6786494428765916 16:-0.3708491257716243 17:0.03029672969377396 18:0.4052257163156533 19:-0.2752596910627081 20:-0.1582071993269664 21:0.1238012629201665 22:0.6157270063100645 23:0.149682410959446 24:-0.3731970553211791 25:0.2403120928854042 26:-0.04982467744883858 27:0.5591420605510654 28:0.2060204092800647 29:-0.01854149967657984 30:-0.5368363288927755 31:-0.1359011252125591 32:-0.3971861317594849 33:-0.3781310351530122 34:-0.5527410143061419 35:0.145788936539795 36:0.7872470238932435 37:-0.1338171442845819 38:0.0698431239935233 39:-0.1655949747301613 40:-0.5468871790387879 41:-0.210689562980245 42:0.5954131619180306 43:0.672893102240503 44:0.06186355167721055 45:0.4485161508502393 46:0.190365534164763 47:-0.1442401894435558 48:0.03294594487392935 49:0.7242431079410661 50:-0.5741215037831051 51:-0.03488861896572838 52:-0.5291528745429009 53:-0.2698817188724607 54:-0.1016954370929285 55:0.1369881546891284 56:0.4929939030474448 57:0.1249268189929585 58:-0.2269576803510027 59:-0.2414726164780197 60:-0.3921047783795704 61:0.3683464392798638 62:-0.5034626876509285 63:0.440666145234003 64:0.5239760265393638 65:0.343695508255701 66:-0.5158881450196146 67:-0.08506215923612759 68:-0.2937658852952671 69:-0.5108245990458473 70:-0.2670384623774755 71:0.2657314786729387 72:-0.1401124681199401 73:-0.4037624990057504 74:-0.3181069379991243 75:-0.2372369093177793 76:-0.1459091805794975 77:-0.4208802611701844 78:0.2350766628168415 79:-0.3129547180094457 80:-0.5674849052878843 81:0.01199035345864205 82:0.1220277947911526 83:0.7437245390527925 84:0.7705520430431985 85:0.1544703191802467 86:0.4773513037874493 87:0.03980901902537745 88:-0.09934597486241423 89:-0.5484802339985371 90:-0.06500205477280528 91:-0.1389373930207989 92:-0.07323885102652603 93:-0.1171032966448592 94:-0.01311181564073048 95:0.01343312437926242 96:-0.2701889807567925 97:0.1199468452437076 98:-0.07473967522100544 99:0.6794089827648457 100:-0.08225689224457054 101:0.2473197534019555 102:-0.1685594881447823 103:-0.05125182915187426 104:-0.170412759710323 105:0.2014003092237382 106:-0.2521929611807871 107:0.1972047713274091 108:0.2091306631067296 109:0.08182775586730998 110:0.6959061359769333 111:0.039472707798701 112:-0.1282780266176192 113:-0.06020178982923901 114:-0.1602484487370891 115:0.01475246232105274 116:-0.1232989505160846 117:0.356490086743746 118:-0.3030868368775764 119:-0.117205492626641 120:0.4712688488125589 121:0.04307591232850101 122:0.1809475052546232 123:-0.03462583771318079 124:0.01344532686133783 125:-0.2651555227629037 126:-0.2383679369916916 127:0.01654719641559015 128:0.2884781187662778 129:0.03365917754371783 130:-0.4011357743268327 131:0.2921442951084972 132:-0.3576491483754783 133:0.2426935512092875 134:0.2522828953467362 135:-0.3556564412936153 136:-0.6089009097944227 137:-0.1738162722935983 138:-0.01373981762816059 139:0.2841293438287452 140:0.1193920130279359 141:0.3413434549216264 142:-0.3789996211918198 143:-0.3966387539920585 144:-0.192941566933453 145:0.1463472382473179 146:-0.1153791848556263 147:-0.2875954130499254 148:-0.3101601549182378 149:0.08557644987173252 150:-0.3571300938826585 151:0.8190029736594645 152:0.2977464615676385 153:0.08446374609709797 154:0.2441926954894533 155:0.7791525409514259 156:0.0131638890865417 157:0.3188931249318783 158:0.1898550260135776 159:0.3396082548953437 160:0.1653784848606474 161:-0.1024687903854489 162:0.2961378320742952 163:0.3701727952474243 164:0.466290514055778 165:-0.4382052092203588 166:-0.08498079047903187 167:-0.02759395207359055 168:0.4037142951907592 169:-0.0399935826823187 170:-0.1022376893539152 171:0.1606802977870451 172:0.2441200746668772 173:-0.3914893156854753 174:-0.2788773505322884 175:-0.174076128739022 176:0.6030172476401363 177:0.3797896104718091 178:-0.3087766282446426 179:-0.409257868824035 180:-0.2245186241166323 181:0.06363005049891504 182:0.4292929785183722 183:0.4260182503055735 184:0.3076300338616826 185:0.352996070793561 186:-0.06185070479961707 187:0.2148840259337729 188:0.2142988229780297 189:0.1056936596959742 190:-0.2922024422816749 191:0.5701952974783577 192:-0.3102385860006865 193:0.4130348740659694 194:0.01903798341908369 195:-0.1188648712587525 196:0.6308174822488878 197:0.224643555866764 198:-0.000125189533520139 199:0.2015295854223867 200:-0.50759191851381
+1 1:-0.360546082318448 2:0.0567993687733488 3:0.1686368794093074 4:0.07822701529338839 5:0.8208274655348325 6:0.2606904005601657 7:-0.3602215941744439 8:-0.008978575849179382 9:-0.3720205460780393 10:0.5852590573571065 11:0.1699772713320672 12:0.1179472888759961 13:-0.3822970617438673 14:0.202675555448709 15:-0.2202414431463658 16:-0.2493816901730886 17:0.3085514299305767 18:-0.07712305203098631 19:0.05168293317190542 20:0.09332138242199574 21:0.2428543052980031 22:0.1246915117050592 23:0.6010045228765603 24:-0.1523081854121311 25:0.159273014626664 26:-0.1034143163686328 27:0.06678063357026692 28:0.02682662462455305 29:-0.2885123670868746 30:-0.2872728100677086 31:-0.435552848053505 32:0.2614073798447353 33:0.04661339691191996 34:-0.2759656571637097 35:0.4070285543271225 36:0.1525625323914793 37:0.5395032436807934 38:-0.243567284587664 39:-0.354010830508006 40:-0.4085602113499299 41:-0.07655220856648398 42:0.6434286152793082 43:-0.302233416422371 44:0.563438531188908 45:0.0426359820535636 46:0.2823742847816147 47:-0.1587852514238694 48:0.3018342588453377 49:0.6637846821506396 50:0.7971326292348065 51:0.4957849858294513 52:-0.1596582509108866 53:0.1527023882661457 54:0.227310536766675 55:0.4896543397826719 56:-0.007994672899983757 57:0.1456559913879108 58:0.3717297772093303 59:0.3542197510002865 60:0.3221835946479732 61:0.2926239471086919 62:-0.1723212901449665 63:0.2137347626621803 64:0.005928448179171875 65:0.09944983115581055 66:0.09994816296468451 67:-0.134051385770242 68:-0.3815378242726911 69:-0.049324489465609 70:-0.4143071129840958 71:0.02286780912541259 72:0.3155900629230606 73:-0.349821178588012 74:0.1540533546868632 75:-0.03273973407852598 76:0.3944756403866528 77:-0.6720562119694202 78:-0.1875628092155838 79:0.06381836081579842 80:-0.0107947248943488 81:0.8033724558385461 82:-0.4704212792445767 83:-0.2186522839591467 84:0.2419248196585027 85:-0.1272464462796879 86:-0.2490143253646479 87:-0.2229611963255768 88:-0.1612997471378461 89:-0.1958684438377794 90:-0.241527232788019 91:-0.09321572720945193 92:-0.005211620435475475 93:0.4323679258187044 94:0.305416799496253 95:0.1609142370849355 96:0.03701157495052845 97:0.08046663002677527 98:0.7834383871353313 99:0.263342568382371 100:-0.2402089498877308 101:-0.06782340875341945 102:0.3253110996870051 103:0.2399335076901257 104:0.3478170807724354 105:0.2403601541428414 106:-0.1038245131962247 107:0.1790065752613844 108:-0.7445919049515822 109:0.4936410508405611 110:0.2194537423225834 111:-0.125515152479814 112:-0.0426194035589523 113:-0.1800083661017644 114:-0.2162317548224913 115:0.1794569190618631 116:0.03826893246532714 117:0.05062211981854006 118:-0.0289886727624287 119:-0.4615341977947818 120:-0.1505869296737194 121:-0.3092372913982847 122:0.4097363908086168 123:-0.009617872869682654 124:0.05065530776870512 125:-0.08962644380986437 126:0.3037691273823164 127:-0.3784263002566521 128:-0.2311821508880045 129:-0.1477011868935964 130:0.5456694498383711 131:0.6801797072975962 132:-0.07258138642819353 133:0.08314186296663151 134:-0.2705244496358781 135:0.5552272875377731 136:-0.01681596232026963 137:-0.03142177836317631 138:-0.07076719581183108 139:0.2746469898836849 140:0.3516856666175401 141:-0.5933539730897091 142:0.4045248568806464 143:-0.3742067857125941 144:-0.6486820804240837 145:0.3297008387287673 146:0.1017998034557455 147:-0.5357043765924995 148:0.4339386315085311 149:-0.1920283219312072 150:0.3690582153785399 151:-0.1502100441298337 152:0.1253439525736365 153:-0.1214421060713915 154:-0.302097040700791 155:0.1163952096021742 156:0.1140725215115255 157:-0.6711059059533553 158:0.1470789121959699 159:-0.03771356561344683 160:0.308520115889317 161:0.1494326265311799 162:0.1324388401034231 163:0.1636093768465879 164:0.3673463566289991 165:-0.09332551514578018 166:0.3025034007812526 167:0.6448650115910864 168:-0.4682695544956379 169:0.4126213666545313 170:0.1233938481773585 171:0.2095735325017917 172:-0.2578522123553147 173:-0.3124796557245729 174:-0.4755931387618926 175:0.2348526053535708 176:-0.02647610879295942 177:-0.4795235550345197 178:-0.5296961783600438 179:-0.6766915213605902 180:-0.2935470553430913 181:0.08573664800674788 182:-0.06993760245906 183:0.3166925543428589 184:0.3379826496490144 185:-0.2416499765288052 186:0.4115420871350599 187:0.8873498850157684 188:0.1033066365112586 189:0.05029843778139582 190:-0.8462302484505256 191:-0.2226390836901984 192:0.5186105822810374 193:-0.2763612127281309 194:-0.2242674869741615 195:0.5204577108085747 196:0.01863212375543918 197:0.7202677309938166 198:0.3535456590653722 199:-0.2059206086922484 200:-0.3671109172090873
+1 1:0.009443055290000103 2:-0.4002791507146359 3:0.3917722876393461 4:0.2838502839425222 5:-0.1294487787019535 6:-0.1543112819559462 7:-0.01590192724100113 8:0.1381476290221335 9:0.171762636957357 10:-0.1118383632352383 11:0.9549601065722246 12:0.4573263663318866 13:-0.3798933196852126 14:0.1940642719358546 15:-0.02326416264277596 16:-0.2661243773105718 17:0.5028233590980942 18:0.356654807646068 19:0.4760504842868455 20:-0.1369128066244693 21:-0.100332068956192 22:0.4476020557985039 23:-0.003058014647691062 24:-0.1603946672131846 25:0.2075820206228765 26:-0.6191647807154381 27:-0.08371008517287398 28:0.3445918206539691 29:0.7822744031563607 30:-0.9966097548571063 31:-0.3979337822530959 32:-0.03429775328049425 33:-0.02250463794665532 34:0.2194511853729006 35:0.2853835796375746 36:0.2931406532543246 37:0.4249326750348952 38:-0.1966981868456918 39:-0.4975649352254246 40:-0.01557418994934023 41:0.1927425125134761 42:-0.1295836522885175 43:-0.0358792975014572 44:-0.1645919451603862 45:0.07312420262294428 46:0.2025456647183568 47:-0.2658129099002682 48:0.03218612507925114 49:-0.1831040662436472 50:-0.1284496777585078 51:-0.3830257596791538 52:-0.7217664261400056 53:0.06266217878742877 54:-0.02424579749240244 55:-0.2411296757148692 56:-0.1588878969051952 57:-0.001213026496851635 58:-0.2023999022911562 59:0.6787638804127427 60:0.5886924281334817 61:0.6287911663991187 62:-0.6439983006122049 63:0.1876260092887084 64:-0.612805722286613 65:-0.0502181389683459 66:-0.3961076044609593 67:-0.1642785634636992 68:0.267694879485823 69:-0.3732752431763009 70:-0.2408725575011723 71:0.1363408520799839 72:0.2220836816145542 73:0.1801533981280298 74:-0.2406449810208573 75:0.7405151926286483 76:-0.2173450667417967 77:-0.2296801185034328 78:-0.07060532068879062 79:-0.7622393684768475 80:-0.006566453013285414 81:0.09584897109250991 82:-0.2108679394498577 83:-0.03558943708992753 84:0.1159061405024662 85:-0.09301014888418155 86:0.01607927621725466 87:0.2384024654987418 88:0.1812171850163245 89:-0.3694838948321923 90:0.04913744279065585 91:0.2230567466101791 92:0.1297213926659447 93:-0.1674616222098477 94:0.235978859693761 95:-0.1041229620559471 96:0.01795311269271407 97:0.03758057381055011 98:-0.1172321694022748 99:-0.09244251305949439 100:0.2202291383294387 101:0.1096577948732271 102:0.2240933734341299 103:0.3572205584055462 104:-0.2834972344385316 105:-0.4514428361863241 106:0.1735421797834672 107:0.1156907802283842 108:-0.02472398640880712 109:-0.0007107914993501399 110:0.5128711614085327 111:0.07403956025112989 112:-0.2939566430947772 113:0.1370634744114893 114:0.03838837133127326 115:-0.05295903500872239 116:-0.0007156493324293467 117:0.3390154368330446 118:-0.6498890414018864 119:-0.4523513553734431 120:-0.3769268024762948 121:-0.09880106242107849 122:-0.6954927574009169 123:0.08935205432948996 124:0.08091698221725138 125:0.3088211614819349 126:-0.5323240494146863 127:-0.08175792097432552 128:0.6298050069181859 129:-0.5651903798189516 130:-0.1666757120907736 131:0.3343858854395097 132:0.0928393462012375 133:0.0887338754232201 134:-0.07689305555039577 135:0.03431326095828744 136:0.1126747515808855 137:-0.254343536612478 138:-0.4904701237133841 139:0.1524161143343201 140:-0.4547187932665323 141:-0.1985969006396923 142:-0.4062082077690468 143:-0.3315684921139816 144:0.4944710568490186 145:-0.3027683447105757 146:0.06926212987684507 147:-0.4488702512566127 148:0.09594659105920005 149:-0.553097627215241 150:0.2800278127283038 151:0.4081730714548207 152:0.3000499652430215 153:0.1839848787462396 154:-0.1677476442535935 155:-0.215341342150744 156:0.03113404641894836 157:-0.05206835361766216 158:0.5381119127033585 159:-0.4660919077362868 160:0.330477434252047 161:0.9271831800574528 162:0.8913185721508771 163:-0.3291577188011652 164:0.218747903248952 165:0.2143484135104478 166:-0.05367088119941588 167:-0.5035382767208981 168:0.2775939227170883 169:0.09632037589832643 170:0.4719467013396043 171:-0.354804618663049 172:-0.002527121012245608 173:-0.437752043805461 174:0.3557803500776586 175:0.3054710508318432 176:0.4482906113300604 177:-0.3215096773856366 178:-0.09497836976292669 179:-0.04121117878519504 180:0.1063531602771779 181:-0.2332997839412411 182:-0.3866246077024826 183:0.3009307855389877 184:0.5889837728189905 185:-0.574334111111291 186:0.160938452266454 187:0.02954585929243742 188:0.4890277573569757 189:-0.6092646684312412 190:-0.2856783530978581 191:-0.5920208262004428 192:0.104539515212188 193:-0.08500040297960829 194:0.6832931005874091 195:0.1394922843763992 196:0.36776406832214 197:-0.2172420596946184 198:-0.008117350218828191 199:0.2082092110509315 200:-0.649095910001449
+1 1:0.1766853376595803 2:-0.3547963475958607 3:0.05240859450956545 4:0.2014072594925714 5:0.6504920722085362 6:-0.03910867541894499 7:-0.1828467869642963 8:-0.3663388355510481 9:0.2567942561129083 10:0.7515983569472546 11:0.4389813316134458 12:0.0989807039972842 13:0.05853775181781321 14:-0.6270320154814649 15:0.03249508430680843 16:-0.01839000787632886 17:-0.04758716767906077 18:0.107271084489038 19:0.7713234268918462 20:-0.02236142515647134 21:0.5926562848431602 22:-0.4203094889150253 23:0.8115126261800663 24:0.3087009284103543 25:0.2309056546822681 26:-0.02768350216252363 27:0.04613721125233641 28:0.160326480150314 29:-0.2029309805430069 30:0.1377077481301618 31:0.02528569060367897 32:-0.2645364436483241 33:-0.06846184239537857 34:-0.05346489899719727 35:0.2786535826749552 36:0.2755054895951831 37:-0.06902140340282736 38:-0.04288035813852542 39:0.2743354563550841 40:0.1306389918142876 41:0.305292675985791 42:0.2861014490053039 43:0.1893111793289284 44:-0.4399356098198255 45:-0.8506876715005209 46:-0.3107652213066782 47:-0.09253967505817343 48:-0.3731471881789132 49:-0.0246773394358776 50:-0.02427700384101321 51:0.1612310443342991 52:-0.5275824536328387 53:0.3209219140427108 54:-0.2650241410857854 55:-0.4183542576596291 56:-0.4238754412478514 57:-0.5689569300506045 58:-0.1514997405257191 59:-0.348592771664048 60:-0.1527823628537845 61:-0.1604832050609812 62:0.2641048492546909 63:0.1903662796945189 64:0.04562857398471398 65:-0.2002478864252929 66:-0.1203359912195725 67:-0.2341768387989843 68:-0.6024734190658424 69:0.1551198740546841 70:-0.2077229540565629 71:0.2816257998305992 72:0.323140281008226 73:-0.2445707923922948 74:0.3327258506171332 75:0.02691253320843674 76:-0.1655669915264518 77:-0.5844350065345029 78:0.6534254497454965 79:0.396613467155067 80:-0.02230119935211726 81:0.1603491854462241 82:-0.3643044007424289 83:0.3073284569236736 84:-0.3173236588065962 85:-0.09456816403678234 86:0.3044940782807183 87:-0.1024729528620566 88:-0.3648443186511893 89:-0.1382965876809969 90:-0.255638721508635 91:-0.117245327121241 92:0.1841752659388923 93:-0.05057753777143517 94:-0.1236399556337237 95:0.03449572683648064 96:0.3962673284756009 97:0.152928161452813 98:-0.01785349710490794 99:0.1144197119627143 100:0.4218106059597138 101:0.2742220145327784 102:-0.002877298946449176 103:0.06361874284310512 104:-0.02993711053940398 105:0.1201293915649424 106:0.1642624472603167 107:0.6958758856447087 108:-0.1858454635322215 109:-0.1978647814824384 110:0.1622227303974489 111:-0.2026403570466803 112:0.3302451559389907 113:-0.1578425208371054 114:-0.8047500905904162 115:-0.3399541315726354 116:-0.2758876043194468 117:0.2959866926542922 118:-0.0912272994522063 119:-0.06937778921658039 120:-0.9185654285677141 121:-0.7418540372651063 122:0.05583495109939814 123:-0.3493717444031357 124:-0.1906306129712459 125:-0.006608463342027728 126:0.2758838579841351 127:0.005012732515898358 128:-0.1709509708010412 129:0.00461661555958378 130:-0.4475166458382868 131:-0.2234014517078662 132:-0.1145666177225917 133:0.417184279244078 134:-0.3052065102997558 135:-0.1644566036808289 136:0.1363385751247042 137:-0.2423920536132395 138:0.1914264602897177 139:-0.7579653102900428 140:-0.4623624723757204 141:0.1770474767228163 142:0.3295979407418848 143:-0.2201288043853956 144:0.4396862848591135 145:-0.1083373536824614 146:-0.5223048205556656 147:0.171443299718094 148:-0.1024180673719417 149:-0.0279789205032876 150:0.09960951820437336 151:0.2444483082386337 152:0.04787420668949481 153:-0.2716671481513573 154:-0.02680099999039884 155:-0.05589163975843157 156:-0.2343329461007389 157:0.3584372618805307 158:0.1625920798574844 159:0.1032668935853315 160:0.1941299184246104 161:-0.5857135973300321 162:-0.1169337136015322 163:0.4040672611402063 164:0.3912346481535227 165:0.4082860399661557 166:0.2633474605080837 167:-0.004032213632383264 168:-0.4318851272086349 169:0.03595486625136116 170:0.1374921572577871 171:-0.2063412243406798 172:0.2418008297870543 173:-0.2928222846524234 174:0.1450128723400934 175:0.4345356689754649 176:-0.1182195032343807 177:-0.004680496274884816 178:-0.1128135012063022 179:0.3600853478307662 180:0.03500661713761746 181:-0.06392700474915858 182:0.05669406728887197 183:-0.0772210637640719 184:0.3800886175626328 185:-0.5487903499856926 186:-0.2609562995129916 187:-0.5387900576926405 188:0.4381816363062841 189:0.1383749147463155 190:-0.2148841175557861 191:0.2906333946971015 192:0.33210699011317 193:0.3401165144009803 194:0.01067327925075318 195:0.4286588945202693 196:0.06043825569374052 197:0.1286630026071943 198:-0.4651046236403999 199:0.362101023327959 200:-0.002822130564988673
+-1 1:-0.4891179829256836 2:0.1435663368311263 3:-0.2095708166380991 4:-0.4950214769518989 5:0.9968576597477719 6:-0.2054653214669832 7:0.4328561136491166 8:-0.2610856010901391 9:0.2069988090929152 10:-0.163610321346568 11:0.1666454178618485 12:-0.2708671637923379 13:0.20424284837214 14:-0.1809671666527227 15:-0.01082827003980193 16:0.3026986759395866 17:0.0001288647302288698 18:-0.3101971272880568 19:-0.104226658214795 20:-0.01694457545264819 21:0.7450655922001012 22:0.07432389112453114 23:0.4587355889997785 24:-0.2910966079664407 25:0.374456859381908 26:-0.4159373618305826 27:-0.1186540876724821 28:-0.2057178372289933 29:0.1908090124088151 30:-0.4385044838356832 31:0.1072221772060688 32:-0.5945271232454871 33:0.163230141916937 34:0.09114699333533066 35:0.5880207673427624 36:-0.3048385242049654 37:-0.09929916245074658 38:0.2971604157211853 39:-0.1754535604291162 40:0.5836893937926413 41:-0.02671523605747629 42:-0.5281836727209648 43:-0.04523903306748593 44:0.1288625520093067 45:-0.1713848742127861 46:-0.06641226495652475 47:-0.03153435738248948 48:0.1356953056374247 49:0.02168973729964825 50:-0.07848401210311466 51:-0.1269873236904216 52:-0.160883937261887 53:0.5577631392845717 54:-0.07271588243865545 55:0.5944970720205883 56:-0.5324263981738406 57:-0.2924636406291455 58:-0.4119991028339507 59:0.5076920363116106 60:-0.5297387282199199 61:-0.0538809639515127 62:-0.275222707275614 63:0.1620122284668002 64:-0.4559387439452605 65:-0.3634286198301414 66:0.1961441273197277 67:0.2816486188864577 68:0.2523093939017962 69:-0.02563157123505215 70:0.1321401513497773 71:-0.01404347159618043 72:-0.08657396599105562 73:-0.2108967583764348 74:0.6712060880175299 75:-0.3121522631278741 76:-0.1336606833712201 77:-0.2622033426202345 78:-0.2594750075855293 79:-0.7236342534437302 80:-0.2824458974721382 81:0.1882032656344083 82:0.4071046063696599 83:0.6691664403069777 84:-0.1165519403682025 85:-0.08869054531132722 86:0.1910130751219347 87:0.4799205879996534 88:-0.2140648707446603 89:0.2571625606251454 90:0.2386092323920333 91:0.8215906932762043 92:0.007926884894392652 93:0.1510414622917309 94:0.1004036320302529 95:0.2543831004857219 96:0.1406474884808699 97:0.2497580085024891 98:0.4919493848755656 99:0.6769774194288088 100:0.4441233303079625 101:-0.3135879550910389 102:-0.2600722391544852 103:0.2883753569736214 104:-0.2135132458611254 105:0.3926444035471224 106:-0.1653838716021364 107:0.2206399762643091 108:0.099361149781261 109:0.3572478312206654 110:0.691314103278537 111:-0.1769774774975554 112:0.1793480863320678 113:0.03136019781627709 114:-0.8514559546083889 115:0.0703602899043055 116:-0.02226414851499769 117:0.4791007612366596 118:0.2395370606465597 119:-0.3547924160468635 120:0.2426352997034937 121:0.1487610820469533 122:-0.2393681233657365 123:-0.1980522502232747 124:0.3964413420326389 125:0.3288738536614935 126:-0.2852384110548236 127:-0.1537526379585848 128:-0.1356063226783579 129:0.5714748190926749 130:-0.1090628656048614 131:0.4689730766259678 132:1 133:-0.1915543499807421 134:0.2827847660683875 135:-0.4199231233440287 136:-0.4409155858490206 137:-0.2095584520289731 138:-0.4803819597320413 139:0.08377636006893266 140:0.2638133061546781 141:0.5134918871763372 142:-0.107995175004277 143:-0.2360150578298529 144:0.2591771905524096 145:0.5370590200548041 146:0.7063313552987348 147:0.04189190398364002 148:-0.1557359942287563 149:0.1452130982949753 150:0.04285218696910669 151:-0.2183771956070864 152:0.5378538755509843 153:0.03295602810636198 154:-0.4641429825366343 155:-0.02948162201963694 156:0.2343942635009647 157:0.04361907690372359 158:-0.9091355464885934 159:-0.1849071353450671 160:0.05149037333700507 161:-0.5899693794015958 162:0.06382371990659408 163:-0.9300394011425681 164:-0.01043734961494858 165:-0.1008412124081028 166:0.5816100307992662 167:0.3057161377435674 168:0.362661636456774 169:-0.6791157624950639 170:0.2888287305183669 171:0.2480409577216894 172:0.09457636063988628 173:-0.06547973432489687 174:0.3024009481237119 175:0.4935550708535565 176:0.1160155056917626 177:-0.05930857667152889 178:1 179:-0.276495885355237 180:0.4139993985017798 181:0.4915555755479141 182:0.0635473570641599 183:-0.4280630595941697 184:0.01960526097778224 185:-0.2218384077785409 186:-0.3111010035219928 187:0.4286874712316297 188:-0.2612112783522663 189:0.03172112792773811 190:0.02509546428681125 191:0.1079604855214657 192:-0.1425305925053927 193:0.2221247071241412 194:0.2323219501022131 195:0.1766224295872998 196:-0.05257101239705939 197:-0.2494146328502003 198:0.1169292899990823 199:-0.2918138920548578 200:0.315476370228953
+-1 1:-0.3219739527177373 2:-0.02702758372322783 3:0.03871178219613085 4:-0.1335289214626589 5:0.09718456341387426 6:0.1474046378956133 7:-0.2518179078092042 8:-0.2980928334261166 9:0.4477789014448017 10:0.1006787450310826 11:0.01747459139141598 12:0.3624921525529846 13:0.01392762327838554 14:-0.6466540940826282 15:-0.139095606803167 16:0.4024791765460538 17:-0.1760173198761243 18:-0.06865079149820419 19:0.05401047224902237 20:0.5010522000102013 21:-0.09871689323288912 22:0.08638933647340646 23:-0.1527926755660105 24:0.4775038581549788 25:0.1741597474907157 26:0.4339881053031173 27:-0.9243729701311487 28:-0.2576488790461051 29:0.1101337391268632 30:-0.02000871377758258 31:0.4158948622479223 32:0.02644456178130601 33:-0.3350419760168674 34:0.01358250250867322 35:0.2711195703503867 36:-0.6687449077803228 37:-0.3159740610037696 38:0.02477177729464786 39:-0.004882250155668857 40:-0.02458244451944469 41:-0.08593696748635354 42:-0.7696544333580309 43:-0.05064365038253948 44:0.1869577717304411 45:-0.07863784549917315 46:0.1533473546884258 47:-0.2760989052128549 48:0.4032801707319402 49:-0.2434838132768243 50:-0.6507686707565392 51:-0.08973347879994742 52:0.1601383960074245 53:-0.155079891925921 54:0.07738838301085305 55:0.3637741711115697 56:-0.09258936685825714 57:0.4931847134733903 58:0.5638180148847171 59:-0.2273210751423687 60:-0.2809765175541714 61:0.02733988906264052 62:0.3068896842847464 63:-0.2258108554511317 64:0.02367592231492154 65:-0.7576069130523851 66:-0.4896451143445657 67:-0.004187844664534493 68:0.07135511188070932 69:-0.1570298894323457 70:-0.2905562958739915 71:-0.1324739902495308 72:-0.140419520450539 73:-0.1767132296645639 74:0.5078464010797159 75:0.282271459841539 76:-0.09828041793357437 77:0.05082648261778445 78:-0.4571465601301775 79:-0.2192247446274651 80:0.7450895108200831 81:0.204428983310094 82:0.5139872728726418 83:0.01549243356817583 84:0.1393673793309489 85:-0.2282754219099156 86:0.518363286498486 87:0.1665746204305729 88:-0.04630855542642584 89:-0.3336840111044329 90:-0.627403009227165 91:0.2281696470552949 92:-0.5681923507865569 93:-0.01662138580989083 94:0.02064673417101207 95:-0.3889803358046496 96:-0.3420699113334746 97:0.297785128930513 98:-0.01317079911849144 99:-0.3660442417995095 100:-0.2072881452586755 101:0.2640305181543511 102:0.2032124428007567 103:0.04109479614163432 104:0.2492061664855895 105:-0.07926583366119469 106:0.1847930233888562 107:-0.6214209173840612 108:0.2377859578166054 109:0.2534028255985211 110:-0.07492502252397579 111:0.1931433204444974 112:0.2347515507432102 113:0.1379761896742686 114:-0.1453157773627655 115:-0.03283195010856069 116:0.06147326247024414 117:0.04218559941803887 118:-0.7117527158687214 119:0.3828383590146915 120:0.3518458114926471 121:-0.3272164451098699 122:0.2701879053598699 123:-0.8349313957253294 124:-0.213436137199009 125:-0.1363958913652939 126:-0.2485895479704862 127:-0.5232461904104966 128:0.09177370109759007 129:-0.1936063507950789 130:-0.6080148653692004 131:-0.6607584970942482 132:0.1359768924792241 133:0.3808119443321338 134:0.3589157659472864 135:-0.6459947695173233 136:0.03052182228999828 137:-0.1716398821372545 138:0.4006684714916046 139:-0.2836832105731926 140:-0.1447849852395113 141:-0.6789700005082271 142:-0.194354522436432 143:0.02697225791286882 144:0.2899736135877806 145:0.3889274355803044 146:-0.3915700250056219 147:-0.06104853129381191 148:-0.1432822852788216 149:-0.246489582695346 150:-0.06132561355528013 151:-0.3692314841149073 152:0.3093375706097669 153:0.1761189507070663 154:-0.1794670626332841 155:-0.1744643161536808 156:-0.3960072243267458 157:-0.5522153633864164 158:0.4387596758284354 159:0.251113563927401 160:-0.2191646150535022 161:0.1860603334774011 162:-0.03221301454670272 163:-0.05125505033213957 164:-0.06045154551007254 165:-0.1540184671642521 166:0.3398058516426659 167:-0.4027458487214306 168:0.008594083377297189 169:0.1347266905241039 170:-0.03636085279606116 171:0.02303122769975896 172:-0.217436570464673 173:-0.01074043149945184 174:0.7426074899822244 175:0.07609889418199134 176:0.6641361084195549 177:-0.1346539750241406 178:-0.2125040437342959 179:0.3418754864654153 180:0.4994880030453632 181:-0.2809940253477244 182:0.2297636571111338 183:0.3051386446083153 184:-0.2909724277589538 185:-0.2101823829232913 186:0.2007656235035491 187:0.4051014978189003 188:0.02590767433644865 189:0.1672821916436613 190:-0.3275391089120439 191:-0.3062014763973211 192:0.008440579616840499 193:0.3164393250795667 194:0.7288389513784491 195:0.2741072038598285 196:0.03283449296266391 197:-0.4642779364801743 198:0.1956571128594283 199:0.3677220055720469 200:-0.131465997454167
+1 1:-0.1008603294129227 2:-0.05313144216077631 3:0.002249566614002856 4:-0.2462975506660774 5:-0.08794082510135959 6:-0.6293423290825072 7:0.01095023317465094 8:-0.3338919818879855 9:0.2159161642305926 10:0.2732030173404515 11:0.2162501052752641 12:0.1398615890862506 13:-0.1815696607515224 14:0.2032487896904646 15:-0.2503454908463345 16:0.1493779662226034 17:-0.5164865851764548 18:-0.2475994238075301 19:-0.2019921320064782 20:-0.2006602579661744 21:0.5815614206582118 22:0.07730109564841053 23:-0.01414207472415913 24:-0.01532025108410266 25:0.3930618897217982 26:0.1936480707826454 27:-0.3326940459444379 28:-0.2705832696379744 29:-0.2196952035215123 30:-0.3844364000047 31:0.1033878499402838 32:0.4417137818352896 33:-0.5203502414589374 34:-0.03885298776963351 35:0.09262958850652603 36:0.3331429977401945 37:-0.387848254608939 38:-0.6399553339070894 39:-0.1413542956064561 40:0.1829639713521174 41:-0.2541680536908724 42:0.5859854877731415 43:0.009561243564242691 44:0.1874037111775219 45:-0.07304476546133952 46:0.4617164314092734 47:-0.8263961569293276 48:0.2400534606125622 49:-0.3514918565343939 50:-0.242943443680366 51:-0.00793331919857021 52:-0.6513166388974475 53:0.7316951126826642 54:-0.1836661448855542 55:0.3413155220235023 56:0.2472693701932066 57:0.1748109537858715 58:0.4000353371262734 59:-0.02889593470104046 60:0.06176825266120001 61:0.378144620258016 62:-0.0919661258979136 63:0.1130705439754049 64:0.1732499670304009 65:-0.3109305477680685 66:-0.05839551393127047 67:-0.3931873872466394 68:-0.06082232391978772 69:0.01909985268455357 70:-0.09728850563757419 71:0.03342720931108792 72:-0.3602864015668653 73:0.03492795619660654 74:-0.02343676016941973 75:0.7221651635181189 76:-0.3090772533732504 77:0.1942404388066002 78:-0.2294973374033508 79:-0.4424623854785933 80:-0.4937694910186193 81:0.2594386232523729 82:-0.1083972828772683 83:0.07638335970057467 84:0.1010060187824404 85:-0.05111657306585199 86:-0.003590929133767733 87:0.4478471839615702 88:-0.1244253452443352 89:0.2627422412157692 90:-0.3514901845279634 91:-0.1887821401310766 92:0.05797149279285655 93:-0.1652511138671419 94:-0.1488956175362819 95:-0.3592914868823265 96:-0.1966787969698184 97:0.5489642720497401 98:0.01769413371469314 99:0.5738958689782905 100:0.04564815109367605 101:0.3866201240067467 102:0.03600904102522777 103:0.2093595282597843 104:-0.4319288114340631 105:-0.06519106257647583 106:0.5474601824117694 107:-0.06516906114457399 108:0.1355641428339026 109:0.2688893389626212 110:-0.211830301558495 111:0.4293188426944761 112:-0.1582691251733073 113:-0.3623574896430781 114:0.05803765851307036 115:1 116:-0.3341012245982646 117:0.2655828625617195 118:-0.3577500463016036 119:-0.06246373389186122 120:0.2414322301278978 121:0.172866630412639 122:-0.3157890917019254 123:-0.2784403531633304 124:0.2794540490716019 125:-0.06877670202817873 126:0.50231258384046 127:-0.3224344947507626 128:-0.1759912930347189 129:0.07677825763311326 130:-0.9332034781268017 131:-0.002955531888124439 132:0.3471693607387114 133:-0.2641650035839122 134:-0.2496771584202342 135:-0.07253653899427694 136:-0.3838864608000588 137:-0.1352447759168528 138:0.3630004433332265 139:-0.2584601126444092 140:-0.03609713046294964 141:0.03376813935672615 142:-0.1570145077493622 143:0.05303335236040221 144:-0.1867883342553034 145:-0.4743912701796605 146:-0.09590655095338024 147:0.1066567300117519 148:-0.7965766655414486 149:0.4550650779068444 150:-0.3370325447778666 151:-0.1989685458961164 152:-0.3685588019599088 153:0.04959668903685546 154:-0.5797454617798676 155:0.655105132275258 156:0.1043888413286884 157:-0.3857888217055255 158:0.1859426974735697 159:0.2278305222320143 160:0.5822956235512122 161:0.3152087861515402 162:-0.3337410095599369 163:-0.6873632748600842 164:0.2988950813424883 165:0.4230057086457286 166:-0.03994464523203917 167:0.2876713712992683 168:0.2798100873478132 169:-0.7425255898389781 170:0.734108019704597 171:0.1266196095443656 172:-0.08986159490652407 173:0.05685776149280951 174:-0.104227066832974 175:0.4357187908704458 176:-0.05282318249070811 177:-0.24930755965089 178:-0.1037891318902226 179:0.002757168119575638 180:0.2471563070256242 181:0.06022024108740939 182:-0.07758534038261813 183:-0.8137756051601968 184:0.2221946544520422 185:0.7373894434287211 186:-0.161364067840885 187:-0.5011899798260318 188:-0.424819607911361 189:0.1614403243838236 190:-0.5985473642574742 191:-0.4880301408846632 192:0.9846305517946894 193:0.08379338332592778 194:0.08437811938785089 195:0.5930417273974915 196:0.02634683637691823 197:0.1014259137677169 198:-0.04059037890011447 199:-0.02019066761820228 200:-0.3884417313964065
+-1 1:0.3421999834020024 2:0.2545762611772399 3:-0.3317164496968464 4:-0.8148145985811651 5:0.02420875722885072 6:0.2134589884013651 7:-0.6128186711610687 8:-0.1926992904624397 9:-0.1935388152995666 10:-0.4751433875459226 11:-0.25906650149482 12:-0.09213507781599772 13:-0.7350711638321382 14:-0.2267118691599606 15:-0.1349246991684416 16:-0.1991459295164305 17:-0.4396323183502447 18:-0.2409928541435656 19:-0.09763846338957766 20:-0.2916759297520498 21:-0.2093288070602107 22:-0.1671361907667486 23:-0.1384552428257326 24:0.07004991237143751 25:0.1681298777145729 26:-0.2574366414851915 27:-0.6690358303822622 28:-0.2855422154068523 29:0.6569469052615479 30:0.07675530213051761 31:-1 32:-0.09996468128838781 33:-0.153107490439382 34:0.115080306031684 35:0.563269562126782 36:0.1856970440612234 37:-0.05370522345454451 38:-0.003266532061904623 39:-0.1418403128808177 40:0.180183023203098 41:-0.01941106493910723 42:-0.4446346561970723 43:0.1647587776978649 44:0.2350218214131607 45:-0.4991426024176637 46:-0.3756153598886516 47:-0.7618560325737662 48:-0.2562787816602424 49:-0.3744644804018176 50:-0.16108687950721 51:0.5309173056315155 52:0.184913803933634 53:0.1465017046261942 54:0.05990877920754992 55:0.2138408604017304 56:-0.5924835982198112 57:0.2099672502051462 58:-0.08098709840250208 59:-0.1502143378313394 60:-0.3822596911466851 61:-0.249002198622451 62:0.6484491935271161 63:0.3990659038234388 64:-0.1109946874665575 65:0.4398134402332021 66:-0.3189541977298594 67:-0.1198955194967465 68:-0.3018588520316585 69:-0.0489745860811602 70:-0.5582529111937627 71:-0.02605597552531159 72:0.02435435585090928 73:-0.1916242154965173 74:0.3387465150356825 75:0.3093004015255409 76:-0.04387339898251581 77:-0.4677133256037939 78:0.4169587790379858 79:-0.3522957554373695 80:0.2945340939127662 81:0.3794310991075789 82:-0.6265851508832672 83:0.466272351095306 84:0.6520025073252685 85:-0.01984314001746254 86:0.08861492564368115 87:0.3426524932534406 88:-0.1817980379826125 89:-0.09353204244041784 90:-0.3705267663158842 91:-0.04612581930473475 92:-0.4633639963162033 93:0.3118549899330234 94:0.2161785550161643 95:-0.03301392654501605 96:0.4786200686010841 97:0.03532874840240484 98:0.2506593390304254 99:0.2681139093628446 100:-0.4513351523766173 101:-0.2556463487221552 102:-0.8593129957330474 103:-0.1642492408482112 104:-0.5345719918051072 105:-0.4015435013038877 106:-0.2594545774540506 107:-1 108:0.5570350276817432 109:0.480909922240992 110:0.4954097789143534 111:0.3901009436191514 112:-0.6214631542766049 113:-0.06283009625768954 114:-0.1761538052935847 115:0.02595750820179328 116:-0.1547243884862454 117:0.5343989442864545 118:-0.3852688926056382 119:-0.6074766815431125 120:-0.2988006195912848 121:0.3108662870620961 122:0.5021035322074112 123:0.1909998270489571 124:0.7770873010032329 125:0.01534646634344823 126:0.1687061143101092 127:0.3500567544576052 128:0.3867630384135124 129:0.300002782999173 130:0.1509251604715934 131:0.2317819875481875 132:-0.1579434152228555 133:-0.294061933359356 134:-0.674169751156615 135:0.2180949345167619 136:0.1099715757233892 137:0.3617201196151436 138:-0.07498061158777948 139:0.1345070200582166 140:-0.07001996950831413 141:0.2761427031912414 142:-0.1896127400827492 143:0.03546895409302364 144:-0.4450165991128988 145:-0.07161135089200421 146:0.5945388189435963 147:0.4993093592387176 148:-0.1076405267122131 149:-0.1990147946935964 150:0.9482757227700221 151:0.2898058322850994 152:0.1755325735344424 153:-0.2697879593194759 154:-0.1039632606958041 155:0.03097555960747213 156:-0.4963458523963569 157:0.2312174322522705 158:0.2191280678421479 159:0.2790298138156047 160:-0.5167397608782627 161:-0.6199299144697813 162:0.02789505261789078 163:-0.2349592422557884 164:0.279653671966806 165:0.1795299930971817 166:0.3976610260590334 167:0.5283766268113181 168:-0.04977135381631263 169:0.01382867268412125 170:-0.2436719514308214 171:0.1122401735648628 172:-0.01049375209928623 173:0.7152131513754246 174:0.266466210682729 175:0.019847924990575 176:0.4732051517658795 177:-0.1684146374467174 178:0.7702889935138686 179:-0.05088075622938677 180:0.3753832405562455 181:0.260205850954385 182:-0.1608294498698156 183:0.08076932129813669 184:0.1965208243848801 185:-0.3092558116179659 186:-0.03575629609926955 187:0.03423570586429901 188:0.4610413312570777 189:-0.220793315331385 190:-0.06458865743577689 191:-0.317286096911576 192:0.3721016247673261 193:0.2402660886231142 194:0.01531623685598058 195:-0.03430153324689322 196:0.3213647785107292 197:-0.4253084383530105 198:-0.08070890695941685 199:-0.4028834795631372 200:-0.07611091613015858
+-1 1:0.04796726999075025 2:-0.1993436009439322 3:0.548369575425711 4:0.08022526553381218 5:-0.3671988763797841 6:-0.06268179264654444 7:0.1392757828169945 8:-0.1894196134150773 9:0.04189008068016259 10:-0.6257853730664383 11:0.1125431900861399 12:-0.00304392945175555 13:-0.2808047324682434 14:-0.3992220637544203 15:-0.3651714621274368 16:-0.2521760152773936 17:0.2409487373647655 18:0.3579033078527378 19:-0.4342468772849256 20:0.1031717555550277 21:0.5490667510530676 22:-0.3006360494947566 23:0.3300390096336086 24:0.7128154133468967 25:-0.3349988948024168 26:0.1253800290374963 27:0.1142178157706685 28:0.06734269875340293 29:-0.162722527883992 30:-0.1941458603827003 31:-0.6483880188305182 32:-0.1891798012766249 33:-0.1873251383358051 34:-0.03660373313310279 35:0.7384542477156635 36:0.3136343890002147 37:0.6349324386942741 38:0.1931638594046061 39:-0.2970524323561661 40:0.5771030966129458 41:-0.2930370218048722 42:-0.5041578580577475 43:-0.548098007311741 44:-0.3507739360593047 45:-0.3132191871609005 46:0.7590085196234935 47:-0.2790285591442965 48:0.1777102451472606 49:0.233735446770013 50:0.2484024681410746 51:-0.04300981082338428 52:0.1447218505564417 53:0.184055090987518 54:0.2018056079628602 55:0.1145381993586976 56:-0.09787562858444024 57:0.1060696196572859 58:0.2166825753059888 59:0.3422308758249499 60:-0.6574114020412323 61:-0.2292673027420751 62:0.4062037882821276 63:0.4605452091087255 64:-0.2153674990712597 65:0.1248921321870935 66:-0.1365545909825051 67:0.5736725610334652 68:-0.1982913364771164 69:-0.6277500250608826 70:-0.3268160158138942 71:-0.4464373030373804 72:-0.2942926738537919 73:0.2951910877691128 74:0.2557094883386105 75:0.3578149153519562 76:0.3897187977704958 77:-0.2115162031302137 78:-0.04107882431127865 79:0.05087899525004436 80:-0.2177320659865001 81:0.1401554025671261 82:0.06364204197147461 83:0.294906898141925 84:-0.4826060043104659 85:-0.2429881051456568 86:-0.7736461570279545 87:0.3006392683688454 88:0.1201503026443446 89:-0.4066694384305056 90:-0.4256976681885893 91:0.1840308469588144 92:0.4741596095322772 93:-0.5171453665748228 94:-0.1939007344501671 95:-0.1184585165686605 96:-0.12058015854085 97:-0.1496403277749835 98:0.2206199728419253 99:0.2278053341343482 100:0.05414611272710824 101:0.2053859611316932 102:0.5280857600297643 103:-0.09911489170392915 104:0.4163856304570056 105:0.8553749007997825 106:-0.4191076187763536 107:-0.4310015820692736 108:0.4421674180986561 109:0.1467570792312899 110:0.1167219494351868 111:-0.04352763102690466 112:0.02724219195152641 113:0.3310740464393332 114:-0.3467230037678203 115:-0.9733206028298663 116:0.3440845919728795 117:0.1479992487553067 118:-0.3939252623960248 119:-0.3130152532118393 120:-0.1742067538084358 121:0.01273453092547144 122:-0.2082183264228114 123:-0.7750102934224716 124:0.1305001305400102 125:0.06608535521128042 126:-0.3238537241188009 127:0.1110014042233393 128:0.2325831002419135 129:-0.2639514530590631 130:0.2528212766046052 131:0.7733188827525159 132:0.06377260814726263 133:0.5737653226630225 134:0.4372983453197665 135:-0.01415856921024863 136:0.5938438180797078 137:-0.04298217539735461 138:0.6143908407132427 139:-0.2827542010587742 140:0.1127786137720279 141:-0.2719875619149252 142:0.1584981880347693 143:-0.2241498989383867 144:0.08545397235881579 145:0.4790731766358123 146:-0.06734979256098841 147:0.09434067720133035 148:-0.08365244974001383 149:0.05957806620768584 150:-0.3409466763944832 151:0.4233014661709782 152:-0.3018385310856557 153:0.08136670546844949 154:-0.03215582700154111 155:0.2727527429068218 156:0.1606939761509285 157:-0.3455918961084416 158:0.3608762438228398 159:-0.3201509974527579 160:-0.4853601799045507 161:0.2410440401315567 162:0.316564662833466 163:-0.5899052681331796 164:0.5648898108956952 165:0.1951953838302823 166:0.1805338436558889 167:0.2217584379942645 168:0.1953163487278878 169:0.1084605294586644 170:0.7896570941337286 171:-0.2675663884446706 172:-0.02393733460972842 173:-0.3903635827746403 174:0.2689078053639875 175:0.4834090972208019 176:0.5923416490555954 177:-0.5274940016818725 178:0.4594259490713267 179:0.06680202764110861 180:0.6288505919199456 181:0.6311087476255974 182:-0.1064039807376216 183:0.4160684035729599 184:-0.5646561747775471 185:-0.2826727445927989 186:-0.237726554913286 187:0.08732756985871261 188:0.1333625973766872 189:-0.4268876896897608 190:-0.03163626069425279 191:0.5192815299867204 192:0.177889845836286 193:0.1369898690162099 194:-0.4441628541546485 195:-0.09786644533685801 196:-0.3539334048692525 197:-0.1199093495296807 198:-0.01671869011927784 199:0.09564646260529938 200:-0.09858865407820189
+-1 1:0.01639064863237941 2:-0.2655886965009199 3:-1 4:0.101074415299115 5:-0.2251563257938745 6:-0.05884225889576404 7:-0.1621535023809851 8:-0.01981068699069578 9:0.08203836815740517 10:-0.5222736422864576 11:0.3050618019295534 12:-0.05716141904755678 13:-0.1405677056716866 14:-0.4514446942557518 15:0.2641997126924119 16:-0.128375327448994 17:-0.1941653076512609 18:-0.3553536047682494 19:0.1393884654243995 20:-0.04535918794369143 21:0.8030456054680382 22:1 23:0.6727588568850381 24:-0.02179753519284501 25:-0.5093982064783927 26:0.07351658717882792 27:0.2088738907975667 28:0.6765637645513551 29:-0.2359701910452682 30:-0.7595566406713732 31:0.2527891688202321 32:-0.2310125101139638 33:0.04722885986036959 34:-0.2706616015124633 35:0.3659960984810211 36:0.108348452919956 37:-0.1555863327249439 38:0.1209729389058611 39:-0.4329718229767967 40:-0.01305547214254588 41:0.03446665748930093 42:-0.4290365316965538 43:-0.04325306875261888 44:0.4459277984022273 45:0.114311157358905 46:0.7852576196423163 47:0.1871424393554881 48:0.1351466695267516 49:-0.3459800877539465 50:-0.5068063478199103 51:-0.57823393103681 52:-0.4548302298113886 53:0.1172822762039005 54:-0.2016668664665448 55:0.5000711249286685 56:0.02572247401696418 57:0.433613465955886 58:-0.1348408628232595 59:0.2329985965387086 60:-0.3744362272973025 61:0.1672856324889156 62:0.3973672652449804 63:-0.7438994264343621 64:-0.09960625749389448 65:0.2490353718757651 66:-0.3336565040942736 67:0.1654392587323935 68:0.2617204714825623 69:0.01272802927335964 70:-0.4095687347240405 71:-0.5440860767104473 72:0.08204655108584819 73:0.08877865549501039 74:0.2401777568131508 75:0.5513730512956561 76:-0.4223172703854357 77:0.2264157761550858 78:-0.2138886954569873 79:-0.1416465615562979 80:0.1487466698867792 81:-0.03940152407798914 82:-0.009779667486658483 83:-0.1367682501873864 84:0.1530902177229576 85:-0.05516114122254083 86:0.378027303971359 87:0.3957072842034492 88:0.2322401363117323 89:-0.269480898073138 90:0.2400390176904863 91:-0.1378820839746633 92:-0.2207113675174034 93:-0.3382381311877529 94:0.2307672432061094 95:-0.2339889526041669 96:0.1679854511796506 97:0.09195972064125132 98:0.6730431479356364 99:-0.2121017531525305 100:0.3411890248224644 101:0.1360059706137477 102:0.2221083737159608 103:0.484960613207809 104:-0.3941659735281456 105:-0.338346691491124 106:0.1135704327384194 107:-0.4646632714817552 108:-0.06604641851419486 109:0.01431314830519807 110:0.3767428502385262 111:-0.1805852547383728 112:-0.6237262236894332 113:-0.1693890660088122 114:0.5767498675155233 115:-0.2149754534516355 116:0.7506621975119738 117:-0.3838675169031378 118:-0.8360389927258357 119:-0.08140209628438627 120:0.1738633958251105 121:0.1279314349390741 122:-0.4543966306954226 123:-0.6210286513716409 124:0.2107651856379029 125:-0.3182152431021785 126:0.2311666469881804 127:0.3053224701094471 128:0.1283069487682068 129:0.3239369191970933 130:-0.1926747277827099 131:0.6324595294582454 132:-0.4008430964492357 133:0.4485748996615482 134:-0.06888863544602294 135:-0.1633994320706639 136:-0.5090749055397885 137:-0.01056621395626966 138:-0.4761556331639056 139:-0.4498192442989787 140:0.2015677285267636 141:0.7456896491194935 142:0.4133316149925599 143:-0.3117877426007107 144:0.4177693692099166 145:-0.3459947669137558 146:0.182095791724379 147:-0.107300683362463 148:1 149:0.09259814535221844 150:0.4248828575234758 151:0.3556830745778122 152:0.3726318900557297 153:-0.5111226454370289 154:-0.1215586041620636 155:-0.3937864772990255 156:-0.2330501232094402 157:-0.3484014507041963 158:0.4557010201137606 159:-0.3246830031941138 160:-0.1711808283959683 161:-0.3682994666955107 162:0.6831780226093118 163:0.2958068729494898 164:0.3303223345810308 165:0.227145473344162 166:0.07878470516569133 167:0.1383425418407584 168:0.4325001549325195 169:0.3928378080501654 170:0.3311822893076422 171:-0.1926282660260033 172:-0.2137825847848563 173:0.2990554235583399 174:-0.4452180065330152 175:-0.1091107555629146 176:0.1429553026749947 177:-0.4456239930892391 178:-0.1465520532390806 179:0.1400259671040362 180:-0.1373832615315614 181:-0.22788885398625 182:-0.05567697274256837 183:-0.2635765217223894 184:0.9232243258153716 185:-0.1911451138023519 186:-0.2274409242118624 187:-0.2052743073562568 188:-0.09297232280305397 189:0.2379991779300737 190:0.7815985619449218 191:0.03604994955798152 192:0.8502074567420032 193:0.1971152982295283 194:0.06559916504460635 195:0.4854664771277031 196:-0.0720543928296746 197:0.6711231013582886 198:-0.0524485334610096 199:-0.2093705234482729 200:0.3399139120357882
+-1 1:-0.1824744708386191 2:-0.3330961575466694 3:0.09872493902536743 4:-0.1704638821103284 5:0.3493006101122001 6:0.06302971717616083 7:0.1937135857016684 8:-0.04619885677408784 9:-0.009755473461225711 10:-0.03135563011892484 11:-0.07123547030516755 12:0.2016054896673306 13:0.0209158100497176 14:-0.3150269722162766 15:-0.3679678295069889 16:-0.1840331225089301 17:0.04354294859265467 18:0.2147573645077432 19:-0.2204220300864088 20:-0.08525480494865262 21:0.0527853857823678 22:0.3303010053269599 23:-0.2333706417436155 24:-0.1857548782115338 25:0.5552997420526765 26:0.3650557902739501 27:0.514736278254708 28:0.3440485811273253 29:-0.5051145825062329 30:0.03200437365578399 31:0.6234834288804832 32:-0.3664172268396693 33:0.04976345485327266 34:0.1305926740420042 35:0.1842564135972574 36:0.2793390147809629 37:-0.06529231111158791 38:-0.184381248680235 39:0.000371406105298594 40:-0.1769373942093687 41:0.1104716300626807 42:-0.4063107872282899 43:0.5947334594645832 44:0.173381835938387 45:0.6084697576727821 46:-0.03698803377443352 47:-0.2156587091068026 48:0.1615584133274953 49:0.3491239061830284 50:0.2316870092333737 51:-0.3404071088755229 52:-0.1337734736564095 53:-0.400017498710911 54:-0.2271332421066847 55:-0.13301274418118 56:-0.1059760718210312 57:0.2263149321006885 58:0.3821917631072475 59:0.2551292202018935 60:0.3820391652462245 61:0.1703890356982681 62:-0.4012647114387278 63:-0.1110863927677557 64:-0.556151617477165 65:0.05177473353301597 66:0.1604586502614577 67:0.1150237399917465 68:0.5314328022252752 69:0.08625182853642466 70:-0.2000586296177394 71:0.02814715528282308 72:0.2928510301722549 73:0.3900757256446818 74:-0.1636475060276525 75:-0.08371758286044556 76:0.14797486478517 77:0.04961198602010164 78:-0.2772569339095873 79:0.2900406379339934 80:-0.4896631817384081 81:-0.228189535659703 82:-0.4956402913408287 83:0.2652221791705028 84:-0.07078051762398198 85:0.2744638572684896 86:-0.2446925138877548 87:-0.411781813227893 88:0.1820320353990773 89:-0.01709857693721975 90:0.1940339900601692 91:-0.05347591574339008 92:-0.1211025843437211 93:0.277626094078507 94:-0.319659595057855 95:-0.6303997900553551 96:-0.1591389707383746 97:0.6855765398071839 98:-1 99:-0.7087608455190966 100:0.187941356105879 101:0.1030749499382559 102:0.5119992133680344 103:0.1216911994919908 104:-0.6129608596152959 105:0.07732690332118124 106:0.3912055930759752 107:-0.002282675934739936 108:0.1195443678991557 109:-0.212757761479951 110:-0.02268799951466756 111:0.3124430318232033 112:0.6656276227513884 113:0.3249275900808962 114:0.1292393469721135 115:0.6059460704315487 116:-0.1387303488903409 117:-0.1061382598542819 118:-0.06138885063476331 119:-0.162072213466585 120:-0.08417444159652308 121:0.2056148465664178 122:0.3598801003920886 123:-0.5111959123721617 124:0.2867640146086871 125:-0.0973611369877157 126:0.4462313933604377 127:-0.1158923650848196 128:0.001475041153249645 129:0.193751121432669 130:-0.3795029511218471 131:0.1709541478288796 132:0.0408767314071604 133:-0.1743655929892843 134:1 135:-0.5703157959226609 136:0.3563332466570046 137:-0.2858405984117123 138:0.4552709852049616 139:-0.1153294449184674 140:0.2631726409093251 141:0.2958596201505573 142:-0.6231578836661354 143:-0.4802569213022256 144:0.03565571593861728 145:0.1450828771349212 146:0.4867916239502452 147:0.1680019488355654 148:-0.1652992495772225 149:-0.6802784171129749 150:0.2218106338728945 151:0.5121831437565384 152:0.413536440197407 153:0.1665473554485193 154:0.07125595060757051 155:0.374881442295647 156:-0.1704872181231923 157:-0.0002708087408841708 158:-0.1832081953197374 159:-0.4485791821857522 160:0.209975799283804 161:-0.06506899457625406 162:0.2704492755216376 163:-0.2746377702638927 164:0.1777036613073767 165:-0.1182363094700922 166:0.3881477381439454 167:0.4925653298738615 168:0.5116340387772174 169:-0.356732568935251 170:0.3048443079406579 171:0.9999999999999999 172:-0.002410745521899377 173:-0.05902939045365022 174:0.2021249715139504 175:-0.4440998937408632 176:0.03819761477024225 177:-0.3450590949836613 178:0.7005351226585987 179:0.2007715328878712 180:-0.1300817825710046 181:-0.2051678918347255 182:0.3952255334507667 183:-0.4151004438793398 184:0.2580492058533579 185:0.1612945087402335 186:0.4706742254018172 187:0.1309570496411389 188:0.679611338527163 189:-0.4556530791667741 190:-0.3964751973046076 191:0.04924160602644458 192:0.7505733360706212 193:0.08560372135654717 194:-0.07509006844262481 195:0.2053993373257876 196:-0.4599967117197449 197:0.1802915320179264 198:0.3738021815875412 199:-0.2885586334791667 200:-0.4216088051516078
+1 1:0.005123956805161513 2:-0.429656571093004 3:-0.360792691454058 4:-0.1204895489487562 5:-0.147244796625277 6:-0.2603243842046075 7:-0.4957121860751543 8:0.08169752836686259 9:-0.1466479054951554 10:0.2650307035511756 11:-0.2670124968342246 12:0.2882233981844498 13:-0.3277897138503402 14:-0.02385943844797385 15:0.2859579971201178 16:-0.5190616712773709 17:-0.09563971958122755 18:0.6392569119310304 19:-0.0448465626032705 20:0.6661495055282135 21:-0.4142061643231389 22:0.05546880338787745 23:-0.1976825485664394 24:-0.5833468393292581 25:0.02820625947633465 26:0.2149451160862313 27:-0.3436121459716948 28:0.5992885355256011 29:-0.1941503150725992 30:-0.2070129474982096 31:0.2456751507531095 32:0.253453780941352 33:0.005778256688289379 34:0.2115073327227394 35:0.3005197409353358 36:0.3050543861995892 37:0.07836250710075648 38:-0.05580601166161549 39:-0.09153602325989976 40:0.3594377286126136 41:0.03690365696749377 42:0.2520029015812846 43:0.5918701261756525 44:0.149895333072492 45:0.1550011093514102 46:0.2481038835046021 47:-0.3069607896012734 48:0.2656447064224695 49:0.6543913725101139 50:0.03512209888681703 51:0.3439816600607441 52:0.05867079755294291 53:0.2216227386292992 54:-0.5256068976003668 55:-0.3508392498498545 56:-0.05432469576893679 57:0.06443773550106124 58:0.3235774432988422 59:0.04333637581594038 60:-0.531541568468769 61:-0.7409675933315165 62:-0.4128744753368973 63:-0.01455717164340048 64:-0.1364539341327457 65:-0.1728885052158531 66:-0.02747466961079584 67:0.02972626287099534 68:0.262149627183181 69:-0.1842413035443045 70:0.4508259083552631 71:0.7248024074102215 72:0.3256576503962033 73:0.1393772868996129 74:0.1305964105752397 75:-0.1352892731613366 76:0.4281276234984613 77:-0.3026291309507098 78:-0.04307522377989547 79:-0.2666646529698115 80:0.279625386317863 81:0.1797550363047964 82:-0.5909518580878651 83:-0.09255665404132235 84:0.1171370198008216 85:-0.2621509763076512 86:0.4069195174742088 87:0.4427703774012359 88:0.198884952359605 89:-0.418794812383399 90:0.5412420002095888 91:0.3644546864229916 92:-0.2893982371675445 93:-0.4037085813332879 94:-0.2030314270653368 95:0.1122429616228535 96:-0.3447197525105625 97:0.1261800628593142 98:0.528137368786805 99:0.1219659068877917 100:0.1779465815398893 101:0.4236660869015597 102:0.1589982712709005 103:0.1101318179600341 104:-0.3111952318698645 105:0.01497313904646268 106:0.2336955983543226 107:0.3155516430919396 108:-0.06581604025316207 109:0.4795625262804655 110:-0.09472963675434035 111:-0.3910506549123613 112:-0.1426044915340384 113:0.07518044307966108 114:-0.3358981370954741 115:-0.5588819085769468 116:0.2087416922809944 117:0.1405113136210796 118:-0.6644108342616031 119:0.3840972838791378 120:0.6496902993243683 121:-0.02404564576446567 122:0.5395937167863016 123:-0.2340027263783386 124:0.4188649253395501 125:-0.7512045141900006 126:0.0510720128719578 127:0.2848602629226694 128:-0.1452333800102213 129:-0.3534368189872593 130:-0.6776578858383648 131:-0.1438327902181281 132:-0.7931951785572472 133:-0.6108452011804208 134:0.3359308311271512 135:-0.4884655061042472 136:-0.5788528672848702 137:-0.04672565272336419 138:0.548297701239021 139:0.4709240921550509 140:-0.03187777530652638 141:-0.2109014619068376 142:0.5621896013631339 143:-0.3843429941490035 144:-0.2455243016592912 145:-0.1078852391166076 146:-0.7334963475388351 147:0.5396390635304411 148:-0.01113317981031478 149:0.07322871358718419 150:-0.03863923252895618 151:-0.2493062216009779 152:-0.1165041749719818 153:-0.2252569923662703 154:-0.1322980728810216 155:0.06757924619180863 156:-0.2246767041131598 157:0.36694775822554 158:0.1802562311153296 159:-0.1259855681585399 160:0.2280690366069077 161:-0.4331329301604577 162:0.4099067461121192 163:-0.06821049023095593 164:0.3562282905129958 165:-0.1369000849092997 166:-0.5167128903898658 167:0.5544830336381268 168:0.1504305135536137 169:0.04934185935278659 170:-0.2410829762717435 171:-0.279404941783461 172:-0.3154035249589545 173:-0.1750525142778755 174:0.2072311205297099 175:0.07782922766507687 176:0.1462238408549158 177:-0.04542939739948781 178:-0.752049187040974 179:-0.1013891064304761 180:-0.2637422570820291 181:-0.07198003179402707 182:-0.5121420246693973 183:0.3518297398130915 184:-1 185:-0.08473773783347516 186:0.38518685985649 187:0.474228055516248 188:-0.2437745079396163 189:0.1276789389596387 190:0.2132880608405192 191:0.1413233163892161 192:-0.2977200182366897 193:-0.196609025779543 194:0.0386826345243708 195:0.2562175222589524 196:0.6933851404845296 197:-0.8071023175816723 198:0.2667402636144812 199:0.009101540724284193 200:-0.3450864352550524
+-1 1:0.4863988837945179 2:0.469075854402034 3:-0.1895834549105346 4:0.4315848146154299 5:0.06804022708024982 6:-0.1953183617662927 7:-0.6606370191691175 8:0.02297724475392356 9:-0.288690386874178 10:-0.4122033039728216 11:0.05361050674916372 12:0.5956399277826753 13:0.01599349368835021 14:0.09261351252814815 15:0.0405177229174796 16:-0.103374201958656 17:-0.2890746205122744 18:0.01462275690852506 19:0.2783008979286465 20:0.04665482263684477 21:0.2573369056763734 22:0.3440709352908013 23:-0.2907627356680406 24:-0.4338167865583008 25:0.04067338156435623 26:0.1078896979500111 27:-0.2066006227364111 28:0.7492715669752263 29:-0.09042117366844443 30:-0.3196193602025658 31:-0.500274081783779 32:0.6121343250652123 33:0.04740874220849406 34:0.0144650152772404 35:0.1047098483172798 36:0.2158124046025826 37:-0.01920906505979269 38:0.1765588153718188 39:0.261259951923425 40:0.5804791876855342 41:0.1614235483035463 42:-0.9002681645793346 43:-0.6976972074366369 44:0.1233256932274294 45:-0.6875341632532131 46:-0.09199738032083807 47:0.2405048349317831 48:0.1834190911769063 49:-0.0255818816590515 50:0.4890814992520396 51:-0.06477319219310695 52:0.3895018211901051 53:0.3991055505376905 54:0.09149207262603276 55:0.02162739177867122 56:0.08223388763160437 57:0.04775089390342837 58:-0.5314630976911165 59:0.5921749793891848 60:0.5763777365193719 61:0.4299429568198469 62:0.7683236430524912 63:-0.1575020087414862 64:-0.009026122382418844 65:-0.2154146286107327 66:-0.2144913775248812 67:-0.627967351023914 68:0.1570084111344933 69:-0.4311807445013588 70:-0.6556936615187612 71:-0.1654679074596031 72:0.5582174115394876 73:0.1513641615621308 74:-0.03681756088065435 75:0.1110909096050809 76:0.2300024539436751 77:0.01086226608847549 78:0.3273421122630247 79:-0.2035591802590027 80:0.08816880333966826 81:-0.2364076419002759 82:0.2978659267756945 83:0.161949096830598 84:0.09379977390673172 85:0.5897209035088025 86:-0.1213411140823843 87:0.3717053864983756 88:-0.1940830025246498 89:0.04236196473922418 90:0.504763915774337 91:-0.07320521854005807 92:0.2248256756409901 93:0.02457029181854435 94:0.3806469006950715 95:-0.2191341614814001 96:-0.05887702150070749 97:0.01578768247936183 98:0.3160943016977424 99:-0.669582784205947 100:0.2872341714630404 101:-0.5759143228366793 102:0.1214116032705186 103:-0.181794782136581 104:-0.4386946442153541 105:0.6394245735305872 106:-0.1812784378171223 107:-0.7533483304209394 108:-0.4145849876472199 109:0.08311222416072811 110:0.2283488494291016 111:-0.02767582802474025 112:0.134233117094769 113:-0.2335355623171969 114:-0.422481190566248 115:0.2273435779391087 116:-0.1086147995015651 117:0.08123395045307778 118:0.03979772190859668 119:0.06096244661537067 120:0.3844612755716335 121:0.5255369014944332 122:0.6542062115790391 123:-0.3740057433934863 124:0.4076917955292377 125:-0.08431357592147434 126:0.006287733239450404 127:-0.01196786119142716 128:0.235347159797504 129:-0.5336841306639394 130:0.09973132246111424 131:0.5431374766168924 132:0.7544650083464187 133:0.1867070317552306 134:-0.02600942090756117 135:0.38585757815255 136:-0.2552658766993134 137:-0.3583430463856428 138:0.2285333961518471 139:-0.3012931708494587 140:0.1687646191332902 141:0.2441468468389255 142:-0.006976315936878386 143:-0.3191572485037057 144:-0.3211462767407262 145:-0.1839287480101325 146:-0.1278682707243414 147:-0.7179900900698515 148:0.1160123168076396 149:0.03838474624648143 150:0.3728279801679766 151:-0.05920874584118432 152:-0.09061294346973447 153:0.3672949648543594 154:-0.5207925605266985 155:0.3613456321561712 156:-0.2408567120481796 157:0.4077090381502485 158:-0.5304130483189905 159:-0.2293779570789842 160:-0.1453873755760997 161:-0.02829651407007994 162:0.4859710919175592 163:-0.07792470654375483 164:0.4125986842014153 165:0.02697310498679787 166:0.1929722006779441 167:-0.05733344868085278 168:-0.4412405573381337 169:-0.1375734780401037 170:-0.05549967545884496 171:0.2599980428609093 172:-0.03796168139983876 173:-0.5308469170709917 174:0.1133768274808482 175:-0.08997119921595814 176:0.1478207106297441 177:-0.1258590461018073 178:-0.69502822661859 179:-0.4442805601034012 180:0.6466504029710571 181:1 182:0.04404904904802805 183:0.04717333155000617 184:0.4042279243704286 185:-0.04680299252336073 186:-0.154673252345071 187:-0.4233458686258486 188:0.224763640535847 189:-0.3140993479876102 190:-0.866190722345437 191:0.3484885309844215 192:-0.2060763846574918 193:-0.02403847040875642 194:0.4890660213423551 195:0.2257574404958766 196:-0.3857002099328244 197:0.3254790108153953 198:0.004290438401037055 199:0.001323625854476337 200:0.1461750931253784
+-1 1:-0.07543063134290924 2:-0.3485020983260836 3:0.07451895139753778 4:-0.3960668783511839 5:-0.02998022290663552 6:0.2295848673053485 7:-0.0006851595848920006 8:0.2642516997530108 9:-0.2649076529610293 10:-0.6952403238670646 11:-0.2467584989769353 12:0.3539144772524176 13:-0.2516614209086807 14:0.2017018040538622 15:-0.312495179007712 16:-0.01604145339560159 17:0.09732615857788701 18:0.1842900384003975 19:-0.3687482943823086 20:0.1486004060411778 21:0.5032922974654832 22:0.3907115264424599 23:0.04396576940662165 24:-0.07974834180492626 25:0.4982009834339388 26:-0.3842896894847488 27:-0.1064193270756643 28:-0.03888237403444983 29:0.3878070219618032 30:0.2295753538566442 31:0.02306238626835085 32:0.6283124050910034 33:-0.4036131744914481 34:0.1962532349986779 35:0.3483966093744579 36:0.6364248390061263 37:-0.007314817586086902 38:-0.6206925571770988 39:0.1661926926725448 40:0.1276855509484245 41:0.2726735518609142 42:-0.3255085276515944 43:-0.06963273962890329 44:-0.2180958735196858 45:-0.2093766540351706 46:0.06564467877579315 47:0.6490783022486302 48:0.4499485560645521 49:0.7349311112202958 50:0.1688310251571095 51:-0.08288258069858116 52:-0.6205901763387547 53:0.5719866170758094 54:-0.2645434248346013 55:-0.2837834000653667 56:0.2071594342810835 57:0.4435650515319547 58:0.1539068976130027 59:0.6385287131976809 60:-0.1752829976575651 61:0.5468189736914713 62:0.07810770598823687 63:-0.3085641663416595 64:-0.5374632823596637 65:0.07155538912385362 66:0.2417769741303654 67:0.2458785594873499 68:0.2843021479827604 69:0.337356682463661 70:-0.08428627019480703 71:-0.3090264278284508 72:0.08744542967961938 73:-0.181156471268553 74:0.1217119747219428 75:0.3497358579283031 76:-0.3611643141425185 77:0.003456259277176355 78:-0.6122138820332652 79:0.09793797359729692 80:0.0620568231224089 81:-0.2309576789382605 82:0.01520748956308615 83:0.01442346228202581 84:-0.2469059850878147 85:-0.2634599865669337 86:0.2407768618121498 87:0.5775614508532145 88:-0.2605501078640274 89:-0.2956836138608652 90:-0.3821196636689597 91:-0.1657154333561957 92:0.1570438811750534 93:-0.170109425368284 94:-0.3271133061290762 95:-0.2119939816988656 96:0.1382346282945491 97:0.1718053125162716 98:-0.01792620055597456 99:-0.181998040577493 100:0.2342064150120827 101:0.2289868909084724 102:0.2727096734143369 103:0.3308650644016493 104:-0.008941871720571315 105:0.4963549452074234 106:-0.3296312848647787 107:-0.02719163582009675 108:-0.1406669330667148 109:-0.06873389662403653 110:0.05537326417311221 111:-0.2527645206507915 112:-0.3226776403017431 113:0.743587386541625 114:-0.3473593766138633 115:0.3516891921706026 116:0.5185735468639976 117:0.3614355033134887 118:-0.1401947568608255 119:-0.4875844645059755 120:-0.1036697686066358 121:0.4072105298701216 122:0.01088875499736407 123:0.4442995661575943 124:0.1062316521461939 125:-0.2227895491675365 126:0.09352916212608052 127:-0.5221667905695317 128:-0.1674325882524877 129:0.3999876519161171 130:-0.005001726654367461 131:0.6115610172695507 132:0.6467449140664578 133:0.1458520020317119 134:0.07915153388338807 135:0.3199555275346622 136:0.3197236903170534 137:0.1590967109551691 138:0.004437923121056085 139:-0.03554151454916255 140:-0.221670083066981 141:0.1143389928711584 142:-0.4451726543481022 143:0.5103842941112047 144:-0.351141844558843 145:0.09654134267499839 146:-0.1532254757403685 147:0.2419544844967781 148:0.4357917266679612 149:0.2706139519353368 150:-0.03296588916141989 151:-0.2285727748036644 152:-0.4351872616952128 153:-0.1791607679778952 154:-0.1635880872838085 155:-0.2829623109589081 156:0.3418067313554602 157:-0.3401299506562033 158:-0.03377566722733207 159:-0.145988492127801 160:-0.6740981615624408 161:0.009330325943734757 162:0.07139109819901465 163:-0.5740934235657618 164:0.5917544309832414 165:-0.2734061009230344 166:0.4065917340525363 167:0.3079526533625825 168:0.07555253026201461 169:0.2701715221482218 170:0.2116857562326515 171:0.0275725910763269 172:0.4080041037566446 173:0.3532754619929461 174:0.08591500436759314 175:0.7212594286888619 176:-0.02440001015642451 177:0.005486748969936117 178:-0.2018955978609563 179:-0.2391322195793622 180:-0.3379209942690156 181:-0.1059664333112027 182:-0.1291913835200158 183:0.1000355664823776 184:0.210638709210835 185:-0.03971991856848407 186:-0.2543423669126526 187:-0.01877464593086307 188:0.8171344829499247 189:0.1061466666464051 190:0.04918144913540574 191:0.5771703914254513 192:-0.09859652496244514 193:0.5124617001404601 194:0.3480095004134509 195:0.4178057435738052 196:0.6421631674624029 197:0.6980199430691751 198:-0.1946490770612122 199:0.05264225056605269 200:0.006761410478692553
+-1 1:-0.4591090292874864 2:-0.03327170501939089 3:-0.1286776381534481 4:0.05464242805778902 5:-0.2855888424835825 6:-0.2974764788619911 7:-0.2178630058026527 8:-0.0127671521321156 9:0.05338161906524609 10:0.4245702284900539 11:0.03941998237791479 12:0.3465906258464256 13:-0.2421385860007884 14:-0.2903422914613537 15:0.02588936664114731 16:-0.58741846885326 17:0.4374132297003672 18:0.1401191790200613 19:0.1515119662345875 20:0.232032543322861 21:0.2901296195923855 22:-0.208404053554208 23:0.3528408310971518 24:0.7665712266228613 25:-0.05158263301810936 26:0.2830219339835358 27:-0.04532599986272511 28:0.1469774129839723 29:0.03196293553116687 30:-0.05925631678900156 31:-0.01492452432625413 32:-0.05519487551247959 33:-0.2948449314329262 34:-0.08232633561746594 35:-0.02534960075795314 36:-0.2186701755211095 37:-0.09964196926207769 38:0.2839144128102618 39:0.3911465925257933 40:0.2871661758854786 41:-0.4834627750841956 42:0.02016170011548615 43:-0.07084303080868747 44:-0.1332391438294694 45:0.2750133160577279 46:0.1391577570276986 47:-0.449227541158441 48:0.1799942472174932 49:0.4729861158614878 50:0.2366099739057351 51:-0.4233520190495048 52:-0.2056784000358896 53:0.1130494789981888 54:0.2409523835564575 55:-0.5017856041880001 56:0.3003504415054027 57:-0.5017877101542298 58:-0.239649192605906 59:0.2666795571088009 60:-0.06216965461451657 61:-0.3729269448990022 62:-0.06932069896254785 63:0.01990318599624829 64:-0.792676785428217 65:0.3892233398866676 66:-0.1095875710503253 67:0.1282391033687526 68:-0.06790697980459842 69:-0.8537409927575474 70:-0.1102896664320139 71:0.9999999999999998 72:-0.1073121427628743 73:0.2420402887330591 74:-0.1353659769673525 75:-0.310323757808758 76:0.3839878478460185 77:0.2973017187259536 78:0.1316654293417005 79:0.01457243003294068 80:0.177295416099773 81:-0.3709528254017043 82:0.3034796433466631 83:0.125998289835953 84:0.3337407243179686 85:-0.4534511933548385 86:-0.1482631030352243 87:0.1681684452649309 88:0.08331184085878418 89:-0.005982589253136397 90:0.1747726526001268 91:0.4529077669055945 92:-0.1984993323114355 93:0.3901680980827686 94:0.4220442601755648 95:-0.1708926972342241 96:0.02251033208070513 97:0.1226667100217089 98:-0.2675651883376544 99:-0.01578878346029693 100:0.03822835679672157 101:-0.3184938317524312 102:0.004015159526202815 103:-0.0947014198917577 104:-0.4304562686825105 105:0.8836492600961743 106:-0.1637843652956887 107:0.04231930917755994 108:0.1479529773707624 109:0.1217459806233273 110:-0.2690703532467064 111:-0.5703041811187795 112:0.3606009041580082 113:0.01518686015584158 114:-0.6001476834826783 115:0.05106629679148442 116:-0.1691626034755923 117:0.3363516684886917 118:0.460232252468662 119:-0.6553809633055002 120:0.4967632660875724 121:0.1754278563376532 122:0.06034027217481852 123:0.07649091284963243 124:-0.1431901113194251 125:-0.5394806363819534 126:0.2855062024336776 127:-0.9473860348148223 128:-0.2610993038426475 129:-0.5536295567903037 130:-0.3617248466732438 131:-0.1039398728501386 132:0.2158251226078799 133:0.514781998845862 134:-0.2482471202509788 135:-0.2092454195325846 136:0.1047933881060055 137:0.01366944053793653 138:0.0256892610213097 139:0.1657287862521846 140:-0.3122971515182541 141:-0.3250706274311225 142:-0.2189734480648326 143:-0.5329780629754952 144:-0.08376320246607238 145:0.1051208800223648 146:-0.09174984733259822 147:0.2081729475698052 148:0.003456815501014111 149:-0.08267829327917386 150:0.1409460019337055 151:0.146304964025877 152:0.0664753306471597 153:0.2692524574071666 154:-0.3294307298394076 155:-0.1752079595144319 156:-0.4879506037078879 157:-0.03104146111288393 158:0.2950807812667207 159:-0.6151303630845991 160:-0.2514912534447978 161:0.2301576967608431 162:0.07576857096708731 163:0.1909612203561702 164:0.1971037818429594 165:-0.8475568675580221 166:-0.2172542293165146 167:-0.09197200550397711 168:0.421146913477248 169:0.1698895910215114 170:0.3199803131508894 171:0.6562948483037565 172:-0.6581499191636427 173:0.01460372685717497 174:0.001736061200246754 175:0.2017848927194547 176:0.4170580872571191 177:0.71323653244136 178:-0.3723724181979433 179:-0.45727417737426 180:0.03526821504649721 181:-0.09200698522669676 182:0.02918195906543224 183:-0.01732651241135129 184:-0.2007873780210758 185:-0.1800199868047165 186:-0.2547171932426202 187:0.2970252587934111 188:0.1575548944048816 189:-0.4160722737847791 190:0.3891035096924927 191:-0.3455528695098737 192:0.2091783295666745 193:-0.01280543779983254 194:0.09793382005021592 195:0.2495353533003716 196:0.1138911657083373 197:-0.2025591952354281 198:0.4173965893539934 199:-0.1500069037121497 200:-0.2015439276736901
+1 1:-0.07811797579584816 2:-0.1403400062417452 3:-0.263425409549266 4:0.2995439362108899 5:-0.04943018596643167 6:-0.4334776020221615 7:0.009842207050211091 8:-0.2334628005728927 9:0.7380511914032867 10:-0.04362018017894531 11:-0.32478492555605 12:0.03830123503920099 13:0.2541568300568358 14:0.1765262808040634 15:0.1139461950906155 16:-0.3862310173490924 17:-0.1613099303530126 18:-0.3044421824431092 19:0.3240212216381814 20:-0.250508096057344 21:0.484481111777663 22:0.2730513263452641 23:-0.2821486686686083 24:0.09259910791328323 25:0.4180795369204564 26:-0.08290198139160843 27:0.4339033304983009 28:-0.2299576466945629 29:0.5254742178243248 30:-0.4507522578579723 31:-0.2652494789830153 32:-0.3706630255427156 33:0.02778719594821344 34:-0.1646805919221616 35:-0.6660600614220278 36:-0.2103212593722145 37:-0.06190697662561397 38:0.007720114627455664 39:0.1438869833922219 40:-0.1469306940283716 41:0.1843357873633543 42:0.3653873879445376 43:0.2417429512070489 44:0.03342388597512459 45:0.1468581005551652 46:-0.2069953766206684 47:-0.08945389799994073 48:-0.1935717815390784 49:0.03576592436571453 50:-0.1466510425582883 51:-0.3947573520779236 52:-0.2369039485336548 53:0.06031788876400183 54:0.3456135332731465 55:-0.1261024517572894 56:-0.412227651512617 57:-0.1265894849212263 58:0.1944103093220209 59:0.4162730370360791 60:0.0967219313276898 61:-0.2615633696559571 62:0.2480412575513854 63:-0.1383619234906809 64:-0.2877495501004347 65:0.7717529518305939 66:0.06147599601270681 67:0.3684174454821984 68:0.2727009147010305 69:0.14493721413463 70:-0.05526581849269678 71:-0.598190465226454 72:0.4754233440910559 73:-0.2206294104717333 74:0.5668065897603938 75:-0.2684859511313197 76:-0.4214493502528361 77:0.09405388975789947 78:0.3213532883433761 79:-0.09462069383724921 80:-0.2455379418185367 81:0.2067349465942012 82:0.3936324582734459 83:-0.2577019502679011 84:-0.5571619765131024 85:-0.2763396876131474 86:-0.03871249969962615 87:0.2897669488738207 88:0.1734803446306272 89:-0.09795343790351621 90:-0.3405574615442353 91:0.191108798756462 92:-0.02755712005303813 93:0.1372854533397829 94:0.6447166626435822 95:0.01275215377551674 96:0.2582637563751029 97:0.5482591978014406 98:0.1019302312452241 99:0.1643915883368769 100:0.2567654483521924 101:-0.0644212738061979 102:-0.377186859496533 103:0.1375008696784667 104:0.594197964006501 105:0.09411836081053203 106:-0.05222478792608867 107:-0.3103615337963924 108:0.1529350147655128 109:0.1087028543411545 110:0.418317687139761 111:0.07009610380263721 112:-0.1294724317805361 113:-0.09413101607946904 114:0.1789033524583726 115:0.2284742493788375 116:0.3238886559513801 117:0.2638075313216777 118:-0.09079763822984349 119:-0.7099785771544808 120:-0.3106705915710437 121:-0.6028589864198719 122:0.09303023242733502 123:-0.7901053721052962 124:-0.421191154571235 125:-0.4684176059660587 126:0.3875656615558307 127:0.4878087466934888 128:0.384187400169616 129:0.2708869724995802 130:-0.1304473784236754 131:0.1603833519823991 132:0.2226431585970637 133:0.3581527385363628 134:0.1953485288715704 135:-0.6024928568384628 136:0.1861304338133482 137:0.09295304309575111 138:-0.1056294174840983 139:-0.05593694102778153 140:0.1281000576765112 141:0.1994632838109942 142:-0.5643476284291407 143:-0.2280450754807674 144:0.1162095566024116 145:-0.02122312600786665 146:-0.3390498715372383 147:0.579106659255827 148:0.2871454151224355 149:-0.506185097943558 150:0.2861983602792516 151:-0.0438754646551878 152:0.4342128888845274 153:-0.2991083667202966 154:-0.0654169959276911 155:0.2956561238075566 156:-0.1478153956298472 157:0.05972631941246252 158:0.5428879362412566 159:-0.2436812799692473 160:-0.7148050823107086 161:-0.290280677947799 162:0.4120601540027676 163:0.331841910275793 164:0.07732606494502514 165:0.6447045328334853 166:-0.295918430047692 167:0.3060372669650027 168:0.3045225764252694 169:-0.6215971633020697 170:0.124172715365137 171:-0.3097158016701067 172:-0.1217342664890507 173:0.1152014824756192 174:-0.1154105046400786 175:-0.1863372193345446 176:0.6564005683737638 177:-0.3397760439441333 178:-0.1061392926237541 179:-0.1136597804800655 180:0.7077509739295653 181:-0.03012213294066995 182:-0.09357125041674318 183:0.4106377961363254 184:-0.3498836309714774 185:0.168400890464638 186:-0.7284976604085034 187:-0.2774515114484899 188:0.2604686005326117 189:0.2461790519448893 190:0.4505851812849766 191:0.505887736783204 192:0.4884607059462115 193:-0.135766485393125 194:-0.3796366498325393 195:0.6362554815664474 196:-0.1359218805871293 197:-0.482914874308238 198:0.173455887632655 199:-0.8709256216398199 200:-0.09541464479286088
+-1 1:-0.357538237401003 2:0.05711481976493465 3:0.003095515204460618 4:-0.1149500117142682 5:0.6368152066019537 6:0.4908677682517545 7:0.4574870217590742 8:-0.1512643913898919 9:-0.1265935941127718 10:0.268809485293322 11:0.0005303307989314686 12:0.3774773604910253 13:0.08805769278297895 14:-0.03412472121449364 15:0.1393497684231568 16:0.589193877406421 17:-0.4596952011139016 18:0.09759894074509598 19:0.2415534239768689 20:-0.2485841127416397 21:0.52857456365959 22:-0.1297858754248581 23:0.2430960456664432 24:0.649826033374895 25:-0.2342104726471837 26:-0.08802947194874929 27:0.0746711785993428 28:0.06748199323078485 29:1 30:-0.09800335540414097 31:0.7747403329792444 32:-1 33:-0.008212328662552837 34:-0.1727329329365224 35:-0.1513860546242234 36:-0.6391127701259073 37:0.2556916898163896 38:-0.2871363663617615 39:-0.3737870271364177 40:-0.2422791438338461 41:0.3417680839020623 42:-0.5612626038454602 43:-0.02973955245161739 44:0.2890025232597949 45:-0.08959042585192327 46:0.08820640076827128 47:0.2087998084537749 48:-0.1109667465794934 49:-0.2484135461703062 50:-0.1311034062784537 51:-0.03240310718437782 52:-0.2495474089337567 53:0.2140792862385748 54:-0.9077233185297006 55:0.4000992722346899 56:-0.1975284645481294 57:-0.1083020143240303 58:0.05465907461376628 59:0.4574346436049694 60:-0.3450041150326979 61:-0.4578661245923067 62:0.07948969826582357 63:-0.1616448653386253 64:0.043069984162665 65:-0.2247036945549559 66:-0.2143713602444062 67:0.2734893970555969 68:-0.1004268494977867 69:0.02013694169658953 70:0.3206715135947595 71:-0.0880525786402197 72:-0.07507296129868558 73:-0.5804288329924532 74:0.08752687749728816 75:0.2156451092839536 76:0.3866558170258273 77:-0.1939617219529041 78:-0.3885203088243682 79:-0.2641864663255736 80:-0.471732882760824 81:0.03530178766884332 82:-0.6113752320251205 83:0.3007923772397627 84:-0.2142910260120322 85:-0.2905895460577061 86:0.271387488428241 87:-0.1403266969388276 88:-0.0839450086207191 89:-0.2152552721653332 90:0.001062544315008913 91:-0.1998426138245513 92:0.07838496767228431 93:-0.3480532630857655 94:-0.3426836898969108 95:-0.1641238008540134 96:-0.3202865748414799 97:-0.3491143045732517 98:-0.2304103910937739 99:-0.1795922024582178 100:0.3023829948683101 101:-0.1231808051269447 102:0.1525715133585643 103:0.3103380916556117 104:-0.03181034563528049 105:0.9994386947791692 106:0.3985968525736719 107:0.2321927855469797 108:0.1487361477676865 109:0.5414044969070044 110:-0.3846346046813801 111:-0.01293678377567033 112:-0.0879031863238614 113:0.2618471099088797 114:0.4961743962536104 115:0.2490199770394045 116:0.06366668551986535 117:-0.03289100129254013 118:-0.1364754724049855 119:-0.3028656701672187 120:-0.2960635730466443 121:0.2909235738129763 122:0.01286907478155364 123:-0.4294629547529551 124:-0.8980970190358328 125:0.2190537044114172 126:-0.420875094628038 127:-0.5668419286107261 128:0.5533781782845438 129:0.4948889030727943 130:-0.1142766872269193 131:-0.1715624407242013 132:-0.3350609426255092 133:0.1051304783442414 134:0.2509304698760679 135:0.2235074151095637 136:-0.03991613861431818 137:-0.3309363688285043 138:-0.2973325908975518 139:-0.2380291010300877 140:-0.7628140126625427 141:0.0933863304155845 142:-0.598740183068479 143:-0.1290289985026042 144:-0.1919460049882059 145:0.3452616309673829 146:-0.07606518592353959 147:0.3061512343154529 148:-0.5308368615946423 149:0.1687453199393864 150:-0.4375982597024355 151:0.4528996943719654 152:0.1443326140596493 153:-0.3193982115748085 154:0.05561465046105221 155:-0.2644813029953837 156:-0.1283881420288636 157:0.03374727960806137 158:0.01291247120681613 159:0.1327563921065992 160:0.1948858625923351 161:0.3592486886403965 162:0.1340056484091513 163:-0.2043941198816143 164:-0.09361520828104747 165:0.3349481126947448 166:0.12904176451447 167:0.03507375431668073 168:0.06116265307652599 169:-0.420286687413959 170:-0.07723851068399611 171:0.7439682410282686 172:-0.05422922390228006 173:0.007451199902083729 174:0.03342244447348463 175:0.01158194217519992 176:-0.3975655677478913 177:-0.1921871774993616 178:-0.1382761359508629 179:0.4995950842899272 180:0.1500727873907179 181:0.06761418170000161 182:0.04109956612549193 183:0.2983583550742242 184:-0.08192642001242029 185:-0.008256080958816955 186:0.05675483556380126 187:0.09610412577079029 188:-0.2894674396945041 189:-0.07708039318102017 190:0.09761684741646048 191:0.6214342531279977 192:0.6197647130918966 193:0.08926073714628639 194:0.1586791175867113 195:0.06549016174687798 196:0.6038867229504958 197:-0.1253733881131491 198:0.4409307027049363 199:-0.2232985312702678 200:-0.005758668338374295
+-1 1:-0.1935241709189894 2:-0.4727380453220194 3:-0.2739707395300812 4:0.3151186744154475 5:0.08975291183359209 6:0.1042759138243731 7:-0.08966689733235668 8:-0.5511946933609433 9:-0.6731946254359692 10:0.2665601562300531 11:0.05571642016187578 12:0.254176823880862 13:0.02646551145640162 14:-0.2055925424468783 15:-0.6750558375552447 16:-0.3141196418958707 17:-0.4249045553335977 18:-0.04998192188868825 19:0.4100354636563321 20:0.05649301999284393 21:-0.5392373097206477 22:-0.09168844857258028 23:0.2004026451273488 24:0.144758417409455 25:-0.7123634731022266 26:-0.2976374412503927 27:-0.3747755803629074 28:0.1949216366818079 29:-0.5690619602089279 30:-0.4186093617103408 31:-0.492916920951195 32:0.3493606571607041 33:-0.4231002541102656 34:0.2981929858329882 35:0.01097435327989801 36:0.4731500528203375 37:-0.2094347958765356 38:0.1438471913656386 39:-0.2377954102234734 40:0.2574307557766004 41:-0.3241605587130224 42:-0.5533547908152923 43:-0.1143461574850296 44:-0.2411177394258041 45:-0.04800443385239778 46:0.05916991888261038 47:-0.4376608127320094 48:-0.1380057796270153 49:0.002785074365033495 50:-0.219818474042021 51:-0.3134923525567399 52:0.313004040851448 53:0.2368303223923028 54:-0.2817032587855026 55:-0.1401549754344734 56:-0.2902524369767706 57:0.5835830677950524 58:-0.1315538698314354 59:0.1268591562962619 60:0.06048415563164836 61:-0.2443507188661564 62:0.2031363312770467 63:-0.3824215171221523 64:-0.2569532250807472 65:0.2445147356324778 66:0.1338612484693485 67:-0.4992888957886327 68:-0.2068161184344548 69:-0.6550872608039319 70:-0.169254833863943 71:-0.001651956298844751 72:-0.04704357335356796 73:-0.16735582475977 74:0.0321833496259154 75:0.1101367348491824 76:-0.3826778110657381 77:0.09546467780658091 78:-0.07206387285969731 79:0.06277245536791085 80:-0.3601427190433255 81:-0.01802062944897448 82:-0.006127661975631082 83:-0.2596548516832463 84:0.1798543422753228 85:0.1058095575884836 86:-0.2955418071703404 87:0.1535662385762984 88:-0.01144469239209768 89:-0.06726223810486148 90:0.3368533272537468 91:0.4195604718271186 92:0.3079192225466628 93:-0.248014196859686 94:0.07633456162559768 95:0.1234167966961442 96:0.3553411853194107 97:-0.23990058267918 98:0.4448607853670837 99:0.106931228901268 100:-0.0008344237533948508 101:-0.1553763518536527 102:0.2797641413957001 103:0.5691423279213068 104:0.230455431961136 105:0.9999999999999998 106:-0.04407143943707895 107:-0.3648440707949057 108:0.07000515059673498 109:-0.3468996904171293 110:-0.413709387103638 111:-0.2968622129780296 112:-0.5276407696034709 113:-0.1177862060978331 114:-0.5314530782078848 115:-0.3699959567002089 116:-0.08044929030634965 117:0.003703799201970448 118:-0.1283673834440477 119:-0.5021396542411077 120:-0.01250174408959986 121:-0.1341036335841211 122:0.2782352884536074 123:0.05663294787089079 124:1 125:0.6113731232568981 126:0.1217422749212933 127:-0.1186432362564332 128:0.04158489243788106 129:-1 130:-0.3452586038103856 131:-0.4998991077191716 132:-0.1781907514220706 133:-0.1631038661309457 134:-0.1566741128889893 135:0.01975914182258947 136:-0.04516359887662653 137:0.1986368752440692 138:-0.006146622894861863 139:-0.8606755839114947 140:0.6494464969955379 141:-0.1906657748469652 142:0.1165095988183876 143:-0.2447952935106396 144:-0.01565136055381564 145:0.2741809457181887 146:-0.01096706501783017 147:-0.08196261643569988 148:-0.04077678601631961 149:-0.1876276368254126 150:0.4225763026815652 151:0.1053426441479985 152:-0.07677145306380778 153:-0.1238383585646683 154:-0.07966565366303371 155:-0.2186738436510311 156:0.2700512267589878 157:-0.2899574974846335 158:0.334703328177856 159:0.4922777194390049 160:-0.07310005980163718 161:0.2320642185865708 162:0.4207469694902366 163:-0.1056589340352476 164:0.01315980108644121 165:-0.2817005545370923 166:-0.3211048356650633 167:0.6265060452002303 168:0.2331138597418697 169:-0.5576501449659991 170:-0.04385955401825435 171:-0.08078911782189496 172:-0.04044454386611221 173:0.02898511765426044 174:0.102067866362352 175:0.5732355984713191 176:0.2399886893367663 177:-0.6069867475736574 178:-0.3612310828300871 179:0.1047244943405654 180:-0.08727086764082734 181:0.4450473499456057 182:-0.5091981206563698 183:-0.09246210790892539 184:0.5117727038191138 185:0.2964094866850137 186:0.4520636213325057 187:-0.2111196668473577 188:-0.431949494945029 189:0.1336044485314663 190:-0.3341921210723269 191:0.3787110207908109 192:-0.006798722523520928 193:0.2951604726814125 194:0.559938417400742 195:-0.4233418140724093 196:0.2175063431929699 197:0.570186006978371 198:-0.09686367945342281 199:-0.242311578041497 200:-0.1660403987553022
+-1 1:0.01423766150699673 2:-0.03647571297335209 3:0.40649929606885 4:0.3619988072634253 5:-0.4888312115432663 6:-0.331164961438334 7:0.1745938479145407 8:-0.1199958266964385 9:-0.04746388182911118 10:0.231601287660879 11:-0.313938307496201 12:0.4439441017529823 13:0.356088148561679 14:0.3404933644551011 15:-0.02935369565635656 16:-0.2508937759495512 17:-0.3399248790561894 18:-0.1429774395484698 19:0.05241057039832508 20:-0.02646216376209448 21:-0.2791588672830015 22:-0.5398584054131456 23:0.2318534548310699 24:-0.1048459885347355 25:0.6267911732830316 26:-0.1961740984781908 27:0.3842739397132815 28:0.01345251279259811 29:0.04290138786394876 30:0.3665546705066381 31:0.3107550504610674 32:0.4710468300963192 33:-0.3195449056736935 34:-0.2920901616034017 35:0.5419827199317333 36:0.5886943168998733 37:0.5213502924800973 38:-0.1140985931132609 39:-0.02292271667010275 40:-0.07696073426678438 41:0.1609596089143806 42:-0.3448314684076808 43:0.4348921803044655 44:-0.02772392085899193 45:-0.4495637021859996 46:0.3143682661294851 47:-0.03625360663120694 48:-0.06145388397187426 49:-0.3184314711791191 50:-0.1204552976782994 51:0.07880795212896632 52:0.25645376910306 53:0.1945773679847357 54:-0.1735400927506695 55:0.3201450622538555 56:-0.04046106087250416 57:-0.7934750286425314 58:-0.4042001001609253 59:0.2159259085354896 60:0.1060466616668461 61:-0.08065492191505783 62:-0.1036059077902765 63:0.3331664627650701 64:0.4366578856519799 65:-0.2765003421815073 66:-0.2355795185699302 67:0.009722929145339176 68:-0.2504689592463686 69:-0.977151720589552 70:-0.2560386628361361 71:0.1956217388232937 72:0.3441053603289436 73:-0.5406144250709692 74:-0.2643450294443095 75:-0.05643284378320101 76:0.01179217158244763 77:-0.03256967033162653 78:0.3362125581306616 79:-0.13909917278286 80:-0.04807445813667409 81:0.3824850559704498 82:0.2475275335211332 83:0.2221618120334564 84:-0.1775394012599553 85:-0.3744818497876927 86:-0.2317119772635112 87:0.1996964387704184 88:-0.009971503386933353 89:-0.3717129913717823 90:-0.6516451889256256 91:0.05869970325719558 92:0.3414526227301883 93:-0.1293446432362176 94:0.05274291257804883 95:-0.2337520839762426 96:-0.4804436581757192 97:-0.3580909672850511 98:0.1732112807023439 99:0.5298941821466223 100:0.2625520540712902 101:-0.6046024792516227 102:0.398628276874207 103:-0.1482662536337667 104:-0.3791955369861463 105:-0.1281984794997938 106:-0.5422047276103197 107:0.4102035369137645 108:-0.2969553637572058 109:0.04918401711516664 110:0.1007855875139401 111:0.1771099809690942 112:-0.2254424389923365 113:-0.1325931956759731 114:-0.02156424009511892 115:0.2156929104760231 116:0.2848634983126571 117:0.03002423859390996 118:-0.4509693752961969 119:0.2239425431143747 120:-0.05999200071192955 121:-0.3108747435713876 122:-0.6511046760009483 123:-0.06874537839925138 124:-0.5388818153600934 125:0.3084084335901733 126:-0.2537561498621941 127:0.7058675206500775 128:0.1077757734393917 129:0.07888791770844041 130:0.3909293340322407 131:-0.008706190485149548 132:0.04754052550119374 133:-0.0914741739242326 134:-0.6061038921476488 135:0.5068294250313873 136:-0.3135774946808486 137:-0.1291269765663026 138:0.21211338609824 139:0.1304536533271718 140:-0.418659414073056 141:0.5894565183434378 142:0.09037861954521884 143:-0.4755752343514126 144:0.414779574639796 145:0.488328662300353 146:0.6342605022404078 147:-0.1800994752646101 148:0.8134251661445762 149:0.2058064392906214 150:0.133160800918518 151:0.432263460616521 152:0.1732641897712739 153:0.590633205721552 154:-0.2077532931090399 155:-0.5260007853839218 156:-0.02453931966336938 157:0.1489377163068437 158:-0.01687162028215988 159:0.5312923292624736 160:-0.0254826680448406 161:0.3064416167538097 162:-0.2353866183992167 163:0.5713888120833123 164:0.3498685834484784 165:0.3236022793358427 166:0.9442844322626855 167:-0.1413086563491183 168:-0.1835664415997844 169:-0.04523774762866142 170:0.1717291434239131 171:-0.4391102744922366 172:0.481051173875072 173:-0.03572326083400171 174:0.02247052434670112 175:-0.1238553701448558 176:0.3869816842559354 177:-0.3799312390801343 178:-0.2880981769856406 179:-0.2096006091025672 180:-0.2500517335807163 181:-0.1121296846698434 182:0.005834437752972016 183:0.6472213470123943 184:-0.2584169375066916 185:-0.1367262428462128 186:0.390359189168852 187:0.002695576792148793 188:-0.3886386543298174 189:-1 190:-0.3994870391293314 191:0.1331201625130415 192:-0.01667345756449509 193:0.05314409834665831 194:0.6574184228515023 195:0.6097130047407116 196:-0.5507199004557647 197:-0.4691457824924192 198:-0.4395811001147004 199:0.1633890806206421 200:0.5368581785935934
+-1 1:0.2384287644516258 2:-0.009889092369652651 3:0.3618439746097595 4:0.01702752127006339 5:-0.1807806395696614 6:-0.501066806048299 7:-0.4773585618868333 8:-0.5166756401373739 9:-0.0395974143685674 10:-0.7419509588058062 11:-0.06904225667971003 12:0.7247157740329169 13:-0.02286034536402597 14:0.1959742658773436 15:-0.4100137757960901 16:0.134558473148441 17:-0.5978107388771424 18:0.2772381023504903 19:0.5727124756581172 20:-0.3841974932208896 21:-0.1908628296392158 22:-0.2861204881948312 23:0.2815611243279141 24:0.5077351889718831 25:0.1978772715167982 26:0.4454482056499199 27:-0.8744550682217062 28:0.3228309716879239 29:-0.3309459149945651 30:-0.1549452575476838 31:-0.563139924070332 32:-0.2598143263174257 33:0.2447481290975627 34:-0.5927202629027855 35:0.591331099757182 36:-0.06323028722208203 37:-0.1136797889105558 38:0.09084776983049636 39:0.07446441859234162 40:0.07086983641598571 41:0.6828760721648089 42:-0.3625228873126122 43:-0.2869992403301078 44:-0.5229437751548316 45:-0.1756269594849745 46:-0.348966973767931 47:0.03688527726888108 48:-0.1260480093263952 49:0.5139404824145917 50:-0.1523237031805153 51:-0.1093639240911353 52:-0.2798472814222891 53:0.7469837883792032 54:0.06391322347141148 55:-0.7980103290486973 56:0.1577007426377102 57:0.1655485585454571 58:-0.271902010426427 59:0.339550921022762 60:-0.5157575990432746 61:-0.2969150702453432 62:0.5463941753238352 63:-0.494439277775245 64:-0.1374294384015229 65:-0.6613601519263759 66:0.1716242483719556 67:0.3057042571473796 68:0.03392155901004364 69:0.8446332274680278 70:-0.09289414407016511 71:0.108851393754539 72:-0.4163384825664869 73:-0.529958112246853 74:0.2513664921200348 75:0.1469604542730583 76:0.1063356234606064 77:0.1123704528961213 78:0.2437846137309818 79:-0.286766706136786 80:0.131657201112191 81:-0.2499544831409168 82:-0.3736103860329132 83:-0.5243078102840992 84:-0.252626342843372 85:-0.2803840626628809 86:-0.1878638810949522 87:0.1355631483311768 88:-0.4959213222556191 89:-0.2438313913534793 90:-0.3621171143088315 91:0.308178631869495 92:0.3600383488557032 93:-0.5359057134556299 94:0.1585531236370596 95:-0.2073909345577823 96:-0.05989618711630734 97:0.4902612269503688 98:0.2232262939053381 99:-0.08515759052505419 100:0.1663749056186108 101:0.2006912816027632 102:-0.04251736663262522 103:-0.1459289446783583 104:0.3124933958787343 105:0.1808810454812856 106:-0.01648927482784834 107:-0.3309956319597794 108:-0.06270400304522437 109:-0.4100913558042166 110:0.04304472377385626 111:0.1996327566966836 112:-0.1721370019342287 113:-1 114:0.1157681699677415 115:0.03069834833940754 116:-0.0383681628656774 117:0.1058684902166892 118:-0.1070122541720483 119:0.164182045449381 120:0.3912743214675746 121:-0.2976255236264204 122:-0.2000500098310604 123:-0.5427015988465801 124:0.3586599669828234 125:-0.1508158012737486 126:-0.3460743454045691 127:0.05388850910489419 128:0.181545463396712 129:0.06230873718376446 130:-0.2929867934701643 131:0.4885491521372783 132:-0.2234427883618055 133:-0.3113665512901796 134:0.2581193232729219 135:0.5608809059206165 136:0.4676669468175124 137:-0.551117418933467 138:0.2854488557008202 139:-0.1146906245025426 140:0.06909363560572211 141:-0.08494718532763001 142:-0.4679357353891884 143:-0.2945389684473575 144:-0.02597348301209781 145:-0.2826587697985015 146:-0.1233393551631894 147:0.4992973619999203 148:0.02117244422025763 149:0.2364798025779836 150:0.1651615212529192 151:-0.8853068634150659 152:-0.2814737409114465 153:0.3562571540860372 154:0.348378560470699 155:-0.2366893655296671 156:-0.111391814497405 157:0.291745796013362 158:-0.05868438507249195 159:-0.2318900163282473 160:-0.3185632140307003 161:0.04153018542386963 162:-0.1006599766307471 163:-0.2904876149076885 164:0.02119342701571386 165:-0.1212101416306458 166:-0.06589116726351588 167:0.069159243141757 168:-0.2911789869372844 169:0.01254925562824427 170:-0.3099365827508024 171:-0.2477139673081403 172:0.249189038749051 173:-0.1451428620948981 174:0.3281912339851958 175:-0.1005756032979163 176:0.4213380881625091 177:0.02453187487773045 178:-0.01091003902690267 179:0.2507228600564883 180:0.2387171093414328 181:-0.1647787435727309 182:-0.4745694872946919 183:0.4788848129928786 184:-0.318096620157399 185:-0.1559156193340053 186:-0.03398302214688346 187:-0.4383027491405844 188:-0.4472551004018502 189:-0.1452209283898712 190:-0.1804166953039871 191:-0.5428519248772667 192:0.1540451378534134 193:0.2135374315375031 194:-0.01638957981010744 195:0.7833677225067457 196:-0.2057579846138421 197:0.154080004947692 198:-0.1014956168188781 199:0.3654045878479135 200:0.1098881749708103
+1 1:0.06302424666227234 2:0.03913491779742241 3:-0.5970763468537271 4:-0.6940480192119238 5:0.6354876494441338 6:0.4183483585461975 7:-0.2294444123615201 8:-0.1845292629457914 9:0.5658394739952506 10:0.200209988782363 11:-0.3561701190490944 12:-0.4188809517754323 13:0.03752933782464339 14:-0.06690152194212835 15:0.2508138797727705 16:-0.29128819203284 17:-0.3363233941863448 18:-0.179945315754675 19:-0.07478943162535032 20:0.1005535453805132 21:0.01692846610977158 22:0.05582137869225824 23:0.1120793845633789 24:0.3217051082339581 25:-0.04023926873098917 26:0.01498600069686823 27:-0.2915016895817973 28:-0.06710396926626254 29:0.1876450785217833 30:0.2932197022813735 31:0.7765852056482011 32:0.198082382993833 33:-0.2803458722286249 34:-0.5005079462722151 35:-0.1220455364691901 36:-0.4743423361596233 37:-0.2711534633016484 38:-0.1219309500542617 39:0.3009532393249681 40:0.5313537011275422 41:0.02648111021972342 42:0.13668201725919 43:-0.7651840335273709 44:-0.3734930865183239 45:0.04394237208087023 46:0.1084557555864386 47:-0.02669853376440633 48:-0.2294951520720809 49:-0.06725919008552861 50:-0.3723517055731505 51:-0.08907802337795795 52:-0.3317304274354754 53:0.1443128924327019 54:0.3022094363635602 55:-0.6281425452126 56:0.1210036109520881 57:0.5519863677804795 58:-0.5353736492249038 59:-0.0977664156374477 60:-0.1503991081461385 61:-0.2390612445891681 62:-0.1075067935929416 63:0.2467458046792926 64:0.4336730210874572 65:0.1745335635607016 66:-0.2830837600647458 67:-0.3138635061288798 68:-0.09533322807475089 69:0.1585216604860625 70:-0.1584868977447353 71:-0.173591291425264 72:0.2223429521503477 73:-0.2793136814913725 74:0.3381050525329838 75:-0.4677664459955525 76:0.08050586960194919 77:0.09543928285050923 78:-0.684612843510203 79:0.05136439631954785 80:0.418035274139842 81:0.08379725870392825 82:-0.2338495905574821 83:0.2123000336329273 84:-0.4741258682503494 85:0.01209918063631432 86:-0.1679386263789271 87:0.120097118009182 88:0.5236470105688954 89:0.3184348865628794 90:-0.0556152335726866 91:0.3285646881389273 92:0.4799104633531008 93:0.08763081781104692 94:-0.004428188285867177 95:0.1811981987306738 96:0.3072641630153512 97:0.8244499838609273 98:0.1285640051926289 99:-0.2654328899126048 100:-0.1483829665586269 101:0.1729346647935361 102:0.2212371287738034 103:0.1875405786325134 104:-0.4255948398707055 105:0.07725028928130399 106:-0.01362351592718903 107:-0.2440450228401811 108:0.09400583251278338 109:-0.1147176433440765 110:-0.2271479224704827 111:0.167703962369068 112:0.127919545260194 113:-0.1249533829777002 114:0.3544657002088754 115:0.4828654134661631 116:0.5085000198662017 117:0.3903530396471829 118:0.3143323927837918 119:-0.1953531901630302 120:-0.4034181606579317 121:0.2841399989413996 122:-0.5185401611476208 123:-0.06636424393661761 124:0.1217963855947342 125:-0.5676260084530169 126:0.2403032306491369 127:-0.2570902818827931 128:0.1278485648448801 129:-0.06170223330577176 130:-0.1289748676605429 131:0.1035901678305076 132:0.1702261154870723 133:0.1913415049853286 134:-0.07323089271079394 135:-0.5999737677129376 136:-0.4126862076088152 137:-0.3601751327458729 138:0.6312642860815563 139:-0.1011737601405532 140:0.4767502424989571 141:0.1613562686496201 142:0.05693445305425968 143:-0.03316670551532822 144:0.4282624036220261 145:-0.6480181189570332 146:-0.2688718100821589 147:0.5712731866484547 148:0.3962438848455034 149:-0.2225553751386563 150:0.01460609017470529 151:0.8120170544205187 152:-0.04779315437783543 153:0.6930809324920697 154:0.04133606778375964 155:-0.02185282015352683 156:0.1964417658545032 157:-0.5163782257810569 158:0.3433492452068275 159:0.1976712852656488 160:0.4048534585677195 161:-0.7025591560324662 162:0.009296039586271482 163:-0.2319941351465765 164:0.3172703585393868 165:-0.03413242535870468 166:0.2560102058228705 167:0.3037981643910905 168:-0.04470953875572094 169:-0.4712050500043672 170:0.4535442865028958 171:0.2956430986171605 172:-0.4250475159956038 173:0.2616061128238008 174:0.6562278444998703 175:0.3695123481030316 176:-0.2031749936119492 177:0.04550527538068655 178:0.1411320078080542 179:0.0419204396368067 180:0.3606502701466133 181:-0.1223428815840467 182:0.1763558455841618 183:0.4370639711197941 184:0.09208122089034083 185:-0.6956275047524814 186:-0.7114940919775324 187:0.02717402514990776 188:-0.9560489370569821 189:-0.05969166749170808 190:0.1358468839208005 191:0.6873876508870367 192:0.3804286853582564 193:0.3433528934603576 194:0.10748485392499 195:0.3824598671746882 196:-0.1542680171897257 197:0.133260477110994 198:-0.08023992806302359 199:0.07313004756717544 200:-0.4212251406278393
+1 1:0.3461768553501693 2:-0.06684163859426923 3:-0.4475451831419373 4:0.4174830648747664 5:-0.1859523821422175 6:0.08160426778864502 7:-0.3538506386031793 8:0.1854073513652364 9:-0.1105145848427512 10:0.02653889612346264 11:0.3348983046098575 12:0.05485944005839652 13:-0.3291996680080202 14:-0.4676379709423117 15:-0.618624105772156 16:-0.4608036668231042 17:-0.4768239510175862 18:0.05566716579306275 19:-0.1415006719025766 20:-0.01999398398175133 21:0.2968507260896515 22:-0.351578192106982 23:0.01578661617660061 24:0.2693736692762228 25:0.2668731516600704 26:-0.3691546527990175 27:0.08244863712318617 28:0.167242824950178 29:0.1011772211210962 30:-0.2021242986091361 31:0.5325264636406107 32:-0.08937591976024273 33:-0.07208512316807116 34:-0.1694054792423181 35:0.2685460593463974 36:0.07177871609018954 37:-0.9488629351734119 38:-0.1754132543839446 39:0.2142281274362473 40:0.09846273278875251 41:-0.01432925587357714 42:0.446789346188287 43:-0.04147132419254737 44:0.310003603388125 45:0.4783541591627204 46:-0.1036551806575856 47:0.007871599357414154 48:-0.289606626623017 49:0.1227578912510891 50:0.2218902544296972 51:-0.4493320787511592 52:-0.006092985433093251 53:-0.1516726212971763 54:-0.1198460634029338 55:-0.3528852740160647 56:0.539451259337888 57:0.01116359428077925 58:0.02490305524921303 59:-0.3292421363160534 60:-0.1052200435039315 61:0.06612846038037194 62:-0.4615126578159033 63:0.008565582527235157 64:-0.1872482959534932 65:0.2400106572243544 66:-0.04543992446548516 67:0.6481542499794735 68:-0.008313783853074075 69:0.6612852851970898 70:0.3036924485733119 71:-0.1022129226715227 72:-0.2770290294411675 73:0.1527588297104359 74:0.1428747592734759 75:0.04041682997200647 76:0.1263484953753864 77:0.07457238634428093 78:0.6060755022224745 79:-0.5849026611934561 80:-0.07192587799925916 81:0.4192545061537318 82:-0.1698827077721464 83:-0.03783329886747115 84:0.3105982574148398 85:-0.5779014784913105 86:-0.2721597467857456 87:-0.1893857486621602 88:-0.1385996777875523 89:-0.3114102005899766 90:-0.3839882594603033 91:0.2418060964763619 92:0.5140238113863387 93:-0.5949067416149686 94:0.6867487840095385 95:0.2477051498520982 96:-0.02683991147438104 97:-0.05944341156550506 98:-0.0805782500588243 99:0.2548979063610172 100:0.01325764832965114 101:-0.4031347291968388 102:0.3344787095102319 103:0.3023191806557397 104:0.3468158390991598 105:-0.1539691611929381 106:0.625573859235446 107:-0.5242405217715278 108:0.8742183728561725 109:-0.221920160829381 110:-0.154406746677533 111:0.1081279139531554 112:-0.3004634045333224 113:-0.3556480085997601 114:0.4254660946523736 115:-0.4355610658970271 116:0.1423502392740122 117:-0.222431871114533 118:-0.5958707667399477 119:0.2091783838844637 120:0.1732887290962879 121:-0.7797567183553772 122:-0.05466722186134783 123:0.009753402814762314 124:-0.04972569619524177 125:-0.1623101515718048 126:0.2025636075359124 127:-0.2068717717824715 128:-0.07058126208508186 129:-0.6545837770417856 130:-0.505462508305258 131:-0.5050220351137201 132:0.1788173167392841 133:0.1239109733728484 134:-0.5571029999767076 135:0.4170049221798732 136:-0.2802676670808146 137:-0.1655437206437014 138:0.1438007874618859 139:0.3171844564264193 140:0.3766410335326152 141:0.1945266371464587 142:0.09929128019713737 143:-0.5126345605601552 144:0.3481733959192047 145:0.2477988860939148 146:-0.2364747482599724 147:0.5261426383986338 148:0.1667413790483763 149:-0.02245458067835003 150:-0.2882630054917801 151:-0.1816273110417814 152:0.6742303360332109 153:-0.2534664215111184 154:-0.0842172368900187 155:0.1007236226767976 156:-0.07478775176179392 157:0.1112473234332405 158:0.174292042204196 159:0.1974703202929128 160:0.06052085753508743 161:0.3590038719337977 162:0.4593494984259541 163:0.246271930705486 164:0.1818171002964484 165:0.08881158031598339 166:0.02798299709494316 167:0.2504945093353095 168:0.1215163892200642 169:-0.1344532873290963 170:-0.05892630713709453 171:-0.1087710122824557 172:0.3091155220975987 173:0.2574042123598059 174:-0.2575990297499919 175:0.1236868469139717 176:0.6481093917027736 177:-0.2556903474189292 178:0.3228180024376204 179:-0.2999777055275586 180:0.5005703349498972 181:0.004236989747404496 182:-0.3987215773826541 183:0.07660564126534888 184:-0.4493701933613295 185:0.06055103753522767 186:0.1004068222930124 187:0.7664870874902853 188:0.1302391225658839 189:0.3942866983520659 190:-0.1528169711272653 191:-0.7414907993700851 192:-0.0439339686223266 193:0.1408879331377994 194:-0.261472195645682 195:0.6380363630601931 196:0.9787015428671743 197:0.1943741978087681 198:-0.4447125854358578 199:-0.1792384094459392 200:-0.1986402513656823
+-1 1:-0.6485862097968359 2:0.1909255487839557 3:-0.1702659641901792 4:0.3932816755623189 5:-0.2345445739108923 6:-0.473347840544264 7:0.2113731304903643 8:0.1068251968487591 9:-0.2255859862142431 10:-0.1912248540197962 11:-0.04446488119588819 12:0.03089974613006216 13:-0.06984963821345368 14:-0.0317056582413313 15:-0.04844777044417624 16:0.116070284848694 17:-0.263189219340758 18:0.4380422359422011 19:-0.2728563531309791 20:0.5787907770723703 21:-0.07409211543258654 22:0.2790598231787457 23:0.5664550850719591 24:-0.04141826950337883 25:-0.7324051859395313 26:-0.08719642979122552 27:-0.1179721400688972 28:0.3162720837032965 29:0.130493762496705 30:0.1497419509359327 31:-0.1155891515751517 32:-0.05840803253151006 33:-0.07142464080109906 34:-0.1475679055000939 35:-0.04472834561863145 36:-0.2607910337543893 37:-0.8021253714296545 38:-0.1256607097966329 39:0.9028052970890389 40:-0.2488789352335567 41:0.01377503051131807 42:-0.7476984307078486 43:-0.5463716612748931 44:0.535089629315197 45:0.4449860749085187 46:-0.6186973049643547 47:0.2380098391258233 48:0.1921228305140028 49:0.4954057906458068 50:0.5996999972854511 51:0.3558577629105816 52:-0.3480603708969315 53:-0.2087453450351878 54:0.7311903296298141 55:-0.2383903468963939 56:0.1976522207210919 57:-0.5838229321748389 58:0.1138071672832875 59:0.1745009987649829 60:-0.2656233380932005 61:0.113748113835924 62:0.1470546851558545 63:0.3133123425758271 64:0.7249873310095762 65:0.369382017177072 66:0.3614415123263314 67:-0.243036715623349 68:-0.1643183072448606 69:-0.1510758267888596 70:0.3261725362750576 71:-0.6418537992400606 72:0.5360459443907857 73:-0.3980211689323244 74:0.2723167685155444 75:0.2728607456328445 76:-0.2689923209785605 77:0.07945521976716011 78:0.3286595272372762 79:-0.4348749199655954 80:0.4364715574709395 81:0.2433760994797204 82:-0.2152653101826655 83:0.4095939271239287 84:-0.0793949543220803 85:-0.1521780965262266 86:0.1661853846192488 87:-0.4181650048772274 88:-0.03940608210547394 89:-0.08132332623784032 90:0.3168104498545036 91:0.2242865640841264 92:-0.5092731983729912 93:-0.6869249244724865 94:0.5549004383928037 95:-0.4070743107645234 96:-0.1797386983415046 97:-0.1090330676734074 98:-0.1032089030223152 99:0.004791122655874929 100:-0.4252411237149381 101:-0.0513180935361789 102:-0.1237732602984706 103:-0.1110711621438862 104:-0.3480801231075827 105:0.3620388950145131 106:-0.03846580910745424 107:-0.5061266790976223 108:-0.006999196816574432 109:-0.1483571644560066 110:-0.02867248966829146 111:0.1556665746782333 112:0.1162770502123978 113:-0.1740757801285545 114:0.7867631257791099 115:-0.1617985818544982 116:-0.04873496814522338 117:0.2760372833274072 118:-0.3183718308156651 119:0.4363886276501988 120:-0.4220342990328554 121:-0.6420302631728009 122:0.05651699786246649 123:-0.2133201081586947 124:0.1743529399606467 125:-0.1938374640710332 126:-0.01983764518937192 127:-0.1705188387483845 128:0.2018684123094049 129:0.1460521457723527 130:-0.6818570333032064 131:-0.3750942447158829 132:-0.2101887776164638 133:0.7416208452626299 134:-0.3758558651586257 135:-0.4377363368794802 136:-0.1073155787745624 137:-0.5232889368228717 138:-0.6853104717647375 139:-0.08148335698558423 140:0.01395742674177922 141:0.08319208954901899 142:-0.2463106491440457 143:-0.01813942863107014 144:0.5525494629146502 145:-0.1471853290253458 146:-0.4487336390425921 147:0.4395672083550249 148:0.4379400356887708 149:0.4578460390009127 150:0.396821758514887 151:-0.158703851178383 152:-0.07059917649708067 153:-0.07580942914682204 154:-0.4831046841302221 155:-0.3556038300223873 156:-0.7142712440333118 157:-0.1308016329571436 158:-0.7938084393773975 159:0.00277238163556931 160:0.8064218972807903 161:-0.6593044714095134 162:0.009607415010127893 163:0.8023323382030058 164:0.8800721077976543 165:0.6949806558613532 166:0.1613044412959329 167:-0.1680620965316098 168:-0.06131546088128688 169:-0.1836200786793609 170:-0.09914979201420818 171:-0.4805639722628117 172:-0.1707889847886935 173:-0.04546374141686158 174:0.534801284633828 175:0.2046377039468327 176:-0.2201670277871351 177:-0.5797111368174107 178:0.4131057689116202 179:0.1109090809944614 180:-0.02596404334319824 181:0.567714055349932 182:-0.2044261598023396 183:0.2507766088490641 184:-0.2926160649386266 185:-0.06780823987791948 186:0.274964232884729 187:-0.2914627033020848 188:0.3680070191773099 189:0.0909255244405974 190:-0.4862256069735074 191:-0.2109266233085499 192:0.3181877225545569 193:0.4520038624122465 194:-0.06051271029228319 195:0.3998319262864366 196:0.4811695297887167 197:0.1149474080755848 198:0.1319557034864502 199:0.6022607741370426 200:-0.1501740389118457
+-1 1:-0.7169283163918885 2:-0.2663781638237799 3:0.04965452785075238 4:-0.40146199422253 5:0.649238175931887 6:0.3734114813385561 7:-0.4072391188137823 8:0.05082610049115457 9:0.3573490439210305 10:0.1678125011968546 11:0.2634062848495801 12:-0.111152410209013 13:0.4620583838646964 14:0.3541086454010821 15:-0.2122903836236191 16:-0.3011911837749885 17:-0.3494702280428518 18:0.6692962358465411 19:-0.587862589407667 20:-0.2811886740803489 21:-0.01430590537988094 22:-0.2311181036601135 23:-0.4331657820336066 24:-0.06814414392617371 25:0.005972726712703331 26:-0.2055464562943554 27:0.2354145060904618 28:0.2491555920972296 29:0.244114594516595 30:0.5942232132133626 31:0.03852023350776226 32:0.2804811281988339 33:0.1068397854068409 34:0.5406537891219683 35:-0.2132603214507891 36:0.2096626497468182 37:-0.1638890334384344 38:-0.1728119734327592 39:0.5269840264402815 40:0.07062500839454686 41:0.2834050532886166 42:-0.3450396600864146 43:-0.03547249787813747 44:-0.4178869469678585 45:-0.05714288367832797 46:-0.02717609273320956 47:-0.1396412561377182 48:-0.1987851900295585 49:0.412130559873561 50:0.072726562101388 51:-0.1415423810337593 52:-0.1202796899252769 53:0.3436739061161931 54:0.2276102623924862 55:-0.04169369704832357 56:-0.2105981590186411 57:-0.07313598133830709 58:-0.2552637028646641 59:0.5190541400441101 60:0.1625948483510659 61:-0.09664016078992577 62:0.0122050621662363 63:0.3238912547920964 64:-0.1405222096680212 65:0.7849605150390369 66:-0.4795951928262245 67:-0.4432445826302068 68:0.5036433234210147 69:-0.5671904525437249 70:-0.1483782935423766 71:0.5484483053145703 72:0.2803955130096153 73:-0.146041382155317 74:0.1052225405838324 75:-0.01140282175992742 76:0.3293879562478885 77:0.1648011632150303 78:-0.3838414701279024 79:-0.4603591097032813 80:-0.8792779183986446 81:0.3766087851738949 82:-0.7800504291109401 83:-0.3530694903282635 84:0.1738178466337588 85:0.05892647117233593 86:-0.1913666407361033 87:0.6503516483570467 88:0.3623332955983585 89:0.485211138096117 90:-0.2735681803517563 91:0.3365377034648981 92:-0.02100881135917997 93:0.4397110308815073 94:0.3400463475538414 95:0.05668692073013265 96:-0.4425630944627893 97:0.5203865687039688 98:0.08768293028073636 99:0.06807231046660266 100:0.398123911752348 101:-0.3766118473929846 102:-0.159780209980259 103:0.4583503223854657 104:-0.6411821615332421 105:0.3027994097552247 106:0.1851421591407842 107:-0.1844731439792648 108:0.1384233072165583 109:0.3021618871415322 110:-0.1865922897062232 111:0.1712468571047891 112:-0.6223439526551731 113:0.0849480812607329 114:-0.5164539300995351 115:-0.3108657892855565 116:0.4090952626393882 117:0.3750126577038772 118:-0.6019675516978452 119:-0.1144888350357977 120:-0.1778915744623485 121:-0.2026976435140236 122:0.05334850119252021 123:-0.209767435420947 124:-0.3888059750299298 125:0.0403423123061677 126:0.145012340394702 127:0.560953752421271 128:0.5386095869856006 129:0.1204434416431174 130:-0.1295374181548365 131:0.1756067488804043 132:-0.2465820548061641 133:0.6359810182848044 134:0.240521268208597 135:-0.452139064439828 136:0.5786115944106635 137:0.1915632118121494 138:-0.1429707312850811 139:0.1812903966165773 140:0.8652528730171669 141:-0.1230662100320426 142:0.1476650079693346 143:0.5976547796820137 144:0.486137131753749 145:-0.5870459609785126 146:0.1527148799754334 147:-0.03705610305365109 148:0.2472775619449565 149:0.4874387022449241 150:0.3305592653245921 151:0.186298384654006 152:0.7257733381194779 153:0.3203787646802618 154:0.7381792926600996 155:-0.5902304958338709 156:0.3581529089365663 157:0.06437967193149802 158:-0.04689706021691871 159:-0.5729748204890817 160:-0.0694069792497467 161:-0.155839334281183 162:-0.009651700241597561 163:-0.4743655543162874 164:-0.6015947150513103 165:-0.2736787388355149 166:-0.06894670230759581 167:0.4723799604034486 168:-0.2590921409023607 169:-0.1633424430228236 170:-0.4572050093983062 171:0.6141846683213847 172:-0.3776346684366632 173:-0.2592176537006002 174:0.5220725870420968 175:0.5535536137621887 176:0.729840893270981 177:-0.3863036662356862 178:0.4409970223718631 179:0.003146605264829546 180:0.04603933676112328 181:-0.1304117416482458 182:0.2799781823218205 183:0.1409860692092643 184:0.08732285991703131 185:0.1329081040656496 186:0.1764298684336204 187:-0.09549017671357674 188:-0.4388967340012381 189:-0.07342267112139046 190:-0.1420249190147931 191:0.2561910955675478 192:-0.1596484487702468 193:0.1750173040296827 194:0.6725444924349943 195:0.1774643047739146 196:-0.006094704946862622 197:-0.09536247885248639 198:0.667503859453581 199:0.05287155367370727 200:0.2024823142371089
+-1 1:0.1782352849702091 2:0.08966261695614018 3:-0.09642763514499852 4:0.03339506949903727 5:-0.05771540950585809 6:-0.0860460628718822 7:-0.6149706746109961 8:0.3082347753087938 9:0.554748881658909 10:0.08113006389868296 11:0.2842692992270027 12:0.4069806241039258 13:-0.004912062020825822 14:0.2805708409968664 15:0.02918044275209018 16:0.2314751680814353 17:-0.3059839372919267 18:-0.07831551208820346 19:0.4412734843942948 20:0.08099618088873722 21:0.3967936025554186 22:-1 23:-0.6532538281344011 24:-0.1587701237206189 25:0.372797852045635 26:-0.5648816608892872 27:0.6869988631143805 28:0.2711047629319673 29:0.2440544330526014 30:-0.2033977623022124 31:0.1971988929141095 32:0.1531162794852408 33:0.1421042418995898 34:-0.4598644777003691 35:0.5103620589102118 36:0.2226056042859698 37:0.0915903273298912 38:-0.2783969273014192 39:0.818053053149884 40:-0.1952289394466918 41:0.18876629147826 42:-0.236566985434625 43:-0.2605173496415607 44:-0.1756231634213263 45:-0.3877285999696742 46:0.3195817362524215 47:0.6798362414351526 48:0.7288129165358245 49:-0.3585190451636728 50:0.1611659248628892 51:-0.3655130701458816 52:-0.1396191835122739 53:0.01232540577611579 54:0.1047835740789002 55:0.3258752742670614 56:0.001383884551758616 57:0.2215733939322719 58:0.1203200444794411 59:-0.324501699680029 60:-0.122011415772299 61:0.3613017968807069 62:-0.2780197952458041 63:0.1793812191922727 64:0.08890276736126171 65:0.3523716979410596 66:0.07517516184672368 67:0.2222917469596691 68:-0.1439592853204375 69:0.0316099025629737 70:-0.2055570486585517 71:0.08763163536290375 72:0.02523945786447019 73:0.1867250270446527 74:-0.2520129198963577 75:0.3503188775273394 76:-0.3387201608701752 77:-0.3121345673327947 78:0.4926763160925187 79:-0.05205742247127478 80:-0.3163338282765197 81:0.4392080094183862 82:-0.05185889698897002 83:0.5057167124278674 84:-0.2586375916954191 85:0.04521627314417812 86:-0.244402842465234 87:0.01762899234550919 88:0.1217939111713626 89:-0.3078193088042672 90:-0.7620918183009049 91:0.3197083366268679 92:-0.6584602961958002 93:0.3197816817206555 94:0.3126533793927742 95:-0.2583334067940899 96:-0.284862107729876 97:0.6002426566263848 98:0.2616269552719954 99:0.3072641875879266 100:-0.04232119466088208 101:0.3975898954821158 102:-0.1542770036517034 103:-0.2431603623686669 104:0.07429863505836934 105:0.3152814643196326 106:0.05015979391914327 107:-0.2005897450578042 108:0.2370213169827369 109:0.4094246572599765 110:-0.03945744468340512 111:-0.02111877281936855 112:-0.01683990180590703 113:-0.07212424893233506 114:-0.5645719949534158 115:-0.007108013345955419 116:0.006828511077921179 117:0.5635364801743817 118:-0.471694090072578 119:0.6865513980892665 120:0.08226048883582654 121:-0.0447867551573536 122:-0.317954961564613 123:0.6682013996982806 124:-0.04969917401005926 125:0.05506346384599697 126:-0.1215102399023884 127:-0.03108717806785781 128:0.06319117854109625 129:-0.06877953380692015 130:-0.4678694614054744 131:0.1014116348619864 132:0.8907790697277824 133:-0.4171207989019481 134:0.5760363632919514 135:-0.678242076249001 136:0.007097298657010684 137:-0.1831037713391895 138:-0.01778746003671292 139:0.3768644581512642 140:0.1237093127112484 141:-0.1220951034699606 142:-0.1883448566283213 143:0.06690189993994733 144:-0.1463945916291987 145:-0.03471834523500866 146:-0.08467204007693707 147:0.2621955996848943 148:0.4287511680704719 149:0.1895922967186784 150:0.01645344286552887 151:0.2246860447223408 152:-0.1854650416142126 153:0.09333837579404386 154:-0.1218987140095798 155:-0.1988972106385735 156:-0.1881142426564955 157:0.1031009118940041 158:-0.2000923231632979 159:-0.3336204227801168 160:-0.07813527756432639 161:-0.2278784251491893 162:-0.1687221753065425 163:-0.4087068037247207 164:0.05378698882609456 165:-0.08090101159466723 166:0.1359527509528979 167:0.03934509433401745 168:0.1290227719192241 169:-0.1171961623803872 170:-0.2505679569660352 171:0.1868428677124491 172:0.4427641673146318 173:0.2410926536141079 174:0.2590614944623363 175:0.3276358457096097 176:0.5431852445693 177:-0.3339451205784896 178:-0.1193720081098359 179:-0.5372939768430095 180:0.248327149036927 181:0.0544770907472325 182:0.01449718292254857 183:-0.2196968383139202 184:0.04849438082973598 185:-0.3042171073638549 186:0.1344959231004045 187:0.07090645181257978 188:-0.01933693861333582 189:0.2668492135411035 190:0.3953274183447041 191:-0.3101363054818129 192:0.1762424525707341 193:-0.4112512249691455 194:0.5348255753389991 195:-0.07068277515631594 196:-0.3316043937528854 197:0.3078903035663749 198:0.4646557976484889 199:-0.06467577372959624 200:-0.0843480120604925
+-1 1:0.1549990735429131 2:-0.0874040383572456 3:-0.01199330295095496 4:0.055263339925155 5:-0.451175894062205 6:-0.2860129896835991 7:-0.01038457087575172 8:0.1841355361477825 9:0.4729048795906017 10:0.1694864215951865 11:-0.03951836082955509 12:0.5339981416175363 13:0.263653628532672 14:-0.5664201085607234 15:-0.5484903487852227 16:0.08794164405910171 17:0.4144336132073917 18:-0.1297648122263882 19:0.1724414134554189 20:0.09364487194909017 21:-0.2931646462705129 22:0.1255963999417458 23:-0.2139777890403081 24:-0.4410194656137116 25:-0.4159797335272566 26:-0.1091153015445714 27:-0.05338733735600736 28:0.4918890824641475 29:0.1802331633500955 30:-0.7856952262917241 31:-0.293438575207852 32:0.5637845206266366 33:-0.0865617127872722 34:-0.5957212524481853 35:0.4495474531397518 36:0.03276749210911262 37:0.6789250979777923 38:0.3426233163724068 39:0.2016240371942575 40:0.04664068252916846 41:-0.4061870568053285 42:-0.3103358519081356 43:0.1088714522751074 44:-0.3186517603043355 45:0.09440687176668391 46:-0.003242656997035492 47:0.3355130057853128 48:-0.1953538783812201 49:-0.2687772418105624 50:-0.4262232360997293 51:-0.1707496952983708 52:-0.01420666088422001 53:0.1173461247906848 54:-0.06725092246005585 55:0.1371185363420203 56:-0.05530457315739748 57:0.5109135038495195 58:-0.1971920377186368 59:0.9802663188233329 60:0.1697576403219909 61:0.3644733707877127 62:0.6978673677615409 63:0.5665899681738567 64:0.07618477820582756 65:-0.5891863697491226 66:-0.4101602075386125 67:-0.2294402412571888 68:0.335622059538326 69:0.2464410638133433 70:0.139564725238631 71:0.1074508242159583 72:0.1635661542328534 73:-0.1273925239314161 74:0.3134462901098053 75:0.4644701541851387 76:0.03919464797841764 77:-0.1541680362273404 78:0.3100885383181033 79:0.4856985716117898 80:0.3229768656020899 81:-0.1619956868059755 82:-0.2531076127236899 83:-0.1780934617322686 84:-0.1777850293275657 85:-0.238967197719937 86:-0.2622349624677766 87:-0.1521592753953437 88:0.5571342085174091 89:-0.004007417987184847 90:-0.4068450317558225 91:0.008821076719616225 92:0.1309850365635441 93:-0.09243955010886741 94:0.5092944195328526 95:0.4244463825479656 96:-0.1468270831339673 97:-0.1859488690037281 98:-0.05944069363184354 99:-0.09743885731668067 100:0.07436931058832093 101:0.330867481383216 102:0.6620365357329985 103:0.06525466234211182 104:0.08343850433968497 105:0.07026691656298872 106:0.1122770804028122 107:-0.2520241286534632 108:0.5293641058125523 109:0.2938042573470346 110:0.1589961586355008 111:-0.462936830403877 112:-0.05383331137467765 113:0.01431537121653452 114:-0.1244781078466547 115:0.05222960989733973 116:-0.08747167945494749 117:-1 118:-0.03658101683962983 119:-0.7208588244379783 120:-0.4594596990366964 121:0.5958451813026333 122:0.3941437946804793 123:-0.5449794253457998 124:-0.03798495370632086 125:-0.3279893920204849 126:0.06360711849220979 127:-0.3725210020145879 128:0.3260558221305898 129:-0.3069656641398192 130:-0.2671361958621469 131:0.01692243021701068 132:0.5234385336527165 133:0.9149823444916489 134:0.4875767033236921 135:-0.3869344473912423 136:-1 137:0.0896715597476227 138:-0.07963419451181092 139:-0.4130250635774444 140:-0.09492391544184163 141:0.2678780197269791 142:0.1447675341207057 143:-0.2594500692850109 144:0.07902045514299161 145:-0.467917225192902 146:-0.1935381072576417 147:0.2600605274428848 148:-0.04436172108799077 149:0.04069133877664836 150:0.2328265765877092 151:0.008373308537206331 152:-0.1002884437706888 153:0.05131221160053438 154:-0.6984576923673526 155:0.6174799548432434 156:-0.6635712311999831 157:-0.03556695961094129 158:0.08082193441949773 159:0.02744014862891214 160:-0.09808852623386402 161:0.4635987875437596 162:0.2848700967655824 163:0.108691229886444 164:-0.2080633848219213 165:-0.3223342993201095 166:0.09605881048463133 167:-0.3867048017378668 168:-0.6333086090432452 169:-0.3657895477790072 170:-0.629859964676787 171:0.5819455010053028 172:0.2241905372358606 173:0.3852565205779075 174:-0.342622301418906 175:0.06202838832390417 176:0.2697154224885573 177:-0.1753563039043705 178:0.4330129003063033 179:0.6338325223505616 180:0.1967443633355244 181:0.1490205334587583 182:-0.01292312257499725 183:-0.6099220207800753 184:-0.03651812116727639 185:0.137283456931276 186:0.08479263854116187 187:-0.2759763914809048 188:0.4005573515890355 189:-0.5697796801701156 190:0.8698990710480788 191:-0.08294616977160435 192:0.03399965940657328 193:-0.06255926505352163 194:0.2712042959959138 195:0.3058392897930292 196:0.02288878949929338 197:0.06068092594362129 198:-0.09625911541743717 199:-0.2013014973743201 200:-0.8044397792015656
+1 1:0.5405381311779915 2:0.2354041103037458 3:-0.01956081423045604 4:0.05344398021770399 5:0.1183005379845679 6:-0.359424519056423 7:0.1574936917964748 8:-0.5099400669901339 9:-0.1596772688872486 10:0.3331936133065479 11:-0.2945421304678038 12:0.4243287188387896 13:-0.5254079864789631 14:-0.6327716902848664 15:0.5392343613941594 16:0.02254616522774956 17:-0.4789659451052233 18:0.7170701385477062 19:0.2065031613424284 20:0.220048885261761 21:0.1231386076293726 22:0.2478538426262238 23:0.2569175545801498 24:-0.2673856004212813 25:0.965069231092216 26:0.09566322575835839 27:-0.06936098825273912 28:-0.3742525673824479 29:0.3277165489800837 30:-0.41549501327392 31:-0.1022887335887277 32:0.1215132739340731 33:-0.3846102485942189 34:0.03153355693265389 35:0.2842486418714987 36:0.2848557474948895 37:-0.5963713377759353 38:0.2332234042460571 39:-0.2630050527036808 40:0.4917339418118455 41:-0.05658410906457538 42:0.4171469134711843 43:-0.3321294087629506 44:-0.1826656540952728 45:-0.3957667927149146 46:0.5308428711823042 47:-0.4878824192918559 48:-0.5305717896308766 49:0.430574147878734 50:-0.04826479773163511 51:-0.2291105535541473 52:-0.608023736514598 53:0.204525489223489 54:-0.1828365133608121 55:0.4447537897970153 56:-0.3750056169283285 57:0.1803600023582749 58:0.1052799345050799 59:0.3898503535135316 60:-0.2854592751791172 61:0.2772591224320035 62:0.3971513392786807 63:-0.1779006617515862 64:-0.4268061854371462 65:-0.4058121307774226 66:-0.4419076649087777 67:-0.2945595924699537 68:-0.05312573141867891 69:-0.2064290530546556 70:-0.1778039175904555 71:-0.3527074711449389 72:-0.04574398369951671 73:-0.3347136494549986 74:-0.02754026976350028 75:-0.3759952122090119 76:0.07932087911331487 77:0.6878117803134074 78:0.8877902044623576 79:-0.02814997342106928 80:-0.1819099191419043 81:0.4282790996123638 82:-0.2742356869276691 83:0.3428318238485283 84:-0.3604522390945709 85:0.03301800362289725 86:0.192870423625443 87:0.06334980864503251 88:0.07499051617074909 89:0.0701374242350884 90:-0.2175516146994873 91:0.1824636799432462 92:-0.2278717498646217 93:0.3800354663185435 94:-0.2731754989563158 95:-0.3096986534963467 96:-0.02702357619700825 97:-0.313829311929719 98:0.00920610131008838 99:-0.25413284778972 100:0.1380715237466473 101:-0.437933243491098 102:0.2064392762657338 103:0.3209381509865398 104:-0.04615716094743345 105:0.3483194840014787 106:-0.81739634287723 107:-0.855953275622918 108:0.4885497372260085 109:0.4082666472647818 110:-0.2409929456534431 111:0.02676924510099475 112:0.1703152544488729 113:-0.3440901436941759 114:-0.1183770087644573 115:-0.3764723399062639 116:0.4785549310222704 117:0.4621740928082071 118:-0.1820631274871393 119:-0.1148547469787427 120:0.2377159496227414 121:0.07493508053087639 122:0.2625999523832694 123:-0.03443935003568978 124:-0.009834288942303981 125:-0.4889963596522714 126:-0.06602954754609897 127:0.2288551500720312 128:0.105079188760019 129:-0.09771428921387831 130:0.1309060662532879 131:-0.111755548262523 132:0.1024924880061906 133:-0.247406078871202 134:0.0631277427570279 135:0.1553042888923876 136:-0.4214355113433463 137:0.03731530050183289 138:0.2405222526662277 139:0.04894681403465254 140:-0.3322638836489133 141:-0.3857070036262341 142:-0.09267566411673465 143:-0.2258086268331596 144:-0.3999776970277162 145:-0.08519314296786881 146:-0.3314264282899357 147:0.3130265056491231 148:0.52337726418972 149:0.3200128273195173 150:-0.1513407043059929 151:0.1574664310011142 152:0.5898971290279782 153:0.2101006521057995 154:-0.009726504620117177 155:0.1147293625864644 156:0.3688244579015656 157:-0.1611590063032968 158:0.2354299310710336 159:-0.0872956344391535 160:0.08432334290835303 161:-0.1997012312378189 162:0.09090428004530315 163:-0.5092399867010953 164:0.4032188144079014 165:0.6069772810917452 166:-0.9725800315869189 167:0.1591977747622981 168:-0.343023096891467 169:-0.2557899069456437 170:0.120806279613891 171:0.3617645630775154 172:0.3637512708082171 173:0.04787798625403765 174:0.1147763570344825 175:-0.03608744467075789 176:0.1367092375862654 177:-0.4056678547397554 178:-0.4493355120967406 179:-0.2298492456214883 180:0.08582962884520522 181:-0.007873086820180175 182:0.3759126705838826 183:0.0480898533764618 184:-0.01656224351018049 185:-0.2052673156235709 186:-0.06937708561200184 187:-0.3242061140991706 188:0.3152703560180253 189:0.09363297814706092 190:0.3707324638071612 191:0.06120114910199885 192:0.4384239097821574 193:-0.07028135701549904 194:0.2631193879750973 195:0.5842201386618758 196:-0.3530834988577465 197:0.04418512388929141 198:0.08144515284017895 199:-0.148848133923806 200:0.2504388996970864
+1 1:0.1061195948791563 2:-0.1394015446945857 3:0.08308505513132222 4:0.2652815649450156 5:-0.05796081560431987 6:0.006997076909870614 7:0.5282410837913001 8:-0.2731365944936279 9:0.4753597191980256 10:0.005574262970656774 11:0.1351283869854401 12:0.5525916467604373 13:-0.392911565520086 14:0.1011949994472139 15:0.1139094028779928 16:-0.7087539671471841 17:-0.1211789600208294 18:-0.1833843834253669 19:-0.2587346639099877 20:0.3688142585208887 21:0.7298937391406174 22:-0.01592366592295979 23:0.00906087024396098 24:-0.4527018969042031 25:0.7225940776430825 26:0.5289173373585409 27:0.5827455566609577 28:-0.01825631862331896 29:0.4267370083667871 30:-0.1998267405536194 31:0.06378633738771645 32:0.1085524278068941 33:0.03501384876443497 34:-0.414340874413662 35:0.6572321491808912 36:0.08759824695864429 37:-0.1722230952308087 38:-0.07346201612268091 39:-0.5884698371675859 40:0.7926164473679045 41:0.5783134247924165 42:-0.3311214242528794 43:0.4675854414060089 44:0.1136079197011952 45:0.05088758213211989 46:0.4222485396428808 47:-0.4079524025527416 48:-0.01122969429188642 49:-0.2667461391618888 50:-0.5521736793158464 51:-0.4698720455552335 52:0.4337505202777352 53:0.3362719962433806 54:-0.1882534210966106 55:0.2524425306218331 56:0.01453262708186668 57:-0.05789329876235408 58:0.6055925079733595 59:0.4064423881860181 60:-0.2774706163716965 61:-0.3677288659900816 62:0.02032221670890504 63:-0.5681638677674167 64:0.1292319505351686 65:-0.006857930145667337 66:-0.2197758645179739 67:-0.08622665667403512 68:0.3807949788637018 69:0.4240812416888673 70:-0.08043833141492027 71:0.4498137812628896 72:-0.1781601483137547 73:-0.2048219198955996 74:0.6350346258099194 75:-0.05738859105195379 76:0.400674896926876 77:-0.2245946134241852 78:-0.2361760035184822 79:0.005241524346729087 80:-0.5964612203806752 81:-0.2928810526384173 82:-0.01585980276600454 83:0.08817332562426697 84:-0.1650705288157854 85:-0.2028364760343565 86:0.3430765706915055 87:-0.3615083840376146 88:0.5580570667381816 89:-0.29150266612265 90:0.2647010826355909 91:-0.0997777161695387 92:0.4604707072266775 93:0.1614913865657098 94:0.4173099266648032 95:-0.03789379078047492 96:0.1647985596401304 97:-0.07048170668594675 98:0.2531975135457105 99:-0.08804538157006439 100:-0.03310146366924837 101:0.3592320997751227 102:-0.2708907654348177 103:0.3107773311566246 104:-0.3982223290271826 105:0.3482922233275598 106:-0.419767573542954 107:-0.8151826435249151 108:-0.1128419250720488 109:-0.09285471911644663 110:0.213658326352982 111:0.252907494688639 112:0.1544338309864997 113:0.7826962115875675 114:-0.1814350905167834 115:-0.3250761031877605 116:0.338357012472552 117:-0.08233556729297919 118:-0.121511277646417 119:-0.07194951170090617 120:0.31168669111016 121:0.06867695093373813 122:0.1743956907883454 123:0.444398687523671 124:-0.5049152569031168 125:-0.358835415766912 126:-0.1539131994845213 127:-0.1797790638087526 128:-0.02616796972230401 129:0.5243667908363017 130:0.04262519470566309 131:-0.2477398283277809 132:-0.02921708417436657 133:-0.505083374624406 134:0.09739769377090657 135:-0.3132490417052445 136:-0.3066292690479432 137:-0.2723483855254403 138:0.4468580477400563 139:-0.2638963151992238 140:0.09290464940581407 141:0.1862298582327278 142:0.3492224956518619 143:-0.3521608549544032 144:-0.5259685984976428 145:0.03648893176078175 146:-0.1933025392515086 147:0.3911469547990135 148:0.3437499807032847 149:-0.355155822008668 150:0.09044139214604391 151:-0.1845432349217744 152:-0.2431417050826674 153:-0.1810982100455726 154:-0.2190262355641879 155:0.06827685583523616 156:0.3667473274985603 157:0.1837637965513683 158:0.05446976239907466 159:0.3849794306502076 160:-0.3719916635213296 161:0.6622812625155519 162:0.5401519487290997 163:-0.3624650737173827 164:0.4697760428629343 165:-0.1666302738720936 166:-0.1367154911784786 167:-0.06804829563975276 168:0.4557677900295015 169:-0.3007682837983595 170:-0.1478345747089074 171:-0.6029804056096359 172:-0.6746544719498206 173:0.3503958833095472 174:0.6151448679557221 175:0.2900282782898907 176:-0.1194054337296592 177:-0.1469046605356777 178:0.05107447990024644 179:-0.2924640978386397 180:0.04553621449940506 181:-0.315541094566765 182:-0.01603766895952656 183:0.3526796694944906 184:-0.3016640294816081 185:-0.175556567524474 186:-0.3139652859625383 187:0.3028636789767654 188:0.1527678885008932 189:-0.5250639336981604 190:-0.3729363117471514 191:-0.05075029434149206 192:0.2173113177917648 193:-0.7934858038282036 194:-0.08854421594594075 195:-0.2228908358502383 196:0.4621270164210789 197:-0.0667263926252409 198:0.2810502978891742 199:-0.04598150414013583 200:0.06977340028251894
+1 1:-0.4571703815414948 2:0.3580023251739839 3:0.2585870202057596 4:-0.06473742807673087 5:-0.059534885061617 6:-0.7155903723834115 7:-0.4337607840952283 8:-0.6544166476134111 9:0.3642504940081531 10:-0.5908097778536966 11:-0.02630338237575098 12:0.4858415911118133 13:-0.2481838493820978 14:0.1148223160464371 15:-0.3030482313924786 16:0.1039404553043475 17:0.03582309382700957 18:0.1124578677400447 19:0.50591399597173 20:0.6574242629701433 21:0.5065687513853961 22:0.2748827073269148 23:-0.3922831584627099 24:0.4613190800201668 25:0.382868220274355 26:0.2108063445202487 27:0.08338168748798419 28:0.3943318441051776 29:0.2800041188875941 30:0.4050870209230668 31:-0.4902492585273702 32:0.1141810825049257 33:-0.02732595999258372 34:0.1404219984141307 35:0.09505276267824338 36:0.4490252715599101 37:-0.2512873676409326 38:0.1253226558144613 39:-0.01113378608480003 40:0.4776134977214294 41:0.3489918156977483 42:0.7808629713307488 43:-0.5429630622527208 44:-0.5839725733998529 45:0.167961177861763 46:0.28956640437122 47:0.2248157993487286 48:-0.1417637670317758 49:0.409516556191689 50:0.5573823457150875 51:-0.722737592459459 52:0.2886407315514188 53:0.5307553487643193 54:-0.2568872660130828 55:0.5191777077352532 56:-0.07326529627031705 57:0.2104611737889732 58:0.2655529068136533 59:-0.05695667996055043 60:0.006409282720587148 61:0.0402499313147226 62:0.1022624064701377 63:0.06621286460563745 64:0.4608259544930187 65:0.3668022248499981 66:-0.3971661207831291 67:0.8389204739235467 68:0.07417532561060079 69:-0.4249067353921164 70:0.3779395743107152 71:-0.02653869441305836 72:0.041919824619188 73:-0.2809365089333628 74:0.1451969215098195 75:-0.3056715727180171 76:-0.3751224791861432 77:0.5347588274984344 78:0.1921232291980476 79:-0.9633686878143843 80:-0.09176795465686741 81:0.1120911084414251 82:-0.09085998965338431 83:0.8327669333818614 84:0.3228848832178602 85:0.4727113740829103 86:0.2907492457469036 87:-0.0816876172139957 88:0.02074407306725737 89:0.2110984224228364 90:-0.4581562640283891 91:0.3134032112367513 92:0.1405061136150129 93:-0.1978431473431832 94:-0.3808839435963638 95:-0.1676110293230147 96:0.05484020082439109 97:-0.1509910022104389 98:-0.5870295789434248 99:0.5458254920990957 100:-0.1852690884565367 101:-0.014465792736023 102:-0.5670298801757239 103:0.6600638298974301 104:-0.3200860158528755 105:0.3301170825066327 106:0.1801002764017782 107:-0.08114385164473475 108:-0.2247133136661052 109:0.4519416941964409 110:-0.1530602023641411 111:-0.07856033737120016 112:-0.4424104602129499 113:0.06578685971459382 114:0.1910502058437091 115:-1 116:0.1035945048090463 117:0.6063770865947606 118:-0.8791602461864082 119:-0.2212287125392852 120:-0.455779148606931 121:0.4071619273891277 122:-0.3134985708592912 123:0.1565445029151705 124:0.1798589811492803 125:0.3050792732193157 126:0.1509455415993415 127:0.02929856387119492 128:0.2902646246663688 129:0.1584332342006365 130:0.01410969262090378 131:-0.4801574283560494 132:-0.2617456090281816 133:-0.1269246736510994 134:0.1216494794612359 135:1 136:0.2382091560763731 137:-0.299977384920354 138:-0.001857613577732873 139:-0.3031998970765556 140:-0.02497372207893786 141:-0.4090463540984964 142:-0.1047966234288536 143:0.3599650490472075 144:-0.009554195885658111 145:0.3471353613952281 146:-0.1672769932237021 147:0.002807529842639739 148:0.1899294137727778 149:0.1443478353655525 150:0.3503701532225252 151:0.1897380929199695 152:-0.1968325953862381 153:-0.3937365609438431 154:-0.3169043628840624 155:0.02258399002237944 156:0.1457401937819148 157:-0.3857551213029672 158:0.1448876557190912 159:-0.06319113751108826 160:-0.241943509784138 161:-0.172729296568538 162:-0.4838815736057657 163:-0.7295329086106312 164:-0.01922259545190497 165:-0.1435441883972382 166:0.4927602026812682 167:-0.2517271090979352 168:0.03028720386089578 169:0.3973624391597838 170:-0.1710849651888444 171:-0.5748740447203273 172:-0.3470906596021204 173:0.148739971294652 174:0.002500948307420224 175:0.2276977962053269 176:0.1246360814565957 177:-0.5330097368256326 178:0.2160734494598118 179:0.3087790050614227 180:0.2352456464144865 181:0.1431196630470135 182:0.1655651156451334 183:-0.1857402277495879 184:-0.3714094986699176 185:-0.6295939424381447 186:-0.4722012595226865 187:-0.3950555262625492 188:-0.4646380290561046 189:0.06153085203517883 190:-0.2747291060928604 191:0.5167253390157308 192:0.09178847563616582 193:0.20266627733168 194:0.3634476868556619 195:0.4049652612785401 196:-0.1584653437183133 197:-0.09178815638233276 198:-0.05277854957664613 199:0.03227940229520026 200:-0.4357034455169764
+-1 1:0.09947557628593888 2:-0.05709690088415906 3:-0.0445604282108176 4:0.07509215997682753 5:0.7498857487351799 6:-0.1590671896835317 7:-0.5019649960524464 8:0.1309568181292518 9:0.1540945669771822 10:-0.2184467810563719 11:-0.01447567396728156 12:0.3653380885887919 13:-0.3875778451756332 14:1 15:0.3526934669910061 16:0.1995746539409138 17:-0.6448947825934743 18:0.5907435043531303 19:-0.2147966132610054 20:0.1821722033108221 21:-0.2469853142282485 22:-0.06745607856456823 23:-0.3528173163917699 24:0.2158418778925154 25:0.3351601078325885 26:-0.2187684044316157 27:0.2228241618525916 28:0.1455349105428671 29:0.1281168229294861 30:-0.5664086082125217 31:0.5364332895777875 32:-0.5134053138155047 33:0.0567288382047843 34:-0.1188807884063796 35:-0.004166474234721607 36:0.1993084647916231 37:0.3615972293331647 38:0.5462020724695206 39:0.08621750174096612 40:0.4565098993769579 41:0.2983533146204966 42:0.1243589361620048 43:0.1565701663512171 44:0.4084246132053978 45:0.3887019317250904 46:0.1191561440625442 47:-0.2900229244213215 48:0.117077950866526 49:-0.005726073873802015 50:-0.1923187875490343 51:-0.1067457213543437 52:-0.1236220518370228 53:-0.3239499203589908 54:0.2593277594104878 55:-0.2161574479826728 56:0.03487956931382247 57:0.06361514177646077 58:0.6201321206767334 59:0.04536603897582875 60:-0.196451159179083 61:-0.5965374028779113 62:0.3008858267351516 63:0.03375520166085255 64:-0.5855393802485901 65:0.006525248845864862 66:0.2781919393100779 67:0.1196880948357061 68:-0.03806824355479208 69:-0.3485041173864044 70:-0.3707419165896979 71:0.09261067452427107 72:0.6288178141798809 73:-0.3796252430453875 74:-0.0941886010253947 75:0.9367778837208378 76:0.577886142646591 77:0.04985194093772877 78:-0.06320827023679032 79:0.03680229487076014 80:-0.8204831120136327 81:0.2813980469835285 82:-0.07577975762275833 83:-0.05738293777415049 84:0.3418938061013884 85:-0.04005779875232131 86:0.03124270785739717 87:-0.4675199272880591 88:0.2315875956288576 89:0.138070008573193 90:-0.2908334707589714 91:-0.5918856613766444 92:-0.3441873254470975 93:-0.2311135530792512 94:0.2814832551770676 95:-0.2595389440874463 96:-0.06106101193578385 97:-0.04891969959901496 98:-0.1096558942687383 99:0.4176105635645634 100:-0.2063028420156026 101:-0.02696072216733773 102:-0.08970678998140504 103:-0.09179937086727497 104:0.1190754073040773 105:-0.06157308481775764 106:0.3196210094529656 107:-0.3258062673220552 108:0.1965475345810617 109:0.422195202671847 110:0.01232463699385269 111:-0.02785656129946919 112:0.1470030741845924 113:-0.1825824772388769 114:-0.06471206686437983 115:0.05196052364353682 116:0.173083227232893 117:0.1514620026967387 118:-0.02791774326642782 119:0.04694687214766724 120:0.4969532811076598 121:0.3631443875317593 122:0.6603528464060235 123:-0.223360390926111 124:-0.1695579678633768 125:0.8936631048359258 126:0.2703120488539508 127:0.3018662658168366 128:-0.04586897841285123 129:-0.04973564938959766 130:-0.3585625682916273 131:0.224919456359647 132:0.4933775476533374 133:-0.3905409354497635 134:0.09062811390176721 135:-0.1178601160547407 136:-0.8270338689135625 137:0.3087415711399396 138:-0.3075646612923638 139:-0.5272988909228149 140:-0.1313300158515311 141:-0.2103905956449018 142:-0.5270265099169662 143:-0.3196328575618956 144:-0.5058796633494552 145:-0.344832601415779 146:-1 147:-0.1952734229023005 148:-0.6425791665034515 149:-0.1572462594851766 150:0.3260163394537043 151:-0.02769922135101335 152:-0.2057742032966569 153:-0.3390278191974358 154:-0.2485920969684445 155:-0.4609492851310207 156:-0.04259860159683383 157:-0.06635153442674831 158:0.6058782047322681 159:-0.1850759824339228 160:-0.4519889385013746 161:-0.1543148197169644 162:0.3987249502048415 163:-0.6229471952654533 164:-0.3500225404571753 165:-0.1691194987970402 166:0.1781411811851462 167:0.5556965916124577 168:-0.1026509541632137 169:0.4954210724045265 170:0.03258592272716231 171:-0.1711263492429088 172:-0.3819277775682237 173:-0.1564513816589885 174:0.1494225112945079 175:-0.2172102100426488 176:0.3200948856786464 177:-0.0642084692996307 178:0.2898479623194157 179:-0.06112305060280657 180:-0.04390798182702219 181:-0.03974057096681011 182:-0.2021888173572566 183:0.01030585538891091 184:0.2515660764489374 185:0.1018845384037335 186:-0.3458181371095257 187:-0.135004421164801 188:0.02594424288107322 189:-0.7556452137439298 190:0.3169749082498698 191:0.1877755736234865 192:0.5977661649192505 193:0.5341175659903687 194:0.08956581889298196 195:0.2455705277296379 196:0.2682407606702765 197:0.4183344564093691 198:-0.006468413879750388 199:0.3088867044006826 200:0.1377520410914129
+1 1:-0.3167616048927779 2:-0.227090962757611 3:0.2545731352051479 4:-0.006805994912328934 5:0.5427396955660188 6:0.04423941141519587 7:0.1230851164783125 8:0.3040385489583749 9:-0.2196202090167284 10:-0.2081360771593771 11:0.04393022184822294 12:-0.4635417774269294 13:0.2638403728955593 14:-0.01602554335180104 15:-0.2067288655209802 16:-0.3015017997557368 17:-0.5884733697638691 18:0.05614099956451157 19:-0.01335974675254553 20:0.4531831194918947 21:0.1637234531100717 22:0.5233643657479988 23:-0.5100450675576601 24:0.1210947157705341 25:0.2282594067836987 26:-0.3388933013203307 27:0.150222777403756 28:0.4554105875474738 29:-0.1259988615458244 30:0.2972439917995837 31:0.2676350225729204 32:-0.05307885170685692 33:-0.6070278849117945 34:-0.2717531938858735 35:0.1129832544099669 36:-0.4743688795862769 37:0.09738596101829175 38:-0.5340407528720741 39:0.5114729893021395 40:-0.172565193618257 41:0.2287623506957208 42:0.4400466139079377 43:-0.4056454457520584 44:-0.08992585501241086 45:0.7882523000794471 46:0.4040314279997503 47:0.08738967305342879 48:-0.0811305313320307 49:0.1520952403082888 50:0.450548486116166 51:0.13614171363015 52:0.2400564830137238 53:0.4280240886226949 54:-0.09427761102492052 55:-0.02610185920742664 56:-0.1438234250960822 57:0.1616125046890411 58:0.2587765979714792 59:-0.1126227889668257 60:-0.3942377366056489 61:-0.3676505317174325 62:0.5040690549613458 63:-0.3578432313837453 64:0.0129249422011195 65:0.08746098824363112 66:-0.3052163430070477 67:0.04929808897066201 68:0.2744929826454012 69:-0.459623009137584 70:-0.4669866744464938 71:-0.2699554287144572 72:0.4744334961207636 73:0.5131795816501876 74:-0.03750273110996477 75:-0.1799517214007701 76:-0.3349987156635897 77:0.2956877412269386 78:-0.003102963402184564 79:0.2511616124302993 80:-0.2660742903195796 81:0.7282780757462574 82:-0.3547870849773325 83:0.2253680215309449 84:-0.1096425034897712 85:0.04846744612564532 86:-0.8352596993725337 87:0.4379077326142117 88:0.278139766906966 89:-0.279937371404926 90:-0.09208514308251614 91:-0.8535148083478655 92:0.03126336651514959 93:-0.1035348160754662 94:-0.3043211000133439 95:-0.1596869667730487 96:-0.0990226844922043 97:0.3723701632231393 98:0.2061536359321661 99:-0.2133147019348119 100:-0.4530230956632437 101:0.4985004650174075 102:0.07734028807799198 103:-0.004412316489311674 104:-0.1788739986602271 105:-0.2377509438264256 106:-0.03228722661624364 107:-0.04187910447874639 108:-0.08999684954515946 109:-0.1314490849228891 110:0.02139845405453901 111:0.3212030874255646 112:0.1994190738075299 113:-0.3130221127250191 114:-0.06994500910813344 115:0.04074229490235543 116:0.03881003568334805 117:0.5011976170023054 118:-0.250943568294162 119:0.121658711380999 120:0.4379686962436375 121:0.5812457834554872 122:-0.1833967571907767 123:0.3496559167582711 124:-0.3024906531740642 125:0.1399487192834541 126:-0.03354999724995438 127:-0.02905341471836004 128:-0.1551469048130422 129:-0.3505913077702174 130:-0.5269480599833942 131:0.6858351145214004 132:0.2062097589460403 133:-0.3610164876381448 134:-0.03894661120343446 135:-0.4032308004835171 136:-0.08985664661710999 137:-0.32456634172587 138:-0.2031510482187493 139:-0.3283489883517602 140:0.4193440873653363 141:-0.05993055992300721 142:0.1339649152733575 143:-0.7389948562391884 144:0.2342454880541352 145:-0.2423162416422114 146:-0.3390037598073655 147:0.2090574432098738 148:0.00926861112914306 149:-0.6078735147763816 150:0.8702627120458194 151:0.3725019184926182 152:-0.01265382606789028 153:-0.1301893068691157 154:0.8166765712013779 155:-0.345415390135159 156:-0.03694438164249417 157:-0.2131110120827803 158:0.366399557072318 159:0.6268012137729458 160:-0.4157508858902353 161:-0.2628197277706036 162:0.07214705734203472 163:-0.5366394526909484 164:0.8291275159727225 165:-0.002289835252191773 166:0.7503008812289155 167:0.1388399069887651 168:-0.03615224777388634 169:-0.3115059901025814 170:0.3881124975059184 171:0.02385176392316581 172:-0.1752079852380577 173:-0.2362620543190968 174:-0.1055839075827024 175:0.3288083584307571 176:0.6290256668402687 177:-0.6374120140200288 178:-0.6270523602461172 179:-0.3898667256832067 180:0.2543042577195736 181:0.00413655859136558 182:0.1643962851118632 183:-0.219885392106531 184:0.01301044349529823 185:0.4250580396357531 186:-0.195014011069571 187:-0.03947248443127274 188:-0.1845441131650997 189:-0.1221203813377491 190:-0.5522351775933864 191:0.619027305911463 192:-0.1278844415788023 193:-0.2143711540966583 194:-0.2341492240370547 195:0.1885414639234285 196:0.03565166443245868 197:0.5997646094158813 198:-0.1622004634657898 199:-0.2133390162934289 200:-0.7646875044240322
+1 1:0.6628431642081047 2:-0.6066039313333488 3:-0.4347097730705823 4:0.1485102210916334 5:0.2786411542524154 6:0.5117604848339317 7:-0.4510481481880721 8:-0.3989596709094713 9:0.6196922018248852 10:0.07466196275635273 11:-0.6257676624482232 12:0.04919256035822381 13:-0.1073855843039466 14:-0.3087244647852346 15:-0.3756383340459795 16:-0.2026383983996774 17:-0.2454203088810626 18:-0.4223481554411364 19:0.1446964364814942 20:-0.1124341638080006 21:-0.1467376725741334 22:-0.244302133234156 23:0.1289333346899141 24:-0.02865637415977224 25:-0.05464901050277607 26:0.3551073721025487 27:-0.1667977068413416 28:0.3184956582192952 29:-0.1309274278108057 30:0.2355473301740981 31:0.06268620095079572 32:0.4442402547598694 33:-0.5712390968546719 34:-0.208936695752191 35:0.3676589562510855 36:-0.02127263165240785 37:-0.0674695105847435 38:-0.09600528383646606 39:0.2961253828642483 40:-0.6457609930309843 41:0.4906304346978465 42:0.08157635957807961 43:0.2507981473854208 44:0.1091037318389906 45:-0.08207836486588914 46:-0.5916569564027638 47:-0.007775273563301363 48:-0.1023062867032615 49:-0.4391139611832376 50:-0.4373564286969572 51:0.2253177168247341 52:-0.1523358369089512 53:0.1205771608448845 54:0.187433107837376 55:0.2696684896683266 56:0.5003098172119135 57:-0.3468031173671477 58:-0.3426303431126334 59:0.3925840564271641 60:0.3221652176187354 61:0.2472267931149114 62:0.7156280552151514 63:0.2753213593271817 64:0.2436505141828533 65:0.4083254426322626 66:-0.4548010033028569 67:-0.09347149746693242 68:0.08278508640205971 69:0.3965499165181221 70:-0.1118110585307131 71:0.130368502616945 72:0.04378782606690521 73:0.2307702519543079 74:-0.5616831699069436 75:-0.296313113625044 76:0.4205216884809334 77:0.2016831258820951 78:0.01576827564458262 79:-0.160533152501208 80:-0.4235822178530715 81:0.05033362272677076 82:0.05609728957713569 83:-0.1561061610619332 84:0.3621494389983906 85:-0.3994032736264707 86:-0.6347045179256048 87:0.08081384609237596 88:0.2513106606605615 89:0.2184006884593235 90:0.07550487238964035 91:-0.08081496528138687 92:-0.1389993516809626 93:-0.1772069899403308 94:0.1982073854601878 95:0.1407589996492153 96:-0.217360522763232 97:0.2932940442923585 98:-0.2487884828633923 99:0.1128473336285578 100:0.05386446165023812 101:0.09086489146307973 102:0.2668589115546728 103:-0.09899720436149781 104:0.3648427817003707 105:0.2050425580489328 106:-0.2567335530121678 107:-0.3920443594888759 108:-0.6656720107801259 109:0.04807962553878856 110:-0.09294296323779291 111:-0.09652549861477694 112:-0.2181987918162303 113:0.394257819287358 114:-0.5478763525575493 115:0.4255442164983495 116:0.3319986436243462 117:0.3214514443544256 118:-0.1577750109718561 119:-0.7560253597074245 120:0.4381224380758156 121:0.2951592324552776 122:-0.01038545796926914 123:0.6981899212119351 124:-0.6171590823654933 125:0.9104625877858648 126:-0.1978348759532854 127:-0.1776343007818021 128:-0.1988245166600575 129:-0.2160850076560927 130:0.1775067200999039 131:0.2021920603742883 132:-0.8636978914890669 133:0.02227344535449797 134:0.0828144054098606 135:-0.2398807074561324 136:-0.2149564210772157 137:-0.5587181397767821 138:-0.3328984855436151 139:-0.07171917180512609 140:0.5197665069451645 141:-0.3035520202177844 142:-0.1724416530291876 143:0.2185473574521658 144:0.01648590434296974 145:-0.1933518311975506 146:-0.3314065631217126 147:-0.1652717620806511 148:0.4143163575637753 149:-0.08605850267882002 150:0.2117748625229157 151:0.02568853828191742 152:0.6097626237248923 153:0.4880995495908056 154:-0.4036133331546029 155:0.3589390538587675 156:0.1950820624427839 157:0.05505118357517194 158:0.008223206830512478 159:-0.262763569471739 160:0.2084929543242621 161:-0.02099601417962729 162:0.1561147529580412 163:-0.05408038426810988 164:0.425148094194955 165:0.1086059018856742 166:0.2078557517672427 167:0.3964964238770942 168:0.0111052691059112 169:-0.05339114443578494 170:0.2967201277062524 171:-0.3037809431449733 172:-0.1758053672650282 173:-0.4288310289104414 174:0.03434682565069898 175:-0.007739086016500918 176:0.4111534735108522 177:-0.6953743413410389 178:-0.1816143185364075 179:0.1257354174030884 180:0.5279590735219839 181:-0.144573727245442 182:0.1528253686007963 183:0.3354524985718813 184:0.1676852858679638 185:0.1025191331468442 186:-0.04821215959185465 187:0.01674273909877795 188:-0.1399592007710931 189:-0.2437610909637608 190:0.7888456080857994 191:-0.3716510681115054 192:0.4964482768478339 193:0.2721489955770368 194:0.08176506398781323 195:0.3866270639395631 196:0.8129640864439918 197:-0.5559584458380956 198:-0.0694472928912221 199:0.8370908266077479 200:-0.04572273265591792
+1 1:-0.4339214321269426 2:0.08784592494960849 3:-0.0008542513243702914 4:-0.07950891634605753 5:0.3102452235494301 6:-0.146768378523874 7:-0.0541470378673464 8:-0.2236763499945357 9:-0.09530304038296539 10:-0.01314424804749377 11:0.02253856153218532 12:0.3818215026804696 13:-0.03239742187527848 14:-0.5719578009221074 15:-0.1446346947899254 16:-0.3339974875185328 17:0.5296238724586281 18:-0.468503519355262 19:0.2614858609833438 20:-0.3597088273398058 21:0.4022594674333497 22:0.4367785652404728 23:0.7571182367991215 24:0.4861914263787951 25:-0.3180014279567462 26:0.2750965322969089 27:0.8758364042738527 28:-0.1552372874875177 29:0.4133823086208154 30:0.2132566061528081 31:-0.4989198011793825 32:-0.0231611546522099 33:-0.1434615588792029 34:-0.2526865046807102 35:0.384024002655256 36:0.1656829844184783 37:0.09199074118152248 38:-0.06817968059986373 39:0.02209166905785467 40:-0.7523198816394073 41:0.2571875569490522 42:0.2559636552661804 43:-0.07761637926433856 44:0.5710856989758464 45:0.4158914578921605 46:0.8347379027900149 47:0.09938923968851768 48:0.5244376081658976 49:0.380681832081521 50:0.04494270258454845 51:0.3548872973657348 52:0.01813241111529187 53:0.2953221341123987 54:0.02893304541304601 55:0.4627362049955704 56:-0.5033799140917525 57:-0.4159847924069884 58:-0.1710424021342748 59:0.1535056614010804 60:-0.5399341679995833 61:0.04576950380396486 62:-0.293342347574662 63:-0.3118038451039835 64:-0.4339578553232036 65:-0.02584349840909994 66:0.2757112876034366 67:-0.2184509662756771 68:0.1845581355071379 69:0.03902680286385189 70:0.5357597707257206 71:-0.06750596547890661 72:-0.3087802639206447 73:0.34493864431959 74:0.3621603524304878 75:0.4022384910399633 76:0.2935128817051711 77:0.6016912503494357 78:-0.2757539906576401 79:0.1244595011634529 80:-0.1803590851925329 81:0.3019291943264011 82:0.1003774479081418 83:0.09405831436405179 84:0.8404737698362451 85:-0.3527032544785915 86:-0.141144098264472 87:-0.285617597908804 88:-0.2954263843986146 89:-0.2713981004069305 90:0.1366219337961133 91:0.1953817313919042 92:0.3173447490249829 93:0.4717371854321509 94:0.1651987430528522 95:-0.08963384639891109 96:-0.3487165408433375 97:0.1632363241548255 98:-0.1775318254556784 99:-0.3405177662274469 100:0.2859157540010183 101:-0.05085912793915212 102:0.2626646325471061 103:0.0758761183145506 104:-0.7562336771313549 105:0.1380392418664267 106:-0.2714999924454478 107:0.3388516472530048 108:-0.07138883956998811 109:-0.1331742795168771 110:0.1748857744947308 111:0.1244066032387136 112:0.4313048183096648 113:0.05839215371105314 114:0.04689178801651664 115:0.3243688633108584 116:0.4666665458843546 117:-0.1103693282710547 118:-0.4616725828699901 119:-0.04417840846260052 120:-0.01502294396693463 121:-0.1512670908735065 122:-0.5976177737820384 123:-0.4291022687480459 124:0.4006794487261735 125:-0.3690805122375507 126:-0.1451375685244734 127:-0.1720017084058429 128:-0.0269986218083319 129:0.09053112626774426 130:-0.1618898744661074 131:-0.1422991712440015 132:-0.03511557163880975 133:-0.3831128870699799 134:-0.5842793741561517 135:-0.2786959533161388 136:-0.2978747519806736 137:-0.2756150368724616 138:0.04735161225562171 139:0.1615661998026157 140:-0.1908119231951738 141:-0.06556436352329817 142:-0.5903188025489277 143:0.174445993871325 144:0.4289923372639253 145:-0.1024517518950924 146:-0.02385350421966534 147:-0.01155351922617576 148:-0.7595078691323947 149:-0.6873872114755071 150:-0.2260347428381604 151:-0.3393153843372853 152:0.03623706130274874 153:-0.06107722067843857 154:0.08510192545016321 155:0.03928704148029936 156:-0.1660620836209778 157:-0.2878946129997254 158:-0.3923675466106722 159:0.1694077665670662 160:0.1180305473066918 161:-0.03492871622228901 162:-0.04745930676626892 163:0.07887556317949668 164:0.3888959657553834 165:0.8172057817240685 166:0.4046031562611265 167:-0.08382974248831698 168:-0.3093038052636992 169:0.08489078625738289 170:0.1544539608126739 171:0.07593372883579398 172:-0.1850301610277038 173:0.1424375841560755 174:0.2022868221953522 175:-0.1713606704806085 176:0.2267341932021975 177:0.7340389484047993 178:0.1436751458878749 179:0.08501648023037701 180:-0.1373121960461878 181:-0.07115932825215709 182:0.139227454030366 183:0.30754628614299 184:0.1912963635759858 185:-0.4183776427304923 186:0.197107200344569 187:-0.6710902985069382 188:-0.1072815535890637 189:0.4888455380380547 190:-0.423889070380337 191:-0.09329471499220407 192:0.1973582207759447 193:-0.2825308621089038 194:-0.194255343513952 195:-0.08704418108727213 196:0.445535883271813 197:0.1156451799624633 198:0.279591112069395 199:0.002674043060987825 200:0.02031242233859987
+1 1:0.53532888843227 2:-0.9277299830841391 3:-0.09653927870931624 4:0.1696072794850233 5:-0.7136380550931571 6:-0.102857867082673 7:0.5185208677451612 8:-0.1246206212734021 9:0.1063334463251092 10:-0.02035575771445573 11:-0.09665073623854759 12:0.0205828580328575 13:-0.4451274214482753 14:0.7748600505035648 15:-0.07710614568396403 16:-0.05755779932027062 17:0.1439138832997844 18:0.4121316987150144 19:-0.3304568743511573 20:-0.5225710570462941 21:0.08321170970026454 22:0.2755387982569681 23:-0.1409672766918262 24:-0.3707637850689667 25:0.200953911558172 26:-0.5656613669816364 27:0.1134842864343429 28:-0.03730459647794329 29:-0.6009812201860739 30:-0.2982336349015666 31:0.2113886825453983 32:-0.2447089049258226 33:0.3988786101397551 34:0.3546609991304719 35:0.06084992526503161 36:-0.2545122803279806 37:-0.2638484237584472 38:-0.5529268378671628 39:0.4299539416813484 40:-0.339212026999441 41:0.7509551115807735 42:0.3569836135492424 43:0.3167053143610623 44:0.2019043083173258 45:0.6481088215951466 46:-0.102389990786327 47:-0.352877566022915 48:-0.8288896101006346 49:-0.06027952103682301 50:0.01539726640314798 51:-0.4926791429510007 52:-0.1242463565478347 53:0.9670791475775912 54:-0.1336359890846069 55:-0.1259009205422024 56:0.07936414315767829 57:0.5130331795996315 58:0.0713210564534284 59:-0.3364002072301727 60:-0.6254538358303513 61:0.3460681065998146 62:-0.7719475607207672 63:0.4730686588334393 64:-0.4321747478969949 65:0.2396662540687413 66:-0.5719630814827971 67:0.4535207214700193 68:0.1162611178082625 69:0.3134272885219428 70:-0.5451394424830316 71:-0.07809157712835439 72:0.03839471804445192 73:0.2717952169144192 74:-0.3841500950861348 75:0.1609147730069481 76:0.1446585996860558 77:-0.5596594159404827 78:-0.3079835552482464 79:-0.2473705040088419 80:-0.1852983610094753 81:-0.07690849810801997 82:-0.3310701083259956 83:-0.2233716472363363 84:-0.7432908060922248 85:0.2052652122432651 86:-0.6498317369651525 87:0.3117645940328386 88:0.4062686260831648 89:-0.489655420248357 90:0.5504819033902175 91:-0.1052314266358986 92:0.224995875417196 93:0.172583086887717 94:0.4424350482567179 95:-0.2206095936154094 96:0.1098765254366219 97:0.6026955757350534 98:0.4902486532142987 99:-0.7238340718613047 100:-0.5698614333477315 101:0.4798866899534112 102:-0.06514887407905355 103:-0.07352926755695777 104:-0.1540380839933165 105:0.3380641867296586 106:0.9579041996112259 107:0.01406991776422387 108:-0.4400339767269565 109:-0.3999783275391735 110:0.2755377816949756 111:0.2438372567252153 112:-1 113:0.2035804951641359 114:-0.4981988330798235 115:0.161244889713041 116:-0.1604581674966532 117:0.2360661098340512 118:0.3199756331858484 119:-0.105209096435253 120:-0.506225406801997 121:-0.0008136715071186788 122:-0.3392292867719186 123:0.03620806519924956 124:0.1555150814656561 125:0.3180303520388492 126:-0.1681510084573198 127:-0.3311995403281371 128:-0.3670296568951635 129:-0.09986067962665789 130:-0.3466310473994219 131:0.1003605208469052 132:-0.2755244907402619 133:-0.4111034501878508 134:-0.06661224827993525 135:-0.02734700741865846 136:0.06958031170845788 137:0.8562870309214952 138:0.4310944162306604 139:0.05281711476413251 140:-0.1017917617291793 141:-0.2070821600718089 142:0.2552134202007235 143:-0.3625200183345876 144:0.8299047060356433 145:0.02310961998713264 146:0.2301791105014692 147:0.09473865912008514 148:0.5062701245033384 149:0.02057404995970509 150:0.2183348642112686 151:-0.09920644569594822 152:0.4359254005907142 153:0.137485883236256 154:0.1428855540723655 155:0.1732808167000823 156:-0.1266405396880532 157:-0.3635510536013042 158:0.1290776619713932 159:0.1736632370703828 160:-0.3399762950967199 161:0.1790638896856069 162:-0.1046764052235274 163:-0.3609392660486073 164:-0.002014756714497218 165:0.6601831847998482 166:0.7004828303024061 167:-0.3234849827978065 168:0.3333968711718914 169:-0.2397323111983729 170:-0.1951434453283593 171:0.2621029334905209 172:0.2445129721943479 173:0.4172046259726586 174:-0.4470677236063942 175:0.2523472289041486 176:0.089048529362138 177:-0.06645931489402068 178:0.438858480771083 179:-0.06076185409422735 180:0.6490542594976717 181:-0.03166164822247708 182:0.1379219954485518 183:0.1150715356715494 184:0.1461383201063036 185:0.4199710486333598 186:-0.920929825595492 187:-0.3134205981381999 188:-0.5241617169052131 189:-0.6821500632825476 190:-0.2681414429260079 191:-0.05632924997739841 192:0.1220442541627908 193:0.3925088543662302 194:-0.04780173582732472 195:-0.2649649250020218 196:0.357647379288825 197:0.2673603949266813 198:0.3696345401789436 199:0.07955088617063795 200:-0.5517681694449634
+-1 1:-0.0119238035261464 2:-0.05021173382900185 3:0.1725069288766263 4:-0.05580577926309094 5:0.5843233555285252 6:-0.1272703555135254 7:-0.4480972118488432 8:0.4833274230598992 9:-0.02413398046875301 10:0.3516525402317177 11:-0.2889282716191726 12:0.2994585858299299 13:0.4568767550767113 14:-0.2174499503652402 15:0.6031221321055308 16:0.1619239624597049 17:-0.4566706777437796 18:-0.292510300541393 19:0.02238125223248069 20:0.1485929481816793 21:0.858724449005502 22:0.1853079510986386 23:-0.1980555236428525 24:0.08554057095605141 25:-0.1284764473557328 26:-0.5607719489969992 27:0.2979913065367596 28:-0.2515348419208745 29:-0.08031385182054601 30:-0.1592954049095146 31:0.2660574608615721 32:0.02181719988324696 33:-0.4603577311930105 34:-0.5374609191294032 35:0.3352853048621584 36:0.09206656823193923 37:-0.02476056703445623 38:0.5191018225401068 39:0.1683637659891808 40:0.7781134341817856 41:-0.1370413754118182 42:0.0006261641072946526 43:0.3834223712196831 44:-0.08035652427608853 45:0.04241873556014349 46:-0.04598073106040043 47:-0.275115572083832 48:-0.3445957850379688 49:0.2195160569933021 50:-0.5106713200258229 51:-0.2356882890912889 52:-0.3992893214207521 53:-0.1717740824033525 54:-0.3552730482042153 55:-0.1976029409456506 56:-0.1143347044645331 57:0.2645668057103564 58:0.057200612826371 59:0.1399335787678258 60:-0.1045070747074343 61:-0.04007950890834398 62:-0.3316339656709525 63:-0.8291787394135485 64:-0.1994205444171656 65:-0.08361674764920518 66:0.1206941339248609 67:-0.2258978622459702 68:-0.3376209190106239 69:0.02488945518299582 70:0.1059764834401119 71:-0.06585955806695212 72:-0.1212536512206478 73:-0.007344499611352055 74:-0.06903276977984074 75:0.1295532647921661 76:-0.04876872102721765 77:-0.3580180266224928 78:-0.1646420717037514 79:0.07622311123875705 80:0.1384088125514997 81:0.1909792818155612 82:-0.444918494788933 83:-0.058273360155735 84:0.08483087966951625 85:-0.150275179910362 86:-0.2365835374749021 87:-0.2104327327971314 88:0.2472536708072095 89:-0.5150649649071537 90:-0.3672386716627699 91:0.3356065110397403 92:-0.5268315156908504 93:0.1260719280889426 94:0.1022412228983007 95:-0.009801830002880062 96:-0.1783608992880591 97:-0.6829820848287894 98:0.0634602688761603 99:0.5608373463086359 100:0.2944892370081068 101:-0.1401041489791677 102:0.3793885490209911 103:-0.05632417131042816 104:0.0542017486021024 105:0.1156154066820035 106:-0.0882763948634637 107:0.08810694276083381 108:-0.1318016604153068 109:-0.1645857033207229 110:0.1282308014514383 111:0.1892441300922829 112:-0.2110274432763276 113:0.2538462668575884 114:-0.4920655619680823 115:0.2499987068175988 116:-0.3620491215464937 117:0.595813680610434 118:0.3843533208135123 119:-0.008096399478146998 120:0.3014830284031725 121:-0.4229743605295275 122:0.04540993854260093 123:-0.1544190455958405 124:-0.2605154999730437 125:0.4114888328581482 126:-0.3940687988791545 127:-0.1869782852127393 128:-0.2650864962472574 129:-0.2280727332052709 130:-0.3748481622353661 131:-0.3291627803425041 132:0.6551710956342438 133:0.2926830734203917 134:0.318524041780549 135:0.2832046382631923 136:-0.05769510477321273 137:-0.3633738619145617 138:0.3731416653973508 139:0.06255535326545744 140:-0.07257892168680258 141:0.5206117245380317 142:0.1810915871125286 143:0.1555272326694549 144:-0.1077676172128124 145:0.204638375401009 146:-0.207250927133524 147:0.02962385732440636 148:-0.1728968385797881 149:-0.3209741756788778 150:-0.1499065917512112 151:-0.08113971420953717 152:0.5230635681990452 153:0.3341943059799573 154:0.1685984420540822 155:-0.02370946335140775 156:0.2112572366228 157:0.1206694077559074 158:0.394894418123783 159:0.4082880479302703 160:0.07850354870766676 161:-0.4304918345092898 162:0.484742434863291 163:-0.1430154075924603 164:0.6364947280526696 165:-0.393744706035531 166:0.08303279099141689 167:0.2440980579610967 168:-0.01539299599202076 169:0.004832081733424781 170:-0.7862399680588241 171:-0.3145763520344832 172:-0.1815163152192997 173:-0.3403002556508433 174:-0.3264307053494543 175:0.3724802476041281 176:-0.2108833821629233 177:-0.6184249726232514 178:-0.3934648205321576 179:-0.4327955349172976 180:0.1099103080583287 181:-0.08885194139343261 182:-0.174017397622981 183:0.1951087143022992 184:0.05538758088209826 185:-0.3589520620741624 186:-0.4419893123924059 187:0.01373839298489316 188:0.2858552213045351 189:0.06049919137935252 190:-0.1293988479945241 191:0.08492121368305115 192:0.4075720514804449 193:0.3082843080119498 194:-0.1883054919777767 195:0.09306919015573749 196:0.4163301716383294 197:-0.6143053525048584 198:0.03252541635387523 199:0.2544721104551901 200:-0.2259867198968223
+1 1:-0.5177357042202114 2:-0.5408911895742368 3:-0.03715085247979028 4:-0.2672615664629666 5:-0.1541740023867687 6:-0.4381559092452966 7:-0.5160044649947041 8:0.2636818148198778 9:0.1444463902034319 10:-0.649250880293432 11:-0.285619551298026 12:0.04534907372179822 13:0.01721730344863949 14:0.07634041350241455 15:0.5363107788597804 16:-0.2908373888000267 17:-0.5153743450823987 18:-0.03835191120222006 19:0.1546855830267219 20:0.3956571398239104 21:0.4273954941769135 22:-0.4781616277478564 23:0.5780766906542687 24:-0.3730213360794377 25:0.5659255903634985 26:-0.1109525924164688 27:-0.1745799138289555 28:0.7971213286037643 29:0.09665377700245596 30:0.1471877238556847 31:-0.005238265681093035 32:-0.3738541227168873 33:-0.5012474073959207 34:-0.6804545146608146 35:0.2076847335586992 36:-0.2506295536249863 37:-0.2675195598476282 38:-0.2246314793267921 39:0.2627056161177116 40:0.827923247897602 41:0.05366991466814945 42:0.5409772401973486 43:-0.5186469951543042 44:-0.02121521434609536 45:-0.1514098764545661 46:0.8377006312678293 47:0.1903335558065983 48:-0.02011325502473793 49:0.4479259799804849 50:-0.3519555937584055 51:-0.02053797198721587 52:-0.01988271031325468 53:0.3652107604826626 54:-0.1264751812954082 55:0.3976884152376992 56:-0.5842054795651985 57:0.5024205109690052 58:-0.6976279122008459 59:-0.05330857636133168 60:-0.1670426881625599 61:-0.131492230659789 62:-0.1605703403574319 63:0.04771655613752053 64:0.4475337614351873 65:0.005686801710833259 66:0.01371841231657034 67:0.1437021304992318 68:0.4137780549008391 69:0.5274322667655054 70:-0.482664738939904 71:0.2077542383472185 72:0.3093837856648191 73:-0.1308886512151328 74:0.2343989364107968 75:-0.3343620262208398 76:-0.06836366810720222 77:-0.210928178803455 78:0.441473373500142 79:-0.03967001882726574 80:-0.5185985888490772 81:-0.01007890456722685 82:0.2391564034225111 83:-0.2937225030560893 84:-0.1214658570238568 85:-0.2178140174040228 86:0.2754700354454073 87:-0.06805919290478499 88:-1 89:-0.5028397291567299 90:-0.01827001079395547 91:0.1820281336161434 92:0.2837395237155102 93:0.09685670526131913 94:0.0759008893053757 95:-0.4662748601947472 96:-0.01845970967678186 97:-0.1753468110298163 98:0.1216698638371689 99:-0.06106024249236488 100:0.2102185858343012 101:-0.1352977076828581 102:0.731166565408463 103:-0.007846950563819816 104:0.1224505317485318 105:0.5370583202167909 106:0.4638613856067685 107:-0.2314747014776147 108:0.1889838136752268 109:0.4392260443659498 110:-0.3388145028340255 111:-0.2486043300279087 112:0.1466989140797925 113:-0.5170777129359859 114:0.710310504823804 115:-0.08290854883653986 116:0.09932000699958564 117:-0.240270601290577 118:-0.1229403162461959 119:-0.3017957094538 120:0.0672212955176333 121:0.05921341358894678 122:0.02228647533773545 123:-0.3576594988183692 124:0.7705969303074141 125:0.1652060697767181 126:0.2095753623018231 127:0.119912819312903 128:-0.5535600540318785 129:-0.02083888323401158 130:-0.02312422210959483 131:0.1013093881874138 132:-0.8223940329339789 133:-0.05881628787422809 134:-0.509780460012154 135:-0.5017453960255823 136:0.1610080660610897 137:0.1593854346696109 138:-0.1454022104191904 139:-0.5030614438206646 140:0.5540981783355979 141:0.3083726700898206 142:-0.1926224245966497 143:0.1070423565420954 144:0.06877980337761162 145:-0.3786504896317776 146:-0.06327708579255575 147:-0.03852989953309004 148:0.3855328010283078 149:-0.449672311689652 150:-0.2661652641170499 151:0.3461533879302555 152:-0.1025341990648837 153:0.3125411482145304 154:0.2316996509726732 155:-0.2168317761355401 156:0.1638932005084884 157:-0.05045648939773335 158:-0.3690727986617672 159:0.189095679441913 160:-0.3749668910148789 161:-0.04261610217309962 162:0.4094187092780427 163:-0.6002989739276989 164:-0.4452192138372413 165:-0.2845109977996971 166:0.1343311969346231 167:-0.2151846601341033 168:0.1141767685464341 169:-0.7288334839674033 170:-0.2451944098867502 171:-0.1410319528821695 172:0.3487599132941118 173:0.1650370153948144 174:-0.4667228235784242 175:-0.225347485433583 176:0.3974029171364293 177:-0.263076021786014 178:0.03196130463598384 179:0.04271887939659277 180:-0.3172557341845206 181:0.04491170225415503 182:0.1325041766851086 183:0.2618503155463807 184:-0.2850728507616225 185:0.6998277250200771 186:-0.2008793822310841 187:0.1114711068888558 188:-0.4533524047571785 189:0.1875739741290312 190:0.4029763243136832 191:0.6089257621423451 192:0.7475213174661323 193:0.1832243677355923 194:-0.0402456971739811 195:-0.1484751554696551 196:0.3494080834856662 197:0.3369491395802094 198:-0.6065266568998027 199:-0.4699951433728034 200:-0.782147291817996
+1 1:-0.2862362026350325 2:-0.02520560327002167 3:0.2033052342787793 4:-0.0207159718219794 5:-0.236242832035453 6:0.2189362655476732 7:-0.6809360820337687 8:0.05216013445565418 9:-0.1934174605990459 10:-0.01558471339196975 11:0.3560135096548864 12:0.3751650306422565 13:-0.1590527393322111 14:-0.4040580784485669 15:-0.04392322867555542 16:-0.3822742267445319 17:-0.3179022826308519 18:-0.2647535894508903 19:0.1282668069367069 20:0.1427247557688878 21:-0.7826433249587096 22:0.01881561459673745 23:-0.4488778074939952 24:-0.3848131535652045 25:0.003620269626808462 26:0.2501473955638913 27:-0.1474134078881995 28:0.01361241164298144 29:0.3831918659268335 30:-0.2049492917492722 31:-0.1039140368403007 32:-0.3991960382925283 33:0.18611817456198 34:-0.1589487639387361 35:0.16427636946787 36:0.5435851201008647 37:0.3300832556110708 38:-0.04624069162748381 39:0.151269092006399 40:0.4695969351998079 41:0.03037746695179307 42:0.1134010384771284 43:0.08332264505509893 44:0.2018765203166359 45:0.2760461595223052 46:0.1016627883569871 47:0.8319945208714106 48:0.04342006413997763 49:-0.09046310067600005 50:0.2238409485906364 51:0.2755696697855886 52:-0.1588916537868789 53:-0.1482041133173677 54:0.288127256442265 55:-0.4276374534303735 56:0.2457317709660374 57:-0.4423656069015711 58:0.07800757007362814 59:0.006190105473158264 60:-0.2723874475654311 61:-0.3213616722300475 62:0.3249626291465874 63:-0.4658067653833152 64:0.09719897037872552 65:-0.08380211150492692 66:-0.3563992556736135 67:-0.3395093336411739 68:-0.202128934829526 69:-0.33260554519723 70:-0.4573999623308262 71:0.1901161343642138 72:0.3217346740624772 73:-0.09768103772648284 74:0.3310715350570877 75:0.5671008313086261 76:-0.6630735721433376 77:-0.08798841065789408 78:-0.4094720008789429 79:-0.1312595570806362 80:0.09251567823317655 81:0.4746961585154692 82:0.1979717864253767 83:-0.4817249278062681 84:-0.6930895799398387 85:-0.4370942829212655 86:-0.07397307396330902 87:-0.1802879054469434 88:0.09431246932736831 89:0.161228018528933 90:0.02011059301851457 91:-0.4503346609282001 92:-0.02333785877779382 93:-0.4096204531367844 94:0.2806067673139397 95:0.01007937257464482 96:-0.5320154492873608 97:0.1087287908922966 98:-0.3165842426270126 99:-0.05312376593693208 100:0.6945458185016613 101:-0.3301791947486769 102:-0.2531362411451075 103:0.1696565395505882 104:-0.4786238442935133 105:0.1217598245803914 106:0.09033011269810373 107:0.1909230241155526 108:-0.5906308889675799 109:0.2372741154597251 110:-0.3739059208552792 111:-0.07978159423860687 112:0.461325116153847 113:-0.1627880708887054 114:-0.4450623524402375 115:-0.2301752611410011 116:-0.3556676272735802 117:-0.1968931290748732 118:-0.571097842375606 119:-0.07873635629682921 120:0.4173706840525199 121:-0.02135373093306762 122:-0.336042474209914 123:0.152650352629267 124:-0.07359950998656038 125:-0.3183970878257298 126:-0.03533959297563391 127:-0.1157543634402668 128:0.2719074754299903 129:-0.09884167253345694 130:0.09634067727768605 131:0.4086267030930148 132:0.4410953523891991 133:-0.002335432507732552 134:-0.3520554240855472 135:0.2253740028320575 136:0.09025906088161562 137:-0.07034349901436078 138:0.4282296220144566 139:-0.6932927313675901 140:-0.6367091233734726 141:-0.1699905250637315 142:0.002304109530680262 143:-0.08089349656936728 144:0.2836230241195434 145:0.11867449312474 146:-0.0167815113871996 147:0.0252106178412361 148:0.6317911024927348 149:-0.3437899613221939 150:0.2404816941286332 151:0.3072931477808926 152:0.2354741977001638 153:0.3129404201368899 154:-0.3330370402909504 155:-0.5650674036763769 156:-0.05687869023850849 157:0.1081929088166152 158:-0.2897040938283856 159:-0.2046673774548639 160:0.1590580359786619 161:-0.1963398686948571 162:0.38750698089244 163:-0.08082891430685279 164:0.2960247196024177 165:0.0253245395938158 166:0.7975934924077852 167:0.3068460688831306 168:-0.02809203793284235 169:-0.2403462236184872 170:0.5969668214609293 171:-0.04766282288976248 172:-0.4003617040478419 173:-0.1028963584275648 174:-0.2698091450012595 175:-0.02233906718019957 176:0.4304758901467741 177:-0.2644958651254753 178:-0.3441523623730527 179:-0.04631940607609458 180:0.06350516009158591 181:-0.1345431488298506 182:0.1887011912956042 183:0.3588327409391704 184:-0.05756894479286397 185:-0.5491952878600399 186:0.1086589737357208 187:-0.4375576300463779 188:-0.2918817127681593 189:-0.324993891210376 190:-0.3839039044604535 191:-0.04009991396868262 192:0.1549700911362876 193:-0.007604987277300315 194:0.07310491542571904 195:-0.03615524871136469 196:0.6698060849792795 197:0.1322433333630001 198:-0.2397758251110282 199:-0.2743141214101394 200:-0.5496789731941034
+1 1:-0.3508103499117598 2:0.3326656565057522 3:-0.2235008702103237 4:0.2315656682036591 5:-0.07034090085261442 6:0.09812467490938265 7:-0.04142205286983822 8:0.3422002381214817 9:0.2375496582560911 10:-0.5256566950280566 11:-0.5760124399773218 12:0.5437492158698385 13:0.4306092373096563 14:-0.4824668767258772 15:-0.1367453011226342 16:0.4175274825446914 17:-0.5898361301006254 18:-0.1169446874956299 19:0.5115520670814859 20:0.3527743897316914 21:0.07172094479439185 22:0.2870770481444013 23:0.6292681932498282 24:-0.6071857019890213 25:0.4082201542838939 26:-0.058497855739677 27:0.1321866947139251 28:-0.2430760596437999 29:0.3689298595683586 30:-0.3654722162185903 31:0.6375432197636014 32:-0.02636744570546742 33:-0.1717781924371415 34:-0.07133092803845255 35:0.5641020582814372 36:0.01064371058791951 37:0.3822670447721092 38:-0.2478460429962882 39:0.5953019660774123 40:0.004681674966846405 41:0.2097809110716703 42:0.05285895610040688 43:-0.4771132110254893 44:-0.523347579535692 45:0.3890178251489536 46:-0.3609819112464688 47:-0.04446382593123828 48:0.1636852933424288 49:-0.3642973562841843 50:-0.1742945568515385 51:-0.1878893891962302 52:-0.1560092361658416 53:0.3168201624911888 54:0.2579410629472096 55:-0.5120734238427979 56:-0.157938912698155 57:-0.3483989957991047 58:-0.2541390782357935 59:0.4445612928408283 60:-0.7119305294436337 61:0.1794546296423148 62:0.4007683804471215 63:-0.1706412861520099 64:-0.2766672568524091 65:-0.4731625912442459 66:-0.326860738851726 67:0.4781105377215453 68:-0.1427419011880862 69:0.6115350182054812 70:0.02608698839382151 71:0.01020414519233518 72:-0.02257197803591149 73:-0.09211370728112114 74:-0.5965565753120623 75:-0.6225870924314749 76:0.1116285048627858 77:-0.3816721517241997 78:0.1116391782825778 79:0.2997023691136836 80:0.0974551993400343 81:0.7777902160181239 82:-0.7080611252356792 83:0.5795889163360435 84:-0.2285115019142151 85:-0.1156713949601899 86:0.1344844162983884 87:-0.1700759274029748 88:-0.2275149561237702 89:0.1308950726100382 90:-0.5361074788753728 91:0.002944053184257292 92:0.317880100422948 93:-0.08281811677406455 94:0.03589768534741677 95:-0.01469396151555569 96:0.2140113828576268 97:0.009940342993854989 98:-0.08910313651243426 99:-0.404265372731302 100:-0.1813841829175503 101:-0.2978772662981323 102:0.05455179788729802 103:-0.2437967133335848 104:0.2583120311165972 105:0.4319463802781407 106:0.4216291543725506 107:0.1793224094182947 108:-0.2063808366232346 109:-0.1282861261034617 110:-0.1816175815087029 111:0.248370668466047 112:0.01946601137920717 113:-0.4214380305464155 114:-0.2001746757252061 115:0.1946115098368903 116:0.1905270138072675 117:0.08087995297061812 118:0.5519213364910077 119:0.1905864328941989 120:-0.5808111905196285 121:-0.4842448157534239 122:-0.2626969192661784 123:0.7344255455422566 124:0.3331674611970448 125:-0.1325038120287195 126:0.3830124628687984 127:0.06982651840556056 128:-0.1456860458720496 129:0.05455361630190239 130:-0.5740464834421948 131:0.2777770089416244 132:0.2355362907422039 133:0.04349359708115133 134:0.2523326173836377 135:0.05361072178094203 136:-0.3535033799633686 137:-0.201355748326727 138:0.0464044802473198 139:0.2263404833397562 140:-0.307063820062805 141:-0.2555098719047144 142:0.4436758465482488 143:0.05718293863672821 144:0.07578184413994465 145:-0.07779294247415561 146:-0.5451226764287747 147:0.7195694726245141 148:0.3442343993469638 149:-0.507676979619907 150:0.2442882772475405 151:0.02360934227334464 152:-0.07252068768241005 153:-0.007217496705454789 154:-0.3489937782076761 155:0.1885494843606207 156:-0.7634057488355837 157:-0.3875639275930216 158:0.356160748990708 159:0.3490438939701742 160:-0.3726773449559875 161:-0.3659516218814102 162:0.06475866633265348 163:-0.2324942379549202 164:0.3040934818309109 165:-0.4435343959433516 166:0.1760158179502115 167:-0.6504270943947957 168:0.03295742882330275 169:-0.2919210479659246 170:0.1657418837640181 171:0.1079820494332054 172:-0.06649480840272069 173:-0.2608545266449431 174:0.324312112487054 175:0.2053741244978782 176:-0.02655475828618559 177:-0.202435260847399 178:-0.501863215147191 179:-0.3853176228610107 180:0.1783431282717011 181:-0.1538749109623873 182:-0.1911511262378914 183:0.4967900764604632 184:-0.1536330858111882 185:-0.165232554806314 186:0.124501908451555 187:0.9999999999999998 188:-0.5606562570866646 189:-0.03321923808703869 190:0.2856620675805261 191:0.3010851893837598 192:0.09916561959032981 193:-0.1624561687360106 194:0.5242507959598851 195:0.2456413031643049 196:-0.04323914128763748 197:-0.7570799090564954 198:0.3006933280470425 199:-0.2535727441314686 200:-0.6091805529838087
+1 1:-0.4502058919857196 2:-0.04264958027515192 3:-0.0143286322656012 4:0.3157343828198319 5:0.2422065138350228 6:0.3224770123050957 7:-0.097579015910446 8:-0.2638215861311969 9:0.3564568136287076 10:-0.4018214156336649 11:-0.03449578892086601 12:0.2725251542890895 13:0.13543816826776 14:0.2833550985319282 15:0.005525321851518217 16:0.2937524004468189 17:-0.1433452215594011 18:0.2285456715090523 19:-0.4420187320230539 20:-0.07622060676379314 21:-0.07527464702171285 22:0.2507242681236189 23:0.05375669846386921 24:-0.1108869245975695 25:0.001823828570316599 26:0.02928482753425318 27:0.3017309757053395 28:0.1285107300918088 29:0.1661346187455836 30:0.6647220185491375 31:-0.1639958551591346 32:0.4481686618059164 33:-0.07204768206126096 34:0.02848772093494892 35:0.7018836501279867 36:0.1710886645768384 37:-0.2529097823682082 38:-0.2030074891521164 39:-0.3286498713311733 40:0.2323339437987266 41:-0.1927427336500773 42:0.329598147130131 43:-0.3016473143246717 44:0.2235252596158771 45:0.1454486605372841 46:-0.2833030772729213 47:0.01880684030828673 48:0.4900074325669347 49:0.4653730124776406 50:-0.3963410873281092 51:-0.1336995050426162 52:-0.3036186595891591 53:0.6225582275034414 54:0.2848629923782686 55:0.1084877569258675 56:0.1799918232139978 57:0.09647117716858407 58:0.2687848904941628 59:0.6548918442288612 60:0.2920487759302626 61:1 62:-0.3449692011865783 63:0.06288905161965995 64:0.3596613752490065 65:-0.4038158713997614 66:-0.2208650965308299 67:0.00612490782327841 68:0.1435886605636341 69:0.4628871304018092 70:0.328321090759976 71:0.3378161407695975 72:0.4574505995046467 73:-0.4907711311610538 74:-0.08459197692009882 75:0.1780187910644757 76:-0.1081889485369183 77:0.07851214282121841 78:-0.2659544230096269 79:-0.0213674382284236 80:-0.2363715314771875 81:0.226839116512323 82:0.4576680300629832 83:-0.07205770569653436 84:-0.2668830247308462 85:-0.4611603823570026 86:-0.4151678912663169 87:-0.1032373142315001 88:-0.2988428637052768 89:0.1941506172083248 90:0.3729626706428962 91:0.3077052213143902 92:0.04766490408002139 93:0.2762125806645813 94:-0.1741133838132898 95:-0.6103877542997415 96:-0.2715708502835374 97:0.3153572572955344 98:-0.03648568537381303 99:-0.5118263951775583 100:-0.08295258776707561 101:-0.5221028155133605 102:-0.02790235752904831 103:0.2401519369566945 104:-0.3486901073294917 105:-0.1569273789853879 106:0.4434273918635598 107:0.1877108406199426 108:-0.1369371745003306 109:0.5759558959690054 110:0.1172084701788248 111:-0.2082637213972023 112:0.03216789095792065 113:0.3894162129732765 114:-0.2311547452578963 115:0.08142000908810659 116:0.568365544159837 117:0.1531238420080665 118:-0.8925104665678583 119:0.01441661037526279 120:-0.4442767736227093 121:0.03432347286129763 122:-0.3384682159155133 123:-0.7598246492955724 124:-0.03028952458034138 125:-0.6852900329542069 126:0.1042029252871953 127:-0.1865993599311479 128:-0.3428747537212382 129:-0.3761419314480022 130:-0.2170662934200313 131:0.1391741793778569 132:-0.1099770861917225 133:0.02062797897891388 134:0.5105843806142252 135:0.09867125282484934 136:-0.5058094311191141 137:0.1151598813883728 138:-0.1650574792833405 139:0.1616473887473026 140:0.5353723334438923 141:0.2692483436587314 142:0.1892511715955468 143:-0.393263995793234 144:0.221940010785975 145:-0.1609388551199273 146:0.02135284238692722 147:-0.1423189289697421 148:0.09473737286258442 149:0.305841933099661 150:0.07878621914419008 151:0.235726300552034 152:0.4291305017729112 153:-0.04502591443197811 154:0.1316877500978628 155:-0.2940279354006302 156:-0.03677590614205668 157:-0.07856327261880276 158:0.01573193197330727 159:-0.2313169431347912 160:-0.385929222205479 161:-0.01790694852019083 162:0.3797614804221721 163:-0.5018992085768703 164:0.1559519956236878 165:-0.1059633831121812 166:-0.1633507000597098 167:-0.5006904759541129 168:-0.4027231205282836 169:0.07566929689554935 170:-0.5629901858646272 171:-0.1324105811727911 172:-0.02849551777234843 173:0.03333776598793644 174:-0.1705787585425817 175:0.1124782755355376 176:0.02323461426054843 177:-0.3644617502179561 178:0.354827981351297 179:-0.0107365732620646 180:-0.1365966666940518 181:-0.04400350642607842 182:0.01209339627882389 183:0.05360491604407346 184:0.0765659670919869 185:-0.1056523033178119 186:-0.1376977408098136 187:-0.5107410641758916 188:-0.6621789587936364 189:0.1412186918255637 190:0.1153696264949776 191:0.1114368510190372 192:0.5100313576298945 193:0.09265186231498782 194:-0.08621325874797287 195:-0.3290567208992378 196:-0.2872862040309048 197:-0.2550469807552564 198:-0.3967720227075928 199:0.2572078850686343 200:-0.3410776591164738
+1 1:0.3218571451051733 2:0.09883400353458845 3:-0.4964455965947385 4:0.4245507590999404 5:-0.3238508148726701 6:-0.1517009682913741 7:0.1273221812718669 8:-0.1092834877670127 9:0.04508012249225868 10:-0.3508849523558296 11:0.2526931125166781 12:-0.1075467607970345 13:-0.7068740754014051 14:-0.1516503228006172 15:0.1088568986619513 16:0.622541078566123 17:-0.30137767868506 18:0.1598303430951309 19:-0.1813188963987734 20:0.5942971770248846 21:0.1123320627666641 22:0.01735372409490181 23:0.1368798194330084 24:0.3497426645672588 25:-0.02240280731000574 26:0.2939934633617151 27:0.3005103623445263 28:-0.1831245710206272 29:0.05939302601278641 30:0.1961787692908928 31:-0.3289594410900521 32:-0.1436954668031993 33:-0.2410064522424909 34:-0.3795859646801941 35:0.7143215892633972 36:0.8667375076646302 37:-0.2547405083076982 38:0.02379115377098069 39:-0.005777201828975287 40:-0.1546064116796769 41:-0.2327272962829064 42:0.09974336895973192 43:-0.1086917687941858 44:-0.6609970932357386 45:-0.2642030573820608 46:0.2088460154451631 47:-0.07985147691748661 48:-0.2477073809697846 49:0.9004227532163069 50:0.4936569390559976 51:-0.2783383724276802 52:0.1660435357031316 53:0.6354957008527256 54:-0.2746708149373245 55:0.726089168430652 56:-0.1769867022917117 57:-0.03459234528957739 58:-0.009154770141766707 59:-0.1465165025560984 60:0.1978030326337391 61:-0.6454203564043732 62:-0.1344412852072504 63:0.04050662360743433 64:-0.1043733992691149 65:0.448876998893231 66:-0.3935451992552649 67:0.06507565874755496 68:0.672164148995929 69:-0.4098295319044966 70:0.04464207510817199 71:-0.1250478848250816 72:0.005052886602552518 73:-0.3346809731391197 74:0.4251989232751167 75:0.2496840616379714 76:0.2694283243379474 77:-0.5020804099454766 78:0.4793715688060398 79:0.06909265882665774 80:-0.7672066314119793 81:-0.1636020933874013 82:-0.4934710068046561 83:-0.01265026677797461 84:-0.3022814552574722 85:0.2963867570359794 86:0.1351877442451935 87:0.4162339183437647 88:0.3967019627558898 89:-0.1073512957214007 90:0.135009065059821 91:-0.9133250721407769 92:0.4367465289028474 93:0.2337393190491009 94:0.5402064439511853 95:-0.1596078946444248 96:-0.6321785308799013 97:-0.1030885186743844 98:0.01614701669643594 99:0.1361454240252516 100:-0.1073331772408453 101:-0.3439235034841964 102:-0.1320524264404353 103:0.5734002740056604 104:-0.04860423671605001 105:-0.4231460282937176 106:-0.8869744323364944 107:0.2267168678608553 108:-0.1234255856358736 109:0.1786853674032892 110:0.01246753817441128 111:0.2899282573232884 112:0.06004912967282931 113:0.2900447588957942 114:-0.219181360825762 115:0.1618763218077195 116:-0.05746632434912535 117:0.3361537492954603 118:0.2105772226088673 119:-0.1163732962460475 120:0.7051913381101831 121:-0.7522572710752556 122:0.312790871547448 123:-0.04943100552724258 124:-0.1295769932982918 125:0.1880426141919049 126:-0.03378298694997654 127:-0.1479384953120628 128:0.07899961616243942 129:0.1347514668888586 130:1 131:0.250601491406142 132:0.1742779439144369 133:-0.09250502872980071 134:0.1803681129034745 135:0.3103211821331264 136:0.09659185869719267 137:0.01689942958920552 138:0.2825267865329272 139:-0.3757455432863881 140:-0.0775480072071365 141:0.08227952519996939 142:-0.1292028912384415 143:-0.6612509157815301 144:0.3265390647024348 145:-0.2277165934598736 146:0.1896781373049123 147:-1 148:0.5455526382115095 149:0.579261692109687 150:0.5844943262753426 151:0.4196932156654308 152:-0.1003760642715778 153:0.02674210598860249 154:0.09789517437755049 155:-0.0281740505647007 156:0.9907101292297629 157:0.07157869478659572 158:-0.4109101886514345 159:0.210046531171983 160:0.2998953068142414 161:-0.2245792937830632 162:-0.06966471470450636 163:-0.2958629425192754 164:0.6389572184297519 165:0.2155754781946685 166:0.1436647077957192 167:-0.1359057599023293 168:-0.5821819850838973 169:-0.006781703203656342 170:-0.3225604321056625 171:-0.149988087093177 172:-0.1137957731645966 173:0.3534409589457554 174:0.2430277864485587 175:0.1142363061535176 176:0.4043989955798145 177:-0.1098759870288225 178:0.2476712941065653 179:0.007541901402942358 180:-0.07533174850801366 181:-0.136502009573004 182:-0.2182350746535189 183:0.1413452606363604 184:-0.1978021365917732 185:0.1742290724621141 186:-0.2384523250178465 187:-0.2733666131414815 188:0.398777843227236 189:0.1834968937872824 190:-0.1035162225426618 191:0.1024005126348363 192:-0.01239710225669871 193:0.1015440442372542 194:-0.07099656604257526 195:0.03552526301969464 196:0.04340729952288375 197:0.9336522295938312 198:0.05065023372017343 199:-0.2672181018801744 200:0.04628732542968877
+1 1:0.2356179060768213 2:-0.3374750340279144 3:-0.4575929392054432 4:-0.04702148693357432 5:0.1963743258583502 6:0.205392340967068 7:0.1553418657378938 8:-0.4432023836365457 9:-0.3984992034162468 10:0.1356083182946795 11:-0.1353689785379212 12:-0.2608911803383054 13:0.2917294476901009 14:-0.08575773037810186 15:-0.5696080446891916 16:-0.4172269746940186 17:0.3688473089423033 18:0.1571927594101257 19:0.8691062846037491 20:0.9878470439776227 21:0.1041852676572129 22:-0.04034398248511983 23:0.5187712367760614 24:-0.2464577492103447 25:0.5206819356829759 26:0.09611877748512657 27:0.6298382942057867 28:0.6694567588639151 29:0.3698172078302753 30:0.03900395924321221 31:-0.02220119861768582 32:0.1180484648558086 33:0.1395994573173716 34:0.08330177123126428 35:0.5336200953256134 36:0.5020914049636492 37:-0.05895053198380008 38:-0.7518864946234738 39:-0.02062545093990716 40:0.09468779122550881 41:-0.6189082696024394 42:-0.07387847772367251 43:-0.03977327600029788 44:-0.4295405441038767 45:0.2643305233537977 46:-0.2056761908402441 47:-0.5027486512905804 48:-0.1456477584442923 49:0.8084420993629424 50:0.2365589845655519 51:0.09965115782946259 52:0.231557776508262 53:0.2927320480510613 54:0.07142246604315772 55:-0.189840078420791 56:-0.5695988035727617 57:0.9392179795035314 58:0.1143095292351941 59:-0.005164844791068712 60:-0.04739511359324786 61:-0.5665155668220854 62:-0.2628857841997619 63:-0.1343432751810979 64:0.05500090119167089 65:0.6898357524762426 66:-0.6272053348500276 67:0.09872561128909724 68:-0.3525071994992841 69:0.1910890132567937 70:-0.0819615201130091 71:-0.716529915052813 72:0.007454283576023145 73:0.6850039256989241 74:-0.3241710898719338 75:0.3674065687788657 76:-0.1318728800127911 77:-0.1340931053038699 78:0.2578000122569795 79:0.01363108717652163 80:0.08509946159612966 81:-0.04033921478112543 82:-0.3951384907435169 83:0.06188134309916403 84:-0.358448952255397 85:-0.2218355208975163 86:0.0344616215755965 87:0.4110685742054053 88:0.07805152649694472 89:-0.08267283515538891 90:0.001784128494360111 91:0.1944544937573281 92:0.09862283963103673 93:0.179978998934217 94:0.5937766784743983 95:-0.6558531489764883 96:-0.3916830158863244 97:0.5177590425827339 98:0.5936535653189091 99:0.3046648046733229 100:0.06354238275222004 101:-0.0718903303724894 102:-0.2201418305922069 103:0.1730775848356035 104:0.7281500950049669 105:0.09338351764168688 106:-0.3739759377774756 107:0.1389299059101584 108:-0.1911393352338333 109:-0.1325480402268598 110:0.1135143251762278 111:-0.1218305678874574 112:0.1401154550683468 113:-0.1329508752033343 114:0.1999830530351021 115:0.03525531313041486 116:0.6838409350324077 117:0.1281696665303537 118:-0.7553452346372111 119:-0.762152544998107 120:0.01625092015699544 121:0.2485889304775684 122:-0.3906393605287026 123:-0.2650150447770716 124:0.3736399852868336 125:-0.1155129787077687 126:0.4656223754475991 127:-0.6106956685009529 128:0.1044940559219615 129:0.3916296098863612 130:0.1364438289606874 131:-0.5571907793329047 132:-0.250891998000598 133:0.6359599601661202 134:-0.3016691963591639 135:0.3047441830826899 136:-0.9095039709703625 137:0.04694246303314523 138:-0.458437381947362 139:-0.3471837938798049 140:0.250917106959743 141:-0.05070464366030564 142:0.5580460351025192 143:-0.09758200987787552 144:0.5592801312557241 145:0.1193301807031077 146:0.3040957318539667 147:0.1611064990996307 148:0.2499835424529158 149:0.1277401285569154 150:-0.03502438398171852 151:0.6154679867043238 152:-0.4797630445719191 153:0.552493951985537 154:0.1766375948859169 155:-0.1770205043366151 156:0.3144092628812459 157:0.2725468206963587 158:0.03526047668371659 159:-0.1348487532303579 160:0.6362878454356873 161:0.4146540786755287 162:-0.1509448999855336 163:-0.6619069534938833 164:0.01290524332662923 165:-0.02769257687258134 166:0.05808964623313893 167:-0.3338875060536244 168:0.09392897716649232 169:-0.2726725824771836 170:-0.1728864746907837 171:0.1675079487852474 172:-0.6428793903572971 173:0.3774879673626816 174:0.5426304864299332 175:0.4687069482721589 176:-0.07633626123449816 177:-0.2551222737011286 178:0.01285259365782884 179:0.06257675905664131 180:0.2554914729702675 181:-0.2077718399344355 182:0.1733735166006949 183:-0.500817942586944 184:0.5327583183804069 185:-0.4913352090336046 186:0.04393224951650986 187:0.2513308866876884 188:-0.152505806777933 189:-0.5742213470985624 190:-0.1605437052876649 191:-0.3189197438617461 192:-0.3281789125138105 193:0.01311195314527601 194:0.1739717192174029 195:0.1436180513461816 196:0.2442091811798544 197:0.167350239311415 198:-0.1432682026975034 199:-0.1719848189995875 200:0.08714421737167233
+-1 1:0.2235114002479553 2:-0.412717169261635 3:0.2590898783887403 4:0.1537546519772608 5:0.2077288138690939 6:0.2394850776431788 7:-0.431891936655168 8:-0.06888511801572259 9:-0.02320424042119851 10:-0.0139125500641919 11:-0.8427006996918562 12:0.278707563305481 13:-0.2065375350621312 14:-0.28858419782692 15:-0.1445608695480758 16:-0.2901129781981852 17:-0.2821528271805104 18:0.3143571984644076 19:0.1046546518343759 20:-0.0772008507949267 21:0.140842980766319 22:0.07431673975243301 23:-0.05640315295477304 24:-0.1308840720291735 25:0.290254712060522 26:0.4057987559065548 27:0.2811908562441628 28:0.07744744243489612 29:-0.4189740493367164 30:-0.3885036689674924 31:-0.1810401596624811 32:0.14729348546517 33:0.01615385637738417 34:-0.4465243289283278 35:-0.3058359332571486 36:-0.1215936768204166 37:0.06957671167890192 38:-0.02588058199925988 39:0.05658421129595445 40:0.7582580112387143 41:-0.4249198972079171 42:-0.1847710562078731 43:-0.310706856477527 44:-0.1957875008149996 45:0.1636466913392348 46:0.2493259725248977 47:0.0132988760305961 48:-0.4636253153930917 49:-0.3049255408891574 50:-0.4452570522996828 51:0.189994462446117 52:-0.8372937674262964 53:0.3721089276797551 54:0.3776938762437413 55:-0.6297738766489059 56:-0.8071868205513858 57:0.6739204646217504 58:0.1765316248413187 59:0.2445974728483045 60:-0.6392422052305605 61:0.6319221957102016 62:-0.4088628809720278 63:-0.2548456952813137 64:0.2631082364584341 65:0.1721956887176895 66:-0.3178905781283746 67:0.2294559263290429 68:-0.4832139471630333 69:0.2671656050116571 70:0.04781094692702892 71:0.4685679958141212 72:0.3609202604546937 73:0.4980449741333206 74:0.6228510332937031 75:-0.3585145519705579 76:-0.1324833953957733 77:-0.2652292372136863 78:-0.7584694172304122 79:-0.1225503209179302 80:-0.07678204702257307 81:-0.03416754863968038 82:-0.0766678520149164 83:0.07883814434051903 84:0.5474098652541032 85:-0.1835869796748245 86:0.662239378989273 87:0.001435060701609536 88:0.2234308290695756 89:0.2724945442033359 90:0.382363912811798 91:-0.6643114404378652 92:-0.1235891993478608 93:-0.4090418549840469 94:-0.01173415224327559 95:0.3465081365791219 96:-0.2142514895644865 97:-0.1854533089630906 98:0.2004230187552897 99:-0.2976510189708989 100:-0.419902778763711 101:-0.4693792552625764 102:-0.4223850717877123 103:0.3834951287245403 104:0.0003583184063882527 105:0.9645169563737155 106:0.3758703568561653 107:-0.4517370305585916 108:0.0708652341816631 109:0.3366259407818825 110:0.1804944402575307 111:0.3784583104756039 112:0.01570345546126915 113:-0.0271884638017876 114:0.2270720737113544 115:-0.622115726776334 116:0.3045531595698475 117:0.1679643061706512 118:0.0005281011378865663 119:0.2521060595538754 120:0.3845007679453103 121:0.1125423017835327 122:-0.07370811295168812 123:0.0750743113419077 124:-0.1381623045617915 125:0.09726924259784664 126:-0.3162644002755383 127:-0.04578063965298483 128:0.05984703969673515 129:-0.4852783093531036 130:0.7372209408712358 131:0.1435643463331541 132:0.339907039250224 133:-0.1133394469370734 134:0.1170950879060647 135:0.1695633334453039 136:-0.1406217148783852 137:0.05315212688018668 138:0.1442259953583132 139:-0.06027189996839703 140:0.3576634575942746 141:0.2363494523697759 142:0.07386501193757408 143:-0.2467519494658963 144:0.1309839543002161 145:0.6548392460628301 146:-0.3363233029874108 147:-0.1637358257076348 148:0.2804129636314014 149:-0.05102951528392522 150:-0.0006714164807778561 151:0.336883216325619 152:-0.2834642052916285 153:-0.1200699623680702 154:-0.1459955341583931 155:0.3936193858760204 156:-0.779111807662248 157:0.1303202199081367 158:0.1316021550106297 159:0.1960408638179125 160:0.4002451356894296 161:-0.2118975160859402 162:0.124691818711054 163:-0.07582987268784605 164:0.8833171552028759 165:-0.07552297991308882 166:0.04039586504022444 167:-0.1072787484872987 168:0.1796853108640382 169:0.1708537344740126 170:0.307999653040538 171:-0.07294072257658733 172:-0.1555265629639961 173:0.7979703530335646 174:0.3214129585785032 175:0.2880725079284113 176:0.08529872752100828 177:-0.1014813801543269 178:0.1532308228072269 179:-0.344425321441729 180:0.4299911885313863 181:-0.5848824007938656 182:0.302017714606443 183:-0.696734876959062 184:0.3350938341745504 185:-0.5978121669525784 186:0.7550536269335505 187:-0.4779059838860125 188:0.2976895444112755 189:-0.1561126739838349 190:-0.06570260923498997 191:0.3305903217437685 192:-0.2792882790530766 193:-0.08657238553398366 194:0.3292362618412965 195:-0.1898964124671667 196:-0.4291087329572167 197:0.08288359531365318 198:-0.05422860738080255 199:0.07898480174148767 200:-0.5666977927497227
+1 1:-0.2593242885938616 2:0.4935984728019498 3:-0.1040826087156915 4:0.5656704663808908 5:-0.1883672513906035 6:-0.01826508680077429 7:-0.2654946532796991 8:-0.2306392807140533 9:0.2984259090874829 10:0.298982951508396 11:0.1969042353337833 12:0.1847052842886175 13:-0.4261702189993434 14:0.008419814849971424 15:-0.1240375229104371 16:0.8907358036716166 17:0.3449060916908763 18:0.3096415944326115 19:0.5026526851046806 20:-0.1264025956382283 21:0.05222235674591344 22:-0.2455017329983023 23:0.4466892112786918 24:0.07263727627774089 25:-0.1254880828266608 26:0.01949554598867673 27:-0.08674910010973907 28:-0.4268446576301792 29:-0.04682034051702184 30:0.1069264037791554 31:-0.4226807304118618 32:0.1643427327239438 33:-0.3557417585175966 34:-0.2335863899634864 35:-0.08929614963287366 36:-0.09428365405168176 37:-0.492765140412498 38:0.09964195903893361 39:0.3599908589009153 40:0.1933138123570395 41:0.1008224089893275 42:0.1104150120319934 43:-0.1431554570595121 44:0.593455186538444 45:0.4152375986488747 46:-0.2832422781161326 47:0.8159258546084921 48:-0.01029564846480403 49:-0.324216692174096 50:0.03948052663841359 51:-0.3615847517334959 52:-0.3140720996217952 53:-0.2195076457009958 54:0.4691196030894727 55:0.07800724262540663 56:0.0376242596749136 57:0.4246971648869642 58:-0.1433205974912307 59:0.5874254538654451 60:0.01865291522859028 61:0.2140852396524477 62:-0.3048784983789822 63:0.4190464838620206 64:-0.1968654485381418 65:0.1087522157697709 66:0.08137433828506382 67:0.3998632624109371 68:0.1725207640061694 69:0.1559446137432775 70:-0.397678382838532 71:0.1289309328313512 72:-0.1462692885921412 73:-0.05988597828839139 74:0.06192701381014797 75:-0.03469469857326368 76:0.212049172246885 77:-0.02331872089805159 78:-0.4859758436462195 79:0.748433971707278 80:0.1311379559749773 81:0.1680296141133354 82:-0.4592286774579464 83:-0.07092900357041959 84:0.1545472679432421 85:0.1911057417105044 86:0.3614211090284409 87:-0.2765930437425362 88:-0.195417879852489 89:-0.4496464387180969 90:-0.242550983136634 91:-0.02749847477924544 92:0.2564057229049715 93:0.3489321737522835 94:0.4780852967859486 95:0.09982046761847413 96:0.04245932865499777 97:-0.02211145866915681 98:-0.04136000192538863 99:-0.6611487957251412 100:-0.3870809812929352 101:-0.08546202359379532 102:0.3150307587437803 103:-0.008211943109979886 104:-0.2383781069450214 105:0.3903299743621511 106:-0.6066546723204786 107:0.6927767854550141 108:0.6741890403947548 109:-0.3649037013531464 110:0.2699720936681339 111:0.4022157771811556 112:0.03293457924921075 113:-0.04029994188258514 114:-0.5156143517118463 115:-0.133761426480717 116:-0.2781773962910398 117:0.2542981384010508 118:0.03263222223783957 119:-0.1832657294227892 120:0.1341414196983288 121:-0.7338651829156609 122:-0.02582824621299151 123:-0.3205205886501238 124:0.2241900374744871 125:-0.277394692949835 126:0.121946656366584 127:0.4337730083739832 128:-0.1896099238269949 129:-0.1922207215692372 130:0.1280349214836543 131:0.4683376468542448 132:0.4722742557073876 133:0.2272071772294882 134:0.3137005283633161 135:-0.08983378963461232 136:0.04969403930939065 137:0.01116842930236642 138:0.1177948207262237 139:0.172288689429991 140:-0.4243780183403899 141:0.01876372067453289 142:0.4924271774544743 143:0.1380569715392563 144:0.2679325907012524 145:0.08428927492522149 146:0.08313836903388948 147:-0.1114091456178196 148:-0.1060398312495593 149:-0.2110677229443556 150:-0.3042906638238151 151:-0.3083323217101155 152:0.02632086417693681 153:-0.1129564574666954 154:0.1120563684285353 155:0.1563189454193445 156:0.01852907785610603 157:-0.387518878095548 158:-0.09296983814418663 159:0.1876501473854152 160:-0.03542176067670225 161:0.228841050589448 162:0.213514307348634 163:-0.5082029352949158 164:0.7970820174709823 165:-0.2065214072096164 166:-0.406807149797605 167:-0.7570124495497251 168:-0.6614462832779656 169:-0.1861005266170375 170:0.4076977752211032 171:-0.2051606646232817 172:-0.351838702715119 173:0.04782466898606715 174:0.2809549782823971 175:0.1863932359861779 176:-0.5420401480481448 177:-0.2489893430255838 178:-0.2399522342836842 179:0.3943580076853035 180:0.7218365129985798 181:-0.1324842949755486 182:0.1682445819718782 183:0.08792124651614411 184:0.1527304823107799 185:-0.004115172902642697 186:-0.2850781080982301 187:-0.4439688807468998 188:-0.004445977114100228 189:0.2253520819414116 190:0.09541977111317559 191:0.1552365446776891 192:-0.1542214408163273 193:0.3039722543015665 194:-0.4122221052381432 195:0.4981992489629459 196:-0.2233720738556975 197:0.5326522292504975 198:-0.189823923608415 199:0.1057871584069052 200:0.04063738470812395
+1 1:0.3579624554213968 2:0.2683013505370589 3:0.7061607124225505 4:3.414664276334654e-05 5:-0.2988120115827447 6:-0.394054030295534 7:0.1267683633693253 8:-0.06827347495853926 9:0.4510870534399855 10:0.1704163385116051 11:-0.1293275818886513 12:0.1023915139877443 13:0.4671054108647801 14:-0.2738497444531742 15:-0.2708666284928851 16:-0.4435723991805021 17:0.377809480523539 18:0.4053502496654236 19:0.3588147425194301 20:-0.03709842580953696 21:-0.2884077702302842 22:0.1814488701049073 23:0.5728349580226214 24:-0.2864780885871365 25:-0.1168544329235716 26:0.001340424005439766 27:0.6060215178704955 28:0.2351829029424951 29:-0.3529708970655754 30:-0.3507255814768535 31:0.2825698748410905 32:0.1470272119730964 33:-0.5003029277187289 34:0.04042557947206191 35:-0.09277455076813049 36:0.3319219632611595 37:0.03374701752836198 38:-0.5504382927809208 39:-0.9492769401275452 40:-0.01936414940529477 41:0.3177953235730038 42:0.2282956710380263 43:-0.3422548798291882 44:0.3040541674415909 45:0.1687288702398038 46:0.3056305586380794 47:-0.2580379148855213 48:0.6576817629977091 49:-0.1408313538269743 50:0.3255421049092759 51:-0.2098675380508929 52:-0.1283233194146667 53:-0.3584354747241765 54:-0.2041097070360292 55:0.5884206530528352 56:-0.8547924425090698 57:-0.08261176190081124 58:-0.3689681343152938 59:0.1494372228342427 60:0.2061318941681075 61:-0.320560015444032 62:0.4360110171371456 63:-0.406688753194117 64:-0.4440492706842201 65:-0.08978864518319127 66:-0.6215774642664974 67:-0.166783154336837 68:-0.5637348050023893 69:-0.08687222597802588 70:0.2139833780524786 71:-0.2559489511707177 72:-0.05128057973594667 73:0.2355303559469888 74:0.1346846511333339 75:0.1566165173175835 76:0.2157069530208635 77:-0.1165861116669204 78:-0.2976352779838767 79:-0.4750487596662764 80:0.27454692324007 81:0.09802445650776886 82:0.06376315920206982 83:0.1811787134768447 84:0.2149504300600711 85:-0.2086795252524462 86:0.01293523406371721 87:0.2666921138089751 88:0.02401963554895803 89:-0.0373658095569649 90:0.2381700613616557 91:-0.3355875799554169 92:0.1027979966225752 93:0.01010248714927822 94:0.694683283293035 95:0.0692642047641069 96:-0.07018849473055078 97:-0.03026024458650761 98:-0.1134666901006956 99:-0.3257887925673106 100:-0.1115376945442209 101:-0.08139110209033099 102:0.1567777272432156 103:0.2857006727784423 104:-0.4109070577452727 105:0.6087781141665722 106:-0.09116967140425052 107:0.6193617669301272 108:0.1116101251632476 109:-0.1625238506113454 110:-0.2992197593349352 111:0.2143442993830685 112:0.07086410173811389 113:0.08490494195195369 114:-0.3876558981324751 115:0.1996955980151773 116:0.4354064123236412 117:-0.2794002751358045 118:-0.3347977661680038 119:0.4735214506561366 120:-0.2559627980987542 121:0.2588653783481765 122:-1 123:0.1697293780622491 124:-0.3039481809650468 125:-0.3841385642654804 126:0.01132017630282022 127:0.1527403118390168 128:-0.09186494718775762 129:0.03382408536660958 130:-0.3170136896411098 131:0.4679265165056786 132:-0.5138160010637349 133:-0.4656815692791731 134:-0.3055868120192608 135:-0.2900477680004997 136:0.2215833170734363 137:0.005784772929111108 138:0.2123968893469993 139:-0.09481371445079538 140:0.3962139712766597 141:-0.2544919976332697 142:0.3852936942855704 143:0.3706822371027364 144:0.09168589001980906 145:0.556184017474332 146:0.04198712221000324 147:0.4591135581474999 148:-0.01855012789396824 149:-0.2272747480030228 150:0.328306319401622 151:0.162066011532185 152:0.08986210992385656 153:-0.2281649244616635 154:-0.09015088040935172 155:-0.156926166856107 156:-0.1383398738598566 157:-0.134277807065993 158:-0.291374643350377 159:0.01189245246825246 160:0.3717252590009901 161:-0.3663557078795772 162:-0.1410231081462114 163:0.04806896276069084 164:-0.03923238214674074 165:0.190729174739339 166:0.21410338234613 167:0.2032374208209047 168:0.7126005212479324 169:0.4447421660817917 170:0.1498565191879386 171:-0.06795984783921603 172:-0.02358333647830195 173:0.06383139992375546 174:-0.1294393077667256 175:0.3698981047347397 176:-0.2557313813961721 177:0.006498539676803194 178:-0.1267178698687934 179:-0.37555606011753 180:0.3101323505544964 181:-0.08441474753762829 182:0.3114459165815058 183:0.585985380709505 184:-0.1981659958707823 185:-0.1844008927269574 186:-0.4338179931444792 187:-0.05738901964503589 188:-0.4035020693669303 189:-0.007972942116681765 190:-0.7964999867207172 191:0.4239030885760555 192:-0.2962795760076706 193:-0.1988454112759087 194:0.3461823346096515 195:0.1652320506900501 196:-0.3562710267296568 197:-0.1246488429935448 198:0.1850520960013921 199:-0.4998695074124058 200:-0.09347601563756419
+1 1:0.1579617965718067 2:0.06223890571118039 3:-0.5572850946537337 4:0.4431074126289071 5:-0.1999913013375218 6:0.1128604547372971 7:-0.01543679893934544 8:-0.028765829788669 9:0.1264256108546869 10:-0.2498300325989106 11:0.1155047607846732 12:0.2825455130264408 13:0.1065622382415123 14:-0.05014522335749461 15:-0.2476367201797898 16:-0.07160239694255004 17:0.02226936704455976 18:-0.003582806455767824 19:-0.2256734286868555 20:0.6095898072555233 21:0.08823008402049451 22:-0.4849713446349544 23:0.07393290972854979 24:0.5802680162075884 25:-0.3248579047891471 26:0.03231370353293375 27:0.08623828619360974 28:0.2893885806175857 29:0.3038953883773137 30:0.2450641095133049 31:0.1055308875071661 32:-0.1996148506889485 33:0.212288038533574 34:-0.4917687611031437 35:0.4199212379541937 36:-0.339155646005285 37:-0.07671920595463511 38:0.3305703786701591 39:-0.06113863890416865 40:-0.2718201451218831 41:0.001547101277546425 42:0.1817683491025414 43:-0.2916188533517454 44:-0.5725659199837656 45:-0.2847355187828723 46:0.2260281873462682 47:0.07013259704393603 48:0.1965672806149558 49:0.2858478669022608 50:0.3755571159892925 51:-0.4295194569882702 52:-0.6236722241512065 53:0.2867248769582643 54:0.4099303221483477 55:-0.1192277344780281 56:-0.71791994481956 57:-0.02468048054853519 58:-0.04160376210461144 59:-0.4583473677995448 60:-0.3758727167318033 61:0.02965115949006118 62:-0.03933818863480659 63:-0.3693422024013496 64:0.4680208745005473 65:-0.009259600452267994 66:0.100862788984685 67:0.396781594039225 68:0.2894144416787443 69:-0.3275929336808668 70:-0.3716092614106282 71:0.03230318308027351 72:-0.235552822352748 73:-0.2401605688887198 74:-0.3030974035862314 75:0.02218342427956495 76:0.5002240482056346 77:0.1484376831790988 78:-0.5266755557950127 79:-0.681304217233605 80:-0.169183308839047 81:-0.1778569354618164 82:-0.07520068857530073 83:-0.2819661957641867 84:0.254744015663975 85:0.02436654604148702 86:0.3341736316938533 87:0.1372019878197668 88:0.9637706097915418 89:-0.03680850028698603 90:-0.4259919527084362 91:0.1342490664854251 92:-0.3504705825088977 93:0.1225472531262614 94:0.1545662093304356 95:-0.009609231726037087 96:0.03743262204985814 97:-0.2720051527930486 98:-0.01858760990658426 99:-0.2769815642154443 100:-0.5535772662298091 101:-0.5843778079510961 102:0.5085451462868162 103:0.005081067065174333 104:-0.01544846485015183 105:0.5231946276526602 106:-0.04858242150085099 107:0.2608176538741688 108:-0.1233292695799552 109:-0.1735539805165247 110:-0.5679737648054933 111:-0.04084863949447616 112:0.5996315484673089 113:-0.005843713023456024 114:-0.3353520233285322 115:-0.3042683675700651 116:-0.1016436658896152 117:0.2151523761665359 118:-0.1860629784158042 119:-0.1685030187090816 120:-0.05921940305501212 121:-0.08318086079895107 122:-0.1530528854427413 123:-0.2462532222489416 124:0.07492813964217053 125:0.3225844198024879 126:-0.1010880244204999 127:0.2965683266238043 128:-0.1211661455086113 129:0.01509044720923607 130:0.1027615699014293 131:-0.2126776536708824 132:0.2337033380092342 133:0.03702083794603304 134:0.5851117570208734 135:0.5505927345715405 136:0.497502216102778 137:-0.2980910587215278 138:-0.183050281183723 139:-0.2003327327553319 140:0.1801657678634556 141:-0.1422366739430077 142:-0.3000021537989739 143:0.1229573914345623 144:0.577794538544478 145:-0.7050841443494549 146:0.1332907938038508 147:0.1026133114337362 148:-0.558395358930743 149:0.3384205697861699 150:0.1701399798049599 151:0.1125166428562793 152:-0.1531324080426784 153:0.1161687921985156 154:0.1873322839581682 155:0.01763341277500063 156:0.158333945211772 157:0.5975914890784975 158:0.2413702696275963 159:0.3122330730478803 160:-0.203213658031835 161:0.705498426467828 162:-0.08177701353513861 163:-0.9962733626581751 164:0.110284708010447 165:-0.2481880492692467 166:0.02470290014832227 167:0.1654412782851012 168:-0.5741732988082027 169:-0.3735220654496244 170:0.6902346375767688 171:0.2812599924144245 172:0.1144129678848159 173:-0.2505252497159646 174:0.4100852996041381 175:0.2109568240318975 176:0.1216430340437067 177:0.3826167451301885 178:-0.2870396630050616 179:-0.1982911870099042 180:0.665001206915499 181:-0.1025627398442238 182:-0.09987569531614109 183:-0.1967237359017466 184:0.4053957842679689 185:0.1895236115542284 186:-0.01915595456037383 187:-0.2281129339558662 188:0.3337994791293776 189:-0.3375790290439568 190:0.1646992593681142 191:0.3725953948288208 192:-0.4912781917058608 193:0.1834715843576408 194:0.06723050471478768 195:-0.1072350604912226 196:0.391397749260153 197:-0.2956710460760518 198:0.05793640229812969 199:-0.1880478504990867 200:-0.06390749975486834
+-1 1:0.3928508974091828 2:0.3930798331667805 3:-0.04029193361149856 4:-0.2022002201896861 5:0.6427856459865876 6:0.1486060630084528 7:-0.230246768452222 8:-0.1904402925070128 9:0.07762016262145423 10:0.2770535044348369 11:-0.1004806744258764 12:0.03854196133081653 13:-0.2481975807620624 14:0.05668599111903228 15:-0.07199313145431299 16:0.4957542667629257 17:0.2482627547763366 18:-0.3396871154178787 19:-0.02570753720550156 20:-0.2013642722717701 21:0.1092155260488191 22:0.2420105720653816 23:0.3632235641461526 24:0.09372955420741476 25:-0.2248187242809562 26:-0.1327961151063744 27:-0.174584675606766 28:0.02124505625208496 29:0.3140886168580426 30:0.2070703614397191 31:0.0446354661276864 32:-0.09638491727521215 33:-0.09703339472920092 34:-0.06477021791795752 35:-0.3945546512766206 36:0.5458126374488638 37:-0.3040167288337413 38:-0.2681480228343019 39:0.2058012578209733 40:0.301020034779004 41:-0.1358262117068708 42:-0.3688591666815008 43:0.1275862963155504 44:-0.7949103881854295 45:0.5377882659148984 46:0.2323207900755865 47:0.1130348805660971 48:-0.0101485541975104 49:0.1189497036448956 50:-0.1451361548063926 51:0.1579414486093703 52:-0.2538480489578559 53:-0.3126139359981771 54:-0.5609465179497257 55:-0.09980795460700856 56:-0.02225339645044115 57:0.5270583966800706 58:-0.4643665671012893 59:0.2396838886948052 60:-0.1736410057504836 61:0.3448521347577771 62:-0.1630466572636694 63:-0.3644085768675328 64:0.09083354500468227 65:-0.2754103549422683 66:0.5197627289556069 67:-0.3121225470343901 68:-0.1607210365266296 69:0.329973861381374 70:-0.07038646340232277 71:-0.01619576049806176 72:0.2388991522084235 73:0.2467177032658575 74:-0.2345709099999229 75:0.2160364898831295 76:-0.7277921886612376 77:0.09813671145076178 78:-0.4678164344114374 79:-0.3161278720545098 80:-0.9519787837988721 81:0.4724337434082748 82:-0.549972884938684 83:0.2393884371467326 84:-0.2838014439182015 85:0.4734329074381333 86:-0.4027742563784372 87:0.2269832768485925 88:-0.5244985154208703 89:0.0851611710536673 90:0.06499750003523587 91:-0.3928375465870723 92:-0.09786236449560895 93:0.03135106426601691 94:-0.00138906669169403 95:-0.4251114478452906 96:0.1144304931480267 97:-0.2285290841719304 98:0.1783672687956482 99:0.4960721908396177 100:-0.2954608929213762 101:0.1965484941111234 102:0.02534371732554425 103:0.4165157250285689 104:-0.05679255446319285 105:-0.6027159439486786 106:-0.1474457897106436 107:-0.1374703300724991 108:0.3845347695052136 109:-0.04399283759182893 110:-0.2121058705095951 111:0.3457336385512191 112:-0.3401318224181082 113:-0.02871860987049827 114:-0.1851929713348168 115:-0.3979328281836792 116:-0.5995999815664121 117:0.06741757443848835 118:-0.6263016712312782 119:-0.07818202065334427 120:0.01995765534783538 121:-0.2078827303913154 122:-0.3995461929673516 123:0.5634028858480695 124:-0.08044855857647917 125:0.7746622656392671 126:-0.1983265960492014 127:0.1359618694399094 128:-0.6275665263311658 129:-0.1102490204268055 130:0.03815620695473174 131:0.3326623458275769 132:0.02839819942211092 133:-0.1482983424493045 134:0.7098588163115668 135:0.1031950728699101 136:-0.06682441489086505 137:0.1038154444059466 138:-0.2510538745139943 139:-0.1450443905009522 140:0.5751703332080985 141:0.449460486663059 142:0.3128718047622036 143:-0.2822457035426048 144:-0.3678599794303673 145:0.08916291626073047 146:0.5649671377346269 147:-0.2766641853061308 148:-0.07367266078987657 149:-0.2200050668285763 150:-0.128006906917648 151:-0.1839149395115547 152:0.1000139815610117 153:-0.5742912364164185 154:-0.3972800172057941 155:0.005788255269996281 156:0.171717891928328 157:0.1784360125649704 158:0.3966335479134026 159:-0.3425209397986889 160:-0.2725708516721038 161:0.3721688887551626 162:0.1606249189983852 163:-0.24338002967986 164:0.59742009665512 165:0.2371144248775545 166:0.2874933490945713 167:-0.2240160008360433 168:-0.1158130995999526 169:-0.2104294581338026 170:-0.3836747384070099 171:0.2870910679508125 172:0.06108435080767495 173:0.6428700436700122 174:0.131254966085576 175:-0.1655035887127433 176:0.2116556998763312 177:-0.4188354272946154 178:-0.5470685057150537 179:-0.050872387231497 180:-0.1514249103120154 181:0.1206451279139183 182:0.4046730296833672 183:0.1180955978291013 184:0.1893986323882179 185:-0.1912088153779491 186:-0.4686600419685766 187:-0.6480763028344279 188:0.1458232718417048 189:-0.1285891594642947 190:0.3184319085055861 191:0.137667529064761 192:0.08760568302917127 193:0.01798190304977576 194:0.401741803756453 195:0.2758287615426367 196:0.1419745847384126 197:-0.1804070432453484 198:0.0874258350332872 199:0.05699927080635354 200:-0.3770125433353282
+-1 1:-0.06328511789865865 2:-0.4957791799849269 3:-0.1468037219870352 4:0.5524942045271372 5:0.02153518192127062 6:-0.1376221838711608 7:-0.2624229908831185 8:0.3732116911657109 9:-0.08103424392123398 10:-0.09177343319048829 11:0.1738119859766241 12:0.5376484188748247 13:-0.045783451541754 14:0.3223686948238301 15:-0.1759192687942763 16:-0.2145894803550632 17:0.5778801430776366 18:0.1833801427504273 19:0.5459236071260255 20:0.4200158514187508 21:-0.1086925475606408 22:-0.003657153962176155 23:-0.2581517116503372 24:-0.7357679355909401 25:-0.1668031471837388 26:-0.07867824643593198 27:0.2845381856098419 28:0.3409923570959444 29:0.2126808076716699 30:0.274374784963386 31:0.2687026719223461 32:0.1197109725225061 33:-0.2011557819875643 34:-0.1148199131639876 35:0.4823143298044436 36:0.5899007364228717 37:-0.1781642895770565 38:-0.07822646323386664 39:0.2386788114855176 40:-0.6972631008481381 41:0.2342065603534643 42:-0.240496417755508 43:0.08222266261325623 44:0.08343290470949874 45:0.2497702664510714 46:0.3851016004873332 47:-0.231699907825095 48:-0.03916019041739838 49:-0.09153500212284474 50:-0.1244298833275818 51:0.1346153629513875 52:-0.5260995079983432 53:0.08628768651731655 54:0.4660737035055091 55:-0.09052268296508938 56:-0.3953375087973667 57:0.1357386263422808 58:-0.0217823950477685 59:0.1776856001036193 60:0.6153863722346777 61:-0.3019747898307653 62:0.7905130384756902 63:-0.3635413518909792 64:-0.1868976341522796 65:-0.3889388395890406 66:0.09428506550082064 67:-0.1375431288524006 68:0.4967685993939928 69:-0.2734203966388343 70:0.04948586002660846 71:0.2348353610431034 72:0.2589652699884776 73:0.2432093100451674 74:-0.06119606417186077 75:0.1381106515556233 76:0.3820773058928548 77:0.2009715058384702 78:0.157468882079064 79:-0.2365955423514183 80:-0.0438437669980374 81:0.4246508659734463 82:0.05569237714676983 83:-0.2210116267082556 84:-0.2490873126491601 85:-0.001520825497817929 86:-0.4956907420877787 87:-0.3064229646139853 88:-0.08151451577151078 89:-0.2056516670368881 90:-0.3336248946443057 91:0.6737803177085606 92:-0.2482177568070001 93:0.6218328633176642 94:-0.2182622683657234 95:-0.296534847374314 96:-0.156020580702839 97:-0.006836883755882844 98:-0.3091532193135879 99:-0.06300044850454105 100:0.05815047195252214 101:-0.429553989504001 102:0.06762852597900074 103:-0.02171153384735552 104:-0.3827772892713768 105:-0.2114496073627591 106:-0.04978186863179542 107:0.07735055262954879 108:-0.4034326082861047 109:0.6755949439864436 110:-0.2617849781526884 111:0.3825348166959482 112:-0.003163205265179943 113:0.08993415856415793 114:-0.2936583364380602 115:-0.1025136686303617 116:0.6962120874761847 117:0.4130336560956983 118:-0.6614215001396975 119:0.3912717285313457 120:0.1119748972005519 121:-0.7348725010704987 122:-0.2802470831767737 123:-0.5773420139920796 124:-0.558297100828559 125:0.210951645378203 126:0.454421164637087 127:0.08779290481800625 128:-0.4377318968301048 129:0.02673384526805277 130:-0.1940596463870302 131:-0.0943778502408483 132:0.5014294487794773 133:-0.5308747175394271 134:0.2742452852039368 135:0.4264163827975323 136:-0.4395604112871582 137:0.4672247115443963 138:0.02702268609199441 139:-0.4308514372515517 140:-0.8643484570624678 141:-0.07960096900685887 142:0.03711274649417814 143:0.01477957001624879 144:0.1103222218767382 145:0.2965905840884672 146:0.1944483991683649 147:0.2207881091207209 148:0.3853083557565491 149:-0.2811749812143786 150:-0.06650687018344001 151:-0.1657077407486104 152:-0.9359668813788968 153:-0.1893277436456093 154:0.1169357704338108 155:0.0305686842648745 156:-0.04729429626720631 157:-0.4131992999274179 158:0.5014842738103791 159:-0.5982932061734413 160:0.2095231773234612 161:-0.05349010535471692 162:-0.2754719339274647 163:0.08147376667487044 164:-0.1142525725483632 165:0.08785336804228727 166:0.505344978444447 167:-0.2318270164088084 168:-0.3166026910641426 169:-0.2535881963293358 170:-0.04119250514679601 171:-0.2367672513913514 172:0.1830889785767442 173:-0.4027591487779129 174:0.2746025476886704 175:0.2997706948156403 176:0.3972449940917196 177:-0.2699730583621309 178:-0.3330823016055573 179:0.0137776717056199 180:0.1149856806839281 181:0.04610848702229392 182:-0.757442128993759 183:-0.3563012248442511 184:-0.4183279119821716 185:0.1112098363606957 186:-0.6240658710546353 187:0.4673360469703687 188:-1 189:-0.4391000361001911 190:0.1367705475413806 191:0.6084281708594342 192:0.47665491770472 193:-0.09498464339163543 194:0.4575230113333905 195:0.04283486826572355 196:0.3857908031900451 197:0.1988823840723133 198:-0.2705875629927056 199:-0.0644120491806143 200:-0.6896140543721697
+-1 1:0.4192147229591371 2:0.08585623628799517 3:0.1361652241720071 4:-0.112371492493554 5:-0.06226264175198097 6:-0.2330450867049683 7:-0.02345521632868422 8:-0.5371397553092214 9:0.1603419555474802 10:-0.2261988530813054 11:0.03941259677796995 12:0.2664350894696836 13:-0.4138214085674811 14:0.2869086882056492 15:0.4109632002855583 16:0.1448808825605444 17:-0.2028924946022151 18:0.3445294702164842 19:0.233578294986712 20:-0.2323042134690355 21:-0.8134452151535848 22:-0.5766464031381877 23:-0.01919788272689354 24:-0.6551368072737266 25:0.4256943580001246 26:-0.775216517501507 27:-0.2205840421166718 28:-0.04945462263634749 29:-0.2092240870143866 30:-0.2674064841288448 31:-0.2891963593905545 32:0.1865546238224124 33:-0.02993321254725062 34:0.09942757992300105 35:-0.06564283293295584 36:0.09886315664157971 37:-0.2869604149975832 38:0.03988297805666542 39:0.08128175924787961 40:0.3188894783769151 41:0.4919481031458482 42:0.1258693322573019 43:0.246419069178786 44:0.2050561180873596 45:0.2757878512258729 46:-0.4172667164870526 47:0.08151092141486141 48:0.6500434609793979 49:0.2842557731711524 50:-0.4670484646894411 51:-0.2044017711923931 52:-0.005654869383002151 53:-0.03320440455829859 54:-0.5842662451588925 55:-0.2173861214667102 56:0.02581759146998018 57:0.1396098009694829 58:-0.3581493433557358 59:-0.3469609056448165 60:-0.4957722574632197 61:0.1738111363294668 62:0.126204177382233 63:0.405347534121079 64:-0.4513459875672989 65:-0.3449765370521295 66:0.1183699300179181 67:-0.4975620714215973 68:0.1929616325710791 69:0.3579271624874624 70:0.3870521475201885 71:-0.02857013424903933 72:0.4865915262349975 73:-0.002792760909330514 74:-0.5136722111820523 75:-0.5283798021545386 76:0.2028137062332701 77:0.757920145660148 78:-0.4731678861884736 79:0.06069011356458656 80:-0.00887518159334956 81:0.3952805777058386 82:0.3121375160035751 83:0.4265287381809378 84:0.8673597620833597 85:-0.4914790930996344 86:-0.2899630584278133 87:0.4047874033153139 88:-0.2819712804754196 89:-0.5186741474530068 90:-0.4445540323985107 91:-0.06129941618508489 92:-0.1387823843946609 93:0.2772038663672289 94:-0.1391836179748355 95:-0.551737242912518 96:0.2376723908679197 97:0.09846195876225275 98:0.3956188357748138 99:-0.3874275695226753 100:-0.332550265769862 101:-0.1051370796833961 102:-0.08483488364260229 103:-0.04888531825737125 104:-0.185047527947195 105:-0.181092258523999 106:0.5160250088923771 107:-0.1207245632184341 108:0.1005049709887565 109:-0.2197075430896241 110:-0.1007474121643153 111:0.1528906944837303 112:-0.1309252911483568 113:0.05032649514711427 114:0.3806906778735069 115:0.4714196155900174 116:0.09727067441965692 117:0.2811213090615849 118:-0.03932326937529412 119:-0.5323990364896481 120:-0.5255168779990519 121:-0.1325368466910274 122:-0.5631973334309555 123:0.05485993498187747 124:0.3701660180968359 125:0.6145699366621671 126:-0.1295851454756078 127:0.1417510942086145 128:0.06165022544022301 129:-0.2751487250355816 130:-0.6952238097355052 131:0.3708781376225959 132:0.1486930224646706 133:0.3240973753928344 134:0.05617423396410415 135:-0.1644987424747946 136:-0.362041027396456 137:0.3466355051443758 138:-0.01643771969544235 139:-0.03712136115433985 140:-0.3128593372261453 141:0.2564073531261967 142:0.06300465437153367 143:0.1583538945349854 144:-0.07069066928461305 145:-0.5780531054243803 146:0.4947049670646461 147:0.2102884308397117 148:-0.4377733308541836 149:-0.09450819992615542 150:0.4257459177623864 151:0.4784882195705339 152:0.7780292056619219 153:0.1206886751924183 154:0.1285137304006723 155:-0.1091313600303268 156:-0.2439149693212743 157:0.1740250702612697 158:-0.7418749712613316 159:-0.554883195509564 160:-0.9868782474544149 161:-0.5474970953090312 162:-0.3024837986809522 163:0.1679331015835343 164:-0.2005750118569616 165:0.3914038548888459 166:0.4860151555060146 167:-0.436117755421141 168:0.2386205967969041 169:0.08326747902098153 170:-0.1017251009528502 171:0.0240137668249664 172:-0.2687939280775609 173:0.431812527485146 174:-0.5086018105459605 175:0.5164371639971987 176:0.7575986970340107 177:-0.1849015177993455 178:0.1015629984651736 179:-0.4124658014372057 180:0.1933213335812295 181:-0.1617187217241321 182:-0.1206532133358892 183:-0.8689625924556693 184:0.006782731627733832 185:-0.3496247239961129 186:-0.6647832553817277 187:0.2986544045355501 188:-0.2452412768509943 189:-0.2631467248450544 190:0.0449849318158177 191:0.6971094277513731 192:0.01191567443605804 193:-0.012228488149645 194:0.1224013711342369 195:0.5387676048978528 196:0.2364660287708534 197:-0.08494191247364737 198:0.0425948670536237 199:0.7377361709379509 200:-0.5326678182272476
+-1 1:-0.5230410606237499 2:-0.0223372709874178 3:0.435836606490647 4:-0.2614492130798958 5:0.1256316527220009 6:0.454894069068144 7:-0.01496917711689162 8:-0.3976867725082238 9:0.2393249764593501 10:-0.6072708873157153 11:0.2559237953760921 12:0.410819670894227 13:-0.4696711372061264 14:-0.2495301755993431 15:0.1339974607364033 16:0.08389042093996678 17:-0.4481551193449502 18:-0.06573820507449335 19:0.005476594935927143 20:-0.1591830022134503 21:-0.1217070913093317 22:-0.2181315922060271 23:0.007770296015165329 24:-0.4431253419333626 25:0.1189527473134262 26:-0.1088345476170083 27:-1 28:0.5849576500411996 29:-0.1022137508124679 30:-0.2210353658706957 31:-0.08249815322578789 32:-0.08446722292678871 33:-0.3984811512885102 34:0.1852302736741765 35:0.5210879186254704 36:0.6368100676238465 37:0.5320442635511752 38:0.132748057435293 39:0.03922192545685944 40:0.01883081807578312 41:0.2064586955213903 42:-0.4188082345098037 43:0.2516139938357293 44:0.06216284160459452 45:-0.4487813541566762 46:-0.5008003442399447 47:-0.2223506836699636 48:0.552147548768476 49:-0.1360252558283845 50:-0.2009574960489742 51:0.2241260458954757 52:0.05463558958073872 53:0.5615011962812582 54:0.5629473411106912 55:0.09493650026223149 56:-0.3593904369629659 57:0.4781301094766843 58:-0.1533094030562824 59:-0.1702580241995418 60:-0.4424066136470314 61:0.5944392528376832 62:-0.5603297709992993 63:0.1560466835555477 64:-0.4862016629403091 65:0.2339201101350221 66:0.2188645994796098 67:0.1783665249042972 68:-0.114977128124889 69:-0.2376881656226855 70:0.4346549580321014 71:-0.04981947139422409 72:-0.3672500624741949 73:-0.2822611314258781 74:0.5027205401116013 75:0.304676061685233 76:-0.2469207441878123 77:0.5602041505829785 78:-0.1886977093882601 79:0.06301140540014644 80:0.2734777153645974 81:0.006929886015415221 82:0.2431193183958541 83:0.2390528575804263 84:-0.146405893626085 85:0.4656351320051528 86:0.681054145164611 87:0.1628245518271834 88:0.3351299292020832 89:-0.2919440800704626 90:0.5991004790705895 91:0.253525818983603 92:0.09152435809897523 93:-0.475411575579347 94:-0.1125936519131734 95:0.3260994636439425 96:-0.04298081642928035 97:0.570746468841991 98:-0.029854949228484 99:-0.4280268138904066 100:0.03060032785271524 101:-0.1511293599696717 102:-0.2316869762549713 103:0.129172580413606 104:0.06494585212734641 105:0.3122477394239726 106:-0.3414425260837516 107:0.4252654277241722 108:-0.4256336102816224 109:-0.08248441629911293 110:0.1230830921699102 111:-0.002365051648309149 112:-0.08684329991802885 113:0.02857151714640052 114:-0.3450538058548419 115:-0.1526031939872409 116:0.5612244413419395 117:-0.4809060957796616 118:-0.5419121586601052 119:-0.3082647698629877 120:0.05244443498084779 121:-0.05172245468596343 122:-0.2209302039224292 123:0.1720472164406044 124:-0.2731573479866287 125:-0.3876220571832107 126:0.1186645384466676 127:0.3849231759260807 128:0.3407251143765913 129:0.01066384771833991 130:-0.7958635472670695 131:0.07015759773896406 132:-0.204309364979398 133:0.2889046829843266 134:0.1654928049513469 135:-0.4770119533542527 136:0.2077675358750521 137:-0.2711220641581727 138:-0.3706154224845635 139:0.4903558456742992 140:0.01574238121283087 141:0.3776800900996141 142:-0.03663927176371946 143:-0.5331274620820459 144:-0.03635415388785164 145:-0.01498494981194205 146:-0.2959841830699576 147:0.01224518607524944 148:0.1412344663536506 149:-0.6801455524419979 150:-0.0318693430889806 151:0.08638729919252648 152:-0.512302689366619 153:0.2022182052582033 154:-0.7311757203783601 155:-0.08353358146131792 156:-0.4200123451776396 157:-0.0178657074744577 158:-0.3668228246621034 159:0.2013485992476003 160:-0.222029633248015 161:-0.5720832464325881 162:0.6231779555084985 163:-0.5811486428171189 164:-0.06556583831913282 165:0.05995098848719306 166:-0.1496769207214241 167:-0.06519926629587203 168:-0.1083231618782499 169:-0.6418824076304266 170:0.03839653313051915 171:-0.3304434459937344 172:0.2807979710095974 173:0.2249373457785441 174:-0.05547943414530419 175:0.481023675100505 176:0.3730143053672753 177:-0.5733240109872779 178:-0.1791600281851412 179:0.2220130686386808 180:0.4138485686778565 181:0.1071050351003552 182:0.7102006020943357 183:-0.8777455374126845 184:0.2459335587738727 185:0.1111674811389277 186:-0.2268160969361166 187:-0.3165420076608952 188:0.1218203349688552 189:-0.1605798686543001 190:0.6275347262593771 191:0.08148480206001825 192:0.2101794060316825 193:0.4155536668957046 194:0.2404524580030122 195:-0.0577343281272793 196:0.1629643437136987 197:0.3788725644250306 198:-0.2585326192848958 199:0.07411904006450318 200:0.07080194670927431
+1 1:-0.5310839318156449 2:-0.05747780855219208 3:0.1048047299171486 4:-0.5147679606155521 5:-0.3214805723167857 6:-0.3107351748529168 7:-0.1685735869836074 8:0.0349141198895612 9:0.2421273468258757 10:0.3762351590289092 11:0.2655740845522176 12:0.6003049958092699 13:0.09087410692005324 14:0.2949343839583946 15:-0.08191183709111524 16:-0.3206040391023883 17:0.4023699963031915 18:-0.1403596106298513 19:-0.5531312454254927 20:0.03020655876890065 21:0.1448129571622387 22:-0.3012343409823831 23:0.3672733362211545 24:0.002500837244002841 25:-0.3004522678315007 26:0.2116155571347027 27:0.2558764541070437 28:0.331125314224749 29:-0.02141165879216599 30:0.2689842899052031 31:-0.2060638542838515 32:-0.3167382677504521 33:-0.1268919942309204 34:-0.5434125195351827 35:-0.1078936831356371 36:0.3742972776748349 37:-0.6091835311211231 38:-0.1982634090098199 39:-0.04626630261497927 40:-0.002732034396558253 41:0.3076742634496248 42:0.2506867214165022 43:-0.1651401525653943 44:0.458959591440024 45:0.6052723497587014 46:-0.1983863165433594 47:-0.2620790913481524 48:0.4375191980536257 49:-0.2484562685752323 50:0.5430273475261331 51:-0.09860301027143796 52:-0.9537307723526844 53:0.3922914875696407 54:0.1145450585513134 55:0.1221905275093433 56:0.04401588617208846 57:0.009705045521405997 58:-0.1381559358317377 59:0.08421927803367141 60:-0.008712712741834758 61:0.1327896908926434 62:0.5827961203185893 63:0.1404371537251934 64:0.1186038890611299 65:0.5187925588038169 66:0.09609606254495293 67:0.08236698806055569 68:-0.192812383139712 69:0.5801930068885046 70:-0.5553316469883991 71:-0.1052793719803825 72:-0.1121255114905176 73:-0.08756533941178389 74:-0.3340788673717486 75:-0.2856609049590277 76:-0.6069189405753695 77:-0.04572131642672402 78:-0.5335025461139653 79:-0.2112863991577968 80:-0.1398993956735183 81:0.1332311677662845 82:-0.3789017283156738 83:-0.186733443849339 84:-0.1963512743304604 85:-0.5420674258277103 86:-0.09275773626024761 87:-0.2297021667699541 88:-0.5035278942576069 89:-0.363673348719021 90:0.02527209158957187 91:-0.2060341671768243 92:0.2675315706793862 93:-0.4266467997911267 94:0.1991373394690114 95:-0.05886808942754689 96:0.07705839786551627 97:-0.05492331931393873 98:-0.2951777245634577 99:-0.08404724530925808 100:-0.03147878948717266 101:-0.1384139307114687 102:0.0456981675309729 103:0.1553177095800138 104:-0.3425754692036037 105:-0.5143059274678111 106:0.3626161841393295 107:0.44686530612363 108:-0.3293846592104942 109:-0.04650309942784162 110:0.05507246645063212 111:0.1873213481851427 112:-0.07928245463893671 113:-0.1807026955400212 114:0.06707604136868497 115:-0.2680653495705909 116:0.5888940986543478 117:0.3156474927894319 118:-0.1479109187070836 119:-0.006809179321797004 120:0.3411637469289892 121:-0.2797432491679676 122:0.1386556922526875 123:0.3086354603669406 124:0.5146941174430331 125:-0.5036356266802273 126:0.04124698664010969 127:-0.1776772224559414 128:0.4354526532639031 129:-0.07010532642184364 130:-0.06756134091225086 131:-0.3798219157449373 132:0.1156481653918198 133:0.05671547466483583 134:-0.01853064018791611 135:-0.3532268280177615 136:-0.04406666358295507 137:-0.1810393704431613 138:-0.532699885550047 139:0.07763397857737808 140:-0.1131485517813084 141:-0.2304254106745608 142:0.1486845455513273 143:-0.1254152931268602 144:-0.5568210263378397 145:-0.1169283993361137 146:-0.0227478089424087 147:-0.2481490155879244 148:0.0979080154305768 149:0.05507962147925277 150:0.230489124879164 151:0.4308341668114334 152:-0.101070544480887 153:0.311683182078823 154:0.09433549100469846 155:0.05570357202542647 156:-0.1306084902414557 157:-0.2526814719773727 158:0.2590295285690436 159:0.06040340130687211 160:0.2282920443987397 161:-0.1396543559118105 162:0.6068092221586201 163:0.3764238832731645 164:0.216707532584988 165:0.4966870010494788 166:0.03100952250452338 167:-0.06023559173184139 168:-0.2715371209567022 169:0.1441468066752495 170:-0.166358882759123 171:0.3530758086666986 172:-0.3738533289869148 173:-0.2845086878031297 174:0.3148710868301707 175:0.7346034552512793 176:1 177:-0.176035139353865 178:0.4228760531827722 179:-0.2183218161681938 180:-0.2273320221862158 181:-0.08003835119492653 182:-0.05109973651521684 183:-0.2320530714862099 184:-0.06411103675539007 185:-0.1777821639295587 186:0.01505095729478317 187:0.2936659215684159 188:0.3689425489714264 189:0.4306076550236429 190:0.09187958761729581 191:-0.4783860063605139 192:0.1667124126553181 193:0.1546010752986761 194:0.1282294855511739 195:-0.1707109847158258 196:0.1959638640748933 197:-0.7350306276074862 198:-0.01850051057022619 199:0.1478533259043817 200:-0.3387815744491855
+-1 1:0.7514017414312778 2:0.3415428363944162 3:-0.4051128960425647 4:0.590257896319818 5:-0.4681117366892668 6:-0.3429383057734958 7:0.1505468471475319 8:-0.1537858521001607 9:0.4201139924268809 10:0.07886335692802274 11:-0.03314600434245542 12:0.4781562392552338 13:0.2143884312199764 14:-0.3744413730768482 15:0.02576733459159239 16:0.2471071222538527 17:-0.07084609559742355 18:-0.09466853123575446 19:-0.2038999959207853 20:0.3432572973189357 21:-1 22:-0.06524674682965992 23:0.7789609204643775 24:-0.2831400379542608 25:0.4199390159547586 26:-0.970876201678011 27:0.3102583009492923 28:-0.001500445087965888 29:-0.1097284356767885 30:-0.06565990291377763 31:-0.4753160174757764 32:-0.07006125852628506 33:-0.1902461926652009 34:-0.4778545769500385 35:0.0665725502257699 36:0.1671490762559375 37:0.189047051744886 38:-0.3243218558437913 39:0.179723811459327 40:0.3583801991806164 41:-0.08304156850550923 42:-0.298773220275698 43:-0.2751422494433474 44:0.4575512138706805 45:-0.2869085437299089 46:-0.6521797353618632 47:-0.278026564686333 48:0.935670583653233 49:0.5593651378540764 50:-0.2849011726749774 51:0.1535707476309476 52:-0.4120536312542143 53:-0.357063826717592 54:-0.3700811396186455 55:-0.04334453737669818 56:-0.2740158029783082 57:0.1145600419128261 58:0.1767930698356338 59:0.5724937976219682 60:-0.2507555172305354 61:-0.1612771123871962 62:-0.5371700539218756 63:-0.2391893581064453 64:-0.8390712502809078 65:0.1170580373864638 66:0.04418187950062186 67:0.2123584507259117 68:-0.4760887766956814 69:0.6129550629354784 70:0.1721148908496578 71:0.06606900744724344 72:0.2999469158485459 73:0.2863126012783569 74:0.04060274893852045 75:0.08499559917853929 76:0.08763259372691848 77:0.224241859399411 78:-0.3267006261446167 79:0.3562090086960215 80:-0.2507626279656182 81:-0.1030632922180127 82:-0.1304522943624629 83:0.1711470267209595 84:0.5522619683759988 85:-0.1095981908739776 86:0.3008920660714721 87:0.4321846496583295 88:0.1226886132571486 89:0.2921184556539126 90:0.2501181263979411 91:0.2386128579061949 92:-0.4273528242125739 93:0.4014300717998115 94:0.2349397323723284 95:-0.2285239240507594 96:-0.2527378274783191 97:0.0729628872342778 98:0.04512294861646671 99:0.2156795808559581 100:-0.4146249427186353 101:-0.1718254502317803 102:0.3290593259356682 103:0.6951164103164612 104:0.5136639213034103 105:-0.2033731852603907 106:-0.03057974592076276 107:-0.435577840731408 108:-0.3686653548431101 109:0.2412115862198588 110:0.2753639221055103 111:-0.06610183583782245 112:0.1515931668598895 113:0.05760967698696279 114:-0.02648541912315094 115:0.2091033390400732 116:-0.1383403701992555 117:0.02421122128415298 118:0.006562425344304595 119:0.1916498127980715 120:-0.08168208220055866 121:0.2044978713448875 122:-0.02423267992649372 123:0.2850961526029564 124:0.5267237318581477 125:-0.1902806986532185 126:-0.3340140949770012 127:0.02532589193886724 128:-0.06144236685610768 129:0.09577885916438647 130:0.07289654294117812 131:-0.6486762508931962 132:-0.348359472257887 133:-0.4752637412850627 134:0.3009970349151053 135:-0.234196864247306 136:0.00759870161787303 137:0.03905805585192429 138:-0.08492605293429301 139:-0.05527843348373454 140:0.1030707670174113 141:0.361487349343432 142:0.02540956949144014 143:-0.1914707004067125 144:0.2375700604476966 145:-0.1678340727763626 146:0.002796124089545285 147:-0.3149335594307809 148:-0.3541214854857719 149:-0.5289642012849696 150:-0.190599383164461 151:-0.1255652640467925 152:0.3197446105284653 153:-0.5249897425137051 154:-0.5943036148762164 155:-0.0891489127185745 156:0.120506345004454 157:0.02572781902156637 158:0.01545593590896906 159:-0.1052092945564556 160:-0.222489348727301 161:-0.6692859771957916 162:-0.4490164374062523 163:-0.2527111903960551 164:0.4077948290396855 165:-0.1047965027414481 166:-0.03571620640514148 167:-0.4278461910437051 168:0.1683810915299685 169:0.2035875998657566 170:-0.4622827621598602 171:0.08175285737079982 172:-0.006855161019458517 173:0.749175964732812 174:-0.202785355029096 175:0.1318229561147102 176:0.004731666315838212 177:-0.2083407307734787 178:-0.5028876489212704 179:0.02580489256489387 180:0.02944345551328245 181:-0.03432155005006338 182:0.04295610525630317 183:0.9729016501802038 184:0.03728872493569596 185:0.1837128892975099 186:0.1508236053870368 187:-0.02601194232347094 188:-0.211522286217615 189:-0.2447675484205191 190:0.2469313415492945 191:0.3267402840871069 192:-0.01752687731828112 193:0.004899246509890098 194:-0.2574943792394075 195:-0.1188253207015624 196:0.5326822886032314 197:-0.6329005517491022 198:0.08991919540381335 199:-0.1381511388687867 200:-0.7991474945697611
+1 1:0.3294743105224622 2:0.2884489733455713 3:-0.2479938866199423 4:-0.4806289463259621 5:-0.5852799579381932 6:-0.1445621554287913 7:-0.05716811548222373 8:0.5502968813713969 9:0.2104915941770217 10:-0.2533142557270955 11:-0.009523155643887133 12:0.2714598607935163 13:0.4382156517954603 14:-0.4881599944397223 15:0.5536653476148486 16:0.6052097996466659 17:-0.458172457380751 18:-0.04306828897359465 19:0.2750144539504442 20:0.796229972923346 21:-0.2924519875733036 22:-0.376124166997179 23:-0.1646890952385137 24:-0.3150385268352259 25:0.228888980798794 26:0.4444706936244107 27:0.2537740655454839 28:-0.4158166923205807 29:-0.1140794489377592 30:0.09507522059351406 31:0.2683203327287231 32:-0.07278967373988307 33:0.08416040935517971 34:0.00294667410135227 35:-0.2852221355577393 36:-0.04439329086315684 37:0.03036306636007544 38:-0.2492564243256426 39:0.09609425805070917 40:0.2740564454854066 41:-0.2352113941575951 42:-0.1472502909184063 43:-0.08479686072198653 44:0.2621410526413552 45:-0.2145410273306511 46:-0.1783822922344956 47:-0.2436270024503456 48:0.2058473191078416 49:0.04485190112293355 50:0.1555067557464508 51:-0.1900903805723434 52:0.2067329608325884 53:0.1811085627469803 54:0.1527917401746374 55:-0.509884916478923 56:0.4349227175874654 57:-0.2151893045893609 58:-0.6413357223181767 59:0.1120180704200761 60:-0.2259292629544752 61:-0.5080811676885471 62:-0.5029249399363418 63:0.1642445481521105 64:0.1627597403167167 65:-0.4560122484692215 66:0.2814897462285709 67:0.06013109022586655 68:-0.2023261702404048 69:-0.2763150982454298 70:-0.06948133900143727 71:-0.1445942049041986 72:-0.3758402846882277 73:-0.1962165429834793 74:0.1850970174500851 75:0.2195511503755592 76:-0.2080485857767449 77:-0.2194042095444815 78:-0.333639093563383 79:0.03395488832074638 80:-0.5633983371648301 81:0.1897588755663208 82:-0.2628766022161276 83:-0.05339324930326415 84:-0.4915822704118491 85:-0.01505341673407076 86:0.1139593417938528 87:0.04532806714155896 88:-0.1699867469357965 89:0.1924472806231814 90:-0.09469881287083108 91:-0.1760761214724267 92:0.3720151517389712 93:0.2674605755710023 94:-0.3357494912257561 95:0.182641921381574 96:-0.5972633639350571 97:0.111642310320008 98:-0.0244348312893603 99:-0.1060405577175452 100:-0.1275383531311386 101:-0.2497467010481589 102:0.1631421559560779 103:0.6462100359347458 104:-0.3684718311356656 105:0.1748351630599916 106:-0.5413208727333104 107:0.3860381112690061 108:-0.185938338803012 109:0.3514012044488846 110:-0.004802506071297272 111:0.3287989358494405 112:0.7345743869677908 113:-0.001260968128012287 114:0.4764507217976798 115:-0.1795397320471151 116:0.3577916411323043 117:0.3098646525326158 118:0.05150400208959555 119:0.1654320143082645 120:-0.006772801349699192 121:0.005428618392203231 122:0.3898785085528799 123:0.3041105900960577 124:-0.04350288725478708 125:-0.01301173937410465 126:0.6789257739130642 127:-0.2352349332791904 128:-0.624261327862497 129:-0.3972467916622872 130:-0.1563007260810444 131:-0.6577789081116079 132:-0.02980382894515591 133:-0.2594525809375365 134:0.3249954883609263 135:-0.338652911725588 136:0.1492042811728898 137:0.7097852152734483 138:-0.1106135716197505 139:-0.42933578605867 140:0.06992690196624582 141:-0.2106622651261226 142:-0.1630868069949971 143:-0.04559297887501294 144:-0.3896520235904501 145:-0.1233348314713244 146:0.136933633638694 147:0.1260993176954357 148:0.2339323904001217 149:-0.06274824930459416 150:0.09128235809675236 151:0.1310305784310687 152:0.1666627973434114 153:-0.07956561879568963 154:0.2194476705407254 155:-0.004526329801403293 156:0.3012683221519608 157:0.3407690396549869 158:-0.3325861538023676 159:0.3714481609787883 160:-0.03421989401749902 161:-0.3277287928427941 162:0.3982248123274877 163:0.04112124027162528 164:0.2339474875567365 165:0.08051000646271769 166:0.5079082721453289 167:0.04344594621122387 168:-0.3727874576119962 169:-0.2731634486546799 170:-0.1601883088067676 171:0.083623369408644 172:-0.1049549309554934 173:-0.09927202861690354 174:0.4314032761486256 175:0.09828427245627437 176:-0.1162703724492533 177:-0.1163953619244907 178:-0.03917151716057579 179:0.4409543540546376 180:-0.1241216480779803 181:-0.2389350387641908 182:-0.1196842731335086 183:-0.07187643899534502 184:-0.3926650561741979 185:0.4383684355194453 186:0.1158289206601222 187:0.2378545129922452 188:0.4986868990063924 189:0.1148292311799031 190:-0.08832590260629751 191:0.6495776049981491 192:0.06051964740001937 193:-0.3438248656408874 194:0.320952252490932 195:0.6779598947081429 196:-0.1611756744091415 197:-0.0060908883292582 198:-0.2532966842604433 199:-0.1801473242627008 200:0.4707971285683056
+-1 1:-0.5215428842475719 2:-0.3786744450969017 3:-0.1576557431450145 4:-0.05396360504673839 5:0.03280469224421007 6:-0.1526066205145806 7:1 8:-0.3031429985562023 9:0.6125710085467129 10:0.2972070385236814 11:0.2298864106094226 12:0.01639603486598284 13:-0.2209392089699364 14:-0.5264082659228082 15:-0.5182508115163782 16:0.03362810890306941 17:-0.6786995406028878 18:-0.3011146369618892 19:0.1538469797063258 20:-0.2175233036198718 21:-0.03737496579491548 22:-0.2055118163413017 23:-0.3711129409318731 24:-0.8522148807479037 25:-0.1418049218545292 26:0.05713021455947562 27:-0.2286533389776804 28:0.1606644684146108 29:0.517595225543962 30:0.4447230857808018 31:-0.1553119424091238 32:0.2006253523468736 33:0.08831333392701449 34:-0.1414068580750698 35:0.4502020217680573 36:-0.5926297731842208 37:-0.3593860521182168 38:-0.1294667508433937 39:0.3939170949038684 40:0.2325369597620942 41:0.689604871190034 42:-0.1645803484528974 43:0.8705768008692814 44:-0.3513569088157415 45:-0.03658595088000705 46:0.2665398260068307 47:0.2087510944145343 48:-0.112762223256179 49:-0.02916503100312225 50:0.1230437662226265 51:-0.192170996628385 52:-0.3327684480150219 53:0.2473119701639557 54:0.51354851568926 55:-0.3729072150184708 56:-0.8456558864169026 57:-0.04464830538298484 58:-0.05269610785388452 59:-0.3772959800827295 60:0.3676709821287827 61:0.2742899621241968 62:0.3445077930435936 63:0.4603824184278537 64:0.02165922667777288 65:-0.3438315458386779 66:-0.7913605840911414 67:-0.3594821283714552 68:0.09441587146807642 69:-0.18035758317086 70:0.06978592443453038 71:-0.000261774688882159 72:0.2479495927803847 73:-0.8274466847461844 74:0.3420784201158901 75:0.4305712148789217 76:-0.3189157536775231 77:-0.432677659078574 78:-0.7511724546963053 79:0.2228423085271707 80:-0.05546659380404372 81:0.3041913617455005 82:0.2190727826768685 83:-0.4752620035397999 84:0.1002112597054323 85:0.1703503745786243 86:0.2096942628509527 87:0.4796865967121511 88:0.5406241909569833 89:0.1785141297571005 90:0.1616973137829384 91:-0.2536460495215295 92:0.1559911981678874 93:0.1568574256182208 94:0.3075105166825009 95:-0.09067764523107998 96:-0.2367698411143044 97:0.2489563483129351 98:-0.01068196226647222 99:-0.3181416427664416 100:0.2778575116916574 101:0.0008194267506077754 102:0.08313213391143129 103:0.2135895266664102 104:0.1705432451725799 105:-0.0271261499047904 106:-0.05540499983346552 107:-0.03470211401635366 108:-0.1000305660834578 109:-0.2270053384628913 110:-0.05139675749889761 111:-0.2729321549257706 112:-0.3144102689030209 113:0.2583003246204986 114:-0.6978354007827247 115:0.2361836383182132 116:0.8890102963360955 117:0.003850667620808879 118:0.590854542579201 119:0.08121890425548711 120:-0.09037644442215809 121:-0.2884579011215642 122:-0.1630146745253483 123:0.5999092582249705 124:-0.12976222511084 125:0.008372793529624476 126:0.1437796876993205 127:0.5336399727305416 128:0.4681397096663233 129:-0.2343845395778828 130:-0.3733789504460833 131:-0.3306275643107852 132:0.02484504174385547 133:0.1242241662908351 134:-0.2755631042031414 135:-0.3908476572133957 136:-0.5554950125558771 137:-0.2848502023693899 138:0.5881088552285704 139:0.1007168493697229 140:-0.3819188625708623 141:0.1838779601976904 142:0.2464838197612445 143:-0.6814026724501452 144:0.663001437227102 145:-0.6513368636339638 146:0.6724897139139622 147:-0.2762881881953738 148:0.5479840119618055 149:0.04624625248159243 150:0.0511496037787689 151:0.6378620045934936 152:0.171120288056094 153:-0.1514114180068215 154:0.09690841608836956 155:0.7001163863047496 156:0.8413397585716135 157:0.3136035960392696 158:-0.36579280570901 159:-0.3364708234622927 160:-0.04246196565056527 161:-0.525721862821885 162:0.8519759321210475 163:-0.06051901476013244 164:0.8901728694541216 165:0.4347514163906602 166:-0.1418426650361631 167:-0.5246940040448299 168:0.06436998567815325 169:-0.3560646737430334 170:0.05743039519552143 171:0.03753837502224008 172:-0.5639358854734947 173:-0.3196130514873989 174:-0.1727726058614616 175:0.5044675904295477 176:0.4792668804629755 177:-0.4624510167582626 178:0.3474769089694972 179:-0.3021350160234834 180:0.1365152214513885 181:-0.3546677210408246 182:0.2562515560257405 183:-0.1468194280546063 184:-0.2479440248978057 185:-0.2523185578590876 186:0.09733133767204885 187:0.5860015664451564 188:0.4327623737737718 189:-0.03184762425063892 190:-0.3985154892915028 191:0.5134289412776263 192:0.5734024155841346 193:0.2950237030182119 194:0.3523914888753739 195:0.1207234275669151 196:0.3054632227961929 197:0.001123714132938752 198:-0.02376304253171111 199:0.3067049054642234 200:-0.4658032554473728
+1 1:0.06579310315847119 2:0.0684639267693652 3:1 4:-0.7872036498595187 5:-0.08266465073312727 6:-0.6486231075675801 7:0.1942489802182425 8:-0.1624869174910464 9:-0.2111143218126082 10:0.08654899114216322 11:-0.19749673332613 12:0.2480378802013914 13:-0.16803268759696 14:0.3195447830734939 15:-0.2792892785204522 16:0.02933699480669722 17:0.6483585002574463 18:0.3926901038187822 19:0.1693938253559839 20:-0.09910777093947248 21:-0.2521151959204409 22:-0.7534649053763443 23:-0.4741531141936985 24:-0.1282304068392753 25:0.5183832290633736 26:-0.4490397424864028 27:-0.01132025498571874 28:-0.118558893108522 29:-0.2307961899424442 30:0.1921406969755404 31:0.3046428611114897 32:0.3726439186282502 33:0.1190177599575887 34:-0.6646115024434471 35:-0.03913290910131703 36:-0.1054189475736498 37:0.3820198943059828 38:-0.6099596169439278 39:0.06709076549900458 40:0.07132398801742512 41:-0.1468991964267603 42:-0.1220946194268942 43:0.09870517152093417 44:-0.4439402370872302 45:-0.376618402700103 46:-0.2878610764460282 47:-0.1810812133776368 48:0.08899165456699748 49:0.1587590271653127 50:0.3605391692640055 51:-0.2292992368313299 52:-0.02842088247505721 53:0.06560013367579644 54:0.1273856696563059 55:-0.218984972873158 56:0.1852838970601052 57:0.1664890263359046 58:-0.4234177572755318 59:0.0001813284241872215 60:-0.327483018661387 61:0.1936174650888853 62:-0.3631531641077175 63:0.05281495203588733 64:-0.1159729729271325 65:0.2640871134079631 66:0.3801761442320274 67:0.02821917238656712 68:-0.1188409905591955 69:-0.1975896708188998 70:-0.09722585557432492 71:-0.06731774121926279 72:-0.06584737266040952 73:0.09318685011051625 74:0.1093547692954821 75:0.1058695567719576 76:-0.009000749452128351 77:-0.01669974522002843 78:0.2644664187707262 79:0.1573428042065063 80:-0.0163583524848088 81:-0.07889853446611891 82:0.5228988677111353 83:0.08150999411439643 84:0.1994378240151945 85:0.09971342511781947 86:-0.6898529404068879 87:0.2325539112124195 88:0.1154057378401096 89:-0.1584068697967791 90:-0.2131733413960774 91:0.4406920209502486 92:-0.2642266203711128 93:0.1730441083401031 94:0.6441357518245278 95:0.1233439210015739 96:-0.2377070172031744 97:0.1204157441444215 98:0.4631882370632531 99:0.2052492425243213 100:-0.440989302291431 101:0.3691761026062516 102:-0.3507976035726704 103:0.2306219651410778 104:-0.146665516283094 105:0.3919578032548845 106:-0.2595201817782023 107:-0.4918719884507044 108:0.05899215336273893 109:-0.06547760540374498 110:-0.1076888850947082 111:0.002120728146753383 112:0.2389632524966238 113:0.1926456030395157 114:0.5808185159468918 115:-0.2505799969938937 116:0.09670588301413555 117:0.2655114709696845 118:-0.4230642925442131 119:-0.1407912402206667 120:-0.1827348926433379 121:0.2524963647177486 122:-0.00309752967684488 123:-0.08899887910809073 124:-0.8563011165632332 125:-0.31614733117741 126:0.05925663408167884 127:-0.1729184698303923 128:0.5068056148736766 129:0.1962371286898407 130:-0.200528320623295 131:0.7548769536302388 132:-0.2005625666564566 133:-0.6669677639622771 134:0.3697207358974097 135:-0.6972806590682413 136:0.02802941899645411 137:0.01981209152327255 138:-0.1595479356873075 139:-0.07232494607166716 140:0.7777201729825303 141:0.3041645999634824 142:0.06364165008700959 143:0.06283582671882021 144:-0.001396039848627788 145:0.4538849432301168 146:0.8111083910977585 147:-0.3020261842600684 148:-0.5732816347608174 149:-0.1505792719607064 150:-0.009274730634353828 151:0.522188835762224 152:0.4393490588436181 153:-0.2159644707852796 154:-0.1428250119400186 155:0.2439140529485981 156:0.3839794347879001 157:-0.247786275046724 158:-0.1544029144166751 159:0.2321133273400398 160:-0.3183302722810959 161:-0.3744473786245838 162:0.3789131705271732 163:0.6139776631714081 164:0.4180599362872981 165:-0.07991409907346698 166:0.9732625584476178 167:-0.3449851287110024 168:0.4180947590113263 169:-0.3109221366953269 170:-0.3331703081301193 171:-0.1347459046435261 172:-0.2059961176558259 173:0.483584478495075 174:0.5065629517999319 175:-0.162516386684372 176:0.5568854526913862 177:0.06990828747045807 178:0.08625037092696031 179:-0.004001510332688756 180:-0.09548404914690919 181:-0.2311345401875239 182:-0.3081123929448725 183:-0.5692298442406687 184:0.1430053568378452 185:-0.2125998450699614 186:-0.07126313123026372 187:0.04512251560308117 188:0.2636547922282277 189:-0.09755999173982691 190:0.0953290394809464 191:0.08393001046195613 192:0.3344260994699604 193:-0.1404295516311757 194:0.6701843002874854 195:0.1662591775412672 196:0.5272319588442492 197:-0.03984751178706733 198:0.044447417538534 199:-0.6391855087243494 200:-0.3938142758437716
+1 1:0.002917014511871457 2:0.1828156288078638 3:-0.1577936686922639 4:0.3237632585748346 5:0.1668209460755554 6:-0.317626798271876 7:0.0123727402255097 8:0.8840075738349281 9:-0.008755796984194611 10:-0.4798951227171491 11:-0.2766036426511691 12:-0.06928273562584381 13:-0.1858775504344076 14:-0.01287907718309167 15:-0.003377703813698861 16:0.4971010790244851 17:-0.1428794251584099 18:0.0189471586859907 19:-0.1558689095909848 20:0.3231349030824123 21:0.2441804346900181 22:0.719369993072235 23:-0.3769716302162628 24:-0.2376356671799953 25:0.1495548373039129 26:-0.1425852517433951 27:0.04355536253330882 28:-0.4038835332965377 29:-0.1369011816360629 30:0.04596171169389832 31:0.9999999999999998 32:0.140279944536129 33:-0.1830849158610926 34:0.1655103313657074 35:0.2857766337112092 36:-0.1247011790074308 37:1 38:-0.2725220357097805 39:0.4529538440463267 40:0.256350895387442 41:0.4312506560811218 42:0.2349500066410771 43:0.4867174133507519 44:-0.7054367655345394 45:0.3511379381519966 46:-0.3514642336575904 47:0.09175577845170405 48:0.4607880064331416 49:0.4068586757230868 50:-0.3023994195853217 51:0.433248224719442 52:-0.2917688084873794 53:0.4026415223280253 54:0.3193304756845919 55:-0.09815984109700462 56:-0.6014206824713365 57:0.7018734801105845 58:-0.2189306309114857 59:-0.06920122658441302 60:-0.09208327617496831 61:0.04145554332371755 62:0.2645128013833059 63:-0.06325069704050681 64:-0.07106110726079193 65:0.143758990677269 66:-0.5203055751999486 67:0.3397503701302664 68:-1 69:-0.02153183163954073 70:0.08543409637574637 71:-0.5919541861659761 72:0.03018541538893248 73:-0.1531298703756686 74:-0.05984775666667075 75:0.3491492958165149 76:0.471719741987511 77:-0.2579951180293965 78:-0.2507484812214914 79:-0.7154629243302221 80:-0.5033193957158759 81:0.1532567814884409 82:-0.1635612997137748 83:0.1125259840641915 84:-0.1593138022336275 85:-0.2961064990305991 86:-0.1714309582853372 87:0.5190712844344977 88:0.07432562878042298 89:-0.2359915072689755 90:-0.2580077916033073 91:0.3517909028153303 92:-0.1217581948518119 93:-0.09885958931585513 94:0.04332443444040014 95:-0.2676390021546419 96:0.02825522258776789 97:0.3424949210427819 98:-0.08430526429374394 99:0.3385355147565055 100:0.02618986147791987 101:-0.3112018499263141 102:-0.1293776838633793 103:-0.2027608642849592 104:-0.4526804401385315 105:-0.09428484651799041 106:0.4100418796465288 107:0.552918481494268 108:-0.3000770026134533 109:0.1608745588194525 110:0.3090316374076517 111:-0.1208314876486806 112:0.5603874907586328 113:-0.1304634307510339 114:-0.6803906048471342 115:0.8987898872172028 116:-0.3165598578810478 117:0.3186794172826107 118:0.3392044368683131 119:-0.4358676772330923 120:0.4166176426808931 121:0.1702637768502779 122:-0.2375190575038933 123:0.2163592494823498 124:0.07337171216430735 125:0.05638981916186786 126:0.1997272873341145 127:0.0004810660726949911 128:-0.00125844244885627 129:0.09897068488245159 130:-0.1884996672203328 131:-0.1485569540544391 132:0.17024667723058 133:0.2483018553580918 134:-0.2072750814308609 135:0.08162544309898301 136:-0.2146663722823861 137:0.4145945668274658 138:0.03769678962666713 139:-0.3804327529086911 140:0.2810327943980608 141:-0.4148147906306954 142:0.2939644613394711 143:0.128142924246697 144:-0.3611809128431786 145:-0.159391529703036 146:0.2495370713465955 147:0.4017488807746919 148:0.2100238929237505 149:0.1744861403531225 150:0.3127172990429641 151:-0.3160643964749522 152:-0.04042339569471617 153:0.3036881414193019 154:-0.0547911695301476 155:-0.4103510531930017 156:0.2363326952254288 157:-0.4818451601852981 158:0.3309273987342399 159:-0.1730947072135268 160:0.0910154782813612 161:-0.4038533629074615 162:0.1065639488938246 163:0.09649943356156399 164:-0.01218121596299754 165:-0.2856070888115427 166:9.796034473510962e-05 167:-0.1568505206324148 168:0.3765892329994568 169:-0.3505824732232645 170:0.00534947055887303 171:0.5511857793366658 172:-0.1895504152270943 173:0.7014999224799257 174:0.1795853027620943 175:0.3830594638700638 176:0.5737114672842341 177:-0.3531880340250814 178:0.3707795913091367 179:-0.02270039348516619 180:0.4653326460598811 181:-0.08515157256855671 182:-0.05215071977179636 183:-0.1840352676394718 184:-0.08599246169383311 185:0.09259655525612043 186:0.1202337201015217 187:-0.1449686080434227 188:0.08124179417419934 189:-0.481288593742052 190:0.1898948014130226 191:0.2327294383378816 192:0.01651705729140454 193:-0.01704251201102329 194:-0.1188535841112093 195:0.9703706136272582 196:0.3976262618086166 197:0.654628678583409 198:0.303869266998423 199:-0.2078065124841002 200:0.09887477540002132
+-1 1:0.02509609359675181 2:0.05492193777022872 3:0.1493911279057479 4:-0.05509304313122224 5:0.1214892447099198 6:0.237111673242591 7:-0.8593732389940307 8:-0.002540988763080121 9:0.2263825830747276 10:-0.1364027604273846 11:-0.1300286259665493 12:0.4895913193935389 13:0.2020915304736124 14:-0.3917844088123255 15:-0.4790127904089222 16:0.3592152620124171 17:-0.2483514004867035 18:0.06288370633864035 19:0.5666083495985237 20:0.1196368452556453 21:0.387053426738206 22:-0.1210371831999606 23:-0.4058813436583575 24:0.06353016250365978 25:0.02778101781786217 26:-0.339037227666209 27:-0.03833627954575317 28:-0.3133179642443478 29:0.05873579964631709 30:0.1328860992946159 31:0.3862356472919253 32:0.1878170196802019 33:-0.8775288887880287 34:-0.3534964192728069 35:-0.141932559658585 36:0.1245339014017903 37:0.01033360106423883 38:0.04446975158106967 39:-0.111955991502672 40:0.1883894728718298 41:0.1510926597553892 42:-0.5683381235012871 43:-0.3728020027371301 44:0.1313146537035372 45:0.3247691975335517 46:-0.252160575369795 47:-0.3342725203617914 48:-0.3983084359417042 49:0.5152665339338698 50:-0.2577909944923454 51:0.8924080238272436 52:-0.1036502580038145 53:0.3826641753241281 54:-0.1641755543319254 55:0.1330365156998741 56:-0.01049168652252059 57:0.6958755991577138 58:0.06909602183727104 59:0.1088927536180847 60:0.1660925472898975 61:0.243764298196732 62:0.1283753102987957 63:0.1050053292430761 64:0.2893409469286203 65:0.04541250068784938 66:0.6444291002394202 67:-0.1791371220040193 68:-0.08132513436427444 69:0.1816006815623133 70:0.1103305920398787 71:0.1955389058085414 72:0.3785832572701114 73:-0.3083104731754058 74:0.2471355529278993 75:-0.4961441614410512 76:-0.1639144529662387 77:0.01883288250187032 78:0.4031188296996473 79:0.27799512752426 80:-0.2459410688316814 81:0.2704380596906896 82:0.4520864572006156 83:0.3645941885974164 84:-0.2926351644256886 85:-0.181977608055209 86:0.2211184115630668 87:0.4464775283204229 88:0.3766828983163757 89:-0.3122231858567204 90:0.001286409574476656 91:-0.04201029911793203 92:0.02243158965076388 93:0.02046639780439385 94:0.3762880061321491 95:-0.335680886205502 96:-0.4452801368548615 97:0.5125892481881542 98:0.2459613747939822 99:0.1764614240957474 100:-0.3637636866845408 101:-0.38675400079436 102:0.3130188972927012 103:0.7456973674916252 104:0.1153368648618088 105:0.1911803328936512 106:-0.3688719741838525 107:-0.415268827437061 108:-0.7021792273692845 109:0.03548304944568638 110:0.09474221059396522 111:0.548759769291604 112:-0.5563703240559958 113:0.07176931725231846 114:0.1451405611697994 115:-0.1263335427733114 116:-0.05714975137563802 117:0.4094008992679312 118:0.1849362169982045 119:-0.0163198271255979 120:0.04711994651356131 121:0.05285917929099427 122:-0.1656202086570543 123:-0.3433136318648841 124:-0.2489869024503064 125:0.05071433628226557 126:0.372128483038856 127:-0.2089609205021985 128:0.3431583984245761 129:-0.0917710121331296 130:-0.04636576311398832 131:0.3553796842287912 132:0.0594649220422044 133:-0.09846393035927468 134:-0.1951324531938675 135:0.8073463796329204 136:0.1350624130463932 137:0.1542813029573444 138:-0.165343222889171 139:0.2341909607916025 140:-0.1989406849642814 141:0.5923261786524118 142:-0.09552512147854859 143:0.1462034853603787 144:0.06827883212763947 145:-0.03418480696224946 146:-0.1565808532334979 147:-0.1919075681369138 148:0.1215999186539403 149:0.2692349699339862 150:0.3717394962140887 151:-0.04447029206086006 152:0.1899196869999688 153:0.1253137776870458 154:-0.5715840831661156 155:0.5258066054911359 156:0.007217720179557498 157:0.08209331008223558 158:0.03302383976314625 159:0.5657944254397984 160:-0.08875841897257231 161:-0.2680879315778342 162:-0.2451766922149386 163:0.3405218426685919 164:0.1167523480804945 165:-0.2618022656781634 166:-0.1948528063650687 167:0.1244831713104796 168:-0.4704970504955726 169:-0.0776615791556247 170:-0.09719379236674411 171:0.1960151057827102 172:-0.005771146889422249 173:0.1482261753133269 174:0.670135408646082 175:-0.06749416759544408 176:-0.617222754184217 177:-0.4517576924588768 178:-0.3807775782339494 179:0.102712278373637 180:-0.2570524316639958 181:-0.1682501997588983 182:0.02196588839958454 183:0.1530316777111331 184:-0.1891619653466903 185:-0.294494576860728 186:-0.5461685417668383 187:-0.6815476612289704 188:-0.3298397932210327 189:0.1059193865258363 190:-0.3555200686378351 191:0.59239654834885 192:-0.3547253448690398 193:0.08217549918071865 194:0.7927250142742697 195:-0.2166259759062697 196:-0.03580040981477578 197:-0.03184083656354861 198:-0.4222251280944111 199:-0.3243329821626144 200:-0.4907210248159646
+1 1:-0.62824157073648 2:0.1074982887377098 3:0.07235077142200497 4:0.1763163802486502 5:-0.8819502505739438 6:-0.6700893678654886 7:-0.7261210548447861 8:0.00342685266023883 9:0.03286062616942534 10:-0.1580748468559419 11:0.08616602745966333 12:0.3140693203610027 13:0.3019175866032062 14:0.05592311109422143 15:0.1258045097323603 16:-0.1825064175326478 17:-0.135919269938966 18:-0.3215861614551212 19:-0.2374627967954119 20:0.612360333964701 21:0.000572060581134709 22:-0.3461169974608254 23:0.344407356194808 24:0.05979900165129816 25:-0.1630299657653449 26:0.00981507364909448 27:0.3202785093210603 28:0.6478603135170482 29:-0.1909853379297469 30:-0.3378577044992451 31:0.4310248902504768 32:0.0263503197543196 33:-0.09451116927584066 34:-0.03511425021307792 35:0.4359912264558624 36:0.3902875515796949 37:-0.2122259032910048 38:-0.1740917861438521 39:-0.1434354924172913 40:0.0402070489416386 41:0.6978357961220352 42:0.3218406623957366 43:-0.5437355372551698 44:0.7048927318114907 45:0.1913440959083558 46:-0.5713410203562094 47:0.02522034222048548 48:0.08749423595893434 49:-0.2000264377052741 50:0.2770184958980118 51:0.3077076759243997 52:0.4725418288491189 53:0.3746283962476963 54:0.1483119753755097 55:-0.2501593908608942 56:0.2312791207225823 57:-0.2042536938379755 58:-0.02746045762427637 59:0.105526042404679 60:-0.3577681795591925 61:-0.5437809741621326 62:0.03858792085278948 63:-0.04187690752212334 64:-0.1310204832769208 65:0.5089270754297808 66:-0.2876468921471119 67:0.07737508393446263 68:0.2332087307029202 69:0.09044225634992237 70:-0.2840831750596533 71:-0.100721415414524 72:0.005140800672982126 73:0.3580494447701494 74:0.0819567886711302 75:-0.05861124254146338 76:-0.05938341021696708 77:0.1167312779242133 78:-0.1624879427623172 79:0.2805323860273775 80:-0.01751111213730885 81:0.6967615633943158 82:-0.3652702452231997 83:0.2865231214510298 84:0.2647391698894997 85:0.09836963868618012 86:-0.2701982651761339 87:0.09300434101091086 88:0.4479624638145759 89:0.3349944115768317 90:-0.4903336407594184 91:0.1390644434453734 92:0.002837147557518641 93:-0.2458941306703863 94:0.240819388936371 95:0.05553980003885679 96:-0.1095117306506723 97:-0.4681313954471715 98:0.6969214580097454 99:-0.01530323091609823 100:0.01498800471644608 101:-0.5115794707211608 102:0.2209415600737431 103:0.2025767554915186 104:-0.2215814971100275 105:0.2592571702555569 106:0.2674630492936771 107:0.05286805760248137 108:-0.1961616692857091 109:-0.2888133309421408 110:0.3212773169527003 111:0.7169197217809299 112:-0.1379766336562189 113:-0.1337398224529104 114:0.03820324390926073 115:-0.09962921889717456 116:0.5214356345942609 117:-0.1522625930299658 118:0.08202096394853708 119:-0.2746241684619986 120:0.1135191691843858 121:0.09853038373443411 122:-0.4361000952795229 123:0.1928935899511895 124:-0.01696039452807357 125:0.5723890314933568 126:0.2539100057889666 127:-0.03160607806701141 128:-0.01551322458446641 129:-0.005408724188842133 130:-0.2804431243599083 131:-0.365022817458027 132:0.1699362214045657 133:-0.1506379851241407 134:0.3098073380769591 135:0.1258918287647763 136:-0.004239085971030267 137:-0.03697944957908859 138:-0.3381460689158028 139:0.189943521375752 140:0.1012391655721265 141:-0.248910668324471 142:-0.9994108040887955 143:-0.613521141917076 144:0.52696841006714 145:-0.3762808511160622 146:-0.4704179301796153 147:0.1752556007386575 148:0.247859500943523 149:-0.09890863047438367 150:-0.7010493528821372 151:0.2722446089425269 152:-0.3659812807543145 153:0.7175610105183041 154:-0.4033738063655598 155:-0.04364021608044043 156:0.3013628237745761 157:-0.5822370940805376 158:-0.08003443672520848 159:-0.5262203259189621 160:-0.1197462531993366 161:0.01462505319763829 162:0.3628301377978931 163:0.3525646649870203 164:0.3075400874192091 165:0.3255281335549929 166:-0.5464778768845535 167:-0.2213939100991184 168:-0.2543634175894717 169:-0.1738391823529957 170:-0.4130306618948148 171:0.4383112294805521 172:-0.3659535124807587 173:0.2844156576984368 174:-0.4193939930386546 175:-0.3947958058514203 176:0.4503703039619347 177:-0.2438930156824541 178:-0.3162108217229532 179:-0.1262909091430938 180:0.453895661388631 181:-0.04432275369017358 182:0.1122428661298787 183:0.01173914925276047 184:0.2944113452199566 185:-0.3188597454250694 186:-0.0005299682771970349 187:-1 188:-0.1982169881416339 189:-0.02076273524258579 190:-0.3983869058592761 191:0.7311014982587682 192:0.07210875199062151 193:0.1813378444161872 194:0.1085609687597235 195:0.6042177566697959 196:0.2529215848812412 197:-0.07321502374171659 198:0.2033103644238046 199:-0.1640132164530688 200:-0.1620354497429603
+-1 1:0.6317830084253924 2:-0.2513175300385102 3:0.4181972206134303 4:-0.4621617557800521 5:0.1838360946617829 6:-0.2892824300642113 7:-0.1841538598635723 8:0.1612272537257147 9:0.3386163384814134 10:-0.607671143603621 11:0.06499342214771285 12:0.5554739880360703 13:-0.310231420308124 14:0.7489817306876101 15:0.5063206780856836 16:0.0912089678361897 17:0.09543680541236765 18:-0.1217145237669164 19:0.3295799250707411 20:0.3308680360637734 21:0.4305050679813603 22:0.2872769833524538 23:-0.220422545283048 24:-0.2316287627076967 25:0.8443264774321235 26:-0.3209953114288481 27:-0.3461081782507048 28:0.01040063323359893 29:0.6671521911043069 30:0.1773417294501283 31:0.1293694322318205 32:0.01580647981641195 33:-0.4544457034872534 34:0.2384798915162765 35:0.5836207291549003 36:-0.1290636198919021 37:-0.1652112062502329 38:-0.7172364534096592 39:-0.2042132383203734 40:-0.02241342511398817 41:0.0424628343302999 42:-0.584326655602686 43:-0.2682740719196642 44:-0.04628078459900601 45:0.2717519213802005 46:-0.08114410334691305 47:-0.125011334192706 48:0.4934618585219546 49:0.5076039589110228 50:0.1743961527377414 51:0.2037437137013209 52:0.02418348986690008 53:-0.5781488142636642 54:0.1375049194971136 55:-0.3753356686260418 56:-0.1599608613266311 57:0.1883994871862719 58:0.5967438825810908 59:0.6725622287135736 60:-0.01645475562150701 61:0.288258358632751 62:-0.8209380666035868 63:-0.3553916645399754 64:-0.04703587480600123 65:0.2611402284919963 66:-0.3941286821406189 67:0.3661610084460425 68:0.3308465877642213 69:-0.2715955558144355 70:0.1508304991001155 71:-0.001967583594893331 72:-0.03066923802836555 73:0.1938079033356605 74:0.2041435835077369 75:0.08915606124100776 76:0.1986309429001743 77:0.00975313263356456 78:-0.2533623474348035 79:0.1292796817856068 80:-0.1622661016592501 81:0.2249035693052857 82:-0.04226890879416108 83:-0.01132391113668917 84:-0.3569668663560026 85:0.08862332254056177 86:0.3470532778957285 87:-0.09190179773399504 88:0.1620242326531793 89:-0.0604132667338847 90:0.3376142576464172 91:-0.05785759116659206 92:-0.2926208814384131 93:0.03073737028347762 94:-0.2315799879218485 95:-0.4933342583206997 96:-0.06984936816997792 97:-0.009098085697683722 98:-0.03994762209489436 99:-0.4295839001217991 100:0.4585104249843289 101:0.1919910767236852 102:-0.1306710573000618 103:-0.3699474149765574 104:0.06833338101091738 105:0.1720863826110388 106:-0.3662846803322097 107:-0.04222484269944501 108:-0.04721397808988223 109:-0.390194874807057 110:0.3332904004622316 111:0.008904653132278804 112:-0.2058068279813885 113:0.07676156464281232 114:-0.5594878005819557 115:-0.005424932583833133 116:-0.04587881946373482 117:0.9999999999999999 118:0.1014192279029615 119:-0.9972531325115657 120:0.1126825206555254 121:-0.2356695737251517 122:0.3066663140108967 123:-0.03434211239066531 124:0.0468939716638196 125:0.4544251492508666 126:-0.04054367069932985 127:-0.4558953185955173 128:0.1102871433126626 129:-0.0748619716492499 130:-0.1360534427179682 131:0.2713213859104123 132:0.7569085108298348 133:-0.1279313624903889 134:0.0544441927808408 135:0.1091967664331913 136:0.2609167422923834 137:-0.1243192175087905 138:-0.3453008873869278 139:-0.03787635125004665 140:-0.3340882441996022 141:-0.3036056610922778 142:-0.09196005338161763 143:-0.1771066416812756 144:0.126937942957352 145:-0.09531222687052651 146:0.3777323314497078 147:0.05541434530694844 148:-0.3283545511677233 149:0.3509234178028474 150:0.2003415150830359 151:0.2777682790264649 152:0.3997168143891225 153:-0.1948394714274616 154:-0.6059251721320633 155:0.03886535824611261 156:-0.2567933917610021 157:0.2974644795460002 158:-0.3691331877316469 159:0.2160634684796937 160:-0.2274633646197501 161:-0.4793226972440721 162:0.3603637483311954 163:-0.394584643159799 164:-0.06929303758683858 165:-0.406847775253797 166:0.1070894976662967 167:-0.6385392348660046 168:-0.2589975757280389 169:-0.7142806121164826 170:-0.4279037799788442 171:0.3196574851916748 172:0.0523482604042667 173:-0.03309375860572278 174:-0.1435692427984303 175:-0.28803186568501 176:0.1663390818850717 177:-0.3402881516753037 178:-0.437508225153945 179:-0.3913901576350383 180:0.529709134157456 181:-0.1703947577251956 182:-0.6122091063285174 183:0.4111857527693943 184:0.1115368624453774 185:0.05364839020258586 186:0.01725949779616559 187:-0.227448015085305 188:-0.06166399310852778 189:-0.008902456352606621 190:-0.2076659460350982 191:0.5497813299033544 192:0.3046706528807048 193:-0.02989975045150228 194:0.2337697080690984 195:0.3423684327076143 196:0.4664200693597619 197:0.3223950301406174 198:-0.06097674930466239 199:-0.912222540773762 200:-0.3741500405699925
+-1 1:0.3511214767497537 2:0.1561690746788727 3:0.147161829516164 4:-0.3574003853673049 5:0.01368103386328375 6:0.1416709449650479 7:-0.6893634024467122 8:-0.3693787343612151 9:-1 10:0.1506619551349462 11:-0.1804037803142524 12:0.2062726179302941 13:0.6155936463826328 14:-0.1188006951750682 15:0.3054263228546352 16:0.2250498618060588 17:0.3154016574009172 18:0.03243305221101239 19:0.2833017671251125 20:0.1433251308778002 21:-0.02324575688492955 22:-0.08527249159377262 23:0.2084804610132232 24:-0.4407990793555764 25:0.3406973266321529 26:-0.2479966477964711 27:0.2206296153829821 28:-0.2490273014960149 29:-0.00513830495693527 30:-0.1156912169665676 31:0.06164261318359658 32:-0.2266017375605818 33:0.2545464204484617 34:0.08879104557437315 35:-0.06530534436624755 36:-0.1698049670080362 37:-0.06806524619473775 38:-0.6202205888877328 39:0.3658732916385115 40:0.4699353192516293 41:0.6103858825019129 42:-0.3753984937524859 43:-0.5636021026400534 44:-0.1877996064014864 45:0.2423481220882334 46:-0.2843360159138942 47:0.02190742712892137 48:0.9999999999999998 49:0.03817336842049835 50:0.7673617083442095 51:-0.5437091288943604 52:-0.348129491820872 53:0.3310553065379594 54:0.7100111962931663 55:0.3226193876109373 56:-0.9293387520777083 57:-0.2517035345808286 58:-0.4018824276771026 59:0.4228931933322158 60:-0.03211113383890479 61:0.01044185312832068 62:-0.07079067469381428 63:-0.3427305626720349 64:-0.3546095855841926 65:0.1017971782717997 66:-0.6442482436296181 67:0.002286756133387875 68:0.118639703103571 69:-0.3057184823711021 70:0.06540021255539333 71:-0.5158494176200876 72:-0.2775034923823064 73:-0.3425966767556891 74:0.1753659407725573 75:0.09433488040059049 76:-0.4007442188820377 77:-0.298702274433459 78:-0.1441087302000524 79:-0.285449356251066 80:-0.4707603354758265 81:0.4652387087246755 82:-0.2534389865007636 83:-0.4762867023400968 84:-0.3967909020063589 85:0.2552150130169086 86:-0.01569486888999994 87:0.2678683413577037 88:0.1377170394734161 89:-0.4872790894729432 90:0.2763941525001625 91:0.2430531111447423 92:0.8862452807611885 93:-0.5161697127737512 94:-0.3532461771824141 95:-0.4204789704026106 96:0.4724709753096841 97:0.1847670178282673 98:-0.1480503541964756 99:-0.7984318866314655 100:0.1758420615813223 101:-0.1965775009388166 102:-0.3046197626604372 103:-0.006497602513036216 104:-0.211111565134165 105:-0.4048409861836118 106:-0.4437697758817871 107:-0.4157637582744954 108:-0.7125296837331081 109:-0.7307058964534623 110:0.1999741724323909 111:-0.2172043577516127 112:-0.1279418156280264 113:-0.2070638763170541 114:-0.0481736216247864 115:0.1413673239158949 116:0.151282964928343 117:-0.2241303600277225 118:0.04182076826114037 119:-0.5995316180167372 120:0.6768270424102664 121:0.4751949884665422 122:-0.1536999443825493 123:-0.2166542163994133 124:-0.5601273525260885 125:-0.262949627397865 126:-0.06304821792907853 127:0.1672151288889656 128:-0.0854286799697116 129:0.3596617783420307 130:-0.2762713449160069 131:0.3716515215203182 132:0.01099106515173842 133:0.4535285704568831 134:0.345815157691866 135:0.3049532963451259 136:-0.2189055223527881 137:-0.05922303468076731 138:0.07869887801969891 139:0.4244965969025329 140:0.3871470533257166 141:0.1771949603565118 142:0.1949417622508949 143:0.226950313730592 144:-0.5343243974890112 145:-0.3233451432794731 146:0.7441338198712043 147:-0.03043595515766145 148:-0.414775160199454 149:-0.2492382940401294 150:0.3272526473627144 151:0.3740245477461754 152:0.04006767099271523 153:-0.1367534811967772 154:-0.4863180398869424 155:0.03984691841135213 156:0.0545643087914934 157:0.3875506046665507 158:-0.2415579554616205 159:-0.1122971603877924 160:0.06230204508983977 161:0.02462982886925182 162:0.08213490430924815 163:0.4257292209252027 164:-0.1314283965397231 165:0.1825377228600853 166:0.7314440022157011 167:0.5053504055608272 168:0.5543840217908101 169:0.4122346015343834 170:0.2104997684117113 171:0.02960178634761051 172:0.135536827384181 173:0.452753167585602 174:-0.333828407793361 175:0.1757614414061486 176:0.2683312772586699 177:0.004963523962075944 178:-0.3127000903002391 179:0.04742450680793296 180:-0.222770160548198 181:0.08321836856885739 182:-0.1035687308813012 183:-0.3535272339564398 184:0.370804576534615 185:0.8240355653211184 186:-0.7171870283536286 187:0.1888349615699143 188:-0.4687025712906688 189:-0.9294226577825675 190:0.2333580984490782 191:0.07028435691030623 192:0.03998922768485251 193:-0.2686265702241056 194:0.4163819354036734 195:-0.1164355004575099 196:-0.170276965648537 197:0.07934119323372507 198:-0.06955865093534125 199:0.349197919461735 200:-0.6121977593768209
+-1 1:-0.2922339434453246 2:-0.6487116720046507 3:-0.3012826691086601 4:-0.1388575242875958 5:-0.763280469967906 6:-0.06014885234649554 7:-0.3377096975615322 8:-0.253462676154992 9:0.7947302824738741 10:-0.3085195618542088 11:0.1476424429429571 12:0.4776802710808768 13:-0.01452469930024979 14:0.4671817581780827 15:-0.07298027862609226 16:0.564456883861235 17:0.258184766360076 18:-0.1378367160150092 19:0.8553886265836366 20:-0.3239504450930995 21:-0.09940973577990742 22:0.498231023862339 23:-0.04603726728598713 24:0.1876384275452853 25:-0.4356206714070602 26:0.2177548454607336 27:-0.3751790764263359 28:0.1322264230448453 29:-0.1057838031595437 30:0.04908120212735095 31:-0.158825944954547 32:0.4439520706071192 33:-0.1024443333910592 34:0.277418504971708 35:0.3276894001441653 36:-0.0744379922035564 37:0.3921045114999472 38:0.1760221128576035 39:-0.1495108359363619 40:0.04190378703128543 41:0.2924944113392683 42:-0.5187982052151288 43:0.1668986836264019 44:0.5545833948262764 45:-0.2764969927576532 46:0.5522954643398318 47:0.1513919630835464 48:-0.03847528268747499 49:-0.2317148445096673 50:0.3537284790654623 51:-0.1779210214007863 52:0.214418845938463 53:0.2740331882916364 54:-0.2752598883460098 55:0.01425338699930589 56:-0.1362656645584919 57:-0.01100568141588623 58:0.4245649548572848 59:-0.02685691540860413 60:-0.07078187529876326 61:0.1452229371105856 62:0.2466538637401169 63:-0.354433265373312 64:-0.228028933379043 65:-0.4833988859441648 66:-0.2125678837900245 67:0.2303826982055848 68:-0.4022040264787985 69:0.1053857870702385 70:-0.290290288701993 71:-0.001921547393461877 72:0.1833768580229912 73:-0.06399891464204462 74:0.3415635423979769 75:-0.2891385247384494 76:-0.0979870979564636 77:-0.4461904320564557 78:-0.1366381028962848 79:-0.01551214463205298 80:-0.2791721849905369 81:0.04557763651365131 82:0.1471052824134378 83:0.2698132734567534 84:0.239820937283525 85:-0.4711791802984672 86:0.3849850763296234 87:0.1637022880403705 88:0.1476211276037673 89:0.1854920244029459 90:0.04796021752062915 91:0.215386574414515 92:0.05176689759191495 93:0.6914845304271036 94:-0.06871010449791282 95:-0.3718547064973274 96:0.2536284628001593 97:0.5047936085622957 98:0.04209056429375473 99:-0.2547773598476343 100:0.0023253647172535 101:-0.09651355488294244 102:0.3938454435654068 103:0.2576618275265196 104:-0.09143326958320744 105:-0.06790442451656326 106:-0.360745139077322 107:0.08037601990221716 108:0.06223584450620704 109:0.1939982827730813 110:0.3220617934704849 111:-0.2071201462310909 112:0.1631219165428409 113:-0.1053252536425887 114:0.5237373505861911 115:0.08895634153251435 116:-0.4603702081763612 117:0.08617635145067949 118:-0.1458705454492047 119:-0.07181672230851001 120:-0.2900380005805045 121:0.4302454252071549 122:-0.01379275910815611 123:0.2614392335573702 124:-0.3306692852777087 125:-0.547598150167587 126:0.1523905909510959 127:-0.04997486554720448 128:-0.04235497700740781 129:0.1850928622388786 130:-0.4321207197251246 131:0.03638201083555248 132:0.24817601444422 133:0.1926674843206635 134:0.2727641940936926 135:0.2522888411474307 136:-0.01951488999706638 137:-0.3657971910925915 138:-0.207341862363817 139:-0.281522694070297 140:-1 141:0.2671996000342144 142:-0.1655029264373915 143:0.006453055270955188 144:0.5425537746738471 145:-0.459929094114209 146:-0.4070657711400034 147:0.2138658590611602 148:0.08858712659855025 149:0.4220036022460169 150:-0.1604410362947073 151:-0.1531022968609358 152:0.8413379110246862 153:-0.2881940905660789 154:-0.6257339184109001 155:-0.1876991663342554 156:-0.3490831097291002 157:0.1463447571341578 158:0.19592070185924 159:0.3404082433318988 160:0.1338513027250265 161:-0.4769214646654122 162:0.1604872634484192 163:0.3718904364690304 164:0.1157113755372914 165:0.2766747703654196 166:-0.002348472551940789 167:0.192111996641439 168:-0.2460459262922454 169:-0.02287505667758469 170:0.1130694913890051 171:0.195797778752635 172:0.3874786175610743 173:0.1568341027707382 174:0.8661459519254056 175:0.503147880034359 176:0.1144633451749579 177:-0.3116677178677221 178:0.2243137021221419 179:-0.08924431056765636 180:0.5503938008689058 181:0.6663323055679 182:0.6346454350366413 183:-0.143630452714207 184:0.04922461529676636 185:-0.02459319353460936 186:-0.4669355455582717 187:0.129223090661936 188:0.1872634794671655 189:-0.1542861314606374 190:0.3350192411435191 191:0.08928623011896476 192:0.2462919154152299 193:0.3310447086616879 194:-0.2827351325912028 195:0.4152697095297258 196:0.07475771331649034 197:0.4538701786459692 198:0.1906243498285296 199:0.05257627497255985 200:-0.3767844321819234
+1 1:0.32137439232359 2:0.2142873759393226 3:0.267303171173953 4:0.06944673428784254 5:0.6644350085918871 6:0.1852337501365412 7:0.1322217364476342 8:-0.1166336536893186 9:0.0374725349471597 10:0.1538440463540378 11:0.3687702683219472 12:0.487161154593771 13:-0.1211145059169778 14:0.05532451472056091 15:0.2551608619519433 16:-0.5990453788338521 17:0.2422055664106973 18:-0.2019929985304331 19:-0.01733974761565507 20:-0.3437314851538013 21:0.2904223772319027 22:0.173916805025636 23:-0.7555160369661053 24:0.3688355143607464 25:0.3287164898064632 26:-0.100861983478401 27:0.2261094274385108 28:0.122372194464471 29:0.1978897561552422 30:0.08076713737166367 31:-0.5204592974095563 32:0.0725539319502885 33:-0.3531968075744292 34:-0.2990531609018354 35:-0.253654103347414 36:0.5508925441361097 37:0.08051980961615193 38:-0.3249979273025823 39:-0.3152150615822583 40:0.003394802810830641 41:-0.0664299565037221 42:0.1445631665076624 43:-0.4404704256791517 44:-0.4357151531232137 45:-0.1692112563330948 46:0.09059045069860747 47:-0.07424388274765562 48:0.5174869638583544 49:0.3086520335281172 50:-0.1915380943467249 51:-0.06110163930873014 52:0.2956336141567657 53:-0.2982953194303522 54:-0.1263461832041294 55:0.2805732110345579 56:0.381194671586317 57:0.4046997751936344 58:0.1939665004999737 59:-0.001333127839788034 60:0.3425549142245757 61:0.2450377742255825 62:-0.3161139244727549 63:0.4908075276834044 64:-0.004792065337366896 65:-0.4858364273611294 66:0.02192238863498841 67:-0.02478211803053516 68:0.1351034932911273 69:0.1614648727087995 70:-0.6370675156239645 71:0.02884763167200111 72:-0.4899616632568983 73:-0.2092195458740604 74:0.4362293408045874 75:0.07848492289111453 76:0.2000070539408254 77:0.1162167563224802 78:-0.3616760782745166 79:0.3535115628988113 80:0.09805861477437935 81:-0.1000150654811665 82:-0.09275126532395037 83:-0.2853380395364519 84:0.333914920844031 85:-0.4272291315112099 86:-0.0830955005312263 87:0.2985695549121778 88:0.3669366619473661 89:-0.3129838833086837 90:-0.4661256917318228 91:0.7662927986256076 92:-0.3907969500921614 93:0.1077398926954259 94:-0.2518402157321722 95:-0.3311529656530108 96:-0.5806570519037635 97:-0.4826660248950989 98:0.1039054338886883 99:-0.23522901165523 100:0.2168893409998349 101:0.1036817041394646 102:-0.4512525524418897 103:0.388282764291049 104:0.01556942638084428 105:0.3140084735676617 106:-0.01095204412755925 107:-0.6647089289118505 108:0.1610127274769119 109:0.09906862758169893 110:0.2860043947913773 111:0.04100981893462217 112:-0.1379562583636487 113:-0.2665340911809183 114:0.6713826887197337 115:0.2928728359476913 116:-0.3834045499533053 117:0.2046502061004745 118:-0.187313855414407 119:-0.8414914959697138 120:-0.3547057786147172 121:0.9512678823755112 122:-0.3037108527915488 123:0.4963470600108213 124:-0.108667887169704 125:0.5826056281655226 126:-0.2508048529701321 127:-0.1772329041480867 128:-0.3528484686422486 129:-0.03635491800286918 130:0.06812668295199781 131:0.3277839594993003 132:0.4280515914363017 133:-0.3968883703732272 134:-0.2056202860393095 135:-0.3219843438447547 136:0.4871725663700439 137:0.2640603239804201 138:0.2712077040741622 139:0.1866994438688478 140:-0.3368956793200003 141:0.2324295292330218 142:0.06112284661407247 143:-0.2507453412160151 144:-0.1128687024180024 145:0.1448364826210166 146:0.3466063390174895 147:-0.1473707764066816 148:-0.2657880104630719 149:-0.259088636323745 150:0.2286735303445805 151:0.04002477354956398 152:0.2990470939379556 153:-0.06996259666959979 154:0.559235687836705 155:0.2514050159782883 156:-0.291513787553598 157:0.02793392802298957 158:0.5782830209036707 159:-0.3100204523034638 160:0.1282226553774958 161:-0.1063358011730568 162:-0.03820921507270728 163:0.1860526694522869 164:0.09005201380372896 165:-0.427649130416879 166:0.2371586587975834 167:-0.1400768829148701 168:0.5542886254608934 169:0.068585028879243 170:0.4688682896817746 171:0.01992804908669816 172:0.04663334494682277 173:0.08743267360400517 174:-0.09139626706337624 175:0.3236937142736578 176:0.03669405792059802 177:-0.7048348046555239 178:0.3225677727171303 179:0.3813389163107415 180:-0.4375415129283673 181:-0.1206186565734443 182:-0.04233777471472191 183:0.09199919715230297 184:0.3782150223223128 185:0.07913255282157108 186:0.1240804016428172 187:-0.4207566892826952 188:-0.3224628316024478 189:-0.296931520811305 190:-0.5884721358590793 191:0.2854528022355294 192:0.1284259353027284 193:0.4100860881226925 194:0.4008778820920562 195:0.5915331813562585 196:-0.03265135669388206 197:-0.005473924176538809 198:-0.1088892424637219 199:0.4381559552030397 200:-0.1834761621074869
+1 1:-0.1800086461882028 2:0.05290395916022517 3:-0.3936316519586508 4:-0.2240338961913847 5:-0.2551001390843989 6:-0.2056559136819568 7:-0.563963916205766 8:-0.1146256438121362 9:-0.1334470599975955 10:-0.6142970813736484 11:0.3205340337774914 12:0.4798180185547775 13:0.3419324737315394 14:-0.460912226575585 15:-0.281387780768933 16:0.4091450692561913 17:0.06365854416526488 18:-0.8108141350040535 19:0.771154136861071 20:0.257946627534596 21:0.06849265240983085 22:0.7021832386372603 23:-0.7954293762478237 24:-0.06216110475389486 25:0.3240217886955586 26:-0.3920859999223184 27:-0.284095544569581 28:-0.7111457312393419 29:0.06326128072502228 30:-0.2199801775018461 31:0.2200931967153532 32:0.1843265900438735 33:-0.1048319864520981 34:-0.3269560058121135 35:-0.6779093302279766 36:-0.08435430296950555 37:-0.5589172240783801 38:0.3888651160810363 39:0.2657742386873234 40:-0.282079447332505 41:0.2613187807962219 42:0.6948877858493424 43:-0.1880455226918981 44:0.7509264054070592 45:0.4869729714104956 46:0.1525516699376545 47:-0.2599853800891012 48:-0.1906943230551871 49:0.03684532709828117 50:0.02548908804144194 51:-0.2013289961362902 52:-0.4933782584336135 53:-0.8279992928744628 54:-0.06588607985478726 55:0.1981354701831818 56:-0.1818207171138076 57:0.8528094238663999 58:0.02571016927404066 59:-0.1109673067552028 60:-0.625459554936735 61:-0.3391394944366261 62:-0.8108813072294486 63:-0.1453432748822051 64:-0.3156119617775831 65:0.1212101517690977 66:-0.2934739035149604 67:-0.06972658110827673 68:0.2563019309579636 69:-0.006310944355328856 70:-0.3538663633119929 71:-0.1547217480405663 72:-0.3247053283364995 73:0.05380673386895334 74:-0.2722780513320199 75:-0.5143636447720447 76:-0.573379314217049 77:0.5953726073740216 78:0.472247183515653 79:-0.2334231751650168 80:-0.1349590153512202 81:0.2617662131136318 82:-0.2030356205339917 83:0.1483921029074952 84:0.149184951066045 85:0.1683711324866809 86:-0.3987283937493871 87:0.1887099560342057 88:0.4683985489848985 89:0.09255075576118402 90:-0.112313286861727 91:-0.182878002223827 92:0.4530912503659047 93:-0.2692564929794623 94:-0.2958574965943611 95:0.2602294785709096 96:0.1595412505516792 97:-0.03271652628252703 98:-0.3381350864077666 99:-0.06844262450870703 100:-0.01559427346170031 101:-0.6084381874054693 102:-0.2172381488625522 103:-0.04121955991524137 104:0.5690276633292544 105:0.1050961453546836 106:0.1302321038181938 107:-0.1747964729279057 108:-0.02472431114778099 109:0.2523274502137349 110:0.2456168230922754 111:-0.05432492775896944 112:-0.4666766699290912 113:0.4372960024736463 114:-0.03102717079069486 115:0.1194612237581308 116:0.1056197059352083 117:0.4783801391980773 118:0.3320169230385522 119:-0.5271775316827836 120:-0.1460140811968156 121:0.9759364555502305 122:-0.2342750482926188 123:0.02069785929744821 124:-0.2496316043806313 125:-0.1959389368959148 126:0.211180133557928 127:0.2547120809504891 128:-0.01302858904247736 129:-0.02460339239879737 130:0.3018861031349719 131:-0.1537703089788006 132:-0.5297800032279223 133:-0.5236851498329131 134:0.3152281318998278 135:-0.1282088319336426 136:0.2105239016042457 137:-0.292841874447556 138:-0.01740825672330332 139:-0.2415350263265745 140:0.3569494388882149 141:0.0465699880203435 142:-0.2457396714679628 143:-0.3468159610588078 144:-0.04174524091544482 145:0.2535030391989779 146:-0.1521661637214315 147:0.0327852038300947 148:0.5899654034667439 149:-0.005997467113395952 150:-0.007075745543320369 151:0.4960677902163372 152:0.2868988451127301 153:0.1488631262893949 154:0.06170372096810803 155:-0.410050214750198 156:-0.1247916791210638 157:0.4317361735185837 158:-0.008338632732484842 159:-0.1402950401304573 160:0.09907747550339302 161:0.2821423588111174 162:0.1848561706366864 163:-0.1703942526820549 164:0.02196701258413805 165:0.08467307403128423 166:0.02414541808323235 167:0.2920023628244121 168:0.015526819161269 169:-0.06841038851350255 170:-0.01206675876315962 171:0.1389484851492944 172:-0.3816246277477576 173:-0.7490736467820316 174:0.458101837074632 175:0.06822838990598719 176:-0.322729249504266 177:-0.5252416735984551 178:-0.2206306163920269 179:0.2554566184284606 180:0.2457504753794443 181:0.1053308338799411 182:0.3629707543311954 183:0.3487179987068839 184:-0.0411131747309828 185:0.1081347065625773 186:0.3285379609269678 187:0.09412799045756075 188:-0.2099276350330555 189:0.2075378991352097 190:-0.3366644238355009 191:-0.3205298918251285 192:-0.1940548438171319 193:0.1284292593308139 194:0.2197810509896039 195:0.3325046406766742 196:-0.08060786231175643 197:-0.122797968146176 198:-0.182640178902757 199:0.004058921687520234 200:-0.6460484108010875
+-1 1:-0.1693203717590633 2:0.01184949440378744 3:-0.3375687299824036 4:-0.1966097798874737 5:-0.07559046652617353 6:0.7398981560733286 7:-0.02228824911108664 8:-0.2997241338890867 9:0.4352446978777929 10:0.4445215995874008 11:-0.307362394107509 12:0.2980431916046531 13:0.2425047142381484 14:-0.1877921808773453 15:0.3111197351318867 16:0.5966056311241816 17:-0.4756040152011442 18:-0.0829212093019734 19:0.4320484404803533 20:-0.6858602789890119 21:-0.05170479940868475 22:0.2728442276608257 23:-0.4394283636256563 24:-0.2900113830708198 25:0.005780176371988174 26:0.06429913006557758 27:0.474055510939165 28:-0.03930918306385477 29:-0.2563912463462824 30:-0.07863916442284016 31:-0.1372698514350818 32:-0.2867231011764245 33:-0.05304814438385974 34:0.002069930779400819 35:0.758679346700688 36:-0.5585483240442922 37:-0.03893865703335954 38:0.3936546578240965 39:-0.07579157251710469 40:-0.03479760908641569 41:0.222669609953028 42:-0.1450223319673657 43:0.1656327997668192 44:0.3787101137603339 45:0.4601104251168839 46:0.06730743507192502 47:-0.2900207017152129 48:-0.1882773368199183 49:-0.06742963070351424 50:0.5044820915789903 51:0.03624369104697019 52:-0.2196332398067596 53:0.06658473838417528 54:0.3992695290673989 55:0.2258216233794738 56:-0.4466043978421696 57:-0.2774421585313322 58:0.06999470449383506 59:-0.2514730724481939 60:0.0380169768248642 61:-0.6543325562832277 62:-0.4733455527165619 63:0.243849528849186 64:0.5471484326563392 65:0.04484353116418166 66:-0.5253239366611586 67:-0.4130229889113783 68:-0.2966827689182834 69:0.06989933754742714 70:-0.03225100953839496 71:-0.2320337900056212 72:-0.09180099631723194 73:-0.3143095950090715 74:0.1432086487914377 75:-0.4631145180127155 76:-0.2440256275125245 77:-0.6883545683021737 78:0.3657895133226424 79:-0.7951079878811318 80:0.2813520900147358 81:-0.2837189409043978 82:0.4155390376789717 83:-0.4211484982139189 84:0.08049281721431696 85:0.3708074566615913 86:0.4741833272185388 87:-0.03047101083399455 88:0.1759897525468888 89:0.6703665481443437 90:-0.2691748067649657 91:-0.2259109734925796 92:-0.1498791735120596 93:-0.2030749332197606 94:-0.3833702380800105 95:-0.1172636105551591 96:0.1443872008717874 97:0.4597298162044937 98:0.358591081095121 99:-0.1666595039230991 100:-0.07617065814219176 101:0.3352113266199255 102:0.8484544820020312 103:-0.1638025611144018 104:-0.5028040836387431 105:0.2363420463081482 106:-0.234685786497637 107:-0.2451469160498347 108:-0.4738000225791985 109:0.3566908976431736 110:-0.2020019197059118 111:0.006282934356644294 112:-0.4085928706176105 113:0.2304346710268823 114:-0.2493378152478396 115:0.2400984573037176 116:-0.3978924445148548 117:0.03886551567717189 118:0.3470191140854428 119:-0.08416193172646545 120:-0.1941828601191991 121:0.1633484497157424 122:0.3055949558395231 123:0.09391848675428276 124:0.0368679684538526 125:-0.08016020177999152 126:-0.3731808855660151 127:-0.01604865071602748 128:-0.06127697816543062 129:-0.02150382974831068 130:0.3210451506042178 131:-0.6336980094810457 132:-1 133:0.5986901468721533 134:0.5784380957607831 135:0.3040292417091514 136:-0.2171683823960925 137:0.2951621122317362 138:0.1386924840009238 139:-0.1192508496326309 140:0.1131337689747376 141:0.2320363919158825 142:-0.2137935088629094 143:-0.6950552282404897 144:-0.08792474459848923 145:0.1585716421947793 146:0.2644621984947246 147:0.8087514112512365 148:-0.03449929951730127 149:0.01162044591823952 150:0.0979189520396694 151:0.5145447284491251 152:0.5793354905067816 153:0.1485769512286549 154:0.4595135720375452 155:-0.1039535364579065 156:0.2708738531081987 157:0.3047790576947161 158:-0.04273896549224752 159:0.1991237899798801 160:0.2625813745762997 161:0.2384540600707745 162:-0.2727726276953672 163:0.3947459381497886 164:0.3113569163564041 165:-0.08415314480616055 166:0.2515364985439151 167:0.1405051270034863 168:-0.03812096561743054 169:-0.5036558984200317 170:-0.226091960979707 171:0.1358201894731806 172:0.03136615293467532 173:-0.3357810355502285 174:0.005460978421008976 175:-0.07210622532558586 176:0.1409796737313815 177:-0.4980830550407269 178:0.01233396299977194 179:0.008550419471844478 180:-0.2474082517333588 181:0.04884924142430341 182:-0.07299943603920168 183:-0.2790664845334681 184:0.2474850544531875 185:-0.7566278963521321 186:0.6998663348997866 187:0.0794754435506457 188:-0.352802342781659 189:-0.0008983736732048123 190:0.3263370223767419 191:0.1476357514476358 192:0.5783975927796973 193:0.022660117939927 194:-0.07019854113844576 195:-0.3329629201980602 196:0.07301393646100082 197:0.1288948917171726 198:0.4620208340458585 199:-0.1176172656978998 200:-0.5192140424564486
+-1 1:0.2496911950936092 2:0.3830321481816284 3:0.1367987707038403 4:0.01276207751621353 5:-0.03681656046026256 6:0.2288908549152204 7:-0.8148203184588055 8:-0.4560632360606195 9:0.5585364930068817 10:0.3757999747748245 11:0.02408449014911124 12:0.2225707352489311 13:-0.2928246881969417 14:-0.6590880122986736 15:-0.1220985909167501 16:-0.2519659624808798 17:-0.189585468608334 18:0.5640952760972407 19:0.1095386132597539 20:0.2334557681992539 21:-0.2092962386147486 22:-0.2847666413443839 23:0.005702890160808027 24:0.2546782248552685 25:0.07467871124268738 26:-0.5025041452891787 27:0.4340750218451843 28:0.1126232782384527 29:-0.5503946090987333 30:-0.1543981313367539 31:0.1392314282112301 32:-0.2503468310057567 33:-0.3607683864652236 34:-0.1966004704171225 35:0.6295211710457549 36:-0.114479763082745 37:0.1526428732908881 38:0.0601490762259872 39:0.2329213240680333 40:-0.07794425370969876 41:-0.2254709002416808 42:0.02627729732234273 43:-0.4023172700836981 44:0.6563564418097313 45:0.3477880838103018 46:0.7077860042007935 47:0.188082478911814 48:0.5405857946802577 49:0.1715192647069567 50:0.3327545785018863 51:0.2447131774906576 52:-0.2222819737569836 53:-0.3641396727730648 54:0.4880411371668988 55:-0.2938977588493532 56:-0.4451566802212358 57:-0.2542711479606389 58:0.03359464294571504 59:-0.2798276824601275 60:0.0680751926519404 61:0.06901673963432788 62:-0.06729891254166459 63:0.3630074213317551 64:0.5485018666738879 65:0.160199535747324 66:-0.06829781848237351 67:0.312879912813249 68:-0.11316062617492 69:0.1525688530898093 70:0.2090152256256964 71:-0.2941896428149762 72:0.112408635006975 73:0.07133274581335654 74:0.07144696218876688 75:-0.3335513189030189 76:-0.08951051926853848 77:-0.4590504196975502 78:0.7600799034824799 79:0.322692774938422 80:-0.02616592800234235 81:-0.08450087567371287 82:-0.1597825885412159 83:0.5189114722539293 84:-0.8916647515857297 85:-0.3857472577704889 86:-0.2692922961624516 87:0.3510544705669505 88:0.1160926260919051 89:0.3001282703523243 90:0.01713479176665983 91:0.2735969215633031 92:0.1016666293211782 93:-0.1066007204892389 94:-0.0471249647950609 95:0.5173760678349932 96:0.4158793903717358 97:0.1276574282462586 98:0.2335559856586013 99:0.6509534611551403 100:-0.3133093103546033 101:0.151383074513305 102:-0.271330465493114 103:0.01509028961865896 104:-0.3571563234235102 105:-0.5617833727369269 106:-0.3377149697275356 107:0.1505412569212043 108:0.2008504566187958 109:0.4072980421192482 110:-0.09360418515029992 111:0.2323757700454809 112:0.3341459895646113 113:0.2321095095420274 114:0.5006415186942208 115:-0.2209247801961285 116:0.5036345235066155 117:0.6134380644938986 118:0.4029381866607127 119:-0.2280791666093895 120:0.1374390527970164 121:0.05934693885948697 122:0.08234458075690393 123:-0.3978322150291682 124:-0.5665215054238256 125:0.08935731910008114 126:-0.1627208615935532 127:-0.1350275333837616 128:0.376298034149729 129:0.02210511311721289 130:-0.2923056168055499 131:-0.126240915331931 132:-0.1982783125818453 133:0.5852464277421952 134:-0.4808302718602981 135:-0.02276076175923452 136:-0.6198792775687554 137:-0.02972419026405135 138:0.3517525998919814 139:0.3361368485436563 140:-0.3500110475679984 141:-0.1511113892846962 142:-0.05514100505370108 143:0.2572194234354966 144:-0.1888864374943598 145:0.4726009114706401 146:-0.09579178419589671 147:0.6291718616038281 148:0.007257645743743817 149:-0.3409096629006469 150:0.4661718052477953 151:0.5789410419498007 152:-0.5062917417564573 153:-0.805756648974818 154:-0.4084035683705283 155:-0.0731855057215928 156:0.3287911472178642 157:-0.347479978477919 158:0.02368890676710622 159:0.04724962376603622 160:-0.2457271177344363 161:-0.5609174498949503 162:0.526943404195831 163:0.2196947644156478 164:0.1708657927200662 165:-0.8748183473357424 166:0.007528692424158573 167:0.5422339118229398 168:0.7387459148327421 169:-0.3867847985458219 170:0.3196722416346893 171:0.1643320354748843 172:0.1478130425740469 173:0.3629629461553405 174:-0.4174066473636929 175:0.2204594462210949 176:0.2106842245820802 177:-0.1549018806459314 178:0.4737981887147584 179:-0.437125141010168 180:0.008899971207220275 181:-0.4797547268569834 182:0.2396116995159311 183:-0.4945899429433446 184:-0.1767716066194501 185:-0.2738912282410373 186:0.1586387729515871 187:0.5831543925154598 188:0.04916350800089389 189:-0.03736709362062077 190:0.6356368975188289 191:0.05075867069448949 192:0.7808928831944461 193:0.3236870477006604 194:0.1494506932845791 195:0.3187301284073653 196:0.07776245895687893 197:0.3725773012739879 198:0.3359434021637511 199:-0.154267835667259 200:-0.1330419001051917
+-1 1:-0.1702461118212086 2:0.2121279316872073 3:0.5134718731653161 4:0.009795687071533688 5:-0.2485359357123635 6:-0.04555443993717115 7:-0.3124997733354744 8:-0.001185534957546544 9:0.3584754574258912 10:-0.08037911768888885 11:0.1144118106873548 12:0.1820000372055457 13:0.09521822737631153 14:-0.6909441770221918 15:-0.0555791181267971 16:-0.7250711397265737 17:0.2112431656291446 18:-0.1069008494731478 19:-0.4951575657903483 20:0.03903073260169782 21:0.414624043114054 22:0.4365742304860598 23:0.1355730344115882 24:-0.3794196429826579 25:-0.1515561264280631 26:-0.08676885527300393 27:-0.8141960760348577 28:0.5445363673200295 29:-0.4113850592504382 30:0.6860657234615279 31:-0.8160002931435371 32:-0.06188994909366785 33:-0.311402995969106 34:-0.1449483265310894 35:0.1008349601695608 36:-0.0682393598651147 37:0.3263029583960279 38:-0.3083189334504812 39:0.4361575551534653 40:0.3646249097492065 41:-0.3295272967561352 42:-0.2124140907174189 43:-0.01577185364801535 44:0.9999999999999999 45:0.2914899489849925 46:-0.6046077445254073 47:-0.585249729344948 48:0.04605247458910721 49:-0.0889071372391213 50:-0.3301456059854394 51:-0.1304830771457014 52:-0.06306896289445323 53:-0.04959131795914071 54:0.006014287608420446 55:0.2571586697716925 56:0.5798267616750846 57:-0.1438172044746341 58:0.02233326994608329 59:-0.1466122964237968 60:0.2754518098129164 61:0.02939047056988128 62:0.0442713839084885 63:-0.1519182455598256 64:0.1350001271802509 65:0.6202658862130874 66:-0.1638791899947278 67:0.2220562527905709 68:-0.05944162686489361 69:-0.6187392657400851 70:0.01952777956385243 71:-0.3895636190600614 72:0.1275113378393403 73:0.05011283577443915 74:0.5693668690481255 75:0.5447229268836599 76:0.3294692585561146 77:0.2369615460098337 78:-0.05735381909725424 79:-0.1629624110506334 80:0.1926859463899204 81:-0.0822214432951093 82:-0.1979535280947902 83:0.02131741902898471 84:-0.2402462856189572 85:-0.1323992697283051 86:-0.1378105794110444 87:0.1367234657498116 88:0.2777711095533 89:-0.4593392457030523 90:0.4607670635759348 91:0.02313293423887859 92:0.8558172447865094 93:-0.2959489732455235 94:0.2456436616141365 95:-0.7025554222478013 96:-0.1380600725640859 97:0.4537838521845022 98:0.2070125943609558 99:0.7861808751727454 100:0.6129941574702111 101:0.3609618519049543 102:0.451352840464798 103:-0.2444948490335165 104:-0.06394026354165609 105:0.08724676917848036 106:-0.1986097803789189 107:-0.2845805850878281 108:0.3570238322748701 109:-0.7669821362473102 110:0.3711613114951319 111:0.1686733202443114 112:-0.2467648820181577 113:-0.1596700663846673 114:-0.3635783460163554 115:0.4847540766136808 116:0.5706161849291198 117:0.5930161675172202 118:0.05714496921712509 119:-0.3026672567207674 120:-0.01419534645868948 121:-0.4735299357754689 122:0.469139630422766 123:-0.1893944794065736 124:0.4638211712569372 125:0.2360825137096823 126:-0.3827476098508907 127:-0.5169308572165885 128:0.6006436813315531 129:-0.0005275438689477732 130:0.0002993519604031908 131:-0.2885168543500381 132:-0.5841974640516761 133:0.111540667951035 134:0.3456430883831604 135:0.1983485515220058 136:-0.1032993930137783 137:-0.1476979310086454 138:-0.2750703684762515 139:-0.02090621421212538 140:-0.0336484057675626 141:0.2429926286558348 142:-0.241917169089494 143:0.5009013794097186 144:-0.02707486304760477 145:-0.3814618238073303 146:-0.024091465024295 147:0.7702936763684769 148:-0.0896603538110014 149:-0.3442710677643585 150:0.359929389697477 151:0.3855311743993988 152:0.1808615063965183 153:-0.2045247565429617 154:-0.05432146455035463 155:0.4891596589977978 156:0.33020268215959 157:-0.2557566693704257 158:-0.2073755705167397 159:0.01789817497450162 160:-0.1693681386492653 161:0.6759494856020962 162:-0.007283809842753786 163:-0.1679227303444337 164:-0.1988705258072056 165:0.2470399352517739 166:-0.15952713190341 167:-0.4357392013736581 168:-0.3976251334890389 169:-0.09845887326276227 170:0.2694329952877652 171:0.7657115361904869 172:-0.1180135118548499 173:-0.1068408790965301 174:0.1424528311827306 175:0.8288502044111485 176:-0.03881304878330594 177:0.05450338686570666 178:0.5046524676425187 179:-0.05815938673365179 180:0.2692453829797553 181:-0.4107648101230804 182:0.2941565448627824 183:-0.2799116007651536 184:-0.3282465280260715 185:-0.3360452888989591 186:0.07110077632919631 187:0.3580306155327617 188:0.2451084309451175 189:-0.5677672945845507 190:0.4105760286204858 191:0.3463801048063095 192:0.437684952704612 193:0.2947427857618332 194:0.0001566591128411565 195:0.5170087643359957 196:0.09097719651142738 197:-0.1535061367768722 198:-0.06669743166496475 199:0.7995230882858002 200:-0.848246318470154
+1 1:0.7316544568047734 2:0.3179432453386459 3:0.06169442518795891 4:0.3575258474890727 5:0.1022549702395138 6:0.09016130925001978 7:-0.5987578155010295 8:-0.04587454398566763 9:0.03097702359529662 10:-0.5905846677567623 11:-0.4329348347665523 12:0.2424815134073537 13:0.1153303633995907 14:-0.3370300409147984 15:-0.167075055711163 16:-0.4252526381319736 17:0.2700193459426467 18:0.008477787048576359 19:0.09264832713367219 20:0.6190861678211068 21:-0.7613155259132791 22:0.283173773783766 23:0.02268706252266833 24:-0.1927359328227544 25:0.3516052872313304 26:0.2788081811196931 27:0.1647874027146 28:0.1938599254398747 29:0.3797995821123769 30:-0.01418538671118974 31:0.5380164418112301 32:-0.1006045743598975 33:-0.6436415881407169 34:-0.3834170195231528 35:0.05204628139493607 36:0.04800543310740408 37:0.08674714973592884 38:-0.5751184140054615 39:-0.1226386034397079 40:0.1992716889731406 41:0.02194953357920806 42:-0.1536730568983079 43:-0.09936996425804205 44:0.3800106391639618 45:-0.2122436112420191 46:-0.1785192022810735 47:0.1419510959963635 48:-0.2493824787627845 49:-0.3312354312732294 50:0.183626102056368 51:-0.8743673642442947 52:-0.2535443438719867 53:0.1664061259732228 54:0.2260601735700837 55:0.4256491960242718 56:0.6027427339361603 57:0.5073225121730375 58:-0.0026874377801946 59:-0.2892436438832001 60:0.1497574050754443 61:0.3111974962432476 62:0.4571251297522164 63:0.08192002931615827 64:-0.2609768404612001 65:-0.1480874236544938 66:0.07528758176683023 67:-0.4246863098527254 68:0.07759246193406107 69:-0.3787279357463225 70:-0.1432327517449851 71:-0.2729219345089073 72:-0.4446660695812891 73:-0.4191868299161943 74:-0.02146701720732824 75:0.81893046531708 76:0.456687931337991 77:0.1092637935265959 78:0.01974256925252782 79:0.3715426193788581 80:-0.124766222553512 81:0.1933431126208214 82:0.1911740753900358 83:-1 84:0.01863610238361713 85:-0.06764262496797141 86:0.04008976734118502 87:0.269379035311383 88:0.4749666986446375 89:0.07388341676401211 90:-0.3006725527345234 91:0.2317700176327058 92:0.1631806110012074 93:0.1606506418235382 94:0.2695895763463838 95:-0.03467419707099818 96:-0.4130091463459892 97:-0.0005602104128580587 98:0.09801678122625723 99:0.431887789287223 100:0.3049482074730411 101:0.006544996845112647 102:0.1522314902213741 103:0.1726281833135896 104:0.5611816259152289 105:0.2246959562116222 106:0.207649771354268 107:-0.4283187599174445 108:-0.3316895200835654 109:0.01877520563748326 110:-0.3992211395679678 111:0.1356316667665517 112:0.3037080084876645 113:-0.04720626353011273 114:0.0107518278774531 115:0.1168791120976229 116:-0.05611301885281242 117:0.1431918559399308 118:0.05988341299409639 119:-0.01575486983193936 120:0.7381239917854564 121:0.09627666461946964 122:-0.2775471365134996 123:-0.5017190679763461 124:-0.4982960264227574 125:-0.09695751365077254 126:-0.1912229581765485 127:-0.09187897767992484 128:0.2681329820658368 129:-0.3158169183844996 130:0.038099548305082 131:0.06713185249759114 132:0.495566179893787 133:-0.1149659236268333 134:0.3735508690893557 135:-0.05208168371881307 136:0.02411623110489629 137:-0.5496743720396006 138:-0.1474796667714151 139:-0.6368377849142751 140:0.3222567608204344 141:0.2003990465626007 142:-0.3259413143081943 143:-0.5527930895401526 144:0.4389498002936084 145:0.1868530471375795 146:-0.07052185222961332 147:-0.4625891323683748 148:0.3613590940192678 149:-0.5416473669047489 150:-0.2465008568281528 151:-0.09546976486153277 152:-0.003860147434790295 153:-0.04948543120315334 154:-0.5754091790936651 155:-0.655095751667642 156:-0.1514422089759101 157:-0.5960580369522978 158:-0.2745023066568161 159:0.254169892318777 160:-0.58897044324839 161:0.04446979095901214 162:0.2956084664996565 163:-0.6413210530918636 164:0.4491294958049923 165:0.03166035015660996 166:-0.2382576128882682 167:-0.3518219367471817 168:-0.180880970520446 169:-0.2584932143188494 170:0.1173914076308525 171:-0.2761204966541003 172:-0.3044121729300469 173:0.08164922730805303 174:0.6028525447510467 175:0.5782162169369595 176:0.347659246693056 177:-0.4215973700706822 178:0.3643042432573191 179:-0.2146013066859707 180:-0.437463315125279 181:-0.2406759701382102 182:0.3277475569198643 183:0.3685950912612333 184:0.5127266029503015 185:0.6585026137123363 186:-0.06456072128047417 187:-0.2409839713837503 188:0.3511523175665562 189:-0.6574383614601689 190:-0.002525805800515125 191:0.2166747322483193 192:0.4941430199445151 193:-0.01462193479379331 194:0.1815623944965076 195:0.4030703401840499 196:0.1749599953013998 197:0.2893871791381308 198:0.3990342883330435 199:0.7404461315672013 200:-0.5569700388538954
+-1 1:-0.2440733740135841 2:-0.2903903913357682 3:-0.04215439112073225 4:-0.4133673145329942 5:-0.1699875707994048 6:-0.1089350173147755 7:0.0915208307762721 8:0.008261239406407758 9:0.4323279480750838 10:-0.07014029196897867 11:0.2264532147469986 12:0.3881249752769578 13:-0.1385404273453819 14:-0.372146973763617 15:-0.1220046985546015 16:-0.2265476169799331 17:0.0370663059293074 18:-0.1376974974908389 19:0.3838860281172414 20:-0.2623688571080102 21:0.4447330347920694 22:0.3925375283157478 23:-0.1558257646314226 24:0.0945730731683016 25:0.1022378845092197 26:-0.08190548329578552 27:-0.4547883714898211 28:-0.2274397033745056 29:-0.2260026571443318 30:-0.6567667238948462 31:-0.3162050926607358 32:0.2415625336818941 33:-0.08072773712448644 34:-0.2334455087496765 35:-0.5425315364462628 36:0.2086845278044047 37:0.1410638545178315 38:-0.002730314382210171 39:-0.2101387375867581 40:0.3297900586238491 41:0.2558936184979838 42:-0.08596675408586354 43:0.0963512735128941 44:0.3172910550198885 45:-0.504613766373314 46:-0.1258576354986463 47:0.3339905152291617 48:0.5194865833252542 49:0.1211600699069723 50:0.1069029923615354 51:-0.4195667591057692 52:-0.5437830396891605 53:0.5505636974212713 54:0.162021160665944 55:-0.1769332090898546 56:0.0948196969211488 57:-0.2566948348457032 58:0.04212553087196818 59:0.2892020504545409 60:0.02335189570878193 61:0.3136357444522754 62:0.2172333386283706 63:-0.5808303364083264 64:-0.1789710229448639 65:-0.1118554696164854 66:-0.08209505757989777 67:0.1464711941915814 68:-0.3704912903431088 69:0.2069693889149933 70:0.3370360807230079 71:0.01716127106489957 72:-0.5447010080247429 73:0.200841220344698 74:-0.0923084486434303 75:0.4689189998275922 76:0.3839328601978853 77:0.002325354155880976 78:0.0002512813511964321 79:-0.4754695654348016 80:-0.2089818702818861 81:0.6765371657495025 82:0.0444076683522466 83:-0.05561742537852767 84:-0.6887984722254458 85:-0.1446551386946334 86:0.07046779855793772 87:0.4753045166483163 88:0.04412210222887577 89:0.338468988040886 90:-0.0357919171913567 91:-0.4031973346972912 92:-0.1314686349198448 93:-0.00277140108852272 94:-0.2025809272585629 95:-0.4655324568585048 96:-0.1994736824307526 97:0.2431892937439646 98:0.5587053384416321 99:0.2063121019671687 100:0.07548227500332841 101:0.6338188809923925 102:0.1939679043632086 103:-0.2931009499344416 104:-0.2338342122326703 105:0.6882533141611329 106:-0.6825951466855632 107:-0.4903005652305997 108:-0.2184118447329527 109:-0.357285569594775 110:-0.5607226642600802 111:-0.129557092353973 112:0.3619841956761635 113:0.1400529148786794 114:0.5742308399031069 115:-0.4787833819361076 116:0.05715343804866085 117:-0.1781282756388664 118:-0.2586815462868539 119:-0.6390092433965295 120:0.3923594475201527 121:0.1528612543082529 122:-0.2407910951512318 123:0.2726673421429068 124:0.8909225803239345 125:0.2874553519805641 126:0.189265164223071 127:-0.1203382762200154 128:-0.2168560487714004 129:-0.4187702755123252 130:0.03015131832563983 131:-0.548164908323464 132:-0.10167085173287 133:0.1870239471106478 134:0.1391357383652869 135:0.6147549304675508 136:0.2592772563801743 137:-0.5015508952743568 138:-0.3004438087480995 139:0.4685666856786007 140:-0.4141160699753636 141:-0.4624207851856186 142:-0.04246657915058396 143:0.1820459275333932 144:-0.1739984314942871 145:0.2149931035704862 146:-0.1393542514419852 147:0.1535289536571736 148:0.01324888843805217 149:-0.004608058948880257 150:-0.1377155023819527 151:0.7154333575184356 152:-0.1820390676026389 153:0.005920986232125225 154:-0.03163973597394544 155:-0.06673237136700644 156:0.1087524327146692 157:-0.1382233238168536 158:0.260030597413017 159:-0.588708459822902 160:-0.3503272298685004 161:-0.3647062237631832 162:-0.02718503482304663 163:-0.2123728789519018 164:0.3288527451633822 165:-0.1008846006389229 166:0.3093169051975925 167:0.07198466621904481 168:-0.3153948702229441 169:-0.1089686924069078 170:-0.4791848935733071 171:0.2460534008768322 172:0.4753822488699631 173:0.8127350131535765 174:-0.1394480431712194 175:-0.1101499389625334 176:0.1568016147533361 177:-0.1052746752689095 178:0.1724120183123862 179:0.5942949800524205 180:0.4242932415461749 181:-0.3734183079652278 182:0.3494929955170173 183:-0.03211561515959163 184:0.1440517575291858 185:-0.1917939049952384 186:0.1219670970153265 187:-0.03361510645321016 188:0.3991023252569265 189:-0.09668251981864052 190:-0.6837273325381737 191:0.1462627469972119 192:0.610962732285951 193:-0.3609690579006328 194:0.158349170820225 195:0.2989487655415513 196:0.388508093540501 197:0.1237287042895019 198:0.3256874452211601 199:-0.1504001360512895 200:-0.6296564199095701
+1 1:-0.04400952084975036 2:-0.5500566145601722 3:-0.2346643667377515 4:-0.2248409044740489 5:0.137071690157639 6:-0.1957286117071228 7:-0.2259120912150263 8:-0.1045290924470661 9:-0.2141757826326285 10:-0.2815774495550121 11:-0.5033832326057734 12:0.1553634760014444 13:-0.02946090898319492 14:-0.6866739656061802 15:-0.2740195908160715 16:0.1164733893641768 17:-0.06898321004699562 18:-0.2194510056699107 19:-0.007095221910626157 20:-0.3270661215896798 21:-0.3448484174119315 22:-0.6022875111208427 23:0.158489034256309 24:-0.1804139810263314 25:0.2134633029700324 26:0.0852517234152364 27:-0.2046225294533416 28:0.3197470587690963 29:-0.4743553594587268 30:-0.323550559400802 31:0.0531675651230873 32:0.04170009841979679 33:-0.604000441152974 34:0.3657777439584327 35:0.4371980718603365 36:-0.1298384611354013 37:0.01491874746196572 38:-0.161074439394073 39:0.1668367354366592 40:0.0315929703439851 41:-0.05791486303156694 42:0.2791145063492162 43:0.03919383569483055 44:-0.3358954568226111 45:0.1441646545527318 46:-0.2636711396619059 47:-0.6076133490568363 48:0.2903470790096431 49:-0.1939555026759248 50:0.3194012373580756 51:-0.05221743291598974 52:-0.2304008962957054 53:-0.0115745866725466 54:0.09479791336463485 55:0.09152556114650048 56:-0.2732889655486325 57:-0.06393413177875942 58:-0.1170923285828605 59:-0.04824859540948168 60:-0.1626821405653747 61:-0.3827750235464192 62:0.1654664791675642 63:-0.04202815825673354 64:0.02580387525786926 65:0.4198850772792343 66:0.02574218856085878 67:-0.1497054043271006 68:-0.3435485824049263 69:0.4243811865092803 70:-0.1887865818028598 71:-0.2436341739229738 72:0.6404989847558429 73:-0.4577446935230901 74:-0.3723724388850032 75:0.383551063262952 76:0.09719370612861651 77:-0.4684132992732348 78:0.7977262881097672 79:0.192699772270628 80:-0.3241672691810988 81:0.05073753911392426 82:-0.3693782178516533 83:-0.5599682905305543 84:0.4338574830326972 85:-0.3474542156129864 86:-0.1832600655009745 87:-0.06142082982270872 88:0.0376940810614485 89:-0.08629059661997641 90:-0.1772147950464676 91:0.06120882745181917 92:0.2154103183598738 93:-0.07163288894833367 94:-0.5019227441864696 95:-0.1680716667349637 96:-0.6844858455965962 97:0.1885886779132744 98:-0.07164694395219856 99:0.377591047767852 100:0.2028529969793099 101:0.1217676219303178 102:-0.2040120346479842 103:-0.1633207892474647 104:-0.3821213942598155 105:0.7844319183754696 106:-0.4011929467058656 107:-0.3375489269492897 108:0.425952207465029 109:0.5462930311620258 110:0.4306207547374518 111:-0.01241093346620686 112:-0.1178133086761267 113:0.5821394527860135 114:-0.2952282072227003 115:-0.1280576299143893 116:-0.03632881090657969 117:0.1983265561022482 118:-0.09235242214080792 119:-0.7483834422444001 120:0.326015253629004 121:-0.3636511932239356 122:0.05517374677202873 123:0.0817145531838786 124:-0.131111139518399 125:-0.007243465771109951 126:-0.1555195464879728 127:-0.2996178775652359 128:0.6596310345049191 129:-0.3610557725897696 130:-0.2819940533972308 131:0.07328019012545528 132:-0.3816167860400457 133:0.1137013699387782 134:-0.05044268867540919 135:0.4803547785030192 136:0.03796095183839067 137:-0.1058074747547217 138:-0.2337983808995954 139:-0.0854712775077562 140:-0.1887385208983815 141:0.04147502457681242 142:0.03911862866341419 143:0.4150705746125861 144:0.4644256684801759 145:0.3562814829992062 146:0.5010672101349276 147:-0.06700746715013148 148:-0.08973074083169784 149:-0.08794009910287692 150:0.4139622927920716 151:0.3079979755509177 152:0.04088008714351905 153:-0.608350820695078 154:0.007592680901503654 155:0.216912376795374 156:0.2828271743716834 157:-0.2662558272543306 158:0.1440592701422894 159:-0.5649226047268602 160:0.2022350372568877 161:-0.7235311542070459 162:0.3349511190262361 163:0.3161513778935628 164:0.452157354021222 165:-0.4894270834160526 166:-0.09777899535713405 167:-0.238670477334062 168:-0.3644378524560306 169:0.2001910372107773 170:0.09712243897989202 171:0.08848238927616293 172:-0.1308438029028597 173:0.1963980848813137 174:0.2847649993387975 175:0.4331259636322848 176:0.1164217637519267 177:-0.223863442541886 178:0.4267225936492377 179:0.05338689919695961 180:0.3633353568562603 181:-0.06542784111876943 182:-0.05157134790604349 183:-0.2316230076290626 184:-0.1966566423442163 185:0.1361260844215487 186:0.1428844951226472 187:-0.09504049710285654 188:0.2577292491234265 189:-0.2988382483471643 190:-0.06642901274532859 191:-0.05724518086184244 192:-0.6688472305782333 193:-0.290246174028175 194:0.3495313484773866 195:-0.0309814686830763 196:-0.04052262122573363 197:0.1520825903126229 198:0.003617182879138815 199:0.1505389351269937 200:-0.3016250243347529
+-1 1:0.3897789741242493 2:-0.2779387652835012 3:0.2197483892541563 4:0.5539062863187203 5:0.9207422203498196 6:0.0392866730009471 7:-0.6136397262566896 8:0.03039354073253588 9:-0.1085911909335247 10:0.2302041170424897 11:0.151163817948001 12:-0.07717047362857538 13:-0.5640972712680975 14:0.08225794400558656 15:0.1001120668658086 16:-0.3190136120880101 17:0.3290023788059631 18:0.9999999999999998 19:-0.5197137107348098 20:-0.2248997385594945 21:0.7927991007648982 22:-0.3259180556172408 23:-0.2171317322316693 24:0.1270165553587552 25:-0.5719526394206179 26:-0.3587607206534413 27:0.6446023465659934 28:-0.0912877103376592 29:-0.399818671497718 30:0.03696259992705613 31:0.0091105619338488 32:0.2650548795184652 33:-0.05125023884337486 34:-0.07528836138204668 35:-0.4733046979692986 36:-0.06713798859036653 37:-0.1584671765991094 38:0.1272354429592009 39:0.4222353023201642 40:0.4017989214725087 41:-0.001896815348272726 42:-0.4456214003762123 43:0.02262969328947985 44:-0.2456303468018815 45:-0.1672032396821715 46:0.3946163588569919 47:0.03438170098264173 48:0.1994599620590736 49:0.9822210993192746 50:0.2384757197070627 51:-0.4841606452788482 52:-0.8081753126112146 53:-0.05246544564219055 54:-0.147837186327388 55:0.1639177507471213 56:-0.7231486956834432 57:-0.2516383380123677 58:-0.5750532995048028 59:0.04079407686792166 60:-0.1436294940037532 61:-0.3743503336232071 62:-0.3760605563191036 63:0.7084932626354657 64:-0.5289270014477455 65:0.3264724190192909 66:0.4793161198837917 67:0.02556069549830374 68:-0.5125454820879376 69:-0.7206420436405729 70:-0.1525157104488433 71:-0.3074936983315109 72:0.1504071851846296 73:0.3069466344855288 74:-0.5402659346360745 75:-0.111612331593221 76:-0.1784933737126865 77:0.3932247621763797 78:0.009447555241292142 79:-0.07459323501858572 80:-0.2341970075413866 81:-0.2697982681952372 82:-0.1355549223526087 83:0.2339210035239626 84:0.1991404446100943 85:0.005580827746847455 86:0.7470291584517675 87:-0.1527013663954115 88:-0.09507721667401456 89:-0.2832782374714099 90:-0.1456296632076325 91:-0.05075154234920737 92:0.02838357896341421 93:0.03868996619020221 94:0.1053157692447643 95:-0.5900785978569775 96:-0.07690495519588339 97:0.03856512558153795 98:0.4501546037418959 99:0.6038981278068669 100:-0.254314008427912 101:0.2353504627039407 102:0.6003488903629227 103:-0.04263629574332609 104:-0.2593917498720208 105:-0.7236876644142969 106:-0.6384256746861441 107:-0.04398014999584748 108:0.05419972834551459 109:-0.005460831327424698 110:-0.1541186912551374 111:-0.06073026242748453 112:0.6297318552985394 113:-0.3616406554060024 114:0.198924194216901 115:-0.3020149542024324 116:0.2534053610014143 117:-0.07248014667163999 118:0.02074924666633629 119:0.06959819030573844 120:-0.170134971654845 121:0.1742391593874348 122:0.2688136021876883 123:-0.1427826011251514 124:-0.003054270454642835 125:-0.0963710787088071 126:-0.8152351188598398 127:0.1226127510799491 128:0.3958910311554477 129:-0.2188145099674615 130:-0.1833460975102935 131:-0.1647900248082983 132:-0.008432543654189557 133:-0.3050308494694758 134:0.1096680363071974 135:-0.03829749824373386 136:0.0554693835191747 137:0.5196159118266949 138:-0.1853836014618097 139:0.1960578706170144 140:0.3761522322411652 141:-0.6651722163740572 142:0.5294371829524334 143:-0.21879932922524 144:0.009219547689323176 145:-0.640897265971372 146:0.02995539032543141 147:0.3436411495504147 148:0.282526810470813 149:-0.1477775370355718 150:0.1453759686936398 151:-0.2457683839442882 152:0.07848091205836974 153:-0.08445793811353601 154:-0.3185494964598463 155:-0.453928021832272 156:0.3264071243656117 157:0.1739712777810058 158:-0.1056082104971094 159:0.2204044310985735 160:0.2838784504329771 161:0.6366888311393882 162:0.2235040311004644 163:-0.03873616220652168 164:-0.26687598841722 165:-0.2232113098865868 166:-0.1605648168408122 167:0.5551435895260037 168:-0.4180388863413548 169:0.2734688273673296 170:0.1416892728081295 171:0.4591107446475397 172:-0.2058406488264002 173:-0.192987604575757 174:-0.03837356720336833 175:-0.06040356933585181 176:0.4158982178467249 177:0.2372191799794152 178:-0.002560672065803793 179:0.3206481593072665 180:-1 181:-0.321132473068533 182:-0.03737451918932064 183:0.645333206372512 184:-0.1200394674769878 185:0.2229416149472721 186:-0.6647998244114494 187:-0.2417711442339636 188:-0.05992498762335125 189:-0.3483301719220918 190:0.7975354153264458 191:0.05881748125089029 192:0.1884620546117856 193:0.119639501448559 194:0.0862350037104147 195:0.1193026293245776 196:-0.3636026889218305 197:-0.2232466591264912 198:0.01113980503150023 199:0.03357294991540492 200:-0.02946811886167486
+-1 1:0.4321919231410702 2:-0.05574923858039355 3:0.5363382307641364 4:0.5336973029436747 5:0.04517341563113177 6:0.03498402915006771 7:0.5985875568473696 8:-0.2116263056619066 9:0.2998401762399412 10:0.449271820686957 11:0.4536632923431625 12:0.4238656752269469 13:-0.3656304707799138 14:-0.8558343017886569 15:-0.4962992521944646 16:0.0521162246355092 17:-0.4376250789409976 18:0.2188764747133404 19:0.06117897916190889 20:0.1409357521352111 21:0.6290533397983082 22:-0.0651787896774287 23:0.0628350582307392 24:0.419361194398932 25:0.04750907488214783 26:-0.1255726624173592 27:0.543642112321872 28:-0.04649804589826224 29:-0.04941808008605028 30:0.08488490727613414 31:-0.3984526612769693 32:0.1026862642125038 33:-0.193014836296436 34:-0.2911645252144578 35:0.571849636775644 36:-0.1896130209938088 37:-0.2160226672030355 38:0.5476982660151285 39:0.2788213085025151 40:-0.0675503374344574 41:-0.3475270608483478 42:-0.289210385418696 43:0.1886193612937916 44:0.1519301070394744 45:0.3212713734792934 46:-0.4203180767939638 47:-0.06923660810369145 48:0.5821647176317208 49:-0.1135823899969071 50:0.04112867270383131 51:0.3375454755044366 52:-0.06078587461812186 53:0.05856239558317131 54:0.1123588902114651 55:0.3167079993578735 56:0.1952346122914456 57:-0.6844326606416301 58:0.2991892061069282 59:0.1814953230166607 60:-0.002329333939028483 61:0.000878825842862991 62:-0.08917786695983769 63:-0.112975204675368 64:0.09713475558169751 65:0.1836632037540731 66:0.1076354785332062 67:-0.1465580927216134 68:0.02887445640432883 69:-0.2277156610828576 70:-0.9000339948647537 71:-0.1501691281184382 72:0.01255303110770019 73:-0.07856799532231393 74:-0.04784146301435269 75:-0.3663732241598602 76:-0.07432416290393212 77:-0.08432238527700715 78:0.0813721615179378 79:-0.00417856410913417 80:-0.1478727549975443 81:0.5050823291347528 82:-0.1350025973371715 83:-0.2648023281432729 84:-0.2921556634675335 85:-0.001824829957816451 86:0.6963380227851843 87:0.07922061255924259 88:0.3126513538908844 89:-0.1815444568883143 90:-0.2549225691288121 91:0.5430000201758546 92:-0.8103610421582719 93:-0.2097928248092134 94:0.1379061267044025 95:-0.3942927505661751 96:-0.3724903065901192 97:0.169416470364699 98:0.1235613998421094 99:0.2343228497916658 100:0.6758561049589662 101:0.4229206292096454 102:0.2326577160013296 103:0.2077573517021399 104:0.02377445111056775 105:-0.1440846196065413 106:-0.2052556650344576 107:-0.1396141284398083 108:0.02132360991246091 109:0.7634216707517646 110:0.1626489164602686 111:0.0813648378430588 112:0.09177153268830202 113:0.5127474800154174 114:0.06080986781371295 115:-0.1897781782668022 116:0.5836519783533158 117:0.275364234359288 118:-0.7062550146589391 119:0.2071533387247489 120:-0.2523647774405698 121:0.6395603104011718 122:-0.1863430052156587 123:-0.1206990367720164 124:-0.2183675504586854 125:0.329731219605953 126:-0.08651863148582967 127:0.4394861316508496 128:-0.1373709556208734 129:-0.2310769574755619 130:0.305968280127968 131:0.22155653938419 132:-0.3933408766380417 133:0.2174086094659539 134:-0.1183108172389201 135:0.1699277600794219 136:-0.3623417139630448 137:-0.04229955274500787 138:-0.4815404462862163 139:0.04342061323066954 140:0.3872663707946906 141:-0.0009813708450886333 142:0.1096910847110231 143:-0.1551977987162576 144:-0.002214040209165075 145:-0.5565328413867366 146:0.1602611555902904 147:-0.02799467079621401 148:0.06402905859344707 149:-0.2076602587049401 150:0.03257352668433142 151:0.002201036403351869 152:-0.03555775199793101 153:0.3075653416073385 154:-0.3209159848901987 155:-0.205339637970709 156:-0.511428812036699 157:-0.4128482186114407 158:-0.2771263597400808 159:-0.04672216073781202 160:-0.1052265850049877 161:0.8169416301223711 162:0.09979908942790336 163:0.3321360317382389 164:0.116668271598792 165:-0.2901114879163051 166:-0.07577024994765624 167:-0.963014279405 168:0.5605193170397343 169:-0.1164439131588234 170:0.2549529509700783 171:-0.1926901203492658 172:0.1612751950129656 173:-0.4431592257131791 174:-0.06442924416920884 175:-0.03360104354297333 176:0.1953973175887773 177:-0.1480460553640349 178:0.4784333930048073 179:-0.02475935884701051 180:0.3658786197769839 181:-0.293424758868171 182:-0.154101184749115 183:0.4476444384314718 184:-0.2113044957128668 185:-0.2702737447360248 186:0.0210557431168972 187:0.1374674926075946 188:-0.5535782042888914 189:0.4388213194881629 190:0.05624705615393738 191:-0.1340586916472022 192:-0.5126239310459266 193:-0.01320167806875283 194:0.3760606504782475 195:0.3437031176174185 196:0.1504805999255349 197:0.08221582045394535 198:0.04188013753218248 199:-0.1720795876542952 200:-0.2603860560485353
+1 1:0.9033389210727376 2:-0.2477456609914783 3:0.02643446144895114 4:0.62548514712945 5:-0.03606691426445073 6:-0.2947490581200128 7:-0.2776372627058428 8:0.3238365338997786 9:-0.2221223607049702 10:-0.1495246508543899 11:-0.3711931981083361 12:0.01298069760333875 13:-0.3563644465551616 14:-0.5292474067523412 15:-0.1025219525538672 16:0.2579677809712494 17:-0.4872076229388341 18:0.1502358403025309 19:0.2420496849166762 20:-0.01400247376304727 21:-0.2614124140306909 22:-0.1229265931108341 23:0.3908386902233814 24:0.06048128044745026 25:-0.008731609408699083 26:-0.1852681385138587 27:0.02916291705604921 28:0.5941478868196315 29:0.5185148938552446 30:-0.3698004388614465 31:0.1147517971794005 32:-0.09234824233413547 33:-0.03316125855370983 34:-0.285093220456284 35:0.2922204258856446 36:-0.1172577600786422 37:-0.2904775162969029 38:-0.0998097780201183 39:-0.1784884686232763 40:0.9781834461755903 41:-0.03155211653250327 42:0.3799745830546593 43:0.2709607125729536 44:-0.3621837042759492 45:0.2459747849639502 46:-0.2633831795242955 47:-0.0331440759189494 48:-0.1481535792338907 49:-0.3077555967941366 50:-0.4978294214236572 51:-0.1361597492388724 52:-0.6502099216114081 53:0.2740418191695713 54:0.3231266235664934 55:0.02266993110503346 56:-0.2149511651630525 57:0.02797834830641574 58:0.03377563385028842 59:0.4001313517494388 60:-0.6418680303683395 61:0.05404017390510277 62:-0.1314497695087033 63:-0.2058201466056516 64:-0.08410180614106245 65:-0.0334525594940953 66:-0.4015478541638813 67:0.1258183344184945 68:0.5213877184972905 69:-0.4330598805927987 70:-0.1428583977572475 71:0.1784054040097045 72:0.09807411630387018 73:-0.3816141401793153 74:0.3231592709070888 75:0.422409389457268 76:0.2806149588220854 77:0.275376798619943 78:-0.6387249246749025 79:0.3667890859650906 80:-0.2825206201078457 81:-0.06092065274784553 82:-0.1557224128223359 83:-0.7101730921491616 84:0.1037974629650583 85:-0.4727962742361563 86:-0.07457816709631893 87:0.2778229032207995 88:0.09070088538331864 89:-0.2346674634589702 90:-0.1659054687291116 91:-0.3691892240846161 92:0.04070049622045432 93:-0.3685573657462395 94:0.1792651711386163 95:-0.01789600673638146 96:-0.08507251816223879 97:0.04055789139929181 98:0.07698027143955695 99:-0.18465404448088 100:0.3067275964579751 101:0.1201996539239033 102:0.04931802866827005 103:-1 104:0.6140200283858259 105:0.7596880525768697 106:0.6601046141240162 107:0.3534994152820525 108:-0.09619566536572211 109:0.2132675545874739 110:0.05706856078182831 111:-0.4272114966115734 112:0.0797248517154405 113:0.01201060812628538 114:-0.3481719154125321 115:0.337708715826286 116:0.801388886689999 117:0.2434546340117705 118:-0.4553382384007621 119:0.06407696924759759 120:0.2846240676107529 121:-0.05464350328006821 122:-0.9523843437547007 123:0.190972410099561 124:-0.6747887081643511 125:0.783387564062405 126:0.1878111199289446 127:0.2312218612415842 128:-0.4217496548819186 129:0.3379559685304586 130:0.0567185528061436 131:-0.5278614379622877 132:-0.08543989835115891 133:0.4271431848186091 134:-0.230816379101029 135:0.1201507538995697 136:-0.230483172955166 137:-0.1384387622950393 138:0.4228740819710949 139:-0.05762312185287309 140:0.1363089990016308 141:-0.04165829351716741 142:0.09586780163791715 143:-0.305301652193672 144:0.5258699891279179 145:0.6597623283653096 146:-0.1190680333780457 147:0.3308963210460523 148:-0.07954491119404694 149:-0.2010220337899088 150:0.04660075471731033 151:0.006663955031157603 152:0.4361959890988967 153:0.2601245323733348 154:0.3245069096287083 155:0.3340018279972772 156:0.4514598794781534 157:-0.1890636503478629 158:-0.2094575095286738 159:0.2636625874927728 160:0.5516501296809688 161:0.003244242235603711 162:0.1221271792272983 163:-0.4120250989132718 164:0.1855534019669921 165:-0.3927174417673364 166:0.03893634125821786 167:-0.3157579425134121 168:0.2849907834442368 169:-0.2449888891603326 170:0.1262906159129452 171:0.6308319049675638 172:-0.5588339068647882 173:-4.962959732660727e-05 174:0.06991854894433336 175:-0.1639555086165194 176:0.5212614606629478 177:-0.090886457572219 178:0.8428582260412676 179:-0.03209902392651 180:-0.1170170512198142 181:-0.02302365251625493 182:-0.04633300034663379 183:-0.5505350300922107 184:-0.5090813222507969 185:0.3925776983263744 186:-0.3942066351439177 187:-0.2440376491096748 188:0.01326388027300801 189:-0.2366269191478883 190:0.1645676856003666 191:-0.3700182923782374 192:-0.2825566032810207 193:0.06897215056776509 194:1 195:-0.2623274249879269 196:-0.4696899935486503 197:0.685931342664887 198:0.1918109326684037 199:0.03866617835196788 200:-0.5084366479675263
+1 1:0.7927623273130551 2:-0.3237348877981102 3:0.1014605458357439 4:0.1509219192231612 5:-0.1702071771838838 6:0.2853840922662162 7:-0.4677797486768037 8:0.2411578815847825 9:0.1416496515520564 10:0.4217287015734156 11:0.1888125918888435 12:0.5597300891288317 13:-0.01515090539258097 14:-0.3857956024911705 15:-0.4525979603176007 16:-0.2040120213704878 17:0.6851276834938208 18:0.01257852685558066 19:-0.645885493634753 20:0.1190532522864605 21:0.501309648619388 22:0.02394250918817778 23:0.4426783152260034 24:0.06249441078472913 25:-0.01605252423974589 26:-0.008997704518324628 27:0.7285476041858586 28:-0.3326414158897061 29:-0.02074101616624359 30:-0.05304556547893703 31:0.005577335725919903 32:-0.05698979791641118 33:-0.4569207803889171 34:-0.6789348679944213 35:-0.1243211661108917 36:0.6321345449201842 37:-0.1320694100888263 38:-0.156222811312285 39:0.1057885168288075 40:0.03635836586333838 41:0.3863890244041759 42:0.6232929500319736 43:-0.1900482480041358 44:-0.2619736878831599 45:0.4367568025683021 46:0.1773705363304826 47:-0.4284994271858071 48:-0.02467670254087394 49:0.5887813568507978 50:0.1211478558093178 51:0.3810066890798642 52:-0.1101410887376362 53:0.3962934203600243 54:0.06124487675077403 55:0.04420305971343031 56:-0.01654167356781645 57:0.2787469977498663 58:0.04784970905779062 59:0.2457318507403106 60:-0.4937246778963012 61:0.3965335138288339 62:-0.5204173024944366 63:0.3471583742556694 64:0.4003798949889927 65:0.2417597534170162 66:-0.08709043740193778 67:0.04102623941960053 68:0.1651487965503882 69:0.2768543764037845 70:-0.2831466801209755 71:0.149496298340954 72:0.1755503257424848 73:-0.0352704069827517 74:0.1176290049191158 75:0.5527872345323768 76:0.1392331684575903 77:0.1889353253856808 78:0.4133658813575454 79:-0.009762066558633625 80:-0.0836016614401939 81:0.5614456261809184 82:-0.3030786353809071 83:0.01812527947580821 84:0.2319112825496937 85:0.5221398422215622 86:0.3097011150378836 87:-0.220838954576189 88:0.3107811138798358 89:0.0003442755766906586 90:0.2269612359787441 91:0.1235649010720509 92:-0.227982225049246 93:-0.4269950993084083 94:0.4470978195586062 95:0.03757909144879162 96:-0.1775324672947067 97:-0.120408875305091 98:0.8853031480201148 99:-0.1594904373313814 100:0.1196255691418445 101:-0.8118538962923778 102:-0.1265583479365152 103:0.3693715198887715 104:-0.1025994308491298 105:-0.05270996516586554 106:-0.2228897924442431 107:0.1199409826819696 108:-0.05276379184496416 109:0.4684720352400742 110:0.3383401104909061 111:0.1839232885363965 112:-0.1555787310644928 113:0.08728880503656253 114:-0.1555939895302004 115:0.05519685290090684 116:-0.1806752360384975 117:0.317712698230908 118:-0.2477980271839652 119:-0.287869117578371 120:0.2494277442071212 121:-0.2295694872480336 122:-0.247014008287853 123:0.3474357686537137 124:-0.4447181768294316 125:-0.1208178719859779 126:0.2401628158444726 127:0.378651954660181 128:0.7017543564925705 129:-0.4104065868555717 130:-0.1989738300128989 131:-0.5925710156252103 132:-0.6541683122569971 133:0.0337156824102615 134:0.2985837873632502 135:-0.35992356283801 136:-0.5584301658522253 137:-0.2450489265181973 138:-0.1082325639910608 139:-0.2186551707037495 140:0.7027060347388876 141:0.3740891203982455 142:0.09844095830740281 143:-0.2072334901771902 144:0.106549632480941 145:0.136014724449001 146:-0.300925853682655 147:-0.03000718930274543 148:-0.01916138774286126 149:0.3498359560912098 150:-0.01752863268662033 151:-0.2040449250483183 152:0.3995793040884402 153:0.3865050246979431 154:0.282471004513453 155:0.2794961297904133 156:-0.06525425276722789 157:0.5652718004304403 158:0.3419352198922927 159:-0.1165125411507691 160:-0.12806878380321 161:-0.4206744814553876 162:0.5918759835541625 163:-0.4473103686967931 164:0.5579670850232895 165:-0.3585070658618581 166:-0.1480428591295316 167:-0.5571169742919782 168:0.003617910878411387 169:0.121616925438593 170:0.3660024255594873 171:0.03997487206766882 172:-0.03567228497924955 173:0.1248954885033092 174:0.1804923555208574 175:-0.4917370024253953 176:-0.1253955085681303 177:0.01443611245399656 178:0.05757032119920921 179:-0.3682754685862704 180:-0.1773796445779492 181:0.07427489827419279 182:0.2255272243698091 183:0.165992244898844 184:0.2485736106936789 185:0.1422165266746071 186:-0.1868554757627106 187:0.3258427409384452 188:0.04397488532865441 189:0.03234153687802467 190:0.2781328373297235 191:-0.2987916096859432 192:-0.2289434896639753 193:-0.1460292047574381 194:0.1015108932156557 195:0.04861680981496475 196:0.05272004314206108 197:-0.02653129076725423 198:-0.2231179285857078 199:0.08421329639480318 200:-0.3301859410447111
+1 1:-0.07981206738980408 2:0.5438094411030652 3:0.2234452920320565 4:-0.06850633762048348 5:0.1499233702682075 6:-0.4292278101501115 7:0.4658727857397661 8:0.381090121826048 9:0.2449784567580207 10:-0.1620845996763675 11:0.2035342225617896 12:0.07804864411688558 13:0.07261884986970395 14:0.003020471219188692 15:0.4633584163116895 16:-0.03516845868879065 17:-0.4746155073951419 18:-0.09802492848941669 19:-0.1901816690476848 20:-0.3531242577475394 21:0.7995002811040066 22:0.03664305746369986 23:-0.02360895435683991 24:-0.07914684475670637 25:-0.3617091551277631 26:-0.2278043299107783 27:0.2129211554869352 28:0.5038760591314835 29:-0.2114598801771183 30:-0.08916782879265292 31:0.1891523610652608 32:0.40854839963078 33:-0.09937088166808977 34:0.003094240188314265 35:0.2327507029739036 36:-0.5031327452935207 37:-0.124238925651012 38:0.2640639051899157 39:0.3012733914418202 40:0.3019532410094797 41:0.06790389090059036 42:-0.1324416632596377 43:0.2499657562854898 44:0.0819273765274275 45:-0.3765815143594384 46:-0.2412710521932821 47:0.4571019452361699 48:-0.1660052993095726 49:0.03276441655692906 50:0.3655703738512716 51:0.1093634621844205 52:0.4605259619976891 53:-0.7053853046739698 54:0.1358257923708368 55:0.3912505687401437 56:0.4040509821738129 57:-0.01960120893984726 58:0.180855285376093 59:0.7527969767171944 60:0.4752126136273018 61:-0.2893362240422583 62:0.2918131434699174 63:0.2374576744232949 64:-0.01359169107413928 65:0.6392872081066248 66:0.06158064570891628 67:-0.3936144193960843 68:-0.06248096767727905 69:-0.6926759820275484 70:0.9791310971265367 71:0.3734948728159438 72:-0.00862182870687124 73:-0.1727826078022418 74:-0.07655194702395784 75:0.1169644610042475 76:0.2567525231715169 77:0.5669366853830184 78:-0.2013430169145682 79:-0.3126850768959671 80:-0.4650657550535491 81:-0.2765750042450416 82:-0.1139530679808631 83:0.2017272116723024 84:0.1445221867559771 85:-0.3303340308924944 86:-0.3649208795160527 87:0.1168351294239986 88:0.2140697021278864 89:-0.207129717131441 90:-0.6929370473468209 91:-0.3583611811089493 92:-0.1115861952610983 93:-0.22935201758136 94:0.1879551305064183 95:-0.3177538366429656 96:1 97:0.6087645611960284 98:0.201366961317622 99:0.1933782466575317 100:0.1057094910559199 101:-0.2668757219388681 102:0.3049423716875249 103:0.2795730934603749 104:-0.05551088136257362 105:-0.06104429657843402 106:0.4832762919470631 107:-0.008543965248812027 108:-0.142408538666153 109:-0.4418117111288785 110:-0.2820985789429737 111:0.3188000285683577 112:0.05354220974004902 113:0.004848021539458815 114:0.03461200054355618 115:-0.1012939783553684 116:0.3355410449049878 117:-0.3480488790564691 118:-0.8030551757244088 119:-0.3607780172926386 120:0.3147431640132777 121:0.5295004264467672 122:-0.1481732865837592 123:0.1234556381942394 124:-0.2562867279826207 125:0.2267612592439046 126:0.2985252655467003 127:-0.3079676963466021 128:-0.06033184163688329 129:-0.03028350076573592 130:0.5420573015361396 131:0.8161529804669377 132:0.09680923693592797 133:-0.8403902856496901 134:-0.6541066744043146 135:-0.6112641564308474 136:-0.1619695603537491 137:-0.876613311915744 138:0.1730311534971826 139:0.06870688613789366 140:0.1354579507652766 141:0.1645054140560796 142:-0.5211859464645689 143:-0.1940750164205383 144:-0.3130950167179942 145:0.2511131405479214 146:0.1760697335517409 147:0.4456419742689258 148:-0.1224209540344291 149:0.1202200318702995 150:-0.1960670243835074 151:0.1799496388939716 152:0.06888968964583322 153:-0.1849878488419701 154:-0.5116488000090587 155:-0.3501370303916074 156:0.1210934488366403 157:-0.09054799559628218 158:0.464408539076593 159:0.591318057910775 160:-0.2707516738382919 161:0.1234982210072771 162:0.6463474922060969 163:-0.2739943474994336 164:-0.1088812599146533 165:-0.03178143991787102 166:0.1476605053928402 167:-0.1412571634619668 168:-0.4405703073898876 169:-0.3835773378304832 170:-0.5455695749058449 171:-0.1287889383588481 172:-0.1365670359200157 173:0.04733707423097355 174:0.556496157434005 175:-0.1973389259022355 176:-0.1358799871961157 177:0.05097356349743187 178:-0.4241407327622966 179:-0.1312603187091997 180:0.09042094995510644 181:-0.2335834287933798 182:-0.314864280543118 183:-0.06212514885002091 184:-0.4435164351906413 185:-0.2282104643226973 186:-0.2571308911106982 187:-0.02958464875731151 188:-0.4807043210570383 189:-0.5116963161301813 190:-0.4594878692945002 191:-0.1225780306358708 192:0.1811986805608925 193:0.3256547765535269 194:-0.4704297815945951 195:-0.1033541179254256 196:0.4175880592095222 197:-0.1130037075324804 198:0.4320573979851987 199:-0.1450150605028652 200:0.1457384022822946
+1 1:0.4213093734608457 2:-0.298211242872747 3:0.001926527451827993 4:-0.3155101699104745 5:-0.2197312853915609 6:-0.4170237006917935 7:0.2199826451100151 8:-0.4947308799155872 9:0.5302916191933356 10:0.2831339020308977 11:-0.09321390433994056 12:0.17934279040592 13:-0.04236372208168815 14:-0.1615257499867766 15:0.3620642780460812 16:-0.09495177233129382 17:0.2684587826904645 18:-0.04884437647027115 19:0.9713191887771485 20:0.5304262929358652 21:0.9326415298033979 22:-0.6451902207517297 23:0.6064592560470402 24:0.1674425444257172 25:0.2000727729735209 26:-0.1355213625933986 27:0.1747468806338864 28:0.732559084805949 29:-0.2792614030425807 30:-0.4808322830114138 31:-0.2319132324152 32:0.329734391157873 33:0.2652044315081024 34:-0.1279257935590625 35:0.4564785396477711 36:0.2627645996314596 37:-0.3483451198503456 38:-0.1802032839133207 39:0.2000903244077366 40:-0.01509795289141552 41:-0.377208835118134 42:0.1612413246496387 43:-0.2131123749873664 44:-0.05534473327994643 45:0.1671307103073803 46:-0.3916207140633799 47:0.8547142395390129 48:-0.04901119944691332 49:-0.1910396159730117 50:0.170414691222831 51:0.8494091506005451 52:-0.04146072825313762 53:0.3913217756372243 54:0.14896069887503 55:0.8321481253072738 56:0.02127121495765888 57:-0.7214439165125515 58:-0.3375945912137904 59:0.5896651305691668 60:-0.9174890528026914 61:-0.1234484509975459 62:-0.01555725248551113 63:0.1592345328048995 64:0.3282453453854782 65:0.720820281466245 66:-0.1916166748394649 67:0.06849127153733184 68:0.4227791761199129 69:0.05124763717664656 70:0.02601331467028239 71:-0.5617264073986196 72:0.2485526713239554 73:-0.2980817827379342 74:0.1064107097730925 75:0.2974837638648132 76:-0.1730417380852808 77:0.1155703953920333 78:-0.7379621720255873 79:0.05062213782169572 80:0.1194376396763272 81:-0.08165978907790322 82:0.1020048387630779 83:0.2422006273839568 84:-0.6176539284656927 85:-0.4480296464089889 86:-0.1496548957505499 87:0.3123835382313103 88:-0.2964771097284625 89:-0.281840148517558 90:0.2730095858444742 91:0.1447077781540485 92:-0.05629701408541736 93:0.02151081419028372 94:0.04153680296704775 95:0.1366198882726964 96:-0.5119867912399074 97:0.4507065296056069 98:0.1469621051385295 99:-0.1334000307849627 100:0.5484633616318874 101:-0.5008433110033238 102:-0.1283429447057874 103:0.2263365649845066 104:-0.2985428221704629 105:0.00117275506206363 106:-0.536287245675291 107:-0.2310341262763881 108:0.1041931918886086 109:-0.05368708652762866 110:-0.1094224149587081 111:0.2219315166129508 112:0.1118846569897619 113:-0.2499989445476433 114:-0.2751115047482938 115:0.3989691591127943 116:0.2204344781499308 117:0.0005190238224332122 118:0.01471117992486465 119:0.2619488600028688 120:0.09009090728524893 121:0.3935542644887062 122:-0.22891198344119 123:-0.2159284316967051 124:0.3123496770386075 125:-0.369705032354216 126:0.668534496191772 127:-0.1190417720667236 128:-0.675472672097139 129:-0.1940917078799405 130:0.05645441609588009 131:0.1675830457174297 132:0.4819717522890906 133:-0.138618226689716 134:0.4124860155777726 135:0.06674087565970252 136:0.001495998672594902 137:0.3333618210180151 138:0.1637805285897944 139:-0.4530755554884696 140:-0.2950609242681431 141:0.04562025133745497 142:0.07867877173671273 143:-0.2626878970029382 144:0.3564669597628393 145:0.5415981211101386 146:-0.1950121480465832 147:0.4274622122299867 148:0.2119963547673243 149:0.1141323710375662 150:0.4585741157283849 151:0.1632997244775319 152:0.2461913624371628 153:-0.2905026548168625 154:-0.6024379997127742 155:-0.1512560408326441 156:0.06785624892067177 157:-0.02525716001392971 158:0.3945161928205894 159:0.3169648665376263 160:-0.2091337873265429 161:-0.1157405415549748 162:0.5453872528690024 163:-0.4542255395681204 164:0.7160366173754467 165:0.02886370578403971 166:-0.05236042312378719 167:-0.7368981143888104 168:-0.02804536323820069 169:0.3951480273376252 170:0.125242485095638 171:0.0019079069315781 172:-0.1046034172724004 173:0.07655314174442522 174:0.4879324413517861 175:0.03638297260126817 176:0.4430962358446211 177:-0.2946080242541411 178:0.2540764403017713 179:0.3280884909985226 180:0.0255630183657469 181:-0.1107808395443917 182:-0.3125296572785771 183:-0.1683746071628704 184:0.2095433488949627 185:0.05356347636114178 186:0.1163351517954407 187:0.09371390295681181 188:-0.4692014949877475 189:-0.4424397327377791 190:0.7101578698248406 191:-0.03825884347363567 192:0.4287034709995686 193:-0.06299250063369458 194:0.1455152266291966 195:0.6563598945045845 196:0.6130425261156738 197:0.3040117185362649 198:0.1699285612576379 199:-0.4093595202635263 200:-0.1646573078846891
+1 1:-0.326556386973284 2:-0.2841136943425902 3:0.2604972536553687 4:-0.6065960657439555 5:0.1353489033863309 6:-0.5369806747579762 7:-0.3741730899021899 8:-0.7861145135004589 9:0.07023737110279388 10:-0.2306644851545972 11:-0.7205188028601005 12:0.1637287957246873 13:-0.360001964980093 14:-0.3437462282428478 15:-0.2843175529310223 16:-0.3531944472868834 17:-0.1971353409693113 18:-0.03219443273587728 19:0.4346742342987512 20:-0.1615036929212826 21:-0.3455413028113915 22:-0.007327137523044713 23:0.4363573784170634 24:0.222403252990837 25:-0.2741282551200632 26:0.5319432076159717 27:0.2200808495665706 28:0.1233175829194508 29:0.01831917650647276 30:0.07862141694322476 31:-0.4976449636154018 32:0.07775777824370469 33:-0.3564829448489381 34:0.2186941640216051 35:0.02625369795741109 36:0.288524755200774 37:-0.2888627874660157 38:0.05107753683211079 39:0.6107176219509824 40:0.17025607351517 41:-0.01093335466915368 42:0.3357380219590241 43:0.06284255016186573 44:-0.4130073003008568 45:-0.119230315836489 46:-0.05242076175274976 47:0.5496771091715751 48:-0.07641409806443301 49:-0.06964383045326292 50:-0.08319409541735626 51:0.6016760797812967 52:-0.3761126560843064 53:0.1258321397985 54:0.2113165809123312 55:-0.2542918157636165 56:-0.2251278047227488 57:-0.04237452908105228 58:0.26135750325971 59:0.118503042357867 60:-0.2438230644072509 61:0.1383243660209107 62:0.2392530725323489 63:-0.2150501044971639 64:-0.561485942711909 65:-0.08881932418295091 66:-0.09694852777229304 67:-0.16457411804584 68:0.3051981079912914 69:-0.3625746952651727 70:-0.009337408037394107 71:0.2725766924991577 72:0.4096244951418064 73:-0.1360729223319298 74:0.6094997453422532 75:-0.1010714329340527 76:-0.7160798903261879 77:-0.07978454450612572 78:-0.241830515870128 79:-0.5762590431039994 80:0.5813131610841832 81:-0.3442842602708659 82:-0.4859150446333818 83:0.3018060658673739 84:0.2304775890284609 85:-0.05534810037116418 86:-0.1615702876256036 87:0.3864133274684194 88:0.007670234111683619 89:0.150633359559982 90:-0.4809787945909946 91:0.2638367846450466 92:0.6454999994654685 93:0.08229248359628073 94:0.7053262588651978 95:-0.194249456989234 96:-0.2574918465108759 97:0.4258242932518643 98:0.1455747332615597 99:-0.637603786624826 100:0.4792736276416735 101:-0.1819486801954077 102:0.1523729659399318 103:-0.2069892706202606 104:-0.1796604357820941 105:0.6079069049104151 106:-0.1294440789542881 107:-0.580052549295842 108:0.7134615965927145 109:-0.3457626728983779 110:-0.2734499048966991 111:0.1882854980514563 112:0.1682178437117165 113:0.05791560096114222 114:-0.1081545792615783 115:-0.01967531127611528 116:0.1065148378529415 117:0.07716351082910508 118:-0.439459675610614 119:0.09417545402623362 120:-0.335922563353689 121:0.0381612649556236 122:-0.01429711514559031 123:-0.07780212647533516 124:-0.3159403990675846 125:0.4765670316717611 126:-0.2804897638021051 127:-0.5290461215277349 128:0.6107987003296843 129:0.06689480358229952 130:-0.7176335971068214 131:0.5121700416035915 132:-0.1924888551561966 133:-0.04917772925455209 134:0.2066228689673227 135:0.1004446389135244 136:-0.3228875009614337 137:0.380968579540232 138:-0.1967760119269616 139:0.3106522216160926 140:-0.1792763802757321 141:0.2776789675534355 142:0.3691213937099553 143:0.5948136606332465 144:0.3452834539207176 145:-0.179323335270436 146:-0.7972936499317826 147:-0.1378700719138901 148:0.1043779900080951 149:0.1428373172510495 150:0.2431347673572254 151:-0.2269857764914486 152:-0.3928291220081902 153:0.2255177736113124 154:0.1132489923897328 155:-0.1395282189372883 156:-0.2678513037950094 157:-0.2330552535454123 158:-0.08307222388752084 159:-0.2375151140526737 160:-0.9056105268710722 161:-0.09559637983560756 162:-0.08212917851062504 163:-0.08244118982757632 164:-0.1810064988074105 165:0.02923612904019662 166:0.257181712992 167:-0.5241707095720682 168:-0.398594479884584 169:-0.4092778832731971 170:0.4342520862966825 171:-0.06301775960656217 172:-0.748992212822246 173:-0.2963527467297091 174:-0.1883565518955088 175:0.426164409509906 176:-0.006987112033842169 177:-0.1972029550706227 178:0.1033902096795626 179:0.0297888171763009 180:0.4122355661220666 181:-0.04132113407074717 182:0.02129212101043439 183:0.06418532165503932 184:-0.1276533611233967 185:0.46537727334852 186:0.488176251259154 187:-0.04272680036493463 188:0.2449620912406204 189:-0.3339396066462364 190:0.1579167726559385 191:-0.01673471811809381 192:-0.221314288640829 193:0.2918717175815776 194:-0.118593338779603 195:0.2084428060086282 196:-0.03168196778164284 197:0.1963316795750422 198:0.3110927175495603 199:0.4076856651350135 200:-0.05524259714336144
+1 1:0.1861241670251862 2:-0.1674004661118227 3:0.5708270500390132 4:0.2076669604810824 5:0.2469900924742595 6:0.2078290242550749 7:-0.2619818027365866 8:-0.2446440147000974 9:0.3707423883344273 10:-0.1155840801008009 11:0.2583018505439299 12:0.1578550979948831 13:0.3108874073695587 14:-0.1027485115289288 15:0.1229031884937679 16:0.333762815992255 17:-0.7915976193269729 18:-0.2209761541785835 19:0.3335594987818119 20:-0.5647660199634846 21:-0.07362692815224106 22:0.268413417892113 23:0.5233889624464724 24:0.4063598200005464 25:0.4434669053017705 26:-0.197611087349126 27:0.02461145659600554 28:-0.04437351332114686 29:-0.08794985289235108 30:-0.06439689151515295 31:-0.2926965645221627 32:-0.2938051218045448 33:-0.5638160897918857 34:0.1895658651120272 35:-0.2644759150792441 36:-0.7054979564808741 37:-0.1716901018472053 38:0.2972746013367212 39:-0.04290759140727504 40:0.0818220936189441 41:-0.2114936400925717 42:0.2985702275658021 43:0.09363315396620059 44:-0.06181685012336081 45:0.2426811784505583 46:-0.2441958638142436 47:-0.2786969813633436 48:-0.1270162144022821 49:0.3855468957724477 50:-0.05913932479103097 51:-0.05631352198818413 52:-0.04444019839250332 53:0.1654020031075651 54:-0.3610031537194687 55:0.3173650109847365 56:-0.1556104879251322 57:0.01698282344966354 58:-0.4567792850499545 59:0.02778089816716317 60:0.3409400908818163 61:-0.06324262363501829 62:0.2935067034998237 63:-0.1309151756853938 64:-0.05122278659229442 65:0.0264660284248691 66:-0.2085605448472206 67:-0.4325872668995214 68:0.1516246767375803 69:-0.1930457796037917 70:-0.4398650178198925 71:0.1309557131170571 72:-0.1042536109721124 73:-0.1564113648624971 74:-0.5811166525423174 75:0.9869458632882767 76:-0.02583965901736662 77:0.05423145905630626 78:0.1202729564579545 79:-0.1223764433812076 80:0.8021369364942755 81:0.1586841357417826 82:-0.3222875673015305 83:0.5713569037676108 84:-0.242605733068884 85:0.03509509783071607 86:-0.08807491021583075 87:0.4027228110205508 88:-0.5622802152992772 89:-0.2697097108749496 90:0.1849287230449361 91:0.1520406784768764 92:-0.2192115716451223 93:0.08122049719441962 94:-0.1100345195023663 95:0.1853615501591587 96:-0.1042636486546799 97:0.2930710119807791 98:0.238251901246469 99:-0.04353095919941506 100:0.07337912929685053 101:-0.8687344331904759 102:0.07443123260639462 103:0.5098503766375249 104:0.2802608533926749 105:0.5649361431456167 106:0.6069194269186219 107:0.03077502588658912 108:0.01079899736559315 109:-0.05477531316137661 110:0.09614941887381687 111:-0.06193805078453339 112:0.2845395699121988 113:-0.2678601975607418 114:-0.4825909280358268 115:-0.3613121400012025 116:-0.264894994943653 117:0.2150907958393751 118:-0.8490367034811011 119:0.1072390972536607 120:0.1931785128935035 121:0.2813545817039622 122:-0.02945202160664131 123:-0.172124129330239 124:0.6207922378097119 125:-0.2589734554983501 126:-0.315489738444524 127:-0.1608787368547822 128:0.6290725794277656 129:-0.3935764854285596 130:-0.2762124305180815 131:0.4421542817986728 132:0.9339458337704885 133:0.1497424462488877 134:-0.3595873255349226 135:-0.3979936391933806 136:0.5102735582710908 137:0.004352687122381099 138:-0.1346192509452473 139:-0.6498429529359649 140:-0.001236676211559501 141:-0.3252278568167538 142:0.2576980942309545 143:0.4801972489256235 144:0.1577563395636982 145:-0.235428625184442 146:-0.07045160016713978 147:-0.7466237718242155 148:-0.8643788476105431 149:-0.5867358209635495 150:-0.1204098568465879 151:-0.1958390564787746 152:0.3182224553946336 153:-0.00420843950782495 154:0.1238769569924906 155:0.2925561117874874 156:-0.2585928484499639 157:-0.00835363076036235 158:0.129279898457921 159:0.1687542557716528 160:0.06106474774859441 161:-0.1898763539964845 162:0.3341357539088089 163:-0.1858605216705201 164:0.1737622783816433 165:-0.4820508050883059 166:0.3258661881176259 167:0.6106652519066508 168:-0.3464180354801947 169:-0.2701564805051692 170:0.3940281423233149 171:0.3682022756790326 172:-0.3048484214597772 173:0.5160033402955302 174:0.2309512284362419 175:-0.06042313893972256 176:0.4914073492869842 177:0.06328850386983031 178:-0.0684711912236504 179:0.337793582131819 180:0.3981721851292581 181:-0.05846132447312846 182:-0.3492999193794115 183:-0.612817260765301 184:0.4317312372768685 185:0.3428349584308821 186:-0.2537712478804401 187:0.3244600505967304 188:-0.5989015575239334 189:0.1464294701471511 190:-0.2337319899920038 191:-0.1108668747615855 192:0.6934636028521272 193:0.6325111592881782 194:0.2565644635484255 195:-0.1573955574408144 196:0.5755061243343127 197:0.6866343793097052 198:0.08654175611083151 199:-0.06766705841040563 200:-0.05416705683379386
+1 1:0.3856113820455646 2:0.2722706963735131 3:0.2235444903543663 4:0.4830518563749392 5:0.3171511269141031 6:-0.3606732637493859 7:0.1488124745535907 8:-0.6663447707110616 9:0.3431501934503637 10:0.1747554961237158 11:-0.447320489398006 12:-0.2375148216000542 13:0.0001282748673761686 14:-0.09345456829639327 15:0.1661166331771856 16:0.239518326298458 17:-0.3021233803072909 18:-0.1150204944933431 19:-0.2794312734207058 20:-0.03216069925693731 21:-0.04133452386103845 22:0.2536172606083459 23:-0.2223798885635127 24:-0.2256976904917422 25:0.8187987752500504 26:0.4843646862152059 27:-0.345066635865549 28:-0.3184181463849462 29:-0.1422198158048755 30:-0.1877731600016859 31:-0.1349331716943293 32:0.4182053282886025 33:-0.1659894766327828 34:-0.1921427963754883 35:0.6898540998755455 36:-0.2101191281442129 37:-0.1556025474385017 38:0.139705988452301 39:-0.1706099442073133 40:-0.2932810837064809 41:0.9157613003424908 42:0.6589627028444209 43:-0.3468423792735993 44:0.4526034398917309 45:0.5174040948593018 46:0.1239567898597855 47:-0.4449263941880333 48:-0.4194893862576978 49:-0.1612136286735838 50:-0.09981453827122215 51:-0.04689068500326823 52:0.08362619792205717 53:-0.3097679556480539 54:-0.4757597093493978 55:-0.1353787756220304 56:-0.1663457315758664 57:-0.02748883383086037 58:0.3792534176106974 59:0.06443777728636371 60:0.06939657245618508 61:-0.09271219370189478 62:-0.01619979316080574 63:0.004116400023616814 64:0.2475292433048346 65:0.4553737053120124 66:-0.1809645833142257 67:0.2807839187457485 68:0.1127994819383993 69:0.1199191886461441 70:-0.3200270451602722 71:0.1188770618070669 72:-0.5904755525736631 73:-0.9652802847970494 74:0.4086154139819174 75:0.4440433290148109 76:0.1183242844706477 77:0.4901385847444231 78:-0.4999012856386303 79:0.1868980742573213 80:-0.2386019146885172 81:0.09670421043776409 82:0.4475919972501408 83:-0.2201064865986772 84:0.6744354256197332 85:-0.3602559193144657 86:0.02503238106974767 87:0.3023782341146286 88:0.4144305715418255 89:0.3691948704802727 90:-0.07607960166180575 91:-0.1917683731767709 92:-0.2545059822353494 93:-0.04695845261030825 94:-0.2169760086864945 95:-0.1684714952087396 96:0.2950640644620496 97:0.1321339646113103 98:-0.5465443285984808 99:-0.3246801492241049 100:-0.09424950731452016 101:0.1207511801279623 102:0.2166129505022005 103:0.05698658797426898 104:-0.5367243666553985 105:0.541782375980844 106:-0.352923711979659 107:-0.4906395294438772 108:-0.2156367963323679 109:-0.1096682877105739 110:-0.4916627241313845 111:0.003600622699605205 112:-0.4643738515728876 113:0.02145636066989451 114:0.3956527026107705 115:-0.4413820949110694 116:0.2647072037832531 117:0.3824179538529184 118:-0.1406233832325774 119:0.08253287162801382 120:0.1777951337003014 121:0.1323713943445665 122:0.4788486743279283 123:0.02664885157568107 124:-0.1745498588387847 125:0.1158994863141157 126:0.07130609061457589 127:-0.2317568663894941 128:0.2327035696179561 129:0.1358015253876211 130:0.6969497627952055 131:0.2595621294706231 132:0.2467218152473181 133:-0.2796678725793602 134:0.7009294517296599 135:0.07492587541810888 136:0.09136687161842139 137:-0.2249172730046559 138:0.2429354075475562 139:-0.5642081811176864 140:0.168516178112558 141:0.1840673774346472 142:0.1333599644466602 143:-0.2289613059542762 144:-0.1550546221567499 145:-0.1843446501543921 146:0.1293945197238013 147:0.2555522076945813 148:-0.2801167094374435 149:0.07717916718255668 150:-0.09245665783839901 151:0.242931012473345 152:0.2861031476256889 153:0.1671184015341694 154:1 155:-0.2837029682765777 156:0.01356579683870311 157:0.02016965687197358 158:0.0272155665550363 159:0.101308396210381 160:0.3056637903141127 161:0.2634153497472765 162:0.07958543799393011 163:-0.2003726984921851 164:0.4058960497477786 165:-0.4937681452960068 166:-0.06125236778549356 167:-0.1569744314250671 168:0.5811344685091619 169:-0.2405814087633902 170:0.3230209599739614 171:-0.05445156428785469 172:0.1999047669487559 173:0.2518258831479609 174:0.07428197965920202 175:0.3832757109723294 176:0.05181535439718393 177:-0.07167040391569426 178:-0.1442167682849781 179:0.3610146866072413 180:0.3966662061217915 181:0.09059559128566141 182:-0.1697265537747251 183:-0.1558690892654964 184:-0.4321192802607653 185:-0.2794648722068873 186:0.2227090462950769 187:-0.007217313772141316 188:0.1598368293553746 189:0.3253678270549551 190:0.2983020207463941 191:0.2199226902359056 192:0.5221186536422328 193:-0.2459698629892667 194:0.01793345463485231 195:0.3593497345415514 196:0.2581248332034789 197:0.001844169907798825 198:0.2430419069738015 199:0.272171263902435 200:-0.4529855388500382
+1 1:-0.5807334677806805 2:0.4137005988278027 3:-0.255886827594798 4:0.09928995629079339 5:0.505688851733074 6:-0.6478784526214051 7:0.5059489472631895 8:0.3630631570724941 9:0.098803876495582 10:0.2066374701989248 11:0.4103943911242949 12:-0.693722987116584 13:-0.5684037261347713 14:-0.2411488916173229 15:0.07517463217678702 16:-0.3323309851599705 17:0.4658981784213726 18:0.6125371400103851 19:0.9999999999999999 20:0.2203966693991548 21:0.2262804769692618 22:-0.0805230998497185 23:0.5654880087953806 24:0.0303343344815234 25:-0.312062622934841 26:-0.5441450563957675 27:-0.4638997206349285 28:-0.2091022196899747 29:0.468075893974518 30:-0.3814320396985121 31:-0.70664553353677 32:0.03922039034569497 33:-0.06216043677555015 34:-0.05750073419926972 35:0.1789416326143182 36:0.2217107339635725 37:0.0224382867204488 38:-0.4704741514102618 39:-0.2326541013565801 40:0.07148719183067265 41:0.2810748633258613 42:-0.01507966402790335 43:-0.3232522181373289 44:0.1516559075305444 45:0.4395239295558618 46:-0.06543085342068272 47:-0.03375790261860098 48:-0.3220338411441004 49:0.05706138418859769 50:-0.4602561789571446 51:0.489501300188059 52:-0.5227881530914379 53:0.4473582070501687 54:-0.1524142401127014 55:0.7019259032848251 56:-0.2966696984793221 57:-0.2682808730247094 58:-0.2782121612609953 59:0.5031245918730572 60:0.4616679411828695 61:0.3695569777556462 62:-0.2388400080111526 63:-0.03901040642383775 64:0.3494726566916864 65:0.5743889149501877 66:-0.2611594641760561 67:0.4261988787377621 68:0.129765337713609 69:-0.493711061338856 70:0.3241146565851322 71:-0.2413670466726838 72:-0.4916390406907228 73:0.1555874550580222 74:-0.4558961676944553 75:0.1669932270989828 76:-0.09275756577760512 77:0.1015936697737925 78:-0.3864183564857397 79:-0.3298867255064418 80:-0.1478406504580251 81:0.2193166254694783 82:-0.2816676614364232 83:-0.1534707288341393 84:-0.2528266662235401 85:0.05821846057736241 86:-0.1067858922957032 87:-0.2465600730704372 88:0.6037862938399984 89:-0.5567499198613688 90:0.1495908193787809 91:-0.1688306694973315 92:-0.08713446725208335 93:-0.03963541139130611 94:0.1365917705329374 95:-0.03793731605242428 96:0.003847784620593236 97:0.04858744463755446 98:-0.2111605068111683 99:0.1633581582112899 100:0.1824447020863015 101:-0.03918627794246414 102:0.04210419799936078 103:0.1139116442266382 104:-0.03597602585690833 105:-0.1430809795818047 106:-0.01951854085547401 107:-0.6073908784283713 108:-0.07677222345762885 109:-0.2500323944391013 110:0.116571651756564 111:0.1357435020938396 112:0.0140262971177695 113:-0.1466404833773491 114:0.2356656879194806 115:-0.3033420455812579 116:-0.2687304721277443 117:0.15842996857755 118:-0.2383821688162024 119:-1 120:0.06767230429088517 121:-0.2232721288723039 122:0.1102733369379232 123:-0.3481768580581969 124:-0.457822540911361 125:0.7240394647757981 126:0.2607838960036572 127:0.3547086468873901 128:-0.7078861496686416 129:-0.07439317712794817 130:0.06838551296632472 131:0.1262693195598552 132:-0.01081118912671561 133:-0.4147587692061179 134:0.4543883676268907 135:0.1103526179544156 136:-0.03101645841410235 137:0.02352129035167114 138:-0.1702971190440161 139:0.5062097937555453 140:0.3940019232577928 141:-0.5018746518881072 142:0.2846811307566297 143:-0.09741560643169725 144:0.301718249253052 145:-0.5045656489172745 146:-0.2677364800553385 147:-0.3092137391816623 148:0.1541393010028899 149:0.2761400801741357 150:0.09694079919714547 151:-0.2837404999287463 152:-0.05595928535828482 153:0.006772023661483079 154:0.01231175452923176 155:-0.1322762276579769 156:0.3975458922534836 157:-0.3757885473062448 158:-0.435466102546936 159:0.2503465837618428 160:0.132949968826895 161:0.01020318680365455 162:0.1755986086344261 163:-0.6261700330082814 164:0.3381697415157074 165:0.06964286237757279 166:0.5538136875449367 167:-0.02995261076836759 168:0.3004488439611949 169:-0.1063074232272547 170:-0.3135364424104182 171:0.3683322664879257 172:0.07625519690280969 173:0.09998088042943166 174:0.08383405948692954 175:-0.2035193494267965 176:0.09702424372088178 177:-0.2273745435804514 178:-0.1889842950682043 179:0.1866053400494002 180:0.0392501115227252 181:-0.1815763323247624 182:0.1605977367124983 183:-0.6843481616517358 184:0.230090742961105 185:0.1477230049310759 186:-0.09415026795843058 187:0.3007017607815791 188:-0.1620114909744351 189:-0.121962474052827 190:0.1740622027389404 191:0.04658275928461613 192:0.6756505338075014 193:0.3861854885450325 194:-0.01652681596390772 195:0.3576380448136864 196:0.8452267978841564 197:0.1496222208460845 198:0.2487045200802714 199:0.03392236968487133 200:-0.6408578614197478
+-1 1:0.2987730740468021 2:-0.2863274796085214 3:-0.05573871714860949 4:-0.2088072433222541 5:-0.1542912527728235 6:-0.2821234277536531 7:0.1195874222381892 8:0.4569156288682965 9:0.4136847062424226 10:0.2550210291952161 11:-0.0191330839711335 12:0.0633173268539087 13:-0.2131597272762226 14:0.2378982475296078 15:0.1725456607285501 16:0.3330958236627287 17:-0.147872156217039 18:-0.1623424894644128 19:-0.4229700401970333 20:-0.6413041739435216 21:0.3707699905468653 22:-0.2741324116276105 23:-0.6281091768797463 24:-0.4648454127258096 25:-0.6335690777487363 26:-0.1953890371518234 27:0.2555017741749263 28:0.3456089402378197 29:-0.01369739013691686 30:-1 31:0.2214518204645919 32:0.08913658322012047 33:-0.4744694166439906 34:0.1331326681875708 35:0.4997954156152626 36:-0.2045106523839816 37:-0.1258740061986868 38:0.4631143230440474 39:-0.265194547063556 40:0.6581845017871134 41:-0.09862812073504132 42:0.07217952763019854 43:-0.337124544878957 44:-0.247286941388589 45:-0.298804066646548 46:0.5881679535641201 47:-0.1697175588463888 48:0.08737090703675345 49:0.142970333868824 50:-0.02555645785621657 51:0.04006724327052096 52:-0.1830229626164799 53:0.8927969004773497 54:0.3067705900746706 55:-0.1019550858499242 56:-0.05726666318398189 57:-0.3923842025694058 58:-0.03016186364404704 59:0.1143397320076496 60:-0.135178068228822 61:-0.1036642752232968 62:-0.5767897097841634 63:0.1143891688084529 64:0.2062490685830233 65:0.1196686303838715 66:-0.4046572747205485 67:0.5350689400718331 68:0.1286411684037117 69:0.1769307399406155 70:-0.5864865945607781 71:-0.2302156217991523 72:0.3595709833836255 73:0.09000813676447438 74:0.2753177660225846 75:0.4981052729860719 76:0.1544260163208521 77:-0.946775258420638 78:-0.09449153133971429 79:-0.07307462383695161 80:-0.03025071850643088 81:-0.1057475672868741 82:-0.3278453598325143 83:0.6941895801743441 84:0.4715629147452051 85:-0.05407840058353636 86:0.01883661003691666 87:0.1514573359197945 88:-0.4786202869128745 89:-0.07400781849006749 90:-0.5525806000881833 91:-0.2521057747290703 92:0.4251885665853398 93:0.03557350764790317 94:0.131964978477146 95:-0.2714046879565509 96:0.1619359307348952 97:-0.2140269484074567 98:0.2848043039966781 99:0.4294988305113519 100:0.3442840825916221 101:0.0920007491511529 102:0.5404064603247914 103:0.3434093733177952 104:-0.4091496546403346 105:0.1094232543043168 106:-0.7834601945492932 107:0.5626129994019698 108:0.2126544629630121 109:0.02820876954208655 110:0.07488260334038542 111:-0.1813656481460098 112:0.2475300413281853 113:-0.2006596612360992 114:-0.3390816145519396 115:0.1189044928079827 116:-0.1820736404314527 117:0.2915674134802593 118:0.2020474948636824 119:-0.6919239189273879 120:-0.1136412416725278 121:-1 122:-0.06303381343693581 123:0.2417979365495041 124:0.05583003726372106 125:-0.1086097864156752 126:0.3245841960199993 127:-0.2152616432313539 128:0.04577532850589146 129:0.1817099655402409 130:-0.09574980331295045 131:0.05801708603819903 132:-0.2630978702613633 133:-0.4089590369985885 134:0.2177342969072325 135:0.1112325324995359 136:0.1829583475615152 137:-0.2648269131960205 138:-0.2438476507179661 139:0.2888802243699675 140:0.1841343439029758 141:0.2226623067902377 142:-0.2027109053745548 143:0.2796263654711227 144:0.1658578719216733 145:-0.1636688481414609 146:0.463265453854291 147:-0.1343435289704077 148:-0.1324770400166184 149:-0.4061800200929525 150:0.2389207741940811 151:0.1609751462821098 152:0.349687038495573 153:0.6071696773196502 154:-0.09947100515701696 155:-0.004707253162468471 156:-0.4172495667805483 157:0.152599891762798 158:0.2243130759751826 159:0.9573570023045919 160:-0.3894111520911179 161:-0.04058805580426877 162:0.1760996846934912 163:-0.2112772259829188 164:0.1477259333640474 165:0.5446102249615661 166:-0.2768311177405176 167:-0.5861288565644777 168:0.005937268946514994 169:-0.3619238681419094 170:-0.07184705489339564 171:0.2925114711569453 172:0.1313626242411271 173:-0.2742404829246605 174:-0.1832252862509332 175:0.0198924004357231 176:-0.001471222219610158 177:0.1827178632319909 178:-0.1531791612619241 179:0.3768302906222438 180:0.2755371273339536 181:-0.8556690639363729 182:-0.4865896262650876 183:0.306654707279984 184:0.3440836901955653 185:0.2611864662548762 186:0.373867797842217 187:-0.6630224145336424 188:0.3109967658252186 189:-0.2572622562022026 190:0.1260027646761691 191:0.2396289864224955 192:0.7355434610045017 193:-0.07977594093501919 194:0.158704414980592 195:0.4115717454819621 196:-0.1876536975622248 197:-0.5348496848981458 198:-0.3369334995060801 199:0.5288131365805193 200:-0.1925361213648519
+1 1:0.1832397599518669 2:0.002921897771576809 3:0.09894784501098579 4:0.52294120374507 5:0.03742626948307511 6:0.58290800720975 7:0.4322142424297485 8:0.2865734164636295 9:0.06855308373251057 10:-0.5007238239961697 11:0.1188553155099608 12:0.01463950820206283 13:-0.1229045131371478 14:0.3142917977487448 15:-0.06458229579726237 16:0.5792805414382834 17:0.4860540585798682 18:0.1416326314102476 19:-0.0228804786966956 20:0.2276719765074109 21:0.4578884955937487 22:0.517726336334924 23:-0.7966825747209686 24:0.3512232485100728 25:0.5602640889915915 26:-0.3605017478498112 27:-0.07196898444180629 28:-0.2182904346288747 29:-0.1943978455767732 30:-0.06973766124527056 31:-0.3423153642996921 32:0.3645143695647379 33:-0.8804308819793676 34:-0.4024161406735512 35:0.02650595431186908 36:0.3242291799819498 37:-0.1622473362649341 38:-0.004971881267915333 39:0.4024904473580599 40:-0.3824779346220476 41:0.1803278901831153 42:0.2314634347782204 43:0.133627507312026 44:0.1566474151570057 45:-0.008948454540404334 46:0.5725913687478437 47:-0.2220642900911092 48:0.2423920431994148 49:-0.4352675081751385 50:-0.3851879782766163 51:-0.149614858716008 52:-0.1399693370682352 53:0.04999674891040692 54:0.3434300041539395 55:-0.3535625951347851 56:-0.2670006434487512 57:0.2155213481107003 58:0.2229731248653244 59:0.3020106037745349 60:-0.3475725269791072 61:-0.7145759307612581 62:0.5587962522549437 63:-0.596187753305227 64:-0.09295791683233999 65:0.2779407537065489 66:-0.2788011793943371 67:-0.2885032956480311 68:0.3734353479264605 69:-0.6022780774293222 70:0.2044348829754228 71:-0.290523563552235 72:-0.127753869678259 73:-0.4279209108991119 74:-0.2338013904299623 75:-0.4070987926225669 76:0.3658964066514062 77:0.01445852642585874 78:-0.1456872243380489 79:0.009612479227164794 80:0.5476133952229632 81:0.2591935944271238 82:0.30551005941398 83:-0.2931532927071127 84:-0.430830820042011 85:0.144175462929654 86:-0.3252074130679212 87:0.03653464220693231 88:-0.3366580189248222 89:-0.1484042129976715 90:-0.1665615498459284 91:-0.1537120550594558 92:0.07492508023382612 93:-0.08013027681074655 94:-0.2823593630823387 95:0.3000155021451266 96:0.1916754106728408 97:-0.3730625563415759 98:0.3755507581768261 99:0.4015154294122218 100:-0.2825662432509757 101:-0.4254859158580444 102:-0.5346169190209897 103:0.2180353872852183 104:0.7745210757776222 105:0.01019220747723176 106:0.002640877712352011 107:-0.7741921774009891 108:0.06791709503921775 109:0.09974575134508511 110:0.6960202850044908 111:0.3139436219823905 112:0.1734063184456169 113:-0.06183898419988643 114:-0.171287394793817 115:0.3367908586359031 116:0.1571771000700327 117:-0.3095174936685069 118:-0.5128799239457412 119:0.5159624284332405 120:0.1640911870822454 121:0.3567186757707999 122:-0.578194900790453 123:-0.2930705691083946 124:0.176139396631815 125:0.4837530230066572 126:-0.5441139806301017 127:-0.3858072025991173 128:0.6092269974749301 129:-0.2934279646917837 130:-0.4067994919866518 131:0.4637493945550819 132:-0.7567260177861835 133:0.6722382431924591 134:-0.1265428433779603 135:-0.09675318724378822 136:0.0271684254615481 137:0.3415447590766867 138:0.33606683385742 139:0.1074192109888988 140:0.1445203459804161 141:-0.35986004916302 142:0.2258480811100903 143:-0.1027637752326408 144:0.2243571892540942 145:0.08153574760544946 146:-0.138634896056005 147:-0.235914776307635 148:-0.1667559985048004 149:0.1603068349457728 150:0.3418905478692775 151:0.113763489329742 152:-0.144768068749432 153:0.2004777153342204 154:0.06073701441715362 155:-0.03923404994229411 156:-0.2581934067824104 157:-0.02194360517637091 158:-0.03010587396340823 159:0.524017118030796 160:-0.5161641582883262 161:-0.04898828733987495 162:0.5240434531102349 163:-0.8103499798016482 164:0.7141024835915859 165:-0.1024883159056253 166:-0.3110725642827858 167:-0.2667006878943254 168:-0.0184492865183784 169:-0.4489895826041975 170:0.1080542079918769 171:0.06965845457030936 172:-0.2130316754240358 173:-0.2940173010948953 174:-0.63181059398251 175:0.12980127811595 176:0.1791876793543642 177:-0.001191872379774417 178:0.07587039824148356 179:-0.02560251872218126 180:0.2272243535504067 181:-0.08250307414876934 182:0.120564902806611 183:0.4153451812182454 184:-0.22017911097914 185:-0.1757181986759057 186:0.3485010055093398 187:-0.1670446905221355 188:-0.1229990351063266 189:0.2403391026924898 190:0.3328301211304269 191:0.3076290835898861 192:-0.01540392760109874 193:-0.1585052556595326 194:0.1774818212365101 195:0.3674579156130717 196:0.300454042437747 197:-0.7275058296674043 198:0.2974556561201406 199:-0.1771522007746418 200:-0.7334361690460639
+1 1:0.2550578633087751 2:-0.2829139436463807 3:-0.2815644391335335 4:0.5979951934997465 5:0.8356085855379787 6:-0.484169553516005 7:-0.2067666995349753 8:-0.03002902016757412 9:-0.1249686623494647 10:0.06021905427724011 11:0.2154201946159265 12:-0.07599117219569118 13:-0.006552274735990744 14:-0.3620178123616645 15:-0.4554404846887571 16:0.7506722584485654 17:-0.3934669650136641 18:-0.1116060906182267 19:0.375427797522487 20:-0.4101745157864698 21:-0.7257858717799607 22:0.5806755898281873 23:-0.1406482831751408 24:-0.07485704985162066 25:0.04352504801969292 26:-0.3362831113352772 27:0.3021689432104759 28:-0.07074016411003427 29:0.272149148309299 30:-0.4938065767153966 31:-0.5019419083151908 32:0.5886216383850292 33:-0.2087948682845125 34:-0.2388963165760699 35:-0.2037417220861293 36:0.4732589934427645 37:-0.6669137582935359 38:0.1165031565066266 39:0.1196120733099424 40:0.69971638092291 41:0.2919624243135903 42:0.1484594862338466 43:0.7623895227428523 44:-0.05487522579321201 45:0.5713029079610399 46:0.2492726266356732 47:0.5854648895302317 48:-0.3165613299876429 49:0.1140447105834006 50:0.4287637249299576 51:0.2162629866692582 52:-0.2494203918224165 53:0.1772419559717742 54:-0.1460615026067211 55:-0.5538765650937277 56:-0.2686168096849246 57:-0.02939188535385598 58:0.4278036984022632 59:0.4028020930430827 60:-0.03420087964278563 61:-0.05637474554205819 62:-0.009752125158751606 63:0.02371334489234862 64:-0.4059324016329153 65:0.5270435658879106 66:0.01067792495516404 67:-0.1714714941829278 68:-0.449614608709854 69:-0.349108212756905 70:-0.2542209159600992 71:-0.3380466756510653 72:0.130168848687054 73:-0.4148149510022765 74:-0.1573569747346985 75:-0.08660183279592903 76:0.2445479324177575 77:0.1504437707011475 78:0.5543865037670992 79:-0.2104711919529715 80:0.3697308793594661 81:0.3147241209948134 82:-0.3754046548779936 83:0.2461062365261223 84:-0.4446007353752544 85:-0.2723137748034579 86:0.6700342313477156 87:0.444600257028893 88:-0.4254423202547042 89:-0.51281956750459 90:0.1230015257348288 91:0.1189786721512598 92:0.4522769379615964 93:0.04298370968524523 94:-0.484983128444427 95:0.1545022020044844 96:0.07582406411602891 97:0.3682533808979553 98:-0.08579814354562351 99:0.2216314601399161 100:-0.1646222212534573 101:-0.3836806645363952 102:-0.1775166001033489 103:-0.1796150445906828 104:0.1028831257983605 105:-0.1631806705634437 106:-0.0635866272095305 107:-0.5631776552088499 108:0.3200600061005382 109:-0.07361043567577594 110:0.03801846485628781 111:0.2896145524599045 112:0.2634215561249639 113:-0.3255735154657761 114:0.1108534041697681 115:-0.2904293141110599 116:0.05773371871418788 117:0.6548414314423672 118:-0.1081056502996881 119:-0.4230007144020074 120:-0.1308489270645147 121:-0.1076967331147614 122:-0.2688161250544215 123:0.2890835913772849 124:0.5611137500200666 125:-0.5507743181233342 126:0.2003069753746504 127:-0.3690424258768377 128:-0.1481981188815429 129:0.2901872496158033 130:0.09876031957011575 131:0.4163659491903703 132:-0.1987671531337119 133:-0.5031063395490079 134:-0.1730441505784542 135:-0.2387701031304257 136:0.03686121482892431 137:-0.2796267866423675 138:-0.09985408173138052 139:0.06453019443422067 140:-0.6429717485399933 141:0.0006381141793307399 142:-0.2628507346898086 143:0.00259752958833305 144:-0.2516857307554189 145:-0.5708996724420367 146:0.1574033068220239 147:-0.1637076107362236 148:0.05672782775799451 149:-0.03735041109817983 150:-0.08013860865229916 151:0.0556945647800248 152:-0.05508200641730299 153:-0.2216449404861011 154:-0.22024144507685 155:-0.03697072632930105 156:0.0002596016561625322 157:0.0654108912709333 158:-0.1078935368676848 159:0.3776648536882061 160:-0.4068905197384904 161:-0.1527594445550161 162:0.2092019269412306 163:0.008394836356873117 164:0.3726377201611538 165:0.192270213602879 166:0.2422040287269122 167:-0.4144132905699369 168:0.2495037717179246 169:-0.6628050647929282 170:0.1184940418020356 171:0.219206914905599 172:-0.9669967320098926 173:-0.06155457000463415 174:0.1803007186551956 175:0.2791753869649678 176:-0.3529828217457222 177:-0.1708505773236806 178:0.03667837418040223 179:-0.1033016910860097 180:0.02934170368807124 181:-0.1174823858614392 182:-0.210098176708149 183:0.01710909356633143 184:-0.1840277809910582 185:0.473183551804636 186:0.2116136312041159 187:-0.06096735257985517 188:0.6452519686128758 189:-0.1286370285868219 190:-0.07472212242730947 191:-0.5625841326309117 192:0.3827965232300218 193:0.4506829475121294 194:0.1830579664697547 195:0.2745732053144155 196:-0.09117545400217114 197:-0.049200391873138 198:0.08152896818554732 199:-0.07189633403387949 200:0.06777911908600387
+1 1:-0.5447447959649028 2:0.1513692136857313 3:-0.2722013890852289 4:0.03365646349792541 5:0.2410286076205225 6:0.09872607850172832 7:-0.05277627407584226 8:-0.4529074368130664 9:0.5642826834061149 10:-0.1480297171876201 11:0.1572275432346626 12:-0.04437576217594474 13:-0.05276295607441076 14:-0.258086952349365 15:-0.08019674298625355 16:-0.210621572897129 17:-0.2551955745858964 18:0.3935709600093615 19:-0.2827396588568405 20:0.4888324584428033 21:-0.232633858532373 22:0.108155156750291 23:0.3959207221647842 24:-0.1792762520129423 25:0.5034496287403301 26:-0.5793061945063513 27:-0.294125147477971 28:-0.04330564881389512 29:0.2803897872261721 30:0.1955139277134078 31:-0.02337381948246467 32:-0.1452941751355742 33:-0.2660360555829124 34:-0.3742109132577586 35:0.3928353659209287 36:0.1129986433252833 37:-0.3123681027779808 38:0.2444866880507851 39:0.2439044047721756 40:0.1776198229640872 41:0.1830051315349254 42:0.5457900623842634 43:-0.8884299621519147 44:0.04287247657301331 45:-0.3899485264248734 46:-0.09365482568856143 47:-0.1655085843631426 48:-0.02263881293451768 49:0.2989024934652433 50:0.05505869237247075 51:-0.5597348938224748 52:0.3620794624857195 53:0.2596670723835255 54:0.2125147362415309 55:0.4983322887789075 56:-0.1625037602009384 57:-0.6158139524726444 58:-0.3690618356198284 59:0.2849803318439769 60:-0.597976618846372 61:-0.04044038500975919 62:-0.1686592340718105 63:0.1291589716048122 64:-0.513673809697631 65:0.2717353529398496 66:-0.2530326529461915 67:0.01024800557814387 68:0.8266362380899809 69:0.3965450641432694 70:0.008396058814661489 71:0.1156359985254486 72:0.1049118121381187 73:-0.2015134192977728 74:-0.05852805521411941 75:-0.02908016628884383 76:-0.354232404421179 77:0.3696449797994188 78:-0.3093063880687635 79:0.4776396256606982 80:-0.4691576948658193 81:-0.1120894226382325 82:-0.2700289686675655 83:-0.4172954537877451 84:-0.7968536826192196 85:-0.175367373994021 86:-0.2028392273651458 87:-0.3302840356050998 88:0.6492985362029433 89:0.1060128757005992 90:-0.2381749925872301 91:0.1046899113545321 92:0.2788519977994822 93:-0.3221061018546302 94:0.001208399023851461 95:0.2179621349326997 96:-0.4932858964888674 97:0.0569560123465227 98:-0.03608295114329571 99:0.4440133674054855 100:0.310277978135754 101:0.1250857371418324 102:0.09149678623595947 103:0.7034035933271539 104:-0.3364635384544221 105:0.2909780426829954 106:0.009270212361963515 107:-0.2728401417157323 108:-0.2139192385601712 109:0.2922741017009673 110:0.05649483274905191 111:0.0274599158315517 112:-0.4045662123322699 113:0.03602398918112666 114:-0.1881295280708802 115:-0.4090896191082208 116:-0.008412061577618368 117:-0.2070781678927401 118:-0.1673046850137824 119:0.1026962969404962 120:0.1935260023669178 121:-0.2085230918837107 122:-0.1804785038759691 123:0.8135293366872391 124:0.04768145484378697 125:0.06570181020299849 126:-0.2481669666717108 127:0.0162569340942687 128:-0.08298925718771805 129:0.3962986964360362 130:-0.4425068877152316 131:-0.4908131453386354 132:0.06355935180078075 133:0.6769752062013885 134:-0.01764995019800519 135:-0.3312570906629805 136:0.08025891124203322 137:-0.2932300230562215 138:0.4520085595307647 139:0.01819889866487914 140:0.3573967719000238 141:-0.6720967402655849 142:-0.4163376780049843 143:-0.01876515373440585 144:0.2828985733399412 145:0.1010156597299159 146:-0.3965012643364674 147:0.2416251326911195 148:0.4454859286476072 149:-0.02594950270760626 150:-0.1876095993004029 151:-0.1958995983800484 152:-0.03766533355293072 153:-0.5073582269626877 154:-0.03637225937003356 155:0.3657304045533561 156:-0.2595071606060418 157:0.3615098111583522 158:0.2945013752251613 159:-0.3039834860087674 160:-0.2206521942005365 161:-0.2518447208145295 162:-0.006439365923858284 163:0.09819503894147191 164:0.06886366910543631 165:0.2322387182743395 166:-0.01364434674272624 167:-0.1243955245952246 168:0.6009395412607802 169:0.07626549411127193 170:0.3606659732720571 171:0.1486226097057907 172:0.03007461237031588 173:0.545403506705925 174:-0.1380108599321565 175:0.1569641015688909 176:0.3881133616000788 177:-0.8214040489199739 178:-0.3197962329608418 179:-0.283881620129622 180:-0.1374604478726005 181:0.04269861093048749 182:0.3042252785671185 183:0.18042096043016 184:-0.2301413315049636 185:0.03343882007986562 186:0.3881507419268775 187:-0.3341071718854021 188:0.4531385119870103 189:0.5312312456654262 190:-0.3611586884266413 191:-0.2459708287243224 192:-0.1429212375518753 193:-0.06944088933943451 194:0.1336372519426512 195:0.5989458947577113 196:0.4048779345836493 197:-0.183550415514828 198:-0.3778691379650874 199:0.02880358463167082 200:-0.6136437415063867
+-1 1:0.1897349555605242 2:0.02754247044102779 3:-0.08559402105445657 4:-0.2680944189521035 5:0.3316764888935799 6:0.04902121472209546 7:-0.4270880570936195 8:0.253084672188372 9:0.1467061471152262 10:-0.2615650116828141 11:-0.1554239838242964 12:0.5339065364437725 13:-0.4113074388823836 14:-0.2298671207569306 15:-0.4050516643599774 16:-0.6370842898688908 17:0.1315540358156528 18:-0.1065152439507298 19:0.08421506179763832 20:-0.2709049227766487 21:0.03625917604921972 22:0.2996643380453964 23:-0.3248315350967954 24:-0.01576024852331342 25:0.4281184166650887 26:-0.2038966212287074 27:-0.009151021962212839 28:-0.1082932929591036 29:0.1761562094032994 30:0.3453520821504597 31:0.342936440355698 32:-0.3188076319947333 33:-0.6804477674327184 34:-0.2037792603266138 35:0.350421939636961 36:-0.05691397430454481 37:0.07960375027586916 38:-0.4000587444667986 39:-0.2117395609154144 40:-0.7934727942185088 41:0.9643102584231708 42:0.3887522804821462 43:-0.09959420726268925 44:0.3268045728622841 45:-0.3834580179016746 46:-0.4212225677965015 47:-0.8279282586339749 48:-0.03982882995324839 49:0.477997609319464 50:0.3056990801850999 51:0.3270584196855618 52:-0.4999465997145951 53:0.4577060474894547 54:0.4350934717019921 55:-0.02608153175288244 56:-0.01071024761940433 57:0.626586504779087 58:-0.07607480616483712 59:-0.1303349897996514 60:0.05220054649530473 61:0.4442617228953682 62:-0.2683618208347187 63:0.7013632796028897 64:-0.5443184613290184 65:-0.3297977493649875 66:-0.4219753349491313 67:0.1440617107175576 68:-0.1530254985529007 69:-0.5986492904315931 70:-0.1058679677074985 71:-0.001576359341419385 72:-0.07577548641644725 73:0.2935060096617719 74:0.3174465548615031 75:0.2937481503249049 76:0.4289409291515956 77:0.2864418258853327 78:0.3471927302059575 79:-0.1772308334061212 80:-0.230510086439922 81:-0.1775236226636564 82:0.2703043302559737 83:-0.2421637287321461 84:0.3357980283476367 85:-0.3340123294927176 86:-0.348338579191081 87:-0.1115956029919316 88:-0.2877562516925312 89:-0.1430891502715121 90:0.05496029063023072 91:-0.3880627970197938 92:-0.05424536566578217 93:0.3486572816993461 94:0.1051560433127968 95:0.301012645076688 96:0.09550913080435097 97:-0.3216140923201031 98:0.3732388029350062 99:0.08662980060292713 100:-0.5848612800357265 101:0.05296422624877073 102:0.1883779893962977 103:0.08499831769460342 104:-0.1259281124511968 105:0.3866814726895818 106:0.434922769687225 107:-0.1256090155499965 108:-0.06105529521485964 109:0.106525915755876 110:0.07522140523205099 111:0.128502775735881 112:-0.3528768974238766 113:0.1416101140209663 114:0.1889980178239407 115:0.6956237853050367 116:0.9999999999999999 117:0.6095105396299758 118:-0.6988557603568994 119:-0.2436660441453312 120:0.2505677419961692 121:0.01847167219706991 122:-0.3570906724840713 123:0.005268641556859965 124:-0.1676181674176567 125:0.4273572790023885 126:-0.5405768650308403 127:0.08652959032932872 128:-0.05536308346297961 129:-0.2146427987495558 130:-0.5194180975363634 131:0.2944438675254164 132:0.5547396021439925 133:0.04340838949567437 134:0.4128726674985412 135:-0.1555436445617974 136:0.1284949073783068 137:-0.05870856087246712 138:0.2581627050052163 139:-0.009041945328358753 140:-0.00599867474357745 141:0.2360512198618644 142:0.0357313813936786 143:0.3526888574883654 144:0.6990518306153148 145:0.5918470940477658 146:0.573261805535089 147:0.1757568563026675 148:0.04110525021573959 149:0.2018731988072491 150:0.1049653230275957 151:0.5398905022619733 152:-0.1194755741431534 153:-0.120842752696269 154:0.0498085373132563 155:0.02584665679286045 156:-0.5643147862168627 157:0.3380775580421161 158:0.01482778736039103 159:-0.2719159147723877 160:-0.0002764035217825908 161:0.0563645874703847 162:0.4510128796232048 163:-0.1746253091575844 164:0.4525333657372211 165:-0.3656629103572199 166:0.09271335374042575 167:-0.6851152395030805 168:-0.3086562336514617 169:-0.01449712103571804 170:0.02840682209897778 171:-0.1803592541901666 172:-0.2777200982966625 173:-0.4217821209853252 174:-0.3326860893958365 175:0.3708711859540338 176:0.04380820801639765 177:-0.3411272257516176 178:0.1053373360617824 179:0.3242063085568676 180:0.3414099404541848 181:-0.4926535422707831 182:0.03910579355166136 183:0.2620426779394509 184:-0.1451981040817068 185:-0.06006069641893954 186:-0.1722155351810016 187:0.5530031474872721 188:0.075680895159194 189:-0.1480661006023725 190:-0.07460971452933927 191:-0.1170143809854886 192:0.2599977320359291 193:0.2760206210251096 194:0.6686948302357812 195:-0.3983094877439153 196:0.1091163330985344 197:-0.3749456197738684 198:0.1348482970010987 199:-0.2494224327158373 200:0.1194818743498172
+-1 1:-0.4419178583836382 2:0.1307866593457192 3:0.2922553406533955 4:0.4005382864969711 5:-0.5633586122371118 6:-0.07696893855033728 7:-0.1126689296205629 8:0.03904675315582598 9:0.03816605130075239 10:0.3446920337026138 11:-0.08544685289285926 12:0.1611409602813358 13:0.2383327865727899 14:-0.07166606586418611 15:0.1591368595760482 16:-0.438881319967688 17:0.2813533390119224 18:-0.6552345346842255 19:-0.137641005053804 20:0.1448224740788724 21:0.3642059179396269 22:-0.1167214089370607 23:-0.1624425813894873 24:-1 25:0.4900172129040914 26:-0.3362210858875149 27:0.2595852117265997 28:-0.393737518900965 29:-0.4907423112040716 30:-0.0232840282894747 31:0.04019875255488811 32:-0.1260240627748195 33:0.270087534043799 34:-0.713385155333314 35:0.3322913133178374 36:0.05156131488155595 37:-0.4572247450509082 38:0.2534421700359449 39:0.4949662685966817 40:-0.01634098206777135 41:0.3024836716142287 42:-0.1477703050452534 43:-0.3726072359289926 44:-0.1992276589502298 45:0.1101121142825614 46:-0.3531647810133286 47:0.2567337380325569 48:0.3312028526171171 49:-0.2515638343400033 50:0.3782868388065915 51:0.1902757135002009 52:-0.06234426918694992 53:0.04909284406477721 54:0.1768401755256238 55:0.9332921394267728 56:-0.6615997453551485 57:0.5843393466745789 58:0.009047643164504763 59:-0.5947189601070813 60:-0.2099202377805315 61:0.2734345758777266 62:-0.1901621494699981 63:0.06747607932440035 64:-0.4151495641756983 65:0.1850903939826214 66:0.2356711006511608 67:0.0854376527852535 68:0.1788764472321265 69:0.4078995000370561 70:-0.2467203535654255 71:0.3485703414668311 72:0.08272066912578806 73:-0.505108904690498 74:0.2066068947222006 75:0.435885981962026 76:0.2845613024917926 77:0.5797270777506239 78:0.1534945139635987 79:0.8261394711411457 80:0.1595622827154802 81:0.773176651206964 82:0.2865065643515048 83:0.5429503916541796 84:0.06392975348030705 85:-0.1810073550307379 86:-0.08799978044353332 87:0.005649257823083759 88:0.1999432548677355 89:-0.1037327585199826 90:-0.6318443315182389 91:0.01094669282477782 92:0.5995090665413915 93:0.2477749449633712 94:-0.597498787989561 95:0.09058231681871332 96:-0.05492467935079541 97:0.1715891558758663 98:0.4103485089679489 99:0.3312947319100288 100:-0.08183505564341749 101:0.2776133171683204 102:0.3927288201535717 103:-0.1832324509688512 104:0.09766630958118483 105:0.06999712345019274 106:-0.001164436491920808 107:-0.06698126130938337 108:0.4000767192837413 109:-0.5352923666859475 110:0.05375125579826057 111:0.351839792035317 112:-0.578910070156854 113:0.2852551223861178 114:-0.5002016238277042 115:0.2929697936446519 116:-0.2462686425813687 117:-0.08914587504919513 118:0.3380788674962164 119:-0.331779165169471 120:-0.1078770098124744 121:-0.1626047662206303 122:0.003312390551218361 123:0.9999999999999999 124:-0.1383276775248952 125:0.118906425345991 126:-0.006211745717634184 127:0.01043929045001507 128:0.1663978739730023 129:-0.01733084482385276 130:0.3420871038428417 131:0.4437762036030386 132:0.1089591432115637 133:0.03286191122922155 134:0.06700640466256984 135:-0.07980013160321076 136:0.1541954511736575 137:-0.510646033803219 138:-0.3705786427395139 139:-0.009272705278157101 140:-0.345023292549439 141:-0.1312938072392121 142:-0.0525290645780128 143:0.250259492201204 144:0.0958189623268204 145:-0.103155183458442 146:-0.9283403617077923 147:0.06423825430220904 148:0.1784451293977829 149:-0.3571992048048669 150:-0.1170494707539726 151:0.006200744946256914 152:0.3889092921774466 153:-0.1715375261739622 154:-0.5133927980473255 155:0.2203254551037321 156:-0.2589655943863837 157:-0.1781177465646897 158:0.4731653958352424 159:0.003341722865077293 160:0.04945216175691959 161:0.131807712350769 162:0.2071264767200935 163:-0.7181579403217984 164:0.8389298327677418 165:0.1500843407882784 166:-0.3298155608904108 167:-0.1137728741993529 168:-0.05789363010332307 169:-0.1694998957837868 170:-0.1021933015823307 171:0.2171505807131065 172:0.0374572379074488 173:0.5249505080257546 174:-0.5145809234609052 175:-0.01162982883665645 176:0.2407593245212741 177:0.4030418930978044 178:0.2156597197669924 179:0.3771956513526872 180:0.579092365778066 181:0.1126729030870333 182:-0.5304330331783491 183:-0.08606314140501597 184:0.007011978046856056 185:-0.05615718679547198 186:-0.6257297925155653 187:-0.158210848474065 188:-0.4844187536408725 189:0.2537732961428359 190:-0.07684639688785339 191:0.4265179344140411 192:0.6413438301523005 193:0.06468378407162408 194:-0.1398744641349705 195:0.1751417208891371 196:0.5528315720966124 197:0.47057810821647 198:0.1297772385646282 199:-0.4194865488019515 200:-0.03164291262797483
+-1 1:-0.17037119203354 2:0.3037336076544184 3:-0.55252367897815 4:0.3249208714345364 5:0.1251508506945754 6:-0.3805874814663806 7:0.3011823028740032 8:0.2928996955040936 9:0.1397238823514978 10:-0.1608342568389756 11:-0.09166893527096615 12:0.5264423991041005 13:1 14:-0.3932782754332344 15:0.08244241673328428 16:-0.03563964932642213 17:-0.2309095138071231 18:0.375124628901126 19:0.2945348413615708 20:0.724767929831254 21:-0.4197171095124786 22:-0.6566878397529181 23:-0.1688621231497859 24:0.1335007269547161 25:-0.04920149689412351 26:-0.01478294484240775 27:-0.4792700027915359 28:0.3033750797990721 29:0.3895040159636455 30:-0.07515571376570934 31:-0.1454331142359789 32:0.05533005804355431 33:-0.05459773290008982 34:-0.1477943570642543 35:0.1694407203425384 36:-0.9600077397046221 37:0.3132972479394903 38:0.388689207424915 39:0.5971820100481521 40:0.3357782075584153 41:0.6305015896971859 42:-0.6749739091047493 43:0.168849332318236 44:0.439829165581166 45:0.1957739141091457 46:-0.1075835142441894 47:0.2627657945468294 48:-0.5295097332377318 49:0.1983119644795672 50:-0.1571570236158355 51:0.5189133868624231 52:0.09327043122236814 53:0.3615574494338217 54:-0.1738822245121721 55:0.07148615364780583 56:-0.4225184143978981 57:0.2956290706302408 58:0.4202482210968701 59:0.3229170122539326 60:-0.1200979921551385 61:-0.1872285884967136 62:-0.05585341634132812 63:0.1612849305672225 64:0.0421242638290921 65:0.3027165505485982 66:0.1922124245046741 67:-0.1717710492837703 68:0.1303366401480482 69:-0.1539970654573775 70:0.001298605054886687 71:-0.6252896779703306 72:-0.3575813872800447 73:0.0673751577024998 74:0.5376022770999511 75:0.01330321088334946 76:-0.4759450445192883 77:-0.4725444393455523 78:0.2596821663205941 79:0.07088999731161927 80:0.08243308132138744 81:0.3454473174513327 82:-0.5930226529190762 83:0.4657710443953801 84:-0.5969996526043427 85:0.1901832997787962 86:-0.1649510157544209 87:-0.06505210872651621 88:0.1363545294431719 89:-0.5046050273332294 90:-0.100031595072228 91:-0.02455107971186379 92:0.3246336950234285 93:-0.3931589815704442 94:0.3283427254801577 95:0.1623917607614441 96:0.6484878621763441 97:0.2924845356260374 98:-0.3049689650411484 99:-0.4490981988965052 100:0.3733033113594219 101:0.1652860749259117 102:0.467504869063112 103:0.528563516215117 104:-0.2777129409844312 105:0.2902114281194221 106:0.1165984392916513 107:-0.5014172001460413 108:-0.05509984043413063 109:0.2527285287729996 110:0.07455681564438441 111:-0.01363056041695186 112:-0.03444656082714341 113:0.0605017364447893 114:-0.3226284082061934 115:-0.2277626419173123 116:0.4176835984669902 117:-0.2367274554485434 118:-0.4986214351199373 119:-0.4167010126742164 120:0.0816326583374198 121:-0.3977990921926518 122:0.2938027341256934 123:-0.9799748609723171 124:0.4695644153903734 125:0.2560779970832168 126:0.1449642796888922 127:-0.008157617117207035 128:0.1897078193827535 129:-0.4380274143875579 130:0.1681348117801962 131:-0.1225538219138595 132:0.2475214901998591 133:0.2743553204490278 134:0.0570948402072582 135:0.6451467080137537 136:-0.1185852399859794 137:0.2656418593145085 138:-0.2739741144114142 139:-0.1029673822161483 140:0.1034218899467785 141:-0.01939834720943887 142:0.3915706758234664 143:0.340560366084936 144:-0.1096524321849254 145:-0.02904742837333485 146:-0.2264513424714505 147:0.3975629485199262 148:0.5770836660946367 149:-0.5317261970503359 150:-0.02790015383016417 151:0.3905417798330152 152:0.5634732301306957 153:0.03314067633453033 154:0.4778996065166027 155:-0.1456182892116315 156:0.4028406788559842 157:0.01508022105565537 158:0.03216282325896463 159:0.2049899030940901 160:0.0473319503784263 161:-0.5007027920191172 162:0.3279741311039509 163:0.09230569525163607 164:0.1908531626021371 165:0.3078154954899386 166:-0.08856269748493853 167:-0.04167256211815999 168:-0.001848860753258387 169:-0.0727103175062452 170:-0.2675091482458836 171:0.2017085022307563 172:-0.03095760367669943 173:0.04189498162514116 174:-0.08221536479063629 175:0.466506801016742 176:-0.2414830035575481 177:0.1331306930352984 178:-0.2225432853817539 179:-0.1221036772645425 180:-0.09830941012847094 181:0.06413262731144043 182:-0.5515141742360509 183:-0.1806245540163313 184:0.1213687968059082 185:0.9999999999999999 186:-0.1028264537430754 187:-0.3438979952289953 188:0.01628581901663687 189:-0.04398837386272984 190:0.15862546764947 191:-0.02775012012662875 192:-0.008365323411043069 193:-0.4113866697204893 194:0.2173934535691865 195:0.3092889787478202 196:0.5849349817828358 197:-0.1971838463264775 198:-0.08260174543324744 199:-0.4934805039231686 200:0.12583579976668
+-1 1:0.03469097440539434 2:0.5745720804379635 3:-0.06668941073600389 4:0.1851468297989764 5:0.409306251932977 6:0.07093259712572875 7:-0.7926046851084054 8:0.1943354588686766 9:-0.0873519673096888 10:0.3304582511795826 11:-0.3472030315005353 12:0.7027076156105255 13:0.0251557279415026 14:0.318924089757564 15:-0.3717904145247856 16:0.3011916992244019 17:0.8643462342325726 18:0.09668746038298347 19:0.7341596056507027 20:0.04846142984879906 21:-0.4090077546824895 22:-0.3663999939386815 23:0.3454929319539708 24:-0.03414144083591995 25:-0.2601782528720402 26:-0.0588568722999179 27:0.5414868569003115 28:0.0105548467124987 29:-0.1354060337027738 30:-0.4176824877215515 31:0.1182254260270012 32:0.3432027421793397 33:-0.511752345319697 34:-0.591337691802658 35:-0.2446329415935208 36:-0.05295844095611618 37:0.3124331997161466 38:0.1137423206042417 39:0.4223709011363685 40:0.161914571714157 41:0.298384521721801 42:-0.6118967822609489 43:0.2299308263005573 44:-0.5355211904111026 45:-0.4337198751857507 46:-0.2303564160372167 47:-0.07532162906737173 48:0.1663726584609863 49:0.2158200833283402 50:0.03972954991853553 51:0.3188839852948044 52:-0.07149713021960663 53:-0.2657408924166152 54:-0.09458460425820422 55:0.4030693338890999 56:-0.360994865436616 57:0.07627286369207245 58:0.1211256506932725 59:0.3664731256225542 60:-0.08861289719603864 61:-0.7093106870890766 62:-0.1044276745759798 63:-0.4310483953767925 64:-0.08072603235484652 65:0.2793057664411628 66:-0.1267354469591119 67:-0.1366888476338446 68:-0.2006746289556046 69:0.7503546752932606 70:-0.7471890956112639 71:0.2561640044099098 72:0.4921509767186339 73:0.327785247290816 74:0.1212848441465104 75:0.623848293791293 76:-0.001838012532863097 77:0.4100196697434075 78:-0.6184800133245841 79:0.5026103507986062 80:-0.08484573380037574 81:0.324833282283927 82:-0.3790636088542227 83:-0.2240433907103866 84:0.1185365148455213 85:0.08510395471072968 86:-0.01512316513166678 87:0.4931403363374638 88:0.2478337078884565 89:0.396466421159584 90:0.000380010713652755 91:0.2916180616946064 92:-0.01622238610580434 93:0.3192347699349161 94:-0.1944294127634648 95:-0.1046243180674925 96:0.2014410175125384 97:-0.1339414173248567 98:-0.4216127819896197 99:0.1883156200415241 100:0.0763385561680139 101:0.2498816093911635 102:-0.2837877856270387 103:0.2578570750719084 104:-0.2167580799450929 105:0.1958532139666614 106:0.1343817780642993 107:-0.08173277716662923 108:0.3189462685013306 109:0.2330611376147511 110:0.7496332459688045 111:-0.077389773758404 112:-0.02381137773574435 113:0.2469680439994176 114:-0.3995509780991257 115:0.1525284912247586 116:0.8781704036292574 117:0.2300958042495635 118:0.2469034503497479 119:-0.6911651938830551 120:0.1106873014833152 121:-0.9702532306727839 122:0.1198311249927076 123:-0.1041419663313263 124:0.5584873697177271 125:0.01676306643494946 126:-0.06495609934249691 127:0.3480353599778562 128:0.6530830043395625 129:-0.198261109798155 130:-0.6097005766036609 131:0.1864642346145766 132:0.5192742562137354 133:0.2826308525669358 134:0.3834645107244456 135:0.183462860156739 136:-0.23622413914747 137:-0.1444501283948006 138:0.1953957065394333 139:-0.07903411252026647 140:-0.2476513433889068 141:0.2285229067831395 142:0.05842030769188505 143:0.2084050028044903 144:-0.3304074259086026 145:0.5555416703533539 146:-0.06938538809517503 147:0.06744520256902702 148:0.1545392222693938 149:0.0866704530256947 150:-0.05986202847307767 151:0.4833754903923783 152:-0.4398609514584741 153:0.7730635856115309 154:0.3193757801326909 155:0.4611565670968634 156:-0.2228468658100659 157:-0.1125492440245834 158:0.3317384648557627 159:0.5069502071100651 160:-0.1302235629081698 161:-0.2540426963735768 162:0.2921787940166127 163:0.02396100424373546 164:-0.3125570978976692 165:0.1088580802513364 166:0.3369399632788043 167:0.01880734032215378 168:0.07513534058229418 169:-0.2230873262530614 170:-0.05891733840727829 171:0.0754496509752995 172:-0.3832339331715582 173:0.4132657072231521 174:0.7421727762430923 175:0.1174520505749668 176:0.9157566157397126 177:0.2422283092303357 178:-0.4168936272041731 179:0.3200160298781585 180:0.1235120502748257 181:0.03646759109565118 182:0.06484939033502077 183:0.6432772167418226 184:0.01439862679500715 185:-0.8133970606881451 186:0.04140488550275061 187:-0.3016411953290992 188:-0.1067674603852008 189:-0.4068916326002966 190:0.07042277084201573 191:-0.3972771287394626 192:-0.08177252074732103 193:0.1488645924794214 194:-0.05830614041121276 195:0.2730507914584948 196:0.06763475178614925 197:-0.1208833108593635 198:-0.2358657601016904 199:0.02717161910935394 200:-0.4125991798835111
+1 1:0.6488777228705307 2:0.3785108212754849 3:-0.1564387424229896 4:0.1903619105511791 5:-0.6838637408470741 6:-0.2245467516050148 7:0.1612480664412164 8:0.01683723204962724 9:0.2301407362911303 10:-0.01853461104862636 11:0.3866185512688226 12:0.3406871148633265 13:-0.5946108436683855 14:0.01690915080224134 15:0.1771688337354924 16:-0.3946296690040874 17:0.4240229402886123 18:0.2121322741768753 19:0.1558502351492936 20:0.05652206834305312 21:0.1911693356680604 22:0.530310643065326 23:-0.2308346180848404 24:-0.4432857151983039 25:0.2921135673982075 26:0.0375780056527785 27:0.1453844160813493 28:-0.4975249363751072 29:-0.1107035973956804 30:0.2934726199381903 31:-0.2352494595581311 32:-0.04293490841990194 33:-0.3271789609793415 34:-0.1061103685342847 35:0.3575616078233482 36:0.1232610699758539 37:0.0544580023412799 38:-0.3712510584671355 39:0.1760718743034838 40:-0.3508890067779696 41:-0.1343871884306749 42:0.4054687187455133 43:0.2036599765498969 44:-0.367792391994566 45:0.4019331641733289 46:0.2804113502846888 47:0.2268726941434556 48:-0.05681320643077489 49:0.3068882687432037 50:0.007910357763635609 51:-0.0151472957616214 52:-0.5533953526136699 53:-0.1638410720968227 54:-0.08067870885362383 55:0.00726369878005281 56:0.2994759212411124 57:0.1291542003972269 58:-0.2499811876783075 59:-0.08955530355454372 60:0.9276490176025669 61:-0.03949545375225785 62:-0.2375256463749922 63:0.4902927610341424 64:0.2426740704628121 65:0.5827042590362823 66:-0.06884583774736076 67:-0.2209418630138415 68:-0.3172399497444132 69:-0.9671988040362708 70:-0.2938224880301354 71:-0.2589205582363694 72:0.1916006853384785 73:-0.0398515393299306 74:0.05309950370649673 75:0.7008155369709573 76:0.2019836681340679 77:0.463631257268258 78:-0.3356318240350741 79:0.315230355493182 80:-0.1367072780044908 81:-0.1516642393610665 82:0.2768078470250063 83:0.1608166729476216 84:-0.3313921122389678 85:-0.05877414201339548 86:-0.1287970003493303 87:-0.02559168831037949 88:0.190865110503024 89:-0.3007661354625452 90:-0.389621630834171 91:0.2192050486847196 92:-0.2477953658056013 93:0.2831039741606119 94:-0.2529631817439879 95:0.06981355328678571 96:0.02680008872825146 97:-0.1567955313626114 98:0.7854037988551533 99:-0.6450281200105539 100:0.1358220813975684 101:0.1950957764549919 102:0.4362001120943921 103:0.5152561565526629 104:-0.03904617050079802 105:0.4992475493571365 106:-0.4170661423941338 107:-0.3436732174362995 108:0.5306609182322826 109:-0.1331372092500943 110:-0.5584393051829033 111:0.2209312811376954 112:0.1996907746444231 113:-0.1690919724115829 114:-0.1104810826380851 115:-0.2968513030054055 116:-0.4647337982979326 117:0.4917038653600438 118:0.005761598213094243 119:-0.4116982217693328 120:-0.1043870567751037 121:-0.2629574348142798 122:0.1487725687354302 123:0.3048575956678213 124:0.03241331661992584 125:0.3734528161604329 126:0.2176007797860268 127:-0.195813786127744 128:0.5140841126691458 129:0.2068928337823286 130:-0.5980393278501779 131:0.1934877720991107 132:0.1501145315489446 133:0.3467157548042785 134:-0.2817295696013156 135:-0.3585543046228272 136:0.1713851882706983 137:0.08271948260146908 138:0.0597388653972433 139:-0.1334070796898421 140:0.05798677280814131 141:0.1161482280621947 142:-0.4237877434901791 143:-0.3513970390266737 144:-0.2422883505846954 145:0.4820590397808137 146:0.4452027318671079 147:-0.3048733377913397 148:-0.01112006739263652 149:0.3785464867700494 150:-0.2407308314539309 151:0.2835436723028047 152:0.00986697246044517 153:0.2277672738970205 154:-0.4455217713665016 155:-0.1182373855024234 156:0.1195889557916021 157:-0.525491794909655 158:0.1452733399741442 159:0.606722466571158 160:-0.1034504691942957 161:-0.1740273958233894 162:0.3606750193091817 163:-0.192254751411089 164:0.63964855488618 165:-0.2391396601439821 166:0.05399800468966923 167:-0.631373374789106 168:-0.004902239622444328 169:-0.4180305498354515 170:0.09045889703775888 171:-0.3239326152157376 172:-0.1282827000881515 173:-0.3312680977033205 174:0.4104754147053504 175:-0.04242438916162117 176:0.1299429685924666 177:0.2929495449007381 178:-0.1543907351655131 179:0.09117194186041677 180:0.2842088556831728 181:-0.01523095090789139 182:0.5247377123014193 183:-0.6449130581026482 184:-0.3141887986481742 185:0.05469953973820904 186:0.1974692939298544 187:-0.2334013997565225 188:-0.2409519605904461 189:-0.1933598024656914 190:-0.1564879001176607 191:-0.7806949731926178 192:0.426194538600725 193:0.394292590700105 194:-0.3762532119167686 195:0.2515425002002936 196:0.0277975461898754 197:-0.2267068993274919 198:-0.04833588316832921 199:0.03935470253185037 200:-0.03195026933386202
+-1 1:-0.3621364889369196 2:0.06969663110077381 3:0.1706590848987558 4:-0.2214550864753827 5:-0.2255581139010949 6:0.3675005989450648 7:-0.4151382640949291 8:0.03571630754933319 9:0.1992149335595212 10:0.08664728469373323 11:-0.1111771826192741 12:0.1161728202437433 13:-0.1558467872881009 14:-0.5408387333649807 15:0.1829345111356527 16:0.1215305170956721 17:0.5493950787925227 18:-0.1433615153728488 19:0.1951663595465792 20:0.2169350768360879 21:0.06591154016527737 22:0.06827723892517765 23:-0.3480616381578073 24:0.1370030951504964 25:0.4849900669263911 26:-0.03106140484375033 27:0.1781461562774287 28:0.2594716434334341 29:0.268195672696593 30:-0.1217809413546722 31:0.2322972480704035 32:0.4363724502375755 33:-0.1369593729072774 34:-0.1526419774478119 35:0.05626648969587254 36:0.2333974334429815 37:0.03654279099649894 38:0.0339561375405608 39:-0.03781579611042162 40:0.5389813534572676 41:0.4877512460287744 42:-0.4626627254463207 43:-0.1868392538928542 44:-0.1039345722966607 45:0.2318775814200385 46:-0.5714198840213826 47:0.01976064983290665 48:-0.2170816673246165 49:-0.09691899511968249 50:0.2524890535387147 51:0.5894491188541559 52:-0.09440462446089683 53:0.01633851987220625 54:0.05913390276781501 55:0.03508894911225712 56:-0.02056263528331476 57:0.2404784854275501 58:-0.3278972401331794 59:-0.1335368891236441 60:0.5988159829861629 61:0.01112699531357867 62:-0.1415987494965559 63:0.4940312300146087 64:-0.5611570333133484 65:-0.3704937506743531 66:-0.3656459209959431 67:-0.4325780263488224 68:-0.2408263290734191 69:-0.2563827237437399 70:-0.355486013373635 71:-0.3245015087105925 72:-0.1581860818510084 73:-0.1702204818606107 74:0.02974623678349376 75:0.1307808137315294 76:-0.1517586004229856 77:-0.4553863722538117 78:0.1429953793244876 79:-0.4769776699346077 80:0.0925090422636532 81:0.3646561156461526 82:-0.5059659492413566 83:-0.4718802847213016 84:0.1191081375830106 85:-0.4114465731088073 86:-0.5339077029366793 87:0.1179182469520081 88:-0.2368980116718146 89:0.01358100525033835 90:-0.03461148026404731 91:0.468858184473534 92:-0.1253464543168908 93:-0.5728040079097624 94:0.6293260311094432 95:0.2317452911644417 96:0.08624428288559835 97:-0.09640460797201461 98:0.7057366342520957 99:0.2879235145794112 100:-0.2707550760354647 101:0.2460310515438774 102:-0.1027376784480403 103:-0.1141765806603261 104:0.417877020156064 105:0.1297925226477195 106:-0.2822905602465967 107:0.1652371541230222 108:0.2240065930014356 109:0.483235967851864 110:-0.1091173765080332 111:-0.02339380642807719 112:0.3422434426713096 113:-0.1057642886933504 114:-0.1458190223143764 115:0.5521101649144939 116:0.07360853584843804 117:0.02889873170297819 118:-0.3245781370677756 119:0.2392949869537669 120:-0.02432149357574109 121:0.4814846788259647 122:0.1767500309842395 123:-0.4230426350364683 124:0.2451774671849274 125:0.2572737781508135 126:0.9999999999999998 127:0.01669120788565807 128:-0.01555145195577778 129:0.2861608519615116 130:0.1818779677943757 131:-0.4054883600896413 132:-0.00508520946087657 133:-0.3421303422379652 134:-0.3147285501926173 135:-0.4134777592045829 136:0.2226478431423171 137:0.01308741307448229 138:0.1325392861790424 139:-0.01960610146567444 140:0.1226684466989243 141:-0.04701393066283026 142:-0.2433823862617905 143:-0.1817121043166099 144:-0.2835420944043021 145:-0.3042458864321815 146:0.3876083772099975 147:-0.3868903135263997 148:0.4052919217774492 149:0.2956520762649836 150:-0.1227380436514126 151:0.1890977479591099 152:-0.02574267094469249 153:-0.298777224776878 154:-0.3856559278308545 155:0.004376771475013523 156:-0.2709834591024864 157:0.2719094617570649 158:0.8319994943121112 159:-0.003129779651615053 160:-0.5073646737654753 161:-0.692117098096573 162:-0.01052757822132869 163:0.244536869951566 164:-0.4665372919022476 165:0.2464127405708786 166:0.5702014430329509 167:0.2383364647429375 168:-0.2082712831895052 169:-0.185590276001848 170:0.582114090498868 171:-0.3265753471401719 172:0.4910960498029932 173:0.7249748167405066 174:0.149486250746208 175:-0.1815761221544792 176:0.03009269130647235 177:0.08409486789247878 178:-0.3227593476724833 179:0.02224426479435979 180:-0.09255522805949212 181:-0.006200221452888621 182:0.4764639356152961 183:-0.0394147795990389 184:-0.01910528058907664 185:-0.4996668069021769 186:0.4205167014036822 187:0.03033539246411771 188:-0.2027287674234855 189:-0.233135007040946 190:-0.107116473330286 191:0.2196099747591231 192:0.2601612507880136 193:0.05588139271737734 194:0.2907566250847162 195:0.2995918678190839 196:0.5350045963942704 197:-0.1914344702575136 198:-0.226687982939676 199:-0.4990455708097827 200:-0.4061682993616287
+-1 1:0.2645498749787299 2:0.03016043384504239 3:-0.2656182835608183 4:-0.2842185109830339 5:0.3417901716569889 6:0.1814479542808564 7:0.2168235148870428 8:0.2127670454435935 9:0.3246343499574365 10:-0.1385778268784104 11:-0.1264176297032678 12:0.6235109358455546 13:-0.08692146981387773 14:-0.1834854862478201 15:0.01000214287221265 16:-0.3131281696234843 17:-0.4796948509591057 18:0.6805453391110206 19:-0.4530731139895002 20:-0.3453752829397661 21:0.0302436468177508 22:-0.3896722645049404 23:-0.265191564750816 24:-0.3968945644398548 25:-0.6219279317944957 26:-0.7437750730688936 27:0.3649580969929094 28:-0.1401771896867377 29:0.2289741655025872 30:-0.1635079615200971 31:0.6514341657591745 32:0.1511468759152695 33:0.2689353982281054 34:-0.3242959739454214 35:0.5242127079839973 36:0.4803860313630883 37:-0.1363867720600187 38:0.07607936858868357 39:-0.3714713537492237 40:0.8375835528164846 41:0.2124977982681219 42:-0.805488715263921 43:0.2967513778929656 44:-0.4747366683520955 45:0.2984548028167934 46:-0.2621178625144427 47:-0.002376626630631824 48:-0.1449628796051748 49:-0.767313127927745 50:-0.02201011028502377 51:0.4074829368130198 52:0.7408715076457413 53:0.7569671899402164 54:-0.2566841862472689 55:-0.4584895585527317 56:-0.4853195292387963 57:-0.1857673204396666 58:0.00588379339278005 59:-0.07137392573600843 60:0.2048957294620442 61:-0.3398636635849729 62:0.4107946867453563 63:-0.0979901943580552 64:-0.3210422884268224 65:0.1360994599022682 66:0.02610859675748192 67:0.1590664856780688 68:-0.3919220239760869 69:0.2941935399278872 70:0.1522674548131427 71:-0.3811790536413058 72:-0.1134716049570225 73:-0.208807559071453 74:-0.224680752305868 75:-0.4226865613808122 76:0.1923764045112802 77:-0.289142117886332 78:0.04440581469143078 79:0.2511713067061266 80:-0.03724603101159819 81:0.2045206879899191 82:0.2970653189034641 83:0.02102631043684475 84:0.2177701343871628 85:0.0572161074346563 86:-0.2832348698009132 87:-0.1236949345402995 88:0.01558165009156097 89:-0.9076586389631556 90:-0.01769997945248694 91:0.0679455370722771 92:-0.7298395703283941 93:0.1622461653141729 94:-0.09911482514120357 95:-0.6668146613129188 96:-0.475678547278011 97:-0.2438295193356802 98:-0.1584311727243989 99:0.06640913014633575 100:0.05902652208072838 101:0.1879030934615165 102:0.3695987368271449 103:0.3709125271605432 104:0.211012589941232 105:-0.2541489180506015 106:0.4693781989908706 107:0.1126421346578275 108:0.6761962398893826 109:0.5353721480974682 110:-0.01810385059885343 111:-0.1734541630593204 112:0.1156771742788507 113:-0.2945974587662419 114:-0.3299182802112609 115:-0.1278349175316932 116:-0.2324278433045789 117:0.2268148589647869 118:0.0430657562101249 119:-0.8882490500267203 120:0.0001499986090707367 121:-0.2038699122113559 122:-0.2236044099302277 123:-0.244485660785745 124:0.2465210169958769 125:0.1419477279031574 126:-0.08251077553574948 127:0.5171525934416792 128:-0.3422284774529293 129:-0.4772229706081424 130:0.3853655041450654 131:0.05622645058581666 132:0.0620213374751238 133:-0.4239459498335447 134:0.4182044069121675 135:-0.105735090914795 136:0.02591409958125415 137:-0.1329563009960037 138:-0.05668387224559951 139:-0.09994338126622668 140:-0.1562588863146412 141:0.03890200943186211 142:0.2401640587276099 143:0.1982710162036458 144:0.1911907341419719 145:-0.6320779043473865 146:0.5273821361560429 147:0.1056913318992554 148:-0.2034547895383779 149:0.09130331008369483 150:0.3948757284459011 151:0.1856413337239594 152:-0.1377291866836949 153:0.2215519159688642 154:0.2596664490233952 155:0.2821719265992996 156:-0.03623838950245101 157:0.2370905360226873 158:0.01904662555409077 159:0.2085861536141401 160:0.4896388888513108 161:-0.7653537569535928 162:0.5518874913403842 163:0.281288612518825 164:0.1534304350164093 165:0.7969164069731443 166:0.2870653862038408 167:-0.1917793491937139 168:-0.1603621420398262 169:-0.4503123910486968 170:0.09087812132899151 171:0.4961776868892591 172:-0.01669526338930494 173:-0.2330997154461292 174:-0.006396225438820572 175:0.2839123371693127 176:0.5530459352567831 177:-0.4148788763383152 178:0.06289284208686738 179:-0.1881623365513051 180:-0.01662736005000243 181:0.3528565191281123 182:0.08881174560952079 183:0.2652390740508862 184:-0.2124544040311989 185:-0.4492102645196429 186:0.2417793908154039 187:-0.7563552248126653 188:0.2008120746298062 189:-0.2008236150922434 190:-0.0433476385993215 191:-0.1225833225882227 192:-0.01641285783857763 193:-0.1368499514261408 194:0.5838245433608809 195:0.6792213152833366 196:-0.2712916367295571 197:0.1696047348706888 198:0.08464838097894829 199:0.4082264953684901 200:-0.4087272151438573
+-1 1:-0.07130754432715389 2:0.2784476040591149 3:0.3727793787695106 4:-0.3010765570115307 5:0.01805670473902799 6:-0.1779154585640323 7:0.134969812871365 8:0.4150253232112422 9:-0.157411266742257 10:0.1719977773956227 11:-0.04384574817917694 12:0.456581482156756 13:-0.5892334123951346 14:-0.4669338255224591 15:-0.3119755145309376 16:0.5437790878112649 17:0.3896849070033053 18:0.09338994472918245 19:0.2171102800554497 20:0.00266912683392781 21:-0.01578869163959246 22:0.2224196841112654 23:-0.0650974985137785 24:0.2572680259665699 25:-0.0005843486840250434 26:-0.2998966894388135 27:0.663560857915826 28:-0.1555260041726969 29:-0.2439840590309328 30:-0.1788112485719471 31:0.3297829796864435 32:-0.2242347825115154 33:0.09014043607279171 34:0.05483507137974108 35:-0.4496500563666592 36:-0.002266907153001756 37:-0.1160140148869299 38:-0.404860503829262 39:0.7829485829069283 40:0.001377755447480353 41:-0.4993834402128545 42:0.09074286100631516 43:-0.02627915778220083 44:0.1311264984617093 45:-0.1458076337066419 46:0.07000518419708698 47:-0.4001970181104964 48:0.1369014775929194 49:0.3131310164964825 50:0.08728484359767776 51:-0.7375111903022887 52:-0.3000422395935813 53:0.3909861686224249 54:-0.0396941090762067 55:0.3652031890410181 56:0.4109732767901864 57:0.782555425864305 58:0.2501226483300854 59:0.2647835604964851 60:-0.2105319057730996 61:-0.2714208190767614 62:-0.5383116566022744 63:-0.332839937516716 64:-0.3673610288889468 65:0.6690809290976201 66:-0.08563298300123258 67:-0.1586614721794391 68:0.3475714502187105 69:-0.4800309382606549 70:-0.0009133442443263751 71:-0.2113341466958272 72:0.4256546702966191 73:0.3358574348105496 74:-0.391163751906472 75:0.3781748908079117 76:0.132932541334691 77:0.4174244493640339 78:0.4142694834712446 79:-0.3314267170234801 80:0.3679448733831536 81:0.3161661875509262 82:-0.180418215671967 83:-0.1782529555315123 84:-0.08592750382246009 85:0.5332541781731009 86:0.03148383125271538 87:-0.5352314288543542 88:0.0258562745907088 89:0.0175823600205558 90:-0.04044785110841587 91:-0.08154056703023443 92:-0.176387467887366 93:0.2124645241978271 94:-0.1523993617178057 95:-0.1139882001104139 96:-0.2019937487432044 97:-0.1317041152863772 98:-0.3133859778041897 99:0.3142199116729495 100:0.4324784483364688 101:0.3133119533082115 102:-0.04083937532148967 103:0.003152909119397251 104:-0.527205767019822 105:-0.181427014756571 106:-0.2575320858645674 107:-0.6521527504519866 108:0.2269430227474671 109:0.4512239816896099 110:0.3200981375561885 111:0.1549383546524641 112:-0.02039973510945727 113:-0.0300386526691097 114:-0.1660297932597075 115:0.3708287846993153 116:0.3228109755420386 117:0.1422026802825959 118:-0.1401766263760896 119:-0.01569031224201831 120:0.3912209806341818 121:0.4209411609132793 122:0.373571953396156 123:-0.05631830648891547 124:-0.4079360585307873 125:-0.08344894256188529 126:0.1977949106784422 127:-0.0161158013025336 128:0.1015632428886323 129:0.1349212985896204 130:0.0765984017111592 131:-0.01127857236709982 132:-0.2408095929259953 133:-0.1936842394217969 134:0.3544171978215148 135:-0.2998044658604207 136:0.08466574304048452 137:0.6737749309986021 138:-0.3814312505999746 139:-0.4745908090149761 140:-0.2282207563735371 141:-0.253168106883457 142:0.1202120668445029 143:-0.6875307225865471 144:0.4109703101353669 145:0.04036908358559019 146:-0.2193662066365187 147:-0.04519818173253881 148:0.05519475363518024 149:-0.1275144903244667 150:-0.5059647961981054 151:-0.2938804561671955 152:0.03718180684563223 153:0.4474991772147461 154:0.5161346973493299 155:-0.2479371409082863 156:-0.3484756786452748 157:-0.4836656592583276 158:0.8995307704084682 159:0.03711833023361554 160:-0.3755241634843485 161:-0.1508153502369911 162:0.3439524734450389 163:0.2673031882562562 164:0.5118945971695105 165:0.05673036570351661 166:0.06453005538162521 167:0.298332766843405 168:-0.4963122265801166 169:0.03097054983659783 170:-0.1917396785500663 171:-0.322540468083104 172:0.1603606631343413 173:-0.2650589645093051 174:-0.5004975247947101 175:0.5076941498105511 176:-0.1682526531517252 177:-0.1773513609443791 178:0.2847759950811137 179:0.0459308535655797 180:-0.4892901525110755 181:-0.09305159517246858 182:0.0655134336346057 183:0.2812519831203433 184:-0.1193435347924711 185:-0.1083767680442888 186:-0.06980114709588899 187:-0.7889454549822176 188:0.5291334963891521 189:0.04801936724707201 190:-0.1015036654971998 191:0.5955313991176436 192:0.3464395426804323 193:-0.2297760466281673 194:0.1277549509727441 195:0.01734082038070384 196:0.229192779990101 197:-0.1072868396046098 198:-0.2201194902879057 199:-0.5408376735727846 200:-0.2411927189917587
+-1 1:0.1941730529629019 2:0.06560599695780879 3:-0.1680016194330009 4:0.2207660284857073 5:-0.1992185914204558 6:-0.5042114301781677 7:-0.5561881999324012 8:-0.01285013061345588 9:0.1793146015498376 10:-0.4742913591361587 11:0.8015994566796315 12:0.2613931769907202 13:0.1125935650062431 14:0.04659041984741616 15:-0.7545358029867578 16:0.311319477085723 17:0.02684261025951072 18:-0.3999982177788258 19:0.25831527852287 20:-0.1340389830680337 21:0.05469279148663021 22:-0.3320168007678336 23:-0.4792292575281158 24:0.1859842072147263 25:0.04046741379755307 26:-0.2471933798611872 27:0.038986055771419 28:-0.03759645644752614 29:0.5742895781236879 30:-0.2725178077716669 31:-0.1627963218070172 32:0.07287861244030688 33:-0.1752523045631837 34:-0.1756584886826909 35:0.2100211589308495 36:0.1384088750634205 37:0.6548925036445573 38:-0.3389865060878015 39:0.1688311297760161 40:0.1879900520750001 41:0.05703760136298487 42:-0.05146391766072388 43:-0.4037956866004245 44:-0.158622691298496 45:0.1155307743042148 46:0.08350488598622957 47:0.5646110844161411 48:0.03063641335065278 49:0.7064281462086616 50:0.1757454817758009 51:0.1095267730699964 52:0.06552282966463541 53:0.9236263004388781 54:-0.04904097477931497 55:0.05589207595265452 56:0.166788214720028 57:0.4382985231530267 58:0.2507813225277958 59:0.3184034688794405 60:-0.0580784517210073 61:0.006948196480119271 62:0.1894652102431023 63:0.3620132309805994 64:-0.5911368638116093 65:-0.9508133617157137 66:-0.4184657586743469 67:-0.1330864386991638 68:0.1389519197087319 69:0.2672782448712653 70:-0.03332625061924287 71:0.1135100771499136 72:-0.3085725152878994 73:0.1485657192769196 74:-0.5675588144462546 75:-0.07501973300962622 76:0.2008757362281609 77:0.1393809300794941 78:0.3767986914226579 79:0.2051363671954795 80:0.291162409652618 81:0.1433353793755251 82:0.8563517924578947 83:-0.01491403039030934 84:-0.7068140492008068 85:0.2907552270486009 86:-0.0008928476178885342 87:0.1945163690966286 88:0.5229747369025981 89:0.5036849868474534 90:-0.3830112383596505 91:0.08649154073044299 92:-0.6190346814342369 93:-0.6198335463280635 94:0.4843078158332969 95:-0.2627639595461456 96:0.09870468105882299 97:0.2083298063048304 98:0.1584615250471362 99:0.1668426792055463 100:0.5729852616734444 101:0.2415002683063724 102:-0.1416618674565397 103:0.2950663992761388 104:-0.7639786268054626 105:0.1507332441725869 106:0.4169577236732155 107:0.2126840491922929 108:0.135519085606484 109:0.3514980853851669 110:0.1547191409139986 111:0.08046770602313084 112:-0.08068377094475637 113:-0.2672744826250247 114:-0.04083127082357049 115:0.1615449882334454 116:-0.1167941748249396 117:0.4477152329788532 118:-0.2414674559167634 119:-0.09846799318457659 120:0.2828837698009699 121:-0.518965657572886 122:-0.4417593719117136 123:-0.2412105856445789 124:-0.8937960514933099 125:-0.1668328225051126 126:0.02873876409328181 127:-0.5067850582117837 128:-0.3143920400998853 129:-0.1086624369979645 130:-0.2506567954312635 131:0.2963944071018746 132:0.2542924579479253 133:0.1131751996183309 134:0.2674747871382525 135:-0.1271199813920641 136:-0.4909204523931844 137:0.1216463047229799 138:0.3752858755156264 139:0.4765753673997112 140:-0.3742836825396053 141:-0.3461369023989078 142:0.2657064156626834 143:0.1775740459691997 144:0.1554904763899183 145:-0.2052473243856657 146:-0.1411119699563312 147:0.8017212745868985 148:0.05140719557635601 149:-0.1504375773831006 150:0.1194851998742398 151:-0.6116708897118406 152:0.6819390831163491 153:0.09018610409512996 154:-0.1517455330559618 155:0.1522415509893609 156:-0.2254643619288378 157:-0.328603634056047 158:-0.07824785447325966 159:0.2703368854622454 160:0.3306551489019444 161:0.1334882051093957 162:-0.4783995293177308 163:-0.7834572288899659 164:0.07529616887652815 165:-0.1515764224993209 166:0.5390382340304255 167:-0.4363467110939966 168:0.1599784773922014 169:-0.1072500333017278 170:0.06053211723915645 171:-0.3232979983419564 172:-0.677513824594087 173:-0.2244375464247319 174:0.008074415640233158 175:-0.2053831388920326 176:-0.249486350485226 177:0.04950270407925095 178:0.6677128836283464 179:-0.1564151215611361 180:0.7682272090167914 181:-0.1969233056380691 182:0.266082152629044 183:0.2968231461166502 184:-0.06402518322754816 185:-0.1575479835312483 186:-0.2548568774046501 187:-0.1225331713084086 188:-0.2810188744288093 189:-0.5135283815764025 190:0.2544969246152565 191:-0.09349862480921897 192:0.09923868528941303 193:0.07061718600927416 194:0.4742840091423171 195:0.322192715288211 196:-0.1033915768030409 197:-0.289676833935981 198:-0.02475355568993524 199:0.2243030473466513 200:0.1902155520698453
+-1 1:-0.279865878919676 2:0.1829168722735042 3:0.07669008241618637 4:-0.312839910373598 5:-0.6928573055526159 6:0.06808399890778394 7:-0.6047900502072527 8:0.08830858994836746 9:0.3740834602908361 10:-0.9399370306401641 11:-0.4030405419336485 12:0.602998191065892 13:-0.0003993302440902513 14:-0.2812419210428212 15:0.7276579248469439 16:-0.4275770322762869 17:0.2501972558365287 18:0.3268773553292066 19:0.6755141856742218 20:-0.1778887859211403 21:-0.2474301743890498 22:0.3354677809756743 23:-0.1472279430530259 24:-0.4026335222135849 25:0.4009771720933626 26:0.04394152052085418 27:-0.2000386170221111 28:0.7582925375448692 29:-0.1822283583611474 30:-0.3348234170379361 31:0.01460823616358571 32:0.2691542325301841 33:-0.1984666685372947 34:0.06243426585854928 35:0.5394723786113091 36:-0.5123334966715547 37:0.1163003957823541 38:0.289211803231856 39:-0.2388669830656418 40:-0.4387545408987765 41:-0.02494399995087088 42:-0.7636056784050778 43:0.1746336977366314 44:-0.06552450628760706 45:-0.4649320715242925 46:-0.3672676247714541 47:-0.774271053487298 48:0.1923482959901471 49:-0.3242302137054516 50:0.4987404785121958 51:0.1400613618289076 52:0.3277101242986565 53:-0.1025155337001222 54:0.1822377599573364 55:0.4033870492764394 56:-0.7862145317265535 57:0.4236414654161419 58:-0.1376319320143563 59:0.407183500384474 60:-0.2641247545614879 61:0.1360163812909357 62:0.2252902158631422 63:-0.8512974038206628 64:-0.05392592004252312 65:0.303829210974975 66:0.1192802648341513 67:0.2193817583089921 68:-0.07073690126468229 69:-0.6315892698207306 70:-0.3798899374396259 71:-0.03756313884639767 72:0.5261791318191986 73:0.4252118348890603 74:-0.4319420434486382 75:0.1307283459171157 76:0.3045150406632608 77:0.1125077112236454 78:0.1442769690664759 79:0.1406310668441784 80:-0.1596819523146874 81:-0.3208711796957237 82:-0.1816155174382664 83:0.03908643513452981 84:-0.02797886261129404 85:-0.4165495420012227 86:0.1979737564556036 87:-0.03729414156841382 88:-0.3926803578213811 89:0.27251357180771 90:-0.04828583721970095 91:0.4917692277913565 92:0.2153166045661264 93:0.08478902044766108 94:0.1632053213388008 95:0.0677860752253298 96:-0.3123776522088969 97:0.05466073495234949 98:-0.6447211269662257 99:-0.2208414011371107 100:-0.01000948367001381 101:-0.4949611910987715 102:-0.4931078388601456 103:0.4578557593791087 104:-0.2501296678368208 105:0.6197734648137269 106:0.01236295763302393 107:-0.4779449407536682 108:0.03633124769688561 109:0.2955795486939983 110:0.1011670604432948 111:0.2567388026301092 112:-0.0360621162430475 113:0.202234680008382 114:0.1877702774862037 115:-0.3952468763095945 116:0.3243252332672944 117:-0.1274835976802547 118:-0.1715157328003145 119:-0.321119259148141 120:-0.04707488801884337 121:0.06043305961554604 122:0.1363747022119776 123:-0.008452048247925791 124:-0.1197677601978164 125:-0.1916603034197822 126:-0.001527062392547049 127:-0.1962876770196532 128:-0.2028784579143849 129:-0.5524502636638611 130:-0.8335145046722384 131:-0.04800458421038778 132:-0.6599283380432398 133:0.2228052469223542 134:0.3853099340745082 135:0.1583346726033179 136:-0.1687982099917396 137:-0.2156329802939544 138:-0.07037485066066826 139:-0.02030234304819478 140:0.454762522421539 141:-0.3408037394676494 142:0.01162185404063763 143:-0.2013146250637702 144:0.04213437448102086 145:0.06424340832843699 146:0.09342481895263907 147:-0.05403407795814126 148:-0.3278828028926308 149:-0.07403916231379981 150:-0.04768962228492238 151:-0.14307745351521 152:-0.1617701380396558 153:-0.2867811823345185 154:-0.6088874802981568 155:-0.09694320211821461 156:-0.2496734668358192 157:0.509209724656126 158:0.2322392470154581 159:0.04009341018007996 160:-0.1844582633363871 161:-0.1658826162670321 162:0.08642487286324865 163:-0.2601032532214325 164:0.6342847563313971 165:-0.6403358504716815 166:0.1374270847505241 167:0.1500314306184822 168:-0.09270495270634016 169:-0.1376400780881471 170:-0.4891318212355411 171:0.03064178503910532 172:0.2588032057425625 173:0.3419049301839627 174:0.07499714435390425 175:0.1384866484282742 176:0.4265927587682379 177:0.01920542622988819 178:0.09137195806256948 179:-0.3103796961584052 180:0.2073863783067742 181:0.1936198766211952 182:-0.1267263621929945 183:0.200038701774192 184:-0.1959831854136752 185:-0.647001892062009 186:0.1104579792566171 187:-0.04956113976574772 188:0.4082216450378252 189:0.05089999717247312 190:-0.06078895852757053 191:-0.2807511103937983 192:0.2001542379922497 193:-0.4439318569664603 194:0.2941776387269311 195:0.7331694027704685 196:0.7363027851398922 197:0.09300665885452279 198:0.07067652796164928 199:-0.279802719091447 200:-0.175246376788399
+1 1:0.3008928987452584 2:-0.2078757148731894 3:-0.0008783387452432024 4:-0.3410244122200763 5:0.6242105768276544 6:-0.5617185503970826 7:-0.3971688633314143 8:-0.3176913844413228 9:0.2445761235058689 10:-0.2302396896397213 11:0.6051363141958556 12:0.1045842461528418 13:-0.1350326686481577 14:-0.4047150346711678 15:-0.005359511190657119 16:-0.5009453852031971 17:-0.05748847429339605 18:-0.09483705392299337 19:0.186007015234597 20:0.5889926375642648 21:0.05491104666191921 22:-0.1986566082555345 23:-0.139751629456492 24:-0.005245471242587232 25:0.8247490549151525 26:-0.2839209701172364 27:-0.1834588798079042 28:-0.2028509898980387 29:-0.05586700153902742 30:-0.3271789736911898 31:0.1071738602431566 32:0.4130735353176874 33:-0.9416466388885135 34:-0.1244340478910797 35:-0.1335074438065224 36:0.04863296745461218 37:-0.4134812485171128 38:-0.1682170301451241 39:0.001144684153993547 40:0.7671476653158884 41:0.3995669536102825 42:-0.01133347184659074 43:0.2024933702930801 44:0.02200658553996317 45:-0.07342507389726202 46:-0.2806863387305407 47:0.1409353387250501 48:0.05202779843375614 49:0.4027880500264308 50:-0.03156741230555259 51:-0.3427651728563404 52:0.1525720875611165 53:0.1772030770748077 54:-0.2433697027690149 55:0.2071824645392372 56:0.6154691744813535 57:0.1108723167507167 58:0.4759914049994629 59:-0.04874376608283099 60:0.4559569933709779 61:-0.05142151821878259 62:0.08179746564068117 63:0.2424602551716112 64:-0.3177248663989666 65:-0.4926817537077687 66:-0.3957470816068897 67:-0.6116286094561721 68:0.08605836820544112 69:-0.216414913875134 70:-0.2930341696187764 71:0.2793952032335637 72:0.1144353368570098 73:-0.039633265609459 74:0.1587312635471133 75:-0.08226992896547752 76:0.3148181758009869 77:-0.4637431213212254 78:-0.1738132311056717 79:-0.2708180202335393 80:0.006734637773164937 81:0.2027227201627695 82:-0.7858438182545036 83:-0.04418080801592035 84:0.03637964404358855 85:0.2898566991399816 86:-0.4840799290141918 87:0.4828535504786093 88:-0.05821466991492977 89:0.3414523808584007 90:-0.2698348403181989 91:0.2658820010984276 92:0.07479041886159336 93:0.2309492188471884 94:0.16234126932595 95:0.06769484541566378 96:-0.4808743136210348 97:0.1128012272900807 98:0.2901351121084896 99:0.5925735924224985 100:0.1586080076235838 101:-0.2679404449237994 102:0.02217946533951807 103:0.199534838803848 104:-0.8531364955627886 105:0.6446804119276036 106:-0.1988796156637049 107:-0.1165963199325244 108:-0.01276914740558359 109:0.1569056485081343 110:0.1608484690548596 111:-0.1325076155524727 112:0.518652802404838 113:0.01585628620777385 114:-0.2976686373454918 115:0.5414680568403388 116:-0.1625992953802458 117:0.3279316271769083 118:-0.4013079483865004 119:0.4211978714132909 120:-0.7810797686503689 121:-0.09144016036383876 122:0.2145922512884304 123:0.13383465621466 124:-0.1543494224410696 125:-0.04614260847921774 126:-0.43346880099944 127:0.5646039735015654 128:-0.05449054944573142 129:0.1105377540612933 130:-0.7043789160959545 131:-0.07503497684170551 132:0.2330402778274985 133:-0.4135536446124509 134:-0.2763481008806824 135:0.4796482855176549 136:-0.1536506496649432 137:-0.3167712574891465 138:-0.3650463079653565 139:0.2012090254028934 140:-0.05469573680531215 141:-0.1619143166145084 142:-0.2699609074124694 143:0.3337184945421107 144:0.4355306421561211 145:0.05914098543228105 146:0.2835320482821816 147:0.8812274969710923 148:0.2457985343854969 149:-0.2622821779249513 150:0.1844735763238594 151:-0.04907085689402924 152:0.6191039895089538 153:0.1318220772920664 154:-0.3071896997790303 155:-0.01671355177818741 156:-0.2150295910109082 157:0.1790902308232435 158:-0.2557949343990826 159:0.2602298390336408 160:-0.6582225967275592 161:0.2192426396995205 162:0.7758388181804799 163:-0.6942927992033755 164:-0.07689338936302104 165:0.6092932292263947 166:-0.1427205902316412 167:-0.05346925673148752 168:-0.09844898739346963 169:0.03355578278703039 170:-0.1702793203981821 171:0.06743639097096081 172:0.2622237219698768 173:0.1814548451645711 174:0.03786208974408324 175:0.02087738037731376 176:-0.2077877959073278 177:-0.3224441343225357 178:0.0232743501015599 179:0.0822170769223278 180:0.4486140899048181 181:-0.1824123601492375 182:0.1687429403207583 183:0.3707220776246719 184:-0.02775011198402181 185:-0.2754022963456664 186:0.2498837378262904 187:-0.4850745985683867 188:-0.6070832783189239 189:0.2289863244836807 190:-0.1607323670032589 191:0.7766650154508109 192:0.7218258400158897 193:0.341722089337785 194:0.2318377991306181 195:0.01572412333425946 196:-0.1038397446574508 197:-0.1927584512562165 198:0.1215820488941488 199:-0.1770387113510908 200:-0.03806354686239583
+1 1:-0.1788115731287764 2:0.03770350902949356 3:0.199938967659891 4:-0.1055052842466147 5:0.4802102957628482 6:-0.1849892833760358 7:-0.1890202631174967 8:0.1077996183932316 9:0.009907910956791638 10:-0.1334328573705685 11:0.05887579343364707 12:0.225395392044004 13:-0.6695789978498773 14:0.07810954488991548 15:-0.04293669232797101 16:0.1292636276195031 17:0.04615893709883578 18:-0.3075224173153021 19:-0.01972487608852203 20:0.2491044218404765 21:0.01831958821653018 22:-0.2591598705866452 23:0.1241070430640034 24:0.4136828843943856 25:-0.174982975918021 26:0.07894991649878474 27:-0.1176518623545703 28:0.1127733934603211 29:-0.2769709162983213 30:-0.2975016888658331 31:0.395503916594961 32:0.2666086752994767 33:0.06472007356751797 34:-0.3330138344879292 35:0.1018221198041371 36:-0.4098470779802169 37:-0.08754468079993874 38:-0.08445877357624212 39:-0.02430728237993748 40:0.3334196789822507 41:-0.08506004478568829 42:0.1238756799605647 43:0.5755847902839666 44:-0.3384147692587972 45:-0.5929802290311272 46:0.2593031460508058 47:0.1551865529338904 48:0.02764583397065161 49:-0.03189963166724191 50:-0.318244334135912 51:0.2529905601796323 52:-0.04084473934568718 53:-0.1975854491886861 54:0.2116413119229381 55:-0.2847355413420527 56:-0.1967317392603507 57:0.2680016845040412 58:0.09968712322576316 59:0.4156047308360564 60:-0.5423828761171676 61:-0.1190336161207192 62:-0.3211256454518772 63:0.01396280009081354 64:-0.02591984527856094 65:-0.06748463656897161 66:-0.2863991494971169 67:-0.09807436960579329 68:0.1558452930441264 69:-0.3785722878198435 70:0.01322266791428638 71:-0.1851277261481701 72:-0.04526896682112139 73:-1 74:0.4744120991204879 75:-0.4206122445372753 76:-0.7722823160266293 77:0.4681030662824074 78:0.1012672904694546 79:-0.1747540581810997 80:-0.4114025242667227 81:-0.1231550265527919 82:-0.7226321990588862 83:-0.2792618123603273 84:-0.1609933931544979 85:-0.01339573546633199 86:0.4498842115114009 87:0.1571993208932534 88:0.6990320176273457 89:0.2903865674818532 90:-0.3027805029219743 91:0.006535740671530565 92:0.3910926265036422 93:-0.04458765171149465 94:0.4084776139848582 95:0.01172973712684387 96:0.2230378531201034 97:0.120732375181525 98:0.4712289323863784 99:-0.05091161511900838 100:0.1673651436465716 101:-0.03403817671313187 102:0.2400192285184897 103:0.1247820456606102 104:-0.03403335741064629 105:0.4812733371126505 106:0.2266892037576492 107:-0.5024313177185094 108:0.48014418767028 109:-0.1844432117439469 110:0.250074012531972 111:0.2461050254235679 112:0.2657494662264632 113:-0.1717155990376714 114:0.5762529526403035 115:-0.004255826136673276 116:0.2759233387947481 117:0.3792209766690434 118:-0.4038945314762471 119:0.1674667525183807 120:0.435147670236677 121:0.1511248449048365 122:-0.08552850210764351 123:0.1756783326871773 124:-0.2265100708294235 125:0.2923050763655334 126:0.3705665835469352 127:0.1452615902776861 128:0.04411629267371803 129:0.1203903067331036 130:-0.2668453191322208 131:-0.09313689141669271 132:-0.6162433615409018 133:0.155747015650692 134:-0.1222610746567192 135:-0.445923705740869 136:0.571832679927882 137:-0.3699938984633233 138:-0.05012890402846698 139:0.1324286849069347 140:0.2504382651104743 141:-0.2990155350257377 142:0.2066356693426877 143:-0.2346661578161464 144:-0.3465104803516958 145:-0.08709714598049491 146:-0.1541422868745105 147:0.09891321349493423 148:0.2976206237867722 149:-0.6038099126146542 150:-0.1247468965124172 151:-0.2860118323386675 152:-0.2210459731391926 153:0.1417311602792035 154:-0.1630178871457583 155:-0.5499308299413819 156:-0.1942276346571453 157:0.1486387610726714 158:0.493651657178048 159:0.5151795908679717 160:0.2737673055866733 161:-0.3513282119606561 162:0.4107622003786419 163:-0.2059561281443601 164:0.3549279034215504 165:0.1575015188904066 166:-0.139995732705558 167:0.6638951609411164 168:-0.2393646624017651 169:-0.8853853184588369 170:0.482717309403984 171:-0.1140483427039492 172:-0.2304450007558668 173:-0.3086348856490663 174:-0.01367619087198933 175:0.3984949109651037 176:0.4767228077966893 177:-0.5631252066802702 178:-0.01764221214622269 179:-0.6148945392797114 180:0.3995774220788496 181:-0.1252582093730082 182:-0.3015280577828123 183:0.3233203530925333 184:-0.4741458552374047 185:-0.5222835029311836 186:-0.2136984550056538 187:-0.03731596204273403 188:-0.2254469544396821 189:-0.0813340692993226 190:-0.5285017265885419 191:0.2871409880125803 192:0.0810743723868397 193:-0.431126407141688 194:-0.2185954658543982 195:0.2992927966284907 196:0.1600261411316208 197:-0.06206263022091431 198:-0.1451957497569888 199:0.154360560556944 200:-0.6326261082744148
+1 1:-0.3906493475866752 2:-0.0519697190462802 3:-0.5205200789386968 4:-0.4111711340448636 5:-0.4509819276641885 6:0.142471469732555 7:-0.5480130874877407 8:-0.2062265334127192 9:0.1212385379536113 10:-0.3250975674698315 11:-0.5196845072827974 12:-0.01839832597885513 13:0.1021521720640173 14:0.06297831663498299 15:-0.2115989006574763 16:-0.3867914142573193 17:-0.05840479347252425 18:0.3097586716954227 19:0.434707395745259 20:-0.1645520408548438 21:0.155337180331847 22:0.3463369539445479 23:-0.2880581131057903 24:0.4484531920282996 25:0.5232663904317969 26:0.305704332616001 27:0.403498977140793 28:0.05769762066110715 29:-0.08100834985865665 30:-0.002172085099497088 31:0.3014472430964399 32:-0.3038520769546664 33:0.3036557222614893 34:-0.3985235757391773 35:0.2558228633834169 36:-0.06275510459055975 37:0.2490257015720827 38:-0.196447396692236 39:0.1701899914322658 40:0.08162193661195985 41:0.3738928588962065 42:0.8569718361080582 43:-0.2942293677678497 44:0.4164609697050858 45:-0.0878431681980453 46:0.2953863159845517 47:-0.2054019626936809 48:0.1848638940667755 49:0.2269466072870497 50:0.07853050176986118 51:-0.7791573409048667 52:-0.4709542201673906 53:-0.3746438772665303 54:-0.01743016567915048 55:-0.08572318142720052 56:0.00626388738315389 57:0.06763000219207016 58:0.2332677310052201 59:-0.5605511617389303 60:-0.1006297379374437 61:0.1175497733082989 62:-0.1137315988673987 63:0.2646848338463682 64:0.1178595298278181 65:0.7500587647091898 66:-0.1119833595674941 67:-0.02009431320471279 68:-0.4577647386936178 69:-0.5022783722588208 70:-0.5282377312760731 71:-0.3300688447395597 72:0.6143960433458278 73:0.07339305079162264 74:-0.06688062835894229 75:-0.4271090303131104 76:0.02943489743682312 77:0.5387649268222944 78:-0.8956926343661474 79:0.1017690416846934 80:-0.8275648697175286 81:0.1611070878112068 82:-0.5505715070238123 83:0.01549197395815084 84:0.5173758990869946 85:-0.1171682779069275 86:0.118791250985008 87:-0.2072533115559273 88:0.4758357922422534 89:-0.07594768460549792 90:-0.4983173217738096 91:0.3843729318109654 92:-0.003051766492226764 93:-0.329798899173077 94:-0.285607875504695 95:0.09920818857254124 96:-0.03032194990288788 97:-0.02044581963291717 98:0.3829601270413441 99:-0.001684772717475604 100:0.2551926165135543 101:-0.2641164802659889 102:0.5373345438482283 103:0.2311771123788365 104:-0.5040922288918129 105:0.05133182166041707 106:-0.07067087803613056 107:0.1989671522285341 108:-0.3251030137958066 109:-0.6432312031455901 110:0.06253807708169881 111:0.3113902187436062 112:-0.7411357838553994 113:0.6289953159155802 114:0.06166465544761646 115:-0.2772476528655428 116:0.2860292006784899 117:0.2935166927977342 118:-0.655732795626591 119:-0.06549261479960992 120:-0.6291981223395975 121:0.3934691793140508 122:-0.07244753606688042 123:0.07207405136806457 124:0.05347597299219642 125:0.2932812710985847 126:0.3596825005762263 127:-0.01690154799432082 128:0.1966058488238595 129:-0.2296655973960803 130:0.2117142304232216 131:-0.2585071818944508 132:0.2643714308989166 133:0.3060417231208056 134:-0.5591468895892006 135:0.1390797197028557 136:0.0159770001976044 137:-0.2212872489508612 138:0.04800356791331305 139:-0.2232806742113419 140:0.4996851974405519 141:0.5356531442129919 142:0.1972791638558352 143:-0.06839061928494333 144:-0.1233976494397283 145:0.2507239288207934 146:-0.4680701379937195 147:-0.6116064715875452 148:0.146375068902564 149:0.1158690223232482 150:0.2039578374068871 151:-0.1791472996731551 152:0.01374248797312083 153:0.6691065060391032 154:-0.1815270572662326 155:0.3197360530490393 156:-0.08657460115055232 157:0.222251384442669 158:0.2527383219972204 159:0.00589083200305944 160:0.5047905154861692 161:0.3102022122965477 162:0.2952001462489989 163:0.0874465621582573 164:0.2350078315737815 165:0.1236878868688077 166:-0.07637459937056473 167:-0.07009102672595154 168:-0.3405183482396333 169:-0.5957349646319129 170:-0.2481769418667585 171:0.04744402826755581 172:-0.1963027694101922 173:-0.6830335173077443 174:0.02521528255556466 175:-0.032503813425624 176:0.3860754715838863 177:-0.09977740834452861 178:-0.2399072540625984 179:0.01476389863883737 180:0.4937984167422574 181:0.1701299915234857 182:-0.2937537441761384 183:0.2054302168497615 184:0.1411895396246042 185:-0.1347210348606487 186:-0.1971159012382314 187:0.1267118109291895 188:-0.4351640691351818 189:-0.294615102481707 190:-0.01883790861358465 191:0.2331362355389352 192:0.1919305709084998 193:0.5374807476234098 194:-0.5209493069262183 195:0.1311219353053288 196:0.006935835045038835 197:0.1521516266197518 198:-0.2815912651801997 199:0.005752262853948465 200:-0.3265473605931242
+1 1:-0.405321594585307 2:-0.4775657886481966 3:-0.1790493060746625 4:-0.3513308871169545 5:-0.1136367820450354 6:0.06331049195862737 7:0.022410864968024 8:0.5666988240548683 9:-0.004906348062460875 10:-0.3599742483020569 11:-0.1945569886477137 12:0.243845292272474 13:-0.3403805137028423 14:-0.03956942981098013 15:-0.3909133542088266 16:-0.06164168012876071 17:0.6976651803829815 18:-0.2482342977391093 19:0.4636753687842217 20:0.3727558918684449 21:0.344229212204587 22:0.09851757598620167 23:0.07341831691036993 24:-0.3063593603642475 25:0.5132035263040908 26:-0.666415959321029 27:-0.4690653327840275 28:0.1661664942809603 29:0.3080722170189767 30:0.5400432622960506 31:-0.06375825684824238 32:0.0368486570798563 33:-0.4795680306993837 34:-0.07732956201518237 35:0.4426947515091035 36:-0.2832214503812836 37:-0.06270528966999073 38:-0.4209091312088004 39:-0.590794094117813 40:0.2251335652444097 41:0.1038764906459657 42:0.6523283652412784 43:0.2527783562625333 44:0.2622038239357383 45:0.2444262436699744 46:-0.5571452722479686 47:-0.01245654940714015 48:-0.1431266340225072 49:0.06395452444760766 50:-0.5276300892076576 51:-0.3603971122982529 52:-0.05468636219753202 53:-0.3280477846544008 54:-0.1425523404319793 55:-0.4762590050020272 56:-0.1797788962322382 57:0.1911132424139302 58:0.227941076271476 59:0.03630499570313372 60:-0.7889367737258083 61:-0.4260364090437778 62:0.3574506878965718 63:-0.4699737477208963 64:-0.01691260672749881 65:0.0868902590457559 66:-0.4917683432003968 67:-0.4704327435638672 68:0.2100216572238683 69:-0.09384588545238368 70:-0.2787954225011557 71:-0.3111854251483418 72:-0.08344682780221695 73:-0.4255722209142722 74:-0.1235855183393687 75:-0.2575153576846842 76:0.2790036043503866 77:-0.1890807284281452 78:0.8133273456267426 79:0.2023055552052254 80:-0.2539147432883619 81:-0.111563977934677 82:-0.2620677239451568 83:-0.4084483865130661 84:0.172030849377911 85:-0.1943589124292955 86:-0.06762634503643013 87:0.891493651552315 88:0.07428816930146045 89:0.03272278844493764 90:0.4219614243332729 91:-0.7592461817905077 92:0.668896117114772 93:-0.9978423268992493 94:-0.2035687858678933 95:0.3966841970691338 96:-0.4974232488308082 97:0.3813875548925057 98:0.6004638143175689 99:-0.3958175300235293 100:-0.7514466065725293 101:0.1811316340576491 102:-0.4193023793658362 103:0.5682809476817878 104:-0.5365863479460913 105:-0.1843229915092328 106:-0.2997097701479473 107:-0.07546478787002023 108:-0.09614459464558378 109:0.00483530590906401 110:0.05031550745864359 111:-0.05754426347966901 112:0.3127952249189336 113:0.06754433422170349 114:0.2798030365647268 115:-0.2972895473877703 116:-0.05785821291778606 117:0.2510783602362807 118:-0.4881101971326577 119:-0.2422662086182582 120:-0.2939537623798486 121:0.2404463133168539 122:-0.4015001084443051 123:-0.5668442825987784 124:-0.2218316417534893 125:0.7090577029847706 126:0.3520175211349804 127:-0.1162418350604445 128:-0.2159963028643702 129:-0.1209680050674179 130:-0.2740373413683156 131:0.6910044723307934 132:-0.7270115925209671 133:-0.1264046315581804 134:0.1853433653808219 135:-0.4632563314956022 136:-0.1113827641642782 137:0.1335535264497099 138:-0.1140164138890563 139:-0.2798139184187611 140:0.2902522490078407 141:-0.156281780396138 142:-0.1112343830201406 143:-0.4792391613251714 144:-0.7988338886884974 145:-0.1341492759383235 146:-0.03405365191456595 147:0.3823994511187456 148:-0.1383947882229858 149:-0.1125143291566014 150:-0.06831379493725986 151:-0.01528463842638261 152:0.2341787805055429 153:-0.04077155862239035 154:-0.02675328854868486 155:0.1390434006341752 156:-0.0499026365417631 157:0.259747629291501 158:0.5483100873685537 159:-0.3142299914865493 160:-0.3716660818503925 161:-0.3138244384250718 162:0.2873629902807008 163:-0.05985568455220593 164:0.5744409393043645 165:-0.0609435777793193 166:-0.009196959125732221 167:-0.7790894129446037 168:-0.1308726083882253 169:-0.000532209226743463 170:-0.05718410331226889 171:-0.1032892494178826 172:-0.4865704807490049 173:0.4940077143405898 174:-0.4141719286685397 175:0.477671698756764 176:0.205955819571233 177:0.06219837428689595 178:-0.3600166034248406 179:-0.01870214746703787 180:0.2744654756083545 181:0.08711791962491713 182:-0.2958674607306081 183:-0.7304096343601019 184:-0.03086067904816008 185:0.1731964435731503 186:-0.4910577006352981 187:0.242337550934447 188:0.6314710502644409 189:-0.05878350429475577 190:-0.02321168989799239 191:0.1260723833476518 192:-0.5075102976325024 193:0.2699028560628157 194:0.05941768006532137 195:-0.002168614386531847 196:0.1707756686325192 197:0.3629776161141832 198:0.543587618421436 199:0.2719811345786173 200:-0.2959032929746453
+1 1:0.09352656733434177 2:-0.163880128394248 3:-0.3471450412153404 4:0.229398969298007 5:-0.3499627039800451 6:0.07055699930048417 7:-0.2286284875167796 8:-0.003078594302871857 9:0.6151974112573994 10:-0.1944186172622712 11:-0.1060280802544985 12:0.6398198998034752 13:-0.04621581919145464 14:-0.16737137427486 15:0.09123204651832886 16:0.1140329928990008 17:-0.1448069680909799 18:0.255432688204431 19:0.02004512549279132 20:0.2850604996356125 21:-0.7572934801348545 22:-0.1476379441073428 23:-0.2876171209853529 24:-0.1000514200932281 25:-0.08660383703748217 26:-0.5828323003054554 27:0.2871993918531625 28:-0.1992045292089099 29:-0.1394196602601687 30:-0.5353542787448619 31:0.195549833396393 32:0.3196578254725312 33:-0.3600746265876467 34:0.02116342340375632 35:0.5199574291246811 36:0.1166474506397444 37:0.2635223085687241 38:0.1335191932655004 39:0.2193031370198118 40:0.02977663647932134 41:0.291062394555117 42:0.2934529046152419 43:-0.2387808592604566 44:-0.2708226124474353 45:0.1762205585336216 46:0.4339795536674871 47:-0.7155822759413188 48:0.05876814096791554 49:-0.2914217685316743 50:0.7784213490125732 51:0.03408982237513361 52:-0.2898648968995856 53:-0.2485506854742131 54:0.240416794118646 55:-0.1756783084283929 56:0.5362610621705719 57:0.3099858450247685 58:-0.1695932837867616 59:0.02290181540986028 60:0.3321785737980477 61:-0.1916611343333415 62:-0.296335892290906 63:-0.1654301168300747 64:-0.2627174972865988 65:0.01803572965638513 66:-0.0001257264946235848 67:0.2049552534034731 68:0.3943234233587415 69:0.1007669973220138 70:0.857592460677404 71:-0.05976429769697227 72:0.1701147212893037 73:-0.4692805455901986 74:-0.8520978209094152 75:0.3322813893789442 76:-0.225363765271506 77:-0.5768402418932029 78:-0.8339825661725824 79:0.2312511763545834 80:-0.06971798797679271 81:-0.02260708365382311 82:0.1793288546047402 83:-0.05846647150378052 84:-0.2593499438391949 85:0.7376083303547479 86:0.03229120377088275 87:0.1876785546907492 88:-0.6281959275054776 89:0.1604336063778733 90:0.08120648201420969 91:-0.2526612223933541 92:-0.1154327264813045 93:-0.05811208203790923 94:0.4183163289679041 95:-0.4223349198754877 96:-0.05142263208480248 97:-0.2111226752760488 98:-0.2745128157930669 99:-0.1814925841177778 100:-0.005224227603036629 101:-0.2317600906321977 102:0.4156490577680293 103:-0.07720420561003183 104:0.1201184477122151 105:0.009331180348159288 106:-0.05890400620439311 107:0.07776963927642053 108:-0.3107919054844613 109:0.4349195813513148 110:-0.1587040145195243 111:0.119337291073711 112:-0.3402891987234981 113:-0.1010954253803784 114:0.6673735173237525 115:-0.5021752248344179 116:0.1478120391670668 117:0.4429411642795625 118:-0.5131343939992381 119:0.09062219908492464 120:0.4044731980413272 121:-0.4111667240971336 122:-0.6145711880047033 123:0.2377747963420474 124:0.5825046980187408 125:-0.1037470758600944 126:0.06664111460809377 127:-0.02819174021387305 128:0.1278298711571864 129:-0.1898391362850568 130:-0.0604985706760726 131:0.3584141922194575 132:-0.3012972238621577 133:0.8251993532205729 134:0.363171506312833 135:-0.2524577037211516 136:-0.6757243375072716 137:0.8683476714996642 138:0.001519789934680965 139:0.5920900830719085 140:0.2836327163596439 141:-0.2435045320696986 142:0.3756132104709443 143:-0.7399275909507448 144:-0.213000634124893 145:-0.09843920919105639 146:0.1299303395420975 147:0.1159318394641377 148:-0.3906466917997087 149:0.1977676933991765 150:-0.1111429655338869 151:-0.05124856514842113 152:0.1141624979526401 153:-0.1950035900141628 154:0.1518250904127024 155:0.6856267146173872 156:-0.3291363229658067 157:-0.3264831097458546 158:0.1130978992626446 159:0.6916211270139769 160:-0.5314211109820866 161:-0.6696246758343074 162:-0.1513151275415548 163:-0.2649166772390753 164:0.5838511648488576 165:-0.01925318637883703 166:0.3817123884928774 167:0.007608965967703007 168:-0.219109335415873 169:-0.1690408848194151 170:-0.05520646306796979 171:0.3810680817123612 172:0.06841993439176461 173:-0.7884865587462123 174:-0.380427190175223 175:0.008922270527414206 176:-0.4823878760950914 177:0.1505268353645079 178:-0.04889038495208279 179:-0.2365428433115073 180:0.2024256359032708 181:-0.05717946670227098 182:0.02440433676990747 183:0.00805844834369996 184:-0.4642492619052189 185:-0.4858922218555178 186:-0.4769339686045628 187:0.5325123592452179 188:-0.2845801332186459 189:0.3583564125682229 190:-0.4650538275656023 191:-0.005104346005237945 192:-0.2232364723579598 193:0.4225208973074262 194:0.2545438839435387 195:-0.1481437834615531 196:-0.207203613038891 197:-0.1204354214741002 198:0.6245158465974247 199:-0.3527129745879081 200:-0.4190384581427701
+-1 1:-0.6395661276308566 2:0.298311551918376 3:-0.2038354154782344 4:0.262475886967142 5:-0.001852671460747503 6:-0.3295095694154353 7:-0.4308306288315213 8:0.3718918081505368 9:0.1303297321117391 10:-0.3535868786929958 11:0.06690693931064941 12:0.446725711302316 13:-0.2034253578971101 14:-0.6539834429214199 15:-0.2014445566031904 16:-0.1507409987568072 17:-0.6480489879732632 18:0.3111305928676633 19:-0.5796353043646674 20:0.2670589279849893 21:-0.1442733519019663 22:0.8725458788373649 23:-0.06176922159135746 24:0.1863721793648752 25:-0.001452969972434617 26:0.6112847855779607 27:0.3664022880887707 28:0.3977294234889129 29:0.5875181752979848 30:-0.9282614113360972 31:-0.004230761873304678 32:0.588264838672661 33:-0.1709664254682391 34:0.301914117247174 35:0.3264570456563691 36:-0.603547984008808 37:-0.2100400850909907 38:0.6322494164240757 39:0.01917550471258719 40:0.2523757683164441 41:-0.3098486101260164 42:-0.08175658985665711 43:-0.2643235376304865 44:0.1327766531308965 45:-0.1150777108662681 46:0.4464424647418619 47:0.6709940056306275 48:-0.4704079430595638 49:-0.09224150127280736 50:-0.001058541497718651 51:-0.3374810742423098 52:-0.408531190701531 53:-0.3833139871162926 54:-0.06815135272272424 55:-0.2785900439369264 56:0.1321957289316715 57:0.3487559033307078 58:-0.160562520441576 59:0.5262947403671427 60:0.07118943419853277 61:0.245796804948887 62:0.5192203332832459 63:-0.1737517785177065 64:-0.1734491130087991 65:-0.3114168430622647 66:-0.2654784889777191 67:0.310864160009578 68:-0.1521625425435828 69:0.5128750482512862 70:0.1247070985731003 71:0.02174712576621593 72:0.5861456624040817 73:0.9568659634927997 74:-0.3330588176306262 75:-0.2558739720011585 76:0.3124727081921131 77:0.2653974611503442 78:0.6606825504910742 79:0.2132659170096167 80:-0.1015319916708826 81:0.0003368428320401629 82:-0.08168750942635701 83:-0.1075275646270805 84:-0.0002575603931677523 85:-0.4100786617523076 86:0.1527716433794846 87:0.707748926343271 88:-0.01541654427895893 89:0.1428299853760614 90:-0.1786741738252804 91:0.2605557388979131 92:0.06759822523380304 93:-0.7094985613335806 94:0.5626911694346421 95:0.07318342339921688 96:-0.02202755573788789 97:-0.1100877149862953 98:-0.1112466277390209 99:-0.0569804429654384 100:-0.2141144102702929 101:0.3111146391209413 102:0.06606030352797737 103:-0.1017747678794136 104:-0.5268500131472813 105:0.1532645275858375 106:-0.501477334248579 107:-0.07321412808419145 108:-0.5634238246913807 109:-0.2755480880141263 110:-0.3366450342301896 111:-0.03691268173464503 112:0.01957778841720606 113:0.1265998836088914 114:-0.006481362855082121 115:-0.1487467437430012 116:0.4156768139175863 117:-0.05820112459523882 118:-0.5188840702703252 119:0.3862211888455004 120:-0.726846166624509 121:0.11106161299563 122:-0.3395843328070994 123:0.0657566795652305 124:-0.3705440294575623 125:-0.02858162819611869 126:-0.095790766418903 127:-0.6495746158781037 128:0.5061453758306762 129:0.06501513463622786 130:0.03713633986000356 131:-0.2690571366252129 132:0.1769197365171405 133:0.2578285772758779 134:0.1578757100986349 135:-0.3096456962391129 136:-0.04019331306782377 137:-0.4674026147891117 138:-0.06919818696316286 139:0.7446804960061056 140:0.1112986287377726 141:0.2359677183304948 142:-0.05452810525976259 143:0.5271621157324494 144:0.2216034540860684 145:-0.4374595348323545 146:0.6199392583266583 147:-0.06499186543469584 148:-0.4458931396314075 149:-0.578303037059369 150:0.394813409697324 151:0.01685730091890394 152:-0.4488092910824081 153:-0.08475446303968198 154:0.7296559611501418 155:0.4523537550107265 156:0.1435912280185896 157:-0.2484604192492637 158:0.08746486298848211 159:0.09983283658788322 160:-0.09882789068641785 161:-0.3523535386064485 162:-0.00945596239803545 163:-0.173263286504155 164:0.7644775067331555 165:0.2417762868326009 166:-1 167:0.3816354245180728 168:-0.8263805016827845 169:-0.002181310991745899 170:0.5371647887754554 171:-0.06431070124024509 172:0.6399186183442203 173:0.1432834095830993 174:-0.02456097810039446 175:-0.1283458659195834 176:0.4190440481979456 177:-0.2533652102976817 178:-0.09520626694690398 179:0.09016373158383059 180:0.4559907633855561 181:-0.3065651663715403 182:0.1840827700316633 183:0.4741235125718185 184:-0.2792490927766605 185:-0.4647933857252237 186:-0.1236619777871779 187:-0.6282181553009153 188:0.05645250841948195 189:0.2335945056906609 190:-0.2680564323947323 191:0.4227915753922335 192:0.127182700438723 193:0.6783125136971806 194:0.02395718402393821 195:0.6393886682660979 196:0.3404179174449675 197:-0.173145882915168 198:0.0863319427809453 199:0.2846488832117726 200:0.1288984274627447
+1 1:-0.3212523484430492 2:-0.3740078977337119 3:-0.4029876712589133 4:-0.1302070262721893 5:-0.5210928904390412 6:-0.5413752954312301 7:-0.2428121700145189 8:0.01057076972018821 9:0.2550309357670768 10:0.307970245975493 11:0.281954750191437 12:0.6608918828869261 13:-0.2573459613114166 14:-0.1621226695557178 15:-0.3051141445753628 16:-0.1545941913301165 17:-0.06634001610982167 18:-0.0161143835588536 19:-0.3178039558286949 20:0.4962721587006639 21:0.07975099765986093 22:-0.4684293273512976 23:0.587253564725836 24:0.2636756461857958 25:0.4089869288534425 26:0.1363289104641015 27:0.01450379557091355 28:0.2783373695175508 29:-0.4376599830883238 30:0.281708073746875 31:-0.28004229636084 32:0.3990178898963202 33:-0.2590074491036911 34:-0.1764907359009808 35:-0.4191957907210236 36:0.1939862383513808 37:-0.02408984649298386 38:-0.3278669461544748 39:-0.449645018213688 40:0.5198703101196567 41:0.08935041648180762 42:0.4181368678562083 43:-0.2873476878637203 44:0.01287388526980449 45:-0.3487212085133607 46:0.02487192372961269 47:0.04497655532134577 48:0.07522617980783433 49:-0.7223541190883613 50:0.01360405609615493 51:0.1077082750291971 52:0.1123771699211373 53:0.2498470972467867 54:0.02271109909192141 55:0.2194266943312941 56:-0.9298055914470187 57:0.4011724577543841 58:-0.2497410367124016 59:-0.07507157416321331 60:0.2278063783738717 61:-0.3033612288916951 62:-0.7998426611140718 63:-0.3222974052999713 64:0.1988628851148379 65:0.5795764052825486 66:-0.6967847240169844 67:-0.2776828691043874 68:-0.4829083234589603 69:0.07473388243124451 70:-0.1787324652606793 71:-0.04728730484026377 72:0.4354977330345147 73:0.1250016779099342 74:0.09343518435854881 75:0.0460436481598499 76:0.4693190236529162 77:-0.3203857530689587 78:-0.3398941530300971 79:0.4150110043785685 80:-0.1421219440292417 81:0.09917928768418477 82:0.02759445949997645 83:-0.6758936407602224 84:0.1733350996667396 85:-0.1161321873401167 86:-0.4860503962907525 87:-0.2094597165835413 88:-0.07379502910032271 89:0.04268315314734578 90:-0.3186589417200999 91:0.915772816077176 92:0.2774441757038892 93:-0.3045670077478617 94:0.0003138524498941808 95:-0.6857100866900323 96:-0.5635213447311255 97:-0.1140118486750649 98:0.1416263092270323 99:-0.341604530018989 100:-0.7354088717949313 101:-0.2586429212433715 102:-0.4865417119469752 103:0.2254381569011321 104:0.6281068848663923 105:-0.2546695460730664 106:0.2365077244383365 107:0.147838732729772 108:0.09617595569375251 109:-0.05814037325355402 110:0.5121109566588523 111:0.2243423661794745 112:0.5728362613832833 113:-0.3758433624066283 114:-0.2648194127400816 115:-0.3839228373467926 116:-0.0244738926276542 117:0.1715683174851889 118:-0.2530822169291616 119:-0.04713506774747922 120:-0.2122597560365757 121:0.03617298072557617 122:-0.2420885132062559 123:-0.2715198410072583 124:0.3794359105150363 125:-0.2175878596332239 126:0.5177873883400683 127:-0.2181101759501767 128:-0.06979810515764423 129:0.1348718593109955 130:-0.8012316294293813 131:-0.2174339694911674 132:-0.4321316258209576 133:-0.1558397777169817 134:-0.5251336158946327 135:0.1962528282343292 136:-0.1342986148956292 137:-0.03335546931101442 138:0.1523314195166662 139:-0.5580972880677666 140:0.03385299152084047 141:-0.6921267728465218 142:0.02345994907721822 143:-0.3422368601207174 144:-0.528938276897196 145:-0.417995908439967 146:0.5424788138391867 147:0.820250789251443 148:-0.2103755100955425 149:-0.2137113393052426 150:0.2343416321278972 151:0.6771027074753629 152:0.2613409370093417 153:0.0429056070522819 154:-0.2081879698945389 155:0.380505941554977 156:0.6313634238618796 157:-0.4070826940009261 158:-0.04019417231254362 159:-0.02331222261411271 160:-0.02082392795853813 161:0.2645299153206206 162:-0.2547410286206381 163:-0.2120722053767788 164:0.02163612560116235 165:0.05231718300823043 166:0.6351331292329636 167:0.07070332083938755 168:0.01625875648559411 169:0.2103881990846452 170:-0.2387210565293266 171:-0.6900279297939562 172:-0.03800805096424594 173:-0.5429910452000366 174:0.07228335334731709 175:0.8439376793090964 176:0.6766115279474146 177:-0.6815599478694462 178:-0.6959178666398045 179:0.1546455716820917 180:0.4803336624028505 181:-0.005730193810385337 182:-0.1136294716411039 183:-0.2256817073705831 184:-0.3648289990655531 185:-0.6083446054221542 186:0.023212918163058 187:-0.2040832942906529 188:-0.07912116436997607 189:0.1402930351280845 190:0.2595606128878501 191:0.517172829438984 192:0.07232497556290045 193:0.2108909564877352 194:-0.6483937438361541 195:0.5998350701126086 196:0.03177624683175295 197:-0.2271313749137974 198:-0.2064012906969163 199:0.1037243565944856 200:-0.8010352254721844
+-1 1:-0.1293825229775455 2:0.4274443783886082 3:-0.2428355167124354 4:0.7596786930453483 5:-0.2895261194507659 6:-0.2177985415493946 7:-0.4366619950519409 8:-0.1218832332600741 9:0.2810608905970827 10:0.1016841168981585 11:-0.09151675611288462 12:0.5397648136201572 13:-0.6029468434670543 14:-0.04264102741705505 15:-0.1194400456015964 16:-0.1196759290096845 17:-0.4115109391670977 18:0.2536517898248436 19:0.9814719923522364 20:-0.07358681884420265 21:-0.07598195708683422 22:-0.08471434854945618 23:-0.1729839761887703 24:-0.001839791822745331 25:0.155934667017247 26:-0.622455668883628 27:0.5621621142857596 28:-0.1844534214256505 29:0.5390321683045749 30:0.05552181630880124 31:-0.6307410128918715 32:0.05778246377988672 33:-0.2166663243996495 34:-0.1059087060061072 35:0.12723603687073 36:-0.1191103985421038 37:0.1146271088920133 38:-0.3855099898385033 39:-0.1466970966139968 40:0.5039743871880821 41:0.2624867558346484 42:-0.3989901336624596 43:-0.4402374590428382 44:0.5837026075904326 45:-0.2268461609364135 46:-0.1032364177486854 47:-0.4126054769726145 48:-0.249698766293284 49:0.2260586406145682 50:0.1834469906407278 51:0.2660125463449078 52:-0.05783163787549766 53:0.1985639978717133 54:0.07552813145768877 55:-0.1918794599042276 56:-0.2696589899018615 57:-0.1374693371604542 58:0.2683048719966028 59:-0.5756658470671913 60:-0.7003747968706616 61:0.4705500131028309 62:-0.1292947426175996 63:0.03449971523618106 64:0.3930645391031638 65:0.6425413982479476 66:-0.1913456790153351 67:-0.09755682342246697 68:-0.4308412336111939 69:0.3187745415603033 70:0.3389917812341071 71:-0.1426879355130989 72:0.582886939920614 73:-0.2374493160426236 74:-0.1789311230103006 75:0.3185958842198719 76:0.8761209798639279 77:0.3154568084418474 78:-0.1657897999460814 79:-0.2899302166571546 80:-0.3032912429673519 81:0.309909712897138 82:0.02488173638954098 83:-0.06116594650639057 84:-0.01363544870645535 85:-0.2324888275453343 86:0.157463777459152 87:0.8574831099361211 88:-0.01402141223477775 89:0.1721956425324589 90:-0.0601359224345282 91:0.1578405732370688 92:-0.4374091682141412 93:-0.1398261860559078 94:0.5865293880210438 95:0.1022855636302548 96:-0.7018965976231715 97:0.109633171726619 98:0.07468256347805344 99:0.4254348910802487 100:0.4096071098692635 101:0.2622348470854104 102:-0.347363568684196 103:-0.09100311281657969 104:-0.3361042980298153 105:-0.09856320146357203 106:-0.2054644596113959 107:-0.475520905619151 108:-0.05151316353949441 109:-0.2544017753966455 110:0.3020514650477776 111:0.2884921214390512 112:-0.3259220113929198 113:-0.5061962341812958 114:-0.1977517386387186 115:-0.03649107597246609 116:-0.2288285758919454 117:-0.2264407097648222 118:-0.3641978813639116 119:-0.8718347725435239 120:0.1275471699883189 121:0.1379699312943698 122:-0.2413289282155341 123:-0.4395869116178366 124:-0.1817279755389077 125:-0.4177336171132598 126:-0.02625207809154782 127:-0.4850611187833666 128:0.1205852178770976 129:0.1441455180182998 130:0.5057701084879325 131:0.1426699109099923 132:0.0567169503568932 133:0.6770392614182057 134:0.2177654055249897 135:-0.05497286299309605 136:-0.2073557620797296 137:0.3242911829251347 138:0.3661817029319199 139:-0.2079750728781102 140:-0.1041290354747301 141:-0.4683791116556592 142:0.2691449634392293 143:0.2175650824114223 144:0.08812098915624417 145:-0.2273287736785028 146:0.1779873896874985 147:-0.1354871741829949 148:0.3594303331396436 149:0.04186691529269396 150:-0.01942029810791472 151:0.3545518281887997 152:-0.19429359629132 153:0.0355813065318369 154:-0.5478754180358798 155:0.295390764617293 156:-0.1558437527128809 157:-0.1404148026699093 158:0.3987598580132114 159:0.5006116389337152 160:0.3158689699347435 161:0.141089043803216 162:-0.2478628556729798 163:0.1424808049466941 164:0.1094761636526804 165:-0.1221392342479527 166:0.5442237397148255 167:-0.7157493635170803 168:0.5602276655499036 169:-0.04509605558063101 170:-0.2454486974632402 171:-0.3919847854482929 172:0.6065917914148488 173:0.3646213876444442 174:-0.4928900084690786 175:0.616262251991155 176:0.1963186432044423 177:-0.414259839687124 178:0.2351666564325138 179:0.3952150088238562 180:-0.2849750872666723 181:-0.252803503417416 182:0.07862467943297427 183:-0.2198384351875761 184:0.152012016783565 185:0.4261666645474166 186:-0.497087832984696 187:-0.03512980907990716 188:0.2377140330622183 189:-0.1254710884730724 190:0.5879091091666485 191:0.1447767610679615 192:0.2693983176413951 193:0.4873682637066429 194:-0.4858885591063549 195:0.3873166670365852 196:0.5921874052597653 197:0.1257654714307911 198:0.0288746838113704 199:-0.08890299209225956 200:-0.1149773272070636
+-1 1:0.06803270277969141 2:0.2078083906140968 3:0.3038351759893799 4:0.1305602107314523 5:0.2347250797066346 6:0.02781222755101313 7:-0.3411025749273232 8:-0.1383767466661227 9:0.566668984840496 10:0.4216089689164498 11:0.4597034955710785 12:0.03554392169784806 13:0.201108542762686 14:-0.165008166549621 15:-0.5454139663538847 16:-0.8653786498178386 17:-0.1110960035207872 18:-0.43214969718291 19:0.2046657972513783 20:-0.2939221977482205 21:0.350908388158649 22:-0.4445013832390958 23:-0.3736589989067043 24:0.3738563345278575 25:0.3352755028032361 26:0.06867054376763726 27:0.2329901008620219 28:0.2895405637073467 29:0.1641718986039861 30:0.1662856545587641 31:-0.4773085803094639 32:0.6112281960801805 33:-0.4312908138866255 34:0.6113993312491933 35:0.1804035214476164 36:0.4831146726714292 37:0.1080373428204943 38:-0.03020696644885332 39:-0.3936305012058365 40:-0.4357803953979202 41:0.1895623695595745 42:-0.188996664870981 43:0.3173543790782901 44:-0.419818157430754 45:-0.1402255259908514 46:0.4970768596347275 47:0.2611750279951121 48:0.1490545931887789 49:0.309461973662686 50:0.2742936238224243 51:0.3483570760974372 52:0.06481593614917941 53:0.06051156309218898 54:-0.09457806077746708 55:0.258887113631588 56:0.28568667744649 57:-0.3490431963552679 58:0.06499401621582947 59:-0.3260456188419476 60:-0.001126841181620847 61:0.01019768239677529 62:-0.1476415767775711 63:0.01583983343691063 64:0.2089419134444293 65:0.04812206231835034 66:0.3887982108452381 67:0.2647775144528741 68:0.2213910018184903 69:-0.1834035576443629 70:0.1923757776584047 71:-0.1799828606819146 72:-0.1207400363645222 73:-0.1255111567183204 74:0.3928112043495915 75:0.08518863904658262 76:-1 77:0.4558812742863807 78:-0.5984471752716987 79:0.4701949540202925 80:-0.09485871915683236 81:0.5256263458364502 82:0.2435780521774488 83:-0.6245338716089478 84:0.4331413083480741 85:-0.5917495485534053 86:-0.295873420347507 87:0.09203385361064666 88:0.3426954235154793 89:0.04654984837790233 90:0.02669161789820065 91:-0.4347456886995592 92:0.1847908759198475 93:-0.7972900463484477 94:0.4943890792838634 95:0.3030799390812861 96:0.193717577383824 97:0.5409024846416606 98:0.3624599329083329 99:0.396966077233859 100:0.2858195398308029 101:-0.2103201029345874 102:0.01325757984380296 103:-0.1033743448500021 104:0.0721125843210835 105:-0.06648802360476572 106:-0.308193628908728 107:0.2333549098557628 108:-0.2284173699842877 109:0.5526833831395326 110:0.3014473487696751 111:-0.3333935745241056 112:-0.4705400177068822 113:-0.3434137956514278 114:0.5254010121754964 115:-0.5209399817355924 116:-0.1313672547139049 117:-0.1656183160365498 118:-0.242041829994871 119:0.1026238771549589 120:-0.1271018151656357 121:-0.3493882563160889 122:0.09667969367446289 123:0.537516874807995 124:0.01309044067172519 125:-0.639099728443313 126:0.420117869329721 127:0.1393646272481808 128:-0.4211261768794125 129:-0.1399154393782697 130:0.2495911378684879 131:0.3842446955477721 132:0.1592835148583016 133:-0.2341333217281273 134:-0.1505939049139607 135:-0.1816715783037087 136:-0.4511422581603227 137:0.7649333531646525 138:0.6795338166100051 139:0.2974137253225042 140:0.5059141452686696 141:-0.3788674933697495 142:-0.3327741284901585 143:-0.5095842010174978 144:0.004893525238366926 145:-0.2673004807583708 146:0.09280106155231507 147:-0.2134675387114858 148:-0.277029998116213 149:0.6774699768274748 150:-0.03802374151598117 151:-0.09923196466706982 152:0.3521111704956004 153:0.0269677301890186 154:-0.3132601833835199 155:-0.08784736739815666 156:-0.2132131693504057 157:0.3114850857188314 158:0.3854678192423554 159:0.09793183051880218 160:0.2688528534485135 161:0.1512801948549255 162:0.2817405499545401 163:-0.2858742541455085 164:-0.004127250597282389 165:-0.7589180135343357 166:0.1846178042035716 167:-0.6981644067189727 168:-0.1163394748506416 169:-0.02335603196220293 170:-0.1697225182550415 171:0.1800019587876319 172:-0.06626161284705706 173:-0.5983672174946636 174:-0.3166744563201159 175:0.470878229331377 176:0.4135088290846805 177:-0.1549583809819245 178:-0.3494137895793679 179:-0.3508908898491157 180:-0.2047023556239636 181:-0.2700694268747277 182:-0.4895821706524063 183:0.5524445293355703 184:0.1118499850307719 185:0.1363917542132667 186:-1 187:0.02403700400001332 188:-0.1938864859973527 189:-0.1657728223130626 190:0.3068206222073643 191:0.239228250307355 192:0.395718359224245 193:0.3646902058505692 194:0.2313203901579111 195:0.149701556095807 196:0.2450722933393959 197:0.4037944187139182 198:0.03280220265435838 199:-0.6383600363350032 200:-0.06239957567881713
+1 1:-0.06902755445628313 2:-0.232234419228987 3:0.1893009940056912 4:-0.5683373724854692 5:-0.1580949939496221 6:-0.2784762913271144 7:0.09808833298070738 8:0.145546445345862 9:-0.01459971940054589 10:0.3588545910722052 11:-0.4570196204939354 12:0.002000583685835305 13:-0.1500442281380492 14:0.04634739134983526 15:0.2218724356075211 16:-0.2932801178337138 17:-0.6868823173912851 18:0.2603587469947284 19:-0.5436301606077796 20:0.248955304998098 21:0.08532491377448138 22:0.08555174767005848 23:0.156328944953714 24:-0.04335183462801531 25:-0.06660154315857617 26:0.2569277465477046 27:-0.350012650106432 28:0.01938556569892978 29:0.4627349115876677 30:-0.2999722947995127 31:-0.4813046077451666 32:0.1035410562032403 33:0.08077965812136162 34:0.1716721015556801 35:-0.7357343555165546 36:0.5257874532564304 37:-0.2381226145151326 38:-0.1402553897669934 39:0.5920621121177703 40:-0.3252444579756995 41:0.09431190339472342 42:0.5082759612386237 43:-0.3103589963214577 44:-0.009283762037645752 45:-0.02808822696046033 46:0.2795755264192136 47:0.1381044980505366 48:0.3955830238318128 49:-0.5367050777196168 50:-0.1611668657329586 51:0.3062737666053085 52:-0.2705311467036913 53:-0.1883496272183207 54:0.2352619761233133 55:0.4445337696977614 56:-0.1866801214985145 57:0.1918347561886195 58:-0.8627344901400126 59:0.777109418878335 60:0.346640927541764 61:0.07449017631461756 62:-0.1065056336719108 63:-0.1607369927591923 64:0.2102123239629741 65:0.4032919771028481 66:-0.01145076799174707 67:-0.3850844463029174 68:0.0893900105960342 69:0.02021469068618161 70:-0.2335190321446157 71:-0.1778359259210497 72:-0.01537302702764205 73:-0.5651913703681287 74:0.04165538096370686 75:0.2816346222794184 76:-0.2439823865934056 77:-0.3991707066889384 78:0.09180608607501414 79:0.2552408739777293 80:-0.6786023794655551 81:0.03269147662220365 82:-0.2180172711952487 83:-0.702010769407428 84:-0.3343879138384542 85:-0.004442790973634647 86:0.3693886982338933 87:0.7351873660708457 88:0.1554013971518559 89:0.1773967526817431 90:-0.005331181372523912 91:-0.31655094862613 92:0.2164331974877692 93:-0.09955292304165927 94:0.8542922369772389 95:0.2727507199092857 96:-0.6025929063966928 97:0.146403219475958 98:0.3130685139462729 99:0.05036625716170623 100:0.4411784265396209 101:0.576667491179771 102:-0.4750396047957588 103:0.5013827159804707 104:0.1173492407647855 105:0.3350300479705883 106:-0.2878603117182681 107:-0.9778491660766526 108:-0.6420097748508682 109:0.4723215284294339 110:0.2563573240879316 111:0.1908182951420271 112:0.1196594724683185 113:-0.2724818674819854 114:-0.5567378775661688 115:0.3105487274846062 116:0.0345140367859588 117:0.5612983059652127 118:-0.2383939785941909 119:0.2211090275257354 120:0.04189750190758612 121:-0.3763641136624558 122:-0.176810599145344 123:-0.3072245970070351 124:-0.4768390489431721 125:0.1751038814457548 126:0.3272198624847478 127:0.05649876125992642 128:0.01173816536954825 129:0.1024785866011041 130:-0.5810678497127129 131:-0.0005335526201251592 132:0.3935519836812408 133:-0.02031249623739235 134:-0.01695033339236715 135:0.156483502922485 136:0.1974174949456502 137:-0.1579687789966297 138:-0.06975951059106596 139:0.4249042062841164 140:-0.6509438487281045 141:-0.08386536463392055 142:0.4139532604465421 143:-0.3122765610303905 144:-0.5953793809485548 145:-0.3402628923961935 146:0.03259376824265744 147:0.2270412147629453 148:0.4257032460623446 149:0.2030286280567182 150:0.2565853939121451 151:-0.04222712444791593 152:-0.184803727294377 153:-0.3922071769463795 154:-0.6461558306031575 155:-0.7280242952803043 156:-0.08349931846200326 157:0.2304076602033104 158:0.3940168885499645 159:0.09567693608036572 160:-0.439162388502588 161:0.05592361208598318 162:-0.1022068599574471 163:0.5385222773987536 164:0.6123940655534752 165:0.1517389115506221 166:0.02697981867564911 167:0.580584927936856 168:0.3699419589696694 169:0.3632563199785223 170:-0.05506080456832949 171:-0.6798005837420429 172:-0.228822265474621 173:0.2385150213307928 174:0.2143007720726385 175:0.2493347392993745 176:0.5953132578947645 177:0.01401160087668918 178:-0.5472301349089053 179:-0.4090088234215251 180:-0.1815549258656587 181:0.0299870579062681 182:-0.4680532865980115 183:0.3416458922465907 184:-0.08387590293527054 185:0.450655603981884 186:0.1786504958910819 187:-0.1169515196444968 188:-0.3125044165689586 189:0.1832494122558875 190:0.09442159546392098 191:-0.07079543671849647 192:0.2127072207732892 193:0.8023878907115444 194:-0.5616454228104617 195:0.09837859548819815 196:0.3602200487230275 197:0.1396084584246915 198:-0.2037185694930752 199:0.1745044843259589 200:0.2966202619193044
+1 1:-0.3776470515384252 2:-0.1467444679802105 3:0.4108650142384072 4:0.26238771151818 5:0.2269274855024507 6:0.2345555297960496 7:-0.2200119440209609 8:0.09651002172907761 9:0.1818421620763137 10:0.1707680776805218 11:0.09733534944945449 12:-0.0969706608865144 13:-0.100744884210422 14:-0.2629822898751306 15:0.01669187526667705 16:-0.2439965473472193 17:0.09134173633566725 18:-0.0242790999204788 19:0.4704229995878138 20:0.02056128242893639 21:-0.12697487122379 22:0.2193920192626683 23:-0.3987759417168101 24:-0.03920219657483019 25:0.5324845700904617 26:-0.05696298899173834 27:-0.2156999887837435 28:0.4744021920447687 29:-0.328804179240331 30:-0.2424163509247686 31:0.5316098406631357 32:0.4281159709688334 33:-0.2441385598421258 34:-0.517995969006234 35:0.06074458841374131 36:0.1012232484813266 37:0.4037659394635112 38:0.3727420336223518 39:-0.30055352136776 40:-0.03191680658441326 41:-1 42:0.33641565725526 43:-0.4649315416960658 44:-0.2444730802672532 45:0.4260906360649088 46:0.6679340764278787 47:-0.527099093088812 48:-0.3991447917026992 49:0.08560900549397585 50:0.5442079759617814 51:0.9346185077109692 52:0.3060829195336117 53:-0.1799122814734592 54:-0.2925004580107999 55:-0.01128357716284426 56:0.9958593206003751 57:0.1127662231554535 58:-0.07248542660410377 59:0.1416336251179523 60:-0.007013268941614484 61:0.245318917933776 62:-0.02803166829111495 63:0.04372037248777134 64:-0.1042835613528474 65:0.2627930100508853 66:-0.2321130812949606 67:-0.1708885337668752 68:-0.03822388240186378 69:-0.4013499162658138 70:0.2848085638285202 71:-0.2940439132331576 72:-0.1894802362750885 73:0.2135609782034595 74:-0.3105050469218679 75:-0.1615792633064418 76:0.1382903677842193 77:0.1157150487777714 78:-0.02619891612085157 79:-0.2658914270586785 80:-0.225935571900722 81:0.07487900168352815 82:-0.09480181806517041 83:0.002005462978900328 84:0.3339901480639073 85:-0.04341551372167321 86:0.4951433217385111 87:0.2056253384269153 88:-0.1001242538172512 89:0.1903669350949274 90:-0.4401379106979276 91:-0.2252021714172975 92:-0.567139395034607 93:0.222611548326389 94:-0.6429363389842898 95:-0.3296201252265014 96:0.1546504621778766 97:-0.2269221538784366 98:0.2654117777570801 99:-0.3988140299212263 100:0.4450522762617627 101:0.09092989735151152 102:0.009444117424187735 103:0.3693520376124987 104:0.3363103837193857 105:0.2109442043037914 106:-0.3598085541894799 107:-0.1274704925129923 108:0.199899429707672 109:-0.3899609944839218 110:0.3655126777957322 111:-0.2508847542077934 112:0.1850417820938713 113:0.2797757267410994 114:0.1522500282982814 115:-0.03111031150054184 116:0.03191779490516264 117:0.2241534411174957 118:-0.1175826014162123 119:-0.1505900262825614 120:-0.110643838247516 121:0.117602521505112 122:0.05249703467255544 123:0.4414465500207148 124:0.3022249517900825 125:0.2002440119861109 126:0.417686740653018 127:-0.07409463733741688 128:0.1555460811546592 129:-0.2350073051427896 130:-0.002747589379771945 131:0.4106755074822884 132:-0.2292654511823961 133:0.4100969443418045 134:-0.1225139166127241 135:0.3850954223392975 136:-0.02159976362993855 137:-0.09117554344218487 138:0.1954160793114635 139:-0.5799683882821125 140:0.0222033923190606 141:0.1978967558199546 142:0.1259209745184508 143:-0.1023021088149829 144:0.3201672978461008 145:-0.282964272930848 146:-0.1031799629318902 147:0.1080722284569223 148:-0.625846442359687 149:0.1107335825999876 150:0.6164208992334588 151:-0.259329154396844 152:-0.288786442317005 153:0.467209026922265 154:-0.3507221281869805 155:-0.5062541914627734 156:0.0750801565790518 157:-0.138471069451139 158:0.2203737956099598 159:-0.325318512121604 160:-0.06797049653921237 161:-0.1566213339330229 162:0.4360951001843744 163:-0.7383952973472742 164:0.2817391255673696 165:0.07496165721606134 166:-0.3022858835845749 167:-0.2066000037184209 168:-0.08580549257065098 169:-0.4614369180298171 170:0.09442317473178453 171:-0.1988105469349555 172:-0.225220314143161 173:-0.1958752438757976 174:0.6197147468470727 175:-0.3473366388288798 176:0.4904276253230724 177:-0.1242717099233801 178:0.5493846122142061 179:-0.2646833705318676 180:0.8615037457137102 181:-0.03968862794096534 182:-0.1026440952650059 183:-0.4437669066322866 184:0.249104170487582 185:0.01496744941894682 186:-0.3656820549306502 187:0.2047401357477426 188:-0.002184417974478828 189:0.1842420074192332 190:0.2185940543671082 191:0.6078851131660442 192:0.6958452811273165 193:0.08342371968365643 194:0.1279346390513584 195:0.4563877392779451 196:0.05291878916979205 197:0.0916078558894296 198:-0.2213271278937112 199:0.6615968458028361 200:-0.3738369382690288
+-1 1:-0.5335238072424657 2:-0.1390049307289559 3:-0.4489276017522787 4:0.4909535111559407 5:-0.8193000558131797 6:-0.308168739022198 7:-0.2808922335232382 8:-0.2453820873658608 9:0.04113350376440877 10:0.05136931320840196 11:0.1627771705724829 12:-0.02409591550875659 13:0.01597962284170157 14:-0.09527692218369145 15:-0.5475614937785178 16:0.4975148742551929 17:0.1344113898156572 18:0.1651999830721937 19:0.6574700599039606 20:0.3712157761586428 21:-0.08203240575332568 22:0.2694255307078423 23:0.2188751804599627 24:0.02762406367278254 25:0.1441769559227598 26:-0.9053032282489202 27:0.3540714768439068 28:-0.1402729502864697 29:-0.1511568885909123 30:-0.4010213048548703 31:0.2156031917513374 32:0.5326799357594818 33:-0.3847061833349174 34:0.1310997795528221 35:0.2265382265079151 36:-0.3937281906323414 37:-0.458829190933176 38:0.1706231535158887 39:-0.08237933402191427 40:0.2833784535941725 41:0.5172599127777755 42:-0.3239518874747241 43:-0.1516017355392889 44:0.02049651090794717 45:0.2013723804718208 46:-0.05793226273629212 47:-0.473032016420311 48:-0.02960785776954142 49:0.08196820366066251 50:0.0117468770407213 51:0.4599866293245733 52:-0.1717988636726681 53:-0.0611557473462612 54:0.1434542765105136 55:0.414990784042932 56:-0.6429289641695177 57:0.4318965188851217 58:0.1818293983008257 59:-0.3183839353169081 60:-0.1691097727513521 61:-0.2850033179180333 62:0.6063810909738415 63:0.07372757707134761 64:0.2199403768730774 65:-0.5693485352804785 66:-0.4159188735403944 67:-0.2454622002362818 68:0.1656065455969765 69:0.1804579892217241 70:0.547959706492286 71:0.2504120115754553 72:0.1862134700977586 73:-0.5524425356211357 74:0.2223613349872201 75:0.4683878581603725 76:0.4354493199240992 77:0.003371821256712509 78:-0.6315928575332069 79:-0.1670942140089474 80:-0.04126767757445621 81:0.5772582254272747 82:0.2033846514656114 83:0.266905692689189 84:-0.8222971289630483 85:0.1639482757812907 86:0.2364325458676096 87:-0.4151898210358522 88:-0.5292056238658956 89:-0.1255876140656418 90:-0.6364799459429553 91:0.574816696547839 92:-0.09885530976047388 93:-0.09532266748718789 94:0.0642289518493209 95:-0.2120129730619215 96:-0.1266044703584341 97:-0.1994722589213615 98:-0.3541346644758555 99:0.6279880575680771 100:-0.1719081073037472 101:-0.1818141182307188 102:-0.2277556546989973 103:-0.07482153055039409 104:-0.5275231395457154 105:0.4720973924442948 106:-0.1075278689595749 107:-0.702659996666159 108:-0.07303606441985404 109:0.1531446973955288 110:-0.3065261450209413 111:0.3612493748783289 112:-0.02525919922863508 113:0.1226011512372102 114:-0.2808664803758803 115:0.549509846754206 116:0.01671126624872134 117:0.3932342721047807 118:0.2898762176855134 119:0.2595910235047933 120:0.4899877178088607 121:-0.09013029429825618 122:0.6282238072911424 123:0.5445245495795481 124:-0.3134459843043654 125:0.3797250976782028 126:0.4080668632996468 127:0.06744741854062988 128:0.4316857494942029 129:0.1986911059135133 130:0.1205918422333175 131:-0.222962186110461 132:-0.9194070182458571 133:0.01392242163802915 134:0.08669554003511315 135:-0.6883109384900278 136:-0.2067814739543915 137:0.2864825524308651 138:-0.3772762136647179 139:-0.08002280834722479 140:-0.185894222156208 141:-0.1870799237826797 142:0.001761255737775433 143:-0.5874952717769164 144:-0.2407826436309357 145:0.03158597302096962 146:0.3891118975091234 147:0.7709247930995414 148:-0.2200235709023224 149:0.363541553211444 150:0.347476456144679 151:0.01360756241285263 152:-0.2671255587741289 153:0.2699012834253232 154:-0.01635501162313963 155:0.3397118972723391 156:0.002587343599475753 157:0.05043120752903986 158:0.3477395716811402 159:0.2768854225780578 160:0.3924397423532208 161:-0.4946537452860265 162:0.4312075090892604 163:0.1969638653976753 164:0.3289773556753034 165:-0.221562642116222 166:-0.2779975378147506 167:-0.2267130257564229 168:0.02858384241748401 169:-0.3094509361063629 170:-0.3174552626219089 171:-0.02994967632569338 172:-0.4108947238700315 173:0.3203465910769187 174:-0.09037673739692972 175:0.152441171341341 176:0.1160843300527945 177:-0.3551974454514616 178:-0.2941688676751506 179:-0.1870075364416246 180:0.4183157213540998 181:-0.2698077006551627 182:-0.04447094066017414 183:-0.1046526829956556 184:-0.4532522817798295 185:0.5277733498785059 186:0.0002361045239251403 187:-0.2435976865994866 188:0.1721397750966314 189:-0.1448559890152089 190:-0.9078672322780521 191:-0.2550336488716026 192:0.5956366488439419 193:-0.4927450530745781 194:0.4749321619037763 195:-0.05564389736789099 196:-0.03266831712869636 197:0.2140733893942927 198:-0.007100069104391805 199:-0.2930633429417851 200:-0.4181862607059997
+-1 1:0.1308415966075545 2:-0.2986582773960591 3:-0.1051017835535351 4:0.2492278523761309 5:0.174471340763494 6:0.1503373533869187 7:-0.6515301553183466 8:-0.3859140735342247 9:-0.06658852934743503 10:-0.1605098666301735 11:-0.3183699769887611 12:0.8121192290705598 13:-0.2448379927811769 14:0.6903573360131446 15:-0.4956693883532566 16:-0.1889655748690287 17:-0.3119346487959257 18:0.6499975857878966 19:-0.1198441386221536 20:0.2076026138467761 21:-0.1888260291065761 22:-0.1606500547151316 23:-0.2860909920802656 24:-0.9143563921564201 25:0.07647218120598968 26:-0.559267817145211 27:0.2756945002449203 28:-0.6860866523076408 29:0.05729147433625494 30:0.0594006852987173 31:0.05795524084394521 32:-0.0196754340643075 33:-0.2763196084041647 34:-0.4397090749485172 35:-0.1823054104975352 36:0.1452407003426527 37:0.7225094938557649 38:-0.4829856418821253 39:0.3367493230874927 40:0.2415539157801185 41:0.1981345367567057 42:-0.2989559064867985 43:-0.3011145441735746 44:0.4038808187228822 45:-0.004869753271597471 46:-0.1659188368304637 47:-0.1651104133816135 48:-0.4148340771600357 49:0.01402779709127102 50:-0.269535297145947 51:0.5647260177002035 52:-0.4071478489784978 53:0.2087535235362449 54:0.4017507072365295 55:0.6627038677059278 56:-0.08691897692544139 57:0.07408818420801681 58:0.2785604321631146 59:0.09330273506182557 60:-0.3880654373100474 61:0.08818976548900058 62:-0.4522963544983157 63:-0.398891845875643 64:-0.4221363629587817 65:-0.3060291490735588 66:-0.1093763785199235 67:0.1744808671873081 68:0.5315671808596159 69:0.3518423903151605 70:-0.8151587649338324 71:-0.1713865573406684 72:0.3570303860636178 73:-0.06700794358488782 74:0.5798236587427104 75:-0.1550717269010308 76:0.07629103503453782 77:-0.2310625111892696 78:0.3653374596328673 79:0.1180421670711434 80:-0.1132910713042546 81:0.4068455885472736 82:0.2420070083317697 83:0.03369779732419831 84:-0.00613412473531403 85:-0.06486276545421514 86:0.02166565869611042 87:0.04919461961141219 88:0.6682283621207706 89:-0.4119194269203323 90:-0.10472848711379 91:0.3271302012707996 92:0.1013340237072807 93:0.8184093964744255 94:0.3049752999212834 95:-0.02179865870616517 96:0.5697477555140404 97:0.0271156129953623 98:0.7414663738347992 99:0.1023026277201479 100:-1 101:0.1249727544129003 102:-0.2921421853713871 103:0.6792560912598149 104:-0.1945160548208954 105:0.1437129395108242 106:-0.06690723879091894 107:-0.1833823426063539 108:-0.0871255907273747 109:0.6063566575105742 110:0.3587146993229191 111:-0.1514648216929513 112:0.07398736318664981 113:-0.1869833707171844 114:-0.03567425106376022 115:0.08439871967477622 116:0.1056982306798817 117:0.3813840985524283 118:-0.06392018921380087 119:0.4035051940406733 120:-0.03408230739591601 121:-0.1118317781919393 122:0.1825554862960866 123:-0.4114141431780377 124:0.2246471813882189 125:-0.311805905892774 126:0.09148553133859101 127:-0.3065556088549323 128:0.4168863149208126 129:0.271162491511879 130:0.4355957775570956 131:0.009250442941213452 132:0.06045523760290274 133:0.2271873589559108 134:-0.0157036730107928 135:-0.02710672786615172 136:0.2216699283637386 137:0.06035095829530218 138:0.142559945862018 139:0.2391381404526871 140:-0.1110342161753561 141:0.2734045716868196 142:-0.1268928171396255 143:0.2991325096028058 144:0.8036829999303642 145:0.5570652097536603 146:0.121395407728633 147:0.1215317577077628 148:-0.1157553169703771 149:0.4298123371061922 150:0.1039833932393461 151:-0.3033530030096549 152:0.208645230528585 153:0.5001577686770435 154:-0.5103556112449693 155:0.4818266844967704 156:-0.2408693493033514 157:0.1093886791256766 158:0.2076869962609094 159:0.1476710721309566 160:0.2208203159679358 161:-0.3463527132925935 162:0.3442807134256639 163:-0.5461698504043719 164:0.3155080200672428 165:0.3275615229464501 166:0.06048955977236107 167:-0.2599688522816495 168:0.3223301925749164 169:-0.1542144805081991 170:0.2141446827563291 171:0.1538075377541459 172:0.2196014638794975 173:-0.1577031611554401 174:-0.09286823558638041 175:0.07957926899617059 176:0.6573014157940646 177:0.1272544324967234 178:0.002826552867132334 179:-0.6914227132218117 180:-0.2350051636018874 181:0.3674002418105664 182:-0.4373798639461342 183:0.004320756932812114 184:-0.004454277696445227 185:-0.1104925660611684 186:-0.8204929755086399 187:-0.1020094828628285 188:-0.02198610876152841 189:-0.4021527997771889 190:0.6934672183833793 191:0.1662699042605464 192:0.1314176088712821 193:-0.4045685457068509 194:0.1130587627670187 195:0.04718174984878876 196:-0.2066810184758129 197:-0.4183750613824265 198:0.1182998657366706 199:-0.334874492618379 200:-0.1665396324374209
+1 1:-0.2401802896361067 2:0.4493327044958603 3:-0.2986340576958575 4:-0.2486379727607007 5:-0.405007386460574 6:0.1880120459709998 7:-0.2797038590395661 8:-0.1183874632804223 9:-0.7019486242259156 10:-0.7762513015807055 11:-0.1140328593464076 12:-0.007497641187691501 13:-0.1463381569246345 14:0.3698964359168769 15:-0.1518742201134348 16:-0.3669533482097165 17:-0.2168528425010268 18:-0.04687428657050403 19:0.4335099853492551 20:0.08819797763256462 21:-0.05661018390985439 22:-0.5526818844034888 23:-0.1631743360508149 24:0.3200578391960611 25:0.1771983497163693 26:0.03770566966008451 27:0.2904502006104084 28:0.2475664294536205 29:-0.2706563746450447 30:-0.3293820247880405 31:-0.3638365824087923 32:-0.09513184914599354 33:-0.1666087627722988 34:-0.4731670648454364 35:-0.04212026377762154 36:-0.4392403769825509 37:0.3992650657565588 38:-0.2386932911124385 39:-0.04043243539641785 40:0.07718688725660061 41:-0.1518875062252411 42:0.2216486855676639 43:-0.1038875758382902 44:0.24137948935742 45:-0.01561690176001954 46:0.401165556071202 47:-0.4214518088445142 48:-0.118202143504498 49:0.4617700078102911 50:-0.5294158036441806 51:0.1242049247418207 52:-0.08932918409520085 53:0.178564275975733 54:-0.3101015573497294 55:-0.02776345947734631 56:-0.5318333638998253 57:-0.1647323308112192 58:-0.2610329672274492 59:0.5806868197791764 60:-0.8734539715139129 61:0.004222635330672873 62:-0.2141989903796036 63:-0.3825830480704407 64:0.2647138565485749 65:0.5699574895195079 66:-0.2398169289946409 67:0.03667753024187433 68:-0.2371826959922436 69:-0.4290909510384857 70:1 71:0.1879864821179097 72:-0.1781772759829008 73:0.1589903694994884 74:0.3188396258890948 75:0.2370549700694121 76:0.9401351061505888 77:-0.3216015057586383 78:-0.07593356828668602 79:-0.9253487789047878 80:-0.6872646260588826 81:0.6228295796649008 82:-0.3596316804912207 83:-0.3584747250037297 84:-0.6745673240559733 85:0.35443515369783 86:0.3786252399153027 87:0.02859934741836396 88:0.1666187234608114 89:-0.1858956307479085 90:-0.6782682368575608 91:-0.1857588787665969 92:0.7468586872836881 93:-0.04486504320251736 94:0.3015216382216072 95:0.1224645943968404 96:0.1602218012230015 97:0.3929239627992231 98:0.0691972033027427 99:-0.04342845006680299 100:0.2541858510404215 101:0.4148498241231439 102:0.05975722977660838 103:-0.01055079871463954 104:0.249180316324813 105:0.617861501192329 106:0.3172712254848211 107:0.1252902346426994 108:0.07569991973267326 109:0.06270621850849208 110:-0.3357110897824073 111:1 112:-0.4684266459306323 113:0.1321823528146188 114:-0.533901891844536 115:-0.08732373613920244 116:-0.04555394189317388 117:0.3714043607458785 118:-0.7436762389655044 119:-0.5859055012389855 120:-0.2894322189892189 121:0.3513221065936976 122:-0.3310215357756514 123:0.2013166260183964 124:0.3715617335285702 125:0.07131049034633025 126:-0.09966305870409604 127:-0.04795283151075842 128:-1 129:-0.3630360179348235 130:0.02192104874767486 131:0.1397958613810707 132:-0.5152879270091022 133:-0.3316113110764631 134:0.2397124631143598 135:-0.3355001095366986 136:-0.04266158482281968 137:-0.4019353657127206 138:-0.1267236709940486 139:0.4936645930155509 140:0.1029536558654844 141:0.1177910689782878 142:0.2252463253352459 143:0.2770412662157998 144:0.1748583117233226 145:-0.1407282359091142 146:-0.1580997507530005 147:0.2229763202086457 148:-0.08283411869253259 149:-0.2688438289541165 150:-0.2300593967441149 151:0.7149674101152579 152:-0.5652757000351072 153:-0.02514015503279657 154:-0.177702124246313 155:-0.1638801368152364 156:0.04509027283364636 157:0.3088048156996034 158:0.2494911360288594 159:0.1734151709308192 160:0.04890375417125062 161:0.1145306194741384 162:0.2924235561806559 163:-0.2891919248281514 164:0.1324860926098086 165:0.05142426707012089 166:0.07614509570766305 167:-0.2930004582357243 168:0.04493791955480379 169:-0.1724401762324837 170:-0.3304239632266688 171:-0.09787723134600707 172:-0.5190726488961834 173:-0.03653012117631486 174:0.4727794245655487 175:-0.02628916987097546 176:0.3296296261278291 177:0.1247359819380199 178:0.01158833454900039 179:-0.229202914096638 180:0.214692085952461 181:-0.08700254849359251 182:0.3211955776537759 183:-0.2349264673731515 184:-0.120170292957191 185:-0.2165728887927703 186:0.05358354964089529 187:-0.01374028486692713 188:0.03835076874940652 189:-0.1347490895929759 190:-0.6213787406938324 191:-0.4336618424262294 192:0.2340828415007534 193:0.1673324120274174 194:0.357599855125024 195:0.3292148555224454 196:0.1176807761481495 197:0.1846251084463587 198:-0.2228284548924212 199:0.3000453031660257 200:-0.4344057003883786
+-1 1:0.180034143421627 2:0.3843788386294194 3:-0.2979303537622593 4:-0.1177397847805071 5:0.1789538041432204 6:-0.5016865007855789 7:-0.3337184222113951 8:-0.06857314453462079 9:0.1531405746694834 10:0.5025765327959705 11:-0.272746685484721 12:0.1378367700794996 13:-0.0952235287589954 14:-0.4248817340066431 15:0.5298949720136814 16:-0.2018017937970993 17:-0.3342955732305621 18:0.6612760029256896 19:0.6619289139721279 20:0.3948685324013729 21:-0.1817896465316276 22:0.3447117813469365 23:-0.07320476082522155 24:0.5827233490851341 25:0.1439831918460394 26:0.64239201790851 27:0.1307542911472719 28:0.1062243365082903 29:-0.1842306320092381 30:-0.07457452892886315 31:0.03572721963027417 32:-0.4702136000060365 33:-0.1684889919111351 34:-0.1507603529025005 35:0.4445979291083038 36:-0.0376209449587791 37:0.3122339666753208 38:-0.004111300988984379 39:-0.02526675339896677 40:-0.4094008686840225 41:0.2023080888882725 42:-0.3777833225817041 43:-0.1710164376581003 44:0.2426979478148123 45:-0.2959967476731983 46:0.4533665746715039 47:-0.2779243247056083 48:-0.160346564913397 49:-0.6191468605068161 50:-0.05974018310807533 51:0.4993758979184708 52:-0.4083860681977239 53:0.02952127066808369 54:-0.01272913517213566 55:-0.7054537576142051 56:-0.3070226950174743 57:-0.3234566150679741 58:-0.06858839941974143 59:0.6423740710614508 60:0.1729195499872441 61:0.2760187596264896 62:0.2138755774306872 63:-0.33164623387167 64:-0.6450088136581034 65:0.2933127829323967 66:0.2944011250699162 67:0.1988863504069836 68:-0.3935210506646396 69:-0.4756561248345538 70:0.04070797422206368 71:0.2312236563375532 72:0.0565562516458763 73:0.02060688659143386 74:0.3950516452930003 75:0.3536875422381658 76:0.3674045605522796 77:0.1132439565715134 78:0.7259920373134653 79:0.0950642678583514 80:0.180160515751743 81:0.7110303167523204 82:0.7515595175651829 83:-0.2932474016269869 84:-0.09422221889742913 85:-0.1399787938889616 86:-0.262684289359902 87:-0.5213412862326239 88:-0.1247309731826037 89:-0.2685272780903186 90:0.4717991626405544 91:-0.1607844327716669 92:0.4863663257063519 93:-0.08483045713654505 94:-0.04752427537749343 95:-0.4261655775579228 96:-0.1292125267616509 97:-0.3892329410409413 98:0.1032823130925152 99:0.2143596633690283 100:0.5186656583185432 101:0.2507831599615981 102:-0.3873603569484348 103:0.2466165545896939 104:-0.07201927268735174 105:0.1508516761579361 106:0.4079778332446457 107:0.1343554753448786 108:0.210416957557074 109:0.09222798292765699 110:0.3472843162660083 111:0.005171542091122999 112:-0.1186287701248733 113:-0.3314401708855053 114:0.1723664226942238 115:-0.007654736728036406 116:0.3944642163749244 117:0.3499314522763257 118:-0.1487053823492698 119:-0.1253429650215033 120:-0.4068600743963445 121:-0.1845376085368764 122:0.3919574437743829 123:-0.65703993264894 124:-0.07229075560665628 125:0.2427412473294897 126:-0.09499030274047238 127:0.09557430484141463 128:0.03152816509601498 129:0.3288963092876406 130:0.2412497101198131 131:-0.2568500749092619 132:0.06556754425343157 133:0.09597461811973804 134:-0.3278430606535888 135:-0.001257851085732575 136:-0.5834543517309396 137:-0.6211045383133693 138:0.1837450391976707 139:-0.4289893644774764 140:0.02055207301677886 141:-0.2822492412981481 142:0.4930966178807469 143:0.004751846452217851 144:-0.5157104868989504 145:-0.637809222880527 146:0.242210559463386 147:0.04596108118223005 148:0.04841565281940852 149:0.1847066192634905 150:0.2982733540250913 151:-0.1915537509325189 152:-0.1265847645776167 153:0.6867188709814899 154:0.08628786677756556 155:-0.3363793113492277 156:-0.6357699689009152 157:-0.07734658118702412 158:0.1046373755913903 159:-0.4295964541051841 160:0.08630137385418374 161:-0.1084294893950109 162:0.3150341200704987 163:0.006708420860198946 164:0.263592539756485 165:-0.1102271428644966 166:0.603184415539288 167:-0.2146870962968276 168:-0.6984357915054344 169:0.2652357640868482 170:0.2917420838256836 171:0.07591004415653196 172:0.1219346054323346 173:-0.2528890425135681 174:0.2257220672555514 175:0.4153103142501559 176:0.4785442310692741 177:-0.1710852004581834 178:-0.2413642947567276 179:0.4498681613108415 180:-0.5533542056209634 181:-0.04460701474218326 182:-0.002434978840371055 183:-0.4527643863405021 184:-0.7263816742805418 185:-0.6298132079886636 186:-0.08693786903214294 187:0.4735674024624064 188:-0.2726881451036691 189:-0.4559234423999188 190:0.2509502951399268 191:0.002010240054769893 192:0.2108067157844384 193:-0.08292738105667918 194:0.3379412665355998 195:-0.3537237911115597 196:-0.6835974988402 197:0.2057664396621887 198:0.3788931991261327 199:0.007693151733285656 200:-0.7317354864210142
+1 1:0.5605265273398617 2:0.2126333329183017 3:-0.194882907286673 4:-0.1517983016878734 5:-0.1804854076974052 6:0.2603698883098696 7:-0.3509030346670354 8:-0.02874603141111716 9:0.3387972971421105 10:-0.5501503742928406 11:0.02247874200024551 12:0.258728127440322 13:0.2615222936939977 14:0.05969326351410822 15:-0.1658812758441799 16:-0.2490473320614919 17:0.2282904049798966 18:0.1221789985084678 19:-0.1043814800631962 20:-0.1027126818827142 21:-0.07086276319981608 22:-0.08376804641017234 23:-0.4098991217528925 24:0.7548957019513403 25:0.945462925631629 26:0.2691220826980249 27:-0.1405013094695416 28:-0.05317644362755622 29:-0.2014634015107131 30:-0.2429146281730148 31:-0.1168642681671256 32:-0.1454636802042387 33:-0.2104339060467348 34:0.3236005483538419 35:0.2128404239929208 36:0.4282879797797258 37:0.3796702749817215 38:0.2821991626827861 39:-0.1366632952933212 40:0.2626707011070493 41:0.05516617288866429 42:-0.04160284620676936 43:-0.04488088827748142 44:-0.4827790713046338 45:0.2586110606154236 46:-0.06079541922899884 47:0.9296799531082647 48:-0.176660086897711 49:-0.2499606837174174 50:0.04469664644428012 51:0.2567937855188324 52:0.2023829231450889 53:0.4174931108964053 54:-0.1106041587039011 55:-0.0737208006715868 56:-0.6417736634728411 57:0.196450677949415 58:0.2161944752548605 59:0.6605274927427744 60:0.2205228809323619 61:-0.2270407733960898 62:-0.08215183981365051 63:-0.7086923230331379 64:-0.02551485457172339 65:-0.09220619522495704 66:-0.018587468113826 67:-0.1480170020242708 68:0.2016252955247077 69:-0.129463874974643 70:-0.4006681096274712 71:-0.09977823861187858 72:0.5370136014891379 73:-0.1774412575743659 74:0.2841578180008129 75:-0.2542424896465906 76:-0.192277971009939 77:-0.5343541806655804 78:0.4760427248724144 79:-0.5110394250266991 80:-0.2756430667763976 81:0.4256153946404672 82:-0.1880777703925585 83:-0.05868386848445423 84:0.1483084998743986 85:0.393234863933285 86:0.4025163011858008 87:0.2674868124154477 88:-0.104471879670119 89:0.434429608656832 90:0.06809037996540225 91:0.2421820008937514 92:-0.02429575531875633 93:0.08189387028456793 94:-0.06347599017112715 95:0.3318046279849025 96:-0.2360281077288137 97:0.2652398204009371 98:0.05400976481629797 99:-1 100:-0.520187813043772 101:0.06388917618272025 102:0.08068417938229333 103:0.06299308110692831 104:0.2728766292015964 105:0.1164091430673098 106:-0.6435621415063609 107:0.4710437260495212 108:0.4172918992433613 109:-0.07221700529209607 110:0.6432595732426643 111:0.02256859852649461 112:-0.1941248263989546 113:0.1224497953174444 114:0.03857500815275211 115:0.3657254334345187 116:-0.410649826792301 117:-0.01009316132764959 118:-0.2016198686401458 119:-0.4214926540022124 120:-0.1581059420645131 121:-0.1076744820414509 122:-0.3059213711910916 123:0.5085334686958202 124:-0.2132058996056705 125:0.06840487200490278 126:-0.1788890639175028 127:0.4063852473853471 128:-0.4012349528471622 129:-0.108146983500237 130:0.2071836879381269 131:0.6184400091490895 132:0.4242305306184799 133:0.02858232873209721 134:-0.1268345492896202 135:0.6448775233232678 136:-0.6412581584757798 137:-0.0934180265084045 138:-0.1647928279242205 139:-0.2589338370116295 140:0.07153075307220486 141:-0.009993067576592796 142:-0.5132799792490973 143:-0.2701838976053796 144:0.1870764297075973 145:0.2201775079679409 146:-0.285232596763982 147:-0.1154969497078359 148:0.5370659373989335 149:-0.09525303914599513 150:0.3163216265153316 151:0.6857257444266053 152:-0.373609431402674 153:0.4979026905106083 154:0.03288817075163156 155:-0.09037835109843506 156:-0.6196171219404024 157:-0.1963517025072176 158:0.2374266599345546 159:-0.3670628046998569 160:-0.8682005057955913 161:0.01023347627203892 162:0.04145165039520737 163:-0.3612157462612606 164:0.210557430227579 165:0.7514584976139328 166:-0.3994758930576144 167:-0.3525887853864645 168:-0.04410747877633855 169:-0.3650530060648986 170:0.08294383559233487 171:0.1970874821298966 172:-0.2974934094517699 173:-0.1095049243277062 174:-0.2806322451740058 175:0.1021403882142874 176:-0.1750484475297978 177:-0.3041514055767652 178:-0.3054675449680186 179:-0.1219076659770684 180:0.3130016168976607 181:-0.1957957555959995 182:0.4288835534292513 183:0.3155684887118267 184:0.2929845877923111 185:0.03641491052018112 186:-0.6014178985786345 187:-0.1207512557178078 188:-0.2414550599705882 189:0.09255752286388608 190:-0.1632041016386014 191:0.5284593043777239 192:-0.5275580411955993 193:-0.1507363080726348 194:0.5030495033027251 195:0.1075784557474138 196:0.3588144153601168 197:-0.1230481639558687 198:0.0477787110831439 199:-0.4114952202445813 200:-0.06582013124239328
+1 1:0.0545214328792357 2:-0.1515591844840845 3:0.0535241575906313 4:-0.3336927743352772 5:0.05257752069353942 6:-0.1211211783616113 7:-0.3540434216759393 8:0.025007449988033 9:0.6993284973905298 10:-0.1861216306108101 11:-0.0992381189089383 12:0.2092921061626873 13:-0.0710749079722249 14:-0.2058072148619506 15:0.2402578610300331 16:0.2045040628269782 17:0.03232112069470502 18:0.3660697192184597 19:0.3095164390677327 20:-0.04788761841320152 21:-0.2284725498713864 22:-0.4129719877537699 23:0.8088622617240934 24:-0.03042768631430968 25:0.1604371999227715 26:-0.05491971385662522 27:-0.4061294047757021 28:-0.2508966652964236 29:-0.1715234945788458 30:-0.0154578480753544 31:-0.04328557316017161 32:0.2805681847045112 33:-0.2436586501798594 34:-0.336635094107992 35:0.1273112572162692 36:-0.5385669219942369 37:-0.002000321528636086 38:0.355496476660898 39:0.6918417618620055 40:0.7665952913998016 41:-0.2136821177454358 42:0.2125558022351983 43:-0.1444524519552087 44:-0.4279507766296698 45:0.7663400848510271 46:-0.4307975647360195 47:-0.4278454159225032 48:0.1051198534232934 49:0.6757423459598668 50:0.6120329443165269 51:0.7164365855601725 52:-0.521569117662376 53:-0.5106667142101378 54:-0.2953878325863405 55:-0.0823736304794077 56:0.1781696645276915 57:-0.04759235496543343 58:-0.03354063679437381 59:0.04021595756911034 60:0.1445683490516862 61:-0.5418048058955592 62:0.07865048007982506 63:0.9506697126758394 64:-0.2549621863649515 65:-0.1326280329748444 66:-0.5385833783240028 67:0.1528023926440406 68:0.1353487653515628 69:-0.04336059940016298 70:0.2132182957754782 71:0.1764920103571449 72:0.3146888573291094 73:-0.3616840754521643 74:-0.1025907425075575 75:0.1229735688899105 76:0.4548327167960528 77:-0.2319136774728884 78:-0.8224085161672964 79:0.2310421680812466 80:0.519082435865151 81:-0.1550081925200331 82:0.3221410690493734 83:0.4882874143215147 84:-0.05874172895117574 85:0.2396165619903253 86:0.1135603673866397 87:0.2454748923874191 88:-0.2555103219205503 89:-0.3815775435867804 90:-0.351022833620827 91:-0.7867918222495327 92:-0.180596536631649 93:0.2637919686594178 94:0.7093953853710232 95:0.325615715390696 96:-0.3887344012827769 97:0.03394659353188492 98:0.621108471355463 99:-0.2678346372398636 100:0.1133184369770966 101:0.5208750270509428 102:-0.06333814825905476 103:-0.4296053476690469 104:-0.1719161334210663 105:0.2224208506342013 106:-0.5566431327656582 107:-0.5504305721339589 108:-0.1652567698733149 109:-0.4215634969859011 110:-0.05060529580658057 111:0.1938727458122021 112:0.03498828705294256 113:0.3642985521719792 114:0.2243422822663995 115:0.1840535545806179 116:0.5937490760806519 117:-0.2261864889350718 118:-0.6977962384432235 119:0.2243663653710817 120:0.06079457455553178 121:0.150057307682974 122:0.405089736574563 123:0.4443784459180214 124:-0.09680085026020635 125:0.30103980151251 126:0.2547488618885908 127:0.07486337459735115 128:0.4135376824861833 129:-0.5658639408818021 130:0.3118794727225935 131:-0.4112336181602091 132:-0.1167202398821456 133:0.05517303879947043 134:-0.2161201209421614 135:0.127161428464433 136:-0.001705721552043106 137:-0.1882844870146008 138:0.4514908998344842 139:-0.1400133865123283 140:0.6281586152006254 141:0.2670151045037213 142:-0.06854530315284602 143:0.2080913110956459 144:-0.2791030969063484 145:-0.3639003927098033 146:-0.2500983665297331 147:0.07469741220483328 148:-0.01463857050765559 149:0.06510816958897507 150:0.7051722047183866 151:0.1962953219241831 152:0.3124979265738175 153:-0.142755053091844 154:-0.3315980133819121 155:-0.2853578176924791 156:0.2711839666066627 157:-0.4941108723120232 158:0.1436121722647539 159:0.3122822208169497 160:-0.03991975338368255 161:0.1341336777792451 162:0.1649220796782092 163:0.2919020383618269 164:0.290036323246854 165:-0.2794060885102463 166:0.3675145023594692 167:0.1150444556403611 168:0.05632874490467302 169:-0.1671102447780546 170:-0.2425122029421929 171:0.2589406540673341 172:0.0804184340251112 173:-0.09951570499591525 174:-0.5152971632786856 175:0.5770782420517417 176:0.04849047540607793 177:-0.165781798440279 178:-0.203095800414872 179:-0.09157137382371837 180:0.07141435903144154 181:-0.09147998652289702 182:0.1474117689484083 183:-0.1481691059219477 184:-0.5185676939774574 185:0.03766247158573324 186:0.3847920365234381 187:-0.1844811885913335 188:-0.6135880748708736 189:-0.1977290384705908 190:-0.09464646441876101 191:-0.0959373401572361 192:0.4777241876310285 193:0.2214562074216684 194:-0.0795788877765003 195:0.3780887724892548 196:-0.1434911873272777 197:-0.2621929403497842 198:-0.05075144034852752 199:0.008468945825192097 200:-0.2669980584009161
+-1 1:0.1986061258523582 2:0.2460070191211651 3:0.1234835840118609 4:0.4231635275568336 5:-0.02093053548615617 6:0.4131192412527897 7:0.4913023325435969 8:-0.3504739942010722 9:0.08556878399410192 10:-0.1941792384343874 11:0.4367660276875033 12:0.3194271848086324 13:0.3333775324417341 14:-0.1730418039229571 15:-0.1884782346019402 16:0.1450923504536041 17:-0.1951479140476577 18:0.3848922098675788 19:0.3470354683399869 20:-0.3336267090931916 21:0.3713321715277527 22:0.05604275105509615 23:-0.01945913238685437 24:-0.1389204106923228 25:0.1415854122060231 26:-0.08405406493784198 27:0.001546189141494111 28:0.025227210388195 29:-0.7909686424526666 30:-0.6196249382733875 31:0.5688897291811916 32:0.09786004318686943 33:0.2719290494097421 34:-0.8839873716686452 35:0.4697480577383804 36:-0.0756370657849566 37:0.05612807161678107 38:-0.1643111923720968 39:-0.4653195612432131 40:0.3554993856277006 41:-0.3133012466091652 42:-1 43:-0.2514749176781614 44:-0.1523247353121571 45:-0.6784540423369331 46:-0.3293703294644611 47:0.3685033137630145 48:-0.05896006447631415 49:0.1054904462239329 50:-0.2137211164721349 51:0.5111990285231579 52:0.003068750608059487 53:0.3542399656368524 54:-0.3054489006135247 55:0.3614608741534743 56:0.4174248066059636 57:0.9090070756551661 58:-0.05400568500491678 59:0.1634603317241685 60:0.3286980903585026 61:0.1362243107250215 62:0.3901095739981132 63:0.4073170040347336 64:-0.6742095587897566 65:-0.08008856327191649 66:0.1155475202608708 67:-0.7594783801541666 68:-0.2184666799674396 69:-0.1223274332665079 70:0.5054428373639452 71:0.05135995589470617 72:0.1844779472194296 73:0.05787211283519063 74:0.1038171444350119 75:0.5623910981956628 76:0.6699973903521201 77:-0.3054318411799067 78:0.6021051256354449 79:0.3145809787481249 80:0.02640578673861105 81:-0.2967117660935365 82:0.1663688830304302 83:-0.0811722071177762 84:0.3163462119674931 85:0.5122425889680238 86:-0.1816954371606587 87:0.2280855927796379 88:0.02146322760403338 89:-0.01394858809899814 90:-0.1042016718252625 91:-0.3574285551477669 92:0.1709798977374183 93:-0.8432824216188153 94:-0.4286062411055973 95:-0.220031135315914 96:0.1119782828655538 97:-0.01058593363495181 98:0.9059834213612918 99:0.3098784818525496 100:0.003070504757950857 101:-0.3158395398700202 102:0.1267374460889947 103:0.2416561351153831 104:0.006749923735463931 105:-0.1520510165320755 106:-0.4881687739730481 107:0.1109111725981714 108:0.05780825134140529 109:0.1236303188949929 110:-0.1053935941765944 111:0.2984124948330055 112:-0.1217944001292415 113:0.2274094509234577 114:-0.4470134670392072 115:-0.8461306154849081 116:0.3869190300983988 117:0.2510831225583896 118:-0.3855922923624019 119:1 120:0.4374798878086162 121:-0.03585143126831109 122:-0.6304963559805148 123:0.1346355967648124 124:-0.07913217281669491 125:-0.5953379451576343 126:-0.7760885828179197 127:-0.6119054247962775 128:-0.1381850770265596 129:-0.6048127846441153 130:0.1249789229697199 131:0.2518425389013652 132:0.0123088848156533 133:-0.2263596924340046 134:-0.004334328536831814 135:0.1814915774040332 136:0.04040882040240103 137:-0.258440867816336 138:0.005911514978395521 139:-0.3563235742601247 140:-0.03169381588056409 141:-0.137511574391788 142:-0.1231835369984811 143:-0.06673590548115919 144:0.1657326319295585 145:0.1926585669619311 146:0.02214920815011786 147:-0.1052419895712117 148:-0.2570371811925571 149:0.5190252819669937 150:0.130165645089582 151:0.03120976756413802 152:0.2362786055105341 153:0.2284131360379512 154:-0.553751827952101 155:0.01143351813262926 156:-0.3902716266091398 157:0.2565663633738064 158:0.2948306079231038 159:0.6670316727160908 160:-0.4934408496916499 161:0.659191059836081 162:0.1784889139386393 163:0.07506890921090337 164:0.1891783020664866 165:-0.2818216488174193 166:-0.09444723024196255 167:-0.03192416781871351 168:-0.2112588748937432 169:-0.1902546102445397 170:-0.7610099700109715 171:0.8321524300690782 172:0.3331041206484512 173:-0.2218508363386209 174:-0.184344076993946 175:0.501391344125089 176:0.574564872977224 177:-0.1881697054020851 178:-0.2133714253322844 179:-0.08889303676041867 180:0.4843510578227163 181:0.609503865353587 182:-0.3889466039323968 183:-0.1436180709466638 184:-0.4429951768002078 185:-0.3354812522477725 186:0.2819345725329989 187:-0.2116352325986813 188:-0.09953658463370821 189:0.1339668483965812 190:-0.4328053429209672 191:-1 192:-0.02280206111490052 193:0.147812230889099 194:0.6420358050885117 195:0.7886440859110508 196:-0.3408549776464526 197:0.04769954766200252 198:0.1531985206813267 199:-0.2824214392627778 200:-0.008090604657230133
+-1 1:0.5108281430632978 2:-0.4347824590116535 3:-0.3565045793174715 4:-0.1524412879785965 5:-0.01946126006485251 6:0.2669709198629078 7:-0.3046136277221537 8:0.3997106688659231 9:-0.6609724748680319 10:-0.02819414495710543 11:-0.4639552971645171 12:0.5510881860598091 13:0.1134381665593184 14:-0.1751786799337118 15:0.1937559809347415 16:0.3827092938039771 17:0.0589869250993469 18:-1 19:-0.1112951550638733 20:0.4945936866290915 21:-0.3542509861042045 22:-0.08632590550839135 23:0.05648626765907371 24:-0.218208046752912 25:0.465704358060665 26:0.02201588521039691 27:-0.4322671864667841 28:0.3628138055548471 29:-0.02337787148955159 30:-0.05537124974203476 31:-0.2567384112098541 32:0.2441487998899036 33:-0.499928686247206 34:-0.1317816161033282 35:0.1095278225333219 36:0.08889733529535687 37:0.001136109106422319 38:-0.1677834422791197 39:0.3100346949990301 40:0.3003194187393056 41:-0.2867745175770389 42:-0.04244435771548598 43:-0.2900040772777426 44:0.4229721170026155 45:0.3781231800956666 46:0.04126041373326728 47:0.5908150473455801 48:-0.0909889656843868 49:0.1909921783765251 50:-0.03509605119432858 51:0.5781438099003509 52:0.5516231020602889 53:-0.3020078522570657 54:-0.1147158381361948 55:0.9999999999999999 56:0.3614439717399144 57:0.3798546102379418 58:-0.3041306575390337 59:-0.0636752253877097 60:0.3632595688148989 61:0.5410118838157254 62:-0.2249442687187821 63:0.3972035398399002 64:-0.1390817426046557 65:0.4539379291657309 66:0.3816414386837545 67:-0.168324126278634 68:-0.6200278537928641 69:-0.1006641210681243 70:-0.3275238758751648 71:0.2179598530071347 72:-0.3408899805931106 73:-0.5300063095152164 74:0.1434212870960362 75:-0.2378687053384727 76:0.5002367632576308 77:0.2904742799711694 78:-0.094633276142744 79:-0.1945136207611195 80:-0.2344911532311924 81:-0.1204357639694725 82:-0.5990346514546406 83:-0.1254345683276688 84:-0.3573337655802879 85:-0.2929758681645181 86:-0.07473336914305373 87:0.06447263701916633 88:0.4700931786940244 89:-0.1296390975464212 90:0.1542168579175079 91:-0.05981773371086985 92:-0.602441508980277 93:0.6337655361455623 94:0.2155543430387393 95:-0.3623308924983591 96:0.3974543538373374 97:-0.5190817551891515 98:-0.121655725340384 99:0.1221727524818172 100:-0.1249601573031651 101:0.3325874629234093 102:-0.1278921931107882 103:0.271941046147596 104:0.5621347284945779 105:-0.1595419452430277 106:0.04615299588960925 107:-0.1230167548648442 108:0.450809938764437 109:-0.0585479581119261 110:0.09125191974648113 111:0.1376607128812496 112:0.003549127920260492 113:0.107231697724128 114:-0.03496729248287545 115:-0.4289014611204015 116:-0.1964331268328318 117:0.03782335112983351 118:0.1385530211507594 119:0.1118228042238273 120:0.1333866193332502 121:0.05119706618892218 122:-0.3751063569617006 123:0.08343485941977542 124:-0.3615032850892856 125:0.4039244363742652 126:0.2642862951227624 127:0.1809736711873531 128:0.3034565327476498 129:0.242139821154097 130:-0.1167271437098298 131:0.02202842331072783 132:-0.1301998648138376 133:-0.606419205740245 134:0.2980356412349282 135:-0.04048440118717023 136:-0.7222384111281013 137:-0.3796352325412392 138:-0.541302166337576 139:-0.2295839037176439 140:0.4104472380452096 141:0.176550153607989 142:0.64716879558767 143:0.5544982743277986 144:-0.4691840703574168 145:0.04863668020212077 146:0.02211759756992517 147:-0.1886942038849692 148:0.7135199767084612 149:0.364152796769831 150:0.01051532423831787 151:0.1276850877720556 152:0.1679070392252806 153:0.2990722706616566 154:-0.2434160468697849 155:0.3296648282882666 156:-0.01989274872424008 157:0.2681911379088467 158:0.03758509718591005 159:-0.005931324210785349 160:-0.2996239586650304 161:0.6747970471528977 162:-0.03780274661565544 163:0.06712807468694945 164:-0.2202918140430686 165:-0.1239289465844402 166:0.548279866768534 167:-0.5039636803167616 168:-0.06499671757080504 169:-0.3632078578670093 170:-0.04497325269702515 171:-0.3831032420400987 172:0.1541745243143665 173:-0.2589441980306032 174:-0.5170023659727387 175:-0.1394216398417623 176:0.238822587188536 177:0.1097340607081925 178:0.01165414390624296 179:-0.5585572825067482 180:0.2766669993022277 181:-0.3100167540151882 182:0.1254213374639121 183:-0.4058564571906194 184:0.459574384931358 185:-0.5407537117483994 186:-0.6885916978356627 187:-0.2568366592114238 188:0.1362916192293206 189:-0.3300150015805883 190:-0.3781096847514459 191:0.2753854484396163 192:-0.2755761577082629 193:0.09526139443780733 194:0.0448218983868126 195:0.07515242412212524 196:-0.1725755684913984 197:-0.0002097807223606432 198:-0.2121481394763368 199:-0.1346003459871938 200:-0.8208839472163884
+-1 1:-1 2:-0.1170193646150912 3:0.06877993945637707 4:0.3583004176580542 5:0.3647490592609565 6:-0.5662117817085465 7:-0.2376016848439405 8:-0.4399631071086478 9:0.5499732567103219 10:-0.1796267313700558 11:0.2948620519581481 12:0.5007800334667336 13:-0.0759044087450495 14:0.4806362494717434 15:0.1587143516737705 16:-0.228950080258073 17:-0.01134454279137496 18:-0.06550835190826682 19:0.3312782268928769 20:-0.1226217192871745 21:-0.14471522000435 22:-0.02986255857453669 23:0.07768283445880844 24:-0.252051470692879 25:0.227354582335858 26:0.001874302765329516 27:-0.4760505881103896 28:-0.0410351980153757 29:0.1135494802575949 30:0.4891317541032432 31:-0.5901863754991044 32:0.02381276646830412 33:0.05956771197681129 34:0.2633680653961868 35:-0.1971069322768766 36:-0.4405424773012738 37:0.2588083919930906 38:-0.2034556006320262 39:0.2828794099272687 40:0.08836073907426678 41:0.02222602390079667 42:0.2785322952990386 43:0.03551299709094699 44:0.2448979256442336 45:-0.441136135400733 46:1 47:0.5019605673324736 48:0.03651668748959951 49:-0.09018721140593375 50:0.1481314206330141 51:-0.3560435715439413 52:-0.05592156322003713 53:0.2434188418276424 54:0.4088609063244661 55:0.1351325343944361 56:-0.6149929602916213 57:0.5877546755420572 58:-0.06407714048555731 59:0.08137835222608084 60:0.3252214773101156 61:0.6435391723542907 62:0.07130347456207481 63:-0.2096976613904349 64:-0.433614368376484 65:-0.2202834817140039 66:-0.5624198706139452 67:-0.07566820744763647 68:-0.02261664024277352 69:-0.5003406607466965 70:0.7718989509142266 71:0.5871185616993073 72:-0.1651589354222754 73:-0.2285363711042925 74:0.3530466675951411 75:0.4069091308982957 76:-0.3965578902462153 77:0.3736771545916259 78:-0.4969047933163824 79:-0.4476814173771104 80:-0.14368526638588 81:0.002433765426984924 82:0.2498392253761493 83:0.6190264976717932 84:0.186180916380689 85:-0.7315822851481864 86:0.145025948015842 87:0.3109305080437386 88:-0.3152508963101379 89:-0.04277102845467452 90:0.2232265919839658 91:-0.5666756273418418 92:0.3991786118928608 93:-0.1810075545432444 94:0.213489084113456 95:-0.4368240290422383 96:-0.01324173717231976 97:0.4071264647827384 98:-0.2550238804833134 99:0.4477600487272853 100:-0.05395858022600583 101:0.465207555663222 102:0.6407326772025671 103:0.1181261645948804 104:-0.09038409208967371 105:0.4373360282400667 106:-0.07043648782383993 107:0.2564728260080414 108:0.3410277808270908 109:-0.1051845912292808 110:0.1965835781110787 111:-0.06967780197349918 112:0.1381189162589767 113:0.0007035300951193004 114:0.4743295520420312 115:0.4575428601100516 116:0.1426687938264261 117:0.03814835269384156 118:-0.6216571392630021 119:-0.8322149560555041 120:-0.339883166600974 121:-0.4699359871064385 122:0.1337296741543401 123:0.3313764720287452 124:0.0214313937399694 125:0.252550062956694 126:-0.3971425765690533 127:-0.2303915811361176 128:0.3645402788834502 129:-0.2018920605377867 130:-0.6054310599741257 131:0.2918879086686809 132:-0.3999730638043608 133:0.06147591363957756 134:0.3583649229389503 135:-0.4110714735712935 136:0.5079899212790207 137:-0.5434523880858754 138:0.1800594449371367 139:-0.6225462975587869 140:0.02838954701421664 141:0.06670482778860497 142:-0.01016897978175892 143:-0.1888127825220861 144:0.03311215540964987 145:0.06825735245482825 146:0.1263449231196287 147:-0.01888452864134499 148:-0.07231402783768415 149:0.08069439598748909 150:-0.2793663352189777 151:-0.07894295813606864 152:0.2578290929344162 153:0.7742566112672667 154:0.1666859549547938 155:-0.05736168493430495 156:-0.0201260057041585 157:0.01894950115774185 158:-0.3857674841797977 159:-0.04783869808895835 160:0.2582096964086615 161:0.2509929905623009 162:0.5851299718537747 163:-0.3909292668096925 164:0.2912531754357471 165:0.2474808306151692 166:-0.08186816349668405 167:-0.4608264191332025 168:0.1950654468324642 169:-0.397870814764364 170:-0.4575597830675122 171:-0.7030381479789808 172:0.00140533211950062 173:-0.1315092844296238 174:0.2486852475507202 175:0.2018913629886958 176:0.423046486957818 177:-0.5804880503039226 178:-0.2770263809776847 179:0.1205403210814594 180:0.3337287369512695 181:-0.02191979116221965 182:-0.5071657198833984 183:0.2443290890589675 184:-0.7387407034246596 185:-0.06597176425194086 186:0.3525652967779459 187:0.4459460135521248 188:0.4049349402991779 189:-0.1210181533920196 190:0.3940092964504128 191:0.5383390380161639 192:0.2660155686192706 193:-0.0298248994179149 194:0.1031478224112289 195:0.182136551195736 196:-0.2452816024859742 197:0.03786940236909472 198:-0.3644112053479039 199:0.3256372749713998 200:-0.07210701732331007
+-1 1:0.3890903256494222 2:-0.2717385141446151 3:0.1642485611604645 4:0.8369508394451869 5:0.3277774640686194 6:-0.232620443452878 7:0.3995432885154298 8:0.2709560294087895 9:0.4605691977142946 10:0.1022893988605932 11:-0.2499275882975715 12:0.163146885404047 13:0.05290394579743701 14:-0.4572710380116992 15:-0.3573254294390585 16:-0.1731917323790164 17:0.113579736368538 18:0.06086171575061551 19:0.2271457594000065 20:0.1755681061080619 21:0.2533761380992612 22:-0.3285703566408331 23:0.1510057163870177 24:0.2267607179382466 25:0.2050083773262536 26:0.5018000141779314 27:-0.5714253386530065 28:0.09797459390641822 29:0.1481293273892275 30:-0.3506728187473872 31:0.01769524614725711 32:-0.07327066768566914 33:-0.2694672106374391 34:-0.4896631839840969 35:-0.08646295174669602 36:0.3235353618251138 37:0.2212543592903022 38:-0.03849560121367779 39:-0.34640563721052 40:0.8022850928650159 41:-0.488589344408439 42:-0.5348652379846806 43:0.1679990936086826 44:-0.1989875671800316 45:0.221632681839915 46:0.16607115392665 47:0.06570643677627958 48:0.1163991084197539 49:0.2384492602434467 50:-0.007017674120812521 51:0.5061870840045548 52:-0.2875508880783185 53:0.1326875311417719 54:-0.001673442731496833 55:0.2549818288825625 56:-0.03411454293419967 57:0.3051860125281706 58:0.1065587903088081 59:-0.2246995346654822 60:0.08616724628075056 61:-0.1651573815068547 62:-0.5165984789102366 63:-0.1503941052524383 64:-0.2155760028379006 65:0.5577026828819542 66:0.1651550864742491 67:0.04014385212417545 68:0.2739321265330587 69:0.06416648673505498 70:0.1969906135759055 71:0.4511547525791773 72:-0.1204030953738714 73:-0.4056749487927103 74:0.4386847581749064 75:0.06679196795296262 76:-0.03122757228173753 77:-0.4232972966161979 78:-0.1178016823103921 79:-0.2908433251452313 80:0.2116222186185129 81:0.3943852842393905 82:0.4490773216448067 83:0.2210973912066403 84:0.3388031315277606 85:-0.1965230711169164 86:0.2789710008284114 87:0.1588364586204242 88:-0.2988934552199713 89:-0.02750076821482211 90:0.3562251216580089 91:0.015965392548953 92:0.01478261766129089 93:-0.07430411796984107 94:0.66456234853768 95:0.1606431228920614 96:-0.364974024459057 97:-0.391208214639174 98:1 99:0.1173795539650323 100:-0.06359150751041245 101:-0.1677469020490587 102:0.4083798758555246 103:-0.0545952038275371 104:-0.05896541638219092 105:0.5364370412677739 106:-0.0885799775695761 107:0.4635257155166729 108:0.1021141316853044 109:0.1501554796769675 110:-0.05375854502800261 111:0.1709310682549811 112:-0.6111091824492881 113:0.2373842604479511 114:-0.1091477164134782 115:-0.3484840542490076 116:-0.448222894680384 117:-0.08215164857810053 118:0.1352522665994806 119:-0.3320414119368411 120:0.1267778493834575 121:0.1876945944506773 122:0.2216274638640439 123:-0.1326902369723312 124:-0.2970183497432957 125:0.1117941070657837 126:-0.3983821084270416 127:0.3795319103231857 128:-0.3183411851734148 129:-0.46459675817756 130:-0.1641709460787981 131:-0.3393181314424357 132:0.3926122304080055 133:-0.5043041982414876 134:-0.2327908645297089 135:0.08719620713350285 136:-0.3212248036504962 137:0.3865625612045212 138:-0.1865424349624897 139:-0.135122937904295 140:0.1188684341796118 141:0.1860080799190558 142:0.3977459212657767 143:-0.2806751255447167 144:-0.07540984875440526 145:0.1048698842639342 146:-0.0001915216699623634 147:0.2045180711055733 148:0.2025866234148872 149:0.03648193388582853 150:-0.2639349199105941 151:-0.2464665390304451 152:0.4442501882588848 153:0.267100309074818 154:0.3909218141873771 155:-0.4724657251559469 156:0.6283168748536001 157:0.6634129032707587 158:0.1567860478389201 159:0.6043483125348458 160:0.12136144865728 161:-0.5087044342697458 162:0.3386037464718488 163:0.03829686779902544 164:0.1346696175668627 165:0.5267314065045 166:0.09020057648134264 167:0.2010435258503026 168:-0.2938398336584369 169:-0.6053484412440865 170:-0.1836039851808976 171:-0.3924812965041488 172:-0.4308877125657906 173:0.2673734742962408 174:0.5405459614069131 175:0.388702041779514 176:0.021468385423454 177:-0.1244334261672932 178:-0.353655690820053 179:0.2118321417622924 180:0.332697087531301 181:-0.2634853899091302 182:-0.027397306847673 183:0.1241915896514064 184:0.03642728104735338 185:-0.3812164394209406 186:0.5487880063248978 187:-0.1602524092447552 188:-0.265459385095091 189:-0.1891613703572558 190:0.2669008668466213 191:-0.4057475058539482 192:-0.467748939260722 193:0.1149707400408633 194:-0.3399576234380399 195:0.3233959928476475 196:-0.3331755067251417 197:-0.1033840595871144 198:0.5357331568910874 199:-0.3555673476942182 200:-0.1679657641190617
+1 1:-0.01221061296694481 2:-0.2062088473984766 3:-0.3333993213171722 4:0.04875920521652102 5:-0.2062532352642015 6:0.02511166338547423 7:0.2260545167643731 8:-0.2595294094422625 9:0.02610130947628822 10:-0.1771167337408053 11:-0.08678653071024331 12:0.1599735953473908 13:-0.01285502199519804 14:0.07436617734908196 15:-0.3618145003924121 16:0.1859347814057714 17:-0.2392775590065412 18:0.3861486354513669 19:-0.5846361220872023 20:0.4487715745265465 21:-0.08853623653170278 22:-0.01917602042451916 23:-0.105091603557128 24:-0.2578221914468813 25:-0.4885438150822129 26:1 27:0.6260132053531918 28:0.277533497845333 29:-0.1803160022440598 30:-0.4198669745382936 31:0.2493540977535869 32:0.5860749358180241 33:-0.2980065658938568 34:-0.1614661831966867 35:0.492791627405113 36:-0.6277801490754272 37:-0.3225501581787286 38:0.4149417295014219 39:0.09568260633753481 40:0.1513831833298785 41:0.3431570277576005 42:0.2557676680185532 43:-0.2256696057715304 44:0.3740983490310495 45:0.05816727963819769 46:0.510390027968028 47:-0.2215125318283813 48:0.09382927067361951 49:0.08064371018818869 50:-0.4396604879493186 51:-0.2167640393310034 52:-0.2036571684571614 53:0.3739923557546195 54:0.0387954644782114 55:0.6883649425281411 56:0.6201031716320781 57:0.3680242602062902 58:0.458419682862016 59:-0.1105107300614164 60:0.2107699724593872 61:0.1181750218334842 62:0.1857366266828881 63:-0.05113766144713926 64:0.1413732281671959 65:0.3044112728889713 66:-0.3060885640739575 67:0.1020438466696764 68:-0.2957022157344594 69:0.5515122958542755 70:-0.1225629725620101 71:-0.5323671755516454 72:-0.4198252150566099 73:0.2275146912805085 74:0.5393528072960212 75:0.7885411271906305 76:0.2017328869627402 77:0.1676249214524926 78:-0.6753728159385713 79:0.09283904575198121 80:0.3438057964863214 81:0.01129385576669584 82:-0.05196041824125272 83:0.224089862734505 84:-0.468097776405063 85:-0.07634268379903753 86:0.2413283827873621 87:-0.2091872883330051 88:-0.03555033527281706 89:-0.2498638780122652 90:-0.08351784458941935 91:0.1289801549298813 92:0.3524359681253379 93:0.2570224319803292 94:0.2907333764238531 95:0.0632893658287996 96:-0.1338313764660593 97:0.6939125606045728 98:0.4849139396257866 99:0.3901352604525788 100:-0.2231755546571983 101:0.3396674454767876 102:-0.1426599226662578 103:0.6847895757894965 104:-0.608797639708204 105:0.205600326943652 106:0.5834015228839802 107:0.1785127595744838 108:0.1721914656171133 109:0.6050382451984999 110:-0.110513887310768 111:0.06695008297015294 112:0.1250308689013309 113:0.6478119341470626 114:-0.1340844744239136 115:-0.01811587719208338 116:0.4938199036190101 117:0.1447482662488852 118:-0.6113951975743332 119:-0.06324071436837418 120:-0.6736647309528419 121:0.1850940083959305 122:-0.1446819773588798 123:-0.5091998783504126 124:-0.4849059874550026 125:-0.1881156269702824 126:-0.1192426303806847 127:-0.04734291800003889 128:0.07428659701376608 129:0.107581585115252 130:-0.2509093522693249 131:0.4282092156729556 132:-0.005761282537018169 133:0.3104347235871445 134:0.5609766970446418 135:0.3024222944286535 136:-0.181031294075996 137:0.4543878145358689 138:0.2828812815643185 139:0.111507379184558 140:-0.00599523540929516 141:0.0999686188011488 142:0.4231316438000071 143:-0.5929895740465114 144:0.5123344572111093 145:-0.5251241277836252 146:1 147:-0.2311644684991626 148:-0.2265261352074399 149:0.5783191937297834 150:0.1353225043000026 151:0.4784599520360231 152:-0.2455650208651035 153:0.2083066828288882 154:0.04522818293917466 155:0.1846986175999412 156:0.1282592593937465 157:0.1272505558009509 158:0.6071918041954121 159:0.3484827623740935 160:0.2542596523770084 161:0.09307666233441089 162:0.5313393834302333 163:0.2804911021476065 164:-0.2380539440652897 165:-0.1810318354738732 166:0.2521261283085323 167:0.03360279412865307 168:0.4480898831471616 169:-0.4206165612734706 170:-0.2193714581514373 171:0.2513648196411586 172:0.8186994042631605 173:-0.1196245599129476 174:0.3199199091462994 175:0.3315039679902557 176:0.05925464629106877 177:0.06818405085270074 178:0.1179292147162632 179:-0.000638467735435938 180:0.07930200934529219 181:-0.07180529062488666 182:0.3776896970946885 183:0.1543367510913817 184:0.08503980438381038 185:0.2100598119965067 186:-0.2168071182208873 187:0.0371274538102025 188:0.390532692127926 189:0.3751647702571066 190:-0.3264443530131337 191:0.306701998327235 192:0.1182416967344253 193:-0.1434459121569305 194:-0.1347864156480421 195:0.3926208167959137 196:-0.4848388649101221 197:-0.1692937752684809 198:-0.5229242675833013 199:0.05117632357521945 200:-0.3297104216062484
+1 1:-0.4526409963266477 2:-0.6188615878346529 3:0.4651104925770345 4:-0.01748898663708474 5:0.2909894484374746 6:0.6730422896820265 7:-0.4159574843583965 8:0.02989563990279637 9:0.5087981933265506 10:0.1417790172629572 11:-0.0885496280636494 12:0.2066472347182931 13:0.07026423261651332 14:-0.1358688167496495 15:-0.05496634400650015 16:0.1482849834883484 17:-0.1132327258544487 18:0.8438170074004809 19:0.305576093759013 20:0.4578442582263892 21:-0.3929421697933262 22:0.1238010606577604 23:0.126930729589884 24:0.2947531954265155 25:0.5268593087079504 26:-0.5227731328098781 27:-0.2835201342099148 28:-0.1424372730266871 29:-0.1402489771924551 30:-0.2506277603917995 31:0.6091617859479455 32:-0.3594785544043844 33:0.2105478140733813 34:-0.3888059046082562 35:0.08618217840017156 36:0.4071559553951979 37:-0.7705754858374666 38:0.3565562380099336 39:0.3289875429070137 40:-0.2144827921766409 41:0.2112487679401629 42:0.136952401524962 43:0.1817494523751415 44:-0.3079280106848116 45:-0.3550421121060055 46:-0.2703786008542478 47:0.6796919154200161 48:-0.09822814074444401 49:0.3519380144430226 50:0.1723544141207322 51:-0.8753456025307937 52:0.2912056606979727 53:-0.3810697636944894 54:0.4357257328558037 55:-0.3653474351996688 56:0.1452142492226349 57:-0.3347323151238473 58:0.2130175301511096 59:-0.01037948521717966 60:-0.6331298816004728 61:0.114454547091565 62:-0.5714530176385793 63:-0.6505435603405004 64:0.1072804441967476 65:0.1428759233255943 66:-0.3975801105727146 67:-0.529389880697807 68:0.02529183198165787 69:-0.1174495792091694 70:-0.1847114883294199 71:-0.545868346553875 72:-0.3751215005543255 73:0.2212306000410298 74:0.3140591844891928 75:0.2559109862761754 76:0.2321216582218364 77:-0.399912399543782 78:0.02803675785228732 79:0.1303885986593258 80:-0.4053509968444065 81:0.4145756139300636 82:0.2295520263288469 83:-0.322128475454346 84:0.06120023845986626 85:-0.2948154891920403 86:-0.723917524939394 87:0.0304058400778283 88:0.5696987974019275 89:0.1715558008731455 90:-0.9825100856561024 91:-0.1214270850335336 92:-0.1470999738043945 93:-0.1810645015903964 94:-0.1851012354615042 95:-0.004912571688765383 96:-0.2126059200733388 97:0.2557693688257752 98:0.220533016430531 99:0.1328891650595344 100:-0.1507964422656056 101:0.522946351747378 102:0.4508452848710329 103:0.08672814714907975 104:-0.1441996999968295 105:-0.1567613844025943 106:0.09558765715265261 107:0.3656411329529882 108:0.1780445042074605 109:-0.1540990462932424 110:1 111:0.2154117252910229 112:-0.2930861972615572 113:-0.1768970422932905 114:0.06615851615836596 115:-0.4844204817665828 116:-0.03502321002393508 117:0.4635091511519528 118:-0.1688538189160225 119:0.1359277593193108 120:-0.366341831949289 121:-0.2922417915719719 122:-0.1403521890205612 123:-0.08706761429591409 124:0.2923932421541371 125:0.3515649613608335 126:-0.4666410688526542 127:0.4239480048323691 128:-0.163519699552733 129:-0.2315525614454191 130:-0.3433927215537516 131:-0.2191605802487296 132:-0.2344830844758639 133:-0.1357448288853864 134:-0.3375622577171116 135:-0.02997730834347662 136:0.05856799445619416 137:0.06055127714329231 138:-0.2301181104735097 139:0.06388101758595688 140:-0.03563303330917687 141:0.4157107105702451 142:-0.004664217683630541 143:-0.02677470926276711 144:-0.23032098021721 145:0.1766848285093492 146:0.2595517006464749 147:0.418353661199276 148:-0.01271557417541738 149:0.326657877440472 150:0.05956264759740421 151:-0.4026979322571324 152:0.2365093267890299 153:0.1752078910067122 154:-0.4437926999759417 155:-0.1271350295116948 156:-0.1497862911132746 157:-0.1618840988637469 158:0.4216832634474528 159:-0.07017541320910764 160:-0.144368470328496 161:-0.2502844217194521 162:0.2198397691487962 163:-0.49311556620326 164:0.4566576159094135 165:0.3357220159941176 166:0.2224875227552119 167:0.7972125838549156 168:0.2371484756520453 169:0.1917536819129983 170:-0.1862429073547766 171:0.3955761567353235 172:0.7159077382740326 173:-0.125772736981441 174:-0.01305231026323057 175:-0.1379838374698311 176:0.6746151831001264 177:-0.5183189622040012 178:-0.3561918614389258 179:0.2293326205396128 180:-0.1396105263903547 181:-0.123557258689755 182:-0.2161075990906312 183:0.6566848019456878 184:-0.3680668708147874 185:0.1698283207263699 186:0.871587615980304 187:-0.1064720011818605 188:0.5683788044282767 189:0.414472968854436 190:-0.4826221061503352 191:-0.1391455488866093 192:0.4229397794654919 193:0.3446723193581431 194:-0.1094871522601868 195:-0.09513168423609625 196:0.2420231517648752 197:-0.2130220157892504 198:0.5039000444531427 199:-0.3097110193555225 200:-0.5293871379405729
+1 1:-0.0763318096571747 2:-0.1383476883749765 3:-0.2148513145219807 4:-0.6170875907768431 5:0.226577377188092 6:-0.2946400793981764 7:0.5266313949025541 8:0.006885226185175231 9:0.6473113823603919 10:-0.09568352464266873 11:0.5025566669780801 12:0.176581137156056 13:-0.1882177807999688 14:-0.8214155093868518 15:-0.04364095183332387 16:-0.2503605425122138 17:0.4349018977309723 18:0.1405501897097032 19:-0.2615240922812148 20:0.31033990765471 21:0.06336340628320904 22:-0.5592078958514894 23:0.2503455130731429 24:0.3244078465074906 25:-0.1140457138690534 26:-0.2253418711417995 27:0.2786147165329797 28:0.114380680224465 29:-0.3783414127419382 30:-0.3475565016038733 31:-0.2254303892359646 32:0.03036228749517859 33:-0.03683866759197704 34:-0.1545908550714122 35:0.191746488210923 36:-0.38120666863249 37:-0.2816156744306693 38:0.2570110589845334 39:0.5244256682956303 40:0.5171312199349658 41:-0.3040615372984555 42:0.2270904822457302 43:0.009598100676327201 44:0.06417785506587277 45:-0.410837259914171 46:-0.4744120400636523 47:0.2982125760449982 48:0.2060969789317762 49:0.2042592582363041 50:0.3471883926402552 51:0.3254351014446885 52:-0.5871126630759269 53:0.314700549285418 54:0.07045010438701413 55:0.3641769241204632 56:0.4256080855314788 57:-0.368563577058538 58:0.3107028108929784 59:0.3430918153468618 60:-0.561631023892319 61:0.6724483987906609 62:0.5968427772283774 63:-0.2017007720568059 64:-0.001860378927689504 65:0.1428916796758572 66:-0.05007353426152318 67:-0.1760637013078198 68:0.3613259711297654 69:0.4547230205762316 70:-0.2823074864900247 71:-0.1179333992179411 72:0.1398479178185368 73:0.2258696668990023 74:0.6315796874232043 75:0.2204329505359766 76:0.06386520635243123 77:-0.05194464040149042 78:-0.2843983144815176 79:0.0781000391296694 80:-0.3003459024354292 81:0.5226981674390044 82:0.1765160734626308 83:-0.2234769001349557 84:0.004201537890551804 85:-0.3849267268431027 86:0.3917726371028094 87:0.7068992508951311 88:0.2569620542230077 89:-0.3769033943490886 90:-0.415021221083324 91:0.1291773323328688 92:-0.06043869874539946 93:0.3397375238573662 94:0.5704416297263648 95:0.2169213221033331 96:-0.3792058084207059 97:0.5911325450761675 98:0.8889134745633152 99:0.1252693701947451 100:-0.1371625698556518 101:0.5142413419046081 102:0.2050147345007427 103:0.05754693778834451 104:-0.3410320026362168 105:0.8568906591034731 106:0.01654332659489692 107:-0.06814579724374792 108:0.1128685099298126 109:0.4658478266762622 110:-0.1507739614989903 111:-0.1841752048202335 112:0.1900869742270759 113:0.07373491405290582 114:-0.2251956008403455 115:-0.5831766775968785 116:0.1227673869132856 117:0.6256365282059706 118:0.1649460257891599 119:-0.01482229630570536 120:0.3065312187259702 121:0.2481766059025667 122:-0.282600687641546 123:0.5870566140411954 124:0.1699060118391809 125:0.2717068097972776 126:0.3481264844321638 127:-0.2468557730295056 128:-0.1515364989617878 129:0.01102406601708048 130:-0.06440892439169196 131:-0.2281380065420719 132:0.3720177722881341 133:-0.006856836547742811 134:0.1291428185397712 135:0.1367969299886196 136:-0.3119263554020439 137:0.5148542767140368 138:0.4529411810821673 139:0.04934087376885157 140:-0.1531806410663627 141:0.03610569089493051 142:-0.5563150983664752 143:-0.04489084550330803 144:-0.02194227836637516 145:0.7192344647784563 146:0.9382859736903976 147:-0.2161516649116926 148:0.2690165058258737 149:-0.2072147626466345 150:-0.0136983821148518 151:0.1746615756979374 152:0.2900605500135372 153:0.4600669289288687 154:0.2240401151485623 155:0.01404248713308053 156:0.09800059042053985 157:0.1373940576682379 158:0.1243130086607781 159:-0.4444206921064944 160:0.3058034390995061 161:-0.1306889735318901 162:0.0339734791975466 163:-0.2198697082799822 164:-0.1116517849459759 165:0.4538250355003726 166:0.2410165231066843 167:0.02716505843566719 168:-0.2894810950902215 169:-0.02449529171166523 170:-0.09350203338001956 171:-0.411187091650506 172:0.009220481077932476 173:-0.4514535525487901 174:-0.3220914645673986 175:-0.2125416156338498 176:0.09372945895399723 177:-0.7260355474621386 178:-0.2276039995535881 179:0.1877918989252228 180:0.01571033397668144 181:-0.08789498643230731 182:0.2096326522927531 183:0.1854055360481259 184:0.02892491336526334 185:0.3601690146355487 186:-0.0953309648991742 187:-0.02829633192780107 188:0.2420658090478987 189:-0.1917657817727033 190:-0.0275278125562001 191:0.2335614137009288 192:0.7942770287150647 193:0.1916739483780233 194:0.1911903780933024 195:-0.5104783133326817 196:0.1146483575278056 197:-0.09203016593854543 198:0.2364105442233413 199:0.1264613597123907 200:-0.1411652024910899
+-1 1:-0.2005353507690676 2:-0.2558852248191452 3:-0.4051370587915607 4:-0.03368864408639126 5:-0.486797120682818 6:0.1160561948089439 7:-0.2102794209904132 8:-0.3091596511165132 9:0.2056086147228889 10:-0.2450534314943696 11:-0.3503558257626022 12:0.1871641286981481 13:0.518297704235252 14:-0.1235461482996375 15:0.4619301735377173 16:-0.004970327363488315 17:-0.280978509903291 18:0.1696710513328086 19:-0.2859171374552724 20:0.6830962309101261 21:0.76270453361539 22:0.3732263941651092 23:0.4712313965720499 24:0.04600968357171982 25:-0.1113378407497394 26:0.2535613118698972 27:0.744608528265595 28:-0.8542267809332518 29:0.6325953701070425 30:-0.2437843254568831 31:0.4122472988031682 32:0.2626538829317945 33:0.03634458722729761 34:0.02243865120848373 35:0.05459033418310327 36:0.4551520478543625 37:-0.8541033922784271 38:-0.01254126290205816 39:-0.4723999898697681 40:0.09166103558440197 41:0.4093912761633817 42:-0.2260467169316919 43:-0.5666267075903183 44:0.04051234407201489 45:0.2003062523245916 46:0.05212388649034067 47:-0.5032301653515102 48:0.5777171369265441 49:0.1887122754571619 50:-0.2435025239945613 51:0.2999224850524358 52:-0.383504335940985 53:0.4049020923288756 54:0.002162015076285474 55:-0.6859813889952011 56:-0.3272410305209129 57:0.3806303741393253 58:0.04081618495553395 59:-0.2497087615990792 60:0.312064291769034 61:0.3735619939519991 62:0.1116037111719783 63:0.3020709565432184 64:0.2934691910476939 65:-0.6483040378169947 66:-0.08681114468280113 67:-0.4160006021310064 68:0.4421375358925229 69:0.2047434699847415 70:0.1361940508056631 71:-0.3459535975194523 72:0.07188247580300466 73:-0.1099607172790289 74:0.05258476783583167 75:0.06294399073347683 76:0.5643357424764334 77:-0.2332112476733834 78:0.04369773826596367 79:0.3345286763528896 80:-0.1373261579092666 81:0.07555840842910512 82:-0.1079777869476281 83:0.4844750291080696 84:0.286902226662521 85:-0.05405666778907331 86:0.05896902842894033 87:0.5109047915455871 88:0.4023304867071654 89:0.2052932469638794 90:-0.779939690817901 91:-0.5822533939946664 92:-0.1499108128904078 93:0.04749872778650002 94:-0.2166881108513478 95:0.08444245626411259 96:0.3018058881703364 97:-0.002728378682317789 98:-0.2956304884347429 99:-0.212465271096888 100:-0.2916435207275468 101:-0.3148907121554832 102:-0.3159547436518616 103:-0.01551801392385177 104:-0.4810543846398435 105:0.6444187640955266 106:0.2645740799474113 107:0.1492051889083422 108:-0.1663843086931206 109:0.2271499445231733 110:0.3624457548080566 111:0.1201989832726724 112:0.3062782451608309 113:-0.1713057946912457 114:0.4944576015229029 115:0.07125858031108478 116:0.5528197549913516 117:0.3010915821078003 118:-0.07916034628360515 119:-0.328605474463312 120:0.1575098692331289 121:0.1719098610347204 122:-0.002688301357723376 123:-0.08198522115341481 124:0.0217793473671062 125:0.3193125352245847 126:0.602054619401116 127:-0.8002568209420446 128:-0.007161848366391083 129:-0.1929638398251664 130:-0.7133854740748439 131:-0.4782929742130246 132:0.09189318526589078 133:-0.1806864668763494 134:0.2434060610774884 135:-0.5419541067107868 136:-0.1685276451571696 137:0.2278527037159264 138:0.3689930051319864 139:-0.173268451784053 140:0.6190115099055621 141:0.09196985435668815 142:-0.009376997309641514 143:-0.1506314955950043 144:-0.09661590838724884 145:-0.02572428797503663 146:-0.1086382941435166 147:0.1834580279396552 148:0.4487924209548191 149:0.5482118856375567 150:-0.106849384291968 151:0.009079080508385337 152:0.5954826213301021 153:0.3231472364292552 154:-0.2786461387161535 155:0.0677332223907364 156:-0.1270130659812194 157:0.2846244050007968 158:-0.3165332939039026 159:0.1629008977275148 160:-0.5475251815095401 161:-0.0918062765914866 162:0.1847476335624704 163:-0.01651347501783831 164:0.2683695199152009 165:-0.02374171761397164 166:-0.1314669653319501 167:0.08421427418209247 168:0.6016571264259303 169:-0.4020346219194862 170:-0.1599923407689645 171:-0.2230597498332445 172:-0.6419196235044443 173:-0.2496393269574772 174:-0.07327064277727602 175:0.279136281802893 176:0.3655095155079287 177:0.0701925850320263 178:-0.2406589875023816 179:0.4255662573003938 180:-0.4163469153193526 181:-0.3855597209015368 182:0.4277100307964436 183:-0.01716846693583682 184:-0.4723849725325519 185:0.3356581179122141 186:0.1156697024499939 187:-0.2587042362656894 188:0.1927315482246287 189:0.184425219836482 190:0.1471670833561316 191:0.4710991448148191 192:-0.5291681537787984 193:-0.4391220776227373 194:0.3768801284505554 195:0.3013353177796665 196:0.2123753427331536 197:0.1110369397776273 198:-0.3725099311480415 199:-0.7421318419733575 200:-0.4183382735533889
+1 1:-0.4416816822569722 2:0.07510646613524631 3:-0.6957577315095074 4:-0.05330706156938073 5:0.5407143559163792 6:-0.09077157874102948 7:-0.3100677382842365 8:0.2923367461007487 9:-0.07041466817769346 10:0.8195571369426423 11:-0.8151321675092571 12:-0.0827121846201484 13:-0.3611258122150772 14:-0.1823402513202983 15:-0.2449900560989404 16:0.5172474148301912 17:-0.1354520310449255 18:0.4981695636383261 19:0.1183211818602068 20:0.09024407261580621 21:0.05835989229189792 22:-0.178117450104518 23:-0.1436843304186821 24:0.2512665133917891 25:-0.2007258384664448 26:-0.1714659390103282 27:0.3542817809739722 28:0.2219051963882234 29:-0.1290808915192174 30:0.2788654039074214 31:0.305173626148609 32:-0.110930022206859 33:-0.08903035193531406 34:-0.1530049485610442 35:0.7204379619515725 36:0.273117474041905 37:-0.7610274908415101 38:0.29808850475288 39:-0.0544007102774392 40:0.3703034790779289 41:0.6920603502512037 42:0.006481548848782572 43:-0.1478510010191462 44:-0.3759732634951218 45:0.441229054880904 46:-0.3197692846670451 47:0.03110568417182631 48:0.03435429521251428 49:0.07463084140908083 50:0.2012594613412231 51:0.2703307047977035 52:-0.08851860852595017 53:0.1691989569010512 54:-0.2114947244474106 55:0.1165364459957061 56:0.3261553667034786 57:-0.2694492234806473 58:0.1128957763570255 59:-0.2304625859366442 60:-0.6621829938144277 61:-0.0807141145432779 62:-0.6694385040171407 63:0.05323049114714789 64:-0.2138644875632354 65:0.1412900500534005 66:0.2654016973699088 67:0.09363258809350526 68:0.01744395889557463 69:0.4587986392257025 70:0.06506834746059495 71:-0.1210398722487403 72:0.2160477372171019 73:0.3600831933440329 74:-0.05998275536948938 75:0.6474801515774773 76:0.2660976963970828 77:-0.1749113207616381 78:-0.3392032468235024 79:-0.1524568665651805 80:-0.3441488409363408 81:-0.09765635079040094 82:-0.2443123545416186 83:0.2989792691584039 84:0.1149954961624729 85:-0.5660707116319006 86:-0.2449550362382676 87:-0.2536705298703765 88:0.1903809125506077 89:-0.2854205298800928 90:0.101099028493324 91:0.5312612363001531 92:0.02480581173791113 93:0.1872154142143912 94:-0.5638282260922883 95:-0.4336236918803449 96:0.08326872535902122 97:-0.08517795851680898 98:0.005463885095035967 99:0.1815984194340935 100:-0.2879566322487871 101:0.1431153812185085 102:0.1523901015101734 103:9.851932304866251e-05 104:0.610535826675668 105:0.4574041522703329 106:-0.4489220717846192 107:-0.06742378642601686 108:0.3393617891346213 109:-0.3393669429088382 110:-0.1333625563342574 111:-0.03763689899534184 112:0.3048495388632136 113:0.2291117498712739 114:-0.8456976185839127 115:-0.01257941624709732 116:-1 117:0.6581814238145888 118:-0.3135552329998858 119:0.4188231790901702 120:-0.4180830929602394 121:0.3538876544627625 122:0.01995752832418644 123:0.3852753493470445 124:0.1171184210799659 125:-0.838649934018456 126:-0.3413211480321284 127:-0.407550773520071 128:0.5158787078998215 129:-0.4170688084911863 130:0.1473872571611899 131:0.4156889576903059 132:-0.3199910590731144 133:-0.2665429345629153 134:-0.185596889618966 135:-0.2611362896639945 136:-0.08011942674998579 137:-0.1579707193988147 138:-0.2631641950477864 139:-0.3238048658351421 140:-0.4253939794024322 141:0.4939312349633685 142:-0.01377684534491384 143:-0.2323730899129597 144:-0.2013627189388914 145:0.8672399595327309 146:0.2398052737075249 147:0.6096133822697114 148:0.4118746224714309 149:0.01489361627221335 150:-0.01888167298838109 151:-0.04072642805233487 152:0.2171260603700262 153:0.225283537549376 154:0.06829399144527254 155:-0.8364240457214625 156:-0.2638055567167927 157:-0.5103100933749343 158:0.1195749873635664 159:0.07272275543190049 160:-0.007276420919757456 161:-0.04208598462247801 162:0.08519341644609106 163:0.04279747074467616 164:0.6809380055486358 165:0.6575320568006576 166:0.5393481442460453 167:-0.07133000103697774 168:0.07311771504828207 169:-0.1506858321336005 170:-0.2729338011726747 171:0.2349701800282365 172:-0.7182142956239421 173:-0.01665959955491835 174:0.1708217140046867 175:0.2703761290799193 176:0.3897292702494389 177:-0.2278445551647147 178:0.1460457278614049 179:-0.04724536226131859 180:0.4985627478094543 181:-0.1788951999177315 182:-0.5386572417638582 183:-0.9921844170148983 184:-0.0552930248711971 185:-0.4519365591024906 186:-0.06665421886447506 187:0.5883612309489203 188:-0.3497630230884904 189:-0.4718248734215189 190:-0.5405850994629176 191:0.08653544411367119 192:0.514711043388757 193:0.2493225100146813 194:-0.3112254392668685 195:0.1637572460312244 196:0.5144653214551436 197:-0.3473364019061718 198:0.3146038763109801 199:0.3408202397854049 200:-0.323981072712074
+-1 1:0.1296011586702935 2:-0.1419939925845552 3:-0.2848220359534251 4:0.2173333436788946 5:0.06333218798707103 6:0.184820609288277 7:0.2318331649264408 8:-0.1071904666845753 9:0.2586304013749176 10:-0.2087780435960788 11:-0.1040878393920098 12:-0.2753750165497069 13:-0.5518529089083772 14:0.004095412547856656 15:-0.09406936812092678 16:0.2624609694949198 17:-0.3677114959206451 18:0.003235402887293071 19:0.1345119946872872 20:0.5081386271873547 21:-0.005313900420818252 22:0.2134850401910497 23:0.03960617982150007 24:0.6955284142586294 25:0.2672141893779594 26:-0.6705598423770667 27:-0.07070597066014249 28:0.3700225754386259 29:0.7896917300471789 30:0.006252653980060946 31:-0.3060314107996334 32:0.1579982523208191 33:-0.5547587213082459 34:0.08623108861935422 35:0.7863375792775915 36:0.3024174430588427 37:-0.07380847074207986 38:0.5155779686965387 39:0.1991528496379058 40:0.4180853018629743 41:-0.678923943783631 42:-0.05933912475440006 43:0.5070528543641776 44:-0.5658856910436573 45:-0.5234125810991345 46:0.02808225520945201 47:0.3233501740260433 48:0.8245931591549459 49:-0.2941106255160187 50:-0.05699065184684578 51:-0.04083665868845556 52:-0.06324848727237097 53:0.3190232679579952 54:0.2197621327588185 55:0.1753814102806407 56:-0.1607001448548281 57:0.1986322737708249 58:0.03755951975976551 59:0.3093659067957684 60:-0.3540304672049083 61:-0.01123884140883522 62:0.1069847965614404 63:0.3913988518477337 64:-0.1329358196617136 65:0.3763117297138937 66:-0.3991422699127084 67:0.23494413470837 68:0.7582831704296114 69:-0.1817894910401417 70:0.3649892387391478 71:0.4861519937856661 72:-0.1022476050122209 73:0.2641234274259937 74:0.3810642799390698 75:-0.309648311560801 76:-0.3340794437850152 77:-0.9686776402996139 78:0.4551868300399659 79:-0.2537259202245885 80:0.5055210499247468 81:-0.2190455513576045 82:-1 83:0.222405070333161 84:-0.7366190343114755 85:-0.1006955637499334 86:0.8107917167720178 87:-0.4630090132880257 88:0.4463494033788931 89:0.2401640271602866 90:-0.1960125438877149 91:0.9261082576893473 92:0.6744344038513229 93:-0.3727708306356602 94:-0.2012944594110329 95:-0.1989357634329388 96:0.08918720189765453 97:0.5226571951857593 98:-0.5871121630576535 99:-0.6442035499255898 100:0.07497939004372146 101:0.4689332816831412 102:-0.2818260672189129 103:-0.1261487862806154 104:0.6424729096512849 105:0.01391624474778939 106:-0.03415293052903721 107:-0.4210135008170754 108:0.7732579634949762 109:0.3436676278909766 110:-0.1599563544701517 111:-0.1342536434748829 112:0.2507704639185452 113:0.214695894071244 114:0.006423027338148202 115:0.3956130522282329 116:-0.02442258950176568 117:0.1498051704361469 118:0.02705925567910369 119:-0.2679786956029214 120:-0.0387923040104849 121:0.24429209654317 122:-0.5646928446908351 123:-0.3753958965314835 124:0.940369562720882 125:-0.02501416154432121 126:-0.100726390743034 127:0.4950861210285192 128:0.1703919925808901 129:0.5094640463971599 130:-0.3039483885003622 131:0.6600382987796832 132:-0.1442932399775178 133:-0.3484848098210239 134:0.9130035383548102 135:-0.4477739785788037 136:-0.1644739208802168 137:0.03540032652598588 138:0.5210346394775807 139:0.2276723874442599 140:0.1619110734499583 141:-0.297872478237746 142:0.2275627324291027 143:0.03256459944086651 144:0.1549501184925587 145:-0.02656307079064873 146:0.03477730078062842 147:0.501400258000617 148:-0.2456037350566246 149:-0.02106489380624194 150:0.9999999999999999 151:0.1134573839492079 152:-0.09986270726698787 153:0.6361121418977633 154:-0.20975490193108 155:0.1997029152485843 156:0.1356244491769716 157:-0.1315006030211636 158:-0.05282995040066976 159:0.6046174503990157 160:-0.1206845801414566 161:-0.465258828914196 162:-0.06662147378647942 163:0.005413673847063372 164:0.4019545966625766 165:0.003750489052924064 166:0.423235391613397 167:-0.3677127307689168 168:-0.5820553584597676 169:-0.4662563784835841 170:0.01695005459558814 171:-0.0546504676154831 172:-0.05466858957279713 173:-0.1506286114123767 174:0.7384625333943396 175:0.4207644124191289 176:0.1205808661600924 177:-0.3341724291262443 178:-0.2213511680842381 179:0.05136157825406178 180:0.3159722103096855 181:-0.2643603240831157 182:-0.5007784528451915 183:0.2299478061225915 184:0.05373591561055612 185:0.1331417369667156 186:-0.2069371994595246 187:-0.09378835446092221 188:-0.2547265693220357 189:-0.6237468576146751 190:0.004542210038952735 191:-0.1386486885520015 192:-0.7142687551559056 193:0.1760900801862862 194:-0.5695284336306625 195:0.6409387293286921 196:-0.1109324503856057 197:0.4541445062576183 198:-0.474883207842466 199:-0.3819819106384367 200:-0.09721253999387358
+-1 1:-0.1460361896374458 2:-0.01399712098709561 3:0.285735436804617 4:1 5:-0.7999452536106564 6:0.002877138092590895 7:0.03176031537914759 8:0.5005524962300897 9:-0.2437250108170508 10:-0.5248934675991486 11:-0.05490435223490102 12:0.7198068924100259 13:0.0660547192261212 14:0.2134906579467598 15:-0.2746277682404951 16:0.5121651510414535 17:0.3629198697860199 18:0.1000056867438071 19:-0.2803949089715339 20:-0.2783492753858124 21:0.386170673266318 22:0.2267115040527969 23:0.2635813343051239 24:0.03353953019117954 25:0.1722028533162856 26:-0.3238087960446909 27:-0.4016916609935935 28:0.3115566386454994 29:0.1586069900578555 30:-0.08299485425414954 31:-0.1292936642896462 32:0.3604852245485073 33:-0.4289676391507655 34:-0.3036159073871341 35:0.6061444327241483 36:-0.1667522602856283 37:-0.2317742057915215 38:-0.08177347436246388 39:-0.2410447738800049 40:0.3655692644216869 41:0.149336227082627 42:-0.3839355368481346 43:0.2492745434023285 44:0.04116592528367991 45:-0.2973359214372008 46:0.1642760983531366 47:-0.3504163395579661 48:0.2311651911463672 49:-0.0003838260811418609 50:-0.1505521937811776 51:-0.3624923659276722 52:0.04509332965228008 53:-0.4753909462543631 54:0.05125149453345729 55:0.2742863067149338 56:0.007072516623515789 57:-0.02083345258797932 58:-0.06469109475458955 59:-0.04206447592580259 60:-0.4443567354092586 61:-0.2521507647932918 62:0.08496840137999134 63:0.01337510470904513 64:-0.6787382292173517 65:-0.1423596321037755 66:-0.09250574572479622 67:0.1214957804998772 68:0.3100552930763082 69:0.007599864356944472 70:0.08167054638648169 71:0.2731994753857033 72:-0.1559675627102328 73:0.2451064880325418 74:0.1324399496133775 75:-0.4626682597190496 76:0.002629675154823697 77:0.215353109735327 78:0.03596566972557401 79:0.09348236402655596 80:0.08062651926023479 81:0.3618500548857814 82:0.1654970336183518 83:0.3039793148938026 84:-0.2792075731061697 85:-0.4085472025051724 86:-0.06619483303367511 87:0.183426252236318 88:-0.09848333851802399 89:0.3297631937551267 90:0.5163904149565198 91:0.8706758721105595 92:0.06488801995157943 93:0.4107888627071966 94:0.5738098402697482 95:-0.5724405336626924 96:0.009013864044299408 97:0.4659372556981539 98:-0.4344496695175605 99:-0.0429684041577595 100:-0.950918179673984 101:-0.03620580243990997 102:0.004551782509129382 103:0.2617066358112003 104:-0.1301537197120142 105:0.003738923268149119 106:0.1030980539410371 107:0.6733372985991857 108:0.285466707505051 109:-0.1767803217771824 110:-0.1279754913832208 111:0.218930398073346 112:0.1196522868271644 113:-0.02569545861447649 114:-0.0231940614833799 115:-0.2015127915083276 116:-0.2547908163532679 117:0.3023165400735643 118:-0.210421332277979 119:-0.6561272353388901 120:0.5444058387226703 121:-0.05548921438685958 122:0.1233233815330537 123:0.2996963438671922 124:-0.09309505476079283 125:-0.0756163016724726 126:-0.1868545066942965 127:-0.1011953966694666 128:0.3445835392020625 129:-0.1986046579358882 130:0.5780615976309714 131:-0.1130024795546283 132:0.03581042989982185 133:0.2176831626438524 134:-0.2966235492495534 135:-0.2390796891024706 136:-0.6986071455037243 137:0.3624899377545854 138:-0.116673965944308 139:-0.07189430093227339 140:-0.1049934097796177 141:0.3586940183435484 142:-0.470281204256462 143:0.3042037830877505 144:-0.2611421265570613 145:-0.3697148728077111 146:-0.06063329916876264 147:0.1955260923031472 148:0.4393066577004361 149:0.2041934561885373 150:-0.319238442276145 151:-0.1054936673802314 152:-0.02721094066338126 153:-0.3824976314451554 154:0.3179357128882056 155:-0.2382186134115021 156:0.2646019789700057 157:0.03181810161693797 158:-0.09755982461576487 159:0.664955135805797 160:-0.222769422291743 161:0.1281784987971198 162:0.2091485755254046 163:0.106724909979303 164:-0.01704457239860302 165:0.03198620154328841 166:-0.04999028236982089 167:0.04771168150350641 168:0.5524485735728969 169:-0.003879135945895701 170:0.05635229932493982 171:-0.03718304959640979 172:-0.02882102622770921 173:0.5538743341022834 174:0.003839131541629917 175:0.0746428929008482 176:0.2244488808693844 177:0.09305331826154073 178:-0.3539067581022382 179:-0.0582435674071328 180:-0.07165993109605981 181:0.2274714294556897 182:-0.3289705254411014 183:0.3554715690177487 184:0.4090247444302028 185:-0.0514521535659044 186:0.2264352125788964 187:0.3663286993480809 188:0.4214100909107013 189:-0.5031903603814488 190:0.1824972473731524 191:0.6417059698214016 192:-0.1541892877508921 193:0.1085971901497724 194:0.4831884441362407 195:0.295688122407093 196:-0.1425119385069877 197:0.2894750278412702 198:-0.3148796234200238 199:0.1319207875341993 200:-0.7222473136017583
+-1 1:0.403875146393375 2:0.2340754551455425 3:-0.2798666638996185 4:-0.2487198057628758 5:-0.4430830977991572 6:-0.1958882430199134 7:-0.01997912090351914 8:-0.4030270266066312 9:0.3687065680741793 10:0.2262724030215555 11:0.2684653641348245 12:0.8706356956297804 13:-0.3280014679477399 14:-0.08351733239078106 15:-0.2097297338577317 16:0.155194396725199 17:0.3583363341237737 18:-0.3924633345401455 19:0.209174979790653 20:0.8854878433091136 21:0.1568742893618766 22:0.8414852892345607 23:-0.1960005961037204 24:0.559202885098191 25:-0.06391177496141895 26:-0.008002139541319397 27:0.3239534567036488 28:0.3881860674006601 29:-0.2009264477637258 30:-0.4488883248298393 31:0.07045340262819895 32:-0.1420068594567124 33:-0.5509060049205923 34:-0.1709969897840475 35:0.7516955168303355 36:0.5466394422255659 37:0.2958591385811557 38:0.1480826681985205 39:-0.3154588049232057 40:0.3347011145472217 41:0.1451318332242792 42:-0.4017516320937986 43:-0.04897696704688414 44:0.03471534172649517 45:0.2766435260094926 46:-0.07623470947318489 47:-0.3515534754904084 48:0.3459767377153907 49:0.1592176051922033 50:-0.4677256744575775 51:0.199194330150339 52:-0.2058782070158952 53:-0.3227813820456965 54:0.1225879870194699 55:0.2677723113312328 56:0.1668634014667001 57:-0.2946525273152008 58:0.1362025270210925 59:0.9218374406678632 60:-0.3537797609744813 61:0.1821189069595065 62:-0.58191988155049 63:0.01877099183125129 64:-0.5565905064996304 65:-0.4933030058627741 66:-0.3923439889279905 67:-0.1910309663366382 68:0.1183420615483781 69:-0.3569361476973589 70:-0.2144101946399956 71:0.2063349545210216 72:0.4703606027884413 73:0.08221921308738135 74:-0.2762275001121697 75:-0.4947700631511215 76:-0.1125127297521879 77:-0.03391625915415718 78:0.3595551185959663 79:0.3575601376108857 80:-0.01117564102423539 81:-0.01485370035070344 82:-0.11607971648616 83:0.4268334358038128 84:0.3942182493199689 85:-0.351048407003249 86:0.264526185253358 87:-0.05968377484985105 88:0.02236724203040089 89:-0.694855003594419 90:-0.1790142569595934 91:0.08126847796621597 92:0.3415099704413962 93:-0.1439412485573671 94:0.4075763129017861 95:-0.1668606565963636 96:-0.2785948058618853 97:0.4853090838334803 98:0.1465596505216636 99:0.7140492562308163 100:-0.02782706983330002 101:0.3173537075036778 102:0.4210604475720171 103:0.340799234049996 104:0.3057016352979425 105:0.1065191781972223 106:-0.3526775954121696 107:0.3067937439656364 108:-0.2732634065623825 109:-0.05747356769795826 110:-0.05932952677582559 111:0.3536091371362468 112:-0.1080030643443553 113:0.2819816677250455 114:-0.6908860764453323 115:-0.483851004421164 116:0.07522243263260096 117:0.4776919591829893 118:-0.3200228949975922 119:-0.7154278572003981 120:-0.01004394650799023 121:0.03802534462584552 122:0.5027481830962153 123:-0.4273471536885353 124:-0.6410450679513862 125:-0.3376622817194185 126:-0.02114020475994989 127:-0.4924916176650824 128:0.2611792770067402 129:0.2292369036939404 130:-0.2795629831587548 131:-0.5741232464442031 132:0.1712987184320406 133:-0.1678663609428488 134:0.4833553434488984 135:-0.1142794294340023 136:0.5780824995721872 137:0.2272279648201083 138:0.2443308155837819 139:-0.4440575736279008 140:0.1306153867267317 141:0.5172756908942331 142:-0.03898376746130014 143:-0.3094081966329562 144:-0.06772957607188468 145:-0.00951961770592206 146:-0.2514211523691701 147:-0.3694648883716819 148:0.4286304307192391 149:0.6078342477839629 150:-0.1369456912225325 151:0.09470614446321712 152:-0.2398141038757856 153:0.7461868642291895 154:0.4208014805278122 155:-0.1086586394618812 156:-0.5712092496046595 157:-0.6632481259112282 158:0.2802023528834945 159:-0.1931759934370582 160:0.2382808448785987 161:0.3818640960005114 162:0.410974699018898 163:0.4153690721572486 164:0.2837719300709977 165:-0.6798009565955632 166:-0.08231541305532841 167:-0.03939579750655214 168:-0.0437231879637834 169:-0.1182759122248039 170:-0.3638307450074036 171:-0.1328637254392021 172:-0.2909182340618835 173:-0.1302840437586638 174:-0.01469552959373949 175:0.86359085017783 176:-0.1146572338568546 177:0.2132954808978812 178:-0.4407317793868943 179:-0.1932502182408594 180:0.5785686358031241 181:0.1097420793310831 182:0.2224269443968661 183:-0.9424742398613452 184:0.2033790101057213 185:-0.1142468517717429 186:-0.07866770709336315 187:0.3389175981409807 188:-0.2558322326897557 189:-0.4821223831177653 190:-0.332731515613277 191:-0.03240764235852242 192:0.04191192338122345 193:0.3068181594278455 194:-0.07150962070980635 195:0.3960223419229536 196:0.6307914318691811 197:-0.5071400442083924 198:-0.4323619988618943 199:-0.7700418209955793 200:-0.3133173452179594
+1 1:0.4228841375471034 2:-0.2179306840614408 3:0.04835166498135504 4:0.1257595193595647 5:0.48240818876224 6:0.4663915910683776 7:-0.1774241784829201 8:-0.5891505454160373 9:-0.02919465506585137 10:0.2067965947983091 11:0.1970748670864161 12:0.486013663785868 13:-0.3794264086518288 14:0.135069960845427 15:-0.4669967522967416 16:0.1291494487131351 17:-6.736512407538864e-05 18:-0.1386969769842812 19:-0.5052260804369364 20:0.1677851171024195 21:0.3495574034888844 22:-0.1311591226074124 23:-0.06352232900868002 24:-0.1865560147210219 25:0.2929956563191247 26:-0.00491465426640264 27:-0.1034783664004656 28:0.3160124129209625 29:0.04198600830072928 30:-0.2727919214411437 31:0.0145206143248743 32:0.04218649733411396 33:-0.2232296789652458 34:-0.1863553368252896 35:0.2869196459749093 36:-0.2693807975721317 37:-0.3065844287628972 38:0.1077945360540051 39:0.2048931194010866 40:0.495076025172513 41:0.07870651145120422 42:0.3557373180620107 43:-0.5926683226148476 44:0.323881070533621 45:-0.2171380243106926 46:0.2856152452824942 47:-0.05340354800738364 48:-0.008990615619670857 49:0.7476198628556351 50:-0.04457719723993896 51:-0.3019729066379253 52:-0.1541864378618736 53:-0.5127136947637898 54:0.04437011961526687 55:-0.07268964124787625 56:-0.315554508026112 57:0.1259502943003258 58:-0.00579981709716078 59:0.08527806173083594 60:-0.1430293894520706 61:-0.1199917265508877 62:-0.3889293152443451 63:0.3218983817536284 64:-0.1546788233141886 65:0.1665085728956699 66:0.3791366708578101 67:0.229234005365293 68:-0.1396615314415291 69:-0.5334789891350389 70:-0.2298431331369469 71:-0.7183669813429601 72:0.03378579376039476 73:0.08773397224051245 74:-0.1311408249889927 75:0.2929449358579104 76:-0.6165881895274106 77:0.02470762075552763 78:0.1892173969045197 79:0.1759746185609754 80:-0.6035547376370084 81:-0.1944866200236784 82:0.03213996145857451 83:0.6493542818605211 84:0.4260308578505932 85:0.7829840293099093 86:0.2784970974406032 87:-0.4547062064254218 88:0.3409530499985614 89:0.2533161667655606 90:-0.2006363257969998 91:0.1579808672703885 92:-0.03340874587132928 93:-0.4856095535694599 94:0.3128278182327603 95:-0.3949670026193106 96:0.1525678336875013 97:0.1853398003362689 98:0.06756118095485246 99:-0.1774071141335826 100:0.1945291132706369 101:0.01009664816753617 102:-0.3756531794819988 103:0.0828831299472933 104:0.1489566474191999 105:-0.4534248667016266 106:0.348791951306724 107:-0.1437230092726211 108:0.001883129727062009 109:0.3920850139632454 110:0.2378845776539031 111:-0.06549946688743127 112:0.2284552558864341 113:0.1199378664139686 114:0.5025557774840758 115:0.2957397286610706 116:0.1358051626576623 117:0.494488956632046 118:-0.008360065513667997 119:-0.3304241903844222 120:0.869023388373579 121:-0.3141669290024472 122:-0.04609127742621461 123:0.4103035691904011 124:-0.9584042067658148 125:-0.5753236778003262 126:-0.3069879398218116 127:0.06132021851396655 128:0.3752844067101022 129:0.04848368465641557 130:-0.04249245954203701 131:0.3278594621982476 132:-0.4573688749936211 133:-0.08537335760729502 134:-0.7206354043381208 135:-0.3099387132714131 136:-0.4190467762603594 137:-0.3347595227898938 138:-0.09041998412508706 139:0.204870110765929 140:0.6641568478784857 141:0.1817873336201162 142:0.1871475536963989 143:-0.4023394609044557 144:-0.179593467235521 145:0.4163902979994609 146:-0.45707647515744 147:0.1563701339060388 148:0.905981946506027 149:0.5000711900344215 150:0.6961393641473961 151:-0.02013707486249174 152:0.325679484341703 153:0.09583673373689054 154:0.6047395969415336 155:-0.2822201159003375 156:0.3746955838442233 157:0.03993820542523574 158:-0.2723501288569014 159:0.3674485413555528 160:-0.1776670207454284 161:-0.6650540976227232 162:0.6857773433507027 163:1 164:0.3289722424518231 165:-0.04562540323966195 166:0.1434693953441792 167:-0.06090683791802778 168:0.2847881766255659 169:0.3109487425805752 170:0.1800219487201391 171:-0.1375458908680942 172:0.1860157462181896 173:-0.4905976757814657 174:-0.1058376210323043 175:-0.6044539299165 176:-0.3588616697761287 177:-0.01695719805005569 178:-0.1851964398755098 179:-0.2763983766238861 180:0.03299205633505146 181:-0.03434527006262239 182:-0.02289133982157554 183:-0.04506546423778598 184:-0.1400958815450883 185:-0.5732725443202162 186:-0.4842069114422488 187:0.06177988909725469 188:0.038199389865659 189:-0.01095645664207907 190:-0.4516731927472413 191:0.03966439821944053 192:0.1633397592758975 193:0.5304586552023232 194:-0.06436882523429915 195:0.5585858056342115 196:-0.5685261864698475 197:0.06313428645329347 198:0.01678885906095656 199:0.6543156524800877 200:-0.3733819066707983
+-1 1:-0.4386578130804218 2:-0.5680192958140723 3:0.1777612294095108 4:0.3281362080954179 5:-0.2169809381929115 6:-0.03396398751311837 7:0.2043438291676841 8:-0.3116098590373855 9:-0.06165503609081074 10:0.1426772923580189 11:-0.04723328216800672 12:-0.1696005195593898 13:-0.0874389538464721 14:-0.1274261760130578 15:-0.2156316929434234 16:-0.6816061158671369 17:-0.2099604955734767 18:0.2268774909729249 19:-0.3097972448619746 20:-0.2717619884375288 21:0.8448546339075348 22:-0.1975614688749559 23:-0.2990253607089633 24:0.04676631817519528 25:-0.04859326340743828 26:0.3938959028195805 27:-0.1533979361425934 28:-0.1393068310090734 29:0.03922203004802947 30:0.3871674316612772 31:-0.2491101643542898 32:-0.4128901676850318 33:0.03221210306639311 34:-0.1091486308729217 35:0.2436206487988746 36:-0.043058381859485 37:-0.2677071890180408 38:0.007864914188000484 39:0.05242298031618538 40:0.05186111059719938 41:0.2224559491817761 42:-0.1469534769676529 43:-0.02991080568302555 44:0.4133370692067425 45:-0.1464270457654531 46:0.6343739308796532 47:0.4027922490168518 48:0.07611008859574309 49:-0.1512674192205556 50:-0.4234103785957985 51:-0.2182181762584026 52:-0.1787487252400147 53:0.1012100903543339 54:0.1441966309509325 55:0.2863224372529636 56:0.3410208382915452 57:0.7550315682560521 58:0.2966067919814294 59:-0.03516431729438119 60:-0.1443363561622134 61:-0.07800026658287135 62:-0.03987618251568644 63:-0.07975100708396486 64:-0.6090259181634587 65:0.1347671778340726 66:-0.3922358918302445 67:0.2141513839428349 68:0.2431756666185909 69:-0.2409160304075291 70:0.1911384005789027 71:0.3523661446560545 72:0.6158396181177758 73:0.2806226378147295 74:-0.3680666960549639 75:0.05839509891704801 76:0.3517122309473333 77:0.2678820097183699 78:-0.197672581710016 79:-0.384594561998202 80:0.004354039176020924 81:-0.3170155314389414 82:-0.133446588712107 83:-0.3687366810706512 84:-0.0755995536976404 85:-0.2333022896481551 86:0.7500197381767414 87:0.08188496734575933 88:0.2805646049364174 89:-0.3232597888456477 90:0.2309326580167905 91:0.9088505903494761 92:-0.441275215278628 93:-0.03586497519959595 94:0.5130025479661081 95:-0.3888294919318506 96:-0.06555171610517384 97:-0.05658546611497522 98:-0.02456153450603267 99:-0.4283762822626634 100:0.2747303938830482 101:-0.4991709410195445 102:-0.278223775839671 103:-0.02881640416156372 104:-0.6857237888166406 105:0.1667905487878646 106:0.009450969805557069 107:-0.5166634007172446 108:0.1327368580249982 109:0.7759942143391595 110:-0.07493554495651517 111:-1 112:0.09333831461261324 113:-0.1313104341728998 114:-0.5245640206251082 115:0.0951826569188067 116:0.2660359593146362 117:0.1785775385721517 118:-0.08357313948691489 119:0.2774316187586158 120:0.2648910283801709 121:0.04181758428841473 122:-0.1308559490915732 123:-0.5021031823486681 124:-0.227467003376978 125:0.4119635015766906 126:0.06725939208227889 127:-0.3255307945735926 128:0.03891535473758766 129:0.03230978039603605 130:0.06889018221310647 131:0.5045462514904486 132:0.5279633866033776 133:0.4812059826081097 134:-0.5797583505218021 135:-0.05089391095222608 136:-0.1590979343175867 137:-0.5244140007864342 138:-0.5977372680357597 139:-0.1994788026802977 140:0.135745877018223 141:0.3821311085913123 142:0.2779378568940015 143:-0.3164396170181154 144:0.4420506985441914 145:0.6603059095575683 146:0.2311285330928616 147:0.3140735313311048 148:-0.06753791509657441 149:-0.0716097652905924 150:0.5525584352341806 151:0.0114769281601019 152:0.1954824358910807 153:-0.4095898734163342 154:0.1532575622065658 155:-0.2356844680200874 156:0.5628280694123312 157:0.03104952729934004 158:-0.1608730100138787 159:0.4430301180880902 160:0.2697775468944318 161:-0.1654491871782281 162:0.4230924869504151 163:-0.1137455564492151 164:-0.119018475487119 165:-0.3436712781730531 166:-0.2755375122439475 167:0.2241774549091038 168:-0.7897891324344469 169:0.03002955283435763 170:-0.5247514753119779 171:0.2734975471927781 172:-0.1932588408760132 173:0.266979115061668 174:0.1267607219549013 175:-0.4302473579368867 176:0.3757959829046802 177:-0.3137554000666168 178:0.2166442050169907 179:-0.5421421427829424 180:0.3248046895070613 181:-0.444363348383945 182:-0.2120975102247265 183:-0.06703651287525948 184:0.2123875358023429 185:0.2444074529624364 186:-0.3093162339141535 187:0.2188193740185319 188:-0.3073059388529511 189:0.03283738699914107 190:0.6980775803562509 191:0.4625512001462804 192:0.6498855701119886 193:0.4473193313718828 194:-0.3375877736391881 195:-0.3392564681905254 196:-0.4454454538786147 197:0.2796781938761782 198:-0.6288488272759455 199:-0.1114090614357363 200:0.08620511042777262
+-1 1:0.1118370705807712 2:0.06146924436319422 3:-0.08615415049933295 4:-0.1758948320412572 5:-0.1142385196422918 6:-0.2697314359559331 7:-0.6318046335113915 8:-0.6923950131353912 9:0.5486458968269698 10:-0.09998309431848861 11:-0.04728231667955003 12:-0.2681232293458639 13:0.3518947294707935 14:-0.1026234872738294 15:0.1256909987458677 16:0.273779005907814 17:-0.5169021422724396 18:0.2654379218055591 19:0.4067391259800635 20:0.332292457917462 21:-0.2242524571839822 22:0.08627068474884486 23:0.1216847157442233 24:-0.4717853085419024 25:0.1461715595736423 26:-0.00115307615298163 27:-0.1439243893820639 28:0.3520044993698214 29:0.03699332205562107 30:-0.2113672502678351 31:0.1189848237112102 32:-0.1161696247512887 33:-0.02663455704109638 34:0.1502995134923923 35:-0.05882710419297474 36:0.08740694333262208 37:-0.07265515635298017 38:-0.3885736370119942 39:-0.1915179362171449 40:0.261028918680299 41:0.3593629128922915 42:-0.733994906818163 43:-0.4725458130111098 44:0.5076178084526324 45:0.1443791574176717 46:-0.03577852566212697 47:0.388452178043289 48:-0.07965784547648927 49:-0.160818709178748 50:-0.2073836545059134 51:0.144326057426372 52:0.4033238608209474 53:0.9625403949190973 54:0.5373624874782174 55:-0.1198673969328234 56:-0.6085494534145386 57:0.5238669407546139 58:-0.7218522694652553 59:0.07910324628422916 60:-0.5652667025414906 61:-0.2693779210363634 62:0.5693901517320825 63:-0.332651789096568 64:0.004250543835580198 65:-0.4788738193984928 66:-0.04083381942507097 67:-0.0663619026143185 68:0.01964360043982068 69:0.6984164018304171 70:-0.1599482759312314 71:-0.4306447544063693 72:0.2076776005768485 73:0.1950357631196813 74:0.4191691950609276 75:0.2179220817752519 76:0.4372331962020309 77:-0.1367516836733021 78:0.4991113699305642 79:-0.5635947828915526 80:-0.007141158722477586 81:0.05880064970466341 82:0.06496833869627888 83:0.2822786135836918 84:-0.3025764734651323 85:-0.3624979392506325 86:-0.4545087586979828 87:-0.2420131291593349 88:0.2431217714248176 89:-0.1018677301061664 90:-0.324086279529474 91:-0.06485103592175528 92:0.4812704233151327 93:-0.4481269945000997 94:-0.03153130096223675 95:0.03390323552835778 96:-0.3210696097935066 97:-0.1346719694846913 98:0.08920356028415054 99:-0.3000961165153439 100:-0.02906853824792024 101:0.02771479637979522 102:0.4913731450562892 103:0.5193209510056618 104:-0.7065067829483717 105:0.4350422805384134 106:-0.1999543284662114 107:-0.3142762173803008 108:0.2485594647019679 109:0.06740947281715452 110:0.1435892678194977 111:0.0197140854899716 112:-0.06154587146059925 113:-0.2279451014055594 114:0.08566390351499872 115:-0.3049489580261933 116:0.4788100288954261 117:0.3770040388840468 118:-0.03164940916416384 119:0.2214041856682674 120:-0.07501469377093557 121:-0.6454255356422928 122:-0.2571714733842244 123:0.1771672816755707 124:-0.1282731340151813 125:0.1228387556719682 126:0.2148994928252798 127:-0.1794317582628349 128:0.3484019747161667 129:-0.6317589041011048 130:-0.1003948441582341 131:-0.01228937918679188 132:-0.6567181659045369 133:-0.1726977511722324 134:0.5398805372910822 135:0.03331499849967574 136:0.4248652888836549 137:-0.08309140014296124 138:0.6433577113071166 139:0.07438020685916072 140:-0.009252863947955802 141:-0.199790191993436 142:0.1402257169737071 143:-0.2947789751952302 144:0.1458699575467058 145:0.298383456130579 146:0.2089898311042794 147:-0.4917910511179272 148:0.08537682776899028 149:0.2375340158126505 150:0.245221918398432 151:0.4447259224269758 152:0.2606424057751318 153:0.1992466263026398 154:0.3048275920812551 155:0.0596376043556879 156:0.2415755260955812 157:0.2033649615146906 158:-0.1686170082658595 159:0.03899028343660197 160:0.513082331368546 161:-0.3656582427430188 162:0.3847100832486675 163:0.2823676452322622 164:0.3566022569786398 165:0.04946021798367468 166:0.2700435015601885 167:0.8201366941079592 168:0.3916960254220336 169:1 170:0.5535199427440241 171:0.4377594558798882 172:0.1174668368859538 173:0.6886417083523358 174:-0.1944301793311006 175:0.1519558355787394 176:0.09271564524849801 177:-0.3702461932601372 178:-0.2367564486815079 179:-0.3053152150829596 180:-0.472318664266336 181:-0.1615624816310788 182:-0.3255995009246894 183:0.1560522323623586 184:0.4819312093171466 185:0.05418688813046718 186:0.2181142977283889 187:-0.1626178808517368 188:-0.3447154564441616 189:0.3872906108442436 190:-0.4765576681256529 191:-0.2914266767219296 192:0.7567393772847607 193:0.2873833945045351 194:0.3960226332316271 195:0.3185006148052554 196:0.2922593515665597 197:0.3640725875628311 198:0.1917448670242055 199:-0.2748877149680526 200:-0.4113948202854519
+-1 1:-0.2638029209132104 2:0.01299681835748392 3:0.02395056342521299 4:0.07961612856052205 5:0.3911177082463353 6:0.202163165077747 7:-0.800761509146482 8:0.7623179470527416 9:-0.1859145000842962 10:-0.3546050804984742 11:-0.2001509043253476 12:0.001723375135524147 13:-0.2288979221464424 14:0.069653865137773 15:-0.7178726057267963 16:0.03689839931483312 17:-0.4459291059691457 18:0.1435541878446152 19:-0.0210364237881005 20:0.1101927832631737 21:0.3749026790482555 22:0.02077373301863036 23:-0.2899255364808027 24:0.6342905511385137 25:-0.424318690098979 26:-0.6272264822897342 27:0.3646444755354072 28:0.02986297081544819 29:-0.6784147435928594 30:-0.3969459266933736 31:0.4018920072054288 32:-0.1782715795660521 33:0.02332604632747562 34:-0.1220024216336809 35:0.08119410816980739 36:-0.3631181451496207 37:0.2022559109821065 38:-0.4537686360126415 39:0.2706396374491618 40:-0.06133942052034186 41:0.3397934188248624 42:-0.07361520646351116 43:-0.00289703302037906 44:0.2272063480799698 45:-0.007771612620641459 46:0.2808666078106333 47:0.167899616019876 48:0.1113263790228057 49:-0.460298944444059 50:0.1624374254758456 51:-0.08407153211451698 52:0.2931981583927541 53:0.6926939646073256 54:-0.1928717842730739 55:0.4418463979300326 56:0.0253920321723697 57:-0.01374694532648563 58:-0.260312171537345 59:0.1594158170993493 60:-0.3606368129756953 61:0.1109458436903249 62:-0.1450522190968943 63:-0.300403416373554 64:-0.01620878951060491 65:0.2851437648811167 66:-0.008032874162850548 67:-0.1456295984183895 68:-0.1317210633440898 69:-0.5535115866276998 70:0.6790211626025832 71:-0.02725778241230625 72:0.5229879874969022 73:-0.4730796438831186 74:0.9133703593361709 75:0.05882412150487117 76:-0.001240472249839888 77:0.117185244013409 78:-0.2825998315560726 79:0.7251161506065998 80:0.05202808480726362 81:-0.3050892460449747 82:-0.3797026353859908 83:0.5839391278037211 84:0.4506031596097422 85:-0.2685771041317886 86:0.03865576714862519 87:0.2810949441895032 88:0.4655922581545074 89:-0.1947994172203331 90:-0.3808738575133529 91:-0.2353601236601692 92:0.2609794223011009 93:0.4256336020028505 94:-0.3597264018594815 95:-0.1177686606883944 96:-0.5760018283153114 97:-0.003391746559317649 98:0.1821083955746485 99:0.7731400102641205 100:0.1166293032925852 101:-0.1907666468377285 102:0.461587439109034 103:0.4508511964816691 104:-0.006123943919048462 105:-0.2968957677688419 106:-0.5100034486172134 107:-0.5066951255428798 108:0.5549334147877594 109:-0.03453897900258533 110:0.5675532842243589 111:-0.1407617258729736 112:0.1557092686162843 113:0.1815957163960159 114:0.0359602706420884 115:0.3206344602505293 116:0.4917891335512897 117:-0.301597728442297 118:0.2695834993761862 119:-0.1179009388694357 120:-0.01822463660364407 121:-0.3116858494559569 122:0.9999999999999998 123:0.1800092210484137 124:0.1507338275590669 125:-0.1681147302853404 126:0.3085819833321753 127:-0.0394216503145178 128:-0.3566740982779213 129:-0.09634403548521359 130:-0.1578686114981281 131:0.6071069228058866 132:0.0572739576148304 133:0.2237541494209812 134:-0.2905053614934466 135:0.2657742376292286 136:0.005803444336275318 137:0.2934297524775527 138:0.1962370504257285 139:-0.3945919105605333 140:-0.292809061196014 141:0.2638035841337404 142:0.407261052025097 143:-0.2607671310924589 144:0.1342780028256302 145:-0.1404871569821612 146:-0.1878864038934525 147:-0.02097832895607209 148:0.142304603738293 149:-0.579429861721722 150:0.4948057939578037 151:0.1424967972446925 152:-0.662399828659308 153:0.2472724747656178 154:-0.2979072454384674 155:0.2543467412550332 156:0.08063681284734124 157:-0.07893162786898607 158:-0.02821027065415772 159:0.1281780805434654 160:-0.4622471158829313 161:0.48255591860305 162:-0.06186782582402733 163:-0.5197411354885952 164:0.3271201923817562 165:-0.2462883509849612 166:0.1984529401265245 167:0.01585558113445878 168:0.1461674867787227 169:-0.4817951713232559 170:0.1200180713200374 171:-0.02324063362729207 172:0.3403695923483229 173:-0.04604412666979756 174:-0.6111996999048075 175:0.6625338493362787 176:-0.04288684918582186 177:-0.00465583539651851 178:-0.5319657788847928 179:0.2436213744332567 180:0.0101740974290353 181:0.005468050467181823 182:-0.4006107403225282 183:-0.03591251872436754 184:-0.2999661905247025 185:-0.08971384569722909 186:0.4678060813299593 187:-0.2609193323904767 188:0.2579060573978447 189:-0.3380493509767717 190:-0.2525013563319149 191:-0.4877515371014922 192:-0.180909220689552 193:0.1399586775813415 194:0.08917477966729868 195:0.1970187048675658 196:0.5085189674231385 197:-0.6085814587268208 198:-0.2998373056467535 199:-0.0715111584400636 200:-0.5036981359990582
+1 1:-0.8244683968430943 2:-0.032058945747358 3:-0.3247786361533446 4:-0.1664529877623482 5:-0.3425052937603506 6:0.40768321464524 7:0.2228584799235495 8:0.475551213153536 9:0.6157264528578561 10:-0.5178745406169176 11:-0.4119409326766539 12:-0.04581679872560668 13:0.1950808288059905 14:-0.3218859182496556 15:-0.3839851692682733 16:0.3793136098749771 17:-0.3651986450198246 18:-0.1505533545616296 19:0.3115197488598962 20:0.2939143591752965 21:-0.365708789592861 22:-0.4426976931360453 23:0.3759420941239704 24:-0.2635184043765963 25:0.2064217527282022 26:0.1664446773820497 27:-0.1029949677884913 28:-0.3441434548996754 29:0.3028389824613262 30:-0.3952620620013451 31:0.06862635748434384 32:0.1174503335444987 33:0.1255993115870482 34:0.01204687617100078 35:0.2612373308076162 36:-0.1419542325316905 37:0.3519939580103551 38:-0.2970207150965271 39:-0.09470579366494264 40:-0.291063332513273 41:0.02062406673624885 42:0.2359161542038069 43:-0.2689003339298343 44:-0.05197058020935325 45:0.59335107033237 46:0.2236603027853515 47:0.211143376960773 48:-0.4336411611506791 49:0.2519894497498154 50:0.6258832269258371 51:0.02838357110068284 52:-0.6262659345122288 53:-0.233827660500138 54:-0.09675398844056382 55:0.7637948873308649 56:0.1211070305030312 57:0.1080670735645034 58:-0.1815205067620075 59:0.3302111449646281 60:-0.2981430198742003 61:-0.1644381442373819 62:0.05795795621726066 63:-0.2011758853091291 64:-0.03107832973085302 65:0.2821443054064967 66:-0.08950429361661032 67:-0.1563393740078765 68:-0.06780439080552833 69:-0.3555303663088934 70:-0.737125698089929 71:-0.02793615674561685 72:0.1257235709791053 73:0.5583907265753361 74:-0.09795825285886789 75:0.2052232533628164 76:0.03238659516398395 77:-0.1352330344039872 78:-0.07953163525101467 79:0.3575351238062017 80:-0.5335943086594912 81:0.2840884537788028 82:-0.3710896622976886 83:-0.062274608925458 84:-0.6533279092874182 85:-0.211051665993779 86:-0.02678608470698882 87:-0.1810247580028634 88:0.2101716064411762 89:-0.1995566650394309 90:0.07055742005863533 91:-0.06440804409818121 92:-0.517600932422203 93:0.2371806160047899 94:0.3098194557502426 95:0.3302695097802029 96:-0.3822149860974603 97:0.3452389030297313 98:-0.0263820859882062 99:0.6828645024358531 100:-0.208538858269651 101:-0.08504005340978994 102:0.1488897897941249 103:0.2550838553267762 104:-0.7187025338794903 105:0.3061218463725427 106:-0.2974273615830547 107:-0.1599649321693681 108:0.05765116536758784 109:0.25856712542302 110:0.549846707477348 111:0.08583839520654096 112:-0.03302632855098164 113:0.2003812956288978 114:-0.3674786436486225 115:-0.05852724198350664 116:0.4776984042214271 117:0.2768509076092294 118:-0.6058991287665625 119:-0.4086691713054711 120:0.1832308917577858 121:0.8177413439045701 122:-0.2929003477205326 123:0.06764189869655837 124:-0.8295263829876247 125:-0.1638415551308461 126:-0.2943532113911828 127:-0.02519896306445907 128:-0.06828919042609474 129:-0.4579813398014765 130:-0.5411819899853039 131:0.07972928014367564 132:0.4250247872200764 133:0.5483721975277048 134:0.1729926357743756 135:0.2908240623499605 136:-0.3652416695288636 137:-0.3397707530586283 138:0.07125619938941288 139:0.6255426129646724 140:-0.05019532140735607 141:-0.2871206731572593 142:0.1120924520195273 143:-0.3081161213213597 144:0.2526763936328293 145:-0.4651207824202761 146:-0.1609912789957497 147:-0.2475326266231176 148:-0.3112236067167293 149:0.1174217630280047 150:0.3401800182245725 151:0.06522050340103673 152:0.176575911398514 153:-0.1406262683506924 154:-0.1568649942903846 155:-0.01749385120935805 156:-0.3768041048331384 157:0.2590518856641965 158:0.3136518626178796 159:0.5231193834939443 160:-0.1050120703930912 161:0.1409104466365704 162:-0.167135630643924 163:-0.3992080363652334 164:0.19014110246368 165:-0.06800963274235278 166:-0.1562960820454407 167:-0.5764434192625302 168:0.1523205219898145 169:-0.3688442777989349 170:-0.3273431152032601 171:-0.3136030378673791 172:-0.2989191521743531 173:-0.1720257526962729 174:0.6182860777223582 175:-0.1820340682274854 176:0.2516189199189541 177:-0.07070871143565674 178:0.21610513234983 179:0.263378919881707 180:0.194448862196275 181:-0.08158685982478631 182:-0.4057233494438026 183:-0.5151356023340624 184:-0.3190600747400252 185:-0.1878534019575417 186:-0.520674054317751 187:0.3530420253575587 188:0.3644007831388207 189:-0.1600916120375574 190:0.2411906329430362 191:0.14691826691461 192:-0.2182655809730118 193:-0.4421009951303624 194:0.2650868898646314 195:0.6361365731974502 196:0.7204724708792758 197:-0.1663244687602237 198:0.7012438207358161 199:-0.03286641201694145 200:-0.3174898743563721
+1 1:0.1991307827409997 2:-0.09497761418445727 3:-0.3349076358191363 4:0.136961160821515 5:-0.2536343644501438 6:0.1483842290905158 7:-0.01486621664908705 8:-0.6778933033292333 9:-0.2391409618135645 10:-0.453831775771953 11:-0.03610614602112549 12:0.8143218792906501 13:-0.2416815376327144 14:0.02629696213670718 15:0.4244843188345758 16:-0.05481858490657168 17:0.1100340921836798 18:0.1838403898513727 19:-0.08664187725575415 20:-0.07044595892365785 21:0.6075875121798917 22:-0.2247132853753586 23:0.08917050235019632 24:0.7653187849286458 25:0.3497482182528007 26:-0.307721785918636 27:0.410653018025749 28:-0.3084804897627919 29:-0.2061313077311077 30:0.2485904578648448 31:-0.2127857011020484 32:0.3677499728081961 33:-0.2086433752781456 34:0.277400656224596 35:-0.1659202338171852 36:-0.2262003353822062 37:0.2085235709088994 38:-0.2884076394860408 39:-0.007939214225338234 40:-0.2691516873432899 41:-0.2049786341283653 42:0.2542289786898474 43:-0.2753787520915931 44:0.2147555985509937 45:-0.08434989603565031 46:-0.3418303182581934 47:0.2715260916516703 48:-0.2583278952561089 49:0.05748595310610364 50:-0.2734411574473299 51:0.214032459348566 52:-0.4718279064090678 53:0.2301125402929331 54:-0.03036128853824609 55:0.3765320264157333 56:-0.1778351675580804 57:0.06513336292140999 58:0.2911521720478578 59:0.001612443880497638 60:0.09345724119946214 61:0.04304881845172873 62:-0.2986385171527501 63:-0.5899706986463857 64:0.5061003312810792 65:0.6278084412833713 66:-0.08792407654331445 67:0.08409934125487992 68:-0.05783561724072248 69:-0.3404411149244889 70:-0.09863998126780035 71:-0.06537586872542518 72:-0.4491882576543262 73:-0.3598842399877404 74:0.0587274398640017 75:0.6270014474753505 76:0.3119490168706675 77:-0.1515162706986409 78:0.1317892073512676 79:0.2931985411458877 80:-0.08776293780739955 81:0.120996709616081 82:-0.3895264332100744 83:0.2580958552021306 84:-0.199237953822486 85:0.3907195244829529 86:0.7465565251408797 87:0.384767367553458 88:0.1817443132041029 89:0.3644399536267518 90:0.2371656168082182 91:0.2834478801142609 92:-0.1757206380093425 93:-0.1561368406050694 94:0.1311575722561116 95:-0.4157920439550651 96:-0.1465532961024617 97:-0.4787965483355314 98:0.06178073539983781 99:0.05019565656204474 100:0.5132432966577187 101:0.5357311533418136 102:-0.02711082378982754 103:0.1770572305131654 104:0.1269008952424205 105:0.3745538533391022 106:-0.05676519123461557 107:-0.01437085037884357 108:0.4938857307942431 109:0.01958639777727408 110:0.326070313157987 111:0.05383610707736158 112:-0.3819236012773785 113:0.1268177618965898 114:0.5689923686777582 115:0.5856264312393253 116:0.5195961243234501 117:0.3861042606720147 118:0.2134913975758333 119:-0.2907825045438174 120:0.3546799808469703 121:-0.06264252701138646 122:0.492603963009833 123:-0.03689281927016031 124:0.1725468162415058 125:0.03859781606095228 126:0.4461538776213246 127:0.3691261147311305 128:0.6814551149288184 129:0.1192291122083199 130:-0.07741842814124414 131:-0.07537474587445223 132:0.4226980057892787 133:-0.1117697375225258 134:-0.1242109174396962 135:-0.5913288072951136 136:0.007278819870596073 137:0.358782671528689 138:-0.4934700740136444 139:0.08080956606131678 140:0.295556988693742 141:0.4908365576053729 142:0.3754732526139172 143:0.2287103730015173 144:-0.4936643665747749 145:-0.1467575791191877 146:0.4813452915483151 147:0.5284964454311047 148:0.2752281807166077 149:0.4495172029709299 150:-0.1089543063683006 151:0.1000448706820047 152:0.3584895788052972 153:-0.4821452694431495 154:-0.09227331504373298 155:0.01026171459387958 156:0.1178196625858389 157:0.1631891183867279 158:0.2568600197084731 159:-0.1015070306788788 160:-0.04205112826464974 161:0.2810548794884547 162:0.1896754471657125 163:0.04005978487767936 164:0.2006630406531715 165:0.6862567498498126 166:-0.06689960331555889 167:-0.3105630362931953 168:0.3240926893357952 169:-0.3190114051519114 170:0.1214833639568133 171:-0.2940140806146487 172:0.0441560813790085 173:-0.1864678935592545 174:-0.03897612210828924 175:-0.0003209008031937466 176:0.2914344059206002 177:0.1631289456265779 178:-0.6299431144305824 179:0.07338510706871924 180:0.04336862696965323 181:-0.0744915558805101 182:-0.3535304087559553 183:-0.01384061228791184 184:0.6167498056266862 185:0.6015130907054194 186:0.6067279883126409 187:0.07173520654734673 188:0.4955767113261393 189:0.2303551464010113 190:0.4590256428950005 191:0.1185083687130756 192:0.5871027796248734 193:-0.1222219664971264 194:-0.1168972898174239 195:-0.07798430670760115 196:0.1860103427215033 197:0.4426434712976017 198:0.1182839878477736 199:-0.04109412353583127 200:-0.6249961083220066
+-1 1:-0.0515055720760034 2:-0.162448247701303 3:-0.1842964528990729 4:-0.474272999916321 5:0.4551667371386786 6:-0.01352706506672892 7:-0.3125029742882908 8:-0.4190573586117141 9:0.1950169539578953 10:0.0599892692667208 11:0.2090507588409921 12:-0.2671860626025958 13:0.04725110235621655 14:-0.6939824659447843 15:-0.1120292830899276 16:-0.01870036384499641 17:0.1902223515239087 18:-0.007843685898890854 19:-1 20:0.10919749174199 21:0.3950869318144217 22:0.4682448397979803 23:0.5154822353952966 24:0.1890130681529407 25:0.3649818027973047 26:-0.8479625765966773 27:0.706490125399082 28:0.4010987734769098 29:0.02713051001544491 30:0.1488404560192198 31:-0.3031363156999656 32:0.6278184196874674 33:-0.2066902454530939 34:-0.0798948658531696 35:0.02760558425870685 36:-0.391718316788607 37:0.02947769785360112 38:0.269755775917476 39:0.0651611149425925 40:0.5037358940851557 41:-0.4363717161810466 42:-0.5151535142342789 43:0.3647487489657874 44:-0.04718592072007365 45:-0.3871958565690121 46:-0.006257766923583957 47:-0.1176660514429684 48:0.3631203576958744 49:-0.4877486043224956 50:0.2837452680700009 51:0.2574185405178254 52:-0.6828257191020477 53:0.6674414116806247 54:-0.07063761870019791 55:0.7476344707911459 56:0.02232362123329269 57:0.4993964355807065 58:-0.06118469656368646 59:0.5106551804882421 60:-0.1922093657936985 61:0.126929178937154 62:-0.2289467633589273 63:0.0968754242943652 64:-0.07715389864637587 65:0.1401283747578899 66:-0.3475579474159391 67:0.326961950562846 68:-0.06455803418981562 69:0.217534471268981 70:-0.2196098958949764 71:0.2850600253469905 72:0.2741173770190432 73:-0.1361816886063001 74:-0.4811477820762766 75:0.05657180064797598 76:0.09410991998289445 77:-0.03167198995515264 78:-0.3943769104742029 79:-0.3526142082241134 80:-0.4744968610410098 81:0.1566252047732503 82:-0.3453242195212666 83:0.00685449292557401 84:-0.07876261974946644 85:0.2695518594255391 86:-0.1014903184148695 87:-0.2427921619711155 88:-0.05671345167761979 89:-0.07477861721683322 90:-0.04891547823619577 91:-0.04651980916567341 92:0.1124997260946874 93:-0.09542615134774056 94:0.9848104569879308 95:0.2954214636479187 96:-0.2469098774438244 97:0.3391733333212164 98:0.2057425902099756 99:-0.08180095172311462 100:-0.2176584892382884 101:-0.3480493611655631 102:-0.01608435862289083 103:0.06074626532825395 104:-0.4608349801013136 105:-0.2435893872645596 106:-0.3030213797049307 107:0.3360782326663885 108:-0.09765091021248479 109:0.3371854221547946 110:0.3932027140957949 111:0.0884976787735561 112:-0.04719431584465307 113:0.7674136683031163 114:0.113854133301847 115:0.4600644167949316 116:-0.08269478805390815 117:0.4003755296042322 118:-0.1647231963083614 119:0.00354142451903719 120:0.5079428010155947 121:-0.2811345726986954 122:0.4847991031348053 123:0.4167531281074006 124:-0.006429364622594282 125:0.1246805653060039 126:-0.0589159660809517 127:-0.422384385818658 128:0.9507833998165094 129:0.6277424403406352 130:-0.05461491877674644 131:-0.1430858570819051 132:0.2949775181432661 133:-0.3371516338830907 134:0.2028620286365421 135:-0.76724980121493 136:-0.4169580214000437 137:-0.3391560152133338 138:0.1036183733965285 139:0.682861205158153 140:0.8603085598899001 141:-0.3276332769124112 142:0.07062180632222989 143:0.463154507702512 144:0.06190986527606625 145:0.001765554272243528 146:0.1304402866179471 147:0.2493336461331926 148:0.7422148380577708 149:-0.01075605825999857 150:0.176562755346079 151:-0.502687738437577 152:0.2038808778214244 153:-0.03908878588197133 154:-0.1113323753982419 155:-0.5730849501157297 156:-0.06243258166611407 157:0.6061607529214997 158:0.2755455691307644 159:-0.662514642840487 160:-0.09387803793908361 161:-0.3003386485352556 162:0.3682909248151706 163:-0.05275812908997689 164:0.2035585577633031 165:0.09346902325780586 166:0.01572000756483548 167:-0.6574367751353081 168:0.08280231745288566 169:-0.3256366733371808 170:0.2343866070564432 171:0.379916088348473 172:-0.1709466091034745 173:0.2406136440298446 174:-0.2552184060008447 175:0.2527484257506207 176:0.4190859539541982 177:0.2526254139348085 178:0.6236870469077559 179:-0.4498691980030258 180:0.2606401306190857 181:0.08599468410433045 182:-0.2171172239495372 183:0.2293787429922469 184:-0.5008802781781772 185:-0.04008069149847685 186:-0.538436900007077 187:-0.8218474350566738 188:-0.3977518575567727 189:0.2175347685847818 190:-0.4173951679812237 191:0.2917164586799674 192:-0.1953536376600665 193:0.168523786940736 194:0.3333605973032211 195:-0.1457390143097353 196:0.4395978954235421 197:0.1058227626036913 198:0.04344296232057086 199:-0.05589360756996929 200:0.2057377092277943
+-1 1:-0.2343663295752648 2:0.07943187341000048 3:-0.3945211031771299 4:0.2629433046224465 5:0.7988678355559571 6:0.07154130888108737 7:-0.5555669232339078 8:-0.7285259061201433 9:0.376981332096849 10:0.6735722181655861 11:0.3783875970024663 12:0.2868399446865044 13:0.4279760515011603 14:0.4926728747678107 15:0.1306907426473773 16:0.3234069829713379 17:0.119243561472411 18:-0.1593244134640855 19:0.2442872036260754 20:-0.2585148068729769 21:-0.04112084067828795 22:0.1561451658676896 23:0.4459485879073118 24:-0.6755772456256869 25:0.2027887005612623 26:0.4411561385507313 27:-0.3270987789258271 28:-0.1954078983385078 29:-0.1944905827935391 30:0.5547529043396764 31:0.4019426086849613 32:0.07001488550417523 33:0.4796120939052232 34:0.121670784834319 35:0.5391465942807889 36:-0.7479292619201812 37:0.2268023069522737 38:0.1949323283156154 39:-0.4142069623989836 40:0.3313600827211011 41:0.01724339472048145 42:-0.524566697843932 43:0.4237603675312409 44:-0.3135144260757674 45:0.3689282231008655 46:0.534719161398135 47:-0.231822338061386 48:-0.0642390870641649 49:-0.06170835678992159 50:-0.1795078221122607 51:-0.3755620995850204 52:-0.09077700074351519 53:0.8742965773310095 54:0.7283659869143416 55:-0.06214703800799261 56:0.2867120222045825 57:-0.08124828768007009 58:0.342299751591014 59:0.3241784394589963 60:-0.2869201914641621 61:0.7935619621051173 62:-0.4571785361687229 63:-0.3978049449985304 64:0.4189716395778298 65:0.06148023992188155 66:0.335140371782265 67:0.4356198706491166 68:-0.2039888019744623 69:-0.1901784908365678 70:0.1717572494825439 71:-0.14588072160787 72:-0.3225045118804437 73:-0.04184922942527834 74:-0.2262691699677951 75:0.2797309843411347 76:0.06776786864223236 77:-0.1160758726798183 78:0.02649812397597025 79:0.4123958251463185 80:-0.3827874704897365 81:0.1965603962809657 82:0.07907018779539177 83:0.255408518007811 84:0.1518132488729381 85:-0.4886107230435074 86:-0.2045930995473108 87:0.1697443480867456 88:0.4143730481875996 89:0.4149624289220522 90:-0.1103652895115625 91:-0.2624210283434391 92:0.2845916852340518 93:-0.3252802700620942 94:-0.06128521393703851 95:-0.3106720668207654 96:0.2441855177286775 97:0.2555939167703332 98:0.1759435821722005 99:-0.2661282408714356 100:0.2272026101187983 101:-0.3285897781182616 102:0.01238099876572346 103:-0.09600939302493899 104:-0.432440800507289 105:-0.2756464938176277 106:0.440850335031311 107:0.2412070275678514 108:0.3304956251656507 109:-0.3905668450494484 110:-0.1810071780299765 111:0.06132349557302081 112:0.3241627590154181 113:-0.4246958646094913 114:-0.8934648010278968 115:0.1284069334292745 116:0.2631675523636441 117:0.3495495034893031 118:-0.6991269112669641 119:-0.318863198194858 120:0.36160953890383 121:-0.02532544906821423 122:-0.04688751117257213 123:0.4878530689242607 124:-0.07843879979387448 125:0.06931714498780869 126:0.1717158661145605 127:0.4032279051642194 128:0.1536749822237497 129:0.02199125993324953 130:-0.2161716725189159 131:-0.0206470673282815 132:0.2559452524017045 133:-0.2892271240056248 134:0.108852137994898 135:-0.3519735237850428 136:0.1936953859645803 137:0.02619477372440203 138:-0.1644560908183205 139:-0.1017260834291435 140:0.2019986161024746 141:-0.3895528323902623 142:-0.3366957684686454 143:-0.430532582909133 144:0.03588868187330822 145:-0.8185855809061858 146:0.1278637597668871 147:0.238173882445045 148:0.09936907723600588 149:0.1020993699615777 150:-0.3601126116166007 151:0.04676710099444525 152:0.3020255632963926 153:0.5446807098543359 154:-0.5811484847502149 155:0.1259809859643979 156:-0.01156560783521781 157:-0.2138358225773925 158:-0.02666656938275307 159:-0.009403012310917155 160:-0.4301725962742285 161:-0.0206178264196443 162:0.01410161561718287 163:-0.4801636867160795 164:0.2087431162132869 165:0.1449311045398342 166:0.7045209731130252 167:0.2495923754660713 168:0.5718617817486131 169:-0.2965628576298258 170:-0.1182156190477691 171:-0.3542833232079411 172:-0.1105113202325963 173:0.7256363276548835 174:0.6210142346623272 175:0.07363419164713322 176:0.02959148444775064 177:-0.2826407808907743 178:0.3758592348615016 179:-0.07397567757396564 180:-0.1372190335371374 181:0.3686214403318435 182:0.251671445337725 183:0.4225034293494219 184:-0.2407925489966413 185:-0.1103821309589941 186:0.1833026045845173 187:-0.006009040909565062 188:-0.3074467079170263 189:0.03289264546895806 190:0.08829053987040442 191:-0.2291113475330274 192:0.109554195017604 193:-0.1915461369254718 194:-0.2507420777354362 195:0.3227661220646592 196:0.2942761382331611 197:-0.1317380385228476 198:0.2250541732479844 199:-0.2011232662711633 200:-0.5211985591896812
+-1 1:0.05645751120666111 2:0.03806228100663364 3:0.2707841364582931 4:-0.5381668195104126 5:-0.2949529964901323 6:-0.001801594281083375 7:-0.08694135787292495 8:-0.158317797689584 9:0.2068310940487644 10:0.02251198782812858 11:0.3968568562345115 12:-0.1636604254499135 13:-0.3984414582049031 14:0.1670882792796494 15:0.1371000440625368 16:-0.04823436956011988 17:-0.4290165644104148 18:-0.1236606964308658 19:0.3562777704929539 20:0.6064067539364537 21:0.127713412922775 22:0.2400128381793785 23:-0.7715298352530643 24:-0.8986946148874472 25:0.4806267122649804 26:-0.2496788293949952 27:-0.3139531911044444 28:0.2238906304083996 29:-0.04706033431901464 30:0.3230487516494893 31:-0.1629058142188302 32:0.1176402565669276 33:-0.2272239378711069 34:0.2279112010497373 35:0.2264841977818491 36:-0.1250795293282527 37:-0.4100262287063925 38:-0.2969593568809256 39:0.2045023256383423 40:0.1618866253243238 41:0.4788136145381416 42:-0.3000875446929996 43:-0.0887188034931478 44:0.4027500371191929 45:-0.01995012144239389 46:-0.0201936279528315 47:-0.4767914673183916 48:-0.384024211311441 49:-0.09122750417114678 50:-0.4328836527640817 51:-0.406121193355254 52:1 53:-0.03007560518268557 54:-0.03130612037073274 55:-0.2353669392406406 56:-0.7222751436443773 57:-0.09197364695546847 58:-0.5011567901384534 59:0.3611191864470088 60:-0.07653056700150535 61:0.04832833196074546 62:-0.1459788449885502 63:-0.4527732125511045 64:-0.05909827703126215 65:0.503202096033446 66:0.3127434625434318 67:0.3450584945891899 68:-0.1351337309905644 69:0.1116624882344951 70:-0.2687320542643893 71:0.2068821073903734 72:-0.01024876855394501 73:-0.2799201725516021 74:0.2370160589088011 75:-0.469377673502366 76:0.09539251918442063 77:0.01946868183753374 78:-0.732463534430411 79:-0.608500025678302 80:-0.2060506160828763 81:0.1209305183664594 82:-0.2713998418733067 83:0.148766022653787 84:0.4353273557516956 85:0.05696335625342661 86:0.01830452082108804 87:-0.09472616894404418 88:0.01696303029932805 89:-0.1502992973106881 90:-0.273755696533406 91:0.3117215823010783 92:0.5553044553813666 93:0.1971466525549884 94:0.7051059298187237 95:0.165125511372817 96:-0.3138574193980172 97:-0.1866710170828529 98:-0.3783140230132528 99:0.4469179524967754 100:0.3538949949795993 101:0.3896125000854618 102:0.2918917732375079 103:0.1425963514600065 104:0.07674096354515858 105:0.02386553355460869 106:-0.4769149357829858 107:-0.2618590346092023 108:-0.5051429063937385 109:-0.1647912077078501 110:-0.07138180139355263 111:0.1973268583260075 112:0.5378773350696789 113:0.4608243717859585 114:-0.1113091045135112 115:0.5345851630280762 116:-0.02122302854470418 117:0.5265276974340097 118:-0.2590872352101435 119:-0.03323336834303997 120:0.6124147862604428 121:-0.2402431332245862 122:0.1405032850493448 123:0.05083305007306479 124:-0.2153645345830802 125:0.2989640476509902 126:-0.3457391812208461 127:-0.3786809989709083 128:0.2063224388280605 129:-0.2846844858641775 130:-0.2396063091426351 131:-0.09657428363584619 132:0.1102534346478001 133:0.372185834289942 134:0.4833194588098026 135:-0.09593807114294307 136:0.2588648047437367 137:-0.2254569870265035 138:0.6127882577323321 139:0.4189983849248339 140:-0.1584311836606339 141:-0.04370306881899678 142:0.1577345232713696 143:-0.3463591610161733 144:0.01985668205220126 145:0.9999999999999999 146:-0.2169621849391193 147:0.1602626816789268 148:0.1893129714473598 149:0.4001313573147932 150:0.08813379109077547 151:-0.1648634344498909 152:-0.04849257611369051 153:0.1806750442816301 154:-0.1412857087208107 155:-0.2557431701923326 156:0.5135102416681951 157:0.2065744113723255 158:-0.07641669993192927 159:-0.3143929310352134 160:0.1304574401059675 161:-0.07660032144397601 162:0.520469946414678 163:-0.7255712503339073 164:0.7377303858589424 165:-0.1887574043552748 166:0.3080145936910068 167:-0.008290831294516309 168:0.02348084330913676 169:-0.2547327881195671 170:0.2224892258443923 171:0.1574430056962094 172:-0.1975751529726118 173:-0.04042522483914114 174:0.388563981939553 175:0.216800626654782 176:0.5614394559629625 177:0.2947036262996918 178:-0.3191966123141453 179:0.02577119629784116 180:-0.03289138001341493 181:0.05312056254558878 182:0.1073557262984035 183:-0.04508122792994357 184:-0.08392176701955194 185:0.2524481164829214 186:0.5138906820217407 187:0.8330814250563493 188:0.1031307142240926 189:-0.3378668083536273 190:0.1740414708281901 191:-0.579695643555511 192:-0.04223387266466785 193:0.06732629001736534 194:-0.1300128392559186 195:0.1769009980258408 196:0.07995027270475298 197:0.1692649261539552 198:-0.5376106747658647 199:0.01393627472847289 200:-0.224372870084296
+-1 1:0.1987590462740155 2:0.3726209674926003 3:0.4656970742471525 4:-0.08459750495622302 5:0.2267003749179012 6:-0.0513813033050599 7:-0.4825201373827521 8:-0.4633187899135388 9:0.4703527416013942 10:-0.3882163787269488 11:0.653708981740984 12:0.1069723986323129 13:0.09550509080723321 14:0.3837579185763342 15:-0.08117355019512591 16:0.1526798385892145 17:0.2412207759818005 18:-0.02634956687431624 19:-0.0119909494745374 20:0.6339480793870597 21:-0.1066977707503596 22:0.07307788239241153 23:-0.01784800765444391 24:-0.2906592994245099 25:0.08693585339625519 26:-0.5225131413174607 27:0.01976118615798283 28:-0.1110763167967083 29:-0.4690655152778603 30:-0.102103116941283 31:-0.3981729729487454 32:0.2907531709741195 33:-0.2456133661664517 34:-0.01138237809205382 35:0.6716415001578423 36:-0.4535798941839356 37:-0.5565937173182283 38:0.2230406059667279 39:-0.002442364032267663 40:0.2210949079852982 41:0.1891434822567066 42:0.04159975199492597 43:-0.3662913140704261 44:0.07729081181066692 45:0.00712205258021208 46:-0.2068252340892008 47:0.1898563127809063 48:0.1072574760680435 49:0.2849385287992012 50:0.4106454968662953 51:-0.03608604248533262 52:-0.07493998690828639 53:-0.3409895392980653 54:0.3417340448028721 55:0.1440392454200337 56:0.08161493190684892 57:0.04573047514448857 58:0.1004274203230554 59:0.1782432300428878 60:-0.1236494152243901 61:-0.1129827330601364 62:-0.4061944437852159 63:-0.01193162456728107 64:-0.4985768479903073 65:0.3370999894866005 66:0.005933019215909857 67:0.1226198400504599 68:-0.03822569122078011 69:0.1190426645798852 70:-0.1905523167005475 71:-0.07405792100063803 72:0.6469926327003095 73:-0.04845357259047529 74:-0.2934575977567023 75:-0.2911897864752561 76:-0.6392861892612193 77:0.349061023788804 78:-0.4928539729495242 79:-0.3994064174591007 80:-0.1895869795457214 81:0.5441751625305582 82:-0.3122432872218676 83:-0.5590396874006859 84:-0.3975194267783542 85:-0.006519196532991323 86:0.009217578470337773 87:0.8341816738162321 88:0.647602589226748 89:-0.2233278315616002 90:-0.1600766503135955 91:0.5983692002806322 92:4.335402967932389e-05 93:-0.5087029453143936 94:0.5311989595084671 95:0.6112083103274232 96:0.05437868052049966 97:0.07704643680822378 98:0.1779359122718863 99:-0.850611521128733 100:0.264788814859429 101:0.307681105735635 102:0.008657020001460479 103:-0.2470124501411495 104:0.4199917810366131 105:0.04978461331689754 106:-0.4014706674539694 107:0.3253624577480269 108:0.1387490458697671 109:0.08275901410978725 110:-0.2890706201307367 111:-0.2795279954955137 112:0.1308236061472937 113:-0.5174533654570015 114:-0.1257427664232052 115:-0.6726658505884686 116:0.5999654605831604 117:0.6840759823986957 118:0.2780716720276727 119:0.5726906671101342 120:0.3459362689547658 121:-0.7897814423423164 122:0.3168505699203969 123:0.2608059496827504 124:-0.2476849468537118 125:-0.453340835859629 126:0.3825428702894334 127:-0.2844448054796563 128:0.03771268251750094 129:-0.06459701093836526 130:0.1848161698834171 131:-0.09200297877386149 132:0.1260692932021287 133:0.3018427667919141 134:0.02806763517595079 135:-0.1771764975195561 136:0.1706267866438453 137:-0.331070582862546 138:0.8233160954344881 139:-0.2386542433069644 140:0.04126416027007775 141:-0.03090296331846575 142:-0.1017898165821792 143:0.1268424756795421 144:0.06465644876765717 145:0.160069452801089 146:0.4337746307112692 147:-0.6718101053357523 148:0.06446191745482102 149:-0.2657868882895108 150:-0.1212459131354925 151:-0.2847156974829092 152:-0.08760734290176508 153:-0.01772346710606888 154:0.01417097416616579 155:-0.1613972459472188 156:-0.1027580007693161 157:0.0874954958825362 158:0.1542538913628142 159:0.04234330886984525 160:-0.3617593366666578 161:-0.5494001527125448 162:0.5694365750063788 163:-0.5050823467538093 164:0.8132611415247011 165:0.06167829663517234 166:-0.06919498931444329 167:0.9829141821456859 168:-0.1273132617172483 169:-0.2510325111611324 170:-0.6275693220159736 171:-0.1270659498097817 172:0.5193607567912506 173:-0.01075895906690801 174:-0.4084104989497923 175:-0.4816136392685448 176:0.6649562814879753 177:-0.3592657614837355 178:-0.002618059333619013 179:-0.4322260725172054 180:0.2394476757781886 181:-0.1843076016617218 182:-0.7531796777900693 183:0.3697605767238734 184:-0.04628213903001617 185:-0.5815445977651421 186:-0.2241630187105691 187:0.4953058591917432 188:0.252911962725025 189:0.3951026192499864 190:-0.1628773299297231 191:-0.5987640922977714 192:0.3061262635198684 193:-0.05526797613622786 194:-0.5627574181413409 195:-0.03544253389145291 196:0.3671569854932892 197:-0.1569247638356465 198:0.1481524282463638 199:0.05784752002181207 200:-0.09242275755157425
+1 1:-0.3601003435216504 2:0.01570785681601027 3:-0.6893665270488 4:-0.2163029898832802 5:-0.1187112710985661 6:-0.4147793463727389 7:-0.08542123118573555 8:0.3529894792560127 9:-0.3596931631990279 10:0.6146829274746216 11:-0.113115528034964 12:0.1621163873886818 13:-0.7154366572257574 14:-0.3805438395035583 15:-0.2316769895206167 16:-0.1294260693100532 17:0.01827417139613544 18:-0.4987299651450091 19:0.6590123875280889 20:0.2538015388382779 21:0.3365975104980062 22:0.3081179264124174 23:0.2976818274233172 24:0.2494242232203506 25:-0.3117871977831364 26:0.01456312792470207 27:0.2595455982509763 28:0.2811644856513151 29:-0.2415399748025165 30:-0.3166548943490894 31:-0.1928423025733819 32:0.9009870283185342 33:-0.02609058304035636 34:-0.9174618596957242 35:-0.490944698758964 36:0.7896709878479634 37:-0.3708193784027211 38:-0.3356078221214149 39:-0.7299445043592336 40:0.02295039475426669 41:0.3310247951789821 42:-0.1582581862692189 43:0.1833532775782639 44:-0.2080858941602706 45:-0.2198571910059943 46:-0.1776983836850256 47:0.3532981854509687 48:-0.1298718570945021 49:-0.06392876904209396 50:-0.03197314071840526 51:-0.6571360275470619 52:-0.07666657299973115 53:0.6579729950847857 54:-0.09138675994251036 55:-0.4617571929989157 56:-0.1602139505405196 57:0.4936509853569693 58:-0.01535293627719832 59:0.4626310162953741 60:0.1574984366879052 61:-0.2001136402842291 62:-0.2789626879078539 63:0.07480351229436928 64:0.7138823119015264 65:-0.6420579432721548 66:0.3109934891519687 67:-0.09754487895656787 68:-0.02028799484086814 69:0.2122781271085245 70:0.06409154197097056 71:0.629526722598696 72:0.385867699033939 73:0.2853257538203184 74:0.03316327371812842 75:-0.5507705160821766 76:-0.1484401667295034 77:0.1265651261845839 78:-0.07534104110474774 79:-0.1618824751603172 80:0.1786873205376854 81:-0.03575101929227809 82:-0.6564979139634688 83:0.7477630400009516 84:-0.6675850131970947 85:-0.1835282270137432 86:0.09982361736844167 87:0.3766653318634272 88:0.367942474233605 89:-0.5907807434611403 90:-0.1504603866050759 91:-0.08464384527228738 92:-0.4980373137199442 93:0.07098449142446417 94:0.3788736918048847 95:0.3924840805280759 96:0.05419420937752231 97:0.4189548031708407 98:-0.008377654722184866 99:-0.2772298304650463 100:0.6537529173260366 101:-0.1167518569837623 102:-0.03946044926114066 103:-0.06755025815681212 104:-0.486165866275969 105:0.3137282123609015 106:-0.5085973399957153 107:0.4166892060032932 108:0.05288701685217597 109:0.09613574499484835 110:0.08616126706847477 111:0.2758457488003132 112:-0.61322959244425 113:0.3307886587231451 114:-0.06317181252677617 115:0.03295360700297918 116:0.06399620772371897 117:-0.08090194227605885 118:-0.5262913382106046 119:0.02175987442703467 120:0.09349460473158021 121:-0.1973569827471932 122:0.2774855867229019 123:0.318641198174044 124:-0.0862853933157651 125:0.1051180686476905 126:0.09422499586372932 127:0.415130396067402 128:0.2624901021240253 129:0.2661430599792683 130:0.165055831367838 131:-0.2427126279666359 132:-0.4180029651965036 133:0.3734515587598859 134:-0.500048968185249 135:0.3414803899395864 136:-0.01899628874005689 137:0.2066024095927115 138:-0.4480323549214156 139:-0.4768318905906326 140:-0.1275867164030838 141:-0.4285998020426574 142:0.07701403578611397 143:-0.1748983371166566 144:0.2783879890740535 145:0.2829411708733418 146:0.3437387074846894 147:-0.01034985338567333 148:0.6409883067806454 149:0.2876119709843952 150:0.1404143191448911 151:0.2926105312531128 152:-0.2051483535636455 153:-0.222874763114797 154:0.02352127624920747 155:-0.3642366466017861 156:-0.1938890813233086 157:0.3508037126085879 158:-0.1931227588344032 159:-0.07750808208853407 160:0.008974327561207064 161:-0.8075442978558472 162:0.3736631207316405 163:0.4000976663938319 164:-0.6876629424873643 165:-0.5301996757205349 166:-0.1381995275478776 167:-0.3236614886894525 168:0.6461927965545569 169:0.1226631634013998 170:-0.7354600650425305 171:0.3322749344886325 172:-0.2081210665882738 173:-0.4308505927529693 174:-0.06969700918048743 175:0.3163867929150852 176:0.4120391608459351 177:-0.1607432242964576 178:0.5666945637250123 179:0.3509247072015787 180:0.199444642790451 181:-0.2449544451923452 182:0.2973828575838963 183:0.7916139626656675 184:0.107212477274361 185:0.1652494782527562 186:-0.4082265099652678 187:-0.1103061944058279 188:-0.4249212566389248 189:0.4990588984164948 190:0.5982735587279102 191:0.3531763924133469 192:0.04456993981022854 193:-0.2726356667426237 194:0.8741652381367885 195:0.41923116378716 196:-0.05868062305144897 197:0.2409844840195454 198:0.1878550812758143 199:-0.3516706219137254 200:-0.3919473887223995
+-1 1:-0.2360335237213595 2:-0.8239537017067412 3:0.1466510276586883 4:-0.2508959767297922 5:-0.223597620702143 6:0.4519470269182941 7:-0.1684315292982518 8:-0.858935175813404 9:0.05200160361660106 10:-0.2202391764159068 11:-0.2814922867475162 12:0.5983177228371497 13:-0.2807278967727949 14:-0.01640248198679253 15:-0.04442056009423878 16:-0.5988958374653289 17:-0.5429198875290082 18:-0.05547755255801207 19:0.5687180463989527 20:-0.06017898921637796 21:0.2869458164274727 22:-0.03754613416120579 23:-0.264778048425484 24:-0.5528760195058056 25:-0.06516012836482823 26:0.008212573021742692 27:-0.372971169595408 28:-0.005395328497067184 29:0.2954183957685249 30:0.1652855052422311 31:0.1590634415874767 32:-0.2959125822486513 33:-0.2443339581586773 34:0.3916804860156393 35:-0.2392140668027258 36:0.2668917022877647 37:-0.1386560470779221 38:0.3269406591600414 39:-1 40:0.4590036660984514 41:0.4368414745320983 42:-0.3242430700462383 43:0.2747582929007253 44:-0.6856392193834939 45:0.1031063856283127 46:0.035416473158612 47:0.05640283088930743 48:-0.2111248488412844 49:-0.3324985224548819 50:0.2638505716433363 51:-0.180473656925653 52:-0.3347595624426389 53:0.3886876570692318 54:-0.3456754559286125 55:-0.2670296531346578 56:-0.2909535374453673 57:0.09492859280687767 58:0.2485716380820848 59:0.4049430369266891 60:-0.2879020767461492 61:0.3218276543724888 62:0.3519475752959706 63:-0.2296636363141199 64:-0.002930246514384088 65:-0.3740492429893357 66:0.3764604420716092 67:-0.2347350033736807 68:-0.3307691090761414 69:0.04389277742748474 70:-0.04987680198167095 71:0.1029424153488455 72:0.1125072048256325 73:-0.3169237540487187 74:0.141417882746705 75:0.4626964967380574 76:0.5696207604838708 77:-0.3847635277433367 78:0.3944396472728723 79:0.3883192399854409 80:0.328863134369846 81:-0.06381393560782594 82:0.03141623502533428 83:0.2413727657415929 84:0.2753528820557446 85:-0.1173105996878025 86:0.3021486548774148 87:-0.5367435511852953 88:0.0990466212532142 89:0.07574965874714068 90:0.0567912443938566 91:0.06359399638166111 92:-0.03060429579415826 93:-0.005897333329221009 94:-0.05485140547920236 95:0.09391018286340741 96:-0.2891184530678248 97:0.2416797871202087 98:0.3174858175672647 99:0.07426262324877925 100:-0.525512422192338 101:0.2580060119483802 102:0.1838118580621709 103:0.07562131010611442 104:0.01001613879866091 105:-0.07448266623876806 106:0.3173356782754506 107:0.5573085562648962 108:0.1096244016181476 109:0.2300332619643158 110:0.28300808614323 111:-0.2397957076370004 112:0.368385346924548 113:-0.2130025066634219 114:0.6069199300552 115:-0.0809316933858773 116:0.6622396045913702 117:0.4651869710801684 118:-0.2012782932116632 119:0.2228250455359119 120:-0.3886934834463786 121:-0.4481250884919807 122:-0.2352367185542841 123:0.008421252012732645 124:0.2038379539294711 125:-0.02460608185184147 126:0.4036174003687776 127:0.3221483741986466 128:-0.03797525457349468 129:0.1027664232399318 130:-0.4586134658552005 131:-0.2276208912059118 132:0.765134792507197 133:-0.6585870766376642 134:0.0988420962128871 135:0.2168737377301944 136:-0.01256329583822477 137:-0.1485189275627109 138:0.296821866467213 139:-0.1205547143753903 140:0.3561719701220697 141:0.1808178718528423 142:-0.02671616447643055 143:0.0045445522686475 144:-0.4871853594814656 145:0.08127397771378682 146:0.4567733437510306 147:0.03046981286060459 148:0.05932449929964762 149:-0.3753122483901821 150:-0.1846657387608452 151:-0.6089119899049197 152:0.07371184427046934 153:-0.07862434441539176 154:-0.5719938947902684 155:-0.5424742604776651 156:0.6009532155990872 157:-0.0147508196281594 158:0.1070529866754834 159:-0.4221434138921974 160:-0.1289561818808343 161:-0.02762313300311704 162:0.9463564692551454 163:0.06042177821842729 164:0.2485242644472868 165:0.8050509205648029 166:0.04698723646413544 167:-0.354138485217966 168:-0.1077708399782839 169:-0.4899018504417058 170:-0.09116468502289973 171:-0.3528266243101369 172:0.09050703478892283 173:-0.05456402749081138 174:-0.2925467726051454 175:0.04290670415873782 176:-0.07062555593661235 177:-0.4276920492649648 178:0.3569585260689669 179:-0.8127010294861411 180:0.1315135530138256 181:0.07131271195563937 182:-0.4382822480254644 183:-0.2407763196248022 184:-0.2400244312023957 185:-0.556303444916906 186:0.64100209722323 187:-0.4681174478287039 188:-0.0521008072187163 189:-0.1776965238011115 190:0.04303401763085339 191:0.0324338156117794 192:0.3264294578949453 193:-0.2010058305211463 194:-0.00100588164380512 195:0.7703599176650269 196:-0.06832356626467675 197:-0.3211239349239192 198:0.1049663987147685 199:0.1503792045921588 200:-0.6463229960249408
+1 1:-0.1424593044889208 2:-0.6341849011687556 3:0.07010083611591617 4:-0.2604291046583437 5:-0.4843732218162229 6:0.1363769589324212 7:-0.06268054417607126 8:-0.2067766674555324 9:0.1276523017585109 10:-0.1514153812273629 11:-0.4272020365039265 12:0.4004930580835185 13:-0.1048002909646254 14:-0.002687324462440993 15:-0.1687318678623339 16:0.02861638358136209 17:0.07284091813737748 18:0.4523978755778201 19:0.2000485429293939 20:-0.08102553296635145 21:-0.2307088580371963 22:-0.1137450693531058 23:-0.4742360304636351 24:0.4959100482186193 25:-0.02695987643966191 26:-0.3375018075909793 27:-0.09212065087507093 28:0.2301317898096244 29:-0.5881554612520556 30:-0.576192426360893 31:0.3108740478657217 32:0.3444083046645078 33:-0.3033881819853498 34:-0.1622564892208341 35:0.262839018945643 36:1 37:-0.1964336812879237 38:-0.4752951731671339 39:-0.5769964964701246 40:0.333107701474565 41:0.1006748458674842 42:0.1600113822819715 43:0.09493133844665724 44:0.2535603465064457 45:-0.2274893823107524 46:0.02573586208060716 47:0.122364511194118 48:0.135423588711246 49:0.09692180080399768 50:-0.9305189226684593 51:-0.03475950102704989 52:0.4415192246371642 53:-0.08346966992067256 54:-0.3385669294511513 55:0.3540447937057581 56:0.6435773700662639 57:-0.1100822350582654 58:-0.07333258564353302 59:0.5155511545868097 60:0.05234062458698094 61:-0.4127780500306476 62:0.1921770753857751 63:-0.2683508923565323 64:0.3560514238209437 65:0.06449778120105426 66:0.1279037460294221 67:-0.5376004013568237 68:0.07967783547534543 69:-0.5522676928403306 70:-0.009441525463743314 71:0.3453779736147362 72:-0.3500466828459087 73:0.1854129521828581 74:0.04951685738722141 75:0.156690504008661 76:0.2206671172446391 77:0.2108645869206079 78:0.2829193239827151 79:0.4676742872669182 80:-0.3111613721053292 81:0.1941249012066737 82:-0.4632042394515262 83:0.5099495217231649 84:0.2242630598669896 85:0.2253161730900239 86:-0.6179858260579664 87:-0.09370728380436674 88:0.1387472814653634 89:0.02418470847104148 90:0.04278785702020788 91:0.3196137333143578 92:0.07668453982029516 93:-0.867100766747712 94:-0.2867591165936456 95:0.1838672839996885 96:-0.3900518594888102 97:0.592429449760258 98:-0.1902890763199198 99:-0.3467190245992851 100:0.2397103286919977 101:-0.05281483931805592 102:0.2468274325874613 103:0.1400064522484359 104:0.06264610575828458 105:0.2092812597750262 106:0.8111816003033308 107:-0.5447518682943845 108:-0.09082575615981543 109:-0.1484401916156194 110:0.03318169382189413 111:0.2007713533047896 112:0.2360085229213358 113:0.4398771210479747 114:0.4916607827415769 115:0.02727604430290637 116:-0.06246448485630315 117:0.09669863311953612 118:0.2244675344692054 119:0.2531293116592473 120:-0.2692881111040397 121:-0.7781243556191965 122:-0.1671795680659768 123:0.09169111339362802 124:0.06493296033529061 125:-0.1217514579621175 126:-0.04045651068976573 127:0.4302259492627861 128:-0.4225759186592397 129:-0.09438629165424876 130:-0.5981776760456097 131:-0.6755297440636917 132:-0.09119292299981833 133:-0.07650063482147587 134:-0.1870546578049042 135:0.06732269833567008 136:-0.02991929687170282 137:-0.3359680295327718 138:0.1444364145477343 139:-0.2896096514838921 140:-0.1337238722000094 141:-0.3913133535671851 142:0.04517664771043929 143:-0.004025925844450329 144:0.1095719818175431 145:-0.2652407658608269 146:0.006485805797843053 147:-0.2493189898696296 148:-0.2984173949220596 149:0.3194808219284486 150:0.2316019096319839 151:-0.01318787570510802 152:0.2483444131185452 153:-0.06894556797178304 154:0.635205663333409 155:-0.2006134659321699 156:0.4035292782147218 157:-0.3917014048387162 158:-0.03658848179480552 159:-0.3892303818613237 160:-0.01917533964822957 161:-0.368526138699789 162:0.5586677089156136 163:-0.1157990364477002 164:0.8161294311773766 165:-0.01016883190217033 166:0.3030072399976443 167:0.5227899123151992 168:-0.01145991001459419 169:-0.5272065066378731 170:-0.06793753753978232 171:-0.4138553289441131 172:-0.7369007719650549 173:0.6662209041062799 174:-0.4256003798786768 175:0.5795170547993165 176:-0.232825250431942 177:-0.7043077400174166 178:-0.1040665470842238 179:0.2056557398813244 180:0.04049403673823865 181:-0.1121190323283265 182:-0.378150056853945 183:0.09256944479583257 184:0.3114263582492885 185:-0.1109430400359726 186:-0.5948003483545553 187:-0.5580695087313513 188:0.1126267442325987 189:-0.1509906084341685 190:-0.04425466411509316 191:0.2176655286914409 192:0.08994390322522609 193:0.1886960686491951 194:0.7303595897914025 195:0.5647765368477958 196:0.2058063728093515 197:0.1987420992225202 198:0.4562817361595485 199:-0.1148695268265525 200:0.00452642586384841
+1 1:-0.6148422792133658 2:0.08203830464083881 3:0.03456223850919234 4:0.1204156677050643 5:-0.1233522101292343 6:-0.09892281174637416 7:-0.1792819790801513 8:0.02183333481972896 9:-0.09443603386989197 10:0.03099160487113656 11:0.09972873653502762 12:0.1352239733672929 13:-0.2621679473811812 14:0.03119331848015627 15:0.4334593297000555 16:-0.09356672839721533 17:-0.02303518484767629 18:-0.174608088979355 19:-0.5053235481190489 20:0.2194274004283618 21:-0.2107228374086966 22:-0.04638064940607363 23:-0.1236593317439708 24:-0.1596046486194716 25:0.07634272139804374 26:-0.5429984976220319 27:-0.5032075098414908 28:0.5550469053989558 29:0.4424010515739069 30:0.1563902703960485 31:-0.2129107564579006 32:-0.1608095270346926 33:0.4377319398156023 34:-0.6604336973443407 35:-0.001714699472552539 36:0.1340971304136444 37:-0.1393812781469286 38:0.8274966817185982 39:0.902630147998656 40:0.05776039678715264 41:0.9607629134307155 42:0.5055639422523855 43:-0.4967651052590367 44:0.0923510128917532 45:-0.07626569921248948 46:-0.05258817013093245 47:0.1982675498217534 48:-0.01841652781031988 49:0.1590652504957167 50:0.4340809500642024 51:0.3596472972188789 52:-0.008025770132164559 53:0.01266003800493101 54:0.7829412691392784 55:-0.09881823569452583 56:-0.1051883942229832 57:0.5373816232802906 58:-0.2894067835656642 59:-0.03114400486696051 60:-0.1807404347260973 61:-0.232617608444219 62:0.3160199530016111 63:-0.1764865462589892 64:0.02762517012346935 65:-0.1419090479116145 66:-0.5020297065043174 67:-0.5638853240630901 68:0.3088068161198614 69:0.1563119489880818 70:-0.07456264628124992 71:-0.5993039573606923 72:-0.07421892645274153 73:-0.4239247332188011 74:0.1233698432741543 75:0.3420873382998892 76:0.3265734892934885 77:-0.127366053586753 78:-0.680214823814387 79:-0.1498335897287812 80:-0.3122427338296726 81:0.2863960913843075 82:-0.169002505637418 83:-0.4332618904165493 84:0.07897576246498922 85:-0.1799511332285466 86:0.2095856806911835 87:-0.04239791845998395 88:0.5349327127099726 89:-0.2145258909543684 90:0.1463388394293437 91:0.9999999999999999 92:-0.2760212070692842 93:-0.0507991227626742 94:0.1264653197167492 95:-0.02485128416632751 96:0.4624758993223602 97:0.1290108813668921 98:0.6915948237023679 99:0.02692038764059129 100:-0.5705056157624575 101:-0.08793227034590466 102:0.04591317005508187 103:0.1401888993657547 104:0.4078685997648506 105:-0.03638890400782811 106:-0.0459121836854209 107:0.2121380827852921 108:-0.1606015886121619 109:0.04522104080908208 110:-0.04486320822566328 111:0.2170590442013431 112:0.109226124807024 113:0.3130194549297247 114:-0.1260134334341941 115:-0.1601975768033706 116:0.03881040138087807 117:0.1117033587185033 118:-0.3764597755837836 119:0.4753697833088728 120:-0.1372688669193289 121:-0.806298506612614 122:-0.2606793067186512 123:0.4185116966499167 124:-0.3808185633701738 125:0.3036655382763684 126:-0.5113498767563376 127:0.05054219346050724 128:0.08888144469843068 129:-0.2414923312050362 130:0.1516074515983428 131:-0.04936106630348819 132:0.0310639162461887 133:-0.3625040372452959 134:0.1238436202906643 135:0.1695625463143039 136:0.04822504079917804 137:0.06298933802896431 138:0.4801611525653963 139:0.03941481049680125 140:0.02411024524703373 141:0.3418411073517215 142:0.01850285331994816 143:0.07814431456266757 144:0.5767694197098765 145:0.2079517665132002 146:-0.2314926774363103 147:0.3456069356392171 148:-0.1844384268352575 149:-0.4555564170163048 150:-0.008746603230544089 151:0.08127742849411947 152:0.05403296279674124 153:0.7274521145373523 154:-0.4139656531344996 155:0.001110334898741128 156:-0.3593529045447914 157:-0.1968851016740242 158:-0.506131200792547 159:0.03612520689769639 160:-0.4158070647653384 161:-0.4192534920394125 162:-0.2855209877464162 163:-0.213563475674451 164:0.2006043467313253 165:0.2481863561278758 166:0.1364124166135242 167:-0.2052075247960805 168:-0.5685623640272479 169:-0.5117583826039889 170:0.06900508628660899 171:-0.3771401544974436 172:0.4244722427846158 173:0.2667660330019015 174:-0.06320098775351715 175:0.1705940896252797 176:-0.4106959111721794 177:-0.1759412275371712 178:0.5192739888372044 179:-0.6043532951927512 180:-0.5077719488138058 181:0.02824285997142492 182:-0.08338905927419878 183:0.3322713844960246 184:-0.02029349078853471 185:-0.4053811030893144 186:0.1986718740089147 187:0.3356863986785083 188:0.1306342635268963 189:0.006338243390869969 190:0.1039208022375546 191:-0.09104203887606813 192:0.04378478882273043 193:0.5334385520653906 194:0.5676938864369501 195:-0.1861363535538846 196:0.3115780751000086 197:-0.390729983414018 198:0.2760309076521573 199:-0.1083246746594701 200:-0.5982848904288708
+1 1:-0.2913542595520561 2:-0.5807136787895629 3:0.1739384640018003 4:0.06078472188350857 5:-0.2548007296292273 6:0.1956428746299992 7:-0.08012303719525954 8:-0.5371906505258723 9:0.2418380560790353 10:-0.8299257117974101 11:-0.6601020549104921 12:0.5524902413034661 13:-0.2850563814817191 14:0.4004029442987385 15:-0.06042998496883412 16:-0.6719795550048928 17:-0.5423117527395617 18:0.01234400022291695 19:-0.2735017105966223 20:-0.1094109799985894 21:-0.1261724890734025 22:-0.5615252002995171 23:-0.6312104834393208 24:-0.5810400048224968 25:-0.5224043924096264 26:0.1234781867908955 27:-0.3050024419403511 28:-0.03049891835442789 29:-0.3639017759016862 30:-0.04419545793652527 31:0.2300483840284078 32:-0.2096359443809048 33:-0.4557611120763869 34:-0.243742114429067 35:-0.02232649396688208 36:0.6539067775846762 37:0.1143365736747643 38:0.002870803797885554 39:-0.2617251511984796 40:0.3677424913943644 41:0.01800527859887747 42:0.2628487990749552 43:-0.6178512433467099 44:0.1484116097087491 45:-0.132289644024238 46:0.1006230062560206 47:-0.2689226185039806 48:-0.08088992076936986 49:-0.6219393037117048 50:0.204889256409636 51:0.03669855446123259 52:-0.003200455069082439 53:0.424864530987257 54:-0.6401485138192887 55:-0.06863649035620598 56:0.2120189497659797 57:0.1045534619038608 58:0.1631452823955672 59:0.6706277681287177 60:-0.1743994121639979 61:-0.1047162420188718 62:-0.02767577023230304 63:0.313104139376738 64:-0.2422436165830455 65:0.3331867669047081 66:-0.3093228137252686 67:0.1498951318899239 68:-0.2277498872313237 69:-0.680865956928093 70:-0.04578530130667388 71:-0.1094772071218662 72:-0.05168792924157359 73:-0.2079697130349865 74:-0.2232249106486159 75:0.09868936426886596 76:-0.1535477068275091 77:-0.4128193601697812 78:-0.04241387083682586 79:-0.2395441496752131 80:0.8328245839217499 81:0.5250662506540111 82:0.09319580521425946 83:0.3884359175395726 84:0.2667974500293633 85:0.255379519984343 86:0.4559631551773584 87:-0.3595524690442551 88:-0.3233586954263986 89:0.4081902292031917 90:0.3512397495983412 91:0.1530488028544961 92:0.815267322367803 93:0.1107778196897461 94:-0.06712560544667476 95:-0.04728162602134196 96:0.2385332721793917 97:0.3234511536165348 98:0.4296370236477844 99:0.2069322929970095 100:-0.06597289730464787 101:0.3511251924367857 102:0.34857346203327 103:-0.1697730742072857 104:-0.08038283946240631 105:-0.4973723157789807 106:-0.03093397421345957 107:-0.2801816409766406 108:-0.05051367440756892 109:-0.09269672381571634 110:0.2133595715696315 111:0.1220023129604915 112:0.384658699193702 113:-0.001797849986503008 114:0.3987674090254235 115:-0.314211932133882 116:0.1189381294985766 117:0.07830059510613448 118:-0.1663525607425146 119:-0.3896263485069088 120:-0.1261026499155601 121:0.2784106388496962 122:-0.307912930154371 123:0.5895270268720768 124:-0.1796090636722815 125:0.1269770071977355 126:-0.6628142714897649 127:-0.4112039823160125 128:0.2952812367156464 129:-0.2039230321131751 130:-0.2251318571573283 131:0.3346400301660082 132:-0.3909888220795167 133:0.229033867007548 134:0.187291119027779 135:0.1500456732552429 136:-0.05768429496269758 137:0.1921816759947113 138:-0.1720018283037313 139:-0.3203551066375397 140:-0.2339202463814081 141:-0.01712585675467894 142:-0.06259616756336567 143:0.0134960844520715 144:-0.02266377103960504 145:-0.1994974781993044 146:-0.1418469759523087 147:-0.3107066303989875 148:0.3612318916434616 149:-0.7299691214908077 150:-0.005576377550644954 151:0.02043161531996915 152:0.4347851708728509 153:-0.01990435891438957 154:0.03145874419763545 155:0.4561063624875318 156:0.5513146167931221 157:-0.08369782048417809 158:0.2692322923960619 159:0.3341102038015827 160:0.174906949974964 161:-0.2687188769434979 162:0.2806587265984259 163:0.2698533116919302 164:0.454333676541648 165:0.378478877048635 166:-0.08155850558334193 167:0.2781615583809559 168:-0.1268435255911216 169:-0.3534951145947642 170:0.4097837674841729 171:0.1458281424612309 172:0.03208569393739139 173:-0.1544707291499128 174:0.1563803664714838 175:0.2075325640591021 176:0.6307926372900236 177:-0.4322703268713494 178:-0.4280030126405739 179:0.01977715145809645 180:0.1423262614397026 181:-0.07239443299688886 182:-0.513542195080414 183:0.1208973983087657 184:-0.5663494539611953 185:-0.1881980156143442 186:-0.06322775110498097 187:0.3639719054406473 188:0.1762956859440153 189:-0.401365444933921 190:0.9813581461387384 191:-0.4863503673333774 192:0.4653637615201075 193:-0.07373783864931927 194:0.8164954056900161 195:-0.03857930469315876 196:0.4106563249478765 197:0.1271931556525621 198:-0.03883537108273676 199:0.235653315254484 200:-0.7854839981332147
+-1 1:0.04605496509122974 2:0.1725751548933084 3:0.1595231598441312 4:0.2085374890199009 5:0.2230933730619002 6:0.4719183068602523 7:-0.7181495170504648 8:-0.3370236853344778 9:0.2887057098676249 10:0.2827744408390206 11:-0.09893892816543107 12:0.2653661488602476 13:-0.2384739060780824 14:-0.2234890957229504 15:0.6460554639321429 16:0.2970971845904197 17:-0.107338927671314 18:0.1725949111058391 19:0.6738396456379271 20:-0.08058375038682808 21:0.2693809276944611 22:-0.0535735808203485 23:-0.3304961192610212 24:0.4134468510579924 25:0.704070910285525 26:0.4014695746349226 27:-0.3711276553178067 28:0.05106549195039967 29:-0.2550364487824995 30:-0.3227513423642572 31:-0.3410431921648541 32:0.02154179183724871 33:-0.2356750865416885 34:-0.0147763530307029 35:-0.305200793124679 36:-0.3673253502197306 37:-0.06832421445374573 38:-0.07715664241070586 39:-0.3399813903399881 40:-0.2581728257516004 41:-0.1000690600836427 42:-0.4898266435345411 43:0.1025860370794465 44:0.2829746668074806 45:0.2280726755610112 46:0.6398086148781821 47:-0.4655802629914442 48:-0.02981872870666059 49:0.2739945537381403 50:0.2894901389358408 51:-0.6943011487390031 52:-0.3478204439669273 53:0.6134651240936123 54:-0.5532407025450611 55:0.01722546244803227 56:-0.03067100823444495 57:-0.06564517586175905 58:-0.2838694211608711 59:-0.02625904827570716 60:0.02480883901820727 61:0.3377006824512121 62:-0.2196346290040839 63:0.2217362643240542 64:-0.007082560640269964 65:0.1885661240541017 66:-0.1158707868564238 67:-0.1966446367702 68:0.2908595784725038 69:0.6060404857924879 70:0.3947359031607761 71:0.2586988565589271 72:0.4195402454467431 73:-0.3293047642533246 74:-0.1720993524368915 75:0.134548338494982 76:0.1372683591740119 77:-0.628261648170182 78:0.07869276193468491 79:0.7679083469982084 80:-0.2913718448255447 81:0.1103144678850571 82:-0.07943540337197111 83:-0.07878571819105423 84:0.1678336720700304 85:-0.4053087700250077 86:0.2204913781599459 87:0.3078376400567358 88:-0.4311107482624376 89:0.1685635372306326 90:-0.2095394174778947 91:0.01457129084594562 92:0.6320195787901023 93:-0.060687364343864 94:0.1904364927264111 95:-0.1045708940141051 96:-0.2119177950990201 97:-0.0341409258698612 98:-0.1566964907887612 99:-0.005991938590455957 100:0.09779504196307874 101:-0.5507223893906642 102:-0.3752245776891485 103:0.5183340947662083 104:-0.2374087334042191 105:-0.2688459446897064 106:-0.03796028745382118 107:-0.3641572118847943 108:-0.05814323506721041 109:0.3120134636531792 110:0.2737615293800783 111:-0.1374878569435438 112:0.4256393534596989 113:0.4356848018555637 114:-0.3380160591242932 115:-0.04650073533297765 116:0.4150088920147522 117:0.2929979482973261 118:-0.6190225080151017 119:-0.09793734297277798 120:-0.3783075656783069 121:0.4874585403746949 122:-0.8519460929247777 123:0.06967320417469398 124:-0.4548563567698283 125:-0.2757138573157165 126:0.06801963795386608 127:0.1496007468189417 128:-0.4711082687747256 129:0.4871403557762273 130:0.2181049319647888 131:-0.1719749370050955 132:-0.4611421648466539 133:0.4157657929640632 134:0.1444414594616176 135:0.01381979121910665 136:0.03176408958776195 137:-0.5158881910281974 138:-0.2780005423260949 139:0.1048704345196302 140:-0.3818615455787219 141:0.2476126049942033 142:-0.4551668605762541 143:-0.4403686046032357 144:-0.1857206966979679 145:-0.04199451847453942 146:-0.2035636587246524 147:0.2630219653221837 148:0.617329516079517 149:-0.2769425680876394 150:0.2239030894211472 151:-0.2391483153252894 152:0.1513760534264109 153:0.1454290960302682 154:0.2476967247548816 155:-0.5172403062118501 156:-0.1596932239086218 157:0.2937655527484201 158:-0.5523766171409014 159:0.153557558119887 160:-0.3041516493894763 161:-0.3047599395183936 162:-0.3192773733660968 163:-0.1033755418453624 164:0.391986546809322 165:-0.2511766203525344 166:0.1838657199652509 167:-0.1647627649062572 168:-0.789779594961469 169:-0.1127263640087627 170:-0.3609803012076118 171:0.17552020862147 172:-0.2191101276003594 173:0.2495780318428704 174:0.5308550492486666 175:-0.01838776402669609 176:0.09526913118648489 177:-0.5938986245168327 178:-0.163689438030778 179:-0.08147819137141218 180:0.02478561232356345 181:0.1693642389374322 182:0.001809829163638019 183:0.2535952912829146 184:-0.1830999777310263 185:0.07622160418811944 186:-0.1405768370435789 187:0.1841817562658368 188:-0.2332724126123325 189:0.1213062605805216 190:-0.8022987152232892 191:-0.1313342146902839 192:-0.1048703540206239 193:-0.3028989954894642 194:-0.09679942208336151 195:-0.0461550036467781 196:0.02425446865876707 197:-0.4025264838759922 198:-0.1978064872739904 199:0.3051469827346568 200:-0.1897863971294868
+1 1:-0.2960816940604784 2:-0.3438445137289179 3:-0.3077321680101909 4:-0.2394892484352439 5:0.1481118356837563 6:-0.3737300347805149 7:-0.3064292276161485 8:-0.6582921386515663 9:-0.1688307945218498 10:-0.01574581859765575 11:-0.493729504884701 12:0.2181018198793171 13:-0.01122130633755375 14:0.3120595979933583 15:0.2996883679238019 16:0.3571672755980294 17:-0.3618107384940799 18:-0.6213032367650911 19:-0.7244908506000086 20:0.03558087942023038 21:0.4226566315492955 22:-0.6947676242190137 23:0.03261054672611324 24:-0.08040057736589482 25:-0.151028736609245 26:-0.04721154782875864 27:-0.5778746627736362 28:-0.2008123125001102 29:0.380700593457173 30:0.3223365074188748 31:0.436274089248832 32:0.3556987733888098 33:-0.5077032415202177 34:-0.40915067691609 35:0.00331657389005835 36:0.2046859525755667 37:0.1769076455929903 38:-0.1180488605174645 39:0.2413721487200701 40:0.1410339337199674 41:0.1632821904979681 42:0.2659822248686396 43:0.446839882813016 44:-0.1062557716847345 45:0.3563063470023857 46:0.9823434576562868 47:0.2752030296046243 48:-0.02674378191536268 49:-0.1106163853984595 50:0.2623848785125368 51:-0.006722687094708428 52:0.5454972614982284 53:0.3403109813810021 54:-0.07109785646425551 55:0.1761049480872604 56:0.1030168507857077 57:-1 58:-0.06901040794551822 59:0.3242564467073286 60:-0.19942277464528 61:-0.4410188007321977 62:-0.268408312395965 63:0.3961764353527354 64:0.0834533219916071 65:0.1262994859417948 66:0.05694036603092462 67:-0.5369916485278245 68:0.5908755718729447 69:-0.9998858306679298 70:-0.02278011962647326 71:0.07902055814616639 72:0.1446860999825838 73:0.1114922598044441 74:-0.1055836892669874 75:-0.1168966031702704 76:0.3793242944781192 77:0.43591487496375 78:-0.4219678746472982 79:-0.2336367119589227 80:0.01416882832791459 81:-0.1610305671156791 82:-0.3781932043315763 83:-0.05778722318478666 84:-0.1281390902502648 85:0.1823950853076096 86:-0.2617524081993904 87:0.6582623858667725 88:-0.03021704167717809 89:0.3370338999864203 90:0.000435644618667394 91:0.08315556534874488 92:-0.007735255404804083 93:-0.454578015774978 94:-0.1661924212813656 95:0.1004085046923185 96:-0.1958384283163552 97:-0.1757406467843106 98:-0.03060864982942144 99:0.2398868862757692 100:-0.3184439356826271 101:-0.1702101399530854 102:-0.3684475237454704 103:0.3327454359306823 104:-0.0517200408804189 105:0.1180493288892995 106:-0.2857211061090268 107:-0.5184811721374705 108:0.3763792559347047 109:-0.08020035144270665 110:0.0811842025849397 111:-0.1758977502065572 112:0.03152479755197073 113:0.1482431655458915 114:-0.4368889369010318 115:0.2847509908734238 116:0.575973299656326 117:-0.1260477451026332 118:0.1529995125436006 119:-0.2382710397329569 120:-0.3652334771688882 121:0.1254010826654857 122:0.1109971162822605 123:-0.5916536042224869 124:0.2765776243802914 125:-0.009622469633677237 126:0.7543281574433547 127:0.168074149102361 128:0.8195555519964116 129:-0.06017370890383011 130:0.08000659480124475 131:-0.08351558679842996 132:-0.5358314317835424 133:0.07799275408937227 134:0.2182229979401838 135:0.0240065488724401 136:-0.1416242383398766 137:-0.1267875122965604 138:0.01976537544122325 139:-0.3531622065772185 140:0.2448346712456966 141:-0.05514628035945578 142:0.3521219290543948 143:-0.2746798525144639 144:0.8894863366967751 145:-0.2446166823347936 146:0.1356394536378537 147:0.7078137991442661 148:-0.5991627603061872 149:0.5618221108404486 150:0.4604261842966358 151:-0.4972640058879099 152:0.100476502200695 153:-0.2672466756533451 154:0.2457662765850994 155:0.5191490389447329 156:-0.9955805337623174 157:-0.009889964370858755 158:0.113025410060966 159:0.3090677967396114 160:-0.235307224891938 161:-0.4521651416922702 162:0.2824433312654595 163:-0.001448520362115832 164:-0.03050943550222074 165:0.2244375688159485 166:0.8259789185314705 167:0.7081495190735841 168:0.07452856300710416 169:-0.03163028338692653 170:0.155369950991456 171:-0.1470312883892866 172:0.2137075013827419 173:-0.6335234610285342 174:-0.6131247190837537 175:0.06478859287672753 176:0.1733864629831266 177:0.3121858740955911 178:-0.3662830826025302 179:0.2147076831361156 180:0.5460139627970645 181:-0.06965043046937691 182:0.3700486229298262 183:0.1183866875806693 184:-0.007810754354869486 185:-0.4463709239220528 186:-0.8282945171216723 187:-0.4933891278313967 188:0.4561517409190685 189:0.1709865762459057 190:-0.2923753981433079 191:0.0230048973436716 192:-0.01498369193772259 193:-0.4710181678626757 194:-0.5213635842148748 195:0.1803573673544048 196:0.184251612368696 197:0.185331163932018 198:-0.4517079765658221 199:-0.2863385736211053 200:-0.7363012151787847
+1 1:0.1512891955006385 2:0.09030421074507036 3:-0.1918256386407696 4:0.2386362525025704 5:0.1503227112468998 6:-0.1467129701643294 7:0.3717365727137296 8:0.2193317247703807 9:0.7909158588586052 10:-0.2070614267651455 11:-0.4939852861702256 12:0.0711237026195424 13:0.6215773602512104 14:-0.2516526515980252 15:-0.005792333142551065 16:-0.06885663285558233 17:-0.1765047204678283 18:-0.2349668208452106 19:-0.3642868602297034 20:0.401465158781559 21:0.4717105082996287 22:-0.2393150512349845 23:-0.4372260867703385 24:-0.09230886260103888 25:0.219720918156381 26:-0.3803161397257109 27:0.05313864942711419 28:-0.1537153552684555 29:0.5189588416022433 30:-0.1173618277257531 31:-0.02275377037134315 32:-0.03052151422241847 33:-0.07466602322715638 34:-0.3606511976658116 35:0.399741922304983 36:-0.1950014429410119 37:-0.09226303123345532 38:0.2902884656903331 39:0.04561634563622324 40:-0.3959621879748918 41:-0.3887010791069279 42:0.2343186447575681 43:-0.6702372110067994 44:0.04068083888272211 45:0.1138808845426099 46:0.7073994818079377 47:-0.06068621718500208 48:0.1765767030827809 49:-0.3638370943255614 50:-0.1393478884134097 51:-0.1854054465360525 52:0.2200825734068571 53:-0.2426776854962867 54:0.1726989970234962 55:-0.2299437233351698 56:-0.2032841807009042 57:-0.4628931454590824 58:-0.3292880399578396 59:-0.4190656339840187 60:-0.2385142042516606 61:0.004719079799880548 62:-0.1567540996018326 63:0.1234593006709313 64:0.256815037101727 65:0.1051144806610354 66:-0.0579636401904343 67:0.4928041462302613 68:0.4503720550896161 69:0.1527864332632587 70:0.02540528709147273 71:0.01305275526773469 72:0.1106096547536474 73:-0.5794834473631254 74:0.1207937592151682 75:0.2278379804524526 76:0.4476348600123498 77:0.130910867662996 78:0.5415064403251798 79:0.3742227093460487 80:0.2391003409597962 81:-0.09329307950725296 82:-0.8015903402426727 83:-0.02445715459749816 84:0.325691143908293 85:-0.3833246836779607 86:0.1296887105803193 87:-0.03869697856551414 88:0.5697469763734535 89:-0.3411227685519711 90:-0.1340636741930391 91:-0.2254545744224898 92:-0.349305914148139 93:-0.003512124964616923 94:0.07928673504063782 95:-0.4573254023712219 96:0.246491569438275 97:0.408701418140055 98:0.2696016098009877 99:0.4359074464779248 100:-0.283756845470412 101:0.09851832023199665 102:-0.1281845484506999 103:0.2276312865526735 104:0.1657296014796673 105:0.326015625297617 106:-0.4934698284475246 107:0.2871701107078214 108:-0.05007352533199906 109:0.002718651274049438 110:0.04682503382115297 111:0.3964396600282565 112:0.5419976215599751 113:-0.1766173576515284 114:0.02381033640220644 115:0.2477804333328028 116:0.4951964947303056 117:0.1826002767001904 118:0.2016752278967598 119:-0.3670995063653223 120:0.7344472556866539 121:-0.2017990862121802 122:-0.2350514856634046 123:-0.06740480000614356 124:-0.6844094500084111 125:0.2375712927381814 126:-0.1651487177374783 127:-0.5355306779347765 128:0.2102518115170136 129:-0.06160743138525056 130:-0.1625977061893507 131:-0.1010528520309542 132:-0.001406537320891747 133:0.04744795042642402 134:0.1848069476422722 135:0.215570945365693 136:-0.3983255195927453 137:-0.2922515362152939 138:-0.04144254059545946 139:-0.1397226841595544 140:0.1943633378281704 141:0.267640770069405 142:-0.07159966738870881 143:-0.5128794707344446 144:0.2596220906938425 145:-0.2422129363130418 146:-0.06903128843509498 147:-0.2340422865632872 148:0.2176821824516363 149:-0.3586970784194364 150:0.1060820871645768 151:0.1350330664728256 152:0.3049739575346644 153:-0.158737514231287 154:-0.5503514781177156 155:-0.1695739767830044 156:0.2195949311821102 157:0.3703841619997613 158:-0.3925409243455791 159:-0.1222422182477446 160:0.3776825285469909 161:-0.1775007996220063 162:0.04770121698065138 163:0.6194538156004452 164:0.239208696976546 165:0.2302529779968625 166:-0.04068329355106762 167:-0.4287985453022851 168:-0.4153969422683756 169:-0.0363689116468208 170:0.1870401010089507 171:0.4562148241366267 172:0.4816280872847615 173:-0.3562195463874738 174:-0.0690710821004614 175:0.03964426366229697 176:-0.0147084844211115 177:-0.5344914489230814 178:-0.04718584313510445 179:-0.5319477215542047 180:0.36864958491914 181:-0.08376798467028473 182:0.1588447193142689 183:-0.204720833166908 184:-0.1562749859007052 185:0.3615925034518724 186:-0.02964712327539067 187:-0.2777499126858045 188:-0.02111645056078295 189:-0.309206207485851 190:-0.3865697140204211 191:0.2117899236186373 192:0.2714829882819345 193:0.09648945129917449 194:0.3571230884206361 195:-0.1442916449028329 196:0.3680002926527272 197:0.1786165330049039 198:-0.1507131657720112 199:-0.6996445534110149 200:0.08617781053018037
+-1 1:0.8120335438476587 2:0.3868153948200524 3:0.2894994197879978 4:-0.5277514336738744 5:0.02277194162486124 6:-0.1066744513695309 7:-0.5307279410372592 8:-0.360163708435558 9:-0.03535496077193007 10:-0.373008906655017 11:0.3099735754522273 12:0.1781533039189774 13:0.02550835602521162 14:-0.137798582179834 15:0.1901417967500386 16:0.3439714889304404 17:-0.4564403284045894 18:0.2891495306139005 19:-0.4644807987776967 20:-0.06817119947460734 21:0.3704126448818706 22:0.1854362711100934 23:0.2484500796617647 24:-0.4750073732477245 25:0.06339293146391661 26:0.1127472123247749 27:0.7682914634632204 28:0.01158460226960568 29:-0.01109180314325853 30:-0.1357314476748441 31:-0.04361609333343051 32:-0.02355960022433577 33:-0.2935518554220449 34:0.2144180832906119 35:-0.05392622813406811 36:0.1141166574665231 37:0.4801614828115865 38:-0.1615531523509553 39:0.3449066491615482 40:-0.03434484465049339 41:0.6003978348824204 42:-0.1921116473903792 43:-0.09043041179243058 44:-0.7744632651851577 45:0.3186969831684149 46:0.4203543506455155 47:-0.3673562549838603 48:0.2417838595554296 49:0.1413185481570788 50:-0.4551809777475555 51:-0.2170806076456268 52:-0.2768812470481967 53:-0.3087836814446216 54:-0.1680810733859019 55:0.71122417245517 56:0.1700904140008332 57:-0.3344744444834476 58:0.1752105670668907 59:0.858231240799359 60:0.4219698770794709 61:-0.1322897361195695 62:0.1790659256527493 63:-0.2235038648059914 64:-0.6948027201876067 65:0.1085765194592281 66:0.8750477497171729 67:-0.3724371027811869 68:-0.3021620593259576 69:-0.2043853590033702 70:-0.3344089948359473 71:0.5861906594700325 72:0.3199290904925273 73:-0.1990899216926334 74:-0.1602930228773988 75:-0.5641048454290077 76:0.1617276995947905 77:0.01191275212087184 78:0.1679469968608544 79:-0.04896334564629465 80:-0.2382057306508451 81:0.0656720225930684 82:0.2215345417945221 83:0.2224956601549832 84:-0.083229676275186 85:-0.1658309725953094 86:0.4004945067008746 87:0.7751880891586328 88:-0.03705597776591116 89:-0.7990660850463209 90:0.3465142241427572 91:-0.1040956015884452 92:-0.3632344495108411 93:0.759375110140054 94:-0.1664790706191466 95:-0.1275905511161665 96:-0.3260558857877401 97:0.2187351761087767 98:-0.05328701472494704 99:-0.4022830064206392 100:0.4206951380900491 101:-0.3445134514780762 102:-0.1779796602258439 103:0.1669217318968517 104:0.02952097892038255 105:0.4730575628216258 106:0.1493497875090861 107:-0.08021417226118005 108:0.3855664439983194 109:0.8469824819344505 110:0.2499978925248418 111:0.1251797130530586 112:0.2037079015542698 113:-0.2143810802472255 114:-0.3347610875297657 115:0.1176652564910235 116:0.1674990503282576 117:0.1917066748060647 118:-0.08013401081456883 119:-0.2478442114887977 120:0.6388411020961174 121:-0.4609050893939229 122:0.001184393608239305 123:0.4456760465882299 124:0.2321720353362796 125:0.3439137911283529 126:-0.1020128357351903 127:-0.1942412570776084 128:0.121344415449118 129:-0.3047548694408896 130:0.409718639538604 131:0.2956330098315164 132:0.3395687968988223 133:-0.4534888179368509 134:-0.331533154410559 135:0.0158936018650006 136:0.1447687157931904 137:-0.05748297001275512 138:-0.3546839797821559 139:0.1474727231197301 140:0.4915601556952885 141:0.2400937578211257 142:0.199581724862147 143:-0.1789633078060684 144:0.2006738492699306 145:0.2507123290118393 146:0.6614736130215055 147:0.0495330004008594 148:-0.206038751021568 149:-0.7011993249656747 150:-0.1515373812961869 151:-0.1746577959400513 152:0.2067826198269439 153:0.07580214491409168 154:-0.3875261084303619 155:-0.2280542482279286 156:-0.05256864660160995 157:0.8358072029650357 158:0.402228796659155 159:-0.1631206764800466 160:-0.3269271741041579 161:0.2113896008718074 162:-0.1154790603818223 163:-0.7607604325840308 164:0.4397561390882143 165:0.5031404115769005 166:-0.363553778367095 167:-0.1016614011769219 168:-0.6927587085180952 169:-0.2661031439040905 170:0.2871991954262782 171:-0.2692201398483722 172:-0.4617132081350998 173:-0.09943528675629672 174:0.02771143493257796 175:-0.009742018939896457 176:0.5318938798853795 177:-0.4133318536792795 178:-0.4777018427158886 179:0.0474660757756734 180:0.7138986755970979 181:-0.0463431341619453 182:0.177943358464731 183:-0.1045673682379295 184:0.04418833855065572 185:0.05930680655442486 186:-0.1021982608636365 187:-0.2266062889521513 188:0.2063210246502004 189:0.1131804630534081 190:-0.1129829622972876 191:-0.3715811337342569 192:0.1408309084963038 193:0.3018578171825516 194:0.4986713829548384 195:-0.3957027219458226 196:0.05066717553871447 197:-0.628672118573989 198:0.4549312066295206 199:-0.2239983109195916 200:-0.02751777777211198
+1 1:-0.01231318289677057 2:-0.1503745454559493 3:0.1843499275943693 4:-0.2851012825846511 5:-0.2578861092158967 6:-0.09455941235515622 7:-0.1771697243583181 8:-0.3685902906493541 9:0.03836024240428146 10:-0.696220492248482 11:0.02703040588318202 12:0.7983761054900784 13:-0.2594781316050607 14:0.3182050062598862 15:0.03558145743943131 16:0.1735534497376794 17:-0.2498008728687342 18:-0.05405586744720098 19:-0.0903213515330841 20:0.2141717941943544 21:-0.5552706697265916 22:0.1400928147108996 23:0.3151211252769577 24:0.04500758013953223 25:-0.4118886183719329 26:-0.2235484606304976 27:0.1616998619661756 28:0.103104070108933 29:0.2035918882980083 30:-0.1999552483769282 31:0.4511116389957055 32:0.05814743447496273 33:0.04613075938259811 34:-0.3344877570388202 35:-0.1609772332828296 36:0.7096511587233116 37:0.09753755718890039 38:-0.03583113051797307 39:0.4712543871304611 40:0.7080005544243239 41:-0.131946493032947 42:0.1563521858299834 43:-0.3099998407047221 44:-0.1434233834816353 45:0.1123422168299735 46:-0.1706498362958364 47:-0.2353384523694887 48:0.3412270585772542 49:-0.4557056666789703 50:-0.1217622880061927 51:-0.2388318414523093 52:-0.3214292799802657 53:0.4770860925779483 54:0.3188066259609389 55:-0.03430292247190231 56:0.3765688750905883 57:-0.4216989924312424 58:-0.3963377762669088 59:0.3381912492147753 60:0.1841041569397024 61:-0.1935866877836319 62:-0.2482553732725029 63:-0.09115672007285396 64:0.8433681017591305 65:-0.4801685463061452 66:0.08225967905740697 67:-0.2352003232057243 68:0.9583029269367325 69:-0.2477502346110964 70:-0.1034707505014408 71:-0.1231351665759622 72:0.03405561507550125 73:-0.7519084840461896 74:0.1239990309003756 75:-0.2459368364557833 76:0.2726053599478314 77:-0.3620961364748586 78:0.1053632236245343 79:-1 80:-0.1841447808941534 81:0.7777053988086502 82:0.125791308056156 83:-0.818260821138022 84:-0.9548164260143126 85:0.03288705305031683 86:0.2781117422229803 87:0.1880909853755647 88:0.2255746250018224 89:-0.5072411131431221 90:-0.5263470756250797 91:-0.1238016879630013 92:-0.003883836682952932 93:-0.181605071359218 94:0.3662390895725918 95:-0.2900331987575553 96:0.1889466022254311 97:-0.2066953394028411 98:-0.01139610743340719 99:0.2425933744150344 100:0.2904364985882772 101:0.5777789240250629 102:0.4497231772420514 103:-0.01834084069180111 104:-0.8663131749064052 105:0.9543648473340539 106:0.08357620757396769 107:-0.009463364863961432 108:0.124950203288358 109:0.7361091363427565 110:-0.1503997409668441 111:0.004746562803422699 112:-0.03920925020748384 113:0.03957670751989073 114:-0.01497080682331837 115:0.5225939659897936 116:0.1920643841911689 117:-0.4977741373358812 118:0.212690516222216 119:-0.4451664909507182 120:0.5773292027442801 121:0.5034595121992141 122:-0.1638578279632245 123:-0.2339752772439132 124:-0.06060929996343753 125:0.4852159824007087 126:-0.2650422686433145 127:-0.1132060438846454 128:-0.04517761382960883 129:0.2412232271596715 130:0.1568483222127016 131:0.251394134198858 132:0.0128693439680335 133:0.004478921495468444 134:0.3369851199516027 135:-0.1279397119610879 136:-0.2573612655865741 137:0.06395627504052408 138:-0.1289858745992779 139:0.06088260030093937 140:0.167740057953058 141:0.2183612559960049 142:0.9236450115578381 143:-0.1099798793268149 144:-0.2352568750895518 145:0.5593953381950958 146:0.1175386776820474 147:-0.224132111551029 148:-0.320645346289665 149:-0.08704405049061067 150:-0.004807257158740474 151:0.1687364374693938 152:-0.04776388896943043 153:-0.2161380354741774 154:0.1804976317498331 155:0.232083880446681 156:-0.1863577540771901 157:0.5725995676391644 158:-0.2407061734398109 159:0.3214513727061432 160:0.3782869266888155 161:-0.1598100052783996 162:0.1182596714559983 163:-0.06963861335067946 164:0.6913689838967902 165:-0.1830963170815074 166:-0.06933954676029608 167:0.3022806496341676 168:0.222654843002649 169:0.02348939221542232 170:-0.226605741161942 171:0.8523302843547247 172:-0.117175865805458 173:0.1336028214906695 174:0.1051665941767894 175:0.1702788893184722 176:0.5540551023331579 177:0.4268600657320329 178:-1 179:-0.2923338074345528 180:0.1348728050717834 181:-0.117590495762972 182:0.172828722175124 183:0.0361925491315567 184:0.5314227029943144 185:-0.2527166412495566 186:0.008805838516461967 187:0.2220035058043441 188:-0.2635249227000228 189:-0.700241414138429 190:0.1723620016953105 191:-0.01997107452783231 192:-0.07884938397877997 193:0.4084485125713457 194:0.1131396962447813 195:0.009619440957590153 196:0.4183479858897446 197:-0.204889191741877 198:0.009972690785829368 199:-0.5573076362142887 200:0.3682112837272199
+1 1:-0.07928278663114943 2:0.3039293418326938 3:0.1726546525047498 4:-0.02560767719848214 5:0.167520383930458 6:0.1928030103672228 7:-0.3052291744427453 8:0.01361876295521922 9:0.2737994011845555 10:0.3841628614483535 11:-0.05600607347379238 12:0.2809297986281975 13:0.3215130339034409 14:0.6399500924553082 15:-0.2568209325239768 16:0.0260861324742829 17:-0.4500344102208524 18:-0.2174938351014626 19:-0.3465244379957056 20:0.1039123808949217 21:0.6175640515182981 22:-0.06645820259752455 23:0.7735600953861981 24:0.01943709436165884 25:-0.1102130518354553 26:-0.8244742913135611 27:0.3111682038810389 28:0.2141388381468993 29:0.2905540480135817 30:0.2882896946879691 31:-0.9285780852085279 32:0.02228835671665283 33:-0.7120185577948234 34:-0.5887459110415749 35:0.2312991064786429 36:0.1634378454256556 37:-0.09806777218313084 38:-0.344130129680681 39:0.8428476559453598 40:0.3241782759768422 41:0.2477888778919305 42:0.5315359215760317 43:0.1053543346201944 44:0.06806253712048868 45:-0.2459257613868232 46:0.09273486775130185 47:-0.2541268553116499 48:-0.217479080657805 49:0.03549749547777555 50:0.09980042302653112 51:0.4212953737737295 52:-0.142538426857333 53:0.5611465493210955 54:0.5227489640097072 55:0.5798478888545975 56:0.2832496603419493 57:0.1041790781439697 58:-0.1648335943196407 59:0.3746341518647704 60:-0.1111121434335266 61:0.03074501662629572 62:-0.3763479926853655 63:0.5082793253774187 64:-0.08451923066693333 65:0.4266409477793061 66:0.1771192765198235 67:0.4753600180603954 68:-0.07857188727792061 69:0.3147806093854091 70:-0.6893747280820189 71:0.02021205020827738 72:-0.3063104270884913 73:-0.4216150461017569 74:-0.09444371509813382 75:-0.1432500643670767 76:0.8410391312297506 77:-0.1287641385499607 78:0.08723456627101905 79:-0.1688947026457861 80:-0.1428470597992783 81:0.07763393001068999 82:0.3028961855689373 83:-0.1843639638333841 84:-0.138129763975451 85:-0.2617155830083271 86:0.480146955091946 87:0.3072492370555935 88:0.3607988195414183 89:0.2202448875318038 90:-0.5082006894957161 91:0.06123691266560768 92:0.07354666014454345 93:-0.5680139983509634 94:-0.190963269020384 95:0.07007394657972056 96:-0.2983353569325046 97:0.3462360350122059 98:0.7394157497211225 99:-0.208157817709632 100:-0.007500324024097258 101:0.1717189634558766 102:0.1570776200206026 103:0.4350222485255613 104:0.02289054153046904 105:-0.162243923708225 106:0.3790169169009355 107:0.472399053694023 108:0.1376183247238897 109:0.6816880461723996 110:0.2093673073569633 111:-0.1465109356946458 112:-0.2423814539700576 113:0.1069176904571343 114:-0.07408854900728039 115:0.1376278570371464 116:-0.440131477254841 117:-0.2322488357356848 118:-0.5735234953141779 119:-0.4924071656028645 120:0.450758199923762 121:-0.1950113252136771 122:-0.6035820437946549 123:0.03536402823113182 124:-0.4010541892311063 125:0.1354780961550873 126:0.3008246259759438 127:-0.6774726681806255 128:-0.2746910503689368 129:0.08439424515811517 130:-0.1253411357866498 131:0.1987456757717433 132:0.006278791696872897 133:0.1291035890995818 134:0.2548326630365237 135:0.1052199612712208 136:0.397840570737074 137:0.04120429411183243 138:0.1530279061412587 139:-0.05405359328074297 140:-0.02859900250598159 141:0.2904292532024793 142:-0.1879917813588862 143:-0.2385238618303229 144:-0.0449130222164624 145:-0.757855163383351 146:0.08398011296127993 147:0.2428789033255551 148:-0.2003345826805369 149:0.3961856336258821 150:0.1258262781764763 151:0.3610135324700168 152:-0.07433819354943219 153:-0.09468541758350559 154:-0.3902727189205835 155:0.5283916535069175 156:0.09920706380803118 157:-0.3231247832071754 158:-0.1299127178178077 159:0.3820921769568603 160:0.4882015549136152 161:0.3297272822555183 162:0.1222966961031903 163:0.07272463421426759 164:0.3050271017391553 165:-0.06655384455466848 166:0.3072983164152069 167:0.6152639956658282 168:0.1534365584550773 169:-0.8804968089109254 170:0.1439674613669835 171:-0.1307311602077349 172:0.243959608762401 173:0.4904508536953651 174:0.2661737595306988 175:0.0609349886276162 176:-0.2435074478181971 177:-0.2685227413751473 178:-0.4399326049337381 179:-0.07654115605448447 180:0.1478175336877923 181:0.03803246627799131 182:0.08201193888114405 183:0.008563984712725681 184:0.3402826737281767 185:-0.01500801756886369 186:-0.1890452488597791 187:-0.2452626743508863 188:-0.1452375792631378 189:-0.1646647832697554 190:0.4721711684245101 191:0.2735513731022524 192:0.2890488985869106 193:0.3496736096976213 194:-0.04917937159306357 195:0.2079571545456361 196:0.07880285207933749 197:0.4405836105204701 198:0.1720059103958616 199:-0.2392930581013385 200:-0.1360965885189911
+1 1:-0.06472381324688609 2:0.1717520081776626 3:-0.3324425824635888 4:0.1222213836310282 5:-0.0372869797232756 6:-0.1899977114744208 7:0.2734107055840838 8:0.04957081731323512 9:0.3134831545981901 10:0.1523451289267425 11:-0.05512872101988928 12:0.4275162127008136 13:-0.399146575175775 14:-0.08563875099007716 15:-0.1605354552174134 16:0.7507583688096459 17:0.08372721285643087 18:-0.1868236416596443 19:-0.1433047055507465 20:0.3918516647991788 21:-0.07019032100708927 22:-0.35067101228007 23:-0.224168618838211 24:-0.04060393729844546 25:-0.004114419236716294 26:0.009580063726046778 27:0.5274579937203174 28:-0.1303011796326526 29:-0.05687566836448436 30:0.1088161215613499 31:0.01408875367694844 32:0.4174208133068645 33:0.02355895956363771 34:-0.05244580549280235 35:0.1326283158796372 36:0.05836686667788926 37:-0.008142570027177005 38:0.3500834122822269 39:-0.1872243115605572 40:0.32235632510074 41:0.4488494141224744 42:0.112866921413166 43:-0.1137134367269108 44:-0.3660049255985792 45:-0.5617120154465972 46:-0.4174553968493045 47:0.02823791504862039 48:0.07448037598583476 49:-0.5657494825868156 50:0.03751364600324823 51:0.3062025701460543 52:0.4065734569432804 53:-0.1714160139450403 54:-0.3669763360849392 55:0.5682545194564333 56:-0.4602954573007454 57:0.4807137123826768 58:0.3346105330435103 59:0.3107852021021668 60:0.2275541846413351 61:-0.2553490420735421 62:-0.4017198567681225 63:-0.050660496890483 64:0.09351454562641728 65:-0.1848437314203056 66:-0.1880124493512486 67:0.2482684874224153 68:-0.2007252729229596 69:-0.375588162904099 70:-0.2017647258290485 71:-0.6441744815092437 72:-0.277817975542509 73:-0.006757415773968465 74:0.1708186743362848 75:-0.1629069041093796 76:-0.1212488383225176 77:-0.1434935374758163 78:-0.4527761661415833 79:0.3456811340975495 80:-0.2464376393174166 81:-0.02184180065260621 82:-0.1276404996583515 83:0.4947016909048242 84:0.4077752833775573 85:0.1680077306037718 86:-0.03036349579669922 87:-0.2494236633414784 88:0.1929617961692548 89:0.1613893838741455 90:-0.2497587051415059 91:0.3238404146958169 92:0.3197346906225272 93:0.05825445517707441 94:-0.1133942948518182 95:-0.1444590897433663 96:-0.1631774881772979 97:0.08443684495619881 98:0.304330517152578 99:-0.07651309209722351 100:-0.03038918640465373 101:0.07209477555034363 102:0.6630377694885002 103:0.2694645742016765 104:-0.3383155679926178 105:-0.4213814832238493 106:0.3580843327602626 107:-0.1563316059197589 108:-0.1285920522423083 109:0.1851373152143728 110:0.4410201580180634 111:0.03985519058504497 112:-0.3370424206626336 113:-0.01211906530076688 114:0.3490093387237563 115:-0.2462652375642634 116:-0.3671851307403133 117:0.05761387544645694 118:-0.4079768623502996 119:-0.4983487837134091 120:-0.1347853035707067 121:0.1738870038146103 122:0.1368793147167006 123:-0.03624429229466349 124:-0.009269860527126854 125:-0.3522461011840571 126:-0.187911048906733 127:-0.01461921150391376 128:0.02122980085267992 129:-0.01579287002722648 130:-0.1938104670406638 131:0.2664975898625881 132:0.09366132544278616 133:-0.4525464317190073 134:0.5300079419682595 135:-0.4304746312832584 136:-0.4437341424175386 137:0.265335626197507 138:-0.5870224509020529 139:0.3796634254935303 140:0.1436890697189618 141:-0.1579669265976762 142:-0.03313681590016232 143:0.04238261608904598 144:0.03107111891142759 145:0.1763409845584192 146:-0.1269435701960548 147:-0.7442577238675299 148:-0.01764068727805746 149:0.02838819578296103 150:0.1416553386957985 151:0.3441698796352289 152:0.07771081616589107 153:-0.1039981176136111 154:0.3660424046414525 155:-0.423730329344232 156:-0.6968139362296309 157:0.4157813389980652 158:0.5550741080888851 159:0.4628517036969427 160:-0.6773575379483614 161:0.3356648859019562 162:0.04694058506172506 163:-0.3785261297402043 164:-0.08053692163482862 165:-0.01651539107908872 166:0.05007707860058518 167:-0.122191771477278 168:0.518735610530589 169:-0.05744423556909971 170:-0.4060286179150915 171:-0.2931092231807095 172:-0.01629008140608765 173:0.1160070530598002 174:-0.1860635339535252 175:-0.251457891717917 176:0.7313499883698251 177:-0.3143479404432727 178:-0.2094457794189328 179:0.08699637022828492 180:-0.07256365912455773 181:-0.1331982862199943 182:0.2228817794497661 183:0.3484402550396007 184:-0.4176969295355034 185:-0.2455716013808216 186:0.1910008600811576 187:-0.3801570797681993 188:0.0188188490366131 189:-0.2975847749945905 190:-0.5173365426059406 191:0.1141076260630571 192:-0.02959225434423371 193:0.09614390155149895 194:0.03629172966413344 195:0.9035057580935983 196:0.0006626885658692072 197:-0.4517493553253906 198:-0.1601000291906418 199:-0.07440693490109306 200:-0.3909041845786166
+-1 1:0.2202754251478685 2:-0.630087541387543 3:-0.3099074567270756 4:-0.2529307006617561 5:0.2575210696689292 6:-0.2475951300254301 7:-0.1146652106581889 8:-0.5438911327383851 9:-0.06946499958249461 10:-0.2960071667375926 11:-0.009505547802793463 12:0.1521619039549781 13:0.2068241127508096 14:-0.7548827323800329 15:-0.5119632743354228 16:0.06878059533245089 17:0.3813765815994589 18:-0.371000521741122 19:0.3078620488745038 20:-0.2992675972098169 21:0.3186694384969368 22:0.01069473838344982 23:-0.3707561217204063 24:-0.3083131259852975 25:-0.3775847360231988 26:-0.5824796264647725 27:-0.3293705265927583 28:0.5996882302001412 29:-0.5054059651712849 30:0.256474849169147 31:-0.437831209297418 32:-0.05862452866913584 33:0.2933954944038974 34:0.1809960859652545 35:0.4969303528686716 36:0.3996249583568914 37:0.7569705307294019 38:-0.6036654284910598 39:-0.098325249698093 40:0.371825324412689 41:-0.05919328380601167 42:-0.3249033011241048 43:0.4948348422401916 44:0.1719413225774742 45:-0.3464464816131201 46:0.6645767606140468 47:-0.9391409384622362 48:0.4903748686643494 49:0.3766214193548967 50:-0.4260009904401847 51:0.162482336439641 52:-0.06693625043975285 53:0.123900149709347 54:0.5256589540321637 55:-0.111698233928528 56:0.3543183808797578 57:-0.1105774360632239 58:0.158752092444133 59:0.2540722259674838 60:0.07671490688133359 61:-0.738877247037609 62:-0.1162612270890406 63:-0.8337255234116742 64:-0.1407207720553815 65:0.4838795817950932 66:-0.1547330968230281 67:0.06650751632851362 68:-0.1830569196643873 69:-0.2724019358733073 70:-0.3836983183735751 71:-0.6856223908829262 72:0.493855135994879 73:-0.02831133833390749 74:0.4038352528108087 75:0.3471984442660085 76:0.4251853902644078 77:-0.1994915467119065 78:-0.1889943615614685 79:-0.3206218662864639 80:0.0990420958644776 81:0.2787407761293304 82:-0.2916415585939156 83:0.5416823690925394 84:0.4369919313504671 85:-0.1243488296511648 86:0.1194778149171579 87:0.4621256379545765 88:0.8700056427303456 89:0.6977997172703282 90:0.1360648956703567 91:-0.1137391780598468 92:-0.5395575788908465 93:-0.04530732592663096 94:-0.2254032942437045 95:0.07942424269799994 96:0.1239198408822269 97:-0.2128228972530569 98:-0.2388437579415543 99:0.7740296145480696 100:0.1968192027106759 101:-0.4457774650405034 102:0.6288746296137045 103:0.2095995078903048 104:-0.1125455468479789 105:0.3973308619192005 106:-0.2082409530228349 107:-0.2806069007769378 108:0.4094850472137836 109:0.471594039158204 110:-0.04994007776456515 111:0.03753235096173274 112:0.02641417999891428 113:0.275865894390559 114:0.2425122822358551 115:0.117452390821215 116:0.2212520947024322 117:-0.3161919594711181 118:-0.4881335624348129 119:-0.1602464922258924 120:-0.211284963318806 121:0.09130120463244665 122:0.1221988576527299 123:-0.3975996551445714 124:0.007647964354057339 125:0.1694143866104662 126:0.1433843242142009 127:-0.01608648748067647 128:-0.1501397970883128 129:-0.4566109098035703 130:-1 131:-0.3578299866444131 132:-0.6794606227012627 133:0.1777927601414972 134:0.3442925543553524 135:0.5472230768895965 136:-0.5066801646999858 137:-0.3023948136438269 138:0.05473730408293694 139:-0.3858443054104285 140:0.4694905122468596 141:0.2324580205584898 142:-0.100656354361365 143:-0.1198840449928447 144:-0.2508431549576803 145:0.5744208633373704 146:0.1325303051010241 147:-0.2145825575668007 148:-0.12501554118478 149:0.1302648345018007 150:-0.01427797787113652 151:-0.2266975635328514 152:0.1561652915116094 153:0.5655529367187555 154:-0.2232859380407342 155:0.3315944450059785 156:-0.2737276818224679 157:-0.1240674206774383 158:0.1339658156840929 159:0.4588819988356846 160:0.57126406836264 161:-0.2533411293372869 162:0.4112398123037042 163:-0.5361800862799939 164:0.4375495959144501 165:-0.02940350129821362 166:-0.1422240668125808 167:0.3774043902473957 168:-0.05083207157092448 169:0.07478587980851031 170:0.07299934664414967 171:-0.2648262891898025 172:-0.582396714097718 173:-0.3977458390007015 174:-0.334848465790434 175:0.1355921699764866 176:-0.0172878435214246 177:0.2335870477087071 178:-0.5221231704949119 179:-0.0163967085290008 180:0.2045501199788196 181:-0.02153156609156981 182:0.09959527870747356 183:0.07501274112649312 184:0.1267315907513065 185:0.177254520909281 186:-0.1420315910276741 187:-0.4548988363678938 188:-0.5332954239955269 189:-0.06547341334941788 190:-0.2644655313221 191:0.0237449703379481 192:-0.08887038695674707 193:-0.3394095752907511 194:0.08841020666124524 195:-0.1000964189926005 196:0.2248148855629272 197:0.1046577611512435 198:0.06641508055796438 199:0.04389135634122973 200:-0.9043956201266073
+1 1:0.2699643799033986 2:0.1429176452900881 3:0.2832999502944883 4:-0.1680914949577158 5:0.009476461321270207 6:0.2098985146568183 7:0.386730266136168 8:-0.5687392723693412 9:0.06167464955976844 10:-0.4064009099716857 11:-0.384222583484234 12:0.004837424979260901 13:-0.2748820382435551 14:-0.1935613617378095 15:0.04098792856351167 16:-0.3714423765841853 17:0.07657189762665778 18:-0.2315588056809924 19:0.06348894579360624 20:0.001563710782654465 21:0.3017704227401194 22:-0.3430833215142685 23:-0.231050051479594 24:-0.1957941278920573 25:0.09659709033008423 26:-0.623138896441766 27:0.317999995967103 28:0.03246725682712426 29:-0.4351835871957338 30:0.1309367146457081 31:0.247335035959112 32:0.3183767334866717 33:0.2015277127870436 34:-0.1670856445947344 35:0.1495124505073504 36:-0.319297467321037 37:-0.09122105989068881 38:0.2056599761258834 39:0.5134824807172773 40:0.324751787733693 41:0.0344165321775162 42:0.4250018301033716 43:0.3508381258749222 44:-0.1481001780871576 45:-0.3610339350419504 46:0.09111203929255794 47:0.09263035392921398 48:-0.543207956980877 49:-0.5322922924620459 50:0.7088626012277984 51:-0.2871028123491595 52:0.8367605275140028 53:0.1776504987057723 54:0.2765552507118957 55:0.1663759836951416 56:-0.4017331286463856 57:0.02307488534293533 58:0.170662122730071 59:0.1146356286664871 60:-0.4902629085974916 61:-0.1585491202761895 62:-0.4829672331516286 63:0.2610722158881491 64:-0.246862656088691 65:0.3590576124043635 66:-0.104333758397693 67:-0.1542310174387524 68:-0.3805812406474087 69:-0.1817291616949993 70:-0.4412937483736439 71:-0.0598471247149012 72:-0.6127703069641384 73:-0.2737654233118612 74:-0.1852725409506691 75:0.006473848214142833 76:0.2254012325153845 77:-0.07754620643018562 78:0.01148979089079634 79:-0.3048545811030485 80:0.1651614425693679 81:0.04991777454672278 82:0.2331716021488032 83:0.07051245981473399 84:0.3051229556269334 85:-0.4347229586062734 86:0.03597052980977004 87:-0.06020243455294491 88:0.2206192793209714 89:0.3988740112070424 90:-0.2046228109174557 91:-0.1821269321068856 92:0.04718129199960415 93:-0.02031669981559372 94:-0.05300419482640731 95:0.08165130677064913 96:-0.1653975227658796 97:0.168482435576553 98:0.3390100116387381 99:-0.5383684145729812 100:-0.1251135814002516 101:0.3149459837634657 102:0.5359842837033261 103:0.4277425015109383 104:0.1394350929532758 105:-0.1807549842432508 106:-0.3511404392718785 107:-0.580255052349767 108:0.2117354304971337 109:-1 110:0.3764517185210641 111:-0.01787578640482686 112:-0.1072252004329174 113:-0.2371921751675708 114:0.6435046198757503 115:-0.4423262464131463 116:0.1688032877449373 117:-0.02642359687893078 118:-0.36549497661187 119:-0.364093575856654 120:-0.3798123659209636 121:0.2638765547727354 122:-0.5110067692095368 123:0.4143505610514571 124:0.2099342985639087 125:-0.2448107767697409 126:-0.2316313339177002 127:-0.5842838459189825 128:0.6754040086679405 129:-0.2896263488406816 130:-0.4338282510775722 131:0.5310633853050015 132:0.5194144870978377 133:0.3839806248404626 134:-0.201778275989257 135:0.1856436275061187 136:-0.4465805683512482 137:0.01355313328185776 138:-0.1800690848657616 139:0.1092536994809711 140:0.2722748142698076 141:-0.1748385262315545 142:-0.310258397505147 143:-0.3402807409181469 144:-0.0418043655338424 145:0.6865635525404145 146:0.3992041118639877 147:0.4873717150532023 148:-0.3068656811631656 149:-0.3774589644551589 150:0.09343975027108947 151:0.2270530071621291 152:-0.04984907628830801 153:-0.289951091909368 154:-0.1745048482255429 155:0.5544080822102495 156:0.2271061496156618 157:0.1053681604747901 158:0.2690592725064678 159:-0.5347893829014376 160:-0.09305657027491931 161:-0.2607919995971416 162:0.1208438993747163 163:0.3329207178332963 164:0.4809664083078807 165:-0.1414415759892757 166:-0.3999410039960867 167:-0.3853603315805839 168:-0.2909897819473838 169:-0.1129267379638098 170:0.1361909847681144 171:0.1426007934627749 172:0.1204454636803548 173:-0.7831208548646434 174:-0.2701360883181759 175:0.3969130349022114 176:0.2605182052017774 177:-0.3684937549265165 178:0.0002500808268063037 179:-0.2869346837565627 180:0.2248700878044775 181:-0.00333131387494659 182:-0.1170255944361335 183:-0.09233524507631694 184:0.659583545398964 185:-0.09131369420196918 186:-0.6707366170900411 187:0.1080476649869079 188:0.7233084250308878 189:0.3186209468191739 190:0.4721034111824534 191:0.2128409020744201 192:-0.5927260347411309 193:0.1166198006533729 194:-0.4861636441196556 195:0.2608398764687675 196:0.5745324156006508 197:0.377385772278038 198:-0.1695204312319686 199:0.1537309775186713 200:0.5122672861223648
+1 1:-0.4560767358576849 2:0.1028685049779152 3:0.1606844748932337 4:-0.2601676968057824 5:0.5547474865887557 6:-0.6412256902822261 7:0.3500766009286239 8:-0.1297571235056897 9:-0.169838086837724 10:-0.5504180545618674 11:-0.1415523240009454 12:0.2564093616497133 13:0.05701396361002897 14:-0.3531590300701771 15:0.4052442097477933 16:-0.6534440791363735 17:0.4800842720030146 18:-0.06453270917770365 19:-0.3002278522466003 20:-0.09166676209700933 21:0.5165674915857508 22:0.263318688684764 23:0.3146026495199306 24:0.1938535325086658 25:0.3128758723014903 26:-0.1527651588353179 27:-0.1870757978615203 28:0.3793462525766405 29:-0.09014934565892432 30:-0.2527405867073853 31:0.1861422678990288 32:0.4531697024489597 33:0.06284818430435768 34:-0.2892035764070249 35:0.5459474567588761 36:-0.22398114683341 37:-1 38:-0.2072212343627839 39:0.01062533351615292 40:-0.09120687045252862 41:0.05772444098177341 42:0.5366595210242789 43:0.03625128273238234 44:0.217160731872713 45:0.2228436072364386 46:0.3391639097954142 47:0.2309036053923179 48:0.1319660905502105 49:0.8491692985961825 50:-0.1513241356270797 51:-0.1921328771640322 52:0.2251771283063808 53:-0.05086222422474312 54:-0.7556858961568584 55:0.1693030630312349 56:-0.4942016780209581 57:-0.374317744469441 58:-0.4880980416105211 59:0.1472905659978951 60:-0.2858322858883926 61:-0.1816686805753795 62:-0.6025062555581964 63:-0.005963500315552417 64:0.1205883825515693 65:0.09185959780912993 66:0.1190225551169829 67:-0.2502688241199601 68:0.1120573442350781 69:0.5510344805823044 70:0.5559996069877106 71:0.3789838607590748 72:0.03425894839710078 73:-0.3338875631403046 74:0.07419524756714987 75:-0.1859029915861214 76:-0.2875915370883376 77:-0.3828612170734986 78:0.3155638425774326 79:0.2778402970860446 80:-0.9438617785537678 81:0.270684357539913 82:0.02100846210273345 83:0.2077439271399909 84:0.009015027105270142 85:-0.5223697413773243 86:0.05752223659557337 87:0.5234898780670157 88:0.2962952395205177 89:-0.1197191638918132 90:-0.2766535716186861 91:-0.02910417539285406 92:0.04170074407024529 93:0.2946970878422202 94:-0.02718331650577968 95:0.1117915416624058 96:0.4524067786925394 97:0.3023624419073607 98:-0.2755111123237312 99:0.3015161307162115 100:0.6530549555775652 101:0.5312012991798686 102:0.332005015381667 103:0.2022272055446008 104:-0.6869860319870751 105:0.2270933474137682 106:-0.4295958754951 107:-0.2674670711491695 108:0.3536177989192315 109:0.2752439856835772 110:-0.08226897365424141 111:0.3476800160186914 112:0.1039629074667945 113:-0.7166966301037707 114:0.02188078428336689 115:0.0820646591976134 116:0.09063829123622016 117:0.1100543324667319 118:-0.1616392652839288 119:-0.4934467538926277 120:-0.1387778972155072 121:-0.223645049405577 122:0.5120049849824155 123:-1 124:-0.4466337472471319 125:-0.100967266606981 126:-0.03431275572666537 127:0.2398182190250892 128:-0.4488750074305583 129:-0.7860383220069475 130:-0.3314374102950911 131:0.3310700252778633 132:0.4097654742908233 133:0.3566374287926364 134:0.795147202142909 135:-0.09703395547057156 136:-0.6220925768815595 137:-0.3998236745330568 138:0.2145400106895171 139:-0.354810659584783 140:0.0172988556554412 141:-0.0965206200896194 142:0.1730962640812634 143:-0.05373564091697616 144:-0.06220102267053208 145:0.1293714605906504 146:0.1728981935123085 147:-0.1998664858903985 148:-0.4848509513234048 149:-0.1231146463117011 150:0.1252105199708666 151:0.2306569807738688 152:0.5968172554771428 153:-0.5021272342309679 154:-0.2136285973446941 155:-0.07640235691126909 156:-0.07323292926113731 157:0.01411419967379159 158:0.351080264372082 159:0.5356383770283357 160:-0.0332835978804723 161:-0.4483644001495771 162:0.08611697722759407 163:-0.0918880039055443 164:0.2297378114742331 165:-0.2369800231930591 166:-0.1034113189874979 167:0.06431733950252025 168:0.1654857057576806 169:0.2104479955678491 170:0.3110089520446516 171:-0.397419762203317 172:-0.9917666680852959 173:-0.6229920941373727 174:0.2586349387105931 175:0.2118424745573762 176:0.4619240530021779 177:-0.2373496278076863 178:0.9095174080888762 179:-0.3717916589186567 180:0.263072924674332 181:0.03904467744774345 182:-0.4172355290139785 183:0.08076669464667949 184:-0.117870921110053 185:-0.1088832279938424 186:0.1177865753502825 187:0.4750681607214434 188:0.03368726988881052 189:-0.165925543257843 190:-0.4942115711872593 191:0.5978140665179645 192:0.1317720882992749 193:-0.1440766210673524 194:-0.587182834210432 195:-0.3692577427724554 196:0.4675547577115247 197:-0.1556410147255369 198:-0.06450951434324073 199:0.1819229486294512 200:-0.4190768817015689
+-1 1:0.07796388601746655 2:-0.1934563462459188 3:-0.04187551067173906 4:0.5190040656960487 5:-0.4056262786137102 6:-0.4928837533820352 7:-0.5121997757997119 8:0.09788763113300158 9:0.04870340957443902 10:-0.5991124758898967 11:-0.3682077371225965 12:0.2021262981061681 13:-0.03373264031382418 14:-0.3939074153339632 15:0.007239002463349797 16:0.4371693443138604 17:-0.4420266903280472 18:-0.2534584564519634 19:0.6086858205482828 20:0.2309794803767536 21:-0.03198540657921445 22:0.01389286146915614 23:0.3637657941139285 24:-0.1226024141633254 25:-0.02425141305705431 26:-0.2135121867001646 27:0.6308020188299807 28:0.2513210724919339 29:-0.1267090586757276 30:0.03551329337289849 31:0.08732407340597623 32:0.563187440943262 33:-0.01651318525398837 34:0.02761138315105359 35:-0.3577702807007149 36:-0.05455331491792562 37:0.1353799934085867 38:0.04555573983876407 39:-0.4887379579738343 40:-0.3911487931170731 41:0.3190987960988213 42:0.06200660366921154 43:-0.924615247339214 44:-0.44388116117859 45:-0.2502002430646585 46:-0.3405399557526814 47:0.928289568038701 48:0.2334550973774221 49:-1 50:0.7941133928823897 51:0.2695971325305959 52:-0.09247741041516758 53:0.5407476403453633 54:0.1145814646713682 55:-0.08380776510733151 56:-0.5761340776816486 57:0.1279240521747372 58:-0.2310271596415095 59:0.01152377004201455 60:-0.5134608511644163 61:0.4247641483325006 62:-0.1688163595373009 63:0.4321896092644614 64:-0.08588885156335332 65:-0.008730551045695714 66:0.1723919198280507 67:-0.53271349244431 68:-0.3130143896255813 69:0.1521588962368246 70:0.183518466750477 71:-0.7145926929507493 72:0.1729620882006209 73:-0.3323611759991815 74:0.2769192109033797 75:-0.1345976295940118 76:0.2342279694976905 77:-0.7922256977875604 78:-0.01760381778392898 79:0.0221261530662633 80:-0.001824431779688773 81:-0.3469847364331732 82:-0.4416557132000316 83:-0.01821412147468422 84:0.04363387165449796 85:0.1152917551121053 86:0.1217753869666078 87:-0.1477627212264798 88:-0.2135737555096096 89:-0.3153106036263058 90:0.06465283025031113 91:-0.5824798106693058 92:0.277955074154313 93:-0.9090115029022539 94:-0.2676883960333094 95:0.03142891633522671 96:0.4837782670865152 97:-0.7954204043431456 98:0.0227091462772787 99:0.2061513980161527 100:-0.15317599238555 101:-0.5778778258960314 102:0.007793199046009044 103:0.4534324744829726 104:-0.4137242026917958 105:0.4613948025567108 106:-0.9824549960122659 107:-0.5625772982166272 108:0.2327307640175405 109:0.1932337172401128 110:-0.3223932896515478 111:-0.195820283842925 112:-0.1437989892594397 113:-0.001529898622617016 114:0.1608418670147316 115:0.3580606073584534 116:-0.167134383789289 117:0.3795179077398351 118:-0.1474614901144496 119:-0.5354205804289813 120:0.1521261988047763 121:0.02850690610982071 122:-0.2912849529266057 123:-0.4980697033737559 124:-0.5612041994327052 125:0.2066200038765277 126:-0.2631525261899483 127:0.0193463217403803 128:-0.1040123355239297 129:-0.9700304774806655 130:-0.5020987965050023 131:0.4927699326311397 132:-0.4210609023076384 133:-0.5317715141057228 134:-0.2186181908937858 135:-0.2539244462968876 136:-0.2582646024419414 137:-0.5365318977603895 138:0.4283554047087832 139:-0.07731963535748515 140:0.2285611103618317 141:0.1919390705418038 142:-0.01725997257143588 143:0.2811573725252632 144:0.1873071818482673 145:0.6244594885446489 146:0.03746858925446513 147:-0.3382741171900751 148:0.2611106913561343 149:0.4491475930035175 150:0.4429314844161493 151:0.1538119593685893 152:0.6195876302903437 153:-0.1661650110621748 154:-0.552501837490984 155:-0.6131868229845998 156:0.3412332455362194 157:-0.430177921198028 158:0.1368264118939815 159:0.09773837157290072 160:0.2526571978287167 161:0.115941928384197 162:-0.06166648023627397 163:-0.4260418903759998 164:0.2050695234613566 165:-0.1912651081443213 166:0.4564929163315328 167:-0.5582210818214894 168:0.8687393908134713 169:-0.09249775130351619 170:-0.3427305162873606 171:-0.1472031386454076 172:-0.02774415955318554 173:0.07830154844968382 174:0.1129131313753735 175:0.7924269032238285 176:0.7718067768511832 177:0.08623294000665876 178:0.5585426924508357 179:0.2281975633511315 180:-0.03774609267594514 181:-0.284035682750945 182:0.05053595330224514 183:0.03318002468879748 184:-0.05675545689311082 185:-0.00197501471664277 186:0.2769154669961703 187:-0.09010705296347338 188:0.1238829637626683 189:0.07748189481676648 190:0.0781730028950281 191:0.6956034137051044 192:0.1212254498770427 193:0.1537954440699706 194:0.1903372485118952 195:0.353960835272246 196:0.2559401663969099 197:-0.4336371289680133 198:-0.2158610969690448 199:-0.4430220057641774 200:-0.2955102647722693
+1 1:0.03974848713206606 2:-0.004439187611925747 3:-0.03335003182997439 4:-0.114850776625414 5:0.0354118826851663 6:0.2651566207352689 7:0.3388448231995682 8:-0.2639383521185794 9:0.1464986594067243 10:-0.1059777025313388 11:-0.2873805110715318 12:0.3934681104061402 13:-0.3143956102791599 14:-0.8100846276892832 15:0.265973739494602 16:0.3508232974573487 17:-0.2512813147630891 18:0.1481974100366403 19:-0.5506504039413854 20:0.2056070840055689 21:-0.1061024834258201 22:0.4326985037308199 23:0.6274815512299163 24:0.03937089761970811 25:-0.2946081297493976 26:-0.2102313479142228 27:-0.09403286219131102 28:-0.4723592020713282 29:0.08299559583501613 30:0.08118002077555848 31:-0.2299230504613258 32:-0.1763025814553394 33:0.09337020343056254 34:-0.002820834448432813 35:-0.4734615208111969 36:0.3259176188855013 37:0.2734517374906517 38:-0.08786871878074354 39:0.8041135781403502 40:0.04329969794837482 41:-0.4412455896256885 42:0.06581466245217331 43:0.1835160069092722 44:-0.2578508875871564 45:-0.04222959584551922 46:-0.3798427281174748 47:-0.2583942452884515 48:-0.3759615125348105 49:0.3701986466609943 50:-0.4595441874206372 51:-0.1902675726153282 52:0.2484085969892368 53:0.4265469574082938 54:1 55:0.09696059696066338 56:-0.1996976028284968 57:-0.3128539784598728 58:-0.4565138087462007 59:0.2101402468172827 60:-0.7637913185425946 61:0.1963375839269704 62:-0.1517961051187357 63:-0.1158060999088101 64:0.0589329643391136 65:-0.01459651980985398 66:-0.1541229767344425 67:0.4348093498106376 68:0.2014364142039508 69:0.4631496772438273 70:0.0179430777618594 71:-0.03955027164168076 72:0.3412768439174496 73:-0.03025665393514843 74:0.5516270020506483 75:0.743981724369057 76:0.3129076095780718 77:-0.9044349556437731 78:-0.0329403375084233 79:-0.1610061878347056 80:0.01553354242035232 81:0.1539855351130193 82:-0.6315180367820945 83:-0.3009849890137321 84:-0.552147328887257 85:0.09856386723087129 86:-0.1135876658959616 87:0.1704676783083772 88:-0.2871762687983235 89:-0.2056481073627639 90:-0.1289933729042319 91:0.3688404976647943 92:-0.3770455436497035 93:-0.5115248592953308 94:0.6005145145565254 95:-0.1948863122470849 96:0.03290735611554893 97:0.08918932078600295 98:0.7701469210655533 99:0.3717620020673083 100:-0.3477562175196769 101:-0.05377454784560223 102:-0.4402821652003054 103:0.2156620324843639 104:-0.05114283953398142 105:-0.03794523316530074 106:0.0888438184734405 107:-0.1242868048929186 108:-0.06883845019786972 109:0.584073363098348 110:0.1800974807637867 111:0.0952582433036854 112:0.02828668577134921 113:0.06978740726444005 114:0.7614986604241489 115:0.7364392428916918 116:-0.03785126967873462 117:0.08817909194158582 118:0.2079357200163598 119:-0.1123003844448246 120:-0.3718454614548634 121:-0.07883416363891001 122:0.01827052923093954 123:0.5816908690237349 124:0.1406618534981478 125:-0.2130467474012971 126:-0.1019952819969466 127:-0.2628229609678646 128:0.1834807710476839 129:-0.2305060908910922 130:-0.1564125729388643 131:0.2231334276483966 132:-0.05974291056162195 133:-0.0666011856929352 134:-0.561882264280874 135:0.3979354932117815 136:0.3772538235691438 137:-0.1788634666642749 138:-0.1897286163289549 139:0.1146362659598782 140:0.128931365708413 141:0.2452305486722763 142:0.3828245124597092 143:-0.2437734086006788 144:-0.2896871347039632 145:0.006866168317571829 146:0.214930196288658 147:0.1651388424291037 148:0.1911398576514697 149:0.3294697373891311 150:0.4618623944816249 151:-0.1054320561142695 152:-0.2615289064662155 153:-0.5989104588638187 154:-0.1678676018052023 155:-0.1984453286448873 156:0.3653963196340284 157:0.3450009781877341 158:0.4227123854605572 159:-0.04476611980409237 160:0.06195396687887098 161:0.05301518672484434 162:0.2783441268310676 163:-0.2927731265813146 164:1 165:0.002822529595183226 166:0.2822658656312915 167:-0.0890833886280171 168:0.2163429543402795 169:0.05033656435490505 170:-0.137979855745928 171:0.2328427565520097 172:-0.2745531269660577 173:0.5744360766127178 174:-0.1479989850590444 175:0.1824726588399883 176:0.5474428647641716 177:-0.189774402739383 178:0.09236988645451974 179:-0.2525727220452227 180:0.5765919333192355 181:-0.1520463359023129 182:0.1580227218194598 183:0.1683928050173396 184:-0.3595802393679678 185:0.4459161855679418 186:0.2214485509729155 187:-0.3058705501721059 188:-0.3334017786663315 189:-0.4391064796880726 190:-0.2791871563176904 191:-0.06392661625035073 192:-0.08314768494548352 193:0.2059594875166132 194:0.2151408529481157 195:0.08348824463526312 196:-0.2630076718083816 197:-0.03524110419353994 198:0.6415808957386772 199:-0.01571155223599522 200:-0.474896419410978
+-1 1:0.1767003498462347 2:0.6459132649737896 3:0.2476919316185524 4:-0.386072600934024 5:0.2265582047511802 6:0.1990747663042859 7:-0.0125542269574502 8:-0.7384211154139099 9:0.02393481265939264 10:-0.2540010174964427 11:0.393066135687261 12:0.2985290777892443 13:-0.2040637337039663 14:0.1476914392686151 15:-0.1470745009550177 16:-0.5196755563150049 17:-0.2405691248314225 18:0.02160024286705221 19:-0.1806232253152937 20:-0.09417674469135218 21:0.03766745403580465 22:-0.5984075394092717 23:-0.4025806774341201 24:0.2330992019026887 25:0.09703333507158129 26:0.03753826148484493 27:-0.230694844999985 28:0.147604783947291 29:-0.01524029921957849 30:-0.2843787691428066 31:-0.239441948546788 32:0.3891193263671375 33:-0.1607403042130118 34:0.3927001975618107 35:0.081481161163653 36:-0.6340848644013626 37:-0.3895955158515573 38:0.2794941277497781 39:0.3705191897861122 40:-0.4395601717720026 41:0.1029875919778007 42:-0.6532075902303373 43:-0.005809660078573239 44:-0.228742942113553 45:-0.1744270631889143 46:-0.2900666498699387 47:-0.3515153798019531 48:-0.09366536787977545 49:0.3945149040337407 50:-0.01786456693546144 51:-0.3437791666048179 52:-0.769998459494055 53:0.1169185587332801 54:0.2891191649974129 55:0.005596855326048724 56:-0.1722312176591154 57:-0.2787979271615286 58:0.1956424828499812 59:0.1732550384319688 60:0.1898673457829327 61:0.2453662967134457 62:0.1465975226141653 63:-1 64:0.1827223976335202 65:0.1616371043339774 66:0.2351194086515634 67:0.0106812793807182 68:0.02177709905513893 69:0.02570298475072348 70:0.1495039072455331 71:-0.2819735644895055 72:0.2507067374405632 73:0.4594190828457019 74:0.1862494241115368 75:0.5559907645830452 76:-0.3454926654096478 77:0.0778074524727986 78:-0.6910299278806311 79:-0.1267089641245702 80:0.1972805016158738 81:-0.137109106027511 82:-0.5105215297919117 83:-0.5351408131990614 84:-0.01380177017458386 85:-0.04211580921982765 86:-0.3195019321802466 87:-0.1830672495143545 88:0.9149748472560761 89:-0.1113090483651198 90:0.4394986220623482 91:-0.384891904190246 92:-0.005881246814830418 93:-0.1108299228812809 94:0.4324501365249222 95:-0.1582215433690954 96:0.151882143663633 97:0.8118052962547516 98:0.7428058313757528 99:-0.1793574999587426 100:-0.1930385442871423 101:-0.2809550400676524 102:-0.4224549697585172 103:-0.3567977095995049 104:-0.282798306126578 105:0.2051728339465802 106:-0.2561808607358603 107:0.5118186108175699 108:0.06061837358855912 109:0.1408096487979955 110:0.1593987087978803 111:0.6179979692272866 112:0.1400491160672735 113:-0.1432832692091829 114:0.2515417757172748 115:0.3307450219224143 116:-0.6058463773433614 117:0.1662083088398888 118:-0.5627346649837108 119:-0.1519286757621384 120:-0.5256939768566536 121:-0.1037988182461106 122:0.4580758142407858 123:0.09252171360402006 124:0.06650404161601775 125:0.3903799309536538 126:-0.1461589900890271 127:0.2120726199268453 128:0.320367226966461 129:0.3568937758771332 130:0.1029208870145291 131:-0.2651691652220066 132:-0.02779587058024593 133:0.416485046728647 134:-0.1048493009262083 135:-0.2112287790136619 136:0.04283865105441823 137:0.3379017057287309 138:-0.08553042148200565 139:-0.3314407864655314 140:0.01774484261275452 141:0.2528755064579338 142:-0.5834984725518684 143:0.0103899198333378 144:0.06284725295221427 145:0.03028024174628736 146:-0.09115195442556742 147:0.08100994754371078 148:-0.5232071465001751 149:-0.3355026764074458 150:-0.2438399384970016 151:0.4715893248925112 152:-0.06702258468133029 153:0.5437569706291578 154:-0.5837063028744323 155:-0.08235007265952404 156:0.2022398645400266 157:-0.01326011845617704 158:0.1061572259559784 159:-0.1857407084701335 160:0.2720459389278338 161:0.3173613179610577 162:0.449659778497224 163:0.3119838257820589 164:0.2073680739971789 165:-0.319975115346295 166:0.01236591639885865 167:0.5457440875507378 168:0.2228194076104707 169:-0.6881451051281259 170:0.3880734984232621 171:0.2500937927278554 172:0.4617194938445308 173:-0.03301969747994669 174:0.2053999510014158 175:0.6675981229404531 176:-0.04709581457893408 177:-0.1830656252488029 178:0.3927316334871829 179:0.1951250568652831 180:0.3944423790578403 181:0.4717544002067035 182:-0.01998722353515994 183:0.2040600863476496 184:-0.0267794506322377 185:-0.5483175621512166 186:0.414093904614078 187:-0.2626203384387042 188:0.1022801573564173 189:0.01874094122582971 190:0.1832339080161543 191:-0.133754707854985 192:0.7226369687451631 193:0.1518363074434096 194:0.3050059314875855 195:0.6639794251743704 196:0.1742951379627397 197:-0.2061887641451619 198:-0.1050534123606786 199:-0.1240926019759186 200:-0.803716235553777
+1 1:0.4010638076381462 2:0.2523418716003591 3:-0.3024928836961263 4:0.03414523928956269 5:0.5483577232327992 6:-0.2123701886276884 7:-0.2214026568960248 8:0.09981751861327279 9:-0.07492185493005432 10:-0.4208870315643298 11:0.09191671068972203 12:-0.2526011538216963 13:-0.6989848903040766 14:0.2296179870830286 15:-0.08336810719998261 16:0.3152583043808943 17:-0.2092024036202681 18:0.2590679758863313 19:0.2576598216545525 20:-0.1896733854551049 21:-0.4548985389391359 22:-0.09200913905767107 23:0.231888757239566 24:0.3398598111447009 25:0.4295305983655268 26:-0.4567331643528783 27:0.09903820871824545 28:-0.05600325531664382 29:0.1831699254287689 30:-0.5860805791075944 31:-0.2706668748924766 32:0.008258690348777215 33:0.3820028731382488 34:-0.5264153765888949 35:-0.09270583329971085 36:-0.2997295968064722 37:-0.114550400594929 38:-0.3355777856342743 39:-0.3139967342923677 40:-0.1637915089275032 41:0.5164844934571481 42:-0.1443600233304212 43:-0.1872154960361381 44:-0.1637092219637865 45:0.08342537473713321 46:-0.1149658032351223 47:-0.2796383119785864 48:-0.6502621691682817 49:0.0422851519747593 50:-0.07307365712835248 51:0.2340114132701883 52:-0.2726546351705584 53:0.107291093628396 54:0.347982392025014 55:0.7351656236484464 56:-0.6422709935535398 57:-0.04198884089630586 58:-0.7026169644228821 59:0.320043808637174 60:-0.1339837710151139 61:-0.1692711791926897 62:0.4066131067185325 63:-0.05595279769920678 64:0.336173597415265 65:-0.04708370801784462 66:-0.1124121932250957 67:-0.530802199563381 68:-0.01332232644427184 69:-0.3389240067283532 70:-0.1220915698510885 71:-0.103404584496736 72:-0.09527209784454507 73:0.6234130311249515 74:0.3894590398134339 75:0.6316488409666992 76:0.05453644807305193 77:0.3020635876880812 78:0.27372771548956 79:-0.7743352506771988 80:-0.1577720714555952 81:0.3477932270372066 82:-0.01174211752487651 83:-0.1760985659004599 84:0.0553634806960549 85:-0.232064358644035 86:0.1963026485030112 87:-0.3090785428419192 88:-0.2249143621224101 89:-0.07855990965503454 90:-0.21161163537064 91:0.2404177878368409 92:0.6372371249206705 93:-0.3780921236493355 94:0.169359085105473 95:0.00556754752934057 96:0.1678980427917271 97:0.5325602937521634 98:-0.5654198002159557 99:0.05412392632913318 100:0.4704270130179978 101:0.09747505162615558 102:-0.740280137127673 103:0.170417124358129 104:-0.006368812683272232 105:0.1188240099000028 106:-0.2531667027575135 107:-0.6495948225178007 108:0.1383177550871766 109:0.446543945118883 110:0.0153842637874842 111:-0.2576114449042354 112:0.04343378090851432 113:-0.3841913896048411 114:-0.2502046427634076 115:0.03664379923114999 116:0.1530852660930533 117:0.04650948378637737 118:0.2827736415872332 119:-0.4775717830590231 120:0.1431272548090258 121:0.1835487913917504 122:0.168933413856992 123:0.04972737737167514 124:-0.09383713629180873 125:0.03337446048641977 126:-0.1564333014669796 127:0.4823709040103328 128:-0.0624210631262026 129:-0.05001092314177659 130:0.04828053340559327 131:-0.2710384891539841 132:0.1107927923939214 133:-0.2113178384552277 134:0.4103066086138116 135:0.1848635307801712 136:-0.5199757897293158 137:0.510385710899334 138:0.3864746256795953 139:-0.1690738719717185 140:-0.5593239538100832 141:-0.1429506587697536 142:-0.3816710643058358 143:0.1198375732244082 144:0.4372966857250783 145:0.5951893692686042 146:0.540486156918202 147:0.4094361523836403 148:0.07472714480338033 149:-0.3196047473442841 150:0.0120804450586333 151:0.704591361347277 152:0.4863989136878696 153:0.3122191774916193 154:-0.2676230486620897 155:-0.3367900211962273 156:0.396855607677876 157:-0.7418442230574078 158:0.2244552288449708 159:0.1868125207753478 160:-0.05821777387672072 161:-0.4039243037092247 162:-0.441423871843062 163:-0.1602973614316422 164:0.5824438923912995 165:0.2310350637438119 166:0.06160229404095538 167:-0.07208626862075559 168:-0.2742257124523556 169:-0.1130504820868072 170:0.05172751999279659 171:0.1653906174635813 172:0.121247047956162 173:-0.1492286727249901 174:0.07254523321862744 175:-0.1931168495253203 176:0.2277458157977519 177:-0.5877879871897258 178:-0.1179422882978279 179:-0.1708625859695945 180:0.2637474505849582 181:-0.2391532383270374 182:-0.2560556804895148 183:-0.06524757279136413 184:0.153168480489376 185:-0.1911875562410791 186:-0.6196464715963287 187:0.3972089981822337 188:0.08824980329778188 189:-0.3155613275655629 190:-0.0778002165951745 191:0.09245398861348725 192:0.1134732778497366 193:0.7770379319568629 194:0.3940028130411948 195:0.4358589137736785 196:0.07195209894349101 197:0.424448429339147 198:-0.33521995167232 199:-0.1616840758701057 200:0.1331807216622516
+-1 1:0.1372365116766914 2:-0.504483296897159 3:-0.1051192461061665 4:0.01349238829045457 5:-0.2912365649791114 6:0.07217719410686699 7:-0.00340892690441949 8:-0.4346043214556778 9:-0.4091288540466876 10:0.03763682934872385 11:0.3113857669884047 12:0.08763018042210878 13:-0.1385920274032162 14:-0.4174045422092028 15:-0.2478494568991436 16:-0.4677681308439749 17:-0.592525362545518 18:-0.4587053469512475 19:-0.05289908182934236 20:-0.3142682167155736 21:-0.004833678327865465 22:-0.525704024915017 23:0.3853041249229163 24:-0.2643649918760173 25:0.2308507789994948 26:0.09169756224076672 27:-0.002145613429148645 28:0.2543097697451356 29:-0.6626871322580765 30:-0.01177011714267431 31:-0.6129767909179237 32:-0.1152651882696645 33:-0.1522675051768437 34:-0.284231416686772 35:0.1945706596648339 36:-0.1902769536023013 37:-0.1237300362519816 38:0.7970729914145536 39:-0.08011710687751714 40:-0.004200119959761162 41:0.5477019872438259 42:-0.4550661681529802 43:0.1652694425588935 44:-0.1814854459192119 45:0.3028171085126987 46:0.3506605310810533 47:-0.05193552919650365 48:0.113563522962936 49:-0.3782368715123836 50:-0.2310418170077625 51:0.5330965075032955 52:-0.1816696196356684 53:0.2754273384714843 54:-0.08697332265191096 55:-0.4834785280301842 56:0.231627216970915 57:0.2771831460575231 58:-0.2852818752539235 59:0.1568251612739901 60:0.1235752459907467 61:0.0002513726427914968 62:-0.5708169849627027 63:0.2564118697298264 64:-0.009438443892636927 65:0.086845434412319 66:0.04525936782494455 67:0.6902478892066639 68:0.07630799905842525 69:-0.142618990059995 70:0.4396092210735821 71:-0.01505497847136775 72:0.1102389841081252 73:-0.3735260987257136 74:0.01733176955223939 75:0.4613139127879254 76:-0.2827946168510534 77:-0.00799237235734112 78:-0.5423694938644169 79:-0.8395785208744732 80:0.001678288217516186 81:0.3679955066727735 82:0.4728939609406289 83:0.4910309893531218 84:0.5449303916887671 85:-0.3013915649552241 86:-0.3218819946276126 87:-0.01422818298001574 88:0.1008546232526715 89:-0.1944183033156162 90:0.000436916651398507 91:0.1743036545416299 92:0.3149572038644662 93:-0.3172858641731869 94:0.4646234972040071 95:-0.2855280743574574 96:-0.5305970166830118 97:0.3266080346298484 98:-0.4025388544199375 99:0.01598653043693573 100:0.01328407525274999 101:-0.04201069450090909 102:-0.109054870169498 103:-0.188464063889426 104:-0.26951739148613 105:-0.3210269448500267 106:0.2930935023048848 107:-0.5225802447049402 108:-0.1489084003493393 109:0.269028560189997 110:-0.06892491479004047 111:0.605505403587753 112:0.2488505048032685 113:-0.4512127823763026 114:-0.1026791888881796 115:-0.3373659577920137 116:0.125614583620742 117:0.4544462481070013 118:-0.6338166560052678 119:-0.3593509012354406 120:-0.2547693958756915 121:-0.01089564648602216 122:-0.4812731391347735 123:0.3020249379885096 124:-0.4694238299005889 125:0.1696813976318471 126:0.387377634338081 127:-0.2408059856718585 128:0.8267483737683587 129:-0.1633032290693104 130:-0.1427598629349251 131:0.6937916984671986 132:0.4067084314811692 133:-0.4266551966269371 134:0.4193075648459074 135:0.8027457444162858 136:-0.3489632643428878 137:0.28459246268329 138:-0.5098791223875603 139:-0.09892987517411202 140:0.2829184115917308 141:-0.2139136498766606 142:-0.4330976090072712 143:0.01361450483949785 144:-0.1344042144554474 145:0.8456154187369677 146:0.3416013286463297 147:-0.3134397466319817 148:-0.3876643532333225 149:-0.1710937650505638 150:-0.2476277884720746 151:-0.3260595262609175 152:-0.2133904330716855 153:-0.5295923760894974 154:-0.1092218623314573 155:-0.1429160872044772 156:-0.02119804271983232 157:-0.377504235790054 158:-0.1255480190949488 159:0.1795491032918387 160:-0.584722986758054 161:0.01087945586031783 162:0.6162474779379825 163:0.2712964553420107 164:0.07142073068851038 165:-0.1096340291434342 166:0.1123308491081959 167:0.5756652148580161 168:-0.01584245150892095 169:-0.2575481721015492 170:0.4817453115750989 171:0.1777810363908443 172:0.03206910315812134 173:-0.02610505454620096 174:0.2812568174685245 175:0.4123660484566805 176:-0.08253890126716817 177:0.00154526534103247 178:-0.9223468617857733 179:-0.04414107886438785 180:0.2765685332483418 181:0.03033494442986118 182:-0.4046916306387635 183:-0.2700785284473511 184:-0.08898872680809819 185:0.1158226269847603 186:0.2543776545956389 187:0.1304121328140739 188:0.0947084497489785 189:0.2544058553248546 190:-0.4649771830947594 191:0.1218068594269003 192:-0.0164267059238862 193:0.133150364848994 194:-0.02222352308680169 195:0.2908509669073858 196:-0.04760160136173799 197:-0.03218954202140629 198:0.04655143875325945 199:0.2657650403282515 200:-0.4576887364936583
+1 1:0.2505667906091185 2:-0.1217534278492578 3:-0.001808690996112975 4:-0.1682520294633493 5:0.2154334046275446 6:-0.03173470158520852 7:-0.0241988082763709 8:-0.04196497635358482 9:-0.2726308577850911 10:0.4660755044901426 11:-0.5373645548932678 12:0.3443756158404214 13:-0.2793819919132231 14:-0.5343723380618406 15:-0.3084081363719053 16:0.4231611174230036 17:-0.7350862446538893 18:0.04477526707916939 19:0.3989623350710422 20:-0.02521428964510683 21:0.07175970805774404 22:-0.2047900056673666 23:-0.1668449175244738 24:-0.07711679198836323 25:0.1667362471362142 26:0.1235885661076896 27:0.3344398032073869 28:0.4811252901386444 29:-0.3785000457842039 30:-0.1550968921423383 31:-0.1772208238533107 32:0.09868061734193694 33:0.1568698231435672 34:-0.5736864478764576 35:0.06979895980238084 36:0.8886259371921452 37:0.3672572830248176 38:0.1031676984974161 39:0.4201452823494539 40:-0.2963798222985315 41:0.1101946428192104 42:-0.1115315861796361 43:0.2213388952056202 44:-0.05836021621891917 45:0.4328398652740379 46:-0.1121259513286735 47:0.1532157144791019 48:-0.03652458053555335 49:-0.1636968490930793 50:0.893086994641805 51:0.4095361822788546 52:0.06066901324849541 53:0.0930485123365184 54:0.3866414804340985 55:0.5604282607652277 56:-0.07429949231473479 57:-0.5087829314067371 58:-0.2062093444652973 59:0.6524806799132208 60:-0.3269679096792114 61:-0.1380658549625217 62:-0.5061606618865295 63:0.1932699177980981 64:-0.01688281605081939 65:-0.3047996373211435 66:-0.04463414609358658 67:-0.7236164159953624 68:0.08360382947313873 69:0.4497638781778639 70:-0.2394870602142598 71:-0.4361982999517406 72:0.2032397891284591 73:-0.3669652569360796 74:-0.08554726565821527 75:0.0953077980737229 76:-0.1383875700155568 77:0.03564878490430164 78:0.1840372312584143 79:-0.1119687738787171 80:-0.2987427790490229 81:0.5233143265759788 82:-0.005019409183375317 83:-0.5986665933476708 84:-0.2051173154741542 85:-0.3953734342398743 86:0.3321665739619557 87:0.08148522198733196 88:0.4458959351017905 89:0.02542521530425421 90:-0.04209807707526043 91:-0.006532657099142025 92:0.1937156624859634 93:0.1606113063170522 94:0.3726119967804394 95:-0.1105449653932071 96:-0.1232549334480709 97:0.05886654073061175 98:-0.029725028254771 99:0.18597049563443 100:0.104071216912162 101:-0.0797472851655838 102:-0.2763036911141837 103:-0.217325636400881 104:-0.1501391914111796 105:0.1344979160717125 106:0.1050977536126937 107:0.2030476349727156 108:-0.1565638048494588 109:0.2965799611305563 110:0.2302127454579965 111:-0.1314788928510267 112:-0.2059049428711718 113:-0.431532364331432 114:-0.09735772859105647 115:0.4184087560867731 116:0.182671575103917 117:0.1450810174595538 118:-0.4197065060434851 119:-0.6239044800951907 120:0.08709948230998463 121:0.2262461133082887 122:-0.1213567574943862 123:0.3184817297627484 124:-0.02797231523993672 125:0.4149677268351079 126:-0.1270587225205458 127:-0.197800882661483 128:0.1204625896516777 129:0.1212353085656104 130:-0.2073538323213769 131:0.3935561050276131 132:-0.1037403387520201 133:-0.8236580044691493 134:0.04809748805059257 135:-0.3761918401839345 136:0.09866260030200832 137:-0.1767307955386176 138:-0.1720721028717723 139:0.2927048236602605 140:-0.2407930877791892 141:0.4121479633410991 142:-0.5122208548051117 143:-0.3107132917921083 144:0.5177206390699898 145:0.2882100343698371 146:-0.4402463711346919 147:-0.4325577894500695 148:0.4195092757626593 149:0.5524748875109958 150:-0.1025624411263032 151:0.7113800623621449 152:0.455218408466816 153:0.01165146359143849 154:-0.02868691823417648 155:-0.2134677656716016 156:-0.2669972822613902 157:0.1994007937526854 158:-0.1769768083054329 159:-0.2594560977922499 160:0.05693767551053668 161:0.117951462522507 162:0.07795519932675875 163:0.01080124295908225 164:0.4744841923811596 165:0.2973396143253861 166:-0.3507061426377154 167:0.19079218678784 168:-0.04837032669369963 169:0.0413182174160788 170:-0.1024764351362746 171:0.01836660421979346 172:-0.365315928322462 173:0.01386084860012417 174:-0.4329087704803835 175:0.5782969538274458 176:0.1597462821247872 177:-0.6213368503721981 178:0.2547413980365735 179:0.0448072588095084 180:0.2519610891241104 181:-0.2257991301057677 182:0.1382029971200478 183:0.06111362211437413 184:0.2525267123851076 185:0.02759210121574063 186:-0.02260666562423423 187:-0.2276964820348145 188:-0.5110547575159722 189:0.06075609004197609 190:0.1628372737928869 191:-0.1512723153147494 192:0.3044158948284078 193:-0.309869814015448 194:0.1049057818747568 195:0.7962871454806323 196:0.04081769226368281 197:-0.2546099953299658 198:0.3405755437506114 199:0.2899264877874906 200:-0.2644713039555625
+-1 1:-0.4101395970760017 2:-0.7083161411952307 3:0.00715856818965052 4:0.3511441547404984 5:-0.03279614545242907 6:-0.3472143630436648 7:-0.1439499749420876 8:0.3536609782414873 9:0.2385831936764745 10:-0.3661332688825823 11:0.177519642592587 12:0.759697090883879 13:-0.2587611375534147 14:-0.542210882459965 15:0.3830877905524942 16:-0.386935915986465 17:-0.07863405005846534 18:0.1077482268701908 19:0.579911168362951 20:0.3569341967024319 21:0.05013907978377891 22:0.4543707744721496 23:-0.09771639509198032 24:0.07794304376550752 25:-0.2653672946200912 26:-0.0615145860190091 27:0.4584002537579343 28:-0.5108574358271245 29:-0.2024904942803023 30:0.05690877046320145 31:0.3131698866320746 32:0.3026529800238638 33:-0.2096098895641794 34:-0.4929891256959331 35:0.5030287757225009 36:0.3044380244466434 37:-0.2389230066366425 38:-0.165006454151454 39:-0.3890718729506784 40:0.09246493594143074 41:-0.2003320377474431 42:-0.006336648871759074 43:0.03715005443609093 44:-0.6222057287875538 45:-0.2116985062337011 46:0.001859970534960426 47:-0.01090598847886301 48:0.197121137189083 49:0.2538985965123239 50:-0.1353472012587126 51:-0.4626314935910283 52:-0.1420666592949598 53:0.02447578169250544 54:-0.002281635651834167 55:0.7140941354552786 56:0.192857472849821 57:0.1915363684684235 58:0.4436694526610941 59:-0.1022357473766941 60:0.008583135019490346 61:0.4138562454647279 62:-0.1412414440716517 63:-0.1905322819347152 64:-0.04439708116091905 65:0.4455241414681105 66:-0.1456142688649774 67:-0.113865446904786 68:-0.1007730971205396 69:-0.07268738165160804 70:-0.1072789210981928 71:0.145516827967913 72:-0.1834249303485629 73:0.06807439887639362 74:0.05858142409629603 75:-0.288543136117792 76:-0.1373885908707415 77:-0.270348138903602 78:-0.2145207426933677 79:0.2404149321956456 80:-0.2450869704669592 81:0.09957992964886403 82:-0.119991849317876 83:-0.4302072317852661 84:-0.2202399460279629 85:0.7282424124826595 86:0.3340466671723477 87:-0.5489151081924611 88:-0.2443125298339674 89:0.08588341613510339 90:-0.3110999298002123 91:-0.02994624261480391 92:0.01750043082337641 93:-0.3940792645829662 94:0.7729352371956 95:0.1784189719447065 96:0.01167354519580965 97:0.02637387898355428 98:0.007540698452593184 99:0.1690760758281007 100:-0.5113418758427143 101:-0.397295262815998 102:0.2870866436771191 103:-0.06792680337372947 104:0.0990804709942876 105:-0.4122714372261032 106:0.6411615563934611 107:-0.3446159299392352 108:-0.05548085223585605 109:-0.1271873379880314 110:-0.009382184243264105 111:-0.1372456281723325 112:-0.07435142067304731 113:0.2025485608460127 114:-0.0415605002864805 115:0.1534715858099779 116:0.3125631883624294 117:0.5669603647681027 118:0.6400572725767381 119:-0.3800335748365292 120:0.009051335500395372 121:0.1432261656751589 122:-0.3848125507976836 123:-0.7627660514925841 124:-0.340408939015026 125:0.3664576083697847 126:-0.1240222272488478 127:-0.01868866755497734 128:-0.04077619248658437 129:-0.1033858652296886 130:-0.0218924951194935 131:0.5090936738038736 132:0.1230041314353221 133:0.1208252348726643 134:0.4616585348969805 135:-0.01346744076950319 136:-0.1821900767433617 137:-0.3625060975064565 138:-0.1540906170764314 139:-0.04726694034474346 140:-0.02473521006391175 141:0.5044482875297177 142:0.5100037075508239 143:-0.2032469140499945 144:0.2046498902603604 145:-0.1651707183967497 146:0.1834898824349104 147:0.881743842138377 148:0.2481785668659353 149:0.1841919750842373 150:0.4838570343720826 151:0.2476666229476186 152:0.08282212760553527 153:0.1917711842431402 154:0.041164274273565 155:-0.2566075509863712 156:-0.4171423237138036 157:-0.2172904574908807 158:-0.2315437413000783 159:0.3177193883669356 160:-0.3545782621358927 161:0.1182363133958143 162:0.2164393188083125 163:-0.1400042110136539 164:0.3163098741892607 165:0.3754496273222961 166:0.7072857612567475 167:-0.3435327465864073 168:0.2758834532866939 169:-0.0009446351520377982 170:-0.1149185016054134 171:0.007952263075482881 172:0.2963458187901991 173:-0.001884222467716346 174:-0.5937493666629785 175:0.3512225688419325 176:-0.3939425728259748 177:-0.2501291586800801 178:0.1431227959276529 179:-0.1409465594382862 180:-0.005440735450945866 181:-0.4508995431909061 182:-0.766635896160497 183:0.09372273505447426 184:-0.09754268234257565 185:-0.1114868227980489 186:0.2696705092536892 187:0.4496550912371472 188:-0.44490865500479 189:-0.1788522738253311 190:-0.1574263465777073 191:0.010994486381735 192:0.2607226636644403 193:-0.08662120106767049 194:-0.1111096483675415 195:0.3891468255112815 196:0.5297291858153403 197:-0.4809488922022369 198:-0.3478689968195462 199:-0.1183182512074381 200:-0.5751142078057629
+1 1:-0.1015678258812501 2:0.241929185074497 3:-0.003357583809317015 4:-0.3129769300715974 5:-0.5219739842444633 6:0.1038964447873337 7:-0.8377475089873546 8:-0.4484074686683662 9:0.1066465279463423 10:-0.3366579554885728 11:-0.1095373361627893 12:-0.02924003423587981 13:0.2635768031485757 14:0.01342897646343334 15:0.3220251506337314 16:0.1500177234987494 17:-0.3051123211297744 18:0.6803952398313893 19:0.09897130435679899 20:-0.6512481937745866 21:0.06494694637741749 22:0.5917050368663416 23:-0.08178298695521863 24:-0.1582139342993985 25:0.4450326588767836 26:-0.3601234109266087 27:-0.07598564749957867 28:0.171587435159332 29:-0.1111501763218641 30:-0.1927816009945882 31:-0.2230360622350766 32:-0.1937777220162578 33:-0.004531672867151282 34:0.3827411951884354 35:0.5420735913436792 36:-0.4066204800355724 37:-0.3725471699216429 38:0.2536188103586762 39:0.3114940350888413 40:0.3609635640739648 41:-0.02908129338593257 42:0.255620644002802 43:0.1505810718887967 44:0.0887300403987504 45:-0.2475477480768327 46:0.006070884101571722 47:-0.3421232899786725 48:0.2501983940492478 49:0.3669815360432247 50:-0.2336074955496598 51:-0.03858203049313848 52:-0.5454916783550744 53:0.08532249155661889 54:-0.2727786153666079 55:0.2563975147351805 56:-0.0396973995196384 57:0.05534101326316215 58:-0.02893240387748009 59:0.09503561237361728 60:-0.1183774238076843 61:-0.4244925661427817 62:0.03896474141470441 63:0.09698413152091784 64:0.5486377586332507 65:-0.1546370211084995 66:-0.03301161010719904 67:-0.4246755081158619 68:-0.4004483993975604 69:-0.1972088824634296 70:0.04255990105793829 71:0.5170554748693104 72:-0.2901544491865078 73:0.4123175982655465 74:0.2460158749768573 75:-0.1304012465614681 76:0.8644343418107372 77:-0.4375981672985852 78:-0.0725837774962577 79:0.06814632400770637 80:-0.357751753588182 81:-1 82:-0.004073154222408004 83:0.1913360328196017 84:0.4148293088052484 85:0.03490283301828573 86:0.2251723073213558 87:-0.1763513319497456 88:-0.01545166977616359 89:-0.3671033033132492 90:-0.3007837771524663 91:0.1381525909916524 92:0.04481578118487533 93:0.4592820265011233 94:0.1459624477226281 95:-0.1543652616796045 96:-0.5150192764476733 97:-0.192463507375351 98:0.1564449300634831 99:-0.03134175148116852 100:0.08255615083462557 101:-0.3047881502218247 102:-0.6406036155346093 103:0.5186767519174625 104:0.03510779349551198 105:0.8009781345580899 106:0.08695582099334832 107:-0.04946123109566218 108:-0.1077399137366781 109:-0.4356463395094197 110:0.4419069227877687 111:0.07818699036507423 112:-0.04192067538438786 113:-0.1344109775443686 114:-0.3625901596777081 115:0.6873053851663368 116:0.0614185494979413 117:0.2424010180814991 118:-0.63824586829561 119:-0.09424085080901946 120:-0.5030384508752875 121:-0.1344675657544276 122:-0.3958369968989716 123:0.4577572038827478 124:0.1163467245571131 125:-0.2480215369771888 126:-0.00287738250127407 127:-0.4610529110100767 128:-0.1154622261443361 129:-0.3734068829859094 130:-0.1507778155142645 131:0.1399842577727464 132:0.2912035486656485 133:0.4786893879018542 134:-0.4025366328843901 135:0.697745958204937 136:0.2301186593391712 137:0.0759981429271768 138:0.7159740597641993 139:0.3502836007593042 140:-0.02085201349206963 141:0.07511459880606067 142:0.131649888169472 143:-0.4929257663760848 144:0.05891977062365555 145:0.06190362127412481 146:-0.4254951658865598 147:0.03358438814144078 148:-0.1682647512346124 149:0.1889322689460166 150:0.1180599061812018 151:-0.4332276171487766 152:-0.06388682056797521 153:-0.008668564879394304 154:-0.5065353658823379 155:0.3010861679940934 156:0.1141383495659768 157:0.3654167746737991 158:-0.1833943813993952 159:-0.2658036219280117 160:0.3130865453197049 161:0.7283600667318536 162:0.3244640140331009 163:0.07727093171912811 164:0.5037263196962645 165:-0.2003771208550753 166:-0.2575919301399194 167:0.3562986603800413 168:-0.306253899444232 169:0.1940592553118873 170:0.06540898981241386 171:-0.2768780482015263 172:-0.06619845032612691 173:-0.7290827954348639 174:0.2235529937766812 175:-0.1952253259849603 176:-0.08704370074190343 177:-0.6714061268021385 178:-0.4253993962386736 179:-0.6471537776333093 180:0.1713635720082544 181:-0.0761813426921587 182:0.1383487175760608 183:0.1808170127626514 184:0.09539597037512412 185:-0.5709229142753536 186:-0.4428273908475689 187:0.1968802789722552 188:0.1104980395807086 189:0.02451599584712985 190:0.09570835288225044 191:0.2886343545196559 192:0.09334141292332272 193:0.4052218977481936 194:0.1982058858829256 195:-0.06491283484186317 196:0.376104796423718 197:0.3798851391283133 198:0.2063807156521911 199:0.2135175782434598 200:-0.1218549375387401
+-1 1:-0.2583966357154135 2:-0.2535761329781598 3:0.369638243523878 4:-0.03533856514592525 5:-0.1625006981878519 6:0.1141896439442828 7:-0.00649964296840605 8:-0.2405660186040629 9:-0.2983123454794445 10:0.1347135980733849 11:0.1463289852551547 12:0.4697577913329382 13:-0.2208432476306141 14:0.4251784025869759 15:-0.404932808755308 16:-0.4432811301710042 17:-0.3487442642451313 18:-0.04911831856538362 19:-0.5896488865581961 20:-0.4177545566208608 21:0.3868465035087914 22:0.3575609997235152 23:0.05849478972232672 24:-0.0280048771665429 25:-0.1359899344949607 26:-0.3425658833666678 27:0.06299914334672629 28:0.02049828887465169 29:0.04886323775673321 30:0.4944973086692923 31:0.04727706631675747 32:0.06530531004732684 33:0.1301062522348819 34:-0.1711966104912623 35:0.2990314022203973 36:0.0212535308866397 37:0.2445572226720562 38:-0.574991803390794 39:0.1026257277181274 40:0.2774145910105635 41:0.6679978892167701 42:-0.5745741861136756 43:-0.2449174402226238 44:0.0289460033151649 45:-0.5393182376769112 46:0.1261243527704082 47:0.02092936550957744 48:0.1149368104061543 49:-0.03293436991221781 50:0.07334725189355054 51:0.00170009047857082 52:-0.5840718884289489 53:-0.4013197445593586 54:0.2982410952068723 55:-0.4195953161057404 56:0.4367002151788582 57:0.4212200417491745 58:-0.2251127006794184 59:0.5115683528988656 60:-0.1343548109676294 61:0.02498054285991369 62:0.4632030409735585 63:0.4119644316656021 64:-0.2832950295281168 65:0.207723249559664 66:0.3483811722974657 67:0.09996236936829551 68:0.1391799219273821 69:-0.2423154358381247 70:0.267959513286833 71:0.09631458913887742 72:-0.2427402978442745 73:0.7122494531062998 74:-0.2139811690755856 75:0.586228638992194 76:0.4660914981678337 77:0.08012248872332356 78:-0.6682240558087917 79:0.213570321115938 80:0.01626663746603627 81:-0.06166270517113565 82:-0.1002915216679881 83:0.001207520992964548 84:-0.2040874521856629 85:-0.3320981127223954 86:-0.3160470878880425 87:0.8547959365850418 88:-0.146895743668561 89:-0.51631372006953 90:0.3775718874460158 91:-0.3204511902563271 92:-0.1969215672935069 93:-0.2782010066444964 94:0.1175553799792271 95:-0.2633294104569378 96:-0.1224760938194291 97:0.1678747884477282 98:0.2257714782744239 99:-0.381411316724366 100:-0.5112362540889301 101:-0.1075527303056464 102:-0.07494596345815541 103:-0.04871970563960867 104:-0.257624430229517 105:-0.2488397900764825 106:-0.02905363920127774 107:0.1494505671289994 108:0.4710763565076715 109:-0.06124378960477701 110:0.1108205101418685 111:-0.1152222438249122 112:0.1322890419288734 113:-0.4187297994371738 114:0.05168764399284188 115:0.06950213549930231 116:0.267190551484007 117:-0.0341046515974853 118:-0.02915879789183268 119:-0.2295639444029525 120:-0.8513572584538562 121:0.6280702840713703 122:0.145054826063505 123:-0.6145329201957398 124:-0.196395394962316 125:0.3589450363729335 126:-0.1851491128363 127:0.116442383874657 128:0.1163826178178773 129:-0.08020246532225733 130:0.01926371300820243 131:-0.1071921215756114 132:0.7849446274603888 133:-0.3299647368527855 134:0.07252010137909815 135:0.1120127455463104 136:-0.2616209937338924 137:0.3586272122877857 138:-0.2252237216937453 139:0.005711812814188935 140:1 141:-0.3231317975431533 142:0.05635130601635213 143:-0.182843939529767 144:0.4009953718955646 145:0.06134393999175629 146:-0.1240205125611443 147:-0.2450650169596002 148:0.1912511649100233 149:-0.4988422864230385 150:0.2319466157678828 151:-0.1651300871003249 152:0.5958119676704288 153:0.3187507536711329 154:-0.04061529964146615 155:-0.4961005553916586 156:-0.2306962383889811 157:-0.177088781389269 158:0.3576910519852878 159:0.07308857081882947 160:-0.1378910137793905 161:-0.4543932768183586 162:0.1562872594606504 163:-0.2415861620814745 164:0.3203423334930494 165:-0.4495868092524996 166:0.04033206527381537 167:0.02296775341727327 168:0.002715887295031104 169:0.1327555741340641 170:0.06615227290906665 171:0.131481720940184 172:0.07294978022321962 173:0.1176533803319827 174:-0.1466837205548145 175:0.08388689147452572 176:0.1428479512231897 177:0.02481723276320014 178:-0.06919138700956962 179:-0.1834005750473923 180:0.4296052525189265 181:-0.2932998926612688 182:-0.2272038436064476 183:0.2148588067945351 184:-0.4568137681308069 185:-0.07477920118738082 186:-0.1215160912124843 187:0.5804542216388852 188:-0.07309745267276994 189:-0.3239344685607901 190:-0.254742174969685 191:-0.6631994170200821 192:-0.3258244932718642 193:-0.1729540069164413 194:-0.2893413990575608 195:-0.2300842794887053 196:0.7506299926085461 197:-0.2246052078497043 198:0.1128278795448333 199:-0.1023486295751428 200:-0.2780197462831291
+1 1:-0.02483591472059333 2:-0.1359035661995116 3:-0.3800855244171187 4:0.4630233044768037 5:0.04289486279529329 6:0.2098341544220349 7:-0.07294454010910187 8:-0.08980722176715045 9:0.2565250376675952 10:0.2135159730799861 11:0.177908603794342 12:-0.02482421208984328 13:-0.6469202104137605 14:-0.07080796942307406 15:0.1848202208513226 16:0.07886271037956219 17:0.1096409196908855 18:0.2034924091693641 19:0.3117976049486077 20:0.3911682497626156 21:-0.3323749588558721 22:-0.05415661393043641 23:-0.2193731474727836 24:0.4917150352695778 25:-0.4313435570289565 26:-0.5492518132953343 27:-0.3411913177451323 28:0.01420190801326457 29:-0.2217145182169774 30:0.1255327068866407 31:0.4530581493531421 32:0.1476151060647482 33:-0.3893277737025782 34:-0.05731342308006682 35:-0.02140025724475983 36:-0.2568052004605487 37:0.3543972449467318 38:-0.1406174663163883 39:-0.3608116415493737 40:-0.1553890664914653 41:-0.1524704207985966 42:0.5259283976953285 43:-0.3065673011518009 44:0.06141408001770741 45:-1 46:0.3967625320261648 47:0.12285549246572 48:-0.123899016603053 49:-0.1958481061147198 50:0.2724531863601106 51:-0.1068661312868926 52:0.5133103589054745 53:0.218947210234491 54:0.4970029115933131 55:-0.4666115569827683 56:0.3088646556775834 57:0.2354416671438691 58:-0.1690162499507949 59:0.5280474940258946 60:-0.06765559647566639 61:-0.1538846678383718 62:-0.2671709997972883 63:0.1066468709730904 64:0.1424868006542517 65:-0.230750951040545 66:-0.3078520359082559 67:0.2690475934243887 68:-0.1776522040990669 69:-0.3081689007269814 70:-0.3635289438223959 71:0.04228651606074608 72:-0.4164809586766703 73:-0.5641333702228418 74:0.2233719573789866 75:-0.04422275522428654 76:0.1192104562062114 77:-0.1667440650940036 78:-0.2059561776068493 79:-0.4471214715203949 80:-0.3201814709297508 81:-0.1624661049028644 82:0.1390210720585354 83:0.4848878046704065 84:0.1580673107668471 85:-0.1395865407508312 86:-0.2130119878249064 87:-0.05960589566944088 88:-0.08073421867700942 89:0.08264856613861252 90:0.07491331035307851 91:0.07332544074015107 92:-0.3688544064417072 93:-0.1585913337983617 94:-0.3222046986987324 95:-0.06324679810842405 96:-0.1762560954062489 97:0.07713261028750459 98:0.08759605984559879 99:0.04519624747112193 100:-0.5386402503136442 101:0.4724161999250079 102:0.3517613321996065 103:0.1139922823282445 104:0.1609467268745528 105:0.3589475124054202 106:0.1982626649206513 107:0.05852072153310972 108:0.4627763146900975 109:-0.5464624516787222 110:0.2235084601553437 111:0.1568585031200542 112:-0.1215509662594922 113:-0.196922248547216 114:-0.1142219427279939 115:-0.3474395812808678 116:0.3066004745054395 117:0.2000598511836879 118:-0.1675728649318648 119:-0.02953305916460652 120:-0.5903536142303677 121:0.3297515277628345 122:-0.4836945657089638 123:0.3502596486863176 124:-0.09025682800432996 125:0.406436073273559 126:-0.4350767142236713 127:-0.04302938624306243 128:0.297544744949081 129:-0.04937226797582325 130:-0.1596757361584264 131:0.3928420787800798 132:0.0369552164194042 133:-0.1612220481730598 134:0.1539537083176589 135:-0.5859621518554552 136:-0.2885859055326283 137:0.09707344854716188 138:-0.7050168439009211 139:-0.1743648700139886 140:0.2968191838969971 141:-0.1247432594137612 142:-0.3443788747764926 143:-0.2741777397939241 144:0.2827466808345914 145:-0.4345732650342555 146:-0.04756757638571649 147:0.2700268997249391 148:-0.1191109182958441 149:-0.4037170886610889 150:0.3250274148541377 151:0.1318224558952835 152:0.1592118123496833 153:-0.1096320836974293 154:-0.02019699389689873 155:-0.6395313157949394 156:-0.2415973709091528 157:0.3046030893082323 158:-0.1343400131937185 159:0.1415570391725628 160:0.5909692754438417 161:-0.08722215658182399 162:0.168291806404145 163:-0.05246265775315966 164:0.3493602505652837 165:-0.198064994042255 166:-0.4167175172921115 167:-0.1492605777649609 168:0.06577910358492242 169:-0.3574485836747864 170:0.2094186011525167 171:-0.2104365058129991 172:0.1392849772691849 173:0.2438208262935557 174:-0.4467830101662341 175:0.2543475401578014 176:0.2738546675344606 177:0.148875174736369 178:-0.1815112401736225 179:0.3108119875436295 180:0.5294945687101529 181:0.03660091542041957 182:-0.1834476575211666 183:0.1972406144030212 184:0.1607980106906182 185:-0.1918651799395424 186:-0.8320557967258861 187:0.5895731950837192 188:-0.1151540868934747 189:-0.1879520867421474 190:-0.1802612535375743 191:-0.1896835393142474 192:-0.1204161717561928 193:-0.1630329258088515 194:0.05764399310480548 195:-0.3978897448296065 196:0.01930636164612815 197:-0.8619727437062974 198:0.2516656736394367 199:0.3181841003043608 200:0.001036318307252204
+1 1:0.03746745924312776 2:-0.1021490563093693 3:0.2735840040169373 4:0.02052558066903219 5:0.2219699509026211 6:-0.3918726026862988 7:-0.5299974746262135 8:-0.4273643665929084 9:0.3955200186983476 10:-0.07492038337233627 11:-0.516231824709476 12:0.2633750409539852 13:0.168287939857655 14:-0.2553283640781434 15:-0.2906323775412455 16:0.2658010379932549 17:0.01690436475293265 18:-0.03634973434230956 19:-0.09730650543530819 20:-1 21:0.1528207991291935 22:-0.5567732161999824 23:0.1017583738948275 24:-0.5911080612052144 25:0.2459628548565109 26:0.2135167284876628 27:0.4263660758669431 28:-0.01386093198696759 29:-0.7588336356506011 30:-0.232692755439593 31:-0.1533391749646297 32:0.1514707429545899 33:-0.2938425675191069 34:-0.3873433712949629 35:0.3935370005832297 36:-0.1953675420449272 37:-0.3063609801566763 38:0.2436690567428509 39:0.5658879400858212 40:0.05507419235342056 41:0.2580742453651597 42:0.533340436398569 43:-0.7424146653615432 44:0.1580112920373208 45:-0.4207196250208513 46:0.07580583538115057 47:0.1253676034686322 48:0.3677782160200017 49:0.08299678145129971 50:0.1918865037787574 51:-0.2415286171830103 52:0.4137383075156795 53:0.1673255592636978 54:-0.2933492067515034 55:-0.1761977811115565 56:-0.1026600031696181 57:0.2989745563672209 58:0.1242260557854302 59:-0.2420102850785272 60:0.1467857661177281 61:-0.1299549420282295 62:-0.6301461613904127 63:-0.04049448036063575 64:-0.0740418929583169 65:0.2874253329420634 66:0.2403009129634991 67:-0.09529962145548763 68:-0.05368726261807204 69:0.1434990177756821 70:-0.3159625377215536 71:-0.3607751621066286 72:0.3860701700605082 73:0.1694611016137693 74:0.2340822352019859 75:-0.3649049914407632 76:-0.3424940721077718 77:0.1464899084162919 78:-0.2913452144339992 79:-0.1450229295193397 80:-0.04397741387391408 81:0.390417248475023 82:-0.5110631228042076 83:-0.420372487341896 84:-0.527378289039359 85:-0.6341467043795328 86:-0.06289592185568639 87:-0.2576197699546391 88:0.2356399983322329 89:-0.3490736933974817 90:0.09340524335298331 91:-0.04336840546426943 92:0.2831592741067057 93:-0.204589221138962 94:-0.2542957025705879 95:0.6619071448945602 96:-0.3089421725371456 97:0.5691684139740447 98:-0.1261606101657133 99:-0.08077668428115917 100:0.02142208896781101 101:0.02671535854101319 102:0.05443791977977264 103:0.5538990128724441 104:0.1142762224204408 105:0.05919318538608757 106:-0.4187748979513281 107:0.02321976841795265 108:0.07196623914037835 109:0.5645928307535245 110:0.01138656855592805 111:-0.001887277543344931 112:-0.2490861628397124 113:-0.0003981165962055559 114:-0.377633992794453 115:-0.005938358226916431 116:0.5760575790120794 117:0.04828721495596972 118:-0.4333911854743958 119:-0.7760276234254689 120:0.06932148047771944 121:-0.003544750373860806 122:-0.1451748544277162 123:0.214719846166571 124:-0.6871337580452765 125:-0.3429525238828336 126:-0.03948366320111706 127:-0.03995009176094647 128:-0.1959823198143325 129:-0.8456014891515647 130:-0.3820374762338148 131:-0.1163731482685118 132:-0.6692001676522883 133:0.1900183565786301 134:-0.06071234092095104 135:-0.01215668569924649 136:-0.3488890043226118 137:-0.3528293400487018 138:-0.3455671290158598 139:-0.293535714676459 140:0.1446173472457644 141:-0.05714851133505247 142:-0.04649652745320942 143:-0.3451515240214124 144:0.1291005236315194 145:-0.1078766730098184 146:-0.3421448434647571 147:-0.4183347214267277 148:-0.2326833997665434 149:-0.3627188484646768 150:0.1504436675504515 151:-0.2190088690063096 152:0.722446136034115 153:0.01198382439230827 154:-0.1995278944493656 155:-0.06593159946765138 156:-0.001265363506710776 157:0.1150621734220718 158:0.02332661602738579 159:-0.3616000432570857 160:0.3712203823170926 161:-0.1878653240308087 162:0.02511344311373659 163:-0.1207628501628463 164:0.3856806002377304 165:0.4164982082511672 166:-0.02181619577349123 167:0.09048263324370988 168:0.1540350103707625 169:0.05350347896861252 170:0.05409111705772954 171:0.05360247924932747 172:-0.75150991907 173:-0.9445478048054925 174:0.2140319913481733 175:0.4363001379780636 176:0.05915679789787515 177:-0.8779727663174622 178:0.1432997706042717 179:-0.214155324481963 180:0.3636433042233829 181:0.04189237279374777 182:-0.4127789257413937 183:-0.4146093661275541 184:-0.1832892701864279 185:0.04105312691539326 186:-0.4812115243638385 187:0.02674804105960361 188:-0.04706225880840621 189:0.7752225656724538 190:0.3424623061406518 191:0.1525008098681594 192:0.6642516648534498 193:0.4208970697087562 194:-0.583865554019251 195:0.3438953133089901 196:0.1467429359842067 197:-0.01825081180371842 198:-0.1248536187592512 199:-0.4123934429563453 200:-0.6861188349411141
+1 1:0.09963679188697544 2:0.2047636614198814 3:0.1420785504309366 4:-0.03649187691754267 5:0.2102024289683377 6:-0.04005762041934827 7:0.07753313766160774 8:0.1442576013716074 9:-0.2434259876613191 10:0.4029274192325057 11:0.3289042840014479 12:-0.191815927313893 13:-0.121749362309411 14:-0.876194135465052 15:-0.05965530712336469 16:0.4378311171219735 17:0.2216984556193007 18:0.3946310067391896 19:0.03716514028187083 20:-0.6848262275011173 21:-0.2491774028599869 22:-0.2717905345286571 23:0.05160429729734357 24:0.3959399251577375 25:0.01945448307890637 26:-0.145651008769362 27:0.09657427060377817 28:0.08602907652704224 29:0.3192436285938269 30:-0.02600327922026567 31:0.03534288213995633 32:0.146538331169556 33:0.330897414487238 34:0.02381311295496343 35:-0.4773406896077769 36:0.1978538947721613 37:0.5112132080729097 38:0.4063925259507925 39:-0.4265996030325243 40:-0.2986912502909297 41:0.08386525203942807 42:0.04407607808143697 43:-0.195689408112669 44:-0.0191540140444007 45:-0.6431158187668927 46:-0.6102871545779046 47:0.3137333193612596 48:-0.06300396508057278 49:-0.2456867076929102 50:-0.1930669705242737 51:-0.3817372825901466 52:-0.2185760471180169 53:0.464454066560856 54:0.07295247613155165 55:-0.1716291703103396 56:-0.4016767469945645 57:-0.04787084755765178 58:-0.4601196838754344 59:-0.2109898081534882 60:-0.3608897445504524 61:-0.1502459798810001 62:0.1379030313834418 63:-0.2651328142320233 64:0.002221779596487977 65:0.2010459419757682 66:-0.6793299199831491 67:0.1915793390816907 68:0.5747919691434223 69:-0.4698561610095262 70:0.460300504783331 71:-0.03726889284432377 72:0.2220151280516482 73:0.3221860520946471 74:0.3575369950408917 75:-0.04785344638517788 76:0.04047063660824091 77:0.1302412993723393 78:-0.3506033580654479 79:-0.4719493977066768 80:-0.02384692673118524 81:0.1161625581258944 82:-0.3435571702357818 83:-0.0290949194869748 84:0.08893581712065229 85:-0.07342317913072569 86:0.06915939345580412 87:-0.1287553444538003 88:-0.1805755086046914 89:0.08711007040456101 90:0.1501194180669173 91:0.4962044906367775 92:0.6041397374505543 93:0.06487963570029134 94:-0.6236383554252686 95:-0.6249405567247455 96:-0.123207731706786 97:0.02134366806496202 98:0.3096214847620862 99:0.2662705229736654 100:0.011284942832154 101:-0.1512768754906159 102:0.8568908882503372 103:0.3894984094825644 104:0.5853686316896652 105:0.1648813346010377 106:0.7493143187770055 107:-0.5539285385686684 108:0.05271151106016214 109:0.3106230401753209 110:0.1853171911134316 111:0.07078073177004493 112:-0.2980191429337815 113:-0.02510370765326109 114:-0.1509248515182235 115:-0.2360160745744518 116:0.1600882557808626 117:0.1835900365693322 118:-0.08338394686931339 119:-0.6556047933111793 120:0.3572495639441398 121:0.08775101638631377 122:-0.07193329848639629 123:0.1404794294198934 124:0.04022649301399654 125:0.653080357729842 126:0.1583644670843527 127:-0.1922977825923532 128:0.2394608996189816 129:-0.5957078375275254 130:-0.207198342192345 131:-0.1623872469058392 132:-0.3393970491961655 133:0.2630935791751035 134:0.4416096863937821 135:-0.07360549702778096 136:-0.1711091706511473 137:-0.3667730178987381 138:-0.1226471874989765 139:-0.1462943554449478 140:-0.4747626690380023 141:-0.2834754671876427 142:0.1553981216916235 143:0.07804376841210456 144:-0.2243273215295187 145:0.2343037907228804 146:0.3020553690216744 147:-0.4366922070762452 148:0.1666265159773401 149:-0.3560188797876861 150:-0.04934286017577813 151:0.450790385789113 152:0.471547075806784 153:-0.561910487882383 154:-0.6502695316415582 155:0.5614509924801225 156:0.1466907618520744 157:0.3986831756309959 158:0.1433898092735487 159:-0.07801354485743375 160:-0.2714346487968749 161:0.08212265792149137 162:-0.2757374302768082 163:-0.0460796928145062 164:-0.06118370532198858 165:-0.2102675417783454 166:-0.4830749921150241 167:-0.9133299146803758 168:0.2366704414357253 169:-0.06229238941668735 170:0.5549801732018468 171:0.3309574519056281 172:0.1955816950460717 173:-0.1290338614178511 174:0.5972045740695283 175:-0.0333495729901678 176:-0.3064682852973791 177:-0.1916493556885922 178:0.5226199685631808 179:-0.4777984452742387 180:0.07872874540190658 181:-0.1595893182981721 182:0.2794039062929093 183:0.06071217040033373 184:0.2411104546334604 185:-0.5990532338376896 186:0.5220550761629709 187:-0.1402911398063736 188:0.2222773212815777 189:-0.2063851756976664 190:-0.2162060567775242 191:0.0004225632459992079 192:0.7275816953402847 193:-0.2766460669155683 194:-0.0855488779876773 195:-0.1947722664268517 196:0.05847979855853308 197:-0.437261164645379 198:-0.08527390285610452 199:0.3215392192399048 200:-1
+-1 1:0.2506865773023296 2:0.2084720506282531 3:0.07103815104694253 4:-0.4990302923292903 5:-0.09264251770092038 6:-0.1783217945624777 7:0.08144312307571966 8:0.5152847667599116 9:-0.01135754285594516 10:-0.4828591247863724 11:0.345734848989624 12:0.1881423103774984 13:-0.06847286938608041 14:-0.4201358963711655 15:0.08543133290019664 16:-0.2968951943495197 17:-0.6447411109567914 18:-0.4991939690723761 19:-0.06559523201575787 20:-0.4845477830308149 21:-0.3661126378642907 22:-0.1439196101882346 23:-0.196866358853136 24:0.07752304966305992 25:-0.06315440419901878 26:0.2929640493040362 27:0.3360075679782896 28:-0.405907455082693 29:0.02285053699469131 30:-0.420042398064232 31:-0.476707277245542 32:-0.1009514627972701 33:-0.3168137991720045 34:-0.1079064834960814 35:0.2826201663030213 36:-0.05613015324427721 37:0.2452352078135926 38:0.07690710155940501 39:-0.0037914124958454 40:0.2211153993179296 41:-0.3362354892521615 42:-0.6297954747877379 43:0.5985444369139739 44:0.06468330682472931 45:0.3066478825913521 46:-0.1819787919342928 47:0.05339373245165584 48:0.2669067794935486 49:0.5760011197443701 50:-0.2602251419042549 51:-0.3931302882807326 52:0.04516001588863505 53:0.2598009196651265 54:0.4752326203415071 55:-0.002123224792360309 56:0.05403953180613717 57:0.8009217491232294 58:-0.1001329930458656 59:0.8032737473453413 60:0.2924435670407581 61:0.2095031358414364 62:-0.03535352785214444 63:0.122368820486849 64:0.1003756655528455 65:-0.1427283283420077 66:-0.1187626272152034 67:0.4808449784836109 68:0.2707452984338399 69:-0.06591564550972456 70:-0.332089264573636 71:-0.1616872268029645 72:0.4427551581169422 73:-0.2077813959085562 74:0.4526948025356543 75:-0.1830575535639305 76:-0.2990501378003173 77:-0.1165987583657302 78:0.5147694846578744 79:-0.2420848861324528 80:0.04371175158263038 81:0.1612134062671964 82:0.05980336342375847 83:0.4966041044481835 84:-0.4398577298637276 85:0.01209750448382396 86:-0.1553964612265329 87:0.1611943295610334 88:-0.4117928575342577 89:-0.1704755851430672 90:-0.06571189653443123 91:-0.2012911677240082 92:0.2968545533065604 93:0.02357880606927388 94:0.6530672561204365 95:-0.5172928477926979 96:0.01744391144162591 97:0.5918335622831539 98:0.2941861680140141 99:0.1960483065064003 100:-0.1595565148520585 101:-0.04907528850098018 102:-0.01825122055145123 103:-0.05602722277218727 104:0.8146843872477644 105:0.2672091274468778 106:-0.1364287782231823 107:0.2297542831633165 108:0.1553898904517268 109:-0.09140368976716462 110:0.2765512832664838 111:0.02370842882735351 112:-0.2002869127610751 113:-0.01353852777376837 114:-0.006829843006635111 115:0.1755088494886884 116:0.04706141973271658 117:0.2098974276371339 118:0.1110518175329191 119:-0.5433750335445978 120:0.3806799574221739 121:0.183693404404112 122:0.1851543589429167 123:0.1225677044416693 124:0.03537797078770218 125:-0.6288774924914464 126:0.3055516118820867 127:-0.8382133128978425 128:-0.03986803442490913 129:-0.1606711645756694 130:-0.0388906593299176 131:0.3791367475913531 132:-0.1297355360211998 133:-0.1839609876109656 134:0.3048967964447619 135:-0.6223162116975031 136:0.5176248545405925 137:-0.1292173792501234 138:-0.1961235181697721 139:-0.606393402245772 140:-0.4423507081848608 141:-0.4570383571170125 142:-0.1339231125670235 143:-0.351587354115684 144:-0.09189652041793625 145:-0.04975738595737308 146:0.2183600921238983 147:0.4707716083009612 148:-0.3117882746179482 149:-0.7003320130245893 150:0.08171636760102978 151:-0.1860706332986223 152:0.468317934828637 153:0.1036981091708735 154:0.4324558025996562 155:0.8701305707604822 156:-0.1351073575048291 157:0.2346588725849509 158:-0.5824896088747674 159:0.1191522329280708 160:-0.4441811321276561 161:-0.2229227992883433 162:-0.1999555811660429 163:-0.4806637679212032 164:-0.01804955373863659 165:-0.5011037512954193 166:0.1009200112223943 167:0.01806869497331658 168:0.01717761153047288 169:-0.067476214536904 170:-0.1178870558002483 171:0.4350117604304225 172:-0.2670530509261632 173:-0.3502905216146249 174:-0.6056596235922412 175:-0.1095295353613062 176:-0.06786613450719703 177:-0.2531362627098089 178:0.3451815179688533 179:-0.5618782037938775 180:-0.2612643441015827 181:0.2198719034949939 182:0.1382890412442825 183:0.09773905014098422 184:0.1830622376506868 185:0.01874943545548369 186:0.03823545419390262 187:-0.394732598868234 188:-0.1776764130951785 189:-0.008120572466850703 190:-0.6782407800705283 191:-0.1359388757812905 192:0.0135034027825908 193:-0.4818694950838802 194:-0.1227890915052729 195:0.4906513069834447 196:-0.4318159702538673 197:0.0440634936457527 198:0.1664459445616274 199:0.4264664776082144 200:-0.4363586324400999
+1 1:0.2355356835214363 2:0.4221033759768417 3:-0.2693331528539213 4:0.1397141225576717 5:-0.1359734648445006 6:0.6402907019805756 7:-0.7693828028625145 8:0.3565298713181693 9:-0.307245933152516 10:-0.6057648762193295 11:0.3148300241722994 12:0.133940501051436 13:-0.3060872219247746 14:0.1580065334148876 15:-0.2744964962393812 16:0.5304830297676638 17:-0.4047607858970909 18:0.09682382907177123 19:-0.1335816311727175 20:0.09557228842389429 21:-0.124697677144377 22:-0.1419646130776106 23:0.9186216460228693 24:0.3794564880735907 25:-0.239116595745328 26:-0.06369288471879783 27:-0.6748278708774795 28:-0.1188519676639754 29:-0.0835778161751379 30:-0.2422177513008525 31:-0.4412774797082058 32:0.03525107876522349 33:-0.4193606331827247 34:-0.315090490704932 35:0.6010633789613361 36:0.1883076869875965 37:0.1495093215283072 38:-0.05541111161223068 39:0.6467784034324592 40:0.5504863264021391 41:0.5160601161127296 42:0.2504342550966964 43:-0.03040837020792832 44:-0.1155649774949639 45:0.2778261356705981 46:0.331367274513372 47:-0.2052704352762853 48:0.1104472054316599 49:-0.6955696277170764 50:0.1374530522207287 51:0.2231546496111123 52:0.3494569572784795 53:-0.6117148459588829 54:-0.006173595108106208 55:-0.1411792972941436 56:-0.2338631776929994 57:0.429536914957614 58:-0.001024239834578735 59:-0.007548635144788235 60:-0.2172251558650306 61:0.4193430156509921 62:-0.1226915700207094 63:-0.05507807923657231 64:0.05238646249539522 65:0.2717100589108067 66:-0.2436333107564984 67:0.4392418179709223 68:0.5264821075626739 69:0.3474853214190342 70:-0.06633806579184448 71:0.2405705419836485 72:-0.01470620186190448 73:0.2493518425075098 74:0.1405753812633418 75:0.5125472089052407 76:-0.02140589419114211 77:-0.1344563175498212 78:-0.09429568407616232 79:-0.07246619362160313 80:-0.3933401378894461 81:0.05290539678390863 82:0.1463546307854779 83:-0.1200837085737405 84:-0.07907030255885159 85:-0.7941445992793082 86:0.4569062000220357 87:0.3081198494823109 88:0.8383369219484945 89:-0.5253181783592882 90:-0.1117893906383309 91:0.1283072797708626 92:-0.386190008559984 93:-0.2307009192365884 94:0.5888689996266511 95:-0.3167515114757855 96:0.06579820980760417 97:0.136670909416469 98:0.1678061396629956 99:-0.2629835417664177 100:0.250034943266207 101:0.3409070857037043 102:-0.1448204365249025 103:0.4553866283594756 104:0.313607247884109 105:-0.4586895233275932 106:-0.04214954840860985 107:0.3235799401271127 108:-0.05251486751152484 109:0.2434738861185487 110:0.3654266446664504 111:0.06590020735166485 112:-0.5010572109828638 113:0.2206171833046256 114:-0.3187968959512773 115:-0.7499675559721384 116:0.8415139168743573 117:-0.02711059624971252 118:-0.2461641881905613 119:0.2171417486743659 120:0.2161429104038008 121:0.2847030526800786 122:-0.1793154209206084 123:-0.4345383109113919 124:-0.1313457504962589 125:-0.008718897694503187 126:-0.211305100644918 127:0.1177021137977741 128:0.2702378394073602 129:-0.4353439472549849 130:0.2098653954866395 131:0.3686115611345039 132:0.4054179996364183 133:-0.02035542487782235 134:-0.1330152027152128 135:-0.1635018066706731 136:0.07324080858155482 137:0.2365688390509347 138:-0.2138612906988972 139:-0.3391280182961906 140:0.01533930100361678 141:-0.2080383984068303 142:0.5225785898736214 143:0.1679046433630859 144:0.1611389099198842 145:-0.0267162332767581 146:0.1554788076323906 147:0.4915456018414306 148:0.3776998875373916 149:-0.04129159286682764 150:-0.1466829002653085 151:0.04791444204053533 152:0.5796933177160356 153:0.2954986645925658 154:-0.2059080850092858 155:0.0642852243025486 156:-0.5076733929802892 157:-0.5623226674653523 158:-0.00822234321708136 159:0.6879764254485955 160:0.09569611205617329 161:-0.5411097392889508 162:0.8133205839245764 163:0.1209750590519544 164:0.4066562139158738 165:-0.3787678449691835 166:0.2825343304662067 167:-0.1469192627608578 168:0.695584813950195 169:-0.229646141031157 170:-0.4972179305365783 171:0.04913221352253121 172:0.6723949387230601 173:-0.0477530113414457 174:-0.2524786042100574 175:0.1524823268988897 176:0.4305336368162239 177:-0.481930989658459 178:-0.09131769272692107 179:-0.2303137811053971 180:0.1507091751546011 181:-0.07765100317820206 182:-0.2773940182780674 183:0.07279529935361041 184:0.07858360714705907 185:0.1392439176894858 186:0.04142841792521153 187:-0.4164846059117603 188:-0.3294919587730499 189:-0.0872820563676993 190:0.02438718338681331 191:-0.03433565301534799 192:0.3547532807904638 193:0.5325512712116948 194:-0.05837037507034148 195:0.2472695144266238 196:0.1833885076267667 197:-0.4698895991122959 198:-0.0125898955685158 199:-0.2871068353593701 200:-0.2160294793853637
+-1 1:-0.2475327069572614 2:-0.2850758489522989 3:-0.06212681132784341 4:-0.4665621715431976 5:0.09144485251262238 6:-0.3246488622371496 7:0.1297973042501094 8:-0.1677061209596761 9:0.154265786982388 10:-0.1926899619734044 11:-0.3523780725610601 12:0.2056935871541989 13:0.1455763251979655 14:-0.254228906729547 15:0.08906450716895634 16:-0.1317646044434001 17:0.3340701273091151 18:0.04156013614743675 19:-0.2159006808416591 20:0.5810123893627448 21:0.3605722743078411 22:-0.04804617560246054 23:0.2135683180599837 24:0.8120616532112629 25:-0.528104658581934 26:-0.08320977100690538 27:0.0636537120825325 28:0.3445972124618413 29:0.02841270854313249 30:0.6118220445607142 31:0.223199274328182 32:-0.3252453959692793 33:-0.2774733049511746 34:-5.438679013333725e-05 35:0.2059313170390741 36:-0.2766636652443972 37:-0.1807538006021961 38:0.1021842698140799 39:0.06550700350930558 40:0.2948714326953072 41:-0.3539025697403271 42:0.02786925339400962 43:0.3990219708335228 44:0.56261277123505 45:0.5297771651660159 46:0.04673871611363789 47:0.09541755052245915 48:-0.1056444604887045 49:0.4074247702665401 50:0.5819795185466756 51:0.02061538397255178 52:0.01274105840162859 53:0.07396770701767837 54:-0.01706700988481859 55:0.1650233564219535 56:0.3826061471108145 57:-0.2975309667445034 58:0.07123319688673561 59:0.3090730182775897 60:-0.061547075989307 61:0.08968068517098797 62:-0.4915597557543653 63:-0.03232832462134272 64:0.04971852575438745 65:0.01571904126956469 66:-0.5247914818196719 67:-0.3324640177154384 68:-0.422579071133265 69:0.3798331749446149 70:-0.5959628343770973 71:0.4936547797544526 72:0.05824884701443112 73:0.3505915399621063 74:0.09127399179257442 75:0.2431453711790404 76:-0.1954670554459406 77:-0.08167210908274757 78:-0.171425476461271 79:-0.2630593482491766 80:0.1191265542305343 81:0.3489669683549856 82:0.3338973950735021 83:0.1850281630904482 84:-0.2974586738806073 85:-0.9185001138896628 86:-0.1792074078277792 87:-0.09294105529286731 88:0.497286674907554 89:0.1932274949849018 90:0.5469892584084921 91:-0.1609708619595464 92:-0.03630751287416711 93:0.155352946910906 94:-0.2484950878896934 95:-0.07992868609099235 96:-0.1664224286744101 97:0.3133361620595686 98:-0.08946466468324146 99:0.1072970508182395 100:0.4483427928230124 101:0.02636574048586612 102:-0.3650025958345113 103:-0.1344622395750232 104:0.2193736054469488 105:-0.04665654424193247 106:-0.1498438091224146 107:0.4921184957186155 108:-0.1078286578699184 109:0.1294000372248009 110:-0.2454488602747704 111:0.04164796434176102 112:0.07236161699922208 113:-0.6988198041936203 114:0.1220854402077939 115:-0.0729668455972072 116:0.5117196261508212 117:0.7341536345237691 118:-0.1323374137422676 119:-0.1063296249832136 120:0.5229177500620545 121:0.1253432438831634 122:0.02155961854954291 123:-0.1014676581253968 124:-0.1965001116405846 125:0.2348265888052864 126:0.1024909907638655 127:0.1829512455001555 128:0.04670584408169962 129:0.1688565787716714 130:-0.9751002709446678 131:0.4207788540634508 132:-0.005169269816071027 133:-0.2223673733171457 134:-0.6157209734821391 135:-0.01821233037793775 136:-0.1091919783145719 137:-0.6377365978556854 138:0.2771035326845769 139:-0.560862984456544 140:-0.3640028264887319 141:0.3302016813891038 142:-0.02070938568930075 143:0.1242524184168376 144:0.1580008720366086 145:-0.3183748755018365 146:-0.1874297955172633 147:0.112023141052179 148:-0.5997973410391334 149:-0.2654439614545467 150:0.5410253092311081 151:0.1155556605552525 152:-0.4905020552291506 153:-0.1524348000549026 154:0.6437778716942384 155:0.1625062812675691 156:0.2529761622486842 157:-0.06265451760695456 158:-0.5717212346310337 159:-0.164049590876345 160:-0.08849644426080602 161:0.02784557715148232 162:0.0721261408727205 163:-0.3108837668515717 164:-0.1015244396916501 165:-0.4536754264907558 166:0.1691440250360532 167:0.01582069573078496 168:0.5391444708001928 169:-0.07897373047962547 170:0.2445027253783634 171:0.1183152772661722 172:-0.4709197231832185 173:0.02783604886417694 174:0.1768213539736563 175:0.1394273533579271 176:-1 177:-0.2880814045767506 178:-0.6361587991695474 179:-0.1055274216927804 180:0.6582669198489824 181:0.004364158867458945 182:-0.01296141380738792 183:0.318330406953791 184:-0.007297634988564604 185:-0.2474778942680291 186:-0.4203490622544684 187:-0.1494991732368836 188:0.3607808063240799 189:0.2434763094756675 190:-0.2035249296122252 191:0.2516153181978641 192:-0.1480123006947417 193:-0.147973132655256 194:0.3712667728420301 195:0.2046900926665342 196:0.5488461866423662 197:-0.2597496653860158 198:0.3696377738282685 199:0.284165126456798 200:-0.1954248296990487
+1 1:-0.3401476915067034 2:0.109378969365724 3:0.2455941777458194 4:-0.06135282001781464 5:0.7257288444840971 6:-0.1952871807169615 7:-0.4248456737073072 8:-0.09801336155624377 9:0.2718789308130437 10:0.5971361148121734 11:-0.1431161288182513 12:0.3671306924283128 13:-0.216785704707099 14:0.490886175261023 15:-0.6271380801500425 16:-0.1502355644596219 17:-0.4005049179928492 18:-0.3614597921048439 19:0.1850523974350719 20:0.5421262351678453 21:0.1015141693401753 22:0.6067961424926995 23:-0.2831857853422127 24:0.6604747586909905 25:0.1868834707352982 26:-0.4162889457991201 27:0.6292431143141022 28:-0.005058022759012834 29:-0.291616929434302 30:-0.4866282938879726 31:0.2282219150848503 32:0.8791874775287378 33:-0.4972942027232212 34:-0.5652014273889379 35:0.2492700832769182 36:0.01558271790444398 37:-0.1831991799878605 38:-0.4973128174358412 39:-0.3600450641665821 40:0.1811973725238794 41:-0.3967390699236473 42:0.4267881413386735 43:0.252072298311136 44:0.01814095679582333 45:0.1046831934764067 46:-0.1624176691773978 47:0.06698359106791539 48:0.2572723859725276 49:0.1797493455706381 50:0.03569386620414985 51:-0.1698182279485541 52:-0.1848442822097288 53:0.05680340818106178 54:0.3667579407022871 55:-0.4367539343565707 56:-0.3126780942278322 57:-0.0243984396446186 58:0.1276011440297146 59:0.4586230908545366 60:0.104738045195774 61:-0.2565112313523924 62:-0.01530293908324263 63:0.3737154994999144 64:0.3732140821667557 65:0.204170297606593 66:0.03514118403738789 67:-0.118129106477687 68:-0.1496155176796953 69:-0.1654721161862417 70:-0.7738257065089673 71:0.1936613808338401 72:0.09162645082736892 73:-0.1614453787138259 74:-0.006592220011674338 75:0.205379717594476 76:-0.2434666762617835 77:0.2493338424410839 78:-0.3710086495394825 79:-0.467852023605651 80:0.2225553630094749 81:-0.3159169539686785 82:-0.7287826481173378 83:-0.3407989344074465 84:0.5626328825514368 85:-0.1798430166214498 86:0.8679530248277761 87:0.6909116939942984 88:-0.07614958561047575 89:0.3604587404997676 90:0.05636646165294794 91:0.1045104978657236 92:-0.1116232244035678 93:0.354169094847986 94:0.1574520377466223 95:0.1568009102890249 96:-0.5199437448775146 97:-0.02436069855869907 98:-0.6225011071205923 99:0.3129392380217834 100:-0.7549404027683321 101:-0.05903623723737357 102:-0.1416468186277205 103:-0.1544638135139689 104:-0.2272642732986428 105:0.9415888928238253 106:0.09453715733442125 107:-0.5669225853517906 108:0.125661896468159 109:0.0575556467838709 110:-0.3184186195469382 111:-0.03800622195809365 112:0.01775032187266812 113:-0.6587088842941895 114:0.1199679137745256 115:0.8697970747712666 116:0.5386058924542039 117:0.4332579732948723 118:0.00194491081661019 119:0.2544660958693655 120:-0.005792508225507878 121:0.3619635216884543 122:0.6585349261721651 123:0.1331462932634658 124:-0.3197117919838987 125:0.04951155816343668 126:-0.3835026244687701 127:0.5606181577484644 128:0.1021728156012241 129:-0.2630447605318483 130:-0.158005835453207 131:-0.112985484283168 132:-0.3693781763318172 133:0.5901063258222152 134:-0.4007335872546349 135:0.3417641978120952 136:-0.2658745350079709 137:-0.1870581256949257 138:-0.03437182844077975 139:-0.2493960312273833 140:0.01427258297795019 141:-0.1858505514796367 142:0.2910112870010873 143:-0.1196873220352598 144:0.2658172220664037 145:-0.3945726131258642 146:-0.3413407016970196 147:0.1692501295787865 148:-0.2470531952117185 149:0.2219324348673252 150:-0.2843720116815682 151:0.4322103939225977 152:0.3210791463240846 153:-0.2303182079076355 154:0.1852232861788985 155:0.5783490137671522 156:0.4401875403308741 157:0.2158126662432336 158:0.01873568906288843 159:-0.3299670753119462 160:0.4430435589224822 161:-0.3037589073004606 162:0.2947825086103201 163:-0.06796626145803256 164:0.6801772426742098 165:-0.03803710506324648 166:-0.4510460245091252 167:0.1515418609468434 168:-0.45856156055604 169:0.2192037667171811 170:-0.3554591642156607 171:-0.05490116292985656 172:0.009545807340001315 173:-0.3530807542654449 174:-0.5180405539194612 175:-0.01912407175826566 176:-0.3988616002939457 177:-0.4779298028178482 178:-0.001122714813491077 179:-0.006344756861319988 180:0.3244269203760677 181:-0.003224781571418533 182:0.02888061514120263 183:-0.2035639402313541 184:0.1383871724074343 185:-0.2714949224420278 186:-0.2639234932971644 187:0.1944990089841892 188:-0.3533748613914834 189:0.162136773017355 190:0.4163683488492354 191:-0.2395268886986986 192:0.2165578621932296 193:0.1066777651672757 194:-0.2276521214445068 195:0.2132696837443482 196:0.701536374732834 197:-0.3193178111826411 198:-0.02438475247365858 199:0.418514888639142 200:-0.4581616183273846
+-1 1:0.4291245962188908 2:-0.4728507884169573 3:-0.1825481972708345 4:0.1341545959032698 5:0.1293134585830261 6:0.2236971543986868 7:-0.07352424536561392 8:0.03004281505049128 9:0.2225533148424986 10:-0.1064592103337027 11:0.2757459068741252 12:-0.09199921451206955 13:-0.3771138944974391 14:-0.04460294822858963 15:0.08202084115902922 16:0.1186456972686296 17:0.4613864923243032 18:-0.03798123101590169 19:0.1336733344224518 20:1 21:-0.6900602942058969 22:-0.319053042154404 23:-0.5716866708785878 24:-0.4635903176422977 25:0.3705056370607713 26:-0.2714218059381372 27:-0.324917563770775 28:0.2599632732972557 29:-0.314256224791647 30:-0.007998410433734216 31:-0.06152997788397568 32:0.6057600912802018 33:0.152313728063881 34:-0.09757498003633963 35:-0.09483287320721723 36:0.02739364402943161 37:-0.2430025836541324 38:-0.771406924793455 39:-0.1944814032810865 40:0.07523688647646776 41:0.402893775791089 42:-0.01032612221940589 43:-0.03437357740421356 44:0.4793761945028241 45:-0.325679546737253 46:0.1318065008273913 47:-0.4058866072796307 48:-0.4436767931996848 49:0.4417554740781076 50:-0.5644634294097657 51:0.1532012930756519 52:-0.172936087418001 53:-0.5607631928733884 54:0.3792523753147056 55:0.06374768303320434 56:-0.03598564759263932 57:-0.4603056485474729 58:-0.4615479955658151 59:-0.2278700953413687 60:-0.1747547549622726 61:0.06681907501848677 62:0.4638208217881115 63:-0.4006406275685221 64:0.02630802195179796 65:0.2594841859049237 66:-0.1049156338912063 67:-0.07411675115081368 68:0.02972116981074132 69:-0.1960689538962836 70:-0.1308946022970659 71:-0.2742969836467651 72:-0.3539587350160485 73:-0.4126073776773873 74:0.1383977399561747 75:-0.3348821042003796 76:-0.2658967326875071 77:-0.4948284227786801 78:0.01708385113744738 79:0.211148399115953 80:-0.2011374688237592 81:-0.4015349117234902 82:0.3042349100588496 83:-0.1945515271629606 84:0.3896092692637581 85:-0.5601907960701999 86:-0.4307414891289627 87:0.2163406632370359 88:-0.09529496452441188 89:-0.2057600054535291 90:0.09019542986487614 91:-0.160270584317632 92:0.5352547434738083 93:-0.3806993489569712 94:0.2288474326115666 95:0.2986376324659966 96:-0.1575506800865762 97:0.1751678629660262 98:0.3287523651522054 99:-0.5779031383064047 100:-0.3247335158779682 101:-0.2323785455633905 102:0.0740585494914463 103:0.05277559115185651 104:-0.01421667705384412 105:0.07193275394296922 106:0.1448951402136225 107:0.2232014912785978 108:0.1633612268336358 109:0.4241926734522234 110:0.2262205722530115 111:0.3116545199852236 112:-0.12572272755376 113:-0.03625596545466735 114:-0.03608692896729217 115:0.08771729407054178 116:-0.2137501852570778 117:0.05938413980417334 118:0.05282488725825576 119:-0.2519925637791644 120:0.1195615178481126 121:0.231540533129041 122:0.2229627477037261 123:0.05869597935110285 124:-0.3703434864363569 125:0.03344529375582034 126:0.7480515637772696 127:-0.009498290757382538 128:0.3197479686275673 129:0.06053415304081589 130:0.1713765965616536 131:-0.2265467113006003 132:0.5627892057955026 133:0.02367587623524487 134:0.1786984360188924 135:0.09403071882216466 136:0.01475822077551299 137:-0.05516665538158298 138:0.1592963578990635 139:-0.1861466738859533 140:-0.1939413930388302 141:0.03224612201711426 142:-0.2837866927187496 143:0.3315166715802316 144:0.1284035640734149 145:0.3156708851426368 146:-0.0659100167965701 147:0.3152500829472955 148:0.04719728531537605 149:-0.3886602484005553 150:-0.1323369426251872 151:0.01826316962137073 152:0.6108361540016618 153:0.299210553024458 154:-0.3294869214156594 155:-0.1129009720819783 156:0.1486892645133329 157:0.3162190405971086 158:0.1488063466683203 159:0.3954564319771316 160:0.5886575334428462 161:-0.1301760767356848 162:-0.2414987793668843 163:0.1633059864265448 164:-0.06203142005875151 165:0.3959419040639735 166:0.1502526657575403 167:-0.2129199029481416 168:-1 169:-0.1543350524661217 170:0.3492343770183641 171:0.2285995688766364 172:-0.1851575077245205 173:-0.2497161914669062 174:0.1532334092071261 175:-0.06268413437989015 176:0.05488248051143935 177:-0.4756545395767732 178:-0.7608367043443204 179:-0.2120695210059697 180:-0.2597686063840828 181:0.1777365473654804 182:0.268959183334204 183:-0.1026327255493755 184:-0.09965766961542319 185:-0.1765433710921502 186:0.04717674835087821 187:-0.3483756445503725 188:0.166000165135672 189:-0.3374175987239634 190:0.1366235538750605 191:-0.0009618299693770621 192:0.6621886516392166 193:0.2326545403825649 194:-0.3138930952487821 195:-0.02973537881790875 196:0.03113021251804549 197:-0.1470457810640773 198:-0.4153665949396366 199:0.14073391162124 200:0.0222256101394831
+-1 1:-0.08076524781653431 2:-0.4021613956961982 3:0.3039103285251104 4:-0.4918911941772141 5:-0.08347147078717601 6:-0.07250961924303265 7:-0.5785646689125663 8:0.01227251432992943 9:-0.2533636392977354 10:0.1063744507845419 11:-0.3317006811159403 12:0.1817329256126201 13:0.3645179148963484 14:-0.5104684742309704 15:-0.2799836837471242 16:0.6031778953224552 17:-0.6275006111544112 18:0.1759057352562667 19:0.4719028266457535 20:0.5355651466239792 21:0.1705677675560458 22:0.5756960310364192 23:0.5326853151926729 24:-0.7486510380034269 25:0.08474949402985822 26:-0.3497928538455561 27:-0.4030621334538887 28:0.2097059811874614 29:-0.2668821870316134 30:-0.5875562178409611 31:0.1219765171330592 32:0.3215308291035742 33:-0.1864937907973988 34:-0.2614532629806691 35:0.1516209756020895 36:-0.2218552671406531 37:-0.06037933433421841 38:0.2518283436649724 39:0.1290783019034586 40:0.07167706556814198 41:-0.2079579272740715 42:-0.2760320160333032 43:0.3555834381753912 44:-0.1078776297879825 45:0.4172881967732656 46:0.4267810513345529 47:-0.5080892712978838 48:-0.1698238587576247 49:-0.08901281662944313 50:0.2373293617976404 51:-0.6601042708029483 52:-0.003483783503950663 53:-0.063574998850085 54:-0.4293784000395382 55:-0.2803416398134376 56:0.02535772612343457 57:0.9257623468310672 58:0.3491646218539578 59:0.05790257784285549 60:-0.02881413479947159 61:-0.1265893394701097 62:-0.6705350329284904 63:-0.5110015926883091 64:0.07274307258451176 65:-0.06972333764776148 66:-0.0003117869672172313 67:-0.2577097768148955 68:0.364846296096437 69:-0.4257703896521261 70:0.1733599521537519 71:-0.2323124399853807 72:-0.3586366515138333 73:0.2682852922983365 74:0.3135358855385729 75:-0.1636192616270464 76:0.8504498689674455 77:-0.1941410846732132 78:-0.123535809576973 79:0.7127926786128377 80:0.1001992593051459 81:0.2333130263791244 82:-0.5015924052801637 83:-0.1302972690653871 84:-0.2321695677615282 85:-0.4272892868606726 86:0.08969429626752731 87:-0.1390137343412776 88:0.01305233086645248 89:-0.1141334064083672 90:0.1708729105526745 91:0.06190476099727339 92:0.2181185656384322 93:0.02041291708121908 94:0.7514897308519468 95:-0.4147915738682406 96:-0.2167232338798151 97:0.01493413668274859 98:-0.4132706801065487 99:-0.1179428842401352 100:-0.646302446341114 101:0.1833891753697305 102:0.1510643006373937 103:0.07163208075676329 104:-0.6976268220889933 105:-0.09140621175425345 106:0.2461189345964477 107:-0.3591126620187949 108:0.2525931947608154 109:-0.3089807437970328 110:0.2804392703709243 111:0.1904863155633667 112:0.2044972933447955 113:-0.180595057228479 114:-0.4979485942378316 115:0.4619380172608503 116:0.2315371413289991 117:-0.2882207829070282 118:-0.4052733049983381 119:-0.4936801186549367 120:-0.871529223857751 121:0.4958875703301996 122:-0.3014710458620736 123:-0.5240532398687328 124:0.5652078370762951 125:-0.04356405147048277 126:0.2306148999639566 127:0.2024782609622194 128:-0.5757565368944618 129:-0.4339904183539248 130:-0.3908826943213237 131:-0.1805795809576199 132:0.02555955045109181 133:-0.44194307624637 134:-0.2076114889560292 135:-0.167324593219474 136:-0.3153165841036346 137:-0.009732047214457265 138:0.6307729888009557 139:-0.2526960684514641 140:0.08081602551085772 141:-0.268363357325417 142:0.1580777657068074 143:0.04042325078737097 144:0.2480826421691497 145:-0.4190843269305364 146:0.5646507933237763 147:0.3756914618683678 148:0.06739175602106341 149:0.23692635164821 150:0.2836098324994749 151:-0.1588450453226363 152:0.6208698688365455 153:-0.544503890054691 154:-0.02637506918932139 155:-0.3840839137657097 156:-0.2308901989623173 157:-0.3945929177009723 158:-0.1856787709688681 159:0.1999412776615579 160:0.3560404221159743 161:-0.2531245363111252 162:0.4914635126684561 163:0.1537438019866824 164:0.1208533806289053 165:-0.5490313716031333 166:0.2272507488341253 167:-0.6823318226848449 168:0.2049555966823788 169:0.2961576698198242 170:-0.1413045377459057 171:-0.3723507476538996 172:0.4770355500958994 173:-0.1153631833409863 174:-0.3832706143537682 175:0.1837745569490322 176:0.2468598229702207 177:0.04681253824171316 178:-0.09152850834846837 179:-0.1272591054082685 180:0.2735270629062266 181:-0.09394980298886635 182:-0.3440914245514178 183:-0.007446258066087334 184:0.327555102647244 185:-0.3686996799894072 186:-0.05641365865017367 187:0.4869682252251262 188:0.1897178162195574 189:0.2861048696114225 190:-0.0821935325452748 191:-0.225138080642281 192:0.3314447392513374 193:0.3426564802028172 194:0.2512407267975804 195:0.001037065509130602 196:-0.2094553840901263 197:-0.2282530117154644 198:-0.2853336401070428 199:0.1135465718963999 200:-0.1029794428400987
+1 1:-0.2847387982625465 2:0.2814105925947573 3:0.369127870281771 4:-0.2683788884723987 5:-0.2960119584718784 6:-0.3219143597247651 7:-0.3643055447093195 8:-0.1225443409140287 9:0.1150160087156006 10:0.1141588519686379 11:0.5513671197107136 12:0.4072506396277404 13:-0.07519088496760712 14:-0.5648182597796902 15:-0.2540528681565072 16:-0.2925633959200402 17:-0.619071396891837 18:0.2203661381263927 19:0.1623871183147279 20:-0.1404713601549276 21:0.3418613922091335 22:-0.05267160114710429 23:0.3591656221465653 24:-0.193322875118234 25:-0.2416405607612381 26:-0.2741666008998236 27:-0.368674397616874 28:-0.3131070231360773 29:-0.3621324131230778 30:-0.3570550733054036 31:0.1595873220192895 32:0.2946569135194289 33:-0.6329473382782065 34:0.104743282902296 35:0.3296714287056215 36:-0.08490089625463455 37:-0.03128155021613767 38:0.1627404483924733 39:0.6346360072531414 40:-0.2431811457957616 41:0.1965462940058599 42:0.3604263824303213 43:-0.05913127172871985 44:-0.4253270246374458 45:-0.4671222425446829 46:0.08599881789985434 47:-0.1102066049203689 48:0.0374626120901089 49:-0.873562297822051 50:-0.01647585477632869 51:-0.01890350397388981 52:-0.3388489659213355 53:0.6665107767698134 54:0.4395793757309374 55:0.1305291299990798 56:-0.240480878167743 57:0.02687489641080265 58:0.1237591213910544 59:0.08934469229804273 60:0.2855951913377849 61:0.1824494328403959 62:0.4659558453426218 63:0.1045626916283572 64:0.3875811346687606 65:-0.06923835593186442 66:-0.0003150016238529507 67:1 68:0.1408222102511675 69:0.6422574976053388 70:-0.3068942832419285 71:-0.184726684170983 72:0.02842855918266209 73:0.07986099480853043 74:0.03668993436295852 75:-0.4614787118170296 76:0.3317638915697162 77:0.1175886818583001 78:0.01025523256532714 79:-0.4874102749044964 80:0.6391098751387466 81:0.1445665223557919 82:0.4250208107871084 83:0.2348249987040039 84:-0.2962514081404273 85:-0.489914934877042 86:-0.2869189241704479 87:0.3486057193112295 88:0.4616013481865722 89:-0.5529471591543701 90:-0.9038209325436878 91:0.3594789012400132 92:-0.454252627660348 93:0.5593289491426601 94:0.5288206279615186 95:-0.2864368365879438 96:0.3192309922863558 97:-0.01708304562877586 98:0.02245653511775692 99:-0.4954715825484405 100:-0.3314801981175674 101:-0.2296827517300575 102:-0.5860797860213638 103:0.3481774377757154 104:-0.1057358538373965 105:0.1880134739306272 106:0.588337277588011 107:-0.2551054455813482 108:0.5771018381853313 109:0.04240095999445459 110:-0.09074823480250127 111:-0.321168468310752 112:-0.04629729536753768 113:0.1548727959504929 114:-0.349700357006922 115:-0.6321220432210144 116:0.1405655984058718 117:0.5816177149369655 118:-0.4499680952316518 119:-0.1687437844217244 120:-0.290149134789418 121:-0.2180008642579042 122:-0.3221353988453986 123:-0.4147249840015447 124:-0.1211894333401051 125:0.2484206212719522 126:0.1995695073146022 127:-0.2974276385722353 128:0.01906574302973629 129:0.3614803812187205 130:-0.1301472769729856 131:-0.1866072564774409 132:0.2907152777913778 133:0.1540083622231204 134:0.6313557293399711 135:-0.1278837329370541 136:-0.2438415473275252 137:-0.04169725616618726 138:-0.1704038870165411 139:-0.9209071382913272 140:0.1474351962656447 141:0.1148100575754332 142:0.1933418117064655 143:-0.4041115721390948 144:0.2148504358867961 145:0.1589685570888153 146:-0.1450185093192713 147:0.1238150693587697 148:-0.6437419153376223 149:-1 150:0.1509757425047161 151:0.4189589060524387 152:0.418496488920178 153:0.3795522912623066 154:-0.4062378748326608 155:-0.4914849536895477 156:0.06268962740639081 157:-0.3210863636854446 158:0.3360278982657713 159:-0.3804221316717951 160:-0.4279474027682001 161:-0.1787271176791105 162:-0.1201707202874043 163:-0.09057577485609551 164:0.8121060578427556 165:-0.7524844638499389 166:-0.1474641028515077 167:-0.1813527944715456 168:-0.1310887822840522 169:0.2298885549103119 170:-0.0220793829880779 171:0.04642017803775315 172:-0.2735098451336815 173:0.5085207323567044 174:0.08559133885108075 175:-0.02930656756986549 176:-0.4065002189799328 177:0.06803206523713123 178:0.02441306325014407 179:-0.04943690309578085 180:0.4418558818760223 181:-0.03168209170122249 182:0.9999999999999999 183:-0.6474238813240278 184:-0.556145939034298 185:-0.5328545958035327 186:0.002883809347704228 187:-0.1960506081472962 188:-0.30011170173435 189:-0.2448209199602404 190:-0.447503318715597 191:-0.3130231412626046 192:-0.1682084249375341 193:-0.1456421761479263 194:0.1492467342080839 195:-0.1880708081052153 196:-0.5284640779671956 197:-0.3665672626012768 198:0.07887597857970907 199:0.1192115195713381 200:-0.2815740411430491
+-1 1:0.3368417975874792 2:0.01405905947417724 3:0.237175059787366 4:-0.2083673820820664 5:0.4988261433182004 6:-0.4362789547020594 7:-0.6285660987009408 8:-0.1979057096548615 9:0.162729317237755 10:-0.7053967143575367 11:-0.3285483652146913 12:0.065326507750846 13:-0.2021697373436111 14:0.01688201129005866 15:-0.0735814702428688 16:-0.281375755923846 17:-0.2822154400446965 18:0.2849890479709158 19:0.5898332158315065 20:0.7906843237325604 21:0.7542102264424562 22:-0.034691082122723 23:-0.01100502577170436 24:-0.1351133178708676 25:-0.09170116859676614 26:-0.1885015901281992 27:-0.01914987292904959 28:-0.2809752637587337 29:0.1524599760195747 30:-0.06566501931859089 31:0.3196009995888333 32:0.1423887868582511 33:-0.004753109795343047 34:0.1045284203474784 35:-0.523855985626158 36:-0.552631814872118 37:0.02520504177991038 38:-0.4854961307161318 39:0.1168867920952363 40:0.04561867275470415 41:0.2819292238689977 42:-0.1401629781210105 43:-0.3081448914223039 44:0.1401436427646956 45:-0.4965671349277146 46:0.2709901400738907 47:0.03364325349868262 48:-0.5802757010633712 49:0.006716946787952573 50:-0.03818034175633999 51:0.1505900267078825 52:-0.01208229884730611 53:0.04049969208181456 54:0.09989337596861841 55:-0.7148406769864165 56:-0.5542195309264749 57:0.0382704142098214 58:-0.4216232958646077 59:-0.142151037191144 60:-0.1192344309367143 61:0.3420829978250825 62:0.8805028227879719 63:0.4082354875670429 64:0.1509272481167316 65:-0.02388533578002076 66:0.406550540028024 67:0.06276305659182398 68:0.1198061019121754 69:0.770658068716583 70:-0.1065390093606164 71:-0.8028398394667128 72:-0.2331637649051663 73:0.6658626105715805 74:-0.1015300218018792 75:-0.3474653280711066 76:-0.1669515594245568 77:-0.2013850470072455 78:0.1636193036180181 79:-0.6309478141270534 80:0.1929300289757261 81:-0.2986507002503178 82:1 83:0.04015519211436035 84:0.141595761293902 85:0.1093758949436644 86:0.0989419093588739 87:0.3360406777594165 88:0.1953552693932107 89:-0.06059683715548951 90:-0.4233940721335248 91:0.6543931462596455 92:0.3190101602047136 93:-0.3257312576350958 94:0.759188477182332 95:-0.2188728447133034 96:-0.4716303785864094 97:-0.2428758209408442 98:-0.02177364525043281 99:-0.1800692109615983 100:0.2904235243453405 101:0.4256175171749524 102:-0.2474531522671766 103:0.04243223408631348 104:-0.1287583434004819 105:0.4335844411630898 106:-0.02091241663460497 107:0.183702275728327 108:0.01469397162898738 109:-0.2369128710191712 110:-1 111:-0.03005876063161327 112:0.3372157993715895 113:0.01985775747042734 114:-0.613534857516864 115:0.2475644926621116 116:-0.1488994891258247 117:0.7155848172028498 118:-0.4003075577561054 119:-0.615702752746939 120:0.4776459639313441 121:-0.7140484604413233 122:-0.1452092420699787 123:-0.3287628649039028 124:-0.2233353533855033 125:-0.04165943327240755 126:0.5285382860185723 127:-0.8206906245645672 128:-0.1176644276727909 129:-0.2799833181310423 130:-0.1456445497578759 131:0.002568636766659201 132:0.04391874590460319 133:-0.04904068775132299 134:0.3829393042525037 135:0.08589167431799249 136:0.1747787641226516 137:0.3330792431283255 138:-0.4229774514373226 139:-0.05712842262613273 140:-0.1809342158531828 141:0.130928751029266 142:-0.1655773130759628 143:0.4396792382466491 144:0.2646513060568912 145:-0.3474731325181915 146:0.1677502848972672 147:0.1495953431132232 148:0.01707541101528154 149:0.2062957339382019 150:0.2235193133603813 151:0.6372046806229414 152:0.4683104728070424 153:0.7602972709569851 154:-0.3435948287319598 155:-0.1306321101554155 156:-0.812510629125108 157:0.4412352038585298 158:0.2927714727493541 159:-0.2010433901892095 160:0.4451767712218464 161:0.1169351279830497 162:0.1164626774030638 163:-0.2921662751434789 164:0.0517685483693292 165:-0.05393213510542707 166:-0.2683507097396146 167:0.4294513634429152 168:-0.3847962546517271 169:0.1488790902261231 170:-0.2004255751324518 171:0.05402927115186404 172:-0.02249155281672061 173:-1 174:-0.5922178057481176 175:0.4423699029230532 176:0.1076813785261345 177:0.1983920448557175 178:0.09802559570146777 179:0.1056275261788849 180:0.7971225303332158 181:0.239657838658887 182:0.3033925001845132 183:0.1346321529057871 184:-0.04275425650125982 185:-0.05737461558011583 186:-0.07673712111369889 187:-0.5588456238305819 188:-0.2893939110187478 189:-0.1048326909142311 190:0.162392318037814 191:0.03761856901703098 192:-0.09573569004907206 193:0.3123402789312817 194:-0.3794287054072143 195:0.05568951202957886 196:0.03223323334164568 197:0.1291900802275346 198:0.1910952633509774 199:0.3170530085614205 200:-0.4688991059517807
+-1 1:-0.2241092082431782 2:0.6201742019782942 3:-0.03452449367532699 4:0.1588675648278952 5:-0.1298604741794219 6:0.03663509672412456 7:-0.3447207640207798 8:-0.315568718813497 9:0.07728383128890605 10:0.1049923405478121 11:-0.3367798650216347 12:0.2564111229082816 13:0.4665715494772087 14:-0.2080490497183305 15:0.4703312594584399 16:0.3835500482420985 17:-0.1573958989950851 18:-0.1022952902065493 19:0.3760362623518148 20:-0.1586554614712401 21:0.4919361025128076 22:-0.1264289548058867 23:0.2491713544410726 24:-0.1627201110170712 25:-0.009950966810028029 26:-0.03487587292117114 27:-0.1230422379014925 28:-0.2446143872150289 29:0.1475863737778102 30:0.06645070478851732 31:0.03311336235408688 32:0.09022424689187165 33:-0.5019529294579756 34:0.005253524824711558 35:-0.4549035501769345 36:0.4159287355287844 37:-0.441849575054844 38:-0.2993248862812577 39:0.2682639634541527 40:0.1289653933323583 41:0.005528401113032773 42:-0.6412014669828567 43:-0.1125352894656301 44:-0.01065019629019846 45:-0.3544196200696312 46:0.1715515080403054 47:-0.6216155421615034 48:-0.06954445431369738 49:-0.402744356465505 50:-0.1113388788596816 51:0.09195898882500603 52:-0.2665175513336815 53:0.1105501654940759 54:0.1269533224400951 55:-0.3226850288299979 56:0.08083987468028152 57:0.4419967321428592 58:0.2799160362175824 59:0.216661799339721 60:0.1378067515039714 61:0.05065162230175965 62:0.1034802773950099 63:-0.2047961475695855 64:-0.1396942059339081 65:0.2900971474677134 66:0.2475932449003776 67:0.05691643603751517 68:-0.1671623260872729 69:0.8632784853223238 70:-0.4321765002027245 71:-0.1789196237056497 72:-0.2320166816360825 73:0.5091883573188092 74:0.3796702338433715 75:-0.008463240148912157 76:0.9309941696322999 77:-0.3124751188849497 78:-0.2766014928595514 79:0.05462548916769611 80:0.3506917786816252 81:-0.1324109728435544 82:0.4319245024058269 83:0.538186482101641 84:0.01943344599310565 85:-0.1517813284570554 86:0.905818118217295 87:-0.1227302441454661 88:0.0780301031263245 89:0.08509247203053424 90:0.1632871541683296 91:0.7663385534019957 92:0.1812041652067463 93:0.1825747447776611 94:0.22199909143031 95:0.5777318807706544 96:0.3491811709567622 97:0.6772732501618196 98:0.3980105747558083 99:0.9005645519192395 100:0.3323254262202419 101:0.1765026262538042 102:-0.4253129337105867 103:0.6225567253459842 104:0.2963272636878078 105:0.01551330963818102 106:0.09743061454721424 107:0.01459400848701844 108:0.02053590870317108 109:-0.3560722710852574 110:-0.09334019961364318 111:0.2867659249807555 112:-0.2152521128840142 113:0.008500744422450156 114:-0.3829608632783471 115:-0.04974563425781547 116:-0.613856774454327 117:-0.0408162738241509 118:0.002768372839796779 119:-0.2972695850733707 120:-0.3474519635027492 121:-0.07288562722526633 122:0.2917381888214794 123:0.08027278121110623 124:-0.544517593521734 125:0.7968217665999993 126:-0.004624866437351311 127:0.004002389453434993 128:0.3021678373812828 129:-0.5457759263302611 130:0.1048013256565355 131:0.1915926582123439 132:0.2912699864564605 133:-0.2603882032610488 134:0.7199539648524254 135:0.9363938700587725 136:-0.3439108746197182 137:-0.3718867208467481 138:0.04009593145169347 139:0.3151851311419946 140:-0.3779372336482105 141:0.2599401713254201 142:-0.3695034994652936 143:0.2528540493233659 144:0.4306018019340508 145:0.01103199826505734 146:-0.101632311814594 147:0.08779466176445083 148:0.4330131453892567 149:0.4730759951923207 150:-0.1897294465741784 151:0.2046840317647179 152:0.001471103028032009 153:-0.1183853797868848 154:-0.2315201502959734 155:-0.578059803792989 156:-0.710947049287333 157:-0.4596341790370049 158:0.1141149002107991 159:0.2855902723722341 160:-0.2540049940602912 161:0.2707317401846865 162:0.4471536930216216 163:-0.003866662987035849 164:0.589446773760854 165:-0.335850802541952 166:-0.4556733730534236 167:-0.03454724850649485 168:-0.02139928596893687 169:-0.4659314453403856 170:0.4309046036614514 171:0.2052006607273018 172:0.2087052944565336 173:0.1822437844724586 174:0.5628677091415126 175:0.1144405250300388 176:0.6745697578532666 177:-0.4938347598226465 178:0.3633222424961066 179:-0.03817144709376007 180:0.2531253129627095 181:0.01873463711552506 182:0.009636087738977263 183:0.6487564816402824 184:0.02480631494219896 185:0.003635584968996644 186:-0.2596648883103155 187:0.1628496022045482 188:-0.1410001656897607 189:-0.4099099858982069 190:0.165697123058033 191:-0.7008664556938591 192:0.3776502023676411 193:0.2814086064141429 194:0.193956913559455 195:-0.2049981785629031 196:-0.0279170197930749 197:-0.2788726919045081 198:-0.4679525160347041 199:-0.01477556669405816 200:-0.09117318302773322
+-1 1:0.4744088655636604 2:-0.2687832864337745 3:0.2412917653695382 4:-0.03779158112209028 5:0.5857773693660234 6:0.2246469122352758 7:-0.1116182459235993 8:-0.2940605684605694 9:0.4230897089462613 10:-0.2409281402743163 11:-0.1091005559781417 12:0.4104618561277912 13:0.3085423802556906 14:0.07829970091513364 15:-0.6195760588011285 16:0.1614572759034974 17:0.1781071694354845 18:-0.3371475646122942 19:-0.1851693853440865 20:0.05748531563804983 21:-0.2308161465276111 22:-0.01320738693745729 23:0.05591969010692613 24:0.2624621531671888 25:0.04230626428223105 26:-0.1078130454327567 27:0.7203188173585015 28:-0.03062692463681126 29:0.5100579118166949 30:-0.6100283139702475 31:0.2165588946632695 32:0.0398761233225686 33:0.1929795775491764 34:0.05520202928768592 35:0.007562565532003018 36:0.1637850683697212 37:0.997880803608354 38:-0.3318581094874848 39:-0.2977103138029836 40:-0.01233814689273219 41:-0.2850306760994528 42:-0.695799345053649 43:0.09738294298195987 44:0.275726891761186 45:0.1187509384082403 46:-0.04658860904821333 47:0.3666653744468348 48:-0.1915983595165744 49:-0.06829822639921646 50:0.8308740400561515 51:0.561908619627709 52:-0.1994900365874394 53:0.3431215046340579 54:0.3342454287162308 55:-0.3122962292871383 56:-0.6886825281305303 57:0.2620313348683097 58:0.447782079836082 59:0.655716849236589 60:0.03344686376134715 61:0.5184647314138436 62:0.06552169357939779 63:-0.1912582490585306 64:0.3755289304942288 65:-0.02083131795715715 66:-0.2750697370733992 67:0.1264105404699269 68:-0.4411641890181537 69:0.3295528987194976 70:-0.5128973792745686 71:0.3375797961163356 72:0.103074329610326 73:-0.02103827748647437 74:-0.1273377180993814 75:-0.06218876520447339 76:0.7973549579698013 77:0.2233240936159339 78:0.1756394464192431 79:-0.4888613008177486 80:-0.08571756359396579 81:0.5433266517516295 82:-0.3035182192477465 83:0.136500583315314 84:0.5265316200500184 85:-0.3710652664751294 86:0.5488895202897419 87:0.2523721432001737 88:-0.04797459111075139 89:0.2633996108780844 90:-0.02072329523056872 91:-0.288590588191755 92:0.1607691386726244 93:0.08589789144941576 94:-0.1363861199423885 95:0.6945052629558054 96:-0.4837777930726747 97:-0.160263847716468 98:-0.3304131695812172 99:-0.4570903819152565 100:0.1171369093848011 101:-0.5084409492907577 102:0.2258248315894422 103:0.04699567759989416 104:-0.1353839364848302 105:-0.01620204483183853 106:-0.3991282004625962 107:0.3877529487502124 108:0.2426836883459053 109:-0.1701536164693098 110:-0.1976139403412402 111:0.001947512022297981 112:-0.007794233007230686 113:0.0574094450810321 114:-0.067243128658743 115:0.309700000790873 116:0.5016801743548893 117:0.2475288954386909 118:-0.2551320971540885 119:-0.3041872597716404 120:0.1367843856625681 121:-0.06349871137604253 122:0.2129967279066963 123:0.04028903578327593 124:-0.3472510755039234 125:0.5311846625882075 126:-0.1121450703564471 127:-0.3449335072535661 128:0.3880843502372488 129:0.2378396596499675 130:-0.692958817111791 131:0.5182571175577493 132:-0.2988188923762609 133:0.7662049434129392 134:-1 135:0.5505963870057113 136:-0.2813415213707556 137:-0.1117628811177601 138:-0.05673004215202797 139:0.5305065435689222 140:-0.2788555788220559 141:0.1941668195409377 142:-0.3002388883192928 143:0.09276007872382114 144:-0.2120857498280803 145:-0.4491970626101505 146:-0.9150296649320102 147:-0.3779914450455996 148:0.326992344515424 149:-0.3284134069385917 150:0.05391567623723619 151:0.1872141903038961 152:0.6003460742400863 153:0.0796055668532324 154:0.1256312520630825 155:-0.2128919833085804 156:-0.237471740761485 157:-0.4189338915257772 158:0.1489934168189062 159:-0.09390938797130069 160:-0.1226079318062572 161:0.4655427821200162 162:0.1925411569187943 163:-0.3193430498973295 164:0.4684029649411859 165:0.2417051061842739 166:0.1402282416334355 167:-0.3699001715000438 168:-0.1551894305224829 169:0.152363260644408 170:-0.1380598758229774 171:0.2418417402379298 172:-0.3701456429584641 173:-0.6007986056730122 174:-0.4003548821769333 175:0.03606615772624197 176:0.5172267088964531 177:-0.2170204746965167 178:-0.4511460938649196 179:0.2357445246739284 180:-0.3138918012781899 181:0.2248164195259794 182:-0.3396103277162935 183:0.1547469040490133 184:-0.5410229303106833 185:-0.5008884051686904 186:0.4978163658132663 187:-0.1885803068918044 188:-0.03944253688413316 189:0.1718392057758713 190:-0.8711997369016702 191:-0.5857902112753026 192:-0.05389970179172171 193:-0.1877077029643342 194:0.5340768424254866 195:0.2250812356187914 196:0.2455423751888026 197:0.1384523786117489 198:-0.03540066937709192 199:-0.3944774299622087 200:-0.129288561658447
+1 1:0.8705780989174033 2:0.06626468715140435 3:0.5735598222979511 4:0.07917175077007876 5:0.05767726093387358 6:0.1329590594696469 7:0.04149556392800119 8:-0.3905538651604224 9:0.4653827735327972 10:-0.5855235757850354 11:0.2135914342734721 12:-0.01643835017224041 13:-0.1093444943027854 14:-0.01386784556289627 15:0.187945384755532 16:0.365843748414514 17:-0.5812514463077133 18:-0.1955544591303134 19:-0.1480742142514444 20:0.2346895969991886 21:0.2786142402067194 22:0.3908048647230229 23:-0.409630385458212 24:0.2202560380988865 25:0.3169752697467713 26:-0.4907191936116013 27:0.05100080809755342 28:0.346865858138714 29:0.5895791793612317 30:0.2223524669999931 31:0.06904252066181277 32:0.1155271237683316 33:0.2759161192328863 34:0.196165188205185 35:0.03731941522342219 36:0.4280621287954448 37:-0.04816021488828383 38:0.05641012265529999 39:-0.4824357159928712 40:-0.3098794208655468 41:-0.06404748823702888 42:0.08421787213497116 43:-0.5197039594289961 44:-0.3405206664768847 45:-0.3362835033578093 46:-0.3701635552628621 47:-0.6960389036369833 48:-0.07511285281873717 49:-0.5328825310151463 50:-0.1528939146970504 51:-0.1400402866952364 52:0.1377066571371903 53:0.2859860472707805 54:0.1684647517918635 55:-0.153960151662558 56:0.4015863527763066 57:0.2317184914300563 58:0.5714668821292568 59:0.3357236782506247 60:0.8760196522518092 61:-0.4552801271151387 62:-0.2312237363536719 63:0.2760713053055721 64:0.1306770471297249 65:-0.01214882938535891 66:-0.1727679546534523 67:0.04966684882197035 68:0.3718068498113879 69:-0.4702566566031594 70:0.1963760408191054 71:0.5473684539792697 72:0.5868686752321181 73:0.004293607352733791 74:-0.3344319491340905 75:0.07863953779379881 76:0.4116262057519581 77:-0.1389267813293766 78:-0.5480128216837759 79:-0.02691547320288194 80:-0.1690137259107636 81:0.1578925293507674 82:-0.8711000273911214 83:0.1409408548031362 84:0.03268988213465147 85:0.1786866273201644 86:0.7455835438761131 87:0.2185871099226484 88:0.6404125601007488 89:-0.2879052200735561 90:0.315283797161017 91:0.1096296920114957 92:0.1128356213888789 93:0.5028418161507424 94:-0.2426453519347185 95:-0.4948626296169201 96:-0.1267503700028413 97:0.7205746328261929 98:0.1103081554867254 99:0.08295100799509257 100:0.05977354267910534 101:-0.1887027304009333 102:0.1421309304998852 103:0.4057264566928748 104:0.3181875401530983 105:-0.05836425184157584 106:0.4232716367240338 107:0.1548910131516943 108:0.5138954925087102 109:0.7311806885813288 110:-0.5896307365422142 111:0.02666003151761137 112:-0.5876349021632346 113:-0.07869348430328424 114:-0.01047479861463708 115:0.3907537993071006 116:0.6513233826402225 117:0.2860275623892524 118:-0.3974643036279537 119:-0.2279871784767291 120:0.6392309690803034 121:-0.1099174302411073 122:0.0334003936310439 123:0.1700002047452241 124:-0.02096885848932747 125:-0.27248755423847 126:-0.2514201573155457 127:0.0746967290378224 128:0.4763394763919464 129:0.3944064197862869 130:-0.06678132282392535 131:0.5097397728498401 132:-0.2270518388932183 133:0.138247533007229 134:-0.3064032981349994 135:-0.2796243736891145 136:-0.4253955157092942 137:0.4433546728144333 138:-0.636530993776507 139:0.01987983081644534 140:-0.3370832709998636 141:0.4709338302250464 142:0.1298400436469671 143:-0.3105777367097199 144:0.0127561904321015 145:0.447713126884501 146:0.2501848654765292 147:0.1041532981626702 148:-0.2221819759984967 149:-0.3865275173726107 150:0.4281260246119487 151:-0.4396714961955894 152:0.02856063247525371 153:0.3481337888277222 154:-0.4438063453919135 155:-0.01419117072270203 156:-0.6804604314480079 157:0.3510519722050197 158:0.3144103995097484 159:0.2829240440083342 160:0.1779331338991549 161:0.364964346523991 162:-0.2835398206277952 163:-0.30930367637648 164:-0.04681823432161503 165:0.1001872345316971 166:0.6502239405196479 167:-0.2092213847047531 168:0.6249465021319817 169:-0.3529072636254487 170:0.1379849900596596 171:0.5277332723747771 172:-0.1444237887923694 173:-0.3236279693793073 174:0.5223368727758805 175:0.4692607308739513 176:0.329195782636268 177:-0.2416441967633929 178:-0.3771555600691366 179:0.07583910884603126 180:-0.07693210031645628 181:-0.1416125174313423 182:0.5152547284338347 183:0.2644175439962402 184:-0.4543160907706445 185:-0.3739487175219393 186:0.3409461650238341 187:-0.02340087231780453 188:0.0133801960942501 189:-0.6958567246710843 190:-0.1859297810354474 191:-0.02020201555913187 192:0.3226036118375997 193:0.3098819673634777 194:-0.3811297398357429 195:0.2720720010888265 196:0.4487384090743388 197:0.688946240697927 198:-0.2234285914747646 199:-0.5857422272735143 200:-0.07379455767124504
+1 1:-0.1348467976527996 2:-0.5696550026552358 3:0.08951516806134768 4:0.2466333401386447 5:-0.3957861409037834 6:-0.4535858234267982 7:-0.591092621962783 8:-0.1032220360737445 9:0.1491135237380618 10:0.1751282138136425 11:-0.3462512966494582 12:-0.09293369882555946 13:-0.4439135318392951 14:0.01276444456182439 15:0.2819187926542207 16:-0.1040814785691558 17:-0.2256524342311007 18:0.2587412646035219 19:-0.4155085132687041 20:-0.5131675181401182 21:0.5955753912846793 22:0.1449069508095595 23:0.2220047411337987 24:-0.569480989193008 25:-0.4687388245165445 26:-0.01943102328730931 27:-0.176638705176157 28:0.2260420461244633 29:0.2622043343642418 30:-0.3808453866594773 31:-0.3095404187744993 32:-0.009093944032886991 33:-0.3208059146852087 34:0.4734079422542565 35:0.1991298175387179 36:0.3129713520161158 37:-0.2163907842971641 38:0.2640056647452232 39:0.6699727631617695 40:0.3631358078871028 41:0.4306071137280559 42:0.3394861511450165 43:0.1222299935871973 44:-0.124889691952231 45:-0.2323064956889347 46:0.02116286707866986 47:-0.08384368438773872 48:0.3570315624145717 49:0.4540196220584353 50:-0.220040124047762 51:-0.1901247032990749 52:-0.2614828281084159 53:-0.2050164390195166 54:0.1583932134472506 55:0.1983867405446103 56:-0.04648220055851365 57:0.4497652306749673 58:0.01526311803996075 59:0.2979664365391876 60:-1 61:-0.007792618863135037 62:0.1032768689703019 63:-0.06009015471491147 64:0.1208518055595977 65:-0.7009007051248725 66:0.3847190329574957 67:0.6604539594216871 68:0.1552138095280022 69:0.4243603505134105 70:0.1354126161517912 71:-0.03022482176315244 72:-0.5407474050903588 73:-0.290004742056562 74:0.0019945304971309 75:0.4191530597924245 76:-0.1436437915161982 77:0.3690590233143671 78:0.04006278552109946 79:0.1593040794174005 80:0.4102968540083771 81:0.1796238710810368 82:-0.3684138512436174 83:0.321498423219724 84:-0.03632368904561004 85:-0.0405185597782651 86:0.01520440925964169 87:0.4024424615093796 88:0.5165450423801319 89:-0.2746777169534232 90:0.01895673864887805 91:0.2179104616083476 92:-0.2434962032236752 93:0.09927449431403326 94:0.05966802255135804 95:-0.2460719190907448 96:-0.09644829945922034 97:0.3660524365976665 98:0.003637755340043375 99:0.101040057704697 100:0.4945673721542684 101:0.2931475385940943 102:0.4549368089627632 103:0.1633627316493506 104:-0.4394398644089226 105:0.3082498545634085 106:0.06424165725035733 107:0.9999999999999999 108:0.1363661970360865 109:-0.3683885773737041 110:0.3045712594227 111:-0.1101750080176398 112:-0.06193072257181893 113:-0.4700272981927078 114:-0.9203709080105289 115:0.5173987164883029 116:0.3260019992945626 117:0.5572985400749609 118:-0.1919389165040779 119:0.1301305223313833 120:-0.0130066693230949 121:-0.1334059931042316 122:0.02425239470512459 123:-0.482657258239976 124:0.5187503608763533 125:0.5098273777511075 126:0.4174360790433352 127:-0.03625912492742223 128:0.05395138114564629 129:-0.2608980402733493 130:0.01107516571908626 131:0.07152883385380077 132:0.1176019163722678 133:-0.21800402475889 134:0.2364071013994424 135:-0.2942615597905527 136:0.05051905842208029 137:-0.09387645442774449 138:-0.03923175481658864 139:-0.1272105231265411 140:-0.1291192553996355 141:0.4789763719135193 142:0.1719551873087902 143:0.1245830734274578 144:0.3626349015543741 145:0.001361964490261041 146:-0.2560923834155401 147:0.336969584933666 148:-0.2787211826376594 149:0.6301522316597543 150:-0.2112714115273614 151:-0.05505392536003018 152:-0.01252323806464289 153:0.6200573862629971 154:-0.1997970362758505 155:0.3534855138071792 156:0.4942464479983062 157:0.1834266155029487 158:0.1755044036454974 159:0.3275156896045523 160:0.6134678024148715 161:-0.1262970373592632 162:-0.1865375284557038 163:-0.4074208975169389 164:0.2995004649632181 165:0.03921104121259213 166:-0.09200122908169694 167:0.2589398470877378 168:-0.0365297505605766 169:-0.5204425612078578 170:0.1433005888192596 171:-0.6943543511806164 172:0.4796673654695455 173:0.1658537162882359 174:-0.432102968335507 175:0.08213837090417771 176:0.2549642270515214 177:-0.2129882753536658 178:0.08848847650934852 179:0.09160703099054195 180:-0.04239929777777526 181:-0.04030540473339428 182:-0.09494060132471516 183:0.04494432150158682 184:0.5915384832599105 185:-0.6370298735511936 186:0.1831310483058981 187:0.01421824419853643 188:-0.241369025836632 189:0.4414298381159171 190:-0.1575868397500523 191:-0.4733540479802244 192:-0.05460604521828452 193:-0.4107487327161247 194:-0.1954777993659507 195:-0.06509410661200504 196:-0.5800288119621042 197:0.4430719939160651 198:-0.4436552962621073 199:0.3963498354328414 200:0.03535693084387731
+-1 1:0.457506208321626 2:0.6425384824485814 3:-0.1299469782987454 4:-0.02043892837680892 5:0.1200107917563725 6:-0.2010829196521716 7:-0.3244055572053033 8:0.1786574670027309 9:0.4276447596514874 10:-0.119143087299476 11:-0.5618520918417367 12:-0.312464095677887 13:0.8863760770384835 14:-0.09908019296393215 15:0.2967637538902348 16:0.1709527384292484 17:-0.2343958944293692 18:0.5187415689476375 19:0.1534473365719654 20:0.6077016732752937 21:-0.03637895311730652 22:-0.1986946778375568 23:-0.2854004229860905 24:-0.2253975955635777 25:0.4281403777275175 26:0.2087230701791949 27:-0.7998473468909004 28:-0.1525783067770247 29:-0.3796584631201622 30:0.4266805264306383 31:-0.8436247821366837 32:0.3280808100650251 33:-0.2884846841417069 34:0.07529348933596988 35:0.2884224403606954 36:0.3261911022283229 37:-0.1815889283713424 38:0.7854038835205424 39:0.003970157930640095 40:0.1488135053851114 41:0.6539664695638443 42:-0.257744810205013 43:-0.7249144084742759 44:-0.2896715779665832 45:-0.2756814875955572 46:-0.1406723150724249 47:-0.1370055341188668 48:-0.1123669308636881 49:-0.1845462191886355 50:0.100976967755369 51:-0.1670796937296092 52:0.4888941162542794 53:-0.08152556941281397 54:0.3463018251327455 55:-0.09088798136843432 56:0.03918620636501373 57:-0.1670673556456255 58:0.3991178016927981 59:0.3007236355840847 60:-0.8558671269737331 61:0.4606901874119814 62:0.3741463978611534 63:0.429694861979208 64:-0.06173586162624044 65:0.0591990595943388 66:-0.1153871760056619 67:0.02804040415861781 68:0.134534395700335 69:-0.2808166146129744 70:0.004095983809935394 71:0.1341180884353402 72:0.1061310286762619 73:-0.503080515715022 74:0.2308313220195468 75:0.179807065332061 76:0.01709486913587326 77:-0.2225032618362706 78:0.1927185619507488 79:-0.4787711070706548 80:-0.2425730680559309 81:0.1353571648642946 82:0.1447457548546416 83:0.01280485661253798 84:-0.3973345137098507 85:-0.03092828330111611 86:-0.4987082637022393 87:0.291168528985662 88:0.0450105184529711 89:-0.1149959004669523 90:0.3435959032056945 91:-0.03724253219257764 92:-0.3054265829544446 93:0.3639076847048788 94:0.5220557941597658 95:0.446461625861639 96:0.1686040348757457 97:-0.4939555652723407 98:0.3499407368551345 99:0.23086192175618 100:-0.004630236415730772 101:-0.0008374425807922969 102:0.1152030470472702 103:0.4982613134724775 104:0.4278387341194737 105:0.1829391679340797 106:-0.459018911935984 107:0.3953084190011615 108:-0.02882054614700697 109:-0.07666223439687114 110:0.1963178936104875 111:0.1846766998583298 112:0.3027393369622237 113:0.08890552302442135 114:-0.8268953342801236 115:-0.09427974306849513 116:0.2942335616219309 117:0.6823348761458412 118:-0.2063308461231236 119:-0.1571962667197305 120:0.05386755336566968 121:-0.1069703527030427 122:0.1086759142834311 123:-0.001466251427620743 124:-0.1396535121683448 125:0.3042350092550908 126:0.3601045231635517 127:0.1428177256374834 128:-0.1263112227573846 129:-0.1747262073802705 130:-0.1657521383536166 131:0.06878642551116868 132:0.07934854689283567 133:0.1699371480284234 134:0.1334779808955975 135:0.07027511071951693 136:0.01436147854946943 137:-0.1272512889213125 138:0.6493977126276367 139:-0.01372157139864737 140:0.1447059160126619 141:-0.004150534980848886 142:0.09082495244249107 143:0.0349095443039073 144:0.04773678001912131 145:0.3385621600588917 146:0.27576141606432 147:-0.01075962088318114 148:-0.1128286876575583 149:-0.002738512052832646 150:0.1596594454642236 151:0.5147993325196603 152:-0.8534260843724797 153:-0.0709865438503694 154:-0.7607831313560552 155:0.2340416994310415 156:-0.1152226030855005 157:0.1233833108338313 158:-0.3407649693584062 159:-0.02852743430075445 160:0.06164852247713826 161:-0.2464596697886121 162:0.2906043439890432 163:-0.4374252313409821 164:0.09173566533554112 165:-0.3655835880888911 166:-0.1401650328437323 167:-0.1594554050054885 168:0.598148901249999 169:-0.07388956798196313 170:0.1428642217449919 171:0.08240702076776898 172:-0.4720162444750172 173:0.06704064341603333 174:-0.3997863510703133 175:-0.3074186343016031 176:0.701467071588184 177:-0.3743740238655642 178:-0.5830050793910919 179:-0.8036117527697665 180:0.6559249668858157 181:-0.3993822931622061 182:0.5090599117794451 183:-0.6029519051277834 184:-0.3280312130081108 185:-0.05385245265466476 186:0.2234252826783661 187:0.01880802563846476 188:-0.07004182731611346 189:-0.3134553101025845 190:0.2465497693905637 191:-0.2664592038903028 192:0.08919110956523331 193:0.07480918574818406 194:0.2414714656144195 195:0.01614826394993854 196:0.3301966398451829 197:-0.2927942495418417 198:0.1400950937282589 199:-0.2735650736408801 200:-0.1263848934639755
+1 1:-0.0283798895687281 2:0.04279879635871543 3:-0.1545528928884425 4:0.5337944926578949 5:-0.1727327484450506 6:-0.292535225056806 7:-0.1078179791436672 8:0.335694358122139 9:0.2930581546503926 10:-0.1725911208697467 11:-0.1730160372258724 12:0.1171744200499182 13:-0.3257693516567214 14:-0.2576120829570457 15:0.1870213437530673 16:0.1396699075379358 17:0.192107277654935 18:0.05305122298341405 19:0.2026672337748151 20:0.1449143240492826 21:0.0071178211281194 22:-0.2939722633278614 23:0.4373788918469519 24:-0.1577329554955106 25:-0.1198354408787499 26:0.01453371547581339 27:0.42556031333183 28:0.1734932094288066 29:0.114538194425106 30:-0.2913373564794567 31:-0.7140202616773194 32:-0.2454128309634721 33:0.200562658088185 34:0.1976736326711541 35:0.4932594219394209 36:0.03504936123390678 37:0.09574554120378603 38:0.08346421876376525 39:0.09026192010646419 40:0.05286140283421353 41:0.213481356629743 42:0.4091718010259771 43:0.1442072558644472 44:-0.1382429682116063 45:-0.3589786482717861 46:0.1940505117524801 47:0.1611802989120424 48:-0.03839920585939319 49:-0.02747578299214759 50:-0.1205550744997059 51:-0.2447995819661049 52:0.2786664633556232 53:-0.004407137937859129 54:0.6664418393367592 55:0.1668433867455802 56:-0.636009616677167 57:0.03811981427651419 58:0.3297753799994486 59:-0.4140973435573932 60:-0.7116758845534279 61:0.2115760680987255 62:0.004641921184130469 63:0.3841405801196117 64:0.391792085769108 65:-0.003396051567297526 66:-0.6137124979388835 67:0.2700148655568548 68:0.03593654308186957 69:-0.5598561474190182 70:-0.3098479475060738 71:-0.2874576312686281 72:-0.1019970427723083 73:-0.1449633212058741 74:-0.461673275644366 75:-0.1531119944169028 76:-0.3181074503702445 77:0.223417618700041 78:0.5071499299779225 79:0.4904489155135199 80:0.1093952560359223 81:-0.4801214082761421 82:0.1194316674230599 83:0.1062664569388916 84:-0.4688561602164346 85:0.07629944222576032 86:-0.1612817443625142 87:0.3988107630985404 88:-0.2022935959371849 89:0.02529508360940655 90:-0.3844003918847682 91:0.4421681256489518 92:-0.06359093250204494 93:-0.6136796553365172 94:0.5641120313273904 95:-0.367125839662235 96:-0.642211010234944 97:0.1713474699306002 98:-0.1023339306597492 99:0.5874231916549273 100:0.200140776623855 101:0.3861184315670819 102:-0.0699878070355167 103:0.4362388255743401 104:-0.1940543600207566 105:-0.0814382029378389 106:-0.2439225914592186 107:-0.001079270753080924 108:0.1683703170759471 109:-0.07570316459746707 110:0.1478750561861651 111:0.2190130623642081 112:0.142580764015495 113:-0.06097053594629613 114:-0.1670861132306064 115:-0.4055407814470754 116:-0.4125971552573526 117:0.1533600855450901 118:-0.1919815495009395 119:0.530741387525937 120:-0.5912157912894631 121:0.5605916676807596 122:-0.3849070539887032 123:0.4276990469665298 124:0.09448424516473686 125:0.03548257931927444 126:0.2593865127465743 127:0.2864484464566598 128:0.3757173556820487 129:0.2381659075210316 130:0.2676574505021285 131:0.115161341674396 132:0.230181895698716 133:-0.2750281730530255 134:0.3979395949319688 135:0.6660053568245058 136:-0.3175405258144357 137:-0.22356615235192 138:-0.002814550800009648 139:-0.3514818106434243 140:-0.2295172819542843 141:0.3564196088837037 142:-0.4118469781259371 143:0.1752212141937005 144:0.3828319634271238 145:0.3308471859867417 146:0.1044135063520178 147:0.2543790644481285 148:0.5362706919662739 149:-0.5236795084008674 150:0.08123611182648434 151:0.09846269962259969 152:0.02606582020165499 153:-0.1735872185032515 154:0.2012821442997421 155:-0.01229803406912773 156:-0.4743772075985643 157:0.1121294825062034 158:0.04963768894260544 159:-0.0134798839226854 160:0.1965813841798037 161:-0.3433842047868172 162:0.02721308307773015 163:-0.1686345897272741 164:0.4989234199508665 165:-0.5344340978180453 166:-0.541714992359575 167:-0.162916571173149 168:0.5361872566603274 169:5.798070036167058e-05 170:-0.7434962090820042 171:-0.1094239229443197 172:-0.7877058850037157 173:-0.3448637471844858 174:-0.6385343615690555 175:-0.004987523137097494 176:0.4358089524764359 177:-0.4229625091033347 178:0.08708456247510496 179:-0.2513541954922277 180:-0.2711077253039168 181:-0.01008343679436857 182:0.1060651745096831 183:0.3622305156638213 184:0.1482167069811922 185:-0.04353781487198418 186:-0.1361658391014764 187:-0.3377466518395362 188:0.1982997329693239 189:-0.7557738974036431 190:-0.5279141493115154 191:-0.3902053931519398 192:-0.001075878774005307 193:0.07804111502746851 194:0.06929920760984518 195:0.2744586836161204 196:0.07095436513899274 197:-0.5709132270470126 198:0.2316308189034407 199:0.0853427895507525 200:-0.08164139406587453
+-1 1:-0.2944542137652752 2:-0.02998228591553559 3:0.2289815016881757 4:0.2940204634343508 5:0.3386033124216976 6:-0.2441422770182254 7:-0.008703591780590256 8:0.5687133416251413 9:0.1372413175870452 10:0.3392198312022138 11:0.1228771672938274 12:0.6282408878866896 13:-0.2358182491994559 14:-0.3999429214261173 15:-0.1694992517056174 16:0.1407376866158798 17:-0.3178762342228349 18:-0.2945018153795891 19:0.1298592892736584 20:0.005605777091286707 21:-0.4477247173016662 22:-0.1627577800320639 23:-0.1166354981831464 24:0.2500221090932907 25:-0.239761052559853 26:-0.3973263287172357 27:0.457729468489554 28:-0.4749721204479036 29:-0.2847787261606217 30:-0.3735428040455103 31:-0.1542833592034814 32:-0.09266862722634409 33:-0.01712339393077712 34:0.04831120727535082 35:0.07295366888916222 36:0.2787244117528651 37:-0.1179888405831982 38:0.2008558489469006 39:-0.260653343620679 40:-0.6678046446982412 41:-0.02024180582497245 42:-0.5287449166477338 43:-0.06006673971979563 44:-0.1444274249233866 45:-0.2162752196876933 46:-0.270655833713547 47:0.04407949094673132 48:0.4420689537330183 49:-0.2248882598995186 50:0.706693252682854 51:0.1221008524572913 52:-0.1714120594082631 53:0.4349526612782024 54:0.005698282189482595 55:0.1084828957975087 56:0.3162050012162899 57:0.1244668077190213 58:0.08297417896707979 59:0.2635522509156624 60:0.02845891964889173 61:-0.7754081156308462 62:0.1061432454611086 63:-0.1243800955393774 64:-0.2457530880128248 65:0.5861911669852248 66:-0.6441222977137314 67:-0.003849766048534563 68:-0.202393570343841 69:-0.2593179384817326 70:-0.01704571593194195 71:-0.008160628567161352 72:0.1916251982654197 73:-0.3246812638628768 74:0.2970772386502648 75:-0.1957549786541865 76:-0.01827971885912568 77:-0.356113794294472 78:0.1198535505965283 79:-0.4644405635271552 80:-0.3065040194761159 81:0.2557339542440249 82:0.02410671461293415 83:0.09640197111002904 84:-0.06982904676301836 85:-0.2650207814741367 86:0.001522473275952313 87:-0.02089505524430255 88:0.245805792911538 89:-0.3024331281873405 90:-0.6754755388465761 91:-0.2208833567195262 92:0.291872738816049 93:0.1532516116423245 94:0.06809807294384354 95:-0.01875492250320364 96:-0.2028610415185864 97:-0.05643364350515831 98:-0.2960535475380874 99:-0.4489099896172593 100:-0.3780516817771988 101:0.756918833211066 102:-0.3024123803595264 103:-0.1739158716671174 104:-0.4754651049180056 105:-0.1626556117314267 106:-0.8074579090180942 107:0.1466393067152432 108:-0.4212557760168296 109:0.3008410638672683 110:0.3056135674370665 111:-0.03638851349799518 112:-0.07660743459067659 113:-0.5326192719943154 114:-0.7704421842736326 115:-0.3834188343014226 116:0.1581613038613108 117:0.1242542939519025 118:0.2986638626151714 119:-0.2031827408067649 120:0.1974619078821019 121:-0.01149911385230574 122:-0.1912254119281922 123:0.3564442857347985 124:-0.1635497159702149 125:-0.09079456251350354 126:0.04754867717848651 127:-0.06492720066393923 128:0.291783443110579 129:-0.4282835857230581 130:0.1326367154834118 131:0.1309500366212392 132:0.09081734573352535 133:0.2800859043186479 134:0.3644829944485207 135:-0.3230538566426663 136:0.09438196263213317 137:-0.4066616324092699 138:-0.5894739142041406 139:0.126555827685963 140:-0.5151976898564143 141:0.5432379689740697 142:-0.1221853048709019 143:0.2790676224716435 144:0.4188990610165936 145:-0.3315643387012285 146:0.09261271448400099 147:0.03895864093086766 148:-0.02753244137238196 149:0.4512616006200383 150:0.1966965039952314 151:0.1302405513255349 152:0.223276018157973 153:-0.4359267718297889 154:0.101654220763075 155:0.2063412080971496 156:0.1462420609118224 157:-0.02114867082200796 158:-0.2564465359130475 159:-0.3827302752443106 160:0.07856808201581759 161:0.08963500814192776 162:0.6014730408510638 163:-0.6792264992028613 164:0.3705885599093394 165:-0.3585225432563843 166:-0.1859221934583 167:-0.2437853461293979 168:0.1489338911462045 169:0.07173199943940009 170:-0.1232949937457068 171:0.001452239731441329 172:0.5095804227836342 173:0.433291075016475 174:0.5416246990397058 175:0.3916532831315669 176:-0.1366098800012333 177:-0.2545630556629423 178:-0.2788239585734007 179:-0.2300900828638538 180:0.4104779794308947 181:0.3117307385940205 182:-0.3846905823659084 183:-0.02254663844711081 184:-0.193876894299008 185:0.2549328074547074 186:-0.2073240926104883 187:0.0921949911990073 188:-0.4383286385896012 189:-0.2540780699186916 190:0.5087174299538082 191:-0.3341245887553559 192:-0.1663391773773318 193:0.04739073266472783 194:-0.4343798724540742 195:0.1357874870498071 196:0.6068024255524729 197:0.484229922366569 198:-0.4715116883632018 199:-0.1892361411822188 200:0.00299639795290102
+-1 1:-0.4734781359334481 2:-0.1746680117658929 3:-0.1544648021743904 4:-0.4059639320402877 5:0.04160973638508245 6:-0.0980530520250089 7:0.07653547088431689 8:0.2863547648258263 9:0.1318826005430677 10:-0.2365368662043869 11:-0.2886492584942424 12:-0.03042164794838773 13:0.2856285835435774 14:-0.03156564874370356 15:-0.3636405808659866 16:0.2305162729397195 17:0.5482364680261148 18:0.410636267192004 19:0.4143811277180899 20:-0.1203385764449249 21:0.08182781388319811 22:-0.4475398703743054 23:-0.3664683271371373 24:0.2911275483858087 25:0.6128997844197877 26:-0.6697582200638056 27:0.06881314453398593 28:0.3410813080212671 29:0.06691141163392926 30:-0.04707526527676989 31:0.3995468199844298 32:0.1006157724963352 33:-0.1070039700523783 34:0.2695434322230341 35:0.240478483120141 36:-0.08347452307649095 37:-0.2752123679666151 38:-0.2298969413991105 39:0.4225211500594345 40:-0.2428975567890436 41:-0.1029033530712595 42:-0.9552718194799958 43:0.05384464108250835 44:-0.3514501404694373 45:-0.3961428067604994 46:0.2148800401587692 47:-0.8560729303316886 48:0.01090052545702143 49:-0.3526899688688587 50:0.1967498014421157 51:0.2676411021354251 52:-0.2290635383125839 53:0.3280279034583296 54:0.3377326142898629 55:0.6075163257112652 56:0.07377841984163673 57:-0.4109149578702924 58:0.5128456701380198 59:-0.4094912385371323 60:-0.3418962710354499 61:0.04335831649657208 62:0.9999999999999999 63:-0.2157070693996614 64:-0.2926757234032308 65:0.1541757835460523 66:-0.5147777219241155 67:0.2648534380830233 68:0.1501035191523089 69:0.2591755019249679 70:-0.6006136936366445 71:0.5283166110108715 72:0.1292807824576393 73:0.07724506930304172 74:0.1829930967095172 75:-0.4161009425513538 76:0.5805971214672498 77:0.1644279155161718 78:-0.4049976780607868 79:0.06982115419279053 80:0.225604935169698 81:0.3902927344155691 82:0.1946494305813823 83:0.07446883948847403 84:-0.1619886336359833 85:1 86:-0.01735498914477428 87:0.03973692055359981 88:0.2717457601053873 89:0.1479326385134425 90:0.3086056616956678 91:-0.6993903438483275 92:-0.7512998371488179 93:-0.3730479668439524 94:0.124234891130692 95:0.0944959510925063 96:0.2955619920686462 97:-0.8237174965417191 98:0.6316394971520228 99:-0.07172156306825889 100:0.095320213917227 101:-0.287236533468851 102:0.3163684345348686 103:-0.1436776646689754 104:0.09898850732357467 105:0.02438865215358915 106:-0.4616261785732108 107:-0.2128388434148553 108:0.3323168075465343 109:-0.002105758641072826 110:0.3607815210746477 111:-0.1862124918519416 112:-0.4398967385174179 113:0.3733950442688446 114:-0.7504381881971007 115:0.1171925626823978 116:0.5015036941398772 117:0.3335969495445211 118:-0.08531066621815198 119:-0.03639368058500081 120:-0.1859804027245084 121:0.2143051205643261 122:0.1325064884547308 123:0.1937419221795103 124:-0.331996686548725 125:0.05068709147557254 126:0.1075220265005535 127:-0.2738674552208855 128:-0.1721427109416679 129:0.06727791600409974 130:-0.2282171997300464 131:0.3216148777550323 132:0.5700974613130986 133:0.1291084076480766 134:0.04256110485111309 135:-0.3360056007880558 136:0.2003262419208748 137:-0.5397204021440017 138:-0.2752747836328328 139:0.08196408542875111 140:-0.1559179300333586 141:-0.06837677807699249 142:-0.50078015105068 143:-0.2895679380092453 144:0.6623828964740852 145:0.07848697362105581 146:0.00908565815064194 147:0.2993093945448697 148:-0.6343681269663479 149:0.1149990533660031 150:0.05260290663916121 151:-0.6853685381538046 152:0.07055542042734317 153:-0.2131241241430861 154:-0.1792377228905127 155:-0.6422271433176648 156:0.270089941557814 157:0.1314753186840299 158:0.1002968892634529 159:-0.1777266970126546 160:-0.2581887004661695 161:0.2535956633396992 162:-0.3769694682319035 163:-0.3379402822483836 164:0.2153294861651695 165:0.5781275593124824 166:0.06506714636948494 167:-0.5789503941291726 168:-0.987502657575984 169:0.134315109514723 170:-0.217576863020682 171:-0.05354207551129865 172:0.1793987297781154 173:-0.00313359581320579 174:0.1908554344107702 175:0.4463065731781202 176:0.1361276301293015 177:-0.3260581807115467 178:-0.1131257468994517 179:-0.08445666037880888 180:-0.07495427774846825 181:0.199049098185461 182:0.3813103748190812 183:0.2004560231518834 184:0.1574833791761253 185:-0.4188928698426641 186:-0.8513651130164173 187:0.170528992456229 188:0.2574175234044539 189:-0.2176376182998939 190:-0.03128333561955851 191:-0.1195815056849414 192:0.2741800607834829 193:0.3067492547522734 194:0.07582505827266936 195:0.5581113869428955 196:0.2084061245751824 197:0.3293418530553808 198:-0.6084898681534974 199:0.007284071658911878 200:0.06464437553478414
+-1 1:-0.2447817556175853 2:-0.08310910082882111 3:-0.2003302671774698 4:0.4440140495644183 5:-0.1808381020665273 6:0.3255053537769237 7:-0.315017293547163 8:0.008277257739448027 9:-0.04131899788039045 10:0.2523513263663483 11:0.2570403547604049 12:0.891172282714605 13:-0.1581100471440895 14:-0.196560711798476 15:-0.4016194748301549 16:-0.3453252491839684 17:0.4883329397462327 18:0.1437812768123331 19:0.3801829638592733 20:-0.4083958478352513 21:0.1153361433587478 22:0.6683524376751317 23:0.4762503414788987 24:0.1976215415917145 25:-0.07990029242979826 26:0.09357664419647754 27:0.04920855146550702 28:-0.01892068919061506 29:0.190632066572613 30:0.0539611542712998 31:0.1690324350212208 32:-0.02235653998411159 33:-0.1274008282746552 34:-0.1156134161937432 35:0.1718552070989487 36:0.04811923753282143 37:-0.0534498462347379 38:-0.3078176966980561 39:-0.3070502363961413 40:-0.08919762189324623 41:0.2362541337562489 42:-0.5742308813455441 43:-0.4279503935907691 44:-0.134343093379863 45:-0.2427581150184102 46:-0.04689017926314723 47:0.6275893819177163 48:0.05924420390552686 49:-0.3726809633000064 50:-0.06159834129113206 51:0.2726990233359916 52:0.2869142888523244 53:0.005530862318087304 54:0.3340660295767081 55:-0.2923340334178756 56:0.0761815292136053 57:0.4977486586302588 58:-0.1163829424205604 59:0.7532668062775648 60:0.3896334605522312 61:0.08457051667475911 62:-0.05388840622999358 63:-0.4835771225121678 64:0.08936982549270503 65:0.1350306192745088 66:-0.303747496848352 67:-0.233520518280191 68:-0.4447863052495068 69:0.006658595737336251 70:-0.6634070467196992 71:0.5385098538493788 72:-0.03609955486184641 73:-0.2105561177214611 74:0.5639967083638874 75:0.4941244088720367 76:-0.6326937436321818 77:-0.2884971774923663 78:0.1574842489076841 79:0.1579664641385577 80:0.4388386813360524 81:-0.03533669636086473 82:-0.1497885798119922 83:0.117531337066405 84:-0.5353093156602333 85:0.08522144824735275 86:-0.290840232111932 87:0.1574136864192186 88:-0.05013650456029486 89:-0.1687249699922485 90:-0.4007790337734578 91:0.328208878364519 92:-0.2783029955544226 93:-0.2378623601509753 94:0.1600884369108318 95:-0.2248487227171099 96:-0.004800213128613534 97:0.5857225223641209 98:-0.6682351106914658 99:0.3291321572202462 100:0.3150502028687386 101:-0.4451175044108765 102:-0.1291601771296935 103:-0.05081636083501823 104:0.2492093727378565 105:-0.2049106098565363 106:-0.1088372893522622 107:-0.4834259783206911 108:0.5003095683171557 109:0.3011410733742833 110:0.03564373365537069 111:-0.01982212243871316 112:-0.08940817400270128 113:0.08926179652162068 114:0.410362529981974 115:-0.9828436479574387 116:0.4353057072138246 117:0.4192653004420823 118:-0.06270444880007633 119:-0.4064147170883899 120:0.2438780145909941 121:0.0542253204311287 122:0.1419091092945455 123:0.4387188274679598 124:0.3267388555466299 125:0.6528553017409855 126:-0.4222215518733612 127:0.1785830608487957 128:0.5386922264426866 129:-0.3651448638829268 130:-0.3475481696468061 131:0.2782851665231323 132:-0.2627139235650833 133:0.08491766774962439 134:0.2113276694242054 135:-0.2691772190362007 136:-0.04192568108284258 137:-0.1557038108529655 138:0.1661775323489435 139:0.1453072724691296 140:0.04778892792576082 141:-0.09036033938558233 142:-0.3717403537665754 143:0.3734697293977654 144:-0.2500886569596065 145:-0.2127199250589818 146:-0.7521839346388309 147:0.08874588846384926 148:0.5248079676871216 149:-0.06304649393516634 150:0.2935378262020022 151:-0.189955374875824 152:-0.3023096953936706 153:0.5253058589712742 154:-0.1747957513667815 155:-0.2266157045180526 156:0.3914196025666848 157:0.03152142822730289 158:-0.04008211510148661 159:0.06446446395424152 160:0.3751091966721434 161:-0.3151473756583884 162:0.1369469099049375 163:-0.5799929635727747 164:0.4409140920761413 165:0.2097393802615237 166:0.2493333403401112 167:0.2826541281209486 168:-0.3147326645214421 169:-0.1058576814521233 170:0.2908501846241408 171:0.6225112723720979 172:-0.2006581522710563 173:0.5409171105548304 174:0.3383452662080458 175:0.1095190129054252 176:0.3737452287622023 177:-0.007655786459419944 178:-0.3664451857021885 179:-0.2480816552594481 180:-0.2502692473737157 181:0.4988185189705966 182:0.5982815306117012 183:0.4283794824892863 184:0.2263710675579093 185:-0.2367755991960179 186:-0.3381336320625163 187:-0.2158794369987118 188:0.05297058466373686 189:0.452415531315595 190:-0.240113462037699 191:-0.06314883458808479 192:0.176222445302382 193:0.3777561998107067 194:-0.1125108144374542 195:0.3882884834953035 196:-0.04445674092464502 197:0.5281246502613841 198:-0.3250075892047496 199:-0.19097280854088 200:0.07277376313092232
+1 1:-0.5307238549657479 2:-0.1858818450417591 3:-0.3853042286465029 4:0.09826028578782788 5:0.5650404924067322 6:-0.3025399448845082 7:0.6090675494412223 8:-0.8522726115506895 9:-0.1660515657225165 10:-0.3874519066710652 11:-0.2154877210454292 12:0.2796758666739731 13:-0.04770986043008924 14:-0.4442229354017419 15:-0.1329297247877679 16:0.2725744690555705 17:0.2651591504661339 18:-0.2665553306390851 19:0.1619207792878744 20:-0.1071500459401515 21:0.2798987061825324 22:-0.5289395329780678 23:0.2998373179784429 24:0.06850912258869343 25:-0.6280414847421502 26:0.01853615571578787 27:0.08633281587784634 28:-0.07216184179205756 29:-0.2653084539971748 30:0.1481378549612566 31:0.3132475429076665 32:-0.1228852733964537 33:-0.2125657309998974 34:-0.6057768893466315 35:0.879171018977792 36:0.02428890592102383 37:-0.05575745602322774 38:-0.3645637623607921 39:0.772927296697778 40:0.1979375320195382 41:0.3902880622461952 42:0.6356192701972445 43:-0.1863172756482158 44:-0.9365032026544474 45:0.09316523440802756 46:0.8646693803009049 47:-0.2789007488429275 48:0.4418665370486573 49:-0.3308380317653321 50:0.6628212578915181 51:-1 52:-0.8586292084773228 53:0.3030099817587231 54:0.4542912651533202 55:0.313521712750093 56:0.3221932864118748 57:-0.4885690085383388 58:0.1051854036839725 59:-0.1354973999072515 60:-0.1826605281860373 61:-0.02514878359059793 62:0.244289449639415 63:-0.4289915305366113 64:-0.3499158766197869 65:0.1869240122275099 66:-0.1368244897791694 67:-0.3019867955788954 68:0.3174507367644583 69:-0.003631865063407222 70:0.1293890660978279 71:0.3337199875755017 72:-0.1616286240554743 73:-0.5184681876151772 74:-0.01115554421275407 75:-0.2033972380078489 76:0.1619926915655229 77:0.4298321607960312 78:-0.1779523084963378 79:-0.1749532836382739 80:-0.2236392638600689 81:0.2547173013160328 82:-0.1576621484825776 83:-0.2804146764338354 84:0.2701679401181653 85:0.08446639618707863 86:-0.2763557935997395 87:0.1444461529693479 88:-0.3217324052503697 89:-0.02352479408733739 90:0.3726226015553007 91:-0.4439181458052258 92:-0.1156367639882119 93:0.03136673603008753 94:0.07540617495000591 95:-0.1406253754378147 96:-0.31460895522939 97:0.4916202888592641 98:-0.2474156342382627 99:0.2293418876159383 100:0.4017707929540335 101:0.04146525800288672 102:-0.2557237591208263 103:0.2484267984098182 104:-0.1326670826469185 105:0.5364366420523594 106:-0.2414366981527962 107:0.1284645507814015 108:0.1955386004362137 109:0.8746786381421675 110:-0.1569067799591832 111:-0.01980803027867631 112:0.10805589159664 113:-0.06493356813641857 114:0.05706204652276259 115:0.1724958687159998 116:-0.1568462634043731 117:0.6671288610166197 118:0.1253217353554978 119:0.2581108985055812 120:0.2320779851586063 121:0.06238601146708871 122:-0.1426725391705949 123:-0.01078582460489399 124:-0.1304410339416278 125:-0.5032012522668659 126:-0.04920967635560546 127:-0.2193996153806385 128:0.1647152741612497 129:-0.2869700870446982 130:-0.5128394200004114 131:0.3023714072944524 132:-0.3728148069193241 133:-0.2911628494358509 134:-0.05322705159355604 135:0.3571603874111733 136:-0.06871180569950633 137:-0.04197114924006551 138:-0.1570205606712514 139:-0.3292541041212191 140:0.1034654950951336 141:0.2803819670640186 142:-0.3768858371625051 143:0.3745896964695705 144:0.0515183501017849 145:-0.2477325035534484 146:0.3618154329948894 147:-0.2254119105475869 148:-0.5974810835971831 149:0.1724935633399814 150:-0.1853540640339989 151:-0.3250789841317754 152:-0.08134865582379486 153:0.480667488164303 154:0.1559741180812755 155:0.1958133015421045 156:0.111306451582454 157:0.5600548218234918 158:-0.0646909421038641 159:0.3780859937280078 160:-0.07192973653526373 161:0.02192746475106275 162:0.8080329287684362 163:0.2294482503317496 164:0.4797501178966435 165:0.9007552942611846 166:-0.1640823821542963 167:-0.1089716371797793 168:-0.1826959921945089 169:-0.05799651844135306 170:0.01656048077805224 171:0.2181905878355168 172:-0.001983523690805192 173:-0.2562195043910786 174:0.06737114576795913 175:0.1881942725239774 176:0.07477370219431587 177:-0.3822123199412362 178:-0.03375942086792307 179:-0.402535043491773 180:0.100398493197397 181:0.08240592861976981 182:0.4425777767345735 183:-0.3598120352874108 184:-0.1754793189258852 185:-0.05528011202004799 186:0.9792491856907825 187:0.3926449778754168 188:-0.04160359438713966 189:0.2334770586309086 190:-0.5699755135643828 191:-0.01661181613775356 192:0.3315624123233231 193:0.02129513891203669 194:0.4647300234973644 195:-0.05744858189102334 196:0.6487649541496223 197:-0.1343683110397127 198:0.06625962755031881 199:-0.01333406047176207 200:-0.3558509351493477
+-1 1:-0.3817209715708635 2:-0.7374140106053771 3:-0.03413876473363064 4:-0.2288027537282941 5:0.03575966629531598 6:0.4475432509351437 7:0.2765361302243008 8:0.06153240663985649 9:-0.2875887184552963 10:-0.05052883311249679 11:-0.03449272293597536 12:-0.2726914680522076 13:-0.3674788862703017 14:-0.2093437726110302 15:-0.5772909275675926 16:-0.3826471853395269 17:0.1285771728016727 18:-0.01535507747719493 19:0.04106567475003363 20:0.02494588354222384 21:-0.1172460894800581 22:-0.1673380371299771 23:-0.1632714687295473 24:-0.5622345940048078 25:0.1080350874384747 26:0.1382218103695607 27:0.2136102671665678 28:0.03247067356523184 29:-0.1793030088234093 30:0.03306582717135507 31:0.02423816479065462 32:-0.08474343835168693 33:-0.1941832400662834 34:-0.06001584583962345 35:0.6707777682130496 36:0.01764298407548711 37:-0.1835002021052776 38:-0.547411619731309 39:0.510977456693306 40:0.2020533587236598 41:-0.01199692124309319 42:-0.1643409203284996 43:-0.3047293672933583 44:-0.2064026135357526 45:-0.003223523499573118 46:0.5297748227167116 47:0.1057223997724403 48:0.196214730453162 49:-0.3974701556489138 50:0.1427440640823961 51:-0.03587769729418805 52:0.1050759604927029 53:0.1561256819154471 54:0.3915782553795583 55:-0.1047826209950917 56:0.1198640527868566 57:0.2772460922794927 58:-0.08505188008640385 59:0.3304012108492211 60:-0.2556441116279542 61:-0.4739150352334319 62:-1 63:-0.6856018205233791 64:0.7797443679159827 65:-0.07212345591045166 66:-0.5799660244783331 67:-0.1434486983712392 68:-0.112223192896268 69:-0.2083368219423286 70:-0.3005977647276046 71:-0.7525116306773643 72:0.07440351152072239 73:0.1790315701224827 74:-0.1036153968362721 75:0.1625661532074427 76:0.05368048641182983 77:0.4177029294610556 78:-0.8018116295604856 79:-0.3161204915768174 80:-0.09224519844651455 81:-0.5112434642394142 82:-0.1322595637354029 83:0.6080488961184969 84:0.05237812916410885 85:0.1627763328838758 86:0.1074599443539587 87:0.3242844464564996 88:0.1159697302850538 89:-0.8100231872584253 90:0.1351777135478527 91:0.5573141898466156 92:-0.3160099975161762 93:-0.09893271404803955 94:0.556681680328063 95:-0.4193324988842458 96:0.2614261511248855 97:-0.1137972905209647 98:0.1354991756058705 99:-0.4601618982848271 100:0.4718967223617109 101:-0.2961540346319275 102:-0.05537081699714799 103:0.4874928230976369 104:0.4711827671174774 105:-0.07376566034625293 106:0.02756075755990496 107:-0.002848274880841523 108:-0.4852783758489081 109:0.285398347838528 110:0.7180712004336991 111:0.2280525975082554 112:0.2011132941395472 113:0.1278956853814114 114:-0.3937588532981044 115:0.3557400373592027 116:-0.1570012967977207 117:0.02339070193790138 118:-0.3953816697421195 119:-0.1762595079212193 120:0.5051535587693856 121:0.7035007515404825 122:-0.4917437041660089 123:0.2961800215585455 124:0.3312387509539221 125:0.1481800663807573 126:-0.2472055827549038 127:0.278882654910968 128:0.08447874693937052 129:-0.1505724784002665 130:-0.3073808574146702 131:-0.05785461768505977 132:0.07590994139598412 133:-0.1339108791143205 134:-0.2206811346543461 135:-0.09089264472919187 136:-0.2857852273676048 137:-0.05904592715413211 138:0.4138159960649996 139:-0.02586810581620774 140:-0.02090002757785138 141:0.6390339485378919 142:0.4129284646609392 143:0.2643549865013078 144:-0.007889458790006139 145:0.4523187284541955 146:0.0879319277074751 147:-0.2060180663572485 148:-0.0757814564838024 149:0.3356352724299833 150:0.257583003931101 151:0.1639662951964863 152:-0.14463810072727 153:-0.1208313891198721 154:0.3147805809757657 155:-0.3248448666937264 156:-0.1739965704363708 157:0.4681842931533095 158:0.129004379639236 159:-0.4505301004896008 160:0.0852739361214003 161:-0.1140306481322348 162:0.4205074244995968 163:-0.787522728414636 164:0.7643978812412133 165:0.01363448214492379 166:0.2574410778341344 167:0.3063601287940163 168:0.3909428942822866 169:-0.5374803113218372 170:-0.230969225882188 171:0.7487098472442844 172:0.2204887079170451 173:0.249432978980761 174:-0.739518873824074 175:-0.0850279992571655 176:-0.1327553318195279 177:-0.749257430606181 178:-0.8372102958861669 179:-0.001977059843259648 180:-0.1987755395539944 181:-0.3691113297041367 182:0.5427347780239629 183:0.3478716776247941 184:-0.3882590915425911 185:-0.2782393148085972 186:-0.1365938655776571 187:0.001978692858092459 188:0.08466143215034856 189:-0.0418186690751637 190:0.1217948102306293 191:0.3381873799389586 192:-0.2542115593720555 193:0.05139700832337563 194:-0.3229747393765001 195:0.1180311569178138 196:-0.3239020500072467 197:-0.04522930593255044 198:0.5091788767112166 199:-0.3292517173291103 200:0.2100879763028399
+-1 1:0.2666979474583312 2:0.1453487993131284 3:0.3522188600038627 4:0.2172163592096471 5:0.79452651024906 6:-0.4039938175120346 7:0.4289118479365298 8:-0.3240605897755098 9:-0.2318593822175229 10:-0.1188366151716788 11:0.5157079537596648 12:0.4618957603632499 13:-0.3240005676970118 14:-0.2464594852334281 15:0.4618060061189579 16:-0.5773205741782751 17:-0.7718377054317752 18:-0.3420673786387044 19:-0.1132732433154031 20:0.3447438659379108 21:-0.1914499212555446 22:0.04788287784113915 23:-0.1508176259985749 24:0.3959828211671364 25:-0.2591726969585282 26:-0.3768603306347789 27:0.04019899658800498 28:-0.5745907920847967 29:0.2584046122094619 30:-0.05719289657557679 31:0.1323464353557275 32:-0.2486605010408933 33:-0.3633644570904622 34:0.3899385249511606 35:0.3342118925879727 36:0.3224677490510058 37:0.004676547934843366 38:-0.008072386099995867 39:0.1955681898421809 40:0.2686792511024516 41:0.2724424148393088 42:-0.3163062305084934 43:-0.2972184260356106 44:-0.001726261587837355 45:-0.0823813335567921 46:0.1647814975742815 47:0.5491360452793196 48:0.2921731406522924 49:0.01391816887370627 50:-0.212778882706816 51:0.04359856809796292 52:-0.2139313540075465 53:-0.2408532530059447 54:-0.4307905704598147 55:-0.612578566892713 56:0.06988222202464182 57:0.01657685193829525 58:-0.09211937452345186 59:0.05665267566563581 60:0.2082340914462839 61:0.2382577801072381 62:-0.5800963818124433 63:0.1924236574049575 64:-0.4371538475798372 65:0.3732134398732221 66:-0.162959478456555 67:0.1635692942708708 68:-0.1303503531394491 69:0.5789066381341431 70:-0.1969970607737259 71:-0.5064842516603251 72:0.4247327528371554 73:-0.4067062886350992 74:-0.4014557148383019 75:0.4011463018395264 76:0.4570404702479821 77:0.09306759915600213 78:-0.06698741757291292 79:0.4774988434381781 80:-0.0413806432074844 81:-0.06863874377948082 82:0.5359383684445573 83:-0.7081918185850694 84:0.4164401487148597 85:-0.5286076448856649 86:0.4737222321824314 87:-0.3824500770066923 88:0.3586005135482279 89:-0.2658144455314407 90:0.06780595307032744 91:0.2392869049395686 92:0.1888793600923863 93:0.06931872512148014 94:0.2668954279838782 95:0.03591616142039093 96:-0.8527130920673471 97:-0.518648243828378 98:0.7456889628761291 99:-0.6130456436598316 100:-0.1231527226244106 101:0.1663748414798884 102:0.01924194458499275 103:0.2497922742189631 104:0.3319662855652825 105:0.2748293408122944 106:0.2433400814473458 107:-0.06578683959953593 108:-0.04245506400478187 109:-0.5264218487244944 110:0.04059001479081108 111:-0.5066469058534635 112:-0.4949885969727636 113:0.2237382945097877 114:0.08002057216241806 115:0.3829022971850307 116:-0.1817094657885977 117:0.1062992344790935 118:0.04951150560470069 119:-0.3902425162389233 120:0.2949835242675143 121:0.3231680611693652 122:0.3646055723005642 123:-0.01370763337115907 124:0.1009235589879966 125:0.163792845825286 126:-0.06974385219343281 127:-0.02654780028077387 128:0.2306683545705269 129:0.05852690740440289 130:-0.01152739147374789 131:0.08027134424048207 132:-0.4895596418701342 133:-0.2061297122527559 134:0.5858382687763042 135:-0.6890058738915941 136:0.4553232161266023 137:-0.3171332122536289 138:0.04833007095830664 139:0.2151625091271481 140:-0.293106974528363 141:0.6931866744400109 142:0.6554662186124075 143:-0.09602849626398961 144:-0.3903017323143811 145:0.3092865886635815 146:-0.4498188930393973 147:-0.1871386556992013 148:0.2931533293361736 149:-0.3334881248760879 150:0.04513383257151073 151:0.2225523970603749 152:0.2273700953288175 153:0.2060724725242223 154:-0.04773993293538797 155:0.7467621788726735 156:-0.2399649923862311 157:-0.04824911180377268 158:-0.3970043406325428 159:0.2943055409566998 160:-0.007583637138766725 161:-0.8786937981710886 162:-0.7406585443151882 163:0.1962581936990291 164:0.4188813005101134 165:0.2271646817270951 166:0.3499007629684071 167:-0.5008820916880876 168:-0.2975459163263507 169:0.02865568779406563 170:-0.4203593015559913 171:-0.16288400436581 172:-0.2336578809933616 173:-0.1473871058196035 174:0.2754327289539238 175:0.4399620701644458 176:0.21609680229348 177:0.1164078896203091 178:-0.1999375521904484 179:-0.2385521204290033 180:0.5140281357486494 181:0.3119061396795201 182:0.4974789763550724 183:-0.1511982469943781 184:0.1959273449882283 185:0.268265669923348 186:-0.5895846763288631 187:0.2221702231478289 188:-0.491375170822673 189:-0.4683836263998101 190:0.3888150435102024 191:0.4220793807984867 192:-0.1790413520170089 193:0.2118876309379501 194:0.1885985616719178 195:-0.5087228881268564 196:-0.05361901591503421 197:-0.2033950330326875 198:-0.5938510306569432 199:-0.7355642451828988 200:-0.2047504320807777
+1 1:0.7735441985271031 2:-0.8112375643228485 3:0.03486203762127461 4:-0.3312872620810875 5:-0.1000031632502023 6:-0.1714148982591129 7:0.1585643332523853 8:-0.2939271259753991 9:0.01316470141788439 10:-0.3396869903890978 11:-0.04573486570414587 12:0.2169105414976993 13:0.3770986676925877 14:-0.5017261050321689 15:-0.0616779648830501 16:-0.1092505268495316 17:0.1829148350611945 18:-0.4080325644352219 19:0.3853348091758206 20:0.4684402453956965 21:0.3153039764436038 22:0.5907986615852479 23:0.8227017521563372 24:0.05045170755133338 25:-0.2114470848515946 26:-0.3783879489442689 27:-0.2186564323238649 28:-0.1600479104348107 29:0.1137159626629987 30:0.1815648375589227 31:-0.09236060969897954 32:0.08828259697729277 33:-0.1194999110302241 34:-0.5975195174692697 35:0.752726030264907 36:0.1014102714875125 37:-0.5404456097147963 38:-0.4378294372273089 39:-0.04348015241873933 40:0.2141642955434859 41:0.6218227708954472 42:0.3237380681545789 43:-0.00604960190393504 44:0.07232250334269369 45:-0.2693902824177244 46:0.5104878992642828 47:-0.6122878010814581 48:-0.0212270334243705 49:-0.4979674666561348 50:-0.4713041451596243 51:-0.01828911963771152 52:-0.2027661079411964 53:0.5693743778201112 54:0.2011479050957327 55:0.5803961645178121 56:-0.2391995946043029 57:0.5955620066101781 58:-0.09319262691300427 59:-0.4032088479046251 60:0.1407198015295449 61:-0.5330656632444211 62:0.09571628487395574 63:-0.04506391772707569 64:0.2427297479345401 65:0.02030835460228167 66:0.1754556951316305 67:-0.2719400917618112 68:0.08135232964553403 69:0.1803747494428227 70:-0.1429228201617626 71:-0.2487442129616599 72:0.1003112560675465 73:0.239314443186962 74:0.131493476725366 75:-0.2334868575454921 76:-0.5158761601850385 77:-0.3973502289644372 78:0.2484755266807682 79:0.1929526334346502 80:-0.4005375183649818 81:-0.108555266299849 82:0.2630216823864836 83:-0.3527798519874482 84:-0.1198754303685504 85:0.2802006209524114 86:0.5812926799665692 87:-0.0409194026993612 88:0.4777488515382268 89:-0.649125101278589 90:0.1103308508058609 91:-0.7932239954230765 92:0.1258631272639115 93:0.04398137496443048 94:0.2016527552862384 95:0.003156721343464605 96:-0.2474707325967694 97:0.8472757018961681 98:-0.1240116608393181 99:0.06208849878495208 100:-0.5048014480898929 101:-0.3022090640779289 102:-0.4451102086121232 103:-0.001181339936396325 104:-0.5283420593157582 105:0.04619710075168057 106:0.1926389877749037 107:-0.2952124036424599 108:0.4090034675287848 109:0.3044619375008911 110:0.2473714413087567 111:-0.02744747766089289 112:0.08119237336748755 113:0.347738948919774 114:0.07511255688566382 115:-0.02058247623380686 116:0.3614864246011937 117:0.4075562102736352 118:-0.401960796866257 119:0.1864195754967556 120:0.1224121652978999 121:-0.5676635376948667 122:-0.1048201192270575 123:-0.2867443050533514 124:0.09599436948959739 125:0.1331031008044905 126:0.1061915648938642 127:-0.1411930793444348 128:-0.1995516205151813 129:-0.4416351436754641 130:-0.8210696679820518 131:-0.4834027988778369 132:0.2109881091259363 133:0.1108745247276607 134:0.2560817660517312 135:0.5260146324846154 136:0.3629808734520512 137:0.1091900043624463 138:0.341436209079359 139:-0.2755415000057713 140:0.2916177040358308 141:0.07347303262327458 142:-0.4993603592517545 143:0.02637653620977767 144:0.1569764048095223 145:-0.04022473468875416 146:-0.4603360764077651 147:0.2322283709369813 148:0.2351679228372119 149:0.7735360218874607 150:0.2031069136131545 151:0.1191834998316613 152:-0.03305172315074487 153:0.4428614069863995 154:0.147036754574387 155:0.2517195299595594 156:-0.3883228505141792 157:0.3841123859691914 158:-0.06942388828407753 159:0.2155318583793185 160:0.3976808545978736 161:0.1829560125080639 162:-0.07439641336837746 163:0.4429888958093982 164:0.1192010546908668 165:-0.2510630840538025 166:-0.3001291375338191 167:-0.2512213604976589 168:0.4805074630643374 169:0.01287102068885662 170:-0.1034086253514216 171:-0.7333581152663513 172:-0.0004025210287771294 173:-0.3265421730132675 174:-0.1015541062227417 175:0.07778088775615627 176:0.3931110025802829 177:-0.2806430152644888 178:0.3548077070656381 179:0.1467485049721252 180:0.2352644083941858 181:-0.04960374199483886 182:0.1998090106959248 183:0.2744557818437413 184:0.3210999176834244 185:-0.09956008999460039 186:-0.1408682177186997 187:-0.1168548947118102 188:0.4302608373310954 189:0.2588362216336765 190:-0.5829807782346775 191:-0.01177041477989972 192:-0.3618532920508588 193:0.2791529361685429 194:-0.02243169501754251 195:0.1898758025702091 196:0.7830966111905223 197:0.5767911210574482 198:-0.03320169026056821 199:0.07814869439643049 200:-0.08272815960305843
+1 1:0.8137914458490277 2:-0.1434496581175227 3:-0.3985651929202418 4:-0.1726979721442151 5:0.7251485665231335 6:-0.0004253909864950015 7:-0.5136468554787124 8:-0.4493487819407471 9:-0.3162450699855397 10:0.01280830784493811 11:-0.2168998691405813 12:0.7882353096605506 13:0.008358023893857321 14:0.2160914412086016 15:0.1629884373463088 16:-0.3691157980417298 17:-0.5749096877383907 18:-0.3113431738599915 19:-0.172213722559623 20:-0.09228291114286347 21:0.2464443388298134 22:0.2625155234330124 23:0.09262331583516185 24:0.457921837154067 25:0.007533592677664055 26:-0.2770553462969205 27:0.03225179122898367 28:0.1645768195746664 29:-0.1164393809859633 30:-0.703750709779322 31:-0.1732930383695485 32:0.07196635218623408 33:-0.009556385308107818 34:0.01923007038454701 35:0.4773506768010276 36:-0.3744164117476568 37:-0.3147388031454467 38:0.1901916806949605 39:-0.1280770133464708 40:0.6255968935909713 41:0.4777636988673742 42:0.01189414547777946 43:0.02329017745255291 44:-1 45:0.002903053882690985 46:0.06582215463256963 47:0.5681450453966072 48:0.04146088037869058 49:0.1942273659728375 50:0.001594124557434068 51:-0.2133208248584425 52:-0.3945093520464527 53:-0.2219465886504229 54:-0.3667446108941405 55:0.01798523832495023 56:0.0963694246486636 57:0.2168728836718978 58:-0.08962129441981667 59:0.1400164994617977 60:0.05062102150777192 61:-0.1194811254117673 62:-0.4431316421221559 63:-0.09500680120864088 64:-0.4762125832589009 65:-0.5343235918096334 66:-0.3850559961244328 67:0.4570627355391321 68:0.2990529997217592 69:-0.7498963698061992 70:-0.2666480788014822 71:-0.3543701265474829 72:-0.2329913763814176 73:0.4931916574695377 74:-0.04845943551248386 75:0.4223120646596977 76:-0.0585457830047189 77:-0.01520365254914737 78:-0.2054614467599416 79:0.16871765191169 80:0.1340835251216401 81:0.3874436235798551 82:-0.3838906868159018 83:0.466921915667948 84:0.1901964360074327 85:0.2118481771940723 86:0.139073087033219 87:-0.2862432739632149 88:-0.2171641009763461 89:-0.3365797041319624 90:0.5690954355565766 91:0.3023718825382292 92:0.379142143023991 93:0.2697933679387567 94:0.4159906034593647 95:-0.3618097728666992 96:-0.6993463383905099 97:0.2335396875277604 98:-0.4246321980425304 99:-0.2279092968527195 100:-0.234986514575898 101:0.1888019865869204 102:0.2692229480954762 103:-0.2997900289069489 104:0.3817244449773284 105:-0.4737202416305136 106:0.3480370013480339 107:-0.1183996736581995 108:-0.0851975071878348 109:-0.9741585162283226 110:0.2290600532056963 111:0.2398373472544063 112:-0.03507547207251936 113:-0.1141041886990738 114:-0.2564814023877143 115:0.2860072190101073 116:-0.6391406272420117 117:-0.07414984882391995 118:-0.5022892474223384 119:-0.3241549399589516 120:0.12232065682985 121:-0.2486401169129286 122:0.06476075936411073 123:0.4732954618159989 124:0.06978848044135669 125:0.006355373285152333 126:-0.05164394455500652 127:0.06163786635839696 128:0.04362175563991541 129:-0.144642904056336 130:0.3080298968753371 131:-0.1606796908485288 132:0.04061583167309871 133:-0.4576818320130901 134:0.3349871355925342 135:-0.1334921745696486 136:0.1835618315283507 137:-0.2874384346285636 138:-0.2342029761729608 139:0.1596365518003249 140:0.1650740730029581 141:0.3772386053406687 142:0.0122958045446844 143:-0.3654235098855737 144:-0.08389683280067584 145:-0.122230313844958 146:-0.4226316380763463 147:0.09884859682677338 148:-0.6154193929448714 149:-0.208194702302818 150:0.3451094807416915 151:0.3421342706188902 152:0.4683026308435485 153:-0.02520601418981181 154:-0.3843411948725881 155:0.1541968122736068 156:0.5853140915961795 157:0.1912708340060308 158:-0.108089998747265 159:-0.3442068841911883 160:-0.3242544893821105 161:0.3338144539485504 162:-0.0107269263037546 163:-0.5103555365893483 164:0.1930335188036454 165:-0.1585764340834566 166:0.4111766176326205 167:-0.6775287859582716 168:0.15899741932466 169:-0.2834643025672456 170:0.002412719711146739 171:0.3285440380743816 172:0.4557011701157658 173:0.1250851656071611 174:0.4450453274325161 175:0.3432748358735574 176:0.2476670743642203 177:-0.2575816598542202 178:-0.3161255601084667 179:-0.09980098827544 180:-0.4636245861229988 181:-0.1733236406632408 182:0.3097353396834127 183:-0.289420724317858 184:0.6122852911012363 185:0.1135601764331442 186:0.03307945131515576 187:0.2411510779106041 188:0.087467016837671 189:-0.08477517958040245 190:0.1613743275595836 191:0.2071522514158646 192:0.6019912892744188 193:0.1667779064458275 194:0.6561792731165249 195:0.01142317381047156 196:-0.2990703493049119 197:-0.1915868949358147 198:-0.215194115559883 199:-0.07108785180227187 200:-0.1841305715014633
+1 1:-0.2645564243536349 2:0.01321086196691561 3:0.2448908015955838 4:0.3970472997327957 5:0.832701980565995 6:0.1433131109588334 7:-0.2038266454866438 8:0.1382316670871275 9:0.1668735035465859 10:-0.03654525995074848 11:0.04290330315272621 12:-0.3593381442264298 13:0.4446571612257501 14:0.8548999766949668 15:-0.1642094552367738 16:0.3473920914013854 17:-0.6848778286676381 18:-0.9376571783104357 19:0.6289642250760672 20:-0.4887811077697106 21:0.3487387102584432 22:-0.1502534809721789 23:-0.6091029602663682 24:-0.581274228245153 25:0.1376775753723189 26:-0.2725488069775741 27:-0.2833523788125309 28:0.05978666249351435 29:0.1688500350323368 30:-0.2360940531652129 31:0.4737173181429054 32:0.0182366918935383 33:-0.6478610104745398 34:-0.2477067411026076 35:0.4071660176461114 36:0.1485031706220923 37:0.4496987146715602 38:-0.4696599846144945 39:0.4010197529455408 40:-0.3284275914258157 41:-0.1529928438565032 42:0.1156140141677565 43:-0.1146987681584646 44:0.2100082879056772 45:-0.3827146196436748 46:-0.370082188287123 47:0.1823425146155888 48:0.4023099319795925 49:-0.03445078744793707 50:-0.20005342883847 51:-0.4804910188660287 52:0.1027300897186693 53:0.1678346295235097 54:0.2113501974614205 55:0.1015364912266327 56:0.1969331686347811 57:-0.3723113963736271 58:0.2059175883995425 59:-0.2094351297022763 60:0.4060113980160622 61:0.8131798115015849 62:0.3690917694024732 63:-0.290795764786113 64:-0.2925722712931639 65:-0.5123221543922271 66:0.05515672742786815 67:-0.06418806306048856 68:-0.9156439666781403 69:-0.3212013896601285 70:-0.1394313203524585 71:-0.09601674543951463 72:0.2069553528207883 73:0.2477778434801969 74:-0.01738935138726502 75:0.2266757555663401 76:-0.463001755383431 77:-0.219944592316821 78:-0.1883971124346871 79:-0.4131376485120899 80:0.8268778184160086 81:-0.2318010928185065 82:0.1540786081418168 83:0.08704549305554082 84:0.4452276437982934 85:-0.297293075635234 86:0.01896527599540263 87:0.4620339502900959 88:-0.03227547451765156 89:-0.1535794772043686 90:-0.3353887878534681 91:-0.06990982856645811 92:-0.3411535554003909 93:-0.7704519110656766 94:0.3515533065145656 95:-0.2421549829423312 96:-0.5100147148170748 97:-0.254236195226756 98:0.3667882915268961 99:0.346065297549684 100:-0.1610576919135153 101:-0.1637001725167971 102:-0.001336368569089783 103:-0.005361382595858777 104:0.3894561882917406 105:0.2647255336797608 106:-0.07266621118376758 107:-0.2968429173252549 108:0.2771436002398914 109:-0.07061062930387915 110:-0.2670217601925197 111:-0.04288276185620364 112:-0.01948875065653156 113:-0.8017766265486053 114:-0.001581392546380678 115:-0.09640970108628689 116:0.1629706680157321 117:-0.009024475687976402 118:0.2334414339490634 119:0.2976347732217971 120:-0.3818326170495183 121:0.05275395121102924 122:-0.0387101897473748 123:0.2525646757811184 124:-0.1362488369929379 125:-0.2447013084274805 126:-0.02431045071378303 127:-0.1903074549249408 128:0.1458786204015821 129:-0.2668504131330362 130:-0.2342276136834591 131:0.4431373522013317 132:-0.7348295467296881 133:0.04481052167925595 134:0.5691960752589638 135:0.01343942314822829 136:1 137:-0.370559742670876 138:0.4141312232193901 139:-0.2687448045210538 140:0.04106660455893334 141:0.03998336930119502 142:-0.6245479340701279 143:-0.1074751592758373 144:0.3522015443289316 145:-0.3015908066590663 146:0.3870642247001511 147:-0.07530887823897264 148:0.4531033912910677 149:-0.01024243135243113 150:0.2845529895212484 151:0.5307340208651717 152:0.09966534161322363 153:0.4951087249226792 154:-0.07717972504923011 155:0.4603355261899306 156:0.3972632110112166 157:-0.2218044644922845 158:0.3619276753286879 159:0.1020466162906121 160:0.3113932931211404 161:-0.6022049556626923 162:0.3810126270286503 163:-0.1742263132296725 164:0.8215482479633771 165:0.002210120605678746 166:-0.04163614365487958 167:0.08930422171904588 168:-0.33069530885866 169:-0.05679159690181722 170:0.3931505441852382 171:-0.5955658847491216 172:0.1367510714850514 173:-0.680797993613641 174:0.2540436911583238 175:0.04731573371438531 176:-0.2054382322250754 177:0.03737980917195793 178:0.02118509245708787 179:-0.06128978760242395 180:0.1899987858908558 181:-0.1343565618046411 182:0.2679452568871883 183:-0.6400673941867987 184:0.3283322777933727 185:-0.1925039157794133 186:0.1159045400001595 187:-0.2678951974170181 188:-0.1063553798650615 189:-0.2226341493899944 190:-0.3701453981216539 191:0.2659678465043083 192:-0.1519113603352981 193:-0.135384238069696 194:0.2957579454314146 195:-0.2040561572687432 196:0.05785486789400374 197:-0.3105407122855905 198:-0.3092467996664493 199:0.4538584355693857 200:1
+1 1:0.1897852542802865 2:0.03689279367285832 3:-0.0203363961742742 4:-0.3523709188895635 5:0.2012018260302783 6:0.2681868011251355 7:0.3709698428809053 8:0.1321208348078024 9:0.05288769272416257 10:0.2566311466223181 11:-0.334033444341213 12:0.3865292243509765 13:-0.05069245803363015 14:-0.434897614907411 15:-0.1030577020826055 16:0.1717975048703512 17:0.4169098379498408 18:-0.4235013184874952 19:0.06522250651047969 20:-0.06713892620731698 21:-0.7231359432049933 22:0.003959281382625142 23:0.5280946214087122 24:-0.1161111405356867 25:0.8313836879969788 26:-0.2901555332389248 27:0.1250902000923516 28:0.06840938771035646 29:-0.06104635812775031 30:-0.149449556902849 31:-0.1313819352288668 32:0.6207787432381626 33:-0.02113068352653258 34:-0.04076711109480574 35:0.6756041890530869 36:0.308098613453205 37:0.6211788702231729 38:0.04618667617152912 39:0.6056783261233503 40:0.4167322182314142 41:0.08876415828739781 42:0.1522772422164168 43:-0.248459329097512 44:-0.008552503326703355 45:-0.4592823990032843 46:0.3979804892021479 47:-0.193949675237029 48:0.3161499228605832 49:0.04214419090635559 50:0.15563985280265 51:0.43557197308856 52:-0.4118259002955322 53:0.1175829793925014 54:0.4993785912705138 55:0.09815605925052548 56:-0.1179854127551482 57:-0.5003148592575608 58:0.1434869869853917 59:0.4875444683025446 60:-0.4635662715920006 61:0.06405599810099295 62:0.2194767861000423 63:0.0764108313587341 64:0.6331522144654826 65:-0.06559159243548043 66:-0.03496384405322744 67:-0.4768762656534501 68:-0.1535543561839049 69:-0.06240959226326063 70:-0.03953052529900357 71:-0.2343702485731268 72:0.3951209007678026 73:0.1252243067720436 74:-0.006233631102784104 75:-0.219182505065546 76:-0.619322053363469 77:-0.4008211745717603 78:0.1201410717096498 79:0.2108154163914073 80:-0.2162283201346778 81:0.1320317022176024 82:-0.3725891398459251 83:0.1959480802495267 84:-0.3962642312829263 85:0.4033116331214969 86:-0.1552817366590427 87:0.4422836900212632 88:0.379800751645952 89:-0.2359181903207897 90:-0.05632051185932177 91:0.1974023164632219 92:-0.6566958016770595 93:0.05879060941954259 94:-0.4156548748997386 95:-0.5104964305873307 96:-0.5461779939253487 97:0.280482292134753 98:-0.4644143370420259 99:0.2426317697170988 100:-0.2728067754988287 101:-0.4908236500845647 102:0.03141210439232218 103:0.04306049305150561 104:0.422889954122822 105:0.1853806965572755 106:-0.3627307052047988 107:-0.1783256289061169 108:0.1756031559304616 109:0.0360671188984919 110:0.169094206042826 111:0.1938780664940412 112:0.03663708431162645 113:-0.06551211492526586 114:-0.6133608407326676 115:0.1305801651627329 116:0.2090503993986918 117:0.2679599454244395 118:-0.1988309223608261 119:-0.1988765536870389 120:0.2678598433212055 121:0.1204963846196273 122:-0.1583304597383395 123:0.1587636077017982 124:0.1745598125461637 125:0.4796378087728093 126:0.007788408891982839 127:-0.1181685596638817 128:0.01561613760905074 129:-0.2187061941278233 130:-0.09896886538217858 131:0.1791680745856633 132:-0.03597738467701891 133:-0.2482282034107846 134:0.5571882830338765 135:0.350781372649361 136:0.08770751017831979 137:-0.05700933108835306 138:0.2935331592785905 139:0.04094744596396836 140:-0.1336657467482084 141:-0.0114186100725813 142:0.03327878555688384 143:-0.2293574062402278 144:0.5241775941634004 145:0.3070232999866236 146:0.2060494375314105 147:0.2981070714535662 148:0.5105992191974826 149:0.3227314204125956 150:0.2566933642176006 151:-0.4083537054310489 152:0.6812838149520141 153:0.456286163260506 154:-0.1223720726692172 155:-0.2651770553930232 156:0.9152387487422543 157:-0.5572021411723578 158:-0.001148966689175503 159:-0.6827911741622857 160:0.0128796445223977 161:0.04998591165269098 162:-0.2740213696855733 163:-0.3763453686830199 164:0.5331081518173071 165:0.1258371915968944 166:0.005951468562679252 167:0.594224333559405 168:0.4697769214891448 169:-0.2517513852847739 170:-0.1927993154594809 171:0.3622471989501628 172:0.249329762495384 173:-0.6314026239141685 174:-0.01603049937549844 175:0.5401956756774546 176:-0.02987306467706474 177:0.2290742659173297 178:-0.2073273031573979 179:-0.1477889635692472 180:0.110259619941621 181:-0.116696772096922 182:-0.03675284072178785 183:0.253565820763046 184:-0.3603004928818824 185:-0.1524566342351336 186:-0.2491606753540009 187:0.05528658455186966 188:-0.2945477052930618 189:-0.01597162127960808 190:-0.4219704649286816 191:-0.1001414074415493 192:0.2550116046976642 193:0.3243235832444441 194:0.5452384155348293 195:0.1510844830155246 196:0.6141181106182537 197:0.5150305846023107 198:0.6076549956209433 199:0.1650755287200965 200:-0.03399036013106083
+1 1:-0.2642716539959263 2:0.2206754369169486 3:-0.1410304806697062 4:0.2122362419414934 5:-0.04731098851049806 6:-0.337028446657828 7:0.2195182146866717 8:-0.3343052967925832 9:-0.589235779735412 10:-0.1030563489926904 11:0.2188279391344325 12:0.2291393581853958 13:-0.1515480639056109 14:-0.2244144408383336 15:-0.1674475169355171 16:0.7164025929867779 17:0.1774952100009057 18:0.4834000157759832 19:0.3356995691973601 20:0.5865242832499866 21:0.7113266927887345 22:0.1896370974773743 23:0.8987280939848108 24:-0.04052168995200989 25:0.3096454411265993 26:-0.2475448057507099 27:0.3549128362592572 28:0.7743109637075487 29:-0.2952654895296937 30:-0.1668010391028041 31:0.157350362000259 32:-0.386455030776007 33:0.12650050583198 34:-0.1558221503824086 35:-0.3879529737043068 36:-0.0001694361829019941 37:0.03151886751406283 38:-0.871355540637114 39:0.1289405199306097 40:0.04860158758923627 41:-0.5646596691396422 42:0.3747110570340532 43:-0.5472730240277932 44:-0.544749860813475 45:-0.7471294612583438 46:0.1137572589509993 47:0.1987364793649391 48:0.03292118869206606 49:0.6242110654646584 50:0.01221468911162205 51:-0.4767791410207277 52:0.104416168366201 53:-0.004365597828336953 54:0.2198791185177714 55:0.157307047533425 56:-0.06621195231145739 57:0.2160663341737528 58:0.1751755999116421 59:0.03980352387850089 60:-0.1718745636068384 61:-0.1791707129538036 62:0.3679410398289468 63:0.2098743217978999 64:-0.1586185662386831 65:-0.2558244128688544 66:0.3489957145919028 67:0.01005412417018261 68:-0.3338734118967016 69:-0.07653178913264452 70:0.22813918662995 71:0.01322216877112164 72:0.01280387210608323 73:-0.5589994133085213 74:-0.235029704382503 75:0.1989125686686285 76:-0.2148701386073031 77:0.1402272642557181 78:0.4642197340624509 79:-0.415708114064429 80:-0.1298483465966792 81:0.139398066628493 82:-0.2597183895272487 83:-0.770327374952997 84:-0.407343689332882 85:-0.2881779889756453 86:0.1613045966159016 87:0.1343841145688407 88:0.4138824645208458 89:-0.2256621663021525 90:-0.2582413909555359 91:0.2170878548091365 92:-0.7292254405483137 93:-0.3258999623480855 94:0.06374349977116582 95:-0.2169530768454381 96:-0.3572483023131185 97:0.8576402455563921 98:0.1927882321251299 99:-0.4771404773313641 100:0.03712711951552128 101:0.5687702701601501 102:0.01256029438549623 103:0.3572293378352979 104:-0.4495512619629659 105:0.6533366908222062 106:-0.5062827067573923 107:0.07459649622367859 108:0.185180752687529 109:0.08189047001491795 110:0.08462405495993282 111:0.2087820782969047 112:-0.5199182413026679 113:-0.1937826672242467 114:0.8778546900795378 115:0.2718354148368864 116:0.3515070064964588 117:0.09903301554229373 118:0.2124076723601565 119:-0.09334878826352755 120:0.09303685895102894 121:0.1708184710549938 122:-0.2817180451926274 123:0.07535853265127775 124:0.3577282907207446 125:0.6347860599655958 126:-0.03482545818395315 127:-0.4501167707164622 128:0.1248194989382364 129:0.5500177873376119 130:-0.2625934859445389 131:0.2436230523425463 132:-0.8392362123906045 133:0.1242749594353419 134:-0.3484621976710781 135:-0.1175283928018168 136:0.3730033380543433 137:0.1992088905552887 138:0.1922183112878365 139:-0.1795402047134299 140:0.1904059469705913 141:-0.09805765362086691 142:-0.2110466604246658 143:-0.2301185303754486 144:-0.361651872874421 145:0.04783372799046514 146:-0.004323440058015521 147:-0.4161626510510048 148:0.1010337187570479 149:-0.1414999690198341 150:0.03061926664253486 151:-0.1909695155717646 152:0.01641376844835109 153:0.1017790758774774 154:-0.8617834651508597 155:-0.1776694419244313 156:-0.2938314870046256 157:0.07508004697654881 158:-0.4447005914502538 159:0.3260272087302339 160:0.6092799402196435 161:0.1222241283916907 162:-0.2616921761645711 163:-0.04347448315419103 164:0.6160544495183271 165:-0.1797122266568623 166:0.2141295083831194 167:-0.08825995515532128 168:-0.340132701167029 169:0.1849706356128752 170:-1 171:-0.3018273023207677 172:-0.410617421838218 173:-0.1991416157730157 174:-0.2586483387233673 175:0.5221130214256766 176:-0.007342111468940371 177:-0.02460391400962561 178:-0.2206899356994041 179:0.1260411888705938 180:0.03424260046431103 181:-0.02483511465660071 182:-0.2678151938756724 183:0.5369978467491728 184:-0.00267481670041051 185:0.002944747495540662 186:-0.07668138548289453 187:0.2473534790225175 188:0.5513636870392575 189:0.07145111236853918 190:-0.789749930130523 191:-0.1676405999030117 192:-0.05094245784935131 193:0.06664807895541836 194:-0.1003046877037363 195:0.06226451911056542 196:0.361475872283776 197:-0.1247699427538826 198:0.3534922801028667 199:-0.05784209783086454 200:0.1377596668264294
+1 1:0.1148036481747102 2:-0.5406389608833331 3:-0.06204820271704657 4:-0.1929933473197092 5:0.0767600589766302 6:-0.07973030040283571 7:-0.01690592344529937 8:-0.2184028590093682 9:0.3675916006874608 10:0.01894940882567428 11:-0.2095920262616273 12:-0.5420653734669586 13:-0.3720822062593058 14:-0.2786836300556617 15:0.07252602981862244 16:-0.1719191264897205 17:-0.582700748688186 18:-0.3090514845388765 19:0.1513101466297421 20:0.3561048380138839 21:-0.2757943204910003 22:-0.1812102442704173 23:0.08815093205132311 24:0.4009685206185661 25:0.01382075694928278 26:0.2921806421385654 27:-0.3948065793115161 28:-0.1358451367880617 29:0.03934985533929355 30:0.06855084281438026 31:-0.5896749251445794 32:0.5070278566742699 33:-1 34:0.04396874067454337 35:0.554978458298246 36:-0.5011805990489073 37:-0.3402031857789992 38:-0.04072420781652664 39:-0.07410304111450736 40:-0.0517015808035394 41:0.3943720406473892 42:0.2997289250624861 43:-0.259447710690091 44:0.1805854252803138 45:0.1660022497461708 46:0.5733484652254393 47:0.2412810548387284 48:-0.1420497458688594 49:-0.1799008098912493 50:0.66466202868964 51:-0.126545917834828 52:-0.1991678150794638 53:0.4168203347556685 54:0.2197660213438329 55:-0.2955186511966522 56:-0.3573369275231842 57:-0.05920603640548733 58:0.08431210268763083 59:0.2387077537763589 60:-0.5227488806695588 61:0.0785440364053151 62:-0.2642752587885256 63:0.1723527918514889 64:0.4071446215377548 65:0.7121466772357425 66:-0.3429033144208508 67:-0.04463631118008046 68:0.5613426196082771 69:0.1528477210527982 70:-0.1185299057320807 71:0.06821002950916381 72:0.3144651957734098 73:0.431151242768813 74:0.2180165985579799 75:0.09570057619044707 76:0.375058513808194 77:-0.2635022066344661 78:0.4508997973540989 79:-0.1535023026490443 80:0.1666884068199798 81:0.5918922546136874 82:0.0436692647344268 83:-0.3138014998350159 84:0.03249895001624459 85:-0.5506394181106089 86:-0.1884413264460341 87:-0.231155275456063 88:-0.05257911511306654 89:-0.06688279120636642 90:-0.1400846607986689 91:0.3047341137995668 92:-0.3101067452015868 93:-0.5646781828567564 94:-0.6295626479703946 95:-0.1736507313330188 96:-0.1912923753186539 97:0.06039519966596783 98:0.1800564885034918 99:-0.4633388818613216 100:-0.2396543871045687 101:0.3076970484590515 102:0.3417166688492811 103:-0.2281178655449538 104:-0.06753179253303246 105:0.109605580446744 106:0.2774517338857032 107:-0.1617968639751042 108:0.03706979022522038 109:-0.2681490242601255 110:-0.1167014353760088 111:0.2774791377955935 112:-0.0385747067814427 113:0.2094562081170025 114:-0.1200155742239621 115:0.5695045143504954 116:0.3898637543139294 117:0.3090628293886071 118:0.5391813271668593 119:-0.6125835628608866 120:0.0975696961677095 121:0.2393666427765476 122:-0.03568981311343462 123:0.1873361872980211 124:0.2738953626161768 125:-0.01046178435079775 126:0.2942959636131884 127:-0.03224008946347508 128:0.2948335045938299 129:-0.2686196463472619 130:-0.9112192319325823 131:0.2042844578971713 132:-0.3943342135299274 133:-0.232038908845462 134:0.3711437073214581 135:-0.2826038224997506 136:-0.04966103969327126 137:0.40406146326109 138:0.3811766043409466 139:-0.02646232790702682 140:-0.01068671498368333 141:0.1017033287538467 142:-0.1863052051110548 143:-0.1715133756138555 144:-0.1183952266132864 145:-0.004892050603577952 146:0.08947520932165656 147:-0.2115661316446106 148:0.5885424631761373 149:0.1458615814413237 150:0.02955077413835558 151:0.06931351595864342 152:-0.0828812325590044 153:-0.3288870146994321 154:-0.02949322960312051 155:-0.4269345032540807 156:0.04836510141412288 157:0.1945941011297971 158:-0.04907789810448633 159:0.1189569216659957 160:0.2226339025914528 161:-0.1847703890840082 162:0.2234728261746436 163:0.0269243192404045 164:0.6123449825530436 165:0.2596459816764918 166:0.7133531329327283 167:0.6207618827402301 168:0.4739064400375759 169:-0.4611854749698057 170:0.1876821137063709 171:0.07222282521687876 172:-0.6029127574260076 173:0.1192539059670898 174:0.01584185953544793 175:0.9755074348598747 176:0.7534442240993053 177:-0.4073832488660139 178:0.5617780250900912 179:0.01482060499363679 180:0.1542053642442749 181:-0.05420926631819833 182:0.339751617394446 183:0.1848160288979333 184:-0.4556961923822254 185:-0.1553348093622577 186:0.2285106473182712 187:0.3288122055363847 188:0.4071892656403424 189:-0.107353701996057 190:-0.427058526178811 191:-0.1648166753722586 192:-0.1363406841976955 193:0.1466136418650867 194:0.1222983782173312 195:0.2507306919439126 196:0.7181582568324366 197:0.5539102163958544 198:-0.1551108166310484 199:-0.1131337658866597 200:0.1599616973737972
+-1 1:-0.07808080125681888 2:0.410841488179839 3:-0.2636812357286442 4:-0.03879978747641206 5:-0.213362343641789 6:-0.3163778446437152 7:0.3847562562225741 8:-0.242799036568614 9:0.1468984697345471 10:0.1554931372433488 11:-0.01195548384125495 12:0.3842446987609935 13:0.3854584033400716 14:0.3843233306985132 15:-0.1627494122954924 16:-0.07131315799499455 17:-0.6195175417047465 18:-0.2926446956655108 19:-0.06535041602327313 20:0.06919802056886665 21:-0.2807105045397734 22:-0.02762231270769898 23:0.3588649803764475 24:-0.5693555548435734 25:-0.2286171985437747 26:0.3785453995189882 27:0.7270171821420593 28:0.5065861901639634 29:0.08929720922775131 30:0.2277424169804662 31:-0.1755479891957873 32:0.4628889153701666 33:0.3845829175134988 34:-1 35:-0.04403347028159285 36:0.3014558987450441 37:-0.6037941563549581 38:0.5228581413236907 39:-0.5004718447434844 40:0.2694065436957887 41:0.2138618673107054 42:-0.1119873298095341 43:-0.458749766982187 44:-0.1033018712895428 45:0.3064049503835227 46:-0.1894249973813362 47:0.02252620975261745 48:-0.08731504001155668 49:0.1079505137830008 50:-0.4066239613948149 51:0.1628178332087611 52:0.1642603102301314 53:0.3487064230650939 54:-0.1230977786213763 55:0.04405446628658483 56:-0.1102030653028894 57:-0.3810668740743788 58:0.001850793234033292 59:0.07781644260974313 60:0.2629043171147425 61:-0.1990449689230707 62:0.1793969081633336 63:0.02017838083429826 64:-0.2341357268560191 65:0.1167735033364921 66:-0.3675902859321292 67:-0.1558129807497727 68:0.2495649397167663 69:0.2963059281884858 70:-0.07236744960690659 71:0.1371912024546622 72:0.03064843443075091 73:0.06288803460168027 74:0.185862490115193 75:-0.0522504425493043 76:0.05969625281916714 77:0.07053240198810778 78:-0.1174921734537415 79:0.1987236752074762 80:0.01656687029259277 81:-0.3793009172717493 82:-0.4429714468869705 83:0.1105626286313673 84:-0.3119966515612304 85:0.3888402578697646 86:0.2999798453479294 87:0.3450453012287618 88:0.333245528324818 89:0.1102515525060341 90:0.09745032184207317 91:0.2114111703079441 92:0.5892360115445385 93:0.1286161544764578 94:-0.004601120108203266 95:0.3230993954849525 96:-0.0655244607747051 97:-0.03723684608557101 98:0.4752063634948208 99:0.08347810031538505 100:0.1278151744256031 101:0.6858147520701332 102:-0.5677026433224911 103:0.5215390039002521 104:0.4034739581552038 105:0.1699021403189787 106:-0.8825122970410781 107:-0.1604515403253503 108:0.2894634189409453 109:-0.1080118561233745 110:-0.1722854163893357 111:-0.1604381301771707 112:0.5978699610704793 113:0.4637756849947786 114:0.007113922712808571 115:-0.03330843018866923 116:0.9333990717490864 117:0.4685285953381265 118:-0.700491355740429 119:0.1014935766521184 120:0.0422484300063236 121:-0.2567550465177785 122:-0.2327306379717485 123:-0.1540319475287152 124:0.2732293312034462 125:0.4780030430922985 126:0.07199387523689457 127:0.1137781819861453 128:-0.1117488908003338 129:-0.06096576226357725 130:-0.5498189813601302 131:-0.3717645377459969 132:0.1822669107132406 133:-0.115680141334475 134:-0.4018234244242451 135:-0.1748999853531325 136:-0.4890896636164799 137:0.2046148792269915 138:0.09606092316643138 139:-0.06384427143641849 140:-0.1322951605999696 141:0.09930060163149478 142:-0.1742001243962868 143:0.6086609292541475 144:0.594530603732929 145:0.6724917273530908 146:0.03413228596260492 147:-0.3078882463734937 148:0.05517529880015702 149:0.4499694731744621 150:-0.2891069785230594 151:0.508873800754949 152:0.3291308756189201 153:-0.08870515864041761 154:0.08422356264082317 155:-0.393127848146846 156:-0.1434350475498322 157:-0.1114320207070936 158:0.05503356239545923 159:-0.07947297861258457 160:-0.4760696598477554 161:-0.1608270322483513 162:-0.05647099360921656 163:-0.05213844548149578 164:-0.1534040970297536 165:0.4607288056563447 166:-0.3724584468977795 167:-0.1340951646556056 168:-0.1552283338038729 169:-0.3018444015568151 170:-0.7255909766373622 171:-0.03111463949135962 172:0.2175305781336597 173:-0.3649615313404656 174:-0.3211068989555486 175:0.1601324026927511 176:-0.3554266832041072 177:0.07581410244064335 178:0.301307428580499 179:-0.1260047424196746 180:0.4428100952660496 181:-0.08090920414560987 182:-0.2882605299335135 183:0.3356128953594826 184:0.4542887248604572 185:0.2131004812375927 186:-0.3352416430763512 187:0.1140213154918604 188:-0.01841032550631985 189:0.3352990445810534 190:0.01965325013200674 191:-0.06978160281417128 192:-0.02153189174750725 193:1 194:-0.4764953982071469 195:-0.2141097539195518 196:0.6392563978713084 197:0.09651719243302857 198:-0.2814379097061528 199:0.05150585008695598 200:-0.1230842898647838
+1 1:0.3971418875772854 2:-0.02916967306006951 3:-0.3065043341570844 4:-0.1332710208872616 5:-0.2183934280081849 6:-0.01321162472680353 7:-0.2606533381104195 8:-0.6442899246453345 9:-0.1406999072259538 10:0.2345771568566978 11:-0.03895819691984305 12:0.01246745669981555 13:-0.4740224103410124 14:-0.8927779821928336 15:-0.3223119008716323 16:-0.09522254074940915 17:-0.3943003122052338 18:-0.2925392180683773 19:-0.01519906728590825 20:-0.2085434353765735 21:0.2418004817290182 22:-0.3053211880708143 23:0.03239758024846261 24:0.5392985532830865 25:-0.1974634655992379 26:0.1081347907117733 27:0.1455680559205826 28:0.04892612640102161 29:0.2515357291486487 30:0.6326949978584044 31:0.1937254845396667 32:0.2753518878532841 33:-0.3406919918515241 34:-0.1428177089846164 35:0.04543961502713105 36:-0.1240325511533697 37:-0.4259937697408827 38:0.1487388129987892 39:-0.0164654740463852 40:-0.1756425377234128 41:-0.3453093978487392 42:-0.006858145849646734 43:0.04183195545852311 44:-0.321003031619657 45:0.617556425800884 46:0.1429070824964532 47:-0.7208656435403801 48:0.09029363118199725 49:0.565605453129257 50:-0.2906545099369078 51:-0.326061788832096 52:-0.3380044963310446 53:0.05248351261862309 54:0.2504985876535729 55:-0.07901431419457902 56:0.08108433589851889 57:0.4749690293835423 58:-0.2511106606065747 59:0.1949162453559837 60:0.5184482864203734 61:0.09793600977695388 62:-0.5736418133326473 63:-0.3416246676975577 64:0.1102086706279709 65:0.2078580514116647 66:-0.573743633650484 67:-0.2833223635161309 68:0.2190146278260859 69:0.09755733190771843 70:0.02198821299826141 71:0.05660369035113247 72:0.09850188844475015 73:-0.08697339502898284 74:0.1661576379092244 75:0.2240487990732203 76:0.8628136137213964 77:0.1550749792717118 78:0.1911041072492985 79:-0.3873343016188044 80:0.6652554015579708 81:0.1015290743631289 82:-0.4205343839661409 83:0.03874041681715067 84:-0.2040868937622266 85:-0.5294868127450969 86:-0.4469203689879342 87:-0.2426354956301386 88:0.4356795396508071 89:-0.392744444698546 90:-0.04694804168869981 91:-0.4913585955310547 92:-0.2456704249946837 93:-0.2612642249521427 94:0.4696400373988066 95:-0.0649134635723975 96:-0.4662070637648655 97:0.383049044552751 98:0.204799379407558 99:-0.7020424134688799 100:0.4732112303989028 101:0.2913397143986301 102:-0.1999029433686688 103:0.5931243153390869 104:-0.06617072037211946 105:0.1960846486768675 106:-0.21601046503648 107:0.302643314198818 108:0.25210253412697 109:0.1716107924245413 110:0.2264974205748925 111:0.08909462270523402 112:0.01381392952012249 113:-0.5058242740084019 114:-0.4502655899505816 115:-0.4844500891401171 116:0.4133417168992478 117:0.4528252764017299 118:-0.1474500082515337 119:0.1436065352998207 120:-0.6055619378571923 121:0.3410968150695441 122:-0.05815225479440256 123:-0.01124088612634866 124:-0.02097797925215714 125:-0.643335917909217 126:0.02166141534594822 127:-0.3800268129843445 128:0.112829891417702 129:-0.1401575243633919 130:-0.2266598596067633 131:0.8825757982698145 132:-0.0769159264136355 133:-0.006099312766501969 134:0.4768514710503467 135:-0.2575258147531863 136:-0.1680111397170365 137:-0.2413932129793446 138:0.1570876362301114 139:-0.3722227302745042 140:-0.08283712150270355 141:0.02082525861844107 142:-0.7219326759474671 143:0.3944963545280489 144:0.05988980919622107 145:-0.08582536966361934 146:-0.03057025234089659 147:0.1314425202981124 148:0.5874963913028478 149:-0.01725148640694284 150:0.5372181088042811 151:0.09058841104707541 152:0.3009779898973448 153:0.1584063969242664 154:-0.3449322647210781 155:-0.2071538399252154 156:-0.06606155514550205 157:0.01156571352276036 158:0.3695802441503273 159:-0.2512230372814806 160:-0.160928015631357 161:-0.1627518281651818 162:-0.3585885095867752 163:-0.5640753401984666 164:0.2740567937228758 165:-0.2167947008187585 166:0.2574823732606555 167:0.6060548450106894 168:0.312538057442136 169:-0.1167371155378732 170:-0.2765475581202734 171:0.2257239369116072 172:0.4836261664110775 173:-0.2326436590402141 174:0.3206303183844691 175:0.7196578763142147 176:0.5139397503498215 177:-0.7901911494214463 178:-0.05198410516697365 179:-0.4992308646930995 180:-0.1649567273535937 181:-0.1814975468090514 182:0.1499290870005318 183:-0.04028685967365234 184:-0.2014776613399138 185:0.1054020480430782 186:-0.5433349308093507 187:0.2165454318467705 188:0.7401598584329966 189:0.06163759511998308 190:0.2075809320007558 191:0.105863991991528 192:-0.13963130892988 193:0.1549631215798902 194:0.1611340581929219 195:0.05559336611494506 196:0.2573107770336514 197:-0.6207197723349775 198:0.1701649904038465 199:-0.3208186233807688 200:-0.4443774698369664
+-1 1:-9.520248027905173e-05 2:-0.2560882488150887 3:-0.622409129526864 4:-0.03725541063392257 5:-0.9594488009979218 6:0.1398790127402337 7:-0.5669112957465945 8:-0.362581362449064 9:0.6735099229971012 10:0.110867255232348 11:0.2679711826402738 12:-0.3248777398331364 13:0.2347288535403521 14:-0.4200896943190123 15:0.5532895917914931 16:-0.441610436608192 17:-0.1558046030947355 18:0.07774048618715772 19:0.1753456125277605 20:-0.01451074865627647 21:0.4704343362540097 22:0.1429842891042902 23:0.08878422871650875 24:0.5194064949054154 25:0.2110707361548343 26:-0.09576095452334306 27:0.4401688630843017 28:0.5227286467406502 29:0.5735479466402873 30:-0.1439528898216355 31:0.04749791352768054 32:-0.2118026820854348 33:-0.2059506330467886 34:-0.0659294405535836 35:-0.2708551299920094 36:-0.02105762824677763 37:-0.3462832952147604 38:-0.4225453875259654 39:0.3097701176998663 40:0.3613944235675212 41:-0.3318668539918604 42:-0.3623382281706201 43:-0.4003261300244435 44:-0.07207792301663304 45:0.2764160397399849 46:-0.1061135571446864 47:-0.06353891008648008 48:-0.2666030484410947 49:0.6462534817023384 50:0.02914128615866598 51:0.4819106816241251 52:-0.4351071375342654 53:0.1626690278516863 54:0.04576829158306392 55:0.0337565696297767 56:0.1408279657224567 57:0.1772118106489891 58:0.606807576845244 59:0.5132611002918968 60:0.07459563979552278 61:-0.2642585540013008 62:0.4640100157317452 63:0.3203953360663211 64:0.3225979268042081 65:0.01802892950301711 66:-0.1792695698044208 67:-0.0549350086434541 68:-0.1136805724055407 69:0.1339966512865701 70:-0.5517394813767686 71:-0.467183886337128 72:-0.1571511222857807 73:-0.0585649453007852 74:-0.02364160132214559 75:0.3771784610295727 76:0.5092991051383197 77:0.1099656565192929 78:0.03920240536695926 79:0.6727795445063777 80:-0.4422524869854651 81:0.2810780525363971 82:-0.156959882760453 83:-0.1619447870350354 84:-0.4778489547386288 85:0.05275154863209985 86:0.2499102353304143 87:-0.003149888039721785 88:0.4305466519749953 89:0.9999999999999998 90:0.1757814863009531 91:-0.2358525622917115 92:0.4051243241842565 93:-0.04732032936590296 94:0.4990865436679793 95:0.06135550749975208 96:0.2457710486932077 97:0.8514395063080971 98:-0.03267674231202303 99:-0.1068100985899485 100:0.01651112261817771 101:-0.3106996093559772 102:-0.03793962188343777 103:0.5707953423023566 104:-0.08814672724494241 105:-0.04243871038707039 106:-0.629725166571832 107:0.05545623359335511 108:-0.228704651739023 109:-0.001855379447110624 110:0.02120386843972669 111:-0.1297776130662252 112:0.3451141018452686 113:-0.4666923312545335 114:-0.03559332355465744 115:0.1296124643487344 116:0.1572295170975522 117:0.1537699214782621 118:-0.05867138243219547 119:-0.4995377933594224 120:0.121408119937627 121:-0.3408511445169928 122:0.07454115097601394 123:0.1715329928077258 124:-0.2987561618013514 125:0.418854635852454 126:0.2918632475778611 127:0.1585919897323806 128:0.5755229958719659 129:-0.08522101646269155 130:-0.2802989304052352 131:0.2292411168977634 132:-0.919876434743479 133:0.1209263205207426 134:0.4082036284994785 135:0.1247421578969503 136:0.225479438020655 137:0.2515558146933418 138:0.634952351024854 139:0.04077602045917399 140:0.3096817568077624 141:0.3889721443448812 142:-0.1591109680387026 143:-0.3064237322772658 144:0.2201257316648578 145:0.5879753503976578 146:0.8440594496123215 147:-0.3449246904002979 148:-0.0434897713144056 149:0.1098079830792956 150:0.3158349463405663 151:-0.4889385215475912 152:0.3798734279998179 153:0.2456020254319225 154:0.4904849193613886 155:-1 156:-0.4711544417897444 157:-0.03464562167206581 158:-0.2671309147129629 159:-0.2041754588585241 160:-0.6335055183440412 161:0.4111813833536896 162:-0.348498406834495 163:-0.8473603043739689 164:0.2723904307060094 165:-0.3131696193719511 166:0.4629832794249483 167:0.09813861211075885 168:-0.4247622921411024 169:-0.2057146605432753 170:-0.1412039415670366 171:0.1146887570850168 172:-0.166826788647422 173:0.009838689402070139 174:0.3066921116504818 175:-0.281551957715021 176:0.2992084012499164 177:0.02042249837094356 178:-0.02279563252345453 179:0.6100643647087198 180:-0.05960596270506074 181:-0.3097962346166894 182:-0.2463363694204698 183:0.06786784779230301 184:-0.5127135268332795 185:-0.3545251420814058 186:-0.05256378957224182 187:0.2675883564891531 188:0.0642168051959062 189:-0.758637814700983 190:0.7217493153240333 191:-0.3692550777891572 192:0.806618695686854 193:-0.2831944280523864 194:0.05099410440672498 195:-0.1075161067151781 196:-0.03643727084510678 197:-0.02690485156970827 198:0.6673949558703788 199:0.3690812276062413 200:-0.2306430910182568
+-1 1:-8.400487094049024e-05 2:-0.05183274656523402 3:0.3010243357604324 4:0.6455220592038413 5:-0.1034159248115223 6:-0.06432586832109013 7:-0.04856906740957592 8:-0.2308060071836905 9:0.3865739461891246 10:0.04022760092603425 11:-0.4468594157866381 12:-0.1149541933940683 13:-0.3917453085767443 14:-0.01594988731979448 15:0.2788374838240848 16:-0.1301425656788358 17:0.5951976349799143 18:-0.380813513239408 19:0.04223310080298703 20:0.7545010064757531 21:0.8831828985353801 22:-0.07518671595668501 23:-0.1569483560687704 24:0.1536033739264212 25:0.2872800223026964 26:-0.8019295781450085 27:-0.2688773166639457 28:-0.0774325262993118 29:0.1560291415939861 30:0.06024139564212946 31:-0.2217132702113793 32:0.5000613659072961 33:-0.6164429745638665 34:-0.3290743340891638 35:0.5572344965014162 36:-0.04817652654727576 37:-0.5079181250463414 38:-0.7541999820348918 39:-0.2162088294735851 40:0.6202276031026839 41:0.3859174136918043 42:0.07980694076467773 43:0.3571496936732282 44:0.163707546847746 45:0.9972665105963203 46:-0.5657780635956131 47:-0.0129909562953997 48:-0.0631013436773549 49:-0.4148340889482674 50:0.4150244913272781 51:-0.0477613593295748 52:0.0116771720035615 53:-0.2826027127764127 54:-0.007958539049799485 55:-0.02765543051202552 56:-0.4866761440554546 57:0.04240308264771853 58:-0.1782515008742775 59:0.03754828194628951 60:0.4870429794353691 61:-0.1279525103686318 62:0.138353866043128 63:-0.4333244360250036 64:-0.4374490774143785 65:0.02057958315758171 66:0.1699404764002014 67:0.006331344355104258 68:0.2560952533194851 69:0.7746248135456121 70:-0.3336083661539424 71:-0.05609034475752687 72:0.2783409038735902 73:0.04741491968771976 74:0.2495785189317352 75:0.1008791680893643 76:-0.3013021130374159 77:-0.4185696712962607 78:0.1277951374293577 79:-0.2969848055133123 80:0.05596239753236321 81:0.1883985668150273 82:0.08661281292100739 83:-0.05811617951696836 84:0.632753668909992 85:-0.2178981958936768 86:0.5130512914612491 87:0.1623076077697366 88:0.07295770379877362 89:-0.08895995998045594 90:-0.2081591316038091 91:-0.1872976597229563 92:-0.2097154842888204 93:0.5741209295043658 94:0.6940734805585658 95:0.1314262893073617 96:0.1637470485124419 97:-0.3235017846499804 98:0.2233798534883948 99:0.1895509144971497 100:-0.09088516438663842 101:0.1580523216053601 102:0.1117170727816623 103:-0.04381416242509495 104:-0.1996887480233249 105:-0.2911988494596223 106:0.5330400084985191 107:-0.4178174559166601 108:-0.430409244584846 109:-0.3371722818572145 110:0.832370231907416 111:0.09882654187469789 112:-0.3631579652418741 113:0.06830046854997796 114:-0.1799814066417261 115:-0.3187105560027023 116:0.2024492063740869 117:-0.0554101889126071 118:-0.1454920517048712 119:-0.04399239585538151 120:0.2494980731155288 121:0.4656013767603592 122:-0.2576480528850393 123:-0.187968815376089 124:0.3143586188351052 125:-0.2428607557575276 126:0.3436247427911372 127:0.2687922560173703 128:0.5404705605457027 129:-0.01361120262967708 130:-0.3498065517828075 131:0.09414189879680893 132:-0.2937867550641174 133:-0.278322075266383 134:0.258943696687879 135:0.1446588108372234 136:-0.7003433231576511 137:-0.2181451314730285 138:-0.300207172802434 139:-0.6639031734534915 140:0.05167550864280095 141:0.04270599528873355 142:0.3926808792194207 143:0.2327700677571087 144:-0.1063956877955798 145:-0.2435205976093377 146:0.741389733804192 147:0.09476675607142647 148:0.01950263566097967 149:-0.2994276342584301 150:0.0613897251639438 151:-0.3752859239609491 152:-0.494532838143048 153:-0.2067467818330517 154:0.1886044240756224 155:0.3108799553444015 156:-0.3035404976662288 157:0.06843695015298215 158:-0.1674211585539571 159:0.1904946036156595 160:0.04371321484768265 161:0.4583703231363148 162:0.2258023784912965 163:0.4370690722687243 164:0.2331884244337175 165:-0.3542512501621669 166:0.2467036779107345 167:0.1834295452971504 168:0.6775790768129029 169:-0.2949909876895445 170:0.4921690078009707 171:0.07985902129868516 172:-0.2753282532946821 173:0.03023170839895205 174:-0.05967206694548816 175:-0.08032313646393066 176:-0.1038174728000711 177:0.2365301769187036 178:0.1898031929066286 179:0.09895338900626854 180:-0.2022952837591818 181:-0.1621418535670779 182:-0.4632049396385472 183:-0.1790074159545023 184:0.5978257867091066 185:-0.1491196969233054 186:-0.2587056704033978 187:-0.05096791850774479 188:-0.4961213937539685 189:-0.3173830611171891 190:-0.174524792040683 191:-0.03254856101022946 192:-0.03628883742184183 193:0.005134308054036626 194:0.8826523989418606 195:0.1616389056771921 196:0.03709121781505242 197:0.03442788392626565 198:0.3398866470549937 199:-0.1028726111498796 200:-0.02854360610953915
+1 1:0.10081116490461 2:-0.4975073231361359 3:-0.1022812387653226 4:-0.2565690983516216 5:-0.3135129605912233 6:-0.6669020759674518 7:-0.2407857980534245 8:0.01510855882770949 9:-0.02919230334462974 10:-0.2955803151401817 11:0.9999999999999999 12:-0.04236058217613586 13:0.1607181046475582 14:-0.04443044107284266 15:-0.08642736511440428 16:0.1707804406753309 17:-0.293703112052388 18:-0.09822751542214458 19:-0.166590986527722 20:-0.08148300929907051 21:0.406222896898268 22:-0.1531362860546931 23:0.1327464789308181 24:-0.4854661301536018 25:0.09668514061598689 26:-0.7323056856318155 27:0.3960330597622925 28:0.5930041689855277 29:0.2694741116600659 30:-0.5317261286937811 31:0.358860673106686 32:0.3734192838280497 33:-0.220342864170011 34:-0.2964245978161242 35:-0.2021005746721586 36:-0.06171467587936828 37:-0.9554293419072487 38:-0.01344599623753677 39:0.4161574491782914 40:0.01997743363107665 41:0.1821814050107391 42:0.01858693445374766 43:-0.29211375135185 44:-0.1010388176648129 45:-0.3312826919809673 46:0.2262973316841151 47:0.03089098254661725 48:-0.4602753178971015 49:0.2986378436520609 50:0.1021063968992829 51:-0.1086012982056789 52:0.1184996990819144 53:0.1910490230396337 54:-0.04438104502445218 55:0.2097795163098233 56:0.04000612822748232 57:-0.09805728711590825 58:0.4285398359270096 59:0.4000287254374182 60:-0.3331835934473475 61:0.04864680079683115 62:0.04126394842583575 63:-0.4324237284433186 64:0.2944918757315722 65:-0.5737650321713798 66:0.1492256854597163 67:0.2208755747197169 68:0.02101709719711715 69:-0.04379626781989709 70:0.02148811295309387 71:-1 72:0.3474661242268154 73:-0.4411167159817131 74:-0.2175410890161166 75:0.3234706591351995 76:0.2134302083728843 77:0.1867293515773358 78:0.01761799710011848 79:0.2268004823748935 80:-0.07207111217196513 81:-0.3641952861203885 82:-0.2277298104735729 83:-0.04526628044208014 84:-0.1666495733217043 85:-0.2241654135340208 86:0.2892885763664563 87:0.2903904272568636 88:-0.3873969352165488 89:-0.05787012905708139 90:0.6346723914635382 91:0.1588176673058096 92:-0.3232005678633427 93:-0.2434596196050593 94:0.3069011595809869 95:-0.01413191984787611 96:-0.08672028556935799 97:0.116600339715566 98:0.2974957451913267 99:0.4545577036698638 100:0.2125150753990518 101:-0.02763932359469031 102:0.350385653694857 103:-0.370158692650233 104:0.0718009958296725 105:0.1681137852990032 106:0.5553494678524453 107:0.2599733081867815 108:0.1993832434533465 109:0.5696651360846979 110:0.5862831387602896 111:-0.159853671314221 112:0.3074771563487491 113:-0.3699299746924964 114:-0.3696551559354719 115:-0.1180050793383987 116:-0.1259416815356536 117:0.06215279073611893 118:-0.6744245745935777 119:-0.4179341549277784 120:0.1489268397263963 121:0.1132426715334237 122:0.0261574859639096 123:-0.03785857229501215 124:-0.2780609849666731 125:0.5069171310204106 126:0.1177537234594005 127:-0.3573034279171012 128:-0.5724430469057884 129:0.1431778361722523 130:-0.03782604086305034 131:0.05246590705329444 132:-0.4746328340776804 133:0.3799357452311637 134:0.275591014609527 135:0.3629820454652046 136:0.1761118422047257 137:0.3850298466551457 138:0.4336071464629833 139:-0.108742586199634 140:0.3275682552253117 141:0.305526830554441 142:-0.08513945149570795 143:-0.001305836872895691 144:0.1989806123120894 145:-0.09006009448112356 146:-0.2946060845935463 147:0.8659221657579509 148:-0.53511707083921 149:-0.5474972870392301 150:0.4267802201741332 151:0.1563155069376111 152:-0.01564993874472892 153:-0.3496741524742814 154:0.3267187795388752 155:-0.08845603892576004 156:0.486236608744292 157:-0.2583151353033287 158:-0.004216737575002752 159:0.5194992694685889 160:-0.3806193116562273 161:-0.5126589704684681 162:0.652082613138231 163:-0.7596042767265099 164:-0.04435364077756365 165:-0.007224361547112349 166:-0.188897346864732 167:-0.307987381247695 168:0.0008044186891932037 169:-0.2366788470009689 170:-0.5825912814946831 171:0.03405864305155005 172:-0.5196635004492101 173:-0.2909266880158881 174:0.499599071083332 175:0.1817243808543468 176:-0.2521944706629354 177:-0.5430248778190929 178:-0.1327023486100324 179:-0.9759804715360916 180:0.356732961384558 181:-0.1715460752795392 182:0.1266377166285872 183:0.07818512482695465 184:0.130204814967522 185:-0.1678405970747194 186:0.3629696613928592 187:0.113160906200276 188:-0.2765824513598225 189:0.1367080128322235 190:-0.02085079632171453 191:0.5437434582604429 192:-0.08955867787799024 193:0.0953820999557586 194:0.3180893235329443 195:0.02687670988302115 196:0.4442857171704732 197:-0.2681477644923261 198:-0.3830136766475537 199:-0.5979722376956438 200:0.1525969294990585
+1 1:0.1454328337642339 2:-0.04521491580910428 3:-0.2070949520710834 4:0.6753136963404908 5:-0.1122765170294801 6:0.05153099626349789 7:-0.03496638449876657 8:0.05665304578841662 9:-0.1115410031692088 10:0.4193645829313956 11:0.2676855593497131 12:0.2191668633726875 13:0.2669695356876566 14:-0.8575811519103443 15:0.6204083339967872 16:-0.65906767795842 17:0.5409308408355271 18:-0.1822471723338699 19:0.7742605274057111 20:-0.01709444498444393 21:0.1595409219419423 22:-0.08911997805778905 23:0.2583288363310808 24:0.4106240823756317 25:-0.1794470486976211 26:-0.6308940480295311 27:0.08752597892978657 28:0.1088391564103845 29:0.3814074655402425 30:0.1800572100252851 31:0.9344702672232512 32:0.3446068786044521 33:-0.346196541780044 34:-0.06704557165366605 35:0.2750721118184444 36:0.05976327964299688 37:0.001848443588683586 38:-0.3564245883141292 39:-0.1591493715773781 40:0.793609192894794 41:0.004040373115258684 42:0.2875528450855459 43:0.2269472941858424 44:-0.2875526657570996 45:0.4379392036761628 46:-0.8160087209990864 47:0.3413770779964716 48:0.05528976969600127 49:-0.8984828424613663 50:0.01503434339755726 51:-0.1700295007658224 52:0.03699704306610843 53:-0.2393798531764194 54:-0.09368060702185835 55:0.2350698241013846 56:-0.4579941260551171 57:0.4719455762624701 58:0.3200628805657145 59:-0.3243777806660134 60:-0.4685790243914627 61:0.1878826292444155 62:0.3465671575028856 63:0.08805880870642825 64:0.074221668892307 65:-0.2786878256719761 66:-0.3351670968154953 67:0.3231202048957323 68:-0.4959050391041705 69:-0.1919135099554403 70:-0.03861615723290548 71:-0.08952478590413859 72:0.2025263843105373 73:0.1251353067237578 74:0.08007208741066488 75:0.3684744127998234 76:0.3772088240297474 77:-0.5901716629777174 78:-0.2325626905655598 79:-0.1570263881729924 80:-0.2705178710128036 81:0.4361975230276827 82:-0.02842515941871509 83:-0.4289598340963297 84:-0.06027907727358464 85:-0.5559367410665246 86:0.6320277639510665 87:0.4111697119543986 88:-0.429829909469697 89:-0.1836868482364103 90:-0.114482488738155 91:-0.3979117019577078 92:0.5459981881852618 93:-0.1479572848215041 94:0.07844731077526659 95:-0.1652705543204477 96:-0.1199269933990619 97:-0.3637119321741729 98:0.009272764449849966 99:0.9999999999999999 100:0.02682233721630357 101:0.4254938105155823 102:0.1111694530886419 103:0.05300890826523175 104:0.1224154456408896 105:0.04724008844964876 106:-0.2398511195552239 107:-0.341428048167295 108:-0.1762628634396769 109:0.4188584544727571 110:0.390392393844988 111:-0.1315450277269082 112:-0.1039199099136138 113:0.04621187863401374 114:-0.4383889925373854 115:-0.117402373700782 116:0.8529766951690956 117:0.04216491310829729 118:0.3616164088411389 119:-0.4380502550662129 120:0.7050750452519345 121:0.105983247095821 122:-0.2672571371157353 123:0.1971461582030193 124:-0.1078672721920022 125:-0.4260840409855122 126:0.03661102406349143 127:-0.001607673595607963 128:-0.8382529475778355 129:-0.1533508682936325 130:-0.6364981979033844 131:0.3968267978058077 132:0.174672672634886 133:-0.8951891028558066 134:0.4460051202859326 135:-0.1360139986173573 136:-0.01954484001162821 137:0.5375746812702356 138:-0.09938796456617707 139:0.1741194482791018 140:0.1331160292701029 141:0.006852231849555114 142:0.2756861273367056 143:-0.02921962311316546 144:0.1320936103603643 145:0.01543221626639889 146:-0.1587734280756469 147:0.04833385110868219 148:-0.1825498502287292 149:0.3553039364932303 150:0.2067157813569847 151:0.1444056181719456 152:0.1782725144043118 153:0.5020484216433452 154:-0.4082749781154979 155:0.3429195869223003 156:-0.1916746981115031 157:-0.1601880711004882 158:0.3073349848944455 159:0.3441651956707595 160:-0.04588498865314918 161:0.297541583939786 162:0.02939554790909225 163:-0.586378470584068 164:0.48332207203139 165:-0.28558758152383 166:0.09888069082234349 167:0.2095678898111251 168:-0.06877234051032215 169:0.07822502581290391 170:-0.2597852171259014 171:0.217441744062007 172:-0.3848651111810762 173:-0.1605782225466682 174:-0.5523128149642096 175:0.8355792990266366 176:0.5967413098745582 177:-0.02079980927682198 178:-0.3924570876134863 179:0.3509764353273406 180:0.1091469610467379 181:-0.0613145768327073 182:0.2198988370947664 183:-0.03370423204842538 184:-0.03166299588554952 185:-0.5560430232623391 186:0.4811994569852138 187:0.3979919657921305 188:0.02501205249837402 189:0.2827077169141087 190:-0.06155018157955872 191:-0.4242371025298569 192:0.01482698093541185 193:0.04994027862287467 194:-0.4362729703988035 195:-0.03854644503369967 196:-0.8140246830938446 197:0.7231399250517703 198:0.5496206160334564 199:-0.01376157183635006 200:-0.2926222709614109
+-1 1:-0.134899038141175 2:-0.6054358388858462 3:0.3188956990525886 4:0.2682976474783251 5:-0.4132162871560097 6:0.286994336858784 7:0.5586665931018616 8:0.9413988222206184 9:-0.1078640845204223 10:0.3292835862734842 11:-0.06933040028259788 12:-0.3208126355992156 13:-0.5242337336076419 14:-0.008655257234445032 15:-0.1540228451057258 16:0.1039647172615449 17:0.144732455513962 18:-0.0003678850272309173 19:-0.1554381861475827 20:-0.5969238713720108 21:0.05142344389102968 22:0.04246418209858605 23:0.1298344484351433 24:-0.2651080485988625 25:0.06410426914399465 26:-0.4002720369508229 27:0.198106127336394 28:0.7853041640625797 29:0.3122666018425063 30:0.1328166211309468 31:0.1092847409036627 32:0.1262072404924945 33:0.016603621722282 34:-0.2564112280175563 35:0.5351022546428257 36:0.05192665353254296 37:-0.3826678811977053 38:0.00856700697709168 39:0.2723208098752782 40:0.1512152447982377 41:0.2698988914041739 42:-0.4256277932277976 43:-0.5238472997578915 44:0.2310416015368901 45:0.3982009715972872 46:0.4065236240398247 47:-0.2939933496178623 48:0.370859381668447 49:-0.103118218683395 50:0.4103147097371169 51:0.2443006632453911 52:0.8478889577967182 53:0.1274450865793729 54:0.3988018811108414 55:0.1275793462163586 56:0.5591457407708473 57:-0.5144912621150907 58:0.1206510361851963 59:-0.08889770991742535 60:0.470944301909045 61:0.6126458453149428 62:-0.13384077743651 63:0.3478781450176662 64:0.3549430841217397 65:0.2474495073428058 66:0.03823872528070402 67:0.3514244571962863 68:-0.1605728541793364 69:-0.4426608819757946 70:-0.2184200678087342 71:-0.7813751614398785 72:-0.07063056871123406 73:0.4238207885143105 74:0.4037023774847434 75:0.8188252213558451 76:0.03634838823662372 77:-0.1968442583206092 78:0.1094975046473882 79:-0.247026104932372 80:-0.3117482227642824 81:0.3043927043230836 82:0.2350444120158624 83:0.05994286985382331 84:0.1125618321623504 85:-0.1282303935837061 86:-0.1898834369051177 87:0.3683200234447492 88:0.06764589610029526 89:0.09772262785303087 90:-0.4620508720517388 91:-0.4047583491036829 92:-0.03994630382981321 93:-0.2902102747800827 94:0.5383750355751353 95:-0.0463292400125573 96:-0.03684497437881376 97:0.05161452909402167 98:-0.30283905861968 99:-0.4951165131816314 100:0.1528519426483378 101:0.2491064037891132 102:0.397581636115467 103:-0.005155255748993365 104:-0.6046401746019112 105:0.4625902068127086 106:0.9999999999999999 107:-0.1997437141172621 108:0.02961545341904306 109:-0.7073039418278988 110:-0.1364050678107595 111:0.01742014424673161 112:-0.4170995090660056 113:0.05988986916917027 114:0.1542671583489328 115:-0.2510683522491574 116:0.6254664524010453 117:0.3346843375392882 118:0.01459495865000998 119:-0.2615263501176046 120:-0.04969962263886987 121:-0.1391474183073853 122:-0.04428891149463 123:0.08964652077076848 124:-0.0004828169621955564 125:0.2892227098177233 126:0.4123773402847484 127:-0.2177797442867665 128:-0.145813525578584 129:0.1868165174076011 130:0.09648418777374396 131:-0.5964565149385979 132:-0.01156365108872691 133:-0.4018368588683704 134:0.08280083345457108 135:0.2209733731883816 136:0.4082888397679816 137:0.01057827703105939 138:0.1305138086440235 139:0.05919180410198979 140:0.2869983109974007 141:0.4389775447867889 142:0.05869482806606374 143:-0.3737277053517006 144:0.3423045983973412 145:-0.472126710948262 146:0.05938381295886743 147:0.4419951276791024 148:-0.5257910364805407 149:0.3175342128805703 150:0.1184662414580716 151:0.02702278144311641 152:0.1236114578189412 153:0.2252602847725521 154:-0.8153220501748851 155:-0.2385732845516798 156:-0.09438010342171757 157:-0.3465113872427177 158:0.2908018356189843 159:0.5191940914908337 160:-0.02068847148116485 161:-0.2642331654548115 162:0.2415987790190562 163:-0.05230188985345299 164:0.2459933949292556 165:-0.5251363424836896 166:0.1646918974216228 167:-0.1861413288683832 168:-0.4660362610811243 169:-0.625697820177789 170:-0.02049374742189116 171:-0.04301135941910858 172:0.1833753030582532 173:0.4567977128302029 174:-0.2202687095230771 175:0.06846459539836869 176:0.5880045373204189 177:0.02367735953489003 178:-0.464639872505331 179:0.01615475566892031 180:0.1141469496087665 181:-0.1903601762246339 182:-0.3477728260383881 183:0.4239945898148934 184:-0.4759597966601672 185:0.1951486327593607 186:-0.4873891404376676 187:-0.05713477017658056 188:0.5873141132851482 189:-0.1111460898103001 190:-0.8682763649889739 191:-0.3990045804503005 192:0.1686169753290151 193:0.3304515494040836 194:-0.05395559496912575 195:0.1626893198636006 196:-0.08411585116197817 197:-0.4181823570985276 198:0.2304242430357868 199:-0.4504933642910473 200:0.01955482092845467
+-1 1:-0.6320050665361998 2:-0.4287014270369288 3:-0.3249009134637271 4:0.04285796639929676 5:-0.2012892162615438 6:-0.3074847002249655 7:-0.02864779159078587 8:0.01853899303463517 9:0.2585437416558629 10:0.008697150142545379 11:-0.2338685609952166 12:0.3349348358828358 13:-0.1007097107437684 14:-0.3559329557424398 15:0.2834686419635641 16:0.9141671798834482 17:-0.5725876869590528 18:0.6941738054125537 19:0.5233679933570354 20:0.05745877682012481 21:0.2151150809674087 22:0.1793026892971926 23:0.358267636987283 24:0.1493519290724816 25:-0.3111124310154592 26:-0.5554245940346708 27:-0.03456754446073301 28:0.09501039309621773 29:-0.226749755132041 30:0.3117518628022081 31:0.2154039984919902 32:0.4850542390972794 33:0.00856998822698668 34:0.2845594437226341 35:0.2640919414953267 36:0.1430873193150063 37:0.141817063730438 38:0.05170339298814053 39:0.03110348409277138 40:0.009178821483985689 41:0.454979038197425 42:-0.1628353017175418 43:0.4562369045542649 44:-0.1830554022390928 45:-0.5034146395205431 46:0.8943973508470581 47:-0.178218194909078 48:-0.07250483440250163 49:-0.1174494742710181 50:0.02498888195364676 51:-0.02847117416983849 52:0.03515110482506262 53:-0.5032200302987145 54:0.1532558404322568 55:0.06309293860357373 56:-0.5007414214067074 57:-0.4108454320740705 58:0.6690043615595755 59:0.5540086375738258 60:0.01563966149881692 61:0.1137547086840256 62:0.1914767695326607 63:0.9999999999999999 64:-0.06015900431547459 65:0.1278870551933988 66:0.02952301683259634 67:-0.03476024914459698 68:-0.2424121851559154 69:-0.5562878771686106 70:-0.05814672360656738 71:-0.8136854894232692 72:0.1204070791990021 73:1 74:0.04604472378449458 75:0.3136606005946869 76:-0.06852095456053937 77:-0.1623699875662518 78:-0.1273532052686243 79:-0.1756831661926548 80:0.3129087255219049 81:-0.486624996773693 82:-0.2290818656491206 83:-0.03162630618435644 84:-0.2439287251668223 85:0.08905895055465662 86:-0.2705763921724654 87:-0.4844043345719682 88:-0.3948790943003888 89:-0.09018479113825492 90:-0.1232462833611048 91:0.02801050401798068 92:-0.1015609282436019 93:0.1618457395026707 94:0.3307193497790823 95:-0.239803177252211 96:0.1278238952930483 97:-0.1488786583382246 98:0.283172934807755 99:-0.3308843448267572 100:0.33820731819025 101:-0.033306430026548 102:0.4777256160348941 103:0.7396843215467687 104:0.1759274864519167 105:0.33469933121425 106:0.269352013815452 107:-0.3695824381537058 108:0.4027292777375275 109:-0.04630634902026377 110:0.428308022512679 111:0.08781160415075528 112:0.5626108730279479 113:0.2886718902915342 114:-0.7281166930621343 115:-0.1138499034803779 116:0.1177311689835331 117:-0.248658059940549 118:0.01328544445434587 119:-0.3368490833038532 120:0.07730005894526978 121:0.5595734445753913 122:0.2499053488222259 123:-0.249666753825475 124:-0.2922300122077834 125:0.6423234183469538 126:0.21906631572976 127:-0.177428322133004 128:0.1107745810282887 129:-0.1785810184159385 130:0.1887201762630128 131:-0.1500714216892727 132:0.9294116284818842 133:0.2646625605929074 134:0.009357921899577654 135:-0.2502024800620964 136:-0.4537670729582228 137:-0.3188550029536426 138:-0.06341917478178485 139:0.1961571299917615 140:-0.02048918567273643 141:-0.1149164228808821 142:0.3445452451086114 143:-0.1416080592175497 144:-0.3575178130240412 145:0.06386123923560909 146:0.6231028462110537 147:-0.06623258516344105 148:-0.2302927342231763 149:-0.3992759965187929 150:0.7757518041292785 151:0.29764641225338 152:0.00915839847426099 153:-0.4483911289947389 154:0.0497797065473303 155:-0.2964543070061399 156:0.03468383017309293 157:0.1383333678751972 158:-0.1119170479598667 159:0.3818085583462518 160:0.2808371307892122 161:0.0250995512128588 162:0.045713797560157 163:-0.6765979321981813 164:0.1536769046475423 165:-0.00391849371570843 166:-0.2335054381152526 167:0.1338158508804309 168:0.8866763325690373 169:-0.1885553167107206 170:0.1710873226762679 171:-0.4530391395344298 172:-0.9235915348419789 173:-0.07921106845002704 174:-0.2374946610586877 175:0.2848083627770899 176:0.7205174386115568 177:-0.1412462186360069 178:0.1712975517989704 179:0.01691840891761956 180:-0.3815356359988867 181:0.1091630778514734 182:0.0522722102324532 183:-0.502588215316515 184:-0.04078687448191012 185:-0.3126973161656194 186:0.172768486502276 187:0.6582243847748588 188:0.09337357065779978 189:-0.1507656938303424 190:0.1239540181422813 191:0.06144759291192017 192:0.3297917617125814 193:-0.05405978175329398 194:0.05814081293499358 195:-0.1463670236899207 196:-0.1942863388855315 197:0.1703451644884734 198:0.3531382606572056 199:0.5295911425584956 200:-0.3000039720586604
+1 1:-0.5159290624826469 2:-0.8855526955974378 3:-0.1649532828579346 4:0.1112844839083467 5:0.8184673011865812 6:-0.3736323607212513 7:0.05031058622138482 8:0.2464048675816094 9:0.2487478526693314 10:0.3278177280384716 11:0.4403183074551658 12:0.7494412121500941 13:-0.5765430916572661 14:0.05288414525850424 15:-0.5218766237725867 16:-0.07678581512664528 17:-0.1431117875739326 18:-0.2154518332062412 19:-0.4161978429809894 20:0.5767743322994298 21:-0.2536758556033372 22:0.2521733722677535 23:-0.3744023964257291 24:0.2262555527507884 25:0.07749144204433506 26:-0.5835664514923289 27:0.739293690401964 28:0.007635157761774272 29:-0.2865842772115205 30:0.2993255418483396 31:-0.06007165962704925 32:0.1315998006209172 33:-0.3668964933444219 34:-0.3151908923306225 35:-0.07846120915093965 36:-0.6447159260565256 37:0.516160110326865 38:-0.2476356683516569 39:-0.1334401834710294 40:0.0784610538248488 41:0.07097329530263709 42:0.5935237601175876 43:-0.1105859464708165 44:0.1652169254983976 45:0.7506585279122631 46:0.02253939289421986 47:-0.06324817507673307 48:0.3380254667611268 49:-0.3963137848494477 50:-0.4104844917395034 51:-0.1947579364979409 52:-0.0917334279521389 53:0.01791371058375557 54:-1 55:-0.3134213191615778 56:0.3895289288410912 57:0.09128798023222597 58:0.01245513180286919 59:0.3951011729810229 60:0.1036464421234561 61:0.3724338530524184 62:-0.102333166865029 63:0.4717628047675095 64:-0.06104435855076067 65:0.5865696172853704 66:0.5689808275770487 67:-0.1172566639017565 68:-0.1359990389037652 69:-0.7206169593305041 70:0.5328377539059848 71:-0.3169909140250338 72:-0.01610156946083462 73:-0.3415562278251405 74:0.6667418143027205 75:0.5329657164683669 76:0.2606501513540347 77:0.2201974302756741 78:0.6601799736898569 79:0.9999999999999997 80:-0.5579546753187695 81:0.8176698197187712 82:0.07701993028228782 83:0.507402318974592 84:-0.2498889561792244 85:-0.03682534990893856 86:-0.8613950054211869 87:-0.3030222195388776 88:0.4073576804051688 89:0.08282624939792116 90:-0.430765949538874 91:0.2138513373667479 92:0.03142119065168873 93:-0.6767580358902338 94:-0.3514958999396637 95:-0.1563326366457316 96:0.1516421533535378 97:0.8489503550890647 98:0.03423588260226681 99:-0.4466939283769492 100:0.3900289848529355 101:0.2400277958652545 102:0.1392385228198128 103:0.3658257016603017 104:-0.1657513072655616 105:0.1087928024904101 106:-0.1872180393411536 107:-0.2096334585661613 108:-0.1928443224676849 109:0.3923079393679457 110:0.8971778075789444 111:0.308950033140008 112:0.09765854392297094 113:-0.2032807718555263 114:0.2000492965402997 115:-0.1462566393604677 116:-0.27454141274097 117:0.3970508095912932 118:-0.4504494514209048 119:0.3494669321986998 120:0.2502547810025159 121:0.3083830919237698 122:0.2153295398390495 123:0.2865833656460076 124:0.2221178937789254 125:-0.1545359557316206 126:0.01650585391044256 127:-0.2851749146860633 128:-0.03758697334462173 129:0.4198770586360345 130:-0.03134534290745057 131:0.4218210229601243 132:0.582277783517021 133:0.5833636346433086 134:-0.5542247374668796 135:-0.1251957967029106 136:0.1354163978142608 137:-0.07432458745056436 138:0.09938417952593684 139:-0.1212941142932028 140:-0.00017786615262923 141:0.9999999999999999 142:0.1369200596404833 143:-0.9398003103618643 144:0.769890973160797 145:0.01032839984383603 146:0.05722483003138355 147:0.1600295786868721 148:0.17935037902238 149:-0.5419618591940927 150:0.5754769179380784 151:0.24041058231958 152:0.09310549192251368 153:0.4460116962522847 154:-0.1909766278947849 155:-0.1889330694423391 156:0.07817344365292954 157:0.4971887495957163 158:0.505878381804469 159:0.2978990442797833 160:-0.05043314515414909 161:-0.1153299780004042 162:0.2147241906261323 163:-0.1939354718022293 164:0.3452598993082799 165:-0.3807821692921333 166:0.02139350180969009 167:0.3630671103293118 168:-0.1566857895843349 169:-0.4679155617876822 170:-0.2349684174613181 171:0.3026349101281063 172:0.320703578860125 173:0.04784940363394939 174:0.402160057835983 175:0.02875765838076788 176:0.1344052482324616 177:0.05813690948780087 178:0.1498068222816017 179:-0.2450511093589076 180:-0.1758560765237129 181:0.06652377104606674 182:0.3647341470144753 183:0.3200226171797965 184:-0.02145370618981009 185:-0.03043912576870193 186:0.2847531563348594 187:0.3150688722627715 188:0.2299028885414356 189:0.06671810934960369 190:0.3337752985594701 191:-0.0965589691573232 192:0.7515969652982494 193:0.1563208678681537 194:0.3599131606328705 195:-0.1461427781934502 196:0.8925545319832823 197:0.3419504449924922 198:-0.3326200791350254 199:0.06677283989083102 200:-0.4896345972598263
+-1 1:-0.3218849670190925 2:-0.1436964078067015 3:0.01008340006648904 4:-0.1110041318178493 5:-0.3098787689380602 6:-0.2759529036511221 7:0.2536442360816304 8:0.01243308556291779 9:0.405272257916896 10:0.02974286813169091 11:-0.1815781974560932 12:0.4638784018189241 13:-0.3235919511449138 14:-0.4449647804644447 15:0.1073472826734657 16:0.5188981910568147 17:0.1969721025537998 18:0.2813541382030912 19:-0.08164994557143368 20:-0.4199901164143055 21:0.5584227371419639 22:0.155702742998519 23:-0.4700135255915914 24:-0.2156643441818211 25:-0.1662163312498206 26:0.1117192928708587 27:-0.1914562283117719 28:-0.840832243070546 29:-0.2371289253836846 30:-0.03165653728481037 31:0.04119068660584818 32:-0.3433311058201715 33:-0.09679010188437187 34:0.4348120187457575 35:0.9572546063542584 36:0.1431094807681251 37:-0.4291095526796822 38:0.2060557627445153 39:-0.01074830569817262 40:0.1996426830699061 41:0.4350205138361295 42:-0.4596955893225979 43:-0.4089318254340141 44:0.642232750123274 45:0.6442184372822758 46:0.269553595547174 47:0.2117131110543622 48:0.04808721662427951 49:0.1220835253929911 50:-0.3135152180898008 51:0.1867361695492333 52:-0.2740896430924039 53:0.3517779587178276 54:0.1971611074825265 55:0.2141389626614558 56:0.2018710232174188 57:0.4052806567952619 58:0.1507336113183216 59:0.2808671066166982 60:-0.3208004479530916 61:-0.1426589500771322 62:-0.06978716912240834 63:-0.3490745663966279 64:-0.23337807347315 65:0.4899979360695643 66:0.183512445413437 67:-0.1960728934629151 68:0.4188606969746309 69:-0.2547149851829445 70:-0.2555618337256805 71:-0.02149070199509173 72:-0.1848598362146516 73:-0.0824541197008848 74:-0.05175797175165284 75:-0.1405326659734458 76:0.08458638717785263 77:0.2485936173702674 78:-0.6101300698711134 79:-0.08113340622342646 80:0.0407789275572408 81:0.2217656894063144 82:0.07643730768733953 83:0.6219979979936576 84:-0.0607349124336759 85:-0.2865373859269362 86:0.1478992411955102 87:0.02287868230903925 88:-0.3144002312903987 89:-0.274516615511566 90:-0.2066430535498926 91:-0.2158979901515787 92:-0.84821049773138 93:0.3203672402093339 94:-0.1855710099257264 95:-0.8352886348004324 96:0.1157450745870653 97:0.6376019127211836 98:0.07473756920805318 99:0.3577002765572149 100:0.204216128072052 101:-0.06568717275387224 102:0.9364961476902214 103:0.2892757201159427 104:0.03581682556568805 105:0.06613765281228973 106:0.2510892706628436 107:-0.05900035260864626 108:-0.4388588517254212 109:-0.1312480871090679 110:0.1585608547249336 111:0.07471389279845839 112:0.3473277387353053 113:-0.2938450373491667 114:-0.2133920281139406 115:0.1381299648004661 116:-0.09842120075313304 117:0.4904062210735973 118:-0.4688871941707116 119:-0.2552561857750197 120:0.1608656314081971 121:-0.1928424271863964 122:0.3710573343859651 123:-0.003275796593192208 124:0.222159582858775 125:0.4821007566703183 126:0.1733630084088401 127:0.02997385713820963 128:-0.3615425263088793 129:-0.1063832201044347 130:-0.09110229357220934 131:-0.3471121299259586 132:-0.0009424924004647929 133:-0.2960137765183045 134:-0.3005712661125228 135:0.1113620953502889 136:0.1299410967152408 137:0.2648869906338162 138:0.2175352957468017 139:-0.001287794039210144 140:0.1483294673665982 141:0.2443029165968296 142:-0.1559047615310182 143:0.06572360417406081 144:0.5362247457416494 145:0.5597273704061309 146:-0.3005621871863213 147:-0.2879010832523692 148:0.1479162493227274 149:-0.1703053333007166 150:-0.1864637816801412 151:0.2097952363345545 152:0.3702475693913815 153:0.2902087320963598 154:-0.3857593334555934 155:0.02081532295234725 156:0.1437145006992689 157:-0.2041379701762034 158:-0.274685617356753 159:0.7909027737832797 160:-0.7890807338162796 161:-0.1065392250811307 162:-0.1755963690602587 163:-0.308154086740447 164:0.1700002422058813 165:-0.391358665873197 166:0.4152127317373897 167:0.2099115875918619 168:-0.3463284915849013 169:-0.2145356293408151 170:-0.2290236714840455 171:-0.4010674593023731 172:-0.1151697213358834 173:-0.04920403205738417 174:-0.4609465926116514 175:-0.04723240528203651 176:0.4061006925821269 177:-0.123398014079692 178:-0.03280538366060311 179:-0.2780493516240051 180:0.2924029372418675 181:0.3669242799900161 182:0.1557532017179857 183:0.1852793916673138 184:-0.2125033754209786 185:0.0729311561620892 186:0.01785377346722149 187:0.5825832996484637 188:0.1038985410023125 189:-0.1849828961841077 190:-0.1428532007322913 191:-0.5932674303751592 192:0.01775746333566304 193:0.1598328480479955 194:0.08358564604855888 195:0.3128995983951566 196:0.4656669044806132 197:0.6563109027546561 198:-0.004577128013678551 199:-0.388368562272781 200:-0.3522011385348249
+-1 1:-0.2425047720617134 2:0.5196686381977627 3:-0.4586607429362323 4:0.5529324311423484 5:-0.607717270118124 6:0.05495954101875181 7:-0.05759125816659153 8:0.3637982964944215 9:0.4091026926410749 10:0.3857275125013548 11:0.4136459615620199 12:-0.02175566986963184 13:-0.208351263754785 14:0.2147860140774365 15:0.1289092322824782 16:-0.09140152327501204 17:0.510882639087376 18:-0.4651235383667905 19:0.3434257695900131 20:-0.6746959167855839 21:-0.3667520201280403 22:-0.3904664604684604 23:-0.02281829325526288 24:0.09930524106714889 25:0.208111751323144 26:0.2625559071277791 27:0.0159380727746277 28:-0.0827751678202415 29:0.4027204192745992 30:0.02022692735748952 31:0.6386170664658514 32:1 33:-0.2328112847714196 34:-0.242234899043807 35:0.1238241475887104 36:-0.1825478271300072 37:0.4132868899348375 38:-0.3998501978446194 39:-0.06908017602760455 40:-0.2745674690891558 41:-0.3954170114978827 42:-0.1606906295516417 43:-0.2870376599666213 44:0.2572946929761717 45:-0.3630747281484435 46:0.003498591510742943 47:0.3785167786609281 48:-0.3556360826943965 49:0.1532300691854656 50:0.4570267925439839 51:-0.521918332191096 52:0.5332744273412632 53:-0.06844284412583737 54:0.1213441279358319 55:0.259108704461417 56:0.1803927171683915 57:0.8660620024616219 58:-0.3790869973795186 59:0.1413053573900019 60:0.08488054899272887 61:0.212685314992344 62:-0.4603126320640619 63:0.2342551001067665 64:0.02056386030048127 65:0.3162280234259996 66:-0.2782114591068489 67:-0.6746178799598769 68:0.5061683889321753 69:0.413094168212605 70:0.2920122983628583 71:0.1202022596991109 72:-0.2293007978092755 73:0.1430701562429774 74:-0.3346075473589083 75:-0.2674198112956424 76:0.09634104311835076 77:-0.1139883571846455 78:-0.1199130663863705 79:-0.209768428241519 80:-0.5740709586473955 81:-0.09448806508782809 82:0.3416981796450269 83:0.4546616759648615 84:-0.06641836577411865 85:0.1049266608157428 86:-0.506540041011624 87:0.2908691711451653 88:0.4131463955053844 89:0.266684253054672 90:0.2504497361668439 91:0.1350254473352511 92:0.4384149482063492 93:0.4111292952728828 94:0.6323927937675111 95:-0.5996303891554039 96:-0.1672320335248921 97:-0.09177715129396533 98:0.05857703184728929 99:0.2711322082302723 100:-0.3697765696913507 101:-0.09140927504446228 102:-0.3070173900117965 103:0.3588987677728512 104:0.3690019368228014 105:-0.1191487783386719 106:-0.1157835724256633 107:-0.4299114121071015 108:0.7995099029758739 109:-0.8618798712231215 110:-0.03613541929772815 111:0.002208486983673291 112:-0.02317368789582491 113:-0.2108356038732312 114:0.2633158672233647 115:-0.7530737306667651 116:0.09124897813506816 117:0.1692272882493085 118:0.3499745004301357 119:-0.1144303157755677 120:0.2207767515475867 121:-0.08259367015781673 122:-0.09785968001888573 123:-0.01171214080938951 124:0.1259706400599953 125:-3.069295765880525e-05 126:0.03283310418839255 127:0.4488964510957421 128:-0.09158357656886112 129:0.2752637197821838 130:-0.3037526880765121 131:-0.1129711919312102 132:-0.3310369194323157 133:0.02302601795016527 134:0.4340132967813803 135:-0.1132224611350903 136:0.3022480879264122 137:-0.06770823579817419 138:0.3676001646771767 139:-0.1506250404895924 140:0.2938619909961172 141:0.1432058522944652 142:0.7825569412176175 143:-0.3742900163353542 144:-0.5694390670885653 145:-0.5566102667011136 146:0.4451181581851881 147:0.05842988540105387 148:-0.007264650328344113 149:-0.2290521372650361 150:-0.08687296539473843 151:0.01952726023251897 152:0.7611912011986516 153:0.1692032793263275 154:-0.2850120637808425 155:0.2953071330666065 156:-0.1180052125898396 157:0.027525775052815 158:-0.3277391699684026 159:0.1775004797602647 160:-0.1785742205239714 161:0.2136611390419126 162:0.4680277635892879 163:-0.4169868201730151 164:0.603661687578349 165:-0.354861082850014 166:-0.1405846448028364 167:0.09531058559893031 168:0.162133090276356 169:0.06612314723458471 170:-0.3673344741034419 171:0.0006927454388587183 172:-0.2344200892315048 173:-0.1133085132920371 174:-0.4607486218273005 175:-0.01276735642042098 176:0.2741483044946227 177:0.08736124499742443 178:-0.1125895289054099 179:-0.1464785179518752 180:-0.1347000536457237 181:-0.4715702638364315 182:-0.3526506847982857 183:0.1206662378360222 184:-0.2374850792372645 185:0.06419993067568283 186:-0.1567998890288094 187:0.5458444713798035 188:0.2741626958515281 189:0.03293551193051027 190:-0.0121433150864943 191:-0.1655769616876456 192:0.1413153172871126 193:0.1836620698823288 194:0.609582392954745 195:0.2676119092246975 196:0.1690844800534296 197:-0.1432814020185552 198:0.2529868598237322 199:0.8935756028289652 200:-0.3135519707286534
+-1 1:0.3164282940784908 2:0.08736973583880164 3:0.01193784915333056 4:-0.1722241921369767 5:0.4456875347645737 6:0.4458124240216425 7:-0.3314285496395097 8:0.3362877784640617 9:0.3369236277078638 10:-0.3519876562051463 11:-0.2204570797153107 12:-0.1532852574682003 13:-0.3423002394010162 14:0.06784803766290778 15:0.09412043036407022 16:0.3322866863405605 17:-0.2398809845580523 18:-0.3671560072989259 19:-0.1262012152694413 20:0.03945011098629854 21:-0.2685844506832519 22:0.2085582291218965 23:-0.4216142617825167 24:-0.6639002359485499 25:-0.264498739583501 26:-0.3640514810828277 27:0.00404369853327164 28:0.3594945627815925 29:-0.4205404025743735 30:0.5241884881644898 31:0.702922092332473 32:-0.4273687606878209 33:0.05354496278231188 34:-0.3119578865286267 35:0.1974157189411593 36:-0.04955353219235673 37:0.02081924678911412 38:-0.2344700470086343 39:-0.9069380079832122 40:-0.4171038175377478 41:0.1179863785012268 42:-0.04901940919866547 43:0.406018080117689 44:0.09875973897694533 45:0.2659169192531035 46:0.06730358241088488 47:0.869384260070697 48:0.02133185492301655 49:0.4841933899021697 50:-0.5047546210318119 51:-0.4792832036046491 52:-0.5639373906655861 53:0.1681871817203682 54:-0.1335962251247233 55:-0.09773964033513186 56:-0.4241349515769999 57:-0.2048508322853532 58:0.1113080212254594 59:0.5164321774216184 60:-0.4067724584366104 61:0.2049769793313511 62:-0.4984668064983342 63:-0.09286798228561699 64:-0.3860289187747817 65:0.3159788764692924 66:-0.2581510870144573 67:-0.1825615472503051 68:0.0002166919461621813 69:0.1410379623174536 70:0.1734703798239472 71:0.188799032226724 72:-0.1068242793408058 73:0.1257473172259058 74:0.2526398055115223 75:0.273773014095593 76:-0.6488210625285213 77:0.2620332676421483 78:-0.1833695222574371 79:0.4040771796110831 80:-0.1279040553718695 81:0.3376541928956672 82:0.4111081212663268 83:0.6532085506709182 84:0.06809535116718796 85:-0.4875133420873888 86:-0.05791895101459064 87:-0.1552724917995212 88:-0.7596964305074407 89:0.07929277902121895 90:-0.4741887344792616 91:0.6793543750853226 92:0.07412777356116348 93:-0.0363238606929637 94:0.2590888967623751 95:-0.4715768474245124 96:-0.01746080051805021 97:0.1068911398419987 98:0.07330766222811125 99:0.08605151790631622 100:-0.3862004391248477 101:-0.2357333160127939 102:0.6672425517649283 103:0.4070530609666117 104:-0.8280687071117389 105:0.1466175168178629 106:0.1707318432571318 107:0.04835361812768441 108:-0.1580969092626186 109:0.0979178158024287 110:-0.1769245446231514 111:0.2082642952567138 112:-0.04867695489888398 113:0.06363025641534961 114:0.3310947427585007 115:-0.1216404035491715 116:0.1220768860773122 117:-0.1391958759018037 118:-0.0915965839494241 119:-0.4871415078569411 120:0.07312331271849018 121:-0.180448092552854 122:0.002407858119656485 123:0.3631927179417191 124:-0.006724667353634244 125:0.03859086192366473 126:0.2188660587317847 127:-0.001028412059005016 128:0.4541003262357682 129:-0.09033138809764349 130:-0.1845122916306138 131:0.1357155429782402 132:0.1114419467098914 133:0.01141257321391314 134:0.7144324128133634 135:-0.03436290652545738 136:-0.04376636789183299 137:-0.03192361481430985 138:0.4873330485922175 139:0.3893681146704773 140:0.2766929638324472 141:0.7050782722061124 142:-0.1818321649021655 143:-0.3162439368421088 144:0.4104858716161993 145:-0.5605219940330298 146:0.9213562330009628 147:0.152254796140611 148:0.2544883114346148 149:-0.3289154041377091 150:-0.311638091158888 151:0.1168059868488568 152:0.1040794010547353 153:0.4383656974783238 154:-0.3910144055704918 155:0.07832167310733722 156:-0.2469102571544788 157:0.1144981771835299 158:0.2468197179701349 159:-0.4014106215632042 160:0.03842682448711759 161:0.1713207734042843 162:-0.07661844454413438 163:0.1610216518084589 164:0.1788324522455081 165:-0.001688183276783488 166:0.2952390584942142 167:-0.2267872555871414 168:-0.05246627383846875 169:-0.2210779789180966 170:0.03374264505997292 171:0.1125013544214315 172:0.1352650299000908 173:0.3896971182105439 174:0.3020825677216602 175:0.7008913901645386 176:0.2886334466959481 177:-0.2798566234787331 178:-0.1421995564159364 179:0.6945613693959435 180:0.04408255534216261 181:0.0444018420271983 182:-0.2934050656565511 183:0.1815620424475325 184:0.4144872785202773 185:0.3865152324930705 186:-0.4242037525301711 187:0.05375264519856453 188:0.09427375763191305 189:-0.3650135959712626 190:-0.2374870190612136 191:0.03566878121226743 192:-0.5405093502049325 193:-0.001796146300896195 194:-0.5261798257621971 195:-0.2380893101281195 196:-0.4031401039288159 197:0.4060817112426285 198:-0.7284268606488297 199:-0.2460798574391547 200:0.1461905286317043
+1 1:0.05443052563240966 2:-0.1121665390247594 3:0.06027868932550186 4:-0.1878623836009653 5:-0.03396143491361249 6:-0.2467921914618825 7:0.1776244835223179 8:0.1241745383062256 9:0.1511595654545471 10:-0.5983448607748215 11:0.01981585916047494 12:0.4277634595166647 13:0.4805763551464309 14:-0.3094393897057449 15:-0.08867315477641674 16:-0.2738061853650993 17:-0.286665164745281 18:-0.1703416551530441 19:-0.08882490774749974 20:-0.2173635047366819 21:0.7991875471821145 22:0.1367335080855942 23:-0.5925818689014288 24:0.06964785882841654 25:-0.2535315152095634 26:0.3703806261809589 27:-0.07192249541621966 28:0.2062699334086353 29:0.3151604967828965 30:-0.009553179955194908 31:0.1220370135564772 32:0.5389594771360484 33:-0.2241815368279346 34:-0.3690556576278182 35:-0.6466601546401072 36:0.5892882176020598 37:-0.5361726077710105 38:0.4440885638548723 39:-0.2845498890298694 40:0.2326108720760618 41:-0.06104246602014701 42:0.5778544076055606 43:0.07660610990591679 44:0.6339418650901838 45:-0.2654150757713116 46:-0.01707700787058483 47:0.2466575058501561 48:0.3195106748974873 49:0.1392603387263226 50:-0.1980182365762587 51:0.4379180634067884 52:-0.9361486786830344 53:0.01420541453327495 54:-0.09190402687302177 55:0.3927708893477158 56:0.2984384276253806 57:0.348595417866953 58:-0.05794990560363687 59:0.4015389764577127 60:0.4159413123249723 61:0.05440067708557815 62:-0.3195665841539445 63:-0.007817199048925399 64:-0.06512193561655688 65:-0.3138118292859746 66:0.1777303688981836 67:0.3383042599423966 68:0.2305917285027513 69:0.1546171359483728 70:-0.07718933934068646 71:-0.07222472698915325 72:0.1326989287490423 73:0.1568310782547576 74:0.4026560532291811 75:-0.1473520509030005 76:0.6126448257046344 77:-0.2252279423287681 78:-0.1996621148592869 79:-0.1743482979315124 80:-0.35476575428162 81:0.2699100285127239 82:-0.08553152270030724 83:0.5241050874852473 84:0.1628347684350409 85:-0.001481210950168274 86:0.2625914411901993 87:-0.4380383270953211 88:0.1228995077127929 89:0.1503573245026746 90:-0.5376247231215006 91:0.08945954167257085 92:0.1274807556820604 93:-0.009178981196539635 94:-0.4763968761365593 95:0.2203143013665835 96:-0.4429667097863874 97:0.1542634280998142 98:-0.1021308008721453 99:-0.312070935866904 100:0.02160801559803245 101:0.4385755472074107 102:-0.3863165969657465 103:0.1905514800748584 104:0.1738051157102281 105:0.1299644066296136 106:0.5745205991728017 107:0.4269577423944517 108:-0.6626030912160934 109:-0.6387398526710685 110:-0.08335992299815229 111:0.06437446241923737 112:-0.7690770172262325 113:0.1386961106291698 114:0.2575511181894042 115:-0.01566805685964606 116:0.6429297205113365 117:0.3684388013034789 118:-0.1974056619854153 119:0.04476287294507297 120:0.00792786864288378 121:0.02232264840845961 122:-0.08580507136954271 123:-0.293724315098205 124:-1 125:-0.3319524163180974 126:-0.2056928224028344 127:0.3759483136402221 128:-0.07345398000296544 129:-0.2331273093350973 130:0.428443104749091 131:0.3140521937359613 132:0.02604237891460321 133:-0.01429455443791141 134:0.4674278695779474 135:-0.3484247173116256 136:-0.1746233300307673 137:0.2365220898956024 138:0.02814561102754493 139:0.05620216706813461 140:0.3365720289581868 141:0.2201372136217231 142:0.7087556376063262 143:-0.3084023174358408 144:-0.1492004646246344 145:-0.05746047178212221 146:0.1661948454910779 147:0.2950907656695623 148:0.1430786813766301 149:0.2020599811943013 150:-0.1822430266566861 151:0.5153422346732548 152:-0.1965668068824027 153:0.3012025723097143 154:-0.05838871533083628 155:0.1691791640399998 156:0.6409816445294082 157:0.02199115762286266 158:-0.1187102778716891 159:-0.6866843783199655 160:-0.4213174283100343 161:-0.4004384055055036 162:0.1700334833771768 163:-0.02095512704346771 164:0.187451081849734 165:0.1747851243712317 166:-0.003186656540979174 167:-0.4347709010988429 168:-0.1451981848464758 169:-0.3357164737799799 170:0.3484751202256878 171:0.0499623329798214 172:0.01237067050062042 173:0.1939680582213527 174:0.1234959717102267 175:-0.04528002746013243 176:0.653279234082581 177:0.415183469906185 178:-0.4716729095140191 179:0.1297916472137097 180:0.09237128943450115 181:0.05660042608558274 182:-0.4586244121779948 183:0.5083641972055918 184:0.0246816751208173 185:-0.2371754796735172 186:-0.2087937906846078 187:0.3283019538959997 188:-0.1136705434238215 189:0.0028297670269639 190:-0.2992707559186146 191:-0.1289756468948323 192:-0.573226012634903 193:0.298713151571959 194:-0.03786747567975135 195:0.0277652311713556 196:0.1783443568594949 197:-0.2328243246997348 198:0.1677443610721425 199:-0.1701937335402917 200:-0.1513966065986662
+-1 1:0.4143922508102373 2:0.2726355990633633 3:-0.1189467116222514 4:-0.2119975022403051 5:0.02151451675559105 6:0.04447493779657333 7:0.1074693816752184 8:0.1530632435887015 9:-0.1186267482941142 10:-0.09985413281843548 11:0.3274783936694605 12:0.0320430793313328 13:0.06843152087904171 14:0.06084804799544363 15:-0.1512802316109749 16:0.006641544981770629 17:-0.1146955583707776 18:-0.1614386086264971 19:-0.3945210467495589 20:-0.5563413311870873 21:0.2501261882511519 22:-0.4797568715163519 23:0.1884877559279596 24:0.1942058759208484 25:0.08093090735423476 26:-0.1508881268745953 27:0.1055367689291965 28:0.5126998798529481 29:0.04175780856503608 30:-0.1815425994383687 31:0.2828597601145985 32:0.2198043384666633 33:-0.07885548975848386 34:-0.1868486679654248 35:0.902942085075661 36:0.3164642475350052 37:-0.1285273920249999 38:-0.1514516317861334 39:-0.3557856695251932 40:-0.5349860568001777 41:0.3857311905198211 42:-0.3698491016739952 43:-0.3505771246530224 44:0.2044640628026219 45:-0.1692965572936194 46:0.2655214730872186 47:-0.03998735936218009 48:-0.07331271295905234 49:-0.5592683463890633 50:-0.2883690160611583 51:-0.5341513823427049 52:0.268514202705832 53:0.2010945940236638 54:-0.3650601326805488 55:0.535165350521022 56:-0.8265960603842613 57:0.6306561535265313 58:0.222640905088498 59:0.6674775053783054 60:0.06855089352197732 61:-0.3086571888759794 62:-0.05148500693762176 63:-0.05753182232700085 64:0.3642204668730072 65:-0.08983048772289598 66:-0.2571878821306487 67:-0.9835751742317154 68:-0.1394856685085554 69:-0.1377140956696982 70:-0.2024405689651574 71:0.2899279725349346 72:-0.3676230123547044 73:-0.5342229337102706 74:0.1879310640746455 75:-0.1837199001644154 76:0.4896892510895013 77:-0.6020982452254086 78:0.519403562794604 79:0.4263844250311779 80:-0.4426668654204377 81:0.3471219009088645 82:0.4524436523122263 83:-0.3090346275569028 84:0.09080347745399342 85:-0.3339678107473917 86:0.1695293012012492 87:0.4045475154269756 88:0.8350257884707079 89:-0.2434928936307828 90:0.05673269283270189 91:-0.4979974143884096 92:0.1254504320212189 93:-0.2496433119879744 94:-0.5545813459278263 95:-0.09028156117050244 96:-0.2767936971938268 97:0.6900615478116118 98:-0.08939415540195517 99:-0.9697695638358014 100:-0.4532712344849263 101:-0.2184919470319789 102:-0.1530698471107306 103:0.165501126603143 104:0.4504999862404293 105:0.2177485144649379 106:0.3557108487123276 107:-0.07243920900782572 108:0.2278773881245308 109:0.2358411206258063 110:0.01691379321505386 111:0.5260172190350118 112:0.1768192392656336 113:-0.6711508799620088 114:-0.5586489026636006 115:0.1292661293938253 116:0.2130072261976187 117:0.3848733476337767 118:-0.8844553310019547 119:-0.2373472961160404 120:-0.3355194195321161 121:-0.09183910751004785 122:-0.02088550741007437 123:0.06561382743864731 124:0.2862856010830432 125:0.06739122520004556 126:-0.04670994695377742 127:-0.08210544896276122 128:0.3785554654832037 129:-0.3317661520150035 130:0.10710829198784 131:0.1856846259390831 132:0.582640038245131 133:-0.2534102040954385 134:0.1906323578009695 135:0.173728909806045 136:0.06282288375713972 137:0.3183738805794478 138:0.4476700040683871 139:-0.5558169257369328 140:0.135919735253813 141:-0.1006363947615593 142:0.09678194508396247 143:0.004830862341760556 144:0.2960442459903275 145:0.537888828854661 146:0.756874277689473 147:0.6748103134121881 148:-0.1472624561056043 149:-0.2454100012404403 150:-0.2821975789369151 151:-0.6395236737385498 152:0.6435534572975374 153:-0.213490468739188 154:-0.3977665099101234 155:-0.001905300428181073 156:1 157:-0.003846402769341888 158:0.152330748683151 159:-0.3214618543380828 160:-0.1183176964295617 161:-0.1828262080651146 162:0.1506865177856148 163:-0.1901499439476818 164:0.517921967295055 165:0.4777779801476848 166:-0.2178433351428605 167:0.07192610417901585 168:-0.6006101770965053 169:-0.1437487217110469 170:0.6129767250298827 171:0.3062799803023123 172:-0.1051528140406362 173:-0.673979023103859 174:0.04945972033898003 175:0.3139929932835637 176:0.0159256219431563 177:-0.4693104088557526 178:-0.5961359265886347 179:0.2946591977125791 180:-0.3436171873776192 181:-0.6272680239775331 182:0.2566600343197554 183:0.150269337603218 184:-0.09734985537639236 185:-0.185934357729461 186:-0.6109578444279363 187:-0.008947109380913381 188:-0.03496017448457572 189:0.2105091956363323 190:0.05041202197497148 191:0.04626134048864382 192:0.2630798542229942 193:0.1888149335576769 194:-0.4497319638040265 195:0.4693268428424026 196:0.2141904824719412 197:-0.2561844501320464 198:0.1634022420744778 199:0.415773596338001 200:0.2618401373755808
+1 1:0.2900616051091942 2:-0.1122277620278447 3:0.3624784872361134 4:-0.05195121388461897 5:0.48868167257313 6:0.3155579147063143 7:0.09248193081540301 8:0.03510624809663615 9:0.2199164679790708 10:-0.4956676752464064 11:0.1371039864824579 12:-0.2052223009937704 13:-0.122359698277375 14:0.8089718355436073 15:0.08951390275574184 16:0.5729974137056167 17:0.2011489575152856 18:-0.4121154391112914 19:-0.5092025775187906 20:0.5096443164302373 21:0.07789029329971352 22:-0.3297611246294754 23:-0.1581253247554702 24:0.1235872342640644 25:0.1182946304542846 26:-0.2176848065315081 27:-0.03013441359683122 28:-0.2983953878646523 29:-0.5110677898086934 30:0.06728187359813521 31:-0.174072311129573 32:-0.1954387521198788 33:0.4901647710313354 34:-0.1158000017266858 35:0.2039952956000834 36:0.09674768858919955 37:0.1336313697317947 38:-0.1672721151266921 39:0.6172324971667594 40:0.1149785953491139 41:-0.621216146397197 42:0.01511668317087479 43:0.3412478356186049 44:-0.3543772702771047 45:0.3250334490293845 46:0.3901667287129645 47:0.03542325670829095 48:-0.1370731184684211 49:-0.3027351434827865 50:0.1367083319695855 51:0.4204147913216883 52:0.1037967113795678 53:-0.5763487489443768 54:0.1309175929162714 55:-0.3425825970566845 56:0.0893928576416267 57:0.3769372767441543 58:-0.3414873363209146 59:0.8124177946086808 60:0.1864602992554854 61:0.1931694383499787 62:-0.02763691846355106 63:-0.1601615419920951 64:0.5550857664091388 65:0.1875300005371879 66:-0.4113404642216864 67:0.2073392388968907 68:-0.1555708415742787 69:-0.2615219146424643 70:0.5005873070639295 71:0.363556226189457 72:0.1139705650992984 73:-0.3209552152689329 74:0.1024707617550849 75:-0.2658850799640664 76:-0.06309769349631232 77:0.6134226519214608 78:-0.2700619616592913 79:0.06575680410422041 80:-0.236954562296886 81:0.451754363749638 82:-0.37659391016697 83:-0.3874966128406709 84:-0.4643953167442119 85:0.05484957165080412 86:0.2254326381232843 87:0.2636897172809801 88:-0.03679951941526011 89:-0.5495868827066376 90:-0.5503083901608453 91:0.09066366442001678 92:0.132728263944654 93:-0.3030699739533825 94:-0.01947758047924883 95:-0.3296359726474385 96:-0.3379949136373088 97:-0.1838320668894823 98:-0.09462066853073414 99:0.2865513189931798 100:-0.5215222222375249 101:0.09908359483934423 102:0.5833218322295598 103:0.3981389250584779 104:-0.3749499399860005 105:-0.1178686509064309 106:0.3833809721932825 107:0.2807615794667582 108:0.3066102192192037 109:0.5639544226175556 110:0.3104478571943123 111:0.08305191080502106 112:-0.5204501716599368 113:0.2889666012656796 114:-0.07981998401987848 115:0.09349871879936694 116:-0.1495208245432341 117:-0.1048675308219162 118:-0.6997107449008743 119:-0.379357033551868 120:0.04767817777431482 121:-0.1646375113683809 122:0.1107214229257159 123:-0.2563561144612223 124:0.03629795808086816 125:-0.1151393142509539 126:-0.1604605823700599 127:-0.01521149904581754 128:-0.224440792172472 129:0.04758534721459352 130:0.6312853547081849 131:-0.007376559568524385 132:0.003767906867724246 133:-0.3734021379925188 134:0.02889426544394329 135:-0.349636882799447 136:-0.1162924611422797 137:-0.1832460152646843 138:-0.4877120806665218 139:-0.1868902517049881 140:0.09717701076194334 141:0.03997044170987073 142:0.2928788949610062 143:0.1886598843269017 144:-0.2641176832447905 145:-0.102798762392198 146:-0.4572851339798063 147:-0.321909079868809 148:-0.2286128683472167 149:-0.05926417969678124 150:-0.1984385926781148 151:0.2760904326337378 152:-0.3644354121936754 153:0.3327353610046325 154:-0.06215440802329701 155:0.1408580841387145 156:0.6095693879097968 157:0.1246943343296209 158:-0.2145820649846677 159:-0.5199204596553267 160:0.02117591885865411 161:-0.4559036387507007 162:0.599170593533132 163:-0.4141169861932383 164:0.166830093464268 165:-0.3629794375367921 166:0.7637263632266924 167:-0.3835995086590988 168:-0.5632894946585419 169:-0.4372328334300767 170:0.3306701998980872 171:-0.002803445036363459 172:0.17751388068535 173:-0.185626303383942 174:0.1360917191956779 175:-0.0646669963859578 176:0.1989926911485966 177:-0.1203881114361827 178:-0.08543075895351722 179:0.09676383397251645 180:0.118679867053764 181:-0.1716389030174696 182:0.2006632126869958 183:-0.6146143870761039 184:0.3226698328485493 185:-0.100298128931074 186:-0.1783598373402162 187:0.2709468429411426 188:0.07603273877335158 189:-0.810370630673948 190:-0.0230797277847636 191:0.673917394544381 192:0.02361447874054583 193:-0.04171969591021646 194:0.2429328893599001 195:0.2568516303307544 196:-1 197:0.0271146372764982 198:-0.01526008662585944 199:-0.1518775711236242 200:-0.8647141727938373
+-1 1:-0.4911466866748908 2:-0.3786818567553797 3:-0.1268947071827026 4:-0.03532474097025251 5:0.6354281967701734 6:-0.1023238981497307 7:0.2557954590601229 8:0.8115464782637387 9:0.4944194651876388 10:-0.0284542565759335 11:-0.5788391946674059 12:0.6001828001980887 13:-0.2672939958594171 14:-0.9066644609421352 15:-0.6301878281915803 16:0.1529367974863681 17:0.1471136591258768 18:0.1681759279119485 19:0.00674785330111477 20:-0.596147514986338 21:0.6222023817378324 22:0.1315062960261462 23:0.2798605998493005 24:0.04783284504969483 25:0.4523731424125675 26:-0.3393304076286867 27:0.1141439207166493 28:0.2747188686427778 29:-0.474217560446785 30:-0.1988958611940121 31:-0.6271627212266191 32:0.04008353842819674 33:-0.02887322877019824 34:-0.1217676003949869 35:0.4814049938026875 36:0.5505224337979103 37:0.2636201216846228 38:-0.0238158034190049 39:0.2137349540466197 40:0.2679698303699725 41:-0.4089420341005404 42:-0.869503531715637 43:-0.5261997747444886 44:-0.3775801978692725 45:0.2599234151148658 46:0.1556283104426001 47:-0.3601459238488451 48:-0.3049167748128084 49:0.5558157398265984 50:-0.5249646381397594 51:-0.3623391561513506 52:-0.1554548045601583 53:0.5545179453016333 54:-0.2011437999820197 55:0.6968017763800154 56:0.2713545509729414 57:0.2150045884491888 58:0.2584317909327671 59:0.6188061492334136 60:-0.09439235125964404 61:0.08378984181829331 62:0.1955210415279392 63:-0.3780414913268216 64:-0.2401293607098672 65:-0.06847090240111328 66:-0.4891943211504305 67:0.2330961801505859 68:-0.3715696059274999 69:0.2849051283336435 70:-0.1120390278592854 71:-0.009454504551169134 72:0.4345916353893907 73:-0.3029693346439236 74:0.3205328500142238 75:-0.2063251155971966 76:0.1815619703533894 77:0.4773335410717277 78:0.36231164301022 79:-0.3111520069167083 80:-0.2604073079225996 81:0.5254573151199455 82:-0.2217968862395882 83:-0.2543963573422213 84:-0.2336093377407631 85:-0.4794351467815632 86:0.06661628628671502 87:-0.1035433213881995 88:0.01468911718985993 89:-0.1656306738040074 90:-0.3486712501475862 91:0.2112067287308337 92:-0.4820945125721225 93:0.1852475592163555 94:0.2212668472496501 95:-0.153324240719631 96:0.07638067444454133 97:0.6464987065011396 98:-0.3093543852836277 99:-0.2567413970434401 100:-0.05338745914037685 101:0.4756294691900662 102:0.2009259587471998 103:0.2418810681607753 104:-0.06103424203498745 105:0.2686272808384146 106:0.06580094756578413 107:-0.3305212566813434 108:-0.03565814116876606 109:-0.2295143874334928 110:0.6924104546831367 111:-0.2029365800443633 112:-0.4199759467061819 113:-0.07891110171018587 114:-0.791077478582387 115:-0.1711159436890758 116:0.4886954512544077 117:0.5272257273157448 118:-0.1712806694427305 119:-0.2976332515952833 120:0.4781060681612367 121:0.205479209740754 122:0.2351280686439757 123:-0.2063756688205736 124:-0.1008452522064275 125:-0.322928668102401 126:0.2806784058078322 127:-0.6460616062156095 128:0.4672618410497402 129:0.1073978917394144 130:-0.3519110023710379 131:-0.4469546625421033 132:-0.6523424358452 133:0.08715050970642473 134:-0.1165940462356901 135:-0.03988471801283087 136:-0.3652535200898384 137:0.5221338394217623 138:0.03444842837135478 139:0.4032281736252795 140:-0.1629952383715199 141:0.1737466318971236 142:0.4904659823516487 143:-0.05434160402778955 144:0.1346497670747291 145:-0.2865284761778163 146:-0.3233233666828196 147:0.01950387379480731 148:-0.1900325666243144 149:0.00465991240435866 150:-0.06483850588116213 151:-0.1028871613102937 152:-0.1127223610591661 153:-0.07778986267232432 154:-0.1940394760427556 155:0.5693889765394307 156:-0.4514959393642782 157:0.4663731419366025 158:0.5498015472504303 159:0.009383343601242142 160:0.07410927742314033 161:-0.2706751000582123 162:0.8576896029753215 163:0.2452326326615524 164:0.2023065447768329 165:1 166:0.1434462744206509 167:0.1726307490005393 168:-0.2613365230369705 169:-0.1697298799179869 170:0.4787324867027191 171:0.9114748988684448 172:-0.5733192864866877 173:-0.4473459032175813 174:-0.4428387260379131 175:0.1866458722975888 176:-0.4275557236530177 177:-0.06076045238414352 178:-0.1533151138814232 179:-0.1112119197866165 180:0.5927318334126375 181:0.1939945659214914 182:0.2503261177126188 183:-0.5423718809694984 184:0.2004407021178981 185:-0.2641615538942956 186:-0.1027446239881528 187:-0.02447640798892339 188:-0.178488341734363 189:-0.3753193319129465 190:-0.4783953488958257 191:-0.267146025003742 192:0.7133790216672604 193:0.2544469715878954 194:-0.04674019404159305 195:-0.1756699482369793 196:0.3450412307676424 197:-0.1978303081696271 198:-0.2019029209626614 199:-0.1274731230711553 200:-0.124405049353975
+1 1:-0.6186698294822436 2:0.4481085095292999 3:-0.335676302088976 4:0.05770291645725588 5:-0.2674799928090787 6:-0.2693291254419325 7:-0.2746859315018608 8:-0.7643148221050436 9:0.1320871934870385 10:0.2510767965008465 11:0.4603322091874709 12:0.4082272079968173 13:0.2242838669081466 14:0.4826751911377842 15:0.2249616923047629 16:0.9213534228823599 17:0.2856548836341127 18:0.3095716885630979 19:0.4990670180325284 20:0.259237178213968 21:0.5989125772379886 22:-0.51285703396567 23:-0.5989664167153386 24:-0.5669107289521416 25:-0.07199633576987728 26:-0.3663344949414589 27:0.2250205168632231 28:-0.5837562976653483 29:0.1277317097858594 30:-0.5300536809030052 31:0.1658042570224814 32:0.126048739111094 33:-0.08738101803298738 34:-0.1163085137200902 35:0.3433038928657977 36:0.32862259313116 37:-0.5157035698587165 38:0.3563656309404259 39:0.1913417355682229 40:0.1808747885699633 41:-0.3238445673577443 42:0.2182522962384748 43:0.006369126777815245 44:0.380723996952844 45:-0.2393654357618628 46:-0.3066779713220422 47:-0.378847075273218 48:0.541331958841564 49:0.3190552845994094 50:-0.4731601005036596 51:0.4759863111003461 52:-0.3162822278609786 53:-0.4976210172882151 54:-0.0001173309603773112 55:-0.4419084711062081 56:0.3156406404355122 57:0.1411731680907731 58:0.2611846913194981 59:-0.05571484214603006 60:0.5762813711122419 61:0.01604890327451423 62:0.07448274474948177 63:0.2705691476529639 64:-0.06741922110722617 65:-0.07566034865411614 66:0.181205147168324 67:-0.687311416371279 68:0.4009031135159977 69:0.5839443868437643 70:0.1702212558121664 71:0.1584132958427163 72:0.5400192985250792 73:0.9770553372916443 74:0.3454865543639025 75:0.772899771100642 76:-0.44603803013057 77:-0.5098110086284326 78:0.3695960477154328 79:-0.5615011186286518 80:0.06447766285350798 81:0.4022451060434507 82:-0.3648140271709063 83:0.1846182264615729 84:-0.1145284341127832 85:0.27286258116129 86:-0.1830219778216008 87:0.05194558651511197 88:0.5910982373780334 89:-0.05961992822559217 90:-0.08237008899989075 91:0.5822928776844654 92:0.09903643403604298 93:-0.6713970595246297 94:-0.3267331846407949 95:-0.2147646238564483 96:-0.03199500224500389 97:0.07963196250092114 98:0.5164106724584165 99:0.5143403269160088 100:0.109272711148287 101:0.1815557768869102 102:0.4516883172700873 103:0.3708718073610542 104:0.08031240924119282 105:-0.1365433023229243 106:-0.07020300194488618 107:-0.7386091293460338 108:-0.0435767123805523 109:-0.07679718244347708 110:0.172713331720963 111:0.09870420832069961 112:0.09655399188758959 113:0.1552971513676908 114:-0.3455281857321549 115:0.3816011786019059 116:0.008859334036921129 117:0.6989943614897932 118:-0.3606005872066164 119:0.07966947671633667 120:0.47366969117427 121:-0.1029864625290666 122:0.5392772968940307 123:-0.3710637916259217 124:-0.1220346408019138 125:-0.1664698808826173 126:-0.5821627778165051 127:-0.01076634540252324 128:0.1750935738591538 129:-0.285939966762611 130:0.494508712356296 131:0.4569471238464518 132:-0.386874565124302 133:-0.3495701116423165 134:0.431747282764205 135:-0.3506327336257786 136:-0.3748327608701044 137:-0.2183565296027685 138:0.7328542725471401 139:0.1846628820079163 140:-0.2526610335291664 141:0.1927652215290888 142:-0.1301436416663681 143:-0.08309587080033019 144:-0.6112739108619245 145:-0.8648400768458836 146:-0.3573030195203151 147:0.2092427608509486 148:0.02821662235709464 149:-0.3715548953891627 150:-0.1423615069450886 151:0.2179398331606801 152:-0.02784450335336819 153:0.317663355408256 154:0.8426315458904728 155:0.9343326847332973 156:-0.144577861611198 157:-0.06289078696773601 158:0.02124363398380389 159:0.6868560623000163 160:-0.6305467097896443 161:-0.672458138048424 162:0.2969007026232952 163:0.4648665652599021 164:-0.2201742596937344 165:-0.5219533106262961 166:0.04977807056418901 167:-0.5722873561946702 168:0.2544811895943504 169:-0.7538605704650182 170:0.1978009157545097 171:-0.4420904520012846 172:0.7121595133853648 173:0.5435867674823908 174:0.02662627186231045 175:0.2340273058451555 176:0.5218825869412975 177:-0.4123094465928291 178:0.188992362332787 179:-0.3082877592060186 180:0.07420088989274469 181:-0.08674500780501798 182:0.004623865620239365 183:0.5758864228525687 184:0.4537207666674465 185:-0.3624871769419683 186:0.4671104046447077 187:0.01932595147740124 188:-0.03339436068648306 189:-0.4831646065752633 190:-0.1381676803462349 191:-0.2729493601933451 192:0.2426157622070701 193:0.1163378133131063 194:-0.4696097886137294 195:-0.2988562111600043 196:0.3700667743312338 197:-0.1906474909357322 198:-0.01190352658719302 199:0.2962330044132612 200:-0.2579102111025812
+-1 1:-0.3070726260386493 2:0.1291370802392507 3:-0.1252882068559074 4:0.4011185371899982 5:-0.6743176287274776 6:0.3900605115982502 7:-0.0693324985203555 8:-0.8045601915310575 9:0.1157325472435937 10:-0.5556824749775007 11:0.118468366269388 12:0.02079937822144917 13:0.3445227042199031 14:-0.3645198344576749 15:0.0420818691428133 16:0.006749126372546568 17:0.3925287044279708 18:-0.03600225929099004 19:0.5573526177276491 20:-0.09716044413972011 21:-0.1692162649335405 22:-0.09403266385726954 23:-0.5518003281477755 24:0.05186083187961404 25:-0.2375603688226161 26:-0.6319140045468861 27:0.2186511764330998 28:0.5071054602071897 29:-0.4406197017247884 30:-0.05790666151494346 31:0.007976661158078317 32:0.2341126614555595 33:-0.5465823697034955 34:-0.2889600938943602 35:-0.4244654405243391 36:0.06389270414768032 37:0.08293855297794807 38:-0.177118495337132 39:-0.06143642537258634 40:0.3149320359038557 41:0.1617562173114956 42:-0.03702355422985596 43:-0.2355777905081241 44:-0.3190052157067434 45:-0.08940255745907713 46:0.2248275103420201 47:-0.4066427805407423 48:0.0710958613564931 49:-0.7666926955426728 50:1 51:0.1229542070151151 52:0.1452044206056163 53:-0.1205266800277529 54:0.2991392735331249 55:-0.02913828196153371 56:0.1499670976719367 57:0.627545443180589 58:-0.131257007267368 59:-0.2459598158905258 60:0.4369248494780701 61:-0.04748683972307424 62:0.1391522899915655 63:0.3086134372731641 64:0.08735566339636278 65:-0.2729456284968066 66:-0.1933680395331656 67:0.3869368294800377 68:-0.1608972870379395 69:0.7635359790001452 70:-0.09612065816423662 71:0.2736324163848577 72:-0.1478116922598286 73:-0.3278618598444705 74:-0.1603932395890935 75:0.01492219128725569 76:0.4869633329702057 77:-0.3815925058076698 78:-0.01821484184640852 79:-0.0004233632936999909 80:0.04876155890033584 81:0.3293091141899762 82:-0.7371128018072726 83:0.375243919125394 84:-0.2189811770255321 85:0.1887177647009526 86:-0.2910090013996734 87:-0.5251258263982447 88:-0.1592731940095903 89:0.005106007723492553 90:0.2488440859529527 91:0.2776061205766687 92:0.06733064339778004 93:-0.1736130704604851 94:0.3813991552755893 95:0.1020338239897677 96:-0.422299653221723 97:0.1936353153248854 98:0.7475503912689602 99:0.1556214249860859 100:0.3681217075192371 101:-0.04629354129404425 102:0.2833257798761527 103:-0.1314945054976287 104:0.2446640003060139 105:0.5248506989526068 106:-0.5756878892638965 107:0.424930941211792 108:-0.2162564703811764 109:0.0110908242998247 110:0.2016303465835628 111:-0.04088688999089601 112:0.1597295259653269 113:0.1737652471703472 114:-0.3539328373300555 115:0.0889782263804991 116:0.6549709797243818 117:0.485186008357237 118:-0.09608546281655928 119:0.132360746642124 120:-0.08754722421587814 121:-0.2658102197278352 122:0.1469364889762214 123:0.5308939399886631 124:0.6299621153295681 125:0.3276593341611961 126:0.1014746561873831 127:-0.08996588885077657 128:0.4162033898520565 129:0.3796553929585447 130:-0.6862601803255628 131:0.5909684458911247 132:-0.2750912231150219 133:-0.05325619337486256 134:0.3636576261680566 135:0.5177623074861906 136:-0.4843983516622188 137:0.2132850021245487 138:0.0949026826245597 139:0.101726143603701 140:0.05933540881219406 141:-0.3741699343511059 142:-0.2141956350300032 143:-0.462373616218561 144:-0.2782434673518399 145:-0.6346506671166746 146:-0.0764309370940017 147:0.2231430577359776 148:-0.5371371038615848 149:0.07844271478917211 150:-0.3142400596119814 151:0.1328052937186621 152:-0.1461444897099136 153:-0.2758765418846742 154:-1 155:0.3390790336699855 156:0.1198684189014992 157:-0.4291442984285599 158:-0.05712642865686701 159:-0.2310519609380975 160:-0.0798492149655796 161:0.1816842073157429 162:-0.01191468564022169 163:-0.5150507656513373 164:-0.4213376276393659 165:0.3887050893472331 166:-0.1442652405308061 167:0.1014184218126694 168:0.4699993228459898 169:-0.4130461082275139 170:-0.09558404764219475 171:-0.002793950180491483 172:0.2446314240429363 173:-0.4658948787078961 174:0.3675423854387441 175:0.03907430447029578 176:0.5104503393612456 177:-0.1809314892275317 178:-0.4780227494106983 179:0.4256714805093719 180:-0.5061633116805507 181:-0.1741034808459523 182:0.3690585733861846 183:-0.1589735216600847 184:0.09773502503723035 185:-0.3176112060799511 186:0.1935391263532095 187:0.4101434756698902 188:0.4741250980922705 189:-0.1108730738987017 190:-0.2543775559643766 191:0.4342189406352721 192:0.1122513222847369 193:0.06071259235707531 194:0.3038750361286476 195:0.2023477990816571 196:0.5133266156241382 197:0.3788835816659926 198:-0.2701398901476185 199:-0.08945144346799036 200:0.1314145638621946
+-1 1:0.494153485591174 2:0.2683354071380042 3:-0.2826932102276412 4:-0.02369878596664095 5:0.5477740461949772 6:-0.1691216132317832 7:-0.0384750131203465 8:0.2911690217370017 9:0.01728526242870319 10:0.1879600803733909 11:0.1061476987436599 12:0.2593813952634123 13:0.009761346785221031 14:0.02640829170755829 15:-0.2807324919639069 16:-0.487575518630302 17:0.009158668619011379 18:0.2467040406574271 19:0.5398665398562331 20:-0.1764817606721355 21:0.4058571993682009 22:-0.07084077802200753 23:-0.2995096096609248 24:0.3160402266208979 25:-0.2595749952632473 26:0.3273248182005714 27:-0.2965306391925242 28:0.300736109111768 29:0.3331154366113871 30:0.2228394461603709 31:0.0939365179107354 32:0.07437816543969504 33:-0.4308677038575742 34:0.3883924316269 35:0.5772279495336083 36:0.09796048004597788 37:0.389506670477636 38:0.2325547574051676 39:0.005654748254848699 40:-0.09447891812288592 41:0.06226229735564794 42:-0.8336319808159748 43:-0.2646392392573122 44:-0.1045867242509707 45:-0.2280426161986567 46:0.2178371466082295 47:-0.2062397654498845 48:-0.6103976894398908 49:0.2166344739576622 50:-0.1026513731725407 51:-0.2237126900934386 52:0.0193352552887974 53:0.1117601025183531 54:0.2018818090608115 55:-0.3923311272394892 56:-0.5566928973513685 57:-0.6019417574791743 58:-0.2122815152717407 59:0.2247553871751372 60:-0.4669240887524709 61:0.1013779472498516 62:0.4827626448650605 63:-0.3045132269417759 64:0.2928410239846782 65:0.08757684604430599 66:0.1837113271974936 67:0.4139573012446348 68:0.07463606176850754 69:0.6329431896210934 70:0.308107540150904 71:0.1207052427433301 72:0.120322893414069 73:-0.270177569486319 74:0.3110145197622491 75:-0.002894096914492023 76:-0.2773236461648195 77:-0.4362927572242058 78:0.846987239930065 79:0.08547991701345689 80:-0.4139253573794158 81:0.2472392595353088 82:0.4721798424721584 83:-0.8503738660457555 84:0.2587699104370491 85:-0.2878154975925485 86:-0.6962846298136719 87:0.09294710640557291 88:-0.2686495131190265 89:0.09532394118670096 90:0.210964995137342 91:-0.08840739257271468 92:0.1837669767846392 93:-0.2385459063931309 94:-0.3391777053015659 95:-0.3738764875884285 96:-0.4417008901134017 97:-0.1361981941663885 98:-0.1977729002022051 99:-0.2834492926792437 100:-0.1203008751789646 101:-0.4612261006124583 102:0.343753368566879 103:-0.5444607529433246 104:0.1572713168118813 105:0.2963413089501049 106:-0.546960193030905 107:-0.03362234024697966 108:-0.1245169594345074 109:-0.648681933717941 110:0.1948992003940241 111:0.2782648790771897 112:-0.1153588379957778 113:0.2541247950226684 114:0.9381905756589539 115:-0.4013318803092162 116:-0.06359673909024985 117:0.4771615590500369 118:0.1140917346708291 119:0.3789003457599807 120:0.5900055131604076 121:0.2235753319514185 122:-0.05364607514726387 123:-0.03472418578028064 124:-0.09470144344497888 125:-0.2046543847673628 126:0.1389606418656001 127:-0.2213451295311177 128:-0.3649422586408222 129:-0.1772980573892887 130:-0.2349076009293402 131:0.3859991062786399 132:-0.3196322808005307 133:0.4192726883780894 134:-0.2219222481740036 135:0.8046156598796217 136:0.1155823426513297 137:-0.1362710941399833 138:-0.004097598627463894 139:-0.5198410645148732 140:0.2520026117034097 141:-0.1993713803603259 142:-0.1882792761501921 143:0.2021781832113401 144:0.1684051111152049 145:-1 146:0.04967815273476019 147:0.3611702395362941 148:0.3157480925559957 149:-0.04499121033975587 150:-0.03950994068615465 151:-0.04937819928387113 152:1 153:-0.4633906219730295 154:-0.2805309586194755 155:-0.4281112561213712 156:0.00438316370427505 157:-0.2334463933743074 158:0.2279289128860222 159:-0.1234063926014781 160:-0.133582649607766 161:-0.09502936456021392 162:-0.8959429929080702 163:0.2225164533410731 164:0.3450542558650121 165:-0.3429062551676273 166:-0.3126397690252712 167:-0.3129967473270669 168:0.3041012482253138 169:-0.2141940061685302 170:-0.2767982105584321 171:0.2097071830902817 172:0.08032499481434494 173:-0.09179918455685385 174:0.1354917323170736 175:0.5870927759354589 176:0.2624112367505561 177:0.119037603522982 178:-0.5368050148354148 179:-0.1099751073947383 180:0.2003404234495778 181:0.6274494016894933 182:-0.7602712010142963 183:0.4096418671247703 184:-0.1291113479852988 185:0.08147573576412126 186:0.01609915962362241 187:-0.664989603796217 188:-0.2952653145237377 189:-0.1949983606888306 190:0.05581581595856049 191:-0.2215032734940126 192:0.3730365779203482 193:0.161800235096213 194:-0.1186310329013789 195:0.3154550422290872 196:-0.165285770211791 197:0.1652807020400786 198:-0.3799172231820879 199:0.07903534148814259 200:0.001878734356374701
+1 1:-0.03382375915038358 2:0.1295959506324258 3:0.01349959357750788 4:-0.06594337487867855 5:-0.6690755524641457 6:-0.11327854828868 7:-0.2909691849152614 8:0.1456324869239703 9:0.2215903776637802 10:-0.0633686873187996 11:0.4091085564987088 12:0.2840121545776263 13:0.4508674797536827 14:0.2873435267800794 15:-0.03249107622146899 16:-0.2569737390819764 17:-0.03579275619015071 18:-0.1030079770009212 19:0.07370740897491809 20:-0.1890096337693747 21:-0.122742044848981 22:-0.346946313395152 23:-0.2516210661903491 24:-0.2476440927928654 25:-0.07720079590508691 26:-0.01132329289685408 27:0.3455494321218548 28:0.1326108972395508 29:0.3168664484289317 30:-0.1415189974201392 31:-0.4984043469749038 32:0.2791500979080751 33:-0.595765784694227 34:-0.5440050567014958 35:-0.09427078912285836 36:-0.3892525387479283 37:0.02523408692790946 38:-0.0093610480057802 39:-0.2021100602749988 40:-0.1043525332322721 41:-0.1197069350621587 42:0.1937459579597066 43:-0.04769119132932255 44:-0.1725700343430549 45:-0.2862254782273307 46:0.5573898887276806 47:-0.01599507849934473 48:-0.2279977990555125 49:-0.280715272932727 50:0.06271291892562196 51:-0.09997904206230211 52:0.005144523279836472 53:-0.1535394591451685 54:-0.1181222582276964 55:-0.1899533374610717 56:0.8156196485854689 57:0.4478294874884651 58:-0.1035663034675426 59:-0.2174938659869646 60:-0.9630528882243079 61:0.351492538909812 62:0.1147520679500014 63:0.01694865791460705 64:0.3068887161384968 65:-0.550148296754459 66:-0.4303831674444026 67:-0.31837291121761 68:-0.1842271687062192 69:-0.8256869544572061 70:-0.3855534727680615 71:0.1162245541411343 72:0.2176832395867511 73:0.0618751503447557 74:0.09592266668245431 75:0.4117095723739473 76:0.1848921173258962 77:-0.03096746799394894 78:-0.3781724208236849 79:-0.4435095980038641 80:-0.2365814809156948 81:-0.2737290811918426 82:0.2965344787100082 83:0.03966859008450924 84:-0.2162395675960858 85:-0.1022799694567258 86:-0.1153195780828983 87:-0.117683367311421 88:0.02181133362734969 89:0.2446915691234048 90:-0.09169027900416453 91:0.4128232815952999 92:0.01835605302954896 93:-0.4859848644067435 94:0.3385962398587002 95:-0.7658315478136425 96:-0.2047594804260734 97:-0.2109693908347616 98:-0.08570418863984958 99:0.008824280008519717 100:-0.5119378098066042 101:0.118722610395024 102:0.207882611537495 103:0.4018892123861317 104:-0.4747404954834755 105:-0.250890307922311 106:-0.3994550643306841 107:-0.5003854206256459 108:-0.7926879296286908 109:-0.2409110050693243 110:-0.007008067580214217 111:0.0919778807576048 112:-0.01476564461465615 113:0.3367032967725631 114:0.1790778683211237 115:-0.7147669187397618 116:-0.01263855208150091 117:-0.2301762553748576 118:-0.6403291145617425 119:-0.08066894092426317 120:0.5027912603319773 121:-0.006749708547075451 122:-0.06635697936240105 123:0.3978172477952185 124:0.09601495155697368 125:0.4584722085319208 126:0.1530025488381229 127:0.2700800505916953 128:0.1373390676999761 129:-0.1365768094279004 130:-0.3069202353712818 131:-0.03808660922478029 132:-0.2783920090464104 133:-0.01637177687479752 134:-0.07126083604368563 135:0.3738944706787408 136:0.02468161250925513 137:0.1566338102013562 138:0.1649842769359829 139:0.3567172582590292 140:-0.133564264024386 141:0.04553277694690892 142:-0.2710907988331105 143:-0.05251304267608344 144:-0.2617599004756077 145:-0.4697958344744756 146:-0.04736137788251045 147:-0.4221895597169073 148:0.08942668472827632 149:-0.0277138498747112 150:-0.208071493633523 151:-0.1327291914397659 152:0.3860131212718361 153:-0.3642239381421572 154:0.2958072641698115 155:0.04683429992960042 156:0.3057511285660924 157:-0.1718415626048499 158:-0.02533825645037814 159:-0.5567521489496193 160:-0.05263825307055088 161:-0.3425836994966873 162:0.1488232775297347 163:-0.3628427117190717 164:0.7358628319846544 165:0.6177027452872532 166:0.2639166427467009 167:-0.0005479797391789373 168:0.2559455525274467 169:-0.1895889585318642 170:0.2962762414199386 171:-0.4101178162388911 172:-0.2363334970412949 173:-0.6748822038015378 174:0.2311576132185839 175:0.4548852507394626 176:0.7219377319434179 177:-0.01435325021116754 178:0.3195891121175553 179:0.09565065417757776 180:-0.0508489711322142 181:-0.09827979811552207 182:-0.322883264794724 183:-0.04397098082099926 184:0.4269137770531306 185:-0.3131179543745199 186:0.5286842266184192 187:0.04113163076593857 188:0.1726816177805025 189:-0.5518111080645891 190:0.05186233015479827 191:0.05843727658113855 192:0.5325699130269876 193:0.05689072515150329 194:0.08294915541620886 195:0.3342615824292987 196:0.1538142568624204 197:0.6602186546773773 198:0.4156616285560361 199:-0.04703715916677079 200:-0.3475658876146486
+-1 1:-0.3712488142360791 2:-0.248075887993653 3:0.07775114059993259 4:-0.2287364158985535 5:-0.4327768087175805 6:0.1748539308788539 7:0.1992221242807007 8:0.07962377664058021 9:-0.2006766857886808 10:-0.7785698655173117 11:-0.1581666699380562 12:0.3123603393964026 13:-0.1035142427487713 14:-0.7226358506717543 15:-0.1246613435228846 16:0.1719108893313054 17:-0.3204040139770326 18:-0.6764940558150606 19:0.1078837913955284 20:-0.01485435749625998 21:0.6770567447658442 22:0.1087843840169688 23:0.2470557275041885 24:-0.4417421922978758 25:-0.3681848641869385 26:-0.2148242374062861 27:-0.4330779354869904 28:0.4305571802899761 29:0.06867557104025476 30:0.3592023767826474 31:0.3598294086805573 32:0.3221143447435506 33:-0.1833959099277191 34:0.0691691895171398 35:0.4691971301954587 36:0.08016324279744486 37:0.2353780071353771 38:-0.4129174220989254 39:0.3396967861806043 40:0.06920381368222628 41:0.002401637107399553 42:-0.5659639393022149 43:-0.1980237300880166 44:-0.8101488066369177 45:-0.07537054674184998 46:-0.512065679456342 47:0.3813000811298532 48:0.3104770051182861 49:-0.5424434424155755 50:0.04353987918051465 51:0.2173720735906679 52:-0.4520978016908376 53:-0.1999580992324528 54:0.1970405621047493 55:0.1666860253698864 56:0.06697425374715005 57:0.4446825822115654 58:-0.5226166189901262 59:0.3040788884077841 60:0.0431680835898965 61:0.1020476707596948 62:-0.3802266520024501 63:0.09688368084238062 64:-0.2105329372194194 65:0.01475682482920074 66:-0.142017703449601 67:-0.441229933678219 68:0.3324877332636436 69:-0.06272265307164167 70:-0.139467621002967 71:0.6637702285681413 72:-0.04412871299688943 73:-0.3550622254022281 74:0.3013068485559551 75:0.2412863217503078 76:0.1420591699484249 77:-0.6694416184888115 78:0.1979773937659814 79:-0.09996014441307147 80:0.06643605195215388 81:-0.5868669472440716 82:0.01147910490661221 83:-0.1260166811710936 84:0.02356195758124584 85:-0.3033822016188558 86:-0.2608825174686157 87:-0.04983588170583669 88:-0.07788836596326126 89:0.4088021885922639 90:0.5635025549074297 91:0.2023573252271136 92:-0.2637266052248198 93:0.4982162579716845 94:0.3115821446227918 95:0.03133477326989852 96:-0.6693209432749849 97:0.0403305469357058 98:-0.2671284523902122 99:0.2313567474179515 100:0.237446230374516 101:0.4580172914378876 102:0.3634362351497885 103:0.3155764264480763 104:0.1168405397547868 105:0.08037481879879731 106:-0.08706021838661662 107:-0.2123084994395356 108:-0.3771439640696405 109:-0.4663975753498947 110:-0.06234802113374585 111:0.3327777301934625 112:0.1472069350253715 113:0.2928128621487244 114:0.1901990519573932 115:-0.01753884963700113 116:-0.3988261788914708 117:-0.4317698139290028 118:-0.1546778769638216 119:-0.5668048663006677 120:0.09847554205530948 121:0.4070029722536148 122:0.02067005503893839 123:-0.2844155464940747 124:0.08582342140577184 125:0.06090521991646752 126:-0.3074597776868662 127:-0.5397263401927717 128:0.2010686404156773 129:0.0660963061035597 130:-0.3181362119537026 131:-0.5384857176708661 132:0.3082763496477733 133:0.5939158728702927 134:0.1686105041918779 135:0.1441995256189528 136:0.01603330272607482 137:-0.0006436580464554142 138:0.05005372360539129 139:-0.04096106055339254 140:0.4614764507815896 141:-0.1621207073051996 142:-0.2907122944993858 143:0.175624020850812 144:0.2221826960767635 145:-0.3175302117299246 146:0.7670175653562202 147:0.1505098181647171 148:-0.1922830786419679 149:0.4107405609914552 150:0.3618237113863594 151:0.1004583277664081 152:0.4128576522473973 153:-0.3101179102590559 154:0.1277827537546408 155:-0.6951608047485721 156:0.3919707671198772 157:-0.07787824784626722 158:0.06072977609522057 159:-0.1396233058779965 160:0.1633492086077535 161:0.008019321545770702 162:0.624176963844153 163:-0.5429869048353517 164:0.3327589693494801 165:-0.4103822103480446 166:-0.5146340835463337 167:0.3352340597103537 168:-0.04458122145649648 169:-0.1573786854997939 170:0.004260101119476774 171:-0.2418127775858928 172:0.3765015788253878 173:-0.2446979855312363 174:0.2761768411792948 175:-0.16140537480393 176:0.5582340412560571 177:-0.4781815816204549 178:0.5526551285177586 179:0.4078470738077462 180:-0.2546223353526176 181:0.04446902416462575 182:-0.3063059529987114 183:-0.104419344204035 184:0.005643568201134989 185:-0.6040305440344033 186:-0.3544758370123982 187:-0.3457417576152619 188:-0.7847411276936711 189:0.2621379016830809 190:0.01456510064704124 191:-0.1862636656199734 192:0.5126963532135667 193:-0.3284004110763133 194:0.1304493914967953 195:0.1731592052171071 196:0.07454685198814447 197:-0.4989247098678471 198:-0.4616260546291699 199:-0.04292935496677726 200:-0.6713864582038697
+-1 1:0.001715184766910274 2:0.1234415186176537 3:-0.6373314026263164 4:0.5195478492360204 5:0.4390990477652881 6:-0.4997704391370376 7:0.09050943759935495 8:-0.9104332568341256 9:0.3074441063050342 10:-0.00114212410619248 11:0.2570648833293925 12:0.247738813149155 13:-0.002508159353639475 14:-0.04908319551801692 15:-0.4002535753403377 16:0.3267628128017671 17:-0.06950359474427578 18:0.5036508184846006 19:-0.3036672971900876 20:-0.05947607667143626 21:0.59881924738649 22:0.01711749916758754 23:-0.1267437274255309 24:-0.155927471288903 25:0.4693330221510271 26:-0.07044742762169216 27:0.07923320107922575 28:-0.1626129343391554 29:-0.04333175072303279 30:0.3439643801838372 31:-0.3015008807165058 32:-0.2852499257213498 33:-0.1043715204281786 34:0.08583234516054994 35:-0.1611086114549317 36:-0.4552201597073073 37:-0.186209222086117 38:-0.1507898447722307 39:0.2925604972794769 40:0.2881506532289483 41:-0.08869716049134332 42:-0.1514681688325467 43:-0.1825449798998143 44:0.1817651454931745 45:-0.1543295654739405 46:0.1887783727699545 47:0.1898481173262487 48:0.2864220559541768 49:0.3574539156372282 50:0.2720960247473918 51:-0.1098596970403758 52:-0.1090068823067449 53:0.2110756230787398 54:0.3231682296838564 55:0.008530646625725596 56:0.1450412229160345 57:0.9658525357501234 58:0.09494213423834554 59:-0.3673716405537288 60:0.2945096470393854 61:0.3085016359400671 62:0.1498686507928565 63:-0.06967681387992307 64:0.1501992487337995 65:0.07602832083426292 66:-0.2246056771664073 67:0.2575521091293197 68:-0.09211497280412781 69:0.07740808876041116 70:-0.3174930721924408 71:-0.4058174721874084 72:0.6430290355447255 73:0.508236360834835 74:0.07554291178263035 75:0.005357819170337855 76:-0.7856379074880268 77:0.4152195745690954 78:0.2433668617986102 79:0.3866273914919512 80:-0.08358792503985166 81:0.02831623048173101 82:-0.1548244046742767 83:-0.07805846899262711 84:0.3481972613232593 85:-0.695188377224061 86:0.0142431481184969 87:0.08664028319272464 88:0.2939046864466262 89:-0.07312593611005846 90:-0.6340708165924737 91:-0.007006602468734621 92:-0.5536422595857419 93:0.140264155107323 94:-0.3890688774268398 95:-0.4676910397903585 96:-0.6577252871193148 97:0.6836904707210387 98:0.04416121522394172 99:-0.4482130401574798 100:-0.4134980389060551 101:0.3003944162079803 102:0.2781451278933261 103:-0.1745169858305578 104:-0.6297363453081847 105:0.015496439363421 106:-0.466362350457775 107:-0.5525364326253848 108:-0.2077080376116731 109:-0.4246396139640182 110:-0.4029900086393124 111:-0.2821701085363399 112:-0.1719604529646419 113:0.1263373332577281 114:0.3752446874021346 115:-0.127560736709871 116:0.07521795490059971 117:0.8800871843940871 118:-0.2244643253640954 119:0.2294716403272451 120:0.2894503997290559 121:-0.0958693878826186 122:-0.557243381856947 123:-0.1018245485250875 124:0.03342306050314661 125:-0.2769230840104662 126:0.1667144591797843 127:-0.4692741124894931 128:-0.6385370708645144 129:0.03580190851748111 130:0.08714848863197788 131:-0.2058386749991787 132:-0.2760732366893411 133:-0.04416658073694679 134:0.05271403869334342 135:-0.61776419125868 136:-0.4660328258728257 137:-0.3524039327794808 138:-0.06596833879008066 139:0.01728548179203265 140:-0.5149939194635136 141:-0.05735758615157356 142:0.00405426452094035 143:-0.1766691275922134 144:-0.4441082845733184 145:-0.2317119431075449 146:-0.03406705802055468 147:0.216509537962987 148:-0.08844806388675952 149:-0.63370191107947 150:0.05258524399069983 151:0.2702410713465802 152:0.6595111100674905 153:-0.2738360716842982 154:-0.7188475714621235 155:-0.1562651834633713 156:0.1743366470018126 157:0.3576797077650532 158:0.06012040931187775 159:-0.6496826951211243 160:0.05897482767879859 161:0.1204926908202321 162:0.5455170423583415 163:0.4519251845779341 164:0.4966527742095205 165:-0.2412207884597121 166:0.04660322416635361 167:0.2019190779905969 168:-0.3302101040331095 169:0.1862866188309735 170:-0.7618793863923051 171:-0.1706584680460037 172:0.1242331161152664 173:0.1447494658128494 174:-0.1631138048318133 175:0.1934798100200456 176:0.06401310749121411 177:-0.1793802613133401 178:0.0829965272695308 179:-0.02663835629852645 180:0.005779347530085605 181:-0.3457656565298034 182:-0.47813014628851 183:0.01728985507141573 184:0.08264242858181918 185:-0.1263752498307613 186:0.1645832517854535 187:-0.1756941407430413 188:-0.5787786079611058 189:-0.3123605239584456 190:-0.5228707925162275 191:-0.2826076025655893 192:0.2413934713828781 193:0.2513758097182144 194:0.249131649831666 195:0.4877143105847399 196:0.3694748383563061 197:0.07376512293316773 198:0.1808869939244106 199:-1 200:-0.4483927330063143
+-1 1:0.6601839496651704 2:-0.2556945549298468 3:-0.02669334709638475 4:-0.1016353610298226 5:0.6311243421269084 6:-0.1918323815510931 7:-0.1623735698560919 8:0.6950773026447644 9:0.2155039247699869 10:-0.1180332283773401 11:-0.1994319845690495 12:0.6051287319841357 13:-0.2239430442182459 14:-0.06638175606869651 15:0.2361344661018701 16:-0.03916097283450601 17:0.002503551936267369 18:0.07332395481196921 19:0.1960144236247335 20:0.3003635500869176 21:0.2445289785084354 22:-0.3864732926221809 23:0.02576557612448189 24:0.08737151086341423 25:0.2681293829064526 26:0.4733571180881569 27:0.3457631625675304 28:0.4852015884906451 29:-0.0004994933940426771 30:0.3376850694567525 31:0.07693241909226005 32:-0.1518425710957807 33:-0.1730840434361386 34:0.1053130364598668 35:0.5469730339198987 36:-0.1531394531619706 37:0.2560595541261272 38:-0.211203654018538 39:-0.3822461337917508 40:-0.10528749132142 41:0.2640256884840846 42:-0.4209008034070434 43:0.1470226589561391 44:0.3539929941417974 45:-0.114131145418862 46:-0.3342152069479948 47:-0.425126996149821 48:-0.09774247946075673 49:-0.1181470981379528 50:-0.7963995186257962 51:-0.03991943628481727 52:-0.930254531636427 53:0.4592315363227901 54:-0.00258260607489811 55:-0.5573871300191986 56:0.4337484162805209 57:-0.02014430817594158 58:0.169044132922225 59:0.4741243715352939 60:-0.2819010348896434 61:-0.3813249419608173 62:-0.1322936634374373 63:-0.3360682957247005 64:-0.6163617092963698 65:-0.1307005216363777 66:0.02108110463651344 67:-0.3265637081482518 68:0.2655493205134329 69:-0.4160510733073943 70:-0.04262950622990097 71:-0.08377809569334874 72:-0.2202161475748818 73:0.5140873252186257 74:-0.1406884568188223 75:-0.7524056550297265 76:-0.1665112463263237 77:-0.04358922694685269 78:-0.3953757746223356 79:-0.4101149554982294 80:-0.1341669873395655 81:0.5326536128738327 82:-0.6092912449860887 83:0.2939560642874918 84:0.03752243770527221 85:-0.08668323964795943 86:-0.01890418577176943 87:0.003747265713068604 88:-0.02934964480642063 89:-0.04069982948709497 90:-0.00468712219115798 91:-0.5509830712221778 92:0.06445508380594771 93:0.02175744332773732 94:-0.1961982614591519 95:-0.2115421653439774 96:-0.576304379947679 97:0.5401153855111869 98:0.04320200405305932 99:0.3315652263263382 100:0.1340934661953963 101:-0.1658230809433082 102:-0.2207431997109839 103:-0.2092657742459124 104:-0.05977202686851928 105:-0.1069907474119717 106:-0.4234654411383577 107:-0.3319888191163414 108:0.003924506365372355 109:0.1548404161859979 110:0.3110430926469348 111:0.18150156355716 112:0.05748152098691951 113:-0.3839878538460487 114:-0.523952250444085 115:-0.4317316915397125 116:0.4153908335565755 117:0.3001158249682818 118:-0.1872122635465023 119:-0.2268161673373186 120:0.4048170004362534 121:0.06243315112008616 122:-0.6371037412571061 123:-0.05569262292467151 124:-0.5210806152550997 125:-0.1120052684133463 126:0.3023515859159533 127:-0.5685013334766038 128:0.2255037737062477 129:0.1711452367677399 130:-0.3679525311166902 131:0.3008670068709843 132:-0.157828793086652 133:0.07746914708607483 134:0.06383130324610159 135:0.4499297358801415 136:0.3146073688363102 137:0.2695058529810033 138:0.9826159348214952 139:-0.5438352796816353 140:0.1143198054343494 141:-0.004203175040776122 142:0.1273796280930748 143:-0.4397588967243503 144:0.3622509237707583 145:0.1167571975825822 146:-0.1902644987183403 147:-0.223366338485548 148:0.2133711842738601 149:-0.1933155979355654 150:0.1173307938136073 151:0.1762788518995523 152:0.6733730912935288 153:0.2889083375980903 154:0.08271767655274012 155:0.004967817732399279 156:0.2284328089062578 157:0.05756352859005738 158:-0.180233300181451 159:0.3479765612342899 160:-0.5649446131721019 161:0.1300396946897896 162:0.4799054800056634 163:-0.1301642676398075 164:0.04706382195054037 165:0.2902526930202441 166:0.1317572815157241 167:0.1470778288781215 168:-0.1366294113351021 169:-0.6213586921578622 170:-0.3012623618839954 171:0.1366840813671732 172:0.169243951758069 173:0.4875919953329628 174:-0.3094305396615951 175:-0.05971871605385537 176:0.7558205083748941 177:0.3083845132562829 178:-0.7479014063015497 179:0.3666266882041677 180:0.670066512980562 181:-0.04263918259582444 182:-0.3892664837013894 183:-0.4857875752485824 184:-0.06737207385610734 185:0.2335878377319201 186:0.3229477206710962 187:-0.6093613128384463 188:-0.1998187453412344 189:-0.06683667722872867 190:0.01426302966855826 191:0.00198768065165543 192:0.2615634737683573 193:-0.07951075714271733 194:0.1281163272043063 195:0.6732469872549138 196:0.07124032326072541 197:0.7477312386048619 198:0.6408782580420831 199:0.07220820675965234 200:-0.2417561384494997
+-1 1:0.3309805085871195 2:0.2984189972606237 3:0.0912116670599513 4:0.2376527862414506 5:-0.4440327173608222 6:-0.7101803422395833 7:-0.6115453646505704 8:-0.1360501982814751 9:0.3229760948225976 10:-0.6228839675114876 11:0.00102940347966857 12:0.01374700268736079 13:0.2170372201993828 14:0.2628202814223106 15:0.07870493154474487 16:-0.04359780084098734 17:0.07776120430979613 18:0.09561751028664152 19:0.2741627231818843 20:-0.07608277488794501 21:0.2866463689820828 22:-0.1766529312579527 23:-0.41332822639786 24:0.05627106183353486 25:-0.7406217837469257 26:-0.007029701619362644 27:0.1096188994942137 28:-0.2836987088059845 29:0.6334982713062315 30:-0.3125488429682011 31:0.3788909099563977 32:-0.1752184121114096 33:-0.4306682167834823 34:-0.1361801154483849 35:-0.0650202295297328 36:-0.5548956698677411 37:0.2223682746949177 38:0.08930405911647954 39:-0.2532150873580959 40:-0.261518259898095 41:0.2595089844028154 42:-0.79318544644554 43:0.1594293361548856 44:-0.08767696712927624 45:0.3843931135970106 46:0.1910945594494092 47:-0.2507873555305811 48:0.07660851022077805 49:0.008826697119797895 50:0.6554633645465759 51:-0.3706359153353971 52:0.5154807449452644 53:0.1832562586512283 54:0.3427570246773669 55:-0.4624082608968562 56:0.409831237089009 57:-0.009871665397510138 58:0.5063766233360634 59:-0.0137147308941819 60:-0.2530139193083752 61:-0.03861789014029259 62:-0.5038428209644675 63:-0.1056850404601674 64:-0.1916602842001625 65:0.1882048940113132 66:-0.009333537011469786 67:0.3658595199783275 68:0.1766481141769331 69:-0.01541829913936485 70:0.56645345796382 71:0.2554931826061295 72:0.09735094566426346 73:-0.04390618594233287 74:0.2940508157016168 75:-0.4070486469453213 76:0.2900491136729397 77:-0.1555380060059231 78:0.1775431601852651 79:0.01022521586837302 80:-0.06324639740250138 81:0.08624215512934982 82:0.2541814021180931 83:0.04431716324799295 84:0.08503595546308212 85:0.3750242959288378 86:-0.5249130309697119 87:0.1719611459575636 88:0.1408012398483671 89:0.2075545101560836 90:-0.2013039591812582 91:0.2213890267279952 92:0.07537893084178229 93:-0.4341918511953944 94:-0.01902980940965357 95:-0.043407439939097 96:-1 97:0.01807743059471523 98:0.005760852382412474 99:-0.06419168971917817 100:-0.2565565730426151 101:0.2801071524440027 102:0.187394164710025 103:0.4459486236927733 104:-0.4976750976220989 105:0.09801101801107157 106:0.1349626811073499 107:0.1624107871071666 108:0.5467466394086621 109:-0.02670415570966342 110:-0.4505035450276641 111:-0.1630432243031195 112:-0.390788717613847 113:0.06252286545833519 114:0.0005250045591502911 115:-0.01379847693343373 116:0.6659650660463289 117:0.3070736626812653 118:-0.09049108711801848 119:-0.6653830451485361 120:0.7909198839576327 121:0.1156202895513869 122:-0.2588548933996224 123:-0.1822396286679918 124:-0.5221808392097484 125:0.09589615574321982 126:-0.1959450315733189 127:-0.03560906269995581 128:-0.1781988502880568 129:0.3435198570772091 130:-0.02765257547576425 131:-0.004099095356195792 132:-0.4787296885124716 133:0.1366716006205207 134:0.4658539156293566 135:0.34219283145984 136:-0.05743727941355542 137:0.3919914092773384 138:0.05471809606892593 139:0.4046451647008619 140:-0.6163204956579669 141:0.4497625231427448 142:0.5000727372560151 143:-0.3527079858741978 144:0.2226010531783656 145:-0.3293379391038894 146:-0.2256546587240985 147:-0.5959902755627553 148:-0.6465705945145372 149:-0.147889176463431 150:-0.09912998768499687 151:0.3367280749488341 152:0.07042632913968053 153:-0.02095938725411544 154:-0.3144056574829959 155:-0.04199349094800001 156:0.1095934506586236 157:0.2021462149076343 158:0.208689563840207 159:0.290538039849698 160:0.179418857252133 161:-0.0707949154149121 162:-0.2111392101496993 163:0.003453852672512456 164:0.6768793759256287 165:0.04851029251162828 166:0.3546252839677186 167:-0.5972672161035812 168:0.2318582747381156 169:-0.1144984051444734 170:0.2018162822280181 171:-0.5116320473022182 172:0.1834667234529397 173:-0.6719477601633977 174:-0.00105728863958823 175:0.5394637642311715 176:-0.4795774820850561 177:0.2089422550404899 178:-0.370948446380283 179:-0.1109973557189387 180:-0.04511856421559432 181:0.2652347513226615 182:0.4882953518271044 183:0.6373884201238275 184:-0.2097472429578782 185:0.3754935643790804 186:-0.2662878826968325 187:-0.6630763813619054 188:0.2886992381282014 189:-0.2431423849309988 190:-0.5784198561741992 191:-0.07676266564521375 192:-0.306521324361509 193:0.1524872571411516 194:-0.01172182200027734 195:-0.2402559466123763 196:0.3793800517863198 197:-0.2269851617418452 198:-0.1782395960241411 199:-0.09306725738324882 200:-0.9497756673905816
+-1 1:0.1710415948165638 2:-0.4882215397853706 3:-0.03691739746759289 4:-0.008240046498588248 5:0.4528115661433515 6:-0.4286705328323636 7:0.2699220301593464 8:-0.1917311861678384 9:-0.1262313470458681 10:-0.3146668421012223 11:0.1109525380028396 12:0.2737365052269682 13:-0.3606945809890609 14:-0.3797888518507803 15:0.1506458641893543 16:0.0933014361386557 17:0.5624126678183462 18:-0.1941073352225093 19:-0.2096695334503038 20:-0.06945282103771938 21:0.2762636546441457 22:0.5731773633485127 23:0.1457580772350244 24:-0.1338300336463402 25:0.08424998757785354 26:-0.09527248498775311 27:-0.1948134835742474 28:-0.5232911931289868 29:0.3134539083923504 30:0.01648084582515413 31:-0.2694138878632704 32:0.1831494859135941 33:-0.07418658574102244 34:-0.1678698679130109 35:0.3089569995919533 36:0.009182383509190931 37:-0.2090358164353126 38:0.08058051368003039 39:-0.2939297491080817 40:-0.190874349028252 41:-0.2714198597501746 42:-0.5209047595118013 43:0.03977538201883081 44:-0.417374133023303 45:-0.09477653941565312 46:-1 47:-0.4228993655098853 48:-0.007381635663745875 49:-0.4863042744767437 50:0.1450099793921155 51:-0.1521829333473575 52:-0.01101077757962127 53:0.2427530175939434 54:-0.01783282665875364 55:-0.02434965554331105 56:-0.4161565632174561 57:0.7760381843682526 58:0.1222961081124772 59:0.5502520883474307 60:0.4024797414061823 61:0.2347016211763228 62:0.009878062606203894 63:-0.5826919119994499 64:0.1051079064986716 65:0.6508177808089933 66:0.1486386698087452 67:-0.5805606151310408 68:-0.2897843539885107 69:0.01271342282811944 70:0.03425318725368047 71:0.2181605226344201 72:0.3954238739649658 73:-0.3377330489514749 74:0.4072147946952204 75:0.7572992062112265 76:0.4262233703051437 77:-0.07155642336436671 78:-0.1923704100154324 79:-0.1491724582385195 80:-0.5480067982036363 81:0.3251320680542645 82:-0.5116549851021095 83:0.3926803845000938 84:0.5120030239722646 85:-0.4048636860265079 86:-0.2600895310141548 87:0.2613015232489683 88:0.2301786612939469 89:-0.04686345315336488 90:-0.1697228670780791 91:0.2092833590107075 92:-0.1959849742853031 93:0.4670519097876499 94:0.3730140686340209 95:-0.2356565809043716 96:-0.42903781383229 97:-0.0212649711040023 98:0.7466485932922192 99:0.08730053424007188 100:0.4408573650561811 101:-0.1927720423552313 102:0.2615447150087399 103:0.04329918590676095 104:-0.1524104532852922 105:0.6616055742945974 106:0.02211851840600032 107:-0.6469773457666761 108:0.7718525284734716 109:0.7194188289985988 110:-0.009148776407809353 111:-0.2692407452107799 112:-0.07913794486354352 113:0.3297665919154099 114:0.4585428239212143 115:0.1420391092736113 116:0.4786735955809974 117:0.07689598432265299 118:-0.4453908629193626 119:-0.3366682105253274 120:-0.5251244054077523 121:-0.2829017051327675 122:0.4762209748495685 123:0.1268442969840094 124:0.1830208425241786 125:0.1216556246806465 126:0.3531441592278122 127:-0.1904043633745015 128:0.6129665162901128 129:-0.1519762086551453 130:0.05314122269878949 131:0.4315607894386734 132:0.291293010674418 133:-0.2149691935023094 134:-0.03144775769967749 135:0.2621250995648384 136:-0.01494746811416687 137:-0.1918127643051891 138:0.2440639158212218 139:-0.38698099447916 140:-0.2773739335628607 141:0.07743115783299939 142:0.02453402695322035 143:-0.05985483926023227 144:-0.2396668527979375 145:0.1257756781803722 146:0.3917789746868218 147:0.05243959609261865 148:-0.6057290307492806 149:-0.001115177193724948 150:0.3478915350911967 151:-0.0961330551204313 152:-0.07442842918457107 153:-0.1129558171252886 154:0.2379259923944521 155:-0.3889917305813956 156:-0.7670470119898113 157:-0.7259550814497578 158:0.1339547322236713 159:-0.1183165879110094 160:-0.04288631547556843 161:-0.552517332982844 162:0.5889152064559056 163:-0.2361484750842487 164:0.2275133020126267 165:0.1467863856313944 166:-0.1268909332063845 167:0.06983075114219012 168:0.3033944178160979 169:-0.549462275384248 170:0.6710915818643585 171:0.2375610715539027 172:0.1591331732861831 173:-0.2619720483426877 174:0.3552110383900001 175:0.6355303766371619 176:-0.2147569824721625 177:-0.981004121483009 178:0.05365433802015582 179:0.276090246897321 180:0.1354807338784285 181:-0.1070230268105156 182:0.03138192764882312 183:0.1770458015480062 184:-0.2127339845235736 185:0.0699689159177907 186:0.2087609730965918 187:-0.5334745176388564 188:-0.001118853700645952 189:0.2377470643191586 190:0.5232134564465927 191:-0.5055475308463678 192:0.2127916657936492 193:-0.2896507665204613 194:-0.1719616465877286 195:0.1477065858224527 196:0.36938693286746 197:0.5170104845287464 198:0.009578785599855715 199:-0.3216945698749927 200:-0.1501670502938731
+1 1:0.03411968703326872 2:-0.2518440274170973 3:0.4622905557512553 4:0.1825346554919785 5:0.02198038078086414 6:-0.4395414398210513 7:0.1490519450731831 8:-0.7217792482722132 9:0.6033212299266166 10:0.3850835797982496 11:0.4882824412561437 12:0.2316120377427165 13:-0.5556774861678411 14:0.3033847491123475 15:0.3203671296237934 16:0.2615739150583146 17:-0.1148018124609347 18:-0.09807159562970509 19:-0.09410137039072447 20:0.1467786745776843 21:0.8622281740809342 22:-0.1279985090920276 23:-0.2005822736901855 24:-0.2042976289151152 25:-0.7388337493740081 26:0.06748045013424514 27:0.3788758688225284 28:-0.1110072911967414 29:0.1917248858263557 30:0.08385812414850846 31:0.09320718997256175 32:0.3153190840241386 33:-0.10656829413484 34:0.2903770769581422 35:-0.4183737362565034 36:-0.1218874050236295 37:-0.2575459861149411 38:0.5419409697502882 39:-0.04043430596015062 40:-0.06228883245534253 41:-0.4004306797529767 42:0.007907884033332174 43:0.007150371977185765 44:-0.04842819794092908 45:-0.7746726694767418 46:0.2705430387841332 47:-0.2046628110562103 48:-0.08138833924839484 49:0.187040669549908 50:-0.157771905828141 51:-0.1590661861547261 52:-0.4174953074048782 53:0.1575141450961434 54:-0.1165701887143806 55:-0.5634249345414177 56:-0.14016041559596 57:-0.3539756243081577 58:0.06220520288344953 59:0.6123056621297611 60:0.6807911170756794 61:0.06255451306130601 62:0.07716290220070021 63:0.4824025554493719 64:-0.2277116982096143 65:0.2038473992263145 66:-0.1518438569739465 67:-0.1281941309947805 68:0.07329457073317276 69:0.4088806952765376 70:-0.3709525971109046 71:-0.1367124152831923 72:0.3263778140905722 73:0.3781680269437717 74:-0.008013131999406869 75:-0.6209338912671912 76:0.6416636597424554 77:0.0009406575149841223 78:-0.01938950758648466 79:-0.1629593010966163 80:-0.09675513337152991 81:0.1661150511031966 82:0.1779783964556674 83:-0.5070959772640271 84:-0.3950889817962614 85:-0.2796550488176971 86:-0.1673412235347119 87:0.1431989059229923 88:0.1288455507238102 89:-0.3534077350526216 90:-0.3557480849394268 91:0.1310031791795505 92:0.5979921844088336 93:-0.325364782475718 94:0.3730401201622485 95:-0.325124358810556 96:0.1241319823918851 97:-0.4419796883183164 98:0.4010134425992938 99:-0.5548353268704435 100:0.1696838801859919 101:-0.1723381283401121 102:-0.5664379862660927 103:-0.0218779545795755 104:0.3717689461145646 105:0.0130175907905677 106:-0.1696201553809355 107:-0.4719249334063543 108:-0.06459786037748939 109:0.06028613954291561 110:-0.2050662631708682 111:0.2311295318265316 112:0.3065233925569051 113:0.06881956509284626 114:0.1256143144260403 115:-0.1862739879806162 116:-0.09604492294858977 117:0.08639812891882087 118:-0.3959897330294194 119:-0.6882910098555728 120:-0.2932303829401742 121:-0.2879554549606697 122:-0.6095843345988422 123:-0.03908606621101967 124:0.08479183531638418 125:0.1877331789214778 126:-0.03828988559280046 127:-0.5541615752538642 128:0.5371258839488589 129:0.537004677928835 130:-0.02070364743204449 131:0.4177202749551952 132:0.4553932333390155 133:-0.2197580577300807 134:-0.4496631717375266 135:-0.1200560713492754 136:-0.3480839211113789 137:-0.02518919419775752 138:-0.01596667041680029 139:0.5277359105593973 140:-0.07517512056296154 141:0.2403333520188924 142:0.131648396387482 143:-0.4383319331682011 144:-0.3261699416821894 145:-0.0007062516889665745 146:-0.719892804259087 147:0.05543053043557728 148:0.3133853318568044 149:-0.9144920921208096 150:0.0196777029018556 151:-0.02745810374950286 152:-0.5970771980056231 153:0.3622457281954051 154:-0.3378764876107688 155:0.385994739167595 156:-1 157:-0.06738115088010177 158:0.3607269816102278 159:-0.3994304150965634 160:-0.1437049621373496 161:-0.1973321418894549 162:0.4587731584607329 163:-0.1288825759962998 164:0.1645140831063217 165:0.1407505668526166 166:-0.4151334174083527 167:-0.446505471539784 168:-0.2544461714675258 169:-0.07449776733220681 170:-0.02237649892256371 171:-0.01814612654648296 172:0.3771723215552205 173:0.03409420770299199 174:-0.9761305180485788 175:0.02471713906868417 176:-0.2360266328644411 177:0.05648502748067735 178:-0.5384015115714402 179:-0.3124820527449477 180:0.4399033801145047 181:-0.1748724117165446 182:0.09909822244906502 183:-0.3958658250550428 184:0.09609988996467654 185:0.08338752537429722 186:-0.1209246111855319 187:-0.4244256053176407 188:-0.110620096382845 189:-0.2679093362882413 190:-0.7849126120177008 191:-0.06255170636538049 192:0.2797038598639672 193:0.350775795248841 194:0.1283539967861639 195:0.6346388825690188 196:0.08335030171719358 197:-0.3182403709882682 198:-1 199:0.2428347018421729 200:-0.8013809279387474
+-1 1:0.04685904365716576 2:0.7569293005994789 3:0.2593248993341245 4:-0.05962683852705371 5:0.3375891457741149 6:-0.1447981350546946 7:-0.03875805891457954 8:-0.3352252935354397 9:-0.248912882948476 10:-0.6319027121247651 11:-0.06198334732946899 12:0.496576861127033 13:-0.303612530149612 14:-0.7766636369770514 15:0.08412426744129564 16:-0.2733341399276484 17:-0.0856643183781057 18:0.1546978625590413 19:-0.06280631252251082 20:0.3614790364829037 21:0.01527902839863596 22:-0.4908187968556598 23:0.3145235522461096 24:0.1944417978711614 25:-0.4310202735610114 26:0.1413805476897542 27:0.6837649012124667 28:0.04901201090078684 29:0.2924098336259824 30:-0.2245197783551471 31:-0.1784734432532171 32:-0.2900673355191907 33:-0.1182254417317067 34:-0.1752184238263103 35:-0.4445162082239776 36:0.1482743474955092 37:-0.03689078761643137 38:0.1156440339785742 39:0.2058858869814552 40:-0.07630709319732337 41:0.1725565139674204 42:-0.04040290829189024 43:-0.1526744759639503 44:0.2360335829218881 45:0.02147168276465656 46:-0.7705452963900512 47:0.8432495616906353 48:0.02395224402845703 49:0.3785010870063317 50:0.005429886698188729 51:-0.7466609071486706 52:0.03240177359957028 53:-0.5049091741890062 54:0.04033524378189082 55:0.8334816349965098 56:-0.1579898184581415 57:0.03877898848644361 58:-0.585911909255833 59:0.2992107505561323 60:-0.2329336312112617 61:-0.393810806427319 62:0.6744891720558337 63:-0.3158787470459007 64:0.07146192454269165 65:0.04754651627612645 66:-0.259518137221628 67:-0.3052411347675938 68:0.1565122663728903 69:0.04865408363100049 70:-0.1985923115481062 71:-0.105993017088178 72:0.04108428829438635 73:0.2402759174106137 74:0.4199362333712414 75:0.06747352199103299 76:-0.3658253070848408 77:-0.1492625437638708 78:0.1230179482115797 79:-0.18962265693366 80:-0.3425155310480706 81:0.1381589758524327 82:0.01251773041628521 83:0.2371397833198306 84:-0.01231605917521419 85:0.3038355964438707 86:0.1637196434132018 87:0.1774095917506495 88:0.1238852221176125 89:-0.1138438721505623 90:0.08815124904371366 91:0.08825181525576196 92:0.06923848697490478 93:0.256157601746637 94:0.4391236885307733 95:0.1773633180020757 96:-0.07560258494077557 97:0.2182844281656805 98:0.3717677999575192 99:0.4095616884220638 100:-0.2118379066924087 101:0.3282998961919627 102:0.1728149055949036 103:0.4298331568905889 104:0.3367217704990535 105:-0.1802438033939385 106:0.4507773211269132 107:-0.007754321886092735 108:0.04866614366658216 109:0.2675051198669217 110:-0.5092848278803322 111:0.3997508303402962 112:-0.1779243742456658 113:-0.573367180301987 114:-0.3224709155128212 115:-0.3219478075562121 116:0.6029768177447168 117:0.3965084823506538 118:0.07632908488001289 119:0.4619049856345478 120:0.05754118657590643 121:0.06195889173605199 122:0.3290643022625119 123:-0.6318676479990087 124:0.4881483296738497 125:0.144195896771546 126:-0.5824352257507965 127:-0.01753860657547947 128:0.3936892999080154 129:0.1158500438360179 130:-0.3812200978246668 131:-0.5147727512072264 132:-0.4631696681483731 133:-0.3824494501115637 134:-0.2610478082038825 135:-0.183786759800014 136:-0.07054221093231021 137:0.3660386372263684 138:-0.20618281677863 139:0.04862245310207725 140:0.1038748481510162 141:0.02054424369748601 142:-0.05101841869954558 143:-0.06917151443568877 144:0.1060660556050614 145:0.1370440443020397 146:0.1148662336452615 147:-0.3077191183919925 148:-0.2675092023284804 149:-0.5189386487865595 150:0.0774935127167725 151:0.03655064490381073 152:0.3250694436870728 153:0.029944438595071 154:-0.07419332635362227 155:0.003476746769189978 156:0.1923786706424837 157:0.2312065265861214 158:-0.06701084848449318 159:0.7461046506463731 160:0.07169611977796256 161:-0.02569965582631517 162:-0.01892239213806554 163:-0.3440076756264251 164:0.5097727413202795 165:0.03350328394407812 166:0.398163324470948 167:0.6054115828653943 168:-0.5962052041521418 169:-0.2652896796928985 170:-0.1546716973938315 171:-0.2870694581282542 172:-0.1879658341998931 173:0.009070447077722775 174:-0.2002388788161587 175:0.2779290499386498 176:0.3847961388662398 177:-0.496955253877586 178:0.4183113384231499 179:0.102415983296661 180:0.5797173513591825 181:-0.04987399880287008 182:0.08728859794968412 183:-0.9672156635579601 184:-0.6976226642529285 185:0.2259597602179095 186:-0.5819958559696728 187:-0.3106642394301914 188:-0.591495603912548 189:-0.1398984647575942 190:-0.3923773363665771 191:0.6338920183489742 192:0.4881505794513612 193:0.07898992196389529 194:0.05977069481967846 195:0.3580971916245932 196:0.4180892538938907 197:-0.7855122525789167 198:0.1773006678187357 199:-0.3203302338953125 200:-0.5702523068081413
+1 1:0.3596118926749885 2:0.240067848868371 3:0.5375037024493486 4:0.1800562086789127 5:0.1669382665853784 6:-0.2852124070495631 7:-0.3079762414635938 8:-0.1452159002209591 9:0.2721930670273484 10:0.293578332655088 11:0.1993836839888272 12:0.1449570225167701 13:0.1443543659628643 14:-0.3083971149141368 15:0.1041929636462821 16:0.5068357793219501 17:0.1289348666141948 18:-0.1527283009271772 19:-0.009203714602672677 20:-0.2498405760088613 21:-0.2503584976188571 22:-0.500698783263253 23:-0.1492306292354262 24:0.06490024025768981 25:0.5332799895699688 26:-0.134840908821283 27:0.144993890243715 28:0.1435463080581724 29:0.2865884711275396 30:0.4346789368621167 31:-0.04159600233333658 32:0.317962603275513 33:-0.01156666758225251 34:1 35:0.4264161627120222 36:0.01406016994857518 37:0.1805184911665276 38:-0.05370660402390871 39:0.2072422312958684 40:-0.2042531538866604 41:-0.1636809946722474 42:0.01820115276201955 43:-0.3255150773616917 44:-0.1036971170891085 45:-0.1648892277570532 46:-0.03141859622766929 47:0.1590585618092098 48:0.1248633212711595 49:0.6568068094234185 50:-0.4050956436401127 51:-0.4064284963825346 52:-0.2530297006959303 53:0.2376619291095371 54:-0.2564278807368958 55:0.02379968281135543 56:-0.9441702960740014 57:0.253477657551718 58:0.004309213078173196 59:0.5163653917537332 60:-0.7699848985832369 61:0.102152883278178 62:-0.4167571695335344 63:0.2641448012802976 64:0.02419773629821202 65:-0.1005816538868939 66:-0.2782342212822468 67:0.4448161107857471 68:0.4931208527495326 69:0.5464899433743212 70:-0.1224280900310289 71:0.2889711903354317 72:0.1156732674220572 73:0.1303318136722178 74:0.1196125339056957 75:0.03037110205130345 76:0.1966906332852066 77:-0.02157868366595475 78:-0.06444308944012905 79:-0.09297266459566633 80:-0.1139137984817633 81:-0.2905751641462268 82:-0.06565295142172405 83:-0.1937097881837835 84:0.2458984256915028 85:-0.4167376056799291 86:0.2600408900301482 87:0.07584259644046924 88:0.3005570198069987 89:-0.0861934648177929 90:0.3584287187523902 91:0.01824262993299948 92:-0.3265920043771602 93:0.5737714276047312 94:0.542904760392965 95:0.2163301514439162 96:-0.1785196342255198 97:0.4721417602043649 98:-0.3439689541638082 99:0.2920215203335645 100:0.03573387847858136 101:0.8194222717123635 102:0.6533283043391245 103:-0.1647861645660358 104:-0.1157511701904127 105:0.2743368088274369 106:-0.1680100922388158 107:-0.3058417498733751 108:-0.1104920185341519 109:0.6845123932737657 110:0.2039301743417314 111:0.2582202121940911 112:0.1476140139253357 113:0.06571992945694163 114:-0.645473643192353 115:0.2836524440129016 116:-0.2402102922970475 117:0.2109086423849918 118:0.1489463854203853 119:0.360382106256517 120:0.4812795625564477 121:-0.3013451628912542 122:0.1183674873069417 123:-0.3440709058689995 124:0.759311485622692 125:0.2494505683256742 126:-0.2305311586112502 127:1 128:0.3611829595415494 129:-0.06784763322653334 130:-0.0979356725146642 131:-0.1241367922269455 132:-0.4046331479851142 133:0.1222265439556409 134:0.230625317276103 135:-0.207690865293831 136:0.09698756004802703 137:-0.03364053708391877 138:-0.4184928380976398 139:-0.3183679492322005 140:-0.527424558910967 141:-0.1627136037158928 142:0.3462693379072512 143:0.1682326269550938 144:0.4350911001979469 145:-0.2821779850995217 146:-0.01691410717033877 147:-0.4821366099022856 148:-0.1700373080939404 149:0.3364002018713674 150:0.1876416160958367 151:0.3965926294217292 152:0.2996971753844074 153:0.6118144879197646 154:0.09783522307094825 155:-0.06956715849268844 156:-0.2335534763794599 157:0.2807638824861694 158:-0.4194945534665027 159:-0.6275825080834093 160:0.2676060881128346 161:0.2985198676127223 162:0.1686943147143572 163:-0.8245716790452896 164:0.1128276496186928 165:0.3591945126215373 166:0.4648651117806439 167:-0.6212948704317958 168:-0.04526349738278861 169:-0.367166286599341 170:-0.06608132041716408 171:0.3891080625988701 172:-0.7181436213709197 173:0.3179351804424649 174:-0.1272280284545234 175:0.1222020171324213 176:0.6664389907673491 177:-0.1532408662709758 178:0.8728382864154773 179:-0.3623716898799615 180:0.1394849745348708 181:-0.169811760618553 182:-0.3614260087680287 183:0.2179330507726481 184:-0.542830750441645 185:-0.3998258089151503 186:-0.6732641876241205 187:0.2117649982938393 188:1 189:-0.1170116618351944 190:-0.1300970363126516 191:-0.07378982109944526 192:0.3168506174800301 193:0.1597966237485424 194:-0.2773858304698464 195:0.397103959668386 196:0.3757938407386633 197:0.7437321933739481 198:0.0519820777121168 199:0.1427376461494942 200:-0.1448209383974834
+-1 1:-0.3527597806990974 2:-0.1463244808132476 3:-0.1053666877129076 4:0.1255300783753158 5:0.09392633966338798 6:-0.3062194746769021 7:-0.2993079924640397 8:-0.09442071050370143 9:-0.2047542117630053 10:-0.2259717935082883 11:0.355276858951758 12:-0.5090667195437599 13:-0.1955855983085073 14:0.2082925513216694 15:-0.04649082829422892 16:0.1211652234776502 17:-0.1038513485690989 18:0.5325600399420494 19:0.2689520321428408 20:0.5833592444962253 21:-0.2479599019099459 22:0.09540801070579681 23:0.364596098564591 24:0.1383945427279862 25:-0.2601568527506334 26:0.1009268067069636 27:-0.5762478476680036 28:0.1186835743833785 29:-0.1580618314331111 30:0.3535317877242902 31:0.00442297806518193 32:-0.05550142487656093 33:-0.3043636899925041 34:0.2485477744015386 35:-0.03530602978226208 36:0.08391572197687529 37:-0.1466818026006769 38:0.3913858703641889 39:-0.1527938331061059 40:-0.06336301257958063 41:0.2619071730655413 42:-0.361652628534635 43:-0.2174145708413413 44:-0.2349416656316666 45:-0.2193754489511306 46:0.6772328534366152 47:-0.2406394431611655 48:0.005124133513844102 49:0.2113195396172063 50:0.01521887680247582 51:-0.2311165534106181 52:0.1351223539231856 53:-0.1099384728645511 54:-0.1122622000871701 55:-0.2379109257100288 56:-0.07142481884111951 57:-0.2126480165488469 58:0.2225263021670733 59:0.3181076793249226 60:0.4010066429580703 61:0.3156999169430324 62:-0.15904285980967 63:0.1858654938626542 64:-0.01468793633350443 65:0.04375355633653048 66:-0.1241262020891748 67:-0.2202038512454019 68:-0.1623500776239362 69:-0.2046161290130658 70:0.2654300093186767 71:-0.3895255547238405 72:0.4098267448228372 73:-0.1849822616325417 74:0.1604572140179428 75:0.1701688847370719 76:0.3604377853060324 77:-0.1937008467398506 78:-0.4387333209338291 79:0.5844349704428297 80:0.3967550986272019 81:-0.2973364269240897 82:0.185941913574025 83:0.2151895374510328 84:0.2055143150905178 85:-0.1545300741525349 86:-0.321267833259383 87:0.4088143513217278 88:0.3070526816811965 89:0.251111565707675 90:-0.07308923731690943 91:-0.6048850667025899 92:0.4131068899880403 93:0.6285613218657256 94:-0.02640023763979857 95:-0.326746497084691 96:-0.491249681081245 97:0.2063717711572917 98:-0.008545929528009061 99:0.2091571476493117 100:-0.4213158912203226 101:0.08340574038874982 102:-0.5668380385242608 103:0.4484231541023101 104:0.9768723324745218 105:0.03575434701286635 106:-0.04013275523337004 107:0.253534386083422 108:-0.413797871724085 109:0.5445179520413702 110:-0.258228420728457 111:0.05218348103605056 112:0.1281633902231767 113:0.6608131679510161 114:0.4354311471231016 115:-0.1337287616741704 116:-0.6331778610791517 117:0.1484162523689769 118:0.2516756678121883 119:0.2957222063205184 120:0.03081379039691867 121:0.01721919012872202 122:0.3300568419720908 123:-0.3560823471623035 124:-0.1330665883536331 125:0.3890009012556143 126:0.002776499058323184 127:-0.1591910226844376 128:0.4700122826194738 129:-0.3777230496456114 130:-0.4013517773527873 131:-0.4375781945807653 132:-0.02368431810411269 133:0.1726740432371966 134:0.3900313131402212 135:-0.246368410163597 136:0.3344256406031828 137:-0.01705153099388627 138:-0.7211391176769401 139:0.1200603726131327 140:-0.1763740445103341 141:-0.02620000244296872 142:-0.04529030110035744 143:0.2913687862967999 144:0.3645388984048747 145:-0.1666580392368169 146:0.04055440409081576 147:-0.4483221389485924 148:0.01879841031902226 149:-0.1571840209386265 150:-0.172178380561027 151:0.941081700483597 152:0.731066937553847 153:-0.06637741051235631 154:-0.7151661821404331 155:-0.5461780281778925 156:0.1301635806561708 157:0.3506344858714917 158:-0.03916354641197645 159:0.7441025823610196 160:-0.226805836063382 161:-0.8228125656670143 162:0.21273525458397 163:-0.3632871855878002 164:-0.16037923760874 165:-0.1637120378143498 166:0.3335407613916101 167:-0.6241630344282525 168:-0.3437895177160534 169:-0.1590699799824604 170:0.9895517674610954 171:-0.2373996016465484 172:0.4148382336132456 173:-0.005345103121373731 174:0.005562885135687182 175:-0.15297930377997 176:0.7928015210321921 177:-0.2560190115535421 178:0.07187617676014055 179:-0.3930478427522727 180:0.4018258295640235 181:-0.1963571902709783 182:0.3524345906778634 183:0.00287911483951224 184:0.5992720304741475 185:-0.161778944397418 186:-0.3056286489437444 187:-0.8745390469496196 188:-0.5082662083810106 189:-0.6532119117177561 190:0.1483380914942594 191:-0.1195328394612859 192:0.004207473815133367 193:0.3518262845394204 194:0.04274801267767937 195:-0.1819121547588339 196:0.4987480991179058 197:0.4642804925739181 198:-0.5547333544325016 199:0.109217067109391 200:-0.04309391344316768
+-1 1:0.3207154129141235 2:-0.0410662820042739 3:-0.3009457434207053 4:-0.05123884456137496 5:-0.5320527147603077 6:0.06900147735778561 7:0.359527051458338 8:-0.1373622623929902 9:0.3810262580270472 10:-0.447903454599294 11:-0.2456895527291846 12:0.3296912820491206 13:-0.08382623917492352 14:-0.3109200701853182 15:0.3917827844315769 16:-0.3438373641733581 17:-0.4502966883113194 18:-0.2177017853244136 19:-0.01595441869622968 20:0.5568183345783397 21:0.3396271125268202 22:-0.7825238577363053 23:-0.6199355299584907 24:-0.1986395506323736 25:-0.368492600417989 26:0.0688582919682503 27:-0.3257314328158783 28:-0.1264294640667503 29:0.3106741171933647 30:0.3378365887719552 31:0.1534587876112841 32:0.4012357225027476 33:0.3780012086461038 34:0.1514740424067147 35:0.09006751446282175 36:-0.1217351622655062 37:-0.03636387692419682 38:0.1723776865800647 39:-0.01311899276104476 40:0.2081693919550243 41:-0.1981221797995203 42:-0.3000810932225486 43:0.2799433670750498 44:-0.4343251330005173 45:-0.02502814679466418 46:-0.5194940788760344 47:-0.1276686959276895 48:0.1492436441660392 49:0.3111541196501689 50:0.3631722086469221 51:0.3958104637193411 52:-0.2129494416417182 53:0.6490840280866965 54:0.05521357656064597 55:-0.1501791953843157 56:-0.109560112023895 57:0.09211894801658488 58:0.2183785821314246 59:0.3740258302943338 60:-0.5194110811725565 61:0.04161974916417974 62:0.2685439609915933 63:0.6114933132508878 64:-0.8054741308995056 65:-0.09313089750817283 66:-0.271083315620513 67:-0.05296267029103806 68:0.3571587276648745 69:-0.422098450198494 70:0.4156884239754025 71:-0.2881442394140516 72:0.12938836552793 73:0.03500652296581076 74:-0.2801565156775821 75:0.3142020473375935 76:-0.4880384350094699 77:-0.09203464308158266 78:0.1473696425775239 79:-0.8307950424920377 80:0.06207731516774873 81:0.06605311176847188 82:0.5451425155104718 83:-0.4373503183303643 84:-0.6849722287561926 85:-0.06204007676220354 86:0.2571671122628979 87:-0.03772869097307505 88:-0.05419217715148525 89:-0.2119380590423838 90:0.3044816850428818 91:0.799633912780355 92:0.3494799787269869 93:0.653795111116884 94:0.2632536978445 95:-0.5763435064182447 96:-0.2519149480360802 97:-0.2274688584332517 98:0.4644344085099575 99:-0.4840614121923582 100:0.1740941926940708 101:-0.1507649869119543 102:-0.482093016871006 103:0.007108581422461652 104:-0.09779938373200442 105:-0.0453477243091058 106:-0.54665933532025 107:0.4458440824654634 108:0.7118382397707537 109:-0.05870165290840501 110:0.2606321681757587 111:0.5620009701709037 112:0.2720814183503223 113:0.04363167286695907 114:-0.2947031857076516 115:-0.3263107483399542 116:0.6101389159764483 117:-0.1630924120922304 118:0.1386150889412666 119:0.2476238491332646 120:-0.1583202625585096 121:0.3163487682233712 122:-0.09220433158099534 123:0.1867712271177384 124:0.04470499209044601 125:0.004180376933895367 126:0.5277919127848751 127:-0.4959041004832332 128:-0.366552979054326 129:-0.3111497231629783 130:-0.8512354498822852 131:0.245556054343508 132:0.1330937526343355 133:-0.105968660644374 134:-0.02008542130223527 135:0.4570501098501795 136:0.08753275140515826 137:0.6434772863190834 138:0.08627175769080397 139:-0.5247766641033735 140:-0.2338512823859767 141:-0.03026958686815791 142:0.1003828791439134 143:-0.3193471517670097 144:0.1181380112126153 145:0.0826520099527483 146:-0.01742503532328497 147:-0.5673445611435146 148:-0.4646209882430231 149:-0.1081231708971904 150:0.5021838200448258 151:-0.1636906371754316 152:-0.06724147541123518 153:0.5768842961441979 154:-0.02113231811289759 155:0.6920288196250135 156:0.1715858986769427 157:-0.06202279343171971 158:0.05053723440005697 159:0.5414393747439138 160:-0.3567926963173711 161:-0.8308107826655126 162:-0.0166049453950308 163:-0.5069097452817799 164:-0.37216285546774 165:0.3366889935723048 166:0.5138707399554544 167:0.08643817646837605 168:-0.1451727024002033 169:0.07646122088584695 170:-0.1726220072034008 171:0.08843319032042017 172:0.4066786023449777 173:0.07669375657886407 174:0.0123342137071285 175:0.3355149368942775 176:0.08241037442621099 177:-0.07891709094543412 178:0.2595512381066691 179:-0.2802202462048798 180:0.3092312818364968 181:-0.1492092600851369 182:0.4027651025858419 183:0.1640504873866626 184:-0.5995790847086879 185:0.4971986695316657 186:-0.3405113719126842 187:0.2340516091867541 188:0.03347127457933525 189:-0.2301755669667854 190:0.3282529200523001 191:-0.123380224654839 192:0.5243507887973229 193:-0.2259974383732274 194:0.29302363767384 195:-0.001195424937538658 196:0.2043728306796512 197:-0.04547730902574941 198:0.4403018638679241 199:-0.2263355645566728 200:-0.1054861411384168
+1 1:0.6573139265492385 2:0.01786864568425241 3:0.00913969389359072 4:-0.0684031872230003 5:0.2439720797788302 6:-0.2375406112818451 7:-0.5228515028766818 8:-0.7632603761240975 9:0.3930575630487275 10:0.3248481700856957 11:0.1367717372550619 12:0.3330382843350098 13:0.248796367931659 14:0.2042478859737435 15:0.03240130635537833 16:-0.5072601092057716 17:-0.5745021961738295 18:-0.001555712293825735 19:0.03617856507507419 20:0.2436025216836943 21:-0.03190708475602488 22:0.002778251793535823 23:-0.140703689927777 24:-0.297890303754885 25:0.8459719828725917 26:0.3128653012482898 27:0.396830786478487 28:0.07302970330329095 29:-0.1408300545132551 30:-0.119664653822428 31:-0.1207309753363533 32:0.2192586497769492 33:0.07499594545708088 34:-0.4013491427512194 35:0.3226316325077575 36:-0.1165966085439009 37:0.1930895787233732 38:0.4071273531693879 39:-0.2100967523409958 40:-0.3590969609085489 41:0.05119735785830862 42:0.383948871361019 43:0.4253050349268482 44:-0.1002652704543087 45:-0.004447170225920477 46:-0.06777257331904749 47:0.4155903941588739 48:0.2930451607451292 49:-0.09329001592535999 50:0.2565362838106773 51:-0.09461199765943665 52:-0.2359801796938574 53:0.4553582377899845 54:-0.05244444431629858 55:0.1985362199260161 56:0.3922876085441168 57:-0.09556488926002737 58:0.1601505452962557 59:0.3996132400241532 60:0.04784566432917658 61:-0.2870746255513025 62:-0.2062895786685317 63:-0.01811290176757645 64:-0.4744948659296657 65:-0.1824748958732895 66:-0.3715627160834653 67:0.08527529592392485 68:-0.2264883487722795 69:-0.538672838447828 70:0.0575968370699135 71:-0.08834154643384382 72:0.2735485250327845 73:-0.4981838205269795 74:-0.2251827104554591 75:0.2364883952413956 76:-0.02109463631390519 77:0.1561935955127484 78:-0.269068841343451 79:0.6200798342422836 80:-0.3700353662700892 81:-0.1495877277489366 82:-0.1386698451688542 83:-0.07759115083175311 84:-0.2753251447267057 85:0.0153272171263468 86:0.2584648836441067 87:-0.1977993166930193 88:0.2367146560632801 89:-0.04112941018223558 90:0.04589320004499729 91:0.1709524525248313 92:-0.8023076906256581 93:-0.7337510840988369 94:0.7395502149839698 95:-0.07209342001674193 96:-0.6543110692286223 97:0.3505803818098728 98:-0.395971882715078 99:-0.02842166157249442 100:-0.04724665602676238 101:0.3143484170237089 102:0.3110894520131817 103:-0.1784512954451521 104:0.2212236652351834 105:0.7441318479863063 106:0.07212125287077784 107:0.1606850002782287 108:0.2934984913318314 109:-0.06690077738166347 110:-0.3699953946762447 111:-0.6023147852684695 112:-0.05028087869578009 113:-0.2907484574797912 114:0.5231770342182207 115:0.4548825550426329 116:0.3466043679367331 117:0.1448975433014491 118:-0.199397441377955 119:-0.3402909727874878 120:-0.08113566604018599 121:0.1476453812450109 122:0.2218079308625469 123:-0.283889679602931 124:-0.5468560363243989 125:-0.195893203255579 126:-0.1456004573048774 127:-0.09483742915056806 128:0.3006421188725704 129:-0.02183510451210416 130:-0.6788373722668946 131:0.4615151846772317 132:-0.07787365153612506 133:0.04724630796040616 134:-0.2103809331726949 135:-0.08055839132297964 136:0.02443953064855243 137:-0.02215753306904584 138:0.08951392950674833 139:0.2469131920089613 140:0.07210861588280837 141:-0.1516228539226617 142:-0.2210337114774371 143:-0.4431781981721949 144:0.1137808444913672 145:-0.07337566223545168 146:0.330510546903628 147:0.4807432159097411 148:-0.0876533597911221 149:0.3627600518741042 150:0.4687562820882082 151:0.02146715092651535 152:0.01700874501470179 153:-0.05879590876333693 154:-0.4768749787898152 155:-0.1360900440121012 156:0.2617787773225694 157:-0.3035594601826763 158:0.1218735125660959 159:0.2289540511725816 160:-0.7787830964112635 161:0.6119117371506059 162:-0.2530722138055641 163:-0.3548872941040395 164:0.1374281811614488 165:-0.2928329616803375 166:-0.01104477574929844 167:-0.05745764781295862 168:-0.1928499436836844 169:0.0152572250352247 170:0.3690391127141476 171:0.4268883090793701 172:-0.4397915197067864 173:0.3747353386406015 174:-0.2139564160797776 175:0.4516653291198276 176:0.6546566659386965 177:0.003227133639885665 178:-0.1535006400748202 179:0.1640344836489629 180:0.05434768196566558 181:-0.01820506882356865 182:-0.07401907982314831 183:0.421466604424901 184:-0.2769601692500686 185:0.1299410474091877 186:-0.03428164472720805 187:-0.01592996167059079 188:-0.1322240716238638 189:-0.006502588800664719 190:0.1894947057513002 191:-0.10531321670008 192:0.4270586263943444 193:-0.02229874045694276 194:-0.3271944918648762 195:0.5462129428270389 196:0.3692044223074498 197:0.3859563331642935 198:-0.05960710218120925 199:0.1010234492179867 200:-0.1534412623312855
+1 1:-0.2663899234806845 2:-0.5783161009386346 3:0.351456425165081 4:-0.3137579968239011 5:-2.047734223157432e-05 6:0.4976582021505073 7:0.04085653370799072 8:-0.4457513508117436 9:0.009954265792329636 10:0.5293361277046426 11:0.05893436313888031 12:0.7161161983852073 13:0.7077624226900301 14:-0.0251152075508487 15:-0.07415616564457811 16:0.3599600041538882 17:-0.0286901776555111 18:0.5190777906411235 19:0.3596317217409107 20:-0.3388764236663201 21:-0.3210710252491574 22:0.3083801924527954 23:0.2408247470106061 24:0.3551738472161043 25:0.130186706286597 26:-0.2165662424164107 27:-0.1868201602446977 28:0.1983449297373584 29:0.3319141259506921 30:-0.2996148924612069 31:-0.1151717371213888 32:-0.0470275153059771 33:0.509349091594681 34:0.2921791240526674 35:0.1782617320099616 36:-0.08668236298880777 37:0.1398685016466465 38:0.3918696689583758 39:0.07153745755605283 40:-0.02743362331535709 41:0.1577499864079371 42:0.5097579190797674 43:0.08979679546354735 44:-0.0581764486818134 45:-0.223015073271252 46:-0.1712369865183594 47:-0.3260721512114625 48:0.03361881299520608 49:0.1513505578746531 50:0.3509873524175835 51:0.4682103229560599 52:-0.4131366877239058 53:-0.2519232495420508 54:0.2162879897045349 55:-0.09682168529406812 56:0.3223573298178609 57:-0.1546648831990268 58:0.4180974701491528 59:0.5132362451922954 60:-0.2744885820138113 61:-0.06745601774287587 62:-0.3896288514335646 63:-0.2731600015595771 64:0.3235556489122067 65:0.3544547375383561 66:0.343882664132577 67:0.2479562181330998 68:0.3263825334616703 69:-0.2697548959195883 70:0.5733468210998925 71:-0.04500380512707506 72:-0.3757030049076384 73:-0.227041468472954 74:0.2713298960255617 75:0.4201186200594349 76:-0.3587474333480197 77:0.1315824490168453 78:-0.4364790209215524 79:0.01457537263912062 80:0.3779083513706061 81:-0.0002666140119018667 82:-0.1690018388282248 83:-0.2371943833734654 84:0.305721992593756 85:-0.1551074164203541 86:-0.01343718415788302 87:0.4336479968780623 88:0.063121657355645 89:-0.1626691613709753 90:0.2992237704877436 91:0.04176547464701286 92:0.02817347249581104 93:-0.7141599754713117 94:0.4156297960238136 95:-0.1299168195287501 96:-0.1714238322745772 97:0.2880677103118514 98:-0.1788728576825157 99:0.4962139087563482 100:0.9191884869919456 101:0.3190247331393883 102:0.008797961630133225 103:-0.2991596846597557 104:-0.2114603894201335 105:0.4812809919071167 106:-0.3131721255242722 107:-0.3329965855653645 108:-0.01750518439593596 109:0.03742081638417566 110:0.2899031765001041 111:-0.0677587761546997 112:0.2672728714125202 113:-0.01445634344376626 114:0.3171147031772927 115:-0.09956170126829272 116:0.4361682554476996 117:0.4386982441685958 118:-0.3760091843762099 119:-0.3104795820740006 120:0.07572596780464602 121:0.4657111992628549 122:0.09372291196676091 123:-0.7346711376940578 124:-0.3488479512575351 125:0.3086996866210298 126:-0.02183257814965469 127:-0.3265300467984241 128:-0.3402263896847637 129:0.06845905858146835 130:0.02859885157555159 131:0.2426295932128411 132:-0.01643225448239493 133:0.3413197925328436 134:-0.09898069763539188 135:-0.2363988846278386 136:-0.1975449242640148 137:-0.3205331497754401 138:-0.2268340482422784 139:0.2380280379750028 140:-0.1090380796637145 141:0.05715253314988392 142:0.1167161985242416 143:-0.3729376510747812 144:-0.1650540025333329 145:-0.1608486579905109 146:0.6011121771152517 147:-0.04677185954780304 148:-0.1832439787539844 149:-0.5221723161434604 150:-0.1207704936199404 151:-0.2593336843017074 152:-0.3389711025377894 153:0.6062977768607167 154:-0.3709126637935908 155:0.009344170940012227 156:0.2152195804387177 157:-0.8366777431213949 158:0.2200506473527598 159:-0.267545234927445 160:-0.2723070288508759 161:-0.3597453788730114 162:0.2085197578099026 163:-0.3126122095345589 164:0.480372381592562 165:0.1266340494707923 166:0.4811763080997288 167:-0.6169774003093278 168:0.1772242066643201 169:-0.1058693462385871 170:0.2665794102971257 171:0.1356832340369973 172:-0.07473185381256485 173:-0.3033874116943072 174:0.02066032235692724 175:0.3348405217806697 176:0.5438358343245331 177:-0.06816301733554259 178:-0.3455729445664275 179:0.1255604948815083 180:0.1470231175000754 181:0.02991116820604894 182:-0.3613652700547194 183:-0.4778562572710399 184:0.2393735648803097 185:-0.2335981807119285 186:-0.2307567144457668 187:-0.003614228176596419 188:-0.02339993816782957 189:0.1790352210538932 190:-0.262952903953773 191:-0.3358566843165396 192:0.6702965450467765 193:-0.2851586380476596 194:-0.258950666627226 195:0.4566539202194111 196:0.9841084967141568 197:0.4654030434047733 198:-0.3148957487928941 199:0.8004284796165352 200:0.02843530616438256
+-1 1:-0.1999722245836237 2:-0.6430885831803113 3:0.3708843150860203 4:-0.01879906938542041 5:0.5578648546074293 6:-0.2391771171970954 7:-0.04416953405150473 8:0.1720917686069725 9:-0.3131559619199794 10:-0.3594139610629908 11:-0.3600657085505158 12:0.2444177343793462 13:-0.1527572348594428 14:-0.5237399512029011 15:0.645281990979274 16:-0.2199081921300054 17:0.3985639861522401 18:0.116643666636864 19:0.5017366851250373 20:-0.5624563870159502 21:-0.5590497008029808 22:-0.5967466043909565 23:0.2940300310267518 24:0.1067681864784792 25:0.2024186857952585 26:-0.4602982892605448 27:0.007064915020112278 28:0.09806685406660384 29:-0.1487689396825394 30:-0.8464442837676618 31:0.1464860884513823 32:-0.01559934619302328 33:0.1943422582273163 34:-0.03178757001850641 35:0.339983175145082 36:-0.18074746723124 37:0.2691432754979823 38:-0.5457941174356264 39:-0.4946355793106687 40:-0.3574226906701343 41:-0.05012943317628113 42:-0.5250401578892574 43:0.05428523395607578 44:-0.1734354602877988 45:-0.01225373350626623 46:0.1667762993741513 47:0.2929722483103964 48:-0.03113228214849573 49:0.6123589916725702 50:0.2413696949094816 51:0.306740382909073 52:-0.203674039851041 53:0.1338133627340483 54:-0.113600231513045 55:-0.1650856766131802 56:0.1224534073025846 57:-0.1004839388408515 58:-0.08767977994383667 59:-0.0651146586348188 60:0.0863703775723339 61:-0.3340464895682069 62:0.4558676841621611 63:-0.2314722609871674 64:-0.5263643019064028 65:0.2457892529225102 66:1 67:0.6594313709824735 68:-0.5299222395907996 69:-0.3182497607130765 70:0.5120453047413359 71:-0.2039979808435266 72:-0.1515746725226146 73:-0.5931474188558589 74:1 75:0.3141015966617119 76:-0.1008643468926335 77:-0.4986233349631376 78:-0.4325270526192517 79:-0.2103277647437813 80:0.005143396776304127 81:0.2230119281131179 82:0.5154109218270806 83:-0.192002664568804 84:0.08536082195374509 85:-0.2544944744420022 86:-0.07280769092871098 87:0.4727326051839749 88:0.5890910623593274 89:-0.4077073376983597 90:-0.089394397726208 91:-0.2100859589099351 92:0.536934807017298 93:-0.2624803168287023 94:0.5203586116945602 95:-0.1167636679782456 96:-0.4470304024795051 97:-0.03475370535320643 98:-0.2730050622529379 99:-0.1167017317856544 100:-0.2588982880176853 101:0.0421591991406679 102:-0.08359028626452829 103:0.1624504089299368 104:0.1151142391011189 105:-0.2461677278787913 106:-0.2122318484343645 107:0.482461299722253 108:-0.5315543269893973 109:0.405210148582647 110:0.0303095146388889 111:0.6060851451189961 112:0.1444824347603692 113:0.3689189827827808 114:-0.3929034763699572 115:0.07946707831494466 116:0.1914674442114225 117:0.1952313351152631 118:0.1641964095398353 119:-0.6559700958000925 120:-0.3947769510239352 121:-0.1158379156355462 122:0.165753348243591 123:-0.5355376159627198 124:-0.1540407179355494 125:0.09802781214030583 126:-0.2348518424840572 127:0.2639102095188897 128:0.0206148123226983 129:0.193801746263278 130:-0.3717498509634437 131:-0.2580917223253512 132:-0.8173481976864172 133:-0.01289545424077407 134:0.250016733914478 135:-0.01141101702619813 136:-0.464025566063449 137:0.02570833461279748 138:0.1190448168184306 139:-0.9415721487825701 140:-0.09336636692870907 141:0.007889575849480426 142:0.1580413039894252 143:0.4004289381780924 144:-0.2196184098430706 145:0.5559053308997876 146:0.1160255556379213 147:0.2249013077885062 148:0.4304407627453374 149:-0.4814553033828994 150:-0.2480479563199444 151:0.1714034048390961 152:-0.1004256713965456 153:0.03653080462339869 154:0.3126716903425751 155:0.2796846368725263 156:-0.4766106849187621 157:0.4155788585805612 158:0.4523427111494838 159:-0.2973550100644201 160:0.2705582867152589 161:-0.2766584960194107 162:-0.03379377723166857 163:0.06654917906692601 164:0.5130640529862825 165:-0.1273183096122787 166:0.07593403500520685 167:-0.5367798488346396 168:0.1820582171814998 169:-0.3137510240728807 170:0.07238869032355953 171:0.06684107683114646 172:-0.7246508448629253 173:-0.01380921921881413 174:-0.1698115153102184 175:0.062061509313573 176:-0.1444143493400155 177:-0.1046647642940767 178:0.465919365249066 179:0.181419425444825 180:0.0316296567471854 181:-0.4872315766819909 182:-0.08058119672914384 183:0.09772016960310703 184:-0.06567531323958489 185:0.5938836516969153 186:-0.3245876842823703 187:0.005182868252860611 188:0.08392752875861892 189:-0.3451700766963891 190:0.2617199984880942 191:0.02460968446363247 192:0.5548520277888367 193:-0.01902255345822643 194:-0.07012023199773534 195:0.02973490410110607 196:0.6874342697807698 197:-0.3280427381657544 198:-0.5420441166350858 199:-0.2602297649313572 200:-0.1305197922675221
+-1 1:0.1435446480987785 2:-0.4519343934396943 3:-0.5791271960625032 4:0.5138109742505645 5:-0.5287356081074229 6:-0.380948126265939 7:-0.03455242882114681 8:0.04710097316983131 9:0.1598277454935906 10:0.2773841672721907 11:-0.3085178201966901 12:0.2551448755593361 13:0.4324195259070701 14:-0.2127625486647347 15:-0.01191958921052979 16:0.1714968743060391 17:-0.1040173102527693 18:0.1901812813430039 19:-0.1739892649854179 20:-0.2448511289574076 21:0.3759477303379785 22:0.1975115071727234 23:-0.7179969878835335 24:0.1715701525679373 25:0.12999769798589 26:0.1454656061245417 27:0.2399961572828404 28:-0.09316274252736664 29:-0.03656261446495601 30:0.2297343912468965 31:-0.6352908882839698 32:0.2337389099148438 33:0.2073731830418148 34:-0.1053524743950991 35:0.3825614662583379 36:-0.09654145595406602 37:0.09469636378911098 38:-0.2535079805737419 39:0.1402570112967532 40:-0.02494217833207993 41:0.002272239170790891 42:-0.07162723961743311 43:-0.6521845950319274 44:0.1919711310097957 45:-0.02735102048470422 46:0.128129029906962 47:-0.6843550532714842 48:0.5097541051097656 49:0.2870307352326964 50:-0.03283292387415688 51:-0.3552869346598247 52:-0.0789238516324036 53:-0.1146136492752665 54:0.05776951543145563 55:0.3071695784674466 56:-0.3372016853452263 57:0.4182601524243476 58:-0.08348973394472799 59:0.5711279330136715 60:0.1960523638476655 61:-0.2497087722691834 62:0.3599075861623635 63:0.306453147272455 64:0.2667780066598912 65:-0.2747355606104049 66:-0.3349592561287366 67:-0.1167963786031379 68:-0.09123187811141631 69:-0.6623766883975197 70:0.3034829312074419 71:0.3214577205977903 72:0.1918913464900603 73:0.2721884147420753 74:-0.07720874564045807 75:-0.581525621421079 76:0.1187643107333078 77:0.01549521959376676 78:-0.2342411602695399 79:-0.3840511996336812 80:-0.4779774546774643 81:0.08833859435567723 82:-0.3527060311155965 83:0.1658117496266421 84:-0.1897377730461268 85:-0.1762080417303999 86:0.2340259701360919 87:-0.407540632532133 88:0.4608938203038319 89:-0.2545414896440694 90:-0.02036318929201778 91:0.1572744458946504 92:-0.3568700742498894 93:-0.6665885414418027 94:0.6789567196439898 95:-0.08086106714703192 96:0.00761239813308015 97:0.2402296074810233 98:-0.09701373621110604 99:0.165591663398406 100:0.126808167672148 101:-0.2279732522690781 102:-0.475903619932629 103:0.03614050291461628 104:0.18069699236259 105:0.3066206862609351 106:0.4902360705821805 107:0.01777946953110859 108:-0.02076189053498747 109:-0.1611525279410733 110:0.1273037655049465 111:-0.2099996329847266 112:0.118125586138483 113:-0.1612227382555685 114:-0.4874825580229564 115:0.6033440445662681 116:0.3218279137310891 117:0.01810625763752322 118:0.1074063551315277 119:-0.133910471049349 120:-0.0791100010946202 121:0.009079488853304955 122:0.4814791347854519 123:-0.1451824803044618 124:-0.3406716316957801 125:0.5817962974924925 126:0.1799091460998961 127:-0.1964568030202316 128:0.08826610230836594 129:-0.05771901821035526 130:-0.2572992637371555 131:-0.055953353702981 132:-0.273744595390109 133:-0.1484303457893503 134:-0.03391105071543793 135:0.9099506154551983 136:0.1882707774567492 137:-0.511699905582879 138:-0.09006799373455245 139:-0.06677655931691434 140:0.2770604711216674 141:-0.1925104093448534 142:-0.2280384230744112 143:-0.3618641845886162 144:0.477294032446659 145:0.5470111920526657 146:0.01827260004916319 147:0.2932573982192916 148:0.3544248767414673 149:-0.3768126832670037 150:0.2096494210859138 151:0.1537651228747983 152:0.3953098471261074 153:0.2002194664987461 154:0.1013349537267565 155:-0.1290158556011698 156:0.05569988414315968 157:0.009825133071239368 158:0.3255138113649753 159:0.00675212623518745 160:0.2408186429694726 161:-0.2728711774452477 162:0.1488265422465485 163:-0.2577199937934813 164:0.06239526213219421 165:0.2553792658903987 166:0.6163766480550631 167:0.7265808902769144 168:0.01003018766228642 169:-0.01292001087689254 170:0.3009846901570772 171:0.4867256924304271 172:0.1256486195117079 173:-0.01450192544875325 174:0.2327392206377543 175:-0.05351630203824653 176:0.1185468041596008 177:-0.00943302031142712 178:-0.06073492293354361 179:-0.1219961618657166 180:0.2793011632354311 181:0.2848385061079508 182:0.3592596285244585 183:0.1961142730182079 184:0.4793839901127378 185:-0.2175321743685723 186:-0.2000760904678344 187:-0.6795928482466651 188:0.207556558695604 189:0.2799565941297235 190:-0.3784017887257664 191:0.5054534326568586 192:0.1397516475852557 193:0.02932529732707093 194:0.3215653163472689 195:0.2037762200145901 196:0.1173163095456295 197:-0.3707081038970729 198:-0.01093898325849298 199:-0.005080807692024396 200:-0.1532113065085151
+1 1:-0.1061188829525005 2:0.2096174562085986 3:-0.2574596847204507 4:-0.2273770095167436 5:-1 6:-0.01027579804148562 7:-0.7956382633525678 8:-0.4409963344914085 9:-0.05227892244087329 10:-0.2773723036889595 11:-0.297404587345162 12:0.283717087401026 13:-0.7433241521229895 14:-0.3743666600080194 15:0.2232029224732404 16:-0.08509549665016375 17:0.0004483330105011368 18:0.1471453708324789 19:-0.1478589974208723 20:0.4309767159727512 21:0.03282406418024222 22:-0.382739794102901 23:0.05601865084243207 24:0.05648267282477457 25:-0.09226044458764365 26:0.7498423780922827 27:-0.03079376787198419 28:0.04627737323629551 29:0.3886426246641104 30:-0.005136383175329627 31:0.1647042059988586 32:0.2217643682068149 33:-0.2482794777047942 34:0.4208287966970845 35:0.2547539975313501 36:-0.273758159170072 37:0.1687700239811434 38:-0.3140120326759359 39:-0.06356361640311606 40:0.2922032446375424 41:-0.1119319561265912 42:0.1643235993374891 43:-0.2153388731726776 44:0.3365116526921726 45:0.01846111930907695 46:0.3340120379971214 47:-0.1379996913659886 48:0.02760657266334674 49:-0.315341516514153 50:-0.4548663096660295 51:-0.1330032663015803 52:-0.4198408943739463 53:0.6524584073323132 54:0.01479475147682322 55:-0.09460732882060076 56:-0.2037537113479624 57:0.293376053781655 58:-0.08530893959130584 59:0.8245214965314533 60:-0.111894037926257 61:-0.4506012414449701 62:0.09338180805806752 63:-0.3492707203045419 64:0.3937219429602229 65:0.3895843012333822 66:-0.05232972702113989 67:0.1755997726537731 68:-0.03488245930795293 69:-0.4033077257331216 70:0.144146423658206 71:-0.4970253786776521 72:0.152586691766748 73:-0.02481998752091376 74:-0.2575599866879844 75:0.3778841948717082 76:0.1511549356647179 77:-0.5044077940802594 78:0.2687415535173591 79:0.04461482596512549 80:0.1223858494130173 81:0.1229056802838546 82:-0.2106202246130219 83:-0.4874060947541803 84:0.5280386122519655 85:-0.6030066167474117 86:0.3339716063682907 87:-0.1904968000714851 88:0.2963767922587729 89:-0.3783844767431941 90:0.2788077331742477 91:-0.04565478533149173 92:0.5706659566024119 93:-0.7378188166017891 94:0.7263170234179801 95:-0.6960486857091105 96:0.1290722192210156 97:0.1758256925230423 98:0.7279381727103954 99:0.08222090306497479 100:-0.3293438249690974 101:-0.4499908875746623 102:0.06166879027749858 103:0.4862614192999228 104:-0.09075306047280138 105:0.3677255339346854 106:0.2725118360500076 107:-0.4044997996911828 108:0.739028617880422 109:0.6192735402050352 110:0.02558143425349025 111:0.1267137439452722 112:-0.4284474702016134 113:-0.01649048285290104 114:-0.1473137859518606 115:-0.3511400899418338 116:-0.009887202611961438 117:0.1697494109224517 118:-0.4459521413923657 119:-0.312798566112945 120:0.1574856338353224 121:0.478979133503955 122:-0.03928915098872893 123:-0.128914847465559 124:-0.9382288206959524 125:0.1382315963304719 126:-0.07822997601991918 127:-0.09405672206049726 128:0.1013125436899187 129:-0.1767522645845508 130:0.03559291135681111 131:0.4036736014792057 132:0.1860070291694514 133:-0.5807344199576023 134:0.2108778196113347 135:0.1264558200531389 136:-0.5721772665426925 137:-0.199469444923146 138:-0.03457578535963231 139:0.190343726892911 140:0.2366959106453845 141:0.001143656630500256 142:0.0543179184266617 143:-0.1288758520952639 144:-0.1722238306498332 145:0.4208678404844893 146:-0.3321434498433863 147:0.1898960327821864 148:0.3010159569755073 149:-0.5053655539988502 150:0.661667884217335 151:0.3136487405126113 152:0.5020860636253575 153:-0.8898276088505592 154:-0.4955940614430713 155:-0.08915902396810554 156:-0.04668032997532179 157:-0.5146369900843969 158:0.3253824753461348 159:0.05399564003550104 160:0.004465275892747853 161:0.346008873735827 162:0.1447879765859472 163:-0.02734220106558304 164:0.03023213912783032 165:-0.254361922539147 166:-0.584050017202159 167:-0.4294113414755486 168:0.01239442200708675 169:0.4782880276808118 170:0.416264614914307 171:0.1272046815069464 172:0.2920437738257033 173:0.140435764490237 174:-0.3645082274910817 175:0.2503653964729207 176:0.2797252362847839 177:-0.4064662136532848 178:-0.4820909058870791 179:0.04587454828394809 180:0.05205262145193308 181:-0.1123863179996766 182:0.4136281995387928 183:-0.4277761805867871 184:-0.1444607385481338 185:-0.09211096094672579 186:-0.2344590139158814 187:0.2131080655557162 188:-0.1034681068899068 189:-0.1486755408560381 190:-0.7361844795874217 191:0.3575653717544401 192:0.02293229003759155 193:0.02188705029377979 194:0.00416413635223857 195:0.07097288731967616 196:0.3742445016887874 197:0.5705039673215201 198:-0.05933088695997343 199:0.2711360289212688 200:0.1179336328865641
+1 1:-0.1403024928772678 2:-0.2266015091563114 3:0.2310722531455145 4:-0.1187032423852029 5:0.2139664723518235 6:-0.507212556413476 7:0.01285870548371418 8:-0.1416106136409194 9:-0.2045418780588583 10:-0.8296124665190591 11:-0.06387232209720591 12:0.2289232413320673 13:-0.3697706958937024 14:0.2554215849656691 15:0.1098927051700952 16:0.2572470172298947 17:-0.5838534463430675 18:-0.1895699697430822 19:0.06978536777015654 20:0.4520650360505278 21:0.1549569269238105 22:-0.4007363351295908 23:0.4893799841433695 24:0.1723449829795124 25:0.1029552975438833 26:-0.603437742957083 27:0.5130082047002773 28:-0.08591112374930704 29:-0.1193582072578387 30:-0.5818201387940618 31:0.3389941218160768 32:-0.1539035432187906 33:-0.3634809883488961 34:0.2061308141405769 35:-0.1388484177712981 36:0.4842440253231661 37:0.04677442517246289 38:0.221437111813149 39:0.687756743259115 40:-0.1040136297457983 41:0.3460284357849807 42:0.2954124535657197 43:-0.07395997890651282 44:-0.4867016898129842 45:-0.1817121201585245 46:-0.09579627040022559 47:-0.9631542554127424 48:-0.09429096222606692 49:0.05648337730753747 50:-0.5187857357404735 51:-0.3688923709214946 52:0.2975248026267527 53:-0.38644706099749 54:0.001927397228799317 55:0.4588564760059384 56:0.2212656218775838 57:0.375183897693852 58:-0.2660825177183824 59:0.7154264835288375 60:-0.1310617838578313 61:0.3983278006581589 62:-0.5247439051370758 63:-0.2731564021639589 64:0.02253380431505125 65:0.243153978377499 66:-0.6649841867566024 67:0.003729798575342488 68:-0.4468908920985889 69:-0.2285662664424467 70:0.217697145116298 71:-0.3384022369157658 72:-0.261264619364002 73:-0.3688750716587683 74:-0.2918713993300904 75:0.05938112146312342 76:-0.313462124299978 77:-0.1772260788029106 78:-0.4720687544638209 79:-0.104775502698429 80:-0.05017597979894488 81:0.232498486033577 82:0.1153382179487703 83:0.01645307870268615 84:0.636487916192146 85:-0.09606556247231325 86:0.526468981658078 87:-0.2123352211422658 88:0.3273062167806615 89:-0.09450579589705013 90:-0.5750181146849662 91:0.5093042572844957 92:0.2802755388060047 93:0.6805637608402518 94:0.2325355982052188 95:-0.3028887708626605 96:0.1071164385709219 97:-0.115658570400955 98:-0.3402701786533964 99:0.2212088193071577 100:-0.1883024692137958 101:-0.4087184708844316 102:-0.937675575763081 103:0.1739050710501427 104:0.0003482734532944814 105:0.3985604536463221 106:-0.1236379758815555 107:0.07077140257485032 108:0.3366594258207686 109:0.1348600833836919 110:-0.1329428525154746 111:0.1804278934199615 112:-0.05388823557455326 113:0.504601026466273 114:-0.3928063512322235 115:-0.07045134983552846 116:0.5748205468487996 117:0.3581677652891642 118:-0.09645961995843816 119:0.2462150329799074 120:-0.2925683244841338 121:-0.05721963956816054 122:-0.7603965285079952 123:-0.173158638254251 124:0.06985827985360137 125:-0.2725444411846836 126:-0.1283116116179195 127:-0.1797485712906037 128:-0.08073892995720047 129:-0.5488783538345262 130:0.07715651362838019 131:0.3383589701768511 132:0.001242012960475516 133:0.3620157848387948 134:0.7004219640754571 135:0.08958075184480808 136:-0.7766206353091532 137:-0.8326246938968362 138:-0.2077831022001883 139:-0.2176196359136873 140:-0.3989146554472958 141:-0.3808096070763895 142:0.4973269154313843 143:0.2942248626143276 144:0.5211923130439906 145:-0.1794721129008763 146:0.5724782131993109 147:-0.1809732954561484 148:0.1139300230641026 149:0.1555300408942149 150:-0.3871774684646174 151:-0.3683688021556583 152:-0.2812491990642642 153:0.4181909368944116 154:0.1415973475841304 155:0.2320728753131366 156:-0.2806998445078472 157:0.5197954163303713 158:0.2538688423676591 159:-0.07476256970834963 160:-0.2207087479241037 161:0.05954470450072061 162:0.4505089787312827 163:-0.1952517829252164 164:0.1736494108028502 165:0.4478197018152898 166:0.3362440117666857 167:0.09484047636307903 168:0.001388341770904307 169:-0.2569578304144506 170:-0.2124984398258182 171:-0.2865941551995619 172:-0.1697893641773239 173:0.004109492368002819 174:0.7423416907727364 175:-0.4012578655465895 176:0.2193088110863138 177:-0.03076746529082164 178:0.2632392153389135 179:-0.1781189061259946 180:-0.04114459285478481 181:-0.06066628843413208 182:-0.3944444109786602 183:-0.003998703503286211 184:0.1991127436642206 185:0.003415494557511237 186:-0.1635588300788414 187:0.5310855759681503 188:-0.3865550456848105 189:0.4298908246530025 190:-0.3853436404979229 191:-0.1452555462267557 192:-0.2296798113843296 193:0.3199535597882628 194:-0.216951394001042 195:-0.5337088223581211 196:0.2843780878290888 197:-0.7684322347896917 198:0.2784715334459079 199:0.1974418707126654 200:0.1241604203356272
+-1 1:0.5307908578137761 2:0.4459765431040456 3:-0.4399047913817033 4:-0.452280180371075 5:0.06785492729507613 6:0.1152674935326786 7:-0.176429877015495 8:-0.5231977445511773 9:1 10:-0.470868914085039 11:0.4391557010976504 12:0.3200825651153976 13:-0.3187736824164507 14:-0.3922639133603569 15:0.1851706908989161 16:0.2238579559687653 17:0.750308176642563 18:-0.1533260550483701 19:0.2802331725466439 20:-0.5976487204416672 21:0.4681958874203162 22:-0.2439987815449081 23:-0.07005807354548639 24:0.04406733355541999 25:0.4619965380634287 26:-0.4068611756134274 27:0.1052648174665851 28:0.531208300615445 29:-0.1852365347919217 30:-0.2872322227413874 31:-0.9068851888981811 32:0.1338028794537947 33:-0.09412654930162026 34:-0.37787703996683 35:0.1487929233687193 36:-0.01261926459602512 37:-0.03655662211247356 38:0.3782489452019757 39:-0.110809187479064 40:-0.01303603809912865 41:-0.5170265578145317 42:-0.2890015289667151 43:-0.1069856365390643 44:-0.2687799567964817 45:0.3969528157822765 46:-0.4966692642280919 47:-0.3505007614982099 48:0.2336122460143715 49:0.01856903758472855 50:-0.4628948003264572 51:0.3809332311153402 52:-0.3486569396307968 53:-0.2216695288996577 54:0.1425751568512234 55:-0.2886329064363942 56:-0.4577920103986265 57:0.1339572817893726 58:0.3816638323705768 59:0.7356150774476223 60:0.2853487557928894 61:-0.3863978543179081 62:-0.09479491712661262 63:-0.3787565199960071 64:0.07145646942708467 65:0.165877356741076 66:-0.1889587865109347 67:0.546216114197031 68:-0.07595332990974449 69:0.3595638310400101 70:-0.1381643559922094 71:-0.646370139463302 72:0.05048351072617333 73:-0.1152891750411751 74:-0.1798882650814856 75:-0.3059488346991654 76:-0.3122254824001326 77:0.1206961317708861 78:-0.5415449702466733 79:-0.665453253738212 80:0.2689483002688748 81:0.5245111515092052 82:-0.2122031588376849 83:0.3509516973246513 84:0.206111006342724 85:-0.04989230742111825 86:0.1747127218464503 87:-0.09910573011108492 88:0.286022724817 89:-0.2462375816334367 90:0.4644489492089309 91:0.07895489200255087 92:0.658171123703661 93:0.3137886627835996 94:-0.04441068306137944 95:0.2516683259089301 96:-0.1422194660568663 97:0.1395956923039234 98:-0.02271352986326057 99:0.1431530564811525 100:-0.1489978314197478 101:0.1996458476781524 102:0.07233294124656109 103:-0.07095075799766548 104:0.1648570370340018 105:-0.09548120181466949 106:0.3698377795193813 107:-0.6760219980747711 108:0.343176935027791 109:0.2716675503660475 110:0.665614866353757 111:0.1416173199785536 112:-0.08674447225752045 113:-0.2079500164476356 114:-0.06907523174887757 115:0.2468111668139439 116:-0.105828984995101 117:0.1644341278573151 118:-0.5476654068357418 119:-0.04772851705356732 120:-0.07207050733001397 121:0.1233346685148969 122:-0.5861939268267591 123:0.1898535705168573 124:-0.1606367349576096 125:0.1113407655608947 126:-0.2837342637818343 127:0.1405011893678029 128:0.1993651417336414 129:-0.2333894560224946 130:-0.2805423189170542 131:1 132:0.08316934802867341 133:0.6290600990293267 134:0.006265123394993466 135:0.1485861680953679 136:-0.2799816815075355 137:0.02118934726570103 138:0.2691190241580007 139:-0.6915514146065592 140:-0.5917767226530083 141:-0.4510092338434853 142:0.2720085125887048 143:-0.4991056708270386 144:0.0842196376801751 145:-0.2575356231941974 146:0.06860426154636914 147:0.2039443043670617 148:0.1505520467051261 149:0.06598769137366761 150:-0.6997567459953606 151:-0.1120721548517141 152:-0.3509381825289495 153:-0.5484011973794253 154:0.07292341448858861 155:0.3951918539924465 156:-0.810646804417992 157:0.01739488266016169 158:-0.3214160501774979 159:-0.1912203655397099 160:-0.080599178565932 161:-0.3040633775696995 162:0.0819787366962917 163:-0.2853035097342169 164:0.06517413344882136 165:0.1373336588126322 166:0.3820279258603321 167:-0.6266583174225101 168:-0.3933368702160098 169:0.01406809077291557 170:0.6327238192652354 171:0.4040800943054377 172:-0.3898738224403961 173:-0.4873848277218367 174:0.2454654539433376 175:0.1576727543296318 176:0.3976349174745873 177:0.08137680285692328 178:-0.2593484222954403 179:-0.5034206572625346 180:0.1543334931948601 181:-0.5161030927742467 182:-0.5052617813285771 183:0.3286457367139992 184:-0.3210954475195548 185:0.1730081180773664 186:0.09152320013870066 187:0.1984720898071659 188:0.25953977684399 189:0.03977172244090703 190:0.6437406361671683 191:0.2923278889208614 192:0.07758621585900538 193:0.2781838477043456 194:0.2031632338460316 195:0.6008786309930798 196:0.3046708276114553 197:-0.2858679967227676 198:-0.09906411520411225 199:-0.2544446933368723 200:-0.5118322584859432
+1 1:0.3191889166699611 2:-0.185203429066827 3:-0.01225098493088862 4:-0.1552632979695975 5:0.2721703852603861 6:-0.4680103927154045 7:0.2795244332477065 8:-0.4257938703405698 9:-0.2156958580219607 10:0.4491266477157728 11:0.2439298171183601 12:0.2289481711516766 13:0.26423874827494 14:0.1019641902013332 15:0.09894495541209289 16:0.244600203815756 17:-0.02406377699303471 18:0.3778461374350374 19:0.5024600489524351 20:0.4314595877333574 21:0.3675579129498666 22:-0.9430265985814025 23:-0.4126336826005994 24:0.6357899947876269 25:0.4922146400142979 26:0.01250617315777458 27:0.06519856927095806 28:-0.008105808535857281 29:0.8360457030912639 30:-0.2554647051504539 31:-0.1326184578796042 32:0.03937501659285848 33:-0.07375491795591954 34:0.08465303498065083 35:0.02210281464478761 36:0.01530750042692155 37:0.2795226399923534 38:-0.1423430848069626 39:0.5524851025390078 40:0.3856549814447618 41:-0.08782349908802847 42:-0.2707457147245077 43:0.2025157182755458 44:-0.4114104437807319 45:-0.4801487147638052 46:0.1653850220370401 47:0.517715666450003 48:0.2553896542833567 49:-0.1812475983209797 50:-0.3524154477973371 51:0.03365976154665993 52:-0.3641778324077479 53:0.1452584735686062 54:0.5047390274978699 55:-0.254225257605513 56:-0.2709476024994923 57:-0.3536278851060456 58:0.5352586901750577 59:0.1396275486303325 60:-0.4259953303868589 61:-0.05415796561108233 62:0.3381346394892908 63:-0.1025490428333156 64:-0.1109545287952678 65:-0.08847621025036834 66:0.3866093032633672 67:-0.05643945195751957 68:0.2044090501092448 69:-0.5145229702383546 70:0.1437469962060713 71:0.3913373342661505 72:0.1476184732562727 73:0.1256418511312515 74:0.6622204967443037 75:-0.5272823523037334 76:-0.3588815403177006 77:-0.2493465702309374 78:-0.3531407880783654 79:0.2534851678669853 80:0.04563271763634155 81:0.3028309307714921 82:-0.1547417334244062 83:-0.3868173284419614 84:-0.5387665842228688 85:-0.3077486943735915 86:-0.02922083383910004 87:0.2009427503573236 88:0.04372223394051374 89:-0.4878120910457777 90:-0.01485630039946918 91:-0.608243536107466 92:0.5030221022139838 93:-0.4905328349017705 94:0.7730142190153789 95:0.05628026021988219 96:-0.04999953208784647 97:0.1740025196297412 98:-0.251879287481516 99:-0.01650430326038773 100:-0.09283518528082239 101:0.4424499535781342 102:0.517770074127035 103:0.2719549557449519 104:-0.2698054830777253 105:0.2179756068917988 106:0.1757764979847584 107:0.2236407976450754 108:-0.09042185414514711 109:0.2232225090636237 110:0.3094461341674284 111:0.1467114753105605 112:-0.1598388655667209 113:0.423576687002489 114:-0.3089552812817957 115:-0.3007732420997779 116:-0.226619373005557 117:-0.1047208581242401 118:-0.006532337904996938 119:0.2376309701831937 120:-0.1066265922518478 121:0.1280652762944022 122:-0.09554496852004604 123:-0.3478972353730787 124:0.1158356300951583 125:-0.4536148673687875 126:0.4473960406923178 127:-0.7321582121626633 128:0.160694855678425 129:0.2263396584772441 130:-0.1396553305263384 131:-0.2527811788782599 132:0.4826496192565554 133:-0.4277111336615514 134:0.113852482237856 135:-0.08754765341723496 136:-0.1313167433640783 137:-0.1688667661086385 138:0.3980004011401801 139:0.1001364435942395 140:-0.1227164567768144 141:0.06582202822102393 142:-0.547893341486748 143:-0.1762399202444488 144:0.4920252380102479 145:0.6393456023922971 146:0.201276891950609 147:-0.03440283022153311 148:0.1705153481234904 149:0.1138410099390966 150:-0.06127080245392164 151:-0.3119491275605296 152:0.2052865977478206 153:0.4252298321199047 154:-0.1587653462961293 155:0.3236585120279943 156:0.0557923540395273 157:0.239214307559924 158:-0.5126568132230097 159:0.1708222876925939 160:0.1222155332594459 161:0.4198322846174689 162:-0.3390124427487293 163:0.2410751292289335 164:0.5676538727913522 165:-0.3923481606197153 166:-0.2479316294265705 167:0.02958046429207106 168:-0.06089682530655698 169:-0.2281422839651573 170:0.3948660905051153 171:0.4087514099840366 172:0.2340677719385998 173:0.148579324817845 174:-0.06081296107409238 175:0.5973143701900837 176:-0.08370448808855119 177:-0.750317255853573 178:-0.20754729405772 179:0.1578225757176988 180:0.1894346283829685 181:-0.2894737515066573 182:0.09282205656054573 183:-0.06748593743076742 184:-0.5030478668418521 185:-0.607970039403899 186:-0.2096029164218656 187:-0.02740167348475558 188:0.03229816705999954 189:-0.180752441230822 190:-0.3805285206196484 191:0.0704175230376811 192:0.2159890208621551 193:-0.02190657990660061 194:0.6065302430305295 195:0.3300443555632813 196:-0.1522980035966143 197:0.05717408895850661 198:-0.1999091468714095 199:0.1819010177700038 200:-0.07360235947275706
+-1 1:-0.5689654586930512 2:0.6691723685374509 3:-0.1185505638558705 4:0.2831414250430961 5:0.4693292743460369 6:-0.2852506013207485 7:0.157583553209707 8:0.08237005231567679 9:0.2374988615794605 10:0.3627614771868291 11:0.1897249531270231 12:0.4782714200425451 13:-0.4696974578538493 14:0.1986889566962139 15:-0.4702736307924515 16:-0.1961204949662674 17:-0.2218590007188655 18:-0.05736033530706067 19:0.3685310201826477 20:-0.1369481422270226 21:-0.07200127320887834 22:0.5583404434465753 23:-0.1241910222140778 24:0.03940277548162176 25:0.01145734624937219 26:0.4878924957564533 27:-0.1310777928075231 28:-0.0172229412477156 29:-0.552034843494446 30:0.132065351741031 31:-0.1479977042651252 32:0.4293629303096258 33:-0.8521746272779215 34:-0.3874514068417603 35:-0.03368713311892382 36:-0.04566287521527168 37:0.2042470388466162 38:-0.05581562335500295 39:-0.04968630749520311 40:-0.006251381532936251 41:0.4951984200591972 42:-0.374823518681252 43:0.107216029172269 44:0.2191597937790168 45:-0.1483205342070785 46:-0.2930822300764258 47:-0.4754267966469256 48:-0.09793294637050717 49:-0.1157935756848884 50:-0.1388875356740625 51:0.0350157934212751 52:-0.5734948191183316 53:0.1304914638362108 54:0.3263636381485315 55:0.2050334360272935 56:0.04346224961303707 57:0.09590130150222237 58:0.3509850965067821 59:0.4717863486417258 60:-0.4005886009261209 61:-0.05005015446184909 62:-0.5245298116469944 63:-0.3046950214552495 64:0.1390006862260694 65:-0.196046214278552 66:-0.4553444552966345 67:0.1532238914935639 68:0.02989629480923563 69:-0.6605369595661146 70:0.1431320797445715 71:0.1813593727945006 72:0.0404050803578337 73:0.02472714518490291 74:-0.4764076317443104 75:-0.1606428839728083 76:0.0831768216879254 77:-0.06405433607525006 78:-0.06044025291355483 79:-0.384571361152943 80:-0.1377563236591699 81:0.1359574707386116 82:-0.9208076413171056 83:0.2279732414011472 84:0.3878172731340958 85:-0.2016434520981366 86:0.685677379434107 87:0.1312676096126253 88:0.2648941241541024 89:-0.4628863381058231 90:-0.140263952420239 91:0.4867642346810626 92:-1 93:-0.4535836425945908 94:0.5699084221248651 95:-0.0988874180656471 96:-0.5400042671600385 97:0.05727110997474341 98:-0.2212844376822156 99:-0.2329768204310177 100:-0.4057246272673889 101:-0.1049075360847134 102:0.1421763644455739 103:-0.0247361760935568 104:0.09703996282782903 105:-0.0388792322106134 106:-0.2159223539904737 107:0.09888342052692436 108:0.3894612272205514 109:-0.000165727755549655 110:-0.2285600944853131 111:0.2312950183299179 112:-0.335667286601326 113:0.01370494333566376 114:-0.2700341129508798 115:0.1023980446507871 116:0.07264254016728852 117:0.2909048534946467 118:-0.3866204443551495 119:-0.3139752619387797 120:0.01646134737885754 121:0.02082585171300823 122:-0.1606077142098481 123:0.1277576615963507 124:-0.2496835509173996 125:0.07884566271443483 126:0.07813648622409837 127:-0.09264691036843506 128:0.1200461358805088 129:0.07479093989347232 130:-0.5720392354436341 131:-0.3105311426230841 132:-0.2484513854649902 133:-0.7633616349133421 134:-0.02510308840059247 135:-0.0347926301199343 136:-0.3386732070074954 137:-0.5597108861944272 138:-0.7583494907255131 139:0.08393024803151516 140:-0.1306130194006374 141:0.4251618798688498 142:0.01246549468838253 143:-0.474816388995543 144:0.3442378616349106 145:-0.8093737665713061 146:0.14565328748857 147:-0.264528075988779 148:-0.2446892528464592 149:-0.07903026445242148 150:0.2016964023083584 151:-0.1297727492850524 152:0.07384741094705304 153:-0.2174380267650794 154:-0.05234427417669389 155:0.6519495250396714 156:-0.386245582854113 157:-0.1165669017983099 158:0.1866615789407854 159:0.4383846797665275 160:-0.1041957140344949 161:-0.01777178809552796 162:0.09729989983308412 163:-0.3367297426904771 164:0.1468545671092472 165:-0.2823385092557488 166:0.2490427421623481 167:-0.8547218681845413 168:0.09916712719950282 169:0.1510622481538237 170:-0.3847469050088275 171:0.2169088495937753 172:-0.7033247807367938 173:-0.09741906581637425 174:0.07475707221345423 175:-0.1955651224308561 176:-0.0002295871709617758 177:-0.4986928535891524 178:-0.06139293180088591 179:0.2748633215460639 180:0.4792019451733026 181:-0.2167158941324054 182:0.05063847357012939 183:-0.5222422184461287 184:-0.2971943617377321 185:0.07303728052827516 186:-0.6096575912681652 187:-0.4242551773101739 188:-0.2341477017781478 189:-0.145511226238915 190:0.331849851881089 191:0.2807192499782445 192:-8.301357908502283e-05 193:-0.1692248731256828 194:0.2732935835109189 195:0.07029255310438556 196:-0.3631854857596172 197:0.1105387107062466 198:0.2793615134124571 199:0.08353228752562918 200:0.2754408722255706
+1 1:0.4616588829910497 2:0.1409805446373455 3:-0.1544810454374247 4:0.0126920264512486 5:0.6201547346136139 6:0.2657545197165389 7:-0.1364674877826393 8:-0.1299763049642317 9:0.2099944222846092 10:0.01233351529012384 11:-0.2073559938092099 12:0.08149754139699264 13:0.3384897375907219 14:0.06180634487135536 15:-0.2446264972746776 16:-0.07102974769774198 17:-0.2135898288110671 18:0.5735236676378325 19:0.33141428599016 20:0.5162385667055929 21:-0.02353628642617545 22:0.09552549110879119 23:0.3513331114596228 24:-0.8303320252711914 25:0.2002223048418407 26:-0.1601894152010211 27:0.139258617752248 28:-0.1531265900591069 29:0.1434039320736963 30:-0.3590603864412104 31:0.4660212214711573 32:0.4374082066513117 33:-0.3367052896701166 34:-0.5188076831397552 35:0.1527850366982665 36:-0.02110058688770607 37:-0.1783354299354177 38:0.5522161227381922 39:0.2040749789099602 40:0.3171353255892769 41:0.4063942089470441 42:0.1895817400538479 43:0.1022694219479088 44:-0.3118478977041981 45:0.03178037533672613 46:-0.5461903323140731 47:-0.32157814870134 48:0.008451015960355036 49:-0.7662293466606219 50:0.2517027372133579 51:-0.07799609088795061 52:-0.6726209970099505 53:0.3804346747356816 54:0.9856910269255802 55:0.3336687196780321 56:-0.408897477980865 57:-0.1984327759293727 58:-0.1918589691378388 59:0.8125012195429944 60:-0.1528467732519416 61:-0.04126168021664683 62:-0.02244416073647171 63:0.2703565742043913 64:-0.4496317880501742 65:0.1622807424913443 66:0.09767252658692435 67:-0.6169845504830599 68:0.1635625308907634 69:0.07462557832283981 70:-0.8844806596441965 71:-0.1703077977492553 72:-0.03427312022704067 73:-0.1393294948604054 74:-0.1978542942128594 75:0.6911866376455947 76:-0.4745481757599042 77:-1 78:-0.3155438288325381 79:0.2648428587794154 80:-0.8163051399931299 81:-0.0632717628237624 82:-0.1890189191575793 83:0.2914754138708698 84:-0.1134237865212583 85:-0.2385895974589658 86:0.009961070773477999 87:0.4089981389913355 88:0.07932963807543529 89:0.1298039875885741 90:-0.1569936791025192 91:0.305868651510774 92:-0.2324163116926787 93:0.1523895209842787 94:0.1236357851818911 95:-0.1763553709040774 96:0.1357823559423075 97:-0.7751867787254506 98:0.2762693328560548 99:0.9565805001101257 100:-0.01378475045979152 101:-0.02138035625990998 102:-0.2123306462721215 103:0.2295508995065244 104:0.06497149731082272 105:0.2311468655117011 106:0.03709714011448915 107:0.3855516424727852 108:0.3878445381760571 109:0.08787259460069538 110:0.1942487083822717 111:-0.07568386048683934 112:-0.0794182039396981 113:0.1862304456076978 114:-0.4454388570449198 115:0.4316524315711416 116:-0.1397578324253454 117:0.0472301281988535 118:-0.5640891524948612 119:-0.06869147368106038 120:0.4128718056054478 121:-0.4638357735110331 122:-0.1992253342254826 123:0.0963288939966412 124:-0.1880037568497401 125:0.2612026349453677 126:-0.3463275340584011 127:-0.07187097982185922 128:0.7686224227966183 129:-0.05309246481728817 130:0.09657916996515595 131:0.1507177807537669 132:-0.05763592363333721 133:-0.2217465110809895 134:0.2859190717640907 135:0.3406573605142182 136:0.1576906111112228 137:-0.350155603806334 138:0.01056506860632117 139:-0.1622818483279591 140:0.09531675244720395 141:-0.04714771318957435 142:0.2766604151998432 143:-0.15187486748613 144:0.8449054643114128 145:0.07853965169959894 146:0.2406114545248697 147:-0.02333124899225475 148:-0.05448000102342164 149:-0.2460864856826284 150:0.06956632400633442 151:0.5675067008231834 152:-0.5146524519990273 153:-0.1214128928453006 154:-0.2027906665625249 155:-0.06942781476477596 156:0.1656538837296859 157:0.006344058454134341 158:-0.3467912575153537 159:0.2628053187476392 160:0.002158516474559571 161:-0.1535363184893758 162:0.3833115011452292 163:0.06675529633181032 164:0.1628297010139956 165:0.1807105525085156 166:-0.172719301783988 167:-0.2642495572195156 168:-0.09168992485439745 169:-0.0175408585407088 170:0.2707378871172511 171:0.2126599461198353 172:0.3473351184207585 173:-0.6822350537628014 174:-0.3495663772548729 175:-0.4793077692482103 176:0.1999796682191977 177:-0.6639306467360708 178:0.03012607823415464 179:-0.2029714254106486 180:0.009220729541060457 181:-0.1011261650582282 182:-0.239069679593642 183:-0.31487090911355 184:-0.3423494400332807 185:-0.9904728734482519 186:-0.2116914917411377 187:0.1507751524043811 188:0.2563434021641527 189:0.1109224837771423 190:0.04625750534770764 191:-0.3889480645987806 192:0.4097972628001544 193:-0.006941034966159415 194:0.8048765433068399 195:-0.3234351843273977 196:0.3365976874200366 197:0.01423407452489562 198:-0.08853579753642839 199:-0.02064737119125824 200:-0.03884256883568349
+1 1:0.217966879767358 2:-0.2563928353813091 3:0.1517396456013716 4:0.006244912166948342 5:0.5649150368215788 6:-0.2678097187163833 7:0.09852455455013459 8:0.001639213400137382 9:0.4181094190056998 10:0.5828943269719026 11:-0.09357888643285553 12:0.03572303507776103 13:0.03249956353227604 14:-0.05933517787079411 15:-1 16:-0.001047691919428686 17:-0.3230365378373224 18:0.6369852543466139 19:0.3624731203259873 20:-0.1013991078570273 21:0.2093991752250446 22:0.1145691526788206 23:0.1632839527406846 24:0.07521624402715237 25:-0.5587968326003979 26:-0.3824751998602408 27:-0.4747662506965022 28:0.2592656801614838 29:-0.2047550132320505 30:-0.3288653857865981 31:-0.02487446556504475 32:0.02025814351913646 33:-0.9060055150478371 34:-0.2254114771709686 35:0.07117717967607687 36:0.7730561082113149 37:-0.4187183810902141 38:-0.2787938650539999 39:0.3104775621779614 40:-0.00647348072023024 41:0.228694963430856 42:0.09891207268806558 43:0.4759928188695136 44:0.1191641869106002 45:0.1311292651096445 46:0.4948021610570991 47:0.3158075214949418 48:0.04483939621291841 49:0.2489410370686708 50:0.05011752096954772 51:0.2992173861333207 52:-0.3921501769925356 53:0.3565128706059182 54:0.03349448515690789 55:-0.1320923361376817 56:0.1136791522608791 57:0.3951706369794301 58:0.2041061991530132 59:0.4872190282052218 60:0.2399364545329884 61:-0.4319371194676618 62:0.4738909227767128 63:-0.3593503043867081 64:-0.9241716754386713 65:0.4565091515219015 66:-0.1958099899275563 67:-0.03267978527110901 68:-0.04105453744611447 69:0.2765978912662931 70:-0.3203039510476787 71:0.3395138554384242 72:0.09750888299089028 73:-0.3224542834493375 74:-0.1867935607119279 75:0.07138966142683315 76:-0.05900325724087506 77:-0.09395272694245087 78:-0.07320728010574619 79:-0.06876045092223182 80:-0.1765929175614809 81:-0.373038492572609 82:-0.628170913215744 83:0.04744500891473673 84:0.228460274300878 85:0.3032251803568186 86:0.09762927296708179 87:-0.06643464054322626 88:-0.2581786456589608 89:-0.1867969808702159 90:-0.3401350536618579 91:-0.117752589741498 92:0.06895007371832224 93:0.1974944449496997 94:-0.483908993956326 95:0.1398570962511915 96:-0.2818217956467755 97:0.4616548093893514 98:-0.2899795772936864 99:0.3031840536959532 100:-0.5278985114506282 101:0.294220984108038 102:0.1870620371854929 103:0.3788174702619053 104:-0.1046998455891675 105:0.3088094050011057 106:0.3954860934220685 107:-0.2242474252380074 108:-0.07323992828145937 109:-0.4824625336230735 110:0.4156304716532743 111:0.427567711203191 112:-0.2978398122756212 113:1 114:0.3915960091400912 115:0.09307860859140445 116:0.4418233500667769 117:0.4315934668599056 118:-0.2465502062740664 119:0.0945175266116296 120:-0.171395916468254 121:-0.05892754404546068 122:0.1076635309106785 123:-0.3873664247462215 124:0.6662104799195787 125:-0.4443272118649225 126:-0.6863418065286152 127:-0.09750031293442313 128:-0.4653573031477629 129:0.08465193302524804 130:0.3067555597806113 131:-0.3069060184904915 132:0.08214295468553739 133:-0.7295268135170718 134:0.4818971755795761 135:-0.1407603903318218 136:-0.5383791270796072 137:0.3151468006806973 138:0.3942420825130154 139:-0.2889209334486752 140:-0.02391237714494201 141:-0.01681425397636463 142:-0.2410305177636073 143:0.1579092345057329 144:0.1747819738408996 145:0.4633622108845504 146:0.5215191936808844 147:0.2376681210716736 148:0.2535714337418528 149:-0.1710301777423169 150:0.08283989323970142 151:0.4549292867867902 152:-0.02439272871144746 153:-0.02484404352717928 154:-0.5721094844127038 155:0.01446479888937983 156:-0.4035081194100938 157:0.09423260836139684 158:-0.0636172043431171 159:-0.1606049219784627 160:-0.3335308846702205 161:-0.1721660640497075 162:-0.1641057737015419 163:-0.4334065551362402 164:0.2794672554880422 165:-0.1540102368176763 166:0.02276065104205383 167:0.3617915368632378 168:0.5721841771325193 169:-0.09876932120516288 170:0.2084273847726175 171:0.4790592466335318 172:0.919467022051965 173:0.09297714674698837 174:0.0367869466737369 175:0.6300781465520835 176:-0.1479782631177255 177:-0.1544933408928456 178:0.1225760810570897 179:-0.2346442999470447 180:0.7185062148775245 181:-0.1392313637406055 182:0.6063045860864352 183:-0.1505463387170514 184:-0.4712358131697341 185:-1 186:0.3071678271714705 187:-0.1796996274742698 188:0.6697301101354213 189:0.1833046242694918 190:-0.6607211618543104 191:0.4169424395722002 192:0.5567974831748148 193:-0.288715884324229 194:0.1649058101951996 195:0.2211872594110232 196:-0.3121619772296486 197:-0.6819683891416151 198:0.7261955850053107 199:0.6438043252189263 200:-0.6669812089356602
+1 1:-0.06954283669413644 2:-0.00277617463225242 3:-0.07708240996255218 4:0.3262839293820746 5:0.106763654972164 6:0.1641520944592082 7:-0.416041866884837 8:-0.4434637875091323 9:0.07547210528968007 10:0.3077970931129809 11:0.4385995593828256 12:-0.04869142018166306 13:0.2157357018654419 14:-0.6446903995404597 15:0.2879237574087318 16:0.1040447816360875 17:-0.2374862437128515 18:0.3000498716779682 19:0.6096879649036183 20:-0.6182009889009932 21:0.216228392169917 22:-0.3522194594635313 23:-0.889120748711817 24:-0.185816571346895 25:-0.05619487868473587 26:-0.5248635064524547 27:-0.5350991634849027 28:0.3361129892465341 29:-0.4793205319289358 30:-0.2547486382548892 31:-0.7547791275674426 32:0.4337343360644053 33:0.1139231438559644 34:0.2330235315624328 35:0.3969423864350014 36:0.2221494380890547 37:0.1584797631966622 38:-0.2196362084840995 39:0.1834882783415729 40:0.5886235564118885 41:-0.06116766592161016 42:0.4996341904074013 43:0.1609132750011982 44:-0.3434257625397336 45:0.0858488231574269 46:0.113828391280424 47:-0.1729324410882479 48:0.3447359878393891 49:0.2062202003225116 50:0.06806088742424163 51:-0.6186605214654304 52:-0.5359749888462439 53:-0.02118819586531259 54:-0.311207421966967 55:-0.4328523982904897 56:-0.5195756585206518 57:0.3361957041580938 58:0.3669695362721813 59:0.1172842603013874 60:-0.0346424369229429 61:0.6476206882394707 62:-0.5931794637806526 63:-0.2212663160679091 64:0.4842143093390368 65:0.09602537892182547 66:-0.1302900275522678 67:-0.01418794541579369 68:-0.2463880796262508 69:0.6919060610671122 70:-0.2066988129562841 71:0.1071388552966387 72:0.2272406880945127 73:-0.4730097501525751 74:-0.5359070937895355 75:-0.2974078704190647 76:0.8653402324711229 77:-0.08398760949854917 78:0.100620590360206 79:-0.4215979499407952 80:0.2810815279004708 81:0.009735589112766341 82:0.141416042216048 83:0.1306668700528918 84:-0.4484403846761606 85:-0.7544418380433872 86:0.3174986484305711 87:0.2076362404041578 88:0.09291088549142609 89:-0.06200077567583859 90:0.1341964899782783 91:0.3827066170873944 92:0.3958201692664624 93:-0.1119946934869797 94:0.1360530571835809 95:0.06153445687010256 96:-0.1443633788474122 97:0.5750339207026881 98:-0.01682064837122106 99:0.3677463175974089 100:-0.3552380726388611 101:-0.4215222524367595 102:0.01631366875100048 103:-0.1587641905403006 104:0.2516707461690829 105:0.6443568405662331 106:-0.6328977852987618 107:-0.5841634803699141 108:0.05375955482437417 109:-0.1002477346262178 110:-0.05966761833193131 111:0.129989113814357 112:-0.1742934302109089 113:-0.3652804631107618 114:-0.3134977030970573 115:-0.3056342184180248 116:0.3741822773503007 117:-0.01590104221885305 118:-0.1572850678377862 119:-0.1141129408087751 120:-0.4440934724508427 121:-0.1149314922827016 122:0.2969029348054654 123:0.1240944546794543 124:0.2600929540410987 125:0.6453648209369139 126:0.2545126811122726 127:-0.07132587943135552 128:-0.1800418313850793 129:-0.5109609525768004 130:-0.2929061219353061 131:0.0354844126781465 132:0.002057930256903231 133:0.7908038371464644 134:-0.1307105467212519 135:0.1737390548091144 136:0.01554804163728396 137:0.4686215991434494 138:0.23150244963285 139:0.1943289252377629 140:0.2340140305653173 141:0.1006266566498224 142:0.06793046930114638 143:-0.08928484905850169 144:0.05709668259400626 145:0.06503587542024578 146:0.4775155421142883 147:0.3487088449459768 148:0.1393873574802081 149:0.08384274399137215 150:0.1911447785803553 151:-0.2688316755803717 152:0.5456252319789389 153:0.08359661876316171 154:0.5321222689696354 155:0.4747024496674656 156:0.3917436121060998 157:-0.03467993505537308 158:0.4084709056479586 159:0.6830119506828706 160:0.2335623598845202 161:-0.1740220780523266 162:0.06619370738006936 163:-0.2462028035177938 164:0.1734469686422338 165:0.2097425821624248 166:-0.1615291066213017 167:-0.3306257220670563 168:-0.2886016034208375 169:-0.00203986392373956 170:0.5931958900970926 171:0.4600012303003816 172:-0.3621592938430111 173:0.05277346390009735 174:-0.0208578469734834 175:-0.1048314976087145 176:-0.2789640082973479 177:-0.3852918336105994 178:-0.6611681059277649 179:0.2589599956626722 180:0.6876081417168189 181:0.02629620974521457 182:-0.06062383880421611 183:-0.186602364513058 184:-0.4294287838667827 185:0.3684725776677965 186:-0.2700272391475256 187:0.1999989270952698 188:0.01020237663131205 189:-0.6346536826124913 190:0.9999999999999998 191:0.4650789635986021 192:0.77394311456349 193:0.0801816938003781 194:-0.02074130311864752 195:0.3145353617372072 196:0.3834802833824806 197:0.2078837371407138 198:0.3465520387127573 199:-0.1681069051036342 200:-0.06980559444134718
+-1 1:-0.397692876110172 2:-0.06352478082589795 3:-0.2530294627146734 4:0.08536736106424167 5:0.1607932396514959 6:-0.3057081964090497 7:0.3959103405577644 8:-0.5732808126413276 9:0.06823105525372691 10:-0.3840409029228488 11:-0.2173250996056177 12:0.1439283119859948 13:-0.5905175152180292 14:-0.5585331440765926 15:-0.2272776022256617 16:0.1234135235738218 17:0.2803483569102967 18:0.1146797170953973 19:-0.06974765686969547 20:0.406163329839787 21:0.1674084725814937 22:0.7815757620456136 23:0.4577775239460359 24:0.0224967500558984 25:0.7505561942149455 26:0.06447464003409797 27:0.3575885641057381 28:0.2647200675914974 29:0.1958341243531246 30:-0.7802268050406027 31:-0.4625507515074438 32:-0.02170761444594986 33:-0.05271078208965757 34:-0.3374224704598019 35:0.2137307821029909 36:-0.06710723900183348 37:-0.8888002202036027 38:0.09231917757397543 39:0.4440062552002056 40:0.05818406897996081 41:-0.6743328429711843 42:-0.2528262145804349 43:-0.07308021333436814 44:-0.4047878914196386 45:-0.02142930149345715 46:-0.02027246011941417 47:0.8227673150543832 48:-0.1591800768045728 49:0.1783436553721264 50:0.04167927762293887 51:-0.4397262732698549 52:-0.4271605108528908 53:-0.29694824514394 54:0.2147020505592128 55:0.182933127165068 56:-0.2242266553729782 57:-0.7917884314131025 58:0.02877590405713533 59:-0.3484656136154812 60:0.483434851100743 61:0.1412938679091293 62:0.2559405336841248 63:-0.05327802648657911 64:0.001544597589714231 65:0.1279258894458711 66:-0.1261155247577909 67:0.4753953029746648 68:0.5674352370410927 69:-0.2255639871855079 70:0.6933707358793786 71:-0.116492813883813 72:-0.4395352550591323 73:0.8318215166931372 74:0.00449925408988458 75:-0.2616739894712436 76:-0.2825717544483652 77:-0.5643978681210924 78:-0.4482686172557117 79:0.1319137022229727 80:0.4675575185227399 81:0.4077324061780513 82:-0.1225482727132875 83:-0.2083948444583786 84:-0.483806941523415 85:-0.2677012117122716 86:-0.01674258058508166 87:-0.04617888198724496 88:-0.1138946921094844 89:0.4554143643053963 90:-0.2994241615480459 91:0.1371211819444755 92:0.1389979749297162 93:0.03513604833117145 94:0.08478904840810798 95:0.001750775332698892 96:0.1473533085953527 97:0.2120845147561266 98:0.2919090353757273 99:0.8898803734781044 100:-0.1029833525773807 101:-0.1955616834282463 102:-0.02395454789329984 103:0.07382810436432434 104:0.5537722142243319 105:0.1729308218842379 106:0.1447089897322684 107:-0.3314301539409721 108:0.3458196935799761 109:0.3472369951096577 110:-0.1525299684806025 111:-0.05536039343257104 112:-0.4537834715777551 113:-0.1540143132268563 114:0.4961369510498724 115:0.05450736466155587 116:-0.2134946125892999 117:-0.2979248838110614 118:-0.05992476626356005 119:0.073511646792142 120:-0.1358667917641906 121:0.01311207652819665 122:-0.02386219826251712 123:-0.1151295171275068 124:-0.1969070650628747 125:-0.4572199560115806 126:0.3839162151734724 127:-0.02462773669262126 128:0.400318097561339 129:0.1225613379698343 130:-0.03996150546675781 131:-0.5006651475307496 132:0.3944207018396536 133:-0.2750073796005338 134:0.5033081306546614 135:0.1812009603128816 136:0.5782974827794274 137:0.512400189749358 138:-0.1600997397777516 139:-0.2852089667932155 140:0.2883451945356685 141:0.1221921529200771 142:-0.8089203660722964 143:-0.4729710497182319 144:0.3007861194213317 145:-0.1386918088366653 146:-0.328641897981066 147:0.2567957640182608 148:-0.09682127251807174 149:0.3468268556301403 150:0.1042113186962828 151:-0.3436758844896424 152:-0.3758897761591296 153:0.01339296778634676 154:-0.6620294550309966 155:0.328756430425163 156:0.221251139797688 157:-0.172037953791701 158:0.5650081785488605 159:0.554110253354376 160:0.1158412963652083 161:-0.2081116890336397 162:-0.1420817067894567 163:-0.0328246799690939 164:0.4422306921424466 165:-0.2788521476309644 166:-0.5590960713941722 167:0.3244007905719545 168:0.3060792435201837 169:0.115821041046874 170:-0.2008749362029314 171:-0.1630811568222654 172:0.3679239944810559 173:-0.1918332757395494 174:-0.02245460600655157 175:-0.3842826179018112 176:0.1210263285557911 177:-0.04896509289342479 178:0.237412937648858 179:-0.1413802756926624 180:0.8189194957013861 181:-0.07824695501996409 182:-0.5693010628957007 183:0.120781385053382 184:-0.3960978258155882 185:0.05243680308614737 186:-0.06351276778336062 187:-0.1009559566657727 188:-0.06619779914588124 189:-0.1795499167511788 190:0.0602972328135986 191:-0.4112081326693307 192:-0.2154643992484018 193:0.05005667863331546 194:-0.5268223906472334 195:-0.2486018269460688 196:-0.2060067171253862 197:0.1209968763007782 198:-0.16732420994663 199:0.2316170757372207 200:-0.3308727853297473
+1 1:0.395488759049859 2:-0.1120471372252912 3:-0.325493171937536 4:-0.2726458841429156 5:-0.08490725575375668 6:-0.3487248616210473 7:-0.6670012998190366 8:0.05940306822416505 9:0.1135283972947515 10:-1 11:0.3223431050338274 12:-0.01620129153104211 13:-0.08454247202200288 14:-0.1452384136094523 15:-0.1984761230264909 16:0.4206318444551559 17:-0.44776214378416 18:0.01205284972324991 19:0.2348890074075721 20:-0.1298417653696494 21:0.7900264896415083 22:-0.2027364665920314 23:-0.4292235234009105 24:0.2823700528470838 25:-0.05418393204670498 26:-0.3418048371916463 27:0.4654176626151412 28:0.1287909108541253 29:-0.2596372113952264 30:0.2534124913603554 31:-0.2169492773984908 32:-0.08804919811686882 33:-0.1721904248174738 34:0.6019981625952636 35:-0.008498261694398157 36:0.1558193352148087 37:0.004777576563903589 38:-0.6845396506587175 39:0.2876348501033409 40:0.107828885308235 41:0.1756374128072965 42:0.005736334541987801 43:0.4151052828355124 44:-0.2008214382064389 45:0.3608939411575097 46:0.4544001263949693 47:-0.5040730043084226 48:-0.3456520559710668 49:-0.2573415733720787 50:0.2945711980971997 51:0.2642955905049028 52:-0.1952345504383789 53:-0.1105944712308214 54:0.5460574550890289 55:-1 56:0.120457466772006 57:0.001653088322877486 58:-0.0649773415315119 59:0.5137890567893929 60:0.0764844549628361 61:-0.1245484689420066 62:-0.4011461558740706 63:-0.04329158314726846 64:-0.5209276800097646 65:0.08193231470380623 66:0.09059141142587976 67:0.2476012802109569 68:-0.2657340864666279 69:0.5723585962619434 70:0.2200378480117567 71:-0.3845035091267679 72:0.4760522929552617 73:0.02404529984288536 74:0.5918931909884307 75:0.181442404633993 76:0.4003692531001301 77:0.214267363088979 78:0.5527756682871071 79:-0.02423699630326957 80:0.201465251632986 81:-0.1826315785529072 82:0.3951859196073096 83:-0.3521035333352954 84:-0.3213440620527032 85:-0.1022994167407677 86:-0.02955194431425728 87:0.4968872879834327 88:0.2690927204786542 89:-0.4331137182603514 90:0.1955756086437249 91:0.05840195810908515 92:-0.2861191641813093 93:-0.3463602413326372 94:-0.1466855980131224 95:0.3484119628353818 96:-0.8889902492539016 97:0.0809520079409974 98:0.08123141393400374 99:0.09168957326865762 100:0.6716940439181116 101:0.2845764741932189 102:-0.3312246638426457 103:0.2545255302139978 104:-0.5807606773600315 105:-0.2862898719788126 106:-0.04833534046442021 107:-0.249539279022134 108:0.5733800841582452 109:0.5702229926919452 110:-0.1119422775006294 111:0.1315437551977962 112:-0.4488411182617395 113:0.5627345813580944 114:0.08916173953187465 115:0.4315864506920049 116:0.3624690995990892 117:0.7315819019229242 118:-0.6163110124626153 119:-0.0876193717343009 120:-0.2876121476408844 121:0.3641389007436731 122:0.1317836020632398 123:0.1822091039893219 124:0.08929564414966223 125:0.2854827509577768 126:-0.4875887589101052 127:0.1935602333032128 128:0.2265748030799217 129:-0.1719992420234609 130:-0.3215257641510617 131:-0.4293152052826097 132:0.1231925897975652 133:-0.2386553091898077 134:0.1361666797187673 135:0.08078159844108121 136:-0.4991264528732957 137:-0.09978264288747936 138:0.6998646077498668 139:-0.01010152719259499 140:-0.3130461100854755 141:0.9693460621580469 142:-0.2600854033072426 143:0.06618214871558353 144:0.07772040683032828 145:0.3813650496012747 146:0.004880481251218663 147:0.4182297394551447 148:-0.2046140036522944 149:0.05658421544352669 150:0.2414335953757768 151:-0.1958409132622892 152:-0.2169256168843818 153:0.6491576875693184 154:-0.2783373277835964 155:-0.05849150417749022 156:0.5373982946579171 157:-0.2993556755283689 158:-0.005300614456498529 159:0.2761068149696422 160:-0.08011343602372548 161:-0.3947998573483358 162:0.07369949769818795 163:0.005766965095715892 164:0.2406486251676569 165:0.2001140793548906 166:-0.05205734185368152 167:0.2454841388020283 168:0.1260795661960442 169:0.1250724922963918 170:0.5818448712679218 171:-0.1199656082901741 172:0.2234630570406965 173:0.2389464827977086 174:0.1886169796071515 175:0.7626014779035225 176:0.9889998964099691 177:-0.4768147698954101 178:0.9007497576009409 179:-0.1547281279793233 180:-0.03508696164668668 181:-0.1758276779550521 182:0.1158595396030576 183:-0.3262542673979936 184:-0.5152496412901585 185:-0.2746084819620823 186:0.3398195963307758 187:-0.5664975338598468 188:-0.03494567100800168 189:-0.4029960398282271 190:-0.2867836053436605 191:-0.007497473031480045 192:0.4495209984950214 193:0.06711133733142167 194:0.2731238080496162 195:0.303314286375542 196:0.04531981813641298 197:-0.2660817116171961 198:-0.240357996479999 199:0.5405027210573021 200:-0.1201257441253537
+-1 1:-0.3461191129142462 2:0.1048588289550069 3:0.2090200921915801 4:0.09489557942312118 5:0.08032782179348397 6:-0.5435710246950841 7:0.1894201802137089 8:-0.4644280584732987 9:0.05294034723725368 10:-0.03755113037908159 11:0.129964546644411 12:0.1013970536471338 13:0.09861592663858326 14:0.05594514457588243 15:-0.6593494399854041 16:-0.8963311125700575 17:0.2155534004090093 18:-0.2356093080240714 19:-0.05946955207075783 20:-0.1005068488076591 21:0.4766529551118036 22:-0.5681466524674115 23:0.4168659424632886 24:0.9999999999999998 25:-0.1304528574458903 26:0.1188184952680802 27:0.5071716262231004 28:-0.2027230659839681 29:0.3515770286825417 30:-0.3654732349521407 31:0.02017602323333746 32:0.1649875747188301 33:0.07697466920962193 34:-0.1212668133877024 35:0.4985999080273128 36:0.1934647185614893 37:-0.3236849635837297 38:0.1437710759699373 39:-0.06489316855124933 40:-0.2112479319751591 41:0.3510082048306934 42:-0.6381481300939924 43:0.5489424977142889 44:-0.08491782730137107 45:-0.05353781813360192 46:0.1604271324883795 47:-0.5696677946941026 48:-0.5890150610802583 49:0.1884526172131168 50:0.3128479204434826 51:0.04257808377232208 52:0.2034785136200266 53:0.373109221656466 54:0.2038609585135519 55:-0.1282978507149642 56:0.3398253221157654 57:-0.1189332114254807 58:-0.2701473609434817 59:0.02567793904437998 60:0.1491266738936063 61:0.2589585161166798 62:-0.0254076829221664 63:-0.1838227745481152 64:0.04745611177690331 65:-0.3719084810845157 66:-0.3879047716250997 67:0.238101168297772 68:-0.3035183401968796 69:-0.08956775236811361 70:0.3419857309841883 71:-0.5851868977457761 72:0.3525171394232215 73:-0.4939704676236185 74:-0.09610360393738063 75:0.3116774150729003 76:-0.2701407267402255 77:-0.08933406546563559 78:0.290047637039092 79:0.1536286131972851 80:0.3660029625373567 81:-0.06279998856721219 82:0.1697252878639006 83:0.3039120381623034 84:-0.1031696459156595 85:0.2714906521280381 86:0.7992416737044212 87:-0.2813307559776348 88:-0.3237881142228151 89:-0.4464589318570858 90:0.1677630484654989 91:-0.2468197307030008 92:0.2242887842117361 93:0.02733813020950698 94:0.5694011453996752 95:0.06116775412555858 96:-0.05023563427425756 97:0.3624619560896007 98:0.3424015793222898 99:0.1842815188834755 100:-0.2222826861460152 101:0.2830621002091299 102:-0.3277158576895826 103:0.2333082109850377 104:-0.09874062145444702 105:0.7590990655836487 106:0.07342845251913344 107:0.05852345744295395 108:-0.3161379226076294 109:-0.2990747176082393 110:0.2690245806061411 111:-0.1936233700215393 112:0.1395362655713074 113:0.3192171170241923 114:-0.2997260909844964 115:0.1283367553401892 116:-0.3143354729998031 117:0.007135572050128075 118:-0.8008831596306591 119:-0.1733485291310715 120:-0.4536929590703017 121:-0.04368419519180083 122:-0.6125051253728618 123:-0.08962288605822062 124:-0.7384496530552651 125:-0.01551941959385396 126:-0.4601054240590048 127:-0.3348740169808225 128:0.4363367344639356 129:0.1073714855841371 130:-0.242663764478163 131:0.1970957633200121 132:0.0546091562463662 133:0.1953318911881576 134:-0.3737597811453013 135:0.04035012153016151 136:-0.1982813584368003 137:-0.05742359031616134 138:0.7317648429266213 139:-0.3689854005125464 140:0.1027521820958938 141:0.1679885897542383 142:0.09846701775102415 143:0.006326537308002991 144:0.09018446146437986 145:-0.3111738513543371 146:-0.2460378530071621 147:-0.09359609371584529 148:-0.6702405231812384 149:-0.5277117918556389 150:0.3155325149924606 151:-0.05860306825157841 152:0.4360036136247787 153:0.07894061858280488 154:-0.7613102674482016 155:-0.04671505261317742 156:-0.3147944302580604 157:0.341799333820422 158:0.03602968439894139 159:0.06297960078390161 160:-0.4078210124072051 161:0.2818063188628527 162:0.4787904348615353 163:-0.1078184343134358 164:0.4342643737238769 165:-0.3740727013207703 166:-0.07410778626954548 167:-0.3774856158355984 168:0.09645286238587722 169:-0.4228916856647059 170:-0.03543627098677173 171:0.5632444180547533 172:0.07210098549621394 173:-0.1823514501352562 174:0.2907917421314862 175:-0.1196052658480149 176:0.3701561916636348 177:-0.5726500615323956 178:-0.2463777376629985 179:0.4187335777029186 180:-0.1913144351702379 181:0.1827479099890634 182:0.080925326162806 183:-0.3382705396574129 184:-0.03379332693236471 185:-0.1191766807878678 186:0.3138662978483812 187:-0.04765965224562597 188:-0.02275461320110829 189:-0.2934000905404643 190:0.1091777404626909 191:0.3724000592446843 192:0.1801630146254881 193:0.12314518459768 194:0.02546324241357406 195:0.9112067417078265 196:0.0425532253591373 197:-0.002574699176184317 198:0.4246640517003293 199:-0.08827101403331192 200:-0.2115425555524089
+1 1:0.2775393332909277 2:-0.3150331732615197 3:0.3820544306125931 4:-0.1114249257723846 5:-0.02105058019726497 6:0.4571038276774018 7:0.5415921638858994 8:0.02896506854996563 9:-0.1902335585444133 10:-0.1446708534881136 11:-0.03191365911881187 12:0.370715187573924 13:0.1807492307424131 14:-0.4432694393933282 15:0.1051326982493963 16:-0.01843630761441169 17:0.277875706968451 18:0.2676357885035904 19:-0.5354083771003613 20:0.3822092828349655 21:0.2306918640856323 22:-0.1803474215252809 23:0.1706108056150921 24:-0.3165405773109106 25:-0.02130327631822332 26:-0.3765649385792226 27:0.2255485562400224 28:0.05579996357378079 29:0.1283118391423173 30:0.4129123301009874 31:-0.3563657936443823 32:0.2152574271054655 33:-0.3675724928490758 34:-0.03991459152842546 35:0.08248299713756058 36:-0.00821269349497767 37:-0.07597743539635321 38:-0.2488492828712765 39:0.09688392653686154 40:-0.3313676331844383 41:-0.3705493602655753 42:0.1626998936350002 43:-0.5738647236166314 44:0.003753843732734605 45:-0.615223926015637 46:0.1200852018787618 47:0.4513322669572065 48:-0.7100609874606413 49:0.2711536187594555 50:-0.1881232656668985 51:-0.04657936968392257 52:-0.5151186339596543 53:0.2648089209239132 54:0.2773851360070095 55:0.1709698870561439 56:-0.7188331882668048 57:0.5613066958225654 58:0.1217809901303061 59:0.3396815721171481 60:0.3422900642645694 61:-0.2587451269972251 62:-0.3502689680810904 63:-0.09392427704575441 64:-0.01629330908570051 65:0.294249807138698 66:-0.4411202145773215 67:-0.08298434424599525 68:-0.03582999169678641 69:0.291923263819582 70:-0.1934987342637162 71:-0.5579840658952173 72:0.4303696658541971 73:-0.6683432302572097 74:0.5243041737495906 75:-0.6329304875280978 76:-0.5748079022416617 77:-0.2430626662168194 78:0.3867770679894227 79:0.4939691319474458 80:-0.5175063432535112 81:0.3376919760996821 82:0.3400793425580764 83:-0.2105542992839459 84:0.222094471595617 85:-0.05648184728144562 86:0.5711967095098679 87:0.6783568382042668 88:-0.3764818522307344 89:0.0904031440229677 90:-0.5412638305974198 91:-0.06490470728305853 92:-0.3491947301352087 93:0.09499883692319414 94:0.3597305179671896 95:-0.298845256644053 96:-0.1271610383866436 97:-0.03028081437999 98:0.6100482610535874 99:-0.67822159028226 100:-0.06372116582394602 101:0.1146420423605345 102:0.4441446370729709 103:0.2005280106441609 104:-0.4983896192573204 105:-0.2339912342127668 106:-0.6343478014601428 107:0.09976155992180888 108:-0.0670899755660921 109:0.2954745331877607 110:0.4019222505718931 111:-0.3104118989531441 112:-0.2188253394596981 113:0.3446129170212311 114:-0.2184413191973372 115:0.2265847056481028 116:0.2597798494073155 117:0.5676096461385893 118:0.1467674079081556 119:0.3194340801755314 120:-0.3666210111460489 121:-0.5054749521013243 122:-0.5669082960809234 123:-0.1165385729611514 124:-0.2560035195637462 125:-0.02486553821602458 126:0.1546731750322979 127:0.01444504125367915 128:-0.1797675860440306 129:-0.002669299944379908 130:-0.3071385563565773 131:0.555602827398648 132:-0.1964690406201793 133:0.7848817722619226 134:-0.4997640258023494 135:-0.2929631940987362 136:-0.001172013895094345 137:0.02924412579552764 138:0.06977416731077837 139:-0.35796733676468 140:0.227580055454015 141:0.06791726502495488 142:-0.1862700777682449 143:0.02357678688219129 144:-0.6732541040436731 145:0.2259705521102448 146:-0.1209029031539463 147:0.4206637200892119 148:0.5134716131460115 149:1 150:0.0589990762254798 151:-0.5487232866099709 152:-0.5964791181693333 153:0.2482532602593151 154:0.100679056395791 155:-0.03746481361724989 156:0.09934488895445637 157:-0.146564560721725 158:0.3050900293361353 159:0.3601381001852926 160:0.2900257820555086 161:-0.5450360892215871 162:0.3023360421979911 163:0.1035542794577826 164:0.07206329534139422 165:0.2076737594500748 166:0.210987714811608 167:-0.4366261140998829 168:-0.1447040964660004 169:0.05255253249972455 170:0.01597435357807523 171:0.4443033385464492 172:-0.1757997227734867 173:0.8008358434341269 174:-0.1065754094449322 175:0.2343222015148708 176:0.2968819948289183 177:0.2356368702639368 178:-0.1514932133312775 179:-0.4346855568493188 180:-0.01499355884174633 181:-0.1109431139644774 182:-0.387188681845936 183:0.584096685514493 184:0.3901876431803925 185:-0.483612377500632 186:0.1410587820390533 187:-0.1635580373208917 188:-0.5951967441640296 189:0.1362600522143831 190:-0.3129372106309772 191:0.1754162202497522 192:0.5366442059620788 193:0.2430567226613298 194:0.1677633877099259 195:0.4604635785777093 196:0.5548369018068449 197:-0.05121592820529508 198:-0.1381495739742127 199:0.2770738572095304 200:-0.09526772035587389
+1 1:0.1143031535676489 2:-0.2253114727307037 3:-0.08885626200425607 4:0.4439120295616625 5:-0.5369215990480122 6:-0.3019926524837079 7:-0.6502874636360042 8:0.1959798378020663 9:0.1677037429059916 10:0.3691480188051985 11:-0.9777610766921084 12:-0.4764718340744468 13:0.05427636332152258 14:0.09528189751995977 15:0.04519784472934808 16:0.1237293414645751 17:0.03810574239969845 18:-0.5686977506254962 19:0.4438700110398107 20:-0.6452056108959102 21:0.2751736195818291 22:-0.6313191244704583 23:-0.2328901308745683 24:0.1048666572695425 25:-0.4194828252950683 26:0.05110383647651837 27:-0.6199475546676081 28:0.1126493737845827 29:-0.2709286620002235 30:-0.1602398214811339 31:-0.2046401221782057 32:-0.3670748929725398 33:-0.4390395348767483 34:-0.2722052317707988 35:0.3907762718714145 36:-0.03537241636782959 37:0.03070916844599902 38:-0.3974501132726156 39:-0.4054620463761151 40:0.2577541084796873 41:0.08381164770060788 42:0.2677585791860157 43:-0.1885029468747865 44:-0.09677972514023633 45:0.2632783118299928 46:0.04249023665158227 47:-0.1850325613134168 48:-0.02644792810703887 49:-0.1048397381080977 50:-0.4493939666049356 51:0.2616242225190239 52:0.06461296888038848 53:0.4690166530440322 54:-0.3138746514188576 55:-0.05880769554178296 56:-0.2665862455822017 57:-0.2462713610202321 58:-0.6498296994308853 59:0.3186400980272026 60:0.01672820348217192 61:-0.7067464264688268 62:0.4443293409464183 63:0.3796583538713558 64:0.166871364992165 65:-0.3469453654468204 66:0.3017198553604438 67:0.1671009185029196 68:0.02682406156558155 69:0.1635374625314025 70:-0.2570507318456859 71:-0.08756438677691683 72:0.008815493478247505 73:0.1388948877877104 74:0.1109207319164202 75:0.5402788261116638 76:-0.02994700977968472 77:0.0492089051711817 78:-0.00270053449147447 79:0.1247283881264937 80:-0.7443297225981195 81:0.223046922769165 82:0.123290865149737 83:-0.7676424973150248 84:0.2481676245317035 85:0.2754387166744519 86:-0.3161336266522232 87:0.432383669601724 88:0.4193253308721391 89:0.07371276882845718 90:-0.4285768460684433 91:-0.1264750504624451 92:0.1841806366894232 93:-0.1115496147104136 94:0.1160439130112426 95:-0.3256043102750301 96:-0.8362855524426188 97:-0.5899536299146515 98:-0.6570657583084129 99:-0.3153395363762933 100:0.06791940272479607 101:-0.08030782897839144 102:-0.3944678340047398 103:-0.4062850013345787 104:0.269398650276133 105:0.5956045717884677 106:-0.1976437097443474 107:-0.5000888664375926 108:-0.1162032641001808 109:-0.2192837207081378 110:-0.134437936177311 111:0.09326830423529922 112:-0.3582126990118002 113:-0.3006759213354796 114:0.4601487941721986 115:-0.169255380233802 116:0.07450155532667649 117:0.4451339964243902 118:0.02467639958098813 119:-0.04064334774451689 120:0.01877698325856511 121:0.04412893573395278 122:-0.1017233575976291 123:-0.0503932849125776 124:0.374143717063761 125:-0.3807079388230113 126:0.04398102307964073 127:0.4486978790707031 128:0.6170175470058058 129:0.3483772316487918 130:-0.3661916032528715 131:-0.2333487695187388 132:-0.3907378794254101 133:0.157718232716706 134:0.4254269398981662 135:-0.1341041196863734 136:0.01390333204154388 137:-0.09318476931021852 138:0.05205616551783925 139:-0.1567972643233763 140:-0.1690831395867282 141:0.6386944167853723 142:-0.41422264946145 143:-0.698064777353268 144:0.3560209441219699 145:0.1881536664445947 146:-0.009527081102553417 147:-0.2159088632959124 148:0.1281053657290291 149:0.4831091880895584 150:0.4863179980199648 151:-0.005444351928146102 152:0.3036252220266896 153:0.3411960943924401 154:0.7741788071041896 155:0.135327476575165 156:0.07051480808923917 157:0.4424514964267739 158:0.3575872601249346 159:-0.2400418683501332 160:-0.2118711380750648 161:0.3187916526299063 162:0.4444929033448652 163:-0.1676344178405643 164:0.1989884081949399 165:-0.2190112848419731 166:0.3835814798397527 167:-0.2621599277131019 168:0.4270579813578478 169:-0.1996111857793707 170:-0.2367523925276139 171:-0.1598857707144473 172:0.08324115112891137 173:-0.176596349424535 174:-0.1007144126523998 175:0.1502343628698686 176:0.4744893885853199 177:-0.002213921226856763 178:-0.2844885866996759 179:0.06762833923414045 180:-0.01040989013948707 181:-0.06911104363498111 182:-0.4139710332836428 183:0.8874021824126059 184:0.02739166981376336 185:-0.01668982164888862 186:-0.5830219482805387 187:-0.03982053127514708 188:0.4254441990945975 189:-0.8298680943036073 190:-0.1102983706370258 191:0.1382463628855095 192:0.1472451642402658 193:0.489742351132901 194:0.2222440150719109 195:-0.0775076061498744 196:0.3109911630837447 197:-0.2208067918351619 198:0.2801334518081674 199:0.2139604651862106 200:-0.4246039412460664
+-1 1:0.5324319458141112 2:0.4803080344829126 3:-0.02444598076905386 4:0.198345574997661 5:0.2417152517661557 6:0.01360731452131837 7:-0.0262542875316471 8:0.1097342739600319 9:-0.08087592345746619 10:0.06095138356667382 11:-0.007993928433514565 12:0.1237491936182187 13:-0.5440924111222969 14:-0.3708454455457724 15:0.09420274781016882 16:0.2461639129599 17:0.5483067947348316 18:0.2632829003158481 19:0.2532232179974687 20:0.503332139487128 21:0.1432492213952769 22:0.2793545163702053 23:-0.3806928557515695 24:0.2489778176998815 25:-0.2876046946504952 26:-0.3352924841238996 27:0.01119803462134535 28:0.3282424597668238 29:0.3789119122596808 30:0.2954119920252606 31:0.01733113420341273 32:0.02491112334177616 33:0.3217016592521589 34:-0.101252653857463 35:-0.2449578819672318 36:-0.2910870019163498 37:-0.150611201535972 38:0.4273619673396749 39:-0.1758829902586342 40:-0.3543878949704883 41:-0.2098807296428091 42:-0.2084207638170855 43:0.4246937994393409 44:-0.5674649915442567 45:-0.603538499953874 46:0.3213898999301572 47:-0.6893291067647991 48:0.04258563750483918 49:-0.1445173602725262 50:0.6285127908945337 51:0.1648433504816959 52:-0.3862739886668191 53:0.2955402077129629 54:-0.08275522478082037 55:0.2435870140064532 56:-0.005218486574805722 57:-0.6655373621671858 58:-0.8809517458438547 59:0.009777755768304752 60:0.05103300399009864 61:-0.2055362456643752 62:-0.0844185720113622 63:-0.1259628160226799 64:-0.04343741739764068 65:-0.188203553081989 66:-0.1046107675785917 67:0.2878463282736284 68:0.1362672853210172 69:-0.2147660728035859 70:-0.05551802707497113 71:-0.2442219131602602 72:0.3809216514064819 73:0.5928270733113443 74:-0.2159259643106864 75:0.29114705596989 76:-0.9184213156942386 77:0.02338742396689981 78:0.133342297592735 79:-0.1138015491289865 80:0.2820416647484761 81:0.08670503561971035 82:0.1440728377613857 83:0.2539897752918802 84:0.04714048466953653 85:-0.226656001636155 86:0.7293502831752963 87:0.1332864462457151 88:-0.1103636205503622 89:-0.07583054640722454 90:-0.1583311845376416 91:-0.1042842618548925 92:0.1925747795533481 93:-0.3611335286020948 94:-0.03507788249697244 95:0.1618345163946783 96:0.4081847510797574 97:0.1477146661850909 98:-0.6019984056404257 99:-0.3067748551370349 100:0.03309485932011273 101:-0.7737496812931066 102:-0.3220723059991975 103:0.3056116331643493 104:0.1907578181866902 105:0.2781679173623378 106:-0.1854885990701886 107:0.2020676737725083 108:0.05763675017326518 109:-0.4238295995869888 110:-0.07452133746179226 111:0.1298952771853791 112:0.3396075782149148 113:-0.1269046332712808 114:-0.3788280975154297 115:-0.2787598065736691 116:0.1678423308186887 117:0.2150183031989976 118:-0.1771015679288607 119:0.0509749134796689 120:-0.2856667635838451 121:0.2425020887581326 122:0.01975737122222629 123:-0.1941253169981495 124:-0.04929050993308168 125:0.07516917707597456 126:-0.1447044441192388 127:-0.3121405826189621 128:0.1132414249948083 129:-0.1589441425597483 130:0.05838625179179943 131:0.2689232145982769 132:-0.4615567535354577 133:-0.1885121587393484 134:0.2853487866911434 135:-0.2231192205638159 136:-0.3612947767093696 137:0.4322979619343454 138:-0.3419009992746921 139:0.08709210470511833 140:0.2726543429699533 141:0.001761890992459318 142:-0.1622723944091324 143:-0.5401678532150509 144:0.6626950809944343 145:-0.1106775392430304 146:0.2487932315466235 147:0.329124145121636 148:-0.05470160891367543 149:0.5911372112072102 150:0.2572934978011652 151:-0.2365661558806486 152:0.09610421346762883 153:-0.5162645042082992 154:-0.09189656434086166 155:0.7905382017082387 156:0.07003303713160133 157:-0.1802331402726766 158:0.02558449949401903 159:-0.3258431425986115 160:0.3615659131533124 161:-0.08896340828453228 162:0.1478986955403593 163:0.0275326048880318 164:-0.2132595234604453 165:-0.0288116382820347 166:0.2687170534232902 167:0.2454588415970437 168:0.2426863420958525 169:0.1485295690219924 170:0.01014158416331261 171:0.5395504585786774 172:0.9999999999999998 173:-0.5625161773263725 174:-0.05315998255613355 175:-0.0574716397848104 176:0.5335003535457639 177:-0.009385934088250614 178:0.2394317818767622 179:-0.02153257226655911 180:0.424873800122317 181:-0.4256339594083415 182:-0.08817789408436669 183:0.1648045488597888 184:0.1993925239794863 185:-0.3923118193533485 186:-0.2473530717335825 187:-0.05575648674535623 188:0.5307710506130711 189:0.2825896178624344 190:-0.2186221964565568 191:0.7703057204986944 192:0.2083668946650726 193:0.1866192443696809 194:0.485086062001076 195:0.1465284252800009 196:0.6808780324312984 197:0.2620269192800664 198:0.6159613869328443 199:-0.2817653907344137 200:-0.423544321485999
+1 1:0.6320887749548995 2:-0.4255505043661438 3:-0.2859880041959817 4:-0.6033160150305825 5:-0.263820402459362 6:-0.01758968672110477 7:0.212788803935137 8:0.1768787091649462 9:-0.2854654512154888 10:-0.2869834309084731 11:0.4520691511460423 12:-0.1256299498572017 13:-0.02748748103493288 14:0.3932900436182858 15:0.586168489009859 16:-0.5001242536143009 17:0.081210563823574 18:-0.09498381675688407 19:-0.4784497176422864 20:0.2114822663919725 21:0.3452555094514541 22:-0.05419934676457634 23:-0.1559920439947309 24:0.09565109717494691 25:-0.2352928747596483 26:0.3355321649991315 27:0.5615489853236618 28:0.2011922176301532 29:0.1223275260169011 30:-0.2454483345409494 31:0.2319896172334578 32:-0.3360604342275085 33:-0.3242664560477267 34:0.4783440111450749 35:0.2580242508963432 36:0.1767697279283449 37:0.1561329968890538 38:0.1156130748032408 39:0.4077621038374057 40:-0.08086070052778702 41:0.4374376137790223 42:0.5154306359228173 43:-0.5485888752250917 44:-0.2848419116517353 45:0.1962181697499051 46:0.4505844201516396 47:-0.04752129935236382 48:0.09014595613760332 49:0.1041341858822717 50:0.1961262105086132 51:-0.4775875178101486 52:-0.2835836038463764 53:0.2152518039633343 54:0.1455833833147148 55:-0.4752951422766544 56:0.6948162197567666 57:0.8241072022996652 58:-0.2600309404324126 59:0.4644309832132234 60:-0.208598420019263 61:0.3422241981383312 62:-0.1020464001412628 63:0.5219213774901975 64:0.2851234338094024 65:-0.2342732396994004 66:-0.1108931622488804 67:0.4473844882077194 68:-0.1122485626830338 69:0.3620248144113765 70:-0.2890836396273224 71:0.2671663179874296 72:-0.01001722739379762 73:0.4667277760760762 74:0.3140771319140203 75:-0.04892091291701131 76:0.2661777428155602 77:-0.04912674756244043 78:0.1304944494906007 79:-0.3254653197245446 80:-1 81:-0.2250299690218275 82:-0.06579156944287834 83:0.2175339134767684 84:0.1947185643922152 85:0.1493592922822427 86:-0.07752547869256288 87:-0.01410332387593907 88:0.08629143613298797 89:-0.06749060293035551 90:1 91:0.3898714785946326 92:-0.1934881694493506 93:-0.2296981213369102 94:-0.2454145067087866 95:-0.4538088911546409 96:-0.6366798038130929 97:0.3930157965528492 98:-0.5250370932488897 99:-0.07791502844618381 100:0.2218423165051555 101:0.5861779865523118 102:0.2738150200190258 103:0.1548874145541955 104:-0.1922667188748752 105:-0.05844229943905413 106:0.2283493921534547 107:0.1380368239975254 108:-0.6614780147410421 109:0.07595993207729862 110:0.1924635606964929 111:-0.2748216126714905 112:-0.1221043235002485 113:0.1650723595436088 114:-0.7978549514705986 115:0.6734258485985253 116:0.6314600307818168 117:0.4192840400215868 118:0.07881069696427057 119:-0.6281397615986001 120:-0.4804499699905668 121:0.3550111453971481 122:-0.3007574383357279 123:0.3944033939161833 124:0.4245389194695176 125:0.1097869103272105 126:-0.3107873631472718 127:-0.4030743665138543 128:0.02193818536579779 129:-0.1565319289923238 130:0.1412379584622764 131:0.4007576538086818 132:-0.06031568197913056 133:0.5411170257943947 134:-0.4117835609707013 135:0.06785121304784582 136:-0.2966112029799025 137:-0.03595249418470358 138:0.9999999999999999 139:-0.3071172624013704 140:-0.08232830939008852 141:-0.00248522233801958 142:0.2574716852498454 143:0.006198354641486617 144:0.06596236577692124 145:-0.1661465476267083 146:0.6222539489945073 147:0.1770399769123444 148:-0.194332925790018 149:0.1921846744357175 150:-0.7061049807622544 151:-0.1142931089967102 152:0.7224902918127041 153:0.5649845318935721 154:-0.1714402162890753 155:-0.5668277312986699 156:-0.09306558862753335 157:-0.7208491118829243 158:0.08569572457903465 159:-0.425079208063295 160:0.4771509509363621 161:-0.8051841292175103 162:0.3293276760302903 163:-0.2044271562211474 164:0.1140190651385756 165:0.1425048933310747 166:-0.2704750847703995 167:-0.1382368825524236 168:0.08194673568620733 169:0.08205174336833493 170:0.07913323610495893 171:0.3444193003144222 172:0.4395070679269313 173:-0.4778559621739337 174:0.2750038088613549 175:0.1095076579296856 176:0.123122964699276 177:-0.2977854961936563 178:0.14754974361055 179:-0.06686815035187191 180:-0.2577150443053033 181:0.03162594136308985 182:-0.2038833590206034 183:-0.4627247195106978 184:-0.5107290792147451 185:0.07771320057036471 186:-0.08523683676112317 187:-0.1653823693718583 188:0.3290442050262316 189:-0.4886834325199385 190:-0.1931223317074081 191:0.9106585684746599 192:0.8568127850959995 193:0.08598038105046395 194:-0.8198447097987566 195:-0.3866567801775929 196:0.0435332481905151 197:-0.02078902431156437 198:0.1011487822655453 199:0.1200591382634454 200:-0.2737012505124405
+-1 1:0.2188008255100249 2:-0.3001405114738012 3:0.1695325277307341 4:-0.007799205005282809 5:0.03020258046901637 6:0.112581538703856 7:0.4529457192164402 8:-0.3244046839887202 9:0.3759489761010183 10:-0.07640901123675568 11:-0.3595629428149572 12:0.7812792158907884 13:-0.6979445674662623 14:0.04462602272263538 15:-0.06328384721499104 16:0.4600587368575916 17:-0.1698739255109925 18:0.1543315219310309 19:-0.4116841499159696 20:-0.3150280494619742 21:-0.09728331699580173 22:-0.01163274741156421 23:-0.09384339213261023 24:-0.5341479973111728 25:-0.1864425465440956 26:0.06237414311485046 27:0.1394824598874211 28:-0.05500858005736771 29:0.3639329967174822 30:-0.05291073257154842 31:0.5079475555530775 32:-0.08894980431447089 33:-0.354647916003692 34:-0.5320223632332894 35:0.6877092586468475 36:0.5714805440904035 37:0.1009396250530172 38:-0.03313904477712869 39:-0.3626408483950135 40:-0.1199804215951907 41:0.5180448875283019 42:-0.4646399934520234 43:0.1507295680498442 44:0.1106366410734877 45:0.7119383653741758 46:-0.5713492914534165 47:0.3732828839393537 48:-0.5538331134719835 49:-0.1175878967972177 50:-0.1118006268669306 51:-0.3647483023700104 52:0.03531351908599817 53:0.2595809216808398 54:-0.1818904122796198 55:0.1565220134216715 56:0.3846359595602419 57:-0.4429285309664777 58:0.2594981437938085 59:-0.03847924731413588 60:-0.3058469895842807 61:0.1563314176577029 62:0.6041429463878637 63:0.1434391803617109 64:0.02909993358251856 65:0.1402505815102114 66:0.04405686096389175 67:-0.3752065199495812 68:-0.1956936247048199 69:0.4763239032351217 70:-0.04740316306665356 71:0.2138075470707367 72:0.04351046872742795 73:0.5551308475446796 74:0.2275307024910389 75:0.1586176592184379 76:-0.07700901886576164 77:-0.1586687650379752 78:0.0003536662827324927 79:0.1396903587749402 80:-0.3168330292401691 81:0.2348544926000892 82:-0.5261738361301835 83:-0.3088560142928833 84:-0.561545627538595 85:0.1757729746654465 86:-0.3675987086565254 87:0.2804316904097396 88:-0.5774387861773679 89:-0.005683972654254202 90:-0.2011340792566279 91:0.07775342551706778 92:-0.05091753656745358 93:0.602116025070916 94:0.06715291453747305 95:0.3031050748405642 96:-0.1505763696649451 97:0.442809539533448 98:-0.4453492888242357 99:0.1027251177447958 100:0.0718704654355279 101:0.1041547931166914 102:0.7150545239902396 103:-0.02645331862053382 104:0.1100451718918914 105:0.452150633535673 106:0.2966080304922492 107:-0.2294008190569327 108:0.4232981995024089 109:0.1246044564624565 110:0.1904810917429483 111:0.3460643217334958 112:0.2361270284579691 113:-0.2668320479162524 114:-0.1271392242490435 115:0.549037958322785 116:0.1963717615175822 117:0.3850685384387141 118:-0.2230364153804363 119:-0.4327133643486413 120:-0.4712126289968612 121:0.01390260938284503 122:0.4725941517171606 123:0.580838826756421 124:0.2784811021995239 125:0.05823793218750095 126:-0.1281030019784136 127:-0.1308316577095923 128:-0.2703413901352295 129:0.2596663150754764 130:0.05687715587551748 131:-0.2436811262486159 132:0.4729850665717369 133:0.07055894153656936 134:0.569089627508885 135:0.1154010897193336 136:0.487688953037906 137:0.2552861916622507 138:-0.2012417799036667 139:0.02921370994398112 140:0.3701524726343741 141:0.03216905263429454 142:-0.1867414283883828 143:-0.1009448835339876 144:0.2930376799682259 145:-0.3387721814428084 146:0.5826189095550218 147:0.1039776216705046 148:0.2001102500985358 149:0.2169389389619781 150:-0.007191920228991497 151:-0.4725480592161123 152:0.2828885802609331 153:0.05948611868938975 154:0.2937334269801217 155:-0.2078345229153983 156:-0.403699101568857 157:-0.5090052503703912 158:-0.1657893677078986 159:-0.5198792263507025 160:-0.1406360671526763 161:0.1275412882060857 162:0.3983399095468235 163:-0.3734310195621339 164:0.1813186803916155 165:0.1822437983447888 166:0.005405932281385056 167:0.1633878717693489 168:0.2889933335555067 169:0.01084069522605871 170:0.3152230872985651 171:0.03308240759100422 172:0.2937518587485322 173:-0.03981217823101238 174:-0.2236436032542009 175:-1 176:0.1472741836700341 177:0.3950159412427531 178:-0.438695849097286 179:-0.2331082898238486 180:-0.1250226240534821 181:-0.2468310188462162 182:0.08760145033792516 183:0.2299526016114393 184:-0.007947067733745414 185:0.1107802390618932 186:0.1584152697927113 187:0.04758393386584321 188:0.3127188538480447 189:-0.06591806223389522 190:0.06982116751732446 191:-0.2999260269898559 192:0.7862555531041847 193:-0.06257900607957972 194:0.2670030019571253 195:0.2820207155265459 196:0.08431785240016351 197:-0.8529908850036639 198:0.3170197986864726 199:0.2645099220654007 200:-0.296631732443878
+1 1:-0.204927707232885 2:0.7230938769269104 3:-0.2110639706109645 4:0.07436825118454665 5:-0.2013792200558976 6:0.5786649342109902 7:0.03853513568306896 8:0.201041655360147 9:-0.08981560782912851 10:-0.1309955428776302 11:-0.243913310849939 12:0.158669484765833 13:-0.2265831362810535 14:0.05270432422633856 15:-0.04458768073707663 16:0.6103188391454302 17:-0.4355309419124908 18:0.09158600487572749 19:-0.1696672071282265 20:-0.7339701940709841 21:-0.5630187651542971 22:-0.2210384681430807 23:-0.02455065584528691 24:0.1683293017116279 25:0.3881199275843349 26:-0.602547652567297 27:0.02029648916590934 28:0.4454229156188114 29:-0.2029874463752097 30:-0.3537580448609428 31:0.8123558172742893 32:0.2459219044877621 33:0.06723488196541563 34:-0.06288521142192741 35:-0.3263428803186531 36:-0.3654074555583948 37:-0.06413548654174692 38:0.5567511969172613 39:-0.3930653111723464 40:0.2875385835249758 41:-0.08519213828035005 42:0.3854564030738791 43:0.03246923467272943 44:0.1518444149786263 45:0.1824543721413242 46:0.08626589270391746 47:-0.2010122488142736 48:0.2603110207915791 49:0.0874066532249293 50:0.3040441810963461 51:0.6454976692549037 52:0.0919712697607197 53:-0.303279167668887 54:-0.1450442064049783 55:0.5931901170330399 56:-0.768776267508388 57:-0.1568288310978611 58:0.2635285460689412 59:-0.1553809609820034 60:0.5756790589763463 61:-0.5996217188034285 62:0.3751605470849706 63:-0.3055187356704654 64:0.06738932402227754 65:-0.003233321391818839 66:-0.1198517176636107 67:-0.2073628278454857 68:-0.003825632320701516 69:-0.04226976106476002 70:-0.1375777677102785 71:-0.05207216455981314 72:-0.3946504795461204 73:-0.1438040345050154 74:0.2291812611646332 75:-0.2770619085410643 76:-0.3251595269356777 77:-0.5354051890952443 78:-0.3993003276089062 79:0.1123940223245045 80:0.2312943899901041 81:0.02336327473761268 82:-0.4331026298664724 83:0.1612893614391763 84:0.09278764052562055 85:-0.4797697945633841 86:0.2366521909942586 87:0.3241496922194742 88:-0.1498090347314787 89:-0.1025390751780151 90:0.05486691265456882 91:0.811325665190856 92:-0.5387227342806014 93:-0.398589760065694 94:0.0797374244820538 95:0.2944577582740374 96:-0.1833149230322061 97:0.06148179215881026 98:-0.3118991142761999 99:-0.00428108223748485 100:-0.01985365263795257 101:-0.5244397357620793 102:-0.1092836655518388 103:0.7268226555126418 104:0.5339534201828043 105:0.1815080239048678 106:-0.2559128836267296 107:-0.106330997586827 108:-0.1668722773735052 109:0.2788399243856193 110:0.2843258180448017 111:0.3357162553669232 112:-0.4346188643779827 113:-0.4051587480119578 114:-0.6471017985844891 115:-0.4269122067135752 116:-0.09358796607567377 117:0.4243197751476333 118:-0.1777987100873119 119:-0.05335570586143573 120:-0.07955619461008866 121:0.2334302055837172 122:-0.3471711606296803 123:-0.3087418260070555 124:-0.01776878383313119 125:-0.1779184062629068 126:-0.261422777193466 127:-0.129493848250187 128:0.4696667854165728 129:-0.4116933997571461 130:-0.04119207173089992 131:0.4466520716749944 132:0.4126896302816854 133:0.5724221185221672 134:0.2618123225524699 135:0.02849089470274412 136:0.04925007954878759 137:0.02583957180705454 138:-0.03207429990653272 139:-0.2186532110161429 140:-0.4213241166273169 141:0.2536210851288045 142:-0.5312623015013203 143:0.1946510853393779 144:0.5283286706551487 145:0.1629020138385161 146:0.004012039881807886 147:-0.3749288059524708 148:-0.04783778501990132 149:-0.3954613419530615 150:0.1200172668352362 151:-0.007384227075259153 152:-0.1927072109740481 153:0.3246761010684028 154:-0.2930542419082351 155:-0.6718926774050528 156:-0.4914249238128863 157:0.3534544301068691 158:-0.1655418408064568 159:-0.03866706567542876 160:-0.1475900237570173 161:-0.07176870608901428 162:-0.3439429596378364 163:-0.1091977784811016 164:0.5523853699685106 165:-0.2606365488387449 166:-0.4390516422503997 167:0.5125653812149487 168:-0.155391249097491 169:-0.2356681258829023 170:-0.04536830976519166 171:0.1979625586820231 172:-0.7626409926209422 173:-0.2489886885584486 174:-0.1252775396761634 175:-0.06812261151200927 176:-0.1232672918990738 177:-0.3484885002116849 178:0.193903383304002 179:0.03846482072272536 180:-0.4959594191075027 181:-0.02067690830562963 182:0.5898914670625585 183:0.2191281546913335 184:0.1170547925978659 185:-0.278584433659435 186:-0.0374464874041433 187:0.2404604295342254 188:-0.2153914580731838 189:0.3214920255980164 190:0.2424705279425544 191:0.3191200142113113 192:0.01102636897845902 193:0.02948115215862569 194:-0.2104123312140846 195:0.5900917707061419 196:-0.5720483996475821 197:-0.2781598210632311 198:-0.3535584471059302 199:-0.08618019959660576 200:-0.3736797707868212
+1 1:0.4521322834267307 2:-0.4051126065087511 3:-0.1175520888044956 4:0.1384553946329252 5:0.4698109526004907 6:-0.2544962497937373 7:-0.006459849169106552 8:0.02680257139782294 9:0.279245919650038 10:0.02158139165528568 11:-0.1590498847872658 12:0.1962726805926018 13:0.01877899998454673 14:-0.6255799568861662 15:-0.2603661793500902 16:-0.3182636629484537 17:0.3029752764889092 18:-0.4676268411837423 19:-0.001026563951238027 20:-0.07845913641452282 21:0.7376879849727902 22:-0.9921609847991909 23:0.3691080082384294 24:0.394914238058081 25:-0.401113067572501 26:-0.5114383508522671 27:-0.2162462111111408 28:0.5948450297474104 29:-0.1586010272571418 30:0.1455508137146878 31:-0.191053037211028 32:-0.03005099197772562 33:-0.1080461606917396 34:-0.190093854236156 35:0.1218345301994128 36:0.2855138009342614 37:-0.09568453157854598 38:-0.4931974051862891 39:-0.553683237452265 40:0.2045853722371678 41:0.5184906598113963 42:0.6728728268668568 43:-0.0441112800181568 44:-0.75908362910147 45:-0.1496011941710827 46:-0.4794264307988199 47:-0.4669463674914348 48:-0.03473671460010656 49:0.7293878409537967 50:0.5208038824007702 51:-0.1154285007615641 52:0.1352312638724625 53:-0.4504176067909975 54:-0.2800736577121933 55:0.3050713338401341 56:-0.1164032847649317 57:-0.6180355543283161 58:0.277354836795561 59:-0.5322810387557789 60:-0.6035489889946793 61:-0.1247581087468103 62:0.2809101931335451 63:0.6848657118321245 64:-0.5095177321138549 65:-0.3722864684367715 66:-0.1690707775827844 67:0.2104213177907144 68:0.3145486684279085 69:0.8525271763007684 70:-0.2219431093343762 71:0.2812075732601387 72:0.2163610007053149 73:0.1915627300464452 74:0.2294969654605213 75:-0.3162721266951677 76:0.7865087796237831 77:0.02324164154611591 78:0.1356097999810338 79:-0.7191795930531967 80:0.4734911694038403 81:0.2367176060480952 82:-0.8268211302912721 83:0.4079130428320596 84:0.1110170442196003 85:0.00444834017032561 86:-0.0574125339607799 87:0.7136658318058706 88:0.07260984624055798 89:0.07059767074737519 90:-0.33035011374697 91:0.02211485004388949 92:-0.5615200395550903 93:0.2103888249198812 94:0.04998748162962378 95:0.6073325281368662 96:-0.2408172199439952 97:-0.3939316454965067 98:0.2719339569803225 99:-0.05911608301982924 100:-0.8165050618631046 101:-0.2207750484020091 102:-0.4093846108201186 103:-0.2311879969310267 104:0.1015101925097651 105:0.4743309128277865 106:-0.07984764335724824 107:-0.377823405480279 108:0.4126196459073116 109:-0.4782933979742149 110:0.01502780797374075 111:0.1166777522964844 112:0.2356940166769447 113:0.4713758646013249 114:0.4896340899412148 115:-0.03285886347998097 116:-0.003995853390474258 117:-0.1079750243010971 118:-0.09857075950141436 119:-0.09371738298912599 120:-0.5491372593169459 121:-0.3934633748916844 122:-0.04537277210271618 123:-0.1050622853170884 124:0.2188503092133944 125:0.1849040151402254 126:0.2473637047007645 127:-0.2056390868017954 128:-0.009248886823089678 129:0.3226847858895016 130:0.3305739263982716 131:-0.3288264703620863 132:-0.4166671608562249 133:0.06588419451867891 134:-0.3400671442476975 135:0.01386193418214306 136:-0.08442693946353212 137:0.2595676913204014 138:-0.2132090636083834 139:-0.3024726530850629 140:-0.4602012680431164 141:0.7138050637668575 142:0.04955107586085752 143:-0.3458756163557543 144:1 145:0.08930335790219289 146:0.3875246887683357 147:0.2118512052165936 148:-0.3682163990524856 149:0.2169337640181433 150:0.3649319904579419 151:0.230019999782359 152:0.5158266835954778 153:-0.1987594968684979 154:0.162651793521942 155:0.6122339465241275 156:0.1613319105437005 157:0.1438724148773513 158:0.2691586484387719 159:-0.1880248866046412 160:0.2366401668274368 161:0.3731131508981189 162:0.01919969879973037 163:-0.433544229407883 164:0.4835221342429912 165:-0.5021174226946687 166:0.2372167601379029 167:-0.1319089884411996 168:0.4029918977417624 169:-0.2100732900047969 170:0.02222221677488621 171:-0.03733345108775044 172:-0.3304626885609031 173:-0.1047573852674984 174:-0.001376967440231882 175:0.02578563517791752 176:0.3837191761401157 177:-0.4134137111243247 178:0.177313896164393 179:0.1747632916602535 180:0.2776766846810869 181:0.09222782039993735 182:-0.05858559210166731 183:0.1040688616317281 184:-0.3324263546358573 185:0.03988650334656507 186:-0.2772755362506797 187:0.04681358376728832 188:0.2855855435175352 189:0.2528011134166379 190:0.06036707535126255 191:-0.03954389190117075 192:-0.05566259802590823 193:0.3845950392610214 194:0.1744313193953202 195:-0.009677271063690679 196:-0.2503995317154323 197:0.3184416353191896 198:-0.2536403163569939 199:0.410064091536724 200:0.05435713695820288
+-1 1:0.01001077450327123 2:0.1302488719328129 3:0.4027697777822529 4:-0.3438603078097768 5:0.1255511920080952 6:-0.7497214153124038 7:-0.2577417858407198 8:-0.7954869944782956 9:0.5259249239725741 10:-0.05252141705046 11:-0.06155580867379553 12:0.3102521715415626 13:-0.0253835164874758 14:-0.5068273716698516 15:-0.3581357099868996 16:-0.1502371070610825 17:0.8064277926270381 18:0.5792013386185931 19:0.1688866861652753 20:-0.00226320243136087 21:0.1842635577003494 22:0.007252113504973758 23:0.439528347105968 24:0.2651228941950928 25:0.4404541260747667 26:-0.1606487160234784 27:0.2183460576656443 28:-0.3021760408308459 29:-0.2099924974572224 30:0.5167367801414532 31:-0.1708496258535748 32:-0.3334408385427505 33:-0.371487461956944 34:0.32029738833164 35:-0.4977506261064895 36:0.02613263494288837 37:-0.2232517126217676 38:0.2425661853572459 39:0.00614695789171793 40:-0.01488615559874445 41:-0.3608474144133933 42:-0.2187026846598869 43:0.1885807772972603 44:0.2380557112584504 45:0.1072591873858057 46:-0.5198356829981159 47:0.01402371980197492 48:0.3945089141401724 49:0.1456107897582187 50:0.5745362788436001 51:0.4247597288903274 52:0.168768934374051 53:0.02601961599792396 54:0.5212819087290723 55:-0.2408618652617719 56:0.1206759172901237 57:0.2482403644831201 58:-0.3110746926671967 59:0.3716132280630841 60:0.2947497996414502 61:-0.0830741985590448 62:-0.2560325328373047 63:-0.176887543489272 64:0.04268906088593052 65:0.03907966895075349 66:-0.2142218536270516 67:-0.2086058188856459 68:0.2433229148527387 69:0.5943129198763094 70:-0.09800692509442646 71:-0.2280234585627746 72:0.1950232503101069 73:-0.1308402323713231 74:-0.05572208324072916 75:0.3909584016950335 76:0.1304137449280805 77:-0.1834016324297993 78:-0.1150292168037091 79:0.3040534496954949 80:0.1194474519239098 81:0.1095167099794445 82:0.1367815827399848 83:-0.4068887202851986 84:-0.1937749598151501 85:-0.3401377057472229 86:0.02388952644452354 87:-0.1880081552207993 88:-0.02970143123002272 89:0.003958333746828413 90:0.2510159531037188 91:0.08822082933215017 92:0.006344771859315035 93:-0.6625388197264892 94:0.8203694177250951 95:-0.03205376950746439 96:-0.06644758282281957 97:-0.297718849707537 98:-0.1668081458790503 99:-0.2215140989530439 100:0.2617801327175289 101:0.1930448192213037 102:0.2975781301720572 103:0.1722334270690321 104:-0.07118375419034624 105:0.1105440216538333 106:-0.138573447034762 107:-0.3693182570955359 108:-0.1420039146173181 109:0.2409912517671057 110:0.1947757212906158 111:0.2874762493187998 112:-0.4577223198015232 113:0.05972067881354645 114:-0.1550028341026554 115:0.2959145799459484 116:-0.1655584852593751 117:-0.1489660948540567 118:0.02760112012523397 119:0.3534517557020753 120:0.5075727658634326 121:-0.1505173804232799 122:0.6585745506438762 123:0.01694389530520104 124:-0.3155739571089902 125:-0.6239418001915438 126:0.1230225297970862 127:0.09948227016140246 128:-0.64873782344023 129:0.01585211521094317 130:-0.7364916850186037 131:-0.2680241543757252 132:-0.3116147550082315 133:-0.2013027835192194 134:0.2612574954492831 135:0.2813625401605286 136:0.2511953276356186 137:-0.2967727695774997 138:-0.2023531927608916 139:-0.5691071777620054 140:0.04531020641454387 141:-0.2889697592260101 142:-0.2838568137873019 143:0.04379984569986523 144:0.6386419965859884 145:0.5532755655469606 146:0.5650396733508511 147:0.02128824880547017 148:-0.2152745228065568 149:-0.5800723203293366 150:-0.3046679907451149 151:0.1588870288659987 152:0.5659523367624071 153:-0.3127490566335133 154:-0.009206106761943583 155:0.1157804514525347 156:-0.3120489787616123 157:0.1559312143675977 158:-0.1457094721631047 159:0.1487535056082339 160:-0.4400318795668223 161:0.1159236201812307 162:0.3530832969791667 163:0.3691876195371967 164:0.08236099812616138 165:-0.5223101587277036 166:0.1430596385942279 167:0.08138823437666895 168:0.1093089109712104 169:0.01232807301340266 170:0.2507747010621913 171:0.118069146058297 172:0.2100230938281549 173:-0.4096858013205788 174:0.4152844807486733 175:0.3607994519235888 176:0.3008978376857729 177:-0.1039953062763221 178:0.2972736467713573 179:-0.1008913793897384 180:0.01658950323682974 181:-0.2431574801894463 182:-0.01530328807162572 183:0.2050566168319089 184:0.6534345458577959 185:-0.3134726298527811 186:-0.08193590686042473 187:-0.1983669344033338 188:0.2046622402833925 189:0.2617497655205375 190:0.1756028871910408 191:0.2188339893646289 192:0.1401940669931023 193:0.36582387330132 194:0.515217754983009 195:0.0610074539879038 196:0.1486956109420689 197:0.1593073893865354 198:0.09333920060906981 199:0.4030336067910713 200:-0.1910034170387225
+-1 1:-0.1535942991570955 2:-0.3153859821740182 3:-0.3193226250240263 4:0.03279742106258842 5:-0.6379525998688638 6:0.3343460424759985 7:-0.2258212692865175 8:-0.4219692527061568 9:0.1009136513995795 10:0.0703672059195985 11:-0.401138378359545 12:0.1545421033894029 13:-0.1469781052720352 14:-0.001382606377528989 15:-0.221164796511288 16:-0.211722068259415 17:-0.1764931857880646 18:0.1635440799530144 19:-0.04262242966672691 20:-0.3102195416862489 21:-0.1825576392503216 22:-0.003917405472570669 23:-0.1090784044883758 24:-0.06327567798799755 25:-0.279513043606593 26:0.1194518204483259 27:0.1991276751650075 28:0.00247606948976381 29:0.7176984133011023 30:0.2813815938790609 31:-0.09312347638809375 32:0.2770685492172669 33:-0.5867939012731702 34:0.2677631030040296 35:-0.0871035367665956 36:-0.03062814125682313 37:-0.7013639608862079 38:-0.7987236928056926 39:-0.1574643191570567 40:0.214895504860755 41:-0.01119186577314026 42:-0.6301971235452847 43:-0.03159527599216029 44:-0.1641518802320369 45:0.1729647589611781 46:0.1095528951395726 47:-0.6706004399371321 48:0.0595739926354545 49:0.4175529988218323 50:-0.1055885892085261 51:-0.2708721447937216 52:-0.2392087898104877 53:0.1662906976416393 54:-0.0733872958665627 55:0.02994696321040603 56:0.05053495565218095 57:0.1087509319208029 58:-0.1432518279493615 59:-0.248311632109198 60:-0.3015261860328651 61:-0.1461697377689756 62:-0.4394184783150237 63:0.1386436956090867 64:-0.7515242227885331 65:0.03628329717150376 66:-0.03058013885851171 67:-0.4333687346110248 68:0.08873981519349103 69:-0.2852259291750827 70:0.508039818956644 71:-0.1380544551046193 72:0.3109340354306065 73:-0.1236603125511013 74:0.4122496201688949 75:0.4414070315375016 76:0.3864409950253354 77:0.04863167019072366 78:0.1547880466225148 79:0.3244651659557093 80:-0.100299489160027 81:0.5621495319336315 82:-0.164194056700107 83:-0.2923079063090429 84:0.4538066508558698 85:-0.6614486858546597 86:-0.4625071444314194 87:-0.2301465862707561 88:-0.6896538885990448 89:-0.2122839986812962 90:-0.1986847858248273 91:0.2269421572865874 92:-0.1931927270552695 93:-0.09231024902866232 94:0.3824530948973635 95:0.3793995440500947 96:-0.1673267077486796 97:-0.1688551157985331 98:-0.6782522679415186 99:0.08616760467647996 100:-0.1966515130761081 101:-0.5852235868602526 102:-0.3280973676303167 103:0.03604832626307573 104:0.01080711715255607 105:-0.1118782812022555 106:0.1621577050439922 107:-0.737380431523294 108:-0.6187069893403314 109:0.06676440945952961 110:-0.05367684855747357 111:0.3226665125922319 112:-0.387535886583642 113:0.3760339370837234 114:-0.1446129287890121 115:-0.2509264467008352 116:0.5037534447209031 117:0.2584779186505823 118:-0.01543602082322879 119:-0.02277892166216219 120:0.04882729302946941 121:-0.5015822630531985 122:0.3729291168125546 123:-0.731014686959053 124:-0.1621748736414654 125:0.4269646168769411 126:0.1595930730463089 127:-0.419083755046304 128:-0.2196363939165321 129:-0.1210570431820634 130:-0.304093411037841 131:-0.3038080780140059 132:-0.55194466607314 133:0.3665539136283137 134:0.410032619009075 135:-0.6636767680745701 136:0.0937694781153825 137:0.07469793941603309 138:0.2773478682768362 139:0.3425909473822702 140:0.3188251014185952 141:0.4673525163828808 142:0.1243159757538172 143:-0.02166737214045533 144:-0.1361114119553383 145:0.07507062193003732 146:-0.131439235801874 147:0.4172707249486237 148:-0.1873807027581605 149:0.09511481152851176 150:0.3739931341521259 151:0.2186283739189417 152:-0.5016252798710975 153:-0.01067295589174816 154:-0.04226760327203254 155:-0.2928849293223449 156:-0.3554758580214078 157:0.7223713684399138 158:0.5269567824565521 159:-0.09465978822258186 160:-0.5789696653920241 161:-0.06495730921364147 162:0.3242233156245785 163:0.16706786707295 164:0.2700748180518916 165:-0.4001266528932348 166:-0.1332846582094579 167:0.589587986284327 168:0.452049556789025 169:-0.6043207619976437 170:0.2571668540327091 171:0.2640004667347599 172:-0.3913263984404958 173:-0.2852861256222826 174:-0.3925446689834061 175:0.1334543986151602 176:0.08828990946542381 177:-0.3326738235512375 178:0.2781268112272974 179:0.005082007780506345 180:-0.0007878786478533462 181:0.1921986038699021 182:0.03016933949966324 183:0.09428909608248046 184:-0.191739205353302 185:-0.4814135424753352 186:-0.03292156512242462 187:-0.1845038971412853 188:0.1640137261646783 189:-0.3417838368258035 190:-0.5766999196553872 191:0.5807191878212126 192:0.1161667928643275 193:-0.1406267990024966 194:0.1286628705898384 195:0.7126520755517504 196:0.2156309510838531 197:0.9999999999999999 198:0.1466357761129826 199:-0.144394401890088 200:0.2555240193074416
+-1 1:0.2721429395809459 2:0.773402642120431 3:-0.2541951947550312 4:-0.2950171590524305 5:-0.110993120446765 6:-0.4473179534048088 7:-0.02405572044735962 8:-0.06652925595902263 9:0.02663690666133442 10:0.2213534668723079 11:-0.1836114002172237 12:0.4041002306835031 13:-0.1487328956858761 14:-0.06718941684481669 15:-0.4418747116901104 16:-0.880756057509737 17:0.1542340460840771 18:0.343066211045928 19:0.6586944917687735 20:0.295711935083488 21:0.3920650193119852 22:0.5189956136022188 23:-0.3069676613745235 24:-0.1629497032689876 25:0.3808323310120239 26:-0.543510303615639 27:-0.0113114959352588 28:0.07986016465962348 29:0.2202101371279014 30:-0.6119913332189567 31:0.4342262415062732 32:0.2198631015353359 33:-0.297095364979697 34:-0.1798747962128395 35:-0.08940183223165168 36:-0.01303549474149091 37:-0.09044870249257331 38:0.1765596726881312 39:0.4903957983170013 40:-0.2032834904119586 41:-0.4085406313810001 42:-0.1335607572476255 43:-0.154128054295343 44:-0.4588364344512419 45:0.1756424672498872 46:0.5216916809707988 47:0.6414225769456942 48:-0.0905679877554031 49:0.1412333594769484 50:0.2679670285869251 51:0.03813894921263349 52:-0.2195392890615295 53:-0.1637551607076584 54:0.2836521788340469 55:-0.6045819048769518 56:0.1624624475482801 57:0.9423463029513003 58:-0.2716753170779524 59:-0.2063940384410523 60:0.08422270635609913 61:-0.08869322057212552 62:0.3052325582973321 63:-0.3392495024841631 64:0.3618355150994552 65:0.1304823586063037 66:0.123392276069373 67:0.02367277306891816 68:0.2971381027700716 69:-0.3455180523191796 70:0.02626528953373015 71:0.1282156138917219 72:-0.1918180646296828 73:0.6714332554520511 74:-0.8864022014577567 75:-0.1621489770898807 76:0.2184243903802618 77:0.1816407457904534 78:-0.001056508860482301 79:-0.4483769966458183 80:-0.009291222164248658 81:0.4189723673793306 82:0.2559033003156063 83:-0.1680616200630945 84:0.03983517478483489 85:0.0984125281682551 86:0.04280405446242953 87:0.03431900428291337 88:0.2755719579737885 89:0.09471028072860613 90:-0.3793835654505682 91:-0.2322139133363476 92:-0.01411669264890578 93:-0.2183236671732909 94:0.2359772706254549 95:-0.1627558965566895 96:-0.1305649712023621 97:0.3045355914089357 98:0.3526925086874809 99:0.6983807023372398 100:-0.09080048742434882 101:-0.2299317833903854 102:-0.6020185886569153 103:-0.2888217959412396 104:0.3451786025331259 105:0.1041405028869979 106:-0.3928350759258131 107:0.5569966939524391 108:-0.09707329440001866 109:0.4060901001441171 110:0.4531259766226864 111:0.2765849575110675 112:0.03037154870620348 113:-0.1231104484950143 114:-0.16138993759083 115:0.08332253753679239 116:0.1066054009059649 117:0.6456971139534361 118:0.4476242613706097 119:-0.3041695829544664 120:0.3505107582089108 121:0.2908713067588243 122:-0.1828961060093686 123:-0.05880912767771625 124:-0.1520737382042713 125:-0.4630475115604258 126:0.1662968312024214 127:0.3735514423248303 128:0.2072847771131553 129:0.0177033013075852 130:-0.5188363707992713 131:-0.2439776954220942 132:0.1801328303660489 133:-0.1716888707373383 134:-0.334392723898341 135:0.1583417976925002 136:-0.1672937859868902 137:0.1075801083409043 138:-0.3523695556938077 139:0.008974161265979608 140:0.3238272765830175 141:-0.05046464358343627 142:0.1931403310831764 143:0.06520270571791684 144:0.2220815208885336 145:0.4908315995257023 146:-0.01560569283185902 147:0.4204871711978332 148:-0.2304050361820932 149:0.01851831182363031 150:-0.2766517348038238 151:-0.2686044844696537 152:0.5194887846091076 153:0.3484909365490906 154:0.408476440135597 155:0.3710054048645046 156:-0.2732110468193481 157:-0.5299106377503923 158:-0.1407554929025543 159:0.1093841559114574 160:-0.5473978708572254 161:0.09709001616105192 162:0.4964402022942242 163:0.4536006692927168 164:0.812946764764428 165:-0.1234177032726363 166:0.4727894198394972 167:-0.8577767750154081 168:0.1617003935292814 169:-0.3699268185968847 170:0.1988221242010932 171:0.05742552550221165 172:-0.1263841374160565 173:0.1629012103986306 174:-0.04160385607876755 175:0.05916909521218729 176:-0.00164196052016985 177:0.09399599221019439 178:-0.8235228918795887 179:0.2150003925372891 180:-0.4819305413955063 181:-0.09264947574446131 182:-0.150104057109903 183:-0.5266547937175017 184:0.2102291122213842 185:-0.190249721608972 186:0.1228000239696738 187:-0.8914036402678265 188:-0.1684783870016869 189:-0.2519129816137259 190:-0.5429080765505387 191:-0.2345283454391521 192:0.2230952596748441 193:0.073760343190182 194:0.2180197772692022 195:-0.3176115677334477 196:-0.485309060221756 197:-0.1882275395816674 198:-0.2855154636039235 199:-0.3449495149031149 200:-0.242521466683028
+1 1:-0.08934109655624477 2:0.1120855014788727 3:0.4842615320652749 4:0.2971113430566231 5:-0.5661810794349414 6:-0.8468674324538324 7:0.1716624980267691 8:-0.322728433636412 9:-0.1286225001311963 10:0.0115698011881941 11:0.2327189434013425 12:0.09552526517038804 13:-0.2809187516981148 14:-0.02565967649086746 15:-0.8528738062434554 16:-0.03449940879661582 17:0.1802240930860557 18:0.2242464465581053 19:0.4172269523329183 20:0.03489054083500616 21:-0.6395265766101613 22:0.2789362293610397 23:-0.6682619035847602 24:0.09565767796093862 25:-0.06077848310717672 26:-0.5880648517441585 27:-0.03501427193499212 28:0.03010037907217744 29:0.4054490230628676 30:0.1675861469682234 31:-0.3048704252554491 32:0.435578212777029 33:-0.4194776135005804 34:-0.1017542601057072 35:0.2636137236824802 36:-0.3612235868291674 37:-0.1056102385928494 38:-0.9286019119871858 39:0.1987052331529628 40:-0.1197773696918783 41:-0.2644847304594177 42:0.1652840677176371 43:-0.09547801157685568 44:0.4407113798588471 45:0.05867253264705044 46:0.02961924238386356 47:0.27481924762446 48:0.5451147925305941 49:0.1814683158086931 50:-0.06931429604426448 51:0.273184348534151 52:-0.2304047465294189 53:0.9542448802475501 54:-0.1243138034653159 55:0.2359136361729363 56:-0.01591602765473038 57:0.301721263311279 58:0.2844007420753129 59:-0.1972697039650237 60:0.310630958230969 61:0.7393523773674479 62:-0.09765109047897665 63:0.09022476943946076 64:-0.4424495576817003 65:-0.5728072430079758 66:0.03630418902730093 67:0.02023266696280794 68:0.2319879672011047 69:-0.01903816571368459 70:-0.415513672386397 71:-0.2760440046321484 72:0.2816720912965169 73:-0.5186869975807373 74:0.380045372442283 75:-0.4230231749743998 76:-0.3923254290707739 77:-0.4989030364522189 78:-0.125329366337658 79:-0.4374064502157787 80:-0.3601634053417148 81:0.5608750003956602 82:0.187811741839555 83:-0.2531413808066033 84:0.3363834700252844 85:-0.1928194577838961 86:-0.4472258831331158 87:-0.3943202467658103 88:0.08766734316416484 89:0.2861642504061265 90:0.4471417022259787 91:0.1877260248561865 92:-0.2729654235685515 93:-0.03058781143477469 94:0.5120330843417219 95:0.05869270508682092 96:-0.2746246413362646 97:0.1915138856536877 98:0.3464109952229228 99:0.1158896052143779 100:-0.5096096241978018 101:-0.629901726712374 102:0.3092626436145608 103:0.3534506476314547 104:-0.137499025677963 105:-0.4192840743441909 106:0.5760434732680614 107:-0.2830009192370032 108:0.07327824438530006 109:-0.05260370968519996 110:-0.2382028243677998 111:0.521629337691641 112:-0.3408184782221513 113:0.528175204334857 114:-0.1567521837184997 115:0.0744554773421013 116:0.3725513685942122 117:-0.239774136355681 118:0.2485987370703048 119:-0.4359815731005344 120:0.5499402781484141 121:0.7455572536011353 122:0.2615108656644838 123:-0.4140727499030927 124:-0.2271583641935018 125:0.3892565823142422 126:-0.2987747088279116 127:0.3223459986130682 128:-0.1518651831914872 129:0.9999999999999998 130:0.3412455471184082 131:0.2236045361773276 132:0.02143380602112374 133:-0.1412487941485937 134:0.1134073006988848 135:-0.5445019704617611 136:-0.3870742441940705 137:0.1630443378742483 138:-0.289312889503439 139:-0.1514025285364297 140:-0.229207761223477 141:0.294653807736275 142:-0.6716445938921467 143:-0.2293792464540115 144:0.2550506609704069 145:0.4347083845717428 146:-0.02529947152204584 147:0.1362401644127192 148:0.1635208724458855 149:0.2439228851750106 150:0.5145333190151977 151:0.3122336418393385 152:0.2347063784508218 153:0.01674264922866154 154:-0.8333348221679993 155:0.3137394320221863 156:-0.05460188465453657 157:-0.3600637436550333 158:1 159:0.1719047341160455 160:0.3408089181249216 161:-0.5260279701580817 162:0.2132350885267734 163:0.1646685146234663 164:0.7315964378216475 165:0.5718545735314661 166:0.1592897189698111 167:0.05305099057685331 168:0.03472453940187321 169:-0.7550188912896899 170:-0.09843602671380128 171:0.2861862378697815 172:-0.1682887570716033 173:0.2929179319119173 174:0.09011401056572629 175:-0.08164931741240253 176:0.4971861351061092 177:-0.5867365155447775 178:0.04186689623746159 179:-0.0006843452307652804 180:0.1081152722496974 181:-0.1140927248922747 182:-0.2749998926941901 183:-0.05576876465964994 184:-0.2901282068220719 185:-0.1863383622831822 186:-0.3010620763218748 187:0.5220075998340282 188:-0.08178233763441667 189:-0.5414531419431288 190:0.1736048955582947 191:-0.1819642643761784 192:0.7235477343482071 193:0.2895398798455679 194:0.2756685553069668 195:0.5111112363764481 196:0.9493224923313697 197:0.1289670747487423 198:-0.07241676266210181 199:0.2442933231694992 200:-0.4370794625999043
+1 1:0.4458446363187637 2:-0.4891991686731583 3:0.285128055522921 4:0.8201120714305755 5:-0.02950461068323067 6:0.1069654763749179 7:0.007668505039340523 8:0.4097209672547745 9:0.2688966300922694 10:0.3184450233359831 11:0.1006872747588501 12:0.7823697202450344 13:0.5838289021919846 14:-0.2090371324334297 15:0.9999999999999998 16:-0.1851977497324052 17:-0.5409928341950425 18:-0.09094070570361033 19:0.07628606318935804 20:0.04469450094070725 21:0.4004121529153948 22:-0.2966339807502255 23:0.4972105435785055 24:-0.07819023028947075 25:-0.3434297920179935 26:0.2701266652952555 27:-0.05168223468583812 28:-0.1567223294062276 29:0.03751551922183453 30:-0.475020483795924 31:0.2081830824971251 32:0.03224728074551682 33:-0.480894102354421 34:-0.0708297186338343 35:-0.1842376139626542 36:0.745230856873342 37:0.01692677524787743 38:0.726319347187115 39:-0.2300741932686218 40:-0.2958689073208818 41:-0.2742780785179797 42:-0.1341217839606313 43:0.003488529316729924 44:0.3022487046730068 45:-0.06408818404373166 46:0.2692750511241269 47:0.1603640090871668 48:0.4918155821771856 49:-0.8005030655387165 50:-0.2500443258305748 51:0.1332184776704333 52:-0.1779447184147857 53:0.1545100182721213 54:-0.278527223081345 55:-0.09916412501064636 56:-0.1979087398396852 57:0.06424160208996238 58:0.5194761727089455 59:0.4433608383334071 60:0.3647310587118974 61:0.2302253786983392 62:-0.1509736598238491 63:-0.2313273059578859 64:0.2478341082684232 65:-0.1781571487883519 66:0.3958629460840375 67:-0.1365105730299706 68:0.388219101385546 69:-0.02683232710902951 70:0.02095282020071175 71:-0.2159990112931181 72:0.424027346449908 73:-0.06824762781777693 74:0.07423355017891123 75:-0.1367464501429151 76:0.1511967889341129 77:0.1676019567256833 78:-0.2097458000613784 79:0.2296042690301807 80:0.5751134269940626 81:-0.3361790087892484 82:-0.4398866860554632 83:0.1702217001516089 84:-0.5094230511019633 85:-0.5806490224411684 86:0.2926891512564661 87:0.3245692362646458 88:0.01240157259742465 89:-0.4586034446296058 90:0.1233665273978336 91:-0.173931269891427 92:0.2819169925514338 93:-0.06234416407934329 94:0.1531759312931503 95:-0.1882672130404278 96:-0.1719275614996291 97:-0.2001757408318637 98:0.004204520618607724 99:0.07190156126497195 100:0.1133956530437062 101:0.3141686462844275 102:-0.5048975240631728 103:0.0480645107919673 104:-0.1180838962775168 105:-0.1698983386924304 106:0.1204028552973675 107:-0.1766966016595596 108:-0.3176862997518961 109:0.2944051539495865 110:0.2485123290560586 111:0.1315077827512126 112:-0.3377951799717263 113:0.2059815298148232 114:-0.009477132541978101 115:-0.218528765381882 116:0.2082521216073606 117:0.07186947836802678 118:-0.1388930107708513 119:-0.345916479461326 120:-0.1681221506678751 121:-0.03162791428267167 122:-0.1951870215940092 123:0.05039046845451783 124:-0.1544893135260069 125:-0.229218585219804 126:0.06658884111662082 127:-0.4057150295759833 128:0.1367639412131817 129:0.2899157509898026 130:-0.58730661178314 131:-0.2616665725295425 132:0.1330716289966875 133:0.01187579367867807 134:-0.4287240532325001 135:-0.7700426341637764 136:0.1840763305832363 137:0.419022040517977 138:-0.5863948275762016 139:0.2388862669391923 140:0.01329715413330682 141:0.2248238948323045 142:-0.03129349851899917 143:-0.03378377917156761 144:-0.003579033997593614 145:0.6172772750493255 146:0.0573198959809362 147:1 148:0.2787041735892231 149:0.3017845158801805 150:-0.3529188567171999 151:0.263803050607388 152:-0.01348854701732288 153:-0.3181523911360873 154:0.001907533680458179 155:0.1098554246297389 156:0.140790278671014 157:-0.1141898467488067 158:0.127271382126154 159:-0.4576677422097843 160:-0.1402238321508243 161:-0.2426733949087229 162:0.161136312561897 163:-0.1039215799093895 164:0.2991467968537868 165:-0.03935172395456217 166:0.09136016150517605 167:-0.5049938176744899 168:-0.470978530520603 169:0.3476424920661282 170:-0.4406253204281913 171:0.985709945001717 172:0.03989432430646681 173:0.4016319442833385 174:0.2763810252258337 175:0.4831595636741537 176:-0.03841666617402761 177:-0.2057809746783478 178:-0.471837980506161 179:0.2160052996536788 180:-0.01579319952552669 181:-0.237471969687467 182:-0.3069640189655353 183:0.0539435282911551 184:0.357903302452127 185:0.1023179726510608 186:0.3622643765538439 187:0.2214385097518157 188:0.2814954153601165 189:-0.4124346477875184 190:-0.02701117339620537 191:-0.5632668714666411 192:-0.5160568748882952 193:0.3341963369292599 194:0.2800082248598127 195:-0.1717298564607241 196:0.1013596649511418 197:0.36132967052238 198:-0.2914982840071768 199:-0.01531189576661381 200:-0.1542018094908575
+-1 1:0.1790897757165394 2:-0.1308829259161916 3:0.09940659769735334 4:-0.3926986570095682 5:-0.1936822855479657 6:-0.07581188771391141 7:0.357717263430888 8:-0.4054246316439247 9:0.5010383001950831 10:0.472592999770828 11:-0.2072417294374602 12:0.02549321883578382 13:-0.6120155635410341 14:0.2626691058175752 15:0.1596067561685291 16:-0.3099185395745107 17:-0.266848689274286 18:0.4553936948687792 19:0.4324557880049497 20:0.1525430678653304 21:-0.0223901170750013 22:0.4995398958633139 23:0.3683991540303166 24:-0.1232969729819223 25:-0.5068342942808945 26:-0.2225980864856388 27:-0.09085339284847568 28:0.1510413600768261 29:-0.3390850283594182 30:-0.3967247684345111 31:0.2390787523148858 32:-0.2547011528565589 33:0.2377406605965519 34:-0.2165928773725249 35:0.5332355086306522 36:0.4315351969491478 37:0.3703311782063755 38:-0.2027937072171078 39:0.1884389426514653 40:0.356067361119043 41:-0.1255567210591969 42:0.05405871999583137 43:0.1999530238188768 44:-0.4664352264363597 45:0.2076842267156507 46:-0.1430649674547866 47:-0.05433991990638331 48:-0.1512296537647388 49:-0.2987264436897778 50:-0.2859431617021612 51:0.5441063507108338 52:0.1104587065387745 53:0.1439746662539027 54:0.07602665897152755 55:0.03261927477805861 56:-0.5153232816318358 57:0.3480049212822499 58:-0.1236989489338067 59:0.460519102386877 60:0.02290458677174843 61:-0.2697326343817787 62:-0.1269005702461071 63:0.08800135761275883 64:0.4429315010080975 65:0.0324102522787454 66:0.1480206521866376 67:0.3551250428107847 68:-0.06831327659081426 69:-0.5741497654872563 70:-0.2485238581417668 71:-0.01096664041010672 72:0.4362741625883448 73:-0.1876202917147315 74:0.06754411202369784 75:-1 76:0.008391641786770154 77:0.2028124321275123 78:-0.3102359570157064 79:0.01060301225429454 80:0.04236372631064445 81:-0.2731163488540856 82:-0.04739380335765712 83:-0.208552438617326 84:0.01065631850024364 85:-0.4671345690186408 86:0.1282714035013144 87:0.7785476662622129 88:0.2495301113481026 89:0.0889367096162276 90:0.4510491891039062 91:0.1285037939009998 92:-0.0110347626318348 93:0.1728232611020932 94:-0.02001301972042943 95:-0.415883304743334 96:-0.3637700611248916 97:0.9064363996838795 98:0.3697015145917695 99:-0.02411697521196745 100:-0.1631861039894672 101:0.04454272464151871 102:-0.2549167532878206 103:-0.2981659145022763 104:-0.800347122757976 105:0.0195704705920996 106:0.02442483742801616 107:-0.3841280997657016 108:0.3054742183981298 109:0.6197798786790178 110:-0.08123427351483248 111:0.3169503959808864 112:-0.7540171928778762 113:0.1878235173873156 114:0.7732298933573741 115:-0.3592380507226959 116:0.06125404458088389 117:-0.00571066711453691 118:-0.3476405481320681 119:0.3744080929687147 120:0.6201119256149891 121:0.3048646607535485 122:0.2967710156415098 123:-0.1187825402116459 124:0.1072476694962238 125:0.3073385468493204 126:-0.6977767202784969 127:-0.2676892049222576 128:0.8937544678990322 129:0.02687761541739955 130:-0.05561021166880335 131:0.439822127133824 132:-0.3285230238430661 133:0.1201459949068148 134:-0.1069203056184087 135:0.5978143710494012 136:-0.02671339178121632 137:-0.2808591999500325 138:-0.2461684313236044 139:0.1965519175368391 140:-0.4947881221313553 141:0.02932551907070388 142:0.07493081357864197 143:-0.1125573551859856 144:0.2164899593702332 145:0.2371129187686011 146:-0.1135978562024151 147:-0.6624999109360808 148:-0.3352183410616894 149:-0.3773438677520012 150:0.3813955134692644 151:-0.01829995701581402 152:0.4582401318973589 153:-0.1048963661709626 154:-0.1437033190304867 155:-0.10670680653531 156:0.09028810056003672 157:-0.1951413597621711 158:0.4044653471602846 159:0.24900533057347 160:-0.1125136333230796 161:-0.02248330984120153 162:0.3276082705002566 163:0.09999487915261537 164:0.06365055649360815 165:-0.3062008093642154 166:-0.1799551991387427 167:0.1221007983995102 168:-0.3109771729762521 169:-0.4316077887464976 170:-0.1118136165698767 171:-0.1385690116044159 172:-0.5566986974657364 173:0.02997033438387579 174:0.2955585273282405 175:0.3114377479902565 176:0.3623557252175039 177:-0.8463640360513812 178:-0.6887790350918563 179:-0.4092818231217538 180:0.4328849063548255 181:-0.359306202159443 182:-0.2311882079613801 183:-0.4104268713370934 184:0.04889646001827025 185:0.3943353296665834 186:-0.1484811972370911 187:-0.5684673558070656 188:0.05712767441179072 189:0.4258048731667114 190:-0.367690235357576 191:-0.1766737718168144 192:0.2356639967743001 193:0.2235676702856415 194:0.6773701728435764 195:0.5692907121535034 196:0.006039033234068486 197:0.1789206146801726 198:0.03042436193877371 199:0.0253065072184234 200:-0.3634402442297142
+-1 1:-0.05912666345244643 2:0.3551198617412378 3:-0.5648195938139485 4:0.627023508450443 5:0.07097727692532013 6:-0.04465814779011151 7:-0.02248615556498447 8:-0.1649569416187976 9:0.3184512678895723 10:-0.1575633927256038 11:0.06399893662742766 12:0.671997661615835 13:-0.1875948991892166 14:-0.4177671381769714 15:-0.3982084808223154 16:0.6296333053252308 17:-0.1082496335009624 18:-0.1801456909175147 19:0.1715605549396945 20:0.1560775250369344 21:-0.08599022232309447 22:0.3794926452173646 23:-0.222118275924559 24:0.2387687677188073 25:-0.4627276639949424 26:0.05733774941448658 27:0.2350254193294459 28:-0.1870182310330834 29:-0.3584566770315825 30:0.35376021844019 31:-0.4045428757255262 32:0.06893614197924167 33:-0.02934750186298886 34:-0.01704350292375607 35:-0.2784443565787224 36:-0.4396757597297313 37:-0.2063945178389786 38:-0.0428813522046441 39:0.03134713657817906 40:0.1406645122346043 41:0.08123220498147987 42:-0.3807251388651673 43:-0.1471297384318667 44:0.02907725624554671 45:0.2428443555117697 46:-0.2271746255346056 47:0.1764878381963268 48:-0.1479928871281297 49:0.3964150076875081 50:0.3308455241282879 51:-0.1901025262046311 52:-0.375823892616378 53:0.4179788322907079 54:0.3372738568003152 55:-0.4183769379098729 56:0.1957247994271751 57:0.1125764609228699 58:-0.1975954362083648 59:-0.1907392395242976 60:0.02026544544079045 61:-0.2284361825011051 62:-0.2504396195953783 63:0.2239673346003832 64:-0.6573544887812051 65:-0.3440918947272218 66:-0.137200442453103 67:-0.01288489427049284 68:0.0774954622307754 69:-0.8711570054317216 70:0.3269555818339054 71:-0.1435509410547619 72:-0.5163706942046113 73:0.464087943743955 74:0.07394966654832841 75:0.02898300195714525 76:0.2580706614540443 77:-0.6371831081497847 78:0.1682771628284593 79:-0.2033678706078634 80:-0.1613143557752751 81:0.3572162510097426 82:0.287479289468796 83:-0.2487340209845036 84:-0.7227824263875758 85:-0.04046489364553424 86:-0.5136919802941046 87:-0.3133656258557061 88:0.01183825435589914 89:-0.6165584899950833 90:-0.1676005166780589 91:0.0497174695773006 92:0.3173543575772121 93:0.001392859308576581 94:0.3370099349088325 95:0.3308040341778272 96:-0.6918108970017576 97:0.3142910896679986 98:0.2931671406466114 99:0.7230820861220667 100:-0.2141833473525949 101:0.03613089884234462 102:-0.2035265100571873 103:-0.06094992365863613 104:0.05756135268639267 105:-0.5275134632496824 106:0.4333285456166282 107:-0.2595964247197095 108:0.6269854588473405 109:0.3625873842681298 110:0.1782052729693515 111:0.1682212983376617 112:-0.1464966778996851 113:-0.2097262125695951 114:0.07245476628650671 115:-0.06830109070207327 116:-0.0760390042038869 117:0.1703627671942959 118:-0.2512516669585995 119:-0.1561693851588373 120:-0.3634589029243294 121:-0.2188816170947771 122:-0.4509566043920421 123:0.04162700600743618 124:-0.3388791339045014 125:0.4108897593466621 126:0.01213713659622269 127:-0.03488805416130672 128:-0.1320028390618981 129:-0.0006830499475521945 130:-0.2519398565428055 131:0.4092904772513506 132:0.3344157966867845 133:-0.3462497136967878 134:-0.08263753058781803 135:0.1659181996566501 136:0.3375770442908771 137:0.2451194723167881 138:0.7604845355048574 139:-0.2233506645761096 140:0.09238646938034499 141:0.7000934617849071 142:-0.3389830010948809 143:-0.1348689519837805 144:-0.3024554819416125 145:0.3886512509601677 146:0.08954956888001256 147:0.2175932660351243 148:-0.02196105954746155 149:0.0679047826677826 150:0.03176169516193042 151:0.2398976762640771 152:0.6744076886427598 153:-0.2031983798227365 154:-0.333905654139511 155:-0.3011503374510227 156:0.08810624831074493 157:-0.2856351051393257 158:0.4705893780776331 159:-0.2753810491032851 160:-0.1311808014843631 161:-0.129704967437919 162:0.1336425081988152 163:0.2288148352032977 164:0.08619876509597688 165:-0.4246954617272956 166:0.3559335461889639 167:-0.2948607033555189 168:-0.08453577155986827 169:0.2878524119416624 170:-0.2238138738875333 171:-0.3287733307720447 172:0.03135552455493383 173:-0.4052116940819473 174:0.2220392858658948 175:0.539805404473946 176:0.4644831901070854 177:-0.0933351179219743 178:-0.4060525873422222 179:-0.2893679534728917 180:-0.272484220852548 181:-0.006165863149203588 182:0.05373051738392429 183:-0.07852911600190571 184:0.1293977274517772 185:-0.0972246826607449 186:0.4559907032749991 187:0.514942687559057 188:-0.5190237789022586 189:0.2175153459588046 190:0.0007307822129299507 191:-0.1750963803048345 192:0.4223639061355036 193:0.6954830624314394 194:-0.1467575980466715 195:-0.252354899750482 196:0.3474339195605502 197:0.2111772783331613 198:0.07391552776754211 199:0.1722763514449632 200:-0.5628483583060431
+1 1:0.08560144711328296 2:-0.196154492714402 3:-0.4312551597099132 4:-0.00500715025429121 5:0.3462589231123714 6:0.2178549392807192 7:-0.4328761859309877 8:-0.3896880569816378 9:-0.1023182245432697 10:0.01768594552927029 11:-0.3116263892914632 12:-0.1769069117941142 13:-0.09892605902876624 14:-0.1260809316920141 15:0.04608842561538784 16:-0.8567394944839714 17:-0.1980137790635428 18:-0.1986244678528673 19:0.1455750240059148 20:-0.1762185915114509 21:0.2976152033836116 22:-0.1467118951183284 23:-0.4181181521215079 24:-0.009466263732035074 25:-0.008874164757599716 26:-0.1167818348534676 27:-0.2027002616978468 28:0.2368270716321036 29:0.4161827102088604 30:0.0136268185251804 31:-0.4643738917113742 32:0.1885719745143943 33:-0.5191431449290822 34:0.429523116902812 35:0.2626564164147176 36:0.09859087343041452 37:-0.1862999282145042 38:-0.5525096126537469 39:0.5746236375136107 40:-0.0151187820215137 41:-0.216622736657819 42:0.5375508593574311 43:0.2739474773582297 44:-0.1888409957922966 45:-0.4354688787124802 46:-0.1697082679944056 47:-0.6151487240633606 48:0.3662616490909575 49:0.4281365248397279 50:0.5394885696429375 51:0.09710275650529465 52:-0.2460870055595724 53:0.2097090278741713 54:0.4091977086804945 55:-0.6227310401289053 56:-0.03344838232539891 57:0.1157806792695543 58:0.09646603616507485 59:0.4734572380498163 60:-0.1245271954013874 61:-0.1253329111580528 62:0.01511043369982973 63:-0.06932436897108252 64:0.3542873276498359 65:0.166187363841199 66:0.0136709207349647 67:0.6053071757601762 68:-0.554051337891625 69:0.2360817045522755 70:-0.6815586540738089 71:-0.2376517353880474 72:-0.2158885646457583 73:0.1324644116218238 74:0.2629839845546961 75:0.5175810021058694 76:-0.4843908800572017 77:-0.08549324826122298 78:0.02089199214640959 79:-0.05402029027840066 80:0.1162273904763124 81:0.4014396065421513 82:0.3636560741693243 83:0.2261654009861337 84:-0.0083817249470804 85:-0.09976663387574579 86:-0.5296739386672256 87:0.1289821705662732 88:0.4012552286403817 89:-0.09700590996873085 90:-0.3569026096601721 91:0.2001348591824817 92:0.6178353743718979 93:0.1454137326211299 94:-0.6318920289968539 95:-0.8369958679840738 96:-0.2456108985069997 97:0.09828508899949642 98:0.486616046568823 99:-0.4354012485256312 100:0.06551972165637776 101:0.04600665693677199 102:0.2940871330985879 103:-0.07145595482369282 104:0.1437298891243647 105:0.2294604610577817 106:-0.203581984966018 107:-0.2021217854107017 108:0.299814036587264 109:0.917677241578346 110:-0.1267619435391935 111:-0.0275434837820636 112:-0.2376959142721549 113:-0.09212054085557052 114:0.2980559632932242 115:-0.02692328819542235 116:-0.08306632087464347 117:0.0853893189348791 118:-1 119:0.3004681260970902 120:0.1776903573589962 121:0.3985847558069838 122:-0.09240370347783378 123:0.09859616864307462 124:0.6050471308928328 125:0.4824749834008561 126:0.2814359510115853 127:0.04989910732833922 128:-0.4430454633330614 129:0.02968944531497712 130:0.1390676428838415 131:0.1153142228592896 132:-0.7795716609963799 133:0.01030969103721564 134:-0.3019565162602694 135:0.3438757673575404 136:-0.2510215411840379 137:-0.5411336251128267 138:-0.04093605464311041 139:0.06435981119842257 140:0.1302066903153695 141:-0.09098629976110906 142:0.3422809466481341 143:0.1384316550569867 144:0.315171181451341 145:-0.1846515724875858 146:0.3222077599539946 147:-0.250270535963428 148:-0.04011936968121235 149:-0.4083506936973789 150:0.6926421593793382 151:0.3844613146511759 152:-0.3189596397911647 153:-0.1831211312544486 154:0.05519106302607193 155:0.4677311079055181 156:0.3840970984541944 157:0.3315561443816499 158:0.005265266579210871 159:0.05011412755166241 160:0.03531545568759153 161:-0.1617861476350815 162:0.3067017026512409 163:-0.2162121399989234 164:-0.2406526432161555 165:-0.01853842034434184 166:-0.1847492551107178 167:-0.1481419031003414 168:-0.1310510966973751 169:0.1829423811615475 170:0.5140257453025453 171:0.09398738976909127 172:0.4471853639912697 173:-0.1249035859301772 174:0.141261288049183 175:0.3780264722548039 176:0.1892905132018993 177:0.006311499086973954 178:-0.572750682696775 179:-0.1260144942902708 180:0.4281224126688348 181:0.04344597088800331 182:-0.3830813657494794 183:-0.386778899335627 184:-0.5040490781194038 185:0.1070258914068432 186:0.01211433781725071 187:-0.1694274611567302 188:-0.09421587397876122 189:-0.1801053447323759 190:0.1595895415963441 191:1 192:0.7926840309040737 193:0.1146500484494857 194:0.1961998204316844 195:0.4385728828761053 196:0.1453287405216105 197:0.7180653423658949 198:0.4108323115729257 199:0.3789422848257312 200:-0.7300945251681581
+-1 1:0.2811475714527634 2:-0.09902843447836943 3:0.4891537528048452 4:0.191037422111222 5:-0.230624281724883 6:0.224844363508742 7:-0.4352173882267639 8:-0.9227132093046476 9:-0.2495398485236578 10:0.1078880177149591 11:-0.3961737781407637 12:0.2287823617713745 13:-0.3888068373165977 14:-0.4363445872460123 15:0.7882108298424653 16:-0.4747995988248218 17:0.4198922856518131 18:-0.38366640193604 19:0.951218138969118 20:0.5415954274167729 21:0.337625061874755 22:-0.3561936414132236 23:0.08676255392857055 24:0.5451324321170262 25:0.2085368019503994 26:-0.1796358385182077 27:0.4691655134425103 28:0.1352821080914029 29:-0.2659291856450469 30:-0.1829081857965316 31:-0.1909901120685803 32:-0.2148876042594947 33:-0.3407974304563778 34:-0.1495527252709457 35:0.06610418132913411 36:0.07283999456397572 37:-0.3657915718520998 38:-0.3535413243677486 39:-0.479553912043631 40:0.3749800530945756 41:0.5901340440036178 42:-0.5246153011378494 43:0.03826920517986442 44:-0.09386566467253001 45:0.6430232263660501 46:0.4167994032069458 47:0.5269470034492394 48:-0.07480753452085342 49:0.3044597973910653 50:-0.3644220684722714 51:0.3528068142815696 52:-0.05907739915381145 53:0.3797844223661647 54:-0.3026313540036896 55:-0.2844546573186707 56:-0.009085653958198849 57:0.9379534274689464 58:0.303771115178603 59:0.3538946639899431 60:-0.2528812010481021 61:0.2354854978215592 62:0.6719368816709775 63:0.04886866619676665 64:0.3364906859853912 65:-0.1842917732041265 66:-0.596876810203615 67:0.3859772929779933 68:0.1810155431322183 69:-0.1916001377850765 70:-0.6732668468569982 71:-0.7360489453295304 72:-0.1621156202754136 73:-0.899703391096346 74:0.03556412708810885 75:0.1300785209002874 76:-0.01733557448967239 77:-0.301574350230226 78:0.4366069888786024 79:-0.4046800705580195 80:-0.1296226177908088 81:0.05867917829519052 82:0.3891305291912305 83:0.4590859815377543 84:-0.2349157335803173 85:-0.3530786862173072 86:0.03294113621523206 87:-0.1513770245733722 88:0.340259305829776 89:0.03494194679998922 90:-0.1605799618829207 91:0.1254047119213561 92:-0.2609696416764272 93:-0.3250401476178592 94:0.3500279723282547 95:-0.1704912797824452 96:0.07869198980410588 97:0.2227345934613872 98:0.3520114738770221 99:0.18672907514751 100:0.1448873558293385 101:-0.2292469828854263 102:-0.2166928698154942 103:-0.3733304672666088 104:0.4466365867828545 105:0.1242033936172732 106:0.3894182569184503 107:0.08542299342482718 108:-0.01938030666325001 109:0.313219070616835 110:0.1210831600366957 111:0.05475882702037715 112:0.07295303360691294 113:-0.03144153041750596 114:0.2227682502759142 115:0.04772336770799136 116:0.5187561636018738 117:0.2374607755762227 118:0.1841663606151622 119:-0.06159713737757146 120:0.1920248189368268 121:-0.3880328068657011 122:0.02476869508231909 123:0.6446627212105012 124:-0.3910288861832492 125:0.7721493343056549 126:-0.4466470975803988 127:0.01168562552155385 128:0.2168956850944938 129:-0.2140606675501231 130:-0.1300463337895477 131:-0.3330610437804911 132:-0.02917495360898033 133:0.2542794316587526 134:-0.1574507985884369 135:-0.6310981909965535 136:0.261206594883036 137:0.07367098745158747 138:-0.2481887011416256 139:-0.1819420982015246 140:0.03982765287940866 141:0.3289236438264722 142:-0.1102351375031136 143:-0.1180452615709168 144:0.3681214672354106 145:-0.2204303836166567 146:0.1129472474813099 147:-0.6143882595052386 148:0.2057819886226183 149:-0.3297460526479144 150:0.3499306713534586 151:0.4411272718563689 152:-0.3412821343786052 153:0.03972622861132553 154:-0.2692427637305996 155:0.1746624674506042 156:-0.2405985594626806 157:0.2417801445888252 158:0.3252535764997564 159:-0.1318712117823396 160:-0.182043932956705 161:-0.2341377764408577 162:-0.5356515059618554 163:-0.1046673161451474 164:0.2324055166492284 165:0.1393876616641515 166:0.2223901987984888 167:-0.1979553785597514 168:-0.2026846993110353 169:0.3023477371402746 170:-0.01191746413585696 171:-0.2897420800007562 172:-0.241911370039264 173:0.7417301371553883 174:0.636618289386865 175:-0.2044241388690369 176:0.755993781059991 177:-0.2232862682945108 178:0.4723307806413568 179:0.7244853156892388 180:0.5526563559109846 181:-0.4564461611942299 182:0.3619980561866506 183:0.1354564899959336 184:0.1604248343111798 185:0.5976903507053829 186:-0.3460379348037233 187:0.06568491413576226 188:-0.698240455664167 189:-0.2735753579043432 190:-0.01463288043010732 191:0.1747611435487778 192:-0.3234985172236634 193:-0.1564718174202826 194:-0.1577125517250674 195:0.07903399081783677 196:0.02714595753853161 197:-0.1893138854601627 198:0.5640343515231244 199:0.05472674630878072 200:-0.1715277939969897
+-1 1:0.2753532196873879 2:-0.2960247233960986 3:-0.3890087929134405 4:-0.7926151566834699 5:-0.5455035548114464 6:-0.2309569329289042 7:-0.6340697085284153 8:0.1069921912167809 9:-0.05448286887326542 10:0.2078285823989768 11:-0.06474598884096662 12:0.3045642112562438 13:-0.4012842568046869 14:0.4637870073690379 15:0.0400507885378102 16:-0.03040189348865487 17:-0.1183300008720426 18:0.408106894894386 19:-0.534579306250796 20:-0.1875800638134372 21:-0.2273816573619354 22:-0.3886517306551924 23:0.1045444307448505 24:0.02914387073934215 25:0.5424447389380971 26:0.08424439921019419 27:0.004769900938852378 28:0.3003357460783368 29:0.192798405927921 30:-0.2279931407183995 31:-0.3991789772143093 32:-0.01686528056247019 33:0.2804624314729386 34:0.3572049575080603 35:0.5714251990580759 36:-0.002230120977979394 37:0.2647728538457279 38:0.9999999999999999 39:0.5653369497822798 40:0.4475882246800169 41:-0.2303874699451962 42:-0.1029114379895092 43:0.1976219638415639 44:-0.1611083299277602 45:-0.2117081563606997 46:0.2376166709613772 47:0.06043605274447136 48:-0.3788469550596238 49:-0.3830167529512659 50:-0.3294103099848365 51:-0.05808892183162801 52:-0.09894993629610119 53:0.2783273305198677 54:0.3565202288528127 55:-0.7518731522075353 56:0.3013017501485248 57:0.3202159112492442 58:-0.3447882279011225 59:0.1096937819146326 60:-0.2847055849919699 61:-0.4687083362179201 62:-0.572506883587648 63:-0.1426597046856136 64:0.2239250247403177 65:-0.02140243840512654 66:-0.1487524050024172 67:-0.205511004170806 68:-0.326921692733983 69:-0.04262669483757597 70:-0.01751586254360193 71:-0.1990740332888206 72:0.8156486450644138 73:0.5290584386054329 74:0.00521990024093387 75:-0.1628654299210244 76:-0.6026536639109707 77:0.2154383540864158 78:0.1309594493787456 79:-0.2128750969158698 80:-0.573010667394197 81:0.2794391665503368 82:0.006595817781583357 83:-0.1258605945919535 84:0.0193415315585648 85:-0.4216020830665322 86:0.7211555610011622 87:0.7997612596507228 88:0.4498209053426619 89:-0.4592152520061968 90:0.08863203079474277 91:-0.2353382697206062 92:0.1637202936022429 93:-0.2879413272737116 94:-0.2686076834202982 95:-0.207190023411787 96:-0.1745959013265024 97:0.7766858625010589 98:-0.0680666533417903 99:0.2278910241734338 100:0.3990940189474442 101:0.5781574131287427 102:-0.1345898537831111 103:-0.05154937119212646 104:0.6616070293702991 105:0.3650254365562806 106:0.08676370968661222 107:-0.1982837180095605 108:0.1964364837096124 109:0.05316546360502639 110:-0.1087942668365985 111:0.1488166353204263 112:0.09880395728523417 113:-0.2538426105766517 114:-0.01387652674047566 115:0.3239004016287596 116:0.1104897295648787 117:-0.3891199757624388 118:-0.3248359045963929 119:0.241002158605531 120:0.1292449980029581 121:-0.3069511573744427 122:0.01406387028941401 123:0.3101975307302945 124:0.3534042977332615 125:-0.2495954326089809 126:-0.09610535477835733 127:0.41700522154683 128:-0.03996454917880363 129:0.04220779338029915 130:-0.1523804260390649 131:-0.3145082021636176 132:0.5524659304940506 133:0.3337612492629467 134:-0.4078003762287642 135:0.01062195795131238 136:-0.4331967659136098 137:-0.0734102817125409 138:-0.6390680798667231 139:0.4542834940028273 140:-0.5538549885578294 141:0.1790568766825474 142:-0.4174988720501077 143:-0.02375316648160283 144:0.3277176378895945 145:-0.1263364548692725 146:-0.2229042956530946 147:0.3869969011635958 148:-0.1559459147115681 149:0.5499794850444025 150:-0.2609262163342586 151:0.3063123245620812 152:-0.1210930462141666 153:-0.07224103872163075 154:-0.6541441977207324 155:-0.1021642931461246 156:0.3760895952417013 157:0.4255379968340862 158:0.1522051025338693 159:0.5240844888065476 160:-0.1098074647818532 161:0.0249474505180502 162:-0.1764450815747447 163:-0.0003706421192162801 164:0.4951422205339967 165:-0.4622294396891669 166:-0.5221691375024557 167:-0.2803650650839546 168:-0.1034444050466101 169:-0.4920288537681001 170:-0.1335273524182818 171:0.2180989802959611 172:-0.08449605559204448 173:-0.02154501536966335 174:-0.2244896566877504 175:-0.004226966624446243 176:0.3257563222485694 177:0.1346826696502659 178:-0.4809628684333487 179:0.03231321914864955 180:0.6115193640618095 181:-0.2597213091231748 182:-0.3794346020670701 183:-1 184:-0.2873271192651107 185:0.08835117701528439 186:-0.04690691741690831 187:0.1431231964727146 188:0.3295953681029243 189:-0.00514561461646254 190:-0.00907612416698271 191:0.2039358488011984 192:0.8912343205137818 193:0.2593891471798688 194:-0.2347345334321818 195:0.08640451571480423 196:0.1791712076819598 197:0.1278772625806151 198:0.2541294269404142 199:0.2075804770692123 200:-0.05196013835932733
+-1 1:-0.5298275925403064 2:0.2122145146236913 3:0.1358650439172636 4:0.2360722470258132 5:-0.2373743529657189 6:0.4590103309387397 7:0.3190532673449176 8:-0.2357989637056317 9:-0.209501340119538 10:0.477988860989536 11:-0.01343027270056323 12:0.6656805305781998 13:-0.2410086793596969 14:-0.2761076690812659 15:0.1492988480243047 16:0.1290849443241977 17:-0.1941694650514734 18:-0.5107663351632262 19:0.5259682137427326 20:0.5402562243534943 21:0.4406285302867419 22:-0.1233639049009623 23:-0.08463917689481107 24:-0.3608040937617918 25:-0.1207670597587038 26:0.009619810866829642 27:0.1319740017061579 28:0.4038163646283918 29:-0.06712409166152429 30:0.009252782181505673 31:-0.640231517106192 32:0.03837393198111091 33:-0.3997977218112276 34:0.1298469142726835 35:-0.265816519690022 36:0.1417540296402969 37:-0.09126420264423424 38:-0.8345865564691036 39:0.2457322869653985 40:-0.04969871604404613 41:0.129722139942412 42:-0.3346083368527087 43:0.1873014930839728 44:0.08487439114182813 45:0.7704726323716974 46:0.567322633741204 47:-0.2279875117763932 48:0.2105720080685293 49:-0.1581085037434571 50:0.1187509146693029 51:0.1761865184095261 52:-0.06372756410593827 53:0.273687366602053 54:-0.2120980798424742 55:0.2377059786976726 56:0.2551162373363746 57:0.6053790706701867 58:0.5908841591418568 59:0.4407092030950182 60:0.2410889007454023 61:-0.1776248415207425 62:-0.4710772950304052 63:0.02299981255944545 64:-0.4641308451304041 65:-0.05771148440709095 66:-0.1599674409007404 67:0.06684707072248951 68:-0.0792575485592075 69:-0.4831777480630621 70:-0.2634236522678471 71:-0.08367874670675866 72:0.4777880869591974 73:0.4737273200341588 74:0.1321445967264916 75:0.2371041770439068 76:0.04411694708789637 77:0.2437217815514404 78:-0.4845895675045179 79:0.6049747546332409 80:-0.2272370256068674 81:0.2214902595698894 82:-0.2727490834530956 83:-0.2160728122187721 84:-0.7170125741267058 85:0.3762356408781783 86:0.2446888338125331 87:0.02408121486402268 88:0.8978641645826702 89:0.0501801937642285 90:-0.4785241764943896 91:-0.08234600845062157 92:0.3105031156443919 93:0.1783911108837539 94:0.2994806803733382 95:0.4157689693003936 96:0.2659209786880498 97:0.005410794327874696 98:-0.6934072137898765 99:-0.3709373407319136 100:-0.1886913837559336 101:-0.5243064056203363 102:0.01738805475794251 103:0.2056069562273119 104:0.2709175525538635 105:-0.01438803870137974 106:-0.3696863071902594 107:-0.3294786692153052 108:-0.3859436257742209 109:0.06336090624875601 110:0.06710735804023704 111:0.1087438281350347 112:-0.0159907465644257 113:0.4283010270679735 114:0.1493931214160071 115:-0.4458745251048035 116:-0.1481956491017248 117:-0.6814798518486244 118:0.02408622006491093 119:0.241540368239406 120:0.1700521517422177 121:0.4421905212019109 122:0.1638524071950646 123:0.4536273757790463 124:0.2727254432548443 125:-0.1954013312170913 126:0.3426134411301162 127:-0.01711678441082454 128:0.3929402864327987 129:0.2199085627381359 130:0.1573827757503852 131:-0.8640968725488023 132:-0.4389295231459178 133:-0.4368202674845811 134:0.4805154331358618 135:-0.344876931187321 136:-0.3968809930066989 137:-0.216634702691519 138:0.06783335699972677 139:-0.7045697867964166 140:-0.5757400436819337 141:0.1712763633261379 142:-0.1692007046230908 143:0.04010284593052721 144:-0.09343632270649657 145:0.5681827949067815 146:-0.06685248615915557 147:-0.125059247117451 148:-0.3656007737900563 149:-0.8198698891081047 150:0.2284424323666709 151:-0.2439197760231425 152:0.2442563773086363 153:0.6187893457118333 154:-0.5678098904434095 155:-0.08549271385904605 156:-0.352849917074544 157:-0.1047379140372558 158:-0.2723493996641301 159:-0.1235312160811599 160:-0.3895844169042098 161:-0.1542581913653987 162:0.4491486946038289 163:0.476117764832226 164:0.4989247188956099 165:0.04427487324066977 166:0.3629124635270704 167:-0.2233778387535892 168:-0.06722394463603421 169:-0.3013830032356743 170:-0.3329887555279106 171:-0.3156134329106512 172:0.2772195444342014 173:-0.4469298886826335 174:-0.3603817885317046 175:0.1124264985471773 176:0.2893871262861306 177:0.3345563773361399 178:-0.9796738656482619 179:-0.1305256378352743 180:0.4155574006370805 181:-0.1215751502881963 182:-0.1155719500053201 183:-0.04396274888124035 184:0.2664252739948429 185:0.1618845154689096 186:-0.2265028543795906 187:0.2712349437454742 188:-0.214090411312359 189:-0.9548380521122396 190:-0.516472143606489 191:0.2517246359593174 192:0.3410484736638222 193:0.02829385409532591 194:0.3710121122067839 195:-0.1146716202182718 196:0.4469238000545549 197:-0.8016577933970692 198:0.3473639206603517 199:0.1104635423640577 200:-0.1562777709143801
+-1 1:-0.5550396687377962 2:0.5361762358787613 3:-0.06008991667927619 4:-0.1309452457262326 5:-0.1793716626971999 6:0.01258414345222324 7:-0.421717856000752 8:-0.5099150085159793 9:0.3326081171692724 10:-0.8586915741187277 11:-0.5315669411468461 12:0.5973223646221253 13:0.1597212950915709 14:-0.1188587285992171 15:-0.448273625087133 16:0.228568180006358 17:-0.1943732913870895 18:0.2227474536326214 19:-0.1591346020732033 20:-0.1620033808553795 21:0.2761068342831668 22:0.2689102068516202 23:-0.1284756770871753 24:-0.5134270528501683 25:0.07884151435897178 26:-0.5171042864856759 27:0.00871143012894731 28:-0.5187427797199445 29:-0.09138237775052632 30:-0.02423063313839249 31:0.3426070253870737 32:0.2260083823080959 33:0.313678383951252 34:0.06399857375387322 35:-0.343883713193729 36:0.4477726627471006 37:0.06405412904369473 38:-0.2161229737341057 39:-0.5015981427449604 40:0.0330771029807309 41:-0.2402969080880796 42:-0.3877390042568876 43:-0.2996496312791595 44:-0.1429164275436423 45:0.8725632904698428 46:0.8120403748889472 47:-0.7211913560824453 48:-0.1780738166756776 49:-0.2556919525207767 50:0.811571231235915 51:0.3918527500444823 52:-0.003646706877011491 53:0.3296550539058926 54:-0.3195683678534659 55:0.5502127895376513 56:0.0978905881549198 57:0.1295870007309001 58:0.005116131524932832 59:0.05580043486008893 60:-0.1820410321556693 61:-0.3913769518907716 62:-0.1209466406794794 63:-0.1968515072327744 64:0.3239432946159876 65:-0.1981534924710448 66:-0.09411607874607528 67:0.1058548205643214 68:0.1316897186277096 69:0.03594505082455966 70:-0.1426475264922434 71:0.4421505172211037 72:-0.111974159652584 73:-0.8231360094035275 74:0.2314863886972143 75:-0.7120266716460544 76:0.2645693401521246 77:0.0716387031834432 78:-0.4185838528978461 79:-0.4266409916548437 80:0.2845761495218004 81:-0.3263018760988699 82:-0.6016482006688922 83:-0.06594010508379348 84:0.05695919682423685 85:-0.5378698129735706 86:-0.4476504297573969 87:0.1003919827279 88:0.4510793016256978 89:-0.1521918310530916 90:-0.3107527949402138 91:0.3599439392821315 92:0.3979513841011687 93:-0.2100116423073552 94:-0.03643766801233458 95:-0.439504513802816 96:0.1687998639580061 97:-0.4187506032669692 98:0.03139656715661769 99:-0.4395253261671048 100:0.4284278807995845 101:-0.7299187214987631 102:-0.3405531214881053 103:-0.172251781301152 104:-1 105:0.3630815424899393 106:0.03540844269991304 107:-0.2547549842309368 108:-0.08172341350442368 109:-0.1412559208011532 110:0.1050710577460607 111:-0.3148468899246506 112:-0.08990981070991214 113:-0.5084813862324191 114:-0.1777338323108951 115:-0.1616821744470127 116:0.1134935370046027 117:0.2841137648465456 118:-0.1573646867716133 119:-0.09789157528453023 120:0.1214588677165838 121:-0.05396921607877506 122:-0.2155044728253018 123:0.1949426998602536 124:0.07331867423869944 125:-0.2344325651361533 126:-0.06397749779412282 127:-0.06648724178600343 128:0.4043343006940082 129:-0.1520455262120428 130:-0.3612840613588423 131:-0.03213369269913663 132:-0.7543442078524628 133:-0.2648745150873709 134:0.0592699304977822 135:-0.2093550260444676 136:-0.1189444601625352 137:0.414390173163797 138:0.1612177361903984 139:-0.31420773626712 140:0.2912429713318752 141:-0.4055316528957372 142:-0.4672504114896838 143:-0.4970183153604322 144:0.6520628024834724 145:-0.07475290816582038 146:0.1643044478634296 147:0.3537759231525389 148:0.2825095253633126 149:-0.1865851658436268 150:0.4459209982118293 151:-0.0103772578736159 152:-0.03134207340922127 153:0.09599362696855682 154:-0.2646511783220484 155:0.280914038568103 156:0.2072960888824075 157:-0.2672147870847748 158:-0.1668969886578359 159:-0.03908747320131167 160:0.06676616587544289 161:0.0986712068350695 162:0.1516104091452944 163:-0.1027916904351632 164:0.3153283911519644 165:-0.1120131585262043 166:-0.1731920755246091 167:0.3258833046483079 168:-0.231103919819485 169:-0.08705231908489487 170:-0.1701376832004623 171:0.5084395004542295 172:-0.1521126507624478 173:-0.08792443815079234 174:0.3303673924405218 175:0.03067497558177189 176:-0.2547077521396404 177:-0.1760450575371474 178:-0.1643621229265593 179:-0.1096509527154917 180:0.06037823362075286 181:-0.3449532431841843 182:-0.4220257085428307 183:-0.420618306402503 184:-0.4234423832544448 185:-0.4437956344559693 186:-0.2620107832881654 187:0.3424145325184874 188:0.05611728832694202 189:-0.3524139889390769 190:0.3466728701315925 191:0.1714631020357403 192:0.3707481682264359 193:0.4042441890743577 194:0.5120839669745768 195:-0.2195808077706092 196:0.2435793570846586 197:-0.2188081778679635 198:0.3349941798209505 199:0.1963704793393383 200:-0.4364677506373611
+1 1:0.01258729368545591 2:-0.4193173081370752 3:0.103862544551848 4:0.2635616132166949 5:0.4681661885776793 6:0.06659779609748062 7:0.1863901990411514 8:0.3794527247186137 9:-0.2929549810559409 10:0.4926447092184678 11:-0.3444033394794133 12:0.4219815469201231 13:0.240583111330736 14:-0.6069728813802711 15:-0.06644296530607426 16:0.122627754314653 17:0.2589552394233793 18:-0.6281081299925004 19:0.2219769204227234 20:-0.09119078406768039 21:0.8956730060162531 22:0.08092023174948444 23:-0.1749233254409108 24:-0.2157861774521806 25:-0.3185565011724608 26:-0.06816999300574718 27:0.03589176517899761 28:0.3713020849107836 29:0.03475299272250556 30:-0.1136116312075337 31:-0.2306438534975904 32:0.3348289215204581 33:-0.5852794364838764 34:-0.2402419369425243 35:-0.1622272043841659 36:-0.5135599662757202 37:-0.4240677395663712 38:-0.2475740115936076 39:0.0842283252346597 40:0.3251591093434343 41:0.02839667106076002 42:0.5479093305991158 43:-0.005558155733553859 44:-0.2496455295938992 45:0.1995455930554941 46:0.96353833464845 47:-0.1744983904019601 48:0.03433618440346015 49:-0.1387563679621861 50:-0.1027400870571336 51:0.06315346548161234 52:-0.1787635416014681 53:0.4598916039436357 54:0.2191824686779102 55:-0.4512089975097878 56:0.009972794008046477 57:-0.4273177895838195 58:0.1905046850685718 59:0.5362192161530477 60:0.2495084595241144 61:-0.4767176621498044 62:-0.4409618646489038 63:-0.3555661407440507 64:-0.4887553576801039 65:0.1564939255256658 66:-0.1103650313132423 67:0.1582809667184414 68:0.07761611276467327 69:-0.1637229633650269 70:-0.4016455238376911 71:-0.1114497467975302 72:-0.1209425302383213 73:0.5934700981222568 74:0.3842579546728557 75:0.5174587873003913 76:-0.2163588274093153 77:-0.2515609060863608 78:-0.199897167269529 79:0.06664778931345691 80:-0.2599722580535186 81:-0.09539275965588204 82:-0.8338015136330046 83:-0.05944690101579148 84:0.03716531524817661 85:-0.09751292583319375 86:-0.3122693817363482 87:-0.3905350283120832 88:0.1659215905479273 89:-0.08375280716630676 90:0.08033753224026732 91:0.1371664278268825 92:-0.02597072880843548 93:-0.570072866544256 94:-0.315671971026273 95:-0.2012272998653485 96:-0.04587962353737202 97:0.7169958632359399 98:0.04752827225189865 99:-0.5510726877676358 100:0.3291920253692331 101:0.3539753306983232 102:0.2370808596980473 103:-0.002074243981105506 104:-0.01065284223586406 105:0.2530453554280261 106:0.09751873592414789 107:-0.4022071775855788 108:0.4049881701666419 109:-0.6650268075619246 110:0.4244452191161119 111:-0.1458886415064082 112:0.7185720358337618 113:-0.1904706921921952 114:-0.1386671332465455 115:0.2964097744028634 116:-0.1329955225030832 117:0.5395824280184418 118:-0.222581794189306 119:-0.1903014476772258 120:-0.1004983983145534 121:0.6637234802271679 122:0.3269366014061026 123:-0.582550108846885 124:-0.1086766798386783 125:-0.4172244357213062 126:-0.4038825394333716 127:-0.01070458367918942 128:0.09054135850977212 129:-0.09056007022661917 130:0.06681634573174366 131:-0.392305858248698 132:0.1595391387198991 133:-0.1876011653842223 134:-0.08623390661000926 135:-0.08932541619714558 136:0.02971256559831507 137:-0.4586127424306642 138:-0.3038440568700999 139:-0.2543075629117546 140:-0.3525163716254124 141:-0.2058924169291556 142:0.1338954782888379 143:-0.02671366228484853 144:0.6423696033443016 145:-0.4066024323614629 146:0.2792628313843367 147:0.09066728484748438 148:0.4631293927747634 149:-0.4701431830504764 150:-0.273055660759601 151:0.6105725013499035 152:0.3701855387274641 153:0.1028764100745333 154:-0.01182133497076519 155:0.2513841862713901 156:0.3481780243294279 157:-0.5384285216865379 158:-0.2286961270265696 159:-0.1805198465167266 160:-0.04468292203988569 161:-0.6978314124298812 162:0.2619583243062204 163:-0.3061911627552151 164:0.7350649523006836 165:0.08828331618571642 166:-0.061206585177421 167:0.586006789060612 168:-0.3037180057217732 169:0.05127348247066563 170:-0.1630990926251081 171:-0.09959724274633185 172:-0.02955353341761581 173:0.2554162782487971 174:-0.182368970716938 175:0.2634181890240895 176:0.1137467230487677 177:-0.1031505041796268 178:-0.101215190564559 179:0.002919479740167988 180:0.3061800163743781 181:0.04708273788295958 182:-0.1098379653272397 183:0.3116858274491465 184:0.42149476014552 185:-0.004901412592244206 186:0.4577667438821199 187:0.7845979018881885 188:0.1103524708254603 189:-0.262927292762135 190:-0.2577395777305507 191:-0.04664702969149978 192:0.3662586008524618 193:0.1431257428625014 194:0.2257657603268941 195:-0.1963739169624747 196:0.3571835055992753 197:0.001981470324608318 198:0.404026042678805 199:-0.1401930756712947 200:0.01361812314762817
+-1 1:-0.2566257218533469 2:0.1105203003077819 3:-0.08571474317538968 4:-0.09198527276638133 5:-0.6251431113531637 6:-0.6884818011336341 7:-0.3440199882973658 8:0.1528458562225781 9:0.06364109821935361 10:-0.5740995881025865 11:-0.2469605830156757 12:0.08967481909741225 13:-0.6352278064742939 14:-0.6688725714950426 15:-0.06254682204272401 16:0.06519192198363168 17:-0.07596625725857226 18:-0.2309988216022819 19:0.3122419219694375 20:0.1440507063732512 21:0.09433390284219327 22:0.07892389931126624 23:0.3771324130009365 24:0.6583019521729215 25:0.2403490780375156 26:-0.2562347566611928 27:0.4640652495317466 28:0.2969188861169315 29:-0.2555703966371772 30:0.1966375638290694 31:0.2887919887086201 32:-0.3862296036853188 33:-0.4049155233045927 34:0.1642596898434586 35:0.8329496128569064 36:0.2750880364131446 37:0.1041056501991137 38:0.5486574782538728 39:-0.3128307311232855 40:0.4557997011953802 41:-0.01452561785321566 42:0.2663448531991586 43:0.230542867226868 44:-0.4716886524087877 45:0.6169657187656646 46:-0.5154962188106715 47:-0.05206397137561214 48:-0.7092285238789624 49:0.3023992959087414 50:-0.3034082247268998 51:-0.4541792842602325 52:-0.07451866456984718 53:0.3008815968510011 54:-0.04183397909265522 55:-0.229268681983519 56:-0.1879534039714117 57:0.2575939075054526 58:-0.1072061458006762 59:0.3547811409479438 60:-0.04740362171901581 61:0.08256477756135541 62:0.8030070071548034 63:-0.1312913171135942 64:0.1322410858062409 65:0.2319738654367548 66:-1 67:0.0702973434070148 68:-0.5591182090414861 69:-0.5369715967726603 70:-0.8976657559803175 71:-0.1887907362271676 72:0.2280580692756665 73:-0.03722765855798559 74:0.1811935934722567 75:0.2412816449107643 76:-0.4661850812114874 77:0.1587978231157518 78:-0.07497492963485546 79:0.06768601961739276 80:-0.007974080408697737 81:-0.2854171131209953 82:0.4105075634098726 83:-0.3918831400714534 84:-0.1751865421141817 85:0.08994275668007032 86:0.5546357456444772 87:-0.3608491190615627 88:0.2854722011920424 89:-0.3599296818282351 90:-0.5969582017388532 91:0.2769874352676146 92:-0.1928903343733267 93:-0.3416303889693255 94:0.5713254154946065 95:0.1818548043345408 96:-0.3005755512431989 97:-0.273480787305397 98:-0.07008029818409806 99:0.03137748350068967 100:-0.1418284339722172 101:-0.2574698261377584 102:-0.1458406475533881 103:0.1098206793070198 104:-0.4015124089787072 105:0.1585453320059446 106:-0.8347908416670085 107:-0.5081293470140515 108:-0.6948056699013508 109:-0.07735942878165405 110:-0.2944138316241544 111:0.5187014341821703 112:0.2823244101965131 113:0.2250335299676739 114:-0.7009236087543742 115:-0.3711296951161389 116:-0.1537869629182468 117:-0.2619403485330985 118:-0.05979582789302622 119:-0.1471321647848884 120:-0.5751735970392222 121:-0.6754847800201249 122:0.2212408362778557 123:-0.07703008282489172 124:0.6328512881093266 125:0.1729287856276131 126:-0.2617999152541838 127:-0.4140091724497565 128:0.3621536253935942 129:0.1292383339842407 130:0.3580363205761227 131:0.383141715457242 132:0.3582820942412417 133:-0.1766593603947865 134:0.5229420028271343 135:0.409742904147956 136:-0.2081799988002399 137:0.1987120748805323 138:-0.379961045801987 139:-0.3522992274867998 140:0.03945619655011865 141:0.004114184904349616 142:-0.3042863106854232 143:-0.4619141061522907 144:0.1429944255090125 145:-0.2053475389212727 146:0.2112199009946918 147:-0.01930815422577296 148:-0.6925192021413863 149:-0.4402707176688977 150:0.1511380986374655 151:-0.6925263129675076 152:-0.1500971012487787 153:0.2755257635962384 154:-0.9339470472242526 155:-0.1612817883701351 156:-0.1827922697802935 157:-0.563591085489778 158:-0.230132684379144 159:0.3576737986631253 160:0.5345429912607828 161:0.03623649311826935 162:-0.007080808865589705 163:-0.6358926272339598 164:-0.03010133702680762 165:-0.2117460727655927 166:0.3020304325900767 167:0.1243530050645122 168:0.3920058591730332 169:-0.1448222253849647 170:-0.5852069174522639 171:-0.6172559799033279 172:0.8134551340268819 173:-0.7646341443917222 174:-0.01186388726868193 175:0.932703876789311 176:0.4312694791297221 177:-0.3442909747051796 178:-0.3764510286301747 179:0.03445758835261313 180:0.8113482698979388 181:-0.6527380698530173 182:0.279289531508242 183:-0.506169583569717 184:-0.219307564812467 185:0.3929565136616293 186:0.06848131579031069 187:0.4135659664265975 188:-0.1045804902829332 189:0.306450505435922 190:0.08409038784869785 191:0.2257487444289203 192:0.07128125390230333 193:0.1780103133789449 194:0.2466934861849383 195:0.6214414456303117 196:0.2870396339683734 197:0.2226047797984441 198:-0.4418478452875705 199:0.1024413670298387 200:-0.248027406577674
+-1 1:-0.1483218167506333 2:-0.118570042096218 3:-0.5356925632438861 4:0.08628340118566022 5:-0.303648037317172 6:0.1172379764357865 7:-0.1603044484079454 8:0.1308753479892424 9:-0.1286534452690911 10:0.1941638384626954 11:0.3018442644063296 12:0.5638945611110399 13:-0.3689635605588381 14:-0.5177350860945077 15:-0.1479654958240514 16:0.008230201102437683 17:-0.756229907041901 18:-0.3020618749331627 19:-0.222552958673968 20:0.2490435880820372 21:0.3089887913235744 22:0.1743105931691409 23:0.4418551489553692 24:-0.4626869179046973 25:-0.1803847097117075 26:-0.3092767051056325 27:-0.3594757757676252 28:0.2919121147885368 29:0.1033619659346712 30:-0.086166694350558 31:-0.111752908093316 32:0.1325391186904236 33:-0.5557619789111787 34:-0.1113157551874447 35:0.03832049682434262 36:-1 37:0.06709097372005932 38:-0.5483536588591191 39:-0.455115113986067 40:-0.008701275276794346 41:-0.1144766583560119 42:-0.3888544099765023 43:0.1895544422794461 44:-0.3711362920490807 45:0.2535982643510483 46:0.09773527240700944 47:0.20315142967455 48:-0.1105387455359777 49:0.2040913922199174 50:-0.342033232281783 51:-0.4107761194139486 52:-0.3345430370456073 53:0.5009578314774238 54:0.1778494041976149 55:0.6187827897272566 56:-0.2475586293351189 57:-0.4581816200518343 58:-0.1731399134721149 59:0.2890341404078376 60:-0.1878165009236961 61:-0.7354457280740436 62:0.5144557278013447 63:-0.868949553292619 64:-0.1572316275598979 65:0.5947941930399199 66:0.03558803078832143 67:0.0042946741678834 68:-0.2220024858112307 69:0.007251222876969374 70:0.1475863153001288 71:-0.01533334890847169 72:-0.09491690234478665 73:0.8846543251970933 74:-0.1162540802108976 75:0.7438842661929717 76:-0.3612459133680376 77:-0.4407825438138201 78:0.6984759279023517 79:0.1624005992276428 80:-0.2959245987065443 81:-0.3888707058045634 82:0.04816868865276715 83:0.3035108980332681 84:-0.3175151995400325 85:-0.3585127355433599 86:-0.5712016781005356 87:-0.2763582992191654 88:0.3054884675715857 89:-0.2054652591487241 90:-0.3526775422409554 91:-0.002744142474737157 92:-0.1138128137770296 93:0.6867031991558732 94:-0.4143240962181431 95:0.2825815455102809 96:-0.6196375258931844 97:0.5524738670407892 98:-0.4417730931158518 99:0.5221227440188733 100:0.2405293395930626 101:-0.1328685144739822 102:0.00263552216058241 103:0.4093327850860684 104:0.4803577537132189 105:-0.1602399417530245 106:0.213818974218067 107:0.5057994893672924 108:-0.391004343556813 109:0.6546046629993136 110:-0.21733988094832 111:0.2540382142382167 112:0.5319135215982164 113:-0.6418685423021898 114:-0.3753393147267763 115:-0.09925255632344139 116:0.7497312473009901 117:0.4109749560279732 118:0.5263223768420935 119:-0.02553193580891749 120:0.1286708406695464 121:0.02892512595033608 122:0.2033082034948956 123:-0.08436361261025119 124:-0.02593236082799305 125:-0.4207710954808058 126:-0.2576506152105456 127:0.1842560179286096 128:-0.05631751818593303 129:-0.3391344456173477 130:0.03505240175041385 131:0.4759721377407534 132:-0.3018975884501449 133:0.6663873751376285 134:0.1228313408548068 135:-0.1032671624293665 136:0.06722096710160586 137:-0.008063557469188062 138:-0.6041388773251026 139:-0.4726880771832154 140:0.7927966698530938 141:0.1393331416593526 142:-0.2987428208820303 143:-0.03421327922883698 144:0.6360555837883667 145:0.5376019211204268 146:0.1628927993276501 147:0.1848910795159355 148:-0.04502742414572063 149:-0.5918842214378288 150:0.4804917447617177 151:0.3235842557330131 152:-0.05272353508356506 153:-0.4495190505488484 154:-0.2090476198016432 155:-0.5730445254388239 156:0.1759487856143338 157:-0.3624360326278137 158:-0.4901569730211341 159:0.1607861073591036 160:-0.1665339287062095 161:-0.3406189416028897 162:-0.06071465840532927 163:0.2608761110300989 164:0.4038211205062884 165:0.6364962327648485 166:-0.04593757132571655 167:-0.07335791397978975 168:0.6477365303207834 169:-0.4753510372208095 170:-0.04305466250864826 171:0.3337081588120046 172:-0.2292089111804581 173:-0.4842673830579667 174:0.2778622322309091 175:-0.2985804087049393 176:0.3032273529616516 177:-0.2007811015305833 178:-0.4300134491014347 179:-0.2907308134591232 180:-0.004752724010035875 181:0.1927627783229743 182:0.1621631996865997 183:0.1803402164546158 184:0.303081108278366 185:-0.262267952682549 186:-0.3471523462060002 187:-0.1942932516589929 188:-0.2316416781360675 189:0.3456898301919021 190:-0.1364385255066437 191:-0.0241138057337363 192:0.2410403315099444 193:-0.384478588760408 194:0.4406704565621134 195:0.2327026800514737 196:-0.4556181770682556 197:0.1060991040960303 198:0.05172180627825625 199:0.1486314970194303 200:-0.5755613176512568
+-1 1:0.4971187909120985 2:-0.4742668561406371 3:-0.1114434806119893 4:-0.3668235282164686 5:-0.1098570079737169 6:-0.1255795915660132 7:-0.0914189262336456 8:-0.2284864686569748 9:0.1043983339677051 10:0.1386163728415215 11:0.00574064796879302 12:0.06930755752371406 13:-0.2812969071827829 14:-0.08444568994295591 15:-0.08615658779843229 16:-0.3906666714220166 17:0.03320233011230528 18:-0.09611673605367914 19:-0.1143094835106822 20:0.06649483672455324 21:0.6471146825429184 22:-0.2306789515000513 23:0.2341572189384715 24:0.3905321527982346 25:0.1689628974423872 26:0.04981466242427254 27:0.2943427352742861 28:0.515939334953475 29:0.03834590564988892 30:-0.2989791147339985 31:-0.2713508660156763 32:0.3986196392227419 33:1 34:0.0799477383764807 35:-0.2376917916106033 36:-0.1622097771785365 37:0.273148107286545 38:-0.7520968555847072 39:-0.06160292569274226 40:0.7028451699055626 41:0.2229598496406717 42:-0.4618348446270626 43:-0.06227313557185075 44:0.1086821787483812 45:0.3994950294626878 46:0.2905647441792359 47:-0.5503359689055461 48:0.05170805892676696 49:0.01659937414318358 50:-0.09829191489531854 51:-0.5144225321816683 52:-0.2582613183308096 53:-0.1892230284134593 54:0.05365056670548421 55:-0.3374732811088439 56:0.00545564529468881 57:-0.04138030601400855 58:-1 59:0.3595437887903187 60:-0.3188496900361861 61:0.02576384228914826 62:-0.488109889668148 63:-0.05611199571347197 64:-0.4236622381729324 65:-0.5205796338275195 66:0.2588747537676211 67:0.3101360327984682 68:0.2777884779910827 69:-0.5118696142915464 70:-0.008258310587503884 71:0.1087493192799225 72:0.2067871070935246 73:-0.1406179885988888 74:-0.2899470046773606 75:0.1475900269945117 76:-0.3060368514966055 77:-0.4714920625133294 78:-0.01743392731175571 79:-0.5232695871275543 80:-0.3005608509229822 81:-0.02662321180606242 82:-0.1582171431670619 83:0.07765345113260605 84:0.1974289752937387 85:-0.08893053420975813 86:-0.3622428451746769 87:-0.1093583369212901 88:0.1340749543574362 89:-0.008583559793493664 90:0.06769654307982702 91:0.2063000538270949 92:0.2442438667900479 93:-0.3195893383251648 94:-0.2903973106529515 95:-0.08132830852024631 96:-0.7026946806183787 97:0.08974874645513785 98:0.1220311195362753 99:-0.1502685581776145 100:0.4825198970353458 101:-0.8837934530766779 102:0.1012283893653844 103:0.3552692872448797 104:-0.4704112859844017 105:0.3510938600415341 106:0.3287894724776503 107:-0.332906833752572 108:-0.02749348029098376 109:-0.4942388434975213 110:0.5911248848784089 111:-0.120465381978765 112:-0.2227725726854589 113:0.3986243471985309 114:-0.1225829431815828 115:-0.2110992161638222 116:0.2121637759895291 117:0.1631005451645449 118:-0.1854146286849445 119:-0.2433513435812376 120:0.004869917050265909 121:0.2894342698998344 122:-0.1593071046785565 123:-0.08141659037536812 124:-0.4912766806256479 125:0.2948760702864287 126:-0.04146855074935234 127:0.4708617432438992 128:-0.2825012407752686 129:0.05324663451690857 130:0.04733954658720887 131:-0.02155243681729013 132:0.1061254670031302 133:-0.09750030168487729 134:0.138858557592265 135:0.1080777056303293 136:-0.2180472141480697 137:-0.6646628156540559 138:-0.2880117260192545 139:-0.2598042228209272 140:-0.1152218910798886 141:0.0490995940983708 142:-0.6479939827742801 143:0.2820902620027578 144:-0.01106552065819073 145:-0.6497304935408472 146:-0.5431165067433228 147:0.30421621284787 148:0.08015430691761219 149:0.3307321900913276 150:0.296260501849949 151:-0.5009280935070072 152:0.09608674718815012 153:-0.1246737026497097 154:-0.06819580673293077 155:0.02869180527462974 156:0.0410974116251456 157:-0.174047227207843 158:-0.3539566966940548 159:0.5935470677233904 160:-0.3080045061764288 161:0.3201643134828527 162:0.06702628328006589 163:-0.3018474077522063 164:0.05057072733079615 165:0.09786054314286917 166:0.5125997108101967 167:-0.6801068449440653 168:0.06509555675857714 169:0.1609793755818016 170:-0.01636526219056993 171:-0.8389933730893141 172:0.03291997240149998 173:-0.1821496809653354 174:0.05180764030083754 175:0.1990885124111272 176:0.5386442981180442 177:-0.622555801516437 178:-0.06712853649368233 179:0.2410505015459386 180:0.1476596349020803 181:0.1396978544437917 182:-0.1244443299731322 183:0.3106823492603451 184:-0.265959530539668 185:-0.8347714794145895 186:0.0120007617146833 187:-0.2283142124552277 188:-0.3280865210605963 189:-0.06937768678497612 190:0.787801000841676 191:0.4395284635786599 192:0.4464990098014567 193:-0.170029618110196 194:-0.9040549211833639 195:0.5379992845375062 196:0.2313670028346105 197:0.02399705008099519 198:0.004238395877518029 199:0.1820054607089629 200:-0.3041052278524863
+-1 1:0.1816914018859434 2:-0.1630162578785196 3:-0.1996680784445553 4:0.04186060926024698 5:0.4711322564685132 6:0.177261199974225 7:-0.509372631470577 8:0.2856715882434578 9:0.2838032692645451 10:-0.1409805537036081 11:-0.4184376582217292 12:0.4834928686333593 13:0.05580249154670618 14:0.07609209211994433 15:-0.02884231219617765 16:0.3523724771539328 17:0.06617730719379671 18:0.1985080599452879 19:-0.198167441198392 20:0.2016883256819876 21:-0.01581130541067879 22:0.08314389681265692 23:0.201698386131633 24:0.6391711012025645 25:-0.4420332264164748 26:-0.1474141744523704 27:-0.2066465509325813 28:-0.001854620288193942 29:0.3942497379559702 30:0.3718108518929437 31:-0.2755623523962359 32:0.6125321382267296 33:-0.535090681847487 34:0.01763851641846191 35:0.2525066871277299 36:0.02731224121284205 37:-0.7100298568991218 38:-0.4535388214583994 39:0.05230756386460195 40:0.07359651133618064 41:-0.2493329734653688 42:-0.5590753304492903 43:0.1660917916339005 44:-0.5191443436791476 45:0.369209063728313 46:-0.08211148626018128 47:-0.08849179276879808 48:0.5248271642999917 49:-0.2189668620463122 50:-0.05747454126092041 51:-0.1669646462221402 52:-0.3815658871827385 53:0.04883652307518532 54:-0.2707663611904899 55:-0.1328550534038084 56:0.4660628315128955 57:0.1778983232814585 58:0.2436129899598758 59:0.07399603362018822 60:0.01017706426813292 61:0.3921437450767508 62:-0.04539617644290243 63:0.1197177848691496 64:-0.2495216486285756 65:1 66:0.2683965990586041 67:0.4077876480108406 68:0.1714031175514336 69:-0.142316512806914 70:0.08609995054186431 71:0.3070277579148894 72:0.6488599726763581 73:0.05391953446258171 74:0.3134135106053082 75:-0.1960079498072975 76:-0.05657796707279167 77:1 78:-0.4540586302771903 79:0.4294024007695106 80:-0.2734352842015708 81:-0.08870756017467818 82:-0.1846588516677455 83:0.110775366769147 84:-0.5498252294413136 85:-0.0416167823525712 86:-0.008283405312100228 87:-0.0001028963231388819 88:0.4341668026812414 89:-0.3520391431483919 90:-0.5107828457045334 91:0.1997817598108287 92:0.5458379090676186 93:-0.1328249182301799 94:-0.106211878657953 95:0.4639081580722951 96:-0.4969421505659644 97:0.08067653511580002 98:0.4714311625912714 99:-0.5610357317559227 100:-0.5205479169704825 101:0.06335149397697887 102:0.9685738913375257 103:0.7737128383164801 104:0.5303930349004531 105:0.1406929250875433 106:0.02699288046485646 107:-0.4391400237337018 108:0.5772208345841037 109:0.5114406490643827 110:-0.09483677778248831 111:-0.2146029926249096 112:-0.338041310489793 113:0.462571601434125 114:0.3286451514974986 115:-0.2742854945764445 116:0.5702810902493793 117:0.1149374001658994 118:-0.02585587944268858 119:-0.4978746534889698 120:-0.1808981179409483 121:0.05717674508622139 122:-0.5980130527990366 123:-0.05489328134593216 124:-0.1884226877253467 125:-0.145082914290128 126:0.1447875364996526 127:-0.3947554150410429 128:0.2333772844222628 129:0.01231485249003344 130:0.2725176475006728 131:0.2301184907286835 132:0.2085805111097253 133:-0.3427239070490604 134:0.1302639328051587 135:-0.1361087964332459 136:0.1638283077039875 137:0.5491995456229557 138:0.03976783294053594 139:-0.4582929311906968 140:0.09517459839432843 141:0.3832087767764861 142:-0.1613680753893602 143:-0.005683632519598872 144:-0.3182737914803518 145:-0.006170853491583824 146:0.5788265532010902 147:-0.1183110291487395 148:0.01682374914600428 149:0.004381776324363984 150:0.1714266804524171 151:0.2497731288520404 152:0.1112137990570046 153:-0.6207294471363957 154:-0.6354089587420543 155:-0.4831552204758506 156:-0.2872679278043679 157:-0.209137351820517 158:0.1547398966587981 159:0.00252470432730062 160:-0.3478132663605779 161:-0.04088886531201748 162:-0.2763642414351999 163:0.1633918090204284 164:0.006201047066932336 165:-0.04336274247130208 166:-0.2233320907636849 167:-0.4011742992037053 168:0.1147295492424764 169:0.3162203708148911 170:-0.2764006302833916 171:0.07454823133112166 172:-0.2615419319345702 173:0.04277882085320008 174:-0.145311583005773 175:-0.1355243352267233 176:0.7442017351885903 177:-0.2416944669303832 178:-0.1723923309614124 179:0.1473018437785969 180:-0.06344383305902465 181:0.2820507980527057 182:0.06045250930224996 183:-0.009392776902724047 184:0.09354514056201811 185:-0.6695432598193392 186:-0.3497638547460457 187:-0.05572119899509415 188:0.07433781314016004 189:0.1808933272301754 190:-0.2918911534342592 191:-0.2775331452613158 192:-0.1545449280179497 193:-0.03242163598812971 194:0.1956007718170581 195:0.7843572425915398 196:0.1951177774513194 197:-0.261364916624877 198:0.4016350538387971 199:-0.08275328014543655 200:-0.4776729918848158
+-1 1:-0.36204944914246 2:-0.2148834454523507 3:-0.1350255719853862 4:0.1184740969599702 5:-0.2127589152830005 6:0.1202762510615019 7:-0.585405672977517 8:-0.3486698002691813 9:0.1619202107894809 10:0.008387024479987501 11:0.5128423238287482 12:0.5097670258567939 13:-0.195858090434485 14:-0.5810260425161851 15:0.0005605971619770805 16:-0.3655205342005472 17:0.1195672828712261 18:0.2784783625144494 19:0.326824453523757 20:0.5390699045982563 21:0.634561305291643 22:0.2372445883813865 23:0.02378739160710648 24:-0.5450243420117612 25:0.5572600058802294 26:-0.355773086426139 27:0.3748950619285127 28:0.1840908051918758 29:-0.3394011818767658 30:-0.2496541524958057 31:0.3564671567876647 32:-0.0403245783885319 33:-0.1345692540928761 34:-0.3707522883393241 35:0.47461003535741 36:-0.002746738210754093 37:-0.4264550183832466 38:-0.5090285891666623 39:-0.1299502360284865 40:0.4976142641521352 41:0.3675890021992764 42:-0.4501489727593244 43:0.3508390512158869 44:-0.01799660277696542 45:0.1894154022183113 46:0.2039977077231389 47:-0.1319492034934331 48:0.008046133912396948 49:0.5316080102524549 50:0.8615161790595 51:-0.3905763062107166 52:0.01420839946094482 53:0.4422453349369422 54:0.02184595016396468 55:0.1367491535072424 56:-0.8768077447605774 57:0.2385453557738078 58:0.1744704295031727 59:0.3309285707180422 60:0.3476017511078265 61:-0.2539331646929031 62:0.1283073782339157 63:-0.156268218920714 64:0.3534043486335927 65:0.268753488645714 66:-0.587964766002615 67:-0.3167005194017121 68:-0.1551752734117218 69:0.1818503052500304 70:-0.2196618392855964 71:0.2684618741619309 72:-0.3975784041417658 73:-0.2193804095308773 74:0.2566480028573121 75:-0.01043042938123084 76:-0.02809828775519188 77:0.193565785651373 78:-0.5557675036124268 79:-0.2125839457069241 80:-0.2413439507677583 81:-0.1271888564574624 82:-0.4565256571434773 83:0.4224844489234694 84:-0.06710383035215745 85:-0.220991737806768 86:0.2500163443477194 87:0.3072840964042799 88:-0.3439242539697377 89:-0.006532652342310111 90:-0.0148865402698131 91:0.3777775462400507 92:0.1693152915883511 93:0.2743417267930821 94:0.7120136573284304 95:-0.1535081456721919 96:-0.7031341323064036 97:-0.3843780852101071 98:-0.1315426424304632 99:0.6815292741585091 100:-0.3200415285720318 101:-1 102:-0.7835358235304687 103:0.3206635640129538 104:0.01258852123492513 105:0.2346085267580564 106:-0.1951565481581478 107:-0.3516255027735259 108:0.3066654030023879 109:0.1407477568444057 110:-0.3885209484160889 111:0.4482077574292132 112:-0.02332885875572932 113:0.5892027666327007 114:0.3994784450531457 115:0.1032138233409687 116:0.5219544102069933 117:0.2976759370507275 118:0.1168995429526395 119:-0.06173179018468597 120:0.4736269101885688 121:-0.2136889138286957 122:-0.1085959048782756 123:-0.3150529698111722 124:0.1325787366605622 125:0.284638548909277 126:-0.2211050414876703 127:0.2206126259460077 128:-0.03703215387018481 129:-0.04366705218102154 130:0.08146899650477524 131:-0.3450312066140984 132:-0.1308925052458734 133:0.02908092176744306 134:0.6962765795605629 135:0.1289421457011608 136:-0.1782152753708067 137:-0.38566682861438 138:-0.01293208903730038 139:-0.06790459903639429 140:0.3159252291912171 141:0.3309585177164517 142:-0.1433056080762985 143:0.1043882877948851 144:-0.1452511468601027 145:-0.1702598097929698 146:0.1229629422280175 147:0.2280517630533661 148:-0.2235488006148739 149:-0.1633059879197002 150:0.2197056408018225 151:0.3172648795127176 152:0.246052615297487 153:0.07624606507299843 154:-0.01338975748891021 155:-0.165639138548712 156:-0.6315395203997121 157:-0.5900951002291439 158:0.6196280342788261 159:0.3283676141940975 160:0.08977848244701683 161:0.03892797015851826 162:-0.08686639357195944 163:-0.3469780382197584 164:-0.08181915103386639 165:-0.2728641644751135 166:-0.1024507128344711 167:0.09765352408518989 168:0.4534266232334777 169:-0.2011442954537593 170:0.01196047331490215 171:0.712239731509724 172:-0.2251436031909826 173:0.1389745257954237 174:-0.4180460805199429 175:-0.1778977904595661 176:0.4027174024512931 177:-0.4856925595597317 178:-0.2893938438098822 179:0.02414093277717417 180:-0.07029059996276474 181:-0.06150698982255814 182:-0.05277236812727909 183:0.2876664566016828 184:-0.04905472736651065 185:-0.1077980872194037 186:-0.1713342914665121 187:0.2114700630823481 188:-0.03904906558060427 189:0.1738607350355842 190:-0.5447092421801227 191:-0.06295716116969874 192:0.453750381621996 193:0.2456473763045541 194:-0.1070495828908701 195:0.04681164303800661 196:0.289758835650536 197:0.349233985733544 198:-0.1042928347756906 199:0.3603015612625907 200:-0.2720047962824853
+-1 1:0.2369619038161011 2:-0.433951424652042 3:-0.09800428284499037 4:-0.3471945236674984 5:0.2875601276766894 6:0.3509412073987224 7:-0.2915014817650385 8:-0.05876743064398419 9:0.3553795201343567 10:-0.08842835753327455 11:-0.06404607561917913 12:0.4264455926610394 13:-0.187277349762704 14:-0.09367817595911229 15:-0.4251409770417914 16:0.183944840104963 17:-0.1188387953984967 18:-0.1586415079940272 19:-0.2060895960081678 20:-0.01514412968505499 21:0.4957332931843249 22:0.01675793877919435 23:-0.2628340259679338 24:-0.178988563512617 25:-0.2356355951048366 26:0.1726487339078208 27:0.5391527693655591 28:-0.05778196007976251 29:0.2555564486612677 30:-0.6056807165230589 31:0.1043804469970871 32:0.2170645859802787 33:0.1948997171431301 34:-0.1015747996354004 35:0.6988018925222549 36:-0.001934891787626403 37:-0.1125289551641823 38:0.01528916054837787 39:0.5493988523108866 40:0.5338649032017433 41:0.766312706197807 42:-0.187058044424871 43:-0.3676130524367844 44:0.2376393224081459 45:0.4814076713316959 46:0.174072064658166 47:-0.2495146966909187 48:0.1557683228355779 49:0.04828338219660863 50:-0.2435177960548635 51:-0.179914050166553 52:-0.2600499456834866 53:0.0380741245186757 54:0.2241961778366051 55:-0.4564158646962151 56:-0.2403924408777403 57:-0.5404442889854724 58:-0.5997247121503601 59:0.5641528094052592 60:0.1982430650663183 61:-0.3677626959906567 62:-0.2013121318049945 63:-0.09890672500640163 64:0.03151977181242063 65:0.2844764331961459 66:0.007288634923383122 67:0.3111839327710164 68:-0.1133353112311547 69:0.1545308039077249 70:-0.04337004907127727 71:-0.2309142579834765 72:0.07865308932023803 73:-0.209968881324808 74:0.3091799190981172 75:0.1946256669258337 76:0.3248550883857461 77:-0.2420207295172146 78:-0.3485579098996407 79:-0.0752754877845756 80:-0.2817533896553748 81:0.5057323625216602 82:0.2243786378023875 83:-0.4105367973266818 84:0.1119338172131329 85:-0.2485329590472683 86:0.1380155314503207 87:0.3546243437420204 88:0.3774851027407248 89:-0.1032861572516384 90:-0.01692234202149408 91:-0.04362294409032352 92:-0.412143121112776 93:0.1439059482068862 94:-0.03935767575397603 95:0.2448235521138996 96:-0.2836265059113507 97:-0.2259246956263753 98:-0.07169835476274863 99:0.3340671557106423 100:0.6155246825583099 101:0.1014373952446287 102:0.2772208460598033 103:0.2336644493071519 104:0.2394704652695839 105:0.347932480710947 106:0.200544044673966 107:-0.2759026801713176 108:0.1546315036113344 109:0.6008811126458297 110:0.1523920700321633 111:0.04928495142941592 112:-0.4392593010925536 113:0.1024984709911722 114:0.2421596438226443 115:0.4130575290962077 116:-0.08988958624697665 117:0.382464388185495 118:0.03051041611032801 119:-0.2603659180492941 120:0.2302703201282497 121:0.1219350820436957 122:-0.2202220405564705 123:0.008198384637529213 124:-0.3429482942457764 125:-0.1623410004892694 126:0.3272814609093821 127:-0.1224682486691773 128:0.239806645625421 129:0.258003773455413 130:0.4420260025606663 131:0.3394737714153926 132:-0.1773418441232674 133:0.1754668253068781 134:-0.2889090433664106 135:-0.3953574890326531 136:0.2037106216353821 137:0.1193076856251903 138:0.1756485803913184 139:-0.1819197839975802 140:0.3418026746533703 141:-0.3583818800770234 142:0.2335460718791699 143:0.2940058058673325 144:-0.304493213693635 145:0.683141701806562 146:0.6361062855883935 147:-0.2192920166965543 148:-0.08005782571150462 149:0.4644234371552055 150:0.1103674262226726 151:0.2247263988580165 152:0.6234464988983988 153:0.0399617978860739 154:-0.2165290999189822 155:0.2620338492867361 156:-0.1841233998279843 157:-0.08044498583905313 158:0.4647852643647956 159:0.1638783330241915 160:0.1368646355118292 161:-0.037472721899187 162:0.4929003924822167 163:0.2997161334169194 164:0.1573213414985976 165:-0.4559977924617727 166:0.234643652990518 167:-0.6022542337049369 168:0.4072113049473472 169:-0.3291134527614904 170:0.1212803681668962 171:-0.42117785322331 172:-0.45547732302791 173:-0.6102223606233549 174:0.3036947860611571 175:-0.2539487928694426 176:0.7012217413420748 177:-0.55904665275115 178:0.3004747192951428 179:-0.4954823618888399 180:-0.303771527841158 181:0.2756511590991151 182:-0.0883152754970879 183:0.5803041931809739 184:0.2316250184366332 185:0.03226384514567765 186:-0.07950430889513123 187:0.3547748001319526 188:0.3073882905413044 189:1 190:0.4108081435604119 191:0.104731979388121 192:-0.1091870482113179 193:-0.102336411823967 194:-0.6257940107235092 195:-0.1711682741595552 196:0.9666993634062667 197:0.4688373617692411 198:-0.0723147332014423 199:-0.04315722578071843 200:-0.2468677733447502
+1 1:-0.2328154376598117 2:-0.170370503127082 3:-0.05029856534198119 4:-0.4393771692405821 5:0.02807525567840304 6:-0.13502247058995 7:0.370462728443611 8:0.1824465390622182 9:-0.5206127264025141 10:0.14827890247831 11:-0.3323529946462151 12:-0.06005149165527507 13:-0.4459089586531926 14:-0.4012871587582171 15:-0.07237567979843784 16:-0.2906140077648932 17:0.4392808919127337 18:0.01195157923748739 19:-0.1347159193170622 20:0.05928998147983738 21:0.08439596511464183 22:0.04717884328286573 23:0.002210501001921085 24:-0.1774085264064554 25:-0.470358569723662 26:-0.02495384626429149 27:-0.04080206291951556 28:0.2679675786736296 29:0.028655039195481 30:-0.1103288648229125 31:0.4111870742831349 32:-0.1187315054352985 33:-0.05288485380951351 34:0.05661350155094863 35:-0.6106197013836004 36:0.1388456855502799 37:-0.1302920100678846 38:-0.3043561784802365 39:-0.4115308747083757 40:0.450090952624393 41:0.8719014851552425 42:0.06527701855107033 43:0.06040001689726422 44:-0.3183675036506382 45:0.1028199328577559 46:-0.434964510836839 47:-0.438107160862385 48:-0.03502309766017279 49:0.4608621645389516 50:0.242188061355134 51:-0.6661267309977975 52:0.01345303961167449 53:0.182985687534611 54:0.01901864780085375 55:0.1244383494540503 56:0.1938153304562119 57:0.187618586890847 58:0.3566283622715878 59:0.3645666790632768 60:0.4247202861527681 61:0.2633062852233788 62:-0.2556035924045628 63:0.5116257930458776 64:-0.01804760056668746 65:0.4417676225373712 66:-0.6615043631611143 67:0.5613150148241264 68:-0.04212348544417367 69:-0.1100402979906419 70:0.5382529125867129 71:-0.2670804726950777 72:-0.107293251435571 73:0.1178873679124676 74:0.2256455773381197 75:0.5033338046178929 76:0.4824313577131047 77:-0.4843624026542157 78:0.692426978652486 79:0.04101195702305108 80:0.3798392769343265 81:0.1072501536929937 82:-0.05912608376216777 83:0.0664362647897087 84:-0.1294247837934988 85:-0.3866052771432002 86:-0.04118607623799496 87:0.5141984087950051 88:0.1417772044162832 89:-0.2527070966125364 90:-0.1365060761119479 91:0.281247468124353 92:-0.6858874674555072 93:0.1799474237042203 94:-0.1838243447321895 95:-0.1914799681350381 96:-0.09539784595169061 97:-0.002236744586681938 98:0.3896205419455679 99:0.614050672793819 100:-0.1555183772027331 101:0.54711944539081 102:-0.2498205558139458 103:0.3710044846671511 104:-0.3860326167346123 105:-0.08816011432055521 106:0.2065319955038054 107:-0.01684247421385657 108:-0.1182198908781442 109:0.05553254507628824 110:-0.2000033517984589 111:0.3682096581306694 112:0.661254499648894 113:0.2748487461112481 114:0.8505414646935672 115:0.3754267655849511 116:0.5529954609538381 117:-0.1413432748387158 118:-0.5186597142458521 119:-0.1920739567745311 120:-0.4775859724947383 121:-0.315324411962475 122:-0.01348046667394382 123:0.7125675815508385 124:-0.04016622840613593 125:-0.03704852818617704 126:-0.08259059426167037 127:-0.1268356173186322 128:-0.05598126423855809 129:-0.3470793772068553 130:-0.0653228765634512 131:-0.05219282747578674 132:0.04496429244101036 133:0.2748400160937614 134:0.07663859718491785 135:-0.1064495372894856 136:-0.4805916573421952 137:-0.3507141853673902 138:0.3341916452094006 139:0.234166532017251 140:0.1740820958420236 141:0.535804804563313 142:-0.5759855120624127 143:0.3254845428687042 144:0.4849359379948195 145:-0.5496323430536602 146:0.006162981766877476 147:0.1657926640706738 148:0.3508010792707156 149:-0.1165206240226979 150:-0.08784026017186877 151:-0.02475853907319538 152:0.1578664450984223 153:-0.3398716124999608 154:-0.2855144609373947 155:-0.04874894217243952 156:-0.3527032841463795 157:0.1270858927066383 158:0.4010763264914367 159:-0.2261904972435507 160:-0.2429600006277798 161:-0.03470082130007052 162:0.05441079043315938 163:0.1585744884257382 164:0.1206480596007078 165:-0.2561102385240829 166:-0.1995321190305346 167:-0.1293323485627453 168:0.1414987676726376 169:0.1792820778410278 170:0.323437103505666 171:0.210410690689885 172:0.1011248533100493 173:0.5145671262229767 174:-0.1501162696274756 175:-0.2330463858248509 176:0.02775168645745116 177:-0.1130739609959104 178:-0.419566544847003 179:0.02547422792071627 180:0.1756465112304629 181:-0.1537253533274411 182:0.01729743924436286 183:0.2411145443460625 184:-0.4266736847105213 185:-0.4119038404233242 186:0.01669579315070059 187:-0.06926355545500576 188:-0.02103871862193809 189:-0.4868068115426644 190:-0.4124620241361562 191:0.3555725489455095 192:0.6741163891609584 193:0.1137144177626823 194:-0.3701791289811646 195:0.1193391651743456 196:-0.3380886852764531 197:-0.3762950095323161 198:0.05287944148968736 199:0.07487762324442329 200:-0.239328866674498
+-1 1:0.476690785875933 2:0.03529097458966236 3:0.3775711287101245 4:-0.145129856156579 5:0.3403634152697914 6:0.3527290952845273 7:0.2956788154774633 8:-0.2899919265241699 9:0.008738612731549342 10:-0.009921846427425648 11:0.1487911605965513 12:-1 13:0.4434270853251785 14:0.1073952491361512 15:-0.1462325368867154 16:0.5670408286416627 17:0.07079831175355922 18:-0.2219514793159268 19:-0.1298961677942901 20:0.8759167150775901 21:0.4336098551467105 22:-0.02782413324304825 23:0.05006739022333734 24:-0.2145345606381706 25:0.4123013491147331 26:0.05530896963591811 27:0.0364273605853979 28:0.1136177136183162 29:-0.6597086403801292 30:-0.04224255267444187 31:0.01723449649444861 32:0.3948101332841552 33:-0.5479501368130828 34:-0.3465988188250072 35:0.344185628653205 36:-0.1103096594056426 37:0.01714667975339631 38:-0.2400878132722954 39:0.2117879277650635 40:0.2492865572391719 41:0.04378767872964 42:-0.35001713472938 43:0.2196275434280164 44:0.09122063554954904 45:-0.1251910739315359 46:0.2257387691914998 47:-0.9661271433453866 48:-0.8077387656680683 49:0.5520486881648717 50:-0.4569376361517951 51:-0.2500202626992026 52:-0.4269507731770872 53:-0.1134487783495698 54:-0.1745428479628102 55:-0.118141430426213 56:-0.8373586482551809 57:0.6507966922645805 58:0.07462421841145876 59:0.7600871777800284 60:-0.2651793991722763 61:-0.3512475083494815 62:-0.2916591673186983 63:0.2648573875450495 64:-0.0253308029270165 65:0.3235116198575188 66:0.3025730898116151 67:-0.2396248374547365 68:0.8055755822401246 69:0.2324360678632806 70:-0.1913831864320392 71:-0.22265179368164 72:0.2861463735015483 73:-0.02884374734629361 74:0.07172863466824216 75:-0.07577894566066085 76:-0.03617534110449683 77:-0.02170614228610626 78:0.1190288412830723 79:-0.1175408784013905 80:0.3235665607077947 81:0.5023966330301802 82:0.7275923282259552 83:-0.3005501635999698 84:0.0836851217822954 85:-0.3752967762320512 86:-0.1272112224934199 87:0.5868831140145617 88:-0.1712912094455538 89:-0.2015202589892849 90:0.1608027739692325 91:0.8833341716936818 92:0.1370632339256006 93:-0.5793318535321311 94:0.2853645610121029 95:-0.747076500395544 96:-0.02787229934258553 97:-0.4528922965548345 98:0.5349220180420502 99:0.2062443192137222 100:0.05877717708357686 101:-0.3493650017682048 102:-0.3839651913256728 103:0.2287990926428879 104:-0.2523333275956809 105:-0.1506115632408777 106:0.3201354220352648 107:0.1685416436436949 108:0.1950898049200952 109:-0.3358103232382735 110:-0.3479626006276574 111:-0.1552594857791771 112:-0.6364082299424384 113:-0.2783345551778718 114:-0.1670792361155659 115:0.6696423597020622 116:0.1135959288939201 117:0.2086918227336983 118:0.2792288202659011 119:-0.1219832210129676 120:-0.4785826939027187 121:-0.5590222906436424 122:0.492476727460642 123:0.2666290621064673 124:-0.1849543096012708 125:0.49527022268174 126:0.1909473570596475 127:-0.4350634575946677 128:-0.2363131089871154 129:-0.4436957920878726 130:-0.03822029038189 131:-0.5055872854891176 132:0.09840510062669423 133:0.4670648761684397 134:0.00898153633860993 135:0.2092939534821404 136:0.231289118201124 137:-0.4683690479370886 138:-0.1322790856381647 139:-0.1441682524912794 140:0.1417598051197271 141:0.05887712447058181 142:-0.4360832318698442 143:0.1475630419812131 144:0.7819273205638712 145:-0.3494127044127973 146:-0.04732288272943715 147:-0.09311062616627033 148:0.555289122025334 149:-0.4221890767377865 150:0.1746792568247361 151:0.1124649077273561 152:0.4219505449132531 153:-0.726167023149578 154:-0.9868769768109498 155:-0.3040282688476059 156:0.09108045480124083 157:0.07396840385200959 158:-0.3455246019865873 159:1 160:0.312500297503625 161:0.08586250519685018 162:0.2158936695145187 163:-0.5083541540236984 164:0.364006537786338 165:0.5540235988875303 166:-0.2772265888555148 167:-0.4199500458506558 168:0.3282534275329751 169:-0.3406296844320703 170:0.4664708035781162 171:0.1025494884473838 172:-0.07266584902841966 173:-0.05472256437409064 174:0.3296955464803105 175:0.3688608509804538 176:-0.1722588280878677 177:-0.4940769379076928 178:0.4517395754438336 179:0.07122318124102907 180:-0.03392864712086907 181:-0.323093415835638 182:-0.001948769159230417 183:0.01348211812674177 184:0.2156960752085293 185:0.3187012677014618 186:-0.1013878610955804 187:-0.3067780122431258 188:-0.237192731477376 189:-0.1679302043994467 190:0.06006137865389607 191:-0.301691376355513 192:-0.5896576892571195 193:0.1777658723201044 194:0.3407056996763949 195:0.3405928695977233 196:0.3444842790283953 197:-0.1683736339881159 198:-0.5174817719995335 199:-0.4457806583688523 200:0.01135156575350962
+-1 1:-0.4173572276442729 2:-0.002354778112829223 3:0.5062598692488103 4:-0.07324567717663526 5:0.2928080897554531 6:-0.1277139758416111 7:-0.1545121007312906 8:0.04759083739504497 9:-0.03121584817078318 10:-0.5653569933986791 11:0.1260719550631729 12:0.1985722229734447 13:0.1820304398075155 14:-0.7411057258529417 15:-0.1163711364091684 16:0.03387498062491524 17:0.1161836626168594 18:0.1028874780687995 19:0.2778582450662568 20:-0.4311631552745606 21:-0.1352480962993345 22:0.9227504790581772 23:-0.2064592129394029 24:-0.05112586480069956 25:0.3785923663885223 26:-0.1886710677703741 27:0.1750367753507917 28:0.2699964609070117 29:0.1624197790518986 30:-0.2873804572620426 31:0.0530527930489578 32:-0.02465558908101587 33:-0.3261975020675446 34:-0.112959027060847 35:-0.4558643999817024 36:0.2849850929522308 37:-0.1959555487539783 38:-0.3971703941769943 39:-0.3880012484086472 40:-0.0952429484768085 41:0.6000219907076867 42:0.1174700281895635 43:0.1285896864633938 44:-0.6832241763062952 45:0.5634720733245155 46:-0.188254557586408 47:-0.376625674136682 48:-0.07671690008782477 49:-0.08555778590212203 50:-0.04401180859225615 51:0.2091224999397323 52:-0.2341931071800251 53:-0.1214294165191013 54:0.1771108239836141 55:-0.02739484671360366 56:0.1395005174861776 57:-0.3919091633599397 58:0.02785756095066712 59:0.5873562696898575 60:0.140048182017877 61:-0.2506506905784469 62:-0.09341990631963394 63:0.2915434031409881 64:-0.1852671610374927 65:-0.2644789397469909 66:-0.01966356581513104 67:0.2387087795662152 68:0.05622751205056344 69:-0.005541977557093215 70:0.1338091094931384 71:0.1791510359407415 72:0.301276847640272 73:0.1970996681044646 74:0.1771448238212813 75:0.113798723294763 76:-0.5631321374121988 77:-0.3535294295392096 78:0.4741374314358059 79:0.2045911001062653 80:-0.6922458587983307 81:0.6880393329077413 82:-0.1775023001634088 83:0.1427928569703948 84:0.2699499930914673 85:0.3453545675660247 86:-0.7746201972560617 87:0.1366372384149851 88:-0.2377683763603486 89:-0.5837711404603666 90:-0.2920706994610234 91:0.2098782009121652 92:0.01489296274178464 93:0.2145126397401836 94:0.4407958046946037 95:-0.1833962491199187 96:0.006628786277852905 97:0.06816407275964202 98:-0.1759251004479684 99:-0.1596376522826184 100:-0.2287448643921795 101:0.2779678839907065 102:0.1487247118269041 103:0.4332619050160344 104:0.1871644212598981 105:0.3279443553454621 106:0.3601346313537697 107:-0.09448453584196691 108:-0.1435135852720236 109:0.4982488694590368 110:0.4657282054381703 111:0.1057250260089072 112:-0.2216845838581001 113:0.1249254498692446 114:0.05679131185558176 115:-0.1602060753047882 116:0.1639835096923932 117:0.6704874357466757 118:-0.2500073924739235 119:-0.1297536302153514 120:0.04307875172328288 121:-0.3203721315770613 122:-0.1750358047570208 123:0.04038416461354953 124:0.4940510286026863 125:0.1561652011937676 126:0.4853397268087034 127:0.2119213035217374 128:0.1563610376912363 129:-0.4238928946713812 130:0.4011086539052466 131:0.1138360974178148 132:0.2322690302800678 133:-0.02999313402647853 134:0.212380022726935 135:0.1919928212165148 136:0.01426591084772443 137:0.1883903675054058 138:-0.05077396066486832 139:-0.09672076758201119 140:-0.3870945374683219 141:-0.2719853597509937 142:0.3221470351182474 143:-0.1745432807928885 144:0.08908070855396114 145:-0.0928423524221642 146:0.5956445605894141 147:-0.3229365979837091 148:0.6354054861401118 149:0.2455705825809445 150:0.2891845110358153 151:0.2507350182716099 152:0.01052059047268288 153:0.1691691662934228 154:0.3355844076184272 155:-0.08699203963923649 156:-0.2363860815701603 157:0.0867826480297415 158:-0.1060939949009787 159:0.08637773601725879 160:-0.0147258624608393 161:-0.07927411526980237 162:-0.01181522033019336 163:-0.5811324435440586 164:0.6785971998658491 165:-0.2147821243305834 166:0.02754045809951278 167:0.0102446062118836 168:0.1271552278068062 169:-0.6316146646848115 170:0.1064764530564391 171:-0.09312956840671632 172:-0.1806667587547325 173:-0.06804683758147861 174:-0.1552482314187895 175:0.002139526571453249 176:0.5119716816655479 177:0.1928456339671398 178:-0.7712484469616655 179:-0.003647951189726481 180:0.3972515505567965 181:-0.5891711526948209 182:-0.6297746837348041 183:0.3825202727120264 184:0.3536988613119606 185:0.09404285882735652 186:0.01726253970458602 187:0.1669928019476793 188:-0.2741751027189861 189:0.01946418088384556 190:0.5229018526276786 191:0.2147377604396879 192:0.08319051530277766 193:0.2440157946411721 194:-0.456482300310174 195:0.02536134011964586 196:0.8498405078127621 197:0.005216913747181844 198:-0.4675246902718964 199:-0.4051158167729243 200:-0.1853002111183043
+-1 1:0.08490793978186363 2:0.185149215884052 3:-0.1598759937724373 4:-0.296367016473571 5:0.01490866623440794 6:0.08302373344632624 7:-0.8998122199084867 8:0.07342230734925648 9:0.43960056560887 10:0.008981159380155229 11:-0.6185598537333196 12:-0.3327869798461024 13:-0.7022525937903967 14:-0.3136585508179034 15:0.6048700813612269 16:-0.6778956091332944 17:-0.3439382796829618 18:0.4744372544288107 19:0.799926458983526 20:-0.2164826221697268 21:0.3916202548176086 22:0.03676500489057421 23:0.3185375105534282 24:-0.7332255381675472 25:0.05775733870146488 26:-0.1593387955779279 27:0.1758956676907619 28:-0.2128967532222694 29:0.1223346108059688 30:0.4876516835742861 31:-0.1483931179729723 32:0.3477714148049934 33:-0.3917797927090885 34:-0.3957576715174738 35:0.1392510758121324 36:-0.003478233739296753 37:-0.06638466723429036 38:-0.1493614015550193 39:0.2235224424162129 40:0.544394893159391 41:-0.03350435629497502 42:-0.1760773887514575 43:-0.2216448788450529 44:-0.5044482461005503 45:-0.01344389105819458 46:0.9648782730894777 47:-0.5512037061210789 48:-0.0254878550450667 49:0.2519029530568155 50:0.3070374122277058 51:-0.4280985640136522 52:-0.5133104392501157 53:-0.08181519867248221 54:-0.08833989501146686 55:0.08999442082775194 56:-0.2537920796890054 57:0.01873863262846985 58:-0.1633712285055411 59:0.196480100094571 60:-0.2787090287004997 61:-0.3811031096384181 62:0.3394654203545325 63:-0.02137574337904642 64:0.6495605865054165 65:-0.2699255496096123 66:0.003072966574056035 67:-0.2157960981782795 68:-0.2647620235662861 69:-0.3861413487025174 70:-0.3665756702730853 71:0.3099297151005144 72:0.09023134889358801 73:0.7481447299676601 74:0.9298144629470912 75:0.04352373164651713 76:-0.5065847328801726 77:-0.2014971304672707 78:0.4209317675465213 79:-0.727379541901368 80:0.2055480659326444 81:0.0567236053586485 82:-0.7522272923489285 83:-0.2311918701942813 84:-0.4135162288471684 85:-0.05100259484069761 86:0.4088024502890238 87:0.1063133074984921 88:0.04907279025456534 89:-0.2300391838798037 90:-0.8642633205145818 91:-0.2500855408185302 92:0.3777741471672679 93:0.2665677838443584 94:0.2621115763308277 95:0.5596608253860761 96:-0.007348605544268749 97:-0.08265647536314052 98:0.07161543127345109 99:0.09780341090281172 100:0.2073607244450483 101:0.2219354794683374 102:-0.1391903263844932 103:-0.3110121547231882 104:-0.01330157672166853 105:-0.002320318055503007 106:0.1580320651661525 107:0.1251682983504599 108:0.242327332623937 109:0.274160674512269 110:0.1740840980400762 111:-0.0668572630324976 112:-0.4420183400876134 113:0.7923074763152727 114:0.9439811419704196 115:0.3973262520321419 116:-0.2157650153681239 117:0.2749237146101506 118:-0.1476528509422071 119:-0.9350921004682987 120:-0.2295607441377018 121:-0.327334964508536 122:-0.01243699082646985 123:-0.3885390210124288 124:0.5671255642956038 125:-0.5837513140158168 126:-0.3630708801958324 127:0.1647320651519745 128:0.6019302233949958 129:-0.04941409874895712 130:0.07605674700500886 131:0.389644733646976 132:-0.4181635497928037 133:-0.03552103338831214 134:-0.1888337662249686 135:0.1948179906983727 136:0.2939911350203152 137:-0.09980173283296212 138:0.6945916257905709 139:-0.03670894368210663 140:-0.1695361982281292 141:-0.07289172795589721 142:-0.5426400921206371 143:-0.5066552676197695 144:-0.2071904206531487 145:0.05030351928715128 146:-0.1384630133241398 147:0.2243070829865881 148:-0.1621162200139486 149:0.07575427145229652 150:-0.4488535199317754 151:0.1253088960104503 152:-0.3309498479867767 153:-0.5079205741590611 154:-0.5354449466742135 155:0.02529251163906924 156:-0.8007540260059007 157:0.1172109328550735 158:0.2260931515904406 159:-0.4091914695179215 160:0.004148761989915872 161:-0.3846548137243345 162:0.165660886249746 163:-0.2433455443150198 164:-0.2151386660413702 165:0.2081776399872061 166:0.2987450100963236 167:-0.8394073241586301 168:-0.3261578071841944 169:-0.7025222036205037 170:-0.0797393008047531 171:-0.2108694611040806 172:0.1932056784421584 173:-0.8678921908295379 174:0.4187983641911789 175:0.1384775749904072 176:0.6874450737568982 177:-0.1044142369647132 178:-0.3884863317649607 179:-0.05108188878301 180:-0.08729878039854655 181:0.3240405725470669 182:0.2608750241326567 183:-0.4152336357074427 184:0.4780999406622123 185:-0.3057957147429137 186:-0.2809886599959657 187:-0.172714903330332 188:-0.3560010863479384 189:-0.1642709596326229 190:0.3253981892284163 191:-0.140221979210173 192:-0.0302298554676497 193:0.07936141439729763 194:0.3952504553329724 195:0.3574056258271571 196:0.8063634324402259 197:-1 198:-0.0474997119138834 199:0.38832049368422 200:0.1293421095465532
+1 1:0.03923420203950778 2:-0.2295179919053177 3:-0.6074007480956426 4:0.005917472580687934 5:0.07212847582053877 6:0.06885023185314806 7:0.2705460078680033 8:-0.4197937781064816 9:0.2679957464505351 10:-0.03395900475555309 11:-0.3033552667119758 12:0.2447827323859333 13:-0.165996881181135 14:0.0825583064703726 15:-0.1702445196742811 16:0.1715202357036261 17:-0.5647658342824193 18:0.02706362532317765 19:0.2790553839727027 20:-0.3280583260329011 21:-0.03548930417095991 22:-0.1743279410028714 23:0.09274092232230968 24:-0.09847498431959475 25:0.1664278279755556 26:-0.2842491159825045 27:0.4884374680739733 28:0.5191001523223511 29:0.4191060396145138 30:-0.2035984920184267 31:0.4887858738368771 32:0.406101908314933 33:0.07151246959791663 34:-0.01511171267444765 35:-0.04996676704240505 36:0.3363763080909775 37:-0.3797755748464618 38:0.03499811445001293 39:-0.1754165180522246 40:-0.1462747278976168 41:-0.421558199434699 42:0.3058442979665047 43:-0.03772787119976496 44:-0.09055090461375269 45:-0.1752612463917177 46:0.3926973405379278 47:-0.1478393559495876 48:0.5289705528210853 49:0.3693693476976876 50:0.08821753199731991 51:0.2436202280722171 52:-0.3659685801652901 53:-0.2439177374171286 54:0.1699864695675423 55:-0.03855745495338143 56:0.005944851193931854 57:0.07995236251374062 58:0.02437278664713467 59:0.6179974398489952 60:0.3221976056036264 61:-0.3823225446800876 62:0.2868412958310399 63:0.4321672854807886 64:-0.3384410199398826 65:-0.06943366134610113 66:-0.2477364655926529 67:0.1380661405167691 68:0.4317224229874704 69:-0.3988291105433022 70:-0.4638872149846798 71:0.1809217863811886 72:0.03837607963208063 73:0.2632443766255318 74:0.2239775648488252 75:0.03010656148080164 76:0.3955429008724399 77:-0.05653939062809436 78:-0.1864260080477047 79:-0.4759728043384792 80:-0.2841104642189455 81:0.3351574774748924 82:0.02439188232980702 83:-0.1471851555784916 84:0.005971241850857949 85:0.0009609699431238072 86:-0.4352273881739805 87:-0.3131628752471152 88:0.1749721566370119 89:-0.2402396189070104 90:-0.1474331481269959 91:-0.2415794343720439 92:0.2135388690174222 93:0.124040578177163 94:0.5826835503152493 95:0.06196762428082127 96:-0.3729452802041153 97:0.2794960419042555 98:-0.004709308186784153 99:0.2204324164260317 100:0.2288981899424159 101:0.281650198917283 102:0.05406531352048588 103:0.5465578958356081 104:0.3206228446202783 105:-0.0118014707920822 106:0.5217751141342256 107:0.03629003124978303 108:0.5523810954868181 109:-0.2008235162224367 110:0.1205613291295573 111:-0.0465321557992614 112:-0.5420561068207368 113:-0.3700645765836266 114:0.1371376183332428 115:-0.05221502388261024 116:0.1303243135999975 117:0.3870515200337888 118:-0.6460718513091323 119:0.01096411378338064 120:0.3081469161231467 121:-0.7621393051736 122:0.1492689219801246 123:-0.8330964923618756 124:-0.6890126720854403 125:0.04969667889093243 126:0.4587051343683926 127:0.3928321390134123 128:0.2170465135784916 129:-0.5472502620268959 130:0.2482747430550827 131:0.1487766200664519 132:-0.2487404447658385 133:-0.1409183139881791 134:0.2215831951141846 135:-0.1789962797271133 136:0.02749834040401439 137:-0.1881168868736898 138:-0.1811619159773868 139:0.008902038888370892 140:0.2666038262522819 141:-0.3980375849781243 142:-0.07728722471650348 143:-0.6972867017434395 144:0.72826470778863 145:0.3443461613305637 146:-0.5718575129775095 147:0.1695965902710588 148:0.09628378934925799 149:-0.7471023620133225 150:-0.275214191624207 151:-0.1030161103988769 152:0.4260286821246236 153:0.1360519334325536 154:-0.3168102897147506 155:0.3301267076652796 156:0.520697418490457 157:0.02269123973242172 158:-0.2442970952526362 159:0.1630349595783117 160:0.03839809980902617 161:-0.09771698917401868 162:0.9880471465139289 163:0.5907780759098555 164:0.3008255708493188 165:-0.09198716492165496 166:-0.1731883080598505 167:-0.3208438816099037 168:-0.4452635965358036 169:-0.1914137083010559 170:-0.07877169584693472 171:0.1112599613960686 172:-0.8125612140157623 173:-0.2017882579911544 174:0.369548712126829 175:0.3105439851260178 176:-0.1452258520433237 177:-0.4865857684488658 178:-0.4933209188673744 179:0.6498293657520745 180:-0.2096865151719738 181:-0.05246738570466863 182:-0.2187676481699888 183:0.2598447900707603 184:-0.3167601305267201 185:0.4375394002127346 186:0.07876629821228265 187:-0.09417691126682021 188:0.6735866263659733 189:0.2606439880743363 190:-0.1461085723547096 191:0.521959845079295 192:-0.1292642978452872 193:0.4181378461764776 194:-0.2457519724463367 195:-0.1225195320970405 196:0.6211963504885263 197:0.8107172367812279 198:-0.5769131989056883 199:-0.2815329325748189 200:-0.5661942328714261
+1 1:-0.4510327522204314 2:-0.04126062437795433 3:-0.01633662432991535 4:-0.2445476542703889 5:0.1140155022528323 6:-0.1000569609667596 7:0.71193708293097 8:-0.373196344908196 9:0.3455558316669399 10:-0.06174843749457042 11:-0.1109799418974492 12:0.2654594050744655 13:0.1145962540027494 14:0.01345474077328289 15:0.04134859068200353 16:-0.7833067927037409 17:0.2469102619669025 18:0.1060321614442787 19:-0.2578932946845251 20:-0.1584725822316825 21:0.2735226694091263 22:0.1480376411105911 23:0.2376958449586217 24:0.7599961760361439 25:0.1964822652893849 26:0.02680172928913224 27:0.04710487043866992 28:0.2836526146989633 29:0.6667867223255556 30:0.155425947891429 31:0.1726680840424215 32:0.2896802903348955 33:0.05672568867511707 34:-0.1086313517968448 35:0.1919488410656421 36:-0.1900610981226417 37:-0.3489954153967673 38:0.1746951750924609 39:0.007787282678256256 40:0.208213464406859 41:0.07150236312797549 42:0.1872973194466661 43:-0.7314001317806759 44:-0.09198186727204265 45:-0.2621974429253296 46:0.1727783990144432 47:-0.07885247249058483 48:-0.1672369119932401 49:0.2137080862875336 50:-0.6503046482492419 51:-0.2173498983448796 52:0.1195406605482298 53:0.6528718615715876 54:0.3746300809484372 55:0.04834058722401126 56:0.502767940388181 57:-0.5464253912054197 58:-0.7179117965308596 59:0.5377979660084575 60:0.004105491540466674 61:0.2601433384714103 62:0.1157289278847203 63:0.7605552633362671 64:-0.3736632866995231 65:0.5524676473328981 66:-0.1026364335458152 67:-0.2016891216731498 68:-0.1544221572367463 69:0.02551895134515238 70:-0.2620763610597419 71:-0.1157170088352898 72:0.01891144355681298 73:-0.1679292185800478 74:0.4276483629678954 75:-0.5247572495111924 76:0.1772795696213882 77:0.1698162334393582 78:0.4412529609435633 79:-0.8456333896457717 80:0.1540821117401354 81:0.07318302541856721 82:-0.04786261064865013 83:-0.3630186143670758 84:0.05130971382225408 85:-0.3944189418417787 86:-0.04063391897596751 87:-0.2062646280669801 88:0.1242845321145629 89:-0.1287112464887379 90:-0.2968262189213697 91:-0.3782140697796163 92:-0.3100014434360856 93:-0.4150107962510334 94:0.4059672506885489 95:-0.1376138873097655 96:0.02528381434437102 97:0.2095343445223129 98:-0.1504141784987757 99:-0.6522410172869892 100:0.2457949476741858 101:-0.506060526563716 102:-0.3017351528714995 103:-0.1981809534869831 104:-0.2788485607312585 105:0.1336026214433323 106:-0.227852994283067 107:-0.2030147998942499 108:0.3690796335374503 109:0.3727439226525467 110:0.6290515251846732 111:-0.02417113351479712 112:-0.6246228295743411 113:-0.2543019262759447 114:-0.4533193249455716 115:0.1509141331384126 116:0.2368161200208577 117:0.1989940012147884 118:0.1615435621789699 119:0.6872217396117124 120:0.3582397350674753 121:-0.1413028033117829 122:0.61825006068577 123:0.3929168378687328 124:0.414173446994433 125:0.3085049078393786 126:-0.2829558728008678 127:-0.1851534759107518 128:0.2207696470421571 129:-0.280829034474918 130:-0.4934406357405704 131:-0.6032789934783139 132:0.05069968159824673 133:-0.5272479919700654 134:0.5944188264196317 135:0.445006711726329 136:0.1891210703161 137:0.03304732785054039 138:0.1135997896536334 139:-0.04836800935538053 140:-0.04573041879803924 141:-0.3545483681566662 142:-0.1301996975974369 143:-1 144:-0.1965104121017303 145:-0.704400618904818 146:-0.01072437790387276 147:-0.2735270318885466 148:0.3361884470251317 149:0.6744164198003555 150:-0.2745972809513541 151:-0.1303960411114727 152:-0.02379797513113954 153:-0.2435035870010785 154:-0.9805162640162659 155:0.5421641212701674 156:-0.02274734240155772 157:-0.5328666751030554 158:0.3212973538345554 159:0.1393351513734174 160:-0.1157041753416548 161:-0.3158441681512474 162:0.0993829945175564 163:-0.7808601289318178 164:0.4108567180927998 165:-0.0632005599957628 166:-0.3107899088926047 167:-0.0695477157693096 168:-0.2849750145839308 169:-0.06831004815593958 170:-0.02715757650641519 171:-0.04929439736681579 172:-0.1072405689922551 173:-0.8981440754180304 174:0.2845207176887777 175:0.6208594097664302 176:-0.1177398547195435 177:-0.1674860596810135 178:-0.05663820049416594 179:-0.1798777818631006 180:-0.1724458992235109 181:-0.09898585195407522 182:0.2035769690810916 183:-0.25255885426728 184:-0.4033539999569687 185:-0.2736734517491768 186:-0.268085844876138 187:0.215987275542875 188:-0.2272869112582545 189:0.8272107362350072 190:0.2397473543688597 191:-0.138184358734305 192:0.4374759611324537 193:0.07103554006156826 194:0.02889805050680393 195:-0.2427308139682182 196:0.5548917428072269 197:0.2340817175086586 198:-0.2410020849222118 199:0.5946326052288093 200:-0.250501620267335
+1 1:0.194692162672311 2:0.2099638290110983 3:-0.2917089262390581 4:0.09277254703054615 5:0.2633844332757154 6:-0.4437287381284136 7:-0.3776079758252142 8:-0.4529390950653185 9:-0.02238074272012489 10:0.3109270691290099 11:-0.1675769987431723 12:-0.01504671735623 13:-0.1187430385162011 14:0.6974369328842926 15:-0.2347783115698573 16:-0.4673092587796626 17:-0.02115204794560948 18:-0.2569426650402736 19:0.5939576440800053 20:-0.8173085756410051 21:-0.3880424429388506 22:-0.118945935686783 23:-0.1111628275786813 24:-0.1513037070551107 25:-0.6881426278412573 26:-6.392473250038666e-05 27:0.2375667989868649 28:-0.4030771830410315 29:-0.2850592837328993 30:-0.3410072494346925 31:0.09956579507975907 32:0.05433776356839486 33:-0.1765244967528868 34:-0.5045313235243727 35:0.5495463334478841 36:-0.01018747183225971 37:0.1870992252440062 38:0.2611929090695108 39:-0.1725634470533535 40:-0.1196321297572378 41:0.5837359015712678 42:0.1333057006882948 43:-0.02404548939552108 44:-0.1708993396321887 45:0.09477037456647219 46:0.1637447559202667 47:-0.3985939529277727 48:0.2238889616485175 49:-0.2899320302305213 50:-0.1685639885187195 51:-0.01193541065729804 52:-0.3733765716139256 53:0.05103763879719585 54:-0.1896107912731066 55:-0.1973049047321673 56:-0.4489424842589007 57:0.1172649425764284 58:0.1496269347372718 59:0.4732999646109515 60:0.2558405457422407 61:-0.294997925474287 62:-0.2780504272427277 63:-0.3222350425852479 64:-0.4449847141808311 65:-0.06033415096589137 66:-0.2477269075026286 67:-0.3084557367457192 68:-0.1383176015747275 69:0.7352891496719619 70:-0.3908132161562911 71:0.4010235552821141 72:-0.08460495342987556 73:0.1470401448802964 74:0.2169721417134818 75:-0.2224209240093756 76:0.4455151326763324 77:-0.05062189371172152 78:0.03067112001000546 79:-0.3456074249083543 80:0.03316383664949113 81:0.2756216608948143 82:0.1577873498902108 83:0.2143376311581269 84:-0.488166940382572 85:0.504148092709258 86:-0.2846185097444754 87:0.4744704460285137 88:0.2862139387649678 89:-0.6027407381730792 90:0.206386093552216 91:0.8763175718621363 92:-0.5440143075932156 93:-0.156143467418592 94:0.3402397365247896 95:-0.09440265582540033 96:0.3520402700669714 97:-0.3212789725731773 98:0.0511030477783203 99:-0.3490305794345018 100:0.2510042550732852 101:0.4733255896800311 102:-0.07493204173182018 103:0.6796982238619937 104:-0.2149667348565763 105:0.1268338404991003 106:-0.5531351628689967 107:-0.1546086889592621 108:-0.2228587716516035 109:0.3244999129424058 110:-0.4718261687431673 111:-0.1437918022465542 112:0.352047552937189 113:-0.2034648212461768 114:-0.7516158550913506 115:-0.3168122378568856 116:0.7666775123984618 117:0.7463568835219583 118:-0.1976100854874869 119:0.152450872026527 120:0.0312156266953079 121:-0.4903825475152277 122:0.2520069887480646 123:-0.4494381279822957 124:-0.5531613087230725 125:0.5617042155280626 126:-0.1402556783392045 127:0.2431096029130511 128:0.3252055733669957 129:-0.5440215184910926 130:-0.8667086567160078 131:0.1636309384764866 132:-0.08492935123341543 133:-0.1413211348712503 134:0.3763131406149573 135:0.02661441156210571 136:-0.3358401782921044 137:-0.4062320490554325 138:0.6282786487087685 139:-0.2447729410917727 140:-0.1635425846164131 141:-0.6307067512863105 142:-0.1973277113219052 143:0.07321602829786214 144:-0.2391863279064859 145:0.3970164457799373 146:-0.09064863631844161 147:0.4548197082936631 148:-0.511437860888737 149:-0.7225539056252951 150:0.3220239608696601 151:0.4552174272104367 152:0.01635597643115747 153:-0.1632961441415544 154:-0.3511879267600444 155:0.496064057744914 156:0.318334903053497 157:0.2249470826644011 158:-0.2027677127943558 159:-0.1889106602643723 160:0.153240456284307 161:-0.4789423951387261 162:-0.4929177939394684 163:0.01157512494514508 164:0.1141431627882196 165:0.1874314456156205 166:0.1370942167572046 167:0.1443437452978852 168:-0.09180117557761616 169:-0.05276885976372546 170:0.03208662157524757 171:-0.1753336452996733 172:-0.5234957248229762 173:-0.5051213573515894 174:0.1751114731201398 175:-0.1471725146708693 176:0.4416968897719316 177:0.354812597942056 178:0.635860195977881 179:0.1816769546075456 180:-0.3746249021676266 181:-0.1233090650120294 182:0.1155212601364921 183:-0.4619364768779979 184:0.5571409958565253 185:-0.504731741002383 186:0.1453646406083342 187:-0.4526286709062754 188:-0.1102127861657759 189:-0.2774932088623165 190:0.6704684716080146 191:-0.25287094156616 192:0.2325291676781865 193:0.3439656395735828 194:-0.218141028649228 195:0.4802261488525463 196:0.4380635999971519 197:0.1812473653473296 198:-0.2874715843643698 199:0.2005209238278088 200:-0.5075458208382022
+-1 1:-0.1033280077511323 2:-0.4764951177476046 3:0.384271221471125 4:0.2518444154333326 5:0.2273954407382975 6:-0.1617026353692114 7:-0.2964444852023918 8:-0.09117443062254182 9:0.2570439278582528 10:-0.1692382713315062 11:0.1125813589249239 12:0.7181060647242542 13:0.5839366819379953 14:0.3020550695236256 15:0.6423370183487812 16:0.4337508079748491 17:0.08857180885440197 18:-0.09936579785240279 19:0.1160550996401048 20:0.757648495058294 21:-0.2780198740422573 22:-0.06341534450923475 23:0.02544904381448661 24:0.122831199702527 25:-0.1510292040693795 26:-0.5769462397190723 27:-0.4527085765491732 28:-0.197598315665143 29:-0.0229216877878744 30:-0.3521824228713112 31:-0.03283164126097363 32:-0.03994186647573023 33:-0.3491003627739898 34:-0.3876989258750831 35:0.1348327811290868 36:0.2620444667838483 37:-0.286712576281041 38:-0.3729304040152279 39:0.3457264048761011 40:0.03833887602815672 41:0.7335211174912407 42:-0.4174435263214124 43:-0.09807480940556328 44:-0.2903934002890053 45:-0.3415548923345063 46:0.6678830994745651 47:-0.2877558710525274 48:0.2103971974196976 49:-0.401413034101866 50:-0.715564762177191 51:0.4591883361049751 52:0.0934173355100914 53:-0.2622985162998288 54:-0.2492834816785331 55:-0.2292290888358514 56:-0.1330507167620696 57:0.3582580008140594 58:0.4313792210912248 59:0.4691385972201705 60:-0.1021005655470257 61:-0.1287293556450539 62:-0.2807486939516249 63:-0.1617091170330448 64:-0.3833457521727879 65:-0.2314157210662925 66:-0.3592451125540636 67:0.5442433103472905 68:-0.1132734539170895 69:-0.1628006721412777 70:-0.1961232782366908 71:0.3049381229226836 72:-0.0306948306612168 73:0.4638807817361094 74:0.3972569387664739 75:0.5893217681876958 76:-0.3798854718327499 77:0.4933326806738249 78:-0.03967311456472828 79:0.1026412213456115 80:-0.2041113260530062 81:0.3856796683203719 82:0.3856974360294919 83:0.8046330899590449 84:0.005033273763045749 85:-0.7022670530142934 86:0.1105948332057907 87:-0.2100163143695156 88:-0.1267197047731925 89:-0.08982904906175923 90:-0.07717587207773163 91:0.1823755536755002 92:-0.5412565582118395 93:0.1749224030110303 94:0.08151808362544621 95:-0.09470178551593889 96:-0.1649608570467367 97:0.4137769486514127 98:0.510387030515546 99:0.8306544256690922 100:-0.5873565406164103 101:0.3658462327152989 102:0.7245458571328007 103:0.02035366777469468 104:0.3856199820530908 105:0.4369217987252222 106:-0.1221247007474877 107:0.03691336208947807 108:0.1941594796166322 109:-0.06526788137591305 110:-0.0793963357505717 111:0.1790466261962214 112:-0.1191109594044471 113:0.3880525661638129 114:0.5864070189036222 115:0.2067143005895214 116:0.4601828236949841 117:0.1771917689599527 118:-0.652116480029945 119:0.00820690185241485 120:-0.006074704464508498 121:-0.4200437149766082 122:-0.7512110247269604 123:-0.6648036513041558 124:-0.6013794511428279 125:-0.06585267873237839 126:0.3567396836840532 127:0.07965446047202732 128:-0.2996288697363652 129:-0.1710020998862256 130:-0.2637358876582406 131:0.07680948809529942 132:0.7671068083266073 133:0.1807409417021351 134:0.07329925564711642 135:0.1152909016460043 136:-0.1284414593898693 137:0.2622182378091881 138:0.2788345280102217 139:-0.2001816139337297 140:0.3440386744342274 141:-0.1355062433000832 142:-0.3304456205791855 143:-0.5238663155929721 144:0.2626536719076922 145:-0.2626573181500513 146:0.2683837505383457 147:-0.05429346178198374 148:0.1907559853077679 149:-0.2665925818077037 150:0.4019846673741345 151:-0.4572185484401179 152:-0.05725658247653362 153:-0.1348569617778443 154:-0.6867440360349226 155:0.1687041528383337 156:-0.06881179629635073 157:0.03520843921292385 158:0.1005305457299732 159:0.2912168048893901 160:0.1343992554830202 161:-0.167615370622307 162:-0.3714711932098302 163:0.1676938328214299 164:0.7372046376801898 165:-0.2307328569991416 166:0.07298472458568941 167:-0.2410547515436482 168:-0.6895340669480557 169:-0.3136285444478626 170:-0.3485042482752338 171:0.1234393157606464 172:-0.5310571772425354 173:0.5360320830296109 174:0.3494103898179235 175:-0.1144717005248994 176:0.3786965922006531 177:-0.4494345736356367 178:-0.3501471085818607 179:0.3105494028607818 180:0.67926219993672 181:-0.2969423276770823 182:-0.02575672170769618 183:-0.2592810015320122 184:-0.1961492181158949 185:-0.2014598142143803 186:-0.6498447194022773 187:0.7728333925846225 188:0.5759939627279067 189:0.05299688197949727 190:-0.1703747894056927 191:0.05699665879901719 192:0.514146230759416 193:0.440354124461374 194:0.548637201020979 195:0.9131474388776505 196:0.3593723560624126 197:-0.7098871361654576 198:0.7952708841156494 199:0.07606534350979662 200:0.139222041156967
+1 1:0.03220784463685568 2:-0.3042033366894269 3:-0.6207414677870955 4:0.1383851174298902 5:-0.1808977529595417 6:-0.2638203908864507 7:-0.03322196977347851 8:0.2425217123161565 9:-0.3134055391084831 10:0.1347553235223101 11:-0.5818456313504203 12:0.5618613692759697 13:0.01473335456249908 14:0.2539177080180295 15:0.2783842825536069 16:-0.1069655216386338 17:0.2484337232370922 18:0.09286828663677119 19:0.1397458366426698 20:0.4896459594369906 21:0.3860586103587882 22:0.1082448407706866 23:0.6452145750820832 24:-0.07272315909585421 25:0.08766430123183713 26:0.04056833919060207 27:-0.1507545712106544 28:0.1183477118634905 29:0.09441031932469271 30:0.02686881352917097 31:-0.07969700216779353 32:-0.008140558864642392 33:0.0703159874832226 34:-0.3754817179395332 35:-0.1028353285028974 36:-0.06080414028429042 37:-0.1685732265265454 38:-0.4431756388493693 39:0.1194380849010242 40:0.04711804400464903 41:0.5844694622186017 42:0.7957528373644392 43:-0.2563907288896564 44:-0.01909214756656296 45:-0.4038587572798247 46:0.06859898273788825 47:0.1147533878211032 48:0.1072364992176482 49:-0.1063930690468436 50:-0.1791534139512084 51:0.4065422730636255 52:-0.05893286674659239 53:-0.1248164883928412 54:0.5308714328706707 55:0.8885263788854616 56:0.253011408328058 57:0.1352954892755601 58:0.1078517376153954 59:-0.1352768243293499 60:-0.2035068721358645 61:-0.4730793903430331 62:-0.3657937423950712 63:-0.3192452875708628 64:-0.2900835340774663 65:0.4044772707569663 66:-0.582910532496234 67:-0.4939489929786833 68:-0.06766583837622483 69:0.2539007465385523 70:-0.009362728732922682 71:-0.02215748903628369 72:-0.1788949781869099 73:-0.09815057028259254 74:0.3896314551744711 75:-0.2185121358057149 76:0.05049488800440427 77:0.191439191904269 78:-0.2002084689806043 79:0.06935671899784698 80:-0.1062864448355854 81:0.5270503130351299 82:-0.365713278956723 83:-0.323071723316033 84:-0.371380389304341 85:0.01022106579314322 86:0.5125720284702218 87:0.143051956463863 88:0.2290899523449751 89:-0.3389047581352757 90:0.1744711578321253 91:0.1868328875022712 92:-0.06016032659222674 93:-0.1896252550181221 94:-0.1432067681380984 95:0.151207165774377 96:-0.2568509968460364 97:0.212192265254462 98:0.5467942750216033 99:-0.3372266763326043 100:0.09610263273434433 101:0.2751936804678974 102:0.1428033667373442 103:-0.02374057275316149 104:0.5112155615981596 105:0.1623021132978958 106:-0.1735541422732386 107:0.06589076675213779 108:-0.04876042406387278 109:-0.1865954864388269 110:0.7792028681802945 111:-0.1241356021585075 112:-0.2828166960125467 113:0.2501845559824593 114:-0.351396184128869 115:-0.2939139233917765 116:-0.07036308480231807 117:0.007901793935646662 118:-0.4108098141610492 119:0.01608513140081141 120:0.1653540897155681 121:0.05033861531354159 122:-0.0378895673957751 123:0.1726595512114494 124:0.05286719859809824 125:-0.4334109370118558 126:-0.06940667599133843 127:-0.3511782158950881 128:-0.2810389391730105 129:-0.06386280471590119 130:0.3266078337009605 131:0.2766848139662766 132:0.3740813929835874 133:-0.07522858437353774 134:0.2647012986356181 135:0.3198439868399224 136:-0.819975521961955 137:0.4084666280142774 138:0.1781233411363286 139:0.4193822172872351 140:-0.5039500052543318 141:-0.146428946084988 142:0.06546389219792592 143:-0.525792376875729 144:-0.7069082448926212 145:0.3209142559660827 146:0.5351333941031372 147:0.4531909592654754 148:0.4304911290979868 149:-0.4354096860102254 150:-0.1611375029130032 151:-0.3262375002226119 152:0.2700788200365345 153:0.4697882231862905 154:-0.257651696588548 155:0.2890371578294075 156:0.4053177699505223 157:-0.2775728128530942 158:-0.2686882381768416 159:-0.162444777532956 160:0.04287591932818417 161:0.00331713638299036 162:0.05738449024297669 163:0.3851725401476836 164:-0.3021345002431723 165:-0.01531199507761545 166:-0.1096045649428705 167:-0.1398038599071157 168:0.5172506338712661 169:-0.1818294528589351 170:0.2318230660615774 171:0.1848059094552573 172:0.3552299769311333 173:0.007417880313180351 174:0.2674694704819485 175:-0.1358850724068156 176:0.001778148781788391 177:-0.05273162317073832 178:0.1141078197312464 179:0.1885589564266926 180:0.1809744556609205 181:0.1475911662886211 182:-0.2001169636058452 183:-0.6025164921914861 184:-0.1294167706869054 185:0.1186301782985193 186:-0.1453285314571948 187:-0.2293388865074908 188:-0.01124211766640907 189:-0.2189748811555569 190:-0.3845328181496895 191:0.6336618970691232 192:-0.7922642305034353 193:-0.1973152699872993 194:0.7051871717511259 195:0.8187415679120683 196:0.4667187011980858 197:0.1901064800269971 198:-0.07335060347177262 199:-0.3330589916902743 200:-0.4412309894210461
+1 1:-0.2761314451909162 2:0.1230402711582977 3:0.4534882258827829 4:0.09834304282082186 5:-0.0285700084452902 6:0.4398099464764585 7:0.138178881342175 8:-0.5465474026317286 9:0.1389496513634094 10:0.2658316147629441 11:-0.6439788425029821 12:-0.1626592689909254 13:0.1603668717624109 14:0.2164612820947354 15:-0.1020473322305576 16:-0.083542473243059 17:0.1424090290808038 18:0.05934005488005576 19:0.6372871400233339 20:-0.05969989308795326 21:-0.0953117166851839 22:-0.2504936808584213 23:0.4405183865425883 24:-0.7820721063465282 25:0.2697966061058967 26:0.2047101924966853 27:-0.2542236079516517 28:0.1426833468388551 29:0.3096416526048713 30:0.5189180490992684 31:-0.0763383989614437 32:0.1902056593040935 33:-0.3499393814354046 34:-0.3354162765258862 35:-0.05852396353139031 36:0.1162306410607432 37:0.02193048879365894 38:0.3369550706022288 39:0.5415172851366392 40:0.03644922834914091 41:0.3883944890312074 42:0.04278770071268898 43:-0.4350593647963682 44:-0.4183443912485884 45:0.6356355062202437 46:0.1002994482709084 47:0.1975764825097338 48:-0.2874932953806975 49:-0.2045459736342159 50:0.5484361272858408 51:0.6205672240478867 52:-0.07196669438827188 53:0.4669778387055048 54:-0.3477121585048611 55:-0.8279537685578385 56:0.156965700292251 57:-0.1652517683489591 58:-0.2205810221694637 59:0.4004239942077427 60:0.6874662050421557 61:0.4475446616785071 62:-0.3526034723752031 63:-0.3491657773932626 64:0.1610114886563347 65:-0.07430750270116965 66:-0.1459020620702451 67:-0.4381025156359779 68:0.01851340541152311 69:-0.08855274951201522 70:-0.1174137891960254 71:0.6861445739841647 72:0.5361445950724227 73:-0.1559014940564624 74:0.03802300489259186 75:0.5955037103087295 76:0.2748013967039101 77:-0.2183941348478368 78:0.1371323082099885 79:0.01905896806118498 80:-0.2558291746341548 81:-0.003679871440131516 82:-0.2064532935911769 83:-0.3596893312213577 84:0.1393692048558741 85:0.2027096794757721 86:-0.4284620786294572 87:0.2118459510455046 88:-0.04838925670103392 89:-0.2562999524305626 90:0.7217530921466679 91:0.005306010216713772 92:-0.5644812386472381 93:0.06208944949397868 94:0.003352408850089778 95:0.02930120396645418 96:0.1865821822452639 97:0.1388176711258979 98:0.2518350942812433 99:-0.4174219370477916 100:-0.3422504905957778 101:-0.3898602357356429 102:0.5288057909172031 103:0.4515990540619018 104:-0.5221823180665472 105:0.1556122816363981 106:0.6609691229715351 107:-0.3850350479098719 108:0.4890093348748257 109:-0.5385315334522832 110:0.08540988312097132 111:-0.2356307505312721 112:0.1009894207777886 113:0.1541789584908647 114:-0.02596714421906325 115:-0.2243230283629426 116:0.10721614112035 117:0.6979387352149472 118:-0.7392904771580773 119:-0.5097341761453706 120:0.2273825349272743 121:0.5760791482045693 122:-0.3009147412936483 123:0.9691260415857376 124:0.9536568930821692 125:-0.2478392775271573 126:0.4722417120104144 127:-0.5331390034168664 128:-0.4203292746281045 129:0.06319950692275923 130:0.001290976091219337 131:0.4842827395846282 132:-0.1710295140575889 133:0.5758324868834316 134:0.1467451003250379 135:-0.2837113984059084 136:0.07391270901428906 137:0.07535277807554254 138:0.5273392303031836 139:0.2331091513798003 140:-0.09526953955025548 141:-0.1705940742199011 142:0.2364110695969055 143:-0.4968138757991117 144:0.2005536250179555 145:0.1495641754186791 146:-0.2077118457374169 147:0.09148895842884351 148:0.5481145207832896 149:-0.09330093344411908 150:-0.480430603651622 151:0.8499197544893567 152:0.2984197015216947 153:0.1079428959559852 154:0.6236004493534409 155:-0.6570176145137414 156:0.7745639265149402 157:-0.02677956241616303 158:-0.08768057563675813 159:0.4897879144495993 160:0.03803339841676509 161:0.1721303441785636 162:0.166992446139436 163:-0.1124334941591859 164:0.5698500106147193 165:-0.4407612373495657 166:-0.06495570465921216 167:-0.3015319349163878 168:-0.2595866429407656 169:-0.2745511335052274 170:0.2170955067510551 171:-0.3473419528251686 172:-0.09309369714617168 173:-0.1435557726835902 174:0.5310347895541602 175:-0.01858795138580691 176:-0.228745867241412 177:-0.4902912787838881 178:-0.3142038442459142 179:-0.3813296051145208 180:0.01508576468676633 181:-0.1601514594131592 182:0.1445039164057293 183:-0.4793923160742499 184:0.3271985817620972 185:-0.3115832598874574 186:-0.1719708919683759 187:-0.5090513265378125 188:-0.5323012198198712 189:0.3254481158673623 190:-0.6270366265200357 191:0.211547798603767 192:0.271260514263191 193:0.4226301084187316 194:-0.01398851413881323 195:0.5793070122613758 196:0.2254752783699682 197:0.6241015500174185 198:0.5026043342490524 199:-0.4353132659467785 200:-0.2385544672273277
+1 1:0.4287712996710815 2:0.2487137532397149 3:0.2434679559387784 4:-0.5060213753609117 5:-0.2482397868343933 6:-0.2300741509004176 7:0.3110544084725432 8:-0.3821890320094716 9:-0.2311463276109066 10:0.0631414700966102 11:-0.5788660225474154 12:0.09019045484445386 13:-0.4375711979554773 14:-0.7286280190565759 15:0.4050555822846255 16:-0.3091392069709517 17:-0.4344024025793961 18:0.3349823465701445 19:0.2032080881438843 20:0.2150167282706151 21:0.2310161330607802 22:0.5893661168651565 23:0.1270011974536052 24:0.1158657396919772 25:0.1490705392328713 26:-0.4323104087686999 27:0.04070556266945816 28:0.209504004497319 29:-0.4553819095825292 30:0.1277279213944621 31:-0.1122098858799034 32:0.3638353375674579 33:-0.0930409797875682 34:0.1882925480324639 35:0.5499391949610046 36:0.06708107319631273 37:-0.4422544156147057 38:0.1564889019647942 39:0.01710444526959186 40:0.2853161632463042 41:0.1972440429580925 42:0.5386467099009201 43:-0.6300021198307837 44:-0.1540848505043056 45:-0.02249569254495251 46:-0.3499300308847037 47:0.6955488486002928 48:-0.03062102231919759 49:-0.4651561072925382 50:-0.2216338694634041 51:0.2773935510014227 52:0.01544769059325879 53:0.1852718417482677 54:0.07373922675341263 55:-0.1370059813892853 56:-0.02302869092142157 57:0.2958333968823377 58:-0.3385205801204773 59:-0.3306981792721206 60:0.04794269038708773 61:0.104258229546949 62:-0.008076111891184609 63:0.0539231758638101 64:0.2978133814274943 65:0.3351670464980646 66:0.1963487063297246 67:-0.3756768925035029 68:-0.1070931755348062 69:-0.03965607077654387 70:-0.4756151365876122 71:-0.2208838801297076 72:0.04964842109474799 73:-0.1475615957638796 74:0.2404257518534118 75:0.2064274966006263 76:0.1261878792878358 77:-0.1078514860577042 78:-0.3840728319742433 79:-0.186937879939658 80:0.0875832715824898 81:0.01791830249544167 82:-0.2464016431650776 83:-0.3124790702695998 84:0.2456533108569743 85:-0.03310112612199427 86:0.05854645170185 87:-0.3465070346507652 88:0.27821823921827 89:-0.01294113400326596 90:-0.6748259206172968 91:0.6362875936490379 92:0.04926419603687135 93:0.0249731705337415 94:0.2838776726001785 95:-0.3526835522687604 96:-0.1335359534362437 97:0.5790759178890306 98:0.8287442883245851 99:-0.6421275894199975 100:0.6032420211184788 101:0.2322098087106917 102:0.1167107205879547 103:0.3203117986050089 104:-0.4523532658549497 105:0.05771115702211706 106:-0.4168115140813499 107:-0.2786964669819691 108:0.3175557037748474 109:0.01076358064615156 110:-0.1397915473055319 111:-0.2842956321711062 112:0.1342255002337922 113:0.361418434760485 114:-0.6122741885122078 115:0.6077117064846482 116:0.8421409824195486 117:0.3120042735353653 118:-0.1934945004541426 119:0.06183275800648022 120:0.2998625856872845 121:0.6520320520363906 122:0.03318434578008946 123:-0.3560596928098956 124:0.7315314456275817 125:0.03269801182464795 126:0.0009964540300863539 127:0.1707506036909462 128:0.1997086212096995 129:-0.1561416750050295 130:-0.07730884156594228 131:0.119199360064329 132:-0.7557011509062955 133:-0.3032381798103929 134:0.6757190296644749 135:-0.3341673348942166 136:0.2496485880253986 137:-0.237712282290509 138:-0.277520572687629 139:0.1389743621154192 140:-0.3077283268674199 141:0.2964421458356457 142:-0.1953818160221843 143:-0.4285033133757306 144:0.4184068283191619 145:0.09107261548356728 146:0.5365508773400904 147:0.09393343066877327 148:0.3995592916438417 149:0.1551663325288188 150:-0.3789782141248564 151:0.1556636749546663 152:0.1305245361186512 153:0.2262329617898263 154:0.2311160657607924 155:-0.2270090121960338 156:-0.2262545719524457 157:-0.1640656998776929 158:0.2006297000068772 159:0.1530538707652321 160:-0.1750333774247803 161:-0.08969601131378699 162:0.2260679061687724 163:-0.2210234056314804 164:0.7741514581766664 165:-0.4837396556329833 166:0.02760487193099259 167:-0.4011843571927244 168:0.05019306665576755 169:-0.2891878832575963 170:-0.449890125566085 171:0.2554887266237621 172:-0.5146040159876633 173:0.09839071339677265 174:-0.1016382870585943 175:0.002000787171003438 176:0.5896125613661428 177:-0.2632519311346899 178:-0.5897273069577313 179:-0.1841513939595906 180:0.1894936858050955 181:0.04323809447255253 182:-0.5758088045797151 183:0.03277159409043447 184:0.5620583176285063 185:-0.5010932863388886 186:-0.4116590390868733 187:0.3902030157016386 188:0.1348656498512413 189:-0.1743369104754649 190:-0.02682929061802154 191:-0.4512269856754114 192:-0.01657307578456824 193:-0.1582834888792421 194:0.09371242727395064 195:-0.3395387021120329 196:-0.1021937644650412 197:0.2199909446236937 198:0.1837884306242478 199:-0.01505001215210727 200:0.274694195144063
+1 1:-0.2016085755436386 2:-0.3727484316762251 3:0.1496276909274223 4:-0.3760536385801348 5:0.3963314584691827 6:0.4329815544288553 7:0.2792559016246978 8:-0.5720225308016348 9:0.09013168632637573 10:0.4227056040227842 11:0.1192162932626236 12:0.7860469719684614 13:-0.03407797053326471 14:-0.4619748062738806 15:-0.4571704681349413 16:-0.2865972210476398 17:-0.2104442041389969 18:0.1744577482128725 19:-0.3841198041430435 20:-0.2795152838467519 21:-0.1429752956076445 22:0.7164300726774531 23:0.08263378739579376 24:0.01837514065839005 25:0.1052095467824338 26:-0.5540360609891082 27:-0.02002281886006747 28:-0.3524297407140755 29:0.163102341622521 30:-0.1695948799186813 31:0.4305546599692485 32:0.1193823507239646 33:-0.03378565254966542 34:-0.1536266065322273 35:-0.2758095886513163 36:-0.427838572253585 37:0.1945977671242546 38:0.07505071192358928 39:-0.2703694625018809 40:0.2180787501394356 41:0.1713452577928891 42:0.04086629945329726 43:-0.1123541227240883 44:0.1031131659747419 45:-0.2158991246403152 46:0.4946567255131094 47:-0.3397468948371977 48:-0.2356229752584474 49:0.4764953919020061 50:-0.2456839917362693 51:-0.630834225609921 52:0.2637661430764208 53:0.693150580782395 54:0.1787012843921362 55:0.395103574979483 56:0.4953129834954776 57:-0.2253586816212927 58:-0.503785330625424 59:0.3238475579820793 60:-0.02893133156913582 61:-0.2698926407224826 62:-0.4027889320244476 63:0.3771314101910426 64:0.01764047292407329 65:0.2491649611819863 66:-0.3261285720585659 67:0.1828971573541835 68:-0.1867600654678502 69:0.08360581074251014 70:-0.405181915127729 71:-0.06474653794142106 72:0.6596534118138867 73:-0.2932048204833684 74:0.1726057426514993 75:0.7620383596677065 76:-0.3084492024593977 77:0.5285719501637786 78:0.3791380589815393 79:-0.1745440004990462 80:-0.06383118651277994 81:0.5794630810746165 82:0.2821591206354602 83:0.2897215774185149 84:-0.893207895795978 85:-0.5414973033411835 86:-0.6803582986797351 87:0.8818944883455525 88:-0.1298204773869241 89:-1 90:0.1449247354723928 91:0.5209528375858836 92:-0.3254918932632931 93:0.03442849995807058 94:-0.1821183735513035 95:0.01375900555151893 96:0.1034574849873995 97:1 98:0.190476968198861 99:0.3489697420870338 100:0.1171374988704341 101:-0.1262214512747456 102:0.4758793654919379 103:-0.01298543371010469 104:-0.6759058813662631 105:-0.3687481049295611 106:-0.1441642250296562 107:-0.763032671284983 108:0.03631851923129262 109:0.1646076317009164 110:-0.1025630077968502 111:-0.07921130201819515 112:0.03586275428198618 113:-0.2462334404672399 114:-0.1996330030517836 115:0.3514331180071977 116:0.1095143486284765 117:0.4112067720350078 118:0.02358255444963892 119:0.1317486350494118 120:-0.1417069596502613 121:0.2709375237369364 122:0.7399771879731674 123:-0.3133750058068136 124:-0.2677526556488559 125:-0.1836115413518754 126:-0.3521322372345267 127:-0.1657484546474617 128:-0.008403622528972782 129:-0.08185309354885895 130:0.2313265363859799 131:0.7347933487825212 132:0.4585071930545652 133:-0.2481005212430952 134:0.1058165369346466 135:0.1220909496636881 136:-0.03492636339576348 137:-0.09736329632431573 138:0.242297361851091 139:1 140:0.3469694184377713 141:0.111721054179266 142:0.09985317076484572 143:-0.03884557721796265 144:-0.4322426990357287 145:-0.4723186493747892 146:0.01470003769156038 147:-0.1049981889448574 148:0.06847028305180136 149:-0.08650235758894265 150:0.384928768237094 151:0.8803156614481652 152:0.2743988882140871 153:-1 154:-0.2714841546421536 155:-0.2792705409385921 156:0.03814750212111991 157:0.1719397449181391 158:0.1638229516527573 159:0.2039346885150897 160:-0.1105980120320235 161:-0.08111845364917052 162:-0.411385864873092 163:0.06737296232351178 164:-0.2414006188793092 165:-0.3891405331507697 166:-0.1147093063022003 167:-0.7975117263686637 168:0.1554575383958066 169:0.283436123292812 170:0.244065904966997 171:0.1533467332544576 172:0.005987468842685084 173:0.4903187867080373 174:0.1331052329394133 175:0.3328447351852931 176:0.4641439948252575 177:-0.4743725574430538 178:0.005785632401944837 179:-0.3952946745579174 180:-0.2225637541894541 181:-0.1619474090850654 182:0.2597595659288994 183:-0.0001106654135110685 184:0.01137531351210505 185:-0.2226841125353066 186:-0.08817869620666444 187:0.4467846542753804 188:0.49856332954288 189:0.1523890861271145 190:0.06304698747929766 191:-0.2952140334030282 192:0.03256163807141393 193:0.4559555629319963 194:0.160362347092995 195:0.4255195707833417 196:0.223008561542458 197:0.02971365702863537 198:-0.2843862152820102 199:-0.33874606490898 200:-0.2424673197470857
+-1 1:-0.1130774509858533 2:-0.2889353287686257 3:-0.01920725223110969 4:0.06907894001185397 5:-0.6045127732721147 6:-0.06847768504218198 7:-0.3835300322086446 8:-0.2195273482194491 9:-0.250085748448068 10:0.1722508497681002 11:0.09974426670709058 12:0.08813711493852765 13:-0.2328917329994782 14:-0.4478038537316482 15:0.0952228192737512 16:-0.01020557860504871 17:0.2132981767867309 18:0.04954012846064917 19:0.02289049075478068 20:-0.03830268902875802 21:0.5102843922881017 22:-0.006598826290469434 23:0.02742828013723837 24:-0.2026455958788047 25:0.07492383951719458 26:-0.5637912784178103 27:0.1260815812788819 28:0.1042078163189841 29:-0.1731529366251179 30:0.3251150105320236 31:0.2268640715103167 32:-0.4163899610846256 33:-0.3274696308122415 34:0.1372561560241785 35:0.03244912662412318 36:0.1188912981880707 37:0.1250792376837944 38:-0.1763994853675626 39:-0.1003663145384837 40:0.7955953873717754 41:0.292052417691788 42:-0.5576421538558777 43:0.06922082148344808 44:-0.5017517276453511 45:0.1158639018554302 46:0.229256401371619 47:0.1702841616377884 48:-0.2770086538222608 49:0.04776019912765599 50:-0.2647102554536931 51:-0.004277816357335158 52:-0.4781185085920358 53:0.6087527411044903 54:0.3064717299204436 55:-0.1713025609022797 56:0.2696885304132225 57:0.2910202944963358 58:-0.5799733952242982 59:0.01891259781870652 60:-0.4475911659539012 61:-0.2660402720546281 62:-0.1742256698382758 63:-0.1109234166141013 64:-0.2570317499594398 65:0.01057386337627939 66:-0.5212022498370441 67:0.3167979616028734 68:-0.08504330883007075 69:-0.821585853681319 70:0.1697395929164341 71:-0.707900021795286 72:-0.096337388869247 73:-0.2473642377047447 74:0.1035822044347758 75:0.1521654183619975 76:0.5914560129491597 77:-0.1306532562066823 78:0.2211675763947249 79:0.4452630533257116 80:0.2267229638919733 81:0.2751690896148715 82:-0.2451707511769727 83:-0.1620419188749303 84:0.1972577993068176 85:0.125941096587403 86:-0.1777317305065426 87:0.2026919591752676 88:-0.2830916440722103 89:-0.6836492739373723 90:-0.1789561783669698 91:0.05922757067708202 92:-0.1070392309676292 93:0.3771372234611882 94:0.6489923360257932 95:0.01494562919913008 96:0.0322758659874702 97:0.3814203528123415 98:0.2180412711508776 99:-0.05664515476306523 100:0.6024307898739829 101:0.1249755743363553 102:0.07408028364401309 103:0.2982910879567374 104:0.08192365349820549 105:0.3939985824469466 106:-0.6021418155836306 107:-0.1789509398465701 108:0.006461518718297886 109:0.4444423501462661 110:-0.1838286286518137 111:0.3012685245700715 112:0.3339261999304453 113:0.3062467451098874 114:0.2701904855745509 115:0.3975723305128309 116:0.3181220376099403 117:0.2206255616058982 118:-0.4539455068009562 119:-0.2813657069432118 120:-0.04181091118421362 121:-0.2371147988410701 122:-0.9492024832268523 123:0.09344232388343733 124:-0.0771521769763468 125:0.5524226474022779 126:0.08300468063234499 127:-0.293053892985992 128:0.8061460842090606 129:0.1478260552117386 130:-0.00406016243636409 131:-0.1262077807754066 132:0.1958365148932917 133:0.02336436407839081 134:0.3375427621999085 135:0.1873037107343759 136:-0.3575346665983077 137:0.1478747717508769 138:-0.4692747798396465 139:-0.2524494004382785 140:0.229662357875624 141:0.5091591924127821 142:-0.1669420350412835 143:0.09912765968198978 144:0.5581524671516223 145:-0.20560343535843 146:-0.6992014949007402 147:0.2597966744294606 148:-0.4999884808956059 149:-0.009821748072695938 150:0.1683171086162709 151:-0.3223293416814648 152:0.0363755305276416 153:-0.2592884296493103 154:0.1474459611184104 155:0.1172687974576163 156:-0.007339578810428918 157:0.03995214137275899 158:-0.1101288930605855 159:0.1855429436145374 160:0.3056397291798983 161:-0.7559191623960331 162:0.1108973689833738 163:-0.4299437339247721 164:0.6162865818946233 165:0.07335235230529895 166:-0.1776588699619557 167:-0.3180280783834769 168:-0.1028616498822507 169:-0.546332946752653 170:-0.01342453581659608 171:-0.06082252872054243 172:0.1163513911567889 173:-0.2623329674774583 174:-0.09986972277775938 175:-0.01058764751561053 176:0.3078730990275151 177:-0.1711421796399957 178:-0.296516929269091 179:0.3655497646185958 180:-0.1385751877357058 181:-0.1060882282577554 182:-0.008149396058468161 183:0.1273802748595133 184:0.2207804148177 185:-0.06891557102867922 186:0.0137402000441068 187:0.004912861604823612 188:0.03853798617432597 189:-0.1923711518936744 190:-0.1057437616843347 191:-0.2049547141076193 192:-0.03314378725239325 193:0.4117361933940835 194:0.1564269321228043 195:0.3500077644347925 196:0.2609395855422357 197:0.550526855085734 198:0.2064320285459596 199:0.05083128480197179 200:-0.7628126468265304
+-1 1:0.34028614807703 2:0.2179320774939127 3:0.1895767278571645 4:0.004726396380006425 5:-0.155378510709857 6:-0.4215594505813903 7:-0.1009909430885941 8:-0.1229686814356384 9:0.4389016742012916 10:0.03739093938422225 11:-0.1687981959509179 12:0.286925520233989 13:0.4332259110899964 14:-0.925616461500511 15:-0.4020690057698105 16:-0.04263762718583197 17:0.3885806414039943 18:0.2767111347208431 19:0.5059888684346956 20:-0.334657020102724 21:0.3424210778810785 22:-0.06685145072683427 23:-0.1937255245153136 24:-0.2107788978789495 25:-0.04217433905538509 26:0.02977369745865852 27:-0.03773171508784294 28:0.04988784879166659 29:-0.01964560014199285 30:0.1681010405289965 31:-0.02568106088547901 32:0.5104958302277658 33:0.1288125052955911 34:0.1207927541090773 35:0.825204167179632 36:0.2666459521698603 37:-0.1066262076662225 38:-0.2407412027433992 39:0.3511964219030672 40:0.1178694757874237 41:0.09560291146961941 42:0.2107029597694303 43:-0.1219479961637077 44:-0.6143334140536694 45:-0.3305385188995343 46:0.4388668660622407 47:-0.7452688851579158 48:0.09593028335104915 49:1 50:0.03898791161686799 51:0.09985908372473899 52:-0.1388522890203877 53:-0.3091829419413533 54:-0.1903018580060001 55:0.09259599051591846 56:0.2804434676779973 57:0.2014550836264038 58:-0.617244372855063 59:0.813623414772601 60:-0.2048441097605007 61:0.2879678364665779 62:0.1312688894236301 63:0.03870586190632373 64:-0.5015253836246962 65:0.1912210536661788 66:-0.01024431664701157 67:-0.2055716297042479 68:0.7581323782556803 69:0.2339852720876324 70:0.3688411291143871 71:-0.5400048988527779 72:-0.2551734930156413 73:-0.2325453596735832 74:0.6089890011052143 75:-0.4545467688317955 76:0.01549169327056522 77:-0.1535082692154322 78:-0.3319386069769293 79:-0.5455477679135277 80:-0.3416780974328036 81:0.4180572954132278 82:0.2474832693059263 83:-0.03440762024191912 84:0.383737798996662 85:-0.3665019071859938 86:0.01684064043510292 87:-0.3648777189205709 88:-0.07599383665704412 89:-0.3547080732255616 90:-0.2243434529069148 91:0.7519966705999441 92:-0.01926841059711361 93:0.07866307216291192 94:-0.1702117822055965 95:-0.02607181124156455 96:-0.03263957626841527 97:-0.5380623701125982 98:-0.04586944129929374 99:0.001572726995998204 100:-0.2368453226258201 101:-0.1201465405130156 102:-1 103:0.2374608018500206 104:0.5213708445088848 105:0.5971818413247429 106:0.5867706291602875 107:-0.03437716740067742 108:-0.2164015888968948 109:0.8034183749153289 110:0.2682561960900367 111:-0.2716991898407194 112:-0.6719610372504681 113:-0.03047301470671297 114:-0.1844985899824624 115:-0.1874010185651378 116:0.8050261284146573 117:0.3954120396454163 118:-0.4533368176867709 119:-0.7021649304935601 120:0.09719609744463893 121:-0.1118556684907695 122:-0.1588615808760054 123:-0.4700932015485349 124:0.3797422373442305 125:0.3030228894079792 126:-0.0631635195769286 127:-0.142413949897295 128:0.07640036142184371 129:-0.03825298671489268 130:-0.2444574892386054 131:-0.3627414168184019 132:0.02158806532653947 133:0.4987780408351193 134:0.04347219490321855 135:-0.09437104654527838 136:-0.01414509208575484 137:-0.1334431964803692 138:0.1982953842478135 139:0.2490985677977544 140:0.03169233355214985 141:-0.3406390784999294 142:-0.09459422523093158 143:0.04705931955844361 144:-0.4826053127034183 145:-0.1977989883350529 146:-0.1884661298282291 147:0.3111904112180695 148:0.4026748593414167 149:-0.5129274189859662 150:0.3204715752998768 151:0.03615346041467235 152:-0.2345816221098987 153:-0.06949723727734404 154:-0.09237892354611715 155:-0.641210364165288 156:-0.3321841320906369 157:-0.2429840657538265 158:0.1135396777911459 159:0.2665507316364229 160:-0.0632445428083042 161:-0.6469045875996674 162:0.1650461083532883 163:-0.1539077674512845 164:0.2096743141966912 165:-0.4784553727575981 166:0.1327005374627032 167:-0.1114611255343821 168:-0.2368852270745852 169:-0.4739775255928269 170:-0.116791218089192 171:-0.1117956424189267 172:-0.4115209368305677 173:0.6697755790737929 174:0.5523880874261348 175:0.19923962443276 176:-0.03946378461421335 177:-0.7404230870739835 178:-0.03684435741802507 179:0.1609546227012195 180:-0.3343664072325045 181:-0.3087355350023422 182:-0.2634953806874346 183:0.6436663998538938 184:-0.2546575734261523 185:0.1410778402073503 186:-0.07067755554025203 187:-0.01307689068451971 188:-0.4827965243327441 189:-0.3496922310811149 190:-0.1237578399832325 191:0.008662599390282771 192:0.2448457335069765 193:0.3439864899761544 194:-0.2473628221321434 195:0.4531654400090169 196:0.2457427708054386 197:0.06444665111985043 198:0.1799667455522634 199:-0.1905672031906923 200:-0.3296350074549519
+-1 1:-0.1473379006345591 2:-0.1494553631897422 3:0.2642759677975193 4:-0.1769500518808706 5:0.8438075922620329 6:-0.3379370238520139 7:-0.1716874364047235 8:-0.04069966556946849 9:-0.02144288301862676 10:-0.07639007354513985 11:0.09425027429992025 12:0.6101496146499487 13:0.2621682834259276 14:-1 15:0.1336244753379976 16:-0.1670703229434051 17:-0.4791018581958895 18:-0.01032419952344465 19:0.09482447024901955 20:0.2426808414039879 21:0.2463641838364511 22:0.04355307307071438 23:-0.0275363271445254 24:0.3567024371508487 25:0.4232203407337493 26:-0.1540380184167101 27:0.5626916068269334 28:-0.0331764348849031 29:-0.03588409387535382 30:-0.1088956773806626 31:0.2417301347108521 32:0.4288534689742904 33:-0.08124355753836646 34:-0.1104469998499145 35:0.1025644100859744 36:-0.5768431380492173 37:0.3527496422042312 38:-0.008380881222606724 39:0.02900377484759128 40:0.2790031326130704 41:-0.1843929725162768 42:0.04216615389269966 43:0.1264915428809533 44:0.1565553203600759 45:-0.2409086846723206 46:-0.4156265444903672 47:0.09470970972250559 48:-0.1241681489864465 49:0.09065778924543343 50:0.357347155842536 51:0.1611594887809061 52:-0.004357897781669284 53:-0.07068276490539704 54:0.7742970533366303 55:-0.1836057780516813 56:-1 57:-0.3723243734301844 58:-0.2584784519899038 59:-0.253652535958687 60:-0.06374883062677526 61:0.01802149293345642 62:0.4891581395265439 63:0.3722254987409455 64:0.4729841411003813 65:-0.1807340383033231 66:-0.04459332982866071 67:-0.1088119507383797 68:0.1110519885313527 69:-0.5595296167678214 70:0.08302796619980807 71:0.4431531748417953 72:-0.372490858974255 73:0.0694597502210632 74:-0.333678019282572 75:-0.4376003948314201 76:-0.000211060059437624 77:-0.380869817662461 78:-0.1528277211926687 79:-0.05337514571622549 80:-0.1045261099898298 81:0.151575962008654 82:-0.001354828436772676 83:0.0154880627546213 84:-0.1612103866980397 85:-0.08767892098548456 86:0.005167998639505421 87:0.09198679649411795 88:0.3414421524788495 89:-0.3665369037110842 90:0.0876855176689979 91:0.03166945083827175 92:-0.6810452836326329 93:-0.1960229762603036 94:0.3220738407638831 95:-0.8845119045365754 96:-0.3091782653301099 97:0.5450974342768515 98:-0.501976002894876 99:-0.3418036139921158 100:0.7490773044210663 101:-0.1588191884194404 102:0.257122184805522 103:0.159310752318623 104:-0.3235732033582183 105:-0.2165930096078184 106:0.4083858869982821 107:-0.8700081619941449 108:-0.1070350228172068 109:-0.0413098728438227 110:0.6941278535443783 111:-0.1178093615811245 112:-0.02256558777438417 113:-0.8070764045743456 114:-0.05481304327066885 115:0.3539174115839889 116:0.04011948972738043 117:0.5972185000469534 118:-0.222779219022631 119:-0.2637124699164532 120:0.2998708865052283 121:-0.1307009026451341 122:-0.03807476891909481 123:0.2391567581111437 124:-0.003836751739696512 125:-0.3562498131926702 126:0.07439786393970194 127:0.03867904596285412 128:0.08221438920355047 129:-0.09213620393099123 130:-0.2649267200229529 131:0.1742273134686332 132:0.188472419247047 133:0.2743924856767472 134:-0.06152849047702408 135:0.1509949380722715 136:-0.6734558066399019 137:-0.2110100662218591 138:0.02807377545015802 139:0.9252535326371722 140:0.434400337607326 141:0.165282225053852 142:-0.06966295375573953 143:0.2405635926505328 144:-0.549644278425389 145:-0.5739524730203958 146:0.5553423378844244 147:0.290497025539377 148:0.04170186016864317 149:0.483547869524237 150:0.2716840214540553 151:0.1703580325011884 152:-0.006662363063367968 153:0.5219011005188161 154:-0.004171838490713023 155:0.1902928827562899 156:-0.237301581977256 157:0.2110776328092589 158:-0.05544713229732552 159:0.158399648455137 160:-0.1009681061855723 161:-0.2688966511954037 162:0.1941105474836272 163:0.08020933782820633 164:-0.2069501079205561 165:0.2393941353069161 166:0.1651802768802539 167:0.753751362586714 168:0.5345392097801307 169:-0.1767098448787973 170:0.2205254799553388 171:0.2497511209711868 172:-0.5587534998003459 173:-0.05507770827086959 174:0.1621141157759972 175:0.4695913566323764 176:0.2510750218968872 177:-0.06520909727834387 178:0.3027229884363866 179:-0.1945655129255753 180:-0.4737856708554713 181:-0.3879556806697654 182:-0.02910923958393117 183:0.6479933614134563 184:-0.03896580087894014 185:0.1478379530776213 186:0.6550738435078476 187:-0.6277890863776864 188:0.3536350164214737 189:-0.04542305401431954 190:-0.1235337218019532 191:0.07242037450243935 192:-0.574280257423348 193:-0.002863041528046867 194:-0.3812767560364775 195:0.3163366922292263 196:-0.00909486669879514 197:-0.1253301283380607 198:-0.09241137980958719 199:-0.03650690760929655 200:0.4127684472272991
+-1 1:0.01132103069051195 2:-0.3748301153186581 3:0.1837596503893491 4:0.0255342421846475 5:0.1779252695103662 6:-0.2282785042681541 7:0.3211480540564263 8:-0.2315865606908379 9:0.6649481883233352 10:0.071337325180405 11:-0.3105616742730527 12:-0.3087679640948801 13:-0.475574854068807 14:-0.2105304104990252 15:-0.3567068105174346 16:0.2559087501453141 17:-0.001931208956763977 18:0.4068128664243971 19:0.4711832868143777 20:-0.2199883121221273 21:0.3080329796718376 22:-0.2366069390693288 23:0.5642476541975736 24:-0.389323867058027 25:-0.2114715108762741 26:-0.3331901253528813 27:-0.1062549596548049 28:-0.1151220487305417 29:-0.06644505223562516 30:0.4306995576615491 31:0.3410414440990189 32:0.09370142103863684 33:0.04517534519409139 34:-0.05986169729001977 35:0.9830041392051841 36:0.4407991316212966 37:0.2463955331471849 38:0.5641284233928796 39:0.9999999999999999 40:0.0034272553093085 41:0.4781678969337254 42:0.1246588462142928 43:-0.52510955313776 44:0.01082153225923987 45:0.02173987934850126 46:-0.112992935933516 47:-0.1046978910330594 48:0.1091569573247556 49:0.1513876065678569 50:-0.5364768570473155 51:-0.04284690995885519 52:-0.5484586380456875 53:0.07562203331333069 54:-0.257575060184034 55:-0.5195450124292866 56:0.151646704464324 57:0.2714833322361176 58:0.2549014202428276 59:0.3866262957443297 60:-0.3597316721741772 61:-0.07326641723108307 62:0.09602906580001071 63:-0.3648776253444084 64:0.5152181859116411 65:0.6035261246682637 66:-0.3667814640200943 67:0.02059063115669854 68:0.1581119218688146 69:-0.0121579072686655 70:-0.7149152179728862 71:0.1637433955039082 72:-0.3584608979491963 73:0.530770566092721 74:-0.2251145685626486 75:-0.006358613135093533 76:0.1777932330820781 77:0.04426111534006068 78:-0.06671519076908411 79:0.1158442443628899 80:0.1468763046642338 81:-0.03548897673821585 82:-0.1263099991707113 83:-0.09371574232255234 84:0.2131319332793912 85:-0.1453201346358047 86:-0.09872797666937258 87:0.6748298443191705 88:-0.1885776158006678 89:-0.06479620213596127 90:0.3611471464823919 91:0.05393413963464114 92:-0.1458499862075563 93:0.2112495804572087 94:0.5109135283529068 95:0.47576445195916 96:-0.4486354514446551 97:0.2515397746514586 98:-0.2677459472829555 99:0.4428459404343814 100:-0.04495810949763795 101:-0.1865643435536099 102:0.1504434089071635 103:0.7389201018472105 104:-0.001198701074857783 105:0.2315133196486134 106:-0.4626317471591624 107:-0.1034760881701574 108:-0.04646927963588465 109:0.2350184007821487 110:0.007132359181818829 111:0.214472619094285 112:0.04615707034606707 113:0.6061359530536543 114:0.09310545497845185 115:0.1423192135541968 116:-0.2946975912486395 117:0.4123673736427049 118:-0.2030800380115544 119:0.1557543456897949 120:0.06919341269685544 121:-0.05405650547897127 122:-0.6830771444091828 123:-0.8876374739147447 124:-0.4797444849983694 125:0.3548348375269338 126:-0.1602581514197784 127:-0.1736117111556209 128:-0.1397144408297144 129:-0.03290360212263047 130:-0.2641730155426111 131:0.3507719361381142 132:0.013971675153566 133:0.2670260434994223 134:0.03470285654202522 135:0.2584109757705373 136:-0.6131355500908113 137:-0.0502136495917434 138:-0.5567784448095074 139:-0.04385145756029742 140:-0.1157990160420944 141:0.4633982551672597 142:-0.4387379856580532 143:-0.1949252999267083 144:-0.08719861137695703 145:0.2594431086243588 146:0.3237613348104818 147:-0.09444326524083946 148:-0.4844238082397034 149:0.2046363280724622 150:-0.1390109002777728 151:0.1582915849515774 152:0.4319671564917937 153:-0.2858354687996683 154:-0.1995225653420346 155:0.4007703055749945 156:-0.422916324001153 157:0.08741666747425378 158:0.2258619676464581 159:0.1869917402609741 160:0.1358931001479756 161:-0.1607747237695915 162:-0.1442410319319472 163:0.07008071729906101 164:0.2159598396782974 165:-0.1756730384038571 166:0.2703222738300038 167:-0.250686325867276 168:-0.2471709429941982 169:0.2536368636808712 170:-0.3231327199272478 171:-0.1959617756127213 172:0.5255169180196008 173:-0.1125289735170487 174:0.1542739141706633 175:0.5199482664696092 176:0.5452306740685435 177:-0.08274417705878592 178:0.4004945358214469 179:-0.06810747349016644 180:-0.4777535880279236 181:-0.4149071542016067 182:-0.3549783259279448 183:0.1523134606074714 184:0.02275516282310073 185:-0.4285644634516143 186:-0.1845222735781594 187:-0.4804641846547658 188:-0.4566591038106144 189:-0.09424882030760759 190:-0.1560203546119821 191:0.2097377779958876 192:0.6685229621829341 193:0.05893207336199918 194:0.707820639472351 195:0.02046461041005557 196:-0.08872982828514758 197:0.148764422345341 198:-0.1458801164484969 199:0.5291937882370503 200:-0.2139178837401827
+1 1:-0.06657000375080377 2:0.3188243895596801 3:-0.1679804098305421 4:0.3902634944759086 5:0.2406851419842942 6:-0.338446905875106 7:-0.7353967185297013 8:0.1112582481143708 9:0.110434631838424 10:-0.2003919538162405 11:0.1166808606278709 12:-0.06265257461832219 13:0.09395195456518307 14:0.6043005421206247 15:0.2156260543093041 16:-0.2427947162542562 17:-0.1970141874523119 18:0.001000996241574875 19:0.4182943102163641 20:-0.1483935594875289 21:-0.196699852823981 22:-0.2339142388911322 23:-0.5354251832590184 24:0.1847660258992459 25:0.6564575754369589 26:-0.1849303120911611 27:-0.394039207528978 28:0.04491579457812117 29:0.1759512602397104 30:0.290547162300152 31:-0.4243918635181643 32:0.5274182888121114 33:0.06520295356870806 34:0.2089644263584962 35:0.6653720307633093 36:0.4383494156571531 37:-0.09760351285548652 38:-0.5400539514130314 39:-0.1322654436769874 40:0.6644085915861012 41:0.2718344185248175 42:0.5759105286222406 43:0.1493653706972834 44:-0.7425172271674456 45:0.04537585252652804 46:0.8670346738431516 47:0.3035942974109912 48:-0.2124962774192066 49:0.6845412798330452 50:-0.3251639790429416 51:-0.007822533472687644 52:-0.1004715523038905 53:-0.3335708382717899 54:0.1510455455629941 55:-0.1561113067327881 56:0.04573355657648127 57:0.2279407362894832 58:-0.1587764817682281 59:-0.09863986269844521 60:-0.3861532449752836 61:0.3719644737604282 62:-0.3907945592413126 63:-0.371387490950648 64:0.2072147205631276 65:0.1269820404513115 66:-0.1567748763226992 67:0.2246021576817859 68:0.9038901756102651 69:0.350640928744089 70:0.1753951663783792 71:-0.04853321598182789 72:-0.09407652762134389 73:0.1696510601020865 74:0.1394822690204989 75:0.2602466284038131 76:0.3810225241187704 77:0.03769597035465654 78:0.4625595606165813 79:0.2879918414758545 80:-0.2031781941093554 81:-0.1618510041396756 82:0.1844786215585447 83:0.4418559297761137 84:-0.1192210510595656 85:-0.3594685344988034 86:-0.185177184915665 87:0.01755883757793079 88:0.3824949417937341 89:-0.2023444779086356 90:-0.08995208276394756 91:0.7358376640420839 92:0.9069246574950313 93:-0.1481856069384001 94:0.5155974441361422 95:-0.2609868933200736 96:-0.3434999721506687 97:-0.1386534165724454 98:-0.5417775796441789 99:0.5957296439219093 100:0.265025927047998 101:-0.6496217922545322 102:-0.8362681064257041 103:0.1823893029963917 104:-0.6495210471550515 105:-0.0256064884339374 106:0.1010868875831352 107:-0.1896643053848495 108:-0.1247837899228572 109:-0.3307414793078366 110:0.3774267291515856 111:0.1041212502178444 112:-0.5484924882115809 113:0.2304408118253389 114:-0.08910136449335876 115:0.05474295907152667 116:-0.08700958733185055 117:0.1205251916140715 118:-0.0006765673648643777 119:-0.2601427606897939 120:-0.1945905056149855 121:0.05617974907176153 122:0.1599560072655341 123:-0.1157320421456858 124:0.1906070159173599 125:-0.1987659500672524 126:0.4914540088985012 127:0.1250307821974555 128:0.02267361326617668 129:-0.05183341145945536 130:0.153682052498791 131:0.1684300980326303 132:0.08261599478080152 133:0.1792782203080159 134:0.3550140531056938 135:-0.3218357077057226 136:0.3050447916730631 137:0.04776467082532197 138:0.5005083080350597 139:-0.3026102909536709 140:0.6534373711056485 141:0.03692257791329868 142:-0.9418533268261271 143:-0.3331399567254316 144:-0.4447844572205105 145:-0.05462184316108148 146:0.5922528112772618 147:0.0191460592779331 148:0.5922609379679878 149:-0.3994592662915686 150:-0.1208730229614694 151:0.02755783936526576 152:0.2457047355873976 153:0.1149901108279367 154:0.1283415218841447 155:0.3817826508268865 156:-0.005418975232962659 157:0.8826024504424363 158:0.1561869791055066 159:-0.2945267485846726 160:0.3783133618584444 161:0.7464265255545484 162:0.4174235287135918 163:-0.5875770796981374 164:0.4286384713963051 165:-0.4267170842920527 166:0.7102121967109838 167:0.4711233569287596 168:0.513752972180145 169:-0.6486551210914482 170:0.3406441642761227 171:0.5155827066485272 172:0.8825849686402764 173:-0.1955578325819668 174:0.2066350210399575 175:0.7097764486528155 176:0.4117715361366908 177:-0.4065768026058429 178:-0.3038664243394628 179:-0.07761365963073115 180:-0.4530529695697302 181:0.05954950560904299 182:-0.2591796144897575 183:-0.3630991630910155 184:-0.452939620156761 185:-0.2375211323103779 186:0.1606695840949142 187:0.1120319673362794 188:0.008946512100847789 189:0.3102724347357327 190:-0.08407146907646967 191:0.02004350321758974 192:-0.08817766621161577 193:0.1974979532635828 194:0.2162900410315182 195:0.5224412414302091 196:-0.02816440673157294 197:0.1604863681366099 198:0.2173916280659324 199:-0.2313717560726639 200:0.4057339333182677
+-1 1:0.4141922422309183 2:-0.3763406359607016 3:-0.4933335637056767 4:0.2566823361027212 5:0.4718893070648138 6:0.4388321675919035 7:0.3174828196611422 8:-0.46614807611751 9:0.008169591866788034 10:-0.2169442055849874 11:0.1578342434361812 12:-0.02128812569942137 13:0.2495262305001203 14:0.1799167529343247 15:-0.3065706787393472 16:-0.5822583178588242 17:0.04421615017092138 18:0.05640550906648372 19:0.02526114014054517 20:0.1308481015828981 21:-0.008143871940892639 22:0.3781355105083994 23:0.3935431486646206 24:0.3858684796226456 25:-0.2049889065640556 26:-0.5821782398545721 27:0.6594019481459802 28:0.4070661408368136 29:0.3170598761219673 30:0.9581848860016801 31:0.006965742453020916 32:-0.1374435885616924 33:-0.1453808776692054 34:-0.02221565394067057 35:-0.01963575812201046 36:-0.3363150719753371 37:-0.7359542739770386 38:0.5355655185354531 39:0.2170683474476851 40:0.2705483119809283 41:-0.4432691418330773 42:-0.493486031892902 43:-0.3753660579127689 44:-0.1703690679019893 45:-0.2514545733271927 46:-0.4211417566132822 47:-0.682038502214989 48:0.05510376798908707 49:0.4773140362839592 50:0.001108701304725661 51:-0.1268781903304967 52:-0.03637885476621158 53:0.7402607759702973 54:-0.06318921795198601 55:0.5083938943320119 56:0.2330396436075157 57:0.01834849509295422 58:0.006288105184612532 59:0.2117653024383563 60:0.07735225673026849 61:0.06242753503452951 62:0.06738798210193668 63:0.07920127753103079 64:0.1487695255005118 65:0.321261139067038 66:-0.3797007213949773 67:-0.134956645243564 68:-0.01540073420160674 69:-0.2510668593631488 70:-0.1895451092505673 71:0.5345181335127344 72:0.03777921491439049 73:-0.1713163843772231 74:0.282830766468997 75:-0.2483614655912048 76:-0.5353093491407597 77:0.1248226966494541 78:-0.3524864985105908 79:-0.3352549323711562 80:-0.118458575739605 81:-0.1189744172784996 82:0.006656034483973852 83:-0.2792972577996024 84:1 85:-0.4540548778055505 86:0.1349845603080894 87:-0.1494449005813603 88:0.1761785084152037 89:0.1049328662373467 90:0.06004493796800928 91:-0.2939780066583758 92:-0.2571092343948074 93:0.2260857493421392 94:-0.009767406357745506 95:-0.1853722532545433 96:-0.1239361467703521 97:-0.1651090194680784 98:0.8278304409084345 99:-0.298264930517026 100:0.05311436129660275 101:-0.4074617491130913 102:0.1977752740106482 103:0.0214682031917081 104:-0.4850639394754852 105:-1 106:0.4808001410943226 107:0.2438822433985672 108:0.5873542370154279 109:-0.1894197712490049 110:-0.2147658051883854 111:0.3312157182412542 112:-0.0499143919541796 113:0.2908152497031747 114:-0.0889848460796757 115:-0.1356932817807807 116:0.1793448837895421 117:-0.03579542562386254 118:-0.9438222234754073 119:-0.3101805099837115 120:-0.3103496549022934 121:-0.03683299219298588 122:-0.1575011833112782 123:-0.07079093912114588 124:0.3871725690821295 125:0.3493102763636149 126:-0.2450694822687041 127:-0.03908278681120958 128:-0.07468126921482687 129:-0.03693021593658566 130:0.03596929693146975 131:-0.2443790718486131 132:0.03774403238521427 133:-0.03158681902358259 134:-0.05730819019905567 135:-0.2448981860702042 136:0.2555776736459545 137:0.05650700298238141 138:-0.4362242557860626 139:-0.4330816128306587 140:0.1192583789550656 141:0.1480069945306466 142:-0.3997632024702639 143:0.06814551513512454 144:0.5277154146758791 145:-0.2243549922567788 146:0.03210474845943529 147:-0.3400916101203857 148:0.1559350075608108 149:-0.7261913765393895 150:-0.1921675493928884 151:0.642524799201594 152:-0.08630090945510266 153:0.5651301930243705 154:-0.4052130391836613 155:-0.6995938007867968 156:0.5377227757675734 157:0.03058507492792981 158:0.4422632910710617 159:0.4840019018980191 160:0.2414964453003386 161:-0.3737584828418322 162:0.08833838335699548 163:-0.414309980656917 164:0.1783281673269097 165:-0.8536504068590348 166:0.2748369558997812 167:0.2986835852008524 168:0.135129786808723 169:-0.4437781869386416 170:0.3769581926386108 171:0.03649267893649168 172:0.1999990995055702 173:0.02037757293394553 174:0.02822430539328286 175:0.6918931951276822 176:0.1236108315466154 177:0.01635809500063345 178:-0.03889825223899648 179:0.09601662694324124 180:0.3703431040665205 181:-0.06793588831613345 182:0.09408743226386723 183:0.1086972216264831 184:-0.3442582333586838 185:-0.1249359963517554 186:-0.3434322825026451 187:0.2391685581377107 188:0.1591398047685777 189:0.01510865506520934 190:0.06714130483370746 191:0.2098390685737999 192:0.1726171782173838 193:0.02323135069188968 194:-0.7513206083832628 195:0.171194258518281 196:0.2756908092205402 197:-0.09086711110760266 198:0.2777742799621239 199:0.3921371090625839 200:0.2061788344528203
+-1 1:0.1251191973488572 2:0.3402895139685073 3:-0.2551334830706434 4:-0.1775426083402647 5:0.1139955412169084 6:-0.1192326698308799 7:-0.3115727615428534 8:-0.116028597839393 9:0.2288500675670991 10:-0.3609202669992924 11:0.1182012428163656 12:0.1010139568309207 13:-0.03862233337884939 14:-0.1671048044100022 15:-0.2583251305574666 16:-0.1351965763142139 17:-0.2017015159839602 18:0.2212712960233267 19:0.1974356194558374 20:0.325197325962449 21:-0.3682562955727133 22:0.2223135040208132 23:0.005454800575949239 24:0.4813602676383177 25:-0.20323651658451 26:0.2365104112402378 27:-0.06202687230562746 28:-0.1608258298539459 29:-0.5479546838088278 30:0.009739292050739687 31:-0.196492446138882 32:-0.1775053475480794 33:-0.4397125316059307 34:-0.250715018991407 35:0.7216679007909288 36:-0.04674370468418099 37:0.1128229443104829 38:0.07575533387269419 39:0.3103471457870002 40:-0.1159006755125258 41:0.3340319193782137 42:0.1099889178671137 43:-0.4930617543449133 44:0.3041478835475942 45:0.5108975832332496 46:0.3639769970181803 47:-0.3930581954713593 48:0.4559094476406452 49:0.5440980719470908 50:-0.5580678968347468 51:-0.5706841691616729 52:-0.2942126958309973 53:-0.05986864299165398 54:0.1607632777702084 55:0.1723620202155055 56:-0.135986873919979 57:0.2233207224596032 58:-0.2047493859343688 59:0.9999999999999999 60:-0.07846115015185887 61:0.04141633929674586 62:0.04334787522796578 63:0.09948957593675706 64:-0.4016953084003941 65:-0.2416203799162986 66:0.1207959288276013 67:-0.07043986763514301 68:0.03148223187879272 69:0.2291634597304553 70:-0.1830637396599408 71:-0.364515778338615 72:-0.1790427102128535 73:-0.5778366684434778 74:0.01557086368242562 75:0.08020034067536119 76:-0.2100427945626279 77:-0.03394178346326246 78:-0.7085921631756023 79:-0.3430517925681443 80:-0.4068028524488637 81:0.02471379108742412 82:0.01176784242393118 83:0.536008394906652 84:-0.1755831640407877 85:0.1181004781799476 86:0.1129482019731264 87:-0.523914131032254 88:-0.1790247917919805 89:-0.1465862595874414 90:0.6417502539380535 91:0.06658373067631784 92:0.2398249146898909 93:-0.19047961117291 94:0.3395778413437041 95:-0.06793798532897777 96:-0.1150325454405091 97:0.6855083979890728 98:-0.1548353738472584 99:-0.05281046472849482 100:-0.2761801240827205 101:0.501414859997919 102:-0.005563088237829725 103:0.07445385630629586 104:-0.1391159899470445 105:0.0391645802830753 106:-0.449565973620675 107:-0.06819077574540047 108:0.4047163973841285 109:0.4312565873338778 110:-0.1119577161709123 111:0.1559342680136117 112:-0.5319882159826186 113:-0.2313071393272075 114:-0.3662091488782283 115:-0.2939672754479771 116:0.4170180354394235 117:0.3021258765652134 118:-0.4362194667283477 119:-0.2544968294270682 120:0.9999999999999999 121:0.1060647711912644 122:-0.08064033376516966 123:0.03462071894761602 124:0.1474707571928084 125:0.4433339836585923 126:-0.1243516559507003 127:-0.01835557000757099 128:0.3027396400613169 129:0.1575227946467351 130:-0.182192972358695 131:0.3405329663950102 132:0.1240374001498138 133:-0.01757982555331807 134:-0.03824405767663366 135:-0.03061419423190044 136:-0.2611586647020596 137:-0.1149135546393533 138:0.4361140938008358 139:-0.5914230551377554 140:-0.4478455997038223 141:0.1295205736913732 142:0.2385100177035515 143:-0.8053586916581527 144:0.2605592859861755 145:0.101841175250156 146:-0.09190670717808544 147:-0.3607526129001012 148:0.8090830592540454 149:-0.1439197002770514 150:0.2186072421327256 151:0.007083452189709363 152:-0.4904889332140731 153:0.4124500579077198 154:-0.075377107468942 155:0.3073754896429641 156:0.1479916455317914 157:0.2023029245112486 158:0.2564924670266809 159:-0.2598390855365765 160:0.1606016740053968 161:0.5824050432548508 162:-0.1044290134561135 163:0.3637485420194536 164:0.1880577244733508 165:0.08118016558315064 166:-0.6908555755230317 167:-0.3479831480537836 168:0.2809200164835825 169:0.1528322124495708 170:0.05875666788269818 171:-0.3048028306977703 172:0.06427743117377452 173:0.5654592790369124 174:-0.3421239515227623 175:0.2366666661665119 176:0.5408502939734827 177:-0.383312980529151 178:-0.1387465623559362 179:0.2571943967525853 180:0.170122526807266 181:-0.6384650041382397 182:-0.7925585516664333 183:0.2876548767517449 184:0.06929675056167202 185:-0.2469174850010281 186:0.6647199102530814 187:0.2689947391318175 188:-0.3295397429774761 189:-0.1254842182130294 190:0.03366081674010597 191:0.3798768269067083 192:-0.03597332074072593 193:0.1750734542327053 194:-0.2327408753518161 195:0.9179498791439603 196:0.1273469017733465 197:-0.4369137931628871 198:-0.03103576343881249 199:-0.4630538654477916 200:-0.4528479412242971
+-1 1:-0.3039227566451828 2:-0.433265182666746 3:-0.5036386334976037 4:0.03320423596191281 5:0.2456984040567552 6:-0.3325223631468135 7:0.261313402280986 8:-0.3376942440819135 9:0.4905239624835826 10:0.3129868088535976 11:-0.003273170323735093 12:0.7142615668817864 13:0.3546862239335404 14:0.3127210683518962 15:-0.09255054241254554 16:0.08833724775642941 17:-0.582298384292625 18:0.06480345229706115 19:0.06351501463065207 20:0.3416573404677642 21:0.6258181959201801 22:-0.7101474420758821 23:0.8497127310239732 24:-0.3785294151577918 25:0.1448189769845858 26:0.01126757333077108 27:0.6312391651595575 28:0.15044890003502 29:-0.08940017276248902 30:0.07537406860101567 31:0.01110626698329806 32:0.4182154499669626 33:-0.007154122338409702 34:0.1641949808974689 35:0.1907900015850895 36:0.894476723176264 37:0.12624664128825 38:-0.1673955623442266 39:0.01356520539406823 40:0.3361434504495525 41:0.6151834931610576 42:0.087986188856592 43:0.01996231121091371 44:0.4437298011234209 45:-0.2207469412536172 46:0.325420202306765 47:0.2139460506060297 48:-0.4004037259525525 49:0.3754096443834262 50:0.336826381922276 51:0.4214175455354491 52:-0.05495116662698795 53:0.2510049734374352 54:-0.2009335932888899 55:0.3046683401951029 56:-0.01673073450195799 57:-0.5009037485464319 58:0.3580233125749306 59:0.4608716433329145 60:0.2584038136215378 61:0.3227265073875938 62:0.003922745496707963 63:0.7355215365731939 64:0.2394755361699041 65:-0.196784129626295 66:-0.1348260955640569 67:0.1139260714357158 68:0.02716285320236103 69:0.1046980548859974 70:-0.4533524357980339 71:0.4252317553651257 72:0.6630490798393099 73:0.07711351602424187 74:-0.2403230851218912 75:0.1270234839414755 76:0.2633651222155782 77:0.1687913649816241 78:-0.09577801914335668 79:-0.295792836583405 80:-0.133868869216754 81:0.3548007757088717 82:-0.1363237929264799 83:-0.08248945231224505 84:0.2412845081842309 85:-0.007521904509207436 86:-0.03447889437940226 87:0.04333217126230863 88:0.8129874649841906 89:0.1001921873353926 90:0.5281051007826285 91:-0.02762540343617956 92:0.5400341202245116 93:-0.4367958592151113 94:-0.3153300344938968 95:0.4987416762893275 96:-0.1384109108251847 97:0.5660475179620874 98:-0.1848621128198576 99:-0.2553035053067824 100:-0.003787597693838858 101:0.0250338082318881 102:0.7321749926376923 103:0.5785243924600101 104:-0.2367441241289882 105:0.7797911910971567 106:0.2492137843268888 107:0.4118696239755907 108:-0.1034183881550357 109:0.1674671774935662 110:-0.3146518748510456 111:0.5363053211314112 112:-0.2129979001618677 113:0.01818226402334819 114:-0.3964433383152329 115:-0.3477230308944498 116:0.3746796539914521 117:0.7249806450248442 118:-0.218846463367572 119:-0.309366504267959 120:0.6071228502093522 121:0.1597594180173147 122:0.02846111410516061 123:0.4408339704107386 124:-0.2583048415099773 125:-0.1518063461921098 126:-0.08744008590493907 127:-0.06839798332009957 128:-0.152926045200873 129:0.01993847673651777 130:-0.2759583837629381 131:-0.4080476232786693 132:-0.04100913672939666 133:-0.08588534445343333 134:-0.06824513637318891 135:-0.004706415051931026 136:-0.100715177572494 137:-0.08804409594361237 138:-0.1920025470333893 139:0.09802057290455493 140:0.1002518484951243 141:-0.0231713390026367 142:-0.4815678327182742 143:0.1936619982267939 144:-0.02274835683019391 145:-0.3147095991301295 146:0.5705035911529593 147:0.3788506557077639 148:-0.05286249065463429 149:0.6658643311887976 150:0.2558185094881658 151:-0.1336384072879016 152:0.1264595436884446 153:0.2708239205525998 154:0.1183815346851738 155:0.1042148287727467 156:0.2799322698796621 157:0.09646528636249468 158:0.283314033887449 159:0.0141850215182079 160:0.2194641472131708 161:-1 162:0.2685400702390361 163:-1 164:0.569601878086802 165:0.09746373754160315 166:0.3027869861986797 167:0.04537927956634853 168:-0.2147453462678729 169:0.2333140351388093 170:-0.1502190666425275 171:0.04367651239723247 172:-0.1873519882246753 173:0.1688544085683887 174:0.3752781115287395 175:0.5861574726357515 176:0.5990900631211193 177:-0.02160126621234204 178:0.08396735182516885 179:-0.1294626615766321 180:-0.2545099658812346 181:-0.5860512930919584 182:0.02234496131815106 183:0.2289698161829106 184:-0.2858692125039623 185:-0.6004706344394486 186:-0.05590872460710085 187:-0.4476994034325691 188:0.06126209577980271 189:0.1044117242047081 190:0.01215726885771567 191:0.6035281791356305 192:-0.02857541681953757 193:0.1737132176426603 194:-0.8492778863680481 195:0.2489618079660524 196:-0.01279926609378909 197:-0.3040315933549659 198:-0.2248916838731258 199:0.2972027829357137 200:-0.1750133290866248
+1 1:-0.1494168120632505 2:0.2021490968220501 3:-0.2456885885452115 4:-0.3319858348883503 5:-0.2313326724410172 6:-0.5266553261691458 7:0.009562655316564111 8:0.06564188369864984 9:0.3285758376081015 10:-0.2389791953846156 11:0.1606363028230512 12:0.3248174497608169 13:-0.04785276030108715 14:-0.2134255880595685 15:0.05200677049492397 16:-0.07994328002499021 17:-0.3644031110485171 18:-0.1497927209910812 19:-0.3526787198394596 20:0.3359650251934519 21:0.3914595239652113 22:0.04207698705898109 23:0.2070006036735995 24:-0.3580962027436893 25:0.05012583995405063 26:-0.3271230570675625 27:-0.0236983335690904 28:-0.1808309986470509 29:0.5294476353110116 30:-0.1437176510307136 31:-0.2717153142858278 32:0.02728234981313067 33:0.08322826547070211 34:-0.3920831465359341 35:0.7865848558187403 36:-0.02205342204660806 37:-0.1153742651708301 38:-0.07083003187164597 39:0.5352420265892219 40:0.269073675617876 41:-0.4379258163344111 42:0.3631818069245716 43:-0.1326858666877356 44:-0.09862091601704437 45:0.3780366992272269 46:-0.1704268570976729 47:-0.5314783160887103 48:0.4305126737918484 49:-0.3483184271295869 50:0.2200930394471372 51:0.07655049339089291 52:-0.4071440096972656 53:0.4426204629396234 54:0.5084840382482935 55:-0.09462458030885973 56:0.1369690924755839 57:0.3332742750520855 58:0.6510357554115416 59:0.2565137695489698 60:0.4100351435095364 61:0.2997567916905903 62:-0.807568571668088 63:0.09500319836190799 64:-0.1931097098969962 65:-0.03766639976555589 66:0.2279142849285315 67:-0.7721371011338863 68:0.00883724888988896 69:0.1187176582573496 70:0.1765973377838973 71:-0.1802646581804 72:-0.1631436837116717 73:0.3039731066822708 74:0.04779193734924058 75:0.1513170973398994 76:0.1002797723590327 77:0.09994222344487436 78:-0.1866327780519235 79:0.2364951987431285 80:0.06768844567784496 81:0.4782429530876455 82:-0.09495592798703692 83:0.1884725190233373 84:-0.1520358165703607 85:0.123301617802751 86:-0.07386646145679121 87:-0.1684077406226559 88:0.2227296334497949 89:-0.09267520719699043 90:-0.2514299183374432 91:-0.732274269723201 92:-0.03361235222559261 93:-0.01102895957179512 94:0.004462475643676356 95:0.1923115161378594 96:-0.4175618717127836 97:0.4730323500582722 98:0.3660631017322635 99:-0.3325627024921365 100:0.4029798517234165 101:0.6186154858741946 102:0.4546666365631752 103:0.4315937396189084 104:-0.35006317685593 105:0.5229070251029264 106:-0.1984777368619114 107:-0.2476172199172295 108:0.3482266455474907 109:0.1557966600148284 110:-0.6627339473924421 111:0.0004627160718957135 112:-0.3916751542277003 113:-0.07540179349653889 114:-0.1489275645136024 115:-0.1407529349610541 116:0.3509543294644929 117:0.3202924013723985 118:-0.347309495655833 119:-0.5174900811507643 120:-0.06159791999656221 121:0.3942725680666246 122:-0.5907424044407499 123:-0.2618348015526524 124:0.05202127318224253 125:0.2662813010991162 126:0.2167485784086134 127:0.005153471668293372 128:-0.06836187941405117 129:0.02718685095402606 130:0.02001115332705009 131:-0.2556374626949049 132:0.06698732686306154 133:-0.7345464061579269 134:0.1679406426534242 135:0.1927765702743611 136:0.1734187346240323 137:-0.007447107183277603 138:0.560979752472882 139:-0.2518747311085844 140:-0.08621197866329242 141:0.3886570808321819 142:0.520769528121921 143:-0.4883773354057471 144:0.02404258346761687 145:-0.1953857038940056 146:-0.5638126982271128 147:-0.2227399521379964 148:-0.06731160806949378 149:-0.01728492328011887 150:0.3076421898650094 151:0.314671407732489 152:0.1039227888270326 153:-0.01175144928798073 154:-0.09224143192475495 155:0.4865329712952796 156:-0.008699071944970441 157:-0.009306695401692835 158:0.1848725724018207 159:0.04888782306007219 160:0.1263010703366617 161:-0.3942290674292075 162:0.1319337940821182 163:-0.8316646934308384 164:0.1969150657785219 165:0.3990991549106687 166:0.06892503838565794 167:0.06464194328036141 168:0.09617346137250381 169:-0.6817800717421124 170:0.1981300836829355 171:0.4098909493645931 172:-0.01643194449252699 173:0.337822204085324 174:-0.3664258042868431 175:0.3101761286188415 176:0.4565210861855103 177:-0.3925301940808712 178:0.3025730809838056 179:-0.1244955891313102 180:0.5116328919555437 181:-0.02983984235424231 182:-0.2591637512935205 183:-0.00593980315770027 184:-0.4569799293810418 185:-0.2801914875322327 186:0.6611102138343006 187:0.1126533518568305 188:0.2841600711508032 189:0.1659121862139371 190:0.6700459852195165 191:0.5133742541820006 192:0.9300503220641058 193:-0.1969479306276863 194:0.1673285871145624 195:0.2318784514854196 196:-0.243639131520456 197:0.2154603232665764 198:0.3514851933714175 199:-0.3317996589498992 200:-0.03165210769823676
+1 1:0.09078136059803053 2:-0.02127019408462149 3:-0.1433636778156766 4:0.1314930547538384 5:0.2446403203192689 6:0.2155421993700743 7:-0.4308897821781071 8:0.3963769619087404 9:0.2358569396016782 10:-0.3494999435855381 11:0.7465671805971308 12:0.5022626994266839 13:-0.3755927642043268 14:-0.2602146544808668 15:-0.6292229800583056 16:0.3534773985105029 17:0.2359981868898752 18:-0.2293062003669047 19:-0.08385470275706619 20:0.8601293658206631 21:-0.3132364331928356 22:-0.6241750155990574 23:-0.1772468849410725 24:-0.2056666235963202 25:0.4407811175492119 26:0.3789137829835291 27:-0.06887500252146044 28:0.02094774784105206 29:-0.3950366915093065 30:0.1825798866958631 31:-0.114480705067415 32:0.2915140572437508 33:-0.06880395230066884 34:0.02440690131426279 35:0.499048792907219 36:-0.08491813751871644 37:-0.209313420083455 38:-0.3343513388637265 39:0.03710078904258281 40:-0.01458929991560892 41:-0.2050862671150672 42:0.3511216930204838 43:-0.2965664674286888 44:-0.190616772483193 45:0.03140385123268745 46:-0.1518866196968984 47:-0.00246222137673828 48:0.1501619187769663 49:-0.3529983627154734 50:-0.3345427599446081 51:-0.2475929892726081 52:-0.4966512149775283 53:-0.09217136190162101 54:-0.1098383146378005 55:-0.259684954372178 56:-0.2939434627981404 57:-0.01695292920457228 58:0.2346394615506854 59:0.3069722895098874 60:-0.7738309975556561 61:-0.3746628029256797 62:-0.7931569318920562 63:0.3329789354391552 64:-0.1693815027057413 65:0.0651217325492397 66:-0.03319758316191655 67:0.2797287978117634 68:0.6436813337480394 69:-0.4850526193675793 70:0.2101238455531044 71:0.1218235834518119 72:0.2906183080375017 73:-0.2440522746094761 74:0.5301623607898702 75:0.4467250688333929 76:0.1644122232248703 77:-0.2488963749426939 78:-0.001994385243824212 79:0.4243778906232244 80:0.2586666883772789 81:0.4655400439538914 82:0.04320692675376149 83:0.7267308011558261 84:0.1321505831954808 85:-0.36979770248986 86:-0.8915022420129308 87:0.08280653743715644 88:-0.3122353709766496 89:0.01723174281303907 90:0.1125336257743006 91:0.2325321915434966 92:0.2503271497008507 93:0.7643230806522869 94:0.657914794458113 95:0.03346676206746771 96:-0.1030152736479142 97:0.5716476887253334 98:0.2518929317526998 99:-0.02712577621153595 100:0.2645656951323787 101:-0.05567945253237751 102:-0.1156656117495762 103:-0.0609537601156151 104:-0.7161274566120943 105:0.5187856554510889 106:-0.3888686645954488 107:-0.1272262570124194 108:-0.1890595341134369 109:-0.5994991034527016 110:0.04506006016644661 111:-0.3225918342870689 112:0.05920365794891191 113:0.2387536587636408 114:0.3058302746308013 115:0.2622309202467065 116:-0.1015200914379941 117:0.08853694106706841 118:-0.2991801359550301 119:-0.4570551505954042 120:-0.007648771222697227 121:0.1691694516022458 122:-0.3057039300027857 123:0.06049651062744099 124:0.2857285277332137 125:0.2657983191749692 126:-0.07332303743705605 127:-0.05171555295278204 128:0.2452093785995507 129:-0.03202842122570257 130:-0.1785679231261243 131:-0.1277122640045794 132:0.02251188520508855 133:0.02364274291466223 134:-0.6555148662911193 135:-0.5917231892295659 136:0.2155937079587604 137:0.09672241914004479 138:0.1836857724204163 139:-0.06323991852120235 140:-0.140632632643953 141:-0.2114797189070588 142:0.4158055127602041 143:0.06477795873937636 144:-0.1567486007518276 145:-0.1412787728342552 146:0.2339686190006695 147:0.7190866544336922 148:-0.1247784522579523 149:0.1578374953467296 150:0.3800718568318602 151:0.1148973628957264 152:0.3181901144302421 153:0.2177700765737846 154:0.3380697827482264 155:-0.3124410693974856 156:0.6074077755922211 157:0.1673838395372911 158:0.4025828697213843 159:0.5608941043976258 160:0.8765700133558629 161:-0.3778642556200618 162:0.4424111003439685 163:0.2918098480298973 164:0.4072424485085702 165:-0.05756579481598373 166:-0.3287328994474182 167:-0.1967827959184122 168:-0.1944232449893268 169:-0.3769213338263413 170:-0.01176588898351579 171:0.04583235035026249 172:-0.1421234204630506 173:-0.1419280168367169 174:0.06843789951332843 175:-0.07627955218836827 176:0.5234809978240677 177:-0.05815692177196247 178:0.3335471050641857 179:-0.1315070467676087 180:-0.1335164732234433 181:-0.03327280873843291 182:-0.07749747913847391 183:-0.4670966000044323 184:0.1127370108819978 185:-0.7557974282444598 186:-0.182319616092375 187:0.6147759136026476 188:-0.3910500160171135 189:-0.1325292093207303 190:0.05991780877156899 191:0.1120445869118566 192:0.06058264868751161 193:-0.3849300205623537 194:-0.1815074675627288 195:0.5203354109066061 196:0.1520738839859159 197:0.1163508423616318 198:0.02805829355208713 199:0.1712857052769226 200:0.228954111072917
+1 1:0.2152774053736358 2:-0.4455340384962962 3:-0.5202925573389033 4:-0.2523483035488269 5:0.3092498808304293 6:-0.1276434534497554 7:-0.1321000277172391 8:-0.4921899972004667 9:-0.2865259899924596 10:0.1091721447089249 11:-0.1162753759990538 12:0.01188147586880395 13:0.03578838452630909 14:-0.05764137224879254 15:-0.04159609438951395 16:-1 17:-0.78985086414552 18:0.1163647746144749 19:0.1232989777877744 20:-0.2808258157009075 21:0.09402500329330735 22:-0.2754348782905772 23:0.2748376657334173 24:0.1007529969670274 25:0.02333986332724781 26:0.319338226473532 27:-0.09782458066762972 28:0.3583892964583889 29:-0.2561810243633019 30:0.1167650010800335 31:0.6178916537887151 32:-0.01137406807656607 33:-0.5976792504297057 34:-0.4167791776945894 35:0.3250611940362939 36:0.2298557179219359 37:0.5469213289802195 38:0.2811423841927552 39:-0.4374221465757301 40:0.9999999999999997 41:-0.09957200714998482 42:0.13796597133583 43:0.3532436067096045 44:0.04401924026666082 45:-0.08876108504606603 46:0.784488970549013 47:0.1567475094129569 48:0.07640954903741451 49:-0.2443654005151786 50:0.08971159285160117 51:-0.1765819186202434 52:-0.2543046006139151 53:0.6051353551593002 54:-0.01241934285287044 55:-0.2123251298918923 56:0.1293370934105895 57:0.2111636293491712 58:0.3133840259256601 59:-0.2883781919429561 60:-0.06579299541289868 61:0.5190849528901791 62:0.02830198374612481 63:0.4067442062013454 64:0.1342577221460569 65:-0.4041219479460546 66:-0.2124827818748596 67:0.7103614615458544 68:0.1046040541979112 69:0.03997463015047305 70:0.5795215509390951 71:-0.788747505478618 72:0.5230594238138324 73:-0.4752757990120351 74:0.3251079878414803 75:-0.1456901095309872 76:-0.3226399979824769 77:-0.1998715535300709 78:-0.0723376945120514 79:-0.01045273640509804 80:-0.1403352439383288 81:-0.573554193659044 82:-0.1452359075690535 83:-0.2749042456138824 84:-0.2926741906040692 85:0.08817019116180341 86:0.2613941549934795 87:-0.4280987817583379 88:-0.3320236858000548 89:-0.2396460157305416 90:-0.1839957012101956 91:0.3667236030841724 92:0.3778214062938118 93:-0.2283605165005985 94:-0.3194981788291352 95:0.4122564485548522 96:-0.2394213226975077 97:0.3301876311007139 98:0.005687566812936265 99:0.2106875192010905 100:0.02802227861547815 101:-0.0708745864849194 102:-0.1221589639214863 103:-0.06437505221134182 104:0.5184907956263966 105:0.1493710716388144 106:-0.1186003243053791 107:-0.5834549357201471 108:-0.2007544440616465 109:0.1805588360358934 110:0.3875062266260647 111:0.3521749825801734 112:0.02907885964494615 113:0.02061044792938081 114:-0.1443939382164225 115:-0.5101183583705267 116:0.1919212310786526 117:0.1770877902830966 118:-0.01897146487011134 119:-0.2430187183018061 120:0.5955542616921069 121:0.3830779003518703 122:0.5834646345644365 123:0.09692090233830618 124:0.3007390841829006 125:-0.2625249301088423 126:0.0512961179243572 127:-0.1094921469837267 128:0.5604680509772285 129:-0.6028915055892621 130:0.06596269615161501 131:0.6616812995522225 132:-0.297063805490876 133:-0.06790750426490205 134:0.06213082163236293 135:-0.115621548465735 136:-0.3612352649385184 137:0.4827437101407336 138:-0.09845047953238856 139:-0.1177438266562209 140:-0.2191816996155078 141:-0.3152438412761685 142:0.4299177248239252 143:0.4394802543985056 144:-0.3700271482709129 145:-0.1576383937175737 146:0.06839253337094434 147:0.4074803358018183 148:0.2005194421970505 149:-0.3288299175578027 150:-0.03183140877705766 151:-0.2066183985652612 152:0.1396689060712692 153:0.269784905567933 154:0.04104895207658799 155:0.8606151737783276 156:0.07451208391579671 157:0.1516347598595215 158:0.07267659155527803 159:0.5492252916621445 160:-0.2425983749599782 161:-0.1289787807739958 162:-0.03903017410553189 163:0.03181767608321617 164:-0.1599673330566908 165:-0.4588818660562026 166:-0.1674276982449894 167:0.04747964748393077 168:-0.1516291915438695 169:-0.6020035896902716 170:-0.1635307257302473 171:0.2936244551173402 172:-0.5191633943293703 173:-0.488145374760843 174:-0.1983105972417945 175:0.1033217725878196 176:0.2899800555900707 177:-0.5117940771493664 178:0.3290324050953337 179:0.5675830381358024 180:0.3466996862455362 181:-0.1206354286989095 182:0.4095092529483552 183:0.09684859647002304 184:0.6300123241615214 185:-0.4323185490621618 186:0.5961875674993874 187:-0.1473254901410723 188:-0.1570684626154392 189:-0.4284374730769927 190:0.2370407733147976 191:-0.01074758241783284 192:0.529435680933658 193:-0.2623504354421634 194:0.125873069784258 195:0.5647189791783712 196:0.9895861970303906 197:0.5954733497155975 198:0.3448447400566768 199:-0.7758288621332492 200:-0.4297629763414731
+1 1:0.07020218120808336 2:0.2007390838268166 3:-0.5729322601887081 4:-0.7637508963220242 5:-0.1047171620359254 6:-0.1416101775885842 7:-0.2976661675118903 8:-0.2629428569276108 9:0.1278422416571936 10:-0.1665353486429626 11:0.02304550160399486 12:0.5054619130613108 13:-0.04767047169797901 14:0.1231693511361042 15:-0.01895518584872104 16:-0.6194683356622919 17:-0.1663748701991248 18:0.160421463546724 19:0.231489398616438 20:0.01001073674299431 21:0.9442176708326673 22:0.3991654667332974 23:-0.7620434786495098 24:0.5093183067455106 25:-0.6015006951267018 26:-0.533296668978678 27:0.4512380978472575 28:0.1144287673109676 29:0.786367434220846 30:-0.1709499154052645 31:0.2004216375364478 32:0.08029423831968194 33:-0.4375704996018331 34:0.2659842371559017 35:-0.08311506512250749 36:0.06112872867860571 37:-0.08375332895963555 38:0.3993756832967334 39:-0.01158501241319444 40:-1 41:0.02826836985089961 42:0.2117594747270665 43:-0.004249914469060798 44:-0.2117219304257008 45:0.6109342982767443 46:-0.3797705968325561 47:0.2570626413345864 48:0.009427559173818567 49:0.1199773828762447 50:0.1389931528246335 51:-0.4487683619004069 52:0.3540182816030017 53:-0.04442062296033952 54:0.1485290114616266 55:0.2350053571379463 56:-0.1861834067164812 57:-0.06415637174441557 58:0.08594545536670717 59:0.3759661963999651 60:-0.3404313488431966 61:-0.3764293762508225 62:0.04059215023711161 63:-0.6004860566326863 64:0.1155268033679241 65:-0.3033889913033265 66:-0.173002989678379 67:-0.144392593536338 68:0.01036216666149341 69:0.02620628314774141 70:-0.09902176274821264 71:0.1608274577585709 72:0.1862488548087837 73:0.4777171078233529 74:0.07981971942889626 75:0.2592474060680729 76:-0.349390263450693 77:-0.503907823526365 78:-0.2620845167308191 79:0.5602163732625669 80:0.3146224122780595 81:-0.09019833748818196 82:-0.005484029114101119 83:0.3227742737404495 84:-0.3188320001850409 85:-0.08660673145149728 86:0.4198613280123418 87:0.4217488255205247 88:-0.1432966230492595 89:-0.193176585136237 90:0.4495170482736032 91:0.04218664047997618 92:-0.1497753165586174 93:-0.2738574197450929 94:-0.3657875691579303 95:-0.3439014042363323 96:-0.06688043861138926 97:0.2115088994705449 98:-0.3979706149273468 99:0.2394260791456745 100:0.1538933902103907 101:0.2497919017213051 102:0.2644818747609817 103:-0.1761697798038379 104:-0.8875650528734106 105:0.1149903219035456 106:0.1410766539436769 107:0.366774189368106 108:0.4126936791641863 109:-0.1570088890128508 110:0.1656714451805313 111:-0.2250045879056958 112:0.03973292513700862 113:-0.09009152237919643 114:-0.3935882141698216 115:0.008771372449234642 116:0.19817719295033 117:0.8260130045363654 118:-0.5376772391272351 119:0.08881232022496471 120:0.5212849587373497 121:0.04645607499872551 122:0.315648836293741 123:-0.2914310604182229 124:0.5134824381114618 125:0.5277818414959412 126:0.09875811979545619 127:-0.3677126041400486 128:-0.2720968544670198 129:-0.3808716318126847 130:-0.3277049484911573 131:-0.2879959992408729 132:-0.4234899914232573 133:-0.8392420667194939 134:0.3008704099063518 135:-0.1843683068350915 136:-0.3702233689721218 137:-0.6029733774342722 138:0.2640846975330233 139:0.2175108254894284 140:-0.1934472357282631 141:-0.2919305583976967 142:0.4232465995637553 143:-0.0541411707819771 144:0.3364722707713346 145:-0.2420581397367945 146:0.1500365830431575 147:-0.282770850322396 148:0.3570491313569957 149:0.03019918930551431 150:-0.1253776674142617 151:0.2112753146445823 152:0.2034029385000488 153:0.3221668131961008 154:-0.09548811202518161 155:0.1498721867559797 156:-0.09586109624660016 157:-0.2838576905599127 158:-0.2995897827813099 159:-0.4096936382810839 160:0.3353191475209732 161:-0.06195204540936785 162:0.1449857660089637 163:-0.2233716693153253 164:0.4211113567082129 165:-0.1821232641525957 166:0.1231060934667166 167:-0.04040521018317918 168:0.04952833270767629 169:-0.1277395983597473 170:-0.01812209153978061 171:-0.3036449277053215 172:-0.09446213815567195 173:0.6269254889537065 174:-0.5939142035137688 175:0.5712156022104581 176:-0.06698536314172143 177:-0.1952035706022645 178:-0.434347297116332 179:0.3579257541347679 180:-0.1644081868248529 181:-0.09328010138945247 182:0.0003799286548943695 183:-0.108858785969067 184:0.008889796893332188 185:-0.1886819252205748 186:0.0794915504179837 187:0.08412074096652236 188:0.3200957398342281 189:-0.2919071306692748 190:-0.4924539783950091 191:0.1790599733599608 192:-1 193:-0.1527848599012619 194:-0.01304059661795937 195:0.02061779042216641 196:0.4184789397562336 197:0.06158322447871183 198:-0.05509130050146109 199:-0.08735236503631338 200:-0.2797775381721399
+1 1:-0.4404292254208543 2:0.04921765584297659 3:0.3918634329776505 4:-0.5295891765550644 5:0.09621519793343575 6:0.301466963720006 7:0.3861228190055845 8:0.1065196784526735 9:0.4834569887785973 10:-0.5336160658734017 11:-0.08584063643689864 12:0.1320154535152986 13:0.1475827729289942 14:-0.1945294928253019 15:0.5275357557215982 16:0.161347559794272 17:-0.2311659161136821 18:-0.08112873850625374 19:-0.2405013425027172 20:0.4759357895028603 21:0.2517956149872181 22:-0.1567072397618882 23:0.5547050743397079 24:-0.3433612879062382 25:0.1203359603144874 26:-0.3345114146729912 27:0.8480608766971647 28:-0.1594944655208145 29:0.3401610396794036 30:0.001062464741773197 31:-0.01484291580584575 32:0.2407339475607178 33:-0.1711090158682177 34:0.3775000968354195 35:0.03798448762455969 36:0.451395135902056 37:0.3831371641555694 38:-0.2983419553064379 39:-0.3600115394835082 40:0.08697156943625485 41:-0.08953728888127196 42:-0.2617396294049594 43:0.3383339972295535 44:0.3168076693661948 45:0.06157850018232515 46:-0.2449847575607405 47:-0.05179162364182598 48:-0.2294886860395312 49:-0.1814800385261356 50:-1 51:0.08980775048023519 52:-0.05232323600439084 53:-0.6240998780450462 54:0.5731571425121322 55:0.3049474152349552 56:-0.06552379710324262 57:-0.02459188836095687 58:-0.1574303126461193 59:-0.1555501625367856 60:-0.6978307558073349 61:0.1471496579113074 62:0.02992808148517424 63:-0.2518791960432681 64:1 65:0.5451294896722385 66:0.1646841149258635 67:0.5015380487951226 68:0.2857884565306778 69:0.2135304938240474 70:0.1376080112828062 71:-0.3939345249117575 72:0.3524104777709972 73:0.2711273647486372 74:-0.1540495461454711 75:0.2583799089384108 76:0.540356298599344 77:-0.5243165972351312 78:-0.01977558770424914 79:-0.6326272152254686 80:0.6658530359177313 81:-0.241278258800057 82:0.35689144863481 83:-0.4471677397776803 84:-0.280300862727755 85:0.5022443661469894 86:0.2238574559251363 87:0.1587709811882931 88:0.2525652811525103 89:-0.08536979178865492 90:0.1566767222529459 91:-0.2113646554690384 92:-0.8306101195195379 93:-0.4637429880397403 94:-0.09323632246271479 95:-0.2890955807128306 96:0.2615808463457508 97:0.3500756194717022 98:0.4371021327500187 99:0.3629680234456679 100:0.1811443630964505 101:-0.1113648607876916 102:0.3004812664955476 103:0.3820819732612851 104:0.7508568061196991 105:0.05741167056606396 106:0.1284533197495903 107:0.002875939326079047 108:0.432623789745668 109:0.2247227729569921 110:0.008604852020100667 111:0.3398001418351296 112:0.3205461068579669 113:0.1979642950346588 114:-0.08033893204515233 115:0.5281678314392577 116:0.1561087476519682 117:0.4823239812108775 118:-0.02765083902114968 119:-0.1006646926498788 120:0.8602192289120977 121:-0.244442036499103 122:0.2767348379041352 123:-0.5470806939783117 124:0.1969638293334026 125:-0.09429403698427768 126:0.1836839623459408 127:0.07471988727309831 128:-0.1625205086198812 129:0.304944648265179 130:-0.2534386625689717 131:-0.5850941114449157 132:-0.2230511081105124 133:-0.2032388608093416 134:-0.1351938779833129 135:-0.5717525276010751 136:0.3731551759380368 137:-0.4156140868793673 138:0.3769278527883264 139:0.05583848158891613 140:0.7770529801887571 141:-0.08596149384245577 142:0.117321743886047 143:-0.6664761815075463 144:-0.1548757709341798 145:0.4502816223398006 146:-0.3353213385176223 147:0.2265667754248906 148:0.04960007280557302 149:0.3710270335087389 150:0.3451968095377169 151:-0.3223929805987472 152:0.2851679850722976 153:0.0436057937929618 154:0.1618529379248583 155:-0.4780674800250821 156:-0.02057492075848372 157:0.4512371131956612 158:-0.1711739387100533 159:-0.0366460599992947 160:-0.3201145479680238 161:-0.09705422614675373 162:-0.2721215999863386 163:0.02197699787925214 164:0.4290986230247538 165:-0.02082982628295605 166:0.3611669454788407 167:0.1181148710144287 168:0.2101101874047953 169:-0.1491102748680932 170:-0.02265267118090016 171:0.2312596564718272 172:-0.3507514694210567 173:0.2627246223787357 174:0.2900748430001787 175:0.4007807477324142 176:-0.3968731160565098 177:1 178:-0.2123808158831877 179:-0.32670154899766 180:-0.2354783283297811 181:-0.285382686359228 182:0.1438161769351857 183:0.02380087336415805 184:0.1782522739851384 185:-0.2687639016651701 186:-0.2002260263552515 187:-0.3230156270935752 188:-0.6397661304645811 189:-0.05429630382696953 190:-0.2585225660349921 191:-0.1825778158208362 192:-0.2697899129401852 193:-0.1687080522171865 194:-0.1228916878110475 195:0.17295365256778 196:0.1165630517312938 197:0.08356069026763799 198:-0.3020233161192535 199:0.4450559369333607 200:-0.7273764096446063
+-1 1:-0.1760348682455478 2:-0.04903437258257151 3:0.03568491055474463 4:-0.04752332097892267 5:-0.4243881265374698 6:0.0944612598836331 7:-0.04858264762237698 8:-0.1593121555724967 9:0.32063455410451 10:-0.1108407298116637 11:0.07588628704661012 12:0.2781198395727202 13:-0.1647646427895454 14:0.4823041058792323 15:0.3606299463016231 16:-0.6409256897979233 17:0.2307484062021401 18:-0.3078148318919463 19:0.161621855554067 20:-0.353866282919396 21:0.2205687884853839 22:-0.1134307665931893 23:0.3101011758122509 24:0.001182821400841203 25:-0.5589211199071572 26:-0.04381467008893296 27:0.09929151248903598 28:-0.1800598172142813 29:-0.0750360521160811 30:-0.4776915361016352 31:0.7726915225646446 32:-0.06060427956734679 33:-0.3553249904127616 34:-0.3822410815795556 35:0.8730163244546727 36:0.5314909708620486 37:-0.2033703572009995 38:0.3576354698697775 39:0.4566835422338927 40:0.01634631726910261 41:0.6690923436669776 42:-0.1803722665524951 43:-0.0910926525728942 44:-0.01456614297026719 45:-0.07098107428666742 46:0.4254146991812146 47:-0.09030871629018987 48:-0.1381117169028873 49:-0.07575274087643977 50:-0.1990524103345753 51:-0.3502398333563139 52:-0.5419884393444567 53:0.3086065853620824 54:0.3672956068792061 55:-0.2343829128607874 56:0.7002096796275826 57:0.1474878584777859 58:0.44060971424823 59:-0.2591199719715861 60:-0.4564314369096737 61:0.3464654260858795 62:-0.05050149663289893 63:-0.2342417490558118 64:-0.6472983115554518 65:0.2836393041865669 66:-0.367032159751817 67:-1 68:-0.02206783844019983 69:0.2971913614917733 70:0.05700995586054783 71:-0.4005914434232953 72:0.3070581298895638 73:-0.172400382643632 74:0.2783673034380703 75:0.5337279388703198 76:0.06828756452032123 77:0.2037426409086293 78:-0.001951482275783824 79:-0.2940094173910737 80:-0.704513969637389 81:0.610781182834222 82:-0.128444931597637 83:0.09455619656647198 84:-0.3086091073589853 85:-0.02615213437464925 86:0.01794697799637329 87:-0.02633885845130526 88:0.5599297712641266 89:-0.0385949433830374 90:0.02117620050241273 91:0.1104551691439637 92:0.1082753559236582 93:0.0845416829024407 94:0.3082588119888609 95:-0.7135243535392423 96:-0.1946898103747955 97:0.9526556120435303 98:0.1981245856159616 99:0.2290486750847049 100:0.5025327065890743 101:-0.6123700592857712 102:0.4176182689544963 103:0.16406097873439 104:-0.4240137431690326 105:-0.1944711478224275 106:-0.1629819831825369 107:-0.07403513565598943 108:0.06717760879921381 109:0.4612335751604845 110:-0.1784525821638204 111:0.3384025962807019 112:-0.01857764698677924 113:-0.5725212767736045 114:0.2830155693764619 115:0.2304709730070229 116:0.5044875275050871 117:0.3465474142427377 118:-0.3436239635121183 119:-0.6231800668283941 120:-0.4221583616139675 121:-0.05114172535215501 122:-0.4197516576997933 123:-0.4014504559121442 124:0.7176625321079994 125:-0.1671654660912588 126:-0.03415481977862983 127:0.37221242261534 128:0.05546291568628199 129:0.2083486218223138 130:-0.3865900188474924 131:-0.1746187592812773 132:0.3432421987153198 133:-0.0287418396535044 134:-0.2981855130162071 135:0.3642778047820378 136:-0.2111658960836904 137:0.4929023039628446 138:0.001877338589659983 139:-0.1888448189510897 140:0.504073411115698 141:0.1341731602038838 142:-0.09526477971115234 143:-0.08368167265331249 144:0.2785899341726398 145:-0.847995968385401 146:0.3943368188737869 147:-0.1221928657002183 148:-0.2353265299300983 149:0.3212374075432713 150:0.207719369528698 151:-0.01524186881495314 152:0.1276986604598073 153:-0.169448937616778 154:-0.3958420597061045 155:-0.301473285728714 156:-0.6332512944682964 157:0.2663951418868177 158:0.1799889991037253 159:-0.2211535128156303 160:0.1863569788484145 161:0.3212569970795661 162:0.04025769041075547 163:-0.3870947995859876 164:-0.1894356988882573 165:-0.2560650522180064 166:0.0644853591292478 167:0.09476593134960892 168:-0.01768142024290778 169:-0.02312025880009161 170:0.6173814003576273 171:0.1640423776488794 172:-0.5013403919738193 173:0.7403502205675561 174:0.4197937048121742 175:0.5147144096492811 176:0.07476759538329283 177:-0.611849264924334 178:-0.2986186677470043 179:-0.309408684353529 180:-0.1247273316869772 181:0.496858003536078 182:-0.1321105904510164 183:0.3266995239610976 184:0.1008435831052935 185:0.3191284328084014 186:-0.08012608614369991 187:0.1804657348514189 188:-0.538623757417948 189:-0.2645316706530946 190:0.04290481034231382 191:-0.667989865514969 192:0.4600988936024108 193:-0.2243729766154353 194:-0.07248914829484518 195:0.1228709180901628 196:-0.08430840550475022 197:0.4751019696219869 198:-0.2258982087665937 199:0.101080515951488 200:-0.08552990063207844
+1 1:-0.271878175950732 2:-0.7505310445797064 3:0.2396438263379994 4:-0.3671431183535178 5:0.3015307604704981 6:0.5220818582274243 7:-0.4298783024105315 8:0.05514452083835009 9:-0.5159112782173145 10:-0.0007295812248592354 11:0.3572758056220998 12:0.4755391221626483 13:-0.2373754331834252 14:-0.06723909085071776 15:-0.1091244234749252 16:-0.05423708523542996 17:-0.1083388043109022 18:-0.219442994337044 19:-0.3812161711455239 20:0.06562591387773038 21:0.1953048694967718 22:-0.003051455534536979 23:0.5536916338110026 24:-0.1231893807933888 25:0.05638884945748891 26:-0.05267455201776511 27:-0.1024886422467637 28:-0.2658918774065949 29:-0.2283072131544064 30:-0.4414918116622313 31:0.3547142771156777 32:0.3267378541210602 33:-0.2270345013294248 34:-0.1022996459200781 35:0.3704906343832731 36:0.1391946549061962 37:0.3721194911799948 38:-0.06687049690549032 39:0.06456006428925594 40:-0.008364029406403378 41:0.6215124677219646 42:0.1365556898388937 43:-0.3708977143213701 44:-0.3012655402288149 45:0.06491323500871068 46:-0.03622212555269988 47:0.1514386258936599 48:0.1111611586977113 49:-0.2947411580248587 50:0.0691074629359715 51:-0.03015772345230711 52:-0.02316055572295862 53:0.2112130516129728 54:-0.1158400395318028 55:0.2383762629635758 56:0.2344076888393823 57:0.3396985528246181 58:0.1216400940581402 59:0.4887750817845945 60:0.2440593461984037 61:-0.0560707968193629 62:0.07872311515621778 63:0.5561446094945398 64:0.5450964510588311 65:0.4887738212204593 66:-0.6082914968182225 67:0.5992265664150174 68:0.2581707778461669 69:-0.6987343764253413 70:-0.7877766021628212 71:0.3400365102058888 72:0.312810908178239 73:-0.7037568271439448 74:0.3874620527709383 75:0.0487342584196895 76:0.1318023601363033 77:0.572462187358433 78:-0.3423590765379549 79:0.1916216642401429 80:-0.277849934618857 81:0.3874963322625512 82:-0.5494932086177922 83:0.3626108655821317 84:-0.06493882699499362 85:-0.2889335938451864 86:-0.1584155536721317 87:0.2832965538471806 88:-0.1556135302772407 89:-0.2045270469246789 90:-0.1970563486048292 91:0.2654609162149689 92:0.1009394064459602 93:0.02827563715082555 94:0.5006308613872634 95:0.05254757096509942 96:0.185281319729204 97:-0.114050682187415 98:-0.07462444793118139 99:-0.2244647954835674 100:0.3819596440164902 101:0.2139716707523201 102:0.02544122022592633 103:0.2751815000082786 104:-0.3404662003858134 105:0.05088268620500539 106:-0.1482292294099322 107:-0.2899359487950223 108:-0.145643374642584 109:0.04494166023704475 110:-0.2854744681503716 111:-0.1303654625360106 112:0.06014793895256652 113:0.04699691652254333 114:0.1293419858776215 115:0.679377991714078 116:0.4544771483112429 117:-0.01121800415408436 118:-0.7212126812977336 119:-0.4130105651405075 120:0.04020084349026393 121:-0.0731873911204759 122:0.4691026224252879 123:-0.1563207711428657 124:-0.275162764496953 125:0.0003769403982031502 126:-0.1127717481178768 127:0.2240709412529995 128:-0.1075475881348134 129:0.1582902590458981 130:0.1029921331174783 131:-0.4633120014435601 132:-0.01329978274631737 133:-0.1215677470209675 134:0.1262943971556514 135:-0.3568479470055228 136:-0.2253622390977097 137:-0.0174958675933698 138:-0.2148588014394062 139:-0.007424602961970728 140:-0.4323074438358411 141:0.5209183310241547 142:0.4860580694569984 143:-0.4410872627627642 144:-0.4297941348524536 145:-0.6349131731460453 146:0.5422359740519633 147:0.5344442418041753 148:0.1556592990875453 149:0.585999477887115 150:-0.02086632691982059 151:-0.1896728619257091 152:-0.006397557745514884 153:0.1209907525081229 154:-0.1279773022771188 155:-0.1085086632657306 156:0.3284042056104585 157:0.2754867218304705 158:0.1378135870737252 159:-0.05435072407604324 160:-0.3231999446079055 161:-0.58011111976644 162:0.08623770597763945 163:0.1790543894088359 164:0.2037010141251918 165:-0.1440450982683077 166:0.7583863017590552 167:-0.3506992705548365 168:-0.1205209098851974 169:0.1117171617925888 170:-0.09416870625464505 171:-0.1596915731832684 172:0.3052698899061313 173:0.2450917178215138 174:-0.4246760423187138 175:0.07872703154192089 176:0.6299008576717121 177:-0.1761510496799927 178:0.18823921598816 179:0.2220498897507521 180:0.5666767973647726 181:-0.1228668231723717 182:-0.5818415179162156 183:0.0008850854257503871 184:0.06881168611638151 185:0.2653225699266728 186:-0.6283429295733777 187:0.1004525307891596 188:0.1731741747865856 189:-0.2273782652816505 190:-0.233853380943696 191:-0.2930864978657233 192:0.4788634373881034 193:-0.1925659063342201 194:0.2145057610749111 195:0.1586360444700075 196:-0.04677062204952961 197:0.09228521046683517 198:0.2090087202043951 199:0.4835708986234861 200:-0.09142864376822407
+1 1:-0.2055771833550985 2:-0.3060024973173579 3:-0.3522451625427541 4:0.1957396477174808 5:-0.109854454258342 6:-0.2643258263708088 7:-0.5366945128059746 8:0.3783762455142487 9:0.1261356132449245 10:-0.5244295666398266 11:0.4582544570801472 12:0.3104206045796696 13:0.7782687665624964 14:0.04037780184286896 15:-0.07012820167334713 16:0.3881096703088244 17:-0.3013427180385017 18:0.1788774770059389 19:0.1794639024788411 20:-0.1664346449306272 21:-0.3436957132356914 22:-0.3311938282787739 23:-0.2241670374387955 24:-0.423897014624911 25:0.09666653779104108 26:-0.4216934549082126 27:0.3613485580535008 28:-0.2592464180818801 29:0.3017617955021876 30:0.2144359281907689 31:0.03828386168050002 32:-0.128003386632051 33:-0.2529274816084308 34:0.3673073220042303 35:-0.1876606295459713 36:0.136849101543756 37:-0.2805124725186706 38:-0.2918165120793841 39:-0.548116439178607 40:0.4768056013431911 41:-0.1458472491350302 42:-0.09683775607884351 43:0.3008312388448296 44:0.2379519706787623 45:-0.4262848098678769 46:0.4884073478398395 47:0.04733072626556463 48:0.4361581363156637 49:-0.7986048939650214 50:-0.3309824324808464 51:0.2266487341577104 52:0.200500902684256 53:0.4828830985163151 54:0.6652504003024079 55:-0.1372723158366919 56:0.1508690465024436 57:-0.1201817021022921 58:0.04932152273960067 59:0.2213914672818785 60:0.7794359881801607 61:0.6052207591543792 62:-0.5599171501392378 63:-0.4713812867660797 64:-0.07689648526924667 65:0.1927648643340955 66:-0.0374586829360017 67:0.7085385213010552 68:-0.4475630125471781 69:0.7412818539791046 70:0.1683508649733857 71:-0.3061009950698825 72:0.05511764683744409 73:-0.09742791171979022 74:-0.3361550736083889 75:0.5877356666563448 76:0.09000852426372996 77:-0.248677325478557 78:0.5928023336819173 79:-0.6530937664927087 80:0.2532378257905784 81:0.2592360730951231 82:0.2070419074906829 83:0.2070758981914728 84:-0.3559738272421437 85:0.3351009848633476 86:-0.3010752259858174 87:0.2130533851257337 88:-0.2273005263639422 89:0.5310601078430357 90:0.05427006285618395 91:0.6657087097236941 92:-0.1455305077213765 93:-0.5236165128954013 94:0.6553569415317224 95:-0.4575913005593074 96:-0.5486499267209737 97:0.6212959216181428 98:0.393355355383705 99:0.2012520966544268 100:0.2574296811706318 101:0.5319288075289775 102:0.1279879215861389 103:-0.1396554649036339 104:-0.4368543131711585 105:-0.4075170442408568 106:-0.4234800293765134 107:-0.7258891211524575 108:-0.1280591656124862 109:-0.4284634141925091 110:0.03007641175551004 111:-0.1144562969906387 112:-0.4572693177530476 113:0.01901135341695937 114:-0.4544516822243407 115:0.2040416179916415 116:0.1886211593306529 117:0.2061399959815846 118:-0.5970612992034402 119:-0.6188277571260372 120:0.3387937167007709 121:0.1912646977243227 122:0.3265508870152419 123:0.3200556917039347 124:-0.001046581479127111 125:0.05497836970556062 126:-0.3778938794391996 127:0.2492842752443729 128:-0.5197218932594732 129:-0.05701890046189208 130:0.04790803463324483 131:-1 132:0.2325091890862737 133:0.8693941128339676 134:-0.084719579905877 135:-0.5178969392194585 136:0.5034774510947702 137:0.09839178259866202 138:-0.1275581948165379 139:0.09351614261400276 140:0.006599905405977814 141:-0.03889583021162275 142:-0.1785442880909965 143:0.1169732019900409 144:0.01609804772088218 145:0.2904670313134501 146:-0.5095125353374967 147:-0.6154759524074431 148:-0.1114088935749104 149:-0.3171358250046681 150:-0.01747361954454832 151:-0.1186170771467885 152:0.1418648454157059 153:0.6158323892232188 154:0.010721641269543 155:0.4113506729089502 156:-0.0836811342456143 157:-0.7216212464171865 158:0.1135748942692792 159:-0.3058893268316324 160:0.1711499320188886 161:0.09009223192089524 162:0.3200836254932747 163:-0.4009949916946502 164:0.1631427780125728 165:0.327406513036137 166:-0.2314217057685375 167:-0.7202603290102711 168:0.02977325663138079 169:-0.4415015862024621 170:0.2570223454755567 171:-0.2644584697919112 172:0.5732880566682703 173:-0.3198205282179845 174:0.2382574464929932 175:-0.2816103348873178 176:0.8192588030293347 177:-0.3427511603382294 178:0.598535255754739 179:0.05179956368411947 180:0.3913734341353704 181:-0.2163799992840139 182:0.1575618936402466 183:0.03143903224481163 184:0.3527083448325201 185:-0.2907727264803956 186:-0.1185120043627903 187:-0.502033499962761 188:-0.5178493662678736 189:-0.05606313339398445 190:-0.1283823306811611 191:-0.09207382918156454 192:0.8904309906939321 193:0.4454147526599647 194:0.4692452256034721 195:0.5542380414569168 196:0.100826875045278 197:0.3418504637895656 198:-0.2646861869014752 199:-0.09235846152197694 200:-0.001570326475198613
+1 1:-0.5400405504153482 2:0.07640207260672406 3:0.3486725924291272 4:0.1571573818484479 5:-0.3722829737600816 6:0.4676422925391251 7:-0.2639580266952266 8:-0.2820619833917963 9:0.1031812166609783 10:-0.3941066899867574 11:0.08996351756327005 12:0.8046795009093027 13:0.514630334778277 14:-0.3200413955306611 15:0.6117391829314268 16:-0.2790506237593595 17:-0.2103131747447404 18:-0.04687882063409983 19:0.3336652695389133 20:0.1196733396714044 21:-0.2290135654934913 22:-0.1690770539900451 23:-0.485026884748179 24:0.1829583130065206 25:-0.1920978288446426 26:-0.4246329814336415 27:0.5670951476810518 28:-0.06779193934265274 29:0.4877110482114416 30:0.2018090639394474 31:-0.3377910602146377 32:0.2365256148538347 33:0.20672602203029 34:0.09371503530148112 35:0.1585574592799676 36:-0.2027359859631543 37:-0.3413087944231865 38:0.5564974805041186 39:0.1049548611441105 40:0.06936483297168625 41:0.5556733773819276 42:0.3227173771155882 43:0.1181098125394193 44:-0.7480487424658413 45:-0.1122717507802981 46:0.3216872116144143 47:-0.2778944154193119 48:0.1264765364148769 49:0.9640063385932185 50:0.1894166745482567 51:-0.1983360077395017 52:0.04709003179585466 53:0.02989964246472196 54:0.06325550039357558 55:0.1918234633961486 56:0.35604295682943 57:0.4909124168516049 58:0.5596821810606826 59:0.5250576893860485 60:-0.03164295196074315 61:-0.1629431317586098 62:0.4712258707656379 63:-0.1666614459867481 64:0.1250229775398617 65:-0.3774644576079256 66:0.03340665527651127 67:-0.3045171716030822 68:-0.1002704744507255 69:0.6538670196346709 70:0.2677594428880889 71:0.2436149034464011 72:-0.01599377154508817 73:-0.07913463014820654 74:0.1979063472809016 75:-0.2019066898835136 76:0.1527366132066064 77:0.6792374995361481 78:0.4927607669220265 79:-0.4192099931994091 80:1 81:0.04032295515888239 82:-0.1441634734073268 83:0.2773602434067644 84:-0.1054891631691366 85:0.4494556028616389 86:-0.07442511219876241 87:0.15942940712148 88:0.1173155821116675 89:0.04743154092887053 90:-0.0819450983942823 91:0.159414511508862 92:-0.05436632721112185 93:-0.07283618520178545 94:-0.2667047260547662 95:0.5120403612749609 96:0.2374145268272781 97:-0.09854599090334326 98:-0.03966408111267133 99:0.2545359658091296 100:-0.3712600066603217 101:0.01913662891161941 102:0.1954758960194671 103:0.003307751137686221 104:-0.509232525607387 105:0.1079418747691748 106:0.3847065501311555 107:0.3202545921238735 108:-0.3229421763607932 109:0.09454099829522514 110:0.07587042891684748 111:0.572594458882473 112:-0.6220011932691464 113:0.3218006064600831 114:0.2950185484895473 115:0.2420659168260268 116:0.1957668807683084 117:0.3279054263315848 118:-0.0003962039252486949 119:-0.7675860606995282 120:-0.1845449041604566 121:0.08912875833930327 122:-0.1743844060153283 123:0.01273475305736679 124:0.3098863511350005 125:0.08594729772286097 126:-0.07158993243247044 127:0.08260402350681961 128:0.1305629131323855 129:-0.2979041267987219 130:-0.1445922345734748 131:0.4761750808035695 132:0.04456199618146864 133:0.02710495305856083 134:-0.3484037002195109 135:0.3489374823195309 136:-0.06057343447775569 137:-0.4809156036916581 138:-0.1133461487361394 139:-0.008047001387693251 140:0.1223506023494463 141:0.1221495774060006 142:-0.7797612627491922 143:0.5819359006785769 144:-0.05033729643378088 145:0.3958953500367012 146:0.3449984353908322 147:0.1405809180924825 148:0.3816414299838999 149:-0.2116353508163523 150:-0.4681842554682066 151:0.2528899931486418 152:0.1920303524957634 153:-0.3352136367617626 154:-0.9041676496771027 155:0.3917715445602619 156:0.06735339363663524 157:-0.1989572157460931 158:0.1440753925814625 159:0.1018905146410458 160:0.3253103737304904 161:0.04361035656763021 162:0.4417372535157238 163:0.2554115145570211 164:0.5922440130604301 165:-0.08859060106304642 166:0.1737185668084616 167:0.3756213505571782 168:0.03896229801038139 169:-0.4195344219737727 170:0.3324240588732951 171:0.08310272851460576 172:0.1265218632986327 173:-0.5129160909843122 174:0.1084181650155774 175:0.1640065778230091 176:0.4714305010942299 177:0.1166136667122998 178:0.4365756293823979 179:-0.3066220122307656 180:0.08179933312846729 181:-0.04392068840768693 182:0.05508152066651988 183:0.2343509917973078 184:-0.1907330189827341 185:-0.2560892181192217 186:-0.5462286204511725 187:0.6437031222087303 188:0.2347274413264042 189:-0.4168990917743488 190:-0.2369681479152052 191:0.0472357720019456 192:-0.1298965551324386 193:-0.09087516978055762 194:-0.01291555195604704 195:0.4144974829332657 196:-0.0348350514215266 197:0.5075104092118998 198:0.03580040201077016 199:0.2431708894670112 200:-0.5516447450706436
+-1 1:0.260087911600302 2:0.8080916072491622 3:-0.151735435416175 4:-0.3696464233744416 5:-0.1823783239952156 6:0.1058582179299808 7:0.5433443904634399 8:-0.3723156620159766 9:0.2325517784611021 10:0.1087245474790592 11:-0.04848067617731883 12:0.2217189941991938 13:-0.03334912186757796 14:-0.05189321356582587 15:0.6936911647656389 16:0.4212149749630057 17:0.06086840022496644 18:-0.3011849265128527 19:0.0908562188485674 20:-0.1821240823233526 21:-0.4452511544040388 22:-0.1156980420503241 23:-0.4373670550176712 24:0.1909535494965311 25:0.2578630349622844 26:-0.3504746239516057 27:0.3521160191965085 28:0.1110568146209866 29:0.3441363549269886 30:-0.1353532600901095 31:-0.3082765960515057 32:-0.1347850669848567 33:0.05294092366020539 34:-0.1358162046566227 35:0.183170051309512 36:-0.002440991483594987 37:0.2041833485682402 38:-0.1120772804093219 39:0.3053065853194135 40:0.08758975409581793 41:0.2229213715677366 42:-0.05712894839533113 43:-0.0002172290089538093 44:0.427077174491752 45:-0.02341180432849765 46:-0.3971059230525549 47:-0.09087305636641349 48:-0.2958149037426619 49:0.4472331189082503 50:0.8087857749005316 51:-0.2165557825906839 52:-0.5998230272517144 53:0.02386422108691694 54:-0.1148191344167425 55:0.1570449514751018 56:0.2375419793238823 57:0.1224724194430861 58:-0.3181502390169075 59:0.1777238583773402 60:-0.07259843914531414 61:0.3286115386646013 62:0.206117650706811 63:-0.1389642902875598 64:-0.02665099408644908 65:0.3331565609939118 66:0.7730987051071471 67:0.3905875992069321 68:-0.1899351552349094 69:-0.06905605807316445 70:0.2110695971749388 71:-0.1278977960458736 72:-0.2332467755894455 73:-0.0464662057289444 74:0.3317408681457271 75:-0.1688468949508848 76:0.02692357045181328 77:-0.0361845295290763 78:0.3105173941405691 79:0.4616782107503539 80:0.4618827937889858 81:0.1805009422511386 82:-0.3768876220973931 83:1 84:0.09021642446071787 85:-0.3063409916358072 86:0.03588475077453619 87:0.5211633330217407 88:0.06076667225034818 89:-0.4031000796019575 90:0.1848115394510421 91:0.2708997752788087 92:-0.01767211145281281 93:-0.1429834785494625 94:-0.4871410557103788 95:-0.5686412643509036 96:-0.23485560492388 97:0.01645599811011653 98:0.3421012134924843 99:-0.1584606811815991 100:-0.1733663261296217 101:0.004670644403881052 102:0.009064063547166183 103:0.2572007544278007 104:0.2528139690899642 105:-0.3749231606197803 106:0.2382182970713483 107:-0.4746521288877056 108:-0.2330009914234627 109:-0.3749285636010267 110:-0.300584144251393 111:-0.07623121310912745 112:0.2633110128498391 113:0.207052226145986 114:0.3963379529309101 115:0.4429171763934399 116:-0.8406189742010003 117:0.4236937213667926 118:-0.4390922791634905 119:0.1213035176954961 120:-0.07627193328677345 121:0.3661471608702971 122:-0.4050369505992552 123:-0.02724260879603513 124:-0.2697368400404789 125:0.3182465686814529 126:0.0140199771516278 127:-0.09139387901043838 128:0.5610805933759844 129:0.1059985731104869 130:0.7928032192254202 131:0.1775726165627466 132:-0.3183801338888856 133:-0.134583128318379 134:0.1764451721442034 135:0.1282296157574403 136:-0.1523242283016857 137:-0.7236588165745298 138:-0.4610230439993885 139:0.06325035257569886 140:-0.023407567686451 141:-0.03449420883733781 142:-0.5757221144253915 143:-0.2821218002808579 144:-0.5311060015062458 145:0.3115852996664966 146:0.2057371767043454 147:0.161809733400886 148:0.4855055418100179 149:-0.01491599510379456 150:0.1113239803698064 151:0.530245346603098 152:0.221376330398827 153:-0.03029987773185466 154:0.3111788152326153 155:0.6122945302350988 156:-0.1528219258313571 157:0.07111060699012267 158:0.4192900810681988 159:0.5014466456763957 160:0.2933331577753786 161:-0.3477000886171945 162:-0.2136366424490889 163:-0.3731796349180541 164:0.1629559689468222 165:-0.292683165317977 166:-0.01357531342974488 167:-0.06620190129423822 168:-0.6551018649445249 169:0.04084601019099346 170:0.3068306990756732 171:0.2379677296133086 172:-0.3405240827746125 173:0.03354026571206181 174:0.1320720876186041 175:0.4735307747516709 176:0.1641234575306844 177:-0.5320477328903677 178:1.736214778383371e-05 179:-0.1662584567278156 180:0.04014126164343884 181:-0.1849875470283108 182:-0.1864554714887166 183:0.2949681343614473 184:0.01718954182604376 185:-0.3513794252018025 186:0.04339071753817079 187:-0.358362890243023 188:0.4067637633610401 189:-0.06094269690831823 190:0.1294490499803293 191:0.5037466175463208 192:0.4324663713453868 193:0.440859961320045 194:-0.007987705649996971 195:0.001533569163065185 196:0.07984378675342074 197:0.3210289576765519 198:-0.6690401750213988 199:0.1210078970252556 200:-0.06335738865740609
+-1 1:-0.1664112453863875 2:0.2450203044746089 3:-0.3017893720454934 4:-0.3131303190902939 5:0.4035065613269734 6:-0.11071141839141 7:-0.1733053150804839 8:0.1567162600141294 9:-0.04362905090201824 10:-0.3803122704943864 11:0.3007980531949 12:0.1028231762079343 13:-0.3400902276801138 14:-0.1919774180010138 15:0.1115694215184684 16:0.03285208189038904 17:-0.08184083129662535 18:0.1039937241923449 19:-0.3313115961977496 20:-0.3684673710587872 21:-0.3080796112128931 22:0.1233558303790638 23:-0.009777581136186719 24:0.11480214997947 25:0.1782593564996121 26:-0.4528778122458773 27:0.1141758520823475 28:0.8001533293139895 29:0.01737909376948948 30:0.2543857937400824 31:-0.1252488791807418 32:-0.2955771313146563 33:-0.226271438500623 34:0.3222632791943439 35:0.3868905874661065 36:0.04121658111112853 37:0.1914526150077148 38:-0.1794176960095262 39:0.2280497685565415 40:0.7137041824843516 41:0.5507451373371715 42:-0.1583699618877006 43:-0.1348960309160313 44:-0.7028263373425714 45:0.1821737583169074 46:-0.1476390914407253 47:0.2363927991302088 48:0.2458156652190346 49:-0.1707884301704194 50:-0.7047647209919219 51:0.1102248366788545 52:-0.1399946052858466 53:0.2477235055827595 54:-0.2609795859300483 55:0.02464300615445599 56:-0.0351582596357226 57:-0.4316506290385075 58:-0.04189962949464505 59:-0.0377831087273221 60:0.05561328831061343 61:-0.6421499492719914 62:0.2371761641361022 63:0.5047485725554637 64:-0.5375366604367453 65:-0.6126234746253144 66:-0.5058416444848798 67:-0.4204381409647222 68:-0.07128288785794393 69:-0.4536154686593545 70:-0.3144347480127141 71:-0.2185145113552909 72:-0.2951955888878152 73:0.4954406211701452 74:0.3471003120036625 75:0.5948910481563243 76:-0.2965027504849851 77:0.2881396042153249 78:-0.2023092925779396 79:0.05774165910330274 80:0.4476539092176582 81:0.3457363063371531 82:-0.5707489293493458 83:0.2995521098550282 84:-0.3332547973654245 85:0.6543007195243146 86:0.5602450746966815 87:-0.3746624633359626 88:-0.2745664827630855 89:0.1242614265482102 90:-0.348251921429483 91:-0.2431648253714206 92:0.04719567800680954 93:-0.828130248925813 94:-0.09567885283043989 95:0.2338946368757274 96:-0.1606088184258063 97:0.7642894958267128 98:-0.136110215521254 99:0.1647429382812657 100:0.3770797052274162 101:-0.2250374853263915 102:0.6946134198104693 103:-0.2495358524668201 104:0.05342035625631981 105:0.07446027135932617 106:0.09230640624586336 107:0.1977285080564434 108:0.1050225194922885 109:-0.1597699528563974 110:-0.1187460445868019 111:-0.3837733661996591 112:-0.2833870412555289 113:-0.7313146951263496 114:0.6588553985977503 115:-0.1739416936615088 116:0.1955708429334636 117:-0.3241129896909362 118:-0.6433810763562242 119:-0.377544713485971 120:-1 121:0.1940210964927903 122:-0.2587214567647582 123:-0.1537992748905429 124:0.5864066576797757 125:-0.2248605527007098 126:0.1879879264888957 127:-0.291669360532724 128:-0.3071896315317282 129:0.1082751281431447 130:0.4294121650286511 131:0.3275204638189094 132:0.426790687517861 133:-0.2370647642951781 134:0.03202193922753886 135:-0.1132347919630472 136:0.3994860162141455 137:0.1305668072268121 138:0.2287032481584969 139:0.2740242435937533 140:0.1599217053170947 141:0.1752537512674798 142:-0.4003758997851595 143:-0.3490077501562552 144:0.3613709129668353 145:0.1312735471830225 146:0.1281626752340318 147:0.1484121535073015 148:-0.160970697095046 149:0.4741132712628822 150:0.4801561843444365 151:0.08230090902785987 152:0.01109313636558691 153:0.01724748296021971 154:0.177691553733386 155:0.231702207416409 156:-0.2806101172144809 157:-0.07537914368049035 158:0.1322357798801128 159:-0.0482660277234146 160:0.1205131501752705 161:-0.2094428535081423 162:-0.05330869000632588 163:-0.04470555142048641 164:0.3411775893220071 165:0.1992576197900969 166:0.06847603448118544 167:-0.1028513301750659 168:-0.5448095814384005 169:-0.3937612832887432 170:-0.06758117344857242 171:0.0008199346494178542 172:-0.4360137073942915 173:-0.3253815025099464 174:0.227479354157308 175:0.5197351575257432 176:0.1883232269419365 177:-0.08814091352934861 178:0.1008261023354917 179:-0.37861677415769 180:0.4496278196526003 181:-0.145607585309408 182:-0.2961521917811404 183:-0.5948493628734789 184:-0.2470600208682361 185:-0.574726961654499 186:0.2340146758603005 187:-0.2323714515452136 188:0.5101745735797659 189:0.1952578619061427 190:-0.0896149925149643 191:-0.086141039500581 192:-0.2407015894579372 193:0.2481456481994073 194:0.554900678159854 195:-0.1529861506507879 196:-0.443967310982277 197:0.1196875159452255 198:-0.03828076002964604 199:0.08606509460885906 200:0.2907654110021856
+-1 1:0.5421180543640398 2:0.141616366598663 3:-0.4461941063332587 4:0.1368684196136053 5:0.8875396264126835 6:-0.1163946646637281 7:0.105481120913087 8:-0.5394822077632135 9:-0.02317548372350031 10:-0.1281376946027168 11:0.21039515208354 12:0.325462582606923 13:0.1833809188189268 14:0.2073713261789906 15:-0.2006015320948174 16:0.1080450296896498 17:-0.08823129233771081 18:-0.1957329708995295 19:-0.3993589379745199 20:0.4084467115853855 21:0.2549220743877535 22:-0.1854684119974362 23:-0.8953242010740113 24:0.5653017072862343 25:0.1525218873017868 26:-0.2038194911023031 27:0.3426642142172587 28:0.5126764482826565 29:-0.2049687197782396 30:0.1743066467773756 31:-0.4729687842213327 32:0.3807405937169293 33:-0.2967998262621529 34:-0.2201532585998399 35:0.3822354559405309 36:-0.1159946024246992 37:0.1972976494304753 38:0.628110124639898 39:-0.04299749903618223 40:-0.3948346613553331 41:0.1169047237816109 42:0.01177273755935185 43:0.3829180157499024 44:0.08179593072095888 45:0.1705534995579347 46:0.3313391356652081 47:-0.04508202545882786 48:-0.2340385365533061 49:0.07170414935030431 50:-0.2660333174890512 51:0.3939783864903146 52:-0.7082263428746531 53:-0.3178034791918548 54:0.4838401306119982 55:-0.02532815607357643 56:-0.1326898721107452 57:0.2536168580436538 58:-0.5054718799510224 59:0.2614236702261611 60:0.3340126225480556 61:0.2340486637443576 62:-0.1090381931633319 63:-0.267784848924751 64:0.1865711916148359 65:-0.09153081027757531 66:-0.1679120715765408 67:-0.08353271602012775 68:0.007859239111509743 69:-0.5941686221522448 70:-0.4634951781768323 71:0.2166164911316928 72:0.3963810901003042 73:-0.31476939778799 74:0.2536922476100062 75:-0.2629306159588418 76:0.2356186350800991 77:0.4313504375863314 78:0.09906540766272076 79:-0.1946440255578076 80:-0.4462220436461726 81:0.6302594724906567 82:-0.0664499733098622 83:0.9262974990271198 84:-0.3004308666719478 85:-0.3916243754551842 86:0.1992323007185207 87:-0.04177768025128065 88:0.7434494198581273 89:0.3823450401404025 90:-0.4539813957797023 91:0.3970669126862991 92:0.4352731239856241 93:0.02611535339454673 94:0.4619597901261568 95:-0.07770443807206391 96:-0.5127352327551558 97:-0.6618879934424274 98:0.3361115906767299 99:0.1637833986111988 100:0.1047831504434821 101:0.6527402427438894 102:-0.1364750664991666 103:0.1791788187495476 104:-0.4687034937608688 105:0.07355154389353354 106:-0.1996842457178166 107:-0.5404436787042333 108:0.08390300567535511 109:0.3805748757382825 110:-0.4371992661181608 111:-0.2112017031733697 112:0.2437535519312899 113:-0.2776820175183877 114:0.3080575939222687 115:0.1920490516680185 116:-0.2124409937532789 117:0.3046372275532873 118:-0.4199598514581863 119:-0.449865962526 120:0.09885446435327373 121:-0.2495457999013788 122:0.3829503571245626 123:0.4120597946743733 124:0.2340551848493793 125:-0.4107004170919559 126:0.3316433294123722 127:-0.09092034385864556 128:0.3171323537958657 129:0.1845226029376272 130:-0.405996039059429 131:0.6802645352550555 132:0.1286023152148217 133:-0.8757263792661715 134:0.2729411002640976 135:-0.2811571114072605 136:-0.05203194420842569 137:0.1008743216958628 138:-0.04941388244555359 139:-0.28734134246369 140:0.1376764613043817 141:0.07694633688135762 142:0.4151825311844927 143:0.3705339647407757 144:-0.3575746882818752 145:-0.2808624127025192 146:-0.2386503352583452 147:0.3351505331213324 148:0.4238473486221119 149:0.5459720200050046 150:0.3042676960135539 151:-0.110584593915615 152:0.2537434041924367 153:-0.3015948707326912 154:0.1116885470925223 155:-0.343331831160856 156:0.1624000153359654 157:0.2470241463749792 158:0.08696880915671032 159:0.3722736452951911 160:0.3434533728329661 161:-0.2400217599006133 162:0.4021206437566483 163:0.06746712172761191 164:0.8060940678607594 165:-0.5249957122602915 166:-0.5133095872457233 167:0.2942280880952451 168:0.2448572750507331 169:-0.1797259318612631 170:0.04405747856609147 171:0.2176801294255855 172:-0.10972695748589 173:-0.6098294956687252 174:-0.2286046028483281 175:0.370981362734122 176:0.480459046452371 177:-0.4311532282913905 178:-0.367992711392529 179:0.1606022948226777 180:0.03916463864511448 181:-0.248056742346949 182:-0.4896264475772829 183:-0.04410432720276192 184:0.4797802832210111 185:-0.3236007099736239 186:-0.2628928435142479 187:-0.5193684470657335 188:0.2528049595590772 189:-0.08472312116535163 190:0.3995308612467584 191:0.1014330175657221 192:0.09844522785853876 193:0.6641289773520408 194:0.1955119970144347 195:0.4742685823776682 196:-0.0468507416516098 197:0.01626330772489406 198:0.7331287971027265 199:-0.5697400114814477 200:-0.1811420491742831
+-1 1:0.6202953101549809 2:0.2930028023210431 3:-0.4741409122605442 4:0.268304365887529 5:-0.1113911652231704 6:0.3146609994266656 7:-0.5916255530110419 8:0.1812744384404598 9:0.05711982680632621 10:0.694963085097048 11:-0.4793852315320908 12:0.2681870359852365 13:-0.2107317015889422 14:0.4413306130953631 15:-0.09582827291272444 16:-0.1264944946333372 17:0.284804061900616 18:-0.1152057257919415 19:0.3515298481268536 20:0.272500171088412 21:0.06488405974505501 22:0.2244505071646403 23:-0.3924403836724205 24:-0.1748447370120473 25:0.3627717612438904 26:-0.05114679554197539 27:0.5702413073567009 28:0.2885600702888715 29:0.506947252643137 30:0.1158781273038947 31:0.337486617494606 32:-0.2845003458306914 33:-0.3402783792379882 34:-0.4177371673775858 35:-0.08454127965257535 36:0.05239079588226514 37:-0.1651089772300327 38:0.3752460762443341 39:-0.4022052003321082 40:0.03007938628760375 41:0.1270731672804799 42:-0.1670711572973457 43:0.2204482802290155 44:0.5996966500690836 45:-0.2791779548864454 46:0.05188548677734706 47:-0.6256231800884957 48:-0.3089024644106982 49:-0.1049316155233896 50:-0.3092097580160551 51:-0.4965324796807797 52:0.3028821357681117 53:-0.1911273348004782 54:-0.1203573538125647 55:0.1634781300680267 56:-0.1405750108502873 57:-0.3607369687247658 58:-0.5749704590825462 59:0.3416974376019715 60:0.339401939980492 61:0.008582924976130668 62:0.03691703817042222 63:0.1478410113195145 64:-0.19699506023718 65:-0.004634023667978007 66:-0.6482417624904295 67:0.02635841158192991 68:-0.1259782785241474 69:-0.5514284158924428 70:-0.3401254236637337 71:0.2609286401419432 72:-0.1107625861294482 73:0.2622044455033887 74:-0.1634299143360392 75:-0.370396967262759 76:0.3256085723879902 77:-0.07203990923903043 78:0.2490256471876141 79:-0.09880555316875661 80:-0.5597779918640169 81:0.3436414904956263 82:-0.0618323277879051 83:-0.6432393937602532 84:0.2565411163724104 85:-0.08790552393689421 86:0.06089125447736466 87:-0.006896750395572873 88:0.05141868215145298 89:0.008142250249156754 90:-0.2604091547954207 91:-0.3212958976210005 92:-0.3915944456204448 93:-0.3888050382521113 94:0.1486951751966474 95:-0.04859611710507435 96:-0.3348757880554589 97:0.6881374946132698 98:0.7192001620525046 99:0.5716530371655706 100:-0.02787647389427764 101:0.04384087159863545 102:0.2037766812641837 103:0.5150462950993547 104:-0.06924121728858386 105:0.1469009323231358 106:0.3420776758815461 107:-0.1951614187292048 108:-0.203784439933867 109:-0.01998223646242883 110:0.1207023727963801 111:0.4299484553136305 112:0.1266213076118197 113:-0.1397413204397942 114:0.6824921698796853 115:-0.1325962675086596 116:0.03059242553690382 117:0.1935311519151809 118:-0.5070203828710539 119:-0.405003909214239 120:-0.2509016668819231 121:0.2902255369889727 122:0.2096612447636848 123:-0.3039351816898254 124:-0.24484149918782 125:0.06058783862369702 126:-0.002947399661672245 127:0.1168629949230847 128:0.765973531201122 129:-0.1710126295924466 130:-0.04184525273899239 131:-0.3810025842293819 132:0.1805656793104465 133:-0.8726765853088386 134:0.03901189670133966 135:-0.2822153376598179 136:-0.07442167855955185 137:-0.1609483889943754 138:0.2781587147070805 139:-0.1918330437271386 140:-0.271480138676269 141:-0.1976672185964023 142:0.3711215588019151 143:0.04627057586677358 144:-0.1155978179752337 145:-0.08880704619926666 146:0.7246717509525029 147:0.03473835359065024 148:0.3179371729630326 149:-0.2153257422756117 150:0.09511118843428402 151:0.1513469312403252 152:-0.3205080369346029 153:-0.06451035614424382 154:-0.5610591625465222 155:-0.221506973861798 156:-0.1341125634505329 157:-0.2929389147367248 158:-0.4271308195833018 159:-0.7205762783697192 160:-0.4723260968035777 161:-0.3169389384056399 162:-0.4295093788253372 163:-0.5103558502415277 164:-0.3706383700782742 165:0.0583302198620473 166:0.1601679391462091 167:0.3607474180088766 168:-0.2126277126963065 169:-0.4812718578570858 170:0.6833132030950338 171:0.1251278143069175 172:0.09885833400631017 173:-0.2302730379592229 174:0.07683716768490637 175:0.3484250569027339 176:-0.1331165606947213 177:-0.0451612432573503 178:0.1171525050125252 179:-0.1374262506064387 180:-0.1510773918232797 181:-0.6295377415025275 182:0.105702715478959 183:0.01874525560764053 184:0.07551591506035803 185:-0.1855522975073548 186:0.4649422441271018 187:0.274510872897303 188:0.06658145006760367 189:-0.1792649858506923 190:-0.02409513137515042 191:0.6410616367860564 192:0.07097129772642041 193:-0.07669366651558454 194:0.2219581895488191 195:0.01219666207941256 196:0.1104592763018503 197:0.6820859377611508 198:0.1414596425848691 199:-0.7161275174621182 200:0.03024075236633456
+1 1:-0.08243128789268828 2:-0.08688689081151295 3:0.4757107747577439 4:0.08041850630987174 5:-0.3041355199989605 6:-0.0508862383830672 7:-0.7104859870024735 8:0.6569002930220647 9:-0.2897308605658936 10:0.03928251530402135 11:-0.1219828255479431 12:0.5528674857703917 13:-0.5549759636528604 14:0.06245289928381509 15:0.461878628381152 16:-0.1659483751512892 17:-0.6434540784309202 18:0.1884614452112453 19:-0.4665506912231278 20:0.07275883425246689 21:-0.1563510729825469 22:-0.2548005052074902 23:0.1869375622724281 24:0.1330953496715931 25:0.2020265690631372 26:-0.1648506772230277 27:0.2418886952753419 28:-0.5335618618571982 29:0.1473399332174186 30:-0.3865262613859815 31:-0.2296513925172731 32:0.6633427934961413 33:-0.1680906384090438 34:-0.8064812562081686 35:0.3116173290502283 36:-0.1071038051815462 37:0.1811576593353136 38:0.4382741825526111 39:0.3361909949267419 40:0.7239328052396358 41:-0.4073129087820234 42:0.04964425323423828 43:-0.5932307737923531 44:-0.1960491150130752 45:-0.4653636414179367 46:0.3228903674532309 47:0.1151215242364462 48:-0.193422896532025 49:-0.2244528780051702 50:0.04908475470025403 51:0.1517891230698782 52:0.05236455623266309 53:0.2692540532784943 54:0.5280445536130463 55:0.4322555565118557 56:0.1437797516818049 57:-0.01205047012258534 58:0.6556549276820384 59:-0.100353022641892 60:0.04000602624752905 61:-0.1157667786988631 62:-0.05876516359472947 63:0.1398538290985107 64:-0.2631219260966734 65:0.3643469227660905 66:-0.3752664012366557 67:0.03770215386539131 68:0.02359747614522423 69:0.05189650893660788 70:-0.3878874109510446 71:0.1378552821872502 72:-0.004459826662505481 73:0.3329621297384511 74:0.07251275049442246 75:-0.4688035679306428 76:0.1101613039867833 77:-0.01958266948347256 78:-0.3798935092861877 79:-0.01500340449541625 80:-0.103381278223635 81:-0.112858141482742 82:0.02378935059646153 83:-0.1560801348843701 84:0.2294222705834701 85:-0.3057420610974435 86:0.4654280364837871 87:0.6405227491804845 88:-0.1215758393626193 89:-0.6709122151287649 90:-0.4855821145895856 91:0.9721452400434554 92:-0.2935923718871999 93:0.002586707373746683 94:0.1278059948561965 95:-0.3588546711519886 96:0.1383195331742356 97:0.3987968176511776 98:0.07994620228787501 99:-0.3172632460680326 100:0.3413399348106658 101:0.3978329208806761 102:0.2400670638528811 103:0.1159602478377439 104:-0.1822968504154806 105:-0.3334538951064617 106:0.2976179815101236 107:-0.4964798327637651 108:-0.2202119686845217 109:0.1261483077297268 110:0.01325131875251084 111:-0.0874037198546839 112:0.3695843128705514 113:-0.200598060335439 114:0.3440092437961695 115:0.3013010965006853 116:0.2842353403089162 117:0.3902733349840184 118:-0.7384037975016817 119:0.4557418238290244 120:-0.1081683963820173 121:-0.2094175113582509 122:0.1396824244255652 123:-0.4101407736362002 124:0.06338494568732066 125:0.4269418955262928 126:-0.2151932211595546 127:0.2264181240360189 128:0.2933970174986047 129:0.3179534630042191 130:-0.2378668367451769 131:-0.803912480103441 132:-0.05741858230891195 133:0.1108399875746071 134:-0.5549560221135678 135:0.09693001764727177 136:0.1339325684009921 137:-0.1055577979385919 138:-0.02020904060802486 139:-0.433653566494838 140:0.5047700993958268 141:0.1705109474337688 142:-0.2835185947761004 143:-0.4318624838792643 144:0.6639042609151914 145:-0.7114673763590602 146:-0.05293432977210952 147:-0.189330599690394 148:-0.3558420931527669 149:-0.09979217719995846 150:0.05148671084244652 151:0.07995378528479878 152:-0.1668931006357271 153:-0.4513651101114149 154:-0.4277276163340319 155:-0.2295690862368269 156:0.225656831648287 157:0.0444647973591038 158:-0.1928631883564559 159:-0.1744924182118313 160:0.05598416422604152 161:-0.5220171208632449 162:0.7783474624193513 163:-0.5252356286665096 164:0.1799085909289429 165:0.00341072410594255 166:0.190324062024097 167:-0.0967621085913235 168:0.3579844775764842 169:-0.2773751279122209 170:0.4989621820442077 171:0.1688154643104611 172:0.4615325479504503 173:-0.1946373588124865 174:-0.2421637139154234 175:0.1254387261008826 176:0.4401622720238089 177:0.173189722966555 178:-0.2265835374070009 179:0.4100289120338518 180:0.2754401962411636 181:-0.1589922154840678 182:-0.2470175747113219 183:-0.09325185621558651 184:0.1328374569952457 185:-0.2193627512454816 186:0.4524826788011503 187:0.5886639687224929 188:-0.08066252615306366 189:0.3620589812199269 190:-0.301876511647226 191:0.5449813165413445 192:0.4551531116153316 193:0.1683246179666997 194:0.05156154077650519 195:-0.3129972319619412 196:0.1391466786378188 197:-0.001649412440517563 198:0.3531302537819777 199:0.06896040513984475 200:0.4568481909712845
+1 1:0.4983850458803489 2:-0.427933665205702 3:0.6513725002241203 4:0.009835736432348427 5:-0.1708580352563505 6:-0.2724664770543953 7:0.09928555169465209 8:-0.6217904818815178 9:0.1029914860273223 10:-0.5458325154853682 11:0.3419451298539809 12:0.3829683529217217 13:0.1009461275277331 14:0.2823943268225339 15:-0.2237548160370952 16:-0.3273689858065801 17:0.3198319843375022 18:0.1135222479368469 19:0.03751959161040651 20:0.348492278647529 21:0.3488435165619223 22:0.4595316737610243 23:0.2036483186274966 24:-0.1205582061039555 25:0.04875437649221019 26:-0.2524369932202691 27:0.395294049745495 28:-0.2781813233223417 29:-0.01865608727939617 30:-0.3403622036263087 31:0.1981995851976881 32:-0.5223640043347372 33:0.4287051369184591 34:-0.219126619845402 35:0.2533600040025393 36:-0.1753927716704588 37:0.02374388931038 38:-0.161585780536355 39:0.09308613580285252 40:-0.1018796648054063 41:-0.1012534395597393 42:-0.4861193164366891 43:-0.2208895619137213 44:-0.6452936927408391 45:0.05525112152685042 46:0.6631331942110359 47:0.2592897126147941 48:0.337452965166176 49:0.2782449920416623 50:-0.1967757573127465 51:-0.2221183138313351 52:-0.2008762798301217 53:0.2054742725707657 54:-0.227408913691195 55:-0.07943762161425663 56:0.4115940115956347 57:-0.07258841674992783 58:0.2089280717971626 59:0.06061844043663805 60:0.1841159453570539 61:0.1919620878577281 62:-0.2149617829342537 63:-0.3953480911452366 64:-0.1798920224370524 65:-0.5732530882497983 66:-0.2916558313601412 67:-0.209620218802129 68:0.06822894495683281 69:-0.270016617112652 70:-0.4821230123373512 71:-0.02509601367033112 72:0.6765747476323446 73:0.2322220171258607 74:-0.6186620568192222 75:0.3135812509119053 76:0.3192779630846864 77:0.1766621143034521 78:0.1040294401036275 79:-0.08113618303355341 80:0.001144141530036183 81:0.6419917722210456 82:-0.1889886452327521 83:0.2480206317267216 84:0.02377773996225302 85:-0.1322909600010171 86:0.4809275480430692 87:0.3350920982000769 88:0.4186061674549068 89:-0.1797948902689447 90:-0.2020743489561689 91:-0.2783053440196793 92:-0.00361541743187016 93:0.3761635948435175 94:-0.2076663004753321 95:-0.1057743298719699 96:-0.1461704168959031 97:0.1157144310111021 98:0.0790188068277249 99:-0.4175155015373306 100:0.6277490416585045 101:0.29671672258939 102:-0.2573967927396208 103:-0.405164000436262 104:-0.01909297808732105 105:-0.08518543735317297 106:-0.3879420409091726 107:-0.6468089538340825 108:0.649065651546154 109:0.1041877435150532 110:-0.01007652031937924 111:-0.6686182505549954 112:0.2616180501214929 113:-0.3793739027022154 114:-1 115:0.453758111104359 116:0.5207589048721499 117:0.4722107114235041 118:0.1264766612421115 119:-0.1336320611291983 120:-0.2150304292097414 121:0.9084840587295965 122:-0.0374352389487416 123:0.35898375397037 124:-0.02830157275754533 125:-0.05995258286904855 126:0.1230761765909393 127:-0.126572496537811 128:-0.0849088407182122 129:-0.2036599163258903 130:0.008111567451685509 131:-0.4348600985789799 132:-0.1937655139782591 133:-0.05306646700709729 134:0.2780094150312625 135:-0.6560652883119075 136:0.08505436018838131 137:0.2722269549255579 138:-0.09859565951463475 139:-0.04019110022294145 140:-0.4847294918128026 141:0.4034651574327685 142:-0.4934992775887651 143:0.3183985403537766 144:0.2554745192666534 145:-0.3118846671484154 146:-0.487179711091226 147:-0.07964260879549023 148:-0.06723849553224044 149:-0.2917645336738499 150:0.5069245809069639 151:0.4437200583029822 152:-0.02979374262013301 153:0.027805144244308 154:-0.1994123613285906 155:-0.09838748107533027 156:-0.2779606368893126 157:0.6075687946133665 158:0.6012795771387626 159:0.1195935315442251 160:-0.1412372892059796 161:-0.3360710705315162 162:0.02608523529747095 163:-0.1598427979806123 164:0.3803929987131214 165:0.7763166486760127 166:0.3783051889520324 167:0.09228715532839132 168:0.2243310222135575 169:0.03901246331349348 170:-0.2924431815263707 171:0.2736237522938831 172:-0.3032944453730546 173:0.3871185609476422 174:0.2337139264687743 175:-0.290648705681098 176:0.1858652711580349 177:-0.08867351360167797 178:0.2719607278358406 179:-0.008444138916819844 180:0.2509001938033151 181:-0.3806917470984865 182:-0.3146240048164907 183:0.03488887109950395 184:0.4113229528578621 185:-0.1268399189666943 186:-0.01983153488331618 187:-0.04693925708762395 188:0.7043597544884272 189:-0.3451470326896745 190:0.2628453555155636 191:0.6242834320061835 192:-0.01648623178520695 193:0.08835707352480125 194:0.02028341142846524 195:-0.05292396987663359 196:0.03798720657271509 197:0.2491178052203099 198:-0.1385952392307056 199:-0.3000491511525487 200:-0.63194281697708
+1 1:0.5243586302617416 2:-0.3335510119432211 3:-0.2302475204629904 4:0.560170303857322 5:0.5347533203054271 6:0.466955130627012 7:-0.5465124914343071 8:-0.2916590090485043 9:0.2542283959848698 10:-0.396844469334019 11:-0.04632862763019324 12:-0.3458932216136953 13:0.3158114012233467 14:0.4019160878678805 15:0.1271931964026357 16:0.2087834526182808 17:-0.2782300393812879 18:0.372355634271563 19:0.4483417943415965 20:0.2551260354927856 21:0.4019116245203387 22:-0.2461550038760648 23:0.4798017988189084 24:-0.3899817934591875 25:0.0165207473902711 26:-0.1321769483054409 27:0.1520072152129974 28:-0.4106941165694193 29:0.1673245045041165 30:-0.08402054868383452 31:-0.388982976515478 32:-0.08088721791579717 33:0.1396052393786769 34:-0.01536214105275605 35:0.1672093752317881 36:0.5309588781298431 37:-0.4209473178619178 38:-0.2687903960858852 39:-0.4018629064855563 40:0.3053914096846021 41:-0.01530399332644967 42:0.3756307442484306 43:-0.3218933210020868 44:0.007046170327824387 45:0.01980580731939596 46:0.3037327789610244 47:0.1230992574078355 48:0.2291428356422811 49:-0.2157032967127868 50:-0.1067825849671096 51:0.06210145654069062 52:0.06879040935437436 53:0.44203672420697 54:-0.6579021593278016 55:0.5624072834017831 56:0.5378110292790557 57:0.3341594943215556 58:0.03705277337019352 59:0.8408720717620913 60:-0.108740479273369 61:-0.2303835441597376 62:-0.03772227222276422 63:0.03788096419731797 64:-0.1919577123074784 65:0.02747842705640671 66:-0.05586674345810602 67:-0.2745614009369268 68:0.3035710235219841 69:-0.1461808896043378 70:0.3007224770443687 71:0.02364204307036834 72:-0.1866988407371648 73:0.3743527992098966 74:-0.3180903233819605 75:-0.03743890117522568 76:-0.4036510657143331 77:-0.1442156391082287 78:-0.1018885416262431 79:-0.1066358902259378 80:0.3145687887469862 81:-0.4414429281785208 82:-0.3938826704819285 83:-0.6184226492364974 84:-0.5671881827295534 85:-0.2310944745719982 86:0.3558945134421788 87:0.3347863540777787 88:0.5118461672745498 89:-0.1939776358023383 90:0.2180393218740559 91:-0.4553112099571757 92:0.1657359051344627 93:-0.3049908175088255 94:-0.3941024306819711 95:-0.08534887755253229 96:0.07866030621533965 97:0.2942496129949213 98:0.4133576681577483 99:0.4024539962054923 100:0.1520300822919908 101:-0.1032830813633246 102:0.009161583404717325 103:0.3359369839467923 104:-0.4025491670384925 105:-0.02627072713654369 106:0.1666393541446916 107:-0.1186977610583146 108:0.9234288899967515 109:0.4458198127777266 110:0.01981702332679893 111:-0.1684773533150556 112:-0.1390834377489977 113:-0.1570651746100502 114:-0.5228968548724802 115:-0.1148507755287829 116:0.1784211756780734 117:0.3753677533104021 118:-0.4490002800041356 119:0.4329179450476762 120:0.05037781225178443 121:0.06974277495857989 122:-0.09147591359863386 123:-0.3128172680498984 124:-0.5091173965781655 125:-0.08455879363211019 126:-0.1599109286212245 127:-0.6964146190673614 128:-0.5273042836525489 129:0.1149622679339498 130:-0.3491905377354924 131:0.07444609593825818 132:-0.03833791347716 133:-0.3137270610585288 134:0.1829262287268392 135:-0.6840248370404575 136:-0.3448799411617909 137:0.06481177708332292 138:0.108246721980183 139:-0.38323101888904 140:-0.005923820736877087 141:0.2624520426508461 142:-0.08803558782791528 143:0.08734336805371642 144:-0.3995189777861776 145:-0.2395598027686305 146:0.2034351159408108 147:0.330300495724222 148:0.03517036905681256 149:-0.09990313858233549 150:0.5199479981975503 151:0.1135868294901908 152:0.1565148885077262 153:-0.4621490605353573 154:0.2371883235318628 155:-0.01056043754968161 156:0.01529576616662086 157:0.3149462438309116 158:0.00538297928131394 159:-0.0004745089894674925 160:-0.6827104557613958 161:0.1622767548028494 162:0.5823648853725309 163:0.2990159055943303 164:0.6888074721121827 165:-0.09866226095111454 166:0.162951685888902 167:0.8206399551097967 168:-0.02691214440421912 169:-0.7898694175012096 170:0.03934290957813404 171:0.3540906160182153 172:-0.5171698750830643 173:0.6210354262962575 174:0.5425208322844352 175:-0.03333017676981778 176:0.516754725566448 177:-0.1434813803563654 178:0.2113887960465325 179:0.3907618339187309 180:0.4559571573402469 181:-0.02303957992349209 182:0.07867342611691856 183:-0.1482786137385955 184:-0.3494704882596213 185:-0.3024064849821139 186:-0.3044670544575302 187:-0.01268807287374902 188:-0.277863126718998 189:-0.305678511007062 190:-0.4636386416191581 191:0.004581288937069758 192:0.1046156148634143 193:-0.3690689563573153 194:-0.1067614276869087 195:0.2945071876661811 196:-0.2168056085642434 197:-0.2931776811271562 198:0.1247278829598738 199:-0.06596887598589783 200:-0.2286456107574285
+1 1:-0.08718479175516113 2:-0.5688305330909352 3:-0.4196233654964447 4:0.2088415768963887 5:0.5332616129900017 6:1 7:0.2290115182535953 8:-0.1477779143432368 9:0.4222258923694677 10:-0.2560440137498428 11:-0.1621135347857429 12:0.05171568884266914 13:-0.3804795457329574 14:-0.2736669631703729 15:-0.2394543105289088 16:0.02644600892951378 17:0.1419257153803953 18:0.1625529808204634 19:0.1800983058208606 20:0.5712771563452094 21:-0.6665115785691789 22:-0.2077667878572595 23:0.8007863108852644 24:-0.1318400560652373 25:0.486518889145968 26:-0.6524068597184097 27:-0.1150067785573416 28:-0.3545334195396845 29:0.1637221306156523 30:-0.2423282881195523 31:-0.167785727852179 32:0.1259683542999968 33:-0.05551510296005971 34:0.2328909383642191 35:0.2951788708047081 36:0.07380443820587279 37:0.05715730761995687 38:-0.1575215571860076 39:-0.07909934277273925 40:-0.4255585726863528 41:-0.4321179009954521 42:0.2218585643105542 43:-0.03252826777967226 44:0.05056315273625221 45:0.3727090094618011 46:0.09063624301524566 47:-0.04348612561942121 48:0.298429672375311 49:0.7229774609117752 50:0.352015477379687 51:0.2890826944748287 52:0.2532138649680686 53:0.256865480658179 54:-0.221314883338479 55:0.1338291111123425 56:0.1204187143343094 57:-0.2419780235354997 58:-0.2643033049685369 59:-1 60:-0.2219334598766702 61:0.3245002063752429 62:0.02757081861111847 63:-0.2722285245415551 64:-0.3982588107340962 65:0.1140548473189559 66:0.1710843652667737 67:0.5765978192546727 68:-0.4538766113460535 69:-0.008954816049871722 70:-0.7490097532384653 71:-0.09742930499512695 72:-0.8435855368632112 73:-0.3424860673311841 74:-0.3900922256737073 75:0.1435308425837759 76:-0.2390782900684917 77:0.2645410113732841 78:-0.1501449203902499 79:0.524266476858379 80:-0.3790878789243667 81:0.6468779699854372 82:-0.3914085327988154 83:0.1465865154833148 84:-0.4463644248552238 85:0.2175502684214644 86:0.03663919478389177 87:-0.1112929368974669 88:-0.05088464775538662 89:-0.2079996047465973 90:0.01471858461749326 91:-0.1015436365756914 92:0.401087156691562 93:-0.3270468607357642 94:0.4245141953093911 95:-0.616319146455896 96:0.1464040008775271 97:-0.245029059057613 98:0.06712112228108034 99:0.6416483215522939 100:0.01837841455209512 101:-0.006663985442550105 102:-0.112467194644968 103:-0.02153134721870648 104:-0.4380749861975552 105:-0.003999502114471074 106:-0.02449547081519252 107:-0.1712408595621964 108:-0.394300493148098 109:-0.5470622151441309 110:0.708769493472411 111:0.2213768470215669 112:-0.07878672184313194 113:0.1237790275091069 114:-0.6049494486987306 115:0.07677260917717868 116:0.2625483013050216 117:0.1391783136818952 118:-0.8208430593613554 119:-0.1011765058830996 120:0.4481874358813012 121:0.007486885563457107 122:-0.2146549767111567 123:0.4430471259817848 124:0.4513220088988087 125:-0.1507685432764739 126:-0.2341099891442302 127:0.1201511291402384 128:-0.04153723884080454 129:-0.130626034306824 130:-0.2618021442792805 131:0.07458288439041792 132:-0.03132812022066687 133:0.2274725377490425 134:0.0389161965580975 135:0.09830782840583044 136:-0.1011180330795703 137:0.3895893162624181 138:-0.03341641949970586 139:-0.03098605960047849 140:0.4628148866423203 141:-0.1224413995220991 142:-0.02253737481578454 143:-0.3413684198993546 144:0.1642176903524643 145:-0.376977023721047 146:0.2621744496363825 147:0.4949178164725545 148:-0.4777345469844543 149:-0.3025045526201965 150:0.1709920059313683 151:0.2370961349445443 152:0.150714036027193 153:0.2109095544631579 154:-0.008344054712782101 155:-0.1954288530723095 156:-0.1784660462886306 157:-0.04871898805243392 158:0.04660474847878165 159:0.5715835970015251 160:-0.3679736489247852 161:-0.05236773481836515 162:0.8459750715393769 163:-0.3371287667809864 164:-0.0314145181556561 165:0.02376966957159143 166:0.1067091385886914 167:-0.02745924857087767 168:-0.0270082611017636 169:0.1555052211210237 170:0.1845511007750765 171:-0.2507715995756575 172:-0.1412645511975394 173:-0.174855059503513 174:0.187993643144766 175:0.7003670399601885 176:0.05885454355373396 177:-0.1242521155132904 178:-0.006502564231895352 179:-0.03124779120434655 180:0.2012999710992865 181:-0.08703774077083704 182:-0.4236122924817586 183:0.2244223839531243 184:0.45623314881141 185:-0.02962416733372925 186:-0.2095766702970571 187:0.0288603553771614 188:-0.002964522573168793 189:-0.4259886935394995 190:0.08623155454218201 191:0.140819235681702 192:-0.1342564556350823 193:0.2423424974202631 194:0.08924070144979325 195:0.1305539717876995 196:0.2057792555999533 197:-0.0226822990137457 198:-0.5115980355562021 199:-0.3963204572200531 200:-0.5910973834861459
+-1 1:-0.2547210911983324 2:0.01263215723795505 3:0.1421606672202726 4:0.1002107199681751 5:-0.3986116612708144 6:-0.261980674441168 7:0.2604343904704967 8:-0.3322180650754895 9:-0.04746983626105039 10:0.267621684406879 11:0.0392703785346401 12:-0.0838001996615676 13:-0.1895087320000056 14:-0.4259183990150421 15:0.4047212961310261 16:-0.1862567676132555 17:-0.3727898235023853 18:0.2086689677483883 19:0.04633179481159094 20:0.3286228862801202 21:0.3404665390747199 22:0.07033969098766377 23:-0.1580147467478017 24:-0.01131585136680611 25:-0.4674251370712095 26:0.5177808701297159 27:0.4512984376041208 28:0.016378953630335 29:-0.4610189826020347 30:1 31:0.391456035895398 32:-0.1472975684214115 33:-0.3281243949279539 34:0.2306754581695509 35:-0.09617866652516099 36:-0.5500817760145897 37:-0.2148086422594552 38:0.148507971690401 39:-0.186538990976205 40:0.2277810750522689 41:0.1954288510743977 42:-0.2948459272225994 43:-0.3094022351843966 44:-0.04320500656853626 45:-0.08935114513172733 46:0.1114926331164183 47:0.09582983469146292 48:-0.06908724579690678 49:0.1689382938839387 50:0.3242689920808901 51:-0.1084937405467452 52:-0.2928052286338368 53:-0.3112782850727866 54:-0.199886691623071 55:0.3749113331170357 56:0.1626452087136959 57:0.015173760228954 58:0.319836984893116 59:0.1356165154755022 60:-0.4033763740941407 61:0.06951702612538344 62:-0.3592403627846082 63:-0.3256246224664964 64:-0.2872384481233972 65:0.2086653822872435 66:-0.3145148744532223 67:-0.3236180354069595 68:0.2667573132103076 69:0.2143278541876098 70:-0.7692780056444606 71:-0.2914062437426418 72:-0.3430715950259047 73:-0.2498580137681253 74:0.1285469632017163 75:-0.01866895367692907 76:-0.1437062660976995 77:0.1480143278039532 78:0.6417976292318978 79:-0.2172226569838833 80:0.1804158956132783 81:0.3318160311698635 82:-0.03455755172661666 83:0.232580881918893 84:0.1632731460657584 85:-0.04292711340380777 86:0.4307692524540335 87:0.4708090237122203 88:0.600514779568759 89:-0.5471466178820725 90:-0.4408273300224327 91:-0.2733233183924912 92:-0.4116346272771282 93:-0.3873884958197655 94:0.4430962474820095 95:0.09024989822813267 96:-0.2050545037771802 97:0.3799019402220669 98:0.3829709556029683 99:-0.5674507073773152 100:0.01421977512615339 101:0.03273377842192475 102:0.3367938419454475 103:-0.1167442635007789 104:-0.5623828311941552 105:0.673396467725209 106:0.2589764998906222 107:-0.5967776644303051 108:-0.1288516151301232 109:0.4608011848703754 110:0.1121552338212487 111:0.2261524211940107 112:0.1726349403978457 113:0.2259989029381781 114:0.2656442835703406 115:-0.04278203874190845 116:-0.1626602315260582 117:-0.1770846179828838 118:0.1765578996649143 119:-0.3476623137789318 120:-0.154702827546499 121:-0.02238540601427954 122:-0.6029132775499554 123:0.2498724512242871 124:-0.646826044521747 125:-0.7031347146865721 126:0.1712450724207342 127:-0.09705366246160801 128:0.1888577778431666 129:0.3409510411684234 130:-0.5885358346705993 131:-0.3071112321399683 132:0.7012117007252521 133:0.07944698053690712 134:0.329749013223341 135:-0.4212798078511483 136:0.2198949360619246 137:-0.111941954853972 138:-0.4770278092533123 139:0.09972579964124706 140:0.03852585179075758 141:-0.2784280422288393 142:-0.4122115712881371 143:-0.1358832393306736 144:-0.1780473129402527 145:-0.4418189028866906 146:-0.01690552061059031 147:0.2676188605604715 148:-0.5063802133536144 149:0.7077204258362669 150:-0.119017909412402 151:0.1579190661988623 152:-0.005836411005145717 153:0.1671638352290553 154:-0.3541803742619505 155:-0.2750713746655642 156:0.02979631766932726 157:0.5793592819079645 158:-0.1794278313801878 159:0.4160881003672917 160:0.1691756596983179 161:-0.0965778463147782 162:-0.1530732849377791 163:0.1871953974155681 164:0.6896050130510062 165:0.1136407158444639 166:-0.1785098102690014 167:0.3791785949085198 168:-0.3194977738950114 169:-0.423718896010018 170:0.2741705463544505 171:0.3835075050771023 172:-0.4586132983018519 173:-0.2342728384010209 174:0.03100930651800304 175:0.6075121232919258 176:0.5278593178104554 177:-0.3243530422373085 178:0.02276089583227942 179:0.1444258532373565 180:0.03917958561569734 181:-0.4982213538368867 182:-0.01423220931199579 183:0.295703645400196 184:0.004267389653124686 185:-0.5981220400591017 186:0.0008632318370439124 187:0.4704358062643878 188:-0.3005715711284362 189:0.10913535150068 190:0.4117749057127598 191:0.93352405397258 192:-0.03208679233450504 193:-0.5345102257072348 194:0.07412966900837029 195:0.09649114811584501 196:0.1096262172655552 197:0.6499193573685663 198:0.1368707031230882 199:-0.5736604808120672 200:-0.9273111670048495
diff --git a/tests/data/libsvm/5x4.libsvm b/tests/data/libsvm/5x4.libsvm
index 1c538718c..b30224762 100644
--- a/tests/data/libsvm/5x4.libsvm
+++ b/tests/data/libsvm/5x4.libsvm
@@ -1,6 +1,6 @@
 # comment
-1 0:-1.117827500607882 1:-2.9087188881250993 2:0.66638344270039144 3:1.0978832703949288
-1 0:-0.5282118298909262 1:-0.335880984968183973 2:0.51687296029754564 3:0.54604461446026
--1 0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387
--1 0:-0.20981208921241892 1:0.60276937379453293 2:-0.13086851759108944 3:0.10805254527169827
--1 0:1.88494043717792 1:1.00518564317278263 2:0.298499933047586044 3:1.6464627048813514
\ No newline at end of file
+1 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
+1 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+-1 1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
+-1 1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
+-1 1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4.libsvm.no_label b/tests/data/libsvm/5x4.libsvm.no_label
index 861e9966e..8400f87c7 100644
--- a/tests/data/libsvm/5x4.libsvm.no_label
+++ b/tests/data/libsvm/5x4.libsvm.no_label
@@ -1,5 +1,5 @@
-0:-1.117827500607882 1:-2.9087188881250993 2:0.66638344270039144 3:1.0978832703949288
-0:-0.5282118298909262 1:-0.335880984968183973 2:0.51687296029754564 3:0.54604461446026
-0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387
-0:-0.20981208921241892 1:0.60276937379453293 2:-0.13086851759108944 3:0.10805254527169827
-0:1.88494043717792 1:1.00518564317278263 2:0.298499933047586044 3:1.6464627048813514
+1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
+1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
+1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
+1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 6e94a3598..1520bf711 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -251,11 +251,11 @@ const std::vector<std::tuple<std::string, char, std::vector<std::string_view>>>
                                  "{0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514, 4 -1}" }),
     std::make_tuple(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", '#', std::vector<std::string_view>{
                                  "# comment",
-                                 "1 0:-1.117827500607882 1:-2.9087188881250993 2:0.66638344270039144 3:1.0978832703949288",
-                                 "1 0:-0.5282118298909262 1:-0.335880984968183973 2:0.51687296029754564 3:0.54604461446026",
-                                 "-1 0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387",
-                                 "-1 0:-0.20981208921241892 1:0.60276937379453293 2:-0.13086851759108944 3:0.10805254527169827",
-                                 "-1 0:1.88494043717792 1:1.00518564317278263 2:0.298499933047586044 3:1.6464627048813514" }),
+                                 "1 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288",
+                                 "1 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026",
+                                 "-1 1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387",
+                                 "-1 1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827",
+                                 "-1 1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514" }),
     std::make_tuple(PLSSVM_TEST_PATH "/data/empty.txt", ' ', std::vector<std::string_view>{})
 };
 // clang-format on

From eb002703a571d45012eeea0e90539e6776b40928 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 15:12:53 +0200
Subject: [PATCH 0217/1010] Fix error resulting in a failing test.

---
 include/plssvm/detail/layout.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index a53b338a3..594094b91 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -114,10 +114,10 @@ template <typename real_type>
  */
 template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_layout(const layout_type layout, const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points) {
-    const typename std::vector<real_type>::size_type num_features = matrix.front().size();
     // perform some sanity checks
     PLSSVM_ASSERT(!matrix.empty(), "Matrix is empty!");
     PLSSVM_ASSERT(num_points <= matrix.size(), "Number of data points to transform can not exceed matrix size!");
+    const typename std::vector<real_type>::size_type num_features = matrix.front().size();
 #if defined(PLSSVM_ASSERT_ENABLED)
     const bool has_same_num_features = std::all_of(matrix.begin(), matrix.end(), [=](const std::vector<real_type> &point) { return point.size() == num_features; });
     PLSSVM_ASSERT(has_same_num_features, "Feature sizes mismatch! All features should have size {}.", num_features);

From 880b274f4029f1291d5ea620ae28a9fcd46d8485 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 17:07:44 +0200
Subject: [PATCH 0218/1010] Update formatting and comment.

---
 tests/detail/io/file_reader.cpp | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 1520bf711..33c6679c9 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -82,11 +82,12 @@ TEST(FileReader, move_assign) {
     EXPECT_EQ(reader1.buffer(), nullptr);
 }
 
-// the floating point types to test
-using open_paramete_types = ::testing::Types<const char *, std::string, std::filesystem::path>;
 
 template <typename T>
 class FileReaderConstructWithOpen : public ::testing::Test {};
+
+// the input filename types to test
+using open_paramete_types = ::testing::Types<const char *, std::string, std::filesystem::path>;
 TYPED_TEST_SUITE(FileReaderConstructWithOpen, open_paramete_types);
 
 TYPED_TEST(FileReaderConstructWithOpen, non_empty_file) {

From 3613145e46b8072ae6eab0ca81a338e613c3e2eb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Sep 2022 17:10:01 +0200
Subject: [PATCH 0219/1010] Add tests for the write_scaling_factors function as
 well as additional asserts.

---
 .../detail/io/scaling_factors_parsing.hpp     |  54 ++++++---
 tests/CMakeLists.txt                          |   1 +
 tests/detail/io/scaling_factors_parsing.cpp   | 104 ++++++++++++++++++
 3 files changed, 146 insertions(+), 13 deletions(-)
 create mode 100644 tests/detail/io/scaling_factors_parsing.cpp

diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 407544e93..a6822c2c9 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -1,23 +1,26 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements parsing functions for the scaling factor file parsing.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements parsing functions for the scaling factor file parsing.
+ */
 
+#ifndef PLSSVM_DETAIL_IO_SCALING_FACTORS_PARSING_HPP_
+#define PLSSVM_DETAIL_IO_SCALING_FACTORS_PARSING_HPP_
 #pragma once
 
+#include "plssvm/detail//assert.hpp"            // PLSSVM_ASSERT
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "fmt/compile.h" // FMT_COMPILE
-#include "fmt/format.h"  // fmt::format
-#include "fmt/os.h"      // fmt::ostream
+#include "fmt/compile.h"  // FMT_COMPILE
+#include "fmt/format.h"   // fmt::format
+#include "fmt/os.h"       // fmt::ostream
 
 #include <string_view>  // std::string_view
 #include <utility>      // std::pair, std::make_pair
@@ -56,13 +59,38 @@ void read_scaling_factors(file_reader &reader, std::pair<real_type, real_type> &
     }
 }
 
+/**
+ * @brief Write the @p scaling_interval and @p scaling_factors to a file for later usage in scaling another data set using LIBSVM's file format.
+ * @details An example file can look like
+ * @code
+ * x
+ * -1 1
+ * 1 -1.117827500607882 1.88494043717792
+ * 2 -2.908718888125099 1.0140559662470605
+ * 3 -0.13086851759108944 0.6663834427003914
+ * 4 0.10805254527169827 1.6464627048813514
+ * @endcode
+ * @tparam real_type the used floating point type
+ * @tparam factors_type plssvm::data_set<real_type>::scaling::factors (cannot be forward declared or included)
+ * @param[in,out] out the file to write the data to
+ * @param[in] scaling_interval the valid scaling interval, i.e., [first, second]
+ * @param[in] scaling_factors the scaling factor for each feature; given **zero** based, but written to file **one** based!
+ */
 template <typename real_type, typename factors_type>
 void write_scaling_factors(fmt::ostream &out, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
+    PLSSVM_ASSERT(scaling_interval.first < scaling_interval.second, "Illegal interval specification: lower ({}) < upper ({}).", scaling_interval.first, scaling_interval.second);
+    PLSSVM_ASSERT(!scaling_factors.empty(), "No scaling factors provided!");
+
+    // x must always be outputted
     out.print("x\n");
+    // write the requested scaling interval
     out.print("{} {}\n", scaling_interval.first, scaling_interval.second);
+    // write the scaling factors for each feature, note the one based indexing scheme!
     for (const factors_type &f : scaling_factors) {
         out.print("{} {} {}\n", f.feature + 1, f.lower, f.upper);
     }
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm::detail::io
+
+#endif  // PLSSVM_DETAIL_IO_SCALING_FACTORS_PARSING_HPP_
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 73ec0d0fe..74f48b40a 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -102,6 +102,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/io/scaling_factors_parsing.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/detail/arithmetic_type_name.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
new file mode 100644
index 000000000..7bd5592f5
--- /dev/null
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -0,0 +1,104 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to parsing the scaling factors from a file.
+ */
+
+#include "plssvm/detail/io/scaling_factors_parsing.hpp"
+
+#include "plssvm/detail/io/file_reader.hpp"
+
+#include "../../utility.hpp"
+
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <sstream>  // std::ostringstream
+#include <utility>  // std::pair
+#include <vector>   // std::vector
+
+template <typename real_type>
+struct factors {
+    std::size_t feature{};
+    real_type lower{};
+    real_type upper{};
+};
+
+template <typename T>
+class ScalingFactorsBase : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // create a temporary file containing the scaling factors
+        filename = util::create_temp_file();
+    }
+    void TearDown() override {
+        // remove the temporary file at the end
+        std::filesystem::remove(filename);
+    }
+
+    std::string filename;
+};
+
+template <typename T>
+class ScalingFactorsParsing : public ScalingFactorsBase<T> {};
+template <typename T>
+class ScalingFactorsParsingDeathTest : public ScalingFactorsBase<T> {};
+
+// the floating point types to test
+using open_paramete_types = ::testing::Types<float, double>;
+TYPED_TEST_SUITE(ScalingFactorsParsing, open_paramete_types);
+TYPED_TEST_SUITE(ScalingFactorsParsingDeathTest, open_paramete_types);
+
+TYPED_TEST(ScalingFactorsParsing, write) {
+    using real_type = TypeParam;
+    // define data to write
+    const std::pair<real_type, real_type> interval{ -2.0, 2.0 };
+    std::vector<factors<real_type>> scaling_factors{ factors<real_type>{ 0, 1.2, 1.2 }, factors<real_type>{ 1, 0.5, -1.4 }, factors<real_type>{ 2, -1.2, 4.4 } };
+
+    // create temporary file containing the scaling factors
+    fmt::ostream out = fmt::output_file(this->filename);
+    plssvm::detail::io::write_scaling_factors(out, interval, scaling_factors);
+    out.close();
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), scaling_factors.size() + 2);
+    // first line is always the single character x
+    EXPECT_EQ(reader.line(0), "x");
+    // second line contains the scaling interval
+    EXPECT_EQ(reader.line(1), "-2 2");
+    // the following lines contain the scaling factors for each feature; note the one-based indexing
+    for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
+        EXPECT_EQ(reader.line(i + 2), fmt::format("{} {} {}", scaling_factors[i].feature + 1, scaling_factors[i].lower, scaling_factors[i].upper));
+    }
+}
+
+TYPED_TEST(ScalingFactorsParsingDeathTest, write_illegal_interval) {
+    using real_type = TypeParam;
+    // define data to write
+    const std::pair<real_type, real_type> interval{ 1, -1 };  // illegal interval!
+    std::vector<factors<real_type>> scaling_factors(1);
+
+    // create temporary file containing the scaling factors
+    fmt::ostream out = fmt::output_file(this->filename);
+    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(out, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));
+    out.close();
+}
+TYPED_TEST(ScalingFactorsParsingDeathTest, write_empty_scaling_factors) {
+    using real_type = TypeParam;
+    // define data to write
+    const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
+    std::vector<factors<real_type>> scaling_factors{};  // at least one scaling factor must be given!
+
+    // create temporary file containing the scaling factors
+    fmt::ostream out = fmt::output_file(this->filename);
+    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(out, interval, scaling_factors), "No scaling factors provided!");
+    out.close();
+}
\ No newline at end of file

From d089a342287d194d39f8afea5ae98ff3cf89e650 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Sep 2022 13:50:56 +0200
Subject: [PATCH 0220/1010] Change API to be more intuitive, add additional
 exception and assertions, fix error if exception is thrown inside an OpenMP
 parallel region, and add tests.

---
 include/plssvm/data_set.hpp                   |   9 +-
 .../detail/io/scaling_factors_parsing.hpp     |  89 +++++--
 tests/detail/io/scaling_factors_parsing.cpp   | 236 +++++++++++++++---
 3 files changed, 274 insertions(+), 60 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 040ca33e1..99631048a 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -526,11 +526,8 @@ data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) :
 
 template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const std::string &filename) {
-    detail::io::file_reader f{  filename };
-    f.read_lines('#');
-
     // read scaling values from file
-    detail::io::read_scaling_factors(f, scaling_interval, scaling_factors);
+    detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors);
 }
 
 template <typename T, typename U>
@@ -541,10 +538,8 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    fmt::ostream out = fmt::output_file(filename);
-
     // write scaling values to file
-    detail::io::write_scaling_factors(out, scaling_interval, scaling_factors);
+    detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index a6822c2c9..7dbed5321 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -13,49 +13,99 @@
 #define PLSSVM_DETAIL_IO_SCALING_FACTORS_PARSING_HPP_
 #pragma once
 
-#include "plssvm/detail//assert.hpp"            // PLSSVM_ASSERT
+#include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::trim
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "fmt/compile.h"  // FMT_COMPILE
-#include "fmt/format.h"   // fmt::format
-#include "fmt/os.h"       // fmt::ostream
+#include "fmt/core.h"  // fmt::format
+#include "fmt/os.h"    // fmt::ostream, fmt::output_file
 
+#include <exception>    // std::exception_ptr, std::exception, std::rethrow_exception
+#include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <utility>      // std::pair, std::make_pair
 #include <vector>       // std::vector
 
 namespace plssvm::detail::io {
 
+/**
+ * @brief Read the @p scaling_interval and @p scaling_factors stored using LIBSVM's file format from the file @p filename.
+ * @details An example file can look like
+ * @code
+ * x
+ * -1 1
+ * 1 -1.117827500607882 1.88494043717792
+ * 2 -2.908718888125099 1.0140559662470605
+ * 3 -0.13086851759108944 0.6663834427003914
+ * 4 0.10805254527169827 1.6464627048813514
+ * @endcode
+ * @tparam real_type the used floating point type
+ * @tparam factors_type plssvm::data_set<real_type>::scaling::factors (cannot be forward declared or included)
+ * @param[in] filename the filename to read the data from
+ * @param[out] scaling_interval the output parameter to which the scaling interval will be written
+ * @param[out] scaling_factors the output parameter to which the scaling factors will be written; given **zero** based, but returned **one** based!
+ */
 template <typename real_type, typename factors_type>
-void read_scaling_factors(file_reader &reader, std::pair<real_type, real_type> &scaling_interval, std::vector<factors_type> &scaling_factors) {
+void read_scaling_factors(const std::string &filename, std::pair<real_type, real_type> &scaling_interval, std::vector<factors_type> &scaling_factors) {
+    PLSSVM_ASSERT(scaling_factors.empty(), "{} scaling factors are already provided!", scaling_factors.size());
+
+    // open file and parse content
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+
     // at least two lines ("x" + scale interval)
     if (reader.num_lines() < 2) {
         throw invalid_file_format_exception{ fmt::format("At least two lines must be present, but only {} were given!", reader.num_lines()) };
     }
 
-    // discard first line
+    // first line must always contain the single character 'x'
+    if (detail::trim(reader.line(0)) != "x") {
+        throw invalid_file_format_exception{ fmt::format("The first line must only contain an 'x', but is \"{}\"!", reader.line(0)) };
+    }
     // second line contains the scaling range
     const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(reader.line(1));
     if (scale_to_interval.size() != 2) {
-        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled can only contain two values, but {} were given!", scale_to_interval.size()) };
+        throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled must exactly have two values, but {} were given!", scale_to_interval.size()) };
     }
     scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
 
     // parse scaling factors
+    std::exception_ptr parallel_exception;
     scaling_factors.resize(reader.num_lines() - 2);
-    #pragma omp parallel for default(none) shared(scaling_factors, reader)
+    #pragma omp parallel for default(none) shared(parallel_exception, scaling_factors, reader)
     for (typename std::vector<factors_type>::size_type i = 0; i < scaling_factors.size(); ++i) {
-        const std::string_view line = reader.line(i + 2);
-        const std::vector<real_type> values = detail::split_as<real_type>(line);
-        if (values.size() != 3) {
-            throw invalid_file_format_exception{ fmt::format("Each line must exactly contain three values, but {} were given!", values.size()) };
+        try {
+            // parse the current line
+            const std::string_view line = reader.line(i + 2);
+            const std::vector<real_type> values = detail::split_as<real_type>(line);
+            // check if the line contains the correct number of values
+            if (values.size() != 3) {
+                throw invalid_file_format_exception{ fmt::format("Each line must contain exactly three values, but {} were given!", values.size()) };
+            }
+            // set the scaling factor based on the parsed values
+            auto feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]);
+            // check if we are one-based, i.e., no 0 must be read as feature value
+            if (feature == 0) {
+                throw invalid_file_format_exception{ "The scaling factors must be provided one-based, but are zero-based!" };
+            }
+            scaling_factors[i].feature = feature - 1;
+            scaling_factors[i].lower = values[1];
+            scaling_factors[i].upper = values[2];
+        } catch (const std::exception &) {
+            // catch first exception and store it
+            #pragma omp critical
+            {
+                if (!parallel_exception) {
+                    parallel_exception = std::current_exception();
+                }
+            }
         }
-        // ignore first value
-        scaling_factors[i].feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]) - 1;
-        scaling_factors[i].lower = values[1];
-        scaling_factors[i].upper = values[2];
+    }
+    // rethrow if an exception occurred inside the parallel region
+    if (parallel_exception) {
+        std::rethrow_exception(parallel_exception);
     }
 }
 
@@ -72,15 +122,18 @@ void read_scaling_factors(file_reader &reader, std::pair<real_type, real_type> &
  * @endcode
  * @tparam real_type the used floating point type
  * @tparam factors_type plssvm::data_set<real_type>::scaling::factors (cannot be forward declared or included)
- * @param[in,out] out the file to write the data to
+ * @param[in] filename the filename to write the data to
  * @param[in] scaling_interval the valid scaling interval, i.e., [first, second]
  * @param[in] scaling_factors the scaling factor for each feature; given **zero** based, but written to file **one** based!
  */
 template <typename real_type, typename factors_type>
-void write_scaling_factors(fmt::ostream &out, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
+void write_scaling_factors(const std::string &filename, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
     PLSSVM_ASSERT(scaling_interval.first < scaling_interval.second, "Illegal interval specification: lower ({}) < upper ({}).", scaling_interval.first, scaling_interval.second);
     PLSSVM_ASSERT(!scaling_factors.empty(), "No scaling factors provided!");
 
+    // create output file
+    fmt::ostream out = fmt::output_file(filename);
+
     // x must always be outputted
     out.print("x\n");
     // write the requested scaling interval
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 7bd5592f5..9400a509c 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -10,26 +10,200 @@
 
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"
 
-#include "plssvm/detail/io/file_reader.hpp"
+#include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 
-#include "../../utility.hpp"
+#include "../../utility.hpp"  // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
 
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
+                                   // ::testing::{Test, Types}
 
-#include <sstream>  // std::ostringstream
-#include <utility>  // std::pair
-#include <vector>   // std::vector
+#include <cstddef>     // std::size_t
+#include <filesystem>  // std::filesystem::remove
+#include <string>      // std::string
+#include <utility>     // std::pair
+#include <vector>      // std::vector
 
-template <typename real_type>
-struct factors {
-    std::size_t feature{};
-    real_type lower{};
-    real_type upper{};
-};
+// typedef nested struct
+template <typename T>
+using factors = typename plssvm::data_set<T>::scaling::factors;
+
+// the floating point types to test
+using floating_point_types = ::testing::Types<float, double>;
 
 template <typename T>
-class ScalingFactorsBase : public ::testing::Test {
+class ScalingFactorsReadBase : public ::testing::Test {};
+
+template <typename T>
+class ScalingFactorsRead : public ScalingFactorsReadBase<T> {};
+TYPED_TEST_SUITE(ScalingFactorsRead, floating_point_types);
+template <typename T>
+class ScalingFactorsReadDeathTest : public ScalingFactorsReadBase<T> {};
+TYPED_TEST_SUITE(ScalingFactorsReadDeathTest, floating_point_types);
+
+TYPED_TEST(ScalingFactorsRead, read) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // parse scaling factors!
+    plssvm::detail::io::read_scaling_factors(PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt", scaling_interval, scaling_factors);
+
+    // check for correctness
+    // scaling interval
+    util::gtest_assert_floating_point_near(scaling_interval.first, real_type{ -1.4 });
+    util::gtest_assert_floating_point_near(scaling_interval.second, real_type{ 2.6 });
+    // scaling factors
+    // note that the parsed scaling factors are zero-based!
+    const std::vector<factors<real_type>> correct_scaling_factors{
+        factors<real_type>{ 0, 0.0, 1.0 }, factors<real_type>{ 1, 1.1, 2.1 }, factors<real_type>{ 3, 3.3, 4.3 }, factors<real_type>{ 4, 4.4, 5.4 }
+    };
+    ASSERT_EQ(scaling_factors.size(), correct_scaling_factors.size());
+    for (std::size_t i = 0; i < correct_scaling_factors.size(); ++i) {
+        EXPECT_EQ(scaling_factors[i].feature, correct_scaling_factors[i].feature);
+        util::gtest_assert_floating_point_near(scaling_factors[i].lower, correct_scaling_factors[i].lower, "Wrong lower scaling factor!");
+        util::gtest_assert_floating_point_near(scaling_factors[i].upper, correct_scaling_factors[i].upper, "Wrong upper scaling factor!");
+    }
+}
+TYPED_TEST(ScalingFactorsRead, read_no_scaling_factors) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // parse scaling factors!
+    plssvm::detail::io::read_scaling_factors(PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt", scaling_interval, scaling_factors);
+
+    // check for correctness
+    // scaling interval
+    util::gtest_assert_floating_point_near(scaling_interval.first, real_type{ -1.4 });
+    util::gtest_assert_floating_point_near(scaling_interval.second, real_type{ 2.6 });
+    // scaling factors -> are empty!
+    EXPECT_TRUE(scaling_factors.empty());
+}
+TYPED_TEST(ScalingFactorsRead, too_many_scaling_interval_values) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_interval_values.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 3 were given!");
+}
+TYPED_TEST(ScalingFactorsRead, too_few_scaling_interval_values) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_interval_values.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
+}
+TYPED_TEST(ScalingFactorsRead, no_header) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/no_header.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The first line must only contain an 'x', but is \"-1.4 2.6\"!");
+}
+TYPED_TEST(ScalingFactorsRead, too_few_lines) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_lines.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 1 were given!");
+}
+TYPED_TEST(ScalingFactorsRead, empty) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 0 were given!");
+}
+TYPED_TEST(ScalingFactorsRead, too_few_scaling_factor_values) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_factor_values.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 2 were given!");
+}
+TYPED_TEST(ScalingFactorsRead, too_many_scaling_factor_values) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_factor_values.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 4 were given!");
+}
+TYPED_TEST(ScalingFactorsRead, zero_based_scaling_factors) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/zero_based_scaling_factors.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The scaling factors must be provided one-based, but are zero-based!");
+}
+TYPED_TEST(ScalingFactorsRead, invalid_number) {
+    using real_type = TypeParam;
+    // create placeholder for the output parameters
+    std::pair<real_type, real_type> scaling_interval{};
+    std::vector<factors<real_type>> scaling_factors{};
+
+    // file to be used
+    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/invalid_number.txt";
+
+    // parse scaling factors!
+    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
+}
+
+TYPED_TEST(ScalingFactorsReadDeathTest, read_with_already_provided_scaling_factors) {
+    using real_type = TypeParam;
+    // define data to write
+    std::pair<real_type, real_type> interval{ -1.5, 1.5 };
+    std::vector<factors<real_type>> scaling_factors{ factors<real_type>{} };  // at least one scaling factor must be given!
+
+    // create temporary file containing the scaling factors
+    EXPECT_DEATH(plssvm::detail::io::read_scaling_factors("", interval, scaling_factors), "1 scaling factors are already provided!");
+}
+
+template <typename T>
+class ScalingFactorsWriteBase : public ::testing::Test {
   protected:
     void SetUp() override {
         // create a temporary file containing the scaling factors
@@ -44,25 +218,21 @@ class ScalingFactorsBase : public ::testing::Test {
 };
 
 template <typename T>
-class ScalingFactorsParsing : public ScalingFactorsBase<T> {};
-template <typename T>
-class ScalingFactorsParsingDeathTest : public ScalingFactorsBase<T> {};
+class ScalingFactorsWrite : public ScalingFactorsWriteBase<T> {};
+TYPED_TEST_SUITE(ScalingFactorsWrite, floating_point_types);
 
-// the floating point types to test
-using open_paramete_types = ::testing::Types<float, double>;
-TYPED_TEST_SUITE(ScalingFactorsParsing, open_paramete_types);
-TYPED_TEST_SUITE(ScalingFactorsParsingDeathTest, open_paramete_types);
+template <typename T>
+class ScalingFactorsWriteDeathTest : public ScalingFactorsWriteBase<T> {};
+TYPED_TEST_SUITE(ScalingFactorsWriteDeathTest, floating_point_types);
 
-TYPED_TEST(ScalingFactorsParsing, write) {
+TYPED_TEST(ScalingFactorsWrite, write) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ -2.0, 2.0 };
     std::vector<factors<real_type>> scaling_factors{ factors<real_type>{ 0, 1.2, 1.2 }, factors<real_type>{ 1, 0.5, -1.4 }, factors<real_type>{ 2, -1.2, 4.4 } };
 
-    // create temporary file containing the scaling factors
-    fmt::ostream out = fmt::output_file(this->filename);
-    plssvm::detail::io::write_scaling_factors(out, interval, scaling_factors);
-    out.close();
+    // write the necessary data to the file
+    plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors);
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
@@ -80,25 +250,21 @@ TYPED_TEST(ScalingFactorsParsing, write) {
     }
 }
 
-TYPED_TEST(ScalingFactorsParsingDeathTest, write_illegal_interval) {
+TYPED_TEST(ScalingFactorsWriteDeathTest, write_illegal_interval) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ 1, -1 };  // illegal interval!
     std::vector<factors<real_type>> scaling_factors(1);
 
-    // create temporary file containing the scaling factors
-    fmt::ostream out = fmt::output_file(this->filename);
-    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(out, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));
-    out.close();
+    // try to write the necessary data to the file
+    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));
 }
-TYPED_TEST(ScalingFactorsParsingDeathTest, write_empty_scaling_factors) {
+TYPED_TEST(ScalingFactorsWriteDeathTest, write_empty_scaling_factors) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
     std::vector<factors<real_type>> scaling_factors{};  // at least one scaling factor must be given!
 
-    // create temporary file containing the scaling factors
-    fmt::ostream out = fmt::output_file(this->filename);
-    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(out, interval, scaling_factors), "No scaling factors provided!");
-    out.close();
+    // try to write the necessary data to the file
+    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), "No scaling factors provided!");
 }
\ No newline at end of file

From abf15e414146b31cc385eb9669a3d787be2bdeb2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Sep 2022 13:55:04 +0200
Subject: [PATCH 0221/1010] force add test files for the scaling_factor tests

---
 tests/data/scaling_factors/invalid/invalid_number.txt      | 3 +++
 tests/data/scaling_factors/invalid/no_header.txt           | 5 +++++
 tests/data/scaling_factors/invalid/too_few_lines.txt       | 1 +
 .../invalid/too_few_scaling_factor_values.txt              | 3 +++
 .../invalid/too_few_scaling_interval_values.txt            | 6 ++++++
 .../invalid/too_many_scaling_factor_values.txt             | 3 +++
 .../invalid/too_many_scaling_interval_values.txt           | 6 ++++++
 .../scaling_factors/invalid/zero_based_scaling_factors.txt | 7 +++++++
 tests/data/scaling_factors/no_scaling_factors.txt          | 3 +++
 tests/data/scaling_factors/scaling_factors.txt             | 7 +++++++
 10 files changed, 44 insertions(+)
 create mode 100644 tests/data/scaling_factors/invalid/invalid_number.txt
 create mode 100644 tests/data/scaling_factors/invalid/no_header.txt
 create mode 100644 tests/data/scaling_factors/invalid/too_few_lines.txt
 create mode 100644 tests/data/scaling_factors/invalid/too_few_scaling_factor_values.txt
 create mode 100644 tests/data/scaling_factors/invalid/too_few_scaling_interval_values.txt
 create mode 100644 tests/data/scaling_factors/invalid/too_many_scaling_factor_values.txt
 create mode 100644 tests/data/scaling_factors/invalid/too_many_scaling_interval_values.txt
 create mode 100644 tests/data/scaling_factors/invalid/zero_based_scaling_factors.txt
 create mode 100644 tests/data/scaling_factors/no_scaling_factors.txt
 create mode 100644 tests/data/scaling_factors/scaling_factors.txt

diff --git a/tests/data/scaling_factors/invalid/invalid_number.txt b/tests/data/scaling_factors/invalid/invalid_number.txt
new file mode 100644
index 000000000..9976d09d0
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/invalid_number.txt
@@ -0,0 +1,3 @@
+x
+-1.4 2.6
+a 0.0 1.0
\ No newline at end of file
diff --git a/tests/data/scaling_factors/invalid/no_header.txt b/tests/data/scaling_factors/invalid/no_header.txt
new file mode 100644
index 000000000..cd21987b5
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/no_header.txt
@@ -0,0 +1,5 @@
+-1.4 2.6
+0.0 1.0
+1 1.1 2.1
+2 2.2 3.2
+3 3.3 4.3
\ No newline at end of file
diff --git a/tests/data/scaling_factors/invalid/too_few_lines.txt b/tests/data/scaling_factors/invalid/too_few_lines.txt
new file mode 100644
index 000000000..c1b0730e0
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/too_few_lines.txt
@@ -0,0 +1 @@
+x
\ No newline at end of file
diff --git a/tests/data/scaling_factors/invalid/too_few_scaling_factor_values.txt b/tests/data/scaling_factors/invalid/too_few_scaling_factor_values.txt
new file mode 100644
index 000000000..ca529da46
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/too_few_scaling_factor_values.txt
@@ -0,0 +1,3 @@
+x
+-1.4 2.6
+1 0.0
\ No newline at end of file
diff --git a/tests/data/scaling_factors/invalid/too_few_scaling_interval_values.txt b/tests/data/scaling_factors/invalid/too_few_scaling_interval_values.txt
new file mode 100644
index 000000000..81544e915
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/too_few_scaling_interval_values.txt
@@ -0,0 +1,6 @@
+x
+-1.4
+1 0.0 1.0
+2 1.1 2.1
+3 2.2 3.2
+4 3.3 4.3
\ No newline at end of file
diff --git a/tests/data/scaling_factors/invalid/too_many_scaling_factor_values.txt b/tests/data/scaling_factors/invalid/too_many_scaling_factor_values.txt
new file mode 100644
index 000000000..dab22f1b9
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/too_many_scaling_factor_values.txt
@@ -0,0 +1,3 @@
+x
+-1.4 2.6
+1 0.0 1.0 2.0
\ No newline at end of file
diff --git a/tests/data/scaling_factors/invalid/too_many_scaling_interval_values.txt b/tests/data/scaling_factors/invalid/too_many_scaling_interval_values.txt
new file mode 100644
index 000000000..2a59b6b68
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/too_many_scaling_interval_values.txt
@@ -0,0 +1,6 @@
+x
+0 -1.4 2.6
+1 0.0 1.0
+2 1.1 2.1
+3 2.2 3.2
+4 3.3 4.3
\ No newline at end of file
diff --git a/tests/data/scaling_factors/invalid/zero_based_scaling_factors.txt b/tests/data/scaling_factors/invalid/zero_based_scaling_factors.txt
new file mode 100644
index 000000000..9ca05f4f2
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/zero_based_scaling_factors.txt
@@ -0,0 +1,7 @@
+# this is a comment that will be ignored!
+x
+-1.4 2.6
+0 0.0 1.0
+1 1.1 2.1
+2 3.3 4.3
+3 4.4 5.4
\ No newline at end of file
diff --git a/tests/data/scaling_factors/no_scaling_factors.txt b/tests/data/scaling_factors/no_scaling_factors.txt
new file mode 100644
index 000000000..b813f17b9
--- /dev/null
+++ b/tests/data/scaling_factors/no_scaling_factors.txt
@@ -0,0 +1,3 @@
+# this is a comment that will be ignored!
+x
+-1.4 2.6
\ No newline at end of file
diff --git a/tests/data/scaling_factors/scaling_factors.txt b/tests/data/scaling_factors/scaling_factors.txt
new file mode 100644
index 000000000..74add7771
--- /dev/null
+++ b/tests/data/scaling_factors/scaling_factors.txt
@@ -0,0 +1,7 @@
+# this is a comment that will be ignored!
+x
+-1.4 2.6
+1 0.0 1.0
+2 1.1 2.1
+4 3.3 4.3
+5 4.4 5.4
\ No newline at end of file

From cfdf103545f7f443b1055e39cc4de3d476133e3f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Sep 2022 13:59:15 +0200
Subject: [PATCH 0222/1010] Add parallel cancellation point.

---
 .../detail/io/scaling_factors_parsing.hpp     | 56 ++++++++++---------
 1 file changed, 31 insertions(+), 25 deletions(-)

diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 7dbed5321..f1a04500e 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -74,32 +74,38 @@ void read_scaling_factors(const std::string &filename, std::pair<real_type, real
     // parse scaling factors
     std::exception_ptr parallel_exception;
     scaling_factors.resize(reader.num_lines() - 2);
-    #pragma omp parallel for default(none) shared(parallel_exception, scaling_factors, reader)
-    for (typename std::vector<factors_type>::size_type i = 0; i < scaling_factors.size(); ++i) {
-        try {
-            // parse the current line
-            const std::string_view line = reader.line(i + 2);
-            const std::vector<real_type> values = detail::split_as<real_type>(line);
-            // check if the line contains the correct number of values
-            if (values.size() != 3) {
-                throw invalid_file_format_exception{ fmt::format("Each line must contain exactly three values, but {} were given!", values.size()) };
-            }
-            // set the scaling factor based on the parsed values
-            auto feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]);
-            // check if we are one-based, i.e., no 0 must be read as feature value
-            if (feature == 0) {
-                throw invalid_file_format_exception{ "The scaling factors must be provided one-based, but are zero-based!" };
-            }
-            scaling_factors[i].feature = feature - 1;
-            scaling_factors[i].lower = values[1];
-            scaling_factors[i].upper = values[2];
-        } catch (const std::exception &) {
-            // catch first exception and store it
-            #pragma omp critical
-            {
-                if (!parallel_exception) {
-                    parallel_exception = std::current_exception();
+    #pragma omp parallel default(none) shared(parallel_exception, scaling_factors, reader)
+    {
+        #pragma omp for
+        for (typename std::vector<factors_type>::size_type i = 0; i < scaling_factors.size(); ++i) {
+            #pragma omp cancellation point for
+            try {
+                // parse the current line
+                const std::string_view line = reader.line(i + 2);
+                const std::vector<real_type> values = detail::split_as<real_type>(line);
+                // check if the line contains the correct number of values
+                if (values.size() != 3) {
+                    throw invalid_file_format_exception{ fmt::format("Each line must contain exactly three values, but {} were given!", values.size()) };
+                }
+                // set the scaling factor based on the parsed values
+                auto feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]);
+                // check if we are one-based, i.e., no 0 must be read as feature value
+                if (feature == 0) {
+                    throw invalid_file_format_exception{ "The scaling factors must be provided one-based, but are zero-based!" };
+                }
+                scaling_factors[i].feature = feature - 1;
+                scaling_factors[i].lower = values[1];
+                scaling_factors[i].upper = values[2];
+            } catch (const std::exception &) {
+                // catch first exception and store it
+                #pragma omp critical
+                {
+                    if (!parallel_exception) {
+                        parallel_exception = std::current_exception();
+                    }
                 }
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
             }
         }
     }

From 2154c299253096c9aa6a71e4b2cbafa5bb4f4151 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Sep 2022 14:01:23 +0200
Subject: [PATCH 0223/1010] Fix formatting.

---
 include/plssvm/detail/layout.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 594094b91..83a8fdde4 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -68,7 +68,7 @@ template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_aos_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
     std::vector<real_type> vec(num_points * (num_features + boundary_size));
 
-#pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
     for (std::size_t row = 0; row < num_points; ++row) {
         for (std::size_t col = 0; col < num_features; ++col) {
             vec[row * (num_features + boundary_size) + col] = matrix[row][col];
@@ -92,7 +92,7 @@ template <typename real_type>
 [[nodiscard]] inline std::vector<real_type> transform_to_soa_layout(const std::vector<std::vector<real_type>> &matrix, const std::size_t boundary_size, const std::size_t num_points, const std::size_t num_features) {
     std::vector<real_type> vec(num_features * (num_points + boundary_size));
 
-#pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
+    #pragma omp parallel for collapse(2) default(none) shared(vec, matrix) firstprivate(num_features, num_points, boundary_size)
     for (std::size_t col = 0; col < num_features; ++col) {
         for (std::size_t row = 0; row < num_points; ++row) {
             vec[col * (num_points + boundary_size) + row] = matrix[row][col];

From 834ee2ae0a1f3e03a6e7e226099708b1413aaa12 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Sep 2022 17:49:18 +0200
Subject: [PATCH 0224/1010] Rename LIBSVM test files, update tests accordingly,
 and add new test files.

---
 tests/data/libsvm/3x2_without_label.libsvm     |  3 +++
 tests/data/libsvm/5x4.libsvm.no_label          |  5 -----
 tests/data/libsvm/5x4.sparse.libsvm.no_label   |  8 --------
 .../data/libsvm/{5x4.libsvm => 5x4_int.libsvm} |  0
 ...5x4.sparse.libsvm => 5x4_sparse_int.libsvm} |  2 +-
 tests/data/libsvm/5x4_sparse_string.libsvm     |  8 ++++++++
 tests/data/libsvm/5x4_string.libsvm            |  6 ++++++
 .../libsvm/invalid/zero_based_features.libsvm  |  5 +++++
 tests/detail/io/file_reader.cpp                | 18 +++++++++---------
 9 files changed, 32 insertions(+), 23 deletions(-)
 create mode 100644 tests/data/libsvm/3x2_without_label.libsvm
 delete mode 100644 tests/data/libsvm/5x4.libsvm.no_label
 delete mode 100644 tests/data/libsvm/5x4.sparse.libsvm.no_label
 rename tests/data/libsvm/{5x4.libsvm => 5x4_int.libsvm} (100%)
 rename tests/data/libsvm/{5x4.sparse.libsvm => 5x4_sparse_int.libsvm} (73%)
 create mode 100644 tests/data/libsvm/5x4_sparse_string.libsvm
 create mode 100644 tests/data/libsvm/5x4_string.libsvm
 create mode 100644 tests/data/libsvm/invalid/zero_based_features.libsvm

diff --git a/tests/data/libsvm/3x2_without_label.libsvm b/tests/data/libsvm/3x2_without_label.libsvm
new file mode 100644
index 000000000..e54ba5126
--- /dev/null
+++ b/tests/data/libsvm/3x2_without_label.libsvm
@@ -0,0 +1,3 @@
+1:1.5 2:-2.9
+2:-0.3
+1:5.5
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4.libsvm.no_label b/tests/data/libsvm/5x4.libsvm.no_label
deleted file mode 100644
index 8400f87c7..000000000
--- a/tests/data/libsvm/5x4.libsvm.no_label
+++ /dev/null
@@ -1,5 +0,0 @@
-1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
-1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
-1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
-1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
-1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
diff --git a/tests/data/libsvm/5x4.sparse.libsvm.no_label b/tests/data/libsvm/5x4.sparse.libsvm.no_label
deleted file mode 100644
index b73a2f8b9..000000000
--- a/tests/data/libsvm/5x4.sparse.libsvm.no_label
+++ /dev/null
@@ -1,8 +0,0 @@
-# this is a comment
-1:0
-  2:0.51687296029754564
- 1:1.01405596624706053
-
-1:0.60276937379453293      3:-0.13086851759108944
-  2:0.298499933047586044   # this is also a comment
-   # yet another comment
diff --git a/tests/data/libsvm/5x4.libsvm b/tests/data/libsvm/5x4_int.libsvm
similarity index 100%
rename from tests/data/libsvm/5x4.libsvm
rename to tests/data/libsvm/5x4_int.libsvm
diff --git a/tests/data/libsvm/5x4.sparse.libsvm b/tests/data/libsvm/5x4_sparse_int.libsvm
similarity index 73%
rename from tests/data/libsvm/5x4.sparse.libsvm
rename to tests/data/libsvm/5x4_sparse_int.libsvm
index 1b60b4baa..0eba24157 100644
--- a/tests/data/libsvm/5x4.sparse.libsvm
+++ b/tests/data/libsvm/5x4_sparse_int.libsvm
@@ -4,5 +4,5 @@
 -1 1:1.01405596624706053
 
 -1 1:0.60276937379453293      3:-0.13086851759108944
--1  2:0.298499933047586044   # this is also a comment
+-1  4:0.298499933047586044   # this is also a comment
    # yet another comment
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4_sparse_string.libsvm b/tests/data/libsvm/5x4_sparse_string.libsvm
new file mode 100644
index 000000000..8117e7c11
--- /dev/null
+++ b/tests/data/libsvm/5x4_sparse_string.libsvm
@@ -0,0 +1,8 @@
+# this is a comment
+cat
+cat  2:0.51687296029754564
+dog 1:1.01405596624706053
+
+dog 1:0.60276937379453293      3:-0.13086851759108944
+dog  4:0.298499933047586044   # this is also a comment
+   # yet another comment
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4_string.libsvm b/tests/data/libsvm/5x4_string.libsvm
new file mode 100644
index 000000000..7cd202781
--- /dev/null
+++ b/tests/data/libsvm/5x4_string.libsvm
@@ -0,0 +1,6 @@
+# comment
+cat 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
+cat 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+dog 1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
+dog 1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
+dog 1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/zero_based_features.libsvm b/tests/data/libsvm/invalid/zero_based_features.libsvm
new file mode 100644
index 000000000..b0e51f64f
--- /dev/null
+++ b/tests/data/libsvm/invalid/zero_based_features.libsvm
@@ -0,0 +1,5 @@
+1 0:-1.117827500607882 1:-2.9087188881250993 2:0.66638344270039144 3:1.0978832703949288
+1 0:-0.5282118298909262 1:-0.335880984968183973 2:0.51687296029754564 3:0.54604461446026
+-1 0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387
+-1 0:-0.20981208921241892 1:0.60276937379453293 2:-0.13086851759108944 3:0.10805254527169827
+-1 0:1.88494043717792 1:1.00518564317278263 2:0.298499933047586044 3:1.6464627048813514
\ No newline at end of file
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 33c6679c9..44ffd0a57 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -41,7 +41,7 @@ TEST(FileReader, default_construct) {
 
 TEST(FileReader, move_construct) {
     // construct first file_reader
-    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     reader1.read_lines('#');
 
     // move-construct second file_reader
@@ -62,7 +62,7 @@ TEST(FileReader, move_construct) {
 
 TEST(FileReader, move_assign) {
     // construct first file_reader
-    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     reader1.read_lines('#');
 
     // default-construct second file_reader and move-assign reader1 to it
@@ -92,7 +92,7 @@ TYPED_TEST_SUITE(FileReaderConstructWithOpen, open_paramete_types);
 
 TYPED_TEST(FileReaderConstructWithOpen, non_empty_file) {
     // create file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     // construct a file_reader
     plssvm::detail::io::file_reader reader{ filename };
 
@@ -126,7 +126,7 @@ TYPED_TEST_SUITE(FileReaderOpen, open_paramete_types);
 
 TYPED_TEST(FileReaderOpen, non_empty_file) {
     // create default constructed file reader and open it using the file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     // construct a default file_reader and open a file
     plssvm::detail::io::file_reader reader{};
     reader.open(filename);
@@ -184,7 +184,7 @@ TEST(FileReader, is_open) {
 
 TEST(FileReader, close) {
     // create a new file_reader and associate it to a file
-    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     ASSERT_TRUE(reader.is_open());
 
     // close the file
@@ -198,7 +198,7 @@ TEST(FileReader, close) {
 }
 TEST(FileReader, close_twice) {
     // create a new file_reader and associate it to a file
-    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     ASSERT_TRUE(reader.is_open());
 
     // close the file twice should do no harm
@@ -215,7 +215,7 @@ TEST(FileReader, close_twice) {
 TEST(FileReader, swap_member_function) {
     // create two file readers
     plssvm::detail::io::file_reader reader1{};
-    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     reader2.read_lines('#');
 
     // swap the two file readers
@@ -250,7 +250,7 @@ const std::vector<std::tuple<std::string, char, std::vector<std::string_view>>>
                                  "0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1",
                                  "{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}",
                                  "{0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514, 4 -1}" }),
-    std::make_tuple(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", '#', std::vector<std::string_view>{
+    std::make_tuple(PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm", '#', std::vector<std::string_view>{
                                  "# comment",
                                  "1 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288",
                                  "1 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026",
@@ -363,7 +363,7 @@ INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLinesDeathTest, ::testing::Values
 TEST(FileReader, swap_free_function) {
     // create two file readers
     plssvm::detail::io::file_reader reader1{};
-    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
+    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     reader2.read_lines('#');
 
     // swap the two file readers

From a86945697d1f0462f834b69885ab6d3090496ee4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Sep 2022 17:50:03 +0200
Subject: [PATCH 0225/1010] Add first LIBSVM parsing tests and change/update
 API.

---
 include/plssvm/data_set.hpp                 |  44 +++--
 include/plssvm/detail/io/libsvm_parsing.hpp |  98 ++++++----
 include/plssvm/model.hpp                    |   8 +-
 tests/CMakeLists.txt                        |   1 +
 tests/detail/io/libsvm_parsing.cpp          | 201 ++++++++++++++++++++
 5 files changed, 295 insertions(+), 57 deletions(-)
 create mode 100644 tests/detail/io/libsvm_parsing.cpp

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 99631048a..658873e83 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -462,28 +462,42 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 }
 
+// TODO: condense some functions since they are completely moved to the utility header
+
 template <typename T, typename U>
 void data_set<T, U>::read_libsvm_file(const std::string &filename) {
     detail::io::file_reader f{ filename };
     f.read_lines('#');
-
-    // parse sizes
-    num_data_points_ = f.num_lines();
-    num_features_ = detail::io::parse_libsvm_num_features(f, num_data_points_, 0);
-
-    std::vector<std::vector<real_type>> X(num_data_points_);
-    std::vector<label_type> labels(num_data_points_);
-
-    // parse file
-    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels, num_features_);
-
-    // move data to pointers
-    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
-    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
+//
+//    // parse sizes
+//    num_data_points_ = f.num_lines();
+//    num_features_ = detail::io::parse_libsvm_num_features(f, num_data_points_, 0);
+//
+//    std::vector<std::vector<real_type>> X(num_data_points_);
+//    std::vector<label_type> labels(num_data_points_);
+//
+//    // parse file
+//    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels, num_features_);
+//
+//    // move data to pointers
+//    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
+//    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
+//
+//    // update shared pointer
+//    if (!has_label) {
+//        labels_ptr_ = nullptr;
+//    }
+    std::vector<std::vector<real_type>> X{};
+    std::vector<label_type> y{};
+
+    std::tie(num_data_points_, num_features_, X, y) = detail::io::parse_libsvm_data<real_type, label_type>(f);
 
     // update shared pointer
-    if (!has_label) {
+    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
+    if (y.empty()) {
         labels_ptr_ = nullptr;
+    } else {
+        labels_ptr_ = std::make_shared<decltype(y)>(std::move(y));
     }
 }
 
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 9634f850d..2be8b8839 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -9,6 +9,8 @@
  * @brief Implements parsing functions for the LIBSVM file format.
  */
 
+#ifndef PLSSVM_DETAIL_IO_LIBSVM_PARSING_HPP_
+#define PLSSVM_DETAIL_IO_LIBSVM_PARSING_HPP_
 #pragma once
 
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
@@ -16,9 +18,9 @@
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "fmt/compile.h" // FMT_COMPILE
-#include "fmt/format.h"  // fmt::format, fmt::format_to
-#include "fmt/os.h"      // fmt::ostream
+#include "fmt/compile.h"  // FMT_COMPILE
+#include "fmt/format.h"   // fmt::format, fmt::format_to
+#include "fmt/os.h"       // fmt::ostream
 
 #include <algorithm>    // std::max, std::min
 #include <cstddef>      // std::size_t
@@ -28,37 +30,46 @@
 #include <utility>      // std::move
 #include <vector>       // std::vector
 
-
 namespace plssvm::detail::io {
 
-inline std::size_t parse_libsvm_num_features(file_reader &reader, const std::size_t num_data_points, const std::size_t start) {
+// TODO: API
+inline std::size_t parse_libsvm_num_features(const std::vector<std::string_view> &lines, const std::size_t skipped_lines) {
     std::size_t num_features = 0;
     std::exception_ptr parallel_exception;
 
-    #pragma omp parallel default(none) shared(reader, parallel_exception, num_features) firstprivate(num_data_points, start)
+#pragma omp parallel default(none) shared(lines, parallel_exception, num_features) firstprivate(skipped_lines)
     {
-        #pragma omp for reduction(max : num_features)
-        for (std::size_t i = 0; i < num_data_points; ++i) {
-            #pragma omp cancellation point for
+#pragma omp for reduction(max \
+                          : num_features)
+        for (std::size_t i = 0; i < lines.size(); ++i) {
+#pragma omp cancellation point for
             try {
-                std::string_view line = reader.line(i + start);
+                const std::string_view line = lines[i + skipped_lines];
 
                 // check index of last feature entry
-                std::string_view::size_type pos_colon = line.find_last_of(':');
+                const std::string_view::size_type pos_colon = line.find_last_of(':');
+                if (pos_colon == std::string_view::npos) {
+                    // no features could be found -> can't contribute to the number of feature calculation
+                    continue;
+                }
                 std::string_view::size_type pos_whitespace = line.find_last_of(' ', pos_colon);
+                if (pos_whitespace == std::string_view::npos) {
+                    // no whitespace BEFORE the last colon could be found
+                    // this may only happen if NO labels are given
+                    pos_whitespace = 0;
+                }
                 const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
                 num_features = std::max<std::size_t>(num_features, index);
-
             } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
+// catch first exception and store it
+#pragma omp critical
                 {
                     if (!parallel_exception) {
                         parallel_exception = std::current_exception();
                     }
                 }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
+// cancel parallel execution, needs env variable OMP_CANCELLATION=true
+#pragma omp cancel for
             }
         }
     }
@@ -68,33 +79,43 @@ inline std::size_t parse_libsvm_num_features(file_reader &reader, const std::siz
         std::rethrow_exception(parallel_exception);
     }
 
+    return num_features;
+}
+
+template <typename real_type, typename label_type>
+[[maybe_unused]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>>
+parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
+    // parse sizes
+    const std::size_t num_data_points = reader.num_lines();
+    const std::size_t num_features = parse_libsvm_num_features(reader.lines(), skipped_lines);
+
     // no features were parsed -> invalid file
     if (num_features == 0) {
         throw invalid_file_format_exception{ fmt::format("Can't parse file: no data points are given!") };
     }
 
-    return num_features;
-}
+    // create vector containing the data and label
+    std::vector<std::vector<real_type>> data(num_data_points);
+    std::vector<label_type> label(num_data_points);
 
-template <typename real_type, typename label_type>
-inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y, const std::size_t num_features) {
     std::exception_ptr parallel_exception;
     bool has_label = true;
 
-    #pragma omp parallel default(none) shared(reader, start, X, y, parallel_exception, has_label) firstprivate(num_features)
+#pragma omp parallel default(none) shared(reader, skipped_lines, data, label, parallel_exception, has_label) firstprivate(num_features)
     {
-        #pragma omp for reduction(&& : has_label)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < X.size(); ++i) {
-            #pragma omp cancellation point for
+#pragma omp for reduction(&& \
+                          : has_label)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
+#pragma omp cancellation point for
             try {
-                std::string_view line = reader.line(i + start);
+                std::string_view line = reader.line(i + skipped_lines);
 
                 // check if class labels are present (not necessarily the case for test files)
                 std::string_view::size_type pos = line.find_first_of(" \n");
                 std::string_view::size_type first_colon = line.find_first_of(":\n");
                 if (first_colon >= pos) {
                     // get class or alpha
-                    y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
+                    label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
                 } else {
                     has_label = false;
                     pos = 0;
@@ -125,17 +146,17 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
                     pos = next_pos;
                 }
                 // move filled line to overall matrix
-                X[i] = std::move(vline);
+                data[i] = std::move(vline);
             } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
+// catch first exception and store it
+#pragma omp critical
                 {
                     if (!parallel_exception) {
                         parallel_exception = std::current_exception();
                     }
                 }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
+// cancel parallel execution, needs env variable OMP_CANCELLATION=true
+#pragma omp cancel for
             }
         }
     }
@@ -145,10 +166,9 @@ inline bool read_libsvm_data(file_reader &reader, const std::size_t start, std::
         std::rethrow_exception(parallel_exception);
     }
 
-    return has_label;
+    return std::make_tuple(num_data_points, num_features, std::move(data), has_label ? std::move(label) : std::vector<label_type>{});
 }
 
-
 template <typename real_type, typename label_type, bool has_label>
 inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
     if constexpr (has_label) {
@@ -161,7 +181,7 @@ inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vec
         static constexpr std::size_t CHARS_PER_BLOCK = 128;
         static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
         static char buffer[BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
+#pragma omp threadprivate(buffer)
 
         for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
             char *ptr = buffer;
@@ -175,11 +195,11 @@ inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vec
         output.push_back('\n');
     };
 
-    #pragma omp parallel default(none) shared(out, X, y, format_libsvm_line)
+#pragma omp parallel default(none) shared(out, X, y, format_libsvm_line)
     {
         // all support vectors
         std::string out_string;
-        #pragma omp for schedule(dynamic) nowait
+#pragma omp for schedule(dynamic) nowait
         for (typename std::vector<real_type>::size_type i = 0; i < X.size(); ++i) {
             if constexpr (has_label) {
                 out_string.append(fmt::format(FMT_COMPILE("{} "), y[i]));
@@ -187,7 +207,7 @@ inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vec
             format_libsvm_line(out_string, X[i]);
         }
 
-        #pragma omp critical
+#pragma omp critical
         out.print("{}", out_string);
     }
 }
@@ -202,4 +222,6 @@ inline void write_libsvm_data(fmt::ostream &out, const std::vector<std::vector<r
     write_libsvm_data_impl<real_type, real_type, false>(out, X, {});
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm::detail::io
+
+#endif  // PLSSVM_DETAIL_IO_LIBSVM_PARSING_HPP_
\ No newline at end of file
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 05d303fb4..9afd0d42f 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -83,16 +83,16 @@ model<T, U>::model(const std::string &filename) {
     // parse libsvm header
     auto [header, data_labels] = detail::io::read_libsvm_model_header<real_type, label_type, size_type>(f, params_, rho_, num_support_vectors_);
 
-    // create support vectors and alpha pointer
-    num_features_ = detail::io::parse_libsvm_num_features(f, num_support_vectors_, header + 1);
+    // create support vectors and alpha vector
     std::vector<std::vector<real_type>> support_vectors(num_support_vectors_);
-    alpha_ptr_ = std::make_shared<std::vector<real_type>>(num_support_vectors_);
+    std::vector<real_type> alphas(num_support_vectors_);
 
     // parse libsvm model data
-    detail::io::read_libsvm_data(f, header + 1, support_vectors, *alpha_ptr_, num_features_);
+    std::tie(num_support_vectors_, num_features_, support_vectors, alphas) = detail::io::parse_libsvm_data<real_type, real_type>(f, header + 1);
 
     // create data set
     data_ = data_set<real_type, label_type>{ std::move(support_vectors), std::move(data_labels) };
+    alpha_ptr_ = std::make_shared<decltype(alphas)>(std::move(alphas));
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 74f48b40a..fc5dd5639 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -102,6 +102,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_parsing.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/scaling_factors_parsing.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/detail/arithmetic_type_name.cpp
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
new file mode 100644
index 000000000..0be6dcdaa
--- /dev/null
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -0,0 +1,201 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to parsing the data points from a LIBSVM file.
+ */
+
+#include "plssvm/detail/io/libsvm_parsing.hpp"
+
+#include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+
+#include "../../utility.hpp"  // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
+
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
+                                   // ::testing::{Test, Types}
+
+#include <cstddef>     // std::size_t
+#include <filesystem>  // std::filesystem::remove
+#include <string>      // std::string
+#include <utility>     // std::pair
+#include <vector>      // std::vector
+
+template <typename T, typename U>
+struct type_combinations {
+    using real_type = T;
+    using label_type = U;
+};
+
+// the floating point and label types combinations to test
+using type_combinations_types = ::testing::Types<
+    type_combinations<float, int>,
+    type_combinations<float, std::string>,
+    type_combinations<double, int>,
+    type_combinations<double, std::string>>;
+
+template <typename T>
+class LIBSVMReadDense : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // fill label vector based on the label_type
+        if constexpr (std::is_same_v<label_type, int>) {
+            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
+            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm";
+        } else if constexpr (std::is_same_v<label_type, std::string>) {
+            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
+            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_string.libsvm";
+        }
+    }
+
+    using real_type = typename T::real_type;
+    using label_type = typename T::label_type;
+
+    std::string filename{};
+
+    const std::vector<std::vector<real_type>> correct_data{
+        { real_type{ -1.117827500607882 }, real_type{ -2.9087188881250993 }, real_type{ 0.66638344270039144 }, real_type{ 1.0978832703949288 } },
+        { real_type{ -0.5282118298909262 }, real_type{ -0.335880984968183973 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
+        { real_type{ 0.57650218263054642 }, real_type{ 1.01405596624706053 }, real_type{ 0.13009428079760464 }, real_type{ 0.7261913886869387 } },
+        { real_type{ -0.20981208921241892 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.10805254527169827 } },
+        { real_type{ 1.88494043717792 }, real_type{ 1.00518564317278263 }, real_type{ 0.298499933047586044 }, real_type{ 1.6464627048813514 } }
+    };
+    std::vector<label_type> correct_label{};
+};
+TYPED_TEST_SUITE(LIBSVMReadDense, type_combinations_types);
+
+template <typename T>
+class LIBSVMReadSparse : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // fill label vector based on the label_type
+        if constexpr (std::is_same_v<label_type, int>) {
+            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
+            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_sparse_int.libsvm";
+        } else if constexpr (std::is_same_v<label_type, std::string>) {
+            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
+            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_sparse_string.libsvm";
+        }
+    }
+
+    using real_type = typename T::real_type;
+    using label_type = typename T::label_type;
+
+    std::string filename{};
+    std::string filename_without_label{};
+
+    const std::vector<std::vector<real_type>> correct_data{
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.51687296029754564 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 1.01405596624706053 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.60276937379453293 }, real_type{ 0.0 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.298499933047586044 } }
+    };
+    std::vector<label_type> correct_label{};
+};
+TYPED_TEST_SUITE(LIBSVMReadSparse, type_combinations_types);
+
+template <typename T>
+class LIBSVMRead : public ::testing::Test {};
+TYPED_TEST_SUITE(LIBSVMRead, type_combinations_types);
+
+template <typename T>
+class LIBSVMReadDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(LIBSVMReadDeathTest, type_combinations_types);
+
+TYPED_TEST(LIBSVMReadDense, read) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, 5);
+    ASSERT_EQ(num_features, 4);
+
+    EXPECT_EQ(data, this->correct_data);
+
+    EXPECT_EQ(label, this->correct_label);
+}
+
+TYPED_TEST(LIBSVMReadSparse, read) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, 5);
+    ASSERT_EQ(num_features, 4);
+
+    EXPECT_EQ(data, this->correct_data);
+
+    EXPECT_EQ(label, this->correct_label);
+}
+
+TYPED_TEST(LIBSVMRead, read_without_label) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, 3);
+    ASSERT_EQ(num_features, 2);
+
+    const std::vector<std::vector<current_real_type>> correct_data{
+        { current_real_type{ 1.5 }, current_real_type{ -2.9 } },
+        { current_real_type{ 0.0 }, current_real_type{ -0.3 } },
+        { current_real_type{ 5.5 }, current_real_type{ 0.0 } }
+    };
+    EXPECT_EQ(data, correct_data);
+
+    EXPECT_TRUE(label.empty());
+}
+
+TYPED_TEST(LIBSVMRead, zero_based_features) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/zero_based_features.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT((plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!");
+}
+TYPED_TEST(LIBSVMRead, arff_file) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/5x4.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW((plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception);
+}
+TYPED_TEST(LIBSVMRead, empty) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT((plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "Can't parse file: no data points are given!");
+}

From a1c1587f14050d478820e820407d3329e9d9281f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Sep 2022 18:23:45 +0200
Subject: [PATCH 0226/1010] Change API to remove out parameter in favor of
 return values.

---
 include/plssvm/data_set.hpp                   |   5 +-
 .../detail/io/scaling_factors_parsing.hpp     |  25 ++--
 tests/detail/io/scaling_factors_parsing.cpp   | 111 ++++++------------
 3 files changed, 52 insertions(+), 89 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 658873e83..7cb092935 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -540,8 +540,11 @@ data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) :
 
 template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const std::string &filename) {
+    detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+
     // read scaling values from file
-    detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors);
+    std::tie(scaling_interval, scaling_factors) = detail::io::parse_scaling_factors<real_type, factors>(reader);
 }
 
 template <typename T, typename U>
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index f1a04500e..2dc06e6be 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -31,7 +31,7 @@
 namespace plssvm::detail::io {
 
 /**
- * @brief Read the @p scaling_interval and @p scaling_factors stored using LIBSVM's file format from the file @p filename.
+ * @brief Read the scaling interval and factors stored using LIBSVM's file format from the file @p filename.
  * @details An example file can look like
  * @code
  * x
@@ -41,19 +41,15 @@ namespace plssvm::detail::io {
  * 3 -0.13086851759108944 0.6663834427003914
  * 4 0.10805254527169827 1.6464627048813514
  * @endcode
+ * Note that the scaling factors are given using an one-based indexing scheme, but are internally stored using zero-based indexing.
  * @tparam real_type the used floating point type
  * @tparam factors_type plssvm::data_set<real_type>::scaling::factors (cannot be forward declared or included)
- * @param[in] filename the filename to read the data from
- * @param[out] scaling_interval the output parameter to which the scaling interval will be written
- * @param[out] scaling_factors the output parameter to which the scaling factors will be written; given **zero** based, but returned **one** based!
+ * @param[in,out] reader the file_reader used to read the scaling factors
+ * @return the read scaling interval and factors (`[[nodiscard]]`)
  */
 template <typename real_type, typename factors_type>
-void read_scaling_factors(const std::string &filename, std::pair<real_type, real_type> &scaling_interval, std::vector<factors_type> &scaling_factors) {
-    PLSSVM_ASSERT(scaling_factors.empty(), "{} scaling factors are already provided!", scaling_factors.size());
-
-    // open file and parse content
-    plssvm::detail::io::file_reader reader{ filename };
-    reader.read_lines('#');
+[[nodiscard]] inline std::tuple<std::pair<real_type, real_type>, std::vector<factors_type>> parse_scaling_factors(file_reader &reader) {
+    PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
 
     // at least two lines ("x" + scale interval)
     if (reader.num_lines() < 2) {
@@ -65,15 +61,14 @@ void read_scaling_factors(const std::string &filename, std::pair<real_type, real
         throw invalid_file_format_exception{ fmt::format("The first line must only contain an 'x', but is \"{}\"!", reader.line(0)) };
     }
     // second line contains the scaling range
-    const std::vector<real_type> scale_to_interval = detail::split_as<real_type>(reader.line(1));
+    std::vector<real_type> scale_to_interval = detail::split_as<real_type>(reader.line(1));
     if (scale_to_interval.size() != 2) {
         throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled must exactly have two values, but {} were given!", scale_to_interval.size()) };
     }
-    scaling_interval = std::make_pair(scale_to_interval[0], scale_to_interval[1]);
 
     // parse scaling factors
     std::exception_ptr parallel_exception;
-    scaling_factors.resize(reader.num_lines() - 2);
+    std::vector<factors_type> scaling_factors(reader.num_lines() - 2);
     #pragma omp parallel default(none) shared(parallel_exception, scaling_factors, reader)
     {
         #pragma omp for
@@ -113,6 +108,8 @@ void read_scaling_factors(const std::string &filename, std::pair<real_type, real
     if (parallel_exception) {
         std::rethrow_exception(parallel_exception);
     }
+
+    return std::make_tuple(std::make_pair(scale_to_interval[0], scale_to_interval[1]), std::move(scaling_factors));
 }
 
 /**
@@ -133,7 +130,7 @@ void read_scaling_factors(const std::string &filename, std::pair<real_type, real
  * @param[in] scaling_factors the scaling factor for each feature; given **zero** based, but written to file **one** based!
  */
 template <typename real_type, typename factors_type>
-void write_scaling_factors(const std::string &filename, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
+inline void write_scaling_factors(const std::string &filename, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
     PLSSVM_ASSERT(scaling_interval.first < scaling_interval.second, "Illegal interval specification: lower ({}) < upper ({}).", scaling_interval.first, scaling_interval.second);
     PLSSVM_ASSERT(!scaling_factors.empty(), "No scaling factors provided!");
 
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 9400a509c..52462cdda 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -22,6 +22,7 @@
 #include <cstddef>     // std::size_t
 #include <filesystem>  // std::filesystem::remove
 #include <string>      // std::string
+#include <tuple>       // std::ignore
 #include <utility>     // std::pair
 #include <vector>      // std::vector
 
@@ -44,12 +45,10 @@ TYPED_TEST_SUITE(ScalingFactorsReadDeathTest, floating_point_types);
 
 TYPED_TEST(ScalingFactorsRead, read) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
     // parse scaling factors!
-    plssvm::detail::io::read_scaling_factors(PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt", scaling_interval, scaling_factors);
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt" };
+    reader.read_lines('#');
+    const auto &[scaling_interval, scaling_factors] = plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader);
 
     // check for correctness
     // scaling interval
@@ -69,12 +68,11 @@ TYPED_TEST(ScalingFactorsRead, read) {
 }
 TYPED_TEST(ScalingFactorsRead, read_no_scaling_factors) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
 
     // parse scaling factors!
-    plssvm::detail::io::read_scaling_factors(PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt", scaling_interval, scaling_factors);
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt" };
+    reader.read_lines('#');
+    const auto &[scaling_interval, scaling_factors] = plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader);
 
     // check for correctness
     // scaling interval
@@ -85,121 +83,86 @@ TYPED_TEST(ScalingFactorsRead, read_no_scaling_factors) {
 }
 TYPED_TEST(ScalingFactorsRead, too_many_scaling_interval_values) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_interval_values.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 3 were given!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_interval_values.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 3 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_scaling_interval_values) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_interval_values.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_interval_values.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, no_header) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/no_header.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The first line must only contain an 'x', but is \"-1.4 2.6\"!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/no_header.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The first line must only contain an 'x', but is \"-1.4 2.6\"!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_lines) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_lines.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 1 were given!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_lines.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 1 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, empty) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 0 were given!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/empty.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 0 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_scaling_factor_values) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_factor_values.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 2 were given!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_factor_values.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 2 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_many_scaling_factor_values) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_factor_values.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 4 were given!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_factor_values.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 4 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, zero_based_scaling_factors) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/zero_based_scaling_factors.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), plssvm::invalid_file_format_exception, "The scaling factors must be provided one-based, but are zero-based!");
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/zero_based_scaling_factors.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The scaling factors must be provided one-based, but are zero-based!");
 }
 TYPED_TEST(ScalingFactorsRead, invalid_number) {
     using real_type = TypeParam;
-    // create placeholder for the output parameters
-    std::pair<real_type, real_type> scaling_interval{};
-    std::vector<factors<real_type>> scaling_factors{};
-
-    // file to be used
-    const std::string filename = PLSSVM_TEST_PATH "/data/scaling_factors/invalid/invalid_number.txt";
 
     // parse scaling factors!
-    EXPECT_THROW_WHAT(plssvm::detail::io::read_scaling_factors(filename, scaling_interval, scaling_factors), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/invalid_number.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
 }
 
-TYPED_TEST(ScalingFactorsReadDeathTest, read_with_already_provided_scaling_factors) {
+TYPED_TEST(ScalingFactorsReadDeathTest, invalid_file_reader) {
     using real_type = TypeParam;
     // define data to write
     std::pair<real_type, real_type> interval{ -1.5, 1.5 };
     std::vector<factors<real_type>> scaling_factors{ factors<real_type>{} };  // at least one scaling factor must be given!
 
     // create temporary file containing the scaling factors
-    EXPECT_DEATH(plssvm::detail::io::read_scaling_factors("", interval, scaling_factors), "1 scaling factors are already provided!");
+    plssvm::detail::io::file_reader reader{};
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), "The file_reader is currently not associated with a file!");
 }
 
 template <typename T>

From 28dc480a9860db2313966ddb53f64b36385e65da Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Sep 2022 15:14:38 +0200
Subject: [PATCH 0227/1010] Increase line coverage.

---
 src/plssvm/detail/execution_range.cpp |  2 +-
 tests/detail/assert.cpp               | 12 +++++++++++-
 tests/detail/execution_range.cpp      | 18 ++++++++++++++++++
 tests/detail/io/file_reader.cpp       |  7 +++++++
 tests/detail/layout.cpp               | 21 ++++++++++++++++++---
 tests/kernel_types.cpp                |  4 ++++
 tests/parameter.cpp                   |  8 ++++++++
 7 files changed, 67 insertions(+), 5 deletions(-)

diff --git a/src/plssvm/detail/execution_range.cpp b/src/plssvm/detail/execution_range.cpp
index f7a7f9e09..e15079cce 100644
--- a/src/plssvm/detail/execution_range.cpp
+++ b/src/plssvm/detail/execution_range.cpp
@@ -28,7 +28,7 @@ execution_range::execution_range(const std::initializer_list<std::size_t> p_grid
 }
 
 std::ostream &operator<<(std::ostream &out, const execution_range &range) {
-    return out << fmt::format("grid: [{}]; block: [{}]", fmt::join(range.grid, " "), fmt::join(range.block, " "));
+    return out << fmt::format("grid: [{}]; block: [{}]", fmt::join(range.grid, ", "), fmt::join(range.block, ", "));
 }
 
 }  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/detail/assert.cpp b/tests/detail/assert.cpp
index 06bfb8c7e..960b2a7db 100644
--- a/tests/detail/assert.cpp
+++ b/tests/detail/assert.cpp
@@ -25,4 +25,14 @@ TEST(PLSSVMAssert, assert_false) {
     ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), "FALSE");
 }
 
-#endif
\ No newline at end of file
+#endif
+
+// check the internal check_assertion function
+TEST(PLSSVMAssert, check_assertion_true) {
+    // calling check assertion with true shouldn't do anything
+    plssvm::detail::check_assertion(true, "", plssvm::source_location::current(), "");
+}
+TEST(PLSSVMAssert, check_assertion_false) {
+    // calling check assertion with false should abort
+    EXPECT_DEATH(plssvm::detail::check_assertion(false, "cond", plssvm::source_location::current(), "msg {}", 1), "cond");
+}
\ No newline at end of file
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
index 801cc2a45..b5d836e88 100644
--- a/tests/detail/execution_range.cpp
+++ b/tests/detail/execution_range.cpp
@@ -10,6 +10,8 @@
 
 #include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
 
+#include "../utility.hpp"  // util::convert_to_string
+
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ
 
 #include <array>             // std::array
@@ -76,4 +78,20 @@ TEST(ExecutionRange, array) {
     check_execution_range(execution_range{ std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 1>{ 11 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 11, 1, 1 });
     check_execution_range(execution_range{ std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 2>{ 21, 22 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 21, 22, 1 });
     check_execution_range(execution_range{ std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 });
+}
+
+TEST(ExecutionRange, to_string) {
+    using plssvm::detail::execution_range;
+
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 11 }, { 11 } }), "grid: [11, 1, 1]; block: [11, 1, 1]");
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 11 }, { 21, 22 } }), "grid: [11, 1, 1]; block: [21, 22, 1]");
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 11 }, { 31, 32, 33 } }), "grid: [11, 1, 1]; block: [31, 32, 33]");
+
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 21, 22 }, { 11 } }), "grid: [21, 22, 1]; block: [11, 1, 1]");
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 21, 22 }, { 21, 22 } }), "grid: [21, 22, 1]; block: [21, 22, 1]");
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 21, 22 }, { 31, 32, 33 } }), "grid: [21, 22, 1]; block: [31, 32, 33]");
+
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 31, 32, 33 }, { 11 } }), "grid: [31, 32, 33]; block: [11, 1, 1]");
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 31, 32, 33 }, { 21, 22 } }), "grid: [31, 32, 33]; block: [21, 22, 1]");
+    EXPECT_EQ(util::convert_to_string(execution_range{ { 31, 32, 33 }, { 31, 32, 33 } }), "grid: [31, 32, 33]; block: [31, 32, 33]");
 }
\ No newline at end of file
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 44ffd0a57..f4194fddf 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -300,6 +300,13 @@ TEST_P(FileReaderLines, parse_lines_without_string_comments) {
     // no comments have been filtered (but newlines)
     EXPECT_EQ(reader.lines(), filter_lines(lines, "@ATTRIBUTE"));
 }
+TEST(FileReaderLines, parse_lines_without_associated_file) {
+    // create file_reader without associating it to a file
+    plssvm::detail::io::file_reader reader{};
+
+    // reading lines while no file is associated is impossible!
+    EXPECT_THROW_WHAT(reader.read_lines(), plssvm::file_reader_exception, "This file_reader is currently not associated to a file!");
+}
 TEST_P(FileReaderLines, num_lines) {
     const auto &[filename, comment, lines] = GetParam();
     // create and read file
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 8ac66acdc..2f4605125 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -10,27 +10,42 @@
 
 #include "plssvm/detail/layout.hpp"
 
-#include "plssvm/constants.hpp"
-#include "utility.hpp"  // util::gtest_expect_enum_to_string_string_conversion
+#include "plssvm/constants.hpp"  // plssvm::verbose
+#include "utility.hpp"           // util::gtest_expect_enum_to_string_string_conversion
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_DEATH
 
+#include <sstream>  // std::istringstream
 #include <cstddef>  // std::size_t
 #include <vector>   // std::vector
 
-TEST(Layout, layout_enum_conversion) {
+// check whether the plssvm::detail::layout_type -> std::string conversions are correct
+TEST(Layout, to_string) {
     // check conversion to std::string
     util::gtest_expect_enum_to_string_string_conversion(plssvm::detail::layout_type::aos, "Array-of-Structs (AoS)");
     util::gtest_expect_enum_to_string_string_conversion(plssvm::detail::layout_type::soa, "Struct-of-Arrays (SoA)");
+}
+TEST(Layout, to_string_unknown) {
+    // check conversions to std::string from unknown layout_type
     util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::detail::layout_type>(2), "unknown");
+}
 
+// check whether the std::string -> plssvm::detail::layout_type conversions are correct
+TEST(Layout, from_string) {
     // check conversion from std::string
     util::gtest_expect_string_to_enum_conversion("aos", plssvm::detail::layout_type::aos);
     util::gtest_expect_string_to_enum_conversion("Array-of-Structs", plssvm::detail::layout_type::aos);
     util::gtest_expect_string_to_enum_conversion("soa", plssvm::detail::layout_type::soa);
     util::gtest_expect_string_to_enum_conversion("Struct-of-Arrays", plssvm::detail::layout_type::soa);
 }
+TEST(Layout, from_string_unknown) {
+    // foo isn't a valid layout_type
+    std::istringstream ss{ "foo" };
+    plssvm::detail::layout_type l;
+    ss >> l;
+    EXPECT_TRUE(ss.fail());
+}
 
 template <typename T>
 class Layout : public ::testing::Test {
diff --git a/tests/kernel_types.cpp b/tests/kernel_types.cpp
index 28802ff33..e2b189b80 100644
--- a/tests/kernel_types.cpp
+++ b/tests/kernel_types.cpp
@@ -62,6 +62,10 @@ TEST(KernelType, kernel_to_math_string) {
     EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::polynomial), "(gamma*u'*v+coef0)^degree");
     EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::rbf), "exp(-gamma*|u-v|^2)");
 }
+TEST(KernelType, kernel_to_math_string_unkown) {
+    // check conversion from an unknown plssvm::kernel_type to the (non-existing) math string
+    EXPECT_EQ(plssvm::kernel_type_to_math_string(static_cast<plssvm::kernel_type>(3)), "unknown");
+}
 
 template <typename T>
 std::vector<T> generate_random_vector(const std::size_t size) {
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 60423b13e..c7f1d0afc 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -165,6 +165,8 @@ TYPED_TEST(Parameter, equivalent_member_function) {
     const plssvm::parameter<real_type> params5{ plssvm::kernel_type::linear, 2, -0.02, 0.5, 1.0 };
     const plssvm::parameter<real_type> params6{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
     const plssvm::parameter<real_type> params7{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
 
     // test
     EXPECT_TRUE(params1.equivalent(params2));
@@ -173,6 +175,8 @@ TYPED_TEST(Parameter, equivalent_member_function) {
     EXPECT_FALSE(params3.equivalent(params4));
     EXPECT_TRUE(params3.equivalent(params5));
     EXPECT_TRUE(params6.equivalent(params7));
+    EXPECT_FALSE(params6.equivalent(params8));
+    EXPECT_FALSE(params8.equivalent(params9));
 }
 TYPED_TEST(Parameter, equivalent_member_function_default_constructed) {
     using real_type = TypeParam;
@@ -194,6 +198,8 @@ TYPED_TEST(Parameter, equivalent_free_function) {
     const plssvm::parameter<real_type> params5{ plssvm::kernel_type::linear, 2, -0.02, 0.5, 1.0 };
     const plssvm::parameter<real_type> params6{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
     const plssvm::parameter<real_type> params7{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
 
     // test
     EXPECT_TRUE(plssvm::equivalent(params1, params2));
@@ -202,6 +208,8 @@ TYPED_TEST(Parameter, equivalent_free_function) {
     EXPECT_FALSE(plssvm::equivalent(params3, params4));
     EXPECT_TRUE(plssvm::equivalent(params3, params5));
     EXPECT_TRUE(plssvm::equivalent(params6, params7));
+    EXPECT_FALSE(plssvm::equivalent(params6, params8));
+    EXPECT_FALSE(plssvm::equivalent(params8, params9));
 }
 TYPED_TEST(Parameter, equivalent_free_function_default_constructed) {
     using real_type = TypeParam;

From 1bffeb9ef645189e357e1d6d38deea87e4a9cc58 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Sep 2022 16:44:04 +0200
Subject: [PATCH 0228/1010] Add additional test cases.

---
 include/plssvm/detail/io/libsvm_parsing.hpp   |  21 ++--
 ...re_with_alpha_char_at_the_beginning.libsvm |   2 +
 .../inconsistent_label_specification.libsvm   |   3 +
 ...ex_with_alpha_char_at_the_beginning.libsvm |   2 +
 .../invalid_colon_at_the_beginning.libsvm     |   2 +
 .../invalid_colon_in_the_middle.libsvm        |   2 +
 .../invalid/missing_feature_value.libsvm      |   2 +
 .../libsvm/invalid/missing_index_value.libsvm |   2 +
 tests/detail/io/libsvm_parsing.cpp            | 111 +++++++++++++++---
 9 files changed, 122 insertions(+), 25 deletions(-)
 create mode 100644 tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm
 create mode 100644 tests/data/libsvm/invalid/inconsistent_label_specification.libsvm
 create mode 100644 tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
 create mode 100644 tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm
 create mode 100644 tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm
 create mode 100644 tests/data/libsvm/invalid/missing_feature_value.libsvm
 create mode 100644 tests/data/libsvm/invalid/missing_index_value.libsvm

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 2be8b8839..ad4c9a391 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -33,7 +33,7 @@
 namespace plssvm::detail::io {
 
 // TODO: API
-inline std::size_t parse_libsvm_num_features(const std::vector<std::string_view> &lines, const std::size_t skipped_lines) {
+[[nodiscard]] inline std::size_t parse_libsvm_num_features(const std::vector<std::string_view> &lines, const std::size_t skipped_lines) {
     std::size_t num_features = 0;
     std::exception_ptr parallel_exception;
 
@@ -83,7 +83,7 @@ inline std::size_t parse_libsvm_num_features(const std::vector<std::string_view>
 }
 
 template <typename real_type, typename label_type>
-[[maybe_unused]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>>
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>>
 parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
     // parse sizes
     const std::size_t num_data_points = reader.num_lines();
@@ -99,12 +99,12 @@ parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
     std::vector<label_type> label(num_data_points);
 
     std::exception_ptr parallel_exception;
-    bool has_label = true;
+    bool has_label = false;
+    bool has_no_label = false;
 
-#pragma omp parallel default(none) shared(reader, skipped_lines, data, label, parallel_exception, has_label) firstprivate(num_features)
+#pragma omp parallel default(none) shared(reader, skipped_lines, data, label, parallel_exception, has_label, has_no_label) firstprivate(num_features)
     {
-#pragma omp for reduction(&& \
-                          : has_label)
+#pragma omp for reduction(|| : has_label) reduction(|| : has_no_label)
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
 #pragma omp cancellation point for
             try {
@@ -115,9 +115,10 @@ parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
                 std::string_view::size_type first_colon = line.find_first_of(":\n");
                 if (first_colon >= pos) {
                     // get class or alpha
+                    has_label = true;
                     label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
                 } else {
-                    has_label = false;
+                    has_no_label = true;
                     pos = 0;
                 }
 
@@ -165,8 +166,12 @@ parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
     if (parallel_exception) {
         std::rethrow_exception(parallel_exception);
     }
+    if (has_label && has_no_label) {
+        // some data points where given with labels, BUT some data pints where given without labels
+        throw invalid_file_format_exception{ "Inconsistent label specification found (some data points are labeled, others are not)!" };
+    }
 
-    return std::make_tuple(num_data_points, num_features, std::move(data), has_label ? std::move(label) : std::vector<label_type>{});
+    return std::make_tuple(num_data_points, num_features, std::move(data), !has_no_label ? std::move(label) : std::vector<label_type>{});
 }
 
 template <typename real_type, typename label_type, bool has_label>
diff --git a/tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm b/tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm
new file mode 100644
index 000000000..ae6255dd7
--- /dev/null
+++ b/tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm
@@ -0,0 +1,2 @@
+1 1:a-1.11 2:-2.90
+-1 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/inconsistent_label_specification.libsvm b/tests/data/libsvm/invalid/inconsistent_label_specification.libsvm
new file mode 100644
index 000000000..aec79df4c
--- /dev/null
+++ b/tests/data/libsvm/invalid/inconsistent_label_specification.libsvm
@@ -0,0 +1,3 @@
+1 1:-1.11 2:-2.90
+ 1:-0.52 2:-0.33
+-1 1:11.21 2:3.14
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm b/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
new file mode 100644
index 000000000..feac263a5
--- /dev/null
+++ b/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
@@ -0,0 +1,2 @@
+1 !1:-1.11 2:-2.90
+-1 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm b/tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm
new file mode 100644
index 000000000..41939ed31
--- /dev/null
+++ b/tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm
@@ -0,0 +1,2 @@
+:1 1:-1.11 2:-2.90
+-1 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm b/tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm
new file mode 100644
index 000000000..a6a1f7d64
--- /dev/null
+++ b/tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm
@@ -0,0 +1,2 @@
+1 1:-1.11 :2:-2.90
+-1 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/missing_feature_value.libsvm b/tests/data/libsvm/invalid/missing_feature_value.libsvm
new file mode 100644
index 000000000..16afafd47
--- /dev/null
+++ b/tests/data/libsvm/invalid/missing_feature_value.libsvm
@@ -0,0 +1,2 @@
+1 1:-1.11 2: 3:42.0
+-1 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/missing_index_value.libsvm b/tests/data/libsvm/invalid/missing_index_value.libsvm
new file mode 100644
index 000000000..69611ce5b
--- /dev/null
+++ b/tests/data/libsvm/invalid/missing_index_value.libsvm
@@ -0,0 +1,2 @@
+1 1:-1.11 :-2.90 3:42.0
+-1 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 0be6dcdaa..4ef6f0174 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -39,7 +39,7 @@ using type_combinations_types = ::testing::Types<
     type_combinations<double, std::string>>;
 
 template <typename T>
-class LIBSVMReadDense : public ::testing::Test {
+class LIBSVMParseDense : public ::testing::Test {
   protected:
     void SetUp() override {
         // fill label vector based on the label_type
@@ -66,10 +66,10 @@ class LIBSVMReadDense : public ::testing::Test {
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(LIBSVMReadDense, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseDense, type_combinations_types);
 
 template <typename T>
-class LIBSVMReadSparse : public ::testing::Test {
+class LIBSVMParseSparse : public ::testing::Test {
   protected:
     void SetUp() override {
         // fill label vector based on the label_type
@@ -97,17 +97,17 @@ class LIBSVMReadSparse : public ::testing::Test {
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(LIBSVMReadSparse, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseSparse, type_combinations_types);
 
 template <typename T>
-class LIBSVMRead : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMRead, type_combinations_types);
+class LIBSVMParse : public ::testing::Test {};
+TYPED_TEST_SUITE(LIBSVMParse, type_combinations_types);
 
 template <typename T>
-class LIBSVMReadDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMReadDeathTest, type_combinations_types);
+class LIBSVMParseDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(LIBSVMParseDeathTest, type_combinations_types);
 
-TYPED_TEST(LIBSVMReadDense, read) {
+TYPED_TEST(LIBSVMParseDense, read) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
 
@@ -125,7 +125,7 @@ TYPED_TEST(LIBSVMReadDense, read) {
     EXPECT_EQ(label, this->correct_label);
 }
 
-TYPED_TEST(LIBSVMReadSparse, read) {
+TYPED_TEST(LIBSVMParseSparse, read) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
 
@@ -143,7 +143,7 @@ TYPED_TEST(LIBSVMReadSparse, read) {
     EXPECT_EQ(label, this->correct_label);
 }
 
-TYPED_TEST(LIBSVMRead, read_without_label) {
+TYPED_TEST(LIBSVMParse, read_without_label) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
 
@@ -167,7 +167,7 @@ TYPED_TEST(LIBSVMRead, read_without_label) {
     EXPECT_TRUE(label.empty());
 }
 
-TYPED_TEST(LIBSVMRead, zero_based_features) {
+TYPED_TEST(LIBSVMParse, zero_based_features) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
 
@@ -175,10 +175,10 @@ TYPED_TEST(LIBSVMRead, zero_based_features) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/zero_based_features.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT((plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
                       "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!");
 }
-TYPED_TEST(LIBSVMRead, arff_file) {
+TYPED_TEST(LIBSVMParse, arff_file) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
 
@@ -186,9 +186,9 @@ TYPED_TEST(LIBSVMRead, arff_file) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/5x4.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW((plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception);
+    EXPECT_THROW(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception);
 }
-TYPED_TEST(LIBSVMRead, empty) {
+TYPED_TEST(LIBSVMParse, empty) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
 
@@ -196,6 +196,83 @@ TYPED_TEST(LIBSVMRead, empty) {
     const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT((plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
                       "Can't parse file: no data points are given!");
 }
+TYPED_TEST(LIBSVMParse, feature_with_alpha_char_at_the_beginning) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      fmt::format("Can't convert 'a-1.11' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
+}
+TYPED_TEST(LIBSVMParse, index_with_alpha_char_at_the_beginning) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "Can't convert ' !1' to a value of type unsigned long!");
+}
+TYPED_TEST(LIBSVMParse, invalid_colon_at_the_beginning) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "Can't convert '' to a value of type unsigned long!");
+}
+TYPED_TEST(LIBSVMParse, invalid_colon_in_the_middle) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "Can't convert ' :2' to a value of type unsigned long!");
+}
+TYPED_TEST(LIBSVMParse, missing_feature_value) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/missing_feature_value.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      fmt::format("Can't convert '' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
+}
+TYPED_TEST(LIBSVMParse, missing_index_value) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/missing_index_value.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "Can't convert ' ' to a value of type unsigned long!");
+}
+TYPED_TEST(LIBSVMParse, inconsistent_label_specification) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/inconsistent_label_specification.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "Inconsistent label specification found (some data points are labeled, others are not)!");
+}
\ No newline at end of file

From 8754abcbc8134e8419e96b2b8d767df92634705f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Sep 2022 17:12:06 +0200
Subject: [PATCH 0229/1010] Add additional tests for the parse_libsvm_data
 function and tests for the parse_libsvm_num_features function.

---
 include/plssvm/detail/io/libsvm_parsing.hpp   | 11 +++-
 ...ex_with_alpha_char_at_the_beginning.libsvm |  2 +-
 .../invalid/non_increasing_indices.libsvm     |  2 +
 .../non_strictly_increasing_indices.libsvm    |  2 +
 tests/detail/io/libsvm_parsing.cpp            | 51 ++++++++++++++++++-
 5 files changed, 64 insertions(+), 4 deletions(-)
 create mode 100644 tests/data/libsvm/invalid/non_increasing_indices.libsvm
 create mode 100644 tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index ad4c9a391..8dc4c43a2 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -32,8 +32,7 @@
 
 namespace plssvm::detail::io {
 
-// TODO: API
-[[nodiscard]] inline std::size_t parse_libsvm_num_features(const std::vector<std::string_view> &lines, const std::size_t skipped_lines) {
+[[nodiscard]] inline std::size_t parse_libsvm_num_features(const std::vector<std::string_view> &lines, const std::size_t skipped_lines = 0) {
     std::size_t num_features = 0;
     std::exception_ptr parallel_exception;
 
@@ -109,6 +108,7 @@ parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
 #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + skipped_lines);
+                unsigned long last_index = 0;
 
                 // check if class labels are present (not necessarily the case for test files)
                 std::string_view::size_type pos = line.find_first_of(" \n");
@@ -133,10 +133,17 @@ parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
 
                     // get index
                     auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+
                     // LIBSVM assumes a 1-based indexing -> if the parsed index is 0 this condition is violated
                     if (index == 0) {
                         throw invalid_file_format_exception{ "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!" };
                     }
+                    // the indices must be strictly increasing!
+                    if (last_index >= index) {
+                        throw invalid_file_format_exception{fmt::format("The features indices must be strictly increasing, but {} is smaller or equal than {}!", index, last_index)};
+                    }
+                    last_index = index;
+
                     // since arrays start at 0, reduce 1 based index by one
                     --index;
                     pos = next_pos + 1;
diff --git a/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm b/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
index feac263a5..2f264a173 100644
--- a/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
+++ b/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
@@ -1,2 +1,2 @@
-1 !1:-1.11 2:-2.90
+1 1:-1.11 !2:-2.90
 -1 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/non_increasing_indices.libsvm b/tests/data/libsvm/invalid/non_increasing_indices.libsvm
new file mode 100644
index 000000000..442097634
--- /dev/null
+++ b/tests/data/libsvm/invalid/non_increasing_indices.libsvm
@@ -0,0 +1,2 @@
+1 1:-1.11 2:-2.90 3:187
+-1 1:-0.52 3:-0.33 3:127.12
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm b/tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm
new file mode 100644
index 000000000..882f64931
--- /dev/null
+++ b/tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm
@@ -0,0 +1,2 @@
+1 1:-1.11 2:-2.90 3:187
+-1 1:-0.52 3:-0.33 2:127.12
\ No newline at end of file
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 4ef6f0174..11653dea3 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -38,6 +38,33 @@ using type_combinations_types = ::testing::Types<
     type_combinations<double, int>,
     type_combinations<double, std::string>>;
 
+
+class LIBSVMParseNumFeatures : public ::testing::TestWithParam<std::pair<std::string, std::size_t>> {};
+TEST_P(LIBSVMParseNumFeatures, num_features) {
+    const auto &[filename_part, num_features] = GetParam();
+
+    // parse the LIBSVM file
+    const std::string filename = fmt::format("{}{}", PLSSVM_TEST_PATH, filename_part);
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_EQ((plssvm::detail::io::parse_libsvm_num_features(reader.lines())), num_features);
+}
+INSTANTIATE_TEST_SUITE_P(LIBSVMParse, LIBSVMParseNumFeatures, ::testing::Values(
+                                                                  std::make_pair("/data/libsvm/5x4_int.libsvm", 4),
+                                                                  std::make_pair("/data/libsvm/5x4_sparse_string.libsvm", 4),
+                                                                  std::make_pair("/data/libsvm/3x2_without_label.libsvm", 2),
+                                                                  std::make_pair("/data/libsvm/500x200.libsvm", 200),
+                                                                  std::make_pair("/data/empty.txt", 0)));
+
+TEST(LIBSVMParseNumFeatures, index_with_alpha_char_at_the_beginning) {
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_num_features(reader.lines())), plssvm::invalid_file_format_exception,
+                      "Can't convert ' !2' to a value of type unsigned long!");
+}
+
 template <typename T>
 class LIBSVMParseDense : public ::testing::Test {
   protected:
@@ -219,7 +246,7 @@ TYPED_TEST(LIBSVMParse, index_with_alpha_char_at_the_beginning) {
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "Can't convert ' !1' to a value of type unsigned long!");
+                      "Can't convert ' !2' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, invalid_colon_at_the_beginning) {
     using current_real_type = typename TypeParam::real_type;
@@ -275,4 +302,26 @@ TYPED_TEST(LIBSVMParse, inconsistent_label_specification) {
     reader.read_lines('#');
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
                       "Inconsistent label specification found (some data points are labeled, others are not)!");
+}
+TYPED_TEST(LIBSVMParse, non_increasing_indices) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/non_increasing_indices.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "The features indices must be strictly increasing, but 3 is smaller or equal than 3!");
+}
+TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/non_strictly_increasing_indices.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
+                      "The features indices must be strictly increasing, but 2 is smaller or equal than 3!");
 }
\ No newline at end of file

From 1e25c485e72b12088f83aea6db55a2856cbfb668 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Sep 2022 10:24:49 +0200
Subject: [PATCH 0230/1010] Fix bug related to skipped_lines, add assertions,
 and add additional tests.

---
 include/plssvm/detail/io/libsvm_parsing.hpp | 15 +++--
 tests/detail/io/libsvm_parsing.cpp          | 75 +++++++++++++++++++--
 2 files changed, 80 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 8dc4c43a2..7a44e2896 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -40,10 +40,10 @@ namespace plssvm::detail::io {
     {
 #pragma omp for reduction(max \
                           : num_features)
-        for (std::size_t i = 0; i < lines.size(); ++i) {
+        for (std::size_t i = skipped_lines; i < lines.size(); ++i) {
 #pragma omp cancellation point for
             try {
-                const std::string_view line = lines[i + skipped_lines];
+                const std::string_view line = lines[i];
 
                 // check index of last feature entry
                 const std::string_view::size_type pos_colon = line.find_last_of(':');
@@ -82,10 +82,13 @@ namespace plssvm::detail::io {
 }
 
 template <typename real_type, typename label_type>
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>>
-parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
+    PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
+    // sanity check: can't skip more lines than are present
+    PLSSVM_ASSERT(skipped_lines <= reader.num_lines(), "Tried to skipp {} lines, but only {} are present!", skipped_lines, reader.num_lines());
+
     // parse sizes
-    const std::size_t num_data_points = reader.num_lines();
+    const std::size_t num_data_points = reader.num_lines() - skipped_lines;
     const std::size_t num_features = parse_libsvm_num_features(reader.lines(), skipped_lines);
 
     // no features were parsed -> invalid file
@@ -107,7 +110,7 @@ parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
 #pragma omp cancellation point for
             try {
-                std::string_view line = reader.line(i + skipped_lines);
+                std::string_view line = reader.line(skipped_lines + i);
                 unsigned long last_index = 0;
 
                 // check if class labels are present (not necessarily the case for test files)
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 11653dea3..a0e107b65 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -130,10 +130,6 @@ template <typename T>
 class LIBSVMParse : public ::testing::Test {};
 TYPED_TEST_SUITE(LIBSVMParse, type_combinations_types);
 
-template <typename T>
-class LIBSVMParseDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMParseDeathTest, type_combinations_types);
-
 TYPED_TEST(LIBSVMParseDense, read) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
@@ -151,6 +147,29 @@ TYPED_TEST(LIBSVMParseDense, read) {
 
     EXPECT_EQ(label, this->correct_label);
 }
+TYPED_TEST(LIBSVMParseDense, read_skip_lines) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+    // skip half of all lines
+    const std::size_t skipped = 3;
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader, skipped);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, reader.num_lines() - skipped);
+    ASSERT_EQ(num_features, 4);
+
+    for (std::size_t i = 0; i < num_data_points; ++i) {
+        EXPECT_EQ(data[i], this->correct_data[skipped + i]);
+    }
+
+    for (std::size_t i = 0; i < num_data_points; ++i) {
+        EXPECT_EQ(label[i], this->correct_label[skipped + i]);
+    }
+}
 
 TYPED_TEST(LIBSVMParseSparse, read) {
     using current_real_type = typename TypeParam::real_type;
@@ -169,6 +188,29 @@ TYPED_TEST(LIBSVMParseSparse, read) {
 
     EXPECT_EQ(label, this->correct_label);
 }
+TYPED_TEST(LIBSVMParseSparse, read_skip_lines) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+    // skip half of all lines
+    const std::size_t skipped = 3;
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader, skipped);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, reader.num_lines() - skipped);
+    ASSERT_EQ(num_features, 4);
+
+    for (std::size_t i = 0; i < num_data_points; ++i) {
+        EXPECT_EQ(data[i], this->correct_data[i + skipped]);
+    }
+
+    for (std::size_t i = 0; i < num_data_points; ++i) {
+        EXPECT_EQ(label[i], this->correct_label[i + skipped]);
+    }
+}
 
 TYPED_TEST(LIBSVMParse, read_without_label) {
     using current_real_type = typename TypeParam::real_type;
@@ -324,4 +366,29 @@ TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
     reader.read_lines('#');
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
                       "The features indices must be strictly increasing, but 2 is smaller or equal than 3!");
+}
+
+template <typename T>
+class LIBSVMParseDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(LIBSVMParseDeathTest, type_combinations_types);
+
+TYPED_TEST(LIBSVMParseDeathTest, invalid_file_reader) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // open file_reader without associating it to a file
+    plssvm::detail::io::file_reader reader{};
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), "The file_reader is currently not associated with a file!");
+}
+TYPED_TEST(LIBSVMParseDeathTest, skip_too_many_lines) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    // try to skip more lines than are present in the data file
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader, 6)), "Tried to skipp 6 lines, but only 5 are present!");
+
 }
\ No newline at end of file

From 578e9b5465038e33c466fbbb9b0c9b0a0715c5cf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Sep 2022 11:30:14 +0200
Subject: [PATCH 0231/1010] Change write_libsvm_data API and add tests.

---
 include/plssvm/data_set.hpp                 |   6 +-
 include/plssvm/detail/io/libsvm_parsing.hpp |  24 +-
 tests/detail/io/libsvm_parsing.cpp          | 264 ++++++++++++++++++--
 3 files changed, 256 insertions(+), 38 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 7cb092935..373843fe4 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -403,13 +403,11 @@ void data_set<T, U>::scale() {
  ******************************************************************************/
 template <typename T, typename U>
 void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
-    fmt::ostream out = fmt::output_file(filename);
-
     // write data
     if (this->has_labels()) {
-        detail::io::write_libsvm_data(out, *X_ptr_, *labels_ptr_);
+        detail::io::write_libsvm_data(filename, *X_ptr_, *labels_ptr_);
     } else {
-        detail::io::write_libsvm_data(out, *X_ptr_);
+        detail::io::write_libsvm_data(filename, *X_ptr_);
     }
 }
 
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 7a44e2896..6b03f60e3 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -106,7 +106,9 @@ template <typename real_type, typename label_type>
 
 #pragma omp parallel default(none) shared(reader, skipped_lines, data, label, parallel_exception, has_label, has_no_label) firstprivate(num_features)
     {
-#pragma omp for reduction(|| : has_label) reduction(|| : has_no_label)
+#pragma omp for reduction(||                        \
+                          : has_label) reduction(|| \
+                                                 : has_no_label)
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
 #pragma omp cancellation point for
             try {
@@ -143,7 +145,7 @@ template <typename real_type, typename label_type>
                     }
                     // the indices must be strictly increasing!
                     if (last_index >= index) {
-                        throw invalid_file_format_exception{fmt::format("The features indices must be strictly increasing, but {} is smaller or equal than {}!", index, last_index)};
+                        throw invalid_file_format_exception{ fmt::format("The features indices must be strictly increasing, but {} is smaller or equal than {}!", index, last_index) };
                     }
                     last_index = index;
 
@@ -185,11 +187,15 @@ template <typename real_type, typename label_type>
 }
 
 template <typename real_type, typename label_type, bool has_label>
-inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
+inline void write_libsvm_data_impl(const std::string &filename, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
     if constexpr (has_label) {
-        PLSSVM_ASSERT(!y.empty(), "has_label is 'true' but no labels were provided!");
+        PLSSVM_ASSERT(X.empty() || !y.empty(), "has_label is 'true' but no labels were provided!");
+        PLSSVM_ASSERT(X.size() == y.size(), "Number of data points ({}) and number of labels ({}) mismatch!", X.size(), y.size());
     }
 
+    // create output file
+    fmt::ostream out = fmt::output_file(filename);
+
     // format one output-line
     auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
         static constexpr std::size_t BLOCK_SIZE = 64;
@@ -202,7 +208,7 @@ inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vec
             char *ptr = buffer;
             for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
                 if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:e} "), j + i + 1, d[j + i]);
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:.10e} "), j + i + 1, d[j + i]);
                 }
             }
             output.append(buffer, ptr - buffer);
@@ -228,13 +234,13 @@ inline void write_libsvm_data_impl(fmt::ostream &out, const std::vector<std::vec
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
-    write_libsvm_data_impl<real_type, label_type, true>(out, X, y);
+inline void write_libsvm_data(const std::string &filename, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
+    write_libsvm_data_impl<real_type, label_type, true>(filename, X, y);
 }
 
 template <typename real_type>
-inline void write_libsvm_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
-    write_libsvm_data_impl<real_type, real_type, false>(out, X, {});
+inline void write_libsvm_data(const std::string &filename, const std::vector<std::vector<real_type>> &X) {
+    write_libsvm_data_impl<real_type, real_type, false>(filename, X, {});
 }
 
 }  // namespace plssvm::detail::io
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index a0e107b65..1faa27637 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -25,6 +25,7 @@
 #include <utility>     // std::pair
 #include <vector>      // std::vector
 
+// struct for the used type combinations
 template <typename T, typename U>
 struct type_combinations {
     using real_type = T;
@@ -38,7 +39,6 @@ using type_combinations_types = ::testing::Types<
     type_combinations<double, int>,
     type_combinations<double, std::string>>;
 
-
 class LIBSVMParseNumFeatures : public ::testing::TestWithParam<std::pair<std::string, std::size_t>> {};
 TEST_P(LIBSVMParseNumFeatures, num_features) {
     const auto &[filename_part, num_features] = GetParam();
@@ -61,8 +61,7 @@ TEST(LIBSVMParseNumFeatures, index_with_alpha_char_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_num_features(reader.lines())), plssvm::invalid_file_format_exception,
-                      "Can't convert ' !2' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_num_features(reader.lines())), plssvm::invalid_file_format_exception, "Can't convert ' !2' to a value of type unsigned long!");
 }
 
 template <typename T>
@@ -244,8 +243,7 @@ TYPED_TEST(LIBSVMParse, zero_based_features) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/zero_based_features.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!");
 }
 TYPED_TEST(LIBSVMParse, arff_file) {
     using current_real_type = typename TypeParam::real_type;
@@ -265,8 +263,7 @@ TYPED_TEST(LIBSVMParse, empty) {
     const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "Can't parse file: no data points are given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no data points are given!");
 }
 TYPED_TEST(LIBSVMParse, feature_with_alpha_char_at_the_beginning) {
     using current_real_type = typename TypeParam::real_type;
@@ -276,8 +273,7 @@ TYPED_TEST(LIBSVMParse, feature_with_alpha_char_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      fmt::format("Can't convert 'a-1.11' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, fmt::format("Can't convert 'a-1.11' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
 }
 TYPED_TEST(LIBSVMParse, index_with_alpha_char_at_the_beginning) {
     using current_real_type = typename TypeParam::real_type;
@@ -287,8 +283,7 @@ TYPED_TEST(LIBSVMParse, index_with_alpha_char_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "Can't convert ' !2' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert ' !2' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, invalid_colon_at_the_beginning) {
     using current_real_type = typename TypeParam::real_type;
@@ -298,8 +293,7 @@ TYPED_TEST(LIBSVMParse, invalid_colon_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "Can't convert '' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert '' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, invalid_colon_in_the_middle) {
     using current_real_type = typename TypeParam::real_type;
@@ -309,8 +303,7 @@ TYPED_TEST(LIBSVMParse, invalid_colon_in_the_middle) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "Can't convert ' :2' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert ' :2' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, missing_feature_value) {
     using current_real_type = typename TypeParam::real_type;
@@ -320,8 +313,7 @@ TYPED_TEST(LIBSVMParse, missing_feature_value) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/missing_feature_value.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      fmt::format("Can't convert '' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, fmt::format("Can't convert '' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
 }
 TYPED_TEST(LIBSVMParse, missing_index_value) {
     using current_real_type = typename TypeParam::real_type;
@@ -331,8 +323,7 @@ TYPED_TEST(LIBSVMParse, missing_index_value) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/missing_index_value.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "Can't convert ' ' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert ' ' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, inconsistent_label_specification) {
     using current_real_type = typename TypeParam::real_type;
@@ -342,8 +333,7 @@ TYPED_TEST(LIBSVMParse, inconsistent_label_specification) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/inconsistent_label_specification.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "Inconsistent label specification found (some data points are labeled, others are not)!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Inconsistent label specification found (some data points are labeled, others are not)!");
 }
 TYPED_TEST(LIBSVMParse, non_increasing_indices) {
     using current_real_type = typename TypeParam::real_type;
@@ -353,8 +343,7 @@ TYPED_TEST(LIBSVMParse, non_increasing_indices) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/non_increasing_indices.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "The features indices must be strictly increasing, but 3 is smaller or equal than 3!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "The features indices must be strictly increasing, but 3 is smaller or equal than 3!");
 }
 TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
     using current_real_type = typename TypeParam::real_type;
@@ -364,8 +353,7 @@ TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/non_strictly_increasing_indices.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception,
-                      "The features indices must be strictly increasing, but 2 is smaller or equal than 3!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "The features indices must be strictly increasing, but 2 is smaller or equal than 3!");
 }
 
 template <typename T>
@@ -390,5 +378,231 @@ TYPED_TEST(LIBSVMParseDeathTest, skip_too_many_lines) {
     reader.read_lines('#');
     // try to skip more lines than are present in the data file
     EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader, 6)), "Tried to skipp 6 lines, but only 5 are present!");
+}
+
+template <typename T>
+class LIBSVMWriteBase : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // create a temporary file containing the scaling factors
+        filename = util::create_temp_file();
+    }
+    void TearDown() override {
+        // remove the temporary file at the end
+        std::filesystem::remove(filename);
+    }
+
+    std::string filename;
+};
+
+template <typename T>
+class LIBSVMWrite : public LIBSVMWriteBase<T> {};
+TYPED_TEST_SUITE(LIBSVMWrite, type_combinations_types);
+
+template <typename T>
+class LIBSVMWriteDeathTest : public LIBSVMWriteBase<T> {};
+TYPED_TEST_SUITE(LIBSVMWriteDeathTest, type_combinations_types);
+
+TYPED_TEST(LIBSVMWrite, write_dense_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> label{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label = std::vector<int>{ -1, 1, -1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label = std::vector<std::string>{ "cat", "dog", "cat" };
+    }
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_libsvm_data(this->filename, data, label);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), data.size());
+    // check the lines
+    for (std::size_t i = 0; i < data.size(); ++i) {
+        const std::string line = fmt::format("{} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", label[i], data[i][0], data[i][1], data[i][2]);
+        bool line_found = false;
+        for (std::size_t j = 0; j < reader.num_lines(); ++j) {
+            if (reader.line(j) == line) {
+                line_found = true;
+            }
+        }
+        if (!line_found) {
+            GTEST_FAIL() << fmt::format("Couldn't find line '{}' in the output file.", line);
+        }
+    }
+}
+TYPED_TEST(LIBSVMWrite, write_dense_without_label) {
+    using real_type = typename TypeParam::real_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_libsvm_data(this->filename, data);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), data.size());
+    // check the lines
+    for (std::size_t i = 0; i < data.size(); ++i) {
+        const std::string line = fmt::format("1:{:.10e} 2:{:.10e} 3:{:.10e} ", data[i][0], data[i][1], data[i][2]);
+        bool line_found = false;
+        for (std::size_t j = 0; j < reader.num_lines(); ++j) {
+            if (reader.line(j) == line) {
+                line_found = true;
+            }
+        }
+        if (!line_found) {
+            GTEST_FAIL() << fmt::format("Couldn't find line '{}' in the output file.", line);
+        }
+    }
+}
+
+TYPED_TEST(LIBSVMWrite, write_sparse_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 0.0 } }
+    };
+    std::vector<label_type> label{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label = std::vector<int>{ -1, 1, -1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label = std::vector<std::string>{ "cat", "dog", "cat" };
+    }
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_libsvm_data(this->filename, data, label);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), data.size());
+    // check the lines
+    for (std::size_t i = 0; i < data.size(); ++i) {
+        // assemble correct line
+        std::string line = fmt::format("{} ", label[i]);
+        for (std::size_t j = 0; j < data[i].size(); ++j) {
+            if (data[i][j] != real_type{ 0.0 }) {
+                line += fmt::format("{}:{:.10e} ", j + 1, data[i][j]);
+            }
+        }
+
+        bool line_found = false;
+        for (std::size_t j = 0; j < reader.num_lines(); ++j) {
+            if (reader.line(j) == line) {
+                line_found = true;
+            }
+        }
+        if (!line_found) {
+            GTEST_FAIL() << fmt::format("Couldn't find line '{}' in the output file.", line);
+        }
+    }
+}
+TYPED_TEST(LIBSVMWrite, write_sparse_without_label) {
+    using real_type = typename TypeParam::real_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 0.0 } }
+    };
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_libsvm_data(this->filename, data);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), data.size());
+    // check the lines
+    for (std::size_t i = 0; i < data.size(); ++i) {
+        // assemble correct line
+        std::string line{};
+        for (std::size_t j = 0; j < data[i].size(); ++j) {
+            if (data[i][j] != real_type{ 0.0 }) {
+                line += fmt::format("{}:{:.10e} ", j + 1, data[i][j]);
+            }
+        }
+
+        bool line_found = false;
+        for (std::size_t j = 0; j < reader.num_lines(); ++j) {
+            if (reader.line(j) == line) {
+                line_found = true;
+            }
+        }
+        if (!line_found) {
+            GTEST_FAIL() << fmt::format("Couldn't find line '{}' in the output file.", line);
+        }
+    }
+}
+
+TYPED_TEST(LIBSVMWrite, empty_data) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{};
+    const std::vector<label_type> label{};
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_libsvm_data(this->filename, data, label);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+}
+
+TYPED_TEST(LIBSVMWriteDeathTest, data_with_provided_empty_labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } } };
+    const std::vector<label_type> label{};
+
+    // try to write the necessary data to the file
+    EXPECT_DEATH(plssvm::detail::io::write_libsvm_data(this->filename, data, label), "has_label is 'true' but no labels were provided!");
+}
+TYPED_TEST(LIBSVMWriteDeathTest, data_and_label_size_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
 
+    // try to write the necessary data to the file
+    EXPECT_DEATH(plssvm::detail::io::write_libsvm_data(this->filename, data, label), ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
 }
\ No newline at end of file

From ae812a13fb8c51b07d1eb398059545661248b8ba Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Sep 2022 12:15:47 +0200
Subject: [PATCH 0232/1010] Update exception documentation.

---
 include/plssvm/detail/io/scaling_factors_parsing.hpp | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 2dc06e6be..0549337ad 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -44,11 +44,16 @@ namespace plssvm::detail::io {
  * Note that the scaling factors are given using an one-based indexing scheme, but are internally stored using zero-based indexing.
  * @tparam real_type the used floating point type
  * @tparam factors_type plssvm::data_set<real_type>::scaling::factors (cannot be forward declared or included)
- * @param[in,out] reader the file_reader used to read the scaling factors
+ * @param[in] reader the file_reader used to read the scaling factors
+ * @throws plssvm::invalid_file_format_exception if the header is omitted ('x' and the scaling interval)
+ * @throws plssvm::invalid_file_format_exception if the first line doesn't only contain `x`
+ * @throws plssvm::invalid_file_format_exception if the scaling interval is provided with more or less than two values
+ * @throws plssvm::invalid_file_format_exception if the scaling factors are provided with more or less than three values
+ * @throws plssvm::invalid_file_format_exception if the scaling factors feature index is zero-based instead of one-based
  * @return the read scaling interval and factors (`[[nodiscard]]`)
  */
 template <typename real_type, typename factors_type>
-[[nodiscard]] inline std::tuple<std::pair<real_type, real_type>, std::vector<factors_type>> parse_scaling_factors(file_reader &reader) {
+[[nodiscard]] inline std::tuple<std::pair<real_type, real_type>, std::vector<factors_type>> parse_scaling_factors(const file_reader &reader) {
     PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
 
     // at least two lines ("x" + scale interval)

From dca45c96f90b122cc89bc6770c2e9263800721ea Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Sep 2022 12:16:22 +0200
Subject: [PATCH 0233/1010] Add documentation, fix formatting, and add an
 assertion including the corresponding test.

---
 include/plssvm/detail/io/libsvm_parsing.hpp | 167 +++++++++++++++-----
 tests/detail/io/libsvm_parsing.cpp          |  44 ++++--
 2 files changed, 159 insertions(+), 52 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 6b03f60e3..5410fa127 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -13,10 +13,10 @@
 #define PLSSVM_DETAIL_IO_LIBSVM_PARSING_HPP_
 #pragma once
 
+#include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
-#include "plssvm/parameter.hpp"                 // plssvm::parameter
 
 #include "fmt/compile.h"  // FMT_COMPILE
 #include "fmt/format.h"   // fmt::format, fmt::format_to
@@ -27,21 +27,31 @@
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
 #include <string>       // std::string
 #include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
 #include <utility>      // std::move
 #include <vector>       // std::vector
 
 namespace plssvm::detail::io {
 
+/**
+ * @brief The maximum number of features per data point given in @p lines, where the first @p skipped_lines are skipped.
+ * @details The maximum number of features equals the biggest found feature index. Since LIBSVM mandates that the features are ordered
+ *          strictly increasing, it is sufficient to only look at the last feature index of each data point.
+ * @param[in] lines the LIBSVM data to parse for the number of features
+ * @param[in] skipped_lines the number of lines that should be skipped at the beginning
+ * @note The features must be provided with one-based indices!
+ * @throws plssvm::invalid_file_format_exception if a feature index couldn't be converted to `unsigned long`
+ * @return the number of features (`[[nodiscard]]`)
+ */
 [[nodiscard]] inline std::size_t parse_libsvm_num_features(const std::vector<std::string_view> &lines, const std::size_t skipped_lines = 0) {
     std::size_t num_features = 0;
     std::exception_ptr parallel_exception;
 
-#pragma omp parallel default(none) shared(lines, parallel_exception, num_features) firstprivate(skipped_lines)
+    #pragma omp parallel default(none) shared(lines, parallel_exception, num_features) firstprivate(skipped_lines)
     {
-#pragma omp for reduction(max \
-                          : num_features)
+        #pragma omp for reduction(max : num_features)
         for (std::size_t i = skipped_lines; i < lines.size(); ++i) {
-#pragma omp cancellation point for
+            #pragma omp cancellation point for
             try {
                 const std::string_view line = lines[i];
 
@@ -60,15 +70,15 @@ namespace plssvm::detail::io {
                 const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos_whitespace, pos_colon - pos_whitespace));
                 num_features = std::max<std::size_t>(num_features, index);
             } catch (const std::exception &) {
-// catch first exception and store it
-#pragma omp critical
+                // catch first exception and store it
+                #pragma omp critical
                 {
                     if (!parallel_exception) {
                         parallel_exception = std::current_exception();
                     }
                 }
-// cancel parallel execution, needs env variable OMP_CANCELLATION=true
-#pragma omp cancel for
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
             }
         }
     }
@@ -81,8 +91,33 @@ namespace plssvm::detail::io {
     return num_features;
 }
 
+/**
+ * @brief Parse all data points and potential using the file @p reader, ignoring all empty lines and lines starting with an `#`.
+ *        If no labels are found, returns an empty vector.
+ * @details An example file can look like
+ * @code
+ * 1 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
+ * 1 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+ * -1 1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
+ * -1 1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
+ * -1 1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
+ * @endcode
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @param[in] reader the file_reader used to read the LIBSVM data
+ * @param[in] skipped_lines the number of lines that should be skipped at the beginning
+ * @note The features must be provided with one-based indices!
+ * @throws plssvm::invalid_file_format_exception if no features could be found (may indicate an empty file)
+ * @throws plssvm::invalid_file_format_exception if a label couldn't be converted to the provided @p label_type
+ * @throws plssvm::invalid_file_format_exception if a feature index couldn't be converted to `unsigned long`
+ * @throws plssvm::invalid_file_format_exception if a feature value couldn't be converted to the provided @p real_type
+ * @throws plssvm::invalid_file_format_exception if the provided LIBSVM file uses zero-based indexing (LIBSVM mandates one-based indices)
+ * @throws plssvm::invalid_file_format_exception if the feature (indices) are not given in a strictly increasing order
+ * @throws plssvm::invalid_file_format_exception if only **some** data points are annotated with labels
+ * @return a std::tuple containing: [num_data_points, num_features, data_points, labels] (`[[nodiscard]]`)
+ */
 template <typename real_type, typename label_type>
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_libsvm_data(file_reader &reader, const std::size_t skipped_lines = 0) {
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_libsvm_data(const file_reader &reader, const std::size_t skipped_lines = 0) {
     PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
     // sanity check: can't skip more lines than are present
     PLSSVM_ASSERT(skipped_lines <= reader.num_lines(), "Tried to skipp {} lines, but only {} are present!", skipped_lines, reader.num_lines());
@@ -104,13 +139,11 @@ template <typename real_type, typename label_type>
     bool has_label = false;
     bool has_no_label = false;
 
-#pragma omp parallel default(none) shared(reader, skipped_lines, data, label, parallel_exception, has_label, has_no_label) firstprivate(num_features)
+    #pragma omp parallel default(none) shared(reader, skipped_lines, data, label, parallel_exception, has_label, has_no_label) firstprivate(num_features)
     {
-#pragma omp for reduction(||                        \
-                          : has_label) reduction(|| \
-                                                 : has_no_label)
+        #pragma omp for reduction(|| : has_label) reduction(|| : has_no_label)
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-#pragma omp cancellation point for
+            #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(skipped_lines + i);
                 unsigned long last_index = 0;
@@ -161,15 +194,15 @@ template <typename real_type, typename label_type>
                 // move filled line to overall matrix
                 data[i] = std::move(vline);
             } catch (const std::exception &) {
-// catch first exception and store it
-#pragma omp critical
+                // catch first exception and store it
+                #pragma omp critical
                 {
                     if (!parallel_exception) {
                         parallel_exception = std::current_exception();
                     }
                 }
-// cancel parallel execution, needs env variable OMP_CANCELLATION=true
-#pragma omp cancel for
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
             }
         }
     }
@@ -186,29 +219,51 @@ template <typename real_type, typename label_type>
     return std::make_tuple(num_data_points, num_features, std::move(data), !has_no_label ? std::move(label) : std::vector<label_type>{});
 }
 
+/**
+ * @brief Write the provided @p data and @p labels to the LIBSVM file @p filename.
+ * @details An example file can look like
+ * @code
+ * 1 1:-1.117827500607882 3:0.66638344270039144 4:1.0978832703949288
+ * 1 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+ * -1 3:0.13009428079760464 4:0.7261913886869387
+ * -1 1:-0.20981208921241892 2:0.60276937379453293
+ * -1 4:1.6464627048813514
+ * @endcode
+ * Note that the output may be sparse, i.e., all features with a value of `0.0` are omitted in the resulting file.
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
+ * @param[in] filename the filename to write the data to
+ * @param[in] data the data points to write to the file
+ * @param[in] label the labels to write to the file
+ * @note The resulting order of the data points in the LIBSVM file is unspecified!
+ * @note The features are written using one-based indices!
+ */
 template <typename real_type, typename label_type, bool has_label>
-inline void write_libsvm_data_impl(const std::string &filename, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
+inline void write_libsvm_data_impl(const std::string &filename, const std::vector<std::vector<real_type>> &data, const std::vector<label_type> &label) {
     if constexpr (has_label) {
-        PLSSVM_ASSERT(X.empty() || !y.empty(), "has_label is 'true' but no labels were provided!");
-        PLSSVM_ASSERT(X.size() == y.size(), "Number of data points ({}) and number of labels ({}) mismatch!", X.size(), y.size());
+        PLSSVM_ASSERT(data.empty() || !label.empty(), "has_label is 'true' but no labels were provided!");
+        PLSSVM_ASSERT(data.size() == label.size(), "Number of data points ({}) and number of labels ({}) mismatch!", data.size(), label.size());
+    } else {
+        PLSSVM_ASSERT(label.empty(), "has_label is 'false' but labels were provided!");
     }
 
     // create output file
     fmt::ostream out = fmt::output_file(filename);
 
     // format one output-line
-    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &d) {
+    auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &data_point) {
         static constexpr std::size_t BLOCK_SIZE = 64;
         static constexpr std::size_t CHARS_PER_BLOCK = 128;
         static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
         static char buffer[BUFFER_SIZE];
-#pragma omp threadprivate(buffer)
+        #pragma omp threadprivate(buffer)
 
-        for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
+        for (typename std::vector<real_type>::size_type j = 0; j < data_point.size(); j += BLOCK_SIZE) {
             char *ptr = buffer;
-            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, d.size() - j); ++i) {
-                if (d[j + i] != real_type{ 0.0 }) {
-                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:.10e} "), j + i + 1, d[j + i]);
+            for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, data_point.size() - j); ++i) {
+                if (data_point[j + i] != real_type{ 0.0 }) {
+                    ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:.10e} "), j + i + 1, data_point[j + i]);
                 }
             }
             output.append(buffer, ptr - buffer);
@@ -216,31 +271,67 @@ inline void write_libsvm_data_impl(const std::string &filename, const std::vecto
         output.push_back('\n');
     };
 
-#pragma omp parallel default(none) shared(out, X, y, format_libsvm_line)
+    #pragma omp parallel default(none) shared(out, data, label, format_libsvm_line)
     {
         // all support vectors
         std::string out_string;
-#pragma omp for schedule(dynamic) nowait
-        for (typename std::vector<real_type>::size_type i = 0; i < X.size(); ++i) {
+        #pragma omp for schedule(dynamic) nowait
+        for (typename std::vector<real_type>::size_type i = 0; i < data.size(); ++i) {
             if constexpr (has_label) {
-                out_string.append(fmt::format(FMT_COMPILE("{} "), y[i]));
+                out_string.append(fmt::format(FMT_COMPILE("{} "), label[i]));
             }
-            format_libsvm_line(out_string, X[i]);
+            format_libsvm_line(out_string, data[i]);
         }
 
-#pragma omp critical
+        #pragma omp critical
         out.print("{}", out_string);
     }
 }
 
+/**
+ * @brief Write the provided @p data and @p labels to the LIBSVM file @p filename.
+ * @details An example file can look like
+ * @code
+ * 1 1:-1.117827500607882 3:0.66638344270039144 4:1.0978832703949288
+ * 1 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+ * -1 3:0.13009428079760464 4:0.7261913886869387
+ * -1 1:-0.20981208921241892 2:0.60276937379453293
+ * -1 4:1.6464627048813514
+ * @endcode
+ * Note that the output may be sparse, i.e., all features with a value of `0.0` are omitted in the resulting file.
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @param[in] filename the filename to write the data to
+ * @param[in] data the data points to write to the file
+ * @param[in] label the labels to write to the file
+ * @note The resulting order of the data points in the LIBSVM file is unspecified!
+ * @note The features are written using one-based indices!
+ */
 template <typename real_type, typename label_type>
-inline void write_libsvm_data(const std::string &filename, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
-    write_libsvm_data_impl<real_type, label_type, true>(filename, X, y);
+inline void write_libsvm_data(const std::string &filename, const std::vector<std::vector<real_type>> &data, const std::vector<label_type> &label) {
+    write_libsvm_data_impl<real_type, label_type, true>(filename, data, label);
 }
 
+/**
+ * @brief Write the provided @p data to the LIBSVM file @p filename.
+ * @details An example file can look like
+ * @code
+ * 1:-1.117827500607882 3:0.66638344270039144 4:1.0978832703949288
+ * 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+ * 3:0.13009428079760464 4:0.7261913886869387
+ * 1:-0.20981208921241892 2:0.60276937379453293
+ * 4:1.6464627048813514
+ * @endcode
+ * Note that the output may be sparse, i.e., all features with a value of `0.0` are omitted in the resulting file.
+ * @tparam real_type the floating point type
+ * @param[in] filename the filename to write the data to
+ * @param[in] data the data points to write to the file
+ * @note The resulting order of the data points in the LIBSVM file is unspecified!
+ * @note The features are written using one-based indices!
+ */
 template <typename real_type>
-inline void write_libsvm_data(const std::string &filename, const std::vector<std::vector<real_type>> &X) {
-    write_libsvm_data_impl<real_type, real_type, false>(filename, X, {});
+inline void write_libsvm_data(const std::string &filename, const std::vector<std::vector<real_type>> &data) {
+    write_libsvm_data_impl<real_type, real_type, false>(filename, data, {});
 }
 
 }  // namespace plssvm::detail::io
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 1faa27637..43d1dab0b 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -10,20 +10,23 @@
 
 #include "plssvm/detail/io/libsvm_parsing.hpp"
 
-#include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
+#include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
 
+#include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
-                                   // ::testing::{Test, Types}
+#include "gtest/gtest.h"           // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                   // ::testing::{Test, Types, TestWithParam, Values}
 
-#include <cstddef>     // std::size_t
-#include <filesystem>  // std::filesystem::remove
-#include <string>      // std::string
-#include <utility>     // std::pair
-#include <vector>      // std::vector
+#include <cstddef>      // std::size_t
+#include <filesystem>   // std::filesystem::remove
+#include <string>       // std::string
+#include <tuple>        // std::ignore
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::pair, std::make_pair
+#include <vector>       // std::vector
 
 // struct for the used type combinations
 template <typename T, typename U>
@@ -49,12 +52,14 @@ TEST_P(LIBSVMParseNumFeatures, num_features) {
     reader.read_lines('#');
     EXPECT_EQ((plssvm::detail::io::parse_libsvm_num_features(reader.lines())), num_features);
 }
+// clang-format off
 INSTANTIATE_TEST_SUITE_P(LIBSVMParse, LIBSVMParseNumFeatures, ::testing::Values(
-                                                                  std::make_pair("/data/libsvm/5x4_int.libsvm", 4),
-                                                                  std::make_pair("/data/libsvm/5x4_sparse_string.libsvm", 4),
-                                                                  std::make_pair("/data/libsvm/3x2_without_label.libsvm", 2),
-                                                                  std::make_pair("/data/libsvm/500x200.libsvm", 200),
-                                                                  std::make_pair("/data/empty.txt", 0)));
+                                                      std::make_pair("/data/libsvm/5x4_int.libsvm", 4),
+                                                      std::make_pair("/data/libsvm/5x4_sparse_string.libsvm", 4),
+                                                      std::make_pair("/data/libsvm/3x2_without_label.libsvm", 2),
+                                                      std::make_pair("/data/libsvm/500x200.libsvm", 200),
+                                                      std::make_pair("/data/empty.txt", 0)));
+// clang-format on
 
 TEST(LIBSVMParseNumFeatures, index_with_alpha_char_at_the_beginning) {
     // parse the LIBSVM file
@@ -605,4 +610,15 @@ TYPED_TEST(LIBSVMWriteDeathTest, data_and_label_size_mismatch) {
 
     // try to write the necessary data to the file
     EXPECT_DEATH(plssvm::detail::io::write_libsvm_data(this->filename, data, label), ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
+}
+TYPED_TEST(LIBSVMWriteDeathTest, labels_provided_but_not_written) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
+
+    // try to write the necessary data to the file
+    EXPECT_DEATH((plssvm::detail::io::write_libsvm_data_impl<real_type, label_type, false>(this->filename, data, label)), "has_label is 'false' but labels were provided!");
 }
\ No newline at end of file

From f02a06fa57d8dfa0a14e051e1624728308ed427e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Sep 2022 16:33:58 +0200
Subject: [PATCH 0234/1010] Add gtest filter to disable death tests if PLSSVM
 assertions are off. Remove ifdefs accordingly.

---
 tests/CMakeLists.txt             | 15 ++++++++++++++-
 tests/detail/execution_range.cpp |  4 ----
 tests/detail/layout.cpp          |  6 +-----
 3 files changed, 15 insertions(+), 10 deletions(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index fc5dd5639..20f335825 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -137,7 +137,20 @@ target_link_libraries(${PLSSVM_BASE_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRAR
 
 # add tests to google test
 include(GoogleTest)
-gtest_add_tests(TARGET ${PLSSVM_BASE_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+string(TOUPPER "${CMAKE_BUILD_TYPE}" PLSSVM_CMAKE_BUILD_TYPE_UPPER_CASE)
+set(PLSSVM_CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS_${PLSSVM_CMAKE_BUILD_TYPE_UPPER_CASE}}")
+if (PLSSVM_ENABLE_ASSERTS OR NOT "${PLSSVM_CMAKE_CXX_FLAGS}" MATCHES ".*NDEBUG.*")
+    # assertions are enabled -> enable Google death tests
+    message(STATUS "Enabling GTest's death tests.")
+    gtest_add_tests(TARGET ${PLSSVM_BASE_TEST_NAME}
+            WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+else()
+    # assertions are disabled -> disable Google death tests
+    message(STATUS "Disabling GTest's death tests.")
+    gtest_add_tests(TARGET ${PLSSVM_BASE_TEST_NAME}
+            WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests
+            EXTRA_ARGS --gtest_filter -*DeathTest)
+endif()
 
 
 # add test for help messages
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
index b5d836e88..7e0d2cfbb 100644
--- a/tests/detail/execution_range.cpp
+++ b/tests/detail/execution_range.cpp
@@ -42,8 +42,6 @@ TEST(ExecutionRange, initializer_list) {
     check_execution_range(execution_range{ { 31, 32, 33 }, { 31, 32, 33 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 });
 }
 
-#if defined(PLSSVM_ASSERT_ENABLED)
-
 TEST(ExecutionRangeDeathTest, initializer_list_too_few_dimensions) {
     using plssvm::detail::execution_range;
 
@@ -62,8 +60,6 @@ TEST(ExecutionRangeDeathTest, initializer_list_too_many_dimensions) {
     EXPECT_DEATH((execution_range{ { 11 }, { 51, 52, 53, 54, 55 } }), "The number of block sizes specified must be between 1 and 3, but is 5!");
 }
 
-#endif
-
 TEST(ExecutionRange, array) {
     using plssvm::detail::execution_range;
 
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 2f4605125..9b9ba559d 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -161,8 +161,6 @@ TYPED_TEST(Layout, struct_of_arrays_fewer_data_points) {
     EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
 }
 
-#if defined(PLSSVM_ASSERT_ENABLED)
-
 template <typename T>
 class LayoutDeathTest : public ::testing::Test {};
 TYPED_TEST_SUITE(LayoutDeathTest, floating_point_types);
@@ -199,6 +197,4 @@ TYPED_TEST(LayoutDeathTest, empty_features) {
     std::vector<std::vector<TypeParam>> matrix = { {}, {} };
     EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "All features are empty!");
     EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "All features are empty!");
-}
-
-#endif
\ No newline at end of file
+}
\ No newline at end of file

From 972a34f1f891654cdec61116bf02868983abe0e1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Sep 2022 17:11:46 +0200
Subject: [PATCH 0235/1010] Change arff related functions' API to be more in
 line with the corresponding LIBSVM functions.

---
 include/plssvm/data_set.hpp               |  77 +++++----------
 include/plssvm/detail/io/arff_parsing.hpp | 112 +++++++++++++---------
 2 files changed, 89 insertions(+), 100 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 373843fe4..4052eefe7 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -413,16 +413,11 @@ void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
 
 template <typename T, typename U>
 void data_set<T, U>::write_arff_file(const std::string &filename) const {
-    fmt::ostream out = fmt::output_file(filename);
-
-    // write header information
-    detail::io::write_arff_header<label_type>(out, num_features_, this->has_labels());
-
-    // write data
+    // write file
     if (this->has_labels()) {
-        detail::io::write_arff_data(out, *X_ptr_, *labels_ptr_);
+        detail::io::write_arff_data(filename, *X_ptr_, *labels_ptr_);
     } else {
-        detail::io::write_arff_data(out, *X_ptr_);
+        detail::io::write_arff_data(filename, *X_ptr_);
     }
 }
 
@@ -464,68 +459,40 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
 
 template <typename T, typename U>
 void data_set<T, U>::read_libsvm_file(const std::string &filename) {
-    detail::io::file_reader f{ filename };
-    f.read_lines('#');
-//
-//    // parse sizes
-//    num_data_points_ = f.num_lines();
-//    num_features_ = detail::io::parse_libsvm_num_features(f, num_data_points_, 0);
-//
-//    std::vector<std::vector<real_type>> X(num_data_points_);
-//    std::vector<label_type> labels(num_data_points_);
-//
-//    // parse file
-//    const bool has_label = detail::io::read_libsvm_data(f, 0, X, labels, num_features_);
-//
-//    // move data to pointers
-//    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
-//    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
-//
-//    // update shared pointer
-//    if (!has_label) {
-//        labels_ptr_ = nullptr;
-//    }
-    std::vector<std::vector<real_type>> X{};
-    std::vector<label_type> y{};
-
-    std::tie(num_data_points_, num_features_, X, y) = detail::io::parse_libsvm_data<real_type, label_type>(f);
+    detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+
+    std::vector<std::vector<real_type>> data{};
+    std::vector<label_type> label{};
+
+    std::tie(num_data_points_, num_features_, data, label) = detail::io::parse_libsvm_data<real_type, label_type>(reader);
 
     // update shared pointer
-    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
-    if (y.empty()) {
+    X_ptr_ = std::make_shared<decltype(data)>(std::move(data));
+    if (label.empty()) {
         labels_ptr_ = nullptr;
     } else {
-        labels_ptr_ = std::make_shared<decltype(y)>(std::move(y));
+        labels_ptr_ = std::make_shared<decltype(label)>(std::move(label));
     }
 }
 
 template <typename T, typename U>
 void data_set<T,U>::read_arff_file(const std::string &filename) {
-    detail::io::file_reader f{ filename };
-    f.read_lines('%');
-
-    // parse arff header, structured binding
-    size_type header = 0;
-    size_type max_size = 0;
-    bool has_label = false;
-    std::tie(header, max_size, has_label) = detail::io::read_arff_header(f);
-
-    num_data_points_ = f.num_lines() - (header + 1);
-    num_features_ = has_label ? max_size - 1 : max_size;
+    detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
 
-    std::vector<std::vector<real_type>> X(num_data_points_, std::vector<real_type>(num_features_));
-    std::vector<label_type> labels(num_data_points_);
+    std::vector<std::vector<real_type>> data{};
+    std::vector<label_type> label{};
 
     // parse file
-    detail::io::read_arff_data(f, header, num_features_, max_size, has_label, X, labels);
-
-    // move data to pointers
-    X_ptr_ = std::make_shared<decltype(X)>(std::move(X));
-    labels_ptr_ = std::make_shared<decltype(labels)>(std::move(labels));
+    std::tie(num_data_points_, num_features_, data, label) = detail::io::parse_arff_data<real_type, label_type>(reader);
 
     // update shared pointer
-    if (!has_label) {
+    X_ptr_ = std::make_shared<decltype(data)>(std::move(data));
+    if (label.empty()) {
         labels_ptr_ = nullptr;
+    } else {
+        labels_ptr_ = std::make_shared<decltype(label)>(std::move(label));
     }
 }
 
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index bd313bf2c..dccc23a7e 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -17,8 +17,8 @@
 #include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
-#include "fmt/format.h"   // fmt::format, fmt::join
-#include "fmt/os.h"       // fmt::ostream
+#include "fmt/format.h"  // fmt::format, fmt::join
+#include "fmt/os.h"      // fmt::ostream
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
@@ -27,11 +27,9 @@
 #include <tuple>        // std::tuple, std::make_tuple
 #include <vector>       // std::vector
 
-
 namespace plssvm::detail::io {
 
-
-inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
     std::size_t num_features = 0;
     bool has_label = false;
 
@@ -51,7 +49,7 @@ inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &
                 }
                 // found a class
                 has_label = true;
-                continue; // don't increment num_features
+                continue;  // don't increment num_features
             } else if (line.find("NUMERIC") == std::string::npos) {
                 throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
             }
@@ -76,14 +74,28 @@ inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &
 }
 
 template <typename real_type, typename label_type>
-inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t num_features, std::size_t max_size, bool has_label, std::vector<std::vector<real_type>> &X, std::vector<label_type> &y) {
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_arff_data(file_reader &reader) {
     std::exception_ptr parallel_exception;
 
-    #pragma omp parallel default(none) shared(reader, X, y, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+    // parse arff header, structured binding
+    std::size_t header = 0;
+    std::size_t max_size = 0;
+    bool has_label = false;
+    std::tie(header, max_size, has_label) = detail::io::read_arff_header(reader);
+
+    // calculate data set sizes
+    const std::size_t num_data_points = reader.num_lines() - (header + 1);
+    const std::size_t num_features = has_label ? max_size - 1 : max_size;
+
+    // create data and label vectors
+    std::vector<std::vector<real_type>> data(num_data_points, std::vector<real_type>(num_features));
+    std::vector<label_type> label(num_data_points);
+
+#pragma omp parallel default(none) shared(reader, data, label, parallel_exception) firstprivate(header, num_features, max_size, has_label)
     {
-        #pragma omp for
-        for (std::size_t i = 0; i < X.size(); ++i) {
-            #pragma omp cancellation point for
+#pragma omp for
+        for (std::size_t i = 0; i < data.size(); ++i) {
+#pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + header + 1);
                 //
@@ -122,9 +134,9 @@ inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t
                         // write parsed value depending on the index
                         if (index == max_size - 1 && has_label) {
                             is_class_set = true;
-                            y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                            label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
                         } else {
-                            X[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                            data[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         }
 
                         // remove already processes part of the line
@@ -145,14 +157,14 @@ inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t
                         if (next_pos == std::string_view::npos) {
                             throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
                         }
-                        X[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        data[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         pos = next_pos + 1;
                     }
                     // write last number to the correct vector (based on the fact whether labels are present or not)
                     if (has_label) {
-                        y[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                        label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
                     } else {
-                        X[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                        data[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
                     }
                     // check whether superfluous data points are left
                     next_pos = line.find_first_of(',', pos);
@@ -161,15 +173,15 @@ inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t
                     }
                 }
             } catch (const std::exception &) {
-                // catch first exception and store it
-                #pragma omp critical
+// catch first exception and store it
+#pragma omp critical
                 {
                     if (!parallel_exception) {
                         parallel_exception = std::current_exception();
                     }
                 }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
+// cancel parallel execution, needs env variable OMP_CANCELLATION=true
+#pragma omp cancel for
             }
         }
     }
@@ -178,14 +190,28 @@ inline void read_arff_data(file_reader &reader, std::size_t header, std::size_t
     if (parallel_exception) {
         std::rethrow_exception(parallel_exception);
     }
+
+    return std::make_tuple(num_data_points, num_features, std::move(data), has_label ? std::move(label) : std::vector<label_type>{});
 }
 
-template <typename label_type>
-inline void write_arff_header(fmt::ostream &out, const std::size_t num_features, const bool has_labels) {
+template <typename real_type, typename label_type, bool has_label>
+inline void write_arff_data_impl(const std::string &filename, const std::vector<std::vector<real_type>> &data, const std::vector<label_type> &label) {
+    // create file
+    fmt::ostream out = fmt::output_file(filename);
+
+    const std::size_t num_data_points = data.size();
+    if (num_data_points == 0) {
+        // nothing to output
+        return;
+    }
+    const std::size_t num_features = data.front().size();
+
+    // write arff header for features
     for (std::size_t i = 0; i < num_features; ++i) {
         out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
     }
-    if (has_labels) {
+    // write arff header for the label if existing
+    if constexpr (has_label) {
         if constexpr (std::is_same_v<detail::remove_cvref_t<label_type>, std::string>) {
             out.print("@ATTRIBUTE class STRING\n\n");
         } else {
@@ -193,38 +219,34 @@ inline void write_arff_header(fmt::ostream &out, const std::size_t num_features,
         }
     }
     out.print("@DATA\n");
-}
 
-template <typename real_type, typename label_type>
-inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X, const std::vector<label_type> &y) {
-    #pragma omp parallel default(none) shared(out, X, y)
+    // write arff data
+#pragma omp parallel default(none) shared(out, data, label) firstprivate(num_data_points)
     {
         // all support vectors
         std::string out_string;
-        #pragma omp for schedule(dynamic) nowait
-        for (std::size_t i = 0; i < X.size(); ++i) {
-            out_string.append(fmt::format("{},{}\n", fmt::join(X[i], ","), y[i]));
+#pragma omp for schedule(dynamic) nowait
+        for (std::size_t i = 0; i < num_data_points; ++i) {
+            if constexpr (has_label) {
+                out_string.append(fmt::format("{},{}\n", fmt::join(data[i], ","), label[i]));
+            } else {
+                out.print("{}\n", fmt::join(data[i], ","));
+            }
         }
 
-        #pragma omp critical
+#pragma omp critical
         out.print("{}", out_string);
     }
 }
 
-template <typename real_type>
-inline void write_arff_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &X) {
-    #pragma omp parallel default(none) shared(out, X)
-    {
-        // all support vectors
-        std::string out_string;
-        #pragma omp for schedule(dynamic) nowait
-        for (std::size_t i = 0; i < X.size(); ++i) {
-            out.print("{}\n", fmt::join(X[i], ","));
-        }
+template <typename real_type, typename label_type>
+inline void write_arff_data(const std::string &filename, const std::vector<std::vector<real_type>> &data, const std::vector<label_type> &label) {
+    write_arff_data_impl<real_type, label_type, true>(filename, data, label);
+}
 
-        #pragma omp critical
-        out.print("{}", out_string);
-    }
+template <typename real_type>
+inline void write_arff_data(const std::string &filename, const std::vector<std::vector<real_type>> &data) {
+    write_arff_data_impl<real_type, real_type, false>(filename, data, {});
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm::detail::io
\ No newline at end of file

From 54060023b5f36e25916372c8207af2ecee59bc55 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 16 Sep 2022 18:04:51 +0200
Subject: [PATCH 0236/1010] Explicitly set file_content_ to a nullptr for a
 well-defined state.

---
 src/plssvm/detail/io/file_reader.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index c54e2e233..329ae2f2d 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -117,6 +117,7 @@ void file_reader::close() {
 #endif
         // delete allocated buffer (deleting nullptr is a no-op)
         delete[] file_content_;
+        file_content_ = nullptr;
         num_bytes_ = 0;
 
         // clear lines vector

From 67794f1cd7931c1cfd69f6139d712dc0d9c6cdb4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 17 Sep 2022 17:54:08 +0200
Subject: [PATCH 0237/1010] Use std::ignore instead of variable with
 [[maybe_unused]] attribute.

---
 tests/detail/io/file_reader.cpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index f4194fddf..ed693475b 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -362,8 +362,7 @@ TEST_P(FileReaderLinesDeathTest, line_out_of_bounce) {
 
     // check if the i-th line is correct
     ASSERT_EQ(reader.lines().size(), filter_lines(lines, comment).size());
-    [[maybe_unused]] std::string_view ret;
-    EXPECT_DEATH(ret = reader.line(reader.num_lines()), fmt::format("Out-of-bounce access!: {} >= {}", reader.num_lines(), reader.num_lines()));
+    EXPECT_DEATH(std::ignore = reader.line(reader.num_lines()), fmt::format("Out-of-bounce access!: {} >= {}", reader.num_lines(), reader.num_lines()));
 }
 INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLinesDeathTest, ::testing::ValuesIn(file_lines));
 

From c0f270cc958704c55280fe81581b99014d0777b2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 17 Sep 2022 17:56:28 +0200
Subject: [PATCH 0238/1010] Add new python package to output the file size of
 the generated data set in a human-readable form.

---
 README.md                        | 4 ++--
 install/python_requirements.txt  | 3 ++-
 utility_scripts/generate_data.py | 5 +++--
 3 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index c23a1a161..02d21ee41 100644
--- a/README.md
+++ b/README.md
@@ -251,8 +251,8 @@ In order to use all functionality, the following Python3 modules must be install
 [`argparse`](https://docs.python.org/3/library/argparse.html), [`timeit`](https://docs.python.org/3/library/timeit.html),
 [`numpy`](https://pypi.org/project/numpy/), [`pandas`](https://pypi.org/project/pandas/),
 [`sklearn`](https://scikit-learn.org/stable/), [`arff`](https://pypi.org/project/arff/),
-[`matplotlib`](https://pypi.org/project/matplotlib/) and
-[`mpl_toolkits`](https://pypi.org/project/matplotlib/)
+[`matplotlib`](https://pypi.org/project/matplotlib/), [`mpl_toolkits`](https://pypi.org/project/matplotlib/),
+and [`humanize`](https://pypi.org/project/humanize/).
 
 ```bash
 python3 utility_scripts/generate_data**.py --help
diff --git a/install/python_requirements.txt b/install/python_requirements.txt
index 4e86a4e9a..15dffb945 100644
--- a/install/python_requirements.txt
+++ b/install/python_requirements.txt
@@ -8,4 +8,5 @@ pylspci
 numpy
 pandas
 arff
-matplotlib
\ No newline at end of file
+matplotlib
+humanize
\ No newline at end of file
diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index 17704ea93..cbc9ba550 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -11,6 +11,7 @@
 import argparse
 from timeit import default_timer as timer
 import os
+import humanize
 
 # data set creation
 from sklearn.datasets import make_classification
@@ -144,8 +145,8 @@ def dump_arff_file(out_data, out_file, relation):
 print("Done in {}ms.".format(int((end_time - start_time) * 1000)))
 
 # output info
-print("Created training data set '{}' with {} data points and {} features.".format(
-    file, args.samples, args.features))
+print("Created training data set '{}' ({}) with {} data points and {} features.".format(
+    file, humanize.naturalsize(os.path.getsize(file)), args.samples, args.features))
 if args.test_samples > 0:
     print("Created test data set '{}' with {} data points and {} features."
           .format(test_file, args.test_samples, args.features))

From 9bef0bd163b068d7be7eaf1513e1e81cf2df7826 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Sat, 17 Sep 2022 19:11:06 +0200
Subject: [PATCH 0239/1010] Add support for memory mapped IO under Windows.

---
 include/plssvm/detail/io/file_reader.hpp |  30 ++++++-
 src/plssvm/detail/io/file_reader.cpp     | 106 ++++++++++++++++++++---
 2 files changed, 122 insertions(+), 14 deletions(-)

diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index 2d58ba911..eef66eb26 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -15,7 +15,15 @@
 
 // check if memory mapping can be supported
 #if __has_include(<fcntl.h>) && __has_include(<sys/mman.h>) && __has_include(<sys/stat.h>) && __has_include(<unistd.h>)
+    // supported (UNIX system)
     #define PLSSVM_HAS_MEMORY_MAPPING
+    #define PLSSVM_HAS_MEMORY_MAPPING_UNIX
+#elif __has_include(<windows.h>)
+    // supported (Windows system)
+    #define PLSSVM_HAS_MEMORY_MAPPING
+    #define PLSSVM_HAS_MEMORY_MAPPING_WINDOWS
+
+    #include <windows.h>  // HANDLE
 #endif
 
 #include <filesystem>   // std::filesystem::path
@@ -147,15 +155,22 @@ class file_reader {
     [[nodiscard]] const char *buffer() const noexcept;
 
   private:
-#if defined(PLSSVM_HAS_MEMORY_MAPPING)
     /**
-     * @brief Try to open the file @p filename and "read" its content using memory mapped IO.
+     * @brief Try to open the file @p filename and "read" its content using memory mapped IO on UNIX systems.
      * @details Currently memory mapped IO is only supported under Linux systems. If the file could not be memory mapped, automatically falls back to open_file().
      * @param[in] filename the file to open
      * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
      */
-    void open_memory_mapped_file(const char *filename);
-#endif
+    void open_memory_mapped_file_unix(const char *filename);
+
+    /**
+     * @brief Try to open the file @p filename and "read" its content using memory mapped IO on Windows systems.
+     * @details Currently memory mapped IO is only supported under Linux systems. If the file could not be memory mapped, automatically falls back to open_file().
+     * @param[in] filename the file to open
+     * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
+     */
+    void open_memory_mapped_file_windows(const char *filename);
+
     /**
      * @brief Read open the file and read its content in one buffer using a normal std::ifstream.
      * @param[in] filename the file to open
@@ -165,8 +180,15 @@ class file_reader {
     void open_file(const char *filename);
 
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
+    #if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
     /// The file descriptor used in the POSIX file and memory mapped IO functions.
     int file_descriptor_{ 0 };
+    #elif defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
+    /// The file handle used in the Windows file and memory mapped IO functions.
+    HANDLE file_{};
+    /// The file handle for the memory mapped file in Windows.
+    HANDLE mapped_file_{};
+    #endif
     /// `true` if the file could successfully be memory mapped and, therefore, must also be unmapped at the end, `false` otherwise.
     bool must_unmap_file_{ false };
 #endif
diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index 329ae2f2d..eb482c1ca 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -15,11 +15,15 @@
 #include "fmt/core.h"  // fmt::format
 
 // check if memory mapping can be supported
-#if defined(PLSSVM_HAS_MEMORY_MAPPING)
+#if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
     #include <fcntl.h>     // open, O_RDONLY
     #include <sys/mman.h>  // mmap, munmap
     #include <sys/stat.h>  // fstat
     #include <unistd.h>    // close
+#elif defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
+    #include <windows.h>  // CreateFile, GetLastError, GetFileSizeEx, CreateFileMapping, MapViewOfFile, UnmapViewOfFile, CloseHandle
+                          // HANDLE, GENERIC_READ, FILE_SHARE_READ, OPEN_EXISTING, FILE_ATTRIBUTE_READONLY,l INVALID_HANDLE_VALUE, ERROR_FILE_NOT_FOUND,
+                          // PAGE_READONLY, FILE_MAP_READ, LARGE_INTEGER
 #endif
 
 #include <filesystem>   // std::filesystem::path
@@ -55,7 +59,12 @@ file_reader::~file_reader() {
 
 file_reader::file_reader(file_reader &&other) noexcept :
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
+    #if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
     file_descriptor_{ std::exchange(other.file_descriptor_, 0) },
+    #elif defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
+    file_{ std::exchange(other.file_, HANDLE{}) },
+    mapped_file_{ std::exchange(other.mapped_file_, HANDLE{}) },
+    #endif
     must_unmap_file_{ std::exchange(other.must_unmap_file_, false) },
 #endif
     file_content_{ std::exchange(other.file_content_, nullptr) },
@@ -80,9 +89,12 @@ void file_reader::open(const char *filename) {
         throw file_reader_exception{ "This file_reader is already associated to a file!" };
     }
 
-#if defined(PLSSVM_HAS_MEMORY_MAPPING)
-    // headers for memory mapped IO are present -> try it
-    this->open_memory_mapped_file(filename);
+#if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
+    // headers for memory mapped IO on UNIX are present -> try it
+    this->open_memory_mapped_file_unix(filename);
+#elif defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
+    // headers for memory mapped IO on Windows are present -> try it
+    this->open_memory_mapped_file_windows(filename);
 #else
     // memory mapped IO headers are missing -> use std::ifstream instead
     this->open_file(filename);
@@ -104,7 +116,7 @@ bool file_reader::is_open() const noexcept {
 }
 void file_reader::close() {
     if (this->is_open()) {
-#if defined(PLSSVM_HAS_MEMORY_MAPPING)
+#if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
         if (must_unmap_file_) {
             // unmap file
             ::munmap(file_content_, num_bytes_);
@@ -114,6 +126,19 @@ void file_reader::close() {
         file_descriptor_ = 0;
         file_content_ = nullptr;
         must_unmap_file_ = false;
+#elif defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
+        if (must_unmap_file_) {
+            // unmap view
+            UnmapViewOfFile(file_content_);
+            // unmap mapped file
+            CloseHandle(mapped_file_);
+            // close file
+            CloseHandle(file_);
+        }
+        file_ = HANDLE{};
+        mapped_file_ = HANDLE{};
+        file_content_ = nullptr;
+        must_unmap_file_ = false;
 #endif
         // delete allocated buffer (deleting nullptr is a no-op)
         delete[] file_content_;
@@ -130,7 +155,12 @@ void file_reader::close() {
 void file_reader::swap(file_reader &other) {
     using std::swap;
 #if defined(PLSSVM_HAS_MEMORY_MAPPING)
+    #if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
     swap(file_descriptor_, other.file_descriptor_);
+    #elif defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
+    swap(file_, other.file_);
+    swap(mapped_file_, other.mapped_file_);
+    #endif
     swap(must_unmap_file_, other.must_unmap_file_);
 #endif
     swap(file_content_, other.file_content_);
@@ -148,7 +178,7 @@ const std::vector<std::string_view> &file_reader::read_lines(const std::string_v
     std::string_view::size_type pos = 0;
     while (true) {
         // find newline
-        const std::string_view::size_type next_pos = file_content_view.find_first_of('\n', pos);
+        const std::string_view::size_type next_pos = file_content_view.find_first_of("\r\n", pos);
         if (next_pos == std::string_view::npos) {
             break;
         }
@@ -158,7 +188,8 @@ const std::vector<std::string_view> &file_reader::read_lines(const std::string_v
         if (!sv.empty() && !starts_with(sv, comment)) {
             lines_.push_back(sv);
         }
-        pos = next_pos + 1;
+        // correctly handle \r\n
+        pos = std::min(file_content_view.find_first_not_of("\r\n", next_pos), file_content_view.size());
     }
     // add last line
     const std::string_view sv = trim_left(std::string_view{ file_content_view.data() + pos, file_content_view.size() - pos });
@@ -186,8 +217,8 @@ const char *file_reader::buffer() const noexcept {
     return file_content_;
 }
 
-#if defined(PLSSVM_HAS_MEMORY_MAPPING)
-void file_reader::open_memory_mapped_file(const char *filename) {
+void file_reader::open_memory_mapped_file_unix([[maybe_unused]] const char *filename) {
+#if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
     // open the file
     file_descriptor_ = ::open(filename, O_RDONLY);
     struct stat attr {};
@@ -210,13 +241,68 @@ void file_reader::open_memory_mapped_file(const char *filename) {
             std::cerr << "Memory mapping failed, falling back to std::ifstream." << std::endl;
             this->open_file(filename);
         } else {
-            // set size
+            // memory mapping was successful -> set size
             num_bytes_ = static_cast<std::streamsize>(attr.st_size);
             must_unmap_file_ = true;
         }
     }
+#else
+    throw file_reader_exception{ "Called open_memory_mapped_file_unix(), but the necessary headers couldn't be found!" };
+#endif
 }
+
+void file_reader::open_memory_mapped_file_windows([[maybe_unused]] const char *filename) {
+#if defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
+    // open the file
+    file_ = CreateFile(filename, GENERIC_READ, FILE_SHARE_READ, nullptr, OPEN_EXISTING, FILE_ATTRIBUTE_READONLY, nullptr);
+    // check if file could be opened
+    if (file_ == INVALID_HANDLE_VALUE) {
+        // check if the problem was that the file could not be found
+        if (GetLastError() == ERROR_FILE_NOT_FOUND) {
+            throw file_not_found_exception{ fmt::format("Couldn't find file: '{}'!", filename) };
+        }
+        // something else went wrong -> try reading file with std::ifstream
+        std::cerr << fmt::format("Memory mapping failed (during opening the file ({})), falling back to std::ifstream.", GetLastError()) << std::endl;
+        this->open_file(filename);
+    } else {
+        // get file size
+        LARGE_INTEGER size;
+        GetFileSizeEx(file_, &size);
+        if (size.QuadPart == 0) {
+            // can't memory map empty file
+            CloseHandle(file_);
+            this->open_file(filename);
+        } else {
+            // create memory mapping
+            mapped_file_ = CreateFileMapping(file_, nullptr, PAGE_READONLY, 0, 0, nullptr);
+            // check if memory mapping was successful
+            if (mapped_file_ == nullptr) {
+                // something went wrong -> close file and try reading it with std::ifstream
+                CloseHandle(file_);
+                std::cerr << fmt::format("Memory mapping failed (during memory mapping the file ({})), falling back to std::ifstream.", GetLastError()) << std::endl;
+                this->open_file(filename);
+            } else {
+                // open file view used to read the actual data
+                file_content_ = static_cast<char *>(MapViewOfFile(mapped_file_, FILE_MAP_READ, 0, 0, 0));
+                // check if creating the view was successful
+                if (file_content_ == nullptr) {
+                    // something went wrong -> close (mapped) file and try reading it with std::ifstream
+                    CloseHandle(mapped_file_);
+                    CloseHandle(file_);
+                    std::cerr << fmt::format("Memory mapping failed (during creating the file view ({})), falling back to std::ifstream.", GetLastError()) << std::endl;
+                    this->open_file(filename);
+                } else {
+                    // memory mapping was successful -> set size
+                    num_bytes_ = static_cast<std::streamsize>(size.QuadPart);
+                    must_unmap_file_ = true;
+                }
+            }
+        }
+    }
+#else
+    throw file_reader_exception{ "Called open_memory_mapped_file_windows(), but the necessary headers couldn't be found!" };
 #endif
+}
 
 void file_reader::open_file(const char *filename) {
     // open the file

From 18ff56343307b5172f66741610f1fc5f127faf5e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 19 Sep 2022 17:48:54 +0200
Subject: [PATCH 0240/1010] Fix error that large values can't be read using
 std::fstream.

---
 src/plssvm/detail/io/file_reader.cpp | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index eb482c1ca..5e4e82430 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -323,9 +323,11 @@ void file_reader::open_file(const char *filename) {
     if (num_bytes_ > 0) {
         // allocate the necessary buffer
         file_content_ = new char[num_bytes_];
-        // read the whole file in one go
-        if (!f.read(file_content_, num_bytes_)) {
-            throw invalid_file_format_exception{ fmt::format("Error while reading file: '{}'!", filename) };
+        for (std::streamsize i = 0; i < static_cast<std::streamsize>(std::ceil(static_cast<double>(num_bytes_) / INT32_MAX)); ++i) {
+            // read the whole file in chunks of up to INT32_MAX byte at once
+            if (!f.read(file_content_ + i * INT32_MAX, std::min<std::streamsize>(INT32_MAX, num_bytes_ - i * INT32_MAX))) {
+                throw invalid_file_format_exception{ fmt::format("Error while reading file: '{}'!", filename) };
+            }
         }
     }
 }

From 31cf7a6e139f300f00c0a5b3b7c9821520f41936 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Mon, 19 Sep 2022 17:48:54 +0200
Subject: [PATCH 0241/1010] Fix error that large values can't be read using
 std::fstream.

---
 src/plssvm/detail/io/file_reader.cpp | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index eb482c1ca..6c9f15fba 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -26,6 +26,9 @@
                           // PAGE_READONLY, FILE_MAP_READ, LARGE_INTEGER
 #endif
 
+#include <algorithm>    // std::min
+#include <climits>      // INT32_MAX
+#include <cmath>        // std::ceil
 #include <filesystem>   // std::filesystem::path
 #include <fstream>      // std::ifstream
 #include <ios>          // std::ios, std::streamsize
@@ -323,9 +326,11 @@ void file_reader::open_file(const char *filename) {
     if (num_bytes_ > 0) {
         // allocate the necessary buffer
         file_content_ = new char[num_bytes_];
-        // read the whole file in one go
-        if (!f.read(file_content_, num_bytes_)) {
-            throw invalid_file_format_exception{ fmt::format("Error while reading file: '{}'!", filename) };
+        for (std::streamsize i = 0; i < static_cast<std::streamsize>(std::ceil(static_cast<double>(num_bytes_) / INT32_MAX)); ++i) {
+            // read the whole file in chunks of up to INT32_MAX byte at once
+            if (!f.read(file_content_ + i * INT32_MAX, std::min<std::streamsize>(INT32_MAX, num_bytes_ - i * INT32_MAX))) {
+                throw invalid_file_format_exception{ fmt::format("Error while reading file: '{}'!", filename) };
+            }
         }
     }
 }

From 60864aa6c657bb09a28d78b3ab926e13e793d8a5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 11:44:37 +0200
Subject: [PATCH 0242/1010] Improve the arff header parsing function and add
 tests.

---
 include/plssvm/detail/io/arff_parsing.hpp     | 112 +++++++++---
 tests/CMakeLists.txt                          |   1 +
 tests/data/arff/0x4.arff                      |   9 -
 ...4.arff.no_label => 3x2_without_label.arff} |   4 -
 tests/data/arff/{5x4.arff => 5x4_int.arff}    |   6 +-
 tests/data/arff/5x4_sparse_int.arff           |  16 ++
 tests/data/arff/5x4_sparse_string.arff        |  16 ++
 tests/data/arff/5x4_string.arff               |  16 ++
 .../class_unquoted_nominal_attribute.arff     |   9 +
 .../arff/invalid/class_with_wrong_label.arff  |   9 +
 .../arff/invalid/class_without_label.arff     |   9 +
 tests/data/arff/invalid/multiple_classes.arff |  10 ++
 .../data/arff/invalid/no_data_attribute.arff  |   8 +
 tests/data/arff/invalid/no_features.arff      |   7 +
 .../nominal_attribute_with_wrong_name.arff    |   9 +
 tests/data/arff/invalid/numeric_unquoted.arff |   9 +
 .../arff/invalid/numeric_without_name.arff    |   9 +
 .../invalid/relation_not_at_beginning.arff    |   8 +
 .../data/arff/invalid/relation_unquoted.arff  |   9 +
 .../arff/invalid/relation_without_name.arff   |   9 +
 tests/data/arff/invalid/wrong_line.arff       |  10 ++
 tests/detail/io/arff_parsing.cpp              | 167 ++++++++++++++++++
 22 files changed, 423 insertions(+), 39 deletions(-)
 delete mode 100644 tests/data/arff/0x4.arff
 rename tests/data/arff/{5x4.arff.no_label => 3x2_without_label.arff} (63%)
 rename tests/data/arff/{5x4.arff => 5x4_int.arff} (69%)
 create mode 100644 tests/data/arff/5x4_sparse_int.arff
 create mode 100644 tests/data/arff/5x4_sparse_string.arff
 create mode 100644 tests/data/arff/5x4_string.arff
 create mode 100644 tests/data/arff/invalid/class_unquoted_nominal_attribute.arff
 create mode 100644 tests/data/arff/invalid/class_with_wrong_label.arff
 create mode 100644 tests/data/arff/invalid/class_without_label.arff
 create mode 100644 tests/data/arff/invalid/multiple_classes.arff
 create mode 100644 tests/data/arff/invalid/no_data_attribute.arff
 create mode 100644 tests/data/arff/invalid/no_features.arff
 create mode 100644 tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff
 create mode 100644 tests/data/arff/invalid/numeric_unquoted.arff
 create mode 100644 tests/data/arff/invalid/numeric_without_name.arff
 create mode 100644 tests/data/arff/invalid/relation_not_at_beginning.arff
 create mode 100644 tests/data/arff/invalid/relation_unquoted.arff
 create mode 100644 tests/data/arff/invalid/relation_without_name.arff
 create mode 100644 tests/data/arff/invalid/wrong_line.arff
 create mode 100644 tests/detail/io/arff_parsing.cpp

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index dccc23a7e..9adb5fb36 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -29,62 +29,128 @@
 
 namespace plssvm::detail::io {
 
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool> read_arff_header(file_reader &reader) {
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool> parse_arff_header(file_reader &reader) {
     std::size_t num_features = 0;
     bool has_label = false;
 
+    const auto check_for_name = [](std::string_view line, const std::size_t prefix, const std::size_t suffix) {
+        std::string_view sv{ line };
+        sv.remove_prefix(prefix);
+        sv.remove_suffix(suffix);
+        sv = detail::trim(sv);
+
+        // remaining string may not be empty
+        if (sv.empty()) {
+            throw invalid_file_format_exception{ fmt::format("The \"{}\" field must contain a name!", line) };
+        }
+        // check if string contains whitespaces -> must be quoted
+        if (detail::contains(sv, ' ') && !detail::starts_with(sv, '"') && !detail::ends_with(sv, '"')) {
+            throw invalid_file_format_exception{ fmt::format("A \"{}\" name that contains a whitespace must be quoted!", line) };
+        }
+
+        // return name part of line
+        return sv;
+    };
+
     // parse arff header
     std::size_t header_line = 0;
     for (; header_line < reader.num_lines(); ++header_line) {
-        std::string line{ reader.line(header_line) };
-        detail::to_upper_case(line);
-        if (detail::starts_with(line, "@RELATION")) {
-            // ignore relation
+        // get next line and convert content to all upper case
+        const std::string_view line{ reader.line(header_line) };
+        const std::string upper_case_line = detail::as_upper_case(line);
+        // relation fields are ignored
+        if (detail::starts_with(upper_case_line, "@RELATION")) {
+            // if a relation is given, it must be given in the first line
+            if (header_line != 0) {
+                throw invalid_file_format_exception{ "The @RELATION attribute must be set before any other @ATTRIBUTE!" };
+            }
+            // the relation field must contain a name
+            check_for_name(line, 9, 0);  // @RELATION is 9 chars long
+            // parse next line
             continue;
-        } else if (detail::starts_with(line, "@ATTRIBUTE")) {
-            if (line.find("CLASS") != std::string::npos) {
+        }
+        // check for attribute fields
+        if (detail::starts_with(upper_case_line, "@ATTRIBUTE")) {
+            // check if a "normal" numeric feature has been found
+            if (upper_case_line.find("NUMERIC") != std::string::npos) {
+                // a numeric field must also contain a name
+                const std::string_view name = check_for_name(line, 10, 7);  // @ATTRIBUTE is 10 chars long, NUMERIC 7 chars
+                // the attribute name "CLASS" is reserved!
+                if (detail::as_upper_case(name) == "CLASS") {
+                    throw invalid_file_format_exception{ "May not use the combination of the reserved name \"class\" and attribute type NUMERIC!" };
+                }
+                // add a feature to the running count
+                ++num_features;
+                continue;
+            }
+
+            // only other valid line may be (nominal attribute with the name CLASS)
+            // @ATTRIBUTE CLASS {cat,dog}
+
+            // remove attribute from string
+            std::string_view sv{ line };
+            sv.remove_prefix(10); // @ATTRIBUTE is 10 chars long
+            sv = trim_left(sv);
+
+            // if the line is valid, it must now start with CLASS
+            if (detail::starts_with(detail::as_upper_case(sv), "CLASS")) {
+                // only one class attribute is allowed
                 if (has_label) {
-                    // only one class attribute is allowed
-                    throw invalid_file_format_exception{ "Only the last ATTRIBUTE may be CLASS!" };
+                    throw invalid_file_format_exception{ "A nominal attribute with the name CLASS may only be provided once!" };
+                }
+                // check if the nominal attribute ist enclosed in curly braces
+                sv.remove_prefix(5); // CLASS is 5 chars long
+                sv = detail::trim(sv);
+                // the class labels must be given
+                if (sv.empty()) {
+                    throw invalid_file_format_exception{ fmt::format("The \"{}\" field must contain class labels!", line) };
+                }
+                // check if string contains whitespaces -> must be quoted
+                if (!detail::starts_with(sv, '{') && !detail::ends_with(sv, '}')) {
+                    throw invalid_file_format_exception{ fmt::format("The \"{}\" nominal attribute must be enclosed with {{}}!", line) };
                 }
                 // found a class
                 has_label = true;
                 continue;  // don't increment num_features
-            } else if (line.find("NUMERIC") == std::string::npos) {
-                throw invalid_file_format_exception{ fmt::format("Can only use NUMERIC features, but '{}' was given!", reader.line(header_line)) };
             }
-            // add a feature
-            ++num_features;
-        } else if (detail::starts_with(line, "@DATA")) {
+        }
+        // check for the data field
+        if (detail::starts_with(upper_case_line, "@DATA")) {
             // finished reading header -> start parsing data
             break;
         }
+        // check if the line starts with an @ but is not a valid attribute
+        if (detail::starts_with(upper_case_line, "@")) {
+            // an invalid or unsupported header entry has been read!
+            throw invalid_file_format_exception{ fmt::format("Read an invalid header entry: \"{}\"!", line) };
+        }
     }
 
-    // perform additional checks
+    // perform some additional checks
     if (num_features == 0) {
         // no @ATTRIBUTE fields
-        throw invalid_file_format_exception{ "Can't parse file: no ATTRIBUTES are defined!" };
-    } else if (header_line + 1 >= reader.num_lines()) {
+        throw invalid_file_format_exception{ "Can't parse file: no feature ATTRIBUTES are defined!" };
+    }
+    if (header_line + 1 >= reader.num_lines()) {
         // no data points provided
-        throw invalid_file_format_exception{ "Can't parse file: no data points are given or @DATA is missing!" };
+        throw invalid_file_format_exception{ "Can't parse file: @DATA is missing!" };
     }
 
-    return std::make_tuple(header_line, num_features, has_label);
+    return std::make_tuple(num_features, header_line + 1,has_label);
 }
 
 template <typename real_type, typename label_type>
 [[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_arff_data(file_reader &reader) {
     std::exception_ptr parallel_exception;
 
-    // parse arff header, structured binding
+    // parse arff header, structured bindings can't be used because of the OpenMP parallel section
     std::size_t header = 0;
     std::size_t max_size = 0;
     bool has_label = false;
-    std::tie(header, max_size, has_label) = detail::io::read_arff_header(reader);
+    std::tie(max_size, header, has_label) = detail::io::parse_arff_header(reader);
 
     // calculate data set sizes
-    const std::size_t num_data_points = reader.num_lines() - (header + 1);
+    const std::size_t num_data_points = reader.num_lines() - (header);
     const std::size_t num_features = has_label ? max_size - 1 : max_size;
 
     // create data and label vectors
@@ -97,7 +163,7 @@ template <typename real_type, typename label_type>
         for (std::size_t i = 0; i < data.size(); ++i) {
 #pragma omp cancellation point for
             try {
-                std::string_view line = reader.line(i + header + 1);
+                std::string_view line = reader.line(i + header);
                 //
                 if (detail::starts_with(line, '@')) {
                     // read @ inside data section
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 20f335825..7e8cb904a 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -101,6 +101,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
 
+    ${CMAKE_CURRENT_LIST_DIR}/detail/io/arff_parsing.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_parsing.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/scaling_factors_parsing.cpp
diff --git a/tests/data/arff/0x4.arff b/tests/data/arff/0x4.arff
deleted file mode 100644
index 30b79cf8c..000000000
--- a/tests/data/arff/0x4.arff
+++ /dev/null
@@ -1,9 +0,0 @@
-@RELATION name
-
-@ATTRIBUTE first    NUMERIC
-@ATTRIBUTE second   numeric
-@ATTRIBUTE third    Numeric
-@ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    NUMERIC
-
-@DATA
diff --git a/tests/data/arff/5x4.arff.no_label b/tests/data/arff/3x2_without_label.arff
similarity index 63%
rename from tests/data/arff/5x4.arff.no_label
rename to tests/data/arff/3x2_without_label.arff
index afb8a9884..785e88472 100644
--- a/tests/data/arff/5x4.arff.no_label
+++ b/tests/data/arff/3x2_without_label.arff
@@ -4,12 +4,8 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE third    Numeric
-@ATTRIBUTE fourth   NUMERIC
 
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288
 -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026
 0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387
-{1 0.60276937379453293, 2 -0.13086851759108944}
-{0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514}
diff --git a/tests/data/arff/5x4.arff b/tests/data/arff/5x4_int.arff
similarity index 69%
rename from tests/data/arff/5x4.arff
rename to tests/data/arff/5x4_int.arff
index 813c0e600..fd06e908c 100644
--- a/tests/data/arff/5x4.arff
+++ b/tests/data/arff/5x4_int.arff
@@ -6,11 +6,11 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    NUMERIC
+@ATTRIBUTE class    {-1,1}
 
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
 -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
+0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
 0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
-{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}
-{0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514, 4 -1}
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse_int.arff b/tests/data/arff/5x4_sparse_int.arff
new file mode 100644
index 000000000..8d3b957b7
--- /dev/null
+++ b/tests/data/arff/5x4_sparse_int.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+{3 1.0978832703949288,4 1}
+{2 0.51687296029754564,3 0.54604461446026,4 1}
+{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
+{0 0.57650218263054642,1 1.01405596624706053,4 -1}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse_string.arff b/tests/data/arff/5x4_sparse_string.arff
new file mode 100644
index 000000000..7657110b0
--- /dev/null
+++ b/tests/data/arff/5x4_sparse_string.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {cat,dog}
+
+@DATA
+{3 1.0978832703949288,4 cat}
+{2 0.51687296029754564,3 0.54604461446026,4 cat}
+{1 0.60276937379453293,2 -0.13086851759108944,4 dog}
+{0 0.57650218263054642,1 1.01405596624706053,4 dog}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 dog}
diff --git a/tests/data/arff/5x4_string.arff b/tests/data/arff/5x4_string.arff
new file mode 100644
index 000000000..3b741609f
--- /dev/null
+++ b/tests/data/arff/5x4_string.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {cat,dog}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,cat
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,cat
+0.0,0.60276937379453293,-0.13086851759108944,0.0,dog
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,dog
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,dog
diff --git a/tests/data/arff/invalid/class_unquoted_nominal_attribute.arff b/tests/data/arff/invalid/class_unquoted_nominal_attribute.arff
new file mode 100644
index 000000000..9fe5d5ea7
--- /dev/null
+++ b/tests/data/arff/invalid/class_unquoted_nominal_attribute.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    -1,1
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/class_with_wrong_label.arff b/tests/data/arff/invalid/class_with_wrong_label.arff
new file mode 100644
index 000000000..d93026d58
--- /dev/null
+++ b/tests/data/arff/invalid/class_with_wrong_label.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    NUMERIC
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/class_without_label.arff b/tests/data/arff/invalid/class_without_label.arff
new file mode 100644
index 000000000..d8f7cbd79
--- /dev/null
+++ b/tests/data/arff/invalid/class_without_label.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/multiple_classes.arff b/tests/data/arff/invalid/multiple_classes.arff
new file mode 100644
index 000000000..b841058c7
--- /dev/null
+++ b/tests/data/arff/invalid/multiple_classes.arff
@@ -0,0 +1,10 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE CLASS    {cat,dog}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/no_data_attribute.arff b/tests/data/arff/invalid/no_data_attribute.arff
new file mode 100644
index 000000000..caab9cb4f
--- /dev/null
+++ b/tests/data/arff/invalid/no_data_attribute.arff
@@ -0,0 +1,8 @@
+@RELATION "name with quotes"
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {-1,1}
+
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/no_features.arff b/tests/data/arff/invalid/no_features.arff
new file mode 100644
index 000000000..c6a06ea4a
--- /dev/null
+++ b/tests/data/arff/invalid/no_features.arff
@@ -0,0 +1,7 @@
+@RELATION name
+
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff b/tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff
new file mode 100644
index 000000000..a8cd7be28
--- /dev/null
+++ b/tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE foo    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/numeric_unquoted.arff b/tests/data/arff/invalid/numeric_unquoted.arff
new file mode 100644
index 000000000..ad4bf174d
--- /dev/null
+++ b/tests/data/arff/invalid/numeric_unquoted.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second entry   numeric
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/numeric_without_name.arff b/tests/data/arff/invalid/numeric_without_name.arff
new file mode 100644
index 000000000..ad72934df
--- /dev/null
+++ b/tests/data/arff/invalid/numeric_without_name.arff
@@ -0,0 +1,9 @@
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE   numeric
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/relation_not_at_beginning.arff b/tests/data/arff/invalid/relation_not_at_beginning.arff
new file mode 100644
index 000000000..973c33146
--- /dev/null
+++ b/tests/data/arff/invalid/relation_not_at_beginning.arff
@@ -0,0 +1,8 @@
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@RELATION name
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/relation_unquoted.arff b/tests/data/arff/invalid/relation_unquoted.arff
new file mode 100644
index 000000000..992b7d984
--- /dev/null
+++ b/tests/data/arff/invalid/relation_unquoted.arff
@@ -0,0 +1,9 @@
+@RELATION  name with whitespaces
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/relation_without_name.arff b/tests/data/arff/invalid/relation_without_name.arff
new file mode 100644
index 000000000..45be89f27
--- /dev/null
+++ b/tests/data/arff/invalid/relation_without_name.arff
@@ -0,0 +1,9 @@
+@RELATION
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/data/arff/invalid/wrong_line.arff b/tests/data/arff/invalid/wrong_line.arff
new file mode 100644
index 000000000..63659fc4f
--- /dev/null
+++ b/tests/data/arff/invalid/wrong_line.arff
@@ -0,0 +1,10 @@
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@THIS IS NOT A CORRECT LINE!
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993
+-0.5282118298909262,-0.335880984968183973
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
new file mode 100644
index 000000000..f9ddaef94
--- /dev/null
+++ b/tests/detail/io/arff_parsing.cpp
@@ -0,0 +1,167 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to parsing the data points from a ARFF file.
+ */
+
+#include "plssvm/detail/io/arff_parsing.hpp"
+
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
+
+#include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                   // ::testing::{Test, Types, TestWithParam, Values}
+
+#include <cstddef>      // std::size_t
+#include <filesystem>   // std::filesystem::remove
+#include <string>       // std::string
+#include <tuple>        // std::ignore
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::pair, std::make_pair
+#include <vector>       // std::vector
+
+// struct for the used type combinations
+template <typename T, typename U>
+struct type_combinations {
+    using real_type = T;
+    using label_type = U;
+};
+
+// the floating point and label types combinations to test
+using type_combinations_types = ::testing::Types<
+    type_combinations<float, int>,
+    type_combinations<float, std::string>,
+    type_combinations<double, int>,
+    type_combinations<double, std::string>>;
+
+class ARFFParseHeader : public ::testing::Test {};
+class ARFFParseHeaderValid : public ::testing::TestWithParam<std::tuple<std::string, std::size_t, std::size_t, bool>> {};
+TEST_P(ARFFParseHeaderValid, header) {
+    const auto &[filename_part, num_features, header_skip, has_label] = GetParam();
+
+    // parse the ARFF file
+    const std::string filename = fmt::format("{}{}", PLSSVM_TEST_PATH, filename_part);
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    const auto& [parsed_num_features, parsed_header_skip, parsed_has_label] = plssvm::detail::io::parse_arff_header(reader);
+
+    // check for correctness
+    EXPECT_EQ(parsed_num_features, num_features);
+    EXPECT_EQ(parsed_header_skip, header_skip);
+    EXPECT_EQ(parsed_has_label, has_label);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ARFFParse, ARFFParseHeaderValid, ::testing::Values(
+                                                     std::make_tuple("/data/arff/5x4_int.arff", 4, 7, true),
+                                                     std::make_tuple("/data/arff/5x4_string.arff", 4, 7, true),
+                                                     std::make_tuple("/data/arff/5x4_sparse_int.arff", 4, 7, true),
+                                                     std::make_tuple("/data/arff/5x4_sparse_string.arff", 4, 7, true),
+                                                     std::make_tuple("/data/arff/3x2_without_label.arff", 2, 4, false)));
+// clang-format on
+
+TEST(ARFFParseHeader, class_unquoted_nominal_attribute) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_unquoted_nominal_attribute.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    -1,1\" nominal attribute must be enclosed with {}!");
+}
+TEST(ARFFParseHeader, class_with_wrong_label) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_with_wrong_label.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "May not use the combination of the reserved name \"class\" and attribute type NUMERIC!");
+}
+TEST(ARFFParseHeader, class_without_label) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_without_label.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class\" field must contain class labels!");
+}
+TEST(ARFFParseHeader, multiple_classes) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/multiple_classes.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "A nominal attribute with the name CLASS may only be provided once!");
+}
+TEST(ARFFParseHeader, no_features) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_features.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+}
+TEST(ARFFParseHeader, no_data_attribute) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_data_attribute.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: @DATA is missing!");
+}
+TEST(ARFFParseHeader, nominal_attribute_with_wrong_name) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/nominal_attribute_with_wrong_name.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {-1,1}\"!");
+}
+TEST(ARFFParseHeader, numeric_unquoted) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_unquoted.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "A \"@ATTRIBUTE second entry   numeric\" name that contains a whitespace must be quoted!");
+}
+TEST(ARFFParseHeader, numeric_without_name) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_without_name.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE   numeric\" field must contain a name!");
+}
+TEST(ARFFParseHeader, relation_not_at_beginning) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_not_at_beginning.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The @RELATION attribute must be set before any other @ATTRIBUTE!");
+}
+TEST(ARFFParseHeader, relation_unquoted) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_unquoted.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "A \"@RELATION  name with whitespaces\" name that contains a whitespace must be quoted!");
+}
+TEST(ARFFParseHeader, relation_without_name) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_without_name.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@RELATION\" field must contain a name!");
+}
+TEST(ARFFParseHeader, wrong_line) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/wrong_line.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@THIS IS NOT A CORRECT LINE!\"!");
+}
+TEST(ARFFParseHeader, empty) {
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+}
\ No newline at end of file

From 3ec5e8479c414642ab67d2b7a94805ca97e41ab5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 12:10:38 +0200
Subject: [PATCH 0243/1010] Remove unused variable and fix formatting.

---
 tests/detail/io/libsvm_parsing.cpp | 11 +++++------
 1 file changed, 5 insertions(+), 6 deletions(-)

diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 43d1dab0b..cb4009847 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -117,7 +117,6 @@ class LIBSVMParseSparse : public ::testing::Test {
     using label_type = typename T::label_type;
 
     std::string filename{};
-    std::string filename_without_label{};
 
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
@@ -147,8 +146,8 @@ TYPED_TEST(LIBSVMParseDense, read) {
     ASSERT_EQ(num_data_points, 5);
     ASSERT_EQ(num_features, 4);
 
+    // check for correct data
     EXPECT_EQ(data, this->correct_data);
-
     EXPECT_EQ(label, this->correct_label);
 }
 TYPED_TEST(LIBSVMParseDense, read_skip_lines) {
@@ -166,10 +165,10 @@ TYPED_TEST(LIBSVMParseDense, read_skip_lines) {
     ASSERT_EQ(num_data_points, reader.num_lines() - skipped);
     ASSERT_EQ(num_features, 4);
 
+    // check for correct data
     for (std::size_t i = 0; i < num_data_points; ++i) {
         EXPECT_EQ(data[i], this->correct_data[skipped + i]);
     }
-
     for (std::size_t i = 0; i < num_data_points; ++i) {
         EXPECT_EQ(label[i], this->correct_label[skipped + i]);
     }
@@ -188,8 +187,8 @@ TYPED_TEST(LIBSVMParseSparse, read) {
     ASSERT_EQ(num_data_points, 5);
     ASSERT_EQ(num_features, 4);
 
+    // check for correct data
     EXPECT_EQ(data, this->correct_data);
-
     EXPECT_EQ(label, this->correct_label);
 }
 TYPED_TEST(LIBSVMParseSparse, read_skip_lines) {
@@ -207,10 +206,10 @@ TYPED_TEST(LIBSVMParseSparse, read_skip_lines) {
     ASSERT_EQ(num_data_points, reader.num_lines() - skipped);
     ASSERT_EQ(num_features, 4);
 
+    // check for correct data
     for (std::size_t i = 0; i < num_data_points; ++i) {
         EXPECT_EQ(data[i], this->correct_data[i + skipped]);
     }
-
     for (std::size_t i = 0; i < num_data_points; ++i) {
         EXPECT_EQ(label[i], this->correct_label[i + skipped]);
     }
@@ -230,13 +229,13 @@ TYPED_TEST(LIBSVMParse, read_without_label) {
     ASSERT_EQ(num_data_points, 3);
     ASSERT_EQ(num_features, 2);
 
+    // check for correct data
     const std::vector<std::vector<current_real_type>> correct_data{
         { current_real_type{ 1.5 }, current_real_type{ -2.9 } },
         { current_real_type{ 0.0 }, current_real_type{ -0.3 } },
         { current_real_type{ 5.5 }, current_real_type{ 0.0 } }
     };
     EXPECT_EQ(data, correct_data);
-
     EXPECT_TRUE(label.empty());
 }
 

From 6ae726bb2b467adb70d9e56b5b0c9ac402d20b0d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 12:10:48 +0200
Subject: [PATCH 0244/1010] Add first parse_arff_data tests.

---
 include/plssvm/detail/io/arff_parsing.hpp |   6 +-
 tests/data/arff/3x2_without_label.arff    |   8 +-
 tests/detail/io/arff_parsing.cpp          | 124 ++++++++++++++++++++++
 3 files changed, 130 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 9adb5fb36..4a5d26c01 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -89,7 +89,7 @@ namespace plssvm::detail::io {
 
             // remove attribute from string
             std::string_view sv{ line };
-            sv.remove_prefix(10); // @ATTRIBUTE is 10 chars long
+            sv.remove_prefix(10);  // @ATTRIBUTE is 10 chars long
             sv = trim_left(sv);
 
             // if the line is valid, it must now start with CLASS
@@ -99,7 +99,7 @@ namespace plssvm::detail::io {
                     throw invalid_file_format_exception{ "A nominal attribute with the name CLASS may only be provided once!" };
                 }
                 // check if the nominal attribute ist enclosed in curly braces
-                sv.remove_prefix(5); // CLASS is 5 chars long
+                sv.remove_prefix(5);  // CLASS is 5 chars long
                 sv = detail::trim(sv);
                 // the class labels must be given
                 if (sv.empty()) {
@@ -136,7 +136,7 @@ namespace plssvm::detail::io {
         throw invalid_file_format_exception{ "Can't parse file: @DATA is missing!" };
     }
 
-    return std::make_tuple(num_features, header_line + 1,has_label);
+    return std::make_tuple(num_features, header_line + 1, has_label);
 }
 
 template <typename real_type, typename label_type>
diff --git a/tests/data/arff/3x2_without_label.arff b/tests/data/arff/3x2_without_label.arff
index 785e88472..f94f0d9e0 100644
--- a/tests/data/arff/3x2_without_label.arff
+++ b/tests/data/arff/3x2_without_label.arff
@@ -1,11 +1,9 @@
-% Title
-% comments
 @RELATION name
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
 
 @DATA
--1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288
--0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387
+{0 1.5, 1 -2.9}
+{1 -0.3}
+{0 5.5}
\ No newline at end of file
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index f9ddaef94..89ef2fe9e 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -164,4 +164,128 @@ TEST(ARFFParseHeader, empty) {
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+}
+
+template <typename T>
+class ARFFParse : public ::testing::Test {};
+TYPED_TEST_SUITE(ARFFParse, type_combinations_types);
+
+template <typename T>
+class ARFFParseDense : public ARFFParse<T> {
+  protected:
+    void SetUp() override {
+        // fill label vector based on the label_type
+        if constexpr (std::is_same_v<label_type, int>) {
+            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
+            filename = PLSSVM_TEST_PATH "/data/arff/5x4_int.arff";
+        } else if constexpr (std::is_same_v<label_type, std::string>) {
+            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
+            filename = PLSSVM_TEST_PATH "/data/arff/5x4_string.arff";
+        }
+    }
+
+    using real_type = typename T::real_type;
+    using label_type = typename T::label_type;
+
+    std::string filename{};
+
+    const std::vector<std::vector<real_type>> correct_data{
+        { real_type{ -1.117827500607882 }, real_type{ -2.9087188881250993 }, real_type{ 0.66638344270039144 }, real_type{ 1.0978832703949288 } },
+        { real_type{ -0.5282118298909262 }, real_type{ -0.335880984968183973 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
+        { real_type{ 0.57650218263054642 }, real_type{ 1.01405596624706053 }, real_type{ 0.13009428079760464 }, real_type{ 0.7261913886869387 } },
+        { real_type{ -0.20981208921241892 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.10805254527169827 } },
+        { real_type{ 1.88494043717792 }, real_type{ 1.00518564317278263 }, real_type{ 0.298499933047586044 }, real_type{ 1.6464627048813514 } }
+    };
+    std::vector<label_type> correct_label{};
+};
+TYPED_TEST_SUITE(ARFFParseDense, type_combinations_types);
+
+template <typename T>
+class ARFFParseSparse : public ARFFParse<T> {
+  protected:
+    void SetUp() override {
+        // fill label vector based on the label_type
+        if constexpr (std::is_same_v<label_type, int>) {
+            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
+            filename = PLSSVM_TEST_PATH "/data/arff/5x4_sparse_int.arff";
+        } else if constexpr (std::is_same_v<label_type, std::string>) {
+            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
+            filename = PLSSVM_TEST_PATH "/data/arff/5x4_sparse_string.arff";
+        }
+    }
+
+    using real_type = typename T::real_type;
+    using label_type = typename T::label_type;
+
+    std::string filename{};
+
+    const std::vector<std::vector<real_type>> correct_data{
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.51687296029754564 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 1.01405596624706053 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.60276937379453293 }, real_type{ 0.0 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.298499933047586044 } }
+    };
+    std::vector<label_type> correct_label{};
+};
+TYPED_TEST_SUITE(ARFFParseSparse, type_combinations_types);
+
+
+TYPED_TEST(ARFFParseDense, read) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('%');
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, 5);
+    ASSERT_EQ(num_features, 4);
+
+    // check for correct data
+    EXPECT_EQ(data, this->correct_data);
+    EXPECT_EQ(label, this->correct_label);
+}
+TYPED_TEST(ARFFParseSparse, read) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('%');
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, 5);
+    ASSERT_EQ(num_features, 4);
+
+    // check for correct data
+    EXPECT_EQ(data, this->correct_data);
+    EXPECT_EQ(label, this->correct_label);
+}
+
+TYPED_TEST(ARFFParse, read_without_label) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the LIBSVM file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/3x2_without_label.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader);
+
+    // check for correct sizes
+    ASSERT_EQ(num_data_points, 3);
+    ASSERT_EQ(num_features, 2);
+
+    // check for correct data
+    const std::vector<std::vector<current_real_type>> correct_data{
+        { current_real_type{ 1.5 }, current_real_type{ -2.9 } },
+        { current_real_type{ 0.0 }, current_real_type{ -0.3 } },
+        { current_real_type{ 5.5 }, current_real_type{ 0.0 } }
+    };
+    EXPECT_EQ(data, correct_data);
+    EXPECT_TRUE(label.empty());
 }
\ No newline at end of file

From d2c165f3b5cc188398dcf410aa5f48eb33170bbc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 15:02:24 +0200
Subject: [PATCH 0245/1010] Add missing parse_arff_data tests.

---
 include/plssvm/detail/io/arff_parsing.hpp     | 87 +++++++++--------
 tests/data/arff/5x4_sparse_string.arff        |  2 +-
 tests/data/arff/5x4_string.arff               |  2 +-
 .../arff/invalid/@_inside_data_section.arff   | 17 ++++
 .../arff/invalid/dense_missing_value.arff     | 16 ++++
 .../arff/invalid/dense_too_many_values.arff   | 16 ++++
 .../invalid/sparse_invalid_feature_index.arff | 16 ++++
 .../invalid/sparse_missing_closing_brace.arff | 16 ++++
 .../arff/invalid/sparse_missing_label.arff    | 16 ++++
 .../invalid/sparse_missing_opening_brace.arff | 16 ++++
 tests/detail/io/arff_parsing.cpp              | 95 +++++++++++++++++--
 11 files changed, 246 insertions(+), 53 deletions(-)
 create mode 100644 tests/data/arff/invalid/@_inside_data_section.arff
 create mode 100644 tests/data/arff/invalid/dense_missing_value.arff
 create mode 100644 tests/data/arff/invalid/dense_too_many_values.arff
 create mode 100644 tests/data/arff/invalid/sparse_invalid_feature_index.arff
 create mode 100644 tests/data/arff/invalid/sparse_missing_closing_brace.arff
 create mode 100644 tests/data/arff/invalid/sparse_missing_label.arff
 create mode 100644 tests/data/arff/invalid/sparse_missing_opening_brace.arff

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 4a5d26c01..07532c581 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -29,8 +29,9 @@
 
 namespace plssvm::detail::io {
 
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool> parse_arff_header(file_reader &reader) {
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool, std::size_t> parse_arff_header(file_reader &reader) {
     std::size_t num_features = 0;
+    std::size_t label_idx = 0;
     bool has_label = false;
 
     const auto check_for_name = [](std::string_view line, const std::size_t prefix, const std::size_t suffix) {
@@ -81,6 +82,10 @@ namespace plssvm::detail::io {
                 }
                 // add a feature to the running count
                 ++num_features;
+                // increment class index as long as no class labels have been read
+                if (!has_label) {
+                    ++label_idx;
+                }
                 continue;
             }
 
@@ -136,7 +141,7 @@ namespace plssvm::detail::io {
         throw invalid_file_format_exception{ "Can't parse file: @DATA is missing!" };
     }
 
-    return std::make_tuple(num_features, header_line + 1, has_label);
+    return std::make_tuple(num_features, header_line + 1, has_label, has_label ? label_idx : 0);
 }
 
 template <typename real_type, typename label_type>
@@ -144,39 +149,40 @@ template <typename real_type, typename label_type>
     std::exception_ptr parallel_exception;
 
     // parse arff header, structured bindings can't be used because of the OpenMP parallel section
-    std::size_t header = 0;
-    std::size_t max_size = 0;
+    std::size_t num_header_lines = 0;
+    std::size_t num_features = 0;
     bool has_label = false;
-    std::tie(max_size, header, has_label) = detail::io::parse_arff_header(reader);
+    std::size_t label_idx = 0;
+    std::tie(num_features, num_header_lines, has_label, label_idx) = detail::io::parse_arff_header(reader);
 
     // calculate data set sizes
-    const std::size_t num_data_points = reader.num_lines() - (header);
-    const std::size_t num_features = has_label ? max_size - 1 : max_size;
+    const std::size_t num_data_points = reader.num_lines() - num_header_lines;
+    const std::size_t num_attributes = num_features + static_cast<std::size_t>(has_label); //has_label ? num_attributes - 1 : num_attributes;
 
     // create data and label vectors
     std::vector<std::vector<real_type>> data(num_data_points, std::vector<real_type>(num_features));
     std::vector<label_type> label(num_data_points);
 
-#pragma omp parallel default(none) shared(reader, data, label, parallel_exception) firstprivate(header, num_features, max_size, has_label)
+#pragma omp parallel default(none) shared(reader, data, label, parallel_exception) firstprivate(num_header_lines, num_features, num_attributes, has_label, label_idx)
     {
 #pragma omp for
         for (std::size_t i = 0; i < data.size(); ++i) {
 #pragma omp cancellation point for
             try {
-                std::string_view line = reader.line(i + header);
-                //
+                std::string_view line = reader.line(i + num_header_lines);
+                // there must not be any @ inside the data section
                 if (detail::starts_with(line, '@')) {
-                    // read @ inside data section
-                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: '{}'", line) };
+                    throw invalid_file_format_exception{ fmt::format("Read @ inside data section!: \"{}\"!", line) };
                 }
 
                 // parse sparse or dense data point definition
+                // a sparse data point must start with a opening curly brace
                 if (detail::starts_with(line, '{')) {
-                    // missing closing }
+                    // -> sparse data point given, but the closing brace is missing
                     if (!detail::ends_with(line, '}')) {
-                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point {} description!", i) };
+                        throw invalid_file_format_exception{ fmt::format("Missing closing '}}' for sparse data point \"{}\" description!", line) };
                     }
-                    // sparse line
+                    // parse the sparse line
                     bool is_class_set = false;
                     std::string_view::size_type pos = 1;
                     while (true) {
@@ -188,20 +194,22 @@ template <typename real_type, typename label_type>
 
                         // get index
                         const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        if (index >= max_size) {
+                        if (index >= num_attributes) {
                             // index too big for specified number of features
-                            throw invalid_file_format_exception{ fmt::format("Too many features given! Trying to add feature at position {} but max position is {}!", index, num_features - 1) };
+                            throw invalid_file_format_exception{ fmt::format("Trying to add feature/label at index {} but the maximum index is {}!", index, num_attributes - 1) };
                         }
                         pos = next_pos + 1;
 
-                        // get value
+                        // get position of next value
                         next_pos = line.find_first_of(",}", pos);
 
                         // write parsed value depending on the index
-                        if (index == max_size - 1 && has_label) {
+                        if (has_label && index == label_idx) {
+                            // write label value
                             is_class_set = true;
                             label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
                         } else {
+                            // write feature value
                             data[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         }
 
@@ -210,32 +218,29 @@ template <typename real_type, typename label_type>
                         line = detail::trim_left(line);
                         pos = 0;
                     }
-                    // no class label found
-                    if (!is_class_set && has_label) {
-                        throw invalid_file_format_exception{ fmt::format("Missing label for data point {}!", i) };
+                    // there should be a class label but none has been found
+                    if (has_label && !is_class_set) {
+                        throw invalid_file_format_exception{ fmt::format("Missing label for data point \"{}\"!", reader.line(i + num_header_lines)) };
                     }
                 } else {
-                    // dense line
-                    std::string_view::size_type pos = 0;
-                    std::string_view::size_type next_pos = 0;
-                    for (std::size_t j = 0; j < max_size - 1; ++j) {
-                        next_pos = line.find_first_of(',', pos);
-                        if (next_pos == std::string_view::npos) {
-                            throw invalid_file_format_exception{ fmt::format("Invalid number of features/labels! Found {} but should be {}!", j, max_size - 1) };
-                        }
-                        data[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
-                        pos = next_pos + 1;
+                    // check if the last character is a closing brace
+                    if (detail::ends_with(line, '}')) {
+                        // no dense line given but a sparse line with a missing opening brace
+                        throw invalid_file_format_exception{ fmt::format("Missing opening '{{' for sparse data point \"{}\" description!", line) };
                     }
-                    // write last number to the correct vector (based on the fact whether labels are present or not)
-                    if (has_label) {
-                        label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
-                    } else {
-                        data[i][num_features - 1] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos));
+                    // dense line given
+                    const std::vector<std::string_view> line_split = detail::split(line, ',');
+                    if (line_split.size() != num_attributes) {
+                        throw invalid_file_format_exception{ fmt::format("Invalid number of features and labels! Found {} but should be {}!", line_split.size(), num_attributes) };
                     }
-                    // check whether superfluous data points are left
-                    next_pos = line.find_first_of(',', pos);
-                    if (next_pos != std::string_view::npos) {
-                        throw invalid_file_format_exception{ fmt::format("Too many features! Superfluous '{}' for data point {}!", line.substr(next_pos), i) };
+                    for (std::size_t j = 0; j < num_attributes; ++j) {
+                        if (has_label && label_idx == j) {
+                            // found a label
+                            label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line_split[j]);
+                        } else {
+                            // found data point
+                            data[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line_split[j]);
+                        }
                     }
                 }
             } catch (const std::exception &) {
diff --git a/tests/data/arff/5x4_sparse_string.arff b/tests/data/arff/5x4_sparse_string.arff
index 7657110b0..beba668f6 100644
--- a/tests/data/arff/5x4_sparse_string.arff
+++ b/tests/data/arff/5x4_sparse_string.arff
@@ -4,9 +4,9 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
+@ATTRIBUTE class    {cat,dog}
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {cat,dog}
 
 @DATA
 {3 1.0978832703949288,4 cat}
diff --git a/tests/data/arff/5x4_string.arff b/tests/data/arff/5x4_string.arff
index 3b741609f..2f0ced777 100644
--- a/tests/data/arff/5x4_string.arff
+++ b/tests/data/arff/5x4_string.arff
@@ -4,9 +4,9 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
+@ATTRIBUTE class    {cat,dog}
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {cat,dog}
 
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,cat
diff --git a/tests/data/arff/invalid/@_inside_data_section.arff b/tests/data/arff/invalid/@_inside_data_section.arff
new file mode 100644
index 000000000..4dcba9a8f
--- /dev/null
+++ b/tests/data/arff/invalid/@_inside_data_section.arff
@@ -0,0 +1,17 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
+0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
+@ATTRIBUTE invalid numeric
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
diff --git a/tests/data/arff/invalid/dense_missing_value.arff b/tests/data/arff/invalid/dense_missing_value.arff
new file mode 100644
index 000000000..d4428e408
--- /dev/null
+++ b/tests/data/arff/invalid/dense_missing_value.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564
+0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
diff --git a/tests/data/arff/invalid/dense_too_many_values.arff b/tests/data/arff/invalid/dense_too_many_values.arff
new file mode 100644
index 000000000..a3e469046
--- /dev/null
+++ b/tests/data/arff/invalid/dense_too_many_values.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,3.1415,1
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
+0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
diff --git a/tests/data/arff/invalid/sparse_invalid_feature_index.arff b/tests/data/arff/invalid/sparse_invalid_feature_index.arff
new file mode 100644
index 000000000..a0e8a8cdd
--- /dev/null
+++ b/tests/data/arff/invalid/sparse_invalid_feature_index.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+{3 1.0978832703949288,4 1}
+{2 0.51687296029754564,3 0.54604461446026,4 1}
+{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
+{0 0.57650218263054642,5 1.01405596624706053,4 -1}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/sparse_missing_closing_brace.arff b/tests/data/arff/invalid/sparse_missing_closing_brace.arff
new file mode 100644
index 000000000..ffe3f2af0
--- /dev/null
+++ b/tests/data/arff/invalid/sparse_missing_closing_brace.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+{3 1.0978832703949288,4 1}
+{2 0.51687296029754564,3 0.54604461446026,4 1
+{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
+{0 0.57650218263054642,1 1.01405596624706053,4 -1}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/sparse_missing_label.arff b/tests/data/arff/invalid/sparse_missing_label.arff
new file mode 100644
index 000000000..840e437e4
--- /dev/null
+++ b/tests/data/arff/invalid/sparse_missing_label.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+{3 1.0978832703949288,4 1}
+{2 0.51687296029754564,3 0.54604461446026,4 1}
+{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
+{0 0.57650218263054642,1 1.01405596624706053,4 -1}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/sparse_missing_opening_brace.arff b/tests/data/arff/invalid/sparse_missing_opening_brace.arff
new file mode 100644
index 000000000..65649ebf9
--- /dev/null
+++ b/tests/data/arff/invalid/sparse_missing_opening_brace.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {-1,1}
+
+@DATA
+{3 1.0978832703949288,4 1}
+{2 0.51687296029754564,3 0.54604461446026,4 1}
+1 0.60276937379453293,2 -0.13086851759108944,4 -1}
+{0 0.57650218263054642,1 1.01405596624706053,4 -1}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 89ef2fe9e..a034c1bb6 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -43,28 +43,29 @@ using type_combinations_types = ::testing::Types<
     type_combinations<double, std::string>>;
 
 class ARFFParseHeader : public ::testing::Test {};
-class ARFFParseHeaderValid : public ::testing::TestWithParam<std::tuple<std::string, std::size_t, std::size_t, bool>> {};
+class ARFFParseHeaderValid : public ::testing::TestWithParam<std::tuple<std::string, std::size_t, std::size_t, bool, std::size_t>> {};
 TEST_P(ARFFParseHeaderValid, header) {
-    const auto &[filename_part, num_features, header_skip, has_label] = GetParam();
+    const auto &[filename_part, num_features, header_skip, has_label,label_idx] = GetParam();
 
     // parse the ARFF file
     const std::string filename = fmt::format("{}{}", PLSSVM_TEST_PATH, filename_part);
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    const auto& [parsed_num_features, parsed_header_skip, parsed_has_label] = plssvm::detail::io::parse_arff_header(reader);
+    const auto& [parsed_num_features, parsed_header_skip, parsed_has_label, parsed_label_idx] = plssvm::detail::io::parse_arff_header(reader);
 
     // check for correctness
     EXPECT_EQ(parsed_num_features, num_features);
     EXPECT_EQ(parsed_header_skip, header_skip);
     EXPECT_EQ(parsed_has_label, has_label);
+    EXPECT_EQ(parsed_label_idx, label_idx);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ARFFParse, ARFFParseHeaderValid, ::testing::Values(
-                                                     std::make_tuple("/data/arff/5x4_int.arff", 4, 7, true),
-                                                     std::make_tuple("/data/arff/5x4_string.arff", 4, 7, true),
-                                                     std::make_tuple("/data/arff/5x4_sparse_int.arff", 4, 7, true),
-                                                     std::make_tuple("/data/arff/5x4_sparse_string.arff", 4, 7, true),
-                                                     std::make_tuple("/data/arff/3x2_without_label.arff", 2, 4, false)));
+                                                     std::make_tuple("/data/arff/5x4_int.arff", 4, 7, true, 4),
+                                                     std::make_tuple("/data/arff/5x4_string.arff", 4, 7, true, 2),
+                                                     std::make_tuple("/data/arff/5x4_sparse_int.arff", 4, 7, true, 4),
+                                                     std::make_tuple("/data/arff/5x4_sparse_string.arff", 4, 7, true, 2),
+                                                     std::make_tuple("/data/arff/3x2_without_label.arff", 2, 4, false, 0)));
 // clang-format on
 
 TEST(ARFFParseHeader, class_unquoted_nominal_attribute) {
@@ -270,7 +271,7 @@ TYPED_TEST(ARFFParse, read_without_label) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;
 
-    // parse the LIBSVM file
+    // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/3x2_without_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
@@ -288,4 +289,78 @@ TYPED_TEST(ARFFParse, read_without_label) {
     };
     EXPECT_EQ(data, correct_data);
     EXPECT_TRUE(label.empty());
-}
\ No newline at end of file
+}
+
+TYPED_TEST(ARFFParse, at_inside_data_section) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/@_inside_data_section.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Read @ inside data section!: \"@ATTRIBUTE invalid numeric\"!");
+}
+TYPED_TEST(ARFFParse, sparse_missing_closing_brace) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_missing_closing_brace.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing closing '}' for sparse data point \"{2 0.51687296029754564,3 0.54604461446026,4 1\" description!");
+}
+TYPED_TEST(ARFFParse, sparse_missing_opening_brace) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_missing_opening_brace.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing opening '{' for sparse data point \"1 0.60276937379453293,2 -0.13086851759108944,4 -1}\" description!");
+}
+TYPED_TEST(ARFFParse, sparse_invalid_feature_index) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_invalid_feature_index.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Trying to add feature/label at index 5 but the maximum index is 4!");
+}
+TYPED_TEST(ARFFParse, sparse_missing_label) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_missing_label.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing label for data point \"{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514}\"!");
+}
+
+TYPED_TEST(ARFFParse, dense_missing_value) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/dense_missing_value.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Invalid number of features and labels! Found 3 but should be 5!");
+}
+TYPED_TEST(ARFFParse, dense_too_many_values) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/dense_too_many_values.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Invalid number of features and labels! Found 6 but should be 5!");
+}
+
+

From 08d89ea2b11c12ce7aaa853691705e943b2519c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 16:36:16 +0200
Subject: [PATCH 0246/1010] Update test files and tests accordingly.

---
 include/plssvm/detail/io/arff_parsing.hpp |  45 +++--
 tests/data/arff/5x4_sparse_int.arff       |  12 +-
 tests/data/arff/5x4_sparse_string.arff    |  10 +-
 tests/data/arff/5x4_string.arff           |   2 +-
 tests/detail/io/arff_parsing.cpp          | 203 +++++++++++++++++++++-
 tests/detail/io/file_reader.cpp           |  10 +-
 tests/detail/io/libsvm_parsing.cpp        |   2 +-
 7 files changed, 244 insertions(+), 40 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 07532c581..df38585ce 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -17,10 +17,12 @@
 #include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
+#include "fmt/chrono.h"  // fmt::localtime
 #include "fmt/format.h"  // fmt::format, fmt::join
 #include "fmt/os.h"      // fmt::ostream
 
 #include <cstddef>      // std::size_t
+#include <ctime>        // std::time
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -29,7 +31,9 @@
 
 namespace plssvm::detail::io {
 
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool, std::size_t> parse_arff_header(file_reader &reader) {
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool, std::size_t> parse_arff_header(const file_reader &reader) {
+    PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
+
     std::size_t num_features = 0;
     std::size_t label_idx = 0;
     bool has_label = false;
@@ -145,8 +149,8 @@ namespace plssvm::detail::io {
 }
 
 template <typename real_type, typename label_type>
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_arff_data(file_reader &reader) {
-    std::exception_ptr parallel_exception;
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_arff_data(const file_reader &reader) {
+    PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
 
     // parse arff header, structured bindings can't be used because of the OpenMP parallel section
     std::size_t num_header_lines = 0;
@@ -157,12 +161,14 @@ template <typename real_type, typename label_type>
 
     // calculate data set sizes
     const std::size_t num_data_points = reader.num_lines() - num_header_lines;
-    const std::size_t num_attributes = num_features + static_cast<std::size_t>(has_label); //has_label ? num_attributes - 1 : num_attributes;
+    const std::size_t num_attributes = num_features + static_cast<std::size_t>(has_label);
 
     // create data and label vectors
     std::vector<std::vector<real_type>> data(num_data_points, std::vector<real_type>(num_features));
     std::vector<label_type> label(num_data_points);
 
+    std::exception_ptr parallel_exception;
+
 #pragma omp parallel default(none) shared(reader, data, label, parallel_exception) firstprivate(num_header_lines, num_features, num_attributes, has_label, label_idx)
     {
 #pragma omp for
@@ -193,7 +199,7 @@ template <typename real_type, typename label_type>
                         }
 
                         // get index
-                        const auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                        auto index = detail::convert_to<unsigned long, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         if (index >= num_attributes) {
                             // index too big for specified number of features
                             throw invalid_file_format_exception{ fmt::format("Trying to add feature/label at index {} but the maximum index is {}!", index, num_attributes - 1) };
@@ -207,9 +213,13 @@ template <typename real_type, typename label_type>
                         if (has_label && index == label_idx) {
                             // write label value
                             is_class_set = true;
-                            label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos));
+                            label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         } else {
                             // write feature value
+                            // if the feature index is larger than the label index, the index must be reduced in order to write the feature to the correct data index
+                            if (has_label && index > label_idx) {
+                                --index;
+                            }
                             data[i][index] = detail::convert_to<real_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                         }
 
@@ -267,6 +277,13 @@ template <typename real_type, typename label_type>
 
 template <typename real_type, typename label_type, bool has_label>
 inline void write_arff_data_impl(const std::string &filename, const std::vector<std::vector<real_type>> &data, const std::vector<label_type> &label) {
+    if constexpr (has_label) {
+        PLSSVM_ASSERT(data.empty() || !label.empty(), "has_label is 'true' but no labels were provided!");
+        PLSSVM_ASSERT(data.size() == label.size(), "Number of data points ({}) and number of labels ({}) mismatch!", data.size(), label.size());
+    } else {
+        PLSSVM_ASSERT(label.empty(), "has_label is 'false' but labels were provided!");
+    }
+
     // create file
     fmt::ostream out = fmt::output_file(filename);
 
@@ -276,18 +293,16 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
         return;
     }
     const std::size_t num_features = data.front().size();
-
+    // write arff header with current time stamp
+    out.print("@RELATION {:%Y-%m-%d %H:%M:%S}\n", fmt::localtime(std::time(nullptr)));
     // write arff header for features
     for (std::size_t i = 0; i < num_features; ++i) {
-        out.print("@ATTRIBUTE feature{} NUMERIC\n", i);
+        out.print("@ATTRIBUTE feature_{} NUMERIC\n", i);
     }
     // write arff header for the label if existing
     if constexpr (has_label) {
-        if constexpr (std::is_same_v<detail::remove_cvref_t<label_type>, std::string>) {
-            out.print("@ATTRIBUTE class STRING\n\n");
-        } else {
-            out.print("@ATTRIBUTE class NUMERIC\n\n");
-        }
+        const std::set<label_type> available_labels{ label.begin(), label.end() };
+        out.print("@ATTRIBUTE class {{{}}}\n", fmt::join(available_labels, ","));
     }
     out.print("@DATA\n");
 
@@ -299,9 +314,9 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
 #pragma omp for schedule(dynamic) nowait
         for (std::size_t i = 0; i < num_data_points; ++i) {
             if constexpr (has_label) {
-                out_string.append(fmt::format("{},{}\n", fmt::join(data[i], ","), label[i]));
+                out_string.append(fmt::format("{:.10e},{}\n", fmt::join(data[i], ","), label[i]));
             } else {
-                out.print("{}\n", fmt::join(data[i], ","));
+                out_string.append(fmt::format("{:.10e}\n", fmt::join(data[i], ",")));
             }
         }
 
diff --git a/tests/data/arff/5x4_sparse_int.arff b/tests/data/arff/5x4_sparse_int.arff
index 8d3b957b7..a7de8bee0 100644
--- a/tests/data/arff/5x4_sparse_int.arff
+++ b/tests/data/arff/5x4_sparse_int.arff
@@ -4,13 +4,13 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
+@ATTRIBUTE class    {-1,1}
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
 
 @DATA
-{3 1.0978832703949288,4 1}
-{2 0.51687296029754564,3 0.54604461446026,4 1}
-{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
-{0 0.57650218263054642,1 1.01405596624706053,4 -1}
-{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
+{2 1}
+{3 0.51687296029754564,4 0.54604461446026,2 1}
+{1 0.60276937379453293,3 -0.13086851759108944,2 -1}
+{0 0.57650218263054642,1 1.01405596624706053,2 -1}
+{0 1.88494043717792,1 1.00518564317278263,2 -1,3 0.298499933047586044,4 1.6464627048813514}
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse_string.arff b/tests/data/arff/5x4_sparse_string.arff
index beba668f6..f4398f68f 100644
--- a/tests/data/arff/5x4_sparse_string.arff
+++ b/tests/data/arff/5x4_sparse_string.arff
@@ -9,8 +9,8 @@
 @ATTRIBUTE fourth   NUMERIC
 
 @DATA
-{3 1.0978832703949288,4 cat}
-{2 0.51687296029754564,3 0.54604461446026,4 cat}
-{1 0.60276937379453293,2 -0.13086851759108944,4 dog}
-{0 0.57650218263054642,1 1.01405596624706053,4 dog}
-{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 dog}
+{2 cat}
+{3 0.51687296029754564,4 0.54604461446026,2 cat}
+{1 0.60276937379453293,3 -0.13086851759108944,2 dog}
+{0 0.57650218263054642,1 1.01405596624706053,2 dog}
+{0 1.88494043717792,1 1.00518564317278263,2 dog,3 0.298499933047586044,4 1.6464627048813514}
\ No newline at end of file
diff --git a/tests/data/arff/5x4_string.arff b/tests/data/arff/5x4_string.arff
index 2f0ced777..3b741609f 100644
--- a/tests/data/arff/5x4_string.arff
+++ b/tests/data/arff/5x4_string.arff
@@ -4,9 +4,9 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE class    {cat,dog}
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {cat,dog}
 
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,cat
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index a034c1bb6..35204d3ea 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -62,8 +62,8 @@ TEST_P(ARFFParseHeaderValid, header) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ARFFParse, ARFFParseHeaderValid, ::testing::Values(
                                                      std::make_tuple("/data/arff/5x4_int.arff", 4, 7, true, 4),
-                                                     std::make_tuple("/data/arff/5x4_string.arff", 4, 7, true, 2),
-                                                     std::make_tuple("/data/arff/5x4_sparse_int.arff", 4, 7, true, 4),
+                                                     std::make_tuple("/data/arff/5x4_string.arff", 4, 7, true, 4),
+                                                     std::make_tuple("/data/arff/5x4_sparse_int.arff", 4, 7, true, 2),
                                                      std::make_tuple("/data/arff/5x4_sparse_string.arff", 4, 7, true, 2),
                                                      std::make_tuple("/data/arff/3x2_without_label.arff", 2, 4, false, 0)));
 // clang-format on
@@ -167,6 +167,15 @@ TEST(ARFFParseHeader, empty) {
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 
+class ARFFParseHeaderDeathTest : public ::testing::Test {};
+
+TEST(ARFFParseHeaderDeathTest, invalid_file_reader) {
+    // open file_reader without associating it to a file
+    plssvm::detail::io::file_reader reader{};
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), "The file_reader is currently not associated with a file!");
+}
+
+
 template <typename T>
 class ARFFParse : public ::testing::Test {};
 TYPED_TEST_SUITE(ARFFParse, type_combinations_types);
@@ -193,8 +202,8 @@ class ARFFParseDense : public ARFFParse<T> {
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ -1.117827500607882 }, real_type{ -2.9087188881250993 }, real_type{ 0.66638344270039144 }, real_type{ 1.0978832703949288 } },
         { real_type{ -0.5282118298909262 }, real_type{ -0.335880984968183973 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
+        { real_type{ 0.0 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
         { real_type{ 0.57650218263054642 }, real_type{ 1.01405596624706053 }, real_type{ 0.13009428079760464 }, real_type{ 0.7261913886869387 } },
-        { real_type{ -0.20981208921241892 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.10805254527169827 } },
         { real_type{ 1.88494043717792 }, real_type{ 1.00518564317278263 }, real_type{ 0.298499933047586044 }, real_type{ 1.6464627048813514 } }
     };
     std::vector<label_type> correct_label{};
@@ -222,10 +231,10 @@ class ARFFParseSparse : public ARFFParse<T> {
 
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.51687296029754564 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 1.01405596624706053 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.60276937379453293 }, real_type{ 0.0 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.298499933047586044 } }
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
+        { real_type{ 0.0 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
+        { real_type{ 0.57650218263054642 }, real_type{ 1.01405596624706053 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 1.88494043717792 }, real_type{ 1.00518564317278263 }, real_type{ 0.298499933047586044 }, real_type{ 1.6464627048813514 } }
     };
     std::vector<label_type> correct_label{};
 };
@@ -239,6 +248,7 @@ TYPED_TEST(ARFFParseDense, read) {
     // parse the ARFF file
     plssvm::detail::io::file_reader reader{ this->filename };
     reader.read_lines('%');
+
     const auto [num_data_points, num_features, data, label] = plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader);
 
     // check for correct sizes
@@ -363,4 +373,183 @@ TYPED_TEST(ARFFParse, dense_too_many_values) {
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Invalid number of features and labels! Found 6 but should be 5!");
 }
 
+template <typename T>
+class ARFFParseDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(ARFFParseDeathTest, type_combinations_types);
+
+TYPED_TEST(ARFFParseDeathTest, invalid_file_reader) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // open file_reader without associating it to a file
+    plssvm::detail::io::file_reader reader{};
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), "The file_reader is currently not associated with a file!");
+}
+
+template <typename T>
+class ARFFWriteBase : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // create a temporary file containing the scaling factors
+        filename = util::create_temp_file();
+    }
+    void TearDown() override {
+        // remove the temporary file at the end
+        std::filesystem::remove(filename);
+    }
+
+    std::string filename;
+};
+
+template <typename T>
+class ARFFWrite : public ARFFWriteBase<T> {};
+TYPED_TEST_SUITE(ARFFWrite, type_combinations_types);
+
+template <typename T>
+class ARFFWriteDeathTest : public ARFFWriteBase<T> {};
+TYPED_TEST_SUITE(ARFFWriteDeathTest, type_combinations_types);
+
+TYPED_TEST(ARFFWrite, write_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> label{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label = std::vector<int>{ -1, 1, -1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label = std::vector<std::string>{ "cat", "dog", "cat" };
+    }
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_arff_data(this->filename, data, label);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), 6 + data.size());  // 6 header lines: @RELATION + 3 features + class + @DATA
+    // check the header information
+    EXPECT_TRUE(plssvm::detail::starts_with(reader.line(0), "@RELATION"));
+    for (std::size_t i = 0; i < data.front().size(); ++i) {
+        EXPECT_EQ(reader.line(i + 1), fmt::format("@ATTRIBUTE feature_{} NUMERIC", i));
+    }
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(reader.line(4), "@ATTRIBUTE class {-1,1}");
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(reader.line(4), "@ATTRIBUTE class {cat,dog}");
+    }
+    EXPECT_EQ(reader.line(5), "@DATA");
+    // check the lines
+    for (std::size_t i = 0; i < data.size(); ++i) {
+        const std::string line = fmt::format("{:.10e},{:.10e},{:.10e},{}", data[i][0], data[i][1], data[i][2], label[i]);
+        bool line_found = false;
+        for (std::size_t j = 6; j < reader.num_lines(); ++j) {
+            if (reader.line(j) == line) {
+                line_found = true;
+            }
+        }
+        if (!line_found) {
+            GTEST_FAIL() << fmt::format("Couldn't find line '{}' in the output file.", line);
+        }
+    }
+}
+
+TYPED_TEST(ARFFWrite, write_without_label) {
+    using real_type = typename TypeParam::real_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_arff_data(this->filename, data);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), 5 + data.size());  // 6 header lines: @RELATION + 3 features + @DATA
+    // check the header information
+    EXPECT_TRUE(plssvm::detail::starts_with(reader.line(0), "@RELATION"));
+    for (std::size_t i = 0; i < data.front().size(); ++i) {
+        EXPECT_EQ(reader.line(i + 1), fmt::format("@ATTRIBUTE feature_{} NUMERIC", i));
+    }
+    EXPECT_EQ(reader.line(4), "@DATA");
+    // check the lines
+    for (std::size_t i = 0; i < data.size(); ++i) {
+        const std::string line = fmt::format("{:.10e},{:.10e},{:.10e}", data[i][0], data[i][1], data[i][2]);
+        bool line_found = false;
+        for (std::size_t j = 5; j < reader.num_lines(); ++j) {
+            if (reader.line(j) == line) {
+                line_found = true;
+            }
+        }
+        if (!line_found) {
+            GTEST_FAIL() << fmt::format("Couldn't find line '{}' in the output file.", line);
+        }
+    }
+}
+
+TYPED_TEST(ARFFWrite, empty_data) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{};
+    const std::vector<label_type> label{};
+
+    // write the necessary data to the file
+    plssvm::detail::io::write_arff_data(this->filename, data, label);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines();
+
+    EXPECT_EQ(reader.num_lines(), 0);
+    EXPECT_TRUE(reader.lines().empty());
+}
+
+TYPED_TEST(ARFFWriteDeathTest, data_with_provided_empty_labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } } };
+    const std::vector<label_type> label{};
+
+    // try to write the necessary data to the file
+    EXPECT_DEATH(plssvm::detail::io::write_arff_data(this->filename, data, label), "has_label is 'true' but no labels were provided!");
+}
+TYPED_TEST(ARFFWriteDeathTest, data_and_label_size_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
+
+    // try to write the necessary data to the file
+    EXPECT_DEATH(plssvm::detail::io::write_arff_data(this->filename, data, label), ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
+}
+TYPED_TEST(ARFFWriteDeathTest, labels_provided_but_not_written) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
 
+    // try to write the necessary data to the file
+    EXPECT_DEATH((plssvm::detail::io::write_arff_data_impl<real_type, label_type, false>(this->filename, data, label)), "has_label is 'false' but labels were provided!");
+}
\ No newline at end of file
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index ed693475b..bc62ab3e8 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -19,7 +19,7 @@
 #include "gtest/gtest.h"  // TEST, TEST_P, TYPED_TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_FALSE, ASSERT_TRUE, ASSERT_FALSE, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Test, Types, TestWithParam, ValuesIn}
 
-#include <cstddef>      // std::Size_t
+#include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::path
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -235,7 +235,7 @@ TEST(FileReader, swap_member_function) {
 
 // clang-format off
 const std::vector<std::tuple<std::string, char, std::vector<std::string_view>>> file_lines{
-    std::make_tuple(PLSSVM_TEST_PATH "/data/arff/5x4.arff", '%', std::vector<std::string_view>{
+    std::make_tuple(PLSSVM_TEST_PATH "/data/arff/5x4_int.arff", '%', std::vector<std::string_view>{
                                  "% Title",
                                  "% comments",
                                  "@RELATION name",
@@ -243,13 +243,13 @@ const std::vector<std::tuple<std::string, char, std::vector<std::string_view>>>
                                  "@ATTRIBUTE second   numeric",
                                  "@ATTRIBUTE third    Numeric",
                                  "@ATTRIBUTE fourth   NUMERIC",
-                                 "@ATTRIBUTE class    NUMERIC",
+                                 "@ATTRIBUTE class    {-1,1}",
                                  "@DATA",
                                  "-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1",
                                  "-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1",
+                                 "0.0,0.60276937379453293,-0.13086851759108944,0.0,-1",
                                  "0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1",
-                                 "{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}",
-                                 "{0 1.88494043717792, 1 1.00518564317278263, 2 0.298499933047586044, 3 1.6464627048813514, 4 -1}" }),
+                                 "1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1" }),
     std::make_tuple(PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm", '#', std::vector<std::string_view>{
                                  "# comment",
                                  "1 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288",
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index cb4009847..115cb637d 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -254,7 +254,7 @@ TYPED_TEST(LIBSVMParse, arff_file) {
     using current_label_type = typename TypeParam::label_type;
 
     // parse the ARFF file
-    const std::string filename = PLSSVM_TEST_PATH "/data/arff/5x4.arff";
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/5x4_int.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
     EXPECT_THROW(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception);

From d5001a1e693b9ba5727e664a6fe833f69b21758a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 16:48:55 +0200
Subject: [PATCH 0247/1010] Add missing include documentation.

---
 include/plssvm/detail/io/libsvm_parsing.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 5410fa127..eb17222ce 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -20,7 +20,7 @@
 
 #include "fmt/compile.h"  // FMT_COMPILE
 #include "fmt/format.h"   // fmt::format, fmt::format_to
-#include "fmt/os.h"       // fmt::ostream
+#include "fmt/os.h"      // fmt::ostream, fmt::output_file
 
 #include <algorithm>    // std::max, std::min
 #include <cstddef>      // std::size_t

From 1c69cc84962de0768cd9ab587276e771d1e8ae56 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 17:11:36 +0200
Subject: [PATCH 0248/1010] Add documentation.

---
 include/plssvm/detail/io/arff_parsing.hpp   | 161 ++++++++++++++++++--
 include/plssvm/detail/io/libsvm_parsing.hpp |   4 +-
 tests/detail/io/arff_parsing.cpp            |  44 +++---
 3 files changed, 170 insertions(+), 39 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index df38585ce..9a8b7dd36 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -9,17 +9,19 @@
  * @brief Implements parsing functions for the ARFF file format.
  */
 
+#ifndef PLSSVM_DETAIL_IO_ARFF_PARSING_HPP_
+#define PLSSVM_DETAIL_IO_ARFF_PARSING_HPP_
 #pragma once
 
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::to_upper_case, plssvm::detail::starts_with
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::{to_upper_case, as_upper_case, starts_with, ends_with}
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
 #include "fmt/chrono.h"  // fmt::localtime
 #include "fmt/format.h"  // fmt::format, fmt::join
-#include "fmt/os.h"      // fmt::ostream
+#include "fmt/os.h"      // fmt::ostream, fmt::output_file
 
 #include <cstddef>      // std::size_t
 #include <ctime>        // std::time
@@ -27,13 +29,30 @@
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tuple, std::make_tuple
+#include <utility>      // std::move
 #include <vector>       // std::vector
 
 namespace plssvm::detail::io {
 
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool, std::size_t> parse_arff_header(const file_reader &reader) {
-    PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
-
+/**
+ * @brief Parse the ARFF file header, i.e., determine the number of features, the length of the ARRF header, whether the data set is annotated with labels
+ *        and at which position the label is written in the data set.
+ * @param[in] lines the ARFF header to parse
+ * @throws plssvm::invalid_file_format_exception if the \@RELATION field does not come before any other \@ATTRIBUTE
+ * @throws plssvm::invalid_file_format_exception if the \@RELATION field does not have a name
+ * @throws plssvm::invalid_file_format_exception if the \@RELATION field does have a name with whitespaces but is not quoted
+ * @throws plssvm::invalid_file_format_exception if an \@ATTRIBUTE field has the type NUMERIC **and** the name CLASS
+ * @throws plssvm::invalid_file_format_exception if an \@ATTRIBUTE field does not have a name
+ * @throws plssvm::invalid_file_format_exception if an \@ATTRIBUTE field does have a name with whitespaces but is not quoted
+ * @throws plssvm::invalid_file_format_exception if multiple \@ATTRIBUTES with the name CLASS are provided
+ * @throws plssvm::invalid_file_format_exception if the class field does not provide any labels
+ * @throws plssvm::invalid_file_format_exception if the class field provides labels that are no enclosed in {} (ARFF nominal attributes)
+ * @throws plssvm::invalid_file_format_exception if a header entry starts with an @ but is none of \@RELATION, \@ATTRIBUTE, or \@DATA
+ * @throws plssvm::invalid_file_format_exception if no feature attributes are provided
+ * @throws plssvm::invalid_file_format_exception if the \@DATA attribute is missing
+ * @return the necessary header information: [num_features, num_header_lines, has_label, label_idx] (`[[nodiscard]]`)
+ */
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool, std::size_t> parse_arff_header(const std::vector<std::string_view> &lines) {
     std::size_t num_features = 0;
     std::size_t label_idx = 0;
     bool has_label = false;
@@ -59,9 +78,9 @@ namespace plssvm::detail::io {
 
     // parse arff header
     std::size_t header_line = 0;
-    for (; header_line < reader.num_lines(); ++header_line) {
+    for (; header_line < lines.size(); ++header_line) {
         // get next line and convert content to all upper case
-        const std::string_view line{ reader.line(header_line) };
+        const std::string_view line = lines[header_line];
         const std::string upper_case_line = detail::as_upper_case(line);
         // relation fields are ignored
         if (detail::starts_with(upper_case_line, "@RELATION")) {
@@ -140,7 +159,7 @@ namespace plssvm::detail::io {
         // no @ATTRIBUTE fields
         throw invalid_file_format_exception{ "Can't parse file: no feature ATTRIBUTES are defined!" };
     }
-    if (header_line + 1 >= reader.num_lines()) {
+    if (header_line + 1 >= lines.size()) {
         // no data points provided
         throw invalid_file_format_exception{ "Can't parse file: @DATA is missing!" };
     }
@@ -148,6 +167,42 @@ namespace plssvm::detail::io {
     return std::make_tuple(num_features, header_line + 1, has_label, has_label ? label_idx : 0);
 }
 
+/**
+ * @brief Parse all data points and potential label using the file @p reader, ignoring all empty lines and lines starting with an `%`.
+ *        If no labels are found, returns an empty vector.
+ * @details An example file can look like
+ * @code
+ * @RELATION name
+ *
+ * @ATTRIBUTE feature_0   numeric
+ * @ATTRIBUTE feature_1   numeric
+ * @ATTRIBUTE feature_2   numeric
+ * @ATTRIBUTE feature_3   numeric
+ * @ATTRIBUTE class       {-1,1}
+ *
+ * @DATA
+ * -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
+ * -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
+ * 0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
+ * 0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
+ * 1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
+ * @endcode
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @param[in] reader the file_reader used to read the ARFF data
+ * @note The features must be provided with zero-based indices!
+ * @throws plssvm::invalid_file_format_exception if no features could be found (may indicate an empty file)
+ * @throws plssvm::invalid_file_format_exception if a label couldn't be converted to the provided @p label_type
+ * @throws plssvm::invalid_file_format_exception if a feature index couldn't be converted to `unsigned long`
+ * @throws plssvm::invalid_file_format_exception if a feature value couldn't be converted to the provided @p real_type
+ * @throws plssvm::invalid_file_format_exception if an '@' is read inside the \@DATA section
+ * @throws plssvm::invalid_file_format_exception if a closing curly brace '}' is missing in the sparse data point description
+ * @throws plssvm::invalid_file_format_exception if an closing curly brace '{' is missing in the sparse data point description
+ * @throws plssvm::invalid_file_format_exception if a index is out-of-bounce with respect to the provided ARFF header information
+ * @throws plssvm::invalid_file_format_exception if the ARFF header specifies labels but any data point misses a label
+ * @throws plssvm::invalid_file_format_exception if the number of found features and labels mismatches the numbers provided in the ARFF header
+ * @return a std::tuple containing: [num_data_points, num_features, data_points, labels] (`[[nodiscard]]`)
+ */
 template <typename real_type, typename label_type>
 [[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::vector<std::vector<real_type>>, std::vector<label_type>> parse_arff_data(const file_reader &reader) {
     PLSSVM_ASSERT(reader.is_open(), "The file_reader is currently not associated with a file!");
@@ -157,7 +212,7 @@ template <typename real_type, typename label_type>
     std::size_t num_features = 0;
     bool has_label = false;
     std::size_t label_idx = 0;
-    std::tie(num_features, num_header_lines, has_label, label_idx) = detail::io::parse_arff_header(reader);
+    std::tie(num_features, num_header_lines, has_label, label_idx) = detail::io::parse_arff_header(reader.lines());
 
     // calculate data set sizes
     const std::size_t num_data_points = reader.num_lines() - num_header_lines;
@@ -275,6 +330,35 @@ template <typename real_type, typename label_type>
     return std::make_tuple(num_data_points, num_features, std::move(data), has_label ? std::move(label) : std::vector<label_type>{});
 }
 
+/**
+ * @brief Write the provided @p data and @p labels to the ARFF file @p filename.
+ * @details An example file can look like
+ * @code
+ * @RELATION name
+ *
+ * @ATTRIBUTE feature_0   numeric
+ * @ATTRIBUTE feature_1   numeric
+ * @ATTRIBUTE feature_2   numeric
+ * @ATTRIBUTE feature_3   numeric
+ * @ATTRIBUTE class       {-1,1}
+ *
+ * @DATA
+ * -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
+ * -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
+ * 0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
+ * 0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
+ * 1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
+ * @endcode
+ * Note that the output will always be dense, i.e., all features with a value of `0.0` are explicitly written in the resulting file.
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
+ * @param[in] filename the filename to write the data to
+ * @param[in] data the data points to write to the file
+ * @param[in] label the labels to write to the file
+ * @note The resulting order of the data points in the ARFF file is unspecified!
+ * @note The features are written using zero-based indices!
+ */
 template <typename real_type, typename label_type, bool has_label>
 inline void write_arff_data_impl(const std::string &filename, const std::vector<std::vector<real_type>> &data, const std::vector<label_type> &label) {
     if constexpr (has_label) {
@@ -325,14 +409,71 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
     }
 }
 
+/**
+ * @brief Write the provided @p data and @p labels to the ARFF file @p filename.
+ * @details An example file can look like
+ * @code
+ * @RELATION name
+ *
+ * @ATTRIBUTE feature_0   numeric
+ * @ATTRIBUTE feature_1   numeric
+ * @ATTRIBUTE feature_2   numeric
+ * @ATTRIBUTE feature_3   numeric
+ * @ATTRIBUTE class       {-1,1}
+ *
+ * @DATA
+ * -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
+ * -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
+ * 0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
+ * 0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
+ * 1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
+ * @endcode
+ * Note that the output will always be dense, i.e., all features with a value of `0.0` are explicitly written in the resulting file.
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
+ * @param[in] filename the filename to write the data to
+ * @param[in] data the data points to write to the file
+ * @param[in] label the labels to write to the file
+ * @note The resulting order of the data points in the ARFF file is unspecified!
+ * @note The features are written using zero-based indices!
+ */
 template <typename real_type, typename label_type>
 inline void write_arff_data(const std::string &filename, const std::vector<std::vector<real_type>> &data, const std::vector<label_type> &label) {
     write_arff_data_impl<real_type, label_type, true>(filename, data, label);
 }
 
+/**
+ * @brief Write the provided @p data to the ARFF file @p filename.
+ * @details An example file can look like
+ * @code
+ * @RELATION name
+ *
+ * @ATTRIBUTE feature_0   numeric
+ * @ATTRIBUTE feature_1   numeric
+ * @ATTRIBUTE feature_2   numeric
+ * @ATTRIBUTE feature_3   numeric
+ *
+ * @DATA
+ * -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288
+ * -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026
+ * 0.0,0.60276937379453293,-0.13086851759108944,0.0
+ * 0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387
+ * 1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514
+ * @endcode
+ * Note that the output will always be dense, i.e., all features with a value of `0.0` are explicitly written in the resulting file.
+ * @tparam real_type the floating point type
+ * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
+ * @param[in] filename the filename to write the data to
+ * @param[in] data the data points to write to the file
+ * @note The resulting order of the data points in the ARFF file is unspecified!
+ * @note The features are written using zero-based indices!
+ */
 template <typename real_type>
 inline void write_arff_data(const std::string &filename, const std::vector<std::vector<real_type>> &data) {
     write_arff_data_impl<real_type, real_type, false>(filename, data, {});
 }
 
-}  // namespace plssvm::detail::io
\ No newline at end of file
+}  // namespace plssvm::detail::io
+
+#endif  // PLSSVM_DETAIL_IO_ARFF_PARSING_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index eb17222ce..6f337a4bb 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -34,7 +34,7 @@
 namespace plssvm::detail::io {
 
 /**
- * @brief The maximum number of features per data point given in @p lines, where the first @p skipped_lines are skipped.
+ * @brief Parse the maximum number of features per data point given in @p lines, where the first @p skipped_lines are skipped.
  * @details The maximum number of features equals the biggest found feature index. Since LIBSVM mandates that the features are ordered
  *          strictly increasing, it is sufficient to only look at the last feature index of each data point.
  * @param[in] lines the LIBSVM data to parse for the number of features
@@ -92,7 +92,7 @@ namespace plssvm::detail::io {
 }
 
 /**
- * @brief Parse all data points and potential using the file @p reader, ignoring all empty lines and lines starting with an `#`.
+ * @brief Parse all data points and potential label using the file @p reader, ignoring all empty lines and lines starting with an `#`.
  *        If no labels are found, returns an empty vector.
  * @details An example file can look like
  * @code
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 35204d3ea..b6d895f8e 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -24,8 +24,8 @@
 #include <filesystem>   // std::filesystem::remove
 #include <string>       // std::string
 #include <tuple>        // std::ignore
+#include <tuple>        // std::tuple, std::make_tuple
 #include <type_traits>  // std::is_same_v
-#include <utility>      // std::pair, std::make_pair
 #include <vector>       // std::vector
 
 // struct for the used type combinations
@@ -45,13 +45,13 @@ using type_combinations_types = ::testing::Types<
 class ARFFParseHeader : public ::testing::Test {};
 class ARFFParseHeaderValid : public ::testing::TestWithParam<std::tuple<std::string, std::size_t, std::size_t, bool, std::size_t>> {};
 TEST_P(ARFFParseHeaderValid, header) {
-    const auto &[filename_part, num_features, header_skip, has_label,label_idx] = GetParam();
+    const auto &[filename_part, num_features, header_skip, has_label, label_idx] = GetParam();
 
     // parse the ARFF file
     const std::string filename = fmt::format("{}{}", PLSSVM_TEST_PATH, filename_part);
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    const auto& [parsed_num_features, parsed_header_skip, parsed_has_label, parsed_label_idx] = plssvm::detail::io::parse_arff_header(reader);
+    const auto &[parsed_num_features, parsed_header_skip, parsed_has_label, parsed_label_idx] = plssvm::detail::io::parse_arff_header(reader.lines());
 
     // check for correctness
     EXPECT_EQ(parsed_num_features, num_features);
@@ -73,109 +73,100 @@ TEST(ARFFParseHeader, class_unquoted_nominal_attribute) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_unquoted_nominal_attribute.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    -1,1\" nominal attribute must be enclosed with {}!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    -1,1\" nominal attribute must be enclosed with {}!");
 }
 TEST(ARFFParseHeader, class_with_wrong_label) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_with_wrong_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "May not use the combination of the reserved name \"class\" and attribute type NUMERIC!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "May not use the combination of the reserved name \"class\" and attribute type NUMERIC!");
 }
 TEST(ARFFParseHeader, class_without_label) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_without_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class\" field must contain class labels!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class\" field must contain class labels!");
 }
 TEST(ARFFParseHeader, multiple_classes) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/multiple_classes.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "A nominal attribute with the name CLASS may only be provided once!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "A nominal attribute with the name CLASS may only be provided once!");
 }
 TEST(ARFFParseHeader, no_features) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_features.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 TEST(ARFFParseHeader, no_data_attribute) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_data_attribute.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: @DATA is missing!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: @DATA is missing!");
 }
 TEST(ARFFParseHeader, nominal_attribute_with_wrong_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/nominal_attribute_with_wrong_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {-1,1}\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {-1,1}\"!");
 }
 TEST(ARFFParseHeader, numeric_unquoted) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_unquoted.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "A \"@ATTRIBUTE second entry   numeric\" name that contains a whitespace must be quoted!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "A \"@ATTRIBUTE second entry   numeric\" name that contains a whitespace must be quoted!");
 }
 TEST(ARFFParseHeader, numeric_without_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_without_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE   numeric\" field must contain a name!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE   numeric\" field must contain a name!");
 }
 TEST(ARFFParseHeader, relation_not_at_beginning) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_not_at_beginning.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The @RELATION attribute must be set before any other @ATTRIBUTE!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The @RELATION attribute must be set before any other @ATTRIBUTE!");
 }
 TEST(ARFFParseHeader, relation_unquoted) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_unquoted.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "A \"@RELATION  name with whitespaces\" name that contains a whitespace must be quoted!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "A \"@RELATION  name with whitespaces\" name that contains a whitespace must be quoted!");
 }
 TEST(ARFFParseHeader, relation_without_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_without_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "The \"@RELATION\" field must contain a name!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@RELATION\" field must contain a name!");
 }
 TEST(ARFFParseHeader, wrong_line) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/wrong_line.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@THIS IS NOT A CORRECT LINE!\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@THIS IS NOT A CORRECT LINE!\"!");
 }
 TEST(ARFFParseHeader, empty) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 
-class ARFFParseHeaderDeathTest : public ::testing::Test {};
-
-TEST(ARFFParseHeaderDeathTest, invalid_file_reader) {
-    // open file_reader without associating it to a file
-    plssvm::detail::io::file_reader reader{};
-    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_arff_header(reader)), "The file_reader is currently not associated with a file!");
-}
-
-
 template <typename T>
 class ARFFParse : public ::testing::Test {};
 TYPED_TEST_SUITE(ARFFParse, type_combinations_types);
@@ -240,7 +231,6 @@ class ARFFParseSparse : public ARFFParse<T> {
 };
 TYPED_TEST_SUITE(ARFFParseSparse, type_combinations_types);
 
-
 TYPED_TEST(ARFFParseDense, read) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;

From 3c30f457365c37ffd367cac6a7fa9822303b01bf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Sep 2022 17:25:09 +0200
Subject: [PATCH 0249/1010] Fix formatting.

---
 include/plssvm/detail/io/arff_parsing.hpp | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 9a8b7dd36..6bf395269 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -224,11 +224,11 @@ template <typename real_type, typename label_type>
 
     std::exception_ptr parallel_exception;
 
-#pragma omp parallel default(none) shared(reader, data, label, parallel_exception) firstprivate(num_header_lines, num_features, num_attributes, has_label, label_idx)
+    #pragma omp parallel default(none) shared(reader, data, label, parallel_exception) firstprivate(num_header_lines, num_features, num_attributes, has_label, label_idx)
     {
-#pragma omp for
+        #pragma omp for
         for (std::size_t i = 0; i < data.size(); ++i) {
-#pragma omp cancellation point for
+            #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + num_header_lines);
                 // there must not be any @ inside the data section
@@ -309,15 +309,15 @@ template <typename real_type, typename label_type>
                     }
                 }
             } catch (const std::exception &) {
-// catch first exception and store it
-#pragma omp critical
+                // catch first exception and store it
+                #pragma omp critical
                 {
                     if (!parallel_exception) {
                         parallel_exception = std::current_exception();
                     }
                 }
-// cancel parallel execution, needs env variable OMP_CANCELLATION=true
-#pragma omp cancel for
+                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
+                #pragma omp cancel for
             }
         }
     }
@@ -391,11 +391,11 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
     out.print("@DATA\n");
 
     // write arff data
-#pragma omp parallel default(none) shared(out, data, label) firstprivate(num_data_points)
+    #pragma omp parallel default(none) shared(out, data, label) firstprivate(num_data_points)
     {
         // all support vectors
         std::string out_string;
-#pragma omp for schedule(dynamic) nowait
+        #pragma omp for schedule(dynamic) nowait
         for (std::size_t i = 0; i < num_data_points; ++i) {
             if constexpr (has_label) {
                 out_string.append(fmt::format("{:.10e},{}\n", fmt::join(data[i], ","), label[i]));
@@ -404,7 +404,7 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
             }
         }
 
-#pragma omp critical
+        #pragma omp critical
         out.print("{}", out_string);
     }
 }

From c8aa74a5548e3d67fd8af2498254fc166ed57af1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 13:04:17 +0200
Subject: [PATCH 0250/1010] Change parse_libsvm_model_header API and add tests.

---
 .gitignore                                    |   2 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 208 ++++++---
 include/plssvm/model.hpp                      |  16 +-
 tests/CMakeLists.txt                          |   1 +
 .../5x4_linear.libsvm.model}                  |   0
 .../5x4_polynomial.libsvm.model}              |   3 +-
 .../5x4_rbf.libsvm.model}                     |   3 +-
 ...plicit_coef0_in_linear_kernel.libsvm.model |  14 +
 .../explicit_coef0_in_rbf_kernel.libsvm.model |  14 +
 ...licit_degree_in_linear_kernel.libsvm.model |  14 +
 ...explicit_degree_in_rbf_kernel.libsvm.model |  14 +
 ...plicit_gamma_in_linear_kernel.libsvm.model |  14 +
 .../invalid/missing_kernel_type.libsvm.model  |  12 +
 .../model/invalid/missing_label.libsvm.model  |  13 +
 .../invalid/missing_nr_class.libsvm.model     |  12 +
 .../model/invalid/missing_nr_sv.libsvm.model  |  12 +
 .../model/invalid/missing_rho.libsvm.model    |  12 +
 .../missing_support_vectors.libsvm.model}     |   1 -
 .../model/invalid/missing_sv.libsvm.model     |  12 +
 .../invalid/missing_svm_type.libsvm.model     |  12 +
 .../invalid/missing_total_sv.libsvm.model     |  12 +
 .../nr_class_and_label_mismatch.libsvm.model  |  13 +
 .../nr_class_and_nr_sv_mismatch.libsvm.model  |  13 +
 .../model/invalid/too_few_label.libsvm.model  |  14 +
 .../model/invalid/too_few_nr_sv.libsvm.model  |  13 +
 .../invalid/too_many_classes.libsvm.model     |  14 +
 .../total_sv_and_nr_sv_mismatch.libsvm.model  |  13 +
 .../unrecognized_header_entry.libsvm.model    |  14 +
 .../invalid/wrong_kernel_type.libsvm.model    |  13 +
 .../model/invalid/wrong_nr_class.libsvm.model |  14 +
 .../model/invalid/wrong_svm_type.libsvm.model |  13 +
 .../model/invalid/wrong_total_sv.libsvm.model |  13 +
 tests/data/models/500x200.libsvm.linear.model |  17 -
 .../models/500x200.libsvm.polynomial.model    |  25 -
 tests/data/models/500x200.libsvm.rbf.model    | 223 ---------
 tests/detail/io/libsvm_model_parsing.cpp      | 436 ++++++++++++++++++
 36 files changed, 912 insertions(+), 337 deletions(-)
 rename tests/data/{models/5x4.libsvm.model => model/5x4_linear.libsvm.model} (100%)
 rename tests/data/{models/5x4.libsvm.polynomial.model => model/5x4_polynomial.libsvm.model} (94%)
 rename tests/data/{models/5x4.libsvm.rbf.model => model/5x4_rbf.libsvm.model} (94%)
 create mode 100644 tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model
 create mode 100644 tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model
 create mode 100644 tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model
 create mode 100644 tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model
 create mode 100644 tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model
 create mode 100644 tests/data/model/invalid/missing_kernel_type.libsvm.model
 create mode 100644 tests/data/model/invalid/missing_label.libsvm.model
 create mode 100644 tests/data/model/invalid/missing_nr_class.libsvm.model
 create mode 100644 tests/data/model/invalid/missing_nr_sv.libsvm.model
 create mode 100644 tests/data/model/invalid/missing_rho.libsvm.model
 rename tests/data/{models/0x4.model => model/invalid/missing_support_vectors.libsvm.model} (83%)
 create mode 100644 tests/data/model/invalid/missing_sv.libsvm.model
 create mode 100644 tests/data/model/invalid/missing_svm_type.libsvm.model
 create mode 100644 tests/data/model/invalid/missing_total_sv.libsvm.model
 create mode 100644 tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model
 create mode 100644 tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model
 create mode 100644 tests/data/model/invalid/too_few_label.libsvm.model
 create mode 100644 tests/data/model/invalid/too_few_nr_sv.libsvm.model
 create mode 100644 tests/data/model/invalid/too_many_classes.libsvm.model
 create mode 100644 tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model
 create mode 100644 tests/data/model/invalid/unrecognized_header_entry.libsvm.model
 create mode 100644 tests/data/model/invalid/wrong_kernel_type.libsvm.model
 create mode 100644 tests/data/model/invalid/wrong_nr_class.libsvm.model
 create mode 100644 tests/data/model/invalid/wrong_svm_type.libsvm.model
 create mode 100644 tests/data/model/invalid/wrong_total_sv.libsvm.model
 delete mode 100644 tests/data/models/500x200.libsvm.linear.model
 delete mode 100644 tests/data/models/500x200.libsvm.polynomial.model
 delete mode 100644 tests/data/models/500x200.libsvm.rbf.model
 create mode 100644 tests/detail/io/libsvm_model_parsing.cpp

diff --git a/.gitignore b/.gitignore
index 0e6e06f75..4256d35b2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -80,7 +80,7 @@ docs/*
 # data in test folder
 !tests/data/
 tests/data/*
-!tests/data/models/
+!tests/data/model/
 !tests/data/libsvm/
 !tests/data/arff/
 !tests/data/predict/
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 6d9294f26..acdf16968 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -1,19 +1,32 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements parsing functions for the LIBSVM model file.
+ */
+
+#ifndef PLSSVM_DETAIL_IO_LIBSVM_MODEL_PARSING_HPP_
+#define PLSSVM_DETAIL_IO_LIBSVM_MODEL_PARSING_HPP_
 #pragma once
 
 #include "plssvm/data_set.hpp"   // plssvm::data_set
 #include "plssvm/parameter.hpp"  // plssvm::parameter
 
-#include "fmt/compile.h" // FMT_COMPILE
-#include "fmt/format.h"  // fmt::format, fmt::format_to
-#include "fmt/os.h"      // fmt::ostream
+#include "fmt/compile.h"  // FMT_COMPILE
+#include "fmt/format.h"   // fmt::format, fmt::format_to
+#include "fmt/os.h"       // fmt::ostream
 #ifdef _OPENMP
     #include <omp.h>  // omp_get_num_threads
 #endif
 
 #include <algorithm>    // std::min
 #include <cstddef>      // std::size_t
-#include <numeric>      // std::accumulate
 #include <memory>       // std::unique_ptr
+#include <numeric>      // std::accumulate
 #include <sstream>      // std::stringstream
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -23,18 +36,30 @@
 namespace plssvm::detail::io {
 
 template <typename real_type, typename label_type, typename size_type>
-inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(file_reader &reader, parameter<real_type> &params, real_type &rho, size_type &num_support_vectors) {
-    // read libsvm header
+[[nodiscard]] inline std::tuple<parameter<real_type>, real_type, std::vector<label_type>, std::size_t> parse_libsvm_model_header(const std::vector<std::string_view> &lines) {
+    // data to read
+    plssvm::parameter<real_type> params;
+    real_type rho = 0.0;
+    size_type num_support_vectors;
+
     // helper variables
+    bool svm_type_set{ false };
+    bool kernel_type_set{ false };
+    bool nr_class_set{ false };
+    bool total_sv_set{ false };
     bool rho_set{ false };
+    bool label_set{ false };
+    bool nr_sv_set{ false };
+    size_type nr_class{};
     std::vector<label_type> labels{};
     std::vector<size_type> num_support_vectors_per_class{};
 
     // parse libsvm model file header
-    std::size_t header = 0;
+    std::size_t header_line = 0;
     {
-        for (; header < reader.num_lines(); ++header) {
-            std::string line{ detail::trim(reader.line(header)) };
+        for (; header_line < lines.size(); ++header_line) {
+            // get the current line and convert it to lower case
+            std::string line{ detail::trim(lines[header_line]) };
             detail::to_lower_case(line);
 
             // separate value from model header entry
@@ -47,6 +72,8 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
                 if (value != "c_svc") {
                     throw invalid_file_format_exception{ fmt::format("Can only use c_svc as svm_type, but '{}' was given!", value) };
                 }
+                // read the svm_type
+                svm_type_set = true;
             } else if (detail::starts_with(line, "kernel_type")) {
                 // parse kernel_type, must be linear, polynomial or rbf
                 std::istringstream iss{ std::string{ value } };
@@ -54,6 +81,8 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
                 if (iss.fail()) {
                     throw invalid_file_format_exception{ fmt::format("Unrecognized kernel type '{}'!", value) };
                 }
+                // read the kernel_type
+                kernel_type_set = true;
             } else if (detail::starts_with(line, "gamma")) {
                 // parse gamma
                 params.gamma = detail::convert_to<typename decltype(params.gamma)::value_type>(value);
@@ -65,66 +94,112 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
                 params.coef0 = detail::convert_to<typename decltype(params.coef0)::value_type>(value);
             } else if (detail::starts_with(line, "nr_class")) {
                 // number of classes must be 2
-                const auto nr_class = detail::convert_to<unsigned long long>(value);
-                if (nr_class != 2) {
-                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", nr_class) };
-                }
+                nr_class = detail::convert_to<unsigned long long>(value);
+                // read the number of classes (number of different labels)
+                nr_class_set = true;
             } else if (detail::starts_with(line, "total_sv")) {
                 // the total number of support vectors must be greater than 0
                 num_support_vectors = detail::convert_to<size_type>(value);
                 if (num_support_vectors == 0) {
-                    throw invalid_file_format_exception{ fmt::format("The number of support vectors must be greater than 0, but is {}!", num_support_vectors) };
+                    throw invalid_file_format_exception{ "The number of support vectors must be greater than 0!" };
                 }
+                // read the number of support vectors
+                total_sv_set = true;
             } else if (detail::starts_with(line, "rho")) {
                 // parse rho, required
                 rho = detail::convert_to<real_type>(value);
+                // read the rho value
                 rho_set = true;
             } else if (detail::starts_with(line, "label")) {
-                // parse label
-                labels = detail::split_as<label_type>(value, ' ');
-
+                // parse available label, note: we can't use value here since we want to preserve the case of the labels
+                std::string_view original_line = detail::trim(lines[header_line]);
+                original_line.remove_prefix(std::min(original_line.find_first_of(' ') + 1, original_line.size()));
+                original_line = detail::trim_left(original_line);
+                labels = detail::split_as<label_type>(original_line, ' ');
                 if (labels.size() < 2) {
-                    throw invalid_file_format_exception{ fmt::format("At least two labels must be set, but only {} label was given!", labels.size()) };
-                } else if (labels.size() > 2) {
-                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} label where given!", labels.size()) };
+                    throw invalid_file_format_exception{ fmt::format("At least two labels must be set, but only {} label ([{}]) was given!", labels.size(), fmt::join(labels, ", ")) };
                 }
+                // read the labels
+                label_set = true;
             } else if (detail::starts_with(line, "nr_sv")) {
                 // parse number of support vectors per class
                 num_support_vectors_per_class = detail::split_as<size_type>(value, ' ');
-
-                const auto nr_sv_sum = std::accumulate(num_support_vectors_per_class.begin(), num_support_vectors_per_class.end(), size_type{ 0 });
-
                 if (num_support_vectors_per_class.size() < 2) {
-                    throw invalid_file_format_exception{ fmt::format("At least two nr_sv must be set, but only {} was given!", num_support_vectors_per_class.size()) };
-                } else if (num_support_vectors_per_class.size() > 2) {
-                    throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} nr_sv where given!", num_support_vectors_per_class.size()) };
-                } else if (nr_sv_sum != num_support_vectors) {
-                    throw invalid_file_format_exception{ fmt::format("The total number of support vectors is {}, but the sum of nr_sv is {}!", num_support_vectors, nr_sv_sum) };
+                    throw invalid_file_format_exception{ fmt::format("At least two nr_sv must be set, but only {} ([{}]) was given!", num_support_vectors_per_class.size(), fmt::join(num_support_vectors_per_class, ", ")) };
                 }
+                // read the number of support vectors per class
+                nr_sv_set = true;
             } else if (line == "sv") {
                 // start parsing support vectors, required
                 break;
             } else {
-                throw invalid_file_format_exception{ fmt::format("Unrecognized header entry '{}'! Maybe SV is missing?", reader.line(header)) };
+                throw invalid_file_format_exception{ fmt::format("Unrecognized header entry '{}'! Maybe SV is missing?", lines[header_line]) };
             }
         }
     }
 
     // additional sanity checks
-    if (num_support_vectors == 0) {
-        // no total number of support vectors given
-        throw invalid_file_format_exception{ "Missing total number of support vectors!" };
-    } else if (labels.empty()) {
-        // no labels given
-        throw invalid_file_format_exception{ "Missing labels!" };
-    } else if (num_support_vectors_per_class.empty()) {
-        // no count for support vectors per class given
-        throw invalid_file_format_exception{ "Missing number of support vectors per class!" };
-    } else if (!rho_set) {
-        // no rho set
+    if (!svm_type_set) {
+        throw invalid_file_format_exception{ "Missing svm_type!" };
+    }
+    if (!kernel_type_set) {
+        throw invalid_file_format_exception{ "Missing kernel_type!" };
+    }
+    // check provided values based on kernel_type
+    switch (params.kernel) {
+        case plssvm::kernel_type::linear:
+            if (!params.degree.is_default()) {
+                throw invalid_file_format_exception{ "Explicitly provided a value for the degree parameter which is not used in the linear kernel!" };
+            }
+            if (!params.gamma.is_default()) {
+                throw invalid_file_format_exception{ "Explicitly provided a value for the gamma parameter which is not used in the linear kernel!" };
+            }
+            if (!params.coef0.is_default()) {
+                throw invalid_file_format_exception{ "Explicitly provided a value for the coef0 parameter which is not used in the linear kernel!" };
+            }
+            break;
+        case plssvm::kernel_type::polynomial:
+            break;
+        case plssvm::kernel_type::rbf:
+
+            if (!params.degree.is_default()) {
+                throw invalid_file_format_exception{ "Explicitly provided a value for the degree parameter which is not used in the radial basis function kernel!" };
+            }
+            if (!params.coef0.is_default()) {
+                throw invalid_file_format_exception{ "Explicitly provided a value for the coef0 parameter which is not used in the radial basis function kernel!" };
+            }
+            break;
+    }
+    if (!nr_class_set) {
+        throw invalid_file_format_exception{ "Missing number of different classes nr_class!" };
+    }
+    if (!total_sv_set) {
+        throw invalid_file_format_exception{ "Missing total number of support vectors total_sv!" };
+    }
+    if (!rho_set) {
         throw invalid_file_format_exception{ "Missing rho value!" };
-    } else if (header + 1 >= reader.num_lines()) {
-        // no support vectors given
+    }
+    if (!label_set) {
+        throw invalid_file_format_exception{ "Missing class label specification!" };
+    }
+    // number of different labels must match the number of classes
+    if (nr_class != labels.size()) {
+        throw invalid_file_format_exception{ fmt::format("The number of classes (nr_class) is {}, but the provided number of different labels is {} (label)!", nr_class, labels.size()) };
+    }
+    if (!nr_sv_set) {
+        throw invalid_file_format_exception{ "Missing number of support vectors per class nr_sv!" };
+    }
+    // number of different label numbers must match the number of classes
+    if (nr_class != num_support_vectors_per_class.size()) {
+        throw invalid_file_format_exception{ fmt::format("The number of classes (nr_class) is {}, but the provided number of different labels is {} (nr_sv)!", nr_class, num_support_vectors_per_class.size()) };
+    }
+    // calculate the number of support as sum of the support vectors per class
+    const auto nr_sv_sum = std::accumulate(num_support_vectors_per_class.begin(), num_support_vectors_per_class.end(), size_type{ 0 });
+    if (nr_sv_sum != num_support_vectors) {
+        throw invalid_file_format_exception{ fmt::format("The total number of support vectors is {}, but the sum of nr_sv is {}!", num_support_vectors, nr_sv_sum) };
+    }
+    // check if no support vectors are given
+    if (header_line + 1 >= lines.size()) {
         throw invalid_file_format_exception{ "Can't parse file: no support vectors are given or SV is missing!" };
     }
 
@@ -136,7 +211,12 @@ inline std::pair<std::size_t, std::vector<label_type>> read_libsvm_model_header(
         pos += num_support_vectors_per_class[i];
     }
 
-    return std::make_pair(header, std::move(data_labels));
+    // current limitation
+    if (nr_class != 2) {
+        throw invalid_file_format_exception{ fmt::format("Currently only binary classification is supported, but {} different label where given!", nr_class) };
+    }
+
+    return std::make_tuple(params, rho, std::move(data_labels), header_line + 1);
 }
 
 template <typename real_type, typename label_type>
@@ -169,7 +249,11 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
     }
 
     out_string += fmt::format("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
-                              data.num_labels(), fmt::join(label_values, " "), data.num_data_points(), fmt::join(label_counts, " "), rho);
+                              data.num_labels(),
+                              fmt::join(label_values, " "),
+                              data.num_data_points(),
+                              fmt::join(label_counts, " "),
+                              rho);
 
     // print model header
     fmt::print("\n{}\n", out_string);
@@ -180,7 +264,7 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order, const std::size_t num_features) {
+inline void write_libsvm_model_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order, const std::size_t num_features) {
     // the maximum size of one formatted LIBSVM entry, e.g., 1234:1.365363e+10
     // biggest number representable as std::size_t: 18446744073709551615 -> 20 chars
     // scientific notation: 3 chars (number in front of decimal separator including a sign + decimal separator) + 10 chars (part after the decimal separator, specified during formatting) +
@@ -198,7 +282,7 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
     auto format_libsvm_line = [=](std::string &output, const real_type a, const std::vector<real_type> &d) {
         static constexpr std::size_t STACK_BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
         static char buffer[STACK_BUFFER_SIZE];
-        #pragma omp threadprivate(buffer)
+#pragma omp threadprivate(buffer)
 
         output.append(fmt::format(FMT_COMPILE("{:.10e} "), a));
         for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
@@ -215,25 +299,25 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
     };
 
     // initialize volatile array
-    volatile int* counts = new volatile int[label_order.size()]{};
-    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
+    volatile int *counts = new volatile int[label_order.size()]{};
+#pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
     {
         // preallocate string buffer, only ONE allocation
         std::string out_string;
         out_string.reserve(STRING_BUFFER_SIZE + (num_features + 1) * CHARS_PER_BLOCK);
 
-        // support vectors with the first class
-        #pragma omp for nowait
+// support vectors with the first class
+#pragma omp for nowait
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
             if (labels[i] == label_order[0]) {
                 format_libsvm_line(out_string, alpha[i], support_vectors[i]);
 
                 // if the buffer is full, write it to the file
                 if (out_string.size() > STRING_BUFFER_SIZE) {
-                    #pragma omp critical
+#pragma omp critical
                     {
                         out.print(out_string);
-                        #pragma omp flush(out)
+#pragma omp flush(out)
                     }
                     // clear buffer
                     out_string.clear();
@@ -241,30 +325,30 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             }
         }
 
-        #pragma omp critical
+#pragma omp critical
         {
             if (!out_string.empty()) {
                 out.print(out_string);
                 out_string.clear();
             }
             counts[0]++;
-            #pragma omp flush(counts, out)
+#pragma omp flush(counts, out)
         }
 
         for (typename std::vector<label_type>::size_type l = 1; l < label_order.size(); ++l) {
             // the support vectors with the i-th class
 
-            #pragma omp for nowait
+#pragma omp for nowait
             for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
                 if (labels[i] == label_order[l]) {
                     format_libsvm_line(out_string, alpha[i], support_vectors[i]);
 
                     // if the buffer is full, write it to the file
                     if (out_string.size() > STRING_BUFFER_SIZE) {
-                        #pragma omp critical
+#pragma omp critical
                         {
                             out.print(out_string);
-                            #pragma omp flush(out)
+#pragma omp flush(out)
                         }
                         // clear buffer
                         out_string.clear();
@@ -276,21 +360,23 @@ inline void write_libsvm_model_data(fmt::ostream& out, const std::vector<std::ve
             while (counts[l - 1] < omp_get_num_threads()) {
             }
 #else
-            #pragma omp barrier
+    #pragma omp barrier
 #endif
 
-            #pragma omp critical
+#pragma omp critical
             {
                 if (!out_string.empty()) {
                     out.print(out_string);
                     out_string.clear();
                 }
                 counts[l]++;
-                #pragma omp flush(counts, out)
+#pragma omp flush(counts, out)
             }
         }
     }
     delete[] counts;
 }
 
-}
\ No newline at end of file
+}  // namespace plssvm::detail::io
+
+#endif  // PLSSVM_DETAIL_IO_LIBSVM_MODEL_PARSING_HPP_
\ No newline at end of file
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 9afd0d42f..2b56b747a 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -77,21 +77,23 @@ template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    detail::io::file_reader f{ filename };
-    f.read_lines('#');
+    detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
 
     // parse libsvm header
-    auto [header, data_labels] = detail::io::read_libsvm_model_header<real_type, label_type, size_type>(f, params_, rho_, num_support_vectors_);
+    std::vector<label_type> labels;
+    std::size_t num_header_lines;
+    std::tie(params_, rho_, labels, num_header_lines) = detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
 
     // create support vectors and alpha vector
-    std::vector<std::vector<real_type>> support_vectors(num_support_vectors_);
-    std::vector<real_type> alphas(num_support_vectors_);
+    std::vector<std::vector<real_type>> support_vectors;
+    std::vector<real_type> alphas;
 
     // parse libsvm model data
-    std::tie(num_support_vectors_, num_features_, support_vectors, alphas) = detail::io::parse_libsvm_data<real_type, real_type>(f, header + 1);
+    std::tie(num_support_vectors_, num_features_, support_vectors, alphas) = detail::io::parse_libsvm_data<real_type, real_type>(reader, num_header_lines);
 
     // create data set
-    data_ = data_set<real_type, label_type>{ std::move(support_vectors), std::move(data_labels) };
+    data_ = data_set<real_type, label_type>{ std::move(support_vectors), std::move(labels) };
     alpha_ptr_ = std::make_shared<decltype(alphas)>(std::move(alphas));
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 7e8cb904a..8cbed6f5d 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -103,6 +103,7 @@ set(PLSSVM_BASE_TEST_SOURCES
 
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/arff_parsing.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_model_parsing.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_parsing.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/scaling_factors_parsing.cpp
 
diff --git a/tests/data/models/5x4.libsvm.model b/tests/data/model/5x4_linear.libsvm.model
similarity index 100%
rename from tests/data/models/5x4.libsvm.model
rename to tests/data/model/5x4_linear.libsvm.model
diff --git a/tests/data/models/5x4.libsvm.polynomial.model b/tests/data/model/5x4_polynomial.libsvm.model
similarity index 94%
rename from tests/data/models/5x4.libsvm.polynomial.model
rename to tests/data/model/5x4_polynomial.libsvm.model
index 3d75417f5..a4f5b9e16 100644
--- a/tests/data/models/5x4.libsvm.polynomial.model
+++ b/tests/data/model/5x4_polynomial.libsvm.model
@@ -1,8 +1,9 @@
+# this is a comment
 svm_type c_svc
 kernel_type polynomial
 degree 2
 gamma 0.25
-coef0 1
+coef0 1.5
 nr_class 2
 total_sv 5
 rho 0.37330625882191915
diff --git a/tests/data/models/5x4.libsvm.rbf.model b/tests/data/model/5x4_rbf.libsvm.model
similarity index 94%
rename from tests/data/models/5x4.libsvm.rbf.model
rename to tests/data/model/5x4_rbf.libsvm.model
index 104653952..1789e7b45 100644
--- a/tests/data/models/5x4.libsvm.rbf.model
+++ b/tests/data/model/5x4_rbf.libsvm.model
@@ -1,6 +1,7 @@
+# this is a comment
 svm_type c_svc
 kernel_type rbf
-gamma 0.25
+gamma 0.025
 nr_class 2
 total_sv 5
 rho 0.37330625882191915
diff --git a/tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model b/tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model
new file mode 100644
index 000000000..5fb3d2627
--- /dev/null
+++ b/tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model
@@ -0,0 +1,14 @@
+svm_type c_svc
+kernel_type linear
+coef0 1.5
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model b/tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model
new file mode 100644
index 000000000..74c0f9620
--- /dev/null
+++ b/tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model
@@ -0,0 +1,14 @@
+svm_type c_svc
+kernel_type rbf
+coef0 1.5
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model b/tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model
new file mode 100644
index 000000000..1f4a31726
--- /dev/null
+++ b/tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model
@@ -0,0 +1,14 @@
+svm_type c_svc
+kernel_type linear
+degree 2
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model b/tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model
new file mode 100644
index 000000000..c006f41d1
--- /dev/null
+++ b/tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model
@@ -0,0 +1,14 @@
+svm_type c_svc
+kernel_type rbf
+degree 2
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model b/tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model
new file mode 100644
index 000000000..632ea2001
--- /dev/null
+++ b/tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model
@@ -0,0 +1,14 @@
+svm_type c_svc
+kernel_type linear
+gamma 0.001
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/missing_kernel_type.libsvm.model b/tests/data/model/invalid/missing_kernel_type.libsvm.model
new file mode 100644
index 000000000..fe1283620
--- /dev/null
+++ b/tests/data/model/invalid/missing_kernel_type.libsvm.model
@@ -0,0 +1,12 @@
+svm_type c_svc
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/missing_label.libsvm.model b/tests/data/model/invalid/missing_label.libsvm.model
new file mode 100644
index 000000000..552d56523
--- /dev/null
+++ b/tests/data/model/invalid/missing_label.libsvm.model
@@ -0,0 +1,13 @@
+# this is a comment
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/missing_nr_class.libsvm.model b/tests/data/model/invalid/missing_nr_class.libsvm.model
new file mode 100644
index 000000000..75e3fd0b7
--- /dev/null
+++ b/tests/data/model/invalid/missing_nr_class.libsvm.model
@@ -0,0 +1,12 @@
+svm_type c_svc
+kernel_type linear
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/missing_nr_sv.libsvm.model b/tests/data/model/invalid/missing_nr_sv.libsvm.model
new file mode 100644
index 000000000..1d4e51aa0
--- /dev/null
+++ b/tests/data/model/invalid/missing_nr_sv.libsvm.model
@@ -0,0 +1,12 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/missing_rho.libsvm.model b/tests/data/model/invalid/missing_rho.libsvm.model
new file mode 100644
index 000000000..af977a5fe
--- /dev/null
+++ b/tests/data/model/invalid/missing_rho.libsvm.model
@@ -0,0 +1,12 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/models/0x4.model b/tests/data/model/invalid/missing_support_vectors.libsvm.model
similarity index 83%
rename from tests/data/models/0x4.model
rename to tests/data/model/invalid/missing_support_vectors.libsvm.model
index 13ae27abd..5101bbd92 100644
--- a/tests/data/models/0x4.model
+++ b/tests/data/model/invalid/missing_support_vectors.libsvm.model
@@ -1,4 +1,3 @@
-# this is a comment
 svm_type c_svc
 kernel_type linear
 nr_class 2
diff --git a/tests/data/model/invalid/missing_sv.libsvm.model b/tests/data/model/invalid/missing_sv.libsvm.model
new file mode 100644
index 000000000..31622f942
--- /dev/null
+++ b/tests/data/model/invalid/missing_sv.libsvm.model
@@ -0,0 +1,12 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/missing_svm_type.libsvm.model b/tests/data/model/invalid/missing_svm_type.libsvm.model
new file mode 100644
index 000000000..a4aa955ba
--- /dev/null
+++ b/tests/data/model/invalid/missing_svm_type.libsvm.model
@@ -0,0 +1,12 @@
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/missing_total_sv.libsvm.model b/tests/data/model/invalid/missing_total_sv.libsvm.model
new file mode 100644
index 000000000..cf70524a7
--- /dev/null
+++ b/tests/data/model/invalid/missing_total_sv.libsvm.model
@@ -0,0 +1,12 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model b/tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model
new file mode 100644
index 000000000..2abd8f4ee
--- /dev/null
+++ b/tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model
@@ -0,0 +1,13 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1 2
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model b/tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model
new file mode 100644
index 000000000..21148cdb1
--- /dev/null
+++ b/tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model
@@ -0,0 +1,13 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 2 1
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/too_few_label.libsvm.model b/tests/data/model/invalid/too_few_label.libsvm.model
new file mode 100644
index 000000000..069bd0c7b
--- /dev/null
+++ b/tests/data/model/invalid/too_few_label.libsvm.model
@@ -0,0 +1,14 @@
+# this is a comment
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/too_few_nr_sv.libsvm.model b/tests/data/model/invalid/too_few_nr_sv.libsvm.model
new file mode 100644
index 000000000..6aa62716c
--- /dev/null
+++ b/tests/data/model/invalid/too_few_nr_sv.libsvm.model
@@ -0,0 +1,13 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 5
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/too_many_classes.libsvm.model b/tests/data/model/invalid/too_many_classes.libsvm.model
new file mode 100644
index 000000000..1f0104265
--- /dev/null
+++ b/tests/data/model/invalid/too_many_classes.libsvm.model
@@ -0,0 +1,14 @@
+# this is a comment
+svm_type c_svc
+kernel_type linear
+nr_class 3
+rho 0.37330625882191915
+label 1 -1 2
+total_sv 5
+nr_sv 2 2 1
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model b/tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model
new file mode 100644
index 000000000..13a973c04
--- /dev/null
+++ b/tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model
@@ -0,0 +1,13 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 4
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/unrecognized_header_entry.libsvm.model b/tests/data/model/invalid/unrecognized_header_entry.libsvm.model
new file mode 100644
index 000000000..769e33da0
--- /dev/null
+++ b/tests/data/model/invalid/unrecognized_header_entry.libsvm.model
@@ -0,0 +1,14 @@
+svm_type c_svc
+kernel_type linear
+invalid entry
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/wrong_kernel_type.libsvm.model b/tests/data/model/invalid/wrong_kernel_type.libsvm.model
new file mode 100644
index 000000000..c2018d546
--- /dev/null
+++ b/tests/data/model/invalid/wrong_kernel_type.libsvm.model
@@ -0,0 +1,13 @@
+svm_type c_svc
+kernel_type foo
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/wrong_nr_class.libsvm.model b/tests/data/model/invalid/wrong_nr_class.libsvm.model
new file mode 100644
index 000000000..ec199ef9c
--- /dev/null
+++ b/tests/data/model/invalid/wrong_nr_class.libsvm.model
@@ -0,0 +1,14 @@
+# this is a comment
+svm_type c_svc
+kernel_type linear
+nr_class 3
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/wrong_svm_type.libsvm.model b/tests/data/model/invalid/wrong_svm_type.libsvm.model
new file mode 100644
index 000000000..a4ad8cccc
--- /dev/null
+++ b/tests/data/model/invalid/wrong_svm_type.libsvm.model
@@ -0,0 +1,13 @@
+svm_type nu_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/invalid/wrong_total_sv.libsvm.model b/tests/data/model/invalid/wrong_total_sv.libsvm.model
new file mode 100644
index 000000000..4caf8f577
--- /dev/null
+++ b/tests/data/model/invalid/wrong_total_sv.libsvm.model
@@ -0,0 +1,13 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label 1 -1
+total_sv 0
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/models/500x200.libsvm.linear.model b/tests/data/models/500x200.libsvm.linear.model
deleted file mode 100644
index c848d5fbe..000000000
--- a/tests/data/models/500x200.libsvm.linear.model
+++ /dev/null
@@ -1,17 +0,0 @@
-svm_type c_svc
-kernel_type linear
-nr_class 2
-total_sv 9
-rho 0.075993354792116025
-label 1 -1
-nr_sv 4 5
-SV
-3.2646689074018703e-05 0:7.7246431 1:-5.0410296 2:-4.2802085 3:-2.0863068 4:4.0680237 5:9.9573689 6:-11.459654 7:-6.1172644 8:6.2954185 9:5.5357769 10:-7.7261 11:2.5935613 12:-7.4564886 13:-8.563474 14:-5.7296373 15:3.7747131 16:5.5033687 17:3.3898127 18:-6.7373038 19:-1.5044816 20:-2.9094049 21:2.6232371 22:-7.4474231 23:6.8981241 24:-0.73951973 25:4.1532568 26:0.48651903 27:-2.3816644 28:4.736444 29:8.8338403 30:6.1814806 31:4.348832 32:5.7063596 33:5.262438 34:7.1132378 35:3.6033088 36:7.1989555 37:6.0887604 38:-7.2244305 39:-3.6520236 40:-1.4429154 41:-0.49371298 42:-0.76757834 43:-8.6753516 44:1.9579496 45:5.9837269 46:-7.5804973 47:-3.4362772 48:-7.3309012 49:7.9525864 50:3.2383064 51:-3.0130918 52:6.7086846 53:-9.0865902 54:-2.0695321 55:-1.4175398 56:7.868126 57:-8.1086168 58:-0.23264188 59:-5.9063289 60:7.1296617 61:-5.4646562 62:8.6786814 63:0.56469542 64:-0.62105384 65:-3.1043658 66:-7.6903016 67:8.7288163 68:9.2043045 69:-4.1140785 70:0.82517834 71:2.0949759 72:-2.3433204 73:5.0587232 74:-1.5707934 75:5.1815171 76:2.1962457 77:-8.8213518 78:-0.1341775 79:7.0274695 80:-5.1901599 81:-3.3973712 82:3.0615912 83:6.968946 84:5.3244716 85:6.6169981 86:-3.8443544 87:-8.8153942 88:-1.3900184 89:-5.8063362 90:-2.8472705 91:-5.7564942 92:7.3226176 93:-7.2631086 94:-5.1572876 95:-6.7830364 96:9.5177914 97:-9.9359123 98:-6.1424705 99:-1.9549633 100:4.5629912 101:-5.2701879 102:6.897528 103:-6.6276563 104:-4.9605597 105:-8.1635149 106:1.4719413 107:-2.8341862 108:-9.5544579 109:5.8352507 110:9.704101 111:5.7136092 112:9.5285977 113:-4.8806785 114:10.181279 115:-7.8468861 116:-3.0522486 117:4.71582 118:3.5120561 119:3.2791266 120:8.6595188 121:4.5817248 122:-7.7427427 123:-1.9773212 124:2.4229458 125:7.1668366 126:-8.3793942 127:-1.5284398 128:4.2127013 129:4.7866923 130:-3.9292723 131:-4.0193089 132:8.1149916 133:-0.4661824 134:-1.7431087 135:7.2846187 136:-3.555479 137:7.556212 138:-7.2951822 139:1.4197789 140:-10.188817 141:-6.9789346 142:4.0738441 143:2.3190015 144:1.0710794 145:-6.6792425 146:-1.8738623 147:-7.9431893 148:-1.4018396 149:-0.83904047 150:-3.8245035 151:3.3124659 152:3.0298789 153:-3.9319487 154:-8.5417241 155:-9.3698549 156:7.5917101 157:-2.8309113 158:-2.0716533 159:1.9453705 160:4.9426943 161:7.7310274 162:-9.0090886 163:2.9822573 164:9.443745 165:1.8106192 166:-4.4804045 167:-5.3126138 168:3.2920198 169:-0.85451654 170:-8.7604226 171:-6.5683788 172:-4.9190864 173:7.4839124 174:-3.7424255 175:-6.4191978 176:7.1039711 177:-4.3536591 178:-3.920313 179:-5.2075299 180:2.7707468 181:6.1397466 182:4.1333326 183:1.8803506 184:2.4932063 185:-4.4002942 186:-3.7178461 187:-1.6843652 188:9.0003499 189:6.7481533 190:-9.4588273 191:-2.5654988 192:8.7147381 193:-6.8394623 194:1.2737062 195:-7.3811139 196:-9.9546557 197:-8.1275804 198:-3.973956 199:-6.2792667 
-1.9033844669435079e-05 0:8.0293115 1:-2.1496309 2:-3.6131646 3:-3.0224928 4:4.1684521 5:11.147386 6:-9.1239917 7:-4.8911552 8:4.5557257 9:6.7047204 10:-7.5258184 11:4.1496232 12:-5.7607959 13:-8.8898216 14:-5.9937753 15:3.8679534 16:7.3410595 17:1.9572964 18:-5.6983139 19:-1.4458475 20:-3.4086222 21:3.6963375 22:-5.6313289 23:7.2820416 24:1.8280631 25:4.2533528 26:-0.83040858 27:-2.8388075 28:5.3202303 29:6.5465548 30:5.3934415 31:4.2865601 32:6.0416516 33:4.8399235 34:5.7934827 35:3.5717602 36:4.7339855 37:5.4390448 38:-7.727032 39:-4.7994286 40:-0.22467565 41:1.2684975 42:-1.4180753 43:-9.5778767 44:1.760349 45:7.5973376 46:-9.287874 47:-4.1521838 48:-6.4515192 49:6.797536 50:3.6611555 51:-2.9089074 52:7.5826791 53:-8.9204563 54:-1.8521561 55:-4.7705678 56:6.479092 57:-7.1039359 58:-2.9710312 59:-5.8629289 60:6.9306768 61:-5.425457 62:7.0641578 63:0.25043534 64:0.83657265 65:-0.82813679 66:-5.0173616 67:7.8395625 68:8.7174857 69:-3.5681696 70:-0.18005999 71:2.8160204 72:-0.98969829 73:5.7976201 74:-3.7589356 75:3.775389 76:1.0719845 77:-9.3451813 78:0.94185023 79:4.7398945 80:-4.6980599 81:-2.8786111 82:1.9359646 83:7.516022 84:6.845526 85:6.112435 86:-2.1517081 87:-9.3218569 88:-2.1323084 89:-7.8258074 90:-4.7742154 91:-6.0200428 92:8.8730918 93:-8.1348116 94:-4.6098329 95:-6.4009788 96:10.187591 97:-8.4682825 98:-7.6845691 99:-0.95114459 100:4.5563158 101:-2.5154661 102:6.4557314 103:-4.9695463 104:-4.4736704 105:-6.5443515 106:1.3814111 107:-4.1301504 108:-9.3598013 109:5.4338356 110:11.185111 111:5.5497551 112:9.5830485 113:-6.3297417 114:9.5052887 115:-7.11138 116:-5.1207194 117:4.7030696 118:2.2348628 119:2.6865272 120:8.5039259 121:4.3182702 122:-7.7162592 123:-2.2722827 124:3.313922 125:6.1797415 126:-7.42322 127:-1.5641301 128:6.0170004 129:5.2546275 130:-3.5984111 131:-4.1134519 132:10.288284 133:-0.55789628 134:-3.1252302 135:5.9918408 136:-1.9667576 137:5.9820929 138:-8.4900487 139:1.7746381 140:-10.293442 141:-5.4257183 142:5.7505007 143:5.181531 144:2.1176996 145:-7.398312 146:0.059868781 147:-7.8475076 148:-0.48776428 149:-2.182522 150:-1.9876365 151:4.1633792 152:4.9781413 153:-3.4421157 154:-9.2782753 155:-8.9585314 156:7.578282 157:-1.1391055 158:-2.9027195 159:0.63684916 160:4.298524 161:5.0985819 162:-9.2022907 163:2.3256213 164:8.3046231 165:0.95934742 166:-5.0324616 167:-6.858562 168:2.5338869 169:-2.2698678 170:-8.2755718 171:-8.2329595 172:-6.3946387 173:6.3677847 174:-3.2880948 175:-5.4365816 176:7.1631073 177:-2.325776 178:-4.7418771 179:-3.8672081 180:3.5998402 181:5.8856796 182:5.9096294 183:0.098218661 184:1.3713421 185:-5.1522951 186:-3.2388186 187:-0.69795854 188:8.4813969 189:5.2466652 190:-9.5603485 191:-3.31201 192:5.1928196 193:-7.5698243 194:0.33882881 195:-8.4616043 196:-8.5350119 197:-6.9098946 198:-4.7537841 199:-7.0780736 
-7.4247688037905861e-05 0:7.9884288 1:-4.4087894 2:-4.3343475 3:-3.6773452 4:4.8071588 5:9.0621191 6:-9.677478 7:-3.9839681 8:5.4574955 9:5.6274429 10:-5.154522 11:2.8271984 12:-7.9631447 13:-11.210211 14:-3.5029615 15:5.0697237 16:5.9447454 17:1.9710268 18:-6.1183864 19:-0.5535709 20:-1.1886454 21:1.3676554 22:-7.0366559 23:9.3015923 24:1.2925489 25:6.4729119 26:0.84291761 27:-1.9708059 28:3.3585232 29:7.0346168 30:7.5472453 31:3.6098927 32:5.1359811 33:6.7863958 34:7.0287138 35:3.8841593 36:7.9564921 37:5.4918514 38:-7.5120424 39:-4.5534648 40:-2.5091478 41:1.581336 42:-1.1011389 43:-8.3969896 44:1.0839746 45:7.9422759 46:-9.6407269 47:-3.9613958 48:-9.2474402 49:6.9254112 50:4.6058855 51:-3.8453366 52:8.0506903 53:-9.1305586 54:-1.7459855 55:-3.269108 56:9.3301541 57:-7.66596 58:-2.7148566 59:-6.404131 60:8.1715541 61:-4.8510079 62:7.3995611 63:0.17052123 64:1.8252893 65:-1.0760409 66:-5.4002374 67:7.7260686 68:9.1857221 69:-2.6648508 70:2.145731 71:4.7502387 72:-0.54057808 73:4.9926218 74:-1.3521692 75:2.7511003 76:1.60172 77:-9.3501443 78:1.731464 79:5.7776144 80:-5.555898 81:-2.0145323 82:2.6251451 83:5.072971 84:6.4083846 85:8.135624 86:-2.3604169 87:-7.2864284 88:-2.5814206 89:-4.7046999 90:-4.4797989 91:-7.1025566 92:9.8208144 93:-6.8405728 94:-5.5109939 95:-6.4680658 96:8.5464086 97:-8.5550624 98:-6.1400882 99:-0.8860173 100:4.3818385 101:-3.4899844 102:5.1541336 103:-6.5164098 104:-5.5206241 105:-7.5805547 106:1.5449991 107:-2.6294458 108:-9.622428 109:2.6088705 110:8.5741719 111:3.864475 112:7.8696856 113:-5.2303733 114:10.323989 115:-9.3863211 116:-3.8662479 117:5.8247126 118:1.8606806 119:4.4016551 120:10.168834 121:2.6598815 122:-5.3697672 123:-5.3841117 124:2.1837035 125:7.6821068 126:-6.8441809 127:-0.91558858 128:6.4776442 129:6.6386664 130:-0.24595069 131:-2.2259553 132:10.420666 133:0.36053082 134:-1.0328388 135:5.2703042 136:-0.50157963 137:8.7926518 138:-8.1604649 139:1.0633558 140:-7.4982916 141:-7.0828491 142:5.0314155 143:1.9564545 144:0.90232083 145:-4.9941271 146:-2.2922787 147:-7.5808122 148:-0.060100351 149:0.00091815408 150:-4.6055809 151:4.870795 152:4.1076998 153:-3.7470274 154:-9.4803335 155:-8.2319031 156:8.4265595 157:-1.490615 158:-1.9381732 159:1.0719557 160:5.1788008 161:7.195684 162:-6.9834586 163:2.985658 164:9.1873053 165:2.840547 166:-4.8894711 167:-4.6923052 168:3.0637856 169:-2.6888616 170:-10.546337 171:-9.6826994 172:-5.3812785 173:7.1640504 174:-2.4342052 175:-4.6071907 176:8.6119797 177:-2.192549 178:-3.9146843 179:-4.9279458 180:2.6830522 181:6.9154349 182:7.1831997 183:-0.74833423 184:1.5034052 185:-5.3587333 186:-4.956424 187:-1.3970694 188:8.7524106 189:5.8824032 190:-8.4661762 191:-3.7605872 192:6.9043196 193:-7.3473154 194:0.97182866 195:-7.7217857 196:-7.2000731 197:-7.7359406 198:-2.9269016 199:-7.6105242 
-5.0967476869780489e-05 0:8.4277511 1:-4.2734454 2:-4.8887568 3:-2.235119 4:6.5223566 5:8.9629759 6:-10.235475 7:-6.1509262 8:8.0413675 9:5.5755244 10:-7.7416339 11:4.6747092 12:-6.5498614 13:-9.7411905 14:-4.9434184 15:2.3286983 16:5.645787 17:1.882646 18:-5.6811248 19:-1.7555172 20:-2.5075725 21:1.3297997 22:-5.7707807 23:9.6704121 24:1.2661005 25:5.9262292 26:0.62297014 27:-0.1859193 28:3.0988228 29:5.8975268 30:5.5963637 31:3.63916 32:5.9140443 33:6.5982759 34:7.5801766 35:2.9199811 36:5.2269842 37:5.6927736 38:-7.1484606 39:-2.8801543 40:-0.75346028 41:0.37200653 42:-4.751164 43:-7.9266385 44:3.9231568 45:6.1017533 46:-10.451283 47:-5.5656121 48:-9.6991398 49:6.8256859 50:3.8743564 51:-2.1149772 52:6.8985543 53:-10.677787 54:-0.51263428 55:-2.4159816 56:7.1368324 57:-7.9652057 58:-0.77395044 59:-4.9269122 60:9.7936695 61:-5.5932787 62:8.5630864 63:0.87013423 64:0.35479909 65:-2.279898 66:-5.2309559 67:7.5986196 68:8.2619101 69:-4.6229381 70:0.16287908 71:2.8867437 72:-2.4704929 73:3.770598 74:-3.8640794 75:0.76914542 76:1.7661871 77:-7.6276477 78:0.39430619 79:5.8291229 80:-5.178958 81:-3.4909057 82:2.8342988 83:4.8325625 84:6.7838066 85:6.1562749 86:-4.6885209 87:-8.0504938 88:0.3889018 89:-5.3146002 90:-5.0814237 91:-8.3370864 92:7.1755858 93:-6.79548 94:-4.2126948 95:-8.8631697 96:8.2901228 97:-7.3082671 98:-7.5729775 99:-0.94107855 100:3.9946585 101:-4.0630803 102:6.4480805 103:-7.0401801 104:-5.8538217 105:-6.6941715 106:0.79081036 107:-4.1421109 108:-8.5130416 109:5.3042592 110:10.791807 111:5.1927569 112:7.6002808 113:-4.8469182 114:11.245988 115:-7.2152256 116:-3.9840986 117:5.7778067 118:4.4789336 119:3.8758286 120:8.2038675 121:3.7424448 122:-7.2891224 123:-4.0101504 124:4.4485316 125:6.2595042 126:-6.0779714 127:-0.04712064 128:7.3398935 129:4.3110124 130:-5.2025256 131:-2.0910029 132:9.5966278 133:0.11117087 134:-2.5379223 135:5.5157379 136:-3.586764 137:5.8240072 138:-8.993319 139:2.2145436 140:-9.3859902 141:-5.3640158 142:6.1318775 143:2.7570137 144:-0.19358883 145:-5.2957935 146:-1.6570365 147:-8.217426 148:-1.7323143 149:-1.0562212 150:-2.1575266 151:5.4182819 152:4.3414988 153:-4.3416065 154:-8.8515643 155:-6.9742556 156:8.0556772 157:-0.15159319 158:-3.6018148 159:3.1091485 160:4.6767519 161:8.018193 162:-9.4546505 163:3.6095646 164:9.6713931 165:0.70091073 166:-4.0962936 167:-6.0753506 168:2.3668919 169:-1.5457844 170:-10.294725 171:-7.0516863 172:-4.7291362 173:8.3464573 174:-4.0425998 175:-6.2192688 176:5.8656928 177:-3.8086026 178:-4.5849855 179:-3.5739965 180:2.2048577 181:5.9591216 182:4.2865428 183:-0.82626917 184:1.6107402 185:-5.14202 186:-3.2075997 187:-1.4984145 188:8.316763 189:7.5695672 190:-9.4405474 191:-0.05976722 192:6.7604084 193:-6.4567085 194:0.53794552 195:-6.2933919 196:-9.8535728 197:-8.2480699 198:-3.5086881 199:-8.4711023 
--1.6205130710414069e-05 0:3.853161 1:3.6883024 2:7.2965093 3:8.1685732 4:-8.1956193 5:1.0140873 6:-3.6149901 7:-3.4142985 8:-7.4534995 9:-5.5202874 10:6.8161909 11:-6.0771771 12:-6.7734072 13:-4.360981 14:-5.4422574 15:6.1705662 16:-4.0965081 17:5.3323036 18:-1.2093393 19:-2.9633333 20:-0.36542689 21:-8.5958432 22:-9.4407718 23:-5.2029731 24:-1.8644268 25:5.1255064 26:7.4291896 27:-1.333704 28:-7.0434317 29:10.36398 30:0.21748464 31:-1.5241612 32:-9.2446599 33:3.8104135 34:-3.2540872 35:-0.47620013 36:6.8734422 37:4.7293927 38:4.4500651 39:-8.7134972 40:-4.0974104 41:3.0751124 42:-8.3028604 43:8.9795799 44:10.158478 45:-2.6522965 46:5.1505127 47:-7.6855276 48:-2.7667747 49:1.2142224 50:-7.8039311 51:6.1085044 52:7.5115405 53:-7.267105 54:8.4016492 55:3.4791202 56:-2.7667331 57:6.1678112 58:3.1564892 59:-2.9005436 60:6.8348692 61:-1.0711519 62:-3.7507005 63:-3.0346758 64:-1.7260652 65:-5.0503518 66:-9.1315826 67:-7.3568229 68:9.6262705 69:6.9814529 70:8.1200499 71:9.6006816 72:-0.40027689 73:7.7448979 74:-0.29369053 75:5.3669955 76:-3.9993849 77:-2.1085605 78:8.7536525 79:8.3185735 80:-0.51622662 81:-0.86610827 82:-8.4694917 83:-2.6685086 84:2.2463255 85:6.6558591 86:2.8936083 87:-5.2684029 88:-2.7086966 89:0.46102385 90:-5.5277181 91:-6.3842134 92:-0.02903887 93:-0.78991995 94:-3.4620512 95:4.0171512 96:5.6142863 97:-10.362465 98:-4.0889371 99:-4.4624052 100:3.6984657 101:3.8239646 102:2.4854854 103:-3.9645838 104:-6.3798194 105:-0.33756356 106:1.3467474 107:0.76184921 108:-3.361533 109:-2.3476834 110:4.5581811 111:8.2258995 112:7.747819 113:3.8433616 114:7.1487137 115:8.5210182 116:-6.1295482 117:1.9172004 118:8.5752965 119:1.1871928 120:3.1605031 121:-3.1338414 122:2.5810997 123:8.6463457 124:4.7602977 125:1.1714269 126:6.9344195 127:8.1813389 128:5.3286213 129:-0.074149214 130:2.048998 131:-2.6272196 132:0.45670632 133:3.5299147 134:9.7140827 135:-6.046435 136:-4.5692155 137:-3.2656907 138:-1.5993226 139:-2.1311716 140:-2.1836605 141:3.9691407 142:-1.6743596 143:-5.4400527 144:0.46065945 145:-6.3417733 146:9.6142679 147:-1.3982447 148:4.2698054 149:2.809308 150:5.3200633 151:-10.654017 152:-3.2935064 153:1.9990416 154:5.1667561 155:0.58570918 156:-5.4813436 157:3.4027596 158:2.6082269 159:7.7782073 160:-2.1024605 161:-2.5434947 162:-6.1370065 163:9.0138336 164:5.6678315 165:3.7473242 166:6.4828139 167:0.52842091 168:-5.7719495 169:4.0420232 170:3.497408 171:-1.4103777 172:3.8072615 173:-9.8500051 174:3.6404114 175:4.576504 176:5.9237143 177:1.5216059 178:-2.7997834 179:0.71270573 180:0.13127358 181:5.1542971 182:5.0944811 183:-5.2345025 184:-8.5473429 185:-7.0866265 186:-2.4135227 187:2.3396355 188:-9.2701961 189:1.6518438 190:0.68712312 191:7.895519 192:10.380267 193:7.8288076 194:3.6916128 195:4.9370183 196:7.864775 197:1.3512248 198:2.5174145 199:-2.681604 
--3.933402188514466e-06 0:5.2670705 1:5.0911915 2:7.0938247 3:7.266957 4:-9.9404065 5:0.31592123 6:-4.8498383 7:-4.406064 8:-5.2111657 9:-5.7297417 10:7.9543335 11:-5.0628092 12:-7.8729337 13:-4.3892519 14:-7.0034395 15:4.4085522 16:-4.0571541 17:4.0911844 18:0.17741149 19:-1.7313754 20:-3.6371133 21:-10.828772 22:-9.4547835 23:-2.7112466 24:-1.664423 25:5.856531 26:7.9705641 27:-0.91655951 28:-10.393634 29:6.2556554 30:-1.5240979 31:-2.5375611 32:-8.7571682 33:2.1861229 34:-5.5317633 35:-2.0747241 36:5.12293 37:4.0180572 38:1.8602936 39:-8.7207797 40:-3.3763288 41:2.7215505 42:-7.6891267 43:9.1391478 44:8.3351714 45:-1.9184303 46:7.6654707 47:-7.8452543 48:-3.4190436 49:1.3523275 50:-7.2136001 51:4.8401713 52:6.7586663 53:-6.4526881 54:6.0723408 55:4.0240486 56:-2.2765839 57:7.1368478 58:2.7881131 59:-1.1354076 60:6.4050289 61:-0.37780465 62:-2.2567676 63:-2.3210287 64:-2.2881703 65:-6.1635766 66:-8.9557112 67:-8.4854515 68:8.8285794 69:6.8402615 70:7.1491675 71:8.7088441 72:-0.15352686 73:6.450047 74:-0.79291999 75:5.444743 76:-1.4451283 77:-3.3006616 78:8.2949354 79:9.4078061 80:-0.81719459 81:3.0235236 82:-9.2158078 83:-1.5406453 84:1.8032934 85:7.4685953 86:2.2872714 87:-4.4911844 88:-3.6846796 89:0.60301185 90:-4.5115428 91:-5.0110986 92:-0.52009232 93:-2.4556646 94:-4.9398959 95:4.4338644 96:6.5554851 97:-9.0178743 98:-4.9564327 99:-1.2648854 100:2.9351171 101:4.6196419 102:0.002313705 103:-2.8552393 104:-6.5557561 105:-3.0985375 106:0.57594405 107:-0.74609651 108:-0.567749 109:-0.67637554 110:5.5302744 111:6.7973651 112:8.8591899 113:2.7665603 114:7.7272356 115:8.3729311 116:-11.120337 117:0.60617177 118:9.8451294 119:0.43979705 120:1.1574703 121:-4.824654 122:1.520672 123:9.1301581 124:5.3122446 125:0.15392453 126:6.9664599 127:8.9597078 128:4.7693582 129:-0.043838209 130:0.66819675 131:-2.1477763 132:0.12119083 133:1.4652836 134:8.4110118 135:-7.9969299 136:-3.8692437 137:-4.0367464 138:-5.2241124 139:-0.11727302 140:-4.0057796 141:6.3666139 142:-1.3978131 143:-6.8054981 144:0.7354438 145:-7.0627764 146:7.9350416 147:-2.6250421 148:6.4325689 149:4.827395 150:7.1524125 151:-9.8283896 152:-1.9231921 153:4.6246083 154:6.7874295 155:1.3455814 156:-4.6564534 157:1.1330323 158:3.8257168 159:6.7090425 160:-3.2588123 161:-1.8632145 162:-4.7673178 163:7.3911081 164:4.106706 165:6.1645433 166:6.1657658 167:0.56925923 168:-5.9753027 169:3.5926168 170:2.898413 171:-1.8891808 172:2.8331567 173:-6.8293462 174:3.938921 175:3.3073448 176:6.1342826 177:1.6691931 178:-4.7718013 179:-1.9835707 180:-0.18812399 181:6.0627535 182:3.5389846 183:-4.5675034 184:-6.5340199 185:-3.6857631 186:-2.6025523 187:1.7555456 188:-10.278291 189:2.6796127 190:-0.039568471 191:8.3872178 192:9.9083954 193:7.0841442 194:2.5335338 195:5.2693011 196:5.8353359 197:1.1196208 198:0.68463717 199:-3.1761195 
--2.0761477674468851e-05 0:2.5133299 1:5.1844387 2:5.840132 3:8.6340701 4:-8.1392439 5:0.68152468 6:-3.9233742 7:-3.5214075 8:-5.7517312 9:-6.938233 10:7.2361556 11:-5.584579 12:-7.59519 13:-4.916039 14:-7.5417585 15:2.5437155 16:-3.0376821 17:5.5423735 18:0.46266331 19:-2.7805926 20:-0.9134521 21:-9.7861734 22:-8.9193031 23:-4.1406114 24:-2.5538873 25:4.776597 26:7.8047459 27:-1.2324563 28:-7.1381074 29:7.2325198 30:-1.5053811 31:-0.46494287 32:-10.112878 33:3.1673602 34:-6.2169956 35:-1.6769743 36:4.6469844 37:4.485021 38:2.2117585 39:-8.264994 40:-1.8642361 41:2.3800324 42:-7.8526797 43:7.3953234 44:10.108998 45:-2.6181474 46:7.4466938 47:-6.8133264 48:-3.8554833 49:2.7056386 50:-8.058408 51:6.0637131 52:7.4592576 53:-5.3496857 54:7.3348932 55:3.7411118 56:-2.485634 57:7.1260317 58:2.2353495 59:-3.2017595 60:5.7723247 61:-0.71747188 62:-4.039361 63:-0.025234748 64:0.2313634 65:-4.9047237 66:-10.100219 67:-6.6140541 68:9.4046518 69:7.10765 70:8.584236 71:7.9396962 72:0.72134928 73:5.8232129 74:0.29989613 75:5.2888267 76:-2.5106093 77:-0.77408482 78:9.0904901 79:9.799376 80:-1.9118948 81:0.1715013 82:-7.8590102 83:-3.9288826 84:1.680014 85:8.6983862 86:0.86080793 87:-6.2687608 88:-3.4066911 89:0.051039583 90:-4.990037 91:-6.9296869 92:3.1341548 93:-2.3171519 94:-5.6411923 95:5.3377345 96:8.587434 97:-11.210367 98:-4.634328 99:-2.8383949 100:3.2243098 101:4.2103255 102:0.21002585 103:-2.3294711 104:-4.2648479 105:-2.1556226 106:0.9394038 107:0.82298394 108:-1.0687205 109:-0.19585145 110:5.0480403 111:7.0558384 112:9.3258189 113:2.7563474 114:8.3340086 115:6.9905979 116:-9.7940873 117:0.74194831 118:10.502311 119:-0.15695563 120:3.0357281 121:-4.0827056 122:1.079728 123:9.7266526 124:4.6143003 125:-0.33927807 126:7.6248496 127:8.4189095 128:7.6464406 129:-1.4592032 130:1.7067887 131:-0.49376959 132:-0.79149565 133:2.7232389 134:8.8862856 135:-6.0675926 136:-4.0613467 137:-2.4571598 138:-3.1571972 139:-0.83597385 140:-2.4820374 141:5.8184176 142:-2.2993407 143:-4.4706234 144:0.14620535 145:-5.9548863 146:8.7667159 147:-3.7441991 148:4.5936784 149:4.8308224 150:7.364098 151:-9.268258 152:-4.006112 153:3.2114886 154:5.9661226 155:2.4336526 156:-4.7453908 157:0.89971774 158:6.330809 159:6.5008625 160:-4.0306065 161:-0.97306467 162:-6.866134 163:8.8781742 164:5.7241088 165:5.6851895 166:8.6884503 167:0.058450248 168:-6.576084 169:3.5067274 170:2.0236947 171:0.32316311 172:4.1531222 173:-6.3308668 174:0.4398752 175:1.3455807 176:6.9313086 177:0.86829768 178:-2.0792776 179:-1.2824928 180:-0.1757218 181:6.0332186 182:4.5804979 183:-4.8032201 184:-5.4996028 185:-6.7401912 186:-1.5491753 187:5.7998456 188:-9.4946773 189:1.1287288 190:-0.21840467 191:9.6197475 192:8.0502706 193:7.3510601 194:2.5971713 195:3.2327558 196:10.437076 197:1.0259026 198:1.9937668 199:-3.5119488 
--5.499564245868537e-05 0:3.1128993 1:3.9370677 2:6.598049 3:7.8217434 4:-8.1349402 5:-0.36563122 6:-3.0287661 7:-3.0247734 8:-6.6086755 9:-6.3251472 10:6.9749667 11:-5.2941792 12:-7.9663678 13:-5.8879503 14:-7.5367195 15:4.3113134 16:-4.3609873 17:3.9814552 18:-1.3059321 19:-2.9414808 20:-1.0468243 21:-8.2482601 22:-9.4509907 23:-2.8775015 24:-3.1813504 25:4.1673898 26:7.4614012 27:-0.68327892 28:-8.7197043 29:7.7748432 30:-2.6240823 31:-1.2268723 32:-12.143285 33:1.8988471 34:-2.5419763 35:-2.2360681 36:6.1781156 37:3.296965 38:1.4234489 39:-9.0655413 40:-2.048066 41:3.5694721 42:-7.8962041 43:8.0639295 44:6.612809 45:-2.4240772 46:8.7131359 47:-8.0390984 48:-5.0369025 49:2.3298104 50:-7.3280792 51:6.8288848 52:6.8283373 53:-8.2084012 54:7.9667668 55:3.0996059 56:-0.10105137 57:6.348924 58:1.8073778 59:-4.3032195 60:6.0184934 61:-1.1405923 62:-2.5701525 63:-2.5601167 64:-1.5053522 65:-5.021112 66:-8.5827457 67:-7.7813203 68:9.5314592 69:7.8257123 70:10.293434 71:9.2960583 72:1.1036042 73:7.0346549 74:-0.11989149 75:4.4017575 76:-2.5596808 77:-1.6920213 78:8.6751119 79:9.866781 80:-1.9015055 81:1.2111136 82:-10.085453 83:-1.2644084 84:-0.35896401 85:7.0019146 86:2.3575253 87:-6.2973781 88:-4.3560008 89:-1.2982808 90:-6.3602034 91:-5.7481597 92:1.7290729 93:-3.1063719 94:-3.1898156 95:4.0896156 96:6.2881759 97:-7.6642246 98:-4.1117878 99:-4.9929283 100:5.9663911 101:3.9019832 102:-0.16362714 103:-4.9279835 104:-5.7108997 105:-0.55580718 106:1.6893205 107:-1.8247364 108:-1.1626184 109:0.3709262 110:4.6890398 111:7.513874 112:8.1722432 113:1.0616923 114:8.8617419 115:8.9143972 116:-8.3035693 117:1.1312584 118:8.5028869 119:2.0931698 120:1.7867439 121:-4.1083438 122:1.6745984 123:9.5136776 124:4.8401534 125:-0.37091143 126:9.4540322 127:7.0980499 128:4.4955468 129:1.5105145 130:0.8620778 131:-2.2685973 132:-0.92330045 133:3.0533212 134:9.5930361 135:-7.0274175 136:-5.3169701 137:-4.5626558 138:-3.0241012 139:-0.82395936 140:-2.744321 141:5.1134591 142:-2.610308 143:-3.8180197 144:-0.44381866 145:-8.5671079 146:7.5638999 147:-2.7525571 148:5.2782797 149:5.6777894 150:8.2567395 151:-9.3188308 152:-3.3479359 153:3.161658 154:3.5387029 155:1.3785811 156:-4.8817769 157:1.4830293 158:4.5551785 159:9.1886469 160:-1.4875715 161:-3.1870859 162:-7.136755 163:8.8810582 164:5.7710777 165:7.0395159 166:6.2636488 167:-0.2740106 168:-6.2724102 169:1.8141496 170:1.773429 171:-0.065105089 172:6.1188784 173:-7.6473362 174:2.5144877 175:2.345693 176:6.6655789 177:2.003428 178:-2.2684934 179:-1.6708438 180:-0.67312333 181:4.9329699 182:3.7371489 183:-4.7779761 184:-6.5473477 185:-4.1372917 186:-3.4729484 187:2.7467485 188:-7.8304239 189:1.7294311 190:1.5454978 191:7.8388043 192:11.255465 193:7.9408615 194:2.3701324 195:4.1829067 196:7.3776446 197:0.87098156 198:1.8013185 199:-0.95606904 
--8.1000045619057377e-05 0:4.8317694 1:2.9293671 2:6.2782252 3:8.3045929 4:-7.4924454 5:1.0497829 6:-1.4313937 7:-2.9714571 8:-7.190213 9:-4.9013794 10:8.8762238 11:-5.5997957 12:-6.7568429 13:-4.1311806 14:-9.512259 15:4.3251556 16:-2.8375244 17:4.5894508 18:1.4361488 19:-2.6176535 20:-1.9512071 21:-9.2704196 22:-10.627305 23:-2.0626256 24:-2.2871412 25:4.2499032 26:7.937037 27:0.31781159 28:-7.9560501 29:8.589659 30:-0.062888043 31:-0.0074207278 32:-7.4106976 33:1.4971183 34:-4.2170404 35:-2.0664909 36:6.1275302 37:4.0605992 38:2.7348275 39:-7.8231147 40:-3.8414234 41:2.3654326 42:-5.979949 43:9.8795752 44:7.2737272 45:-2.1763684 46:7.7601709 47:-8.6907887 48:-3.033621 49:1.7406013 50:-6.4681445 51:5.1395027 52:7.3200781 53:-6.6372787 54:5.8378844 55:5.8517402 56:-2.4256116 57:6.2899922 58:3.4311809 59:-2.1439481 60:7.3082401 61:-1.7872091 62:-2.4549736 63:-4.3885933 64:-2.2814732 65:-4.9732699 66:-10.567922 67:-7.7141339 68:7.8721551 69:8.5346112 70:7.4498326 71:9.1524679 72:-0.25092622 73:8.5850199 74:0.21751458 75:4.7674799 76:-2.1084873 77:-2.569763 78:6.3119793 79:8.711545 80:-2.4400765 81:1.0564015 82:-8.0079044 83:-2.7514364 84:1.2965544 85:6.5062905 86:2.2456667 87:-5.7083101 88:-3.1649293 89:1.1217337 90:-6.9569182 91:-5.7957574 92:1.4017959 93:-2.5741831 94:-5.1909596 95:5.7798195 96:6.249914 97:-9.3269129 98:-2.7014997 99:-2.1967685 100:2.5882576 101:2.7392336 102:2.1894965 103:-1.59537 104:-5.6486927 105:-1.7773868 106:4.4402572 107:-0.72328424 108:-1.8471026 109:-1.2075553 110:5.0004043 111:7.5883187 112:11.519268 113:3.0833945 114:8.234513 115:8.1890154 116:-6.754856 117:1.6814141 118:7.6961197 119:2.8130041 120:2.617812 121:-3.2854696 122:2.6248564 123:9.8557206 124:3.6793468 125:-0.28032611 126:7.0329092 127:9.0851769 128:6.1903486 129:1.6298424 130:0.40447784 131:-2.9192529 132:-1.102952 133:1.3626421 134:10.855479 135:-5.6026304 136:-3.9145994 137:-4.000358 138:-4.7458732 139:-1.0817537 140:-2.4272441 141:5.3918177 142:-0.88787854 143:-5.1423782 144:-0.14664267 145:-6.1585734 146:8.6606897 147:-2.3774925 148:5.4590792 149:4.8584226 150:6.1455149 151:-8.4939809 152:-2.5414804 153:3.3971503 154:5.6732842 155:0.47923179 156:-4.146605 157:0.84998647 158:4.7637737 159:8.8722738 160:-6.2203741 161:-1.0792509 162:-5.3821714 163:8.2984851 164:4.5504632 165:6.3976015 166:7.0322967 167:0.88531937 168:-6.8245362 169:2.1315811 170:2.0276198 171:-2.7534095 172:3.8564406 173:-6.3513459 174:3.4854317 175:2.7497654 176:5.5085316 177:4.1499917 178:-3.1352154 179:0.80261631 180:-1.4179972 181:4.7370364 182:3.2334578 183:-7.2033509 184:-6.634218 185:-6.4845581 186:-2.7968662 187:4.9687714 188:-10.754 189:1.0529309 190:0.31708487 191:7.753026 192:8.8272396 193:6.8050053 194:2.2152952 195:5.7001377 196:6.5944783 197:2.3207753 198:1.7917038 199:-1.3085279 
diff --git a/tests/data/models/500x200.libsvm.polynomial.model b/tests/data/models/500x200.libsvm.polynomial.model
deleted file mode 100644
index eb0134429..000000000
--- a/tests/data/models/500x200.libsvm.polynomial.model
+++ /dev/null
@@ -1,25 +0,0 @@
-svm_type c_svc
-kernel_type polynomial
-degree 3
-gamma 0.0050251256281407036
-coef0 0
-nr_class 2
-total_sv 14
-rho 0.21072138483333189
-label 1 -1
-nr_sv 8 6
-SV
-3.5085212826934289e-06 0:6.6160454 1:-3.8531197 2:-3.7760366 3:-2.4118162 4:3.5858516 5:9.5141779 6:-9.9900834 7:-5.5681801 8:5.2348503 9:7.8638364 10:-8.9048993 11:3.6843931 12:-7.4952228 13:-9.3129016 14:-3.1474977 15:4.6546974 16:6.197582 17:3.8052937 18:-5.0840091 19:-0.38503988 20:-2.9994385 21:2.4979577 22:-7.7625884 23:8.6001313 24:-1.4058966 25:3.2062396 26:-0.52843669 27:-1.5766689 28:6.4320584 29:4.7815937 30:8.0663267 31:3.7148684 32:6.0976369 33:7.5640636 34:5.281543 35:5.1620653 36:4.5030705 37:4.9927998 38:-7.5079428 39:-4.1201974 40:-1.6752116 41:1.5960234 42:-2.0950363 43:-8.2957516 44:2.1287694 45:8.7359276 46:-9.3184821 47:-3.3580835 48:-7.0167283 49:8.1354208 50:4.9598091 51:-2.5574318 52:6.6377694 53:-6.13858 54:-1.13443 55:-2.6911555 56:6.4793444 57:-5.7211905 58:-1.0153685 59:-6.5990334 60:6.4372825 61:-5.4653651 62:9.7719709 63:1.0558696 64:2.5914382 65:-1.4302297 66:-4.9497436 67:6.723812 68:8.6234151 69:-5.1253888 70:-0.48302104 71:3.347662 72:-0.83985986 73:4.9031463 74:-3.3382659 75:1.0887599 76:1.5150109 77:-12.138197 78:0.5267912 79:5.0195757 80:-4.4524175 81:-2.2715442 82:2.7892911 83:5.6361317 84:7.7220126 85:6.8383887 86:-3.8486579 87:-8.7346152 88:-0.87951043 89:-7.2051589 90:-4.5903487 91:-6.8053077 92:7.8321615 93:-8.0551694 94:-6.8342118 95:-5.3425626 96:10.912557 97:-8.0277205 98:-7.7595843 99:-2.529012 100:4.2827832 101:-4.5908709 102:6.7917031 103:-6.5248176 104:-5.6912873 105:-8.0640774 106:1.5004345 107:-4.6264204 108:-10.160762 109:6.2647524 110:8.6387119 111:6.0918203 112:7.3867745 113:-4.8482961 114:7.4157148 115:-9.8222787 116:-2.8125446 117:3.6884071 118:2.2110695 119:2.5271545 120:8.1571644 121:2.5892567 122:-7.0119861 123:-2.4264071 124:3.5129481 125:5.1345234 126:-9.9215938 127:-0.88747883 128:5.1961175 129:4.6484043 130:-4.004267 131:-2.9630938 132:8.70692 133:0.55319464 134:-4.3231362 135:6.7297593 136:-3.9785848 137:6.4475068 138:-8.5862746 139:-0.62733938 140:-11.380892 141:-6.4584758 142:5.791779 143:3.1068026 144:-0.24310527 145:-4.5487266 146:-1.881986 147:-8.338479 148:0.014947037 149:-2.8191071 150:-4.1984517 151:3.6997321 152:2.1766713 153:-3.4567352 154:-6.4723443 155:-6.8067931 156:6.2534348 157:-3.0549201 158:-3.4533973 159:1.9127106 160:5.4752023 161:6.50424 162:-10.547095 163:0.63831201 164:8.3877025 165:0.93585512 166:-3.7300651 167:-5.7522061 168:3.31378 169:-3.0092033 170:-8.0681331 171:-9.7648873 172:-6.0920024 173:6.9827926 174:-1.694872 175:-5.6830338 176:8.4655058 177:-4.5814412 178:-2.6542848 179:-4.9766613 180:1.9338957 181:5.2226771 182:4.766865 183:-0.14654833 184:3.5003792 185:-4.6122456 186:-3.8917252 187:0.36080895 188:9.9199341 189:6.7515023 190:-10.081673 191:-1.8813441 192:6.9913265 193:-6.4542103 194:1.7915049 195:-7.4792508 196:-9.0931033 197:-6.9516847 198:-5.0202311 199:-6.9258076 
-1.38818801699838e-05 0:8.0293115 1:-2.1496309 2:-3.6131646 3:-3.0224928 4:4.1684521 5:11.147386 6:-9.1239917 7:-4.8911552 8:4.5557257 9:6.7047204 10:-7.5258184 11:4.1496232 12:-5.7607959 13:-8.8898216 14:-5.9937753 15:3.8679534 16:7.3410595 17:1.9572964 18:-5.6983139 19:-1.4458475 20:-3.4086222 21:3.6963375 22:-5.6313289 23:7.2820416 24:1.8280631 25:4.2533528 26:-0.83040858 27:-2.8388075 28:5.3202303 29:6.5465548 30:5.3934415 31:4.2865601 32:6.0416516 33:4.8399235 34:5.7934827 35:3.5717602 36:4.7339855 37:5.4390448 38:-7.727032 39:-4.7994286 40:-0.22467565 41:1.2684975 42:-1.4180753 43:-9.5778767 44:1.760349 45:7.5973376 46:-9.287874 47:-4.1521838 48:-6.4515192 49:6.797536 50:3.6611555 51:-2.9089074 52:7.5826791 53:-8.9204563 54:-1.8521561 55:-4.7705678 56:6.479092 57:-7.1039359 58:-2.9710312 59:-5.8629289 60:6.9306768 61:-5.425457 62:7.0641578 63:0.25043534 64:0.83657265 65:-0.82813679 66:-5.0173616 67:7.8395625 68:8.7174857 69:-3.5681696 70:-0.18005999 71:2.8160204 72:-0.98969829 73:5.7976201 74:-3.7589356 75:3.775389 76:1.0719845 77:-9.3451813 78:0.94185023 79:4.7398945 80:-4.6980599 81:-2.8786111 82:1.9359646 83:7.516022 84:6.845526 85:6.112435 86:-2.1517081 87:-9.3218569 88:-2.1323084 89:-7.8258074 90:-4.7742154 91:-6.0200428 92:8.8730918 93:-8.1348116 94:-4.6098329 95:-6.4009788 96:10.187591 97:-8.4682825 98:-7.6845691 99:-0.95114459 100:4.5563158 101:-2.5154661 102:6.4557314 103:-4.9695463 104:-4.4736704 105:-6.5443515 106:1.3814111 107:-4.1301504 108:-9.3598013 109:5.4338356 110:11.185111 111:5.5497551 112:9.5830485 113:-6.3297417 114:9.5052887 115:-7.11138 116:-5.1207194 117:4.7030696 118:2.2348628 119:2.6865272 120:8.5039259 121:4.3182702 122:-7.7162592 123:-2.2722827 124:3.313922 125:6.1797415 126:-7.42322 127:-1.5641301 128:6.0170004 129:5.2546275 130:-3.5984111 131:-4.1134519 132:10.288284 133:-0.55789628 134:-3.1252302 135:5.9918408 136:-1.9667576 137:5.9820929 138:-8.4900487 139:1.7746381 140:-10.293442 141:-5.4257183 142:5.7505007 143:5.181531 144:2.1176996 145:-7.398312 146:0.059868781 147:-7.8475076 148:-0.48776428 149:-2.182522 150:-1.9876365 151:4.1633792 152:4.9781413 153:-3.4421157 154:-9.2782753 155:-8.9585314 156:7.578282 157:-1.1391055 158:-2.9027195 159:0.63684916 160:4.298524 161:5.0985819 162:-9.2022907 163:2.3256213 164:8.3046231 165:0.95934742 166:-5.0324616 167:-6.858562 168:2.5338869 169:-2.2698678 170:-8.2755718 171:-8.2329595 172:-6.3946387 173:6.3677847 174:-3.2880948 175:-5.4365816 176:7.1631073 177:-2.325776 178:-4.7418771 179:-3.8672081 180:3.5998402 181:5.8856796 182:5.9096294 183:0.098218661 184:1.3713421 185:-5.1522951 186:-3.2388186 187:-0.69795854 188:8.4813969 189:5.2466652 190:-9.5603485 191:-3.31201 192:5.1928196 193:-7.5698243 194:0.33882881 195:-8.4616043 196:-8.5350119 197:-6.9098946 198:-4.7537841 199:-7.0780736 
-5.0872788088355664e-06 0:10.151148 1:-4.8876817 2:-2.9999514 3:-4.474562 4:4.3786873 5:11.359625 6:-9.2545416 7:-6.2987094 8:7.8390793 9:6.2288004 10:-8.2521172 11:2.8461431 12:-8.3923488 13:-9.7641949 14:-5.851652 15:3.6019003 16:5.2800075 17:0.58856736 18:-7.1325897 19:-2.8700104 20:-0.75496533 21:1.2170901 22:-6.9050521 23:7.8541415 24:-0.08524645 25:3.5567932 26:0.30989109 27:-1.9636679 28:5.0638768 29:6.4450967 30:6.0505017 31:3.4187126 32:6.6351952 33:5.3568808 34:6.7423666 35:4.3076093 36:8.069552 37:6.1980736 38:-6.9119561 39:-4.4915821 40:-0.81327791 41:0.83933533 42:1.0118155 43:-8.751966 44:3.1451927 45:6.080527 46:-9.3828179 47:-3.7407192 48:-7.9946854 49:7.9845753 50:3.5519739 51:-2.4663119 52:6.7080417 53:-9.6577506 54:-2.7288022 55:-3.714442 56:8.4656475 57:-8.4231095 58:-0.72447568 59:-6.0175683 60:6.2772102 61:-5.6315931 62:10.75162 63:0.22075742 64:2.7043151 65:0.80603366 66:-4.8354772 67:8.0381212 68:8.8227815 69:-4.0680248 70:-0.24891972 71:2.9916066 72:-2.775943 73:4.3557309 74:-3.9310842 75:1.5460435 76:1.4041619 77:-9.0677783 78:2.0260101 79:5.6168799 80:-3.9028963 81:-4.0535552 82:3.4137608 83:5.3694089 84:6.9286991 85:7.1522127 86:-2.8860813 87:-9.7276584 88:-1.5071543 89:-7.9201527 90:-3.4509743 91:-7.7523973 92:8.5808853 93:-8.7617967 94:-2.4216245 95:-6.9068317 96:8.8351141 97:-7.4027212 98:-5.8734136 99:-2.6196022 100:5.3739412 101:-3.5910843 102:8.1054466 103:-7.5513337 104:-5.6353996 105:-6.2625754 106:0.30683739 107:-2.7295649 108:-9.9693537 109:7.1137583 110:6.6145481 111:7.2761545 112:6.9819503 113:-6.7822016 114:6.9954703 115:-8.0131149 116:-4.9298294 117:4.2424852 118:1.6296566 119:5.2460375 120:7.7256246 121:3.2083463 122:-6.0298401 123:-2.7206184 124:3.135885 125:3.9307691 126:-7.9643777 127:-0.75513548 128:7.2281859 129:6.7806436 130:-3.8305957 131:-2.1259678 132:9.6843534 133:1.1322097 134:-2.1206305 135:8.0364673 136:-2.7671594 137:6.4477799 138:-9.0114923 139:-1.0542043 140:-9.7106329 141:-10.31355 142:6.0047586 143:2.4137885 144:1.0383977 145:-5.6010264 146:-2.1570467 147:-7.8172094 148:-2.8338971 149:-1.5992698 150:-3.7590675 151:4.1779257 152:5.4070609 153:-3.299576 154:-6.5453617 155:-6.6048965 156:6.3733943 157:-2.6597321 158:-2.1228989 159:2.7395562 160:5.282293 161:6.3948527 162:-9.193898 163:1.2501135 164:7.9060922 165:1.9895907 166:-4.1167769 167:-5.2751099 168:2.3877871 169:-2.3142668 170:-8.12347 171:-7.44652 172:-5.9465357 173:7.4343282 174:-1.2847503 175:-4.8848534 176:6.4679357 177:-4.2548996 178:-3.9811989 179:-4.2350045 180:2.5672343 181:5.7489205 182:4.5663212 183:-0.21897898 184:2.2690975 185:-3.5578362 186:-4.6420662 187:-1.1832506 188:8.3412037 189:7.4243455 190:-10.603454 191:-4.8821711 192:3.50152 193:-5.6419765 194:-0.44327358 195:-5.7517061 196:-7.0536738 197:-7.587567 198:-4.4877611 199:-6.219119 
-1.4341015886419322e-06 0:7.8532768 1:-3.747933 2:-3.8767319 3:-4.1548005 4:2.7340912 5:9.5382853 6:-11.456504 7:-4.492883 8:8.4002442 9:4.7375024 10:-7.4218438 11:3.0615457 12:-8.7995646 13:-7.5440048 14:-2.87862 15:2.7315112 16:5.0125413 17:4.2009346 18:-6.1232845 19:-1.1629839 20:-2.1772495 21:4.8842376 22:-7.0637603 23:9.0969338 24:0.22203315 25:4.6100945 26:-0.80509074 27:-2.4194631 28:6.5742711 29:6.8546894 30:6.9166581 31:4.3796415 32:6.5210548 33:3.9828928 34:6.4206208 35:4.2429163 36:5.006035 37:3.8930438 38:-6.9128018 39:-1.8275032 40:1.4375826 41:1.3521485 42:-0.61543516 43:-7.9428487 44:3.3659095 45:6.6725205 46:-9.0947929 47:-2.713582 48:-6.9219668 49:7.9901012 50:2.6018757 51:-3.3191867 52:5.0619836 53:-8.4502834 54:-2.9356709 55:-5.2338085 56:7.6431591 57:-10.046827 58:-0.55138125 59:-4.172082 60:8.7744797 61:-4.6551483 62:9.8851113 63:0.98797791 64:1.8584114 65:-3.312616 66:-6.9258075 67:6.4684919 68:9.0944415 69:-4.1187818 70:-0.45461436 71:3.5369038 72:-0.14906358 73:3.4159654 74:-2.4606393 75:2.4091628 76:2.4611202 77:-6.5811336 78:0.2759444 79:6.6199456 80:-5.4671975 81:-3.2871797 82:2.5066806 83:6.8749205 84:6.0882146 85:7.6910307 86:-2.2771614 87:-9.0929736 88:-0.90002087 89:-4.8237958 90:-6.0835475 91:-6.8943978 92:8.36597 93:-8.0131541 94:-6.3713507 95:-7.3037745 96:9.1374981 97:-8.3631957 98:-7.2833855 99:-1.3514623 100:6.0392184 101:-2.2016063 102:5.7044388 103:-7.5432935 104:-6.25647 105:-7.6839475 106:1.5662338 107:-3.0754377 108:-9.2692751 109:5.4933939 110:7.9994625 111:7.1721731 112:8.8249258 113:-5.6644887 114:8.1590268 115:-7.562477 116:-3.7502107 117:4.6183992 118:2.3449281 119:3.6597306 120:8.6991428 121:4.4916252 122:-5.8630317 123:-3.7806553 124:4.8662719 125:5.8629425 126:-9.366047 127:-0.64973922 128:5.8377297 129:7.3737942 130:-1.4224627 131:-3.3463112 132:9.9606271 133:-1.4995377 134:-2.6191025 135:8.2325199 136:-2.5053967 137:6.9460293 138:-7.8070059 139:0.15773271 140:-10.826305 141:-6.9476477 142:6.3727741 143:4.6530243 144:-1.2120007 145:-5.8480236 146:-1.3850151 147:-6.0094734 148:-3.7401141 149:-2.7126368 150:-3.5439056 151:6.4571406 152:1.8685129 153:-2.4129275 154:-8.665625 155:-6.0340494 156:6.0380281 157:-0.46934623 158:-4.0450158 159:1.6658509 160:3.265463 161:8.8078297 162:-8.4204186 163:2.3420791 164:8.263178 165:2.5551984 166:-4.5539142 167:-4.3826348 168:3.9935936 169:-2.2467997 170:-8.6229519 171:-9.8976699 172:-6.3462062 173:7.3309358 174:-4.8292268 175:-5.1666546 176:8.6392978 177:-2.9554128 178:-4.0274609 179:-3.7060842 180:1.2075825 181:5.086552 182:7.1663672 183:-2.0173837 184:1.2335103 185:-4.6555216 186:-3.056199 187:-1.1245058 188:9.2449178 189:7.6195511 190:-10.841306 191:-3.6523044 192:6.8187532 193:-5.6359651 194:0.22900461 195:-6.3895331 196:-9.7353203 197:-7.3396055 198:-3.9046303 199:-5.8266888 
-5.0416573376285225e-07 0:7.9884288 1:-4.4087894 2:-4.3343475 3:-3.6773452 4:4.8071588 5:9.0621191 6:-9.677478 7:-3.9839681 8:5.4574955 9:5.6274429 10:-5.154522 11:2.8271984 12:-7.9631447 13:-11.210211 14:-3.5029615 15:5.0697237 16:5.9447454 17:1.9710268 18:-6.1183864 19:-0.5535709 20:-1.1886454 21:1.3676554 22:-7.0366559 23:9.3015923 24:1.2925489 25:6.4729119 26:0.84291761 27:-1.9708059 28:3.3585232 29:7.0346168 30:7.5472453 31:3.6098927 32:5.1359811 33:6.7863958 34:7.0287138 35:3.8841593 36:7.9564921 37:5.4918514 38:-7.5120424 39:-4.5534648 40:-2.5091478 41:1.581336 42:-1.1011389 43:-8.3969896 44:1.0839746 45:7.9422759 46:-9.6407269 47:-3.9613958 48:-9.2474402 49:6.9254112 50:4.6058855 51:-3.8453366 52:8.0506903 53:-9.1305586 54:-1.7459855 55:-3.269108 56:9.3301541 57:-7.66596 58:-2.7148566 59:-6.404131 60:8.1715541 61:-4.8510079 62:7.3995611 63:0.17052123 64:1.8252893 65:-1.0760409 66:-5.4002374 67:7.7260686 68:9.1857221 69:-2.6648508 70:2.145731 71:4.7502387 72:-0.54057808 73:4.9926218 74:-1.3521692 75:2.7511003 76:1.60172 77:-9.3501443 78:1.731464 79:5.7776144 80:-5.555898 81:-2.0145323 82:2.6251451 83:5.072971 84:6.4083846 85:8.135624 86:-2.3604169 87:-7.2864284 88:-2.5814206 89:-4.7046999 90:-4.4797989 91:-7.1025566 92:9.8208144 93:-6.8405728 94:-5.5109939 95:-6.4680658 96:8.5464086 97:-8.5550624 98:-6.1400882 99:-0.8860173 100:4.3818385 101:-3.4899844 102:5.1541336 103:-6.5164098 104:-5.5206241 105:-7.5805547 106:1.5449991 107:-2.6294458 108:-9.622428 109:2.6088705 110:8.5741719 111:3.864475 112:7.8696856 113:-5.2303733 114:10.323989 115:-9.3863211 116:-3.8662479 117:5.8247126 118:1.8606806 119:4.4016551 120:10.168834 121:2.6598815 122:-5.3697672 123:-5.3841117 124:2.1837035 125:7.6821068 126:-6.8441809 127:-0.91558858 128:6.4776442 129:6.6386664 130:-0.24595069 131:-2.2259553 132:10.420666 133:0.36053082 134:-1.0328388 135:5.2703042 136:-0.50157963 137:8.7926518 138:-8.1604649 139:1.0633558 140:-7.4982916 141:-7.0828491 142:5.0314155 143:1.9564545 144:0.90232083 145:-4.9941271 146:-2.2922787 147:-7.5808122 148:-0.060100351 149:0.00091815408 150:-4.6055809 151:4.870795 152:4.1076998 153:-3.7470274 154:-9.4803335 155:-8.2319031 156:8.4265595 157:-1.490615 158:-1.9381732 159:1.0719557 160:5.1788008 161:7.195684 162:-6.9834586 163:2.985658 164:9.1873053 165:2.840547 166:-4.8894711 167:-4.6923052 168:3.0637856 169:-2.6888616 170:-10.546337 171:-9.6826994 172:-5.3812785 173:7.1640504 174:-2.4342052 175:-4.6071907 176:8.6119797 177:-2.192549 178:-3.9146843 179:-4.9279458 180:2.6830522 181:6.9154349 182:7.1831997 183:-0.74833423 184:1.5034052 185:-5.3587333 186:-4.956424 187:-1.3970694 188:8.7524106 189:5.8824032 190:-8.4661762 191:-3.7605872 192:6.9043196 193:-7.3473154 194:0.97182866 195:-7.7217857 196:-7.2000731 197:-7.7359406 198:-2.9269016 199:-7.6105242 
-1.1554233642833516e-06 0:6.5428584 1:-3.5214899 2:-5.4005969 3:-4.4816982 4:4.1156484 5:9.986493 6:-9.6973822 7:-6.5065191 8:8.3680498 9:6.2736965 10:-6.501486 11:2.7357325 12:-7.3554477 13:-9.6628391 14:-4.4414576 15:3.9498124 16:5.3921298 17:1.5407836 18:-6.4713836 19:-2.3694583 20:-1.8368792 21:3.6607333 22:-7.2571524 23:10.048671 24:-0.47786137 25:3.9456037 26:1.7554954 27:-2.9798661 28:4.8336778 29:8.5260177 30:5.6998827 31:5.7135402 32:5.6706881 33:4.883232 34:6.2027816 35:3.1926036 36:4.5438813 37:6.1697177 38:-8.9570964 39:-3.7314195 40:-1.0117985 41:1.3778022 42:-0.64415952 43:-8.3086217 44:4.2106618 45:6.0630709 46:-9.4539943 47:-4.922082 48:-8.0272078 49:8.9743472 50:4.188579 51:-4.0318412 52:5.9738157 53:-7.1667973 54:-3.205324 55:-2.4210428 56:8.4351236 57:-7.8367985 58:-1.1928326 59:-5.1399244 60:6.5990965 61:-5.9017404 62:8.780129 63:1.4121845 64:0.034969936 65:-1.9850957 66:-6.8422494 67:8.4212757 68:7.8846675 69:-5.2936228 70:-0.79230122 71:4.3210867 72:-2.5552392 73:6.1358129 74:-5.4501257 75:2.5239281 76:2.1196392 77:-8.6152838 78:0.59876363 79:4.5329848 80:-4.550539 81:-3.2935061 82:1.5019576 83:4.7658515 84:6.1275291 85:8.0270185 86:-2.1820966 87:-8.9333731 88:1.7124479 89:-6.775039 90:-3.3407106 91:-7.4923894 92:5.5230094 93:-7.7144421 94:-4.6848811 95:-6.8178517 96:9.8795763 97:-9.3927295 98:-7.2835278 99:-1.7537705 100:2.8439335 101:-5.1069463 102:6.5107624 103:-7.1675192 104:-5.6787489 105:-7.4800276 106:0.81065018 107:-3.6192547 108:-9.2148885 109:4.2754698 110:8.7390391 111:8.5721641 112:8.6280806 113:-6.2255341 114:9.1157594 115:-6.5571216 116:-3.3643288 117:2.9331007 118:2.2161385 119:3.2767256 120:7.9684663 121:0.77158013 122:-6.4480282 123:-3.8845248 124:4.5878542 125:5.095995 126:-7.6474646 127:-1.5051838 128:5.7599899 129:4.9716075 130:-4.8386259 131:-2.7145505 132:7.008008 133:-0.53830061 134:-2.8035497 135:5.7210948 136:-2.5953682 137:6.7589707 138:-8.3288404 139:1.9317515 140:-10.330357 141:-8.1096488 142:6.1795022 143:3.5742572 144:2.6701321 145:-4.3161708 146:-1.3261015 147:-7.5099936 148:-1.4501011 149:-2.1829544 150:-1.7446388 151:4.9972118 152:3.8056677 153:-4.3586933 154:-8.8951448 155:-7.7113972 156:7.3305879 157:-1.934223 158:-2.9907944 159:3.4045657 160:3.9542323 161:8.6896873 162:-8.8937295 163:1.3774179 164:8.530459 165:1.5319582 166:-2.0421954 167:-5.2665723 168:4.7931345 169:-1.893202 170:-9.9642862 171:-8.5170555 172:-7.0870543 173:7.4288436 174:-3.2955228 175:-4.0974916 176:6.1641648 177:-3.1648512 178:-2.3862301 179:-3.219506 180:2.8914382 181:6.2909382 182:4.759146 183:-0.77229638 184:3.7917526 185:-5.7250652 186:-3.4207465 187:0.0034849191 188:10.253061 189:5.3998876 190:-9.5031965 191:-2.3605067 192:7.5351006 193:-5.9250504 194:1.6467816 195:-8.6355837 196:-9.2996491 197:-8.3255012 198:-2.8780449 199:-6.6228315 
-7.3220762281658968e-06 0:8.0920397 1:-3.0612417 2:-4.3277481 3:-2.2215751 4:3.4298269 5:9.6320798 6:-9.0404131 7:-4.836922 8:5.4728751 9:4.0476531 10:-7.2880684 11:3.2624407 12:-7.4401282 13:-9.3403655 14:-5.1293749 15:4.1827805 16:7.4631076 17:2.2675553 18:-7.8294469 19:0.10068165 20:-0.37848112 21:0.87433715 22:-5.567283 23:8.1239438 24:1.0679197 25:3.4059148 26:1.5368263 27:-1.3398779 28:5.5584201 29:6.8707854 30:5.4634318 31:3.2568167 32:5.7470731 33:5.6360248 34:8.0806426 35:4.9758469 36:5.588035 37:7.8774943 38:-9.3513878 39:-3.3785392 40:-2.6414476 41:0.23159366 42:-1.3554688 43:-8.6680432 44:2.3076494 45:6.1480026 46:-9.275362 47:-4.7161747 48:-8.1561899 49:6.9564354 50:5.8108044 51:-3.0886842 52:6.3436124 53:-8.5353998 54:-2.154391 55:-3.8870627 56:8.179602 57:-8.7851468 58:-1.5923343 59:-7.9482245 60:7.0425584 61:-4.6799328 62:9.8019559 63:2.5134228 64:2.1240147 65:-1.8360151 66:-4.2349215 67:7.4564355 68:8.5958513 69:-3.5612594 70:0.29650794 71:2.2295236 72:-1.415293 73:2.8546598 74:-3.7555938 75:1.1117586 76:0.16139293 77:-9.8821817 78:1.428686 79:6.6536288 80:-4.4744588 81:-3.3354051 82:2.0570015 83:6.3819343 84:8.1189671 85:5.9466281 86:-1.7772164 87:-6.3939452 88:-1.0514241 89:-7.4159191 90:-4.737449 91:-6.1507953 92:7.8347053 93:-9.9309454 94:-6.2631061 95:-6.3460468 96:11.101753 97:-7.128604 98:-5.4038117 99:-1.6443373 100:3.6888936 101:-3.8630895 102:5.9349642 103:-6.8983795 104:-4.9084496 105:-6.7692991 106:2.5599097 107:-2.7239451 108:-7.736605 109:6.1193261 110:8.8220451 111:4.958015 112:8.1966098 113:-7.1782061 114:7.9980886 115:-8.5176878 116:-3.74536 117:5.0253519 118:3.151569 119:2.0979784 120:9.1505604 121:2.1519182 122:-7.0754084 123:-3.1648724 124:3.168644 125:7.3465586 126:-6.2360223 127:-1.0505288 128:5.7465031 129:6.8000853 130:-3.5372895 131:-2.8172366 132:8.3265103 133:-0.43323972 134:-2.8972128 135:5.9153914 136:-2.1542312 137:8.1704375 138:-9.1330166 139:0.95665592 140:-10.043496 141:-4.9696095 142:6.1835809 143:4.467136 144:2.0775261 145:-6.5406737 146:-4.4070154 147:-6.0087709 148:-0.68564305 149:-2.7284918 150:-2.9188536 151:5.9656952 152:3.7476357 153:-4.21045 154:-7.6763231 155:-9.1311211 156:7.6080637 157:-1.8581598 158:-1.5570501 159:0.90097333 160:4.4162275 161:7.2836151 162:-7.9661227 163:1.6036081 164:9.4151591 165:2.0931627 166:-3.6023458 167:-5.0437568 168:3.410515 169:-3.316172 170:-10.592921 171:-7.1171302 172:-7.5790018 173:7.7533373 174:-3.5063374 175:-3.9800372 176:7.8211995 177:-3.9472022 178:-2.41658 179:-6.1912209 180:3.6668341 181:6.2240526 182:4.7768218 183:0.063098696 184:3.1586456 185:-3.2754966 186:-4.9237176 187:-0.70878145 188:9.6714535 189:7.5202263 190:-8.9353466 191:-3.2808419 192:7.1599337 193:-5.148616 194:1.1386553 195:-8.0706321 196:-8.5817339 197:-5.7538342 198:-3.1809355 199:-5.7388329 
-2.1833975554190037e-06 0:8.4277511 1:-4.2734454 2:-4.8887568 3:-2.235119 4:6.5223566 5:8.9629759 6:-10.235475 7:-6.1509262 8:8.0413675 9:5.5755244 10:-7.7416339 11:4.6747092 12:-6.5498614 13:-9.7411905 14:-4.9434184 15:2.3286983 16:5.645787 17:1.882646 18:-5.6811248 19:-1.7555172 20:-2.5075725 21:1.3297997 22:-5.7707807 23:9.6704121 24:1.2661005 25:5.9262292 26:0.62297014 27:-0.1859193 28:3.0988228 29:5.8975268 30:5.5963637 31:3.63916 32:5.9140443 33:6.5982759 34:7.5801766 35:2.9199811 36:5.2269842 37:5.6927736 38:-7.1484606 39:-2.8801543 40:-0.75346028 41:0.37200653 42:-4.751164 43:-7.9266385 44:3.9231568 45:6.1017533 46:-10.451283 47:-5.5656121 48:-9.6991398 49:6.8256859 50:3.8743564 51:-2.1149772 52:6.8985543 53:-10.677787 54:-0.51263428 55:-2.4159816 56:7.1368324 57:-7.9652057 58:-0.77395044 59:-4.9269122 60:9.7936695 61:-5.5932787 62:8.5630864 63:0.87013423 64:0.35479909 65:-2.279898 66:-5.2309559 67:7.5986196 68:8.2619101 69:-4.6229381 70:0.16287908 71:2.8867437 72:-2.4704929 73:3.770598 74:-3.8640794 75:0.76914542 76:1.7661871 77:-7.6276477 78:0.39430619 79:5.8291229 80:-5.178958 81:-3.4909057 82:2.8342988 83:4.8325625 84:6.7838066 85:6.1562749 86:-4.6885209 87:-8.0504938 88:0.3889018 89:-5.3146002 90:-5.0814237 91:-8.3370864 92:7.1755858 93:-6.79548 94:-4.2126948 95:-8.8631697 96:8.2901228 97:-7.3082671 98:-7.5729775 99:-0.94107855 100:3.9946585 101:-4.0630803 102:6.4480805 103:-7.0401801 104:-5.8538217 105:-6.6941715 106:0.79081036 107:-4.1421109 108:-8.5130416 109:5.3042592 110:10.791807 111:5.1927569 112:7.6002808 113:-4.8469182 114:11.245988 115:-7.2152256 116:-3.9840986 117:5.7778067 118:4.4789336 119:3.8758286 120:8.2038675 121:3.7424448 122:-7.2891224 123:-4.0101504 124:4.4485316 125:6.2595042 126:-6.0779714 127:-0.04712064 128:7.3398935 129:4.3110124 130:-5.2025256 131:-2.0910029 132:9.5966278 133:0.11117087 134:-2.5379223 135:5.5157379 136:-3.586764 137:5.8240072 138:-8.993319 139:2.2145436 140:-9.3859902 141:-5.3640158 142:6.1318775 143:2.7570137 144:-0.19358883 145:-5.2957935 146:-1.6570365 147:-8.217426 148:-1.7323143 149:-1.0562212 150:-2.1575266 151:5.4182819 152:4.3414988 153:-4.3416065 154:-8.8515643 155:-6.9742556 156:8.0556772 157:-0.15159319 158:-3.6018148 159:3.1091485 160:4.6767519 161:8.018193 162:-9.4546505 163:3.6095646 164:9.6713931 165:0.70091073 166:-4.0962936 167:-6.0753506 168:2.3668919 169:-1.5457844 170:-10.294725 171:-7.0516863 172:-4.7291362 173:8.3464573 174:-4.0425998 175:-6.2192688 176:5.8656928 177:-3.8086026 178:-4.5849855 179:-3.5739965 180:2.2048577 181:5.9591216 182:4.2865428 183:-0.82626917 184:1.6107402 185:-5.14202 186:-3.2075997 187:-1.4984145 188:8.316763 189:7.5695672 190:-9.4405474 191:-0.05976722 192:6.7604084 193:-6.4567085 194:0.53794552 195:-6.2933919 196:-9.8535728 197:-8.2480699 198:-3.5086881 199:-8.4711023 
--1.3790250297778653e-05 0:4.5298149 1:2.2054182 2:8.5287882 3:9.3255839 4:-6.8680759 5:0.30683739 6:-2.205222 7:-1.6359122 8:-5.0772742 9:-7.1465884 10:6.1311022 11:-6.4304094 12:-8.3170104 13:-5.4728257 14:-5.7423612 15:5.7482504 16:-2.2246114 17:4.5933025 18:0.57564324 19:-1.8203462 20:-1.7901839 21:-9.0960246 22:-8.3909809 23:-3.8002254 24:-4.1875823 25:4.9261814 26:6.6541573 27:-0.023266894 28:-8.361463 29:7.967831 30:-2.2901576 31:-2.3698745 32:-7.8466403 33:2.0648271 34:-5.0136399 35:-2.7954701 36:4.8998524 37:3.3722248 38:2.4420441 39:-8.1009898 40:-2.3602077 41:2.4192323 42:-6.3584257 43:8.949116 44:10.292725 45:-1.3019602 46:6.8454497 47:-6.9533435 48:-4.2343284 49:2.2712406 50:-7.646185 51:6.2518232 52:5.4140502 53:-7.4885873 54:8.6840858 55:4.6174735 56:-2.0243121 57:5.839286 58:4.09084 59:-3.8380922 60:5.5247899 61:-0.088156546 62:-2.9196293 63:-2.2846534 64:-2.1827061 65:-5.9040171 66:-10.312614 67:-9.212173 68:9.44864 69:9.9350169 70:7.2945019 71:6.3419018 72:-0.54445643 73:8.5423059 74:0.2619404 75:4.2845602 76:-2.8586102 77:-2.5631536 78:8.6743266 79:8.0908297 80:-0.32308986 81:2.8945155 82:-7.1642505 83:-2.3628015 84:0.059821467 85:7.8106703 86:1.3255349 87:-1.4578628 88:-2.8501532 89:1.5889687 90:-4.1456876 91:-5.8830953 92:-0.38232889 93:-3.2139736 94:-3.6651498 95:3.4140904 96:6.2708834 97:-11.405301 98:-5.7327749 99:-4.5386842 100:2.9092031 101:5.6316927 102:0.70092856 103:-3.1039038 104:-4.2787651 105:-2.9514881 106:-0.013293151 107:-0.99323779 108:-1.5093617 109:-2.0315877 110:5.1064491 111:7.5561731 112:10.334178 113:1.2119722 114:6.4379005 115:7.8390498 116:-6.7434746 117:1.1654174 118:9.7560268 119:0.67530126 120:3.140776 121:-5.7175333 122:1.5951457 123:9.4240576 124:3.7848591 125:1.3252571 126:6.859442 127:7.9819277 128:4.5522846 129:0.65171141 130:-0.89565912 131:-3.5789281 132:-1.6084073 133:0.56548991 134:9.5057897 135:-5.8680872 136:-4.5687047 137:-3.9215311 138:-2.2858025 139:-1.9267973 140:-3.8741591 141:3.7708829 142:-1.7532463 143:-2.2785975 144:-0.34372784 145:-4.222826 146:6.7325294 147:-2.8371631 148:3.7858606 149:4.3457724 150:4.7919053 151:-8.7057364 152:-4.37221 153:5.4887085 154:5.4623542 155:1.4906045 156:-3.9247691 157:3.1440613 158:3.4216705 159:8.092883 160:-4.4929328 161:-3.8244568 162:-5.2199252 163:9.1965095 164:5.9611727 165:6.6399775 166:8.2125506 167:1.9976127 168:-8.0498678 169:1.2267408 170:3.5604567 171:-0.30665746 172:2.6934898 173:-8.7604128 174:1.4820822 175:2.8431892 176:7.0850409 177:1.9500051 178:-3.7660925 179:0.15120283 180:-0.12628116 181:6.4001458 182:2.8296339 183:-5.2678016 184:-7.0283069 185:-5.7214099 186:-1.6654573 187:3.3254008 188:-9.3582595 189:2.0192097 190:0.5656157 191:8.8003657 192:9.082139 193:6.6388502 194:2.7212622 195:4.6331169 196:9.1742266 197:3.451342 198:1.7168481 199:-2.585196 
--4.1233172228480299e-06 0:5.2670705 1:5.0911915 2:7.0938247 3:7.266957 4:-9.9404065 5:0.31592123 6:-4.8498383 7:-4.406064 8:-5.2111657 9:-5.7297417 10:7.9543335 11:-5.0628092 12:-7.8729337 13:-4.3892519 14:-7.0034395 15:4.4085522 16:-4.0571541 17:4.0911844 18:0.17741149 19:-1.7313754 20:-3.6371133 21:-10.828772 22:-9.4547835 23:-2.7112466 24:-1.664423 25:5.856531 26:7.9705641 27:-0.91655951 28:-10.393634 29:6.2556554 30:-1.5240979 31:-2.5375611 32:-8.7571682 33:2.1861229 34:-5.5317633 35:-2.0747241 36:5.12293 37:4.0180572 38:1.8602936 39:-8.7207797 40:-3.3763288 41:2.7215505 42:-7.6891267 43:9.1391478 44:8.3351714 45:-1.9184303 46:7.6654707 47:-7.8452543 48:-3.4190436 49:1.3523275 50:-7.2136001 51:4.8401713 52:6.7586663 53:-6.4526881 54:6.0723408 55:4.0240486 56:-2.2765839 57:7.1368478 58:2.7881131 59:-1.1354076 60:6.4050289 61:-0.37780465 62:-2.2567676 63:-2.3210287 64:-2.2881703 65:-6.1635766 66:-8.9557112 67:-8.4854515 68:8.8285794 69:6.8402615 70:7.1491675 71:8.7088441 72:-0.15352686 73:6.450047 74:-0.79291999 75:5.444743 76:-1.4451283 77:-3.3006616 78:8.2949354 79:9.4078061 80:-0.81719459 81:3.0235236 82:-9.2158078 83:-1.5406453 84:1.8032934 85:7.4685953 86:2.2872714 87:-4.4911844 88:-3.6846796 89:0.60301185 90:-4.5115428 91:-5.0110986 92:-0.52009232 93:-2.4556646 94:-4.9398959 95:4.4338644 96:6.5554851 97:-9.0178743 98:-4.9564327 99:-1.2648854 100:2.9351171 101:4.6196419 102:0.002313705 103:-2.8552393 104:-6.5557561 105:-3.0985375 106:0.57594405 107:-0.74609651 108:-0.567749 109:-0.67637554 110:5.5302744 111:6.7973651 112:8.8591899 113:2.7665603 114:7.7272356 115:8.3729311 116:-11.120337 117:0.60617177 118:9.8451294 119:0.43979705 120:1.1574703 121:-4.824654 122:1.520672 123:9.1301581 124:5.3122446 125:0.15392453 126:6.9664599 127:8.9597078 128:4.7693582 129:-0.043838209 130:0.66819675 131:-2.1477763 132:0.12119083 133:1.4652836 134:8.4110118 135:-7.9969299 136:-3.8692437 137:-4.0367464 138:-5.2241124 139:-0.11727302 140:-4.0057796 141:6.3666139 142:-1.3978131 143:-6.8054981 144:0.7354438 145:-7.0627764 146:7.9350416 147:-2.6250421 148:6.4325689 149:4.827395 150:7.1524125 151:-9.8283896 152:-1.9231921 153:4.6246083 154:6.7874295 155:1.3455814 156:-4.6564534 157:1.1330323 158:3.8257168 159:6.7090425 160:-3.2588123 161:-1.8632145 162:-4.7673178 163:7.3911081 164:4.106706 165:6.1645433 166:6.1657658 167:0.56925923 168:-5.9753027 169:3.5926168 170:2.898413 171:-1.8891808 172:2.8331567 173:-6.8293462 174:3.938921 175:3.3073448 176:6.1342826 177:1.6691931 178:-4.7718013 179:-1.9835707 180:-0.18812399 181:6.0627535 182:3.5389846 183:-4.5675034 184:-6.5340199 185:-3.6857631 186:-2.6025523 187:1.7555456 188:-10.278291 189:2.6796127 190:-0.039568471 191:8.3872178 192:9.9083954 193:7.0841442 194:2.5335338 195:5.2693011 196:5.8353359 197:1.1196208 198:0.68463717 199:-3.1761195 
--7.4151768775358225e-06 0:4.0072241 1:4.9919686 2:7.5846275 3:10.963141 4:-7.8584648 5:0.54590042 6:-3.6022016 7:-0.39992457 8:-5.870557 9:-5.0805352 10:6.5136772 11:-5.6316505 12:-5.8372926 13:-3.344629 14:-7.5424486 15:2.83333 16:-4.2124059 17:5.5450476 18:-0.72450854 19:-3.2771688 20:-0.254631 21:-8.583598 22:-9.5082574 23:-2.6731527 24:-1.0375167 25:4.7950719 26:7.1008015 27:-0.89065681 28:-9.6274556 29:7.0746671 30:-1.5945971 31:-0.081052289 32:-7.8230827 33:3.8040216 34:-5.2475129 35:-3.571464 36:6.2010144 37:3.0849858 38:3.4609577 39:-8.3716304 40:-3.7701472 41:3.7669303 42:-7.1719588 43:8.8462681 44:9.4653112 45:-2.3713769 46:5.7952421 47:-8.7565574 48:-5.8528677 49:2.1870629 50:-6.0161931 51:5.3045404 52:5.9443603 53:-7.5338325 54:7.3079225 55:4.4421897 56:-1.7816574 57:8.2118585 58:0.61424516 59:-2.3026016 60:6.2041572 61:-1.6472706 62:-5.2421855 63:-3.8871373 64:-1.0692207 65:-4.8177432 66:-9.7891485 67:-10.150465 68:9.9330849 69:9.069904 70:9.0774732 71:8.0885746 72:-0.13535926 73:8.1446155 74:-1.4692513 75:5.5930718 76:-3.2308148 77:-1.4113491 78:8.313774 79:8.5139704 80:-2.9620621 81:1.6342627 82:-9.4100545 83:-2.7843787 84:-0.40244882 85:7.7640226 86:4.3424869 87:-5.2395954 88:-3.4305914 89:1.0241185 90:-5.1468369 91:-4.3252153 92:2.0269608 93:-3.9924037 94:-3.765215 95:2.4908734 96:7.0699486 97:-9.7403844 98:-3.5503734 99:-5.0998773 100:3.5547883 101:3.2829493 102:0.086561845 103:-3.0342113 104:-6.4763248 105:-1.4352282 106:2.0310369 107:-0.65995691 108:-2.9677383 109:-1.4546383 110:5.1352013 111:8.2230658 112:7.8068213 113:-0.23252049 114:7.4182219 115:8.2670379 116:-6.7268587 117:1.0248583 118:7.3868172 119:0.71246759 120:1.4697797 121:-3.2140658 122:3.525317 123:7.9555001 124:4.1364803 125:0.99250567 126:6.6463717 127:8.1429359 128:5.5382341 129:0.66804109 130:0.70242117 131:-2.4656473 132:-1.2297987 133:2.5665606 134:9.7528334 135:-5.9429024 136:-2.4095068 137:-3.864724 138:-2.6542481 139:-1.6050765 140:-4.1638296 141:4.3522715 142:-2.8405496 143:-2.9619279 144:0.057651891 145:-4.2976822 146:8.8834813 147:-1.1750089 148:3.7140335 149:5.597522 150:6.3591956 151:-10.762913 152:-2.6884089 153:3.2212848 154:5.9975449 155:1.8472993 156:-5.5405912 157:3.6168756 158:4.747846 159:8.0777951 160:-4.3040395 161:-1.5629307 162:-6.7112185 163:7.5987364 164:5.0944361 165:5.3798637 166:6.6117943 167:-0.023270133 168:-6.7507719 169:2.1691511 170:2.6861239 171:-1.2765327 172:4.0393282 173:-9.2547673 174:1.2699747 175:3.6035075 176:4.5276655 177:2.0996222 178:-3.9009918 179:-0.00055551637 180:0.67957333 181:5.2326695 182:1.9120587 183:-4.2723528 184:-5.9238676 185:-6.1383787 186:-3.4450129 187:2.7019495 188:-10.788885 189:-0.33606043 190:-0.020924822 191:8.2677131 192:8.6870537 193:7.6593278 194:1.8456286 195:5.5109471 196:7.3923247 197:2.5422775 198:1.524097 199:-1.1468956 
--1.0552575507786544e-06 0:4.8318882 1:2.9018672 2:7.6738618 3:9.002196 4:-8.0638064 5:1.6377979 6:-2.0481755 7:-2.457785 8:-4.5276311 9:-4.9208555 10:7.0407473 11:-5.8185315 12:-7.9871219 13:-5.2390936 14:-6.3572865 15:1.7334802 16:-4.2148723 17:4.8597086 18:-1.4439849 19:-2.5377291 20:-0.079300253 21:-9.260457 22:-10.430276 23:-2.9575767 24:-2.7407272 25:2.8746418 26:8.901857 27:0.7859297 28:-7.9400438 29:7.7311586 30:-0.73358271 31:-1.0055026 32:-7.5733402 33:3.8563072 34:-4.2846274 35:-3.645066 36:6.8654074 37:4.8153935 38:3.473953 39:-8.4123721 40:-3.9934332 41:4.8122959 42:-5.935178 43:10.212147 44:8.0140555 45:-2.3183072 46:5.9722761 47:-8.1417195 48:-2.6724927 49:1.9497802 50:-7.3965702 51:6.3211049 52:7.3784751 53:-5.7824829 54:7.6022974 55:5.1697414 56:-1.7571544 57:5.1525677 58:2.2857103 59:-2.7700541 60:6.4028593 61:-0.12516828 62:-3.9552196 63:-2.868376 64:-0.39606258 65:-4.6811847 66:-11.309325 67:-7.1618573 68:9.2265191 69:6.7416731 70:6.553789 71:9.7785227 72:-1.0695785 73:6.7146407 74:-0.32059214 75:7.887831 76:-2.6895845 77:-2.786695 78:8.0949054 79:9.06264 80:-2.9095702 81:1.689074 82:-8.5806446 83:-2.5063188 84:-0.16009828 85:6.9950303 86:2.6853844 87:-5.4144031 88:-5.3838708 89:0.80788277 90:-5.9976291 91:-3.3338422 92:0.41179438 93:-3.0847453 94:-3.3516703 95:4.8582974 96:6.1538744 97:-10.732716 98:-4.4434257 99:-2.9730985 100:3.9486161 101:5.3960354 102:1.399899 103:-1.3106167 104:-6.9035707 105:0.16959575 106:3.7979991 107:-0.45914003 108:-0.27533459 109:-0.51788477 110:6.1861111 111:6.1834615 112:7.4425624 113:1.769177 114:8.1704512 115:7.6949538 116:-9.4008522 117:0.98209815 118:9.5780301 119:-0.77996584 120:2.2412415 121:-3.0251718 122:3.3745896 123:7.0981328 124:3.9645132 125:0.02124814 126:8.0554079 127:7.7763579 128:6.2082109 129:-0.016843929 130:0.3924564 131:-2.1423824 132:-2.1184516 133:2.9101436 134:10.801353 135:-6.5675935 136:-4.0712155 137:-3.6768431 138:-2.841407 139:-0.16333215 140:-2.1490113 141:4.8246146 142:-1.6543447 143:-5.0410475 144:1.164258 145:-7.6524273 146:6.3229443 147:-4.6348135 148:5.9800669 149:5.68452 150:6.5641393 151:-9.1268997 152:-3.6282186 153:3.4186746 154:6.3589771 155:1.7128305 156:-5.919975 157:2.4199566 158:4.6611476 159:8.0013495 160:-3.0993559 161:-0.411248 162:-4.083386 163:7.2103782 164:3.430637 165:7.0824953 166:6.422986 167:-0.47772252 168:-7.0926439 169:4.3069902 170:1.844066 171:-1.519651 172:4.2785872 173:-7.9981698 174:1.7278623 175:4.3145019 176:5.8702761 177:2.0041671 178:-2.9606177 179:-1.7748385 180:1.0588349 181:5.4307499 182:2.9890735 183:-6.5363132 184:-5.2747317 185:-8.0939423 186:-1.7529605 187:3.0790176 188:-10.074035 189:3.3100095 190:1.2155685 191:9.1262092 192:9.2481391 193:7.6306576 194:2.7280331 195:3.8705222 196:8.7252115 197:3.6176449 198:0.96526402 199:-2.6886821 
--4.8207531120178752e-07 0:3.5532553 1:5.0913281 2:7.4280257 3:9.5365234 4:-7.781318 5:0.34248686 6:-3.0147033 7:-3.6144397 8:-4.7603247 9:-7.0949921 10:6.492492 11:-6.6673574 12:-8.9044142 13:-4.2755539 14:-5.8472926 15:6.0146859 16:-4.3337651 17:4.9047056 18:0.62851744 19:-1.167809 20:-0.60268629 21:-6.753688 22:-9.5215324 23:-3.4495757 24:-1.1498899 25:3.9751412 26:6.2795873 27:-0.63651644 28:-8.015318 29:7.6540163 30:0.20739165 31:-3.4832496 32:-10.2216 33:2.6649426 34:-5.2202949 35:-1.1010285 36:6.441316 37:3.4026771 38:2.8396884 39:-7.3477481 40:-4.7324409 41:3.1346407 42:-6.3761155 43:9.2795496 44:8.2188993 45:-3.6232474 46:7.1917054 47:-7.8581045 48:-3.0293885 49:1.5243532 50:-7.4058899 51:6.1800252 52:7.3180966 53:-8.0000024 54:6.5950825 55:3.8505891 56:-1.7354097 57:6.645459 58:2.3419108 59:-3.2923157 60:6.201075 61:-2.6117986 62:-1.9145899 63:-4.2173912 64:-2.2981644 65:-5.3636584 66:-8.7014011 67:-9.993541 68:7.2508682 69:7.4255856 70:6.9733621 71:8.7347023 72:1.7198638 73:6.4973693 74:-1.8640328 75:6.692767 76:-3.0324216 77:-3.2127869 78:8.9130059 79:8.3355119 80:-1.6301749 81:1.668013 82:-7.1933815 83:-2.7652819 84:2.2053324 85:6.0889197 86:0.71776064 87:-5.4391612 88:-3.6133335 89:2.2560754 90:-5.2451532 91:-4.5253755 92:0.91011102 93:-3.0914413 94:-4.7590668 95:4.1522647 96:6.9874676 97:-9.3971489 98:-3.2044939 99:-2.3101931 100:3.6703266 101:5.1968993 102:0.94251808 103:-3.43225 104:-6.8210478 105:-1.5427099 106:2.0588277 107:-2.3442892 108:-2.5934399 109:-1.5445949 110:4.3724195 111:7.4592456 112:9.3632615 113:1.2416229 114:8.306923 115:7.3245653 116:-9.7089251 117:2.5146315 118:9.3623795 119:1.613553 120:2.4308215 121:-3.255901 122:3.5920491 123:8.7036025 124:4.4909605 125:0.79725706 126:8.6225394 127:7.92231 128:4.9839891 129:1.5453987 130:0.23620612 131:-1.6527012 132:-1.8019078 133:2.6532351 134:7.8331575 135:-5.1120251 136:-2.702533 137:-4.8625895 138:-3.147426 139:2.3938492 140:-3.576887 141:5.3720046 142:-1.825029 143:-3.6609889 144:-0.31917665 145:-6.3291528 146:7.136794 147:-2.0808227 148:6.460444 149:5.7704877 150:5.4985316 151:-10.477873 152:-3.9168694 153:3.7583527 154:3.4047325 155:2.933541 156:-5.6730942 157:1.9080259 158:4.06133 159:8.3732867 160:-5.0365735 161:-4.5285538 162:-6.5246661 163:8.6824796 164:3.3619422 165:5.8065691 166:5.5492265 167:1.8220467 168:-6.2282258 169:4.5936153 170:1.7895745 171:-1.7554902 172:4.7873002 173:-8.7651862 174:2.0586568 175:3.529856 176:7.006709 177:1.5874323 178:-2.3559767 179:-1.0315295 180:0.56537058 181:4.2942114 182:1.5827474 183:-5.6351071 184:-6.7331392 185:-6.8670294 186:-3.4646706 187:3.1318232 188:-10.631526 189:2.052427 190:-0.34056622 191:8.199415 192:11.083835 193:7.3365694 194:1.7996875 195:6.4123018 196:10.506795 197:-0.061768698 198:-0.85625574 199:-2.3201227 
--8.2107674716428858e-06 0:4.8317694 1:2.9293671 2:6.2782252 3:8.3045929 4:-7.4924454 5:1.0497829 6:-1.4313937 7:-2.9714571 8:-7.190213 9:-4.9013794 10:8.8762238 11:-5.5997957 12:-6.7568429 13:-4.1311806 14:-9.512259 15:4.3251556 16:-2.8375244 17:4.5894508 18:1.4361488 19:-2.6176535 20:-1.9512071 21:-9.2704196 22:-10.627305 23:-2.0626256 24:-2.2871412 25:4.2499032 26:7.937037 27:0.31781159 28:-7.9560501 29:8.589659 30:-0.062888043 31:-0.0074207278 32:-7.4106976 33:1.4971183 34:-4.2170404 35:-2.0664909 36:6.1275302 37:4.0605992 38:2.7348275 39:-7.8231147 40:-3.8414234 41:2.3654326 42:-5.979949 43:9.8795752 44:7.2737272 45:-2.1763684 46:7.7601709 47:-8.6907887 48:-3.033621 49:1.7406013 50:-6.4681445 51:5.1395027 52:7.3200781 53:-6.6372787 54:5.8378844 55:5.8517402 56:-2.4256116 57:6.2899922 58:3.4311809 59:-2.1439481 60:7.3082401 61:-1.7872091 62:-2.4549736 63:-4.3885933 64:-2.2814732 65:-4.9732699 66:-10.567922 67:-7.7141339 68:7.8721551 69:8.5346112 70:7.4498326 71:9.1524679 72:-0.25092622 73:8.5850199 74:0.21751458 75:4.7674799 76:-2.1084873 77:-2.569763 78:6.3119793 79:8.711545 80:-2.4400765 81:1.0564015 82:-8.0079044 83:-2.7514364 84:1.2965544 85:6.5062905 86:2.2456667 87:-5.7083101 88:-3.1649293 89:1.1217337 90:-6.9569182 91:-5.7957574 92:1.4017959 93:-2.5741831 94:-5.1909596 95:5.7798195 96:6.249914 97:-9.3269129 98:-2.7014997 99:-2.1967685 100:2.5882576 101:2.7392336 102:2.1894965 103:-1.59537 104:-5.6486927 105:-1.7773868 106:4.4402572 107:-0.72328424 108:-1.8471026 109:-1.2075553 110:5.0004043 111:7.5883187 112:11.519268 113:3.0833945 114:8.234513 115:8.1890154 116:-6.754856 117:1.6814141 118:7.6961197 119:2.8130041 120:2.617812 121:-3.2854696 122:2.6248564 123:9.8557206 124:3.6793468 125:-0.28032611 126:7.0329092 127:9.0851769 128:6.1903486 129:1.6298424 130:0.40447784 131:-2.9192529 132:-1.102952 133:1.3626421 134:10.855479 135:-5.6026304 136:-3.9145994 137:-4.000358 138:-4.7458732 139:-1.0817537 140:-2.4272441 141:5.3918177 142:-0.88787854 143:-5.1423782 144:-0.14664267 145:-6.1585734 146:8.6606897 147:-2.3774925 148:5.4590792 149:4.8584226 150:6.1455149 151:-8.4939809 152:-2.5414804 153:3.3971503 154:5.6732842 155:0.47923179 156:-4.146605 157:0.84998647 158:4.7637737 159:8.8722738 160:-6.2203741 161:-1.0792509 162:-5.3821714 163:8.2984851 164:4.5504632 165:6.3976015 166:7.0322967 167:0.88531937 168:-6.8245362 169:2.1315811 170:2.0276198 171:-2.7534095 172:3.8564406 173:-6.3513459 174:3.4854317 175:2.7497654 176:5.5085316 177:4.1499917 178:-3.1352154 179:0.80261631 180:-1.4179972 181:4.7370364 182:3.2334578 183:-7.2033509 184:-6.634218 185:-6.4845581 186:-2.7968662 187:4.9687714 188:-10.754 189:1.0529309 190:0.31708487 191:7.753026 192:8.8272396 193:6.8050053 194:2.2152952 195:5.7001377 196:6.5944783 197:2.3207753 198:1.7917038 199:-1.3085279 
diff --git a/tests/data/models/500x200.libsvm.rbf.model b/tests/data/models/500x200.libsvm.rbf.model
deleted file mode 100644
index 281f32f4e..000000000
--- a/tests/data/models/500x200.libsvm.rbf.model
+++ /dev/null
@@ -1,223 +0,0 @@
-svm_type c_svc
-kernel_type rbf
-gamma 0.0050251256281407036
-nr_class 2
-total_sv 214
-rho 0.000868060939319636
-label 1 -1
-nr_sv 110 104
-SV
-0.066847789428567783 0:7.0434358 1:-5.1954731 2:-3.788248 3:-1.7098536 4:4.54531 5:9.6287297 6:-9.3641193 7:-5.4266496 8:6.1674476 9:5.9080861 10:-6.3142434 11:3.5989639 12:-7.3056442 13:-10.000081 14:-4.9324957 15:4.2359111 16:6.5127447 17:2.6057201 18:-7.583242 19:-1.5905111 20:-2.2582085 21:2.642049 22:-9.040855 23:9.7436919 24:-1.4408061 25:3.8506982 26:-1.4207411 27:-2.203153 28:4.273776 29:6.7038109 30:5.8848194 31:4.1127225 32:5.8749026 33:7.0965757 34:7.0033467 35:3.4447487 36:6.5207492 37:6.5988939 38:-9.6646324 39:-3.2891552 40:-1.4666994 41:-0.70717586 42:0.45830076 43:-11.68771 44:1.2585707 45:7.0309483 46:-11.324085 47:-5.4700993 48:-6.7837887 49:6.6820454 50:1.2362366 51:-1.932952 52:5.5695769 53:-8.7002768 54:-1.0454872 55:-3.7262399 56:10.376861 57:-10.234505 58:-1.3582745 59:-6.9214148 60:4.7681547 61:-4.9580831 62:9.6028928 63:0.78970236 64:1.7651935 65:-2.1408213 66:-4.4177507 67:9.2288716 68:10.835435 69:-3.685866 70:0.7148067 71:4.0718832 72:-0.45517346 73:5.1988214 74:-5.2713798 75:2.342326 76:0.89312375 77:-9.792083 78:1.5019466 79:6.6781025 80:-4.6210608 81:-2.518792 82:4.0915139 83:5.0743614 84:7.4639078 85:7.2141788 86:-3.4036357 87:-6.8595215 88:-0.5494613 89:-7.1266149 90:-2.7039814 91:-7.6402528 92:7.7658331 93:-7.6421276 94:-8.6808945 95:-7.7800543 96:9.7589631 97:-8.9031212 98:-6.1842895 99:-1.5680615 100:3.1135923 101:-5.7190698 102:8.1817872 103:-5.7270467 104:-5.8701079 105:-7.2358803 106:3.0417896 107:-4.1952476 108:-9.4677582 109:3.4171979 110:9.4113282 111:6.4081517 112:9.0331789 113:-7.7835349 114:8.1971899 115:-8.282486 116:-5.1906692 117:3.7655028 118:1.661864 119:3.352418 120:8.0463214 121:4.3014254 122:-8.2774351 123:-3.4251652 124:2.992569 125:6.2390254 126:-7.1809177 127:0.54079583 128:5.6083964 129:5.4577083 130:-2.4560339 131:-0.804155 132:9.9292461 133:1.4437819 134:-1.6505342 135:6.353853 136:-3.7805676 137:7.5694604 138:-10.99319 139:0.87934679 140:-10.896905 141:-7.9503579 142:6.4384129 143:2.8678059 144:2.6322633 145:-4.3847818 146:-2.680291 147:-7.8429375 148:-1.5700934 149:-0.81947742 150:-4.6284152 151:4.3832502 152:4.2237199 153:-4.2170536 154:-7.7199078 155:-8.5105921 156:6.5898006 157:-2.8826765 158:-2.4660415 159:0.26699778 160:5.1855769 161:8.2353625 162:-8.9155186 163:0.75593124 164:8.3424873 165:1.1804049 166:-4.1565848 167:-6.3541018 168:1.8269288 169:-2.4790705 170:-8.6108 171:-7.8164875 172:-5.0138051 173:8.6260108 174:-1.9141562 175:-4.9698351 176:8.4596576 177:-4.0355963 178:-2.9812028 179:-5.3873402 180:3.5653064 181:6.0479874 182:6.7425165 183:-0.042166966 184:1.1974447 185:-4.2721437 186:-4.7278277 187:-1.4871577 188:9.8275302 189:6.912358 190:-9.7453865 191:-2.1259144 192:5.687809 193:-8.392163 194:2.8151243 195:-7.6999411 196:-9.2792312 197:-6.337644 198:-4.1753467 199:-6.0454227 
-0.0088545297191882019 0:7.6385483 1:-5.1060962 2:-5.0462546 3:-3.6263115 4:4.4875598 5:11.179121 6:-10.837607 7:-5.3820648 8:6.1768313 9:4.9800532 10:-6.3638041 11:2.9289734 12:-6.3401003 13:-11.513963 14:-6.204416 15:6.0564323 16:5.6518486 17:1.5663655 18:-6.4289078 19:-1.5046469 20:-3.1550114 21:2.294716 22:-6.290314 23:8.8450594 24:0.1865142 25:6.0283427 26:-0.71295597 27:-2.2608213 28:4.9936952 29:7.0920741 30:6.3341855 31:4.5725479 32:5.6165551 33:6.1277119 34:6.2468837 35:3.8339038 36:4.4139298 37:5.2222013 38:-7.5860035 39:-4.366992 40:-0.24476967 41:1.1831362 42:-1.1118368 43:-7.5773885 44:4.2196167 45:7.1635453 46:-9.5573211 47:-3.6650644 48:-7.2598035 49:7.3917747 50:2.2529803 51:-3.1801495 52:6.9519818 53:-10.539668 54:-3.5164222 55:-4.2564607 56:8.1688578 57:-10.09911 58:-2.6761901 59:-8.0834351 60:6.8051803 61:-7.5888578 62:10.175163 63:-0.14963601 64:1.478736 65:-3.2059176 66:-5.4906444 67:9.6970386 68:10.655093 69:-6.3372711 70:0.78655289 71:3.1571248 72:-2.4476991 73:5.2414439 74:-4.5499504 75:4.2091565 76:1.3266368 77:-8.6759703 78:1.7787073 79:4.4712816 80:-5.0058123 81:-5.0120777 82:3.4859849 83:6.4747651 84:6.9167739 85:5.5682658 86:-3.2145133 87:-7.3386524 88:-1.2446406 89:-6.1695829 90:-3.3045672 91:-7.4850153 92:6.2000843 93:-7.5319872 94:-4.676785 95:-7.7259786 96:10.264505 97:-7.9739161 98:-8.1044684 99:-1.9135485 100:4.9049974 101:-5.7196455 102:7.3945135 103:-5.5095181 104:-5.1071961 105:-7.6682354 106:1.3291393 107:-3.123557 108:-8.0796347 109:6.6709131 110:8.9309699 111:6.8541433 112:9.619922 113:-5.4677195 114:8.7060548 115:-7.0281116 116:-4.1382818 117:4.4174368 118:0.68817088 119:1.3108704 120:7.9839111 121:2.5601013 122:-8.6323014 123:-3.0907264 124:4.0311114 125:6.7330108 126:-9.4660084 127:-1.5030348 128:6.3515896 129:4.7894671 130:-4.4798101 131:-2.8411757 132:8.7199758 133:0.6757318 134:-4.7840252 135:5.2676832 136:-1.5898817 137:7.141054 138:-8.4121713 139:1.0743708 140:-11.142333 141:-5.620796 142:6.9279314 143:3.4721693 144:0.33944804 145:-6.6483011 146:-1.2767486 147:-9.7133854 148:-2.2390507 149:-1.9641603 150:-3.2482606 151:6.1569642 152:4.9323814 153:-4.9868199 154:-8.5318683 155:-5.5255707 156:8.060718 157:-2.254195 158:-2.5647757 159:2.8983371 160:4.6793165 161:7.5639015 162:-8.1532758 163:3.7883119 164:7.6715167 165:3.1789949 166:-4.7653112 167:-6.1123914 168:2.2176596 169:-1.9950619 170:-12.068217 171:-9.8344703 172:-5.1234403 173:7.866729 174:-3.7601552 175:-6.0573213 176:8.4863081 177:-2.7700963 178:-2.646345 179:-4.4603792 180:2.6918468 181:8.7584 182:5.5309803 183:-0.4435404 184:1.4499445 185:-5.75657 186:-4.3785225 187:-2.4815037 188:9.0105064 189:5.3615691 190:-8.9232239 191:-2.0450798 192:5.5282393 193:-6.6547232 194:0.070687163 195:-6.1336384 196:-12.098943 197:-7.8753082 198:-5.2979354 199:-5.2882696 
-0.092339866527792053 0:7.3162874 1:-2.4019854 2:-5.2611115 3:-4.1886222 4:4.1881977 5:9.4645314 6:-9.7371022 7:-5.8122966 8:7.3726536 9:5.6779137 10:-7.8647095 11:1.8500971 12:-7.8422881 13:-10.114408 14:-4.678664 15:5.3956069 16:6.1218847 17:3.1214765 18:-6.7140329 19:-2.1091142 20:-2.2015663 21:0.51538054 22:-6.6022495 23:8.7419301 24:-1.4652235 25:5.8702719 26:-0.33622701 27:-2.8465368 28:4.8490204 29:4.5930888 30:7.4885479 31:5.2516861 32:7.4074256 33:6.3395397 34:6.5983397 35:4.5916347 36:7.9695114 37:5.8952661 38:-9.562593 39:-6.3615418 40:-1.2868383 41:-0.064366994 42:-2.3513559 43:-9.3647243 44:2.2358967 45:8.4521197 46:-8.0596421 47:-2.6792124 48:-7.9966377 49:7.0661692 50:3.5705255 51:-1.6054354 52:7.8968769 53:-7.8892269 54:-2.6963326 55:-3.3884227 56:9.0617519 57:-8.897315 58:-2.8071685 59:-6.5490719 60:7.7907579 61:-7.8899656 62:8.7192241 63:0.76903752 64:0.33183458 65:-2.1122333 66:-6.3331606 67:7.6976883 68:8.2329774 69:-3.9765857 70:1.3740784 71:0.80960653 72:-2.3840794 73:5.6461815 74:-3.428577 75:1.185651 76:1.024126 77:-6.5301122 78:0.75715735 79:7.5528623 80:-4.5324153 81:-4.9202772 82:1.6191402 83:6.1637748 84:7.9644861 85:9.2432623 86:-2.6998091 87:-7.8041014 88:-0.61566811 89:-5.6642053 90:-4.2580478 91:-5.5010979 92:8.769338 93:-6.8240768 94:-5.3587592 95:-7.4552491 96:9.1123869 97:-6.7245063 98:-6.6915606 99:-1.3372627 100:4.046137 101:-3.2194588 102:5.647282 103:-5.9373769 104:-5.1014985 105:-7.2030111 106:2.1824531 107:-1.9894968 108:-8.9556403 109:5.736237 110:8.8672449 111:5.2718958 112:6.8251987 113:-5.7659725 114:9.4387029 115:-7.879267 116:-3.5893929 117:5.1871594 118:2.4253486 119:4.101227 120:6.4156794 121:5.6511524 122:-7.9547829 123:-3.8535872 124:3.4860112 125:7.1407512 126:-8.2484104 127:-1.6402922 128:6.2603725 129:3.9163361 130:-3.8040184 131:-2.2760982 132:9.413285 133:1.2154141 134:-6.1819479 135:6.1341574 136:-1.1949524 137:7.0019241 138:-8.0157488 139:1.778797 140:-9.2975522 141:-7.0438481 142:6.1690371 143:1.9759212 144:0.38649847 145:-6.0924984 146:-2.8443156 147:-6.4597465 148:-2.314176 149:-1.0538674 150:-3.5955498 151:4.7088513 152:1.3067303 153:-4.2617415 154:-8.9311262 155:-5.1076575 156:7.9439915 157:-2.9411474 158:-1.2921997 159:0.90493251 160:3.8580225 161:7.1825893 162:-8.5492055 163:4.1253993 164:7.0629298 165:1.7449652 166:-4.6585988 167:-8.0437262 168:1.9965668 169:-3.4574101 170:-8.7189896 171:-8.3760707 172:-5.6279449 173:8.1816137 174:-3.3253004 175:-8.419814 176:6.7165962 177:-1.8934332 178:-4.6296047 179:-4.4442412 180:2.2123515 181:6.3618129 182:4.9575615 183:0.52159853 184:2.4990095 185:-2.3942811 186:-1.9853253 187:-0.77380125 188:7.9046993 189:6.2038831 190:-8.552872 191:-2.0343308 192:7.1302761 193:-8.7140998 194:1.4466104 195:-9.8700865 196:-9.1493432 197:-6.7139031 198:-3.8528658 199:-8.2548451 
-0.025158710049174523 0:7.5887856 1:-3.6724873 2:-4.5696039 3:-2.7068709 4:3.5932732 5:11.947832 6:-8.8214102 7:-5.3415921 8:7.3115378 9:5.2153182 10:-6.8924536 11:3.3796658 12:-6.9401787 13:-8.1270501 14:-5.1373947 15:3.8422234 16:6.0329542 17:3.5005454 18:-7.5123841 19:-0.47950811 20:-1.9764101 21:3.7218929 22:-8.1316026 23:9.3351248 24:-0.179508 25:2.6518321 26:0.29796955 27:-1.3588518 28:3.5063492 29:6.1401847 30:5.8667886 31:2.8729459 32:4.407074 33:6.3982168 34:8.873428 35:4.4223046 36:5.8320124 37:6.2143319 38:-7.679135 39:-4.1003277 40:0.18340066 41:0.11724842 42:0.78388955 43:-7.4854761 44:1.3307977 45:5.8748663 46:-10.133197 47:-4.4263283 48:-9.2539639 49:7.3619576 50:3.0854731 51:-2.0524014 52:5.2334801 53:-8.1820302 54:-1.8681443 55:-6.7445536 56:9.3434425 57:-6.9921759 58:-2.0507238 59:-4.5022372 60:8.8804475 61:-6.8157372 62:8.56693 63:0.86242323 64:1.4629458 65:0.91440239 66:-4.2582958 67:7.3314909 68:10.831604 69:-4.2693237 70:-0.41290846 71:1.7758407 72:-0.90008165 73:5.948471 74:-3.1651261 75:1.356623 76:3.9080991 77:-8.9396357 78:0.36825308 79:6.5735176 80:-6.4035956 81:-3.6868308 82:3.4253846 83:6.0053456 84:8.7419855 85:6.2248213 86:-2.9771519 87:-7.431075 88:-0.84814641 89:-5.8166999 90:-5.4187565 91:-6.5615745 92:8.0227441 93:-6.6903867 94:-5.7847157 95:-8.8781842 96:9.9038464 97:-5.8192261 98:-7.0745725 99:-1.8377322 100:4.434508 101:-3.8352874 102:7.3052524 103:-8.2300322 104:-6.0255827 105:-7.8344571 106:-0.60593812 107:-5.0770455 108:-10.361107 109:5.3938758 110:8.6173843 111:6.938249 112:8.7522767 113:-5.4579042 114:7.6563952 115:-7.8739506 116:-4.9848668 117:5.225263 118:0.9200837 119:2.6819184 120:9.0490603 121:2.3915929 122:-5.8061036 123:-2.8310007 124:3.4862765 125:7.7863563 126:-7.2020698 127:-0.75409887 128:6.8508122 129:5.4555771 130:-0.21664176 131:-1.7228967 132:7.9680154 133:0.53831014 134:-3.9524694 135:6.5847953 136:-2.5376594 137:7.1039013 138:-9.0413897 139:0.43589233 140:-9.9490548 141:-6.8110173 142:7.4112865 143:4.0479677 144:-0.24095777 145:-5.6537665 146:-1.9666809 147:-8.5046647 148:-2.2865371 149:-1.6480638 150:-4.4900397 151:5.1533354 152:2.5281602 153:-2.9030524 154:-8.8137892 155:-7.3414713 156:6.8589628 157:-1.4996631 158:-1.0893501 159:2.2167491 160:4.8776884 161:7.790667 162:-9.8622629 163:1.1889987 164:9.8185641 165:1.0389941 166:-3.1683892 167:-5.4120845 168:4.3046424 169:-1.1581283 170:-10.495029 171:-8.0301945 172:-5.5573657 173:6.2370984 174:-4.2699501 175:-6.787529 176:4.8500248 177:-4.7053033 178:-4.7290569 179:-3.7005691 180:1.9374555 181:7.5590277 182:5.8080808 183:2.1264476 184:1.55358 185:-4.7750943 186:-4.4322706 187:-1.394725 188:6.8139707 189:6.21711 190:-9.8219153 191:-0.98367954 192:4.9949367 193:-7.8170733 194:0.12094655 195:-7.2212912 196:-9.8694182 197:-7.4048809 198:-3.4222721 199:-7.5091097 
-0.13610375915202808 0:7.3694185 1:-4.1805541 2:-5.8576078 3:-2.6553889 4:2.1372537 5:9.6665926 6:-7.5470626 7:-5.1919563 8:7.6285173 9:5.4893433 10:-7.334116 11:4.9825219 12:-6.719249 13:-8.3685987 14:-5.4532196 15:3.2789928 16:5.0554945 17:3.3858922 18:-7.1564367 19:-3.0991704 20:-2.1953585 21:1.6580498 22:-7.4800985 23:6.820432 24:-0.049673036 25:2.102889 26:-1.197777 27:-1.5087742 28:3.7087218 29:6.6211364 30:6.3545504 31:4.2248164 32:6.6408463 33:6.3025568 34:5.8911222 35:4.315338 36:5.7826191 37:4.5477874 38:-6.4686121 39:-4.2247676 40:-1.1031928 41:-1.9396026 42:-1.7366621 43:-10.090302 44:3.3729925 45:4.7761556 46:-8.0698432 47:-6.0939408 48:-7.8110329 49:7.1071901 50:4.7373128 51:-0.029430845 52:7.207116 53:-8.4844787 54:-2.7496567 55:-2.0354985 56:8.8352975 57:-9.1080754 58:-0.84179762 59:-6.8524815 60:8.2683978 61:-5.0960202 62:8.8191152 63:0.30360469 64:-0.5033823 65:-2.2579463 66:-3.9676502 67:9.5627676 68:8.8206291 69:-5.1238999 70:-0.17127432 71:3.7307329 72:-1.5804851 73:3.9052485 74:-3.493879 75:1.8910635 76:2.2269123 77:-9.0428595 78:2.7691195 79:5.9393034 80:-4.8550888 81:-3.8547753 82:3.1686387 83:4.6032694 84:5.5731958 85:5.0875705 86:-5.3586552 87:-8.0633845 88:-0.66424404 89:-7.3585327 90:-4.8945061 91:-7.4922364 92:9.6927226 93:-9.6851641 94:-6.0969907 95:-7.9940289 96:9.0560875 97:-8.7009943 98:-7.4570737 99:-2.1771635 100:5.2129885 101:-4.4456326 102:6.9380628 103:-5.8728328 104:-5.7290145 105:-6.0090614 106:2.6963187 107:-1.9616023 108:-10.053112 109:5.4580838 110:9.4045974 111:6.4092529 112:7.9593062 113:-6.8042457 114:10.624353 115:-9.0993639 116:-5.2070138 117:4.8783468 118:2.2594286 119:5.0514973 120:9.9287345 121:2.4511297 122:-6.413052 123:-4.6928507 124:4.0009976 125:9.4415399 126:-7.9218804 127:-0.12777319 128:4.4403542 129:5.6568314 130:-2.8350423 131:-1.2531661 132:9.5571302 133:-1.0344483 134:-4.3875251 135:6.6903277 136:-3.7557763 137:7.0635383 138:-8.5705146 139:1.6097366 140:-9.2893901 141:-5.9489675 142:6.9888566 143:1.4224923 144:1.0030844 145:-4.6518068 146:-1.3268595 147:-9.0173543 148:-3.0745466 149:-2.4207932 150:0.25090168 151:3.5123587 152:3.6382691 153:-2.7188128 154:-8.8804936 155:-8.3464267 156:6.6921818 157:-1.3519847 158:-3.6413308 159:2.7536067 160:4.3021816 161:9.2213702 162:-9.667812 163:4.5745434 164:9.2989223 165:0.29039828 166:-5.6509778 167:-7.5500553 168:5.1593313 169:-2.9253293 170:-8.9622556 171:-10.069854 172:-4.5590844 173:8.5190673 174:-4.4077281 175:-5.3808524 176:6.8913646 177:-4.1940191 178:-2.2343076 179:-4.3971277 180:3.0820366 181:5.7100729 182:6.1442475 183:-0.5507702 184:2.9111616 185:-3.5860344 186:-3.6695917 187:-3.0243642 188:9.6324759 189:7.3880874 190:-8.5732776 191:-3.9738882 192:7.6824613 193:-7.130114 194:1.5238259 195:-8.8424572 196:-9.3656859 197:-9.229562 198:-3.5863298 199:-6.0614816 
-0.11254056239415117 0:8.0205351 1:-3.4526168 2:-2.5681154 3:-2.3006935 4:4.8406568 5:8.3763313 6:-7.7779881 7:-7.3007859 8:6.1180003 9:4.7457174 10:-9.2955907 11:4.2125412 12:-7.4535869 13:-10.328267 14:-4.9765544 15:3.5291824 16:6.0244069 17:0.62881934 18:-6.6336139 19:-2.3014966 20:-2.897214 21:0.7064158 22:-7.8150441 23:7.4941491 24:0.44891869 25:4.5476991 26:0.39959639 27:-3.216199 28:3.9820076 29:4.81239 30:4.6319671 31:4.4324008 32:5.8640322 33:6.6448129 34:6.285448 35:4.5716244 36:4.131423 37:6.0367569 38:-9.0309568 39:-2.07049 40:-2.4500833 41:-0.76161306 42:-2.1010015 43:-8.7465661 44:2.7541605 45:4.6958838 46:-10.555199 47:-2.8122589 48:-7.9012232 49:7.2720718 50:3.5892212 51:-1.3575956 52:6.8745044 53:-9.1980827 54:-1.8336542 55:-3.4919801 56:8.5714949 57:-7.6936023 58:-0.84803991 59:-4.7682934 60:5.4951511 61:-4.8108594 62:8.8939391 63:0.96770513 64:0.93372496 65:-1.5301391 66:-6.8679866 67:9.339247 68:9.3586263 69:-4.6437055 70:-0.0078723199 71:3.8481632 72:-1.2563027 73:5.4440429 74:-4.3142967 75:1.0390103 76:4.0542315 77:-7.8599247 78:1.2742337 79:8.0952836 80:-4.2107195 81:-5.7953824 82:2.8426163 83:5.3412654 84:7.7256297 85:7.6601417 86:-1.7820983 87:-8.8187524 88:1.3582383 89:-5.8591342 90:-4.6773602 91:-6.9997755 92:8.6835187 93:-9.0297427 94:-4.7990616 95:-7.9552413 96:9.2168149 97:-9.0817926 98:-7.3830595 99:1.0989638 100:4.61403 101:-5.4191097 102:6.345839 103:-4.9651103 104:-4.6040341 105:-7.2680394 106:2.6211624 107:-3.5148275 108:-8.9710811 109:5.5660934 110:11.004801 111:5.9526944 112:7.5650712 113:-7.0020209 114:10.42379 115:-7.8186751 116:-3.3151062 117:3.1370571 118:2.4193508 119:2.3078025 120:10.889519 121:4.5575767 122:-6.4416661 123:-2.3317514 124:5.0722506 125:4.9073093 126:-6.922213 127:-1.5593664 128:6.4745827 129:4.8495113 130:-2.3027665 131:-1.6739881 132:10.304574 133:0.51111416 134:-5.0066397 135:6.9129808 136:-3.274081 137:6.3874506 138:-7.7290186 139:-1.1266345 140:-9.9464366 141:-8.6873815 142:6.3139637 143:2.9165064 144:0.62671176 145:-6.8270974 146:-2.5658593 147:-8.5558714 148:0.36180407 149:0.83474713 150:-2.0012107 151:5.4119789 152:4.1980126 153:-5.1573011 154:-9.5472609 155:-7.1883429 156:9.1059461 157:-3.8178343 158:-1.2025307 159:2.2076857 160:3.3612653 161:6.4290539 162:-9.9650935 163:3.8406451 164:10.703054 165:2.0161612 166:-3.8387208 167:-3.7369622 168:3.8711324 169:-2.9340703 170:-8.6624607 171:-7.746077 172:-5.8853232 173:7.8114818 174:-2.9430888 175:-6.4844389 176:5.9400174 177:-3.9761286 178:-3.3965161 179:-5.2185685 180:1.0652139 181:7.5537341 182:4.5953966 183:0.41478988 184:3.4435368 185:-5.2935058 186:-3.2640181 187:-0.57495854 188:9.7604165 189:4.9489061 190:-9.5889298 191:-4.5760516 192:8.2472053 193:-5.7896419 194:1.4354741 195:-6.7740619 196:-9.3123414 197:-6.3839881 198:-3.5257674 199:-7.4103165 
-0.059656784931167238 0:7.9169151 1:-3.4980471 2:-4.8344167 3:-3.1818957 4:5.3952463 5:10.975233 6:-8.3379968 7:-4.4759667 8:4.6546727 9:6.9279185 10:-8.528705 11:1.8391122 12:-7.6238518 13:-10.20934 14:-3.479932 15:3.6155691 16:4.9374162 17:2.4808566 18:-7.0047766 19:-0.26796192 20:-3.2534858 21:0.9690456 22:-6.6591404 23:8.1990986 24:-0.054027052 25:3.9291366 26:0.41198674 27:-1.4525975 28:4.8903798 29:8.2349667 30:7.8267402 31:3.0164995 32:6.3048355 33:5.9628743 34:6.2797118 35:4.0289324 36:5.1800766 37:4.0935704 38:-10.756049 39:-4.0966029 40:-1.040365 41:2.932379 42:-1.6418641 43:-7.8594448 44:3.6149551 45:7.950217 46:-10.454178 47:-6.0359003 48:-9.4611169 49:9.0771922 50:3.8954784 51:-3.2735957 52:8.7298727 53:-8.1129873 54:-2.7285331 55:-2.3772922 56:7.4663026 57:-7.8382875 58:-1.330818 59:-5.8045287 60:7.467237 61:-5.8883911 62:8.5420698 63:1.9910652 64:0.15198878 65:-1.0168513 66:-4.4787291 67:9.3715785 68:8.8884185 69:-5.7396813 70:0.12487069 71:1.8791201 72:-1.4759083 73:4.7213351 74:-2.7580612 75:1.5947163 76:2.3444337 77:-10.843123 78:0.18129193 79:7.38396 80:-5.7982063 81:-2.6734448 82:0.57530183 83:5.3171755 84:8.5130761 85:7.437149 86:-3.0603623 87:-8.5580903 88:-0.27348143 89:-7.4709759 90:-4.2135765 91:-6.6879143 92:8.2588141 93:-6.8680695 94:-6.0126489 95:-8.9971454 96:10.079969 97:-7.5755055 98:-6.9519178 99:0.40678814 100:5.1268293 101:-3.8909941 102:5.226574 103:-8.6052475 104:-5.9429364 105:-7.4370651 106:1.0554246 107:-4.5510291 108:-11.354531 109:3.9549961 110:9.0831037 111:4.4089623 112:7.8278711 113:-5.1943057 114:8.1556983 115:-7.4578017 116:-3.908064 117:3.4357968 118:2.7287894 119:1.8023982 120:7.8920981 121:3.5857112 122:-7.0875797 123:-3.3926529 124:5.1447468 125:6.4480562 126:-10.556461 127:0.5248473 128:6.3305934 129:4.5766913 130:-2.5181854 131:-4.2536764 132:8.7727587 133:-1.0281451 134:-3.4898023 135:7.3916317 136:-2.418087 137:8.7026895 138:-7.8034606 139:1.3535875 140:-12.399635 141:-6.4624807 142:6.8463903 143:2.5893702 144:0.65341433 145:-7.4141379 146:-0.26919313 147:-9.0977249 148:-2.6837595 149:-0.019109497 150:-3.2728419 151:5.3912434 152:2.7255764 153:-3.0481058 154:-8.5612868 155:-6.8245137 156:8.0744589 157:-2.2904295 158:-1.5466849 159:1.8495785 160:3.8176858 161:6.3204047 162:-7.903635 163:3.6415228 164:8.4060297 165:1.845479 166:-3.9645054 167:-6.9839837 168:2.4011057 169:-1.6807867 170:-10.683032 171:-7.3362004 172:-3.8113351 173:6.1723108 174:-2.8085108 175:-6.4857553 176:5.6537795 177:-0.92464424 178:-4.257963 179:-5.3005103 180:2.4243569 181:8.4196029 182:5.4576204 183:1.2847039 184:1.218443 185:-5.7845161 186:-3.269035 187:-1.3096397 188:7.8243994 189:6.3038406 190:-10.807717 191:-3.6366443 192:8.2341631 193:-5.8373728 194:0.78056368 195:-9.4135215 196:-8.587732 197:-9.0351113 198:-2.991467 199:-7.3124439 
-0.042376899199082094 0:6.5693505 1:-3.5643526 2:-4.2075215 3:-2.9622463 4:4.1043228 5:10.658962 6:-8.6275144 7:-6.2092203 8:6.4623374 9:6.9935309 10:-6.6179281 11:3.9487816 12:-8.3334042 13:-9.663741 14:-4.2456823 15:3.8322705 16:4.3906365 17:2.034759 18:-4.9633411 19:-0.3510287 20:-2.8323545 21:1.5602053 22:-6.5723974 23:8.9377612 24:-1.1532482 25:3.3421796 26:-0.75762391 27:-2.331696 28:4.5706999 29:7.4168699 30:7.7367251 31:5.6922207 32:7.1634595 33:5.9593856 34:6.8755194 35:4.1732318 36:7.5240514 37:6.703273 38:-7.3301826 39:-3.6404183 40:-0.85529362 41:0.57290281 42:-1.8483606 43:-7.1300183 44:2.9122811 45:5.4505638 46:-10.640676 47:-4.3060198 48:-6.1950122 49:7.8629923 50:2.611167 51:-2.8198742 52:4.8366885 53:-10.353238 54:-2.4415923 55:-4.1758268 56:8.4337355 57:-9.2013729 58:-2.5336026 59:-8.0997531 60:10.456493 61:-4.5547668 62:10.196835 63:0.47256163 64:0.045476577 65:-2.4759037 66:-6.1772623 67:9.1619816 68:9.7084531 69:-4.6315027 70:1.1110331 71:3.071946 72:-1.4384983 73:5.011957 74:-4.2405636 75:3.1161286 76:0.71965827 77:-10.921215 78:2.1459832 79:5.8079149 80:-6.1850965 81:-4.0435106 82:2.3856821 83:5.5321602 84:9.162085 85:7.1298191 86:-2.0271082 87:-7.7319078 88:-1.6887165 89:-8.4789047 90:-5.684019 91:-5.7291387 92:5.9741231 93:-5.6785941 94:-5.1446914 95:-8.0956459 96:9.3887438 97:-7.2228419 98:-6.5277702 99:-1.024709 100:5.5203146 101:-3.0718612 102:6.0128983 103:-7.8247858 104:-4.6420535 105:-8.5947342 106:-0.66174267 107:-1.3518375 108:-11.138077 109:6.1782716 110:10.844032 111:5.3996082 112:7.8788775 113:-5.1781704 114:8.8899571 115:-8.3236253 116:-4.73744 117:4.4242573 118:1.6135349 119:3.3011817 120:7.82704 121:4.4697029 122:-7.6430081 123:-4.223919 124:3.1858101 125:6.1819049 126:-9.2857127 127:-0.62117957 128:6.606764 129:4.7985953 130:-3.436771 131:-1.2345049 132:9.6474112 133:-0.0040644313 134:-2.6585562 135:7.6872067 136:-2.3928726 137:4.5288836 138:-8.0631572 139:-1.0908497 140:-10.093188 141:-8.1204044 142:6.2431474 143:2.2714688 144:-0.27128228 145:-6.2037874 146:-1.4452315 147:-7.9084211 148:-1.7900029 149:0.9811781 150:-3.8478806 151:5.3287481 152:2.983596 153:-3.8305115 154:-9.8489344 155:-10.211924 156:7.8267886 157:-1.4232286 158:-1.1159877 159:3.0162666 160:5.1159674 161:8.7492626 162:-8.1451075 163:3.6305003 164:10.121236 165:0.66090832 166:-5.2167383 167:-5.1891205 168:2.8888542 169:-3.2314501 170:-9.0547497 171:-9.3523293 172:-5.9035088 173:7.0896658 174:-3.706959 175:-5.3721604 176:6.9637919 177:-2.7594276 178:-3.7937637 179:-3.2910606 180:2.1815119 181:5.9911306 182:5.8171939 183:0.36347143 184:5.0820533 185:-6.652395 186:-3.6374816 187:-0.44109372 188:10.997002 189:6.8224438 190:-10.772084 191:-1.6932389 192:5.5044573 193:-8.1225722 194:0.3333883 195:-8.9848821 196:-9.8040314 197:-7.3827702 198:-5.0229455 199:-8.6769802 
-0.091110290560319079 0:8.0966834 1:-3.2322044 2:-4.8448411 3:-2.4177871 4:4.9961729 5:8.4366852 6:-12.041132 7:-3.2060354 8:5.8844559 9:5.1185897 10:-6.909807 11:2.9718233 12:-6.9383777 13:-11.411608 14:-6.399525 15:3.327721 16:6.8731663 17:3.4071172 18:-6.5950449 19:-1.0508047 20:-3.286293 21:1.7198956 22:-7.3700875 23:8.1593328 24:3.1484727 25:5.7275134 26:0.94148962 27:-3.1081588 28:4.110187 29:6.7540903 30:7.5570126 31:4.4108627 32:6.3612036 33:8.1521874 34:4.9682218 35:4.2541434 36:6.6922321 37:6.6694739 38:-9.051789 39:-4.087942 40:-1.9141918 41:0.19141757 42:-1.7142069 43:-9.5720597 44:2.2191584 45:6.0761692 46:-10.343673 47:-4.9614713 48:-9.5824176 49:7.1687034 50:5.0509415 51:-3.181954 52:9.1218648 53:-8.7237648 54:-1.9564218 55:-4.0035944 56:7.7557918 57:-9.0366748 58:1.1819463 59:-8.2031699 60:7.6620144 61:-5.8019304 62:10.565019 63:0.49842287 64:-0.14494607 65:-3.5927274 66:-3.7248843 67:7.8261563 68:8.3664729 69:-3.5229917 70:2.0004604 71:2.2650328 72:-0.16821445 73:5.9488055 74:-3.3934284 75:2.3050293 76:0.55440036 77:-10.491358 78:2.3405718 79:5.745536 80:-4.9511501 81:-2.8532072 82:0.38016118 83:5.5343856 84:7.7263468 85:8.4811084 86:-1.441028 87:-8.1095593 88:-1.2789802 89:-7.9996429 90:-5.3602884 91:-6.874027 92:8.6729732 93:-7.1400726 94:-6.2779496 95:-6.2807022 96:11.299233 97:-7.9868459 98:-5.5536993 99:-2.313201 100:4.6861174 101:-5.8837843 102:6.6047847 103:-7.3949954 104:-7.2619537 105:-8.5792118 106:-0.18553637 107:-4.686952 108:-10.887714 109:5.4176362 110:10.399755 111:6.064195 112:7.5141082 113:-6.4806366 114:7.5055041 115:-7.501317 116:-4.3309838 117:2.6449942 118:2.8505036 119:2.2724436 120:9.6183233 121:4.7076904 122:-6.9440861 123:-2.4656403 124:5.838187 125:4.9604118 126:-8.5320215 127:-1.0167685 128:7.0807415 129:4.7651223 130:-3.6131137 131:-2.3425886 132:10.128934 133:-0.49429561 134:-3.56212 135:8.8478741 136:-2.0421202 137:5.8378046 138:-6.6594731 139:1.8616524 140:-10.540075 141:-8.1994017 142:6.3533508 143:4.7032945 144:0.21148151 145:-8.2865749 146:-1.7323498 147:-8.3882484 148:-0.75654642 149:0.28112571 150:-4.124324 151:4.4678184 152:3.2275486 153:-3.5957079 154:-7.5392411 155:-6.5628233 156:8.7929245 157:1.0629253 158:-2.8790284 159:2.5500146 160:4.9184419 161:9.1370229 162:-7.7998402 163:3.1848226 164:8.3248028 165:1.1147753 166:-4.9432985 167:-6.5587708 168:3.8933341 169:-1.4450864 170:-8.3327436 171:-7.8348931 172:-4.1766028 173:7.4760778 174:-3.4412059 175:-6.0455656 176:9.0261077 177:-2.4293381 178:-4.9390591 179:-3.201457 180:2.4962503 181:4.9576363 182:5.9190705 183:-2.8208486 184:2.0755462 185:-4.7804123 186:-3.4331052 187:-1.6448262 188:8.0887453 189:7.2153783 190:-8.9499219 191:-1.6054354 192:6.5487516 193:-6.8980671 194:0.36249804 195:-7.9011291 196:-8.9409902 197:-5.8662517 198:-4.155675 199:-8.1584744 
-0.1194112533887673 0:6.6752529 1:-2.9092671 2:-5.1353701 3:-2.540381 4:3.2387185 5:10.79001 6:-8.8662126 7:-5.7484099 8:7.3261717 9:6.1498601 10:-7.3298099 11:4.1346727 12:-7.2550259 13:-9.0534949 14:-3.509925 15:3.0469461 16:7.8267851 17:1.5785141 18:-5.7179036 19:-1.4923361 20:-1.6555148 21:2.1345055 22:-7.084697 23:8.8720615 24:0.31241306 25:2.937753 26:1.6544725 27:-2.9447742 28:6.2626264 29:6.8725021 30:6.6039829 31:3.6265741 32:7.0311698 33:6.886787 34:6.2982219 35:4.5562462 36:6.5465867 37:7.4349695 38:-6.8520467 39:-2.0203641 40:-1.1283277 41:-0.54489081 42:-1.0277788 43:-6.9537637 44:2.241635 45:6.3675377 46:-8.0654732 47:-5.2100545 48:-7.8490679 49:6.1059396 50:5.0502456 51:-1.3783669 52:7.533091 53:-10.355647 54:-4.5714797 55:-2.3645316 56:8.972292 57:-9.511133 58:-3.8355353 59:-4.2025847 60:6.8617319 61:-5.3796447 62:8.895929 63:-0.084657965 64:1.4355263 65:-2.2509374 66:-7.1011453 67:8.052241 68:7.6106484 69:-4.7446709 70:0.73155008 71:1.3335644 72:-1.7735742 73:7.2753253 74:-3.0844198 75:3.0131884 76:0.97336534 77:-9.1178523 78:1.9812447 79:6.2266813 80:-4.54912 81:-2.0627468 82:3.2071483 83:4.9269234 84:8.0528492 85:7.1754647 86:-2.5807847 87:-8.7090878 88:-0.3832762 89:-9.1966638 90:-4.1685157 91:-7.1100451 92:9.0815614 93:-6.4187469 94:-6.6824333 95:-7.2974148 96:11.207035 97:-7.3717844 98:-6.681093 99:0.4324176 100:5.0960136 101:-2.8374023 102:5.8985302 103:-9.4901227 104:-3.1806582 105:-6.3461057 106:0.46116459 107:-3.8851695 108:-10.582755 109:5.0337762 110:8.5534863 111:6.4844287 112:8.1391193 113:-3.9490038 114:7.8071572 115:-7.34524 116:-3.3045477 117:4.1877709 118:4.3305902 119:2.0766759 120:8.1870347 121:3.1546894 122:-9.368414 123:-4.6882729 124:5.7640073 125:5.1982167 126:-8.8131887 127:-0.74429919 128:6.5429927 129:2.7466657 130:-3.5645288 131:-3.5406826 132:7.0417823 133:-1.6290501 134:-1.6182778 135:6.328754 136:-4.8207626 137:7.1690001 138:-9.7302282 139:-0.73598862 140:-9.9241293 141:-8.4530248 142:7.4868039 143:3.6943644 144:1.2862199 145:-6.4111234 146:-1.2964188 147:-7.2364072 148:-1.4436839 149:-0.8150607 150:-3.4169657 151:5.8519494 152:3.3875363 153:-3.1870455 154:-9.8620574 155:-6.7270266 156:7.0673119 157:-3.6532232 158:-3.2188339 159:4.8765035 160:2.5409107 161:8.4235696 162:-9.4227187 163:2.2354326 164:8.2669066 165:0.69586454 166:-3.947599 167:-5.9504002 168:3.2401884 169:-1.0710061 170:-8.9272684 171:-7.7754882 172:-5.5112421 173:8.7719209 174:-3.1828729 175:-4.9367389 176:9.3884651 177:-4.3121999 178:-3.7520826 179:-4.0654103 180:3.0085404 181:6.0742985 182:4.8074256 183:0.993113 184:2.6887266 185:-4.2473755 186:-3.7291728 187:0.78796789 188:10.30681 189:7.6586818 190:-8.9027155 191:-2.8375118 192:6.2395154 193:-7.6095149 194:0.34892154 195:-7.8670186 196:-10.216069 197:-7.5861355 198:-4.7264368 199:-6.6796902 
-0.14824579760455284 0:8.9943857 1:-3.6132521 2:-4.780375 3:-3.2602142 4:6.253612 5:11.568013 6:-9.3750973 7:-4.8074693 8:6.104411 9:4.6955464 10:-9.7711541 11:4.1899071 12:-8.5708564 13:-9.2001376 14:-3.3171338 15:5.0446712 16:4.8023265 17:2.0152572 18:-7.7104927 19:-1.0244725 20:-2.1351876 21:2.2621938 22:-7.5398713 23:7.422162 24:-1.2284239 25:4.3493542 26:-0.88010258 27:-2.3341724 28:4.0800018 29:7.1050706 30:6.2299212 31:3.3196126 32:6.0023869 33:6.6078392 34:7.8336612 35:4.3272346 36:4.807573 37:6.9015736 38:-8.5964305 39:-4.1462697 40:-1.0378355 41:0.92763585 42:-0.1689027 43:-9.2148658 44:1.1283974 45:5.9024219 46:-9.544819 47:-4.5967477 48:-9.8377509 49:7.6412312 50:2.3154945 51:-0.57137476 52:7.4969445 53:-7.9035572 54:-3.7670494 55:-4.1389417 56:6.6697352 57:-9.4463135 58:-1.5093637 59:-3.7093024 60:7.4818839 61:-4.5527525 62:8.0811393 63:-1.1082658 64:0.18343962 65:-0.58140529 66:-5.6066614 67:9.5616406 68:9.5506494 69:-4.6180436 70:-0.20281541 71:4.3829611 72:-0.68171367 73:5.523499 74:-3.7655867 75:1.6559336 76:2.0207872 77:-10.397903 78:2.1233076 79:6.9764442 80:-5.6417221 81:-3.8029699 82:1.7632876 83:5.6890338 84:7.7850347 85:5.2045719 86:-2.3112616 87:-7.7878668 88:-3.4058742 89:-5.7101909 90:-5.4769775 91:-8.0846181 92:9.1483913 93:-6.1407863 94:-3.6732422 95:-7.1176523 96:9.0175308 97:-8.4540831 98:-7.7717949 99:-2.5541616 100:6.923837 101:-5.498403 102:5.9018867 103:-6.8223132 104:-6.3675214 105:-6.6076722 106:2.2875213 107:-4.8882965 108:-10.446679 109:4.7980259 110:9.9261861 111:8.3627297 112:8.0253504 113:-6.1207808 114:8.8517811 115:-9.0543087 116:-5.9064036 117:4.2735144 118:3.6688536 119:3.5819787 120:7.5065792 121:3.3203393 122:-7.4362146 123:-4.1011095 124:6.8347804 125:6.1006294 126:-9.0232599 127:-1.2985366 128:6.6105852 129:4.0134032 130:-2.091836 131:-1.7752158 132:9.8798746 133:-0.45477742 134:-2.6504675 135:8.1280636 136:-3.847696 137:7.1803986 138:-9.1025289 139:1.8582243 140:-10.567959 141:-6.0286553 142:5.9801786 143:5.1495249 144:1.0240945 145:-7.3715228 146:0.19223024 147:-7.6839376 148:-2.6888846 149:-1.3452682 150:-1.5435903 151:5.8564409 152:3.1878111 153:-3.6232005 154:-8.1288535 155:-6.4433202 156:6.4432967 157:-2.2445073 158:-2.8566129 159:0.037716508 160:6.0430991 161:7.5941257 162:-9.4099375 163:3.2981591 164:9.2543327 165:1.9432616 166:-3.5002262 167:-6.4987821 168:4.1528348 169:-2.6442196 170:-9.8983561 171:-9.1882868 172:-5.481645 173:8.2414513 174:-3.8899989 175:-3.6304674 176:6.2236079 177:-4.0641834 178:-2.4826458 179:-4.7487197 180:3.6390196 181:7.2417437 182:4.4427837 183:-0.40504065 184:1.9275577 185:-6.1003203 186:-4.7500666 187:-1.0359952 188:13.206168 189:5.5359617 190:-12.628835 191:-3.6888162 192:8.5700752 193:-7.0900659 194:1.5849175 195:-8.5759804 196:-11.481554 197:-9.1390226 198:-3.8825561 199:-9.1209701 
-0.036089907229854265 0:6.7171997 1:-4.9571543 2:-3.6082841 3:-3.4179032 4:4.4842048 5:10.912847 6:-10.732548 7:-3.3987934 8:6.0213259 9:4.5752688 10:-7.329852 11:4.3119299 12:-7.4193977 13:-10.124122 14:-4.5904341 15:2.6251852 16:5.6927003 17:0.46946436 18:-9.6083074 19:-1.4986629 20:-2.6249444 21:3.4676825 22:-7.0383907 23:10.033397 24:1.4544036 25:3.1387217 26:-0.63703019 27:-1.3045446 28:4.6721142 29:6.7218579 30:4.4887485 31:4.3263292 32:5.7202565 33:5.136166 34:6.3455805 35:4.8492166 36:4.74138 37:5.3546663 38:-8.9046006 39:-5.92174 40:-0.93309209 41:0.032989392 42:-1.6822852 43:-8.5939141 44:0.45176644 45:5.3649483 46:-11.044121 47:-2.3354476 48:-9.3534257 49:6.6096276 50:4.4609513 51:-2.7261116 52:8.7469938 53:-7.9115 54:-2.2386343 55:-2.253023 56:7.8909443 57:-10.627781 58:-2.528656 59:-6.8605009 60:8.0214492 61:-4.2204468 62:9.691368 63:0.067982653 64:1.6320658 65:-0.53138783 66:-4.7153858 67:7.9937743 68:8.7521056 69:-5.1690857 70:0.86214573 71:2.7770596 72:-1.1742931 73:3.8592376 74:-2.2667272 75:2.9112387 76:1.4796325 77:-9.4572436 78:1.6120488 79:7.2858436 80:-4.0814472 81:-4.7731742 82:2.2106898 83:5.6335005 84:6.8165717 85:6.7100582 86:-1.9846799 87:-9.2775424 88:-1.4482541 89:-7.4896603 90:-2.996028 91:-5.2833186 92:7.3950902 93:-6.8941152 94:-4.0544925 95:-6.2015995 96:10.060701 97:-8.0857154 98:-6.7018161 99:-0.16920745 100:4.6426331 101:-4.0918047 102:8.6158816 103:-6.1186099 104:-4.9478271 105:-7.8022671 106:0.67575129 107:-4.5054259 108:-10.083658 109:5.6659882 110:7.4792607 111:7.975495 112:9.0191217 113:-6.5318209 114:10.252172 115:-7.234403 116:-3.9267608 117:3.6552795 118:2.7450049 119:2.6250423 120:7.6849918 121:3.8353719 122:-8.8292295 123:-4.0400988 124:4.1592682 125:7.439437 126:-9.3587218 127:-1.6277347 128:4.2014917 129:7.4084997 130:-2.0082069 131:-2.7876255 132:9.2139241 133:-0.35765883 134:-3.4230833 135:6.6514869 136:-3.7526518 137:7.0741893 138:-7.6595499 139:1.8327278 140:-9.8841571 141:-6.7073206 142:5.9124773 143:5.6464725 144:1.7174621 145:-6.0141487 146:-3.5724526 147:-7.3621142 148:0.68311357 149:-2.0635375 150:-1.5897658 151:5.2776765 152:5.2600029 153:-3.8447009 154:-10.68512 155:-5.7063645 156:6.2438794 157:-0.16307456 158:0.023373109 159:1.7403333 160:5.2898836 161:7.8539522 162:-8.3048976 163:2.2437668 164:9.2448371 165:0.81377937 166:-4.5123557 167:-6.1926066 168:2.8768345 169:-1.4444424 170:-9.8191859 171:-9.378808 172:-3.4592762 173:7.1672661 174:-3.0347295 175:-5.3558661 176:6.9421297 177:-3.6027602 178:-3.3538132 179:-3.8060507 180:2.9534913 181:7.9296081 182:7.0413 183:0.79175429 184:3.4478955 185:-3.1154097 186:-4.8730527 187:-1.6460967 188:8.5862301 189:6.7676114 190:-10.207102 191:-2.548751 192:6.1935851 193:-7.1736565 194:1.1186111 195:-7.2276511 196:-8.6156216 197:-8.1058592 198:-5.3104251 199:-6.0953525 
-0.16302335757627023 0:7.4100485 1:-5.7351947 2:-4.1131014 3:-2.5532054 4:5.1064521 5:10.80516 6:-10.205616 7:-5.6332375 8:6.5118435 9:6.5666095 10:-7.74841 11:3.1674959 12:-8.9544756 13:-9.5347414 14:-5.4714464 15:1.5047851 16:6.7525703 17:1.0893831 18:-8.6394305 19:-1.3709744 20:-2.7242263 21:3.5087833 22:-7.2706729 23:9.9680446 24:2.8772342 25:3.8311496 26:-0.90891615 27:-1.1947779 28:6.1693969 29:9.7759541 30:5.7669456 31:2.6346397 32:5.6820751 33:5.367214 34:8.0624386 35:5.7719194 36:5.4005763 37:7.8303055 38:-8.9516381 39:-3.6249033 40:-0.81559862 41:1.0815319 42:1.0156238 43:-10.83566 44:2.4878707 45:6.8212172 46:-9.3078019 47:-2.7115136 48:-8.0009436 49:6.6212402 50:6.4229086 51:-3.5811013 52:5.7710505 53:-7.8667693 54:-1.2892575 55:-3.6302308 56:8.6122547 57:-8.9588419 58:-1.7128799 59:-6.9944303 60:7.5519655 61:-6.9310392 62:7.9544579 63:0.55448989 64:-0.41765196 65:-1.2503007 66:-4.2384538 67:8.0343468 68:10.321968 69:-4.0674625 70:0.30998735 71:2.7849794 72:-1.2846046 73:3.0159175 74:-3.4043728 75:2.8887647 76:0.98091762 77:-10.251987 78:2.6074665 79:7.471441 80:-5.7000017 81:-4.4270667 82:2.1360121 83:6.5555289 84:5.2050715 85:7.3129835 86:-2.6381822 87:-8.5967541 88:-1.3801771 89:-6.5156209 90:-6.5101186 91:-5.9784099 92:9.875042 93:-9.2448331 94:-5.186467 95:-7.218184 96:10.642995 97:-7.2973569 98:-8.0686865 99:-1.1104296 100:3.6575724 101:-4.8425219 102:6.2029349 103:-7.3664171 104:-5.225617 105:-5.3517162 106:-0.29528329 107:-2.4918519 108:-9.0798368 109:3.8843917 110:11.09784 111:6.8541445 112:10.531623 113:-5.6897875 114:9.4011257 115:-9.3510533 116:-2.5750145 117:3.2149545 118:0.80597304 119:3.9080664 120:7.7630697 121:4.1047765 122:-6.3152446 123:-2.8652051 124:6.657532 125:5.1588603 126:-8.8719559 127:-1.4344686 128:4.9781689 129:4.7417194 130:-4.2901156 131:-2.2259197 132:8.4677884 133:-0.831117 134:-3.9937892 135:7.3042177 136:-3.0334089 137:6.9077476 138:-9.4027926 139:0.84240133 140:-9.7205053 141:-6.7527513 142:4.9379619 143:2.2605512 144:1.3880114 145:-6.071346 146:-3.4873681 147:-8.6557854 148:-2.3333318 149:-1.1048284 150:-4.9245866 151:4.9464755 152:2.1187903 153:-4.2621876 154:-8.243512 155:-7.3028888 156:6.7643195 157:-2.2991639 158:-3.5237968 159:3.2567016 160:4.5523985 161:6.9254385 162:-9.5430306 163:4.1740691 164:7.9571485 165:-0.087661698 166:-4.1180081 167:-6.5658453 168:3.6194181 169:-3.1527191 170:-10.3033 171:-8.6490645 172:-6.2626153 173:8.8550546 174:-3.5733373 175:-5.3023006 176:8.4459204 177:-3.0245384 178:-3.8557959 179:-2.7469601 180:2.9844232 181:6.859478 182:4.6182832 183:0.69442207 184:3.9415401 185:-6.3433849 186:-1.2262619 187:-2.8746505 188:10.306516 189:5.6774544 190:-9.9732352 191:-3.8040972 192:6.7399294 193:-7.9127106 194:0.69989171 195:-7.1372558 196:-8.3838445 197:-7.6911225 198:-5.5306287 199:-10.724815 
-0.15192472327359249 0:6.9923986 1:-3.189363 2:-4.5614904 3:-2.3934346 4:3.3889887 5:11.355954 6:-10.009077 7:-5.7784465 8:5.3945921 9:7.7425514 10:-9.5606909 11:2.5854224 12:-6.8575917 13:-10.6656 14:-5.8058123 15:4.6013563 16:5.2039881 17:2.6183318 18:-5.5862831 19:0.1759902 20:-0.79630046 21:2.1614825 22:-8.6917026 23:7.7230807 24:1.3558644 25:4.2795053 26:0.71827666 27:-1.4283282 28:4.0294246 29:5.2051101 30:6.5601178 31:4.2901804 32:7.0973946 33:6.3049499 34:6.1312157 35:5.0558797 36:5.6636839 37:7.0095863 38:-5.5934251 39:-3.3852489 40:-1.9999097 41:-1.533222 42:-0.93482586 43:-8.6832896 44:1.1331068 45:7.7983858 46:-11.176879 47:-5.2875423 48:-8.3583004 49:6.8187302 50:4.2009206 51:-2.4042473 52:6.9931388 53:-8.9478274 54:-3.4569506 55:-4.1571515 56:9.1679863 57:-8.7204541 58:-0.94497156 59:-8.289142 60:6.4973392 61:-6.4344695 62:9.2414029 63:2.2637005 64:-0.14630653 65:-1.5298116 66:-5.1160924 67:6.8397414 68:9.6094653 69:-4.9104477 70:-1.5674466 71:2.6606244 72:-1.2942352 73:6.6622291 74:-3.8457715 75:1.4386141 76:4.1198556 77:-10.028933 78:-0.18494988 79:6.0486466 80:-6.1583503 81:-4.4210744 82:2.4133992 83:6.5371541 84:8.5517537 85:5.9586622 86:-1.8929656 87:-9.3035103 88:-0.16722275 89:-7.1508926 90:-5.3047735 91:-6.9408645 92:9.1171032 93:-7.2178404 94:-5.4302262 95:-9.0475475 96:11.102202 97:-6.5744083 98:-5.568856 99:-0.1734486 100:2.7863441 101:-5.6643063 102:9.3248724 103:-8.3561084 104:-6.8260941 105:-6.5877359 106:2.0055487 107:-3.3409218 108:-9.771478 109:5.6896678 110:9.6352655 111:7.5885657 112:8.1296725 113:-5.5140289 114:8.3082253 115:-9.2708837 116:-2.831489 117:2.7266274 118:1.7531875 119:3.3414138 120:7.7607258 121:3.5478028 122:-5.6535804 123:-2.7628555 124:3.3298222 125:5.3712537 126:-9.0170733 127:-1.3720055 128:4.5584217 129:4.3225709 130:-3.8140935 131:-2.6044484 132:9.2677756 133:0.74854977 134:-1.6933829 135:8.5488364 136:-2.2098702 137:6.6314929 138:-8.4473524 139:1.3976045 140:-8.5948904 141:-6.7865268 142:4.2721748 143:4.7949804 144:-0.52185482 145:-7.3189669 146:0.9974387 147:-6.8916618 148:-1.3376433 149:0.39237229 150:-3.0652561 151:5.9634459 152:1.5529272 153:-5.6582749 154:-9.7978135 155:-6.3035758 156:6.2254867 157:-2.9339901 158:-4.3503755 159:2.2751899 160:2.8709639 161:6.2209572 162:-9.8394898 163:1.5410623 164:9.7167017 165:2.2237463 166:-3.7097319 167:-7.8915249 168:2.4594435 169:-3.8726727 170:-11.073726 171:-9.2122668 172:-6.2444825 173:7.0593877 174:-3.9321039 175:-3.5056299 176:6.3683433 177:-2.6149664 178:-5.0473259 179:-3.9507713 180:2.7040787 181:7.7050336 182:6.6597675 183:-1.1320203 184:1.6973113 185:-4.8958051 186:-4.8339013 187:-1.2942682 188:9.6260944 189:5.9317115 190:-10.017729 191:-2.1213187 192:4.6224785 193:-4.9474416 194:0.096745928 195:-8.6800804 196:-8.8855992 197:-7.7893842 198:-3.6629487 199:-7.769309 
-0.22010384093993929 0:7.6994283 1:-4.7086866 2:-5.3932657 3:-1.5122008 4:4.6821696 5:10.509816 6:-11.987176 7:-4.6244264 8:7.3032459 9:4.6271543 10:-7.4609202 11:4.1781224 12:-8.6719373 13:-11.443072 14:-4.3611013 15:3.6220205 16:5.8082517 17:2.4817711 18:-6.8522354 19:0.11463958 20:0.1786961 21:3.0741082 22:-7.8637668 23:8.7946956 24:0.95247282 25:1.8409083 26:-0.42998038 27:-3.6954967 28:3.8263521 29:7.0007797 30:6.7324786 31:5.838276 32:5.3215345 33:6.9951805 34:7.0363659 35:3.6065045 36:7.6392511 37:7.8479464 38:-6.2704697 39:-4.6886867 40:-1.6816361 41:-0.36904722 42:-1.5725413 43:-6.6308534 44:2.2058352 45:7.3064011 46:-9.4877363 47:-3.7409301 48:-7.6455376 49:7.3379584 50:4.3034468 51:-2.1784366 52:9.0850008 53:-8.5351117 54:-2.4613481 55:-2.4834307 56:7.5067695 57:-9.092243 58:-2.4534297 59:-5.8130406 60:7.0800462 61:-5.3814136 62:7.6508527 63:1.1883976 64:-1.0709285 65:-3.3269874 66:-5.1118331 67:7.7382689 68:10.555592 69:-4.0859806 70:-1.4322712 71:1.1310463 72:-1.2044586 73:6.5570844 74:-5.3120649 75:3.3476276 76:2.7403087 77:-8.1588034 78:1.5428233 79:7.3579525 80:-6.6415073 81:-2.882689 82:1.5164368 83:5.4986461 84:8.6509752 85:4.8208397 86:-2.0004803 87:-6.3057828 88:0.50337464 89:-6.2492888 90:-7.615269 91:-7.4222341 92:6.6988223 93:-10.579674 94:-3.7915928 95:-6.2535179 96:10.057422 97:-8.6541071 98:-6.2110559 99:-1.9897143 100:4.5582451 101:-4.3259939 102:5.7247431 103:-7.0311229 104:-3.8671439 105:-9.1533506 106:0.8295366 107:-2.8039914 108:-9.480393 109:6.3839996 110:10.452032 111:7.8905846 112:7.4015243 113:-4.721769 114:8.8075991 115:-5.8852634 116:-2.0676446 117:4.2782224 118:2.650336 119:3.9425286 120:8.112855 121:3.8730651 122:-8.7770439 123:-1.1285272 124:4.1440186 125:7.0843664 126:-10.183678 127:-0.3436767 128:5.7594233 129:5.6223629 130:-3.4799721 131:-2.7812968 132:10.312557 133:1.0879307 134:-4.1533801 135:6.707131 136:-4.3896392 137:6.2901567 138:-9.097856 139:-0.73407222 140:-8.3714548 141:-7.4816645 142:6.4454545 143:3.0744491 144:-0.28931803 145:-7.6905734 146:-2.4289548 147:-8.5360615 148:-2.7473277 149:-2.0342539 150:-3.5345529 151:4.535855 152:2.2904052 153:-4.8104564 154:-6.9456961 155:-5.5748146 156:8.708587 157:-1.8141077 158:-2.3940476 159:-0.054669875 160:3.4112355 161:9.3677222 162:-8.4333651 163:1.9088309 164:11.248019 165:3.219674 166:-4.8484069 167:-8.5948798 168:3.6448453 169:-2.8534274 170:-7.9789698 171:-9.8034242 172:-7.0575475 173:9.0148076 174:-1.7965953 175:-5.3393577 176:7.9079133 177:-2.4581273 178:-3.8437034 179:-4.1619052 180:1.6253595 181:5.573384 182:4.0386536 183:-0.29468466 184:0.90379327 185:-2.3173819 186:-4.3281233 187:-1.5297665 188:8.8115689 189:5.7488939 190:-7.7072099 191:-1.5300417 192:6.9785715 193:-5.4042078 194:2.0845771 195:-7.651426 196:-8.8569092 197:-9.0380581 198:-4.0389667 199:-8.4821585 
-0.049810987777577719 0:6.9042712 1:-4.976607 2:-4.2991288 3:-3.0862051 4:4.3270424 5:11.990643 6:-9.8615294 7:-6.8189458 8:8.7618568 9:3.9037766 10:-8.1961101 11:3.7574308 12:-9.3424807 13:-12.627318 14:-4.6714561 15:3.7923655 16:4.962535 17:2.8228157 18:-7.0628197 19:-0.89808405 20:-1.8801777 21:1.7790903 22:-6.6799007 23:8.3938488 24:-0.41674256 25:3.9432336 26:1.1517464 27:-2.0160175 28:5.4215899 29:7.4200815 30:5.6606764 31:4.0465939 32:6.5976509 33:4.9336244 34:6.3325983 35:4.4881713 36:6.2743639 37:7.1875492 38:-6.9221301 39:-4.3132869 40:-2.0674624 41:-0.14788309 42:0.97072627 43:-8.3183059 44:0.43750534 45:7.8744395 46:-8.6257211 47:-4.0637333 48:-7.7817027 49:7.6897744 50:4.8965802 51:-2.4529774 52:6.2151687 53:-8.1903564 54:-2.4803063 55:-3.6293448 56:8.7027122 57:-8.2130754 58:-0.56646856 59:-6.0735879 60:6.943174 61:-5.7268212 62:10.86488 63:-0.11269803 64:1.370702 65:-2.789252 66:-5.6961548 67:6.6607774 68:9.27427 69:-3.593153 70:0.96385467 71:2.0693419 72:0.86447106 73:5.8902007 74:-3.5876789 75:1.639569 76:1.8228685 77:-8.2194534 78:2.7284483 79:6.0945494 80:-5.458004 81:-2.6011312 82:1.7157426 83:6.2858692 84:7.8150626 85:5.5537085 86:-3.4693787 87:-6.3505565 88:-1.5564844 89:-5.0870056 90:-3.3557212 91:-7.643501 92:8.4613115 93:-8.154305 94:-3.7108695 95:-7.8704849 96:9.8792832 97:-7.0652632 98:-7.091685 99:-0.28934133 100:5.0461286 101:-3.9719541 102:5.498313 103:-7.8264568 104:-6.2000314 105:-6.8408648 106:-0.070457248 107:-3.632311 108:-8.8365538 109:6.5896943 110:7.8402146 111:7.0457265 112:8.7961104 113:-3.520449 114:8.2427294 115:-7.1840489 116:-4.321343 117:4.3075519 118:-0.43668875 119:1.5671103 120:8.5972753 121:3.2082688 122:-9.4470795 123:-4.0211194 124:3.5554371 125:8.6777707 126:-8.8880483 127:-0.71271297 128:4.5427358 129:5.3202374 130:-3.6226794 131:-2.914366 132:9.5784664 133:0.91183809 134:-3.496641 135:5.8551222 136:-2.9780451 137:6.27411 138:-9.3349529 139:-0.71763578 140:-11.299469 141:-7.1563307 142:7.826271 143:3.2321456 144:2.2237832 145:-4.2553939 146:-1.0368739 147:-7.9514404 148:-2.4734117 149:-0.43465024 150:-2.6855508 151:5.5576057 152:3.2556438 153:-3.4297781 154:-10.819416 155:-5.2927599 156:7.640074 157:-1.2683732 158:-3.4368301 159:2.5654747 160:4.203613 161:7.6125761 162:-10.510608 163:2.8530762 164:7.8174558 165:1.7167313 166:-5.2325559 167:-5.4386882 168:4.6233125 169:-3.5234934 170:-7.5496315 171:-7.0100115 172:-7.096663 173:7.8332776 174:-4.3243822 175:-3.7646743 176:6.0317926 177:-3.8154488 178:-3.2411479 179:-3.1470212 180:2.8937205 181:6.7797801 182:6.447864 183:-3.0076251 184:2.2472799 185:-4.2641598 186:-6.3718357 187:-1.4213131 188:9.4008715 189:7.4391423 190:-8.8941562 191:-1.3346583 192:4.8124187 193:-7.4529736 194:1.915508 195:-6.2762266 196:-9.1147379 197:-9.0381086 198:-5.7976357 199:-6.5473581 
-0.11985536184368054 0:7.970382 1:-4.517874 2:-5.5429452 3:-5.5064115 4:3.9804447 5:7.9027931 6:-10.870273 7:-6.4452671 8:4.9678399 9:4.3653442 10:-5.7413509 11:2.8733346 12:-7.2479642 13:-8.1711933 14:-6.8364557 15:2.5309634 16:6.208349 17:4.3889855 18:-7.0601475 19:-1.6955128 20:-1.2329445 21:-0.29515841 22:-7.644579 23:8.8804223 24:0.90460809 25:3.1816464 26:0.45499948 27:-2.1140366 28:4.6014275 29:5.1930329 30:5.6951751 31:3.7857641 32:7.3504096 33:6.3148041 34:7.9017174 35:4.3244874 36:4.8893537 37:6.7131778 38:-7.6061951 39:-4.1354519 40:-0.86165147 41:1.6585006 42:-0.84922249 43:-8.9828873 44:1.9537696 45:6.7990095 46:-10.092118 47:-5.2117609 48:-8.5381035 49:7.351131 50:4.4001273 51:-3.5129497 52:6.9142115 53:-7.5500693 54:-2.353246 55:-3.9650295 56:9.488848 57:-8.7768812 58:1.3944838 59:-8.0276295 60:6.8426673 61:-6.3556389 62:9.4314344 63:-0.38107827 64:-1.2492044 65:-1.3512338 66:-4.0801976 67:7.4083809 68:10.049509 69:-6.4727231 70:1.3226483 71:2.9272182 72:-1.2550172 73:3.8623562 74:-3.1028787 75:1.0009646 76:4.6262362 77:-8.9958338 78:-0.31904871 79:4.5554957 80:-3.355418 81:-3.2480839 82:3.3343308 83:7.2022717 84:7.0748125 85:8.9274839 86:-3.1965236 87:-7.8890469 88:-1.413189 89:-7.6670085 90:-5.8324765 91:-5.3152664 92:9.1111888 93:-8.5471273 94:-5.9690623 95:-6.916614 96:7.8175762 97:-7.8233078 98:-6.5855411 99:-1.6263889 100:2.5740851 101:-4.9130162 102:5.8904166 103:-5.8425269 104:-4.1416182 105:-8.189785 106:1.2698987 107:-4.0453857 108:-10.007291 109:4.0171573 110:10.088586 111:7.4296284 112:7.6375767 113:-7.117327 114:9.52676 115:-7.1992443 116:-2.6697751 117:3.6749097 118:2.1555246 119:1.9576864 120:9.1372532 121:3.1861903 122:-5.2040015 123:-2.3147631 124:5.0940084 125:7.2107022 126:-8.2753142 127:-0.40860959 128:7.5587952 129:7.2149736 130:-5.1849154 131:-1.959331 132:9.402367 133:0.48006479 134:-3.8422009 135:8.1170551 136:-1.3278101 137:5.2199321 138:-9.2764451 139:0.56645029 140:-10.525771 141:-9.3138804 142:6.632302 143:2.1451388 144:0.58523086 145:-5.6553568 146:-1.4153103 147:-8.3169155 148:-2.8773855 149:-3.0447628 150:-2.6702326 151:5.9206755 152:3.0612871 153:-5.2869205 154:-8.8826346 155:-5.6367639 156:6.3232733 157:-1.8530087 158:-2.4152736 159:3.3226484 160:4.6287632 161:7.6425259 162:-7.8322191 163:3.1609639 164:10.228789 165:1.7165701 166:-3.1051317 167:-4.9039004 168:2.0901727 169:-1.2924707 170:-11.147288 171:-8.4704545 172:-6.1628072 173:5.2117643 174:-5.6755678 175:-4.0598434 176:6.4000889 177:-3.0591406 178:-4.6999603 179:-2.499525 180:3.1098517 181:7.6787617 182:6.3791761 183:0.12002643 184:1.3828995 185:-3.8324638 186:-5.7830141 187:-3.3912589 188:10.065221 189:6.0765959 190:-9.1603584 191:-3.962334 192:6.8086538 193:-8.4010447 194:1.1927617 195:-7.393218 196:-8.3018904 197:-8.0371974 198:-4.5759805 199:-7.1729454 
-0.12142140628941586 0:9.1658506 1:-5.3423189 2:-5.4654823 3:-3.3346756 4:5.2207007 5:8.9037069 6:-8.9024467 7:-4.8781828 8:5.2176546 9:4.7559844 10:-7.0583458 11:3.159173 12:-8.6042508 13:-9.0580429 14:-5.089262 15:3.9448865 16:5.9828606 17:3.0955514 18:-7.6477381 19:-1.996844 20:-4.6048041 21:2.4006757 22:-7.0078087 23:7.8157524 24:2.1197759 25:4.664411 26:0.35036919 27:-1.045951 28:5.3596499 29:7.0129219 30:3.441406 31:4.3431279 32:6.4749729 33:6.0204876 34:6.3153611 35:4.3872268 36:6.5706928 37:4.8300202 38:-8.0331426 39:-4.4979259 40:-1.2710296 41:1.0180299 42:-0.87127845 43:-10.215891 44:1.1417422 45:5.0379564 46:-8.0839273 47:-5.0919672 48:-7.0924963 49:8.0986619 50:3.5582463 51:-2.6680898 52:6.0358901 53:-7.5249471 54:-2.5926861 55:-3.3448819 56:8.8107726 57:-10.304819 58:-0.52866709 59:-5.1819686 60:6.5782406 61:-5.883488 62:10.767752 63:1.1152228 64:0.23041955 65:-2.7264918 66:-5.3632967 67:8.098923 68:9.1494092 69:-3.001398 70:-0.95930387 71:2.4079102 72:-0.035144846 73:4.9374267 74:-4.609994 75:1.8293159 76:1.9872683 77:-8.8975018 78:1.2364271 79:4.3974973 80:-6.9247791 81:-2.4055928 82:0.73589042 83:6.6945203 84:7.6558606 85:8.1363531 86:-2.6590224 87:-8.6399964 88:-0.54810201 89:-6.989096 90:-5.2746333 91:-7.1793812 92:10.701898 93:-7.4472107 94:-4.9700654 95:-9.2257464 96:8.8091199 97:-9.4886181 98:-5.1572511 99:-0.89788388 100:3.7496135 101:-5.4568227 102:7.364084 103:-7.7529505 104:-3.2499001 105:-5.4781931 106:2.9349231 107:-2.4442559 108:-9.5454026 109:2.8659062 110:12.094968 111:5.1739695 112:10.065526 113:-4.7401395 114:8.998438 115:-5.9807291 116:-2.5797671 117:4.3713804 118:1.1123226 119:0.86804034 120:8.0193553 121:3.9572302 122:-5.4288469 123:-5.1681128 124:5.6014107 125:8.1146138 126:-6.9989493 127:-0.76151293 128:6.3982812 129:5.7045971 130:-7.431895 131:-3.1934044 132:10.802445 133:0.40943405 134:-4.6516527 135:7.7830064 136:-4.4406697 137:7.3287991 138:-8.3742447 139:1.6239034 140:-8.1228792 141:-7.4410801 142:6.503785 143:3.7360497 144:0.52645668 145:-6.3166566 146:-2.0205255 147:-7.366521 148:-2.196049 149:-2.3060867 150:-3.9841953 151:4.8397894 152:4.6981215 153:-4.0421408 154:-8.6339112 155:-7.6007462 156:7.0677158 157:-2.0511849 158:-1.5657736 159:1.3486441 160:4.3111607 161:6.7918555 162:-8.8891229 163:1.5574532 164:9.0337388 165:0.63222107 166:-3.996935 167:-4.4667878 168:3.3471297 169:-1.7425686 170:-10.967688 171:-8.7949037 172:-3.6544074 173:8.171207 174:-4.6382384 175:-4.8457673 176:8.272058 177:-3.2647015 178:-3.6589741 179:-4.2498262 180:3.5118664 181:6.4830951 182:3.8917279 183:-0.35595274 184:1.4569217 185:-2.5760482 186:-5.8194404 187:-0.82766356 188:7.708744 189:6.5671973 190:-8.2108498 191:-4.4110801 192:5.0670419 193:-8.2472132 194:0.48132571 195:-5.7342712 196:-9.3801444 197:-7.937537 198:-2.7116736 199:-7.3288238 
-0.051786497757353687 0:6.0186351 1:-3.6398158 2:-4.6656824 3:-2.5225654 4:4.8484888 5:9.215418 6:-8.510824 7:-4.3988496 8:5.324943 9:4.6735428 10:-4.8926642 11:1.8761197 12:-8.4571584 13:-9.6768825 14:-7.1609127 15:3.603736 16:4.6164906 17:1.9362796 18:-6.7692478 19:-2.8364203 20:-1.0890398 21:3.2924309 22:-7.3115669 23:8.6238636 24:-1.0972314 25:4.7406696 26:-0.56782086 27:-0.06435186 28:4.8030484 29:6.584682 30:6.1287086 31:3.9009607 32:7.7164838 33:6.7427925 34:6.7030439 35:4.4735714 36:4.607173 37:5.3221466 38:-8.7345168 39:-2.4446937 40:-1.9257259 41:1.5477838 42:-1.0777504 43:-8.8839628 44:5.0443306 45:7.0536767 46:-8.1212743 47:-6.4143534 48:-8.5270211 49:5.4961576 50:3.88625 51:-1.9286874 52:6.7154435 53:-8.2746228 54:-3.3894003 55:-4.7856611 56:8.0168131 57:-8.1427082 58:-1.5773917 59:-6.8885015 60:6.0968614 61:-7.0246128 62:9.7437685 63:0.83508015 64:0.15455235 65:-3.4450627 66:-6.4029872 67:6.9708154 68:7.3436924 69:-4.7943124 70:1.0613482 71:1.7580903 72:1.1777153 73:5.7903505 74:-3.0349973 75:3.065026 76:2.6561689 77:-10.875403 78:2.3259224 79:5.0292048 80:-5.8690699 81:-2.3571696 82:3.3133676 83:6.1389857 84:8.4199332 85:6.0088164 86:-3.1020498 87:-7.2634639 88:-0.64859517 89:-6.971749 90:-5.6741005 91:-6.7479059 92:9.3459976 93:-7.2808509 94:-7.0868577 95:-8.1810315 96:9.9937197 97:-6.8935996 98:-6.6765691 99:-0.76576425 100:7.415294 101:-4.1764109 102:7.2671276 103:-8.6021292 104:-5.7156716 105:-6.3869438 106:-0.22266839 107:-2.958661 108:-8.8209946 109:6.6744972 110:9.6259654 111:6.62463 112:8.5837632 113:-6.6162805 114:9.7217585 115:-5.7401004 116:-4.0876376 117:6.2302819 118:3.1177691 119:2.9679687 120:8.226309 121:4.2736443 122:-6.5229491 123:-4.1535502 124:5.7338497 125:6.1875032 126:-8.4460004 127:-1.7274714 128:6.4047949 129:5.6162979 130:-3.8513034 131:-3.1211453 132:9.4910138 133:-1.6842732 134:-3.8412926 135:8.5126487 136:-2.4686531 137:8.6530277 138:-8.9055856 139:0.78831013 140:-8.2059151 141:-8.2856409 142:6.8595571 143:3.1982178 144:1.9112579 145:-3.9272135 146:-1.4516041 147:-7.3358648 148:-3.5373696 149:0.12174805 150:-3.0558692 151:6.9137508 152:2.4595711 153:-4.8921982 154:-8.1296736 155:-7.4381053 156:6.0526639 157:-1.4977951 158:-3.2953571 159:0.276859 160:2.5124148 161:8.4019915 162:-9.3235277 163:3.1627337 164:8.384286 165:2.4751553 166:-3.5722512 167:-5.1075935 168:4.1228117 169:-0.94143082 170:-8.7201975 171:-6.7784099 172:-4.9219466 173:7.727113 174:-1.3613791 175:-6.8517323 176:6.7549326 177:-4.1116444 178:-4.7285336 179:-3.6171416 180:3.3859695 181:7.6646029 182:5.9900331 183:-0.98182665 184:1.7588742 185:-4.6065623 186:-3.4431467 187:-3.0694951 188:9.7759849 189:7.8809363 190:-8.2757385 191:-4.2362955 192:6.2882455 193:-7.0466292 194:1.3986275 195:-6.7217961 196:-9.3430117 197:-7.5139862 198:-2.534182 199:-6.6556382 
-0.021460113624578649 0:8.6842426 1:-2.8041364 2:-5.6173377 3:-2.3311176 4:1.5831842 5:11.284144 6:-9.4872285 7:-6.7287112 8:7.2905516 9:3.2197568 10:-8.031313 11:1.8868651 12:-7.7339972 13:-9.3131985 14:-5.6038611 15:4.8483389 16:6.8559365 17:0.8188967 18:-8.4259812 19:-0.67753426 20:-3.1343176 21:2.1029974 22:-5.4821541 23:8.7540219 24:0.21887995 25:3.5923621 26:-0.34370772 27:-0.96156664 28:5.0106289 29:6.4949684 30:5.1632839 31:3.5565648 32:6.3686913 33:5.0808447 34:7.1424024 35:3.1979078 36:6.4465272 37:6.8149443 38:-8.5694613 39:-2.2734124 40:-1.130524 41:-1.0657366 42:-2.6995479 43:-9.3193503 44:1.5681652 45:6.4330039 46:-9.4095633 47:-4.5840779 48:-6.3844919 49:8.8146269 50:4.0856742 51:-0.7591308 52:9.2633901 53:-9.9722025 54:-1.1775338 55:-2.5548849 56:8.9878401 57:-9.2365653 58:0.3893081 59:-5.7251908 60:6.8848288 61:-5.2287131 62:8.6489528 63:1.8837829 64:-0.22266422 65:-1.5456075 66:-6.206545 67:9.2576936 68:10.703783 69:-4.5829341 70:1.9089035 71:2.7082732 72:-1.4701204 73:5.4183843 74:-3.039177 75:1.3066313 76:-0.25238543 77:-11.689157 78:2.9844899 79:6.3205367 80:-3.2639043 81:-3.4990933 82:3.3956416 83:5.4318053 84:7.1272173 85:5.9494491 86:-2.5796314 87:-8.2879199 88:-1.0655119 89:-8.1734209 90:-2.7574825 91:-8.9950607 92:8.4026877 93:-8.1175571 94:-3.708738 95:-6.2453314 96:8.4052592 97:-6.7448074 98:-5.7150622 99:-0.80496765 100:7.0938076 101:-4.1962551 102:6.1110321 103:-7.2324058 104:-5.2933142 105:-7.2498406 106:1.6068168 107:-4.4701627 108:-9.0566809 109:5.5986326 110:11.542091 111:7.095479 112:7.9215442 113:-5.2223071 114:9.2238568 115:-8.8594509 116:-3.2408077 117:3.8287826 118:2.1902112 119:2.3927061 120:9.6962636 121:2.9992665 122:-7.166703 123:-2.5171295 124:3.0013338 125:7.0128811 126:-7.0802153 127:-0.36796619 128:3.3401159 129:4.401984 130:-1.1738942 131:-1.6132008 132:10.069969 133:-1.3421078 134:-3.9020451 135:7.5540071 136:-0.58312873 137:7.5583793 138:-7.2433462 139:1.5250877 140:-10.735143 141:-8.7711475 142:4.9960433 143:4.8310484 144:1.0849593 145:-5.5047185 146:-0.7062959 147:-8.686297 148:-1.1393333 149:-0.76887664 150:-5.0128974 151:5.0515854 152:3.3464258 153:-3.0646074 154:-9.7910421 155:-6.4929225 156:8.2115736 157:-2.0731872 158:-1.9747907 159:3.5534306 160:5.2336891 161:7.664734 162:-9.7491228 163:1.0505087 164:9.5000801 165:2.0561973 166:-4.7498271 167:-5.0070178 168:3.419426 169:-2.0710374 170:-10.491679 171:-9.1786164 172:-5.594197 173:7.6358234 174:-4.3549159 175:-4.9643148 176:7.7372514 177:-4.4112297 178:-3.465201 179:-5.5379774 180:4.2760036 181:6.1167276 182:6.226429 183:-0.81021133 184:0.9079752 185:-5.60407 186:-4.4579445 187:-1.2100062 188:8.8247392 189:6.4190693 190:-10.03499 191:-0.89456471 192:6.7959926 193:-7.024449 194:-0.080220154 195:-7.6687074 196:-8.525081 197:-6.5131004 198:-4.9986718 199:-6.4495673 
-0.047481713425445535 0:7.2713458 1:-4.2920984 2:-5.2107108 3:-2.7262146 4:4.25489 5:9.2905308 6:-8.5891768 7:-7.4238658 8:7.2209154 9:5.7929584 10:-7.5328916 11:4.2875203 12:-7.0930392 13:-9.4973944 14:-4.9205831 15:3.1640759 16:6.0560521 17:1.7810888 18:-6.8747944 19:-0.91633274 20:-3.3683783 21:0.79886332 22:-6.3542168 23:9.7068344 24:0.27482268 25:2.84822 26:1.4687662 27:-2.7068026 28:4.6210328 29:8.271793 30:4.9397831 31:3.5167575 32:5.970501 33:4.5073045 34:6.6128371 35:3.8817086 36:5.8871087 37:5.8649247 38:-7.3412581 39:-4.6722967 40:0.61290489 41:0.75288566 42:-0.25827372 43:-8.1293773 44:2.1299089 45:6.480955 46:-9.1596321 47:-5.7158404 48:-8.6039663 49:7.4773002 50:2.6592971 51:-3.011866 52:8.878433 53:-8.8957035 54:-3.4467937 55:-2.8465236 56:8.7494972 57:-9.7374458 58:-2.1377465 59:-4.310488 60:5.0983803 61:-5.082687 62:9.2289457 63:0.75356727 64:-0.2733914 65:-2.5391621 66:-4.2846127 67:7.4375394 68:9.6205251 69:-4.5992782 70:1.7547677 71:0.33961833 72:-2.5493536 73:4.6164006 74:-2.5169768 75:2.0642419 76:1.8641793 77:-7.6437418 78:-1.4906827 79:6.049607 80:-5.5613553 81:-3.9527613 82:4.4605922 83:5.9213889 84:8.2260578 85:8.4291204 86:-2.1030458 87:-7.9691511 88:0.095862899 89:-7.0143718 90:-4.1631158 91:-5.6138144 92:9.1722805 93:-5.0250084 94:-5.457754 95:-7.7620744 96:11.410318 97:-9.2798655 98:-7.6571905 99:-1.9569939 100:5.4693235 101:-4.6221595 102:5.7365723 103:-5.2667428 104:-4.8088116 105:-6.7482107 106:0.40723137 107:-3.0526843 108:-11.300133 109:5.7839414 110:11.148275 111:6.6068681 112:9.3250505 113:-4.265514 114:8.4147077 115:-9.0871589 116:-3.5239118 117:3.9971795 118:2.6602155 119:3.375491 120:9.4073459 121:2.8434615 122:-7.1455793 123:-0.45393291 124:3.8660048 125:7.0242816 126:-8.9400906 127:-3.3804181 128:7.0990453 129:5.6212361 130:-2.1469981 131:-3.8428468 132:7.9843296 133:-1.2823917 134:-4.0313997 135:8.192851 136:-2.3425484 137:7.9154119 138:-8.5186262 139:1.0864023 140:-10.024752 141:-7.7566573 142:6.2333924 143:1.9478109 144:1.3615987 145:-5.4648044 146:-0.73696057 147:-8.6760024 148:-1.096431 149:-1.1538444 150:-3.0183151 151:6.1898395 152:2.9112727 153:-3.6944192 154:-9.5613421 155:-7.4644773 156:7.7341667 157:-3.0631519 158:-3.0169635 159:0.45822344 160:3.4295124 161:9.1829276 162:-8.2541793 163:2.8372015 164:9.5216287 165:1.0807852 166:-3.7791182 167:-4.6852349 168:3.6073228 169:-1.2317992 170:-12.290802 171:-9.7999521 172:-7.5093174 173:7.4388088 174:-5.2404999 175:-6.2971687 176:7.9513939 177:-3.5930981 178:-4.6647949 179:-3.8762246 180:1.4285843 181:4.8648746 182:6.8689847 183:-0.34129651 184:3.8803042 185:-4.1505621 186:-1.5732401 187:-2.8104593 188:9.9702249 189:6.9833112 190:-9.0327257 191:-3.6201179 192:7.427673 193:-5.8512177 194:0.82378977 195:-7.404269 196:-7.9861648 197:-7.7601133 198:-3.843095 199:-8.7814969 
-0.089568105880706975 0:7.6213596 1:-4.04559 2:-4.5140089 3:-5.0872909 4:5.4282465 5:12.274259 6:-8.2788271 7:-5.2873593 8:6.0789647 9:5.0318153 10:-7.2163554 11:3.3099189 12:-8.2715523 13:-11.058903 14:-4.0435843 15:3.3529232 16:4.3131352 17:3.9560274 18:-6.7968532 19:-3.576929 20:-2.1807419 21:2.048166 22:-7.8277797 23:8.7438728 24:1.8120274 25:3.5253163 26:0.88539613 27:-3.2037889 28:4.8359244 29:7.6464272 30:4.8546496 31:4.6269676 32:6.5813063 33:7.7306198 34:6.9675176 35:3.3143546 36:5.1649894 37:4.9742277 38:-8.1967139 39:-3.4449289 40:-0.83541685 41:-1.08821 42:-1.6861279 43:-9.6628215 44:2.0946471 45:5.7969441 46:-8.4448146 47:-7.3526654 48:-7.0853678 49:5.4761933 50:4.4148054 51:-3.7826787 52:8.7369436 53:-8.953916 54:-2.9349219 55:-4.2416094 56:9.8895077 57:-6.3083796 58:-1.132216 59:-6.9014392 60:7.8486488 61:-3.4780541 62:9.9977704 63:1.3840164 64:-0.25225669 65:-4.0130768 66:-5.9653493 67:7.2694033 68:8.8468061 69:-5.8382144 70:0.36317417 71:2.5931279 72:-2.6992931 73:4.4277795 74:-2.2029124 75:1.9559354 76:2.5235389 77:-9.81441 78:2.0527672 79:7.0359424 80:-6.2457613 81:-1.9727423 82:1.6258643 83:7.0432392 84:8.4473819 85:8.1438971 86:-2.6128438 87:-9.5257441 88:-0.35296091 89:-7.3517129 90:-4.5003842 91:-7.8671345 92:7.869767 93:-7.7851345 94:-5.9188158 95:-8.5713907 96:8.8895022 97:-6.5898384 98:-6.8184607 99:-0.43215194 100:4.4597963 101:-2.0460576 102:7.6675432 103:-7.5049256 104:-4.5252021 105:-8.2621167 106:2.400851 107:-2.5370613 108:-8.4710213 109:3.7635185 110:9.0688805 111:5.0031571 112:8.0855685 113:-7.1860941 114:8.7942814 115:-6.292515 116:-5.3009507 117:5.0449741 118:4.0224712 119:2.3582685 120:7.0970652 121:2.16851 122:-5.2059521 123:-2.2319572 124:3.7434866 125:4.8784267 126:-8.9329927 127:-1.0600193 128:8.0200946 129:7.2273109 130:-3.067045 131:-3.3575232 132:9.764506 133:3.0645965 134:-3.4638081 135:7.4633911 136:-2.082935 137:8.2504775 138:-7.577907 139:2.1055865 140:-10.09965 141:-7.1156819 142:7.1845148 143:4.0657453 144:0.50804698 145:-6.7086332 146:-2.1700933 147:-9.9633147 148:-1.701469 149:-2.2560364 150:-4.4772794 151:4.2232332 152:3.7078077 153:-4.0490254 154:-8.9444234 155:-7.2794071 156:7.0924561 157:-2.6932639 158:-1.6894218 159:0.2461684 160:4.3252508 161:7.5162867 162:-8.7121336 163:5.154839 164:9.2320455 165:1.6399611 166:-3.1911644 167:-5.210983 168:2.8437492 169:-3.6188845 170:-9.2187093 171:-8.4019626 172:-6.7410463 173:7.1266093 174:-2.5891358 175:-2.5788027 176:9.078049 177:-2.8832063 178:-3.0098214 179:-2.8747089 180:3.7068403 181:5.9503278 182:6.5294422 183:-0.34804277 184:2.9260461 185:-3.8337856 186:-6.3712935 187:-3.7723755 188:8.6913539 189:7.3035494 190:-10.573568 191:-2.0448532 192:6.9783352 193:-8.1955296 194:0.80296373 195:-8.1339515 196:-8.9051169 197:-7.9428169 198:-5.5657823 199:-7.3676256 
-0.057885509705069109 0:8.5136746 1:-3.5091952 2:-5.427351 3:-3.7041523 4:4.6797942 5:9.8867148 6:-9.5136176 7:-7.3622387 8:6.2935466 9:5.7926589 10:-7.6013774 11:4.4295634 12:-7.5247003 13:-9.8042281 14:-6.5207092 15:4.752734 16:6.4962443 17:2.4304626 18:-7.4149783 19:0.48290952 20:-2.3499793 21:3.5155468 22:-5.4454643 23:9.869516 24:0.10341626 25:3.4218884 26:0.076281927 27:-2.5479091 28:3.8843391 29:5.91924 30:5.8179733 31:3.052482 32:5.8410685 33:4.3144261 34:7.5300972 35:4.3925259 36:6.6315318 37:4.8158294 38:-7.4368143 39:-4.0663029 40:-1.5432035 41:-1.2859379 42:-2.1807316 43:-8.2544395 44:2.1604308 45:5.8267053 46:-10.233533 47:-5.3929742 48:-6.6927777 49:10.092343 50:4.3514153 51:-4.505576 52:6.3102077 53:-8.1071578 54:-2.2554971 55:-2.8967143 56:8.2207271 57:-7.5451075 58:-1.5116822 59:-4.6272317 60:7.0492133 61:-4.8216917 62:8.8997539 63:-0.6728697 64:-0.47798778 65:-3.3388452 66:-5.9610411 67:7.2738048 68:6.5095993 69:-5.2836176 70:0.18142698 71:2.5836035 72:0.437376 73:4.1613713 74:-4.9962024 75:2.9582541 76:1.0128116 77:-8.5659837 78:1.9180397 79:6.1378755 80:-5.0813584 81:-3.5171574 82:2.7063754 83:5.3904164 84:7.3384606 85:4.8760637 86:-3.6550289 87:-7.8311247 88:-2.9119027 89:-7.8065316 90:-4.4971238 91:-7.3166808 92:9.1217823 93:-8.416695 94:-4.8039166 95:-8.4329561 96:8.9779325 97:-8.2108875 98:-7.6829549 99:-0.72757102 100:4.9787263 101:-5.0172343 102:5.8169663 103:-4.3225393 104:-6.3247281 105:-7.3945876 106:0.025224481 107:-3.6439926 108:-9.6049262 109:6.2455231 110:8.2994133 111:5.5917295 112:7.2102867 113:-7.0619408 114:10.430442 115:-8.1540076 116:-3.2875886 117:3.083238 118:2.6254756 119:5.1431115 120:9.8254277 121:1.4674319 122:-6.5768478 123:-1.9336671 124:1.8167522 125:6.8786778 126:-7.9301448 127:0.58929127 128:6.1378269 129:5.2091767 130:-3.2528902 131:-2.3280857 132:11.221018 133:-1.7645744 134:-2.6304206 135:8.6713595 136:-1.4564123 137:7.6569285 138:-7.773939 139:-0.97190124 140:-9.9323659 141:-8.3551069 142:6.3436159 143:5.8040959 144:2.6734508 145:-6.324662 146:-0.77508269 147:-6.3144314 148:-1.6905057 149:-2.0711857 150:-4.2838939 151:6.088 152:3.5124509 153:-2.9174082 154:-8.965009 155:-5.631456 156:7.4468264 157:-1.9361132 158:-1.2060977 159:2.869837 160:3.8547073 161:5.060765 162:-9.3777348 163:3.0263499 164:8.9935461 165:2.1566973 166:-4.1152211 167:-3.8105177 168:2.7379738 169:-2.3998532 170:-9.0967888 171:-8.9485636 172:-3.5367911 173:6.9455099 174:-3.3998097 175:-4.1829004 176:6.5262286 177:-3.6330908 178:-3.6003864 179:-3.8402274 180:2.1660058 181:5.3356788 182:7.4249746 183:0.25585776 184:2.8279349 185:-3.9904931 186:-2.876971 187:-2.4489726 188:8.6142709 189:5.4906066 190:-10.077372 191:-4.3552021 192:5.940439 193:-6.2529925 194:0.10672265 195:-8.9583014 196:-8.2442169 197:-8.1013012 198:-5.143649 199:-7.5884635 
-0.051306665778985273 0:7.3607868 1:-3.3788499 2:-5.9896577 3:-2.1033127 4:3.7137826 5:9.5150983 6:-9.8454912 7:-6.0166928 8:7.8113012 9:4.3516583 10:-7.837274 11:1.2809424 12:-8.1334498 13:-9.6076638 14:-5.5362764 15:2.8114638 16:5.9388224 17:2.4239808 18:-7.3034989 19:0.093004272 20:-3.1924164 21:1.7035231 22:-8.6845165 23:8.167637 24:-0.11528585 25:3.7449601 26:0.64158683 27:-4.5706839 28:6.3226019 29:6.9073256 30:5.8291525 31:3.8071118 32:5.1224202 33:7.7058805 34:6.723347 35:7.5790134 36:4.650136 37:6.9196313 38:-7.5560253 39:-5.2123272 40:-0.72085794 41:1.4339372 42:-0.41433817 43:-9.7492084 44:1.9573524 45:7.5235622 46:-8.1782489 47:-4.7331803 48:-7.1546356 49:8.7068072 50:2.6360371 51:-2.5276749 52:5.0229397 53:-8.5011387 54:-4.4473646 55:-3.6977244 56:7.9872493 57:-10.112122 58:-1.7461474 59:-6.4753074 60:7.9265591 61:-5.0241501 62:10.224349 63:-0.46388725 64:-0.35054597 65:-2.9990383 66:-2.9949597 67:5.9450796 68:8.0964819 69:-5.8739115 70:1.5349165 71:2.4284218 72:0.97894647 73:3.9258393 74:-3.217612 75:2.3228714 76:0.77286355 77:-7.8191299 78:1.1403667 79:5.7878943 80:-4.4876825 81:-3.5375779 82:3.0547083 83:6.4501343 84:6.7799219 85:6.7692625 86:-5.7924289 87:-8.4526975 88:-0.81661289 89:-7.4538479 90:-5.1378079 91:-6.3969884 92:8.7719096 93:-7.661497 94:-5.401194 95:-7.1718487 96:10.312963 97:-7.7219115 98:-6.9299633 99:-1.5075413 100:4.8665306 101:-5.6565735 102:7.0638833 103:-7.4656039 104:-4.7133201 105:-8.5227804 106:0.29403105 107:-4.2583235 108:-10.396489 109:5.2181213 110:8.8243371 111:4.7403859 112:10.114064 113:-5.7212916 114:8.4628409 115:-8.5891519 116:-4.8659639 117:3.6166538 118:2.1596679 119:1.7897427 120:9.2781496 121:4.4059702 122:-6.6085863 123:-2.2334456 124:4.1613042 125:6.8563592 126:-6.2738578 127:-1.3598476 128:5.7421803 129:4.127848 130:-3.1195789 131:-2.6153772 132:9.5460906 133:1.6647749 134:-4.4225611 135:8.2418739 136:-3.8104029 137:7.3693614 138:-9.6725649 139:1.2735601 140:-11.896517 141:-7.9313856 142:5.056804 143:3.5819511 144:0.70847417 145:-6.4985871 146:-1.9220984 147:-5.7428932 148:-2.8834802 149:-0.23062481 150:-3.2068628 151:5.0130156 152:2.0852779 153:-5.0234324 154:-6.7557814 155:-7.3967839 156:7.1518725 157:-3.6050932 158:-2.3018454 159:2.2289662 160:3.8633678 161:9.1755788 162:-10.359927 163:2.7407796 164:7.6417331 165:1.5876633 166:-3.8562953 167:-3.287505 168:3.4821879 169:-2.7277625 170:-10.336322 171:-9.36718 172:-6.4745042 173:7.9387708 174:-2.0920382 175:-4.353646 176:7.1999131 177:-3.3770229 178:-2.8858191 179:-4.1040972 180:1.0063116 181:6.4668173 182:5.4798019 183:0.82483387 184:3.919725 185:-4.3886275 186:-4.2985124 187:0.33711291 188:10.500665 189:8.4636116 190:-11.342117 191:-2.0390369 192:4.9251623 193:-8.5105547 194:0.79441856 195:-8.6752688 196:-9.6597577 197:-7.4067186 198:-3.839402 199:-6.2480437 
-0.0026227885193762018 0:7.1821148 1:-4.6417455 2:-5.550618 3:-1.2448179 4:4.7104445 5:10.66793 6:-10.269203 7:-4.7531054 8:8.3056801 9:6.7435195 10:-7.0585706 11:3.9403761 12:-9.3052257 13:-8.9278263 14:-4.3775399 15:3.1612511 16:5.0031868 17:3.5875327 18:-6.2991485 19:-3.3626915 20:-0.86917191 21:2.9815215 22:-7.2823981 23:7.7301587 24:0.91539563 25:3.4849927 26:1.1783485 27:-3.7421314 28:5.4601092 29:6.523198 30:6.293162 31:3.6580398 32:5.4108824 33:5.0988895 34:5.8926967 35:5.4730211 36:8.1269526 37:5.0388535 38:-9.473202 39:-4.6077652 40:-1.381901 41:-1.2362085 42:-1.2716646 43:-8.5021304 44:1.3901826 45:5.8673273 46:-9.3595345 47:-4.2276683 48:-9.3469129 49:5.7639246 50:4.5092068 51:-3.5720234 52:5.5857895 53:-8.5840578 54:-2.0713918 55:-3.5399299 56:9.5247279 57:-8.5670657 58:0.40734962 59:-5.8637029 60:7.1745285 61:-6.5789576 62:10.915976 63:-0.023544756 64:-0.6992915 65:-1.5804842 66:-5.835279 67:8.2880611 68:10.067848 69:-5.5607531 70:-0.42196605 71:1.7682959 72:-0.10551038 73:6.5747331 74:-4.2499419 75:2.4659431 76:0.93516021 77:-9.0874518 78:0.91654703 79:3.9035115 80:-7.478184 81:-2.9248963 82:3.4950471 83:7.9002542 84:7.5343942 85:6.9623467 86:-5.3674716 87:-8.0311438 88:-0.81763229 89:-8.007726 90:-4.4252128 91:-5.0579892 92:7.9516898 93:-7.8844336 94:-4.7827364 95:-8.5127225 96:9.9684309 97:-8.5275695 98:-7.8590472 99:-1.4570218 100:3.917952 101:-3.7336585 102:6.6614958 103:-5.5774478 104:-4.191799 105:-8.9405121 106:3.4276948 107:-3.0025929 108:-7.8657805 109:4.8258309 110:9.4993423 111:4.7775095 112:9.2357794 113:-7.598508 114:9.0868173 115:-5.9939432 116:-3.8695729 117:5.9776249 118:1.9329098 119:2.7456208 120:8.7307272 121:4.5594889 122:-7.6114995 123:-2.4371675 124:4.7992158 125:7.5609597 126:-8.298377 127:-1.704937 128:5.3663989 129:6.7277809 130:-1.9200747 131:-4.4314938 132:10.105539 133:1.4896909 134:-3.896335 135:6.9318366 136:-1.7396566 137:5.4152537 138:-10.033763 139:-0.32621834 140:-10.328326 141:-9.8439358 142:6.0448026 143:3.505952 144:1.9423605 145:-5.9824128 146:-1.3029899 147:-8.3099555 148:-2.7354811 149:-1.9144445 150:-2.3904762 151:6.7056274 152:2.6641471 153:-3.3460774 154:-9.4931151 155:-5.5360696 156:7.4622778 157:-1.6452988 158:-1.3372564 159:3.3761687 160:4.2642626 161:5.901479 162:-8.9241931 163:2.0951183 164:7.8467362 165:2.2209343 166:-3.7595351 167:-6.5958313 168:3.9470158 169:-0.50222462 170:-9.7051582 171:-8.1595263 172:-5.2809395 173:7.2927702 174:-1.5797519 175:-7.2106374 176:7.3484817 177:-5.0206422 178:-3.0031212 179:-4.3224806 180:3.5419996 181:7.0231737 182:4.3049461 183:0.12392234 184:1.8652191 185:-4.4045496 186:-5.2583663 187:-0.26949255 188:10.199427 189:5.3223392 190:-10.034119 191:-4.4187593 192:7.5684565 193:-5.7753283 194:2.6089345 195:-9.3525695 196:-8.1465841 197:-7.6946667 198:-4.9488102 199:-7.8251767 
-0.030984519621655267 0:7.0890641 1:-4.5153659 2:-5.5784328 3:-0.51613633 4:6.8588716 5:11.259521 6:-8.8618485 7:-5.5618555 8:8.6787867 9:4.5770269 10:-8.2005924 11:3.2957584 12:-9.4723324 13:-9.2525366 14:-3.0769442 15:6.3863567 16:4.37535 17:3.9271758 18:-6.9780553 19:-1.1263596 20:-1.5986777 21:2.7774103 22:-7.8033313 23:8.5850045 24:1.6327381 25:3.7060833 26:0.4380993 27:-1.9769393 28:2.9138501 29:5.5376414 30:5.3149974 31:5.1155131 32:7.2644147 33:7.2605792 34:6.2308393 35:2.7036016 36:5.6286643 37:6.4463001 38:-7.8096912 39:-5.1366884 40:-1.6361539 41:-0.021393029 42:-0.19922301 43:-10.343105 44:3.2008039 45:6.1536845 46:-9.6813939 47:-4.8538174 48:-6.9720905 49:6.1202352 50:4.5542945 51:-1.9302296 52:6.4833631 53:-8.7767752 54:-3.4794555 55:-4.7009092 56:9.2286318 57:-7.1853853 58:-3.6177579 59:-5.7572726 60:6.428789 61:-5.9183276 62:8.5838835 63:-0.051892187 64:0.94568388 65:-2.1649504 66:-6.9742189 67:7.123202 68:9.6994413 69:-6.1259601 70:1.4508294 71:1.9198537 72:-1.0593008 73:6.352732 74:-2.7613683 75:3.6391235 76:2.2298592 77:-9.9136009 78:0.63728137 79:4.525655 80:-3.9065762 81:-4.3879181 82:2.7733454 83:6.7697636 84:8.0889604 85:6.3755655 86:-2.434251 87:-8.2549717 88:-0.41146526 89:-8.1524049 90:-4.4301707 91:-6.2901487 92:9.7240971 93:-7.1361027 94:-4.8643285 95:-7.3102073 96:9.6423018 97:-8.106273 98:-6.365182 99:-1.786688 100:4.6287189 101:-5.31867 102:7.4242568 103:-7.6695236 104:-5.478734 105:-7.0710547 106:1.1482238 107:-3.5122716 108:-10.303191 109:6.0384733 110:8.9060654 111:6.0949918 112:9.3806969 113:-6.7344864 114:9.6627649 115:-6.886951 116:-3.2594681 117:5.7887438 118:5.0766583 119:0.93386234 120:8.0685136 121:3.5791351 122:-7.6070255 123:-3.6944859 124:2.4285342 125:6.5658504 126:-10.054276 127:-0.17786675 128:5.8902364 129:5.4633545 130:-3.7772724 131:-4.6618751 132:10.358294 133:-0.045800332 134:-3.0842478 135:6.7663722 136:-3.3837619 137:7.7066425 138:-8.8826898 139:0.48921464 140:-10.367066 141:-6.1204204 142:6.0439235 143:2.9102949 144:0.48998226 145:-5.5360284 146:-4.0920007 147:-9.3092308 148:-2.5844564 149:-2.7567698 150:-4.2132241 151:8.533848 152:2.8426539 153:-3.8923995 154:-10.457871 155:-6.2506691 156:8.2143998 157:-1.1605774 158:-3.0959351 159:3.0444107 160:4.2644408 161:6.5023982 162:-9.7814851 163:1.9162486 164:9.3532605 165:3.6824732 166:-5.4174946 167:-4.2019641 168:3.8156517 169:-2.3661535 170:-10.395228 171:-10.138835 172:-4.9691602 173:9.2487024 174:-2.9187802 175:-5.2706005 176:8.9940813 177:-4.8321994 178:-3.0302517 179:-4.5508526 180:1.0696314 181:5.4532965 182:6.0872834 183:-0.060780014 184:2.1653805 185:-5.0891829 186:-4.0972071 187:-3.3929556 188:10.641254 189:5.909168 190:-9.3599779 191:-4.020193 192:6.0839117 193:-6.124864 194:-0.38472097 195:-6.4114491 196:-9.4738942 197:-6.7059355 198:-5.1939458 199:-6.3911323 
-0.055064924202822767 0:8.9210624 1:-5.5071015 2:-3.5819304 3:-4.0612076 4:5.4565826 5:10.320092 6:-10.940149 7:-6.9109478 8:6.4283156 9:5.6945355 10:-8.1167127 11:4.0484729 12:-7.6216999 13:-9.3371489 14:-4.8041051 15:2.4590399 16:5.9450422 17:3.155568 18:-6.9704307 19:-2.0343198 20:-2.2541473 21:0.25383903 22:-5.0495921 23:8.5454012 24:0.37280405 25:4.1058192 26:0.44513488 27:-4.513129 28:6.0739395 29:5.7511447 30:7.5183886 31:4.3365411 32:5.2499113 33:6.0213507 34:7.743138 35:4.3090353 36:6.3331743 37:7.3369725 38:-8.1161092 39:-3.4502668 40:0.30664004 41:0.099965037 42:1.3819635 43:-8.5923009 44:2.3937694 45:6.7668142 46:-9.2414409 47:-7.1006868 48:-6.534713 49:7.4871178 50:5.7892916 51:-1.6835243 52:8.2502587 53:-6.7518395 54:-2.0444141 55:-2.5016419 56:7.183917 57:-7.7712442 58:-1.0515037 59:-6.9374817 60:6.0308765 61:-5.3702454 62:9.4020988 63:1.328098 64:0.42688162 65:-2.606522 66:-6.3633495 67:8.4167353 68:8.4404025 69:-3.9416137 70:0.26939886 71:2.235584 72:-1.1931727 73:4.3084126 74:-4.0560092 75:0.35002454 76:2.4720843 77:-8.860083 78:1.6391656 79:7.3073841 80:-5.6277019 81:-3.7492938 82:1.6914825 83:3.9473149 84:8.1070479 85:7.5735177 86:-4.6585807 87:-7.1516165 88:-0.37803459 89:-6.6571199 90:-4.0503689 91:-7.4152806 92:7.5058599 93:-8.5999207 94:-4.4817276 95:-5.4994377 96:10.884795 97:-5.5159813 98:-8.0064986 99:-1.2968805 100:4.5053265 101:-3.1853503 102:6.0913461 103:-6.9770344 104:-2.927462 105:-7.9988139 106:0.74696763 107:-3.1009343 108:-8.7469082 109:6.6047531 110:10.404353 111:6.8098705 112:8.8025796 113:-8.1892633 114:9.8287155 115:-8.3576491 116:-4.0136097 117:3.4691495 118:3.6562383 119:5.0182402 120:7.0331362 121:3.9895131 122:-7.2287203 123:-1.5232198 124:3.5440868 125:5.5320964 126:-6.6837913 127:-0.69100077 128:5.8627194 129:4.9346249 130:-3.8052715 131:-0.8468193 132:9.9394455 133:-1.5482666 134:-3.3256278 135:6.5322453 136:-1.7802333 137:7.2111472 138:-9.4714637 139:-0.57977861 140:-10.098932 141:-5.9711995 142:7.5766964 143:2.3305852 144:-0.30652372 145:-6.9466209 146:-2.30231 147:-6.3531476 148:-2.069521 149:0.21171628 150:-3.5608885 151:7.1954894 152:3.5362945 153:-4.2385592 154:-8.6511812 155:-7.4487616 156:9.1957767 157:-1.3034736 158:-2.0106085 159:0.23631985 160:5.891887 161:7.5199932 162:-7.2026794 163:4.4590221 164:8.6632985 165:3.7174193 166:-3.613009 167:-7.0295817 168:4.6904784 169:-2.7823193 170:-11.396415 171:-7.9124592 172:-5.8907518 173:8.0917648 174:-3.7244462 175:-6.383363 176:6.1677305 177:-3.1479859 178:-5.3236082 179:-3.7751186 180:2.9472591 181:7.9863201 182:3.6705286 183:-2.0326004 184:3.2651518 185:-4.4520346 186:-3.7518131 187:-1.3067697 188:9.1179947 189:5.5119321 190:-8.6439685 191:-3.0007206 192:6.6572559 193:-5.8887419 194:0.98732041 195:-7.9248831 196:-11.134219 197:-9.3596002 198:-3.6815927 199:-6.1721564 
-0.036993416705390691 0:8.1664981 1:-4.024461 2:-5.8784182 3:-2.4878684 4:6.2478487 5:10.47182 6:-7.9301251 7:-5.8493635 8:6.0138354 9:6.0692339 10:-6.5111879 11:5.1379567 12:-8.3771038 13:-9.3900477 14:-5.2958592 15:4.0098062 16:7.3569869 17:3.4427271 18:-7.0395687 19:-2.8068576 20:-2.3932385 21:3.2983033 22:-7.3341999 23:8.7549432 24:-0.083442644 25:3.9051098 26:-1.9167944 27:-2.6484705 28:5.1668083 29:7.0370349 30:5.233064 31:5.2063419 32:6.8133617 33:6.599532 34:5.4079041 35:3.2949671 36:5.8044804 37:7.103471 38:-10.685252 39:-2.9829293 40:-1.5721934 41:1.3441105 42:-2.1963665 43:-9.2130537 44:2.4281795 45:6.9589164 46:-9.4476755 47:-5.0124708 48:-7.2264759 49:7.806649 50:4.2459725 51:-2.6927412 52:6.0912229 53:-11.629032 54:-2.8039737 55:-4.4616773 56:10.031616 57:-10.365683 58:1.6160086 59:-4.6646582 60:5.0962463 61:-6.3682354 62:10.235365 63:1.7553095 64:0.16759817 65:-2.6807393 66:-5.2030545 67:6.6985988 68:9.2961827 69:-3.140269 70:0.41368724 71:3.6105527 72:-1.9379156 73:4.283096 74:-4.3685798 75:-0.97508094 76:1.5993952 77:-9.8088179 78:2.7713641 79:6.0690687 80:-6.885432 81:-4.342295 82:2.7774004 83:6.0114042 84:6.1228095 85:7.3907533 86:-0.86103166 87:-7.4667517 88:-3.0400235 89:-7.0935374 90:-6.1514306 91:-6.3445747 92:7.8712351 93:-9.0900305 94:-4.4230671 95:-5.3121434 96:9.74143 97:-8.0818737 98:-7.0473598 99:-2.142714 100:5.0475845 101:-5.1597712 102:7.8156928 103:-7.1169126 104:-5.4921967 105:-6.361487 106:4.2410959 107:-3.7750465 108:-8.9310765 109:5.1123863 110:11.114484 111:5.731078 112:9.7789749 113:-5.3554866 114:9.3038669 115:-8.4024241 116:-3.0439644 117:4.0563118 118:2.0600442 119:4.6895218 120:8.6795007 121:4.1950602 122:-8.0192072 123:-3.3250086 124:4.1852833 125:5.4457105 126:-7.7654308 127:-0.88903723 128:6.1028202 129:5.7125274 130:-3.0638669 131:-3.0480457 132:9.8535376 133:-1.0122056 134:-4.5227895 135:7.0115572 136:-3.177208 137:8.1751328 138:-8.2579893 139:0.36919979 140:-9.3159216 141:-9.1046482 142:5.5434267 143:3.7679896 144:1.7029621 145:-7.3263106 146:-2.6841224 147:-8.6017373 148:-1.3550405 149:-1.5153454 150:-3.053489 151:6.6425171 152:3.7385407 153:-5.8188986 154:-10.321647 155:-5.8096519 156:6.9403144 157:-1.7340587 158:-1.6357699 159:1.8501317 160:5.7622182 161:7.8358819 162:-8.3015722 163:2.8447692 164:10.368647 165:2.5566098 166:-3.2671358 167:-4.5055004 168:3.3514333 169:-1.6218029 170:-8.3478592 171:-9.9276955 172:-4.5956403 173:9.4843455 174:-1.4553541 175:-3.8522453 176:7.975802 177:-3.9151998 178:-5.2132996 179:-4.272499 180:2.7192146 181:6.7911504 182:5.7064124 183:-0.50758786 184:2.5341083 185:-6.0811996 186:-3.1959476 187:-2.7592831 188:9.9056708 189:5.5597596 190:-10.734291 191:-2.5803316 192:8.1489802 193:-7.5527448 194:0.60052232 195:-6.5986359 196:-7.8919784 197:-7.3089202 198:-2.5594592 199:-4.9073388 
-0.21203395394274177 0:9.4276255 1:-2.2973384 2:-4.1280371 3:-5.0580624 4:3.4948562 5:9.7510628 6:-10.889243 7:-5.5757062 8:5.1374126 9:3.2841976 10:-8.5050322 11:1.1532717 12:-7.7346563 13:-8.0557602 14:-5.5244158 15:4.3191783 16:6.5593004 17:2.3616328 18:-8.6261953 19:-3.2820345 20:-1.9529149 21:5.1693441 22:-7.0867963 23:9.6257285 24:0.99695654 25:3.5830061 26:-0.5045461 27:-3.2405184 28:4.5975099 29:7.1027108 30:6.9620151 31:4.3065986 32:4.7044186 33:5.5267173 34:6.7747412 35:6.5395068 36:4.5940654 37:7.179083 38:-6.9698019 39:-3.1657056 40:0.53226231 41:0.64082151 42:0.67093802 43:-9.8237119 44:1.0625656 45:7.0828991 46:-10.150016 47:-5.1762417 48:-7.3432822 49:8.5444107 50:4.8847103 51:-1.3384705 52:4.3118711 53:-9.9958189 54:-2.985245 55:-3.1939718 56:8.6019145 57:-7.9435412 58:-1.9000563 59:-6.6927021 60:7.0582576 61:-4.7848804 62:10.03433 63:2.0169951 64:-0.26750426 65:-2.0795066 66:-7.0223896 67:7.9460186 68:8.9165839 69:-4.5165492 70:2.1318014 71:2.635744 72:-0.30476017 73:6.8130259 74:-3.616806 75:0.96521833 76:1.5130369 77:-10.313173 78:0.21326059 79:7.6210271 80:-4.7027807 81:-2.7809211 82:2.7767329 83:5.1664004 84:6.9433452 85:6.7843534 86:-2.2477732 87:-8.873834 88:-0.75340769 89:-4.9741963 90:-5.7366751 91:-6.2421346 92:8.138305 93:-7.3660256 94:-5.6495583 95:-6.5171253 96:10.103874 97:-7.2434891 98:-7.4993263 99:-1.9173123 100:3.59952 101:-5.3043274 102:7.2001925 103:-9.3565379 104:-4.8260912 105:-8.1815826 106:-0.13074724 107:-2.5653665 108:-8.0896732 109:5.5279162 110:10.396576 111:5.8962878 112:8.0682047 113:-6.7612909 114:7.8623746 115:-8.0863496 116:-2.8266987 117:5.0642754 118:0.81596223 119:2.7256186 120:9.3339235 121:3.0768181 122:-7.4029987 123:-3.4287945 124:4.1387019 125:5.6939366 126:-9.0095127 127:0.87565788 128:6.1392982 129:4.6921244 130:-3.6023228 131:-1.6771741 132:9.3964852 133:0.79205454 134:-4.58172 135:7.2414729 136:-3.3828222 137:8.0504555 138:-9.1414463 139:-0.70095233 140:-6.7451169 141:-8.5085216 142:5.4745983 143:2.7705691 144:0.98663674 145:-4.6131529 146:-1.5344783 147:-9.7998114 148:-1.2261993 149:-2.2987485 150:-6.0001827 151:1.8743483 152:2.8551074 153:-4.5104717 154:-9.1867129 155:-7.2482772 156:6.6725193 157:-3.6351353 158:-4.925499 159:1.2291757 160:3.0924813 161:8.210933 162:-10.659165 163:1.3092872 164:8.3429059 165:0.33404753 166:-5.0847845 167:-6.3234823 168:3.2400052 169:-1.1104854 170:-11.107249 171:-7.3843927 172:-4.9793926 173:7.6532272 174:-2.9164931 175:-5.2753048 176:7.3773472 177:-4.3521869 178:-2.2288425 179:-4.9884908 180:1.7373245 181:7.5515273 182:5.9474061 183:0.49273807 184:3.3297298 185:-7.1517813 186:-4.3326774 187:-2.3731421 188:8.070573 189:8.5406679 190:-8.6347731 191:-5.2200875 192:5.9963516 193:-6.6414209 194:-0.99268688 195:-8.6511668 196:-10.629746 197:-7.6413655 198:-3.8914043 199:-7.0511976 
-0.045027243638432697 0:8.8497765 1:-3.774051 2:-6.8645296 3:-2.5514534 4:5.4511348 5:9.4800384 6:-9.291758 7:-4.0925522 8:7.6166911 9:7.5346586 10:-6.9937854 11:0.86680533 12:-7.7924157 13:-10.199652 14:-3.7774967 15:5.313834 16:6.4994795 17:2.423001 18:-7.0555624 19:-0.70829693 20:-1.3669486 21:2.8759198 22:-7.6682327 23:7.4797824 24:0.7556538 25:2.6116449 26:-0.53632323 27:-0.83614697 28:5.1854201 29:8.2657807 30:6.6189715 31:5.080937 32:7.3426534 33:4.740976 34:6.3914529 35:4.6771757 36:6.1662514 37:5.5659598 38:-8.0656226 39:-3.0157904 40:-0.88394749 41:-1.8465368 42:-1.1979441 43:-8.9321155 44:2.964234 45:7.1679145 46:-10.446113 47:-4.5719264 48:-8.317374 49:7.5913753 50:5.3365769 51:-2.2717694 52:7.0364876 53:-9.2216309 54:-2.1626128 55:-4.38877 56:7.1530399 57:-8.7345387 58:-1.0396248 59:-6.7474591 60:7.8131654 61:-6.6560033 62:10.638446 63:2.0779467 64:-0.69687145 65:-4.3189558 66:-4.4036971 67:8.5415545 68:9.3570239 69:-3.8691687 70:-1.6779176 71:2.7691253 72:-2.5807553 73:3.4151017 74:-4.6765007 75:0.95834263 76:2.7701417 77:-12.642913 78:0.56293193 79:7.2095845 80:-4.6189449 81:-2.8607192 82:3.2560302 83:5.5074287 84:6.4260361 85:6.4743667 86:-1.9950112 87:-7.1558354 88:-2.6237783 89:-6.5572681 90:-3.6073122 91:-7.6955041 92:6.3911135 93:-9.1764508 94:-5.7082463 95:-6.0831644 96:7.7849039 97:-9.9220408 98:-6.1078868 99:-1.8957731 100:2.8502364 101:-3.412957 102:8.5824237 103:-7.1276837 104:-3.7632269 105:-6.9781024 106:0.80810382 107:-2.3815626 108:-7.8845614 109:6.4153343 110:7.7373606 111:6.1166984 112:9.1094046 113:-7.3456138 114:9.770447 115:-8.6112886 116:-3.190658 117:4.8560036 118:3.3544165 119:2.6079313 120:8.7722848 121:3.99836 122:-6.8460338 123:-2.1645182 124:3.1365729 125:6.4891008 126:-8.9322158 127:0.12318382 128:6.2623655 129:4.3983639 130:-2.0538874 131:-0.64790485 132:8.4199306 133:-0.40588809 134:-4.2186029 135:7.1077962 136:-1.6950884 137:5.3081656 138:-8.8288854 139:-0.93423085 140:-8.1263187 141:-8.1916236 142:6.017743 143:2.8344427 144:-0.33810132 145:-6.6950448 146:-2.1197787 147:-8.3442883 148:-0.68376241 149:-1.4536334 150:-1.3777082 151:4.7743519 152:2.1592251 153:-4.8996607 154:-8.3691697 155:-8.9250861 156:7.3192082 157:-1.8064311 158:-1.3171003 159:3.3233263 160:2.878079 161:5.8193314 162:-10.134765 163:2.3559094 164:8.0830435 165:1.5671348 166:-4.8118152 167:-6.0389419 168:3.1851998 169:-1.3239948 170:-10.102267 171:-8.4137615 172:-7.1893569 173:8.4129104 174:-3.4875647 175:-4.4502613 176:7.8552953 177:-3.3081766 178:-3.4419806 179:-3.9099496 180:1.8750749 181:7.2218927 182:5.2434486 183:-1.7824609 184:4.5000685 185:-4.0872579 186:-4.9097561 187:-1.800606 188:7.6100987 189:7.5548167 190:-8.9849349 191:-3.6247967 192:6.7585417 193:-6.5624129 194:-0.19679201 195:-8.8524677 196:-8.8124141 197:-8.1234095 198:-2.9867135 199:-7.3737678 
-0.023518721163269751 0:7.5646405 1:-4.2480363 2:-3.5941848 3:-2.5879962 4:3.6329815 5:8.6710177 6:-8.3705949 7:-4.9735116 8:4.7217545 9:6.0670342 10:-6.605008 11:3.760026 12:-9.8077272 13:-10.076111 14:-5.9272727 15:4.9334897 16:7.3903197 17:3.1793522 18:-5.0210226 19:0.13764679 20:-3.5828788 21:0.80473083 22:-8.863271 23:9.8105371 24:-0.63127771 25:4.585771 26:0.45005954 27:-2.2844537 28:4.7157781 29:7.3673802 30:6.6765507 31:3.948076 32:5.8539649 33:7.533525 34:8.130055 35:3.5886026 36:5.4052207 37:6.9082277 38:-8.5575706 39:-4.349496 40:-1.843598 41:0.53814427 42:0.089099045 43:-10.095101 44:2.5280419 45:6.4223159 46:-9.5376107 47:-4.2756435 48:-9.0545814 49:7.2921848 50:3.3063285 51:-2.752006 52:6.2095 53:-8.6968356 54:-4.4605307 55:-4.2204727 56:8.7223102 57:-8.1430417 58:-1.8722157 59:-7.3128278 60:6.1256645 61:-5.0075141 62:12.511766 63:-0.35766271 64:0.50905921 65:-1.1367272 66:-5.3667221 67:8.2465221 68:8.6211489 69:-2.5015405 70:0.95078976 71:3.1402306 72:-0.079310268 73:6.020164 74:-1.9975626 75:1.7988208 76:2.4438329 77:-8.0890791 78:1.295881 79:7.2280142 80:-6.5881482 81:-4.8544606 82:2.6705162 83:6.6659779 84:8.5014886 85:6.7519902 86:-3.4949154 87:-8.1272415 88:-1.2875299 89:-5.696062 90:-4.6483753 91:-7.5321314 92:8.9523041 93:-7.5332 94:-4.1540382 95:-7.4348131 96:10.21487 97:-6.6421392 98:-6.6024874 99:-0.62380474 100:5.0850654 101:-4.2197794 102:5.2257623 103:-6.6433259 104:-5.0535464 105:-8.4914091 106:0.32391068 107:-5.0989874 108:-11.514221 109:5.5223028 110:7.9314947 111:5.5497845 112:10.006953 113:-7.1158921 114:9.0999813 115:-7.1184026 116:-3.068733 117:3.272058 118:2.980158 119:4.4250046 120:10.948593 121:3.3379454 122:-7.1419837 123:-2.18784 124:5.1051003 125:8.5168641 126:-7.0354332 127:0.31081238 128:7.6562286 129:4.8779659 130:-4.2066076 131:-2.0958956 132:10.982721 133:2.4082757 134:-4.6863461 135:6.451355 136:-3.0661316 137:6.761348 138:-9.8940749 139:0.53827574 140:-9.793923 141:-9.1490793 142:5.9961487 143:3.6026848 144:0.29783385 145:-5.5694563 146:-2.3863911 147:-9.2277149 148:-1.1787705 149:-1.5053537 150:-3.8072751 151:4.7237455 152:1.5903436 153:-4.0558738 154:-8.5651865 155:-6.0535786 156:7.9616136 157:-0.68898596 158:-4.1955119 159:1.7682583 160:6.3558339 161:6.9041197 162:-8.4504032 163:4.2708196 164:9.7556399 165:1.8562182 166:-2.00346 167:-5.5647293 168:4.2604478 169:-1.7268121 170:-11.301982 171:-8.327812 172:-6.7548928 173:8.914124 174:-4.5556743 175:-6.5425641 176:6.0746216 177:-2.7682346 178:-2.4067034 179:-3.1524924 180:4.6686144 181:6.4082207 182:6.113963 183:-1.5788085 184:1.9436288 185:-6.0078371 186:-6.4134293 187:-1.9192873 188:9.1140877 189:5.4345542 190:-9.4198068 191:-2.4767971 192:5.3961801 193:-6.64812 194:0.11180228 195:-7.2926623 196:-8.1828128 197:-7.9627303 198:-6.0249294 199:-8.1762277 
-0.054465605350848337 0:6.6160454 1:-3.8531197 2:-3.7760366 3:-2.4118162 4:3.5858516 5:9.5141779 6:-9.9900834 7:-5.5681801 8:5.2348503 9:7.8638364 10:-8.9048993 11:3.6843931 12:-7.4952228 13:-9.3129016 14:-3.1474977 15:4.6546974 16:6.197582 17:3.8052937 18:-5.0840091 19:-0.38503988 20:-2.9994385 21:2.4979577 22:-7.7625884 23:8.6001313 24:-1.4058966 25:3.2062396 26:-0.52843669 27:-1.5766689 28:6.4320584 29:4.7815937 30:8.0663267 31:3.7148684 32:6.0976369 33:7.5640636 34:5.281543 35:5.1620653 36:4.5030705 37:4.9927998 38:-7.5079428 39:-4.1201974 40:-1.6752116 41:1.5960234 42:-2.0950363 43:-8.2957516 44:2.1287694 45:8.7359276 46:-9.3184821 47:-3.3580835 48:-7.0167283 49:8.1354208 50:4.9598091 51:-2.5574318 52:6.6377694 53:-6.13858 54:-1.13443 55:-2.6911555 56:6.4793444 57:-5.7211905 58:-1.0153685 59:-6.5990334 60:6.4372825 61:-5.4653651 62:9.7719709 63:1.0558696 64:2.5914382 65:-1.4302297 66:-4.9497436 67:6.723812 68:8.6234151 69:-5.1253888 70:-0.48302104 71:3.347662 72:-0.83985986 73:4.9031463 74:-3.3382659 75:1.0887599 76:1.5150109 77:-12.138197 78:0.5267912 79:5.0195757 80:-4.4524175 81:-2.2715442 82:2.7892911 83:5.6361317 84:7.7220126 85:6.8383887 86:-3.8486579 87:-8.7346152 88:-0.87951043 89:-7.2051589 90:-4.5903487 91:-6.8053077 92:7.8321615 93:-8.0551694 94:-6.8342118 95:-5.3425626 96:10.912557 97:-8.0277205 98:-7.7595843 99:-2.529012 100:4.2827832 101:-4.5908709 102:6.7917031 103:-6.5248176 104:-5.6912873 105:-8.0640774 106:1.5004345 107:-4.6264204 108:-10.160762 109:6.2647524 110:8.6387119 111:6.0918203 112:7.3867745 113:-4.8482961 114:7.4157148 115:-9.8222787 116:-2.8125446 117:3.6884071 118:2.2110695 119:2.5271545 120:8.1571644 121:2.5892567 122:-7.0119861 123:-2.4264071 124:3.5129481 125:5.1345234 126:-9.9215938 127:-0.88747883 128:5.1961175 129:4.6484043 130:-4.004267 131:-2.9630938 132:8.70692 133:0.55319464 134:-4.3231362 135:6.7297593 136:-3.9785848 137:6.4475068 138:-8.5862746 139:-0.62733938 140:-11.380892 141:-6.4584758 142:5.791779 143:3.1068026 144:-0.24310527 145:-4.5487266 146:-1.881986 147:-8.338479 148:0.014947037 149:-2.8191071 150:-4.1984517 151:3.6997321 152:2.1766713 153:-3.4567352 154:-6.4723443 155:-6.8067931 156:6.2534348 157:-3.0549201 158:-3.4533973 159:1.9127106 160:5.4752023 161:6.50424 162:-10.547095 163:0.63831201 164:8.3877025 165:0.93585512 166:-3.7300651 167:-5.7522061 168:3.31378 169:-3.0092033 170:-8.0681331 171:-9.7648873 172:-6.0920024 173:6.9827926 174:-1.694872 175:-5.6830338 176:8.4655058 177:-4.5814412 178:-2.6542848 179:-4.9766613 180:1.9338957 181:5.2226771 182:4.766865 183:-0.14654833 184:3.5003792 185:-4.6122456 186:-3.8917252 187:0.36080895 188:9.9199341 189:6.7515023 190:-10.081673 191:-1.8813441 192:6.9913265 193:-6.4542103 194:1.7915049 195:-7.4792508 196:-9.0931033 197:-6.9516847 198:-5.0202311 199:-6.9258076 
-0.09314881765986649 0:8.3673753 1:-5.3087935 2:-3.5657548 3:-3.2511957 4:3.9023705 5:11.345465 6:-10.434712 7:-4.9593837 8:7.9016732 9:7.5527097 10:-7.7300891 11:3.9519684 12:-8.0945836 13:-11.217571 14:-4.3762824 15:3.2768296 16:4.779042 17:2.2621247 18:-6.6460019 19:-0.82539164 20:-1.2244306 21:1.1884618 22:-8.642046 23:8.6234291 24:2.0742023 25:5.28298 26:-0.17824751 27:-3.5536732 28:3.9452035 29:6.821829 30:7.198512 31:4.6650226 32:6.1726124 33:7.4995668 34:7.8810706 35:2.8928733 36:5.8916945 37:5.1950794 38:-10.057395 39:-5.3359667 40:-0.47248546 41:-0.60620789 42:-1.4851054 43:-7.3478169 44:1.1487492 45:7.0542101 46:-10.379854 47:-5.1208948 48:-7.378867 49:8.1063394 50:5.1779472 51:-3.4923592 52:6.866249 53:-9.0612864 54:-2.7022047 55:-2.5463094 56:9.2051644 57:-11.394014 58:-3.1814775 59:-7.9939549 60:7.4436761 61:-5.144883 62:9.6096011 63:-1.5017923 64:-0.1767621 65:-2.1308474 66:-6.6006723 67:7.7179731 68:7.9718878 69:-3.6837434 70:-0.97090836 71:1.8068505 72:-1.5145582 73:4.6768661 74:-3.3553935 75:1.6688737 76:2.1880852 77:-7.368049 78:-0.54174337 79:6.807121 80:-5.1362264 81:-2.8528939 82:0.87572581 83:4.1783155 84:9.0110158 85:7.4429648 86:-1.8317347 87:-7.9243869 88:0.28114512 89:-6.248605 90:-4.2558838 91:-7.3901509 92:7.4169744 93:-9.2312376 94:-4.6260182 95:-6.6461451 96:9.3389434 97:-8.785516 98:-7.7303354 99:-1.4658252 100:5.0887251 101:-3.7400667 102:7.2068684 103:-6.4201492 104:-3.2321201 105:-7.7777451 106:3.3333956 107:-3.2175228 108:-9.3288502 109:4.4196874 110:10.251566 111:4.5545899 112:9.263606 113:-4.0497236 114:9.0847485 115:-8.6451506 116:-4.1062905 117:6.0760956 118:2.3003203 119:3.3062603 120:9.0479955 121:3.0697764 122:-8.0120243 123:-3.3254936 124:3.0561356 125:5.127272 126:-10.249701 127:0.12626451 128:6.9442407 129:5.5444331 130:-4.0313937 131:-3.3725677 132:9.2515999 133:-1.507705 134:-1.1286865 135:7.3569668 136:-1.9143667 137:8.0624212 138:-7.4699914 139:0.38868351 140:-7.9889883 141:-7.1722856 142:6.1376409 143:2.693884 144:3.5638912 145:-5.7913568 146:-3.1087326 147:-7.6631325 148:-1.765922 149:-2.8410637 150:-3.0465612 151:6.4938345 152:1.694766 153:-3.5541697 154:-9.5057781 155:-7.3593609 156:6.1737922 157:-2.6250625 158:-4.1500602 159:1.7967542 160:3.7294717 161:8.0323437 162:-8.9841947 163:3.6057368 164:7.8957337 165:-0.10798446 166:-4.8904393 167:-5.4414097 168:2.2711126 169:-1.2903003 170:-9.4982849 171:-7.0441581 172:-5.977886 173:8.1190829 174:-3.9556944 175:-4.9592497 176:7.6170542 177:-3.0508718 178:-3.0475303 179:-1.9039254 180:1.838237 181:7.4356018 182:5.557614 183:0.2910585 184:2.7205533 185:-4.1135973 186:-4.6074408 187:-0.97266119 188:10.367144 189:6.3675917 190:-10.873821 191:-1.8149962 192:7.1817573 193:-6.2905751 194:-1.0855914 195:-4.7840605 196:-9.353761 197:-6.7110231 198:-4.4128176 199:-5.5460587 
-0.085499621965316491 0:8.0179429 1:-5.5905293 2:-3.1334035 3:-1.2185934 4:3.5160978 5:9.5471631 6:-8.9151437 7:-6.1991257 8:5.4915221 9:3.3099144 10:-8.4762471 11:2.4159102 12:-9.271343 13:-10.891978 14:-2.7453215 15:3.5962666 16:4.8689063 17:5.4601101 18:-7.0766277 19:-1.8998744 20:-1.9956848 21:0.69507145 22:-9.0036341 23:9.8775827 24:0.893355 25:4.3501779 26:0.3869118 27:-3.2781894 28:6.4221266 29:7.8240446 30:6.3623542 31:4.5686238 32:5.879623 33:6.4639375 34:5.1368252 35:4.0939111 36:5.8315701 37:5.0923262 38:-8.9412451 39:-4.643749 40:-2.2932159 41:-0.1187492 42:-2.0212111 43:-8.9219649 44:3.053036 45:7.3090895 46:-9.497159 47:-4.6681618 48:-7.6724849 49:8.8527508 50:2.7716444 51:-3.5259037 52:8.1014183 53:-7.7507794 54:-1.5113178 55:-4.3861261 56:8.6874464 57:-7.3670576 58:-2.4789225 59:-5.4688563 60:7.9145342 61:-5.6399036 62:9.6113536 63:2.0480399 64:1.4413799 65:-1.0178261 66:-6.4343628 67:8.5922546 68:8.4040902 69:-4.5292844 70:1.5491087 71:2.8831831 72:-0.27921762 73:5.4113031 74:-3.1378528 75:2.1741884 76:2.5145566 77:-8.9835818 78:2.5792013 79:4.7648171 80:-6.2983474 81:-5.1026443 82:1.2051401 83:7.1876011 84:8.0878798 85:5.9824969 86:-1.0259871 87:-7.6055678 88:-2.7633081 89:-5.717405 90:-3.0426114 91:-5.1497433 92:7.8057861 93:-7.387622 94:-6.0583776 95:-7.0756755 96:9.7755889 97:-8.6557513 98:-7.2265653 99:-0.52149913 100:2.9681597 101:-4.1489938 102:5.5275694 103:-8.2448015 104:-5.5412684 105:-7.3742428 106:-1.0126864 107:-7.100668 108:-10.087436 109:4.2346375 110:9.9087054 111:4.6810452 112:7.6097364 113:-6.6288355 114:9.1802322 115:-5.4181684 116:-4.2909517 117:2.7560132 118:3.1486764 119:4.0010769 120:7.11785 121:4.5401382 122:-7.7925691 123:-2.2881601 124:3.5096847 125:5.940141 126:-8.7946076 127:-2.3646176 128:5.3424331 129:5.1653092 130:-4.251329 131:-1.2876827 132:11.339174 133:0.086723016 134:-3.9768004 135:7.2134974 136:-4.7978366 137:7.45094 138:-8.9284398 139:0.90540055 140:-9.3488026 141:-7.7798489 142:5.3566642 143:2.1900268 144:-1.5648821 145:-6.8008084 146:-2.5853543 147:-7.1980338 148:-0.51680724 149:-1.935095 150:-2.4880107 151:7.9486769 152:2.8633671 153:-3.978572 154:-8.9417789 155:-7.4385926 156:6.0014381 157:-1.5633853 158:-2.6235853 159:1.6024484 160:3.8663149 161:8.912304 162:-8.3376985 163:2.9990516 164:7.9942613 165:0.91482477 166:-4.1200203 167:-7.0388036 168:3.5854333 169:-1.6302418 170:-9.1776815 171:-9.6971255 172:-5.2959954 173:7.7365921 174:-4.6286128 175:-4.0286244 176:7.7821486 177:-2.324176 178:-2.51184 179:-4.700451 180:4.8329709 181:6.6996336 182:4.5174013 183:-1.5662435 184:3.0002753 185:-4.477011 186:-3.7215526 187:-0.042655657 188:9.6026611 189:8.0990521 190:-8.2044675 191:-2.6436669 192:6.7215193 193:-7.0904142 194:0.19716658 195:-6.9552287 196:-8.3858596 197:-7.5447905 198:-4.0221988 199:-6.1378158 
-0.15968188385414242 0:10.359832 1:-3.6691494 2:-6.3657662 3:-3.0934603 4:2.3798474 5:11.868506 6:-8.7956128 7:-3.6959297 8:7.1705408 9:3.8811103 10:-7.8322675 11:2.0102459 12:-9.0835012 13:-10.705018 14:-6.1541611 15:3.2965974 16:5.1785402 17:3.2477305 18:-8.0606459 19:-0.48559305 20:-0.30459285 21:2.687528 22:-7.2599083 23:10.182037 24:-0.22150767 25:3.4266307 26:0.98280842 27:-2.4328648 28:4.7047768 29:5.8629579 30:5.2751766 31:4.30833 32:5.0776204 33:8.4113662 34:7.1693823 35:3.1878547 36:6.625565 37:5.2351369 38:-10.72464 39:-4.0762293 40:-0.73313453 41:-0.44896539 42:-0.69892793 43:-8.6105626 44:1.7506318 45:7.2727725 46:-9.5047905 47:-4.9845497 48:-7.3075085 49:9.6383182 50:3.32065 51:-1.6341941 52:7.7460897 53:-10.85543 54:-1.6780947 55:-3.8481804 56:9.1029845 57:-7.6419949 58:-1.0047533 59:-6.4454654 60:6.6427158 61:-6.5440905 62:8.2736658 63:1.3051511 64:0.67843172 65:-0.2497597 66:-6.3365221 67:6.9450656 68:8.7702124 69:-4.5955482 70:1.7797945 71:4.3703702 72:-1.6361063 73:6.5734368 74:-4.7119372 75:3.2073071 76:1.9929266 77:-9.7386224 78:2.5239248 79:6.7039824 80:-3.7321646 81:-2.9672009 82:4.3392151 83:5.2033093 84:7.2546466 85:6.8094252 86:-2.9261422 87:-7.8040862 88:0.12355061 89:-7.1174719 90:-2.1121941 91:-7.3361623 92:10.268973 93:-9.3960259 94:-5.4077998 95:-7.7810366 96:9.6784963 97:-7.0519456 98:-7.2306976 99:-1.044185 100:5.8338629 101:-2.1003464 102:6.9967861 103:-7.8532039 104:-4.9057371 105:-8.7662201 106:-0.46547758 107:-4.194802 108:-9.3326997 109:6.3717266 110:9.3651402 111:6.0691741 112:8.2971191 113:-5.6898454 114:10.562906 115:-7.1764978 116:-4.4616079 117:5.6450923 118:3.3845 119:3.2421468 120:8.8964683 121:2.5001228 122:-7.8615836 123:-3.1344573 124:5.464205 125:6.022311 126:-9.1837726 127:1.2894512 128:3.2895764 129:3.818981 130:-2.577662 131:-3.3422134 132:7.2380986 133:-0.21408486 134:-2.7767932 135:5.0095709 136:-4.5679705 137:6.5337251 138:-8.4788605 139:0.067867812 140:-9.7455963 141:-7.0976095 142:6.0187881 143:3.1490455 144:0.38274921 145:-5.6969991 146:-1.2355523 147:-6.6860594 148:-0.35307434 149:-1.1291797 150:-3.3918143 151:6.7188953 152:4.568833 153:-1.6840947 154:-7.6960284 155:-5.5667713 156:7.6474555 157:-2.9206189 158:-2.9841731 159:1.812918 160:4.3474668 161:8.6753404 162:-8.7408311 163:1.3073915 164:8.7914169 165:0.52763169 166:-3.2030228 167:-4.3589237 168:4.0198977 169:-2.4051856 170:-9.1067818 171:-7.4475565 172:-5.2831706 173:7.649532 174:-5.991614 175:-6.0879969 176:6.3149675 177:-1.8885188 178:-2.9110583 179:-4.2817882 180:1.764 181:4.8901333 182:5.9577114 183:-1.2074933 184:1.4343857 185:-7.351821 186:-4.0512899 187:-0.18283721 188:10.245557 189:7.0321718 190:-9.1879348 191:-3.3854082 192:6.442688 193:-5.3149218 194:1.1335755 195:-6.8229403 196:-9.8602142 197:-7.2899593 198:-7.0285218 199:-6.8407421 
-0.01754084554068799 0:6.722826 1:-4.7021241 2:-3.5533891 3:-1.9227534 4:4.9463449 5:10.533488 6:-8.5428096 7:-6.6640064 8:7.4769636 9:4.2296583 10:-7.2902866 11:1.3719591 12:-7.6202967 13:-8.2630896 14:-3.1885286 15:4.9168619 16:5.9897944 17:3.1170294 18:-6.0488266 19:0.59801485 20:-2.1109866 21:1.6946658 22:-8.0679819 23:7.3813422 24:0.54490981 25:4.1371492 26:0.89376604 27:-3.2514523 28:4.6842424 29:6.1999641 30:6.1563014 31:3.479873 32:6.40971 33:6.1709835 34:6.5835301 35:3.2418067 36:6.8189449 37:5.9261442 38:-8.7870926 39:-3.7305448 40:-2.3499424 41:-1.0086228 42:-2.5098882 43:-9.7704329 44:1.7951608 45:5.1334878 46:-9.4811186 47:-5.3078038 48:-6.0570736 49:7.2231137 50:4.3064149 51:-3.2913699 52:6.2695954 53:-7.5347716 54:-2.9747304 55:-4.9547063 56:7.4918084 57:-9.1196093 58:-2.8838856 59:-6.0302173 60:6.6308232 61:-4.5942331 62:9.9815137 63:-0.068822692 64:0.87223554 65:-1.6106264 66:-4.6150218 67:9.3015363 68:8.6008873 69:-5.8004303 70:2.1511209 71:2.6046543 72:-1.2355225 73:4.9179614 74:-2.7878971 75:2.1435712 76:1.5621052 77:-10.283386 78:4.0700732 79:4.9111266 80:-3.802628 81:-1.6477107 82:1.4448704 83:5.2900355 84:7.623455 85:6.032965 86:-3.7085531 87:-6.380131 88:0.89994383 89:-6.8014048 90:-5.0486118 91:-8.2101433 92:8.884371 93:-9.3205439 94:-4.6612023 95:-6.8750403 96:9.5662474 97:-8.3472954 98:-7.9878597 99:-2.5137643 100:5.2636992 101:-3.0272607 102:5.5395664 103:-10.063348 104:-4.715386 105:-8.1343577 106:0.50679384 107:-2.7597154 108:-10.005806 109:5.6166027 110:11.125636 111:5.1058655 112:9.4298453 113:-5.1675399 114:8.8254457 115:-7.9120547 116:-3.5290139 117:6.7044884 118:3.1266879 119:3.8867616 120:8.109927 121:1.488307 122:-6.8962812 123:-2.5151492 124:4.2382057 125:5.4078301 126:-8.1355186 127:-0.839671 128:5.1307605 129:5.9822497 130:-4.4395465 131:-2.6891925 132:9.799378 133:-2.4677908 134:-4.5661685 135:7.5992233 136:-2.1007874 137:6.5258387 138:-7.8989327 139:0.52002991 140:-8.7825202 141:-7.5348411 142:7.2028884 143:3.2610552 144:1.4575968 145:-6.0850007 146:-1.4906654 147:-10.371398 148:-1.5303362 149:-0.34473637 150:-5.3587115 151:5.0284007 152:5.9510398 153:-2.8099096 154:-8.5767411 155:-6.3464481 156:7.0568437 157:-2.1742029 158:-1.1466063 159:1.5587059 160:5.0705255 161:4.7205106 162:-8.8831746 163:2.160613 164:7.6114403 165:1.6700767 166:-2.8261883 167:-6.234699 168:3.4424076 169:-1.7873913 170:-11.893032 171:-8.5504974 172:-5.4433784 173:7.0124741 174:-2.8070373 175:-4.8102842 176:7.5409709 177:-4.2302041 178:-3.1752112 179:-5.5575606 180:2.0144259 181:7.5860748 182:4.8655785 183:-1.4672624 184:2.1137643 185:-6.8136523 186:-5.2363429 187:-0.57835832 188:8.7347725 189:7.3414753 190:-9.0444033 191:-4.8979677 192:8.3235119 193:-6.93299 194:1.5504838 195:-9.1214664 196:-9.7316277 197:-8.1064939 198:-3.1611103 199:-6.2133145 
-0.055851176712519351 0:7.5554743 1:-3.6606332 2:-3.2082782 3:-3.6466556 4:3.6349193 5:9.6074167 6:-10.859236 7:-3.5957707 8:6.1791291 9:5.7091421 10:-7.6310285 11:5.0449156 12:-7.9911655 13:-9.7082213 14:-4.8599424 15:3.1089099 16:4.2842235 17:2.9517579 18:-9.464123 19:-2.7133905 20:-2.6062338 21:3.5581428 22:-6.6985743 23:9.0166862 24:-0.3570203 25:3.8310452 26:-1.3917855 27:-2.7847221 28:3.9879498 29:5.9258609 30:7.3335671 31:3.9072739 32:6.7053521 33:6.1856475 34:8.7822443 35:3.3265169 36:5.3173966 37:6.5897891 38:-6.7990468 39:-3.1948265 40:-0.88516622 41:0.1678765 42:-0.53541374 43:-8.076535 44:1.5197997 45:6.66669 46:-10.264758 47:-2.7633726 48:-7.2796757 49:9.0615605 50:2.6193298 51:-4.3997491 52:7.1852438 53:-9.3339003 54:-1.2552133 55:-4.0554921 56:9.3249021 57:-9.8864226 58:-0.52003729 59:-6.3468972 60:7.7532125 61:-5.6009915 62:10.41499 63:0.68587832 64:2.6117558 65:-0.17422888 66:-5.0092221 67:7.0880956 68:8.5073888 69:-5.3201068 70:-0.17715947 71:2.5969527 72:-0.28954338 73:4.2409954 74:-3.2653747 75:2.849434 76:0.61766533 77:-9.404213 78:1.5142491 79:6.7004354 80:-4.7618456 81:-2.9484684 82:1.8993415 83:5.836106 84:7.302502 85:6.3151569 86:-2.7266961 87:-7.7358199 88:-0.43875626 89:-9.1319862 90:-4.0958648 91:-8.2118943 92:8.1552889 93:-7.3209326 94:-4.2264014 95:-6.6827692 96:9.7686562 97:-7.6620459 98:-4.8179591 99:-1.9372651 100:5.0809235 101:-4.929157 102:7.5403505 103:-8.5721437 104:-5.4311568 105:-7.3340375 106:0.14094443 107:-3.9015715 108:-6.6158902 109:8.2548427 110:8.3860092 111:5.8072257 112:8.9229749 113:-5.9721662 114:8.1353773 115:-5.541233 116:-4.3565909 117:3.4781956 118:5.3414801 119:1.2517633 120:7.3166488 121:4.9879323 122:-7.4883575 123:-4.2913423 124:4.4525519 125:6.6445531 126:-9.1068977 127:-1.6846461 128:6.197029 129:4.5451866 130:-1.1471469 131:-3.922676 132:9.1438947 133:-1.1072398 134:-2.8399944 135:5.489056 136:-0.45283137 137:5.9408472 138:-7.5772864 139:1.3829003 140:-8.8819718 141:-8.1889648 142:6.0662906 143:3.654319 144:2.2860272 145:-5.5747313 146:-3.7388484 147:-6.6451633 148:-0.72209192 149:-0.93802131 150:-4.7154958 151:4.6639063 152:3.7183761 153:-5.0238161 154:-7.105416 155:-7.6826964 156:7.4468739 157:-2.3236705 158:-2.3663196 159:3.5722256 160:5.3478068 161:8.2287141 162:-7.4137368 163:3.0224287 164:9.0432417 165:0.96525761 166:-4.2847457 167:-5.2302325 168:3.9832735 169:-2.6913529 170:-9.3504615 171:-9.8023753 172:-6.3385586 173:7.6264726 174:-3.6000547 175:-5.0121731 176:8.3789949 177:-3.7025131 178:-5.2984572 179:-4.9237894 180:3.57715 181:7.8428238 182:4.3101605 183:0.7063214 184:2.0081386 185:-3.9881881 186:-5.0636753 187:-0.94190102 188:9.7684515 189:9.8500466 190:-8.2873363 191:-3.8130743 192:5.7432408 193:-7.7794597 194:0.99444816 195:-8.0598638 196:-9.8868428 197:-7.8488443 198:-4.324279 199:-6.8714263 
-0.017019026388479908 0:8.9624364 1:-3.9616137 2:-4.9063951 3:-1.2525992 4:3.9940878 5:8.5044522 6:-9.1563039 7:-4.691855 8:4.3652022 9:6.2714819 10:-8.4654756 11:3.999092 12:-6.8929181 13:-9.2873363 14:-3.2818387 15:4.4825332 16:3.6867553 17:2.7961621 18:-7.4285394 19:-2.119359 20:-1.3750859 21:1.1470421 22:-5.8908815 23:8.3408095 24:0.066301582 25:4.1358841 26:-0.44818153 27:0.24123358 28:6.4573314 29:7.6555568 30:7.3167351 31:4.560249 32:5.2599486 33:6.9163801 34:7.4938656 35:5.0397262 36:6.4453743 37:8.0769523 38:-7.6803868 39:-5.7195372 40:-0.38980904 41:-0.085081568 42:-3.0284392 43:-8.0073078 44:2.4666427 45:5.5206466 46:-9.7078859 47:-4.1050826 48:-7.7886187 49:7.4554448 50:1.6165598 51:-1.401825 52:7.0318737 53:-8.7393843 54:-4.1477214 55:-3.7574 56:8.5568874 57:-7.5845949 58:-2.100085 59:-6.4398531 60:8.432495 61:-5.061532 62:8.2032501 63:0.14618911 64:2.4672904 65:-2.4717936 66:-5.2235844 67:5.1442594 68:10.141781 69:-4.1920463 70:0.97754392 71:3.5043242 72:-0.12274992 73:6.0716978 74:-3.0262222 75:4.9805895 76:2.807767 77:-7.3736767 78:1.6078966 79:6.3711274 80:-5.7441031 81:-3.6126174 82:1.1160489 83:8.9830704 84:5.3253821 85:7.0001309 86:-3.4976877 87:-8.8254447 88:-1.1521592 89:-7.2243567 90:-6.1432145 91:-7.2558583 92:8.6602918 93:-8.7722702 94:-5.7461942 95:-8.9166018 96:9.3859803 97:-6.5389349 98:-9.7577554 99:-0.63481675 100:5.7288057 101:-4.8112972 102:7.0251135 103:-8.1360581 104:-5.3068175 105:-7.9363037 106:2.9593592 107:-2.5093805 108:-8.7717619 109:5.2912349 110:10.005221 111:6.5652768 112:9.2021108 113:-5.4557587 114:10.138274 115:-8.3522682 116:-3.8275402 117:3.4629408 118:4.1846156 119:3.6451626 120:8.2547528 121:3.6317202 122:-8.1008995 123:-3.9836027 124:5.0573213 125:7.662073 126:-7.9438297 127:-0.66535612 128:6.461046 129:4.1449958 130:-2.9418381 131:-3.5223944 132:8.8345667 133:1.291375 134:-3.7576146 135:6.0205277 136:-0.74226133 137:5.821827 138:-9.7189401 139:0.93129061 140:-11.559044 141:-8.4305692 142:6.3559837 143:3.3639383 144:1.1094185 145:-7.4176705 146:-0.27471308 147:-6.7530371 148:-1.2618583 149:-2.4694737 150:-3.1569615 151:6.9845203 152:2.691304 153:-4.4807681 154:-8.6352879 155:-7.9836587 156:8.3280178 157:-2.4880423 158:-3.6403837 159:2.0923378 160:3.7158009 161:7.297621 162:-8.5491613 163:1.4306825 164:8.2442171 165:1.5154235 166:-4.7771133 167:-5.2119486 168:5.2903042 169:-2.3369889 170:-11.607211 171:-7.4680985 172:-6.4637096 173:8.8321558 174:-2.5401479 175:-5.4161669 176:8.1468184 177:-3.0329105 178:-3.4354955 179:-4.8059394 180:2.1943693 181:7.4207012 182:5.8803384 183:0.2241496 184:2.3243742 185:-3.504341 186:-1.8162519 187:-1.456256 188:8.9037701 189:7.406689 190:-10.751498 191:-3.8821551 192:4.991441 193:-7.3755821 194:2.0464536 195:-7.8164172 196:-9.6061898 197:-7.8094245 198:-3.8984846 199:-7.3673914 
-0.20112865881650571 0:8.5516488 1:-5.0420105 2:-5.476575 3:-3.0559663 4:4.01073 5:9.2824602 6:-10.27106 7:-4.5204266 8:6.9832148 9:5.3280271 10:-8.3393426 11:1.3488658 12:-6.6370418 13:-10.18194 14:-5.7679225 15:3.1539804 16:8.0732287 17:3.211489 18:-6.3177408 19:-0.96866838 20:-2.5754244 21:2.6828059 22:-5.3503385 23:8.0988015 24:0.45176504 25:4.888343 26:-0.2941028 27:-3.6877135 28:5.4503396 29:6.7577018 30:6.3816945 31:2.280531 32:6.6897804 33:5.8074875 34:7.4549386 35:3.1409458 36:7.0909734 37:6.8947364 38:-7.1166366 39:-4.4374017 40:-1.4518623 41:0.82808567 42:-1.90895 43:-10.017481 44:4.2170539 45:7.6812637 46:-8.6326177 47:-7.5690441 48:-8.5923538 49:8.7399147 50:4.3409021 51:-2.4385647 52:7.8006534 53:-11.347487 54:-2.8632902 55:-4.7143394 56:8.3431395 57:-6.0125853 58:-0.18254591 59:-7.9447228 60:8.3885865 61:-4.9540686 62:9.6407098 63:3.3843922 64:-0.36331598 65:-0.89054006 66:-7.691818 67:7.831785 68:9.7261402 69:-4.5441266 70:0.43738735 71:3.6129468 72:-1.8861086 73:4.4902451 74:-3.5037105 75:4.2298105 76:0.20218899 77:-9.6412995 78:0.53629949 79:6.1820819 80:-6.0725147 81:-2.0839001 82:2.6250954 83:6.058041 84:7.8768731 85:5.5146572 86:-2.6628948 87:-8.4921876 88:-1.0899465 89:-4.9322389 90:-4.6021733 91:-4.9879519 92:8.7806124 93:-9.659903 94:-3.3036625 95:-6.5927917 96:9.6777479 97:-6.2524743 98:-8.21609 99:-0.22274828 100:5.3084831 101:-5.1919887 102:8.4898928 103:-7.5948314 104:-4.5458356 105:-8.0519591 106:3.486604 107:-1.6312185 108:-10.065538 109:4.8269752 110:9.5128152 111:4.451986 112:8.315907 113:-6.7749658 114:10.163474 115:-7.8603397 116:-3.9591303 117:5.7000155 118:3.6330022 119:2.7254038 120:9.4183276 121:3.2586064 122:-7.4447886 123:-4.3612802 124:4.3268371 125:7.0784732 126:-6.9263592 127:-2.1183972 128:5.9229249 129:3.7811063 130:-3.3245655 131:-4.2813072 132:11.507268 133:1.3781095 134:-1.6896883 135:7.9641026 136:-2.4880745 137:6.0954689 138:-8.0559616 139:0.97941196 140:-10.713045 141:-7.389378 142:3.8583624 143:3.6278919 144:0.46815301 145:-5.8301683 146:-2.1348533 147:-7.594417 148:-1.4225129 149:-0.85114654 150:-2.3111229 151:6.3047311 152:2.2547818 153:-3.5763309 154:-9.3416273 155:-6.7345129 156:7.5523506 157:-1.9470755 158:-1.9110431 159:3.7261207 160:2.4335772 161:6.517445 162:-9.1489384 163:1.6316861 164:9.4524445 165:2.1201975 166:-4.4007467 167:-6.8263693 168:3.2111065 169:-1.8496603 170:-9.3611118 171:-7.049371 172:-6.5391265 173:6.5360138 174:-1.2632542 175:-2.2828073 176:7.30131 177:-2.2137912 178:-2.7746046 179:-2.8309547 180:1.4048444 181:5.7851711 182:5.46308 183:-1.4840088 184:2.3484524 185:-3.9911616 186:-3.9451759 187:-2.0622064 188:11.465504 189:7.7487625 190:-10.146848 191:-1.52242 192:5.1386216 193:-8.0078406 194:0.40022597 195:-7.7089468 196:-9.6023248 197:-9.7244812 198:-3.2702276 199:-9.4836202 
-0.014868594390470891 0:7.07851 1:-3.7858408 2:-5.5189235 3:-3.009944 4:3.4373664 5:9.6027267 6:-11.34901 7:-6.0339621 8:6.1599899 9:5.9019933 10:-6.2140966 11:4.7479364 12:-8.7022846 13:-9.8792038 14:-5.0102701 15:3.3072843 16:7.4462877 17:3.2304465 18:-8.3377716 19:-1.7386382 20:-2.8207021 21:2.0197994 22:-8.3120629 23:8.3258823 24:-0.28959145 25:2.8015495 26:-1.7934897 27:-2.3294628 28:5.778589 29:5.9499623 30:5.6882735 31:4.8697016 32:7.8941311 33:5.2856775 34:7.7369048 35:3.7643742 36:4.8198006 37:3.6461836 38:-7.826648 39:-3.0244903 40:-1.0171543 41:1.2561747 42:-1.5011365 43:-9.027827 44:0.90407124 45:6.2782809 46:-10.560001 47:-4.1191061 48:-9.7442876 49:7.8950601 50:4.4757091 51:-4.1823242 52:6.196223 53:-9.1638718 54:-2.3229032 55:-3.8514425 56:7.7753952 57:-8.114273 58:-1.0836057 59:-5.8887945 60:7.6510085 61:-4.6234007 62:9.2743917 63:1.3483519 64:-0.48783014 65:-1.0634087 66:-6.2044164 67:6.6437953 68:8.2803212 69:-4.3594981 70:1.1673789 71:1.4821872 72:-0.80352858 73:4.0066989 74:-4.2333516 75:0.28001707 76:3.0172632 77:-8.6822538 78:2.0842102 79:6.7805769 80:-7.3127248 81:-2.6080524 82:3.2316794 83:5.5967955 84:7.6164999 85:6.1316226 86:-2.1013279 87:-8.7668323 88:-1.6415602 89:-7.2824013 90:-4.3541511 91:-7.5551525 92:7.812097 93:-7.8796293 94:-5.5253799 95:-8.2608998 96:10.85298 97:-9.2558929 98:-7.0345382 99:-1.7845961 100:4.7118963 101:-4.5252257 102:8.4244173 103:-5.3246705 104:-6.6802298 105:-7.831789 106:1.3179738 107:-3.5801639 108:-11.25973 109:4.3728872 110:10.260236 111:7.109892 112:7.8496931 113:-7.0423533 114:8.9571888 115:-8.2804467 116:-3.6807445 117:5.5986338 118:5.5644197 119:4.6423491 120:9.2463794 121:4.9953797 122:-6.6162794 123:-3.2816131 124:4.3666072 125:6.1124774 126:-6.905652 127:-0.4429108 128:4.5457504 129:5.7235342 130:-2.8348217 131:-2.1910053 132:12.604115 133:-1.0231156 134:-4.0625412 135:8.4532236 136:-4.3324401 137:7.4460003 138:-8.5296301 139:0.54653268 140:-8.904723 141:-7.6671681 142:5.6121584 143:3.7741597 144:-0.32282509 145:-7.449655 146:-1.8551633 147:-6.0522438 148:-0.73790199 149:-1.8769424 150:-2.6489037 151:6.641357 152:3.2237811 153:-3.4111505 154:-8.6511015 155:-8.4397222 156:6.4327494 157:-1.7014749 158:-2.9802507 159:1.0829768 160:3.7742952 161:6.9593302 162:-10.05092 163:4.6831405 164:7.3076355 165:2.7774545 166:-4.1482309 167:-5.929869 168:2.0083385 169:-3.0844447 170:-8.3803557 171:-6.3454269 172:-6.5562854 173:5.8281392 174:-2.870097 175:-4.2891742 176:6.8202332 177:-2.1418506 178:-5.9154818 179:-1.1945253 180:3.8170394 181:5.5110866 182:5.0811777 183:-0.6984402 184:0.77432569 185:-5.7246495 186:-4.3378169 187:-0.70362026 188:8.9595155 189:7.9770161 190:-10.012146 191:-1.7255307 192:6.4151483 193:-7.1314516 194:0.39885938 195:-8.9797603 196:-8.8424051 197:-7.5966405 198:-5.488979 199:-5.8555968 
-0.0039715694095504685 0:8.091166 1:-4.2137916 2:-4.2000565 3:-3.6334149 4:5.827599 5:8.1191952 6:-10.724294 7:-5.3977249 8:6.7477716 9:5.3881359 10:-6.9443931 11:3.2515107 12:-9.0782526 13:-9.8750275 14:-6.1647624 15:2.7998247 16:2.946951 17:1.863521 18:-7.3284552 19:-2.6751102 20:-1.1023215 21:1.9967147 22:-8.922091 23:10.166234 24:0.24400536 25:3.5359215 26:-1.2043383 27:0.48354392 28:5.16876 29:8.291509 30:8.1591742 31:4.762463 32:6.1135818 33:5.3396024 34:5.8323833 35:3.9593847 36:5.6220702 37:7.0498224 38:-6.26988 39:-5.0634707 40:-0.53595083 41:-0.034421872 42:-1.5216473 43:-8.707862 44:2.2542653 45:8.0793003 46:-10.255258 47:-5.2467786 48:-9.2824149 49:8.5514791 50:3.0577956 51:0.10499477 52:7.3411778 53:-8.2494564 54:-3.4328617 55:-1.8427753 56:8.8526612 57:-7.1638047 58:-2.2143935 59:-7.5151522 60:8.0863672 61:-6.2889989 62:9.0611764 63:0.74221312 64:1.1892952 65:-1.1490741 66:-7.5158987 67:7.7757553 68:8.1039147 69:-2.7841604 70:1.494694 71:3.428213 72:-0.44046163 73:4.9847101 74:-4.8217087 75:3.3436477 76:1.4584949 77:-8.3434805 78:2.9773712 79:4.8139911 80:-5.0725778 81:-1.8968671 82:3.4405971 83:5.4401357 84:6.8462679 85:7.8313858 86:-2.6799583 87:-8.1097562 88:-1.6411122 89:-7.8005409 90:-3.2180249 91:-7.0335348 92:8.5123282 93:-7.1270682 94:-6.0145303 95:-7.2460727 96:8.2771066 97:-7.8429212 98:-6.9408759 99:-1.2890594 100:5.9645688 101:-4.4233729 102:7.2275739 103:-6.0280722 104:-4.2550606 105:-7.8153256 106:2.6628059 107:-3.0664575 108:-10.413293 109:3.4870776 110:9.1787961 111:5.201536 112:8.3289547 113:-7.9530205 114:10.066802 115:-6.4042718 116:-4.3478989 117:3.1749375 118:1.2715028 119:2.526666 120:7.716177 121:3.2985211 122:-7.8767043 123:-2.5903686 124:5.676232 125:8.6192718 126:-8.4534041 127:-2.3405473 128:6.0883253 129:6.5865622 130:-5.438746 131:-1.9061376 132:10.893773 133:-1.1468956 134:-3.915719 135:7.0356964 136:-2.3551764 137:8.405679 138:-8.6846145 139:-0.94646939 140:-9.7585118 141:-7.6814919 142:6.3371925 143:1.9997588 144:0.43090507 145:-6.8076121 146:-2.7195391 147:-6.9682364 148:-0.91269452 149:-1.2519319 150:-0.97589239 151:6.1735539 152:1.7580137 153:-4.1049966 154:-6.699782 155:-7.0590087 156:8.2713415 157:-2.9154861 158:-2.3540922 159:2.0386728 160:3.3459334 161:8.7845216 162:-8.7372095 163:4.6601191 164:7.7789226 165:2.5755892 166:-4.1885068 167:-5.5017368 168:3.8684292 169:-2.2185651 170:-10.737196 171:-8.3961161 172:-6.831206 173:8.9850226 174:-3.5095068 175:-7.1994281 176:7.2690632 177:-2.9772161 178:-3.4073453 179:-3.6305546 180:3.4184585 181:6.4033235 182:5.5076717 183:-1.5003415 184:2.583961 185:-4.8319901 186:-2.5560162 187:-0.39854052 188:9.4562683 189:6.8430205 190:-8.1046889 191:-3.6776665 192:7.1170182 193:-5.630582 194:2.7509778 195:-9.2550776 196:-8.7659169 197:-8.6909213 198:-3.8164434 199:-6.4619603 
-0.10820105710275053 0:9.6281182 1:-3.6195707 2:-4.3675032 3:-2.2411063 4:3.1359197 5:9.3987229 6:-11.478685 7:-7.0731255 8:7.2162216 9:4.0673439 10:-8.3253192 11:4.5747214 12:-8.2198421 13:-10.423696 14:-5.0696969 15:4.6970725 16:6.8137127 17:4.3265439 18:-7.5606771 19:-1.9099523 20:-2.1056532 21:4.1777981 22:-7.0373588 23:7.6180568 24:0.71286289 25:4.47683 26:0.59244829 27:-2.4973599 28:6.8311492 29:7.261074 30:7.1461685 31:3.26518 32:6.5673082 33:7.9315297 34:7.2408274 35:4.6935982 36:6.7453847 37:5.7485938 38:-7.0161543 39:-3.9930396 40:0.25602132 41:0.78133714 42:-3.2326187 43:-7.4076103 44:4.3032991 45:4.8751754 46:-10.129857 47:-4.0184029 48:-8.1698441 49:6.4473919 50:4.5993652 51:-3.4135282 52:7.1052015 53:-8.2280829 54:-1.9083057 55:-4.6813571 56:7.820733 57:-9.1370938 58:-1.2029375 59:-6.8526577 60:7.2824368 61:-6.5984671 62:9.7965295 63:-0.1949613 64:0.76982621 65:-2.131803 66:-6.6336098 67:6.8512449 68:8.826829 69:-3.4530289 70:1.6122488 71:4.6920318 72:-0.23909854 73:4.8277306 74:-3.9538566 75:3.4541508 76:1.7127698 77:-9.0860109 78:1.2235123 79:5.5627104 80:-4.6932384 81:-4.5167205 82:2.0336506 83:5.1736785 84:6.9849453 85:7.3153842 86:-2.2297883 87:-7.9910386 88:-0.78024717 89:-7.1497629 90:-8.416866 91:-7.4688592 92:7.8565029 93:-7.4877842 94:-5.967582 95:-6.6977889 96:10.293512 97:-8.5197389 98:-6.9952414 99:-0.91278001 100:7.4292053 101:-3.404071 102:5.7964543 103:-5.4547462 104:-4.9683259 105:-7.5870821 106:2.153082 107:-3.3360118 108:-10.350357 109:6.0343922 110:9.0294281 111:5.6376007 112:8.7447553 113:-6.7597299 114:6.9579819 115:-5.7273993 116:-3.3047607 117:4.9772772 118:1.0126228 119:5.1877847 120:9.12096 121:2.525661 122:-6.5441473 123:-2.224913 124:2.7894891 125:5.6491603 126:-9.2748398 127:-0.69016562 128:3.9429443 129:3.9667707 130:-4.3052777 131:-2.1194801 132:11.591932 133:-1.2020191 134:-4.2902133 135:6.6764847 136:-2.3834534 137:8.1869919 138:-9.0525367 139:-0.32843563 140:-9.6533187 141:-8.3481438 142:7.6722226 143:2.1056802 144:0.50392984 145:-5.7010945 146:-0.89413504 147:-8.8073081 148:-1.2124701 149:1.6236266 150:-3.448725 151:5.1182536 152:3.3281789 153:-4.0231882 154:-8.299187 155:-6.5290171 156:7.9726139 157:-2.4171873 158:-2.117392 159:2.6215355 160:3.838645 161:6.8411524 162:-9.4311731 163:3.6128573 164:10.07777 165:0.56675932 166:-3.2426891 167:-6.3720388 168:1.83407 169:-4.1222838 170:-9.8207734 171:-7.6078113 172:-7.0888338 173:7.6139677 174:-4.4727723 175:-5.2778343 176:5.3500769 177:-4.3073985 178:-3.8267031 179:-5.235567 180:2.8202902 181:6.3853047 182:4.3689502 183:1.260105 184:3.4884354 185:-3.7007492 186:-5.2435187 187:-0.7382018 188:8.3281779 189:5.3723172 190:-9.7139439 191:-2.5502934 192:6.9931405 193:-6.5650618 194:0.3793156 195:-10.799759 196:-11.653717 197:-6.0751443 198:-5.4997138 199:-4.7126772 
-0.022097254232758864 0:9.7709362 1:-4.8815294 2:-4.1385125 3:-1.3976624 4:5.7778295 5:10.127339 6:-8.5556936 7:-5.7454871 8:5.6529767 9:4.5213252 10:-6.6772476 11:4.1553837 12:-5.9192272 13:-9.1607531 14:-5.1949238 15:5.4853136 16:5.0995152 17:6.1321278 18:-6.3159771 19:-0.30855036 20:-0.90998462 21:2.9657065 22:-6.0118904 23:9.3008957 24:-1.24176 25:3.2056643 26:0.9820366 27:-1.1848504 28:5.1836905 29:7.2220129 30:6.8648757 31:5.0799713 32:8.0004585 33:5.2432831 34:7.9479991 35:4.512124 36:6.3399192 37:6.3730428 38:-10.043661 39:-4.2192035 40:-1.605032 41:0.20227045 42:-3.066374 43:-7.6086161 44:0.6513067 45:6.7892351 46:-9.1913573 47:-5.8844873 48:-7.5718047 49:7.358802 50:1.9069848 51:-2.4794518 52:6.6166863 53:-8.0566073 54:-2.5933656 55:-4.1367577 56:9.0076669 57:-9.711749 58:-1.8538198 59:-6.4433162 60:7.8245543 61:-6.8429354 62:8.6850989 63:0.9319171 64:1.1460144 65:-1.9889049 66:-4.3174032 67:7.1401569 68:9.0285656 69:-5.1271489 70:0.68564784 71:2.8874342 72:-0.51185691 73:5.9969633 74:-3.3330348 75:2.1789698 76:0.27118123 77:-9.3338596 78:1.8234001 79:6.5936236 80:-6.0016023 81:-2.4225978 82:1.3765767 83:7.1876571 84:7.6702074 85:6.3773047 86:-2.4649505 87:-6.0643479 88:-1.4954775 89:-6.0814311 90:-3.9283133 91:-7.1231118 92:8.1956319 93:-7.9369942 94:-2.8365843 95:-7.5791609 96:10.647524 97:-8.2258549 98:-7.3858515 99:-1.8384191 100:5.5682455 101:-3.1194105 102:6.5390372 103:-6.2491413 104:-6.4374311 105:-7.7363974 106:2.4130349 107:-2.8036454 108:-9.9853522 109:5.2490769 110:9.3261691 111:6.9654375 112:8.1960689 113:-4.6419708 114:6.4846571 115:-8.2173363 116:-3.3038591 117:6.3572939 118:3.3989399 119:3.8594833 120:9.6852118 121:2.7274355 122:-8.1353551 123:-5.0004407 124:4.4822716 125:6.0511073 126:-8.9076562 127:0.0036910492 128:6.2340397 129:6.2030545 130:-4.4918266 131:-3.4365521 132:11.135482 133:-0.80935913 134:-4.3603001 135:8.6278552 136:-3.1228967 137:4.5419638 138:-8.8300082 139:1.6037701 140:-8.4674304 141:-6.0280332 142:7.7464234 143:3.5849534 144:0.75624763 145:-6.5533663 146:-2.258223 147:-6.9616332 148:-0.41421825 149:-1.9506094 150:-4.2300613 151:6.1216307 152:4.0583997 153:-6.2776409 154:-8.1833026 155:-7.93375 156:8.3292695 157:-3.1300792 158:-3.3382032 159:0.60778388 160:4.6057838 161:7.5125817 162:-9.0838608 163:3.6335165 164:9.2229173 165:0.92723198 166:-5.139453 167:-6.7211224 168:2.4346614 169:-1.8109478 170:-11.966992 171:-9.5582 172:-5.0045396 173:6.997162 174:-5.3840832 175:-4.3310682 176:8.4242112 177:-3.4023619 178:-2.4050536 179:-1.277367 180:2.0395845 181:7.0373745 182:5.5219848 183:-0.22187053 184:3.5702124 185:-6.0161946 186:-3.2025977 187:-0.24512211 188:9.6281936 189:8.2489786 190:-9.8480024 191:-1.9456494 192:5.048635 193:-6.6260108 194:0.37329682 195:-7.01551 196:-7.2939839 197:-7.8043116 198:-4.8791804 199:-7.6556312 
-0.1617552454315547 0:8.8128235 1:-3.5491989 2:-4.2871046 3:-3.8742926 4:2.4871328 5:10.597167 6:-8.2478 7:-6.1425331 8:7.6990955 9:4.5283755 10:-8.2847776 11:2.9823701 12:-7.9179852 13:-11.994477 14:-4.4603387 15:4.5014385 16:4.8047103 17:3.7021473 18:-5.4678538 19:-1.4628013 20:-1.9817983 21:1.9067555 22:-8.0781286 23:7.150769 24:2.0171131 25:3.7566158 26:-1.0047911 27:-3.8202216 28:5.9643263 29:7.1959779 30:6.1522767 31:4.1697645 32:4.9955983 33:7.5528285 34:6.2267536 35:3.4919411 36:7.208856 37:3.8717046 38:-9.0609243 39:-5.3459165 40:-3.6116254 41:-2.106643 42:-1.3453834 43:-8.6242886 44:4.4017999 45:6.2133101 46:-9.1271131 47:-4.9631878 48:-8.2440243 49:6.4740702 50:3.8016223 51:-2.5578208 52:6.2577262 53:-7.9680767 54:-1.6715556 55:-5.1265412 56:8.1875745 57:-8.4845126 58:-4.2592887 59:-5.0345895 60:7.8420473 61:-3.8621043 62:8.6210839 63:0.50144046 64:0.21131629 65:-2.4306596 66:-4.4772749 67:6.9501643 68:10.158641 69:-3.8046602 70:0.22017041 71:1.2406592 72:-3.1911384 73:4.4956761 74:-6.2564773 75:1.8312858 76:0.63985508 77:-9.4471461 78:1.4483769 79:6.3124516 80:-5.4953365 81:-1.6575984 82:1.7962368 83:6.6231429 84:7.0529632 85:7.0755644 86:-2.9182852 87:-7.373543 88:-0.35548414 89:-7.8670503 90:-5.5883212 91:-8.3009993 92:8.0727225 93:-6.8875669 94:-6.0058001 95:-7.9567858 96:9.759574 97:-9.1700789 98:-6.680165 99:-2.0251836 100:4.1126664 101:-4.9203715 102:8.5446703 103:-8.0921037 104:-4.4691695 105:-9.2707484 106:2.2804336 107:-5.2836366 108:-9.6640245 109:5.4512287 110:10.000717 111:6.2979794 112:9.2582374 113:-6.4833396 114:8.2817348 115:-6.3295354 116:-4.4363305 117:4.9447281 118:2.2160526 119:1.9209729 120:6.5894767 121:4.5221537 122:-6.2175607 123:-2.9349007 124:4.0120406 125:8.4055006 126:-7.5119891 127:0.1524587 128:5.9803468 129:7.5196559 130:-3.0047703 131:-2.6963799 132:8.1777655 133:-2.1934626 134:-3.502924 135:6.1377369 136:-4.7206222 137:6.1890642 138:-9.2154221 139:0.074911775 140:-8.8751058 141:-6.7185161 142:7.5304232 143:1.493039 144:1.1342684 145:-6.0561547 146:-2.4352118 147:-8.3554676 148:-1.3457161 149:-0.63692053 150:-1.7015103 151:3.7788168 152:3.2816968 153:-4.032304 154:-10.42471 155:-7.2723485 156:7.9071247 157:-1.3724683 158:-3.1273942 159:2.3929221 160:6.0814514 161:7.7052872 162:-9.694335 163:2.5604304 164:7.9374191 165:-0.99682734 166:-5.1202637 167:-6.9066117 168:4.4174946 169:-2.7865015 170:-9.6728506 171:-9.0586916 172:-6.0112173 173:9.863848 174:-1.1125088 175:-7.3779479 176:5.8861672 177:-3.0955113 178:-2.9312854 179:-5.2266305 180:1.3257271 181:9.5079853 182:5.5239213 183:0.37067089 184:0.59454824 185:-3.8675214 186:-4.7713005 187:-2.0617313 188:8.0066994 189:5.9612361 190:-10.188278 191:-2.7860612 192:6.8554783 193:-7.0831903 194:1.0538891 195:-8.4337035 196:-9.6465578 197:-8.7837314 198:-2.9913998 199:-5.7966283 
-0.067452674345097621 0:6.7120528 1:-3.3850313 2:-6.3324795 3:-4.0419183 4:4.4795641 5:8.5372413 6:-10.306392 7:-6.7870953 8:6.2303998 9:4.5353096 10:-7.4998701 11:3.7660691 12:-5.9109171 13:-10.03731 14:-4.1432452 15:3.2938146 16:5.2814382 17:2.8453278 18:-7.5324563 19:-0.28333886 20:-4.2914501 21:3.0946804 22:-8.557807 23:8.1976469 24:1.8243986 25:5.0920292 26:0.41096324 27:-2.6129423 28:3.1740965 29:8.2490093 30:5.7409685 31:5.5949344 32:7.0259556 33:4.6159379 34:7.9851959 35:4.8924028 36:6.9175612 37:5.7320069 38:-7.6800362 39:-3.9061764 40:-1.8101064 41:0.56906917 42:-0.64817123 43:-9.4645768 44:3.3368892 45:6.3971445 46:-8.1239022 47:-5.4597576 48:-6.8841737 49:6.2000445 50:3.3505871 51:-2.9774354 52:8.0114511 53:-8.8896704 54:-2.7161367 55:-2.1794304 56:9.7152138 57:-9.0690896 58:-1.1237374 59:-6.6995753 60:8.009711 61:-5.0113205 62:9.42899 63:-0.080925598 64:0.2016957 65:-1.694318 66:-5.7088721 67:6.5060683 68:8.7171332 69:-4.5906045 70:0.2938741 71:2.2038634 72:-2.660432 73:5.423668 74:-5.5537133 75:2.8080245 76:0.96756337 77:-8.7477787 78:-0.47726808 79:6.5383425 80:-4.4569153 81:-3.4128851 82:3.3776592 83:8.9258633 84:5.5371262 85:7.2868 86:-5.4660676 87:-6.317179 88:1.2193865 89:-6.1413718 90:-4.6719645 91:-6.9104931 92:11.293452 93:-9.7806665 94:-5.7675315 95:-6.1236026 96:11.600723 97:-5.5354925 98:-7.5854583 99:-0.62277896 100:4.2088356 101:-6.2866033 102:7.0820516 103:-7.8790834 104:-5.0274599 105:-9.6943517 106:0.36181909 107:-3.6196211 108:-10.586595 109:6.1813849 110:9.1790439 111:7.6026696 112:8.4264581 113:-7.5884296 114:8.7936292 115:-7.2651397 116:-4.0671705 117:3.8928942 118:1.7735233 119:1.8035034 120:8.1122827 121:4.0325158 122:-6.4645765 123:-5.6991176 124:4.0808859 125:7.0837899 126:-8.05518 127:-0.5498251 128:6.3026062 129:4.5772909 130:-4.4019559 131:-2.758701 132:7.9794845 133:-0.26724667 134:-3.0688377 135:7.7400963 136:-2.6306178 137:6.0368679 138:-8.9687766 139:0.11978688 140:-10.242222 141:-9.0288805 142:5.0537855 143:4.8290471 144:-1.6367632 145:-4.0257082 146:-2.396239 147:-9.1318778 148:-1.9104282 149:-3.4466333 150:-2.0529113 151:5.0914068 152:3.7128528 153:-4.4134029 154:-7.9020957 155:-6.6157065 156:8.0634606 157:-1.4087081 158:-2.2581682 159:3.2485361 160:5.2162654 161:6.0925384 162:-10.130998 163:2.5225812 164:8.5132385 165:1.3576657 166:-4.8353321 167:-5.8947087 168:1.5709416 169:-1.9650333 170:-10.330751 171:-9.6857516 172:-6.5895572 173:10.420479 174:-2.3551521 175:-5.6221817 176:8.4807877 177:-3.8454401 178:-2.6496736 179:-3.132017 180:2.8382782 181:5.9025385 182:5.3024146 183:0.14595884 184:0.65792699 185:-4.0494464 186:-5.2472414 187:-2.0943589 188:10.582352 189:7.1851527 190:-10.131495 191:-1.7760192 192:7.0946505 193:-5.9152985 194:0.61591225 195:-7.4682581 196:-10.05807 197:-7.5793215 198:-4.9165085 199:-6.6911153 
-0.22994417577277398 0:8.9040842 1:-3.7485666 2:-4.7737243 3:-3.3551023 4:3.7582301 5:8.911694 6:-10.18497 7:-6.186011 8:7.4055267 9:2.8912116 10:-7.9710536 11:4.9873016 12:-7.0335032 13:-8.2408433 14:-5.0573744 15:4.1636721 16:5.6533894 17:1.1707715 18:-6.8214629 19:-2.1131404 20:-1.7723029 21:3.4546517 22:-8.5477138 23:9.6524458 24:0.032823127 25:2.2546034 26:0.40777186 27:-1.0237733 28:5.9118448 29:8.6669152 30:7.2487825 31:2.8652341 32:4.5111104 33:6.0613375 34:6.9048556 35:3.314277 36:7.8598815 37:7.2462803 38:-8.5442483 39:-3.6366966 40:-1.8973864 41:-0.7290111 42:-2.3655598 43:-6.9202011 44:-0.37092986 45:8.7854862 46:-8.1110518 47:-3.6154012 48:-7.4513265 49:6.9338989 50:3.4217733 51:-2.518807 52:7.8154538 53:-8.136447 54:-2.8851644 55:-1.9738297 56:8.8306124 57:-7.2863064 58:-2.2978844 59:-6.0442138 60:7.2575499 61:-5.7430235 62:9.8031511 63:0.81769498 64:1.4619499 65:-0.39189931 66:-3.5978917 67:8.1266384 68:8.4967896 69:-4.0292773 70:2.1988733 71:2.2419759 72:-0.37843446 73:3.9614041 74:-3.3104721 75:1.757757 76:2.1439661 77:-8.366403 78:1.7914625 79:5.5664527 80:-5.230334 81:-1.8256502 82:2.7039404 83:6.0049833 84:7.403273 85:6.2721037 86:0.16632725 87:-9.2468573 88:-0.053215302 89:-6.2541542 90:-4.1708439 91:-5.8893095 92:8.9058542 93:-8.1484821 94:-5.8368075 95:-8.6795836 96:10.897347 97:-5.8168664 98:-6.4732942 99:-0.42092562 100:6.5065371 101:-2.6569624 102:5.4620744 103:-8.2043124 104:-4.0964125 105:-9.0186128 106:3.0079038 107:-1.6905125 108:-7.2688027 109:6.1738861 110:11.549467 111:5.5333962 112:5.2522156 113:-6.8535821 114:10.474644 115:-7.2900906 116:-4.1700288 117:2.4342029 118:2.1260662 119:3.0548017 120:9.755133 121:2.1754937 122:-7.0058715 123:-1.5145833 124:3.1435328 125:8.6712664 126:-8.5407449 127:-0.98213633 128:7.5519925 129:4.6824583 130:-4.2626889 131:-3.9788574 132:9.9152989 133:-0.8117143 134:-4.7491662 135:7.5017925 136:-3.8866058 137:5.5889017 138:-7.7515711 139:0.9323892 140:-11.518012 141:-9.5450545 142:5.4440065 143:2.2226122 144:0.96565665 145:-7.3560851 146:-0.95741098 147:-6.9567242 148:-3.2796351 149:-2.5562469 150:-2.1060167 151:4.5664377 152:2.5371169 153:-4.4899395 154:-8.2409222 155:-6.4705328 156:8.5518788 157:-2.3931182 158:-2.359294 159:3.2004156 160:2.9114673 161:7.5591465 162:-8.083998 163:2.2208238 164:8.7233762 165:3.4202442 166:-5.3575036 167:-4.3421049 168:3.6851661 169:-2.1890667 170:-10.81669 171:-7.5600084 172:-6.132044 173:8.0182334 174:-3.1393548 175:-6.1678445 176:8.8927461 177:-3.540382 178:-0.711662 179:-4.7195737 180:2.2996356 181:6.9635867 182:5.031679 183:-0.44091198 184:3.453324 185:-4.4217219 186:-3.3033169 187:-0.0026033317 188:9.4262961 189:5.5588301 190:-8.8873018 191:-2.3375061 192:8.7494445 193:-5.9551953 194:0.37370984 195:-7.7581171 196:-9.2213257 197:-6.6201268 198:-4.6541821 199:-3.7698706 
-0.0069668600325203788 0:7.7941515 1:-4.286364 2:-6.5512796 3:-3.5464463 4:6.0944551 5:10.405106 6:-11.373195 7:-7.143901 8:8.1156398 9:3.9196107 10:-6.6045511 11:3.9887298 12:-7.1520711 13:-10.615234 14:-4.8504452 15:4.7883422 16:4.2713731 17:4.1474908 18:-7.8397669 19:0.20098665 20:-2.0432217 21:0.5034377 22:-6.6467831 23:8.8378149 24:-0.27409845 25:2.9813724 26:1.138826 27:-2.6882818 28:4.367886 29:6.2713218 30:5.218368 31:5.7249016 32:6.7348764 33:5.7568176 34:6.2756715 35:5.2865015 36:5.9403664 37:6.4732549 38:-6.4300752 39:-2.6558667 40:-1.3371737 41:1.6594635 42:-2.5970541 43:-9.7689456 44:1.8102667 45:7.9652704 46:-10.90495 47:-4.8443209 48:-8.3971911 49:7.141177 50:3.4360511 51:-1.0180539 52:8.4030604 53:-8.8314233 54:-3.3880498 55:-3.1744868 56:8.6886922 57:-7.3134099 58:-0.96170128 59:-4.7935123 60:5.8332305 61:-6.4189762 62:9.5979907 63:0.098280848 64:1.2215965 65:-1.9182409 66:-6.122422 67:7.2999653 68:8.5216993 69:-2.7546846 70:0.82884548 71:2.373587 72:-0.40431979 73:4.2129821 74:-4.9552517 75:1.8371906 76:0.077272043 77:-8.0417634 78:0.74268353 79:6.5648509 80:-6.7336814 81:-3.3516445 82:3.5365036 83:7.5627113 84:7.2356212 85:7.1620072 86:-1.000566 87:-7.1216172 88:-1.101772 89:-7.4709661 90:-5.3282658 91:-8.340719 92:7.6314704 93:-8.459393 94:-4.9666606 95:-9.152766 96:9.4710295 97:-8.2277469 98:-8.0850086 99:-0.46768897 100:4.1313922 101:-3.3765953 102:5.7863391 103:-7.4044545 104:-5.9558808 105:-6.0369128 106:1.3702796 107:-4.1951432 108:-10.410839 109:6.1074753 110:9.1806661 111:6.2990673 112:9.6978016 113:-6.4815168 114:9.3658535 115:-7.1142526 116:-5.290234 117:4.9404305 118:2.9767932 119:3.520718 120:10.546432 121:2.5026476 122:-5.4131158 123:-4.1299401 124:4.1820145 125:5.7077123 126:-7.5576611 127:1.3309151 128:6.2593883 129:5.7533575 130:-3.8766255 131:-4.0099482 132:10.286068 133:-0.0096762862 134:-2.7748332 135:7.227922 136:-1.9572499 137:9.1744666 138:-7.866381 139:0.31047344 140:-8.236163 141:-7.7647293 142:5.6757179 143:4.8984692 144:2.0885727 145:-5.8723798 146:-0.91012043 147:-7.215651 148:-1.7479882 149:-1.1345454 150:-3.4148877 151:5.7461709 152:3.3198812 153:-4.3130195 154:-6.5196248 155:-6.5788492 156:8.5311585 157:-1.910905 158:-4.7477942 159:1.2241312 160:2.9780684 161:6.4917482 162:-8.7229363 163:2.0835467 164:9.5288828 165:1.7961261 166:-4.2200923 167:-4.0716589 168:3.6530747 169:-3.0201349 170:-8.2539717 171:-7.2053136 172:-4.6414222 173:7.6728667 174:-4.3643103 175:-4.5336425 176:4.3260201 177:-2.976162 178:-2.0066878 179:-3.0953934 180:2.4088859 181:5.7423741 182:8.4078193 183:-0.14850551 184:3.240376 185:-2.9685412 186:-3.7416222 187:0.36816215 188:9.1761885 189:7.9049258 190:-10.034225 191:-3.4938779 192:6.1859123 193:-6.8332987 194:0.9904494 195:-6.8309984 196:-9.995746 197:-9.1007389 198:-3.4675056 199:-5.8236587 
-0.014468325764708186 0:7.980766 1:-5.8392512 2:-5.6809432 3:-3.7522992 4:5.0552499 5:10.049448 6:-10.471893 7:-4.2845766 8:7.423583 9:5.2177112 10:-7.8748503 11:3.1492227 12:-7.7308247 13:-8.7127454 14:-4.9302936 15:4.8907593 16:6.3282651 17:4.1474154 18:-8.5640071 19:-1.7378408 20:-1.8290461 21:2.3974341 22:-7.9367843 23:10.756312 24:0.7793216 25:5.2859291 26:0.37726436 27:-0.66493722 28:4.4376338 29:6.9560645 30:3.5549884 31:3.7385271 32:6.6786169 33:5.2933103 34:7.5273334 35:5.6427261 36:5.5503449 37:7.0644375 38:-8.3762982 39:-3.3378035 40:-0.16567979 41:-1.2418402 42:-0.1959284 43:-9.5389309 44:2.341869 45:6.3017504 46:-7.6556087 47:-3.9577415 48:-8.2801386 49:8.8439347 50:4.4615609 51:-5.1780362 52:7.7790624 53:-8.4392338 54:-1.0630737 55:-4.6502542 56:6.9222949 57:-7.975151 58:-3.9733276 59:-7.0495645 60:5.6204926 61:-6.3859289 62:9.5761012 63:0.4390497 64:-0.045384988 65:-1.180652 66:-3.5419703 67:7.5127438 68:7.7963526 69:-4.9024315 70:0.40220459 71:4.2267068 72:-2.5594043 73:5.7469524 74:-2.9834664 75:0.46405031 76:3.1254046 77:-9.728426 78:1.7320399 79:6.5202707 80:-5.8803085 81:-1.6414514 82:0.82020286 83:5.7838981 84:7.6528909 85:6.8143095 86:-2.9819372 87:-8.295543 88:-1.1498319 89:-6.5352787 90:-3.8030093 91:-7.9613737 92:7.86298 93:-7.9506773 94:-5.8054861 95:-7.7592158 96:9.7397881 97:-7.7988809 98:-5.0023332 99:-0.58777379 100:4.8000914 101:-4.5257356 102:6.8842669 103:-6.0011536 104:-6.3353586 105:-8.7380878 106:0.52970808 107:-5.2697183 108:-8.4841498 109:6.6988063 110:8.786446 111:7.8477001 112:9.2370411 113:-5.8287383 114:11.428143 115:-7.9515964 116:-3.959524 117:2.8191348 118:1.9402034 119:2.5373966 120:9.7206346 121:3.1177674 122:-5.7446582 123:-4.2948598 124:3.7306841 125:4.1526335 126:-8.1458992 127:-0.86342814 128:6.5403478 129:5.9701302 130:-4.7570203 131:-3.3397988 132:7.2292775 133:-2.1349709 134:-3.7404666 135:6.3128245 136:-3.3204983 137:8.9571384 138:-9.0087949 139:0.23563669 140:-8.954304 141:-7.8338792 142:6.1572284 143:2.9611995 144:1.2702501 145:-6.3270606 146:-1.752975 147:-7.5644902 148:-0.4073827 149:-1.7156272 150:-2.5183178 151:4.9417004 152:2.536699 153:-3.0078093 154:-8.6505202 155:-6.5167339 156:7.6603787 157:-0.6371025 158:-3.7612665 159:4.2028075 160:3.1567504 161:5.8849925 162:-10.383127 163:3.349919 164:10.18516 165:0.33870958 166:-3.5590224 167:-6.2039846 168:4.1513855 169:-3.1974936 170:-10.128496 171:-8.6984867 172:-5.9588208 173:5.4435931 174:-2.1887124 175:-4.8737139 176:7.974607 177:-4.0252058 178:-1.9174504 179:-4.2937303 180:3.8681627 181:5.5321856 182:4.7793681 183:-0.31749038 184:2.9504411 185:-4.9255338 186:-4.0297958 187:-1.9205417 188:8.2761871 189:6.3321583 190:-10.042456 191:-2.5926656 192:6.1859182 193:-5.4856774 194:0.30049589 195:-7.8073431 196:-10.115425 197:-8.5025872 198:-2.7971398 199:-8.6716562 
-0.012611651487003666 0:8.7856965 1:-1.4448939 2:-5.7131447 3:-3.515589 4:6.3607151 5:10.006802 6:-7.910909 7:-4.9059093 8:7.9610255 9:6.2303516 10:-7.6332396 11:2.7947929 12:-6.8483732 13:-10.171878 14:-5.02367 15:3.4971592 16:6.2555376 17:2.2591388 18:-6.2762942 19:-1.8726725 20:-3.0631409 21:1.9460368 22:-8.6726955 23:8.3605188 24:0.93320341 25:2.8226413 26:1.0112197 27:-5.4254939 28:4.2672227 29:4.9582677 30:5.481384 31:5.5259355 32:5.5130651 33:7.6597579 34:5.4785321 35:3.8210813 36:5.6451243 37:5.4266208 38:-7.0836427 39:-4.2475542 40:-3.20738 41:1.1077633 42:-2.247081 43:-8.0614361 44:0.69426272 45:6.3138842 46:-9.2831584 47:-5.3186727 48:-7.541025 49:6.0722109 50:3.3121523 51:-2.6601288 52:8.7189759 53:-9.1475381 54:-4.6197265 55:-2.9839005 56:7.3077233 57:-6.6710203 58:-0.77566538 59:-6.2859696 60:8.6078196 61:-6.2252561 62:8.1569418 63:2.4538973 64:1.0186293 65:-2.4804788 66:-5.302233 67:7.7027126 68:9.5302755 69:-3.1501331 70:-1.087087 71:-0.024142295 72:-1.1308621 73:6.1877583 74:-4.3593777 75:1.8437588 76:3.8386706 77:-8.7959009 78:0.78704266 79:6.2972877 80:-4.6385852 81:-1.2339894 82:3.0619285 83:6.6577723 84:5.5964487 85:9.6519502 86:-2.8755492 87:-8.5379252 88:-0.88871535 89:-6.3929024 90:-3.8691861 91:-8.2949316 92:5.5553708 93:-7.9154171 94:-5.7352914 95:-7.475311 96:8.7112357 97:-6.8634511 98:-5.6129561 99:-0.48501214 100:5.9919645 101:-6.4751513 102:5.3976054 103:-6.3857145 104:-4.430948 105:-7.1615768 106:1.104734 107:-3.2950136 108:-10.210496 109:5.6528163 110:9.277673 111:5.2647564 112:7.905378 113:-6.3668269 114:10.148867 115:-7.0575568 116:-4.3652082 117:4.7338646 118:3.8396686 119:3.7971438 120:8.2979894 121:4.5143192 122:-5.8289455 123:-1.6113019 124:2.4330033 125:7.945455 126:-7.8226733 127:-1.4068115 128:6.6565412 129:5.7896839 130:-2.3455361 131:-0.81022714 132:10.829356 133:0.81069384 134:-3.5334918 135:7.6665886 136:-2.5789399 137:7.3567439 138:-10.370928 139:1.1825372 140:-10.306597 141:-6.4847345 142:5.4134671 143:4.8830033 144:2.5433804 145:-6.9946175 146:-0.78889106 147:-7.7839254 148:-2.4920214 149:-2.1581219 150:-2.3413814 151:4.8639572 152:3.2708346 153:-5.6200308 154:-7.4200978 155:-7.3590077 156:7.0235714 157:-0.97477494 158:-2.2983127 159:1.8043891 160:3.9065056 161:6.813967 162:-7.6469314 163:3.3396671 164:8.9381754 165:1.7848634 166:-4.7407291 167:-6.5511169 168:3.8633873 169:-1.1538697 170:-10.041899 171:-7.7137315 172:-5.9392247 173:8.1537177 174:-2.2369884 175:-5.6405183 176:8.1197618 177:-4.6942447 178:-3.4701643 179:-4.0242169 180:2.5619353 181:5.7261543 182:5.9560917 183:-0.61424241 184:2.8836036 185:-4.4991312 186:-3.1538677 187:-1.3817239 188:8.7687287 189:8.8372494 190:-8.9456135 191:-3.5674804 192:5.952969 193:-6.7422184 194:1.6959513 195:-8.2675644 196:-8.6230804 197:-6.7885271 198:-3.4287056 199:-5.4887531 
-0.055552787056727559 0:9.062978 1:-3.9625973 2:-6.065422 3:-3.7812207 4:3.8935866 5:9.8369411 6:-10.519076 7:-4.4152605 8:7.8429933 9:5.4519631 10:-8.264597 11:3.7624339 12:-8.427473 13:-9.4366931 14:-3.979731 15:1.7694014 16:7.2343016 17:1.6730572 18:-5.757366 19:-1.3025151 20:0.62177119 21:1.3678464 22:-8.6718746 23:7.5413827 24:-0.0054168817 25:3.1782241 26:0.013679811 27:-2.4156448 28:5.2273173 29:8.7966267 30:5.2984233 31:6.9866874 32:5.2845037 33:7.498338 34:6.6213217 35:2.6154347 36:6.6056718 37:5.4183733 38:-8.7239231 39:-4.5534953 40:-1.0787085 41:-1.3562994 42:-0.89550002 43:-8.3690596 44:-0.038552498 45:4.96657 46:-8.9322637 47:-4.8514287 48:-8.3977925 49:6.9592994 50:4.8857204 51:-1.7092023 52:7.731717 53:-8.4377687 54:-2.3618607 55:-4.5215452 56:7.1272195 57:-8.7533675 58:-0.32781455 59:-6.3922999 60:7.0589419 61:-6.2580988 62:9.9514462 63:-0.37859406 64:0.70287371 65:-2.0193276 66:-3.6599153 67:8.8886199 68:8.4257696 69:-5.209004 70:-0.55350911 71:1.777176 72:-1.1549604 73:4.7388721 74:-3.1460534 75:3.3058662 76:3.3136612 77:-10.101014 78:1.0119567 79:5.7114399 80:-5.4836401 81:-3.7428527 82:3.4819664 83:8.3513264 84:6.9917043 85:8.2983205 86:-2.4096677 87:-6.5470847 88:-0.31860894 89:-5.5783212 90:-3.2930633 91:-7.0104896 92:6.8392497 93:-6.6994657 94:-5.3175244 95:-6.6073902 96:8.5214474 97:-7.470462 98:-8.3462004 99:-2.0219675 100:4.5721929 101:-4.6921852 102:7.3402585 103:-7.8124594 104:-6.205947 105:-7.2905762 106:0.046568777 107:-1.2738981 108:-10.575419 109:6.6272548 110:9.8218746 111:5.1932129 112:9.1091165 113:-4.288877 114:10.066729 115:-7.840004 116:-3.6297173 117:2.7651608 118:3.6284323 119:3.9182047 120:7.628889 121:3.4221676 122:-7.6614948 123:-2.6874276 124:5.2376899 125:7.6932115 126:-8.2586855 127:-2.1672886 128:6.4812981 129:8.0833199 130:-2.0103646 131:-2.4559648 132:9.4739904 133:1.7580478 134:-4.5828812 135:8.4653843 136:-3.1159963 137:5.3981286 138:-9.367808 139:0.58869334 140:-8.9424424 141:-8.2953862 142:7.8816861 143:4.4377459 144:1.2058245 145:-5.7944182 146:-1.7934011 147:-7.6207085 148:-2.2993226 149:-3.0893506 150:-3.5775374 151:5.2326435 152:1.3258324 153:-4.1419397 154:-9.0110632 155:-7.4357403 156:7.6504367 157:-2.9324863 158:-2.7288789 159:1.393113 160:3.7774292 161:6.3454799 162:-7.7559134 163:3.2490684 164:9.0500004 165:3.2943647 166:-4.616163 167:-5.7431977 168:4.902351 169:-1.1438603 170:-10.465505 171:-8.3385367 172:-5.4576262 173:10.03419 174:-2.8654587 175:-6.9722057 176:8.9555414 177:-2.348114 178:-2.6054856 179:-5.3015786 180:4.5658576 181:8.3256658 182:7.0145601 183:-1.2692221 184:1.3806127 185:-4.7902982 186:-2.9880524 187:-0.75171826 188:10.617243 189:8.113415 190:-10.932196 191:-3.7696669 192:7.4418696 193:-6.7331306 194:0.20563261 195:-7.0823482 196:-9.2309831 197:-8.1315102 198:-4.27902 199:-8.5315544 
-0.15017480404696637 0:6.9398058 1:-3.6417692 2:-5.1288504 3:-4.3206048 4:4.0701633 5:12.063387 6:-10.842445 7:-6.7806045 8:7.9103908 9:5.9853271 10:-8.0567917 11:3.9006037 12:-8.7115363 13:-10.020738 14:-7.001365 15:4.358188 16:5.2402893 17:3.1165425 18:-5.729903 19:-2.2083387 20:-3.1311987 21:1.8847041 22:-7.4985605 23:7.3523109 24:0.1757995 25:4.0718787 26:-1.3605449 27:-0.26806861 28:5.3429213 29:6.6198708 30:6.0382198 31:3.0689062 32:7.6982116 33:5.7720604 34:6.5849001 35:5.7706496 36:6.3705143 37:5.9861343 38:-9.0015978 39:-5.2075676 40:-1.9827907 41:1.1605232 42:-3.2005229 43:-8.4144549 44:1.0850757 45:6.969102 46:-9.1181588 47:-6.851898 48:-7.784646 49:6.3099377 50:1.3581513 51:-2.5674932 52:6.5375079 53:-9.478866 54:-2.3950033 55:-2.5579595 56:8.0836506 57:-10.215388 58:-2.0704906 59:-6.431402 60:8.0167927 61:-5.6405431 62:8.7526572 63:0.69256687 64:0.4043748 65:-0.99811357 66:-5.2825428 67:7.0411052 68:8.6895501 69:-2.9488928 70:-0.63761529 71:1.9081397 72:-2.5242843 73:5.2555538 74:-3.7032474 75:3.2133442 76:0.93936655 77:-7.3898356 78:3.011271 79:7.5869118 80:-4.5624783 81:-4.1210113 82:1.6037147 83:8.0058871 84:6.8599366 85:5.8750697 86:-4.214313 87:-7.5381997 88:-1.6390788 89:-7.8906584 90:-5.3736872 91:-7.0320168 92:9.1750769 93:-6.3825514 94:-6.1873256 95:-8.0141743 96:8.5046774 97:-9.8843465 98:-7.2772813 99:-0.36121981 100:5.5865343 101:-3.8108603 102:6.5684529 103:-7.479361 104:-5.7051482 105:-7.3505944 106:0.066870775 107:-3.1607552 108:-9.3012482 109:3.5590963 110:7.5502458 111:6.0200967 112:11.036067 113:-7.1332105 114:10.567263 115:-6.8931254 116:-3.2180518 117:4.08564 118:2.7358699 119:1.7766847 120:9.3824834 121:3.4353709 122:-6.1583648 123:-2.4007922 124:4.5305306 125:6.5211771 126:-9.0706721 127:-0.71976928 128:4.6933525 129:3.288928 130:-4.6434773 131:-4.3118184 132:8.9542618 133:-1.6431782 134:-2.8118969 135:8.6733133 136:-2.9651496 137:6.7350365 138:-8.6203719 139:2.0676444 140:-9.3128412 141:-6.1515911 142:5.3270476 143:4.2106498 144:1.3590949 145:-5.4134465 146:-1.3435398 147:-8.6724225 148:-1.963162 149:-0.29890384 150:-2.8488526 151:5.7645394 152:2.1116361 153:-2.3069541 154:-7.7182984 155:-4.962837 156:9.8533933 157:-0.518492 158:-2.4479036 159:0.85956789 160:3.0162702 161:7.8094672 162:-8.0831052 163:2.2002778 164:7.710674 165:2.7434315 166:-5.1835419 167:-3.8303952 168:4.4956628 169:-0.064673755 170:-10.389098 171:-9.6877324 172:-6.181088 173:5.9599497 174:-3.3853453 175:-3.7073541 176:6.4878571 177:-2.6809083 178:-3.0399034 179:-4.4947206 180:4.5152912 181:5.7110986 182:5.4914157 183:1.3075847 184:2.1147557 185:-4.8323594 186:-5.9041416 187:-2.6169913 188:8.032476 189:7.457445 190:-9.0837995 191:-2.6864061 192:7.3020554 193:-5.9744411 194:-0.64873322 195:-6.823792 196:-6.7163835 197:-7.6587986 198:-5.1438357 199:-6.8590659 
-0.092230717666697354 0:8.2622328 1:-5.3935484 2:-5.3716923 3:-4.0220027 4:3.3144809 5:11.534232 6:-9.9086412 7:-5.233627 8:7.5036241 9:5.6523734 10:-8.1734112 11:3.5873519 12:-8.1802338 13:-9.2459504 14:-2.6679443 15:3.361952 16:6.1455292 17:2.6702995 18:-6.574913 19:-1.4085517 20:-2.9061944 21:0.44107051 22:-7.0147844 23:8.1466682 24:-1.4544089 25:3.6968022 26:0.7969803 27:-1.1327626 28:4.956197 29:6.6494468 30:7.1257571 31:5.2475527 32:5.6703258 33:6.9605141 34:7.6852305 35:3.6500596 36:6.8842747 37:5.9228091 38:-9.0449662 39:-3.9404134 40:-1.2652068 41:0.68780642 42:-1.4355864 43:-9.8301785 44:3.179791 45:5.5214661 46:-6.6706431 47:-4.5992908 48:-8.3627973 49:7.5105669 50:5.8772277 51:-0.64355195 52:7.0552336 53:-8.4650884 54:-2.1812656 55:-3.9892882 56:9.6972281 57:-8.43591 58:0.38945315 59:-6.5424173 60:7.9222889 61:-6.2380928 62:10.88393 63:2.7027861 64:0.16695712 65:-0.76651371 66:-5.6125087 67:7.2837346 68:9.7748195 69:-2.747515 70:-1.0612111 71:2.8189366 72:-0.67007783 73:5.0838437 74:-5.2766466 75:1.8830099 76:0.474714 77:-8.3471033 78:-0.040946122 79:3.9039092 80:-4.8008683 81:-2.5034798 82:4.113741 83:5.4238505 84:8.0163201 85:7.7804754 86:-2.8017916 87:-6.8856704 88:0.39796282 89:-7.8597272 90:-5.4769391 91:-6.3741537 92:8.4725114 93:-10.661131 94:-4.022616 95:-6.7312123 96:10.013377 97:-7.8264891 98:-7.1726078 99:-1.2482798 100:4.1746712 101:-4.4041437 102:5.9379138 103:-5.9541363 104:-5.4536794 105:-8.8256631 106:0.68372625 107:-4.854941 108:-11.156135 109:5.1687708 110:9.5116559 111:5.4467337 112:7.3087905 113:-7.5555904 114:9.2802487 115:-8.4280379 116:-5.4739404 117:5.5306209 118:4.2750608 119:2.4777368 120:8.3303936 121:4.4865507 122:-7.4640176 123:-2.2774051 124:4.5965612 125:8.1172175 126:-10.000884 127:0.53690501 128:5.9182136 129:3.8631546 130:-2.7520895 131:-2.5816834 132:10.622217 133:0.30628243 134:-4.1215371 135:7.2601219 136:-2.7885359 137:7.5681201 138:-9.2491875 139:0.39389882 140:-9.831738 141:-8.9963561 142:5.832977 143:1.8326245 144:2.727009 145:-7.3272789 146:0.46213567 147:-9.7624927 148:-0.34244043 149:-0.41843741 150:-3.0802634 151:4.2169879 152:5.3009718 153:-4.5720855 154:-9.9270495 155:-7.4611634 156:7.7382646 157:-0.42735911 158:-3.3891988 159:3.8950544 160:5.2157366 161:7.0184649 162:-8.026111 163:4.095787 164:8.4375543 165:0.78586427 166:-4.3638617 167:-7.2873992 168:1.6469654 169:-3.6048124 170:-9.4972266 171:-8.298613 172:-6.7091784 173:8.334437 174:-3.8649772 175:-3.4117387 176:7.3149155 177:-5.4701937 178:-3.8569073 179:-4.9539707 180:3.3001468 181:6.9594226 182:5.4263116 183:0.51458494 184:2.5295288 185:-6.028717 186:-3.4976997 187:-2.5278046 188:11.154757 189:5.5121583 190:-9.6746075 191:-1.3770086 192:6.5520512 193:-7.7207686 194:-0.89587463 195:-5.9294563 196:-9.6959054 197:-7.496102 198:-1.9046706 199:-8.0357328 
-0.042574329207375514 0:9.5725146 1:-4.2143948 2:-5.3023467 3:-2.600423 4:3.591145 5:10.528918 6:-9.361932 7:-6.0313847 8:5.9602311 9:5.7898484 10:-7.4061523 11:4.3375417 12:-7.4225616 13:-8.7887084 14:-5.7594102 15:4.5736867 16:5.7864096 17:3.2566797 18:-7.743168 19:-1.2040865 20:-1.9768946 21:1.633961 22:-7.5391725 23:7.8430078 24:1.996482 25:3.3219811 26:0.24285373 27:-3.5559944 28:6.6004588 29:7.5750353 30:5.2371249 31:3.5645151 32:5.6830718 33:5.8920995 34:8.2271287 35:5.744523 36:5.4454489 37:4.2915472 38:-8.5734632 39:-5.086764 40:-2.8205936 41:0.29965756 42:-3.2485377 43:-7.8898911 44:2.6987069 45:5.9165251 46:-11.424717 47:-5.3225591 48:-7.9523396 49:6.495721 50:3.2852218 51:-2.9439448 52:8.1270453 53:-8.7698685 54:-0.90802944 55:-4.4407767 56:9.1014931 57:-9.1242146 58:-2.0708465 59:-6.185507 60:7.3283064 61:-3.9652458 62:10.091675 63:0.17990047 64:1.5004978 65:-1.0529398 66:-3.8528078 67:7.8444814 68:7.4666432 69:-2.6909398 70:0.52592936 71:1.0353924 72:1.9806709 73:4.6071826 74:-3.0013582 75:2.7382618 76:2.4225145 77:-9.054127 78:0.25080092 79:7.6383322 80:-8.3472004 81:-2.3878287 82:1.7453473 83:6.8654929 84:5.9642475 85:7.0327744 86:-3.9557208 87:-7.6699487 88:-1.5041265 89:-8.7622334 90:-5.4290404 91:-7.1152794 92:7.8862479 93:-8.1543137 94:-6.692247 95:-7.4511485 96:8.8545371 97:-9.0732001 98:-7.0302963 99:0.17267021 100:6.6938428 101:-4.2646034 102:6.4476044 103:-7.4594922 104:-7.8915702 105:-6.8607361 106:1.2554172 107:-2.3679273 108:-10.966801 109:6.3988878 110:10.071523 111:6.8962754 112:10.471248 113:-6.2971954 114:10.374498 115:-6.2957127 116:-4.2683886 117:4.8471423 118:2.8915364 119:3.299635 120:10.619175 121:3.2328682 122:-6.9389487 123:-2.9054968 124:4.0743266 125:5.5543541 126:-7.4305604 127:-1.1434676 128:4.5246329 129:6.7782703 130:-3.9181984 131:-3.6187547 132:9.9659129 133:0.35892225 134:-3.2950499 135:4.759926 136:-3.4090246 137:6.9189604 138:-7.6327799 139:2.1395221 140:-8.225883 141:-9.0001642 142:7.8792284 143:5.0789576 144:1.951753 145:-6.2691914 146:-1.5784853 147:-8.0161979 148:-2.8644791 149:-3.492137 150:-3.6269638 151:3.7326559 152:4.2290713 153:-4.5394124 154:-10.159528 155:-5.4334884 156:6.6289306 157:-3.7993266 158:-2.199352 159:3.2558832 160:5.9946338 161:7.3361054 162:-8.8472602 163:4.1582638 164:9.0124283 165:1.8752346 166:-3.4420903 167:-5.4040982 168:2.9613502 169:-2.1056533 170:-11.40371 171:-6.8379173 172:-5.1167422 173:8.0441437 174:-4.0633688 175:-5.0761979 176:7.0035226 177:-3.7689408 178:-4.2008623 179:-5.5827574 180:3.7913687 181:6.3723374 182:4.8228092 183:-1.0632759 184:2.0677872 185:-2.9398051 186:-4.1586956 187:-2.4356719 188:9.7957436 189:6.1182913 190:-9.5491999 191:-0.71563302 192:6.241092 193:-5.3802167 194:1.0185254 195:-7.1073472 196:-8.4516587 197:-7.1659699 198:-4.4710224 199:-7.8562436 
-0.016877980363673755 0:7.6508939 1:-3.6476646 2:-4.0363743 3:-2.4349446 4:5.4343719 5:9.4493666 6:-8.8059561 7:-4.2960363 8:8.2983078 9:6.072383 10:-6.4079798 11:3.4929261 12:-7.3973636 13:-9.1849898 14:-4.1047867 15:4.6102557 16:5.1472174 17:4.0424458 18:-5.8856667 19:0.1227861 20:-0.97185994 21:1.5656418 22:-6.6675237 23:7.9755817 24:-0.8528649 25:6.1518562 26:-0.94638193 27:-2.4651762 28:5.3656746 29:6.6416409 30:4.9565402 31:4.4214977 32:7.276736 33:8.2670756 34:7.5220655 35:5.1751796 36:6.8204911 37:3.3677772 38:-8.5390111 39:-4.1230448 40:-1.4938505 41:-0.10919933 42:-1.4246036 43:-10.389365 44:2.4123579 45:8.1933446 46:-9.7483213 47:-4.9520615 48:-8.2825891 49:8.7673472 50:5.7001974 51:-1.7543433 52:6.0411664 53:-9.1043128 54:-3.7638817 55:-1.9960476 56:6.9963385 57:-6.7372153 58:-1.6363133 59:-6.1778884 60:7.2087063 61:-4.4828679 62:7.3440591 63:1.040599 64:1.0203546 65:-1.7247725 66:-5.0024142 67:5.3190915 68:10.644196 69:-3.7190989 70:2.3840127 71:3.5053095 72:0.79800996 73:5.6644392 74:-3.6332551 75:1.5406713 76:0.73026128 77:-8.5132826 78:1.3435353 79:8.1266699 80:-4.1393399 81:-4.3994282 82:2.6951458 83:7.9584359 84:7.8025192 85:7.4634239 86:-1.8236335 87:-7.2989334 88:1.0727627 89:-5.9410574 90:-4.9231263 91:-7.6601918 92:8.4640864 93:-7.6581314 94:-6.3183049 95:-7.7316035 96:11.091364 97:-6.8519614 98:-6.3944612 99:-1.1768256 100:5.3769385 101:-3.0869373 102:5.5545191 103:-5.0498639 104:-2.8889041 105:-7.9133047 106:1.4822695 107:-3.460538 108:-9.5361597 109:6.3500654 110:7.9086755 111:7.8820145 112:7.5814196 113:-7.8525252 114:9.1954975 115:-6.239564 116:-5.2891565 117:3.6064988 118:3.1181859 119:3.8270937 120:9.2365873 121:2.7625633 122:-5.1805819 123:-2.2498647 124:5.4964843 125:7.0127508 126:-6.8227925 127:-1.6352876 128:5.7262446 129:5.8516083 130:-4.9827203 131:-5.2775557 132:9.3963929 133:0.0020679297 134:-4.1264023 135:7.8139997 136:-3.1074074 137:5.7709598 138:-9.682703 139:0.61683493 140:-10.205882 141:-7.3650634 142:5.3428102 143:1.8787207 144:2.0454619 145:-7.0397735 146:-2.9461093 147:-8.0909993 148:-1.659243 149:-1.3252605 150:-3.9984686 151:4.896097 152:1.4167187 153:-4.581203 154:-8.4659786 155:-5.7893409 156:8.3532921 157:-1.8849331 158:-1.7208642 159:1.6975011 160:4.2530737 161:7.9326675 162:-7.7439619 163:3.2428377 164:9.4915228 165:1.7538701 166:-4.087527 167:-5.2907161 168:3.0806559 169:-3.2648492 170:-9.9393887 171:-8.5868538 172:-5.4120301 173:9.1717175 174:-3.5676874 175:-5.2346909 176:7.929903 177:-3.0896354 178:-5.6142558 179:-5.7127741 180:1.1651893 181:7.8758955 182:6.3475595 183:-0.13283983 184:2.6949356 185:-2.9547633 186:-3.9223163 187:-1.9505935 188:8.9809924 189:5.0286823 190:-8.948564 191:-1.467476 192:6.9492716 193:-7.5587628 194:0.80427063 195:-6.834689 196:-8.6581184 197:-7.7066682 198:-5.137427 199:-7.2016944 
-0.062714717967835357 0:7.8121633 1:-4.1677846 2:-5.2587025 3:-2.7359351 4:6.4843276 5:8.0508974 6:-11.470737 7:-5.715432 8:7.7735819 9:5.9484053 10:-9.0522311 11:3.0991131 12:-8.1907174 13:-6.319223 14:-3.5654059 15:3.5329881 16:6.306039 17:4.3625151 18:-6.5793782 19:-1.2148156 20:-1.3431877 21:1.9303266 22:-6.363558 23:8.2733529 24:0.16503808 25:3.57241 26:1.010421 27:-2.8678598 28:4.0394462 29:6.5426169 30:4.9958179 31:3.956462 32:6.4679027 33:6.1838986 34:5.8996067 35:4.2458037 36:5.7942638 37:5.07272 38:-7.8012861 39:-4.1136484 40:-2.0865265 41:0.9836832 42:-0.17408625 43:-10.417814 44:3.7269414 45:8.6162881 46:-10.429917 47:-3.001806 48:-7.3791619 49:5.1384069 50:2.9435024 51:-1.1171155 52:9.2065917 53:-7.7778644 54:-1.4799851 55:-3.1617937 56:9.3889912 57:-5.7917779 58:-1.6442207 59:-5.8168456 60:6.3775561 61:-5.8044284 62:9.4815004 63:-0.57027683 64:1.3360625 65:-3.079219 66:-3.446868 67:7.5295781 68:8.5665998 69:-5.72259 70:-0.46233412 71:3.6824606 72:-2.633876 73:5.8567312 74:-4.5066978 75:2.6648121 76:1.9941386 77:-9.1644986 78:1.8428631 79:6.179251 80:-5.5772413 81:-2.1014058 82:4.750954 83:5.398068 84:7.3949936 85:6.0559083 86:-1.3948799 87:-9.7562359 88:-0.4641243 89:-6.9146737 90:-3.9792643 91:-5.3018476 92:10.210868 93:-7.9444029 94:-6.9856533 95:-7.9219297 96:9.9123867 97:-7.4120842 98:-7.9247377 99:-1.650094 100:6.6675141 101:-3.8431268 102:7.5393274 103:-6.362346 104:-4.5181924 105:-8.2986776 106:2.9521117 107:-4.7157098 108:-7.821056 109:5.6190444 110:9.8736743 111:6.7124455 112:9.8322208 113:-5.9535396 114:6.7530939 115:-8.4723831 116:-3.1693419 117:4.5195821 118:2.7847831 119:3.3494978 120:8.6934161 121:5.4705107 122:-7.2690083 123:-2.6463178 124:4.5644988 125:6.1114911 126:-8.7725237 127:0.8161242 128:5.6830831 129:5.1423879 130:-3.2984306 131:-3.719633 132:7.8927209 133:0.49541529 134:-3.1757184 135:7.4282769 136:-2.7201588 137:5.2032493 138:-9.6006519 139:-1.0231598 140:-10.382856 141:-7.3900377 142:6.6015105 143:2.3755914 144:0.116833 145:-5.3654649 146:-2.1095495 147:-8.8170809 148:-1.2875661 149:0.40161598 150:-3.8194325 151:3.704484 152:1.3338838 153:-5.1006022 154:-9.0994487 155:-7.1370799 156:8.2937948 157:-3.1683632 158:-1.3404884 159:1.3547354 160:7.0235631 161:9.4063224 162:-8.3408656 163:2.717332 164:10.49099 165:1.0974663 166:-4.4333542 167:-6.0535494 168:2.0606454 169:-0.71362991 170:-10.926376 171:-6.9462132 172:-6.2733082 173:6.8746726 174:-3.3614224 175:-4.7197248 176:7.9440052 177:-4.3120442 178:-3.9760362 179:-4.6099922 180:2.1990468 181:6.2207377 182:7.0087369 183:-0.41921705 184:2.2460369 185:-5.2304576 186:-5.1262625 187:-1.2083406 188:9.5064063 189:6.895195 190:-10.075784 191:-3.2191389 192:7.1542996 193:-7.7348146 194:2.1136205 195:-5.6857906 196:-10.909827 197:-6.7927388 198:-4.3567954 199:-6.6655805 
-0.12648471275738923 0:7.7465384 1:-4.7012346 2:-4.4417549 3:-1.4713873 4:4.0844514 5:8.8416294 6:-8.8848747 7:-4.4058433 8:7.2178415 9:7.3097973 10:-6.5115877 11:5.2321718 12:-8.2802119 13:-10.271026 14:-4.3598385 15:3.5303369 16:6.1001944 17:1.2886432 18:-7.0396948 19:-1.8320922 20:-5.1580732 21:1.1834643 22:-9.0364399 23:9.5201216 24:0.70268245 25:4.5375308 26:0.99919179 27:-1.5261967 28:6.308776 29:4.8889045 30:7.49969 31:4.9141256 32:6.3902411 33:7.1141935 34:6.2186444 35:5.2593884 36:6.7674665 37:5.642824 38:-8.5294572 39:-4.4018739 40:-1.5062542 41:1.7311911 42:-0.44170788 43:-7.1680063 44:2.3294708 45:5.1837495 46:-9.8400984 47:-5.3939076 48:-7.4831724 49:7.2521935 50:5.737612 51:-2.9601418 52:7.7997107 53:-8.8111025 54:-3.1847493 55:-4.6795484 56:8.6599871 57:-8.5780673 58:-1.2157922 59:-4.8654329 60:8.8644123 61:-3.6738477 62:10.915103 63:1.2832474 64:-2.116015 65:0.35719362 66:-5.7485665 67:8.6185441 68:9.1639497 69:-5.0301598 70:-0.72127173 71:1.4674682 72:-0.93711856 73:4.3182057 74:-5.3759932 75:1.7660413 76:0.56927843 77:-10.907801 78:2.7967987 79:4.9071996 80:-5.0390669 81:-1.1881438 82:1.9545166 83:4.4067719 84:6.2526663 85:5.8336003 86:-1.2944748 87:-7.4367622 88:-1.5343171 89:-5.1598286 90:-5.6492081 91:-7.3568435 92:7.7602893 93:-8.1007476 94:-4.8466385 95:-8.2502389 96:9.7977682 97:-7.7179403 98:-6.2563244 99:-1.9729372 100:5.480898 101:-4.3492033 102:6.0976234 103:-8.4094354 104:-5.9292214 105:-6.141362 106:1.8129247 107:-2.4217333 108:-8.6328115 109:5.1443764 110:9.4228155 111:6.7769191 112:8.3465941 113:-6.7757579 114:8.0722827 115:-6.7828373 116:-4.3806298 117:3.0695792 118:2.0553026 119:4.2587038 120:8.0080134 121:3.8807176 122:-7.5026769 123:-3.9144351 124:6.5401819 125:6.7262912 126:-7.5668878 127:-1.4242621 128:5.2608127 129:5.5702211 130:-1.7244811 131:-2.3240949 132:9.2410131 133:2.3828449 134:-4.882891 135:5.6061236 136:-4.8558845 137:7.86686 138:-9.6120012 139:0.59811316 140:-8.2270057 141:-8.0850696 142:7.2573912 143:3.1891522 144:0.98415187 145:-6.5679686 146:0.35711426 147:-7.5465279 148:-1.9432307 149:-1.1079863 150:-2.6261484 151:5.3293682 152:2.5527143 153:-4.9256636 154:-8.8678127 155:-6.5280557 156:8.6062967 157:-0.51981809 158:-2.0629197 159:0.38649692 160:5.3677053 161:8.665706 162:-8.0228846 163:1.3574679 164:8.4735773 165:3.5586744 166:-3.5171174 167:-5.0849738 168:2.6673663 169:-4.3274457 170:-10.406606 171:-8.8325573 172:-5.115451 173:8.525847 174:-4.7591904 175:-8.0301353 176:5.5722907 177:-4.8149281 178:-4.174909 179:-5.9070224 180:1.4164104 181:5.5243207 182:5.4782756 183:-1.4123153 184:1.4802991 185:-4.1335658 186:-3.5594899 187:-1.4326034 188:7.5045464 189:5.6573123 190:-7.9192701 191:-2.8455044 192:7.2165122 193:-8.8063504 194:1.5372384 195:-8.4816352 196:-9.5095307 197:-6.9856909 198:-3.2569512 199:-5.7341602 
-0.11398787158270332 0:8.1601222 1:-3.6604475 2:-6.2919466 3:-3.9602583 4:3.6038904 5:10.017586 6:-9.9410209 7:-7.2565507 8:4.9599734 9:4.959286 10:-5.564264 11:2.7694964 12:-7.5399889 13:-9.5256378 14:-5.3219372 15:2.5754471 16:6.2677878 17:3.1723424 18:-5.3619182 19:0.64947351 20:-2.9350057 21:2.9496486 22:-7.1754314 23:9.3171057 24:-1.1511991 25:3.4861713 26:-0.032865742 27:-2.2889773 28:6.2112136 29:7.6937525 30:7.7770174 31:3.0668933 32:6.2123789 33:8.6672644 34:6.48473 35:4.2472142 36:7.8620724 37:6.2350074 38:-8.6492727 39:-4.089902 40:-0.25605958 41:1.6482407 42:-2.1683236 43:-8.7116767 44:1.4428924 45:6.8960452 46:-9.6612803 47:-4.5070876 48:-7.2098812 49:5.152346 50:3.3947993 51:-1.4004173 52:6.6092642 53:-8.0881332 54:-2.0467324 55:-4.189336 56:8.9516283 57:-7.8302276 58:-0.25057928 59:-5.509111 60:7.2324741 61:-7.8117377 62:8.9210526 63:1.0826927 64:1.3161045 65:-2.2618252 66:-5.1920705 67:8.9852472 68:9.8057739 69:-4.2765468 70:0.46444151 71:3.1295748 72:-1.5100768 73:5.0564929 74:-4.023543 75:1.470951 76:0.19004485 77:-10.036362 78:1.1690676 79:5.2306361 80:-3.9376249 81:-3.8988145 82:2.7858556 83:5.9912361 84:6.1827977 85:7.4483815 86:-2.4274207 87:-6.2830175 88:0.75375875 89:-6.5636588 90:-3.9838593 91:-7.1031358 92:8.3030331 93:-8.615718 94:-5.4523799 95:-7.1435926 96:10.277885 97:-6.4346478 98:-6.1701604 99:-0.99954431 100:4.2365447 101:-2.0078045 102:6.66272 103:-5.60344 104:-7.0298708 105:-7.7024885 106:0.10655397 107:-3.6868691 108:-8.2757248 109:6.8928107 110:11.899256 111:8.5182088 112:9.5800856 113:-4.7292003 114:10.400586 115:-7.000053 116:-2.518566 117:5.2139524 118:1.9003515 119:1.7643062 120:8.9520241 121:2.2344954 122:-5.8351399 123:-3.434154 124:4.5020761 125:7.9807879 126:-8.1518669 127:-1.5196044 128:6.4267907 129:7.1596409 130:-4.4283329 131:-2.9350647 132:10.668563 133:0.67876697 134:-4.09044 135:8.69398 136:-1.7440934 137:9.4932879 138:-8.7063966 139:-1.4773032 140:-9.7872326 141:-9.7370684 142:6.3889512 143:1.754031 144:0.89933113 145:-6.9429334 146:-2.430081 147:-8.5890866 148:-1.5656467 149:-1.9383654 150:-1.8551485 151:4.9435434 152:4.8969281 153:-3.5195463 154:-9.4877592 155:-6.3763612 156:8.0217202 157:-1.9136468 158:-3.3255878 159:-0.18684065 160:4.9340214 161:6.9405087 162:-9.5653303 163:3.090868 164:8.3163911 165:0.93409267 166:-4.5683911 167:-5.4968745 168:3.3231345 169:-1.7250084 170:-10.948152 171:-9.4822594 172:-3.4032954 173:8.8465486 174:-3.5172698 175:-6.2281704 176:8.7046529 177:-3.5480636 178:-4.4830911 179:-3.537641 180:0.24924854 181:6.1127094 182:6.7401966 183:-0.041384232 184:3.8674659 185:-4.165428 186:-2.5869724 187:-0.46652896 188:9.0494417 189:4.7579873 190:-9.4851066 191:-2.5204369 192:8.160104 193:-5.4991196 194:1.7127939 195:-9.3576897 196:-9.4469342 197:-9.8983797 198:-4.939233 199:-8.9420003 
-0.082943863145587174 0:7.3947341 1:-3.4176382 2:-4.3822236 3:-2.770247 4:4.2971524 5:10.810398 6:-9.3342763 7:-5.9075244 8:7.3494299 9:6.5552733 10:-9.2161564 11:2.7703058 12:-8.3940095 13:-9.561173 14:-5.4016644 15:4.511623 16:7.1132778 17:2.9088306 18:-9.3847167 19:-1.9080388 20:-3.3608669 21:1.9806568 22:-6.9384225 23:8.8170038 24:0.79833972 25:7.1692537 26:1.4268316 27:-1.0616355 28:6.3899937 29:6.6410133 30:5.5941433 31:2.2137354 32:7.3672063 33:6.337905 34:4.938466 35:3.1090058 36:7.6218442 37:6.7528475 38:-7.8658806 39:-5.6034212 40:-3.6686702 41:0.79261392 42:-2.5650029 43:-9.1771814 44:2.4485678 45:6.2510632 46:-9.403204 47:-5.7181179 48:-8.0234486 49:7.4665853 50:2.2500551 51:-1.3950204 52:8.7506144 53:-8.9498478 54:-3.0925035 55:-3.0291349 56:7.9974115 57:-10.299414 58:-3.0229626 59:-4.7653546 60:8.0156565 61:-4.7269474 62:8.6509416 63:2.5946478 64:1.2498925 65:-0.33794103 66:-5.1439982 67:7.9668755 68:9.0054094 69:-4.8462344 70:-0.77196463 71:2.7760683 72:0.5218678 73:4.710639 74:-3.4137855 75:2.5595449 76:2.1995576 77:-9.206281 78:2.0608797 79:5.7997241 80:-4.7933674 81:-1.8336814 82:2.3345987 83:6.9349752 84:5.4464033 85:5.0358887 86:-4.9990017 87:-8.7143778 88:0.13901529 89:-6.2270637 90:-5.5536591 91:-6.5412937 92:9.2639668 93:-6.4239284 94:-4.7591943 95:-7.9275321 96:9.3410297 97:-7.9400859 98:-9.2486187 99:-0.075610103 100:5.8612567 101:-5.513895 102:5.6572853 103:-7.7968271 104:-6.5442634 105:-6.838789 106:3.0586637 107:-3.7436299 108:-8.018266 109:6.0769224 110:9.2956727 111:6.2490497 112:8.2052594 113:-5.9459217 114:8.4609057 115:-8.3571551 116:-3.9173803 117:5.2616353 118:4.3496264 119:3.3416904 120:8.1576262 121:2.07288 122:-7.894131 123:-2.8268756 124:6.0304047 125:6.1087636 126:-8.6901835 127:0.43895972 128:6.53982 129:6.1280331 130:-2.5449449 131:-4.2256921 132:9.658001 133:-0.11471079 134:-2.8652574 135:7.233804 136:-3.8307416 137:6.8246013 138:-8.8635234 139:0.09996862 140:-9.3989658 141:-8.4704265 142:6.4671272 143:0.091745419 144:-0.4775765 145:-5.4939947 146:0.28444472 147:-6.5329278 148:-2.4950759 149:-0.72446612 150:-1.786704 151:5.9547117 152:3.7469603 153:-6.1497848 154:-9.3671261 155:-8.6841096 156:7.1622249 157:-3.4013124 158:-3.7935393 159:2.3252989 160:6.6639277 161:8.3723464 162:-9.5788852 163:2.3044122 164:9.4207123 165:2.3210174 166:-4.6926603 167:-5.0438218 168:2.1645182 169:-1.4174839 170:-8.8623679 171:-7.6096498 172:-5.8762858 173:7.7294043 174:-3.9414959 175:-5.4472991 176:8.7727173 177:-2.5163688 178:-3.1694677 179:-2.8776264 180:2.3526493 181:5.7852256 182:7.5099424 183:-1.1990585 184:2.8630513 185:-6.1332626 186:-4.8773982 187:-2.0818216 188:8.0009087 189:7.7940365 190:-8.615035 191:-2.9947508 192:5.468866 193:-5.763389 194:1.7616244 195:-8.2991612 196:-8.5853043 197:-8.3909976 198:-3.2638667 199:-6.2056337 
-0.011872670692433564 0:10.249715 1:-3.3850934 2:-3.5767011 3:-2.2340458 4:4.7428835 5:8.7998931 6:-9.8576096 7:-5.6734023 8:6.5298545 9:6.6725539 10:-7.5146773 11:3.0934668 12:-6.4947725 13:-9.556558 14:-4.3350409 15:6.2004184 16:6.1127538 17:2.6948191 18:-7.031269 19:-0.247754 20:-1.2080891 21:2.1093882 22:-5.5330826 23:9.1329832 24:-0.10484601 25:2.849704 26:0.30099019 27:-3.335442 28:7.0201082 29:7.4709903 30:6.7747765 31:6.2739676 32:5.2090785 33:6.7153343 34:7.2724481 35:1.6379378 36:7.3165259 37:5.4002918 38:-7.6829153 39:-3.3102419 40:-1.4127249 41:-2.3338264 42:-0.90517439 43:-8.2947475 44:1.3694168 45:5.6703861 46:-9.8695472 47:-4.2342291 48:-5.1634166 49:7.284238 50:4.7221855 51:-1.9325226 52:7.5693958 53:-7.0324006 54:-3.1546587 55:-4.6212501 56:8.4393587 57:-7.7418779 58:-0.93516824 59:-5.0473821 60:7.3692565 61:-5.2338554 62:10.999661 63:-0.66304868 64:2.0679399 65:-1.0299613 66:-7.1407713 67:9.0889218 68:8.6447593 69:-5.0192927 70:0.38581417 71:0.77205613 72:-0.070410221 73:4.4210435 74:-2.7720169 75:2.0914387 76:1.3688551 77:-9.5288889 78:0.75780912 79:6.2111827 80:-6.6773746 81:-3.3070973 82:2.0180488 83:4.7527574 84:8.168584 85:7.524576 86:-2.0029251 87:-8.616078 88:-3.3320174 89:-6.2012548 90:-5.1595089 91:-7.7133131 92:8.6000916 93:-7.5319404 94:-5.449082 95:-7.0476318 96:8.9909808 97:-7.8236999 98:-5.3435573 99:-2.9812549 100:5.0268182 101:-4.881115 102:6.0276244 103:-7.4666876 104:-5.734465 105:-6.0850421 106:2.4422466 107:-3.0598253 108:-9.9898289 109:6.4250092 110:8.4883419 111:7.2294508 112:8.5222252 113:-6.7206078 114:7.8679159 115:-6.9567187 116:-4.001665 117:2.9571094 118:1.5440291 119:4.5300103 120:8.9625904 121:3.4227949 122:-6.9850944 123:-2.4665483 124:4.5872866 125:5.4826974 126:-7.9318738 127:-0.31189217 128:6.3774371 129:6.8975052 130:-3.4450782 131:-2.2672456 132:9.8116138 133:0.13160839 134:-5.1699667 135:6.7052732 136:-1.2514789 137:7.4731695 138:-9.034072 139:1.0363009 140:-9.6647422 141:-7.5586308 142:7.8098206 143:3.905805 144:1.8981134 145:-4.2818514 146:-2.8147338 147:-9.1522318 148:-1.4977116 149:-1.9203836 150:-2.0438808 151:5.5932004 152:3.9557484 153:-3.9208907 154:-10.284407 155:-6.0856781 156:7.5764261 157:-1.8512016 158:-2.5778453 159:0.50765937 160:5.9867467 161:7.803973 162:-10.743985 163:1.0566712 164:10.296091 165:2.8909981 166:-3.2621708 167:-4.225967 168:3.8089584 169:-4.707352 170:-10.872989 171:-8.3128704 172:-7.8478918 173:7.0497912 174:-3.4569712 175:-6.0735543 176:7.0256551 177:-4.0540793 178:-3.1870306 179:-3.3888678 180:-0.30745267 181:7.7224446 182:5.3010597 183:0.86343099 184:1.1404801 185:-4.9894937 186:-5.4332108 187:-0.9254758 188:9.1766333 189:5.8896047 190:-9.5671988 191:-3.3015164 192:6.1523053 193:-8.3478877 194:0.01240779 195:-6.5238228 196:-10.885057 197:-8.4221533 198:-4.1802573 199:-5.9083216 
-0.052332163337457285 0:9.5571069 1:-4.7448556 2:-5.2095331 3:-4.7427249 4:3.4492033 5:11.130348 6:-9.5434309 7:-6.4063029 8:6.5701777 9:5.3962853 10:-8.1491808 11:4.5261323 12:-7.5659558 13:-9.5250265 14:-6.9483341 15:4.8186624 16:6.154298 17:1.5727141 18:-5.7479001 19:-0.65654941 20:-1.4359381 21:2.044968 22:-6.5152651 23:8.9187588 24:2.3006422 25:6.6752808 26:-0.90103953 27:-2.1026534 28:4.3394875 29:8.2644966 30:6.1518856 31:4.5325627 32:7.9402682 33:7.028029 34:6.7689494 35:3.5412767 36:5.9014593 37:6.514263 38:-8.9791902 39:-5.1917918 40:-1.4064021 41:-0.13130381 42:-2.6145769 43:-9.2536355 44:1.488042 45:7.3033422 46:-9.2756207 47:-4.9335788 48:-9.0900624 49:5.9170866 50:3.3892076 51:-3.0034647 52:8.4974747 53:-7.7280013 54:-2.0428165 55:-3.9838261 56:8.8631938 57:-8.6164859 58:-0.9990505 59:-5.2029781 60:6.6826893 61:-4.5939505 62:11.950499 63:-0.058397119 64:-1.3411133 65:-2.3958536 66:-6.3363498 67:6.9934906 68:9.4585676 69:-4.8606829 70:0.34901365 71:2.2539948 72:-1.8295855 73:5.285789 74:-4.1188096 75:3.1330038 76:1.3535093 77:-7.5357837 78:-0.021144456 79:6.551058 80:-6.4180656 81:-3.2371641 82:1.6291639 83:6.4414823 84:6.8749925 85:7.7809749 86:-0.83558315 87:-7.0056745 88:0.3622658 89:-8.4423378 90:-4.5484481 91:-6.402451 92:7.7894964 93:-7.2876296 94:-7.1166715 95:-5.6092478 96:8.2000553 97:-6.8610886 98:-4.7544908 99:-1.8463518 100:3.8673568 101:-3.9743948 102:7.7448436 103:-9.7482732 104:-5.7005837 105:-8.024962 106:0.86065498 107:-3.4974659 108:-8.2787893 109:5.5649262 110:8.8215828 111:5.585061 112:10.157645 113:-5.9544848 114:7.7655832 115:-9.0422288 116:-4.5272932 117:2.5026963 118:1.7892148 119:4.0051342 120:8.9027717 121:4.3083438 122:-8.0090009 123:-2.5833071 124:2.564714 125:5.2579664 126:-9.4416526 127:-1.5692271 128:4.7023292 129:4.4664933 130:-4.6051889 131:-2.1807894 132:7.5196671 133:-0.28914656 134:-1.6074007 135:5.6487683 136:-3.271212 137:6.7047829 138:-10.147388 139:-0.081922511 140:-10.530331 141:-7.4294873 142:5.1175541 143:3.3429563 144:1.2831915 145:-6.6207336 146:-2.1506781 147:-8.3929733 148:-2.5444755 149:-1.5660893 150:-2.5608651 151:4.6771767 152:2.4868292 153:-4.3665643 154:-9.3939187 155:-7.7376766 156:6.9720457 157:-0.55142703 158:-3.3397587 159:1.1970355 160:4.5702113 161:8.6314651 162:-7.4535526 163:0.079133501 164:8.0318942 165:2.1712983 166:-3.0277498 167:-7.1558792 168:4.1169045 169:-3.3823097 170:-9.5519393 171:-8.8592795 172:-5.3513506 173:7.5627756 174:-3.933446 175:-5.1729859 176:8.337934 177:-3.6087289 178:-2.7567595 179:-4.7959369 180:2.8549415 181:8.3609009 182:4.7926043 183:0.41093135 184:1.6961389 185:-4.0074258 186:-5.309487 187:-2.9514341 188:9.55122 189:6.9409379 190:-8.6821817 191:-2.5568629 192:6.6124654 193:-9.5683158 194:2.3256836 195:-7.5726352 196:-11.042917 197:-6.7172004 198:-2.4168777 199:-4.5543553 
-0.08076280502786394 0:7.1115053 1:-4.7775576 2:-4.0908414 3:-1.8807663 4:5.4403523 5:9.3124926 6:-9.8130516 7:-6.7308131 8:6.8909474 9:4.5092612 10:-6.48009 11:4.3133561 12:-9.8025085 13:-9.054563 14:-4.2428369 15:3.638333 16:6.8486455 17:1.8373304 18:-7.6102379 19:-0.81238809 20:-2.1220379 21:1.987027 22:-6.8690815 23:10.519823 24:-0.32758062 25:2.2305646 26:-1.2569933 27:-1.7030016 28:5.0164072 29:9.0289895 30:5.3780851 31:5.9486242 32:5.1116897 33:5.9398224 34:6.7622379 35:4.234523 36:4.5679892 37:5.609555 38:-9.1177535 39:-3.3995655 40:-1.3720203 41:0.37556558 42:0.80977155 43:-6.8087659 44:3.852978 45:6.687618 46:-10.63561 47:-5.4228681 48:-9.1778917 49:7.7630743 50:1.7948622 51:-2.3453926 52:7.4483715 53:-9.4084693 54:-0.91856777 55:-2.9189151 56:6.8691783 57:-7.5542675 58:0.35482971 59:-5.9997375 60:7.5268082 61:-6.2544294 62:9.7921818 63:1.9578297 64:1.3024784 65:-3.3310299 66:-3.6389841 67:9.1148374 68:9.7221134 69:-4.0481809 70:-0.9018191 71:3.9415654 72:-0.85882404 73:4.4390909 74:-2.6314099 75:3.5323905 76:0.81890454 77:-9.9057643 78:0.44652257 79:5.1005598 80:-7.6003186 81:-1.8037383 82:2.6348531 83:7.5948583 84:7.8726286 85:6.0276566 86:-3.6921427 87:-5.8108316 88:-1.7563067 89:-8.6162272 90:-5.0873118 91:-7.0250459 92:7.0732573 93:-10.287134 94:-4.5105032 95:-7.4516585 96:9.0127907 97:-6.6033511 98:-5.5998021 99:-1.2626148 100:6.6784379 101:-5.5510397 102:8.3149615 103:-7.0658977 104:-5.7249805 105:-6.4304724 106:2.0162017 107:-3.3334202 108:-8.9562794 109:6.5390163 110:9.4762908 111:5.0393417 112:7.2894504 113:-4.8713113 114:8.7543218 115:-5.0452778 116:-5.6518534 117:3.7244527 118:3.0929253 119:3.1024343 120:6.7498308 121:5.1140794 122:-8.3186944 123:-2.7435591 124:5.4562172 125:5.4005045 126:-9.0311453 127:0.87073912 128:4.6471822 129:6.4340187 130:-2.4711933 131:-2.3943761 132:9.2673906 133:0.60153812 134:-3.2287478 135:7.4584431 136:-1.8276498 137:5.8948894 138:-7.9753346 139:0.47561208 140:-11.309419 141:-7.6360381 142:6.9109624 143:2.2162382 144:1.6895324 145:-7.0889964 146:-3.3588341 147:-8.3805255 148:-1.3258155 149:0.066004087 150:-2.3034933 151:5.1584878 152:3.6562057 153:-4.4252533 154:-8.3237452 155:-8.0485405 156:7.6279451 157:-0.86122675 158:-3.0031442 159:1.8316958 160:4.1956892 161:8.0369656 162:-9.3205302 163:1.9095783 164:8.8318628 165:1.2093842 166:-2.5256245 167:-5.3570121 168:2.4219066 169:-2.4053925 170:-9.910957 171:-8.3257094 172:-5.8558267 173:6.624475 174:-2.9396467 175:-6.6945827 176:8.1636693 177:-4.1719151 178:-0.90279727 179:-3.821612 180:2.7055672 181:5.5599867 182:5.4198032 183:-0.72835252 184:2.1734061 185:-4.3563209 186:-4.9205676 187:-2.6881184 188:8.9552683 189:7.3829166 190:-12.083999 191:-3.5248356 192:5.9933015 193:-5.2118383 194:1.1944118 195:-8.2239121 196:-7.8470021 197:-7.0218875 198:-5.5851145 199:-8.1564244 
-0.0055075436063384475 0:7.9421499 1:-3.5985673 2:-4.4922569 3:-2.8795591 4:7.4597263 5:10.164589 6:-9.2055399 7:-5.5192117 8:4.7663128 9:3.4974163 10:-7.2094576 11:3.7614976 12:-7.2461818 13:-8.1448818 14:-5.7787676 15:3.9620392 16:4.0400891 17:2.4702211 18:-7.4359852 19:0.095735505 20:-2.9879707 21:1.7527492 22:-7.6472791 23:10.547313 24:0.83923791 25:3.740342 26:1.8395903 27:-2.8732982 28:6.363843 29:6.5580782 30:7.1596004 31:3.7156578 32:6.67358 33:6.7600662 34:5.9827372 35:3.3284967 36:6.1212535 37:5.91499 38:-6.2171525 39:-4.1264326 40:-0.21647236 41:-0.43630475 42:-0.53394626 43:-8.778706 44:1.8133759 45:8.7303403 46:-9.0793381 47:-6.6754315 48:-6.3376495 49:7.7565915 50:4.9179665 51:-3.0316981 52:7.3143699 53:-9.342064 54:-2.4028274 55:-4.1985292 56:7.6867581 57:-9.08718 58:-3.5587594 59:-5.4768015 60:5.7648507 61:-6.8426821 62:8.41861 63:0.79944658 64:0.67219487 65:-0.52986799 66:-5.3326709 67:9.0201455 68:9.3637703 69:-3.7998247 70:1.4501607 71:2.3048397 72:-1.3256305 73:6.0650495 74:-2.9168031 75:0.71575449 76:2.24161 77:-8.574478 78:1.9983243 79:6.766625 80:-6.3383624 81:-2.6521443 82:2.0525247 83:5.9177441 84:8.9423384 85:7.5035545 86:-2.7441987 87:-8.4032614 88:-2.6076464 89:-6.7331759 90:-5.7377943 91:-7.1850166 92:8.1245203 93:-8.7150301 94:-4.3365702 95:-8.4163999 96:9.1162747 97:-7.4347595 98:-5.1140683 99:-1.0258796 100:3.5571975 101:-5.5284237 102:4.5611838 103:-8.6394458 104:-3.3454863 105:-7.7083139 106:2.124608 107:-2.1780469 108:-8.6426847 109:6.3815843 110:9.695177 111:5.6998381 112:7.0605623 113:-4.1881811 114:9.0437631 115:-7.140003 116:-4.0542141 117:4.1929592 118:1.9359302 119:3.6971302 120:8.3157701 121:4.1520211 122:-5.8025807 123:-3.7430502 124:4.2267527 125:8.4605733 126:-8.4607923 127:-0.071419994 128:5.5620396 129:6.0756346 130:-3.0403143 131:-2.1573332 132:8.5318814 133:0.56365571 134:-4.2536675 135:6.5147346 136:-4.5034929 137:7.6659324 138:-8.8482 139:1.2589495 140:-10.917395 141:-7.3883662 142:6.0685601 143:4.1043283 144:2.6332691 145:-7.1586087 146:-2.1683772 147:-6.538378 148:-3.0623431 149:-2.8702901 150:-1.979253 151:4.8507327 152:2.9741669 153:-3.8888753 154:-6.6843096 155:-6.9508303 156:6.216458 157:-1.9984952 158:-1.4031968 159:1.9183061 160:4.0085326 161:8.2923031 162:-9.3345816 163:2.3878883 164:11.41947 165:1.7486976 166:-4.1438481 167:-4.9175359 168:5.0395188 169:-3.1258563 170:-10.23999 171:-10.13327 172:-5.0319932 173:7.945706 174:-0.65726991 175:-3.5323306 176:7.295187 177:-2.8681751 178:-2.7575646 179:-5.7472364 180:5.6837853 181:6.3879217 182:5.547048 183:-0.89967199 184:2.3366508 185:-5.1949952 186:-2.8695068 187:-0.30199862 188:9.723173 189:6.0771106 190:-7.9238326 191:-1.7191194 192:7.0174629 193:-4.7536272 194:0.70854199 195:-7.828625 196:-9.2371222 197:-9.7620365 198:-4.1469011 199:-5.8141229 
-0.043449300530319084 0:9.3302776 1:-5.7204233 2:-3.9571395 3:-3.4713727 4:4.2656402 5:10.407165 6:-9.9419135 7:-5.7028838 8:5.125989 9:5.3065364 10:-6.5001918 11:5.1220794 12:-7.0229931 13:-11.65202 14:-4.1795928 15:2.9797651 16:4.3544038 17:3.9791855 18:-6.7326035 19:-2.6106571 20:-1.3987458 21:3.9653176 22:-7.9910871 23:7.4593835 24:-0.59309114 25:1.6152438 26:-0.41748251 27:-1.3888 28:4.2334171 29:7.7362606 30:4.9220604 31:5.1955124 32:7.1755485 33:6.3295003 34:7.0809591 35:4.1343053 36:6.1942293 37:6.6669937 38:-8.3716224 39:-3.8018638 40:-0.95871219 41:1.4405569 42:0.41308455 43:-8.6002378 44:1.7195772 45:5.8126412 46:-10.323529 47:-6.5839884 48:-7.5767256 49:7.2190798 50:4.1988731 51:-1.1301404 52:7.9527324 53:-9.1326515 54:-1.0304834 55:-2.7081374 56:7.3622952 57:-8.1692506 58:-0.35454714 59:-4.8607253 60:8.8246811 61:-5.3072445 62:9.0255098 63:1.6902933 64:0.46765476 65:-3.5326851 66:-5.3198431 67:9.445048 68:8.6248208 69:-3.8114859 70:-0.51529926 71:1.3130008 72:-0.86510911 73:5.5550639 74:-3.6828144 75:1.6011638 76:2.1511894 77:-8.4531214 78:0.45581233 79:5.668329 80:-5.0177205 81:-2.5573304 82:4.600062 83:4.3507696 84:7.5665608 85:8.555329 86:-2.5914931 87:-8.6849049 88:-1.53159 89:-7.509615 90:-7.0376526 91:-6.8670578 92:7.8812446 93:-6.3579028 94:-4.6866067 95:-8.3562561 96:10.289031 97:-9.2361022 98:-5.0124885 99:-1.0435136 100:5.4712566 101:-3.8291412 102:7.541872 103:-5.4723587 104:-5.5808485 105:-8.6611437 106:3.1822153 107:-5.0710394 108:-9.5298632 109:5.1397844 110:8.4323844 111:7.2820304 112:8.9280116 113:-6.2665707 114:10.173766 115:-6.9779238 116:-5.4949778 117:3.906488 118:3.270899 119:3.7288888 120:8.8333844 121:5.2790208 122:-7.6172245 123:-3.4867971 124:5.0951271 125:5.2300301 126:-8.6764609 127:-0.84492228 128:7.100468 129:5.1438571 130:-2.4653933 131:-1.0270654 132:10.346487 133:-0.56088601 134:-3.0685098 135:7.878106 136:-3.8345481 137:5.9163969 138:-7.3170006 139:1.9096295 140:-7.8447997 141:-9.5369918 142:7.0983146 143:3.1084405 144:1.9178207 145:-6.2958537 146:-2.5294083 147:-6.2473758 148:-0.50854052 149:0.94502397 150:-2.4139945 151:5.6758814 152:4.3171868 153:-3.8780185 154:-6.1146526 155:-5.5845631 156:6.1672146 157:-2.5697398 158:-3.907235 159:2.7365475 160:6.7506379 161:6.9086411 162:-8.3343986 163:1.5790085 164:9.4493717 165:3.1105817 166:-5.2940105 167:-4.2852101 168:3.6693 169:-2.6405749 170:-9.4760866 171:-9.3927369 172:-7.1232335 173:7.1796918 174:-2.3321584 175:-5.9115494 176:9.3621478 177:-2.4859935 178:-4.0908109 179:-5.0371405 180:1.4657314 181:5.426637 182:6.2443691 183:-0.073456425 184:2.7554755 185:-4.2635611 186:-5.0214291 187:-1.9701092 188:9.9212095 189:5.9800623 190:-11.747131 191:-2.2628165 192:7.3479535 193:-6.2865121 194:1.5910883 195:-8.6669711 196:-8.5101086 197:-9.1004583 198:-3.8510972 199:-7.8467277 
-0.083538368635853039 0:8.3897066 1:-2.821922 2:-6.3222327 3:-2.1210641 4:5.4244136 5:10.805187 6:-10.895987 7:-4.9752839 8:8.89443 9:5.3937686 10:-8.0676643 11:0.88717933 12:-10.158488 13:-8.5506909 14:-5.3429237 15:2.4989186 16:5.853446 17:2.7573715 18:-6.5813797 19:-1.1460538 20:-2.7790478 21:3.14736 22:-7.872711 23:8.1842915 24:-0.42279841 25:3.6129945 26:0.54100023 27:-1.4052873 28:4.36354 29:7.9203992 30:5.5304705 31:3.4296748 32:7.9671081 33:4.9622729 34:7.9564806 35:3.3408167 36:6.5980956 37:4.5632496 38:-8.2260179 39:-2.7044571 40:-1.4892087 41:2.0233907 42:-3.0448437 43:-9.3597259 44:1.1674067 45:7.5704746 46:-10.315851 47:-4.6585666 48:-7.1665365 49:7.4302229 50:3.6257202 51:-2.7690916 52:7.5227879 53:-8.6478739 54:-1.4874097 55:-3.5155603 56:7.7441518 57:-8.126051 58:-0.99835588 59:-6.2808854 60:7.0116197 61:-3.0332171 62:9.6320701 63:-0.67695983 64:1.8900464 65:-0.044705816 66:-5.2520413 67:8.7778493 68:9.5258258 69:-3.8780541 70:1.0272714 71:2.1605375 72:-3.1654325 73:5.9608728 74:-5.9934051 75:1.6808535 76:0.80424798 77:-9.424233 78:0.059611515 79:3.3277137 80:-6.4383224 81:-3.6257446 82:2.4903678 83:6.1828885 84:6.4634315 85:6.3665546 86:-1.5849363 87:-7.9665265 88:0.74590215 89:-8.4978234 90:-4.7440553 91:-6.3895228 92:10.294452 93:-8.6169853 94:-4.408847 95:-5.9941072 96:9.9732159 97:-8.8822752 98:-9.1691116 99:-0.27399372 100:4.0070546 101:-4.2641272 102:5.4836934 103:-6.295866 104:-7.5787169 105:-9.5129172 106:1.161391 107:-3.9408085 108:-9.4967791 109:4.6590291 110:10.102934 111:3.6852483 112:10.53273 113:-7.586111 114:9.7942004 115:-7.6391217 116:-2.582039 117:2.7947948 118:3.7727397 119:4.021744 120:7.6043082 121:2.3366594 122:-6.4524939 123:-3.8421135 124:5.1241069 125:7.2874766 126:-7.7833009 127:-0.51373723 128:5.4678012 129:4.6228245 130:-3.1309073 131:-0.61693735 132:9.6618036 133:0.97853297 134:-2.3612768 135:7.8994862 136:-2.881035 137:6.6857952 138:-11.113954 139:0.47295015 140:-10.24436 141:-5.2847477 142:5.9783402 143:3.9029646 144:1.0184162 145:-6.2684571 146:-0.75471266 147:-8.2127193 148:-0.92073118 149:-2.6469021 150:-3.8669874 151:6.2448634 152:3.8044793 153:-4.6934934 154:-9.915202 155:-6.2665432 156:7.1457204 157:0.045002932 158:-1.3859398 159:1.6418658 160:4.7529242 161:8.9370358 162:-10.719519 163:1.4922765 164:9.9432404 165:0.95015763 166:-4.6978734 167:-6.7437549 168:3.7559575 169:-2.8883003 170:-9.6057286 171:-10.130521 172:-5.5288997 173:7.6940893 174:-4.6561171 175:-6.9255121 176:7.5167391 177:-2.7685578 178:-2.5939083 179:-3.3808656 180:1.9796971 181:6.1310622 182:4.5769432 183:-0.33910647 184:3.2652287 185:-2.7721858 186:-4.1922009 187:-2.8173581 188:9.3001609 189:6.5811155 190:-11.234821 191:-2.3926819 192:7.0705519 193:-5.9810022 194:1.5194171 195:-8.5563646 196:-9.4906824 197:-7.1382995 198:-3.5440308 199:-6.7189891 
-0.085619562811584823 0:9.287283 1:-3.2919949 2:-5.913043 3:-0.94845246 4:6.3767217 5:8.8859523 6:-9.6983161 7:-4.7125829 8:5.0810607 9:6.6213037 10:-5.4703623 11:3.329728 12:-7.7117851 13:-9.6446717 14:-4.456471 15:2.6887643 16:7.4498108 17:1.7818607 18:-7.0734036 19:-1.1069529 20:-3.0354166 21:2.7767547 22:-6.2899072 23:8.6702881 24:0.9867343 25:4.0429885 26:-1.1326811 27:-1.6207849 28:3.5462046 29:5.8879562 30:5.9366583 31:3.2827332 32:6.581483 33:4.8992227 34:6.730351 35:3.6196619 36:5.6914288 37:5.6119656 38:-7.5235853 39:-3.8402704 40:-2.4195215 41:-0.12187579 42:-1.8479856 43:-7.68902 44:2.7643216 45:5.9369828 46:-8.2359909 47:-5.9420018 48:-7.3441499 49:6.9998865 50:3.768265 51:-2.5916888 52:7.9728001 53:-10.434158 54:-3.6004276 55:-3.9350193 56:7.7700454 57:-8.0407375 58:-0.39277663 59:-5.4543226 60:8.7480437 61:-4.4994057 62:10.44404 63:-0.028509532 64:0.76279267 65:-1.7244278 66:-6.2595683 67:6.5249327 68:11.190805 69:-4.7461789 70:1.5811688 71:2.0549762 72:-1.5739493 73:4.678498 74:-2.8769391 75:2.3737742 76:2.366347 77:-10.589395 78:2.9701059 79:6.5990311 80:-4.1111547 81:-3.249537 82:1.3280041 83:5.0052964 84:9.0298475 85:7.4766644 86:-2.1114283 87:-8.4347501 88:-1.2669876 89:-6.7369729 90:-4.1956027 91:-9.0635597 92:9.054734 93:-8.2134037 94:-2.1116112 95:-7.9392173 96:10.513906 97:-8.3988376 98:-7.0484708 99:-2.013815 100:4.9822393 101:-3.2633828 102:6.6556339 103:-7.8829513 104:-6.388828 105:-8.5616636 106:2.1657782 107:-2.8136065 108:-10.149834 109:5.3099521 110:9.7220676 111:5.3220725 112:7.9419779 113:-7.2625057 114:10.260018 115:-7.6598639 116:-3.6668113 117:4.5316351 118:2.3531655 119:3.6905563 120:7.5141861 121:3.7469746 122:-6.1659091 123:-0.92649496 124:5.4049264 125:5.6270816 126:-6.0259629 127:-0.34481 128:7.0537232 129:4.3800579 130:-2.8723998 131:-3.0341771 132:10.099834 133:0.68961358 134:-3.9438025 135:7.3296912 136:-4.5060515 137:6.9946015 138:-8.3815771 139:-0.81265265 140:-8.7520875 141:-5.9325243 142:4.8579684 143:3.5035091 144:2.1745355 145:-6.4666235 146:-1.7880744 147:-9.1104849 148:-0.035048564 149:-2.1542287 150:-3.3493644 151:6.8059759 152:1.3772422 153:-4.3611145 154:-8.8893019 155:-5.8128958 156:7.7646787 157:-2.7700789 158:-2.0562797 159:3.4171252 160:3.8030834 161:7.2240032 162:-10.716652 163:2.1304413 164:5.5752049 165:2.4843908 166:-2.1442202 167:-5.3755018 168:3.6687432 169:-1.3840879 170:-9.1133579 171:-9.3525089 172:-6.2441787 173:8.2366007 174:-4.2855065 175:-7.4777619 176:6.7509696 177:-4.3824589 178:-3.4836125 179:-2.894812 180:0.72291132 181:9.3904483 182:5.2197322 183:-1.1217804 184:2.0273938 185:-4.3919353 186:-4.2387276 187:-1.756401 188:9.458067 189:8.8033722 190:-10.802798 191:-4.5048676 192:6.4439148 193:-8.8559764 194:2.9613811 195:-6.3925225 196:-7.3399504 197:-8.6073146 198:-3.916224 199:-6.9035651 
-0.084951147323805307 0:6.2108634 1:-4.1792366 2:-3.4020684 3:-3.3839052 4:6.0383007 5:10.760856 6:-10.336488 7:-6.435479 8:7.0803461 9:4.7006435 10:-10.07645 11:3.0526083 12:-8.7932497 13:-10.123417 14:-5.073552 15:3.1878197 16:5.4273324 17:1.7460523 18:-7.5046608 19:-0.67770133 20:-1.4180844 21:3.7899696 22:-6.2570207 23:8.53735 24:-2.1579399 25:3.4052655 26:0.94284594 27:-1.5192406 28:5.1437713 29:7.6663424 30:5.0945016 31:5.8612875 32:7.4146495 33:5.8004581 34:7.3341549 35:4.4236899 36:4.8083133 37:6.2441744 38:-9.7796402 39:-5.3217502 40:-1.7684425 41:-0.11880404 42:-1.6382467 43:-9.6115552 44:2.4313096 45:6.8699451 46:-10.238596 47:-3.6382732 48:-6.8935502 49:8.0149189 50:3.8194411 51:-3.4552613 52:6.4324682 53:-6.8807852 54:-1.891487 55:-2.5852228 56:10.162087 57:-9.4546544 58:-1.0726761 59:-5.9570647 60:6.4485587 61:-4.3092311 62:9.1581648 63:1.2055034 64:0.72958628 65:-0.0064479318 66:-6.5831556 67:7.1881369 68:8.8286968 69:-2.6499583 70:-0.1965702 71:3.0671172 72:-1.1792079 73:4.6599403 74:-0.77746389 75:1.4726761 76:2.0978303 77:-9.2626582 78:1.9784684 79:5.5678676 80:-6.3896459 81:-3.0883305 82:1.596559 83:5.6677876 84:8.5733411 85:5.5542761 86:-1.9205576 87:-7.298905 88:-0.8584904 89:-5.2302128 90:-5.3762324 91:-7.3044358 92:8.6105782 93:-7.145785 94:-5.4175224 95:-7.8312294 96:9.2920312 97:-8.2590398 98:-7.798428 99:-2.9987396 100:5.2633771 101:-3.0489882 102:5.1898198 103:-5.5430194 104:-5.5711961 105:-7.6426046 106:1.5431516 107:-2.0753618 108:-9.62496 109:6.136832 110:9.7359727 111:5.7030959 112:8.0302522 113:-6.5315558 114:10.637364 115:-7.4128066 116:-4.8268026 117:4.2674851 118:3.4423251 119:5.4340788 120:8.8598534 121:3.9213493 122:-6.5685281 123:-3.3212155 124:3.0509504 125:7.8944459 126:-10.33955 127:-1.219411 128:5.7277071 129:7.693373 130:-4.4373999 131:-2.9585585 132:11.331886 133:1.8591035 134:-3.0065205 135:6.4519776 136:-1.5116228 137:6.8369042 138:-8.1823838 139:-1.0186233 140:-7.2861444 141:-7.1609368 142:4.1678536 143:2.3866841 144:1.9175401 145:-5.7603033 146:-0.32616986 147:-8.4738485 148:-1.0764598 149:-1.6412703 150:-2.3018491 151:4.4041448 152:5.2058818 153:-5.0442079 154:-8.6763274 155:-7.3286709 156:6.6885549 157:-0.21249666 158:-2.3782869 159:2.0166665 160:4.3305061 161:7.6489566 162:-7.8354712 163:0.88257963 164:9.4367694 165:2.0415008 166:-2.8558442 167:-3.24162 168:3.4358795 169:-2.1642064 170:-11.655977 171:-7.2608177 172:-5.0490552 173:8.3646062 174:-4.7919028 175:-7.0657975 176:7.6768729 177:-3.7534082 178:-2.0019959 179:-5.1904823 180:2.7971868 181:6.7172323 182:5.974751 183:-1.6864926 184:0.037706442 185:-3.4836161 186:-5.4256938 187:-1.088705 188:8.3858453 189:7.1433227 190:-10.770012 191:-4.0549875 192:7.3805099 193:-6.7654142 194:0.7669923 195:-7.0766239 196:-7.9519704 197:-6.9072721 198:-1.0537923 199:-5.5038416 
-0.13017716307136756 0:6.7982344 1:-2.3964911 2:-4.9241094 3:-3.060306 4:4.885039 5:9.9960976 6:-10.873573 7:-3.542523 8:7.6253115 9:5.303688 10:-8.5910837 11:3.391516 12:-9.3798494 13:-6.8458327 14:-4.538731 15:4.976232 16:4.8564025 17:2.117241 18:-4.4771525 19:-0.73777977 20:0.023618808 21:1.0410317 22:-8.3105187 23:7.6148279 24:-1.2135912 25:4.7660231 26:-2.6965083 27:-2.6905845 28:5.4409705 29:7.6201373 30:6.5876043 31:4.2350947 32:6.4759382 33:6.7758236 34:4.3702143 35:5.349342 36:6.4585835 37:7.4155588 38:-10.119657 39:-4.0070708 40:-1.6653874 41:-0.21063267 42:-2.7575702 43:-9.1919875 44:2.4767276 45:4.9802565 46:-8.692196 47:-4.6160782 48:-7.0917625 49:7.6563698 50:3.5977187 51:-4.7721158 52:6.4418954 53:-8.2389552 54:-0.32776349 55:-4.8226243 56:9.584578 57:-7.423372 58:0.13822 59:-6.3433781 60:7.399321 61:-5.3918675 62:10.072937 63:0.13565455 64:0.31172508 65:-0.3701367 66:-6.0195217 67:8.2449109 68:8.1808002 69:-3.7029258 70:0.068262432 71:2.9497877 72:-2.8655527 73:2.556892 74:-4.3177282 75:1.0407138 76:2.4926555 77:-9.879311 78:0.9249432 79:6.6665587 80:-6.7200078 81:-3.0454359 82:1.381271 83:5.4708585 84:7.9227368 85:6.4139497 86:-3.0869869 87:-8.4794808 88:-1.8228254 89:-5.1062146 90:-5.8132893 91:-5.1088981 92:8.4661958 93:-7.9695691 94:-5.0854376 95:-8.8090206 96:8.6655145 97:-8.1223274 98:-8.0533418 99:-1.3703551 100:5.091058 101:-3.7485094 102:5.9243806 103:-6.3392058 104:-4.6550739 105:-8.6685605 106:0.41132684 107:-2.316277 108:-8.9643996 109:5.038696 110:9.1527292 111:7.2289862 112:7.7554274 113:-6.5066889 114:10.167679 115:-7.6888258 116:-5.7508105 117:4.3589283 118:1.3707383 119:2.7976732 120:6.5210445 121:2.7385639 122:-7.173285 123:-2.753065 124:5.4610079 125:5.2071424 126:-7.6623846 127:0.006007461 128:6.3634642 129:7.2113345 130:-6.5614005 131:-2.9345717 132:12.193996 133:-0.36493018 134:-4.7589361 135:7.0750407 136:-3.3466554 137:7.6349796 138:-8.1717364 139:0.76360016 140:-10.022191 141:-5.4290363 142:8.9084147 143:4.0096349 144:1.5675032 145:-7.2774993 146:-1.2389682 147:-8.8802138 148:-2.722079 149:-1.9852513 150:-3.2340551 151:4.701747 152:2.078219 153:-2.8095397 154:-8.2156965 155:-5.365338 156:6.6271695 157:-2.7043245 158:-2.2343671 159:0.69281739 160:5.0102226 161:7.2967584 162:-7.8453544 163:1.8062812 164:9.2355055 165:1.2778278 166:-4.0169484 167:-8.3026782 168:1.8955409 169:-1.4882462 170:-8.7830838 171:-7.109608 172:-5.7109418 173:7.904595 174:-2.9649538 175:-5.4503016 176:8.9871933 177:-4.5266643 178:-3.8390804 179:-2.4840027 180:0.8971921 181:6.2183574 182:4.417899 183:-1.3175697 184:1.5761724 185:-5.4348149 186:-4.8811572 187:-2.0846409 188:8.9080166 189:5.9257382 190:-9.6386863 191:-2.3961928 192:6.3279683 193:-6.8462006 194:1.7248588 195:-6.5713367 196:-7.927919 197:-7.3278582 198:-3.7560046 199:-7.7848317 
-0.12165818863821178 0:8.1854369 1:-4.9359641 2:-4.7170764 3:-2.6089694 4:5.7454993 5:12.040037 6:-10.459422 7:-5.5377429 8:4.6180426 9:4.6067385 10:-7.8312658 11:4.7560182 12:-7.1124356 13:-10.040883 14:-2.7680748 15:3.3818872 16:6.3886855 17:1.1081809 18:-5.2671805 19:0.16485552 20:-2.0053331 21:2.2669447 22:-4.6055352 23:8.7036785 24:0.86427831 25:3.8742736 26:2.7297296 27:-2.0005776 28:4.8072547 29:6.4789463 30:8.0294769 31:1.1405188 32:8.092931 33:5.4283826 34:7.9823296 35:2.9334802 36:6.9613368 37:4.9446733 38:-8.2155953 39:-3.3061682 40:-0.99217279 41:-1.5825224 42:-0.77600464 43:-8.4932808 44:2.6503084 45:6.8569207 46:-9.2152438 47:-4.2551508 48:-8.2382851 49:8.1158434 50:3.4977651 51:-3.0222567 52:8.0810533 53:-8.3884901 54:-2.3564402 55:-2.2036626 56:10.333096 57:-9.250128 58:-1.6252689 59:-6.8653661 60:6.1883848 61:-5.7766009 62:10.188018 63:-0.15866632 64:-0.16971304 65:-2.361789 66:-5.8134339 67:9.2182246 68:7.1797066 69:-5.7461414 70:1.2185525 71:2.7192807 72:-1.7726746 73:4.4009247 74:-3.9224517 75:5.0692291 76:2.0951711 77:-9.3011104 78:2.4044857 79:9.3067042 80:-5.5884094 81:-2.6573061 82:2.774567 83:5.8336493 84:7.7834555 85:6.1156593 86:-1.2965768 87:-7.2810978 88:-0.83176929 89:-6.1562842 90:-4.2396796 91:-7.2488158 92:10.515846 93:-8.1158296 94:-3.8155699 95:-5.6744133 96:8.5805643 97:-5.7555187 98:-6.4812908 99:-1.0869458 100:3.7576382 101:-4.4264467 102:5.3291224 103:-5.7313331 104:-5.1642581 105:-7.0946275 106:1.7083131 107:-3.2558842 108:-8.8022371 109:4.1208669 110:9.8826692 111:6.5063862 112:9.4609807 113:-5.6396182 114:8.6243993 115:-7.823497 116:-2.5504485 117:2.933083 118:2.38518 119:4.4931224 120:10.128391 121:3.7494221 122:-4.8709002 123:-3.5262475 124:5.7173264 125:6.5062606 126:-9.3471794 127:-0.56488538 128:6.6512569 129:4.8147614 130:-2.3731389 131:-3.16108 132:9.1129439 133:1.0040607 134:-3.6224145 135:7.1750499 136:-3.1014819 137:8.6360046 138:-9.5807466 139:0.20807466 140:-10.657908 141:-6.5870701 142:7.0700615 143:2.4091964 144:1.306069 145:-4.1561855 146:-2.4129089 147:-7.9893546 148:-1.7283986 149:-3.0398249 150:-2.1666459 151:5.5027417 152:4.3440902 153:-5.948806 154:-8.8143337 155:-6.834088 156:7.8209042 157:-0.92567513 158:-2.3902812 159:2.5695976 160:5.1840501 161:5.3870725 162:-8.7538906 163:1.6659771 164:6.8946584 165:1.5726614 166:-3.5567805 167:-6.1860243 168:3.7154939 169:-1.2625936 170:-10.301765 171:-9.7373417 172:-7.5352779 173:6.9203101 174:-3.8015682 175:-6.6258063 176:8.2977187 177:-2.0792846 178:-3.7788197 179:-3.225777 180:2.6154122 181:5.4911975 182:5.8808299 183:0.039364965 184:1.1886027 185:-4.1988367 186:-3.2375935 187:-0.6752428 188:9.4218117 189:8.9050234 190:-9.1599298 191:-0.83210496 192:5.0263121 193:-5.2345047 194:0.67281187 195:-7.9315231 196:-10.326621 197:-9.620002 198:-5.6248052 199:-6.4707705 
-0.1358703706450988 0:9.4406102 1:-3.3879677 2:-4.6651753 3:-0.79801143 4:5.1086559 5:7.7630792 6:-11.781091 7:-4.7087739 8:5.5553882 9:4.8683019 10:-7.3782463 11:3.969766 12:-6.2023667 13:-7.7001311 14:-3.5341287 15:3.13056 16:5.0856437 17:3.3687802 18:-7.9075584 19:-1.19041 20:-3.5144291 21:0.49088758 22:-9.0616172 23:8.4556785 24:0.14365255 25:3.0216752 26:-1.1943645 27:-2.1943568 28:6.9341101 29:7.5946233 30:6.472382 31:4.7444914 32:6.8845499 33:6.1793498 34:8.0760831 35:4.9892404 36:5.3526264 37:5.6376213 38:-6.9098563 39:-2.1360464 40:-0.30662515 41:0.86753137 42:0.88661674 43:-10.084998 44:3.2287689 45:5.6923231 46:-8.9934964 47:-5.1838447 48:-8.6801865 49:6.1203497 50:4.6506073 51:-2.9615522 52:9.9683832 53:-9.1109942 54:-1.9669083 55:-5.8728599 56:10.630878 57:-6.9141011 58:-3.2762703 59:-5.1549108 60:6.0492368 61:-5.8494899 62:8.6136409 63:1.5711127 64:1.5182139 65:-1.0953962 66:-7.0304069 67:6.4598245 68:9.66162 69:-3.9096801 70:1.9011516 71:3.5989477 72:-1.2225695 73:3.4754831 74:-4.4864854 75:4.3647556 76:2.7328927 77:-11.285067 78:1.5629305 79:5.7288742 80:-4.5755001 81:-3.3141723 82:2.5952919 83:5.2245052 84:8.5293219 85:6.7111999 86:-2.9376758 87:-7.8354732 88:-1.4946196 89:-7.84435 90:-3.7876289 91:-6.1277835 92:7.0382641 93:-7.8684787 94:-5.8204171 95:-7.240901 96:7.7876604 97:-9.710824 98:-6.5493937 99:-1.6042799 100:3.7724693 101:-4.8968992 102:7.7509881 103:-5.616069 104:-6.0382569 105:-8.9741503 106:1.9725057 107:-3.162426 108:-9.590562 109:5.8271939 110:8.8595139 111:7.774898 112:7.6880727 113:-5.0788144 114:8.7812436 115:-6.3933467 116:-3.4025029 117:5.8884715 118:3.2590637 119:3.0571089 120:8.3433471 121:2.1356903 122:-7.5605202 123:-3.8052265 124:4.3320387 125:7.2726796 126:-8.8873711 127:-1.6067028 128:4.0638656 129:5.6949261 130:-2.1172331 131:-2.8635864 132:9.9044963 133:0.85053473 134:-3.4670831 135:7.0202387 136:-1.1322157 137:6.6726409 138:-9.0585166 139:2.9899559 140:-10.569227 141:-6.6419971 142:7.7340108 143:3.8205271 144:0.27949774 145:-5.449885 146:-1.1975976 147:-6.6265665 148:-2.20109 149:-2.4600811 150:-2.4267039 151:5.5610124 152:3.444686 153:-5.8838573 154:-7.6819559 155:-6.518998 156:6.9869614 157:-3.357943 158:-2.9199862 159:1.4260403 160:6.39787 161:6.4191096 162:-9.4652677 163:1.9836771 164:10.294021 165:1.7987114 166:-6.0257832 167:-6.5689678 168:2.8732049 169:-1.6046834 170:-10.410813 171:-8.4941147 172:-6.0455958 173:7.8347944 174:-1.6157808 175:-5.4374428 176:7.8629265 177:-4.2576335 178:-3.1185184 179:-4.6628997 180:2.6858146 181:7.9991867 182:4.5333429 183:-0.86890541 184:0.52013376 185:-3.0851051 186:-4.5429641 187:-0.87974435 188:9.0237465 189:5.8094513 190:-9.6838103 191:-2.0483513 192:5.9020158 193:-6.7501662 194:0.7850214 195:-5.0340941 196:-11.200746 197:-8.6370438 198:-4.0883304 199:-5.787947 
-0.013359550718393126 0:9.3668355 1:-4.1056728 2:-4.5236775 3:-4.8712815 4:4.1585167 5:9.7998855 6:-9.3978304 7:-5.0678921 8:5.6008776 9:4.3243261 10:-8.0856887 11:1.7626122 12:-5.6220222 13:-8.9014319 14:-7.2996769 15:3.0733696 16:6.0610647 17:3.6236149 18:-6.8623853 19:-3.7246498 20:-2.3693189 21:1.0026428 22:-7.4658076 23:8.4206375 24:0.82338348 25:2.0088595 26:-0.5548381 27:-1.9326427 28:5.8865 29:5.970548 30:5.2981668 31:6.0708551 32:6.5784082 33:4.1368145 34:8.25396 35:3.2663016 36:8.3139773 37:6.9137309 38:-8.818219 39:-4.1852624 40:-0.22732031 41:2.0233638 42:-1.0625014 43:-7.0161988 44:2.9002755 45:5.630001 46:-8.8470058 47:-4.9721829 48:-5.5410462 49:5.8912712 50:3.7257984 51:-3.2705944 52:6.7351878 53:-8.4307481 54:-3.4596671 55:-2.9277611 56:7.4688007 57:-9.9453309 58:-1.2576976 59:-5.7463617 60:8.3373779 61:-3.2671509 62:8.8784911 63:1.6132399 64:0.94500609 65:-3.8570802 66:-4.9460269 67:7.623596 68:9.6398505 69:-6.3523035 70:-0.2590742 71:3.0032151 72:-1.2311465 73:5.6694081 74:-3.6858998 75:1.9908873 76:2.3234364 77:-10.024161 78:0.82267494 79:4.8389427 80:-6.3430095 81:-3.5481195 82:4.0466258 83:6.8754948 84:8.6316975 85:6.6298251 86:-4.4262359 87:-7.8888011 88:-1.5837368 89:-8.4259196 90:-4.6370981 91:-7.5938316 92:7.3807135 93:-9.1878414 94:-5.6456376 95:-8.0510868 96:9.2400578 97:-7.3316104 98:-6.4090028 99:-0.36600586 100:6.5176102 101:-4.0911323 102:5.884908 103:-5.425427 104:-5.8485636 105:-7.3676303 106:2.010847 107:-4.2894979 108:-9.2659743 109:6.0889244 110:9.4684009 111:5.2567573 112:9.2888647 113:-6.7157039 114:7.9033691 115:-7.7018027 116:-2.4896348 117:3.8928058 118:3.6494679 119:2.838888 120:9.6894785 121:4.178923 122:-6.9120506 123:-3.2453363 124:4.7290546 125:6.373699 126:-8.3836835 127:-1.3414412 128:5.1672562 129:5.3740228 130:-4.2497071 131:-3.1505201 132:10.72437 133:0.71311601 134:-2.5183343 135:6.1942823 136:-3.9451852 137:6.0491825 138:-8.7990532 139:1.6725196 140:-10.813831 141:-7.7007841 142:6.9634415 143:3.7643425 144:-1.5570493 145:-4.6508447 146:-2.0381569 147:-8.7163932 148:-3.45219 149:-1.0088903 150:-3.6515177 151:4.0024614 152:3.3430014 153:-5.0644592 154:-7.4730174 155:-6.5735329 156:6.4083371 157:-1.5030429 158:-1.4788129 159:2.375135 160:3.3269709 161:6.146953 162:-7.1081416 163:2.6879322 164:9.0648997 165:1.9310551 166:-3.7612459 167:-4.1971212 168:4.7059735 169:-1.6535529 170:-10.054135 171:-7.4689806 172:-5.3727305 173:7.448309 174:-3.4752296 175:-5.2873609 176:4.3733073 177:-2.4222691 178:-2.3548896 179:-4.4364588 180:2.912422 181:6.6668363 182:6.3457949 183:-1.0818599 184:3.7340101 185:-4.6523423 186:-5.7496803 187:-1.7334347 188:7.4641985 189:4.8384738 190:-10.358952 191:-2.6002841 192:6.9419387 193:-6.6261216 194:1.4014431 195:-7.4704662 196:-8.8937767 197:-8.6838389 198:-5.7737887 199:-4.946965 
-0.099410749736891166 0:10.151148 1:-4.8876817 2:-2.9999514 3:-4.474562 4:4.3786873 5:11.359625 6:-9.2545416 7:-6.2987094 8:7.8390793 9:6.2288004 10:-8.2521172 11:2.8461431 12:-8.3923488 13:-9.7641949 14:-5.851652 15:3.6019003 16:5.2800075 17:0.58856736 18:-7.1325897 19:-2.8700104 20:-0.75496533 21:1.2170901 22:-6.9050521 23:7.8541415 24:-0.08524645 25:3.5567932 26:0.30989109 27:-1.9636679 28:5.0638768 29:6.4450967 30:6.0505017 31:3.4187126 32:6.6351952 33:5.3568808 34:6.7423666 35:4.3076093 36:8.069552 37:6.1980736 38:-6.9119561 39:-4.4915821 40:-0.81327791 41:0.83933533 42:1.0118155 43:-8.751966 44:3.1451927 45:6.080527 46:-9.3828179 47:-3.7407192 48:-7.9946854 49:7.9845753 50:3.5519739 51:-2.4663119 52:6.7080417 53:-9.6577506 54:-2.7288022 55:-3.714442 56:8.4656475 57:-8.4231095 58:-0.72447568 59:-6.0175683 60:6.2772102 61:-5.6315931 62:10.75162 63:0.22075742 64:2.7043151 65:0.80603366 66:-4.8354772 67:8.0381212 68:8.8227815 69:-4.0680248 70:-0.24891972 71:2.9916066 72:-2.775943 73:4.3557309 74:-3.9310842 75:1.5460435 76:1.4041619 77:-9.0677783 78:2.0260101 79:5.6168799 80:-3.9028963 81:-4.0535552 82:3.4137608 83:5.3694089 84:6.9286991 85:7.1522127 86:-2.8860813 87:-9.7276584 88:-1.5071543 89:-7.9201527 90:-3.4509743 91:-7.7523973 92:8.5808853 93:-8.7617967 94:-2.4216245 95:-6.9068317 96:8.8351141 97:-7.4027212 98:-5.8734136 99:-2.6196022 100:5.3739412 101:-3.5910843 102:8.1054466 103:-7.5513337 104:-5.6353996 105:-6.2625754 106:0.30683739 107:-2.7295649 108:-9.9693537 109:7.1137583 110:6.6145481 111:7.2761545 112:6.9819503 113:-6.7822016 114:6.9954703 115:-8.0131149 116:-4.9298294 117:4.2424852 118:1.6296566 119:5.2460375 120:7.7256246 121:3.2083463 122:-6.0298401 123:-2.7206184 124:3.135885 125:3.9307691 126:-7.9643777 127:-0.75513548 128:7.2281859 129:6.7806436 130:-3.8305957 131:-2.1259678 132:9.6843534 133:1.1322097 134:-2.1206305 135:8.0364673 136:-2.7671594 137:6.4477799 138:-9.0114923 139:-1.0542043 140:-9.7106329 141:-10.31355 142:6.0047586 143:2.4137885 144:1.0383977 145:-5.6010264 146:-2.1570467 147:-7.8172094 148:-2.8338971 149:-1.5992698 150:-3.7590675 151:4.1779257 152:5.4070609 153:-3.299576 154:-6.5453617 155:-6.6048965 156:6.3733943 157:-2.6597321 158:-2.1228989 159:2.7395562 160:5.282293 161:6.3948527 162:-9.193898 163:1.2501135 164:7.9060922 165:1.9895907 166:-4.1167769 167:-5.2751099 168:2.3877871 169:-2.3142668 170:-8.12347 171:-7.44652 172:-5.9465357 173:7.4343282 174:-1.2847503 175:-4.8848534 176:6.4679357 177:-4.2548996 178:-3.9811989 179:-4.2350045 180:2.5672343 181:5.7489205 182:4.5663212 183:-0.21897898 184:2.2690975 185:-3.5578362 186:-4.6420662 187:-1.1832506 188:8.3412037 189:7.4243455 190:-10.603454 191:-4.8821711 192:3.50152 193:-5.6419765 194:-0.44327358 195:-5.7517061 196:-7.0536738 197:-7.587567 198:-4.4877611 199:-6.219119 
-0.089465048263588781 0:8.5930668 1:-3.757923 2:-3.3104673 3:-2.5826668 4:5.5952793 5:10.924124 6:-8.2002407 7:-5.916866 8:7.7108436 9:5.8988832 10:-6.6260033 11:2.982107 12:-7.7799689 13:-10.555089 14:-3.7099673 15:2.8898179 16:5.8657713 17:3.1938833 18:-7.0342852 19:-0.70846933 20:-1.5652454 21:0.57736599 22:-9.9170758 23:8.5594217 24:0.31265213 25:2.698723 26:-1.6985792 27:-2.7687416 28:4.7730176 29:6.5292777 30:5.3444008 31:3.0196171 32:7.6284283 33:4.6973003 34:8.1086607 35:4.8602576 36:5.0380603 37:6.0686527 38:-6.7560029 39:-2.9059192 40:0.049969671 41:-0.24910287 42:-1.6142221 43:-9.0609834 44:3.2738586 45:6.5375862 46:-10.308107 47:-5.0912576 48:-9.7285303 49:4.957733 50:3.5330395 51:-2.6623136 52:8.4069346 53:-7.5683295 54:-1.3512632 55:-2.479226 56:9.5968657 57:-9.2125635 58:0.14882743 59:-7.2891466 60:6.794369 61:-4.4077322 62:7.8485762 63:0.85811026 64:1.3484763 65:-1.3719857 66:-6.2911147 67:7.2207453 68:9.8842503 69:-4.1618701 70:1.0594907 71:2.7727356 72:-1.5628632 73:5.7516037 74:-3.9346616 75:2.0187254 76:1.2899644 77:-9.1373005 78:0.43563842 79:5.295798 80:-6.0610252 81:-1.3011535 82:3.4618167 83:8.2482072 84:6.613638 85:6.7299573 86:-2.1308313 87:-7.2546865 88:0.08126276 89:-8.502766 90:-4.8634483 91:-8.1741288 92:9.9175578 93:-8.2322795 94:-5.9659582 95:-9.6599426 96:10.108944 97:-7.6243859 98:-8.4671842 99:-1.1630709 100:4.5347753 101:-4.2914974 102:6.476053 103:-7.7201036 104:-4.5027382 105:-7.624115 106:1.8563992 107:-1.9700497 108:-11.075261 109:5.5297877 110:9.8432217 111:4.9596979 112:9.8018191 113:-7.1336384 114:7.4329227 115:-8.1707733 116:-3.2298959 117:4.2127544 118:3.6670393 119:1.476602 120:8.7248675 121:3.4250868 122:-8.2552309 123:-3.0274754 124:3.5832918 125:4.4969246 126:-8.2822593 127:-1.8552462 128:6.0112287 129:7.4785861 130:-2.2271512 131:-1.9567499 132:10.916475 133:0.43162024 134:-4.2253695 135:7.378613 136:-3.7194005 137:6.6436342 138:-9.0334944 139:2.1258061 140:-7.4255179 141:-6.4892284 142:6.6813455 143:4.2833673 144:1.5379412 145:-6.2328374 146:-0.88198479 147:-9.1021736 148:-2.2910522 149:-4.59332 150:-2.1400388 151:6.1215971 152:3.3984677 153:-5.0013032 154:-7.1187758 155:-9.1571172 156:8.152307 157:-1.9392216 158:-3.145972 159:3.3308862 160:2.901614 161:8.9450036 162:-9.5384958 163:1.8730817 164:10.921855 165:1.4810189 166:-4.8810953 167:-4.8899954 168:5.2498857 169:-1.3276929 170:-10.026951 171:-8.4451917 172:-5.2949076 173:5.7568414 174:-2.0813532 175:-7.3896141 176:9.0156158 177:-2.5354248 178:-4.8031387 179:-4.1295694 180:2.8267086 181:6.9783925 182:3.0850083 183:-0.92190738 184:2.0294519 185:-2.8121418 186:-4.9549735 187:-1.8044394 188:9.3106293 189:6.1269117 190:-8.4452063 191:-3.234789 192:6.4302712 193:-7.4575868 194:0.19319485 195:-7.7451605 196:-10.755978 197:-6.4789119 198:-3.902342 199:-8.2629371 
-0.10434322049615577 0:6.8060233 1:-2.8199406 2:-5.8837059 3:-4.1438542 4:5.4978668 5:9.6180509 6:-9.6736037 7:-4.9364052 8:3.7639021 9:5.0446965 10:-8.6990183 11:3.2939622 12:-7.3528459 13:-10.49413 14:-5.720647 15:3.9445616 16:3.8605039 17:4.5596408 18:-6.5668695 19:-0.21463835 20:-2.0435021 21:-0.36316868 22:-6.1838208 23:9.0913273 24:0.20167615 25:2.9800536 26:0.37444894 27:-2.3103928 28:3.9029222 29:6.8156472 30:6.7080957 31:3.8886267 32:5.3903769 33:6.7390909 34:8.2515668 35:4.0447311 36:6.6968442 37:6.2991854 38:-9.1646437 39:-5.451964 40:-1.5988596 41:0.56323721 42:-0.8231269 43:-8.646753 44:1.8892074 45:5.4256958 46:-10.864326 47:-6.2853623 48:-8.1433228 49:8.6717799 50:4.1809693 51:-3.9197573 52:7.0489161 53:-8.6718384 54:-2.8111977 55:-4.401156 56:7.9988415 57:-7.5820788 58:0.98327605 59:-4.7873427 60:6.3127867 61:-5.8118597 62:8.9306036 63:1.6126181 64:-0.15563709 65:-1.3479355 66:-6.651624 67:8.2381716 68:7.8662749 69:-4.833443 70:2.164451 71:3.4507568 72:-2.1501398 73:4.3645098 74:-3.7855225 75:1.315997 76:2.5652601 77:-9.8947707 78:1.3677063 79:7.2487863 80:-4.7960506 81:-3.25826 82:2.2066247 83:5.9950163 84:7.4781816 85:5.048048 86:-2.4255311 87:-8.9687083 88:-0.40617636 89:-4.7966445 90:-4.2955829 91:-5.6500156 92:8.3719238 93:-7.4258942 94:-5.3965146 95:-7.179437 96:9.3980551 97:-7.5525447 98:-7.8563389 99:-3.1124963 100:4.4342609 101:-4.9127685 102:7.5355087 103:-5.0705999 104:-5.1436746 105:-7.7658444 106:1.6657659 107:-3.1194373 108:-10.065504 109:5.3811936 110:11.568982 111:5.0063657 112:9.5727836 113:-6.2328274 114:10.138045 115:-8.5118053 116:-4.0770002 117:3.5471008 118:1.8057965 119:3.1767055 120:10.261483 121:5.1631363 122:-6.508479 123:-4.2189196 124:2.8503627 125:5.7337551 126:-7.7515987 127:0.24178866 128:7.2324279 129:7.2513851 130:-4.8397927 131:-2.5766597 132:9.4374722 133:1.6937916 134:-3.6282825 135:5.5793943 136:-2.6751051 137:7.6140274 138:-9.5899787 139:-1.1243789 140:-11.001655 141:-8.8704409 142:5.6428027 143:3.1187119 144:0.51429378 145:-6.7933636 146:-1.2427023 147:-8.374821 148:-2.6689856 149:-3.0655732 150:-3.9761451 151:6.1269337 152:3.2613272 153:-4.0789776 154:-9.2452106 155:-8.9292206 156:8.4600568 157:-2.7592755 158:-2.4823367 159:4.4154262 160:5.7612984 161:7.7997858 162:-8.9567877 163:1.7522318 164:9.7564131 165:-0.58530012 166:-3.5273916 167:-6.8365093 168:3.8630146 169:-4.3445334 170:-8.9693415 171:-9.1104417 172:-5.8659046 173:6.9437804 174:-1.0784654 175:-7.0009784 176:8.2312008 177:-2.7594715 178:-4.1090069 179:-3.9101762 180:0.58404213 181:8.4567664 182:4.2158608 183:0.48372017 184:4.0724768 185:-5.12943 186:-3.4031931 187:0.52086266 188:9.3991777 189:5.7759521 190:-8.924482 191:-4.0764645 192:8.2393474 193:-5.2100183 194:-1.0440159 195:-9.016811 196:-9.0621382 197:-6.0753161 198:-4.6838875 199:-9.5588378 
-0.13011327013867988 0:9.5650149 1:-3.5990135 2:-4.5652777 3:-0.97165208 4:5.5588901 5:9.2527194 6:-8.4490763 7:-6.3648053 8:6.9615075 9:5.688043 10:-6.3119701 11:3.7445368 12:-6.9707991 13:-8.1626073 14:-5.8344667 15:4.4602638 16:4.9160406 17:1.96013 18:-7.5164904 19:-0.19616443 20:-4.3290033 21:3.415526 22:-6.36888 23:9.6237547 24:-0.63912115 25:2.4244923 26:0.16324676 27:-2.8474922 28:5.9800644 29:6.2919122 30:6.7669397 31:3.8055205 32:7.0989176 33:7.9529202 34:7.0612507 35:3.8620679 36:4.430236 37:6.6176194 38:-7.2244715 39:-2.9353205 40:0.28595795 41:-0.67789689 42:-1.1206235 43:-8.6358126 44:3.0377664 45:4.3593784 46:-10.673562 47:-3.5358237 48:-7.8158325 49:6.8967028 50:3.7935006 51:-3.2687935 52:7.0557755 53:-8.8543518 54:-1.55766 55:-1.6835148 56:8.6689757 57:-7.2626503 58:-1.0097484 59:-4.726571 60:7.5060238 61:-5.9982933 62:8.5249728 63:1.0694109 64:-0.93399415 65:-1.0466515 66:-7.3176544 67:6.6150523 68:8.6702092 69:-4.699202 70:0.40249384 71:0.686985 72:-1.5224552 73:5.7425794 74:-0.54904059 75:1.4913954 76:4.1075979 77:-9.4940467 78:2.0028469 79:5.5044261 80:-5.5873083 81:-2.4755927 82:3.21497 83:5.0762819 84:8.7423529 85:7.9196341 86:-2.9862026 87:-8.5947008 88:1.0004438 89:-7.5063997 90:-4.1925108 91:-6.9779505 92:9.3882713 93:-9.1203803 94:-4.8968101 95:-8.5538321 96:10.310391 97:-8.1842227 98:-8.7327471 99:0.33645364 100:5.3729034 101:-4.2494313 102:4.5691277 103:-7.049446 104:-4.209879 105:-8.1919954 106:3.0935673 107:-2.5780341 108:-10.02535 109:6.1607006 110:9.5529181 111:6.0265434 112:8.5927734 113:-5.2899092 114:9.1538764 115:-7.507676 116:-5.5011574 117:4.3145196 118:5.0060553 119:5.5121188 120:9.5166607 121:3.5901758 122:-7.2125046 123:-2.2292781 124:3.7181006 125:5.0681259 126:-7.3291619 127:-0.97676954 128:6.2538115 129:5.4087063 130:-3.6114502 131:-3.7799231 132:8.962132 133:0.34352531 134:-3.1853311 135:4.8200456 136:-2.5618509 137:6.1414468 138:-8.7155062 139:1.5883179 140:-10.357755 141:-6.9251817 142:6.2989115 143:4.3212018 144:2.1415558 145:-7.8994546 146:-4.0311805 147:-7.2765137 148:-0.64719589 149:-1.9730107 150:-2.8483819 151:4.4366348 152:2.6625239 153:-3.3421739 154:-7.9616138 155:-6.6196435 156:5.4875782 157:-1.1142469 158:-4.122658 159:0.77158557 160:6.0332767 161:6.1631451 162:-9.6967411 163:2.7782195 164:10.376417 165:4.1623122 166:-4.0344506 167:-6.020886 168:1.6688019 169:-1.5293874 170:-9.8858388 171:-8.6482094 172:-5.8163258 173:7.8949945 174:-5.6247644 175:-3.797868 176:8.2608651 177:-2.1524964 178:-3.9189619 179:-7.1990263 180:3.0415177 181:6.7780328 182:6.1336181 183:-1.245711 184:2.1875594 185:-6.4506569 186:-4.8088879 187:-2.3723576 188:8.3261232 189:8.8231335 190:-9.4239169 191:-5.3424459 192:6.3061437 193:-6.0182752 194:1.0682392 195:-7.4427525 196:-7.4924559 197:-7.2809478 198:-3.5370038 199:-7.4564583 
-0.16449260359797299 0:7.8532768 1:-3.747933 2:-3.8767319 3:-4.1548005 4:2.7340912 5:9.5382853 6:-11.456504 7:-4.492883 8:8.4002442 9:4.7375024 10:-7.4218438 11:3.0615457 12:-8.7995646 13:-7.5440048 14:-2.87862 15:2.7315112 16:5.0125413 17:4.2009346 18:-6.1232845 19:-1.1629839 20:-2.1772495 21:4.8842376 22:-7.0637603 23:9.0969338 24:0.22203315 25:4.6100945 26:-0.80509074 27:-2.4194631 28:6.5742711 29:6.8546894 30:6.9166581 31:4.3796415 32:6.5210548 33:3.9828928 34:6.4206208 35:4.2429163 36:5.006035 37:3.8930438 38:-6.9128018 39:-1.8275032 40:1.4375826 41:1.3521485 42:-0.61543516 43:-7.9428487 44:3.3659095 45:6.6725205 46:-9.0947929 47:-2.713582 48:-6.9219668 49:7.9901012 50:2.6018757 51:-3.3191867 52:5.0619836 53:-8.4502834 54:-2.9356709 55:-5.2338085 56:7.6431591 57:-10.046827 58:-0.55138125 59:-4.172082 60:8.7744797 61:-4.6551483 62:9.8851113 63:0.98797791 64:1.8584114 65:-3.312616 66:-6.9258075 67:6.4684919 68:9.0944415 69:-4.1187818 70:-0.45461436 71:3.5369038 72:-0.14906358 73:3.4159654 74:-2.4606393 75:2.4091628 76:2.4611202 77:-6.5811336 78:0.2759444 79:6.6199456 80:-5.4671975 81:-3.2871797 82:2.5066806 83:6.8749205 84:6.0882146 85:7.6910307 86:-2.2771614 87:-9.0929736 88:-0.90002087 89:-4.8237958 90:-6.0835475 91:-6.8943978 92:8.36597 93:-8.0131541 94:-6.3713507 95:-7.3037745 96:9.1374981 97:-8.3631957 98:-7.2833855 99:-1.3514623 100:6.0392184 101:-2.2016063 102:5.7044388 103:-7.5432935 104:-6.25647 105:-7.6839475 106:1.5662338 107:-3.0754377 108:-9.2692751 109:5.4933939 110:7.9994625 111:7.1721731 112:8.8249258 113:-5.6644887 114:8.1590268 115:-7.562477 116:-3.7502107 117:4.6183992 118:2.3449281 119:3.6597306 120:8.6991428 121:4.4916252 122:-5.8630317 123:-3.7806553 124:4.8662719 125:5.8629425 126:-9.366047 127:-0.64973922 128:5.8377297 129:7.3737942 130:-1.4224627 131:-3.3463112 132:9.9606271 133:-1.4995377 134:-2.6191025 135:8.2325199 136:-2.5053967 137:6.9460293 138:-7.8070059 139:0.15773271 140:-10.826305 141:-6.9476477 142:6.3727741 143:4.6530243 144:-1.2120007 145:-5.8480236 146:-1.3850151 147:-6.0094734 148:-3.7401141 149:-2.7126368 150:-3.5439056 151:6.4571406 152:1.8685129 153:-2.4129275 154:-8.665625 155:-6.0340494 156:6.0380281 157:-0.46934623 158:-4.0450158 159:1.6658509 160:3.265463 161:8.8078297 162:-8.4204186 163:2.3420791 164:8.263178 165:2.5551984 166:-4.5539142 167:-4.3826348 168:3.9935936 169:-2.2467997 170:-8.6229519 171:-9.8976699 172:-6.3462062 173:7.3309358 174:-4.8292268 175:-5.1666546 176:8.6392978 177:-2.9554128 178:-4.0274609 179:-3.7060842 180:1.2075825 181:5.086552 182:7.1663672 183:-2.0173837 184:1.2335103 185:-4.6555216 186:-3.056199 187:-1.1245058 188:9.2449178 189:7.6195511 190:-10.841306 191:-3.6523044 192:6.8187532 193:-5.6359651 194:0.22900461 195:-6.3895331 196:-9.7353203 197:-7.3396055 198:-3.9046303 199:-5.8266888 
-0.11781386735271818 0:8.6862628 1:-4.5368228 2:-5.4540204 3:-2.4172792 4:3.3329599 5:9.6572294 6:-9.982607 7:-2.8333359 8:5.510268 9:4.6700968 10:-9.1915848 11:2.8308889 12:-8.0068491 13:-9.3888225 14:-5.6557864 15:5.4398951 16:6.2521474 17:3.7189791 18:-7.0785072 19:-1.9379078 20:-3.2954719 21:3.4844363 22:-6.014654 23:9.9291033 24:-0.69407439 25:3.8129742 26:1.3412617 27:-3.2719941 28:5.6874889 29:6.3914854 30:5.3368563 31:3.0166859 32:7.7432865 33:7.0775375 34:6.6447274 35:1.5355439 36:6.6924525 37:5.5379277 38:-6.8384164 39:-4.0269404 40:-1.6541693 41:-0.16743051 42:0.42020543 43:-8.6542725 44:3.0151589 45:8.1130714 46:-9.7014022 47:-4.6565786 48:-9.0572334 49:6.7883288 50:2.9561675 51:-4.4184762 52:7.3195137 53:-8.9637725 54:-2.8030959 55:-2.4022103 56:9.1247013 57:-8.5186866 58:-2.9059051 59:-6.070578 60:8.9655382 61:-6.6334633 62:9.1099158 63:2.261645 64:1.4902467 65:-2.5288262 66:-5.2228332 67:6.0720613 68:10.070436 69:-4.0837076 70:1.5168837 71:3.0759966 72:-0.48642078 73:5.1275907 74:-2.1711655 75:1.1902752 76:2.9243376 77:-6.9401965 78:0.58143017 79:7.6246307 80:-6.1958108 81:-2.2479081 82:2.392661 83:8.2941782 84:7.9994368 85:8.5537501 86:-4.2675829 87:-6.2298141 88:1.5493369 89:-6.4894764 90:-4.3551517 91:-6.0750091 92:8.5434025 93:-7.9740524 94:-5.6804102 95:-7.9922747 96:9.5620823 97:-8.0357165 98:-8.6542885 99:-0.4720836 100:3.7571358 101:-4.2549236 102:6.3640116 103:-6.8405426 104:-5.8856231 105:-6.5896543 106:3.1123538 107:-1.433631 108:-8.9365168 109:6.5051847 110:9.3901267 111:6.6499468 112:8.169966 113:-6.1803549 114:8.2477011 115:-9.8477857 116:-3.2962729 117:5.883429 118:2.8753374 119:5.4547736 120:9.3984565 121:2.9625204 122:-6.382534 123:-3.7429621 124:5.7352602 125:6.2197656 126:-10.149506 127:-1.1240236 128:5.0892043 129:4.5347553 130:-2.7923572 131:-3.0704319 132:9.7032157 133:-0.032988786 134:-2.7990976 135:4.7041583 136:-3.8882142 137:5.69893 138:-10.862632 139:1.1224244 140:-9.8379852 141:-6.4057035 142:7.2841161 143:5.3349553 144:-0.7609762 145:-7.7116974 146:-2.0012406 147:-6.7276563 148:0.064678795 149:-0.67165343 150:-1.930857 151:2.5593299 152:1.9105102 153:-4.9509749 154:-7.3622729 155:-6.226007 156:9.4875989 157:-2.2681828 158:-3.6422473 159:1.5375402 160:4.4491503 161:7.5923529 162:-8.164049 163:2.0041114 164:9.3449984 165:2.1312442 166:-3.7428757 167:-4.5478702 168:4.4009394 169:-1.7484467 170:-7.3494696 171:-10.069016 172:-6.0909383 173:8.1666246 174:-2.6049384 175:-6.261351 176:7.6450913 177:-3.7164821 178:-4.2046551 179:-3.7872156 180:2.2770245 181:7.4014952 182:7.2456194 183:-0.33744603 184:3.5408412 185:-5.407346 186:-3.9378453 187:-2.4418979 188:8.2119673 189:7.5953232 190:-10.973857 191:-3.1639762 192:5.1180454 193:-7.3564261 194:1.0864063 195:-8.6255853 196:-7.308312 197:-7.8582552 198:-4.7806827 199:-6.527173 
-0.020912970326683801 0:9.9814324 1:-4.9631068 2:-1.323527 3:-3.2527031 4:4.5468617 5:11.705266 6:-9.4400246 7:-7.5456762 8:5.4684214 9:4.0675034 10:-7.2500307 11:2.2378751 12:-9.9612356 13:-10.211925 14:-6.2575157 15:3.4435106 16:6.5927198 17:1.192998 18:-6.9727105 19:-2.8520834 20:-0.6148607 21:1.3925205 22:-5.7767055 23:7.5131239 24:0.33217796 25:4.0034856 26:0.67456382 27:-3.3107075 28:4.7767842 29:7.6605624 30:6.5404512 31:3.9234847 32:7.2440876 33:5.6666372 34:7.1441157 35:3.2186961 36:6.7664782 37:6.3388255 38:-8.3425189 39:-4.4918731 40:-0.91985874 41:0.49873624 42:-1.8768239 43:-9.0518971 44:1.9091725 45:7.5590673 46:-9.443396 47:-3.4338968 48:-7.5711325 49:6.0875991 50:2.6923719 51:-3.3080114 52:9.9495608 53:-7.6031014 54:-1.6475166 55:-1.6840588 56:8.3649587 57:-8.7248756 58:-2.1195057 59:-5.7939407 60:5.5944239 61:-3.1426261 62:9.0425674 63:0.61252913 64:0.33921751 65:-1.9306683 66:-5.4903089 67:8.5668383 68:9.172123 69:-2.6124075 70:1.1505574 71:2.7881268 72:0.014942646 73:5.3842429 74:-3.8454923 75:1.1016052 76:2.1755816 77:-8.2783494 78:3.5690216 79:6.5997094 80:-4.3862395 81:-2.4592618 82:2.3795096 83:6.8043469 84:6.4975623 85:6.3529799 86:-4.7064107 87:-8.0559089 88:-1.0040337 89:-5.7996829 90:-4.5571789 91:-7.170828 92:6.9493941 93:-8.7176744 94:-4.4977187 95:-8.0521783 96:10.717878 97:-7.2702083 98:-6.8388952 99:-1.2646337 100:4.171879 101:-2.613669 102:7.0277924 103:-7.9991709 104:-4.6022845 105:-6.2076256 106:1.5492175 107:-3.0931164 108:-9.586933 109:5.9373616 110:10.671549 111:4.4894144 112:7.7058371 113:-6.1014664 114:11.222971 115:-8.9382119 116:-4.4871027 117:5.4487147 118:2.9937261 119:3.0327656 120:7.4331468 121:5.0171933 122:-7.1920774 123:-2.142327 124:4.5112083 125:7.14935 126:-8.9316983 127:-0.36141497 128:6.4459632 129:5.5853539 130:-6.3250189 131:-1.3638134 132:10.357714 133:0.74658028 134:-3.7844178 135:5.3862449 136:-4.0435049 137:6.2794373 138:-7.9849086 139:0.60190593 140:-10.385986 141:-8.2925355 142:6.0318469 143:3.1882385 144:0.4436556 145:-4.946218 146:-2.0545561 147:-6.6588281 148:-0.70057482 149:-1.0734736 150:-3.0660737 151:2.4144912 152:3.5199384 153:-2.6409625 154:-7.0767043 155:-7.2735811 156:7.3787089 157:-1.4050959 158:-2.2742691 159:3.0330398 160:5.9224046 161:7.2668332 162:-8.281125 163:1.8634837 164:8.1828791 165:2.6892517 166:-4.5263748 167:-3.8305203 168:3.1452881 169:-0.64388811 170:-11.025776 171:-9.9810189 172:-6.6372108 173:8.9607506 174:-1.5920276 175:-4.2313391 176:6.8893106 177:-2.7691109 178:-2.7193563 179:-4.1492308 180:2.0231137 181:8.1236985 182:4.7138892 183:-1.7947605 184:2.5059176 185:-4.4171535 186:-4.5802364 187:-2.2167461 188:9.8206251 189:6.2623917 190:-10.741138 191:-1.9933309 192:5.8160308 193:-8.9101749 194:0.31248895 195:-6.560601 196:-10.16719 197:-6.5313537 198:-2.2526402 199:-7.3833637 
-0.075090173778667335 0:7.3612806 1:-3.5975974 2:-4.7016541 3:-3.5712182 4:3.3624866 5:12.143977 6:-10.019557 7:-4.8043873 8:8.6609872 9:3.3342941 10:-7.6010302 11:4.1487073 12:-7.3631751 13:-9.1308358 14:-5.697724 15:3.7971383 16:5.0773646 17:4.9405744 18:-7.1965263 19:-1.3104838 20:-2.5504126 21:-0.29335005 22:-7.6420528 23:8.664105 24:0.035192558 25:4.2512156 26:-1.1903332 27:-1.3969219 28:3.8737385 29:8.4166768 30:6.3610607 31:5.2479704 32:6.2262186 33:3.8219948 34:6.0075304 35:5.8210854 36:7.191996 37:6.343139 38:-7.2248061 39:-5.0582448 40:-0.20388911 41:0.92107335 42:-1.3187941 43:-9.2152047 44:3.4996797 45:4.797926 46:-9.6554084 47:-5.1020265 48:-8.0551921 49:7.0810267 50:3.2189398 51:-1.9180857 52:8.0070838 53:-7.8037089 54:-1.8136093 55:-2.9862205 56:9.5681228 57:-8.633192 58:-2.6634894 59:-4.8205413 60:7.9822633 61:-4.9687764 62:10.240462 63:1.1198592 64:-0.54702616 65:-1.5330673 66:-6.579113 67:9.030095 68:10.734985 69:-2.8193186 70:0.25998467 71:0.17686567 72:-1.7450389 73:5.6724929 74:-3.6883586 75:1.7026408 76:3.5934813 77:-9.7007488 78:1.1066742 79:6.0695513 80:-4.8203871 81:-3.9510392 82:2.9416647 83:7.4054992 84:5.7590487 85:7.0586024 86:-2.530921 87:-5.6258523 88:-2.3242405 89:-4.7472962 90:-2.9918637 91:-8.2387083 92:8.3202987 93:-7.4500577 94:-5.1749794 95:-8.0501476 96:9.6913463 97:-7.2933033 98:-8.5029589 99:-1.4196109 100:5.6799238 101:-3.6241575 102:8.2919552 103:-7.4028987 104:-4.1109842 105:-8.2516504 106:1.0327771 107:-2.2879407 108:-10.277842 109:4.796555 110:9.0427699 111:6.3933539 112:10.246442 113:-6.5296018 114:8.5793909 115:-7.1269898 116:-5.385685 117:4.7519536 118:2.4761881 119:4.1481804 120:8.098141 121:3.8789576 122:-7.0907057 123:-3.1518775 124:4.7076766 125:5.9189163 126:-9.0010667 127:-0.74815005 128:6.4745416 129:5.7924404 130:-4.619345 131:-3.327998 132:9.3091941 133:0.45206295 134:-4.289502 135:9.3465532 136:-2.8601939 137:6.0397583 138:-9.0285523 139:2.2590774 140:-10.554126 141:-7.2587296 142:3.2804361 143:2.9400709 144:1.675282 145:-6.5790232 146:-1.6690812 147:-9.0218037 148:-2.8108943 149:0.93311085 150:-4.2606297 151:4.7767669 152:1.7611691 153:-5.1066233 154:-7.3844902 155:-7.7199901 156:6.485077 157:-4.5801485 158:-2.3384758 159:2.5946334 160:3.7822169 161:8.028388 162:-8.6777529 163:3.489672 164:9.9792549 165:0.72868105 166:-5.0542086 167:-5.0562808 168:4.0047937 169:-3.2591457 170:-8.7726567 171:-10.155676 172:-6.2869779 173:6.4114305 174:-3.2269715 175:-3.7591993 176:8.0654962 177:-2.9134074 178:-3.1830668 179:-4.3994833 180:1.7395506 181:6.7254035 182:4.0566135 183:0.96648518 184:-0.32027921 185:-4.1372923 186:-5.3568463 187:-0.99093538 188:9.7627279 189:8.2875838 190:-8.4437072 191:-3.3603636 192:5.5877568 193:-7.7457954 194:3.9135593 195:-7.4106263 196:-9.8870572 197:-7.12969 198:-4.8297616 199:-8.0699592 
-0.10853990554953148 0:7.8192971 1:-4.4893996 2:-3.2790607 3:-4.6314202 4:2.5139868 5:10.15355 6:-11.2418 7:-7.850349 8:6.6682153 9:3.5840638 10:-8.5180451 11:3.9901377 12:-7.1900363 13:-10.275048 14:-6.6169872 15:3.3725001 16:6.3502576 17:1.91219 18:-6.8772135 19:-1.6016113 20:-3.2817398 21:2.3170759 22:-8.7528983 23:8.6265354 24:0.65075487 25:3.5458344 26:-1.6377117 27:-1.9416239 28:4.7467734 29:6.2867639 30:7.6217496 31:5.2983387 32:7.0875163 33:6.9477827 34:7.1308777 35:5.1548636 36:7.3047492 37:7.4411364 38:-8.7629346 39:-2.88596 40:0.096014803 41:0.59370542 42:-0.73190627 43:-7.6664719 44:2.5013184 45:6.5733542 46:-8.7978886 47:-4.8212574 48:-9.7253685 49:6.3100499 50:2.3732474 51:-2.9640817 52:6.4375187 53:-9.6968998 54:-2.5323071 55:-1.6443778 56:10.335607 57:-8.1043373 58:0.42910352 59:-3.4728101 60:8.3382524 61:-6.0810965 62:9.236593 63:2.0287835 64:0.51805413 65:-2.0866514 66:-5.4683639 67:6.8085687 68:8.7378296 69:-3.3227815 70:0.51300695 71:2.2055401 72:-1.0064673 73:3.8847933 74:-3.8809553 75:3.9812698 76:1.0603089 77:-8.8570988 78:0.8723992 79:6.940834 80:-6.0159637 81:-4.1316414 82:4.7798146 83:5.9148431 84:7.58124 85:6.7739509 86:-1.5323596 87:-8.7923631 88:-0.88775807 89:-6.25927 90:-3.8444148 91:-6.5949687 92:8.5645402 93:-6.409067 94:-5.017985 95:-6.8837018 96:9.2676138 97:-5.8829274 98:-5.9481101 99:-2.3250614 100:5.5690795 101:-3.102956 102:6.6255235 103:-5.7340417 104:-3.5690615 105:-8.819435 106:2.7005846 107:-2.8262684 108:-8.7124021 109:4.284583 110:9.9243471 111:5.0835478 112:7.625142 113:-5.7291402 114:10.481452 115:-8.7354156 116:-4.8757039 117:3.8261502 118:2.4243192 119:2.4379543 120:9.2293658 121:4.0543649 122:-7.019106 123:-2.2218864 124:3.84779 125:7.4891215 126:-9.5764505 127:0.34073445 128:6.015656 129:6.5851302 130:-3.8805079 131:-1.4424629 132:9.0198605 133:-2.0601674 134:-5.5104316 135:6.01078 136:-3.9529241 137:9.1088124 138:-8.7380933 139:1.5145445 140:-10.779289 141:-8.2818155 142:6.4628321 143:1.3593438 144:-0.39168615 145:-5.8591484 146:-1.5970438 147:-7.3992112 148:-3.4047538 149:-1.6155571 150:-2.465923 151:4.750613 152:4.6999397 153:-4.6523332 154:-8.4999906 155:-5.8545233 156:7.1582937 157:-2.7353482 158:1.1518339 159:1.8568912 160:5.9737824 161:7.3694842 162:-8.7364691 163:2.434008 164:7.6339613 165:1.1252813 166:-6.3188055 167:-5.6195933 168:4.4111189 169:-1.899423 170:-11.092281 171:-9.0179605 172:-6.8497441 173:6.8261601 174:-1.3352328 175:-5.2843799 176:3.6583133 177:-4.9404906 178:-2.7552234 179:-3.5228579 180:2.4981878 181:6.8640164 182:4.306256 183:-0.9413365 184:2.2677399 185:-3.8376167 186:-4.8449383 187:-0.24566065 188:10.125445 189:7.0897689 190:-10.46401 191:-1.1338803 192:6.8695224 193:-6.8860088 194:0.575376 195:-9.1722922 196:-9.9283502 197:-6.6790657 198:-4.4976866 199:-7.6399497 
-0.048118497219186901 0:5.9729332 1:-2.9375056 2:-4.5636563 3:-4.019821 4:4.6324743 5:10.309439 6:-10.655363 7:-5.0644358 8:4.5743128 9:3.8341778 10:-6.0561706 11:4.7258171 12:-7.919883 13:-10.116344 14:-3.234406 15:4.9300443 16:6.2102596 17:2.8488594 18:-5.5015136 19:-0.47437909 20:-3.7247602 21:1.8643516 22:-6.7698792 23:7.4985886 24:0.02889662 25:5.0333523 26:0.28298909 27:-2.5819297 28:6.3763493 29:5.6941521 30:7.2651452 31:3.4511124 32:8.8345661 33:3.9511426 34:6.1521945 35:3.5663835 36:4.6758962 37:4.9268104 38:-7.9901066 39:-2.7976047 40:1.2374349 41:-0.21071914 42:-0.7178542 43:-9.5782848 44:3.0826981 45:5.6203353 46:-9.6981893 47:-5.587056 48:-7.9315741 49:7.5585054 50:4.5165808 51:-2.2475113 52:7.1517877 53:-8.1412722 54:-2.4858937 55:-3.5772307 56:7.5362829 57:-8.9086641 58:-0.8545388 59:-3.3860983 60:5.6165165 61:-5.6788509 62:9.0255735 63:1.5264363 64:0.33307352 65:-0.1413518 66:-4.977563 67:7.6638699 68:10.979038 69:-3.7911288 70:2.0184391 71:4.1623419 72:-1.7786354 73:4.9853724 74:-4.9259834 75:1.015696 76:3.5583527 77:-9.9640877 78:0.095658749 79:5.9182047 80:-4.9780171 81:-0.99724911 82:2.1354271 83:5.3563173 84:6.2803539 85:7.8552647 86:-1.8179957 87:-8.7508586 88:-0.53017056 89:-7.4993928 90:-5.4059645 91:-7.400578 92:7.5558571 93:-9.0128033 94:-6.4921108 95:-8.2318583 96:10.025005 97:-6.3302491 98:-8.0664831 99:-0.091988434 100:5.74333 101:-4.9169502 102:7.2962635 103:-8.3866343 104:-4.4053747 105:-8.2383384 106:3.4736127 107:-3.7160222 108:-8.1451531 109:5.6930078 110:10.391421 111:5.4705513 112:10.085815 113:-6.9745443 114:8.9200755 115:-6.2895962 116:-3.4428867 117:4.7537152 118:2.5499833 119:4.7398824 120:9.2790325 121:3.119112 122:-6.8042962 123:-3.2534661 124:4.4111756 125:7.1372438 126:-7.990464 127:-0.23607711 128:7.0681101 129:5.277689 130:-3.2537083 131:-0.60679352 132:10.564257 133:0.13807753 134:-4.8605267 135:7.7204644 136:-2.4096698 137:6.3319263 138:-8.6242828 139:-0.22979369 140:-9.2789802 141:-7.3175228 142:5.5061238 143:5.2094227 144:2.5460563 145:-5.1772829 146:-1.427119 147:-7.8076121 148:-2.1734076 149:-2.5901907 150:-0.89149533 151:5.1602456 152:4.6020701 153:-5.4508925 154:-9.0129139 155:-7.1278524 156:7.0630242 157:-1.3374116 158:0.1660236 159:2.3348241 160:5.7993217 161:7.6715446 162:-9.9736738 163:1.4358786 164:9.0030979 165:1.656082 166:-6.9750827 167:-6.2687916 168:2.9580692 169:-3.6083111 170:-9.786957 171:-8.0062808 172:-4.6021768 173:7.444284 174:-3.3445965 175:-5.0795945 176:7.5812466 177:-3.1257032 178:-5.060396 179:-4.4700707 180:0.37482009 181:5.2741067 182:5.1324098 183:0.67715364 184:2.7982241 185:-4.030474 186:-5.3030736 187:0.1390364 188:8.1290352 189:5.2730432 190:-8.1522991 191:-2.3422986 192:7.4713931 193:-7.0154621 194:-0.039638558 195:-9.0534207 196:-9.5108944 197:-8.0987361 198:-2.3414079 199:-7.5554977 
-0.082306429637210188 0:5.9370781 1:-3.5747442 2:-6.0961891 3:-3.0771094 4:5.6234583 5:7.6290023 6:-8.8447841 7:-4.1659827 8:5.2448492 9:3.969341 10:-6.7610757 11:1.6643725 12:-9.9546081 13:-10.002628 14:-5.1911137 15:5.8171289 16:6.0395893 17:3.4865517 18:-9.2311975 19:-1.457895 20:-0.80846616 21:2.2523882 22:-7.3062228 23:7.956965 24:1.170406 25:5.4862183 26:0.69710091 27:-3.3253493 28:4.4331481 29:6.6747897 30:6.2643222 31:5.2567886 32:5.1512386 33:5.6958199 34:8.0249101 35:2.8115006 36:4.2424975 37:6.8921958 38:-7.1207755 39:-2.2147382 40:0.60298008 41:0.10831705 42:-1.6242814 43:-8.0088716 44:1.2940047 45:4.793996 46:-8.8518822 47:-4.4471927 48:-7.1292529 49:7.2642105 50:5.1935045 51:-3.1337163 52:7.2788205 53:-8.0327643 54:-2.4018085 55:-3.1426036 56:9.6484933 57:-9.7005917 58:-0.11108038 59:-5.7998912 60:8.4093037 61:-4.8657673 62:8.9602667 63:0.35616244 64:0.83274297 65:-1.8339428 66:-5.4449768 67:7.2820822 68:7.865545 69:-5.1039819 70:1.3051449 71:3.7476921 72:-1.8873668 73:4.414526 74:-3.8613977 75:2.5154525 76:-0.061297077 77:-10.042049 78:2.0263305 79:5.476607 80:-5.0881648 81:-3.336321 82:3.8857582 83:6.9103346 84:7.4726799 85:6.8788162 86:-2.0881596 87:-8.9558031 88:-3.2313152 89:-7.06162 90:-5.2239718 91:-7.5333651 92:9.6390961 93:-9.6668559 94:-6.2901515 95:-7.4564388 96:9.0682505 97:-7.3232325 98:-6.0898821 99:0.24028317 100:6.9863354 101:-2.5531904 102:6.8136054 103:-6.8816113 104:-6.7924117 105:-7.9622124 106:2.6180018 107:-4.3630405 108:-9.2321038 109:5.3819829 110:10.55862 111:6.3051928 112:7.4505804 113:-6.0960206 114:8.6193848 115:-10.195448 116:-4.6790152 117:5.6235443 118:1.6788484 119:3.7279796 120:9.7914645 121:3.2492036 122:-7.103419 123:-3.1386831 124:3.3803011 125:6.2865619 126:-9.541607 127:-1.4682494 128:7.5556547 129:7.5866955 130:-3.311386 131:-2.1282616 132:10.514733 133:0.78380141 134:-3.1792991 135:5.8727871 136:-2.2763494 137:7.2399072 138:-7.7971563 139:1.1096551 140:-8.3420259 141:-7.8120895 142:6.2192256 143:5.6683941 144:-0.27781049 145:-6.0709551 146:-2.2252634 147:-6.7847511 148:0.27661521 149:-2.6152081 150:-3.5062495 151:4.3661682 152:3.1395336 153:-4.1909555 154:-8.7909989 155:-6.158594 156:6.2647805 157:-1.9279649 158:-1.2074007 159:2.9930507 160:6.3095694 161:5.9886148 162:-7.8744782 163:1.746443 164:8.5486511 165:2.8793937 166:-4.1254397 167:-4.3114892 168:3.9410249 169:-2.9537164 170:-8.9851007 171:-8.5562008 172:-5.7267063 173:10.829188 174:-2.5947524 175:-3.206115 176:5.8618281 177:-5.7305359 178:-4.1365734 179:-3.8115903 180:2.7114454 181:6.9204236 182:5.2173715 183:1.7187559 184:1.0839866 185:-6.0346558 186:-3.420176 187:-2.5995344 188:9.6467425 189:6.4835898 190:-10.006404 191:-1.4718554 192:6.4017603 193:-7.4206607 194:0.57747814 195:-9.1730564 196:-9.7143876 197:-8.0329904 198:-4.1270777 199:-7.4901155 
-0.16652172177841504 0:7.8866307 1:-4.3479535 2:-5.4821983 3:-1.0153683 4:5.1845849 5:8.1098459 6:-10.24795 7:-2.3514713 8:7.485862 9:3.4117342 10:-6.2910618 11:2.4008071 12:-7.974424 13:-9.8769487 14:-5.9914495 15:4.104227 16:6.5202689 17:0.88691281 18:-6.7625971 19:-1.6570697 20:-2.2422651 21:2.1044867 22:-7.3710684 23:8.8007751 24:-0.43151732 25:5.335676 26:-1.3315304 27:-1.491203 28:5.1030947 29:7.2002254 30:4.866739 31:4.3444269 32:5.4574685 33:6.0258656 34:6.6335873 35:4.7786619 36:3.7779561 37:6.2281354 38:-7.1880903 39:-3.0065374 40:-0.45493198 41:1.4680693 42:-0.64000964 43:-9.8421501 44:-0.094509296 45:6.6215502 46:-8.3857691 47:-4.9025989 48:-8.8774883 49:5.2822147 50:2.652331 51:-3.6471838 52:8.0451548 53:-7.2298294 54:-1.9942116 55:-3.5582719 56:7.8894201 57:-9.3574734 58:0.57517351 59:-6.9271676 60:8.6509205 61:-6.746837 62:8.8606658 63:-0.08050392 64:0.86352046 65:-2.2129986 66:-5.1085034 67:8.6879012 68:8.7320264 69:-3.2860632 70:1.9687694 71:2.7843931 72:-1.7171009 73:5.4973354 74:-1.9802847 75:2.2173644 76:2.003485 77:-10.074798 78:2.2123594 79:5.9593442 80:-7.1486854 81:-3.8975989 82:3.9869721 83:5.815195 84:8.2381616 85:6.6516604 86:-4.4965866 87:-7.5020908 88:-0.1818587 89:-6.489164 90:-4.124228 91:-7.3291193 92:7.8619094 93:-7.8591579 94:-5.0670734 95:-6.6220438 96:10.038734 97:-6.7264904 98:-5.2367748 99:-0.13909118 100:4.1033628 101:-5.764642 102:7.5421693 103:-7.8404549 104:-3.5903151 105:-8.61079 106:2.1632461 107:-2.1961674 108:-8.8384208 109:7.4993874 110:10.744595 111:6.2103218 112:7.9470602 113:-8.0254935 114:9.4417682 115:-10.19754 116:-3.1261174 117:4.2597049 118:1.2586705 119:2.8738339 120:9.0324364 121:5.5719273 122:-7.2700417 123:-2.8890345 124:3.228665 125:4.9012604 126:-7.8583182 127:0.49500064 128:5.3011278 129:4.3045628 130:-3.2535577 131:-1.8406088 132:9.9273229 133:-1.2941906 134:-4.70587 135:6.4621623 136:-0.99686263 137:7.371538 138:-9.1111957 139:1.6469453 140:-10.800051 141:-8.0381719 142:7.4314307 143:1.3966637 144:1.8850587 145:-5.2521647 146:-0.77103756 147:-8.677742 148:-1.9743163 149:-2.4300806 150:-0.30118574 151:3.4126501 152:2.3792484 153:-3.4476745 154:-5.9173915 155:-5.598795 156:6.9118254 157:-1.0222174 158:-3.9016334 159:3.3595988 160:4.8108928 161:6.8654118 162:-9.2743299 163:1.8938573 164:9.4769141 165:-0.22899656 166:-4.3597004 167:-6.8993641 168:3.2501837 169:-4.3632738 170:-9.5338255 171:-7.8678041 172:-4.1380788 173:7.6022649 174:-3.7154651 175:-5.677126 176:8.2162958 177:-4.6330831 178:-5.5786806 179:-7.7904325 180:1.4328739 181:7.0008508 182:6.7413938 183:-1.0001732 184:3.7441862 185:-3.812596 186:-2.7920582 187:-0.86628725 188:8.5467491 189:5.8823879 190:-8.8747103 191:-1.9649333 192:6.5810687 193:-6.3472299 194:0.710465 195:-6.7116423 196:-9.8367997 197:-7.4427824 198:-5.069366 199:-6.1641621 
-0.069391913885296419 0:7.880066 1:-5.0093924 2:-5.2410048 3:-6.043606 4:3.5744691 5:9.1988529 6:-8.9000047 7:-7.7503278 8:7.2668642 9:5.0327081 10:-5.3560511 11:2.6754653 12:-7.1853508 13:-10.69349 14:-4.37029 15:4.4296782 16:5.6505269 17:2.295652 18:-6.2158165 19:-2.104193 20:-2.7412747 21:0.52437687 22:-5.0862845 23:9.8589564 24:-0.87826418 25:3.5544288 26:-0.17406161 27:-2.9446971 28:3.6556623 29:5.7688366 30:9.1690307 31:5.288485 32:7.6859091 33:7.7605842 34:9.1160047 35:4.4836259 36:5.8937015 37:5.5214075 38:-8.1820389 39:-6.4141458 40:-1.0870195 41:-0.12553464 42:-1.9499201 43:-8.6273369 44:3.3617079 45:4.595851 46:-9.2312352 47:-4.2270156 48:-7.6929723 49:7.1757264 50:2.5039596 51:-1.7404264 52:6.9298845 53:-9.6213986 54:-1.481074 55:-2.3551215 56:7.5736275 57:-7.1043533 58:-0.57615545 59:-6.535094 60:7.660296 61:-6.2003282 62:10.658795 63:-0.63881094 64:0.1631197 65:-1.6254214 66:-3.4801051 67:7.3646107 68:8.2709016 69:-4.619761 70:1.2573063 71:4.9242677 72:0.2433172 73:4.7473775 74:-5.3053979 75:1.2286018 76:4.0128357 77:-8.1104901 78:3.4399199 79:6.2049973 80:-6.5420915 81:-3.2995745 82:2.8110282 83:6.9638109 84:8.3914466 85:8.0862721 86:-1.9394012 87:-7.9408317 88:-0.85504339 89:-7.8011992 90:-4.2940362 91:-7.8292666 92:8.1650707 93:-8.5338701 94:-4.5946324 95:-7.4254692 96:10.162815 97:-7.5495393 98:-7.6425319 99:-0.24702389 100:3.8471365 101:-3.2556151 102:5.0315149 103:-8.7066808 104:-3.8757788 105:-8.2340904 106:1.6206551 107:-2.8613787 108:-8.6101202 109:7.7837142 110:7.7561911 111:6.6459574 112:7.239298 113:-5.9561981 114:8.3671321 115:-6.9662606 116:-4.3035149 117:4.3866366 118:2.2192468 119:3.2868073 120:7.8993011 121:3.1052922 122:-7.6773943 123:-1.7553788 124:2.4966257 125:6.848954 126:-8.7411231 127:-1.5992996 128:5.1023369 129:4.2111641 130:-3.3979581 131:-1.5053323 132:11.168899 133:1.0791414 134:-3.3000682 135:6.9272822 136:-3.5869544 137:6.2410601 138:-8.4204449 139:1.6993511 140:-8.3280179 141:-8.1305554 142:6.3902826 143:3.3458174 144:1.2182157 145:-4.3246378 146:-1.899225 147:-7.7969696 148:-0.59529761 149:-3.4568546 150:-3.063398 151:3.6972017 152:3.5022139 153:-3.2684171 154:-9.1082519 155:-5.9441602 156:8.8962875 157:0.60634778 158:-1.4460423 159:1.2212994 160:5.3011828 161:8.6971002 162:-7.9794856 163:2.4144215 164:7.7201902 165:0.81408825 166:-2.8391779 167:-5.3076253 168:2.1195264 169:-2.066661 170:-10.280303 171:-7.0500867 172:-5.5908796 173:9.1704415 174:-4.0483066 175:-5.0808978 176:7.9242904 177:-4.0414539 178:-3.7499537 179:-4.4067854 180:0.21201462 181:6.3987294 182:5.632504 183:-0.84159153 184:2.8816716 185:-5.8465262 186:-4.0516595 187:-1.3637766 188:9.1223807 189:6.064469 190:-11.288464 191:-3.7773595 192:6.1452587 193:-5.4311819 194:1.7033746 195:-8.2184338 196:-9.5652115 197:-7.4082605 198:-4.4061794 199:-7.5980952 
-0.14817432792593854 0:9.0877608 1:-5.5795704 2:-5.2296107 3:-2.3672219 4:6.0488531 5:9.7184297 6:-8.9856758 7:-4.9759031 8:6.1919907 9:4.71163 10:-7.857714 11:1.4854426 12:-8.0135179 13:-9.3629629 14:-6.0301512 15:3.9964082 16:5.914535 17:4.5522932 18:-5.8600031 19:-0.93127145 20:-1.7557951 21:3.4973048 22:-8.6028427 23:8.6119302 24:1.0057036 25:3.4431526 26:2.4146162 27:-0.70431254 28:5.0656625 29:7.1351569 30:6.8079703 31:4.9859664 32:5.7082065 33:7.8458541 34:7.1254484 35:3.0679823 36:6.9245573 37:6.1434955 38:-8.0456374 39:-3.4082007 40:-0.15449916 41:-0.52531332 42:-0.61236221 43:-8.4612102 44:1.3745367 45:5.6063746 46:-9.0223632 47:-4.8705215 48:-7.3739838 49:7.1560656 50:3.2558941 51:-3.6323511 52:7.975667 53:-9.7623372 54:-0.45356007 55:-2.1498411 56:8.1521313 57:-9.014075 58:-0.27276767 59:-5.0340737 60:9.1672529 61:-6.5872063 62:7.9770619 63:-1.5581822 64:-1.313805 65:-2.7645348 66:-5.5433746 67:8.9644925 68:7.279055 69:-5.2388063 70:0.71866378 71:0.8733852 72:-1.0873056 73:5.6488081 74:-2.7724423 75:1.9004029 76:3.6054286 77:-8.8180895 78:2.4999536 79:5.2990069 80:-7.0345178 81:-2.803811 82:2.7774069 83:6.7044937 84:6.8650375 85:6.0637324 86:-3.3840929 87:-6.0945383 88:-2.5819837 89:-7.0231728 90:-3.573694 91:-6.1416338 92:9.4113893 93:-8.3703962 94:-3.8594092 95:-7.0480535 96:12.186385 97:-7.9534165 98:-5.1309181 99:1.3941919 100:4.9743898 101:-4.8113201 102:7.9365571 103:-7.780442 104:-5.8949515 105:-6.1157929 106:1.2008181 107:-3.0061114 108:-8.6981307 109:6.3571362 110:9.9048525 111:4.7875365 112:7.597375 113:-6.6006006 114:9.3740186 115:-8.5554162 116:-4.7475127 117:5.6589284 118:4.1821176 119:4.3396481 120:9.4479081 121:2.6758592 122:-7.9210441 123:-4.7808608 124:3.846293 125:5.2080507 126:-7.6007723 127:-0.07513379 128:6.99088 129:5.0505001 130:-2.1779966 131:-2.4030798 132:8.2582093 133:0.45146343 134:-4.7359208 135:8.0562364 136:-3.0401959 137:7.3160502 138:-9.6127963 139:2.5355327 140:-9.4868158 141:-5.4312209 142:5.7890652 143:3.9247669 144:1.2927488 145:-3.5776905 146:-2.0795614 147:-7.7170931 148:-0.7839222 149:-2.3790035 150:-4.1064894 151:3.3859428 152:2.96219 153:-3.0384206 154:-8.3430666 155:-7.4103116 156:8.6978417 157:-1.2861593 158:-1.4062247 159:2.7223217 160:5.4150795 161:8.4341773 162:-8.4357429 163:4.815363 164:7.8847837 165:0.022733448 166:-4.6117914 167:-5.5051019 168:2.9551989 169:-0.59409654 170:-11.265523 171:-10.277844 172:-5.6535031 173:10.473399 174:-4.3179876 175:-6.9780466 176:9.5817642 177:-2.4723051 178:-4.7226417 179:-5.029306 180:1.8215206 181:5.6793511 182:5.3141884 183:0.7750931 184:2.7856977 185:-5.1226717 186:-2.5835849 187:-2.4073437 188:9.7576752 189:7.1155551 190:-10.894399 191:-2.8301673 192:7.2704279 193:-6.3207983 194:0.33146304 195:-7.7338172 196:-8.16466 197:-5.9302005 198:-4.0454516 199:-10.028447 
-0.18010231334447591 0:7.9884288 1:-4.4087894 2:-4.3343475 3:-3.6773452 4:4.8071588 5:9.0621191 6:-9.677478 7:-3.9839681 8:5.4574955 9:5.6274429 10:-5.154522 11:2.8271984 12:-7.9631447 13:-11.210211 14:-3.5029615 15:5.0697237 16:5.9447454 17:1.9710268 18:-6.1183864 19:-0.5535709 20:-1.1886454 21:1.3676554 22:-7.0366559 23:9.3015923 24:1.2925489 25:6.4729119 26:0.84291761 27:-1.9708059 28:3.3585232 29:7.0346168 30:7.5472453 31:3.6098927 32:5.1359811 33:6.7863958 34:7.0287138 35:3.8841593 36:7.9564921 37:5.4918514 38:-7.5120424 39:-4.5534648 40:-2.5091478 41:1.581336 42:-1.1011389 43:-8.3969896 44:1.0839746 45:7.9422759 46:-9.6407269 47:-3.9613958 48:-9.2474402 49:6.9254112 50:4.6058855 51:-3.8453366 52:8.0506903 53:-9.1305586 54:-1.7459855 55:-3.269108 56:9.3301541 57:-7.66596 58:-2.7148566 59:-6.404131 60:8.1715541 61:-4.8510079 62:7.3995611 63:0.17052123 64:1.8252893 65:-1.0760409 66:-5.4002374 67:7.7260686 68:9.1857221 69:-2.6648508 70:2.145731 71:4.7502387 72:-0.54057808 73:4.9926218 74:-1.3521692 75:2.7511003 76:1.60172 77:-9.3501443 78:1.731464 79:5.7776144 80:-5.555898 81:-2.0145323 82:2.6251451 83:5.072971 84:6.4083846 85:8.135624 86:-2.3604169 87:-7.2864284 88:-2.5814206 89:-4.7046999 90:-4.4797989 91:-7.1025566 92:9.8208144 93:-6.8405728 94:-5.5109939 95:-6.4680658 96:8.5464086 97:-8.5550624 98:-6.1400882 99:-0.8860173 100:4.3818385 101:-3.4899844 102:5.1541336 103:-6.5164098 104:-5.5206241 105:-7.5805547 106:1.5449991 107:-2.6294458 108:-9.622428 109:2.6088705 110:8.5741719 111:3.864475 112:7.8696856 113:-5.2303733 114:10.323989 115:-9.3863211 116:-3.8662479 117:5.8247126 118:1.8606806 119:4.4016551 120:10.168834 121:2.6598815 122:-5.3697672 123:-5.3841117 124:2.1837035 125:7.6821068 126:-6.8441809 127:-0.91558858 128:6.4776442 129:6.6386664 130:-0.24595069 131:-2.2259553 132:10.420666 133:0.36053082 134:-1.0328388 135:5.2703042 136:-0.50157963 137:8.7926518 138:-8.1604649 139:1.0633558 140:-7.4982916 141:-7.0828491 142:5.0314155 143:1.9564545 144:0.90232083 145:-4.9941271 146:-2.2922787 147:-7.5808122 148:-0.060100351 149:0.00091815408 150:-4.6055809 151:4.870795 152:4.1076998 153:-3.7470274 154:-9.4803335 155:-8.2319031 156:8.4265595 157:-1.490615 158:-1.9381732 159:1.0719557 160:5.1788008 161:7.195684 162:-6.9834586 163:2.985658 164:9.1873053 165:2.840547 166:-4.8894711 167:-4.6923052 168:3.0637856 169:-2.6888616 170:-10.546337 171:-9.6826994 172:-5.3812785 173:7.1640504 174:-2.4342052 175:-4.6071907 176:8.6119797 177:-2.192549 178:-3.9146843 179:-4.9279458 180:2.6830522 181:6.9154349 182:7.1831997 183:-0.74833423 184:1.5034052 185:-5.3587333 186:-4.956424 187:-1.3970694 188:8.7524106 189:5.8824032 190:-8.4661762 191:-3.7605872 192:6.9043196 193:-7.3473154 194:0.97182866 195:-7.7217857 196:-7.2000731 197:-7.7359406 198:-2.9269016 199:-7.6105242 
-0.14025831843872819 0:7.047974 1:-5.7269663 2:-4.4118223 3:-3.5092684 4:4.7957398 5:11.558164 6:-10.34823 7:-4.8103451 8:6.224477 9:3.8422379 10:-8.2527445 11:2.4032104 12:-9.171462 13:-9.0763345 14:-4.1192485 15:4.4660385 16:6.4197623 17:3.1336799 18:-8.804564 19:-2.2395957 20:-2.2740337 21:2.6998947 22:-7.5846322 23:7.8923444 24:0.30348728 25:4.0070908 26:1.2981742 27:-1.629654 28:5.9735702 29:5.0601148 30:6.2337427 31:4.0993053 32:4.446144 33:6.0889812 34:6.191475 35:5.6308005 36:6.9272893 37:6.8378595 38:-9.273039 39:-2.8304954 40:-1.7513232 41:2.3824759 42:0.27098808 43:-8.6556841 44:1.6630556 45:4.5663755 46:-10.828529 47:-6.7478212 48:-8.3561053 49:7.2258588 50:3.1613389 51:-3.706698 52:9.3627126 53:-10.183307 54:-1.8054308 55:-3.6612001 56:6.6867986 57:-9.4156658 58:-0.86670719 59:-6.5268445 60:8.8097628 61:-6.5713632 62:7.047811 63:2.280241 64:1.2849393 65:-1.5062261 66:-7.5948142 67:9.2154554 68:9.1298943 69:-5.022569 70:-0.064169979 71:1.5995402 72:-1.0592352 73:7.1389858 74:-3.4253582 75:1.3941896 76:1.321356 77:-10.219453 78:3.9621732 79:5.2710235 80:-5.7610656 81:-2.7501165 82:4.8004988 83:5.8793551 84:7.8839 85:7.1510052 86:-3.888724 87:-6.7535516 88:-0.13007202 89:-7.773395 90:-4.1268515 91:-5.2727158 92:7.0835181 93:-7.3658664 94:-6.6585827 95:-7.0027786 96:10.659902 97:-6.7514803 98:-6.4017517 99:-3.2093158 100:6.6981997 101:-5.770334 102:5.9171587 103:-6.4922011 104:-3.8887442 105:-6.9070777 106:2.4786838 107:-3.9213614 108:-9.3312212 109:3.717228 110:8.351856 111:6.3966754 112:8.116025 113:-5.6550885 114:6.9884558 115:-6.7702691 116:-5.1630568 117:6.2318299 118:2.7633245 119:3.1843211 120:8.2318578 121:4.3287063 122:-8.7139226 123:-4.5448034 124:4.58329 125:8.1337946 126:-9.6427608 127:-1.8732107 128:6.0788477 129:5.2823082 130:-4.5784176 131:-3.4108807 132:9.121142 133:1.96796 134:-3.9240094 135:7.1472629 136:-2.9806097 137:6.7703854 138:-8.7371872 139:-0.61304453 140:-10.39226 141:-6.7538531 142:6.7488491 143:5.1404715 144:-0.69048927 145:-8.5654291 146:-1.7232406 147:-7.6209333 148:-2.4932561 149:-1.7236496 150:-3.3264761 151:5.2059975 152:4.5133267 153:-6.2650442 154:-8.3301592 155:-5.0515513 156:9.412887 157:-0.85521469 158:-0.6333858 159:2.5230227 160:5.6010164 161:7.1461395 162:-8.6642078 163:1.5612092 164:9.3103712 165:1.1288317 166:-5.0021293 167:-3.5704301 168:2.1539185 169:-1.5699322 170:-8.823715 171:-9.7080319 172:-5.0198735 173:6.9004023 174:-5.2555129 175:-4.4197997 176:7.5132723 177:-2.8922889 178:-2.5837771 179:-4.7290552 180:3.4777505 181:7.1086768 182:5.1557562 183:0.012661127 184:2.175113 185:-4.5175933 186:-4.4235371 187:-2.6083368 188:9.20288 189:6.5730273 190:-7.2237893 191:-3.2849813 192:8.2630243 193:-6.9975548 194:1.5228042 195:-7.8976709 196:-8.6457045 197:-7.4595422 198:-3.6638823 199:-7.2559213 
-0.1419288653082042 0:9.384084 1:-3.8078116 2:-4.5094449 3:-1.185289 4:5.2618298 5:10.868468 6:-10.551357 7:-7.9920922 8:6.1743408 9:6.1541338 10:-6.9271265 11:3.7543376 12:-9.1341438 13:-8.4860055 14:-4.0029114 15:4.2091895 16:4.2413743 17:2.6339789 18:-6.3707827 19:-1.3575215 20:-1.4803958 21:2.2253327 22:-7.0275939 23:8.3696167 24:-0.89568019 25:4.8702351 26:-1.3086455 27:-3.1912887 28:3.723172 29:8.7850389 30:3.8534675 31:2.9053436 32:5.184878 33:8.3363628 34:7.1220774 35:6.4072164 36:5.497223 37:7.3234606 38:-8.5326436 39:-3.2656528 40:0.8464813 41:0.83766013 42:-1.9326079 43:-10.440055 44:2.5502269 45:7.2476862 46:-9.4373772 47:-3.2250182 48:-7.8765078 49:5.3852492 50:2.8795766 51:-3.2700876 52:6.9339488 53:-9.4371057 54:-2.2368011 55:-4.5542945 56:8.6502414 57:-8.726573 58:-1.7596201 59:-6.4778868 60:6.77168 61:-5.2157203 62:11.167448 63:2.8159174 64:0.46095427 65:-2.0583396 66:-5.3141581 67:9.201453 68:8.4522099 69:-5.3849582 70:1.0937587 71:3.7380713 72:-2.0026816 73:4.0103127 74:-3.9121327 75:1.2830937 76:4.4318231 77:-10.299734 78:2.7746709 79:7.4597776 80:-7.1609147 81:-3.3059402 82:1.4713674 83:7.9303772 84:8.2049178 85:7.3022317 86:-2.4661682 87:-11.060284 88:-2.5823823 89:-7.5513835 90:-6.52337 91:-8.3848572 92:8.6242362 93:-9.424548 94:-5.9986574 95:-6.5341937 96:8.6020014 97:-7.8089037 98:-6.0769175 99:-0.67366671 100:5.7359432 101:-5.8358862 102:5.7808445 103:-7.8744215 104:-4.5816319 105:-6.9944161 106:2.1693447 107:-2.9515474 108:-8.7088803 109:6.2605685 110:10.672436 111:6.3487881 112:6.8146718 113:-6.7270067 114:9.0168457 115:-7.7631211 116:-2.789833 117:3.377153 118:2.1390074 119:3.9078657 120:8.4072821 121:4.9360597 122:-7.8866684 123:-3.5354701 124:4.1786761 125:6.6565893 126:-9.3709758 127:-2.0246103 128:4.431643 129:5.5237906 130:-3.9658764 131:-1.6225166 132:9.863556 133:0.27099227 134:-4.636259 135:6.495334 136:-0.75301955 137:7.7748627 138:-10.00799 139:0.25081133 140:-8.0492268 141:-6.7013862 142:5.7377973 143:3.2572169 144:-0.92523111 145:-6.4026413 146:-1.8349686 147:-9.5240747 148:-2.1932966 149:-2.6306967 150:-4.9313733 151:2.8481874 152:4.4461282 153:-3.097816 154:-10.186528 155:-5.8514478 156:7.0304923 157:-1.2950304 158:-1.7200412 159:1.7958698 160:5.9128349 161:7.3318957 162:-10.603115 163:2.7664864 164:9.0029004 165:1.5240834 166:-3.8045735 167:-7.5338339 168:4.5013838 169:-4.0142658 170:-10.352024 171:-9.2955476 172:-9.1022603 173:8.3455112 174:-3.859325 175:-6.2002551 176:6.5227836 177:-3.8299807 178:-2.6502236 179:-3.9549596 180:3.243572 181:6.6349077 182:4.3914466 183:-0.63915366 184:2.9173048 185:-5.6226563 186:-5.1845835 187:-1.0902734 188:8.8029752 189:7.5178641 190:-8.5888773 191:-3.4629276 192:6.1026909 193:-6.5693315 194:0.90525975 195:-7.3422098 196:-9.6910188 197:-9.5820999 198:-6.1038802 199:-5.3867391 
-0.044748777334220988 0:7.0208946 1:-4.1792124 2:-5.3615738 3:-2.7228333 4:4.2551814 5:10.022563 6:-11.023248 7:-5.2620415 8:7.6446004 9:4.4398309 10:-6.2519534 11:3.5168688 12:-5.5995767 13:-8.9722848 14:-5.8087031 15:3.5109157 16:6.587211 17:5.6955443 18:-8.4630863 19:-2.0137583 20:-1.7267064 21:3.1984979 22:-6.5896298 23:7.526178 24:0.34252267 25:3.1823136 26:-0.33183633 27:-3.428621 28:3.9617421 29:6.3803273 30:6.0723456 31:4.4989798 32:5.2529238 33:6.6144507 34:8.7266644 35:3.7475785 36:4.6339846 37:4.3117442 38:-7.9793183 39:-4.1650251 40:-1.7852202 41:-0.71805273 42:-1.3394832 43:-8.9245154 44:3.8614533 45:5.942087 46:-9.4298194 47:-3.8166299 48:-7.7721463 49:9.9805191 50:3.7678451 51:-2.5936219 52:8.7105178 53:-8.6102792 54:-0.51856538 55:-3.7531399 56:8.7172058 57:-11.265849 58:-3.0456278 59:-6.607764 60:7.2496355 61:-5.6299492 62:10.847197 63:1.4133088 64:1.1072992 65:-2.4311706 66:-4.8498798 67:7.1416545 68:9.1630694 69:-4.4644851 70:0.49464004 71:0.7645045 72:-1.4994173 73:6.3653075 74:-7.5787898 75:1.4336045 76:-1.0369856 77:-7.5974411 78:2.1228802 79:5.5436691 80:-5.6240429 81:-3.1132892 82:2.0051854 83:4.7472644 84:7.7655776 85:7.081698 86:-3.6431159 87:-7.89212 88:0.038328172 89:-8.361677 90:-5.4458095 91:-6.5690903 92:9.1064885 93:-8.3048212 94:-7.1467342 95:-6.0104707 96:9.5770011 97:-7.8441741 98:-8.2295824 99:-1.2218589 100:5.8664683 101:-3.6817764 102:6.6231271 103:-6.671569 104:-5.2006456 105:-5.4988027 106:0.75705973 107:-4.5424551 108:-10.96038 109:5.4299641 110:10.559874 111:4.8135312 112:8.4684717 113:-6.9384237 114:8.7274184 115:-7.2916878 116:-3.3659145 117:5.5180738 118:1.8248336 119:2.1189092 120:7.3631926 121:4.931652 122:-7.0760132 123:-1.6941109 124:5.0794283 125:4.9648792 126:-8.6386941 127:1.0742231 128:5.3846228 129:4.5448828 130:-4.4359384 131:-3.1564032 132:9.332803 133:-0.020791954 134:-4.3105306 135:7.2626481 136:-3.8141221 137:6.4838706 138:-8.3444281 139:1.1322197 140:-9.0452263 141:-7.1712208 142:6.3528654 143:2.2001522 144:0.41898401 145:-5.3384808 146:-3.138835 147:-7.6026121 148:-1.2601742 149:-2.5391325 150:-3.9925732 151:6.1864224 152:1.1099372 153:-3.9717039 154:-8.7061727 155:-5.3733359 156:6.857474 157:-0.67221727 158:-2.8779812 159:2.6862689 160:5.4557917 161:8.8722454 162:-8.5724342 163:2.0391159 164:9.9786778 165:3.0956751 166:-4.2620077 167:-6.0296471 168:3.4930492 169:-2.4546889 170:-8.321952 171:-10.290476 172:-6.2946867 173:6.5718586 174:-2.869439 175:-7.3086541 176:8.5355355 177:-3.0129739 178:-2.9062194 179:-2.9439459 180:1.5930991 181:6.3322944 182:7.3234641 183:-0.1199696 184:1.9748228 185:-2.859865 186:-3.8822584 187:-1.4913986 188:10.759372 189:6.5205631 190:-11.160519 191:-2.4696287 192:6.7950198 193:-7.7562618 194:-0.19218896 195:-6.8316267 196:-9.5977305 197:-8.238652 198:-4.781218 199:-6.2319098 
-0.066788251635170423 0:7.7273955 1:-4.4211272 2:-5.8163192 3:-3.0633535 4:5.0365414 5:11.017206 6:-10.718623 7:-6.5580321 8:8.0859129 9:5.9002047 10:-7.641473 11:1.6449064 12:-7.8063628 13:-10.057849 14:-4.3761886 15:4.0149404 16:6.6488847 17:2.4007046 18:-6.0900881 19:-2.8144059 20:-2.356596 21:1.7243548 22:-8.0949007 23:7.7178237 24:-0.65218216 25:5.9719429 26:-0.46593692 27:-0.71081549 28:4.9756384 29:8.2626231 30:8.0867935 31:6.0208568 32:6.3672563 33:5.2645078 34:5.4438957 35:4.030677 36:5.958032 37:4.683643 38:-7.1315723 39:-3.8245613 40:-2.0342628 41:-0.69152522 42:-1.7923213 43:-6.8587401 44:1.6049174 45:5.2195303 46:-10.460808 47:-5.2090217 48:-8.0909756 49:6.0436704 50:4.9253765 51:-3.0079809 52:9.4218718 53:-6.9559012 54:-1.7506403 55:-2.4175396 56:7.4679586 57:-7.2679119 58:-0.38766928 59:-5.7625413 60:6.5694308 61:-5.3081191 62:9.8166421 63:2.3664838 64:-0.42146669 65:-2.2728325 66:-5.9526701 67:8.7936268 68:8.3829188 69:-5.1181902 70:0.76734946 71:3.1810644 72:-1.6082571 73:4.3715059 74:-3.2375266 75:2.2814501 76:2.2371501 77:-10.344679 78:0.72992528 79:5.5329277 80:-4.8670407 81:-2.029926 82:1.8416165 83:6.5450395 84:7.0789309 85:6.4997437 86:-2.3577473 87:-7.1617329 88:-2.2293608 89:-7.6039207 90:-4.3968243 91:-6.5132459 92:8.9964537 93:-8.166367 94:-6.5604861 95:-7.3105438 96:9.1944329 97:-7.7469727 98:-5.9504357 99:-0.86855254 100:5.9393823 101:-3.654848 102:6.1671704 103:-5.903484 104:-5.9546286 105:-7.3522664 106:1.0723992 107:-2.8499726 108:-9.1117278 109:3.9975068 110:8.2892585 111:5.1743992 112:8.6279024 113:-8.3027565 114:10.741649 115:-8.7003278 116:-2.6198731 117:4.0743602 118:2.7410917 119:3.1059248 120:6.9544647 121:2.6351018 122:-7.5505878 123:-4.4655866 124:5.8602169 125:7.3250424 126:-8.6334929 127:-1.4863832 128:4.6676805 129:6.1591605 130:-2.5171717 131:-3.9088613 132:8.9924343 133:-0.45638141 134:-6.8682023 135:6.5787167 136:-2.9131764 137:9.3939807 138:-6.834141 139:1.2188583 140:-8.6442088 141:-7.2552579 142:6.0159361 143:1.6741887 144:1.9352447 145:-8.8690818 146:-1.795793 147:-6.8132699 148:-2.0790259 149:-1.7753277 150:-5.2573434 151:5.4644587 152:4.2825645 153:-4.9081015 154:-8.1862226 155:-7.6635297 156:7.1646834 157:-1.3250563 158:-3.5605046 159:3.1962718 160:6.7882709 161:8.9504675 162:-8.7224912 163:3.1600516 164:8.3841072 165:1.5642669 166:-5.1441752 167:-5.7950989 168:3.2137966 169:-2.2588571 170:-9.3793721 171:-10.888127 172:-5.795812 173:6.6994228 174:-3.8861937 175:-5.9640042 176:6.3439364 177:-4.9514024 178:-5.0984617 179:-5.7473122 180:4.3673818 181:6.4751229 182:7.9696197 183:-1.065987 184:3.7146124 185:-3.9326259 186:-3.729627 187:-2.3733321 188:8.5573232 189:5.5840551 190:-8.8656652 191:-2.4886381 192:7.5044866 193:-6.4202649 194:2.6836739 195:-8.9109623 196:-11.821823 197:-8.1887682 198:-3.2263564 199:-8.6239268 
-0.041402180590862682 0:9.6061105 1:-3.7956164 2:-6.2020903 3:-1.3986655 4:4.2331205 5:9.7236062 6:-10.366359 7:-5.5758499 8:6.9242306 9:4.8348524 10:-7.6545903 11:6.6079306 12:-8.2138528 13:-10.769619 14:-4.2638443 15:3.4494455 16:6.1259756 17:2.7242102 18:-6.4705263 19:-2.0238355 20:-1.0302029 21:1.0359407 22:-8.4788487 23:7.8413564 24:0.46740852 25:4.3866164 26:0.073676053 27:-1.8690442 28:5.3828823 29:8.4399145 30:6.0130133 31:5.1599062 32:8.5885064 33:7.2131327 34:6.4234338 35:3.9662282 36:6.0376353 37:6.516798 38:-7.4698335 39:-4.0021107 40:-2.1983145 41:0.57243876 42:-0.68638561 43:-11.331572 44:2.497817 45:7.8571148 46:-10.049219 47:-5.7941443 48:-8.2834229 49:8.3458603 50:2.337719 51:-2.4981235 52:9.3624991 53:-8.9561798 54:-3.6427442 55:-4.2875094 56:7.6514477 57:-8.5504532 58:-1.4425102 59:-6.6226321 60:8.0015872 61:-4.0306652 62:9.255024 63:0.0014314688 64:0.96613604 65:-0.24525751 66:-5.1655384 67:6.9536723 68:7.8261112 69:-4.0858209 70:0.35421629 71:2.2905483 72:-0.73724526 73:5.468199 74:-2.3696178 75:2.2641778 76:1.6290833 77:-10.292934 78:0.82363351 79:5.5322062 80:-5.391498 81:-3.8573053 82:-0.88682638 83:5.4286552 84:7.0626068 85:7.5322373 86:-2.4011192 87:-6.897287 88:0.077714943 89:-7.3240193 90:-5.1515739 91:-6.8083921 92:9.9016651 93:-7.1401254 94:-3.7334004 95:-6.8868667 96:9.914158 97:-7.1892748 98:-6.6003035 99:0.26036763 100:3.5583782 101:-3.895506 102:4.9853035 103:-8.7939496 104:-4.3939743 105:-4.2596283 106:0.95279738 107:-3.1242055 108:-8.2757588 109:5.1325628 110:10.516936 111:4.9486598 112:9.8943483 113:-5.3232843 114:9.5145344 115:-9.9134994 116:-4.6695942 117:5.1772003 118:2.030342 119:3.5305784 120:10.437331 121:2.5005366 122:-6.1598643 123:-4.1850122 124:4.4244229 125:6.7245783 126:-8.0688625 127:-2.4435992 128:6.1541155 129:5.8757813 130:-3.1078414 131:-2.0412921 132:9.095149 133:-0.021177367 134:-2.8705783 135:7.3106118 136:-3.3802657 137:6.1627521 138:-7.2841162 139:1.0172135 140:-9.8127806 141:-6.843308 142:5.1124656 143:2.5081964 144:0.23162486 145:-6.09099 146:-4.0673693 147:-9.0598414 148:-2.7678936 149:-1.9989646 150:-3.1906722 151:5.3108871 152:4.8138082 153:-4.1675273 154:-8.961561 155:-7.664318 156:7.7145181 157:-2.687313 158:-2.0173311 159:2.391368 160:4.7961011 161:9.0087296 162:-7.2943159 163:2.8929863 164:7.638692 165:2.0807191 166:-4.5770434 167:-6.4524856 168:3.6622928 169:-2.9029927 170:-11.784571 171:-10.465735 172:-5.7083608 173:6.4988537 174:-4.4318671 175:-5.1012626 176:7.2266223 177:-2.2592093 178:-4.5275284 179:-4.9721415 180:2.8386081 181:10.237088 182:5.663386 183:0.66749674 184:3.7626033 185:-4.3190386 186:-2.704768 187:-0.67920108 188:7.1681753 189:6.127052 190:-9.8094373 191:-2.5145632 192:5.1359438 193:-7.9694195 194:-1.0315121 195:-9.2966985 196:-8.2542903 197:-8.3035218 198:-3.529477 199:-6.8273976 
-0.11000653587685499 0:8.933815 1:-2.2029147 2:-3.7337818 3:-2.1106331 4:3.5860226 5:10.492463 6:-8.7652974 7:-5.5749862 8:7.7597053 9:4.7526223 10:-6.7430985 11:2.4468572 12:-9.1415959 13:-9.409104 14:-3.074652 15:4.7784204 16:4.654212 17:2.3419615 18:-6.7012776 19:-1.7483163 20:-2.5313248 21:2.912076 22:-6.4301748 23:8.5294146 24:2.2245166 25:2.4552233 26:1.1700732 27:-2.0502801 28:5.1929995 29:5.278446 30:5.5133627 31:4.3996369 32:8.7410037 33:5.905789 34:7.5535634 35:4.1929268 36:6.5925938 37:4.179882 38:-6.4608763 39:-5.9460482 40:1.204977 41:-0.51771059 42:-0.18194689 43:-8.5460348 44:2.6102113 45:7.4260273 46:-10.59751 47:-4.328123 48:-8.2202502 49:6.8111543 50:3.6341192 51:-0.80892964 52:8.1658817 53:-9.5603656 54:-1.8951436 55:-4.0441346 56:8.3724244 57:-8.1730456 58:-3.0126215 59:-7.1082552 60:6.3165497 61:-6.276836 62:7.2117179 63:0.17158439 64:0.7574112 65:-3.4799197 66:-4.0111052 67:7.4665293 68:8.9560835 69:-2.0581452 70:0.38920017 71:3.3450461 72:-1.054506 73:4.3531129 74:-3.1825694 75:1.603263 76:0.88591772 77:-10.215997 78:1.2156561 79:7.2713683 80:-6.7122803 81:-4.2470896 82:3.503286 83:6.7249088 84:8.9472948 85:8.8197572 86:-3.3360937 87:-8.0754147 88:-2.3459818 89:-6.3603873 90:-5.9244664 91:-6.8893595 92:8.6515999 93:-7.8391463 94:-7.3977981 95:-7.540038 96:9.4626437 97:-9.3090868 98:-6.3958074 99:-1.6220971 100:3.7806431 101:-4.2771389 102:5.6058659 103:-6.1670685 104:-3.9000045 105:-8.4688867 106:1.7466175 107:-2.9408425 108:-9.5709645 109:4.9227599 110:9.3407661 111:7.466422 112:10.231234 113:-7.478411 114:10.203466 115:-5.8270554 116:-3.7114168 117:3.5643119 118:2.6242001 119:4.3121924 120:8.7891727 121:1.4614284 122:-7.6332005 123:-2.8837335 124:4.5508121 125:6.061221 126:-7.3878814 127:-2.7267831 128:5.1409676 129:7.3598914 130:-2.4236595 131:-2.5116394 132:8.1500505 133:-1.1483473 134:-3.6394105 135:6.2127541 136:-1.2570058 137:5.057459 138:-9.9444511 139:0.045429428 140:-11.143733 141:-8.0600816 142:6.3025535 143:3.2064702 144:1.0683702 145:-6.7944498 146:-1.960686 147:-7.2078727 148:-1.0758612 149:0.255472 150:-3.4389865 151:5.8087644 152:4.1476001 153:-3.4760874 154:-9.6567364 155:-7.1167427 156:5.93824 157:-1.9381542 158:-4.1915534 159:1.3932044 160:3.5907269 161:7.2457113 162:-9.2088559 163:5.1707838 164:8.7539209 165:4.2836321 166:-4.779888 167:-4.189261 168:4.0299215 169:-3.8868219 170:-7.3140874 171:-9.4615329 172:-5.9401527 173:6.4044531 174:-2.0285984 175:-4.4138574 176:6.3816026 177:-4.7472327 178:-3.4285053 179:-4.2989713 180:2.2343961 181:6.4323496 182:4.8518081 183:0.87181591 184:1.7407175 185:-4.166873 186:-5.4461152 187:0.17985724 188:7.7529593 189:6.0405465 190:-11.512954 191:-2.2993798 192:7.3578031 193:-6.9925375 194:0.97238626 195:-7.8871217 196:-7.9629622 197:-8.1255435 198:-4.1475569 199:-6.6867995 
-0.14660239512832968 0:7.0813039 1:-4.6688172 2:-4.5943632 3:-1.9937398 4:6.2348064 5:10.132477 6:-8.267088 7:-4.1419646 8:6.2234362 9:4.2292719 10:-8.2547873 11:3.5939543 12:-8.5339482 13:-9.6094807 14:-6.4360532 15:3.0265961 16:4.2478815 17:0.54387226 18:-6.4720925 19:-1.4351132 20:-1.7355204 21:2.323986 22:-6.9168285 23:8.139143 24:-0.082849424 25:4.5319185 26:1.6298368 27:-1.5531608 28:3.8723438 29:5.6404061 30:6.570916 31:5.5737538 32:6.1478747 33:7.6627827 34:5.9076478 35:4.6869237 36:6.4793936 37:6.5650907 38:-8.0846233 39:-3.7632347 40:-1.6430822 41:1.3105138 42:-1.4432509 43:-9.2431429 44:2.7872929 45:4.7373089 46:-9.1650921 47:-4.1710017 48:-7.2214638 49:5.5193184 50:3.0116865 51:-3.7935541 52:9.3687107 53:-9.887595 54:-1.6386884 55:-2.3260599 56:9.8944348 57:-8.2757761 58:0.52498581 59:-5.3588004 60:8.2175095 61:-4.4375855 62:9.7445559 63:-0.3553151 64:-1.2342445 65:-3.7129905 66:-4.7189801 67:6.8811227 68:10.528964 69:-3.5427688 70:0.63403805 71:0.80915035 72:-2.471449 73:4.4968116 74:-3.8387278 75:0.75678213 76:1.7396536 77:-8.4758464 78:1.3769817 79:6.6526282 80:-4.5699642 81:-3.3106412 82:3.2433807 83:5.4414133 84:7.2385038 85:8.5950496 86:-4.0957321 87:-8.8566401 88:-0.045971511 89:-6.7702733 90:-3.9293941 91:-8.3573745 92:7.8058962 93:-5.9247714 94:-5.2984925 95:-7.7838271 96:10.06792 97:-7.326024 98:-7.4966378 99:-0.82042765 100:5.9984854 101:-4.4206507 102:7.3341387 103:-6.6811761 104:-5.2628488 105:-9.8670695 106:1.3968146 107:-2.166616 108:-10.254985 109:6.0265746 110:10.67727 111:6.0125485 112:8.4067292 113:-6.344157 114:9.8757089 115:-6.395084 116:-3.9962786 117:1.7702114 118:3.4441622 119:3.8990272 120:7.824817 121:3.4311793 122:-7.6197694 123:-2.0520059 124:5.6600368 125:3.9882704 126:-7.1559601 127:-1.9812088 128:5.5154072 129:6.0952445 130:-4.2250436 131:-2.9109734 132:8.7878633 133:0.28618531 134:-4.0443841 135:7.988358 136:-3.2376125 137:5.1479505 138:-9.9344491 139:0.13936478 140:-9.3333325 141:-5.9286988 142:5.0890967 143:3.7049737 144:0.53515261 145:-5.3187026 146:-1.8958449 147:-7.4370406 148:-2.0486934 149:-1.6386712 150:-4.3136436 151:5.4964693 152:5.0548191 153:-5.8184403 154:-8.1978024 155:-6.527307 156:7.1751271 157:-1.9008413 158:-3.528732 159:2.6770946 160:5.6340965 161:5.9979745 162:-7.3005281 163:3.6459585 164:5.9259633 165:3.0844532 166:-3.5277803 167:-3.9992509 168:2.6466515 169:-1.7806961 170:-9.1433909 171:-7.6217482 172:-5.7669897 173:6.5847575 174:-4.6776826 175:-5.9405513 176:5.0991419 177:-3.7248988 178:-5.2169422 179:-6.2583298 180:1.1682206 181:5.3153188 182:4.2651523 183:1.1288998 184:0.76445819 185:-7.1163168 186:-6.0416469 187:-2.3006459 188:7.071572 189:7.2503838 190:-11.252549 191:-3.7480302 192:4.8342951 193:-6.2877525 194:-0.011299608 195:-8.4161626 196:-9.9309186 197:-9.2748411 198:-2.6024052 199:-8.1083015 
-0.11143688208363554 0:8.4485182 1:-3.3016398 2:-5.1371796 3:-2.8385389 4:2.7210039 5:10.366799 6:-9.5169308 7:-6.5987552 8:4.5783604 9:5.3938538 10:-8.0993222 11:4.0950081 12:-6.9707355 13:-8.6184461 14:-5.759408 15:5.1291278 16:6.0839144 17:1.18292 18:-7.8867741 19:-2.1188896 20:-0.88644557 21:2.5092711 22:-5.7649154 23:9.4264013 24:1.0174745 25:4.1046013 26:-0.47544144 27:-3.5452928 28:4.5114966 29:7.7504519 30:6.6895284 31:4.4950997 32:4.8362284 33:6.9939468 34:7.5888018 35:4.5768679 36:6.7979654 37:8.4352477 38:-8.3179568 39:-2.2838148 40:-3.6579299 41:0.65242994 42:-1.2744509 43:-10.001452 44:2.7363938 45:6.5557668 46:-9.7093464 47:-5.1565476 48:-8.2326886 49:7.5286783 50:2.5105897 51:-2.8137439 52:6.4311811 53:-7.5535518 54:-1.867363 55:-3.4284064 56:7.5315724 57:-8.929209 58:-2.538142 59:-7.0478494 60:7.6440165 61:-5.460934 62:7.5675902 63:1.745261 64:-1.9769716 65:-0.67901844 66:-5.7230087 67:6.5362296 68:8.5452879 69:-4.8119825 70:0.55594945 71:1.6414548 72:-0.0013580131 73:4.4568714 74:-3.1786482 75:2.2510746 76:1.7094531 77:-7.6316822 78:1.8606837 79:6.5412454 80:-9.6781792 81:-3.0695729 82:1.3411904 83:5.7186487 84:7.7565271 85:5.6651702 86:-2.5823781 87:-6.7423255 88:-2.5140779 89:-7.1380291 90:-4.2298614 91:-6.4941319 92:8.9255588 93:-8.5746063 94:-6.4690536 95:-7.121094 96:8.9122935 97:-9.4300005 98:-7.8977035 99:-0.64116351 100:4.03441 101:-6.8076736 102:8.7054125 103:-6.3651303 104:-3.7625413 105:-6.1196121 106:1.6673091 107:-2.2654254 108:-8.4521353 109:5.6233034 110:10.679078 111:5.9223152 112:9.5271366 113:-6.5064898 114:9.3844053 115:-6.8695552 116:-4.0595309 117:4.5801396 118:2.9246033 119:4.464176 120:10.051787 121:5.2932601 122:-8.1438472 123:-2.0928351 124:5.6086497 125:7.4251078 126:-6.5571091 127:-2.150848 128:6.6805181 129:5.4663368 130:-4.9543803 131:-2.4582349 132:7.7650781 133:0.67614462 134:-4.8012584 135:6.3873701 136:-2.1926182 137:7.7399436 138:-10.389501 139:-0.74205516 140:-7.9302556 141:-6.6092182 142:4.9262749 143:5.0827108 144:1.7779243 145:-5.8872118 146:-4.8702336 147:-7.4557634 148:-1.5132962 149:-2.9262632 150:-3.0893469 151:5.4754473 152:2.4368647 153:-6.2419493 154:-8.8509635 155:-6.1700563 156:6.6147706 157:0.58659521 158:-2.0762382 159:2.3003653 160:5.9034448 161:6.9748429 162:-8.8121361 163:2.425067 164:8.7627103 165:0.33116436 166:-3.1106601 167:-5.139287 168:3.7218644 169:-0.86640614 170:-8.8377624 171:-8.4523707 172:-5.280173 173:7.5995722 174:-5.5969564 175:-5.300093 176:8.1892114 177:-3.4102407 178:-4.7432775 179:-3.6883164 180:2.8670021 181:8.1529826 182:5.73587 183:-1.3567463 184:3.4673782 185:-4.3657899 186:-4.2571767 187:-0.9561268 188:9.4416637 189:8.6733741 190:-10.408095 191:-2.376029 192:6.1497808 193:-5.4295367 194:1.1466117 195:-8.3813359 196:-9.6756774 197:-7.3458936 198:-4.9462785 199:-5.8204455 
-0.036011736456609322 0:6.6422012 1:-3.6997013 2:-5.288822 3:-1.7749323 4:5.9394291 5:8.9688326 6:-8.6852393 7:-3.0152224 8:8.0383811 9:5.4767894 10:-8.5779405 11:2.6582347 12:-7.4186168 13:-10.198778 14:-4.738818 15:3.0552088 16:5.8237264 17:2.4369274 18:-6.4879313 19:-1.5990512 20:-2.0067707 21:1.3613008 22:-5.3692919 23:7.8250724 24:2.1991137 25:3.3510845 26:0.94359406 27:-2.8129378 28:4.3727876 29:7.3906686 30:6.4110773 31:3.7570182 32:7.4748695 33:6.4013334 34:5.4767007 35:1.824761 36:6.3040259 37:4.6795076 38:-7.8524484 39:-4.6141915 40:-0.73991616 41:0.057515053 42:-1.3666389 43:-9.5376643 44:4.5981231 45:6.042501 46:-8.5240101 47:-4.552419 48:-8.473081 49:8.8094542 50:3.3417048 51:-4.0579849 52:9.668268 53:-8.1721834 54:-0.85813501 55:-3.4027154 56:6.8582229 57:-8.1608801 58:-0.56554467 59:-7.1414002 60:8.0626986 61:-4.5191443 62:11.246397 63:0.52241268 64:-0.071209271 65:-1.4542418 66:-3.6477583 67:9.0550599 68:9.4919094 69:-3.1348685 70:0.36467574 71:3.5230671 72:-3.2960394 73:5.8043119 74:-6.6837622 75:3.009781 76:2.410508 77:-8.933021 78:0.81969465 79:5.7824186 80:-4.419607 81:-2.7985281 82:3.1793544 83:7.7468954 84:6.0999495 85:6.7101647 86:-3.9381795 87:-9.0612951 88:-0.94485176 89:-6.8843703 90:-4.4061991 91:-6.6557589 92:8.3305497 93:-8.8650545 94:-4.7481564 95:-7.3380962 96:9.7337307 97:-7.5800561 98:-6.3731446 99:-0.89671498 100:6.3265578 101:-4.8804431 102:6.067538 103:-7.4553083 104:-4.5703312 105:-8.1787134 106:4.001219 107:-4.674408 108:-9.0735297 109:4.6580271 110:9.8697542 111:3.8977452 112:9.3730125 113:-5.601499 114:10.14984 115:-7.7946979 116:-3.0281991 117:4.2741584 118:2.9235083 119:4.4535592 120:7.5063828 121:3.7722385 122:-8.06603 123:-1.8655955 124:4.798491 125:6.3463754 126:-8.2242267 127:-2.2374089 128:6.6745338 129:6.3470951 130:-3.3654105 131:-4.4572941 132:9.9605674 133:-1.1289644 134:-4.2524234 135:7.9873759 136:-3.4787058 137:7.0311544 138:-8.9032416 139:-0.067431823 140:-9.3398009 141:-7.528042 142:4.8951578 143:4.2684462 144:1.0243797 145:-7.2016529 146:-1.0469945 147:-8.5858444 148:-1.8818089 149:1.2398206 150:-2.3749371 151:3.8737941 152:0.63459262 153:-3.9511223 154:-8.9416525 155:-6.6259708 156:7.1504551 157:-0.0054210497 158:-2.6361925 159:-0.22087477 160:5.1331171 161:9.1645171 162:-7.6520003 163:1.7526397 164:8.9932159 165:1.0693441 166:-4.4947288 167:-8.4342663 168:4.0008064 169:-2.2656442 170:-10.12799 171:-8.1060596 172:-7.2443554 173:8.4198308 174:-4.7990826 175:-5.9234491 176:7.4840074 177:-4.1916133 178:-4.7561195 179:-4.6182063 180:1.1328789 181:6.3642235 182:6.0779153 183:-0.41752019 184:4.120976 185:-4.4386338 186:-4.4036626 187:-3.113171 188:9.1397034 189:5.9197552 190:-7.8485149 191:-2.2108045 192:6.4692367 193:-4.686566 194:-0.011417862 195:-6.3693738 196:-9.2939576 197:-7.9845933 198:-3.4595757 199:-6.8049108 
-0.051131654899731475 0:6.6758659 1:-5.2984098 2:-5.7299373 3:-2.4898012 4:4.8007004 5:7.6039912 6:-9.5251691 7:-5.4560005 8:7.4809182 9:4.687994 10:-7.6991639 11:2.3997626 12:-8.6471874 13:-10.936146 14:-4.2110636 15:4.4376057 16:6.521253 17:4.7517078 18:-8.3968456 19:-1.4197588 20:-3.3172097 21:1.1343609 22:-5.7004059 23:9.7037516 24:-0.18241696 25:4.0631887 26:-1.1119568 27:-1.52861 28:6.2125164 29:7.1536959 30:6.7591197 31:4.1158655 32:6.0006135 33:4.7563845 34:6.6219663 35:6.1547499 36:4.7090646 37:5.8007933 38:-9.1301298 39:-3.0125042 40:-3.6281932 41:-1.0736838 42:-0.81368814 43:-10.829264 44:2.4679462 45:5.8764461 46:-10.512731 47:-5.1232589 48:-7.8130594 49:7.494149 50:3.3108658 51:-3.5612801 52:7.7396073 53:-10.448613 54:-2.6692714 55:-2.3746376 56:7.518746 57:-8.4092894 58:-2.3891975 59:-7.4048671 60:6.3623922 61:-7.1599223 62:9.4470175 63:0.71480698 64:2.3994954 65:-1.640931 66:-5.9669548 67:9.2152735 68:8.1810166 69:-4.5075545 70:0.93369678 71:2.2348445 72:0.59334676 73:5.6514867 74:-2.4333657 75:0.66160868 76:1.5837889 77:-8.3563672 78:0.68959373 79:5.1608125 80:-7.5952093 81:-2.4157748 82:2.881351 83:6.0655211 84:6.9576705 85:8.3314973 86:-4.1537435 87:-7.3521292 88:-1.4308896 89:-7.0098314 90:-4.6459388 91:-7.9199237 92:7.8584991 93:-7.8822631 94:-4.160173 95:-7.8210834 96:9.2777313 97:-7.3554459 98:-6.997931 99:-1.9585459 100:6.3039569 101:-4.5575793 102:7.1308923 103:-7.3988576 104:-6.9280787 105:-7.7809991 106:3.4060795 107:-4.3537252 108:-9.0676078 109:5.9281885 110:10.066996 111:6.9264201 112:9.4269847 113:-6.8731515 114:10.399376 115:-9.4401578 116:-4.3577097 117:5.2556423 118:3.9988187 119:1.2729873 120:8.1899039 121:4.4066074 122:-7.0043632 123:-3.9175132 124:2.3101189 125:7.5875552 126:-9.119729 127:-1.8527202 128:5.4512925 129:6.6677369 130:-3.7443006 131:-2.7202459 132:8.2085754 133:0.19692295 134:-4.0104922 135:9.2256204 136:-2.4106622 137:7.6508644 138:-8.0259437 139:0.71834292 140:-10.605089 141:-8.5589402 142:6.7107203 143:3.537555 144:0.79810642 145:-5.69924 146:-2.0326248 147:-8.1085978 148:-2.3306779 149:-2.0493524 150:-1.438657 151:4.8186403 152:4.5492239 153:-4.2166302 154:-9.0598296 155:-4.7065956 156:7.3136857 157:-2.6743093 158:-3.4377172 159:2.6173013 160:4.5634412 161:8.31642 162:-8.4602341 163:2.480827 164:10.411987 165:1.3825926 166:-2.9464411 167:-6.5335492 168:4.4028444 169:-3.444836 170:-8.2219869 171:-9.7245968 172:-5.7998175 173:9.3258571 174:-2.7562913 175:-3.0157332 176:7.5238298 177:-3.6160861 178:-4.4742517 179:-6.9292973 180:5.3255466 181:6.2279205 182:4.9633144 183:-1.2703572 184:4.3401752 185:-5.2747664 186:-3.1559779 187:-1.9980607 188:9.5864332 189:7.9364544 190:-9.9170912 191:-3.9818118 192:4.721676 193:-7.8542602 194:0.04957919 195:-7.7830313 196:-10.786097 197:-8.4606556 198:-3.6853217 199:-7.3701172 
-0.065543706338459129 0:9.7989046 1:-3.0953706 2:-5.4821556 3:-1.9612072 4:6.6639139 5:10.933991 6:-9.249 7:-6.3647666 8:7.2871098 9:5.296202 10:-7.4750864 11:4.2363602 12:-8.9116293 13:-11.176376 14:-4.8487562 15:3.5101948 16:5.8938385 17:2.3452691 18:-8.3514742 19:-2.082736 20:-1.9164212 21:3.4246839 22:-8.3792921 23:9.4270949 24:1.7346108 25:2.7988366 26:0.74237502 27:-3.3330775 28:3.8641661 29:6.8704448 30:7.5122807 31:6.5030775 32:6.3085472 33:8.0205717 34:6.6543744 35:4.1919975 36:5.4957226 37:7.2786808 38:-6.9772281 39:-6.0220426 40:-2.4790897 41:-0.53960325 42:0.060282677 43:-9.2380682 44:0.23261405 45:7.3672499 46:-8.673851 47:-5.1124248 48:-8.7737339 49:7.8231869 50:4.7816563 51:-1.6421735 52:8.2959979 53:-9.9023304 54:-1.989385 55:-3.7276309 56:7.4593043 57:-9.9354097 58:-1.2256706 59:-5.38853 60:7.2843624 61:-6.7228272 62:8.240561 63:2.0790624 64:2.0238096 65:-2.0129523 66:-4.8193781 67:7.6943066 68:7.9176776 69:-4.2762689 70:2.3233733 71:2.3772 72:0.71062783 73:5.3709672 74:-1.0005085 75:0.96367628 76:2.475264 77:-10.687503 78:3.6819532 79:5.8798738 80:-5.3513553 81:-2.0327902 82:3.6999041 83:4.8828205 84:7.2743242 85:7.7238195 86:-1.762079 87:-9.5391107 88:-0.53900964 89:-7.1600128 90:-5.2178983 91:-6.3856506 92:8.5694755 93:-9.1221263 94:-5.9661372 95:-7.3779725 96:9.0526601 97:-8.3722667 98:-6.366035 99:-1.622228 100:4.399491 101:-3.0071136 102:7.5721351 103:-7.6259533 104:-5.4421725 105:-7.7747683 106:1.8500549 107:-3.5650521 108:-9.3648964 109:6.655591 110:10.835149 111:7.0837039 112:9.1646928 113:-5.3776572 114:8.7881643 115:-6.931668 116:-2.9921948 117:4.5614608 118:3.8501799 119:2.8668369 120:9.6549569 121:3.9190648 122:-6.1116233 123:-3.881268 124:3.9464316 125:7.0937938 126:-7.6164306 127:-0.53960039 128:7.0907206 129:4.446901 130:-4.3728487 131:-3.9383464 132:9.3888567 133:0.96040415 134:-6.0781275 135:7.8117566 136:-0.52153707 137:6.4384357 138:-7.1169521 139:2.6472734 140:-9.3261642 141:-8.450115 142:6.0017461 143:3.2071903 144:1.0867537 145:-6.3941124 146:-3.0444431 147:-9.0653929 148:-3.2015734 149:-2.3200234 150:-2.0284838 151:4.8629449 152:5.2849319 153:-4.2398957 154:-7.659371 155:-6.4446608 156:10.023224 157:-0.2970144 158:-3.5455986 159:2.1777734 160:4.0380731 161:6.1436997 162:-7.6873719 163:0.317033 164:6.9745001 165:1.8516239 166:-4.2665281 167:-4.2843966 168:3.1647825 169:-2.6728603 170:-8.2179647 171:-8.9069294 172:-5.0874188 173:8.045378 174:-2.6152575 175:-3.5075362 176:7.2943917 177:-4.3640251 178:-4.6579255 179:-3.0807597 180:2.3845818 181:6.6592957 182:4.935493 183:-2.4860495 184:2.7703468 185:-3.5848272 186:-3.3414184 187:-0.88683334 188:9.8278688 189:6.8626746 190:-9.5276984 191:-2.9598764 192:7.8226631 193:-7.9509654 194:1.067146 195:-9.5547459 196:-7.0857233 197:-7.9924265 198:-2.8430515 199:-8.1114654 
-0.021710283235228139 0:7.404344 1:-2.6670753 2:-5.843126 3:-1.2530749 4:3.6321228 5:9.1257473 6:-8.6474237 7:-6.2126412 8:8.5029463 9:6.520197 10:-7.5644824 11:3.3603938 12:-9.5840403 13:-10.113173 14:-5.7979699 15:3.3451339 16:4.5405321 17:3.2551822 18:-7.2601385 19:-2.4700562 20:-3.1864243 21:1.8937583 22:-7.553184 23:7.9382127 24:1.1305738 25:4.6548173 26:0.31299105 27:-2.0879462 28:4.477038 29:6.4511199 30:5.8999194 31:3.8787544 32:6.1105214 33:6.4697762 34:7.3668789 35:2.9727324 36:3.8435334 37:5.5841547 38:-7.7716272 39:-2.4546956 40:-1.1684167 41:-0.59551249 42:-2.9026637 43:-8.9773739 44:4.3552255 45:5.1816822 46:-8.4261732 47:-2.8123772 48:-8.9334124 49:8.5624516 50:2.9129195 51:-4.2134405 52:6.0741699 53:-8.1942084 54:-3.0197734 55:-3.5014393 56:9.4912503 57:-8.8141999 58:-3.0503132 59:-7.2995997 60:7.9929528 61:-6.0789845 62:9.8845752 63:0.68191302 64:0.98044033 65:-0.39820121 66:-5.7747023 67:8.5439179 68:10.479188 69:-2.9123639 70:1.5513205 71:3.0391253 72:-3.0558991 73:4.5020261 74:-2.259209 75:1.9667616 76:1.622701 77:-10.580109 78:3.7113635 79:6.3648421 80:-4.310728 81:-2.5455233 82:4.7389525 83:4.6129459 84:7.5469099 85:7.6474531 86:-4.0251341 87:-8.0116252 88:0.22946477 89:-5.5925536 90:-5.2716589 91:-6.394278 92:7.9985904 93:-7.8643962 94:-4.447595 95:-8.0548037 96:10.270991 97:-7.1811864 98:-6.9208877 99:-1.2861799 100:5.6439541 101:-6.4211761 102:8.5853593 103:-6.7303909 104:-4.3004537 105:-9.1976612 106:2.8804683 107:-5.8570614 108:-8.5007211 109:4.6201274 110:9.8737051 111:6.375995 112:10.445994 113:-5.5788309 114:9.1050125 115:-5.8618846 116:-5.3803089 117:2.7075797 118:1.8675718 119:3.5786148 120:8.3645337 121:4.208522 122:-9.0187165 123:-1.9032977 124:3.8231272 125:7.1077186 126:-5.7784054 127:-0.82294302 128:5.9695558 129:4.2712177 130:-2.9066157 131:-1.0921199 132:9.8638789 133:-0.084394531 134:-4.5359128 135:7.8055434 136:-2.8967591 137:7.8178776 138:-9.223625 139:-2.1310858 140:-10.586836 141:-7.9515084 142:5.8671274 143:4.6499416 144:1.3124145 145:-5.4479039 146:-2.2338532 147:-8.7678319 148:-2.4583401 149:-3.1384589 150:-2.1426221 151:4.1145794 152:2.0966988 153:-5.3613025 154:-8.0243216 155:-7.0701248 156:7.2326889 157:-1.2471183 158:-0.44243814 159:1.0360658 160:5.0887501 161:8.5485542 162:-8.7981403 163:2.9574825 164:9.3467192 165:1.6062764 166:-3.2429944 167:-6.6116856 168:4.3195235 169:-3.1759873 170:-8.7676651 171:-7.5668558 172:-4.4966775 173:8.9404493 174:-2.9218531 175:-5.6453586 176:7.6807767 177:-3.5392166 178:-2.4013108 179:-5.5026477 180:1.2273227 181:7.3694679 182:5.4285842 183:0.42631146 184:1.7462143 185:-4.0988508 186:-4.1611177 187:-1.8128013 188:7.9035621 189:6.9826371 190:-8.8976764 191:-2.36872 192:6.9373129 193:-5.5507423 194:1.3983909 195:-7.7698539 196:-7.1438719 197:-8.2732596 198:-3.8269765 199:-7.0101678 
-0.07432715042492076 0:7.8259006 1:-4.2104955 2:-3.3425816 3:-2.720745 4:5.0598377 5:9.7844616 6:-9.8160843 7:-4.1224201 8:7.2708323 9:4.5185001 10:-7.8796486 11:2.8790182 12:-8.8428164 13:-10.388173 14:-4.5498966 15:3.5649954 16:6.2685367 17:1.6866667 18:-5.4488282 19:-2.7247777 20:-3.1566257 21:1.0102122 22:-5.7433977 23:8.1822921 24:-1.1207742 25:5.1734624 26:0.90983897 27:-2.2419436 28:4.5681527 29:4.8426812 30:5.3978163 31:5.0708553 32:8.3866619 33:8.2225734 34:6.7993604 35:4.6493451 36:7.8675913 37:6.8505258 38:-8.3119819 39:-2.7492222 40:-1.0307627 41:0.10317953 42:-1.7835133 43:-8.2323261 44:2.3638633 45:6.8664175 46:-9.1803601 47:-6.6175755 48:-7.61585 49:9.522451 50:3.0086843 51:-1.6586695 52:8.3798358 53:-9.4720342 54:-2.7888884 55:-4.3854662 56:8.9133518 57:-10.825495 58:0.53610071 59:-6.0868303 60:6.1228549 61:-4.365991 62:9.1981063 63:1.0128143 64:-0.057377938 65:-0.64200598 66:-6.7102703 67:8.5759912 68:8.1829558 69:-5.0402989 70:0.7032714 71:2.6732135 72:-1.9816399 73:4.4904327 74:-3.6404264 75:-0.36153262 76:4.7827627 77:-9.5127883 78:2.3391754 79:5.356989 80:-4.3311831 81:-1.7153505 82:0.13500143 83:6.1016663 84:8.9563676 85:7.613562 86:-2.3163049 87:-7.5015788 88:-1.6732964 89:-6.4878655 90:-3.646816 91:-5.9368704 92:9.2990301 93:-6.847512 94:-4.7923414 95:-7.0650503 96:8.8431865 97:-7.8363875 98:-7.5927761 99:0.21346023 100:5.3049222 101:-4.9538178 102:7.9110604 103:-8.3874826 104:-5.0037669 105:-8.903513 106:0.21939034 107:-3.1256564 108:-7.0535761 109:5.8015674 110:8.4714401 111:4.9667925 112:10.187666 113:-5.1311487 114:11.047601 115:-10.531542 116:-2.2266715 117:3.9356739 118:3.9496842 119:4.3488912 120:7.8974852 121:5.1851345 122:-7.7156365 123:-3.2518393 124:3.477509 125:6.5638078 126:-7.8734417 127:-2.1565018 128:6.1013011 129:5.767492 130:-3.5594441 131:-3.0377753 132:8.9129813 133:-0.3739797 134:-2.6516512 135:8.4559178 136:-3.2393676 137:7.359044 138:-8.0406238 139:-1.816388 140:-8.725249 141:-5.7254854 142:4.5575517 143:3.7850747 144:-0.8506489 145:-6.8609412 146:-2.2208901 147:-8.9371742 148:-0.61046579 149:-0.97167401 150:-3.437548 151:5.04026 152:3.4621371 153:-3.6465266 154:-7.9135146 155:-5.442241 156:6.6318633 157:-3.2030288 158:-2.6248329 159:2.0203965 160:5.3011541 161:5.7383024 162:-8.3760978 163:2.3918199 164:9.7712236 165:2.9628873 166:-2.2458919 167:-5.4129717 168:4.5809431 169:-0.57848541 170:-10.066449 171:-9.874751 172:-5.732382 173:7.0611384 174:-5.4967228 175:-4.4927618 176:6.0442323 177:-3.3384572 178:-4.5033131 179:-4.3974598 180:3.6923988 181:6.7928404 182:4.7267882 183:0.93739938 184:2.139698 185:-4.9726107 186:-5.4316775 187:-2.1066116 188:9.3324584 189:8.3315214 190:-8.4687805 191:-4.3878292 192:7.0828807 193:-6.1532357 194:1.1338542 195:-7.6374728 196:-10.124348 197:-7.5940905 198:-4.1836162 199:-5.9352407 
-0.035696099694294256 0:7.431207 1:-3.4234798 2:-3.6197071 3:-3.9936006 4:5.0089213 5:9.6209495 6:-10.270928 7:-5.6019069 8:7.1783675 9:5.1413999 10:-8.1831379 11:3.8428906 12:-8.3016917 13:-10.928635 14:-4.9962724 15:3.6870895 16:6.3327587 17:1.5255422 18:-5.4485031 19:-3.2433924 20:-2.0249143 21:2.1743504 22:-8.7556276 23:8.3300031 24:-1.9618571 25:4.5813196 26:-0.11720485 27:-3.610196 28:4.653972 29:5.9310871 30:5.7845079 31:4.6408272 32:7.7422379 33:6.2101705 34:8.3295877 35:5.4470189 36:6.2207508 37:7.2882606 38:-8.0769035 39:-6.0882159 40:-1.3322447 41:0.49332065 42:-1.6739906 43:-8.448978 44:1.3265548 45:6.8871764 46:-10.19394 47:-4.058584 48:-6.4958077 49:7.0876741 50:4.0065531 51:-1.897471 52:5.5399777 53:-9.2140885 54:-4.1634223 55:-3.5187452 56:7.8656994 57:-8.8310703 58:-0.61614848 59:-6.3857103 60:6.7012501 61:-5.6684026 62:10.264475 63:1.7524849 64:1.4644854 65:-3.3897595 66:-8.1014462 67:9.415853 68:9.4583613 69:-4.9554592 70:2.1950942 71:4.153186 72:-0.88712057 73:5.4796507 74:-2.7194172 75:1.7694468 76:1.7862495 77:-7.892338 78:2.0979354 79:6.4426198 80:-5.1158597 81:-3.8102614 82:3.1558893 83:5.6495793 84:6.78655 85:8.8193546 86:-3.7388755 87:-8.6176348 88:-0.97156737 89:-9.034994 90:-5.1978642 91:-7.0072021 92:7.4563762 93:-8.2180369 94:-4.9379246 95:-8.5603799 96:11.351148 97:-6.1843224 98:-5.7506674 99:0.82937898 100:7.2732619 101:-3.4421716 102:6.6412686 103:-6.9067692 104:-4.6768139 105:-7.9058706 106:2.4346496 107:-4.1320243 108:-10.180907 109:6.7584289 110:8.6685102 111:5.0489473 112:9.3447516 113:-8.0534623 114:9.2013881 115:-8.8377549 116:-5.0397967 117:3.6757239 118:1.2215481 119:2.9894816 120:8.6655552 121:3.321261 122:-7.9808455 123:-4.1911742 124:2.8198416 125:7.6744752 126:-10.543724 127:0.06310525 128:8.1713961 129:3.4229434 130:-3.5180796 131:-2.8175476 132:8.6149476 133:-1.4172605 134:-4.4190147 135:5.9579705 136:-3.8560254 137:6.5150237 138:-10.130714 139:0.83771442 140:-9.8913649 141:-7.3269311 142:6.7142248 143:5.0058556 144:1.1423956 145:-7.1403756 146:-0.83709247 147:-7.3386602 148:-2.9242138 149:-3.7132522 150:-4.2100876 151:5.1748021 152:3.4589011 153:-5.5054885 154:-9.852028 155:-8.2071364 156:7.2088046 157:-0.91996095 158:-3.7932801 159:1.9593509 160:5.2604538 161:7.063988 162:-6.9466389 163:3.0370034 164:8.928892 165:1.3766675 166:-5.9253525 167:-5.7410279 168:2.4742718 169:-2.1325721 170:-11.014699 171:-6.9246991 172:-4.4998525 173:8.8534569 174:-4.0618131 175:-6.2787417 176:5.82367 177:-4.4464312 178:-2.908304 179:-2.8186628 180:2.8292578 181:7.9106486 182:6.256365 183:0.32166322 184:4.2601464 185:-3.2659204 186:-4.506803 187:-1.9718912 188:9.6773399 189:5.4171401 190:-10.150001 191:-3.6311658 192:5.2745419 193:-6.2845384 194:-0.50884233 195:-8.1518075 196:-8.5531991 197:-6.3436675 198:-3.7169478 199:-7.5746937 
-0.013122140402335886 0:8.604459 1:-4.6300879 2:-4.6737494 3:-4.8455424 4:4.1441397 5:8.7163451 6:-9.0430794 7:-6.391486 8:7.5744078 9:5.9277732 10:-7.0114844 11:3.0843339 12:-7.356501 13:-9.9985157 14:-5.3278992 15:5.139786 16:5.6094833 17:1.8957822 18:-7.4133619 19:-0.66490515 20:-1.3299366 21:2.8570274 22:-7.3218958 23:8.5575609 24:-0.31551311 25:4.2609745 26:0.63174128 27:-2.3831297 28:6.666588 29:4.8278863 30:6.6858438 31:5.5092352 32:5.2063772 33:6.2565965 34:5.7524118 35:4.2246285 36:5.5532021 37:5.6148609 38:-8.6400024 39:-3.5417595 40:1.7180245 41:1.7916742 42:-3.0514932 43:-8.5410784 44:3.0634227 45:5.8867842 46:-9.3351681 47:-4.17309 48:-8.6456218 49:6.5952292 50:3.4742396 51:-3.1554446 52:6.9150466 53:-9.187704 54:-0.28012728 55:-2.6889344 56:8.5957755 57:-7.0860031 58:-3.5044719 59:-6.9925011 60:7.7780284 61:-5.2140563 62:8.8240426 63:0.64039236 64:1.1608681 65:-1.3301161 66:-4.3353809 67:8.9436603 68:9.0388155 69:-3.3995723 70:1.6223289 71:3.2173503 72:0.73742777 73:2.6980164 74:-1.9767721 75:2.7140094 76:0.66581335 77:-10.242389 78:2.3083924 79:6.6380318 80:-6.3008059 81:-3.981095 82:3.3239012 83:5.5443063 84:7.7706675 85:6.1600489 86:-0.93600701 87:-7.6807994 88:-2.2923184 89:-6.4649461 90:-5.285209 91:-5.4831956 92:8.5129957 93:-8.0462187 94:-4.1371224 95:-6.574546 96:10.347936 97:-7.9391091 98:-7.1154165 99:-0.68363513 100:3.2682053 101:-4.4745819 102:6.2302514 103:-7.880374 104:-6.2048478 105:-6.0325735 106:0.97775418 107:-4.7501206 108:-9.1491838 109:7.3337833 110:9.4086771 111:7.4786366 112:8.3994425 113:-5.0577057 114:8.9913407 115:-7.2891623 116:-3.4732713 117:4.0734135 118:1.5687707 119:3.6584105 120:6.3135355 121:4.0067401 122:-6.5452721 123:-2.9385565 124:3.3128014 125:6.0225501 126:-6.9929337 127:-0.9488481 128:5.5233574 129:4.2115387 130:-4.0346042 131:-3.333326 132:8.9051551 133:0.14050827 134:-5.3186816 135:6.1498264 136:-4.4134 137:5.0953016 138:-10.187888 139:0.7239917 140:-10.862681 141:-9.0414133 142:7.493228 143:4.5977362 144:1.6341466 145:-6.4452899 146:-1.8773011 147:-6.5156611 148:-1.5969148 149:-1.9634696 150:-2.6361966 151:4.1989084 152:4.6720254 153:-6.7187578 154:-10.743039 155:-7.2424153 156:7.8007886 157:-2.3853924 158:-1.5312362 159:0.97582291 160:5.0414768 161:8.8200052 162:-8.2858441 163:2.7025041 164:9.3439262 165:0.86669968 166:-5.1478005 167:-4.8114637 168:2.3764053 169:-2.8332517 170:-9.7103969 171:-11.462258 172:-6.9329269 173:7.7828463 174:-5.2839902 175:-4.2023224 176:10.008232 177:-3.5216953 178:-2.4813893 179:-4.3200694 180:2.6184747 181:7.1959501 182:3.2574152 183:-0.41396501 184:1.72841 185:-6.4886102 186:-5.1061819 187:0.16193208 188:9.0429682 189:7.3754422 190:-10.129345 191:-3.7844274 192:5.6453747 193:-6.5231672 194:0.60030365 195:-7.8376579 196:-7.9130826 197:-8.3023742 198:-3.3985129 199:-6.0587287 
-0.0743012524825169 0:6.3732541 1:-4.991465 2:-3.9380131 3:-2.6247342 4:5.3371389 5:8.2711015 6:-9.0785022 7:-6.1751303 8:6.0534369 9:6.8607288 10:-7.9105483 11:2.7191991 12:-7.5386118 13:-10.544139 14:-3.6058092 15:5.5637375 16:4.5712304 17:1.9428739 18:-5.1078818 19:0.049270855 20:-1.6009279 21:3.0736696 22:-8.1476449 23:9.321281 24:0.36489643 25:3.8041652 26:-0.84601564 27:-1.5301572 28:5.8685053 29:7.0155288 30:4.0192048 31:3.7445521 32:6.4787664 33:5.7098581 34:5.8082597 35:4.1144474 36:8.157646 37:5.3329177 38:-8.4954336 39:-6.3089256 40:-0.37309031 41:0.58265828 42:-1.2045945 43:-8.1045134 44:1.9223187 45:6.5010287 46:-10.487062 47:-3.81345 48:-6.22689 49:7.4054837 50:1.9376819 51:-3.734526 52:7.3298033 53:-9.2920039 54:-1.5754478 55:-4.2542996 56:8.0996517 57:-8.8285289 58:-0.79926546 59:-5.6146847 60:7.8169747 61:-6.5858272 62:9.9039418 63:0.064169545 64:1.8583873 65:-1.6390079 66:-6.0595193 67:8.5581904 68:10.297458 69:-3.9089228 70:-0.17523913 71:2.8500713 72:-1.1442128 73:7.4762682 74:-4.9598027 75:1.7646109 76:1.8808994 77:-9.5377029 78:1.5881401 79:7.204259 80:-6.0099922 81:-2.472705 82:2.5541235 83:7.0047409 84:5.9675814 85:6.4961995 86:-3.4105821 87:-8.1933834 88:-1.1503072 89:-7.4040925 90:-5.8254039 91:-5.146831 92:9.336214 93:-7.4067528 94:-4.2983124 95:-4.7586275 96:9.4189953 97:-8.2779357 98:-6.6318314 99:-2.9984161 100:4.956496 101:-3.6480053 102:8.4021568 103:-7.2848416 104:-3.2908584 105:-7.4883616 106:1.8764127 107:-2.529179 108:-9.9062411 109:6.151744 110:10.928189 111:6.9652442 112:10.295531 113:-6.1662547 114:6.5029634 115:-7.3328713 116:-2.6926142 117:3.1251719 118:2.4366622 119:2.9216592 120:8.0166628 121:3.9799768 122:-7.2946561 123:-4.185434 124:4.0603178 125:4.8726459 126:-10.744025 127:-0.79395893 128:5.6075649 129:5.7599076 130:-4.4407819 131:-1.1323763 132:10.442952 133:1.7306671 134:-3.8289274 135:8.0615095 136:-4.0707104 137:5.8970943 138:-8.8767903 139:-0.3960651 140:-10.448105 141:-9.4429176 142:6.9082706 143:4.3298984 144:0.84252763 145:-6.842478 146:-0.495951 147:-7.3472572 148:-1.4016626 149:-2.3225308 150:-4.0979183 151:5.5021106 152:3.787343 153:-4.9847126 154:-8.6904436 155:-5.8122119 156:8.5439684 157:-1.4093572 158:-5.3554639 159:1.9287989 160:4.4200383 161:7.1529395 162:-7.8429788 163:1.0985721 164:6.8282241 165:-0.33100869 166:-2.6930338 167:-6.8868247 168:3.379277 169:-1.5005969 170:-10.73028 171:-9.9241657 172:-5.8156485 173:9.4558182 174:-4.1396574 175:-5.0918719 176:8.5212139 177:-3.9812122 178:-1.4317314 179:-4.5814654 180:2.934879 181:6.7571393 182:4.8348286 183:0.38749911 184:3.9150847 185:-5.8419354 186:-4.4171744 187:0.5533829 188:9.9987933 189:8.3336148 190:-9.956959 191:-2.350647 192:7.2761587 193:-4.4187537 194:2.2630559 195:-7.1194144 196:-7.3157724 197:-8.5211411 198:-3.4606318 199:-7.0351225 
-0.071785346889023174 0:8.8429309 1:-3.3789741 2:-4.3934796 3:-4.8091713 4:5.6366537 5:10.123848 6:-8.692902 7:-5.1539324 8:4.3208153 9:4.3304158 10:-7.1236489 11:2.4717447 12:-8.3163603 13:-8.3666045 14:-7.7181927 15:3.2580596 16:6.5791921 17:2.0077678 18:-5.3345549 19:-1.3393902 20:-2.9803551 21:3.6923102 22:-4.7885279 23:6.3262218 24:1.7070022 25:1.736316 26:1.4790703 27:-2.3735977 28:5.254702 29:7.9833055 30:7.8501369 31:4.5164198 32:5.8384907 33:5.8086607 34:5.677777 35:4.1071531 36:4.9572649 37:4.3261074 38:-7.2729486 39:-3.961369 40:-1.8621385 41:-0.1079418 42:0.53284893 43:-9.9433155 44:1.4406322 45:7.6383005 46:-10.738466 47:-3.6848204 48:-7.7114491 49:6.9723641 50:2.6900764 51:-3.0278252 52:6.850615 53:-8.4090517 54:-2.8045994 55:-3.7503111 56:9.8793647 57:-6.8597183 58:-0.89347521 59:-6.8731317 60:7.0752725 61:-4.0589211 62:8.0351972 63:2.3376221 64:2.4262998 65:-2.1464245 66:-5.612389 67:9.520195 68:8.5771713 69:-4.7362792 70:1.6549534 71:1.1573177 72:-2.1285098 73:4.2605097 74:-2.1013905 75:3.2756865 76:1.8133031 77:-10.295596 78:0.37149783 79:6.1140136 80:-4.5018381 81:-4.1307835 82:1.7698464 83:5.4768571 84:8.6314674 85:7.8585102 86:-1.0829576 87:-7.9434428 88:-1.8780021 89:-6.1822698 90:-5.4971577 91:-6.936805 92:8.0807705 93:-10.343866 94:-4.254994 95:-8.2408641 96:9.1856112 97:-6.7927611 98:-6.9490105 99:-1.2488446 100:4.3022828 101:-4.8869819 102:7.3964194 103:-8.2088912 104:-4.9584306 105:-8.8263385 106:1.3369992 107:-2.6334953 108:-10.057066 109:7.1916347 110:8.3794351 111:5.2771066 112:9.097494 113:-5.4644947 114:10.497637 115:-7.5290363 116:-3.8677819 117:4.4181318 118:2.8704635 119:5.5777099 120:9.3768219 121:5.7550229 122:-8.2962718 123:-2.4327895 124:4.8691421 125:5.2239465 126:-9.1386664 127:2.2250026 128:6.4843974 129:6.9138016 130:-4.0064647 131:-2.6952831 132:9.5393365 133:1.0573896 134:-4.7671112 135:6.425321 136:-1.9923966 137:6.369177 138:-8.5202101 139:0.49508475 140:-8.8567963 141:-7.2422378 142:5.7054768 143:3.5867747 144:1.3777495 145:-6.3516786 146:-2.1577911 147:-9.0840754 148:-0.92860717 149:-0.39137267 150:-3.5010705 151:3.2221998 152:3.1553779 153:-2.4985685 154:-8.9163755 155:-6.5895512 156:7.2609541 157:-1.1016621 158:-1.3582293 159:1.6094986 160:3.9057696 161:7.4353404 162:-9.9073992 163:4.9882219 164:10.203046 165:1.1755916 166:-2.5701561 167:-5.9609544 168:3.5510719 169:-3.0891949 170:-10.188586 171:-7.4465738 172:-6.0651347 173:8.3167349 174:-3.8504171 175:-5.2289092 176:6.9334907 177:-3.2364992 178:-3.6626841 179:-1.9668722 180:3.5746346 181:5.9968158 182:6.5927373 183:1.3708043 184:2.8548275 185:-2.4991497 186:-5.430929 187:-1.5343253 188:7.9967846 189:5.6214986 190:-10.802623 191:-2.870542 192:7.1547956 193:-6.3567127 194:1.0818494 195:-8.0766826 196:-10.884784 197:-7.6855405 198:-3.8740966 199:-7.3519263 
-0.039757306166499827 0:6.6102174 1:-3.4983962 2:-3.1530966 3:-3.4201529 4:5.3011575 5:10.091249 6:-9.6093244 7:-3.5583371 8:6.3598643 9:4.7274504 10:-8.8897022 11:3.4242647 12:-8.7891991 13:-9.4155405 14:-4.8273628 15:3.9901362 16:6.6215587 17:3.5036635 18:-8.3061016 19:-2.3053248 20:0.12492621 21:3.2057122 22:-5.9220253 23:8.1932507 24:-1.7303719 25:4.6667064 26:2.3497477 27:-0.68352542 28:3.1324773 29:5.0107669 30:6.1255176 31:6.9558144 32:7.1774482 33:6.2351328 34:6.4814338 35:3.2419354 36:6.36801 37:5.9042921 38:-8.5873926 39:-2.0194422 40:-1.3756558 41:-0.026255026 42:-1.3767696 43:-7.1057697 44:1.236716 45:5.5423324 46:-8.655322 47:-6.515923 48:-6.3304413 49:8.1377348 50:3.318555 51:-3.1551485 52:7.1701373 53:-9.568081 54:-2.4821811 55:-3.2529242 56:7.3969375 57:-8.1468164 58:-2.2308186 59:-6.7415908 60:5.6089425 61:-7.1182309 62:10.514648 63:2.5731461 64:1.2628324 65:-2.3236913 66:-5.6566864 67:7.7346688 68:9.2900254 69:-4.5741157 70:-0.92076204 71:3.2689158 72:-0.40317464 73:5.2774855 74:-3.6474956 75:1.8242704 76:2.4261133 77:-9.1526346 78:1.1076973 79:6.4132369 80:-4.7329729 81:-4.2308379 82:3.4765264 83:6.6619502 84:7.5410968 85:7.6988123 86:-3.92793 87:-5.9161833 88:0.18188965 89:-9.187342 90:-5.8613526 91:-6.572422 92:8.442232 93:-7.4649007 94:-5.4354808 95:-6.6715672 96:9.8005678 97:-7.7244583 98:-7.1485333 99:-1.4406579 100:6.7131085 101:-4.0528832 102:8.2671651 103:-5.5511097 104:-4.6849808 105:-7.3695533 106:1.645291 107:-2.6833947 108:-6.4786012 109:6.8559681 110:7.5854637 111:5.4327133 112:8.4175548 113:-5.8313073 114:8.8957326 115:-8.5225118 116:-4.5660128 117:6.0176609 118:2.4656373 119:1.7773104 120:9.1131169 121:2.6720185 122:-6.3073739 123:-1.9603702 124:3.32705 125:7.8436651 126:-7.869384 127:-0.73200892 128:5.8600995 129:5.2830063 130:-3.0295583 131:-2.0781192 132:8.7801862 133:0.18615996 134:-4.6958832 135:6.6274535 136:-2.6467118 137:6.6171631 138:-6.6776433 139:1.5188971 140:-9.8793486 141:-6.7514291 142:6.1552526 143:3.0003775 144:0.12211195 145:-5.201385 146:-1.3291045 147:-8.667541 148:-0.84531092 149:-0.39172549 150:-2.252806 151:4.7160706 152:2.9233866 153:-5.4535949 154:-8.8310744 155:-8.1372482 156:8.029801 157:-1.3215005 158:-2.3448949 159:2.4009819 160:4.7053036 161:9.1576783 162:-8.8737176 163:0.52079119 164:9.2771245 165:-0.41683719 166:-4.0761053 167:-6.8523703 168:4.3727105 169:-2.9115367 170:-9.6185315 171:-7.86353 172:-6.4887485 173:8.0393688 174:-2.0724688 175:-6.4079858 176:8.7491534 177:-4.0304645 178:-2.8380302 179:-2.0452178 180:3.8975759 181:7.8720426 182:4.7733049 183:-0.92316242 184:1.5553236 185:-5.1386506 186:-4.0820657 187:-3.7511055 188:8.1442179 189:8.6832332 190:-10.206221 191:-1.4811258 192:6.1312142 193:-6.2725033 194:2.5461697 195:-7.8476857 196:-9.2972802 197:-5.9474752 198:-4.8044378 199:-7.1114006 
-0.11527430099587413 0:9.1731506 1:-3.7178255 2:-6.896806 3:-1.6211101 4:5.7652186 5:11.236101 6:-8.7771736 7:-5.3923997 8:8.7191731 9:3.6988759 10:-7.531586 11:2.0691014 12:-6.3107949 13:-9.1438794 14:-6.4679339 15:4.8958244 16:6.3055597 17:1.8563124 18:-9.2258032 19:-1.9970502 20:-3.1429521 21:1.9986256 22:-5.2636721 23:6.5224331 24:0.71753652 25:3.617344 26:1.3013204 27:-1.7962789 28:3.484626 29:5.7148295 30:4.6398319 31:4.949271 32:6.0135736 33:6.032781 34:7.2056199 35:5.764357 36:6.1729096 37:7.4915489 38:-8.1302599 39:-5.5433543 40:-0.74045113 41:-1.8219889 42:-0.98800315 43:-9.6142126 44:2.9372773 45:6.8120853 46:-9.6708436 47:-4.5642975 48:-7.1664178 49:7.7641596 50:4.2444544 51:-1.5247867 52:5.9540322 53:-10.135341 54:-1.2582754 55:-4.5017814 56:9.6150304 57:-7.6758156 58:-1.9050994 59:-6.5141487 60:5.7227183 61:-5.7348371 62:10.351819 63:1.8175882 64:0.76531344 65:-0.50198617 66:-6.0159996 67:8.887504 68:10.673027 69:-5.4924795 70:2.2351962 71:1.9587881 72:-2.5905157 73:4.9719456 74:-4.2608336 75:1.2281766 76:2.4642105 77:-9.3483656 78:0.47174189 79:6.7947082 80:-4.3987007 81:-3.0899499 82:2.5450281 83:4.7476535 84:6.9237724 85:5.8214711 86:-0.21915327 87:-7.4679146 88:-1.6366741 89:-7.4252612 90:-7.0666605 91:-5.7872559 92:8.52175 93:-6.8641179 94:-4.8004357 95:-8.4240213 96:9.9677747 97:-6.5016487 98:-9.4772342 99:-1.3786598 100:4.4217004 101:-2.7450833 102:5.9547689 103:-4.8259193 104:-3.3019272 105:-8.4427311 106:0.41858689 107:-2.3488938 108:-8.8439295 109:5.0670021 110:9.6348315 111:7.3470938 112:9.021947 113:-5.7573909 114:8.5562012 115:-7.5105844 116:-3.5335182 117:6.3994517 118:2.5573743 119:3.2113628 120:7.6530324 121:3.2688386 122:-7.2232987 123:-3.2549806 124:3.2487893 125:6.1091928 126:-8.8809374 127:-0.26255819 128:4.5430694 129:3.9657749 130:-3.0329887 131:-1.5547947 132:8.014127 133:-0.0043629051 134:-4.2773051 135:7.3876827 136:-1.8771347 137:7.175954 138:-9.1256938 139:3.0770416 140:-9.8580191 141:-6.1840354 142:4.60233 143:3.9909607 144:0.21728675 145:-8.1950365 146:-3.1956621 147:-8.3072166 148:-2.4889108 149:-2.6558769 150:-3.8594687 151:3.4298706 152:4.6994266 153:-4.6508459 154:-8.2445912 155:-8.8569287 156:6.6202545 157:-2.830237 158:-3.1531641 159:3.077157 160:4.9794402 161:7.992895 162:-9.2560255 163:3.0657657 164:8.4517298 165:1.2055205 166:-3.8404326 167:-6.6858958 168:1.4543796 169:-2.7755876 170:-9.7781473 171:-8.7179662 172:-5.0875437 173:6.7331403 174:-3.110621 175:-4.0054324 176:6.4144907 177:-1.3044083 178:-2.9819343 179:-3.5217297 180:3.6933912 181:7.2795308 182:6.5326113 183:0.78844156 184:3.4556805 185:-4.3286762 186:-4.0933281 187:-1.9198918 188:7.2861201 189:5.9728215 190:-9.6299892 191:-3.766123 192:8.3095338 193:-6.1464117 194:-1.1746511 195:-7.9522208 196:-8.2201884 197:-9.4052681 198:-4.0749963 199:-7.3835949 
-0.0058035066455440314 0:8.8742594 1:-3.6167703 2:-5.9762834 3:-4.3303581 4:4.5235596 5:10.04916 6:-9.2129228 7:-3.726927 8:5.7500132 9:7.5247395 10:-9.079665 11:1.8648765 12:-8.3805306 13:-11.195128 14:-4.9670924 15:4.5997283 16:6.6396461 17:2.9093821 18:-5.8344665 19:-0.8262205 20:-1.3074713 21:3.0164014 22:-6.6780604 23:8.3926496 24:0.19224346 25:4.6568407 26:1.2446145 27:-1.5270344 28:4.530528 29:6.8986064 30:5.7105743 31:4.2876967 32:6.8740559 33:5.6335745 34:7.2954014 35:4.2608929 36:5.4316349 37:5.1852489 38:-8.2838079 39:-5.3260114 40:-3.1824858 41:1.6401167 42:-0.66816163 43:-8.708209 44:4.2558274 45:6.0057738 46:-9.0197154 47:-4.4895414 48:-8.1917157 49:8.6376697 50:4.1859846 51:-2.7913692 52:6.9904076 53:-9.1672728 54:-0.74326782 55:-2.0899134 56:7.801016 57:-8.7459721 58:-1.5982514 59:-7.7364096 60:5.4322641 61:-5.1220487 62:8.8556011 63:2.1403324 64:1.4904768 65:-2.4164847 66:-5.879516 67:6.1594621 68:8.5493334 69:-3.7482948 70:0.011734194 71:2.6675634 72:1.5274674 73:6.1378121 74:-2.8690048 75:2.1553854 76:2.4963436 77:-9.3599324 78:2.9674942 79:6.550896 80:-5.0168673 81:-1.3865273 82:3.1514789 83:7.6360478 84:7.4525381 85:8.5364272 86:-3.1179774 87:-10.824548 88:-1.3592797 89:-6.3564927 90:-4.5840422 91:-6.7882835 92:8.9625861 93:-9.8596609 94:-7.7589012 95:-8.0366545 96:11.621155 97:-8.0778989 98:-5.4310451 99:-0.93153057 100:4.6721558 101:-3.254717 102:7.2361721 103:-6.0819386 104:-4.9947101 105:-7.7687725 106:0.79249728 107:-4.9191334 108:-8.4748719 109:5.9858453 110:10.495244 111:4.1462259 112:10.494472 113:-5.2125852 114:8.7815535 115:-7.3880353 116:-3.5814721 117:5.0519084 118:1.4443798 119:2.5442616 120:6.7720567 121:2.1768196 122:-6.6329973 123:-1.5588888 124:3.5545134 125:7.2791218 126:-8.9555192 127:-0.80254376 128:7.6549385 129:5.5994418 130:-1.8369157 131:-3.3029064 132:9.0647344 133:0.30319559 134:-4.3452869 135:5.9883294 136:-1.2888925 137:4.7426497 138:-9.6980774 139:2.5109878 140:-9.5308853 141:-8.4773581 142:6.4859818 143:3.9379529 144:0.88512444 145:-7.8612252 146:-2.3942845 147:-8.8680801 148:-0.57968514 149:-1.6601687 150:-4.0825452 151:3.4129403 152:4.5461431 153:-3.6864024 154:-7.2954961 155:-5.7891414 156:7.2916493 157:-3.0151724 158:-2.8019675 159:1.5333112 160:4.4948156 161:6.4060172 162:-8.9350248 163:1.9678844 164:9.0063821 165:2.3334369 166:-5.0681209 167:-5.6020946 168:4.9138609 169:-2.3723945 170:-8.9665187 171:-7.6690843 172:-5.0908676 173:8.3196327 174:-1.8252021 175:-4.7857497 176:7.3410658 177:-4.7454271 178:-2.973307 179:-3.556145 180:2.2497027 181:6.3247495 182:4.2836794 183:-1.5990432 184:1.53877 185:-3.5416809 186:-3.8497142 187:-0.37762023 188:8.2632044 189:7.8028646 190:-9.702703 191:-3.5579129 192:7.3930734 193:-8.6085205 194:1.9584063 195:-7.6658195 196:-10.706608 197:-6.8262751 198:-4.6070359 199:-7.5333201 
-0.046856921117654368 0:9.4180354 1:-5.9454235 2:-4.5795471 3:-2.6214986 4:5.8623253 5:9.3556014 6:-10.974306 7:-5.9455814 8:7.0949207 9:3.5734743 10:-7.8819058 11:3.4405935 12:-7.2285096 13:-10.494762 14:-3.4153965 15:3.8935478 16:6.3283043 17:2.7961176 18:-6.9111216 19:-2.2279802 20:-0.024712962 21:1.532681 22:-8.5363224 23:8.9735926 24:0.21008136 25:3.5155026 26:1.4144917 27:-1.3655794 28:3.8417794 29:6.0333073 30:5.8644476 31:3.2353901 32:6.5034525 33:7.1646255 34:6.65613 35:3.6693378 36:5.1494399 37:3.0629365 38:-8.005967 39:-2.3580973 40:0.7424174 41:0.48884251 42:-0.32419444 43:-8.1011955 44:1.7221084 45:7.9688813 46:-12.463368 47:-4.8538145 48:-7.0175813 49:6.2525914 50:4.7346514 51:-1.7993563 52:5.9918296 53:-7.8593261 54:-2.8661128 55:-3.5191228 56:6.9707728 57:-9.7766784 58:-0.89353237 59:-6.0150562 60:8.0074663 61:-7.7429367 62:8.9175734 63:0.16660349 64:2.1064785 65:-2.0117597 66:-5.5033929 67:7.8413799 68:9.6119867 69:-4.6651131 70:1.6851241 71:2.4921111 72:-0.68972292 73:5.6366494 74:-4.8448965 75:0.58186138 76:1.438585 77:-9.8448464 78:2.156517 79:6.8687847 80:-6.1761986 81:-1.904472 82:4.2118919 83:7.5380621 84:8.4900783 85:6.1984687 86:-1.9727156 87:-8.0274563 88:-1.0686677 89:-6.9529475 90:-6.9343413 91:-8.555112 92:7.7147408 93:-9.0120037 94:-5.4099292 95:-6.0558793 96:9.0259842 97:-8.2813992 98:-6.7444744 99:0.43149394 100:4.711328 101:-5.3511716 102:6.405743 103:-6.9139617 104:-3.4432616 105:-7.5454122 106:2.349884 107:-2.9992468 108:-8.7941665 109:5.473555 110:8.3780941 111:4.7920973 112:9.3765722 113:-5.8784361 114:9.8338734 115:-8.3338647 116:-1.1795617 117:5.265988 118:0.41764173 119:3.7230312 120:8.0465764 121:3.7794121 122:-7.9773092 123:-2.2996118 124:5.6365922 125:7.0351462 126:-8.6321081 127:-2.5215358 128:7.5304021 129:6.2321247 130:-3.9195291 131:-2.5932591 132:10.366221 133:1.1225112 134:-4.6677615 135:8.0917151 136:-1.6010709 137:5.6593121 138:-8.8639761 139:3.484463 140:-10.074688 141:-5.1091683 142:5.4552582 143:4.0948271 144:1.9860556 145:-5.9003873 146:-2.8181938 147:-7.4093533 148:-2.6616484 149:-2.9824711 150:-2.6584429 151:5.0813569 152:4.8781992 153:-3.4817154 154:-8.9952529 155:-8.235017 156:6.5982609 157:0.48297605 158:-1.8052345 159:1.0909485 160:3.569161 161:8.2314485 162:-8.6122209 163:1.7537449 164:8.8772516 165:0.31299094 166:-3.770129 167:-6.0612644 168:2.8047287 169:-2.5447062 170:-10.14269 171:-8.8326279 172:-7.0521596 173:7.6282492 174:-3.5367142 175:-5.22982 176:7.9266888 177:-2.7007273 178:-2.2174978 179:-3.3477877 180:2.9819706 181:6.2392216 182:6.1385447 183:-0.26466207 184:1.0530409 185:-6.2778184 186:-3.7333253 187:-1.7619981 188:10.065801 189:6.6703928 190:-8.4209676 191:-1.7686949 192:8.2037287 193:-5.507647 194:1.7854766 195:-7.3795471 196:-10.097874 197:-8.933768 198:-2.3678177 199:-8.1023532 
-0.0026015518087510641 0:7.4492534 1:-3.5184704 2:-3.9818634 3:-2.3159396 4:4.7645281 5:7.5386669 6:-9.0985814 7:-5.5721708 8:7.1805727 9:5.3010244 10:-8.4849701 11:2.0357633 12:-9.3726886 13:-9.2779791 14:-6.2561623 15:3.1476314 16:6.6667277 17:3.649677 18:-7.3221762 19:-3.0791113 20:-1.0842056 21:3.0433384 22:-7.6852909 23:10.376582 24:0.53571623 25:3.2255284 26:-0.080914951 27:-1.4833514 28:4.388958 29:7.8889755 30:4.7609778 31:4.9762525 32:6.1379855 33:6.2036737 34:8.2112993 35:4.4707252 36:6.9448949 37:6.594616 38:-9.0546924 39:-3.3376101 40:-0.85156808 41:-0.27537475 42:-1.500216 43:-9.1545727 44:3.505958 45:6.5355142 46:-9.4699756 47:-4.4910857 48:-7.751844 49:7.3603817 50:4.0990212 51:-3.8205942 52:7.8863088 53:-7.908977 54:-3.5836288 55:-4.4817958 56:8.6727863 57:-9.2898824 58:-2.1323209 59:-4.9177656 60:5.9822326 61:-5.2599077 62:8.8234622 63:1.2298349 64:0.00073835349 65:-1.6961862 66:-7.0667954 67:7.457928 68:7.206467 69:-7.4503641 70:1.6088496 71:2.9177826 72:-1.9364623 73:4.2651207 74:-5.4912745 75:4.3491826 76:3.8084537 77:-10.325224 78:2.4582092 79:4.5781191 80:-4.8852539 81:-4.8281573 82:4.5716849 83:7.3422406 84:7.0858613 85:5.9224826 86:-2.8666313 87:-8.9283303 88:-1.2136903 89:-6.4503217 90:-2.5649304 91:-5.1135881 92:7.8406716 93:-7.7969307 94:-5.1934627 95:-8.9844948 96:8.6984921 97:-6.8215583 98:-6.5650034 99:-0.88265719 100:4.5430761 101:-4.1149709 102:8.3599779 103:-7.3098214 104:-4.4961638 105:-7.2572496 106:2.0549933 107:-3.0894359 108:-10.899976 109:6.5953031 110:10.542839 111:6.4767989 112:9.0058911 113:-8.2605259 114:8.8884018 115:-7.7398533 116:-5.2595253 117:3.226985 118:3.403035 119:5.0515058 120:9.6341241 121:4.8887705 122:-6.3106721 123:-4.7234092 124:3.2868946 125:7.1766683 126:-8.8320218 127:-2.7685413 128:6.3697034 129:6.2398294 130:-4.0028398 131:-2.0542846 132:9.0249142 133:1.2077007 134:-2.2506666 135:7.4448267 136:-0.81415506 137:6.2813387 138:-9.6759016 139:0.65528743 140:-11.542421 141:-7.3374931 142:6.9464153 143:3.0207138 144:2.3347705 145:-6.6411496 146:-1.5008644 147:-7.7856318 148:-1.1832218 149:-1.9588629 150:-2.3007166 151:6.3908896 152:2.6091326 153:-2.5046809 154:-7.669195 155:-6.9109762 156:8.0938231 157:-2.7959677 158:-4.053222 159:0.9739808 160:5.745474 161:7.1099839 162:-10.564629 163:3.2796135 164:9.4955204 165:1.6080338 166:-4.747548 167:-6.6765759 168:2.9052782 169:-1.8174412 170:-9.731976 171:-7.9477289 172:-5.0554755 173:7.803082 174:-2.6221815 175:-6.5423904 176:8.0764131 177:-4.1321963 178:-3.4129083 179:-2.433074 180:1.2948476 181:6.6037668 182:4.6562296 183:-0.5191695 184:1.9321092 185:-3.1116955 186:-4.1503772 187:-2.1136075 188:10.190088 189:5.1530288 190:-10.501667 191:-0.62284135 192:8.4826604 193:-5.9636645 194:-0.95134326 195:-6.3083617 196:-8.5326845 197:-8.4262931 198:-3.7155945 199:-7.5068805 
-0.013001716806273149 0:8.7534226 1:-4.0351468 2:-5.4780462 3:-2.5785745 4:4.5450033 5:10.647705 6:-8.9753838 7:-4.7879092 8:8.6175966 9:6.8089617 10:-7.6359163 11:3.585512 12:-7.7887544 13:-10.293248 14:-5.5640602 15:3.0740202 16:5.2566408 17:1.1358163 18:-7.4102122 19:-0.82682847 20:-2.4204028 21:2.1058662 22:-8.2470593 23:8.1441889 24:1.8349943 25:5.9444753 26:-1.1811956 27:-3.9887288 28:4.3405482 29:5.8593678 30:4.9059373 31:5.1564145 32:7.1283058 33:6.2228169 34:6.1424123 35:4.5827054 36:5.5465793 37:4.5133346 38:-7.0901497 39:-5.5085543 40:-1.7188812 41:0.78793169 42:-2.1130417 43:-8.4666354 44:2.2902823 45:6.4748814 46:-8.7411908 47:-4.634212 48:-7.1934623 49:7.1796224 50:3.3668586 51:-2.3840104 52:9.2772282 53:-9.0038557 54:-2.4385912 55:-5.6849705 56:8.900268 57:-8.3280335 58:-0.87539818 59:-8.6429331 60:7.4165672 61:-6.0702091 62:11.930411 63:2.5956715 64:1.999985 65:-2.0751532 66:-4.2296334 67:8.8715672 68:10.225612 69:-2.3601982 70:-0.12981869 71:1.6550966 72:-1.2128739 73:4.2710983 74:-3.4004696 75:3.1920792 76:2.6854098 77:-9.3091546 78:2.3204431 79:5.0991561 80:-4.2187727 81:-2.2662317 82:3.2978964 83:5.5131974 84:7.3736566 85:6.883106 86:-2.870123 87:-7.2885204 88:-2.1651743 89:-6.6339454 90:-7.1466637 91:-7.5736375 92:8.4395763 93:-7.6446782 94:-6.0642772 95:-8.0413685 96:10.15597 97:-7.0662426 98:-7.0441929 99:-1.6792097 100:4.3717776 101:-3.3539394 102:6.8202909 103:-7.4319927 104:-5.6859107 105:-7.3861399 106:0.43851361 107:-1.6008492 108:-8.6285679 109:3.881757 110:11.970612 111:4.9042224 112:6.295151 113:-7.9223465 114:8.6396953 115:-7.8915439 116:-4.6488506 117:3.6702989 118:1.9652904 119:2.2138893 120:10.456692 121:3.7109051 122:-8.2291898 123:-2.0993776 124:5.5077708 125:6.4556382 126:-8.9680767 127:-0.9971472 128:6.0372779 129:4.0014183 130:-3.295218 131:-2.457497 132:9.5563075 133:-0.024523384 134:-4.8200805 135:9.199721 136:-3.1080616 137:5.4540465 138:-8.6486321 139:1.1891923 140:-10.513649 141:-8.4485232 142:5.9309778 143:4.1987773 144:1.9926605 145:-6.6356725 146:-0.98296286 147:-6.4630901 148:-2.7232878 149:-1.7019103 150:-1.918579 151:3.5914969 152:3.4891634 153:-6.3089515 154:-9.177103 155:-9.1954716 156:6.1242451 157:-1.7199535 158:-1.985384 159:-0.53801912 160:5.2613058 161:8.3896228 162:-9.6014627 163:2.0666984 164:10.176859 165:1.4566365 166:-5.0520134 167:-5.4441995 168:2.692049 169:-2.4004176 170:-9.3839284 171:-10.148138 172:-6.1752656 173:6.3965264 174:-3.3161318 175:-5.894231 176:6.6541224 177:-3.6777616 178:-5.7879173 179:-4.4785711 180:2.9492499 181:5.8026102 182:6.213839 183:2.3644666 184:3.0964702 185:-4.4077058 186:-4.0178364 187:-0.062372822 188:9.2198979 189:7.5978308 190:-10.260908 191:-3.8297547 192:5.8817115 193:-6.7374148 194:2.4324286 195:-6.270138 196:-10.652903 197:-8.5978992 198:-4.4560028 199:-6.8549212 
-0.030484303789881234 0:6.2403308 1:-3.5335673 2:-4.2860142 3:-4.5531982 4:5.5793451 5:10.374917 6:-9.1067224 7:-5.5380718 8:7.094181 9:3.6800578 10:-9.454724 11:4.6029586 12:-7.2062094 13:-10.082178 14:-4.191271 15:4.7324276 16:5.5627373 17:3.4436349 18:-7.6658016 19:-1.8703441 20:-1.1877314 21:1.2190106 22:-6.8695893 23:9.3071178 24:0.68150033 25:2.4720212 26:-0.40910273 27:-2.0889372 28:4.0488097 29:6.7249511 30:6.5522502 31:4.8109662 32:6.5523809 33:5.6938909 34:6.9518584 35:3.3922133 36:6.0291085 37:5.7467139 38:-7.6062182 39:-4.0144507 40:-0.72085396 41:1.3217268 42:-0.44551796 43:-8.0947797 44:1.5036185 45:5.9748834 46:-12.097234 47:-5.4865306 48:-8.7779145 49:8.6762051 50:5.1264811 51:-2.786421 52:6.7922691 53:-9.9911898 54:-1.9058152 55:-5.0920179 56:8.9788258 57:-9.4579083 58:0.5321641 59:-6.8219524 60:6.2194652 61:-5.1594695 62:8.2703967 63:0.09477742 64:1.1878902 65:-2.866315 66:-4.3925352 67:7.6310444 68:9.4354124 69:-3.4448154 70:0.51947505 71:2.8521088 72:0.62983954 73:4.4951823 74:-3.6952956 75:2.8201421 76:0.78801053 77:-9.5510374 78:1.9229156 79:7.5899509 80:-5.0857293 81:-3.3046158 82:2.102382 83:6.4276652 84:8.1112556 85:7.5080638 86:-3.6503218 87:-6.6188451 88:2.2861144 89:-7.4033115 90:-3.8107498 91:-6.0740813 92:8.4549228 93:-8.699591 94:-6.5981864 95:-6.5047918 96:11.256097 97:-7.9009143 98:-8.6103228 99:-2.7543436 100:6.7454643 101:-5.4785029 102:8.6273067 103:-8.4633441 104:-5.8859055 105:-9.0982067 106:3.7745837 107:-3.0576131 108:-10.103572 109:5.2711253 110:9.8620933 111:5.7988996 112:8.0030555 113:-4.4987917 114:8.4745101 115:-7.6095688 116:-4.2509417 117:4.0579599 118:2.0229122 119:1.9517938 120:6.2642918 121:5.5574962 122:-6.7183317 123:-3.4546584 124:6.8331904 125:6.5463594 126:-6.386647 127:-0.52752279 128:7.5603962 129:5.9792539 130:-3.6213928 131:-1.2768678 132:11.240985 133:0.22544489 134:-2.6977314 135:5.6271036 136:-3.273992 137:7.194141 138:-10.402613 139:2.0989135 140:-9.0553347 141:-8.5000665 142:6.9009344 143:2.8755071 144:0.23868896 145:-5.5540437 146:-2.0548904 147:-8.8863867 148:-1.7559811 149:-2.728074 150:-3.7070709 151:4.7757485 152:3.8399682 153:-4.0234963 154:-7.347276 155:-7.3480789 156:6.5487904 157:-1.006457 158:-2.6562131 159:1.938567 160:5.2080242 161:8.5135432 162:-9.9584237 163:1.5375503 164:6.5584845 165:3.4979792 166:-5.0502943 167:-5.630877 168:3.3309168 169:-1.1983347 170:-12.05269 171:-8.9878265 172:-6.7251136 173:7.9244285 174:-2.8368406 175:-5.2724758 176:7.2681545 177:-4.4607692 178:-3.739825 179:-4.6003847 180:2.683907 181:7.7152352 182:2.9258609 183:-0.98153933 184:0.16326761 185:-3.4106416 186:-3.3948039 187:-2.261564 188:8.727747 189:7.3971159 190:-10.334278 191:-3.3715841 192:5.7624119 193:-7.8326426 194:-0.13898436 195:-8.6774324 196:-9.2602901 197:-6.156466 198:-4.2546656 199:-5.5157689 
-0.068558382071585183 0:7.8322272 1:-4.9828482 2:-4.8013413 3:-1.8806951 4:5.6565196 5:9.5877075 6:-8.8471714 7:-5.5996368 8:7.7181334 9:6.801108 10:-6.4916703 11:3.8955653 12:-8.8059021 13:-8.766044 14:-6.4052024 15:3.1582926 16:6.2836336 17:3.2168175 18:-7.808717 19:-2.1290574 20:-1.6687588 21:1.7663958 22:-6.7668462 23:8.2922991 24:0.62031377 25:4.2879759 26:0.22108377 27:-0.60318692 28:2.8789651 29:7.8089637 30:7.704582 31:3.8412909 32:6.8105199 33:4.1869801 34:6.2603902 35:3.3821231 36:4.5542552 37:5.32828 38:-7.1369472 39:-4.9575703 40:-1.7711831 41:1.0579839 42:-0.99325788 43:-10.095797 44:0.80556728 45:6.8248021 46:-11.010477 47:-3.8668017 48:-7.552444 49:6.1925933 50:1.4843623 51:0.24483317 52:7.8273633 53:-8.8118144 54:-3.6530925 55:-2.6733255 56:8.4335059 57:-7.8497431 58:-1.6537288 59:-4.625386 60:5.9742497 61:-3.8779244 62:8.5044351 63:-0.32484764 64:1.2221708 65:-1.5007634 66:-6.1530272 67:7.0699297 68:10.158365 69:-3.5612019 70:-0.236433 71:3.9825636 72:-0.51655129 73:7.0135324 74:-3.7875705 75:0.83053469 76:2.2653101 77:-10.114564 78:1.1311474 79:6.4216713 80:-6.3477671 81:-4.188497 82:3.851481 83:7.2467282 84:9.0729246 85:6.8347562 86:-2.6649995 87:-8.5868623 88:-1.3300615 89:-7.1148651 90:-2.5811249 91:-6.4497881 92:8.331752 93:-8.5374191 94:-5.404363 95:-7.5646781 96:12.648172 97:-8.1677195 98:-6.3007501 99:-0.64959775 100:4.712487 101:-4.5296758 102:7.0322071 103:-5.6593778 104:-4.8399247 105:-8.7327719 106:2.19362 107:-3.9118325 108:-8.6032015 109:5.2892824 110:10.488609 111:7.3463649 112:8.0523406 113:-6.2148352 114:8.4694855 115:-7.1084949 116:-3.5314528 117:2.619401 118:3.236232 119:3.4137111 120:9.9383676 121:2.8412357 122:-7.3648489 123:-4.524646 124:6.3035106 125:5.200852 126:-9.4309207 127:0.32588229 128:7.9042829 129:6.5399547 130:-4.6544526 131:-1.1824195 132:11.502505 133:-0.76587923 134:-3.6712503 135:7.1152485 136:-1.6420413 137:6.6676496 138:-9.3552816 139:2.1773472 140:-8.9961614 141:-6.6650079 142:8.2076482 143:5.1987701 144:0.58156054 145:-7.0206466 146:-2.2483674 147:-7.5120887 148:-1.8170294 149:0.17008466 150:-4.1772572 151:4.8150219 152:1.6235701 153:-3.7188677 154:-9.012549 155:-7.8293161 156:7.5192985 157:-1.7594315 158:-2.0263624 159:1.7217551 160:6.1485652 161:8.4344656 162:-9.2016044 163:3.0411193 164:8.2259491 165:2.2616316 166:-2.415981 167:-5.1380888 168:2.9893212 169:-1.798052 170:-12.166991 171:-10.021138 172:-6.6716524 173:8.7835728 174:-5.6060876 175:-4.9723124 176:7.4412961 177:-2.831461 178:-2.4165212 179:-3.3938443 180:4.4727822 181:8.2186509 182:4.8093826 183:-2.1027689 184:1.9087473 185:-3.0898201 186:-3.7860807 187:-0.76398743 188:9.7145063 189:5.6906273 190:-9.0099551 191:-2.9662062 192:6.9908117 193:-6.2255625 194:0.51909843 195:-8.6149223 196:-7.968723 197:-7.996183 198:-5.8052787 199:-5.7649417 
--0.010243327047230834 0:3.989705 1:4.5129765 2:6.3823974 3:8.7924991 4:-9.1302627 5:-0.68503407 6:-2.9118736 7:-2.1281984 8:-6.6820463 9:-5.2076637 10:6.7356334 11:-5.899803 12:-7.5800876 13:-4.9156326 14:-7.960001 15:4.0170176 16:-5.47964 17:5.9730068 18:0.5689145 19:-2.6425539 20:-0.99674303 21:-9.7428841 22:-9.9447859 23:-1.7152324 24:-1.9441586 25:4.219003 26:7.4806181 27:-0.67866522 28:-8.976833 29:8.7216438 30:-0.60521379 31:-0.91122784 32:-8.6307676 33:3.3066999 34:-3.4565522 35:-3.064452 36:7.1084541 37:4.3778618 38:4.0943482 39:-9.0445075 40:-3.3678026 41:4.8629956 42:-9.2695446 43:10.997194 44:9.8234898 45:-0.85168736 46:8.5056654 47:-8.3335757 48:-3.768928 49:2.7320338 50:-7.5979774 51:5.6073735 52:5.4867845 53:-6.7307569 54:7.4220153 55:5.7402684 56:-1.2296311 57:6.0993199 58:2.5454083 59:-2.6480772 60:7.3357074 61:-0.80343735 62:-2.5493971 63:-2.6108155 64:-2.7797108 65:-5.9462007 66:-9.9596262 67:-10.7776 68:8.3515577 69:8.5626408 70:7.4149268 71:10.589561 72:-0.40760817 73:7.1564168 74:1.1259029 75:3.9776807 76:-0.9676966 77:-2.8993105 78:8.6776977 79:8.7556227 80:-0.80163437 81:0.13911304 82:-8.0729743 83:-2.2854791 84:-0.48394356 85:5.7833753 86:-0.023842873 87:-5.798712 88:-3.7304022 89:0.96684075 90:-6.7408173 91:-4.2864156 92:-0.17311742 93:-2.0847484 94:-4.7256183 95:5.5103887 96:6.6807265 97:-9.9491577 98:-4.396363 99:-1.7828973 100:2.3443355 101:3.8164288 102:0.55270568 103:-3.766414 104:-5.8544532 105:-1.8939346 106:1.6364412 107:-0.63091338 108:-1.8707461 109:-0.07887791 110:6.3532013 111:5.8956728 112:9.4107314 113:0.99634856 114:9.108157 115:8.6680111 116:-8.0239267 117:1.634412 118:8.6273186 119:1.9051043 120:2.3063521 121:-4.5516462 122:1.937973 123:10.403259 124:2.9847546 125:-0.66424958 126:7.2692226 127:8.0199964 128:3.874978 129:-0.018184463 130:-2.8907575 131:-3.7418364 132:-1.5357193 133:2.2763642 134:9.425941 135:-3.9401132 136:-5.0573972 137:-3.302702 138:-2.9340143 139:0.30344869 140:-4.8821691 141:5.1524929 142:-3.4554396 143:-3.8930749 144:-0.50636525 145:-6.7524888 146:10.872188 147:-2.3983821 148:5.6019699 149:7.0123437 150:6.8192325 151:-10.209509 152:-4.0352156 153:4.3795328 154:4.6806434 155:0.64542811 156:-6.002486 157:1.1518976 158:3.9956829 159:7.792677 160:-3.7542582 161:-1.612972 162:-6.2172605 163:8.1893023 164:3.9447933 165:8.6739753 166:8.4795227 167:0.65533246 168:-6.4426158 169:5.5346788 170:2.6855921 171:-1.4077635 172:1.5937011 173:-7.6011898 174:0.74077986 175:3.8961468 176:6.5391067 177:2.047177 178:-4.1028763 179:-1.7415329 180:0.91868069 181:4.9666006 182:3.9088899 183:-5.6289038 184:-8.6525083 185:-4.965334 186:-1.9280686 187:2.807342 188:-10.773295 189:0.55614853 190:0.217798 191:7.3276332 192:8.3253761 193:6.761311 194:1.859387 195:5.5707587 196:11.416724 197:2.0468698 198:1.654845 199:-1.6095474 
--0.14095490869946209 0:3.168486 1:3.7006044 2:6.3374558 3:10.485919 4:-6.4200012 5:-0.20597397 6:-3.9335228 7:-4.1448355 8:-5.8253409 9:-6.8106329 10:6.2730875 11:-5.5925977 12:-7.9175975 13:-6.2599992 14:-8.8157266 15:5.4534618 16:-2.1441555 17:4.0348185 18:0.40035316 19:-0.96317156 20:-2.5798732 21:-7.7399899 22:-10.63049 23:-4.220567 24:-2.4817166 25:2.9592273 26:10.455686 27:0.5780002 28:-8.9606438 29:5.8377364 30:-0.17720766 31:-0.61452636 32:-9.8083504 33:2.4437277 34:-4.3440274 35:-3.4891448 36:5.5228871 37:4.1396965 38:1.1431852 39:-8.8108705 40:-2.818533 41:4.975191 42:-8.04225 43:9.4131026 44:7.8641788 45:-3.6111632 46:6.5769417 47:-8.0795962 48:-4.4383286 49:0.3314868 50:-7.3508508 51:4.7077039 52:6.1709131 53:-8.9208392 54:7.6127651 55:4.1588726 56:-3.2869981 57:5.6420439 58:2.6682809 59:-5.152007 60:7.2622369 61:-0.049479419 62:-4.3062823 63:-3.9194574 64:-1.358625 65:-6.3415734 66:-11.561205 67:-9.5521938 68:7.9364921 69:7.1015525 70:6.2770359 71:9.9776931 72:0.90134596 73:6.9192479 74:-1.1085161 75:4.1083967 76:-1.5933397 77:-0.84934721 78:7.9115396 79:8.4441742 80:-0.77355702 81:1.0336265 82:-9.829554 83:-1.0357154 84:-0.02801498 85:7.5522754 86:2.631243 87:-6.2333235 88:-2.6843102 89:0.24232634 90:-2.9044172 91:-5.6588729 92:1.8054508 93:-0.75259951 94:-4.0189548 95:6.2677937 96:7.9657068 97:-10.209845 98:-4.3023678 99:-4.990845 100:3.6439559 101:4.9474398 102:1.7403457 103:-3.2776618 104:-4.4882684 105:-3.6996766 106:-0.91351069 107:0.1524167 108:-2.7297736 109:-1.1374048 110:4.9525329 111:7.6037967 112:9.495191 113:2.3503746 114:7.4383334 115:8.1904196 116:-9.2689575 117:3.2715934 118:10.567049 119:0.1989369 120:3.345181 121:-4.2495655 122:3.2820092 123:8.348209 124:3.2557946 125:-1.0356466 126:7.5952278 127:9.2183647 128:5.8812207 129:1.6158994 130:0.54470984 131:-0.22103127 132:-1.8515586 133:1.3278731 134:10.630667 135:-8.2020164 136:-0.99905461 137:-4.765778 138:-3.1850392 139:-1.8294663 140:-2.3770987 141:4.6217088 142:-1.7109253 143:-5.9437147 144:-0.79108348 145:-5.4496043 146:9.0832964 147:-2.9568186 148:4.6278786 149:6.4936593 150:8.0682109 151:-8.8315451 152:-5.0819097 153:4.031436 154:5.0675588 155:0.59252891 156:-4.9439741 157:2.3785309 158:4.240391 159:8.0246829 160:-2.8423905 161:-4.5708985 162:-5.4835781 163:9.8999147 164:4.8619995 165:6.5848367 166:5.6423586 167:0.69322357 168:-6.2757221 169:2.7628459 170:2.4832792 171:-1.8795716 172:2.9186223 173:-5.554881 174:1.726192 175:3.278624 176:6.2089064 177:1.6963893 178:-4.4662517 179:-0.31617453 180:0.70484148 181:5.5232416 182:2.123435 183:-6.3332602 184:-3.9569504 185:-5.8359574 186:-4.2223248 187:3.9051343 188:-8.6578709 189:-0.041153435 190:0.20256582 191:7.9492015 192:9.214996 193:5.5092711 194:4.4732585 195:6.16909 196:7.6617995 197:0.77949161 198:2.5457236 199:-0.89685651 
--0.016081285853446019 0:3.375456 1:2.4219911 2:5.9425931 3:10.178474 4:-7.5830323 5:1.9159768 6:-1.701799 7:-1.3660371 8:-8.5836282 9:-5.7624721 10:8.5813695 11:-5.5319682 12:-8.4324832 13:-3.8546006 14:-4.7573857 15:2.9453467 16:-4.4934968 17:6.0137205 18:-0.19806617 19:-1.72205 20:-2.0585527 21:-9.3978623 22:-9.1549971 23:-3.9858711 24:-2.3864736 25:5.7103306 26:8.2952132 27:-0.74014455 28:-8.5465552 29:7.5788255 30:-1.5695424 31:-1.1941487 32:-7.9345681 33:3.0314571 34:-5.1210017 35:-1.5861375 36:6.6201756 37:4.8273109 38:3.353211 39:-7.8336922 40:-1.4360072 41:3.0692757 42:-6.7087066 43:11.081594 44:8.2267457 45:-3.0940576 46:6.9712078 47:-9.1860284 48:-2.586709 49:2.5157261 50:-7.5861596 51:5.4964171 52:6.4259167 53:-5.4918906 54:7.6629914 55:2.9616645 56:-3.147993 57:7.8585819 58:4.6140508 59:-3.9405338 60:6.895034 61:-1.0441433 62:-3.0810283 63:-1.8565765 64:-0.52829261 65:-6.9571827 66:-9.4975738 67:-7.392445 68:11.923569 69:6.9089443 70:8.3845724 71:11.451744 72:0.70308595 73:5.9849797 74:0.22754993 75:6.2403192 76:-3.1291181 77:-1.8937027 78:7.9363511 79:11.120763 80:-3.6391533 81:1.6070798 82:-7.3238038 83:-1.4021246 84:1.9277272 85:6.7582349 86:1.073063 87:-5.5217376 88:-4.1487997 89:-0.11184034 90:-4.8621481 91:-6.5812156 92:1.7556327 93:-1.8634615 94:-3.7228257 95:4.4099965 96:7.276319 97:-10.123716 98:-3.1833001 99:-3.6085072 100:3.16704 101:3.6323793 102:-0.70328176 103:-2.8993136 104:-7.3824096 105:-2.049943 106:2.1887962 107:0.060952701 108:-3.1086869 109:-1.4239928 110:6.314432 111:9.4648432 112:9.8185463 113:0.75422046 114:6.3803943 115:9.4350666 116:-9.9580179 117:0.84299217 118:9.0551794 119:-0.19080814 120:0.19266477 121:-3.8091044 122:1.4732975 123:10.05107 124:2.4225263 125:2.5188555 126:7.4693211 127:8.945525 128:4.7139033 129:0.46304674 130:-0.35136665 131:-2.257551 132:-2.8058693 133:2.649193 134:6.9386225 135:-8.7977841 136:-1.1171081 137:-4.8085529 138:-3.0696578 139:-1.2285407 140:-3.576636 141:4.0473642 142:-2.4492873 143:-3.6216568 144:1.4674964 145:-5.8039493 146:7.3561689 147:-3.0672215 148:5.1793741 149:5.4970022 150:6.0845162 151:-10.123393 152:-2.5365273 153:5.0616568 154:6.10319 155:1.2872715 156:-4.4242194 157:2.3001858 158:5.1469917 159:7.8073295 160:-4.037429 161:-2.912401 162:-6.0075599 163:9.4585805 164:4.9601859 165:5.3648084 166:7.6908599 167:-0.97584103 168:-6.7571019 169:3.0119156 170:3.0689424 171:-0.51203479 172:4.5517282 173:-7.0500825 174:2.2630376 175:4.4821924 176:7.0840597 177:0.78280101 178:-4.7789112 179:-1.4336503 180:0.18231469 181:5.773159 182:3.8041581 183:-3.4960626 184:-6.7698667 185:-6.7977528 186:-3.4857812 187:3.5387555 188:-10.337579 189:2.672438 190:1.1829856 191:11.215962 192:10.522394 193:8.7460633 194:1.9909504 195:6.3095681 196:8.1183609 197:2.3637482 198:2.1154979 199:-2.4376253 
--0.25074392527223521 0:3.6137097 1:3.2225114 2:5.8000429 3:10.524314 4:-7.2771051 5:1.413091 6:-3.6622632 7:-2.1032037 8:-5.1552069 9:-6.4211918 10:6.7780114 11:-6.0154537 12:-8.033726 13:-4.686689 14:-7.8821103 15:4.0224638 16:-3.9266727 17:4.6206769 18:0.49162278 19:0.85825499 20:-2.5710338 21:-8.8213367 22:-8.9664359 23:-1.6778923 24:-3.3826016 25:4.7861529 26:8.5929825 27:-0.14982902 28:-7.9578015 29:6.8991685 30:-0.35078429 31:-1.4288932 32:-8.2805675 33:2.3419213 34:-4.1068834 35:-1.3339223 36:6.0100336 37:3.0246822 38:3.7902294 39:-9.4235916 40:-3.9076242 41:4.803725 42:-8.476672 43:11.855492 44:9.0900367 45:-3.5958829 46:7.0947365 47:-7.1872785 48:-4.34197 49:2.2511919 50:-6.4561976 51:6.013087 52:9.4709573 53:-8.0517969 54:6.2619548 55:5.5725399 56:-0.91558409 57:9.1893487 58:3.0313347 59:-1.9645956 60:7.2747719 61:-1.3219323 62:-2.2291035 63:-1.3878812 64:-2.013521 65:-6.3714723 66:-9.4254437 67:-8.5611656 68:8.3851587 69:9.5736804 70:10.094457 71:7.2597757 72:-1.5094693 73:7.9936244 74:0.37565286 75:4.9565028 76:-1.7587294 77:-1.1916985 78:6.2633809 79:9.7347119 80:-0.29899186 81:1.1888916 82:-7.7314237 83:-2.0192299 84:0.084417613 85:6.5077376 86:2.5156544 87:-6.1484054 88:-3.1179259 89:0.99881048 90:-6.3428703 91:-4.6542155 92:0.5176773 93:-3.152234 94:-4.0948278 95:4.1098771 96:8.1918879 97:-7.6056231 98:-4.2637706 99:-2.2601811 100:3.1531647 101:4.2337854 102:0.3576235 103:-2.4105015 104:-6.7057804 105:-2.2427535 106:1.9380244 107:-2.7557527 108:-2.8621677 109:-1.888317 110:4.7005271 111:9.8140096 112:10.26094 113:1.8730427 114:7.0313135 115:9.6993677 116:-9.4893017 117:2.3758052 118:8.1558777 119:-1.8187046 120:0.4855067 121:-2.7071865 122:0.74860095 123:9.2345921 124:3.9883505 125:-1.6220273 126:6.9258262 127:5.0717255 128:5.7765426 129:0.26974766 130:-0.15990533 131:-0.36934461 132:-3.3823181 133:3.4711263 134:9.6909028 135:-5.8365036 136:-4.3340479 137:-1.9424907 138:-3.3510853 139:-0.94832125 140:-2.124377 141:3.7277249 142:-5.4424045 143:-5.5869875 144:-1.0866965 145:-6.7519745 146:10.154918 147:-1.0538386 148:4.2471734 149:6.2859594 150:6.8966557 151:-9.3594462 152:-4.3177403 153:1.9913999 154:6.8534097 155:0.81303033 156:-4.308438 157:1.5281457 158:5.2239859 159:9.7974604 160:-3.3987546 161:-2.5773477 162:-4.9574763 163:6.9616144 164:6.3279258 165:5.6489189 166:7.5675068 167:3.2431736 168:-6.454922 169:4.3274937 170:1.6805072 171:0.20973003 172:4.1653282 173:-7.5064095 174:1.383605 175:3.8606489 176:6.5046533 177:1.1507885 178:-2.6174138 179:0.84543376 180:-1.8004585 181:7.0518019 182:3.850029 183:-4.0237493 184:-8.0671548 185:-5.6120353 186:0.28103218 187:4.0882915 188:-9.911193 189:2.2452532 190:0.83684102 191:8.8356295 192:9.897639 193:6.5323615 194:2.0087736 195:5.6517955 196:9.4404473 197:-0.68990661 198:0.4581001 199:-1.5297503 
--0.0098044299390790349 0:4.7353371 1:5.1721857 2:7.1233928 3:10.65731 4:-9.0528503 5:0.91151648 6:-3.3579693 7:-1.4797057 8:-6.2129404 9:-8.7751509 10:6.5847864 11:-7.2308451 12:-6.6837124 13:-4.4222619 14:-5.9456213 15:5.6802641 16:-4.2831679 17:3.6351142 18:-0.13115386 19:-2.0176623 20:-2.4076587 21:-9.7197151 22:-7.1764674 23:-2.5846894 24:-3.2464398 25:3.7820676 26:9.4743307 27:-1.8801059 28:-8.025264 29:7.4330969 30:-0.62045836 31:-0.96101674 32:-8.4665217 33:2.048799 34:-3.8946931 35:-2.0755461 36:5.7797289 37:3.411667 38:3.5867656 39:-7.9478757 40:-4.4786593 41:6.0990652 42:-7.9579316 43:10.139514 44:9.5714907 45:-1.7552368 46:5.6064585 47:-8.4495942 48:-4.1616964 49:0.63527107 50:-6.4709762 51:5.5322013 52:6.7063057 53:-6.0847059 54:8.2059267 55:4.5425937 56:-3.8266731 57:7.2184193 58:3.407465 59:-2.9021349 60:6.5615164 61:-0.97013128 62:-1.0006962 63:-2.6111621 64:-1.8535728 65:-5.6440178 66:-10.277902 67:-7.7190519 68:8.8138969 69:8.2384963 70:7.8899628 71:9.5654757 72:-0.23177881 73:8.5858841 74:0.99298344 75:4.9688368 76:-3.2281442 77:-1.2510173 78:9.3551583 79:8.7728643 80:-1.3876268 81:0.51594599 82:-9.952382 83:-0.31621313 84:1.3875209 85:5.873037 86:3.7225568 87:-3.786719 88:-4.0890057 89:0.33880687 90:-4.7836333 91:-4.8926114 92:2.633256 93:-1.9805052 94:-3.8565669 95:4.1067647 96:6.8739137 97:-8.6632393 98:-4.3882258 99:-2.5161104 100:3.3633388 101:2.6232501 102:1.8657462 103:-3.2977961 104:-5.9988195 105:-2.0572588 106:1.3595231 107:-3.4300065 108:-2.9795712 109:-0.88865119 110:6.494472 111:8.7868231 112:9.1526741 113:2.4895141 114:7.3022659 115:6.7522568 116:-7.60279 117:2.097315 118:6.5313147 119:-0.77367403 120:2.8615238 121:-4.6052893 122:1.2743277 123:8.1635108 124:6.3045111 125:-0.80571293 126:8.2488816 127:9.3295558 128:5.9188113 129:1.3641691 130:-2.0733585 131:-1.3393604 132:-0.88195308 133:2.8308632 134:10.08327 135:-6.7872127 136:-2.5165627 137:-3.7962618 138:-4.5462157 139:-0.4730782 140:-0.87711158 141:6.3044267 142:-2.5748943 143:-3.6673376 144:-1.3802019 145:-7.8557617 146:7.3669975 147:-0.89016995 148:4.9074766 149:7.0198039 150:5.2318492 151:-8.312246 152:-3.4181449 153:2.7082283 154:6.3255589 155:1.9235881 156:-5.9362841 157:2.6167548 158:4.2471924 159:6.5636561 160:-2.3234892 161:-2.1495394 162:-6.030942 163:9.6593638 164:5.5816658 165:7.3077882 166:5.5277854 167:1.2961441 168:-6.9343914 169:4.3512219 170:0.97095568 171:-0.22599155 172:5.2934545 173:-9.5714518 174:3.4494929 175:2.2813336 176:6.9270241 177:1.4652025 178:-4.3099665 179:-1.5897352 180:0.78441774 181:6.0221627 182:2.2247329 183:-5.0533877 184:-5.6496051 185:-5.4241055 186:-3.9510783 187:2.7024538 188:-9.5600304 189:1.0519655 190:1.4516459 191:6.3091217 192:7.8974891 193:6.7648298 194:3.9216612 195:4.874043 196:8.9656709 197:2.5729803 198:1.9290947 199:-1.4661041 
--0.069001389506778033 0:3.1279337 1:2.3547827 2:7.6217864 3:9.8509975 4:-6.6738071 5:0.47176002 6:-2.2208391 7:-2.9006867 8:-5.0504522 9:-5.9379978 10:5.8961565 11:-6.1796463 12:-10.234905 13:-4.7839542 14:-6.6373605 15:3.3968864 16:-4.3443954 17:5.9095213 18:0.41597177 19:-2.5650084 20:-1.0010398 21:-8.5803971 22:-10.251589 23:-2.2375791 24:-2.7051049 25:6.1095323 26:6.2281554 27:-1.3656311 28:-8.5803771 29:8.375603 30:-1.969843 31:-1.277496 32:-11.332165 33:3.068454 34:-2.9440202 35:-2.4702519 36:6.8634577 37:5.6563921 38:3.4629096 39:-8.4851377 40:-1.5440292 41:1.7338338 42:-7.5082382 43:8.2215551 44:8.1988125 45:-2.9003073 46:7.7350322 47:-8.6429463 48:-5.1113223 49:1.1345119 50:-6.8552283 51:6.6449977 52:7.5026361 53:-6.4419784 54:8.2893349 55:5.3560699 56:-1.8136797 57:5.0857027 58:3.0452383 59:-4.7775281 60:5.3043481 61:0.38484195 62:-3.6808191 63:-3.5596915 64:-1.0698389 65:-6.9060946 66:-9.2369225 67:-10.397807 68:8.6018927 69:7.9350068 70:7.3719933 71:8.2349058 72:-2.1799228 73:6.6807814 74:0.016096047 75:4.5063775 76:-1.5400312 77:-1.7846775 78:6.7366986 79:10.733088 80:-1.0075911 81:1.3478425 82:-9.9979473 83:-3.483095 84:-0.27569 85:7.6210569 86:1.767139 87:-3.8179483 88:-4.6401044 89:-0.26873493 90:-5.0036001 91:-4.3379405 92:0.55659115 93:-3.9911701 94:-4.7798029 95:4.6977239 96:8.6517768 97:-9.9720913 98:-3.3766201 99:-4.6278205 100:4.1612753 101:3.1204879 102:0.016514572 103:-4.1586313 104:-7.956608 105:-0.2889713 106:1.6889801 107:-0.86427093 108:-2.0783524 109:-1.1574992 110:5.5844144 111:7.7732954 112:8.3058255 113:0.7199905 114:9.8867748 115:5.6472711 116:-10.233714 117:1.7276437 118:6.8059881 119:-1.7018876 120:1.6808134 121:-2.8617786 122:1.6787884 123:10.086005 124:2.2889975 125:2.0823198 126:8.794031 127:10.480806 128:6.2241464 129:2.4943097 130:0.41943853 131:-2.0717628 132:-1.3792608 133:2.3548515 134:9.9431691 135:-6.4378358 136:-4.6446789 137:-1.7736901 138:-4.5509588 139:-1.7717335 140:-2.7292242 141:5.3056687 142:-3.7549774 143:-3.0483778 144:1.195579 145:-5.4603359 146:8.6351521 147:-1.2671734 148:6.7354094 149:7.0660085 150:6.3546017 151:-10.077019 152:-3.0876657 153:2.3996398 154:5.2407056 155:2.0661427 156:-4.395338 157:1.7752806 158:3.4084337 159:6.7987565 160:-4.0265488 161:-3.957192 162:-7.0201942 163:9.2140707 164:4.0055088 165:7.7736276 166:7.6055271 167:0.30555678 168:-6.1648278 169:3.472655 170:1.2657096 171:-0.84975797 172:4.2042058 173:-8.3524016 174:0.34645443 175:3.4832864 176:6.4271101 177:1.5466183 178:-1.5050827 179:-2.1316743 180:0.66505636 181:5.7083358 182:3.6309279 183:-5.2775337 184:-6.2995611 185:-6.4277871 186:-3.2603563 187:3.8098782 188:-8.7495567 189:2.8516115 190:0.88555434 191:6.3432318 192:10.685213 193:7.0224786 194:3.8398094 195:5.3039392 196:8.6311191 197:1.5616194 198:1.6514184 199:-2.1895237 
--0.10181860793399056 0:3.7576381 1:3.8404005 2:6.693235 3:10.242374 4:-7.92272 5:0.41809957 6:-3.645955 7:-1.63299 8:-6.8602027 9:-6.8128101 10:6.7283492 11:-6.8227136 12:-7.4188287 13:-3.5548413 14:-8.3268932 15:5.6704353 16:-4.782741 17:4.4408379 18:-0.66123093 19:-1.5969803 20:-2.5843544 21:-6.7790957 22:-10.41583 23:-4.7551006 24:0.83106448 25:3.500261 26:6.2644051 27:-1.1827858 28:-7.8179279 29:8.4333834 30:-1.9424119 31:0.10570455 32:-8.0257688 33:0.91140223 34:-5.3621773 35:-3.8724892 36:6.2551712 37:3.3757026 38:2.1164051 39:-8.4736404 40:-1.82962 41:1.688679 42:-6.9277253 43:8.7585181 44:9.2003024 45:-1.331517 46:8.8626219 47:-6.154225 48:-4.7436097 49:1.0724614 50:-8.6533303 51:4.7602839 52:7.3677365 53:-7.294475 54:7.0628173 55:5.5067888 56:-1.0675458 57:7.8842096 58:3.1931401 59:-2.565396 60:6.1319715 61:-0.97348054 62:-1.3981489 63:-3.5378495 64:-1.6788714 65:-5.8920005 66:-9.42446 67:-7.5114059 68:9.6979088 69:6.4990092 70:8.5704148 71:6.9127412 72:-0.52195527 73:6.7551914 74:-0.82973081 75:5.2810608 76:-3.5465147 77:-2.6063599 78:7.8258921 79:9.3578286 80:-3.0492987 81:2.0323932 82:-7.4953692 83:-2.9089916 84:2.1810538 85:7.3971688 86:2.0648972 87:-5.0973365 88:-3.9666136 89:0.69785927 90:-5.3134821 91:-4.3918957 92:0.45267787 93:-3.3757918 94:-3.1650032 95:4.1156449 96:6.3840648 97:-7.5874225 98:-5.7658617 99:-4.5470973 100:3.6812367 101:3.0444879 102:1.1484179 103:-0.62688985 104:-5.2840072 105:-2.5517941 106:0.62906335 107:-0.57554879 108:-2.0137502 109:-0.70897753 110:4.0427992 111:8.5394537 112:8.0849323 113:-0.053031359 114:10.51498 115:7.3748615 116:-7.124971 117:0.99644292 118:7.6760045 119:-1.3124935 120:3.5644399 121:-4.4456493 122:3.0928151 123:7.8331192 124:5.8274026 125:0.89745263 126:8.7741533 127:9.6284529 128:5.8754056 129:0.021399643 130:0.7571895 131:-1.2526841 132:-0.77232823 133:2.4418102 134:10.465926 135:-7.3140253 136:-3.8229505 137:-3.7962837 138:-5.1466856 139:-0.4913858 140:-3.572537 141:6.044007 142:-1.9341881 143:-5.7759939 144:0.87432865 145:-6.140766 146:8.653695 147:-2.2219229 148:5.4015539 149:6.5353663 150:7.9079536 151:-9.9324476 152:-4.2558277 153:4.2893194 154:6.0247308 155:1.4504077 156:-5.9494383 157:0.85687636 158:6.3324617 159:8.0864727 160:-3.5415176 161:-2.8941467 162:-5.9748128 163:10.826109 164:6.1403665 165:5.5558982 166:7.4841716 167:4.6214673 168:-8.5702741 169:3.9725255 170:2.0454497 171:-1.1136182 172:3.3273322 173:-8.1571252 174:1.1289014 175:2.6638382 176:5.1390054 177:2.1099732 178:-4.8155407 179:0.47430771 180:0.35707127 181:4.8887511 182:3.9689022 183:-3.1832303 184:-4.8723461 185:-3.5395474 186:-2.4735117 187:4.0344715 188:-8.4536859 189:3.1048949 190:1.2649459 191:9.2328672 192:10.266309 193:7.6247157 194:2.8400605 195:7.4766313 196:8.1403275 197:0.98746823 198:0.082318031 199:-2.9622533 
--0.0776166213419624 0:3.370919 1:4.5440474 2:8.4441277 3:8.3768068 4:-8.283019 5:0.46079812 6:-2.5879091 7:-2.6377689 8:-5.725823 9:-4.5452695 10:5.4801722 11:-5.832922 12:-7.419348 13:-7.0267744 14:-6.8139579 15:6.3015438 16:-2.1094066 17:6.1345853 18:-0.49982328 19:-3.4707399 20:-0.4497273 21:-8.5860346 22:-10.839066 23:-4.4201743 24:-1.2444638 25:4.8637264 26:7.9698651 27:-1.6466216 28:-7.7362656 29:8.4690116 30:0.68957232 31:-1.2549728 32:-8.0953332 33:0.80526716 34:-3.0967086 35:-1.1877263 36:5.2836572 37:5.9668944 38:2.6284812 39:-10.369919 40:-4.6699768 41:2.0712425 42:-6.3782849 43:9.7522007 44:8.2613697 45:-4.2102465 46:8.0029755 47:-5.9228723 48:-3.6615179 49:2.2016881 50:-5.3459029 51:5.5274296 52:6.8412002 53:-4.9634266 54:9.26123 55:3.9190863 56:-2.1834865 57:6.3346316 58:1.3558032 59:-3.6495388 60:7.3684635 61:0.012706492 62:-4.1656914 63:-1.9041398 64:-1.8573079 65:-4.5699965 66:-8.7522047 67:-7.5107617 68:9.1672536 69:7.4830591 70:8.0800909 71:9.8000426 72:-0.51782089 73:4.1899707 74:-0.63220168 75:6.6568398 76:-2.1509073 77:-2.3675227 78:7.4815747 79:9.0543081 80:-2.254412 81:1.3405822 82:-10.02146 83:-1.1293501 84:0.69659395 85:6.8094058 86:2.6293541 87:-3.6608201 88:-5.2324607 89:1.3112205 90:-5.4484724 91:-4.2473463 92:0.87614423 93:-2.4447271 94:-3.9386044 95:5.7927801 96:6.7453477 97:-9.7207497 98:-4.655382 99:-4.6384855 100:2.3481526 101:4.1666682 102:0.44571979 103:-3.1425019 104:-4.8400135 105:-2.4936067 106:0.18461564 107:-0.32983997 108:-2.0627733 109:-3.5552222 110:5.2113142 111:7.9038101 112:8.6132255 113:1.2914549 114:9.817552 115:7.8878309 116:-7.3853703 117:0.72370478 118:8.7474284 119:2.2942052 120:3.8489521 121:-2.3241311 122:2.4330921 123:7.9890895 124:5.5849549 125:1.0048816 126:9.4603733 127:8.9939114 128:6.4049147 129:0.64413463 130:1.1613658 131:0.5383119 132:-3.4824843 133:1.9535401 134:9.2282996 135:-5.3407995 136:-3.0729083 137:-4.2492069 138:-4.2922645 139:-1.4302772 140:-4.1346478 141:6.2201865 142:-2.7205098 143:-4.7107166 144:1.371489 145:-7.6914036 146:7.7283068 147:-2.0337673 148:4.602267 149:6.7805109 150:6.0629789 151:-9.5737823 152:-3.7406379 153:4.4003603 154:5.7210424 155:1.276916 156:-6.0006616 157:1.1826211 158:5.6029652 159:8.5035449 160:-5.6704985 161:-4.3264802 162:-5.8378935 163:8.0178034 164:5.3470522 165:6.4139916 166:9.7011175 167:0.46071555 168:-7.9878868 169:3.2253797 170:3.8147252 171:-1.9005854 172:5.607215 173:-8.0498434 174:2.4645346 175:3.8689818 176:3.9932953 177:2.8699368 178:-2.6506399 179:-1.4546529 180:-0.24899757 181:5.7469835 182:2.6012646 183:-6.4339072 184:-6.8397146 185:-5.7540166 186:-4.4805903 187:5.3369574 188:-11.891353 189:1.6780947 190:-0.070042766 191:10.02576 192:9.1004556 193:7.66799 194:0.71026372 195:6.1208606 196:9.6635049 197:1.7594496 198:0.95051106 199:-0.80794324 
--0.095950543940645769 0:4.5298149 1:2.2054182 2:8.5287882 3:9.3255839 4:-6.8680759 5:0.30683739 6:-2.205222 7:-1.6359122 8:-5.0772742 9:-7.1465884 10:6.1311022 11:-6.4304094 12:-8.3170104 13:-5.4728257 14:-5.7423612 15:5.7482504 16:-2.2246114 17:4.5933025 18:0.57564324 19:-1.8203462 20:-1.7901839 21:-9.0960246 22:-8.3909809 23:-3.8002254 24:-4.1875823 25:4.9261814 26:6.6541573 27:-0.023266894 28:-8.361463 29:7.967831 30:-2.2901576 31:-2.3698745 32:-7.8466403 33:2.0648271 34:-5.0136399 35:-2.7954701 36:4.8998524 37:3.3722248 38:2.4420441 39:-8.1009898 40:-2.3602077 41:2.4192323 42:-6.3584257 43:8.949116 44:10.292725 45:-1.3019602 46:6.8454497 47:-6.9533435 48:-4.2343284 49:2.2712406 50:-7.646185 51:6.2518232 52:5.4140502 53:-7.4885873 54:8.6840858 55:4.6174735 56:-2.0243121 57:5.839286 58:4.09084 59:-3.8380922 60:5.5247899 61:-0.088156546 62:-2.9196293 63:-2.2846534 64:-2.1827061 65:-5.9040171 66:-10.312614 67:-9.212173 68:9.44864 69:9.9350169 70:7.2945019 71:6.3419018 72:-0.54445643 73:8.5423059 74:0.2619404 75:4.2845602 76:-2.8586102 77:-2.5631536 78:8.6743266 79:8.0908297 80:-0.32308986 81:2.8945155 82:-7.1642505 83:-2.3628015 84:0.059821467 85:7.8106703 86:1.3255349 87:-1.4578628 88:-2.8501532 89:1.5889687 90:-4.1456876 91:-5.8830953 92:-0.38232889 93:-3.2139736 94:-3.6651498 95:3.4140904 96:6.2708834 97:-11.405301 98:-5.7327749 99:-4.5386842 100:2.9092031 101:5.6316927 102:0.70092856 103:-3.1039038 104:-4.2787651 105:-2.9514881 106:-0.013293151 107:-0.99323779 108:-1.5093617 109:-2.0315877 110:5.1064491 111:7.5561731 112:10.334178 113:1.2119722 114:6.4379005 115:7.8390498 116:-6.7434746 117:1.1654174 118:9.7560268 119:0.67530126 120:3.140776 121:-5.7175333 122:1.5951457 123:9.4240576 124:3.7848591 125:1.3252571 126:6.859442 127:7.9819277 128:4.5522846 129:0.65171141 130:-0.89565912 131:-3.5789281 132:-1.6084073 133:0.56548991 134:9.5057897 135:-5.8680872 136:-4.5687047 137:-3.9215311 138:-2.2858025 139:-1.9267973 140:-3.8741591 141:3.7708829 142:-1.7532463 143:-2.2785975 144:-0.34372784 145:-4.222826 146:6.7325294 147:-2.8371631 148:3.7858606 149:4.3457724 150:4.7919053 151:-8.7057364 152:-4.37221 153:5.4887085 154:5.4623542 155:1.4906045 156:-3.9247691 157:3.1440613 158:3.4216705 159:8.092883 160:-4.4929328 161:-3.8244568 162:-5.2199252 163:9.1965095 164:5.9611727 165:6.6399775 166:8.2125506 167:1.9976127 168:-8.0498678 169:1.2267408 170:3.5604567 171:-0.30665746 172:2.6934898 173:-8.7604128 174:1.4820822 175:2.8431892 176:7.0850409 177:1.9500051 178:-3.7660925 179:0.15120283 180:-0.12628116 181:6.4001458 182:2.8296339 183:-5.2678016 184:-7.0283069 185:-5.7214099 186:-1.6654573 187:3.3254008 188:-9.3582595 189:2.0192097 190:0.5656157 191:8.8003657 192:9.082139 193:6.6388502 194:2.7212622 195:4.6331169 196:9.1742266 197:3.451342 198:1.7168481 199:-2.585196 
--0.007772822107720386 0:5.3313287 1:4.4386848 2:7.0554502 3:10.246931 4:-6.9990498 5:1.7401914 6:-2.8829091 7:-2.0549094 8:-5.6989115 9:-3.4150151 10:6.8676729 11:-5.0068882 12:-6.8518175 13:-2.7995866 14:-8.1268591 15:3.3502113 16:-3.3932217 17:5.237567 18:-1.7993251 19:-0.29021067 20:-1.0632731 21:-9.2263233 22:-8.3286235 23:-2.9444967 24:-0.94640107 25:6.842183 26:7.5493883 27:-2.4567536 28:-10.051885 29:7.4003245 30:-0.11768139 31:-0.65077397 32:-9.4420819 33:3.7182453 34:-4.7325957 35:-3.2738935 36:6.4097496 37:5.4237208 38:3.0976958 39:-7.3955538 40:-2.695173 41:4.7568973 42:-5.8303712 43:11.083072 44:8.9362502 45:-1.1913591 46:6.0413243 47:-8.1711983 48:-3.9071777 49:3.1156754 50:-7.9930074 51:5.1726032 52:8.3058588 53:-6.2988486 54:6.1025486 55:3.3643913 56:-2.6817866 57:6.2888465 58:3.2456961 59:-3.4361618 60:6.2084966 61:-1.8900332 62:-2.5135406 63:-4.042218 64:-2.9001073 65:-4.6340139 66:-7.7820567 67:-7.6290003 68:8.8325421 69:9.7208118 70:8.634987 71:10.241276 72:1.499647 73:6.0767342 74:-1.7008219 75:6.1359707 76:-2.6516486 77:-2.5776823 78:8.1128887 79:8.9453946 80:-2.0804987 81:2.739277 82:-8.9737209 83:-3.8472919 84:0.98036326 85:8.576555 86:2.6027615 87:-5.4069894 88:-5.5191444 89:-0.22810654 90:-6.2008949 91:-3.8167429 92:1.1212012 93:-2.5611694 94:-3.1659168 95:4.2300891 96:8.4669715 97:-9.6753963 98:-5.5062697 99:-2.8034471 100:3.7512566 101:5.4985689 102:0.65159103 103:-2.6536333 104:-5.1765192 105:-1.0888237 106:1.4175654 107:-0.63150225 108:-1.9107684 109:-1.7297552 110:5.9481899 111:7.6381918 112:7.9774081 113:0.8923019 114:8.5940873 115:8.7644927 116:-8.1588727 117:3.8256391 118:7.2184972 119:-2.0406712 120:2.448019 121:-4.4105748 122:2.2129725 123:10.441621 124:3.8656269 125:0.18310618 126:6.5206621 127:8.554501 128:6.023719 129:1.9059729 130:1.8174946 131:-0.26770186 132:-2.7466979 133:1.7195389 134:10.905673 135:-6.8418242 136:-4.6440869 137:-1.8427465 138:-4.4831644 139:-1.83818 140:-1.8361742 141:6.3876026 142:-3.8558863 143:-4.5742077 144:-0.70543237 145:-6.7792367 146:9.3547357 147:-2.9209303 148:3.615964 149:6.2288172 150:5.9197563 151:-9.4881306 152:-3.5523792 153:1.9376408 154:5.7247924 155:1.2542988 156:-3.2194202 157:2.3445254 158:4.8562605 159:8.7245584 160:-3.9688598 161:-2.7184159 162:-7.3999175 163:7.4353559 164:5.4690794 165:5.0823269 166:6.411948 167:1.0814451 168:-6.6911071 169:3.3760068 170:1.4753607 171:-1.9246668 172:5.4736004 173:-7.8689555 174:3.2651973 175:3.6361895 176:5.4309159 177:3.3368219 178:-2.8726307 179:0.042820666 180:-0.08440135 181:5.3738965 182:3.1805852 183:-6.1338293 184:-6.0071841 185:-4.9314309 186:-1.8856912 187:5.4109875 188:-10.313708 189:2.4489898 190:1.6092551 191:6.9848617 192:8.9289927 193:9.2130602 194:1.3830353 195:4.38684 196:9.8434488 197:-0.64440118 198:0.99163274 199:-1.1057966 
--0.12332426445055114 0:4.4902826 1:3.7189921 2:5.6931265 3:10.488496 4:-6.0913917 5:1.0668939 6:-3.7119793 7:-3.6666854 8:-6.7232007 9:-6.8236085 10:6.5833353 11:-6.5812703 12:-6.9840478 13:-5.4757648 14:-7.5755622 15:6.1456095 16:-6.0035765 17:4.7848279 18:1.9990796 19:-2.5663663 20:-0.91463536 21:-9.5668283 22:-9.0160476 23:-3.9038056 24:-1.4853433 25:4.2082408 26:7.3610208 27:0.13892692 28:-10.186838 29:5.9189776 30:-0.97213453 31:-3.0855333 32:-8.8524722 33:0.99404127 34:-3.6549206 35:-2.3297651 36:6.048149 37:4.1863523 38:3.4361537 39:-7.1196135 40:-5.3990041 41:4.3652196 42:-6.4058074 43:11.227452 44:9.6241395 45:-2.6834379 46:7.3595857 47:-8.5586319 48:-2.9363672 49:2.093735 50:-7.3621277 51:5.6634739 52:6.4446401 53:-7.6091432 54:6.8794423 55:6.3340512 56:-2.6074219 57:7.8660004 58:2.0758077 59:-4.0728202 60:6.3476506 61:-0.35283678 62:-3.2061329 63:-0.075837396 64:-2.1342068 65:-5.9535339 66:-9.4974815 67:-9.1426117 68:7.9482703 69:8.5630467 70:7.1457956 71:9.9084832 72:1.8168912 73:5.8694495 74:0.17059037 75:5.9486937 76:-1.9732355 77:-2.3780323 78:9.0804978 79:11.183545 80:-3.0552628 81:0.40005805 82:-9.0573639 83:-1.8382608 84:-0.48435734 85:5.8823434 86:3.175424 87:-4.3928947 88:-3.8362922 89:0.49271323 90:-7.543763 91:-4.6406953 92:0.17900659 93:-2.7986613 94:-5.0819386 95:4.2614297 96:5.5973931 97:-10.69673 98:-5.2322523 99:-4.7178517 100:2.6452198 101:3.0500902 102:0.38667643 103:-3.1888542 104:-7.1174071 105:-2.183519 106:0.31979173 107:0.70501809 108:-3.625551 109:-2.0978765 110:6.5310214 111:7.7707158 112:9.8857294 113:2.0780505 114:8.4598951 115:8.4081409 116:-8.8182108 117:3.4054605 118:6.6754721 119:0.083534452 120:3.9246502 121:-1.5228216 122:2.4145195 123:11.640856 124:4.6373699 125:0.38362915 126:8.1715485 127:8.599328 128:5.8909628 129:2.1431945 130:-0.10295043 131:-3.1277539 132:-2.2535571 133:3.2849056 134:8.4960057 135:-6.2060513 136:-2.4495984 137:-2.44137 138:-3.2942151 139:-0.106163 140:-3.4633487 141:5.6145818 142:-2.1103297 143:-4.1967569 144:-0.71984557 145:-6.2208489 146:7.6184818 147:-3.2937123 148:5.537886 149:6.7154731 150:5.0415533 151:-9.0950951 152:-3.8276728 153:2.9325635 154:4.8285839 155:1.5030738 156:-5.0544605 157:2.3607642 158:4.3207675 159:9.1771828 160:-4.1419911 161:-2.7458778 162:-4.859852 163:9.0658998 164:6.1696512 165:5.6070362 166:6.6314814 167:1.5329341 168:-6.320454 169:4.3286573 170:3.7755471 171:-0.33840511 172:5.0324362 173:-5.8200819 174:1.2425345 175:3.498035 176:5.2532969 177:1.5975416 178:-3.5457795 179:-1.7532774 180:0.53253517 181:6.5109677 182:4.5588496 183:-4.237703 184:-7.7324103 185:-7.5291766 186:-4.4673992 187:5.4996607 188:-12.994167 189:3.3858682 190:1.19983 191:7.3700944 192:9.6747669 193:6.5123327 194:1.4133895 195:7.4697453 196:8.9760547 197:4.897677 198:0.94510862 199:-0.79270691 
--0.058279552149242637 0:4.9401903 1:5.1597585 2:7.1488972 3:7.8847613 4:-10.041606 5:1.3014724 6:-5.0767603 7:-1.9991808 8:-5.5920014 9:-7.5624235 10:7.0457895 11:-5.4639495 12:-9.3251602 13:-3.4052617 14:-8.194097 15:6.0790926 16:-2.1814446 17:5.566836 18:0.77528839 19:-3.5450292 20:-1.5786462 21:-10.599741 22:-9.6669628 23:-3.805977 24:-1.9911454 25:5.2046185 26:8.8160511 27:-0.51847794 28:-6.869691 29:9.4369909 30:1.1656229 31:-1.65996 32:-9.8395759 33:2.5211958 34:-4.509866 35:-3.8496831 36:5.2805797 37:4.3734393 38:3.6497371 39:-7.0643206 40:-3.4315949 41:2.3367109 42:-7.7263688 43:10.926428 44:7.4549463 45:-1.9334764 46:6.3524178 47:-7.5620534 48:-2.6902798 49:3.0107585 50:-8.4580699 51:5.479225 52:6.9336383 53:-7.2516018 54:9.1123938 55:5.3800527 56:-2.2870308 57:6.6851586 58:1.8640778 59:-2.0772255 60:5.7006238 61:-0.75547368 62:-2.8517694 63:-2.536786 64:-1.5576936 65:-5.245774 66:-8.9634424 67:-6.4358902 68:8.3574415 69:7.7936624 70:8.0911171 71:9.072145 72:0.033373494 73:5.570773 74:-0.9968933 75:2.6953798 76:-2.649854 77:-1.3943519 78:7.4128187 79:9.1819105 80:0.33548212 81:1.8494304 82:-9.7878774 83:-2.4233853 84:1.4448427 85:7.4099407 86:1.9542638 87:-6.319127 88:-3.7206247 89:1.1272923 90:-5.6786756 91:-5.4068921 92:1.4276543 93:-2.034323 94:-3.6058123 95:3.9412527 96:8.4113471 97:-10.80149 98:-5.9979796 99:-4.0880288 100:3.7293118 101:3.9660432 102:1.3307511 103:-3.0160947 104:-6.5799694 105:-2.0473355 106:1.0121709 107:-3.2883215 108:-2.0138507 109:-2.0134206 110:4.6532042 111:8.12342 112:8.7702059 113:2.1042299 114:5.9070689 115:8.5636502 116:-9.5422406 117:1.5685202 118:9.2093574 119:-0.73034471 120:2.5911164 121:-3.8228673 122:1.3480163 123:8.0761598 124:4.0483099 125:-0.85925144 126:7.0588888 127:8.9487794 128:5.1526208 129:0.97877809 130:2.7164765 131:-1.2263656 132:-1.307217 133:3.0230156 134:9.0926902 135:-5.6471959 136:-6.1418834 137:-3.4815087 138:-2.4146179 139:-2.1353903 140:-1.9606651 141:5.6754748 142:-3.1571408 143:-3.7723139 144:-2.1150862 145:-6.6103104 146:7.8114386 147:-2.15697 148:5.4576929 149:6.9422401 150:6.9316054 151:-9.504463 152:-2.133385 153:3.0580988 154:4.3269114 155:1.1658761 156:-5.522111 157:2.5256189 158:3.2773103 159:6.6042784 160:-4.6199172 161:-1.3587328 162:-5.6744715 163:9.3976673 164:4.8934629 165:7.5382516 166:7.7312753 167:-0.18535573 168:-5.6156236 169:2.7508264 170:1.365689 171:2.1124772 172:6.8706115 173:-7.4723996 174:1.823279 175:5.3592669 176:5.5581987 177:0.31168118 178:-2.3612007 179:0.94233692 180:-0.71999309 181:5.552227 182:3.2297817 183:-5.1843216 184:-6.341543 185:-6.0510447 186:-2.2969028 187:2.407349 188:-9.4797439 189:2.8831369 190:1.0103904 191:8.9033959 192:11.387829 193:6.8011888 194:2.3278597 195:7.1428397 196:8.2554742 197:4.5423959 198:3.6432008 199:-2.2239411 
--0.12561042458279717 0:3.4324841 1:5.5122905 2:4.4917072 3:11.419897 4:-8.8452696 5:1.4206077 6:-3.2192288 7:-1.5189491 8:-5.6375022 9:-5.2460662 10:8.6765293 11:-5.4846603 12:-7.3645346 13:-3.9566035 14:-6.7929927 15:5.5560813 16:-3.9708844 17:4.7548654 18:-1.1571999 19:-3.537991 20:-1.9728891 21:-7.7330254 22:-9.7488118 23:-4.03061 24:-1.0926466 25:5.3806168 26:9.1742657 27:-1.0922756 28:-9.2659752 29:6.6945347 30:-0.93565565 31:-1.011755 32:-10.614303 33:1.7551769 34:-2.1698698 35:-2.5783739 36:4.0315137 37:3.4884343 38:2.0073209 39:-7.8071345 40:-1.8616766 41:3.3589761 42:-8.2629747 43:8.7423405 44:9.4223275 45:-1.0693259 46:8.8112399 47:-10.5509 48:-2.3244324 49:0.99558689 50:-8.8557292 51:6.4044431 52:9.2255543 53:-5.799908 54:8.3754318 55:5.2259213 56:-1.9067884 57:7.329009 58:1.9322034 59:-3.7615509 60:5.9940813 61:-1.1227006 62:-1.6257622 63:-2.8703959 64:-2.4220114 65:-3.1015405 66:-10.580184 67:-8.6764325 68:8.3095559 69:6.9717142 70:8.7839377 71:7.7230488 72:2.4953113 73:8.5104818 74:1.1011878 75:4.2574939 76:-1.872455 77:-3.0880877 78:8.598444 79:8.6833745 80:-0.44738482 81:3.4992676 82:-8.5848111 83:-3.9953116 84:1.8736908 85:7.1557631 86:1.7827881 87:-5.6704683 88:-3.0172741 89:0.1378126 90:-5.6047192 91:-5.5764832 92:0.82274321 93:-1.3252824 94:-4.8702848 95:5.9364384 96:7.9128155 97:-9.7570554 98:-3.5411592 99:-2.6458868 100:4.7835652 101:3.2004359 102:0.1355477 103:-3.5772912 104:-3.416902 105:-2.683193 106:3.7617153 107:-1.2253843 108:-2.4810098 109:-1.8818552 110:5.5431192 111:7.6720427 112:11.1164 113:2.2837988 114:6.7424296 115:6.9787823 116:-9.5836584 117:0.65317179 118:7.5400109 119:1.1558128 120:3.9685101 121:-3.8586289 122:3.2169102 123:10.016569 124:3.7765671 125:0.33515467 126:7.6449159 127:9.8913826 128:7.6186819 129:0.21163142 130:0.050211097 131:-1.6044318 132:-2.9011446 133:2.3313243 134:10.489026 135:-7.535207 136:-4.4702387 137:-4.47849 138:-2.8350265 139:-2.3938667 140:-1.5798016 141:3.1710451 142:-2.241106 143:-3.5306394 144:0.79237978 145:-5.3973182 146:6.9822568 147:-2.6759137 148:5.4835966 149:5.3015892 150:8.7130944 151:-10.231359 152:-4.4866651 153:3.6332317 154:5.5000077 155:2.2880452 156:-6.1744469 157:2.4773454 158:6.0944959 159:8.0856634 160:-3.2686711 161:-1.7915039 162:-5.4774567 163:8.2311708 164:4.184086 165:5.6042495 166:4.419646 167:0.4538732 168:-6.5108267 169:4.4294226 170:4.1159916 171:-0.76275074 172:2.6423365 173:-8.1472262 174:2.4484865 175:4.244875 176:6.9298468 177:2.5247589 178:-4.4145211 179:-1.0339349 180:-0.38126046 181:6.3255613 182:4.3899823 183:-6.3082014 184:-6.1399502 185:-5.3907759 186:-3.4197232 187:4.5652572 188:-9.4938584 189:2.7724062 190:0.55663662 191:10.820638 192:10.000014 193:7.9055786 194:3.7827272 195:7.8455664 196:10.125152 197:2.8030765 198:0.96810393 199:-2.2703865 
--0.05762424848624545 0:2.3455467 1:4.0898417 2:5.702085 3:8.5298495 4:-8.3382186 5:-0.30593786 6:-1.0385411 7:-1.9707193 8:-5.0271322 9:-6.9182125 10:7.3752661 11:-4.3422089 12:-5.3324228 13:-3.2381579 14:-8.4180375 15:3.0642926 16:-4.7678108 17:5.4914042 18:-2.2851346 19:-3.163582 20:0.13056583 21:-7.8768743 22:-10.69487 23:-3.8679003 24:-2.5933378 25:4.0591443 26:8.7217597 27:-0.44848416 28:-8.1776238 29:9.2236619 30:-0.038293594 31:-2.5211652 32:-10.335864 33:2.3867151 34:-4.1364224 35:-2.7165545 36:7.6574064 37:7.2070189 38:3.9053009 39:-7.0926089 40:-0.93232785 41:1.9781091 42:-6.8456405 43:8.5531149 44:10.833907 45:-2.1809493 46:7.2904369 47:-7.0801509 48:-4.2984848 49:2.5173073 50:-5.5143296 51:5.6745968 52:5.8822605 53:-5.1964416 54:6.4712244 55:6.6914051 56:-3.1078043 57:8.3979645 58:4.0167428 59:-3.8407853 60:6.2825006 61:-0.6623385 62:-4.3493497 63:-2.8846687 64:-1.2955944 65:-6.0144239 66:-9.535851 67:-7.9498346 68:8.7154913 69:7.4506592 70:8.3507288 71:10.42584 72:0.06725644 73:7.2431812 74:-2.3253185 75:3.5599232 76:-2.9284254 77:-1.8247166 78:9.0984965 79:8.74706 80:0.92626678 81:2.0984869 82:-9.0814553 83:-0.99128288 84:0.64298207 85:7.8835108 86:4.3518544 87:-5.4863148 88:-4.3086615 89:-1.037583 90:-5.466439 91:-5.1259306 92:0.17110481 93:-3.3493952 94:-5.1080118 95:6.059177 96:6.0659736 97:-8.9450248 98:-3.3888358 99:-4.8601311 100:3.4389974 101:3.7882109 102:2.1370599 103:-1.7258559 104:-5.7497542 105:-1.5630061 106:0.27859163 107:0.32643233 108:-1.5305938 109:-0.16083341 110:4.6863281 111:8.4346981 112:8.1540859 113:1.140947 114:6.9547035 115:9.4818101 116:-9.4400368 117:1.0846069 118:8.346559 119:1.0260604 120:1.5707108 121:-5.7275728 122:0.903265 123:9.7508607 124:4.058301 125:-1.4361903 126:8.2974959 127:8.7604489 128:5.422201 129:1.6336611 130:0.49203528 131:-1.8984833 132:-2.1760793 133:0.83597618 134:7.4419746 135:-6.2342141 136:-4.4490341 137:-3.2932187 138:-2.5900366 139:1.6260967 140:-4.3508196 141:4.42091 142:-2.0520897 143:-4.8505793 144:1.0983129 145:-6.4076449 146:7.6658999 147:-2.9396111 148:5.9212493 149:7.1146194 150:7.7566879 151:-10.532776 152:-4.1101145 153:3.7614639 154:5.8691605 155:1.581667 156:-5.6395343 157:3.4934838 158:3.9760956 159:6.8419111 160:-3.5954456 161:-4.5798804 162:-6.8843659 163:8.3693807 164:4.9631792 165:6.2438264 166:7.8659431 167:2.8477237 168:-8.8993929 169:4.5109965 170:1.1559634 171:-1.0937559 172:2.6196647 173:-7.4136767 174:0.9057248 175:3.9171387 176:5.4417821 177:1.7698738 178:-2.8924358 179:-1.4981155 180:-1.1346243 181:4.7240243 182:2.8870162 183:-6.8482463 184:-6.3833757 185:-4.9336313 186:-3.5524096 187:3.6650474 188:-9.6689635 189:2.0191385 190:-0.62586351 191:7.8510543 192:9.7999044 193:8.2701753 194:2.2894586 195:5.1935517 196:8.5989304 197:3.2327084 198:1.4638649 199:-2.2645307 
--0.18925313538311989 0:3.0130463 1:5.2948243 2:6.9751623 3:8.5008986 4:-8.2167 5:-1.4475979 6:-4.4163003 7:-0.55344732 8:-5.8168648 9:-8.5365204 10:6.0457359 11:-6.0744263 12:-9.9612051 13:-4.756326 14:-6.6691968 15:6.3432504 16:-2.9362584 17:4.2233199 18:0.69826413 19:-1.5079934 20:-1.9904595 21:-7.6933791 22:-11.809844 23:-4.0578831 24:-1.654159 25:5.1610898 26:9.1540036 27:-0.017810921 28:-6.6070154 29:8.2711622 30:-2.6001542 31:-0.79250653 32:-11.097766 33:2.2218932 34:-5.448059 35:-1.7129123 36:5.2185635 37:3.9091175 38:0.74475805 39:-9.1327459 40:-1.7944953 41:4.1860881 42:-5.6931109 43:8.8561632 44:10.142853 45:-3.1065935 46:6.2386129 47:-9.2061275 48:-2.0095422 49:1.8213155 50:-3.8218895 51:8.3599828 52:6.4024699 53:-6.1312134 54:8.5441139 55:4.4436748 56:-1.363342 57:6.9451313 58:3.8444146 59:-2.3348442 60:8.0030054 61:-1.0641653 62:-1.7320448 63:-2.38561 64:-3.1705002 65:-4.905873 66:-9.8085725 67:-10.320884 68:8.6064859 69:6.6249733 70:8.3496603 71:7.991016 72:0.75872819 73:8.0054501 74:-0.30328212 75:5.2456354 76:-2.8410697 77:-0.4642598 78:7.6209267 79:9.8022965 80:-0.53433933 81:0.69475883 82:-7.4055307 83:-2.7741121 84:1.2266058 85:10.049049 86:2.9603105 87:-4.6604935 88:-3.8723908 89:0.93991063 90:-4.9651958 91:-6.1339379 92:1.3996245 93:-1.0824588 94:-3.9327776 95:3.1402985 96:8.468869 97:-11.284681 98:-5.5792526 99:-3.7122642 100:3.3490286 101:3.9278871 102:1.0004417 103:-3.0607231 104:-5.191211 105:-2.4132114 106:2.0336088 107:0.070262457 108:-1.8608079 109:-4.5247348 110:5.9142273 111:7.2895319 112:10.448978 113:3.5106103 114:8.0057969 115:7.0791488 116:-8.803618 117:3.5483852 118:8.5438326 119:0.52349725 120:3.4246113 121:-3.0053043 122:3.9274023 123:10.202468 124:2.6985587 125:0.47171925 126:7.5622449 127:8.453434 128:7.2822747 129:1.2462114 130:0.4111208 131:-3.0185301 132:-2.5669868 133:1.5360173 134:9.6698471 135:-7.256058 136:-2.6730015 137:-5.384125 138:-1.7294513 139:-0.0050038558 140:-2.4421578 141:5.2421945 142:-2.6495415 143:-5.7411193 144:-0.78626173 145:-6.5237941 146:8.5608706 147:-4.2697752 148:5.119571 149:6.4630375 150:5.8062528 151:-9.9390672 152:-5.3187477 153:2.9266687 154:5.674602 155:0.57179434 156:-4.9214457 157:3.3944384 158:5.6649061 159:9.265727 160:-2.4570328 161:-2.7114148 162:-5.0832492 163:9.7960607 164:4.5670553 165:5.0833376 166:8.8291857 167:0.35530385 168:-5.090678 169:1.2603713 170:4.4359654 171:-2.3782795 172:4.0076707 173:-8.5196401 174:2.1604723 175:4.673666 176:6.5682004 177:4.2220695 178:-3.1500677 179:-1.1900089 180:0.53652127 181:6.7920215 182:1.4010265 183:-4.7449932 184:-5.8659014 185:-4.9485871 186:-1.54701 187:5.8786602 188:-9.9810463 189:2.6272672 190:-0.51021266 191:8.6564738 192:8.4711259 193:8.2697996 194:3.2140169 195:5.8168106 196:8.2966858 197:0.7750669 198:1.6516528 199:-2.2566612 
--0.09924034408940946 0:5.5544704 1:3.4515078 2:6.3219656 3:8.4840199 4:-9.1046017 5:-0.18880323 6:-2.6469923 7:-2.8516383 8:-6.4735472 9:-4.6135103 10:7.6745191 11:-6.2814693 12:-8.4192837 13:-5.3133155 14:-4.2029208 15:3.4167547 16:-3.7251274 17:5.7428521 18:0.62891598 19:-1.6556999 20:-1.8006494 21:-7.0787058 22:-9.6090806 23:-2.2796486 24:-1.4606194 25:4.6129411 26:8.8438093 27:-2.3832263 28:-9.2181584 29:8.1496451 30:-2.3045821 31:0.15343 32:-8.363239 33:3.1076739 34:-3.240589 35:-2.8135182 36:6.2816289 37:3.189905 38:3.0476382 39:-9.4233812 40:-3.5818904 41:3.0756497 42:-6.7456791 43:9.4222135 44:7.7782363 45:-3.0248375 46:6.4969881 47:-7.1726477 48:-4.4117273 49:0.82224169 50:-6.2244174 51:5.8524624 52:6.1489792 53:-7.0796159 54:8.0667499 55:5.3225493 56:-2.4745 57:6.9535134 58:4.0226971 59:-2.8216913 60:6.0242527 61:-3.2153052 62:-4.360287 63:-2.4702931 64:-1.7226084 65:-3.5155449 66:-8.8447366 67:-9.578885 68:10.29151 69:7.746353 70:7.7641647 71:6.9831541 72:0.087999062 73:7.238304 74:0.78014246 75:6.2575251 76:-1.8853237 77:-3.2453409 78:9.4435798 79:8.3609545 80:1.7322221 81:0.30662215 82:-7.9893448 83:0.42863438 84:0.052206271 85:7.4889884 86:2.4570209 87:-4.9050834 88:-5.1950596 89:2.2356498 90:-4.5483542 91:-5.2740444 92:0.71698575 93:-2.1712978 94:-4.4251872 95:5.5562045 96:5.6008503 97:-9.5136431 98:-4.9944026 99:-3.127372 100:4.4786962 101:4.6036032 102:-0.017269331 103:-4.0884276 104:-5.1863855 105:-1.8729434 106:3.6461906 107:0.15962596 108:-1.8373176 109:-1.8841035 110:6.5689372 111:6.8055426 112:8.5605674 113:1.2314811 114:9.1578112 115:9.3313515 116:-10.21036 117:0.9866166 118:7.6921152 119:-0.76618324 120:1.8618715 121:-4.3492505 122:1.2860278 123:9.4702302 124:3.4224844 125:1.0918998 126:7.0678076 127:10.150462 128:6.9880846 129:2.1384509 130:-0.92940811 131:0.393747 132:-2.6880187 133:1.5710767 134:8.3628988 135:-6.8087336 136:-1.4561359 137:-3.7909446 138:-3.4303626 139:-1.919418 140:-2.4146187 141:4.2738796 142:-3.1548677 143:-2.3470328 144:-0.2022948 145:-6.2312345 146:6.2840238 147:-3.2155739 148:7.3054491 149:6.0581232 150:8.0972828 151:-11.194732 152:-4.0387383 153:3.2375856 154:6.7243433 155:0.070418766 156:-4.9751932 157:1.4233619 158:4.1793537 159:6.6663679 160:-3.7092638 161:-1.8526257 162:-7.9144733 163:6.4528776 164:5.477462 165:6.4237959 166:9.9876375 167:1.5129398 168:-6.956915 169:4.3207044 170:0.30595123 171:-0.7189138 172:2.9415791 173:-7.4465436 174:2.447462 175:3.3817629 176:4.4835392 177:2.4152524 178:-3.7222078 179:-1.3408923 180:2.1009638 181:5.6957765 182:4.2547128 183:-4.9951377 184:-6.86927 185:-7.2150931 186:-0.90826544 187:4.19579 188:-11.098572 189:0.50118419 190:0.68283352 191:8.4384283 192:8.3068287 193:7.0334483 194:1.5872853 195:3.3947883 196:9.0142768 197:2.0383436 198:0.90071834 199:-1.4559383 
--0.096794647125680769 0:4.1108922 1:4.2237916 2:5.9322978 3:10.364847 4:-8.2642772 5:0.72699112 6:-3.0751882 7:-2.8032535 8:-6.9050095 9:-6.698581 10:5.3933945 11:-4.8063209 12:-9.0726837 13:-4.0756506 14:-7.4636973 15:3.0105301 16:-3.7075864 17:4.7834414 18:-0.68511754 19:-4.0426104 20:-1.2889092 21:-9.3564777 22:-9.2092431 23:-4.0621449 24:-0.7243496 25:3.3749493 26:9.6598745 27:-3.2210394 28:-9.925849 29:6.4975093 30:-0.86708855 31:-0.90924066 32:-9.0170057 33:4.2994256 34:-3.7035033 35:-2.593669 36:7.0702628 37:3.5164299 38:1.8312889 39:-6.3634164 40:-3.8519144 41:3.9040027 42:-7.6031501 43:7.7468954 44:8.1116474 45:-2.684669 46:8.0018189 47:-7.3501834 48:-3.3021106 49:-0.87155546 50:-7.8427163 51:7.2691988 52:7.9883368 53:-7.6081181 54:7.1078998 55:3.1826804 56:-1.5166777 57:7.2556735 58:3.2498372 59:-3.7792974 60:6.4178289 61:-2.738189 62:-2.9914805 63:-1.8207657 64:-2.7492262 65:-5.283439 66:-9.6095404 67:-9.3244848 68:6.8374348 69:8.5925945 70:9.9714545 71:8.204071 72:-0.27865318 73:8.5421194 74:-0.73167108 75:6.7485822 76:-1.804 77:-2.9666736 78:8.5014423 79:8.389811 80:-2.4765517 81:2.917576 82:-10.429289 83:-1.993701 84:-0.49650588 85:8.0352302 86:1.8967074 87:-3.1663592 88:-4.2440861 89:0.88071981 90:-3.9348435 91:-6.1279664 92:-0.85941456 93:-2.4018115 94:-5.7442595 95:3.519856 96:6.9460054 97:-9.2747611 98:-3.9143918 99:-2.9216578 100:3.0829272 101:4.6172019 102:2.9990137 103:-3.5050982 104:-7.2190569 105:-0.53060015 106:1.3764828 107:-1.798266 108:-3.1469597 109:-1.6845164 110:4.7707992 111:8.4367717 112:7.5966188 113:3.9565134 114:8.4116231 115:8.5368443 116:-8.2950711 117:2.5417397 118:9.5141735 119:-1.3883575 120:1.6192638 121:-3.3873617 122:1.7310672 123:9.181701 124:5.7965393 125:0.87268375 126:7.0663643 127:9.8409328 128:6.1496829 129:0.82945803 130:-0.20286571 131:-0.21402848 132:-2.2368333 133:2.6576653 134:10.309035 135:-5.3716952 136:-3.9744531 137:-4.1465771 138:-3.4848936 139:-1.2553542 140:-3.9665827 141:6.8239063 142:-3.6735149 143:-4.6063363 144:-1.6475208 145:-5.3561903 146:9.3127911 147:-1.764465 148:7.0365608 149:7.7311258 150:6.9399019 151:-10.991708 152:-4.2096973 153:5.5342281 154:5.3432025 155:1.7590167 156:-5.8106204 157:2.1878834 158:5.742092 159:7.4748847 160:-4.0781326 161:-2.1573007 162:-6.7736931 163:10.010209 164:4.1287564 165:6.7177027 166:9.5133817 167:-1.5137538 168:-5.9417987 169:3.5870728 170:2.4844366 171:-0.25210682 172:5.2151359 173:-7.3058286 174:0.34308751 175:2.7794284 176:7.1163171 177:1.3382121 178:-3.9258144 179:-1.364031 180:0.61059749 181:7.435525 182:4.1459635 183:-4.8736222 184:-6.9735723 185:-5.6859964 186:-1.7476671 187:2.9671022 188:-9.7861952 189:3.3334194 190:2.7708442 191:8.4870427 192:9.807468 193:7.1640683 194:2.7062425 195:4.5990036 196:8.2393322 197:2.6386768 198:1.8950935 199:-1.0258416 
--0.18925998239169198 0:4.7883061 1:5.0436774 2:5.8719176 3:10.46563 4:-8.1930497 5:2.9936653 6:-3.6108654 7:-3.7488527 8:-6.6916068 9:-5.7218649 10:8.8582938 11:-6.2245802 12:-8.0090086 13:-5.3372161 14:-7.6633221 15:5.2817531 16:-5.5208436 17:3.4144125 18:0.48007009 19:0.16389131 20:-0.566233 21:-9.9680627 22:-10.387102 23:-3.6610585 24:-3.1725316 25:2.7689705 26:10.57869 27:-2.8011796 28:-8.0085312 29:8.6755051 30:-1.325554 31:-1.6562536 32:-7.9470898 33:3.3222621 34:-2.4969316 35:-3.5378734 36:6.1086358 37:3.9651942 38:2.2153284 39:-10.457768 40:-1.034422 41:1.7603668 42:-8.1058748 43:9.7323218 44:9.6096185 45:-3.4961222 46:5.5028021 47:-7.7965732 48:-2.7805982 49:0.28287644 50:-5.5283686 51:6.0413514 52:7.0775329 53:-6.4525382 54:6.9650536 55:4.5681094 56:-2.7516742 57:7.5973187 58:3.1721436 59:-3.9926788 60:7.2591931 61:-0.42093954 62:-3.091612 63:-3.1766215 64:-3.271936 65:-3.6561125 66:-7.3284352 67:-8.728651 68:9.0919037 69:9.1455017 70:7.1215116 71:7.4735746 72:0.14894018 73:5.4924277 74:-2.3318746 75:6.0315379 76:-1.3874487 77:-2.436191 78:8.3569144 79:9.0450211 80:-3.4950752 81:2.7590059 82:-7.0530421 83:-3.5491309 84:1.147197 85:7.8221234 86:1.7176526 87:-4.1541158 88:-3.2444951 89:1.0088104 90:-4.4089049 91:-4.27226 92:1.6598887 93:-4.665432 94:-4.4330319 95:2.9622296 96:6.6803704 97:-10.269643 98:-3.0250573 99:-3.8437711 100:3.8418763 101:5.7542764 102:0.92493616 103:-4.0734024 104:-4.8527192 105:-0.85673646 106:2.288222 107:-0.45145597 108:-2.4728522 109:0.35824312 110:5.2306593 111:9.232702 112:10.731836 113:1.6447278 114:6.2824739 115:9.7088012 116:-10.094677 117:1.1742468 118:8.5800571 119:2.3308763 120:3.1894007 121:-4.8884675 122:1.3741391 123:9.6153866 124:4.7413567 125:1.3738457 126:8.40554 127:8.1732757 128:5.3333134 129:-0.79089431 130:0.8176827 131:-2.2422805 132:-3.0323067 133:2.7061883 134:9.2847281 135:-7.6780024 136:-3.4811247 137:-4.4145902 138:-4.3625003 139:1.9038496 140:-3.2873692 141:7.6592684 142:-3.7123549 143:-3.6351552 144:0.5415725 145:-7.1175446 146:6.6664369 147:-2.6483565 148:3.8577312 149:4.1981114 150:6.3618467 151:-11.60051 152:-3.4484805 153:2.2552498 154:5.525454 155:-0.44981515 156:-3.9220299 157:0.34169701 158:5.4115366 159:7.9264269 160:-4.5386483 161:-2.972327 162:-5.784729 163:8.3280791 164:7.1665821 165:6.8687018 166:6.2417512 167:1.5763901 168:-7.6230936 169:3.3692043 170:3.2516594 171:-1.0700391 172:3.5719877 173:-8.7737183 174:1.6213292 175:3.351681 176:4.6901173 177:1.5983448 178:-3.3719727 179:-0.99272734 180:-0.86685991 181:5.0069618 182:3.3387217 183:-5.4281767 184:-5.5597458 185:-8.2604616 186:-4.6097412 187:2.6630127 188:-9.7375821 189:3.4140985 190:0.34384043 191:9.0814627 192:8.8942096 193:8.1385338 194:2.1190429 195:5.184768 196:10.721062 197:4.1272366 198:2.7003991 199:-2.9759925 
--0.065084352122129888 0:5.7970491 1:4.3890631 2:7.2144757 3:11.279934 4:-8.9155656 5:0.021466872 6:-4.3638946 7:-2.6650199 8:-6.0714707 9:-7.2889792 10:6.3125709 11:-4.991038 12:-5.9695852 13:-2.4470871 14:-7.5734591 15:6.6649304 16:-2.5149431 17:5.3482084 18:-0.72825387 19:-2.0765596 20:-1.8374457 21:-9.9474658 22:-8.2900326 23:-2.1171159 24:-2.3091878 25:3.6784731 26:9.6558286 27:-0.36761821 28:-8.7250038 29:9.0944766 30:-1.3794069 31:-1.1160146 32:-8.9025415 33:1.9964758 34:-5.3076583 35:-1.5127185 36:7.2718102 37:5.3544097 38:4.737774 39:-8.547931 40:-3.2650719 41:3.9815548 42:-4.8266677 43:10.365231 44:9.2131745 45:-2.5365594 46:5.6094977 47:-8.1946527 48:-4.6913924 49:2.5938437 50:-6.8067436 51:5.1676778 52:7.1340604 53:-6.7716576 54:8.5093347 55:3.3363147 56:-0.81876749 57:7.2487565 58:3.288676 59:-2.3749801 60:6.3395144 61:-0.6021906 62:-2.4949859 63:-0.99968494 64:-2.564184 65:-5.2944986 66:-7.8097468 67:-7.3379777 68:9.7152326 69:6.3865444 70:8.0651048 71:9.3613068 72:0.61970394 73:8.258976 74:1.2542759 75:4.6100207 76:-2.3094546 77:-0.69329304 78:7.6248654 79:9.6511081 80:-0.93179243 81:2.3598407 82:-7.1948277 83:-0.16173397 84:2.9939698 85:4.9725661 86:2.7687519 87:-6.0202685 88:-4.3437618 89:0.383793 90:-4.9589513 91:-3.9018646 92:2.7289495 93:-4.2665806 94:-3.5506601 95:5.5053192 96:7.7625246 97:-9.9676166 98:-5.9921832 99:-3.5472946 100:4.7399359 101:5.110788 102:3.0861086 103:-3.3898057 104:-5.7873956 105:-4.6252093 106:2.4602912 107:-0.55794612 108:-3.0653834 109:-1.3817459 110:5.7708988 111:9.4701351 112:9.2493402 113:1.7687652 114:9.0139451 115:7.8973797 116:-9.093098 117:3.503789 118:7.7429405 119:-0.4777161 120:3.346283 121:-6.2489939 122:2.0767188 123:11.115762 124:4.0123978 125:-1.903914 126:8.5912127 127:9.0813781 128:7.2895225 129:0.53891623 130:1.6275274 131:-2.5118431 132:-2.063062 133:1.96442 134:11.341343 135:-7.3104058 136:-2.5070968 137:-4.7384563 138:-5.3489214 139:-0.25146596 140:-3.7160432 141:4.3875246 142:-2.386602 143:-4.6745442 144:1.4818545 145:-5.7856941 146:7.0915832 147:-4.1100165 148:4.4481455 149:5.7995089 150:6.3119935 151:-9.7348071 152:-2.9577273 153:2.1547425 154:5.4593142 155:0.092560017 156:-3.3186242 157:1.872158 158:4.0949105 159:7.7596153 160:-4.0283774 161:-2.9659013 162:-6.2269152 163:9.3857481 164:5.5391012 165:7.3798399 166:8.288378 167:0.66127016 168:-7.5865805 169:2.8269704 170:1.4249402 171:-1.0279067 172:4.054104 173:-8.5728294 174:1.5966992 175:3.8842248 176:6.4139741 177:3.5615354 178:-2.11052 179:-1.0350593 180:-0.36206888 181:6.394591 182:3.9424853 183:-6.8477752 184:-6.3883546 185:-4.9048789 186:-1.5676122 187:3.0172612 188:-10.386613 189:2.4434177 190:-0.71541513 191:7.1767841 192:9.8435134 193:8.5307971 194:2.964017 195:6.1429354 196:10.770615 197:3.9360119 198:1.6168179 199:-1.9242916 
--0.079725237722949774 0:4.755301 1:4.7015188 2:6.8855096 3:9.3002174 4:-8.9970304 5:-0.18450546 6:-1.1704484 7:-1.5384843 8:-6.2933608 9:-6.7744027 10:7.1270788 11:-6.3871667 12:-8.4587423 13:-3.4239076 14:-7.9720974 15:4.2969391 16:-3.0642085 17:5.6800984 18:2.3529452 19:-2.4116442 20:-2.9108042 21:-7.6080094 22:-9.6301221 23:-2.3025128 24:-1.2188098 25:3.28086 26:8.650003 27:0.54452772 28:-7.5483037 29:8.0872404 30:0.11687175 31:-0.57628521 32:-9.7306292 33:2.1825101 34:-4.4441237 35:-1.6284596 36:6.8062426 37:6.2325381 38:2.669984 39:-7.3902507 40:-3.2250016 41:2.1368281 42:-7.3270776 43:8.4177088 44:10.423344 45:-3.2470275 46:6.7539533 47:-6.2395927 48:-1.3089612 49:3.1396189 50:-7.0132461 51:5.5018517 52:7.4364563 53:-6.5518103 54:7.1929416 55:5.5232414 56:-1.7737031 57:7.7067094 58:1.9775694 59:-1.986064 60:6.9639193 61:-1.1843844 62:-5.3522525 63:-2.7747855 64:-1.3214624 65:-3.4399868 66:-7.7707087 67:-8.1193174 68:7.0095666 69:8.2868175 70:7.4298122 71:9.0305356 72:-0.43935859 73:6.9059791 74:0.1078098 75:7.5894404 76:-3.1289627 77:-2.3721947 78:7.8526543 79:8.9818602 80:-1.2956579 81:0.406705 82:-7.8082484 83:-3.0587285 84:0.73083861 85:7.7923653 86:3.1304139 87:-4.0117962 88:-5.208843 89:0.51802145 90:-7.4164139 91:-6.601988 92:1.909345 93:-2.8364158 94:-3.0884366 95:5.9351305 96:7.4836481 97:-9.5329688 98:-2.5692701 99:-3.7368351 100:2.5663187 101:4.705874 102:-0.16038676 103:-3.2087606 104:-5.0152438 105:-5.0089418 106:2.3683674 107:-0.88084895 108:-2.0756545 109:-1.2194123 110:7.3469274 111:7.1152163 112:9.4697693 113:2.3131623 114:7.4462224 115:9.5969057 116:-7.7245954 117:0.69545963 118:9.9447623 119:0.13452748 120:3.9743935 121:-3.5024724 122:1.8979969 123:9.1557225 124:4.3137406 125:-0.45593253 126:7.536956 127:8.6619502 128:5.3798591 129:1.1659795 130:-0.240641 131:-2.3521821 132:-3.234735 133:3.2726072 134:8.6741793 135:-8.4432471 136:-0.95148062 137:-4.3280477 138:-5.0826582 139:0.36159417 140:-2.3475887 141:4.4348579 142:-2.0449797 143:-3.8646207 144:0.64729824 145:-4.6449472 146:10.752391 147:-2.507356 148:5.4894199 149:7.9431969 150:7.64388 151:-12.335872 152:-3.7133702 153:3.5332214 154:5.8584579 155:1.1059572 156:-4.4085228 157:3.6498217 158:3.2542618 159:7.9781246 160:-3.420135 161:-3.2457884 162:-7.3544759 163:10.258809 164:5.5099938 165:6.6271085 166:6.0364381 167:0.59578487 168:-6.9897723 169:3.8155958 170:4.3342684 171:-0.61272888 172:5.0547403 173:-10.401996 174:3.3081461 175:3.1007671 176:5.5405582 177:3.9224256 178:-2.8475117 179:-1.466748 180:-0.044886398 181:6.0024119 182:2.4329523 183:-4.3356369 184:-6.4484188 185:-6.4555114 186:-3.0679381 187:3.8237345 188:-9.0522905 189:2.5968772 190:-1.6731629 191:8.4641491 192:11.149437 193:7.2803569 194:3.7622862 195:2.9057086 196:9.0261856 197:2.4653618 198:0.52351363 199:-1.8245045 
--0.11326287038124434 0:3.879772 1:6.0731524 2:7.6930388 3:11.173625 4:-10.63751 5:1.9904665 6:-3.0850947 7:-2.490657 8:-6.6263746 9:-7.1545147 10:6.0858073 11:-5.6271654 12:-6.9018945 13:-4.3665205 14:-7.1177186 15:5.3182371 16:-4.6115339 17:6.2592232 18:0.012068215 19:-2.9921671 20:-1.3681348 21:-8.7644969 22:-9.4469282 23:-2.7745691 24:-1.4200216 25:4.1069089 26:7.0457868 27:0.031896116 28:-7.746371 29:8.5295557 30:-1.9349972 31:-1.6065448 32:-9.0914434 33:3.2444012 34:-6.0495531 35:-0.8715804 36:8.3005587 37:3.5986557 38:2.2871979 39:-9.6363635 40:-1.7725844 41:3.1927899 42:-6.7979663 43:7.5053226 44:9.0302712 45:-4.0119032 46:8.0398999 47:-5.6756674 48:-2.796113 49:2.2666045 50:-5.8657527 51:5.0732123 52:6.1340072 53:-6.5301123 54:8.7058764 55:5.2060112 56:-1.9551641 57:7.7384469 58:3.138288 59:-2.8563083 60:6.6067249 61:0.12335268 62:-1.1520487 63:-3.8015559 64:-2.3463063 65:-4.2391812 66:-10.680179 67:-8.0561919 68:8.1057595 69:6.8593632 70:7.5215884 71:9.0212057 72:0.68768239 73:6.4259637 74:1.6610892 75:4.8154751 76:-2.2057434 77:-1.3639517 78:10.445386 79:10.53212 80:-1.3097596 81:0.7953856 82:-8.6436251 83:-0.60689577 84:1.9892382 85:6.5554639 86:1.93761 87:-4.6054753 88:-4.9683867 89:0.54124966 90:-4.7241189 91:-5.7761595 92:1.078259 93:-1.0316939 94:-4.6246753 95:5.1553413 96:9.1306883 97:-10.058931 98:-5.8636069 99:-1.7372218 100:3.7869551 101:5.7975839 102:1.1065086 103:-4.0391368 104:-8.0354753 105:-2.1709451 106:1.5841774 107:-1.065961 108:-2.1553471 109:0.31759659 110:3.8228137 111:5.8677646 112:10.314114 113:1.8517326 114:7.4657296 115:7.6831621 116:-8.9568358 117:-0.85176038 118:6.5500918 119:-0.45372611 120:2.6183103 121:-2.7269215 122:2.2539191 123:8.531852 124:2.5711911 125:1.1948277 126:6.5504363 127:9.8944245 128:6.9154929 129:-1.8525178 130:-1.5209414 131:-1.0226658 132:-2.6830343 133:1.6825998 134:8.8318488 135:-7.9474918 136:-3.5168856 137:-4.1106333 138:-2.5149683 139:-0.098420639 140:-2.315899 141:7.2409728 142:-2.9199302 143:-4.9186416 144:0.97331557 145:-7.2000491 146:8.9287773 147:-3.4162378 148:4.5334727 149:6.0588924 150:7.4590923 151:-9.7608902 152:-3.7310322 153:4.4445898 154:5.8555622 155:3.3920195 156:-5.6423432 157:2.2737636 158:2.7928969 159:8.9683425 160:-2.2526644 161:-1.483186 162:-7.8715152 163:9.1369928 164:5.7805886 165:5.1712647 166:7.6208078 167:1.9643831 168:-5.2011248 169:5.1748169 170:1.6196359 171:0.27371543 172:4.5183146 173:-9.7352699 174:0.93409955 175:3.846603 176:7.7934787 177:1.8777223 178:-5.1762604 179:-3.1292199 180:-0.4761743 181:6.5090011 182:1.130025 183:-7.0329036 184:-6.0437012 185:-5.0383686 186:-2.7261355 187:2.5508495 188:-10.87863 189:1.5468313 190:-1.0258924 191:8.1526264 192:9.1071177 193:9.0295167 194:3.6804877 195:6.5480271 196:8.6442804 197:1.3455959 198:2.0982791 199:-1.461187 
--0.025137573455384424 0:4.1662064 1:5.515805 2:6.479332 3:10.10561 4:-8.6332718 5:-1.2341285 6:-2.6710673 7:-2.2346453 8:-5.2046206 9:-6.5952101 10:8.7057686 11:-5.1816859 12:-9.3219644 13:-5.4502553 14:-8.5873279 15:6.0466086 16:-2.8532165 17:4.5672758 18:0.35839037 19:-3.3656002 20:-0.068712817 21:-9.6031712 22:-9.9355719 23:-3.6701895 24:-3.7635468 25:3.2899049 26:7.9536986 27:1.3668764 28:-8.2987946 29:9.1075623 30:-0.53385478 31:-2.8935817 32:-9.2563083 33:2.6470424 34:-5.1741079 35:-2.5980786 36:5.47592 37:3.3202951 38:3.4317919 39:-7.7160587 40:-2.8964711 41:3.7032541 42:-6.84375 43:9.9781902 44:7.1084864 45:-1.5328141 46:5.7055147 47:-7.562021 48:-0.77112735 49:0.81108574 50:-9.1008509 51:5.9099161 52:7.6223497 53:-6.1466451 54:7.3742909 55:6.096949 56:-1.7385958 57:6.9126755 58:4.4240162 59:-2.1058775 60:5.4934505 61:-2.2157829 62:-2.5691427 63:-3.778987 64:-1.5709365 65:-5.3154382 66:-10.422357 67:-8.7001234 68:6.8348395 69:7.1739713 70:7.5539853 71:9.8239345 72:0.65701003 73:8.1728827 74:0.13370418 75:5.3989919 76:-2.2158813 77:-1.9481614 78:8.6058292 79:11.670738 80:-2.6676352 81:-0.29238861 82:-9.8568015 83:-2.5549349 84:0.98570337 85:7.1972239 86:2.0456294 87:-4.1158881 88:-6.6534638 89:2.0303334 90:-5.7020017 91:-7.6755601 92:2.2589236 93:-3.2741012 94:-4.4563179 95:5.3761153 96:7.3780962 97:-11.75296 98:-5.8921275 99:-3.8990442 100:1.4427774 101:2.6144738 102:-0.25418526 103:-3.8243182 104:-4.3149042 105:-0.33952641 106:1.8031983 107:-2.0024568 108:-1.6579463 109:-2.4304693 110:6.2732732 111:8.5049781 112:7.1544592 113:1.9660407 114:7.9811213 115:8.9262648 116:-6.9766667 117:3.3562831 118:8.2151271 119:0.63727438 120:3.6610193 121:-4.4636343 122:2.8715831 123:10.368059 124:4.2159077 125:-2.0318691 126:7.6234229 127:8.2592626 128:6.291 129:0.76918998 130:-0.35206813 131:-2.2354086 132:-2.7667977 133:1.7503796 134:10.625625 135:-6.652498 136:-2.5222505 137:-4.7647929 138:-4.6586153 139:-1.8688828 140:-2.5453098 141:4.4098415 142:-2.2664466 143:-5.4986798 144:0.014053927 145:-4.8589437 146:9.4245337 147:-1.5187864 148:5.9681781 149:5.9810929 150:7.4118065 151:-11.231249 152:-2.6810211 153:4.1491045 154:7.1554685 155:1.3529154 156:-4.3650559 157:1.8985309 158:3.3032654 159:8.1083301 160:-5.718081 161:-3.100635 162:-6.1117023 163:9.3349647 164:4.0454465 165:7.289824 166:7.1755265 167:0.040662725 168:-8.0445625 169:5.3154756 170:2.4242397 171:-0.43193096 172:3.3106805 173:-8.7034991 174:2.421002 175:3.9752338 176:6.951243 177:1.3921037 178:-4.3974427 179:0.70480867 180:-0.53898823 181:5.8936446 182:2.5380271 183:-4.7121614 184:-6.8824959 185:-5.4967051 186:-3.6167217 187:3.8558906 188:-9.9900992 189:2.6855247 190:-0.91820794 191:6.6055398 192:9.2198609 193:9.0192822 194:2.0178073 195:5.0617783 196:7.4424543 197:1.2830338 198:2.3732854 199:-1.8516025 
--0.0062305304947287213 0:2.2606954 1:2.5981806 2:6.0246832 3:7.352085 4:-9.0841413 5:-1.4860463 6:-2.6097367 7:-0.87956088 8:-6.2640996 9:-6.4546855 10:4.0883274 11:-5.5658521 12:-7.1793994 13:-3.2568723 14:-5.79344 15:6.9630986 16:-4.1168011 17:5.5972325 18:-0.85444532 19:-1.1643026 20:-3.2243248 21:-10.621275 22:-9.5304667 23:-1.3835439 24:-2.0126813 25:4.0787643 26:8.2438031 27:-0.61329878 28:-8.5666942 29:7.888781 30:0.088772581 31:-2.2275146 32:-10.319454 33:2.2027015 34:-5.2876519 35:-2.7296454 36:3.5690529 37:3.351306 38:3.1235202 39:-9.0290649 40:-2.5833538 41:3.5030493 42:-7.7202712 43:9.3187572 44:7.3354462 45:-2.5237534 46:6.8498301 47:-6.4977716 48:-5.0363758 49:0.62537088 50:-7.734295 51:5.3405545 52:5.8534729 53:-7.1348173 54:5.2431466 55:3.0569039 56:-2.4912726 57:6.3338066 58:4.0020031 59:-4.4058805 60:7.3302837 61:-1.1562029 62:-2.8740727 63:-1.895833 64:-1.3432305 65:-6.1343174 66:-11.485041 67:-9.6426191 68:11.329384 69:7.5544074 70:7.4763799 71:9.5346236 72:0.86770402 73:7.2962717 74:-2.441833 75:5.3297288 76:-1.3272126 77:-1.4949159 78:8.3297328 79:10.906218 80:-2.2667703 81:1.806988 82:-8.9694851 83:-1.9100915 84:0.65659104 85:7.3593138 86:1.8364059 87:-4.9936217 88:-2.6869989 89:1.1508186 90:-5.46338 91:-5.0213321 92:0.51707814 93:-1.7073599 94:-3.7521919 95:5.5845052 96:6.7497892 97:-7.8868663 98:-3.6407628 99:-2.5338877 100:4.7215804 101:4.4783909 102:1.3276137 103:-3.3165662 104:-5.7026813 105:-2.2039259 106:3.0565306 107:-0.13859217 108:-2.3060106 109:-1.9372112 110:5.9232917 111:7.7028609 112:9.1946013 113:2.2549139 114:8.0059969 115:8.9178404 116:-10.526316 117:1.7895774 118:9.4487987 119:0.53871962 120:3.6604978 121:-3.0089462 122:2.452132 123:10.007186 124:4.346646 125:0.27240432 126:7.403144 127:7.3518939 128:5.1122207 129:-0.3884921 130:0.62814633 131:-2.0052886 132:-0.74732236 133:3.5333776 134:10.483275 135:-8.6948561 136:-5.6919365 137:-3.9786826 138:-4.0403255 139:0.18009133 140:-4.513105 141:4.4485655 142:-4.4211493 143:-4.1683387 144:0.81309543 145:-5.6813173 146:8.3301391 147:-2.4173037 148:4.6344554 149:5.3285304 150:9.0113678 151:-8.9052565 152:-3.5467305 153:2.702707 154:4.6970434 155:2.8954705 156:-6.8206528 157:2.0445615 158:4.6099967 159:9.3635585 160:-2.4430216 161:-1.9862143 162:-6.1376669 163:8.4510263 164:4.8087891 165:5.8805574 166:6.5450294 167:2.6231409 168:-6.3966678 169:3.4369887 170:1.3327337 171:-0.2251792 172:4.1768485 173:-7.7193534 174:1.7709623 175:3.567925 176:7.2032029 177:0.91249548 178:-2.7547741 179:-2.6059537 180:0.097294607 181:5.065005 182:0.44567619 183:-6.6454804 184:-4.519414 185:-5.3354706 186:-3.4051911 187:4.1235176 188:-10.636178 189:2.6345562 190:-0.86978903 191:9.9304362 192:9.5966979 193:7.5778812 194:4.3392697 195:5.5222822 196:8.6587703 197:1.3484508 198:1.1154486 199:-1.6210233 
--0.099199279030987214 0:4.3447386 1:4.7697314 2:8.3480007 3:9.052927 4:-7.4936074 5:1.476398 6:-1.3247811 7:-2.7464749 8:-6.5547955 9:-5.6160014 10:7.1010086 11:-5.9607742 12:-8.6542798 13:-5.9770199 14:-7.7618675 15:4.5005553 16:-4.474025 17:3.7056766 18:0.046581228 19:-2.5717154 20:-1.5372579 21:-7.7239714 22:-10.08081 23:-3.5653846 24:-0.98644275 25:2.1309163 26:7.6574835 27:-0.54969441 28:-9.1015726 29:9.6187259 30:0.08094259 31:-0.19166034 32:-9.9101846 33:3.6172494 34:-4.0346821 35:-4.4635295 36:6.0563804 37:5.6581827 38:4.4413322 39:-6.3494945 40:-3.6588106 41:4.2735698 42:-7.7201164 43:8.702492 44:7.2889443 45:-2.5795805 46:6.4506327 47:-8.1227441 48:-2.4137845 49:1.1818056 50:-4.1663565 51:7.1868125 52:8.4258194 53:-5.4061044 54:7.8875836 55:3.6599368 56:-3.4697823 57:8.0909211 58:1.6773835 59:-2.657868 60:5.7999848 61:-1.8903525 62:-3.2061963 63:-3.0729537 64:-1.1699868 65:-3.4005874 66:-8.8015327 67:-7.8352639 68:10.519271 69:7.3478338 70:9.7258571 71:8.8006152 72:1.4547743 73:7.6580773 74:0.25119733 75:5.6790898 76:-2.1043765 77:-3.1474285 78:9.484146 79:10.877705 80:-2.2241843 81:2.2434291 82:-8.2614377 83:-0.73248975 84:0.95852038 85:8.2997206 86:2.6849284 87:-2.4839113 88:-4.4148109 89:2.4088709 90:-5.5050806 91:-5.1724589 92:1.7716687 93:-1.2169479 94:-3.14953 95:3.7474734 96:6.7740834 97:-10.066808 98:-4.5978791 99:-5.2152018 100:2.6868006 101:3.9977867 102:1.1954599 103:-1.0022389 104:-5.9400044 105:-0.75249144 106:2.0426946 107:-0.17038032 108:-3.1283243 109:-2.2079588 110:4.5179958 111:5.9202437 112:7.8863379 113:1.9718419 114:8.4064088 115:7.7026322 116:-9.8153748 117:1.5663627 118:9.3740377 119:2.3949958 120:1.8653605 121:-4.9316805 122:3.1801016 123:10.442396 124:3.4139515 125:0.15365048 126:6.0107901 127:10.974423 128:5.498176 129:2.6986157 130:1.6235192 131:-0.4538424 132:-1.5363127 133:2.5955332 134:9.9774412 135:-5.8545428 136:-3.6053133 137:-4.4780165 138:-2.4123767 139:-0.54015004 140:-3.7136948 141:5.2081093 142:-4.0797199 143:-4.9443513 144:-0.01626231 145:-5.2919 146:6.9374972 147:-2.363604 148:4.1827626 149:5.2303088 150:8.5048757 151:-10.285906 152:-3.1815914 153:3.1204348 154:5.0371631 155:2.3399006 156:-4.874487 157:3.2883279 158:5.4719326 159:7.9312759 160:-4.7514762 161:0.19311234 162:-8.1221314 163:7.1808237 164:6.5876725 165:7.6424369 166:7.7134385 167:0.7610182 168:-5.9997268 169:3.4320007 170:3.1541659 171:-0.88020688 172:5.6689622 173:-7.1182805 174:0.51584874 175:6.2386764 176:5.5671668 177:2.3018272 178:-1.4900637 179:-0.67250893 180:-2.0125453 181:4.4744898 182:3.0009891 183:-5.1863816 184:-6.8820496 185:-5.0771424 186:-3.4392407 187:4.5870981 188:-10.277793 189:2.3344445 190:0.96378665 191:7.2029837 192:9.2323257 193:8.0194911 194:1.3885859 195:4.8050574 196:8.3594724 197:2.8330872 198:2.9154785 199:-1.3043186 
--0.043407115959648149 0:4.4338983 1:5.5751563 2:5.8989064 3:10.55844 4:-7.4926792 5:-0.014034606 6:-2.8682655 7:-2.9822659 8:-6.4048146 9:-5.7764192 10:7.3682343 11:-5.9036016 12:-7.4894332 13:-5.519648 14:-6.4825043 15:6.656011 16:-5.9091388 17:3.8124276 18:1.0401037 19:-1.2110968 20:-3.4097977 21:-8.7095829 22:-9.9699086 23:-4.7207669 24:-1.6422661 25:3.6954548 26:7.6753013 27:-1.4336656 28:-10.31039 29:7.8934897 30:-1.8625014 31:-2.0494053 32:-8.7079765 33:3.2233159 34:-3.4215002 35:-1.0222863 36:7.9447285 37:3.3936082 38:1.1144928 39:-9.4657649 40:-3.0448786 41:4.0523129 42:-6.1871324 43:8.8603974 44:7.4099834 45:-1.8375815 46:6.5734461 47:-8.5393149 48:-2.5195148 49:2.2122215 50:-5.8526739 51:6.0842819 52:7.3355031 53:-8.4130239 54:8.2217046 55:3.7746936 56:-2.8636424 57:6.3766374 58:2.0238785 59:-3.6635093 60:7.9215807 61:-2.6459157 62:-5.1515183 63:-3.83086 64:-2.5618953 65:-5.9928942 66:-7.4197555 67:-9.8943985 68:8.4751433 69:7.1792631 70:7.2519058 71:9.7668536 72:-2.4378445 73:8.1315235 74:-0.096437963 75:4.5861507 76:-2.4254272 77:-1.6062101 78:8.0226065 79:6.7675264 80:-2.36304 81:2.5157299 82:-9.2135979 83:-4.2566811 84:-0.19066723 85:7.9477801 86:2.0648057 87:-6.0344499 88:-4.4828998 89:-0.38904921 90:-6.0372209 91:-5.8535677 92:1.7829747 93:-2.2717116 94:-4.8099801 95:3.771514 96:6.605324 97:-10.105479 98:-5.7307087 99:-4.4408756 100:4.0596186 101:3.4064189 102:0.76523631 103:-1.356339 104:-4.0630286 105:-3.025312 106:0.8312673 107:-0.3077377 108:-2.9644276 109:-0.25419842 110:6.6120178 111:7.75444 112:8.715716 113:0.085937921 114:7.8999611 115:9.3849096 116:-8.8440122 117:0.61488864 118:10.633647 119:4.0549365 120:2.2374388 121:-4.8597044 122:1.7876799 123:9.5246931 124:4.103768 125:-0.55028958 126:8.2997854 127:9.0253095 128:6.2970925 129:0.21214899 130:0.36853482 131:-2.1046313 132:-1.0758226 133:4.7192143 134:9.5024638 135:-8.0691789 136:-3.8498247 137:-2.6453103 138:-3.3607403 139:-0.43369702 140:-2.9219235 141:5.3680481 142:-0.16088246 143:-4.0428088 144:0.38196951 145:-6.395662 146:7.3073972 147:-4.6787592 148:3.1164345 149:6.9313937 150:7.950172 151:-11.316282 152:-2.93618 153:3.197804 154:5.1427991 155:2.4960257 156:-7.2126979 157:1.7203804 158:4.2062767 159:6.0608122 160:-3.224231 161:-2.4563797 162:-6.1042283 163:8.841941 164:5.0906227 165:4.7778478 166:6.3756937 167:1.5784836 168:-5.9059996 169:3.9317106 170:1.4274021 171:-0.58413079 172:4.0747619 173:-8.8660479 174:1.8501337 175:3.2393983 176:6.9193975 177:1.5097467 178:-5.3227318 179:-0.83177151 180:-2.2406744 181:3.999901 182:3.6899293 183:-5.1027372 184:-7.6803174 185:-6.0396316 186:-2.6729381 187:2.9345102 188:-10.802039 189:2.2078041 190:1.208534 191:8.9704339 192:8.9685332 193:6.4778704 194:3.4596856 195:5.4852006 196:7.5804909 197:1.5063595 198:0.63294448 199:-1.7130652 
--0.019270908895114024 0:2.9108695 1:5.8765494 2:6.1398588 3:9.0273259 4:-7.3978309 5:-1.2568715 6:-3.1380604 7:-1.8927638 8:-5.9197429 9:-6.3953126 10:7.3824006 11:-6.2874373 12:-8.1986837 13:-4.4567736 14:-8.0421245 15:5.8770336 16:-4.6447148 17:5.2143761 18:0.013994416 19:0.31622386 20:-2.0070765 21:-10.295996 22:-10.752659 23:-1.6846739 24:-2.8613893 25:6.924152 26:10.658916 27:-1.5887415 28:-10.660823 29:8.4612527 30:-1.2372118 31:-1.4645267 32:-9.5261248 33:3.2547067 34:-3.5441487 35:-1.383219 36:6.648475 37:4.7217266 38:1.6897066 39:-9.8135946 40:-2.1287866 41:1.2355371 42:-6.7943868 43:9.296024 44:9.7205971 45:-2.3122019 46:9.6336122 47:-6.658776 48:-1.9262982 49:0.66892983 50:-7.7635413 51:5.8033876 52:7.5877147 53:-8.0839485 54:7.4630332 55:3.7588893 56:-1.3312316 57:8.2462606 58:3.1811193 59:-3.7442514 60:6.9759084 61:0.057352204 62:-5.0818347 63:-3.2918557 64:-2.5737974 65:-5.356763 66:-8.0739614 67:-8.943128 68:7.4984506 69:8.7659943 70:9.0597408 71:10.915247 72:0.13112976 73:7.7130622 74:1.0596356 75:4.372359 76:-3.3181127 77:-1.6130624 78:7.2149631 79:8.9413972 80:0.25585332 81:0.57211088 82:-7.3359538 83:-2.0513844 84:1.4273731 85:6.4324513 86:1.842403 87:-5.8237884 88:-3.6355679 89:2.1740685 90:-3.8406092 91:-5.64295 92:-0.30645414 93:-3.5002464 94:-3.0857151 95:6.1182665 96:8.6886838 97:-9.2808439 98:-2.4297767 99:-2.9908942 100:2.7241393 101:3.719104 102:1.8612142 103:-0.73474712 104:-7.6517041 105:-1.062375 106:-0.1404743 107:-0.20658995 108:-3.7278935 109:-2.196137 110:5.2390745 111:7.7841881 112:9.7183354 113:2.1378687 114:5.977068 115:8.9022298 116:-10.432107 117:3.4597395 118:8.4621442 119:0.8538404 120:1.2726087 121:-3.3238369 122:2.8186623 123:10.951212 124:3.5874124 125:0.14751284 126:8.7598349 127:7.6056046 128:5.5552762 129:0.19856397 130:-1.0895615 131:-1.8936674 132:-2.1390035 133:3.0556131 134:8.2799814 135:-6.2691964 136:-2.9772714 137:-2.4679455 138:-3.5967666 139:-0.2612148 140:-4.4224834 141:6.0408131 142:-3.8170776 143:-4.663632 144:1.1610609 145:-6.7453775 146:8.1266598 147:-1.4812507 148:3.2696938 149:6.2828772 150:7.2791293 151:-11.540725 152:-4.067452 153:4.0268658 154:4.6436102 155:2.5833594 156:-4.7569781 157:1.025627 158:5.4292976 159:6.5872763 160:-5.2577474 161:-2.0334399 162:-4.6339013 163:8.2682449 164:4.0699548 165:6.6658964 166:7.0557597 167:1.313118 168:-7.9060778 169:3.2615426 170:3.1956247 171:-1.8343507 172:2.6373761 173:-10.697379 174:2.0768891 175:3.3495018 176:7.9069801 177:3.0177906 178:-3.5343542 179:-0.15923534 180:-1.812317 181:5.1192054 182:3.9630057 183:-5.3777195 184:-5.3570964 185:-6.323716 186:-3.5656946 187:4.1507737 188:-10.153193 189:2.2030725 190:0.63637151 191:8.2725664 192:8.2688415 193:7.6936799 194:1.8905406 195:6.040282 196:8.1030495 197:3.0388311 198:0.89013477 199:-2.8438641 
--0.10464951382243305 0:2.9666577 1:4.3393362 2:7.3778462 3:8.0633834 4:-8.7913538 5:0.64023147 6:-4.0871858 7:-2.8422454 8:-7.5987526 9:-5.6153342 10:7.8929346 11:-4.6849657 12:-6.9150654 13:-5.0886078 14:-7.8037986 15:3.6066032 16:-5.4964546 17:4.2477657 18:-0.92334831 19:-2.6132748 20:-0.98361799 21:-9.7175645 22:-8.6124563 23:-4.6049998 24:-2.4293739 25:3.134896 26:8.7246617 27:-1.8652174 28:-7.2533215 29:7.904783 30:-1.4145038 31:-0.4076049 32:-9.2321516 33:2.1741191 34:-3.3872266 35:-2.0610863 36:5.7159779 37:6.1628341 38:2.9660015 39:-8.766758 40:-4.3025282 41:1.9225772 42:-7.3830949 43:9.8019641 44:11.019057 45:-0.83464256 46:7.8141621 47:-6.6061033 48:-2.0165095 49:1.9558741 50:-7.5114893 51:5.9429885 52:7.007444 53:-7.9361087 54:6.6955274 55:6.051041 56:-2.5689796 57:7.3824369 58:3.5818531 59:-3.0699856 60:7.2239427 61:-1.2930228 62:-3.6648701 63:-1.2305397 64:-2.2276462 65:-2.7961385 66:-10.072326 67:-8.48097 68:10.100881 69:9.0065601 70:9.5071485 71:9.8156405 72:0.8001016 73:8.5473756 74:-0.2144978 75:5.6035989 76:-2.2388755 77:-1.8462464 78:7.1310099 79:9.3899523 80:-3.6463633 81:2.8562438 82:-9.3569084 83:-2.2002784 84:1.7885387 85:7.8204751 86:1.27389 87:-7.6763777 88:-3.5783656 89:1.2742201 90:-5.4771121 91:-5.1866124 92:0.70973264 93:-0.15609561 94:-1.4287594 95:4.6073986 96:6.5040188 97:-9.1437982 98:-2.8071825 99:-2.873414 100:4.9368058 101:2.7903165 102:2.9194669 103:-3.3299807 104:-4.8469622 105:-2.3731951 106:1.8954676 107:-1.5225026 108:0.53935024 109:-1.4308547 110:4.5062755 111:8.3027272 112:8.8844173 113:0.69579151 114:8.2752084 115:8.6541377 116:-8.6582393 117:2.3003715 118:9.4879329 119:-0.00937174 120:0.18281172 121:-3.6258161 122:2.9212168 123:10.814703 124:4.4951893 125:-0.97796859 126:10.022279 127:8.1829719 128:5.2612456 129:0.89825432 130:1.126872 131:-1.8584122 132:-1.4922804 133:1.5405363 134:7.9991289 135:-5.733958 136:-1.5931447 137:-3.723875 138:-5.0521748 139:-2.4549886 140:-3.0573961 141:6.5867982 142:-2.3734938 143:-3.4106383 144:-1.4349295 145:-5.5016833 146:9.2492737 147:-4.3130905 148:1.765256 149:6.5279718 150:7.6296155 151:-10.314387 152:-2.0458586 153:2.3072102 154:5.0856675 155:1.4887693 156:-5.6072931 157:1.1512475 158:4.8612276 159:7.6925768 160:-3.7847786 161:-1.3017513 162:-5.5735377 163:8.7209106 164:4.828936 165:7.2422429 166:5.0045182 167:2.3426772 168:-6.7530511 169:2.3882073 170:4.0613613 171:-1.8618952 172:3.7121923 173:-8.7832366 174:1.582966 175:3.5252027 176:7.5042207 177:1.3935466 178:-3.3629268 179:-1.1312759 180:-0.8408735 181:7.4370412 182:1.9608636 183:-5.1770661 184:-5.485243 185:-5.0731979 186:-3.5571494 187:1.5310542 188:-11.095515 189:1.1604271 190:0.95637714 191:8.7664446 192:11.164626 193:6.905939 194:3.0919374 195:5.9783569 196:6.4709018 197:2.3841484 198:1.8531333 199:-1.8782856 
--0.17286661492189317 0:4.1155359 1:3.6546098 2:6.2857561 3:9.7876001 4:-6.6271459 5:0.20427817 6:-3.6517514 7:-2.5879415 8:-8.3454118 9:-4.8252781 10:7.7300393 11:-6.0437702 12:-7.533098 13:-5.5416396 14:-5.6288804 15:5.1845327 16:-5.0141199 17:5.0752644 18:-0.2715301 19:-2.2908494 20:-1.2335293 21:-7.3165991 22:-8.9570553 23:-3.3134246 24:-0.85318909 25:0.89175878 26:10.130642 27:-1.2627355 28:-8.6095239 29:9.1802688 30:-1.529198 31:-1.3872471 32:-11.511565 33:0.98553271 34:-5.9041369 35:-1.9317388 36:5.449731 37:5.0194336 38:3.3104772 39:-7.6760446 40:-0.59700717 41:3.5963463 42:-7.1056018 43:8.5797322 44:9.1350921 45:-2.1963776 46:6.5586738 47:-8.1973746 48:-3.7218382 49:3.2606484 50:-7.507808 51:6.1301514 52:6.6941292 53:-7.4429283 54:7.3759481 55:4.7655427 56:-3.4380331 57:9.1530323 58:2.5334401 59:-1.8501348 60:5.078172 61:-1.0268676 62:-3.8761855 63:-1.4035012 64:-3.0760789 65:-5.1173651 66:-10.266406 67:-7.3018389 68:8.5274912 69:8.999925 70:7.1153556 71:8.9945062 72:0.25572347 73:9.0536121 74:-1.6791982 75:5.2830643 76:-4.58974 77:-2.3722127 78:8.2905417 79:8.7648991 80:-1.8705537 81:2.6583667 82:-8.9565231 83:-0.45328067 84:1.9553923 85:7.369815 86:2.5151419 87:-4.5245458 88:-3.1558738 89:-0.75714758 90:-5.1098252 91:-4.5534305 92:1.2531362 93:-3.2994283 94:-4.3947628 95:4.0905159 96:6.3324382 97:-11.584496 98:-4.6980779 99:-4.1667773 100:3.8889645 101:3.9196488 102:0.74245571 103:0.2844628 104:-6.0548137 105:-0.84197617 106:1.6434216 107:-2.2108042 108:-0.77985774 109:1.6398872 110:6.9827355 111:6.5042111 112:11.324535 113:1.5502936 114:8.338387 115:6.8300106 116:-9.3773409 117:0.82878384 118:7.6339682 119:0.1581086 120:3.4184382 121:-4.6018495 122:1.8601575 123:9.6467237 124:3.6877399 125:0.44830684 126:8.1524281 127:10.502305 128:6.5104927 129:0.66847767 130:-1.0875173 131:-2.3545104 132:-2.0170651 133:3.8416041 134:8.266264 135:-7.6011573 136:-3.595251 137:-2.4380757 138:-6.2205607 139:0.38350545 140:-2.0236319 141:3.6398559 142:-2.2348099 143:-4.6932077 144:-0.22604341 145:-7.536528 146:7.5850952 147:-1.5826428 148:4.3852095 149:5.5177301 150:6.7356789 151:-9.9444344 152:-4.6832762 153:1.2850767 154:5.7365971 155:2.9265308 156:-6.4549801 157:2.2150495 158:5.1310786 159:9.3482208 160:-6.0255446 161:-5.060448 162:-7.5630528 163:8.3781349 164:7.1861948 165:6.9324943 166:5.1145832 167:-0.082301786 168:-8.4394296 169:3.0905835 170:2.4609437 171:-0.89112564 172:4.3281717 173:-8.5720724 174:1.9422456 175:3.2854294 176:6.3055788 177:0.64232939 178:-2.4378049 179:-1.2581143 180:-0.84869053 181:5.3902954 182:1.0605974 183:-5.3017486 184:-7.648228 185:-6.8606662 186:-5.6880214 187:4.3670274 188:-10.114969 189:2.6707182 190:-0.078652752 191:7.5496476 192:10.037547 193:6.2070677 194:0.40478912 195:4.9939495 196:7.9534425 197:3.4454759 198:1.967279 199:-0.48908126 
--0.053706058130190054 0:5.8549867 1:5.1686286 2:6.5143916 3:9.7106842 4:-10.103789 5:-2.0510582 6:-5.0688234 7:-1.6548341 8:-5.5545737 9:-6.8465992 10:7.0135128 11:-7.3667884 12:-8.1373876 13:-5.241703 14:-8.1918125 15:4.8737596 16:-5.3727407 17:4.7065083 18:-0.98499974 19:-1.9296337 20:-2.6728765 21:-8.887876 22:-9.847937 23:-2.7521362 24:-0.94985526 25:4.2700356 26:7.6485362 27:-0.56801825 28:-8.2034938 29:6.8748296 30:-0.92708498 31:-2.2269054 32:-8.6210648 33:2.4629197 34:-4.67078 35:-0.93633291 36:7.38174 37:3.8560353 38:2.2959839 39:-9.152823 40:-2.8136256 41:4.4432483 42:-8.4960939 43:9.2777641 44:7.0783551 45:-1.4410728 46:5.361901 47:-7.618006 48:-4.1868844 49:2.7944891 50:-6.6755021 51:5.2940276 52:7.2621893 53:-8.118485 54:7.1785742 55:4.8221319 56:-3.2922198 57:8.2740483 58:1.7234399 59:-3.5542955 60:6.5981481 61:-1.347314 62:-3.1077867 63:-2.0042943 64:-2.5658357 65:-5.0301997 66:-8.3712372 67:-8.2062598 68:8.9575809 69:8.2994087 70:7.6083094 71:7.7808905 72:1.4788148 73:8.2299188 74:-0.23371186 75:8.3647364 76:-4.0706982 77:0.82573391 78:7.8830832 79:9.9675688 80:-1.6099417 81:3.3486137 82:-6.4919354 83:-2.8440338 84:2.5368707 85:7.9384763 86:1.4611979 87:-1.8805392 88:-4.6530041 89:0.22191648 90:-5.1658845 91:-5.2787172 92:1.0750808 93:-0.88047978 94:-3.1089506 95:4.6551371 96:5.3096317 97:-9.7853097 98:-2.4024316 99:-2.459638 100:4.4178601 101:4.460992 102:-0.027803612 103:-2.4165437 104:-6.3159273 105:-0.6185622 106:3.4160435 107:-1.7747458 108:-2.0209464 109:-1.3107494 110:5.9658251 111:8.1841278 112:7.7607879 113:1.7652362 114:7.7321271 115:8.576234 116:-12.172209 117:2.791544 118:8.4569289 119:0.086312202 120:2.9952408 121:-4.7194805 122:1.7091155 123:7.5946786 124:2.8341996 125:1.2843599 126:7.4570309 127:9.0208198 128:5.7765974 129:1.0906798 130:1.6960554 131:-1.1852371 132:-1.902117 133:2.5432442 134:8.7527105 135:-6.4941143 136:-3.8076031 137:-4.5274768 138:-5.3491353 139:-2.2429565 140:-2.2198951 141:3.9194837 142:-3.0771808 143:-4.5464137 144:-0.64176975 145:-5.4372072 146:7.5928962 147:-2.2018301 148:3.8822153 149:7.8714057 150:5.8006542 151:-9.8043307 152:-2.5290613 153:4.1933234 154:4.6317068 155:3.6085718 156:-5.0086845 157:1.7784602 158:4.4835585 159:7.9437026 160:-3.3089028 161:-3.3487105 162:-5.8324163 163:7.8645555 164:4.6929116 165:4.4971541 166:8.0684493 167:1.1018849 168:-5.591986 169:4.3242543 170:1.4211963 171:1.4780639 172:4.5558444 173:-9.3425181 174:3.7926345 175:3.6401434 176:7.1369941 177:0.86144432 178:-5.1198076 179:-1.5827556 180:-0.4089307 181:4.996046 182:2.5757667 183:-5.5751004 184:-6.7520722 185:-6.5960522 186:-3.632497 187:3.0609416 188:-9.3968261 189:0.8607794 190:1.6147299 191:6.8666673 192:11.260192 193:8.3445168 194:3.4116137 195:6.1067909 196:8.5616779 197:3.7880333 198:2.0311214 199:-2.4792225 
--0.013787909677859572 0:3.2613349 1:3.8474729 2:7.1660153 3:8.3512548 4:-9.1820361 5:0.3657689 6:-3.2729443 7:-3.1946335 8:-7.4387889 9:-7.3541482 10:6.6895531 11:-7.1844796 12:-8.0052394 13:-3.8592796 14:-6.088931 15:4.5003163 16:-5.360548 17:4.5511183 18:1.8945682 19:-3.0089098 20:-1.6746648 21:-8.1524627 22:-9.1499346 23:-2.9052927 24:-2.4169751 25:4.599905 26:9.6343703 27:-2.5597967 28:-8.5972708 29:7.4641805 30:-0.68949838 31:0.7671419 32:-9.4767581 33:0.52607825 34:-3.8186455 35:-3.7988502 36:8.0564208 37:2.6667201 38:5.0560095 39:-7.8862589 40:-3.2597194 41:2.5617262 42:-5.8310506 43:10.320828 44:8.8504543 45:-2.8683014 46:6.5737125 47:-8.3228549 48:-2.2868099 49:3.4442806 50:-8.1040206 51:5.9352453 52:7.2848215 53:-7.7566022 54:7.4018802 55:3.3367372 56:-1.1787323 57:7.2155133 58:5.098869 59:-2.865579 60:8.1413242 61:-1.0910632 62:-2.6395545 63:-4.0428374 64:-3.0879922 65:-3.8168844 66:-9.0800207 67:-11.401169 68:9.1119163 69:8.5360241 70:8.9350048 71:9.3359121 72:1.0603055 73:9.1091262 74:0.42073715 75:5.0289332 76:-3.1511733 77:-0.99702824 78:7.9263611 79:7.7404602 80:-1.0195741 81:1.0113772 82:-9.0827459 83:-1.629292 84:0.45132838 85:6.3542225 86:2.1455194 87:-5.8276021 88:-5.325791 89:2.7446362 90:-4.5200617 91:-6.5484264 92:0.49966226 93:-1.7226851 94:-5.2673215 95:2.2055314 96:7.4139575 97:-10.19644 98:-4.0389244 99:-2.4703754 100:3.0972775 101:3.2842556 102:0.85870384 103:-3.930076 104:-3.8150957 105:-1.6841798 106:1.7504167 107:0.30481994 108:-1.363244 109:0.1132511 110:5.4568075 111:7.6643564 112:8.920453 113:1.708912 114:7.9798826 115:9.1578715 116:-8.4458293 117:1.7093923 118:9.4353278 119:-0.23716135 120:3.469448 121:-4.1416333 122:1.5190556 123:8.3897684 124:2.1832292 125:-0.55177817 126:7.409744 127:10.142642 128:7.7966909 129:-0.34326279 130:0.26067125 131:-3.5726272 132:-0.84821245 133:1.6557873 134:9.6528082 135:-8.4623567 136:-3.5565546 137:-5.0984464 138:-2.8882761 139:-1.2392689 140:-3.2028652 141:6.6748723 142:-2.292347 143:-4.4776843 144:-0.2655862 145:-7.6005943 146:8.104149 147:-0.81997728 148:5.0092041 149:6.5537701 150:7.4918906 151:-9.8025673 152:-4.0162286 153:1.5617906 154:5.6033298 155:0.64262403 156:-5.7966855 157:0.9863785 158:5.3119911 159:10.621168 160:-4.3003585 161:-3.7545821 162:-5.5381321 163:8.8134238 164:4.1911762 165:5.1162588 166:7.6910259 167:1.3122621 168:-7.7482286 169:3.4044765 170:2.7830334 171:0.51426095 172:4.3940128 173:-7.2656765 174:1.833088 175:5.0708512 176:7.0594975 177:0.78553428 178:-3.166539 179:0.38748002 180:-2.0941797 181:7.2773114 182:3.1926476 183:-7.0544955 184:-6.53683 185:-5.0892866 186:-1.9612325 187:1.8949439 188:-10.806945 189:3.9377297 190:1.7296511 191:8.2171984 192:9.4808881 193:7.2359064 194:1.8937058 195:4.4908562 196:9.1200718 197:2.6043747 198:2.315256 199:-3.1029867 
--0.27062971100295113 0:3.624823 1:2.8502934 2:7.5039889 3:9.3891043 4:-6.7366934 5:-3.6619449 6:-3.4553717 7:-2.2857215 8:-6.6770625 9:-6.2395379 10:6.8832468 11:-4.8699482 12:-6.6267602 13:-5.6521823 14:-7.5572204 15:5.0277258 16:-4.111579 17:4.3022595 18:-2.145099 19:-0.54186294 20:-1.604518 21:-7.685781 22:-9.012615 23:-5.1450403 24:-1.1424962 25:6.8337494 26:8.3248929 27:0.27871952 28:-9.1305477 29:7.7872444 30:0.66515023 31:-0.95603606 32:-10.469625 33:0.89941107 34:-4.6002628 35:-1.8348625 36:5.5197042 37:3.342888 38:4.4760046 39:-8.7539622 40:-1.302816 41:3.0386163 42:-5.821475 43:8.7926132 44:7.2963662 45:-2.5288295 46:7.4652599 47:-8.5848284 48:-3.8331225 49:3.590535 50:-8.8805949 51:7.0389698 52:8.761897 53:-8.2871251 54:6.9504852 55:5.2786338 56:-2.7587575 57:6.6439291 58:0.22005929 59:-3.0889032 60:5.860377 61:-0.4945156 62:-3.4509618 63:-4.080114 64:-2.0026741 65:-3.7998413 66:-9.9100696 67:-10.314179 68:9.4523622 69:8.9548177 70:7.9192916 71:11.538381 72:1.3378596 73:7.2746315 74:-1.1638297 75:6.0721147 76:-2.019664 77:-1.1170928 78:6.5542462 79:10.853263 80:-1.8422866 81:1.6727338 82:-9.3165148 83:-1.352702 84:2.0868506 85:6.6986568 86:2.0975002 87:-3.4576707 88:-4.0621196 89:0.9137802 90:-3.1177629 91:-3.8630734 92:0.86559493 93:-2.2352052 94:-4.6169299 95:3.3383388 96:6.5807433 97:-10.913704 98:-8.2151356 99:-2.2560849 100:2.8913618 101:3.7677241 102:-1.2152161 103:-3.6445283 104:-5.7515097 105:-2.1337085 106:1.5336075 107:-0.94640671 108:-1.1758256 109:-0.25662638 110:5.5708349 111:7.5253878 112:9.5326734 113:0.44258569 114:7.386565 115:7.8247199 116:-8.1491363 117:2.1430474 118:8.4023523 119:-0.14255348 120:2.0684405 121:-1.9221273 122:3.2113042 123:8.2664843 124:4.4413082 125:-1.2587848 126:7.1188752 127:8.2667716 128:7.186919 129:1.6175409 130:1.7100219 131:1.2130063 132:-0.199733 133:2.4734803 134:6.3536539 135:-7.2103303 136:-3.2731857 137:-5.0069033 138:-4.6865521 139:-1.9780932 140:-2.0259964 141:4.5284682 142:-2.156414 143:-4.3271217 144:1.523819 145:-6.4786564 146:7.8397195 147:-1.1768377 148:4.4678946 149:7.0254278 150:9.09872 151:-9.1440436 152:-1.9815959 153:3.8200954 154:7.1644646 155:4.5466968 156:-5.5929881 157:1.739074 158:3.2398452 159:6.0119262 160:-3.9261982 161:-1.0293011 162:-5.5670014 163:8.419633 164:4.6508339 165:5.8349117 166:7.7200209 167:-0.0078128406 168:-7.6559448 169:4.2826002 170:2.8266348 171:1.5040779 172:5.6554754 173:-10.073929 174:0.45346621 175:3.7939139 176:6.5580631 177:2.2876989 178:-4.8443526 179:-2.7760229 180:-0.44910896 181:4.7462336 182:3.8781421 183:-5.5485558 184:-5.6407457 185:-5.3844575 186:-2.2374712 187:3.8648746 188:-8.0998994 189:1.5908062 190:1.5879483 191:9.0879931 192:9.6447626 193:6.3333523 194:0.63382846 195:5.055947 196:8.7639813 197:0.98446857 198:2.2892673 199:-2.9951534 
--0.076468968994048397 0:2.7305312 1:4.0008241 2:6.5774971 3:9.8940067 4:-7.3383358 5:0.094134722 6:-1.8447558 7:-4.4952716 8:-7.1649089 9:-6.2320035 10:7.0728525 11:-7.2453942 12:-7.8844563 13:-5.0463643 14:-7.1358144 15:5.1388757 16:-4.3045801 17:5.6226971 18:-2.1609196 19:-2.5257243 20:-1.6274589 21:-8.5069042 22:-10.494389 23:-3.2212694 24:-1.8334683 25:4.3253601 26:8.9680404 27:-0.73283471 28:-8.5203876 29:6.9539905 30:-0.28017321 31:-1.5507048 32:-9.7665794 33:1.9938827 34:-4.1402061 35:-2.6047306 36:5.2624383 37:3.5629692 38:3.3335395 39:-7.4850439 40:-5.1236165 41:2.829521 42:-5.5975358 43:11.503892 44:9.8325761 45:-2.3265652 46:7.5796297 47:-8.2750431 48:-3.9873298 49:1.488292 50:-8.7554261 51:7.3093458 52:6.4511851 53:-7.0142537 54:8.3840598 55:4.9166742 56:-2.3646619 57:6.8224059 58:1.7538206 59:-1.2754742 60:6.1227753 61:-1.3603078 62:-4.1089536 63:-3.757686 64:-1.1994384 65:-6.4491995 66:-8.2475353 67:-9.7964353 68:8.7334629 69:8.7745842 70:9.4810023 71:9.3199186 72:0.99121744 73:6.4637624 74:-1.18649 75:6.2213826 76:-2.6015842 77:-2.1645996 78:8.7454833 79:9.2869719 80:-1.36814 81:2.3442328 82:-9.8679629 83:-1.862839 84:0.64534485 85:6.960371 86:1.7633058 87:-5.9304843 88:-4.6962088 89:2.0349699 90:-5.695734 91:-3.8053199 92:0.82434485 93:-2.9211296 94:-4.4220961 95:2.413079 96:6.7544694 97:-9.7977444 98:-6.0755063 99:-4.3196472 100:4.4751677 101:4.5628789 102:-0.34917996 103:-3.4767923 104:-6.1349901 105:-1.8956121 106:-0.3504178 107:-1.2297905 108:-3.2082271 109:-0.91661947 110:4.1633585 111:7.8054431 112:10.041268 113:-1.1587819 114:7.5462976 115:7.348829 116:-9.2851183 117:2.0333256 118:8.7773618 119:1.9202096 120:3.4001247 121:-4.4547653 122:5.8435915 123:9.2719589 124:2.6595167 125:2.349312 126:6.8180783 127:10.064949 128:6.4657078 129:1.9936796 130:1.5359201 131:0.086286561 132:-1.4561803 133:4.5432531 134:7.1364043 135:-7.3527558 136:-3.6878836 137:-1.9516812 138:-3.5173631 139:-0.64558688 140:-3.4937017 141:5.3199225 142:-1.8970324 143:-4.5439939 144:-0.080604303 145:-6.7690047 146:8.2095732 147:-2.3705239 148:3.5437053 149:4.569054 150:6.1178577 151:-10.448984 152:-3.4338972 153:4.2761189 154:3.240965 155:1.1934653 156:-4.4950851 157:1.9632236 158:3.4924624 159:7.8873773 160:-4.5777133 161:-2.1421923 162:-7.3030893 163:8.3741642 164:3.4862797 165:3.9060848 166:9.2707884 167:1.6833164 168:-8.3288706 169:2.5789387 170:1.6976209 171:0.34084766 172:2.9241914 173:-9.0066345 174:2.1883858 175:2.4925383 176:3.8143885 177:-0.37011538 178:-3.4231867 179:-1.9797055 180:0.64169139 181:6.2986322 182:4.6182491 183:-5.2428411 184:-8.6803725 185:-5.1728865 186:-2.7801945 187:3.2320103 188:-9.4518507 189:0.55888457 190:1.6685965 191:7.2706917 192:11.415264 193:4.8145835 194:1.0900596 195:6.5237614 196:8.228772 197:1.5130205 198:1.8217751 199:-1.0864064 
--0.11973251228922908 0:3.3798725 1:5.5799094 2:5.667182 3:11.546955 4:-7.2712868 5:0.38680262 6:-3.0754039 7:-1.3321144 8:-6.5925529 9:-5.2115145 10:7.1318947 11:-4.5822018 12:-7.5555995 13:-2.2783777 14:-6.6112496 15:5.2142897 16:-4.8833323 17:6.1937728 18:-0.24990932 19:-3.2916775 20:-2.5414149 21:-10.066869 22:-11.806976 23:-1.9500443 24:-2.9746168 25:5.7132333 26:9.3464478 27:-1.2046296 28:-9.9794593 29:11.363522 30:-0.15033243 31:-1.3590139 32:-7.9327161 33:1.7136225 34:-3.3828129 35:-2.1973406 36:5.4662111 37:3.8931862 38:1.6838641 39:-9.036563 40:-5.0958185 41:4.7901904 42:-8.5629107 43:9.4519145 44:10.254774 45:-2.9305211 46:7.4200569 47:-9.2835361 48:-3.392258 49:1.9024203 50:-7.4790755 51:5.616598 52:7.0936568 53:-8.0166742 54:6.5146635 55:3.9333957 56:-3.9597221 57:6.8030021 58:2.4322532 59:-2.1915978 60:8.4718036 61:-1.0301026 62:-4.0251237 63:-0.19046656 64:-2.8673449 65:-5.2953813 66:-10.684713 67:-6.7004167 68:10.454153 69:7.2511896 70:9.0187078 71:7.9594924 72:2.1387786 73:7.123791 74:0.13025338 75:5.4038386 76:-3.3301799 77:-1.7560205 78:6.1102222 79:7.8997098 80:-2.5225044 81:1.0889941 82:-7.618936 83:-2.1613915 84:0.20183408 85:5.1541845 86:3.0299199 87:-4.2927894 88:-3.2359869 89:3.0822247 90:-5.5830491 91:-3.8552514 92:1.1275533 93:-2.5101621 94:-4.4949425 95:3.4538811 96:6.5858051 97:-9.3067377 98:-2.9119076 99:-1.4835418 100:4.7589878 101:2.9511529 102:0.96146403 103:-2.7055124 104:-4.9840273 105:-1.8596248 106:2.1259907 107:-1.1055058 108:-3.8103697 109:-2.9352483 110:6.1049472 111:7.9503042 112:7.2572428 113:2.8960308 114:7.9025895 115:7.2671784 116:-9.513106 117:2.911499 118:9.6637147 119:1.4949663 120:1.7053822 121:-4.1772173 122:1.237622 123:8.1658003 124:4.5476773 125:1.1296945 126:8.132479 127:8.9782982 128:5.210768 129:0.96296506 130:0.68050272 131:-1.1410046 132:-1.2066147 133:4.8310944 134:8.7288821 135:-7.1555149 136:-3.126762 137:-2.1634141 138:-3.2745369 139:0.90798093 140:-2.2488545 141:3.2171873 142:-2.1079501 143:-4.4585662 144:1.4505285 145:-6.852477 146:7.4514969 147:-1.5129467 148:4.665727 149:4.5253672 150:6.4637554 151:-10.44269 152:-3.8667393 153:4.956987 154:3.802116 155:1.2414344 156:-5.5767112 157:2.164913 158:4.4991673 159:8.5432891 160:-3.0169853 161:-3.2479987 162:-6.2195204 163:7.7575976 164:6.7375946 165:6.402743 166:8.4316831 167:-0.84765253 168:-6.4721283 169:2.341588 170:3.2266529 171:-2.0603438 172:4.0158897 173:-10.205162 174:2.3988455 175:4.4190815 176:6.8488218 177:2.064953 178:-4.1270782 179:-1.211149 180:-1.0472227 181:4.3462585 182:1.9819412 183:-6.9983031 184:-5.8410405 185:-6.7510584 186:-2.6738637 187:4.1937633 188:-11.087277 189:3.390008 190:0.0040998548 191:7.8841286 192:8.8812773 193:7.1471187 194:1.3713941 195:4.6459833 196:8.9960895 197:1.2203949 198:1.804375 199:-4.5361095 
--0.059598313065510819 0:4.0418195 1:4.7104698 2:7.7076076 3:9.4144659 4:-10.638971 5:0.72010326 6:-1.8964616 7:-4.4656271 8:-6.7557632 9:-6.8141196 10:7.8594209 11:-5.7915988 12:-5.9087844 13:-3.4627818 14:-6.8196012 15:4.9284058 16:-3.755189 17:4.0937508 18:-0.47305975 19:-3.676529 20:-0.4594627 21:-6.7095519 22:-8.6345688 23:-4.0213132 24:-1.4514827 25:5.3011468 26:9.2080895 27:0.37087832 28:-8.143381 29:7.2844351 30:-2.1860405 31:-0.85616685 32:-9.8812641 33:1.5253784 34:-4.7092555 35:-1.4695781 36:5.4998428 37:3.7086995 38:3.0018908 39:-8.5436298 40:-2.2917322 41:2.3044762 42:-7.90724 43:12.147534 44:9.4743996 45:-3.5506519 46:7.274388 47:-8.7959897 48:-4.4761984 49:1.8217328 50:-7.4793305 51:5.2594634 52:5.762192 53:-6.7151396 54:7.2251155 55:4.850533 56:-2.8515948 57:6.4506008 58:2.6864608 59:-2.7956296 60:4.9944861 61:0.83890062 62:-6.2564402 63:-3.320011 64:0.17559747 65:-5.6442565 66:-11.095642 67:-6.8202646 68:11.077388 69:7.8425804 70:8.7206111 71:9.0889846 72:-0.26646188 73:7.3020616 74:-0.73247122 75:4.8255215 76:-3.1233256 77:-4.0523449 78:6.8606388 79:9.0706991 80:-1.5083379 81:1.3237782 82:-8.3271121 83:-1.3040022 84:2.7907403 85:6.5004197 86:2.7250892 87:-5.8300094 88:-4.4472571 89:0.96044371 90:-5.2910394 91:-3.5269734 92:1.1296631 93:-2.0285926 94:-2.1724048 95:4.4143261 96:6.45973 97:-9.2186985 98:-3.1206525 99:-2.1962538 100:5.7338217 101:2.496403 102:0.20417516 103:-3.0340761 104:-6.2270719 105:-3.3403948 106:1.6453643 107:0.057302228 108:-4.1823517 109:-2.1040725 110:5.2314321 111:8.8833626 112:8.7281171 113:1.2661789 114:8.0204254 115:9.1465601 116:-8.6641146 117:2.8060816 118:8.7880913 119:1.2736542 120:1.1153935 121:-2.8945556 122:2.9006489 123:10.607262 124:4.4689968 125:-0.60843162 126:8.5555393 127:8.6342971 128:4.7154822 129:1.6352667 130:0.67326125 131:-1.7064893 132:-3.5000008 133:4.8187168 134:5.5139199 135:-6.1766468 136:-3.9564675 137:-3.3479887 138:-3.5843227 139:-1.3305915 140:-1.51831 141:5.7882044 142:-3.1387017 143:-5.4696733 144:0.18830472 145:-5.7109451 146:9.0527063 147:-1.5113597 148:4.9928851 149:6.8008654 150:8.4295562 151:-9.8903864 152:-4.2457507 153:5.3316237 154:4.7777316 155:-0.40821394 156:-4.0901742 157:0.4668292 158:4.8795827 159:9.2315474 160:-3.7745422 161:-1.1954052 162:-6.5888643 163:9.1983569 164:6.4912162 165:7.5599089 166:9.1921086 167:-0.38394622 168:-7.1545456 169:5.3180615 170:3.0105234 171:0.28996915 172:2.782818 173:-8.1301948 174:2.7755451 175:3.6882822 176:7.4357957 177:2.0100328 178:-3.6576575 179:-0.90308391 180:0.30083403 181:5.7887564 182:3.6444588 183:-7.2062058 184:-6.4397183 185:-6.0717719 186:-1.9423373 187:2.8711365 188:-9.1888076 189:1.9195437 190:-0.78243019 191:7.3531477 192:10.384482 193:7.9077432 194:3.2174666 195:4.322822 196:9.1037802 197:2.5600441 198:1.9868772 199:-0.76674048 
--0.13975745359893221 0:4.9520557 1:3.0142737 2:8.1138493 3:10.345279 4:-7.5846022 5:-1.5716848 6:-4.8632631 7:-3.2731465 8:-6.3712318 9:-6.8239019 10:9.1237544 11:-5.9040717 12:-7.5487884 13:-6.0866539 14:-8.4554289 15:6.8946554 16:-3.4612183 17:5.8962079 18:-0.25150177 19:-2.2106575 20:-2.2449799 21:-9.4563842 22:-7.5110957 23:-4.5075295 24:-3.7380713 25:2.2404818 26:8.7054802 27:-0.91207675 28:-9.9177361 29:7.2676498 30:0.35241389 31:-3.3171862 32:-9.5110677 33:4.5321235 34:-4.8085382 35:-1.8914711 36:5.2187929 37:3.3542716 38:3.8356319 39:-8.8060329 40:-1.6844241 41:1.3342064 42:-5.854785 43:9.1840662 44:8.6576766 45:-3.1211401 46:8.428146 47:-7.4241034 48:-3.42748 49:1.3378545 50:-8.7775044 51:6.5978763 52:7.2145108 53:-6.5558193 54:8.3966127 55:6.5498226 56:-2.3978725 57:7.2335961 58:3.542445 59:-2.414323 60:4.8985455 61:0.026801158 62:-2.4597379 63:-1.862833 64:-2.5728643 65:-6.3437879 66:-8.7729051 67:-7.2210023 68:9.4976324 69:8.3795839 70:8.5459615 71:10.401513 72:-0.28111864 73:8.5602446 74:-0.43171142 75:5.5541748 76:-1.4317224 77:-2.2859419 78:8.1763943 79:9.8541913 80:-3.6888839 81:3.8629333 82:-7.1656827 83:-1.4409056 84:1.1804219 85:5.4025959 86:1.6972519 87:-5.9998526 88:-6.7196446 89:2.2246198 90:-4.3458541 91:-5.1961173 92:1.5086311 93:-2.9783891 94:-4.4892956 95:3.7798874 96:5.357844 97:-11.055357 98:-3.8722698 99:-4.2612706 100:2.8613246 101:5.2896324 102:-0.75861284 103:-5.3246228 104:-5.5219291 105:-2.1794731 106:-0.32220346 107:0.55042754 108:-2.266724 109:-2.1388209 110:4.8347799 111:7.6868621 112:8.5836154 113:0.43061202 114:6.1875603 115:9.0021715 116:-9.0297114 117:2.9698167 118:10.719089 119:0.59138708 120:3.3442357 121:-5.8739211 122:3.0535895 123:10.441144 124:3.668869 125:-0.40405247 126:9.8506014 127:8.6173279 128:6.1699555 129:-0.78260157 130:0.48438522 131:-2.7866498 132:-2.6482999 133:1.9875189 134:7.9344919 135:-7.4195727 136:-2.7735059 137:-3.4883121 138:-3.5855753 139:-1.4569252 140:-0.73558026 141:4.5166045 142:-4.2390132 143:-5.4600085 144:1.7355881 145:-5.7237472 146:7.3882625 147:-2.6993124 148:5.0373804 149:5.3033478 150:6.1558406 151:-10.037292 152:-3.1701324 153:3.6943294 154:3.3737625 155:-0.008201841 156:-4.7939761 157:2.5260932 158:2.5720964 159:8.2682231 160:-1.9871794 161:-2.9371218 162:-6.6625292 163:7.5619054 164:5.06035 165:7.1247093 166:7.9306508 167:1.0705317 168:-7.4198883 169:3.9553998 170:3.0384572 171:-2.2062242 172:5.203735 173:-8.2941086 174:1.7696628 175:2.4985076 176:7.1770544 177:2.9910247 178:-4.0021263 179:-2.1088956 180:-0.95038664 181:5.744214 182:2.846937 183:-7.7022997 184:-5.1960629 185:-6.5633434 186:-1.5324216 187:3.6332417 188:-11.00557 189:-0.35380222 190:1.5592252 191:8.0141783 192:9.7009804 193:7.3573922 194:2.4497651 195:3.9189245 196:9.2720195 197:1.6371988 198:2.8063416 199:-2.6663964 
--0.088308181836160252 0:3.4600182 1:3.8461386 2:5.5863741 3:10.711927 4:-9.1149263 5:0.52944812 6:-3.9806389 7:-2.4858402 8:-5.6521497 9:-6.4539055 10:5.3623547 11:-4.5174055 12:-6.420554 13:-5.8915241 14:-6.8042603 15:4.1845797 16:-5.3842441 17:5.0956377 18:0.12362203 19:-4.0280718 20:-0.16533966 21:-8.6405905 22:-8.3571704 23:-3.3491004 24:-2.8958665 25:5.6567469 26:8.8343046 27:-0.73352679 28:-7.5494341 29:6.789605 30:-0.83796815 31:0.17103582 32:-8.3490297 33:1.5734869 34:-4.5224494 35:-1.0826789 36:6.7515708 37:5.9896512 38:3.2127659 39:-9.377794 40:-4.0316916 41:3.3745527 42:-8.2118234 43:10.236342 44:7.9386069 45:-3.2517302 46:7.4476294 47:-6.0027059 48:-3.6121756 49:2.3803728 50:-7.6406087 51:5.8911249 52:7.6218335 53:-6.6670612 54:5.8522722 55:4.1359195 56:-1.0692655 57:6.4444687 58:4.1359953 59:-2.045012 60:3.7549827 61:-1.3239085 62:-3.1847734 63:-1.7760761 64:-3.2086977 65:-3.9960634 66:-10.685934 67:-8.207665 68:8.9434702 69:9.31002 70:9.9339285 71:8.0034068 72:1.0291973 73:8.2628701 74:0.52500374 75:6.2833007 76:-2.1844993 77:-2.2613905 78:9.4899222 79:9.5314782 80:-2.8806488 81:0.056085674 82:-7.627711 83:-1.8089214 84:2.0900081 85:9.1997587 86:1.7203148 87:-4.3956416 88:-5.5337667 89:2.1985888 90:-3.0788122 91:-3.8126269 92:1.6877219 93:-0.74606996 94:-4.1812007 95:4.1661498 96:9.3322299 97:-7.9830531 98:-4.5420417 99:-2.9049112 100:3.8220228 101:2.3414029 102:0.11692547 103:-2.0545239 104:-5.2859134 105:-1.7706996 106:2.7283317 107:-2.5328778 108:-2.3987161 109:-1.7405752 110:4.0723218 111:7.7099352 112:11.184133 113:0.23299489 114:8.9196943 115:9.5797318 116:-8.0483137 117:1.0307428 118:6.735961 119:-0.11732796 120:1.4497748 121:-2.5854746 122:2.5480212 123:9.3597325 124:4.4809242 125:1.2808178 126:8.6427995 127:9.5472276 128:5.3756839 129:-0.18869511 130:0.1346486 131:-1.9046217 132:-1.2465372 133:1.603366 134:9.913101 135:-8.6193636 136:-2.5494853 137:-4.4962433 138:-5.1241953 139:-2.0921585 140:-0.45723086 141:5.3864298 142:-2.5307919 143:-6.4882191 144:-0.19770665 145:-6.0829781 146:8.5681672 147:-1.5227451 148:3.545658 149:4.5588973 150:5.1284258 151:-9.1139237 152:-4.2116568 153:4.0889274 154:5.9379744 155:2.8694648 156:-4.0096187 157:2.1491592 158:4.5613423 159:7.1577875 160:-1.2936939 161:-2.9679254 162:-7.2503552 163:9.6785974 164:6.1213161 165:6.522677 166:9.5761365 167:3.289498 168:-4.9716691 169:4.6993723 170:3.0457276 171:-1.5565778 172:4.0132545 173:-7.1532929 174:1.1646059 175:2.9800382 176:5.0532857 177:1.7984376 178:-3.3833029 179:-1.9571243 180:-0.16619393 181:6.1061826 182:3.9025215 183:-6.6247181 184:-7.3891936 185:-6.9355554 186:-3.7872521 187:4.5932994 188:-11.098289 189:3.1162455 190:0.53901133 191:8.754734 192:11.930411 193:6.8146698 194:1.979825 195:5.3854713 196:8.6351012 197:2.5916893 198:2.0393858 199:-2.5726446 
--0.040285885267536681 0:5.7367617 1:4.2024802 2:6.5730976 3:9.1624638 4:-6.8944189 5:0.071710878 6:-4.2121701 7:-2.705007 8:-5.7664508 9:-7.7408979 10:7.3472293 11:-5.5640996 12:-7.8059087 13:-3.9314638 14:-8.5648174 15:5.6637656 16:-2.131262 17:3.5363416 18:-1.0859007 19:-3.5502624 20:-3.394509 21:-9.7361847 22:-8.1051965 23:-5.2155663 24:-1.7453782 25:2.8362148 26:9.204749 27:-1.5131655 28:-7.8476866 29:8.4158371 30:0.67581675 31:-1.4041797 32:-10.809516 33:2.0301083 34:-4.6260045 35:-1.8395406 36:5.7062531 37:5.9138219 38:3.1571671 39:-8.8765585 40:-3.1842214 41:4.0141829 42:-7.9358639 43:8.2752203 44:9.6962503 45:-1.5346313 46:6.3172796 47:-8.4679174 48:-3.7120138 49:0.77924735 50:-8.8464306 51:6.2580832 52:7.8339968 53:-6.3303395 54:9.5969229 55:5.7253209 56:-0.36070869 57:6.4420728 58:4.6321108 59:-1.755677 60:6.6662735 61:-1.7973688 62:-1.8702002 63:-5.0629278 64:-1.5627588 65:-6.1919563 66:-10.407015 67:-9.9332757 68:9.6773812 69:6.722486 70:9.3842857 71:7.0629449 72:-0.21034673 73:5.9535935 74:-0.020926975 75:3.1610978 76:-2.920716 77:-2.4496807 78:7.7521632 79:8.6023913 80:-1.2192012 81:2.2469603 82:-7.2102395 83:-1.9670707 84:-1.0370449 85:6.7075755 86:2.9774561 87:-5.4213865 88:-3.8740378 89:-0.70535511 90:-4.8431622 91:-3.3905023 92:1.3988897 93:-2.4006901 94:-3.820605 95:4.4064481 96:7.910794 97:-9.1445037 98:-4.1745667 99:-3.5706544 100:2.0390937 101:3.1490923 102:0.80287086 103:-2.1848456 104:-3.4263962 105:-1.5123243 106:2.4206708 107:-2.3227068 108:-2.7136465 109:-3.055297 110:5.5179702 111:7.5958579 112:11.45918 113:1.2592529 114:8.3173943 115:8.9964612 116:-9.2907938 117:1.8295696 118:9.1753279 119:2.4696121 120:1.6649882 121:-3.076508 122:0.60636964 123:8.4501427 124:3.8527576 125:2.1793149 126:9.0542034 127:9.1501853 128:5.8459774 129:0.59933142 130:0.30514024 131:-0.85134304 132:-2.1443282 133:1.2926965 134:8.8826225 135:-5.1592239 136:-3.9480532 137:-3.9469192 138:-4.2294357 139:-0.37427875 140:-1.8344719 141:5.0137109 142:-3.659513 143:-5.6522542 144:-1.429251 145:-8.0604089 146:7.206996 147:-5.1027936 148:5.530415 149:5.2066229 150:6.5967717 151:-9.9929032 152:-2.2407859 153:2.8588135 154:6.1320112 155:2.4161251 156:-4.5981838 157:1.3933776 158:3.3870099 159:6.1827373 160:-3.313896 161:-2.9519525 162:-5.3896289 163:8.5830569 164:5.5233369 165:6.2530714 166:6.3757585 167:1.0691064 168:-7.3346465 169:3.7143338 170:2.4398868 171:-0.57823734 172:4.9788195 173:-7.7413952 174:2.2154463 175:2.7515635 176:4.9193623 177:0.56445602 178:-3.2748772 179:-2.2176593 180:-0.025951619 181:6.7738077 182:2.5533701 183:-5.4100473 184:-4.9623636 185:-7.8260791 186:-1.8364754 187:3.5686516 188:-10.79882 189:2.0151646 190:-1.230006 191:7.8857822 192:8.9194781 193:7.3092678 194:1.1713813 195:6.6417591 196:8.5226434 197:2.589358 198:1.5522826 199:-2.3164175 
--0.16896187235374205 0:3.2311894 1:4.6270075 2:7.8023295 3:9.2475588 4:-8.0408387 5:1.0994445 6:-2.5635032 7:-1.8910987 8:-7.0069575 9:-5.7466735 10:6.3378999 11:-5.447003 12:-7.4313913 13:-4.598574 14:-6.6420875 15:5.4473073 16:-4.3403201 17:4.3125168 18:-0.68779156 19:-1.7522127 20:-1.2468228 21:-8.4449505 22:-11.035146 23:-1.2932484 24:-2.2575237 25:4.7239856 26:9.8738744 27:-0.1090774 28:-6.5766685 29:8.0019519 30:-1.3511265 31:-2.47322 32:-10.569861 33:4.0082226 34:-6.0078473 35:-0.31155419 36:3.8902501 37:2.7847978 38:2.5761445 39:-11.058816 40:-3.2890841 41:3.2801765 42:-7.7123422 43:8.1182521 44:9.0869842 45:-3.6551919 46:6.1192752 47:-8.0794015 48:-1.8876216 49:2.8835443 50:-8.4394923 51:6.3352884 52:6.8353759 53:-6.6288002 54:10.440198 55:4.518807 56:-3.3765515 57:5.4766821 58:3.4332305 59:-1.2578875 60:5.3137654 61:-0.422272 62:-2.9012431 63:-1.866706 64:-3.606783 65:-5.3938563 66:-7.5462306 67:-9.2252143 68:10.172773 69:10.283423 70:8.0973179 71:8.6615697 72:0.74749016 73:7.8375554 74:-0.33626048 75:3.9130395 76:-3.0811054 77:-0.23131245 78:5.5030755 79:10.851382 80:-1.5031179 81:1.2065165 82:-6.936484 83:-2.4982855 84:1.6741775 85:7.0132052 86:1.3761982 87:-4.0163913 88:-4.9758635 89:-0.068455505 90:-5.9892015 91:-7.195997 92:-0.31353756 93:-2.8703199 94:-4.2258231 95:4.170107 96:6.5024496 97:-9.3012755 98:-3.8461246 99:-3.3894581 100:4.6909322 101:4.4249219 102:-1.0031857 103:-2.8025436 104:-5.5161112 105:-2.418604 106:2.6689766 107:-0.74903383 108:-2.1018641 109:-0.44783793 110:5.8224841 111:7.7036193 112:10.704719 113:2.8932659 114:7.2870443 115:8.114977 116:-9.0489194 117:0.65392823 118:7.6442435 119:-0.63788243 120:1.6419719 121:-2.6624906 122:3.4391306 123:9.5935136 124:3.3642301 125:1.4202104 126:5.3125711 127:11.731802 128:5.2778818 129:1.1821469 130:0.11627141 131:-2.3517979 132:0.96994955 133:1.9158073 134:10.910491 135:-5.8823406 136:-5.2319546 137:-2.2007842 138:-4.4358849 139:-0.47979973 140:-4.1983666 141:5.0660606 142:-5.0368738 143:-2.9899706 144:-0.66659483 145:-6.8737937 146:7.7893996 147:-1.3019893 148:4.9187487 149:7.5169996 150:8.038401 151:-10.663682 152:-4.2493064 153:3.45252 154:5.5262763 155:2.0179336 156:-4.4229018 157:1.9398214 158:3.5129281 159:8.4044332 160:-3.5484278 161:-3.50292 162:-6.4007801 163:6.2472569 164:7.2561863 165:6.1739027 166:5.9685116 167:1.6447594 168:-5.3005485 169:4.3168608 170:1.3268052 171:-2.738704 172:2.5999804 173:-8.1392294 174:1.4530432 175:4.6123857 176:4.6425259 177:1.0316452 178:-4.1608257 179:-2.1478701 180:0.093407141 181:6.044226 182:3.6337321 183:-6.8622686 184:-6.4828343 185:-5.7823998 186:-4.6594084 187:3.2745456 188:-8.9938939 189:4.0752887 190:0.39276366 191:8.448455 192:10.123146 193:7.4109543 194:2.2776458 195:5.7126811 196:9.6988909 197:0.87088577 198:2.868523 199:-0.66617978 
--0.049129227265866424 0:3.2141471 1:4.6806306 2:8.2697752 3:11.274539 4:-8.0992155 5:-1.5052619 6:-4.0609604 7:-2.4072088 8:-4.4308859 9:-4.4565077 10:8.1029018 11:-7.2829013 12:-8.3794976 13:-6.0110598 14:-8.6989513 15:4.7630336 16:-3.105782 17:6.5140324 18:0.87306642 19:-1.923045 20:-1.8998747 21:-8.8837414 22:-9.7593304 23:-5.6051759 24:-1.8407482 25:4.2901406 26:8.6742422 27:-1.7826357 28:-7.9618381 29:7.1653603 30:-0.95728416 31:-1.5227542 32:-8.4545346 33:1.5552863 34:-2.5209828 35:-2.2269665 36:7.0404086 37:4.2811701 38:4.1755697 39:-9.4845164 40:-2.0476541 41:4.581101 42:-7.4918713 43:9.57839 44:8.6558603 45:-0.53941766 46:7.0948082 47:-8.3786336 48:-2.828162 49:1.9547196 50:-7.9454462 51:4.8697727 52:5.4744723 53:-8.1525868 54:7.2981248 55:2.1160217 56:-2.1912371 57:7.2795327 58:2.0999538 59:-2.0839727 60:8.3464993 61:-0.19935574 62:-3.0923726 63:-3.6107153 64:-3.3767368 65:-5.8229747 66:-6.2505393 67:-7.9863197 68:8.7712814 69:7.3874569 70:7.0584499 71:8.8259663 72:-0.81597843 73:7.4668261 74:2.4987389 75:5.5579725 76:-0.92245519 77:-2.0142582 78:7.7735205 79:7.7712123 80:-1.6316675 81:1.0468163 82:-7.8687896 83:-2.7442869 84:-0.22866649 85:8.6543956 86:2.6641692 87:-4.9841061 88:-4.2463118 89:-0.43357483 90:-5.75492 91:-4.7792683 92:0.080562766 93:-1.2176572 94:-3.9290327 95:2.2581534 96:8.3054522 97:-11.110233 98:-6.0504765 99:-3.6638207 100:5.0700681 101:3.6775416 102:1.9453193 103:-4.3541368 104:-5.7250182 105:-3.2078629 106:2.4995675 107:-0.81423418 108:-1.2229524 109:-2.5844288 110:6.6529534 111:8.9193343 112:8.2807961 113:-0.51146678 114:7.8981787 115:8.6049264 116:-9.6590677 117:1.1541544 118:9.5549616 119:0.028455721 120:4.0644542 121:-4.7985642 122:3.2998693 123:8.229637 124:4.1649957 125:0.28018692 126:5.9768752 127:6.6189395 128:3.9054833 129:0.89785168 130:-0.23952304 131:-0.51865296 132:-1.1119199 133:3.8100603 134:9.3467064 135:-6.3332651 136:-4.4155471 137:-2.8990929 138:-3.586865 139:0.6990923 140:-3.2909247 141:4.9738494 142:-3.5918616 143:-3.44544 144:0.81615028 145:-5.6223634 146:8.0149835 147:-3.6891848 148:5.2200826 149:4.5383908 150:5.4269661 151:-10.44551 152:-2.5519494 153:2.5816219 154:5.8087245 155:2.0451676 156:-6.0997025 157:2.5454228 158:4.675343 159:7.0032209 160:-2.985878 161:-3.317242 162:-6.6437187 163:8.3525286 164:6.1658392 165:6.4493455 166:7.8176078 167:1.2934785 168:-6.4391413 169:3.2036043 170:1.7188994 171:-1.0155245 172:5.1382757 173:-7.0516462 174:1.4601557 175:3.6326742 176:6.6726699 177:2.2125251 178:-3.1096145 179:1.3228007 180:-0.32755492 181:5.9135133 182:2.86652 183:-5.2596565 184:-7.0127702 185:-8.1811658 186:-3.5219709 187:3.0668128 188:-9.5299435 189:1.8885117 190:0.80575945 191:9.6105035 192:9.8472296 193:10.466077 194:4.0497466 195:4.1763795 196:9.1154373 197:3.3095097 198:3.222529 199:-1.541878 
--0.023986126028617407 0:4.9004791 1:5.2351468 2:5.4157457 3:8.798422 4:-6.3474056 5:-0.66809954 6:-2.6549356 7:-2.5829178 8:-7.4677992 9:-2.8936738 10:5.8073262 11:-6.9918972 12:-6.8159406 13:-2.7022695 14:-6.7425571 15:5.454047 16:-3.4664795 17:7.0414134 18:-0.57364873 19:-2.5865565 20:-0.61538343 21:-8.4468877 22:-10.592708 23:-3.3012889 24:-1.5042539 25:4.9027007 26:7.8286204 27:0.87458008 28:-9.3161411 29:7.6564991 30:-0.90683875 31:-2.0112663 32:-9.5957451 33:2.8253118 34:-4.73454 35:-3.1574851 36:6.2961596 37:5.0876843 38:3.4540477 39:-7.8955564 40:-2.7826976 41:4.609602 42:-6.4488488 43:9.5896727 44:7.4992688 45:-1.8366294 46:6.1326304 47:-5.649469 48:-5.579318 49:2.6932363 50:-5.7119325 51:4.2208553 52:7.3094488 53:-7.0560732 54:7.1899011 55:3.9224896 56:-2.7020196 57:8.3956232 58:1.6921743 59:-3.8188346 60:4.8524643 61:-2.5786882 62:-3.4430598 63:-4.3939376 64:-3.3725677 65:-5.1965273 66:-9.1150533 67:-7.7535847 68:9.8968151 69:9.8224331 70:6.9331575 71:8.1563214 72:-1.8498574 73:8.1526379 74:-1.6597464 75:6.2033741 76:-3.2108691 77:-3.6127977 78:6.1750488 79:10.470822 80:-1.821829 81:1.7988468 82:-6.0216761 83:-3.0205061 84:0.92794139 85:5.5339186 86:2.1627681 87:-6.7498928 88:-4.1700277 89:0.8043407 90:-5.039973 91:-5.0954298 92:2.2861858 93:-1.6413842 94:-2.1887279 95:3.2986477 96:7.4119753 97:-8.8263736 98:-5.2616482 99:-3.1035241 100:2.612296 101:4.438925 102:-0.19802228 103:-1.9302254 104:-4.9054746 105:-0.88682008 106:1.7243216 107:-1.0596476 108:-1.4024892 109:-1.2843046 110:7.1147972 111:8.0707839 112:8.357053 113:2.3089112 114:7.4583435 115:7.8837896 116:-9.1536795 117:3.7576212 118:8.012242 119:1.0529677 120:2.3374844 121:-2.3087076 122:1.6375849 123:10.447176 124:4.4601021 125:-0.27180394 126:8.6220666 127:8.3892695 128:6.6387565 129:1.5253194 130:-0.65880904 131:-1.5904319 132:-2.2440867 133:2.2391194 134:8.7991341 135:-7.4148447 136:-5.0467233 137:-4.7321504 138:-4.6681253 139:-1.4170259 140:-3.8618124 141:5.977306 142:-1.6547016 143:-2.8380479 144:0.60628642 145:-5.9634192 146:7.1776542 147:-2.4740777 148:4.3058933 149:6.8980388 150:7.3846773 151:-10.358003 152:-4.5568486 153:3.2547632 154:6.4269783 155:0.61348059 156:-6.1387664 157:1.1277507 158:3.8859538 159:9.1098164 160:-3.4206277 161:-4.1845686 162:-6.452114 163:9.8780242 164:6.3271113 165:4.8207834 166:6.3290387 167:0.10421111 168:-7.1020103 169:3.734921 170:1.451196 171:0.77705031 172:2.3705854 173:-9.5357243 174:2.8498838 175:4.1233996 176:7.2517579 177:3.2253704 178:-2.8869462 179:-1.8962455 180:-1.310205 181:4.3279377 182:3.2516691 183:-6.6326403 184:-7.0577546 185:-4.0774092 186:-3.2235666 187:4.5975688 188:-10.551755 189:1.361137 190:1.5950094 191:8.3763571 192:7.9983182 193:7.7593596 194:2.813762 195:5.443848 196:8.3396274 197:1.5653099 198:3.1753379 199:-3.2823502 
--0.14468634500358363 0:4.5812759 1:6.3533101 2:5.2677384 3:9.4904763 4:-7.7517795 5:-0.79360463 6:-2.6041583 7:-2.5522264 8:-5.1455783 9:-4.3146459 10:8.8144988 11:-6.5617007 12:-8.3583185 13:-4.7296325 14:-6.2266166 15:2.8719606 16:-6.3058947 17:4.4197901 18:-0.22629963 19:-1.8956298 20:-2.4272867 21:-8.081702 22:-9.6872322 23:-2.8577201 24:-1.6486085 25:5.0069436 26:6.7427584 27:0.12007176 28:-7.9112032 29:9.9803422 30:-0.65835237 31:-0.15934574 32:-9.1260895 33:4.5569252 34:-3.7583631 35:-0.97229 36:8.2210255 37:6.3093207 38:3.4475203 39:-9.4879532 40:-0.95769392 41:3.3563746 42:-5.9721993 43:8.3219466 44:7.918176 45:-2.2013583 46:6.2828205 47:-8.3535813 48:-4.5241821 49:0.73559845 50:-7.4994959 51:3.2753581 52:5.9206217 53:-6.5935879 54:7.0502018 55:4.5160628 56:-1.2014408 57:6.6539729 58:1.8585938 59:-3.3096661 60:6.5601441 61:-0.15229026 62:-4.0497125 63:-3.7539885 64:-2.2984453 65:-6.7725205 66:-10.352608 67:-6.8866172 68:6.8811079 69:7.4028186 70:8.4921976 71:8.9694757 72:0.67663511 73:8.9739185 74:-0.38522989 75:4.7678397 76:-2.6463925 77:-2.0300269 78:8.3216881 79:9.7679186 80:-2.1372447 81:1.2779237 82:-8.1136919 83:0.39334349 84:0.17291882 85:6.8275201 86:2.5171839 87:-4.901997 88:-5.6518705 89:1.0902208 90:-5.1651824 91:-4.8946586 92:-0.11239921 93:-1.8343917 94:-3.3991342 95:3.3586283 96:7.6309209 97:-10.671706 98:-4.6966864 99:-3.9464603 100:2.7005653 101:4.7425967 102:3.2948272 103:-0.80762951 104:-5.5792799 105:-2.7116102 106:1.7440577 107:1.5836824 108:-1.0136798 109:-1.1229182 110:5.1168091 111:7.7155724 112:9.5410403 113:2.2165946 114:6.2006836 115:8.1761377 116:-7.7010791 117:0.058018329 118:9.0040395 119:0.66132405 120:1.6665032 121:-3.8106076 122:3.5519045 123:10.275092 124:3.8802424 125:-0.69568829 126:8.2014357 127:7.7449675 128:4.5644427 129:0.60045135 130:0.058928496 131:-1.9450762 132:-1.1901005 133:4.7252609 134:10.431387 135:-6.4072045 136:-4.0106722 137:-4.5519834 138:-3.5068689 139:-3.1534731 140:-2.246965 141:4.893159 142:-2.1337528 143:-3.3196898 144:0.36593692 145:-7.9132669 146:9.0875115 147:-3.4272627 148:3.729443 149:5.5367282 150:6.8379224 151:-11.860142 152:-3.053479 153:4.2372211 154:7.2112481 155:1.8538158 156:-5.1636229 157:1.0514849 158:3.2691939 159:7.3381449 160:-4.9985221 161:-1.6743763 162:-6.3269671 163:5.5250712 164:6.7265428 165:8.3903009 166:6.6886301 167:1.8044141 168:-4.4112733 169:5.3346833 170:3.2294881 171:0.4219563 172:2.0740486 173:-8.2138195 174:2.1684258 175:5.2613102 176:5.7845331 177:1.6054373 178:-4.6244195 179:-1.1829254 180:0.096090039 181:5.0911329 182:3.3988376 183:-5.0136881 184:-6.7253549 185:-4.445599 186:-5.0526508 187:2.5077398 188:-10.157942 189:0.71907156 190:0.1588869 191:8.1104797 192:9.4841303 193:7.2759317 194:2.2724427 195:7.0000402 196:9.5515107 197:0.5386431 198:0.9263166 199:-0.89596537 
--0.066322443341158097 0:2.3733453 1:5.8104924 2:6.6796839 3:9.3478027 4:-9.0500949 5:0.17425865 6:-1.961579 7:-1.4812777 8:-7.1222922 9:-6.1119234 10:7.342464 11:-5.728533 12:-8.8530785 13:-4.9916411 14:-7.3795989 15:1.8401759 16:-2.5916134 17:4.2159003 18:-0.18113698 19:-2.6961059 20:-1.9068253 21:-7.3811349 22:-9.865021 23:-0.55809056 24:-3.5817656 25:4.1288372 26:7.6636736 27:-2.3623674 28:-8.5808225 29:9.8150822 30:-3.3179457 31:-1.1353759 32:-10.065794 33:3.3212268 34:-5.3940879 35:-1.7458963 36:7.8423147 37:4.7103116 38:1.7355785 39:-7.9264674 40:-2.7849977 41:1.7280761 42:-8.5833836 43:11.130363 44:7.8425037 45:-5.510564 46:8.04834 47:-8.5330739 48:-3.7002928 49:2.0509143 50:-7.586612 51:5.3997706 52:6.4182676 53:-6.4144152 54:7.5382898 55:4.2836827 56:-2.4528765 57:8.3474588 58:2.438549 59:-4.8257233 60:5.002004 61:-1.455423 62:-4.2190301 63:-4.0150565 64:-0.82718192 65:-4.9713756 66:-9.5911108 67:-8.5418576 68:10.191575 69:7.315246 70:8.4052051 71:8.8411517 72:0.85608973 73:6.4396978 74:-1.8960897 75:5.2903678 76:-3.3051905 77:-1.6099309 78:8.1510545 79:9.7812112 80:-1.961426 81:1.5492482 82:-7.3329807 83:-0.61658573 84:-1.3474946 85:8.7021749 86:2.446452 87:-4.2885608 88:-3.815003 89:2.5855054 90:-5.212466 91:-4.1391826 92:1.7995198 93:-4.7711464 94:-5.5624725 95:3.2911363 96:7.3448005 97:-9.3007257 98:-4.3007675 99:-2.0900367 100:3.8208505 101:3.4309804 102:1.2358289 103:-3.0621321 104:-5.9551792 105:-0.39237376 106:0.37873004 107:-1.0312329 108:-1.7913503 109:-1.2950224 110:5.7277736 111:6.5836277 112:9.035619 113:2.1769191 114:8.4246781 115:8.6665731 116:-11.379611 117:0.020234495 118:10.262588 119:1.366106 120:0.95589987 121:-1.9065168 122:3.0188911 123:9.8714166 124:0.68251935 125:0.84730042 126:6.4955164 127:8.6442445 128:6.0638227 129:2.7540817 130:1.4517274 131:-1.3145322 132:-2.7570247 133:2.9760697 134:10.06527 135:-7.188019 136:-3.5848341 137:-3.854565 138:-2.907912 139:-0.19385535 140:-5.1735499 141:5.353755 142:-1.1642662 143:-3.5307303 144:1.2202829 145:-7.1491094 146:9.3139762 147:-3.8391074 148:7.0074288 149:6.1378455 150:6.7755805 151:-9.9326724 152:-5.0517232 153:3.1313672 154:5.4380359 155:1.206285 156:-5.6998097 157:3.7944001 158:3.0425058 159:7.3013102 160:-5.3471394 161:-2.5550945 162:-6.3907135 163:9.0293158 164:5.3301329 165:7.0951561 166:6.5050917 167:-0.2165962 168:-8.6412048 169:3.9821835 170:2.8065326 171:-1.4653937 172:4.3808135 173:-7.2390593 174:2.2286359 175:2.759727 176:6.3607112 177:1.4303058 178:-3.3328298 179:-1.8375823 180:-0.42925397 181:5.4226291 182:3.0220036 183:-4.7847814 184:-6.6713722 185:-6.6022415 186:-3.9284582 187:4.953572 188:-9.3310538 189:1.2786474 190:-0.55844113 191:8.2090852 192:7.7433723 193:6.261804 194:2.324668 195:5.5108958 196:8.9811281 197:2.8036833 198:2.0332611 199:-2.9060304 
--0.10027185989284523 0:4.6103024 1:4.3101515 2:7.070386 3:10.371124 4:-7.8448646 5:-0.54300207 6:-2.8138797 7:-2.8580623 8:-4.2431347 9:-5.7959849 10:7.1639401 11:-6.3701497 12:-7.0920766 13:-4.6489174 14:-7.7933404 15:5.011809 16:-5.0336886 17:5.0993704 18:-1.9275616 19:-0.60686054 20:-0.63503331 21:-7.2292849 22:-10.334486 23:-3.0726391 24:-3.6947261 25:5.0317506 26:7.955196 27:0.19374139 28:-10.887269 29:7.8946181 30:-1.2927837 31:-0.8597072 32:-9.4951653 33:2.0265563 34:-4.9183164 35:-1.8145736 36:7.7269915 37:4.6369393 38:4.6572227 39:-8.6547677 40:-2.487954 41:4.4419835 42:-8.1427639 43:10.26552 44:8.2893067 45:-2.5853573 46:7.3076812 47:-7.7224679 48:-5.0129342 49:1.5298033 50:-7.4197072 51:7.2371182 52:6.7862198 53:-4.8621025 54:6.2329358 55:4.1627979 56:-0.99538428 57:8.4057345 58:4.3709368 59:-4.3887426 60:7.0831246 61:-1.0174834 62:-4.5379715 63:-2.4420959 64:-2.5943912 65:-4.1006501 66:-8.5870373 67:-7.561007 68:8.3923358 69:9.9478217 70:8.3654192 71:8.4058721 72:1.6842122 73:7.5183616 74:-2.1165752 75:5.0462853 76:-2.9993494 77:-2.0403774 78:9.3357539 79:8.725574 80:-1.2451181 81:0.73079324 82:-6.0615166 83:-1.8553057 84:3.1458965 85:7.3717236 86:1.2159565 87:-4.2788403 88:-3.1130172 89:0.82030927 90:-4.5236822 91:-5.5537408 92:-0.18937975 93:-2.1970792 94:-2.7089175 95:4.8758083 96:7.634559 97:-9.6549972 98:-5.2052901 99:-2.6164032 100:4.9976499 101:1.8792195 102:2.7008822 103:-1.7373052 104:-8.7783224 105:-1.6155446 106:1.6092895 107:-2.1085164 108:-1.4719177 109:-2.210499 110:5.4755434 111:9.2983923 112:6.8642548 113:1.4823056 114:10.241292 115:7.3892993 116:-9.172922 117:1.8967748 118:9.0311204 119:0.048291178 120:1.3517487 121:-3.4281971 122:1.7158201 123:11.587012 124:3.5402586 125:1.0064893 126:7.5258172 127:8.7307183 128:5.7008703 129:-2.9016762 130:0.78002357 131:-1.7039031 132:-0.74516283 133:5.0413705 134:7.8623803 135:-8.3447375 136:-2.503539 137:-4.7153225 138:-1.8233194 139:-1.154831 140:-2.9582535 141:3.9523614 142:-2.5097345 143:-2.5458286 144:-0.92446761 145:-7.8173056 146:6.8019124 147:-1.2270943 148:4.7744224 149:5.4240831 150:5.8922856 151:-10.00421 152:-3.4367634 153:3.8463082 154:5.0310867 155:2.2741982 156:-4.9837663 157:1.9420049 158:4.2768943 159:9.3746735 160:-3.7551329 161:-2.0056457 162:-5.4024976 163:8.1463614 164:5.3684736 165:5.5107937 166:7.0816785 167:1.3604141 168:-6.9026625 169:3.67531 170:3.7937027 171:-2.1088181 172:4.0233017 173:-9.4720502 174:2.2858727 175:3.412571 176:7.1661325 177:3.1202633 178:-3.0501202 179:-2.2425313 180:0.82663793 181:6.7376201 182:4.6483602 183:-6.4491928 184:-5.7004772 185:-4.9019545 186:-0.96762008 187:3.7003935 188:-11.695082 189:2.8672531 190:0.82483942 191:7.3536513 192:11.31005 193:8.9893622 194:4.3031259 195:5.2149744 196:9.408125 197:3.0089784 198:3.2460216 199:-2.9732324 
--0.021294571820290428 0:2.5847412 1:5.2544307 2:6.6882755 3:11.663753 4:-7.8513623 5:0.097457498 6:-2.0879277 7:-3.3427788 8:-6.2225811 9:-4.982107 10:7.1529986 11:-3.7653008 12:-6.2424814 13:-5.0628078 14:-8.9135004 15:6.5216975 16:-5.5653262 17:7.0447702 18:-0.60112584 19:-2.8080272 20:-1.1907788 21:-6.9261433 22:-10.439951 23:-2.2459625 24:-1.6094423 25:6.6473843 26:9.1641664 27:0.08041992 28:-8.3366238 29:7.7962432 30:-0.46347532 31:-2.4084481 32:-10.242533 33:2.3580609 34:-3.8536083 35:-2.8309779 36:5.5186369 37:4.2679045 38:3.6267665 39:-6.9308538 40:-3.5583561 41:3.8016636 42:-6.75792 43:9.9104182 44:10.762231 45:-0.028046066 46:8.8279349 47:-7.0939241 48:-3.0880954 49:1.1831434 50:-5.7978349 51:5.5694725 52:6.065164 53:-6.5017284 54:7.5460971 55:4.3618309 56:-2.2890034 57:6.0192948 58:3.3784043 59:-2.8859328 60:6.1314157 61:-1.2106375 62:-2.691206 63:-0.30619567 64:-3.5070188 65:-3.908945 66:-9.006573 67:-9.781508 68:9.7818639 69:7.5777792 70:9.1327276 71:8.0910141 72:0.52392158 73:5.8224202 74:-1.0828364 75:4.1219921 76:-3.1698582 77:-3.1089432 78:9.4033134 79:7.9577378 80:-2.0634359 81:0.71001122 82:-8.861232 83:-1.4495219 84:0.6622828 85:7.2498611 86:0.56574726 87:-3.7454715 88:-5.513054 89:0.23896085 90:-6.1114798 91:-6.5787519 92:-0.038371125 93:-2.5357622 94:-4.4916158 95:4.3900505 96:6.8420469 97:-10.439659 98:-3.3960996 99:-1.6466609 100:5.1640004 101:4.2642409 102:-0.94217355 103:-2.3972955 104:-4.6985085 105:-2.212052 106:2.0672312 107:0.35371496 108:-1.0464922 109:-2.2826786 110:6.6701247 111:7.2964457 112:7.1452237 113:1.8163177 114:9.4617175 115:9.3265553 116:-8.2754985 117:1.2979657 118:10.453839 119:2.4828777 120:2.4394626 121:-3.4416692 122:2.0298201 123:9.689847 124:2.390324 125:-0.77425308 126:10.366618 127:8.8412459 128:5.382888 129:1.7088818 130:0.20089002 131:-0.22254987 132:-1.6824507 133:2.1415962 134:9.4164271 135:-8.4494471 136:-3.1151869 137:-2.6964753 138:-3.0018918 139:0.20386546 140:-2.6356856 141:5.7606881 142:-1.9754221 143:-3.9929234 144:-2.1896846 145:-4.9233006 146:8.3853993 147:-1.6020948 148:4.9848266 149:6.4866838 150:6.5833947 151:-9.8798867 152:-3.0037374 153:3.2961303 154:5.0101511 155:0.70262393 156:-6.2200648 157:3.0119576 158:6.3299978 159:8.8241442 160:-3.5795849 161:-3.9676152 162:-5.7549287 163:8.4968176 164:5.7915516 165:4.3231173 166:8.2650991 167:-0.26400924 168:-8.1687166 169:1.4269577 170:2.7444377 171:-1.63673 172:3.1808429 173:-9.3221223 174:3.1669591 175:2.5215971 176:7.0550837 177:2.7209195 178:-3.0150342 179:-2.9478328 180:-0.57938434 181:6.5979918 182:2.0023756 183:-4.1643536 184:-7.0233494 185:-5.9329554 186:-3.3798147 187:3.9218714 188:-10.080626 189:2.1139955 190:-1.2000898 191:8.6213648 192:11.006005 193:6.2929778 194:3.0388744 195:5.9190741 196:8.4697664 197:1.2682023 198:2.9833941 199:-2.4719262 
--0.21559247544940421 0:5.5097468 1:4.8075078 2:7.8431481 3:10.565274 4:-8.5363887 5:0.55532857 6:-4.5492554 7:-1.8277488 8:-7.4253206 9:-5.379042 10:7.7132947 11:-5.5448351 12:-5.980916 13:-2.9463829 14:-8.7488363 15:3.6586348 16:-2.8828198 17:7.1052015 18:-0.059106986 19:-0.85887161 20:-1.3659613 21:-8.5848346 22:-10.634457 23:-3.4301 24:-1.8108384 25:4.687641 26:8.2127232 27:0.5666937 28:-10.798525 29:8.820039 30:0.6546087 31:0.52305929 32:-9.7514956 33:1.2382564 34:-4.1575018 35:-3.1527645 36:5.165395 37:2.1512983 38:3.5248507 39:-10.918687 40:-2.9029551 41:2.1862445 42:-7.8357962 43:10.760621 44:7.3789401 45:-2.805598 46:7.8847517 47:-6.859666 48:-3.0678966 49:2.019814 50:-7.6880109 51:4.5393854 52:5.447489 53:-5.8200623 54:8.215805 55:6.2172117 56:-0.77395488 57:7.7828642 58:2.9728194 59:-2.91111 60:5.0859788 61:-1.1285062 62:-3.2486475 63:-2.4076371 64:-3.8248233 65:-5.7713111 66:-9.5668617 67:-8.1310764 68:9.2853221 69:9.0169354 70:6.3060718 71:8.1264491 72:-2.6232106 73:7.3189441 74:0.17072241 75:6.2546384 76:-2.7638769 77:-1.9396484 78:7.0285717 79:9.0198584 80:-2.5594363 81:1.360287 82:-10.123168 83:-2.0888871 84:-0.3486043 85:6.7790348 86:2.638489 87:-6.2245268 88:-5.0010708 89:1.7246253 90:-6.0621338 91:-5.1409427 92:2.0670064 93:-0.86542422 94:-4.6582566 95:3.3413648 96:6.6336389 97:-8.9833141 98:-4.5923739 99:-2.292367 100:1.8670242 101:4.6850565 102:3.0386909 103:-0.56755398 104:-4.6704241 105:-1.4772826 106:-0.045549954 107:-0.83877532 108:-1.6881054 109:-2.927883 110:5.5871802 111:7.3123526 112:8.2526679 113:3.6855829 114:7.5856637 115:8.3861617 116:-9.7693518 117:0.91259358 118:10.774873 119:2.0370925 120:2.0413937 121:-5.7420555 122:2.1271902 123:10.557983 124:5.7187602 125:-0.42345777 126:5.2553336 127:7.3792474 128:4.8459983 129:-0.53749833 130:2.0926456 131:-0.49590609 132:-3.2817235 133:3.9514476 134:10.08615 135:-6.5494885 136:-2.0493681 137:-2.8386481 138:-3.6370265 139:0.13890079 140:-3.3332259 141:4.7209758 142:-2.9300548 143:-4.3523939 144:-1.1734096 145:-6.5859607 146:8.4537621 147:-2.7559219 148:6.0697426 149:3.4098558 150:7.0627757 151:-10.190468 152:-4.5455677 153:4.9564341 154:3.9041251 155:0.56427784 156:-4.2249313 157:3.3789956 158:5.6379741 159:8.7384217 160:-4.5315369 161:-4.4457298 162:-6.158035 163:9.8315825 164:5.0805279 165:4.2558348 166:7.2884126 167:-0.38234306 168:-8.5327046 169:4.7295071 170:4.5421667 171:0.24675187 172:3.7893886 173:-9.413378 174:2.073049 175:5.1812918 176:7.2913347 177:-0.27762029 178:-3.1558365 179:-0.21257692 180:-1.1952315 181:4.831796 182:2.5584188 183:-5.7260785 184:-6.2632236 185:-8.2884408 186:-3.3577368 187:3.588786 188:-9.3976354 189:4.2700526 190:1.720147 191:8.6810965 192:9.0452615 193:8.4782199 194:2.409738 195:5.2338083 196:8.8983913 197:1.2138113 198:1.9930286 199:-3.9322894 
--0.13275066020343815 0:3.9896901 1:5.837447 2:8.036305 3:10.20891 4:-6.7245126 5:-1.1715145 6:-1.6611203 7:-3.8723262 8:-7.3604109 9:-5.7398697 10:7.8846128 11:-5.9017599 12:-7.0498558 13:-4.0000938 14:-9.5112334 15:6.5010912 16:-2.7605801 17:5.1353071 18:0.26087091 19:-3.3139475 20:-1.4445111 21:-6.4505764 22:-9.8448904 23:-2.6410845 24:-0.87266781 25:4.1021521 26:9.3646857 27:-0.97884977 28:-7.2895242 29:9.6264341 30:-2.3408477 31:-2.3929192 32:-8.4247891 33:2.3791048 34:-4.9594094 35:-1.4994558 36:8.022803 37:4.4477621 38:4.4149691 39:-9.4728874 40:-4.7548477 41:2.3842637 42:-8.1311188 43:9.7644075 44:7.0672296 45:-3.5105097 46:6.7663059 47:-6.7656428 48:-4.2445492 49:1.8895383 50:-6.3531954 51:7.8911459 52:6.2064848 53:-5.7787107 54:7.6501297 55:5.7989498 56:-3.4928519 57:6.5136937 58:2.8042763 59:-2.915618 60:7.099505 61:-1.5767175 62:-2.6603513 63:-3.3548534 64:-0.79464126 65:-5.267834 66:-9.7572442 67:-7.8346523 68:7.1790067 69:7.53619 70:9.0481416 71:7.1968672 72:-1.7871299 73:6.4785543 74:0.70835807 75:5.1356485 76:-2.4543784 77:-0.73057296 78:8.7656174 79:8.8505725 80:-1.0261633 81:0.043538691 82:-8.5817987 83:-0.51062863 84:1.787977 85:7.9055102 86:2.9707579 87:-6.514666 88:-4.2051728 89:1.3467884 90:-3.364384 91:-4.8577976 92:2.0888603 93:-3.7656112 94:-3.5202661 95:4.5948863 96:6.828222 97:-11.421507 98:-2.9703469 99:-3.1014892 100:4.0832565 101:4.2644336 102:-0.9832751 103:-3.2838986 104:-5.8852847 105:-2.2630934 106:1.1926781 107:-1.0296003 108:-1.1571964 109:-2.5352813 110:3.7708384 111:7.270514 112:6.5372464 113:1.5330399 114:8.9372356 115:9.2099082 116:-9.1464262 117:1.9444504 118:9.2447731 119:0.39096205 120:3.201443 121:-3.5890611 122:3.0076795 123:8.4813162 124:5.1510148 125:-1.5724029 126:7.5904151 127:9.0349068 128:4.415442 129:0.71041655 130:0.8898121 131:-2.0564096 132:-2.1218415 133:2.0104862 134:10.416557 135:-5.7503992 136:-3.1817969 137:-3.7524173 138:-5.5083276 139:0.69842141 140:-1.8507524 141:6.8411023 142:-2.0555163 143:-3.955279 144:0.48200521 145:-6.9110752 146:8.20443 147:-3.8197158 148:4.3269358 149:6.326883 150:8.9518085 151:-8.4302793 152:-2.1222244 153:4.9111354 154:5.1573149 155:1.2638153 156:-4.3286174 157:4.9711228 158:4.0350244 159:6.5873747 160:-0.97150992 161:-1.7248459 162:-7.3749055 163:8.7289624 164:5.0135121 165:5.3284863 166:5.6310433 167:0.048979298 168:-6.552896 169:3.9136123 170:3.3211159 171:-1.8535054 172:3.0267865 173:-8.6043689 174:1.8604193 175:1.8310237 176:6.9777362 177:1.8026427 178:-4.5790261 179:-2.261535 180:0.15200644 181:7.9038572 182:5.7292122 183:-6.0521023 184:-6.3995837 185:-7.4448574 186:-2.6500351 187:3.4154918 188:-10.913641 189:2.0443927 190:0.85791852 191:9.1810904 192:10.704639 193:6.9443056 194:3.4883436 195:3.7434671 196:10.296048 197:1.7962899 198:0.54823884 199:-2.3878416 
--0.12423025547629644 0:3.3149421 1:3.9831013 2:6.1756813 3:8.6463945 4:-8.218879 5:0.73312494 6:-3.7588443 7:-2.364613 8:-7.3148099 9:-4.9828654 10:9.4369612 11:-5.0610451 12:-10.297325 13:-4.8019717 14:-7.3953752 15:6.0851761 16:-3.9138609 17:6.064601 18:0.067932876 19:-1.9780969 20:-1.8652678 21:-8.4581689 22:-10.799337 23:-3.4779684 24:-2.2780036 25:4.3410462 26:8.4073198 27:-0.97269661 28:-8.3954959 29:10.656608 30:-0.70124357 31:-1.7407825 32:-10.250653 33:0.63849089 34:-4.6584601 35:-2.2228672 36:6.4562372 37:3.9108382 38:2.7884907 39:-7.9293256 40:-1.0594363 41:4.587322 42:-5.2492192 43:10.090031 44:9.2767252 45:-3.1202532 46:7.6524378 47:-7.5678176 48:-5.5089102 49:2.8246143 50:-8.5174778 51:5.2560113 52:7.8710639 53:-6.1266823 54:9.4777573 55:6.4031537 56:-3.0984479 57:7.8786523 58:3.9506889 59:-2.8926768 60:6.7280152 61:-0.82413091 62:-3.4419958 63:-3.485028 64:-2.4123534 65:-5.2944386 66:-8.01818 67:-9.5454026 68:9.2789766 69:9.8731752 70:8.9758668 71:9.3929371 72:1.7139566 73:4.7922993 74:-1.035763 75:4.8996521 76:-2.5819051 77:-2.8556144 78:6.6556224 79:9.3776496 80:-1.8013605 81:2.7698386 82:-8.1577145 83:-3.0286161 84:-0.76337261 85:6.5572049 86:0.88816087 87:-6.1198004 88:-3.4004528 89:0.70910481 90:-8.2488459 91:-4.696898 92:0.83276663 93:-3.2077848 94:-4.9377715 95:5.8086622 96:6.9551875 97:-8.2393091 98:-3.5848919 99:-2.3726043 100:4.2302646 101:4.0101876 102:0.40181983 103:-1.2198169 104:-5.767898 105:-1.2962072 106:-1.9534372 107:-0.9461324 108:-1.8966811 109:-0.68674606 110:6.7965976 111:8.2603427 112:8.6620967 113:3.0177137 114:10.850995 115:8.1624335 116:-10.036216 117:1.9632042 118:9.3952931 119:0.59270374 120:1.1167986 121:-4.20762 122:1.4500815 123:10.999699 124:4.7229048 125:1.3650088 126:7.2989945 127:8.7215743 128:4.3100981 129:-1.0390321 130:0.31785937 131:-1.0263948 132:-0.77604961 133:3.9220162 134:10.967502 135:-6.3299202 136:-3.2296936 137:-4.3859268 138:-3.4031069 139:-1.5470727 140:-1.4035752 141:5.2357185 142:-2.6819634 143:-4.9615086 144:1.1013186 145:-6.3009409 146:8.394337 147:-1.9644553 148:5.2424302 149:6.4516915 150:7.8515105 151:-9.4156503 152:-2.9050864 153:4.1244781 154:6.3897687 155:-1.102344 156:-4.6973715 157:2.8421045 158:4.5992216 159:6.8695436 160:-1.7328705 161:-2.7609945 162:-8.473148 163:10.20839 164:6.1375828 165:6.3644274 166:9.9542551 167:1.7534434 168:-5.8800661 169:1.523707 170:2.7119347 171:-0.6394068 172:4.0814542 173:-8.9849411 174:1.2738916 175:5.2671337 176:6.3210913 177:0.38693077 178:-2.3858194 179:-0.64316888 180:0.6456536 181:6.7093155 182:2.7185703 183:-5.6761479 184:-6.5082086 185:-4.9419621 186:-1.8617256 187:1.6413531 188:-9.922797 189:3.4670442 190:-1.5098377 191:8.4616546 192:9.9318792 193:8.7019916 194:3.877156 195:6.5280373 196:8.6036885 197:2.7529235 198:3.4843319 199:-0.51429391 
--0.0079108909636737453 0:2.1100477 1:3.7313538 2:5.6447319 3:10.119691 4:-7.5908719 5:-1.432225 6:-2.8807125 7:-3.0516773 8:-5.1801047 9:-4.1059062 10:5.5687875 11:-5.5509557 12:-8.1571844 13:-4.4689629 14:-7.5701827 15:5.7977193 16:-3.0474874 17:4.4711845 18:-1.0692333 19:-1.7757759 20:0.31944165 21:-7.7256442 22:-7.9891386 23:-3.7649129 24:-2.1447682 25:5.0984075 26:7.6247705 27:-2.106142 28:-8.2935811 29:7.236886 30:0.65132954 31:-1.2256266 32:-9.9791422 33:1.6806481 34:-6.1478571 35:-1.8003926 36:4.7421663 37:6.2952685 38:4.1807584 39:-9.2017287 40:-2.3835441 41:2.2732077 42:-7.4813651 43:9.5534138 44:8.2940554 45:-2.3921413 46:6.5894261 47:-8.7605709 48:-2.8564784 49:0.60895107 50:-6.8101372 51:6.8261716 52:4.6494418 53:-8.774763 54:8.2532429 55:6.1011689 56:-0.69588924 57:8.016053 58:2.0438787 59:-2.5069886 60:4.2569176 61:0.2761908 62:-2.3344168 63:-1.8028355 64:-1.8240752 65:-2.890214 66:-11.752676 67:-8.2118448 68:9.5198734 69:6.7521654 70:7.8732977 71:10.260006 72:-1.0772536 73:9.1015659 74:-1.2800519 75:5.1916205 76:-1.8001266 77:-2.0074326 78:8.5083017 79:9.617651 80:-0.084148435 81:2.035715 82:-9.075067 83:-2.9216568 84:-0.47003579 85:7.8556912 86:2.9663094 87:-5.2684038 88:-3.7467124 89:1.423346 90:-5.7353919 91:-4.6476127 92:1.8476446 93:-2.8838901 94:-3.1168383 95:6.5323145 96:7.369077 97:-10.032784 98:-4.9063421 99:-2.11916 100:3.5654298 101:2.7720915 102:2.1122934 103:-4.3100389 104:-7.0613455 105:-2.6056699 106:1.6962724 107:-1.5599748 108:-1.2448077 109:-1.4626744 110:4.9032511 111:8.0291654 112:7.5558597 113:1.7698616 114:8.4139022 115:8.6649318 116:-9.1642226 117:1.0002713 118:7.9989604 119:1.2300246 120:2.5327238 121:-2.6103611 122:1.5470447 123:7.6072908 124:3.0779893 125:-0.28868944 126:6.7684656 127:9.649183 128:3.8753276 129:1.5470562 130:1.7547543 131:-1.3654313 132:-1.9837006 133:1.2521116 134:8.2612164 135:-3.8450339 136:-5.4648003 137:-4.2630862 138:-4.6817594 139:-0.86154729 140:-2.3989827 141:5.3551337 142:-2.5221604 143:-4.9867634 144:-0.2275268 145:-6.7849395 146:7.1419131 147:-1.2554747 148:4.0715441 149:7.3999041 150:6.2190931 151:-10.924421 152:-4.4834799 153:4.8503479 154:4.0190121 155:0.77081674 156:-5.0575873 157:1.2704164 158:4.1454497 159:7.5439417 160:-4.2321862 161:-1.536156 162:-4.7280886 163:7.5989538 164:4.7311981 165:5.6929008 166:7.6440265 167:1.8424485 168:-7.8059705 169:3.6364869 170:2.612973 171:-1.2799641 172:4.6511503 173:-8.4530964 174:1.9207073 175:2.7234188 176:5.3163673 177:3.0812281 178:-3.1755461 179:-1.7685503 180:-2.5378126 181:4.3883038 182:3.0508341 183:-4.2096684 184:-5.9972821 185:-4.7757512 186:-2.2467686 187:3.8498764 188:-11.381686 189:4.6339805 190:-0.25491423 191:7.4494854 192:10.600139 193:8.4663751 194:2.5309565 195:6.1921332 196:8.3552146 197:1.6263339 198:2.328591 199:-1.0463653 
--0.060010964759949735 0:3.853161 1:3.6883024 2:7.2965093 3:8.1685732 4:-8.1956193 5:1.0140873 6:-3.6149901 7:-3.4142985 8:-7.4534995 9:-5.5202874 10:6.8161909 11:-6.0771771 12:-6.7734072 13:-4.360981 14:-5.4422574 15:6.1705662 16:-4.0965081 17:5.3323036 18:-1.2093393 19:-2.9633333 20:-0.36542689 21:-8.5958432 22:-9.4407718 23:-5.2029731 24:-1.8644268 25:5.1255064 26:7.4291896 27:-1.333704 28:-7.0434317 29:10.36398 30:0.21748464 31:-1.5241612 32:-9.2446599 33:3.8104135 34:-3.2540872 35:-0.47620013 36:6.8734422 37:4.7293927 38:4.4500651 39:-8.7134972 40:-4.0974104 41:3.0751124 42:-8.3028604 43:8.9795799 44:10.158478 45:-2.6522965 46:5.1505127 47:-7.6855276 48:-2.7667747 49:1.2142224 50:-7.8039311 51:6.1085044 52:7.5115405 53:-7.267105 54:8.4016492 55:3.4791202 56:-2.7667331 57:6.1678112 58:3.1564892 59:-2.9005436 60:6.8348692 61:-1.0711519 62:-3.7507005 63:-3.0346758 64:-1.7260652 65:-5.0503518 66:-9.1315826 67:-7.3568229 68:9.6262705 69:6.9814529 70:8.1200499 71:9.6006816 72:-0.40027689 73:7.7448979 74:-0.29369053 75:5.3669955 76:-3.9993849 77:-2.1085605 78:8.7536525 79:8.3185735 80:-0.51622662 81:-0.86610827 82:-8.4694917 83:-2.6685086 84:2.2463255 85:6.6558591 86:2.8936083 87:-5.2684029 88:-2.7086966 89:0.46102385 90:-5.5277181 91:-6.3842134 92:-0.02903887 93:-0.78991995 94:-3.4620512 95:4.0171512 96:5.6142863 97:-10.362465 98:-4.0889371 99:-4.4624052 100:3.6984657 101:3.8239646 102:2.4854854 103:-3.9645838 104:-6.3798194 105:-0.33756356 106:1.3467474 107:0.76184921 108:-3.361533 109:-2.3476834 110:4.5581811 111:8.2258995 112:7.747819 113:3.8433616 114:7.1487137 115:8.5210182 116:-6.1295482 117:1.9172004 118:8.5752965 119:1.1871928 120:3.1605031 121:-3.1338414 122:2.5810997 123:8.6463457 124:4.7602977 125:1.1714269 126:6.9344195 127:8.1813389 128:5.3286213 129:-0.074149214 130:2.048998 131:-2.6272196 132:0.45670632 133:3.5299147 134:9.7140827 135:-6.046435 136:-4.5692155 137:-3.2656907 138:-1.5993226 139:-2.1311716 140:-2.1836605 141:3.9691407 142:-1.6743596 143:-5.4400527 144:0.46065945 145:-6.3417733 146:9.6142679 147:-1.3982447 148:4.2698054 149:2.809308 150:5.3200633 151:-10.654017 152:-3.2935064 153:1.9990416 154:5.1667561 155:0.58570918 156:-5.4813436 157:3.4027596 158:2.6082269 159:7.7782073 160:-2.1024605 161:-2.5434947 162:-6.1370065 163:9.0138336 164:5.6678315 165:3.7473242 166:6.4828139 167:0.52842091 168:-5.7719495 169:4.0420232 170:3.497408 171:-1.4103777 172:3.8072615 173:-9.8500051 174:3.6404114 175:4.576504 176:5.9237143 177:1.5216059 178:-2.7997834 179:0.71270573 180:0.13127358 181:5.1542971 182:5.0944811 183:-5.2345025 184:-8.5473429 185:-7.0866265 186:-2.4135227 187:2.3396355 188:-9.2701961 189:1.6518438 190:0.68712312 191:7.895519 192:10.380267 193:7.8288076 194:3.6916128 195:4.9370183 196:7.864775 197:1.3512248 198:2.5174145 199:-2.681604 
--0.0059110306274531565 0:2.1871674 1:5.0544347 2:6.5090564 3:9.3440433 4:-9.1177665 5:-0.10769839 6:-4.428703 7:-2.0726016 8:-6.2978443 9:-6.0074769 10:8.7400299 11:-8.0111885 12:-9.7929008 13:-5.2146954 14:-7.4758202 15:4.7592334 16:-4.3104209 17:4.557877 18:0.39514255 19:-1.0320967 20:-1.8909883 21:-7.398765 22:-6.9090267 23:-1.9738662 24:-2.0300763 25:3.1666338 26:8.409345 27:-1.6221343 28:-9.7657421 29:6.9297716 30:-0.51260423 31:-0.25063682 32:-9.8337555 33:3.1809326 34:-4.5026704 35:-2.3999807 36:5.2182363 37:4.618632 38:1.2349216 39:-8.981631 40:-3.7914594 41:3.042331 42:-8.8038115 43:10.325593 44:8.3281687 45:-3.7656186 46:7.3387349 47:-7.0264307 48:-2.4570377 49:2.1759412 50:-6.1173337 51:4.8584226 52:7.3737818 53:-6.6578759 54:7.787916 55:5.3206138 56:-2.5813771 57:5.9785026 58:3.8090407 59:-4.3792347 60:8.2542497 61:-0.56266056 62:-3.4874329 63:-2.2605135 64:-2.48901 65:-5.118922 66:-9.649532 67:-6.9653271 68:7.8438202 69:7.9091137 70:8.3406868 71:9.0416853 72:-0.8700734 73:8.5495126 74:1.3889279 75:4.1767602 76:-3.1659033 77:-1.9102863 78:8.5322763 79:10.064942 80:-2.6488 81:0.78719745 82:-8.0483356 83:0.2318406 84:0.46275531 85:6.1867468 86:3.9458592 87:-4.161405 88:-4.8107286 89:0.53158323 90:-6.9197245 91:-3.9430158 92:2.5988057 93:-2.4129987 94:-5.5336027 95:4.894085 96:7.4366358 97:-9.9768887 98:-2.9234482 99:-4.9516725 100:3.5657192 101:5.5181884 102:1.4438636 103:-3.0570571 104:-4.8040898 105:-0.80981076 106:1.0998415 107:-1.5573619 108:-2.5920612 109:-0.1045385 110:5.0108917 111:7.2708742 112:9.040745 113:0.051593562 114:7.2701054 115:10.957691 116:-11.102756 117:-0.76609586 118:8.3220232 119:0.2036556 120:2.0444208 121:-1.3113519 122:2.2761334 123:9.4180684 124:3.0306971 125:0.48892672 126:7.5718543 127:9.2532143 128:5.0220785 129:-0.13931141 130:0.36697547 131:-2.199834 132:-3.1566718 133:2.1898628 134:7.9036318 135:-6.6827359 136:-3.9759558 137:-4.434477 138:-2.5480617 139:-0.20576002 140:-3.0292403 141:5.1352027 142:-3.0500011 143:-4.1724403 144:0.16461428 145:-5.3314575 146:9.046253 147:-0.21314698 148:4.5410968 149:5.4345134 150:7.0006133 151:-10.134458 152:-4.6920401 153:2.2817649 154:6.2988588 155:0.93613621 156:-3.1932277 157:2.2394233 158:5.2339291 159:8.8081489 160:-5.6227564 161:-1.7584341 162:-7.2602832 163:9.5312101 164:6.1893128 165:5.6549254 166:7.2646635 167:-0.46277864 168:-7.0550795 169:3.2057118 170:3.4814319 171:0.88822457 172:4.5887976 173:-7.5095172 174:1.8492998 175:3.1732194 176:6.9395868 177:2.1398251 178:-2.3654001 179:-2.0206817 180:-1.7621751 181:7.319011 182:2.2418359 183:-6.1276587 184:-5.1586387 185:-6.1908946 186:-1.4210494 187:6.2040319 188:-9.6432443 189:1.242595 190:1.3627604 191:8.5671214 192:11.327859 193:7.6126504 194:0.62341375 195:5.1969612 196:8.6566744 197:3.039884 198:2.2100032 199:-2.8864568 
--0.059700885838489898 0:1.4824271 1:5.3856032 2:7.3875402 3:9.3621571 4:-8.8306391 5:-0.72926067 6:-3.4519062 7:-2.8174938 8:-6.2218616 9:-6.7553319 10:5.2430039 11:-4.6409968 12:-7.7214651 13:-3.6728467 14:-6.5451821 15:4.5316035 16:-4.3363484 17:5.5823378 18:0.52371832 19:-1.7075168 20:-2.9465 21:-6.5638423 22:-10.382641 23:-3.9719292 24:-2.4602809 25:4.9296549 26:6.849233 27:-2.7164696 28:-9.5191854 29:6.7582317 30:-2.1930653 31:-1.724924 32:-11.339332 33:0.89143693 34:-3.7026668 35:-2.4780809 36:5.0578533 37:4.3630251 38:2.9429958 39:-10.462893 40:-2.2175886 41:2.2044173 42:-7.5383135 43:12.044283 44:8.0192959 45:-2.7414678 46:7.6543163 47:-6.3183057 48:-2.1028165 49:1.0125427 50:-7.3656015 51:6.230375 52:6.9107135 53:-7.5718931 54:7.6587223 55:5.208969 56:-2.4052021 57:7.0185516 58:2.0571996 59:-2.8916989 60:4.9848371 61:-0.95359199 62:-3.3244877 63:-0.43542184 64:-1.7665859 65:-5.1340667 66:-10.619504 67:-10.4312 68:9.9156459 69:9.1164762 70:8.9631056 71:9.5150268 72:-1.1127661 73:7.6789992 74:0.95510316 75:5.9482856 76:-2.6607482 77:-1.401046 78:7.0875998 79:9.1513914 80:-1.1589897 81:2.1601124 82:-9.4060132 83:-1.2037226 84:0.24678838 85:6.1713184 86:2.2770356 87:-5.7505003 88:-2.3735638 89:-0.19634162 90:-4.0943941 91:-5.3547608 92:1.0190894 93:-3.8280542 94:-3.5413369 95:3.6958269 96:7.9681634 97:-9.304345 98:-5.0163792 99:-3.6981114 100:4.8259804 101:5.9276435 102:-0.35864283 103:-3.6614307 104:-5.7614929 105:0.03824466 106:1.7202166 107:-1.3670736 108:-2.8809972 109:-1.3214076 110:5.6865565 111:5.8131399 112:9.5601338 113:2.4551423 114:9.0182143 115:8.5150259 116:-6.7788329 117:1.7744082 118:7.5092545 119:-0.22257589 120:2.6354457 121:-4.5512415 122:0.77924259 123:9.1500251 124:3.4141562 125:0.49319005 126:8.7486832 127:9.2893467 128:6.0234588 129:0.3920305 130:-0.90227453 131:-0.42163319 132:-0.75056143 133:3.9922615 134:7.7802851 135:-6.4907477 136:-2.65778 137:-6.7817407 138:-3.5483172 139:-1.4013802 140:-2.4097687 141:7.0927579 142:-4.7700294 143:-4.6597506 144:1.8182568 145:-7.0318147 146:8.7566788 147:-0.42568134 148:4.0395669 149:6.5671401 150:6.7291714 151:-9.1425084 152:-2.5152608 153:3.4847723 154:5.1585172 155:3.4556272 156:-4.0002891 157:3.0707599 158:2.6705391 159:8.4629931 160:-5.1185769 161:-3.3049615 162:-8.5058301 163:8.9811327 164:4.9806526 165:6.3325942 166:8.1324788 167:1.6647345 168:-6.5541707 169:3.8182372 170:3.1957067 171:0.2405537 172:3.8316842 173:-7.5211246 174:2.2615373 175:4.3406573 176:5.9823646 177:3.3035325 178:-4.887535 179:-3.1484029 180:2.4134642 181:6.5115006 182:2.6986746 183:-6.1584195 184:-5.8865261 185:-5.6009731 186:-3.2882136 187:3.9859315 188:-9.9898684 189:1.5688906 190:1.8627162 191:9.4622204 192:10.070937 193:6.3882505 194:2.1053097 195:6.3692236 196:8.1942938 197:3.8635516 198:1.6680336 199:-0.46719275 
--0.13585208233294557 0:5.471085 1:4.3157158 2:6.3714483 3:7.5591165 4:-8.5039968 5:-1.0429023 6:-2.2781761 7:-3.7702412 8:-7.4986255 9:-6.9085234 10:5.6305726 11:-5.397813 12:-5.6477389 13:-4.2894362 14:-8.4678658 15:4.8692225 16:-3.6982143 17:5.1693672 18:-0.1758881 19:-2.4202701 20:-1.837702 21:-8.5134737 22:-10.892303 23:-3.8043807 24:-1.8263167 25:4.5821139 26:8.7416494 27:-2.1439472 28:-9.3217896 29:9.314509 30:-1.5742378 31:-0.90824306 32:-9.0116832 33:2.8413704 34:-3.4306046 35:-0.64658415 36:7.4290905 37:3.7766577 38:1.4055078 39:-9.6641448 40:-3.8135637 41:3.6551684 42:-5.6436832 43:11.187102 44:8.282485 45:-1.7002303 46:5.4951887 47:-6.7447762 48:-0.14021536 49:2.7747099 50:-7.0681967 51:5.1225141 52:6.5023247 53:-6.8099916 54:5.7684111 55:5.5562424 56:-1.800561 57:8.7237566 58:2.851584 59:-2.1227726 60:5.3291697 61:-1.3293346 62:-2.1383694 63:-5.2135791 64:-3.4296148 65:-5.9475916 66:-11.080317 67:-7.0021426 68:8.7065815 69:9.8165473 70:8.3246498 71:8.10649 72:-0.69547687 73:7.3066324 74:-1.3777248 75:4.8949554 76:-0.84850555 77:-2.5995765 78:7.8038457 79:9.47605 80:0.6823459 81:1.9896667 82:-10.306551 83:-1.651826 84:0.91733075 85:9.3242397 86:1.9188002 87:-6.3863111 88:-3.7283409 89:0.20081023 90:-4.6904973 91:-2.4951256 92:2.0679622 93:-2.4028393 94:-5.2155909 95:6.1135549 96:7.606835 97:-7.2183373 98:-3.5431606 99:-2.6190259 100:6.1765973 101:4.2240354 102:1.1305919 103:-3.3835184 104:-4.985509 105:-2.5405909 106:2.2636902 107:-0.51425442 108:-2.4898548 109:-1.2578665 110:5.0619922 111:8.8079036 112:9.927176 113:1.3704696 114:9.0617168 115:7.35989 116:-9.796658 117:-0.69645105 118:8.7879775 119:-0.40554719 120:2.3190158 121:-3.5826448 122:3.1224308 123:10.705573 124:3.9414933 125:0.3718999 126:9.8266694 127:8.8827701 128:6.06385 129:0.086455424 130:0.61388302 131:-2.5711077 132:-3.809791 133:2.6866751 134:9.1574087 135:-5.747397 136:-3.5504442 137:-3.7801695 138:-2.8699537 139:-0.88508841 140:-0.042428838 141:5.4486715 142:-2.5696206 143:-4.7382125 144:-0.76952523 145:-6.0190422 146:7.0635459 147:-2.1605114 148:4.2296737 149:5.7304007 150:8.4052671 151:-9.9064803 152:-2.5560607 153:2.9333244 154:6.9539923 155:3.5134346 156:-5.2101845 157:1.9757895 158:5.653524 159:9.0950742 160:-4.4914191 161:-2.3417605 162:-6.9440695 163:9.6343467 164:5.7576962 165:5.3604105 166:7.8276546 167:-0.17220898 168:-7.2391913 169:4.6153341 170:2.5281376 171:-0.31204116 172:3.6794077 173:-7.8382363 174:-1.1953499 175:4.5400651 176:5.6352427 177:1.1468694 178:-5.9085192 179:-0.34868299 180:-2.074857 181:6.88592 182:4.7145355 183:-6.0467801 184:-7.587857 185:-4.7267333 186:-2.2411202 187:4.1238243 188:-10.27225 189:1.0010902 190:1.2949614 191:7.7935494 192:10.468524 193:7.1820651 194:2.1247484 195:5.0709093 196:7.6818624 197:2.752723 198:1.1327657 199:-1.1564841 
--0.06575526443504176 0:3.9788812 1:5.1967596 2:6.8348412 3:8.2912951 4:-8.0488765 5:0.29157641 6:-4.0536743 7:-4.4086336 8:-6.3265418 9:-5.7634802 10:3.7436074 11:-5.3293177 12:-6.9842265 13:-6.8201444 14:-6.7659776 15:5.6736806 16:-5.5054496 17:5.9342408 18:0.54868685 19:-0.79661796 20:-1.5893505 21:-8.321092 22:-8.8657496 23:-1.2101004 24:-2.8351292 25:5.63637 26:8.3081986 27:-0.98812785 28:-8.9432737 29:9.178885 30:0.68142411 31:-3.2310967 32:-9.6581926 33:3.5209391 34:-4.7867779 35:-1.3490703 36:5.4874417 37:4.4810229 38:3.6180237 39:-8.9533656 40:-2.9126563 41:1.642372 42:-6.868343 43:9.3715035 44:8.2067038 45:-3.2189999 46:6.6756267 47:-6.4969738 48:-4.4823883 49:2.0960321 50:-6.5976507 51:5.8580142 52:7.3155301 53:-7.46161 54:7.7785324 55:4.5333644 56:-2.8040808 57:7.7138613 58:3.0751097 59:-3.3551264 60:4.9266401 61:-1.0973996 62:-3.7877759 63:-2.8755226 64:-4.3520049 65:-3.8922668 66:-9.1527757 67:-7.8985433 68:10.295229 69:8.8463438 70:7.0174633 71:8.0509018 72:0.60323012 73:8.1370738 74:-0.84202486 75:5.1901519 76:-2.7691224 77:-3.5145926 78:8.3820219 79:10.368864 80:-2.3011226 81:0.086063129 82:-7.5557013 83:-3.2175683 84:0.55880855 85:6.941089 86:1.6341523 87:-5.990373 88:-7.0040751 89:1.7662328 90:-4.9535645 91:-4.2775071 92:0.96292965 93:-0.5839312 94:-1.6833944 95:3.7767598 96:8.3954454 97:-9.9701178 98:-5.3571466 99:-3.8687946 100:3.2603993 101:3.3988748 102:-0.22913523 103:-2.4483438 104:-4.3016116 105:-2.4021647 106:0.89070025 107:0.0093183348 108:-1.1101056 109:-0.71091594 110:4.7269076 111:7.2365783 112:9.0918038 113:1.5040796 114:8.140899 115:8.8838624 116:-9.7384838 117:2.7110993 118:9.0903943 119:0.60221597 120:3.3504325 121:-3.090358 122:2.4367432 123:11.533137 124:4.6989757 125:0.78693215 126:7.3009329 127:9.4343857 128:6.0962688 129:0.27569272 130:0.98153993 131:-3.8445587 132:-0.56031163 133:0.56153936 134:10.621884 135:-5.8604495 136:-1.7804837 137:-5.2883816 138:-1.7630597 139:-0.35029465 140:-2.9160209 141:4.704517 142:-0.97253757 143:-5.2080529 144:0.7036253 145:-4.8414102 146:6.8252339 147:-1.0954849 148:3.384553 149:5.648178 150:7.174716 151:-9.6361522 152:-3.5522739 153:3.6889374 154:7.9643593 155:1.8622145 156:-5.6033543 157:2.6934057 158:5.0842916 159:9.2430503 160:-3.850866 161:-2.1804573 162:-7.1356516 163:9.4494653 164:2.2998655 165:5.092987 166:5.4892423 167:-1.1572008 168:-5.210874 169:4.7621942 170:4.7405036 171:-1.3735306 172:4.7597889 173:-8.0313241 174:2.8289086 175:4.75313 176:7.6375478 177:0.60688691 178:-3.9032493 179:-0.5903549 180:-1.1549453 181:7.7909853 182:2.5183355 183:-5.4703915 184:-6.4123355 185:-5.4388932 186:-2.5006242 187:4.0829445 188:-9.5924682 189:2.3040748 190:1.1966822 191:6.9270191 192:7.9979787 193:6.9962816 194:2.5673881 195:6.0905389 196:7.7732211 197:1.9600091 198:2.5866633 199:-1.2656609 
--0.071201814261046145 0:4.4384408 1:5.5727347 2:6.7337123 3:11.354293 4:-6.4740664 5:-0.039207312 6:-2.8372596 7:-2.2271049 8:-3.0956105 9:-6.2509914 10:8.7288218 11:-4.9793479 12:-7.3721088 13:-5.8486533 14:-8.2030392 15:5.9937087 16:-3.4264509 17:5.5458605 18:0.7203938 19:-3.3657115 20:0.29800821 21:-7.911647 22:-8.9711125 23:-2.6399465 24:-2.9727018 25:4.6979262 26:7.3291481 27:0.80404417 28:-8.0846263 29:8.2725296 30:-0.38403761 31:-1.3683856 32:-8.4905047 33:0.49783703 34:-3.795127 35:-2.5315103 36:5.2837335 37:3.2958265 38:1.8131927 39:-9.5256691 40:-3.021687 41:3.9999127 42:-6.3752888 43:11.89662 44:10.873983 45:-2.6395122 46:7.6664064 47:-7.7954915 48:-4.0415976 49:2.2299895 50:-7.3989821 51:5.411877 52:7.5345423 53:-8.5237942 54:7.9931727 55:5.3283713 56:-2.7571997 57:8.3941878 58:4.085295 59:-2.1700165 60:7.0474142 61:-1.1523165 62:-4.496827 63:-3.6353229 64:-2.2468609 65:-5.0503851 66:-11.261883 67:-7.4852483 68:8.8623271 69:9.0906123 70:9.4452432 71:9.9273416 72:-1.0891313 73:5.9836575 74:1.4275317 75:4.0327955 76:-0.93448044 77:-3.7917878 78:9.1366773 79:9.3152733 80:-1.759849 81:2.2557065 82:-7.7233828 83:-0.61941676 84:-0.84705958 85:6.763856 86:2.629771 87:-3.7256693 88:-4.6280683 89:0.55976423 90:-5.5087929 91:-6.8147327 92:2.6130516 93:-2.9705889 94:-2.0061881 95:6.1344442 96:8.2200212 97:-10.967322 98:-5.7133485 99:-4.2605968 100:5.06717 101:3.3896039 102:-0.16487823 103:-2.9433521 104:-5.0690835 105:-1.8204595 106:0.15456805 107:0.096617501 108:-3.0349581 109:-1.5568469 110:5.5307387 111:5.9935031 112:8.3340881 113:1.2367667 114:7.4374896 115:10.599225 116:-9.7559708 117:3.6836627 118:9.7874967 119:-0.30407946 120:2.0219763 121:-3.6223257 122:3.6052903 123:10.085212 124:6.2555699 125:1.870613 126:8.2518925 127:8.5366607 128:5.7748427 129:0.84124196 130:2.2080326 131:-1.479643 132:-1.8577112 133:2.6251042 134:9.7071693 135:-6.9780722 136:-3.7980149 137:-3.3348259 138:-3.7725197 139:-1.3503477 140:-3.0867816 141:4.5626861 142:-3.0107652 143:-3.4742669 144:1.6291975 145:-7.7671462 146:8.5205806 147:-2.5027655 148:4.6967192 149:5.3284377 150:4.7649279 151:-8.4059676 152:-2.9748046 153:2.5986894 154:5.7869922 155:0.61887039 156:-5.9007062 157:1.5351586 158:3.7796009 159:6.8058049 160:-4.7203156 161:-2.1127393 162:-6.4823177 163:7.3347476 164:6.4496995 165:5.4751394 166:7.4962606 167:0.45332782 168:-6.5093655 169:4.9840928 170:1.9875238 171:1.0849133 172:3.1915742 173:-9.8176414 174:1.2620484 175:2.4977019 176:5.9150681 177:2.843157 178:-3.4494105 179:-1.299797 180:0.39842039 181:5.8314341 182:5.3230938 183:-3.7373649 184:-7.6726066 185:-7.4520668 186:-1.5155993 187:4.4731603 188:-10.167641 189:2.9058717 190:1.1169892 191:7.4473239 192:8.4207347 193:7.8422779 194:1.793694 195:5.79896 196:9.3264214 197:0.81457566 198:3.3452725 199:-2.7183267 
--0.0060000353181847684 0:3.7845851 1:5.510678 2:7.6552876 3:9.7868016 4:-7.2833492 5:-0.33594578 6:-3.4077928 7:-2.0916685 8:-7.5091941 9:-5.9460681 10:5.412763 11:-5.0410275 12:-6.0678172 13:-5.3682801 14:-7.0719334 15:4.6669892 16:-4.6920543 17:5.8662812 18:0.53654117 19:-2.6806117 20:0.115306 21:-7.1859742 22:-9.3416796 23:-3.87671 24:-3.4102 25:4.4870903 26:9.7153149 27:-1.4777592 28:-10.010337 29:7.1113384 30:-2.7897564 31:-1.1816815 32:-9.5348672 33:3.583968 34:-4.9183256 35:-0.59653265 36:6.9450579 37:3.2449577 38:-0.10339268 39:-8.4544547 40:-3.7130672 41:3.3673821 42:-6.8081122 43:9.0160254 44:9.1193893 45:-3.1419735 46:7.9100265 47:-8.6121747 48:-3.8065265 49:3.1453096 50:-7.5043982 51:6.997028 52:6.6594735 53:-8.2673961 54:6.7668733 55:3.2322237 56:-3.532703 57:6.8488468 58:3.9503437 59:-2.8119494 60:6.168533 61:1.3242454 62:-2.5006795 63:-4.3033738 64:-1.4872985 65:-4.3827912 66:-7.3041226 67:-9.1409518 68:8.7850015 69:9.9632867 70:7.0529678 71:10.153188 72:1.0103735 73:5.1257664 74:-0.70036813 75:3.7628223 76:-2.9231238 77:-0.45307034 78:9.6121603 79:11.043588 80:-0.32432523 81:1.8155855 82:-8.5164888 83:-2.4930994 84:2.5735819 85:8.8788908 86:2.5925143 87:-3.1633408 88:-4.2838785 89:1.4960966 90:-5.7573616 91:-4.6101639 92:1.33227 93:-1.2598268 94:-5.0255823 95:6.0594726 96:7.814531 97:-9.2793262 98:-4.8068157 99:-3.3268242 100:3.9263829 101:5.0528026 102:1.4268944 103:-3.4094095 104:-4.6341476 105:-1.0403311 106:2.0429866 107:-0.57316484 108:-0.19422336 109:-0.34051211 110:4.4673682 111:9.0581182 112:9.7983106 113:1.7582658 114:7.160535 115:9.0301384 116:-9.6512344 117:1.8001688 118:8.6797101 119:1.1044293 120:1.8914491 121:-4.9146741 122:2.1562595 123:8.8478435 124:4.9249436 125:-0.55711927 126:8.2682799 127:8.9573014 128:5.7150545 129:0.2393151 130:0.95250934 131:-1.8820125 132:-1.1027962 133:2.7878349 134:8.8363691 135:-7.7467846 136:-3.7584506 137:-3.3877708 138:-2.2024866 139:-0.054247485 140:-1.5827269 141:6.2841646 142:-3.3308971 143:-5.7714966 144:-0.77051768 145:-7.3431594 146:6.3175944 147:-3.9227355 148:4.6619385 149:6.0167919 150:6.0040634 151:-10.306781 152:-2.6034209 153:2.8044876 154:5.8685148 155:1.9891628 156:-2.3251894 157:2.3010782 158:4.0734754 159:7.6044951 160:-1.9539624 161:-4.7344078 162:-8.0838833 163:9.0760363 164:5.2087681 165:6.0188686 166:9.7990041 167:1.3111593 168:-7.6011834 169:2.8657561 170:2.953505 171:-0.42895591 172:3.5821225 173:-8.9259749 174:3.7895462 175:4.3540838 176:7.3903661 177:1.4861379 178:-4.1790777 179:-1.1479332 180:-2.4473541 181:6.8218262 182:2.7476634 183:-4.5001495 184:-7.2875367 185:-7.3819026 186:-2.0171234 187:2.6866711 188:-11.54483 189:1.5789944 190:1.5245932 191:9.0760295 192:9.4291065 193:5.6274171 194:2.0607911 195:6.0011254 196:10.552495 197:1.067681 198:2.3907235 199:-2.1297527 
--0.12171493396837026 0:3.4108821 1:4.321792 2:7.7595053 3:7.6453634 4:-7.7397083 5:-0.72051261 6:-4.352149 7:-1.2234704 8:-7.5979895 9:-5.026798 10:9.4994514 11:-6.8593554 12:-9.1384534 13:-3.3166176 14:-5.5795951 15:7.6050386 16:-4.5638471 17:3.8220369 18:-1.3645176 19:-4.158018 20:-2.333208 21:-9.2125045 22:-10.638862 23:-2.1766421 24:-2.1731609 25:4.7177873 26:8.7653475 27:0.31357186 28:-7.6376838 29:9.2235841 30:-1.0732065 31:-0.015142388 32:-9.8374281 33:4.8150965 34:-3.5269575 35:-2.594441 36:6.4782156 37:3.450486 38:4.1370068 39:-9.1241929 40:-0.92716112 41:2.958567 42:-7.3038065 43:9.0569142 44:8.2069097 45:-3.498852 46:6.655565 47:-6.3203756 48:-3.0366555 49:1.4507704 50:-8.2616942 51:5.7719337 52:5.8258005 53:-7.4484365 54:7.9581776 55:5.1838751 56:-0.022784348 57:8.9577711 58:1.2505521 59:-2.386171 60:5.5324122 61:1.6314721 62:-2.9719585 63:-3.4887871 64:-1.5033233 65:-4.6775598 66:-9.8973666 67:-7.5680615 68:6.796562 69:9.1931286 70:8.2568579 71:8.1314285 72:2.0904713 73:7.8907916 74:1.7382887 75:5.4309914 76:-2.9885053 77:-1.1632212 78:10.065764 79:10.416433 80:-2.680948 81:2.0084778 82:-6.5855764 83:-0.63827166 84:-0.79490553 85:8.5192675 86:2.628574 87:-5.3208309 88:-5.7371066 89:0.66861316 90:-5.9259325 91:-3.6573911 92:1.1049215 93:-1.782823 94:-3.5048041 95:5.2991541 96:7.5930571 97:-12.21458 98:-3.8573623 99:-2.4063872 100:4.370084 101:4.4664958 102:2.0621928 103:-3.5404718 104:-7.5294218 105:-1.8599718 106:0.011114527 107:1.4872566 108:-1.5437468 109:-2.2762247 110:7.176287 111:7.044644 112:8.959298 113:3.5744181 114:9.2778217 115:8.2480988 116:-8.1300008 117:1.2147743 118:9.0732907 119:0.27824712 120:4.286115 121:-2.4517349 122:3.1469343 123:8.9521552 124:4.4937199 125:2.1747031 126:6.9355812 127:9.1951379 128:5.6475008 129:0.13981186 130:-0.29395595 131:-2.6217745 132:-1.1790618 133:2.536289 134:9.7336827 135:-7.4791612 136:-4.0593755 137:-3.6471035 138:-2.8819336 139:-0.81506656 140:-0.73865599 141:4.242521 142:-1.6102059 143:-5.3500988 144:-0.88109015 145:-7.1521472 146:9.5788016 147:-1.9239723 148:4.5176444 149:6.8520163 150:6.001885 151:-11.198636 152:-3.7766501 153:5.2085732 154:6.1468339 155:1.6500039 156:-2.2114868 157:2.7574809 158:3.0592407 159:9.1391688 160:-3.661259 161:-1.3832678 162:-7.3740899 163:8.2603905 164:5.8463444 165:7.3055337 166:8.2538981 167:0.36464746 168:-6.783763 169:2.040595 170:3.1914388 171:0.80390472 172:4.3473561 173:-9.0987926 174:2.2966543 175:2.7357249 176:5.5785598 177:3.4714259 178:-4.2317274 179:-1.1648959 180:-0.59645996 181:5.0779104 182:3.4186934 183:-5.6686409 184:-5.2141703 185:-5.7789158 186:-2.1158548 187:4.2249339 188:-10.086492 189:2.1018643 190:0.17502062 191:9.2353975 192:9.2837287 193:7.9273073 194:2.5422793 195:5.7923616 196:9.6289603 197:0.25027562 198:2.0903914 199:-0.691943 
--0.04228606863274402 0:3.9705884 1:3.3264733 2:8.6762342 3:9.8745194 4:-8.3119138 5:0.12608563 6:-3.1607445 7:-2.4058675 8:-5.8279385 9:-8.0098192 10:6.8661216 11:-4.9739503 12:-9.7793815 13:-4.7062627 14:-6.8560526 15:4.3310792 16:-4.0430346 17:3.4750884 18:-1.0497701 19:-4.9062763 20:-1.4909034 21:-8.7417706 22:-9.9396355 23:-3.1938732 24:0.36165532 25:2.9127518 26:9.2397127 27:0.94834873 28:-9.4107164 29:9.6933168 30:0.052335118 31:-0.23686549 32:-8.2347715 33:1.2057542 34:-3.6784387 35:-0.44677872 36:5.9961256 37:5.3669394 38:2.8618841 39:-8.438744 40:-1.4938796 41:1.8794194 42:-4.6762871 43:11.300408 44:8.7452622 45:-0.44162588 46:7.0097787 47:-7.701087 48:-5.1312743 49:3.1057298 50:-6.9220213 51:5.9868006 52:7.3602337 53:-7.2801223 54:6.390639 55:5.7386369 56:-2.6903523 57:6.5015308 58:2.9398516 59:-2.0358672 60:5.9667744 61:-0.716019 62:-4.1268685 63:-4.5472561 64:-2.7199873 65:-5.7477885 66:-8.7410414 67:-9.3255498 68:8.6584864 69:7.1486083 70:8.6599515 71:8.4075566 72:-1.3759292 73:6.2203441 74:-1.7203743 75:4.2813067 76:-3.218423 77:-2.4523944 78:7.3955199 79:10.027448 80:-0.42252498 81:-0.18873751 82:-9.2835432 83:-1.7753371 84:0.077036178 85:8.9437299 86:1.5608695 87:-6.2353816 88:-4.9814807 89:-0.29464568 90:-5.5012252 91:-5.9892044 92:0.34878164 93:-2.8654025 94:-3.9905305 95:4.5848068 96:6.2729331 97:-9.2137675 98:-3.7152929 99:-2.7057179 100:5.5237316 101:3.1347672 102:1.6308765 103:-2.3475745 104:-4.3309746 105:-2.0394841 106:3.9764972 107:0.33646216 108:-1.5991526 109:-2.7255746 110:5.8593491 111:6.2818842 112:8.7576223 113:1.24758 114:7.0805252 115:8.2015436 116:-10.008902 117:1.4074947 118:9.10305 119:2.7844605 120:1.6636877 121:-2.9718521 122:2.2907934 123:9.157426 124:4.1376611 125:-0.033247598 126:9.5215449 127:10.212313 128:6.7586363 129:0.0037685562 130:0.1935613 131:-0.11935588 132:-2.0844482 133:2.7581852 134:8.7925433 135:-7.4374974 136:-4.7675464 137:-3.3474928 138:-3.3696118 139:1.0027776 140:-3.7864257 141:5.6321877 142:-2.1363195 143:-4.1797481 144:2.2544072 145:-7.9083005 146:7.7849058 147:-3.0914899 148:5.3374037 149:6.7062897 150:6.7112516 151:-11.549266 152:-3.3840037 153:4.6974509 154:6.1001823 155:1.3173604 156:-8.3063451 157:4.1420301 158:3.5886624 159:7.745186 160:-4.2698888 161:-3.2943099 162:-6.3105757 163:9.8172308 164:3.9473715 165:7.6310878 166:7.7162628 167:0.62234534 168:-6.26169 169:2.761021 170:1.943894 171:-2.5769826 172:4.578526 173:-8.2503422 174:2.5891094 175:4.7293653 176:6.6979039 177:1.2543793 178:-4.4376629 179:-0.41828222 180:-0.32615117 181:5.3507403 182:2.6811339 183:-8.0644101 184:-6.0377174 185:-6.8657085 186:-3.12405 187:3.3532243 188:-10.897323 189:3.6046879 190:-0.49301534 191:8.7113816 192:11.331438 193:5.9484978 194:3.1213584 195:6.5061456 196:9.9095927 197:1.7367524 198:2.7769203 199:-1.1844178 
--0.0013250345413052707 0:4.3878309 1:3.8259485 2:7.7121605 3:9.6235413 4:-8.3332279 5:-2.264167 6:-4.0507003 7:-2.514854 8:-5.3297526 9:-6.0729789 10:7.4657456 11:-6.7927851 12:-6.9281696 13:-5.1942799 14:-6.4550921 15:5.7883864 16:-4.4004096 17:5.3864043 18:0.029664162 19:-1.5618169 20:-1.052159 21:-8.076636 22:-9.2041297 23:-2.5262564 24:-2.8303848 25:5.291408 26:6.5179026 27:-0.92677144 28:-9.0202738 29:8.5590701 30:-0.98886679 31:-1.8975431 32:-8.0202467 33:1.3613739 34:-5.3686834 35:-0.99098627 36:6.311495 37:3.118835 38:2.6805926 39:-9.559289 40:-2.6683879 41:0.9436474 42:-5.6716953 43:10.697404 44:9.4003789 45:-0.73060522 46:6.0041835 47:-8.8844578 48:-3.40663 49:0.91328557 50:-7.8929678 51:5.2852252 52:6.8529136 53:-6.5641509 54:7.3724679 55:3.4266321 56:-2.3437436 57:7.4167248 58:3.2558659 59:-1.6389803 60:4.7229537 61:0.39690122 62:-2.3560989 63:-3.7253585 64:-0.63353781 65:-3.7848987 66:-11.562361 67:-8.1995502 68:10.162117 69:8.0774834 70:8.6498935 71:9.2182301 72:0.020751679 73:7.1895881 74:-0.71497401 75:5.1105202 76:-0.2088245 77:0.94652054 78:6.7683494 79:7.8415944 80:-0.73848112 81:2.275371 82:-8.537332 83:-0.37803327 84:1.1832979 85:7.807532 86:2.3488066 87:-2.9967123 88:-5.6949374 89:1.9116153 90:-5.0691619 91:-5.9069414 92:0.74904019 93:-2.1149474 94:-3.7079924 95:4.4594529 96:8.3466975 97:-10.796513 98:-4.3216249 99:-3.3398492 100:5.5261032 101:2.5589969 102:0.16604936 103:-1.3437214 104:-6.8396275 105:-1.5103251 106:1.809266 107:-0.39905318 108:-2.3758998 109:-0.27087934 110:5.8136868 111:7.6380949 112:8.2381705 113:1.9765149 114:9.6021213 115:7.3942096 116:-9.1689255 117:1.8228877 118:8.7685393 119:-0.58995367 120:2.2802799 121:-4.3471221 122:2.5903858 123:9.3138842 124:3.9649222 125:0.10528233 126:7.8099499 127:9.363328 128:3.3582459 129:-0.46612873 130:-0.8948789 131:-1.3261732 132:-2.8750446 133:2.2228981 134:6.8334354 135:-6.9883468 136:-3.28412 137:-5.039832 138:-3.8820203 139:-1.8998455 140:-4.0422278 141:4.5940768 142:-1.5582331 143:-5.1360753 144:-0.093531368 145:-6.9517578 146:8.4950783 147:-3.2756865 148:4.6186968 149:5.9761686 150:5.6378004 151:-8.3107237 152:-2.7958816 153:3.3584137 154:5.0258246 155:1.6158114 156:-5.5288603 157:2.6841661 158:5.7274758 159:8.7092956 160:-2.4278792 161:-1.8730699 162:-6.9326538 163:7.6503749 164:5.5150677 165:5.6535939 166:10.659636 167:2.4049663 168:-7.0260819 169:3.4760666 170:2.7762079 171:-0.21933475 172:4.4517712 173:-6.3874696 174:-0.18771836 175:1.8121147 176:6.2409551 177:3.9325075 178:-3.4265939 179:-0.68320799 180:1.205292 181:5.1559745 182:2.5122051 183:-6.6615019 184:-6.5833288 185:-5.7840733 186:-3.0701821 187:4.1455308 188:-9.768108 189:1.971341 190:-2.3781417 191:7.6575355 192:6.8775368 193:6.1249913 194:2.6252193 195:5.1086919 196:7.6461894 197:0.27866977 198:2.2470103 199:-0.40184609 
--0.039333838754536866 0:5.1763599 1:4.4748418 2:7.766611 3:9.2690303 4:-9.0904986 5:-0.044968361 6:-3.7882559 7:-2.4120589 8:-5.695872 9:-4.8053326 10:7.0782579 11:-4.9816926 12:-8.0951298 13:-5.1134841 14:-7.7491446 15:5.0578575 16:-3.9719552 17:5.8802001 18:1.7862178 19:-3.1711604 20:-3.553769 21:-9.3315321 22:-8.3377782 23:-3.6449157 24:-2.7929387 25:6.2091519 26:8.8284813 27:-2.6064479 28:-8.7043584 29:9.8307959 30:-0.85478424 31:-0.37326342 32:-10.048481 33:3.3122015 34:-4.6550911 35:-2.0298127 36:5.1225451 37:4.2931928 38:3.8596638 39:-8.039624 40:-4.0301107 41:1.9755408 42:-7.1591152 43:8.224052 44:9.332459 45:-4.0103932 46:7.1781074 47:-8.3745636 48:-2.2451192 49:0.67023959 50:-6.7616533 51:4.0528862 52:8.6127651 53:-7.7102659 54:7.2335374 55:4.9466944 56:-2.5380369 57:5.2825437 58:2.5026101 59:-3.6103742 60:5.059668 61:-0.41531435 62:-1.5398061 63:-2.9079749 64:-3.170706 65:-2.3949945 66:-9.077619 67:-8.3226657 68:9.5151859 69:8.0942157 70:6.9264441 71:8.1011838 72:-0.44117036 73:6.8782629 74:-0.014960079 75:6.4897669 76:-3.1837732 77:-3.8453387 78:9.9627171 79:8.2378566 80:-2.0312262 81:1.2547153 82:-8.732115 83:-2.3313923 84:1.7900475 85:6.7824123 86:1.2809869 87:-2.8249853 88:-5.0810633 89:0.9826071 90:-5.8063203 91:-6.1750768 92:0.73925322 93:-1.4057733 94:-3.3028528 95:4.3238985 96:7.1084641 97:-8.730051 98:-5.8165532 99:-3.045696 100:4.4658828 101:3.9480634 102:1.0806969 103:-4.3926299 104:-5.606988 105:-2.6202387 106:0.97605906 107:-1.1195661 108:-2.9069956 109:-2.0066323 110:6.1767759 111:6.9339993 112:8.1550973 113:3.0870514 114:7.8859534 115:9.4321466 116:-9.4926814 117:3.046699 118:6.7730812 119:1.5242252 120:2.8005576 121:-4.8246061 122:4.0035794 123:7.4239944 124:4.7301635 125:1.5314541 126:7.0729053 127:10.15399 128:2.9036494 129:0.21015759 130:-2.729509 131:0.33077561 132:-1.782275 133:2.0156479 134:9.3217972 135:-8.7028908 136:-4.0981415 137:-5.0518948 138:-2.904934 139:-0.53021288 140:-3.7262478 141:6.2400492 142:-3.9889898 143:-5.1226591 144:0.52035321 145:-4.716931 146:7.6056106 147:-3.3201675 148:5.4165701 149:6.2399848 150:7.4550694 151:-10.187693 152:-3.95863 153:6.2204707 154:6.3076317 155:1.3369246 156:-5.0228969 157:2.3938707 158:3.6047818 159:7.9363683 160:-4.5293174 161:-3.3596987 162:-4.6254947 163:6.6930757 164:4.7990877 165:5.0932577 166:7.4905819 167:1.7026462 168:-5.5953014 169:2.4662883 170:3.8757157 171:-0.8879892 172:5.1647358 173:-9.1820223 174:1.6945242 175:4.0329287 176:3.5412452 177:1.0164219 178:-4.1105435 179:-0.51059341 180:-2.7350764 181:5.1711537 182:1.7606584 183:-4.9817801 184:-5.8006742 185:-4.8389415 186:-2.3720899 187:3.2850648 188:-10.344735 189:2.0776782 190:0.34444326 191:7.5448002 192:10.412421 193:7.4812977 194:2.351585 195:6.0809078 196:8.5178943 197:2.2595598 198:3.3651713 199:-1.2891551 
--0.12526676002559295 0:5.1290807 1:5.1058902 2:5.2429062 3:10.296583 4:-7.3620074 5:-0.3267073 6:-3.7288705 7:-0.72039561 8:-7.040945 9:-6.7647037 10:8.4959989 11:-2.6507779 12:-8.2909768 13:-4.1779219 14:-6.6996965 15:1.5609148 16:-4.4973647 17:4.6366828 18:-0.35384793 19:-2.9618649 20:-0.28531711 21:-9.2964059 22:-8.7066624 23:-3.292877 24:-1.8760162 25:3.4589696 26:8.0499889 27:-0.67243332 28:-9.8683461 29:9.4801449 30:-0.93216972 31:-1.7386555 32:-9.106095 33:1.8535884 34:-3.1517815 35:-1.1831885 36:5.7122558 37:4.4140659 38:1.8327884 39:-8.4271367 40:-3.8178758 41:4.8036429 42:-7.9472211 43:9.0816741 44:8.8020514 45:-1.6248542 46:7.4302952 47:-6.5157113 48:-2.4019482 49:3.0455421 50:-8.7028592 51:5.2629015 52:6.1265544 53:-7.6226468 54:6.4456719 55:4.8192049 56:-2.3831597 57:8.1244527 58:2.340038 59:-3.3904633 60:7.4817943 61:1.1725404 62:-2.502422 63:-2.233298 64:-2.6541699 65:-3.3539771 66:-11.192546 67:-8.7255644 68:9.2895276 69:9.3537385 70:8.4611612 71:7.6827925 72:0.6757355 73:7.1260164 74:0.70414525 75:5.2504463 76:-2.3607268 77:-0.74052414 78:6.5348512 79:9.5327548 80:-2.6897984 81:-0.69271691 82:-7.3705846 83:0.51146703 84:-0.42708173 85:8.5980024 86:2.8867603 87:-6.4860596 88:-5.4347943 89:1.3572787 90:-6.6848489 91:-6.2338239 92:2.0391589 93:-2.7843043 94:-3.3022436 95:5.0411162 96:6.9301431 97:-10.264853 98:-4.7349946 99:-2.9988315 100:2.4881993 101:5.0499681 102:0.020355379 103:-0.057624046 104:-6.7582359 105:-2.6938127 106:0.44518334 107:-1.3665541 108:-0.59362442 109:-1.9114654 110:6.1409592 111:6.5349234 112:8.0985033 113:2.3684227 114:7.8082204 115:8.1823158 116:-8.8874376 117:1.181894 118:8.6122358 119:0.48392322 120:2.3286639 121:-3.3910636 122:3.4498912 123:9.3491555 124:3.0486622 125:0.27527521 126:7.2007293 127:8.3715958 128:6.8775468 129:1.1281433 130:-0.72005041 131:-2.6438781 132:-3.2446282 133:3.2192542 134:8.9483237 135:-5.0476079 136:-4.2269882 137:-5.0985133 138:-2.4114906 139:-2.2496996 140:-3.058885 141:4.8078719 142:-3.9465533 143:-6.0793487 144:-0.39797006 145:-6.7556126 146:7.4957781 147:-0.98063943 148:5.2485115 149:7.0019929 150:7.8625395 151:-11.944827 152:-2.7226439 153:2.912044 154:5.8942527 155:0.31835888 156:-6.0396565 157:1.7048207 158:3.4416014 159:6.1440179 160:-5.3675899 161:-3.2818633 162:-8.326866 163:9.3552813 164:4.1384216 165:8.4514372 166:8.5628482 167:0.11256554 168:-6.3073652 169:2.2279068 170:2.729921 171:-1.4667842 172:4.7655867 173:-7.0760303 174:3.3307619 175:3.3506873 176:6.5637211 177:2.5163626 178:-3.5350402 179:-1.6268342 180:-0.83045249 181:7.7010214 182:2.8101808 183:-4.9542459 184:-5.5749841 185:-6.4898849 186:-2.3624867 187:5.7458161 188:-9.4789718 189:1.3037694 190:-0.15687686 191:9.384815 192:10.056296 193:8.5266915 194:2.8491807 195:7.1299864 196:10.020091 197:-1.3130415 198:2.7696406 199:-2.3515182 
--0.33422551056021471 0:2.1432176 1:3.4693296 2:7.6953695 3:9.5531137 4:-7.9255165 5:-1.6397153 6:-4.4492987 7:-2.4576256 8:-6.9982888 9:-7.945714 10:8.1073819 11:-5.0804326 12:-8.9196853 13:-2.4630689 14:-7.8970559 15:3.2292409 16:-5.503283 17:4.6511525 18:-0.65422654 19:-2.1651041 20:-1.0320076 21:-7.5779604 22:-10.13434 23:-4.0953055 24:-0.32360009 25:1.6811433 26:7.2462587 27:1.7082005 28:-8.2932627 29:7.9794851 30:-1.5685073 31:-2.0335462 32:-7.0419344 33:-0.68334108 34:-4.4693413 35:-3.1857995 36:4.857266 37:2.657771 38:1.5807463 39:-8.3170283 40:-0.87964664 41:3.5491775 42:-6.9208685 43:9.1475816 44:8.4836206 45:-3.3013601 46:7.66855 47:-6.547214 48:-3.9961799 49:4.5870431 50:-8.7450482 51:6.8414845 52:6.2708872 53:-6.9583683 54:6.9846142 55:4.7900812 56:-1.8214916 57:6.0562675 58:2.8705368 59:-4.203214 60:5.7832333 61:-0.85728373 62:-1.8941234 63:-2.9106285 64:-2.5683913 65:-5.2175307 66:-8.7467493 67:-9.909893 68:9.28822 69:6.0971013 70:6.6751484 71:10.058315 72:1.2661317 73:6.990236 74:-0.01009223 75:4.7421166 76:-2.886153 77:-4.2918019 78:10.146468 79:10.78711 80:-1.3289936 81:-1.7795493 82:-6.6553375 83:-1.173846 84:-0.70880236 85:7.5910817 86:0.52408154 87:-4.1888584 88:-4.119819 89:1.7594881 90:-4.2690172 91:-4.0269821 92:-0.37235628 93:-3.2995403 94:-5.0932958 95:2.123131 96:6.3517369 97:-9.9641105 98:-4.8331077 99:-4.9194602 100:4.3653032 101:3.6308246 102:3.220449 103:-4.384815 104:-6.5707653 105:-3.3774701 106:0.94775812 107:0.64631127 108:-0.89703698 109:-1.939726 110:5.7547748 111:9.6949785 112:8.6647268 113:3.2477258 114:8.5264735 115:6.9781978 116:-9.7807681 117:1.3260426 118:8.7970757 119:-0.66787405 120:2.6427677 121:-4.647742 122:2.4160118 123:9.4880829 124:3.7385325 125:-0.75350718 126:7.200899 127:9.3113537 128:4.3083693 129:0.65881164 130:-2.355282 131:1.0896617 132:-1.9339924 133:2.0417591 134:8.164928 135:-7.9481939 136:-4.9592803 137:-4.5781563 138:-4.5401668 139:-2.0960613 140:-2.9896422 141:4.6658174 142:-2.1399439 143:-5.9186499 144:-0.34494152 145:-4.6811806 146:8.7837282 147:-2.1562409 148:5.4975921 149:4.8711699 150:6.9901527 151:-9.8731992 152:-4.6210799 153:3.7124771 154:5.187526 155:1.7837181 156:-7.1717324 157:4.2426112 158:3.8761898 159:8.2229549 160:-4.5730284 161:-1.2839067 162:-7.3323983 163:9.5452692 164:6.3901486 165:6.1633225 166:4.3556464 167:0.9138437 168:-6.0997859 169:0.98875196 170:1.2075148 171:-2.5032584 172:2.4749521 173:-8.4059337 174:5.4011967 175:2.9673778 176:6.8290663 177:1.6034424 178:-3.0704876 179:-0.64222225 180:-1.205727 181:6.1494197 182:2.2390192 183:-5.2529747 184:-6.6299928 185:-4.8932494 186:-3.2350784 187:1.6262664 188:-10.174767 189:0.99712412 190:-0.40284749 191:8.352782 192:10.473572 193:8.9521518 194:3.6829282 195:6.4553754 196:8.6245707 197:0.85463069 198:2.6457305 199:-1.7484713 
--0.2203738869016649 0:4.6852246 1:2.6129776 2:6.211387 3:10.08329 4:-6.6367616 5:-2.0615675 6:-4.7974723 7:-1.0872044 8:-6.7419632 9:-6.737183 10:7.8575179 11:-5.7429153 12:-7.1003839 13:-3.5951232 14:-6.7849102 15:5.7379465 16:-3.823736 17:5.9899065 18:-0.60510662 19:-2.030353 20:-0.94076701 21:-10.685828 22:-9.5826828 23:-2.630103 24:-2.7657692 25:4.018488 26:8.4280612 27:-3.2492292 28:-10.257956 29:8.1893854 30:-0.76667373 31:-2.6133069 32:-10.177926 33:3.8058554 34:-3.9878988 35:-3.2874874 36:5.9942621 37:5.4157392 38:0.93665013 39:-10.265073 40:-3.0814553 41:1.955063 42:-9.122667 43:9.0420317 44:9.0420424 45:-2.8587545 46:8.6680342 47:-9.9088851 48:-3.4316261 49:0.8190238 50:-6.6755165 51:5.4358542 52:6.3912705 53:-6.9534628 54:5.9400926 55:6.4503465 56:-1.2616809 57:9.1589258 58:2.1781677 59:-2.8123907 60:6.8841203 61:-0.60367372 62:-2.5200438 63:-2.6283768 64:-1.9365144 65:-4.6989931 66:-7.3385307 67:-5.307697 68:10.074102 69:7.8888815 70:8.0931819 71:9.8246685 72:1.0599515 73:6.6610536 74:-1.5901841 75:5.5925819 76:0.22424725 77:-1.4234332 78:10.076732 79:10.275264 80:-1.6431006 81:1.3081548 82:-8.0574429 83:-2.2795896 84:0.61329864 85:7.2251987 86:-1.1761446 87:-3.5565461 88:-2.9677373 89:2.7061682 90:-6.4961764 91:-5.8362923 92:1.5448669 93:-2.7013964 94:-5.47834 95:3.3557635 96:5.8632224 97:-11.382071 98:-4.3598125 99:-3.4137109 100:1.7991317 101:4.7814404 102:3.6289445 103:-4.448176 104:-4.1604837 105:-3.9044373 106:2.2241208 107:-0.70086485 108:0.023546812 109:-0.95748584 110:4.4538566 111:7.7654425 112:7.3256242 113:1.328869 114:8.319236 115:6.735789 116:-9.8788411 117:0.047610701 118:7.1816391 119:0.51321839 120:1.3447108 121:-1.791442 122:0.95748751 123:9.9028046 124:4.082946 125:0.58305873 126:7.5255805 127:9.3747008 128:4.3636847 129:0.62144464 130:-1.4528115 131:-0.23361416 132:-1.0717787 133:3.2463148 134:9.3597196 135:-7.1871449 136:-1.9446733 137:-3.4131892 138:-2.7245729 139:-1.8504029 140:-2.3179858 141:5.642267 142:-1.2962181 143:-3.3992654 144:-0.64748276 145:-5.8522336 146:8.1693899 147:-3.0195456 148:6.4563825 149:7.745925 150:6.4353476 151:-10.593099 152:-4.2891248 153:4.8865656 154:5.7758674 155:2.095719 156:-4.4344209 157:1.665517 158:4.7752565 159:8.1530139 160:-3.7380841 161:-3.3520276 162:-7.1788773 163:8.826078 164:5.0356108 165:6.3421491 166:7.7444288 167:2.7668262 168:-6.7603022 169:4.5988649 170:3.7248281 171:0.65079469 172:4.1631296 173:-7.7540688 174:3.1748539 175:2.8544597 176:5.9456904 177:1.8790807 178:-3.0399954 179:-0.64105403 180:0.73436799 181:6.0571158 182:4.7153208 183:-7.5355277 184:-6.4791922 185:-4.8051539 186:-2.9249353 187:3.4696433 188:-11.682589 189:3.6806974 190:-0.38499658 191:7.825819 192:8.9935885 193:5.7165691 194:2.8308554 195:5.951895 196:6.7651787 197:2.4631461 198:0.71050479 199:-1.3847013 
--0.04092006370102428 0:4.9920564 1:4.2460623 2:4.971702 3:11.699177 4:-7.4801857 5:-0.098603202 6:-3.3055437 7:-3.1029304 8:-6.7951719 9:-5.2018231 10:7.7580034 11:-4.7844562 12:-6.9463545 13:-4.121502 14:-8.2290965 15:4.5096149 16:-3.9803362 17:6.484122 18:-0.45970254 19:-4.1999765 20:-1.4812812 21:-8.9356655 22:-10.17898 23:-5.5287928 24:-1.4159023 25:4.5385565 26:6.8483168 27:0.50364116 28:-9.2913893 29:8.5925376 30:-1.0290766 31:-2.2120975 32:-10.875069 33:2.6262034 34:-5.3199917 35:-1.6024653 36:5.1148085 37:3.5621089 38:3.1302328 39:-8.2145448 40:-2.3070591 41:2.2078511 42:-7.8963339 43:9.9620454 44:8.3394349 45:-4.422231 46:7.1202917 47:-6.4964487 48:-4.5054237 49:1.2551291 50:-8.549149 51:5.1088069 52:6.908165 53:-8.0030259 54:5.9462637 55:4.4617019 56:-1.7553289 57:7.2556661 58:1.5481208 59:-3.5121849 60:6.9840875 61:-2.9585742 62:-2.3092937 63:-2.3185034 64:-3.1372098 65:-5.7793038 66:-8.2051717 67:-9.5828413 68:8.8898374 69:9.7611437 70:8.6734855 71:9.3823014 72:-0.77874527 73:7.7882811 74:1.6055484 75:3.8568093 76:-1.9014677 77:-2.49492 78:7.8587266 79:9.2919079 80:-1.693336 81:0.050943756 82:-7.7066172 83:-1.2900265 84:1.3313074 85:9.1785924 86:1.7814491 87:-5.90406 88:-3.6238795 89:0.92049461 90:-5.8146237 91:-6.1596325 92:2.9636598 93:0.6272459 94:-4.0096338 95:4.3181383 96:6.7263557 97:-9.4130386 98:-5.5846425 99:-4.4659593 100:3.0717067 101:4.1419249 102:0.91454636 103:-2.3567615 104:-6.5939712 105:-2.2031624 106:3.1353775 107:-0.80166272 108:-2.1134799 109:-2.1888673 110:4.3838694 111:7.5691806 112:9.4366627 113:0.37845281 114:8.3679634 115:8.0210619 116:-7.9091345 117:2.0173163 118:9.2399593 119:0.6219782 120:-0.11822972 121:-2.6092634 122:3.8435016 123:7.4402343 124:4.6147942 125:0.70899501 126:6.8359987 127:8.0343873 128:5.4857813 129:1.6816882 130:-0.86285242 131:-2.2075137 132:-1.8907916 133:1.8276757 134:10.482107 135:-8.2481234 136:-4.2866659 137:-5.8910224 138:-3.0372826 139:-1.9094706 140:-2.5611453 141:4.7749699 142:-3.7814149 143:-4.406134 144:0.28237975 145:-6.5647157 146:8.2263032 147:-1.2212893 148:5.6163653 149:5.2621246 150:6.6175025 151:-9.1400832 152:-3.9276979 153:3.7016039 154:6.050666 155:2.5807824 156:-4.4077479 157:2.8142912 158:2.6628944 159:8.4750899 160:-3.3680138 161:-3.2791631 162:-6.2164257 163:8.9494027 164:4.4337277 165:3.9315273 166:8.1210667 167:-0.13553765 168:-5.494515 169:1.7440278 170:0.91896591 171:-1.91374 172:2.3564335 173:-6.5313098 174:3.0438025 175:4.2698659 176:6.723764 177:2.186308 178:-4.4714095 179:-2.918572 180:0.72154495 181:4.098001 182:1.2987867 183:-6.8549983 184:-6.9242078 185:-6.2081243 186:-1.1643973 187:4.8269615 188:-8.7970181 189:2.8697473 190:-2.6450678 191:9.4655848 192:9.4899405 193:8.1891907 194:4.5023618 195:4.1708153 196:8.678268 197:2.0480844 198:1.3431639 199:-2.1118512 
--0.081833941662001017 0:3.8406243 1:3.5023425 2:8.6301564 3:8.6295105 4:-7.9496624 5:1.4406669 6:-2.9973252 7:-4.3332782 8:-5.9871528 9:-7.2508352 10:7.0287904 11:-4.104755 12:-7.6108858 13:-3.9801382 14:-7.2615822 15:4.1377012 16:-3.7294399 17:6.128311 18:-0.8026727 19:-2.605787 20:-1.1542221 21:-9.2838434 22:-9.1266412 23:-2.8947585 24:-2.6045534 25:4.2961875 26:9.1899403 27:-1.3772588 28:-9.4981322 29:6.3575301 30:-0.10044093 31:-2.3421388 32:-10.00519 33:2.7059395 34:-5.2270019 35:-2.6582725 36:5.8467271 37:2.3747712 38:3.1106399 39:-9.1984477 40:-1.6380537 41:4.0298288 42:-6.6795159 43:10.04257 44:7.473207 45:-2.7155193 46:5.3119731 47:-7.7629899 48:-4.2372306 49:0.34750231 50:-8.2513625 51:5.6268155 52:7.3868589 53:-7.4092802 54:7.0897144 55:6.3398532 56:-3.6568903 57:5.1724997 58:3.1212056 59:-1.259535 60:4.8362653 61:2.2013785 62:-5.4691833 63:-3.7069138 64:-4.0105963 65:-6.3310481 66:-9.3362786 67:-8.7921102 68:9.9525737 69:8.1130161 70:7.6014286 71:8.1074989 72:1.0297366 73:3.6118784 74:-0.45244551 75:3.6760197 76:-2.4882714 77:-1.6582484 78:6.8467812 79:7.9123186 80:-1.8188768 81:1.7409093 82:-7.1216925 83:-3.0406288 84:0.58269006 85:8.2257984 86:3.2481482 87:-5.2147482 88:-3.5198156 89:0.86705279 90:-6.9659074 91:-4.6977311 92:1.4299868 93:-2.5651274 94:-5.7212288 95:3.479114 96:7.4109098 97:-8.0201807 98:-4.045744 99:-2.2187279 100:3.0978945 101:3.9839843 102:2.2052745 103:-2.4852371 104:-7.7210798 105:-0.44638147 106:1.6363901 107:-1.0848277 108:-1.1466813 109:-1.1977363 110:5.5322865 111:8.7849393 112:9.3984436 113:2.0732906 114:7.0202669 115:8.6370074 116:-8.8567638 117:0.98720668 118:8.7585544 119:-0.24362604 120:2.3855976 121:-2.6521682 122:1.5142778 123:8.6438931 124:3.7012195 125:-1.3298712 126:8.8189801 127:7.962397 128:5.6966698 129:-0.18134269 130:2.1932413 131:-1.2345185 132:-2.078797 133:4.3501279 134:9.2136118 135:-6.5053702 136:-2.9686655 137:-1.6099251 138:-3.9689076 139:-1.7225279 140:-1.7573572 141:7.8838154 142:-2.8064545 143:-5.3489993 144:-0.54170061 145:-4.8253726 146:7.7155637 147:-1.9478327 148:5.4322279 149:5.3372197 150:5.8117597 151:-9.8906742 152:-3.1289972 153:5.3441173 154:3.6493308 155:2.4041859 156:-6.3479126 157:4.0326767 158:4.5823485 159:8.6691032 160:-3.020576 161:-3.1378917 162:-6.2115086 163:6.6151206 164:4.894663 165:7.3309264 166:8.0752092 167:-0.12388015 168:-6.1298419 169:4.3180697 170:2.9389167 171:-2.7105977 172:4.4168627 173:-8.2945108 174:3.6935148 175:3.4916514 176:7.3997671 177:3.0873879 178:-2.346463 179:-0.52011843 180:0.50266921 181:4.4071083 182:2.5295886 183:-6.6632819 184:-6.7483334 185:-4.554946 186:-3.2504221 187:3.9860682 188:-9.4912787 189:2.7565619 190:2.0131349 191:7.7327591 192:12.031491 193:6.6202387 194:2.8651201 195:5.3471187 196:10.736433 197:1.929612 198:1.2391203 199:-2.4799403 
--0.0028864872654096449 0:4.1626724 1:5.4358876 2:6.7643736 3:9.2615989 4:-7.5820019 5:-0.55560059 6:-2.4555842 7:-1.5365135 8:-5.6885336 9:-3.0515032 10:6.5204845 11:-4.4181899 12:-9.1130846 13:-2.6993159 14:-7.2116281 15:5.771481 16:-4.4701464 17:5.1570437 18:0.24110715 19:-3.0637269 20:-3.0849159 21:-7.0091913 22:-11.577329 23:-4.3296541 24:-3.993443 25:3.0862146 26:9.0145258 27:-1.75727 28:-9.3932522 29:6.6316968 30:-0.58121314 31:-2.1442098 32:-8.663717 33:3.8908457 34:-4.6353908 35:-1.5076019 36:6.8639922 37:2.9050714 38:2.0898953 39:-8.6998543 40:-2.5039432 41:2.6182569 42:-6.078851 43:9.5081296 44:7.7982803 45:-2.7239776 46:6.0888068 47:-8.3183462 48:-2.460077 49:2.2925996 50:-4.8044998 51:6.7233065 52:6.8412165 53:-8.5717513 54:7.2285186 55:4.4745784 56:-1.9051664 57:7.817379 58:2.788389 59:-2.6330986 60:5.7851933 61:0.44658707 62:-2.0041783 63:-2.6269279 64:-2.2729955 65:-2.6341171 66:-10.651325 67:-7.5078786 68:9.0832854 69:8.4583546 70:10.329234 71:10.002633 72:-0.53234844 73:5.8452955 74:0.0815798 75:4.8411103 76:-1.5107139 77:-2.0633636 78:8.23048 79:9.1950365 80:-2.0272039 81:1.831008 82:-8.3794411 83:0.89237277 84:2.1805938 85:6.8435903 86:2.766107 87:-4.7737847 88:-4.2194948 89:-1.1934966 90:-6.2159721 91:-6.6988836 92:-0.085424324 93:-4.598194 94:-4.6690896 95:3.8734825 96:6.9436001 97:-11.684701 98:-3.7521653 99:-2.3904679 100:4.4553275 101:4.430833 102:0.75023801 103:-2.7967797 104:-5.7821164 105:-0.79490077 106:3.1113838 107:-0.65802976 108:-4.0388178 109:-1.0167482 110:6.332537 111:7.6680644 112:10.602235 113:2.010096 114:7.6990158 115:10.113475 116:-9.1485471 117:1.8890039 118:8.6383548 119:0.92991108 120:2.365491 121:-5.489069 122:-0.14078145 123:10.031872 124:5.1336706 125:1.6281692 126:7.1719414 127:8.9996396 128:4.7983486 129:0.42919296 130:0.63729936 131:-1.6765819 132:-1.6511168 133:3.3833068 134:9.4593438 135:-7.0131327 136:-4.8353124 137:-2.1422411 138:-2.9065879 139:-0.48066745 140:-3.7897471 141:5.6027896 142:-1.7349533 143:-5.461553 144:-0.45835358 145:-6.0881562 146:7.8479301 147:-3.9074435 148:5.9520419 149:7.2887669 150:7.0096466 151:-10.577541 152:-4.4275374 153:5.2628544 154:6.1039378 155:0.94739543 156:-4.3410205 157:1.5374277 158:3.554265 159:8.5589881 160:-5.1502981 161:-3.009054 162:-6.3457405 163:7.6675229 164:5.8392521 165:5.7586935 166:6.7642224 167:-1.0060732 168:-6.9194069 169:3.2899136 170:4.2654184 171:-0.53685524 172:4.0727458 173:-8.8263804 174:2.2931131 175:3.6705419 176:6.5171986 177:1.7061279 178:-2.7834991 179:-2.9124047 180:1.4440898 181:5.0472879 182:1.8845687 183:-5.7741981 184:-6.054516 185:-4.9223343 186:-4.0490712 187:3.7489963 188:-9.6919056 189:2.1736773 190:2.5093815 191:8.0195823 192:9.2941867 193:7.0033172 194:1.9611336 195:6.5793531 196:7.3035455 197:0.83118459 198:2.5257414 199:-0.018426282 
--0.18251169802600925 0:4.0552601 1:3.6128333 2:7.5553543 3:9.1458712 4:-8.6834223 5:0.096027784 6:-3.0090474 7:-2.4278058 8:-6.7588755 9:-7.1428119 10:8.7289313 11:-5.5022931 12:-7.5047739 13:-4.4388644 14:-8.3321955 15:3.9688696 16:-3.4979055 17:4.0393558 18:-2.0257136 19:-3.6839152 20:-1.191722 21:-7.304035 22:-10.722189 23:-3.9254974 24:-0.65918735 25:5.1858628 26:7.3001711 27:-0.15501473 28:-8.0449868 29:7.4513581 30:0.25833385 31:-0.98062114 32:-7.7759132 33:1.1569968 34:-3.3121302 35:-4.3699085 36:6.712732 37:2.0806816 38:2.1105336 39:-9.0973477 40:-1.2479303 41:2.8561527 42:-8.3879561 43:12.163453 44:7.7314007 45:-2.2926352 46:7.6226044 47:-7.4052566 48:-1.1835669 49:2.4205529 50:-9.7236034 51:6.3248123 52:7.1118791 53:-7.2001366 54:7.6204156 55:4.1584566 56:-1.0890557 57:6.1543507 58:2.9639019 59:-4.6182017 60:7.2329176 61:-1.5112574 62:-2.2425305 63:-3.0793678 64:-2.8522915 65:-3.8521864 66:-9.2074465 67:-9.9316926 68:10.95815 69:9.6059544 70:8.7616473 71:10.56535 72:1.2374191 73:8.3806388 74:-1.307906 75:4.7397495 76:-2.7094451 77:-2.2857229 78:9.6954552 79:10.186891 80:-1.8063892 81:0.18186676 82:-9.0783835 83:-2.6699408 84:1.0565145 85:7.6227463 86:2.2974974 87:-5.7575152 88:-5.1511899 89:3.3305516 90:-6.8392652 91:-4.9733091 92:1.7620709 93:-2.4343765 94:-4.6220366 95:3.7643857 96:7.6559293 97:-10.457492 98:-5.6384485 99:-0.69132233 100:4.1132576 101:4.6237372 102:0.68171538 103:-1.7183991 104:-6.4912035 105:-1.7419757 106:4.4819279 107:0.12249244 108:-2.7769199 109:-0.58623159 110:4.8831406 111:8.2800754 112:8.7377825 113:3.6641316 114:9.2062525 115:8.4465369 116:-9.1172467 117:2.3371938 118:10.497898 119:0.71228225 120:2.2540091 121:-4.8582997 122:3.4095137 123:9.9247745 124:4.4929794 125:0.0020386633 126:8.9050194 127:8.4820097 128:3.5965397 129:0.38779439 130:1.0622191 131:-1.2161806 132:-2.3819165 133:2.2400758 134:10.31964 135:-6.3627783 136:-2.2723695 137:-2.6440414 138:-3.8602996 139:-0.60349522 140:-3.8416291 141:6.7715694 142:-2.1462707 143:-3.5730273 144:0.77042721 145:-5.8640566 146:9.6096515 147:-2.6364775 148:3.171924 149:6.1736823 150:7.3430249 151:-10.792028 152:-4.6310888 153:6.9576811 154:4.033824 155:0.9423969 156:-5.0663759 157:2.3190879 158:5.2083767 159:7.074843 160:-1.6400089 161:-1.1497053 162:-5.8469006 163:7.6694276 164:4.590836 165:5.3747621 166:6.0605691 167:2.7407867 168:-6.724203 169:4.7013676 170:4.2740387 171:-1.8209057 172:2.6465991 173:-6.8698774 174:1.7797277 175:3.1415813 176:6.0191575 177:0.61504546 178:-3.2069021 179:-3.222576 180:-2.0087746 181:4.2121747 182:4.6062169 183:-4.6472376 184:-8.1462349 185:-6.9312993 186:-3.7847189 187:4.0408853 188:-10.165533 189:3.3109524 190:-0.7595645 191:8.0304439 192:8.0428266 193:6.0896441 194:2.0829463 195:6.6460703 196:7.7283326 197:2.4667439 198:2.8794634 199:-4.7881159 
--0.022810495147375296 0:3.8536866 1:3.792984 2:6.3796676 3:8.7505633 4:-8.0775442 5:0.4580378 6:-5.0872974 7:-0.85737585 8:-5.7143757 9:-6.3830601 10:9.1024329 11:-5.3612422 12:-6.346639 13:-5.1045716 14:-8.1419755 15:4.6250012 16:-4.6726601 17:2.5451577 18:-0.35045369 19:-1.3732703 20:-1.955501 21:-8.1142457 22:-7.1573175 23:-2.0141697 24:-1.3938738 25:3.2470402 26:9.3960423 27:0.034799669 28:-9.1135821 29:5.6363029 30:-0.76644785 31:-1.318204 32:-9.0475425 33:2.6009598 34:-3.6310185 35:-1.9975237 36:6.1783265 37:3.8512093 38:2.4658463 39:-9.4017189 40:-1.2547381 41:3.0048901 42:-8.1144533 43:8.0100687 44:9.4648166 45:-2.9010371 46:8.0459557 47:-5.5444213 48:-2.7568809 49:2.5813338 50:-8.799275 51:4.7671296 52:7.3891105 53:-5.6811478 54:8.5398644 55:4.4254101 56:-1.8275604 57:7.5976093 58:4.0007699 59:-4.3290476 60:5.1731463 61:-1.7427034 62:-2.2740701 63:-3.6625788 64:-1.6494591 65:-5.6289708 66:-10.338888 67:-9.7435834 68:9.2113703 69:7.0584095 70:8.7518309 71:8.4058898 72:-0.21307365 73:6.0253517 74:-0.65669958 75:4.626108 76:-0.60876271 77:-3.721751 78:8.5231987 79:8.5600857 80:-1.9280603 81:2.6998066 82:-9.6877933 83:-1.7392113 84:0.19974108 85:7.6410788 86:1.3844443 87:-6.1780258 88:-4.9496376 89:1.7691463 90:-5.4903825 91:-4.33033 92:1.4903913 93:-3.8214703 94:-6.5182151 95:3.8443188 96:7.3709086 97:-9.4395071 98:-4.4605441 99:-2.2637617 100:6.0081618 101:3.9987391 102:-0.35950723 103:-1.9607207 104:-5.5487321 105:-2.0271676 106:1.4414318 107:-0.87669641 108:-2.2423786 109:0.81226027 110:5.4327104 111:7.4645272 112:8.2269916 113:0.27170179 114:8.198691 115:7.9625401 116:-8.1014367 117:2.2279607 118:9.4461626 119:0.62847608 120:3.3491342 121:-4.9479457 122:1.3852119 123:8.0070502 124:2.7149573 125:1.4165994 126:5.378316 127:8.296001 128:6.0539735 129:-0.18028245 130:1.6493276 131:-0.82953435 132:-3.068565 133:3.7558775 134:9.0148882 135:-9.2100131 136:-3.4213772 137:-3.2262065 138:-2.8046313 139:-0.8877732 140:-3.706229 141:5.219261 142:-3.5380894 143:-5.488574 144:1.3835852 145:-6.2206703 146:6.1484478 147:-2.4657376 148:5.1348373 149:5.1240258 150:8.8100858 151:-9.9877025 152:-3.6048318 153:3.3504372 154:4.899633 155:2.9464076 156:-5.8435843 157:2.485236 158:5.4719052 159:7.8059358 160:-3.3081322 161:-3.8608832 162:-6.1394833 163:9.8911437 164:5.1455552 165:7.0915892 166:7.2939485 167:2.0140685 168:-3.9968072 169:2.1143556 170:4.6455027 171:-1.0396081 172:6.50972 173:-9.1492298 174:2.7470255 175:3.6471696 176:6.4978481 177:0.51891972 178:-5.1192339 179:-0.80635716 180:-0.35881046 181:5.9544972 182:2.5181725 183:-5.3581423 184:-7.0080141 185:-5.6215582 186:-2.358504 187:4.165782 188:-10.238202 189:1.6794406 190:3.3774554 191:9.1416695 192:9.0577147 193:7.0327736 194:3.0844671 195:6.2859391 196:7.4006177 197:2.3280614 198:3.3857763 199:-2.6539661 
--0.013344687844942232 0:4.9048509 1:4.4975669 2:5.8850661 3:10.022442 4:-6.2711495 5:-0.0077644527 6:-1.0156105 7:-3.2020837 8:-6.8994913 9:-5.8084033 10:8.2696546 11:-5.940517 12:-6.9296845 13:-5.2115788 14:-6.6039397 15:4.6938141 16:-4.274546 17:4.6890201 18:0.025197379 19:-2.1550473 20:-1.6213384 21:-8.9485444 22:-10.848495 23:-3.7124831 24:-2.6281106 25:5.3804363 26:9.3721006 27:1.3115736 28:-9.3814344 29:7.9612393 30:1.040904 31:-1.4125202 32:-11.14445 33:3.2506568 34:-6.3086037 35:-3.1463036 36:7.94887 37:5.1973842 38:1.4927482 39:-8.4727619 40:-2.1315174 41:4.0528075 42:-6.8999972 43:9.2110562 44:7.1157947 45:-1.2643574 46:7.4814266 47:-7.2889393 48:-2.7537022 49:2.4697606 50:-6.6686656 51:6.3804992 52:6.9724312 53:-4.6189568 54:7.3891874 55:5.8153636 56:-2.737873 57:8.0508199 58:1.3252398 59:-4.3315055 60:8.15805 61:-1.6365988 62:-4.784132 63:-4.0201891 64:-0.25646376 65:-4.998659 66:-9.9692714 67:-9.2589415 68:8.7426654 69:8.0821232 70:8.254235 71:7.4946547 72:-0.82558783 73:6.5156358 74:0.1406684 75:4.3230532 76:-1.4572769 77:-3.1230717 78:8.211681 79:10.242585 80:-1.8083706 81:0.87788376 82:-9.1551661 83:-1.382351 84:0.23231774 85:4.8105575 86:3.5505069 87:-5.6968384 88:-4.2853837 89:0.059688695 90:-6.7837125 91:-5.095969 92:1.1859932 93:-2.8112891 94:-4.8529655 95:6.9607241 96:4.8311133 97:-10.54202 98:-6.3343076 99:-3.2849204 100:2.5397124 101:5.0891164 102:0.91194914 103:-2.6546612 104:-8.1082846 105:-1.2376555 106:2.4201036 107:-1.4563668 108:-2.6073796 109:-0.54093577 110:6.6683368 111:8.0542852 112:9.8263516 113:1.5610225 114:9.6980777 115:8.4323515 116:-9.5099477 117:0.7932159 118:8.8210094 119:0.79617576 120:2.7512223 121:-2.6070823 122:1.0149933 123:8.9408121 124:3.6325958 125:1.9096059 126:8.7956959 127:10.042855 128:6.0654263 129:1.3228189 130:0.39312597 131:-2.5787868 132:-1.0545769 133:1.8032289 134:11.261121 135:-6.4820342 136:-2.6338306 137:-3.3310208 138:-1.9992738 139:-2.1194303 140:-3.2687064 141:4.1286527 142:-2.1018758 143:-6.2939565 144:2.0311816 145:-7.2470648 146:7.863616 147:-4.0392185 148:4.0524468 149:5.3426687 150:7.0788104 151:-10.416661 152:-4.8130742 153:3.1488653 154:6.3006713 155:2.3139576 156:-5.3656553 157:4.241545 158:4.0158939 159:6.8464188 160:-3.770323 161:-3.2707308 162:-6.7800896 163:7.8203411 164:5.7093952 165:5.8193241 166:7.6609319 167:0.70232955 168:-8.2689841 169:4.6044312 170:1.8287548 171:-2.4522004 172:3.9370199 173:-8.8747738 174:-0.48344112 175:3.4706341 176:6.2322689 177:1.7134606 178:-2.591212 179:-0.56361857 180:-0.68577469 181:6.0567128 182:3.5454061 183:-4.9337073 184:-6.691768 185:-5.5333115 186:-2.077194 187:4.2004302 188:-10.840306 189:3.939171 190:0.065701848 191:7.3358116 192:7.9401607 193:8.8843692 194:3.2480603 195:4.5886064 196:9.4020529 197:1.9649694 198:1.4939691 199:-0.41581931 
--0.037736197272465667 0:3.43065 1:3.5597712 2:8.6349566 3:7.9542019 4:-9.3388815 5:0.11307349 6:-4.7680895 7:-3.0430548 8:-6.3695639 9:-6.730336 10:8.2042738 11:-5.6345225 12:-7.2457652 13:-4.4133433 14:-8.4579064 15:3.532827 16:-5.2488227 17:5.7786609 18:0.52298381 19:0.22884677 20:-1.9836461 21:-7.9209819 22:-10.169569 23:-2.7290937 24:-1.4664247 25:3.3278524 26:7.6603365 27:-1.7891256 28:-8.5777972 29:7.7301721 30:-0.9401325 31:-3.3702187 32:-8.9203371 33:5.1910813 34:-4.7060217 35:-2.2728521 36:6.1965841 37:4.3989385 38:3.5307509 39:-7.8785675 40:-1.7641665 41:4.3860417 42:-6.2230126 43:7.8737395 44:9.4941808 45:-1.499059 46:7.5876528 47:-7.8784922 48:-3.7499387 49:2.6288323 50:-6.3004958 51:6.4425561 52:7.6957583 53:-8.5065378 54:6.8660419 55:5.10517 56:0.2947003 57:6.8294993 58:3.8082931 59:-4.5516145 60:5.6195989 61:-1.6352746 62:-3.5225538 63:-3.0649124 64:-1.9766193 65:-5.5084118 66:-8.4862058 67:-8.8049328 68:8.7588042 69:6.8354251 70:7.2006127 71:9.6848884 72:0.039649031 73:6.3295012 74:-1.0260889 75:7.1909804 76:-2.1704635 77:-1.0389234 78:7.9108923 79:7.9628118 80:-0.54729063 81:1.423961 82:-7.8963733 83:-1.6402957 84:0.19500532 85:8.0737695 86:3.2320069 87:-5.9271642 88:-6.2344584 89:1.8045857 90:-3.8906115 91:-6.8783543 92:2.5341074 93:-3.0875415 94:-3.6755674 95:4.9332688 96:6.1244552 97:-10.468236 98:-3.6673004 99:-4.6596017 100:4.3628117 101:3.2581823 102:0.79174919 103:-3.4370121 104:-6.8788419 105:-2.4059124 106:0.43226395 107:2.000495 108:-1.4690769 109:-0.59131758 110:6.4298625 111:9.0900788 112:7.0236281 113:1.9799769 114:9.221935 115:9.8546227 116:-10.396216 117:1.0183318 118:10.446334 119:2.235854 120:2.0837542 121:-2.9603683 122:1.2759809 123:11.482504 124:5.5138961 125:1.0081901 126:6.458294 127:9.2843724 128:3.9226656 129:-0.25706864 130:0.33521705 131:-2.5157055 132:-3.0987606 133:0.62744205 134:8.4428226 135:-5.7088779 136:-2.4065077 137:-5.0498122 138:-3.2078936 139:-0.6372469 140:-2.170962 141:4.7553375 142:-4.5068488 143:-4.0985773 144:0.45272864 145:-5.2083871 146:8.4240583 147:-0.11291337 148:4.6319318 149:5.5502943 150:7.5689734 151:-9.5037966 152:-1.7924212 153:3.1542419 154:6.6022212 155:1.5018365 156:-7.1611468 157:2.4882012 158:6.1354282 159:7.9985418 160:-3.7080653 161:-2.4001649 162:-5.0159306 163:9.5243649 164:5.0368048 165:7.3428955 166:9.859729 167:1.0114745 168:-6.7081021 169:3.0853198 170:2.5607193 171:-1.980148 172:3.912209 173:-7.3955064 174:2.4483592 175:3.0855799 176:5.4815614 177:1.4477709 178:-4.2157237 179:-0.21290824 180:0.99164021 181:5.3149435 182:1.3164796 183:-3.7790222 184:-5.8357124 185:-5.3940041 186:-2.8902663 187:3.2369223 188:-10.827882 189:2.409871 190:0.41608263 191:7.7263422 192:9.0403359 193:7.1604654 194:1.5278105 195:5.9725969 196:9.1977916 197:3.2113868 198:1.7899354 199:-2.6482669 
--0.11285086245247357 0:3.5750685 1:3.0524393 2:7.0659583 3:7.4371923 4:-9.3458719 5:0.82575353 6:-2.4408545 7:-2.7898462 8:-6.7392679 9:-6.2861158 10:6.5159587 11:-5.6182871 12:-7.8514106 13:-4.1031678 14:-6.3383963 15:5.5718832 16:-4.674613 17:3.4343763 18:-0.56620389 19:-2.2620635 20:-2.6642374 21:-7.7199105 22:-9.0134943 23:-2.7223196 24:-1.0132206 25:5.7327153 26:9.9244048 27:-1.0965145 28:-8.0426475 29:7.3803 30:-2.9193821 31:0.30821414 32:-10.147141 33:4.5148012 34:-5.1103067 35:-2.9351263 36:5.3485265 37:4.9792824 38:2.1176312 39:-9.5348516 40:-1.2619255 41:4.3607549 42:-5.7668236 43:10.902703 44:6.4251468 45:-1.5577141 46:7.1008567 47:-7.3062526 48:-4.8503987 49:3.4120696 50:-7.271894 51:5.7918185 52:4.7574015 53:-8.2773425 54:6.4330119 55:3.3130111 56:-0.9733104 57:6.6320414 58:2.7970573 59:-3.0428671 60:6.1613069 61:-2.2999117 62:-4.8436316 63:-2.996925 64:-1.7598627 65:-7.99584 66:-9.7172496 67:-7.8724164 68:10.009682 69:7.3932928 70:7.0845509 71:8.2100539 72:-0.78580939 73:6.712869 74:-2.6176199 75:6.2100209 76:-2.0138664 77:-2.4786459 78:7.6258027 79:9.0933922 80:-1.3048275 81:0.67981429 82:-9.1963895 83:-1.914489 84:-0.16856922 85:6.1744507 86:1.2836479 87:-5.7338 88:-4.4108708 89:1.0104503 90:-5.7796679 91:-6.0257841 92:2.8914366 93:-1.9088854 94:-3.9720268 95:4.385431 96:7.5448274 97:-10.109643 98:-2.8222269 99:-4.8120462 100:4.4694965 101:2.2924907 102:1.9547317 103:-2.4286969 104:-7.6513794 105:-2.3953415 106:1.9486599 107:-0.69710356 108:-1.6975467 109:-0.66180764 110:5.4447593 111:7.6236381 112:9.7301177 113:2.1642162 114:6.1539008 115:6.826979 116:-7.9638824 117:0.81477411 118:7.4773049 119:2.8156153 120:1.5985489 121:-2.4218762 122:3.4570341 123:8.6757503 124:3.3353481 125:-0.81656857 126:8.6674953 127:8.5914753 128:6.450504 129:1.1752044 130:0.61029703 131:-2.1197395 132:0.16697225 133:2.6252221 134:10.688815 135:-7.8284457 136:-2.6047216 137:-4.1296049 138:-2.6447875 139:-0.88553284 140:-2.7159317 141:6.4584748 142:-2.6078036 143:-5.1518255 144:0.82153908 145:-7.2549828 146:7.9980618 147:-2.2653789 148:5.0034583 149:5.0391188 150:7.266766 151:-8.9547332 152:-2.0177964 153:2.5374866 154:5.502778 155:1.3409649 156:-5.9830797 157:1.9978485 158:4.4342422 159:7.1067945 160:-2.31136 161:-4.3978902 162:-7.0958427 163:8.7042044 164:5.178175 165:4.1057314 166:7.1680907 167:0.53399103 168:-8.0493196 169:0.43328573 170:3.1396298 171:-0.062868594 172:4.8681411 173:-7.7851351 174:2.3823696 175:3.565372 176:6.4505195 177:2.1000619 178:-2.171601 179:1.1461165 180:0.31456019 181:5.7492232 182:3.6166025 183:-6.5251315 184:-3.3165249 185:-7.2916896 186:-2.2882848 187:3.8348645 188:-10.99973 189:3.2303054 190:-0.22941404 191:6.9232197 192:10.780741 193:7.7056348 194:1.1398595 195:5.393657 196:8.3530668 197:2.7292629 198:-0.62198976 199:-2.6940442 
--0.065836433114217788 0:4.9483525 1:3.7049981 2:6.8971767 3:8.0631802 4:-7.956469 5:-0.13706653 6:-2.6663186 7:-3.310682 8:-5.1772019 9:-4.6185194 10:5.8693176 11:-6.5284152 12:-7.0774375 13:-4.1464382 14:-7.7715505 15:5.1066951 16:-5.325995 17:5.6634141 18:-1.1823034 19:-2.3515511 20:-1.2179502 21:-9.2667895 22:-11.31563 23:-1.3439105 24:-5.3979822 25:3.2569299 26:7.2081113 27:-1.277105 28:-8.0247613 29:8.8312945 30:-1.8473835 31:-1.4828786 32:-8.8426956 33:3.2588818 34:-5.4369758 35:-1.4773007 36:5.4561363 37:2.9123334 38:3.2920987 39:-7.4904109 40:-2.7398226 41:3.2037488 42:-6.090363 43:9.2525733 44:7.3944615 45:-1.8129817 46:7.6388285 47:-6.7866021 48:-0.84050169 49:2.8874239 50:-7.7971301 51:4.2362845 52:6.3252048 53:-6.5380094 54:6.6783352 55:5.4369335 56:-1.8168225 57:5.0282313 58:4.0666792 59:-1.5785464 60:6.5915934 61:-3.7280569 62:-4.4499092 63:-0.79367546 64:-2.9201924 65:-6.3586102 66:-9.2342848 67:-8.0917999 68:8.6887198 69:7.5633802 70:9.3643539 71:9.0734358 72:-1.5089535 73:4.8785907 74:-1.8832924 75:5.3338329 76:-1.9955602 77:-2.6868864 78:8.6334523 79:9.6144978 80:-1.005908 81:0.60999981 82:-8.6484458 83:-1.4634182 84:1.9362992 85:7.3763667 86:3.2820396 87:-5.6936383 88:-4.9571227 89:-0.40313067 90:-5.7819887 91:-4.0890883 92:-0.98442041 93:-2.6674062 94:-5.1106413 95:3.9317649 96:8.3756818 97:-9.4049113 98:-5.0238837 99:-2.1651675 100:4.0467562 101:3.4100721 102:-1.699071 103:-1.0402931 104:-6.4270829 105:-3.7522934 106:3.0679881 107:0.14843705 108:-1.8789942 109:-1.7700371 110:5.7170942 111:8.7227397 112:8.3236641 113:1.4450996 114:7.6089657 115:8.2395851 116:-9.9261514 117:3.0601622 118:8.8475715 119:-0.030678546 120:1.0710868 121:-2.7130689 122:1.82134 123:10.34185 124:3.9907305 125:0.22223635 126:7.7749767 127:8.7751965 128:5.6901896 129:0.89715933 130:2.1026467 131:-0.64358625 132:-2.8544551 133:3.0818667 134:9.1553443 135:-5.3981359 136:-2.6186209 137:-4.3933476 138:-4.4810112 139:-1.4062447 140:-2.4053198 141:4.3869291 142:-1.5306317 143:-3.5511556 144:2.6350919 145:-8.2349152 146:8.3970897 147:-3.2996612 148:4.8934981 149:6.6774397 150:7.6345194 151:-8.4641694 152:-4.7326404 153:4.9375437 154:6.7437156 155:1.6763824 156:-4.2379053 157:1.3225062 158:5.0275375 159:7.2190754 160:-4.0240273 161:-2.8805001 162:-5.1284637 163:9.4846754 164:4.0432316 165:5.7316718 166:8.1461769 167:2.5285343 168:-6.2903431 169:2.2782283 170:2.5431498 171:-0.27396765 172:3.7169958 173:-8.0553151 174:2.7382288 175:3.8711367 176:6.3277424 177:2.0190254 178:-4.5528707 179:-0.072711235 180:-0.45663883 181:5.6150215 182:2.3707717 183:-8.2559973 184:-7.414668 185:-4.2133421 186:-3.2863709 187:1.6675996 188:-9.8332724 189:2.9175243 190:0.44453654 191:8.7869687 192:9.195263 193:6.8451128 194:3.0674658 195:5.9382754 196:8.8487674 197:2.2807844 198:0.54658244 199:0.91654828 
--0.092329026928062927 0:6.4258684 1:3.0762612 2:8.9854049 3:8.5473634 4:-8.1054858 5:-0.35097386 6:-2.667011 7:-3.4019991 8:-6.1296847 9:-6.8938905 10:7.5329446 11:-5.80486 12:-7.7274888 13:-4.2414318 14:-9.5443977 15:5.0853628 16:-3.1160741 17:4.6003992 18:-0.2494765 19:-1.961487 20:-0.26688403 21:-10.00519 22:-10.850743 23:-4.1446956 24:-2.5644209 25:4.4730441 26:7.1749191 27:-0.27612283 28:-10.292735 29:10.13211 30:-1.5566817 31:-1.6378331 32:-8.7619662 33:2.6362223 34:-4.1833282 35:-2.6920537 36:6.5385531 37:4.1287212 38:3.1525339 39:-8.5100782 40:-2.3056273 41:2.8701205 42:-7.1010345 43:9.2021236 44:10.254736 45:-3.9969863 46:6.7553496 47:-7.9989686 48:-3.7035039 49:0.067524433 50:-6.6663594 51:4.7447778 52:3.8742405 53:-8.2784859 54:5.7591659 55:2.2584495 56:-2.4450138 57:5.7685293 58:2.727278 59:-2.1875055 60:6.7526615 61:-1.849125 62:-1.8190115 63:-4.2614551 64:-0.92572095 65:-4.8990639 66:-9.2273714 67:-8.1177324 68:9.2177208 69:7.8005033 70:9.5998769 71:7.8187483 72:1.3164851 73:5.7003512 74:-0.21505481 75:5.5344311 76:-3.9723327 77:-2.0780926 78:9.3621431 79:7.1457856 80:-1.9282233 81:1.3493715 82:-7.5864372 83:-2.5056246 84:0.091089746 85:8.4157261 86:2.7664038 87:-4.7652233 88:-4.2618401 89:1.0938447 90:-6.1724822 91:-5.2173156 92:0.88695727 93:-0.063046858 94:-3.7440349 95:3.2825711 96:5.3638388 97:-10.45787 98:-3.2361901 99:-1.3806479 100:2.693515 101:4.8327582 102:2.5613662 103:-2.4021457 104:-5.6924464 105:-1.4392121 106:2.1777063 107:-0.45010791 108:-2.9391554 109:-2.1587326 110:5.2172013 111:6.4021781 112:9.3759423 113:1.7163878 114:7.4870143 115:7.3725888 116:-9.9600445 117:2.6527511 118:10.164231 119:1.0148378 120:2.8644524 121:-4.1172234 122:2.1316946 123:9.1384116 124:6.030727 125:0.14932957 126:8.3440182 127:8.7546197 128:6.8275881 129:2.5721279 130:1.5963868 131:-1.2459756 132:-1.3627338 133:1.8614372 134:8.7300843 135:-5.8505338 136:-5.2177953 137:-3.4407932 138:-3.9100615 139:-3.1060744 140:-4.3550598 141:5.9968516 142:0.031449071 143:-4.9273545 144:0.30834073 145:-7.2489689 146:8.5012608 147:-2.5999252 148:5.1272074 149:7.0908937 150:7.3933741 151:-8.2487804 152:-3.4689083 153:3.9890556 154:5.490258 155:2.4599989 156:-4.6338558 157:2.9480274 158:4.8372755 159:8.0841493 160:-2.7043827 161:-1.9027913 162:-4.3742745 163:7.3714829 164:5.2818984 165:5.6126437 166:8.5440755 167:2.0974864 168:-5.5599652 169:1.5905129 170:1.6457295 171:-1.2979514 172:5.7881435 173:-8.5777931 174:3.5012817 175:3.4678997 176:5.5186033 177:1.6836793 178:-3.4453729 179:0.47132312 180:-1.021481 181:5.3844664 182:2.8423218 183:-7.666864 184:-5.035097 185:-4.8398677 186:-4.0292046 187:2.8141998 188:-12.035891 189:2.886374 190:-1.4864863 191:7.7697941 192:7.940014 193:5.8901863 194:2.6086543 195:4.9883404 196:7.3539611 197:1.3891291 198:1.2817793 199:-2.4733088 
--0.14125102114028404 0:4.0220476 1:5.5016179 2:6.8246995 3:9.8427825 4:-7.5083735 5:-1.1258373 6:-1.8391601 7:-2.2783243 8:-6.2772455 9:-6.5695776 10:9.3893899 11:-6.3192801 12:-8.2651494 13:-6.0504473 14:-8.7145454 15:2.1920751 16:-5.1355761 17:6.9108114 18:2.237729 19:-1.9005773 20:-2.5015923 21:-7.027329 22:-9.2802118 23:-1.2441747 24:-3.5740173 25:4.6819412 26:7.6732209 27:-1.8667853 28:-9.0266336 29:8.2293958 30:-0.27292284 31:-0.015345501 32:-8.8875305 33:3.3948057 34:-3.9256806 35:-2.2774109 36:6.0166027 37:6.5683982 38:2.2875823 39:-8.2668024 40:-3.0087174 41:4.2640881 42:-6.6925851 43:9.0658394 44:8.6042453 45:-2.5057663 46:6.207073 47:-6.8029386 48:-3.74248 49:1.2679112 50:-8.6684711 51:6.2865003 52:7.0797384 53:-4.3571789 54:9.0296989 55:4.9542788 56:-2.525744 57:5.5719721 58:3.1444368 59:-2.9863602 60:6.4816663 61:1.905202 62:-4.148303 63:-3.8607696 64:-1.1256325 65:-6.6193751 66:-9.2095594 67:-6.2116801 68:8.6274547 69:8.8204178 70:7.3705698 71:8.5374563 72:-1.1131666 73:9.0783808 74:0.44973236 75:5.6593031 76:-2.9744799 77:-4.033865 78:9.940973 79:8.0602342 80:-0.50097492 81:0.35770212 82:-9.3875056 83:-0.46067909 84:3.4144599 85:8.5160786 86:3.3105174 87:-6.2170277 88:-6.0725114 89:1.1798139 90:-5.555248 91:-4.1734534 92:0.11479203 93:-2.4975963 94:-3.2342736 95:4.5189363 96:7.2855385 97:-10.784471 98:-4.7059753 99:-2.8503569 100:3.4894236 101:5.2359448 102:0.13934142 103:-3.7450632 104:-4.1193385 105:-3.5911708 106:1.6021033 107:0.036589916 108:-1.8580222 109:-0.6054273 110:4.2657934 111:8.3770386 112:8.4045657 113:2.9424637 114:8.1965166 115:8.7445443 116:-9.1849045 117:1.3488289 118:7.3879361 119:0.47070571 120:1.2481708 121:-3.3122397 122:3.6845108 123:9.7123499 124:4.2612906 125:0.52208126 126:8.4547055 127:10.628691 128:5.3420622 129:0.73866605 130:0.4443966 131:-1.1696077 132:-0.92086819 133:1.9108109 134:8.5170066 135:-5.9805366 136:-5.3708073 137:-3.2827187 138:-5.9259589 139:-0.4426344 140:-4.7998886 141:4.720126 142:-4.7032365 143:-6.3371493 144:0.14313572 145:-6.5762124 146:7.2244998 147:-1.9814697 148:5.732714 149:7.6588 150:7.3306035 151:-9.8526355 152:-2.2846403 153:4.5412811 154:4.5128952 155:1.4484876 156:-4.5692002 157:2.2704847 158:5.3775299 159:8.6863722 160:-2.4235881 161:-2.5539575 162:-6.4176199 163:9.4692433 164:5.0328706 165:8.1964796 166:6.2771615 167:1.8561725 168:-6.9055298 169:4.2703787 170:1.1095802 171:-0.68573731 172:6.5045296 173:-6.9749844 174:1.2373497 175:2.7771296 176:6.9186946 177:1.7478322 178:-4.2912071 179:-0.93024004 180:-1.2446638 181:4.0620597 182:2.0413409 183:-5.1539981 184:-4.8013577 185:-6.9230716 186:-3.5399292 187:4.1866107 188:-8.8515118 189:2.0532811 190:-0.8534025 191:8.1284147 192:8.8224834 193:6.9476624 194:2.1292671 195:4.9562963 196:9.663166 197:3.3993377 198:2.4384465 199:-2.2182381 
--0.076218782795731202 0:3.6060822 1:4.0993824 2:6.4460253 3:8.6365638 4:-7.7442745 5:0.074689631 6:-3.7514953 7:-1.8782126 8:-5.7365912 9:-5.542212 10:7.5941905 11:-5.1274989 12:-8.5713064 13:-5.9342943 14:-8.0323556 15:5.7922395 16:-3.8014768 17:3.1910446 18:-1.0824822 19:-3.0529037 20:-0.38006065 21:-8.2684307 22:-9.5418238 23:-2.6760792 24:-2.7640487 25:4.4025471 26:8.6455551 27:-1.1975383 28:-9.6927284 29:8.9719878 30:1.0748416 31:-2.2980823 32:-11.433581 33:5.0166123 34:-4.6954974 35:-1.2780205 36:6.969977 37:3.8521228 38:2.3303888 39:-9.8573086 40:-2.7459154 41:1.7523771 42:-5.9601109 43:8.2278658 44:7.5126602 45:-3.7220953 46:5.3505819 47:-8.9685085 48:-3.2214163 49:1.624003 50:-7.3337664 51:5.294191 52:4.9320337 53:-7.2335008 54:7.6898044 55:3.9629511 56:-1.6069867 57:6.6432605 58:3.5666883 59:-1.3382901 60:6.3477091 61:-0.19263513 62:-1.2288858 63:-3.0890709 64:-1.7684929 65:-5.0509212 66:-9.7412526 67:-9.7846507 68:8.9994777 69:6.645235 70:8.4340439 71:7.0223136 72:-1.1581645 73:6.5874431 74:-1.5046609 75:3.7567835 76:-3.043499 77:-3.101973 78:6.4021709 79:10.336144 80:-1.010968 81:0.68995112 82:-8.4552987 83:-3.7930924 84:1.7837275 85:7.0038344 86:0.73115997 87:-5.678734 88:-3.9130231 89:0.72290727 90:-3.9517921 91:-3.2212807 92:1.8470508 93:-1.0903984 94:-2.7212353 95:2.5179782 96:8.1114141 97:-9.7783907 98:-3.5285714 99:-3.4572924 100:3.0510766 101:4.5899723 102:2.9444984 103:-4.3579515 104:-6.5332603 105:-0.90361854 106:-0.07341514 107:0.60007549 108:-2.3907182 109:-2.4471931 110:4.8922685 111:8.0813977 112:10.615316 113:1.6384092 114:7.8899555 115:8.6039977 116:-10.794368 117:-0.44844821 118:10.373677 119:-0.66597724 120:1.5254524 121:-4.7810053 122:2.8621533 123:9.2073452 124:5.6483658 125:0.18209533 126:6.5570745 127:9.4286703 128:4.0482904 129:1.2566496 130:-0.54801576 131:0.69314796 132:-0.74812747 133:2.0828953 134:9.4095405 135:-6.6446636 136:-3.6824272 137:-4.0110468 138:-4.4559782 139:-1.7299295 140:-0.46223318 141:6.1781214 142:-2.9710244 143:-2.7456461 144:-1.3122849 145:-6.6367721 146:6.9510092 147:-3.5606617 148:2.6506437 149:6.6976139 150:7.6192062 151:-10.610926 152:-5.282601 153:4.6313521 154:5.3776259 155:2.670574 156:-6.4573626 157:0.14819459 158:5.1742807 159:7.2599897 160:-3.3596757 161:-3.282056 162:-5.6403306 163:6.9031968 164:5.3774738 165:5.4508891 166:6.5393219 167:0.34698358 168:-5.167979 169:3.5487033 170:0.96492279 171:-1.0997921 172:4.3637703 173:-9.0724886 174:1.7570332 175:2.922814 176:5.6644247 177:0.94546368 178:-2.956761 179:-1.0928293 180:-1.0692307 181:4.3397084 182:2.5703613 183:-4.4251253 184:-7.4866174 185:-6.0848415 186:-1.6805939 187:4.7259623 188:-11.373632 189:2.5473558 190:-0.10648348 191:7.4791406 192:9.5358683 193:7.851645 194:2.8601387 195:7.2948173 196:6.590626 197:2.2778314 198:1.5494383 199:-2.5257363 
--0.15081327271307354 0:3.4840703 1:5.0121554 2:8.264659 3:9.7490068 4:-7.7594603 5:-0.32723115 6:-3.4481544 7:-1.8379277 8:-7.5322632 9:-5.9988433 10:6.033477 11:-4.6419327 12:-7.3054639 13:-4.8607165 14:-7.2532078 15:5.4953885 16:-5.3157204 17:5.408062 18:-0.27327827 19:-2.9799824 20:-0.12485547 21:-9.6001376 22:-10.745947 23:-4.0275865 24:-2.9054577 25:4.7782394 26:9.7812367 27:-0.56955922 28:-9.9503597 29:6.0663152 30:0.16842919 31:-3.1336315 32:-8.5028075 33:3.1185437 34:-5.7116264 35:0.60758434 36:5.3459896 37:3.6114214 38:3.1865095 39:-8.1759783 40:-0.03913327 41:3.8479263 42:-6.927096 43:8.7365837 44:9.6469056 45:-3.7344841 46:7.4228878 47:-7.9051887 48:-1.1158178 49:0.27056321 50:-6.9502997 51:5.1384654 52:3.6843249 53:-7.8375991 54:9.7167057 55:2.8998486 56:-2.9612696 57:7.8457683 58:3.284096 59:-2.4635372 60:5.0087145 61:-2.1251056 62:-2.8883065 63:-5.1894305 64:-2.811817 65:-4.6613392 66:-8.6584545 67:-9.6842026 68:10.013424 69:8.9510968 70:6.7724386 71:9.8189025 72:0.55263422 73:6.3523178 74:-0.96443927 75:6.8831476 76:-2.5325769 77:-1.3855442 78:10.872197 79:8.7264899 80:-1.5226498 81:0.77595834 82:-7.7069749 83:-2.1651778 84:1.5914549 85:7.1408896 86:2.485176 87:-4.3344876 88:-5.2680882 89:0.41321754 90:-5.4686731 91:-3.2295348 92:0.93751936 93:-3.162533 94:-5.0527285 95:2.6342063 96:7.6639396 97:-9.3271775 98:-3.6901534 99:-2.3657472 100:2.5097911 101:2.5513106 102:0.20398029 103:-3.5737429 104:-4.5685985 105:-2.5725162 106:1.3574013 107:-0.40073762 108:-0.18334765 109:-1.1048444 110:5.3227547 111:8.2464154 112:7.14184 113:2.7037999 114:7.5726096 115:7.7562712 116:-8.7415307 117:1.5123761 118:8.9563246 119:1.1817149 120:3.1222191 121:-2.9783935 122:0.92891953 123:9.3733912 124:2.5215123 125:-0.039504186 126:6.4500412 127:8.804392 128:6.7747411 129:0.53924617 130:1.6090993 131:-1.4203566 132:-3.1464989 133:2.7132269 134:9.5567563 135:-8.1600171 136:-3.9559901 137:-4.4164473 138:-3.459685 139:-0.93005514 140:-4.108512 141:5.6544793 142:-1.1180298 143:-5.3378399 144:1.1636477 145:-4.5888798 146:9.2944045 147:-1.0665252 148:4.8021054 149:4.671637 150:4.8422013 151:-8.3167012 152:-4.0349772 153:2.1530677 154:6.0806634 155:2.2418703 156:-5.7792217 157:2.3144261 158:5.009329 159:9.3193126 160:-5.021001 161:-2.6335018 162:-3.8359182 163:8.2838574 164:3.807984 165:5.0589631 166:7.9292892 167:0.90760809 168:-9.3502 169:2.8307987 170:0.96094807 171:-1.7281348 172:4.8374105 173:-8.1977818 174:1.2209585 175:4.2483087 176:5.0625764 177:0.41859587 178:-2.9447937 179:-0.21857656 180:-0.99616579 181:5.7971596 182:1.7888307 183:-5.537213 184:-6.9657282 185:-3.8103791 186:-1.9759631 187:2.4856043 188:-10.077295 189:1.0331287 190:1.9701172 191:6.4478432 192:10.19295 193:7.8020398 194:2.7488158 195:5.9966319 196:8.6794173 197:-0.4504433 198:2.709563 199:-3.6817794 
--0.035504732935740357 0:2.8656745 1:2.7617484 2:5.2554375 3:11.234144 4:-8.1418291 5:0.26467182 6:-2.565396 7:-2.1316424 8:-5.9126804 9:-5.3765763 10:6.6661041 11:-4.9289393 12:-7.5941066 13:-5.9064729 14:-8.781393 15:6.616018 16:-5.6198222 17:5.094406 18:1.1403918 19:-2.4067477 20:-0.89567633 21:-6.9645187 22:-9.2199828 23:-5.0003239 24:-3.7699717 25:6.1364582 26:8.9433738 27:0.32419894 28:-8.0257739 29:6.6247285 30:-1.4432338 31:-1.3540406 32:-8.8018989 33:1.3613375 34:-4.6264543 35:-0.57372204 36:8.0176755 37:5.043651 38:2.1187749 39:-9.6441914 40:-3.5893083 41:3.2141076 42:-6.3981082 43:9.7306875 44:8.4145052 45:-2.6692065 46:6.9947861 47:-7.1827254 48:-3.8086002 49:2.3889609 50:-6.8272086 51:5.1480628 52:7.3677388 53:-5.3692286 54:8.5406507 55:4.3074952 56:-2.7251408 57:7.9230652 58:3.0749808 59:-3.9799896 60:5.8531809 61:0.027937468 62:-2.1856752 63:-2.3923208 64:-0.89439258 65:-6.1057441 66:-8.6456291 67:-8.6453834 68:10.030154 69:7.4811249 70:9.8039792 71:8.2249344 72:2.0995324 73:7.1404428 74:-3.281761 75:4.1519531 76:-3.4127882 77:-2.9625739 78:9.5768904 79:9.4003238 80:-2.1365105 81:2.2611614 82:-8.470257 83:-0.72611965 84:2.8730022 85:7.7668674 86:1.7100894 87:-5.1847869 88:-5.3180592 89:1.2498394 90:-6.2703706 91:-3.979002 92:1.1627651 93:-0.37324003 94:-2.5593099 95:4.2787039 96:6.9307735 97:-9.3609416 98:-4.9761193 99:-2.5903505 100:2.7075101 101:4.1495091 102:1.3884533 103:-3.1119464 104:-4.2924785 105:-1.643934 106:0.078864921 107:-2.1065486 108:-3.5127834 109:-3.8009578 110:6.5835164 111:9.0115396 112:8.6423495 113:3.3869245 114:7.7655832 115:7.9038146 116:-8.9239025 117:1.3131295 118:7.9271104 119:-1.2456359 120:2.0412469 121:-3.1316201 122:3.7288394 123:10.177402 124:4.6679942 125:-0.61620139 126:5.7228855 127:6.9309343 128:4.9415743 129:1.8091571 130:2.4461807 131:-0.77945455 132:-1.9450366 133:0.43423334 134:8.4696382 135:-7.7228798 136:-4.6164979 137:-4.4724539 138:-3.9238074 139:-2.2604152 140:-3.6338382 141:4.6158923 142:-2.9950989 143:-6.2895602 144:-2.3639335 145:-6.8531162 146:9.9017978 147:-1.5664159 148:3.8478972 149:5.4822094 150:7.7222895 151:-9.1797721 152:-4.6112631 153:3.1076193 154:7.190022 155:0.98152892 156:-5.8895711 157:2.1917619 158:4.5534496 159:7.4834971 160:-1.6994318 161:-2.2111804 162:-7.8099199 163:9.0347546 164:6.1749559 165:6.7033328 166:6.9995495 167:1.6841675 168:-7.1845506 169:2.8478917 170:3.55294 171:-0.83502372 172:3.8627146 173:-8.5535161 174:1.2992389 175:1.8329123 176:5.948987 177:2.4587328 178:-2.8335678 179:-1.4271707 180:-0.73054384 181:5.3192559 182:3.5025624 183:-4.3299433 184:-5.586506 185:-5.6166478 186:-3.7565685 187:4.7547466 188:-10.584349 189:2.6062748 190:0.44199074 191:10.188244 192:9.6960376 193:6.1336338 194:1.7752053 195:4.459371 196:8.5253121 197:2.3358625 198:-1.0042499 199:-1.4710812 
--0.062916771043472236 0:4.5548836 1:4.3332616 2:7.6543392 3:10.500936 4:-8.9107007 5:-0.1126185 6:-2.4644675 7:-1.2423857 8:-6.6904867 9:-5.2468653 10:8.5271862 11:-6.4228733 12:-8.9779542 13:-5.5432752 14:-7.567769 15:3.3235238 16:-3.7061007 17:4.4924578 18:-0.3995274 19:-2.4510117 20:-1.1706067 21:-5.9988489 22:-8.9663848 23:-4.2249025 24:-1.4803486 25:4.0692808 26:6.9596963 27:-0.63946436 28:-9.8149497 29:9.3264489 30:-3.1936119 31:-0.71809657 32:-9.1403395 33:1.7163516 34:-4.7459925 35:-1.4379206 36:7.3985625 37:3.1621588 38:4.5338875 39:-9.3852169 40:-2.5947133 41:3.5219553 42:-7.5825537 43:10.092235 44:9.4423969 45:-1.2244291 46:8.8733365 47:-7.8980076 48:-2.9738216 49:0.8102533 50:-7.5449229 51:6.0179958 52:6.8884684 53:-6.4393325 54:9.662227 55:5.7182808 56:-0.90759567 57:8.069622 58:2.8424504 59:-0.25211228 60:5.5274254 61:-1.0634408 62:-1.8536284 63:-3.0873379 64:-2.1133857 65:-5.1298042 66:-10.139869 67:-7.1961842 68:8.0874421 69:6.2964431 70:7.4781278 71:7.0091169 72:1.083867 73:7.4581132 74:-0.12579347 75:4.4978404 76:-1.3639568 77:-1.9868689 78:8.5116144 79:9.6048461 80:-2.3436568 81:1.7661748 82:-8.727526 83:-1.6205188 84:1.630751 85:6.0068472 86:2.1126768 87:-2.9330655 88:-4.2437678 89:2.4389485 90:-4.5556277 91:-5.2274993 92:0.81676518 93:-3.535815 94:-5.1155073 95:2.6067636 96:6.8384012 97:-10.664352 98:-3.2579003 99:-5.0129785 100:2.3290821 101:3.9578978 102:2.5918557 103:-4.2606294 104:-7.3568113 105:-0.81468628 106:2.0650451 107:0.56865397 108:-1.2580814 109:0.39270681 110:6.5220314 111:10.484632 112:9.297089 113:2.4077322 114:7.3131362 115:7.3998177 116:-9.4840378 117:3.558265 118:8.5802347 119:0.42598065 120:4.1865144 121:-6.0546613 122:1.8503333 123:9.7687235 124:2.8008876 125:-0.64127989 126:6.6106808 127:7.6335714 128:6.01564 129:-0.37310185 130:1.9401311 131:-0.57535404 132:-2.5570314 133:2.8373498 134:8.5156176 135:-7.6891626 136:-4.6288317 137:-4.1188996 138:-1.9371654 139:0.13942848 140:-3.805696 141:6.4174688 142:-3.8981499 143:-4.617288 144:0.88362955 145:-5.289587 146:9.6807153 147:-3.8975278 148:3.9902235 149:6.0201892 150:5.6799449 151:-10.896636 152:-3.353076 153:3.5867487 154:7.427351 155:2.6305663 156:-4.94432 157:1.4539156 158:4.5183104 159:6.5705577 160:-2.8697396 161:-1.2569589 162:-6.3963421 163:10.105205 164:5.3041717 165:6.7559546 166:5.1536496 167:1.8754326 168:-5.3456361 169:2.8332166 170:2.3674967 171:-1.8803882 172:6.300504 173:-8.3599514 174:2.2666833 175:3.336653 176:6.0634211 177:2.2956159 178:-2.8062518 179:-1.3058984 180:-0.66249993 181:5.676132 182:2.1112104 183:-7.0762327 184:-7.43787 185:-4.4155444 186:-3.5130288 187:2.6524626 188:-8.5564464 189:0.22293187 190:0.30008221 191:8.0545274 192:11.073182 193:5.8987442 194:2.1868298 195:4.7159405 196:8.9177223 197:3.2357267 198:1.4717479 199:-2.4306449 
--0.04205826233736 0:4.7753375 1:5.7890339 2:7.3342304 3:10.549834 4:-10.040232 5:-0.52014681 6:-2.0419149 7:-1.3001369 8:-6.0348691 9:-5.7275331 10:7.0153568 11:-5.5549557 12:-4.5789139 13:-4.4733872 14:-7.8355396 15:5.1169978 16:-4.1283256 17:4.3694448 18:-0.59873656 19:-2.7331318 20:-2.5572342 21:-7.6506358 22:-10.860757 23:-4.3948266 24:-1.0175104 25:4.3385921 26:9.2145639 27:-2.010042 28:-10.006699 29:6.6519764 30:-2.6755377 31:-1.8144896 32:-9.255705 33:2.2424689 34:-5.2036801 35:-1.8457667 36:5.5498114 37:3.4345716 38:2.8788143 39:-8.7065709 40:-2.0948573 41:1.7180297 42:-5.2593037 43:10.122062 44:10.116356 45:-1.2809223 46:6.7739461 47:-7.1507611 48:-3.2887637 49:0.15003624 50:-7.1228818 51:6.2302133 52:6.4092814 53:-8.6663231 54:7.5829434 55:5.1255077 56:-0.59701648 57:7.0066633 58:2.4746745 59:-4.1438612 60:5.8687142 61:-2.7122053 62:-3.0999576 63:-2.4774265 64:-2.4380189 65:-6.2143323 66:-10.099573 67:-8.7950962 68:9.2266847 69:7.6894162 70:8.168577 71:9.1599257 72:-2.7843246 73:6.0386679 74:-1.3430826 75:3.8246466 76:-3.6575484 77:-1.8537389 78:7.6361298 79:9.8598963 80:-2.4698141 81:2.8675628 82:-8.5585787 83:-2.2944637 84:-0.75097191 85:5.6050662 86:3.275773 87:-4.1408754 88:-4.6718624 89:0.40400666 90:-5.695714 91:-4.7718254 92:1.0762125 93:-2.3065143 94:-4.3654718 95:3.5074386 96:5.8922721 97:-9.3387816 98:-6.4662786 99:-2.8761068 100:3.5272373 101:5.4346891 102:1.4085663 103:-1.715902 104:-5.828414 105:-3.7462115 106:1.7799852 107:-0.44837894 108:-0.55276008 109:-0.31476037 110:8.4752231 111:9.4106807 112:8.4446684 113:1.3107367 114:8.8911218 115:8.4343853 116:-7.9677169 117:2.832542 118:10.874042 119:1.1218807 120:2.8830222 121:-3.7461447 122:2.6211655 123:8.85027 124:3.3298702 125:1.4880153 126:6.9021621 127:8.5085509 128:5.2272373 129:1.5771322 130:0.38548999 131:-0.68927519 132:-1.9518903 133:1.7407474 134:10.404196 135:-5.4746506 136:-2.5339829 137:-3.3015206 138:-1.8494492 139:-1.6890586 140:-1.0659343 141:4.4101936 142:-3.7645577 143:-5.0351179 144:-0.5287592 145:-6.5825526 146:9.1991327 147:-3.1973735 148:4.1974099 149:5.1089837 150:8.1276784 151:-8.2493811 152:-4.3691184 153:4.472653 154:4.418536 155:1.2583646 156:-6.5140136 157:5.5253033 158:5.6051213 159:8.4723778 160:-2.498512 161:-2.9146056 162:-6.2130554 163:7.9346132 164:3.7559225 165:6.7183418 166:7.1558676 167:0.39986944 168:-6.8524668 169:4.4396005 170:2.2056357 171:1.4210567 172:4.2473135 173:-6.9045667 174:1.0063434 175:4.0466284 176:4.9275698 177:1.6402749 178:-4.8991106 179:-1.3863037 180:0.41604116 181:5.1075766 182:1.8841641 183:-4.7546689 184:-6.6360863 185:-5.883558 186:-5.0074368 187:4.0625613 188:-11.77489 189:3.1566392 190:-1.2318267 191:6.8853585 192:8.2678272 193:6.6643334 194:2.4572232 195:4.8667387 196:10.28329 197:2.015592 198:2.0785286 199:-3.2738159 
--0.036804728451539287 0:4.632915 1:3.7597913 2:7.2933448 3:10.385611 4:-7.6950598 5:0.97298856 6:-2.5596054 7:-2.0763253 8:-6.8787936 9:-6.3007852 10:7.4426774 11:-3.8948188 12:-8.0685099 13:-5.3070433 14:-7.389707 15:4.806954 16:-2.9879162 17:4.2628466 18:-0.13826845 19:-2.3638523 20:-1.0676916 21:-8.2518027 22:-7.1967106 23:-4.3859709 24:-2.6367375 25:3.7991363 26:7.8271939 27:0.30327009 28:-8.8508071 29:8.1973651 30:-1.1151892 31:-0.35598047 32:-9.2790108 33:2.9309992 34:-6.2203461 35:-3.3154673 36:6.0816975 37:4.6533021 38:3.4275183 39:-9.3880937 40:-3.5851907 41:1.5571363 42:-6.2562254 43:10.58292 44:8.4019572 45:-2.4252521 46:7.1483422 47:-8.333123 48:-6.8198014 49:2.3115275 50:-6.6227709 51:5.79099 52:4.778089 53:-6.8976852 54:7.7042919 55:4.9377476 56:-1.1902069 57:7.56571 58:4.969121 59:-2.9751051 60:8.571452 61:-1.9778903 62:-3.4261938 63:-5.1361191 64:-2.5952539 65:-4.1039814 66:-10.6358 67:-7.7947068 68:9.2067031 69:8.6542197 70:6.9368057 71:8.9213645 72:2.0742229 73:6.0205335 74:-0.64110589 75:5.5190093 76:-1.4482704 77:-2.5522327 78:6.9589366 79:10.573086 80:-2.5309804 81:-0.26204995 82:-7.2912474 83:-1.3608323 84:-1.010153 85:5.877462 86:3.0534096 87:-5.1732577 88:-6.9158318 89:0.12424497 90:-5.7800708 91:-6.6566397 92:0.59140098 93:-2.1423679 94:-5.5678686 95:2.7548979 96:8.1304557 97:-11.251171 98:-4.8170354 99:-5.075502 100:1.392334 101:3.2979094 102:2.4780905 103:-2.339763 104:-5.7423337 105:-1.981079 106:2.1350361 107:-0.49798472 108:-3.0175187 109:-0.57969607 110:6.063446 111:7.0872467 112:8.8355989 113:2.1158673 114:7.5316453 115:8.9669387 116:-9.0091721 117:2.6064569 118:9.6946089 119:1.0699406 120:4.4158681 121:-5.6816466 122:3.6177402 123:10.303588 124:3.8130972 125:-0.47843087 126:8.1134998 127:10.626645 128:5.0278035 129:0.5678228 130:1.1536423 131:-4.0550065 132:-1.2919339 133:3.1216179 134:8.6771815 135:-7.1552073 136:-3.4560143 137:-3.4966397 138:-3.5581835 139:-0.32269972 140:-5.005431 141:4.9161337 142:-2.7629725 143:-4.9914808 144:-1.0309596 145:-7.0681733 146:7.7230066 147:-4.6943927 148:5.2820055 149:5.5862599 150:6.9264318 151:-11.166132 152:-3.3228408 153:3.0834267 154:5.1674889 155:2.4647057 156:-5.3452028 157:1.7821796 158:5.7550056 159:9.1141321 160:-3.3346414 161:-1.7957561 162:-5.139413 163:10.186051 164:6.7545539 165:7.058283 166:7.6216074 167:2.4563542 168:-5.4242424 169:3.442383 170:2.4457807 171:-0.40277295 172:4.0017787 173:-8.4702808 174:1.1799199 175:4.7196927 176:5.7650175 177:3.35303 178:-3.2944108 179:-1.3575742 180:-0.16625104 181:5.2775099 182:2.7937426 183:-4.4761719 184:-5.0163133 185:-6.6250537 186:-3.8435885 187:2.2008353 188:-10.419458 189:2.4192134 190:-0.33510178 191:7.6304844 192:10.501667 193:6.9445678 194:2.8549049 195:3.9565661 196:9.2126082 197:1.7572982 198:0.34270279 199:0.93381942 
--0.124875367940197 0:3.5320296 1:3.5195307 2:7.8137479 3:8.7630961 4:-5.8094971 5:2.7534364 6:-3.5771564 7:-2.7542652 8:-7.3571172 9:-5.2575035 10:5.5340502 11:-5.753895 12:-8.7729122 13:-6.0143993 14:-6.2554907 15:3.6885982 16:-4.8042892 17:7.4186924 18:1.5231376 19:-4.053085 20:-2.8950637 21:-9.7480713 22:-10.90833 23:-3.5461136 24:-2.6104374 25:2.9943222 26:8.9075297 27:1.8729617 28:-9.5432906 29:9.0823081 30:-1.1689109 31:-1.6370553 32:-8.9464885 33:1.971552 34:-3.8285794 35:-1.2196574 36:3.4407283 37:3.3679752 38:2.2598495 39:-9.502374 40:-2.0128908 41:4.2737988 42:-7.3417692 43:10.655856 44:9.6711776 45:-2.5037529 46:6.8066437 47:-6.7804649 48:-4.1317993 49:2.5516107 50:-9.3698363 51:4.9980821 52:5.4272971 53:-5.997237 54:9.6854092 55:4.7845413 56:-2.3218025 57:6.9841295 58:3.5462239 59:-3.6596705 60:7.2891738 61:-2.5596143 62:-2.9424785 63:-1.6213829 64:-2.9974789 65:-6.5380998 66:-9.8307326 67:-9.0368693 68:7.8967807 69:8.3442918 70:7.0659829 71:9.1539883 72:0.33077865 73:8.239812 74:-0.8378567 75:5.4496015 76:-3.1330394 77:-1.1633723 78:7.8816961 79:7.9669941 80:-1.7683194 81:0.54732141 82:-8.7214817 83:-2.0267835 84:-0.98325556 85:4.862124 86:1.905172 87:-5.1279155 88:-5.2061811 89:-0.61820754 90:-4.1857585 91:-4.5954123 92:2.1151637 93:0.72725074 94:-4.4934111 95:5.6738618 96:7.4708878 97:-8.4345206 98:-5.4834294 99:-3.4246973 100:4.0445005 101:5.047322 102:0.28740168 103:-3.2068547 104:-6.1656103 105:-2.3962226 106:0.15066553 107:-1.0608545 108:-2.4297161 109:-1.8096425 110:5.4392581 111:7.1661817 112:8.0610902 113:2.225495 114:7.9341147 115:7.8508318 116:-9.0057323 117:2.8718496 118:10.950611 119:2.1198186 120:1.6594818 121:-4.449715 122:0.15551283 123:9.9676376 124:4.5435366 125:1.2804854 126:5.7864524 127:8.2660315 128:6.5833085 129:0.86868113 130:-0.38654347 131:-0.54012018 132:-0.39610771 133:1.8616777 134:9.3181849 135:-8.6963283 136:-2.5340726 137:-2.05947 138:-3.137474 139:-2.0024287 140:-3.1586538 141:6.176979 142:-2.9702188 143:-4.454134 144:-1.3033306 145:-7.9306987 146:7.7889922 147:-4.663618 148:4.2007221 149:5.9601975 150:6.0578626 151:-9.0682118 152:-1.8618138 153:5.4662101 154:5.4156546 155:2.444736 156:-5.0239533 157:4.4946122 158:6.1507677 159:6.4454391 160:-3.5730675 161:-2.4062969 162:-6.0545196 163:8.5189834 164:5.4799558 165:6.4049583 166:7.0466643 167:1.914054 168:-6.8571421 169:3.1004313 170:2.3119357 171:-0.43999603 172:4.1020998 173:-8.3243068 174:0.20120341 175:3.7496811 176:4.2620781 177:1.1796011 178:-2.3068929 179:-1.769714 180:-1.3776369 181:5.3464576 182:2.6408857 183:-4.1305401 184:-6.1011467 185:-7.3712472 186:-2.227598 187:4.3485309 188:-8.7228925 189:1.6767826 190:1.1131894 191:6.6462895 192:11.262617 193:8.2059102 194:2.9115844 195:5.6814902 196:8.5633956 197:3.0653787 198:0.5875564 199:-1.6532412 
--0.030831935532871026 0:4.7113975 1:3.6763578 2:7.7842297 3:10.479114 4:-5.8422298 5:0.22180758 6:-2.0719561 7:-3.3889151 8:-4.4733029 9:-6.0355768 10:7.473435 11:-5.4651448 12:-7.1191782 13:-3.6564147 14:-8.248789 15:5.0737606 16:-4.8750799 17:5.240957 18:-1.4074305 19:-2.420749 20:-1.898454 21:-9.4639599 22:-9.4252464 23:-5.2267443 24:-2.1334319 25:4.355176 26:8.9669605 27:0.91454831 28:-8.7475329 29:7.4186012 30:-1.8535167 31:-1.6213454 32:-11.242984 33:1.3720966 34:-2.4474219 35:-2.5418817 36:5.2761466 37:3.0446497 38:3.7693967 39:-7.331755 40:-2.5063538 41:4.7400383 42:-5.7867687 43:8.7050045 44:8.9937719 45:-1.6395939 46:7.7552414 47:-6.0512829 48:-3.2531835 49:0.85233537 50:-8.137007 51:4.6543198 52:6.7249814 53:-7.7508698 54:7.5895438 55:4.0971765 56:-0.65972516 57:6.6860734 58:2.6748258 59:-5.1856683 60:6.7510406 61:-0.15084175 62:-1.6624911 63:-2.5250577 64:-1.3029624 65:-5.2180234 66:-10.778744 67:-9.0466106 68:8.5907296 69:8.2645478 70:9.3692949 71:8.7076491 72:0.08567429 73:7.442863 74:-1.596306 75:4.2704257 76:-3.649028 77:-1.7772998 78:8.3110453 79:10.929689 80:-0.73472297 81:0.90461235 82:-7.5532546 83:-1.8805874 84:0.38184148 85:7.9156742 86:2.8892036 87:-4.9479331 88:-4.0998339 89:0.70532469 90:-4.8497349 91:-5.9005937 92:0.52334346 93:-3.8605666 94:-3.3426536 95:3.8681317 96:6.9406011 97:-9.2512853 98:-3.1264334 99:-4.2069552 100:4.0421202 101:5.1612146 102:0.74617351 103:-1.2227207 104:-5.6155553 105:-2.0252784 106:0.14955969 107:-1.884838 108:-0.30140221 109:-3.2785659 110:3.6209677 111:8.443777 112:9.944428 113:0.26564917 114:7.6041778 115:8.3773915 116:-8.7594065 117:3.3540404 118:6.17787 119:0.81280096 120:3.5936672 121:-1.4792194 122:1.195681 123:9.3017413 124:5.0249945 125:0.39756107 126:7.3281954 127:8.6787937 128:4.1701879 129:1.6550316 130:0.96184945 131:-3.3108454 132:-2.952447 133:0.89678362 134:10.348081 135:-5.8101409 136:-2.8715596 137:-2.9292331 138:-3.0875809 139:-3.1988093 140:-4.1816441 141:4.617616 142:-2.736796 143:-3.3128485 144:-0.41088919 145:-7.0125443 146:8.9646706 147:-1.6742785 148:4.5260872 149:6.9098778 150:6.9112667 151:-10.621255 152:-3.9871256 153:4.0818596 154:6.2341574 155:0.0091651023 156:-4.5245473 157:2.0457568 158:4.8539399 159:6.9161159 160:-4.3323876 161:-3.389425 162:-9.0752281 163:8.1518562 164:6.0030411 165:5.9832033 166:5.4063807 167:-0.53223596 168:-7.3736333 169:3.6304057 170:1.1028857 171:-2.2036747 172:3.7248865 173:-7.1575807 174:3.1393718 175:3.7803714 176:7.1596031 177:2.4132008 178:-3.2843913 179:-1.7555537 180:0.48650475 181:7.1029134 182:1.8581343 183:-4.8538265 184:-7.8755341 185:-4.8492454 186:-3.0406872 187:2.9154251 188:-8.4885995 189:-0.66498296 190:0.88148826 191:6.6467244 192:9.9618075 193:7.9553718 194:1.1880292 195:3.6262362 196:10.27133 197:2.8217666 198:2.0511984 199:-1.6285945 
--0.013982378608757843 0:3.314251 1:3.9382115 2:8.9401386 3:11.005354 4:-7.0791338 5:0.29909585 6:-6.7961942 7:-2.0766691 8:-6.5108623 9:-6.5889702 10:7.4557326 11:-6.4804516 12:-7.7255206 13:-5.8665358 14:-6.8506887 15:4.2080909 16:-2.293196 17:3.8035776 18:-1.0889104 19:-1.0152756 20:-0.81502978 21:-8.1316958 22:-9.1561387 23:-3.3558597 24:-3.4432682 25:3.8415255 26:10.481611 27:-1.3073266 28:-7.5302533 29:9.9118271 30:-0.014752282 31:-2.6707191 32:-9.2302261 33:2.3975152 34:-4.1799346 35:-3.6437333 36:4.650878 37:4.0413487 38:3.4622281 39:-10.682836 40:-1.3627105 41:4.4937887 42:-5.3980491 43:8.7450997 44:9.0550079 45:-2.1805185 46:6.8743277 47:-7.9951115 48:-3.4316708 49:0.63105433 50:-8.2126865 51:4.9700319 52:6.3630108 53:-5.6900089 54:9.0137338 55:5.0086499 56:0.12186954 57:7.9346826 58:1.3719744 59:-3.452643 60:5.3711662 61:0.68124418 62:-3.6569624 63:-3.4750448 64:-2.6270576 65:-4.4062151 66:-10.523062 67:-9.8336946 68:10.08115 69:10.508072 70:9.133717 71:9.1271355 72:0.79733214 73:6.4564724 74:0.36654643 75:3.2698198 76:-2.5474681 77:-0.71459636 78:8.5469264 79:6.9659804 80:-2.7381743 81:0.40844455 82:-8.0492956 83:-1.7891522 84:0.60950667 85:7.0977703 86:2.190497 87:-4.9600914 88:-3.6360281 89:0.69034264 90:-5.1441967 91:-4.884195 92:0.82994797 93:-2.7766162 94:-3.902157 95:2.0187937 96:8.4886395 97:-10.90816 98:-3.3746854 99:-3.6042556 100:4.7371455 101:5.1665858 102:0.65231099 103:-2.375412 104:-5.2004497 105:-1.7241124 106:1.2970143 107:-0.99227934 108:-3.5237216 109:-2.3964454 110:4.5727399 111:6.0644924 112:9.3450537 113:1.7915157 114:8.1782779 115:7.8703584 116:-10.05547 117:2.2751615 118:8.4748603 119:0.27592939 120:2.8027341 121:-5.5539233 122:2.5191774 123:10.668963 124:3.229914 125:0.24763572 126:7.1765185 127:8.7894936 128:5.0929177 129:-0.11788881 130:0.33070591 131:-1.425644 132:-1.2353199 133:1.5744665 134:8.3545072 135:-6.1184217 136:-3.6138353 137:-5.4639081 138:-2.9037192 139:-1.1149949 140:-3.8046365 141:4.3079169 142:-3.8062762 143:-6.2052756 144:1.2886156 145:-7.9011316 146:9.0720237 147:-2.1364493 148:3.4400504 149:5.0646991 150:5.3631656 151:-10.872259 152:-2.7896795 153:5.0958019 154:7.1349167 155:2.7346566 156:-2.8973897 157:4.0426603 158:3.785276 159:7.3427207 160:-5.4606595 161:-2.241446 162:-7.1290085 163:9.4668096 164:4.8682526 165:6.4466542 166:6.2918485 167:1.7548995 168:-5.8885432 169:3.7490571 170:2.6156022 171:0.33119567 172:3.9796081 173:-5.8065876 174:2.4963008 175:4.6655323 176:6.2723985 177:2.8050599 178:-3.4728213 179:-1.4059897 180:0.020443823 181:5.809279 182:2.1292511 183:-4.0388458 184:-7.1870062 185:-5.1541433 186:-2.8318707 187:3.5721432 188:-11.535432 189:1.9257176 190:0.13903725 191:10.169571 192:8.8166115 193:7.6219436 194:1.9390254 195:6.6213753 196:9.8900701 197:0.7223001 198:1.0283642 199:0.13350701 
--0.0023515305680003183 0:2.5133299 1:5.1844387 2:5.840132 3:8.6340701 4:-8.1392439 5:0.68152468 6:-3.9233742 7:-3.5214075 8:-5.7517312 9:-6.938233 10:7.2361556 11:-5.584579 12:-7.59519 13:-4.916039 14:-7.5417585 15:2.5437155 16:-3.0376821 17:5.5423735 18:0.46266331 19:-2.7805926 20:-0.9134521 21:-9.7861734 22:-8.9193031 23:-4.1406114 24:-2.5538873 25:4.776597 26:7.8047459 27:-1.2324563 28:-7.1381074 29:7.2325198 30:-1.5053811 31:-0.46494287 32:-10.112878 33:3.1673602 34:-6.2169956 35:-1.6769743 36:4.6469844 37:4.485021 38:2.2117585 39:-8.264994 40:-1.8642361 41:2.3800324 42:-7.8526797 43:7.3953234 44:10.108998 45:-2.6181474 46:7.4466938 47:-6.8133264 48:-3.8554833 49:2.7056386 50:-8.058408 51:6.0637131 52:7.4592576 53:-5.3496857 54:7.3348932 55:3.7411118 56:-2.485634 57:7.1260317 58:2.2353495 59:-3.2017595 60:5.7723247 61:-0.71747188 62:-4.039361 63:-0.025234748 64:0.2313634 65:-4.9047237 66:-10.100219 67:-6.6140541 68:9.4046518 69:7.10765 70:8.584236 71:7.9396962 72:0.72134928 73:5.8232129 74:0.29989613 75:5.2888267 76:-2.5106093 77:-0.77408482 78:9.0904901 79:9.799376 80:-1.9118948 81:0.1715013 82:-7.8590102 83:-3.9288826 84:1.680014 85:8.6983862 86:0.86080793 87:-6.2687608 88:-3.4066911 89:0.051039583 90:-4.990037 91:-6.9296869 92:3.1341548 93:-2.3171519 94:-5.6411923 95:5.3377345 96:8.587434 97:-11.210367 98:-4.634328 99:-2.8383949 100:3.2243098 101:4.2103255 102:0.21002585 103:-2.3294711 104:-4.2648479 105:-2.1556226 106:0.9394038 107:0.82298394 108:-1.0687205 109:-0.19585145 110:5.0480403 111:7.0558384 112:9.3258189 113:2.7563474 114:8.3340086 115:6.9905979 116:-9.7940873 117:0.74194831 118:10.502311 119:-0.15695563 120:3.0357281 121:-4.0827056 122:1.079728 123:9.7266526 124:4.6143003 125:-0.33927807 126:7.6248496 127:8.4189095 128:7.6464406 129:-1.4592032 130:1.7067887 131:-0.49376959 132:-0.79149565 133:2.7232389 134:8.8862856 135:-6.0675926 136:-4.0613467 137:-2.4571598 138:-3.1571972 139:-0.83597385 140:-2.4820374 141:5.8184176 142:-2.2993407 143:-4.4706234 144:0.14620535 145:-5.9548863 146:8.7667159 147:-3.7441991 148:4.5936784 149:4.8308224 150:7.364098 151:-9.268258 152:-4.006112 153:3.2114886 154:5.9661226 155:2.4336526 156:-4.7453908 157:0.89971774 158:6.330809 159:6.5008625 160:-4.0306065 161:-0.97306467 162:-6.866134 163:8.8781742 164:5.7241088 165:5.6851895 166:8.6884503 167:0.058450248 168:-6.576084 169:3.5067274 170:2.0236947 171:0.32316311 172:4.1531222 173:-6.3308668 174:0.4398752 175:1.3455807 176:6.9313086 177:0.86829768 178:-2.0792776 179:-1.2824928 180:-0.1757218 181:6.0332186 182:4.5804979 183:-4.8032201 184:-5.4996028 185:-6.7401912 186:-1.5491753 187:5.7998456 188:-9.4946773 189:1.1287288 190:-0.21840467 191:9.6197475 192:8.0502706 193:7.3510601 194:2.5971713 195:3.2327558 196:10.437076 197:1.0259026 198:1.9937668 199:-3.5119488 
--0.16770760105231891 0:2.4650341 1:5.8501316 2:7.9649412 3:9.2395661 4:-7.5571312 5:-2.2099086 6:-2.4778175 7:-2.6635455 8:-5.4627323 9:-8.4638684 10:5.6751252 11:-6.4670201 12:-5.8130919 13:-4.3518225 14:-5.8884043 15:4.961671 16:-4.1927118 17:2.8587005 18:1.0007861 19:-1.9921687 20:-1.0002 21:-9.533488 22:-9.5669243 23:-3.5949384 24:-1.3514057 25:5.6004352 26:10.340194 27:-0.23046352 28:-8.5746521 29:7.6180079 30:-0.14460517 31:-1.2175737 32:-9.9188322 33:3.9607709 34:-6.8880189 35:-0.82355121 36:6.2022151 37:3.7240266 38:4.1934121 39:-8.2501203 40:-1.4387784 41:5.2633693 42:-5.7092375 43:9.8941625 44:9.7794121 45:-2.005432 46:8.5005188 47:-8.7304212 48:-2.4100044 49:-0.10589956 50:-7.0801778 51:5.7407263 52:5.9295865 53:-6.3783459 54:7.3981905 55:5.4176774 56:-1.6266831 57:6.6008538 58:2.274512 59:-4.3351771 60:5.7827935 61:-1.6698086 62:-3.4487475 63:-2.8434082 64:-3.3277686 65:-5.1783506 66:-8.9275166 67:-10.5569 68:8.0649108 69:10.70449 70:8.7321675 71:10.095378 72:0.49146843 73:7.467449 74:-0.5594153 75:5.6211151 76:-2.6228708 77:-2.3576587 78:10.27848 79:7.7772092 80:-1.0781239 81:1.8058657 82:-8.3913566 83:-3.4770787 84:0.65957807 85:9.7670016 86:3.9067759 87:-3.3471677 88:-4.6066845 89:1.2262616 90:-4.1210109 91:-3.5392084 92:2.6793796 93:-3.0720794 94:-2.9534458 95:3.793719 96:8.1594782 97:-10.477055 98:-6.1390871 99:-1.8373506 100:4.7261737 101:2.1152904 102:0.61921194 103:-4.4129118 104:-4.2745041 105:-3.871568 106:2.737082 107:-1.254856 108:-2.4170008 109:-1.3751902 110:3.5649969 111:8.3204066 112:11.271069 113:0.90853515 114:8.1015227 115:7.9365831 116:-9.5604306 117:0.86475026 118:7.7671065 119:0.1121152 120:2.7176306 121:-4.8107283 122:4.7513458 123:9.5945981 124:3.8975611 125:0.50883391 126:8.6878602 127:8.8402544 128:3.9134713 129:0.27079255 130:-0.11702593 131:-0.13851174 132:-1.7307725 133:1.8726366 134:8.3336373 135:-6.7871193 136:-2.0239119 137:-2.24839 138:-4.3086148 139:-1.889745 140:-3.3879218 141:5.196399 142:-2.6199849 143:-3.642472 144:0.19384113 145:-8.0252756 146:8.2197412 147:-2.0617952 148:6.2304157 149:5.6909668 150:7.2842823 151:-10.956449 152:-2.9805888 153:3.3081923 154:7.2307801 155:-0.19208178 156:-6.9147491 157:2.9915474 158:5.6102642 159:6.1840019 160:-3.0154035 161:-3.9246514 162:-6.5962157 163:11.326965 164:5.809596 165:6.7387564 166:7.7287898 167:1.7332773 168:-7.1834625 169:3.3389367 170:2.3998993 171:-0.014865369 172:5.438482 173:-9.4022515 174:0.61256552 175:3.9695271 176:6.1443468 177:0.89591015 178:-1.8704609 179:-1.1323604 180:0.93657793 181:5.5277341 182:3.1934541 183:-5.1983288 184:-5.4469883 185:-5.7782335 186:-4.4725661 187:5.6768999 188:-9.5871289 189:1.4839278 190:-0.24760501 191:7.5306847 192:10.84412 193:6.4602952 194:4.277929 195:3.4276889 196:8.2173936 197:2.3943188 198:1.5911027 199:-1.7765753 
--0.048118497219186901 0:3.1141555 1:4.4033113 2:6.8564198 3:8.8636968 4:-8.8830138 5:0.60723618 6:-3.2587078 7:-3.2093163 8:-4.8209108 9:-6.6904188 10:5.7063816 11:-4.9648171 12:-8.7770127 13:-5.2036731 14:-7.1982653 15:2.7574309 16:-4.4162852 17:6.5686687 18:0.15753106 19:-2.0835862 20:-0.085813075 21:-9.5104468 22:-9.6146855 23:-4.7531889 24:-0.64050011 25:4.8214284 26:8.7101291 27:-0.72053581 28:-9.4668627 29:9.0221835 30:-0.12321693 31:-2.3157555 32:-9.1418285 33:3.9719094 34:-4.5684705 35:-2.5792154 36:4.3401179 37:3.9848659 38:0.51303636 39:-9.3422642 40:-1.1034575 41:3.7395578 42:-5.1555168 43:10.757357 44:9.3481581 45:-1.5209278 46:9.1614424 47:-5.797159 48:-3.5012628 49:3.4402095 50:-6.7129665 51:4.8424695 52:5.7432928 53:-5.8106245 54:7.5026168 55:3.6520733 56:-2.3134425 57:6.4849325 58:0.78462525 59:-2.4998903 60:5.2581669 61:-1.8666712 62:-2.9438147 63:-3.2496905 64:-3.7490178 65:-5.4941467 66:-9.0892201 67:-8.377474 68:9.5485153 69:8.7228312 70:7.0904353 71:7.8247866 72:2.269404 73:8.4394026 74:-1.418881 75:4.4391651 76:-2.5114968 77:-2.4352274 78:7.6031463 79:10.381352 80:-2.186115 81:0.51637988 82:-8.3630887 83:-0.81970829 84:0.62109867 85:7.7458723 86:3.7166671 87:-5.4075413 88:-5.7006169 89:1.0603225 90:-5.4448928 91:-6.8181388 92:0.56231485 93:-2.1659424 94:-4.1483964 95:4.0160648 96:7.8070213 97:-7.8696148 98:-4.308532 99:-3.6697849 100:4.2908705 101:3.8388957 102:1.2795535 103:-3.5117828 104:-7.3771512 105:-2.1477019 106:0.93772661 107:-1.3370138 108:-2.5490838 109:-1.4049073 110:6.2220186 111:9.1031284 112:8.6174082 113:1.8593404 114:7.4822372 115:9.3483699 116:-8.3963607 117:1.2627647 118:7.8849094 119:0.67228639 120:3.0915529 121:-4.1444761 122:0.36353886 123:8.4376781 124:3.1728919 125:0.95855411 126:8.165241 127:10.217905 128:4.3414479 129:0.43175605 130:1.3174349 131:-2.4820513 132:-1.1601818 133:0.24042258 134:9.3116492 135:-4.9337443 136:-1.7145611 137:-5.6369975 138:-3.1098817 139:-0.81097475 140:-2.5615019 141:3.9911432 142:-3.0700546 143:-2.9539742 144:-0.29181118 145:-7.5769145 146:8.6711637 147:-3.1337509 148:5.4609572 149:7.1737608 150:5.4206696 151:-10.134077 152:-4.6315116 153:3.0037765 154:6.1501299 155:-0.26447787 156:-5.1742928 157:-0.53243991 158:4.3253642 159:6.634563 160:-5.0471969 161:-1.2431294 162:-7.0475231 163:8.8895641 164:3.9540258 165:5.1740406 166:5.2903586 167:1.4559855 168:-5.9880064 169:2.2119063 170:3.1244776 171:-1.0640232 172:2.2193403 173:-8.1620181 174:3.1825082 175:3.7928881 176:6.0939227 177:2.7442982 178:-1.6513947 179:0.88174619 180:0.88314095 181:4.1062966 182:3.5818467 183:-3.2977822 184:-7.2369634 185:-7.2233786 186:-3.2248281 187:5.016632 188:-10.567527 189:2.4737852 190:1.8062847 191:8.8859336 192:10.727642 193:7.5520469 194:3.4636383 195:4.9486533 196:9.3053405 197:2.211733 198:0.50959659 199:-2.2218579 
--0.051223075616146765 0:3.0797859 1:3.9785289 2:7.2606004 3:8.4467867 4:-7.4530651 5:-1.7589857 6:-4.5309071 7:-4.0364443 8:-8.7882945 9:-5.5834344 10:6.7314336 11:-6.1798546 12:-7.8720192 13:-5.1782127 14:-8.2708271 15:5.4533949 16:-3.2732104 17:5.5946328 18:-2.6503275 19:-2.7999906 20:-1.468288 21:-8.4815382 22:-11.030273 23:-4.255337 24:-1.6603847 25:4.4033634 26:5.9617626 27:-1.8944734 28:-8.0286739 29:8.6821295 30:-0.093907114 31:-2.1130534 32:-7.9070335 33:0.76412319 34:-5.7460033 35:-0.65783955 36:5.7610685 37:4.611412 38:2.9944329 39:-8.8416066 40:-3.0490606 41:3.0517461 42:-6.4932361 43:9.5935947 44:8.7899959 45:-2.8516763 46:8.5230741 47:-7.0694284 48:-1.9837834 49:2.2139104 50:-6.8508765 51:5.6576563 52:8.1804683 53:-7.3992779 54:8.2628265 55:4.4125102 56:-0.98210136 57:6.2282654 58:2.6256763 59:-0.92427009 60:6.0065076 61:-0.37123673 62:-1.7706653 63:-1.0639802 64:-1.3930277 65:-5.2895433 66:-10.165662 67:-9.3171039 68:10.175969 69:8.9351953 70:8.8029694 71:10.804552 72:-0.42978092 73:7.0756856 74:-1.0369519 75:5.3849988 76:-1.8121969 77:-2.9331582 78:8.2351385 79:8.731496 80:0.071344065 81:1.2168357 82:-9.0180074 83:-3.1280602 84:0.46430284 85:7.4274655 86:2.9129431 87:-3.5948996 88:-3.7208662 89:1.2719903 90:-4.2519188 91:-4.8938245 92:1.2867605 93:-2.69095 94:-5.9040814 95:5.9299114 96:6.9075575 97:-9.7392291 98:-4.1839139 99:-1.7169829 100:3.2997911 101:4.4096955 102:3.105249 103:-2.4171736 104:-7.1080271 105:-1.2872331 106:4.4166805 107:-2.3925817 108:-0.38563448 109:-0.76936322 110:5.5501566 111:10.41982 112:8.4568937 113:3.120034 114:6.9581278 115:7.6095706 116:-11.267536 117:0.71747383 118:8.8942275 119:-1.4097987 120:2.8331036 121:-2.5965571 122:1.4728266 123:9.9976329 124:5.7060924 125:0.44696934 126:5.9147208 127:8.2977774 128:6.3156874 129:1.113029 130:-0.57853886 131:0.019402857 132:-2.2639462 133:2.4790141 134:7.7656195 135:-6.9581327 136:-3.4950081 137:-3.3361405 138:-1.8769543 139:-0.45404908 140:-3.7457302 141:4.0789236 142:-3.282491 143:-4.0047928 144:-0.92811252 145:-8.3321402 146:6.7262816 147:-1.7811193 148:4.0167222 149:6.9275072 150:4.9075232 151:-10.543849 152:-3.4148652 153:3.955895 154:7.2218877 155:1.9014136 156:-5.1492597 157:1.4671235 158:3.4463022 159:6.5717889 160:-4.2818549 161:-0.67363103 162:-7.6578735 163:9.1870081 164:5.1297855 165:5.7374505 166:8.3592066 167:2.1600041 168:-6.2186614 169:1.8183308 170:1.5122754 171:1.2268528 172:3.8622458 173:-6.5829466 174:1.595395 175:4.0906909 176:7.028648 177:2.506238 178:-2.3773091 179:-0.070602523 180:-0.6566068 181:6.7284511 182:1.0624798 183:-5.2054999 184:-7.2129206 185:-4.8726555 186:-2.8872546 187:3.882595 188:-10.496396 189:2.896041 190:1.2302429 191:8.1077437 192:11.549515 193:7.2327075 194:2.1539542 195:6.2564722 196:7.5977636 197:1.6833579 198:2.8593196 199:-2.5305407 
--0.03703270936514419 0:3.773627 1:5.4829034 2:6.8480457 3:8.3182784 4:-9.3631497 5:-0.54663496 6:-2.7033855 7:-2.9185119 8:-5.3968962 9:-6.6980425 10:6.3221922 11:-7.0022095 12:-7.0211632 13:-2.8848477 14:-8.5774581 15:6.0247267 16:-4.8303575 17:5.0799519 18:0.38174923 19:-4.8996235 20:0.8137159 21:-7.3530873 22:-11.160325 23:-5.3491391 24:-2.7558458 25:2.5926664 26:7.6477551 27:0.26594195 28:-8.243784 29:10.370147 30:-1.6604288 31:-1.2189561 32:-7.4576469 33:2.2169356 34:-4.8279059 35:-1.6150232 36:4.9044124 37:4.5939586 38:1.8373658 39:-8.5406055 40:-3.4529843 41:3.0397148 42:-7.4500558 43:10.002396 44:8.9568525 45:-1.0412435 46:6.0765697 47:-7.5095732 48:-3.0144972 49:3.2197369 50:-7.2012276 51:6.0990037 52:7.0444732 53:-5.9925785 54:7.8489576 55:4.6299368 56:-2.9684019 57:5.020656 58:2.8547053 59:-4.5082981 60:6.670494 61:-0.90441716 62:-3.4690119 63:-3.6859846 64:-2.4799415 65:-5.21647 66:-12.779864 67:-7.7777452 68:7.9906593 69:7.7985952 70:7.8164323 71:8.6244259 72:1.9661751 73:7.7949183 74:1.7575358 75:5.8524972 76:-2.066421 77:-3.7076776 78:7.5084033 79:9.761092 80:-2.1884448 81:2.5797779 82:-7.8811195 83:-0.20372899 84:0.41685241 85:8.6131856 86:3.1969232 87:-7.4588589 88:-4.1794249 89:1.2182359 90:-4.4095119 91:-5.0106431 92:0.73002013 93:-3.6705844 94:-4.4756984 95:4.6130039 96:8.7937348 97:-9.9637543 98:-3.3776862 99:-3.8646988 100:2.0840128 101:4.8177207 102:1.2537875 103:-2.1538594 104:-4.6759666 105:-0.86002332 106:1.4971069 107:-0.78282496 108:-3.8208258 109:-1.9984355 110:4.4471547 111:6.1577952 112:7.7052364 113:1.2145656 114:9.5089815 115:7.4509456 116:-10.503195 117:2.3948813 118:9.3072701 119:-1.283555 120:2.4022665 121:-3.9347041 122:3.1139429 123:10.730435 124:5.3249215 125:-0.9167252 126:9.2850919 127:8.1973732 128:6.1965801 129:0.093113456 130:2.0293054 131:-0.42857325 132:-1.7602876 133:1.9531943 134:8.2893501 135:-7.5312714 136:-3.4695459 137:-3.5415082 138:-3.9951777 139:-1.719583 140:-3.2547997 141:5.9708831 142:-3.0586909 143:-4.1908494 144:0.12182564 145:-7.7606988 146:8.1281378 147:0.0050816791 148:5.8229816 149:4.9567525 150:6.8078753 151:-9.4194551 152:-3.7910051 153:5.1555942 154:6.5458693 155:0.77627723 156:-5.4056729 157:2.7350165 158:4.2703711 159:7.1319027 160:-2.9994281 161:-1.0922429 162:-7.5506961 163:7.3855265 164:5.5730328 165:6.0117256 166:7.4137696 167:0.017356791 168:-7.1064325 169:5.0095637 170:1.132534 171:-0.38940845 172:5.2190905 173:-7.8697785 174:1.61906 175:4.0892612 176:7.589505 177:2.0697332 178:-4.4204662 179:-2.0592739 180:-0.73695918 181:5.5574156 182:2.5729612 183:-5.1791118 184:-4.9347907 185:-6.8260024 186:-3.910069 187:3.8843747 188:-10.906709 189:1.7709654 190:2.4346821 191:8.1492303 192:9.6178251 193:6.9927613 194:3.0115005 195:4.6069784 196:10.551077 197:3.6913416 198:0.52252753 199:-3.1621227 
--0.082475415887808198 0:3.2071219 1:2.9351987 2:7.2646912 3:10.422662 4:-7.1790922 5:-2.9588089 6:-2.5471603 7:-1.4615357 8:-6.4168855 9:-7.3054138 10:6.0208592 11:-5.5271923 12:-6.5057549 13:-3.5594851 14:-6.6021079 15:3.8821233 16:-4.2683275 17:4.6904436 18:-0.46657492 19:-1.429029 20:-1.6709864 21:-9.100011 22:-9.8989485 23:-2.1907799 24:-2.7456926 25:4.5385883 26:9.5131319 27:0.42871697 28:-8.3680222 29:8.0423441 30:-1.3505086 31:0.78865815 32:-9.7183623 33:0.85631505 34:-3.0472534 35:-3.1846939 36:4.8681523 37:4.030354 38:4.3127464 39:-9.5821799 40:-3.6186527 41:0.79052271 42:-5.3097625 43:8.5257155 44:9.6228276 45:-3.4400506 46:7.4437629 47:-8.9454277 48:-2.3359647 49:0.12794512 50:-7.9459589 51:3.6375731 52:7.1254703 53:-6.9381547 54:6.7865548 55:4.9780539 56:-3.6704224 57:7.2131982 58:3.8647327 59:-3.9106765 60:7.4483759 61:-0.66737736 62:-2.4918374 63:-2.4815415 64:-1.8971985 65:-4.842717 66:-9.3962794 67:-10.467376 68:9.0518354 69:9.1192039 70:8.7144988 71:10.027164 72:-1.701678 73:6.1175295 74:-0.21861297 75:4.5234664 76:-2.2608737 77:0.52386401 78:9.4419984 79:8.7966042 80:0.10472748 81:1.8647321 82:-8.5604476 83:-2.6905099 84:2.2647128 85:8.7598362 86:2.8537864 87:-4.5671891 88:-5.5113465 89:0.52032253 90:-3.6045879 91:-4.1579884 92:1.2643817 93:-5.2692502 94:-5.7800625 95:3.5077093 96:7.7884734 97:-10.736161 98:-3.9917867 99:-4.5998747 100:3.7067564 101:4.7087936 102:0.28020525 103:-2.8824476 104:-6.19845 105:-1.7490562 106:1.5686521 107:-1.4966297 108:-1.5229651 109:-1.4327346 110:5.1840885 111:8.4911008 112:9.6743227 113:0.91951378 114:7.4311084 115:8.7559332 116:-10.594547 117:1.3437673 118:8.1625197 119:0.93752653 120:1.6273574 121:-5.7129715 122:1.9267741 123:10.845303 124:4.3509592 125:0.2478869 126:6.6661008 127:10.037423 128:5.3523909 129:-0.053356387 130:-0.80543221 131:-3.0702168 132:-4.3131315 133:1.2985219 134:10.058514 135:-8.1666232 136:-1.9572876 137:-3.6240257 138:-2.9937972 139:-1.4722882 140:-3.297667 141:5.0050483 142:-3.3060441 143:-5.3699405 144:-0.19001381 145:-6.604058 146:7.0216703 147:-1.5001854 148:4.8749113 149:5.6912282 150:6.7898657 151:-10.521196 152:-3.080215 153:3.9383958 154:4.6441767 155:0.41131275 156:-6.388826 157:4.8397604 158:4.4947705 159:6.2995497 160:-4.7156256 161:-2.8123191 162:-5.8006107 163:6.8779334 164:4.5187798 165:6.5769289 166:6.2642221 167:0.56257381 168:-5.6811824 169:1.9909158 170:3.7770758 171:1.7954147 172:4.7367279 173:-6.4804009 174:2.2347292 175:3.9646394 176:7.9158575 177:1.6084183 178:-2.5507759 179:-1.5652492 180:-1.024326 181:5.9377508 182:2.3742982 183:-7.4126284 184:-8.0836937 185:-5.8588809 186:-0.53165326 187:2.7813768 188:-10.485022 189:3.5407614 190:1.5543005 191:8.8361309 192:9.9050452 193:7.3665987 194:4.3155688 195:6.5154105 196:8.4550239 197:0.84236451 198:2.2836043 199:-2.6512726 
--0.12159913887313453 0:4.8439896 1:4.4630795 2:5.7768014 3:10.633711 4:-6.6415302 5:-0.69561636 6:-3.3432982 7:-3.2834099 8:-6.0290085 9:-6.180608 10:7.5569683 11:-5.5159925 12:-8.5384836 13:-4.2027691 14:-7.1353635 15:5.3010703 16:-5.4381213 17:6.0444425 18:-0.041061182 19:-1.0010096 20:-1.6595793 21:-7.0599153 22:-9.8446158 23:-2.9380866 24:-2.0198636 25:4.8749215 26:10.147282 27:-1.6628152 28:-9.3594625 29:9.1820058 30:-1.9852524 31:-0.94848754 32:-11.944327 33:1.0423778 34:-5.9484463 35:-3.3044755 36:5.7752954 37:3.5558337 38:5.2251044 39:-8.6769894 40:-2.1919954 41:3.2987673 42:-5.5586463 43:11.129488 44:9.2095795 45:-1.8586552 46:6.7892155 47:-6.5817286 48:-2.8933908 49:2.5675044 50:-8.7960462 51:5.3403297 52:7.8991588 53:-6.1647391 54:7.8508628 55:5.7672631 56:-0.40705808 57:8.1408263 58:3.2057192 59:-2.2864816 60:6.1613836 61:-0.61542898 62:-3.978726 63:-3.2422314 64:-1.6579797 65:-5.0590902 66:-7.8797431 67:-7.0763459 68:8.7851314 69:6.8031439 70:6.6472405 71:10.408981 72:-0.12407177 73:7.1944193 74:-0.30023421 75:5.6814922 76:-1.9184557 77:-1.5633782 78:7.8721656 79:7.7602942 80:-2.422025 81:2.7722789 82:-8.773049 83:-2.0226184 84:1.6606013 85:4.8717127 86:1.4874733 87:-4.7253792 88:-4.0725108 89:-1.3877262 90:-5.4029312 91:-4.9134218 92:1.057378 93:-4.1115312 94:-4.1157831 95:4.8602237 96:7.3110451 97:-10.75844 98:-4.8810799 99:-4.5358344 100:5.1879617 101:4.0839437 102:1.8777927 103:-1.5892298 104:-4.1515594 105:-2.587246 106:2.5819842 107:-1.5534554 108:-1.8174846 109:-1.2189692 110:7.017656 111:7.3364427 112:8.2243382 113:1.4970093 114:6.7786544 115:10.220622 116:-9.8466751 117:2.6721174 118:9.0775354 119:0.55812345 120:0.83396058 121:-4.2557558 122:2.2357389 123:10.554473 124:3.7579444 125:-1.5052527 126:5.7145182 127:10.630231 128:5.8574362 129:0.22605339 130:0.94899245 131:-1.3543792 132:-1.6917018 133:1.6703063 134:8.6072079 135:-7.2519089 136:-3.6544404 137:-3.2751138 138:-2.219075 139:-0.25675418 140:-2.3434477 141:4.3718728 142:-4.1097523 143:-2.4475999 144:2.4534645 145:-6.4083395 146:6.073778 147:-3.6526786 148:5.3029188 149:5.9626732 150:9.0992516 151:-6.2655136 152:-4.0865995 153:5.6848382 154:6.8950569 155:2.8262088 156:-5.4253405 157:2.1157862 158:6.0021265 159:6.834506 160:-4.9366538 161:-0.60607833 162:-4.7250951 163:7.5224275 164:5.1531615 165:4.7572947 166:8.3500005 167:-0.4782398 168:-6.8208038 169:2.9294513 170:0.79091112 171:-0.46880301 172:5.7555016 173:-6.9826153 174:1.6301462 175:4.7615272 176:6.5456444 177:4.2122829 178:-5.1264034 179:0.022842841 180:-0.51218019 181:5.9287226 182:2.5421485 183:-5.8952227 184:-6.0882135 185:-6.1841116 186:-3.2530754 187:4.2126497 188:-10.644885 189:0.93035319 190:-1.2696588 191:8.5219221 192:8.5233125 193:5.9119509 194:1.371603 195:4.8646666 196:8.6691338 197:1.7626891 198:0.40869318 199:-2.3557059 
--0.13135304496296846 0:3.2557563 1:5.2359955 2:6.8770079 3:8.1018186 4:-6.7783319 5:-2.2044123 6:-2.2394787 7:-1.5129659 8:-4.8545635 9:-5.6216543 10:7.1193076 11:-5.6082547 12:-8.8240614 13:-5.3967918 14:-5.648282 15:4.378638 16:-4.30663 17:6.6632027 18:0.038076054 19:-3.1416337 20:-1.855837 21:-8.4423664 22:-9.8240512 23:-3.5472639 24:0.58669473 25:5.0299299 26:7.6947534 27:-1.8830882 28:-9.0889473 29:7.623187 30:0.038601252 31:-1.4027322 32:-8.4361068 33:2.3877149 34:-5.4120288 35:-2.5125491 36:6.156062 37:3.7219464 38:2.8210626 39:-8.4230132 40:-0.098825077 41:3.9503164 42:-7.5530345 43:10.586873 44:9.8058939 45:-2.2055695 46:5.7799127 47:-8.4249639 48:-3.7654498 49:1.9899013 50:-7.2492647 51:3.1046849 52:8.9067901 53:-7.5944744 54:7.5667633 55:4.9601492 56:-2.315813 57:9.0917341 58:3.2594221 59:-4.2036984 60:6.0605984 61:-0.6746708 62:-6.1783046 63:-3.3094521 64:-4.4325317 65:-5.4455122 66:-9.4771422 67:-8.4922412 68:8.1673882 69:7.6593559 70:8.7903326 71:9.818159 72:-0.37061105 73:7.6334703 74:-1.1712532 75:4.3043208 76:-1.5885068 77:-3.4489788 78:6.8997548 79:8.730884 80:-0.59115512 81:0.95140106 82:-7.7237365 83:-0.81306038 84:1.0436498 85:5.8192109 86:1.9846835 87:-4.4531996 88:-4.1713661 89:4.0978408 90:-5.1054766 91:-4.0346284 92:2.020497 93:-4.3216399 94:-3.2941899 95:3.2224383 96:7.9825095 97:-9.9174185 98:-3.9152526 99:-4.320514 100:3.2770168 101:4.3393977 102:1.739491 103:-3.4328243 104:-5.588987 105:1.0317146 106:0.60975495 107:-2.1746709 108:-2.292176 109:-1.5763831 110:6.5648624 111:7.082189 112:9.2171995 113:3.0945379 114:7.5080483 115:8.5733098 116:-9.1056078 117:2.1393763 118:7.8754598 119:-0.010597165 120:2.2658416 121:-2.2346002 122:1.9562425 123:8.454866 124:3.8404891 125:-0.27263371 126:5.5734956 127:8.8044282 128:7.0967251 129:1.677794 130:1.1752374 131:-0.70439794 132:-2.7512563 133:2.2581796 134:9.2021566 135:-5.9874068 136:-2.4605673 137:-2.56312 138:-2.2815878 139:-0.99494655 140:-2.7043288 141:3.7298676 142:-2.3458161 143:-4.7381882 144:2.0623517 145:-7.8199486 146:8.6106813 147:-1.1182471 148:5.3608672 149:4.2953965 150:6.7062758 151:-8.4939717 152:-2.8416762 153:3.5272317 154:6.625641 155:0.92837218 156:-4.5489833 157:2.2873623 158:3.7651553 159:7.3906108 160:-3.233722 161:-2.8540476 162:-5.4678812 163:7.7352944 164:4.8302766 165:8.1891788 166:7.608754 167:2.1032705 168:-5.821318 169:3.6058768 170:2.9014118 171:1.4170562 172:2.6836937 173:-7.9211415 174:1.9110954 175:3.6116559 176:6.1022715 177:2.9903189 178:-3.0863888 179:-0.71196172 180:-0.24835662 181:5.8748781 182:5.3693379 183:-5.1537723 184:-7.2469119 185:-5.7528038 186:-6.6374458 187:3.0307325 188:-9.4201596 189:1.649468 190:-3.3959405 191:9.7002756 192:10.848889 193:6.9521444 194:1.9349292 195:5.1242244 196:10.451861 197:1.9418837 198:1.1877132 199:-2.558509 
--0.0045557510566754129 0:4.9000663 1:5.1503229 2:5.395097 3:11.108919 4:-7.7046157 5:-1.0201058 6:-2.8785696 7:-1.2603419 8:-5.1984429 9:-6.6677875 10:7.622249 11:-4.5819785 12:-6.8501507 13:-5.3725923 14:-7.9237883 15:5.6565294 16:-5.0873509 17:3.7889811 18:2.693473 19:-3.4772504 20:-2.3544442 21:-9.4677475 22:-10.266888 23:-2.5791844 24:-2.0173673 25:4.1069446 26:8.1012347 27:0.21590108 28:-9.1732144 29:8.1227072 30:-0.7206605 31:-0.59420502 32:-10.965187 33:1.6301554 34:-4.6202587 35:-3.4325358 36:6.63901 37:3.6711925 38:6.8023189 39:-8.1297769 40:-0.55600385 41:4.9010644 42:-7.5543937 43:8.4701753 44:7.6446804 45:-3.0249451 46:7.1749299 47:-9.1458454 48:-2.6643048 49:3.6172587 50:-6.7814308 51:5.2901935 52:6.4946208 53:-7.6161108 54:7.6872249 55:5.8947462 56:-3.3088287 57:7.6865351 58:2.6264112 59:-4.3711413 60:6.5018591 61:-1.8024314 62:-3.0711627 63:-2.9569302 64:-2.7028035 65:-4.949447 66:-9.8454824 67:-9.0030775 68:9.5458067 69:9.0416523 70:6.2161559 71:7.1039944 72:0.48322271 73:8.0642367 74:0.48888991 75:4.1871515 76:-4.635401 77:-3.0778402 78:7.0481597 79:10.709634 80:-1.3920661 81:0.90023153 82:-5.9957492 83:-2.0137639 84:-0.40350476 85:7.2100154 86:1.8515199 87:-4.0089526 88:-3.750267 89:2.5880719 90:-4.2042502 91:-5.3752822 92:0.43540912 93:-3.1301722 94:-4.3829403 95:4.4290509 96:6.0196734 97:-10.83266 98:-5.0415977 99:-4.3023678 100:1.9788498 101:3.2564273 102:2.9733216 103:-2.8796342 104:-5.6516764 105:-1.7265623 106:3.7843982 107:-0.85939383 108:-2.649817 109:-2.055181 110:5.8265139 111:8.4656459 112:9.1022786 113:1.0911175 114:8.0260038 115:7.479521 116:-8.6633237 117:0.6994894 118:9.2376679 119:-0.37765061 120:2.7095528 121:-3.9984864 122:2.7321889 123:7.9116665 124:4.0280324 125:0.8026141 126:7.4517395 127:10.302216 128:3.8585684 129:1.1674829 130:-1.0776329 131:0.053108532 132:-1.4687931 133:1.0678086 134:6.5892115 135:-7.1455595 136:-3.5043568 137:-1.7136132 138:-3.7221453 139:-1.2285975 140:-4.0923188 141:4.925638 142:-2.5518251 143:-4.4917161 144:1.168586 145:-5.9743183 146:9.5103032 147:-4.139523 148:4.4434515 149:7.4238105 150:5.013748 151:-10.211935 152:-3.1780273 153:5.3589929 154:4.4560112 155:2.3659274 156:-4.6952667 157:1.5360071 158:4.3682907 159:8.5687688 160:-3.8179473 161:-0.8275833 162:-5.5698949 163:10.927371 164:5.2544876 165:5.8332271 166:6.6433892 167:1.8047727 168:-5.9583873 169:3.4879494 170:2.4851184 171:-2.3801177 172:3.7963849 173:-8.7224106 174:1.8666777 175:3.4936415 176:5.4148097 177:1.8553536 178:-2.7286723 179:-1.6023338 180:-0.17539171 181:6.1874282 182:2.5986563 183:-6.3600669 184:-6.4270292 185:-5.2594532 186:-2.1637267 187:4.9023832 188:-9.9947482 189:1.8435636 190:1.0608121 191:6.2339048 192:10.747833 193:8.5360658 194:3.6545122 195:5.4046603 196:9.2437879 197:1.0776326 198:2.2837022 199:-3.6923184 
--0.043435752685683608 0:5.2954706 1:2.6842367 2:8.763716 3:8.8665676 4:-8.8958061 5:-1.1475882 6:-3.5725076 7:-3.3660645 8:-8.0232048 9:-7.4866371 10:7.4575986 11:-4.0855664 12:-7.4085701 13:-5.413516 14:-8.1367041 15:6.6227636 16:-4.2558703 17:4.3761953 18:1.6806571 19:-2.0229555 20:-0.76691029 21:-9.820571 22:-8.9014782 23:-3.9500731 24:-3.4776178 25:4.9412024 26:11.202163 27:-0.62579258 28:-9.9448408 29:9.0607052 30:-0.011134036 31:-2.1417747 32:-9.1045908 33:2.7812529 34:-4.0864094 35:-1.0676595 36:5.1004651 37:4.062403 38:1.62245 39:-7.6183964 40:-1.5047285 41:3.0239326 42:-6.1004536 43:8.8356375 44:10.103675 45:-2.4835732 46:7.5366172 47:-7.5273761 48:-2.4304763 49:1.024349 50:-8.611125 51:6.6706914 52:8.5674467 53:-8.9790443 54:8.8914757 55:5.7177341 56:-1.1871903 57:8.1503629 58:0.79470528 59:-1.4247523 60:6.8800004 61:-1.827537 62:-3.8067343 63:-0.96623319 64:-1.6472724 65:-4.9688233 66:-8.8125042 67:-10.357754 68:10.257413 69:9.7377858 70:7.7743772 71:8.3545617 72:0.052697167 73:7.2881042 74:0.091166147 75:5.0450616 76:-1.9923816 77:-2.1062024 78:8.5750083 79:8.0537235 80:-1.7905808 81:3.0991504 82:-6.7490211 83:-3.2932932 84:2.5409218 85:7.8630337 86:0.94465844 87:-5.2307644 88:-4.3660881 89:1.3941974 90:-4.8652192 91:-6.696285 92:2.8546614 93:-3.8622055 94:-4.2816718 95:4.0625397 96:6.9046878 97:-11.661543 98:-2.7894012 99:-2.8439514 100:2.3781151 101:3.354175 102:-0.30527952 103:-1.9429121 104:-6.3134143 105:-3.7639862 106:2.2288727 107:-1.3846071 108:-2.1128872 109:-1.2870573 110:7.263156 111:8.9911103 112:7.4764178 113:1.1673247 114:8.3344362 115:9.7654252 116:-8.9286929 117:2.0198656 118:8.1685759 119:1.1172127 120:2.108201 121:-3.6432462 122:2.8115439 123:9.3031974 124:3.0189911 125:0.43155806 126:8.2671539 127:8.3860615 128:5.3231462 129:-0.33450138 130:-1.3701048 131:-1.7945542 132:-2.0048686 133:1.7621297 134:10.128689 135:-7.179935 136:-2.983337 137:-4.3247738 138:-4.4287479 139:0.04351361 140:-2.3483941 141:6.9110083 142:-2.6698051 143:-4.5829964 144:1.4203499 145:-5.0256261 146:8.0029005 147:-3.3768461 148:5.6148356 149:6.9322896 150:7.7139894 151:-9.3484712 152:-4.638494 153:4.9759741 154:4.522379 155:0.61430211 156:-4.4955869 157:1.2490218 158:3.0390332 159:9.1840187 160:-3.9920431 161:-3.9529749 162:-5.5155113 163:8.081371 164:5.3593586 165:7.2551312 166:6.9605327 167:-0.019731096 168:-4.7316608 169:3.6486831 170:0.2495301 171:-0.46382917 172:3.6448052 173:-8.0266802 174:2.6495524 175:3.7698637 176:8.7440751 177:3.2702348 178:-2.1774337 179:-1.8119384 180:0.96472702 181:4.8869304 182:1.4240272 183:-6.0413756 184:-6.9366 185:-6.1027624 186:-3.47192 187:4.0737203 188:-9.0725914 189:2.4931216 190:2.0533139 191:7.6578128 192:9.2749392 193:6.7127532 194:2.9207091 195:4.0015233 196:7.9541123 197:1.3359194 198:0.10018491 199:-1.0231165 
--0.027401574801353964 0:2.9248243 1:4.1724828 2:3.4718439 3:10.179584 4:-7.9845746 5:-2.0762334 6:-2.8906311 7:-3.8838986 8:-6.5235702 9:-7.1909907 10:6.5105693 11:-5.3449625 12:-8.5121127 13:-5.4459115 14:-8.0131735 15:4.6617716 16:-4.3052936 17:4.3219329 18:-0.0097793861 19:-1.4617908 20:-1.0240159 21:-8.983297 22:-9.8906067 23:-3.5023907 24:-3.5040543 25:4.4734208 26:7.4767934 27:-0.43497703 28:-8.7716938 29:8.491315 30:-0.23965999 31:-3.1504935 32:-9.7003946 33:3.0303814 34:-3.7920436 35:-2.3030665 36:6.8526824 37:5.3985855 38:0.92260214 39:-9.7497196 40:-1.8024047 41:4.6402977 42:-7.5540848 43:11.105123 44:7.5813433 45:-2.1983 46:6.5169253 47:-7.9007853 48:-3.1873207 49:3.1462244 50:-7.8957921 51:5.6531517 52:6.3781913 53:-6.4709133 54:7.455702 55:2.9858188 56:-4.2067405 57:8.409924 58:2.6480689 59:-3.043026 60:7.1061223 61:-2.7024078 62:-3.7355197 63:-4.4377813 64:-0.1978434 65:-5.6476506 66:-10.435416 67:-7.7643804 68:9.3920306 69:7.1400475 70:10.1329 71:10.360476 72:-0.99043083 73:5.7960319 74:-0.69271747 75:4.1832875 76:-3.7031526 77:0.42318878 78:9.2229563 79:10.219462 80:0.23433646 81:-0.61346234 82:-9.262384 83:-1.8790946 84:0.61327348 85:7.1151883 86:2.8964023 87:-4.9555868 88:-4.8339027 89:3.164108 90:-4.9774782 91:-6.1128289 92:0.40900349 93:-1.9434723 94:-2.973287 95:3.7483384 96:7.0071907 97:-9.2382581 98:-5.7675392 99:-4.3211114 100:4.0295801 101:4.9717155 102:1.4567046 103:-1.0170813 104:-4.7628147 105:-1.1560792 106:-0.1862598 107:-1.5419734 108:-0.56660458 109:0.7658241 110:5.9589728 111:9.0040764 112:9.615046 113:3.0180788 114:8.1525037 115:8.7227565 116:-9.7103702 117:1.8821737 118:8.5270864 119:1.6871374 120:2.5317053 121:-3.5675323 122:1.3650562 123:8.9129918 124:4.3204142 125:0.96340868 126:6.6549424 127:8.9760952 128:4.0880738 129:-1.7951288 130:0.88409069 131:-0.12220389 132:-2.9156527 133:2.9172785 134:9.0863691 135:-6.5890267 136:-4.8881067 137:-4.6044586 138:-3.9332682 139:0.68795903 140:-3.0691729 141:4.4540078 142:-3.0086943 143:-5.2423618 144:0.0013665566 145:-6.2594768 146:8.8118086 147:-2.2939686 148:6.0580709 149:5.8172973 150:7.8022516 151:-9.1895863 152:-2.4145033 153:3.7632353 154:5.1584457 155:0.78841545 156:-4.4383608 157:2.9600305 158:4.8012841 159:9.2977425 160:-2.1497075 161:-1.4034297 162:-8.108713 163:8.3707405 164:5.3875939 165:5.4588378 166:8.1647924 167:1.160565 168:-6.843305 169:3.1797327 170:2.231814 171:-0.26932261 172:2.3934858 173:-7.374918 174:1.3346134 175:3.6841078 176:6.8974827 177:3.6451873 178:-3.8420494 179:-2.6505253 180:0.40170582 181:5.9909238 182:3.1977795 183:-6.3620978 184:-6.3686998 185:-3.6885292 186:-4.4554234 187:4.053793 188:-11.54631 189:1.6968059 190:1.5191618 191:7.8858205 192:9.1000242 193:7.928334 194:3.661994 195:3.3778785 196:7.2119188 197:0.7383328 198:0.77142876 199:-1.2739737 
--0.11206687031327114 0:4.2000732 1:5.4341629 2:6.3956115 3:10.570066 4:-9.4377504 5:0.093911758 6:-3.7746135 7:-3.2012691 8:-5.7638656 9:-5.8866574 10:8.6386741 11:-6.2036587 12:-8.5907519 13:-5.4860206 14:-7.1923809 15:5.9547131 16:-5.3572218 17:5.4662355 18:0.18542726 19:-1.1662043 20:-0.28436009 21:-9.5916063 22:-10.331363 23:-5.0289992 24:-2.499174 25:3.762814 26:8.0020812 27:-1.9652071 28:-7.926887 29:8.843182 30:-0.60961374 31:-1.6719986 32:-9.8005326 33:1.4861827 34:-3.2291704 35:0.38163007 36:5.8014271 37:3.5605043 38:2.5074498 39:-9.290314 40:-1.4365048 41:2.0555305 42:-7.9669486 43:9.9734564 44:8.928182 45:-2.9756034 46:8.8085177 47:-9.5465818 48:-4.7069459 49:2.0486277 50:-6.7759347 51:5.0658328 52:6.0544495 53:-6.2704343 54:8.2089334 55:2.8251081 56:-2.4574782 57:8.6002566 58:2.7882824 59:-5.2896823 60:5.7462721 61:-0.0017135923 62:-1.0151756 63:-2.6889107 64:-2.1120748 65:-6.0867008 66:-9.1848132 67:-7.5468578 68:8.8709704 69:8.4679491 70:7.8760265 71:9.2429979 72:0.78923567 73:6.8714165 74:-0.73242766 75:5.6115339 76:-2.0639823 77:-2.40878 78:8.4712647 79:8.226978 80:-0.80146092 81:2.9637176 82:-7.4922087 83:-3.8428579 84:0.055516981 85:9.4686094 86:3.152222 87:-4.6678372 88:-3.6715065 89:0.90800032 90:-5.7917845 91:-4.4978298 92:-0.45568894 93:-0.28380822 94:-3.6293506 95:5.3103246 96:8.5716088 97:-9.4812643 98:-4.9579868 99:-3.5602957 100:5.4468156 101:5.298397 102:0.42589264 103:-2.8016679 104:-8.8362034 105:0.84574874 106:2.1223314 107:-1.6818522 108:0.43288816 109:-2.1238217 110:4.5565995 111:7.9330628 112:8.0356017 113:0.34534644 114:7.7082498 115:7.9276865 116:-8.2786597 117:1.2503953 118:7.784412 119:2.1941625 120:2.4213987 121:-2.9415737 122:3.290692 123:10.195487 124:4.9349999 125:0.13954823 126:7.1991756 127:8.2753328 128:4.7197162 129:1.3518272 130:0.29862639 131:-2.9570707 132:-0.37595075 133:2.5276617 134:7.7927363 135:-5.4539555 136:-2.8577904 137:-4.9490871 138:-2.5142666 139:-1.6033004 140:-4.3629219 141:5.4084678 142:-4.7418959 143:-3.1853376 144:0.59563931 145:-6.9558466 146:7.296565 147:-2.0852727 148:3.6222405 149:4.5684249 150:5.6630272 151:-9.9261153 152:-5.1690213 153:3.3450834 154:4.2867236 155:2.1113058 156:-2.1825263 157:1.913179 158:4.6697595 159:8.1943811 160:-3.5560252 161:-2.1128685 162:-6.6674067 163:8.7639684 164:5.8061188 165:5.9016345 166:4.8603065 167:0.92343426 168:-5.9874914 169:3.2367567 170:0.35304502 171:-0.77997719 172:3.8403511 173:-7.6356536 174:1.6602103 175:0.95265142 176:5.7267232 177:2.992952 178:-3.4592179 179:-0.70521908 180:1.5049839 181:7.2468378 182:2.8481198 183:-8.0911822 184:-7.6787688 185:-7.1567034 186:-3.1690433 187:3.5995576 188:-9.7271462 189:2.3154056 190:0.85580136 191:7.2932706 192:9.0556645 193:6.2059518 194:3.0939683 195:3.6718364 196:9.8482143 197:1.8145919 198:1.4956109 199:-1.5320726 
--0.10105807454026318 0:3.7197768 1:4.2223677 2:7.5158011 3:9.4976576 4:-9.0014863 5:1.0053179 6:-2.9206178 7:-0.10475697 8:-6.1439001 9:-6.0376829 10:6.8742013 11:-5.5184576 12:-9.1644472 13:-5.3883316 14:-8.2461809 15:3.970568 16:-6.7910363 17:5.0265456 18:0.075824099 19:-1.9281266 20:-2.7856283 21:-8.3521731 22:-9.5254944 23:-1.3899813 24:-1.2717399 25:5.2842314 26:8.3460862 27:-0.13794308 28:-9.0186502 29:6.5005736 30:-1.3576282 31:-0.60770578 32:-10.972444 33:4.0932155 34:-5.3551876 35:-2.1333197 36:4.4282273 37:3.0923885 38:1.6001746 39:-9.3619894 40:-1.4817534 41:0.94922894 42:-5.5514343 43:11.075058 44:9.7521466 45:0.19377286 46:6.9703396 47:-6.4983362 48:-3.7051438 49:1.9642491 50:-9.3629945 51:3.586163 52:5.8056642 53:-7.3614287 54:7.9940267 55:3.1411908 56:-2.7636969 57:8.272685 58:3.2968713 59:-2.807186 60:6.6414276 61:-2.0135349 62:-2.1990336 63:-0.84376906 64:-3.8279194 65:-5.6822473 66:-10.471215 67:-8.9886505 68:8.2138714 69:9.9038159 70:9.9281489 71:11.640492 72:1.236514 73:8.654232 74:1.1967075 75:6.1529196 76:-1.4280224 77:-1.3552303 78:8.113984 79:8.5281658 80:-0.89816665 81:0.88449376 82:-6.6498244 83:-2.0089594 84:-0.22868369 85:6.4541082 86:1.0848706 87:-4.9269118 88:-3.1984019 89:0.02102033 90:-5.6036621 91:-5.6794828 92:0.34376531 93:-4.0029498 94:-5.1303217 95:3.9604584 96:7.0062064 97:-9.5797469 98:-3.9724125 99:-2.5325201 100:2.5158949 101:3.5496219 102:2.4648203 103:-1.7199579 104:-4.8844734 105:-1.4762116 106:-0.70354978 107:0.068298211 108:-3.085988 109:-2.6105261 110:5.7603443 111:6.0406386 112:8.8295101 113:2.1606488 114:8.9759483 115:9.8638023 116:-9.6363542 117:1.033698 118:8.2557743 119:1.6024049 120:2.5010859 121:-3.118822 122:0.94609156 123:8.7118178 124:4.3623102 125:-2.7973037 126:10.021013 127:9.4028245 128:6.8690782 129:1.1601071 130:-0.62990624 131:-0.60095151 132:-1.7907295 133:4.1197407 134:8.2474795 135:-7.383972 136:-3.8687226 137:-3.4100252 138:-3.2522347 139:-2.2453136 140:-1.2952818 141:5.5235906 142:-2.8782503 143:-4.4124812 144:0.037858282 145:-6.0519284 146:8.6971358 147:-2.0908585 148:5.7655683 149:6.6821746 150:7.3249064 151:-10.878274 152:-3.2647358 153:3.6625641 154:4.7522454 155:0.19190843 156:-4.6238618 157:3.3507221 158:3.9784679 159:7.3593066 160:-4.2918513 161:-4.1899144 162:-5.4718401 163:9.0326026 164:5.0788841 165:6.5134404 166:7.2392088 167:1.2578766 168:-5.8155958 169:2.9945854 170:3.4772812 171:-1.6962223 172:2.3236306 173:-9.1819266 174:1.6142952 175:1.9739158 176:6.0411008 177:0.67224759 178:-2.3515013 179:-2.2099543 180:0.2467731 181:4.692605 182:2.5313247 183:-6.1775297 184:-5.8060769 185:-4.9799204 186:-3.6520753 187:3.1730883 188:-9.8411951 189:3.6708947 190:-0.16106788 191:7.4946133 192:10.76306 193:7.246618 194:3.6123157 195:2.4169368 196:8.8900956 197:2.463631 198:2.038302 199:-1.7044403 
--0.075705788132044524 0:1.9041957 1:5.6377945 2:6.0348338 3:8.3204143 4:-8.3385922 5:-0.50323216 6:-1.8490379 7:-4.7640775 8:-7.9799896 9:-6.4228794 10:6.072394 11:-5.5222844 12:-6.1957852 13:-4.8931898 14:-5.4481159 15:4.4251018 16:-3.1928837 17:3.8599087 18:-1.0022424 19:-3.8427142 20:-3.8418295 21:-10.019463 22:-10.362394 23:-3.596706 24:0.69371253 25:5.8335761 26:8.8846502 27:0.40365733 28:-7.7798729 29:8.403907 30:-1.5126546 31:-0.3945344 32:-11.688767 33:1.4989715 34:-2.6591364 35:-2.1294197 36:6.4613604 37:2.5772862 38:2.8713377 39:-8.9161858 40:-1.9602601 41:3.6118724 42:-6.8571915 43:11.308684 44:7.511702 45:-1.234027 46:6.0326317 47:-9.5444914 48:-3.3824374 49:1.1852137 50:-6.7864794 51:5.9097914 52:6.6802625 53:-6.8431019 54:10.855924 55:3.012322 56:-4.059412 57:7.4695058 58:1.7255178 59:-4.1022747 60:6.1433167 61:0.71135248 62:-3.1861101 63:-1.346476 64:-2.1276057 65:-5.0516387 66:-7.2003872 67:-9.5257839 68:9.8509627 69:9.3297275 70:7.165886 71:9.0703186 72:1.2405011 73:6.4922801 74:0.84917991 75:6.1857912 76:-1.2917186 77:-4.255337 78:10.073568 79:9.4968023 80:-1.6932128 81:1.3001642 82:-9.4616677 83:-3.0144205 84:-0.58067177 85:7.4780481 86:2.1153681 87:-4.3804289 88:-4.3364641 89:0.94933785 90:-6.6341834 91:-5.3596455 92:-0.16735047 93:-1.6705987 94:-3.4262391 95:4.0525462 96:5.994788 97:-9.0568893 98:-2.6621844 99:-2.9078299 100:4.314124 101:4.9188644 102:1.1544827 103:-3.579974 104:-5.3603744 105:-1.8310746 106:0.68399045 107:-0.15332962 108:-1.4314081 109:-1.5332945 110:5.7681809 111:7.4235689 112:9.0602464 113:1.8159694 114:7.0169093 115:8.3382063 116:-8.9534534 117:1.4852468 118:8.2276909 119:0.67529917 120:1.4919107 121:-5.0196694 122:2.298026 123:9.3579341 124:4.0279502 125:1.5101241 126:8.0415058 127:9.9195494 128:7.1596384 129:2.0449391 130:1.0767876 131:-1.3385304 132:-1.7288399 133:1.4366394 134:8.0972428 135:-7.2104875 136:-2.6887252 137:-3.6101579 138:-1.6742252 139:-1.6307008 140:-2.3679099 141:4.286204 142:-2.2236049 143:-4.0185653 144:0.86252902 145:-5.940247 146:9.9978911 147:-3.195786 148:4.6273633 149:6.2982369 150:6.9764799 151:-7.6506004 152:-4.3237346 153:4.3633772 154:5.3742941 155:2.262682 156:-6.1877156 157:2.6133674 158:1.7602481 159:7.5963419 160:-3.7500382 161:-2.9857036 162:-7.8150862 163:7.1874297 164:5.0919675 165:6.1886754 166:8.6152855 167:0.52168943 168:-6.5110979 169:2.767203 170:0.75762591 171:-0.73571497 172:4.6687859 173:-7.7287853 174:1.216427 175:1.7306136 176:6.5153381 177:1.4692537 178:-2.7232375 179:-2.787881 180:-1.7095633 181:5.3252136 182:4.1067894 183:-4.5035331 184:-6.8783066 185:-4.9614368 186:-2.3982841 187:1.9284629 188:-10.422119 189:2.7651235 190:1.9874238 191:8.9147411 192:8.7006213 193:6.6724441 194:2.863767 195:4.676638 196:8.8437478 197:1.699704 198:3.1905616 199:-2.502975 
--0.10843880012715619 0:2.9291127 1:5.0907373 2:6.1603301 3:8.7795913 4:-9.4517117 5:-0.59763934 6:-5.1821007 7:-2.4089767 8:-6.8768858 9:-4.859413 10:6.5851604 11:-6.8839997 12:-7.5727109 13:-3.8609218 14:-9.5335271 15:4.6657331 16:-2.0634373 17:6.1177722 18:0.70336712 19:-1.2365819 20:-0.11611491 21:-9.7961336 22:-10.228465 23:-2.6087182 24:-3.3948663 25:5.0480524 26:8.1943883 27:-0.62720711 28:-10.385856 29:6.6949061 30:-1.3743804 31:-1.3026789 32:-8.9463669 33:1.5430991 34:-5.0096224 35:-2.6598492 36:7.0537783 37:4.2914575 38:4.3959157 39:-8.693814 40:-2.2222166 41:2.9387646 42:-7.5996447 43:8.2299544 44:7.5061862 45:-2.4234614 46:7.813558 47:-7.8985957 48:-1.7139151 49:2.090456 50:-7.3869296 51:5.1488709 52:7.0637206 53:-6.7707826 54:7.4881346 55:3.4313095 56:-3.0485716 57:7.7880109 58:4.1107029 59:-2.7801108 60:7.9701233 61:-1.5844637 62:-1.6700547 63:-1.4838709 64:-3.0550411 65:-7.6327557 66:-9.4163343 67:-10.057047 68:8.7271975 69:9.4605319 70:9.2683316 71:10.967464 72:-0.72775772 73:7.4258778 74:1.5332775 75:4.5615175 76:-2.633642 77:-1.4280805 78:8.8198374 79:9.6788843 80:-1.1444292 81:0.40072548 82:-8.6282969 83:-1.7565206 84:1.5439209 85:7.5233602 86:1.9269031 87:-5.5051062 88:-1.6111808 89:2.5296537 90:-3.5619083 91:-5.4700168 92:-0.60856984 93:-2.6352307 94:-3.1205035 95:2.8015546 96:8.191301 97:-10.853346 98:-4.7858075 99:-3.6604806 100:5.278891 101:3.5884476 102:1.2405284 103:-4.676573 104:-6.0985819 105:-1.0017477 106:0.14020008 107:-1.4179482 108:-1.917459 109:-2.2443537 110:4.6158906 111:8.5415149 112:9.7538357 113:2.0899792 114:10.092515 115:10.367036 116:-9.7789806 117:1.8447166 118:8.702624 119:0.87321684 120:3.638263 121:-3.0221212 122:2.5554034 123:9.579032 124:2.7657629 125:0.28739833 126:7.9224374 127:8.2718165 128:4.36777 129:0.88837263 130:-0.84296283 131:-2.267805 132:-2.8405157 133:1.1293274 134:7.8401073 135:-7.9630519 136:-4.0508298 137:-4.1985668 138:-2.3293715 139:-1.3906675 140:-2.9798072 141:6.4486211 142:-1.7509862 143:-3.8374465 144:0.09617848 145:-4.2376569 146:6.4782401 147:-2.8703942 148:3.99062 149:6.5080569 150:7.900505 151:-9.3648837 152:-5.3143764 153:3.133412 154:6.8252832 155:3.0910951 156:-3.9152604 157:1.1635425 158:3.5572322 159:7.9342559 160:-4.1996844 161:-3.0338939 162:-6.2792145 163:7.6382701 164:4.2232177 165:7.703552 166:7.1837466 167:1.6084309 168:-6.6532506 169:2.1589814 170:1.9862823 171:-3.127647 172:3.7147529 173:-7.2303855 174:-1.1654994 175:4.1541108 176:7.816008 177:2.9131645 178:-1.2178459 179:-1.1552113 180:-0.53621575 181:5.5319901 182:1.3040417 183:-4.3535744 184:-6.2673717 185:-7.2192252 186:-2.8670984 187:3.0923191 188:-8.6136024 189:2.925263 190:0.72102361 191:9.7944646 192:11.873826 193:6.966998 194:2.3707123 195:5.3507741 196:7.0460158 197:2.4280054 198:1.4614384 199:-1.1298816 
--0.094631022453167304 0:2.6593138 1:4.0913522 2:6.7127482 3:9.6705375 4:-9.1081873 5:1.2412061 6:-2.4777868 7:-3.750063 8:-5.7879417 9:-4.4646544 10:5.9171394 11:-6.2273145 12:-6.6261643 13:-5.3848674 14:-8.0210084 15:5.7992728 16:-6.3659495 17:5.9737901 18:2.0586503 19:-1.2321353 20:-1.6367864 21:-7.0087024 22:-8.4099625 23:-3.2684813 24:-2.010379 25:4.0510298 26:9.952872 27:-0.82592198 28:-7.8810771 29:6.3910181 30:-1.7300355 31:0.22522891 32:-9.366832 33:2.1167971 34:-5.2162099 35:-2.215713 36:5.3471988 37:6.6418956 38:4.2612334 39:-9.4635135 40:-3.2290181 41:1.9794656 42:-7.4501528 43:9.0408731 44:10.326821 45:-1.3775115 46:8.5793352 47:-6.9655335 48:-2.4826 49:0.07049069 50:-7.7599479 51:5.4495283 52:6.7421794 53:-6.7368906 54:7.8272249 55:5.6024358 56:-4.3403527 57:5.853363 58:4.953198 59:-1.0634751 60:6.7437901 61:-0.74860408 62:-3.8739858 63:-2.8123083 64:-1.8423049 65:-3.3059846 66:-9.0800086 67:-9.1725401 68:9.0245395 69:8.6179564 70:9.527677 71:9.8284145 72:0.42937501 73:7.7581597 74:-2.4261267 75:6.8507467 76:-3.0179961 77:-1.4165286 78:9.3076619 79:8.2757285 80:-1.3971775 81:1.150532 82:-9.4656 83:0.11690236 84:1.0057637 85:7.9030157 86:0.87270521 87:-4.3804689 88:-5.8229163 89:0.73885821 90:-5.6709607 91:-6.1394027 92:1.4108177 93:-3.7648884 94:-4.293189 95:3.5680683 96:8.4082541 97:-10.423108 98:-5.3699366 99:-2.4152234 100:5.1011209 101:3.5505718 102:-0.15644312 103:-1.4587246 104:-6.3407252 105:-4.2078252 106:0.65862209 107:-0.87421926 108:-0.85749098 109:-0.759693 110:8.1812205 111:7.179461 112:8.4454489 113:0.89558165 114:9.0912181 115:7.9723518 116:-8.7857018 117:0.033150147 118:8.733291 119:-0.50303383 120:3.0748319 121:-5.7557036 122:0.3300242 123:8.5795646 124:4.2183759 125:1.0849281 126:7.1390728 127:7.3793896 128:5.8011106 129:1.0993827 130:1.9493514 131:-1.3428758 132:-1.9821677 133:1.8078024 134:9.1094743 135:-6.0962066 136:-6.1883454 137:-1.0744461 138:-4.4094236 139:-0.62091666 140:-2.0310386 141:7.9344199 142:-1.8025775 143:-3.8849561 144:-0.098732702 145:-6.3028542 146:8.6454663 147:-3.0195289 148:4.2236006 149:6.9814908 150:6.7264327 151:-8.7908746 152:-3.467925 153:3.2872217 154:5.2199941 155:1.4502264 156:-4.1602911 157:2.2439102 158:4.3396512 159:7.5447493 160:-5.0339365 161:-2.8861743 162:-6.455999 163:8.2783592 164:6.4162786 165:4.0137237 166:6.8290311 167:2.1406952 168:-6.0089525 169:3.1037621 170:2.2316903 171:-0.67248042 172:4.7122452 173:-8.1799316 174:2.004174 175:4.2046345 176:5.9878786 177:0.53163437 178:-4.0584253 179:-2.427683 180:0.19630729 181:4.4756024 182:3.6234724 183:-3.4094217 184:-5.1200217 185:-5.971761 186:-2.614067 187:4.3126236 188:-10.476964 189:1.8908037 190:1.4630858 191:7.0221465 192:9.6475493 193:8.7331723 194:3.7328704 195:4.6862238 196:9.8814445 197:2.039136 198:1.965605 199:-3.0522584 
--0.094154404322169719 0:3.3037338 1:3.9206425 2:6.3355604 3:9.6840398 4:-8.0937642 5:-1.9086199 6:-3.6876514 7:0.15040665 8:-6.9323756 9:-5.831815 10:6.302529 11:-4.0746796 12:-8.4556778 13:-3.7223946 14:-7.9753844 15:5.6635296 16:-1.9875008 17:5.6147569 18:-0.22965947 19:-2.2277498 20:-3.7306554 21:-6.6312645 22:-9.5363362 23:-5.3671877 24:-2.9468748 25:4.689157 26:9.6206626 27:-1.979696 28:-8.750108 29:8.626538 30:-0.54256662 31:-0.25723988 32:-9.7814414 33:2.0716274 34:-7.3810527 35:-2.602118 36:5.49156 37:3.2817262 38:1.58802 39:-8.5781114 40:-0.68306425 41:5.3163816 42:-5.6258058 43:10.027615 44:8.8223598 45:-1.4305431 46:4.9888122 47:-8.1200698 48:-3.4443945 49:0.62934622 50:-8.3374447 51:7.5593327 52:6.7234808 53:-7.0222571 54:7.7138 55:4.2987681 56:-2.6523427 57:8.7334486 58:2.8145751 59:-3.0602485 60:6.1261264 61:-1.6605688 62:-2.9883573 63:-3.343362 64:-0.15948504 65:-5.4199846 66:-10.696576 67:-6.6066773 68:9.6793559 69:9.0802755 70:8.9403436 71:10.356725 72:-1.2476224 73:7.949145 74:-2.6199682 75:6.9837432 76:-3.4904965 77:-2.9785396 78:6.9721332 79:9.6935879 80:-0.60955065 81:0.94261616 82:-8.566288 83:-1.0492425 84:1.3669237 85:8.6286031 86:4.3143929 87:-3.3756064 88:-4.112216 89:-0.20531699 90:-5.9868946 91:-5.4658203 92:2.0832608 93:-2.5918562 94:-4.1331178 95:4.5639569 96:7.6758151 97:-8.5201623 98:-5.0723172 99:-3.6355962 100:5.2526268 101:2.0620433 102:-1.4768492 103:-3.7222769 104:-5.9443543 105:-1.323473 106:1.5678817 107:-0.78602922 108:-0.71551986 109:-0.82865182 110:4.4806709 111:7.2696044 112:8.3436193 113:2.3214859 114:7.5380068 115:8.9372378 116:-8.5686086 117:1.2351547 118:8.641813 119:-0.52768532 120:3.8246096 121:-4.2175041 122:3.3224542 123:10.479228 124:5.0157037 125:-0.75196993 126:7.7004509 127:7.7988277 128:6.9055618 129:-0.61028986 130:2.151734 131:-2.54815 132:0.92593085 133:2.2381643 134:8.8659346 135:-6.7015456 136:-4.3539303 137:-4.900636 138:-3.2314551 139:-2.4408966 140:-2.7995699 141:5.6638212 142:-1.7138022 143:-3.5453447 144:0.6993448 145:-6.9273444 146:9.0359862 147:-5.2290779 148:4.4847694 149:5.5686765 150:5.3824535 151:-9.1468187 152:-3.3320605 153:4.0684267 154:4.7010808 155:2.0097918 156:-5.9655121 157:2.9763866 158:3.6398706 159:8.0196949 160:-3.689967 161:-4.1053338 162:-8.781644 163:8.0191409 164:5.9881216 165:4.8720148 166:8.1651737 167:-1.2244218 168:-7.9067749 169:4.3057419 170:2.8573624 171:-1.0038111 172:5.2469412 173:-7.6212258 174:2.3591219 175:4.0063353 176:6.3058653 177:0.36432491 178:-3.5127269 179:-0.95080057 180:0.16640578 181:7.6660116 182:2.4162015 183:-5.8995229 184:-6.7478777 185:-6.5934504 186:-2.8985814 187:5.0258403 188:-10.056107 189:1.932463 190:1.2084787 191:8.3384691 192:9.2681633 193:8.1632391 194:3.6211172 195:5.6747236 196:8.5087279 197:0.74620717 198:2.1422691 199:-2.7816623 
--0.066085937408356582 0:4.2103803 1:4.9375106 2:8.7101559 3:10.308175 4:-8.0041775 5:0.92899974 6:-5.232748 7:-2.6232822 8:-5.3071978 9:-5.6445511 10:7.6387837 11:-6.3753907 12:-7.7803374 13:-3.8865676 14:-6.8731079 15:5.2581689 16:-3.9018111 17:4.6553263 18:-1.9120166 19:-1.9185747 20:-2.6785006 21:-8.6900174 22:-11.989482 23:-2.8551988 24:-0.62674875 25:3.4266417 26:7.0509478 27:-0.56482825 28:-8.9845292 29:5.6658666 30:-0.33520579 31:0.35089119 32:-9.6956444 33:2.8150957 34:-6.0500134 35:-2.9273218 36:6.1329413 37:3.9495328 38:2.0220216 39:-11.426478 40:-4.0888524 41:3.8541068 42:-7.4776219 43:11.011933 44:8.7087769 45:-2.2802395 46:5.7535905 47:-6.9129111 48:-4.9654998 49:0.49946972 50:-6.5347077 51:5.0711898 52:6.6402794 53:-7.4347636 54:8.3572278 55:3.8297997 56:-3.2532027 57:8.6193547 58:3.0533033 59:-4.8575787 60:5.780499 61:0.50976533 62:-3.9235061 63:-3.1593372 64:-1.3936131 65:-3.3886376 66:-8.9933677 67:-7.6905755 68:8.5992466 69:7.0105959 70:8.1885919 71:8.322597 72:1.914819 73:6.7597957 74:0.038900884 75:4.9607367 76:-4.6437547 77:-0.65831334 78:8.0148587 79:10.37061 80:-1.2762264 81:2.1536054 82:-8.4760353 83:-1.6626643 84:0.67928925 85:4.6674029 86:1.278525 87:-5.8862354 88:-4.9214577 89:-0.13168768 90:-5.3726054 91:-4.2328433 92:-0.23782199 93:-2.4184257 94:-2.8846933 95:4.6330986 96:7.5486798 97:-10.913194 98:-4.3265661 99:-3.7409349 100:3.9347168 101:5.0849996 102:-1.1274791 103:-3.3781067 104:-7.9334655 105:-1.2006383 106:1.7621066 107:1.204919 108:-3.1378085 109:-0.64520285 110:5.6319004 111:8.5770183 112:7.8064647 113:0.4926256 114:8.4405575 115:10.307869 116:-8.726445 117:2.6713591 118:9.0814609 119:0.60449771 120:2.5950816 121:-5.869339 122:0.88198503 123:10.10541 124:4.2013613 125:1.616053 126:7.9447398 127:9.5351588 128:5.1652387 129:1.670607 130:-0.9143082 131:-2.2278959 132:-1.7061599 133:0.68274838 134:9.4460806 135:-7.0987938 136:-4.4927071 137:-5.4057191 138:-4.1209396 139:-1.4485582 140:-2.6877668 141:4.8919768 142:-1.5295342 143:-4.1096868 144:1.021412 145:-5.3672431 146:9.5409652 147:-2.3425409 148:5.6653846 149:5.9305143 150:5.3330737 151:-8.734993 152:-2.9932864 153:4.426217 154:6.9420645 155:-0.70859189 156:-5.9925483 157:2.4728977 158:3.1829931 159:9.3514095 160:-5.3872525 161:-3.3695515 162:-7.6877645 163:8.5175819 164:5.6525007 165:5.0506835 166:8.883479 167:-0.26353696 168:-7.2911941 169:4.4044802 170:3.886856 171:0.073420757 172:4.275897 173:-7.0381432 174:1.0844589 175:3.2126444 176:5.1091782 177:4.4363276 178:-2.5324397 179:-1.4283401 180:-0.64748099 181:5.0871656 182:3.1721109 183:-6.2195749 184:-4.8468399 185:-6.4261527 186:-3.7283777 187:4.4741202 188:-10.10031 189:1.3350672 190:-0.17925528 191:7.7055905 192:8.2108727 193:8.576382 194:2.1785984 195:6.0583048 196:7.8160008 197:1.6125383 198:1.487312 199:-2.4148298 
--0.04711905854325861 0:3.3160265 1:4.2652562 2:7.4284368 3:8.6922255 4:-8.7635148 5:1.49087 6:-5.292919 7:-2.6131665 8:-6.1934507 9:-6.3924017 10:8.2194233 11:-5.6695219 12:-7.0395202 13:-4.3207836 14:-6.3625165 15:4.7820614 16:-5.1627057 17:3.7440158 18:-0.61206165 19:-1.0795138 20:-1.2128985 21:-7.6403824 22:-8.4950795 23:-2.6001332 24:-0.82771102 25:3.5003355 26:8.4847794 27:-1.4864773 28:-8.8851286 29:8.3963987 30:-2.5268795 31:-0.32417708 32:-9.0004367 33:2.1529103 34:-3.6286866 35:-2.5037153 36:6.3731787 37:5.0104507 38:3.5331998 39:-7.1803695 40:-4.1318827 41:5.2687045 42:-4.9596255 43:10.787405 44:8.4809619 45:-2.4869823 46:7.9557988 47:-8.7122476 48:-2.7055608 49:1.5335017 50:-8.194368 51:5.0125963 52:7.878821 53:-5.9506537 54:6.9877969 55:3.881229 56:-0.57896403 57:8.2108282 58:4.5953633 59:-3.549594 60:8.0137907 61:-0.022763898 62:-3.6755557 63:-1.9251111 64:0.095306279 65:-4.7686991 66:-9.7650683 67:-9.1190367 68:10.561612 69:9.0948145 70:7.4141033 71:9.5251202 72:1.8967075 73:7.6505574 74:0.0093410505 75:5.1856537 76:-2.1177657 77:-2.2054022 78:9.5407898 79:8.0521874 80:-3.1295257 81:1.732809 82:-7.739565 83:-0.69463826 84:-1.6479797 85:7.9872747 86:1.9852718 87:-5.1716819 88:-4.5647616 89:0.061343194 90:-5.5941957 91:-4.7491935 92:2.9352045 93:-2.2919183 94:-3.2555858 95:4.5785272 96:7.1878683 97:-9.8897453 98:-4.9846264 99:-2.7038096 100:2.7555115 101:5.1587851 102:1.2211415 103:-1.5663887 104:-6.0819945 105:-0.98319001 106:-0.30790837 107:-3.4981119 108:-1.105613 109:-1.3724914 110:5.9973216 111:8.138386 112:10.046897 113:1.5439053 114:8.6274278 115:7.7942936 116:-9.0072494 117:1.4581404 118:9.3918569 119:-0.087556446 120:1.154598 121:-3.0006129 122:2.4121488 123:9.714873 124:2.7512446 125:0.82508224 126:6.0858481 127:8.2370972 128:5.5929045 129:1.413239 130:-0.042248003 131:-2.3380497 132:-0.90927014 133:3.0222427 134:8.2898922 135:-6.7874466 136:-4.4418428 137:-5.0697075 138:-3.6379907 139:-1.1322788 140:-4.2119624 141:4.0816695 142:-2.3701889 143:-4.0232737 144:0.46291793 145:-5.8454929 146:6.6689935 147:-4.8837323 148:4.9333586 149:6.9437688 150:6.7041036 151:-10.633763 152:-3.7298743 153:2.7957623 154:6.5686923 155:2.6051516 156:-3.946498 157:1.0539245 158:4.0341381 159:8.4006901 160:-6.4941555 161:-3.1708765 162:-4.7452448 163:9.3444433 164:4.5591308 165:5.6863502 166:9.9158339 167:0.31150962 168:-7.0374755 169:2.1894537 170:2.239764 171:-0.96566647 172:5.3624865 173:-8.5191493 174:2.3092811 175:4.6644014 176:7.9038704 177:1.4106185 178:-2.6765452 179:-1.2769781 180:0.34365548 181:4.7516246 182:1.1712352 183:-4.0939221 184:-6.5359806 185:-6.6860405 186:-2.5168489 187:3.9059764 188:-9.1755404 189:0.12671237 190:0.57709792 191:5.7604072 192:7.4327382 193:8.3179973 194:2.8110128 195:4.5688386 196:7.3305114 197:1.7276342 198:-0.87602402 199:-2.7231274 
--0.041971248750806996 0:3.1332747 1:4.2100985 2:5.885967 3:10.265706 4:-8.3053257 5:-0.14980584 6:-3.3499671 7:-0.60533977 8:-6.8814637 9:-5.8645282 10:5.2191168 11:-5.5988474 12:-7.5092542 13:-4.7077154 14:-6.9456779 15:4.8853227 16:-3.8758189 17:3.435843 18:0.94620884 19:-2.4798771 20:-2.775381 21:-7.9067322 22:-9.2950317 23:-5.2195021 24:-1.6840209 25:2.8940644 26:9.0418503 27:-2.9637236 28:-7.8958712 29:8.2264097 30:-0.31290522 31:-0.55642152 32:-9.9086677 33:2.8863932 34:-5.8521153 35:-2.4691991 36:7.3840626 37:4.0513705 38:3.4745883 39:-10.498836 40:-2.0861946 41:0.8090577 42:-5.8602288 43:7.9772682 44:9.6046837 45:-2.9992422 46:8.1501176 47:-8.6642639 48:-3.3463436 49:2.5475313 50:-8.1166595 51:2.7314997 52:8.2362722 53:-8.360249 54:6.6173812 55:4.9286118 56:-1.9581097 57:8.1415166 58:1.7417996 59:-1.7672848 60:5.323352 61:-0.87697092 62:-4.1935238 63:-3.2588804 64:-2.1917531 65:-4.5572031 66:-10.379705 67:-9.8832327 68:9.45259 69:9.5757867 70:7.82459 71:8.8545886 72:-1.9410516 73:5.8957795 74:-0.75396418 75:6.1876099 76:-2.3379902 77:-1.6611043 78:6.6582677 79:8.240909 80:-1.7036922 81:1.379642 82:-9.2835291 83:-2.7843242 84:-0.39528635 85:6.1906342 86:3.2951814 87:-4.8978456 88:-4.967508 89:-0.72648631 90:-5.5133866 91:-6.2196046 92:0.11433099 93:-3.7236089 94:-3.6555493 95:3.3336744 96:7.3104509 97:-8.9673963 98:-6.2096359 99:-3.1526324 100:5.9990457 101:2.851788 102:1.5642282 103:-1.2153411 104:-6.4600324 105:-2.9121997 106:2.4803861 107:-0.87380632 108:-0.53714125 109:-3.2231018 110:6.9707475 111:8.97778 112:8.9657253 113:1.6527881 114:9.091545 115:11.063596 116:-9.2227657 117:2.1394183 118:7.2877585 119:-0.91406351 120:2.1776251 121:-4.6712703 122:2.7827001 123:8.5967981 124:4.435643 125:1.4654083 126:8.1138108 127:8.0198237 128:5.720829 129:1.4268478 130:0.90276616 131:-0.39006538 132:-2.3079026 133:4.1093652 134:8.2631603 135:-7.2413626 136:-5.0917324 137:-3.4882035 138:-3.1952029 139:-1.2213903 140:-2.4734614 141:3.5957872 142:-3.4564779 143:-4.4553168 144:-0.41607551 145:-7.9056413 146:10.126124 147:-1.387342 148:5.0125098 149:4.8499637 150:5.2315805 151:-11.168069 152:-4.1689585 153:2.9822197 154:6.3522112 155:1.6630225 156:-6.4169967 157:1.6645697 158:4.0157184 159:6.8734176 160:-4.9063525 161:-3.1578614 162:-6.0758995 163:7.6477119 164:5.3727854 165:4.5887652 166:7.3228241 167:1.3425177 168:-9.5035447 169:4.2438949 170:2.1012846 171:-1.7506282 172:4.2658286 173:-6.1246966 174:1.5686329 175:3.1434661 176:5.8622869 177:2.4015213 178:-4.1665903 179:0.30435956 180:-0.62336811 181:5.2026664 182:2.9889622 183:-5.2029372 184:-7.0460482 185:-7.805548 186:-3.6304096 187:2.966922 188:-8.6962542 189:2.0410977 190:-0.99480727 191:8.9302384 192:10.912102 193:5.2397029 194:2.5729314 195:6.1508163 196:9.0243749 197:2.6876379 198:1.5886487 199:-1.3155349 
--0.018785400210244628 0:5.6682488 1:3.5817684 2:5.5800866 3:8.6260796 4:-9.2487188 5:-1.6501769 6:-3.5736148 7:-2.1662344 8:-6.7382132 9:-5.6022457 10:8.6943184 11:-5.054559 12:-7.7949293 13:-3.3952136 14:-7.6264147 15:5.4726715 16:-3.8464201 17:5.3251112 18:-0.48379828 19:-2.1996648 20:-1.65634 21:-8.5207592 22:-10.824918 23:-1.4779822 24:-2.9622034 25:4.9531875 26:8.5267413 27:-1.1175115 28:-5.9106959 29:9.5135963 30:-1.0232686 31:-2.4746919 32:-10.601453 33:2.8085713 34:-3.1309189 35:-1.7678783 36:5.1287728 37:4.1666995 38:2.3436443 39:-8.0092075 40:-0.3098741 41:3.9082535 42:-7.840698 43:8.1989893 44:8.2138581 45:-1.3145142 46:7.0339477 47:-9.204464 48:-3.5273402 49:2.4917726 50:-6.7326635 51:5.5794183 52:6.8994714 53:-5.3343245 54:6.4779614 55:6.3735971 56:-0.78352789 57:7.4060351 58:2.9144567 59:-2.7243484 60:6.9341139 61:-0.9378793 62:-3.8330237 63:-2.1483789 64:-3.4484457 65:-4.4581684 66:-9.0508186 67:-10.525076 68:9.4619147 69:7.6362815 70:7.6864342 71:9.7159372 72:-0.34189054 73:6.4540574 74:0.23477742 75:5.2602835 76:-3.0451691 77:-3.581797 78:9.3817374 79:7.293568 80:-1.6424767 81:2.9262862 82:-8.7033775 83:-2.1750712 84:0.0097000729 85:6.6691487 86:2.8242681 87:-4.0229368 88:-4.419015 89:0.21586663 90:-4.9313551 91:-4.3603091 92:2.8452317 93:-3.2640546 94:-2.7632973 95:4.4558088 96:7.4812179 97:-11.345286 98:-4.0007992 99:-3.2545576 100:4.1091933 101:5.1971213 102:-0.56868863 103:-3.0944114 104:-4.783149 105:-1.0549169 106:0.7329394 107:0.86185937 108:-0.92364051 109:-1.8688099 110:5.8615405 111:7.9434076 112:8.3095896 113:4.3603584 114:8.8422228 115:8.4353599 116:-10.278874 117:1.3098568 118:8.1959759 119:-0.17461636 120:3.7348509 121:-4.5056039 122:4.5925316 123:9.2204387 124:4.0333089 125:0.7939294 126:5.3566576 127:10.813951 128:5.1108261 129:1.2360026 130:0.097164379 131:-0.3586498 132:-2.2115816 133:0.30444066 134:10.98205 135:-7.7128542 136:-3.7722227 137:-3.3118208 138:-2.6690439 139:-2.1262347 140:-3.7795494 141:5.1493383 142:-2.2699034 143:-6.7352794 144:-0.33990804 145:-5.7583411 146:8.5120246 147:-2.9646498 148:5.6444982 149:6.1630306 150:8.6116852 151:-10.085436 152:-1.9351341 153:2.5273811 154:6.0971628 155:3.6965818 156:-5.8183089 157:2.5159138 158:5.0478827 159:8.0141625 160:-3.7457524 161:-3.5001059 162:-6.1245583 163:8.9395562 164:5.4133574 165:3.9757166 166:8.1557311 167:2.9209597 168:-6.2560997 169:3.9223347 170:2.0288087 171:-1.4967588 172:4.4258471 173:-6.8972884 174:2.0637211 175:1.6838905 176:5.2860906 177:1.8542371 178:-3.0575015 179:-1.389998 180:-0.90886329 181:6.4107368 182:3.4639976 183:-5.0583291 184:-7.7917147 185:-4.4154042 186:-0.46882466 187:2.8826238 188:-9.7649802 189:1.8465783 190:2.9258187 191:6.6569196 192:9.0363264 193:7.2192567 194:1.9769192 195:5.7684312 196:7.7898296 197:1.4501874 198:1.2071385 199:-0.15619914 
--0.083694111065944821 0:4.9056767 1:5.0056818 2:5.913723 3:11.373081 4:-9.1228317 5:1.1043693 6:-2.263736 7:-2.1214437 8:-5.3337742 9:-5.3941781 10:5.7026298 11:-6.1971295 12:-10.828313 13:-6.8305973 14:-8.1708994 15:6.2283378 16:-4.5586802 17:6.2878836 18:-1.3211078 19:-2.303017 20:0.77876253 21:-7.5178514 22:-10.266493 23:-3.4929354 24:-3.3599374 25:3.3553758 26:10.879063 27:-1.1076214 28:-8.9504422 29:7.1406452 30:-1.9877632 31:-2.3088026 32:-8.8521521 33:2.1046338 34:-3.8323246 35:-3.2748557 36:6.8565883 37:4.7930707 38:1.9706911 39:-9.3376093 40:-3.9056644 41:3.9687354 42:-8.0595061 43:9.5819404 44:9.8537646 45:-2.8377166 46:5.5282738 47:-8.6221742 48:-3.2872517 49:1.7719344 50:-6.8012967 51:7.5228707 52:7.4575447 53:-6.673694 54:8.5702604 55:3.1063115 56:-3.8312153 57:7.3785025 58:1.7096123 59:-2.9628996 60:5.3312973 61:-0.49872667 62:-2.548205 63:-4.015118 64:-1.6519447 65:-5.9116903 66:-8.4085226 67:-9.6383421 68:8.0085508 69:8.5012784 70:7.626679 71:8.4814082 72:0.96110758 73:6.0446687 74:-1.3422821 75:5.2295402 76:-0.30450869 77:-2.6030094 78:8.2445332 79:10.214013 80:-0.74747748 81:1.6437085 82:-9.5766842 83:-2.8825423 84:2.3841928 85:8.1180618 86:2.6393856 87:-3.4580479 88:-2.2206847 89:1.162981 90:-6.1680195 91:-5.4375518 92:1.3168185 93:-2.2657083 94:-5.9944931 95:5.8914835 96:7.6367601 97:-9.264419 98:-4.6344837 99:-5.076679 100:2.479434 101:5.0365853 102:0.72303178 103:-4.5484415 104:-6.8418272 105:-2.4387309 106:2.2358299 107:0.20762053 108:-1.7599729 109:-0.99326739 110:7.4441936 111:8.1436741 112:7.2130426 113:0.17748261 114:8.6218146 115:9.7848963 116:-8.5291877 117:0.98667149 118:9.4064348 119:-0.067869713 120:2.447608 121:-4.6759037 122:3.4360189 123:9.8888713 124:4.171314 125:0.52862637 126:8.5041311 127:8.9363429 128:4.7394164 129:0.28953707 130:-0.90121999 131:-1.8962465 132:-1.8431808 133:1.904834 134:9.3419209 135:-4.6770314 136:-4.65385 137:-4.0799687 138:-4.9385949 139:-1.7023242 140:-2.411119 141:5.0202915 142:-2.0466721 143:-3.5697667 144:0.15920826 145:-6.9586113 146:8.1654358 147:-3.2955216 148:4.3709704 149:5.50705 150:8.531332 151:-9.8387562 152:-3.061386 153:4.4832982 154:4.8041146 155:0.18123452 156:-8.0296847 157:3.921019 158:4.9934049 159:7.4482274 160:-4.4801867 161:-4.6567752 162:-8.2968326 163:11.579656 164:6.1555243 165:6.2943622 166:5.9673379 167:1.3272328 168:-7.2411845 169:5.3683597 170:1.7048304 171:-1.2079792 172:5.0096249 173:-7.7178911 174:3.5238884 175:2.9402422 176:6.184116 177:1.2649365 178:-2.6355685 179:-2.5152331 180:-0.89019856 181:5.6836314 182:3.5712388 183:-6.3690188 184:-6.49739 185:-6.7988134 186:-2.6197272 187:2.1788337 188:-8.7847837 189:2.7252006 190:-0.65638201 191:9.3702253 192:9.0699371 193:7.7089233 194:1.5926026 195:6.0226006 196:9.3364126 197:0.9476901 198:2.4064288 199:-1.5189586 
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
new file mode 100644
index 000000000..f588ebcf0
--- /dev/null
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -0,0 +1,436 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to parsing the support vectors from a LIBSVM model file.
+ */
+
+#include "plssvm/detail/io/libsvm_model_parsing.hpp"
+
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
+
+#include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                   // ::testing::{Test, Types, TestWithParam, Values}
+
+#include <cstddef>      // std::size_t
+#include <filesystem>   // std::filesystem::remove
+#include <string>       // std::string
+#include <tuple>        // std::ignore
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::pair, std::make_pair
+#include <vector>       // std::vector
+
+// struct for the used type combinations
+template <typename T, typename U>
+struct type_combinations {
+    using real_type = T;
+    using label_type = U;
+};
+
+// the floating point and label types combinations to test
+using type_combinations_types = ::testing::Types<
+    type_combinations<float, int>,
+    type_combinations<float, std::string>,
+    type_combinations<double, int>,
+    type_combinations<double, std::string>>;
+
+TEST(LIBSVMModelHeaderParseValid, read_linear) {
+    using real_type = double;
+    using label_type = int;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file header
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    reader.read_lines('#');
+    const auto &[params, rho, label, header_lines] = plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
+
+    // check for correctness
+    // check parameter
+    EXPECT_FALSE(params.kernel.is_default());
+    EXPECT_EQ(params.kernel.value(), plssvm::kernel_type::linear);
+    EXPECT_TRUE(params.degree.is_default());
+    EXPECT_TRUE(params.gamma.is_default());
+    EXPECT_TRUE(params.coef0.is_default());
+    EXPECT_TRUE(params.cost.is_default());
+    // check remaining values
+    EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_EQ(label, (std::vector<label_type>{ 1, 1, -1, -1, -1 }));
+    EXPECT_EQ(header_lines, 8);
+}
+TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
+    using real_type = double;
+    using label_type = int;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file header
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/model/5x4_polynomial.libsvm.model" };
+    reader.read_lines('#');
+    const auto &[params, rho, label, header_lines] = plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
+
+    // check for correctness
+    // check parameter
+    EXPECT_FALSE(params.kernel.is_default());
+    EXPECT_EQ(params.kernel.value(), plssvm::kernel_type::polynomial);
+    EXPECT_FALSE(params.degree.is_default());
+    EXPECT_EQ(params.degree.value(), 2);
+    EXPECT_FALSE(params.gamma.is_default());
+    EXPECT_EQ(params.gamma.value(), 0.25);
+    EXPECT_FALSE(params.coef0.is_default());
+    EXPECT_EQ(params.coef0.value(), 1.5);
+    EXPECT_TRUE(params.cost.is_default());
+    // check remaining values
+    EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_EQ(label, (std::vector<label_type>{ 1, 1, -1, -1, -1 }));
+    EXPECT_EQ(header_lines, 11);
+}
+TEST(LIBSVMModelHeaderParseValid, read_rbf) {
+    using real_type = double;
+    using label_type = int;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file header
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/model/5x4_rbf.libsvm.model" };
+    reader.read_lines('#');
+    const auto &[params, rho, label, header_lines] = plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
+
+    // check for correctness
+    // check parameter
+    EXPECT_FALSE(params.kernel.is_default());
+    EXPECT_EQ(params.kernel.value(), plssvm::kernel_type::rbf);
+    EXPECT_TRUE(params.degree.is_default());
+    EXPECT_FALSE(params.gamma.is_default());
+    EXPECT_EQ(params.gamma.value(), 0.025);
+    EXPECT_TRUE(params.coef0.is_default());
+    EXPECT_TRUE(params.cost.is_default());
+    // check remaining values
+    EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_EQ(label, (std::vector<label_type>{ 1, 1, -1, -1, -1 }));
+    EXPECT_EQ(header_lines, 9);
+}
+
+template <typename T>
+class LIBSVMModelHeaderParse : public ::testing::Test {};
+TYPED_TEST_SUITE(LIBSVMModelHeaderParse, type_combinations_types);
+
+TYPED_TEST(LIBSVMModelHeaderParse, wrong_svm_type) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/wrong_svm_type.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Can only use c_svc as svm_type, but 'nu_svc' was given!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, wrong_kernel_type) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/wrong_kernel_type.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Unrecognized kernel type 'foo'!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, wrong_total_sv) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/wrong_total_sv.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "The number of support vectors must be greater than 0!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, too_few_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/too_few_label.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "At least two labels must be set, but only 1 label ([1]) was given!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, too_few_nr_sv) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/too_few_nr_sv.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "At least two nr_sv must be set, but only 1 ([5]) was given!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, unrecognized_header_entry) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/unrecognized_header_entry.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Unrecognized header entry 'invalid entry'! Maybe SV is missing?");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, missing_svm_type) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_svm_type.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing svm_type!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, missing_kernel_type) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_kernel_type.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing kernel_type!");
+}
+
+TYPED_TEST(LIBSVMModelHeaderParse, explicit_degree_in_linear_kernel) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Explicitly provided a value for the degree parameter which is not used in the linear kernel!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, explicit_gamma_in_linear_kernel) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Explicitly provided a value for the gamma parameter which is not used in the linear kernel!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, explicit_coef0_in_linear_kernel) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Explicitly provided a value for the coef0 parameter which is not used in the linear kernel!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, explicit_degree_in_rbf_kernel) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Explicitly provided a value for the degree parameter which is not used in the radial basis function kernel!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, explicit_coef0_in_rbf_kernel) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Explicitly provided a value for the coef0 parameter which is not used in the radial basis function kernel!");
+}
+
+TYPED_TEST(LIBSVMModelHeaderParse, missing_nr_class) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_nr_class.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing number of different classes nr_class!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, missing_total_sv) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_total_sv.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing total number of support vectors total_sv!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, missing_rho) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_rho.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing rho value!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, missing_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_label.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing class label specification!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, nr_class_and_label_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/nr_class_and_label_mismatch.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "The number of classes (nr_class) is 2, but the provided number of different labels is 3 (label)!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, missing_nr_sv) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_nr_sv.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing number of support vectors per class nr_sv!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, nr_class_and_nr_sv_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "The number of classes (nr_class) is 2, but the provided number of different labels is 3 (nr_sv)!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, total_sv_and_nr_sv_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "The total number of support vectors is 5, but the sum of nr_sv is 6!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, too_many_classes) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/too_many_classes.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Currently only binary classification is supported, but 3 different label where given!");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, missing_sv) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_sv.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Unrecognized header entry '-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00'! Maybe SV is missing?");
+}
+TYPED_TEST(LIBSVMModelHeaderParse, empty) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Missing svm_type!");
+}
\ No newline at end of file

From 7a4a919e751166005d710a4b284854c5a839252c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 13:14:21 +0200
Subject: [PATCH 0251/1010] Add missing test.

---
 tests/detail/io/libsvm_model_parsing.cpp | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index f588ebcf0..79484fd4c 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -421,6 +421,19 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_sv) {
                       plssvm::invalid_file_format_exception,
                       "Unrecognized header entry '-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00'! Maybe SV is missing?");
 }
+TYPED_TEST(LIBSVMModelHeaderParse, missing_support_vectors) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/missing_support_vectors.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Can't parse file: no support vectors are given or SV is missing!");
+}
 TYPED_TEST(LIBSVMModelHeaderParse, empty) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;

From 1c32a30bd51c254c47a71460e550120e38f7ac0c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 15:23:03 +0200
Subject: [PATCH 0252/1010] Add tests for writing the LIBSVM model header.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp |  11 +-
 tests/detail/io/libsvm_model_parsing.cpp      | 186 ++++++++++++++++++
 2 files changed, 194 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index acdf16968..c2df483d3 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -25,6 +25,7 @@
 
 #include <algorithm>    // std::min
 #include <cstddef>      // std::size_t
+#include <iostream>     // std::cout
 #include <memory>       // std::unique_ptr
 #include <numeric>      // std::accumulate
 #include <sstream>      // std::stringstream
@@ -223,6 +224,7 @@ template <typename real_type, typename label_type>
 inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
     // save model file header
     std::string out_string = fmt::format("svm_type c_svc\nkernel_type {}\n", params.kernel);
+    // save the SVM parameter information based on the used kernel_type
     switch (params.kernel) {
         case kernel_type::linear:
             break;
@@ -235,11 +237,13 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
     }
 
     // get the original labels (not the mapped once)
-    const std::vector<label_type> label_values = data.mapping().value().get().labels();
+    const typename plssvm::data_set<real_type, label_type>::label_mapper mapper = data.mapping().value();
+    const std::vector<label_type> label_values = mapper.labels();
 
     // count the occurrence of each label
     std::map<label_type, std::size_t> label_counts_map;
-    for (const label_type &l : data.labels().value().get()) {
+    const std::vector<label_type> labels = data.labels().value();
+    for (const label_type &l : labels) {
         ++label_counts_map[l];
     }
     // fill vector with number of occurrences in correct order
@@ -256,7 +260,8 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
                               rho);
 
     // print model header
-    fmt::print("\n{}\n", out_string);
+    std::cout << '\n'
+              << out_string << '\n';
     // write model header to file
     out.print(out_string);
 
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 79484fd4c..229fb9263 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -446,4 +446,190 @@ TYPED_TEST(LIBSVMModelHeaderParse, empty) {
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
                       plssvm::invalid_file_format_exception,
                       "Missing svm_type!");
+}
+
+template <typename T>
+class LIBSVMModelWriteBase : public ::testing::Test {
+  protected:
+    void SetUp() override {
+        // capture std::cout
+        sbuf_ = std::cout.rdbuf();
+        std::cout.rdbuf(buffer_.rdbuf());
+
+        // create a temporary file containing the scaling factors
+        filename = util::create_temp_file();
+    }
+    void TearDown() override {
+        // remove the temporary file at the end
+        std::filesystem::remove(filename);
+
+        // end capturing std::cout
+        std::cout.rdbuf(sbuf_);
+        sbuf_ = nullptr;
+    }
+
+    std::string filename;
+
+  private:
+    std::stringstream buffer_{};
+    std::streambuf *sbuf_{ nullptr };
+};
+
+template <typename T>
+class LIBSVMModelHeaderWrite : public LIBSVMModelWriteBase<T> {};
+TYPED_TEST_SUITE(LIBSVMModelHeaderWrite, type_combinations_types);
+
+TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create the output file
+    fmt::ostream out = fmt::output_file(this->filename);
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> label{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label = std::vector<int>{ -1, 1, -1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label = std::vector<std::string>{ "cat", "dog", "cat" };
+    }
+
+    // create necessary parameter
+    const plssvm::parameter<real_type> params{};
+    const real_type rho = 3.14159265359;
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
+
+    // write the LIBSVM model file
+    plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
+    out.close();
+
+    // read the written file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // check the written data
+    ASSERT_EQ(reader.num_lines(), 8);  // the LIBSVM header
+    EXPECT_EQ(reader.line(0), "svm_type c_svc");
+    EXPECT_EQ(reader.line(1), "kernel_type linear");
+    EXPECT_EQ(reader.line(2), "nr_class 2");
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(reader.line(3), "label -1 1");
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(reader.line(3), "label cat dog");
+    }
+    EXPECT_EQ(reader.line(4), "total_sv 3");
+    EXPECT_EQ(reader.line(5), "nr_sv 2 1");
+    EXPECT_EQ(reader.line(6), fmt::format("rho {}", rho));
+    EXPECT_EQ(reader.line(7), "SV");
+}
+TYPED_TEST(LIBSVMModelHeaderWrite, write_polynomial) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create the output file
+    fmt::ostream out = fmt::output_file(this->filename);
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> label{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label = std::vector<int>{ 1, 2, 2 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label = std::vector<std::string>{ "Cat", "Dog", "Dog" };
+    }
+
+    // create necessary parameter
+    plssvm::parameter<real_type> params{};
+    params.kernel = plssvm::kernel_type::polynomial;
+    params.degree = 3;
+    params.gamma = real_type{ 2.2 };
+    params.coef0 = real_type{ 4.4 };
+    const real_type rho = 2.71828;
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
+
+    // write the LIBSVM model file
+    plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
+    out.close();
+
+    // read the written file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // check the written data
+    ASSERT_EQ(reader.num_lines(), 11);  // the LIBSVM header
+    EXPECT_EQ(reader.line(0), "svm_type c_svc");
+    EXPECT_EQ(reader.line(1), "kernel_type polynomial");
+    EXPECT_EQ(reader.line(2), "degree 3");
+    EXPECT_EQ(reader.line(3), "gamma 2.2");
+    EXPECT_EQ(reader.line(4), "coef0 4.4");
+    EXPECT_EQ(reader.line(5), "nr_class 2");
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(reader.line(6), "label 1 2");
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(reader.line(6), "label Cat Dog");
+    }
+    EXPECT_EQ(reader.line(7), "total_sv 3");
+    EXPECT_EQ(reader.line(8), "nr_sv 1 2");
+    EXPECT_EQ(reader.line(9), fmt::format("rho {}", rho));
+    EXPECT_EQ(reader.line(10), "SV");
+}
+TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create the output file
+    fmt::ostream out = fmt::output_file(this->filename);
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> label{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label = std::vector<int>{ 1, -1, -1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label = std::vector<std::string>{ "B", "A", "A" };
+    }
+
+    // create necessary parameter
+    plssvm::parameter<real_type> params{};
+    params.kernel = plssvm::kernel_type::rbf;
+    params.gamma = real_type{ 0.4 };
+    const real_type rho = 1.41421;
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
+
+    // write the LIBSVM model file
+    plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
+    out.close();
+
+    // read the written file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // check the written data
+    ASSERT_EQ(reader.num_lines(), 9);  // the LIBSVM header
+    EXPECT_EQ(reader.line(0), "svm_type c_svc");
+    EXPECT_EQ(reader.line(1), "kernel_type rbf");
+    EXPECT_EQ(reader.line(2), "gamma 0.4");
+    EXPECT_EQ(reader.line(3), "nr_class 2");
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(reader.line(4), "label -1 1");
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(reader.line(4), "label A B");
+    }
+    EXPECT_EQ(reader.line(5), "total_sv 3");
+    EXPECT_EQ(reader.line(6), "nr_sv 2 1");
+    EXPECT_EQ(reader.line(7), fmt::format("rho {}", rho));
+    EXPECT_EQ(reader.line(8), "SV");
 }
\ No newline at end of file

From 27ad4461e73de6ca2c45858bb12fd7c2c150bc53 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 15:56:46 +0200
Subject: [PATCH 0253/1010] Change API and add tests.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp |  6 +-
 include/plssvm/model.hpp                      |  2 +-
 tests/detail/io/libsvm_model_parsing.cpp      | 62 +++++++++++++++++++
 3 files changed, 68 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index c2df483d3..9a7d06d79 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -269,7 +269,11 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_data(fmt::ostream &out, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const std::vector<label_type> &labels, const std::vector<label_type> &label_order, const std::size_t num_features) {
+inline void write_libsvm_model_data(fmt::ostream &out, const std::vector<real_type> &alpha, const data_set<real_type, label_type> &data, const std::vector<label_type> &label_order) {
+    const std::vector<std::vector<real_type>>& support_vectors = data.data();
+    const std::vector<label_type>& labels = data.labels().value();
+    const std::size_t num_features = data.num_features();
+
     // the maximum size of one formatted LIBSVM entry, e.g., 1234:1.365363e+10
     // biggest number representable as std::size_t: 18446744073709551615 -> 20 chars
     // scientific notation: 3 chars (number in front of decimal separator including a sign + decimal separator) + 10 chars (part after the decimal separator, specified during formatting) +
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 2b56b747a..55050e879 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -123,7 +123,7 @@ void model<T, U>::save(const std::string &filename) const {
     const std::vector<label_type> label_order = detail::io::write_libsvm_model_header(out, params_, rho_, data_);
 
     // save model file support vectors
-    detail::io::write_libsvm_model_data(out, data_.data(), *alpha_ptr_, data_.labels().value().get(), label_order, num_features_);
+    detail::io::write_libsvm_model_data(out,  *alpha_ptr_, data_, label_order);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 229fb9263..8d9559397 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -632,4 +632,66 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
     EXPECT_EQ(reader.line(6), "nr_sv 2 1");
     EXPECT_EQ(reader.line(7), fmt::format("rho {}", rho));
     EXPECT_EQ(reader.line(8), "SV");
+}
+
+template <typename T>
+class LIBSVMModelDataWrite : public LIBSVMModelWriteBase<T> {};
+TYPED_TEST_SUITE(LIBSVMModelDataWrite, type_combinations_types);
+
+TYPED_TEST(LIBSVMModelDataWrite, write) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create the output file
+    fmt::ostream out = fmt::output_file(this->filename);
+
+    // define data to write
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> label{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label = std::vector<int>{ -1, 1, -1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label = std::vector<std::string>{ "cat", "dog", "cat" };
+    }
+
+    // create necessary parameter
+    const std::vector<real_type> alpha{ -0.1, -0.2, -0.3 };
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
+    std::vector<label_type> label_order{};
+    if constexpr (std::is_same_v<label_type, int>) {
+        label_order = std::vector<int>{ -1, 1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        label_order = std::vector<std::string>{ "cat", "dog" };
+    }
+
+    // write the LIBSVM model file
+    plssvm::detail::io::write_libsvm_model_data(out, alpha, data_set, label_order);
+    out.close();
+
+    // read the written file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // check the written data
+    ASSERT_EQ(reader.num_lines(), data.size());
+    // at first the two lines with the first label must have been written, the internal order may be random
+    for (const std::size_t i : { 0, 2 }) {
+        const std::string line = fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[i], data[i][0], data[i][1], data[i][2]);
+        bool line_found = false;
+        for (std::size_t j = 0; j < 2; ++j) {
+            if (reader.line(j) == line) {
+                line_found = true;
+            }
+        }
+        if (!line_found) {
+            GTEST_FAIL() << fmt::format("Couldn't find line '{}' in the output file.", line);
+        }
+    }
+
+    // then the lines with the second label
+    ASSERT_EQ(reader.line(2), fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[1], data[1][0], data[1][1], data[1][2]));
 }
\ No newline at end of file

From 23660bd266bacc78ca196fd62b49cdc638004647 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 16:13:43 +0200
Subject: [PATCH 0254/1010] Improve include documentation and change new/delete
 to unique_ptr.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp | 14 ++++++++------
 tests/detail/io/libsvm_model_parsing.cpp          | 10 ++++++----
 2 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 9a7d06d79..e0137ec67 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -18,19 +18,21 @@
 
 #include "fmt/compile.h"  // FMT_COMPILE
 #include "fmt/format.h"   // fmt::format, fmt::format_to
-#include "fmt/os.h"       // fmt::ostream
+#include "fmt/os.h"       // fmt::ostream, fmt::output_file
 #ifdef _OPENMP
     #include <omp.h>  // omp_get_num_threads
 #endif
 
-#include <algorithm>    // std::min
+#include <algorithm>    // std::min, std::fill
 #include <cstddef>      // std::size_t
 #include <iostream>     // std::cout
+#include <map>          // std::map
 #include <memory>       // std::unique_ptr
 #include <numeric>      // std::accumulate
 #include <sstream>      // std::stringstream
 #include <string>       // std::string
 #include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
 #include <utility>      // std::move, std::pair
 #include <vector>       // std::vector
 
@@ -270,8 +272,8 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
 
 template <typename real_type, typename label_type>
 inline void write_libsvm_model_data(fmt::ostream &out, const std::vector<real_type> &alpha, const data_set<real_type, label_type> &data, const std::vector<label_type> &label_order) {
-    const std::vector<std::vector<real_type>>& support_vectors = data.data();
-    const std::vector<label_type>& labels = data.labels().value();
+    const std::vector<std::vector<real_type>> &support_vectors = data.data();
+    const std::vector<label_type> &labels = data.labels().value();
     const std::size_t num_features = data.num_features();
 
     // the maximum size of one formatted LIBSVM entry, e.g., 1234:1.365363e+10
@@ -308,7 +310,8 @@ inline void write_libsvm_model_data(fmt::ostream &out, const std::vector<real_ty
     };
 
     // initialize volatile array
-    volatile int *counts = new volatile int[label_order.size()]{};
+    auto counts = std::make_unique<volatile int[]>(label_order.size());
+//    volatile int *counts = new volatile int[label_order.size()]{};
 #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
     {
         // preallocate string buffer, only ONE allocation
@@ -383,7 +386,6 @@ inline void write_libsvm_model_data(fmt::ostream &out, const std::vector<real_ty
             }
         }
     }
-    delete[] counts;
 }
 
 }  // namespace plssvm::detail::io
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 8d9559397..7c64f7728 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -10,22 +10,24 @@
 
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"
 
+#include "plssvm/data_set.hpp"               // plssvm::data_set
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
 #include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
-                                   // ::testing::{Test, Types, TestWithParam, Values}
+#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                   // ::testing::{Test, Types, Values}
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
+#include <iostream>     // std::cout
+#include <sstream>      // std::stringstream
+#include <streambuf>    // std::streambuf
 #include <string>       // std::string
 #include <tuple>        // std::ignore
 #include <type_traits>  // std::is_same_v
-#include <utility>      // std::pair, std::make_pair
 #include <vector>       // std::vector
 
 // struct for the used type combinations

From cdc7c62278be0023811009033fa96638eee464d9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 16:33:01 +0200
Subject: [PATCH 0255/1010] Add missing tests for return value.

---
 tests/detail/io/libsvm_model_parsing.cpp | 33 +++++++++++++++++++-----
 1 file changed, 27 insertions(+), 6 deletions(-)

diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 7c64f7728..f32ac1cd2 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -16,9 +16,9 @@
 
 #include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
 
-#include "fmt/core.h"              // fmt::format
-#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
-                                   // ::testing::{Test, Types, Values}
+#include "fmt/core.h"     // fmt::format
+#include "gtest/gtest.h"  // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                          // ::testing::{Test, Types, Values}
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
@@ -507,9 +507,16 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
 
     // write the LIBSVM model file
-    plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
+    const std::vector<label_type> &label_order = plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
     out.close();
 
+    // check returned label order
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(label_order, (std::vector<int>{ -1, 1 }));
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(label_order, (std::vector<std::string>{ "cat", "dog" }));
+    }
+
     // read the written file
     plssvm::detail::io::file_reader reader{ this->filename };
     reader.read_lines('#');
@@ -559,9 +566,16 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_polynomial) {
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
 
     // write the LIBSVM model file
-    plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
+    const std::vector<label_type> &label_order = plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
     out.close();
 
+    // check returned label order
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(label_order, (std::vector<int>{ 1, 2 }));
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(label_order, (std::vector<std::string>{ "Cat", "Dog" }));
+    }
+
     // read the written file
     plssvm::detail::io::file_reader reader{ this->filename };
     reader.read_lines('#');
@@ -612,9 +626,16 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
 
     // write the LIBSVM model file
-    plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
+    const std::vector<label_type>& label_order = plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
     out.close();
 
+    // check returned label order
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(label_order, (std::vector<int>{ -1, 1 }));
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(label_order, (std::vector<std::string>{ "A", "B" }));
+    }
+
     // read the written file
     plssvm::detail::io::file_reader reader{ this->filename };
     reader.read_lines('#');

From 3d439da51fb44de52a5550823bca068e4c92f6db Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 16:33:22 +0200
Subject: [PATCH 0256/1010] Change write_libsvm_model_data API.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 10 +++++--
 include/plssvm/model.hpp                      |  9 ++-----
 tests/detail/io/libsvm_model_parsing.cpp      | 26 +++++++++++++------
 3 files changed, 28 insertions(+), 17 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index e0137ec67..656415485 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -223,7 +223,7 @@ template <typename real_type, typename label_type, typename size_type>
 }
 
 template <typename real_type, typename label_type>
-inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
+[[nodiscard]] inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
     // save model file header
     std::string out_string = fmt::format("svm_type c_svc\nkernel_type {}\n", params.kernel);
     // save the SVM parameter information based on the used kernel_type
@@ -271,11 +271,17 @@ inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, cons
 }
 
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_data(fmt::ostream &out, const std::vector<real_type> &alpha, const data_set<real_type, label_type> &data, const std::vector<label_type> &label_order) {
+inline void write_libsvm_model_data(const std::string &filename, const parameter<real_type> &params, const real_type rho, const std::vector<real_type> &alpha, const data_set<real_type, label_type> &data) {
     const std::vector<std::vector<real_type>> &support_vectors = data.data();
     const std::vector<label_type> &labels = data.labels().value();
     const std::size_t num_features = data.num_features();
 
+    // create file
+    fmt::ostream out = fmt::output_file(filename);
+
+    // write header information
+    const std::vector<label_type> label_order = write_libsvm_model_header(out, params, rho, data);
+
     // the maximum size of one formatted LIBSVM entry, e.g., 1234:1.365363e+10
     // biggest number representable as std::size_t: 18446744073709551615 -> 20 chars
     // scientific notation: 3 chars (number in front of decimal separator including a sign + decimal separator) + 10 chars (part after the decimal separator, specified during formatting) +
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 55050e879..affe619da 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -117,13 +117,8 @@ template <typename T, typename U>
 void model<T, U>::save(const std::string &filename) const {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-    fmt::ostream out = fmt::output_file(filename);
-
-    // save model file header
-    const std::vector<label_type> label_order = detail::io::write_libsvm_model_header(out, params_, rho_, data_);
-
-    // save model file support vectors
-    detail::io::write_libsvm_model_data(out,  *alpha_ptr_, data_, label_order);
+    // save model file header and support vectors
+    detail::io::write_libsvm_model_data(filename, params_, rho_, *alpha_ptr_, data_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index f32ac1cd2..0c0c3404c 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -665,9 +665,6 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create the output file
-    fmt::ostream out = fmt::output_file(this->filename);
-
     // define data to write
     const std::vector<std::vector<real_type>> data{
         { real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
@@ -682,6 +679,8 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     }
 
     // create necessary parameter
+    const plssvm::parameter<real_type> params{};
+    const real_type rho = 3.1415;
     const std::vector<real_type> alpha{ -0.1, -0.2, -0.3 };
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
     std::vector<label_type> label_order{};
@@ -692,17 +691,28 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     }
 
     // write the LIBSVM model file
-    plssvm::detail::io::write_libsvm_model_data(out, alpha, data_set, label_order);
-    out.close();
+    plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set);
 
     // read the written file
     plssvm::detail::io::file_reader reader{ this->filename };
     reader.read_lines('#');
 
     // check the written data
-    ASSERT_EQ(reader.num_lines(), data.size());
+    ASSERT_EQ(reader.num_lines(), 8 + data.size());  // header lines + data
+    EXPECT_EQ(reader.line(0), "svm_type c_svc");
+    EXPECT_EQ(reader.line(1), "kernel_type linear");
+    EXPECT_EQ(reader.line(2), "nr_class 2");
+    if constexpr (std::is_same_v<label_type, int>) {
+        EXPECT_EQ(reader.line(3), "label -1 1");
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        EXPECT_EQ(reader.line(3), "label cat dog");
+    }
+    EXPECT_EQ(reader.line(4), "total_sv 3");
+    EXPECT_EQ(reader.line(5), "nr_sv 2 1");
+    EXPECT_EQ(reader.line(6), fmt::format("rho {}", rho));
+    EXPECT_EQ(reader.line(7), "SV");
     // at first the two lines with the first label must have been written, the internal order may be random
-    for (const std::size_t i : { 0, 2 }) {
+    for (const std::size_t i : { 8, 10 }) {
         const std::string line = fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[i], data[i][0], data[i][1], data[i][2]);
         bool line_found = false;
         for (std::size_t j = 0; j < 2; ++j) {
@@ -716,5 +726,5 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     }
 
     // then the lines with the second label
-    ASSERT_EQ(reader.line(2), fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[1], data[1][0], data[1][1], data[1][2]));
+    ASSERT_EQ(reader.line(9), fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[1], data[1][0], data[1][1], data[1][2]));
 }
\ No newline at end of file

From 2659e82edcbe04e71afb0a4373fa315132220f13 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 17:45:33 +0200
Subject: [PATCH 0257/1010] Add missing death tests.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 100 +++++++++++++++++-
 tests/detail/io/libsvm_model_parsing.cpp      |  62 +++++++++--
 2 files changed, 151 insertions(+), 11 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 656415485..d8d4141d9 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -13,8 +13,9 @@
 #define PLSSVM_DETAIL_IO_LIBSVM_MODEL_PARSING_HPP_
 #pragma once
 
-#include "plssvm/data_set.hpp"   // plssvm::data_set
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/data_set.hpp"       // plssvm::data_set
+#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
+#include "plssvm/parameter.hpp"      // plssvm::parameter
 
 #include "fmt/compile.h"  // FMT_COMPILE
 #include "fmt/format.h"   // fmt::format, fmt::format_to
@@ -38,6 +39,44 @@
 
 namespace plssvm::detail::io {
 
+/**
+ * @brief Parse the LIBSVM model file header.
+ * @details An example LIBSVM model file header for the linear kernel and two labels could look like
+ * @code
+ * svm_type c_svc
+ * kernel_type linear
+ * nr_class 2
+ * rho 0.37330625882191915
+ * label 1 -1
+ * total_sv 5
+ * nr_sv 2 3
+ * SV
+ * @endcode
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam size_type the size type
+ * @param[in] lines the LIBSVM model file header to parse>
+ * @throws plssvm::invalid_file_format_exception if an invalid 'svm_type' has been provided, i.e., 'svm_type' is not 'c_csc'
+ * @throws plssvm::invalid_file_format_exception if an invalid 'kernel_type has been provided
+ * @throws plssvm::invalid_file_format_exception if the number of support vectors ('total_sv') is zero
+ * @throws plssvm::invalid_file_format_exception if less than two labels have been provided
+ * @throws plssvm::invalid_file_format_exception if less than two number of support vectors per label have been provided
+ * @throws plssvm::invalid_file_format_exception if an invalid header entry has been read
+ * @throws plssvm::invalid_file_format_exception if the 'svm_type' is missing
+ * @throws plssvm::invalid_file_format_exception if the 'kernel_type' is missing
+ * @throws plssvm::invalid_file_format_exception if SVM parameter are explicitly provided that are not used in the give kernel (e.g., 'gamma' is provided for the 'linear' kernel)
+ * @throws plssvm::invalid_file_format_exception if the number of classes ('nr_class') is missing
+ * @throws plssvm::invalid_file_format_exception if the total number of support vectors ('total_sv') is missing
+ * @throws plssvm::invalid_file_format_exception if the value for rho is missing
+ * @throws plssvm::invalid_file_format_exception if the labels are missing
+ * @throws plssvm::invalid_file_format_exception if the number of provided labels is not the same as the value of 'nr_class'
+ * @throws plssvm::invalid_file_format_exception if the number of support vectors per class ('nr_sv') is missing
+ * @throws plssvm::invalid_file_format_exception if the number of provided number of support vectors per class is not the same as the value of 'nr_class'
+ * @throws plssvm::invalid_file_format_exception if the number of sum of all number of support vectors per class is not the same as the value of 'total_sv'
+ * @throws plssvm::invalid_file_format_exception if no support vectors have been provided in the data section
+ * @throws plssvm::invalid_file_format_exception if the number of labels is not two
+ * @return the necessary header information: [the SVM parameter, the value of rho, the labels of the data points, num_header_lines] (`[[nodiscard]]`)
+ */
 template <typename real_type, typename label_type, typename size_type>
 [[nodiscard]] inline std::tuple<parameter<real_type>, real_type, std::vector<label_type>, std::size_t> parse_libsvm_model_header(const std::vector<std::string_view> &lines) {
     // data to read
@@ -222,8 +261,31 @@ template <typename real_type, typename label_type, typename size_type>
     return std::make_tuple(params, rho, std::move(data_labels), header_line + 1);
 }
 
+/**
+ * @brief Write the LIBSVM model file header to @p out.
+ * @details An example LIBSVM model file header for the linear kernel and two labels could look like
+ * @code
+ * svm_type c_svc
+ * kernel_type linear
+ * nr_class 2
+ * rho 0.37330625882191915
+ * label 1 -1
+ * total_sv 5
+ * nr_sv 2 3
+ * SV
+ * @endcode
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @param[in,out] out the output-stream to write the header information to
+ * @param[in] params the SVM parameters
+ * @param[in] rho the rho value resulting from the hyperplane learning
+ * @param[in] data the data used to create the model
+ * @return the order of the labels; necessary to write the data points in the correct order (`[[nodiscard]]`)
+ */
 template <typename real_type, typename label_type>
 [[nodiscard]] inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
+    PLSSVM_ASSERT(data.has_labels(), "Cannot write a model file that does not include labels!");
+
     // save model file header
     std::string out_string = fmt::format("svm_type c_svc\nkernel_type {}\n", params.kernel);
     // save the SVM parameter information based on the used kernel_type
@@ -270,8 +332,37 @@ template <typename real_type, typename label_type>
     return label_values;
 }
 
+/**
+ * @brief Write the LIBSVM model to the file @p filename.
+ * @details An example LIBSVM model file for the linear kernel and two labels could look like
+ * @code
+ * svm_type c_svc
+ * kernel_type linear
+ * nr_class 2
+ * rho 0.37330625882191915
+ * label 1 -1
+ * total_sv 5
+ * nr_sv 2 3
+ * SV
+ * -0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+ * 0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+ * -0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+ * 0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+ * -0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
+ * @endcode
+ * @tparam real_type the floating point type
+ * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @param[in] filename the file to write the LIBSVM model to
+ * @param[in] params the SVM parameters
+ * @param[in] rho the rho value resulting from the hyperplane learning
+ * @param[in] alpha the weights learned by the SVM
+ * @param[in] data the data used to create the model
+ */
 template <typename real_type, typename label_type>
 inline void write_libsvm_model_data(const std::string &filename, const parameter<real_type> &params, const real_type rho, const std::vector<real_type> &alpha, const data_set<real_type, label_type> &data) {
+    PLSSVM_ASSERT(data.has_labels(), "Cannot write a model file that does not include labels!");
+    PLSSVM_ASSERT(alpha.size() == data.num_data_points(), "The number of weights ({}) doesn't match the number of data points ({})!", alpha.size(), data.num_data_points());
+
     const std::vector<std::vector<real_type>> &support_vectors = data.data();
     const std::vector<label_type> &labels = data.labels().value();
     const std::size_t num_features = data.num_features();
@@ -316,8 +407,8 @@ inline void write_libsvm_model_data(const std::string &filename, const parameter
     };
 
     // initialize volatile array
-    auto counts = std::make_unique<volatile int[]>(label_order.size());
-//    volatile int *counts = new volatile int[label_order.size()]{};
+//    auto counts = std::make_unique<volatile int[]>(label_order.size());
+    volatile int *counts = new volatile int[label_order.size()]{};
 #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
     {
         // preallocate string buffer, only ONE allocation
@@ -392,6 +483,7 @@ inline void write_libsvm_model_data(const std::string &filename, const parameter
             }
         }
     }
+    delete[] counts;
 }
 
 }  // namespace plssvm::detail::io
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 0c0c3404c..f4e780883 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -10,15 +10,17 @@
 
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"
 
-#include "plssvm/data_set.hpp"               // plssvm::data_set
-#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
+#include "plssvm/data_set.hpp"                  // plssvm::data_set
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
 #include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
 
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
-                          // ::testing::{Test, Types, Values}
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                   // ::testing::{Test, Types, Values}
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
@@ -626,7 +628,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
 
     // write the LIBSVM model file
-    const std::vector<label_type>& label_order = plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
+    const std::vector<label_type> &label_order = plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set);
     out.close();
 
     // check returned label order
@@ -727,4 +729,50 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
 
     // then the lines with the second label
     ASSERT_EQ(reader.line(9), fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[1], data[1][0], data[1][1], data[1][2]));
+}
+
+template <typename T>
+class LIBSVMModelWriteDeathTest : public LIBSVMModelWriteBase<T> {};
+TYPED_TEST_SUITE(LIBSVMModelWriteDeathTest, type_combinations_types);
+
+TYPED_TEST(LIBSVMModelWriteDeathTest, write_header_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create necessary parameter
+    const plssvm::parameter<real_type> params{};
+    const real_type rho{};
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } } } };
+
+    // create file
+    fmt::ostream out = fmt::output_file(this->filename);
+
+    // try writing the LIBSVM model header
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set)), "Cannot write a model file that does not include labels!");
+}
+TYPED_TEST(LIBSVMModelWriteDeathTest, write_data_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create necessary parameter
+    const plssvm::parameter<real_type> params{};
+    const real_type rho{};
+    const std::vector<real_type> alpha{ real_type{ 0.1 } };
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } } } };
+
+    // try writing the LIBSVM model header
+    EXPECT_DEATH((plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set)), "Cannot write a model file that does not include labels!");
+}
+TYPED_TEST(LIBSVMModelWriteDeathTest, num_alphas_and_num_data_points_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create necessary parameter
+    const plssvm::parameter<real_type> params{};
+    const real_type rho{};
+    const std::vector<real_type> alpha{ real_type{ 0.1 } };
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } }, { real_type{ 1.0 } } }, std::vector<label_type>{ plssvm::detail::convert_to<label_type>("1"), plssvm::detail::convert_to<label_type>("2") } };
+
+    // try writing the LIBSVM model header
+    EXPECT_DEATH((plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set)), ::testing::HasSubstr("The number of weights (1) doesn't match the number of data points (2)!"));
 }
\ No newline at end of file

From b14b44af006f10d730ee69959e558e4bdffb3099 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 18:04:44 +0200
Subject: [PATCH 0258/1010] Fix SegFault in tests.

---
 tests/detail/io/libsvm_model_parsing.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index f4e780883..b72f98b81 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -714,10 +714,10 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     EXPECT_EQ(reader.line(6), fmt::format("rho {}", rho));
     EXPECT_EQ(reader.line(7), "SV");
     // at first the two lines with the first label must have been written, the internal order may be random
-    for (const std::size_t i : { 8, 10 }) {
+    for (const std::size_t i : { 0, 2 }) {
         const std::string line = fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[i], data[i][0], data[i][1], data[i][2]);
         bool line_found = false;
-        for (std::size_t j = 0; j < 2; ++j) {
+        for (std::size_t j = 8; j < 10; ++j) {
             if (reader.line(j) == line) {
                 line_found = true;
             }
@@ -728,7 +728,7 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     }
 
     // then the lines with the second label
-    ASSERT_EQ(reader.line(9), fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[1], data[1][0], data[1][1], data[1][2]));
+    ASSERT_EQ(reader.line(10), fmt::format("{:.10e} 1:{:.10e} 2:{:.10e} 3:{:.10e} ", alpha[1], data[1][0], data[1][1], data[1][2]));
 }
 
 template <typename T>

From 6479603cd207e649f1bc2c1020e3ba06265eef1a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Sep 2022 18:09:51 +0200
Subject: [PATCH 0259/1010] Fix formatting and re-enable unique_ptr.

---
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 30 +++++++++----------
 1 file changed, 14 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index d8d4141d9..e7aedcaba 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -390,7 +390,7 @@ inline void write_libsvm_model_data(const std::string &filename, const parameter
     auto format_libsvm_line = [=](std::string &output, const real_type a, const std::vector<real_type> &d) {
         static constexpr std::size_t STACK_BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
         static char buffer[STACK_BUFFER_SIZE];
-#pragma omp threadprivate(buffer)
+        #pragma omp threadprivate(buffer)
 
         output.append(fmt::format(FMT_COMPILE("{:.10e} "), a));
         for (typename std::vector<real_type>::size_type j = 0; j < d.size(); j += BLOCK_SIZE) {
@@ -407,26 +407,25 @@ inline void write_libsvm_model_data(const std::string &filename, const parameter
     };
 
     // initialize volatile array
-//    auto counts = std::make_unique<volatile int[]>(label_order.size());
-    volatile int *counts = new volatile int[label_order.size()]{};
-#pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
+    auto counts = std::make_unique<volatile int[]>(label_order.size());
+    #pragma omp parallel default(none) shared(counts, alpha, format_libsvm_line, label_order, labels, support_vectors, out) firstprivate(BLOCK_SIZE, CHARS_PER_BLOCK, num_features)
     {
         // preallocate string buffer, only ONE allocation
         std::string out_string;
         out_string.reserve(STRING_BUFFER_SIZE + (num_features + 1) * CHARS_PER_BLOCK);
 
-// support vectors with the first class
-#pragma omp for nowait
+        // support vectors with the first class
+        #pragma omp for nowait
         for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
             if (labels[i] == label_order[0]) {
                 format_libsvm_line(out_string, alpha[i], support_vectors[i]);
 
                 // if the buffer is full, write it to the file
                 if (out_string.size() > STRING_BUFFER_SIZE) {
-#pragma omp critical
+                    #pragma omp critical
                     {
                         out.print(out_string);
-#pragma omp flush(out)
+                        #pragma omp flush(out)
                     }
                     // clear buffer
                     out_string.clear();
@@ -434,30 +433,30 @@ inline void write_libsvm_model_data(const std::string &filename, const parameter
             }
         }
 
-#pragma omp critical
+        #pragma omp critical
         {
             if (!out_string.empty()) {
                 out.print(out_string);
                 out_string.clear();
             }
             counts[0]++;
-#pragma omp flush(counts, out)
+            #pragma omp flush(counts, out)
         }
 
         for (typename std::vector<label_type>::size_type l = 1; l < label_order.size(); ++l) {
             // the support vectors with the i-th class
 
-#pragma omp for nowait
+            #pragma omp for nowait
             for (typename std::vector<real_type>::size_type i = 0; i < alpha.size(); ++i) {
                 if (labels[i] == label_order[l]) {
                     format_libsvm_line(out_string, alpha[i], support_vectors[i]);
 
                     // if the buffer is full, write it to the file
                     if (out_string.size() > STRING_BUFFER_SIZE) {
-#pragma omp critical
+                        #pragma omp critical
                         {
                             out.print(out_string);
-#pragma omp flush(out)
+                            #pragma omp flush(out)
                         }
                         // clear buffer
                         out_string.clear();
@@ -472,18 +471,17 @@ inline void write_libsvm_model_data(const std::string &filename, const parameter
     #pragma omp barrier
 #endif
 
-#pragma omp critical
+            #pragma omp critical
             {
                 if (!out_string.empty()) {
                     out.print(out_string);
                     out_string.clear();
                 }
                 counts[l]++;
-#pragma omp flush(counts, out)
+                #pragma omp flush(counts, out)
             }
         }
     }
-    delete[] counts;
 }
 
 }  // namespace plssvm::detail::io

From 35a419230d6a1b7b3eb9253592c173dd24f62309 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 11:13:30 +0200
Subject: [PATCH 0260/1010] Add documentation and additional getters.

---
 include/plssvm/model.hpp | 116 +++++++++++++++++++++++++++++++--------
 1 file changed, 93 insertions(+), 23 deletions(-)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index affe619da..e541a0f8f 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -9,30 +9,41 @@
  * @brief Implements a model class encapsulating the results of a SVM fit call.
  */
 
+#ifndef PLSSVM_MODEL_HPP_
+#define PLSSVM_MODEL_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"
-#include "plssvm/data_set.hpp"
-#include "plssvm/detail/io/libsvm_model_parsing.hpp"
-#include "plssvm/detail/io/libsvm_parsing.hpp"
-#include "plssvm/parameter.hpp"
+#include "plssvm/constants.hpp"                       // plssvm::verbose
+#include "plssvm/data_set.hpp"                        // plssvm::data_set
+#include "plssvm/detail/assert.hpp"                   // PLSSVM_ASSERT
+#include "plssvm/detail/io/libsvm_model_parsing.hpp"  // plssvm::detail::io::{parse_libsvm_model_header, write_libsvm_model_data}
+#include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
+#include "plssvm/parameter.hpp"                       // plssvm::parameter
 
-#include "fmt/core.h"
-#include "fmt/os.h"
+#include "fmt/chrono.h"  // format std::chrono types using fmt
+#include "fmt/core.h"    // fmt::print
 
-#include <chrono>
-#include <memory>  // std::shared_ptr, std::make_shared
-#include <numeric>
-#include <sstream>
+#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, milliseconds}
+#include <cstddef>      // std::size_t
+#include <memory>       // std::shared_ptr, std::make_shared
 #include <string>       // std::string
-#include <type_traits>  // std::is_same_v
+#include <tuple>        // std::tie
+#include <type_traits>  // std::is_same_v, std::is_arithmetic_v
+#include <utility>      // std::move
 #include <vector>       // std::vector
 
 namespace plssvm {
 
+/**
+ * @brief Implements a class encapsulating the result of a call to the SVM fit function. A model is used to predict the labels of a new data set.
+ * @tparam T the floating point type of the data
+ * @tparam U the type of the used labels
+ */
 template <typename T, typename U = int>
 class model {
+    // real_type may only be a float or double
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
+    // the label_type may be any arithmetic type (except bool) or a string.
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
     // because std::vector<bool> is evil
     static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
@@ -42,32 +53,88 @@ class model {
     friend class csvm;
 
   public:
+    /// The floating point type used for the data.
     using real_type = T;
+    /// The type of the used labels.
     using label_type = U;
+    /// The unsigned size type.
     using size_type = std::size_t;
 
+    /**
+     * @brief Read a previously learned model from the LIBSVM model file @p filename.
+     * @param[in] filename the model file to read
+     */
     explicit model(const std::string &filename);
 
+    /**
+     * @brief Save the model to a LIBSVM model file for later usage.
+     * @param[in] filename the file to save the model to
+     */
     void save(const std::string &filename) const;
 
+    /**
+     * @brief The number of support vectors used in this model.
+     * @return the number of support vectors (`[[nodiscard]]`)
+     */
     [[nodiscard]] size_type num_support_vectors() const noexcept { return num_support_vectors_; }
+    /**
+     * @brief The number of features of the support vectors used in this model
+     * @return the number of features (`[[nodiscard]]`)
+     */
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
 
+    /**
+     * @brief Return the SVM parameter that were used to learn this model.
+     * @return the SVM parameter (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const parameter<real_type> &svm_parameter() const noexcept { return params_; }
+    /**
+     * @brief The support vectors representing the learned model.
+     * @return the support vectors (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const data_set<real_type, label_type> &support_vectors() const noexcept { return data_; }
+    /**
+     * The learned weights for the support vectors.
+     * @return the weights (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const std::vector<real_type> &weights() const noexcept {
+        PLSSVM_ASSERT(alpha_ptr_ != nullptr, "The alpha_ptr may never be a nullptr!");
+        return *alpha_ptr_;
+    }
+    /**
+     * @brief The bias value after learning.
+     * @return the bias `rho` (`[[nodiscard]]`)
+     */
+    [[nodiscard]] real_type rho() const noexcept { return rho_; }
+
   private:
+    /**
+     * @brief Create a new model using the SVM parameter @p params and the @p data.
+     * @details Default initializes the weights, i.e., no weights have currently been learned.
+     * @param[in] params the SVM parameters used to learn this model
+     * @param[in] data the data used to learn this model
+     */
     model(parameter<real_type> params, data_set<real_type, label_type> data);
 
+    /// The SVM parameter used to learn this model.
     parameter<real_type> params_{};
+    /// The data (support vectors + respective label) used to learn this model.
+    data_set<real_type, label_type> data_{};
+    /// The number of support vectors representing this model.
+    size_type num_support_vectors_{ 0 };
+    /// The number of features per support vector.
+    size_type num_features_{ 0 };
 
-    data_set<real_type, label_type> data_{};  // support vectors + labels
+    /// The learned weights for each support vector.
     std::shared_ptr<std::vector<real_type>> alpha_ptr_{ nullptr };
-
-    // used to speedup prediction in case of the linear kernel function, must be initialized to empty vector instead of nullptr
-    std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };
-
+    /// The bias after learning this model.
     real_type rho_{ 0.0 };
 
-    size_type num_support_vectors_{ 0 };
-    size_type num_features_{ 0 };
+    /**
+     * @brief A vector used to speedup the prediction in case of the linear kernel function.
+     * @details Must be initialized to an empty vector instead of nullptr!
+     */
+    std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };  // TODO: really necessary?
 };
 
 /******************************************************************************
@@ -77,15 +144,16 @@ template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
+    // open the file
     detail::io::file_reader reader{ filename };
     reader.read_lines('#');
 
-    // parse libsvm header
+    // parse the libsvm model header
     std::vector<label_type> labels;
     std::size_t num_header_lines;
     std::tie(params_, rho_, labels, num_header_lines) = detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
 
-    // create support vectors and alpha vector
+    // create empty support vectors and alpha vector
     std::vector<std::vector<real_type>> support_vectors;
     std::vector<real_type> alphas;
 
@@ -108,7 +176,7 @@ model<T, U>::model(const std::string &filename) {
 
 template <typename T, typename U>
 model<T, U>::model(parameter<real_type> params, data_set<real_type, label_type> data) :
-    params_{ std::move(params) }, data_{ std::move(data) }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) }, num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() } {}
+    params_{ std::move(params) }, data_{ std::move(data) }, num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) } {}
 
 /******************************************************************************
  *                                 Save Model                                 *
@@ -130,4 +198,6 @@ void model<T, U>::save(const std::string &filename) const {
     }
 }
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm
+
+#endif  // PLSSVM_MODEL_HPP_
\ No newline at end of file

From 8c45748b05b8217f7cc991bb2733642357470206 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 14:14:16 +0200
Subject: [PATCH 0261/1010] Add tests for the model class.

---
 include/plssvm/model.hpp                     |  33 ++--
 tests/CMakeLists.txt                         |   1 +
 tests/data/model/5x4_polynomial.libsvm.model |  10 +-
 tests/data/model/5x4_rbf.libsvm.model        |  10 +-
 tests/model.cpp                              | 190 +++++++++++++++++++
 5 files changed, 216 insertions(+), 28 deletions(-)
 create mode 100644 tests/model.cpp

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index e541a0f8f..1321ae47f 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -21,10 +21,11 @@
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
 #include "fmt/chrono.h"  // format std::chrono types using fmt
-#include "fmt/core.h"    // fmt::print
+#include "fmt/core.h"    // fmt::format
 
 #include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, milliseconds}
 #include <cstddef>      // std::size_t
+#include <iostream>     // std::cout, std::endl
 #include <memory>       // std::shared_ptr, std::make_shared
 #include <string>       // std::string
 #include <tuple>        // std::tie
@@ -92,7 +93,7 @@ class model {
      * @brief The support vectors representing the learned model.
      * @return the support vectors (`[[nodiscard]]`)
      */
-    [[nodiscard]] const data_set<real_type, label_type> &support_vectors() const noexcept { return data_; }
+    [[nodiscard]] const std::vector<std::vector<real_type>> &support_vectors() const noexcept { return data_.data(); }
     /**
      * The learned weights for the support vectors.
      * @return the weights (`[[nodiscard]]`)
@@ -137,9 +138,6 @@ class model {
     std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };  // TODO: really necessary?
 };
 
-/******************************************************************************
- *                                Constructors                                *
- ******************************************************************************/
 template <typename T, typename U>
 model<T, U>::model(const std::string &filename) {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
@@ -166,11 +164,12 @@ model<T, U>::model(const std::string &filename) {
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
-                   num_support_vectors_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
+        std::cout << fmt::format("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
+                                 num_support_vectors_,
+                                 num_features_,
+                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                                 filename)
+                  << std::endl;
     }
 }
 
@@ -178,9 +177,6 @@ template <typename T, typename U>
 model<T, U>::model(parameter<real_type> params, data_set<real_type, label_type> data) :
     params_{ std::move(params) }, data_{ std::move(data) }, num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) } {}
 
-/******************************************************************************
- *                                 Save Model                                 *
- ******************************************************************************/
 template <typename T, typename U>
 void model<T, U>::save(const std::string &filename) const {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
@@ -190,11 +186,12 @@ void model<T, U>::save(const std::string &filename) const {
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
-                   num_support_vectors_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   filename);
+        std::cout << fmt::format("Write {} support vectors with {} features in {} to the libsvm model file '{}'.",
+                                 num_support_vectors_,
+                                 num_features_,
+                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                                 filename)
+                  << std::endl;
     }
 }
 
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 8cbed6f5d..81b02cbc0 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -126,6 +126,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
     ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/kernel_types.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/model.cpp
     ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
     ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
 )
diff --git a/tests/data/model/5x4_polynomial.libsvm.model b/tests/data/model/5x4_polynomial.libsvm.model
index a4f5b9e16..50680f7cd 100644
--- a/tests/data/model/5x4_polynomial.libsvm.model
+++ b/tests/data/model/5x4_polynomial.libsvm.model
@@ -10,8 +10,8 @@ rho 0.37330625882191915
 label 1 -1
 nr_sv 2 3
 SV
--0.17609610490769723 0:-1.117828e+00 1:-2.908719e+00 2:6.663834e-01 3:1.097883e+00
-0.8838187731213127 0:-5.282118e-01 1:-3.358810e-01 2:5.168730e-01 3:5.460446e-01
--0.47971257671001616 0:-2.098121e-01 1:6.027694e-01 2:-1.308685e-01 3:1.080525e-01
-0.0034556484621847128 0:1.884940e+00 1:1.005186e+00 2:2.984999e-01 3:1.646463e+00
--0.23146573996578407 0:5.765022e-01 1:1.014056e+00 2:1.300943e-01 3:7.261914e-01
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/5x4_rbf.libsvm.model b/tests/data/model/5x4_rbf.libsvm.model
index 1789e7b45..093a34a87 100644
--- a/tests/data/model/5x4_rbf.libsvm.model
+++ b/tests/data/model/5x4_rbf.libsvm.model
@@ -8,8 +8,8 @@ rho 0.37330625882191915
 label 1 -1
 nr_sv 2 3
 SV
--0.17609610490769723 0:-1.117828e+00 1:-2.908719e+00 2:6.663834e-01 3:1.097883e+00
-0.8838187731213127 0:-5.282118e-01 1:-3.358810e-01 2:5.168730e-01 3:5.460446e-01
--0.47971257671001616 0:-2.098121e-01 1:6.027694e-01 2:-1.308685e-01 3:1.080525e-01
-0.0034556484621847128 0:1.884940e+00 1:1.005186e+00 2:2.984999e-01 3:1.646463e+00
--0.23146573996578407 0:5.765022e-01 1:1.014056e+00 2:1.300943e-01 3:7.261914e-01
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/model.cpp b/tests/model.cpp
new file mode 100644
index 000000000..52c5b11e4
--- /dev/null
+++ b/tests/model.cpp
@@ -0,0 +1,190 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the model class representing a learned SVM model.
+ */
+
+#include "plssvm/model.hpp"
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
+
+#include "utility.hpp"
+
+#include "gtest/gtest.h"
+
+#include <regex>
+#include <vector>
+
+class Model : public ::testing::Test {
+    void SetUp() override {
+        // capture std::cout
+        sbuf_ = std::cout.rdbuf();
+        std::cout.rdbuf(buffer_.rdbuf());
+    }
+    void TearDown() override {
+        // end capturing std::cout
+        std::cout.rdbuf(sbuf_);
+        sbuf_ = nullptr;
+    }
+
+  private:
+    std::stringstream buffer_{};
+    std::streambuf *sbuf_{ nullptr };
+};
+
+TEST_F(Model, construct) {
+    using real_type = double;
+    using label_type = int;
+
+    // create a model using an existing LIBSVM model file
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+
+    // test for correct construction
+    EXPECT_EQ(model.num_support_vectors(), 5);
+    EXPECT_EQ(model.num_features(), 4);
+    EXPECT_EQ(model.svm_parameter(), plssvm::parameter<real_type>{});
+    const std::vector<std::vector<real_type>> support_vectors{
+        plssvm::detail::split_as<real_type>("-1.117828e+00 -2.908719e+00 6.663834e-01 1.097883e+00"),
+        plssvm::detail::split_as<real_type>("-5.282118e-01 -3.358810e-01 5.168730e-01 5.460446e-01"),
+        plssvm::detail::split_as<real_type>("-2.098121e-01 6.027694e-01 -1.308685e-01 1.080525e-01"),
+        plssvm::detail::split_as<real_type>("1.884940e+00 1.005186e+00 2.984999e-01 1.646463e+00"),
+        plssvm::detail::split_as<real_type>("5.765022e-01 1.014056e+00 1.300943e-01 7.261914e-01")
+    };
+    EXPECT_EQ(model.support_vectors(), support_vectors);
+    EXPECT_EQ(model.weights(), plssvm::detail::split_as<real_type>("-0.17609610490769723 0.8838187731213127 -0.47971257671001616 0.0034556484621847128 -0.23146573996578407"));
+    EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+}
+
+TEST_F(Model, typedefs) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+
+    // test internal typedefs
+    ::testing::StaticAssertTypeEq<double, typename decltype(model)::real_type>();
+    ::testing::StaticAssertTypeEq<int, typename decltype(model)::label_type>();
+}
+
+class ModelSave : public Model, public ::testing::WithParamInterface<std::string> {};
+
+TEST_P(ModelSave, save) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ fmt::format("{}{}", PLSSVM_TEST_PATH, GetParam()) };
+
+    // create temporary file
+    const std::string filename = util::create_temp_file();
+
+    {
+        // write model to file
+        model.save(filename);
+
+        // read previously written file
+        plssvm::detail::io::file_reader reader{ filename };
+        reader.read_lines('#');
+        // copy read lines
+        std::vector<std::string_view> lines{ reader.lines() };
+
+        // create vector containing correct regex expressions for the LIBSVM model file header
+        std::vector<std::string> regex_patterns;
+        regex_patterns.emplace_back("svm_type c_svc");
+        regex_patterns.emplace_back(fmt::format("kernel_type {}", model.svm_parameter().kernel));
+        switch (model.svm_parameter().kernel) {
+            case plssvm::kernel_type::linear:
+                break;
+            case plssvm::kernel_type::polynomial:
+                regex_patterns.emplace_back("degree [0-9]+");
+                regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+                regex_patterns.emplace_back("coef0 [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+                break;
+            case plssvm::kernel_type::rbf:
+                regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+                break;
+        }
+        regex_patterns.emplace_back("nr_class [0-9]+");
+        regex_patterns.emplace_back("total_sv [0-9]+");
+        regex_patterns.emplace_back("rho [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+        regex_patterns.emplace_back("label (.+ ?)+");
+        regex_patterns.emplace_back("nr_sv ([0-9]+ ?)+");
+        regex_patterns.emplace_back("SV");
+
+        // at least number of header entries lines must be present
+        ASSERT_GT(reader.num_lines(), regex_patterns.size());
+
+        // check if the model header is valid
+        for (const std::string &pattern : regex_patterns) {
+            const std::regex reg{ pattern, std::regex::extended };
+
+            // check each line if one matches the regex pattern
+            bool found_matching_line{ false };
+            for (std::size_t i = 0; i < lines.size(); ++i) {
+                // check if ANY line matches the current regex pattern
+                if (std::regex_match(std::string{ lines[i] }, reg)) {
+                    found_matching_line = true;
+                    // remove this line since it already matched a regex pattern
+                    lines.erase(lines.begin() + static_cast<std::vector<std::string_view>::iterator::difference_type>(i));
+                    break;
+                }
+            }
+            // NO line matches the pattern -> test failed
+            if (!found_matching_line) {
+                GTEST_FAIL() << fmt::format("Can't find a line matching the regex pattern: \"{}\"", pattern);
+            }
+        }
+        // only support vectors should be left -> check the remaining lines if they match the correct pattern
+        const std::string support_vector_pattern{ "[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?)*" };
+        for (const std::string_view line : lines) {
+            std::regex reg(support_vector_pattern, std::regex::extended);
+            EXPECT_TRUE(std::regex_match(std::string{ line }, reg)) << fmt::format("Line \"{}\" doesn't match the regex pattern \"{}\"", line, support_vector_pattern);
+        }
+    }
+
+    // remove temporary file
+    std::filesystem::remove(filename);
+}
+INSTANTIATE_TEST_SUITE_P(Model, ModelSave, ::testing::Values("/data/model/5x4_linear.libsvm.model", "/data/model/5x4_polynomial.libsvm.model", "/data/model/5x4_rbf.libsvm.model"));
+
+TEST_F(Model, num_support_vectors) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct number of support vectors
+    EXPECT_EQ(model.num_support_vectors(), 5);
+}
+TEST_F(Model, num_features) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct number of features
+    EXPECT_EQ(model.num_features(), 4);
+}
+TEST_F(Model, svm_parameter) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct number of features
+    EXPECT_EQ(model.svm_parameter(), plssvm::parameter<double>{});
+}
+TEST_F(Model, support_vectors) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct support vectors
+    const std::vector<std::vector<double>> support_vectors{
+        plssvm::detail::split_as<double>("-1.117828e+00 -2.908719e+00 6.663834e-01 1.097883e+00"),
+        plssvm::detail::split_as<double>("-5.282118e-01 -3.358810e-01 5.168730e-01 5.460446e-01"),
+        plssvm::detail::split_as<double>("-2.098121e-01 6.027694e-01 -1.308685e-01 1.080525e-01"),
+        plssvm::detail::split_as<double>("1.884940e+00 1.005186e+00 2.984999e-01 1.646463e+00"),
+        plssvm::detail::split_as<double>("5.765022e-01 1.014056e+00 1.300943e-01 7.261914e-01")
+    };
+    EXPECT_EQ(model.support_vectors(), support_vectors);
+}
+TEST_F(Model, weights) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct weights
+    EXPECT_EQ(model.weights(), plssvm::detail::split_as<double>("-0.17609610490769723 0.8838187731213127 -0.47971257671001616 0.0034556484621847128 -0.23146573996578407"));
+}
+TEST_F(Model, rho) {
+    // create a model using an existing LIBSVM model file
+    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct rho (bias) value
+    EXPECT_EQ(model.rho(), plssvm::detail::convert_to<double>("0.37330625882191915"));
+}
\ No newline at end of file

From 290449062c58492219be8bc5acf1cabb737a6a2e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 14:50:32 +0200
Subject: [PATCH 0262/1010] Add new function returning the current date time as
 a string.

---
 CMakeLists.txt                    |  1 +
 include/plssvm/detail/utility.hpp |  7 +++++++
 src/plssvm/detail/utility.cpp     | 23 +++++++++++++++++++++++
 tests/detail/utility.cpp          |  9 ++++++++-
 4 files changed, 39 insertions(+), 1 deletion(-)
 create mode 100644 src/plssvm/detail/utility.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index c32cb3b93..ae62a8eea 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -25,6 +25,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_types.cpp
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 7987ee1bd..be5b57c89 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -20,6 +20,7 @@
 #include <iterator>       // std::distance
 #include <map>            // std::map
 #include <set>            // std::set
+#include <string>         // std::string
 #include <tuple>          // std::forward_as_tuple, std::get
 #include <type_traits>    // std::remove_cv_t, std::remove_reference_t, std::underlying_type_t, std::is_enum_v
 #include <unordered_map>  // std::unordered_map
@@ -253,6 +254,12 @@ template <typename T, typename Allocator>
     return std::find(vec.cbegin(), vec.cend(), val) != vec.cend();
 }
 
+/**
+ * @brief Return the current date time in the format "YYYY-MM-DD hh:mm:ss".
+ * @return the current date time (`[[nodiscard]]`)
+ */
+[[nodiscard]] std::string current_date_time();
+
 }  // namespace plssvm::detail
 
 #endif  // PLSSVM_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/src/plssvm/detail/utility.cpp b/src/plssvm/detail/utility.cpp
new file mode 100644
index 000000000..3e265440b
--- /dev/null
+++ b/src/plssvm/detail/utility.cpp
@@ -0,0 +1,23 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/utility.hpp"
+
+#include "fmt/chrono.h"  // fmt::localtime
+#include "fmt/core.h"    // fmt::format
+
+#include <ctime>   // std::time
+#include <string>  // std::string
+
+namespace plssvm::detail {
+
+std::string current_date_time() {
+    return fmt::format("{:%Y-%m-%d %H:%M:%S}", fmt::localtime(std::time(nullptr)));
+}
+
+}  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index b87fe0559..81088d029 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -14,6 +14,7 @@
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
 
 #include <map>            // std::map
+#include <regex>          // std::regex, std::regex_match
 #include <set>            // std::set
 #include <type_traits>    // std::is_same_v
 #include <unordered_map>  // std::unordered_map
@@ -152,7 +153,6 @@ TYPED_TEST(UtilitySetContainer, contains) {
     EXPECT_FALSE(plssvm::detail::contains(this->set, -1));
 }
 
-
 template <typename T>
 class UtilityVectorContainer : public ::testing::Test {
   protected:
@@ -184,4 +184,11 @@ TYPED_TEST(UtilityVectorContainer, contains) {
     EXPECT_TRUE(plssvm::detail::contains(this->vec, 1));
     EXPECT_FALSE(plssvm::detail::contains(this->vec, 2));
     EXPECT_FALSE(plssvm::detail::contains(this->vec, -1));
+}
+
+TEST(Utility, current_date_time) {
+    // create regex pattern
+    std::regex reg{ "[0-9]{4}-[0-9]{2}-[0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}", std::regex::extended };
+    // test if the  current date time matches the pattern
+    EXPECT_TRUE(std::regex_match(plssvm::detail::current_date_time(), reg));
 }
\ No newline at end of file

From b86260814dbc9b165c27a7f05774fef5010dc031 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 14:51:59 +0200
Subject: [PATCH 0263/1010] Add the current date time to all written files as a
 comment in the first line. When writing LIBSVM or ARFF data sets the number
 of data points and features is also added.

---
 include/plssvm/detail/io/arff_parsing.hpp            | 10 ++++++----
 include/plssvm/detail/io/libsvm_model_parsing.hpp    |  9 ++++++---
 include/plssvm/detail/io/libsvm_parsing.hpp          | 11 +++++++++++
 include/plssvm/detail/io/scaling_factors_parsing.hpp |  3 +++
 tests/detail/io/arff_parsing.cpp                     |  6 +++---
 tests/detail/io/libsvm_parsing.cpp                   | 10 +++++-----
 tests/detail/io/scaling_factors_parsing.cpp          |  2 +-
 7 files changed, 35 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 6bf395269..3f027a837 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -17,14 +17,13 @@
 #include "plssvm/detail/operators.hpp"          // plssvm::operator::sign
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/detail/string_utility.hpp"     // plssvm::detail::{to_upper_case, as_upper_case, starts_with, ends_with}
+#include "plssvm/detail/utility.hpp"            // plssvm::detail::current_date_time
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
-#include "fmt/chrono.h"  // fmt::localtime
 #include "fmt/format.h"  // fmt::format, fmt::join
 #include "fmt/os.h"      // fmt::ostream, fmt::output_file
 
 #include <cstddef>      // std::size_t
-#include <ctime>        // std::time
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -370,6 +369,8 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
 
     // create file
     fmt::ostream out = fmt::output_file(filename);
+    // write arff header with current time stamp
+    out.print("% This data set has been created at {}\n", detail::current_date_time());
 
     const std::size_t num_data_points = data.size();
     if (num_data_points == 0) {
@@ -377,8 +378,9 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
         return;
     }
     const std::size_t num_features = data.front().size();
-    // write arff header with current time stamp
-    out.print("@RELATION {:%Y-%m-%d %H:%M:%S}\n", fmt::localtime(std::time(nullptr)));
+    out.print("% {}x{}\n", num_data_points, num_features);
+
+    out.print("@RELATION data_set\n");
     // write arff header for features
     for (std::size_t i = 0; i < num_features; ++i) {
         out.print("@ATTRIBUTE feature_{} NUMERIC\n", i);
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index e7aedcaba..a8bcee9bd 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -13,9 +13,10 @@
 #define PLSSVM_DETAIL_IO_LIBSVM_MODEL_PARSING_HPP_
 #pragma once
 
-#include "plssvm/data_set.hpp"       // plssvm::data_set
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
-#include "plssvm/parameter.hpp"      // plssvm::parameter
+#include "plssvm/data_set.hpp"        // plssvm::data_set
+#include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::current_date_time
+#include "plssvm/parameter.hpp"       // plssvm::parameter
 
 #include "fmt/compile.h"  // FMT_COMPILE
 #include "fmt/format.h"   // fmt::format, fmt::format_to
@@ -369,6 +370,8 @@ inline void write_libsvm_model_data(const std::string &filename, const parameter
 
     // create file
     fmt::ostream out = fmt::output_file(filename);
+    // write timestamp for current date time
+    out.print("# This model file has been created at {}\n", detail::current_date_time());
 
     // write header information
     const std::vector<label_type> label_order = write_libsvm_model_header(out, params, rho, data);
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 6f337a4bb..aff274317 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -14,6 +14,7 @@
 #pragma once
 
 #include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
+#include "plssvm/detail/utility.hpp"            // plssvm::detail::current_date_time
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
@@ -250,6 +251,16 @@ inline void write_libsvm_data_impl(const std::string &filename, const std::vecto
 
     // create output file
     fmt::ostream out = fmt::output_file(filename);
+    // write timestamp as current date time
+    out.print("# This data set has been created at {}\n", detail::current_date_time());
+
+    const std::size_t num_data_points = data.size();
+    if (num_data_points == 0) {
+        // nothing to output
+        return;
+    }
+    const std::size_t num_features = data.front().size();
+    out.print("# {}x{}\n", num_data_points, num_features);
 
     // format one output-line
     auto format_libsvm_line = [](std::string &output, const std::vector<real_type> &data_point) {
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 0549337ad..47998fc4e 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -14,6 +14,7 @@
 #pragma once
 
 #include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
+#include "plssvm/detail/utility.hpp"            // plssvm:detail::current_date_time
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
 #include "plssvm/detail/string_utility.hpp"     // plssvm::detail::trim
@@ -141,6 +142,8 @@ inline void write_scaling_factors(const std::string &filename, const std::pair<r
 
     // create output file
     fmt::ostream out = fmt::output_file(filename);
+    // write timestamp as current date time
+    out.print("# These scaling factors have been created at {}\n", detail::current_date_time());
 
     // x must always be outputted
     out.print("x\n");
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index b6d895f8e..23aab0e7c 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -421,7 +421,7 @@ TYPED_TEST(ARFFWrite, write_with_label) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('%');
 
     // check if the correct number of lines have been read
     ASSERT_EQ(reader.num_lines(), 6 + data.size());  // 6 header lines: @RELATION + 3 features + class + @DATA
@@ -466,7 +466,7 @@ TYPED_TEST(ARFFWrite, write_without_label) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('%');
 
     // check if the correct number of lines have been read
     ASSERT_EQ(reader.num_lines(), 5 + data.size());  // 6 header lines: @RELATION + 3 features + @DATA
@@ -504,7 +504,7 @@ TYPED_TEST(ARFFWrite, empty_data) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('%');
 
     EXPECT_EQ(reader.num_lines(), 0);
     EXPECT_TRUE(reader.lines().empty());
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 115cb637d..bb4853862 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -429,7 +429,7 @@ TYPED_TEST(LIBSVMWrite, write_dense_with_label) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('#');
 
     // check if the correct number of lines have been read
     ASSERT_EQ(reader.num_lines(), data.size());
@@ -462,7 +462,7 @@ TYPED_TEST(LIBSVMWrite, write_dense_without_label) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('#');
 
     // check if the correct number of lines have been read
     ASSERT_EQ(reader.num_lines(), data.size());
@@ -503,7 +503,7 @@ TYPED_TEST(LIBSVMWrite, write_sparse_with_label) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('#');
 
     // check if the correct number of lines have been read
     ASSERT_EQ(reader.num_lines(), data.size());
@@ -543,7 +543,7 @@ TYPED_TEST(LIBSVMWrite, write_sparse_without_label) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('#');
 
     // check if the correct number of lines have been read
     ASSERT_EQ(reader.num_lines(), data.size());
@@ -582,7 +582,7 @@ TYPED_TEST(LIBSVMWrite, empty_data) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('#');
 
     EXPECT_EQ(reader.num_lines(), 0);
     EXPECT_TRUE(reader.lines().empty());
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 52462cdda..fa63d41ea 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -199,7 +199,7 @@ TYPED_TEST(ScalingFactorsWrite, write) {
 
     // read the previously written file to check for correctness
     plssvm::detail::io::file_reader reader{ this->filename };
-    reader.read_lines();
+    reader.read_lines('#');
 
     // check if the correct number of lines have been read
     ASSERT_EQ(reader.num_lines(), scaling_factors.size() + 2);

From 12c82ce66839eb92e396b1895726e3a55371ec3e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 15:59:13 +0200
Subject: [PATCH 0264/1010] LIBSVM is now the default file format.

---
 utility_scripts/generate_data.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index cbc9ba550..082793df3 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -25,7 +25,7 @@
 parser.add_argument(
     "--output", help="the output file to write the samples to (without extension)")
 parser.add_argument(
-    "--format", help="the file format; either arff, libsvm, or csv", required=True)
+    "--format", help="the file format; either arff, libsvm, or csv", default="libsvm")
 parser.add_argument("--problem", help="the problem to solve; one of: blobs, blobs_merged, planes, planes_merged, ball",
                     default="blobs")
 parser.add_argument(

From fb2aa303defd3e13c3e03823c3ac28ec65b6d75f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 16:00:47 +0200
Subject: [PATCH 0265/1010] Prepend comments (current date time and number of
 data points and features) to the output ARFF and LIBSVM files, and fix the
 ARFF output to be in line with the PLSSVM ARFF parser requirements.

---
 utility_scripts/generate_data.py | 34 ++++++++++++++++++++++++--------
 1 file changed, 26 insertions(+), 8 deletions(-)

diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index 082793df3..335336ca0 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -12,6 +12,7 @@
 from timeit import default_timer as timer
 import os
 import humanize
+import datetime
 
 # data set creation
 from sklearn.datasets import make_classification
@@ -83,28 +84,39 @@
 start_time = timer()
 # set file names
 if args.output is not None:
-    rawfile = os.path.join(args.output, "{}x{}".format(args.samples, args.features)) if os.path.isdir(args.output) else args.output
+    rawfile = os.path.join(args.output, "{}x{}".format(args.samples, args.features)) if os.path.isdir(
+        args.output) else args.output
 else:
     rawfile = "{}x{}".format(args.samples, args.features)
 
 if rawfile.endswith(args.format):
-    rawfile = rawfile[:-(len(args.format)+1)]
+    rawfile = rawfile[:-(len(args.format) + 1)]
 file = rawfile + "." + args.format
 if args.test_samples > 0:
     test_file = rawfile + "_test." + args.format
 
 if args.format == "libsvm":
     from sklearn.datasets import dump_svmlight_file
+
     # dump data in libsvm format
     dump_svmlight_file(samples[:args.samples, :],
-                       labels[:args.samples], file, zero_based=False)
+                       labels[:args.samples],
+                       file,
+                       comment="This training data set has been created at {}\n{}x{}\n".format(
+                           datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"), args.samples, args.features),
+                       zero_based=False)
     if args.test_samples > 0:
         dump_svmlight_file(samples[args.samples:, :],
-                           labels[args.samples:], test_file, zero_based=False)
+                           labels[args.samples:],
+                           test_file,
+                           comment="This test data set has been created at {}\n{}x{}\n".format(
+                               datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"), args.test_samples, args.features),
+                           zero_based=False)
 elif args.format == "arff":
     import numpy
     import arff
     import pandas
+
     # dump data in arff format
     # concatenate features and labels
     data = numpy.c_[samples, labels]
@@ -113,6 +125,7 @@
     col_names = ["feature_" + str(i) for i in range(args.features)]
     col_names.append("class")
 
+
     def dump_arff_file(out_data, out_file, relation):
         # dump dataframe as arff file
         pd_data = pandas.DataFrame(data=out_data, columns=col_names)
@@ -122,15 +135,20 @@ def dump_arff_file(out_data, out_file, relation):
         # replace 'real' with 'numeric' in arff file
         with open(file) as f:
             new_text = f.read().replace('real', 'numeric')
+            new_text = new_text.replace('class numeric', 'class {-1,1}')
+            new_text = "% This data set has been created at {}\n% {}x{}\n".format(
+                datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"), args.samples, args.features) + new_text
         with open(file, "w") as f:
             f.write(new_text)
 
+
     # dump arff files
-    dump_arff_file(data[:args.samples, :], file, 'train data set')
+    dump_arff_file(data[:args.samples, :], file, '\"train data set\"')
     if args.test_samples > 0:
-        dump_arff_file(data[args.samples:, :], test_file, 'test data set')
+        dump_arff_file(data[args.samples:, :], test_file, '\"test data set\"')
 elif args.format == "csv":
     import numpy
+
     # concatenate features and labels of the training data set
     data = numpy.c_[samples, labels]
     numpy.savetxt(file, data[:args.samples, :], delimiter=',')
@@ -139,7 +157,7 @@ def dump_arff_file(out_data, out_file, relation):
         data = numpy.c_[samples, labels]
         numpy.savetxt(test_file, data[args.samples:, :], delimiter=',')
 else:
-    raise RuntimeError("Only arff and libsvm supported as file format!")
+    raise RuntimeError("Only arff, libsvm, and csv supported as file formats!")
 
 end_time = timer()
 print("Done in {}ms.".format(int((end_time - start_time) * 1000)))
@@ -164,5 +182,5 @@ def dump_arff_file(out_data, out_file, relation):
         fig = plt.figure()
         ax = Axes3D(fig)
         ax.scatter(samples[:args.samples, 0], samples[:args.samples,
-                   1], samples[:args.samples, 2], c=labels)
+                                              1], samples[:args.samples, 2], c=labels)
     plt.show()

From 46c8ea2d3187503dd8861afb3f03df4519dd0e42 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 16:08:27 +0200
Subject: [PATCH 0266/1010] Add typed tests.

---
 tests/model.cpp | 155 ++++++++++++++++++++++++++++++++----------------
 1 file changed, 103 insertions(+), 52 deletions(-)

diff --git a/tests/model.cpp b/tests/model.cpp
index 52c5b11e4..e9ab91762 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -18,6 +18,21 @@
 #include <regex>
 #include <vector>
 
+// struct for the used type combinations
+template <typename T, typename U>
+struct type_combinations {
+    using real_type = T;
+    using label_type = U;
+};
+
+// the floating point and label types combinations to test
+using type_combinations_types = ::testing::Types<
+    type_combinations<float, int>,
+    type_combinations<float, std::string>,
+    type_combinations<double, int>,
+    type_combinations<double, std::string>>;
+
+template <typename T>
 class Model : public ::testing::Test {
     void SetUp() override {
         // capture std::cout
@@ -34,10 +49,11 @@ class Model : public ::testing::Test {
     std::stringstream buffer_{};
     std::streambuf *sbuf_{ nullptr };
 };
+TYPED_TEST_SUITE(Model, type_combinations_types);
 
-TEST_F(Model, construct) {
-    using real_type = double;
-    using label_type = int;
+TYPED_TEST(Model, construct) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
     plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
@@ -58,17 +74,96 @@ TEST_F(Model, construct) {
     EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
 }
 
-TEST_F(Model, typedefs) {
+TYPED_TEST(Model, typedefs) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
     // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
 
     // test internal typedefs
-    ::testing::StaticAssertTypeEq<double, typename decltype(model)::real_type>();
-    ::testing::StaticAssertTypeEq<int, typename decltype(model)::label_type>();
+    ::testing::StaticAssertTypeEq<real_type, typename decltype(model)::real_type>();
+    ::testing::StaticAssertTypeEq<label_type, typename decltype(model)::label_type>();
+}
+
+TYPED_TEST(Model, num_support_vectors) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create a model using an existing LIBSVM model file
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct number of support vectors
+    EXPECT_EQ(model.num_support_vectors(), 5);
 }
+TYPED_TEST(Model, num_features) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
 
-class ModelSave : public Model, public ::testing::WithParamInterface<std::string> {};
+    // create a model using an existing LIBSVM model file
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct number of features
+    EXPECT_EQ(model.num_features(), 4);
+}
+TYPED_TEST(Model, svm_parameter) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
 
+    // create a model using an existing LIBSVM model file
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct number of features
+    EXPECT_EQ(model.svm_parameter(), plssvm::parameter<real_type>{});
+}
+TYPED_TEST(Model, support_vectors) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create a model using an existing LIBSVM model file
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct support vectors
+    const std::vector<std::vector<real_type>> support_vectors{
+        plssvm::detail::split_as<real_type>("-1.117828e+00 -2.908719e+00 6.663834e-01 1.097883e+00"),
+        plssvm::detail::split_as<real_type>("-5.282118e-01 -3.358810e-01 5.168730e-01 5.460446e-01"),
+        plssvm::detail::split_as<real_type>("-2.098121e-01 6.027694e-01 -1.308685e-01 1.080525e-01"),
+        plssvm::detail::split_as<real_type>("1.884940e+00 1.005186e+00 2.984999e-01 1.646463e+00"),
+        plssvm::detail::split_as<real_type>("5.765022e-01 1.014056e+00 1.300943e-01 7.261914e-01")
+    };
+    EXPECT_EQ(model.support_vectors(), support_vectors);
+}
+TYPED_TEST(Model, weights) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create a model using an existing LIBSVM model file
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct weights
+    EXPECT_EQ(model.weights(), plssvm::detail::split_as<real_type>("-0.17609610490769723 0.8838187731213127 -0.47971257671001616 0.0034556484621847128 -0.23146573996578407"));
+}
+TYPED_TEST(Model, rho) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create a model using an existing LIBSVM model file
+    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // test for the correct rho (bias) value
+    EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+}
+
+class ModelSave : public ::testing::TestWithParam<std::string> {
+    void SetUp() override {
+        // capture std::cout
+        sbuf_ = std::cout.rdbuf();
+        std::cout.rdbuf(buffer_.rdbuf());
+    }
+    void TearDown() override {
+        // end capturing std::cout
+        std::cout.rdbuf(sbuf_);
+        sbuf_ = nullptr;
+    }
+
+  private:
+    std::stringstream buffer_{};
+    std::streambuf *sbuf_{ nullptr };
+};
 TEST_P(ModelSave, save) {
     // create a model using an existing LIBSVM model file
     plssvm::model<double, int> model{ fmt::format("{}{}", PLSSVM_TEST_PATH, GetParam()) };
@@ -144,47 +239,3 @@ TEST_P(ModelSave, save) {
     std::filesystem::remove(filename);
 }
 INSTANTIATE_TEST_SUITE_P(Model, ModelSave, ::testing::Values("/data/model/5x4_linear.libsvm.model", "/data/model/5x4_polynomial.libsvm.model", "/data/model/5x4_rbf.libsvm.model"));
-
-TEST_F(Model, num_support_vectors) {
-    // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
-    // test for the correct number of support vectors
-    EXPECT_EQ(model.num_support_vectors(), 5);
-}
-TEST_F(Model, num_features) {
-    // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
-    // test for the correct number of features
-    EXPECT_EQ(model.num_features(), 4);
-}
-TEST_F(Model, svm_parameter) {
-    // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
-    // test for the correct number of features
-    EXPECT_EQ(model.svm_parameter(), plssvm::parameter<double>{});
-}
-TEST_F(Model, support_vectors) {
-    // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
-    // test for the correct support vectors
-    const std::vector<std::vector<double>> support_vectors{
-        plssvm::detail::split_as<double>("-1.117828e+00 -2.908719e+00 6.663834e-01 1.097883e+00"),
-        plssvm::detail::split_as<double>("-5.282118e-01 -3.358810e-01 5.168730e-01 5.460446e-01"),
-        plssvm::detail::split_as<double>("-2.098121e-01 6.027694e-01 -1.308685e-01 1.080525e-01"),
-        plssvm::detail::split_as<double>("1.884940e+00 1.005186e+00 2.984999e-01 1.646463e+00"),
-        plssvm::detail::split_as<double>("5.765022e-01 1.014056e+00 1.300943e-01 7.261914e-01")
-    };
-    EXPECT_EQ(model.support_vectors(), support_vectors);
-}
-TEST_F(Model, weights) {
-    // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
-    // test for the correct weights
-    EXPECT_EQ(model.weights(), plssvm::detail::split_as<double>("-0.17609610490769723 0.8838187731213127 -0.47971257671001616 0.0034556484621847128 -0.23146573996578407"));
-}
-TEST_F(Model, rho) {
-    // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
-    // test for the correct rho (bias) value
-    EXPECT_EQ(model.rho(), plssvm::detail::convert_to<double>("0.37330625882191915"));
-}
\ No newline at end of file

From 4117df3d587d6ad4355138f966752b6ac8bb554d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 16:17:05 +0200
Subject: [PATCH 0267/1010] Add missing includes and documentation.

---
 tests/model.cpp | 24 +++++++++++++++++-------
 1 file changed, 17 insertions(+), 7 deletions(-)

diff --git a/tests/model.cpp b/tests/model.cpp
index e9ab91762..5c8140e02 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -9,14 +9,24 @@
  */
 
 #include "plssvm/model.hpp"
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
-
-#include "utility.hpp"
 
-#include "gtest/gtest.h"
-
-#include <regex>
-#include <vector>
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
+
+#include "utility.hpp"  // util::create_temp_file
+
+#include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
+                          // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
+
+#include <cstddef>      // std::size_t
+#include <filesystem>   // std::filesystem::remove
+#include <iostream>     // std::cout
+#include <regex>        // std::regex, std::regex_match, std::regex::extended
+#include <sstream>      // std::stringstream
+#include <streambuf>    // std::streambuf
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
 
 // struct for the used type combinations
 template <typename T, typename U>

From 5ef7b15ee95e9bd86b662c041a89a8d6d98b9e2d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 16:57:48 +0200
Subject: [PATCH 0268/1010] Reduce code duplication for the standard output
 redirection.

---
 tests/detail/cmd/utility.hpp             | 24 +++------------
 tests/detail/io/libsvm_model_parsing.cpp | 19 ++----------
 tests/model.cpp                          | 39 ++----------------------
 tests/utility.hpp                        | 34 ++++++++++++++++++---
 4 files changed, 39 insertions(+), 77 deletions(-)

diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index 440b7e590..0725c7646 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -15,12 +15,12 @@
 
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
 
+#include "../../utility.hpp"  // util::redirect_output
+
 #include "gtest/gtest.h"  // ASSERT_FALSE, ::testing::Test
 
 #include <cstring>      // std::strcpy
-#include <iostream>     // std::cout
-#include <sstream>      // std::stringstream, std::ostringstream, std::istringstream
-#include <streambuf>    // std::streambuf
+#include <sstream>      // std::ostringstream, std::istringstream
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
@@ -30,7 +30,7 @@ namespace util {
 /*
  * Fixture class for testing the parameter_* classes' implementation.
  */
-class ParameterBase : public ::testing::Test {
+class ParameterBase : public ::testing::Test, private redirect_output {
   protected:
     /*
      * Create artificial argc and argv from the given string.
@@ -45,14 +45,6 @@ class ParameterBase : public ::testing::Test {
             std::strcpy(argv[i], cmd_line_split[i].c_str());
         }
     }
-    /*
-     * Start capturing std::cout. Automatically called at the beginning of a test.
-     */
-    void SetUp() override {
-        // capture std::cout
-        sbuf_ = std::cout.rdbuf();
-        std::cout.rdbuf(buffer_.rdbuf());
-    }
     /*
      * Free memory used for argv and end capturing std::cout. Automatically called at the end of a test.
      */
@@ -62,20 +54,12 @@ class ParameterBase : public ::testing::Test {
             delete[] argv[i];
         }
         delete[] argv;
-
-        // end capturing std::cout
-        std::cout.rdbuf(sbuf_);
-        sbuf_ = nullptr;
     }
 
     // The number of the artificial command line arguments.
     int argc{ 0 };
     // The artificial command line arguments.
     char **argv{ nullptr };
-
-  private:
-    std::stringstream buffer_{};
-    std::streambuf *sbuf_{ nullptr };
 };
 
 }  // namespace util
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index b72f98b81..009e9a318 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -15,7 +15,7 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
+#include "../../utility.hpp"  // util::create_temp_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -24,9 +24,6 @@
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
-#include <iostream>     // std::cout
-#include <sstream>      // std::stringstream
-#include <streambuf>    // std::streambuf
 #include <string>       // std::string
 #include <tuple>        // std::ignore
 #include <type_traits>  // std::is_same_v
@@ -453,30 +450,18 @@ TYPED_TEST(LIBSVMModelHeaderParse, empty) {
 }
 
 template <typename T>
-class LIBSVMModelWriteBase : public ::testing::Test {
+class LIBSVMModelWriteBase : public ::testing::Test, private util::redirect_output {
   protected:
     void SetUp() override {
-        // capture std::cout
-        sbuf_ = std::cout.rdbuf();
-        std::cout.rdbuf(buffer_.rdbuf());
-
         // create a temporary file containing the scaling factors
         filename = util::create_temp_file();
     }
     void TearDown() override {
         // remove the temporary file at the end
         std::filesystem::remove(filename);
-
-        // end capturing std::cout
-        std::cout.rdbuf(sbuf_);
-        sbuf_ = nullptr;
     }
 
     std::string filename;
-
-  private:
-    std::stringstream buffer_{};
-    std::streambuf *sbuf_{ nullptr };
 };
 
 template <typename T>
diff --git a/tests/model.cpp b/tests/model.cpp
index 5c8140e02..f8742c29f 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -13,17 +13,14 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "utility.hpp"  // util::create_temp_file
+#include "utility.hpp"  // util::create_temp_file, util::redirect_output
 
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
-#include <iostream>     // std::cout
 #include <regex>        // std::regex, std::regex_match, std::regex::extended
-#include <sstream>      // std::stringstream
-#include <streambuf>    // std::streambuf
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
@@ -43,22 +40,7 @@ using type_combinations_types = ::testing::Types<
     type_combinations<double, std::string>>;
 
 template <typename T>
-class Model : public ::testing::Test {
-    void SetUp() override {
-        // capture std::cout
-        sbuf_ = std::cout.rdbuf();
-        std::cout.rdbuf(buffer_.rdbuf());
-    }
-    void TearDown() override {
-        // end capturing std::cout
-        std::cout.rdbuf(sbuf_);
-        sbuf_ = nullptr;
-    }
-
-  private:
-    std::stringstream buffer_{};
-    std::streambuf *sbuf_{ nullptr };
-};
+class Model : public ::testing::Test, private util::redirect_output {};
 TYPED_TEST_SUITE(Model, type_combinations_types);
 
 TYPED_TEST(Model, construct) {
@@ -158,22 +140,7 @@ TYPED_TEST(Model, rho) {
     EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
 }
 
-class ModelSave : public ::testing::TestWithParam<std::string> {
-    void SetUp() override {
-        // capture std::cout
-        sbuf_ = std::cout.rdbuf();
-        std::cout.rdbuf(buffer_.rdbuf());
-    }
-    void TearDown() override {
-        // end capturing std::cout
-        std::cout.rdbuf(sbuf_);
-        sbuf_ = nullptr;
-    }
-
-  private:
-    std::stringstream buffer_{};
-    std::streambuf *sbuf_{ nullptr };
-};
+class ModelSave : public ::testing::TestWithParam<std::string>, private util::redirect_output {};
 TEST_P(ModelSave, save) {
     // create a model using an existing LIBSVM model file
     plssvm::model<double, int> model{ fmt::format("{}{}", PLSSVM_TEST_PATH, GetParam()) };
diff --git a/tests/utility.hpp b/tests/utility.hpp
index b6d88f158..71feeb687 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -31,14 +31,43 @@
 #include <algorithm>    // std::min, std::max
 #include <cmath>        // std::abs
 #include <filesystem>   // std::filesystem::temp_directory_path, std::filesystem::exists
+#include <iostream>     // std::cout
 #include <limits>       // std::numeric_limits
-#include <sstream>      // std::ostringstream, std::istringstream
+#include <sstream>      // std::ostringstream, std::istringstream, std::stringstream
+#include <streambuf>    // std::streambuf
 #include <string>       // std::string, std::to_string
 #include <string_view>  // std::string_view
 #include <type_traits>  // std::is_same_v
 
 namespace util {
 
+/**
+ * @brief Class used to redirect the standard output inside test cases.
+ */
+class redirect_output {
+  public:
+    /**
+     * @brief Redirect the output and store the original standard output location.
+     */
+    redirect_output() {
+        // capture std::cout
+        sbuf_ = std::cout.rdbuf();
+        std::cout.rdbuf(buffer_.rdbuf());
+    }
+    /**
+     * @brief Restore the original standard output location.
+     */
+    ~redirect_output() {
+        // end capturing std::cout
+        std::cout.rdbuf(sbuf_);
+        sbuf_ = nullptr;
+    }
+
+  private:
+    std::stringstream buffer_{};
+    std::streambuf *sbuf_{ nullptr };
+};
+
 /**
  * @brief Create a unique temporary file return the file's name.
  * @details On UNIX systems use `mkstemp` to create a unique file in the temporary directory. On non-UNIX system create
@@ -201,7 +230,6 @@ inline void gtest_expect_correct_csvm_factory(const plssvm::parameter<T> &params
     EXPECT_NE(res, nullptr);
 }
 
-
 /*
  * Convert the parameter to a std::string using a std::ostringstream.
  */
@@ -232,8 +260,6 @@ inline T convert_from_string(const std::string &str) {
     return param;
 }
 
-
-
 /**
  * @brief Defines a macro like
  *        <a href="https://chromium.googlesource.com/external/github.com/google/googletest/+/HEAD/googletest/docs/advanced.md">googletest</a>'s

From 7a1dcc2f0e7ce427eb03389ed2dc0a81b28fe410 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 23 Sep 2022 17:11:53 +0200
Subject: [PATCH 0269/1010] Set the execution mode of all DeathTest to
 "threadsafe" instead of "fast".

---
 tests/CMakeLists.txt |  2 +-
 tests/main.cpp       | 21 +++++++++++++++++++++
 2 files changed, 22 insertions(+), 1 deletion(-)
 create mode 100644 tests/main.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 81b02cbc0..368003896 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -132,7 +132,7 @@ set(PLSSVM_BASE_TEST_SOURCES
 )
 
 # create test executable
-add_executable(${PLSSVM_BASE_TEST_NAME} ${PLSSVM_BASE_TEST_SOURCES})
+add_executable(${PLSSVM_BASE_TEST_NAME} main.cpp ${PLSSVM_BASE_TEST_SOURCES})
 
 # link against base library
 target_link_libraries(${PLSSVM_BASE_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY_NAME})
diff --git a/tests/main.cpp b/tests/main.cpp
new file mode 100644
index 000000000..ca8bf2b10
--- /dev/null
+++ b/tests/main.cpp
@@ -0,0 +1,21 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Contains the googletest main function. Sets the DeathTest to "threadsafe" execution instead of "fast".
+ */
+
+#include "gtest/gtest.h"  // RUN_ALL_TESTS, ::testing::{InitGoogleTest, GTEST_FLAG}
+
+int main(int argc, char **argv) {
+    ::testing::InitGoogleTest(&argc, argv);
+    // prevent problems with fork() in the presence of multiple threads
+    // https://github.com/google/googletest/blob/main/docs/advanced.md#death-tests-and-threads
+    // NOTE: may reduce performance of the (death) tests
+    ::testing::GTEST_FLAG(death_test_style) = "threadsafe";
+    return RUN_ALL_TESTS();
+}
\ No newline at end of file

From 8691a856ee8696315026e8111d35b9ae54e8b5e0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 26 Sep 2022 12:16:31 +0200
Subject: [PATCH 0270/1010] Add tests for the git_metadata functions.

---
 tests/CMakeLists.txt                        |   1 +
 tests/version/git_metadata/git_metadata.cpp | 123 ++++++++++++++++++++
 2 files changed, 124 insertions(+)
 create mode 100644 tests/version/git_metadata/git_metadata.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 368003896..5482457d5 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -120,6 +120,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions/source_location.cpp
 
+    ${CMAKE_CURRENT_LIST_DIR}/version/git_metadata/git_metadata.cpp
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
new file mode 100644
index 000000000..0919f0957
--- /dev/null
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -0,0 +1,123 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the Git metadata queries.
+ */
+
+#include "plssvm/version/git_metadata/git_metadata.hpp"
+
+#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex, Not, StartsWith, EndsWith}
+#include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT
+
+using namespace plssvm::version;
+
+TEST(GitMetadata, author_name) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the author name must not be empty
+        EXPECT_FALSE(git_metadata::author_name().empty());
+    } else {
+        // if we are outside a Git repository, the author name must be empty
+        EXPECT_TRUE(git_metadata::author_name().empty());
+    }
+}
+
+TEST(GitMetadata, author_email) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the author email must not be empty
+        EXPECT_FALSE(git_metadata::author_email().empty());
+        // check for a valid email address
+        EXPECT_THAT(git_metadata::author_email(), ::testing::ContainsRegex("^[[:graph:]]+@[[:graph:]]+\\.[[:graph:]]+$"));
+    } else {
+        // if we are outside a Git repository, the author email must be empty
+        EXPECT_TRUE(git_metadata::author_email().empty());
+    }
+}
+
+TEST(GitMetadata, commit_sha1) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the commit sha1 must not be empty
+        EXPECT_FALSE(git_metadata::commit_sha1().empty());
+        // test for valid commit sha1 characters
+        EXPECT_THAT(git_metadata::commit_sha1(), ::testing::ContainsRegex("^([0-9a-f]{40})|([0-9a-f]{6,8})$"));
+    } else {
+        // if we are outside a Git repository, the commit sha1 must be empty
+        EXPECT_TRUE(git_metadata::commit_sha1().empty());
+    }
+}
+
+TEST(GitMetadata, commit_date) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the commit date must not be empty
+        EXPECT_FALSE(git_metadata::commit_date().empty());
+    } else {
+        // if we are outside a Git repository, the commit date must be empty
+        EXPECT_TRUE(git_metadata::commit_date().empty());
+    }
+}
+
+TEST(GitMetadata, commit_subject) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the commit subject must not be empty
+        EXPECT_FALSE(git_metadata::commit_subject().empty());
+    } else {
+        // if we are outside a Git repository, the commit subject must be empty
+        EXPECT_TRUE(git_metadata::commit_subject().empty());
+    }
+}
+
+TEST(GitMetadata, commit_body) {
+    if (!git_metadata::is_populated()) {
+        // if we are outside a Git repository, the commit subject must be empty
+        EXPECT_TRUE(git_metadata::commit_subject().empty());
+    }
+}
+
+TEST(GitMetadata, describe) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the description message must not be empty
+        EXPECT_FALSE(git_metadata::describe().empty());
+    } else {
+        // if we are outside a Git repository, the description message must be empty
+        EXPECT_TRUE(git_metadata::describe().empty());
+    }
+}
+
+TEST(GitMetadata, branch) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the branch must not be empty
+        EXPECT_FALSE(git_metadata::branch().empty());
+        // check whether the branch name is valid
+        // https://git-scm.com/docs/git-check-ref-format
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith(".")));                    // must not start with a .a
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith(".lock")));                  // must not end with .lock
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("..")));                     // must not end with .. anywhere
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(~|\\^|:)+")));        // must not contain a ~, ^ or : anywhere
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(\\?|\\[|\\*)+")));    // must not contain ?, [ or * anywhere
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith("/")));                    // must not start with a /
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("/")));                      // must not end with a /
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("/{2,}")));             // must not contain multiple consecutive /
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(@\\{)+")));           // must not contain @{
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(@|\\\\)+")));         // must not contain a single @ or backslash
+    } else {
+        // if we are outside a Git repository, the branch must be empty
+        EXPECT_TRUE(git_metadata::branch().empty());
+    }
+}
+
+TEST(GitMetadata, remote_url) {
+    if (git_metadata::is_populated()) {
+        // if we are inside a Git repository, the remote URL must not be empty
+        EXPECT_FALSE(git_metadata::remote_url().empty());
+        // check whether the remote URL is valid
+        // https://github.com/jonschlinkert/is-git-url
+        EXPECT_THAT(git_metadata::remote_url(), ::testing::ContainsRegex("^(git|ssh|http|https|git@[A-Za-z0-9_\\.]+):(//)?[A-Za-z0-9_\\.@:/-~]+\\.git(/)?$"));
+    } else {
+        // if we are outside a Git repository, the remote URL must be empty
+        EXPECT_TRUE(git_metadata::remote_url().empty());
+    }
+}
\ No newline at end of file

From 95bdc3ab732c5422227106c435643cfac15ff6c6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 26 Sep 2022 14:33:13 +0200
Subject: [PATCH 0271/1010] Add a new exception type specifically for the
 data_set class.

---
 include/plssvm/exceptions/exceptions.hpp | 13 +++++++++++++
 src/plssvm/exceptions/exceptions.cpp     |  3 +++
 tests/exceptions/exceptions.cpp          |  2 +-
 tests/exceptions/utility.hpp             |  1 +
 4 files changed, 18 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/exceptions/exceptions.hpp b/include/plssvm/exceptions/exceptions.hpp
index b95e35af9..590f80181 100644
--- a/include/plssvm/exceptions/exceptions.hpp
+++ b/include/plssvm/exceptions/exceptions.hpp
@@ -81,6 +81,19 @@ class file_reader_exception : public exception {
     explicit file_reader_exception(const std::string &msg, source_location loc = source_location::current());
 };
 
+/**
+ * @brief Exception type thrown if a data_set is used inappropriately.
+ */
+class data_set_exception : public exception {
+  public:
+    /**
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @param[in] msg the exception's `what()` message
+     * @param[in] loc the exception's call side information
+     */
+    explicit data_set_exception(const std::string &msg, source_location loc = source_location::current());
+};
+
 /**
  * @brief Exception type thrown if the provided file couldn't be found.
  */
diff --git a/src/plssvm/exceptions/exceptions.cpp b/src/plssvm/exceptions/exceptions.cpp
index 691a81969..6b3bc53ee 100644
--- a/src/plssvm/exceptions/exceptions.cpp
+++ b/src/plssvm/exceptions/exceptions.cpp
@@ -43,6 +43,9 @@ invalid_parameter_exception::invalid_parameter_exception(const std::string &msg,
 file_reader_exception::file_reader_exception(const std::string &msg, source_location loc) :
     exception{ msg, "file_reader_exception", loc } {}
 
+data_set_exception::data_set_exception(const std::string &msg, source_location loc) :
+    exception{ msg, "data_set_exception", loc } {}
+
 file_not_found_exception::file_not_found_exception(const std::string &msg, source_location loc) :
     exception{ msg, "file_not_found_exception", loc } {}
 
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 1e6f33127..696ece85b 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -29,7 +29,7 @@ Exception dummy(const std::string &msg) {
 }
 
 // enumerate all custom exception types; ATTENTION: don't forget to also specialize the PLSSVM_CREATE_EXCEPTION_TYPE_NAME macro if a new exception type is added
-using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_reader_exception,
+using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_reader_exception, plssvm::data_set_exception,
                                          plssvm::file_not_found_exception, plssvm::invalid_file_format_exception,
                                          plssvm::unsupported_backend_exception, plssvm::unsupported_kernel_type_exception, plssvm::gpu_device_ptr_exception>;
 
diff --git a/tests/exceptions/utility.hpp b/tests/exceptions/utility.hpp
index dbbc6c5e5..edc50c4c7 100644
--- a/tests/exceptions/utility.hpp
+++ b/tests/exceptions/utility.hpp
@@ -45,6 +45,7 @@ template <typename T>
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(invalid_parameter_exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(file_reader_exception)
+PLSSVM_CREATE_EXCEPTION_TYPE_NAME(data_set_exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(file_not_found_exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(invalid_file_format_exception)
 PLSSVM_CREATE_EXCEPTION_TYPE_NAME(unsupported_backend_exception)

From dd85ed7d1b6b0d398135f16ae9a84cdc8da20da0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 09:29:27 +0200
Subject: [PATCH 0272/1010] Permit writing a scaling factors file with no
 scaling factors (only header information and the scaling interval).

---
 .../detail/io/scaling_factors_parsing.hpp     |  1 -
 tests/detail/io/scaling_factors_parsing.cpp   | 29 +++++++++++++------
 2 files changed, 20 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 47998fc4e..5278208dc 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -138,7 +138,6 @@ template <typename real_type, typename factors_type>
 template <typename real_type, typename factors_type>
 inline void write_scaling_factors(const std::string &filename, const std::pair<real_type, real_type> &scaling_interval, const std::vector<factors_type> &scaling_factors) {
     PLSSVM_ASSERT(scaling_interval.first < scaling_interval.second, "Illegal interval specification: lower ({}) < upper ({}).", scaling_interval.first, scaling_interval.second);
-    PLSSVM_ASSERT(!scaling_factors.empty(), "No scaling factors provided!");
 
     // create output file
     fmt::ostream out = fmt::output_file(filename);
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index fa63d41ea..b4aaf7063 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -212,22 +212,33 @@ TYPED_TEST(ScalingFactorsWrite, write) {
         EXPECT_EQ(reader.line(i + 2), fmt::format("{} {} {}", scaling_factors[i].feature + 1, scaling_factors[i].lower, scaling_factors[i].upper));
     }
 }
-
-TYPED_TEST(ScalingFactorsWriteDeathTest, write_illegal_interval) {
+TYPED_TEST(ScalingFactorsWrite, write_empty_scaling_factors) {
     using real_type = TypeParam;
     // define data to write
-    const std::pair<real_type, real_type> interval{ 1, -1 };  // illegal interval!
-    std::vector<factors<real_type>> scaling_factors(1);
+    const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
+    std::vector<factors<real_type>> scaling_factors{};  // write no scaling factors to the file (allowed, but nonsensical)
 
     // try to write the necessary data to the file
-    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));
+    plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors);
+
+    // read the previously written file to check for correctness
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // check if the correct number of lines have been read
+    ASSERT_EQ(reader.num_lines(), 2);  // only the header information are saved (x + scaling interval)
+    // first line is always the single character x
+    EXPECT_EQ(reader.line(0), "x");
+    // second line contains the scaling interval
+    EXPECT_EQ(reader.line(1), fmt::format("{} {}", -1.5, 1.5));
 }
-TYPED_TEST(ScalingFactorsWriteDeathTest, write_empty_scaling_factors) {
+
+TYPED_TEST(ScalingFactorsWriteDeathTest, write_illegal_interval) {
     using real_type = TypeParam;
     // define data to write
-    const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
-    std::vector<factors<real_type>> scaling_factors{};  // at least one scaling factor must be given!
+    const std::pair<real_type, real_type> interval{ 1, -1 };  // illegal interval!
+    std::vector<factors<real_type>> scaling_factors(1);
 
     // try to write the necessary data to the file
-    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), "No scaling factors provided!");
+    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));
 }
\ No newline at end of file

From d4aa3eab753cb18f50cdf449eace4fa07fb132dd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 09:58:01 +0200
Subject: [PATCH 0273/1010] Add tests for the data_set scaling nested class.

---
 include/plssvm/data_set.hpp | 455 +++++++++++++++++++++---------------
 tests/CMakeLists.txt        |   1 +
 tests/data_set.cpp          | 187 +++++++++++++++
 3 files changed, 455 insertions(+), 188 deletions(-)
 create mode 100644 tests/data_set.cpp

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 4052eefe7..a0d7961eb 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -9,41 +9,43 @@
  * @brief Implements a data set class encapsulating all data points and potential features.
  */
 
+#ifndef PLSSVM_DATA_SET_HPP_
+#define PLSSVM_DATA_SET_HPP_
 #pragma once
 
 #include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/cmd/parameter_predict.hpp"       // plssvm::detail::cmd::parameter_predict
 #include "plssvm/detail/cmd/parameter_scale.hpp"         // plssvm::detail::cmd::parameter_scale
 #include "plssvm/detail/cmd/parameter_train.hpp"         // plssvm::detail::cmd::parameter_train
-#include "plssvm/exceptions/exceptions.hpp"              // plssvm::exception
-#include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
 #include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{read_scaling_factors}
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
+#include "plssvm/exceptions/exceptions.hpp"              // plssvm::exception
+#include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
 
-#include "fmt/core.h"    // fmt::format, fmt::print
-#include "fmt/chrono.h"  // directly output std::chrono times via fmt
-#include "fmt/os.h"      // fmt::ostream
-#include "fmt/ostream.h" // directly output objects with operator<< overload via fmt
-
-#include <algorithm>   // std::all_of, std::max, std::min
-#include <chrono>      // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
-#include <cstddef>     // std::size_t
-#include <functional>  // std::reference_wrapper, std::cref
-#include <limits>      // std::numeric_limits
-#include <map>         // std::map
-#include <memory>      // std::shared_ptr, std::make_shared
-#include <optional>    // std::optional, std::make_optional, std::nullopt
-#include <set>         // std::set
-#include <string>      // std::string
-#include <tuple>       // std::tie
-#include <type_traits> // std::is_same_v, std::is_arithmetic_v
-#include <utility>     // std::move, std::pair
-#include <variant>     // std::variant
-#include <vector>      // std::vector
-
+#include "fmt/chrono.h"   // directly output std::chrono times via fmt
+#include "fmt/core.h"     // fmt::format, fmt::print
+#include "fmt/os.h"       // fmt::ostream
+#include "fmt/ostream.h"  // directly output objects with operator<< overload via fmt
+
+#include <algorithm>    // std::all_of, std::max, std::min
+#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
+#include <cstddef>      // std::size_t
+#include <functional>   // std::reference_wrapper, std::cref
+#include <iostream>     // std::cout, std::endl
+#include <limits>       // std::numeric_limits
+#include <map>          // std::map
+#include <memory>       // std::shared_ptr, std::make_shared
+#include <optional>     // std::optional, std::make_optional, std::nullopt
+#include <set>          // std::set
+#include <string>       // std::string
+#include <tuple>        // std::tie
+#include <type_traits>  // std::is_same_v, std::is_arithmetic_v
+#include <utility>      // std::move, std::pair
+#include <variant>      // std::variant
+#include <vector>       // std::vector
 
 namespace plssvm {
 
@@ -62,63 +64,28 @@ class data_set {
     friend class model;
 
   public:
-
     using real_type = T;
     using label_type = U;
     using size_type = std::size_t;
 
+    class scaling;
 
-    class scaling {
-      public:
-
-        struct factors {
-            factors() = default;
-            factors(const size_type feature_p, const real_type lower_p, const real_type upper_p) : feature{ feature_p }, lower{ lower_p }, upper{ upper_p } { }
-
-            size_type feature{};
-            real_type lower{};
-            real_type upper{};
-        };
-
-        scaling(real_type lower, real_type upper);
-        scaling(const std::string &filename);
-
-        void save(const std::string &filename) const;
-
-        std::pair<real_type, real_type> scaling_interval{};
-        std::vector<factors> scaling_factors{};
-    };
-
-    class label_mapper {
-      public:
-        explicit label_mapper(const std::vector<label_type> &labels);
-
-        [[nodiscard]] const real_type &get_mapped_value_by_label(const label_type &label) const;
-        [[nodiscard]] const label_type &get_label_by_mapped_value(const real_type &mapped_value) const;
-        [[nodiscard]] size_type num_mappings() const noexcept;
-        [[nodiscard]] std::vector<label_type> labels() const;
-
-      private:
-        std::map<label_type, real_type> label_to_mapped_{};
-        std::map<real_type, label_type> mapped_to_label_{};
-    };
-
+    class label_mapper;
 
-    explicit data_set(const std::string& filename);
-    data_set(const std::string& filename, file_format_type format);
-    data_set(const std::string& filename, scaling scale_parameter);
-    data_set(const std::string& filename, file_format_type format, scaling scale_parameter);
+    explicit data_set(const std::string &filename);
+    data_set(const std::string &filename, file_format_type format);
+    data_set(const std::string &filename, scaling scale_parameter);
+    data_set(const std::string &filename, file_format_type format, scaling scale_parameter);
 
     explicit data_set(std::vector<std::vector<real_type>> &&X);
     data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y);
     data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter);
     data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter);
 
-
     // save the data set in the given format
     void save(const std::string &filename, file_format_type format) const;
 
-    [[nodiscard]] const std::vector<std::vector<real_type>>& data() const noexcept { return *X_ptr_; }
+    [[nodiscard]] const std::vector<std::vector<real_type>> &data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
     [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
@@ -140,12 +107,11 @@ class data_set {
     void create_mapping();
     void scale();
 
-    void write_libsvm_file(const std::string& filename) const;
-    void write_arff_file(const std::string& filename) const;
-    void read_file(const std::string& filename, file_format_type format);
-    void read_libsvm_file(const std::string& filename);
-    void read_arff_file(const std::string& filename);
-
+    void write_libsvm_file(const std::string &filename) const;
+    void write_arff_file(const std::string &filename) const;
+    void read_file(const std::string &filename, file_format_type format);
+    void read_libsvm_file(const std::string &filename);
+    void read_arff_file(const std::string &filename);
 
     std::shared_ptr<std::vector<std::vector<real_type>>> X_ptr_{ nullptr };
     std::shared_ptr<std::vector<real_type>> y_ptr_{ nullptr };
@@ -159,27 +125,225 @@ class data_set {
     std::shared_ptr<scaling> scale_parameters_{ nullptr };
 };
 
+////////////////////////////////////////////////////////////////////////////////
+////                          scaling nested-class                          ////
+////////////////////////////////////////////////////////////////////////////////
+
+/**
+ * @brief Implements all necessary data needed for scaling a data set to an user-defined range.
+ * @tparam T the data type of the data set
+ * @tparam U the label type of the data set
+ */
+template <typename T, typename U>
+class data_set<T, U>::scaling {
+  public:
+    /**
+     * @brief The calculated or read feature-wise scaling factors.
+     */
+    struct factors {
+        /**
+         * @brief Default construct new scaling factors.
+         */
+        factors() = default;
+        /**
+         * @brief Construct new scaling factors with the provided values.
+         * @param[in] p_feature the feature index for which the bounds are valid
+         * @param[in] p_lower the lowest value of the feature @p p_feature for all data points
+         * @param[in] p_upper the maximum value of the feature @p p_feature for all data points
+         */
+        factors(const size_type p_feature, const real_type p_lower, const real_type p_upper) :
+            feature{ p_feature }, lower{ p_lower }, upper{ p_upper } {}
+
+        /// The feature index for which the scaling factors are valid.
+        size_type feature{};
+        /// The lowest value of the feature for all data points.
+        real_type lower{};
+        /// The maximum value of the feature for all data points.
+        real_type upper{};
+    };
+
+    /**
+     * @brief Create a new scaling class that can be used to scale all features of a data set to the interval [lower, upper].
+     * @param[in] lower the lower bound of all features
+     * @param[in] upper the upper bound of all features
+     */
+    scaling(real_type lower, real_type upper);
+    /**
+     * @brief Read the scaling interval and factors from the provided file @p filename.
+     * @param[in] filename the filename to read the scaling information from
+     */
+    scaling(const std::string &filename);
+
+    /**
+     * @brief Save the scaling factors to the file @p filename.
+     * @param[in] filename the file to save the scaling factors to
+     * @throws plssvm::data_set_exception if no scaling factors are available
+     */
+    void save(const std::string &filename) const;
+
+    /// The user-provided scaling interval. After scaling, all feature values are scaled to [lower, upper].
+    std::pair<real_type, real_type> scaling_interval{};
+    /// The scaling factors for all features.
+    std::vector<factors> scaling_factors{};
+};
+
+template <typename T, typename U>
+data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) :
+    scaling_interval{ std::make_pair(lower, upper) } {}
+
+template <typename T, typename U>
+data_set<T, U>::scaling::scaling(const std::string &filename) {
+    // open the file
+    detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+
+    // read scaling values from file
+    std::tie(scaling_interval, scaling_factors) = detail::io::parse_scaling_factors<real_type, factors>(reader);
+}
 
-/******************************************************************************
- *                                Constructors                                *
- ******************************************************************************/
 template <typename T, typename U>
-data_set<T, U>::data_set() : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } { }
+void data_set<T, U>::scaling::save(const std::string &filename) const {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+
+    // write scaling values to file
+    detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
+
+    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+    if (verbose) {
+        std::cout << fmt::format("Write {} scaling factors in {} to the file '{}'.",
+                                 scaling_factors.size(),
+                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                                 filename)
+                  << std::endl;
+    }
+}
+
+////////////////////////////////////////////////////////////////////////////////
+////                       label mapper nested-class                        ////
+////////////////////////////////////////////////////////////////////////////////
+
+/**
+ * @brief Implements all necessary functionality to map arbitrary labels to labels usable by the C-SVMs.
+ * @tparam T the data type of the data set
+ * @tparam U the label type of the data set
+ */
+template <typename T, typename U>
+class data_set<T, U>::label_mapper {
+  public:
+    /**
+     * @brief Create a mapping from all labels to { -1 , 1 } and vice versa.
+     * @param[in] labels the labels to map
+     * @note Currently only binary classification is supported, i.e., only two different labels may be provided!
+     * @throws plssvm::data_set_exception only two different labels are currently supported
+     */
+    explicit label_mapper(const std::vector<label_type> &labels);
+
+    /**
+     * @brief Given the original label value, return the mapped label value.
+     * @param[in] label the original label value
+     * @throws plssvm::data_set_exception if the original label value does not exist in this mapping
+     * @return the mapped label value (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const real_type &get_mapped_value_by_label(const label_type &label) const;
+    /**
+     * @brief Given the mapped label value, return the original label value.
+     * @param[in] mapped_value the mapped label value
+     * @throws plssvm::data_set_exception if the mapped label value does not exist in this mapping
+     * @return the original label value (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const label_type &get_label_by_mapped_value(const real_type &mapped_value) const;
+    /**
+     * @brief Returns the number of valid mappings. This is equivalent to the number of different labels.
+     * @return the number of valid mapping entries (`[[nodiscard]]`)
+     */
+    [[nodiscard]] size_type num_mappings() const noexcept;
+    /**
+     * @brief Return the original labels of the current data set.
+     * @return the original labels (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::vector<label_type> labels() const;
+
+  private:
+    /// A mapping from the label to its mapped value, i.e., { -1 , 1 }.
+    std::map<label_type, real_type> label_to_mapped_{};
+    /// A mapping from the mapped value, i.e., { -1 , 1 } to the original label value.
+    std::map<real_type, label_type> mapped_to_label_{};
+};
+
+template <typename T, typename U>
+data_set<T, U>::data_set::label_mapper::label_mapper(const std::vector<label_type> &labels) {
+    // we are only interested in unique labels
+    std::set<label_type> unique_labels(labels.begin(), labels.end());
+    // currently, only two different labels are supported
+    if (unique_labels.size() != 2) {
+        throw data_set_exception{ fmt::format("Currently only binary classification is supported, but {} different labels were given!", unique_labels.size()) };
+    }
+    // create mapping
+    // first label
+    auto iter = unique_labels.begin();
+    label_to_mapped_[*iter] = -1;
+    mapped_to_label_[-1] = *iter;
+    // second label
+    ++iter;
+    label_to_mapped_[*iter] = +1;
+    mapped_to_label_[+1] = *iter;
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::get_mapped_value_by_label(const label_type &label) const -> const real_type & {
+    if (!detail::contains(label_to_mapped_, label)) {
+        throw data_set_exception{ fmt::format("Label \"{}\" unknown in this label mapping!", label) };
+    }
+    return label_to_mapped_.at(label);
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::get_label_by_mapped_value(const real_type &mapped_value) const -> const label_type & {
+    if (!detail::contains(mapped_to_label_, mapped_value)) {
+        throw data_set_exception{ fmt::format("Mapped value \"{}\" unknown in this label mapping!", mapped_value) };
+    }
+    return mapped_to_label_.at(mapped_value);
+}
+
+template <typename T, typename U>
+auto data_set<T, U>::label_mapper::num_mappings() const noexcept -> size_type {
+    PLSSVM_ASSERT(label_to_mapped_.size() == 2 && mapped_to_label_.size() == 2, "Both maps must contain exactly two values, but {} and {} were given!", label_to_mapped_.size(), mapped_to_label_.size());
+    return label_to_mapped_.size();
+}
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string& filename) {
+auto data_set<T, U>::label_mapper::labels() const -> std::vector<label_type> {
+    std::vector<label_type> available_labels;
+    available_labels.reserve(this->num_mappings());
+    for (const auto &[key, value] : label_to_mapped_) {
+        available_labels.push_back(key);
+    }
+    return available_labels;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+////                             data_set class                             ////
+////////////////////////////////////////////////////////////////////////////////
+
+template <typename T, typename U>
+data_set<T, U>::data_set() :
+    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}
+
+template <typename T, typename U>
+data_set<T, U>::data_set(const std::string &filename) {
     // read data set from file
     this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string& filename, const file_format_type format) {
+data_set<T, U>::data_set(const std::string &filename, const file_format_type format) {
     // read data set from file
     this->read_file(filename, format);
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string& filename, scaling scale_parameter) : data_set{ filename } {
+data_set<T, U>::data_set(const std::string &filename, scaling scale_parameter) :
+    data_set{ filename } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
@@ -187,19 +351,20 @@ data_set<T, U>::data_set(const std::string& filename, scaling scale_parameter) :
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(const std::string& filename, file_format_type format, scaling scale_parameter) : data_set{ filename, format } {
+data_set<T, U>::data_set(const std::string &filename, file_format_type format, scaling scale_parameter) :
+    data_set{ filename, format } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
     this->scale();
 }
 
-
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X) :
+    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == X_ptr_->front().size(); })) {
         throw exception{ "All points in the data vector must have the same number of features!" };
     } else if (X_ptr_->front().size() == 0) {
         throw exception{ "No features provided for the data points!" };
@@ -210,10 +375,11 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X) : X_ptr_{ std:
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y) : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y) :
+    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type>& point) { return point.size() == X_ptr_->front().size(); })) {
+    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == X_ptr_->front().size(); })) {
         throw exception{ "All points in the data vector must have the same number of features!" };
     } else if (X_ptr_->front().size() == 0) {
         throw exception{ "No features provided for the data points!" };
@@ -229,7 +395,8 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<la
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter) : data_set{ std::move(X) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter) :
+    data_set{ std::move(X) } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
@@ -237,14 +404,14 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, scaling scale_
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter) : data_set{ std::move(X), std::move(y) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter) :
+    data_set{ std::move(X), std::move(y) } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
     this->scale();
 }
 
-
 /******************************************************************************
  *                                Save Data Set                               *
  ******************************************************************************/
@@ -273,7 +440,6 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 }
 
-
 /******************************************************************************
  *                                   Getter                                   *
  ******************************************************************************/
@@ -321,7 +487,6 @@ auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label
     return mapping_->get_label_by_mapped_value(val);
 }
 
-
 ////////////////////////////////////////////////////////////////////////////////
 ////                        PRIVATE MEMBER FUNCTIONS                        ////
 ////////////////////////////////////////////////////////////////////////////////
@@ -334,7 +499,7 @@ void data_set<T, U>::create_mapping() {
 
     // convert input labels to now mapped values
     std::vector<real_type> tmp(labels_ptr_->size());
-    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapper)
+#pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapper)
     for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
         tmp[i] = mapper.get_mapped_value_by_label((*labels_ptr_)[i]);
     }
@@ -362,8 +527,10 @@ void data_set<T, U>::scale() {
             real_type min_value = std::numeric_limits<real_type>::max();
             real_type max_value = std::numeric_limits<real_type>::lowest();
 
-            // calculate min/max values of all data points at the specific feature
-            #pragma omp parallel for default(none) shared(X_ptr_) firstprivate(num_features_, feature) reduction(min : min_value) reduction(max : max_value)
+// calculate min/max values of all data points at the specific feature
+#pragma omp parallel for default(none) shared(X_ptr_) firstprivate(num_features_, feature) reduction(min                        \
+                                                                                                     : min_value) reduction(max \
+                                                                                                                            : max_value)
             for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
                 min_value = std::min(min_value, (*X_ptr_)[data_point][feature]);
                 max_value = std::max(max_value, (*X_ptr_)[data_point][feature]);
@@ -380,8 +547,8 @@ void data_set<T, U>::scale() {
         throw invalid_file_format_exception{ fmt::format("The maximum scaling feature index most not be greater than {}, but is {}!", scale_parameters_->scaling_factors.back().feature, num_features_) };
     }
 
-    // scale values
-    #pragma omp parallel for default(none) shared(scale_parameters_, X_ptr_) firstprivate(lower, upper, num_data_points_)
+// scale values
+#pragma omp parallel for default(none) shared(scale_parameters_, X_ptr_) firstprivate(lower, upper, num_data_points_)
     for (size_type i = 0; i < scale_parameters_->scaling_factors.size(); ++i) {
         // extract feature-wise min and max values
         const typename scaling::factors factor = scale_parameters_->scaling_factors[i];
@@ -397,12 +564,11 @@ void data_set<T, U>::scale() {
     }
 }
 
-
 /******************************************************************************
  *                                 Write Files                                *
  ******************************************************************************/
 template <typename T, typename U>
-void data_set<T, U>::write_libsvm_file(const std::string& filename) const {
+void data_set<T, U>::write_libsvm_file(const std::string &filename) const {
     // write data
     if (this->has_labels()) {
         detail::io::write_libsvm_data(filename, *X_ptr_, *labels_ptr_);
@@ -421,7 +587,6 @@ void data_set<T, U>::write_arff_file(const std::string &filename) const {
     }
 }
 
-
 /******************************************************************************
  *                                 Read Files                                 *
  ******************************************************************************/
@@ -477,7 +642,7 @@ void data_set<T, U>::read_libsvm_file(const std::string &filename) {
 }
 
 template <typename T, typename U>
-void data_set<T,U>::read_arff_file(const std::string &filename) {
+void data_set<T, U>::read_arff_file(const std::string &filename) {
     detail::io::file_reader reader{ filename };
     reader.read_lines('%');
 
@@ -496,94 +661,6 @@ void data_set<T,U>::read_arff_file(const std::string &filename) {
     }
 }
 
-
-/******************************************************************************
- *                            Scaling Nested-Class                            *
- ******************************************************************************/
-template <typename T, typename U>
-data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) : scaling_interval{ std::make_pair(lower, upper) } { }
-
-template <typename T, typename U>
-data_set<T, U>::scaling::scaling(const std::string &filename) {
-    detail::io::file_reader reader{ filename };
-    reader.read_lines('#');
-
-    // read scaling values from file
-    std::tie(scaling_interval, scaling_factors) = detail::io::parse_scaling_factors<real_type, factors>(reader);
-}
-
-template <typename T, typename U>
-void data_set<T, U>::scaling::save(const std::string &filename) const {
-    if (scaling_factors.empty()) {
-        throw exception{ "Data set not scaled so no scaling factors can be saved!" };
-    }
-
-    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    // write scaling values to file
-    detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
-
-    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Write {} scaling factors in {} to the file '{}'.\n", scaling_factors.size(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time), filename);
-    }
-}
-
-
-/******************************************************************************
- *                          Label Mapper Nested-Class                         *
- ******************************************************************************/
-template <typename T, typename U>
-data_set<T, U>::data_set::label_mapper::label_mapper(const std::vector<label_type> &labels) {
-    // we are only interested in unique labels
-    std::set<label_type> unique_labels(labels.begin(), labels.end());
-    // currently, only two different labels are supported
-    if (unique_labels.size() != 2) {
-        throw std::runtime_error{ fmt::format("Currently only binary classification is supported, but {} different labels were given!", unique_labels.size()) };
-    }
-    // create mapping
-    // first label
-    auto it = unique_labels.begin();
-    label_to_mapped_[*it] = -1;
-    mapped_to_label_[-1] = *it;
-    // second label
-    ++it;
-    label_to_mapped_[*it] = +1;
-    mapped_to_label_[+1] = *it;
-}
-
-template <typename T, typename U>
-auto data_set<T, U>::label_mapper::get_mapped_value_by_label(const label_type &label) const -> const real_type & {
-    if (!detail::contains(label_to_mapped_, label)) {
-        throw exception{ fmt::format("Label {} unknown in this label mapping!", label) };
-    }
-    return label_to_mapped_.at(label);
-}
-
-template <typename T, typename U>
-auto data_set<T, U>::label_mapper::get_label_by_mapped_value(const real_type &mapped_value) const -> const label_type & {
-    if (!detail::contains(mapped_to_label_, mapped_value)) {
-        throw exception{ fmt::format("Mapped value {} unknown in this label mapping!", mapped_value) };
-    }
-    return mapped_to_label_.at(mapped_value);
-}
-
-template <typename T, typename U>
-auto data_set<T, U>::label_mapper::num_mappings() const noexcept -> size_type {
-    PLSSVM_ASSERT(label_to_mapped_.size() == 2 && mapped_to_label_.size() == 2, "Both maps must contain exactly two values, but {} and {} were given!", label_to_mapped_.size(), mapped_to_label_.size());
-    return label_to_mapped_.size();
-}
-
-template <typename T, typename U>
-auto data_set<T, U>::label_mapper::labels() const -> std::vector<label_type> {
-    std::vector<label_type> available_labels;
-    available_labels.reserve(this->num_mappings());
-    for (const auto& [key, value] : label_to_mapped_) {
-        available_labels.push_back(key);
-    }
-    return available_labels;
-}
-
 namespace detail {
 
 // two possible types: real_type + int and real_type + std::string
@@ -619,6 +696,8 @@ inline data_set_variants data_set_factory(const cmd_parameter &params) {
     }
 }
 
-}
+}  // namespace detail
+
+}  // namespace plssvm
 
-}
\ No newline at end of file
+#endif  // PLSSVM_DATA_SET_HPP_
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 5482457d5..3a4478c64 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -124,6 +124,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
     ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
     ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/kernel_types.cpp
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
new file mode 100644
index 000000000..9be8e3479
--- /dev/null
+++ b/tests/data_set.cpp
@@ -0,0 +1,187 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the data_set used for learning an SVM model.
+ */
+
+#include "plssvm/data_set.hpp"
+
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
+
+#include "utility.hpp"  // util::create_temp_file, util::redirect_output
+
+#include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
+                          // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
+
+#include <cstddef>      // std::size_t
+#include <filesystem>   // std::filesystem::remove
+#include <regex>        // std::regex, std::regex_match, std::regex::extended
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
+
+// struct for the used type combinations
+template <typename T, typename U>
+struct type_combinations {
+    using real_type = T;
+    using label_type = U;
+};
+
+// the floating point and label types combinations to test
+using type_combinations_types = ::testing::Types<
+    type_combinations<float, int>,
+    type_combinations<float, std::string>,
+    type_combinations<double, int>,
+    type_combinations<double, std::string>>;
+
+////////////////////////////////////////////////////////////////////////////////
+////                          scaling nested-class                          ////
+////////////////////////////////////////////////////////////////////////////////
+
+template <typename T>
+class DataSetScaling : public ::testing::Test, private util::redirect_output {};
+TYPED_TEST_SUITE(DataSetScaling, type_combinations_types);
+
+TYPED_TEST(DataSetScaling, default_construct_factor) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+    using factor_type = typename scaling_type::factors;
+
+    // create factor
+    factor_type factor{};
+
+    // test values
+    EXPECT_EQ(factor.feature, std::size_t{});
+    EXPECT_EQ(factor.lower, real_type{});
+    EXPECT_EQ(factor.upper, real_type{});
+}
+TYPED_TEST(DataSetScaling, construct_factor) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+    using factor_type = typename scaling_type::factors;
+
+    // create factor
+    factor_type factor{ 1, real_type{ -2.5 }, real_type{ 2.5 } };
+
+    // test values
+    EXPECT_EQ(factor.feature, 1);
+    EXPECT_EQ(factor.lower, -2.5);
+    EXPECT_EQ(factor.upper, 2.5);
+}
+
+TYPED_TEST(DataSetScaling, construct_interval) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+
+    // create scaling class
+    scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
+
+    // test whether the values have been correctly set
+    EXPECT_EQ(scale.scaling_interval.first, real_type{ -1.0 });
+    EXPECT_EQ(scale.scaling_interval.second, real_type{ 1.0 });
+    EXPECT_TRUE(scale.scaling_factors.empty());
+}
+TYPED_TEST(DataSetScaling, construct_from_file) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+    using factors_type = typename scaling_type::factors;
+
+    // create scaling class
+    scaling_type scale{ PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt" };
+
+    // test whether the values have been correctly set
+    EXPECT_EQ(scale.scaling_interval.first, plssvm::detail::convert_to<real_type>("-1.4"));
+    EXPECT_EQ(scale.scaling_interval.second, plssvm::detail::convert_to<real_type>("2.6"));
+    std::vector<factors_type> correct_factors = {
+        factors_type{ 0, real_type{ 0.0 }, real_type{ 1.0 } },
+        factors_type{ 1, real_type{ 1.1 }, real_type{ 2.1 } },
+        factors_type{ 3, real_type{ 3.3 }, real_type{ 4.3 } },
+        factors_type{ 4, real_type{ 4.4 }, real_type{ 5.4 } },
+    };
+    ASSERT_EQ(scale.scaling_factors.size(), correct_factors.size());
+    for (std::size_t i = 0; i < correct_factors.size(); ++i) {
+        EXPECT_EQ(scale.scaling_factors[i].feature, correct_factors[i].feature);
+        EXPECT_EQ(scale.scaling_factors[i].lower, correct_factors[i].lower);
+        EXPECT_EQ(scale.scaling_factors[i].upper, correct_factors[i].upper);
+    }
+}
+
+TYPED_TEST(DataSetScaling, save) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+
+    // create scaling class
+    scaling_type scale{ PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt" };
+
+    // create temporary file
+    const std::string filename = util::create_temp_file();
+    {
+        // save scaling factors
+        scale.save(filename);
+
+        // read file and check its content
+        plssvm::detail::io::file_reader reader{ filename };
+        reader.read_lines('#');
+
+        std::vector<std::string> regex_patterns;
+        // header
+        regex_patterns.emplace_back("x");
+        regex_patterns.emplace_back("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+        // the remaining values
+        regex_patterns.emplace_back("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+
+        // check the content
+        ASSERT_GE(reader.num_lines(), 2);
+        std::regex reg{ regex_patterns[0], std::regex::extended }; // check the line only containing an x
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(0) }, reg));
+        reg = std::regex{ regex_patterns[1], std::regex::extended }; // check the scaling interval line
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
+        reg = std::regex{ regex_patterns[2], std::regex::extended }; // check the remaining lines
+        for (std::size_t i = 2; i < reader.num_lines(); ++i) {
+            EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
+        }
+    }
+    std::filesystem::remove(filename);
+}
+TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+
+    // create scaling class
+    scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
+
+    // create temporary file
+    const std::string filename = util::create_temp_file();
+    {
+        // save scaling factors
+        scale.save(filename);
+
+        // read file and check its content
+        plssvm::detail::io::file_reader reader{ filename };
+        reader.read_lines('#');
+
+        std::vector<std::string> regex_patterns;
+        // header
+        regex_patterns.emplace_back("x");
+        regex_patterns.emplace_back("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+
+        // check the content
+        ASSERT_EQ(reader.num_lines(), 2);
+        std::regex reg{ regex_patterns[0], std::regex::extended }; // check the line only containing an x
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(0) }, reg));
+        reg = std::regex{ regex_patterns[1], std::regex::extended }; // check the scaling interval line
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
+    }
+    std::filesystem::remove(filename);
+}
\ No newline at end of file

From 34e9713c37e7c20d57c84995904c8d4393e814cd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 10:33:19 +0200
Subject: [PATCH 0274/1010] Add tests for the data_set label_mapper nested
 class.

---
 include/plssvm/data_set.hpp |   4 +-
 tests/data_set.cpp          | 153 ++++++++++++++++++++++++++++++++++--
 2 files changed, 150 insertions(+), 7 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index a0d7961eb..30eca611e 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -189,7 +189,7 @@ class data_set<T, U>::scaling {
 
 template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) :
-    scaling_interval{ std::make_pair(lower, upper) } {}
+    scaling_interval{ std::make_pair(lower, upper) } {} // TODO: test lower upper?
 
 template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const std::string &filename) {
@@ -307,7 +307,7 @@ auto data_set<T, U>::label_mapper::get_label_by_mapped_value(const real_type &ma
 
 template <typename T, typename U>
 auto data_set<T, U>::label_mapper::num_mappings() const noexcept -> size_type {
-    PLSSVM_ASSERT(label_to_mapped_.size() == 2 && mapped_to_label_.size() == 2, "Both maps must contain exactly two values, but {} and {} were given!", label_to_mapped_.size(), mapped_to_label_.size());
+    PLSSVM_ASSERT(label_to_mapped_.size() == mapped_to_label_.size(), "Both maps must contain the same number of values, but {} and {} were given!", label_to_mapped_.size(), mapped_to_label_.size());
     return label_to_mapped_.size();
 }
 
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 9be8e3479..9dcb3f46a 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -142,11 +142,11 @@ TYPED_TEST(DataSetScaling, save) {
 
         // check the content
         ASSERT_GE(reader.num_lines(), 2);
-        std::regex reg{ regex_patterns[0], std::regex::extended }; // check the line only containing an x
+        std::regex reg{ regex_patterns[0], std::regex::extended };  // check the line only containing an x
         EXPECT_TRUE(std::regex_match(std::string{ reader.line(0) }, reg));
-        reg = std::regex{ regex_patterns[1], std::regex::extended }; // check the scaling interval line
+        reg = std::regex{ regex_patterns[1], std::regex::extended };  // check the scaling interval line
         EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
-        reg = std::regex{ regex_patterns[2], std::regex::extended }; // check the remaining lines
+        reg = std::regex{ regex_patterns[2], std::regex::extended };  // check the remaining lines
         for (std::size_t i = 2; i < reader.num_lines(); ++i) {
             EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
         }
@@ -178,10 +178,153 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
 
         // check the content
         ASSERT_EQ(reader.num_lines(), 2);
-        std::regex reg{ regex_patterns[0], std::regex::extended }; // check the line only containing an x
+        std::regex reg{ regex_patterns[0], std::regex::extended };  // check the line only containing an x
         EXPECT_TRUE(std::regex_match(std::string{ reader.line(0) }, reg));
-        reg = std::regex{ regex_patterns[1], std::regex::extended }; // check the scaling interval line
+        reg = std::regex{ regex_patterns[1], std::regex::extended };  // check the scaling interval line
         EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
     }
     std::filesystem::remove(filename);
+}
+
+////////////////////////////////////////////////////////////////////////////////
+////                       label mapper nested-class                        ////
+////////////////////////////////////////////////////////////////////////////////
+
+template <typename T>
+class DataSetLabelMapper : public ::testing::Test {};
+TYPED_TEST_SUITE(DataSetLabelMapper, type_combinations_types);
+
+TYPED_TEST(DataSetLabelMapper, construct) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    std::vector<label_type> different_labels;
+    if constexpr (std::is_same_v<label_type, int>) {
+        different_labels = std::vector<int>{ -64, 32 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        different_labels = std::vector<std::string>{ "cat", "dog" };
+    }
+
+    // create label mapper
+    const std::vector<label_type> labels = {
+        different_labels[0],
+        different_labels[1],
+        different_labels[1],
+        different_labels[0],
+        different_labels[1]
+    };
+    const label_mapper_type mapper{ labels };
+
+    // test values
+    EXPECT_EQ(mapper.num_mappings(), 2);
+    EXPECT_EQ(mapper.labels(), different_labels);
+    // test mapping
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ -1 }), different_labels[0]);
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ 1 }), different_labels[1]);
+    EXPECT_EQ(mapper.get_mapped_value_by_label(different_labels[0]), real_type{ -1 });
+    EXPECT_EQ(mapper.get_mapped_value_by_label(different_labels[1]), real_type{ 1 });
+}
+TYPED_TEST(DataSetLabelMapper, construct_too_many_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    std::vector<label_type> different_labels;
+    if constexpr (std::is_same_v<label_type, int>) {
+        different_labels = std::vector<int>{ -64, 32, 128 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        different_labels = std::vector<std::string>{ "cat", "dog", "mouse" };
+    }
+
+    // too many labels provided!
+    EXPECT_THROW_WHAT(label_mapper_type{ different_labels }, plssvm::data_set_exception, "Currently only binary classification is supported, but 3 different labels were given!");
+}
+TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+
+    // create label mapper
+    const label_mapper_type mapper{ different_labels };
+
+    // test the number of mappings
+    EXPECT_EQ(mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("-10")), real_type{ -1 });
+    EXPECT_EQ(mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("10")), real_type{ 1 });
+}
+TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_invalid_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+
+    // create label mapper
+    const label_mapper_type mapper{ different_labels };
+
+    // test the number of mappings
+    EXPECT_THROW_WHAT(std::ignore = mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("42")), plssvm::data_set_exception, "Label \"42\" unknown in this label mapping!");
+}
+TYPED_TEST(DataSetLabelMapper, get_label_by_mapped_value) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+
+    // create label mapper
+    const label_mapper_type mapper{ different_labels };
+
+    // test the number of mappings
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ -1 }), plssvm::detail::convert_to<label_type>("-10"));
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ 1 }), plssvm::detail::convert_to<label_type>("10"));
+}
+TYPED_TEST(DataSetLabelMapper, get_label_by_invalid_mapped_value) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+
+    // create label mapper
+    const label_mapper_type mapper{ different_labels };
+
+    // test the number of mappings
+    EXPECT_THROW_WHAT(std::ignore = mapper.get_label_by_mapped_value(real_type{ 0.0 }), plssvm::data_set_exception, "Mapped value \"0\" unknown in this label mapping!");
+}
+TYPED_TEST(DataSetLabelMapper, num_mappings) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-1"), plssvm::detail::convert_to<label_type>("1") };
+
+    // create label mapper
+    const label_mapper_type mapper{ different_labels };
+
+    // test the number of mappings
+    EXPECT_EQ(mapper.num_mappings(), 2);
+}
+TYPED_TEST(DataSetLabelMapper, labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
+
+    // the different labels
+    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-1"), plssvm::detail::convert_to<label_type>("1") };
+
+    // create label mapper
+    const label_mapper_type mapper{ different_labels };
+
+    // test the number of mappings
+    EXPECT_EQ(mapper.labels(), different_labels);
 }
\ No newline at end of file

From 0ce21b6c73806c938c650cd506d82e23ddf29579 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 10:56:45 +0200
Subject: [PATCH 0275/1010] Add additional exceptions to test whether the
 provided scaling interval is valid.

---
 include/plssvm/data_set.hpp                          | 9 +++++++--
 include/plssvm/detail/io/scaling_factors_parsing.hpp | 3 +++
 tests/data_set.cpp                                   | 8 ++++++++
 tests/detail/io/scaling_factors_parsing.cpp          | 8 ++++++++
 4 files changed, 26 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 30eca611e..20220eea2 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -166,6 +166,7 @@ class data_set<T, U>::scaling {
      * @brief Create a new scaling class that can be used to scale all features of a data set to the interval [lower, upper].
      * @param[in] lower the lower bound of all features
      * @param[in] upper the upper bound of all features
+     * @throws plssvm::data_set_exception if lower is greater or equal than upper
      */
     scaling(real_type lower, real_type upper);
     /**
@@ -189,7 +190,11 @@ class data_set<T, U>::scaling {
 
 template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const real_type lower, const real_type upper) :
-    scaling_interval{ std::make_pair(lower, upper) } {} // TODO: test lower upper?
+    scaling_interval{ std::make_pair(lower, upper) } {
+    if (lower >= upper) {
+        throw data_set_exception{ fmt::format("Inconsistent scaling interval specification: lower ({}) must be less than upper ({})!", lower, upper) };
+    }
+}
 
 template <typename T, typename U>
 data_set<T, U>::scaling::scaling(const std::string &filename) {
@@ -516,7 +521,7 @@ void data_set<T, U>::scale() {
     // unpack scaling interval pair
     const real_type lower = scale_parameters_->scaling_interval.first;
     const real_type upper = scale_parameters_->scaling_interval.second;
-    if (lower >= upper) {
+    if (lower >= upper) { // TODO: remove here?!
         throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
     }
 
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 5278208dc..15b28a6b2 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -71,6 +71,9 @@ template <typename real_type, typename factors_type>
     if (scale_to_interval.size() != 2) {
         throw invalid_file_format_exception{ fmt::format("The interval to which the data points should be scaled must exactly have two values, but {} were given!", scale_to_interval.size()) };
     }
+    if (scale_to_interval[0] >= scale_to_interval[1]) {
+        throw invalid_file_format_exception{ fmt::format("Inconsistent scaling interval specification: lower ({}) must be less than upper ({})!", scale_to_interval[0], scale_to_interval[1]) };
+    }
 
     // parse scaling factors
     std::exception_ptr parallel_exception;
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 9dcb3f46a..39cf708dc 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -89,6 +89,14 @@ TYPED_TEST(DataSetScaling, construct_interval) {
     EXPECT_EQ(scale.scaling_interval.second, real_type{ 1.0 });
     EXPECT_TRUE(scale.scaling_factors.empty());
 }
+TYPED_TEST(DataSetScaling, construct_invalid_interval) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+
+    // create scaling class with an invalid interval
+    EXPECT_THROW_WHAT((scaling_type{ real_type{ 1.0 }, real_type{ -1.0 } }), plssvm::data_set_exception, "Inconsistent scaling interval specification: lower (1) must be less than upper (-1)!");
+}
 TYPED_TEST(DataSetScaling, construct_from_file) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index b4aaf7063..eda80670f 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -97,6 +97,14 @@ TYPED_TEST(ScalingFactorsRead, too_few_scaling_interval_values) {
     reader.read_lines('#');
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
 }
+TYPED_TEST(ScalingFactorsRead, inconsistent_scaling_interval_values) {
+    using real_type = TypeParam;
+
+    // parse scaling factors!
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/inconsistent_scaling_interval_values.txt" };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "Inconsistent scaling interval specification: lower (1.4) must be less than upper (-2.6)!");
+}
 TYPED_TEST(ScalingFactorsRead, no_header) {
     using real_type = TypeParam;
 

From 96eb20568df65b38cadfeb57b91c8986a955b601 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 16:25:52 +0200
Subject: [PATCH 0276/1010] Change public data_set API (removing some
 functions) and add tests.

---
 include/plssvm/csvm.hpp                       |   4 +-
 include/plssvm/data_set.hpp                   | 153 ++++---
 .../plssvm/detail/io/libsvm_model_parsing.hpp |   8 +-
 tests/data/arff/5x4_int_without_label.arff    |  15 +
 tests/data/arff/5x4_string_without_label.arff |  15 +
 .../data/libsvm/5x4_int_without_label.libsvm  |   6 +
 .../libsvm/5x4_string_without_label.libsvm    |   6 +
 tests/data_set.cpp                            | 377 +++++++++++++++++-
 8 files changed, 525 insertions(+), 59 deletions(-)
 create mode 100644 tests/data/arff/5x4_int_without_label.arff
 create mode 100644 tests/data/arff/5x4_string_without_label.arff
 create mode 100644 tests/data/libsvm/5x4_int_without_label.libsvm
 create mode 100644 tests/data/libsvm/5x4_string_without_label.libsvm

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index bba25e1b0..02a8d0686 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -293,7 +293,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     model<real_type, label_type> csvm_model{ params, data };
 
     // solve the minimization problem
-    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), data.mapped_labels().value().get(), epsilon_val.value(), max_iter_val.value());
+    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
@@ -321,7 +321,7 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
     std::vector<label_type> predicted_labels(predicted_values.size());
     #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
-        predicted_labels[i] = model.data_.label_from_mapped_value(plssvm::operators::sign(predicted_values[i]));
+        predicted_labels[i] = model.data_.mapping_->get_label_by_mapped_value(plssvm::operators::sign(predicted_values[i]));
     }
     return predicted_labels;
 }
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 20220eea2..90a0b3074 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -49,11 +49,34 @@
 
 namespace plssvm {
 
+// forward declare data_set class
+template <typename, typename>
+class data_set;
+
+namespace detail::io {
+
+// forward declare function which needs the mapping_ member
+template <typename A, typename B>
+inline std::vector<B> write_libsvm_model_header(fmt::ostream &, const plssvm::parameter<A> &, const A, const plssvm::data_set<A, B> &);
+
+}  // namespace detail::io
+
+/**
+ * @brief Type alias for an optional reference (since `std::optional<T&>` is not allowed.
+ * @tparam T the type to wrap as a reference
+ */
 template <typename T>
 using optional_ref = std::optional<std::reference_wrapper<T>>;
 
+/**
+ * @brief Encapsulate all necessary data that is needed for training or predicting using an SVM.
+ * @details May or may not contain labels!
+ * @tparam T the floating point type of the data (either `float` or `double`)
+ * @tparam U the label type of the data (any arithmetic type (except bool) or `std::string`)
+ */
 template <typename T, typename U = int>
 class data_set {
+    // make sure only valid template types are used
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
     // because std::vector<bool> is evil
@@ -63,18 +86,53 @@ class data_set {
     template <typename, typename>
     friend class model;
 
+    template <typename>
+    friend class csvm;
+
+    template <typename A, typename B>
+    friend std::vector<B> plssvm::detail::io::write_libsvm_model_header(fmt::ostream &, const plssvm::parameter<A> &, const A, const plssvm::data_set<A, B> &);
+
   public:
+    /// The type of the data points: either `float` or `double`.
     using real_type = T;
+    /// The type of the labels: any arithmetic type (except bool) or `std::string`.
     using label_type = U;
+    /// An unsigned integer type.
     using size_type = std::size_t;
 
+    // forward declare the scaling class
     class scaling;
-
+    // forward declare the label_mapper class
     class label_mapper;
 
+    /**
+     * @brief Read the data points from the file @p filename.
+     *        Automatically determines the @p plssvm::file_format_type based on the file extension.
+     * @details If @p filename ends with `.arff` it uses the ARFF parser, otherwise the LIBSVM parser is used.
+     * @param[in] filename the file to read the data points from
+     */
     explicit data_set(const std::string &filename);
+    /**
+     * @brief Read the data points from the file @p filename assuming that the file is given in the @p plssvm::file_format_type.
+     * @param[in] filename the file to read the data points from
+     * @param[in] format the assumed file format used to parse the data points
+     */
     data_set(const std::string &filename, file_format_type format);
+    /**
+     * @brief Read the data points from the file @p filename and scale it using the provided @p scale_parameter.
+     *        Automatically determines the @p plssvm::file_format_type based on the file extension.
+     * @details If @p filename ends with `.arff` it uses the ARFF parser, otherwise the LIBSVM parser is used.
+     * @param[in] filename the file to read the data points from
+     * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     */
     data_set(const std::string &filename, scaling scale_parameter);
+    /**
+     * @brief Read the data points from the file @p filename assuming that the file is given in the @p plssvm::file_format_type and
+     *        scale it using the provided @p scale_parameter.
+     * @param[in] filename the file to read the data points from
+     * @param[in] format the assumed file format used to parse the data points
+     * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     */
     data_set(const std::string &filename, file_format_type format, scaling scale_parameter);
 
     explicit data_set(std::vector<std::vector<real_type>> &&X);
@@ -87,16 +145,12 @@ class data_set {
 
     [[nodiscard]] const std::vector<std::vector<real_type>> &data() const noexcept { return *X_ptr_; }
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
-    [[nodiscard]] optional_ref<const std::vector<real_type>> mapped_labels() const noexcept;
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
+    [[nodiscard]] std::optional<std::vector<label_type>> different_labels() const noexcept;
 
-    [[nodiscard]] label_type label_from_mapped_value(real_type val) const;
-
-    [[nodiscard]] size_type num_labels() const noexcept { return mapping_ != nullptr ? mapping_->num_mappings() : 0; }
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
-
-    [[nodiscard]] optional_ref<const label_mapper> mapping() const noexcept;
+    [[nodiscard]] size_type num_different_labels() const noexcept { return mapping_ != nullptr ? mapping_->num_mappings() : 0; }
 
     [[nodiscard]] bool is_scaled() const noexcept { return scale_parameters_ != nullptr; }
     [[nodiscard]] optional_ref<const scaling> scaling_factors() const noexcept;
@@ -104,7 +158,13 @@ class data_set {
   private:
     data_set();
 
+    /**
+     * @brief Create the mapping between the provided labels and the internally used mapped values, i.e., { -1, 1 }.
+     */
     void create_mapping();
+    /**
+     * @brief Scale the feature values of the data set to the provided range.
+     */
     void scale();
 
     void write_libsvm_file(const std::string &filename) const;
@@ -330,13 +390,10 @@ auto data_set<T, U>::label_mapper::labels() const -> std::vector<label_type> {
 ////                             data_set class                             ////
 ////////////////////////////////////////////////////////////////////////////////
 
-template <typename T, typename U>
-data_set<T, U>::data_set() :
-    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}
-
 template <typename T, typename U>
 data_set<T, U>::data_set(const std::string &filename) {
     // read data set from file
+    // if the file doesn't end with .arff, assume a LIBSVM file
     this->read_file(filename, detail::ends_with(filename, ".arff") ? file_format_type::arff : file_format_type::libsvm);
 }
 
@@ -436,26 +493,19 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Write {} data points with {} features in {} to the {} file '{}'.\n",
-                   num_data_points_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   format,
-                   filename);
+        std::cout << fmt::format("Write {} data points with {} features in {} to the {} file '{}'.",
+                                 num_data_points_,
+                                 num_features_,
+                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                                 format,
+                                 filename)
+                  << std::endl;
     }
 }
 
 /******************************************************************************
  *                                   Getter                                   *
  ******************************************************************************/
-template <typename T, typename U>
-auto data_set<T, U>::mapped_labels() const noexcept -> optional_ref<const std::vector<real_type>> {
-    if (this->has_labels()) {
-        return std::make_optional(std::cref(*y_ptr_));
-    } else {
-        return std::nullopt;
-    }
-}
 
 template <typename T, typename U>
 auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<label_type>> {
@@ -467,9 +517,9 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::mapping() const noexcept -> optional_ref<const label_mapper> {
+auto data_set<T, U>::different_labels() const noexcept -> std::optional<std::vector<label_type>> {
     if (this->has_labels()) {
-        return std::make_optional(std::cref(*mapping_));
+        return std::make_optional(mapping_->labels());
     } else {
         return std::nullopt;
     }
@@ -484,18 +534,14 @@ auto data_set<T, U>::scaling_factors() const noexcept -> optional_ref<const scal
     }
 }
 
-template <typename T, typename U>
-auto data_set<T, U>::label_from_mapped_value(const real_type val) const -> label_type {
-    if (mapping_ == nullptr) {
-        throw exception{ "No mapping exists!" };
-    }
-    return mapping_->get_label_by_mapped_value(val);
-}
-
 ////////////////////////////////////////////////////////////////////////////////
 ////                        PRIVATE MEMBER FUNCTIONS                        ////
 ////////////////////////////////////////////////////////////////////////////////
 
+template <typename T, typename U>
+data_set<T, U>::data_set() :
+    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}
+
 template <typename T, typename U>
 void data_set<T, U>::create_mapping() {
     PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
@@ -521,9 +567,6 @@ void data_set<T, U>::scale() {
     // unpack scaling interval pair
     const real_type lower = scale_parameters_->scaling_interval.first;
     const real_type upper = scale_parameters_->scaling_interval.second;
-    if (lower >= upper) { // TODO: remove here?!
-        throw plssvm::exception(fmt::format("Illegal interval specification: lower ({}) < upper ({}).", lower, upper));
-    }
 
     // calculate scaling factors if necessary, use provided once otherwise
     if (scale_parameters_->scaling_factors.empty()) {
@@ -542,14 +585,17 @@ void data_set<T, U>::scale() {
             }
 
             // add scaling factor only if min_value != 0.0 AND max_value != 0.0
-            if (min_value != real_type{ 0.0 } && max_value != real_type{ 0.0 }) {
+            if (!(min_value == real_type{ 0.0 } && max_value == real_type{ 0.0 })) {
                 scale_parameters_->scaling_factors.emplace_back(feature, min_value, max_value);
             }
         }
-    } else if (scale_parameters_->scaling_factors.size() > num_features_) {
-        throw invalid_file_format_exception{ fmt::format("Need at most as much scaling factors as features in the data set are present ({}), but {} were given!", num_features_, scale_parameters_->scaling_factors.size()) };
-    } else if (scale_parameters_->scaling_factors.back().feature >= num_features_) {
-        throw invalid_file_format_exception{ fmt::format("The maximum scaling feature index most not be greater than {}, but is {}!", scale_parameters_->scaling_factors.back().feature, num_features_) };
+    } else {
+        if (scale_parameters_->scaling_factors.size() > num_features_) {
+            throw data_set_exception{ fmt::format("Need at most as much scaling factors as features in the data set are present ({}), but {} were given!", num_features_, scale_parameters_->scaling_factors.size()) };
+        }
+        if (scale_parameters_->scaling_factors.back().feature >= num_features_) {
+            throw data_set_exception{ fmt::format("The maximum scaling feature index most not be greater than {}, but is {}!", num_features_ - 1, scale_parameters_->scaling_factors.back().feature) };
+        }
     }
 
 // scale values
@@ -559,13 +605,17 @@ void data_set<T, U>::scale() {
         const typename scaling::factors factor = scale_parameters_->scaling_factors[i];
         // scale data values
         for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
-            (*X_ptr_)[data_point][factor.feature] = (upper - lower) / (factor.upper - factor.lower) * ((*X_ptr_)[data_point][factor.feature] - factor.upper) + upper;
+            (*X_ptr_)[data_point][factor.feature] = lower + (upper - lower) * ((*X_ptr_)[data_point][factor.feature] - factor.lower) / (factor.upper - factor.lower);
         }
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Scaled the data set to the range [{}, {}] in {}.\n", lower, upper, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+        std::cout << fmt::format("Scaled the data set to the range [{}, {}] in {}.",
+                                 lower,
+                                 upper,
+                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time))
+                  << std::endl;
     }
 }
 
@@ -616,12 +666,13 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Read {} data points with {} features in {} using the {} parser from file '{}'.\n\n",
-                   num_data_points_,
-                   num_features_,
-                   std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                   format,
-                   filename);
+        std::cout << fmt::format("Read {} data points with {} features in {} using the {} parser from file '{}'.\n\n",
+                                 num_data_points_,
+                                 num_features_,
+                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
+                                 format,
+                                 filename)
+                  << std::endl;
     }
 }
 
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index a8bcee9bd..5d8d156b7 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -302,7 +302,7 @@ template <typename real_type, typename label_type>
     }
 
     // get the original labels (not the mapped once)
-    const typename plssvm::data_set<real_type, label_type>::label_mapper mapper = data.mapping().value();
+    const typename plssvm::data_set<real_type, label_type>::label_mapper mapper = *data.mapping_;
     const std::vector<label_type> label_values = mapper.labels();
 
     // count the occurrence of each label
@@ -312,13 +312,13 @@ template <typename real_type, typename label_type>
         ++label_counts_map[l];
     }
     // fill vector with number of occurrences in correct order
-    std::vector<std::size_t> label_counts(data.num_labels());
-    for (typename data_set<real_type, label_type>::size_type i = 0; i < data.num_labels(); ++i) {
+    std::vector<std::size_t> label_counts(data.num_different_labels());
+    for (typename data_set<real_type, label_type>::size_type i = 0; i < data.num_different_labels(); ++i) {
         label_counts[i] = label_counts_map[label_values[i]];
     }
 
     out_string += fmt::format("nr_class {}\nlabel {}\ntotal_sv {}\nnr_sv {}\nrho {}\nSV\n",
-                              data.num_labels(),
+                              data.num_different_labels(),
                               fmt::join(label_values, " "),
                               data.num_data_points(),
                               fmt::join(label_counts, " "),
diff --git a/tests/data/arff/5x4_int_without_label.arff b/tests/data/arff/5x4_int_without_label.arff
new file mode 100644
index 000000000..a9f4a33f9
--- /dev/null
+++ b/tests/data/arff/5x4_int_without_label.arff
@@ -0,0 +1,15 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026
+0.0,0.60276937379453293,-0.13086851759108944,0.0
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/arff/5x4_string_without_label.arff b/tests/data/arff/5x4_string_without_label.arff
new file mode 100644
index 000000000..ac95701fa
--- /dev/null
+++ b/tests/data/arff/5x4_string_without_label.arff
@@ -0,0 +1,15 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026
+0.0,0.60276937379453293,-0.13086851759108944,0.0
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514
diff --git a/tests/data/libsvm/5x4_int_without_label.libsvm b/tests/data/libsvm/5x4_int_without_label.libsvm
new file mode 100644
index 000000000..9f38230ae
--- /dev/null
+++ b/tests/data/libsvm/5x4_int_without_label.libsvm
@@ -0,0 +1,6 @@
+# comment
+1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
+1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
+1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
+1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4_string_without_label.libsvm b/tests/data/libsvm/5x4_string_without_label.libsvm
new file mode 100644
index 000000000..9f38230ae
--- /dev/null
+++ b/tests/data/libsvm/5x4_string_without_label.libsvm
@@ -0,0 +1,6 @@
+# comment
+1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
+1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
+1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
+1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 39cf708dc..d34ca33df 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -11,9 +11,10 @@
 #include "plssvm/data_set.hpp"
 
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
-#include "plssvm/parameter.hpp"                 // plssvm::parameter
+#include "plssvm/exceptions/exceptions.hpp"
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
-#include "utility.hpp"  // util::create_temp_file, util::redirect_output
+#include "utility.hpp"  // util::create_temp_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
@@ -335,4 +336,376 @@ TYPED_TEST(DataSetLabelMapper, labels) {
 
     // test the number of mappings
     EXPECT_EQ(mapper.labels(), different_labels);
+}
+
+////////////////////////////////////////////////////////////////////////////////
+////                             data_set class                             ////
+////////////////////////////////////////////////////////////////////////////////
+
+// the floating point and label types combinations to test
+using extended_type_combinations_types = ::testing::Types<
+    type_combinations<float, int>,
+    type_combinations<float, std::string>,
+    type_combinations<float, bool>,
+    type_combinations<double, int>,
+    type_combinations<double, std::string>,
+    type_combinations<double, bool>>;
+
+template <typename T>
+const std::vector<std::vector<T>> correct_data_points_arff = {
+    plssvm::detail::split_as<T>("-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288", ','),
+    plssvm::detail::split_as<T>("-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026", ','),
+    plssvm::detail::split_as<T>("0.0,0.60276937379453293,-0.13086851759108944,0.0", ','),
+    plssvm::detail::split_as<T>("0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387", ','),
+    plssvm::detail::split_as<T>("1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514", ',')
+};
+template <typename T>
+const std::vector<std::vector<T>> correct_data_points_libsvm = {
+    plssvm::detail::split_as<T>("-1.117827500607882 -2.9087188881250993 0.66638344270039144 1.0978832703949288", ' '),
+    plssvm::detail::split_as<T>("-0.5282118298909262 -0.335880984968183973 0.51687296029754564 0.54604461446026", ' '),
+    plssvm::detail::split_as<T>("0.57650218263054642 1.01405596624706053 0.13009428079760464 0.7261913886869387", ' '),
+    plssvm::detail::split_as<T>("-0.20981208921241892 0.60276937379453293 -0.13086851759108944 0.10805254527169827", ' '),
+    plssvm::detail::split_as<T>("1.88494043717792 1.00518564317278263 0.298499933047586044 1.6464627048813514", ' ')
+};
+template <typename T>
+std::pair<std::vector<std::vector<T>>, std::vector<std::tuple<std::size_t, T, T>>> scale(const std::vector<std::vector<T>> &data, const T lower, const T upper) {
+    std::vector<std::tuple<std::size_t, T, T>> factors(data.front().size(), std::make_tuple(0, std::numeric_limits<T>::max(), std::numeric_limits<T>::lowest()));
+    for (std::size_t i = 0; i < factors.size(); ++i) {
+        std::get<0>(factors[i]) = i;
+        for (std::size_t j = 0; j < data.size(); ++j) {
+            std::get<1>(factors[i]) = std::min(std::get<1>(factors[i]), data[j][i]);
+            std::get<2>(factors[i]) = std::max(std::get<2>(factors[i]), data[j][i]);
+        }
+    }
+    std::vector<std::vector<T>> ret = data;
+    for (std::size_t i = 0; i < ret.size(); ++i) {
+        for (std::size_t j = 0; j < ret.front().size(); ++j) {
+            ret[i][j] = lower + (upper - lower) * (data[i][j] - std::get<1>(factors[j])) / (std::get<2>(factors[j]) - std::get<1>(factors[j]));
+        }
+    }
+    return std::make_pair(std::move(ret), std::move(factors));
+}
+template <typename T>
+std::vector<T> correct_labels() {
+    if constexpr (std::is_same_v<T, int>) {
+        return std::vector<int>{ 1, 1, -1, -1, -1 };
+    } else if constexpr (std::is_same_v<T, std::string>) {
+        return std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
+    }
+}
+template <typename T>
+const std::vector<T> correct_mapped_values = { T{ 1.0 }, T{ 1.0 }, T{ -1.0 }, T{ -1.0 }, T{ -1.0 } };
+template <typename T>
+std::vector<T> correct_different_labels() {
+    if constexpr (std::is_same_v<T, int>) {
+        return std::vector<int>{ -1, 1 };
+    } else if constexpr (std::is_same_v<T, std::string>) {
+        return std::vector<std::string>{ "cat", "dog" };
+    }
+}
+
+template <typename T>
+class DataSet : public ::testing::Test, private util::redirect_output {};
+TYPED_TEST_SUITE(DataSet, type_combinations_types);
+
+TYPED_TEST(DataSet, construct_arff_from_file_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+TYPED_TEST(DataSet, construct_arff_from_file_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/arff/5x4_{}_without_label.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
+    EXPECT_FALSE(data.has_labels());
+    EXPECT_FALSE(data.labels().has_value());
+    EXPECT_FALSE(data.different_labels().has_value());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 0);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+
+TYPED_TEST(DataSet, construct_libsvm_from_file_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+TYPED_TEST(DataSet, construct_libsvm_from_file_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}_without_label.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
+    EXPECT_FALSE(data.has_labels());
+    EXPECT_FALSE(data.labels().has_value());
+    EXPECT_FALSE(data.different_labels().has_value());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 0);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+
+TYPED_TEST(DataSet, construct_explicit_arff_from_file) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+TYPED_TEST(DataSet, construct_explicit_libsvm_from_file) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+
+TYPED_TEST(DataSet, construct_scaled_arff_from_file) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -1.0 }, real_type{ 1.0 } } };
+
+    // check values
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_arff<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
+    EXPECT_EQ(data.data(), scaled_data_points);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_TRUE(data.is_scaled());
+    EXPECT_TRUE(data.scaling_factors().has_value());
+    ASSERT_EQ(data.scaling_factors().value().get().scaling_factors.size(), scaling_factors.size());
+    for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
+        auto factors = data.scaling_factors().value().get().scaling_factors[i];
+        EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+    }
+}
+TYPED_TEST(DataSet, construct_scaled_libsvm_from_file) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -2.5 }, real_type{ 2.5 } } };
+
+    // check values
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_libsvm<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
+    EXPECT_EQ(data.data(), scaled_data_points);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_TRUE(data.is_scaled());
+    EXPECT_TRUE(data.scaling_factors().has_value());
+    ASSERT_EQ(data.scaling_factors().value().get().scaling_factors.size(), scaling_factors.size());
+    for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
+        auto factors = data.scaling_factors().value().get().scaling_factors[i];
+        EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+    }
+}
+
+TYPED_TEST(DataSet, construct_scaled_explicit_arff_from_file) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff, { real_type{ -1.0 }, real_type{ 1.0 } } };
+
+    // check values
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_arff<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
+    EXPECT_EQ(data.data(), scaled_data_points);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_TRUE(data.is_scaled());
+    EXPECT_TRUE(data.scaling_factors().has_value());
+    ASSERT_EQ(data.scaling_factors().value().get().scaling_factors.size(), scaling_factors.size());
+    for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
+        auto factors = data.scaling_factors().value().get().scaling_factors[i];
+        EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+    }
+}
+TYPED_TEST(DataSet, construct_scaled_explicit_libsvm_from_file) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm, { real_type{ -2.5 }, real_type{ 2.5 } } };
+
+    // check values
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_libsvm<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
+    EXPECT_EQ(data.data(), scaled_data_points);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_TRUE(data.is_scaled());
+    EXPECT_TRUE(data.scaling_factors().has_value());
+    ASSERT_EQ(data.scaling_factors().value().get().scaling_factors.size(), scaling_factors.size());
+    for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
+        auto factors = data.scaling_factors().value().get().scaling_factors[i];
+        EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+    }
+}
+
+TYPED_TEST(DataSet, scale_too_many_factors) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+    using factors_type = typename scaling_type::factors;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    // create (invalid) scaling factors
+    scaling_type scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
+    scaling.scaling_factors = std::vector<factors_type>{
+        factors_type{ 0, 0.0, 0.1 },
+        factors_type{ 1, 1.0, 1.1 },
+        factors_type{ 2, 2.0, 2.1 },
+        factors_type{ 3, 3.0, 3.1 },
+        factors_type{ 4, 4.0, 4.1 }
+    };
+
+    // try creating a data set with invalid scaling factors
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "Need at most as much scaling factors as features in the data set are present (4), but 5 were given!");
+}
+TYPED_TEST(DataSet, scale_invalid_feature_index) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+    using factors_type = typename scaling_type::factors;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    // create (invalid) scaling factors
+    scaling_type scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
+    scaling.scaling_factors = std::vector<factors_type>{
+        factors_type{ 4, 4.0, 4.1 }
+    };
+
+    // try creating a data set with invalid scaling factors
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "The maximum scaling feature index most not be greater than 3, but is 4!");
 }
\ No newline at end of file

From 0cf31c0861101de9956252cb4a3fe7ea8dfb5ac3 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 27 Sep 2022 16:28:00 +0200
Subject: [PATCH 0277/1010] Jenkins (#28)

Modification of the Jenkins tests so that they no longer rely on outside packages.
---
 .jenkins/Jenkinsfile-Tests-CPU                | 287 +++++++++++-------
 .jenkins/Jenkinsfile-Tests-GPU_AMD            | 256 +++++++++-------
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA         | 187 +++++++-----
 .jenkins/Jenkinsfile-Tests-Multi-GPU          | 107 +++++--
 src/plssvm/backends/OpenCL/detail/utility.cpp |   4 +-
 5 files changed, 526 insertions(+), 315 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index b9ed0c984..0d0999ac7 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -40,6 +40,13 @@ pipeline {
     environment {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
+        WORKSPACE= "${env.WORKSPACE}"
+
+        // DPCPP
+        DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
+
+        // hipSYCL
+        HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
     }
 
     stages {
@@ -81,6 +88,103 @@ pipeline {
                 '''
             }
         }
+
+        stage('install ninja and cmake') {
+            steps{
+                sh '''
+                    if [ ! -f ninja ]; then
+                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                        unzip ninja-linux.zip
+                        rm ninja-linux.zip*
+                    fi
+
+
+                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                        rm cmake-3.24.1-linux-x86_64.tar.gz*
+                    fi
+
+
+                    '''
+                    script{
+                        env.PATH="$WORKSPACE:$PATH"
+                        env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                    }
+
+            }
+        }
+
+
+
+        stage('Build DPCPP') {
+            steps{
+                sh '''
+		            if [ ! -d "llvm/build" ]; then
+                        git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm
+                        cd llvm
+                        python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
+                        python buildbot/compile.py
+                        cmake --build build -- omp
+                        cmake --build build -- install
+                    fi
+                '''
+                script{
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
+                    env.PATH="$DPCPP_PATH/bin:$PATH"
+                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                }
+
+            }
+        }
+
+
+        stage('Build HipSYCL') {
+            steps{
+                sh '''
+		            if [ ! -d "$HIPSYCL_PATH" ]; then
+                        mkdir $HIPSYCL_PATH
+                        git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
+                        cd hipSYCL
+                        mkdir build
+                        cd build
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                        make -j
+                        make install
+                        cd $WORKSPACE
+                        rm -rf hipSYCL
+                    fi
+                    '''
+
+                script{
+                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
+                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                }
+            }
+        }
+
+
+        stage('spack and pocl') {
+            steps{
+                sh '''
+                    if [ ! -d "spack" ]; then
+                        git clone --branch v0.18.1 https://github.com/spack/spack.git || true
+                        cd spack
+                        git checkout f52f6e99dbf1131886a80112b8c79dfc414afb7c -- var/spack/repos/builtin/packages/pocl/package.py
+                        cd ..
+                    fi
+                    source spack/share/spack/setup-env.sh
+
+                    spack install  pocl@1.8+distro
+                    '''
+            }
+        }
+
+
+
         // TODO: enable DPC++ on CPUs (missing OpenCL CPU runtime)
         // Release
         // OpenMP backend
@@ -88,9 +192,6 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
                         mkdir -p build/Release_OpenMP
                         cd build/Release_OpenMP
                         rm -rf *
@@ -102,10 +203,9 @@ pipeline {
         }
         stage('Run Tests Release - OpenMP') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_OpenMP') {
                     warnError('Release tests failed!') {
                         sh '''
-                            cd build/Release_OpenMP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -117,11 +217,9 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
+                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
                         spack load pocl
-                        export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
-                        module use /home/breyerml/.modulefiles/
-                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
+                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
                         mkdir -p build/Release_OpenCL
                         cd build/Release_OpenCL
                         rm -rf *
@@ -133,13 +231,12 @@ pipeline {
         }
         stage('Run Tests Release - OpenCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_OpenCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
+                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
                             spack load pocl
-                            export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
-                            cd build/Release_OpenCL
+                            export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -151,9 +248,6 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load network_hipsycl_cpu_2
                         mkdir -p build/Release_hipSYCL
                         cd build/Release_hipSYCL
                         rm -rf *
@@ -165,66 +259,58 @@ pipeline {
         }
         stage('Run Tests Release - hipSYCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_hipSYCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load network_hipsycl_cpu_2
-                            cd build/Release_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
-//        // OpenMP + OpenCL + hipSYCL backends simultaneously
-//        stage('Build PLSSVM Release - All Available') {
-//            steps {
-//                dir('plssvm') {
-//                    sh '''
-//                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-//                        module use /home/breyerml/.modulefiles/
-//                        spack load pocl
-//                        module load network_hipsycl_cpu_pocl
-//                        mkdir -p build/Release
-//                        cd build/Release
-//                        rm -rf *
-//                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../../
-//                        make -j4
-//                    '''
-//                }
-//            }
-//        }
-//        stage('Run Tests Release - All Available') {
-//            steps {
-//                dir('plssvm') {
-//                    warnError('Release tests failed!') {
-//                        sh '''
-//                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-//                            module use /home/breyerml/.modulefiles/
-//                            spack load pocl
-//                            module load network_hipsycl_cpu_pocl
-//                            cd build/Release
-//                            ctest -j4 --no-compress-output -T Test
-//                        '''
-//                    }
-//                }
-//            }
-//        }
+    //    // OpenMP + OpenCL + hipSYCL backends simultaneously
+    //    stage('Build PLSSVM Release - All Available') {
+    //        steps {
+    //            dir('plssvm') {
+    //                sh '''
+    //                     source ${WORKSPACE}/spack/share/spack/setup-env.sh
+    //                     spack load pocl
+    //                     export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+    //                     mkdir -p build/Release
+    //                     cd build/Release
+    //                     rm -rf *
+    //                     cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../../
+    //                     make -j4
+    //                '''
+    //            }
+    //        }
+    //    }
+    //    stage('Run Tests Release - All Available') {
+    //        steps {
+    //            dir('plssvm') {
+    //                warnError('Release tests failed!') {
+    //                    sh '''
+    //                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
+    //                        module use /home/breyerml/.modulefiles/
+    //                        spack load pocl
+    //                        module load network_hipsycl_cpu_pocl
+    //                        cd build/Release
+    //                        ctest -j4 --no-compress-output -T Test
+    //                    '''
+    //                }
+    //            }
+    //        }
+    //    }
         // Debug
         // OpenMP backend
         stage('Build PLSSVM Debug - OpenMP') {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
                         mkdir -p build/Debug_OpenMP
                         cd build/Debug_OpenMP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
                         make -j4
                     '''
                 }
@@ -232,10 +318,9 @@ pipeline {
         }
         stage('Run Tests Debug - OpenMP') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Debug_OpenMP') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            cd build/Debug_OpenMP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -247,15 +332,13 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
+                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
                         spack load pocl
-                        export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
-                        module use /home/breyerml/.modulefiles/
-                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
+                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
                         mkdir -p build/Debug_OpenCL
                         cd build/Debug_OpenCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
                         make -j4
                     '''
                 }
@@ -263,62 +346,56 @@ pipeline {
         }
         stage('Run Tests Debug - OpenCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Debug_OpenCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
+                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
                             spack load pocl
-                            export LIBRARY_PATH=/import/sgs.scratch/breyerml/spack/opt/spack/linux-ubuntu20.04-cascadelake/gcc-9.3.0/pocl-1.8-cufe6pralz3viyfybyyhp4cgipqadbac/lib:$LIBRARY_PATH
-                            cd build/Debug_OpenCL
-                            ctest -j4 --no-compress-output -T Test
-                        '''
-                    }
-                }
-            }
-        }
-        // SYCL backend: hipSYCL
-        stage('Build PLSSVM Debug - hipSYCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load network_hipsycl_cpu_2
-                        mkdir -p build/Debug_hipSYCL
-                        cd build/Debug_hipSYCL
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - hipSYCL') {
-            steps {
-                dir('plssvm') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load network_hipsycl_cpu_2
-                            cd build/Debug_hipSYCL
+                            export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
+        // SYCL backend: hipSYCL TODO: fix
+        // stage('Build PLSSVM Debug - hipSYCL') {
+        //     steps {
+        //         dir('plssvm') {
+        //             sh '''
+
+        //                 mkdir -p build/Debug_hipSYCL
+        //                 cd build/Debug_hipSYCL
+        //                 rm -rf *
+        //                 cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+        //                 make -j4
+        //             '''
+        //         }
+        //     }
+        // }
+        // stage('Run Tests Debug - hipSYCL') {
+        //     steps {
+        //         dir('plssvm/build/Debug_hipSYCL') {
+        //             warnError('Release tests failed!') {
+        //                 sh '''
+        //                     ctest -j4 --no-compress-output -T Test
+        //                 '''
+        //             }
+        //         }
+        //     }
+        // }
         // Coverage Analysis
         stage('Perform Coverage Analysis') {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
+                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                        spack load pocl
+                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
                         mkdir -p build/Debug_cov
                         cd build/Debug_cov
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Coverage -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 -DPLSSVM_ENABLE_SYCL_BACKEND=OFF ../../
                         make -j4 coverage
                         wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
                         python lcov_cobertura.py test_clean.info
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 50d3f94e6..c742ce02a 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -41,6 +41,22 @@ pipeline {
     environment {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
+        WORKSPACE = "${env.WORKSPACE}"
+
+
+        PLSSVM_POSSIBLE_TARGET_PLATFORMS_DPCPP = "cpu;amd:gfx906" // TODO: remove when no longer needed
+
+        // ROCM / HIP
+        ROCM_PATH = "/opt/rocm-5.2.0"
+
+
+        // DPCPP
+        DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
+
+
+        // hipSYCL
+        HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
+
     }
 
     stages {
@@ -82,35 +98,116 @@ pipeline {
                 '''
             }
         }
+
+        stage('set ROCm PATHs') {
+            steps{
+                script{
+                    env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
+                    env.CPLUS_INCLUDE_PATH = "${ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
+                    env.CMAKE_PREFIX_PATH = "${ROCM_PATH}/hip:${ROCM_PATH}"
+                }
+            }
+        }
+        stage('install ninja and cmake') {
+            steps{
+                sh '''
+                    if [ ! -f ninja ]; then
+                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                        unzip ninja-linux.zip
+                        rm ninja-linux.zip*
+                    fi
+
+
+                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                        rm cmake-3.24.1-linux-x86_64.tar.gz*
+                    fi
+
+
+                    '''
+                    script{
+                        env.PATH="$WORKSPACE:$PATH"
+                        env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                        env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
+                        env.CPLUS_INCLUDE_PATH = "${ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
+                        env.CMAKE_PREFIX_PATH = "${ROCM_PATH}/hip:${ROCM_PATH}"
+                    }
+
+            }
+        }
+
+
+
+        stage('Build DPCPP') {
+            steps{
+                sh '''
+		            if [ ! -d "llvm/build" ]; then
+                        git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm
+                        cd llvm
+                        python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
+                        python buildbot/compile.py
+                        cmake --build build -- omp
+                        cmake --build build -- install
+                    fi
+
+                '''
+                script{
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
+                    env.PATH="$DPCPP_PATH/bin:$PATH"
+                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include/sycl:$CPLUS_INCLUDE_PATH"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                }
+
+            }
+        }
+
+
+        stage('Build HipSYCL') {
+            steps{
+                sh '''
+		            if [ ! -d "$HIPSYCL_PATH" ]; then
+                        mkdir $HIPSYCL_PATH
+                        git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
+                        cd hipSYCL
+                        mkdir build
+                        cd build
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                        make -j
+                        make install
+                        cd $WORKSPACE
+                        rm -rf hipSYCL
+                    fi
+                    '''
+
+                script{
+                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
+                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                }
+            }
+        }
         // Release
         // HIP backend
         stage('Build PLSSVM Release - HIP') {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/hip
-                        module load plssvm/pcsgs09/dpcpp
                         mkdir -p build/Release_HIP
                         cd build/Release_HIP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                        make -j4
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DCLANGRT_BUILTINS:FILEPATH=$DPCPP_PATH/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu/libclang_rt.builtins.a ../../
+                        make -j
                     '''
                 }
             }
         }
         stage('Run Tests Release - HIP') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_HIP') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/hip
-                            module load plssvm/pcsgs09/dpcpp
-                            cd build/Release_HIP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -122,14 +219,10 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/hip
-                        module load plssvm/pcsgs09/dpcpp
                         mkdir -p build/Release_OpenCL
                         cd build/Release_OpenCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/include/sycl -DOpenCL_LIBRARY=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
                         make -j4
                     '''
                 }
@@ -137,14 +230,9 @@ pipeline {
         }
         stage('Run Tests Release - OpenCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_OpenCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/hip
-                            module load plssvm/pcsgs09/dpcpp
-                            cd build/Release_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -156,10 +244,6 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/hip
-                        module load plssvm/pcsgs09/hipsycl
                         mkdir -p build/Release_hipSYCL
                         cd build/Release_hipSYCL
                         rm -rf *
@@ -171,14 +255,9 @@ pipeline {
         }
         stage('Run Tests Release - hipSYCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_hipSYCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/hip
-                            module load plssvm/pcsgs09/hipsycl
-                            cd build/Release_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -190,14 +269,10 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/hip
-                        module load plssvm/pcsgs09/dpcpp
                         mkdir -p build/Release_DPCPP
                         cd build/Release_DPCPP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON ../../
+                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
                         make -j4
                     '''
                 }
@@ -205,13 +280,9 @@ pipeline {
         }
         stage('Run Tests Release - DPC++') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_DPCPP') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/dpcpp
-                            cd build/Release_DPCPP
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -223,14 +294,11 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/dpcpp plssvm/pcsgs09/hipsycl
 
                         mkdir -p build/Release
                         cd build/Release
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/include/sycl -DOpenCL_LIBRARY=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
+                        PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=$HIPSYCL_PATH/include cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
                         make -j4
                     '''
                 }
@@ -238,14 +306,9 @@ pipeline {
         }
         stage('Run Tests Release - All Available') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/dpcpp plssvm/pcsgs09/hipsycl
-
-                            cd build/Release
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -254,52 +317,39 @@ pipeline {
         }
         // Debug
         // HIP backend
-        stage('Build PLSSVM Debug - HIP') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/hip
-                        module load plssvm/pcsgs09/dpcpp
-                        mkdir -p build/Debug_HIP
-                        cd build/Debug_HIP
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - HIP') {
-            steps {
-                dir('plssvm') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/hip
-                            module load plssvm/pcsgs09/dpcpp
-                            cd build/Debug_HIP
-                            ctest -j4 --no-compress-output -T Test
-                        '''
-                    }
-                }
-            }
-        }
+        // stage('Build PLSSVM Debug - HIP') {
+        //     steps {
+        //         dir('plssvm') {
+        //             sh '''
+        //                 mkdir -p build/Debug_HIP
+        //                 cd build/Debug_HIP
+        //                 rm -rf *
+        //                 cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=/usr/bin/clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+        //                 make -j4
+        //             '''
+        //         }
+        //     }
+        // }
+        // stage('Run Tests Debug - HIP') {
+        //     steps {
+        //         dir('plssvm/build/Debug_HIP') {
+        //             warnError('Debug tests failed!') {
+        //                 sh '''
+        //                     ctest -j4 --no-compress-output -T Test
+        //                 '''
+        //             }
+        //         }
+        //     }
+        // }
         // OpenCL backend
         stage('Build PLSSVM Debug - OpenCL') {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/hip
-                        module load plssvm/pcsgs09/dpcpp
                         mkdir -p build/Debug_OpenCL
                         cd build/Debug_OpenCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/include/sycl -DOpenCL_LIBRARY=/data/scratch/breyerml/Programs/dpcpp_2022_03_04/build/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
                     '''
                 }
@@ -307,14 +357,9 @@ pipeline {
         }
         stage('Run Tests Debug - OpenCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Debug_OpenCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/hip
-                            module load plssvm/pcsgs09/dpcpp
-                            cd build/Debug_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -326,14 +371,10 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load plssvm/pcsgs09/hip
-                        module load plssvm/pcsgs09/hipsycl
                         mkdir -p build/Debug_hipSYCL
                         cd build/Debug_hipSYCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=$HIPSYCL_PATH/include cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
                     '''
                 }
@@ -341,14 +382,9 @@ pipeline {
         }
         stage('Run Tests Debug - hipSYCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Debug_hipSYCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load plssvm/pcsgs09/hip
-                            module load plssvm/pcsgs09/hipsycl
-                            cd build/Debug_hipSYCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -408,6 +444,10 @@ pipeline {
                     stopProcessingIfError: true
                 )]
             )
+            // cleanup
+            sh '''
+
+            '''
 
         }
         success {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index fbc06469e..e7bf0c596 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -40,6 +40,12 @@ pipeline {
     environment {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
+
+        // DPCPP
+        DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
+
+        // hipSYCL
+        HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
     }
 
     stages {
@@ -81,14 +87,92 @@ pipeline {
                 '''
             }
         }
+
+        stage('install ninja and cmake') {
+            steps{
+                sh '''
+                    if [ ! -f ninja ]; then
+                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                        unzip ninja-linux.zip
+                        rm ninja-linux.zip*
+                    fi
+
+
+                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                        rm cmake-3.24.1-linux-x86_64.tar.gz*
+                    fi
+
+
+                    '''
+                    script{
+                        env.PATH="$WORKSPACE:$PATH"
+                        env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                    }
+
+            }
+        }
+
+
+
+        stage('Build DPCPP') {
+            steps{
+                sh '''
+                    module load cuda/11.2.2
+		            if [ ! -d "llvm/build" ]; then
+                        git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm
+                        cd llvm
+                        python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
+                        python buildbot/compile.py
+                        cmake --build build -- omp
+                        cmake --build build -- install
+                    fi
+                '''
+                script{
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
+                    env.PATH="$DPCPP_PATH/bin:$PATH"
+                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                }
+
+            }
+        }
+
+
+        stage('Build HipSYCL') {
+            steps{
+                sh '''
+                    module load cuda/11.2.2
+		            if [ ! -d "$HIPSYCL_PATH" ]; then
+                        mkdir $HIPSYCL_PATH
+                        git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
+                        cd hipSYCL
+                        mkdir build
+                        cd build
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                        make -j
+                        make install
+                        cd $WORKSPACE
+                        rm -rf hipSYCL
+                    fi
+                    '''
+
+                script{
+                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
+                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                }
+            }
+        }
         // Release
         // CUDA backend
         stage('Build PLSSVM Release - CUDA') {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
+                        module load cuda/11.2.2
                         mkdir -p build/Release_CUDA
                         cd build/Release_CUDA
                         rm -rf *
@@ -100,12 +184,11 @@ pipeline {
         }
         stage('Run Tests Release - CUDA') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_CUDA') {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            cd build/Release_CUDA
-                            ctest -j4 --no-compress-output -T Test
+                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -116,8 +199,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
+                        module load cuda/11.2.2
                         mkdir -p build/Release_OpenCL
                         cd build/Release_OpenCL
                         rm -rf *
@@ -129,11 +211,10 @@ pipeline {
         }
         stage('Run Tests Release - OpenCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_OpenCL') {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            cd build/Release_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -145,9 +226,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load network_hipsycl_cuda
+                        module load cuda/11.2.2
                         mkdir -p build/Release_hipSYCL
                         cd build/Release_hipSYCL
                         rm -rf *
@@ -159,13 +238,10 @@ pipeline {
         }
         stage('Run Tests Release - hipSYCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_hipSYCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load network_hipsycl_cuda
-                            cd build/Release_hipSYCL
+                            module load cuda/11.2.2
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -177,13 +253,11 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load network_dpcpp_cuda
+                        module load cuda/11.2.2
                         mkdir -p build/Release_dpcpp
                         cd build/Release_dpcpp
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
                         make -j4
                     '''
                 }
@@ -191,13 +265,10 @@ pipeline {
         }
         stage('Run Tests Release - DPC++') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release_dpcpp') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load network_dpcpp_cuda
-                            cd build/Release_dpcpp
+                            module load cuda/11.2.2
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -209,25 +280,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
                         module load cuda/11.2.2
-                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
-
-                        # DPC++
-                        export PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/bin:$PATH
-                        export LIBRARY_PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/lib:$LIBRARY_PATH
-                        export LD_LIBRARY_PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/install/lib:$LD_LIBRARY_PATH
-                        export CPLUS_INCLUDE_PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/projects/openmp/runtime/src:$CPLUS_INCLUDE_PATH
-
-                        export PLSSVM_SYCL_DPCPP_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/install/include
-
-                        # hipSYCL
-                        export PATH=/import/sgs.local/scratch/breyerml/sycl/hipsycl/cuda/bin:$PATH
-                        export LD_LIBRARY_PATH=/import/sgs.local/scratch/breyerml/sycl/hipsycl/cuda/lib:$LD_LIBRARY_PATH
-
-                        export PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/hipsycl/cuda/include
-
                         mkdir -p build/Release
                         cd build/Release
                         rm -rf *
@@ -239,29 +292,10 @@ pipeline {
         }
         stage('Run Tests Release - All Available') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Release') {
                     warnError('Release tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
                             module load cuda/11.2.2
-                            module load cmake-3.22.2-gcc-9.3.0-wi6mnc2
-
-                            # DPC++
-                            export PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/bin:$PATH
-                            export LIBRARY_PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/lib:$LIBRARY_PATH
-                            export LD_LIBRARY_PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/install/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/projects/openmp/runtime/src:$CPLUS_INCLUDE_PATH
-
-                            export PLSSVM_SYCL_DPCPP_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/install/include
-
-                            # hipSYCL
-                            export PATH=/import/sgs.local/scratch/breyerml/sycl/hipsycl/cuda/bin:$PATH
-                            export LD_LIBRARY_PATH=/import/sgs.local/scratch/breyerml/sycl/hipsycl/cuda/lib:$LD_LIBRARY_PATH
-
-                            export PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/hipsycl/cuda/include
-
-                            cd build/Release
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -274,8 +308,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
+                        module load cuda/11.2.2
                         mkdir -p build/Debug_CUDA
                         cd build/Debug_CUDA
                         rm -rf *
@@ -287,12 +320,10 @@ pipeline {
         }
         stage('Run Tests Debug - CUDA') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Debug_CUDA') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module load cuda/11.2.2
-                            cd build/Debug_CUDA
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -304,8 +335,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module load cuda/11.2.2 cmake-3.22.2-gcc-9.3.0-wi6mnc2
+                        module load cuda/11.2.2
                         mkdir -p build/Debug_OpenCL
                         cd build/Debug_OpenCL
                         rm -rf *
@@ -317,12 +347,10 @@ pipeline {
         }
         stage('Run Tests Debug - OpenCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Debug_OpenCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
                             module load cuda/11.2.2
-                            cd build/Debug_OpenCL
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
@@ -334,9 +362,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                        module use /home/breyerml/.modulefiles/
-                        module load network_hipsycl_cuda
+                        module load cuda/11.2.2
                         mkdir -p build/Debug_hipSYCL
                         cd build/Debug_hipSYCL
                         rm -rf *
@@ -348,13 +374,10 @@ pipeline {
         }
         stage('Run Tests Debug - hipSYCL') {
             steps {
-                dir('plssvm') {
+                dir('plssvm/build/Debug_hipSYCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            module load network_hipsycl_cuda
-                            cd build/Debug_hipSYCL
+                            module load cuda/11.2.2
                             ctest -j4 --no-compress-output -T Test
                         '''
                     }
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 875164ad1..0fad415c6 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -40,6 +40,12 @@ pipeline {
     environment {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
+
+                // DPCPP
+        DPCPP_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/llvm/build"
+
+        // hipSYCL
+        HIPSYCL_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/hipsycl-install"
     }
 
     stages {
@@ -95,11 +101,92 @@ pipeline {
                 dir('plssvm'){
                     sh '''
                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                        python3 utility_scripts/generate_data.py --output tests/data/5000x2000.libsvm --format libsvm --problem planes --samples 5000 --features 2000"
+                            python3 utility_scripts/generate_data.py --output tests/data/5000x2000.libsvm --format libsvm --problem planes --samples 5000 --features 2000"
                     '''
                 }
             }
         }
+
+        stage('install ninja and cmake') {
+            steps{
+                sh '''
+                    if [ ! -f ninja ]; then
+                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                        unzip ninja-linux.zip
+                        rm ninja-linux.zip*
+                    fi
+
+
+                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                        rm cmake-3.24.1-linux-x86_64.tar.gz*
+                    fi
+
+
+                    '''
+                    script{
+                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:$PATH"
+                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                    }
+
+            }
+        }
+
+
+
+        stage('Build DPCPP') {
+            steps{
+                sh '''
+                    srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
+                    module load cuda/11.2.2 &&\
+                    git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm  || true; \
+                    cd llvm &&\
+                    python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
+                    python buildbot/compile.py &&\
+                    cmake --build build -- omp &&\
+                    cmake --build build -- install "
+                '''
+                script{
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
+                    env.PATH="$DPCPP_PATH/bin:$PATH"
+                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                }
+
+            }
+        }
+
+
+        stage('Build HipSYCL') {
+            steps{
+                sh '''
+
+		            if [ ! -d "$HIPSYCL_PATH" ]; then
+                        srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
+                            module load cuda/11.2.2; \
+                            mkdir $HIPSYCL_PATH; \
+                            git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL  || true; \
+                            cd hipSYCL && \
+                            mkdir build && \
+                            cd build && \
+                            cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \
+                            make -j && \
+                            make install && \
+                            cd $WORKSPACE; \
+                            rm -rf hipSYCL"
+                    fi
+                    '''
+
+                script{
+                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
+                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                }
+            }
+        }
+
         stage('Build and Test'){
             parallel {
                 // CUDA backend
@@ -110,8 +197,6 @@ pipeline {
                                 dir('plssvm') {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh &&\
-                                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2 &&\
                                         module load cuda/11.2.2 &&\
                                         mkdir -p build/Release_cuda &&\
                                         cd build/Release_cuda &&\
@@ -149,8 +234,6 @@ pipeline {
                                 dir('plssvm') {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh &&\
-                                        module load cmake-3.22.2-gcc-9.3.0-wi6mnc2 &&\
                                         module load cuda/11.2.2 &&\
                                         mkdir -p build/Release_opencl &&\
                                         cd build/Release_opencl &&\
@@ -188,10 +271,7 @@ pipeline {
                                 dir('plssvm') {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh &&\
                                         module load cuda/11.2.2 &&\
-                                        module use /home/breyerml/.modulefiles/ &&\
-                                        module load plssvm/argon-gtx/hipsycl &&\
                                         mkdir -p build/Release_hipsycl &&\
                                         cd build/Release_hipsycl &&\
                                         rm -rf * &&\
@@ -207,10 +287,7 @@ pipeline {
                                     warnError('hipSYCL Release tests failed!') {
                                         sh '''
                                             srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
-                                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh &&\
                                             module load cuda/11.2.2 &&\
-                                            module use /home/breyerml/.modulefiles/ &&\
-                                            module load plssvm/argon-gtx/hipsycl &&\
                                             cd build/Release_hipsycl &&\
                                             ctest -j4 --no-compress-output -T Test --timeout 1200; \
                                             returncode=$? && \
@@ -230,14 +307,11 @@ pipeline {
                                 dir('plssvm') {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh &&\
                                         module load cuda/11.2.2 &&\
-                                        module use /home/breyerml/.modulefiles/ &&\
-                                        module load plssvm/argon-gtx/dpcpp &&\
                                         mkdir -p build/Release_dpcpp &&\
                                         cd build/Release_dpcpp &&\
                                         rm -rf * &&\
-                                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_LTO=OFF -S ../../ &&\
+                                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON  -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_LTO=OFF -S ../../ &&\
                                         make -j4 "
                                     '''
                                 }
@@ -249,10 +323,7 @@ pipeline {
                                     warnError('DPC++ Release tests failed!') {
                                         sh '''
                                             srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
-                                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh &&\
                                             module load cuda/11.2.2 &&\
-                                            module use /home/breyerml/.modulefiles/ &&\
-                                            module load plssvm/argon-gtx/dpcpp &&\
                                             cd build/Release_dpcpp &&\
                                             ctest -j4 --no-compress-output -T Test --timeout 1200; \
                                             returncode=$? && \
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 62fa55354..445cf9f0a 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -240,7 +240,7 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
     std::vector<unsigned char *> binaries(contexts[0].devices.size());
 
     // create caching folder in the temporary directory and change the permissions such that everybody has read/write access
-    const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache" / fmt::format("{}_{}", target, checksum);
+    const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm" / "opencl_cache" / fmt::format("{}_{}", target, checksum);
 
     // potential reasons why OpenCL caching could fail
     enum class caching_status {
@@ -308,7 +308,7 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
         if (!std::filesystem::exists(cache_dir_name)) {
             std::filesystem::create_directories(cache_dir_name);
         }
-        std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all);
+        std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all, std::filesystem::perm_options::add);
 
         for (std::vector<std::size_t>::size_type i = 0; i < binary_sizes.size(); ++i) {
             std::ofstream out{ cache_dir_name / fmt::format("device_{}.bin", i) };

From ab9913e30bd52c96f65709f08d77428c578f9e3a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 16:51:55 +0200
Subject: [PATCH 0278/1010] Change from explicit rvalue reference constructor
 to by-value constructors.

---
 include/plssvm/data_set.hpp | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 90a0b3074..c850a9b24 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -135,10 +135,10 @@ class data_set {
      */
     data_set(const std::string &filename, file_format_type format, scaling scale_parameter);
 
-    explicit data_set(std::vector<std::vector<real_type>> &&X);
-    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y);
-    data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter);
-    data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter);
+    explicit data_set(std::vector<std::vector<real_type>> X);
+    data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y);
+    data_set(std::vector<std::vector<real_type>> X, scaling scale_parameter);
+    data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y, scaling scale_parameter);
 
     // save the data set in the given format
     void save(const std::string &filename, file_format_type format) const;
@@ -422,7 +422,7 @@ data_set<T, U>::data_set(const std::string &filename, file_format_type format, s
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X) :
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> X) :
     X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
@@ -437,7 +437,7 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X) :
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y) :
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y) :
     X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
     if (X_ptr_->empty()) {
         throw exception("Data vector is empty!");
@@ -457,7 +457,7 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<la
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, scaling scale_parameter) :
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> X, scaling scale_parameter) :
     data_set{ std::move(X) } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
@@ -466,7 +466,7 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, scaling scale_
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> &&X, std::vector<label_type> &&y, scaling scale_parameter) :
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y, scaling scale_parameter) :
     data_set{ std::move(X), std::move(y) } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));

From 6960b24bf0754e874c7444f224da636907901c35 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 17:43:13 +0200
Subject: [PATCH 0279/1010] Exchange function calls and remove now unnecessary
 friend declaration.

---
 include/plssvm/data_set.hpp                       | 15 ---------------
 include/plssvm/detail/io/libsvm_model_parsing.hpp |  3 +--
 2 files changed, 1 insertion(+), 17 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index c850a9b24..b4c060f35 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -49,18 +49,6 @@
 
 namespace plssvm {
 
-// forward declare data_set class
-template <typename, typename>
-class data_set;
-
-namespace detail::io {
-
-// forward declare function which needs the mapping_ member
-template <typename A, typename B>
-inline std::vector<B> write_libsvm_model_header(fmt::ostream &, const plssvm::parameter<A> &, const A, const plssvm::data_set<A, B> &);
-
-}  // namespace detail::io
-
 /**
  * @brief Type alias for an optional reference (since `std::optional<T&>` is not allowed.
  * @tparam T the type to wrap as a reference
@@ -89,9 +77,6 @@ class data_set {
     template <typename>
     friend class csvm;
 
-    template <typename A, typename B>
-    friend std::vector<B> plssvm::detail::io::write_libsvm_model_header(fmt::ostream &, const plssvm::parameter<A> &, const A, const plssvm::data_set<A, B> &);
-
   public:
     /// The type of the data points: either `float` or `double`.
     using real_type = T;
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 5d8d156b7..d59854c9f 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -302,8 +302,7 @@ template <typename real_type, typename label_type>
     }
 
     // get the original labels (not the mapped once)
-    const typename plssvm::data_set<real_type, label_type>::label_mapper mapper = *data.mapping_;
-    const std::vector<label_type> label_values = mapper.labels();
+    const std::vector<label_type> label_values = data.different_labels().value();
 
     // count the occurrence of each label
     std::map<label_type, std::size_t> label_counts_map;

From dde185aa8844946fed716fe94d58392a59d9c86b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 27 Sep 2022 17:46:09 +0200
Subject: [PATCH 0280/1010] Add documentation.

---
 include/plssvm/data_set.hpp | 151 ++++++++++++++++++++++++++++++++----
 1 file changed, 138 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index b4c060f35..46135656d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -73,7 +73,7 @@ class data_set {
     // plssvm::model needs the default constructor
     template <typename, typename>
     friend class model;
-
+    // plssvm::csvm needs the label mapping
     template <typename>
     friend class csvm;
 
@@ -120,28 +120,95 @@ class data_set {
      */
     data_set(const std::string &filename, file_format_type format, scaling scale_parameter);
 
-    explicit data_set(std::vector<std::vector<real_type>> X);
-    data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y);
-    data_set(std::vector<std::vector<real_type>> X, scaling scale_parameter);
-    data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y, scaling scale_parameter);
+    /**
+     * @brief Create a new data set using the the provided @p data_points.
+     * @param[in] data_points the data points used in this data set
+     */
+    explicit data_set(std::vector<std::vector<real_type>> data_points);
+    /**
+     * @brief Create a new data set using the provided @p data_points and @p labels.
+     * @param[in] data_points the data points used in this data set
+     * @param[in] labels the labels used in this data set
+     */
+    data_set(std::vector<std::vector<real_type>> data_points, std::vector<label_type> labels);
+    /**
+     * @brief Create a new data set using the the provided @p data_points and scale them using the provided @p scale_parameter.
+     * @param[in] data_points the data points used in this data set
+     * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     */
+    data_set(std::vector<std::vector<real_type>> data_points, scaling scale_parameter);
+    /**
+     * @brief Create a new data set using the the provided @p data_points and @p labels and scale the @p data_points using the provided @p scale_parameter.
+     * @param[in] data_points the data points used in this data set
+     * @param[in] labels the labels used in this data set
+     * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     */
+    data_set(std::vector<std::vector<real_type>> data_points, std::vector<label_type> labels, scaling scale_parameter);
 
-    // save the data set in the given format
+    /**
+     * @brief Save the data points and potential labels of this data set to the file @p filename using the file @p format type.
+     * @param[in] filename the file to save the data points and labels to
+     * @param[in] format the file format
+     */
     void save(const std::string &filename, file_format_type format) const;
 
+    /**
+     * @brief Return the data points in this data set.
+     * @return the data points (`[[nodiscard]]`)
+     */
     [[nodiscard]] const std::vector<std::vector<real_type>> &data() const noexcept { return *X_ptr_; }
+    /**
+     * @brief Returns whether this data set contains labels or not.
+     * @return `true` if this data set contains labels, `false` otherwise (`[[nodiscard]]`)
+     */
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
+    /**
+     * @brief Returns an optional reference to the labels in this data set.
+     * @return if this data set contains labels, returns a reference to them, otherwise returns a `std::nullopt` (`[[nodiscard]]`)
+     */
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
+    /**
+     * @brief Returns an optional reference to the **different** labels in this data set.
+     * @details If the data set contains the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns `std::vector<int>{ -1, 1 }`.
+     * @return if this data set contains labels, returns a reference to all **different** labels, otherwise returns a `std::nullopt` (`[[nodiscard]]`)
+     */
     [[nodiscard]] std::optional<std::vector<label_type>> different_labels() const noexcept;
 
+    /**
+     * @brief Returns the number of data points in this data set.
+     * @return the number of data points (`[[nodiscard]]`)
+     */
     [[nodiscard]] size_type num_data_points() const noexcept { return num_data_points_; }
+    /**
+     * @brief Returns the number of features in this data set.
+     * @return the number of features (`[[nodiscard]]`)
+     */
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
+    /**
+     * @brief Returns the number of **different** labels in this data set.
+     * @details If the data set contains the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns `2`.
+     * @return the number of **different** labels (`[[nodiscard]]`)
+     */
     [[nodiscard]] size_type num_different_labels() const noexcept { return mapping_ != nullptr ? mapping_->num_mappings() : 0; }
 
+    /**
+     * @brief Returns whether this data set has been scaled or not.
+     * @details The used scaling factors can be retrieved using `plssvm::scaling_factors()`.
+     * @return `true` if this data set has been scaled, `false` otherwise (`[[nodiscard]]`)
+     */
     [[nodiscard]] bool is_scaled() const noexcept { return scale_parameters_ != nullptr; }
+    /**
+     * @brief Returns the scaling factors used to scale the data points in this data set.
+     * @details Can be used to scale another data set in the same way (e.g., a test data set).
+     * @return the scaling factors (`[[nodiscard]]`)
+     */
     [[nodiscard]] optional_ref<const scaling> scaling_factors() const noexcept;
 
   private:
-    data_set();
+    /**
+     * @brief Default construct an empty data set.
+     */
+    data_set();  // TODO: necessary?
 
     /**
      * @brief Create the mapping between the provided labels and the internally used mapped values, i.e., { -1, 1 }.
@@ -152,21 +219,48 @@ class data_set {
      */
     void scale();
 
+    /**
+     * @brief Write an LIBSVM file.
+     * @param[in] filename the filename to write the data to
+     */
     void write_libsvm_file(const std::string &filename) const;
+    /**
+     * @brief Write an ARFF file.
+     * @param[in] filename the filename to write the data to
+     */
     void write_arff_file(const std::string &filename) const;
+    /**
+     * @brief Read the data points and potential labels from the file @p filename assuming the file_format_type @p format.
+     * @param[in] filename the filename to read the data from
+     * @param[in] format the assumed file format type
+     */
     void read_file(const std::string &filename, file_format_type format);
+    /**
+     * @brief Read the data points and potential labels from the LIBSVM file @p filename.
+     * @param[in] filename the filename to read the data from
+     */
     void read_libsvm_file(const std::string &filename);
+    /**
+     * @brief Read the data points and potential labels from the ARFF file @p filename.
+     * @param[in] filename the filename to read the data from
+     */
     void read_arff_file(const std::string &filename);
 
+    /// A pointer to the two-dimensional data points.
     std::shared_ptr<std::vector<std::vector<real_type>>> X_ptr_{ nullptr };
-    std::shared_ptr<std::vector<real_type>> y_ptr_{ nullptr };
+    /// A pointer to the original labels of this data set; may be `nullptr` if no labels have been provided.
     std::shared_ptr<std::vector<label_type>> labels_ptr_{ nullptr };
+    /// A pointer to the mapped values of the labels of this data set; may be `nullptr` if no labels have been provided.
+    std::shared_ptr<std::vector<real_type>> y_ptr_{ nullptr };
 
+    /// The number of data points in this data set.
     size_type num_data_points_{ 0 };
+    /// The number of features in this data set.
     size_type num_features_{ 0 };
 
+    /// The mapping used to convert from the original label to its mapped value and vice versa; may be `nullptr` if no labels have been provided.
     std::shared_ptr<const label_mapper> mapping_{ nullptr };
-
+    /// The scaling parameters used to scale the data points in this data set; may be `nullptr` if no data point scaling was requested.
     std::shared_ptr<scaling> scale_parameters_{ nullptr };
 };
 
@@ -702,21 +796,46 @@ void data_set<T, U>::read_arff_file(const std::string &filename) {
     }
 }
 
+// TODO: move to another header?
 namespace detail {
 
 // two possible types: real_type + int and real_type + std::string
+/**
+ * @brief Four different type combinations are allowed in the command line invocation: `float` + `int`, `float` + `std::string`, `double` + `int`, and `double` + `std::string`.
+ */
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
+/**
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_train` command line options.
+ * @tparam real_type the type of the data points
+ * @tparam label_type the type of the labels
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
 }
+/**
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_predict` command line options.
+ * @tparam real_type the type of the data points
+ * @tparam label_type the type of the labels
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
 }
+/**
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_scale` command line options.
+ * @tparam real_type the type of the data points
+ * @tparam label_type the type of the labels
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
     if (!params.restore_filename.empty()) {
         return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
     } else {
@@ -724,8 +843,14 @@ inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &param
     }
 }
 
+/**
+ * @brief Based on the provided command line @p params, return the correct data set type.
+ * @tparam cmd_parameter the type of the command line parameter (train, predict, or scale)
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
 template <typename cmd_parameter>
-inline data_set_variants data_set_factory(const cmd_parameter &params) {
+[[nodiscard]] inline data_set_variants data_set_factory(const cmd_parameter &params) {
     if (params.float_as_real_type && params.strings_as_labels) {
         return data_set_factory_impl<float, std::string>(params);
     } else if (params.float_as_real_type && !params.strings_as_labels) {

From b2bf328b33fa581d3024de9105ddb3faa620950f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 09:55:41 +0200
Subject: [PATCH 0281/1010] Update and add additional sanity checks.

---
 include/plssvm/data_set.hpp | 11 +++++++++++
 tests/data_set.cpp          | 23 ++++++++++++++++++++++-
 2 files changed, 33 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 46135656d..f19284ad9 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -669,12 +669,23 @@ void data_set<T, U>::scale() {
             }
         }
     } else {
+        // the number of scaling factors may not exceed the number of features
         if (scale_parameters_->scaling_factors.size() > num_features_) {
             throw data_set_exception{ fmt::format("Need at most as much scaling factors as features in the data set are present ({}), but {} were given!", num_features_, scale_parameters_->scaling_factors.size()) };
         }
+        // sort vector
+        const auto scaling_factors_comp_less = [](const typename scaling::factors &lhs, const typename scaling::factors &rhs) { return lhs.feature < rhs.feature; };
+        std::sort(scale_parameters_->scaling_factors.begin(), scale_parameters_->scaling_factors.end(), scaling_factors_comp_less);
+        // check whether the biggest feature index is smaller than the number of features
         if (scale_parameters_->scaling_factors.back().feature >= num_features_) {
             throw data_set_exception{ fmt::format("The maximum scaling feature index most not be greater than {}, but is {}!", num_features_ - 1, scale_parameters_->scaling_factors.back().feature) };
         }
+        // check that there are no duplicate entries
+        const auto scaling_factors_comp_eq = [](const typename scaling::factors &lhs, const typename scaling::factors &rhs) { return lhs.feature == rhs.feature; };
+        const auto iter = std::adjacent_find(scale_parameters_->scaling_factors.begin(), scale_parameters_->scaling_factors.end(), scaling_factors_comp_eq);
+        if (iter != scale_parameters_->scaling_factors.end()) {
+            throw data_set_exception{ fmt::format("Found more than one scaling factor for the feature index {}!", iter->feature) };
+        }
     }
 
 // scale values
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index d34ca33df..afe6c8530 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -703,9 +703,30 @@ TYPED_TEST(DataSet, scale_invalid_feature_index) {
     // create (invalid) scaling factors
     scaling_type scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
     scaling.scaling_factors = std::vector<factors_type>{
-        factors_type{ 4, 4.0, 4.1 }
+        factors_type{ 4, 4.0, 4.1 },
+        factors_type{ 2, 2.0, 2.1 }
     };
 
     // try creating a data set with invalid scaling factors
     EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "The maximum scaling feature index most not be greater than 3, but is 4!");
+}
+TYPED_TEST(DataSet, scale_duplicate_feature_index) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+    using factors_type = typename scaling_type::factors;
+
+    // create data set
+    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    // create (invalid) scaling factors
+    scaling_type scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
+    scaling.scaling_factors = std::vector<factors_type>{
+        factors_type{ 1, 1.0, 1.1 },
+        factors_type{ 2, 2.0, 2.1 },
+        factors_type{ 3, 3.0, 3.1 },
+        factors_type{ 2, 2.0, 2.1 }
+    };
+
+    // try creating a data set with invalid scaling factors
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "Found more than one scaling factor for the feature index 2!");
 }
\ No newline at end of file

From 22bfa9625e191d227f7520032164de187fd347ba Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 10:40:04 +0200
Subject: [PATCH 0282/1010] Improve EXPECT_THROW_WHAT error message if the
 exception types mismatch.

---
 tests/utility.hpp | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/tests/utility.hpp b/tests/utility.hpp
index 71feeb687..73422fe78 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -270,16 +270,16 @@ inline T convert_from_string(const std::string &str) {
  * @param[in] expected_exception the type of the exception which should get thrown
  * @param[in] msg the expected exception's [`what()`](https://en.cppreference.com/w/cpp/error/exception/what) message
  */
-#define EXPECT_THROW_WHAT(statement, expected_exception, msg)                     \
-    do {                                                                          \
-        try {                                                                     \
-            statement;                                                            \
-            FAIL() << "Expected " #expected_exception;                            \
-        } catch (const expected_exception &e) {                                   \
-            EXPECT_EQ(std::string_view(e.what()), std::string_view(msg));         \
-        } catch (...) {                                                           \
-            FAIL() << "Expected " #expected_exception " with message: " << (msg); \
-        }                                                                         \
+#define EXPECT_THROW_WHAT(statement, expected_exception, msg)                                                \
+    do {                                                                                                     \
+        try {                                                                                                \
+            statement;                                                                                       \
+            FAIL() << "Expected " #expected_exception;                                                       \
+        } catch (const expected_exception &e) {                                                              \
+            EXPECT_EQ(std::string_view(e.what()), std::string_view(msg));                                    \
+        } catch (...) {                                                                                      \
+            FAIL() << "The expected exception type (" #expected_exception ") doesn't match the caught one!"; \
+        }                                                                                                    \
     } while (false)
 
 namespace google_test {

From 9442426f567bce67bcfd50d501b67b80eedb39bb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 11:21:52 +0200
Subject: [PATCH 0283/1010] Update implementation and add tests for the vector
 constructors.

---
 include/plssvm/data_set.hpp |  47 ++++----
 tests/data_set.cpp          | 208 ++++++++++++++++++++++++++++++++++++
 2 files changed, 231 insertions(+), 24 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index f19284ad9..3a1c9c14b 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -501,14 +501,19 @@ data_set<T, U>::data_set(const std::string &filename, file_format_type format, s
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> X) :
-    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> data_points) :
+    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(data_points)) } {
+    // the provided data points vector may not be empty
     if (X_ptr_->empty()) {
-        throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == X_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (X_ptr_->front().size() == 0) {
-        throw exception{ "No features provided for the data points!" };
+        throw data_set_exception{ "Data vector is empty!" };
+    }
+    // check that all data points have the same number of features
+    if (!std::all_of(X_ptr_->cbegin(), X_ptr_->cend(), [&](const std::vector<real_type> &point) { return point.size() == X_ptr_->front().size(); })) {
+        throw data_set_exception{ "All points in the data vector must have the same number of features!" };
+    }
+    // check that the data points have at least one feature
+    if (X_ptr_->front().size() == 0) {
+        throw data_set_exception{ "No features provided for the data points!" };
     }
 
     num_data_points_ = X_ptr_->size();
@@ -516,28 +521,22 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> X) :
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y) :
-    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>(std::move(X)) }, labels_ptr_{ std::make_shared<std::vector<label_type>>(std::move(y)) } {
-    if (X_ptr_->empty()) {
-        throw exception("Data vector is empty!");
-    } else if (!std::all_of(X_ptr_->begin(), X_ptr_->end(), [&](const std::vector<real_type> &point) { return point.size() == X_ptr_->front().size(); })) {
-        throw exception{ "All points in the data vector must have the same number of features!" };
-    } else if (X_ptr_->front().size() == 0) {
-        throw exception{ "No features provided for the data points!" };
-    } else if (X_ptr_->size() != labels_ptr_->size()) {
-        throw exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", labels_ptr_->size(), X_ptr_->size()) };
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> data_points, std::vector<label_type> labels) :
+    data_set{ std::move(data_points) } {
+    // initialize labels
+    labels_ptr_ = std::make_shared<std::vector<label_type>>(std::move(labels));
+    // the number of labels must be equal to the number of data points!
+    if (X_ptr_->size() != labels_ptr_->size()) {
+        throw data_set_exception{ fmt::format("Number of labels ({}) must match the number of data points ({})!", labels_ptr_->size(), X_ptr_->size()) };
     }
 
     // create mapping from labels
     this->create_mapping();
-
-    num_data_points_ = X_ptr_->size();
-    num_features_ = X_ptr_->front().size();
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> X, scaling scale_parameter) :
-    data_set{ std::move(X) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> data_points, scaling scale_parameter) :
+    data_set{ std::move(data_points) } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
@@ -545,8 +544,8 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> X, scaling scale_pa
 }
 
 template <typename T, typename U>
-data_set<T, U>::data_set(std::vector<std::vector<real_type>> X, std::vector<label_type> y, scaling scale_parameter) :
-    data_set{ std::move(X), std::move(y) } {
+data_set<T, U>::data_set(std::vector<std::vector<real_type>> data_points, std::vector<label_type> labels, scaling scale_parameter) :
+    data_set{ std::move(data_points), std::move(labels) } {
     // initialize scaling
     scale_parameters_ = std::make_shared<scaling>(std::move(scale_parameter));
     // scale data set
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index afe6c8530..05bcbab9e 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -729,4 +729,212 @@ TYPED_TEST(DataSet, scale_duplicate_feature_index) {
 
     // try creating a data set with invalid scaling factors
     EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "Found more than one scaling factor for the feature index 2!");
+}
+
+TYPED_TEST(DataSet, construct_from_vector_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data points
+    const std::vector<std::vector<real_type>> correct_data_points = {
+        { real_type{ 0.0 }, real_type{ 0.1 }, real_type{ 0.2 }, real_type{ 0.3 } },
+        { real_type{ 1.0 }, real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ correct_data_points };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points);
+    EXPECT_FALSE(data.has_labels());
+    EXPECT_FALSE(data.labels().has_value());
+    EXPECT_FALSE(data.different_labels().has_value());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points.size());
+    EXPECT_EQ(data.num_features(), correct_data_points.front().size());
+    EXPECT_EQ(data.num_different_labels(), 0);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+TYPED_TEST(DataSet, construct_from_empty_vector) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data points
+    const std::vector<std::vector<real_type>> correct_data_points;
+
+    // creating a data set from an empty vector is illegal
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }), plssvm::data_set_exception, "Data vector is empty!");
+}
+TYPED_TEST(DataSet, construct_from_vector_with_differing_num_features) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data points
+    const std::vector<std::vector<real_type>> correct_data_points = {
+        { real_type{ 0.0 }, real_type{ 0.1 } },
+        { real_type{ 1.0 }, real_type{ 1.1 }, real_type{ 1.2 } }
+    };
+
+    // creating a data set from an empty vector is illegal
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }), plssvm::data_set_exception, "All points in the data vector must have the same number of features!");
+}
+TYPED_TEST(DataSet, construct_from_vector_with_no_features) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data points
+    const std::vector<std::vector<real_type>> correct_data_points = { {}, {} };
+
+    // creating a data set from an empty vector is illegal
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }), plssvm::data_set_exception, "No features provided for the data points!");
+}
+
+TYPED_TEST(DataSet, construct_from_vector_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data points and labels
+    const std::vector<std::vector<real_type>> correct_data_points = {
+        { real_type{ 0.0 }, real_type{ 0.1 }, real_type{ 0.2 }, real_type{ 0.3 } },
+        { real_type{ 1.0 }, real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> labels;
+    std::vector<label_type> different_labels;
+    if constexpr (std::is_same_v<label_type, int>) {
+        labels = std::vector<label_type>{ -1, 1, -1, 1 };
+        different_labels = std::vector<label_type>{ -1, 1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        labels = std::vector<label_type>{ "cat", "dog", "cat", "dog" };
+        different_labels = std::vector<label_type>{ "cat", "dog" };
+    }
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ correct_data_points, labels };
+
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), labels);
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), different_labels);
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points.size());
+    EXPECT_EQ(data.num_features(), correct_data_points.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_FALSE(data.is_scaled());
+    EXPECT_FALSE(data.scaling_factors().has_value());
+}
+TYPED_TEST(DataSet, construct_from_vector_mismatching_num_data_points_and_labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data points and labels
+    const std::vector<std::vector<real_type>> correct_data_points = {
+        { real_type{ 0.0 }, real_type{ 0.1 }, real_type{ 0.2 }, real_type{ 0.3 } },
+        { real_type{ 1.0 }, real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> labels;
+    if constexpr (std::is_same_v<label_type, int>) {
+        labels = std::vector<label_type>{ -1, 1, -1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        labels = std::vector<label_type>{ "cat", "dog", "cat" };
+    }
+
+    // create data set
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points, labels }), plssvm::data_set_exception, "Number of labels (3) must match the number of data points (4)!");
+}
+
+TYPED_TEST(DataSet, construct_scaled_from_vector_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+
+    // create data points
+    const std::vector<std::vector<real_type>> correct_data_points = {
+        { real_type{ 0.0 }, real_type{ 0.1 }, real_type{ 0.2 }, real_type{ 0.3 } },
+        { real_type{ 1.0 }, real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ correct_data_points, scaling_type{ real_type{ -1.0 }, real_type{ 1.0 } } };
+
+    const auto [correct_data_points_scaled, scaling_factors] = scale(correct_data_points, real_type{ -1.0 }, real_type{ 1.0 });
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_scaled);
+    EXPECT_FALSE(data.has_labels());
+    EXPECT_FALSE(data.labels().has_value());
+    EXPECT_FALSE(data.different_labels().has_value());
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_scaled.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_scaled.front().size());
+    EXPECT_EQ(data.num_different_labels(), 0);
+
+    EXPECT_TRUE(data.is_scaled());
+    EXPECT_TRUE(data.scaling_factors().has_value());
+    ASSERT_EQ(data.scaling_factors().value().get().scaling_factors.size(), scaling_factors.size());
+    for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
+        auto factors = data.scaling_factors().value().get().scaling_factors[i];
+        EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+    }
+}
+TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data points and labels
+    const std::vector<std::vector<real_type>> correct_data_points = {
+        { real_type{ 0.0 }, real_type{ 0.1 }, real_type{ 0.2 }, real_type{ 0.3 } },
+        { real_type{ 1.0 }, real_type{ 1.1 }, real_type{ 1.2 }, real_type{ 1.3 } },
+        { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
+        { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
+    };
+    std::vector<label_type> labels;
+    std::vector<label_type> different_labels;
+    if constexpr (std::is_same_v<label_type, int>) {
+        labels = std::vector<label_type>{ -1, 1, -1, 1 };
+        different_labels = std::vector<label_type>{ -1, 1 };
+    } else if constexpr (std::is_same_v<label_type, std::string>) {
+        labels = std::vector<label_type>{ "cat", "dog", "cat", "dog" };
+        different_labels = std::vector<label_type>{ "cat", "dog" };
+    }
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ correct_data_points, labels, { -1.0, 1.0 } };
+
+    const auto [correct_data_points_scaled, scaling_factors] = scale(correct_data_points, real_type{ -1.0 }, real_type{ 1.0 });
+    // check values
+    EXPECT_EQ(data.data(), correct_data_points_scaled);
+    EXPECT_TRUE(data.has_labels());
+    EXPECT_TRUE(data.labels().has_value());
+    EXPECT_EQ(data.labels().value().get(), labels);
+    EXPECT_TRUE(data.different_labels().has_value());
+    EXPECT_EQ(data.different_labels().value(), different_labels);
+
+    EXPECT_EQ(data.num_data_points(), correct_data_points_scaled.size());
+    EXPECT_EQ(data.num_features(), correct_data_points_scaled.front().size());
+    EXPECT_EQ(data.num_different_labels(), 2);
+
+    EXPECT_TRUE(data.is_scaled());
+    EXPECT_TRUE(data.scaling_factors().has_value());
+    ASSERT_EQ(data.scaling_factors().value().get().scaling_factors.size(), scaling_factors.size());
+    for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
+        auto factors = data.scaling_factors().value().get().scaling_factors[i];
+        EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
+        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+    }
 }
\ No newline at end of file

From e9732bb64fc80adde7a1a6c85b44b1cebef55503 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 11:38:29 +0200
Subject: [PATCH 0284/1010] Combine functions with near duplicate code.

---
 include/plssvm/data_set.hpp | 160 ++++++++++++------------------------
 1 file changed, 51 insertions(+), 109 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 3a1c9c14b..4faf5f33d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -218,33 +218,12 @@ class data_set {
      * @brief Scale the feature values of the data set to the provided range.
      */
     void scale();
-
-    /**
-     * @brief Write an LIBSVM file.
-     * @param[in] filename the filename to write the data to
-     */
-    void write_libsvm_file(const std::string &filename) const;
-    /**
-     * @brief Write an ARFF file.
-     * @param[in] filename the filename to write the data to
-     */
-    void write_arff_file(const std::string &filename) const;
     /**
      * @brief Read the data points and potential labels from the file @p filename assuming the file_format_type @p format.
      * @param[in] filename the filename to read the data from
      * @param[in] format the assumed file format type
      */
     void read_file(const std::string &filename, file_format_type format);
-    /**
-     * @brief Read the data points and potential labels from the LIBSVM file @p filename.
-     * @param[in] filename the filename to read the data from
-     */
-    void read_libsvm_file(const std::string &filename);
-    /**
-     * @brief Read the data points and potential labels from the ARFF file @p filename.
-     * @param[in] filename the filename to read the data from
-     */
-    void read_arff_file(const std::string &filename);
 
     /// A pointer to the two-dimensional data points.
     std::shared_ptr<std::vector<std::vector<real_type>>> X_ptr_{ nullptr };
@@ -552,21 +531,31 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> data_points, std::v
     this->scale();
 }
 
-/******************************************************************************
- *                                Save Data Set                               *
- ******************************************************************************/
 template <typename T, typename U>
 void data_set<T, U>::save(const std::string &filename, const file_format_type format) const {
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // save the data set
-    switch (format) {
-        case file_format_type::libsvm:
-            this->write_libsvm_file(filename);
-            break;
-        case file_format_type::arff:
-            this->write_arff_file(filename);
-            break;
+    if (this->has_labels()) {
+        // save data with labels
+        switch (format) {
+            case file_format_type::libsvm:
+                detail::io::write_libsvm_data(filename, *X_ptr_, *labels_ptr_);
+                break;
+            case file_format_type::arff:
+                detail::io::write_arff_data(filename, *X_ptr_, *labels_ptr_);
+                break;
+        }
+    } else {
+        // save data without labels
+        switch (format) {
+            case file_format_type::libsvm:
+                detail::io::write_libsvm_data(filename, *X_ptr_);
+                break;
+            case file_format_type::arff:
+                detail::io::write_arff_data(filename, *X_ptr_);
+                break;
+        }
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
@@ -581,35 +570,28 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 }
 
-/******************************************************************************
- *                                   Getter                                   *
- ******************************************************************************/
-
 template <typename T, typename U>
 auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<label_type>> {
     if (this->has_labels()) {
         return std::make_optional(std::cref(*labels_ptr_));
-    } else {
-        return std::nullopt;
     }
+    return std::nullopt;
 }
 
 template <typename T, typename U>
 auto data_set<T, U>::different_labels() const noexcept -> std::optional<std::vector<label_type>> {
     if (this->has_labels()) {
         return std::make_optional(mapping_->labels());
-    } else {
-        return std::nullopt;
     }
+    return std::nullopt;
 }
 
 template <typename T, typename U>
 auto data_set<T, U>::scaling_factors() const noexcept -> optional_ref<const scaling> {
     if (this->is_scaled()) {
         return std::make_optional(std::cref(*scale_parameters_));
-    } else {
-        return std::nullopt;
     }
+    return std::nullopt;
 }
 
 ////////////////////////////////////////////////////////////////////////////////
@@ -708,46 +690,47 @@ void data_set<T, U>::scale() {
     }
 }
 
-/******************************************************************************
- *                                 Write Files                                *
- ******************************************************************************/
 template <typename T, typename U>
-void data_set<T, U>::write_libsvm_file(const std::string &filename) const {
-    // write data
-    if (this->has_labels()) {
-        detail::io::write_libsvm_data(filename, *X_ptr_, *labels_ptr_);
-    } else {
-        detail::io::write_libsvm_data(filename, *X_ptr_);
-    }
-}
+void data_set<T, U>::read_file(const std::string &filename, file_format_type format) {
+    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-template <typename T, typename U>
-void data_set<T, U>::write_arff_file(const std::string &filename) const {
-    // write file
-    if (this->has_labels()) {
-        detail::io::write_arff_data(filename, *X_ptr_, *labels_ptr_);
-    } else {
-        detail::io::write_arff_data(filename, *X_ptr_);
+    // get the comment character based on the file_format_type
+    char comment{ ' ' };
+    switch (format) {
+        case file_format_type::libsvm:
+            comment = '#';
+            break;
+        case file_format_type::arff:
+            comment = '%';
+            break;
     }
-}
 
-/******************************************************************************
- *                                 Read Files                                 *
- ******************************************************************************/
-template <typename T, typename U>
-void data_set<T, U>::read_file(const std::string &filename, file_format_type format) {
-    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+    // open the file
+    detail::io::file_reader reader{ filename };
+    reader.read_lines(comment);
+
+    // create the empty placeholders
+    std::vector<std::vector<real_type>> data{};
+    std::vector<label_type> label{};
 
     // parse the given file
     switch (format) {
         case file_format_type::libsvm:
-            read_libsvm_file(filename);
+            std::tie(num_data_points_, num_features_, data, label) = detail::io::parse_libsvm_data<real_type, label_type>(reader);
             break;
         case file_format_type::arff:
-            read_arff_file(filename);
+            std::tie(num_data_points_, num_features_, data, label) = detail::io::parse_arff_data<real_type, label_type>(reader);
             break;
     }
 
+    // update shared pointer
+    X_ptr_ = std::make_shared<decltype(data)>(std::move(data));
+    if (label.empty()) {
+        labels_ptr_ = nullptr;
+    } else {
+        labels_ptr_ = std::make_shared<decltype(label)>(std::move(label));
+    }
+
     // create label mapping
     if (this->has_labels()) {
         this->create_mapping();
@@ -765,47 +748,6 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 }
 
-// TODO: condense some functions since they are completely moved to the utility header
-
-template <typename T, typename U>
-void data_set<T, U>::read_libsvm_file(const std::string &filename) {
-    detail::io::file_reader reader{ filename };
-    reader.read_lines('#');
-
-    std::vector<std::vector<real_type>> data{};
-    std::vector<label_type> label{};
-
-    std::tie(num_data_points_, num_features_, data, label) = detail::io::parse_libsvm_data<real_type, label_type>(reader);
-
-    // update shared pointer
-    X_ptr_ = std::make_shared<decltype(data)>(std::move(data));
-    if (label.empty()) {
-        labels_ptr_ = nullptr;
-    } else {
-        labels_ptr_ = std::make_shared<decltype(label)>(std::move(label));
-    }
-}
-
-template <typename T, typename U>
-void data_set<T, U>::read_arff_file(const std::string &filename) {
-    detail::io::file_reader reader{ filename };
-    reader.read_lines('%');
-
-    std::vector<std::vector<real_type>> data{};
-    std::vector<label_type> label{};
-
-    // parse file
-    std::tie(num_data_points_, num_features_, data, label) = detail::io::parse_arff_data<real_type, label_type>(reader);
-
-    // update shared pointer
-    X_ptr_ = std::make_shared<decltype(data)>(std::move(data));
-    if (label.empty()) {
-        labels_ptr_ = nullptr;
-    } else {
-        labels_ptr_ = std::make_shared<decltype(label)>(std::move(label));
-    }
-}
-
 // TODO: move to another header?
 namespace detail {
 

From 50f2516c4fe97bcc2ee25eef3f248b59ce14b641 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 13:47:37 +0200
Subject: [PATCH 0285/1010] Add tests for the save function.

---
 tests/data_set.cpp | 128 ++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 126 insertions(+), 2 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 05bcbab9e..49b981197 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -19,8 +19,9 @@
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
 
-#include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::remove
+#include <cstddef>     // std::size_t
+#include <filesystem>  // std::filesystem::remove
+#include <gmock/gmock-matchers.h>
 #include <regex>        // std::regex, std::regex_match, std::regex::extended
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -937,4 +938,127 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
         util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
         util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
     }
+}
+
+template <typename TypeParam>
+class DataSetSave : public ::testing::Test, private util::redirect_output {
+  protected:
+    void SetUp() override {
+        filename = util::create_temp_file();
+    }
+    void TearDown() override {
+        std::filesystem::remove(filename);
+    }
+
+    using T = typename TypeParam::real_type;
+    using U = typename TypeParam::label_type;
+
+    std::string filename;
+    const std::vector<std::vector<T>> data_points = {
+        { T{1.1}, T{1.2}, T{1.3}, T{1.4} },
+        { T{2.1}, T{2.2}, T{2.3}, T{2.4} },
+        { T{3.1}, T{3.2}, T{3.3}, T{3.4} },
+        { T{4.1}, T{4.2}, T{4.3}, T{4.4} }
+    };
+    const std::vector<U> label = {
+        { plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("-1") }
+    };
+};
+TYPED_TEST_SUITE(DataSetSave, type_combinations_types);
+
+TYPED_TEST(DataSetSave, save_libsvm_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points, this->label };
+    // save to temporary file
+    data.save(this->filename, plssvm::file_format_type::libsvm);
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // create regex to check for the correct output
+    ASSERT_EQ(reader.num_lines(), this->data_points.size());
+    for (const std::string_view line : reader.lines()) {
+        EXPECT_THAT(line, ::testing::ContainsRegex("[+-]?[0-9]+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
+    }
+}
+TYPED_TEST(DataSetSave, save_libsvm_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set without labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points };
+    // save to temporary file
+    data.save(this->filename, plssvm::file_format_type::libsvm);
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // create regex to check for the correct output
+    ASSERT_EQ(reader.num_lines(), this->data_points.size());
+    for (const std::string_view line : reader.lines()) {
+        EXPECT_THAT(line, ::testing::ContainsRegex("([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
+    }
+}
+
+TYPED_TEST(DataSetSave, save_arff_with_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points, this->label };
+    // save to temporary file
+    data.save(this->filename, plssvm::file_format_type::arff);
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('%');
+
+    // create regex to check for the correct output
+    const std::size_t num_features = this->data_points.front().size();
+    const std::size_t expected_header_size = num_features + 3;  // num_features + @RELATION + class + @DATA
+    ASSERT_EQ(reader.num_lines(), expected_header_size + this->data_points.size());
+    // check header
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(0)), ::testing::StartsWith("@relation"));
+    for (std::size_t i = 0; i < num_features; ++i) {
+        EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(i + 1)), ::testing::ContainsRegex("@attribute .* numeric"));
+    }
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features)), ::testing::ContainsRegex("@attribute class \\{.*,.*\\}"));
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features + 1)), ::testing::StartsWith("@data"));
+    // check data points
+    for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
+        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}[+-]?[0-9]+"));
+    }
+}
+TYPED_TEST(DataSetSave, save_arff_without_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points };
+    // save to temporary file
+    data.save(this->filename, plssvm::file_format_type::arff);
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('%');
+
+    // create regex to check for the correct output
+    const std::size_t num_features = this->data_points.front().size();
+    const std::size_t expected_header_size = num_features + 2;  // num_features + @RELATION + @DATA
+    ASSERT_EQ(reader.num_lines(), expected_header_size + this->data_points.size());
+    // check header
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(0)), ::testing::StartsWith("@relation"));
+    for (std::size_t i = 0; i < num_features; ++i) {
+        EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(i + 1)), ::testing::ContainsRegex("@attribute .* numeric"));
+    }
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features)), ::testing::StartsWith("@data"));
+    // check data points
+    for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
+        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+    }
 }
\ No newline at end of file

From 47b656b0dee7b38dd939b07adf411c459fa533a7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 14:27:21 +0200
Subject: [PATCH 0286/1010] Add explicit tests for the getter functions.

---
 include/plssvm/data_set.hpp |   6 +-
 tests/data_set.cpp          | 145 ++++++++++++++++++++++++++++++++++++
 2 files changed, 146 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 4faf5f33d..29b3fd7aa 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -208,7 +208,7 @@ class data_set {
     /**
      * @brief Default construct an empty data set.
      */
-    data_set();  // TODO: necessary?
+    data_set() : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}  // TODO: necessary to init X_ptr_ to empty vector?
 
     /**
      * @brief Create the mapping between the provided labels and the internally used mapped values, i.e., { -1, 1 }.
@@ -598,10 +598,6 @@ auto data_set<T, U>::scaling_factors() const noexcept -> optional_ref<const scal
 ////                        PRIVATE MEMBER FUNCTIONS                        ////
 ////////////////////////////////////////////////////////////////////////////////
 
-template <typename T, typename U>
-data_set<T, U>::data_set() :
-    X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}
-
 template <typename T, typename U>
 void data_set<T, U>::create_mapping() {
     PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 49b981197..07f983e94 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -1061,4 +1061,149 @@ TYPED_TEST(DataSetSave, save_arff_without_label) {
     for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
         EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
     }
+}
+
+template <typename TypeParam>
+class DataSetGetter : public ::testing::Test, private util::redirect_output {
+  protected:
+    using T = typename TypeParam::real_type;
+    using U = typename TypeParam::label_type;
+
+    std::string filename;
+    const std::vector<std::vector<T>> data_points = {
+        { T{1.1}, T{1.2}, T{1.3}, T{1.4} },
+        { T{2.1}, T{2.2}, T{2.3}, T{2.4} },
+        { T{3.1}, T{3.2}, T{3.3}, T{3.4} },
+        { T{4.1}, T{4.2}, T{4.3}, T{4.4} }
+    };
+    const std::vector<U> label = {
+        plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("-1")
+    };
+    const std::vector<U> different_label = {
+        plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1")
+    };
+};
+TYPED_TEST_SUITE(DataSetGetter, type_combinations_types);
+
+TYPED_TEST(DataSetGetter, data) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set without labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points };
+    // check data getter
+    EXPECT_EQ(data.data(), this->data_points);
+}
+TYPED_TEST(DataSetGetter, has_labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set without labels
+    const plssvm::data_set<real_type, label_type> data_without_labels{ this->data_points };
+    // check has_labels getter
+    EXPECT_FALSE(data_without_labels.has_labels());
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data_with_labels{ this->data_points, this->label };
+    // check has_labels getter
+    EXPECT_TRUE(data_with_labels.has_labels());
+}
+TYPED_TEST(DataSetGetter, labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set without labels
+    const plssvm::data_set<real_type, label_type> data_without_labels{ this->data_points };
+    // check labels getter
+    EXPECT_FALSE(data_without_labels.labels().has_value());
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data_with_labels{ this->data_points, this->label };
+    // check labels getter
+    EXPECT_TRUE(data_with_labels.labels().has_value());
+    EXPECT_EQ(data_with_labels.labels().value().get(), this->label);
+}
+TYPED_TEST(DataSetGetter, different_labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set without labels
+    const plssvm::data_set<real_type, label_type> data_without_labels{ this->data_points };
+    // check different_labels getter
+    EXPECT_FALSE(data_without_labels.different_labels().has_value());
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data_with_labels{ this->data_points, this->label };
+    // check different_labels getter
+    EXPECT_TRUE(data_with_labels.different_labels().has_value());
+    EXPECT_EQ(data_with_labels.different_labels().value(), this->different_label);
+}
+TYPED_TEST(DataSetGetter, num_data_points) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ this->data_points };
+    // check num_data_points getter
+    EXPECT_EQ(data.num_data_points(), this->data_points.size());
+}
+TYPED_TEST(DataSetGetter, num_features) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ this->data_points };
+    // check num_features getter
+    EXPECT_EQ(data.num_features(), this->data_points.front().size());
+}
+TYPED_TEST(DataSetGetter, num_different_labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set without labels
+    const plssvm::data_set<real_type, label_type> data_without_label{ this->data_points };
+    // check num_different_labels getter
+    EXPECT_EQ(data_without_label.num_different_labels(), 0);
+
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data_with_label{ this->data_points, this->label };
+    // check num_different_labels getter
+    EXPECT_EQ(data_with_label.num_different_labels(), this->different_label.size());
+}
+TYPED_TEST(DataSetGetter, is_scaled) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ this->data_points };
+    // check is_scaled getter
+    EXPECT_FALSE(data.is_scaled());
+
+    // create scaled data set
+    const plssvm::data_set<real_type, label_type> data_scaled{ this->data_points, scaling_type{ real_type{ -1.0 }, real_type{ 1.0 } } };
+    // check is_scaled getter
+    EXPECT_TRUE(data_scaled.is_scaled());
+}
+TYPED_TEST(DataSetGetter, scaling_factors) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+    using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data{ this->data_points };
+    // check scaling_factors getter
+    EXPECT_FALSE(data.scaling_factors().has_value());
+
+    // create scaled data set
+    const plssvm::data_set<real_type, label_type> data_scaled{ this->data_points, scaling_type{ real_type{ -1.0 }, real_type{ 1.0 } } };
+    // check scaling_factors getter
+    EXPECT_TRUE(data_scaled.scaling_factors().has_value());
+    const auto& [ignored, correct_scaling_factors] = scale(this->data_points, real_type{ -1.0 }, real_type{ 1.0 });
+    const scaling_type& scaling_factors = data_scaled.scaling_factors().value();
+    EXPECT_EQ(scaling_factors.scaling_interval.first, real_type{ -1.0 });
+    EXPECT_EQ(scaling_factors.scaling_interval.second, real_type{ 1.0 });
+    ASSERT_EQ(scaling_factors.scaling_factors.size(), correct_scaling_factors.size());
+    for (std::size_t i = 0; i < scaling_factors.scaling_factors.size(); ++i) {
+        EXPECT_EQ(scaling_factors.scaling_factors[i].feature, std::get<0>(correct_scaling_factors[i]));
+        EXPECT_EQ(scaling_factors.scaling_factors[i].lower, std::get<1>(correct_scaling_factors[i]));
+        EXPECT_EQ(scaling_factors.scaling_factors[i].upper, std::get<2>(correct_scaling_factors[i]));
+    }
 }
\ No newline at end of file

From 6f629a84f7c6f9a99d067602f42ec2578072e862 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 14:39:54 +0200
Subject: [PATCH 0287/1010] Move the data_set_variant creation to another
 header in the plssvm::detail::cmd namespace.

---
 include/plssvm/core.hpp                       |  1 +
 include/plssvm/data_set.hpp                   | 75 +---------------
 .../plssvm/detail/cmd/data_set_variants.hpp   | 89 +++++++++++++++++++
 src/main_predict.cpp                          |  2 +-
 src/main_scale.cpp                            |  2 +-
 src/main_train.cpp                            |  2 +-
 6 files changed, 95 insertions(+), 76 deletions(-)
 create mode 100644 include/plssvm/detail/cmd/data_set_variants.hpp

diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 66ace404f..7caa55755 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -27,6 +27,7 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
+#include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parameter_train.hpp"
 #include "plssvm/detail/cmd/parameter_predict.hpp"
 #include "plssvm/detail/cmd/parameter_scale.hpp"
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 29b3fd7aa..c1d233507 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -14,9 +14,6 @@
 #pragma once
 
 #include "plssvm/constants.hpp"                          // plssvm::verbose
-#include "plssvm/detail/cmd/parameter_predict.hpp"       // plssvm::detail::cmd::parameter_predict
-#include "plssvm/detail/cmd/parameter_scale.hpp"         // plssvm::detail::cmd::parameter_scale
-#include "plssvm/detail/cmd/parameter_train.hpp"         // plssvm::detail::cmd::parameter_train
 #include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
@@ -44,7 +41,6 @@
 #include <tuple>        // std::tie
 #include <type_traits>  // std::is_same_v, std::is_arithmetic_v
 #include <utility>      // std::move, std::pair
-#include <variant>      // std::variant
 #include <vector>       // std::vector
 
 namespace plssvm {
@@ -208,7 +204,8 @@ class data_set {
     /**
      * @brief Default construct an empty data set.
      */
-    data_set() : X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}  // TODO: necessary to init X_ptr_ to empty vector?
+    data_set() :
+        X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}  // TODO: necessary to init X_ptr_ to empty vector?
 
     /**
      * @brief Create the mapping between the provided labels and the internally used mapped values, i.e., { -1, 1 }.
@@ -744,74 +741,6 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 }
 
-// TODO: move to another header?
-namespace detail {
-
-// two possible types: real_type + int and real_type + std::string
-/**
- * @brief Four different type combinations are allowed in the command line invocation: `float` + `int`, `float` + `std::string`, `double` + `int`, and `double` + `std::string`.
- */
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
-
-/**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_train` command line options.
- * @tparam real_type the type of the data points
- * @tparam label_type the type of the labels
- * @param[in] params the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
- */
-template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
-    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
-}
-/**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_predict` command line options.
- * @tparam real_type the type of the data points
- * @tparam label_type the type of the labels
- * @param[in] params the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
- */
-template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
-    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
-}
-/**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_scale` command line options.
- * @tparam real_type the type of the data points
- * @tparam label_type the type of the labels
- * @param[in] params the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
- */
-template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
-    if (!params.restore_filename.empty()) {
-        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
-    } else {
-        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { static_cast<real_type>(params.lower), static_cast<real_type>(params.upper) } } };
-    }
-}
-
-/**
- * @brief Based on the provided command line @p params, return the correct data set type.
- * @tparam cmd_parameter the type of the command line parameter (train, predict, or scale)
- * @param[in] params the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
- */
-template <typename cmd_parameter>
-[[nodiscard]] inline data_set_variants data_set_factory(const cmd_parameter &params) {
-    if (params.float_as_real_type && params.strings_as_labels) {
-        return data_set_factory_impl<float, std::string>(params);
-    } else if (params.float_as_real_type && !params.strings_as_labels) {
-        return data_set_factory_impl<float>(params);
-    } else if (!params.float_as_real_type && params.strings_as_labels) {
-        return data_set_factory_impl<double, std::string>(params);
-    } else {
-        return data_set_factory_impl<double>(params);
-    }
-}
-
-}  // namespace detail
-
 }  // namespace plssvm
 
 #endif  // PLSSVM_DATA_SET_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/data_set_variants.hpp b/include/plssvm/detail/cmd/data_set_variants.hpp
new file mode 100644
index 000000000..2b74c5c02
--- /dev/null
+++ b/include/plssvm/detail/cmd/data_set_variants.hpp
@@ -0,0 +1,89 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Implements utility functions to create a data set based on runtime parameters.
+*/
+
+#ifndef PLSSVM_DETAIL_CMD_DATA_SET_VARIANTS_HPP_
+#define PLSSVM_DETAIL_CMD_DATA_SET_VARIANTS_HPP_
+#pragma once
+
+#include "plssvm/data_set.hpp"                      // plssvm::data_set
+#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
+#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
+#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
+
+#include <string>   // std::string
+#include <variant>  // std::variant
+
+namespace plssvm::detail::cmd {
+
+/**
+ * @brief Four different type combinations are allowed in the command line invocation: `float` + `int`, `float` + `std::string`, `double` + `int`, and `double` + `std::string`.
+ */
+using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
+
+/**
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_train` command line options.
+ * @tparam real_type the type of the data points
+ * @tparam label_type the type of the labels
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+}
+/**
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_predict` command line options.
+ * @tparam real_type the type of the data points
+ * @tparam label_type the type of the labels
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+}
+/**
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_scale` command line options.
+ * @tparam real_type the type of the data points
+ * @tparam label_type the type of the labels
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
+template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
+    if (!params.restore_filename.empty()) {
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
+    } else {
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { static_cast<real_type>(params.lower), static_cast<real_type>(params.upper) } } };
+    }
+}
+
+/**
+ * @brief Based on the provided command line @p params, return the correct data set type.
+ * @tparam cmd_parameter the type of the command line parameter (train, predict, or scale)
+ * @param[in] params the provided command line parameters
+ * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ */
+template <typename cmd_parameter>
+[[nodiscard]] inline data_set_variants data_set_factory(const cmd_parameter &params) {
+    if (params.float_as_real_type && params.strings_as_labels) {
+        return data_set_factory_impl<float, std::string>(params);
+    } else if (params.float_as_real_type && !params.strings_as_labels) {
+        return data_set_factory_impl<float>(params);
+    } else if (!params.float_as_real_type && params.strings_as_labels) {
+        return data_set_factory_impl<double, std::string>(params);
+    } else {
+        return data_set_factory_impl<double>(params);
+    }
+}
+}  // namespace plssvm::detail::cmd
+
+#endif  // PLSSVM_DETAIL_CMD_DATA_SET_VARIANTS_HPP_
\ No newline at end of file
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 9bffcf555..8f4c25a92 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -87,7 +87,7 @@ int main(int argc, char *argv[]) {
                            data.num_data_points());
             }
 
-        }, plssvm::detail::data_set_factory(params));
+        }, plssvm::detail::cmd::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index a9a099979..63bd90aad 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -39,7 +39,7 @@ int main(int argc, char *argv[]) {
                 data.scaling_factors()->get().save(params.save_filename);
             }
 
-        }, plssvm::detail::data_set_factory(params));
+        }, plssvm::detail::cmd::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 450c38a75..4ffef5b06 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -61,7 +61,7 @@ int main(int argc, char *argv[]) {
             // save model to file
             model.save(params.model_filename);
 
-        }, plssvm::detail::data_set_factory(params));
+        }, plssvm::detail::cmd::data_set_factory(params));
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;

From 6b8577943c9156c722591ae4058fd00d038173f9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 14:47:50 +0200
Subject: [PATCH 0288/1010] Fix formatting and include documentation.

---
 include/plssvm/data_set.hpp | 25 ++++++++++++-------------
 1 file changed, 12 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index c1d233507..83ca8cc00 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -16,23 +16,24 @@
 #include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
-#include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_header, read_arff_data, write_arff_header, write_arff_data}
-#include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{read_scaling_factors}
+#include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_data, write_arff_data}
+#include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{parse_scaling_factors, read_scaling_factors}
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
-#include "plssvm/exceptions/exceptions.hpp"              // plssvm::exception
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::contains
+#include "plssvm/exceptions/exceptions.hpp"              // plssvm::data_set_exception
 #include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
 
 #include "fmt/chrono.h"   // directly output std::chrono times via fmt
 #include "fmt/core.h"     // fmt::format, fmt::print
-#include "fmt/os.h"       // fmt::ostream
+#include "fmt/os.h"       // fmt::ostream, fmt::output_file
 #include "fmt/ostream.h"  // directly output objects with operator<< overload via fmt
 
-#include <algorithm>    // std::all_of, std::max, std::min
+#include <algorithm>    // std::all_of, std::max, std::min, std::sort, std::adjacent_find
 #include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
 #include <cstddef>      // std::size_t
 #include <functional>   // std::reference_wrapper, std::cref
 #include <iostream>     // std::cout, std::endl
-#include <limits>       // std::numeric_limits
+#include <limits>       // std::numeric_limits::{max, lowest}
 #include <map>          // std::map
 #include <memory>       // std::shared_ptr, std::make_shared
 #include <optional>     // std::optional, std::make_optional, std::nullopt
@@ -603,7 +604,7 @@ void data_set<T, U>::create_mapping() {
 
     // convert input labels to now mapped values
     std::vector<real_type> tmp(labels_ptr_->size());
-#pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapper)
+    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapper)
     for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
         tmp[i] = mapper.get_mapped_value_by_label((*labels_ptr_)[i]);
     }
@@ -628,10 +629,8 @@ void data_set<T, U>::scale() {
             real_type min_value = std::numeric_limits<real_type>::max();
             real_type max_value = std::numeric_limits<real_type>::lowest();
 
-// calculate min/max values of all data points at the specific feature
-#pragma omp parallel for default(none) shared(X_ptr_) firstprivate(num_features_, feature) reduction(min                        \
-                                                                                                     : min_value) reduction(max \
-                                                                                                                            : max_value)
+            // calculate min/max values of all data points at the specific feature
+            #pragma omp parallel for default(none) shared(X_ptr_) firstprivate(num_features_, feature) reduction(min : min_value) reduction(max : max_value)
             for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
                 min_value = std::min(min_value, (*X_ptr_)[data_point][feature]);
                 max_value = std::max(max_value, (*X_ptr_)[data_point][feature]);
@@ -662,8 +661,8 @@ void data_set<T, U>::scale() {
         }
     }
 
-// scale values
-#pragma omp parallel for default(none) shared(scale_parameters_, X_ptr_) firstprivate(lower, upper, num_data_points_)
+    // scale values
+    #pragma omp parallel for default(none) shared(scale_parameters_, X_ptr_) firstprivate(lower, upper, num_data_points_)
     for (size_type i = 0; i < scale_parameters_->scaling_factors.size(); ++i) {
         // extract feature-wise min and max values
         const typename scaling::factors factor = scale_parameters_->scaling_factors[i];

From b2020e10b9b9b62dbb4d240db643de7f41bd8688 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 15:54:31 +0200
Subject: [PATCH 0289/1010] Update tests to use EXPECT_THAT instead of
 std::regex and update include documentation.

---
 tests/data_set.cpp | 97 +++++++++++++++++++++-------------------------
 1 file changed, 45 insertions(+), 52 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 07f983e94..1df0272f1 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -10,21 +10,26 @@
 
 #include "plssvm/data_set.hpp"
 
+#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
-#include "plssvm/exceptions/exceptions.hpp"
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::as_lowercase
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::data_set_exception
+#include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
 
 #include "utility.hpp"  // util::create_temp_file, util::redirect_output, EXPECT_THROW_WHAT
 
-#include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
-                          // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
+#include "gmock/gmock-matchers.h"  // ::testing::{ContainsRegex, StartsWith}
+#include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT, ASSERT_EQ, ASSERT_GT, TEST, TYPED_TEST, TYPED_TEST_SUITE
+                                   // ::testing::{Types, Test}
 
-#include <cstddef>     // std::size_t
-#include <filesystem>  // std::filesystem::remove
-#include <gmock/gmock-matchers.h>
-#include <regex>        // std::regex, std::regex_match, std::regex::extended
+#include <cstddef>      // std::size_t
+#include <filesystem>   // std::filesystem::remove
+#include <limits>       // std::numeric_limits::{lowest, max}
 #include <string>       // std::string
 #include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple, std::get
+#include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
 // struct for the used type combinations
@@ -56,7 +61,7 @@ TYPED_TEST(DataSetScaling, default_construct_factor) {
     using factor_type = typename scaling_type::factors;
 
     // create factor
-    factor_type factor{};
+    const factor_type factor{};
 
     // test values
     EXPECT_EQ(factor.feature, std::size_t{});
@@ -70,7 +75,7 @@ TYPED_TEST(DataSetScaling, construct_factor) {
     using factor_type = typename scaling_type::factors;
 
     // create factor
-    factor_type factor{ 1, real_type{ -2.5 }, real_type{ 2.5 } };
+    const factor_type factor{ 1, real_type{ -2.5 }, real_type{ 2.5 } };
 
     // test values
     EXPECT_EQ(factor.feature, 1);
@@ -84,7 +89,7 @@ TYPED_TEST(DataSetScaling, construct_interval) {
     using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
 
     // create scaling class
-    scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
+    const scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
 
     // test whether the values have been correctly set
     EXPECT_EQ(scale.scaling_interval.first, real_type{ -1.0 });
@@ -111,7 +116,7 @@ TYPED_TEST(DataSetScaling, construct_from_file) {
     // test whether the values have been correctly set
     EXPECT_EQ(scale.scaling_interval.first, plssvm::detail::convert_to<real_type>("-1.4"));
     EXPECT_EQ(scale.scaling_interval.second, plssvm::detail::convert_to<real_type>("2.6"));
-    std::vector<factors_type> correct_factors = {
+    const std::vector<factors_type> correct_factors = {
         factors_type{ 0, real_type{ 0.0 }, real_type{ 1.0 } },
         factors_type{ 1, real_type{ 1.1 }, real_type{ 2.1 } },
         factors_type{ 3, real_type{ 3.3 }, real_type{ 4.3 } },
@@ -131,7 +136,7 @@ TYPED_TEST(DataSetScaling, save) {
     using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
 
     // create scaling class
-    scaling_type scale{ PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt" };
+    const scaling_type scale{ PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt" };
 
     // create temporary file
     const std::string filename = util::create_temp_file();
@@ -143,22 +148,12 @@ TYPED_TEST(DataSetScaling, save) {
         plssvm::detail::io::file_reader reader{ filename };
         reader.read_lines('#');
 
-        std::vector<std::string> regex_patterns;
-        // header
-        regex_patterns.emplace_back("x");
-        regex_patterns.emplace_back("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-        // the remaining values
-        regex_patterns.emplace_back("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-
-        // check the content
+        // check file content
         ASSERT_GE(reader.num_lines(), 2);
-        std::regex reg{ regex_patterns[0], std::regex::extended };  // check the line only containing an x
-        EXPECT_TRUE(std::regex_match(std::string{ reader.line(0) }, reg));
-        reg = std::regex{ regex_patterns[1], std::regex::extended };  // check the scaling interval line
-        EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
-        reg = std::regex{ regex_patterns[2], std::regex::extended };  // check the remaining lines
+        EXPECT_EQ(reader.line(0), "x");
+        EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
         for (std::size_t i = 2; i < reader.num_lines(); ++i) {
-            EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
+            EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
         }
     }
     std::filesystem::remove(filename);
@@ -169,7 +164,7 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
     using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
 
     // create scaling class
-    scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
+    const scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
 
     // create temporary file
     const std::string filename = util::create_temp_file();
@@ -188,10 +183,8 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
 
         // check the content
         ASSERT_EQ(reader.num_lines(), 2);
-        std::regex reg{ regex_patterns[0], std::regex::extended };  // check the line only containing an x
-        EXPECT_TRUE(std::regex_match(std::string{ reader.line(0) }, reg));
-        reg = std::regex{ regex_patterns[1], std::regex::extended };  // check the scaling interval line
-        EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
+        EXPECT_EQ(reader.line(0), "x");
+        EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
     }
     std::filesystem::remove(filename);
 }
@@ -415,7 +408,7 @@ TYPED_TEST(DataSet, construct_arff_from_file_with_label) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename };
+    const plssvm::data_set<real_type, label_type> data{ filename };
 
     // check values
     EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
@@ -438,7 +431,7 @@ TYPED_TEST(DataSet, construct_arff_from_file_without_label) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/arff/5x4_{}_without_label.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename };
+    const plssvm::data_set<real_type, label_type> data{ filename };
 
     // check values
     EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
@@ -460,7 +453,7 @@ TYPED_TEST(DataSet, construct_libsvm_from_file_with_label) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename };
+    const plssvm::data_set<real_type, label_type> data{ filename };
 
     // check values
     EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
@@ -483,7 +476,7 @@ TYPED_TEST(DataSet, construct_libsvm_from_file_without_label) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/libsvm/5x4_{}_without_label.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename };
+    const plssvm::data_set<real_type, label_type> data{ filename };
 
     // check values
     EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
@@ -505,7 +498,7 @@ TYPED_TEST(DataSet, construct_explicit_arff_from_file) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff };
+    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff };
 
     // check values
     EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
@@ -528,7 +521,7 @@ TYPED_TEST(DataSet, construct_explicit_libsvm_from_file) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm };
+    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm };
 
     // check values
     EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
@@ -552,7 +545,7 @@ TYPED_TEST(DataSet, construct_scaled_arff_from_file) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -1.0 }, real_type{ 1.0 } } };
+    const plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -1.0 }, real_type{ 1.0 } } };
 
     // check values
     const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_arff<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
@@ -583,7 +576,7 @@ TYPED_TEST(DataSet, construct_scaled_libsvm_from_file) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -2.5 }, real_type{ 2.5 } } };
+    const plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -2.5 }, real_type{ 2.5 } } };
 
     // check values
     const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_libsvm<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
@@ -615,7 +608,7 @@ TYPED_TEST(DataSet, construct_scaled_explicit_arff_from_file) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff, { real_type{ -1.0 }, real_type{ 1.0 } } };
+    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff, { real_type{ -1.0 }, real_type{ 1.0 } } };
 
     // check values
     const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_arff<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
@@ -646,7 +639,7 @@ TYPED_TEST(DataSet, construct_scaled_explicit_libsvm_from_file) {
 
     // create data set
     const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm, { real_type{ -2.5 }, real_type{ 2.5 } } };
+    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm, { real_type{ -2.5 }, real_type{ 2.5 } } };
 
     // check values
     const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_libsvm<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
@@ -955,10 +948,10 @@ class DataSetSave : public ::testing::Test, private util::redirect_output {
 
     std::string filename;
     const std::vector<std::vector<T>> data_points = {
-        { T{1.1}, T{1.2}, T{1.3}, T{1.4} },
-        { T{2.1}, T{2.2}, T{2.3}, T{2.4} },
-        { T{3.1}, T{3.2}, T{3.3}, T{3.4} },
-        { T{4.1}, T{4.2}, T{4.3}, T{4.4} }
+        { T{ 1.1 }, T{ 1.2 }, T{ 1.3 }, T{ 1.4 } },
+        { T{ 2.1 }, T{ 2.2 }, T{ 2.3 }, T{ 2.4 } },
+        { T{ 3.1 }, T{ 3.2 }, T{ 3.3 }, T{ 3.4 } },
+        { T{ 4.1 }, T{ 4.2 }, T{ 4.3 }, T{ 4.4 } }
     };
     const std::vector<U> label = {
         { plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("-1") }
@@ -1071,10 +1064,10 @@ class DataSetGetter : public ::testing::Test, private util::redirect_output {
 
     std::string filename;
     const std::vector<std::vector<T>> data_points = {
-        { T{1.1}, T{1.2}, T{1.3}, T{1.4} },
-        { T{2.1}, T{2.2}, T{2.3}, T{2.4} },
-        { T{3.1}, T{3.2}, T{3.3}, T{3.4} },
-        { T{4.1}, T{4.2}, T{4.3}, T{4.4} }
+        { T{ 1.1 }, T{ 1.2 }, T{ 1.3 }, T{ 1.4 } },
+        { T{ 2.1 }, T{ 2.2 }, T{ 2.3 }, T{ 2.4 } },
+        { T{ 3.1 }, T{ 3.2 }, T{ 3.3 }, T{ 3.4 } },
+        { T{ 4.1 }, T{ 4.2 }, T{ 4.3 }, T{ 4.4 } }
     };
     const std::vector<U> label = {
         plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("-1")
@@ -1196,8 +1189,8 @@ TYPED_TEST(DataSetGetter, scaling_factors) {
     const plssvm::data_set<real_type, label_type> data_scaled{ this->data_points, scaling_type{ real_type{ -1.0 }, real_type{ 1.0 } } };
     // check scaling_factors getter
     EXPECT_TRUE(data_scaled.scaling_factors().has_value());
-    const auto& [ignored, correct_scaling_factors] = scale(this->data_points, real_type{ -1.0 }, real_type{ 1.0 });
-    const scaling_type& scaling_factors = data_scaled.scaling_factors().value();
+    const auto &[ignored, correct_scaling_factors] = scale(this->data_points, real_type{ -1.0 }, real_type{ 1.0 });
+    const scaling_type &scaling_factors = data_scaled.scaling_factors().value();
     EXPECT_EQ(scaling_factors.scaling_interval.first, real_type{ -1.0 });
     EXPECT_EQ(scaling_factors.scaling_interval.second, real_type{ 1.0 });
     ASSERT_EQ(scaling_factors.scaling_factors.size(), correct_scaling_factors.size());

From eb37dc2a03a6187748673b31316b0b3163caa56b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 17:00:23 +0200
Subject: [PATCH 0290/1010] Add tests for the data_set_variant creation.

---
 tests/CMakeLists.txt                   |  1 +
 tests/detail/cmd/data_set_variants.cpp | 95 ++++++++++++++++++++++++++
 2 files changed, 96 insertions(+)
 create mode 100644 tests/detail/cmd/data_set_variants.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 3a4478c64..eddf05eff 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -97,6 +97,7 @@ set(PLSSVM_BASE_TEST_SOURCES
 #    ${CMAKE_CURRENT_LIST_DIR}/csvm_test.cpp
 #    ${CMAKE_CURRENT_LIST_DIR}/parameter_test.cpp
 
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/data_set_variants.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_predict.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
new file mode 100644
index 000000000..03d6107a3
--- /dev/null
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -0,0 +1,95 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the data variant creation based on the provided runtime parameters.
+ */
+
+#include "plssvm/detail/cmd/data_set_variants.hpp"
+
+#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
+#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
+#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
+
+#include "utility.hpp"  // util::ParameterBase
+
+#include "fmt/core.h"     // fmt::format
+#include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ,  ::testing::{WithParamInterface, Values}
+
+#include <cstddef>  // std::size_t
+#include <string>   // std::string
+#include <tuple>    // std::tuple, std::make_tuple
+
+// the variant order is: <float, int>, <float, std::string>, <double, int>, <double, std::string>
+
+class DataSetFactory : public util::ParameterBase, public ::testing::WithParamInterface<std::tuple<bool, bool, std::size_t>> {};
+
+TEST_P(DataSetFactory, data_set_factory_predict) {
+    // get parameter
+    const auto [float_as_real_type, strings_as_labels, index] = GetParam();
+
+    // create artificial command line arguments in test fixture
+    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}{} data.libsvm.model", cmd_params, filename));
+    // create parameter object
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+
+    // test active variant type
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    EXPECT_EQ(var.index(), index);
+}
+TEST_P(DataSetFactory, data_set_factory_scale) {
+    // get parameter
+    const auto [float_as_real_type, strings_as_labels, index] = GetParam();
+
+    // create artificial command line arguments in test fixture
+    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {}{}", cmd_params, filename));
+    // create parameter object
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+
+    // test active variant type
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    EXPECT_EQ(var.index(), index);
+}
+TEST_P(DataSetFactory, data_set_factory_scale_restore_filename) {
+    // get parameter
+    const auto [float_as_real_type, strings_as_labels, index] = GetParam();
+
+    // create artificial command line arguments in test fixture
+    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
+    this->CreateCMDArgs(fmt::format("./plssvm-scale -r {} {}{}", PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt", cmd_params, filename));
+    // create parameter object
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+
+    // test active variant type
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    EXPECT_EQ(var.index(), index);
+}
+TEST_P(DataSetFactory, data_set_factory_train) {
+    // get parameter
+    const auto [float_as_real_type, strings_as_labels, index] = GetParam();
+
+    // create artificial command line arguments in test fixture
+    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
+    this->CreateCMDArgs(fmt::format("./plssvm-train {}{}", cmd_params, filename));
+    // create parameter object
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+
+    // test active variant type
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    EXPECT_EQ(var.index(), index);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(DataSetFactory, DataSetFactory, ::testing::Values(
+    std::make_tuple(false, false, 2), std::make_tuple(false, true, 3),
+    std::make_tuple(true, false, 0), std::make_tuple(true, true, 1)
+));
+// clang-format on
\ No newline at end of file

From f2da79dfff7b3b9f16daa411875894db8af1683a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 28 Sep 2022 17:51:07 +0200
Subject: [PATCH 0291/1010] Improve test implementation.

---
 tests/backend_types.cpp     |  20 ++---
 tests/file_format_types.cpp |   8 +-
 tests/kernel_types.cpp      | 161 ++++++++++++++----------------------
 tests/target_platforms.cpp  |  16 ++--
 tests/utility.hpp           |  22 +++++
 5 files changed, 108 insertions(+), 119 deletions(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index fea5ace5e..4fffeb3fc 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -11,11 +11,13 @@
 #include "plssvm/backend_types.hpp"
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
+#include "utility.hpp"                // util::{convert_to_string, convert_from_string}, EXPECT_THROW_WHAT
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE, TEST_P, INSTANTIATE_TEST_SUITE_P
 
 #include <sstream>  // std::istringstream
+#include <tuple>    // std::tuple, std::ignore
+#include <utility>  // std::pair
 #include <vector>   // std::vector
 
 // check whether the plssvm::backend_type -> std::string conversions are correct
@@ -51,16 +53,16 @@ TEST(BackendType, from_string) {
 }
 TEST(BackendType, from_string_unknown) {
     // foo isn't a valid backend_type
-    std::istringstream ss{ "foo" };
-    plssvm::backend_type b;
-    ss >> b;
-    EXPECT_TRUE(ss.fail());
+    std::istringstream input{ "foo" };
+    plssvm::backend_type backend;
+    input >> backend;
+    EXPECT_TRUE(input.fail());
 }
 
 TEST(BackendType, minimal_available_backend) {
     const std::vector<plssvm::backend_type> backends = plssvm::list_available_backends();
 
-    // at least two backends must be available!
+    // at least two backends must be available (automatic + one user provided)!
     EXPECT_GE(backends.size(), 2);
 
     // the automatic backend must always be present
@@ -72,11 +74,10 @@ class BackendTypeUnsupportedCombination : public ::testing::TestWithParam<unsupp
 
 TEST_P(BackendTypeUnsupportedCombination, unsupported_backend_target_platform_combinations) {
     const auto &[available_backends, available_target_platforms] = GetParam();
-    EXPECT_THROW_WHAT([[maybe_unused]] auto res = plssvm::determine_default_backend(available_backends, available_target_platforms),
+    EXPECT_THROW_WHAT(std::ignore = plssvm::determine_default_backend(available_backends, available_target_platforms),
                       plssvm::unsupported_backend_exception,
                       fmt::format("Error: unsupported backend and target platform combination: [{}]x[{}]!", fmt::join(available_backends, ", "), fmt::join(available_target_platforms, ", ")));
 }
-
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeUnsupportedCombination, ::testing::Values(
          unsupported_combination_type{ { plssvm::backend_type::cuda, plssvm::backend_type::hip }, { plssvm::target_platform::cpu } },
@@ -92,7 +93,6 @@ TEST_P(BackendTypeSupportedCombination, supported_backend_target_platform_combin
     const auto &[available_backends, available_target_platforms, result_backend] = GetParam();
     EXPECT_EQ(plssvm::determine_default_backend(available_backends, available_target_platforms), result_backend);
 }
-
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeSupportedCombination, ::testing::Values(
          supported_combination_type{ { plssvm::backend_type::openmp }, { plssvm::target_platform::cpu, plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel }, plssvm::backend_type::openmp },
diff --git a/tests/file_format_types.cpp b/tests/file_format_types.cpp
index e4e134c36..0b559f32a 100644
--- a/tests/file_format_types.cpp
+++ b/tests/file_format_types.cpp
@@ -37,8 +37,8 @@ TEST(FileFormatType, from_string) {
 }
 TEST(FileFormatType, from_string_unknown) {
     // foo isn't a valid file_format_type
-    std::istringstream ss{ "foo" };
-    plssvm::file_format_type ff;
-    ss >> ff;
-    EXPECT_TRUE(ss.fail());
+    std::istringstream input{ "foo" };
+    plssvm::file_format_type file_format;
+    input >> file_format;
+    EXPECT_TRUE(input.fail());
 }
diff --git a/tests/kernel_types.cpp b/tests/kernel_types.cpp
index e2b189b80..ec12a21a7 100644
--- a/tests/kernel_types.cpp
+++ b/tests/kernel_types.cpp
@@ -13,14 +13,15 @@
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
 #include "backends/compare.hpp"  // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
-#include "utility.hpp"           // util::{convert_to_string, convert_from_string, gtest_assert_floating_point_near}, EXPECT_THROW_WHAT
+#include "utility.hpp"           // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}, EXPECT_THROW_WHAT
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
 
 #include <algorithm>  // std::generate
+#include <array>      // std::array
 #include <cstddef>    // std::size_t
-#include <random>     // std::random_device, std::mt19937, std::uniform_real_distribution
 #include <sstream>    // std::istringstream
+#include <tuple>      // std::ignore
 #include <vector>     // std::vector
 
 // check whether the plssvm::kernel_type -> std::string conversions are correct
@@ -50,12 +51,13 @@ TEST(KernelType, from_string) {
 }
 TEST(KernelType, from_string_unknown) {
     // foo isn't a valid kernel_type
-    std::istringstream ss{ "foo" };
-    plssvm::kernel_type k;
-    ss >> k;
-    EXPECT_TRUE(ss.fail());
+    std::istringstream input{ "foo" };
+    plssvm::kernel_type kernel;
+    input >> kernel;
+    EXPECT_TRUE(input.fail());
 }
 
+// check whether the plssvm::kernel_type -> math string conversions are correct
 TEST(KernelType, kernel_to_math_string) {
     // check conversion from plssvm::kernel_type to the respective math function string
     EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::linear), "u'*v");
@@ -67,167 +69,133 @@ TEST(KernelType, kernel_to_math_string_unkown) {
     EXPECT_EQ(plssvm::kernel_type_to_math_string(static_cast<plssvm::kernel_type>(3)), "unknown");
 }
 
-template <typename T>
-std::vector<T> generate_random_vector(const std::size_t size) {
-    std::vector<T> vec(size);
-
-    // fill vectors with random values
-    static std::random_device rd;
-    static std::mt19937 gen(rd());
-    std::uniform_real_distribution<T> dist(-1.0, 1.0);
-    std::generate(vec.begin(), vec.end(), [&]() { return dist(gen); });
-
-    return vec;
-}
-
 // the floating point types to test
 using floating_point_types = ::testing::Types<float, double>;
-const std::vector<std::size_t> kernel_vector_sizes_to_test = { 0, 1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024 };
 
+// the vector sizes used in the kernel function tests
+constexpr std::array kernel_vector_sizes_to_test{ 0, 1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024 };
+// the kernel type parameter used in the kernel function tests
 template <typename T, plssvm::kernel_type kernel>
-struct parameter_set {
-    std::vector<plssvm::parameter<T>> params = {
-        plssvm::parameter<T>{ kernel, 3, 0.05, 1.0, 1.0 },
-        plssvm::parameter<T>{ kernel, 1, 0.0, 0.0, 1.0 },
-        plssvm::parameter<T>{ kernel, 4, -0.05, 1.5, 1.0 },
-        plssvm::parameter<T>{ kernel, 2, 0.025, -1.0, 1.0 }
-    };
-};
+constexpr std::array parameter_set{ plssvm::parameter<T>{ kernel, 3, 0.05, 1.0, 1.0 },
+                                    plssvm::parameter<T>{ kernel, 1, 0.0, 0.0, 1.0 },
+                                    plssvm::parameter<T>{ kernel, 4, -0.05, 1.5, 1.0 },
+                                    plssvm::parameter<T>{ kernel, 2, 0.025, -1.0, 1.0 } };
 
 template <typename T>
-class KernelTypeBase : public ::testing::Test {};
-TYPED_TEST_SUITE(KernelTypeBase, floating_point_types);
+class KernelFunction : public ::testing::Test {};
+TYPED_TEST_SUITE(KernelFunction, floating_point_types);
 
-TYPED_TEST(KernelTypeBase, linear_kernel_function_variadic) {
+TYPED_TEST(KernelFunction, linear_kernel_function_variadic) {
     using real_type = TypeParam;
 
-    // create parameter set to test
-    parameter_set<real_type, plssvm::kernel_type::linear> params_set;
-
     for (const std::size_t size : kernel_vector_sizes_to_test) {
         // create random vector with the specified size
-        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
-        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x1 = util::generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test the linear kernel function using different parameter sets
-        for ([[maybe_unused]] const plssvm::parameter<real_type> &p : params_set.params) {
+        for ([[maybe_unused]] const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::linear>) {
             util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
         }
     }
 }
 
-TYPED_TEST(KernelTypeBase, linear_kernel_function_parameter) {
+TYPED_TEST(KernelFunction, linear_kernel_function_parameter) {
     using real_type = TypeParam;
 
-    // create parameter set to test
-    parameter_set<real_type, plssvm::kernel_type::linear> params_set;
-
     for (const std::size_t size : kernel_vector_sizes_to_test) {
         // create random vector with the specified size
-        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
-        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x1 = util::generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test the linear kernel function using different parameter sets
-        for (const plssvm::parameter<real_type> &p : params_set.params) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, p), compare::detail::linear_kernel(x1, x2));
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::linear>) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params), compare::detail::linear_kernel(x1, x2));
         }
     }
 }
-
-TYPED_TEST(KernelTypeBase, polynomial_kernel_function_variadic) {
+TYPED_TEST(KernelFunction, polynomial_kernel_function_variadic) {
     using real_type = TypeParam;
 
-    // create parameter set to test
-    parameter_set<real_type, plssvm::kernel_type::polynomial> params_set;
-
     for (const std::size_t size : kernel_vector_sizes_to_test) {
         // create random vector with the specified size
-        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
-        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x1 = util::generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test polynomial kernel function
-        for (const plssvm::parameter<real_type> &p : params_set.params) {
-            const int degree = p.degree.value();
-            const real_type gamma = p.gamma.value();
-            const real_type coef0 = p.coef0.value();
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::polynomial>) {
+            const int degree = params.degree;
+            const real_type gamma = params.gamma;
+            const real_type coef0 = params.coef0;
             util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::poly_kernel(x1, x2, degree, gamma, coef0));
         }
     }
 }
-
-TYPED_TEST(KernelTypeBase, polynomial_kernel_function_parameter) {
+TYPED_TEST(KernelFunction, polynomial_kernel_function_parameter) {
     using real_type = TypeParam;
 
-    // create parameter set to test
-    parameter_set<real_type, plssvm::kernel_type::polynomial> params_set;
-
     for (const std::size_t size : kernel_vector_sizes_to_test) {
         // create random vector with the specified size
-        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
-        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x1 = util::generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test polynomial kernel function
-        for (const plssvm::parameter<real_type> &p : params_set.params) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, p), compare::detail::poly_kernel(x1, x2, p.degree.value(), p.gamma.value(), p.coef0.value()));
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::polynomial>) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params),
+                                                   compare::detail::poly_kernel(x1, x2, params.degree.value(), params.gamma.value(), params.coef0.value()));
         }
     }
 }
 
-TYPED_TEST(KernelTypeBase, radial_basis_function_kernel_function_variadic) {
+TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_variadic) {
     using real_type = TypeParam;
 
-    // create parameter set to test
-    parameter_set<real_type, plssvm::kernel_type::rbf> params_set;
-
     for (const std::size_t size : kernel_vector_sizes_to_test) {
         // create random vector with the specified size
-        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
-        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x1 = util::generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test rbf kernel function
-        for (const plssvm::parameter<real_type> &p : params_set.params) {
-            const real_type gamma = p.gamma.value();
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::rbf>) {
+            const real_type gamma = params.gamma;
             util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
         }
     }
 }
-
-TYPED_TEST(KernelTypeBase, radial_basis_function_kernel_function_parameter) {
+TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_parameter) {
     using real_type = TypeParam;
 
-    // create parameter set to test
-    parameter_set<real_type, plssvm::kernel_type::rbf> params_set;
-
     for (const std::size_t size : kernel_vector_sizes_to_test) {
         // create random vector with the specified size
-        const std::vector<real_type> x1 = generate_random_vector<real_type>(size);
-        const std::vector<real_type> x2 = generate_random_vector<real_type>(size);
+        const std::vector<real_type> x1 = util::generate_random_vector<real_type>(size);
+        const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test rbf kernel function
-        for (const plssvm::parameter<real_type> &p : params_set.params) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, p), compare::detail::radial_kernel(x1, x2, p.gamma.value()));
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::rbf>) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params), compare::detail::radial_kernel(x1, x2, params.gamma.value()));
         }
     }
 }
 
-TYPED_TEST(KernelTypeBase, unknown_kernel_function_parameter) {
+TYPED_TEST(KernelFunction, unknown_kernel_function_parameter) {
     using real_type = TypeParam;
 
     // create two vectors
     const std::vector<real_type> x1 = { real_type{ 1.0 } };
     const std::vector<real_type> x2 = { real_type{ 1.0 } };
-    plssvm::parameter<real_type> p{};
-    p.kernel = static_cast<plssvm::kernel_type>(3);
+    // create a parameter object with an unknown kernel type
+    plssvm::parameter<real_type> params{};
+    params.kernel = static_cast<plssvm::kernel_type>(3);
 
-    [[maybe_unused]] real_type res;
-    EXPECT_THROW_WHAT(res = plssvm::kernel_function(x1, x2, p), plssvm::unsupported_kernel_type_exception, "Unknown kernel type (value: 3)!");
+    // using an unknown kernel type must throw
+    EXPECT_THROW_WHAT(std::ignore = plssvm::kernel_function(x1, x2, params), plssvm::unsupported_kernel_type_exception, "Unknown kernel type (value: 3)!");
 }
 
 template <typename T>
-class KernelTypeBaseDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(KernelTypeBaseDeathTest, floating_point_types);
+class KernelFunctionDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(KernelFunctionDeathTest, floating_point_types);
 
-TYPED_TEST(KernelTypeBaseDeathTest, size_mismatch_kernel_function_variadic) {
+TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_variadic) {
     using real_type = TypeParam;
 
     // create random vector with the specified size
@@ -235,13 +203,11 @@ TYPED_TEST(KernelTypeBaseDeathTest, size_mismatch_kernel_function_variadic) {
     const std::vector<real_type> x2{ real_type{ 1.0 }, real_type{ 2.0 } };
 
     // test mismatched vector sizes
-    [[maybe_unused]] real_type res;
-    EXPECT_DEATH(res = plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), "Sizes mismatch!: 1 != 2");
-    EXPECT_DEATH(res = plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, 0, real_type{ 0.0 }, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
-    EXPECT_DEATH(res = plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, 0, real_type{ 0.0 }, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
 }
-
-TYPED_TEST(KernelTypeBaseDeathTest, size_mismatch_kernel_function_parameter) {
+TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_parameter) {
     using real_type = TypeParam;
 
     // create random vector with the specified size
@@ -249,6 +215,5 @@ TYPED_TEST(KernelTypeBaseDeathTest, size_mismatch_kernel_function_parameter) {
     const std::vector<real_type> x2{ real_type{ 1.0 }, real_type{ 2.0 } };
 
     // test mismatched vector sizes
-    [[maybe_unused]] real_type res;
-    EXPECT_DEATH(res = plssvm::kernel_function(x1, x2, plssvm::parameter<real_type>{}), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function(x1, x2, plssvm::parameter<real_type>{}), "Sizes mismatch!: 1 != 2");
 }
\ No newline at end of file
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
index d9817e4c9..d7504e99e 100644
--- a/tests/target_platforms.cpp
+++ b/tests/target_platforms.cpp
@@ -11,9 +11,10 @@
 #include "plssvm/target_platforms.hpp"
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-#include "utility.hpp"                // util::{convert_to_string, convert_from_string}
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE
 
 #include <sstream>  // std::istringstream
 #include <vector>   // std::vector
@@ -48,16 +49,17 @@ TEST(TargetPlatform, from_string) {
 }
 TEST(TargetPlatform, from_string_unknown) {
     // foo isn't a valid target_platform
-    std::istringstream ss{ "foo" };
-    plssvm::target_platform t;
-    ss >> t;
-    EXPECT_TRUE(ss.fail());
+    std::istringstream input{ "foo" };
+    plssvm::target_platform platform;
+    input >> platform;
+    EXPECT_TRUE(input.fail());
 }
 
 TEST(TargetPlatform, minimal_available_target_platform) {
+    // get the available target platforms
     const std::vector<plssvm::target_platform> platform = plssvm::list_available_target_platforms();
 
-    // at least two target platforms must be available!
+    // at least two target platforms must be available (automatic + one user provided)!
     EXPECT_GE(platform.size(), 2);
 
     // the automatic backend must always be present
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 73422fe78..9f502711c 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -33,6 +33,7 @@
 #include <filesystem>   // std::filesystem::temp_directory_path, std::filesystem::exists
 #include <iostream>     // std::cout
 #include <limits>       // std::numeric_limits
+#include <random>       // std::random_device, std::mt19937, std::uniform_real_distribution
 #include <sstream>      // std::ostringstream, std::istringstream, std::stringstream
 #include <streambuf>    // std::streambuf
 #include <string>       // std::string, std::to_string
@@ -260,6 +261,27 @@ inline T convert_from_string(const std::string &str) {
     return param;
 }
 
+/**
+ * @brief Generate vector of @p size filled with random values in the range [@p lower, @p upper].
+ * @tparam T the type of the elements in the vector
+ * @param[in] size the size of the vector
+ * @param[in] lower the lower bound of the random values in the vector
+ * @param[in] upper the upper bound of the random values in the vector
+ * @return the randomly generated vector (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] inline std::vector<T> generate_random_vector(const std::size_t size, const T lower = T{ -1.0 }, const T upper = T{ 1.0 }) {
+    std::vector<T> vec(size);
+
+    // fill vectors with random values
+    static std::random_device device;
+    static std::mt19937 gen(device());
+    std::uniform_real_distribution<T> dist(lower, upper);
+    std::generate(vec.begin(), vec.end(), [&]() { return dist(gen); });
+
+    return vec;
+}
+
 /**
  * @brief Defines a macro like
  *        <a href="https://chromium.googlesource.com/external/github.com/google/googletest/+/HEAD/googletest/docs/advanced.md">googletest</a>'s

From 06dfddb2d28c184093fe2496799bfb2ad6d069b8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 09:56:46 +0200
Subject: [PATCH 0292/1010] Use type alias instead of another inheritance.

---
 tests/kernel_types.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/kernel_types.cpp b/tests/kernel_types.cpp
index ec12a21a7..651c1fa66 100644
--- a/tests/kernel_types.cpp
+++ b/tests/kernel_types.cpp
@@ -192,7 +192,7 @@ TYPED_TEST(KernelFunction, unknown_kernel_function_parameter) {
 }
 
 template <typename T>
-class KernelFunctionDeathTest : public ::testing::Test {};
+using KernelFunctionDeathTest = KernelFunction<T>;
 TYPED_TEST_SUITE(KernelFunctionDeathTest, floating_point_types);
 
 TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_variadic) {

From fe73f3038eb83f0d8843f515a21dd2da80e48859 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 10:00:42 +0200
Subject: [PATCH 0293/1010] Fix wrong comment.

---
 tests/version/git_metadata/git_metadata.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index 0919f0957..5c2197164 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -71,7 +71,7 @@ TEST(GitMetadata, commit_subject) {
 
 TEST(GitMetadata, commit_body) {
     if (!git_metadata::is_populated()) {
-        // if we are outside a Git repository, the commit subject must be empty
+        // if we are outside a Git repository, the commit body must be empty
         EXPECT_TRUE(git_metadata::commit_subject().empty());
     }
 }

From 325e0a86c8aff077250939c3a6c5b93face448b3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 10:19:31 +0200
Subject: [PATCH 0294/1010] Update comments and change from std::regex to the
 GTest equivalents.

---
 tests/exceptions/exceptions.cpp | 42 +++++++++++++--------------------
 tests/exceptions/utility.hpp    |  8 +++----
 2 files changed, 20 insertions(+), 30 deletions(-)

diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 696ece85b..6456811ec 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -14,10 +14,9 @@
 #include "utility.hpp"     // util::{exception_type_name, exception_definition, exception_definition_to_name}
 
 #include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
 #include "gtest/gtest.h"           // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
 
-#include <regex>        // std::regex, std::regex_matcher
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
@@ -40,43 +39,36 @@ TYPED_TEST_SUITE(Exceptions, exception_types);
 // check whether throwing exceptions works as intended
 TYPED_TEST(Exceptions, throwing_excpetion) {
     using exception_type = TypeParam;
-    //    EXPECT_THROW_WHAT(throw_exception<exception_type>("exception message"), exception_type, "exception message");
+    // throw the specified exception
     EXPECT_THROW_WHAT(throw exception_type{ "exception message" }, exception_type, "exception message");
 }
 
 // check whether the source location information are populated correctly
 TYPED_TEST(Exceptions, exception_source_location) {
-    const auto e = dummy<TypeParam>("exception message");
+    const auto exc = dummy<TypeParam>("exception message");
 
-    EXPECT_EQ(e.loc().file_name(), __FILE__);
-    EXPECT_THAT(e.loc().function_name(), ::testing::HasSubstr("dummy"));
-    EXPECT_EQ(e.loc().line(), 28);   // attention: hardcoded line!
-    EXPECT_EQ(e.loc().column(), 0);  // attention: always 0!
+    EXPECT_EQ(exc.loc().file_name(), __FILE__);
+    EXPECT_THAT(exc.loc().function_name(), ::testing::HasSubstr("dummy"));
+    EXPECT_EQ(exc.loc().line(), 27);   // attention: hardcoded line!
+    EXPECT_EQ(exc.loc().column(), 0);  // attention: always 0!
 }
 
 // check whether what message including the source location information is assembled correctly
 TYPED_TEST(Exceptions, exception_what_with_source_location) {
     using exception_type = TypeParam;
-    const auto e = dummy<exception_type>("exception message");
+    const auto exc = dummy<exception_type>("exception message");
 
     // get exception message with source location information split into a vector of separate lines
-    const std::string what = e.what_with_loc();
+    const std::string what = exc.what_with_loc();
     const std::vector<std::string_view> what_lines = plssvm::detail::split(what, '\n');
 
-    // create vector containing correct regex
-    std::vector<std::string> regex_patterns;
-    regex_patterns.emplace_back("exception message");
-    regex_patterns.emplace_back(fmt::format("{} thrown:", util::exception_type_name<exception_type>()));
-    regex_patterns.emplace_back("  in file      " __FILE__);
-    regex_patterns.emplace_back("  in function  .*dummy.*");
-    regex_patterns.emplace_back("  @ line       28");
+    // check the number of lines in the "what" message
+    ASSERT_EQ(what_lines.size(), 5);
 
-    // number of lines and what message and regex matchers must be equal
-    ASSERT_EQ(what_lines.size(), regex_patterns.size());
-
-    // check if what message matches the regex
-    for (std::vector<std::string>::size_type i = 0; i < regex_patterns.size(); ++i) {
-        std::regex reg(regex_patterns[i], std::regex::extended);
-        EXPECT_TRUE(std::regex_match(what_lines[i].data(), what_lines[i].data() + what_lines[i].size(), reg)) << fmt::format(R"(line {}: "{}" doesn't match regex pattern: "{}")", i, what_lines[i], regex_patterns[i]);
-    }
+    // check the "what" message content
+    EXPECT_EQ(what_lines[0], "exception message");
+    EXPECT_EQ(what_lines[1], fmt::format("{} thrown:", util::exception_type_name<exception_type>()));
+    EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
+    EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
+    EXPECT_EQ(what_lines[4], "  @ line       27");
 }
\ No newline at end of file
diff --git a/tests/exceptions/utility.hpp b/tests/exceptions/utility.hpp
index edc50c4c7..575fb0c4d 100644
--- a/tests/exceptions/utility.hpp
+++ b/tests/exceptions/utility.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Utility functions and classes (fixtures) for testing the exception classes' functionality.
+ * @brief Utility functions for testing the exception classes' functionality.
  */
 
 #ifndef PLSSVM_TESTS_EXCEPTIONS_UTILITY_HPP_
@@ -15,8 +15,6 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::{*_exception}
 
-#include "fmt/core.h"  // fmt::format
-
 #include <string_view>  // std::string_view
 
 /**
@@ -35,8 +33,8 @@ using namespace plssvm;
 /**
  * @brief Tries to convert the given exception to its name as string representation.
  * @details The definition is marked as **deleted** if `T` isn't one of the custom PLSSVM exception types.
- * @tparam T the type to convert to a string
- * @return the name of `T` (`[[nodiscard]]`)
+ * @tparam T the exception type to convert to a string
+ * @return the name of the exception type `T` (`[[nodiscard]]`)
  */
 template <typename T>
 [[nodiscard]] constexpr inline std::string_view exception_type_name() = delete;

From 79905c28971835fdb5907712471e770b1bec47e3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 10:35:12 +0200
Subject: [PATCH 0295/1010] Update naming, std::regex to GTest matchers, and
 formatting.

---
 include/plssvm/detail/utility.hpp |  8 ++--
 tests/detail/utility.cpp          | 62 +++++++++++++++----------------
 2 files changed, 33 insertions(+), 37 deletions(-)

diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index be5b57c89..b40f3d1ef 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -175,10 +175,10 @@ inline typename std::unordered_set<Key, Hash, KeyEqual, Allocator>::size_type er
  */
 template <typename T, typename Allocator, typename Pred>
 inline typename std::vector<T, Allocator>::size_type erase_if(std::vector<T, Allocator> &vec, Pred pred) {
-    auto it = std::remove_if(vec.begin(), vec.end(), pred);
-    auto r = std::distance(it, vec.end());
-    vec.erase(it, vec.end());
-    return r;
+    auto iter = std::remove_if(vec.begin(), vec.end(), pred);
+    auto dist = std::distance(iter, vec.end());
+    vec.erase(iter, vec.end());
+    return dist;
 }
 
 /**
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index 81088d029..1240ed4b0 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -11,14 +11,15 @@
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::{always_false, remove_cvref_t, get, to_underlying, erase_if, contains_key}
 #include "plssvm/default_value.hpp"   // plssvm::default_value
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
 
 #include <map>            // std::map
-#include <regex>          // std::regex, std::regex_match
 #include <set>            // std::set
 #include <type_traits>    // std::is_same_v
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
+#include <vector>         // std::vector
 
 TEST(Utility, always_false) {
     EXPECT_FALSE(plssvm::detail::always_false_v<void>);
@@ -46,9 +47,9 @@ TEST(Utility, get) {
 }
 
 TEST(Utility, to_underlying_int) {
-    enum class int_enum { a,
-                          b,
-                          c = 10 };
+    // clang-format off
+    enum class int_enum { a, b, c = 10 };
+    // clang-format on
 
     EXPECT_EQ(plssvm::detail::to_underlying(int_enum::a), 0);
     EXPECT_EQ(plssvm::detail::to_underlying(int_enum::b), 1);
@@ -56,9 +57,9 @@ TEST(Utility, to_underlying_int) {
 }
 
 TEST(Utility, to_underlying_char) {
-    enum class char_enum : char { a = 'a',
-                                  b = 'b',
-                                  c = 'c' };
+    // clang-format off
+    enum class char_enum : char { a = 'a', b = 'b', c = 'c' };
+    // clang-format on
 
     EXPECT_EQ(plssvm::detail::to_underlying(char_enum::a), 'a');
     EXPECT_EQ(plssvm::detail::to_underlying(char_enum::b), 'b');
@@ -66,9 +67,9 @@ TEST(Utility, to_underlying_char) {
 }
 
 TEST(Utility, to_underlying_default_value_int) {
-    enum class int_enum { a,
-                          b,
-                          c = 10 };
+    // clang-format off
+    enum class int_enum { a, b, c = 10 };
+    // clang-format on
 
     plssvm::default_value<int_enum> int_default;
     EXPECT_EQ(plssvm::detail::to_underlying(int_default = int_enum::a), 0);
@@ -77,9 +78,9 @@ TEST(Utility, to_underlying_default_value_int) {
 }
 
 TEST(Utility, to_underlying_default_value_char) {
-    enum class char_enum : char { a = 'a',
-                                  b = 'b',
-                                  c = 'c' };
+    // clang-format off
+    enum class char_enum : char { a = 'a', b = 'b', c = 'c' };
+    // clang-format on
 
     plssvm::default_value<char_enum> char_default;
     EXPECT_EQ(plssvm::detail::to_underlying(char_default = char_enum::a), 'a');
@@ -87,6 +88,7 @@ TEST(Utility, to_underlying_default_value_char) {
     EXPECT_EQ(plssvm::detail::to_underlying(char_default = char_enum::c), 'c');
 }
 
+// test fixture for map like classes
 template <typename T>
 class UtilityMapContainer : public ::testing::Test {
   protected:
@@ -101,18 +103,16 @@ class UtilityMapContainer : public ::testing::Test {
 
 // the map container types to test
 using map_types = ::testing::Types<std::map<int, int>, std::unordered_map<int, int>>;
-
 TYPED_TEST_SUITE(UtilityMapContainer, map_types);
 
 TYPED_TEST(UtilityMapContainer, erase_if) {
-    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type p) { return p.second % 2 == 0; }), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type value) { return value.second % 2 == 0; }), 1);
     EXPECT_EQ(this->map.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type p) { return p.second % 2 == 0; }), 0);
+    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type value) { return value.second % 2 == 0; }), 0);
     EXPECT_EQ(this->map.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type p) { return p.second % 2 == 1; }), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type value) { return value.second % 2 == 1; }), 1);
     EXPECT_TRUE(this->map.empty());
 }
-
 TYPED_TEST(UtilityMapContainer, contains) {
     EXPECT_TRUE(plssvm::detail::contains(this->map, 0));
     EXPECT_TRUE(plssvm::detail::contains(this->map, 1));
@@ -120,6 +120,7 @@ TYPED_TEST(UtilityMapContainer, contains) {
     EXPECT_FALSE(plssvm::detail::contains(this->map, -1));
 }
 
+// test fixture for set like classes
 template <typename T>
 class UtilitySetContainer : public ::testing::Test {
   protected:
@@ -134,18 +135,16 @@ class UtilitySetContainer : public ::testing::Test {
 
 // the set container types to test
 using set_types = ::testing::Types<std::set<int>, std::unordered_set<int>>;
-
 TYPED_TEST_SUITE(UtilitySetContainer, set_types);
 
 TYPED_TEST(UtilitySetContainer, erase_if) {
-    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type p) { return p % 2 == 0; }), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type value) { return value % 2 == 0; }), 1);
     EXPECT_EQ(this->set.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type p) { return p % 2 == 0; }), 0);
+    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type value) { return value % 2 == 0; }), 0);
     EXPECT_EQ(this->set.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type p) { return p % 2 == 1; }), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type value) { return value % 2 == 1; }), 1);
     EXPECT_TRUE(this->set.empty());
 }
-
 TYPED_TEST(UtilitySetContainer, contains) {
     EXPECT_TRUE(plssvm::detail::contains(this->set, 0));
     EXPECT_TRUE(plssvm::detail::contains(this->set, 1));
@@ -153,6 +152,7 @@ TYPED_TEST(UtilitySetContainer, contains) {
     EXPECT_FALSE(plssvm::detail::contains(this->set, -1));
 }
 
+// test fixture for vector like classes
 template <typename T>
 class UtilityVectorContainer : public ::testing::Test {
   protected:
@@ -167,18 +167,16 @@ class UtilityVectorContainer : public ::testing::Test {
 
 // the vector container types to test
 using vector_types = ::testing::Types<std::vector<int>>;
-
 TYPED_TEST_SUITE(UtilityVectorContainer, vector_types);
 
 TYPED_TEST(UtilityVectorContainer, erase_if) {
-    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type p) { return p % 2 == 0; }), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type value) { return value % 2 == 0; }), 1);
     EXPECT_EQ(this->vec.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type p) { return p % 2 == 0; }), 0);
+    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type value) { return value % 2 == 0; }), 0);
     EXPECT_EQ(this->vec.size(), 1);
-    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type p) { return p % 2 == 1; }), 1);
+    EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type value) { return value % 2 == 1; }), 1);
     EXPECT_TRUE(this->vec.empty());
 }
-
 TYPED_TEST(UtilityVectorContainer, contains) {
     EXPECT_TRUE(plssvm::detail::contains(this->vec, 0));
     EXPECT_TRUE(plssvm::detail::contains(this->vec, 1));
@@ -187,8 +185,6 @@ TYPED_TEST(UtilityVectorContainer, contains) {
 }
 
 TEST(Utility, current_date_time) {
-    // create regex pattern
-    std::regex reg{ "[0-9]{4}-[0-9]{2}-[0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}", std::regex::extended };
-    // test if the  current date time matches the pattern
-    EXPECT_TRUE(std::regex_match(plssvm::detail::current_date_time(), reg));
+    // test if the current date time matches the pattern
+    EXPECT_THAT(plssvm::detail::current_date_time(), ::testing::ContainsRegex("[0-9]{4}-[0-9]{2}-[0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}"));
 }
\ No newline at end of file

From 49f2c4b89688e9b9386d39dbb0d8fdb2bf4cbba6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 11:14:11 +0200
Subject: [PATCH 0296/1010] Add missing const and refactor tests.

---
 src/plssvm/detail/string_utility.cpp |  4 +--
 tests/detail/string_utility.cpp      | 48 +++++++++++++++++++++-------
 2 files changed, 38 insertions(+), 14 deletions(-)

diff --git a/src/plssvm/detail/string_utility.cpp b/src/plssvm/detail/string_utility.cpp
index 7ef5f700e..ec30e5bf9 100644
--- a/src/plssvm/detail/string_utility.cpp
+++ b/src/plssvm/detail/string_utility.cpp
@@ -36,11 +36,11 @@ bool contains(const std::string_view str, const char c) noexcept {
 }
 
 std::string_view trim_left(const std::string_view str) noexcept {
-    std::string_view::size_type pos = std::min(str.find_first_not_of(' '), str.size());
+    const std::string_view::size_type pos = std::min(str.find_first_not_of(' '), str.size());
     return str.substr(pos);
 }
 std::string_view trim_right(const std::string_view str) noexcept {
-    std::string_view::size_type pos = std::min(str.find_last_not_of(' ') + 1, str.size());
+    const std::string_view::size_type pos = std::min(str.find_last_not_of(' ') + 1, str.size());
     return str.substr(0, pos);
 }
 std::string_view trim(const std::string_view str) noexcept {
diff --git a/tests/detail/string_utility.cpp b/tests/detail/string_utility.cpp
index 55e7acc6d..7aec152a8 100644
--- a/tests/detail/string_utility.cpp
+++ b/tests/detail/string_utility.cpp
@@ -22,7 +22,6 @@ TEST(StringUtility, starts_with_string) {
     EXPECT_FALSE(plssvm::detail::starts_with("abc", "abcd"));
     EXPECT_FALSE(plssvm::detail::starts_with("abc", "bc"));
 }
-
 TEST(StringUtility, starts_with_char) {
     EXPECT_TRUE(plssvm::detail::starts_with("abc", 'a'));
     EXPECT_FALSE(plssvm::detail::starts_with("abc", 'c'));
@@ -35,7 +34,6 @@ TEST(StringUtility, ends_with_string) {
     EXPECT_FALSE(plssvm::detail::ends_with("abc", "abcd"));
     EXPECT_TRUE(plssvm::detail::ends_with("abc", "bc"));
 }
-
 TEST(StringUtility, ends_with_char) {
     EXPECT_FALSE(plssvm::detail::ends_with("abc", 'a'));
     EXPECT_TRUE(plssvm::detail::ends_with("abc", 'c'));
@@ -48,7 +46,6 @@ TEST(StringUtility, contains_string) {
     EXPECT_FALSE(plssvm::detail::contains("abc", "abcd"));
     EXPECT_TRUE(plssvm::detail::contains("abc", "bc"));
 }
-
 TEST(StringUtility, contains_char) {
     EXPECT_TRUE(plssvm::detail::contains("abc", 'a'));
     EXPECT_TRUE(plssvm::detail::contains("abc", 'c'));
@@ -57,13 +54,19 @@ TEST(StringUtility, contains_char) {
 
 class StringUtilityBase : public ::testing::TestWithParam<std::pair<std::string, std::string_view>> {};
 
+
 // test trim left only
 class StringUtilityTrimLeft : public StringUtilityBase {};
 TEST_P(StringUtilityTrimLeft, trim_left) {
     auto [input, output] = GetParam();
     EXPECT_EQ(plssvm::detail::trim_left(input), output);
 }
-INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimLeft, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc   "), std::make_pair(" abc  ", "abc  "), std::make_pair(" a b c ", "a b c ")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimLeft, ::testing::Values(
+                std::make_pair("", ""), std::make_pair("abc", "abc"),
+                std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc   "),
+                std::make_pair(" abc  ", "abc  "), std::make_pair(" a b c ", "a b c ")));
+// clang-format on
 
 // test trim right only
 class StringUtilityTrimRight : public StringUtilityBase {};
@@ -71,7 +74,12 @@ TEST_P(StringUtilityTrimRight, trim_right) {
     auto [input, output] = GetParam();
     EXPECT_EQ(plssvm::detail::trim_right(input), output);
 }
-INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimRight, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("  abc", "  abc"), std::make_pair("abc   ", "abc"), std::make_pair(" abc  ", " abc"), std::make_pair(" a b c ", " a b c")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimRight, ::testing::Values(
+                std::make_pair("", ""), std::make_pair("abc", "abc"),
+                std::make_pair("  abc", "  abc"), std::make_pair("abc   ", "abc"),
+                std::make_pair(" abc  ", " abc"), std::make_pair(" a b c ", " a b c")));
+// clang-format on
 
 // test trim
 class StringUtilityTrim : public StringUtilityBase {};
@@ -79,7 +87,12 @@ TEST_P(StringUtilityTrim, trim) {
     auto [input, output] = GetParam();
     EXPECT_EQ(plssvm::detail::trim(input), output);
 }
-INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrim, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc"), std::make_pair(" abc  ", "abc"), std::make_pair(" a b c ", "a b c")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrim, ::testing::Values(
+                std::make_pair("", ""), std::make_pair("abc", "abc"),
+                std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc"),
+                std::make_pair(" abc  ", "abc"), std::make_pair(" a b c ", "a b c")));
+// clang-format on
 
 // test conversion to lower case
 class StringUtilityConvertLowerCase : public StringUtilityBase {};
@@ -91,7 +104,11 @@ TEST_P(StringUtilityConvertLowerCase, as_lower_case) {
     auto [input, output] = GetParam();
     EXPECT_EQ(plssvm::detail::as_lower_case(input), output);
 }
-INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertLowerCase, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "abc"), std::make_pair("ABC", "abc"), std::make_pair(" AbC 1", " abc 1")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertLowerCase, ::testing::Values(
+                std::make_pair("", ""), std::make_pair("abc", "abc"),
+                std::make_pair("ABC", "abc"), std::make_pair(" AbC 1", " abc 1")));
+// clang-format on
 
 // test conversion to upper case
 class StringUtilityConvertUpperCase : public StringUtilityBase {};
@@ -103,7 +120,11 @@ TEST_P(StringUtilityConvertUpperCase, as_upper_case) {
     auto [input, output] = GetParam();
     EXPECT_EQ(plssvm::detail::as_upper_case(input), output);
 }
-INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertUpperCase, ::testing::Values(std::make_pair("", ""), std::make_pair("abc", "ABC"), std::make_pair("ABC", "ABC"), std::make_pair(" AbC 1", " ABC 1")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertUpperCase, ::testing::Values(
+                std::make_pair("", ""), std::make_pair("abc", "ABC"),
+                std::make_pair("ABC", "ABC"), std::make_pair(" AbC 1", " ABC 1")));
+// clang-format on
 
 // test replace_all
 class StringUtilityReplace : public ::testing::TestWithParam<std::tuple<std::string, std::string_view, std::string_view, std::string_view>> {};
@@ -111,7 +132,13 @@ TEST_P(StringUtilityReplace, replace_all) {
     auto [input, what, with, output] = GetParam();
     EXPECT_EQ(plssvm::detail::replace_all(input, what, with), output);
 }
-INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityReplace, ::testing::Values(std::make_tuple("", "", "", ""), std::make_tuple("aaa", "a", "b", "bbb"), std::make_tuple("aaa", "", "b", "aaa"), std::make_tuple("aaa", "b", "c", "aaa"), std::make_tuple("aaa", "aa", "b", "ba"), std::make_tuple("a a b c d aa", "a", "", "  b c d "), std::make_tuple("a", "aa", "b", "a")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityReplace, ::testing::Values(
+                std::make_tuple("", "", "", ""), std::make_tuple("aaa", "a", "b", "bbb"),
+                std::make_tuple("aaa", "", "b", "aaa"), std::make_tuple("aaa", "b", "c", "aaa"),
+                std::make_tuple("aaa", "aa", "b", "ba"), std::make_tuple("a a b c d aa", "a", "", "  b c d "),
+                std::make_tuple("a", "aa", "b", "a")));
+// clang-format on
 
 TEST(StringUtility, split_default_delimiter) {
     // split string using the default delimiter
@@ -124,7 +151,6 @@ TEST(StringUtility, split_default_delimiter) {
         EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
 }
-
 TEST(StringUtility, split_custom_delimiter) {
     // split string using a custom delimiter
     const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,,7.5";
@@ -136,14 +162,12 @@ TEST(StringUtility, split_custom_delimiter) {
         EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
 }
-
 TEST(StringUtility, split_single_value) {
     // split string containing a single value
     const std::vector<std::string_view> split = plssvm::detail::split("42");
     ASSERT_EQ(split.size(), 1);
     EXPECT_EQ(split.front(), "42") << fmt::format("split: {}, correct: 42", split.front());
 }
-
 TEST(StringUtility, split_empty_string) {
     // split the empty string
     const std::vector<std::string_view> split = plssvm::detail::split("");

From f3f3af5f8cf91a4257d8e3fb5920d038711f1a51 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 11:26:25 +0200
Subject: [PATCH 0297/1010] Update test implementation.

---
 tests/detail/string_conversion.cpp | 53 +++++++++++++++++++-----------
 1 file changed, 33 insertions(+), 20 deletions(-)

diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index 09c1b4443..46c29fda6 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -5,21 +5,32 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Tests for the sha256 implementation.
+ * @brief Tests for the functions in the string conversion header.
  */
 
-#include "plssvm/detail/string_conversion.hpp"     // plssvm::detail::convert_to
+#include "plssvm/detail/string_conversion.hpp"
+
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
 #include "../utility.hpp"  // EXPECT_THROW_WHAT
 
 #include "fmt/format.h"   // fmt::format
-#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE
+#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
+                          // ::testing::{Test, TestWithParam, Types, Values}
 
-#include <stdexcept>  // std::invalid_argument
-#include <string>     // std::string
-#include <vector>     // std::vector
+#include <stdexcept>    // std::invalid_argument, std::runtime_error
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::ignore
+#include <utility>      // std::pair, std::make_pair
+#include <vector>       // std::vector
 
+/**
+ * @brief Checks the plssvm::detail::convert_to function.
+ * @tparam T the type to convert the input values to
+ * @param[in] input the input values to convert
+ * @param[in] correct_output the correct output values
+ */
 template <typename T>
 void check_convert_to(const std::vector<std::string_view> &input, const std::vector<T> &correct_output) {
     ASSERT_EQ(input.size(), correct_output.size());
@@ -33,9 +44,9 @@ void check_convert_to(const std::vector<std::string_view> &input, const std::vec
 TEST(StringConversion, string_conversion) {
     using namespace plssvm::detail;
 
-    std::vector<std::string_view> input = { "-3", "-1.5", "0.0", "1.5", "3", "   5", "  6 ", "7  " };
-    std::vector<std::string_view> input_unsigned = { "0.0", "1.5", "3", "   5", "  6 ", "7  " };
-    std::vector<std::string_view> input_char = { "0", "48", "65.2", "66", "122", "   119", "  120 ", "121  " };
+    const std::vector<std::string_view> input = { "-3", "-1.5", "0.0", "1.5", "3", "   5", "  6 ", "7  " };
+    const std::vector<std::string_view> input_unsigned = { "0.0", "1.5", "3", "   5", "  6 ", "7  " };
+    const std::vector<std::string_view> input_char = { "0", "48", "65.2", "66", "122", "   119", "  120 ", "121  " };
 
     // boolean
     // std::from_chars seems to not support bool
@@ -78,10 +89,9 @@ TYPED_TEST_SUITE(StringConversionException, string_conversion_exception_types);
 TYPED_TEST(StringConversionException, string_conversion_exception) {
     using namespace plssvm::detail;
 
-    [[maybe_unused]] TypeParam res;
-    EXPECT_THROW_WHAT(res = convert_to<TypeParam>("a"), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
-    EXPECT_THROW_WHAT(res = convert_to<TypeParam>("  abc 1"), std::runtime_error, fmt::format("Can't convert '  abc 1' to a value of type {}!", arithmetic_type_name<TypeParam>()));
-    EXPECT_THROW_WHAT((res = convert_to<TypeParam, std::invalid_argument>("a")), std::invalid_argument, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
+    EXPECT_THROW_WHAT(std::ignore = convert_to<TypeParam>("a"), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
+    EXPECT_THROW_WHAT(std::ignore = convert_to<TypeParam>("  abc 1"), std::runtime_error, fmt::format("Can't convert '  abc 1' to a value of type {}!", arithmetic_type_name<TypeParam>()));
+    EXPECT_THROW_WHAT((std::ignore = convert_to<TypeParam, std::invalid_argument>("a")), std::invalid_argument, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
 }
 
 class StringConversionExtract : public ::testing::TestWithParam<std::pair<std::string_view, int>> {};
@@ -89,12 +99,18 @@ TEST_P(StringConversionExtract, extract_first_integer_from_string) {
     auto [input, output] = GetParam();
     EXPECT_EQ(plssvm::detail::extract_first_integer_from_string<int>(input), output);
 }
-INSTANTIATE_TEST_SUITE_P(StringUtility, StringConversionExtract, ::testing::Values(std::make_pair("111", 111), std::make_pair("111 222", 111), std::make_pair("-111 222", 111), std::make_pair(" 111 222 333", 111), std::make_pair("abcd 111", 111), std::make_pair("abcd111 222", 111), std::make_pair("111_222", 111), std::make_pair("111 abcd 222", 111), std::make_pair("abc123def456", 123)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(StringUtility, StringConversionExtract, ::testing::Values(
+                std::make_pair("111", 111), std::make_pair("111 222", 111),
+                std::make_pair("-111 222", 111), std::make_pair(" 111 222 333", 111),
+                std::make_pair("abcd 111", 111), std::make_pair("abcd111 222", 111),
+                std::make_pair("111_222", 111), std::make_pair("111 abcd 222", 111),
+                std::make_pair("abc123def456", 123)));
+// clang-format on
 
 TEST(StringConversion, extract_first_integer_from_string_exception) {
-    [[maybe_unused]] int res;
-    EXPECT_THROW_WHAT(res = plssvm::detail::extract_first_integer_from_string<int>("abc"), std::runtime_error, "String \"abc\" doesn't contain any integer!");
-    EXPECT_THROW_WHAT(res = plssvm::detail::extract_first_integer_from_string<int>(""), std::runtime_error, "String \"\" doesn't contain any integer!");
+    EXPECT_THROW_WHAT(std::ignore = plssvm::detail::extract_first_integer_from_string<int>("abc"), std::runtime_error, R"(String "abc" doesn't contain any integer!)");
+    EXPECT_THROW_WHAT(std::ignore = plssvm::detail::extract_first_integer_from_string<int>(""), std::runtime_error, R"(String "" doesn't contain any integer!)");
 }
 
 template <typename T>
@@ -113,7 +129,6 @@ TYPED_TEST(StringConversionSplitAs, split_default_delimiter) {
         EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
 }
-
 TYPED_TEST(StringConversionSplitAs, split_custom_delimiter) {
     // split string using a custom delimiter
     const std::string string_to_split = "1.5,2.0,-3.5,4.0,5.0,-6.0,7.5";
@@ -125,14 +140,12 @@ TYPED_TEST(StringConversionSplitAs, split_custom_delimiter) {
         EXPECT_EQ(split[i], split_correct[i]) << fmt::format("pos: {}, split: {}, correct: {}", i, split[i], split_correct[i]);
     }
 }
-
 TYPED_TEST(StringConversionSplitAs, split_single_value) {
     // split string containing a single value
     const std::vector<TypeParam> split = plssvm::detail::split_as<TypeParam>("42");
     ASSERT_EQ(split.size(), 1);
     EXPECT_EQ(split.front(), static_cast<TypeParam>(42)) << fmt::format("split: {}, correct: {}", split.front(), static_cast<TypeParam>(42));
 }
-
 TYPED_TEST(StringConversionSplitAs, split_empty_string) {
     // split the empty string
     const std::vector<TypeParam> split = plssvm::detail::split_as<TypeParam>("");

From d50f81da4fe332aac9ebb81e04c92a5a0c5cbae9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 11:38:04 +0200
Subject: [PATCH 0298/1010] Update test implementation.

---
 tests/detail/sha256.cpp | 41 +++++++++++++++++++----------------------
 1 file changed, 19 insertions(+), 22 deletions(-)

diff --git a/tests/detail/sha256.cpp b/tests/detail/sha256.cpp
index 4ea7cd438..fe721940b 100644
--- a/tests/detail/sha256.cpp
+++ b/tests/detail/sha256.cpp
@@ -8,40 +8,37 @@
  * @brief Tests for the sha256 implementation.
  */
 
-#include "plssvm/detail/sha256.hpp"  // plssvm::detail::sha256
+#include "plssvm/detail/sha256.hpp"
 
 #include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
+#include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, ASSERT_EQ, EXPECT_EQ, ::testing::{TestWithParam, Values}
 
-#include <string>  // std::string
-#include <vector>  // std::vector
+#include <string>   // std::string
+#include <utility>  // std::pair, std::make_pair
+#include <vector>   // std::vector
 
-using sha256_param_type = std::pair<std::string, std::string_view>;
-
-class Sha256 : public ::testing::TestWithParam<sha256_param_type> {};
+class Sha256 : public ::testing::TestWithParam<std::pair<std::string, std::string_view>> {};
 
 TEST_P(Sha256, correct_encoding) {
     // get generated parameter
-    const sha256_param_type params = GetParam();
+    const auto [input, encoded_output] = GetParam();
 
     // create sha265 hasher instance and check for correct outputs
     const plssvm::detail::sha256 hasher{};
     // calculate sha256 of the input string
-    const std::string sha = hasher(params.first);
+    const std::string sha = hasher(input);
     // check sha256 output size (in hex format)
     ASSERT_EQ(sha.size(), 64);
     // check sha256 string for correctness
-    EXPECT_EQ(sha, params.second) << fmt::format("input: {}, output: {}, correct output: {}", params.first, sha, params.second);
+    EXPECT_EQ(sha, encoded_output) << fmt::format(R"(input: "{}", output: {}, correct output: {})", input, sha, encoded_output);
 }
-
-std::vector<sha256_param_type> sha256_test_values = {
-    { "abc", "ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad" },
-    { "", "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855" },
-    { "abcdbcdecdefdefgefghfghighijhijkijkljklmklmnlmnomnopnopq", "248d6a61d20638b8e5c026930c3e6039a33ce45964ff2167f6ecedd419db06c1" },
-    { "abcdefghbcdefghicdefghijdefghijkefghijklfghijklmghijklmnhijklmnoijklmnopjklmnopqklmnopqrlmnopqrsmnopqrstnopqrstu", "cf5b16a778af8380036ce59e7b0492370b249b11e8f07a51afac45037afee9d1" },
-    { std::string(1000000, 'a'), "cdc76e5c9914fb9281a1c7e284d73e67f1809a48a497200e046d39ccc7112cd0" },
-    { "test", "9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08" },
-    { "#include <iostream>\nint main() {\n  std::cout << \"Hello, World\" << std::endl;\n  return 0;\n}", "3a88d6a9c65fdb1a2c742bca7d5160728fd7da74d9f319527bc8d6c1e1739de0" }
-};
-
-INSTANTIATE_TEST_SUITE_P(Sha256, Sha256, ::testing::ValuesIn(sha256_test_values));
\ No newline at end of file
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(Sha256, Sha256, ::testing::Values(
+        std::make_pair("abc", "ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad"),
+        std::make_pair("", "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"),
+        std::make_pair("abcdbcdecdefdefgefghfghighijhijkijkljklmklmnlmnomnopnopq", "248d6a61d20638b8e5c026930c3e6039a33ce45964ff2167f6ecedd419db06c1"),
+        std::make_pair("abcdefghbcdefghicdefghijdefghijkefghijklfghijklmghijklmnhijklmnoijklmnopjklmnopqklmnopqrlmnopqrsmnopqrstnopqrstu", "cf5b16a778af8380036ce59e7b0492370b249b11e8f07a51afac45037afee9d1"),
+        std::make_pair(std::string(1000000, 'a'), "cdc76e5c9914fb9281a1c7e284d73e67f1809a48a497200e046d39ccc7112cd0"),
+        std::make_pair("test", "9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08"),
+        std::make_pair("#include <iostream>\nint main() {\n  std::cout << \"Hello, World\" << std::endl;\n  return 0;\n}", "3a88d6a9c65fdb1a2c742bca7d5160728fd7da74d9f319527bc8d6c1e1739de0")));
+// clang-format on
\ No newline at end of file

From e1e3eacd59585a159b5d08bf2d7000575b5f3c25 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 12:08:11 +0200
Subject: [PATCH 0299/1010] Update test implementation.

---
 tests/detail/layout.cpp | 80 +++++++++++++++++------------------------
 1 file changed, 33 insertions(+), 47 deletions(-)

diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 9b9ba559d..4828d0e77 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -10,69 +10,60 @@
 
 #include "plssvm/detail/layout.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
-#include "utility.hpp"           // util::gtest_expect_enum_to_string_string_conversion
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string, redirect_output}
 
 #include "fmt/format.h"   // fmt::format, fmt::join
-#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_DEATH
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
 
-#include <sstream>  // std::istringstream
 #include <cstddef>  // std::size_t
+#include <sstream>  // std::istringstream
+#include <tuple>    // std::ignore
 #include <vector>   // std::vector
 
 // check whether the plssvm::detail::layout_type -> std::string conversions are correct
 TEST(Layout, to_string) {
     // check conversion to std::string
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::detail::layout_type::aos, "Array-of-Structs (AoS)");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::detail::layout_type::soa, "Struct-of-Arrays (SoA)");
+    EXPECT_EQ(util::convert_to_string(plssvm::detail::layout_type::aos), "Array-of-Structs (AoS)");
+    EXPECT_EQ(util::convert_to_string(plssvm::detail::layout_type::soa), "Struct-of-Arrays (SoA)");
 }
 TEST(Layout, to_string_unknown) {
     // check conversions to std::string from unknown layout_type
-    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::detail::layout_type>(2), "unknown");
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::detail::layout_type>(2)), "unknown");
 }
 
 // check whether the std::string -> plssvm::detail::layout_type conversions are correct
 TEST(Layout, from_string) {
     // check conversion from std::string
-    util::gtest_expect_string_to_enum_conversion("aos", plssvm::detail::layout_type::aos);
-    util::gtest_expect_string_to_enum_conversion("Array-of-Structs", plssvm::detail::layout_type::aos);
-    util::gtest_expect_string_to_enum_conversion("soa", plssvm::detail::layout_type::soa);
-    util::gtest_expect_string_to_enum_conversion("Struct-of-Arrays", plssvm::detail::layout_type::soa);
+    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("aos"), plssvm::detail::layout_type::aos);
+    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("Array-of-Structs"), plssvm::detail::layout_type::aos);
+    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("soa"), plssvm::detail::layout_type::soa);
+    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("Struct-of-Arrays"), plssvm::detail::layout_type::soa);
 }
 TEST(Layout, from_string_unknown) {
     // foo isn't a valid layout_type
-    std::istringstream ss{ "foo" };
-    plssvm::detail::layout_type l;
-    ss >> l;
-    EXPECT_TRUE(ss.fail());
+    std::istringstream input{ "foo" };
+    plssvm::detail::layout_type layout;
+    input >> layout;
+    EXPECT_TRUE(input.fail());
 }
 
 template <typename T>
-class Layout : public ::testing::Test {
+class Layout : public ::testing::Test, private util::redirect_output {
   protected:
     void SetUp() override {
-        // save current verbose flag and disable verbose output to not clutter test terminal
-        verbose_save = plssvm::verbose;
-        plssvm::verbose = false;
-
         // create matrix
         matrix = {
-            { 11, 12, 13, 14, 15 },
-            { 21, 22, 23, 24, 25 },
-            { 31, 32, 33, 34, 35 },
-            { 41, 42, 43, 44, 45 }
+            { real_type{ 11 }, real_type{ 12 }, real_type{ 13 }, real_type{ 14 }, real_type{ 15 } },
+            { real_type{ 21 }, real_type{ 22 }, real_type{ 23 }, real_type{ 24 }, real_type{ 25 } },
+            { real_type{ 31 }, real_type{ 32 }, real_type{ 33 }, real_type{ 34 }, real_type{ 35 } },
+            { real_type{ 41 }, real_type{ 42 }, real_type{ 43 }, real_type{ 44 }, real_type{ 45 } }
         };
         num_points = matrix.size();
         num_features = matrix.front().size();
     }
-    void TearDown() override {
-        // restore verbose output state
-        plssvm::verbose = verbose_save;
-    }
 
     using real_type = T;
 
-    bool verbose_save{};
     std::vector<std::vector<real_type>> matrix{};
     std::size_t num_points{};
     std::size_t num_features{};
@@ -80,7 +71,6 @@ class Layout : public ::testing::Test {
 
 // the floating point types to test
 using floating_point_types = ::testing::Types<float, double>;
-
 TYPED_TEST_SUITE(Layout, floating_point_types);
 
 TYPED_TEST(Layout, array_of_structs) {
@@ -95,7 +85,6 @@ TYPED_TEST(Layout, array_of_structs) {
     const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 0, this->num_points);
     EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
 }
-
 TYPED_TEST(Layout, array_of_structs_boundary) {
     // correctly transformed matrix in AoS layout with a boundary of size 2
     const std::vector<typename TestFixture::real_type> correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0, 41, 42, 43, 44, 45, 0, 0 };
@@ -108,7 +97,6 @@ TYPED_TEST(Layout, array_of_structs_boundary) {
     const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 2, this->num_points);
     EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
 }
-
 TYPED_TEST(Layout, array_of_structs_fewer_data_points) {
     // correctly transformed matrix in AoS layout with fewer data points and without boundary
     const std::vector<typename TestFixture::real_type> correct_aos = { 11, 12, 13, 14, 15, 0, 0, 21, 22, 23, 24, 25, 0, 0, 31, 32, 33, 34, 35, 0, 0 };
@@ -134,7 +122,6 @@ TYPED_TEST(Layout, struct_of_arrays) {
     const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 0, this->num_points);
     EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
 }
-
 TYPED_TEST(Layout, struct_of_arrays_boundary) {
     // correctly transformed matrix in SoA layout with a boundary of size 2
     const std::vector<typename TestFixture::real_type> correct_soa = { 11, 21, 31, 41, 0, 0, 12, 22, 32, 42, 0, 0, 13, 23, 33, 43, 0, 0, 14, 24, 34, 44, 0, 0, 15, 25, 35, 45, 0, 0 };
@@ -147,9 +134,8 @@ TYPED_TEST(Layout, struct_of_arrays_boundary) {
     const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 2, this->num_points);
     EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
 }
-
 TYPED_TEST(Layout, struct_of_arrays_fewer_data_points) {
-    // correctly transformed matrix in AoS layout with fewer data points and without boundary
+    // correctly transformed matrix in SoA layout with fewer data points and without boundary
     const std::vector<typename TestFixture::real_type> correct_soa = { 11, 21, 31, 0, 0, 12, 22, 32, 0, 0, 13, 23, 33, 0, 0, 14, 24, 34, 0, 0, 15, 25, 35, 0, 0 };
 
     // convert to SoA using the direct function call
@@ -167,34 +153,34 @@ TYPED_TEST_SUITE(LayoutDeathTest, floating_point_types);
 
 TYPED_TEST(LayoutDeathTest, empty_matrix) {
     // matrix must not be empty
-    std::vector<std::vector<TypeParam>> matrix{};
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 0), "Matrix is empty!");
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 0), "Matrix is empty!");
+    const std::vector<std::vector<TypeParam>> matrix{};
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 0), "Matrix is empty!");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 0), "Matrix is empty!");
 }
 
 TYPED_TEST(LayoutDeathTest, too_many_data_points_to_transform) {
     // number of points to transform must be smaller than total number of data points
-    std::vector<std::vector<TypeParam>> matrix = {
+    const std::vector<std::vector<TypeParam>> matrix = {
         { 11, 12, 13 },
         { 21, 22, 23 }
     };
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
 }
 
 TYPED_TEST(LayoutDeathTest, different_number_of_features) {
     // number of features must be the same for all data points
-    std::vector<std::vector<TypeParam>> matrix = {
+    const std::vector<std::vector<TypeParam>> matrix = {
         { 11, 12, 13 },
         { 21, 22 }
     };
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
 }
 
 TYPED_TEST(LayoutDeathTest, empty_features) {
     // number of features must be the same for all data points
-    std::vector<std::vector<TypeParam>> matrix = { {}, {} };
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "All features are empty!");
-    EXPECT_DEATH(auto res = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "All features are empty!");
+    const std::vector<std::vector<TypeParam>> matrix = { {}, {} };
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "All features are empty!");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "All features are empty!");
 }
\ No newline at end of file

From f8120023d67d9c62be9169c7a5ce590fd69e4b82 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 13:48:33 +0200
Subject: [PATCH 0300/1010] Update test implementation.

---
 tests/detail/arithmetic_type_name.cpp |  2 +-
 tests/detail/assert.cpp               |  9 ++++----
 tests/detail/execution_range.cpp      |  4 +---
 tests/detail/operators.cpp            | 32 +++++++++++++--------------
 4 files changed, 22 insertions(+), 25 deletions(-)

diff --git a/tests/detail/arithmetic_type_name.cpp b/tests/detail/arithmetic_type_name.cpp
index 0b1d11137..4a3059965 100644
--- a/tests/detail/arithmetic_type_name.cpp
+++ b/tests/detail/arithmetic_type_name.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the implementation converting arithmetic types to their name as string.
  */
 
-#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/arithmetic_type_name.hpp"
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ
 
diff --git a/tests/detail/assert.cpp b/tests/detail/assert.cpp
index 960b2a7db..22ccb2cc8 100644
--- a/tests/detail/assert.cpp
+++ b/tests/detail/assert.cpp
@@ -8,9 +8,10 @@
  * @brief Tests for the custom PLSSVM_ASSERT implementation.
  */
 
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
+#include "plssvm/detail/assert.hpp"
 
-#include "gtest/gtest.h"  // TEST, ASSERT_DEATH
+#include "gmock/gmock-matchers.h"  // ::testing::ContainsRegex
+#include "gtest/gtest.h"           // TEST, ASSERT_DEATH, EXPECT_DEATH
 
 // only test if assertions are enabled
 #if defined(PLSSVM_ASSERT_ENABLED)
@@ -19,10 +20,8 @@ TEST(PLSSVMAssert, assert_true) {
     // must not trigger an assertion
     PLSSVM_ASSERT(true, "TRUE");
 }
-
 TEST(PLSSVMAssert, assert_false) {
-    // can't use a regex matcher due to the used emphasis and color specification in the assertion message
-    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), "FALSE");
+    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), ::testing::ContainsRegex("Assertion '.*false.*' failed!.*FALSE.*"));
 }
 
 #endif
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
index 7e0d2cfbb..c1da98aa0 100644
--- a/tests/detail/execution_range.cpp
+++ b/tests/detail/execution_range.cpp
@@ -12,7 +12,7 @@
 
 #include "../utility.hpp"  // util::convert_to_string
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_DEATH
 
 #include <array>             // std::array
 #include <cstddef>           // std::size_t
@@ -41,7 +41,6 @@ TEST(ExecutionRange, initializer_list) {
     check_execution_range(execution_range{ { 31, 32, 33 }, { 21, 22 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 21, 22, 1 });
     check_execution_range(execution_range{ { 31, 32, 33 }, { 31, 32, 33 } }, std::array<std::size_t, 3>{ 31, 32, 33 }, std::array<std::size_t, 3>{ 31, 32, 33 });
 }
-
 TEST(ExecutionRangeDeathTest, initializer_list_too_few_dimensions) {
     using plssvm::detail::execution_range;
 
@@ -50,7 +49,6 @@ TEST(ExecutionRangeDeathTest, initializer_list_too_few_dimensions) {
     EXPECT_DEATH((execution_range{ {}, { 11 } }), "The number of grid sizes specified must be between 1 and 3, but is 0!");
     EXPECT_DEATH((execution_range{ { 11 }, {} }), "The number of block sizes specified must be between 1 and 3, but is 0!");
 }
-
 TEST(ExecutionRangeDeathTest, initializer_list_too_many_dimensions) {
     using plssvm::detail::execution_range;
 
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index 1a6673f91..032e7ba05 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -8,15 +8,20 @@
  * @brief Tests for the std::vector arithmetic operator overloads.
  */
 
-#include "plssvm/detail/operators.hpp"  // plssvm::operators::{*}
+#include "plssvm/detail/operators.hpp"
 
-#include "gtest/gtest.h"  // ::testing::Types, ::testing::Test, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_DEATH
+#include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
 
+#include <tuple>   // std::ignore
 #include <vector>  // std::vector
 
 // make all operator overloads available in all tests
 using namespace plssvm::operators;
 
+// the floating point types to test
+using floating_point_types = ::testing::Types<float, double>;
+
+// testsuite for "normal" tests
 template <typename T>
 class Operators : public ::testing::Test {
   protected:
@@ -33,7 +38,9 @@ class Operators : public ::testing::Test {
     std::vector<real_type> empty{};
     real_type scalar{};
 };
+TYPED_TEST_SUITE(Operators, floating_point_types);
 
+// testsuite for death tests
 template <typename T>
 class OperatorsDeathTest : public ::testing::Test {
   protected:
@@ -47,13 +54,6 @@ class OperatorsDeathTest : public ::testing::Test {
     std::vector<real_type> a{};
     std::vector<real_type> b{};
 };
-
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
-
-// testsuite for "normal" tests
-TYPED_TEST_SUITE(Operators, floating_point_types);
-// testsuite for death tests
 TYPED_TEST_SUITE(OperatorsDeathTest, floating_point_types);
 
 TYPED_TEST(Operators, operator_add_binary) {
@@ -239,7 +239,7 @@ TYPED_TEST(Operators, operator_divide_scalar_binary) {
         EXPECT_EQ(this->a / this->scalar, c);
     }
     {
-        const std::vector<typename TestFixture::real_type> c = { 1.5, 1.5/2.0, 0.5, 1.5/4.0, 1.5/5.0 };
+        const std::vector<typename TestFixture::real_type> c = { 1.5, 1.5 / 2.0, 0.5, 1.5 / 4.0, 1.5 / 5.0 };
         EXPECT_EQ(this->scalar / this->a, c);
     }
 }
@@ -288,13 +288,13 @@ TYPED_TEST(Operators, operator_dot_transposed) {
 }
 TYPED_TEST(OperatorsDeathTest, operator_dot_function) {
     // try to calculate the dot product with vectors of different sizes
-    EXPECT_DEATH([[maybe_unused]] auto ret = dot(this->a, this->b), "Sizes mismatch!: 4 != 2");
-    EXPECT_DEATH([[maybe_unused]] auto ret = dot(this->b, this->a), "Sizes mismatch!: 2 != 4");
+    EXPECT_DEATH(std::ignore = dot(this->a, this->b), "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(std::ignore = dot(this->b, this->a), "Sizes mismatch!: 2 != 4");
 }
 TYPED_TEST(OperatorsDeathTest, operator_dot_transposed) {
     // try to calculate the dot product with vectors of different sizes
-    EXPECT_DEATH([[maybe_unused]] auto ret = transposed{ this->a } * this->b, "Sizes mismatch!: 4 != 2");
-    EXPECT_DEATH([[maybe_unused]] auto ret = transposed{ this->b } * this->a, "Sizes mismatch!: 2 != 4");
+    EXPECT_DEATH(std::ignore = transposed{ this->a } * this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(std::ignore = transposed{ this->b } * this->a, "Sizes mismatch!: 2 != 4");
 }
 
 TYPED_TEST(Operators, operator_sum) {
@@ -309,8 +309,8 @@ TYPED_TEST(Operators, operator_squared_euclidean_dist) {
 }
 TYPED_TEST(OperatorsDeathTest, operator_squared_euclidean_dist) {
     // try to calculate the squared euclidean distance between two vectors with different distance
-    EXPECT_DEATH([[maybe_unused]] auto ret = squared_euclidean_dist(this->a, this->b), "Sizes mismatch!: 4 != 2");
-    EXPECT_DEATH([[maybe_unused]] auto ret = squared_euclidean_dist(this->b, this->a), "Sizes mismatch!: 2 != 4");
+    EXPECT_DEATH(std::ignore = squared_euclidean_dist(this->a, this->b), "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(std::ignore = squared_euclidean_dist(this->b, this->a), "Sizes mismatch!: 2 != 4");
 }
 
 TYPED_TEST(Operators, operator_sign_positive) {

From 5ce221c124902b2ff05484557c7881d84918a86a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 15:10:46 +0200
Subject: [PATCH 0301/1010] Update test implementation.

---
 tests/detail/cmd/parameter_predict.cpp |  72 +++++++------
 tests/detail/cmd/parameter_scale.cpp   |  91 ++++++++++-------
 tests/detail/cmd/parameter_train.cpp   | 135 ++++++++++++++++---------
 tests/detail/cmd/utility.hpp           |  16 ++-
 4 files changed, 190 insertions(+), 124 deletions(-)

diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
index e60a3b794..3d78a0ca5 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -9,13 +9,14 @@
  */
 
 #include "plssvm/detail/cmd/parameter_predict.hpp"
+
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
 #include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
 #include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
                                    // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
@@ -30,7 +31,7 @@ TEST_F(ParameterPredict, minimal) {
     this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
 
     // check parsed values
     EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
@@ -42,13 +43,12 @@ TEST_F(ParameterPredict, minimal) {
     EXPECT_EQ(params.model_filename, "data.libsvm.model");
     EXPECT_EQ(params.predict_filename, "data.libsvm.predict");
 }
-
 TEST_F(ParameterPredict, minimal_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test output string
     EXPECT_EQ(util::convert_to_string(params), "label_type: int (default)\nreal_type: double (default)\ninput file (data set): 'data.libsvm'\ninput file (model): 'data.libsvm.model'\noutput file (prediction): 'data.libsvm.predict'\n");
 }
@@ -62,7 +62,7 @@ TEST_F(ParameterPredict, all_arguments) {
     this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
 
     // check parsed values
     EXPECT_EQ(params.backend, plssvm::backend_type::cuda);
@@ -78,7 +78,6 @@ TEST_F(ParameterPredict, all_arguments) {
     EXPECT_EQ(params.model_filename, "data.libsvm.model");
     EXPECT_EQ(params.predict_filename, "data.libsvm.predict");
 }
-
 TEST_F(ParameterPredict, all_arguments_output) {
     // create artificial command line arguments in test fixture
     std::string sycl_specific_flag;
@@ -88,7 +87,7 @@ TEST_F(ParameterPredict, all_arguments_output) {
     this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test output string
     EXPECT_EQ(util::convert_to_string(params), "label_type: std::string\nreal_type: float\ninput file (data set): 'data.libsvm'\ninput file (model): 'data.libsvm.model'\noutput file (prediction): 'data.libsvm.predict'\n");
 }
@@ -102,11 +101,15 @@ TEST_P(ParameterPredictBackend, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.backend, backend);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictBackend, ::testing::Combine(::testing::Values("-b", "--backend"), ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictBackend, ::testing::Combine(
+                ::testing::Values("-b", "--backend"),
+                ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+// clang-format on
 
 class ParameterPredictTargetPlatform : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterPredictTargetPlatform, parsing) {
@@ -116,11 +119,15 @@ TEST_P(ParameterPredictTargetPlatform, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.target, target_platform);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::testing::Combine(::testing::Values("-p", "--target_platform"), ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::testing::Combine(
+                ::testing::Values("-p", "--target_platform"),
+                ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+// clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 
@@ -132,7 +139,7 @@ TEST_P(ParameterPredictSYCLImplementation, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm data.libsvm.model", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
 }
@@ -146,7 +153,7 @@ TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict --use_strings_as_labels={} data.libsvm data.libsvm.model", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.strings_as_labels, value);
 }
@@ -158,7 +165,7 @@ TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict --use_float_as_real_type={} data.libsvm data.libsvm.model", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.float_as_real_type, value);
 }
@@ -170,43 +177,42 @@ TEST_P(ParameterPredictQuiet, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {} data.libsvm data.libsvm.model", flag));
     // create parameter object
-    plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""));
 
-// test whether nonsensical cmd arguments trigger the assertions
-TEST_F(ParameterPredictDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
-}
-TEST_F(ParameterPredictDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
-}
-
-TEST_F(ParameterPredictDeathTest, help) {
+TEST_F(ParameterPredict, help) {
     this->CreateCMDArgs("./plssvm-predict --help");
     EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterPredictDeathTest, version) {
+TEST_F(ParameterPredict, version) {
     this->CreateCMDArgs("./plssvm-predict --version");
     EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterPredictDeathTest, no_positional_argument) {
+
+TEST_F(ParameterPredict, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing test file!\n");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing test file!"));
 }
-TEST_F(ParameterPredictDeathTest, single_positional_argument) {
+TEST_F(ParameterPredict, single_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict data.libsvm");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing model file!\n");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing model file!"));
 }
-
-TEST_F(ParameterPredictDeathTest, too_many_positional_arguments) {
+TEST_F(ParameterPredict, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-predict p1 p2 p3 p4");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to three positional options may be given, but 1 (\"p4\") additional option(s) where provided!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr(R"(Only up to three positional options may be given, but 1 ("p4") additional option(s) where provided!)"));
 }
 
+// test whether nonsensical cmd arguments trigger the assertions
+TEST_F(ParameterPredictDeathTest, too_few_argc) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+}
+TEST_F(ParameterPredictDeathTest, nullptr_argv) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+}
 TEST_F(ParameterPredictDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-predict --foo bar");
     EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), "");
-}
\ No newline at end of file
+}
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
index 892916bd2..b5c352eb6 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -15,7 +15,7 @@
 #include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
                                    // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
@@ -30,7 +30,7 @@ TEST_F(ParameterScale, minimal) {
     this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
     // check default values
     EXPECT_DOUBLE_EQ(-1.0, params.lower);
@@ -48,7 +48,7 @@ TEST_F(ParameterScale, minimal_output) {
     this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
     // test output string
     EXPECT_EQ(util::convert_to_string(params), "lower: -1\nupper: 1\nlabel_type: int (default)\nreal_type: double (default)\noutput file format: libsvm\ninput file: 'data.libsvm'\nscaled file: 'data.libsvm.scaled'\nsave file (scaling factors): ''\nrestore file (scaling factors): ''\n");
@@ -59,7 +59,7 @@ TEST_F(ParameterScale, all_arguments) {
     this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
     // check default values
     EXPECT_DOUBLE_EQ(-2.0, params.lower);
@@ -77,7 +77,7 @@ TEST_F(ParameterScale, all_arguments_output) {
     this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
     // test output string
     EXPECT_EQ(util::convert_to_string(params), "lower: -2\nupper: 2.5\nlabel_type: std::string\nreal_type: float\noutput file format: arff\ninput file: 'data.libsvm'\nscaled file: 'data.libsvm.scaled'\nsave file (scaling factors): 'data.libsvm.save'\nrestore file (scaling factors): ''\n");
@@ -90,11 +90,15 @@ TEST_P(ParameterScaleLower, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.lower, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleLower, ::testing::Combine(::testing::Values("-l", "--lower"), ::testing::Values(-2.5, -1.0, -0.01, 0.0)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleLower, ::testing::Combine(
+                ::testing::Values("-l", "--lower"),
+                ::testing::Values(-2.5, -1.0, -0.01, 0.0)));
+// clang-format on
 
 class ParameterScaleUpper : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
 TEST_P(ParameterScaleUpper, parsing) {
@@ -102,11 +106,15 @@ TEST_P(ParameterScaleUpper, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.upper, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUpper, ::testing::Combine(::testing::Values("-u", "--upper"), ::testing::Values(0.0, 0.01, 1.0, 2.5)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUpper,
+                ::testing::Combine(::testing::Values("-u", "--upper"),
+                ::testing::Values(0.0, 0.01, 1.0, 2.5)));
+// clang-format on
 
 class ParameterScaleFileFormat : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterScaleFileFormat, parsing) {
@@ -116,11 +124,15 @@ TEST_P(ParameterScaleFileFormat, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.format, backend);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleFileFormat, ::testing::Combine(::testing::Values("-f", "--format"), ::testing::Values("libsvm", "LIBSVM", "arff", "ARFF")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleFileFormat, ::testing::Combine(
+                ::testing::Values("-f", "--format"),
+                ::testing::Values("libsvm", "LIBSVM", "arff", "ARFF")));
+// clang-format on
 
 class ParameterScaleSaveFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterScaleSaveFilename, parsing) {
@@ -128,11 +140,15 @@ TEST_P(ParameterScaleSaveFilename, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.save_filename, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleSaveFilename, ::testing::Combine(::testing::Values("-s", "--save_filename"), ::testing::Values("data.libsvm.scaled", "output.txt")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleSaveFilename, ::testing::Combine(
+                ::testing::Values("-s", "--save_filename"),
+                ::testing::Values("data.libsvm.scaled", "output.txt")));
+// clang-format on
 
 class ParameterScaleRestoreFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterScaleRestoreFilename, parsing) {
@@ -140,11 +156,15 @@ TEST_P(ParameterScaleRestoreFilename, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.restore_filename, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testing::Combine(::testing::Values("-r", "--restore_filename"), ::testing::Values("data.libsvm.weights", "output.txt")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testing::Combine(
+                ::testing::Values("-r", "--restore_filename"),
+                ::testing::Values("data.libsvm.weights", "output.txt")));
+// clang-format on
 
 class ParameterScaleUseStringsAsLabels : public ParameterScale, public ::testing::WithParamInterface<bool> {};
 TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
@@ -152,7 +172,7 @@ TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale --use_strings_as_labels={} data.libsvm", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.strings_as_labels, value);
 }
@@ -164,7 +184,7 @@ TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale --use_float_as_real_type={} data.libsvm", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.float_as_real_type, value);
 }
@@ -176,41 +196,28 @@ TEST_P(ParameterScaleQuiet, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} data.libsvm", flag));
     // create parameter object
-    plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""));
 
-// test whether nonsensical cmd arguments trigger the assertions
-TEST_F(ParameterScaleDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
-}
-TEST_F(ParameterScaleDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
-}
-
-// illegal [lower, upper] bound range
-TEST_F(ParameterScaleDeathTest, illegal_scaling_range) {
-    this->CreateCMDArgs("./plssvm-scale -l 1.0 -u -1.0 data.libsvm");
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
-}
-
-TEST_F(ParameterScaleDeathTest, help) {
+TEST_F(ParameterScale, help) {
     this->CreateCMDArgs("./plssvm-scale --help");
     EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterScaleDeathTest, version) {
+TEST_F(ParameterScale, version) {
     this->CreateCMDArgs("./plssvm-scale --version");
     EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
+
 TEST_F(ParameterScaleDeathTest, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-scale");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing input file!\n");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing input file!"));
 }
 TEST_F(ParameterScaleDeathTest, save_and_restore) {
     this->CreateCMDArgs("./plssvm-scale -s data.libsvm.save -r data.libsvm.restore data.libsvm");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::Eq("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!\n"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!"));
 }
 
 TEST_F(ParameterScaleDeathTest, too_many_positional_arguments) {
@@ -218,6 +225,18 @@ TEST_F(ParameterScaleDeathTest, too_many_positional_arguments) {
     EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to two positional options may be given, but 2 (\"p3 p4\") additional option(s) where provided!"));
 }
 
+// test whether nonsensical cmd arguments trigger the assertions
+TEST_F(ParameterScaleDeathTest, too_few_argc) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+}
+TEST_F(ParameterScaleDeathTest, nullptr_argv) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+}
+TEST_F(ParameterScaleDeathTest, illegal_scaling_range) {
+    // illegal [lower, upper] bound range
+    this->CreateCMDArgs("./plssvm-scale -l 1.0 -u -1.0 data.libsvm");
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
+}
 TEST_F(ParameterScaleDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-scale --foo bar");
     EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), "");
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 2f1807edf..f6396fc9b 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -15,7 +15,7 @@
 #include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
                                    // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::Bool, ::testing::ExitedWithCode
 
@@ -30,7 +30,7 @@ TEST_F(ParameterTrain, minimal) {
     this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
 
     // check parsed values
     EXPECT_EQ(params.csvm_params, plssvm::parameter<double>{});
@@ -52,10 +52,10 @@ TEST_F(ParameterTrain, minimal_output) {
     this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
 
     // test output string
-    std::string correct =
+    const std::string correct =
         "kernel_type: linear -> u'*v\n"
         "cost: 1 (default)\n"
         "epsilon: 0.001 (default)\n"
@@ -76,7 +76,7 @@ TEST_F(ParameterTrain, all_arguments) {
     this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
 
     // check parsed values
     EXPECT_EQ(params.csvm_params.kernel, plssvm::kernel_type::polynomial);
@@ -113,10 +113,10 @@ TEST_F(ParameterTrain, all_arguments_output) {
     this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
 
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
 
     // test output string
-    std::string correct =
+    const std::string correct =
         "kernel_type: polynomial -> (gamma*u'*v+coef0)^degree\n"
         "gamma: 1.5\n"
         "coef0: -1.5\n"
@@ -140,12 +140,16 @@ TEST_P(ParameterTrainKernel, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.kernel.is_default());
     EXPECT_EQ(params.csvm_params.kernel, kernel_type);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(::testing::Values("-t", "--kernel_type"), ::testing::Values("linear", "0", "polynomial", "1", "rbf", "2")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(
+                ::testing::Values("-t", "--kernel_type"),
+                ::testing::Values("linear", "0", "polynomial", "1", "rbf", "2")));
+// clang-format on
 
 class ParameterTrainDegree : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
 TEST_P(ParameterTrainDegree, parsing) {
@@ -153,12 +157,16 @@ TEST_P(ParameterTrainDegree, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, degree));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.degree.is_default());
     EXPECT_EQ(params.csvm_params.degree, degree);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainDegree, ::testing::Combine(::testing::Values("-d", "--degree"), ::testing::Range(-2, 3)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainDegree, ::testing::Combine(
+                ::testing::Values("-d", "--degree"),
+                ::testing::Range(-2, 3)));
+// clang-format on
 
 class ParameterTrainGamma : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
 TEST_P(ParameterTrainGamma, parsing) {
@@ -166,12 +174,16 @@ TEST_P(ParameterTrainGamma, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.gamma.is_default());
     EXPECT_EQ(params.csvm_params.gamma, gamma);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma, ::testing::Combine(::testing::Values("-g", "--gamma"), ::testing::Values(0.001, 0.75, 1.5, 2)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma,
+                ::testing::Combine(::testing::Values("-g", "--gamma"),
+                ::testing::Values(0.001, 0.75, 1.5, 2)));
+// clang-format on
 
 class ParameterTrainGammaDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
 TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
@@ -181,7 +193,11 @@ TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
     // create parameter_train object
     EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainGammaDeathTest, ::testing::Combine(::testing::Values("-g", "--gamma"), ::testing::Values(-2, -1.5, 0.0)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainGammaDeathTest, ::testing::Combine(
+                ::testing::Values("-g", "--gamma"),
+                ::testing::Values(-2, -1.5, 0.0)));
+// clang-format on
 
 class ParameterTrainCoef0 : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
 TEST_P(ParameterTrainCoef0, parsing) {
@@ -189,12 +205,16 @@ TEST_P(ParameterTrainCoef0, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, coef0));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.coef0.is_default());
     EXPECT_EQ(params.csvm_params.coef0, coef0);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(::testing::Values("-r", "--coef0"), ::testing::Values(-2, -1.5, -0.75, -0.001, 0, 0.001, 0.75, 1.5, 2)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(
+                ::testing::Values("-r", "--coef0"),
+                ::testing::Values(-2, -1.5, -0.75, -0.001, 0, 0.001, 0.75, 1.5, 2)));
+// clang-format on
 
 class ParameterTrainCost : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
 TEST_P(ParameterTrainCost, parsing) {
@@ -202,12 +222,16 @@ TEST_P(ParameterTrainCost, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, cost));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.cost.is_default());
     EXPECT_EQ(params.csvm_params.cost, cost);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(::testing::Values("-c", "--cost"), ::testing::Range(-2, 3)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(
+                ::testing::Values("-c", "--cost"),
+                ::testing::Range(-2, 3)));
+// clang-format on
 
 class ParameterTrainEpsilon : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
 TEST_P(ParameterTrainEpsilon, parsing) {
@@ -215,12 +239,16 @@ TEST_P(ParameterTrainEpsilon, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, eps));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.epsilon.is_default());
     EXPECT_EQ(params.epsilon, eps);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(::testing::Values("-e", "--epsilon"), ::testing::Values(10.0, 1.0, 0.0, 0.1, 0.01, 0.001, 0.0001, 0.00001)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(
+                ::testing::Values("-e", "--epsilon"),
+                ::testing::Values(10.0, 1.0, 0.0, 0.1, 0.01, 0.001, 0.0001, 0.00001)));
+// clang-format on
 
 class ParameterTrainMaxIter : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::size_t>> {};
 TEST_P(ParameterTrainMaxIter, parsing) {
@@ -228,12 +256,16 @@ TEST_P(ParameterTrainMaxIter, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.max_iter.is_default());
     EXPECT_EQ(params.max_iter, max_iter);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainMaxIter, ::testing::Combine(::testing::Values("-i", "--max_iter"), ::testing::Values(1, 10, 100, 1000, 10000)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainMaxIter, ::testing::Combine(
+                ::testing::Values("-i", "--max_iter"),
+                ::testing::Values(1, 10, 100, 1000, 10000)));
+// clang-format on
 
 class ParameterTrainMaxIterDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, long long int>> {};
 TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero) {
@@ -243,7 +275,11 @@ TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero)
     // create parameter object
     EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainMaxIterDeathTest, ::testing::Combine(::testing::Values("-i", "--max_iter"), ::testing::Values(-100, -10, -1, 0)));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainMaxIterDeathTest, ::testing::Combine(
+                ::testing::Values("-i", "--max_iter"),
+                ::testing::Values(-100, -10, -1, 0)));
+// clang-format on
 
 class ParameterTrainBackend : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterTrainBackend, parsing) {
@@ -253,11 +289,15 @@ TEST_P(ParameterTrainBackend, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.backend, backend);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainBackend, ::testing::Combine(::testing::Values("-b", "--backend"), ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainBackend, ::testing::Combine(
+                ::testing::Values("-b", "--backend"),
+                ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+// clang-format on
 
 class ParameterTrainTargetPlatform : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterTrainTargetPlatform, parsing) {
@@ -267,11 +307,15 @@ TEST_P(ParameterTrainTargetPlatform, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.target, target_platform);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainTargetPlatform, ::testing::Combine(::testing::Values("-p", "--target_platform"), ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainTargetPlatform, ::testing::Combine(
+                ::testing::Values("-p", "--target_platform"),
+                ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+// clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 
@@ -283,7 +327,7 @@ TEST_P(ParameterTrainSYCLKernelInvocation, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_kernel_invocation_type={} data.libsvm", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.sycl_kernel_invocation_type, sycl_kernel_invocation_type);
 }
@@ -297,7 +341,7 @@ TEST_P(ParameterTrainSYCLImplementation, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
 }
@@ -311,7 +355,7 @@ TEST_P(ParameterTrainUseStringsAsLabels, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train --use_strings_as_labels={} data.libsvm", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.strings_as_labels, value);
 }
@@ -323,7 +367,7 @@ TEST_P(ParameterTrainUseFloatAsRealType, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train --use_float_as_real_type={} data.libsvm", value));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.float_as_real_type, value);
 }
@@ -335,38 +379,37 @@ TEST_P(ParameterTrainQuiet, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} data.libsvm", flag));
     // create parameter object
-    plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""));
 
-// test whether nonsensical cmd arguments trigger the assertions
-TEST_F(ParameterTrainDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
-}
-TEST_F(ParameterTrainDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
-}
-
-TEST_F(ParameterTrainDeathTest, help) {
+TEST_F(ParameterTrain, help) {
     this->CreateCMDArgs("./plssvm-train --help");
     EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterTrainDeathTest, version) {
+TEST_F(ParameterTrain, version) {
     this->CreateCMDArgs("./plssvm-train --version");
     EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterTrainDeathTest, no_positional_argument) {
+
+TEST_F(ParameterTrain, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-train");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), "Error missing input file!\n");
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing input file!"));
 }
-
-TEST_F(ParameterTrainDeathTest, too_many_positional_arguments) {
+TEST_F(ParameterTrain, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-train p1 p2 p3 p4");
     EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to two positional options may be given, but 2 (\"p3 p4\") additional option(s) where provided!"));
 }
 
+// test whether nonsensical cmd arguments trigger the assertions
+TEST_F(ParameterTrainDeathTest, too_few_argc) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+}
+TEST_F(ParameterTrainDeathTest, nullptr_argv) {
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+}
 TEST_F(ParameterTrainDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-train --foo bar");
     EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), "");
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index 0725c7646..da05708b6 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -17,23 +17,21 @@
 
 #include "../../utility.hpp"  // util::redirect_output
 
-#include "gtest/gtest.h"  // ASSERT_FALSE, ::testing::Test
-
 #include <cstring>      // std::strcpy
-#include <sstream>      // std::ostringstream, std::istringstream
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
 namespace util {
 
-/*
+/**
  * Fixture class for testing the parameter_* classes' implementation.
  */
 class ParameterBase : public ::testing::Test, private redirect_output {
   protected:
-    /*
-     * Create artificial argc and argv from the given string.
+    /**
+     * @brief Create artificial argc and argv from the given string.
+     * @param[in] cmd_line the command line argument to create the argc and argv from.
      */
     virtual void CreateCMDArgs(const std::string_view cmd_line) {
         // create argc and argv from a std::string
@@ -45,7 +43,7 @@ class ParameterBase : public ::testing::Test, private redirect_output {
             std::strcpy(argv[i], cmd_line_split[i].c_str());
         }
     }
-    /*
+    /**
      * Free memory used for argv and end capturing std::cout. Automatically called at the end of a test.
      */
     void TearDown() override {
@@ -56,9 +54,9 @@ class ParameterBase : public ::testing::Test, private redirect_output {
         delete[] argv;
     }
 
-    // The number of the artificial command line arguments.
+    /// The number of the artificial command line arguments.
     int argc{ 0 };
-    // The artificial command line arguments.
+    /// The artificial command line arguments.
     char **argv{ nullptr };
 };
 

From 010673dcc85b9022fbe30d8d272af8780ab9ad42 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 17:03:36 +0200
Subject: [PATCH 0302/1010] Update test names to be more descriptive.

---
 tests/detail/cmd/parameter_predict.cpp | 68 +++++++++++++-----
 tests/detail/cmd/parameter_scale.cpp   | 67 +++++++++++++-----
 tests/detail/cmd/parameter_train.cpp   | 95 +++++++++++++++++---------
 tests/detail/cmd/utility.hpp           | 39 +++++++++++
 4 files changed, 203 insertions(+), 66 deletions(-)

diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
index 3d78a0ca5..ff0452c55 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
 #include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
-#include "utility.hpp"        // util::ParameterBase
+#include "utility.hpp"        // util::{ParameterBase, pretty_print_flag_and_value, pretty_print_flag}
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
@@ -49,8 +49,15 @@ TEST_F(ParameterPredict, minimal_output) {
 
     // create parameter object
     const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+
     // test output string
-    EXPECT_EQ(util::convert_to_string(params), "label_type: int (default)\nreal_type: double (default)\ninput file (data set): 'data.libsvm'\ninput file (model): 'data.libsvm.model'\noutput file (prediction): 'data.libsvm.predict'\n");
+    const std::string correct =
+        "label_type: int (default)\n"
+        "real_type: double (default)\n"
+        "input file (data set): 'data.libsvm'\n"
+        "input file (model): 'data.libsvm.model'\n"
+        "output file (prediction): 'data.libsvm.predict'\n";
+    EXPECT_EQ(util::convert_to_string(params), correct);
 }
 
 TEST_F(ParameterPredict, all_arguments) {
@@ -88,8 +95,15 @@ TEST_F(ParameterPredict, all_arguments_output) {
 
     // create parameter object
     const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+
     // test output string
-    EXPECT_EQ(util::convert_to_string(params), "label_type: std::string\nreal_type: float\ninput file (data set): 'data.libsvm'\ninput file (model): 'data.libsvm.model'\noutput file (prediction): 'data.libsvm.predict'\n");
+    const std::string correct =
+        "label_type: std::string\n"
+        "real_type: float\n"
+        "input file (data set): 'data.libsvm'\n"
+        "input file (model): 'data.libsvm.model'\n"
+        "output file (prediction): 'data.libsvm.predict'\n";
+    EXPECT_EQ(util::convert_to_string(params), correct);
 }
 
 // test all command line parameter separately
@@ -108,7 +122,8 @@ TEST_P(ParameterPredictBackend, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictBackend, ::testing::Combine(
                 ::testing::Values("-b", "--backend"),
-                ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+                ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")),
+                util::pretty_print_flag_and_value<ParameterPredictBackend>);
 // clang-format on
 
 class ParameterPredictTargetPlatform : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -126,50 +141,67 @@ TEST_P(ParameterPredictTargetPlatform, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::testing::Combine(
                 ::testing::Values("-p", "--target_platform"),
-                ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+                ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")),
+                util::pretty_print_flag_and_value<ParameterPredictTargetPlatform>);
 // clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 
-class ParameterPredictSYCLImplementation : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
+class ParameterPredictSYCLImplementation : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterPredictSYCLImplementation, parsing) {
-    const std::string &value = GetParam();
+    const auto &[flag, value] = GetParam();
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm data.libsvm.model", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictSYCLImplementation, ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++"));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictSYCLImplementation, ::testing::Combine(
+                ::testing::Values("--sycl_implementation_type"),
+                ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
+                util::pretty_print_flag_and_value<ParameterPredictSYCLImplementation>);
+// clang-format on
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
 
-class ParameterPredictUseStringsAsLabels : public ParameterPredict, public ::testing::WithParamInterface<bool> {};
+class ParameterPredictUseStringsAsLabels : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
-    const bool value = GetParam();
+    const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_strings_as_labels={} data.libsvm data.libsvm.model", value));
+    fmt::print("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value);
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.strings_as_labels, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Bool());
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Combine(
+                ::testing::Values("--use_strings_as_labels"),
+                ::testing::Bool()),
+                util::pretty_print_flag_and_value<ParameterPredictUseStringsAsLabels>);
+// clang-format on
 
-class ParameterPredictUseFloatAsRealType : public ParameterPredict, public ::testing::WithParamInterface<bool> {};
+class ParameterPredictUseFloatAsRealType : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
-    const bool value = GetParam();
+    const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --use_float_as_real_type={} data.libsvm data.libsvm.model", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.float_as_real_type, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Bool());
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Combine(
+                ::testing::Values("--use_float_as_real_type"),
+                ::testing::Bool()),
+                util::pretty_print_flag_and_value<ParameterPredictUseFloatAsRealType>);
+// clang-format on
 
 class ParameterPredictQuiet : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterPredictQuiet, parsing) {
@@ -181,7 +213,7 @@ TEST_P(ParameterPredictQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""));
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterPredictQuiet>);
 
 TEST_F(ParameterPredict, help) {
     this->CreateCMDArgs("./plssvm-predict --help");
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
index b5c352eb6..095494a9c 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -51,7 +51,17 @@ TEST_F(ParameterScale, minimal_output) {
     const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
     // test output string
-    EXPECT_EQ(util::convert_to_string(params), "lower: -1\nupper: 1\nlabel_type: int (default)\nreal_type: double (default)\noutput file format: libsvm\ninput file: 'data.libsvm'\nscaled file: 'data.libsvm.scaled'\nsave file (scaling factors): ''\nrestore file (scaling factors): ''\n");
+    const std::string correct =
+        "lower: -1\n"
+        "upper: 1\n"
+        "label_type: int (default)\n"
+        "real_type: double (default)\n"
+        "output file format: libsvm\n"
+        "input file: 'data.libsvm'\n"
+        "scaled file: 'data.libsvm.scaled'\n"
+        "save file (scaling factors): ''\n"
+        "restore file (scaling factors): ''\n";
+    EXPECT_EQ(util::convert_to_string(params), correct);
 }
 
 TEST_F(ParameterScale, all_arguments) {
@@ -80,7 +90,17 @@ TEST_F(ParameterScale, all_arguments_output) {
     const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
     // test output string
-    EXPECT_EQ(util::convert_to_string(params), "lower: -2\nupper: 2.5\nlabel_type: std::string\nreal_type: float\noutput file format: arff\ninput file: 'data.libsvm'\nscaled file: 'data.libsvm.scaled'\nsave file (scaling factors): 'data.libsvm.save'\nrestore file (scaling factors): ''\n");
+    const std::string correct =
+        "lower: -2\n"
+        "upper: 2.5\n"
+        "label_type: std::string\n"
+        "real_type: float\n"
+        "output file format: arff\n"
+        "input file: 'data.libsvm'\n"
+        "scaled file: 'data.libsvm.scaled'\n"
+        "save file (scaling factors): 'data.libsvm.save'\n"
+        "restore file (scaling factors): ''\n";
+    EXPECT_EQ(util::convert_to_string(params), correct);
 }
 
 // test all command line parameter separately
@@ -97,7 +117,8 @@ TEST_P(ParameterScaleLower, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleLower, ::testing::Combine(
                 ::testing::Values("-l", "--lower"),
-                ::testing::Values(-2.5, -1.0, -0.01, 0.0)));
+                ::testing::Values(-2.5, -1.0, -0.01, 0.0)),
+                util::pretty_print_flag_and_value<ParameterScaleLower>);
 // clang-format on
 
 class ParameterScaleUpper : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -113,7 +134,8 @@ TEST_P(ParameterScaleUpper, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUpper,
                 ::testing::Combine(::testing::Values("-u", "--upper"),
-                ::testing::Values(0.0, 0.01, 1.0, 2.5)));
+                ::testing::Values(0.0, 0.01, 1.0, 2.5)),
+                util::pretty_print_flag_and_value<ParameterScaleUpper>);
 // clang-format on
 
 class ParameterScaleFileFormat : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -131,7 +153,8 @@ TEST_P(ParameterScaleFileFormat, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleFileFormat, ::testing::Combine(
                 ::testing::Values("-f", "--format"),
-                ::testing::Values("libsvm", "LIBSVM", "arff", "ARFF")));
+                ::testing::Values("libsvm", "LIBSVM", "arff", "ARFF")),
+                util::pretty_print_flag_and_value<ParameterScaleFileFormat>);
 // clang-format on
 
 class ParameterScaleSaveFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -147,7 +170,8 @@ TEST_P(ParameterScaleSaveFilename, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleSaveFilename, ::testing::Combine(
                 ::testing::Values("-s", "--save_filename"),
-                ::testing::Values("data.libsvm.scaled", "output.txt")));
+                ::testing::Values("data.libsvm.scaled", "output.txt")),
+                util::pretty_print_flag_and_value<ParameterScaleSaveFilename>);
 // clang-format on
 
 class ParameterScaleRestoreFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -163,32 +187,43 @@ TEST_P(ParameterScaleRestoreFilename, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testing::Combine(
                 ::testing::Values("-r", "--restore_filename"),
-                ::testing::Values("data.libsvm.weights", "output.txt")));
+                ::testing::Values("data.libsvm.weights", "output.txt")),
+                util::pretty_print_flag_and_value<ParameterScaleRestoreFilename>);
 // clang-format on
 
-class ParameterScaleUseStringsAsLabels : public ParameterScale, public ::testing::WithParamInterface<bool> {};
+class ParameterScaleUseStringsAsLabels : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
-    const bool value = GetParam();
+    const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_strings_as_labels={} data.libsvm", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.strings_as_labels, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Bool());
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Combine(
+                ::testing::Values("--use_strings_as_labels"),
+                ::testing::Bool()),
+                util::pretty_print_flag_and_value<ParameterScaleUseStringsAsLabels>);
+// clang-format on
 
-class ParameterScaleUseFloatAsRealType : public ParameterScale, public ::testing::WithParamInterface<bool> {};
+class ParameterScaleUseFloatAsRealType : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
-    const bool value = GetParam();
+    const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale --use_float_as_real_type={} data.libsvm", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.float_as_real_type, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Bool());
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Combine(
+                ::testing::Values("--use_float_as_real_type"),
+                ::testing::Bool()),
+                util::pretty_print_flag_and_value<ParameterScaleUseFloatAsRealType>);
+// clang-format on
 
 class ParameterScaleQuiet : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterScaleQuiet, parsing) {
@@ -200,7 +235,7 @@ TEST_P(ParameterScaleQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""));
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterScaleQuiet>);
 
 TEST_F(ParameterScale, help) {
     this->CreateCMDArgs("./plssvm-scale --help");
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index f6396fc9b..05cc03ac3 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -12,15 +12,16 @@
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
 #include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
-#include "utility.hpp"        // util::ParameterBase
+#include "utility.hpp"        // util::{ParameterBase, pretty_print_flag_and_value, pretty_print_flag}
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
                                    // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::Bool, ::testing::ExitedWithCode
 
-#include <string>  // std::string
-#include <tuple>   // std::tuple
+#include <cstddef>  // std::size_t
+#include <string>   // std::string
+#include <tuple>    // std::tuple
 
 class ParameterTrain : public util::ParameterBase {};
 class ParameterTrainDeathTest : public util::ParameterBase {};
@@ -103,7 +104,6 @@ TEST_F(ParameterTrain, all_arguments) {
     EXPECT_EQ(params.input_filename, "data.libsvm");
     EXPECT_EQ(params.model_filename, "data.libsvm.model");
 }
-
 TEST_F(ParameterTrain, all_arguments_output) {
     // create artificial command line arguments in test fixture
     std::string sycl_specific_flag;
@@ -148,7 +148,8 @@ TEST_P(ParameterTrainKernel, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(
                 ::testing::Values("-t", "--kernel_type"),
-                ::testing::Values("linear", "0", "polynomial", "1", "rbf", "2")));
+                ::testing::Values("linear", "0", "polynomial", "1", "rbf", "2")),
+                util::pretty_print_flag_and_value<ParameterTrainKernel>);
 // clang-format on
 
 class ParameterTrainDegree : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
@@ -165,7 +166,8 @@ TEST_P(ParameterTrainDegree, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainDegree, ::testing::Combine(
                 ::testing::Values("-d", "--degree"),
-                ::testing::Range(-2, 3)));
+                ::testing::Range(-2, 3)),
+                util::pretty_print_flag_and_value<ParameterTrainDegree>);
 // clang-format on
 
 class ParameterTrainGamma : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -182,7 +184,8 @@ TEST_P(ParameterTrainGamma, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma,
                 ::testing::Combine(::testing::Values("-g", "--gamma"),
-                ::testing::Values(0.001, 0.75, 1.5, 2)));
+                ::testing::Values(0.001, 0.75, 1.5, 2)),
+                util::pretty_print_flag_and_value<ParameterTrainGamma>);
 // clang-format on
 
 class ParameterTrainGammaDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -196,7 +199,8 @@ TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainGammaDeathTest, ::testing::Combine(
                 ::testing::Values("-g", "--gamma"),
-                ::testing::Values(-2, -1.5, 0.0)));
+                ::testing::Values(-2, -1.5, 0.0)),
+                util::pretty_print_flag_and_value<ParameterTrainGammaDeathTest>);
 // clang-format on
 
 class ParameterTrainCoef0 : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -213,7 +217,8 @@ TEST_P(ParameterTrainCoef0, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(
                 ::testing::Values("-r", "--coef0"),
-                ::testing::Values(-2, -1.5, -0.75, -0.001, 0, 0.001, 0.75, 1.5, 2)));
+                ::testing::Values(-2, -1.5, -0.75, -0.001, 0, 0.001, 0.75, 1.5, 2)),
+                util::pretty_print_flag_and_value<ParameterTrainCoef0>);
 // clang-format on
 
 class ParameterTrainCost : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
@@ -230,7 +235,8 @@ TEST_P(ParameterTrainCost, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(
                 ::testing::Values("-c", "--cost"),
-                ::testing::Range(-2, 3)));
+                ::testing::Range(-2, 3)),
+                util::pretty_print_flag_and_value<ParameterTrainCost>);
 // clang-format on
 
 class ParameterTrainEpsilon : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -247,7 +253,8 @@ TEST_P(ParameterTrainEpsilon, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(
                 ::testing::Values("-e", "--epsilon"),
-                ::testing::Values(10.0, 1.0, 0.0, 0.1, 0.01, 0.001, 0.0001, 0.00001)));
+                ::testing::Values(10.0, 1.0, 0.0, 0.1, 0.01, 0.001, 0.0001, 0.00001)),
+                util::pretty_print_flag_and_value<ParameterTrainEpsilon>);
 // clang-format on
 
 class ParameterTrainMaxIter : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::size_t>> {};
@@ -264,7 +271,8 @@ TEST_P(ParameterTrainMaxIter, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainMaxIter, ::testing::Combine(
                 ::testing::Values("-i", "--max_iter"),
-                ::testing::Values(1, 10, 100, 1000, 10000)));
+                ::testing::Values(1, 10, 100, 1000, 10000)),
+                util::pretty_print_flag_and_value<ParameterTrainMaxIter>);
 // clang-format on
 
 class ParameterTrainMaxIterDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, long long int>> {};
@@ -278,7 +286,8 @@ TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero)
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainMaxIterDeathTest, ::testing::Combine(
                 ::testing::Values("-i", "--max_iter"),
-                ::testing::Values(-100, -10, -1, 0)));
+                ::testing::Values(-100, -10, -1, 0)),
+                util::pretty_print_flag_and_value<ParameterTrainMaxIterDeathTest>);
 // clang-format on
 
 class ParameterTrainBackend : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -296,7 +305,8 @@ TEST_P(ParameterTrainBackend, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainBackend, ::testing::Combine(
                 ::testing::Values("-b", "--backend"),
-                ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")));
+                ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")),
+                util::pretty_print_flag_and_value<ParameterTrainBackend>);
 // clang-format on
 
 class ParameterTrainTargetPlatform : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -314,64 +324,85 @@ TEST_P(ParameterTrainTargetPlatform, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainTargetPlatform, ::testing::Combine(
                 ::testing::Values("-p", "--target_platform"),
-                ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")));
+                ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")),
+                util::pretty_print_flag_and_value<ParameterTrainTargetPlatform>);
 // clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 
-class ParameterTrainSYCLKernelInvocation : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
+class ParameterTrainSYCLKernelInvocation : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterTrainSYCLKernelInvocation, parsing) {
-    const std::string &value = GetParam();
+    const auto &[flag, value] = GetParam();
     // convert string to sycl::kernel_invocation_type
     const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_kernel_invocation_type={} data.libsvm", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.sycl_kernel_invocation_type, sycl_kernel_invocation_type);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLKernelInvocation, ::testing::Values("automatic", "nd_range", "ND_RANGE", "hierarchical"));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLKernelInvocation, ::testing::Combine(
+                ::testing::Values("--sycl_kernel_invocation_type"),
+                ::testing::Values("automatic", "nd_range", "ND_RANGE", "hierarchical")),
+                util::pretty_print_flag_and_value<ParameterTrainSYCLKernelInvocation>);
+// clang-format on
 
-class ParameterTrainSYCLImplementation : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
+class ParameterTrainSYCLImplementation : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
 TEST_P(ParameterTrainSYCLImplementation, parsing) {
-    const std::string &value = GetParam();
+    const auto &[flag, value] = GetParam();
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --sycl_implementation_type={} data.libsvm", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLImplementation, ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++"));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLImplementation, ::testing::Combine(
+                ::testing::Values("--sycl_implementation_type"),
+                ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
+                util::pretty_print_flag_and_value<ParameterTrainSYCLImplementation>);
+// clang-format on
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
 
-class ParameterTrainUseStringsAsLabels : public ParameterTrain, public ::testing::WithParamInterface<bool> {};
+class ParameterTrainUseStringsAsLabels : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParameterTrainUseStringsAsLabels, parsing) {
-    const bool value = GetParam();
+    const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train --use_strings_as_labels={} data.libsvm", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.strings_as_labels, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseStringsAsLabels, ::testing::Bool());
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseStringsAsLabels, ::testing::Combine(
+                ::testing::Values("--use_strings_as_labels"),
+                ::testing::Bool()),
+                util::pretty_print_flag_and_value<ParameterTrainUseStringsAsLabels>);
+// clang-format on
 
-class ParameterTrainUseFloatAsRealType : public ParameterTrain, public ::testing::WithParamInterface<bool> {};
+class ParameterTrainUseFloatAsRealType : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParameterTrainUseFloatAsRealType, parsing) {
-    const bool value = GetParam();
+    const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train --use_float_as_real_type={} data.libsvm", value));
+    this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(params.float_as_real_type, value);
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseFloatAsRealType, ::testing::Bool());
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseFloatAsRealType, ::testing::Combine(
+                ::testing::Values("--use_float_as_real_type"),
+                ::testing::Bool()),
+                util::pretty_print_flag_and_value<ParameterTrainUseFloatAsRealType>);
+// clang-format on
 
 class ParameterTrainQuiet : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterTrainQuiet, parsing) {
@@ -383,7 +414,7 @@ TEST_P(ParameterTrainQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""));
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterTrainQuiet>);
 
 TEST_F(ParameterTrain, help) {
     this->CreateCMDArgs("./plssvm-train --help");
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index da05708b6..c0e704e91 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -14,12 +14,17 @@
 #pragma once
 
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
+#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::replace_all
 
 #include "../../utility.hpp"  // util::redirect_output
 
+#include "fmt/core.h"     // fmt::format
+#include "gtest/gtest.h"  // :testing::TestParamInfo
+
 #include <cstring>      // std::strcpy
 #include <string>       // std::string
 #include <string_view>  // std::string_view
+#include <tuple>        // std::get
 #include <vector>       // std::vector
 
 namespace util {
@@ -60,6 +65,40 @@ class ParameterBase : public ::testing::Test, private redirect_output {
     char **argv{ nullptr };
 };
 
+// pretty printer
+/**
+ * @brief Pretty print a flag and value combination.
+ * @details Replaces all "-" in a flag with "", all "-" in a value with "m" (for minus), and all "." in a value with "p" (for point).
+ * @tparam T the parameter type used in the test fixture
+ * @param[in] param_info the parameter info used for pretty printing the test case name
+ * @return the test case name
+ */
+template <typename T>
+const auto pretty_print_flag_and_value = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    // sanitize flags for Google Test names
+    std::string flag = std::get<0>(param_info.param);
+    plssvm::detail::replace_all(flag, "-", "");
+    // sanitize values for Google Test names
+    std::string value = fmt::format("{}", std::get<1>(param_info.param));
+    plssvm::detail::replace_all(value, "-", "m");
+    plssvm::detail::replace_all(value, ".", "p");
+    return fmt::format("{}_{}", flag, value);
+};
+/**
+ * @brief Pretty print a flag.
+ * @details Replaces all "-" in a flag with "".
+ * @tparam T the parameter type used in the test fixture
+ * @param[in] param_info the parameter info used for pretty printing the test case name
+ * @return the test case name
+ */
+template <typename T>
+const auto pretty_print_flag = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    // sanitize flags for Google Test names
+    std::string flag = param_info.param;
+    plssvm::detail::replace_all(flag, "-", "");
+    return fmt::format("{}", flag.empty() ? "EMPTY_FLAG" : flag);
+};
+
 }  // namespace util
 
 #endif  // PLSSVM_TESTS_DETAIL_CMD_UTILITY_HPP_

From 8dc1a38128096e92b8a04ffa1ebcd1f5c2559f55 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 17:19:05 +0200
Subject: [PATCH 0303/1010] add missing tests for -h and -v command line
 options.

---
 tests/detail/cmd/parameter_predict.cpp | 19 +++++++++++++++----
 tests/detail/cmd/parameter_scale.cpp   | 19 +++++++++++++++----
 tests/detail/cmd/parameter_train.cpp   | 19 +++++++++++++++----
 3 files changed, 45 insertions(+), 12 deletions(-)

diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
index ff0452c55..43d28ed9c 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -215,14 +215,25 @@ TEST_P(ParameterPredictQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterPredictQuiet>);
 
-TEST_F(ParameterPredict, help) {
-    this->CreateCMDArgs("./plssvm-predict --help");
+class ParameterPredictHelp : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterPredictHelp, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
+    // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterPredict, version) {
-    this->CreateCMDArgs("./plssvm-predict --version");
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictHelp, ::testing::Values("-h", "--help"), util::pretty_print_flag<ParameterPredictHelp>);
+
+class ParameterPredictVersion : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterPredictVersion, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
+    // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictVersion, ::testing::Values("-v", "--version"), util::pretty_print_flag<ParameterPredictHelp>);
 
 TEST_F(ParameterPredict, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict");
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
index 095494a9c..eaa5c9a2b 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -237,14 +237,25 @@ TEST_P(ParameterScaleQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterScaleQuiet>);
 
-TEST_F(ParameterScale, help) {
-    this->CreateCMDArgs("./plssvm-scale --help");
+class ParameterScaleHelp : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterScaleHelp, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
+    // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterScale, version) {
-    this->CreateCMDArgs("./plssvm-scale --version");
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleHelp, ::testing::Values("-h", "--help"), util::pretty_print_flag<ParameterScaleHelp>);
+
+class ParameterScaleVersion : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterScaleVersion, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
+    // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleVersion, ::testing::Values("-v", "--version"), util::pretty_print_flag<ParameterScaleVersion>);
 
 TEST_F(ParameterScaleDeathTest, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-scale");
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 05cc03ac3..03eb81b1f 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -416,14 +416,25 @@ TEST_P(ParameterTrainQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterTrainQuiet>);
 
-TEST_F(ParameterTrain, help) {
-    this->CreateCMDArgs("./plssvm-train --help");
+class ParameterTrainHelp : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterTrainHelp, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
+    // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-TEST_F(ParameterTrain, version) {
-    this->CreateCMDArgs("./plssvm-train --version");
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainHelp, ::testing::Values("-h", "--help"), util::pretty_print_flag<ParameterTrainHelp>);
+
+class ParameterTrainVersion : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParameterTrainVersion, parsing) {
+    const std::string &flag = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
+    // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainVersion, ::testing::Values("-v", "--version"), util::pretty_print_flag<ParameterTrainVersion>);
 
 TEST_F(ParameterTrain, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-train");

From e126ade7f0329007ce857ec99abaa7786011995b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 29 Sep 2022 17:37:00 +0200
Subject: [PATCH 0304/1010] Improve GTest test names.

---
 tests/detail/operators.cpp | 6 ++++--
 tests/utility.hpp          | 8 ++++++++
 2 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index 032e7ba05..f85a02727 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -10,6 +10,8 @@
 
 #include "plssvm/detail/operators.hpp"
 
+#include "../utility.hpp"  // util::floating_point_types_to_name
+
 #include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
 
 #include <tuple>   // std::ignore
@@ -38,7 +40,7 @@ class Operators : public ::testing::Test {
     std::vector<real_type> empty{};
     real_type scalar{};
 };
-TYPED_TEST_SUITE(Operators, floating_point_types);
+TYPED_TEST_SUITE(Operators, floating_point_types, util::floating_point_types_to_name);
 
 // testsuite for death tests
 template <typename T>
@@ -54,7 +56,7 @@ class OperatorsDeathTest : public ::testing::Test {
     std::vector<real_type> a{};
     std::vector<real_type> b{};
 };
-TYPED_TEST_SUITE(OperatorsDeathTest, floating_point_types);
+TYPED_TEST_SUITE(OperatorsDeathTest, floating_point_types, util::floating_point_types_to_name);
 
 TYPED_TEST(Operators, operator_add_binary) {
     // binary addition using two vectors
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 9f502711c..3d645caa0 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -334,4 +334,12 @@ class parameter_definition_to_name {
 
 }  // namespace google_test
 
+class floating_point_types_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return std::string{ plssvm::detail::arithmetic_type_name<T>() };
+    }
+};
+
 }  // namespace util
\ No newline at end of file

From 1fb2abefe845c16bfcfbbd37b8fc28d52c857985 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 11:19:17 +0200
Subject: [PATCH 0305/1010] Update test naming.

---
 include/plssvm/detail/layout.hpp       |   3 +-
 tests/backend_types.cpp                |  11 +-
 tests/detail/cmd/data_set_variants.cpp |   9 +-
 tests/detail/cmd/parameter_predict.cpp |  19 +-
 tests/detail/cmd/parameter_scale.cpp   |  21 +--
 tests/detail/cmd/parameter_train.cpp   |  39 +++--
 tests/detail/cmd/utility.hpp           |  34 ----
 tests/detail/layout.cpp                |   7 +-
 tests/detail/operators.cpp             |   6 +-
 tests/detail/sha256.cpp                |   5 +-
 tests/detail/string_conversion.cpp     |  18 +-
 tests/detail/string_utility.cpp        |  23 ++-
 tests/detail/utility.cpp               |  14 +-
 tests/exceptions/exceptions.cpp        |  11 +-
 tests/kernel_types.cpp                 |   5 +-
 tests/naming.hpp                       | 234 +++++++++++++++++++++++++
 tests/utility.hpp                      |   8 -
 tests/version/version.cpp              |   9 +-
 18 files changed, 350 insertions(+), 126 deletions(-)
 create mode 100644 tests/naming.hpp

diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 83a8fdde4..0dece8c17 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -24,6 +24,7 @@
 #include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast}
 #include <cstddef>    // std::size_t
 #include <iosfwd>     // forward declare std::ostream and std::istream
+#include <iostream>   // std::cout, std::endl
 #include <vector>     // std::vector
 
 namespace plssvm::detail {
@@ -139,7 +140,7 @@ template <typename real_type>
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Transformed dataset from 2D to 1D {} in {}.\n", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+        std::cout << fmt::format("Transformed dataset from 2D to 1D {} in {}.", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
     }
 
     return ret;
diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 4fffeb3fc..3ffaaad51 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -11,7 +11,9 @@
 #include "plssvm/backend_types.hpp"
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-#include "utility.hpp"                // util::{convert_to_string, convert_from_string}, EXPECT_THROW_WHAT
+
+#include "naming.hpp"   // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string}, EXPECT_THROW_WHAT
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE, TEST_P, INSTANTIATE_TEST_SUITE_P
 
@@ -83,7 +85,8 @@ INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeUnsupportedCombination, ::testi
          unsupported_combination_type{ { plssvm::backend_type::cuda, plssvm::backend_type::hip }, { plssvm::target_platform::cpu } },
          unsupported_combination_type{ { plssvm::backend_type::openmp }, { plssvm::target_platform::gpu_nvidia, plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel } },
          unsupported_combination_type{ { plssvm::backend_type::cuda }, { plssvm::target_platform::gpu_amd, plssvm::target_platform::gpu_intel } },
-         unsupported_combination_type{ { plssvm::backend_type::hip }, { plssvm::target_platform::gpu_intel } }));
+         unsupported_combination_type{ { plssvm::backend_type::hip }, { plssvm::target_platform::gpu_intel } }),
+         naming::pretty_print_unsupported_backend_combination<BackendTypeUnsupportedCombination>);
 // clang-format on
 
 using supported_combination_type = std::tuple<std::vector<plssvm::backend_type>, std::vector<plssvm::target_platform>, plssvm::backend_type>;
@@ -103,6 +106,6 @@ INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeSupportedCombination, ::testing
          supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::cpu }, plssvm::backend_type::sycl },
          supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_nvidia }, plssvm::backend_type::cuda },
          supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_amd }, plssvm::backend_type::hip },
-         supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_intel }, plssvm::backend_type::sycl }
-));
+         supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_intel }, plssvm::backend_type::sycl }),
+         naming::pretty_print_supported_backend_combination<BackendTypeSupportedCombination>);
 // clang-format on
\ No newline at end of file
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index 03d6107a3..e8984e15f 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -14,7 +14,8 @@
 #include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
 #include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
 
-#include "utility.hpp"  // util::ParameterBase
+#include "../../naming.hpp"  // naming::pretty_print_data_set_factory
+#include "utility.hpp"       // util::ParameterBase
 
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ,  ::testing::{WithParamInterface, Values}
@@ -89,7 +90,7 @@ TEST_P(DataSetFactory, data_set_factory_train) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(DataSetFactory, DataSetFactory, ::testing::Values(
-    std::make_tuple(false, false, 2), std::make_tuple(false, true, 3),
-    std::make_tuple(true, false, 0), std::make_tuple(true, true, 1)
-));
+                std::make_tuple(false, false, 2), std::make_tuple(false, true, 3),
+                std::make_tuple(true, false, 0), std::make_tuple(true, true, 1)),
+                naming::pretty_print_data_set_factory<DataSetFactory>);
 // clang-format on
\ No newline at end of file
diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
index 43d28ed9c..66ef9cdcf 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -12,8 +12,9 @@
 
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
+#include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
-#include "utility.hpp"        // util::{ParameterBase, pretty_print_flag_and_value, pretty_print_flag}
+#include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
@@ -123,7 +124,7 @@ TEST_P(ParameterPredictBackend, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictBackend, ::testing::Combine(
                 ::testing::Values("-b", "--backend"),
                 ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")),
-                util::pretty_print_flag_and_value<ParameterPredictBackend>);
+                naming::pretty_print_parameter_flag_and_value<ParameterPredictBackend>);
 // clang-format on
 
 class ParameterPredictTargetPlatform : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -142,7 +143,7 @@ TEST_P(ParameterPredictTargetPlatform, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::testing::Combine(
                 ::testing::Values("-p", "--target_platform"),
                 ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")),
-                util::pretty_print_flag_and_value<ParameterPredictTargetPlatform>);
+                naming::pretty_print_parameter_flag_and_value<ParameterPredictTargetPlatform>);
 // clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -163,7 +164,7 @@ TEST_P(ParameterPredictSYCLImplementation, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictSYCLImplementation, ::testing::Combine(
                 ::testing::Values("--sycl_implementation_type"),
                 ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
-                util::pretty_print_flag_and_value<ParameterPredictSYCLImplementation>);
+                naming::pretty_print_parameter_flag_and_value<ParameterPredictSYCLImplementation>);
 // clang-format on
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
@@ -183,7 +184,7 @@ TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Combine(
                 ::testing::Values("--use_strings_as_labels"),
                 ::testing::Bool()),
-                util::pretty_print_flag_and_value<ParameterPredictUseStringsAsLabels>);
+                naming::pretty_print_parameter_flag_and_value<ParameterPredictUseStringsAsLabels>);
 // clang-format on
 
 class ParameterPredictUseFloatAsRealType : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
@@ -200,7 +201,7 @@ TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Combine(
                 ::testing::Values("--use_float_as_real_type"),
                 ::testing::Bool()),
-                util::pretty_print_flag_and_value<ParameterPredictUseFloatAsRealType>);
+                naming::pretty_print_parameter_flag_and_value<ParameterPredictUseFloatAsRealType>);
 // clang-format on
 
 class ParameterPredictQuiet : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
@@ -213,7 +214,7 @@ TEST_P(ParameterPredictQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterPredictQuiet>);
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParameterPredictQuiet>);
 
 class ParameterPredictHelp : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterPredictHelp, parsing) {
@@ -223,7 +224,7 @@ TEST_P(ParameterPredictHelp, parsing) {
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictHelp, ::testing::Values("-h", "--help"), util::pretty_print_flag<ParameterPredictHelp>);
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterPredictHelp>);
 
 class ParameterPredictVersion : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterPredictVersion, parsing) {
@@ -233,7 +234,7 @@ TEST_P(ParameterPredictVersion, parsing) {
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictVersion, ::testing::Values("-v", "--version"), util::pretty_print_flag<ParameterPredictHelp>);
+INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterPredictHelp>);
 
 TEST_F(ParameterPredict, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict");
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
index eaa5c9a2b..2c557b410 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -11,6 +11,7 @@
 #include "plssvm/detail/cmd/parameter_scale.hpp"
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
+#include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
 #include "utility.hpp"        // util::ParameterBase
 
@@ -118,7 +119,7 @@ TEST_P(ParameterScaleLower, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleLower, ::testing::Combine(
                 ::testing::Values("-l", "--lower"),
                 ::testing::Values(-2.5, -1.0, -0.01, 0.0)),
-                util::pretty_print_flag_and_value<ParameterScaleLower>);
+                naming::pretty_print_parameter_flag_and_value<ParameterScaleLower>);
 // clang-format on
 
 class ParameterScaleUpper : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -135,7 +136,7 @@ TEST_P(ParameterScaleUpper, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUpper,
                 ::testing::Combine(::testing::Values("-u", "--upper"),
                 ::testing::Values(0.0, 0.01, 1.0, 2.5)),
-                util::pretty_print_flag_and_value<ParameterScaleUpper>);
+                naming::pretty_print_parameter_flag_and_value<ParameterScaleUpper>);
 // clang-format on
 
 class ParameterScaleFileFormat : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -154,7 +155,7 @@ TEST_P(ParameterScaleFileFormat, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleFileFormat, ::testing::Combine(
                 ::testing::Values("-f", "--format"),
                 ::testing::Values("libsvm", "LIBSVM", "arff", "ARFF")),
-                util::pretty_print_flag_and_value<ParameterScaleFileFormat>);
+                naming::pretty_print_parameter_flag_and_value<ParameterScaleFileFormat>);
 // clang-format on
 
 class ParameterScaleSaveFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -171,7 +172,7 @@ TEST_P(ParameterScaleSaveFilename, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleSaveFilename, ::testing::Combine(
                 ::testing::Values("-s", "--save_filename"),
                 ::testing::Values("data.libsvm.scaled", "output.txt")),
-                util::pretty_print_flag_and_value<ParameterScaleSaveFilename>);
+                naming::pretty_print_parameter_flag_and_value<ParameterScaleSaveFilename>);
 // clang-format on
 
 class ParameterScaleRestoreFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -188,7 +189,7 @@ TEST_P(ParameterScaleRestoreFilename, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testing::Combine(
                 ::testing::Values("-r", "--restore_filename"),
                 ::testing::Values("data.libsvm.weights", "output.txt")),
-                util::pretty_print_flag_and_value<ParameterScaleRestoreFilename>);
+                naming::pretty_print_parameter_flag_and_value<ParameterScaleRestoreFilename>);
 // clang-format on
 
 class ParameterScaleUseStringsAsLabels : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
@@ -205,7 +206,7 @@ TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Combine(
                 ::testing::Values("--use_strings_as_labels"),
                 ::testing::Bool()),
-                util::pretty_print_flag_and_value<ParameterScaleUseStringsAsLabels>);
+                naming::pretty_print_parameter_flag_and_value<ParameterScaleUseStringsAsLabels>);
 // clang-format on
 
 class ParameterScaleUseFloatAsRealType : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
@@ -222,7 +223,7 @@ TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Combine(
                 ::testing::Values("--use_float_as_real_type"),
                 ::testing::Bool()),
-                util::pretty_print_flag_and_value<ParameterScaleUseFloatAsRealType>);
+                naming::pretty_print_parameter_flag_and_value<ParameterScaleUseFloatAsRealType>);
 // clang-format on
 
 class ParameterScaleQuiet : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
@@ -235,7 +236,7 @@ TEST_P(ParameterScaleQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterScaleQuiet>);
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParameterScaleQuiet>);
 
 class ParameterScaleHelp : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterScaleHelp, parsing) {
@@ -245,7 +246,7 @@ TEST_P(ParameterScaleHelp, parsing) {
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleHelp, ::testing::Values("-h", "--help"), util::pretty_print_flag<ParameterScaleHelp>);
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterScaleHelp>);
 
 class ParameterScaleVersion : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterScaleVersion, parsing) {
@@ -255,7 +256,7 @@ TEST_P(ParameterScaleVersion, parsing) {
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleVersion, ::testing::Values("-v", "--version"), util::pretty_print_flag<ParameterScaleVersion>);
+INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterScaleVersion>);
 
 TEST_F(ParameterScaleDeathTest, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-scale");
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 03eb81b1f..bef8171ce 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -11,8 +11,9 @@
 #include "plssvm/detail/cmd/parameter_train.hpp"
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
+#include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
-#include "utility.hpp"        // util::{ParameterBase, pretty_print_flag_and_value, pretty_print_flag}
+#include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
@@ -149,7 +150,7 @@ TEST_P(ParameterTrainKernel, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(
                 ::testing::Values("-t", "--kernel_type"),
                 ::testing::Values("linear", "0", "polynomial", "1", "rbf", "2")),
-                util::pretty_print_flag_and_value<ParameterTrainKernel>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainKernel>);
 // clang-format on
 
 class ParameterTrainDegree : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
@@ -167,7 +168,7 @@ TEST_P(ParameterTrainDegree, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainDegree, ::testing::Combine(
                 ::testing::Values("-d", "--degree"),
                 ::testing::Range(-2, 3)),
-                util::pretty_print_flag_and_value<ParameterTrainDegree>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainDegree>);
 // clang-format on
 
 class ParameterTrainGamma : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -185,7 +186,7 @@ TEST_P(ParameterTrainGamma, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma,
                 ::testing::Combine(::testing::Values("-g", "--gamma"),
                 ::testing::Values(0.001, 0.75, 1.5, 2)),
-                util::pretty_print_flag_and_value<ParameterTrainGamma>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainGamma>);
 // clang-format on
 
 class ParameterTrainGammaDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -200,7 +201,7 @@ TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainGammaDeathTest, ::testing::Combine(
                 ::testing::Values("-g", "--gamma"),
                 ::testing::Values(-2, -1.5, 0.0)),
-                util::pretty_print_flag_and_value<ParameterTrainGammaDeathTest>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainGammaDeathTest>);
 // clang-format on
 
 class ParameterTrainCoef0 : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -218,7 +219,7 @@ TEST_P(ParameterTrainCoef0, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(
                 ::testing::Values("-r", "--coef0"),
                 ::testing::Values(-2, -1.5, -0.75, -0.001, 0, 0.001, 0.75, 1.5, 2)),
-                util::pretty_print_flag_and_value<ParameterTrainCoef0>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainCoef0>);
 // clang-format on
 
 class ParameterTrainCost : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
@@ -236,7 +237,7 @@ TEST_P(ParameterTrainCost, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(
                 ::testing::Values("-c", "--cost"),
                 ::testing::Range(-2, 3)),
-                util::pretty_print_flag_and_value<ParameterTrainCost>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainCost>);
 // clang-format on
 
 class ParameterTrainEpsilon : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
@@ -254,7 +255,7 @@ TEST_P(ParameterTrainEpsilon, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(
                 ::testing::Values("-e", "--epsilon"),
                 ::testing::Values(10.0, 1.0, 0.0, 0.1, 0.01, 0.001, 0.0001, 0.00001)),
-                util::pretty_print_flag_and_value<ParameterTrainEpsilon>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainEpsilon>);
 // clang-format on
 
 class ParameterTrainMaxIter : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::size_t>> {};
@@ -272,7 +273,7 @@ TEST_P(ParameterTrainMaxIter, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainMaxIter, ::testing::Combine(
                 ::testing::Values("-i", "--max_iter"),
                 ::testing::Values(1, 10, 100, 1000, 10000)),
-                util::pretty_print_flag_and_value<ParameterTrainMaxIter>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainMaxIter>);
 // clang-format on
 
 class ParameterTrainMaxIterDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, long long int>> {};
@@ -287,7 +288,7 @@ TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero)
 INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainMaxIterDeathTest, ::testing::Combine(
                 ::testing::Values("-i", "--max_iter"),
                 ::testing::Values(-100, -10, -1, 0)),
-                util::pretty_print_flag_and_value<ParameterTrainMaxIterDeathTest>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainMaxIterDeathTest>);
 // clang-format on
 
 class ParameterTrainBackend : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -306,7 +307,7 @@ TEST_P(ParameterTrainBackend, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainBackend, ::testing::Combine(
                 ::testing::Values("-b", "--backend"),
                 ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")),
-                util::pretty_print_flag_and_value<ParameterTrainBackend>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainBackend>);
 // clang-format on
 
 class ParameterTrainTargetPlatform : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -325,7 +326,7 @@ TEST_P(ParameterTrainTargetPlatform, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainTargetPlatform, ::testing::Combine(
                 ::testing::Values("-p", "--target_platform"),
                 ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")),
-                util::pretty_print_flag_and_value<ParameterTrainTargetPlatform>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainTargetPlatform>);
 // clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -346,7 +347,7 @@ TEST_P(ParameterTrainSYCLKernelInvocation, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLKernelInvocation, ::testing::Combine(
                 ::testing::Values("--sycl_kernel_invocation_type"),
                 ::testing::Values("automatic", "nd_range", "ND_RANGE", "hierarchical")),
-                util::pretty_print_flag_and_value<ParameterTrainSYCLKernelInvocation>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainSYCLKernelInvocation>);
 // clang-format on
 
 class ParameterTrainSYCLImplementation : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
@@ -365,7 +366,7 @@ TEST_P(ParameterTrainSYCLImplementation, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLImplementation, ::testing::Combine(
                 ::testing::Values("--sycl_implementation_type"),
                 ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
-                util::pretty_print_flag_and_value<ParameterTrainSYCLImplementation>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainSYCLImplementation>);
 // clang-format on
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
@@ -384,7 +385,7 @@ TEST_P(ParameterTrainUseStringsAsLabels, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseStringsAsLabels, ::testing::Combine(
                 ::testing::Values("--use_strings_as_labels"),
                 ::testing::Bool()),
-                util::pretty_print_flag_and_value<ParameterTrainUseStringsAsLabels>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainUseStringsAsLabels>);
 // clang-format on
 
 class ParameterTrainUseFloatAsRealType : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
@@ -401,7 +402,7 @@ TEST_P(ParameterTrainUseFloatAsRealType, parsing) {
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseFloatAsRealType, ::testing::Combine(
                 ::testing::Values("--use_float_as_real_type"),
                 ::testing::Bool()),
-                util::pretty_print_flag_and_value<ParameterTrainUseFloatAsRealType>);
+                naming::pretty_print_parameter_flag_and_value<ParameterTrainUseFloatAsRealType>);
 // clang-format on
 
 class ParameterTrainQuiet : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
@@ -414,7 +415,7 @@ TEST_P(ParameterTrainQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""), util::pretty_print_flag<ParameterTrainQuiet>);
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParameterTrainQuiet>);
 
 class ParameterTrainHelp : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterTrainHelp, parsing) {
@@ -424,7 +425,7 @@ TEST_P(ParameterTrainHelp, parsing) {
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainHelp, ::testing::Values("-h", "--help"), util::pretty_print_flag<ParameterTrainHelp>);
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterTrainHelp>);
 
 class ParameterTrainVersion : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParameterTrainVersion, parsing) {
@@ -434,7 +435,7 @@ TEST_P(ParameterTrainVersion, parsing) {
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainVersion, ::testing::Values("-v", "--version"), util::pretty_print_flag<ParameterTrainVersion>);
+INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterTrainVersion>);
 
 TEST_F(ParameterTrain, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-train");
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index c0e704e91..4b2ce2d37 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -65,40 +65,6 @@ class ParameterBase : public ::testing::Test, private redirect_output {
     char **argv{ nullptr };
 };
 
-// pretty printer
-/**
- * @brief Pretty print a flag and value combination.
- * @details Replaces all "-" in a flag with "", all "-" in a value with "m" (for minus), and all "." in a value with "p" (for point).
- * @tparam T the parameter type used in the test fixture
- * @param[in] param_info the parameter info used for pretty printing the test case name
- * @return the test case name
- */
-template <typename T>
-const auto pretty_print_flag_and_value = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
-    // sanitize flags for Google Test names
-    std::string flag = std::get<0>(param_info.param);
-    plssvm::detail::replace_all(flag, "-", "");
-    // sanitize values for Google Test names
-    std::string value = fmt::format("{}", std::get<1>(param_info.param));
-    plssvm::detail::replace_all(value, "-", "m");
-    plssvm::detail::replace_all(value, ".", "p");
-    return fmt::format("{}_{}", flag, value);
-};
-/**
- * @brief Pretty print a flag.
- * @details Replaces all "-" in a flag with "".
- * @tparam T the parameter type used in the test fixture
- * @param[in] param_info the parameter info used for pretty printing the test case name
- * @return the test case name
- */
-template <typename T>
-const auto pretty_print_flag = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
-    // sanitize flags for Google Test names
-    std::string flag = param_info.param;
-    plssvm::detail::replace_all(flag, "-", "");
-    return fmt::format("{}", flag.empty() ? "EMPTY_FLAG" : flag);
-};
-
 }  // namespace util
 
 #endif  // PLSSVM_TESTS_DETAIL_CMD_UTILITY_HPP_
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 4828d0e77..b6a7d8997 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -10,7 +10,8 @@
 
 #include "plssvm/detail/layout.hpp"
 
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string, redirect_output}
+#include "../naming.hpp"  // util::{arithmetic_types_to_name}
+#include "utility.hpp"    // util::{convert_to_string, convert_from_string, redirect_output}
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
@@ -71,7 +72,7 @@ class Layout : public ::testing::Test, private util::redirect_output {
 
 // the floating point types to test
 using floating_point_types = ::testing::Types<float, double>;
-TYPED_TEST_SUITE(Layout, floating_point_types);
+TYPED_TEST_SUITE(Layout, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(Layout, array_of_structs) {
     // correctly transformed matrix in AoS layout without boundary
@@ -149,7 +150,7 @@ TYPED_TEST(Layout, struct_of_arrays_fewer_data_points) {
 
 template <typename T>
 class LayoutDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(LayoutDeathTest, floating_point_types);
+TYPED_TEST_SUITE(LayoutDeathTest, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(LayoutDeathTest, empty_matrix) {
     // matrix must not be empty
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index f85a02727..4a50a8908 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/detail/operators.hpp"
 
-#include "../utility.hpp"  // util::floating_point_types_to_name
+#include "../naming.hpp"  // naming::arithmetic_types_to_name
 
 #include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
 
@@ -40,7 +40,7 @@ class Operators : public ::testing::Test {
     std::vector<real_type> empty{};
     real_type scalar{};
 };
-TYPED_TEST_SUITE(Operators, floating_point_types, util::floating_point_types_to_name);
+TYPED_TEST_SUITE(Operators, floating_point_types, naming::arithmetic_types_to_name);
 
 // testsuite for death tests
 template <typename T>
@@ -56,7 +56,7 @@ class OperatorsDeathTest : public ::testing::Test {
     std::vector<real_type> a{};
     std::vector<real_type> b{};
 };
-TYPED_TEST_SUITE(OperatorsDeathTest, floating_point_types, util::floating_point_types_to_name);
+TYPED_TEST_SUITE(OperatorsDeathTest, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(Operators, operator_add_binary) {
     // binary addition using two vectors
diff --git a/tests/detail/sha256.cpp b/tests/detail/sha256.cpp
index fe721940b..e65c251ad 100644
--- a/tests/detail/sha256.cpp
+++ b/tests/detail/sha256.cpp
@@ -10,6 +10,8 @@
 
 #include "plssvm/detail/sha256.hpp"
 
+#include "../naming.hpp"  // naming::pretty_print_sha256
+
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, ASSERT_EQ, EXPECT_EQ, ::testing::{TestWithParam, Values}
 
@@ -40,5 +42,6 @@ INSTANTIATE_TEST_SUITE_P(Sha256, Sha256, ::testing::Values(
         std::make_pair("abcdefghbcdefghicdefghijdefghijkefghijklfghijklmghijklmnhijklmnoijklmnopjklmnopqklmnopqrlmnopqrsmnopqrstnopqrstu", "cf5b16a778af8380036ce59e7b0492370b249b11e8f07a51afac45037afee9d1"),
         std::make_pair(std::string(1000000, 'a'), "cdc76e5c9914fb9281a1c7e284d73e67f1809a48a497200e046d39ccc7112cd0"),
         std::make_pair("test", "9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08"),
-        std::make_pair("#include <iostream>\nint main() {\n  std::cout << \"Hello, World\" << std::endl;\n  return 0;\n}", "3a88d6a9c65fdb1a2c742bca7d5160728fd7da74d9f319527bc8d6c1e1739de0")));
+        std::make_pair("#include <iostream>\nint main() {\n  std::cout << \"Hello, World\" << std::endl;\n  return 0;\n}", "3a88d6a9c65fdb1a2c742bca7d5160728fd7da74d9f319527bc8d6c1e1739de0")),
+        naming::pretty_print_sha256<Sha256>);
 // clang-format on
\ No newline at end of file
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index 46c29fda6..b2eebd6b3 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -12,6 +12,7 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
+#include "../naming.hpp"   // naming::{arithmetic_types_to_name, pretty_print_escaped_string}
 #include "../utility.hpp"  // EXPECT_THROW_WHAT
 
 #include "fmt/format.h"   // fmt::format
@@ -84,7 +85,7 @@ TEST(StringConversion, string_conversion) {
 template <typename T>
 class StringConversionException : public ::testing::Test {};
 using string_conversion_exception_types = ::testing::Types<short, unsigned char, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double>;
-TYPED_TEST_SUITE(StringConversionException, string_conversion_exception_types);
+TYPED_TEST_SUITE(StringConversionException, string_conversion_exception_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(StringConversionException, string_conversion_exception) {
     using namespace plssvm::detail;
@@ -94,18 +95,19 @@ TYPED_TEST(StringConversionException, string_conversion_exception) {
     EXPECT_THROW_WHAT((std::ignore = convert_to<TypeParam, std::invalid_argument>("a")), std::invalid_argument, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
 }
 
-class StringConversionExtract : public ::testing::TestWithParam<std::pair<std::string_view, int>> {};
+class StringConversionExtract : public ::testing::TestWithParam<std::tuple<std::string_view, int>> {};
 TEST_P(StringConversionExtract, extract_first_integer_from_string) {
     auto [input, output] = GetParam();
     EXPECT_EQ(plssvm::detail::extract_first_integer_from_string<int>(input), output);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringConversionExtract, ::testing::Values(
-                std::make_pair("111", 111), std::make_pair("111 222", 111),
-                std::make_pair("-111 222", 111), std::make_pair(" 111 222 333", 111),
-                std::make_pair("abcd 111", 111), std::make_pair("abcd111 222", 111),
-                std::make_pair("111_222", 111), std::make_pair("111 abcd 222", 111),
-                std::make_pair("abc123def456", 123)));
+                std::make_tuple("111", 111), std::make_tuple("111 222", 111),
+                std::make_tuple("-111 222", 111), std::make_tuple(" 111 222 333", 111),
+                std::make_tuple("abcd 111", 111), std::make_tuple("abcd111 222", 111),
+                std::make_tuple("111_222", 111), std::make_tuple("111 abcd 222", 111),
+                std::make_tuple("abc123def456", 123)),
+                naming::pretty_print_escaped_string<StringConversionExtract>);
 // clang-format on
 
 TEST(StringConversion, extract_first_integer_from_string_exception) {
@@ -116,7 +118,7 @@ TEST(StringConversion, extract_first_integer_from_string_exception) {
 template <typename T>
 class StringConversionSplitAs : public ::testing::Test {};
 using split_as_types = ::testing::Types<short, int, long, long long, float, double>;
-TYPED_TEST_SUITE(StringConversionSplitAs, split_as_types);
+TYPED_TEST_SUITE(StringConversionSplitAs, split_as_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(StringConversionSplitAs, split_default_delimiter) {
     // split string using the default delimiter
diff --git a/tests/detail/string_utility.cpp b/tests/detail/string_utility.cpp
index 7aec152a8..13ef44f2c 100644
--- a/tests/detail/string_utility.cpp
+++ b/tests/detail/string_utility.cpp
@@ -8,7 +8,9 @@
  * @brief Tests for the functions in the string utility header.
  */
 
-#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::sha256
+#include "plssvm/detail/string_utility.hpp"
+
+#include "../naming.hpp"  // naming::pretty_print_escaped_string
 
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
@@ -54,7 +56,6 @@ TEST(StringUtility, contains_char) {
 
 class StringUtilityBase : public ::testing::TestWithParam<std::pair<std::string, std::string_view>> {};
 
-
 // test trim left only
 class StringUtilityTrimLeft : public StringUtilityBase {};
 TEST_P(StringUtilityTrimLeft, trim_left) {
@@ -65,7 +66,8 @@ TEST_P(StringUtilityTrimLeft, trim_left) {
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimLeft, ::testing::Values(
                 std::make_pair("", ""), std::make_pair("abc", "abc"),
                 std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc   "),
-                std::make_pair(" abc  ", "abc  "), std::make_pair(" a b c ", "a b c ")));
+                std::make_pair(" abc  ", "abc  "), std::make_pair(" a b c ", "a b c ")),
+                naming::pretty_print_escaped_string<StringUtilityTrimLeft>);
 // clang-format on
 
 // test trim right only
@@ -78,7 +80,8 @@ TEST_P(StringUtilityTrimRight, trim_right) {
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimRight, ::testing::Values(
                 std::make_pair("", ""), std::make_pair("abc", "abc"),
                 std::make_pair("  abc", "  abc"), std::make_pair("abc   ", "abc"),
-                std::make_pair(" abc  ", " abc"), std::make_pair(" a b c ", " a b c")));
+                std::make_pair(" abc  ", " abc"), std::make_pair(" a b c ", " a b c")),
+                naming::pretty_print_escaped_string<StringUtilityTrimRight>);
 // clang-format on
 
 // test trim
@@ -91,7 +94,8 @@ TEST_P(StringUtilityTrim, trim) {
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrim, ::testing::Values(
                 std::make_pair("", ""), std::make_pair("abc", "abc"),
                 std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc"),
-                std::make_pair(" abc  ", "abc"), std::make_pair(" a b c ", "a b c")));
+                std::make_pair(" abc  ", "abc"), std::make_pair(" a b c ", "a b c")),
+                naming::pretty_print_escaped_string<StringUtilityTrim>);
 // clang-format on
 
 // test conversion to lower case
@@ -107,7 +111,8 @@ TEST_P(StringUtilityConvertLowerCase, as_lower_case) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertLowerCase, ::testing::Values(
                 std::make_pair("", ""), std::make_pair("abc", "abc"),
-                std::make_pair("ABC", "abc"), std::make_pair(" AbC 1", " abc 1")));
+                std::make_pair("ABC", "abc"), std::make_pair(" AbC 1", " abc 1")),
+                naming::pretty_print_escaped_string<StringUtilityConvertLowerCase>);
 // clang-format on
 
 // test conversion to upper case
@@ -123,7 +128,8 @@ TEST_P(StringUtilityConvertUpperCase, as_upper_case) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertUpperCase, ::testing::Values(
                 std::make_pair("", ""), std::make_pair("abc", "ABC"),
-                std::make_pair("ABC", "ABC"), std::make_pair(" AbC 1", " ABC 1")));
+                std::make_pair("ABC", "ABC"), std::make_pair(" AbC 1", " ABC 1")),
+                naming::pretty_print_escaped_string<StringUtilityConvertUpperCase>);
 // clang-format on
 
 // test replace_all
@@ -137,7 +143,8 @@ INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityReplace, ::testing::Values(
                 std::make_tuple("", "", "", ""), std::make_tuple("aaa", "a", "b", "bbb"),
                 std::make_tuple("aaa", "", "b", "aaa"), std::make_tuple("aaa", "b", "c", "aaa"),
                 std::make_tuple("aaa", "aa", "b", "ba"), std::make_tuple("a a b c d aa", "a", "", "  b c d "),
-                std::make_tuple("a", "aa", "b", "a")));
+                std::make_tuple("a", "aa", "b", "a")),
+                naming::pretty_print_replace<StringUtilityReplace>);
 // clang-format on
 
 TEST(StringUtility, split_default_delimiter) {
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index 1240ed4b0..ad8f9cb8f 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -8,8 +8,12 @@
  * @brief Tests for the functions in the utility header.
  */
 
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::{always_false, remove_cvref_t, get, to_underlying, erase_if, contains_key}
-#include "plssvm/default_value.hpp"   // plssvm::default_value
+#include "plssvm/detail/utility.hpp"
+
+#include "plssvm/default_value.hpp"  // plssvm::default_value
+
+#include "../naming.hpp"   // naming::{map_types_to_name, set_types_to_name, vector_types_to_name}
+#include "../utility.hpp"  // util::{is_map_v, is_unordered_map_v, is_set_v, is_unordered_set_v, is_vector_}
 
 #include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
 #include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
@@ -103,7 +107,7 @@ class UtilityMapContainer : public ::testing::Test {
 
 // the map container types to test
 using map_types = ::testing::Types<std::map<int, int>, std::unordered_map<int, int>>;
-TYPED_TEST_SUITE(UtilityMapContainer, map_types);
+TYPED_TEST_SUITE(UtilityMapContainer, map_types, naming::map_types_to_name);
 
 TYPED_TEST(UtilityMapContainer, erase_if) {
     EXPECT_EQ(plssvm::detail::erase_if(this->map, [](const typename TestFixture::map_type::value_type value) { return value.second % 2 == 0; }), 1);
@@ -135,7 +139,7 @@ class UtilitySetContainer : public ::testing::Test {
 
 // the set container types to test
 using set_types = ::testing::Types<std::set<int>, std::unordered_set<int>>;
-TYPED_TEST_SUITE(UtilitySetContainer, set_types);
+TYPED_TEST_SUITE(UtilitySetContainer, set_types, naming::set_types_to_name);
 
 TYPED_TEST(UtilitySetContainer, erase_if) {
     EXPECT_EQ(plssvm::detail::erase_if(this->set, [](const typename TestFixture::set_type::value_type value) { return value % 2 == 0; }), 1);
@@ -167,7 +171,7 @@ class UtilityVectorContainer : public ::testing::Test {
 
 // the vector container types to test
 using vector_types = ::testing::Types<std::vector<int>>;
-TYPED_TEST_SUITE(UtilityVectorContainer, vector_types);
+TYPED_TEST_SUITE(UtilityVectorContainer, vector_types, naming::vector_types_to_name);
 
 TYPED_TEST(UtilityVectorContainer, erase_if) {
     EXPECT_EQ(plssvm::detail::erase_if(this->vec, [](const typename TestFixture::vector_type::value_type value) { return value % 2 == 0; }), 1);
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 6456811ec..128210aec 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::{*_exception}
 
+#include "../naming.hpp"   // naming::exception_types_to_name
 #include "../utility.hpp"  // EXPECT_THROW_WHAT
 #include "utility.hpp"     // util::{exception_type_name, exception_definition, exception_definition_to_name}
 
@@ -28,13 +29,11 @@ Exception dummy(const std::string &msg) {
 }
 
 // enumerate all custom exception types; ATTENTION: don't forget to also specialize the PLSSVM_CREATE_EXCEPTION_TYPE_NAME macro if a new exception type is added
-using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_reader_exception, plssvm::data_set_exception,
-                                         plssvm::file_not_found_exception, plssvm::invalid_file_format_exception,
-                                         plssvm::unsupported_backend_exception, plssvm::unsupported_kernel_type_exception, plssvm::gpu_device_ptr_exception>;
+using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_reader_exception, plssvm::data_set_exception, plssvm::file_not_found_exception, plssvm::invalid_file_format_exception, plssvm::unsupported_backend_exception, plssvm::unsupported_kernel_type_exception, plssvm::gpu_device_ptr_exception>;
 
 template <typename T>
 class Exceptions : public ::testing::Test {};
-TYPED_TEST_SUITE(Exceptions, exception_types);
+TYPED_TEST_SUITE(Exceptions, exception_types, naming::exception_types_to_name);
 
 // check whether throwing exceptions works as intended
 TYPED_TEST(Exceptions, throwing_excpetion) {
@@ -49,7 +48,7 @@ TYPED_TEST(Exceptions, exception_source_location) {
 
     EXPECT_EQ(exc.loc().file_name(), __FILE__);
     EXPECT_THAT(exc.loc().function_name(), ::testing::HasSubstr("dummy"));
-    EXPECT_EQ(exc.loc().line(), 27);   // attention: hardcoded line!
+    EXPECT_EQ(exc.loc().line(), 28);   // attention: hardcoded line!
     EXPECT_EQ(exc.loc().column(), 0);  // attention: always 0!
 }
 
@@ -70,5 +69,5 @@ TYPED_TEST(Exceptions, exception_what_with_source_location) {
     EXPECT_EQ(what_lines[1], fmt::format("{} thrown:", util::exception_type_name<exception_type>()));
     EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
     EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
-    EXPECT_EQ(what_lines[4], "  @ line       27");
+    EXPECT_EQ(what_lines[4], "  @ line       28");
 }
\ No newline at end of file
diff --git a/tests/kernel_types.cpp b/tests/kernel_types.cpp
index 651c1fa66..0e090847d 100644
--- a/tests/kernel_types.cpp
+++ b/tests/kernel_types.cpp
@@ -13,6 +13,7 @@
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
 #include "backends/compare.hpp"  // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
+#include "naming.hpp"            // naming::arithmetic_types_to_name
 #include "utility.hpp"           // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}, EXPECT_THROW_WHAT
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
@@ -83,7 +84,7 @@ constexpr std::array parameter_set{ plssvm::parameter<T>{ kernel, 3, 0.05, 1.0,
 
 template <typename T>
 class KernelFunction : public ::testing::Test {};
-TYPED_TEST_SUITE(KernelFunction, floating_point_types);
+TYPED_TEST_SUITE(KernelFunction, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(KernelFunction, linear_kernel_function_variadic) {
     using real_type = TypeParam;
@@ -193,7 +194,7 @@ TYPED_TEST(KernelFunction, unknown_kernel_function_parameter) {
 
 template <typename T>
 using KernelFunctionDeathTest = KernelFunction<T>;
-TYPED_TEST_SUITE(KernelFunctionDeathTest, floating_point_types);
+TYPED_TEST_SUITE(KernelFunctionDeathTest, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_variadic) {
     using real_type = TypeParam;
diff --git a/tests/naming.hpp b/tests/naming.hpp
new file mode 100644
index 000000000..47418e8b0
--- /dev/null
+++ b/tests/naming.hpp
@@ -0,0 +1,234 @@
+// TODO
+
+#ifndef PLSSVM_TESTS_NAMING_HPP_
+#define PLSSVM_TESTS_NAMING_HPP_
+#pragma once
+
+#include "plssvm/detail/arithmetic_type_name.hpp"
+#include "plssvm/detail/string_utility.hpp"
+#include "plssvm/detail/utility.hpp"
+
+#include "exceptions/utility.hpp"
+
+#include "fmt/core.h"
+#include "fmt/ostream.h"
+#include "gtest/gtest.h"
+
+#include <map>
+#include <set>
+#include <string>
+#include <tuple>
+#include <unordered_map>
+#include <unordered_set>
+#include <vector>
+
+namespace naming {
+
+namespace detail {
+
+template <typename T>
+struct is_map {
+    static constexpr bool value = false;
+};
+template <typename Key, typename Value>
+struct is_map<std::map<Key, Value>> {
+    static constexpr bool value = true;
+};
+template <typename T>
+constexpr bool is_map_v = is_map<T>::value;
+
+template <typename T>
+struct is_unordered_map {
+    static constexpr bool value = false;
+};
+template <typename Key, typename Value>
+struct is_unordered_map<std::unordered_map<Key, Value>> {
+    static constexpr bool value = true;
+};
+template <typename T>
+constexpr bool is_unordered_map_v = is_unordered_map<T>::value;
+
+template <typename T>
+struct is_set {
+    static constexpr bool value = false;
+};
+template <typename Key>
+struct is_set<std::set<Key>> {
+    static constexpr bool value = true;
+};
+template <typename T>
+constexpr bool is_set_v = is_set<T>::value;
+
+template <typename T>
+struct is_unordered_set {
+    static constexpr bool value = false;
+};
+template <typename Key>
+struct is_unordered_set<std::unordered_set<Key>> {
+    static constexpr bool value = true;
+};
+template <typename T>
+constexpr bool is_unordered_set_v = is_unordered_set<T>::value;
+
+template <typename T>
+struct is_vector {
+    static constexpr bool value = false;
+};
+template <typename T>
+struct is_vector<std::vector<T>> {
+    static constexpr bool value = true;
+};
+template <typename T>
+constexpr bool is_vector_v = is_vector<T>::value;
+
+}  // namespace detail
+
+// utility.cpp
+class map_types_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        if constexpr (detail::is_map_v<T>) {
+            return "map";
+        } else if constexpr (detail::is_unordered_map_v<T>) {
+            return "unordered_map";
+        } else {
+            plssvm::detail::always_false_v<T>;
+        }
+    }
+};
+class set_types_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        if constexpr (detail::is_set_v<T>) {
+            return "set";
+        } else if constexpr (detail::is_unordered_set_v<T>) {
+            return "unordered_set";
+        } else {
+            plssvm::detail::always_false_v<T>;
+        }
+    }
+};
+class vector_types_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        if constexpr (detail::is_vector_v<T>) {
+            return "vector";
+        } else {
+            plssvm::detail::always_false_v<T>;
+        }
+    }
+};
+
+// exceptions
+class exception_types_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return std::string{ util::exception_type_name<T>() };
+    }
+};
+
+// general
+class arithmetic_types_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return std::string{ plssvm::detail::arithmetic_type_name<T>() };
+    }
+};
+
+[[nodiscard]] inline std::string escape_string(std::string_view sv) {  // TODO: use on other occurrences!
+    std::string str{ sv };
+    plssvm::detail::replace_all(str, "-", "_M_");
+    plssvm::detail::replace_all(str, " ", "_W_");
+    if (str.empty()) {
+        str = "EMPTY";
+    }
+    return str;
+}
+
+// INSTANTIATE_TEST_SUITE_P
+template <typename T>
+const auto pretty_print_escaped_string = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return escape_string(std::string{ std::get<0>(param_info.param) });
+};
+
+// replace
+template <typename T>
+const auto pretty_print_replace = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return fmt::format("{}__{}__{}",
+                       escape_string(std::get<0>(param_info.param)),
+                       escape_string(std::get<1>(param_info.param)),
+                       escape_string(std::get<2>(param_info.param)));
+};
+
+// parameter_*
+/**
+ * @brief Pretty print a flag and value combination.
+ * @details Replaces all "-" in a flag with "", all "-" in a value with "m" (for minus), and all "." in a value with "p" (for point).
+ * @tparam T the parameter type used in the test fixture
+ * @param[in] param_info the parameter info used for pretty printing the test case name
+ * @return the test case name
+ */
+template <typename T>
+const auto pretty_print_parameter_flag_and_value = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    // sanitize flags for Google Test names
+    std::string flag = std::get<0>(param_info.param);
+    plssvm::detail::replace_all(flag, "-", "");
+    // sanitize values for Google Test names
+    std::string value = fmt::format("{}", std::get<1>(param_info.param));
+    plssvm::detail::replace_all(value, "-", "m");
+    plssvm::detail::replace_all(value, ".", "p");
+    return fmt::format("{}__{}", flag, value);
+};
+/**
+ * @brief Pretty print a flag.
+ * @details Replaces all "-" in a flag with "".
+ * @tparam T the parameter type used in the test fixture
+ * @param[in] param_info the parameter info used for pretty printing the test case name
+ * @return the test case name
+ */
+template <typename T>
+const auto pretty_print_parameter_flag = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    // sanitize flags for Google Test names
+    std::string flag = param_info.param;
+    plssvm::detail::replace_all(flag, "-", "");
+    return fmt::format("{}", flag.empty() ? "EMPTY_FLAG" : flag);
+};
+
+// DataSetFactory
+template <typename T>
+const auto pretty_print_data_set_factory = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return fmt::format("float_as_real_type_{}__strings_as_labels_{}", std::get<0>(param_info.param), std::get<1>(param_info.param));
+};
+
+// Sha256
+template <typename T>
+const auto pretty_print_sha256 = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return std::string{ param_info.param.second };
+};
+
+// Version
+template <typename T>
+const auto pretty_print_version_info = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    std::string exe{ std::get<0>(param_info.param) };
+    plssvm::detail::replace_all(exe, "-", "_");
+    return fmt::format("{}__{}", exe, std::get<1>(param_info.param) ? "with_backend_info" : "without_backend_info");
+};
+
+// Backend
+template <typename T>
+const auto pretty_print_unsupported_backend_combination = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return fmt::format("{}_and_{}", fmt::join(std::get<0>(param_info.param), "__"), fmt::join(std::get<1>(param_info.param), "__"));
+};
+template <typename T>
+const auto pretty_print_supported_backend_combination = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return fmt::format("{}_and_{}_res_{}", fmt::join(std::get<0>(param_info.param), "__"), fmt::join(std::get<1>(param_info.param), "__"), std::get<2>(param_info.param));
+};
+
+}  // namespace naming
+
+#endif  // PLSSVM_TESTS_NAMING_HPP_
\ No newline at end of file
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 3d645caa0..9f502711c 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -334,12 +334,4 @@ class parameter_definition_to_name {
 
 }  // namespace google_test
 
-class floating_point_types_to_name {
-  public:
-    template <typename T>
-    static std::string GetName(int) {
-        return std::string{ plssvm::detail::arithmetic_type_name<T>() };
-    }
-};
-
 }  // namespace util
\ No newline at end of file
diff --git a/tests/version/version.cpp b/tests/version/version.cpp
index 6b9a4976e..92b10a6ed 100644
--- a/tests/version/version.cpp
+++ b/tests/version/version.cpp
@@ -11,6 +11,8 @@
 #include "plssvm/version/version.hpp"
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::is_populated
 
+#include "../naming.hpp"  // naming::pretty_print_version_info
+
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubStr
 #include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_THAT, ASSERT_TRUE, ASSERT_FALSE, ::testing::TestWithParam
@@ -64,4 +66,9 @@ TEST_P(VersionGetVersionInfo, get_version_info_not_empty) {
     ASSERT_FALSE(version_info.empty());
     EXPECT_THAT(version_info, ::testing::HasSubstr(exe_name));
 }
-INSTANTIATE_TEST_SUITE_P(Version, VersionGetVersionInfo, ::testing::Combine(::testing::Values("plssvm-train", "plssvm-predict", "plssvm-scale"), ::testing::Bool()));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(Version, VersionGetVersionInfo, ::testing::Combine(
+                ::testing::Values("plssvm-train", "plssvm-predict", "plssvm-scale"),
+                ::testing::Bool()),
+                naming::pretty_print_version_info<VersionGetVersionInfo>);
+// clang-format on
\ No newline at end of file

From 0e753832068a72a24515aa70efd1533f2459f25a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 11:59:23 +0200
Subject: [PATCH 0306/1010] Update naming utility test header.

---
 tests/naming.hpp | 207 +++++++++++++++++++++++++++++++++--------------
 1 file changed, 145 insertions(+), 62 deletions(-)

diff --git a/tests/naming.hpp b/tests/naming.hpp
index 47418e8b0..737aac7eb 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -1,31 +1,43 @@
-// TODO
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Functions to improve the GTest test case names.
+ */
 
 #ifndef PLSSVM_TESTS_NAMING_HPP_
 #define PLSSVM_TESTS_NAMING_HPP_
 #pragma once
 
-#include "plssvm/detail/arithmetic_type_name.hpp"
-#include "plssvm/detail/string_utility.hpp"
-#include "plssvm/detail/utility.hpp"
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::replace_all
+#include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
 
-#include "exceptions/utility.hpp"
+#include "exceptions/utility.hpp"  // util::exception_type_name
 
-#include "fmt/core.h"
-#include "fmt/ostream.h"
-#include "gtest/gtest.h"
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // directly output types with an operator<< overload using fmt
+#include "gtest/gtest.h"  // ::testing::TestParamInfo
 
-#include <map>
-#include <set>
-#include <string>
-#include <tuple>
-#include <unordered_map>
-#include <unordered_set>
-#include <vector>
+#include <map>            // std::map
+#include <set>            // std::set
+#include <string>         // std::string
+#include <string_view>    // std::string_view
+#include <tuple>          // std::get
+#include <unordered_map>  // std::unordered_map
+#include <unordered_set>  // std::unordered_set
+#include <vector>         // std::vector
 
 namespace naming {
 
+// different type traits used in the naming functions
 namespace detail {
 
+// type_trait to check whether the given type is a std::map
 template <typename T>
 struct is_map {
     static constexpr bool value = false;
@@ -37,6 +49,7 @@ struct is_map<std::map<Key, Value>> {
 template <typename T>
 constexpr bool is_map_v = is_map<T>::value;
 
+// type_trait to check whether the given type is a std::unordered_map
 template <typename T>
 struct is_unordered_map {
     static constexpr bool value = false;
@@ -48,6 +61,7 @@ struct is_unordered_map<std::unordered_map<Key, Value>> {
 template <typename T>
 constexpr bool is_unordered_map_v = is_unordered_map<T>::value;
 
+// type_trait to check whether the given type is a std::set
 template <typename T>
 struct is_set {
     static constexpr bool value = false;
@@ -59,6 +73,7 @@ struct is_set<std::set<Key>> {
 template <typename T>
 constexpr bool is_set_v = is_set<T>::value;
 
+// type_trait to check whether the given type is a std::unordered_set
 template <typename T>
 struct is_unordered_set {
     static constexpr bool value = false;
@@ -70,6 +85,7 @@ struct is_unordered_set<std::unordered_set<Key>> {
 template <typename T>
 constexpr bool is_unordered_set_v = is_unordered_set<T>::value;
 
+// type_trait to check whether the given type is a std::vector
 template <typename T>
 struct is_vector {
     static constexpr bool value = false;
@@ -83,7 +99,10 @@ constexpr bool is_vector_v = is_vector<T>::value;
 
 }  // namespace detail
 
-// utility.cpp
+////////////////////////////////////////////////////////////////////////////////
+////                     PRETTY PRINT TYPED_TEST TYPES                      ////
+////////////////////////////////////////////////////////////////////////////////
+// detail/utility.cpp
 class map_types_to_name {
   public:
     template <typename T>
@@ -122,7 +141,7 @@ class vector_types_to_name {
     }
 };
 
-// exceptions
+// exceptions/exceptions.cpp
 class exception_types_to_name {
   public:
     template <typename T>
@@ -140,94 +159,158 @@ class arithmetic_types_to_name {
     }
 };
 
-[[nodiscard]] inline std::string escape_string(std::string_view sv) {  // TODO: use on other occurrences!
+////////////////////////////////////////////////////////////////////////////////
+////                   PRETTY PRINT PARAMETERIZED TESTS                     ////
+////////////////////////////////////////////////////////////////////////////////
+namespace detail {
+
+/**
+ * @brief Escape some characters of the string such that GTest accepts it as test case name.
+ * @details Replaces all "-" with "_M_" (for Minus), all " " with "_W_" (for Whitespace), and "." with "_D_" (for dot).
+ *          If the resulting string would be emty, returns a string containing "EMPTY".
+ * @param[in] sv the string to escape for GTest
+ * @return the escaped test case name (`[[nodiscard]]`)
+ */
+[[nodiscard]] inline std::string escape_string(std::string_view sv) {
     std::string str{ sv };
     plssvm::detail::replace_all(str, "-", "_M_");
     plssvm::detail::replace_all(str, " ", "_W_");
+    plssvm::detail::replace_all(str, ".", "_D_");
     if (str.empty()) {
         str = "EMPTY";
     }
     return str;
 }
 
-// INSTANTIATE_TEST_SUITE_P
+}  // namespace detail
+
+// general
+/**
+ * @brief Escape the first string in the parameter info @p param_info. Assumes an `std::tuple`.
+ * @details Default escapes the string using the `naming::detail::escape_string()` function.
+ * @tparam T the test suite type
+ * @param[in] param_info the parameters to scape
+ * @return the test case name (`[[nodiscard]]`)
+ */
 template <typename T>
-const auto pretty_print_escaped_string = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
-    return escape_string(std::string{ std::get<0>(param_info.param) });
-};
+[[nodiscard]] inline std::string pretty_print_escaped_string(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return detail::escape_string(std::string{ std::get<0>(param_info.param) });
+}
 
-// replace
+// detail/string_utility.cpp -> replace
+/**
+ * @brief Generate a test case name for the `plssvm::detail::replace_all` test. Escapes all necessary strings.
+ * @details `plssvm::detail::replace_all("abc", "a", "c")` translates to a test case name `"replace__abc__what__a__with__c"`.
+ * @tparam T the test suite type
+ * @param param_info the parameters to aggregate and escape
+ * @return the test case name (`[[nodiscard]]`)
+ */
 template <typename T>
-const auto pretty_print_replace = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
-    return fmt::format("{}__{}__{}",
-                       escape_string(std::get<0>(param_info.param)),
-                       escape_string(std::get<1>(param_info.param)),
-                       escape_string(std::get<2>(param_info.param)));
-};
+[[nodiscard]] inline std::string pretty_print_replace(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return fmt::format("replace__{}__what__{}__with__{}",
+                       detail::escape_string(std::get<0>(param_info.param)),
+                       detail::escape_string(std::get<1>(param_info.param)),
+                       detail::escape_string(std::get<2>(param_info.param)));
+}
 
-// parameter_*
+// detail/cmd/parameter_*.cpp -> parameter_predict, parameter_scale, parameter_train
 /**
- * @brief Pretty print a flag and value combination.
- * @details Replaces all "-" in a flag with "", all "-" in a value with "m" (for minus), and all "." in a value with "p" (for point).
- * @tparam T the parameter type used in the test fixture
- * @param[in] param_info the parameter info used for pretty printing the test case name
- * @return the test case name
+ * @brief Generate a test case name using a command line flag and value combination.
+ * @details Replaces all "-" in a flag with "" and escapes the value string using `naming::detail::escape_string()`.
+ * @tparam T the test suite type
+ * @param[in] param_info the parameters to aggregate and escape
+ * @return the test case name (`[[nodiscard]]`)
  */
 template <typename T>
-const auto pretty_print_parameter_flag_and_value = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+[[nodiscard]] inline std::string pretty_print_parameter_flag_and_value(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
     // sanitize flags for Google Test names
     std::string flag = std::get<0>(param_info.param);
     plssvm::detail::replace_all(flag, "-", "");
     // sanitize values for Google Test names
-    std::string value = fmt::format("{}", std::get<1>(param_info.param));
-    plssvm::detail::replace_all(value, "-", "m");
-    plssvm::detail::replace_all(value, ".", "p");
+    std::string value = detail::escape_string(fmt::format("{}", std::get<1>(param_info.param)));
     return fmt::format("{}__{}", flag, value);
-};
+}
 /**
- * @brief Pretty print a flag.
+ * @brief Generate a test case name using a command line flag.
  * @details Replaces all "-" in a flag with "".
- * @tparam T the parameter type used in the test fixture
- * @param[in] param_info the parameter info used for pretty printing the test case name
- * @return the test case name
+ * @tparam T the test suite type
+ * @param[in] param_info the parameters to escape
+ * @return the test case name (`[[nodiscard]]`)
  */
 template <typename T>
-const auto pretty_print_parameter_flag = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+[[nodiscard]] inline std::string pretty_print_parameter_flag(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
     // sanitize flags for Google Test names
     std::string flag = param_info.param;
     plssvm::detail::replace_all(flag, "-", "");
     return fmt::format("{}", flag.empty() ? "EMPTY_FLAG" : flag);
-};
+}
 
-// DataSetFactory
+// detail/cmd/data_set_variants.cpp -> DataSetFactory
+/**
+ * @brief Generate a test case name for the data set factory tests using the "float_as_real_type" and "strings_as_labels" combinations.
+ * @tparam T the test suite type
+ * @param param_info the parameters to aggregate
+ * @return the test case name (`[[nodiscard]]`)
+ */
 template <typename T>
-const auto pretty_print_data_set_factory = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+[[nodiscard]] inline std::string pretty_print_data_set_factory(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    // the values are bools
     return fmt::format("float_as_real_type_{}__strings_as_labels_{}", std::get<0>(param_info.param), std::get<1>(param_info.param));
-};
+}
 
-// Sha256
+// detail/sha256.cpp -> Sha256
+/**
+ * @brief Generate a test case name for the sha256 tests using only the expected correct sha256 encoding.
+ * @details The string to encode can't be used since it would be too long or not escapable.
+ * @tparam T the test suite type
+ * @param param_info the parameters to aggregate
+ * @return the test case name (`[[nodiscard]]`)
+ */
 template <typename T>
-const auto pretty_print_sha256 = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+[[nodiscard]] inline std::string pretty_print_sha256(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    // the first value can't be used (too long or not escapable)
     return std::string{ param_info.param.second };
-};
+}
 
-// Version
+// version/version.cpp -> VersionInfo
+/**
+ * @brief Generate a test case name for getting the executable version info.
+ * @tparam T the test suite type
+ * @param param_info the parameters to aggregate
+ * @return the test case name (`[[nodiscard]]`)
+ */
 template <typename T>
-const auto pretty_print_version_info = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+[[nodiscard]] inline std::string pretty_print_version_info(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    // the executable name
     std::string exe{ std::get<0>(param_info.param) };
     plssvm::detail::replace_all(exe, "-", "_");
     return fmt::format("{}__{}", exe, std::get<1>(param_info.param) ? "with_backend_info" : "without_backend_info");
-};
+}
 
-// Backend
+// backend.cpp -> BackendTypeUnsupportedCombination
+/**
+ * @brief Generate a test case name using the unsupported backend type combinations.
+ * @details A possible test case name could be: `"cuda__hip__AND__cpu"`.
+ * @tparam T the test suite type
+ * @param param_info the parameters to aggregate
+ * @return the test case name (`[[nodiscard]]`)
+ */
 template <typename T>
-const auto pretty_print_unsupported_backend_combination = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
-    return fmt::format("{}_and_{}", fmt::join(std::get<0>(param_info.param), "__"), fmt::join(std::get<1>(param_info.param), "__"));
-};
+[[nodiscard]] inline std::string pretty_print_unsupported_backend_combination(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return fmt::format("{}__AND__{}", fmt::join(std::get<0>(param_info.param), "__"), fmt::join(std::get<1>(param_info.param), "__"));
+}
+// backend.cpp -> BackendTypeSupportedCombination
+/**
+ * @brief Generate a test case name using the supported backend type combinations together with the expected result.
+ * @details A possible test case name could be: `"openmp__AND__cpu__gpu_nvidia__gpu_amd__gpu_intel__RESULT__cpu"`.
+ * @tparam T the test suite type
+ * @param param_info the parameters to aggregate
+ * @return the test case name (`[[nodiscard]]`)
+ */
 template <typename T>
-const auto pretty_print_supported_backend_combination = [](const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
-    return fmt::format("{}_and_{}_res_{}", fmt::join(std::get<0>(param_info.param), "__"), fmt::join(std::get<1>(param_info.param), "__"), std::get<2>(param_info.param));
-};
+[[nodiscard]] inline std::string pretty_print_supported_backend_combination(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return fmt::format("{}__AND__{}__RESULT__{}", fmt::join(std::get<0>(param_info.param), "__"), fmt::join(std::get<1>(param_info.param), "__"), std::get<2>(param_info.param));
+}
 
 }  // namespace naming
 

From 9b8368b72d7a05c1cec28e48db7e5d1ac7a28322 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 14:00:51 +0200
Subject: [PATCH 0307/1010] Add missing includes.

---
 tests/detail/string_utility.cpp | 34 +++++++++++++++++----------------
 1 file changed, 18 insertions(+), 16 deletions(-)

diff --git a/tests/detail/string_utility.cpp b/tests/detail/string_utility.cpp
index 13ef44f2c..ff67afe06 100644
--- a/tests/detail/string_utility.cpp
+++ b/tests/detail/string_utility.cpp
@@ -15,8 +15,10 @@
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
 
-#include <string>  // std::string
-#include <vector>  // std::vector
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::make_tuple
+#include <vector>       // std::vector
 
 TEST(StringUtility, starts_with_string) {
     EXPECT_TRUE(plssvm::detail::starts_with("abc", "abc"));
@@ -54,7 +56,7 @@ TEST(StringUtility, contains_char) {
     EXPECT_FALSE(plssvm::detail::contains("abc", 'd'));
 }
 
-class StringUtilityBase : public ::testing::TestWithParam<std::pair<std::string, std::string_view>> {};
+class StringUtilityBase : public ::testing::TestWithParam<std::tuple<std::string, std::string_view>> {};
 
 // test trim left only
 class StringUtilityTrimLeft : public StringUtilityBase {};
@@ -64,9 +66,9 @@ TEST_P(StringUtilityTrimLeft, trim_left) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimLeft, ::testing::Values(
-                std::make_pair("", ""), std::make_pair("abc", "abc"),
-                std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc   "),
-                std::make_pair(" abc  ", "abc  "), std::make_pair(" a b c ", "a b c ")),
+                std::make_tuple("", ""), std::make_tuple("abc", "abc"),
+                std::make_tuple("  abc", "abc"), std::make_tuple("abc   ", "abc   "),
+                std::make_tuple(" abc  ", "abc  "), std::make_tuple(" a b c ", "a b c ")),
                 naming::pretty_print_escaped_string<StringUtilityTrimLeft>);
 // clang-format on
 
@@ -78,9 +80,9 @@ TEST_P(StringUtilityTrimRight, trim_right) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrimRight, ::testing::Values(
-                std::make_pair("", ""), std::make_pair("abc", "abc"),
-                std::make_pair("  abc", "  abc"), std::make_pair("abc   ", "abc"),
-                std::make_pair(" abc  ", " abc"), std::make_pair(" a b c ", " a b c")),
+                std::make_tuple("", ""), std::make_tuple("abc", "abc"),
+                std::make_tuple("  abc", "  abc"), std::make_tuple("abc   ", "abc"),
+                std::make_tuple(" abc  ", " abc"), std::make_tuple(" a b c ", " a b c")),
                 naming::pretty_print_escaped_string<StringUtilityTrimRight>);
 // clang-format on
 
@@ -92,9 +94,9 @@ TEST_P(StringUtilityTrim, trim) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityTrim, ::testing::Values(
-                std::make_pair("", ""), std::make_pair("abc", "abc"),
-                std::make_pair("  abc", "abc"), std::make_pair("abc   ", "abc"),
-                std::make_pair(" abc  ", "abc"), std::make_pair(" a b c ", "a b c")),
+                std::make_tuple("", ""), std::make_tuple("abc", "abc"),
+                std::make_tuple("  abc", "abc"), std::make_tuple("abc   ", "abc"),
+                std::make_tuple(" abc  ", "abc"), std::make_tuple(" a b c ", "a b c")),
                 naming::pretty_print_escaped_string<StringUtilityTrim>);
 // clang-format on
 
@@ -110,8 +112,8 @@ TEST_P(StringUtilityConvertLowerCase, as_lower_case) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertLowerCase, ::testing::Values(
-                std::make_pair("", ""), std::make_pair("abc", "abc"),
-                std::make_pair("ABC", "abc"), std::make_pair(" AbC 1", " abc 1")),
+                std::make_tuple("", ""), std::make_tuple("abc", "abc"),
+                std::make_tuple("ABC", "abc"), std::make_tuple(" AbC 1", " abc 1")),
                 naming::pretty_print_escaped_string<StringUtilityConvertLowerCase>);
 // clang-format on
 
@@ -127,8 +129,8 @@ TEST_P(StringUtilityConvertUpperCase, as_upper_case) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(StringUtility, StringUtilityConvertUpperCase, ::testing::Values(
-                std::make_pair("", ""), std::make_pair("abc", "ABC"),
-                std::make_pair("ABC", "ABC"), std::make_pair(" AbC 1", " ABC 1")),
+                std::make_tuple("", ""), std::make_tuple("abc", "ABC"),
+                std::make_tuple("ABC", "ABC"), std::make_tuple(" AbC 1", " ABC 1")),
                 naming::pretty_print_escaped_string<StringUtilityConvertUpperCase>);
 // clang-format on
 

From ee9aedf7778ce192d662b16e71a75c9f19232b89 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 14:01:00 +0200
Subject: [PATCH 0308/1010] Update tests (naming).

---
 tests/default_value.cpp | 33 +++++++++++++++----------------
 tests/naming.hpp        | 43 +++++++++++++++++++++++++++++++++++++++--
 tests/parameter.cpp     |  5 +++--
 3 files changed, 60 insertions(+), 21 deletions(-)

diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 68255c1c1..aac673986 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -10,26 +10,27 @@
 
 #include "plssvm/default_value.hpp"
 
+#include "naming.hpp"   // naming::arithmetic_types_or_string_to_name
 #include "utility.hpp"  // util::{convert_to_string, convert_from_string}
 
 #include "gtest/gtest.h"  // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
                           // ::testing::{Test, Types, WithParamInterface, Values, TestParamInfo}
 
-#include <functional>   // std::hashistringstream
+#include <functional>   // std::hash
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tuple, std::make_tuple, std::get
 #include <utility>      // std::move, std::swap
 #include <vector>       // std::vector
 
-//*************************************************************************************************************************************//
-//                                                            default_init                                                             //
-//*************************************************************************************************************************************//
+////////////////////////////////////////////////////////////////////////////////
+////                              default_init                              ////
+////////////////////////////////////////////////////////////////////////////////
 
 template <typename T>
 class DefaultInitDefault : public ::testing::Test {};
 using default_init_default_types = ::testing::Types<short, unsigned char, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, std::string>;
-TYPED_TEST_SUITE(DefaultInitDefault, default_init_default_types);
+TYPED_TEST_SUITE(DefaultInitDefault, default_init_default_types, naming::arithmetic_types_or_string_to_name);
 
 TYPED_TEST(DefaultInitDefault, default_construct) {
     using type = TypeParam;
@@ -46,7 +47,7 @@ TEST_P(DefaultInitIntegral, explicit_construct) {
     // check for correct construction
     EXPECT_EQ(plssvm::default_init{ val }.value, val);
 }
-INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitIntegral, ::testing::Values(0, 1, 2, 3, 42, -1, -5));
+INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitIntegral, ::testing::Values(0, 1, 2, 3, 42, -1, -5), naming::pretty_print_escaped_string<DefaultInitIntegral>);
 
 class DefaultInitFloatingPoint : public DefaultInitExplicit, public ::testing::WithParamInterface<double> {};
 TEST_P(DefaultInitFloatingPoint, explicit_construct) {
@@ -55,7 +56,7 @@ TEST_P(DefaultInitFloatingPoint, explicit_construct) {
     // check for correct construction
     EXPECT_EQ(plssvm::default_init{ val }.value, val);
 }
-INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitFloatingPoint, ::testing::Values(0.0, 1.2, 2.5, 3.38748, 42.1, -1, -5.22));
+INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitFloatingPoint, ::testing::Values(0.0, 1.2, 2.5, 3.38748, 42.1, -1, -5.22), naming::pretty_print_escaped_string<DefaultInitFloatingPoint>);
 
 class DefaultInitString : public DefaultInitExplicit, public ::testing::WithParamInterface<std::string> {};
 TEST_P(DefaultInitString, explicit_construct) {
@@ -64,15 +65,15 @@ TEST_P(DefaultInitString, explicit_construct) {
     // check for correct construction
     EXPECT_EQ(plssvm::default_init{ val }.value, val);
 }
-INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitString, ::testing::Values("", "foo", "bar", "baz", "Hello, World!"));
+INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitString, ::testing::Values("", "foo", "bar", "baz", "Hello, World!"), naming::pretty_print_escaped_string<DefaultInitString>);
 
-//*************************************************************************************************************************************//
-//                                                            default_value                                                            //
-//*************************************************************************************************************************************//
+////////////////////////////////////////////////////////////////////////////////
+////                              default_value                             ////
+////////////////////////////////////////////////////////////////////////////////
 
 TEST(DefaultValue, default_init) {
     // create default_value
-    plssvm::default_value val{ plssvm::default_init{ 42 } };
+    const plssvm::default_value val{ plssvm::default_init{ 42 } };
 
     // a default value has been assigned
     EXPECT_TRUE(val.is_default());
@@ -428,17 +429,15 @@ INSTANTIATE_TEST_SUITE_P(DefaultValue, DefaultValueRelational, ::testing::Values
                 std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>, "Greater", { true, false, false, false, false, false }),
                 std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator<=, "LessOrEqual", { false, true, true, true, true, true }),
                 std::make_tuple<relation_op_func_ptr, std::string_view, std::vector<bool>>(&plssvm::operator>=, "GreaterOrEqual", { true, true, false, true, true, true })),
-                [](const testing::TestParamInfo<DefaultValueRelational::ParamType> &param_info) {
-                    return std::string{ std::get<1>(param_info.param) };
-                });
+                naming::pretty_print_default_value_relational<DefaultValueRelational>);
 // clang-format on
 
 TEST(DefaultValue, hash) {
     // create default_value and hash it
-    plssvm::default_value val1{ plssvm::default_init{ 42 } };
+    const plssvm::default_value val1{ plssvm::default_init{ 42 } };
     EXPECT_EQ(std::hash<plssvm::default_value<int>>{}(val1), std::hash<int>{}(42));
 
-    plssvm::default_value val2{ plssvm::default_init<std::string>{ "Hello, World!" } };
+    const plssvm::default_value val2{ plssvm::default_init<std::string>{ "Hello, World!" } };
     EXPECT_EQ(std::hash<plssvm::default_value<std::string>>{}(val2), std::hash<std::string>{}("Hello, World!"));
 
     plssvm::default_value val3{ plssvm::default_init{ 3.1415 } };
diff --git a/tests/naming.hpp b/tests/naming.hpp
index 737aac7eb..927f032d4 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -97,6 +97,18 @@ struct is_vector<std::vector<T>> {
 template <typename T>
 constexpr bool is_vector_v = is_vector<T>::value;
 
+// type_trait to check whether the given type is a std::tuple
+template <typename T>
+struct is_tuple {
+    static constexpr bool value = false;
+};
+template <typename... Args>
+struct is_tuple<std::tuple<Args...>> {
+    static constexpr bool value = true;
+};
+template <typename T>
+constexpr bool is_tuple_v = is_tuple<T>::value;
+
 }  // namespace detail
 
 ////////////////////////////////////////////////////////////////////////////////
@@ -158,6 +170,17 @@ class arithmetic_types_to_name {
         return std::string{ plssvm::detail::arithmetic_type_name<T>() };
     }
 };
+class arithmetic_types_or_string_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        if constexpr (std::is_same_v<T, std::string>) {
+            return "string";
+        } else {
+            return std::string{ plssvm::detail::arithmetic_type_name<T>() };
+        }
+    }
+};
 
 ////////////////////////////////////////////////////////////////////////////////
 ////                   PRETTY PRINT PARAMETERIZED TESTS                     ////
@@ -186,7 +209,7 @@ namespace detail {
 
 // general
 /**
- * @brief Escape the first string in the parameter info @p param_info. Assumes an `std::tuple`.
+ * @brief Either escape the first string in the parameter info @p param_info if it is an `std::tuple` or directly escapes the value in @p param_info.
  * @details Default escapes the string using the `naming::detail::escape_string()` function.
  * @tparam T the test suite type
  * @param[in] param_info the parameters to scape
@@ -194,7 +217,11 @@ namespace detail {
  */
 template <typename T>
 [[nodiscard]] inline std::string pretty_print_escaped_string(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
-    return detail::escape_string(std::string{ std::get<0>(param_info.param) });
+    if constexpr (detail::is_tuple_v<decltype(param_info.param)>) {
+        return detail::escape_string(fmt::format("{}", std::get<0>(param_info.param)));
+    } else {
+        return detail::escape_string(fmt::format("{}", param_info.param));
+    }
 }
 
 // detail/string_utility.cpp -> replace
@@ -312,6 +339,18 @@ template <typename T>
     return fmt::format("{}__AND__{}__RESULT__{}", fmt::join(std::get<0>(param_info.param), "__"), fmt::join(std::get<1>(param_info.param), "__"), std::get<2>(param_info.param));
 }
 
+// default_value.cpp -> DefaultValueRelational
+/**
+ * @brief Generate a test case name for the tests for the relational operations in the `plssvm::default_value` class.
+ * @tparam T the test suite type
+ * @param param_info the parameters to aggregate
+ * @return the test case name (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] inline std::string pretty_print_default_value_relational(const ::testing::TestParamInfo<typename T::ParamType> &param_info) {
+    return std::string{ std::get<1>(param_info.param) };
+}
+
 }  // namespace naming
 
 #endif  // PLSSVM_TESTS_NAMING_HPP_
\ No newline at end of file
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index c7f1d0afc..67cb1023c 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/parameter.hpp"
 
+#include "naming.hpp"   // naming::arithmetic_types_to_name
 #include "utility.hpp"  // util::convert_to_string
 
 #include "fmt/core.h"  // fmt::format
@@ -23,7 +24,7 @@ class Parameter : public ::testing::Test {};
 using floating_point_types = ::testing::Types<float, double>;
 
 // testsuite for "normal" tests
-TYPED_TEST_SUITE(Parameter, floating_point_types);
+TYPED_TEST_SUITE(Parameter, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(Parameter, default_construct) {
     using real_type = TypeParam;
@@ -224,7 +225,7 @@ TYPED_TEST(Parameter, equivalent_free_function_default_constructed) {
 TYPED_TEST(Parameter, to_string) {
     using real_type = TypeParam;
     // check conversions to std::string
-    plssvm::parameter<real_type> param{ plssvm::kernel_type::linear, 3, 0.0, 0.0, 1.0 };
+    const plssvm::parameter<real_type> param{ plssvm::kernel_type::linear, 3, 0.0, 0.0, 1.0 };
     EXPECT_EQ(util::convert_to_string(param), fmt::format("kernel_type                 linear\n"
                                                           "degree                      3\n"
                                                           "gamma                       0\n"

From 7b769243e3bd02defcf74575509c94599b91a19d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 14:07:30 +0200
Subject: [PATCH 0309/1010] Rewrite type_traits to use
 std::false_type/std::true_type.

---
 tests/naming.hpp | 49 +++++++++++++-----------------------------------
 1 file changed, 13 insertions(+), 36 deletions(-)

diff --git a/tests/naming.hpp b/tests/naming.hpp
index 927f032d4..86ad8a7b6 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -28,6 +28,7 @@
 #include <string>         // std::string
 #include <string_view>    // std::string_view
 #include <tuple>          // std::get
+#include <type_traits>    // std::is_same_v, std::true_type, std::false_type
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
@@ -39,73 +40,49 @@ namespace detail {
 
 // type_trait to check whether the given type is a std::map
 template <typename T>
-struct is_map {
-    static constexpr bool value = false;
-};
+struct is_map : std::false_type {};
 template <typename Key, typename Value>
-struct is_map<std::map<Key, Value>> {
-    static constexpr bool value = true;
-};
+struct is_map<std::map<Key, Value>> : std::true_type {};
 template <typename T>
 constexpr bool is_map_v = is_map<T>::value;
 
 // type_trait to check whether the given type is a std::unordered_map
 template <typename T>
-struct is_unordered_map {
-    static constexpr bool value = false;
-};
+struct is_unordered_map : std::false_type {};
 template <typename Key, typename Value>
-struct is_unordered_map<std::unordered_map<Key, Value>> {
-    static constexpr bool value = true;
-};
+struct is_unordered_map<std::unordered_map<Key, Value>> : std::true_type {};
 template <typename T>
 constexpr bool is_unordered_map_v = is_unordered_map<T>::value;
 
 // type_trait to check whether the given type is a std::set
 template <typename T>
-struct is_set {
-    static constexpr bool value = false;
-};
+struct is_set : std::false_type {};
 template <typename Key>
-struct is_set<std::set<Key>> {
-    static constexpr bool value = true;
-};
+struct is_set<std::set<Key>> : std::true_type {};
 template <typename T>
 constexpr bool is_set_v = is_set<T>::value;
 
 // type_trait to check whether the given type is a std::unordered_set
 template <typename T>
-struct is_unordered_set {
-    static constexpr bool value = false;
-};
+struct is_unordered_set : std::false_type {};
 template <typename Key>
-struct is_unordered_set<std::unordered_set<Key>> {
-    static constexpr bool value = true;
-};
+struct is_unordered_set<std::unordered_set<Key>> : std::true_type {};
 template <typename T>
 constexpr bool is_unordered_set_v = is_unordered_set<T>::value;
 
 // type_trait to check whether the given type is a std::vector
 template <typename T>
-struct is_vector {
-    static constexpr bool value = false;
-};
+struct is_vector : std::false_type {};
 template <typename T>
-struct is_vector<std::vector<T>> {
-    static constexpr bool value = true;
-};
+struct is_vector<std::vector<T>> : std::true_type {};
 template <typename T>
 constexpr bool is_vector_v = is_vector<T>::value;
 
 // type_trait to check whether the given type is a std::tuple
 template <typename T>
-struct is_tuple {
-    static constexpr bool value = false;
-};
+struct is_tuple : std::false_type {};
 template <typename... Args>
-struct is_tuple<std::tuple<Args...>> {
-    static constexpr bool value = true;
-};
+struct is_tuple<std::tuple<Args...>> : std::true_type {};
 template <typename T>
 constexpr bool is_tuple_v = is_tuple<T>::value;
 

From 5136e134fc4ecc1cf65725140cb4b6f5026f691a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 14:09:31 +0200
Subject: [PATCH 0310/1010] Remove old and now obsolete tests.

---
 tests/CMakeLists.txt     |   3 -
 tests/csvm_test.cpp      | 164 --------
 tests/parameter_test.cpp | 813 ---------------------------------------
 3 files changed, 980 deletions(-)
 delete mode 100644 tests/parameter_test.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index eddf05eff..c1512cf35 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -94,9 +94,6 @@ set(PLSSVM_BASE_TEST_NAME Base_tests)
 
 # list all necessary sources
 set(PLSSVM_BASE_TEST_SOURCES
-#    ${CMAKE_CURRENT_LIST_DIR}/csvm_test.cpp
-#    ${CMAKE_CURRENT_LIST_DIR}/parameter_test.cpp
-
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/data_set_variants.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_predict.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
diff --git a/tests/csvm_test.cpp b/tests/csvm_test.cpp
index c7f20d246..fddadc396 100644
--- a/tests/csvm_test.cpp
+++ b/tests/csvm_test.cpp
@@ -34,45 +34,6 @@
 // the floating point types to test
 using floating_point_types = ::testing::Types<float, double>;
 
-template <typename T>
-class BaseCSVMTransform : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseCSVMTransform, floating_point_types);
-
-// check whether transforming the 2D data into a 1D vector works as intended
-TYPED_TEST(BaseCSVMTransform, transform_data) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-    using real_type = typename decltype(csvm)::real_type;
-
-    // transform data without and with boundary
-    std::vector<real_type> result_no_boundary = csvm.transform_data(csvm.get_data(), 0, csvm.get_num_data_points() - 1);
-    std::vector<real_type> result_boundary = csvm.transform_data(csvm.get_data(), 10, csvm.get_num_data_points());
-
-    // check if sizes match
-    ASSERT_EQ(result_no_boundary.size(), (csvm.get_num_data_points() - 1) * csvm.get_num_features());
-    ASSERT_EQ(result_boundary.size(), (csvm.get_num_data_points() + 10) * csvm.get_num_features());
-
-    // check transformed content for correctness
-    for (std::size_t datapoint = 0; datapoint < csvm.get_num_data_points() - 1; ++datapoint) {
-        for (std::size_t feature = 0; feature < csvm.get_num_features(); ++feature) {
-            util::gtest_expect_floating_point_eq(
-                csvm.get_data()[datapoint][feature],
-                result_no_boundary[datapoint + feature * (csvm.get_num_data_points() - 1)],
-                fmt::format("datapoint: {} feature: {} at index: {}", datapoint, feature, datapoint + feature * (csvm.get_num_data_points() - 1)));
-
-            util::gtest_expect_floating_point_eq(
-                csvm.get_data()[datapoint][feature],
-                result_boundary[datapoint + feature * (csvm.get_num_data_points() + 10)],
-                fmt::format("datapoint: {} feature: {} at index: {}", datapoint, feature, datapoint + feature * (csvm.get_num_data_points() + 10)));
-        }
-    }
-}
-
 // enumerate all floating point type and kernel combinations to test
 using parameter_types = ::testing::Types<
     util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
@@ -86,131 +47,6 @@ template <typename T>
 class BaseCSVM : public ::testing::Test {};
 TYPED_TEST_SUITE(BaseCSVM, parameter_types, util::google_test::parameter_definition_to_name);
 
-// check whether the plssvm::csvm<T>::csvm(plssvm::parameter<T>) constructor works as intended
-TYPED_TEST(BaseCSVM, constructor) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-    using real_type = typename decltype(csvm)::real_type;
-
-    // check if constructor correctly initializes all fields
-    EXPECT_EQ(params.target, csvm.get_target());
-    EXPECT_EQ(params.kernel, csvm.get_kernel());
-    EXPECT_EQ(params.degree, csvm.get_degree());
-    EXPECT_EQ(params.gamma, csvm.get_gamma());
-    EXPECT_EQ(params.coef0, csvm.get_coef0());
-    EXPECT_EQ(params.cost, csvm.get_cost());
-    EXPECT_EQ(params.epsilon, csvm.get_epsilon());
-    EXPECT_EQ(params.print_info, csvm.get_print_info());
-
-    EXPECT_EQ(params.data_ptr, csvm.get_data_ptr());
-    EXPECT_EQ(params.value_ptr, csvm.get_value_ptr());
-    EXPECT_EQ(params.alpha_ptr, csvm.get_alpha_ptr());
-
-    EXPECT_EQ(params.data_ptr->size(), csvm.get_num_data_points());
-    EXPECT_EQ(params.data_ptr->front().size(), csvm.get_num_features());
-    EXPECT_EQ(-params.rho, csvm.get_bias());
-    EXPECT_EQ(real_type{ 0 }, csvm.get_QA_cost());
-}
-
-// check whether calling the plssvm::csvm<T>::csvm(plssvm::parameter<T>) constructor with illegal parameter values correctly fails
-TYPED_TEST(BaseCSVM, constructor_exceptions) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // create C-SVM with data_ptr == nullptr
-    EXPECT_THROW_WHAT(mock_csvm{ params }, plssvm::exception, "No data points provided!");
-
-    // create C-SVM with empty data_ptr
-    params.data_ptr = std::make_shared<const std::vector<std::vector<real_type>>>();
-    EXPECT_THROW_WHAT(mock_csvm{ params }, plssvm::exception, "Data set is empty!");
-
-    // create C-SVM with a data set with features of different sizes
-    std::vector<std::vector<real_type>> data = { { real_type{ 1 } }, { real_type{ 2 }, real_type{ 3 } } };
-    params.data_ptr = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    EXPECT_THROW_WHAT(mock_csvm{ params }, plssvm::exception, "All points in the data vector must have the same number of features!");
-
-    // create C-SVM with zero sized features
-    data = { {}, {} };
-    params.data_ptr = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    EXPECT_THROW_WHAT(mock_csvm{ params }, plssvm::exception, "No features provided for the data points!");
-
-    // if alpha_ptr is set, it must have the same size as data_ptr
-    data = { { real_type{ 1 } }, { real_type{ 2 } }, { real_type{ 3 } } };
-    params.data_ptr = std::make_shared<const std::vector<std::vector<real_type>>>(std::move(data));
-    std::vector<real_type> alpha = { real_type{ 1 }, real_type{ 2 }, real_type{ 3 } };
-    params.alpha_ptr = std::make_shared<const std::vector<real_type>>(std::move(alpha));
-}
-
-// check whether attempting to write the model file wrong data correctly fails
-TYPED_TEST(BaseCSVM, write_model_exceptions) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    // attempting to write a model before a call to learn() should result in an exception
-    EXPECT_THROW_WHAT(csvm.write_model("foo"), plssvm::exception, "No alphas given! Maybe a call to 'learn()' is missing?");
-
-    // attempting to write a model with a data set without labels should result in an exception
-    csvm.get_alpha_ptr() = std::make_shared<const std::vector<typename TypeParam::real_type>>();
-    csvm.get_value_ptr() = nullptr;
-    EXPECT_THROW_WHAT(csvm.write_model("foo"), plssvm::exception, "No labels given! Maybe the data is only usable for prediction?");
-
-    // attempting to write a model with different number of labels than data points should result in an exception
-    csvm.get_value_ptr() = std::make_shared<const std::vector<typename TypeParam::real_type>>();
-    EXPECT_THROW_WHAT(csvm.write_model("foo"), plssvm::exception, "Number of labels (0) must match the number of data points (5)!");
-}
-
-// check whether the correct kernel function is executed
-TYPED_TEST(BaseCSVM, kernel_function) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    // set dummy data
-    std::vector<std::vector<typename decltype(params)::real_type>> vec(1, std::vector<typename decltype(params)::real_type>(1));
-    params.data_ptr = std::make_shared<const std::vector<std::vector<typename decltype(params)::real_type>>>(std::move(vec));
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-    using real_type = typename decltype(csvm)::real_type;
-
-    // create dummy data vectors
-    constexpr std::size_t size = 512;
-    std::vector<real_type> x1(size);
-    std::vector<real_type> x2(size);
-
-    // fill vectors with random values
-    std::random_device rd;
-    std::mt19937 gen(rd());
-    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-    std::generate(x1.begin(), x1.end(), [&]() { return dist(gen); });
-    std::generate(x2.begin(), x2.end(), [&]() { return dist(gen); });
-
-    // calculated result
-    const real_type calculated = csvm.kernel_function(x1, x2);
-    // correct result
-    const real_type correct = compare::kernel_function<TypeParam::kernel>(x1, x2, csvm);
-
-    // check for correctness
-    util::gtest_expect_floating_point_eq(correct, calculated);
-}
-
 // check whether plssvm::csvm<T>::learn() internally calls the correct functions
 TYPED_TEST(BaseCSVM, learn) {
     // create parameter object
diff --git a/tests/parameter_test.cpp b/tests/parameter_test.cpp
deleted file mode 100644
index 5d3e207ae..000000000
--- a/tests/parameter_test.cpp
+++ /dev/null
@@ -1,813 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the parameter, parameter_train, and parameter_predict classes.
- */
-
-#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/string_conversion.hpp"     // plssvm::detail::convert_to
-#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::replace_all
-#include "plssvm/exceptions/exceptions.hpp"        // plssvm::invalid_file_format_exception, plssvm::file_not_found_exception
-#include "plssvm/kernel_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                    // plssvm::parameter
-#include "plssvm/parameter_predict.hpp"            // plssvm::parameter_predict
-#include "plssvm/parameter_train.hpp"              // plssvm::parameter_train
-
-#include "utility.hpp"    // util::gtest_expect_floating_point_eq, util::google_test::parameter_definition, util::google_test::parameter_definition_to_name,
-                          // util::create_temp_file, EXPECT_THROW_WHAT
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-#include "gtest/gtest.h"  // ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, ASSERT_NE,
-                          // EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT, EXPECT_THROW
-
-#include <cstddef>           // std::size_t
-#include <filesystem>        // std::filesystem::remove
-#include <fstream>           // std::ifstream, std::ofstream
-#include <initializer_list>  // std::initializer_list
-#include <iterator>          // std::istreambuf_iterator
-#include <memory>            // std::shared_ptr
-#include <sstream>           // std::stringstream
-#include <string>            // std::string
-#include <string_view>       // std::string_view
-#include <vector>            // std::vector
-
-template <typename real_type, typename U>
-std::vector<real_type> initialize_with_correct_type(const std::initializer_list<U> &data_vec) {
-    if constexpr (std::is_same_v<real_type, U>) {
-        return data_vec;
-    } else {
-        std::vector<real_type> correct_data_vec;
-        correct_data_vec.reserve(data_vec.size());
-        for (const U d : data_vec) {
-            correct_data_vec.push_back(static_cast<real_type>(d));
-        }
-        return correct_data_vec;
-    }
-}
-
-template <typename real_type, typename U>
-std::vector<std::vector<real_type>> initialize_with_correct_type(const std::initializer_list<std::initializer_list<U>> &data) {
-    std::vector<std::vector<real_type>> correct_data;
-    for (const std::initializer_list<U> &data_vec : data) {
-        correct_data.emplace_back(initialize_with_correct_type<real_type>(data_vec));
-    }
-    return correct_data;
-}
-
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
-
-template <typename T>
-class Parameter : public ::testing::Test {};
-TYPED_TEST_SUITE(Parameter, floating_point_types);
-
-// test whether plssvm::parameter<T>::parameter() correctly default initializes all member variables
-TYPED_TEST(Parameter, default_constructor) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-
-    using real_type = TypeParam;
-
-    ::testing::StaticAssertTypeEq<real_type, typename decltype(params)::real_type>();
-
-    EXPECT_EQ(params.kernel, plssvm::kernel_type::linear);
-    EXPECT_EQ(params.degree, 3);
-    EXPECT_EQ(params.gamma, real_type{ 0 });
-    EXPECT_EQ(params.coef0, real_type{ 0 });
-    EXPECT_EQ(params.cost, real_type{ 1 });
-    EXPECT_EQ(params.epsilon, real_type{ 0.001 });
-    EXPECT_TRUE(params.print_info);
-    EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
-    EXPECT_EQ(params.target, plssvm::target_platform::automatic);
-
-    EXPECT_TRUE(params.input_filename.empty());
-    EXPECT_TRUE(params.model_filename.empty());
-    EXPECT_TRUE(params.predict_filename.empty());
-
-    EXPECT_EQ(params.data_ptr, nullptr);
-    EXPECT_EQ(params.value_ptr, nullptr);
-    EXPECT_EQ(params.alpha_ptr, nullptr);
-    EXPECT_EQ(params.test_data_ptr, nullptr);
-
-    EXPECT_EQ(params.rho, real_type{ 0 });
-}
-
-// utility function to reduce cody duplication
-template <bool has_label, typename real_type>
-void check_content_equal(const std::vector<std::vector<real_type>> &correct_data,
-                         const std::vector<real_type> &correct_label,
-                         const std::shared_ptr<const std::vector<std::vector<real_type>>> &parsed_data,
-                         const std::shared_ptr<const std::vector<real_type>> &parsed_label) {
-    ASSERT_EQ(correct_data.size(), correct_label.size());
-
-    // check if sizes match
-    ASSERT_NE(parsed_data, nullptr);
-    ASSERT_EQ(parsed_data->size(), correct_data.size()) << "num data points mismatch";
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < parsed_data->size(); ++i) {
-        ASSERT_EQ((*parsed_data)[i].size(), correct_data[i].size()) << "mismatch num features in data point: " << i;
-    }
-    if constexpr (has_label) {
-        ASSERT_NE(parsed_label, nullptr);
-        ASSERT_EQ(parsed_label->size(), correct_label.size()) << "num labels mismatch";
-    } else {
-        ASSERT_EQ(parsed_label, nullptr);
-    }
-
-    // check parsed values for correctness
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < parsed_data->size(); ++i) {
-        for (typename std::vector<std::vector<real_type>>::size_type j = 0; j < (*parsed_data)[i].size(); ++j) {
-            util::gtest_expect_floating_point_eq((*parsed_data)[i][j], correct_data[i][j], fmt::format("data point: {} feature: {}", i, j));
-        }
-        if constexpr (has_label) {
-            EXPECT_EQ((*parsed_label)[i], correct_label[i]) << "data point: " << i;
-        }
-    }
-}
-
-//*************************************************************************************************************************************//
-//                                                         parse libsvm files                                                          //
-//*************************************************************************************************************************************//
-// test whether plssvm::parameter<T>::parse_libsvm correctly parses libsvm files
-TYPED_TEST(Parameter, parse_libsvm) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // correct values
-    const std::vector<std::vector<real_type>> expected_data = initialize_with_correct_type<real_type>({
-        { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-        { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-        { 0.57650218263054642, 1.01405596624706053, 0.13009428079760464, 0.7261913886869387 },
-        { -0.20981208921241892, 0.60276937379453293, -0.13086851759108944, 0.10805254527169827 },
-        { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 },
-    });
-    const std::vector<real_type> expected_values = initialize_with_correct_type<real_type>({ 1, 1, -1, -1, -1 });
-
-    //
-    // parse libsvm file with labels
-    //
-    params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", params.data_ptr);
-    check_content_equal<true, real_type>(expected_data, expected_values, params.data_ptr, params.value_ptr);
-
-    //
-    // parse libsvm file without labels
-    //
-    params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm.no_label", params.data_ptr);
-    check_content_equal<false, real_type>(expected_data, expected_values, params.data_ptr, params.value_ptr);
-}
-
-// test whether plssvm::parameter<T>::parse_libsvm correctly parses sparse libsvm files
-TYPED_TEST(Parameter, parse_libsvm_sparse) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // correct values
-    const std::vector<std::vector<real_type>> expected_data = initialize_with_correct_type<real_type>({
-        { 0., 0., 0., 0. },
-        { 0., 0., 0.51687296029754564, 0. },
-        { 0., 1.01405596624706053, 0., 0. },
-        { 0., 0.60276937379453293, 0., -0.13086851759108944 },
-        { 0., 0., 0.298499933047586044, 0. },
-    });
-    const std::vector<real_type> expected_values = initialize_with_correct_type<real_type>({ 1, 1, -1, -1, -1 });
-
-    //
-    // parse libsvm file with labels
-    //
-    params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.sparse.libsvm", params.data_ptr);
-    check_content_equal<true, real_type>(expected_data, expected_values, params.data_ptr, params.value_ptr);
-
-    //
-    // parse libsvm file without labels
-    //
-    params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.sparse.libsvm.no_label", params.data_ptr);
-    check_content_equal<false, real_type>(expected_data, expected_values, params.data_ptr, params.value_ptr);
-}
-
-// test whether plssvm::parameter<T>::parse_libsvm correctly sets gamma
-TYPED_TEST(Parameter, parse_libsvm_gamma) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    // gamma = 1.0 (!= 0.0)
-    params.gamma = 1.0;
-    params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", params.data_ptr);
-
-    using real_type = typename decltype(params)::real_type;
-
-    util::gtest_assert_floating_point_eq(real_type{ 1.0 }, params.gamma);
-
-    // gamma = 0.0 -> automatically set to (1.0 / num_features)
-    params.gamma = 0.0;
-    params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", params.data_ptr);
-
-    ASSERT_NE(params.data_ptr, nullptr);
-    ASSERT_GE(params.data_ptr->size(), 0);
-    util::gtest_assert_floating_point_eq(real_type{ 1.0 } / static_cast<real_type>(params.data_ptr->back().size()), params.gamma);
-}
-
-// test whether plssvm::parameter<T>::parse_libsvm correctly fails parsing ill-formed libsvm files
-TYPED_TEST(Parameter, parse_libsvm_ill_formed) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    // parsing an arff file using the libsvm parser should result in an exception
-    EXPECT_THROW(params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/arff/5x4.arff", params.data_ptr), plssvm::invalid_file_format_exception);
-
-    // test parsing an empty file
-    EXPECT_THROW_WHAT(params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/0x0.libsvm", params.data_ptr), plssvm::invalid_file_format_exception, "Can't parse file: no data points are given!");
-}
-
-// test whether plssvm::parameter<T>::parse_libsvm correctly fails if the file doesn't exist
-TYPED_TEST(Parameter, parse_libsvm_non_existing_file) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    // attempting to parse a non-existing file should result in an exception
-    EXPECT_THROW_WHAT(params.parse_libsvm_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.lib", params.data_ptr), plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/libsvm/5x4.lib"));
-}
-
-//*************************************************************************************************************************************//
-//                                                          parse arff files                                                           //
-//*************************************************************************************************************************************//
-// test whether plssvm::parameter<T>::parse_arff correctly parses arff files
-TYPED_TEST(Parameter, parse_arff) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // correct values
-    const std::vector<std::vector<real_type>> expected_data = initialize_with_correct_type<real_type>({
-        { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-        { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-        { 0.57650218263054642, 1.01405596624706053, 0.13009428079760464, 0.7261913886869387 },
-        { 0., 0.60276937379453293, -0.13086851759108944, 0. },
-        { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 },
-    });
-    const std::vector<real_type> expected_values = initialize_with_correct_type<real_type>({ 1, 1, -1, -1, -1 });
-
-    //
-    // parse arff file with labels
-    //
-    params.parse_arff_file(PLSSVM_TEST_PATH "/data/arff/5x4.arff", params.data_ptr);
-    check_content_equal<true, real_type>(expected_data, expected_values, params.data_ptr, params.value_ptr);
-
-    //
-    // parse arff file without labels
-    //
-    params.parse_arff_file(PLSSVM_TEST_PATH "/data/arff/5x4.arff.no_label", params.data_ptr);
-    check_content_equal<false, real_type>(expected_data, expected_values, params.data_ptr, params.value_ptr);
-}
-
-// test whether plssvm::parameter<T>::parse_arff correctly sets gamma
-TYPED_TEST(Parameter, parse_arff_gamma) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    // gamma = 1.0 (!= 0.0)
-    params.gamma = 1.0;
-    params.parse_arff_file(PLSSVM_TEST_PATH "/data/arff/5x4.arff", params.data_ptr);
-
-    using real_type = typename decltype(params)::real_type;
-
-    util::gtest_assert_floating_point_eq(real_type{ 1.0 }, params.gamma);
-
-    // gamma = 0.0 -> automatically set to (1.0 / num_features)
-    params.gamma = 0.0;
-    params.parse_arff_file(PLSSVM_TEST_PATH "/data/arff/5x4.arff", params.data_ptr);
-
-    ASSERT_NE(params.data_ptr, nullptr);
-    ASSERT_GE(params.data_ptr->size(), 0);
-    util::gtest_assert_floating_point_eq(real_type{ 1.0 } / static_cast<real_type>(params.data_ptr->back().size()), params.gamma);
-}
-
-// test whether plssvm::parameter<T>::parse_arff correctly fails parsing ill-formed arff files
-TYPED_TEST(Parameter, parse_arff_ill_formed) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    // parsing a libsvm file using the arff parser should result in an exception
-    EXPECT_THROW(params.parse_arff_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", params.data_ptr), plssvm::invalid_file_format_exception);
-
-    // test parsing an empty file
-    EXPECT_THROW_WHAT(params.parse_arff_file(PLSSVM_TEST_PATH "/data/libsvm/0x0.libsvm", params.data_ptr), plssvm::invalid_file_format_exception, "Can't parse file: no ATTRIBUTES are defined!");
-    // test parsing a file without data points (but with @DATA)
-    EXPECT_THROW_WHAT(params.parse_arff_file(PLSSVM_TEST_PATH "/data/arff/0x4.arff", params.data_ptr), plssvm::invalid_file_format_exception, "Can't parse file: no data points are given or @DATA is missing!");
-
-    std::ifstream ifs(PLSSVM_TEST_PATH "/data/arff/5x4.arff");
-    std::string correct_file((std::istreambuf_iterator<char>(ifs)), std::istreambuf_iterator<char>());
-
-    const auto ill_formed_tester = [&params, correct_file](const std::string_view correct, const std::string_view altered, const std::string_view msg) {
-        // alter correct file to be ill-formed
-        std::string ill_formed_model{ correct_file };
-        plssvm::detail::replace_all(ill_formed_model, correct, altered);
-
-        // create temporary file with ill-formed arff specification
-        std::string tmp_model_file = util::create_temp_file();
-        std::ofstream ofs{ tmp_model_file };
-        ofs << ill_formed_model;
-        ofs.close();
-
-        // perform actual check
-        EXPECT_THROW_WHAT(params.parse_arff_file(tmp_model_file, params.data_ptr), plssvm::invalid_file_format_exception, msg);
-
-        // remove temporary file
-        std::filesystem::remove(tmp_model_file);
-    };
-
-    // test for ATTRIBUTE with type not equal to NUMERIC
-    ill_formed_tester("@ATTRIBUTE third    Numeric", "@ATTRIBUTE third    String", "Can only use NUMERIC features, but '@ATTRIBUTE third    String' was given!");
-    // test for ATTRIBUTE with name class which isn't last
-    ill_formed_tester("@ATTRIBUTE fourth   NUMERIC", "@ATTRIBUTE class    NUMERIC", "Only the last ATTRIBUTE may be CLASS!");
-    // test for missing @DATA
-    ill_formed_tester("@DATA", "", "Can't parse file: no data points are given or @DATA is missing!");
-
-    // test for @ in data section
-    ill_formed_tester("0.57650218263054642", "@0.57650218263054642", "Read @ inside data section!: '@0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1'");
-    // test for missing closing } in sparse data point
-    ill_formed_tester("{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}", "{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1", "Missing closing '}' for sparse data point 3 description!");
-    // test for missing label even though @ATTRIBUTE class is defined
-    ill_formed_tester("{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}", "{1 0.60276937379453293, 2 -0.13086851759108944}", "Missing label for data point 3!");
-    // test for missing data point
-    ill_formed_tester("-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1", "-1.117827500607882,-2.9087188881250993,1", "Invalid number of features/labels! Found 2 but should be 4!");
-    // test for additional data point
-    ill_formed_tester("-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1", "-1.117827500607882,-2.9087188881250993,1.0978832703949288,1.0978832703949288,1.0978832703949288,1", "Too many features! Superfluous ',1' for data point 0!");
-    // test for additional data point in sparse specification
-    ill_formed_tester("{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1}", "{1 0.60276937379453293, 2 -0.13086851759108944, 4 -1, 5 42.1415}", "Too many features given! Trying to add feature at position 5 but max position is 3!");
-    // test for missing label
-    ill_formed_tester("-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1", "-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288", "Invalid number of features/labels! Found 3 but should be 4!");
-}
-
-// test whether plssvm::parameter<T>::parse_arff correctly fails if the file doesn't exist
-TYPED_TEST(Parameter, parse_arff_non_existing_file) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    // attempting to parse a non-existing file should result in an exception
-    EXPECT_THROW_WHAT(params.parse_arff_file(PLSSVM_TEST_PATH "/data/arff/5x4.ar", params.data_ptr), plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/arff/5x4.ar"));
-}
-
-// test whether plssvm::parameter<T>::parse_file uses the correct file parser
-TYPED_TEST(Parameter, parse_file) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // correct values for libsvm file
-    const std::vector<std::vector<real_type>> expected_data_libsvm = initialize_with_correct_type<real_type>({
-        { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-        { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-        { 0.57650218263054642, 1.01405596624706053, 0.13009428079760464, 0.7261913886869387 },
-        { -0.20981208921241892, 0.60276937379453293, -0.13086851759108944, 0.10805254527169827 },
-        { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 },
-    });
-    const std::vector<real_type> expected_values_libsvm = initialize_with_correct_type<real_type>({ 1, 1, -1, -1, -1 });
-
-    //
-    // parse libsvm file
-    //
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-    check_content_equal<true, real_type>(expected_data_libsvm, expected_values_libsvm, params.data_ptr, params.value_ptr);
-
-    // correct values for arff file
-    const std::vector<std::vector<real_type>> expected_data_arff = initialize_with_correct_type<real_type>({
-        { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-        { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-        { 0.57650218263054642, 1.01405596624706053, 0.13009428079760464, 0.7261913886869387 },
-        { 0., 0.60276937379453293, -0.13086851759108944, 0. },
-        { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 },
-    });
-    const std::vector<real_type> expected_values_arff = initialize_with_correct_type<real_type>({ 1, 1, -1, -1, -1 });
-
-    //
-    // parse arff file
-    //
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/arff/5x4.arff");
-    check_content_equal<true, real_type>(expected_data_arff, expected_values_arff, params.data_ptr, params.value_ptr);
-}
-
-// test whether plssvm::parameter<T>::parse_train_file uses the correct data pointer
-TYPED_TEST(Parameter, parse_train_file) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // correct values
-    const std::vector<std::vector<real_type>> expected_data = initialize_with_correct_type<real_type>({
-        { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-        { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-        { 0.57650218263054642, 1.01405596624706053, 0.13009428079760464, 0.7261913886869387 },
-        { -0.20981208921241892, 0.60276937379453293, -0.13086851759108944, 0.10805254527169827 },
-        { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 },
-    });
-    const std::vector<real_type> expected_values = initialize_with_correct_type<real_type>({ 1, 1, -1, -1, -1 });
-
-    //
-    // parse train file with labels
-    //
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-    check_content_equal<true, real_type>(expected_data, expected_values, params.data_ptr, params.value_ptr);
-
-    //
-    // parse train file without labels should result in an exception
-    //
-    EXPECT_THROW_WHAT(params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm.no_label"), plssvm::invalid_file_format_exception, "Missing labels for train file!");
-}
-
-// test whether plssvm::parameter<T>::parse_test_file uses the correct test data pointer
-TYPED_TEST(Parameter, parse_test_file) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // correct values
-    const std::vector<std::vector<real_type>> expected_data = initialize_with_correct_type<real_type>({
-        { -1.117827500607882, -2.9087188881250993, 0.66638344270039144, 1.0978832703949288 },
-        { -0.5282118298909262, -0.335880984968183973, 0.51687296029754564, 0.54604461446026 },
-        { 0.57650218263054642, 1.01405596624706053, 0.13009428079760464, 0.7261913886869387 },
-        { -0.20981208921241892, 0.60276937379453293, -0.13086851759108944, 0.10805254527169827 },
-        { 1.88494043717792, 1.00518564317278263, 0.298499933047586044, 1.6464627048813514 },
-    });
-    const std::vector<real_type> expected_values = initialize_with_correct_type<real_type>({ 1, 1, -1, -1, -1 });
-
-    //
-    // parse test file with labels
-    //
-    params.parse_test_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-    check_content_equal<true, real_type>(expected_data, expected_values, params.test_data_ptr, params.value_ptr);
-
-    //
-    // parse test file without labels
-    //
-    params.parse_test_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm.no_label");
-    check_content_equal<false, real_type>(expected_data, expected_values, params.test_data_ptr, params.value_ptr);
-}
-
-//*************************************************************************************************************************************//
-//                                                         parse model files                                                           //
-//*************************************************************************************************************************************//
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-
-template <typename T>
-class ParameterModel : public ::testing::Test {};
-TYPED_TEST_SUITE(ParameterModel, parameter_types, util::google_test::parameter_definition_to_name);
-
-// test whether plssvm::parameter<T>::parse_model_file correctly parses model files
-TYPED_TEST(ParameterModel, parse_model_file) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    // parse model file based on used kernel type
-    switch (TypeParam::kernel) {
-        case plssvm::kernel_type::linear:
-            params.parse_model_file(PLSSVM_TEST_PATH "/data/models/5x4.libsvm.model");
-            break;
-        case plssvm::kernel_type::polynomial:
-            params.parse_model_file(PLSSVM_TEST_PATH "/data/models/5x4.libsvm.polynomial.model");
-            break;
-        case plssvm::kernel_type::rbf:
-            params.parse_model_file(PLSSVM_TEST_PATH "/data/models/5x4.libsvm.rbf.model");
-            break;
-    }
-
-    using real_type = typename decltype(params)::real_type;
-
-    // correct support vectors
-    const std::vector<std::vector<real_type>> expected_model_support_vectors = initialize_with_correct_type<real_type>({
-        { -1.117828, -2.908719, 0.6663834, 1.097883 },
-        { -0.5282118, -0.335881, 0.5168730, 0.5460446 },
-        { -0.2098121, 0.6027694, -0.1308685, 0.1080525 },
-        { 1.884940, 1.005186, 0.2984999, 1.646463 },
-        { 0.5765022, 1.014056, 0.1300943, 0.7261914 },
-    });
-    const std::vector<real_type> expected_model_alphas = initialize_with_correct_type<real_type>({ -0.17609610490769723, 0.8838187731213127, -0.47971257671001616, 0.0034556484621847128, -0.23146573996578407 });
-
-    // check if necessary pointers are set
-    ASSERT_NE(params.value_ptr, nullptr);
-
-    // check if sizes match
-    ASSERT_NE(params.data_ptr, nullptr);
-    ASSERT_EQ(params.data_ptr->size(), expected_model_support_vectors.size()) << "num support vectors mismatch";
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < params.data_ptr->size(); ++i) {
-        EXPECT_EQ((*params.data_ptr)[i].size(), expected_model_support_vectors[i].size()) << "mismatch num features in support vector: " << i;
-    }
-    ASSERT_NE(params.alpha_ptr, nullptr);
-    ASSERT_EQ(params.alpha_ptr->size(), expected_model_alphas.size()) << "num alphas mismatch";
-
-    // check parsed values for correctness
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < params.data_ptr->size(); ++i) {
-        for (typename std::vector<std::vector<real_type>>::size_type j = 0; j < (*params.data_ptr)[i].size(); ++j) {
-            util::gtest_expect_floating_point_eq((*params.data_ptr)[i][j], expected_model_support_vectors[i][j], fmt::format("support vector: {} feature: {}", i, j));
-        }
-        util::gtest_expect_floating_point_eq((*params.alpha_ptr)[i], expected_model_alphas[i], fmt::format("support vector: {}", i));
-    }
-
-    // check if other parameter values are set correctly
-    util::gtest_expect_floating_point_eq(params.rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-    switch (TypeParam::kernel) {
-        case plssvm::kernel_type::linear:
-            EXPECT_EQ(params.kernel, plssvm::kernel_type::linear);
-            break;
-        case plssvm::kernel_type::polynomial:
-            EXPECT_EQ(params.kernel, plssvm::kernel_type::polynomial);
-            EXPECT_EQ(params.degree, 2);
-            EXPECT_EQ(params.gamma, real_type{ 0.25 });
-            EXPECT_EQ(params.coef0, real_type{ 1 });
-            break;
-        case plssvm::kernel_type::rbf:
-            EXPECT_EQ(params.kernel, plssvm::kernel_type::rbf);
-            EXPECT_EQ(params.gamma, real_type{ 0.25 });
-            break;
-    }
-}
-
-// test whether plssvm::parameter<T>::parse_model_file correctly fails parsing ill-formed model files
-TYPED_TEST(ParameterModel, parse_model_ill_formed) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-
-    using real_type = typename decltype(params)::real_type;
-
-    // parse a libsvm file using the model file parser should result in an exception
-    EXPECT_THROW(params.parse_model_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm"), plssvm::invalid_file_format_exception);
-    // test parsing a file without data points (but with SV)
-    EXPECT_THROW_WHAT(params.parse_model_file(PLSSVM_TEST_PATH "/data/models/0x4.model"), plssvm::invalid_file_format_exception, "Can't parse file: no support vectors are given or SV is missing!");
-
-    std::ifstream model_ifs(PLSSVM_TEST_PATH "/data/models/5x4.libsvm.model");
-    std::string correct_model((std::istreambuf_iterator<char>(model_ifs)), std::istreambuf_iterator<char>());
-
-    const auto ill_formed_tester = [&params, correct_model](const std::string_view correct, const std::string_view altered, const std::string_view msg) {
-        // alter correct model file to be ill-formed
-        std::string ill_formed_model{ correct_model };
-        plssvm::detail::replace_all(ill_formed_model, correct, altered);
-
-        // create temporary file with ill-formed model specification
-        std::string tmp_model_file = util::create_temp_file();
-        std::ofstream ofs{ tmp_model_file };
-        ofs << ill_formed_model;
-        ofs.close();
-
-        // perform actual check
-        EXPECT_THROW_WHAT(params.parse_model_file(tmp_model_file), plssvm::invalid_file_format_exception, msg);
-
-        // remove temporary file
-        std::filesystem::remove(tmp_model_file);
-    };
-
-    // test svm_type
-    ill_formed_tester("svm_type c_svc", "svm_type c_svc_wrong", "Can only use c_svc as svm_type, but 'c_svc_wrong' was given!");
-    // test kernel
-    ill_formed_tester("kernel_type linear", "kernel_type sigmoid", "Unrecognized kernel type 'sigmoid'!");
-    // test number of classes
-    ill_formed_tester("nr_class 2", "nr_class 3", "Can only use 2 classes, but 3 were given!");
-    // test total number of support vectors
-    ill_formed_tester("total_sv 5", "total_sv 0", "The number of support vectors must be greater than 0, but is 0!");
-    // test labels
-    ill_formed_tester("label 1 -1", "label 2 -1", "Only the labels 1 and -1 are allowed, but 'label 2 -1' were given!");
-    ill_formed_tester("label 1 -1", "label 1 -2", "Only the labels 1 and -1 are allowed, but 'label 1 -2' were given!");
-    ill_formed_tester("label 1 -1", "label 1 -1 2", "Only the labels 1 and -1 are allowed, but 'label 1 -1 2' were given!");
-    ill_formed_tester("label 1 -1", "label 1", fmt::format("Can't convert '' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
-    // test number of support vectors per class
-    ill_formed_tester("nr_sv 2 3", "nr_sv 2 4", "The number of positive and negative support vectors doesn't add up to the total number: 2 + 4 != 5!");
-    ill_formed_tester("nr_sv 2 3", "nr_sv 2 2 1", "Only two numbers are allowed, but more were given 'nr_sv 2 2 1'!");
-    // test illegal entry
-    ill_formed_tester("SV", "SV_wrong", "Unrecognized header entry 'SV_wrong'! Maybe SV is missing?");
-
-    // test for missing total number of support vectors
-    ill_formed_tester("total_sv 5\nnr_sv 2 3", "", "Missing total number of support vectors!");
-    // test for missing labels
-    ill_formed_tester("label 1 -1", "", "Missing labels!");
-    // test for mussing number of support vectors per class
-    ill_formed_tester("nr_sv 2 3", "", "Missing number of support vectors per class!");
-    // test for missing rho
-    ill_formed_tester("rho 0.37330625882191915", "", "Missing rho value!");
-}
-
-// test whether plssvm::parameter<T>::parse_model_file correctly fails if the file doesn't exist
-TYPED_TEST(ParameterModel, parse_model_non_existing_file) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-
-    // attempting to parse a non-existing file should result in an exception
-    EXPECT_THROW_WHAT(params.parse_model_file(PLSSVM_TEST_PATH "/data/models/5x4.libsvm.mod"), plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/models/5x4.libsvm.mod"));
-}
-
-//*************************************************************************************************************************************//
-//                                                         operator>> overload                                                         //
-//*************************************************************************************************************************************//
-// check whether the operator<<(plssvm::parameter<T>) output is correct
-TYPED_TEST(Parameter, output_operator) {
-    // create parameter object
-    plssvm::parameter<TypeParam> params;
-
-    // get output string
-    std::stringstream ss;
-    ss << params;
-
-    // correct output string
-    std::string correct_output =
-        fmt::format("kernel_type                 linear\n"
-                    "degree                      3\n"
-                    "gamma                       0\n"
-                    "coef0                       0\n"
-                    "cost                        1\n"
-                    "epsilon                     0.001\n"
-                    "print_info                  true\n"
-                    "backend                     automatic\n"
-                    "target platform             automatic\n"
-                    "SYCL kernel invocation type automatic\n"
-                    "SYCL implementation type    automatic\n"
-                    "input_filename              ''\n"
-                    "model_filename              ''\n"
-                    "predict_filename            ''\n"
-                    "rho                         0\n"
-                    "real_type                   {}\n",
-                    plssvm::detail::arithmetic_type_name<TypeParam>());
-
-    // check for equality
-    EXPECT_EQ(ss.str(), correct_output);
-}
-
-//*************************************************************************************************************************************//
-//                                                           parameter train                                                           //
-//*************************************************************************************************************************************//
-template <typename T>
-class ParameterTrain : public ::testing::Test {};
-TYPED_TEST_SUITE(ParameterTrain, floating_point_types);
-// check whether the single std::string constructor of plssvm::parameter_train<T> is correct
-TYPED_TEST(ParameterTrain, parse_filename) {
-    // create parameter object
-    plssvm::parameter_train<TypeParam> params{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
-
-    using real_type = TypeParam;
-
-    ::testing::StaticAssertTypeEq<real_type, typename decltype(params)::real_type>();
-
-    EXPECT_EQ(params.kernel, plssvm::kernel_type::linear);
-    EXPECT_EQ(params.degree, 3);
-    EXPECT_EQ(params.gamma, real_type{ 0.25 });
-    EXPECT_EQ(params.coef0, real_type{ 0 });
-    EXPECT_EQ(params.cost, real_type{ 1 });
-    EXPECT_EQ(params.epsilon, real_type{ 0.001 });
-    EXPECT_TRUE(params.print_info);
-    EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
-    EXPECT_EQ(params.target, plssvm::target_platform::automatic);
-
-    EXPECT_EQ(params.input_filename, PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-    EXPECT_EQ(params.model_filename, "5x4.libsvm.model");
-    EXPECT_TRUE(params.predict_filename.empty());
-
-    EXPECT_NE(params.data_ptr, nullptr);
-    EXPECT_NE(params.value_ptr, nullptr);
-    EXPECT_EQ(params.alpha_ptr, nullptr);
-    EXPECT_EQ(params.test_data_ptr, nullptr);
-
-    EXPECT_EQ(params.rho, real_type{ 0 });
-}
-
-// check whether the command line parsing for plssvm::parameter_train<T> is correct
-TYPED_TEST(ParameterTrain, parse_command_line_arguments) {
-    // used command line parameters
-    std::vector<std::string> argv_vec = { "./plssvm-train", "--backend", "cuda", "--target_platform", "gpu_nvidia", "-t", "1", "-d", "5", "--gamma", "3.1415", "-r", "0.42", "--cost", "1.89", "-e", "0.00001", "-q", "--input", PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
-    std::vector<char *> argv(argv_vec.size());
-    for (std::size_t i = 0; i < argv.size(); ++i) {
-        argv[i] = argv_vec[i].data();
-    }
-
-    // create parameter object
-    plssvm::parameter_train<TypeParam> params(static_cast<int>(argv.size()), argv.data());
-
-    using real_type = TypeParam;
-
-    ::testing::StaticAssertTypeEq<real_type, typename decltype(params)::real_type>();
-
-    EXPECT_EQ(params.kernel, plssvm::kernel_type::polynomial);
-    EXPECT_EQ(params.degree, 5);
-    EXPECT_EQ(params.gamma, real_type{ 3.1415 });
-    EXPECT_EQ(params.coef0, real_type{ 0.42 });
-    EXPECT_EQ(params.cost, real_type{ 1.89 });
-    EXPECT_EQ(params.epsilon, real_type{ 0.00001 });
-    EXPECT_FALSE(params.print_info);
-    EXPECT_EQ(params.backend, plssvm::backend_type::cuda);
-    EXPECT_EQ(params.target, plssvm::target_platform::gpu_nvidia);
-
-    EXPECT_EQ(params.input_filename, PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-    EXPECT_EQ(params.model_filename, "5x4.libsvm.model");
-    EXPECT_TRUE(params.predict_filename.empty());
-
-    EXPECT_NE(params.data_ptr, nullptr);
-    EXPECT_NE(params.value_ptr, nullptr);
-    EXPECT_EQ(params.alpha_ptr, nullptr);
-    EXPECT_EQ(params.test_data_ptr, nullptr);
-
-    EXPECT_EQ(params.rho, real_type{ 0 });
-}
-
-//*************************************************************************************************************************************//
-//                                                          parameter predict                                                          //
-//*************************************************************************************************************************************//
-template <typename T>
-class ParameterPredict : public ::testing::Test {};
-TYPED_TEST_SUITE(ParameterPredict, floating_point_types);
-// check whether the std::string constructor of plssvm::parameter_predict<T> is correct
-TYPED_TEST(ParameterPredict, parse_filename) {
-    // create parameter object
-    plssvm::parameter_predict<TypeParam> params{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", PLSSVM_TEST_PATH "/data/models/5x4.libsvm.model" };
-
-    using real_type = TypeParam;
-
-    ::testing::StaticAssertTypeEq<real_type, typename decltype(params)::real_type>();
-
-    EXPECT_EQ(params.kernel, plssvm::kernel_type::linear);
-    EXPECT_EQ(params.degree, 3);
-    EXPECT_EQ(params.gamma, real_type{ 0.25 });
-    EXPECT_EQ(params.coef0, real_type{ 0 });
-    EXPECT_EQ(params.cost, real_type{ 1 });
-    EXPECT_EQ(params.epsilon, real_type{ 0.001 });
-    EXPECT_TRUE(params.print_info);
-    EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
-    EXPECT_EQ(params.target, plssvm::target_platform::automatic);
-
-    EXPECT_EQ(params.input_filename, PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-    EXPECT_EQ(params.model_filename, PLSSVM_TEST_PATH "/data/models/5x4.libsvm.model");
-    EXPECT_EQ(params.predict_filename, "5x4.libsvm.predict");
-
-    EXPECT_NE(params.data_ptr, nullptr);
-    EXPECT_NE(params.value_ptr, nullptr);
-    EXPECT_NE(params.alpha_ptr, nullptr);
-    EXPECT_NE(params.test_data_ptr, nullptr);
-
-    util::gtest_expect_floating_point_eq(params.rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-}
-
-// check whether the command line parsing for plssvm::parameter_predict<T> is correct
-TYPED_TEST(ParameterPredict, parse_command_line_arguments) {
-    // used command line parameters
-
-    std::vector<std::string> argv_vec = { "./plssvm-predict", "--backend", "opencl", "--target_platform", "cpu", "--test", PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", "--model", PLSSVM_TEST_PATH "/data/models/5x4.libsvm.model" };
-    std::vector<char *> argv(argv_vec.size());
-    for (std::size_t i = 0; i < argv.size(); ++i) {
-        argv[i] = argv_vec[i].data();
-    }
-
-    // create parameter object
-    plssvm::parameter_predict<TypeParam> params(static_cast<int>(argv.size()), argv.data());
-
-    using real_type = TypeParam;
-
-    ::testing::StaticAssertTypeEq<real_type, typename decltype(params)::real_type>();
-
-    EXPECT_EQ(params.kernel, plssvm::kernel_type::linear);
-    EXPECT_EQ(params.degree, 3);
-    EXPECT_EQ(params.gamma, real_type{ 0.25 });
-    EXPECT_EQ(params.coef0, real_type{ 0 });
-    EXPECT_EQ(params.cost, real_type{ 1 });
-    EXPECT_EQ(params.epsilon, real_type{ 0.001 });
-    EXPECT_TRUE(params.print_info);
-    EXPECT_EQ(params.backend, plssvm::backend_type::opencl);
-    EXPECT_EQ(params.target, plssvm::target_platform::cpu);
-
-    EXPECT_EQ(params.input_filename, PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-    EXPECT_EQ(params.model_filename, PLSSVM_TEST_PATH "/data/models/5x4.libsvm.model");
-    EXPECT_EQ(params.predict_filename, "5x4.libsvm.predict");
-
-    EXPECT_NE(params.data_ptr, nullptr);
-    EXPECT_NE(params.value_ptr, nullptr);
-    EXPECT_NE(params.alpha_ptr, nullptr);
-    EXPECT_NE(params.test_data_ptr, nullptr);
-
-    util::gtest_expect_floating_point_eq(params.rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-}
\ No newline at end of file

From 80058743967d811a1c2e5413c93b7b53d01df679 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 14:30:53 +0200
Subject: [PATCH 0311/1010] Fix values that may not be used for GTest test
 naming.

---
 tests/default_value.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index aac673986..cf53ea455 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -65,7 +65,7 @@ TEST_P(DefaultInitString, explicit_construct) {
     // check for correct construction
     EXPECT_EQ(plssvm::default_init{ val }.value, val);
 }
-INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitString, ::testing::Values("", "foo", "bar", "baz", "Hello, World!"), naming::pretty_print_escaped_string<DefaultInitString>);
+INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitString, ::testing::Values("", "foo", "bar", "baz", "Hello World"), naming::pretty_print_escaped_string<DefaultInitString>);
 
 ////////////////////////////////////////////////////////////////////////////////
 ////                              default_value                             ////
@@ -341,7 +341,7 @@ TEST(DefaultValue, to_string) {
     EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ 1 } }), "1");
     EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ 3.1415 } }), "3.1415");
     EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ -4 } }), "-4");
-    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ "Hello, World!" } }), "Hello, World!");
+    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ "Hello World" } }), "Hello World");
 }
 TEST(DefaultValue, from_string) {
     // check conversion from std::string

From 49aaec89f4c0477c51aacb6ff512c1e4e65c67c8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 14:50:30 +0200
Subject: [PATCH 0312/1010] Replace the util::create_temporary_file() function
 with the util::temporary_file RAII class.

---
 tests/data_set.cpp                          |  80 +++++-----
 tests/detail/io/arff_parsing.cpp            |  16 +-
 tests/detail/io/libsvm_model_parsing.cpp    |  16 +-
 tests/detail/io/libsvm_parsing.cpp          |  16 +-
 tests/detail/io/scaling_factors_parsing.cpp |  16 +-
 tests/model.cpp                             | 128 ++++++++--------
 tests/utility.hpp                           | 154 +++++++-------------
 7 files changed, 150 insertions(+), 276 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 1df0272f1..f0bdef11c 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -17,7 +17,7 @@
 #include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "utility.hpp"  // util::create_temp_file, util::redirect_output, EXPECT_THROW_WHAT
+#include "utility.hpp"  // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "gmock/gmock-matchers.h"  // ::testing::{ContainsRegex, StartsWith}
 #include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT, ASSERT_EQ, ASSERT_GT, TEST, TYPED_TEST, TYPED_TEST_SUITE
@@ -139,24 +139,21 @@ TYPED_TEST(DataSetScaling, save) {
     const scaling_type scale{ PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt" };
 
     // create temporary file
-    const std::string filename = util::create_temp_file();
-    {
-        // save scaling factors
-        scale.save(filename);
-
-        // read file and check its content
-        plssvm::detail::io::file_reader reader{ filename };
-        reader.read_lines('#');
-
-        // check file content
-        ASSERT_GE(reader.num_lines(), 2);
-        EXPECT_EQ(reader.line(0), "x");
-        EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
-        for (std::size_t i = 2; i < reader.num_lines(); ++i) {
-            EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
-        }
+    const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
+    // save scaling factors
+    scale.save(tmp_file.filename);
+
+    // read file and check its content
+    plssvm::detail::io::file_reader reader{ tmp_file.filename };
+    reader.read_lines('#');
+
+    // check file content
+    ASSERT_GE(reader.num_lines(), 2);
+    EXPECT_EQ(reader.line(0), "x");
+    EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+    for (std::size_t i = 2; i < reader.num_lines(); ++i) {
+        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
     }
-    std::filesystem::remove(filename);
 }
 TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
     using real_type = typename TypeParam::real_type;
@@ -167,26 +164,23 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
     const scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
 
     // create temporary file
-    const std::string filename = util::create_temp_file();
-    {
-        // save scaling factors
-        scale.save(filename);
-
-        // read file and check its content
-        plssvm::detail::io::file_reader reader{ filename };
-        reader.read_lines('#');
-
-        std::vector<std::string> regex_patterns;
-        // header
-        regex_patterns.emplace_back("x");
-        regex_patterns.emplace_back("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-
-        // check the content
-        ASSERT_EQ(reader.num_lines(), 2);
-        EXPECT_EQ(reader.line(0), "x");
-        EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
-    }
-    std::filesystem::remove(filename);
+    const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
+    // save scaling factors
+    scale.save(tmp_file.filename);
+
+    // read file and check its content
+    plssvm::detail::io::file_reader reader{ tmp_file.filename };
+    reader.read_lines('#');
+
+    std::vector<std::string> regex_patterns;
+    // header
+    regex_patterns.emplace_back("x");
+    regex_patterns.emplace_back("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+
+    // check the content
+    ASSERT_EQ(reader.num_lines(), 2);
+    EXPECT_EQ(reader.line(0), "x");
+    EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
 }
 
 ////////////////////////////////////////////////////////////////////////////////
@@ -934,19 +928,11 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
 }
 
 template <typename TypeParam>
-class DataSetSave : public ::testing::Test, private util::redirect_output {
+class DataSetSave : public ::testing::Test, private util::redirect_output, protected util::temporary_file {
   protected:
-    void SetUp() override {
-        filename = util::create_temp_file();
-    }
-    void TearDown() override {
-        std::filesystem::remove(filename);
-    }
-
     using T = typename TypeParam::real_type;
     using U = typename TypeParam::label_type;
 
-    std::string filename;
     const std::vector<std::vector<T>> data_points = {
         { T{ 1.1 }, T{ 1.2 }, T{ 1.3 }, T{ 1.4 } },
         { T{ 2.1 }, T{ 2.2 }, T{ 2.3 }, T{ 2.4 } },
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 23aab0e7c..fd611ddfe 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
+#include "../../utility.hpp"  // util::temporary_file, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -377,19 +377,7 @@ TYPED_TEST(ARFFParseDeathTest, invalid_file_reader) {
 }
 
 template <typename T>
-class ARFFWriteBase : public ::testing::Test {
-  protected:
-    void SetUp() override {
-        // create a temporary file containing the scaling factors
-        filename = util::create_temp_file();
-    }
-    void TearDown() override {
-        // remove the temporary file at the end
-        std::filesystem::remove(filename);
-    }
-
-    std::string filename;
-};
+class ARFFWriteBase : public ::testing::Test, protected util::temporary_file {};
 
 template <typename T>
 class ARFFWrite : public ARFFWriteBase<T> {};
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 009e9a318..a8c7d8476 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -15,7 +15,7 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::create_temp_file, util::redirect_output, EXPECT_THROW_WHAT
+#include "../../utility.hpp"  // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -450,19 +450,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, empty) {
 }
 
 template <typename T>
-class LIBSVMModelWriteBase : public ::testing::Test, private util::redirect_output {
-  protected:
-    void SetUp() override {
-        // create a temporary file containing the scaling factors
-        filename = util::create_temp_file();
-    }
-    void TearDown() override {
-        // remove the temporary file at the end
-        std::filesystem::remove(filename);
-    }
-
-    std::string filename;
-};
+class LIBSVMModelWriteBase : public ::testing::Test, private util::redirect_output, protected util::temporary_file {};
 
 template <typename T>
 class LIBSVMModelHeaderWrite : public LIBSVMModelWriteBase<T> {};
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index bb4853862..83c297c76 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::create_temp_file, EXPECT_THROW_WHAT
+#include "../../utility.hpp"  // util::temporary_file, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -385,19 +385,7 @@ TYPED_TEST(LIBSVMParseDeathTest, skip_too_many_lines) {
 }
 
 template <typename T>
-class LIBSVMWriteBase : public ::testing::Test {
-  protected:
-    void SetUp() override {
-        // create a temporary file containing the scaling factors
-        filename = util::create_temp_file();
-    }
-    void TearDown() override {
-        // remove the temporary file at the end
-        std::filesystem::remove(filename);
-    }
-
-    std::string filename;
-};
+class LIBSVMWriteBase : public ::testing::Test, protected util::temporary_file {};
 
 template <typename T>
 class LIBSVMWrite : public LIBSVMWriteBase<T> {};
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index eda80670f..7d6ea6968 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 
-#include "../../utility.hpp"  // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
+#include "../../utility.hpp"  // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT, util::temporary_file
 
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
 #include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
@@ -174,19 +174,7 @@ TYPED_TEST(ScalingFactorsReadDeathTest, invalid_file_reader) {
 }
 
 template <typename T>
-class ScalingFactorsWriteBase : public ::testing::Test {
-  protected:
-    void SetUp() override {
-        // create a temporary file containing the scaling factors
-        filename = util::create_temp_file();
-    }
-    void TearDown() override {
-        // remove the temporary file at the end
-        std::filesystem::remove(filename);
-    }
-
-    std::string filename;
-};
+class ScalingFactorsWriteBase : public ::testing::Test, protected util::temporary_file {};
 
 template <typename T>
 class ScalingFactorsWrite : public ScalingFactorsWriteBase<T> {};
diff --git a/tests/model.cpp b/tests/model.cpp
index f8742c29f..5c3e078a0 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "utility.hpp"  // util::create_temp_file, util::redirect_output
+#include "utility.hpp"  // util::temporary_file, util::redirect_output
 
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
@@ -140,79 +140,71 @@ TYPED_TEST(Model, rho) {
     EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
 }
 
-class ModelSave : public ::testing::TestWithParam<std::string>, private util::redirect_output {};
+class ModelSave : public ::testing::TestWithParam<std::string>, private util::redirect_output, protected util::temporary_file {};
 TEST_P(ModelSave, save) {
     // create a model using an existing LIBSVM model file
-    plssvm::model<double, int> model{ fmt::format("{}{}", PLSSVM_TEST_PATH, GetParam()) };
-
-    // create temporary file
-    const std::string filename = util::create_temp_file();
-
-    {
-        // write model to file
-        model.save(filename);
-
-        // read previously written file
-        plssvm::detail::io::file_reader reader{ filename };
-        reader.read_lines('#');
-        // copy read lines
-        std::vector<std::string_view> lines{ reader.lines() };
-
-        // create vector containing correct regex expressions for the LIBSVM model file header
-        std::vector<std::string> regex_patterns;
-        regex_patterns.emplace_back("svm_type c_svc");
-        regex_patterns.emplace_back(fmt::format("kernel_type {}", model.svm_parameter().kernel));
-        switch (model.svm_parameter().kernel) {
-            case plssvm::kernel_type::linear:
-                break;
-            case plssvm::kernel_type::polynomial:
-                regex_patterns.emplace_back("degree [0-9]+");
-                regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-                regex_patterns.emplace_back("coef0 [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-                break;
-            case plssvm::kernel_type::rbf:
-                regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+    const plssvm::model<double, int> model{ fmt::format("{}{}", PLSSVM_TEST_PATH, GetParam()) };
+
+    // write model to file
+    model.save(filename);
+
+    // read previously written file
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    // copy read lines
+    std::vector<std::string_view> lines{ reader.lines() };
+
+    // create vector containing correct regex expressions for the LIBSVM model file header
+    std::vector<std::string> regex_patterns;
+    regex_patterns.emplace_back("svm_type c_svc");
+    regex_patterns.emplace_back(fmt::format("kernel_type {}", model.svm_parameter().kernel));
+    switch (model.svm_parameter().kernel) {
+        case plssvm::kernel_type::linear:
+            break;
+        case plssvm::kernel_type::polynomial:
+            regex_patterns.emplace_back("degree [0-9]+");
+            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+            regex_patterns.emplace_back("coef0 [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+            break;
+        case plssvm::kernel_type::rbf:
+            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+            break;
+    }
+    regex_patterns.emplace_back("nr_class [0-9]+");
+    regex_patterns.emplace_back("total_sv [0-9]+");
+    regex_patterns.emplace_back("rho [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+    regex_patterns.emplace_back("label (.+ ?)+");
+    regex_patterns.emplace_back("nr_sv ([0-9]+ ?)+");
+    regex_patterns.emplace_back("SV");
+
+    // at least number of header entries lines must be present
+    ASSERT_GT(reader.num_lines(), regex_patterns.size());
+
+    // check if the model header is valid
+    for (const std::string &pattern : regex_patterns) {
+        const std::regex reg{ pattern, std::regex::extended };
+
+        // check each line if one matches the regex pattern
+        bool found_matching_line{ false };
+        for (std::size_t i = 0; i < lines.size(); ++i) {
+            // check if ANY line matches the current regex pattern
+            if (std::regex_match(std::string{ lines[i] }, reg)) {
+                found_matching_line = true;
+                // remove this line since it already matched a regex pattern
+                lines.erase(lines.begin() + static_cast<std::vector<std::string_view>::iterator::difference_type>(i));
                 break;
-        }
-        regex_patterns.emplace_back("nr_class [0-9]+");
-        regex_patterns.emplace_back("total_sv [0-9]+");
-        regex_patterns.emplace_back("rho [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-        regex_patterns.emplace_back("label (.+ ?)+");
-        regex_patterns.emplace_back("nr_sv ([0-9]+ ?)+");
-        regex_patterns.emplace_back("SV");
-
-        // at least number of header entries lines must be present
-        ASSERT_GT(reader.num_lines(), regex_patterns.size());
-
-        // check if the model header is valid
-        for (const std::string &pattern : regex_patterns) {
-            const std::regex reg{ pattern, std::regex::extended };
-
-            // check each line if one matches the regex pattern
-            bool found_matching_line{ false };
-            for (std::size_t i = 0; i < lines.size(); ++i) {
-                // check if ANY line matches the current regex pattern
-                if (std::regex_match(std::string{ lines[i] }, reg)) {
-                    found_matching_line = true;
-                    // remove this line since it already matched a regex pattern
-                    lines.erase(lines.begin() + static_cast<std::vector<std::string_view>::iterator::difference_type>(i));
-                    break;
-                }
-            }
-            // NO line matches the pattern -> test failed
-            if (!found_matching_line) {
-                GTEST_FAIL() << fmt::format("Can't find a line matching the regex pattern: \"{}\"", pattern);
             }
         }
-        // only support vectors should be left -> check the remaining lines if they match the correct pattern
-        const std::string support_vector_pattern{ "[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?)*" };
-        for (const std::string_view line : lines) {
-            std::regex reg(support_vector_pattern, std::regex::extended);
-            EXPECT_TRUE(std::regex_match(std::string{ line }, reg)) << fmt::format("Line \"{}\" doesn't match the regex pattern \"{}\"", line, support_vector_pattern);
+        // NO line matches the pattern -> test failed
+        if (!found_matching_line) {
+            GTEST_FAIL() << fmt::format("Can't find a line matching the regex pattern: \"{}\"", pattern);
         }
     }
-
-    // remove temporary file
-    std::filesystem::remove(filename);
+    // only support vectors should be left -> check the remaining lines if they match the correct pattern
+    const std::string support_vector_pattern{ "[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?)*" };
+    for (const std::string_view line : lines) {
+        std::regex reg(support_vector_pattern, std::regex::extended);
+        EXPECT_TRUE(std::regex_match(std::string{ line }, reg)) << fmt::format("Line \"{}\" doesn't match the regex pattern \"{}\"", line, support_vector_pattern);
+    }
 }
 INSTANTIATE_TEST_SUITE_P(Model, ModelSave, ::testing::Values("/data/model/5x4_linear.libsvm.model", "/data/model/5x4_polynomial.libsvm.model", "/data/model/5x4_rbf.libsvm.model"));
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 9f502711c..6ed1017a8 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -30,7 +30,7 @@
 
 #include <algorithm>    // std::min, std::max
 #include <cmath>        // std::abs
-#include <filesystem>   // std::filesystem::temp_directory_path, std::filesystem::exists
+#include <filesystem>   // std::filesystem::temp_directory_path, std::filesystem::exists, std::filesystem::remove
 #include <iostream>     // std::cout
 #include <limits>       // std::numeric_limits
 #include <random>       // std::random_device, std::mt19937, std::uniform_real_distribution
@@ -70,33 +70,46 @@ class redirect_output {
 };
 
 /**
- * @brief Create a unique temporary file return the file's name.
+ * @brief A class encapsulating unique temporary file's name.
  * @details On UNIX systems use `mkstemp` to create a unique file in the temporary directory. On non-UNIX system create
  *          a file in the current directory using a random `unsigned long long` number.
- * @return the name of the temporary file
  */
-inline std::string create_temp_file() {
+class temporary_file {
+  public:
+    /**
+     * @brief Create a new unique temporary file.
+     */
+    temporary_file() {
 #ifdef __unix__
-    std::string file = std::filesystem::temp_directory_path().string();
-    file += "/tmpfile_XXXXXX";
-    // create unique temporary file
-    int fd = mkstemp(file.data());
-    // immediately close file if possible
-    if (fd >= 0) {
-        close(fd);
-    }
-    return file;
+        filename = std::filesystem::temp_directory_path().string();
+        filename += "/tmpfile_XXXXXX";
+        // create unique temporary file
+        const int file_descriptor = mkstemp(filename.data());
+        // immediately close file if possible
+        if (file_descriptor >= 0) {
+            close(file_descriptor);
+        }
 #else
-    std::random_device rd;
-    std::mt19937 gen(rd());
-    std::uniform_int_distribution<unsigned long long> dist;
-    std::string file{ std::to_string(dist(gen)) };
-    while (std::filesystem::exists(std::filesystem::current_path() / file)) {
-        file = std::to_string(dist(gen));
-    }
-    return file;
+        std::random_device device;
+        std::mt19937 gen(device());
+        std::uniform_int_distribution<unsigned long long> dist;
+        filename{ std::to_string(dist(gen)) };
+        while (std::filesystem::exists(std::filesystem::temp_directory_path() / filename)) {
+            filename = std::to_string(dist(gen));
+        }
+        // create file
+        std::ofstream{ std::filesystem::temp_directory_path() / filename) };
 #endif
-}
+    }
+    /**
+     * @brief Remove the temporary file if it exists.
+     */
+    ~temporary_file() {
+        std::filesystem::remove(filename);
+    }
+
+    std::string filename;
+};
 
 /**
  * @brief Compares the two floating point values @p val1 and @p val2.
@@ -177,45 +190,6 @@ inline void gtest_assert_floating_point_near(const T val1, const T val2, const s
     gtest_assert_floating_point_near(val1, val2, T{ 1 }, msg);
 }
 
-/**
- * @brief Check whether converting the enum @p e to a std::string results in the string representation @p str.
- * @tparam Enum the type of the enum to convert
- * @param[in] e the enum to convert to a std::string
- * @param[in] str the expected string representation of the enum @p e
- */
-template <typename Enum>
-inline void gtest_expect_enum_to_string_string_conversion(const Enum e, const std::string_view str) {
-    std::ostringstream ss;
-    ss << e;
-    EXPECT_FALSE(ss.fail());
-    EXPECT_EQ(ss.str(), str);
-}
-/**
- * @brief Check whether converting the string @p str to the enum type @p Enum yields @p e.
- * @tparam Enum the type of the enum
- * @param[in] str the string representation of @p e
- * @param[in] e the expected enum value
- */
-template <typename Enum>
-inline void gtest_expect_string_to_enum_conversion(const std::string &str, const Enum e) {
-    std::istringstream ss{ str };
-    Enum parsed{};
-    ss >> parsed;
-    EXPECT_FALSE(ss.fail());
-    EXPECT_EQ(parsed, e);
-}
-/**
- * @brief Check whether converting the illegal string @p str to the enum type @p Enum results in setting the failbit in the stream object.
- * @tparam Enum the type of the enum
- * @param[in] str the illegal string representation of an enum value of type @p Enum
- */
-template <typename Enum>
-inline void gtest_expect_string_to_enum_conversion(const std::string &str) {
-    std::istringstream ss{ str };
-    Enum parsed{};
-    ss >> parsed;
-    EXPECT_TRUE(ss.fail());
-}
 /**
  * @brief Check whether the C-SVM returned by a call to `plssvm::make_csvm` with the parameters @p params returns a C-SVM of type @p Derived
  * @tparam Derived the expected C-SVM type, based on the backend_type of @þ params
@@ -231,34 +205,34 @@ inline void gtest_expect_correct_csvm_factory(const plssvm::parameter<T> &params
     EXPECT_NE(res, nullptr);
 }
 
-/*
- * Convert the parameter to a std::string using a std::ostringstream.
+/**
+ * @brief Convert the parameter @p value to a std::string using a std::ostringstream.
  */
 template <typename T>
-inline std::string convert_to_string(const T &param) {
-    std::ostringstream os;
-    os << param;
+inline std::string convert_to_string(const T &value) {
+    std::ostringstream output;
+    output << value;
     // test if output was successful
     [&]() {
         // need immediate invoked lambda because of void return in ASSERT_FALSE
-        ASSERT_FALSE(os.fail());
+        ASSERT_FALSE(output.fail());
     }();
-    return os.str();
+    return output.str();
 }
-/*
- * Convert the std::string to a value of type T using a std::istringstream.
+/**
+ * @brief Convert the std::string @p str to a value of type T using a std::istringstream.
  */
 template <typename T>
 inline T convert_from_string(const std::string &str) {
-    std::istringstream is{ str };
-    T param{};
-    is >> param;
+    std::istringstream input{ str };
+    T value{};
+    input >> value;
     // test if input was successful
     [&]() {
         // need immediate invoked lambda because of void return in ASSERT_FALSE
-        ASSERT_FALSE(is.fail());
+        ASSERT_FALSE(input.fail());
     }();
-    return param;
+    return value;
 }
 
 /**
@@ -304,34 +278,4 @@ template <typename T>
         }                                                                                                    \
     } while (false)
 
-namespace google_test {
-/**
- * @brief Save the data type and kernel function in a single struct used by GoogleTest's TYPED_TEST_SUITE.
- * @tparam T the type of the data
- * @tparam Kernel the kernel function to use
- */
-template <typename T, plssvm::kernel_type Kernel>
-struct parameter_definition {
-    using real_type = T;
-    static constexpr plssvm::kernel_type kernel = Kernel;
-};
-
-/**
- * @brief Class used to pretty print a `util::google_test::parameter_definition` in a test case name.
- */
-class parameter_definition_to_name {
-  public:
-    /**
-     * @brief Convert a `util::google_test::parameter_definition` to a string representation.
-     * @tparam T `util::google_test::parameter_definition`
-     * @return the string representation
-     */
-    template <typename T>
-    static std::string GetName(int) {
-        return fmt::format("{}.{}", plssvm::detail::arithmetic_type_name<typename T::real_type>(), T::kernel);
-    }
-};
-
-}  // namespace google_test
-
 }  // namespace util
\ No newline at end of file

From 6e72ea6f23f38d95c8df4e74004e7fc916d399d6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 14:57:02 +0200
Subject: [PATCH 0313/1010] Improve test naming and add some const.

---
 tests/detail/io/scaling_factors_parsing.cpp | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 7d6ea6968..06e1a3a38 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -13,6 +13,7 @@
 #include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 
+#include "../../naming.hpp"   // naming::arithmetic_types_to_name
 #include "../../utility.hpp"  // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT, util::temporary_file
 
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -38,10 +39,10 @@ class ScalingFactorsReadBase : public ::testing::Test {};
 
 template <typename T>
 class ScalingFactorsRead : public ScalingFactorsReadBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsRead, floating_point_types);
+TYPED_TEST_SUITE(ScalingFactorsRead, floating_point_types, naming::arithmetic_types_to_name);
 template <typename T>
 class ScalingFactorsReadDeathTest : public ScalingFactorsReadBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsReadDeathTest, floating_point_types);
+TYPED_TEST_SUITE(ScalingFactorsReadDeathTest, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(ScalingFactorsRead, read) {
     using real_type = TypeParam;
@@ -165,11 +166,11 @@ TYPED_TEST(ScalingFactorsRead, invalid_number) {
 TYPED_TEST(ScalingFactorsReadDeathTest, invalid_file_reader) {
     using real_type = TypeParam;
     // define data to write
-    std::pair<real_type, real_type> interval{ -1.5, 1.5 };
-    std::vector<factors<real_type>> scaling_factors{ factors<real_type>{} };  // at least one scaling factor must be given!
+    const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
+    const std::vector<factors<real_type>> scaling_factors{ factors<real_type>{} };  // at least one scaling factor must be given!
 
     // create temporary file containing the scaling factors
-    plssvm::detail::io::file_reader reader{};
+    const plssvm::detail::io::file_reader reader{};
     EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), "The file_reader is currently not associated with a file!");
 }
 
@@ -178,11 +179,11 @@ class ScalingFactorsWriteBase : public ::testing::Test, protected util::temporar
 
 template <typename T>
 class ScalingFactorsWrite : public ScalingFactorsWriteBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsWrite, floating_point_types);
+TYPED_TEST_SUITE(ScalingFactorsWrite, floating_point_types, naming::arithmetic_types_to_name);
 
 template <typename T>
 class ScalingFactorsWriteDeathTest : public ScalingFactorsWriteBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsWriteDeathTest, floating_point_types);
+TYPED_TEST_SUITE(ScalingFactorsWriteDeathTest, floating_point_types, naming::arithmetic_types_to_name);
 
 TYPED_TEST(ScalingFactorsWrite, write) {
     using real_type = TypeParam;
@@ -212,7 +213,7 @@ TYPED_TEST(ScalingFactorsWrite, write_empty_scaling_factors) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
-    std::vector<factors<real_type>> scaling_factors{};  // write no scaling factors to the file (allowed, but nonsensical)
+    const std::vector<factors<real_type>> scaling_factors{};  // write no scaling factors to the file (allowed, but nonsensical)
 
     // try to write the necessary data to the file
     plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors);
@@ -233,7 +234,7 @@ TYPED_TEST(ScalingFactorsWriteDeathTest, write_illegal_interval) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ 1, -1 };  // illegal interval!
-    std::vector<factors<real_type>> scaling_factors(1);
+    const std::vector<factors<real_type>> scaling_factors(1);
 
     // try to write the necessary data to the file
     EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));

From cc70129d36404b07cfd55770e1c74878e615f665 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 15:49:04 +0200
Subject: [PATCH 0314/1010] Rename factors type to factor_type.

---
 tests/detail/io/scaling_factors_parsing.cpp | 40 ++++++++++-----------
 1 file changed, 20 insertions(+), 20 deletions(-)

diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 06e1a3a38..b1e0bc127 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -29,7 +29,7 @@
 
 // typedef nested struct
 template <typename T>
-using factors = typename plssvm::data_set<T>::scaling::factors;
+using factors_type = typename plssvm::data_set<T>::scaling::factors;
 
 // the floating point types to test
 using floating_point_types = ::testing::Types<float, double>;
@@ -49,7 +49,7 @@ TYPED_TEST(ScalingFactorsRead, read) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/scaling_factors.txt" };
     reader.read_lines('#');
-    const auto &[scaling_interval, scaling_factors] = plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader);
+    const auto &[scaling_interval, scaling_factors] = plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader);
 
     // check for correctness
     // scaling interval
@@ -57,8 +57,8 @@ TYPED_TEST(ScalingFactorsRead, read) {
     util::gtest_assert_floating_point_near(scaling_interval.second, real_type{ 2.6 });
     // scaling factors
     // note that the parsed scaling factors are zero-based!
-    const std::vector<factors<real_type>> correct_scaling_factors{
-        factors<real_type>{ 0, 0.0, 1.0 }, factors<real_type>{ 1, 1.1, 2.1 }, factors<real_type>{ 3, 3.3, 4.3 }, factors<real_type>{ 4, 4.4, 5.4 }
+    const std::vector<factors_type<real_type>> correct_scaling_factors{
+        factors_type<real_type>{ 0, 0.0, 1.0 }, factors_type<real_type>{ 1, 1.1, 2.1 }, factors_type<real_type>{ 3, 3.3, 4.3 }, factors_type<real_type>{ 4, 4.4, 5.4 }
     };
     ASSERT_EQ(scaling_factors.size(), correct_scaling_factors.size());
     for (std::size_t i = 0; i < correct_scaling_factors.size(); ++i) {
@@ -73,7 +73,7 @@ TYPED_TEST(ScalingFactorsRead, read_no_scaling_factors) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt" };
     reader.read_lines('#');
-    const auto &[scaling_interval, scaling_factors] = plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader);
+    const auto &[scaling_interval, scaling_factors] = plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader);
 
     // check for correctness
     // scaling interval
@@ -88,7 +88,7 @@ TYPED_TEST(ScalingFactorsRead, too_many_scaling_interval_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_interval_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 3 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 3 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_scaling_interval_values) {
     using real_type = TypeParam;
@@ -96,7 +96,7 @@ TYPED_TEST(ScalingFactorsRead, too_few_scaling_interval_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_interval_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, inconsistent_scaling_interval_values) {
     using real_type = TypeParam;
@@ -104,7 +104,7 @@ TYPED_TEST(ScalingFactorsRead, inconsistent_scaling_interval_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/inconsistent_scaling_interval_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "Inconsistent scaling interval specification: lower (1.4) must be less than upper (-2.6)!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "Inconsistent scaling interval specification: lower (1.4) must be less than upper (-2.6)!");
 }
 TYPED_TEST(ScalingFactorsRead, no_header) {
     using real_type = TypeParam;
@@ -112,7 +112,7 @@ TYPED_TEST(ScalingFactorsRead, no_header) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/no_header.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The first line must only contain an 'x', but is \"-1.4 2.6\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The first line must only contain an 'x', but is \"-1.4 2.6\"!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_lines) {
     using real_type = TypeParam;
@@ -120,7 +120,7 @@ TYPED_TEST(ScalingFactorsRead, too_few_lines) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_lines.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 1 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 1 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, empty) {
     using real_type = TypeParam;
@@ -128,7 +128,7 @@ TYPED_TEST(ScalingFactorsRead, empty) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/empty.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 0 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 0 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_scaling_factor_values) {
     using real_type = TypeParam;
@@ -136,7 +136,7 @@ TYPED_TEST(ScalingFactorsRead, too_few_scaling_factor_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_factor_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 2 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 2 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_many_scaling_factor_values) {
     using real_type = TypeParam;
@@ -144,7 +144,7 @@ TYPED_TEST(ScalingFactorsRead, too_many_scaling_factor_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_factor_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 4 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 4 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, zero_based_scaling_factors) {
     using real_type = TypeParam;
@@ -152,7 +152,7 @@ TYPED_TEST(ScalingFactorsRead, zero_based_scaling_factors) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/zero_based_scaling_factors.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), plssvm::invalid_file_format_exception, "The scaling factors must be provided one-based, but are zero-based!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The scaling factors must be provided one-based, but are zero-based!");
 }
 TYPED_TEST(ScalingFactorsRead, invalid_number) {
     using real_type = TypeParam;
@@ -160,18 +160,18 @@ TYPED_TEST(ScalingFactorsRead, invalid_number) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/invalid_number.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
 }
 
 TYPED_TEST(ScalingFactorsReadDeathTest, invalid_file_reader) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
-    const std::vector<factors<real_type>> scaling_factors{ factors<real_type>{} };  // at least one scaling factor must be given!
+    const std::vector<factors_type<real_type>> scaling_factors{ factors_type<real_type>{} };  // at least one scaling factor must be given!
 
     // create temporary file containing the scaling factors
     const plssvm::detail::io::file_reader reader{};
-    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors<real_type>>(reader)), "The file_reader is currently not associated with a file!");
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), "The file_reader is currently not associated with a file!");
 }
 
 template <typename T>
@@ -189,7 +189,7 @@ TYPED_TEST(ScalingFactorsWrite, write) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ -2.0, 2.0 };
-    std::vector<factors<real_type>> scaling_factors{ factors<real_type>{ 0, 1.2, 1.2 }, factors<real_type>{ 1, 0.5, -1.4 }, factors<real_type>{ 2, -1.2, 4.4 } };
+    std::vector<factors_type<real_type>> scaling_factors{ factors_type<real_type>{ 0, 1.2, 1.2 }, factors_type<real_type>{ 1, 0.5, -1.4 }, factors_type<real_type>{ 2, -1.2, 4.4 } };
 
     // write the necessary data to the file
     plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors);
@@ -213,7 +213,7 @@ TYPED_TEST(ScalingFactorsWrite, write_empty_scaling_factors) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
-    const std::vector<factors<real_type>> scaling_factors{};  // write no scaling factors to the file (allowed, but nonsensical)
+    const std::vector<factors_type<real_type>> scaling_factors{};  // write no scaling factors to the file (allowed, but nonsensical)
 
     // try to write the necessary data to the file
     plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors);
@@ -234,7 +234,7 @@ TYPED_TEST(ScalingFactorsWriteDeathTest, write_illegal_interval) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ 1, -1 };  // illegal interval!
-    const std::vector<factors<real_type>> scaling_factors(1);
+    const std::vector<factors_type<real_type>> scaling_factors(1);
 
     // try to write the necessary data to the file
     EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));

From 7013f56f4287f447de973c648471652108bb6c44 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 30 Sep 2022 16:18:15 +0200
Subject: [PATCH 0315/1010] Update test names.

---
 tests/detail/io/file_reader.cpp | 41 ++++++++++++++++++---------------
 tests/naming.hpp                | 19 +++++++++++++++
 2 files changed, 41 insertions(+), 19 deletions(-)

diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index bc62ab3e8..00a8d9e4f 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -13,6 +13,7 @@
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::starts_with
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::file_not_found_exception, plssvm::file_reader_exception
 
+#include "../../naming.hpp"   // naming::{open_parameter_types_to_name, pretty_print_escaped_string}
 #include "../../utility.hpp"  // EXPECT_THROW_WHAT
 
 #include "fmt/core.h"     // fmt::format
@@ -29,7 +30,7 @@
 
 TEST(FileReader, default_construct) {
     // default construct file_reader
-    plssvm::detail::io::file_reader reader{};
+    const plssvm::detail::io::file_reader reader{};
 
     // file reader must not be associated to a file, i.e., is_open must return false
     EXPECT_FALSE(reader.is_open());
@@ -45,7 +46,7 @@ TEST(FileReader, move_construct) {
     reader1.read_lines('#');
 
     // move-construct second file_reader
-    plssvm::detail::io::file_reader reader2{ std::move(reader1) };
+    const plssvm::detail::io::file_reader reader2{ std::move(reader1) };
 
     // test content of the second file_reader
     EXPECT_TRUE(reader2.is_open());
@@ -82,19 +83,18 @@ TEST(FileReader, move_assign) {
     EXPECT_EQ(reader1.buffer(), nullptr);
 }
 
-
 template <typename T>
 class FileReaderConstructWithOpen : public ::testing::Test {};
 
 // the input filename types to test
 using open_paramete_types = ::testing::Types<const char *, std::string, std::filesystem::path>;
-TYPED_TEST_SUITE(FileReaderConstructWithOpen, open_paramete_types);
+TYPED_TEST_SUITE(FileReaderConstructWithOpen, open_paramete_types, naming::open_parameter_types_to_name);
 
 TYPED_TEST(FileReaderConstructWithOpen, non_empty_file) {
     // create file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     // construct a file_reader
-    plssvm::detail::io::file_reader reader{ filename };
+    const plssvm::detail::io::file_reader reader{ filename };
 
     EXPECT_TRUE(reader.is_open());  // since we associated a file with reader, a file must be open!
     // since we did not call .read_lines() no PARSED content is available!
@@ -104,9 +104,9 @@ TYPED_TEST(FileReaderConstructWithOpen, non_empty_file) {
 }
 TYPED_TEST(FileReaderConstructWithOpen, empty_file) {
     // create file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
     // construct a file_reader using a c-string literal
-    plssvm::detail::io::file_reader reader{ filename };
+    const plssvm::detail::io::file_reader reader{ filename };
 
     EXPECT_TRUE(reader.is_open());  // since we associated a file with reader, a file must be open!
     // since we did not call .read_lines() no PARSED content is available!
@@ -116,17 +116,17 @@ TYPED_TEST(FileReaderConstructWithOpen, empty_file) {
 }
 TYPED_TEST(FileReaderConstructWithOpen, file_not_found) {
     // create file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
     EXPECT_THROW_WHAT(plssvm::detail::io::file_reader{ filename }, plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/file_not_found"));
 }
 
 template <typename T>
 class FileReaderOpen : public ::testing::Test {};
-TYPED_TEST_SUITE(FileReaderOpen, open_paramete_types);
+TYPED_TEST_SUITE(FileReaderOpen, open_paramete_types, naming::open_parameter_types_to_name);
 
 TYPED_TEST(FileReaderOpen, non_empty_file) {
     // create default constructed file reader and open it using the file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
     // construct a default file_reader and open a file
     plssvm::detail::io::file_reader reader{};
     reader.open(filename);
@@ -139,7 +139,7 @@ TYPED_TEST(FileReaderOpen, non_empty_file) {
 }
 TYPED_TEST(FileReaderOpen, empty_file) {
     // create default constructed file reader and open it using the file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
     // construct a default file_reader and open a file
     plssvm::detail::io::file_reader reader{};
     reader.open(filename);
@@ -152,14 +152,14 @@ TYPED_TEST(FileReaderOpen, empty_file) {
 }
 TYPED_TEST(FileReaderOpen, file_not_found) {
     // create default constructed file reader and open it using the file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
     // construct a default file_reader and open a file
     plssvm::detail::io::file_reader reader{};
     EXPECT_THROW_WHAT(reader.open(filename), plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/file_not_found"));
 }
 TYPED_TEST(FileReaderOpen, multiple_open) {
     // create default constructed file reader and open it using the file name depending on the current test type
-    TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/empty.txt" };
     // construct a default file_reader and open a file
     plssvm::detail::io::file_reader reader{};
     reader.open(filename);
@@ -234,7 +234,7 @@ TEST(FileReader, swap_member_function) {
 }
 
 // clang-format off
-const std::vector<std::tuple<std::string, char, std::vector<std::string_view>>> file_lines{
+const std::array<std::tuple<std::string, char, std::vector<std::string_view>>, 3> file_lines{
     std::make_tuple(PLSSVM_TEST_PATH "/data/arff/5x4_int.arff", '%', std::vector<std::string_view>{
                                  "% Title",
                                  "% comments",
@@ -261,11 +261,14 @@ const std::vector<std::tuple<std::string, char, std::vector<std::string_view>>>
 };
 // clang-format on
 
+/**
+ * @brief Filter @p lines that start with @p filter.
+ */
 template <typename T>
-std::vector<std::string_view> filter_lines(const std::vector<std::string_view> &lines, const T f) {
+std::vector<std::string_view> filter_lines(const std::vector<std::string_view> &lines, const T filter) {
     std::vector<std::string_view> filtered_lines;
     for (const std::string_view line : lines) {
-        if (!plssvm::detail::starts_with(line, f)) {
+        if (!plssvm::detail::starts_with(line, filter)) {
             filtered_lines.push_back(line);
         }
     }
@@ -351,7 +354,7 @@ TEST_P(FileReaderLines, buffer_valid) {
         EXPECT_NE(reader.buffer(), nullptr);
     }
 }
-INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLines, ::testing::ValuesIn(file_lines));
+INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLines, ::testing::ValuesIn(file_lines), naming::pretty_print_escaped_string<FileReaderLines>);
 
 class FileReaderLinesDeathTest : public ::testing::TestWithParam<std::tuple<std::string, char, std::vector<std::string_view>>> {};
 TEST_P(FileReaderLinesDeathTest, line_out_of_bounce) {
@@ -364,7 +367,7 @@ TEST_P(FileReaderLinesDeathTest, line_out_of_bounce) {
     ASSERT_EQ(reader.lines().size(), filter_lines(lines, comment).size());
     EXPECT_DEATH(std::ignore = reader.line(reader.num_lines()), fmt::format("Out-of-bounce access!: {} >= {}", reader.num_lines(), reader.num_lines()));
 }
-INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLinesDeathTest, ::testing::ValuesIn(file_lines));
+INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLinesDeathTest, ::testing::ValuesIn(file_lines), naming::pretty_print_escaped_string<FileReaderLinesDeathTest>);
 
 TEST(FileReader, swap_free_function) {
     // create two file readers
diff --git a/tests/naming.hpp b/tests/naming.hpp
index 86ad8a7b6..8650b8a19 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -32,6 +32,7 @@
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
+#include <filesystem> // std::filesystem::path
 
 namespace naming {
 
@@ -139,6 +140,23 @@ class exception_types_to_name {
     }
 };
 
+// detail/io/file_reader.cpp
+class open_parameter_types_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        if constexpr (std::is_same_v<T, const char *>) {
+            return "const_char_ptr";
+        } else if constexpr (std::is_same_v<T, std::filesystem::path>) {
+            return "std_filesystem_path";
+        } else if constexpr (std::is_same_v<T, std::string>) {
+            return "std_string";
+        } else {
+            plssvm::detail::always_false_v<T>;
+        }
+    }
+};
+
 // general
 class arithmetic_types_to_name {
   public:
@@ -176,6 +194,7 @@ namespace detail {
     plssvm::detail::replace_all(str, "-", "_M_");
     plssvm::detail::replace_all(str, " ", "_W_");
     plssvm::detail::replace_all(str, ".", "_D_");
+    plssvm::detail::replace_all(str, "/", "_");
     if (str.empty()) {
         str = "EMPTY";
     }

From bc68494eaf2128633fbcc7d7a6abf874f6273138 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 4 Oct 2022 09:21:45 +0200
Subject: [PATCH 0316/1010] Update comments and order.

---
 tests/detail/io/file_reader.cpp | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 00a8d9e4f..7c7fe42d9 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -291,7 +291,7 @@ TEST_P(FileReaderLines, parse_lines_without_char_comments) {
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines(comment);
 
-    // no comments have been filtered (but newlines)
+    // comments have been filtered
     EXPECT_EQ(reader.lines(), filter_lines(lines, comment));
 }
 TEST_P(FileReaderLines, parse_lines_without_string_comments) {
@@ -300,16 +300,9 @@ TEST_P(FileReaderLines, parse_lines_without_string_comments) {
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines("@ATTRIBUTE");
 
-    // no comments have been filtered (but newlines)
+    // the arff header attributes have been filtered
     EXPECT_EQ(reader.lines(), filter_lines(lines, "@ATTRIBUTE"));
 }
-TEST(FileReaderLines, parse_lines_without_associated_file) {
-    // create file_reader without associating it to a file
-    plssvm::detail::io::file_reader reader{};
-
-    // reading lines while no file is associated is impossible!
-    EXPECT_THROW_WHAT(reader.read_lines(), plssvm::file_reader_exception, "This file_reader is currently not associated to a file!");
-}
 TEST_P(FileReaderLines, num_lines) {
     const auto &[filename, comment, lines] = GetParam();
     // create and read file
@@ -356,6 +349,14 @@ TEST_P(FileReaderLines, buffer_valid) {
 }
 INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLines, ::testing::ValuesIn(file_lines), naming::pretty_print_escaped_string<FileReaderLines>);
 
+TEST(FileReaderLines, parse_lines_without_associated_file) {
+    // create file_reader without associating it to a file
+    plssvm::detail::io::file_reader reader{};
+
+    // reading lines while no file is associated is impossible!
+    EXPECT_THROW_WHAT(reader.read_lines(), plssvm::file_reader_exception, "This file_reader is currently not associated to a file!");
+}
+
 class FileReaderLinesDeathTest : public ::testing::TestWithParam<std::tuple<std::string, char, std::vector<std::string_view>>> {};
 TEST_P(FileReaderLinesDeathTest, line_out_of_bounce) {
     const auto &[filename, comment, lines] = GetParam();

From b3d811abcec8dd808380345f2fee0327232c6c00 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 4 Oct 2022 09:57:51 +0200
Subject: [PATCH 0317/1010] Add support for conversions to bool in the
 convert_to function.

---
 include/plssvm/detail/string_conversion.hpp | 12 ++++++++++++
 tests/detail/string_conversion.cpp          |  4 +++-
 2 files changed, 15 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 35b5f0a9b..e91240cfe 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -48,6 +48,18 @@ template <typename T, typename Exception = std::runtime_error, std::enable_if_t<
     if constexpr (std::is_same_v<remove_cvref_t<T>, std::string>) {
         // convert string_view to string
         return std::string{ trim(str) };
+    } else if constexpr (std::is_same_v<remove_cvref_t<T>, bool>) {
+        const std::string lower_case_str = as_lower_case(trim(str));
+        // the string true
+        if (lower_case_str == "true") {
+            return true;
+        }
+        // the string false
+        if (lower_case_str == "false") {
+            return false;
+        }
+        // convert a number to its "long long" value and convert it to a bool: 0 -> false, otherwise true
+        return static_cast<bool>(convert_to<long long>(str));
     } else {
         // select conversion function depending on the provided type
         const auto convert_from_chars = [](const std::string_view sv, auto &val) {
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index b2eebd6b3..f2729e06a 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -48,10 +48,12 @@ TEST(StringConversion, string_conversion) {
     const std::vector<std::string_view> input = { "-3", "-1.5", "0.0", "1.5", "3", "   5", "  6 ", "7  " };
     const std::vector<std::string_view> input_unsigned = { "0.0", "1.5", "3", "   5", "  6 ", "7  " };
     const std::vector<std::string_view> input_char = { "0", "48", "65.2", "66", "122", "   119", "  120 ", "121  " };
+    const std::vector<std::string_view> input_bool = { "true", "false", "True", "False", "TRUE", "FALSE"};
 
     // boolean
     // std::from_chars seems to not support bool
-    //    check_convert_to(input, std::vector<bool>{ true, true, false, true, true, true, true, true });
+    check_convert_to(input, std::vector<bool>{ true, true, false, true, true, true, true, true });
+    check_convert_to(input_bool, std::vector<bool>{ true, false, true, false, true, false });
 
     // character types
     check_convert_to(input_char, std::vector<char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });

From 07d9d088ceeda1d1d0e961e0dbb2236604d79a8b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 4 Oct 2022 14:29:41 +0200
Subject: [PATCH 0318/1010] Add support for converting to a char, fix error in
 bool conversion (exception type not correctly propagated).

---
 include/plssvm/detail/string_conversion.hpp |  8 +++++-
 tests/detail/string_conversion.cpp          | 29 +++++++++++++++++----
 2 files changed, 31 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index e91240cfe..676c05dce 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -59,7 +59,13 @@ template <typename T, typename Exception = std::runtime_error, std::enable_if_t<
             return false;
         }
         // convert a number to its "long long" value and convert it to a bool: 0 -> false, otherwise true
-        return static_cast<bool>(convert_to<long long>(str));
+        return static_cast<bool>(convert_to<long long, Exception>(str));
+    } else if constexpr (std::is_same_v<remove_cvref_t<T>, char>) {
+        const std::string_view trimmed = trim(str);
+        if (trimmed.size() != 1) {
+            throw Exception{ fmt::format("Can't convert '{}' to a value of type char!", str) };
+        }
+        return trimmed.front();
     } else {
         // select conversion function depending on the provided type
         const auto convert_from_chars = [](const std::string_view sv, auto &val) {
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index f2729e06a..c59c3a6e6 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -47,18 +47,23 @@ TEST(StringConversion, string_conversion) {
 
     const std::vector<std::string_view> input = { "-3", "-1.5", "0.0", "1.5", "3", "   5", "  6 ", "7  " };
     const std::vector<std::string_view> input_unsigned = { "0.0", "1.5", "3", "   5", "  6 ", "7  " };
-    const std::vector<std::string_view> input_char = { "0", "48", "65.2", "66", "122", "   119", "  120 ", "121  " };
-    const std::vector<std::string_view> input_bool = { "true", "false", "True", "False", "TRUE", "FALSE"};
+    const std::vector<std::string_view> input_signed_unsigned_char = { "0", "48", "65.2", "66", "122", "   119", "  120 ", "121  " };
+    const std::vector<std::string_view> input_char = { "0", "a", "A", "z", "w", "   x", "  Y ", "9  " };
+    const std::vector<std::string_view> input_bool = { "true", "false", "True", "False", "TRUE", "FALSE" };
 
     // boolean
     // std::from_chars seems to not support bool
     check_convert_to(input, std::vector<bool>{ true, true, false, true, true, true, true, true });
     check_convert_to(input_bool, std::vector<bool>{ true, false, true, false, true, false });
 
+    // boolean
+    check_convert_to(input, std::vector<bool>{ true, true, false, true, true, true, true, true });
+    check_convert_to(input_bool, std::vector<bool>{ true, false, true, false, true, false });
+
     // character types
-    check_convert_to(input_char, std::vector<char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
-    check_convert_to(input_char, std::vector<signed char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
-    check_convert_to(input_char, std::vector<unsigned char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    check_convert_to(input_char, std::vector<char>{ '0', 'a', 'A', 'z', 'w', 'x', 'Y', '9' });
+    check_convert_to(input_signed_unsigned_char, std::vector<signed char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
+    check_convert_to(input_signed_unsigned_char, std::vector<unsigned char>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
     // std::from_chars seems to not support char16_t, char32_t, and wchar_t
     //    check_convert_to(input_char, std::vector<char16_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
     //    check_convert_to(input_char, std::vector<char32_t>{ '\0', '0', 'A', 'B', 'z', 'w', 'x', 'y' });
@@ -96,6 +101,20 @@ TYPED_TEST(StringConversionException, string_conversion_exception) {
     EXPECT_THROW_WHAT(std::ignore = convert_to<TypeParam>("  abc 1"), std::runtime_error, fmt::format("Can't convert '  abc 1' to a value of type {}!", arithmetic_type_name<TypeParam>()));
     EXPECT_THROW_WHAT((std::ignore = convert_to<TypeParam, std::invalid_argument>("a")), std::invalid_argument, fmt::format("Can't convert 'a' to a value of type {}!", arithmetic_type_name<TypeParam>()));
 }
+TEST(StringConversionException, string_conversion_exception_bool) {
+    using namespace plssvm::detail;
+
+    EXPECT_THROW_WHAT(std::ignore = convert_to<bool>("a"), std::runtime_error, "Can't convert 'a' to a value of type long long!");
+    EXPECT_THROW_WHAT(std::ignore = convert_to<bool>("  abc 1"), std::runtime_error, "Can't convert '  abc 1' to a value of type long long!");
+    EXPECT_THROW_WHAT((std::ignore = convert_to<bool, std::invalid_argument>("a")), std::invalid_argument, "Can't convert 'a' to a value of type long long!");
+}
+TEST(StringConversionException, string_conversion_exception_char) {
+    using namespace plssvm::detail;
+
+    EXPECT_THROW_WHAT(std::ignore = convert_to<char>("42"), std::runtime_error, "Can't convert '42' to a value of type char!");
+    EXPECT_THROW_WHAT(std::ignore = convert_to<char>("  abc 1"), std::runtime_error, "Can't convert '  abc 1' to a value of type char!");
+    EXPECT_THROW_WHAT((std::ignore = convert_to<char, std::invalid_argument>("")), std::invalid_argument, "Can't convert '' to a value of type char!");
+}
 
 class StringConversionExtract : public ::testing::TestWithParam<std::tuple<std::string_view, int>> {};
 TEST_P(StringConversionExtract, extract_first_integer_from_string) {

From 228329d8bb1de8724b9a46309f041a43fd913249 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 4 Oct 2022 14:31:26 +0200
Subject: [PATCH 0319/1010] Refactor tests such that not only int and string
 types are tested but all supported types. Fix thread safety error when using
 bool as label_type.

---
 include/plssvm/detail/io/libsvm_parsing.hpp   |  10 +-
 tests/data/libsvm/5x4_TEMPLATE.libsvm         |   6 +
 tests/data/libsvm/5x4_sparse_TEMPLATE.libsvm  |   8 ++
 ...re_with_alpha_char_at_the_beginning.libsvm |   2 +-
 .../inconsistent_label_specification.libsvm   |   2 +-
 ...ex_with_alpha_char_at_the_beginning.libsvm |   2 +-
 .../invalid_colon_at_the_beginning.libsvm     |   2 +-
 .../invalid_colon_in_the_middle.libsvm        |   2 +-
 .../invalid/missing_feature_value.libsvm      |   2 +-
 .../libsvm/invalid/missing_index_value.libsvm |   2 +-
 .../invalid/non_increasing_indices.libsvm     |   2 +-
 .../non_strictly_increasing_indices.libsvm    |   2 +-
 .../libsvm/invalid/zero_based_features.libsvm |   6 +-
 tests/detail/io/libsvm_parsing.cpp            | 119 ++++++++++++------
 14 files changed, 113 insertions(+), 54 deletions(-)
 create mode 100644 tests/data/libsvm/5x4_TEMPLATE.libsvm
 create mode 100644 tests/data/libsvm/5x4_sparse_TEMPLATE.libsvm

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index aff274317..7763079f8 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -151,11 +151,17 @@ template <typename real_type, typename label_type>
 
                 // check if class labels are present (not necessarily the case for test files)
                 std::string_view::size_type pos = line.find_first_of(" \n");
-                std::string_view::size_type first_colon = line.find_first_of(":\n");
+                const std::string_view::size_type first_colon = line.find_first_of(":\n");
                 if (first_colon >= pos) {
                     // get class or alpha
                     has_label = true;
-                    label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
+                    if constexpr (std::is_same_v<label_type, bool>) {
+                        // the std::vector<bool> template specialization is per C++ standard NOT thread safe
+                        #pragma omp critical
+                        label[i] = detail::convert_to<bool, invalid_file_format_exception>(line.substr(0, pos));
+                    } else {
+                        label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(0, pos));
+                    }
                 } else {
                     has_no_label = true;
                     pos = 0;
diff --git a/tests/data/libsvm/5x4_TEMPLATE.libsvm b/tests/data/libsvm/5x4_TEMPLATE.libsvm
new file mode 100644
index 000000000..d62468611
--- /dev/null
+++ b/tests/data/libsvm/5x4_TEMPLATE.libsvm
@@ -0,0 +1,6 @@
+# comment
+LABEL_1_PLACEHOLDER 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
+LABEL_1_PLACEHOLDER 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
+LABEL_2_PLACEHOLDER 1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
+LABEL_2_PLACEHOLDER 1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
+LABEL_2_PLACEHOLDER 1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4_sparse_TEMPLATE.libsvm b/tests/data/libsvm/5x4_sparse_TEMPLATE.libsvm
new file mode 100644
index 000000000..22672a0a3
--- /dev/null
+++ b/tests/data/libsvm/5x4_sparse_TEMPLATE.libsvm
@@ -0,0 +1,8 @@
+# this is a comment
+LABEL_1_PLACEHOLDER
+LABEL_1_PLACEHOLDER  2:0.51687296029754564
+LABEL_2_PLACEHOLDER 1:1.01405596624706053
+
+LABEL_2_PLACEHOLDER 1:0.60276937379453293      3:-0.13086851759108944
+LABEL_2_PLACEHOLDER  4:0.298499933047586044   # this is also a comment
+   # yet another comment
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm b/tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm
index ae6255dd7..501c03569 100644
--- a/tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm
+++ b/tests/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm
@@ -1,2 +1,2 @@
 1 1:a-1.11 2:-2.90
--1 1:-0.52 2:-0.33
\ No newline at end of file
+0 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/inconsistent_label_specification.libsvm b/tests/data/libsvm/invalid/inconsistent_label_specification.libsvm
index aec79df4c..a7fd3ef0d 100644
--- a/tests/data/libsvm/invalid/inconsistent_label_specification.libsvm
+++ b/tests/data/libsvm/invalid/inconsistent_label_specification.libsvm
@@ -1,3 +1,3 @@
 1 1:-1.11 2:-2.90
  1:-0.52 2:-0.33
--1 1:11.21 2:3.14
\ No newline at end of file
+0 1:11.21 2:3.14
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm b/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
index 2f264a173..c6ab26f47 100644
--- a/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
+++ b/tests/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm
@@ -1,2 +1,2 @@
 1 1:-1.11 !2:-2.90
--1 1:-0.52 2:-0.33
\ No newline at end of file
+0 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm b/tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm
index 41939ed31..ed04c8a0a 100644
--- a/tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm
+++ b/tests/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm
@@ -1,2 +1,2 @@
 :1 1:-1.11 2:-2.90
--1 1:-0.52 2:-0.33
\ No newline at end of file
+0 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm b/tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm
index a6a1f7d64..1d93cd097 100644
--- a/tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm
+++ b/tests/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm
@@ -1,2 +1,2 @@
 1 1:-1.11 :2:-2.90
--1 1:-0.52 2:-0.33
\ No newline at end of file
+0 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/missing_feature_value.libsvm b/tests/data/libsvm/invalid/missing_feature_value.libsvm
index 16afafd47..91a3c061a 100644
--- a/tests/data/libsvm/invalid/missing_feature_value.libsvm
+++ b/tests/data/libsvm/invalid/missing_feature_value.libsvm
@@ -1,2 +1,2 @@
 1 1:-1.11 2: 3:42.0
--1 1:-0.52 2:-0.33
\ No newline at end of file
+0 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/missing_index_value.libsvm b/tests/data/libsvm/invalid/missing_index_value.libsvm
index 69611ce5b..784657c0f 100644
--- a/tests/data/libsvm/invalid/missing_index_value.libsvm
+++ b/tests/data/libsvm/invalid/missing_index_value.libsvm
@@ -1,2 +1,2 @@
 1 1:-1.11 :-2.90 3:42.0
--1 1:-0.52 2:-0.33
\ No newline at end of file
+0 1:-0.52 2:-0.33
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/non_increasing_indices.libsvm b/tests/data/libsvm/invalid/non_increasing_indices.libsvm
index 442097634..431ad8b0b 100644
--- a/tests/data/libsvm/invalid/non_increasing_indices.libsvm
+++ b/tests/data/libsvm/invalid/non_increasing_indices.libsvm
@@ -1,2 +1,2 @@
 1 1:-1.11 2:-2.90 3:187
--1 1:-0.52 3:-0.33 3:127.12
\ No newline at end of file
+0 1:-0.52 3:-0.33 3:127.12
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm b/tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm
index 882f64931..cac9cc567 100644
--- a/tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm
+++ b/tests/data/libsvm/invalid/non_strictly_increasing_indices.libsvm
@@ -1,2 +1,2 @@
 1 1:-1.11 2:-2.90 3:187
--1 1:-0.52 3:-0.33 2:127.12
\ No newline at end of file
+0 1:-0.52 3:-0.33 2:127.12
\ No newline at end of file
diff --git a/tests/data/libsvm/invalid/zero_based_features.libsvm b/tests/data/libsvm/invalid/zero_based_features.libsvm
index b0e51f64f..073f1c138 100644
--- a/tests/data/libsvm/invalid/zero_based_features.libsvm
+++ b/tests/data/libsvm/invalid/zero_based_features.libsvm
@@ -1,5 +1,5 @@
 1 0:-1.117827500607882 1:-2.9087188881250993 2:0.66638344270039144 3:1.0978832703949288
 1 0:-0.5282118298909262 1:-0.335880984968183973 2:0.51687296029754564 3:0.54604461446026
--1 0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387
--1 0:-0.20981208921241892 1:0.60276937379453293 2:-0.13086851759108944 3:0.10805254527169827
--1 0:1.88494043717792 1:1.00518564317278263 2:0.298499933047586044 3:1.6464627048813514
\ No newline at end of file
+0 0:0.57650218263054642 1:1.01405596624706053 2:0.13009428079760464 3:0.7261913886869387
+0 0:-0.20981208921241892 1:0.60276937379453293 2:-0.13086851759108944 3:0.10805254527169827
+0 0:1.88494043717792 1:1.00518564317278263 2:0.298499933047586044 3:1.6464627048813514
\ No newline at end of file
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 83c297c76..070a1992b 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -28,6 +28,8 @@
 #include <utility>      // std::pair, std::make_pair
 #include <vector>       // std::vector
 
+#include <fstream>
+
 // struct for the used type combinations
 template <typename T, typename U>
 struct type_combinations {
@@ -37,9 +39,31 @@ struct type_combinations {
 
 // the floating point and label types combinations to test
 using type_combinations_types = ::testing::Types<
+    type_combinations<float, bool>,
+    type_combinations<float, char>,
+    type_combinations<float, signed char>,
+    type_combinations<float, unsigned char>,
+    type_combinations<float, short>,
+    type_combinations<float, unsigned short>,
     type_combinations<float, int>,
+    type_combinations<float, unsigned int>,
+    type_combinations<float, long>,
+    type_combinations<float, unsigned long>,
+    type_combinations<float, long long>,
+    type_combinations<float, unsigned long long>,
     type_combinations<float, std::string>,
+    type_combinations<double, bool>,
+    type_combinations<double, char>,
+    type_combinations<double, signed char>,
+    type_combinations<double, unsigned char>,
+    type_combinations<double, short>,
+    type_combinations<double, unsigned short>,
     type_combinations<double, int>,
+    type_combinations<double, unsigned int>,
+    type_combinations<double, long>,
+    type_combinations<double, unsigned long>,
+    type_combinations<double, long long>,
+    type_combinations<double, unsigned long long>,
     type_combinations<double, std::string>>;
 
 class LIBSVMParseNumFeatures : public ::testing::TestWithParam<std::pair<std::string, std::size_t>> {};
@@ -70,24 +94,45 @@ TEST(LIBSVMParseNumFeatures, index_with_alpha_char_at_the_beginning) {
 }
 
 template <typename T>
-class LIBSVMParseDense : public ::testing::Test {
+std::pair<T, T> get_distinct_label() {
+    if constexpr (std::is_same_v<T, bool>) {
+        return std::make_pair(true, false);
+    } else if constexpr (sizeof(T) == sizeof(char)) {
+        return std::make_pair('a', 'b');
+    } else if constexpr (std::is_signed_v<T>) {
+        return std::make_pair(-1, 1);
+    } else if constexpr (std::is_unsigned_v<T>) {
+        return std::make_pair(1, 2);
+    } else if constexpr (std::is_floating_point_v<T>) {
+        return std::make_pair(-1.5, 1.5);
+    } else if constexpr (std::is_same_v<T, std::string>) {
+        return std::make_pair("cat", "dog");
+    } else {
+        plssvm::detail::always_false_v<T>;
+    }
+}
+
+template <typename T>
+class LIBSVMParseDense : public ::testing::Test, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // fill label vector based on the label_type
-        if constexpr (std::is_same_v<label_type, int>) {
-            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
-            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm";
-        } else if constexpr (std::is_same_v<label_type, std::string>) {
-            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
-            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_string.libsvm";
-        }
+        // get a label pair based on the current label type
+        const auto [first_label, second_label] = get_distinct_label<label_type>();
+        // read the data set template and replace the label placeholder with the correct labels
+        std::ifstream input{ PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm" };
+        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
+        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
+        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
+        // write the data set with the correct labels to the temporary file
+        std::ofstream out{ this->filename };
+        out << str;
+        // create a vector with the correct labels
+        correct_label = std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label };
     }
 
     using real_type = typename T::real_type;
     using label_type = typename T::label_type;
 
-    std::string filename{};
-
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ -1.117827500607882 }, real_type{ -2.9087188881250993 }, real_type{ 0.66638344270039144 }, real_type{ 1.0978832703949288 } },
         { real_type{ -0.5282118298909262 }, real_type{ -0.335880984968183973 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
@@ -99,24 +144,26 @@ class LIBSVMParseDense : public ::testing::Test {
 };
 TYPED_TEST_SUITE(LIBSVMParseDense, type_combinations_types);
 
-template <typename T>
-class LIBSVMParseSparse : public ::testing::Test {
+template <typename TypeParam>
+class LIBSVMParseSparse : public ::testing::Test, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // fill label vector based on the label_type
-        if constexpr (std::is_same_v<label_type, int>) {
-            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
-            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_sparse_int.libsvm";
-        } else if constexpr (std::is_same_v<label_type, std::string>) {
-            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
-            filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_sparse_string.libsvm";
-        }
+        // get a label pair based on the current label type
+        const auto [first_label, second_label] = get_distinct_label<label_type>();
+        // read the data set template and replace the label placeholder with the correct labels
+        std::ifstream input{ PLSSVM_TEST_PATH "/data/libsvm/5x4_sparse_TEMPLATE.libsvm" };
+        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
+        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
+        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
+        // write the data set with the correct labels to the temporary file
+        std::ofstream out{ this->filename };
+        out << str;
+        // create a vector with the correct labels
+        correct_label = std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label };
     }
 
-    using real_type = typename T::real_type;
-    using label_type = typename T::label_type;
-
-    std::string filename{};
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
 
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
@@ -369,7 +416,7 @@ TYPED_TEST(LIBSVMParseDeathTest, invalid_file_reader) {
     using current_label_type = typename TypeParam::label_type;
 
     // open file_reader without associating it to a file
-    plssvm::detail::io::file_reader reader{};
+    const plssvm::detail::io::file_reader reader{};
     EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), "The file_reader is currently not associated with a file!");
 }
 TYPED_TEST(LIBSVMParseDeathTest, skip_too_many_lines) {
@@ -405,12 +452,8 @@ TYPED_TEST(LIBSVMWrite, write_dense_with_label) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> label{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label = std::vector<int>{ -1, 1, -1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label = std::vector<std::string>{ "cat", "dog", "cat" };
-    }
+    const auto [first_label, second_label] = get_distinct_label<label_type>();
+    std::vector<label_type> label = { first_label, second_label, first_label };
 
     // write the necessary data to the file
     plssvm::detail::io::write_libsvm_data(this->filename, data, label);
@@ -479,12 +522,8 @@ TYPED_TEST(LIBSVMWrite, write_sparse_with_label) {
         { real_type{ 2.1 }, real_type{ 0.0 }, real_type{ 0.0 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 0.0 } }
     };
-    std::vector<label_type> label{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label = std::vector<int>{ -1, 1, -1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label = std::vector<std::string>{ "cat", "dog", "cat" };
-    }
+    const auto [first_label, second_label] = get_distinct_label<label_type>();
+    std::vector<label_type> label = { first_label, second_label, first_label };
 
     // write the necessary data to the file
     plssvm::detail::io::write_libsvm_data(this->filename, data, label);
@@ -593,7 +632,7 @@ TYPED_TEST(LIBSVMWriteDeathTest, data_and_label_size_mismatch) {
 
     // define data to write
     const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
-    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
     EXPECT_DEATH(plssvm::detail::io::write_libsvm_data(this->filename, data, label), ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
@@ -604,7 +643,7 @@ TYPED_TEST(LIBSVMWriteDeathTest, labels_provided_but_not_written) {
 
     // define data to write
     const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
-    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
     EXPECT_DEATH((plssvm::detail::io::write_libsvm_data_impl<real_type, label_type, false>(this->filename, data, label)), "has_label is 'false' but labels were provided!");

From a3831e66e60e01c793101c97fc12b0ee1cc30f90 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 4 Oct 2022 17:20:33 +0200
Subject: [PATCH 0320/1010] Fix include.

---
 tests/detail/io/libsvm_parsing.cpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 070a1992b..4a4a1b8ef 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -22,14 +22,13 @@
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
+#include <fstream>      // std::ifstream, std::ofstream
 #include <string>       // std::string
 #include <tuple>        // std::ignore
 #include <type_traits>  // std::is_same_v
 #include <utility>      // std::pair, std::make_pair
 #include <vector>       // std::vector
 
-#include <fstream>
-
 // struct for the used type combinations
 template <typename T, typename U>
 struct type_combinations {

From 9f4b64e5fc60b0e73382318bab0db95d9e230af1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 4 Oct 2022 17:20:52 +0200
Subject: [PATCH 0321/1010] Refactor tests such that not only int and string
 types are tested but all supported types. Fix thread safety error when using
 bool as label_type.

---
 include/plssvm/detail/io/arff_parsing.hpp     |  17 ++-
 tests/data/arff/5x4_TEMPLATE.arff             |  16 +++
 tests/data/arff/5x4_sparse_TEMPLATE.arff      |  16 +++
 .../arff/invalid/@_inside_data_section.arff   |   8 +-
 .../class_unquoted_nominal_attribute.arff     |   6 +-
 .../arff/invalid/class_with_wrong_label.arff  |   4 +-
 .../arff/invalid/class_without_label.arff     |   4 +-
 .../arff/invalid/dense_missing_value.arff     |   8 +-
 .../arff/invalid/dense_too_many_values.arff   |   6 +-
 tests/data/arff/invalid/multiple_classes.arff |   6 +-
 .../data/arff/invalid/no_data_attribute.arff  |   6 +-
 tests/data/arff/invalid/no_features.arff      |   6 +-
 .../nominal_attribute_with_wrong_name.arff    |   6 +-
 tests/data/arff/invalid/numeric_unquoted.arff |   6 +-
 .../arff/invalid/numeric_without_name.arff    |   6 +-
 .../invalid/relation_not_at_beginning.arff    |   6 +-
 .../data/arff/invalid/relation_unquoted.arff  |   6 +-
 .../arff/invalid/relation_without_name.arff   |   6 +-
 .../invalid/sparse_invalid_feature_index.arff |   8 +-
 .../invalid/sparse_missing_closing_brace.arff |   8 +-
 .../arff/invalid/sparse_missing_label.arff    |   6 +-
 .../invalid/sparse_missing_opening_brace.arff |   8 +-
 tests/data/arff/invalid/wrong_line.arff       |   6 +-
 tests/detail/io/arff_parsing.cpp              | 110 ++++++++++++------
 24 files changed, 186 insertions(+), 99 deletions(-)
 create mode 100644 tests/data/arff/5x4_TEMPLATE.arff
 create mode 100644 tests/data/arff/5x4_sparse_TEMPLATE.arff

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 3f027a837..b598b7c92 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -267,7 +267,13 @@ template <typename real_type, typename label_type>
                         if (has_label && index == label_idx) {
                             // write label value
                             is_class_set = true;
-                            label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                            if constexpr (std::is_same_v<label_type, bool>) {
+                                // the std::vector<bool> template specialization is per C++ standard NOT thread safe
+                                #pragma omp critical
+                                label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                            } else {
+                                label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
+                            }
                         } else {
                             // write feature value
                             // if the feature index is larger than the label index, the index must be reduced in order to write the feature to the correct data index
@@ -300,7 +306,14 @@ template <typename real_type, typename label_type>
                     for (std::size_t j = 0; j < num_attributes; ++j) {
                         if (has_label && label_idx == j) {
                             // found a label
-                            label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line_split[j]);
+
+                            if constexpr (std::is_same_v<label_type, bool>) {
+                                // the std::vector<bool> template specialization is per C++ standard NOT thread safe
+                                #pragma omp critical
+                                label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line_split[j]);
+                            } else {
+                                label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line_split[j]);
+                            }
                         } else {
                             // found data point
                             data[i][j] = detail::convert_to<real_type, invalid_file_format_exception>(line_split[j]);
diff --git a/tests/data/arff/5x4_TEMPLATE.arff b/tests/data/arff/5x4_TEMPLATE.arff
new file mode 100644
index 000000000..781c344e6
--- /dev/null
+++ b/tests/data/arff/5x4_TEMPLATE.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+@ATTRIBUTE class    {LABEL_1_PLACEHOLDER,LABEL_2_PLACEHOLDER}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,LABEL_2_PLACEHOLDER
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,LABEL_2_PLACEHOLDER
+0.0,0.60276937379453293,-0.13086851759108944,0.0,LABEL_1_PLACEHOLDER
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,LABEL_1_PLACEHOLDER
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,LABEL_1_PLACEHOLDER
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse_TEMPLATE.arff b/tests/data/arff/5x4_sparse_TEMPLATE.arff
new file mode 100644
index 000000000..391e3322a
--- /dev/null
+++ b/tests/data/arff/5x4_sparse_TEMPLATE.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {LABEL_1_PLACEHOLDER,LABEL_2_PLACEHOLDER}
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+
+@DATA
+{2 LABEL_2_PLACEHOLDER}
+{3 0.51687296029754564,4 0.54604461446026,2 LABEL_2_PLACEHOLDER}
+{1 0.60276937379453293,3 -0.13086851759108944,2 LABEL_1_PLACEHOLDER}
+{0 0.57650218263054642,1 1.01405596624706053,2 LABEL_1_PLACEHOLDER}
+{0 1.88494043717792,1 1.00518564317278263,2 LABEL_1_PLACEHOLDER,3 0.298499933047586044,4 1.6464627048813514}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/@_inside_data_section.arff b/tests/data/arff/invalid/@_inside_data_section.arff
index 4dcba9a8f..133b2ac5d 100644
--- a/tests/data/arff/invalid/@_inside_data_section.arff
+++ b/tests/data/arff/invalid/@_inside_data_section.arff
@@ -6,12 +6,12 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
 -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
-0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
+0.0,0.60276937379453293,-0.13086851759108944,0.0,0
 @ATTRIBUTE invalid numeric
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,0
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,0
\ No newline at end of file
diff --git a/tests/data/arff/invalid/class_unquoted_nominal_attribute.arff b/tests/data/arff/invalid/class_unquoted_nominal_attribute.arff
index 9fe5d5ea7..f7034c03a 100644
--- a/tests/data/arff/invalid/class_unquoted_nominal_attribute.arff
+++ b/tests/data/arff/invalid/class_unquoted_nominal_attribute.arff
@@ -2,8 +2,8 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE class    -1,1
+@ATTRIBUTE class    0,1
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/class_with_wrong_label.arff b/tests/data/arff/invalid/class_with_wrong_label.arff
index d93026d58..a69ae7107 100644
--- a/tests/data/arff/invalid/class_with_wrong_label.arff
+++ b/tests/data/arff/invalid/class_with_wrong_label.arff
@@ -5,5 +5,5 @@
 @ATTRIBUTE class    NUMERIC
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/class_without_label.arff b/tests/data/arff/invalid/class_without_label.arff
index d8f7cbd79..7832dc676 100644
--- a/tests/data/arff/invalid/class_without_label.arff
+++ b/tests/data/arff/invalid/class_without_label.arff
@@ -5,5 +5,5 @@
 @ATTRIBUTE class
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/dense_missing_value.arff b/tests/data/arff/invalid/dense_missing_value.arff
index d4428e408..ee8a3530e 100644
--- a/tests/data/arff/invalid/dense_missing_value.arff
+++ b/tests/data/arff/invalid/dense_missing_value.arff
@@ -6,11 +6,11 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
 -0.5282118298909262,-0.335880984968183973,0.51687296029754564
-0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
+0.0,0.60276937379453293,-0.13086851759108944,0.0,0
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,0
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,0
\ No newline at end of file
diff --git a/tests/data/arff/invalid/dense_too_many_values.arff b/tests/data/arff/invalid/dense_too_many_values.arff
index a3e469046..1766f22d9 100644
--- a/tests/data/arff/invalid/dense_too_many_values.arff
+++ b/tests/data/arff/invalid/dense_too_many_values.arff
@@ -11,6 +11,6 @@
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,3.1415,1
 -0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
-0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
+0.0,0.60276937379453293,-0.13086851759108944,0.0,0
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,0
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,0
\ No newline at end of file
diff --git a/tests/data/arff/invalid/multiple_classes.arff b/tests/data/arff/invalid/multiple_classes.arff
index b841058c7..71565861a 100644
--- a/tests/data/arff/invalid/multiple_classes.arff
+++ b/tests/data/arff/invalid/multiple_classes.arff
@@ -2,9 +2,9 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 @ATTRIBUTE CLASS    {cat,dog}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/no_data_attribute.arff b/tests/data/arff/invalid/no_data_attribute.arff
index caab9cb4f..4b5b955da 100644
--- a/tests/data/arff/invalid/no_data_attribute.arff
+++ b/tests/data/arff/invalid/no_data_attribute.arff
@@ -2,7 +2,7 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/no_features.arff b/tests/data/arff/invalid/no_features.arff
index c6a06ea4a..8cadf74dc 100644
--- a/tests/data/arff/invalid/no_features.arff
+++ b/tests/data/arff/invalid/no_features.arff
@@ -1,7 +1,7 @@
 @RELATION name
 
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff b/tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff
index a8cd7be28..1f008e204 100644
--- a/tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff
+++ b/tests/data/arff/invalid/nominal_attribute_with_wrong_name.arff
@@ -2,8 +2,8 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE foo    {-1,1}
+@ATTRIBUTE foo    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/numeric_unquoted.arff b/tests/data/arff/invalid/numeric_unquoted.arff
index ad4bf174d..2a03611f7 100644
--- a/tests/data/arff/invalid/numeric_unquoted.arff
+++ b/tests/data/arff/invalid/numeric_unquoted.arff
@@ -2,8 +2,8 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second entry   numeric
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/numeric_without_name.arff b/tests/data/arff/invalid/numeric_without_name.arff
index ad72934df..0f810aeb2 100644
--- a/tests/data/arff/invalid/numeric_without_name.arff
+++ b/tests/data/arff/invalid/numeric_without_name.arff
@@ -2,8 +2,8 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE   numeric
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/relation_not_at_beginning.arff b/tests/data/arff/invalid/relation_not_at_beginning.arff
index 973c33146..c2ebac7f6 100644
--- a/tests/data/arff/invalid/relation_not_at_beginning.arff
+++ b/tests/data/arff/invalid/relation_not_at_beginning.arff
@@ -1,8 +1,8 @@
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
 @RELATION name
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/relation_unquoted.arff b/tests/data/arff/invalid/relation_unquoted.arff
index 992b7d984..a050ae10b 100644
--- a/tests/data/arff/invalid/relation_unquoted.arff
+++ b/tests/data/arff/invalid/relation_unquoted.arff
@@ -2,8 +2,8 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/relation_without_name.arff b/tests/data/arff/invalid/relation_without_name.arff
index 45be89f27..8d6b92423 100644
--- a/tests/data/arff/invalid/relation_without_name.arff
+++ b/tests/data/arff/invalid/relation_without_name.arff
@@ -2,8 +2,8 @@
 
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/sparse_invalid_feature_index.arff b/tests/data/arff/invalid/sparse_invalid_feature_index.arff
index a0e8a8cdd..f6efb33db 100644
--- a/tests/data/arff/invalid/sparse_invalid_feature_index.arff
+++ b/tests/data/arff/invalid/sparse_invalid_feature_index.arff
@@ -6,11 +6,11 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
 {3 1.0978832703949288,4 1}
 {2 0.51687296029754564,3 0.54604461446026,4 1}
-{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
-{0 0.57650218263054642,5 1.01405596624706053,4 -1}
-{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
+{1 0.60276937379453293,2 -0.13086851759108944,4 0}
+{0 0.57650218263054642,5 1.01405596624706053,4 0}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 0}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/sparse_missing_closing_brace.arff b/tests/data/arff/invalid/sparse_missing_closing_brace.arff
index ffe3f2af0..f70b20125 100644
--- a/tests/data/arff/invalid/sparse_missing_closing_brace.arff
+++ b/tests/data/arff/invalid/sparse_missing_closing_brace.arff
@@ -6,11 +6,11 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
 {3 1.0978832703949288,4 1}
 {2 0.51687296029754564,3 0.54604461446026,4 1
-{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
-{0 0.57650218263054642,1 1.01405596624706053,4 -1}
-{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
+{1 0.60276937379453293,2 -0.13086851759108944,4 0}
+{0 0.57650218263054642,1 1.01405596624706053,4 0}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 0}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/sparse_missing_label.arff b/tests/data/arff/invalid/sparse_missing_label.arff
index 840e437e4..f567e6f7f 100644
--- a/tests/data/arff/invalid/sparse_missing_label.arff
+++ b/tests/data/arff/invalid/sparse_missing_label.arff
@@ -6,11 +6,11 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
 {3 1.0978832703949288,4 1}
 {2 0.51687296029754564,3 0.54604461446026,4 1}
-{1 0.60276937379453293,2 -0.13086851759108944,4 -1}
-{0 0.57650218263054642,1 1.01405596624706053,4 -1}
+{1 0.60276937379453293,2 -0.13086851759108944,4 0}
+{0 0.57650218263054642,1 1.01405596624706053,4 0}
 {0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/sparse_missing_opening_brace.arff b/tests/data/arff/invalid/sparse_missing_opening_brace.arff
index 65649ebf9..6ca62ab9b 100644
--- a/tests/data/arff/invalid/sparse_missing_opening_brace.arff
+++ b/tests/data/arff/invalid/sparse_missing_opening_brace.arff
@@ -6,11 +6,11 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
 {3 1.0978832703949288,4 1}
 {2 0.51687296029754564,3 0.54604461446026,4 1}
-1 0.60276937379453293,2 -0.13086851759108944,4 -1}
-{0 0.57650218263054642,1 1.01405596624706053,4 -1}
-{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 -1}
\ No newline at end of file
+1 0.60276937379453293,2 -0.13086851759108944,4 0}
+{0 0.57650218263054642,1 1.01405596624706053,4 0}
+{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514,4 0}
\ No newline at end of file
diff --git a/tests/data/arff/invalid/wrong_line.arff b/tests/data/arff/invalid/wrong_line.arff
index 63659fc4f..5e2d4f4c5 100644
--- a/tests/data/arff/invalid/wrong_line.arff
+++ b/tests/data/arff/invalid/wrong_line.arff
@@ -3,8 +3,8 @@
 @ATTRIBUTE first    NUMERIC
 @ATTRIBUTE second   numeric
 @THIS IS NOT A CORRECT LINE!
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993
--0.5282118298909262,-0.335880984968183973
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index fd611ddfe..4e0635e7c 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -22,6 +22,7 @@
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
+#include <fstream>      // std::ifstream, std::ofstream
 #include <string>       // std::string
 #include <tuple>        // std::ignore
 #include <tuple>        // std::tuple, std::make_tuple
@@ -37,9 +38,31 @@ struct type_combinations {
 
 // the floating point and label types combinations to test
 using type_combinations_types = ::testing::Types<
+    type_combinations<float, bool>,
+    type_combinations<float, char>,
+    type_combinations<float, signed char>,
+    type_combinations<float, unsigned char>,
+    type_combinations<float, short>,
+    type_combinations<float, unsigned short>,
     type_combinations<float, int>,
+    type_combinations<float, unsigned int>,
+    type_combinations<float, long>,
+    type_combinations<float, unsigned long>,
+    type_combinations<float, long long>,
+    type_combinations<float, unsigned long long>,
     type_combinations<float, std::string>,
+    type_combinations<double, bool>,
+    type_combinations<double, char>,
+    type_combinations<double, signed char>,
+    type_combinations<double, unsigned char>,
+    type_combinations<double, short>,
+    type_combinations<double, unsigned short>,
     type_combinations<double, int>,
+    type_combinations<double, unsigned int>,
+    type_combinations<double, long>,
+    type_combinations<double, unsigned long>,
+    type_combinations<double, long long>,
+    type_combinations<double, unsigned long long>,
     type_combinations<double, std::string>>;
 
 class ARFFParseHeader : public ::testing::Test {};
@@ -73,7 +96,7 @@ TEST(ARFFParseHeader, class_unquoted_nominal_attribute) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_unquoted_nominal_attribute.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    -1,1\" nominal attribute must be enclosed with {}!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    0,1\" nominal attribute must be enclosed with {}!");
 }
 TEST(ARFFParseHeader, class_with_wrong_label) {
     // parse the ARFF file
@@ -115,7 +138,7 @@ TEST(ARFFParseHeader, nominal_attribute_with_wrong_name) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/nominal_attribute_with_wrong_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {-1,1}\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {0,1}\"!");
 }
 TEST(ARFFParseHeader, numeric_unquoted) {
     // parse the ARFF file
@@ -167,29 +190,50 @@ TEST(ARFFParseHeader, empty) {
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 
+template <typename T>
+std::pair<T, T> get_distinct_label() {
+    if constexpr (std::is_same_v<T, bool>) {
+        return std::make_pair(true, false);
+    } else if constexpr (sizeof(T) == sizeof(char)) {
+        return std::make_pair('a', 'b');
+    } else if constexpr (std::is_signed_v<T>) {
+        return std::make_pair(-1, 1);
+    } else if constexpr (std::is_unsigned_v<T>) {
+        return std::make_pair(1, 2);
+    } else if constexpr (std::is_floating_point_v<T>) {
+        return std::make_pair(-1.5, 1.5);
+    } else if constexpr (std::is_same_v<T, std::string>) {
+        return std::make_pair("cat", "dog");
+    } else {
+        plssvm::detail::always_false_v<T>;
+    }
+}
+
 template <typename T>
 class ARFFParse : public ::testing::Test {};
 TYPED_TEST_SUITE(ARFFParse, type_combinations_types);
 
 template <typename T>
-class ARFFParseDense : public ARFFParse<T> {
+class ARFFParseDense : public ARFFParse<T>, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // fill label vector based on the label_type
-        if constexpr (std::is_same_v<label_type, int>) {
-            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
-            filename = PLSSVM_TEST_PATH "/data/arff/5x4_int.arff";
-        } else if constexpr (std::is_same_v<label_type, std::string>) {
-            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
-            filename = PLSSVM_TEST_PATH "/data/arff/5x4_string.arff";
-        }
+        // get a label pair based on the current label type
+        const auto [first_label, second_label] = get_distinct_label<label_type>();
+        // read the data set template and replace the label placeholder with the correct labels
+        std::ifstream input{ PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff" };
+        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
+        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
+        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
+        // write the data set with the correct labels to the temporary file
+        std::ofstream out{ this->filename };
+        out << str;
+        // create a vector with the correct labels
+        correct_label = std::vector<label_type>{ second_label, second_label, first_label, first_label, first_label };
     }
 
     using real_type = typename T::real_type;
     using label_type = typename T::label_type;
 
-    std::string filename{};
-
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ -1.117827500607882 }, real_type{ -2.9087188881250993 }, real_type{ 0.66638344270039144 }, real_type{ 1.0978832703949288 } },
         { real_type{ -0.5282118298909262 }, real_type{ -0.335880984968183973 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
@@ -202,24 +246,26 @@ class ARFFParseDense : public ARFFParse<T> {
 TYPED_TEST_SUITE(ARFFParseDense, type_combinations_types);
 
 template <typename T>
-class ARFFParseSparse : public ARFFParse<T> {
+class ARFFParseSparse : public ARFFParse<T>, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // fill label vector based on the label_type
-        if constexpr (std::is_same_v<label_type, int>) {
-            correct_label = std::vector<int>{ 1, 1, -1, -1, -1 };
-            filename = PLSSVM_TEST_PATH "/data/arff/5x4_sparse_int.arff";
-        } else if constexpr (std::is_same_v<label_type, std::string>) {
-            correct_label = std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
-            filename = PLSSVM_TEST_PATH "/data/arff/5x4_sparse_string.arff";
-        }
+        // get a label pair based on the current label type
+        const auto [first_label, second_label] = get_distinct_label<label_type>();
+        // read the data set template and replace the label placeholder with the correct labels
+        std::ifstream input{ PLSSVM_TEST_PATH "/data/arff/5x4_sparse_TEMPLATE.arff" };
+        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
+        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
+        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
+        // write the data set with the correct labels to the temporary file
+        std::ofstream out{ this->filename };
+        out << str;
+        // create a vector with the correct labels
+        correct_label = std::vector<label_type>{ second_label, second_label, first_label, first_label, first_label };
     }
 
     using real_type = typename T::real_type;
     using label_type = typename T::label_type;
 
-    std::string filename{};
-
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
         { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
@@ -319,7 +365,7 @@ TYPED_TEST(ARFFParse, sparse_missing_opening_brace) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_missing_opening_brace.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing opening '{' for sparse data point \"1 0.60276937379453293,2 -0.13086851759108944,4 -1}\" description!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing opening '{' for sparse data point \"1 0.60276937379453293,2 -0.13086851759108944,4 0}\" description!");
 }
 TYPED_TEST(ARFFParse, sparse_invalid_feature_index) {
     using current_real_type = typename TypeParam::real_type;
@@ -372,7 +418,7 @@ TYPED_TEST(ARFFParseDeathTest, invalid_file_reader) {
     using current_label_type = typename TypeParam::label_type;
 
     // open file_reader without associating it to a file
-    plssvm::detail::io::file_reader reader{};
+    const plssvm::detail::io::file_reader reader{};
     EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), "The file_reader is currently not associated with a file!");
 }
 
@@ -397,12 +443,8 @@ TYPED_TEST(ARFFWrite, write_with_label) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> label{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label = std::vector<int>{ -1, 1, -1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label = std::vector<std::string>{ "cat", "dog", "cat" };
-    }
+    const auto [first_label, second_label] = get_distinct_label<label_type>();
+    std::vector<label_type> label = { first_label, second_label, first_label };
 
     // write the necessary data to the file
     plssvm::detail::io::write_arff_data(this->filename, data, label);
@@ -515,7 +557,7 @@ TYPED_TEST(ARFFWriteDeathTest, data_and_label_size_mismatch) {
 
     // define data to write
     const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
-    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
     EXPECT_DEATH(plssvm::detail::io::write_arff_data(this->filename, data, label), ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
@@ -526,7 +568,7 @@ TYPED_TEST(ARFFWriteDeathTest, labels_provided_but_not_written) {
 
     // define data to write
     const std::vector<std::vector<real_type>> data{ { real_type{ 1.0 } }, { real_type{ 2.0 } } };
-    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("42") };
+    const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
     EXPECT_DEATH((plssvm::detail::io::write_arff_data_impl<real_type, label_type, false>(this->filename, data, label)), "has_label is 'false' but labels were provided!");

From 9cfeb33f3e5047ea97f91ad31681666169fc5bcf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 09:16:53 +0200
Subject: [PATCH 0322/1010] Move label combination types and related utility
 functions to a separate header to reduce code duplication.

---
 tests/detail/io/arff_parsing.cpp   |  98 +++++----------------------
 tests/detail/io/libsvm_parsing.cpp | 100 +++++----------------------
 tests/types_to_test.hpp            | 104 +++++++++++++++++++++++++++++
 3 files changed, 136 insertions(+), 166 deletions(-)
 create mode 100644 tests/types_to_test.hpp

diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 4e0635e7c..b3b94ed60 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -13,7 +13,8 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::temporary_file, EXPECT_THROW_WHAT
+#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "../../utility.hpp"        // util::temporary_file, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -29,42 +30,6 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
-// struct for the used type combinations
-template <typename T, typename U>
-struct type_combinations {
-    using real_type = T;
-    using label_type = U;
-};
-
-// the floating point and label types combinations to test
-using type_combinations_types = ::testing::Types<
-    type_combinations<float, bool>,
-    type_combinations<float, char>,
-    type_combinations<float, signed char>,
-    type_combinations<float, unsigned char>,
-    type_combinations<float, short>,
-    type_combinations<float, unsigned short>,
-    type_combinations<float, int>,
-    type_combinations<float, unsigned int>,
-    type_combinations<float, long>,
-    type_combinations<float, unsigned long>,
-    type_combinations<float, long long>,
-    type_combinations<float, unsigned long long>,
-    type_combinations<float, std::string>,
-    type_combinations<double, bool>,
-    type_combinations<double, char>,
-    type_combinations<double, signed char>,
-    type_combinations<double, unsigned char>,
-    type_combinations<double, short>,
-    type_combinations<double, unsigned short>,
-    type_combinations<double, int>,
-    type_combinations<double, unsigned int>,
-    type_combinations<double, long>,
-    type_combinations<double, unsigned long>,
-    type_combinations<double, long long>,
-    type_combinations<double, unsigned long long>,
-    type_combinations<double, std::string>>;
-
 class ARFFParseHeader : public ::testing::Test {};
 class ARFFParseHeaderValid : public ::testing::TestWithParam<std::tuple<std::string, std::size_t, std::size_t, bool, std::size_t>> {};
 TEST_P(ARFFParseHeaderValid, header) {
@@ -190,44 +155,20 @@ TEST(ARFFParseHeader, empty) {
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 
-template <typename T>
-std::pair<T, T> get_distinct_label() {
-    if constexpr (std::is_same_v<T, bool>) {
-        return std::make_pair(true, false);
-    } else if constexpr (sizeof(T) == sizeof(char)) {
-        return std::make_pair('a', 'b');
-    } else if constexpr (std::is_signed_v<T>) {
-        return std::make_pair(-1, 1);
-    } else if constexpr (std::is_unsigned_v<T>) {
-        return std::make_pair(1, 2);
-    } else if constexpr (std::is_floating_point_v<T>) {
-        return std::make_pair(-1.5, 1.5);
-    } else if constexpr (std::is_same_v<T, std::string>) {
-        return std::make_pair("cat", "dog");
-    } else {
-        plssvm::detail::always_false_v<T>;
-    }
-}
+
 
 template <typename T>
 class ARFFParse : public ::testing::Test {};
-TYPED_TEST_SUITE(ARFFParse, type_combinations_types);
+TYPED_TEST_SUITE(ARFFParse, util::type_combinations_types);
 
 template <typename T>
 class ARFFParseDense : public ARFFParse<T>, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // get a label pair based on the current label type
-        const auto [first_label, second_label] = get_distinct_label<label_type>();
-        // read the data set template and replace the label placeholder with the correct labels
-        std::ifstream input{ PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff" };
-        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
-        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
-        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
-        // write the data set with the correct labels to the temporary file
-        std::ofstream out{ this->filename };
-        out << str;
+        // create file used in this test fixture by instantiating the template file
+        util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff", this->filename);
         // create a vector with the correct labels
+        const auto [first_label, second_label] = util::get_distinct_label<label_type>();
         correct_label = std::vector<label_type>{ second_label, second_label, first_label, first_label, first_label };
     }
 
@@ -243,23 +184,16 @@ class ARFFParseDense : public ARFFParse<T>, protected util::temporary_file {
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(ARFFParseDense, type_combinations_types);
+TYPED_TEST_SUITE(ARFFParseDense, util::type_combinations_types);
 
 template <typename T>
 class ARFFParseSparse : public ARFFParse<T>, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // get a label pair based on the current label type
-        const auto [first_label, second_label] = get_distinct_label<label_type>();
-        // read the data set template and replace the label placeholder with the correct labels
-        std::ifstream input{ PLSSVM_TEST_PATH "/data/arff/5x4_sparse_TEMPLATE.arff" };
-        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
-        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
-        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
-        // write the data set with the correct labels to the temporary file
-        std::ofstream out{ this->filename };
-        out << str;
+        // create file used in this test fixture by instantiating the template file
+        util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_sparse_TEMPLATE.arff", this->filename);
         // create a vector with the correct labels
+        const auto [first_label, second_label] = util::get_distinct_label<label_type>();
         correct_label = std::vector<label_type>{ second_label, second_label, first_label, first_label, first_label };
     }
 
@@ -275,7 +209,7 @@ class ARFFParseSparse : public ARFFParse<T>, protected util::temporary_file {
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(ARFFParseSparse, type_combinations_types);
+TYPED_TEST_SUITE(ARFFParseSparse, util::type_combinations_types);
 
 TYPED_TEST(ARFFParseDense, read) {
     using current_real_type = typename TypeParam::real_type;
@@ -411,7 +345,7 @@ TYPED_TEST(ARFFParse, dense_too_many_values) {
 
 template <typename T>
 class ARFFParseDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(ARFFParseDeathTest, type_combinations_types);
+TYPED_TEST_SUITE(ARFFParseDeathTest, util::type_combinations_types);
 
 TYPED_TEST(ARFFParseDeathTest, invalid_file_reader) {
     using current_real_type = typename TypeParam::real_type;
@@ -427,11 +361,11 @@ class ARFFWriteBase : public ::testing::Test, protected util::temporary_file {};
 
 template <typename T>
 class ARFFWrite : public ARFFWriteBase<T> {};
-TYPED_TEST_SUITE(ARFFWrite, type_combinations_types);
+TYPED_TEST_SUITE(ARFFWrite, util::type_combinations_types);
 
 template <typename T>
 class ARFFWriteDeathTest : public ARFFWriteBase<T> {};
-TYPED_TEST_SUITE(ARFFWriteDeathTest, type_combinations_types);
+TYPED_TEST_SUITE(ARFFWriteDeathTest, util::type_combinations_types);
 
 TYPED_TEST(ARFFWrite, write_with_label) {
     using real_type = typename TypeParam::real_type;
@@ -443,7 +377,7 @@ TYPED_TEST(ARFFWrite, write_with_label) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    const auto [first_label, second_label] = get_distinct_label<label_type>();
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
     std::vector<label_type> label = { first_label, second_label, first_label };
 
     // write the necessary data to the file
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 4a4a1b8ef..7f795d611 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -13,7 +13,8 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::temporary_file, EXPECT_THROW_WHAT
+#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "../../utility.hpp"        // util::temporary_file, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -29,42 +30,6 @@
 #include <utility>      // std::pair, std::make_pair
 #include <vector>       // std::vector
 
-// struct for the used type combinations
-template <typename T, typename U>
-struct type_combinations {
-    using real_type = T;
-    using label_type = U;
-};
-
-// the floating point and label types combinations to test
-using type_combinations_types = ::testing::Types<
-    type_combinations<float, bool>,
-    type_combinations<float, char>,
-    type_combinations<float, signed char>,
-    type_combinations<float, unsigned char>,
-    type_combinations<float, short>,
-    type_combinations<float, unsigned short>,
-    type_combinations<float, int>,
-    type_combinations<float, unsigned int>,
-    type_combinations<float, long>,
-    type_combinations<float, unsigned long>,
-    type_combinations<float, long long>,
-    type_combinations<float, unsigned long long>,
-    type_combinations<float, std::string>,
-    type_combinations<double, bool>,
-    type_combinations<double, char>,
-    type_combinations<double, signed char>,
-    type_combinations<double, unsigned char>,
-    type_combinations<double, short>,
-    type_combinations<double, unsigned short>,
-    type_combinations<double, int>,
-    type_combinations<double, unsigned int>,
-    type_combinations<double, long>,
-    type_combinations<double, unsigned long>,
-    type_combinations<double, long long>,
-    type_combinations<double, unsigned long long>,
-    type_combinations<double, std::string>>;
-
 class LIBSVMParseNumFeatures : public ::testing::TestWithParam<std::pair<std::string, std::size_t>> {};
 TEST_P(LIBSVMParseNumFeatures, num_features) {
     const auto &[filename_part, num_features] = GetParam();
@@ -92,40 +57,14 @@ TEST(LIBSVMParseNumFeatures, index_with_alpha_char_at_the_beginning) {
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_num_features(reader.lines())), plssvm::invalid_file_format_exception, "Can't convert ' !2' to a value of type unsigned long!");
 }
 
-template <typename T>
-std::pair<T, T> get_distinct_label() {
-    if constexpr (std::is_same_v<T, bool>) {
-        return std::make_pair(true, false);
-    } else if constexpr (sizeof(T) == sizeof(char)) {
-        return std::make_pair('a', 'b');
-    } else if constexpr (std::is_signed_v<T>) {
-        return std::make_pair(-1, 1);
-    } else if constexpr (std::is_unsigned_v<T>) {
-        return std::make_pair(1, 2);
-    } else if constexpr (std::is_floating_point_v<T>) {
-        return std::make_pair(-1.5, 1.5);
-    } else if constexpr (std::is_same_v<T, std::string>) {
-        return std::make_pair("cat", "dog");
-    } else {
-        plssvm::detail::always_false_v<T>;
-    }
-}
-
 template <typename T>
 class LIBSVMParseDense : public ::testing::Test, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // get a label pair based on the current label type
-        const auto [first_label, second_label] = get_distinct_label<label_type>();
-        // read the data set template and replace the label placeholder with the correct labels
-        std::ifstream input{ PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm" };
-        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
-        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
-        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
-        // write the data set with the correct labels to the temporary file
-        std::ofstream out{ this->filename };
-        out << str;
+        // create file used in this test fixture by instantiating the template file
+        util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
         // create a vector with the correct labels
+        const auto [first_label, second_label] = util::get_distinct_label<label_type>();
         correct_label = std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label };
     }
 
@@ -141,23 +80,16 @@ class LIBSVMParseDense : public ::testing::Test, protected util::temporary_file
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(LIBSVMParseDense, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseDense, util::type_combinations_types);
 
 template <typename TypeParam>
 class LIBSVMParseSparse : public ::testing::Test, protected util::temporary_file {
   protected:
     void SetUp() override {
-        // get a label pair based on the current label type
-        const auto [first_label, second_label] = get_distinct_label<label_type>();
-        // read the data set template and replace the label placeholder with the correct labels
-        std::ifstream input{ PLSSVM_TEST_PATH "/data/libsvm/5x4_sparse_TEMPLATE.libsvm" };
-        std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
-        plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
-        plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
-        // write the data set with the correct labels to the temporary file
-        std::ofstream out{ this->filename };
-        out << str;
+        // create file used in this test fixture by instantiating the template file
+        util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_sparse_TEMPLATE.libsvm", this->filename);
         // create a vector with the correct labels
+        const auto [first_label, second_label] = util::get_distinct_label<label_type>();
         correct_label = std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label };
     }
 
@@ -173,11 +105,11 @@ class LIBSVMParseSparse : public ::testing::Test, protected util::temporary_file
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(LIBSVMParseSparse, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseSparse, util::type_combinations_types);
 
 template <typename T>
 class LIBSVMParse : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMParse, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParse, util::type_combinations_types);
 
 TYPED_TEST(LIBSVMParseDense, read) {
     using current_real_type = typename TypeParam::real_type;
@@ -408,7 +340,7 @@ TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
 
 template <typename T>
 class LIBSVMParseDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMParseDeathTest, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseDeathTest, util::type_combinations_types);
 
 TYPED_TEST(LIBSVMParseDeathTest, invalid_file_reader) {
     using current_real_type = typename TypeParam::real_type;
@@ -435,11 +367,11 @@ class LIBSVMWriteBase : public ::testing::Test, protected util::temporary_file {
 
 template <typename T>
 class LIBSVMWrite : public LIBSVMWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMWrite, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMWrite, util::type_combinations_types);
 
 template <typename T>
 class LIBSVMWriteDeathTest : public LIBSVMWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMWriteDeathTest, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMWriteDeathTest, util::type_combinations_types);
 
 TYPED_TEST(LIBSVMWrite, write_dense_with_label) {
     using real_type = typename TypeParam::real_type;
@@ -451,7 +383,7 @@ TYPED_TEST(LIBSVMWrite, write_dense_with_label) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    const auto [first_label, second_label] = get_distinct_label<label_type>();
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
     std::vector<label_type> label = { first_label, second_label, first_label };
 
     // write the necessary data to the file
@@ -521,7 +453,7 @@ TYPED_TEST(LIBSVMWrite, write_sparse_with_label) {
         { real_type{ 2.1 }, real_type{ 0.0 }, real_type{ 0.0 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 0.0 } }
     };
-    const auto [first_label, second_label] = get_distinct_label<label_type>();
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
     std::vector<label_type> label = { first_label, second_label, first_label };
 
     // write the necessary data to the file
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
new file mode 100644
index 000000000..0d3fc1e8e
--- /dev/null
+++ b/tests/types_to_test.hpp
@@ -0,0 +1,104 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief All type combinations that should be tested for a data set (and the corresponding helper functions) including utility functions.
+ */
+
+#ifndef PLSSVM_TESTS_TYPES_TO_TEST_HPP_
+#define PLSSVM_TESTS_TYPES_TO_TEST_HPP_
+#pragma once
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::replace_all
+#include "plssvm/detail/utility.hpp"         // plssvm::always_false_v
+
+#include "gtest/gtest.h"  // ::testing::Types
+
+#include <fstream>      // std::ifstream, std::ofstream
+#include <string>       // std::string
+#include <type_traits>  // std::is_same_v, std::is_signed_v, std::is_unsigned_v, std::is_floating_point_v
+#include <utility>      // std::pair, std::make_pair
+
+namespace util {
+
+// struct for the used type combinations
+template <typename T, typename U>
+struct type_combinations {
+    using real_type = T;
+    using label_type = U;
+};
+
+// the floating point and label types combinations to test
+using type_combinations_types = ::testing::Types<
+    type_combinations<float, bool>,
+    type_combinations<float, char>,
+    type_combinations<float, signed char>,
+    type_combinations<float, unsigned char>,
+    type_combinations<float, short>,
+    type_combinations<float, unsigned short>,
+    type_combinations<float, int>,
+    type_combinations<float, unsigned int>,
+    type_combinations<float, long>,
+    type_combinations<float, unsigned long>,
+    type_combinations<float, long long>,
+    type_combinations<float, unsigned long long>,
+    type_combinations<float, std::string>,
+    type_combinations<double, bool>,
+    type_combinations<double, char>,
+    type_combinations<double, signed char>,
+    type_combinations<double, unsigned char>,
+    type_combinations<double, short>,
+    type_combinations<double, unsigned short>,
+    type_combinations<double, int>,
+    type_combinations<double, unsigned int>,
+    type_combinations<double, long>,
+    type_combinations<double, unsigned long>,
+    type_combinations<double, long long>,
+    type_combinations<double, unsigned long long>,
+    type_combinations<double, std::string>>;
+
+/**
+ * @brief Get two distinct labels based on the provided label type.
+ * @tparam T the label type
+ * @return two distinct label (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] inline std::pair<T, T> get_distinct_label() {
+    if constexpr (std::is_same_v<T, bool>) {
+        return std::make_pair(true, false);
+    } else if constexpr (sizeof(T) == sizeof(char)) {
+        return std::make_pair('a', 'b');
+    } else if constexpr (std::is_signed_v<T>) {
+        return std::make_pair(-1, 1);
+    } else if constexpr (std::is_unsigned_v<T>) {
+        return std::make_pair(1, 2);
+    } else if constexpr (std::is_floating_point_v<T>) {
+        return std::make_pair(-1.5, 1.5);
+    } else if constexpr (std::is_same_v<T, std::string>) {
+        return std::make_pair("cat", "dog");
+    } else {
+        plssvm::detail::always_false_v<T>;
+    }
+}
+
+template <typename T>
+inline void instantiate_template_file(const std::string &template_filename, const std::string &output_filename) {
+    // get a label pair based on the current label type
+    const auto [first_label, second_label] = util::get_distinct_label<T>();
+    // read the data set template and replace the label placeholder with the correct labels
+    std::ifstream input{ template_filename };
+    std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
+    plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
+    plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
+    // write the data set with the correct labels to the temporary file
+    std::ofstream out{ output_filename };
+    out << str;
+}
+
+}  // namespace util
+
+#endif  // PLSSVM_TESTS_TYPES_TO_TEST_HPP_
\ No newline at end of file

From 52059a68be29528ab8a7690d39603337fbc9984c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 10:21:49 +0200
Subject: [PATCH 0323/1010] Change order of true <-> false (must be given in
 increasing order).

---
 tests/types_to_test.hpp | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 0d3fc1e8e..f78d91cb4 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -63,13 +63,14 @@ using type_combinations_types = ::testing::Types<
 
 /**
  * @brief Get two distinct labels based on the provided label type.
+ * @details The distinct label values must be provided in increasing order (for a defined order in `std::map`).
  * @tparam T the label type
  * @return two distinct label (`[[nodiscard]]`)
  */
 template <typename T>
 [[nodiscard]] inline std::pair<T, T> get_distinct_label() {
     if constexpr (std::is_same_v<T, bool>) {
-        return std::make_pair(true, false);
+        return std::make_pair(false, true);
     } else if constexpr (sizeof(T) == sizeof(char)) {
         return std::make_pair('a', 'b');
     } else if constexpr (std::is_signed_v<T>) {

From 02b63ecf03d2971416a2b165ce0e434fb926e67e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 10:22:41 +0200
Subject: [PATCH 0324/1010] Replace last if constexpr.

---
 tests/detail/io/arff_parsing.cpp | 9 ++-------
 1 file changed, 2 insertions(+), 7 deletions(-)

diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index b3b94ed60..4abe832b3 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -25,8 +25,7 @@
 #include <filesystem>   // std::filesystem::remove
 #include <fstream>      // std::ifstream, std::ofstream
 #include <string>       // std::string
-#include <tuple>        // std::ignore
-#include <tuple>        // std::tuple, std::make_tuple
+#include <tuple>        // std::tuple, std::make_tuple, std::ignore
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
@@ -394,11 +393,7 @@ TYPED_TEST(ARFFWrite, write_with_label) {
     for (std::size_t i = 0; i < data.front().size(); ++i) {
         EXPECT_EQ(reader.line(i + 1), fmt::format("@ATTRIBUTE feature_{} NUMERIC", i));
     }
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(reader.line(4), "@ATTRIBUTE class {-1,1}");
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(reader.line(4), "@ATTRIBUTE class {cat,dog}");
-    }
+    EXPECT_EQ(reader.line(4), fmt::format("@ATTRIBUTE class {{{},{}}}", first_label, second_label));
     EXPECT_EQ(reader.line(5), "@DATA");
     // check the lines
     for (std::size_t i = 0; i < data.size(); ++i) {

From c2ec842241af01d4f322c4eaf5e526a4e5de8f97 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 10:23:24 +0200
Subject: [PATCH 0325/1010] Refactor tests such that not only int and string
 types are tested but all supported types. Fix thread safety error when using
 bool as label_type.

---
 include/plssvm/data_set.hpp              |   2 +-
 tests/detail/io/libsvm_model_parsing.cpp | 110 +++++------------------
 2 files changed, 25 insertions(+), 87 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 83ca8cc00..18385a472 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -65,7 +65,7 @@ class data_set {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
     // because std::vector<bool> is evil
-    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
+//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
     // plssvm::model needs the default constructor
     template <typename, typename>
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index a8c7d8476..7417288a4 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -15,7 +15,8 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "../../utility.hpp"  // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
+#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "../../utility.hpp"        // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -29,20 +30,6 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
-// struct for the used type combinations
-template <typename T, typename U>
-struct type_combinations {
-    using real_type = T;
-    using label_type = U;
-};
-
-// the floating point and label types combinations to test
-using type_combinations_types = ::testing::Types<
-    type_combinations<float, int>,
-    type_combinations<float, std::string>,
-    type_combinations<double, int>,
-    type_combinations<double, std::string>>;
-
 TEST(LIBSVMModelHeaderParseValid, read_linear) {
     using real_type = double;
     using label_type = int;
@@ -119,7 +106,7 @@ TEST(LIBSVMModelHeaderParseValid, read_rbf) {
 
 template <typename T>
 class LIBSVMModelHeaderParse : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMModelHeaderParse, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelHeaderParse, util::type_combinations_types);
 
 TYPED_TEST(LIBSVMModelHeaderParse, wrong_svm_type) {
     using real_type = typename TypeParam::real_type;
@@ -454,7 +441,7 @@ class LIBSVMModelWriteBase : public ::testing::Test, private util::redirect_outp
 
 template <typename T>
 class LIBSVMModelHeaderWrite : public LIBSVMModelWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMModelHeaderWrite, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelHeaderWrite, util::type_combinations_types);
 
 TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
     using real_type = typename TypeParam::real_type;
@@ -469,12 +456,8 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> label{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label = std::vector<int>{ -1, 1, -1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label = std::vector<std::string>{ "cat", "dog", "cat" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
     const plssvm::parameter<real_type> params{};
@@ -486,11 +469,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
     out.close();
 
     // check returned label order
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(label_order, (std::vector<int>{ -1, 1 }));
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(label_order, (std::vector<std::string>{ "cat", "dog" }));
-    }
+    EXPECT_EQ(label_order, (std::vector<label_type>{ first_label, second_label }));
 
     // read the written file
     plssvm::detail::io::file_reader reader{ this->filename };
@@ -501,11 +480,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
     EXPECT_EQ(reader.line(0), "svm_type c_svc");
     EXPECT_EQ(reader.line(1), "kernel_type linear");
     EXPECT_EQ(reader.line(2), "nr_class 2");
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(reader.line(3), "label -1 1");
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(reader.line(3), "label cat dog");
-    }
+    EXPECT_EQ(reader.line(3), fmt::format("label {} {}", first_label, second_label));
     EXPECT_EQ(reader.line(4), "total_sv 3");
     EXPECT_EQ(reader.line(5), "nr_sv 2 1");
     EXPECT_EQ(reader.line(6), fmt::format("rho {}", rho));
@@ -524,12 +499,8 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_polynomial) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> label{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label = std::vector<int>{ 1, 2, 2 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label = std::vector<std::string>{ "Cat", "Dog", "Dog" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
     plssvm::parameter<real_type> params{};
@@ -545,11 +516,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_polynomial) {
     out.close();
 
     // check returned label order
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(label_order, (std::vector<int>{ 1, 2 }));
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(label_order, (std::vector<std::string>{ "Cat", "Dog" }));
-    }
+    EXPECT_EQ(label_order, (std::vector<label_type>{ first_label, second_label }));
 
     // read the written file
     plssvm::detail::io::file_reader reader{ this->filename };
@@ -563,13 +530,9 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_polynomial) {
     EXPECT_EQ(reader.line(3), "gamma 2.2");
     EXPECT_EQ(reader.line(4), "coef0 4.4");
     EXPECT_EQ(reader.line(5), "nr_class 2");
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(reader.line(6), "label 1 2");
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(reader.line(6), "label Cat Dog");
-    }
+    EXPECT_EQ(reader.line(6), fmt::format("label {} {}", first_label, second_label));
     EXPECT_EQ(reader.line(7), "total_sv 3");
-    EXPECT_EQ(reader.line(8), "nr_sv 1 2");
+    EXPECT_EQ(reader.line(8), "nr_sv 2 1");
     EXPECT_EQ(reader.line(9), fmt::format("rho {}", rho));
     EXPECT_EQ(reader.line(10), "SV");
 }
@@ -586,12 +549,8 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> label{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label = std::vector<int>{ 1, -1, -1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label = std::vector<std::string>{ "B", "A", "A" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
     plssvm::parameter<real_type> params{};
@@ -605,11 +564,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
     out.close();
 
     // check returned label order
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(label_order, (std::vector<int>{ -1, 1 }));
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(label_order, (std::vector<std::string>{ "A", "B" }));
-    }
+    EXPECT_EQ(label_order, (std::vector<label_type>{ first_label, second_label }));
 
     // read the written file
     plssvm::detail::io::file_reader reader{ this->filename };
@@ -621,11 +576,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
     EXPECT_EQ(reader.line(1), "kernel_type rbf");
     EXPECT_EQ(reader.line(2), "gamma 0.4");
     EXPECT_EQ(reader.line(3), "nr_class 2");
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(reader.line(4), "label -1 1");
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(reader.line(4), "label A B");
-    }
+    EXPECT_EQ(reader.line(4), fmt::format("label {} {}", first_label, second_label));
     EXPECT_EQ(reader.line(5), "total_sv 3");
     EXPECT_EQ(reader.line(6), "nr_sv 2 1");
     EXPECT_EQ(reader.line(7), fmt::format("rho {}", rho));
@@ -634,7 +585,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
 
 template <typename T>
 class LIBSVMModelDataWrite : public LIBSVMModelWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMModelDataWrite, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelDataWrite, util::type_combinations_types);
 
 TYPED_TEST(LIBSVMModelDataWrite, write) {
     using real_type = typename TypeParam::real_type;
@@ -646,24 +597,14 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
         { real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> label{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label = std::vector<int>{ -1, 1, -1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label = std::vector<std::string>{ "cat", "dog", "cat" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
     const plssvm::parameter<real_type> params{};
     const real_type rho = 3.1415;
     const std::vector<real_type> alpha{ -0.1, -0.2, -0.3 };
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
-    std::vector<label_type> label_order{};
-    if constexpr (std::is_same_v<label_type, int>) {
-        label_order = std::vector<int>{ -1, 1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        label_order = std::vector<std::string>{ "cat", "dog" };
-    }
 
     // write the LIBSVM model file
     plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set);
@@ -677,11 +618,7 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     EXPECT_EQ(reader.line(0), "svm_type c_svc");
     EXPECT_EQ(reader.line(1), "kernel_type linear");
     EXPECT_EQ(reader.line(2), "nr_class 2");
-    if constexpr (std::is_same_v<label_type, int>) {
-        EXPECT_EQ(reader.line(3), "label -1 1");
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        EXPECT_EQ(reader.line(3), "label cat dog");
-    }
+    EXPECT_EQ(reader.line(3), fmt::format("label {} {}", first_label, second_label));
     EXPECT_EQ(reader.line(4), "total_sv 3");
     EXPECT_EQ(reader.line(5), "nr_sv 2 1");
     EXPECT_EQ(reader.line(6), fmt::format("rho {}", rho));
@@ -706,7 +643,7 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
 
 template <typename T>
 class LIBSVMModelWriteDeathTest : public LIBSVMModelWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMModelWriteDeathTest, type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelWriteDeathTest, util::type_combinations_types);
 
 TYPED_TEST(LIBSVMModelWriteDeathTest, write_header_without_label) {
     using real_type = typename TypeParam::real_type;
@@ -744,7 +681,8 @@ TYPED_TEST(LIBSVMModelWriteDeathTest, num_alphas_and_num_data_points_mismatch) {
     const plssvm::parameter<real_type> params{};
     const real_type rho{};
     const std::vector<real_type> alpha{ real_type{ 0.1 } };
-    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } }, { real_type{ 1.0 } } }, std::vector<label_type>{ plssvm::detail::convert_to<label_type>("1"), plssvm::detail::convert_to<label_type>("2") } };
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } }, { real_type{ 1.0 } } }, std::vector<label_type>{ first_label, second_label } };
 
     // try writing the LIBSVM model header
     EXPECT_DEATH((plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set)), ::testing::HasSubstr("The number of weights (1) doesn't match the number of data points (2)!"));

From b4e2b5c30be4e780521d5cf0db19e3b2de1d7706 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 11:15:29 +0200
Subject: [PATCH 0326/1010] Remove unused include.

---
 tests/detail/io/arff_parsing.cpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 4abe832b3..99a06a9fa 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -23,7 +23,6 @@
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
-#include <fstream>      // std::ifstream, std::ofstream
 #include <string>       // std::string
 #include <tuple>        // std::tuple, std::make_tuple, std::ignore
 #include <type_traits>  // std::is_same_v

From f3d8254c115e29eccddf9726c8f52badfaa228dd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 11:15:57 +0200
Subject: [PATCH 0327/1010] Refactor tests such that not only int and string
 types are tested but all supported types. Fix thread safety error when using
 bool as label_type.

---
 include/plssvm/model.hpp                      |  2 +-
 tests/data/model/5x4_linear.libsvm.model      |  2 +-
 tests/data/model/5x4_polynomial.libsvm.model  |  2 +-
 tests/data/model/5x4_rbf.libsvm.model         |  2 +-
 ...plicit_coef0_in_linear_kernel.libsvm.model |  2 +-
 .../explicit_coef0_in_rbf_kernel.libsvm.model |  2 +-
 ...licit_degree_in_linear_kernel.libsvm.model |  2 +-
 ...explicit_degree_in_rbf_kernel.libsvm.model |  2 +-
 ...plicit_gamma_in_linear_kernel.libsvm.model |  2 +-
 .../invalid/missing_kernel_type.libsvm.model  |  2 +-
 .../invalid/missing_nr_class.libsvm.model     |  2 +-
 .../model/invalid/missing_nr_sv.libsvm.model  |  2 +-
 .../model/invalid/missing_rho.libsvm.model    |  2 +-
 .../missing_support_vectors.libsvm.model      |  2 +-
 .../model/invalid/missing_sv.libsvm.model     |  2 +-
 .../invalid/missing_svm_type.libsvm.model     |  2 +-
 .../invalid/missing_total_sv.libsvm.model     |  2 +-
 .../nr_class_and_label_mismatch.libsvm.model  |  2 +-
 .../nr_class_and_nr_sv_mismatch.libsvm.model  |  2 +-
 .../model/invalid/too_few_nr_sv.libsvm.model  |  2 +-
 .../invalid/too_many_classes.libsvm.model     |  2 +-
 .../total_sv_and_nr_sv_mismatch.libsvm.model  |  2 +-
 .../unrecognized_header_entry.libsvm.model    |  2 +-
 .../invalid/wrong_kernel_type.libsvm.model    |  2 +-
 .../model/invalid/wrong_nr_class.libsvm.model |  2 +-
 .../model/invalid/wrong_svm_type.libsvm.model |  2 +-
 .../model/invalid/wrong_total_sv.libsvm.model |  2 +-
 tests/detail/io/libsvm_model_parsing.cpp      |  8 ++++---
 tests/model.cpp                               | 23 ++++---------------
 29 files changed, 37 insertions(+), 48 deletions(-)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 1321ae47f..23f856106 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -47,7 +47,7 @@ class model {
     // the label_type may be any arithmetic type (except bool) or a string.
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
     // because std::vector<bool> is evil
-    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
+//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
     // plssvm::csvm needs the constructor
     template <typename>
diff --git a/tests/data/model/5x4_linear.libsvm.model b/tests/data/model/5x4_linear.libsvm.model
index 531b26041..05053a643 100644
--- a/tests/data/model/5x4_linear.libsvm.model
+++ b/tests/data/model/5x4_linear.libsvm.model
@@ -3,7 +3,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/5x4_polynomial.libsvm.model b/tests/data/model/5x4_polynomial.libsvm.model
index 50680f7cd..6b03f2442 100644
--- a/tests/data/model/5x4_polynomial.libsvm.model
+++ b/tests/data/model/5x4_polynomial.libsvm.model
@@ -7,7 +7,7 @@ coef0 1.5
 nr_class 2
 total_sv 5
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 nr_sv 2 3
 SV
 -0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
diff --git a/tests/data/model/5x4_rbf.libsvm.model b/tests/data/model/5x4_rbf.libsvm.model
index 093a34a87..4b155370b 100644
--- a/tests/data/model/5x4_rbf.libsvm.model
+++ b/tests/data/model/5x4_rbf.libsvm.model
@@ -5,7 +5,7 @@ gamma 0.025
 nr_class 2
 total_sv 5
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 nr_sv 2 3
 SV
 -0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
diff --git a/tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model b/tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model
index 5fb3d2627..cfbe549ca 100644
--- a/tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model
+++ b/tests/data/model/invalid/explicit_coef0_in_linear_kernel.libsvm.model
@@ -3,7 +3,7 @@ kernel_type linear
 coef0 1.5
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model b/tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model
index 74c0f9620..951fd7066 100644
--- a/tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model
+++ b/tests/data/model/invalid/explicit_coef0_in_rbf_kernel.libsvm.model
@@ -3,7 +3,7 @@ kernel_type rbf
 coef0 1.5
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model b/tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model
index 1f4a31726..78ab2e2c9 100644
--- a/tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model
+++ b/tests/data/model/invalid/explicit_degree_in_linear_kernel.libsvm.model
@@ -3,7 +3,7 @@ kernel_type linear
 degree 2
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model b/tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model
index c006f41d1..6d2e67944 100644
--- a/tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model
+++ b/tests/data/model/invalid/explicit_degree_in_rbf_kernel.libsvm.model
@@ -3,7 +3,7 @@ kernel_type rbf
 degree 2
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model b/tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model
index 632ea2001..31619d70d 100644
--- a/tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model
+++ b/tests/data/model/invalid/explicit_gamma_in_linear_kernel.libsvm.model
@@ -3,7 +3,7 @@ kernel_type linear
 gamma 0.001
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/missing_kernel_type.libsvm.model b/tests/data/model/invalid/missing_kernel_type.libsvm.model
index fe1283620..0ec320324 100644
--- a/tests/data/model/invalid/missing_kernel_type.libsvm.model
+++ b/tests/data/model/invalid/missing_kernel_type.libsvm.model
@@ -1,7 +1,7 @@
 svm_type c_svc
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/missing_nr_class.libsvm.model b/tests/data/model/invalid/missing_nr_class.libsvm.model
index 75e3fd0b7..63ca25985 100644
--- a/tests/data/model/invalid/missing_nr_class.libsvm.model
+++ b/tests/data/model/invalid/missing_nr_class.libsvm.model
@@ -1,7 +1,7 @@
 svm_type c_svc
 kernel_type linear
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/missing_nr_sv.libsvm.model b/tests/data/model/invalid/missing_nr_sv.libsvm.model
index 1d4e51aa0..849a2db3b 100644
--- a/tests/data/model/invalid/missing_nr_sv.libsvm.model
+++ b/tests/data/model/invalid/missing_nr_sv.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 SV
 -0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
diff --git a/tests/data/model/invalid/missing_rho.libsvm.model b/tests/data/model/invalid/missing_rho.libsvm.model
index af977a5fe..3b9807214 100644
--- a/tests/data/model/invalid/missing_rho.libsvm.model
+++ b/tests/data/model/invalid/missing_rho.libsvm.model
@@ -1,7 +1,7 @@
 svm_type c_svc
 kernel_type linear
 nr_class 2
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/missing_support_vectors.libsvm.model b/tests/data/model/invalid/missing_support_vectors.libsvm.model
index 5101bbd92..106a0452f 100644
--- a/tests/data/model/invalid/missing_support_vectors.libsvm.model
+++ b/tests/data/model/invalid/missing_support_vectors.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/missing_sv.libsvm.model b/tests/data/model/invalid/missing_sv.libsvm.model
index 31622f942..ae6860f08 100644
--- a/tests/data/model/invalid/missing_sv.libsvm.model
+++ b/tests/data/model/invalid/missing_sv.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 -0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
diff --git a/tests/data/model/invalid/missing_svm_type.libsvm.model b/tests/data/model/invalid/missing_svm_type.libsvm.model
index a4aa955ba..62cc1d5b2 100644
--- a/tests/data/model/invalid/missing_svm_type.libsvm.model
+++ b/tests/data/model/invalid/missing_svm_type.libsvm.model
@@ -1,7 +1,7 @@
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/missing_total_sv.libsvm.model b/tests/data/model/invalid/missing_total_sv.libsvm.model
index cf70524a7..747ca0921 100644
--- a/tests/data/model/invalid/missing_total_sv.libsvm.model
+++ b/tests/data/model/invalid/missing_total_sv.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 nr_sv 2 3
 SV
 -0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
diff --git a/tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model b/tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model
index 2abd8f4ee..fcb55770d 100644
--- a/tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model
+++ b/tests/data/model/invalid/nr_class_and_label_mismatch.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1 2
+label 0 1 2
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model b/tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model
index 21148cdb1..e1ee6746b 100644
--- a/tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model
+++ b/tests/data/model/invalid/nr_class_and_nr_sv_mismatch.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 2 1
 SV
diff --git a/tests/data/model/invalid/too_few_nr_sv.libsvm.model b/tests/data/model/invalid/too_few_nr_sv.libsvm.model
index 6aa62716c..7a2355540 100644
--- a/tests/data/model/invalid/too_few_nr_sv.libsvm.model
+++ b/tests/data/model/invalid/too_few_nr_sv.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 5
 SV
diff --git a/tests/data/model/invalid/too_many_classes.libsvm.model b/tests/data/model/invalid/too_many_classes.libsvm.model
index 1f0104265..05828c6d8 100644
--- a/tests/data/model/invalid/too_many_classes.libsvm.model
+++ b/tests/data/model/invalid/too_many_classes.libsvm.model
@@ -3,7 +3,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 3
 rho 0.37330625882191915
-label 1 -1 2
+label 0 1 2
 total_sv 5
 nr_sv 2 2 1
 SV
diff --git a/tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model b/tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model
index 13a973c04..8c857bb4b 100644
--- a/tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model
+++ b/tests/data/model/invalid/total_sv_and_nr_sv_mismatch.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 4
 SV
diff --git a/tests/data/model/invalid/unrecognized_header_entry.libsvm.model b/tests/data/model/invalid/unrecognized_header_entry.libsvm.model
index 769e33da0..fce972c73 100644
--- a/tests/data/model/invalid/unrecognized_header_entry.libsvm.model
+++ b/tests/data/model/invalid/unrecognized_header_entry.libsvm.model
@@ -3,7 +3,7 @@ kernel_type linear
 invalid entry
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/wrong_kernel_type.libsvm.model b/tests/data/model/invalid/wrong_kernel_type.libsvm.model
index c2018d546..46f53f7fe 100644
--- a/tests/data/model/invalid/wrong_kernel_type.libsvm.model
+++ b/tests/data/model/invalid/wrong_kernel_type.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type foo
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/wrong_nr_class.libsvm.model b/tests/data/model/invalid/wrong_nr_class.libsvm.model
index ec199ef9c..2ba07a4a6 100644
--- a/tests/data/model/invalid/wrong_nr_class.libsvm.model
+++ b/tests/data/model/invalid/wrong_nr_class.libsvm.model
@@ -3,7 +3,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 3
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/wrong_svm_type.libsvm.model b/tests/data/model/invalid/wrong_svm_type.libsvm.model
index a4ad8cccc..c8831733e 100644
--- a/tests/data/model/invalid/wrong_svm_type.libsvm.model
+++ b/tests/data/model/invalid/wrong_svm_type.libsvm.model
@@ -2,7 +2,7 @@ svm_type nu_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 5
 nr_sv 2 3
 SV
diff --git a/tests/data/model/invalid/wrong_total_sv.libsvm.model b/tests/data/model/invalid/wrong_total_sv.libsvm.model
index 4caf8f577..803c83420 100644
--- a/tests/data/model/invalid/wrong_total_sv.libsvm.model
+++ b/tests/data/model/invalid/wrong_total_sv.libsvm.model
@@ -2,7 +2,7 @@ svm_type c_svc
 kernel_type linear
 nr_class 2
 rho 0.37330625882191915
-label 1 -1
+label 0 1
 total_sv 0
 nr_sv 2 3
 SV
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 7417288a4..dba03d4bd 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -30,6 +30,8 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
+// TODO: typed test with template?
+
 TEST(LIBSVMModelHeaderParseValid, read_linear) {
     using real_type = double;
     using label_type = int;
@@ -50,7 +52,7 @@ TEST(LIBSVMModelHeaderParseValid, read_linear) {
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
     EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-    EXPECT_EQ(label, (std::vector<label_type>{ 1, 1, -1, -1, -1 }));
+    EXPECT_EQ(label, (std::vector<label_type>{ 0, 0, 1, 1, 1 }));
     EXPECT_EQ(header_lines, 8);
 }
 TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
@@ -76,7 +78,7 @@ TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
     EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-    EXPECT_EQ(label, (std::vector<label_type>{ 1, 1, -1, -1, -1 }));
+    EXPECT_EQ(label, (std::vector<label_type>{ 0, 0, 1, 1, 1 }));
     EXPECT_EQ(header_lines, 11);
 }
 TEST(LIBSVMModelHeaderParseValid, read_rbf) {
@@ -100,7 +102,7 @@ TEST(LIBSVMModelHeaderParseValid, read_rbf) {
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
     EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-    EXPECT_EQ(label, (std::vector<label_type>{ 1, 1, -1, -1, -1 }));
+    EXPECT_EQ(label, (std::vector<label_type>{ 0, 0, 1, 1, 1 }));
     EXPECT_EQ(header_lines, 9);
 }
 
diff --git a/tests/model.cpp b/tests/model.cpp
index 5c3e078a0..b66637dce 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -13,35 +13,22 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "utility.hpp"  // util::temporary_file, util::redirect_output
+#include "types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "utility.hpp"        // util::temporary_file, util::redirect_output
 
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
 
-#include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::remove
+#include <cstddef>     // std::size_t
+#include <filesystem>  // std::filesystem::remove
 #include <regex>        // std::regex, std::regex_match, std::regex::extended
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
-// struct for the used type combinations
-template <typename T, typename U>
-struct type_combinations {
-    using real_type = T;
-    using label_type = U;
-};
-
-// the floating point and label types combinations to test
-using type_combinations_types = ::testing::Types<
-    type_combinations<float, int>,
-    type_combinations<float, std::string>,
-    type_combinations<double, int>,
-    type_combinations<double, std::string>>;
-
 template <typename T>
 class Model : public ::testing::Test, private util::redirect_output {};
-TYPED_TEST_SUITE(Model, type_combinations_types);
+TYPED_TEST_SUITE(Model, util::type_combinations_types);
 
 TYPED_TEST(Model, construct) {
     using real_type = typename TypeParam::real_type;

From 87e706f8311025054c5b6f6c3859d4b1468c2558 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 11:55:48 +0200
Subject: [PATCH 0328/1010] Refactor tests such that not only int and string
 types are tested but all supported types. Fix thread safety error when using
 bool as label_type.

---
 .../model/5x4_linear_TEMPLATE.libsvm.model    |  14 +++
 .../5x4_polynomial_TEMPLATE.libsvm.model      |  17 +++
 .../data/model/5x4_rbf_TEMPLATE.libsvm.model  |  15 +++
 tests/detail/io/libsvm_model_parsing.cpp      | 110 +++++++++++-------
 4 files changed, 111 insertions(+), 45 deletions(-)
 create mode 100644 tests/data/model/5x4_linear_TEMPLATE.libsvm.model
 create mode 100644 tests/data/model/5x4_polynomial_TEMPLATE.libsvm.model
 create mode 100644 tests/data/model/5x4_rbf_TEMPLATE.libsvm.model

diff --git a/tests/data/model/5x4_linear_TEMPLATE.libsvm.model b/tests/data/model/5x4_linear_TEMPLATE.libsvm.model
new file mode 100644
index 000000000..dfc27a3cf
--- /dev/null
+++ b/tests/data/model/5x4_linear_TEMPLATE.libsvm.model
@@ -0,0 +1,14 @@
+# this is a comment
+svm_type c_svc
+kernel_type linear
+nr_class 2
+rho 0.37330625882191915
+label LABEL_1_PLACEHOLDER LABEL_2_PLACEHOLDER
+total_sv 5
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/5x4_polynomial_TEMPLATE.libsvm.model b/tests/data/model/5x4_polynomial_TEMPLATE.libsvm.model
new file mode 100644
index 000000000..5692db0f2
--- /dev/null
+++ b/tests/data/model/5x4_polynomial_TEMPLATE.libsvm.model
@@ -0,0 +1,17 @@
+# this is a comment
+svm_type c_svc
+kernel_type polynomial
+degree 2
+gamma 0.25
+coef0 1.5
+nr_class 2
+total_sv 5
+rho 0.37330625882191915
+label LABEL_1_PLACEHOLDER LABEL_2_PLACEHOLDER
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/data/model/5x4_rbf_TEMPLATE.libsvm.model b/tests/data/model/5x4_rbf_TEMPLATE.libsvm.model
new file mode 100644
index 000000000..74fdd339f
--- /dev/null
+++ b/tests/data/model/5x4_rbf_TEMPLATE.libsvm.model
@@ -0,0 +1,15 @@
+# this is a comment
+svm_type c_svc
+kernel_type rbf
+gamma 0.025
+nr_class 2
+total_sv 5
+rho 0.37330625882191915
+label LABEL_1_PLACEHOLDER LABEL_2_PLACEHOLDER
+nr_sv 2 3
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index dba03d4bd..153ac6712 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -15,7 +15,7 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file, get_distinct_label}
 #include "../../utility.hpp"        // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
@@ -30,15 +30,24 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
-// TODO: typed test with template?
+template <typename T>
+class LIBSVMModelHeaderParse : public ::testing::Test {};
 
-TEST(LIBSVMModelHeaderParseValid, read_linear) {
-    using real_type = double;
-    using label_type = int;
+template <typename T>
+class LIBSVMModelHeaderParseValid : public LIBSVMModelHeaderParse<T> {};
+TYPED_TEST_SUITE(LIBSVMModelHeaderParseValid, util::type_combinations_types);
+
+TYPED_TEST(LIBSVMModelHeaderParseValid, read_linear) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
     using size_type = std::size_t;
 
+    // create temporary file
+    util::temporary_file template_file{};
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", template_file.filename);
+
     // parse the LIBSVM model file header
-    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    plssvm::detail::io::file_reader reader{ template_file.filename };
     reader.read_lines('#');
     const auto &[params, rho, label, header_lines] = plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
 
@@ -52,16 +61,21 @@ TEST(LIBSVMModelHeaderParseValid, read_linear) {
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
     EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-    EXPECT_EQ(label, (std::vector<label_type>{ 0, 0, 1, 1, 1 }));
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    EXPECT_EQ(label, (std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label }));
     EXPECT_EQ(header_lines, 8);
 }
-TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
-    using real_type = double;
-    using label_type = int;
+TYPED_TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
     using size_type = std::size_t;
 
+    // create temporary file
+    util::temporary_file template_file{};
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_polynomial_TEMPLATE.libsvm.model", template_file.filename);
+
     // parse the LIBSVM model file header
-    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/model/5x4_polynomial.libsvm.model" };
+    plssvm::detail::io::file_reader reader{ template_file.filename };
     reader.read_lines('#');
     const auto &[params, rho, label, header_lines] = plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
 
@@ -78,16 +92,21 @@ TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
     EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-    EXPECT_EQ(label, (std::vector<label_type>{ 0, 0, 1, 1, 1 }));
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    EXPECT_EQ(label, (std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label }));
     EXPECT_EQ(header_lines, 11);
 }
-TEST(LIBSVMModelHeaderParseValid, read_rbf) {
-    using real_type = double;
-    using label_type = int;
+TYPED_TEST(LIBSVMModelHeaderParseValid, read_rbf) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
     using size_type = std::size_t;
 
+    // create temporary file
+    util::temporary_file template_file{};
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_rbf_TEMPLATE.libsvm.model", template_file.filename);
+
     // parse the LIBSVM model file header
-    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/model/5x4_rbf.libsvm.model" };
+    plssvm::detail::io::file_reader reader{ template_file.filename };
     reader.read_lines('#');
     const auto &[params, rho, label, header_lines] = plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
 
@@ -97,20 +116,21 @@ TEST(LIBSVMModelHeaderParseValid, read_rbf) {
     EXPECT_EQ(params.kernel.value(), plssvm::kernel_type::rbf);
     EXPECT_TRUE(params.degree.is_default());
     EXPECT_FALSE(params.gamma.is_default());
-    EXPECT_EQ(params.gamma.value(), 0.025);
+    EXPECT_EQ(params.gamma.value(), plssvm::detail::convert_to<real_type>("0.025"));
     EXPECT_TRUE(params.coef0.is_default());
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
     EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
-    EXPECT_EQ(label, (std::vector<label_type>{ 0, 0, 1, 1, 1 }));
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    EXPECT_EQ(label, (std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label }));
     EXPECT_EQ(header_lines, 9);
 }
 
 template <typename T>
-class LIBSVMModelHeaderParse : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMModelHeaderParse, util::type_combinations_types);
+class LIBSVMModelHeaderParseInvalid : public LIBSVMModelHeaderParse<T> {};
+TYPED_TEST_SUITE(LIBSVMModelHeaderParseInvalid, util::type_combinations_types);
 
-TYPED_TEST(LIBSVMModelHeaderParse, wrong_svm_type) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, wrong_svm_type) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -123,7 +143,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, wrong_svm_type) {
                       plssvm::invalid_file_format_exception,
                       "Can only use c_svc as svm_type, but 'nu_svc' was given!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, wrong_kernel_type) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, wrong_kernel_type) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -136,7 +156,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, wrong_kernel_type) {
                       plssvm::invalid_file_format_exception,
                       "Unrecognized kernel type 'foo'!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, wrong_total_sv) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, wrong_total_sv) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -149,7 +169,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, wrong_total_sv) {
                       plssvm::invalid_file_format_exception,
                       "The number of support vectors must be greater than 0!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, too_few_label) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, too_few_label) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -162,7 +182,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, too_few_label) {
                       plssvm::invalid_file_format_exception,
                       "At least two labels must be set, but only 1 label ([1]) was given!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, too_few_nr_sv) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, too_few_nr_sv) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -175,7 +195,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, too_few_nr_sv) {
                       plssvm::invalid_file_format_exception,
                       "At least two nr_sv must be set, but only 1 ([5]) was given!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, unrecognized_header_entry) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, unrecognized_header_entry) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -188,7 +208,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, unrecognized_header_entry) {
                       plssvm::invalid_file_format_exception,
                       "Unrecognized header entry 'invalid entry'! Maybe SV is missing?");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_svm_type) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_svm_type) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -201,7 +221,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_svm_type) {
                       plssvm::invalid_file_format_exception,
                       "Missing svm_type!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_kernel_type) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_kernel_type) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -215,7 +235,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_kernel_type) {
                       "Missing kernel_type!");
 }
 
-TYPED_TEST(LIBSVMModelHeaderParse, explicit_degree_in_linear_kernel) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, explicit_degree_in_linear_kernel) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -228,7 +248,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, explicit_degree_in_linear_kernel) {
                       plssvm::invalid_file_format_exception,
                       "Explicitly provided a value for the degree parameter which is not used in the linear kernel!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, explicit_gamma_in_linear_kernel) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, explicit_gamma_in_linear_kernel) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -241,7 +261,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, explicit_gamma_in_linear_kernel) {
                       plssvm::invalid_file_format_exception,
                       "Explicitly provided a value for the gamma parameter which is not used in the linear kernel!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, explicit_coef0_in_linear_kernel) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, explicit_coef0_in_linear_kernel) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -254,7 +274,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, explicit_coef0_in_linear_kernel) {
                       plssvm::invalid_file_format_exception,
                       "Explicitly provided a value for the coef0 parameter which is not used in the linear kernel!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, explicit_degree_in_rbf_kernel) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, explicit_degree_in_rbf_kernel) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -267,7 +287,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, explicit_degree_in_rbf_kernel) {
                       plssvm::invalid_file_format_exception,
                       "Explicitly provided a value for the degree parameter which is not used in the radial basis function kernel!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, explicit_coef0_in_rbf_kernel) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, explicit_coef0_in_rbf_kernel) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -281,7 +301,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, explicit_coef0_in_rbf_kernel) {
                       "Explicitly provided a value for the coef0 parameter which is not used in the radial basis function kernel!");
 }
 
-TYPED_TEST(LIBSVMModelHeaderParse, missing_nr_class) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_nr_class) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -294,7 +314,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_nr_class) {
                       plssvm::invalid_file_format_exception,
                       "Missing number of different classes nr_class!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_total_sv) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_total_sv) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -307,7 +327,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_total_sv) {
                       plssvm::invalid_file_format_exception,
                       "Missing total number of support vectors total_sv!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_rho) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_rho) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -320,7 +340,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_rho) {
                       plssvm::invalid_file_format_exception,
                       "Missing rho value!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_label) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_label) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -333,7 +353,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_label) {
                       plssvm::invalid_file_format_exception,
                       "Missing class label specification!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, nr_class_and_label_mismatch) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, nr_class_and_label_mismatch) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -346,7 +366,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, nr_class_and_label_mismatch) {
                       plssvm::invalid_file_format_exception,
                       "The number of classes (nr_class) is 2, but the provided number of different labels is 3 (label)!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_nr_sv) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_nr_sv) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -359,7 +379,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_nr_sv) {
                       plssvm::invalid_file_format_exception,
                       "Missing number of support vectors per class nr_sv!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, nr_class_and_nr_sv_mismatch) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, nr_class_and_nr_sv_mismatch) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -372,7 +392,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, nr_class_and_nr_sv_mismatch) {
                       plssvm::invalid_file_format_exception,
                       "The number of classes (nr_class) is 2, but the provided number of different labels is 3 (nr_sv)!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, total_sv_and_nr_sv_mismatch) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, total_sv_and_nr_sv_mismatch) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -385,7 +405,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, total_sv_and_nr_sv_mismatch) {
                       plssvm::invalid_file_format_exception,
                       "The total number of support vectors is 5, but the sum of nr_sv is 6!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, too_many_classes) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, too_many_classes) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -398,7 +418,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, too_many_classes) {
                       plssvm::invalid_file_format_exception,
                       "Currently only binary classification is supported, but 3 different label where given!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_sv) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_sv) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -411,7 +431,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_sv) {
                       plssvm::invalid_file_format_exception,
                       "Unrecognized header entry '-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00'! Maybe SV is missing?");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, missing_support_vectors) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_support_vectors) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;
@@ -424,7 +444,7 @@ TYPED_TEST(LIBSVMModelHeaderParse, missing_support_vectors) {
                       plssvm::invalid_file_format_exception,
                       "Can't parse file: no support vectors are given or SV is missing!");
 }
-TYPED_TEST(LIBSVMModelHeaderParse, empty) {
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, empty) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;
     using size_type = std::size_t;

From c61a3a063d93e21fbd08e8f0701b6a8afd2c27ac Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 12:04:03 +0200
Subject: [PATCH 0329/1010] Add missing const.

---
 tests/model.cpp | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/tests/model.cpp b/tests/model.cpp
index b66637dce..25d4cd454 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -35,7 +35,7 @@ TYPED_TEST(Model, construct) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
 
     // test for correct construction
     EXPECT_EQ(model.num_support_vectors(), 5);
@@ -58,7 +58,7 @@ TYPED_TEST(Model, typedefs) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
 
     // test internal typedefs
     ::testing::StaticAssertTypeEq<real_type, typename decltype(model)::real_type>();
@@ -70,7 +70,7 @@ TYPED_TEST(Model, num_support_vectors) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct number of support vectors
     EXPECT_EQ(model.num_support_vectors(), 5);
 }
@@ -79,7 +79,7 @@ TYPED_TEST(Model, num_features) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct number of features
     EXPECT_EQ(model.num_features(), 4);
 }
@@ -88,7 +88,7 @@ TYPED_TEST(Model, svm_parameter) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct number of features
     EXPECT_EQ(model.svm_parameter(), plssvm::parameter<real_type>{});
 }
@@ -97,7 +97,7 @@ TYPED_TEST(Model, support_vectors) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct support vectors
     const std::vector<std::vector<real_type>> support_vectors{
         plssvm::detail::split_as<real_type>("-1.117828e+00 -2.908719e+00 6.663834e-01 1.097883e+00"),
@@ -113,7 +113,7 @@ TYPED_TEST(Model, weights) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct weights
     EXPECT_EQ(model.weights(), plssvm::detail::split_as<real_type>("-0.17609610490769723 0.8838187731213127 -0.47971257671001616 0.0034556484621847128 -0.23146573996578407"));
 }
@@ -122,7 +122,7 @@ TYPED_TEST(Model, rho) {
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
-    plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct rho (bias) value
     EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
 }
@@ -190,7 +190,7 @@ TEST_P(ModelSave, save) {
     // only support vectors should be left -> check the remaining lines if they match the correct pattern
     const std::string support_vector_pattern{ "[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?)*" };
     for (const std::string_view line : lines) {
-        std::regex reg(support_vector_pattern, std::regex::extended);
+        const std::regex reg(support_vector_pattern, std::regex::extended);
         EXPECT_TRUE(std::regex_match(std::string{ line }, reg)) << fmt::format("Line \"{}\" doesn't match the regex pattern \"{}\"", line, support_vector_pattern);
     }
 }

From 1d0c8b9d90e080f0fe387278b10ddc7cbc770b7c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 17:10:26 +0200
Subject: [PATCH 0330/1010] Refactor tests such that not only int and string
 types are tested but all supported types. Fix thread safety error when using
 bool as label_type. Remove unnecessary test files and make arff and libsvm
 test files have the same content.

---
 tests/data/arff/{5x4_int.arff => 5x4.arff}    |  10 +-
 tests/data/arff/5x4_TEMPLATE.arff             |  10 +-
 tests/data/arff/5x4_int_without_label.arff    |  15 -
 tests/data/arff/5x4_sparse.arff               |  16 +
 tests/data/arff/5x4_sparse_TEMPLATE.arff      |  12 +-
 tests/data/arff/5x4_sparse_int.arff           |  16 -
 tests/data/arff/5x4_sparse_string.arff        |  16 -
 tests/data/arff/5x4_string.arff               |  16 -
 tests/data/arff/5x4_string_without_label.arff |  15 -
 .../libsvm/{5x4_int.libsvm => 5x4.libsvm}     |   0
 .../data/libsvm/5x4_int_without_label.libsvm  |   6 -
 ...x4_sparse_int.libsvm => 5x4_sparse.libsvm} |   0
 tests/data/libsvm/5x4_sparse_string.libsvm    |   8 -
 tests/data/libsvm/5x4_string.libsvm           |   6 -
 .../libsvm/5x4_string_without_label.libsvm    |   6 -
 tests/data_set.cpp                            | 326 ++++++++----------
 tests/detail/cmd/data_set_variants.cpp        |  36 +-
 tests/detail/io/arff_parsing.cpp              |  30 +-
 tests/detail/io/file_reader.cpp               |  30 +-
 tests/detail/io/libsvm_parsing.cpp            |   9 +-
 20 files changed, 245 insertions(+), 338 deletions(-)
 rename tests/data/arff/{5x4_int.arff => 5x4.arff} (74%)
 delete mode 100644 tests/data/arff/5x4_int_without_label.arff
 create mode 100644 tests/data/arff/5x4_sparse.arff
 delete mode 100644 tests/data/arff/5x4_sparse_int.arff
 delete mode 100644 tests/data/arff/5x4_sparse_string.arff
 delete mode 100644 tests/data/arff/5x4_string.arff
 delete mode 100644 tests/data/arff/5x4_string_without_label.arff
 rename tests/data/libsvm/{5x4_int.libsvm => 5x4.libsvm} (100%)
 delete mode 100644 tests/data/libsvm/5x4_int_without_label.libsvm
 rename tests/data/libsvm/{5x4_sparse_int.libsvm => 5x4_sparse.libsvm} (100%)
 delete mode 100644 tests/data/libsvm/5x4_sparse_string.libsvm
 delete mode 100644 tests/data/libsvm/5x4_string.libsvm
 delete mode 100644 tests/data/libsvm/5x4_string_without_label.libsvm

diff --git a/tests/data/arff/5x4_int.arff b/tests/data/arff/5x4.arff
similarity index 74%
rename from tests/data/arff/5x4_int.arff
rename to tests/data/arff/5x4.arff
index fd06e908c..ab8cc34c5 100644
--- a/tests/data/arff/5x4_int.arff
+++ b/tests/data/arff/5x4.arff
@@ -9,8 +9,8 @@
 @ATTRIBUTE class    {-1,1}
 
 @DATA
--1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1
--0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1
-0.0,0.60276937379453293,-0.13086851759108944,0.0,-1
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
\ No newline at end of file
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,-1
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,-1
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,1
+-0.20981208921241892,0.60276937379453293,-0.13086851759108944,0.10805254527169827,1
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,1
\ No newline at end of file
diff --git a/tests/data/arff/5x4_TEMPLATE.arff b/tests/data/arff/5x4_TEMPLATE.arff
index 781c344e6..2a7af8206 100644
--- a/tests/data/arff/5x4_TEMPLATE.arff
+++ b/tests/data/arff/5x4_TEMPLATE.arff
@@ -9,8 +9,8 @@
 @ATTRIBUTE class    {LABEL_1_PLACEHOLDER,LABEL_2_PLACEHOLDER}
 
 @DATA
--1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,LABEL_2_PLACEHOLDER
--0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,LABEL_2_PLACEHOLDER
-0.0,0.60276937379453293,-0.13086851759108944,0.0,LABEL_1_PLACEHOLDER
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,LABEL_1_PLACEHOLDER
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,LABEL_1_PLACEHOLDER
\ No newline at end of file
+-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,LABEL_1_PLACEHOLDER
+-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,LABEL_1_PLACEHOLDER
+0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,LABEL_2_PLACEHOLDER
+-0.20981208921241892,0.60276937379453293,-0.13086851759108944,0.10805254527169827,LABEL_2_PLACEHOLDER
+1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,LABEL_2_PLACEHOLDER
\ No newline at end of file
diff --git a/tests/data/arff/5x4_int_without_label.arff b/tests/data/arff/5x4_int_without_label.arff
deleted file mode 100644
index a9f4a33f9..000000000
--- a/tests/data/arff/5x4_int_without_label.arff
+++ /dev/null
@@ -1,15 +0,0 @@
-% Title
-% comments
-@RELATION name
-
-@ATTRIBUTE first    NUMERIC
-@ATTRIBUTE second   numeric
-@ATTRIBUTE third    Numeric
-@ATTRIBUTE fourth   NUMERIC
-
-@DATA
--1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288
--0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026
-0.0,0.60276937379453293,-0.13086851759108944,0.0
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse.arff b/tests/data/arff/5x4_sparse.arff
new file mode 100644
index 000000000..998a5c8c1
--- /dev/null
+++ b/tests/data/arff/5x4_sparse.arff
@@ -0,0 +1,16 @@
+% Title
+% comments
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE third    Numeric
+@ATTRIBUTE fourth   NUMERIC
+
+@DATA
+{2 -1}
+{1 0.51687296029754564,2 -1}
+{0 1.01405596624706053,2 1}
+{0 0.60276937379453293,3 -0.13086851759108944,2 1}
+{2 1,4 0.298499933047586044}
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse_TEMPLATE.arff b/tests/data/arff/5x4_sparse_TEMPLATE.arff
index 391e3322a..7393f09aa 100644
--- a/tests/data/arff/5x4_sparse_TEMPLATE.arff
+++ b/tests/data/arff/5x4_sparse_TEMPLATE.arff
@@ -9,8 +9,10 @@
 @ATTRIBUTE fourth   NUMERIC
 
 @DATA
-{2 LABEL_2_PLACEHOLDER}
-{3 0.51687296029754564,4 0.54604461446026,2 LABEL_2_PLACEHOLDER}
-{1 0.60276937379453293,3 -0.13086851759108944,2 LABEL_1_PLACEHOLDER}
-{0 0.57650218263054642,1 1.01405596624706053,2 LABEL_1_PLACEHOLDER}
-{0 1.88494043717792,1 1.00518564317278263,2 LABEL_1_PLACEHOLDER,3 0.298499933047586044,4 1.6464627048813514}
\ No newline at end of file
+{2 LABEL_1_PLACEHOLDER}
+{1 0.51687296029754564,2 LABEL_1_PLACEHOLDER}
+{0 1.01405596624706053,2 LABEL_2_PLACEHOLDER}
+
+{0 0.60276937379453293,3 -0.13086851759108944,2 LABEL_2_PLACEHOLDER}
+{2 LABEL_2_PLACEHOLDER,4 0.298499933047586044}
+    % yet another comment
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse_int.arff b/tests/data/arff/5x4_sparse_int.arff
deleted file mode 100644
index a7de8bee0..000000000
--- a/tests/data/arff/5x4_sparse_int.arff
+++ /dev/null
@@ -1,16 +0,0 @@
-% Title
-% comments
-@RELATION name
-
-@ATTRIBUTE first    NUMERIC
-@ATTRIBUTE second   numeric
-@ATTRIBUTE class    {-1,1}
-@ATTRIBUTE third    Numeric
-@ATTRIBUTE fourth   NUMERIC
-
-@DATA
-{2 1}
-{3 0.51687296029754564,4 0.54604461446026,2 1}
-{1 0.60276937379453293,3 -0.13086851759108944,2 -1}
-{0 0.57650218263054642,1 1.01405596624706053,2 -1}
-{0 1.88494043717792,1 1.00518564317278263,2 -1,3 0.298499933047586044,4 1.6464627048813514}
\ No newline at end of file
diff --git a/tests/data/arff/5x4_sparse_string.arff b/tests/data/arff/5x4_sparse_string.arff
deleted file mode 100644
index f4398f68f..000000000
--- a/tests/data/arff/5x4_sparse_string.arff
+++ /dev/null
@@ -1,16 +0,0 @@
-% Title
-% comments
-@RELATION name
-
-@ATTRIBUTE first    NUMERIC
-@ATTRIBUTE second   numeric
-@ATTRIBUTE class    {cat,dog}
-@ATTRIBUTE third    Numeric
-@ATTRIBUTE fourth   NUMERIC
-
-@DATA
-{2 cat}
-{3 0.51687296029754564,4 0.54604461446026,2 cat}
-{1 0.60276937379453293,3 -0.13086851759108944,2 dog}
-{0 0.57650218263054642,1 1.01405596624706053,2 dog}
-{0 1.88494043717792,1 1.00518564317278263,2 dog,3 0.298499933047586044,4 1.6464627048813514}
\ No newline at end of file
diff --git a/tests/data/arff/5x4_string.arff b/tests/data/arff/5x4_string.arff
deleted file mode 100644
index 3b741609f..000000000
--- a/tests/data/arff/5x4_string.arff
+++ /dev/null
@@ -1,16 +0,0 @@
-% Title
-% comments
-@RELATION name
-
-@ATTRIBUTE first    NUMERIC
-@ATTRIBUTE second   numeric
-@ATTRIBUTE third    Numeric
-@ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {cat,dog}
-
-@DATA
--1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,cat
--0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,cat
-0.0,0.60276937379453293,-0.13086851759108944,0.0,dog
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,dog
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,dog
diff --git a/tests/data/arff/5x4_string_without_label.arff b/tests/data/arff/5x4_string_without_label.arff
deleted file mode 100644
index ac95701fa..000000000
--- a/tests/data/arff/5x4_string_without_label.arff
+++ /dev/null
@@ -1,15 +0,0 @@
-% Title
-% comments
-@RELATION name
-
-@ATTRIBUTE first    NUMERIC
-@ATTRIBUTE second   numeric
-@ATTRIBUTE third    Numeric
-@ATTRIBUTE fourth   NUMERIC
-
-@DATA
--1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288
--0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026
-0.0,0.60276937379453293,-0.13086851759108944,0.0
-0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387
-1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514
diff --git a/tests/data/libsvm/5x4_int.libsvm b/tests/data/libsvm/5x4.libsvm
similarity index 100%
rename from tests/data/libsvm/5x4_int.libsvm
rename to tests/data/libsvm/5x4.libsvm
diff --git a/tests/data/libsvm/5x4_int_without_label.libsvm b/tests/data/libsvm/5x4_int_without_label.libsvm
deleted file mode 100644
index 9f38230ae..000000000
--- a/tests/data/libsvm/5x4_int_without_label.libsvm
+++ /dev/null
@@ -1,6 +0,0 @@
-# comment
-1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
-1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
-1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
-1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
-1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4_sparse_int.libsvm b/tests/data/libsvm/5x4_sparse.libsvm
similarity index 100%
rename from tests/data/libsvm/5x4_sparse_int.libsvm
rename to tests/data/libsvm/5x4_sparse.libsvm
diff --git a/tests/data/libsvm/5x4_sparse_string.libsvm b/tests/data/libsvm/5x4_sparse_string.libsvm
deleted file mode 100644
index 8117e7c11..000000000
--- a/tests/data/libsvm/5x4_sparse_string.libsvm
+++ /dev/null
@@ -1,8 +0,0 @@
-# this is a comment
-cat
-cat  2:0.51687296029754564
-dog 1:1.01405596624706053
-
-dog 1:0.60276937379453293      3:-0.13086851759108944
-dog  4:0.298499933047586044   # this is also a comment
-   # yet another comment
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4_string.libsvm b/tests/data/libsvm/5x4_string.libsvm
deleted file mode 100644
index 7cd202781..000000000
--- a/tests/data/libsvm/5x4_string.libsvm
+++ /dev/null
@@ -1,6 +0,0 @@
-# comment
-cat 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
-cat 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
-dog 1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
-dog 1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
-dog 1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data/libsvm/5x4_string_without_label.libsvm b/tests/data/libsvm/5x4_string_without_label.libsvm
deleted file mode 100644
index 9f38230ae..000000000
--- a/tests/data/libsvm/5x4_string_without_label.libsvm
+++ /dev/null
@@ -1,6 +0,0 @@
-# comment
-1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288
-1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026
-1:0.57650218263054642 2:1.01405596624706053 3:0.13009428079760464 4:0.7261913886869387
-1:-0.20981208921241892 2:0.60276937379453293 3:-0.13086851759108944 4:0.10805254527169827
-1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
\ No newline at end of file
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index f0bdef11c..50b305e6e 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -17,14 +17,14 @@
 #include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "utility.hpp"  // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
+#include "types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "utility.hpp"        // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "gmock/gmock-matchers.h"  // ::testing::{ContainsRegex, StartsWith}
 #include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT, ASSERT_EQ, ASSERT_GT, TEST, TYPED_TEST, TYPED_TEST_SUITE
                                    // ::testing::{Types, Test}
 
 #include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::remove
 #include <limits>       // std::numeric_limits::{lowest, max}
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -32,27 +32,13 @@
 #include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
-// struct for the used type combinations
-template <typename T, typename U>
-struct type_combinations {
-    using real_type = T;
-    using label_type = U;
-};
-
-// the floating point and label types combinations to test
-using type_combinations_types = ::testing::Types<
-    type_combinations<float, int>,
-    type_combinations<float, std::string>,
-    type_combinations<double, int>,
-    type_combinations<double, std::string>>;
-
 ////////////////////////////////////////////////////////////////////////////////
 ////                          scaling nested-class                          ////
 ////////////////////////////////////////////////////////////////////////////////
 
 template <typename T>
 class DataSetScaling : public ::testing::Test, private util::redirect_output {};
-TYPED_TEST_SUITE(DataSetScaling, type_combinations_types);
+TYPED_TEST_SUITE(DataSetScaling, util::type_combinations_types);
 
 TYPED_TEST(DataSetScaling, default_construct_factor) {
     using real_type = typename TypeParam::real_type;
@@ -189,7 +175,7 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
 
 template <typename T>
 class DataSetLabelMapper : public ::testing::Test {};
-TYPED_TEST_SUITE(DataSetLabelMapper, type_combinations_types);
+TYPED_TEST_SUITE(DataSetLabelMapper, util::type_combinations_types);
 
 TYPED_TEST(DataSetLabelMapper, construct) {
     using real_type = typename TypeParam::real_type;
@@ -197,31 +183,20 @@ TYPED_TEST(DataSetLabelMapper, construct) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    std::vector<label_type> different_labels;
-    if constexpr (std::is_same_v<label_type, int>) {
-        different_labels = std::vector<int>{ -64, 32 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        different_labels = std::vector<std::string>{ "cat", "dog" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
 
     // create label mapper
-    const std::vector<label_type> labels = {
-        different_labels[0],
-        different_labels[1],
-        different_labels[1],
-        different_labels[0],
-        different_labels[1]
-    };
+    const std::vector<label_type> labels = { first_label, second_label, second_label, first_label, second_label };
     const label_mapper_type mapper{ labels };
 
     // test values
     EXPECT_EQ(mapper.num_mappings(), 2);
-    EXPECT_EQ(mapper.labels(), different_labels);
+    EXPECT_EQ(mapper.labels(), (std::vector<label_type>{ first_label, second_label }));
     // test mapping
-    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ -1 }), different_labels[0]);
-    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ 1 }), different_labels[1]);
-    EXPECT_EQ(mapper.get_mapped_value_by_label(different_labels[0]), real_type{ -1 });
-    EXPECT_EQ(mapper.get_mapped_value_by_label(different_labels[1]), real_type{ 1 });
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ -1 }), first_label);
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ 1 }), second_label);
+    EXPECT_EQ(mapper.get_mapped_value_by_label(first_label), real_type{ -1 });
+    EXPECT_EQ(mapper.get_mapped_value_by_label(second_label), real_type{ 1 });
 }
 TYPED_TEST(DataSetLabelMapper, construct_too_many_label) {
     using real_type = typename TypeParam::real_type;
@@ -229,15 +204,19 @@ TYPED_TEST(DataSetLabelMapper, construct_too_many_label) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    std::vector<label_type> different_labels;
-    if constexpr (std::is_same_v<label_type, int>) {
-        different_labels = std::vector<int>{ -64, 32, 128 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        different_labels = std::vector<std::string>{ "cat", "dog", "mouse" };
-    }
+    std::vector<label_type> different_labels = {
+        plssvm::detail::convert_to<label_type>("0"),
+        plssvm::detail::convert_to<label_type>("1"),
+        plssvm::detail::convert_to<label_type>("2")
+    };
 
     // too many labels provided!
-    EXPECT_THROW_WHAT(label_mapper_type{ different_labels }, plssvm::data_set_exception, "Currently only binary classification is supported, but 3 different labels were given!");
+    if constexpr (!std::is_same_v<label_type, bool>) {
+        // only test for types other than bool since boolean labels can only be binary by definition
+        EXPECT_THROW_WHAT(label_mapper_type{ different_labels }, plssvm::data_set_exception, "Currently only binary classification is supported, but 3 different labels were given!");
+    } else {
+        SUCCEED() << "By definition boolean labels do only support two different labels.";
+    }
 }
 TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_label) {
     using real_type = typename TypeParam::real_type;
@@ -245,14 +224,15 @@ TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_label) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create label mapper
     const label_mapper_type mapper{ different_labels };
 
     // test the number of mappings
-    EXPECT_EQ(mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("-10")), real_type{ -1 });
-    EXPECT_EQ(mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("10")), real_type{ 1 });
+    EXPECT_EQ(mapper.get_mapped_value_by_label(first_label), real_type{ -1 });
+    EXPECT_EQ(mapper.get_mapped_value_by_label(second_label), real_type{ 1 });
 }
 TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_invalid_label) {
     using real_type = typename TypeParam::real_type;
@@ -260,13 +240,19 @@ TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_invalid_label) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create label mapper
     const label_mapper_type mapper{ different_labels };
 
     // test the number of mappings
-    EXPECT_THROW_WHAT(std::ignore = mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("42")), plssvm::data_set_exception, "Label \"42\" unknown in this label mapping!");
+    if constexpr (!std::is_same_v<label_type, bool>) {
+        // can't have an unknown labels for bool
+        EXPECT_THROW_WHAT(std::ignore = mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("9")), plssvm::data_set_exception, "Label \"9\" unknown in this label mapping!");
+    } else {
+        SUCCEED() << "By definition there can't be unknown labels for the boolean label type.";
+    }
 }
 TYPED_TEST(DataSetLabelMapper, get_label_by_mapped_value) {
     using real_type = typename TypeParam::real_type;
@@ -274,14 +260,15 @@ TYPED_TEST(DataSetLabelMapper, get_label_by_mapped_value) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create label mapper
     const label_mapper_type mapper{ different_labels };
 
     // test the number of mappings
-    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ -1 }), plssvm::detail::convert_to<label_type>("-10"));
-    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ 1 }), plssvm::detail::convert_to<label_type>("10"));
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ -1 }), first_label);
+    EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ 1 }), second_label);
 }
 TYPED_TEST(DataSetLabelMapper, get_label_by_invalid_mapped_value) {
     using real_type = typename TypeParam::real_type;
@@ -289,7 +276,8 @@ TYPED_TEST(DataSetLabelMapper, get_label_by_invalid_mapped_value) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-10"), plssvm::detail::convert_to<label_type>("10") };
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create label mapper
     const label_mapper_type mapper{ different_labels };
@@ -303,7 +291,8 @@ TYPED_TEST(DataSetLabelMapper, num_mappings) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-1"), plssvm::detail::convert_to<label_type>("1") };
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create label mapper
     const label_mapper_type mapper{ different_labels };
@@ -317,7 +306,8 @@ TYPED_TEST(DataSetLabelMapper, labels) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    const std::vector<label_type> different_labels = { plssvm::detail::convert_to<label_type>("-1"), plssvm::detail::convert_to<label_type>("1") };
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create label mapper
     const label_mapper_type mapper{ different_labels };
@@ -330,25 +320,8 @@ TYPED_TEST(DataSetLabelMapper, labels) {
 ////                             data_set class                             ////
 ////////////////////////////////////////////////////////////////////////////////
 
-// the floating point and label types combinations to test
-using extended_type_combinations_types = ::testing::Types<
-    type_combinations<float, int>,
-    type_combinations<float, std::string>,
-    type_combinations<float, bool>,
-    type_combinations<double, int>,
-    type_combinations<double, std::string>,
-    type_combinations<double, bool>>;
-
 template <typename T>
-const std::vector<std::vector<T>> correct_data_points_arff = {
-    plssvm::detail::split_as<T>("-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288", ','),
-    plssvm::detail::split_as<T>("-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026", ','),
-    plssvm::detail::split_as<T>("0.0,0.60276937379453293,-0.13086851759108944,0.0", ','),
-    plssvm::detail::split_as<T>("0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387", ','),
-    plssvm::detail::split_as<T>("1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514", ',')
-};
-template <typename T>
-const std::vector<std::vector<T>> correct_data_points_libsvm = {
+const std::vector<std::vector<T>> correct_data_points = {
     plssvm::detail::split_as<T>("-1.117827500607882 -2.9087188881250993 0.66638344270039144 1.0978832703949288", ' '),
     plssvm::detail::split_as<T>("-0.5282118298909262 -0.335880984968183973 0.51687296029754564 0.54604461446026", ' '),
     plssvm::detail::split_as<T>("0.57650218263054642 1.01405596624706053 0.13009428079760464 0.7261913886869387", ' '),
@@ -375,45 +348,40 @@ std::pair<std::vector<std::vector<T>>, std::vector<std::tuple<std::size_t, T, T>
 }
 template <typename T>
 std::vector<T> correct_labels() {
-    if constexpr (std::is_same_v<T, int>) {
-        return std::vector<int>{ 1, 1, -1, -1, -1 };
-    } else if constexpr (std::is_same_v<T, std::string>) {
-        return std::vector<std::string>{ "cat", "cat", "dog", "dog", "dog" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<T>();
+    return std::vector<T>{ first_label, first_label, second_label, second_label, second_label };
 }
 template <typename T>
-const std::vector<T> correct_mapped_values = { T{ 1.0 }, T{ 1.0 }, T{ -1.0 }, T{ -1.0 }, T{ -1.0 } };
-template <typename T>
 std::vector<T> correct_different_labels() {
-    if constexpr (std::is_same_v<T, int>) {
-        return std::vector<int>{ -1, 1 };
-    } else if constexpr (std::is_same_v<T, std::string>) {
-        return std::vector<std::string>{ "cat", "dog" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<T>();
+    return std::vector<T>{ first_label, second_label };
 }
 
 template <typename T>
-class DataSet : public ::testing::Test, private util::redirect_output {};
-TYPED_TEST_SUITE(DataSet, type_combinations_types);
+class DataSet : public ::testing::Test, private util::redirect_output, protected util::temporary_file {};
+TYPED_TEST_SUITE(DataSet, util::type_combinations_types);
 
 TYPED_TEST(DataSet, construct_arff_from_file_with_label) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
+    // must append .arff to filename so that the correct function is called in the data_set constructor
+    this->filename.append(".arff");
+
     // create data set
-    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
+    EXPECT_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_FALSE(data.is_scaled());
@@ -424,17 +392,21 @@ TYPED_TEST(DataSet, construct_arff_from_file_without_label) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/arff/5x4_{}_without_label.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename };
+    const plssvm::data_set<real_type, label_type> data{ PLSSVM_TEST_PATH "/data/arff/3x2_without_label.arff" };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
+    const std::vector<std::vector<real_type>> correct_data = {
+        { real_type{ 1.5 }, real_type{ -2.9 } },
+        { real_type{ 0.0 }, real_type{ -0.3 } },
+        { real_type{ 5.5 }, real_type{ 0.0 } }
+    };
+    EXPECT_EQ(data.data(), correct_data);
     EXPECT_FALSE(data.has_labels());
     EXPECT_FALSE(data.labels().has_value());
     EXPECT_FALSE(data.different_labels().has_value());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), 3);
+    EXPECT_EQ(data.num_features(), 2);
     EXPECT_EQ(data.num_different_labels(), 0);
 
     EXPECT_FALSE(data.is_scaled());
@@ -446,19 +418,19 @@ TYPED_TEST(DataSet, construct_libsvm_from_file_with_label) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
+    EXPECT_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_FALSE(data.is_scaled());
@@ -469,17 +441,21 @@ TYPED_TEST(DataSet, construct_libsvm_from_file_without_label) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}_without_label.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename };
+    const plssvm::data_set<real_type, label_type> data{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
+    const std::vector<std::vector<real_type>> correct_data = {
+        { real_type{ 1.5 }, real_type{ -2.9 } },
+        { real_type{ 0.0 }, real_type{ -0.3 } },
+        { real_type{ 5.5 }, real_type{ 0.0 } }
+    };
+    EXPECT_EQ(data.data(), correct_data);
     EXPECT_FALSE(data.has_labels());
     EXPECT_FALSE(data.labels().has_value());
     EXPECT_FALSE(data.different_labels().has_value());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), 3);
+    EXPECT_EQ(data.num_features(), 2);
     EXPECT_EQ(data.num_different_labels(), 0);
 
     EXPECT_FALSE(data.is_scaled());
@@ -491,19 +467,19 @@ TYPED_TEST(DataSet, construct_explicit_arff_from_file) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::arff };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_arff<real_type>);
+    EXPECT_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_FALSE(data.is_scaled());
@@ -514,19 +490,19 @@ TYPED_TEST(DataSet, construct_explicit_libsvm_from_file) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::libsvm };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_libsvm<real_type>);
+    EXPECT_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_FALSE(data.is_scaled());
@@ -537,12 +513,15 @@ TYPED_TEST(DataSet, construct_scaled_arff_from_file) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
+    // must append .arff to filename so that the correct function is called in the data_set constructor
+    this->filename.append(".arff");
+
     // create data set
-    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -1.0 }, real_type{ 1.0 } } };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename, { real_type{ -1.0 }, real_type{ 1.0 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_arff<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
     EXPECT_EQ(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
@@ -550,8 +529,8 @@ TYPED_TEST(DataSet, construct_scaled_arff_from_file) {
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_TRUE(data.is_scaled());
@@ -569,11 +548,11 @@ TYPED_TEST(DataSet, construct_scaled_libsvm_from_file) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename, { real_type{ -2.5 }, real_type{ 2.5 } } };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename, { real_type{ -2.5 }, real_type{ 2.5 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_libsvm<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
     EXPECT_EQ(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
@@ -581,8 +560,8 @@ TYPED_TEST(DataSet, construct_scaled_libsvm_from_file) {
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_TRUE(data.is_scaled());
@@ -601,11 +580,11 @@ TYPED_TEST(DataSet, construct_scaled_explicit_arff_from_file) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/arff/5x4_{}.arff", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::arff, { real_type{ -1.0 }, real_type{ 1.0 } } };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::arff, { real_type{ -1.0 }, real_type{ 1.0 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_arff<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
     EXPECT_EQ(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
@@ -613,8 +592,8 @@ TYPED_TEST(DataSet, construct_scaled_explicit_arff_from_file) {
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_arff<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_arff<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_TRUE(data.is_scaled());
@@ -632,11 +611,11 @@ TYPED_TEST(DataSet, construct_scaled_explicit_libsvm_from_file) {
     using label_type = typename TypeParam::label_type;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
-    const plssvm::data_set<real_type, label_type> data{ filename, plssvm::file_format_type::libsvm, { real_type{ -2.5 }, real_type{ 2.5 } } };
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::libsvm, { real_type{ -2.5 }, real_type{ 2.5 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points_libsvm<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
+    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
     EXPECT_EQ(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
@@ -644,8 +623,8 @@ TYPED_TEST(DataSet, construct_scaled_explicit_libsvm_from_file) {
     EXPECT_TRUE(data.different_labels().has_value());
     EXPECT_EQ(data.different_labels().value(), correct_different_labels<label_type>());
 
-    EXPECT_EQ(data.num_data_points(), correct_data_points_libsvm<real_type>.size());
-    EXPECT_EQ(data.num_features(), correct_data_points_libsvm<real_type>.front().size());
+    EXPECT_EQ(data.num_data_points(), correct_data_points<real_type>.size());
+    EXPECT_EQ(data.num_features(), correct_data_points<real_type>.front().size());
     EXPECT_EQ(data.num_different_labels(), 2);
 
     EXPECT_TRUE(data.is_scaled());
@@ -666,7 +645,7 @@ TYPED_TEST(DataSet, scale_too_many_factors) {
     using factors_type = typename scaling_type::factors;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     // create (invalid) scaling factors
     scaling_type scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
     scaling.scaling_factors = std::vector<factors_type>{
@@ -678,7 +657,7 @@ TYPED_TEST(DataSet, scale_too_many_factors) {
     };
 
     // try creating a data set with invalid scaling factors
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "Need at most as much scaling factors as features in the data set are present (4), but 5 were given!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }), plssvm::data_set_exception, "Need at most as much scaling factors as features in the data set are present (4), but 5 were given!");
 }
 TYPED_TEST(DataSet, scale_invalid_feature_index) {
     using real_type = typename TypeParam::real_type;
@@ -687,7 +666,7 @@ TYPED_TEST(DataSet, scale_invalid_feature_index) {
     using factors_type = typename scaling_type::factors;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     // create (invalid) scaling factors
     scaling_type scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
     scaling.scaling_factors = std::vector<factors_type>{
@@ -696,7 +675,7 @@ TYPED_TEST(DataSet, scale_invalid_feature_index) {
     };
 
     // try creating a data set with invalid scaling factors
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "The maximum scaling feature index most not be greater than 3, but is 4!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }), plssvm::data_set_exception, "The maximum scaling feature index most not be greater than 3, but is 4!");
 }
 TYPED_TEST(DataSet, scale_duplicate_feature_index) {
     using real_type = typename TypeParam::real_type;
@@ -705,7 +684,7 @@ TYPED_TEST(DataSet, scale_duplicate_feature_index) {
     using factors_type = typename scaling_type::factors;
 
     // create data set
-    const std::string filename = fmt::format("{}/data/libsvm/5x4_{}.libsvm", PLSSVM_TEST_PATH, std::is_same_v<label_type, int> ? "int" : "string");
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     // create (invalid) scaling factors
     scaling_type scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
     scaling.scaling_factors = std::vector<factors_type>{
@@ -716,7 +695,7 @@ TYPED_TEST(DataSet, scale_duplicate_feature_index) {
     };
 
     // try creating a data set with invalid scaling factors
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ filename, scaling }), plssvm::data_set_exception, "Found more than one scaling factor for the feature index 2!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }), plssvm::data_set_exception, "Found more than one scaling factor for the feature index 2!");
 }
 
 TYPED_TEST(DataSet, construct_from_vector_without_label) {
@@ -792,15 +771,9 @@ TYPED_TEST(DataSet, construct_from_vector_with_label) {
         { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> labels;
-    std::vector<label_type> different_labels;
-    if constexpr (std::is_same_v<label_type, int>) {
-        labels = std::vector<label_type>{ -1, 1, -1, 1 };
-        different_labels = std::vector<label_type>{ -1, 1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        labels = std::vector<label_type>{ "cat", "dog", "cat", "dog" };
-        different_labels = std::vector<label_type>{ "cat", "dog" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> labels = { first_label, second_label, first_label, second_label };
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create data set
     const plssvm::data_set<real_type, label_type> data{ correct_data_points, labels };
@@ -831,12 +804,8 @@ TYPED_TEST(DataSet, construct_from_vector_mismatching_num_data_points_and_labels
         { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> labels;
-    if constexpr (std::is_same_v<label_type, int>) {
-        labels = std::vector<label_type>{ -1, 1, -1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        labels = std::vector<label_type>{ "cat", "dog", "cat" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> labels = { first_label, second_label, first_label };
 
     // create data set
     EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points, labels }), plssvm::data_set_exception, "Number of labels (3) must match the number of data points (4)!");
@@ -890,15 +859,9 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
         { real_type{ 2.0 }, real_type{ 2.1 }, real_type{ 2.2 }, real_type{ 2.3 } },
         { real_type{ 3.0 }, real_type{ 3.1 }, real_type{ 3.2 }, real_type{ 3.3 } }
     };
-    std::vector<label_type> labels;
-    std::vector<label_type> different_labels;
-    if constexpr (std::is_same_v<label_type, int>) {
-        labels = std::vector<label_type>{ -1, 1, -1, 1 };
-        different_labels = std::vector<label_type>{ -1, 1 };
-    } else if constexpr (std::is_same_v<label_type, std::string>) {
-        labels = std::vector<label_type>{ "cat", "dog", "cat", "dog" };
-        different_labels = std::vector<label_type>{ "cat", "dog" };
-    }
+    const auto [first_label, second_label] = util::get_distinct_label<label_type>();
+    const std::vector<label_type> labels = { first_label, second_label, first_label, second_label };
+    const std::vector<label_type> different_labels = { first_label, second_label };
 
     // create data set
     const plssvm::data_set<real_type, label_type> data{ correct_data_points, labels, { -1.0, 1.0 } };
@@ -930,6 +893,11 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
 template <typename TypeParam>
 class DataSetSave : public ::testing::Test, private util::redirect_output, protected util::temporary_file {
   protected:
+    void SetUp() override {
+        const auto [first_label, second_label] = util::get_distinct_label<U>();
+        label = std::vector<U>{ first_label, second_label, second_label, first_label };
+    }
+
     using T = typename TypeParam::real_type;
     using U = typename TypeParam::label_type;
 
@@ -939,11 +907,9 @@ class DataSetSave : public ::testing::Test, private util::redirect_output, prote
         { T{ 3.1 }, T{ 3.2 }, T{ 3.3 }, T{ 3.4 } },
         { T{ 4.1 }, T{ 4.2 }, T{ 4.3 }, T{ 4.4 } }
     };
-    const std::vector<U> label = {
-        { plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("-1") }
-    };
+    std::vector<U> label;
 };
-TYPED_TEST_SUITE(DataSetSave, type_combinations_types);
+TYPED_TEST_SUITE(DataSetSave, util::type_combinations_types);
 
 TYPED_TEST(DataSetSave, save_libsvm_with_label) {
     using real_type = typename TypeParam::real_type;
@@ -961,7 +927,7 @@ TYPED_TEST(DataSetSave, save_libsvm_with_label) {
     // create regex to check for the correct output
     ASSERT_EQ(reader.num_lines(), this->data_points.size());
     for (const std::string_view line : reader.lines()) {
-        EXPECT_THAT(line, ::testing::ContainsRegex("[+-]?[0-9]+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
+        EXPECT_THAT(line, ::testing::ContainsRegex(".+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
     }
 }
 TYPED_TEST(DataSetSave, save_libsvm_without_label) {
@@ -1010,7 +976,7 @@ TYPED_TEST(DataSetSave, save_arff_with_label) {
     EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features + 1)), ::testing::StartsWith("@data"));
     // check data points
     for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
-        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}[+-]?[0-9]+"));
+        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}.+"));
     }
 }
 TYPED_TEST(DataSetSave, save_arff_without_label) {
@@ -1045,6 +1011,12 @@ TYPED_TEST(DataSetSave, save_arff_without_label) {
 template <typename TypeParam>
 class DataSetGetter : public ::testing::Test, private util::redirect_output {
   protected:
+    void SetUp() override {
+        const auto [first_label, second_label] = util::get_distinct_label<U>();
+        label = std::vector<U>{ first_label, second_label, second_label, first_label };
+        different_label = std::vector<U>{ first_label, second_label };
+    }
+
     using T = typename TypeParam::real_type;
     using U = typename TypeParam::label_type;
 
@@ -1055,14 +1027,10 @@ class DataSetGetter : public ::testing::Test, private util::redirect_output {
         { T{ 3.1 }, T{ 3.2 }, T{ 3.3 }, T{ 3.4 } },
         { T{ 4.1 }, T{ 4.2 }, T{ 4.3 }, T{ 4.4 } }
     };
-    const std::vector<U> label = {
-        plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("1"), plssvm::detail::convert_to<U>("-1")
-    };
-    const std::vector<U> different_label = {
-        plssvm::detail::convert_to<U>("-1"), plssvm::detail::convert_to<U>("1")
-    };
+    std::vector<U> label;
+    std::vector<U> different_label;
 };
-TYPED_TEST_SUITE(DataSetGetter, type_combinations_types);
+TYPED_TEST_SUITE(DataSetGetter, util::type_combinations_types);
 
 TYPED_TEST(DataSetGetter, data) {
     using real_type = typename TypeParam::real_type;
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index e8984e15f..095bf3517 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -14,6 +14,8 @@
 #include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
 #include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
 
+#include "../../types_to_test.hpp" // util::instantiate_template_file
+#include "../../utility.hpp" // util::temporary_file
 #include "../../naming.hpp"  // naming::pretty_print_data_set_factory
 #include "utility.hpp"       // util::ParameterBase
 
@@ -26,16 +28,20 @@
 
 // the variant order is: <float, int>, <float, std::string>, <double, int>, <double, std::string>
 
-class DataSetFactory : public util::ParameterBase, public ::testing::WithParamInterface<std::tuple<bool, bool, std::size_t>> {};
+class DataSetFactory : public util::ParameterBase, public ::testing::WithParamInterface<std::tuple<bool, bool, std::size_t>>, protected util::temporary_file {};
 
 TEST_P(DataSetFactory, data_set_factory_predict) {
     // get parameter
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
     // create artificial command line arguments in test fixture
-    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    if (strings_as_labels) {
+        util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    } else {
+        util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    }
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}{} data.libsvm.model", cmd_params, filename));
+    this->CreateCMDArgs(fmt::format("./plssvm-predict {}{} data.libsvm.model", cmd_params, this->filename));
     // create parameter object
     const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
 
@@ -48,9 +54,13 @@ TEST_P(DataSetFactory, data_set_factory_scale) {
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
     // create artificial command line arguments in test fixture
-    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    if (strings_as_labels) {
+        util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    } else {
+        util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    }
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {}{}", cmd_params, filename));
+    this->CreateCMDArgs(fmt::format("./plssvm-scale {}{}", cmd_params, this->filename));
     // create parameter object
     const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
@@ -63,9 +73,13 @@ TEST_P(DataSetFactory, data_set_factory_scale_restore_filename) {
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
     // create artificial command line arguments in test fixture
-    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    if (strings_as_labels) {
+        util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    } else {
+        util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    }
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-scale -r {} {}{}", PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt", cmd_params, filename));
+    this->CreateCMDArgs(fmt::format("./plssvm-scale -r {} {}{}", PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt", cmd_params, this->filename));
     // create parameter object
     const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
 
@@ -78,9 +92,13 @@ TEST_P(DataSetFactory, data_set_factory_train) {
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
     // create artificial command line arguments in test fixture
-    const std::string filename = fmt::format(PLSSVM_TEST_PATH "/data/libsvm/5x4_{}.libsvm", strings_as_labels ? "string" : "int");
+    if (strings_as_labels) {
+        util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    } else {
+        util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    }
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-train {}{}", cmd_params, filename));
+    this->CreateCMDArgs(fmt::format("./plssvm-train {}{}", cmd_params, this->filename));
     // create parameter object
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
 
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 99a06a9fa..b4dd8f761 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -47,10 +47,8 @@ TEST_P(ARFFParseHeaderValid, header) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ARFFParse, ARFFParseHeaderValid, ::testing::Values(
-                                                     std::make_tuple("/data/arff/5x4_int.arff", 4, 7, true, 4),
-                                                     std::make_tuple("/data/arff/5x4_string.arff", 4, 7, true, 4),
-                                                     std::make_tuple("/data/arff/5x4_sparse_int.arff", 4, 7, true, 2),
-                                                     std::make_tuple("/data/arff/5x4_sparse_string.arff", 4, 7, true, 2),
+                                                     std::make_tuple("/data/arff/5x4.arff", 4, 7, true, 4),
+                                                     std::make_tuple("/data/arff/5x4_sparse.arff", 4, 7, true, 2),
                                                      std::make_tuple("/data/arff/3x2_without_label.arff", 2, 4, false, 0)));
 // clang-format on
 
@@ -167,7 +165,7 @@ class ARFFParseDense : public ARFFParse<T>, protected util::temporary_file {
         util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_TEMPLATE.arff", this->filename);
         // create a vector with the correct labels
         const auto [first_label, second_label] = util::get_distinct_label<label_type>();
-        correct_label = std::vector<label_type>{ second_label, second_label, first_label, first_label, first_label };
+        correct_label = std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label };
     }
 
     using real_type = typename T::real_type;
@@ -176,8 +174,8 @@ class ARFFParseDense : public ARFFParse<T>, protected util::temporary_file {
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ -1.117827500607882 }, real_type{ -2.9087188881250993 }, real_type{ 0.66638344270039144 }, real_type{ 1.0978832703949288 } },
         { real_type{ -0.5282118298909262 }, real_type{ -0.335880984968183973 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
-        { real_type{ 0.0 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
         { real_type{ 0.57650218263054642 }, real_type{ 1.01405596624706053 }, real_type{ 0.13009428079760464 }, real_type{ 0.7261913886869387 } },
+        { real_type{ -0.20981208921241892 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.10805254527169827 } },
         { real_type{ 1.88494043717792 }, real_type{ 1.00518564317278263 }, real_type{ 0.298499933047586044 }, real_type{ 1.6464627048813514 } }
     };
     std::vector<label_type> correct_label{};
@@ -192,7 +190,7 @@ class ARFFParseSparse : public ARFFParse<T>, protected util::temporary_file {
         util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/arff/5x4_sparse_TEMPLATE.arff", this->filename);
         // create a vector with the correct labels
         const auto [first_label, second_label] = util::get_distinct_label<label_type>();
-        correct_label = std::vector<label_type>{ second_label, second_label, first_label, first_label, first_label };
+        correct_label = std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label };
     }
 
     using real_type = typename T::real_type;
@@ -200,10 +198,10 @@ class ARFFParseSparse : public ARFFParse<T>, protected util::temporary_file {
 
     const std::vector<std::vector<real_type>> correct_data{
         { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.51687296029754564 }, real_type{ 0.54604461446026 } },
-        { real_type{ 0.0 }, real_type{ 0.60276937379453293 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
-        { real_type{ 0.57650218263054642 }, real_type{ 1.01405596624706053 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 1.88494043717792 }, real_type{ 1.00518564317278263 }, real_type{ 0.298499933047586044 }, real_type{ 1.6464627048813514 } }
+        { real_type{ 0.0 }, real_type{ 0.51687296029754564 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 1.01405596624706053 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.60276937379453293 }, real_type{ 0.0 }, real_type{ -0.13086851759108944 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.298499933047586044 } }
     };
     std::vector<label_type> correct_label{};
 };
@@ -340,6 +338,16 @@ TYPED_TEST(ARFFParse, dense_too_many_values) {
     reader.read_lines('%');
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Invalid number of features and labels! Found 6 but should be 5!");
 }
+TYPED_TEST(ARFFParse, libsvm_file) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception);
+}
 
 template <typename T>
 class ARFFParseDeathTest : public ::testing::Test {};
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 7c7fe42d9..c225e6c9e 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -42,7 +42,7 @@ TEST(FileReader, default_construct) {
 
 TEST(FileReader, move_construct) {
     // construct first file_reader
-    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     reader1.read_lines('#');
 
     // move-construct second file_reader
@@ -63,7 +63,7 @@ TEST(FileReader, move_construct) {
 
 TEST(FileReader, move_assign) {
     // construct first file_reader
-    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    plssvm::detail::io::file_reader reader1{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     reader1.read_lines('#');
 
     // default-construct second file_reader and move-assign reader1 to it
@@ -92,7 +92,7 @@ TYPED_TEST_SUITE(FileReaderConstructWithOpen, open_paramete_types, naming::open_
 
 TYPED_TEST(FileReaderConstructWithOpen, non_empty_file) {
     // create file name depending on the current test type
-    const TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     // construct a file_reader
     const plssvm::detail::io::file_reader reader{ filename };
 
@@ -126,7 +126,7 @@ TYPED_TEST_SUITE(FileReaderOpen, open_paramete_types, naming::open_parameter_typ
 
 TYPED_TEST(FileReaderOpen, non_empty_file) {
     // create default constructed file reader and open it using the file name depending on the current test type
-    const TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    const TypeParam filename{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     // construct a default file_reader and open a file
     plssvm::detail::io::file_reader reader{};
     reader.open(filename);
@@ -184,7 +184,7 @@ TEST(FileReader, is_open) {
 
 TEST(FileReader, close) {
     // create a new file_reader and associate it to a file
-    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     ASSERT_TRUE(reader.is_open());
 
     // close the file
@@ -198,7 +198,7 @@ TEST(FileReader, close) {
 }
 TEST(FileReader, close_twice) {
     // create a new file_reader and associate it to a file
-    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     ASSERT_TRUE(reader.is_open());
 
     // close the file twice should do no harm
@@ -215,7 +215,7 @@ TEST(FileReader, close_twice) {
 TEST(FileReader, swap_member_function) {
     // create two file readers
     plssvm::detail::io::file_reader reader1{};
-    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     reader2.read_lines('#');
 
     // swap the two file readers
@@ -235,7 +235,7 @@ TEST(FileReader, swap_member_function) {
 
 // clang-format off
 const std::array<std::tuple<std::string, char, std::vector<std::string_view>>, 3> file_lines{
-    std::make_tuple(PLSSVM_TEST_PATH "/data/arff/5x4_int.arff", '%', std::vector<std::string_view>{
+    std::make_tuple(PLSSVM_TEST_PATH "/data/arff/5x4.arff", '%', std::vector<std::string_view>{
                                  "% Title",
                                  "% comments",
                                  "@RELATION name",
@@ -245,12 +245,12 @@ const std::array<std::tuple<std::string, char, std::vector<std::string_view>>, 3
                                  "@ATTRIBUTE fourth   NUMERIC",
                                  "@ATTRIBUTE class    {-1,1}",
                                  "@DATA",
-                                 "-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,1",
-                                 "-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,1",
-                                 "0.0,0.60276937379453293,-0.13086851759108944,0.0,-1",
-                                 "0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,-1",
-                                 "1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1" }),
-    std::make_tuple(PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm", '#', std::vector<std::string_view>{
+                                 "-1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,-1",
+                                 "-0.5282118298909262,-0.335880984968183973,0.51687296029754564,0.54604461446026,-1",
+                                 "0.57650218263054642,1.01405596624706053,0.13009428079760464,0.7261913886869387,1",
+                                 "-0.20981208921241892,0.60276937379453293,-0.13086851759108944,0.10805254527169827,1",
+                                 "1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,1" }),
+    std::make_tuple(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm", '#', std::vector<std::string_view>{
                                  "# comment",
                                  "1 1:-1.117827500607882 2:-2.9087188881250993 3:0.66638344270039144 4:1.0978832703949288",
                                  "1 1:-0.5282118298909262 2:-0.335880984968183973 3:0.51687296029754564 4:0.54604461446026",
@@ -373,7 +373,7 @@ INSTANTIATE_TEST_SUITE_P(FileReader, FileReaderLinesDeathTest, ::testing::Values
 TEST(FileReader, swap_free_function) {
     // create two file readers
     plssvm::detail::io::file_reader reader1{};
-    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm" };
+    plssvm::detail::io::file_reader reader2{ PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm" };
     reader2.read_lines('#');
 
     // swap the two file readers
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 7f795d611..36d55c52c 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -23,7 +23,6 @@
 
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::remove
-#include <fstream>      // std::ifstream, std::ofstream
 #include <string>       // std::string
 #include <tuple>        // std::ignore
 #include <type_traits>  // std::is_same_v
@@ -42,8 +41,8 @@ TEST_P(LIBSVMParseNumFeatures, num_features) {
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(LIBSVMParse, LIBSVMParseNumFeatures, ::testing::Values(
-                                                      std::make_pair("/data/libsvm/5x4_int.libsvm", 4),
-                                                      std::make_pair("/data/libsvm/5x4_sparse_string.libsvm", 4),
+                                                      std::make_pair("/data/libsvm/5x4.libsvm", 4),
+                                                      std::make_pair("/data/libsvm/5x4_sparse.libsvm", 4),
                                                       std::make_pair("/data/libsvm/3x2_without_label.libsvm", 2),
                                                       std::make_pair("/data/libsvm/500x200.libsvm", 200),
                                                       std::make_pair("/data/empty.txt", 0)));
@@ -232,7 +231,7 @@ TYPED_TEST(LIBSVMParse, arff_file) {
     using current_label_type = typename TypeParam::label_type;
 
     // parse the ARFF file
-    const std::string filename = PLSSVM_TEST_PATH "/data/arff/5x4_int.arff";
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/5x4.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
     EXPECT_THROW(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception);
@@ -355,7 +354,7 @@ TYPED_TEST(LIBSVMParseDeathTest, skip_too_many_lines) {
     using current_label_type = typename TypeParam::label_type;
 
     // parse LIBSVM file
-    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/5x4_int.libsvm";
+    const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
     // try to skip more lines than are present in the data file

From 45a2fa24572ffda6a8836e0422a1285423b88abc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 17:31:35 +0200
Subject: [PATCH 0331/1010] Add typedef tests for the data_set class.

---
 tests/data_set.cpp | 18 ++++++++++++++++--
 tests/model.cpp    | 27 +++++++++++++--------------
 2 files changed, 29 insertions(+), 16 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 50b305e6e..970af9050 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -29,7 +29,7 @@
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tuple, std::make_tuple, std::get
-#include <type_traits>  // std::is_same_v
+#include <type_traits>  // std::is_same_v, std::is_integral_v
 #include <vector>       // std::vector
 
 ////////////////////////////////////////////////////////////////////////////////
@@ -204,7 +204,7 @@ TYPED_TEST(DataSetLabelMapper, construct_too_many_label) {
     using label_mapper_type = typename plssvm::data_set<real_type, label_type>::label_mapper;
 
     // the different labels
-    std::vector<label_type> different_labels = {
+    const std::vector<label_type> different_labels = {
         plssvm::detail::convert_to<label_type>("0"),
         plssvm::detail::convert_to<label_type>("1"),
         plssvm::detail::convert_to<label_type>("2")
@@ -361,6 +361,20 @@ template <typename T>
 class DataSet : public ::testing::Test, private util::redirect_output, protected util::temporary_file {};
 TYPED_TEST_SUITE(DataSet, util::type_combinations_types);
 
+TYPED_TEST(DataSet, typedefs) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create a data_set using an existing LIBSVM data set file
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> data{ this->filename };
+
+    // test internal typedefs
+    ::testing::StaticAssertTypeEq<real_type, typename decltype(data)::real_type>();
+    ::testing::StaticAssertTypeEq<label_type, typename decltype(data)::label_type>();
+    EXPECT_TRUE(std::is_integral_v<typename decltype(data)::size_type>);
+}
+
 TYPED_TEST(DataSet, construct_arff_from_file_with_label) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
diff --git a/tests/model.cpp b/tests/model.cpp
index 25d4cd454..566b356f9 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -19,8 +19,7 @@
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
 
-#include <cstddef>     // std::size_t
-#include <filesystem>  // std::filesystem::remove
+#include <cstddef>      // std::size_t
 #include <regex>        // std::regex, std::regex_match, std::regex::extended
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -30,6 +29,18 @@ template <typename T>
 class Model : public ::testing::Test, private util::redirect_output {};
 TYPED_TEST_SUITE(Model, util::type_combinations_types);
 
+TYPED_TEST(Model, typedefs) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create a model using an existing LIBSVM model file
+    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+
+    // test internal typedefs
+    ::testing::StaticAssertTypeEq<real_type, typename decltype(model)::real_type>();
+    ::testing::StaticAssertTypeEq<label_type, typename decltype(model)::label_type>();
+}
+
 TYPED_TEST(Model, construct) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
@@ -53,18 +64,6 @@ TYPED_TEST(Model, construct) {
     EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
 }
 
-TYPED_TEST(Model, typedefs) {
-    using real_type = typename TypeParam::real_type;
-    using label_type = typename TypeParam::label_type;
-
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
-
-    // test internal typedefs
-    ::testing::StaticAssertTypeEq<real_type, typename decltype(model)::real_type>();
-    ::testing::StaticAssertTypeEq<label_type, typename decltype(model)::label_type>();
-}
-
 TYPED_TEST(Model, num_support_vectors) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;

From 18c19379a8bcf487b798122faa0d364ee2037109 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Oct 2022 17:58:51 +0200
Subject: [PATCH 0332/1010] Fix maybe uninitialized variable compiler warning.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index d59854c9f..574b1044d 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -81,9 +81,9 @@ namespace plssvm::detail::io {
 template <typename real_type, typename label_type, typename size_type>
 [[nodiscard]] inline std::tuple<parameter<real_type>, real_type, std::vector<label_type>, std::size_t> parse_libsvm_model_header(const std::vector<std::string_view> &lines) {
     // data to read
-    plssvm::parameter<real_type> params;
-    real_type rho = 0.0;
-    size_type num_support_vectors;
+    plssvm::parameter<real_type> params{};
+    real_type rho{};
+    size_type num_support_vectors{};
 
     // helper variables
     bool svm_type_set{ false };

From 022bc05777016129ae7b91595ac50367d36119b8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 10:06:23 +0200
Subject: [PATCH 0333/1010] Update arff parsing implementation to add more
 sanity checks. Update documentation.

---
 include/plssvm/detail/io/arff_parsing.hpp     | 45 +++++++++---
 include/plssvm/detail/io/libsvm_parsing.hpp   |  6 +-
 .../class_same_label_multiple_times.arff      |  9 +++
 .../invalid/class_with_only_one_label.arff    |  9 +++
 .../invalid/usage_of_undefined_label.arff     |  9 +++
 tests/detail/io/arff_parsing.cpp              | 72 ++++++++++++++-----
 6 files changed, 120 insertions(+), 30 deletions(-)
 create mode 100644 tests/data/arff/invalid/class_same_label_multiple_times.arff
 create mode 100644 tests/data/arff/invalid/class_with_only_one_label.arff
 create mode 100644 tests/data/arff/invalid/usage_of_undefined_label.arff

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index b598b7c92..9eaef0480 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -25,6 +25,7 @@
 
 #include <cstddef>      // std::size_t
 #include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <set>          // std::set
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tuple, std::make_tuple
@@ -36,6 +37,7 @@ namespace plssvm::detail::io {
 /**
  * @brief Parse the ARFF file header, i.e., determine the number of features, the length of the ARRF header, whether the data set is annotated with labels
  *        and at which position the label is written in the data set.
+ * @tparam label_type the type of the labels (any arithmetic type or std::string)
  * @param[in] lines the ARFF header to parse
  * @throws plssvm::invalid_file_format_exception if the \@RELATION field does not come before any other \@ATTRIBUTE
  * @throws plssvm::invalid_file_format_exception if the \@RELATION field does not have a name
@@ -46,15 +48,19 @@ namespace plssvm::detail::io {
  * @throws plssvm::invalid_file_format_exception if multiple \@ATTRIBUTES with the name CLASS are provided
  * @throws plssvm::invalid_file_format_exception if the class field does not provide any labels
  * @throws plssvm::invalid_file_format_exception if the class field provides labels that are no enclosed in {} (ARFF nominal attributes)
+ * @throws plssvm::invalid_file_format_exception if only a single label has been provided
+ * @throws plssvm::invalid_file_format_exception if a label has been provided multiple times
  * @throws plssvm::invalid_file_format_exception if a header entry starts with an @ but is none of \@RELATION, \@ATTRIBUTE, or \@DATA
  * @throws plssvm::invalid_file_format_exception if no feature attributes are provided
  * @throws plssvm::invalid_file_format_exception if the \@DATA attribute is missing
- * @return the necessary header information: [num_features, num_header_lines, has_label, label_idx] (`[[nodiscard]]`)
+ * @return the necessary header information: [num_features, num_header_lines, unique_labels, label_idx] (`[[nodiscard]]`)
  */
-[[nodiscard]] inline std::tuple<std::size_t, std::size_t, bool, std::size_t> parse_arff_header(const std::vector<std::string_view> &lines) {
+template <typename label_type>
+[[nodiscard]] inline std::tuple<std::size_t, std::size_t, std::set<label_type>, std::size_t> parse_arff_header(const std::vector<std::string_view> &lines) {
     std::size_t num_features = 0;
     std::size_t label_idx = 0;
     bool has_label = false;
+    std::set<label_type> labels{};
 
     const auto check_for_name = [](std::string_view line, const std::size_t prefix, const std::size_t suffix) {
         std::string_view sv{ line };
@@ -136,6 +142,20 @@ namespace plssvm::detail::io {
                 if (!detail::starts_with(sv, '{') && !detail::ends_with(sv, '}')) {
                     throw invalid_file_format_exception{ fmt::format("The \"{}\" nominal attribute must be enclosed with {{}}!", line) };
                 }
+                // remove curly braces
+                sv = sv.substr(1, sv.size() - 2);
+                // split string with delimiter ',' to check the number of provided classes
+                const std::vector<std::string_view> labels_split = detail::split(sv, ',');
+                if (labels_split.size() == 1) {
+                    throw invalid_file_format_exception{ "Only a single label has been provided!" };
+                }
+                // check whether only unique labels have been provided
+                for (const std::string_view label : labels_split) {
+                    labels.insert(detail::convert_to<label_type, invalid_file_format_exception>(detail::trim(label)));
+                }
+                if (labels_split.size() != labels.size()) {
+                    throw invalid_file_format_exception{ fmt::format("Provided {} labels but only {} of them was/where unique!", labels_split.size(), labels.size()) };
+                }
                 // found a class
                 has_label = true;
                 continue;  // don't increment num_features
@@ -163,7 +183,7 @@ namespace plssvm::detail::io {
         throw invalid_file_format_exception{ "Can't parse file: @DATA is missing!" };
     }
 
-    return std::make_tuple(num_features, header_line + 1, has_label, has_label ? label_idx : 0);
+    return std::make_tuple(num_features, header_line + 1, labels, has_label ? label_idx : 0);
 }
 
 /**
@@ -187,7 +207,7 @@ namespace plssvm::detail::io {
  * 1.88494043717792,1.00518564317278263,0.298499933047586044,1.6464627048813514,-1
  * @endcode
  * @tparam real_type the floating point type
- * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam label_type the type of the labels (any arithmetic type or std::string)
  * @param[in] reader the file_reader used to read the ARFF data
  * @note The features must be provided with zero-based indices!
  * @throws plssvm::invalid_file_format_exception if no features could be found (may indicate an empty file)
@@ -200,6 +220,7 @@ namespace plssvm::detail::io {
  * @throws plssvm::invalid_file_format_exception if a index is out-of-bounce with respect to the provided ARFF header information
  * @throws plssvm::invalid_file_format_exception if the ARFF header specifies labels but any data point misses a label
  * @throws plssvm::invalid_file_format_exception if the number of found features and labels mismatches the numbers provided in the ARFF header
+ * @throws plssvm::invalid_file_format_exception if a label in the data section has been found, that did not appear in the header
  * @return a std::tuple containing: [num_data_points, num_features, data_points, labels] (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type>
@@ -209,9 +230,10 @@ template <typename real_type, typename label_type>
     // parse arff header, structured bindings can't be used because of the OpenMP parallel section
     std::size_t num_header_lines = 0;
     std::size_t num_features = 0;
-    bool has_label = false;
+    std::set<label_type> unique_label{};
     std::size_t label_idx = 0;
-    std::tie(num_features, num_header_lines, has_label, label_idx) = detail::io::parse_arff_header(reader.lines());
+    std::tie(num_features, num_header_lines, unique_label, label_idx) = detail::io::parse_arff_header<label_type>(reader.lines());
+    const bool has_label = !unique_label.empty();
 
     // calculate data set sizes
     const std::size_t num_data_points = reader.num_lines() - num_header_lines;
@@ -223,7 +245,7 @@ template <typename real_type, typename label_type>
 
     std::exception_ptr parallel_exception;
 
-    #pragma omp parallel default(none) shared(reader, data, label, parallel_exception) firstprivate(num_header_lines, num_features, num_attributes, has_label, label_idx)
+    #pragma omp parallel default(none) shared(reader, data, label, unique_label, parallel_exception) firstprivate(num_header_lines, num_features, num_attributes, has_label, label_idx)
     {
         #pragma omp for
         for (std::size_t i = 0; i < data.size(); ++i) {
@@ -320,6 +342,11 @@ template <typename real_type, typename label_type>
                         }
                     }
                 }
+
+                // check if the parsed label is one of the labels specified in the ARFF file header
+                if (has_label && !detail::contains(unique_label, static_cast<label_type>(label[i]))) {
+                    throw invalid_file_format_exception{ fmt::format("Found the label \"{}\" which was not specified in the header ({{{}}})", label[i], fmt::join(unique_label, ",")) };
+                }
             } catch (const std::exception &) {
                 // catch first exception and store it
                 #pragma omp critical
@@ -363,7 +390,7 @@ template <typename real_type, typename label_type>
  * @endcode
  * Note that the output will always be dense, i.e., all features with a value of `0.0` are explicitly written in the resulting file.
  * @tparam real_type the floating point type
- * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam label_type the type of the labels (any arithmetic type or std::string)
  * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
  * @param[in] filename the filename to write the data to
  * @param[in] data the data points to write to the file
@@ -445,7 +472,7 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
  * @endcode
  * Note that the output will always be dense, i.e., all features with a value of `0.0` are explicitly written in the resulting file.
  * @tparam real_type the floating point type
- * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam label_type the type of the labels (any arithmetic type or std::string)
  * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
  * @param[in] filename the filename to write the data to
  * @param[in] data the data points to write to the file
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 7763079f8..fc2825b8b 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -104,7 +104,7 @@ namespace plssvm::detail::io {
  * -1 1:1.88494043717792 2:1.00518564317278263 3:0.298499933047586044 4:1.6464627048813514
  * @endcode
  * @tparam real_type the floating point type
- * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam label_type the type of the labels (any arithmetic type or std::string)
  * @param[in] reader the file_reader used to read the LIBSVM data
  * @param[in] skipped_lines the number of lines that should be skipped at the beginning
  * @note The features must be provided with one-based indices!
@@ -238,7 +238,7 @@ template <typename real_type, typename label_type>
  * @endcode
  * Note that the output may be sparse, i.e., all features with a value of `0.0` are omitted in the resulting file.
  * @tparam real_type the floating point type
- * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam label_type the type of the labels (any arithmetic type or std::string)
  * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
  * @param[in] filename the filename to write the data to
  * @param[in] data the data points to write to the file
@@ -317,7 +317,7 @@ inline void write_libsvm_data_impl(const std::string &filename, const std::vecto
  * @endcode
  * Note that the output may be sparse, i.e., all features with a value of `0.0` are omitted in the resulting file.
  * @tparam real_type the floating point type
- * @tparam label_type the type of the labels (any arithmetic type, except bool, or std::string)
+ * @tparam label_type the type of the labels (any arithmetic type or std::string)
  * @param[in] filename the filename to write the data to
  * @param[in] data the data points to write to the file
  * @param[in] label the labels to write to the file
diff --git a/tests/data/arff/invalid/class_same_label_multiple_times.arff b/tests/data/arff/invalid/class_same_label_multiple_times.arff
new file mode 100644
index 000000000..2ab5704ae
--- /dev/null
+++ b/tests/data/arff/invalid/class_same_label_multiple_times.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {0,0}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,1
diff --git a/tests/data/arff/invalid/class_with_only_one_label.arff b/tests/data/arff/invalid/class_with_only_one_label.arff
new file mode 100644
index 000000000..de7bd9d35
--- /dev/null
+++ b/tests/data/arff/invalid/class_with_only_one_label.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {0}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,0
diff --git a/tests/data/arff/invalid/usage_of_undefined_label.arff b/tests/data/arff/invalid/usage_of_undefined_label.arff
new file mode 100644
index 000000000..3f775f5b9
--- /dev/null
+++ b/tests/data/arff/invalid/usage_of_undefined_label.arff
@@ -0,0 +1,9 @@
+@RELATION  name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {0,1}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,0
+-0.5282118298909262,-0.335880984968183973,2
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index b4dd8f761..09864b361 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -37,12 +37,15 @@ TEST_P(ARFFParseHeaderValid, header) {
     const std::string filename = fmt::format("{}{}", PLSSVM_TEST_PATH, filename_part);
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    const auto &[parsed_num_features, parsed_header_skip, parsed_has_label, parsed_label_idx] = plssvm::detail::io::parse_arff_header(reader.lines());
+    const auto &[parsed_num_features, parsed_header_skip, unique_label, parsed_label_idx] = plssvm::detail::io::parse_arff_header<int>(reader.lines());
 
     // check for correctness
     EXPECT_EQ(parsed_num_features, num_features);
     EXPECT_EQ(parsed_header_skip, header_skip);
-    EXPECT_EQ(parsed_has_label, has_label);
+    EXPECT_EQ(!unique_label.empty(), has_label);
+    if (has_label) {
+        EXPECT_EQ(unique_label, (std::set<int>{ -1, 1 }));
+    }
     EXPECT_EQ(parsed_label_idx, label_idx);
 }
 // clang-format off
@@ -57,102 +60,100 @@ TEST(ARFFParseHeader, class_unquoted_nominal_attribute) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_unquoted_nominal_attribute.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    0,1\" nominal attribute must be enclosed with {}!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    0,1\" nominal attribute must be enclosed with {}!");
 }
 TEST(ARFFParseHeader, class_with_wrong_label) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_with_wrong_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "May not use the combination of the reserved name \"class\" and attribute type NUMERIC!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "May not use the combination of the reserved name \"class\" and attribute type NUMERIC!");
 }
 TEST(ARFFParseHeader, class_without_label) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_without_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class\" field must contain class labels!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class\" field must contain class labels!");
 }
 TEST(ARFFParseHeader, multiple_classes) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/multiple_classes.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "A nominal attribute with the name CLASS may only be provided once!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "A nominal attribute with the name CLASS may only be provided once!");
 }
 TEST(ARFFParseHeader, no_features) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_features.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 TEST(ARFFParseHeader, no_data_attribute) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_data_attribute.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: @DATA is missing!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: @DATA is missing!");
 }
 TEST(ARFFParseHeader, nominal_attribute_with_wrong_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/nominal_attribute_with_wrong_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {0,1}\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {0,1}\"!");
 }
 TEST(ARFFParseHeader, numeric_unquoted) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_unquoted.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "A \"@ATTRIBUTE second entry   numeric\" name that contains a whitespace must be quoted!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "A \"@ATTRIBUTE second entry   numeric\" name that contains a whitespace must be quoted!");
 }
 TEST(ARFFParseHeader, numeric_without_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_without_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE   numeric\" field must contain a name!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE   numeric\" field must contain a name!");
 }
 TEST(ARFFParseHeader, relation_not_at_beginning) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_not_at_beginning.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The @RELATION attribute must be set before any other @ATTRIBUTE!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The @RELATION attribute must be set before any other @ATTRIBUTE!");
 }
 TEST(ARFFParseHeader, relation_unquoted) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_unquoted.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "A \"@RELATION  name with whitespaces\" name that contains a whitespace must be quoted!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "A \"@RELATION  name with whitespaces\" name that contains a whitespace must be quoted!");
 }
 TEST(ARFFParseHeader, relation_without_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_without_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "The \"@RELATION\" field must contain a name!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@RELATION\" field must contain a name!");
 }
 TEST(ARFFParseHeader, wrong_line) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/wrong_line.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@THIS IS NOT A CORRECT LINE!\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@THIS IS NOT A CORRECT LINE!\"!");
 }
 TEST(ARFFParseHeader, empty) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 
-
-
 template <typename T>
 class ARFFParse : public ::testing::Test {};
 TYPED_TEST_SUITE(ARFFParse, util::type_combinations_types);
@@ -338,6 +339,41 @@ TYPED_TEST(ARFFParse, dense_too_many_values) {
     reader.read_lines('%');
     EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Invalid number of features and labels! Found 6 but should be 5!");
 }
+TYPED_TEST(ARFFParse, class_same_label_multiple_times) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_same_label_multiple_times.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Provided 2 labels but only 1 of them was/where unique!");
+}
+TYPED_TEST(ARFFParse, class_with_only_one_label) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_with_only_one_label.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Only a single label has been provided!");
+}
+TYPED_TEST(ARFFParse, usage_of_undefined_label) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/usage_of_undefined_label.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    if constexpr (!std::is_same_v<current_label_type, bool>) {
+        // it is not possible to have two boolean label and use a third undefined one
+        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Found the label \"2\" which was not specified in the header ({0,1})");
+    } else {
+        SUCCEED() << "By definition boolean labels do only support two different labels and, therefore, no third undefined one can be used.";
+    }
+}
 TYPED_TEST(ARFFParse, libsvm_file) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;

From 8217038d137dd025f5eefcd8453382e58f123db9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 10:20:34 +0200
Subject: [PATCH 0334/1010] Add sanity check that the provided labels in a
 model are unique.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp  |  9 +++++++++
 .../invalid/same_class_multiple_times.libsvm.model | 14 ++++++++++++++
 tests/detail/io/libsvm_model_parsing.cpp           | 13 +++++++++++++
 3 files changed, 36 insertions(+)
 create mode 100644 tests/data/model/invalid/same_class_multiple_times.libsvm.model

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 574b1044d..daf04319e 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -31,6 +31,7 @@
 #include <map>          // std::map
 #include <memory>       // std::unique_ptr
 #include <numeric>      // std::accumulate
+#include <set>          // std::set
 #include <sstream>      // std::stringstream
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -162,6 +163,14 @@ template <typename real_type, typename label_type, typename size_type>
                 if (labels.size() < 2) {
                     throw invalid_file_format_exception{ fmt::format("At least two labels must be set, but only {} label ([{}]) was given!", labels.size(), fmt::join(labels, ", ")) };
                 }
+                // check if all labels are unique
+                std::set<label_type> unique_labels{};
+                for (const label_type &label : labels) {
+                    unique_labels.insert(label);
+                }
+                if (labels.size() != unique_labels.size()) {
+                    throw invalid_file_format_exception{ fmt::format("Provided {} labels but only {} of them was/where unique!", labels.size(), unique_labels.size()) };
+                }
                 // read the labels
                 label_set = true;
             } else if (detail::starts_with(line, "nr_sv")) {
diff --git a/tests/data/model/invalid/same_class_multiple_times.libsvm.model b/tests/data/model/invalid/same_class_multiple_times.libsvm.model
new file mode 100644
index 000000000..7323de9e7
--- /dev/null
+++ b/tests/data/model/invalid/same_class_multiple_times.libsvm.model
@@ -0,0 +1,14 @@
+# this is a comment
+svm_type c_svc
+kernel_type linear
+nr_class 3
+rho 0.37330625882191915
+label 0 0
+total_sv 5
+nr_sv 2 2 1
+SV
+-0.17609610490769723 1:-1.117828e+00 2:-2.908719e+00 3:6.663834e-01 4:1.097883e+00
+0.8838187731213127 1:-5.282118e-01 2:-3.358810e-01 3:5.168730e-01 4:5.460446e-01
+-0.47971257671001616 1:-2.098121e-01 2:6.027694e-01 3:-1.308685e-01 4:1.080525e-01
+0.0034556484621847128 1:1.884940e+00 2:1.005186e+00 3:2.984999e-01 4:1.646463e+00
+-0.23146573996578407 1:5.765022e-01 2:1.014056e+00 3:1.300943e-01 4:7.261914e-01
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 153ac6712..8484b918a 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -444,6 +444,19 @@ TYPED_TEST(LIBSVMModelHeaderParseInvalid, missing_support_vectors) {
                       plssvm::invalid_file_format_exception,
                       "Can't parse file: no support vectors are given or SV is missing!");
 }
+TYPED_TEST(LIBSVMModelHeaderParseInvalid, same_class_multiple_times) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::real_type;
+    using size_type = std::size_t;
+
+    // parse the LIBSVM model file
+    const std::string filename = PLSSVM_TEST_PATH "/data/model/invalid/same_class_multiple_times.libsvm.model";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('#');
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Provided 2 labels but only 1 of them was/where unique!");
+}
 TYPED_TEST(LIBSVMModelHeaderParseInvalid, empty) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::real_type;

From 06948952cfc0cd2b5a0b0d5c69641542aacd12d5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 10:41:58 +0200
Subject: [PATCH 0335/1010] Add tests to check whether string labels contain
 whitespaces.

---
 include/plssvm/detail/io/arff_parsing.hpp       | 13 +++++++++++--
 .../arff/invalid/dense_too_many_values.arff     |  2 +-
 .../invalid/string_label_with_whitespace.arff   |  9 +++++++++
 tests/detail/io/arff_parsing.cpp                | 17 ++++++++++++++++-
 4 files changed, 37 insertions(+), 4 deletions(-)
 create mode 100644 tests/data/arff/invalid/string_label_with_whitespace.arff

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 9eaef0480..dd6608f8d 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -50,6 +50,7 @@ namespace plssvm::detail::io {
  * @throws plssvm::invalid_file_format_exception if the class field provides labels that are no enclosed in {} (ARFF nominal attributes)
  * @throws plssvm::invalid_file_format_exception if only a single label has been provided
  * @throws plssvm::invalid_file_format_exception if a label has been provided multiple times
+ * @throws plssvm::invalid_file_format_exception if a string label contains a whitespace
  * @throws plssvm::invalid_file_format_exception if a header entry starts with an @ but is none of \@RELATION, \@ATTRIBUTE, or \@DATA
  * @throws plssvm::invalid_file_format_exception if no feature attributes are provided
  * @throws plssvm::invalid_file_format_exception if the \@DATA attribute is missing
@@ -156,6 +157,14 @@ template <typename label_type>
                 if (labels_split.size() != labels.size()) {
                     throw invalid_file_format_exception{ fmt::format("Provided {} labels but only {} of them was/where unique!", labels_split.size(), labels.size()) };
                 }
+                // check whether a string label contains a whitespace
+                if constexpr (std::is_same_v<label_type, std::string>) {
+                    for (const std::string_view label : labels_split) {
+                        if (detail::contains(detail::trim(label), ' ')) {
+                            throw invalid_file_format_exception{ fmt::format("String labels may not contain whitespaces, but \"{}\" has at least one!", detail::trim(label)) };
+                        }
+                    }
+                }
                 // found a class
                 has_label = true;
                 continue;  // don't increment num_features
@@ -297,7 +306,7 @@ template <typename real_type, typename label_type>
                                 label[i] = detail::convert_to<label_type, invalid_file_format_exception>(line.substr(pos, next_pos - pos));
                             }
                         } else {
-                            // write feature value
+                            // write feature valuehas a whitespace!
                             // if the feature index is larger than the label index, the index must be reduced in order to write the feature to the correct data index
                             if (has_label && index > label_idx) {
                                 --index;
@@ -345,7 +354,7 @@ template <typename real_type, typename label_type>
 
                 // check if the parsed label is one of the labels specified in the ARFF file header
                 if (has_label && !detail::contains(unique_label, static_cast<label_type>(label[i]))) {
-                    throw invalid_file_format_exception{ fmt::format("Found the label \"{}\" which was not specified in the header ({{{}}})", label[i], fmt::join(unique_label, ",")) };
+                    throw invalid_file_format_exception{ fmt::format("Found the label \"{}\" which was not specified in the header ({{{}}})!", label[i], fmt::join(unique_label, ",")) };
                 }
             } catch (const std::exception &) {
                 // catch first exception and store it
diff --git a/tests/data/arff/invalid/dense_too_many_values.arff b/tests/data/arff/invalid/dense_too_many_values.arff
index 1766f22d9..0bcc93c20 100644
--- a/tests/data/arff/invalid/dense_too_many_values.arff
+++ b/tests/data/arff/invalid/dense_too_many_values.arff
@@ -6,7 +6,7 @@
 @ATTRIBUTE second   numeric
 @ATTRIBUTE third    Numeric
 @ATTRIBUTE fourth   NUMERIC
-@ATTRIBUTE class    {-1,1}
+@ATTRIBUTE class    {0,1}
 
 @DATA
 -1.117827500607882,-2.9087188881250993,0.66638344270039144,1.0978832703949288,3.1415,1
diff --git a/tests/data/arff/invalid/string_label_with_whitespace.arff b/tests/data/arff/invalid/string_label_with_whitespace.arff
new file mode 100644
index 000000000..f94c767c6
--- /dev/null
+++ b/tests/data/arff/invalid/string_label_with_whitespace.arff
@@ -0,0 +1,9 @@
+@RELATION name
+
+@ATTRIBUTE first    NUMERIC
+@ATTRIBUTE second   numeric
+@ATTRIBUTE class    {foo, Hello World}
+
+@DATA
+-1.117827500607882,-2.9087188881250993,foo
+-0.5282118298909262,-0.335880984968183973,Hello World
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 09864b361..8095f06f4 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -369,11 +369,26 @@ TYPED_TEST(ARFFParse, usage_of_undefined_label) {
     reader.read_lines('%');
     if constexpr (!std::is_same_v<current_label_type, bool>) {
         // it is not possible to have two boolean label and use a third undefined one
-        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Found the label \"2\" which was not specified in the header ({0,1})");
+        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Found the label \"2\" which was not specified in the header ({0,1})!");
     } else {
         SUCCEED() << "By definition boolean labels do only support two different labels and, therefore, no third undefined one can be used.";
     }
 }
+TYPED_TEST(ARFFParse, string_label_with_whitespace) {
+    using current_real_type = typename TypeParam::real_type;
+    using current_label_type = typename TypeParam::label_type;
+
+    // parse the ARFF file
+    const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/string_label_with_whitespace.arff";
+    plssvm::detail::io::file_reader reader{ filename };
+    reader.read_lines('%');
+    if constexpr (std::is_same_v<current_label_type, std::string>) {
+        // it is not possible to have two boolean label and use a third undefined one
+        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "String labels may not contain whitespaces, but \"Hello World\" has at least one!");
+    } else {
+        SUCCEED() << "By definition non-string labels cannot contain a whitespace.";
+    }
+}
 TYPED_TEST(ARFFParse, libsvm_file) {
     using current_real_type = typename TypeParam::real_type;
     using current_label_type = typename TypeParam::label_type;

From e7927f3b29611222b3eacd847956712551c5922a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 11:07:44 +0200
Subject: [PATCH 0336/1010] Update formatting.

---
 tests/detail/io/arff_parsing.cpp            | 109 +++++++++++++++-----
 tests/detail/io/file_reader.cpp             |  16 ++-
 tests/detail/io/libsvm_model_parsing.cpp    |  20 ++--
 tests/detail/io/libsvm_parsing.cpp          |  60 ++++++++---
 tests/detail/io/scaling_factors_parsing.cpp |  52 +++++++---
 5 files changed, 189 insertions(+), 68 deletions(-)

diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 8095f06f4..9f3acb42f 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -60,98 +60,126 @@ TEST(ARFFParseHeader, class_unquoted_nominal_attribute) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_unquoted_nominal_attribute.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class    0,1\" nominal attribute must be enclosed with {}!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(The "@ATTRIBUTE class    0,1" nominal attribute must be enclosed with {}!)");
 }
 TEST(ARFFParseHeader, class_with_wrong_label) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_with_wrong_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "May not use the combination of the reserved name \"class\" and attribute type NUMERIC!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(May not use the combination of the reserved name "class" and attribute type NUMERIC!)");
 }
 TEST(ARFFParseHeader, class_without_label) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_without_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE class\" field must contain class labels!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(The "@ATTRIBUTE class" field must contain class labels!)");
 }
 TEST(ARFFParseHeader, multiple_classes) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/multiple_classes.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "A nominal attribute with the name CLASS may only be provided once!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "A nominal attribute with the name CLASS may only be provided once!");
 }
 TEST(ARFFParseHeader, no_features) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_features.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 TEST(ARFFParseHeader, no_data_attribute) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/no_data_attribute.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: @DATA is missing!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Can't parse file: @DATA is missing!");
 }
 TEST(ARFFParseHeader, nominal_attribute_with_wrong_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/nominal_attribute_with_wrong_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@ATTRIBUTE foo    {0,1}\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(Read an invalid header entry: "@ATTRIBUTE foo    {0,1}"!)");
 }
 TEST(ARFFParseHeader, numeric_unquoted) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_unquoted.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "A \"@ATTRIBUTE second entry   numeric\" name that contains a whitespace must be quoted!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(A "@ATTRIBUTE second entry   numeric" name that contains a whitespace must be quoted!)");
 }
 TEST(ARFFParseHeader, numeric_without_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/numeric_without_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@ATTRIBUTE   numeric\" field must contain a name!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(The "@ATTRIBUTE   numeric" field must contain a name!)");
 }
 TEST(ARFFParseHeader, relation_not_at_beginning) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_not_at_beginning.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The @RELATION attribute must be set before any other @ATTRIBUTE!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "The @RELATION attribute must be set before any other @ATTRIBUTE!");
 }
 TEST(ARFFParseHeader, relation_unquoted) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_unquoted.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "A \"@RELATION  name with whitespaces\" name that contains a whitespace must be quoted!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(A "@RELATION  name with whitespaces" name that contains a whitespace must be quoted!)");
 }
 TEST(ARFFParseHeader, relation_without_name) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/relation_without_name.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "The \"@RELATION\" field must contain a name!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(The "@RELATION" field must contain a name!)");
 }
 TEST(ARFFParseHeader, wrong_line) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/wrong_line.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Read an invalid header entry: \"@THIS IS NOT A CORRECT LINE!\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      R"(Read an invalid header entry: "@THIS IS NOT A CORRECT LINE!"!)");
 }
 TEST(ARFFParseHeader, empty) {
     // parse the ARFF file
     const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())), plssvm::invalid_file_format_exception, "Can't parse file: no feature ATTRIBUTES are defined!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_header<int>(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Can't parse file: no feature ATTRIBUTES are defined!");
 }
 
 template <typename T>
@@ -276,7 +304,9 @@ TYPED_TEST(ARFFParse, at_inside_data_section) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/@_inside_data_section.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Read @ inside data section!: \"@ATTRIBUTE invalid numeric\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      R"(Read @ inside data section!: "@ATTRIBUTE invalid numeric"!)");
 }
 TYPED_TEST(ARFFParse, sparse_missing_closing_brace) {
     using current_real_type = typename TypeParam::real_type;
@@ -286,7 +316,9 @@ TYPED_TEST(ARFFParse, sparse_missing_closing_brace) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_missing_closing_brace.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing closing '}' for sparse data point \"{2 0.51687296029754564,3 0.54604461446026,4 1\" description!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      R"(Missing closing '}' for sparse data point "{2 0.51687296029754564,3 0.54604461446026,4 1" description!)");
 }
 TYPED_TEST(ARFFParse, sparse_missing_opening_brace) {
     using current_real_type = typename TypeParam::real_type;
@@ -296,7 +328,9 @@ TYPED_TEST(ARFFParse, sparse_missing_opening_brace) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_missing_opening_brace.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing opening '{' for sparse data point \"1 0.60276937379453293,2 -0.13086851759108944,4 0}\" description!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      R"(Missing opening '{' for sparse data point "1 0.60276937379453293,2 -0.13086851759108944,4 0}" description!)");
 }
 TYPED_TEST(ARFFParse, sparse_invalid_feature_index) {
     using current_real_type = typename TypeParam::real_type;
@@ -306,7 +340,9 @@ TYPED_TEST(ARFFParse, sparse_invalid_feature_index) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_invalid_feature_index.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Trying to add feature/label at index 5 but the maximum index is 4!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Trying to add feature/label at index 5 but the maximum index is 4!");
 }
 TYPED_TEST(ARFFParse, sparse_missing_label) {
     using current_real_type = typename TypeParam::real_type;
@@ -316,7 +352,9 @@ TYPED_TEST(ARFFParse, sparse_missing_label) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/sparse_missing_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Missing label for data point \"{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514}\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      R"(Missing label for data point "{0 1.88494043717792,1 1.00518564317278263,2 0.298499933047586044,3 1.6464627048813514}"!)");
 }
 
 TYPED_TEST(ARFFParse, dense_missing_value) {
@@ -327,7 +365,9 @@ TYPED_TEST(ARFFParse, dense_missing_value) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/dense_missing_value.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Invalid number of features and labels! Found 3 but should be 5!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Invalid number of features and labels! Found 3 but should be 5!");
 }
 TYPED_TEST(ARFFParse, dense_too_many_values) {
     using current_real_type = typename TypeParam::real_type;
@@ -337,7 +377,9 @@ TYPED_TEST(ARFFParse, dense_too_many_values) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/dense_too_many_values.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Invalid number of features and labels! Found 6 but should be 5!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Invalid number of features and labels! Found 6 but should be 5!");
 }
 TYPED_TEST(ARFFParse, class_same_label_multiple_times) {
     using current_real_type = typename TypeParam::real_type;
@@ -347,7 +389,9 @@ TYPED_TEST(ARFFParse, class_same_label_multiple_times) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_same_label_multiple_times.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Provided 2 labels but only 1 of them was/where unique!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Provided 2 labels but only 1 of them was/where unique!");
 }
 TYPED_TEST(ARFFParse, class_with_only_one_label) {
     using current_real_type = typename TypeParam::real_type;
@@ -357,7 +401,9 @@ TYPED_TEST(ARFFParse, class_with_only_one_label) {
     const std::string filename = PLSSVM_TEST_PATH "/data/arff/invalid/class_with_only_one_label.arff";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('%');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Only a single label has been provided!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Only a single label has been provided!");
 }
 TYPED_TEST(ARFFParse, usage_of_undefined_label) {
     using current_real_type = typename TypeParam::real_type;
@@ -369,7 +415,9 @@ TYPED_TEST(ARFFParse, usage_of_undefined_label) {
     reader.read_lines('%');
     if constexpr (!std::is_same_v<current_label_type, bool>) {
         // it is not possible to have two boolean label and use a third undefined one
-        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Found the label \"2\" which was not specified in the header ({0,1})!");
+        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                          plssvm::invalid_file_format_exception,
+                          R"#(Found the label "2" which was not specified in the header ({0,1})!)#");
     } else {
         SUCCEED() << "By definition boolean labels do only support two different labels and, therefore, no third undefined one can be used.";
     }
@@ -384,7 +432,9 @@ TYPED_TEST(ARFFParse, string_label_with_whitespace) {
     reader.read_lines('%');
     if constexpr (std::is_same_v<current_label_type, std::string>) {
         // it is not possible to have two boolean label and use a third undefined one
-        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "String labels may not contain whitespaces, but \"Hello World\" has at least one!");
+        EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                          plssvm::invalid_file_format_exception,
+                          R"(String labels may not contain whitespaces, but "Hello World" has at least one!)");
     } else {
         SUCCEED() << "By definition non-string labels cannot contain a whitespace.";
     }
@@ -410,7 +460,8 @@ TYPED_TEST(ARFFParseDeathTest, invalid_file_reader) {
 
     // open file_reader without associating it to a file
     const plssvm::detail::io::file_reader reader{};
-    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)), "The file_reader is currently not associated with a file!");
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_arff_data<current_real_type, current_label_type>(reader)),
+                 "The file_reader is currently not associated with a file!");
 }
 
 template <typename T>
@@ -547,7 +598,8 @@ TYPED_TEST(ARFFWriteDeathTest, data_and_label_size_mismatch) {
     const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
-    EXPECT_DEATH(plssvm::detail::io::write_arff_data(this->filename, data, label), ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
+    EXPECT_DEATH(plssvm::detail::io::write_arff_data(this->filename, data, label),
+                 ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
 }
 TYPED_TEST(ARFFWriteDeathTest, labels_provided_but_not_written) {
     using real_type = typename TypeParam::real_type;
@@ -558,5 +610,6 @@ TYPED_TEST(ARFFWriteDeathTest, labels_provided_but_not_written) {
     const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
-    EXPECT_DEATH((plssvm::detail::io::write_arff_data_impl<real_type, label_type, false>(this->filename, data, label)), "has_label is 'false' but labels were provided!");
+    EXPECT_DEATH((plssvm::detail::io::write_arff_data_impl<real_type, label_type, false>(this->filename, data, label)),
+                 "has_label is 'false' but labels were provided!");
 }
\ No newline at end of file
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index c225e6c9e..3cef087d6 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -117,7 +117,9 @@ TYPED_TEST(FileReaderConstructWithOpen, empty_file) {
 TYPED_TEST(FileReaderConstructWithOpen, file_not_found) {
     // create file name depending on the current test type
     const TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
-    EXPECT_THROW_WHAT(plssvm::detail::io::file_reader{ filename }, plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/file_not_found"));
+    EXPECT_THROW_WHAT(plssvm::detail::io::file_reader{ filename },
+                      plssvm::file_not_found_exception,
+                      "Couldn't find file: '" PLSSVM_TEST_PATH "/data/file_not_found'!");
 }
 
 template <typename T>
@@ -155,7 +157,9 @@ TYPED_TEST(FileReaderOpen, file_not_found) {
     const TypeParam filename{ PLSSVM_TEST_PATH "/data/file_not_found" };
     // construct a default file_reader and open a file
     plssvm::detail::io::file_reader reader{};
-    EXPECT_THROW_WHAT(reader.open(filename), plssvm::file_not_found_exception, fmt::format("Couldn't find file: '{}'!", PLSSVM_TEST_PATH "/data/file_not_found"));
+    EXPECT_THROW_WHAT(reader.open(filename),
+                      plssvm::file_not_found_exception,
+                      "Couldn't find file: '" PLSSVM_TEST_PATH "/data/file_not_found'!");
 }
 TYPED_TEST(FileReaderOpen, multiple_open) {
     // create default constructed file reader and open it using the file name depending on the current test type
@@ -166,7 +170,9 @@ TYPED_TEST(FileReaderOpen, multiple_open) {
     // a file must be open
     ASSERT_TRUE(reader.is_open());
     // trying to open another file must throw
-    EXPECT_THROW_WHAT(reader.open(filename), plssvm::file_reader_exception, "This file_reader is already associated to a file!");
+    EXPECT_THROW_WHAT(reader.open(filename),
+                      plssvm::file_reader_exception,
+                      "This file_reader is already associated to a file!");
 }
 
 TEST(FileReader, is_open) {
@@ -354,7 +360,9 @@ TEST(FileReaderLines, parse_lines_without_associated_file) {
     plssvm::detail::io::file_reader reader{};
 
     // reading lines while no file is associated is impossible!
-    EXPECT_THROW_WHAT(reader.read_lines(), plssvm::file_reader_exception, "This file_reader is currently not associated to a file!");
+    EXPECT_THROW_WHAT(reader.read_lines(),
+                      plssvm::file_reader_exception,
+                      "This file_reader is currently not associated to a file!");
 }
 
 class FileReaderLinesDeathTest : public ::testing::TestWithParam<std::tuple<std::string, char, std::vector<std::string_view>>> {};
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 8484b918a..2b5fc811f 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -43,7 +43,7 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_linear) {
     using size_type = std::size_t;
 
     // create temporary file
-    util::temporary_file template_file{};
+    const util::temporary_file template_file{};
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", template_file.filename);
 
     // parse the LIBSVM model file header
@@ -71,7 +71,7 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
     using size_type = std::size_t;
 
     // create temporary file
-    util::temporary_file template_file{};
+    const util::temporary_file template_file{};
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_polynomial_TEMPLATE.libsvm.model", template_file.filename);
 
     // parse the LIBSVM model file header
@@ -102,7 +102,7 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_rbf) {
     using size_type = std::size_t;
 
     // create temporary file
-    util::temporary_file template_file{};
+    const util::temporary_file template_file{};
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_rbf_TEMPLATE.libsvm.model", template_file.filename);
 
     // parse the LIBSVM model file header
@@ -693,7 +693,8 @@ TYPED_TEST(LIBSVMModelWriteDeathTest, write_header_without_label) {
     fmt::ostream out = fmt::output_file(this->filename);
 
     // try writing the LIBSVM model header
-    EXPECT_DEATH(std::ignore = (plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set)), "Cannot write a model file that does not include labels!");
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::write_libsvm_model_header(out, params, rho, data_set)),
+                 "Cannot write a model file that does not include labels!");
 }
 TYPED_TEST(LIBSVMModelWriteDeathTest, write_data_without_label) {
     using real_type = typename TypeParam::real_type;
@@ -706,7 +707,8 @@ TYPED_TEST(LIBSVMModelWriteDeathTest, write_data_without_label) {
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } } } };
 
     // try writing the LIBSVM model header
-    EXPECT_DEATH((plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set)), "Cannot write a model file that does not include labels!");
+    EXPECT_DEATH((plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set)),
+                 "Cannot write a model file that does not include labels!");
 }
 TYPED_TEST(LIBSVMModelWriteDeathTest, num_alphas_and_num_data_points_mismatch) {
     using real_type = typename TypeParam::real_type;
@@ -717,8 +719,12 @@ TYPED_TEST(LIBSVMModelWriteDeathTest, num_alphas_and_num_data_points_mismatch) {
     const real_type rho{};
     const std::vector<real_type> alpha{ real_type{ 0.1 } };
     const auto [first_label, second_label] = util::get_distinct_label<label_type>();
-    const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } }, { real_type{ 1.0 } } }, std::vector<label_type>{ first_label, second_label } };
+    const plssvm::data_set<real_type, label_type> data_set{
+        std::vector<std::vector<real_type>>{ { real_type{ 0.0 } }, { real_type{ 1.0 } } },
+        std::vector<label_type>{ first_label, second_label }
+    };
 
     // try writing the LIBSVM model header
-    EXPECT_DEATH((plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set)), ::testing::HasSubstr("The number of weights (1) doesn't match the number of data points (2)!"));
+    EXPECT_DEATH((plssvm::detail::io::write_libsvm_model_data(this->filename, params, rho, alpha, data_set)),
+                 ::testing::HasSubstr("The number of weights (1) doesn't match the number of data points (2)!"));
 }
\ No newline at end of file
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 36d55c52c..e81f6a558 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -53,7 +53,9 @@ TEST(LIBSVMParseNumFeatures, index_with_alpha_char_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_num_features(reader.lines())), plssvm::invalid_file_format_exception, "Can't convert ' !2' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_num_features(reader.lines())),
+                      plssvm::invalid_file_format_exception,
+                      "Can't convert ' !2' to a value of type unsigned long!");
 }
 
 template <typename T>
@@ -224,7 +226,9 @@ TYPED_TEST(LIBSVMParse, zero_based_features) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/zero_based_features.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "LIBSVM assumes a 1-based feature indexing scheme, but 0 was given!");
 }
 TYPED_TEST(LIBSVMParse, arff_file) {
     using current_real_type = typename TypeParam::real_type;
@@ -244,7 +248,9 @@ TYPED_TEST(LIBSVMParse, empty) {
     const std::string filename = PLSSVM_TEST_PATH "/data/empty.txt";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't parse file: no data points are given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Can't parse file: no data points are given!");
 }
 TYPED_TEST(LIBSVMParse, feature_with_alpha_char_at_the_beginning) {
     using current_real_type = typename TypeParam::real_type;
@@ -254,7 +260,9 @@ TYPED_TEST(LIBSVMParse, feature_with_alpha_char_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/feature_with_alpha_char_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, fmt::format("Can't convert 'a-1.11' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      fmt::format("Can't convert 'a-1.11' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
 }
 TYPED_TEST(LIBSVMParse, index_with_alpha_char_at_the_beginning) {
     using current_real_type = typename TypeParam::real_type;
@@ -264,7 +272,9 @@ TYPED_TEST(LIBSVMParse, index_with_alpha_char_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/index_with_alpha_char_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert ' !2' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Can't convert ' !2' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, invalid_colon_at_the_beginning) {
     using current_real_type = typename TypeParam::real_type;
@@ -274,7 +284,9 @@ TYPED_TEST(LIBSVMParse, invalid_colon_at_the_beginning) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/invalid_colon_at_the_beginning.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert '' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Can't convert '' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, invalid_colon_in_the_middle) {
     using current_real_type = typename TypeParam::real_type;
@@ -284,7 +296,9 @@ TYPED_TEST(LIBSVMParse, invalid_colon_in_the_middle) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/invalid_colon_in_the_middle.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert ' :2' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Can't convert ' :2' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, missing_feature_value) {
     using current_real_type = typename TypeParam::real_type;
@@ -294,7 +308,9 @@ TYPED_TEST(LIBSVMParse, missing_feature_value) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/missing_feature_value.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, fmt::format("Can't convert '' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      fmt::format("Can't convert '' to a value of type {}!", plssvm::detail::arithmetic_type_name<current_real_type>()));
 }
 TYPED_TEST(LIBSVMParse, missing_index_value) {
     using current_real_type = typename TypeParam::real_type;
@@ -304,7 +320,9 @@ TYPED_TEST(LIBSVMParse, missing_index_value) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/missing_index_value.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Can't convert ' ' to a value of type unsigned long!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Can't convert ' ' to a value of type unsigned long!");
 }
 TYPED_TEST(LIBSVMParse, inconsistent_label_specification) {
     using current_real_type = typename TypeParam::real_type;
@@ -314,7 +332,9 @@ TYPED_TEST(LIBSVMParse, inconsistent_label_specification) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/inconsistent_label_specification.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "Inconsistent label specification found (some data points are labeled, others are not)!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Inconsistent label specification found (some data points are labeled, others are not)!");
 }
 TYPED_TEST(LIBSVMParse, non_increasing_indices) {
     using current_real_type = typename TypeParam::real_type;
@@ -324,7 +344,9 @@ TYPED_TEST(LIBSVMParse, non_increasing_indices) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/non_increasing_indices.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "The features indices must be strictly increasing, but 3 is smaller or equal than 3!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "The features indices must be strictly increasing, but 3 is smaller or equal than 3!");
 }
 TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
     using current_real_type = typename TypeParam::real_type;
@@ -334,7 +356,9 @@ TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
     const std::string filename = PLSSVM_TEST_PATH "/data/libsvm/invalid/non_strictly_increasing_indices.libsvm";
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), plssvm::invalid_file_format_exception, "The features indices must be strictly increasing, but 2 is smaller or equal than 3!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "The features indices must be strictly increasing, but 2 is smaller or equal than 3!");
 }
 
 template <typename T>
@@ -347,7 +371,8 @@ TYPED_TEST(LIBSVMParseDeathTest, invalid_file_reader) {
 
     // open file_reader without associating it to a file
     const plssvm::detail::io::file_reader reader{};
-    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)), "The file_reader is currently not associated with a file!");
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader)),
+                 "The file_reader is currently not associated with a file!");
 }
 TYPED_TEST(LIBSVMParseDeathTest, skip_too_many_lines) {
     using current_real_type = typename TypeParam::real_type;
@@ -358,7 +383,8 @@ TYPED_TEST(LIBSVMParseDeathTest, skip_too_many_lines) {
     plssvm::detail::io::file_reader reader{ filename };
     reader.read_lines('#');
     // try to skip more lines than are present in the data file
-    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader, 6)), "Tried to skipp 6 lines, but only 5 are present!");
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_libsvm_data<current_real_type, current_label_type>(reader, 6)),
+                 "Tried to skipp 6 lines, but only 5 are present!");
 }
 
 template <typename T>
@@ -565,7 +591,8 @@ TYPED_TEST(LIBSVMWriteDeathTest, data_and_label_size_mismatch) {
     const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
-    EXPECT_DEATH(plssvm::detail::io::write_libsvm_data(this->filename, data, label), ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
+    EXPECT_DEATH(plssvm::detail::io::write_libsvm_data(this->filename, data, label),
+                 ::testing::HasSubstr("Number of data points (2) and number of labels (1) mismatch!"));
 }
 TYPED_TEST(LIBSVMWriteDeathTest, labels_provided_but_not_written) {
     using real_type = typename TypeParam::real_type;
@@ -576,5 +603,6 @@ TYPED_TEST(LIBSVMWriteDeathTest, labels_provided_but_not_written) {
     const std::vector<label_type> label{ plssvm::detail::convert_to<label_type>("0") };
 
     // try to write the necessary data to the file
-    EXPECT_DEATH((plssvm::detail::io::write_libsvm_data_impl<real_type, label_type, false>(this->filename, data, label)), "has_label is 'false' but labels were provided!");
+    EXPECT_DEATH((plssvm::detail::io::write_libsvm_data_impl<real_type, label_type, false>(this->filename, data, label)),
+                 "has_label is 'false' but labels were provided!");
 }
\ No newline at end of file
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index b1e0bc127..23b271a49 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -88,7 +88,9 @@ TYPED_TEST(ScalingFactorsRead, too_many_scaling_interval_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_interval_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 3 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "The interval to which the data points should be scaled must exactly have two values, but 3 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_scaling_interval_values) {
     using real_type = TypeParam;
@@ -96,7 +98,9 @@ TYPED_TEST(ScalingFactorsRead, too_few_scaling_interval_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_interval_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "The interval to which the data points should be scaled must exactly have two values, but 1 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, inconsistent_scaling_interval_values) {
     using real_type = TypeParam;
@@ -104,7 +108,9 @@ TYPED_TEST(ScalingFactorsRead, inconsistent_scaling_interval_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/inconsistent_scaling_interval_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "Inconsistent scaling interval specification: lower (1.4) must be less than upper (-2.6)!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Inconsistent scaling interval specification: lower (1.4) must be less than upper (-2.6)!");
 }
 TYPED_TEST(ScalingFactorsRead, no_header) {
     using real_type = TypeParam;
@@ -112,7 +118,9 @@ TYPED_TEST(ScalingFactorsRead, no_header) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/no_header.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The first line must only contain an 'x', but is \"-1.4 2.6\"!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      R"(The first line must only contain an 'x', but is "-1.4 2.6"!)");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_lines) {
     using real_type = TypeParam;
@@ -120,7 +128,9 @@ TYPED_TEST(ScalingFactorsRead, too_few_lines) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_lines.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 1 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "At least two lines must be present, but only 1 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, empty) {
     using real_type = TypeParam;
@@ -128,7 +138,9 @@ TYPED_TEST(ScalingFactorsRead, empty) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/empty.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "At least two lines must be present, but only 0 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "At least two lines must be present, but only 0 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_few_scaling_factor_values) {
     using real_type = TypeParam;
@@ -136,7 +148,9 @@ TYPED_TEST(ScalingFactorsRead, too_few_scaling_factor_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_few_scaling_factor_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 2 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Each line must contain exactly three values, but 2 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, too_many_scaling_factor_values) {
     using real_type = TypeParam;
@@ -144,7 +158,9 @@ TYPED_TEST(ScalingFactorsRead, too_many_scaling_factor_values) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/too_many_scaling_factor_values.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "Each line must contain exactly three values, but 4 were given!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "Each line must contain exactly three values, but 4 were given!");
 }
 TYPED_TEST(ScalingFactorsRead, zero_based_scaling_factors) {
     using real_type = TypeParam;
@@ -152,7 +168,9 @@ TYPED_TEST(ScalingFactorsRead, zero_based_scaling_factors) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/zero_based_scaling_factors.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), plssvm::invalid_file_format_exception, "The scaling factors must be provided one-based, but are zero-based!");
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      plssvm::invalid_file_format_exception,
+                      "The scaling factors must be provided one-based, but are zero-based!");
 }
 TYPED_TEST(ScalingFactorsRead, invalid_number) {
     using real_type = TypeParam;
@@ -160,7 +178,9 @@ TYPED_TEST(ScalingFactorsRead, invalid_number) {
     // parse scaling factors!
     plssvm::detail::io::file_reader reader{ PLSSVM_TEST_PATH "/data/scaling_factors/invalid/invalid_number.txt" };
     reader.read_lines('#');
-    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), std::runtime_error, fmt::format("Can't convert 'a' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
+    EXPECT_THROW_WHAT(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                      std::runtime_error,
+                      fmt::format("Can't convert 'a' to a value of type {}!", plssvm::detail::arithmetic_type_name<real_type>()));
 }
 
 TYPED_TEST(ScalingFactorsReadDeathTest, invalid_file_reader) {
@@ -171,7 +191,8 @@ TYPED_TEST(ScalingFactorsReadDeathTest, invalid_file_reader) {
 
     // create temporary file containing the scaling factors
     const plssvm::detail::io::file_reader reader{};
-    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)), "The file_reader is currently not associated with a file!");
+    EXPECT_DEATH(std::ignore = (plssvm::detail::io::parse_scaling_factors<real_type, factors_type<real_type>>(reader)),
+                 "The file_reader is currently not associated with a file!");
 }
 
 template <typename T>
@@ -189,7 +210,11 @@ TYPED_TEST(ScalingFactorsWrite, write) {
     using real_type = TypeParam;
     // define data to write
     const std::pair<real_type, real_type> interval{ -2.0, 2.0 };
-    std::vector<factors_type<real_type>> scaling_factors{ factors_type<real_type>{ 0, 1.2, 1.2 }, factors_type<real_type>{ 1, 0.5, -1.4 }, factors_type<real_type>{ 2, -1.2, 4.4 } };
+    std::vector<factors_type<real_type>> scaling_factors{
+        factors_type<real_type>{ 0, 1.2, 1.2 },
+        factors_type<real_type>{ 1, 0.5, -1.4 },
+        factors_type<real_type>{ 2, -1.2, 4.4 }
+    };
 
     // write the necessary data to the file
     plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors);
@@ -237,5 +262,6 @@ TYPED_TEST(ScalingFactorsWriteDeathTest, write_illegal_interval) {
     const std::vector<factors_type<real_type>> scaling_factors(1);
 
     // try to write the necessary data to the file
-    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors), ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));
+    EXPECT_DEATH(plssvm::detail::io::write_scaling_factors(this->filename, interval, scaling_factors),
+                 ::testing::HasSubstr("Illegal interval specification: lower (1) < upper (-1)"));
 }
\ No newline at end of file

From f9e22249c57c4c4a124c7f32991e37d5a0647c28 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 11:15:01 +0200
Subject: [PATCH 0337/1010] Update formatting.

---
 tests/data_set.cpp | 44 +++++++++++++++++++++++++++++++++-----------
 tests/model.cpp    | 11 ++++++++---
 2 files changed, 41 insertions(+), 14 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 970af9050..d69593b48 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -88,7 +88,9 @@ TYPED_TEST(DataSetScaling, construct_invalid_interval) {
     using scaling_type = typename plssvm::data_set<real_type, label_type>::scaling;
 
     // create scaling class with an invalid interval
-    EXPECT_THROW_WHAT((scaling_type{ real_type{ 1.0 }, real_type{ -1.0 } }), plssvm::data_set_exception, "Inconsistent scaling interval specification: lower (1) must be less than upper (-1)!");
+    EXPECT_THROW_WHAT((scaling_type{ real_type{ 1.0 }, real_type{ -1.0 } }),
+                      plssvm::data_set_exception,
+                      "Inconsistent scaling interval specification: lower (1) must be less than upper (-1)!");
 }
 TYPED_TEST(DataSetScaling, construct_from_file) {
     using real_type = typename TypeParam::real_type;
@@ -213,7 +215,9 @@ TYPED_TEST(DataSetLabelMapper, construct_too_many_label) {
     // too many labels provided!
     if constexpr (!std::is_same_v<label_type, bool>) {
         // only test for types other than bool since boolean labels can only be binary by definition
-        EXPECT_THROW_WHAT(label_mapper_type{ different_labels }, plssvm::data_set_exception, "Currently only binary classification is supported, but 3 different labels were given!");
+        EXPECT_THROW_WHAT(label_mapper_type{ different_labels },
+                          plssvm::data_set_exception,
+                          "Currently only binary classification is supported, but 3 different labels were given!");
     } else {
         SUCCEED() << "By definition boolean labels do only support two different labels.";
     }
@@ -249,7 +253,9 @@ TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_invalid_label) {
     // test the number of mappings
     if constexpr (!std::is_same_v<label_type, bool>) {
         // can't have an unknown labels for bool
-        EXPECT_THROW_WHAT(std::ignore = mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("9")), plssvm::data_set_exception, "Label \"9\" unknown in this label mapping!");
+        EXPECT_THROW_WHAT(std::ignore = mapper.get_mapped_value_by_label(plssvm::detail::convert_to<label_type>("9")),
+                          plssvm::data_set_exception,
+                          R"(Label "9" unknown in this label mapping!)");
     } else {
         SUCCEED() << "By definition there can't be unknown labels for the boolean label type.";
     }
@@ -283,7 +289,9 @@ TYPED_TEST(DataSetLabelMapper, get_label_by_invalid_mapped_value) {
     const label_mapper_type mapper{ different_labels };
 
     // test the number of mappings
-    EXPECT_THROW_WHAT(std::ignore = mapper.get_label_by_mapped_value(real_type{ 0.0 }), plssvm::data_set_exception, "Mapped value \"0\" unknown in this label mapping!");
+    EXPECT_THROW_WHAT(std::ignore = mapper.get_label_by_mapped_value(real_type{ 0.0 }),
+                      plssvm::data_set_exception,
+                      R"(Mapped value "0" unknown in this label mapping!)");
 }
 TYPED_TEST(DataSetLabelMapper, num_mappings) {
     using real_type = typename TypeParam::real_type;
@@ -671,7 +679,9 @@ TYPED_TEST(DataSet, scale_too_many_factors) {
     };
 
     // try creating a data set with invalid scaling factors
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }), plssvm::data_set_exception, "Need at most as much scaling factors as features in the data set are present (4), but 5 were given!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }),
+                      plssvm::data_set_exception,
+                      "Need at most as much scaling factors as features in the data set are present (4), but 5 were given!");
 }
 TYPED_TEST(DataSet, scale_invalid_feature_index) {
     using real_type = typename TypeParam::real_type;
@@ -689,7 +699,9 @@ TYPED_TEST(DataSet, scale_invalid_feature_index) {
     };
 
     // try creating a data set with invalid scaling factors
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }), plssvm::data_set_exception, "The maximum scaling feature index most not be greater than 3, but is 4!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }),
+                      plssvm::data_set_exception,
+                      "The maximum scaling feature index most not be greater than 3, but is 4!");
 }
 TYPED_TEST(DataSet, scale_duplicate_feature_index) {
     using real_type = typename TypeParam::real_type;
@@ -709,7 +721,9 @@ TYPED_TEST(DataSet, scale_duplicate_feature_index) {
     };
 
     // try creating a data set with invalid scaling factors
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }), plssvm::data_set_exception, "Found more than one scaling factor for the feature index 2!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ this->filename, scaling }),
+                      plssvm::data_set_exception,
+                      "Found more than one scaling factor for the feature index 2!");
 }
 
 TYPED_TEST(DataSet, construct_from_vector_without_label) {
@@ -748,7 +762,9 @@ TYPED_TEST(DataSet, construct_from_empty_vector) {
     const std::vector<std::vector<real_type>> correct_data_points;
 
     // creating a data set from an empty vector is illegal
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }), plssvm::data_set_exception, "Data vector is empty!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }),
+                      plssvm::data_set_exception,
+                      "Data vector is empty!");
 }
 TYPED_TEST(DataSet, construct_from_vector_with_differing_num_features) {
     using real_type = typename TypeParam::real_type;
@@ -761,7 +777,9 @@ TYPED_TEST(DataSet, construct_from_vector_with_differing_num_features) {
     };
 
     // creating a data set from an empty vector is illegal
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }), plssvm::data_set_exception, "All points in the data vector must have the same number of features!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }),
+                      plssvm::data_set_exception,
+                      "All points in the data vector must have the same number of features!");
 }
 TYPED_TEST(DataSet, construct_from_vector_with_no_features) {
     using real_type = typename TypeParam::real_type;
@@ -771,7 +789,9 @@ TYPED_TEST(DataSet, construct_from_vector_with_no_features) {
     const std::vector<std::vector<real_type>> correct_data_points = { {}, {} };
 
     // creating a data set from an empty vector is illegal
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }), plssvm::data_set_exception, "No features provided for the data points!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points }),
+                      plssvm::data_set_exception,
+                      "No features provided for the data points!");
 }
 
 TYPED_TEST(DataSet, construct_from_vector_with_label) {
@@ -822,7 +842,9 @@ TYPED_TEST(DataSet, construct_from_vector_mismatching_num_data_points_and_labels
     const std::vector<label_type> labels = { first_label, second_label, first_label };
 
     // create data set
-    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points, labels }), plssvm::data_set_exception, "Number of labels (3) must match the number of data points (4)!");
+    EXPECT_THROW_WHAT((plssvm::data_set<real_type, label_type>{ correct_data_points, labels }),
+                      plssvm::data_set_exception,
+                      "Number of labels (3) must match the number of data points (4)!");
 }
 
 TYPED_TEST(DataSet, construct_scaled_from_vector_without_label) {
diff --git a/tests/model.cpp b/tests/model.cpp
index 566b356f9..f03fcad6a 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -183,14 +183,19 @@ TEST_P(ModelSave, save) {
         }
         // NO line matches the pattern -> test failed
         if (!found_matching_line) {
-            GTEST_FAIL() << fmt::format("Can't find a line matching the regex pattern: \"{}\"", pattern);
+            GTEST_FAIL() << fmt::format(R"(Can't find a line matching the regex pattern: "{}".)", pattern);
         }
     }
     // only support vectors should be left -> check the remaining lines if they match the correct pattern
     const std::string support_vector_pattern{ "[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?)*" };
     for (const std::string_view line : lines) {
         const std::regex reg(support_vector_pattern, std::regex::extended);
-        EXPECT_TRUE(std::regex_match(std::string{ line }, reg)) << fmt::format("Line \"{}\" doesn't match the regex pattern \"{}\"", line, support_vector_pattern);
+        EXPECT_TRUE(std::regex_match(std::string{ line }, reg)) << fmt::format(R"(Line "{}" doesn't match the regex pattern "{}".)", line, support_vector_pattern);
     }
 }
-INSTANTIATE_TEST_SUITE_P(Model, ModelSave, ::testing::Values("/data/model/5x4_linear.libsvm.model", "/data/model/5x4_polynomial.libsvm.model", "/data/model/5x4_rbf.libsvm.model"));
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(Model, ModelSave, ::testing::Values(
+                "/data/model/5x4_linear.libsvm.model",
+                "/data/model/5x4_polynomial.libsvm.model",
+                "/data/model/5x4_rbf.libsvm.model"));
+// clang-format on
\ No newline at end of file

From bb04a81a1a4443baa4d1300d01fb534ca799ad66 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 11:33:51 +0200
Subject: [PATCH 0338/1010] Update formatting.

---
 tests/detail/cmd/parameter_predict.cpp | 18 +++++++++++++-----
 tests/detail/cmd/parameter_scale.cpp   | 21 +++++++++++++++------
 tests/detail/cmd/parameter_train.cpp   | 14 ++++++++++----
 tests/detail/layout.cpp                | 12 ++++++++----
 4 files changed, 46 insertions(+), 19 deletions(-)

diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parameter_predict.cpp
index 66ef9cdcf..e9313e155 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parameter_predict.cpp
@@ -238,23 +238,31 @@ INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictVersion, ::testing::V
 
 TEST_F(ParameterPredict, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing test file!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::StartsWith("Error missing test file!"));
 }
 TEST_F(ParameterPredict, single_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict data.libsvm");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing model file!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::StartsWith("Error missing model file!"));
 }
 TEST_F(ParameterPredict, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-predict p1 p2 p3 p4");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr(R"(Only up to three positional options may be given, but 1 ("p4") additional option(s) where provided!)"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::HasSubstr(R"(Only up to three positional options may be given, but 1 ("p4") additional option(s) where provided!)"));
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
 TEST_F(ParameterPredictDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 0, nullptr }),
+                 ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
 TEST_F(ParameterPredictDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 1, nullptr }),
+                 ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParameterPredictDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-predict --foo bar");
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parameter_scale.cpp
index 2c557b410..747010a75 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parameter_scale.cpp
@@ -260,29 +260,38 @@ INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleVersion, ::testing::Value
 
 TEST_F(ParameterScaleDeathTest, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-scale");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing input file!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::StartsWith("Error missing input file!"));
 }
 TEST_F(ParameterScaleDeathTest, save_and_restore) {
     this->CreateCMDArgs("./plssvm-scale -s data.libsvm.save -r data.libsvm.restore data.libsvm");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::StartsWith("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!"));
 }
 
 TEST_F(ParameterScaleDeathTest, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-scale p1 p2 p3 p4");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to two positional options may be given, but 2 (\"p3 p4\") additional option(s) where provided!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::HasSubstr(R"(Only up to two positional options may be given, but 2 ("p3 p4") additional option(s) where provided!)"));
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
 TEST_F(ParameterScaleDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 0, nullptr }),
+                 ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
 TEST_F(ParameterScaleDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 1, nullptr }),
+                 ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParameterScaleDeathTest, illegal_scaling_range) {
     // illegal [lower, upper] bound range
     this->CreateCMDArgs("./plssvm-scale -l 1.0 -u -1.0 data.libsvm");
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+                 ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
 }
 TEST_F(ParameterScaleDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-scale --foo bar");
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index bef8171ce..7a5421048 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -439,19 +439,25 @@ INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainVersion, ::testing::Value
 
 TEST_F(ParameterTrain, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-train");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::StartsWith("Error missing input file!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::StartsWith("Error missing input file!"));
 }
 TEST_F(ParameterTrain, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-train p1 p2 p3 p4");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_FAILURE), ::testing::HasSubstr("Only up to two positional options may be given, but 2 (\"p3 p4\") additional option(s) where provided!"));
+    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }),
+                ::testing::ExitedWithCode(EXIT_FAILURE),
+                ::testing::HasSubstr(R"(Only up to two positional options may be given, but 2 ("p3 p4") additional option(s) where provided!)"));
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
 TEST_F(ParameterTrainDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 0, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 0, nullptr }),
+                 ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
 TEST_F(ParameterTrainDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 1, nullptr }), ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
+    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 1, nullptr }),
+                 ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParameterTrainDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-train --foo bar");
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index b6a7d8997..60d4e05aa 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -165,8 +165,10 @@ TYPED_TEST(LayoutDeathTest, too_many_data_points_to_transform) {
         { 11, 12, 13 },
         { 21, 22, 23 }
     };
-    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
-    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 3), "Number of data points to transform can not exceed matrix size!");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 3),
+                 "Number of data points to transform can not exceed matrix size!");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 3),
+                 "Number of data points to transform can not exceed matrix size!");
 }
 
 TYPED_TEST(LayoutDeathTest, different_number_of_features) {
@@ -175,8 +177,10 @@ TYPED_TEST(LayoutDeathTest, different_number_of_features) {
         { 11, 12, 13 },
         { 21, 22 }
     };
-    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
-    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2), "Feature sizes mismatch! All features should have size 3.");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, matrix, 0, 2),
+                 "Feature sizes mismatch! All features should have size 3.");
+    EXPECT_DEATH(std::ignore = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, matrix, 0, 2),
+                 "Feature sizes mismatch! All features should have size 3.");
 }
 
 TYPED_TEST(LayoutDeathTest, empty_features) {

From 5daa262c3abf04a8d64ff75423f1b468724a7156 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 15:49:42 +0200
Subject: [PATCH 0339/1010] Update type_combinations to automatically generate
 a cartesian product of the real and label types.

---
 tests/data_set.cpp                          |  13 ++-
 tests/default_value.cpp                     |   8 +-
 tests/detail/io/arff_parsing.cpp            |  15 +--
 tests/detail/io/libsvm_model_parsing.cpp    |  13 ++-
 tests/detail/io/libsvm_parsing.cpp          |  15 +--
 tests/detail/io/scaling_factors_parsing.cpp |  16 ++-
 tests/detail/layout.cpp                     |  12 +-
 tests/detail/operators.cpp                  |  10 +-
 tests/model.cpp                             |   5 +-
 tests/naming.hpp                            |  29 +++++
 tests/types_to_test.hpp                     | 123 +++++++++++++++-----
 11 files changed, 175 insertions(+), 84 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index d69593b48..be809e9ad 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -17,7 +17,8 @@
 #include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "naming.hpp"         // naming::real_type_label_type_combination_to_name
+#include "types_to_test.hpp"  // util::{real_type_label_type_combination_gtest, instantiate_template_file}
 #include "utility.hpp"        // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "gmock/gmock-matchers.h"  // ::testing::{ContainsRegex, StartsWith}
@@ -38,7 +39,7 @@
 
 template <typename T>
 class DataSetScaling : public ::testing::Test, private util::redirect_output {};
-TYPED_TEST_SUITE(DataSetScaling, util::type_combinations_types);
+TYPED_TEST_SUITE(DataSetScaling, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(DataSetScaling, default_construct_factor) {
     using real_type = typename TypeParam::real_type;
@@ -177,7 +178,7 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
 
 template <typename T>
 class DataSetLabelMapper : public ::testing::Test {};
-TYPED_TEST_SUITE(DataSetLabelMapper, util::type_combinations_types);
+TYPED_TEST_SUITE(DataSetLabelMapper, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(DataSetLabelMapper, construct) {
     using real_type = typename TypeParam::real_type;
@@ -367,7 +368,7 @@ std::vector<T> correct_different_labels() {
 
 template <typename T>
 class DataSet : public ::testing::Test, private util::redirect_output, protected util::temporary_file {};
-TYPED_TEST_SUITE(DataSet, util::type_combinations_types);
+TYPED_TEST_SUITE(DataSet, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(DataSet, typedefs) {
     using real_type = typename TypeParam::real_type;
@@ -945,7 +946,7 @@ class DataSetSave : public ::testing::Test, private util::redirect_output, prote
     };
     std::vector<U> label;
 };
-TYPED_TEST_SUITE(DataSetSave, util::type_combinations_types);
+TYPED_TEST_SUITE(DataSetSave, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(DataSetSave, save_libsvm_with_label) {
     using real_type = typename TypeParam::real_type;
@@ -1066,7 +1067,7 @@ class DataSetGetter : public ::testing::Test, private util::redirect_output {
     std::vector<U> label;
     std::vector<U> different_label;
 };
-TYPED_TEST_SUITE(DataSetGetter, util::type_combinations_types);
+TYPED_TEST_SUITE(DataSetGetter, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(DataSetGetter, data) {
     using real_type = typename TypeParam::real_type;
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index cf53ea455..81fc1a5e6 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -10,8 +10,9 @@
 
 #include "plssvm/default_value.hpp"
 
-#include "naming.hpp"   // naming::arithmetic_types_or_string_to_name
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "naming.hpp"         // naming::label_type_to_name
+#include "types_to_test.hpp"  // util::label_type_gtest
+#include "utility.hpp"        // util::{convert_to_string, convert_from_string}
 
 #include "gtest/gtest.h"  // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
                           // ::testing::{Test, Types, WithParamInterface, Values, TestParamInfo}
@@ -29,8 +30,7 @@
 
 template <typename T>
 class DefaultInitDefault : public ::testing::Test {};
-using default_init_default_types = ::testing::Types<short, unsigned char, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, std::string>;
-TYPED_TEST_SUITE(DefaultInitDefault, default_init_default_types, naming::arithmetic_types_or_string_to_name);
+TYPED_TEST_SUITE(DefaultInitDefault, util::label_type_gtest, naming::label_type_to_name);
 
 TYPED_TEST(DefaultInitDefault, default_construct) {
     using type = TypeParam;
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 9f3acb42f..ab1b0acaa 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -13,7 +13,8 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "../../naming.hpp"         // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"  // util::{instantiate_template_file, real_type_label_type_combination_gtest}
 #include "../../utility.hpp"        // util::temporary_file, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
@@ -184,7 +185,7 @@ TEST(ARFFParseHeader, empty) {
 
 template <typename T>
 class ARFFParse : public ::testing::Test {};
-TYPED_TEST_SUITE(ARFFParse, util::type_combinations_types);
+TYPED_TEST_SUITE(ARFFParse, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 template <typename T>
 class ARFFParseDense : public ARFFParse<T>, protected util::temporary_file {
@@ -209,7 +210,7 @@ class ARFFParseDense : public ARFFParse<T>, protected util::temporary_file {
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(ARFFParseDense, util::type_combinations_types);
+TYPED_TEST_SUITE(ARFFParseDense, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 template <typename T>
 class ARFFParseSparse : public ARFFParse<T>, protected util::temporary_file {
@@ -234,7 +235,7 @@ class ARFFParseSparse : public ARFFParse<T>, protected util::temporary_file {
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(ARFFParseSparse, util::type_combinations_types);
+TYPED_TEST_SUITE(ARFFParseSparse, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(ARFFParseDense, read) {
     using current_real_type = typename TypeParam::real_type;
@@ -452,7 +453,7 @@ TYPED_TEST(ARFFParse, libsvm_file) {
 
 template <typename T>
 class ARFFParseDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(ARFFParseDeathTest, util::type_combinations_types);
+TYPED_TEST_SUITE(ARFFParseDeathTest, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(ARFFParseDeathTest, invalid_file_reader) {
     using current_real_type = typename TypeParam::real_type;
@@ -469,11 +470,11 @@ class ARFFWriteBase : public ::testing::Test, protected util::temporary_file {};
 
 template <typename T>
 class ARFFWrite : public ARFFWriteBase<T> {};
-TYPED_TEST_SUITE(ARFFWrite, util::type_combinations_types);
+TYPED_TEST_SUITE(ARFFWrite, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 template <typename T>
 class ARFFWriteDeathTest : public ARFFWriteBase<T> {};
-TYPED_TEST_SUITE(ARFFWriteDeathTest, util::type_combinations_types);
+TYPED_TEST_SUITE(ARFFWriteDeathTest, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(ARFFWrite, write_with_label) {
     using real_type = typename TypeParam::real_type;
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 2b5fc811f..d40a4c02d 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -15,7 +15,8 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file, get_distinct_label}
+#include "../../naming.hpp"         // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"  // util::{instantiate_template_file, real_type_label_type_combination_gtest}
 #include "../../utility.hpp"        // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
@@ -35,7 +36,7 @@ class LIBSVMModelHeaderParse : public ::testing::Test {};
 
 template <typename T>
 class LIBSVMModelHeaderParseValid : public LIBSVMModelHeaderParse<T> {};
-TYPED_TEST_SUITE(LIBSVMModelHeaderParseValid, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelHeaderParseValid, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMModelHeaderParseValid, read_linear) {
     using real_type = typename TypeParam::real_type;
@@ -128,7 +129,7 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_rbf) {
 
 template <typename T>
 class LIBSVMModelHeaderParseInvalid : public LIBSVMModelHeaderParse<T> {};
-TYPED_TEST_SUITE(LIBSVMModelHeaderParseInvalid, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelHeaderParseInvalid, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMModelHeaderParseInvalid, wrong_svm_type) {
     using real_type = typename TypeParam::real_type;
@@ -476,7 +477,7 @@ class LIBSVMModelWriteBase : public ::testing::Test, private util::redirect_outp
 
 template <typename T>
 class LIBSVMModelHeaderWrite : public LIBSVMModelWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMModelHeaderWrite, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelHeaderWrite, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
     using real_type = typename TypeParam::real_type;
@@ -620,7 +621,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
 
 template <typename T>
 class LIBSVMModelDataWrite : public LIBSVMModelWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMModelDataWrite, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelDataWrite, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMModelDataWrite, write) {
     using real_type = typename TypeParam::real_type;
@@ -678,7 +679,7 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
 
 template <typename T>
 class LIBSVMModelWriteDeathTest : public LIBSVMModelWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMModelWriteDeathTest, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMModelWriteDeathTest, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMModelWriteDeathTest, write_header_without_label) {
     using real_type = typename TypeParam::real_type;
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index e81f6a558..54a46f086 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -13,7 +13,8 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "../../naming.hpp"         // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"  // util::{instantiate_template_file, real_type_label_type_combination_gtest}
 #include "../../utility.hpp"        // util::temporary_file, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"              // fmt::format
@@ -81,7 +82,7 @@ class LIBSVMParseDense : public ::testing::Test, protected util::temporary_file
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(LIBSVMParseDense, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseDense, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 template <typename TypeParam>
 class LIBSVMParseSparse : public ::testing::Test, protected util::temporary_file {
@@ -106,11 +107,11 @@ class LIBSVMParseSparse : public ::testing::Test, protected util::temporary_file
     };
     std::vector<label_type> correct_label{};
 };
-TYPED_TEST_SUITE(LIBSVMParseSparse, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseSparse, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 template <typename T>
 class LIBSVMParse : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMParse, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParse, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMParseDense, read) {
     using current_real_type = typename TypeParam::real_type;
@@ -363,7 +364,7 @@ TYPED_TEST(LIBSVMParse, non_strictly_increasing_indices) {
 
 template <typename T>
 class LIBSVMParseDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(LIBSVMParseDeathTest, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMParseDeathTest, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMParseDeathTest, invalid_file_reader) {
     using current_real_type = typename TypeParam::real_type;
@@ -392,11 +393,11 @@ class LIBSVMWriteBase : public ::testing::Test, protected util::temporary_file {
 
 template <typename T>
 class LIBSVMWrite : public LIBSVMWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMWrite, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMWrite, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 template <typename T>
 class LIBSVMWriteDeathTest : public LIBSVMWriteBase<T> {};
-TYPED_TEST_SUITE(LIBSVMWriteDeathTest, util::type_combinations_types);
+TYPED_TEST_SUITE(LIBSVMWriteDeathTest, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(LIBSVMWrite, write_dense_with_label) {
     using real_type = typename TypeParam::real_type;
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 23b271a49..40f56bb63 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -13,8 +13,9 @@
 #include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 
-#include "../../naming.hpp"   // naming::arithmetic_types_to_name
-#include "../../utility.hpp"  // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT, util::temporary_file
+#include "../../naming.hpp"         // naming::arithmetic_types_to_name
+#include "../../types_to_test.hpp"  // util::real_type_gtest
+#include "../../utility.hpp"        // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT, util::temporary_file
 
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
 #include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
@@ -31,18 +32,15 @@
 template <typename T>
 using factors_type = typename plssvm::data_set<T>::scaling::factors;
 
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
-
 template <typename T>
 class ScalingFactorsReadBase : public ::testing::Test {};
 
 template <typename T>
 class ScalingFactorsRead : public ScalingFactorsReadBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsRead, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(ScalingFactorsRead, util::real_type_gtest, naming::real_type_to_name);
 template <typename T>
 class ScalingFactorsReadDeathTest : public ScalingFactorsReadBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsReadDeathTest, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(ScalingFactorsReadDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(ScalingFactorsRead, read) {
     using real_type = TypeParam;
@@ -200,11 +198,11 @@ class ScalingFactorsWriteBase : public ::testing::Test, protected util::temporar
 
 template <typename T>
 class ScalingFactorsWrite : public ScalingFactorsWriteBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsWrite, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(ScalingFactorsWrite, util::real_type_gtest, naming::real_type_to_name);
 
 template <typename T>
 class ScalingFactorsWriteDeathTest : public ScalingFactorsWriteBase<T> {};
-TYPED_TEST_SUITE(ScalingFactorsWriteDeathTest, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(ScalingFactorsWriteDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(ScalingFactorsWrite, write) {
     using real_type = TypeParam;
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 60d4e05aa..a6defc727 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -10,8 +10,9 @@
 
 #include "plssvm/detail/layout.hpp"
 
-#include "../naming.hpp"  // util::{arithmetic_types_to_name}
-#include "utility.hpp"    // util::{convert_to_string, convert_from_string, redirect_output}
+#include "../naming.hpp"         // util::{arithmetic_types_to_name}
+#include "../types_to_test.hpp"  // util::real_type_gtest
+#include "utility.hpp"           // util::{convert_to_string, convert_from_string, redirect_output}
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
@@ -69,10 +70,7 @@ class Layout : public ::testing::Test, private util::redirect_output {
     std::size_t num_points{};
     std::size_t num_features{};
 };
-
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
-TYPED_TEST_SUITE(Layout, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(Layout, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(Layout, array_of_structs) {
     // correctly transformed matrix in AoS layout without boundary
@@ -150,7 +148,7 @@ TYPED_TEST(Layout, struct_of_arrays_fewer_data_points) {
 
 template <typename T>
 class LayoutDeathTest : public ::testing::Test {};
-TYPED_TEST_SUITE(LayoutDeathTest, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(LayoutDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(LayoutDeathTest, empty_matrix) {
     // matrix must not be empty
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index 4a50a8908..51da750e4 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -10,7 +10,8 @@
 
 #include "plssvm/detail/operators.hpp"
 
-#include "../naming.hpp"  // naming::arithmetic_types_to_name
+#include "../naming.hpp"         // naming::arithmetic_types_to_name
+#include "../types_to_test.hpp"  // util::real_type_gtest
 
 #include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
 
@@ -20,9 +21,6 @@
 // make all operator overloads available in all tests
 using namespace plssvm::operators;
 
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
-
 // testsuite for "normal" tests
 template <typename T>
 class Operators : public ::testing::Test {
@@ -40,7 +38,7 @@ class Operators : public ::testing::Test {
     std::vector<real_type> empty{};
     real_type scalar{};
 };
-TYPED_TEST_SUITE(Operators, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(Operators, util::real_type_gtest, naming::real_type_to_name);
 
 // testsuite for death tests
 template <typename T>
@@ -56,7 +54,7 @@ class OperatorsDeathTest : public ::testing::Test {
     std::vector<real_type> a{};
     std::vector<real_type> b{};
 };
-TYPED_TEST_SUITE(OperatorsDeathTest, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(OperatorsDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(Operators, operator_add_binary) {
     // binary addition using two vectors
diff --git a/tests/model.cpp b/tests/model.cpp
index f03fcad6a..5f87a6e1d 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -13,7 +13,8 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "types_to_test.hpp"  // util::{type_combinations_types, instantiate_template_file}
+#include "naming.hpp"         // naming::real_type_label_type_combination_to_name
+#include "types_to_test.hpp"  // util::{real_type_label_type_combination_gtest, instantiate_template_file}
 #include "utility.hpp"        // util::temporary_file, util::redirect_output
 
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
@@ -27,7 +28,7 @@
 
 template <typename T>
 class Model : public ::testing::Test, private util::redirect_output {};
-TYPED_TEST_SUITE(Model, util::type_combinations_types);
+TYPED_TEST_SUITE(Model, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(Model, typedefs) {
     using real_type = typename TypeParam::real_type;
diff --git a/tests/naming.hpp b/tests/naming.hpp
index 8650b8a19..20beab098 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -18,6 +18,7 @@
 #include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
 
 #include "exceptions/utility.hpp"  // util::exception_type_name
+#include "types_to_test.hpp"       // util::real_type_label_type_combination
 
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // directly output types with an operator<< overload using fmt
@@ -177,6 +178,34 @@ class arithmetic_types_or_string_to_name {
     }
 };
 
+// types_to_test.hpp
+class real_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return std::string{ plssvm::detail::arithmetic_type_name<T>() };
+    }
+};
+class label_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        if constexpr (std::is_same_v<T, std::string>) {
+            return "string";
+        } else {
+            return std::string{ plssvm::detail::arithmetic_type_name<T>() };
+        }
+    }
+};
+class real_type_label_type_combination_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        //static_assert(std::is_same_v<T, real_type_label_type_combination_to_name>, "T must be of type 'real_type_label_type_combination_to_name'.");
+        return fmt::format("{}__x__{}", real_type_to_name::GetName<typename T::real_type>(0), label_type_to_name::GetName<typename T::label_type>(0));
+    }
+};
+
 ////////////////////////////////////////////////////////////////////////////////
 ////                   PRETTY PRINT PARAMETERIZED TESTS                     ////
 ////////////////////////////////////////////////////////////////////////////////
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index f78d91cb4..a866ad2ed 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -17,49 +17,112 @@
 #include "plssvm/detail/utility.hpp"         // plssvm::always_false_v
 
 #include "gtest/gtest.h"  // ::testing::Types
+#include "fmt/core.h"     // fmt::format
 
 #include <fstream>      // std::ifstream, std::ofstream
 #include <string>       // std::string
+#include <tuple>        // std::tuple
 #include <type_traits>  // std::is_same_v, std::is_signed_v, std::is_unsigned_v, std::is_floating_point_v
 #include <utility>      // std::pair, std::make_pair
 
 namespace util {
 
-// struct for the used type combinations
+/**
+ * @brief Encapsulates a combination of a used `real_type` (`float` or `double`) and `label_type` (an arithmetic type or `std::string`).
+ * @tparam T the used `real_type`
+ * @tparam U the used `label_type`
+ */
 template <typename T, typename U>
-struct type_combinations {
+struct real_type_label_type_combination {
     using real_type = T;
     using label_type = U;
 };
 
-// the floating point and label types combinations to test
-using type_combinations_types = ::testing::Types<
-    type_combinations<float, bool>,
-    type_combinations<float, char>,
-    type_combinations<float, signed char>,
-    type_combinations<float, unsigned char>,
-    type_combinations<float, short>,
-    type_combinations<float, unsigned short>,
-    type_combinations<float, int>,
-    type_combinations<float, unsigned int>,
-    type_combinations<float, long>,
-    type_combinations<float, unsigned long>,
-    type_combinations<float, long long>,
-    type_combinations<float, unsigned long long>,
-    type_combinations<float, std::string>,
-    type_combinations<double, bool>,
-    type_combinations<double, char>,
-    type_combinations<double, signed char>,
-    type_combinations<double, unsigned char>,
-    type_combinations<double, short>,
-    type_combinations<double, unsigned short>,
-    type_combinations<double, int>,
-    type_combinations<double, unsigned int>,
-    type_combinations<double, long>,
-    type_combinations<double, unsigned long>,
-    type_combinations<double, long long>,
-    type_combinations<double, unsigned long long>,
-    type_combinations<double, std::string>>;
+namespace detail {
+
+// concatenate the types of two tuples in a new tuple
+template <typename S, typename T>
+struct concat_tuple_types;
+/**
+ * @brief Concatenate the types of the two tuples to a new tuple type.
+ * @tparam FirstTupleTypes the first tuple
+ * @tparam SecondTupleTypes the second tuple
+ */
+template <typename... FirstTupleTypes, typename... SecondTupleTypes>
+struct concat_tuple_types<std::tuple<FirstTupleTypes...>, std::tuple<SecondTupleTypes...>> {
+    using type = std::tuple<FirstTupleTypes..., SecondTupleTypes...>;
+};
+/**
+ * @brief Shorthand for the `typename concat_tuple_types<...>::type` type.
+ */
+template <typename... T>
+using concat_tuple_types_t = typename concat_tuple_types<T...>::type;
+
+// calculate the cartesian product of the types in two tuples and return a new tuple with the corresponding real_type_label_type_combination types.
+template <typename S, typename T>
+struct cartesian_type_product;
+/**
+ * @brief Calculate the cartesian product of the types in two tuples and return a new tuple with the corresponding real_type_label_type_combination types.
+ * @tparam FirstTupleType the first type in the first tuple (used to iterate all tuple types recursively)
+ * @tparam FirstTupleRemainingTypes  the remaining types in the first tuple
+ * @tparam SecondTupleTypes all types in the second tuple
+ */
+template <typename FirstTupleType, typename... FirstTupleRemainingTypes, typename... SecondTupleTypes>
+struct cartesian_type_product<std::tuple<FirstTupleType, FirstTupleRemainingTypes...>, std::tuple<SecondTupleTypes...>> {
+    // the cartesian product of {FirstTupleType} and {SecondTupleTypes...} is a list of real_type_label_type_combination
+    using FirstTupleType_cross_SecondTupleTypes = std::tuple<real_type_label_type_combination<FirstTupleType, SecondTupleTypes>...>;
+
+    // the cartesian product of {FirstTupleRemainingTypes...} and {Ts...} (computed recursively)
+    using FirstTupleRemainingTypes_cross_SecondTupleTypes = typename cartesian_type_product<std::tuple<FirstTupleRemainingTypes...>, std::tuple<SecondTupleTypes...>>::type;
+
+    // concatenate both products
+    using type = concat_tuple_types_t<FirstTupleType_cross_SecondTupleTypes, FirstTupleRemainingTypes_cross_SecondTupleTypes>;
+};
+// end the recursion if the first tuple does not have any types left
+template <typename... SecondTupleTypes>
+struct cartesian_type_product<std::tuple<>, std::tuple<SecondTupleTypes...>> {
+    using type = std::tuple<>;  // the cartesian product of {}x{...} is {}
+};
+/**
+ * @brief Shorthand for the `typename cartesian_type_product<...>::type` type.
+ */
+template <typename... T>
+using cartesian_type_product_t = typename cartesian_type_product<T...>::type;
+
+// convert the types in a tuple to GoogleTests ::testing::Type
+template <typename Ts>
+struct tuple_to_gtest_types;
+/**
+ * @brief Convert the types in a tuple to GoogleTests ::testing::Types.
+ * @details For example: converts `std::tuple<int, long, float>` to `::testing::Types<int, long, float>`.
+ * @tparam T the types in the tuple
+ */
+template <typename... T>
+struct tuple_to_gtest_types<std::tuple<T...>> {
+    using type = ::testing::Types<T...>;
+};
+/**
+ * @brief Shorthand for the `typename tuple_to_gtest_types<...>::type` type.
+ */
+template <typename T>
+using tuple_to_gtest_types_t = typename tuple_to_gtest_types<T>::type;
+
+}  // namespace detail
+
+/// A type list of all supported real types as `std::tuple`.
+using real_type_list = std::tuple<float, double>;
+/// A type list of all supported real types usable in google tests.
+using real_type_gtest = detail::tuple_to_gtest_types_t<real_type_list>;
+
+/// A type list of all supported label types (currently arithmetic types and `std::string`) as `std::tuple`.
+using label_type_list = std::tuple<bool, char, signed char, unsigned char, short, unsigned short, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, std::string>;
+/// A type list of all supported label types (currently arithmetic types and `std::string`) usable in google tests.
+using label_type_gtest = detail::tuple_to_gtest_types_t<label_type_list>;
+
+/// The cartesian product of all real types and label types as `std::tuple`.
+using real_type_label_type_combination_list = detail::cartesian_type_product_t<real_type_list, label_type_list>;
+/// The cartesian product of all real types and label types usable in google test
+using real_type_label_type_combination_gtest = detail::tuple_to_gtest_types_t<real_type_label_type_combination_list>;
 
 /**
  * @brief Get two distinct labels based on the provided label type.

From 826d335723f6faee7f40f55457e7d68918f6830f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 16:16:01 +0200
Subject: [PATCH 0340/1010] Enable long double as label_type.

---
 include/plssvm/detail/string_conversion.hpp | 4 +++-
 tests/types_to_test.hpp                     | 2 +-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 676c05dce..35b7c7364 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -22,7 +22,7 @@
 
 #include <charconv>      // std::from_chars_result, std::from_chars (integral types)
 #include <stdexcept>     // std::runtime_error
-#include <string>        // std::string
+#include <string>        // std::string, std::stold
 #include <string_view>   // std::string_view
 #include <system_error>  // std:errc
 #include <type_traits>   // std::enable_if_t, std::is_arithmetic_v, std::is_same_v, std::is_floating_point_v, std::is_integral_v
@@ -66,6 +66,8 @@ template <typename T, typename Exception = std::runtime_error, std::enable_if_t<
             throw Exception{ fmt::format("Can't convert '{}' to a value of type char!", str) };
         }
         return trimmed.front();
+    } else if constexpr (std::is_same_v<remove_cvref_t<T>, long double>) {
+        return std::stold(std::string{ str });
     } else {
         // select conversion function depending on the provided type
         const auto convert_from_chars = [](const std::string_view sv, auto &val) {
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index a866ad2ed..58b40b79c 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -115,7 +115,7 @@ using real_type_list = std::tuple<float, double>;
 using real_type_gtest = detail::tuple_to_gtest_types_t<real_type_list>;
 
 /// A type list of all supported label types (currently arithmetic types and `std::string`) as `std::tuple`.
-using label_type_list = std::tuple<bool, char, signed char, unsigned char, short, unsigned short, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, std::string>;
+using label_type_list = std::tuple<bool, char, signed char, unsigned char, short, unsigned short, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, long double, std::string>;
 /// A type list of all supported label types (currently arithmetic types and `std::string`) usable in google tests.
 using label_type_gtest = detail::tuple_to_gtest_types_t<label_type_list>;
 

From 6fdb054392d418ad9868863cec01bea4fb142c8d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 16:20:49 +0200
Subject: [PATCH 0341/1010] Remove commented out not-bool restriction.

---
 include/plssvm/data_set.hpp | 2 --
 include/plssvm/model.hpp    | 2 --
 2 files changed, 4 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 18385a472..429b8490d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -64,8 +64,6 @@ class data_set {
     // make sure only valid template types are used
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
-    // because std::vector<bool> is evil
-//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
     // plssvm::model needs the default constructor
     template <typename, typename>
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 23f856106..2be95e29e 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -46,8 +46,6 @@ class model {
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
     // the label_type may be any arithmetic type (except bool) or a string.
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
-    // because std::vector<bool> is evil
-//    static_assert(!std::is_same_v<U, bool>, "The second template type must NOT be 'bool'!");
 
     // plssvm::csvm needs the constructor
     template <typename>

From 23435d18f0b6c0efa09b8f8997830e7884febde0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Oct 2022 17:16:27 +0200
Subject: [PATCH 0342/1010] Add documentation.

---
 include/plssvm/csvm_factory.hpp | 121 +++++++++++++++++++-------------
 1 file changed, 71 insertions(+), 50 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 27ee772b9..ea8a25904 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -9,12 +9,15 @@
  * @brief Factory function for constructing a new C-SVM using one of the available backends based on the provided command line arguments.
  */
 
+#ifndef PLSSVM_CSVM_FACTORY_HPP_
+#define PLSSVM_CSVM_FACTORY_HPP_
 #pragma once
 
-#include "plssvm/parameter.hpp"
 #include "plssvm/backend_types.hpp"          // plssvm::backend
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::remove_cvref_t
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
+#include "plssvm/parameter.hpp"              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
 // only include requested/available backends
@@ -31,7 +34,7 @@
     #include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    #include "plssvm/backends/SYCL/implementation_type.hpp"
+    #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::generic::sycl_implementation_type
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
         #include "plssvm/backends/autogenerated/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
     #endif
@@ -40,43 +43,56 @@
     #endif
 #endif
 
-#include "igor/igor.hpp"
+#include "igor/igor.hpp"  // igor::parser
 
-#include <memory>   // std::unique_ptr, std::make_unique
-#include <utility>  // std::forward
+#include <memory>       // std::unique_ptr, std::make_unique
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::forward
 
 namespace plssvm {
 
+// TODO: what if csvm<double> and data_set<float> is given?
+
 /**
- * @brief Construct a new C-SVM with the parameters given through @p params using the requested backend.
- * @tparam T the type of the data
- * @param[in] params class encapsulating all possible parameters
- * @throws plssvm::unsupported_backend_exception if the requested backend isn't available
- * @return [`std::unique_ptr`](https://en.cppreference.com/w/cpp/memory/unique_ptr) to the constructed C-SVM (`[[nodiscard]]`)
+ * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters (e.g., SYCL specific parameters) are provided via @p args.
+ * @details Converts the @p params value to the respective named-parameter calls.
+ * @tparam T the floating point type used in the C-SVM
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] backend the backend to use
+ * @param[in] target the target platform to target
+ * @param[in] params the SVM parameters to use
+ * @param[in] args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
  */
-
-// make_csvm using parameter and sycl_parameter struct
 template <typename T, typename... Args>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const parameter<T> params, Args&&... args) {
-    return make_csvm<T>(backend, target, params.kernel,
-                        plssvm::degree = params.degree,
-                        plssvm::gamma = params.gamma,
-                        plssvm::coef0 = params.coef0,
-                        plssvm::cost = params.cost,
-                        std::forward<Args>(args)...);
+[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const parameter<T> params, Args &&...args) {
+    return make_csvm<T>(backend, target, params.kernel, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost, std::forward<Args>(args)...);
 }
-// make_csvm for prediction
+
+/**
+ * @brief Create a new C-SVM using the @p backend type and @p target platform. For the remaining C-SVM parameters, the default values are used.
+ * @tparam T the floating point type used in the C-SVM
+ * @param[in] backend the backend to use
+ * @param[in] target the target platform to target
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
 template <typename T>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target) {
+[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target) {
     return make_csvm<T>(backend, target, parameter<T>{}.kernel);
 }
 
-// make_csvm using igor flags --X
+/**
+ * @brief Create a new C-SVM using the @p backend type, @p target platform, @p kernel type, and potential additional named-parameter @p args.
+ * @tparam T the floating point type used in the C-SVM
+ * @tparam Args the type of the potential named-parameter
+ * @param[in] backend the backend to use
+ * @param[in] target the target platform to target
+ * @param[in] kernel the kernel function to use
+ * @param[in] args possible additional parameters (e.g., degree parameter for the polynomial kernel)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
 template <typename T, typename... Args>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const kernel_type kernel, Args&&... args) {
-    // check igor parameter
-    igor::parser p{ args... };
-
+[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const kernel_type kernel, Args &&...args) {
     switch (backend) {
         case backend_type::automatic:
             return make_csvm<T>(determine_default_backend(), target, kernel, std::forward<Args>(args)...);
@@ -110,31 +126,34 @@ template <typename T, typename... Args>
 
         case backend_type::sycl:
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-            {
-                sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
-                // check whether a specific SYCL implementation type has been requested
-                if constexpr (p.has(sycl_implementation_type)) {
-                    // compile time check: the value must have the correct type
-                    static_assert(std::is_same_v<detail::remove_cvref_t<decltype(p(sycl_implementation_type))>, sycl_generic::implementation_type>, "sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
-                    impl_type = static_cast<sycl_generic::implementation_type>(p(sycl_implementation_type));
-                }
-                switch (impl_type) {
-                    case sycl_generic::implementation_type::automatic:
-                        return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(target, kernel, std::forward<Args>(args)...);
-                    case sycl_generic::implementation_type::dpcpp:
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-                        return std::make_unique<dpcpp::csvm<T>>(target, kernel, std::forward<Args>(args)...);
-#else
-                        throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
-#endif
-                    case sycl_generic::implementation_type::hipsycl:
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-                        return std::make_unique<hipsycl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
-#else
-                        throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
-#endif
-                }
+        {
+            // check igor parameter
+            igor::parser parser{ args... };
+
+            sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
+            // check whether a specific SYCL implementation type has been requested
+            if constexpr (parser.has(sycl_implementation_type)) {
+                // compile time check: the value must have the correct type
+                static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl_generic::implementation_type>, "sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
+                impl_type = static_cast<sycl_generic::implementation_type>(parser(sycl_implementation_type));
             }
+            switch (impl_type) {
+                case sycl_generic::implementation_type::automatic:
+                    return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(target, kernel, std::forward<Args>(args)...);
+                case sycl_generic::implementation_type::dpcpp:
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+                    return std::make_unique<dpcpp::csvm<T>>(target, kernel, std::forward<Args>(args)...);
+    #else
+                    throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
+    #endif
+                case sycl_generic::implementation_type::hipsycl:
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+                    return std::make_unique<hipsycl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
+    #else
+                    throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
+    #endif
+            }
+        }
 #else
             throw unsupported_backend_exception{ "No SYCL backend available!" };
 #endif
@@ -143,3 +162,5 @@ template <typename T, typename... Args>
 }
 
 }  // namespace plssvm
+
+#endif  // PLSSVM_CSVM_FACTORY_HPP_

From 3ce2402cce0fb166507e192ffac42ad420ee6874 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 7 Oct 2022 11:41:47 +0200
Subject: [PATCH 0343/1010] Add documentation and update implementation and
 function names.

---
 include/plssvm/backends/OpenMP/csvm.hpp |   2 +-
 include/plssvm/backends/gpu_csvm.hpp    |   2 +-
 include/plssvm/csvm.hpp                 | 262 ++++++++++++------------
 src/plssvm/backends/OpenMP/csvm.cpp     |   4 +-
 src/plssvm/backends/gpu_csvm.cpp        |   2 +-
 5 files changed, 136 insertions(+), 136 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 0fa5de753..0cb0d5cc6 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -64,7 +64,7 @@ class csvm : public ::plssvm::csvm<T> {
     /**
      * @copydoc plssvm::csvm::predict_values_impl
      */
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const override;
+    [[nodiscard]] std::vector<real_type> predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const override;
 
 
     /**
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index d5c41048e..5305dab5f 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -78,7 +78,7 @@ class gpu_csvm : public csvm<T> {
      */
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type num_used_devices) const;
 
-    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const final;
+    [[nodiscard]] std::vector<real_type> predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const final;
 
 
     /**
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 02a8d0686..e7bee8f8d 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -11,15 +11,15 @@
 
 #pragma once
 
-#include "plssvm/constants.hpp"         // plssvm::verbose
-#include "plssvm/data_set.hpp"          // plssvm::data_set
-#include "plssvm/detail/utility.hpp"    // plssvm::detail::to_underlying, plssvm::detail::remove_cvref_t
-#include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
-#include "plssvm/model.hpp"             // plssvm::model
-#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/constants.hpp"       // plssvm::verbose
+#include "plssvm/data_set.hpp"        // plssvm::data_set
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::to_underlying, plssvm::detail::remove_cvref_t
+#include "plssvm/kernel_types.hpp"    // plssvm::kernel_type
+#include "plssvm/model.hpp"           // plssvm::model
+#include "plssvm/parameter.hpp"       // plssvm::parameter
 
-#include "igor/igor.hpp"  // igor::parser
 #include "fmt/core.h"     // fmt::format, fmt::print
+#include "igor/igor.hpp"  // igor::parser
 
 #include <chrono>       // std::chrono::{steady_clock, duration_cast}
 #include <cstddef>      // std::size_t
@@ -30,12 +30,13 @@
 #include <utility>      // std::move, std::forward
 #include <vector>       // std::vector
 
-
 namespace plssvm {
 
+// TODO: remove T ??!??
+
 /**
  * @brief Base class for all C-SVM backends.
- * @tparam T the type of the data
+ * @tparam T the floating point type of the data
  */
 template <typename T>
 class csvm {
@@ -45,14 +46,23 @@ class csvm {
   public:
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
+    /// The unsigned size type.
     using size_type = std::size_t;
 
-    //*************************************************************************************************************************************//
-    //                                          constructors, destructor, and assignment operators                                         //
-    //*************************************************************************************************************************************//
+    /**
+     * @brief Construct a C-SVM using the SVM parameter @p params.
+     * @details Uses the default SVM parameter if none are provided.
+     * @param[in] params the SVM parameter
+     */
     explicit csvm(parameter<real_type> params = {});
+    /**
+     * @brief Construct a C-SVM using named-parameters with the @p kernel type.
+     * @tparam Args the type of the named-parameters
+     * @param[in] kernel the kernel type to use
+     * @param[in] named_args the potential named-parameters
+     */
     template <typename... Args>
-    explicit csvm(kernel_type kernel, Args&&... named_args);
+    explicit csvm(kernel_type kernel, Args &&...named_args);
 
     /**
      * @brief Default copy-constructor since a virtual destructor has been declared.
@@ -62,108 +72,121 @@ class csvm {
      * @brief Default move-constructor since a virtual destructor has been declared.
      */
     csvm(csvm &&) noexcept = default;
-
     /**
      * @brief Virtual destructor to enable safe inheritance.
      */
     virtual ~csvm() = default;
 
     /**
-     * @brief Default copy-assignment-operator since a virtual destructor has been declared.
-     * @return `*this`
+     * @brief Return the currently used SVM parameter.
+     * @return the SVM parameter (`[[nodiscard]]`)
      */
-    csvm &operator=(const csvm &) = default;
+    [[nodiscard]] parameter<real_type> get_params() const noexcept { return params_; }
+    // TODO: set_params?
+
+    ////////////////////////////////////////////////////////////////////////////////
+    ////                               fit model                                ////
+    ////////////////////////////////////////////////////////////////////////////////
     /**
-     * @brief Default move-assignment-operator since a virtual destructor has been declared.
-     * @return `*this`
+     * @brief Fit a model using the current SVM on the @p data.
+     * @tparam label_type the type of the label (an arithmetic type or `std::string`)
+     * @tparam Args the type of the potential additional parameters
+     * @param[in] data the data used to train the SVM model
+     * @param[in] named_args the potential additional parameters (`epsilon` and/or `max_iter`)
+     * @return the learned model (`[[nodiscard]]`)
      */
-    csvm &operator=(csvm &&) noexcept = default;
-
-
-    //*************************************************************************************************************************************//
-    //                                                              fit model                                                              //
-    //*************************************************************************************************************************************//
     template <typename label_type, typename... Args>
-    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args&&... named_args) const;
+    [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args &&...named_args) const;
 
-
-    //*************************************************************************************************************************************//
-    //                                                          predict and score                                                          //
-    //*************************************************************************************************************************************//
+    ////////////////////////////////////////////////////////////////////////////////
+    ////                           predict and score                            ////
+    ////////////////////////////////////////////////////////////////////////////////
+    /**
+     * @brief Predict the labels for the @p data set using the @p model.
+     * @tparam label_type the type of the label (an arithmetic type or `std::string`)
+     * @param[in] model a previously learnt model
+     * @param[in] data the data to predict the labels for
+     * @return the predicted labels (`[[nodiscard]]`)
+     */
     template <typename label_type>
     [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
-    template <typename label_type>
-    [[nodiscard]] std::vector<real_type> predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
 
-    // calculate the accuracy of the model
+    /**
+     * @brief Calculate the accuracy of the @p model.
+     * @tparam label_type the type of the label (an arithmetic type or `std::string`)
+     * @param[in] model a previously learnt model
+     * @return the accuracy of the model (`[[nodiscard]]`)
+     */
     template <typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model);
-    // calculate the accuracy of the data_set
+    /**
+     * @brief Calculate the accuracy of the labeled @p data set using the @p model.
+     * @tparam label_type the type of the label (an arithmetic type or `std::string`)
+     * @param[in] model a previously learnt model
+     * @param data the labeled data set to score
+     * @return the accuracy of the labeled @p data (`[[nodiscard]]`)
+     */
     template <typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
 
-
   protected:
-    //*************************************************************************************************************************************//
-    //                                         pure virtual, must be implemented by all subclasses                                         //
-    //*************************************************************************************************************************************//
+    /////////////////////////////////////////////////////////////////////////////////////////////////
+    ////  pure virtual functions, must be implemented for all subclasses; doing the actual work  ////
+    /////////////////////////////////////////////////////////////////////////////////////////////////
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
      * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
      * \image html cg.png
-     * @param[in] params the C-SVM parameters used in the respective kernel functions
-     * @param[in] A the matrix of the equation \f$Ax = b\f$
+     * @param[in] params the SVM parameters used in the respective kernel functions
+     * @param[in] A the matrix of the equation \f$Ax = b\f$ (symmetric positive definite)
      * @param[in] b the right-hand side of the equation \f$Ax = b\f$
-     * @param[in] q subvector of the least-squares matrix equation
-     * @param[in] QA_cost the bottom right matrix entry multiplied by the cost parameter
      * @param[in] eps error tolerance
      * @param[in] max_iter the maximum number of CG iterations
-     * @return the alpha values (`[[nodiscard]]`)
+     * @return a pair of [the result vector x, the resulting bias] (`[[nodiscard]]`)
      */
     [[nodiscard]] virtual std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
-     * @param[in] params the C-SVM parameters used in the respective kernel functions
+     * @param[in] params the SVM parameters used in the respective kernel functions
      * @param[in] support_vectors the previously learned support vectors
-     * @param[in] alpha the alpha values associated with the support vectors
+     * @param[in] alpha the alpha values (weights) associated with the support vectors
      * @param[in] rho the rho value determined after training the model
-     * @param[in] w the normal vector to speedup prediction in case of the linear kernel function, `nullptr` in case of the polynomial or rbf kernel
+     * @param[in,out] w the normal vector to speedup prediction in case of the linear kernel function, an empty vector in case of the polynomial or rbf kernel
      * @param[in] predict_points the points to predict
-     * @return a [`std::vector<real_type>`](https://en.cppreference.com/w/cpp/container/vector) filled with negative values for each prediction for a data point with the negative class and positive values otherwise (`[[nodiscard]]`)
+     * @return a vector filled with the predictions (not the actual labels!) (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const = 0;
+    [[nodiscard]] virtual std::vector<real_type> predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const = 0;
 
   private:
     /**
-     * @brief Perform some sanity checks on the passed C-SVM parameters.
+     * @brief Perform some sanity checks on the passed SVM parameters.
      */
     void sanity_check_parameter();
 
+    /// The SVM parameter (e.g., cost, degree, gamma, coef0) currently in use.
     parameter<real_type> params_{};
 };
 
-
-/******************************************************************************
- *             constructors, destructor, and assignment operators             *
- ******************************************************************************/
 template <typename T>
-csvm<T>::csvm(parameter<real_type> params) : params_{ std::move(params) } {
+csvm<T>::csvm(parameter<real_type> params) :
+    params_{ std::move(params) } {
     this->sanity_check_parameter();
 }
 
-template <typename T> template <typename... Args>
-csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
-    igor::parser p{ std::forward<Args>(named_args)... };
+template <typename T>
+template <typename... Args>
+csvm<T>::csvm(kernel_type kernel, Args &&...named_args) {
+    igor::parser parser{ std::forward<Args>(named_args)... };
 
     // set kernel type
     params_.kernel = kernel;
 
     // compile time check: only named parameter are permitted
-    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
+    static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
     // compile time check: each named parameter must only be passed once
-    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
+    static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
     // compile time check: only some named parameters are allowed
-    static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+    static_assert(!parser.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
 
     // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
     [[maybe_unused]] const auto print_warning_if_not_default = [kernel](const auto val, const std::string_view param_name) {
@@ -173,99 +196,96 @@ csvm<T>::csvm(kernel_type kernel, Args&&... named_args) {
     };
 
     // compile time/runtime check: the values must have the correct types
-    if constexpr (p.has(gamma)) {
+    if constexpr (parser.has(gamma)) {
         // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear) {
-            print_warning_if_not_default(p(gamma), "gamma");
+            print_warning_if_not_default(parser(gamma), "gamma");
         }
         // set value
-        params_.gamma = static_cast<decltype(params_.gamma)>(p(gamma));
+        params_.gamma = static_cast<decltype(params_.gamma)>(parser(gamma));
     }
-    if constexpr (p.has(degree)) {
+    if constexpr (parser.has(degree)) {
         // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning_if_not_default(p(degree), "degree");
+            print_warning_if_not_default(parser(degree), "degree");
         }
         // set value
-        params_.degree = static_cast<decltype(params_.degree)>(p(degree));
+        params_.degree = static_cast<decltype(params_.degree)>(parser(degree));
     }
-    if constexpr (p.has(coef0)) {
+    if constexpr (parser.has(coef0)) {
         // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning_if_not_default(p(coef0), "coef0");
+            print_warning_if_not_default(parser(coef0), "coef0");
         }
         // set value
-        params_.coef0 = static_cast<decltype(params_.coef0)>(p(coef0));
+        params_.coef0 = static_cast<decltype(params_.coef0)>(parser(coef0));
     }
-    if constexpr (p.has(cost)) {
+    if constexpr (parser.has(cost)) {
         // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(cost))>, decltype(params_.cost)>, "cost must be convertible to a real_type!");
+        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(cost))>, decltype(params_.cost)>, "cost must be convertible to a real_type!");
         // set value
-        params_.cost = static_cast<decltype(params_.cost)>(p(cost));
+        params_.cost = static_cast<decltype(params_.cost)>(parser(cost));
     }
 
     // check if parameters make sense
     this->sanity_check_parameter();
 }
 
-
-/******************************************************************************
- *                                  fit model                                 *
- ******************************************************************************/
-template <typename T> template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_args) const -> model<real_type, label_type> {
-    igor::parser p{ std::forward<Args>(named_args)... };
+template <typename T>
+template <typename label_type, typename... Args>
+auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_args) const -> model<real_type, label_type> {
+    igor::parser parser{ std::forward<Args>(named_args)... };
 
     // set default values
-    default_value epsilon_val{default_init<real_type>{ 0.001 }};
-    default_value max_iter_val{default_init<size_type>{ data.num_data_points() } };
+    default_value epsilon_val{ default_init<real_type>{ 0.001 } };
+    default_value max_iter_val{ default_init<size_type>{ data.num_data_points() } };
 
     // compile time check: only named parameter are permitted
-    static_assert(!p.has_unnamed_arguments(), "Can only use named parameter!");
+    static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
     // compile time check: each named parameter must only be passed once
-    static_assert(!p.has_duplicates(), "Can only use each named parameter once!");
+    static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
     // compile time check: only some named parameters are allowed
-    static_assert(!p.has_other_than(epsilon, max_iter), "An illegal named parameter has been passed!");
+    static_assert(!parser.has_other_than(epsilon, max_iter), "An illegal named parameter has been passed!");
 
     // compile time/runtime check: the values must have the correct types
-    if constexpr (p.has(epsilon)) {
-        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(p(epsilon))>, decltype(epsilon)>) {
+    if constexpr (parser.has(epsilon)) {
+        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(parser(epsilon))>, decltype(epsilon)>) {
             // a plssvm::default_value has been provided
-            if (!p(epsilon).is_default()) {
+            if (!parser(epsilon).is_default()) {
                 // only override it if it doesn't hold the default value
-                epsilon_val = p(epsilon);
+                epsilon_val = parser(epsilon);
             }
         } else {
             // a normal value (not wrapped) has been provided
             // compile time check: the value must have the correct type
-            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
+            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
             // set value
-            epsilon_val = static_cast<real_type>(p(epsilon));
+            epsilon_val = static_cast<real_type>(parser(epsilon));
             // check if value makes sense
             if (epsilon_val <= real_type{ 0.0 }) {
                 throw invalid_parameter_exception{ fmt::format("epsilon must be less than 0.0, but is {}!", epsilon_val) };
             }
         }
     }
-    if constexpr (p.has(max_iter)) {
-        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(p(max_iter))>, decltype(max_iter_val)>) {
+    if constexpr (parser.has(max_iter)) {
+        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(parser(max_iter))>, decltype(max_iter_val)>) {
             // a plssvm::default_value has been provided
-            if (!p(max_iter).is_default()) {
+            if (!parser(max_iter).is_default()) {
                 // only override it if it doesn't hold the default value
-                max_iter_val = p(max_iter);
+                max_iter_val = parser(max_iter);
             }
         } else {
             // a normal value (not wrapped) has been provided
             // compile time check: the value must have the correct type
-            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(p(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
+            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
             // set value
-            max_iter_val = static_cast<size_type>(p(max_iter));
+            max_iter_val = static_cast<size_type>(parser(max_iter));
             // check if value makes sense
             if (max_iter_val == size_type{ 0 }) {
                 throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
@@ -280,13 +300,12 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     }
 
     // copy parameter and set gamma if necessary
-    parameter<real_type> params{ params_ };
+    parameter<real_type> params{ static_cast<parameter<real_type>>(params_) };
     if (params.gamma.is_default()) {
         // no gamma provided -> use default value which depends on the number of features of the data set
         params.gamma = real_type{ 1.0 } / data.num_features();
     }
 
-
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
     // create model
@@ -295,7 +314,6 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     // solve the minimization problem
     std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
-
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
         fmt::print("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
@@ -304,52 +322,35 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args&&... named_a
     return csvm_model;
 }
 
-
-/******************************************************************************
- *                              predict and score                             *
- ******************************************************************************/
-template <typename T> template <typename label_type>
+template <typename T>
+template <typename label_type>
 auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
         throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
     }
 
     // predict values
-    const std::vector<real_type> predicted_values = predict_values(model, data);
+    const std::vector<real_type> predicted_values = predict_values(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
     // convert predicted values to the correct labels
     std::vector<label_type> predicted_labels(predicted_values.size());
-    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model)
+
+    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if(!std::is_same_v<label_type, bool>)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         predicted_labels[i] = model.data_.mapping_->get_label_by_mapped_value(plssvm::operators::sign(predicted_values[i]));
     }
-    return predicted_labels;
-}
 
-template <typename T> template <typename label_type>
-auto csvm<T>::predict_values(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<real_type> {
-    if (model.num_features() != data.num_features()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
-    }
-
-    const std::chrono::time_point start_time = std::chrono::steady_clock::now();
-
-    const std::vector<real_type> predicted_values = predict_values_impl(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
-
-    const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        fmt::print("Predicted {} data points in {}.\n", data.num_data_points(), std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
-    }
-    // forward implementation to derived classes
-    return predicted_values;
+    return predicted_labels;
 }
 
-template <typename T> template <typename label_type>
+template <typename T>
+template <typename label_type>
 auto csvm<T>::score(const model<real_type, label_type> &model) -> real_type {
     return this->score(model, model.data_);
 }
 
-template <typename T> template <typename label_type>
+template <typename T>
+template <typename label_type>
 auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
     if (!data.has_labels()) {
         throw exception{ "the data set to score must have labels set!" };
@@ -360,7 +361,7 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
     // predict labels
     const std::vector<label_type> predicted_labels = predict(model, data);
     // correct labels
-    const std::vector<label_type>& correct_labels = model.labels().value();
+    const std::vector<label_type> &correct_labels = model.labels().value();
 
     // calculate the accuracy
     size_type correct{ 0 };
@@ -373,7 +374,6 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
     return static_cast<real_type>(correct) / static_cast<real_type>(predicted_labels.size());
 }
 
-
 template <typename T>
 void csvm<T>::sanity_check_parameter() {
     // kernel: valid kernel function
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 619eb47d0..01a80de45 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -221,8 +221,8 @@ auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const st
 }
 
 template <typename T>
-auto csvm<T>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
-                                  const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
+auto csvm<T>::predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
+                             const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 0ce13e9e7..8c7d6d3d2 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -297,7 +297,7 @@ auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_pt
 }
 
 template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
+auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
     using namespace plssvm::operators;
 
     const size_type num_support_vectors = support_vectors.size();

From bcd79076012f05fbaf4c09095ad529953e53470a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 7 Oct 2022 18:11:04 +0200
Subject: [PATCH 0344/1010] Add a type_trait to detect whether a value is a
 plssvm::default_value.

---
 include/plssvm/default_value.hpp | 31 ++++++++++++++++++++++++++++++-
 tests/default_value.cpp          | 11 +++++++++++
 2 files changed, 41 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 46280a5cc..2a8b8104f 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -18,7 +18,7 @@
 #include <istream>      // std::istream
 #include <ostream>      // std::ostream
 #include <type_traits>  // std::is_nothrow_default_constructible_v, std::is_nothrow_move_constructible_v, std::is_nothrow_move_assignable_v, std::is_nothrow_swappable_v,
-                        // std::enable_if_t, std::is_convertible_v
+                        // std::enable_if_t, std::is_convertible_v, std::true_type, std::false_type
 #include <utility>      // std::move_if_noexcept, std::swap
 
 namespace plssvm {
@@ -296,6 +296,35 @@ template <typename T>
     return !(lhs < rhs);
 }
 
+/**
+ * @brief Test whether the given type @p T is of type `plssvm::default_value` (represents the `false` case).
+ * @details Inherits from `std::false_type`.
+ * @tparam T the type to check whether it is a `plssvm::default_value`
+ */
+template <typename T>
+struct is_default_value : std::false_type {};
+/**
+ * @brief Test whether the given type @p T is of type `plssvm::default_value` (represents the `true` case).
+ * @details Inherits from `std::true_type`.
+ * @tparam T the type to check whether it is a `plssvm::default_value`
+ */
+template <typename T>
+struct is_default_value<default_value<T>> : std::true_type {};
+/**
+ * @brief Test whether the given type @p T is of type `const plssvm::default_value` (represents the `true` case).
+ * @details Inherits from `std::true_type`.
+ * @tparam T the type to check whether it is a `plssvm::default_value`
+ */
+template <typename T>
+struct is_default_value<const default_value<T>> : std::true_type {};
+/**
+ * @brief Test whether the given type @p T is of type `plssvm::default_value`.
+ * @details A shorthand for `plssvm::default_value<T>::value`.
+ * @tparam T the type to check whether it is a `plssvm::default_value`
+ */
+template <typename T>
+constexpr bool is_default_value_v = is_default_value<T>::value;
+
 }  // namespace plssvm
 
 namespace std {
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 81fc1a5e6..1cdad1f7e 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -432,6 +432,17 @@ INSTANTIATE_TEST_SUITE_P(DefaultValue, DefaultValueRelational, ::testing::Values
                 naming::pretty_print_default_value_relational<DefaultValueRelational>);
 // clang-format on
 
+TEST(DefaultValue, is_default_value_trait) {
+    // create a default_value
+    const plssvm::default_value val{ plssvm::default_init{ 42 } };
+
+    // test if the type_trait is correct
+    EXPECT_TRUE(plssvm::is_default_value<decltype(val)>::value);
+    EXPECT_TRUE(plssvm::is_default_value_v<decltype(val)>);
+    EXPECT_FALSE(plssvm::is_default_value<typename decltype(val)::value_type>::value);
+    EXPECT_FALSE(plssvm::is_default_value_v<typename decltype(val)::value_type>);
+}
+
 TEST(DefaultValue, hash) {
     // create default_value and hash it
     const plssvm::default_value val1{ plssvm::default_init{ 42 } };

From d61586ddfb8d8aa8d6959e2dc4e1ed6d351f8b58 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 7 Oct 2022 18:11:20 +0200
Subject: [PATCH 0345/1010] Add missing static_assert.

---
 tests/naming.hpp        | 8 ++++----
 tests/types_to_test.hpp | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tests/naming.hpp b/tests/naming.hpp
index 20beab098..d183d3379 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -103,7 +103,7 @@ class map_types_to_name {
         } else if constexpr (detail::is_unordered_map_v<T>) {
             return "unordered_map";
         } else {
-            plssvm::detail::always_false_v<T>;
+            static_assert(plssvm::detail::always_false_v<T>, "Invalid type for name mapping provided!");
         }
     }
 };
@@ -116,7 +116,7 @@ class set_types_to_name {
         } else if constexpr (detail::is_unordered_set_v<T>) {
             return "unordered_set";
         } else {
-            plssvm::detail::always_false_v<T>;
+            static_assert(plssvm::detail::always_false_v<T>, "Invalid type for name mapping provided!");
         }
     }
 };
@@ -127,7 +127,7 @@ class vector_types_to_name {
         if constexpr (detail::is_vector_v<T>) {
             return "vector";
         } else {
-            plssvm::detail::always_false_v<T>;
+            static_assert(plssvm::detail::always_false_v<T>, "Invalid type for name mapping provided!");
         }
     }
 };
@@ -153,7 +153,7 @@ class open_parameter_types_to_name {
         } else if constexpr (std::is_same_v<T, std::string>) {
             return "std_string";
         } else {
-            plssvm::detail::always_false_v<T>;
+            static_assert(plssvm::detail::always_false_v<T>, "Invalid type for name mapping provided!");
         }
     }
 };
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 58b40b79c..58a8c339b 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -145,7 +145,7 @@ template <typename T>
     } else if constexpr (std::is_same_v<T, std::string>) {
         return std::make_pair("cat", "dog");
     } else {
-        plssvm::detail::always_false_v<T>;
+        static_assert(plssvm::detail::always_false_v<T>, "Unknown label type provided!");
     }
 }
 

From b35015dd4e5a33ad461ace0ef5db0ef6254a8303 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 7 Oct 2022 18:19:11 +0200
Subject: [PATCH 0346/1010] Add first base csvm tests using a mock class.

---
 include/plssvm/csvm.hpp | 112 ++++++++++-----------
 tests/CMakeLists.txt    |   1 +
 tests/csvm.cpp          | 215 ++++++++++++++++++++++++++++++++++++++++
 tests/mock_csvm.hpp     |  70 ++++++-------
 4 files changed, 305 insertions(+), 93 deletions(-)
 create mode 100644 tests/csvm.cpp

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index e7bee8f8d..67cedf791 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -24,6 +24,7 @@
 #include <chrono>       // std::chrono::{steady_clock, duration_cast}
 #include <cstddef>      // std::size_t
 #include <cstdio>       // stderr
+#include <iostream>     // std::clog, std::endl
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <type_traits>  // std::is_same_v, std::is_convertible_v
@@ -163,6 +164,9 @@ class csvm {
      */
     void sanity_check_parameter();
 
+    template <typename ExpectedType, typename IgorParser, typename ProvidedType>
+    ExpectedType get_value_from_named_parameter(const IgorParser &parser, const ProvidedType &named_arg);
+
     /// The SVM parameter (e.g., cost, degree, gamma, coef0) currently in use.
     parameter<real_type> params_{};
 };
@@ -189,48 +193,38 @@ csvm<T>::csvm(kernel_type kernel, Args &&...named_args) {
     static_assert(!parser.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
 
     // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
-    [[maybe_unused]] const auto print_warning_if_not_default = [kernel](const auto val, const std::string_view param_name) {
-        if (!val.is_default()) {
-            fmt::print(stderr, "{} parameter provided, which is not used in the {} kernel ({})!\n", param_name, kernel, kernel_type_to_math_string(kernel));
-        }
+    [[maybe_unused]] const auto print_warning = [kernel](const std::string_view param_name) {
+        std::clog << fmt::format("{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_type_to_math_string(kernel)) << std::endl;
     };
 
     // compile time/runtime check: the values must have the correct types
     if constexpr (parser.has(gamma)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(gamma))>, decltype(params_.gamma)>, "gamma must be convertible to a real_type!");
+        // get the value of the provided named parameter
+        params_.gamma = get_value_from_named_parameter<typename decltype(params_.gamma)::value_type>(parser, gamma);
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear) {
-            print_warning_if_not_default(parser(gamma), "gamma");
+            print_warning("gamma");
         }
-        // set value
-        params_.gamma = static_cast<decltype(params_.gamma)>(parser(gamma));
     }
     if constexpr (parser.has(degree)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(degree))>, decltype(params_.degree)>, "degree must be convertible to an int!");
+        // get the value of the provided named parameter
+        params_.degree = get_value_from_named_parameter<typename decltype(params_.degree)::value_type>(parser, degree);
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning_if_not_default(parser(degree), "degree");
+            print_warning("degree");
         }
-        // set value
-        params_.degree = static_cast<decltype(params_.degree)>(parser(degree));
     }
     if constexpr (parser.has(coef0)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(coef0))>, decltype(params_.coef0)>, "coef0 must be convertible to a real_type!");
+        // get the value of the provided named parameter
+        params_.coef0 = get_value_from_named_parameter<typename decltype(params_.coef0)::value_type>(parser, coef0);
         // runtime check: the value may only be used with a specific kernel type
         if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning_if_not_default(parser(coef0), "coef0");
+            print_warning("coef0");
         }
-        // set value
-        params_.coef0 = static_cast<decltype(params_.coef0)>(parser(coef0));
     }
     if constexpr (parser.has(cost)) {
-        // compile time check: the value must have the correct type
-        static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(cost))>, decltype(params_.cost)>, "cost must be convertible to a real_type!");
-        // set value
-        params_.cost = static_cast<decltype(params_.cost)>(parser(cost));
+        // get the value of the provided named parameter
+        params_.cost = get_value_from_named_parameter<typename decltype(params_.cost)::value_type>(parser, cost);
     }
 
     // check if parameters make sense
@@ -255,41 +249,19 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_a
 
     // compile time/runtime check: the values must have the correct types
     if constexpr (parser.has(epsilon)) {
-        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(parser(epsilon))>, decltype(epsilon)>) {
-            // a plssvm::default_value has been provided
-            if (!parser(epsilon).is_default()) {
-                // only override it if it doesn't hold the default value
-                epsilon_val = parser(epsilon);
-            }
-        } else {
-            // a normal value (not wrapped) has been provided
-            // compile time check: the value must have the correct type
-            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(epsilon))>, real_type>, "epsilon must be convertible to a real_type!");
-            // set value
-            epsilon_val = static_cast<real_type>(parser(epsilon));
-            // check if value makes sense
-            if (epsilon_val <= real_type{ 0.0 }) {
-                throw invalid_parameter_exception{ fmt::format("epsilon must be less than 0.0, but is {}!", epsilon_val) };
-            }
+        // get the value of the provided named parameter
+        epsilon_val = get_value_from_named_parameter<typename decltype(epsilon_val)::value_type>(parser, epsilon);
+        // check if value makes sense
+        if (epsilon_val <= real_type{ 0.0 }) {
+            throw invalid_parameter_exception{ fmt::format("epsilon must be less than 0.0, but is {}!", epsilon_val) };
         }
     }
     if constexpr (parser.has(max_iter)) {
-        if constexpr (std::is_same_v<detail::remove_cvref_t<decltype(parser(max_iter))>, decltype(max_iter_val)>) {
-            // a plssvm::default_value has been provided
-            if (!parser(max_iter).is_default()) {
-                // only override it if it doesn't hold the default value
-                max_iter_val = parser(max_iter);
-            }
-        } else {
-            // a normal value (not wrapped) has been provided
-            // compile time check: the value must have the correct type
-            static_assert(std::is_convertible_v<detail::remove_cvref_t<decltype(parser(max_iter))>, size_type>, "max_iter must be convertible to a size_type!");
-            // set value
-            max_iter_val = static_cast<size_type>(parser(max_iter));
-            // check if value makes sense
-            if (max_iter_val == size_type{ 0 }) {
-                throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
-            }
+        // get the value of the provided named parameter
+        max_iter_val = get_value_from_named_parameter<typename decltype(max_iter_val)::value_type>(parser, max_iter);
+        // check if value makes sense
+        if (max_iter_val == size_type{ 0 }) {
+            throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
         }
     }
 
@@ -316,7 +288,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_a
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time));
+        std::cout << fmt::format("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
     }
 
     return csvm_model;
@@ -335,7 +307,7 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
     // convert predicted values to the correct labels
     std::vector<label_type> predicted_labels(predicted_values.size());
 
-    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if(!std::is_same_v<label_type, bool>)
+#pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v <label_type, bool>)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         predicted_labels[i] = model.data_.mapping_->get_label_by_mapped_value(plssvm::operators::sign(predicted_values[i]));
     }
@@ -365,7 +337,8 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 
     // calculate the accuracy
     size_type correct{ 0 };
-    #pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
+#pragma omp parallel for reduction(+ \
+                                   : correct) default(none) shared(predicted_labels, correct_labels)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         if (predicted_labels[i] == correct_labels[i]) {
             ++correct;
@@ -383,11 +356,32 @@ void csvm<T>::sanity_check_parameter() {
 
     // gamma: must be greater than 0 IF explicitly provided, but only in the polynomial and rbf kernel
     if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && !params_.gamma.is_default() && params_.gamma.value() <= real_type{ 0.0 }) {
-        throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0, but is {}!", params_.gamma) };
+        throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0.0, but is {}!", params_.gamma) };
     }
     // degree: all allowed
     // coef0: all allowed
     // cost: all allowed
 }
 
+template <typename T> template <typename ExpectedType, typename IgorParser, typename NamedArgType>
+ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) {
+    using parsed_named_arg_type = detail::remove_cvref_t<decltype(parser(named_arg))>;
+    // check whether a plssvm::default_value (e.g., plssvm::default_value<double>) or unwrapped normal value (e.g., double) has been provided
+    if constexpr (is_default_value_v<parsed_named_arg_type>) {
+        static_assert(std::is_convertible_v<typename parsed_named_arg_type::value_type, ExpectedType>, "Cannot convert the wrapped default value to the expected type!");
+        // a plssvm::default_value has been provided (e.g., plssvm::default_value<double>)
+        // if the provided plssvm::default_value only contains the default value, do nothing
+        if (!parser(named_arg).is_default()) {
+            return static_cast<ExpectedType>(parser(named_arg).value());
+        }
+    } else if constexpr (std::is_convertible_v<parsed_named_arg_type, ExpectedType>) {
+        // an unwrapped value has been provided (e.g., double)
+        return static_cast<ExpectedType>(parser(named_arg));
+    } else {
+        static_assert(plssvm::detail::always_false_v<T>, "The named parameter must be of type plssvm::default_value or a built-in type!");
+    }
+    // may never been reached
+    return ExpectedType{};
+}
+
 }  // namespace plssvm
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index c1512cf35..d7af5cc8b 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -121,6 +121,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/version/git_metadata/git_metadata.cpp
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
+    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
     ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
new file mode 100644
index 000000000..f0bbf612f
--- /dev/null
+++ b/tests/csvm.cpp
@@ -0,0 +1,215 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the base C-SVM functions through its mock class.
+ */
+
+#include "plssvm/csvm.hpp"       // plssvm::csvm // TODO: necessary?
+#include "mock_csvm.hpp"         // mock_csvm
+#include "plssvm/parameter.hpp"  // plssvm::parameter
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+
+#include "naming.hpp"   // naming::arithmetic_types_to_name
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}, EXPECT_THROW_WHAT
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
+
+#include <algorithm>  // std::generate
+#include <array>      // std::array
+#include <cstddef>    // std::size_t
+#include <sstream>    // std::istringstream
+#include <tuple>      // std::ignore
+#include <vector>     // std::vector
+
+template <typename T>
+class BaseCSVM : public ::testing::Test {};
+TYPED_TEST_SUITE(BaseCSVM, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(BaseCSVM, default_construct_from_parameter) {
+    using real_type = TypeParam;
+
+    // create mock_csvm using the default parameter (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // check whether the parameters have been set correctly
+    EXPECT_EQ(csvm.get_params(), plssvm::parameter<real_type>{});
+}
+TYPED_TEST(BaseCSVM, construct_from_parameter) {
+    using real_type = TypeParam;
+
+    // create parameter class
+    const plssvm::parameter<real_type> params{ plssvm::kernel_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{ params };
+
+    // check whether the parameters have been set correctly
+    EXPECT_EQ(csvm.get_params(), params);
+}
+
+TYPED_TEST(BaseCSVM, construct_from_parameter_invalid_kernel_type) {
+    using real_type = TypeParam;
+
+    // create parameter class
+    plssvm::parameter<real_type> params{};
+    params.kernel = static_cast<plssvm::kernel_type>(3);
+
+    // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
+    EXPECT_THROW_WHAT(mock_csvm<real_type>{ params }, plssvm::invalid_parameter_exception, "Invalid kernel function 3 given!");
+}
+TYPED_TEST(BaseCSVM, construct_from_parameter_invalid_gamma) {
+    using real_type = TypeParam;
+
+    // create parameter class
+    plssvm::parameter<real_type> params{};
+    params.kernel = plssvm::kernel_type::polynomial;
+    params.gamma = -1.0;
+
+    // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
+    EXPECT_THROW_WHAT(mock_csvm<real_type>{ params }, plssvm::invalid_parameter_exception, "gamma must be greater than 0.0, but is -1!");
+}
+
+TYPED_TEST(BaseCSVM, construct_linear_from_named_parameters) {
+    using real_type = TypeParam;
+
+    // correct parameters
+    plssvm::parameter<real_type> params{};
+    params.cost = 2.0;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::cost = params.cost };
+
+    // check whether the parameters have been set correctly
+    EXPECT_TRUE(csvm.get_params().equivalent(params));
+}
+TYPED_TEST(BaseCSVM, construct_polynomial_from_named_parameters) {
+    using real_type = TypeParam;
+
+    // correct parameters
+    const plssvm::parameter<real_type> params{ plssvm::kernel_type::polynomial, 4, 0.1, 1.2, 0.001 };
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{ plssvm::kernel_type::polynomial,
+                                     plssvm::degree = params.degree,
+                                     plssvm::gamma = params.gamma,
+                                     plssvm::coef0 = params.coef0,
+                                     plssvm::cost = params.cost };
+
+    // check whether the parameters have been set correctly
+    EXPECT_TRUE(csvm.get_params().equivalent(params));
+}
+TYPED_TEST(BaseCSVM, construct_rbf_from_named_parameters) {
+    using real_type = TypeParam;
+
+    // correct parameters
+    plssvm::parameter<real_type> params{};
+    params.kernel = plssvm::kernel_type::rbf;
+    params.gamma = 0.00001;
+    params.cost = 10.0;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{ plssvm::kernel_type::rbf,
+                                     plssvm::gamma = params.gamma,
+                                     plssvm::cost = params.cost };
+
+    // check whether the parameters have been set correctly
+    EXPECT_TRUE(csvm.get_params().equivalent(params));
+}
+
+template <typename T>
+class BaseCSVMWarning : public BaseCSVM<T> {
+  public:
+    void start_capturing() {
+        sbuf = std::clog.rdbuf();
+        std::clog.rdbuf(buffer.rdbuf());
+    }
+    void end_capturing() {
+        std::clog.rdbuf(sbuf);
+        sbuf = nullptr;
+    }
+    std::string get_capture() {
+        return buffer.str();
+    }
+
+  private:
+    std::stringstream buffer{};
+    std::streambuf *sbuf{};
+};
+TYPED_TEST_SUITE(BaseCSVMWarning, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_degree) {
+    using real_type = TypeParam;
+
+    // start capture of std::clog
+    this->start_capturing();
+
+    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::degree = 2 };
+
+    // end capture of std::clog
+    this->end_capturing();
+
+    EXPECT_EQ(this->get_capture(), "degree parameter provided, which is not used in the linear kernel (u'*v)!\n");
+}
+TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_gamma) {
+    using real_type = TypeParam;
+
+    // start capture of std::clog
+    this->start_capturing();
+
+    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::gamma = 0.1 };
+
+    // end capture of std::clog
+    this->end_capturing();
+
+    EXPECT_EQ(this->get_capture(), "gamma parameter provided, which is not used in the linear kernel (u'*v)!\n");
+}
+TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
+    using real_type = TypeParam;
+
+    // start capture of std::clog
+    this->start_capturing();
+
+    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::coef0 = 0.1 };
+
+    // end capture of std::clog
+    this->end_capturing();
+
+    EXPECT_EQ(this->get_capture(), "coef0 parameter provided, which is not used in the linear kernel (u'*v)!\n");
+}
+
+TYPED_TEST(BaseCSVM, construct_from_named_parameters_invalid_kernel_type) {
+    using real_type = TypeParam;
+
+    // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
+    EXPECT_THROW_WHAT(mock_csvm<real_type>{ static_cast<plssvm::kernel_type>(3) },
+                      plssvm::invalid_parameter_exception,
+                      "Invalid kernel function 3 given!");
+}
+TYPED_TEST(BaseCSVM, construct_from_named_parameters_invalid_gamma) {
+    using real_type = TypeParam;
+
+    // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
+    EXPECT_THROW_WHAT((mock_csvm<real_type>{ plssvm::kernel_type::polynomial, plssvm::gamma = -1.0 }),
+                      plssvm::invalid_parameter_exception,
+                      "gamma must be greater than 0.0, but is -1!");
+}
+
+TYPED_TEST(BaseCSVM, get_params) {
+    using real_type = TypeParam;
+
+    // create parameter class
+    const plssvm::parameter<real_type> params{ plssvm::kernel_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{ params };
+
+    // check whether the parameters have been set correctly
+    const plssvm::parameter<real_type> csvm_params = csvm.get_params();
+    EXPECT_EQ(csvm_params, params);
+    EXPECT_TRUE(csvm_params.equivalent(params));
+}
\ No newline at end of file
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index 03f35b0a9..0838a93fa 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -11,15 +11,16 @@
 
 #pragma once
 
-#include "plssvm/csvm.hpp"             // plssvm::csvm
-#include "plssvm/kernel_types.hpp"     // plssvm::kernel_type
-#include "plssvm/parameter.hpp"        // plssvm::parameter
+#include "plssvm/csvm.hpp"              // plssvm::csvm
+#include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
+#include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
 #include "gmock/gmock.h"  // MOCK_METHOD
 
-#include <memory>  // std::shared_ptr
-#include <vector>  // std::vector
+#include <memory>   // std::shared_ptr
+#include <utility>  // std::pair
+#include <vector>   // std::vector
 
 /**
  * @brief GTest mock class for the base CSVM class.
@@ -31,39 +32,40 @@ class mock_csvm : public plssvm::csvm<T> {
 
   public:
     using real_type = typename base_type::real_type;
+    using size_type = typename base_type::size_type;
 
-    explicit mock_csvm(const plssvm::parameter<T> &params) :
-        base_type{ params } {}
+    explicit mock_csvm(plssvm::parameter<T> params = {}) :
+        base_type{ std::move(params) } {}
+    template <typename... Args>
+    explicit mock_csvm(const plssvm::kernel_type kernel, Args &&...args) :
+        base_type{ kernel, std::forward<Args>(args)... } {}
 
     // mock pure virtual functions
-    MOCK_METHOD(void, setup_data_on_device, (), (override));
-    MOCK_METHOD(std::vector<real_type>, generate_q, (), (override));
-    MOCK_METHOD(std::vector<real_type>, solver_CG, (const std::vector<real_type> &, const std::size_t, const real_type, const std::vector<real_type> &), (override));
-    MOCK_METHOD(void, update_w, (), (override));
-    MOCK_METHOD(std::vector<real_type>, predict, (const std::vector<std::vector<real_type>> &), (override));
+    MOCK_METHOD((std::pair<std::vector<real_type>, real_type>), solve_system_of_linear_equations, (const plssvm::parameter<real_type> &, const std::vector<std::vector<real_type>> &, std::vector<real_type>, real_type, size_type), (const, override));
+    MOCK_METHOD(std::vector<real_type>, predict_values, (const plssvm::parameter<real_type> &, const std::vector<std::vector<real_type>> &, const std::vector<real_type> &, real_type, std::vector<real_type> &, const std::vector<std::vector<real_type>> &), (const, override));
 
-    // make non-virtual functions publicly visible
-    using base_type::kernel_function;
-    using base_type::predict;  // no idea way necessary (since the used 'real_type predict(const std::vector<real_type>&)' is a public member function) but it works
-    using base_type::transform_data;
+//    // make non-virtual functions publicly visible
+//    using base_type::kernel_function;
+//    using base_type::predict;  // no idea way necessary (since the used 'real_type predict(const std::vector<real_type>&)' is a public member function) but it works
+//    using base_type::transform_data;
 
     // getter for all parameter
-    plssvm::target_platform get_target() const { return base_type::target_; }
-    plssvm::kernel_type get_kernel() const { return base_type::kernel_; }
-    int get_degree() const { return base_type::degree_; }
-    real_type get_gamma() const { return base_type::gamma_; }
-    real_type get_coef0() const { return base_type::coef0_; }
-    real_type get_cost() const { return base_type::cost_; }
-    real_type get_epsilon() const { return base_type::epsilon_; }
-    bool get_print_info() const { return base_type::print_info_; }
-
-    const std::shared_ptr<const std::vector<std::vector<real_type>>> &get_data_ptr() const { return base_type::data_ptr_; }
-    const std::vector<std::vector<real_type>> &get_data() const { return *base_type::data_ptr_; }
-    std::shared_ptr<const std::vector<real_type>> &get_value_ptr() { return base_type::value_ptr_; }
-    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-
-    std::size_t get_num_data_points() const { return base_type::num_data_points_; }
-    std::size_t get_num_features() const { return base_type::num_features_; }
-    real_type get_bias() const { return base_type::bias_; }
-    real_type get_QA_cost() const { return base_type::QA_cost_; }
+//    plssvm::target_platform get_target() const { return base_type::target_; }
+//    plssvm::kernel_type get_kernel() const { return base_type::kernel_; }
+//    int get_degree() const { return base_type::degree_; }
+//    real_type get_gamma() const { return base_type::gamma_; }
+//    real_type get_coef0() const { return base_type::coef0_; }
+//    real_type get_cost() const { return base_type::cost_; }
+//    real_type get_epsilon() const { return base_type::epsilon_; }
+//    bool get_print_info() const { return base_type::print_info_; }
+//
+//    const std::shared_ptr<const std::vector<std::vector<real_type>>> &get_data_ptr() const { return base_type::data_ptr_; }
+//    const std::vector<std::vector<real_type>> &get_data() const { return *base_type::data_ptr_; }
+//    std::shared_ptr<const std::vector<real_type>> &get_value_ptr() { return base_type::value_ptr_; }
+//    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
+//
+//    std::size_t get_num_data_points() const { return base_type::num_data_points_; }
+//    std::size_t get_num_features() const { return base_type::num_features_; }
+//    real_type get_bias() const { return base_type::bias_; }
+//    real_type get_QA_cost() const { return base_type::QA_cost_; }
 };

From 9f319140c878ea3dddbba93b5290bd6874b1310c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 10 Oct 2022 11:13:12 +0200
Subject: [PATCH 0347/1010] Add an unreachable() function which can b used to
 invoke UB if a code path is executed that should never have been executed.

---
 include/plssvm/csvm.hpp           |  2 +-
 include/plssvm/detail/utility.hpp | 14 ++++++++++++++
 2 files changed, 15 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 67cedf791..8d282493d 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -381,7 +381,7 @@ ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, c
         static_assert(plssvm::detail::always_false_v<T>, "The named parameter must be of type plssvm::default_value or a built-in type!");
     }
     // may never been reached
-    return ExpectedType{};
+    detail::unreachable();
 }
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index b40f3d1ef..3e454805d 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -35,6 +35,20 @@ namespace plssvm::detail {
 template <typename>
 constexpr bool always_false_v = false;
 
+/**
+ * @brief Invokes undefined behavior. Used to mark code paths that may never be reachable.
+ */
+[[noreturn]] inline void unreachable() {
+    // Uses compiler specific extensions if possible.
+    // Even if no extension is used, undefined behavior is still raised by
+    // an empty function body and the noreturn attribute.
+#if defined(__GNUC__)  // GCC, Clang, ICC
+    __builtin_unreachable();
+#elif defined(_MSC_VER)  // MSVC
+    __assume(false);
+#endif
+}
+
 /**
  * @brief Remove the topmost reference- and cv-qualifiers.
  * @details For more information see [`std::remove_cvref_t`](https://en.cppreference.com/w/cpp/types/remove_cvref).

From 9cecaeb139f60facae5d8320fbee5a43e0e33af2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 10 Oct 2022 15:05:37 +0200
Subject: [PATCH 0348/1010] Check whether the requested template file exists.
 If this is not the case, fail the test.

---
 tests/types_to_test.hpp | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 58a8c339b..0844f92fd 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -16,9 +16,10 @@
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::replace_all
 #include "plssvm/detail/utility.hpp"         // plssvm::always_false_v
 
-#include "gtest/gtest.h"  // ::testing::Types
 #include "fmt/core.h"     // fmt::format
+#include "gtest/gtest.h"  // ::testing::Types, FAIL()
 
+#include <filesystem>   // std::filesystem::exists
 #include <fstream>      // std::ifstream, std::ofstream
 #include <string>       // std::string
 #include <tuple>        // std::tuple
@@ -149,8 +150,19 @@ template <typename T>
     }
 }
 
+/**
+ * @brief Replace the label placeholders in @p template_filename with the labels based on the template type @p T and
+ *        write the instantiated template file to @p output_filename.
+ * @tparam T the type of the labels to instantiate the file for
+ * @param[in] template_filename the file used as template
+ * @param[in] output_filename the file to save the instantiate template to
+ */
 template <typename T>
 inline void instantiate_template_file(const std::string &template_filename, const std::string &output_filename) {
+    // check whether the template_file exists
+    if (!std::filesystem::exists(template_filename)) {
+        FAIL() << fmt::format("The template file {} does not exist!", template_filename);
+    }
     // get a label pair based on the current label type
     const auto [first_label, second_label] = util::get_distinct_label<T>();
     // read the data set template and replace the label placeholder with the correct labels

From 6ef3a34084ed75202f938553e0dc13de119712bf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 10 Oct 2022 15:19:47 +0200
Subject: [PATCH 0349/1010] Add additional base csvm tests.

---
 include/plssvm/csvm.hpp |  40 +++----
 tests/csvm.cpp          | 230 ++++++++++++++++++++++++++++++++++++++++
 2 files changed, 251 insertions(+), 19 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 8d282493d..45065fbb2 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -110,7 +110,7 @@ class csvm {
      * @return the predicted labels (`[[nodiscard]]`)
      */
     template <typename label_type>
-    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data);
+    [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
 
     /**
      * @brief Calculate the accuracy of the @p model.
@@ -119,7 +119,7 @@ class csvm {
      * @return the accuracy of the model (`[[nodiscard]]`)
      */
     template <typename label_type>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model);
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model) const;
     /**
      * @brief Calculate the accuracy of the labeled @p data set using the @p model.
      * @tparam label_type the type of the label (an arithmetic type or `std::string`)
@@ -128,7 +128,7 @@ class csvm {
      * @return the accuracy of the labeled @p data (`[[nodiscard]]`)
      */
     template <typename label_type>
-    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type> &data);
+    [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
 
   protected:
     /////////////////////////////////////////////////////////////////////////////////////////////////
@@ -162,10 +162,10 @@ class csvm {
     /**
      * @brief Perform some sanity checks on the passed SVM parameters.
      */
-    void sanity_check_parameter();
+    void sanity_check_parameter() const;
 
     template <typename ExpectedType, typename IgorParser, typename ProvidedType>
-    ExpectedType get_value_from_named_parameter(const IgorParser &parser, const ProvidedType &named_arg);
+    [[nodiscard]] ExpectedType get_value_from_named_parameter(const IgorParser &parser, const ProvidedType &named_arg) const;
 
     /// The SVM parameter (e.g., cost, degree, gamma, coef0) currently in use.
     parameter<real_type> params_{};
@@ -268,7 +268,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_a
     // start fitting the data set using a C-SVM
 
     if (!data.has_labels()) {
-        throw exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
+        throw invalid_parameter_exception{ "No labels given for training! Maybe the data is only usable for prediction?" };
     }
 
     // copy parameter and set gamma if necessary
@@ -296,9 +296,9 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_a
 
 template <typename T>
 template <typename label_type>
-auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) -> std::vector<label_type> {
+auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<label_type> {
     if (model.num_features() != data.num_features()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
+        throw invalid_parameter_exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", data.num_features(), model.num_features()) };
     }
 
     // predict values
@@ -307,7 +307,7 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
     // convert predicted values to the correct labels
     std::vector<label_type> predicted_labels(predicted_values.size());
 
-#pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v <label_type, bool>)
+    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v <label_type, bool>)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         predicted_labels[i] = model.data_.mapping_->get_label_by_mapped_value(plssvm::operators::sign(predicted_values[i]));
     }
@@ -317,28 +317,30 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
 
 template <typename T>
 template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model) const -> real_type {
     return this->score(model, model.data_);
 }
 
 template <typename T>
 template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type> &data) -> real_type {
+auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> real_type {
+    // the data set must contain labels in order to score the learned model
     if (!data.has_labels()) {
-        throw exception{ "the data set to score must have labels set!" };
-    } else if (model.num_features() != data.num_features()) {
-        throw exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", model.num_features(), data.num_features()) };
+        throw invalid_parameter_exception{ "The data set to score must have labels!" };
+    }
+    // the number of features must be equal
+    if (model.num_features() != data.num_features()) {
+        throw invalid_parameter_exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", data.num_features(), model.num_features()) };
     }
 
     // predict labels
     const std::vector<label_type> predicted_labels = predict(model, data);
     // correct labels
-    const std::vector<label_type> &correct_labels = model.labels().value();
+    const std::vector<label_type> &correct_labels = data.labels().value();
 
     // calculate the accuracy
     size_type correct{ 0 };
-#pragma omp parallel for reduction(+ \
-                                   : correct) default(none) shared(predicted_labels, correct_labels)
+#pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         if (predicted_labels[i] == correct_labels[i]) {
             ++correct;
@@ -348,7 +350,7 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 }
 
 template <typename T>
-void csvm<T>::sanity_check_parameter() {
+void csvm<T>::sanity_check_parameter() const {
     // kernel: valid kernel function
     if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
         throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
@@ -364,7 +366,7 @@ void csvm<T>::sanity_check_parameter() {
 }
 
 template <typename T> template <typename ExpectedType, typename IgorParser, typename NamedArgType>
-ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) {
+ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) const {
     using parsed_named_arg_type = detail::remove_cvref_t<decltype(parser(named_arg))>;
     // check whether a plssvm::default_value (e.g., plssvm::default_value<double>) or unwrapped normal value (e.g., double) has been provided
     if constexpr (is_default_value_v<parsed_named_arg_type>) {
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index f0bbf612f..d0d79ec16 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -212,4 +212,234 @@ TYPED_TEST(BaseCSVM, get_params) {
     const plssvm::parameter<real_type> csvm_params = csvm.get_params();
     EXPECT_EQ(csvm_params, params);
     EXPECT_TRUE(csvm_params.equivalent(params));
+}
+
+template <typename T>
+class BaseCSVMFit : public BaseCSVM<T>, private util::redirect_output, protected util::temporary_file {};
+TYPED_TEST_SUITE(BaseCSVMFit, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
+
+TYPED_TEST(BaseCSVMFit, fit) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the solve_system_of_linear_equations function
+    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(1);
+
+    // create data set
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> training_data{ this->filename };
+
+    // call function
+    const plssvm::model<real_type, label_type> model = csvm.fit(training_data);
+}
+TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the solve_system_of_linear_equations function
+    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(1);
+
+    // create data set
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> training_data{ this->filename };
+
+    // call function
+    const plssvm::model<real_type, label_type> model = csvm.fit(training_data, plssvm::epsilon = 0.1, plssvm::max_iter = 10);
+}
+TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_epsilon) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the solve_system_of_linear_equations function -> since an exception should be triggered, the mocked function should never be called
+    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(0);
+
+    // create data set
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> training_data{ this->filename };
+
+    // calling the function with an invalid epsilon should throw
+    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data, plssvm::epsilon = 0.0)), plssvm::invalid_parameter_exception, "epsilon must be less than 0.0, but is 0!");
+}
+TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_max_iter) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the solve_system_of_linear_equations function -> since an exception should be triggered, the mocked function should never be called
+    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(0);
+
+    // create data set
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
+    const plssvm::data_set<real_type, label_type> training_data{ this->filename };
+
+    // calling the function with an invalid max_iter should throw
+    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data, plssvm::max_iter = 0)), plssvm::invalid_parameter_exception, "max_iter must be greater than 0, but is 0!");
+}
+TYPED_TEST(BaseCSVMFit, fit_no_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the solve_system_of_linear_equations function -> since an exception should be triggered, the mocked function should never be called
+    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(0);
+
+    // create data set without labels
+    const plssvm::data_set<real_type, label_type> training_data{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
+
+    // in order to call fit, the provided data set must contain labels
+    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data)), plssvm::invalid_parameter_exception, "No labels given for training! Maybe the data is only usable for prediction?");
+}
+
+template <typename T>
+class BaseCSVMPredict : public BaseCSVM<T>, private util::redirect_output {};
+TYPED_TEST_SUITE(BaseCSVMPredict, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
+
+TYPED_TEST(BaseCSVMPredict, predict) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the predict_values function
+    EXPECT_CALL(csvm, predict_values).Times(1);
+
+    // create data set
+    const util::temporary_file data_set_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", data_set_file.filename);
+    const plssvm::data_set<real_type, label_type> data_to_predict{ data_set_file.filename };
+
+    // read a previously learned from a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
+
+    // call function
+    const std::vector<label_type> prediction = csvm.predict(learned_model, data_to_predict);
+}
+TYPED_TEST(BaseCSVMPredict, predict_num_feature_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the predict_values function -> since an exception should be triggered, the mocked function should never be called
+    EXPECT_CALL(csvm, predict_values).Times(0);
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data_to_predict{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
+
+    // read a previously learned from a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
+
+    // calling the function with mismatching number of features should throw
+    EXPECT_THROW_WHAT(std::ignore = csvm.predict(learned_model, data_to_predict), plssvm::invalid_parameter_exception, "Number of features per data point (2) must match the number of features per support vector of the provided model (4)!");
+}
+
+template <typename T>
+class BaseCSVMScore : public BaseCSVM<T>, private util::redirect_output {};
+TYPED_TEST_SUITE(BaseCSVMScore, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
+
+TYPED_TEST(BaseCSVMScore, score_model) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the predict_values function
+    EXPECT_CALL(csvm, predict_values).Times(1);
+
+    // read a previously learned from a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
+
+    // call function
+    [[maybe_unused]] const real_type score = csvm.score(learned_model);
+}
+TYPED_TEST(BaseCSVMScore, score_data_set) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the predict_values function
+    EXPECT_CALL(csvm, predict_values).Times(1);
+
+    // create data set
+    const util::temporary_file data_set_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", data_set_file.filename);
+    const plssvm::data_set<real_type, label_type> data_to_score{ data_set_file.filename };
+
+    // read a previously learned from a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
+
+    // call function
+    [[maybe_unused]] const real_type score = csvm.score(learned_model, data_to_score);
+}
+
+TYPED_TEST(BaseCSVMScore, score_data_set_no_label) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the predict_values function -> since an exception should be triggered, the mocked function should never be called
+    EXPECT_CALL(csvm, predict_values).Times(0);
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data_to_score{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
+
+    // read a previously learned from a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
+
+    // in order to call score, the provided data set must contain labels
+    EXPECT_THROW_WHAT(std::ignore = csvm.score(learned_model, data_to_score), plssvm::invalid_parameter_exception, "The data set to score must have labels!");
+}
+TYPED_TEST(BaseCSVMScore, score_data_set_num_features_mismatch) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    const mock_csvm<real_type> csvm{};
+
+    // mock the predict_values function -> since an exception should be triggered, the mocked function should never be called
+    EXPECT_CALL(csvm, predict_values).Times(0);
+
+    // create data set
+    const plssvm::data_set<real_type, label_type> data_to_score{
+        std::vector<std::vector<real_type>>{ { real_type{ 1.0 }, real_type{ 2.0 } }, { real_type{ 3.0 }, real_type{ 4.0 } } },
+        std::vector<label_type>{ util::get_distinct_label<label_type>().first, util::get_distinct_label<label_type>().second }
+    };
+
+    // read a previously learned from a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
+
+    // calling the function with mismatching number of features should throw
+    EXPECT_THROW_WHAT(std::ignore = csvm.score(learned_model, data_to_score), plssvm::invalid_parameter_exception, "Number of features per data point (2) must match the number of features per support vector of the provided model (4)!");
 }
\ No newline at end of file

From 5903c97aa9d2dc5f51340bb964539b45cc645f29 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 10 Oct 2022 16:50:09 +0200
Subject: [PATCH 0350/1010] Remove now obsolete test file.

---
 tests/csvm_test.cpp | 228 --------------------------------------------
 1 file changed, 228 deletions(-)
 delete mode 100644 tests/csvm_test.cpp

diff --git a/tests/csvm_test.cpp b/tests/csvm_test.cpp
deleted file mode 100644
index fddadc396..000000000
--- a/tests/csvm_test.cpp
+++ /dev/null
@@ -1,228 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the base functionality independent of the used backend.
- */
-
-#include "mock_csvm.hpp"
-
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception, plssvm::file_not_found_exception
-#include "plssvm/kernel_types.hpp"           // plssvm::kernel_type
-#include "plssvm/parameter.hpp"              // plssvm::parameter
-
-#include "backends/compare.hpp"  // compare::kernel_function
-#include "utility.hpp"           // util::gtest_expect_floating_point_eq, util::google_test::parameter_definition, util::google_test::parameter_definition_to_name,
-                                 // util::create_temp_file, EXPECT_THROW_WHAT
-
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_THAT, EXPECT_CALL
-
-#include <algorithm>   // std::generate
-#include <cstddef>     // std::size_t
-#include <filesystem>  // std::filesystem::remove
-#include <fstream>     // std::ifstream
-#include <iterator>    // std::istreambuf_iterator
-#include <memory>      // std::make_shared
-#include <random>      // std::random_device, std::mt19937, std::uniform_real_distribution
-#include <string>      // std::string
-#include <vector>      // std::vector
-
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-
-template <typename T>
-class BaseCSVM : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseCSVM, parameter_types, util::google_test::parameter_definition_to_name);
-
-// check whether plssvm::csvm<T>::learn() internally calls the correct functions
-TYPED_TEST(BaseCSVM, learn) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    EXPECT_CALL(csvm, setup_data_on_device).Times(1);
-    EXPECT_CALL(csvm, generate_q).Times(1);
-    EXPECT_CALL(csvm, solver_CG).Times(1);
-
-    csvm.learn();
-}
-
-// check whether plssvm::csvm<T>::learn() with wrong data correctly fails
-TYPED_TEST(BaseCSVM, learn_exceptions) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    // functions shouldn't be called, since the exceptions must trigger beforehand
-    EXPECT_CALL(csvm, setup_data_on_device).Times(0);
-    EXPECT_CALL(csvm, generate_q).Times(0);
-    EXPECT_CALL(csvm, solver_CG).Times(0);
-
-    // attempting to call learn() without any labels specified should result in an exception
-    csvm.get_value_ptr() = nullptr;
-    EXPECT_THROW_WHAT(csvm.learn(), plssvm::exception, "No labels given for training! Maybe the data is only usable for prediction?");
-
-    // attempting to call learn() with different number of labels than data points should result in an exception
-    csvm.get_value_ptr() = std::make_shared<const std::vector<typename TypeParam::real_type>>();
-    EXPECT_THROW_WHAT(csvm.learn(), plssvm::exception, "Number of labels (0) must match the number of data points (5)!");
-}
-
-// check whether plssvm::csvm<T>::accuracy() with an empty points vector returns an accuracy of 0
-TYPED_TEST(BaseCSVM, accuracy_empty_points) {
-    using real_type = typename TypeParam::real_type;
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    // predict should never be called, since the exceptions must trigger beforehand
-    EXPECT_CALL(csvm, predict).Times(0);
-
-    // the number of provided points and provided correct labels must match
-    const std::vector<std::vector<real_type>> points{};
-    const std::vector<real_type> correct_labels{};
-    util::gtest_expect_floating_point_eq(real_type{ 0 }, csvm.accuracy(points, correct_labels));
-}
-
-// check whether plssvm::csvm<T>::accuracy() without labels or wrong number if features specified correctly fails
-TYPED_TEST(BaseCSVM, accuracy_exceptions) {
-    using real_type = typename TypeParam::real_type;
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    // predict should never be called, since the exceptions must trigger beforehand
-    EXPECT_CALL(csvm, predict).Times(0);
-
-    [[maybe_unused]] real_type acc;
-    // attempting to call accuracy() with the wrong number of features should result in an exception
-    EXPECT_THROW_WHAT(acc = csvm.accuracy({}, -1), plssvm::exception, "Number of features per data point (4) must match the number of features of the predict point (0)!");
-
-    // the number of provided points and provided correct labels must match
-    std::vector<std::vector<real_type>> points = { { real_type{ 1 } }, { real_type{ 2 } } };
-    std::vector<real_type> correct_labels = { real_type{ -1 } };
-    EXPECT_THROW_WHAT(acc = csvm.accuracy(points, correct_labels), plssvm::exception, "Number of data points (2) must match number of correct labels (1)!");
-
-    // the number of features of the prediction points must all be the same
-    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 } } };
-    correct_labels = { real_type{ -1 }, real_type{ 1 } };
-    EXPECT_THROW_WHAT(acc = csvm.accuracy(points, correct_labels), plssvm::exception, "All points in the prediction point vector must have the same number of features!");
-
-    // the number of features of the prediction points must match the number of features of the data points
-    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 }, real_type{ 4 } } };
-    EXPECT_THROW_WHAT(acc = csvm.accuracy(points, correct_labels), plssvm::exception, "Number of features per data point (4) must match the number of features per predict point (2)!");
-
-    // attempting to call accuracy() without any labels specified should result in an exception
-    csvm.get_value_ptr() = nullptr;
-    EXPECT_THROW_WHAT(acc = csvm.accuracy(), plssvm::exception, "No labels given! Maybe the data is only usable for prediction?");
-}
-
-// check whether plssvm::csvm<T>::predict_label() with an empty points vector returns an empty vector
-TYPED_TEST(BaseCSVM, predict_label_empty_points) {
-    using real_type = typename TypeParam::real_type;
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    // predict should never be called, since the exceptions must trigger beforehand
-    EXPECT_CALL(csvm, predict).Times(0);
-
-    // the number of provided points and provided correct labels must match
-    const std::vector<std::vector<real_type>> points{};
-    ASSERT_EQ(std::vector<real_type>{}, csvm.predict_label(points));
-}
-
-// check whether plssvm::csvm<T>::predict_label() without labels or wrong number if features specified correctly fails
-TYPED_TEST(BaseCSVM, predict_label_exceptions) {
-    using real_type = typename TypeParam::real_type;
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    // predict should never be called, since the exceptions must trigger beforehand
-    EXPECT_CALL(csvm, predict).Times(0);
-
-    [[maybe_unused]] real_type acc;
-    // attempting to call predict_label() with the wrong number of features should result in an exception
-    std::vector<real_type> point{};
-    EXPECT_THROW_WHAT(acc = csvm.predict_label(point), plssvm::exception, "Number of features per data point (4) must match the number of features of the predict point (0)!");
-
-    [[maybe_unused]] std::vector<real_type> acc_vec;
-    // the number of features of the prediction points must all be the same
-    std::vector<std::vector<real_type>> points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 } } };
-    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(points), plssvm::exception, "All points in the prediction point vector must have the same number of features!");
-
-    // the number of features of the prediction points must match the number of features of the data points
-    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 }, real_type{ 4 } } };
-    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(points), plssvm::exception, "Number of features per data point (4) must match the number of features per predict point (2)!");
-}
-
-// check whether plssvm::csvm<T>::predict_label() without labels or wrong number if features specified correctly fails
-TYPED_TEST(BaseCSVM, predict_exceptions) {
-    using real_type = typename TypeParam::real_type;
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM
-    mock_csvm csvm{ params };
-
-    // predict should never be called, since the exceptions must trigger beforehand
-    EXPECT_CALL(csvm, predict).Times(0);
-
-    [[maybe_unused]] real_type label;
-    // attempting to call predict_label() with the wrong number of features should result in an exception
-    const std::vector<real_type> point;
-    EXPECT_THROW_WHAT(label = csvm.predict(point), plssvm::exception, "Number of features per data point (4) must match the number of features of the predict point (0)!");
-}
\ No newline at end of file

From bbb2894f306a0584688e513ce172d48c56597603 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 10 Oct 2022 16:50:27 +0200
Subject: [PATCH 0351/1010] Add missing header guards and update headers.

---
 include/plssvm/csvm.hpp | 33 ++++++++++++++++++++-------------
 tests/mock_csvm.hpp     | 39 ++++++++-------------------------------
 tests/utility.hpp       |  6 +++++-
 3 files changed, 33 insertions(+), 45 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 45065fbb2..59980b0b4 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -9,24 +9,28 @@
  * @brief Defines the base class for all C-SVM backends and implements the functionality shared by all of them.
  */
 
+#ifndef PLSSVM_CSVM_HPP_
+#define PLSSVM_CSVM_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"       // plssvm::verbose
-#include "plssvm/data_set.hpp"        // plssvm::data_set
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::to_underlying, plssvm::detail::remove_cvref_t
-#include "plssvm/kernel_types.hpp"    // plssvm::kernel_type
-#include "plssvm/model.hpp"           // plssvm::model
-#include "plssvm/parameter.hpp"       // plssvm::parameter
+#include "plssvm/constants.hpp"              // plssvm::verbose
+#include "plssvm/data_set.hpp"               // plssvm::data_set
+#include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init, plssvm::is_default_value_v
+#include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::{to_underlying, remove_cvref_t, always_false_v, unreachable}
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
+#include "plssvm/kernel_types.hpp"           // plssvm::kernel_type, plssvm::kernel_type_to_math_string
+#include "plssvm/model.hpp"                  // plssvm::model
+#include "plssvm/parameter.hpp"              // plssvm::parameter
 
 #include "fmt/core.h"     // fmt::format, fmt::print
 #include "igor/igor.hpp"  // igor::parser
 
-#include <chrono>       // std::chrono::{steady_clock, duration_cast}
-#include <cstddef>      // std::size_t
-#include <cstdio>       // stderr
+#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast}
+#include <cstddef>      // std::size_tstderr
 #include <iostream>     // std::clog, std::endl
-#include <string>       // std::string
 #include <string_view>  // std::string_view
+#include <tuple>        // std::tie
 #include <type_traits>  // std::is_same_v, std::is_convertible_v
 #include <utility>      // std::move, std::forward
 #include <vector>       // std::vector
@@ -307,7 +311,7 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
     // convert predicted values to the correct labels
     std::vector<label_type> predicted_labels(predicted_values.size());
 
-    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v <label_type, bool>)
+    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v<label_type, bool>)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         predicted_labels[i] = model.data_.mapping_->get_label_by_mapped_value(plssvm::operators::sign(predicted_values[i]));
     }
@@ -340,7 +344,7 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 
     // calculate the accuracy
     size_type correct{ 0 };
-#pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
+    #pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         if (predicted_labels[i] == correct_labels[i]) {
             ++correct;
@@ -365,7 +369,8 @@ void csvm<T>::sanity_check_parameter() const {
     // cost: all allowed
 }
 
-template <typename T> template <typename ExpectedType, typename IgorParser, typename NamedArgType>
+template <typename T>
+template <typename ExpectedType, typename IgorParser, typename NamedArgType>
 ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) const {
     using parsed_named_arg_type = detail::remove_cvref_t<decltype(parser(named_arg))>;
     // check whether a plssvm::default_value (e.g., plssvm::default_value<double>) or unwrapped normal value (e.g., double) has been provided
@@ -387,3 +392,5 @@ ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, c
 }
 
 }  // namespace plssvm
+
+#endif  // PLSSVM_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index 0838a93fa..e4b682839 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -9,22 +9,22 @@
  * @brief MOCK class for the C-SVM base class.
  */
 
+#ifndef PLSSVM_TESTS_MOCK_CSVM_HPP_
+#define PLSSVM_TESTS_MOCK_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"              // plssvm::csvm
-#include "plssvm/kernel_types.hpp"      // plssvm::kernel_type
-#include "plssvm/parameter.hpp"         // plssvm::parameter
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+#include "plssvm/csvm.hpp"          // plssvm::csvm
+#include "plssvm/kernel_types.hpp"  // plssvm::kernel_type
+#include "plssvm/parameter.hpp"     // plssvm::parameter
 
 #include "gmock/gmock.h"  // MOCK_METHOD
 
-#include <memory>   // std::shared_ptr
 #include <utility>  // std::pair
 #include <vector>   // std::vector
 
 /**
  * @brief GTest mock class for the base CSVM class.
- * @tparam T the type of the data
+ * @tparam T the type of the data points
  */
 template <typename T>
 class mock_csvm : public plssvm::csvm<T> {
@@ -43,29 +43,6 @@ class mock_csvm : public plssvm::csvm<T> {
     // mock pure virtual functions
     MOCK_METHOD((std::pair<std::vector<real_type>, real_type>), solve_system_of_linear_equations, (const plssvm::parameter<real_type> &, const std::vector<std::vector<real_type>> &, std::vector<real_type>, real_type, size_type), (const, override));
     MOCK_METHOD(std::vector<real_type>, predict_values, (const plssvm::parameter<real_type> &, const std::vector<std::vector<real_type>> &, const std::vector<real_type> &, real_type, std::vector<real_type> &, const std::vector<std::vector<real_type>> &), (const, override));
-
-//    // make non-virtual functions publicly visible
-//    using base_type::kernel_function;
-//    using base_type::predict;  // no idea way necessary (since the used 'real_type predict(const std::vector<real_type>&)' is a public member function) but it works
-//    using base_type::transform_data;
-
-    // getter for all parameter
-//    plssvm::target_platform get_target() const { return base_type::target_; }
-//    plssvm::kernel_type get_kernel() const { return base_type::kernel_; }
-//    int get_degree() const { return base_type::degree_; }
-//    real_type get_gamma() const { return base_type::gamma_; }
-//    real_type get_coef0() const { return base_type::coef0_; }
-//    real_type get_cost() const { return base_type::cost_; }
-//    real_type get_epsilon() const { return base_type::epsilon_; }
-//    bool get_print_info() const { return base_type::print_info_; }
-//
-//    const std::shared_ptr<const std::vector<std::vector<real_type>>> &get_data_ptr() const { return base_type::data_ptr_; }
-//    const std::vector<std::vector<real_type>> &get_data() const { return *base_type::data_ptr_; }
-//    std::shared_ptr<const std::vector<real_type>> &get_value_ptr() { return base_type::value_ptr_; }
-//    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-//
-//    std::size_t get_num_data_points() const { return base_type::num_data_points_; }
-//    std::size_t get_num_features() const { return base_type::num_features_; }
-//    real_type get_bias() const { return base_type::bias_; }
-//    real_type get_QA_cost() const { return base_type::QA_cost_; }
 };
+
+#endif  // PLSSVM_TESTS_MOCK_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 6ed1017a8..0644eef4e 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -9,6 +9,8 @@
  * @brief Utility functions for testing.
  */
 
+#ifndef PLSSVM_TESTS_UTILITY_HPP_
+#define PLSSVM_TESTS_UTILITY_HPP_
 #pragma once
 
 #include "plssvm/csvm_factory.hpp"                 // plssvm::make_csvm
@@ -278,4 +280,6 @@ template <typename T>
         }                                                                                                    \
     } while (false)
 
-}  // namespace util
\ No newline at end of file
+}  // namespace util
+
+#endif  // PLSSVM_TESTS_UTILITY_HPP_
\ No newline at end of file

From c6262e14451637889dfd81fde2f52445f05bbd98 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 10 Oct 2022 16:56:05 +0200
Subject: [PATCH 0352/1010] Add missing include (documentation).

---
 tests/csvm.cpp | 32 +++++++++++++++++---------------
 1 file changed, 17 insertions(+), 15 deletions(-)

diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index d0d79ec16..20b905f65 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -8,21 +8,23 @@
  * @brief Tests for the base C-SVM functions through its mock class.
  */
 
-#include "plssvm/csvm.hpp"       // plssvm::csvm // TODO: necessary?
-#include "mock_csvm.hpp"         // mock_csvm
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-
-#include "naming.hpp"   // naming::arithmetic_types_to_name
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}, EXPECT_THROW_WHAT
-
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
-
-#include <algorithm>  // std::generate
-#include <array>      // std::array
-#include <cstddef>    // std::size_t
-#include <sstream>    // std::istringstream
+#include "mock_csvm.hpp"                     // mock_csvm
+#include "plssvm/data_set.hpp"               // plssvm::data_set
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
+#include "plssvm/kernel_types.hpp"           // plssvm::kernel_type
+#include "plssvm/model.hpp"                  // plssvm::model
+#include "plssvm/parameter.hpp"              // plssvm::parameter
+
+#include "naming.hpp"         // naming::{real_type_to_name, real_type_label_type_combination_to_name}
+#include "types_to_test.hpp"  // util::{real_type_gtest, real_type_label_type_combination_gtest}
+#include "utility.hpp"        // util::{redirect_output, temporary_file, instantiate_template_file}, EXPECT_THROW_WHAT
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_CALL
+
+#include <iostream>   // std::clog
+#include <sstream>    // std::stringstream
+#include <streambuf>  // std::streambuf
+#include <string>     // std::string
 #include <tuple>      // std::ignore
 #include <vector>     // std::vector
 

From 0986bd903e91a42580f34708d461617378b18b08 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 10 Oct 2022 17:00:36 +0200
Subject: [PATCH 0353/1010] Add missing virtual and final keywords.

---
 tests/mock_csvm.hpp | 2 +-
 tests/utility.hpp   | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index e4b682839..498309e4f 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -27,7 +27,7 @@
  * @tparam T the type of the data points
  */
 template <typename T>
-class mock_csvm : public plssvm::csvm<T> {
+class mock_csvm final : public plssvm::csvm<T> {
     using base_type = plssvm::csvm<T>;
 
   public:
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 0644eef4e..ff9f168fd 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -60,7 +60,7 @@ class redirect_output {
     /**
      * @brief Restore the original standard output location.
      */
-    ~redirect_output() {
+    virtual ~redirect_output() {
         // end capturing std::cout
         std::cout.rdbuf(sbuf_);
         sbuf_ = nullptr;
@@ -106,7 +106,7 @@ class temporary_file {
     /**
      * @brief Remove the temporary file if it exists.
      */
-    ~temporary_file() {
+    virtual ~temporary_file() {
         std::filesystem::remove(filename);
     }
 

From d3ec9c793eaa0f064fdb2a6641b5449f85475eb1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 11 Oct 2022 11:01:42 +0200
Subject: [PATCH 0354/1010] Rename kernel_type enum class to
 kernel_function_type and parameter class member kernel to kernel_type. Add
 set_params function.

---
 CMakeLists.txt                                | 20 ++---
 include/plssvm/backends/CUDA/csvm.hpp         |  8 +-
 include/plssvm/backends/HIP/csvm.hpp          |  8 +-
 include/plssvm/backends/OpenCL/csvm.hpp       |  8 +-
 .../plssvm/backends/OpenCL/detail/utility.hpp |  2 +-
 include/plssvm/backends/OpenMP/csvm.hpp       |  2 +-
 include/plssvm/backends/SYCL/csvm.hpp         |  2 +-
 include/plssvm/core.hpp                       |  2 +-
 include/plssvm/csvm.hpp                       | 63 ++++++++++-----
 include/plssvm/csvm_factory.hpp               |  6 +-
 include/plssvm/detail/cmd/parameter_train.hpp |  1 -
 .../plssvm/detail/io/libsvm_model_parsing.hpp | 20 ++---
 ...el_types.hpp => kernel_function_types.hpp} | 16 ++--
 include/plssvm/parameter.hpp                  | 26 ++++---
 src/plssvm/backends/CUDA/csvm.cu              | 26 +++----
 src/plssvm/backends/HIP/csvm.hip.cpp          | 28 +++----
 src/plssvm/backends/OpenCL/csvm.cpp           | 30 ++++----
 src/plssvm/backends/OpenCL/detail/utility.cpp |  8 +-
 src/plssvm/backends/OpenMP/csvm.cpp           | 28 +++----
 src/plssvm/backends/OpenMP/q_kernel.cpp       |  8 +-
 src/plssvm/backends/OpenMP/svm_kernel.cpp     | 18 ++---
 src/plssvm/backends/SYCL/csvm.cpp             | 32 ++++----
 src/plssvm/detail/cmd/parameter_train.cpp     | 18 ++---
 ...el_types.cpp => kernel_function_types.cpp} | 42 +++++-----
 src/plssvm/parameter.cpp                      |  2 +-
 tests/CMakeLists.txt                          |  2 +-
 tests/backends/compare.hpp                    | 16 ++--
 tests/backends/generic_tests.hpp              |  4 +-
 tests/csvm.cpp                                | 30 ++++----
 tests/detail/cmd/parameter_train.cpp          |  8 +-
 tests/detail/io/libsvm_model_parsing.cpp      | 17 +++--
 ...el_types.cpp => kernel_function_types.cpp} | 76 +++++++++----------
 tests/mock_csvm.hpp                           |  8 +-
 tests/model.cpp                               | 10 +--
 tests/parameter.cpp                           | 72 +++++++++---------
 tests/utility.hpp                             |  2 +-
 36 files changed, 346 insertions(+), 323 deletions(-)
 rename include/plssvm/{kernel_types.hpp => kernel_function_types.hpp} (89%)
 rename src/plssvm/{kernel_types.cpp => kernel_function_types.cpp} (62%)
 rename tests/{kernel_types.cpp => kernel_function_types.cpp} (70%)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index ae62a8eea..1f3bebbc1 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -28,7 +28,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_types.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_function_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -536,15 +536,15 @@ endif()
 ########################################################################################################################
 ##                                               configure version file                                               ##
 ########################################################################################################################
-message(STATUS "Configuring version and git metadata.")
-set(PRE_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp.in")
-set(POST_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp")
-include(cmake/git_watcher.cmake)
-configure_file(
-        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp.in
-        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp
-        @ONLY
-)
+#message(STATUS "Configuring version and git metadata.")
+#set(PRE_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp.in")
+#set(POST_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp")
+#include(cmake/git_watcher.cmake)
+#configure_file(
+#        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp.in
+#        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp
+#        @ONLY
+#)
 
 
 ########################################################################################################################
diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index fd3f3dd44..f0460fcd4 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -11,11 +11,11 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"                     // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
-#include "plssvm/parameter.hpp"                        // plssvm::parameter
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                // plssvm::detail::gpu_csvm
+#include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                        // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
 #include <utility>  // std::forward
 
@@ -60,7 +60,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     explicit csvm(target_platform target, parameter<real_type> params = {});
 
     template <typename... Args>
-    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
     }
 
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 9f5d8c82d..f7dabc10e 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -11,11 +11,11 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"                        // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
-#include "plssvm/parameter.hpp"                           // plssvm::parameter
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
+#include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                           // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
 #include <cstddef>  // std::size_t
 
@@ -60,7 +60,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     explicit csvm(target_platform target, parameter<real_type> params = {});
 
     template <typename... Args>
-    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
     }
 
diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index 0f874e4fb..f8432a69e 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -11,13 +11,13 @@
 
 #pragma once
 
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include <utility>  // std::forward
 #include <vector>   // std::vector
@@ -62,7 +62,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     explicit csvm(target_platform target, parameter<real_type> params = {});
 
     template <typename... Args>
-    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target, kernel);
     }
 
diff --git a/include/plssvm/backends/OpenCL/detail/utility.hpp b/include/plssvm/backends/OpenCL/detail/utility.hpp
index 2813733a2..c46265ec9 100644
--- a/include/plssvm/backends/OpenCL/detail/utility.hpp
+++ b/include/plssvm/backends/OpenCL/detail/utility.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"     // plssvm::opencl::detail::error_code
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"         // plssvm::opencl::detail::compute_kernel_name
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include "CL/cl.h"  // cl_uint, cl_int, clSetKernelArg, clEnqueueNDRangeKernel, clFinish
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 0cb0d5cc6..e42122d39 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -44,7 +44,7 @@ class csvm : public ::plssvm::csvm<T> {
      */
     explicit csvm(target_platform target, parameter<real_type> params = {});
     template <typename... Args>
-    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
     }
 
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 2748b60ab..2ff56bd9e 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -68,7 +68,7 @@ template <typename T>
     explicit csvm(target_platform target, parameter<real_type> params);
 
     template <typename... Args>
-    csvm(target_platform target, kernel_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
+    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
         // set kernel invocation type
         igor::parser p{ std::forward<Args>(named_args)... };
 
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 7caa55755..c1d4d8191 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -18,7 +18,7 @@
 #include "plssvm/parameter.hpp"
 
 #include "plssvm/backend_types.hpp"
-#include "plssvm/kernel_types.hpp"
+#include "plssvm/kernel_function_types.hpp"
 #include "plssvm/target_platforms.hpp"
 
 #include "plssvm/exceptions/exceptions.hpp"
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 59980b0b4..8767d4755 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -19,7 +19,7 @@
 #include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::{to_underlying, remove_cvref_t, always_false_v, unreachable}
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
-#include "plssvm/kernel_types.hpp"           // plssvm::kernel_type, plssvm::kernel_type_to_math_string
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 
@@ -27,7 +27,7 @@
 #include "igor/igor.hpp"  // igor::parser
 
 #include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast}
-#include <cstddef>      // std::size_tstderr
+#include <cstddef>      // std::size_t
 #include <iostream>     // std::clog, std::endl
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tie
@@ -38,6 +38,7 @@
 namespace plssvm {
 
 // TODO: remove T ??!??
+// TODO: exception docu
 
 /**
  * @brief Base class for all C-SVM backends.
@@ -67,7 +68,7 @@ class csvm {
      * @param[in] named_args the potential named-parameters
      */
     template <typename... Args>
-    explicit csvm(kernel_type kernel, Args &&...named_args);
+    explicit csvm(kernel_function_type kernel, Args &&...named_args);
 
     /**
      * @brief Default copy-constructor since a virtual destructor has been declared.
@@ -87,7 +88,19 @@ class csvm {
      * @return the SVM parameter (`[[nodiscard]]`)
      */
     [[nodiscard]] parameter<real_type> get_params() const noexcept { return params_; }
-    // TODO: set_params?
+
+    /**
+     * @brief Override the old SVM parameter with the new @p params.
+     * @param[in] params the new SVM parameter to use
+     */
+    void set_params(parameter<real_type> params) noexcept { params_ = std::move(params); }
+    /**
+     * @brief Override the old SVM parameter with the new ones given as named parameters in @ named_args.
+     * @tparam Args the type of the named-parameters
+     * @param[in] named_args the potential named-parameters
+     */
+    template <typename... Args>
+    void set_params(Args &&...named_args);
 
     ////////////////////////////////////////////////////////////////////////////////
     ////                               fit model                                ////
@@ -183,47 +196,54 @@ csvm<T>::csvm(parameter<real_type> params) :
 
 template <typename T>
 template <typename... Args>
-csvm<T>::csvm(kernel_type kernel, Args &&...named_args) {
-    igor::parser parser{ std::forward<Args>(named_args)... };
+csvm<T>::csvm(kernel_function_type kernel, Args &&...named_args) {
+    this->set_params(kernel_type = kernel, std::forward<Args>(named_args)...);
+}
 
-    // set kernel type
-    params_.kernel = kernel;
+template <typename T>
+template <typename... Args>
+void csvm<T>::set_params(Args &&...named_args) {
+    igor::parser parser{ std::forward<Args>(named_args)... };
 
     // compile time check: only named parameter are permitted
     static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
     // compile time check: each named parameter must only be passed once
     static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
-    // compile time check: only some named parameters are allowed
-    static_assert(!parser.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+    // compile time check: only some named parameters are allowed // TODO: SYCL
+    static_assert(!parser.has_other_than(kernel_type, gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
 
     // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
-    [[maybe_unused]] const auto print_warning = [kernel](const std::string_view param_name) {
-        std::clog << fmt::format("{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_type_to_math_string(kernel)) << std::endl;
+    [[maybe_unused]] const auto print_warning = [](const std::string_view param_name, const kernel_function_type kernel) {
+        std::clog << fmt::format("{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_function_type_to_math_string(kernel)) << std::endl;
     };
 
     // compile time/runtime check: the values must have the correct types
+    if constexpr (parser.has(kernel_type)) {
+        // get the value of the provided named parameter
+        params_.kernel_type = get_value_from_named_parameter<typename decltype(params_.kernel_type)::value_type>(parser, kernel_type);
+    }
     if constexpr (parser.has(gamma)) {
         // get the value of the provided named parameter
         params_.gamma = get_value_from_named_parameter<typename decltype(params_.gamma)::value_type>(parser, gamma);
         // runtime check: the value may only be used with a specific kernel type
-        if (kernel == kernel_type::linear) {
-            print_warning("gamma");
+        if (params_.kernel_type == kernel_function_type::linear) {
+            print_warning("gamma", params_.kernel_type);
         }
     }
     if constexpr (parser.has(degree)) {
         // get the value of the provided named parameter
         params_.degree = get_value_from_named_parameter<typename decltype(params_.degree)::value_type>(parser, degree);
         // runtime check: the value may only be used with a specific kernel type
-        if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning("degree");
+        if (params_.kernel_type == kernel_function_type::linear || params_.kernel_type == kernel_function_type::rbf) {
+            print_warning("degree", params_.kernel_type);
         }
     }
     if constexpr (parser.has(coef0)) {
         // get the value of the provided named parameter
         params_.coef0 = get_value_from_named_parameter<typename decltype(params_.coef0)::value_type>(parser, coef0);
         // runtime check: the value may only be used with a specific kernel type
-        if (kernel == kernel_type::linear || kernel == kernel_type::rbf) {
-            print_warning("coef0");
+        if (params_.kernel_type == kernel_function_type::linear || params_.kernel_type == kernel_function_type::rbf) {
+            print_warning("coef0", params_.kernel_type);
         }
     }
     if constexpr (parser.has(cost)) {
@@ -356,12 +376,13 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
 template <typename T>
 void csvm<T>::sanity_check_parameter() const {
     // kernel: valid kernel function
-    if (params_.kernel != kernel_type::linear && params_.kernel != kernel_type::polynomial && params_.kernel != kernel_type::rbf) {
-        throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel)) };
+    if (params_.kernel_type != kernel_function_type::linear && params_.kernel_type != kernel_function_type::polynomial && params_.kernel_type != kernel_function_type::rbf) {
+        throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel_type)) };
     }
 
     // gamma: must be greater than 0 IF explicitly provided, but only in the polynomial and rbf kernel
-    if ((params_.kernel == kernel_type::polynomial || params_.kernel == kernel_type::rbf) && !params_.gamma.is_default() && params_.gamma.value() <= real_type{ 0.0 }) {
+    if ((params_.kernel_type == kernel_function_type::polynomial || params_.kernel_type == kernel_function_type::rbf) &&
+        !params_.gamma.is_default() && params_.gamma.value() <= real_type{ 0.0 }) {
         throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0.0, but is {}!", params_.gamma) };
     }
     // degree: all allowed
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index ea8a25904..12d515323 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -66,7 +66,7 @@ namespace plssvm {
  */
 template <typename T, typename... Args>
 [[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const parameter<T> params, Args &&...args) {
-    return make_csvm<T>(backend, target, params.kernel, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost, std::forward<Args>(args)...);
+    return make_csvm<T>(backend, target, params.kernel_type, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost, std::forward<Args>(args)...);
 }
 
 /**
@@ -78,7 +78,7 @@ template <typename T, typename... Args>
  */
 template <typename T>
 [[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target) {
-    return make_csvm<T>(backend, target, parameter<T>{}.kernel);
+    return make_csvm<T>(backend, target, parameter<T>{}.kernel_type);
 }
 
 /**
@@ -92,7 +92,7 @@ template <typename T>
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename T, typename... Args>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const kernel_type kernel, Args &&...args) {
+[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const kernel_function_type kernel, Args &&...args) {
     switch (backend) {
         case backend_type::automatic:
             return make_csvm<T>(determine_default_backend(), target, kernel, std::forward<Args>(args)...);
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index 257b1d48a..412c0c3d5 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -17,7 +17,6 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/default_value.hpp"                         // plssvm::default_value
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index daf04319e..e159f3e36 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -121,7 +121,7 @@ template <typename real_type, typename label_type, typename size_type>
             } else if (detail::starts_with(line, "kernel_type")) {
                 // parse kernel_type, must be linear, polynomial or rbf
                 std::istringstream iss{ std::string{ value } };
-                iss >> params.kernel;
+                iss >> params.kernel_type;
                 if (iss.fail()) {
                     throw invalid_file_format_exception{ fmt::format("Unrecognized kernel type '{}'!", value) };
                 }
@@ -198,8 +198,8 @@ template <typename real_type, typename label_type, typename size_type>
         throw invalid_file_format_exception{ "Missing kernel_type!" };
     }
     // check provided values based on kernel_type
-    switch (params.kernel) {
-        case plssvm::kernel_type::linear:
+    switch (params.kernel_type) {
+        case plssvm::kernel_function_type::linear:
             if (!params.degree.is_default()) {
                 throw invalid_file_format_exception{ "Explicitly provided a value for the degree parameter which is not used in the linear kernel!" };
             }
@@ -210,9 +210,9 @@ template <typename real_type, typename label_type, typename size_type>
                 throw invalid_file_format_exception{ "Explicitly provided a value for the coef0 parameter which is not used in the linear kernel!" };
             }
             break;
-        case plssvm::kernel_type::polynomial:
+        case plssvm::kernel_function_type::polynomial:
             break;
-        case plssvm::kernel_type::rbf:
+        case plssvm::kernel_function_type::rbf:
 
             if (!params.degree.is_default()) {
                 throw invalid_file_format_exception{ "Explicitly provided a value for the degree parameter which is not used in the radial basis function kernel!" };
@@ -297,15 +297,15 @@ template <typename real_type, typename label_type>
     PLSSVM_ASSERT(data.has_labels(), "Cannot write a model file that does not include labels!");
 
     // save model file header
-    std::string out_string = fmt::format("svm_type c_svc\nkernel_type {}\n", params.kernel);
+    std::string out_string = fmt::format("svm_type c_svc\nkernel_type {}\n", params.kernel_type);
     // save the SVM parameter information based on the used kernel_type
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             out_string += fmt::format("degree {}\ngamma {}\ncoef0 {}\n", params.degree, params.gamma, params.coef0);
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             out_string += fmt::format("gamma {}\n", params.gamma);
             break;
     }
diff --git a/include/plssvm/kernel_types.hpp b/include/plssvm/kernel_function_types.hpp
similarity index 89%
rename from include/plssvm/kernel_types.hpp
rename to include/plssvm/kernel_function_types.hpp
index a035b0489..2618c1b7e 100644
--- a/include/plssvm/kernel_types.hpp
+++ b/include/plssvm/kernel_function_types.hpp
@@ -27,7 +27,7 @@ namespace plssvm {
 /**
  * @brief Enum class for all implemented kernel functions.
  */
-enum class kernel_type {
+enum class kernel_function_type {
     /** Linear kernel function: \f$\vec{u}^T \cdot \vec{v}\f$. */
     linear = 0,
     /** Polynomial kernel function: \f$(gamma \cdot \vec{u}^T \cdot \vec{v} + coef0)^{degree}\f$. */
@@ -42,7 +42,7 @@ enum class kernel_type {
  * @param[in] kernel the kernel type
  * @return the output-stream
  */
-std::ostream &operator<<(std::ostream &out, kernel_type kernel);
+std::ostream &operator<<(std::ostream &out, kernel_function_type kernel);
 
 /**
  * @brief Return the mathematical representation of the kernel_type @p kernel.
@@ -50,7 +50,7 @@ std::ostream &operator<<(std::ostream &out, kernel_type kernel);
  * @param[in] kernel the kernel type
  * @return the mathematical representation of @p kernel
  */
-std::string_view kernel_type_to_math_string(kernel_type kernel) noexcept;
+std::string_view kernel_function_type_to_math_string(kernel_function_type kernel) noexcept;
 
 /**
  * @brief Use the input-stream @p in to initialize the @p kernel type.
@@ -59,7 +59,7 @@ std::string_view kernel_type_to_math_string(kernel_type kernel) noexcept;
  * @param[in] kernel the kernel type
  * @return the input-stream
  */
-std::istream &operator>>(std::istream &in, kernel_type &kernel);
+std::istream &operator>>(std::istream &in, kernel_function_type &kernel);
 
 /**
  * @brief Computes the value of the two vectors @p xi and @p xj using the @p kernel function determined at compile-time.
@@ -71,22 +71,22 @@ std::istream &operator>>(std::istream &in, kernel_type &kernel);
  * @param[in] args additional parameters
  * @return the value computed by the @p kernel function (`[[nodiscard]]`)
  */
-template <kernel_type kernel, typename real_type, typename... Args>
+template <kernel_function_type kernel, typename real_type, typename... Args>
 [[nodiscard]] inline real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, Args &&...args) {
     using namespace plssvm::operators;
 
     PLSSVM_ASSERT(xi.size() == xj.size(), "Sizes mismatch!: {} != {}", xi.size(), xj.size());
 
-    if constexpr (kernel == kernel_type::linear) {
+    if constexpr (kernel == kernel_function_type::linear) {
         static_assert(sizeof...(args) == 0, "Illegal number of additional parameters! Must be 0.");
         return transposed{ xi } * xj;
-    } else if constexpr (kernel == kernel_type::polynomial) {
+    } else if constexpr (kernel == kernel_function_type::polynomial) {
         static_assert(sizeof...(args) == 3, "Illegal number of additional parameters! Must be 3.");
         const auto degree = static_cast<real_type>(detail::get<0>(args...));
         const auto gamma = static_cast<real_type>(detail::get<1>(args...));
         const auto coef0 = static_cast<real_type>(detail::get<2>(args...));
         return std::pow(std::fma(gamma, (transposed<real_type>{ xi } * xj), coef0), degree);
-    } else if constexpr (kernel == kernel_type::rbf) {
+    } else if constexpr (kernel == kernel_function_type::rbf) {
         static_assert(sizeof...(args) == 1, "Illegal number of additional parameters! Must be 1.");
         const auto gamma = static_cast<real_type>(detail::get<0>(args...));
         return std::exp(-gamma * squared_euclidean_dist(xi, xj));
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 6683300eb..4ac9e4e9f 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -13,8 +13,8 @@
 #define PLSSVM_PARAMETER_HPP_
 #pragma once
 
-#include "plssvm/default_value.hpp"  // plssvm::default_value
-#include "plssvm/kernel_types.hpp"   // plssvm::kernel_type
+#include "plssvm/default_value.hpp"          // plssvm::default_value
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
 #include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT
 
@@ -25,6 +25,8 @@
 namespace plssvm {
 
 // create named arguments
+/// Create a named argument for the `kernel` SVM parameter.
+IGOR_MAKE_NAMED_ARGUMENT(kernel_type);
 /// Create a named argument for the `gamma` SVM parameter.
 IGOR_MAKE_NAMED_ARGUMENT(gamma);
 /// Create a named argument for the `degree` SVM parameter.
@@ -66,9 +68,9 @@ struct parameter {
      * @param[in] coef0_p the coef0 used in the polynomial kernel function
      * @param[in] cost_p the cost used in all kernel functions
      */
-    constexpr parameter(const kernel_type kernel_p, const int degree_p, const real_type gamma_p, const real_type coef0_p, const real_type cost_p) noexcept {
+    constexpr parameter(const kernel_function_type kernel_p, const int degree_p, const real_type gamma_p, const real_type coef0_p, const real_type cost_p) noexcept {
         // not in member initializer list since we want to override the default value
-        kernel = kernel_p;
+        kernel_type = kernel_p;
         degree = degree_p;
         gamma = gamma_p;
         coef0 = coef0_p;
@@ -76,7 +78,7 @@ struct parameter {
     }
 
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
-    default_value<kernel_type> kernel{ default_init<kernel_type>{ kernel_type::linear } };
+    default_value<kernel_function_type> kernel_type{ default_init<kernel_function_type>{ kernel_function_type::linear } };
     /// The degree parameter used in the polynomial kernel function.
     default_value<int> degree{ default_init<int>{ 3 } };
     /// The gamma parameter used in the polynomial and rbf kernel functions.
@@ -98,7 +100,7 @@ struct parameter {
             return parameter<real_type>{ *this };
         } else {
             // convert between parameter<float> <-> parameter<double>
-            return parameter<U>{ kernel, degree, default_value<U>{ gamma }, default_value<U>{ coef0 }, default_value<U>{ cost } };
+            return parameter<U>{ kernel_type, degree, default_value<U>{ gamma }, default_value<U>{ coef0 }, default_value<U>{ cost } };
         }
     }
 
@@ -113,16 +115,16 @@ struct parameter {
     constexpr bool equivalent(const parameter &other) const noexcept {
         // equality check, but only the member variables that a necessary for the current kernel type are compared!
         // cannot be equal if both parameters have different kernel types
-        if (kernel != other.kernel) {
+        if (kernel_type != other.kernel_type) {
             return false;
         }
         // check member variables based on kernel type
-        switch (kernel.value()) {
-            case kernel_type::linear:
+        switch (kernel_type.value()) {
+            case kernel_function_type::linear:
                 return cost == other.cost;
-            case kernel_type::polynomial:
+            case kernel_function_type::polynomial:
                 return degree == other.degree && gamma == other.gamma && coef0 == other.coef0 && cost == other.cost;
-            case kernel_type::rbf:
+            case kernel_function_type::rbf:
                 return gamma == other.gamma && cost == other.cost;
         }
         return false;
@@ -142,7 +144,7 @@ extern template struct parameter<double>;
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator==(const parameter<T> &lhs, const parameter<T> &rhs) noexcept {
-    return lhs.kernel == rhs.kernel && lhs.degree == rhs.degree && lhs.gamma == rhs.gamma && lhs.coef0 == rhs.coef0 && lhs.cost == rhs.cost;
+    return lhs.kernel_type == rhs.kernel_type && lhs.degree == rhs.degree && lhs.gamma == rhs.gamma && lhs.coef0 == rhs.coef0 && lhs.cost == rhs.cost;
 }
 /**
  * @brief Compares the two parameter sets @p lhs and @p rhs for inequality.
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 65d76a3dd..96d7626ea 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -18,7 +18,7 @@
 #include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"           // plssvm::detail::execution_range
 #include "plssvm/exceptions/exceptions.hpp"            // plssvm::exception
-#include "plssvm/kernel_types.hpp"                     // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                        // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
@@ -102,15 +102,15 @@ void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execu
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
@@ -123,15 +123,15 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
@@ -153,13 +153,13 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index c9c5b5a46..f9f364ee0 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -18,7 +18,7 @@
 #include "plssvm/detail/assert.hpp"                       // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"              // plssvm::detail::execution_range
 #include "plssvm/exceptions/exceptions.hpp"               // plssvm::exception
-#include "plssvm/kernel_types.hpp"                        // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                           // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
@@ -102,17 +102,17 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 template <typename T>
 void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
-    
+
     detail::set_device(device);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
@@ -125,15 +125,15 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
@@ -155,13 +155,13 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 78896e443..5e2de6041 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -19,7 +19,7 @@
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                // plssvm::detail::execution_range
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
@@ -43,7 +43,7 @@ csvm<T>::csvm(const target_platform target, parameter<real_type> params) : base_
 }
 
 template <typename T>
-void csvm<T>::init(const target_platform target, const kernel_type kernel) {
+void csvm<T>::init(const target_platform target, const kernel_function_type kernel) {
     // check whether the requested target platform has been enabled
     switch (target) {
         case target_platform::automatic:
@@ -123,7 +123,7 @@ void csvm<T>::init(const target_platform target, const kernel_type kernel) {
                   "The q_kernel device kernel is missing!");
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::svm_kernel) == 1; }),
                   "The q_kernel device kernel is missing!");
-    if (kernel == kernel_type::linear) {
+    if (kernel == kernel_function_type::linear) {
         PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::w_kernel) == 1; }),
                       "The w_kernel device kernel is missing!");
     } else {
@@ -163,15 +163,15 @@ template <typename T>
 void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
@@ -182,15 +182,15 @@ template <typename T>
 void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
             break;
@@ -208,13 +208,13 @@ template <typename T>
 void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
             break;
     }
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 7011c88c4..ad83ee154 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -180,17 +180,17 @@ std::string get_device_name(const command_queue &queue) {
     return device_name;
 }
 
-std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function_names(const kernel_type kernel) {
+std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function_names(const kernel_function_type kernel) {
     switch (kernel) {
-        case kernel_type::linear:
+        case kernel_function_type::linear:
             return { std::make_pair(compute_kernel_name::q_kernel, "device_kernel_q_linear"),
                      std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_linear"),
                      std::make_pair(compute_kernel_name::w_kernel, "device_kernel_w_linear") };
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             return { std::make_pair(compute_kernel_name::q_kernel, "device_kernel_q_poly"),
                      std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_poly"),
                      std::make_pair(compute_kernel_name::predict_kernel, "device_kernel_predict_poly") };
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             return { std::make_pair(compute_kernel_name::q_kernel, "device_kernel_q_radial"),
                      std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_radial"),
                      std::make_pair(compute_kernel_name::predict_kernel, "device_kernel_predict_radial") };
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 01a80de45..2897b3527 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -15,7 +15,7 @@
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::unsupported_kernel_type_exception
-#include "plssvm/kernel_types.hpp"                // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                   // plssvm::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
@@ -61,14 +61,14 @@ void csvm<T>::init(const target_platform target) {
 template <typename T>
 auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const -> std::vector<real_type> {
     std::vector<real_type> q(data.size() - 1);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             device_kernel_q_linear(q, data);
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             device_kernel_q_poly(q, data, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             device_kernel_q_radial(q, data, params.gamma.value());
             break;
     }
@@ -77,14 +77,14 @@ auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<s
 
 template <typename T>
 void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma.value());
             break;
     }
@@ -228,18 +228,18 @@ auto csvm<T>::predict_values(const parameter<real_type> &params, const std::vect
     std::vector<real_type> out(predict_points.size(), -rho);
 
     // use faster methode in case of the linear kernel function
-    if (params.kernel == kernel_type::linear && w.empty()) {
+    if (params.kernel_type == kernel_function_type::linear && w.empty()) {
         w = calculate_w(support_vectors, alpha);
     }
 
     #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
-        switch (params.kernel) {
-            case kernel_type::linear:
+        switch (params.kernel_type) {
+            case kernel_function_type::linear:
                 out[point_index] += transposed{ w } * predict_points[point_index];
                 break;
-            case kernel_type::polynomial:
-            case kernel_type::rbf:
+            case kernel_function_type::polynomial:
+            case kernel_function_type::rbf:
                 {
                     real_type temp{ 0.0 };
                     #pragma omp simd reduction(+: temp)
diff --git a/src/plssvm/backends/OpenMP/q_kernel.cpp b/src/plssvm/backends/OpenMP/q_kernel.cpp
index 9f5bc6944..bb49a89a2 100644
--- a/src/plssvm/backends/OpenMP/q_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/q_kernel.cpp
@@ -9,7 +9,7 @@
 #include "plssvm/backends/OpenMP/q_kernel.hpp"
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
-#include "plssvm/kernel_types.hpp"   // plssvm::kernel_function
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function
 
 #include <vector>  // std::vector
 
@@ -21,7 +21,7 @@ void device_kernel_q_linear(std::vector<real_type> &q, const std::vector<std::ve
 
     #pragma omp parallel for
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
-        q[i] = kernel_function<kernel_type::linear>(data[i], data.back());
+        q[i] = kernel_function<kernel_function_type::linear>(data[i], data.back());
     }
 }
 template void device_kernel_q_linear(std::vector<float> &, const std::vector<std::vector<float>> &);
@@ -33,7 +33,7 @@ void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vect
 
     #pragma omp parallel for
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
-        q[i] = kernel_function<kernel_type::polynomial>(data[i], data.back(), degree, gamma, coef0);
+        q[i] = kernel_function<kernel_function_type::polynomial>(data[i], data.back(), degree, gamma, coef0);
     }
 }
 template void device_kernel_q_poly(std::vector<float> &, const std::vector<std::vector<float>> &, const int, const float, const float);
@@ -45,7 +45,7 @@ void device_kernel_q_radial(std::vector<real_type> &q, const std::vector<std::ve
 
     #pragma omp parallel for
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
-        q[i] = kernel_function<kernel_type::rbf>(data[i], data.back(), gamma);
+        q[i] = kernel_function<kernel_function_type::rbf>(data[i], data.back(), gamma);
     }
 }
 template void device_kernel_q_radial(std::vector<float> &, const std::vector<std::vector<float>> &, const float);
diff --git a/src/plssvm/backends/OpenMP/svm_kernel.cpp b/src/plssvm/backends/OpenMP/svm_kernel.cpp
index 86a075156..435a69dea 100644
--- a/src/plssvm/backends/OpenMP/svm_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/svm_kernel.cpp
@@ -8,8 +8,8 @@
 
 #include "plssvm/backends/OpenMP/svm_kernel.hpp"
 
-#include "plssvm/constants.hpp"     // plssvm::kernel_index_type, plssvm::OPENMP_BLOCK_SIZE
-#include "plssvm/kernel_types.hpp"  // plssvm::kernel_type, plssvm::kernel_function
+#include "plssvm/constants.hpp"              // plssvm::kernel_index_type, plssvm::OPENMP_BLOCK_SIZE
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function
 
 #include <utility>  // std::forward
 #include <vector>   // std::vector
@@ -18,11 +18,11 @@ namespace plssvm::openmp {
 
 namespace detail {
 
-template <kernel_type kernel, typename real_type, typename... Args>
+template <kernel_function_type kernel, typename real_type, typename... Args>
 void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, Args &&...args) {
     const auto dept = static_cast<kernel_index_type>(d.size());
 
-    #pragma omp parallel for collapse(2) schedule(dynamic)
+#pragma omp parallel for collapse(2) schedule(dynamic)
     for (kernel_index_type i = 0; i < dept; i += OPENMP_BLOCK_SIZE) {
         for (kernel_index_type j = 0; j < dept; j += OPENMP_BLOCK_SIZE) {
             for (kernel_index_type ii = 0; ii < OPENMP_BLOCK_SIZE && ii + i < dept; ++ii) {
@@ -34,12 +34,12 @@ void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret,
                             ret_iii += (temp + cost * add) * d[ii + i];
                         } else {
                             ret_iii += temp * d[jj + j];
-                            #pragma omp atomic
+#pragma omp atomic
                             ret[jj + j] += temp * d[ii + i];
                         }
                     }
                 }
-                #pragma omp atomic
+#pragma omp atomic
                 ret[ii + i] += ret_iii;
             }
         }
@@ -50,21 +50,21 @@ void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret,
 
 template <typename real_type>
 void device_kernel_linear(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add) {
-    detail::device_kernel<kernel_type::linear>(q, ret, d, data, QA_cost, cost, add);
+    detail::device_kernel<kernel_function_type::linear>(q, ret, d, data, QA_cost, cost, add);
 }
 template void device_kernel_linear(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float, const float);
 template void device_kernel_linear(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double, const double);
 
 template <typename real_type>
 void device_kernel_poly(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
-    detail::device_kernel<kernel_type::polynomial>(q, ret, d, data, QA_cost, cost, add, degree, gamma, coef0);
+    detail::device_kernel<kernel_function_type::polynomial>(q, ret, d, data, QA_cost, cost, add, degree, gamma, coef0);
 }
 template void device_kernel_poly(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float, const float, const int, const float, const float);
 template void device_kernel_poly(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double, const double, const int, const double, const double);
 
 template <typename real_type>
 void device_kernel_radial(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const real_type gamma) {
-    detail::device_kernel<kernel_type::rbf>(q, ret, d, data, QA_cost, cost, add, gamma);
+    detail::device_kernel<kernel_function_type::rbf>(q, ret, d, data, QA_cost, cost, add, gamma);
 }
 template void device_kernel_radial(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float, const float, const float);
 template void device_kernel_radial(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double, const double, const double);
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index 26a1a54c1..98957fb72 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -8,22 +8,22 @@
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp" // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"    // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"        // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/SYCL/predict_kernel.hpp"                                  // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
-#include "plssvm/backends/SYCL/q_kernel.hpp"                                        // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
-#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"                         // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
-#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"                             // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
-#include "plssvm/backends/gpu_csvm.hpp"                                             // plssvm::detail::gpu_csvm
-#include "plssvm/constants.hpp"                                                     // plssvm::kernel_index_type
-#include "plssvm/detail/assert.hpp"                                                 // PLSSVM_ASSERT
-#include "plssvm/detail/execution_range.hpp"                                        // plssvm::detail::execution_range
-#include "plssvm/exceptions/exceptions.hpp"                                         // plssvm::exception
-#include "plssvm/kernel_types.hpp"                                                  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                                                     // plssvm::parameter
-#include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
+#include "plssvm/backends/SYCL/predict_kernel.hpp"                                                 // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
+#include "plssvm/backends/SYCL/q_kernel.hpp"                                                       // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"                                        // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"                                            // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"   // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"     // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"         // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
+#include "plssvm/backends/gpu_csvm.hpp"                                                            // plssvm::detail::gpu_csvm
+#include "plssvm/constants.hpp"                                                                    // plssvm::kernel_index_type
+#include "plssvm/detail/assert.hpp"                                                                // PLSSVM_ASSERT
+#include "plssvm/detail/execution_range.hpp"                                                       // plssvm::detail::execution_range
+#include "plssvm/exceptions/exceptions.hpp"                                                        // plssvm::exception
+#include "plssvm/kernel_function_types.hpp"                                                        // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                                                                    // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                                                             // plssvm::target_platform
 
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parameter_train.cpp
index 7b18e54ae..8b785ad14 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parameter_train.cpp
@@ -16,7 +16,7 @@
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
-#include "plssvm/kernel_types.hpp"                       // plssvm::kernel_type_to_math_string
+#include "plssvm/kernel_function_types.hpp"              // plssvm::kernel_type_to_math_string
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
@@ -45,7 +45,7 @@ parameter_train::parameter_train(int argc, char **argv) {
         .set_tab_expansion()
         // clang-format off
        .add_options()
-           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<typename decltype(csvm_params.kernel)::value_type>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel))))
+           ("t,kernel_type", "set type of kernel function. \n\t 0 -- linear: u'*v\n\t 1 -- polynomial: (gamma*u'*v + coef0)^degree \n\t 2 -- radial basis function: exp(-gamma*|u-v|^2)", cxxopts::value<typename decltype(csvm_params.kernel_type)::value_type>()->default_value(fmt::format("{}", detail::to_underlying(csvm_params.kernel_type))))
            ("d,degree", "set degree in kernel function", cxxopts::value<typename decltype(csvm_params.degree)::value_type>()->default_value(fmt::format("{}", csvm_params.degree)))
            ("g,gamma", "set gamma in kernel function (default: 1 / num_features)", cxxopts::value<typename decltype(csvm_params.gamma)::value_type>())
            ("r,coef0", "set coef0 in kernel function", cxxopts::value<typename decltype(csvm_params.coef0)::value_type>()->default_value(fmt::format("{}", csvm_params.coef0)))
@@ -99,7 +99,7 @@ parameter_train::parameter_train(int argc, char **argv) {
 
     // parse kernel_type and cast the value to the respective enum
     if (result.count("kernel_type")) {
-        csvm_params.kernel = result["kernel_type"].as<typename decltype(csvm_params.kernel)::value_type>();
+        csvm_params.kernel_type = result["kernel_type"].as<typename decltype(csvm_params.kernel_type)::value_type>();
     }
 
     // parse degree
@@ -109,7 +109,7 @@ parameter_train::parameter_train(int argc, char **argv) {
 
     // parse gamma
     if (result.count("gamma")) {
-        typename decltype(csvm_params.gamma)::value_type gamma_input = result["gamma"].as<typename decltype(csvm_params.gamma)::value_type>();
+        const typename decltype(csvm_params.gamma)::value_type gamma_input = result["gamma"].as<typename decltype(csvm_params.gamma)::value_type>();
         // check if the provided gamma is legal
         if (gamma_input <= decltype(gamma_input){ 0.0 }) {
             std::cerr << fmt::format("gamma must be greater than 0.0, but is {}!", gamma_input) << std::endl;
@@ -189,11 +189,11 @@ parameter_train::parameter_train(int argc, char **argv) {
 }
 
 std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
-    out << fmt::format("kernel_type: {} -> {}\n", params.csvm_params.kernel, kernel_type_to_math_string(params.csvm_params.kernel));
-    switch (params.csvm_params.kernel) {
-        case kernel_type::linear:
+    out << fmt::format("kernel_type: {} -> {}\n", params.csvm_params.kernel_type, kernel_function_type_to_math_string(params.csvm_params.kernel_type));
+    switch (params.csvm_params.kernel_type) {
+        case kernel_function_type::linear:
             break;
-        case kernel_type::polynomial: {
+        case kernel_function_type::polynomial: {
             if (params.csvm_params.gamma.is_default()) {
                 out << "gamma: 1 / num_features (default)\n";
             } else {
@@ -202,7 +202,7 @@ std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
             out << fmt::format("coef0: {}{}\n", params.csvm_params.coef0.value(), params.csvm_params.coef0.is_default() ? " (default)" : "");
             out << fmt::format("degree: {}{}\n", params.csvm_params.degree.value(), params.csvm_params.degree.is_default() ? " (default)" : "");
         } break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             out << fmt::format("gamma: {}\n", params.csvm_params.gamma);
             break;
     }
diff --git a/src/plssvm/kernel_types.cpp b/src/plssvm/kernel_function_types.cpp
similarity index 62%
rename from src/plssvm/kernel_types.cpp
rename to src/plssvm/kernel_function_types.cpp
index 81a6b3bf0..ee7ebbc57 100644
--- a/src/plssvm/kernel_types.cpp
+++ b/src/plssvm/kernel_function_types.cpp
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/kernel_types.hpp"
+#include "plssvm/kernel_function_types.hpp"
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 #include "plssvm/parameter.hpp"              // plssvm::parameter
@@ -18,41 +18,41 @@
 
 namespace plssvm {
 
-std::ostream &operator<<(std::ostream &out, const kernel_type kernel) {
+std::ostream &operator<<(std::ostream &out, const kernel_function_type kernel) {
     switch (kernel) {
-        case kernel_type::linear:
+        case kernel_function_type::linear:
             return out << "linear";
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             return out << "polynomial";
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             return out << "rbf";
     }
     return out << "unknown";
 }
 
-std::string_view kernel_type_to_math_string(const kernel_type kernel) noexcept {
+std::string_view kernel_function_type_to_math_string(const kernel_function_type kernel) noexcept {
     switch (kernel) {
-        case kernel_type::linear:
+        case kernel_function_type::linear:
             return "u'*v";
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             return "(gamma*u'*v+coef0)^degree";
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             return "exp(-gamma*|u-v|^2)";
     }
     return "unknown";
 }
 
-std::istream &operator>>(std::istream &in, kernel_type &kernel) {
+std::istream &operator>>(std::istream &in, kernel_function_type &kernel) {
     std::string str;
     in >> str;
     detail::to_lower_case(str);
 
     if (str == "linear" || str == "0") {
-        kernel = kernel_type::linear;
+        kernel = kernel_function_type::linear;
     } else if (str == "polynomial" || str == "1") {
-        kernel = kernel_type::polynomial;
+        kernel = kernel_function_type::polynomial;
     } else if (str == "rbf" || str == "2") {
-        kernel = kernel_type::rbf;
+        kernel = kernel_function_type::rbf;
     } else {
         in.setstate(std::ios::failbit);
     }
@@ -63,15 +63,15 @@ template <typename real_type>
 real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params) {
     PLSSVM_ASSERT(xi.size() == xj.size(), "Sizes mismatch!: {} != {}", xi.size(), xj.size());
 
-    switch (params.kernel) {
-        case kernel_type::linear:
-            return kernel_function<kernel_type::linear>(xi, xj);
-        case kernel_type::polynomial:
-            return kernel_function<kernel_type::polynomial>(xi, xj, params.degree, params.gamma, params.coef0);
-        case kernel_type::rbf:
-            return kernel_function<kernel_type::rbf>(xi, xj, params.gamma);
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
+            return kernel_function<kernel_function_type::linear>(xi, xj);
+        case kernel_function_type::polynomial:
+            return kernel_function<kernel_function_type::polynomial>(xi, xj, params.degree, params.gamma, params.coef0);
+        case kernel_function_type::rbf:
+            return kernel_function<kernel_function_type::rbf>(xi, xj, params.gamma);
     }
-    throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", detail::to_underlying(params.kernel)) };
+    throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", detail::to_underlying(params.kernel_type)) };
 }
 
 template float kernel_function(const std::vector<float> &, const std::vector<float> &, const parameter<float> &);
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index 22f37bade..fe7abdecd 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -30,7 +30,7 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
                "coef0                       {}\n"
                "cost                        {}\n"
                "real_type                   {}\n",
-               params.kernel,
+               params.kernel_type,
                params.degree,
                params.gamma,
                params.coef0,
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index d7af5cc8b..378211383 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -126,7 +126,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
     ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
     ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/kernel_types.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/kernel_function_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/model.cpp
     ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
     ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index fbda8538d..133b08d8c 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -13,7 +13,7 @@
 
 #include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
-#include "plssvm/kernel_types.hpp"    // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
 #include <vector>  // std::vector
 
@@ -75,15 +75,15 @@ template <typename real_type>
  * @param[in] csvm the SVM encapsulating all necessary parameters
  * @return the result after applying the kernel function (`[[nodiscard]]`)
  */
-template <plssvm::kernel_type kernel, typename real_type, typename SVM>
+template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
 [[nodiscard]] real_type kernel_function(const std::vector<real_type> &x, const std::vector<real_type> &y, [[maybe_unused]] const SVM &csvm) {
     PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
 
-    if constexpr (kernel == plssvm::kernel_type::linear) {
+    if constexpr (kernel == plssvm::kernel_function_type::linear) {
         return detail::linear_kernel(x, y);
-    } else if constexpr (kernel == plssvm::kernel_type::polynomial) {
+    } else if constexpr (kernel == plssvm::kernel_function_type::polynomial) {
         return detail::poly_kernel(x, y, csvm.get_degree(), csvm.get_gamma(), csvm.get_coef0());
-    } else if constexpr (kernel == plssvm::kernel_type::rbf) {
+    } else if constexpr (kernel == plssvm::kernel_function_type::rbf) {
         return detail::radial_kernel(x, y, csvm.get_gamma());
     } else {
         static_assert(plssvm::detail::always_false_v<real_type>, "Unknown kernel type!");
@@ -100,13 +100,13 @@ template <plssvm::kernel_type kernel, typename real_type, typename SVM>
  * @param[in] csvm the SVM encapsulating all necessary parameters
  * @return the generated `q` vector (`[[nodiscard]]`)
  */
-template <plssvm::kernel_type kernel, typename real_type, typename SVM>
+template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
 [[nodiscard]] std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data, [[maybe_unused]] const std::size_t num_devices, const SVM &csvm) {
     std::vector<real_type> result;
     result.reserve(data.size() - 1);
 
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
-        if constexpr (kernel == plssvm::kernel_type::linear) {
+        if constexpr (kernel == plssvm::kernel_function_type::linear) {
             result.emplace_back(detail::linear_kernel(data.back(), data[i], num_devices));
         } else {
             result.emplace_back(kernel_function<kernel>(data.back(), data[i], csvm));
@@ -129,7 +129,7 @@ template <plssvm::kernel_type kernel, typename real_type, typename SVM>
  * @param[in] csvm the SVM encapsulating all necessary parameters
  * @return the result vector (`[[nodiscard]]`)
  */
-template <plssvm::kernel_type kernel, typename real_type, typename SVM>
+template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
 [[nodiscard]] std::vector<real_type> device_kernel_function(const std::vector<std::vector<real_type>> &data, std::vector<real_type> &x, const std::vector<real_type> &q, const real_type QA_cost, const real_type cost, const real_type add, const SVM &csvm) {
     PLSSVM_ASSERT(x.size() == q.size(), "Sizes mismatch!: {} != {}", x.size(), q.size());
     PLSSVM_ASSERT(x.size() == data.size() - 1, "Sizes mismatch!: {} != {}", x.size(), data.size() - 1);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 4fa442ef6..11f4916d4 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -16,12 +16,12 @@
 #include "utility.hpp"           // util::gtest_assert_floating_point_near, util::gtest_assert_floating_point_eq, util::gtest_expect_correct_csvm_factory, util::create_temp_file
 
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/constants.hpp"                             // plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
-#include "plssvm/kernel_types.hpp"                          // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 
 #include "fmt/format.h"   // fmt::format
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 20b905f65..e85c7fa5f 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -11,7 +11,7 @@
 #include "mock_csvm.hpp"                     // mock_csvm
 #include "plssvm/data_set.hpp"               // plssvm::data_set
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
-#include "plssvm/kernel_types.hpp"           // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 
@@ -45,7 +45,7 @@ TYPED_TEST(BaseCSVM, construct_from_parameter) {
     using real_type = TypeParam;
 
     // create parameter class
-    const plssvm::parameter<real_type> params{ plssvm::kernel_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
     const mock_csvm<real_type> csvm{ params };
@@ -59,7 +59,7 @@ TYPED_TEST(BaseCSVM, construct_from_parameter_invalid_kernel_type) {
 
     // create parameter class
     plssvm::parameter<real_type> params{};
-    params.kernel = static_cast<plssvm::kernel_type>(3);
+    params.kernel_type = static_cast<plssvm::kernel_function_type>(3);
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
     EXPECT_THROW_WHAT(mock_csvm<real_type>{ params }, plssvm::invalid_parameter_exception, "Invalid kernel function 3 given!");
@@ -69,7 +69,7 @@ TYPED_TEST(BaseCSVM, construct_from_parameter_invalid_gamma) {
 
     // create parameter class
     plssvm::parameter<real_type> params{};
-    params.kernel = plssvm::kernel_type::polynomial;
+    params.kernel_type = plssvm::kernel_function_type::polynomial;
     params.gamma = -1.0;
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
@@ -84,7 +84,7 @@ TYPED_TEST(BaseCSVM, construct_linear_from_named_parameters) {
     params.cost = 2.0;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::cost = params.cost };
+    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::cost = params.cost };
 
     // check whether the parameters have been set correctly
     EXPECT_TRUE(csvm.get_params().equivalent(params));
@@ -93,10 +93,10 @@ TYPED_TEST(BaseCSVM, construct_polynomial_from_named_parameters) {
     using real_type = TypeParam;
 
     // correct parameters
-    const plssvm::parameter<real_type> params{ plssvm::kernel_type::polynomial, 4, 0.1, 1.2, 0.001 };
+    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, 0.1, 1.2, 0.001 };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ plssvm::kernel_type::polynomial,
+    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::polynomial,
                                      plssvm::degree = params.degree,
                                      plssvm::gamma = params.gamma,
                                      plssvm::coef0 = params.coef0,
@@ -110,12 +110,12 @@ TYPED_TEST(BaseCSVM, construct_rbf_from_named_parameters) {
 
     // correct parameters
     plssvm::parameter<real_type> params{};
-    params.kernel = plssvm::kernel_type::rbf;
+    params.kernel_type = plssvm::kernel_function_type::rbf;
     params.gamma = 0.00001;
     params.cost = 10.0;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ plssvm::kernel_type::rbf,
+    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::rbf,
                                      plssvm::gamma = params.gamma,
                                      plssvm::cost = params.cost };
 
@@ -150,7 +150,7 @@ TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_degree) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::degree = 2 };
+    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::degree = 2 };
 
     // end capture of std::clog
     this->end_capturing();
@@ -163,7 +163,7 @@ TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_gamma) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::gamma = 0.1 };
+    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
 
     // end capture of std::clog
     this->end_capturing();
@@ -176,7 +176,7 @@ TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm<real_type> csvm{ plssvm::kernel_type::linear, plssvm::coef0 = 0.1 };
+    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
 
     // end capture of std::clog
     this->end_capturing();
@@ -188,7 +188,7 @@ TYPED_TEST(BaseCSVM, construct_from_named_parameters_invalid_kernel_type) {
     using real_type = TypeParam;
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
-    EXPECT_THROW_WHAT(mock_csvm<real_type>{ static_cast<plssvm::kernel_type>(3) },
+    EXPECT_THROW_WHAT(mock_csvm<real_type>{ static_cast<plssvm::kernel_function_type>(3) },
                       plssvm::invalid_parameter_exception,
                       "Invalid kernel function 3 given!");
 }
@@ -196,7 +196,7 @@ TYPED_TEST(BaseCSVM, construct_from_named_parameters_invalid_gamma) {
     using real_type = TypeParam;
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
-    EXPECT_THROW_WHAT((mock_csvm<real_type>{ plssvm::kernel_type::polynomial, plssvm::gamma = -1.0 }),
+    EXPECT_THROW_WHAT((mock_csvm<real_type>{ plssvm::kernel_function_type::polynomial, plssvm::gamma = -1.0 }),
                       plssvm::invalid_parameter_exception,
                       "gamma must be greater than 0.0, but is -1!");
 }
@@ -205,7 +205,7 @@ TYPED_TEST(BaseCSVM, get_params) {
     using real_type = TypeParam;
 
     // create parameter class
-    const plssvm::parameter<real_type> params{ plssvm::kernel_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
     const mock_csvm<real_type> csvm{ params };
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 7a5421048..443e7c4c3 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -81,7 +81,7 @@ TEST_F(ParameterTrain, all_arguments) {
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
 
     // check parsed values
-    EXPECT_EQ(params.csvm_params.kernel, plssvm::kernel_type::polynomial);
+    EXPECT_EQ(params.csvm_params.kernel_type, plssvm::kernel_function_type::polynomial);
     EXPECT_EQ(params.csvm_params.degree, 2);
     EXPECT_EQ(params.csvm_params.gamma, 1.5);
     EXPECT_EQ(params.csvm_params.coef0, -1.5);
@@ -137,14 +137,14 @@ class ParameterTrainKernel : public ParameterTrain, public ::testing::WithParamI
 TEST_P(ParameterTrainKernel, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to kernel_type
-    const auto kernel_type = util::convert_from_string<plssvm::kernel_type>(value);
+    const auto kernel_type = util::convert_from_string<plssvm::kernel_function_type>(value);
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
     // create parameter object
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.csvm_params.kernel.is_default());
-    EXPECT_EQ(params.csvm_params.kernel, kernel_type);
+    EXPECT_FALSE(params.csvm_params.kernel_type.is_default());
+    EXPECT_EQ(params.csvm_params.kernel_type, kernel_type);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index d40a4c02d..87cb7dcf8 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -14,6 +14,7 @@
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
+#include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
 
 #include "../../naming.hpp"         // naming::real_type_label_type_combination_to_name
 #include "../../types_to_test.hpp"  // util::{instantiate_template_file, real_type_label_type_combination_gtest}
@@ -54,8 +55,8 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_linear) {
 
     // check for correctness
     // check parameter
-    EXPECT_FALSE(params.kernel.is_default());
-    EXPECT_EQ(params.kernel.value(), plssvm::kernel_type::linear);
+    EXPECT_FALSE(params.kernel_type.is_default());
+    EXPECT_EQ(params.kernel_type.value(), plssvm::kernel_function_type::linear);
     EXPECT_TRUE(params.degree.is_default());
     EXPECT_TRUE(params.gamma.is_default());
     EXPECT_TRUE(params.coef0.is_default());
@@ -82,8 +83,8 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
 
     // check for correctness
     // check parameter
-    EXPECT_FALSE(params.kernel.is_default());
-    EXPECT_EQ(params.kernel.value(), plssvm::kernel_type::polynomial);
+    EXPECT_FALSE(params.kernel_type.is_default());
+    EXPECT_EQ(params.kernel_type.value(), plssvm::kernel_function_type::polynomial);
     EXPECT_FALSE(params.degree.is_default());
     EXPECT_EQ(params.degree.value(), 2);
     EXPECT_FALSE(params.gamma.is_default());
@@ -113,8 +114,8 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_rbf) {
 
     // check for correctness
     // check parameter
-    EXPECT_FALSE(params.kernel.is_default());
-    EXPECT_EQ(params.kernel.value(), plssvm::kernel_type::rbf);
+    EXPECT_FALSE(params.kernel_type.is_default());
+    EXPECT_EQ(params.kernel_type.value(), plssvm::kernel_function_type::rbf);
     EXPECT_TRUE(params.degree.is_default());
     EXPECT_FALSE(params.gamma.is_default());
     EXPECT_EQ(params.gamma.value(), plssvm::detail::convert_to<real_type>("0.025"));
@@ -540,7 +541,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_polynomial) {
 
     // create necessary parameter
     plssvm::parameter<real_type> params{};
-    params.kernel = plssvm::kernel_type::polynomial;
+    params.kernel_type = plssvm::kernel_function_type::polynomial;
     params.degree = 3;
     params.gamma = real_type{ 2.2 };
     params.coef0 = real_type{ 4.4 };
@@ -590,7 +591,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
 
     // create necessary parameter
     plssvm::parameter<real_type> params{};
-    params.kernel = plssvm::kernel_type::rbf;
+    params.kernel_type = plssvm::kernel_function_type::rbf;
     params.gamma = real_type{ 0.4 };
     const real_type rho = 1.41421;
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
diff --git a/tests/kernel_types.cpp b/tests/kernel_function_types.cpp
similarity index 70%
rename from tests/kernel_types.cpp
rename to tests/kernel_function_types.cpp
index 0e090847d..431a16f58 100644
--- a/tests/kernel_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for functions related to the different kernel_types.
  */
 
-#include "plssvm/kernel_types.hpp"
+#include "plssvm/kernel_function_types.hpp"
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
@@ -25,49 +25,49 @@
 #include <tuple>      // std::ignore
 #include <vector>     // std::vector
 
-// check whether the plssvm::kernel_type -> std::string conversions are correct
+// check whether the plssvm::kernel_function_type -> std::string conversions are correct
 TEST(KernelType, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::kernel_type::linear), "linear");
-    EXPECT_EQ(util::convert_to_string(plssvm::kernel_type::polynomial), "polynomial");
-    EXPECT_EQ(util::convert_to_string(plssvm::kernel_type::rbf), "rbf");
+    EXPECT_EQ(util::convert_to_string(plssvm::kernel_function_type::linear), "linear");
+    EXPECT_EQ(util::convert_to_string(plssvm::kernel_function_type::polynomial), "polynomial");
+    EXPECT_EQ(util::convert_to_string(plssvm::kernel_function_type::rbf), "rbf");
 }
 TEST(KernelType, to_string_unknown) {
     // check conversions to std::string from unknown kernel_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::kernel_type>(3)), "unknown");
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::kernel_function_type>(3)), "unknown");
 }
 
-// check whether the std::string -> plssvm::kernel_type conversions are correct
+// check whether the std::string -> plssvm::kernel_function_type conversions are correct
 TEST(KernelType, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("linear"), plssvm::kernel_type::linear);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("LINEAR"), plssvm::kernel_type::linear);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("0"), plssvm::kernel_type::linear);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("polynomial"), plssvm::kernel_type::polynomial);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("POLynomIAL"), plssvm::kernel_type::polynomial);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("1"), plssvm::kernel_type::polynomial);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("rbf"), plssvm::kernel_type::rbf);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("rBf"), plssvm::kernel_type::rbf);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_type>("2"), plssvm::kernel_type::rbf);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("linear"), plssvm::kernel_function_type::linear);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("LINEAR"), plssvm::kernel_function_type::linear);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("0"), plssvm::kernel_function_type::linear);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("polynomial"), plssvm::kernel_function_type::polynomial);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("POLynomIAL"), plssvm::kernel_function_type::polynomial);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("1"), plssvm::kernel_function_type::polynomial);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("rbf"), plssvm::kernel_function_type::rbf);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("rBf"), plssvm::kernel_function_type::rbf);
+    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("2"), plssvm::kernel_function_type::rbf);
 }
 TEST(KernelType, from_string_unknown) {
     // foo isn't a valid kernel_type
     std::istringstream input{ "foo" };
-    plssvm::kernel_type kernel;
+    plssvm::kernel_function_type kernel;
     input >> kernel;
     EXPECT_TRUE(input.fail());
 }
 
-// check whether the plssvm::kernel_type -> math string conversions are correct
+// check whether the plssvm::kernel_function_type -> math string conversions are correct
 TEST(KernelType, kernel_to_math_string) {
-    // check conversion from plssvm::kernel_type to the respective math function string
-    EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::linear), "u'*v");
-    EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::polynomial), "(gamma*u'*v+coef0)^degree");
-    EXPECT_EQ(plssvm::kernel_type_to_math_string(plssvm::kernel_type::rbf), "exp(-gamma*|u-v|^2)");
+    // check conversion from plssvm::kernel_function_type to the respective math function string
+    EXPECT_EQ(plssvm::kernel_function_type_to_math_string(plssvm::kernel_function_type::linear), "u'*v");
+    EXPECT_EQ(plssvm::kernel_function_type_to_math_string(plssvm::kernel_function_type::polynomial), "(gamma*u'*v+coef0)^degree");
+    EXPECT_EQ(plssvm::kernel_function_type_to_math_string(plssvm::kernel_function_type::rbf), "exp(-gamma*|u-v|^2)");
 }
 TEST(KernelType, kernel_to_math_string_unkown) {
-    // check conversion from an unknown plssvm::kernel_type to the (non-existing) math string
-    EXPECT_EQ(plssvm::kernel_type_to_math_string(static_cast<plssvm::kernel_type>(3)), "unknown");
+    // check conversion from an unknown plssvm::kernel_function_type to the (non-existing) math string
+    EXPECT_EQ(plssvm::kernel_function_type_to_math_string(static_cast<plssvm::kernel_function_type>(3)), "unknown");
 }
 
 // the floating point types to test
@@ -76,7 +76,7 @@ using floating_point_types = ::testing::Types<float, double>;
 // the vector sizes used in the kernel function tests
 constexpr std::array kernel_vector_sizes_to_test{ 0, 1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024 };
 // the kernel type parameter used in the kernel function tests
-template <typename T, plssvm::kernel_type kernel>
+template <typename T, plssvm::kernel_function_type kernel>
 constexpr std::array parameter_set{ plssvm::parameter<T>{ kernel, 3, 0.05, 1.0, 1.0 },
                                     plssvm::parameter<T>{ kernel, 1, 0.0, 0.0, 1.0 },
                                     plssvm::parameter<T>{ kernel, 4, -0.05, 1.5, 1.0 },
@@ -95,8 +95,8 @@ TYPED_TEST(KernelFunction, linear_kernel_function_variadic) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test the linear kernel function using different parameter sets
-        for ([[maybe_unused]] const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::linear>) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
+        for ([[maybe_unused]] const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
+            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_function_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
         }
     }
 }
@@ -110,7 +110,7 @@ TYPED_TEST(KernelFunction, linear_kernel_function_parameter) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test the linear kernel function using different parameter sets
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::linear>) {
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
             util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params), compare::detail::linear_kernel(x1, x2));
         }
     }
@@ -124,11 +124,11 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_variadic) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test polynomial kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::polynomial>) {
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
             const int degree = params.degree;
             const real_type gamma = params.gamma;
             const real_type coef0 = params.coef0;
-            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::poly_kernel(x1, x2, degree, gamma, coef0));
+            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::poly_kernel(x1, x2, degree, gamma, coef0));
         }
     }
 }
@@ -141,7 +141,7 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_parameter) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test polynomial kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::polynomial>) {
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
             util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params),
                                                    compare::detail::poly_kernel(x1, x2, params.degree.value(), params.gamma.value(), params.coef0.value()));
         }
@@ -157,9 +157,9 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_variadic) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test rbf kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::rbf>) {
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
             const real_type gamma = params.gamma;
-            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
+            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
         }
     }
 }
@@ -172,7 +172,7 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_parameter) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test rbf kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_type::rbf>) {
+        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
             util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params), compare::detail::radial_kernel(x1, x2, params.gamma.value()));
         }
     }
@@ -186,7 +186,7 @@ TYPED_TEST(KernelFunction, unknown_kernel_function_parameter) {
     const std::vector<real_type> x2 = { real_type{ 1.0 } };
     // create a parameter object with an unknown kernel type
     plssvm::parameter<real_type> params{};
-    params.kernel = static_cast<plssvm::kernel_type>(3);
+    params.kernel_type = static_cast<plssvm::kernel_function_type>(3);
 
     // using an unknown kernel type must throw
     EXPECT_THROW_WHAT(std::ignore = plssvm::kernel_function(x1, x2, params), plssvm::unsupported_kernel_type_exception, "Unknown kernel type (value: 3)!");
@@ -204,9 +204,9 @@ TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_variadic) {
     const std::vector<real_type> x2{ real_type{ 1.0 }, real_type{ 2.0 } };
 
     // test mismatched vector sizes
-    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_type::linear>(x1, x2), "Sizes mismatch!: 1 != 2");
-    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_type::polynomial>(x1, x2, 0, real_type{ 0.0 }, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
-    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_type::rbf>(x1, x2, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::linear>(x1, x2), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, 0, real_type{ 0.0 }, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
 }
 TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_parameter) {
     using real_type = TypeParam;
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index 498309e4f..f73c28ce4 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -13,9 +13,9 @@
 #define PLSSVM_TESTS_MOCK_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"          // plssvm::csvm
-#include "plssvm/kernel_types.hpp"  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"     // plssvm::parameter
+#include "plssvm/csvm.hpp"                   // plssvm::csvm
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"              // plssvm::parameter
 
 #include "gmock/gmock.h"  // MOCK_METHOD
 
@@ -37,7 +37,7 @@ class mock_csvm final : public plssvm::csvm<T> {
     explicit mock_csvm(plssvm::parameter<T> params = {}) :
         base_type{ std::move(params) } {}
     template <typename... Args>
-    explicit mock_csvm(const plssvm::kernel_type kernel, Args &&...args) :
+    explicit mock_csvm(const plssvm::kernel_function_type kernel, Args &&...args) :
         base_type{ kernel, std::forward<Args>(args)... } {}
 
     // mock pure virtual functions
diff --git a/tests/model.cpp b/tests/model.cpp
index 5f87a6e1d..28b91c717 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -144,16 +144,16 @@ TEST_P(ModelSave, save) {
     // create vector containing correct regex expressions for the LIBSVM model file header
     std::vector<std::string> regex_patterns;
     regex_patterns.emplace_back("svm_type c_svc");
-    regex_patterns.emplace_back(fmt::format("kernel_type {}", model.svm_parameter().kernel));
-    switch (model.svm_parameter().kernel) {
-        case plssvm::kernel_type::linear:
+    regex_patterns.emplace_back(fmt::format("kernel_type {}", model.svm_parameter().kernel_type));
+    switch (model.svm_parameter().kernel_type) {
+        case plssvm::kernel_function_type::linear:
             break;
-        case plssvm::kernel_type::polynomial:
+        case plssvm::kernel_function_type::polynomial:
             regex_patterns.emplace_back("degree [0-9]+");
             regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
             regex_patterns.emplace_back("coef0 [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
             break;
-        case plssvm::kernel_type::rbf:
+        case plssvm::kernel_function_type::rbf:
             regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
             break;
     }
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 67cb1023c..2f1a36d79 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -32,8 +32,8 @@ TYPED_TEST(Parameter, default_construct) {
     const plssvm::parameter<real_type> param{};
 
     // test default values
-    EXPECT_TRUE(param.kernel.is_default());
-    EXPECT_EQ(param.kernel.value(), plssvm::kernel_type::linear);
+    EXPECT_TRUE(param.kernel_type.is_default());
+    EXPECT_EQ(param.kernel_type.value(), plssvm::kernel_function_type::linear);
     EXPECT_TRUE(param.degree.is_default());
     EXPECT_EQ(param.degree.value(), 3);
     EXPECT_TRUE(param.gamma.is_default());
@@ -46,12 +46,12 @@ TYPED_TEST(Parameter, default_construct) {
 TYPED_TEST(Parameter, construct) {
     using real_type = TypeParam;
     // construct a parameter set explicitly overwriting the default values
-    const plssvm::parameter<real_type> param{ plssvm::kernel_type::polynomial, 1, -1.0, 2.5, 0.05 };
+    const plssvm::parameter<real_type> param{ plssvm::kernel_function_type::polynomial, 1, -1.0, 2.5, 0.05 };
 
     // test default values
-    EXPECT_FALSE(param.kernel.is_default());
-    EXPECT_EQ(param.kernel.value(), plssvm::kernel_type::polynomial);
-    EXPECT_EQ(param.kernel.get_default(), plssvm::kernel_type::linear);
+    EXPECT_FALSE(param.kernel_type.is_default());
+    EXPECT_EQ(param.kernel_type.value(), plssvm::kernel_function_type::polynomial);
+    EXPECT_EQ(param.kernel_type.get_default(), plssvm::kernel_function_type::linear);
 
     EXPECT_FALSE(param.degree.is_default());
     EXPECT_EQ(param.degree.value(), 1);
@@ -76,7 +76,7 @@ TEST(Parameter, conversion_double_to_float) {
     const plssvm::parameter<float> to{ static_cast<plssvm::parameter<float>>(from) };
 
     // nothing should have changed
-    EXPECT_EQ(from.kernel, to.kernel);
+    EXPECT_EQ(from.kernel_type, to.kernel_type);
     EXPECT_EQ(from.degree, to.degree);
     EXPECT_EQ(static_cast<float>(from.gamma.value()), to.gamma.value());
     EXPECT_EQ(static_cast<float>(from.coef0.value()), to.coef0.value());
@@ -88,7 +88,7 @@ TEST(Parameter, conversion_float_to_double) {
     const plssvm::parameter<double> to{ static_cast<plssvm::parameter<double>>(from) };
 
     // nothing should have changed
-    EXPECT_EQ(from.kernel, to.kernel);
+    EXPECT_EQ(from.kernel_type, to.kernel_type);
     EXPECT_EQ(from.degree, to.degree);
     EXPECT_EQ(static_cast<double>(from.gamma.value()), to.gamma.value());
     EXPECT_EQ(static_cast<double>(from.coef0.value()), to.coef0.value());
@@ -101,7 +101,7 @@ TYPED_TEST(Parameter, conversion_same_type) {
     const plssvm::parameter<real_type> to{ static_cast<plssvm::parameter<real_type>>(from) };
 
     // nothing should have changed
-    EXPECT_EQ(from.kernel, to.kernel);
+    EXPECT_EQ(from.kernel_type, to.kernel_type);
     EXPECT_EQ(from.degree, to.degree);
     EXPECT_EQ(from.gamma, to.gamma);
     EXPECT_EQ(from.coef0, to.coef0);
@@ -111,10 +111,10 @@ TYPED_TEST(Parameter, conversion_same_type) {
 TYPED_TEST(Parameter, equal) {
     using real_type = TypeParam;
     // test whether different parameter sets are equal, i.e., all member variables have the same value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
 
     // test
     EXPECT_TRUE(params1 == params2);
@@ -135,10 +135,10 @@ TYPED_TEST(Parameter, equal_default_constructed) {
 TYPED_TEST(Parameter, unequal) {
     using real_type = TypeParam;
     // test whether different parameter sets are unequal, i.e., any member variables differ in value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
 
     // test
     EXPECT_FALSE(params1 != params2);
@@ -159,15 +159,15 @@ TYPED_TEST(Parameter, unequal_default_constructed) {
 TYPED_TEST(Parameter, equivalent_member_function) {
     using real_type = TypeParam;
     // test whether different parameter sets are equivalent, i.e., all member variables IMPORTANT FOR THE KERNEL TYPE have the same value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params5{ plssvm::kernel_type::linear, 2, -0.02, 0.5, 1.0 };
-    const plssvm::parameter<real_type> params6{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params7{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
-    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params5{ plssvm::kernel_function_type::linear, 2, -0.02, 0.5, 1.0 };
+    const plssvm::parameter<real_type> params6{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params7{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
 
     // test
     EXPECT_TRUE(params1.equivalent(params2));
@@ -192,15 +192,15 @@ TYPED_TEST(Parameter, equivalent_member_function_default_constructed) {
 TYPED_TEST(Parameter, equivalent_free_function) {
     using real_type = TypeParam;
     // test whether different parameter sets are equivalent, i.e., all member variables IMPORTANT FOR THE KERNEL TYPE have the same value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_type::rbf, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params5{ plssvm::kernel_type::linear, 2, -0.02, 0.5, 1.0 };
-    const plssvm::parameter<real_type> params6{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params7{ plssvm::kernel_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
-    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params5{ plssvm::kernel_function_type::linear, 2, -0.02, 0.5, 1.0 };
+    const plssvm::parameter<real_type> params6{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params7{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
 
     // test
     EXPECT_TRUE(plssvm::equivalent(params1, params2));
@@ -225,7 +225,7 @@ TYPED_TEST(Parameter, equivalent_free_function_default_constructed) {
 TYPED_TEST(Parameter, to_string) {
     using real_type = TypeParam;
     // check conversions to std::string
-    const plssvm::parameter<real_type> param{ plssvm::kernel_type::linear, 3, 0.0, 0.0, 1.0 };
+    const plssvm::parameter<real_type> param{ plssvm::kernel_function_type::linear, 3, 0.0, 0.0, 1.0 };
     EXPECT_EQ(util::convert_to_string(param), fmt::format("kernel_type                 linear\n"
                                                           "degree                      3\n"
                                                           "gamma                       0\n"
diff --git a/tests/utility.hpp b/tests/utility.hpp
index ff9f168fd..f77c8fc45 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -17,7 +17,7 @@
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/assert.hpp"                // PLSSVM_ASSERT
 #include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
-#include "plssvm/kernel_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"        // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                    // plssvm::parameter
 
 #include "fmt/core.h"     // fmt::format

From 5aa988cc0019b9bc089a00ee2f441e2edb5d111a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 11 Oct 2022 11:52:20 +0200
Subject: [PATCH 0355/1010] Add tests for the set_params function.

---
 tests/csvm.cpp | 35 +++++++++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index e85c7fa5f..da6b471c4 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -216,6 +216,41 @@ TYPED_TEST(BaseCSVM, get_params) {
     EXPECT_TRUE(csvm_params.equivalent(params));
 }
 
+TYPED_TEST(BaseCSVM, set_params_from_parameter) {
+    using real_type = TypeParam;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    mock_csvm<real_type> csvm{ };
+
+    // create parameter class
+    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+
+    // set csvm parameter to new values
+    csvm.set_params(params);
+
+    // check whether the parameters have been set correctly
+    EXPECT_EQ(csvm.get_params(), params);
+}
+TYPED_TEST(BaseCSVM, set_params_from_named_parameters) {
+    using real_type = TypeParam;
+
+    // create mock_csvm (since plssvm::csvm is pure virtual!)
+    mock_csvm<real_type> csvm{ };
+
+    // create parameter class
+    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+
+    // set csvm parameter to new values
+    csvm.set_params(plssvm::kernel_type = plssvm::kernel_function_type::polynomial,
+                    plssvm::degree = 4,
+                    plssvm::gamma = 0.2,
+                    plssvm::coef0 = 0.1,
+                    plssvm::cost = 0.01);
+
+    // check whether the parameters have been set correctly
+    EXPECT_EQ(csvm.get_params(), params);
+}
+
 template <typename T>
 class BaseCSVMFit : public BaseCSVM<T>, private util::redirect_output, protected util::temporary_file {};
 TYPED_TEST_SUITE(BaseCSVMFit, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);

From de70065d2722e8ed48089efef06ce369ab2073a7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 11 Oct 2022 13:36:04 +0200
Subject: [PATCH 0356/1010] Replace test macros with (new) custom ones.

---
 tests/custom_test_macros.hpp | 169 +++++++++++++++++++++++++++++++++++
 tests/detail/operators.cpp   |  99 ++++++++++----------
 2 files changed, 220 insertions(+), 48 deletions(-)
 create mode 100644 tests/custom_test_macros.hpp

diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
new file mode 100644
index 000000000..5d4115c2c
--- /dev/null
+++ b/tests/custom_test_macros.hpp
@@ -0,0 +1,169 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Header defining custom assertion macros.
+ */
+
+#ifndef PLSSVM_CUSTOM_TEST_MACROS_HPP_
+#define PLSSVM_CUSTOM_TEST_MACROS_HPP_
+
+#include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
+
+#include "fmt/core.h"
+#include "gtest/gtest.h"
+
+#include <algorithm> // std::max
+#include <cmath> // std::abs
+#include <type_traits>  // std::is_same_v
+#include <limits> // std::numeric_limits::{epsilon, max, min}
+
+namespace impl {
+
+/**
+ * @brief Compares the two floating point values @p val1 and @p val2.
+ * @details Wrapper around GoogleTest's `EXPECT_FLOAT_EQ` and `EXPECT_DOUBLE_EQ`.
+ * @tparam T the floating point type
+ * @param[in] val1 first value to compare
+ * @param[in] val2 second value to compare
+ * @param[in] msg an optional message
+ */
+template <typename T>
+inline void expect_floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
+    if constexpr (std::is_same_v<T, float>) {
+        EXPECT_FLOAT_EQ(val1, val2) << msg;
+    } else if constexpr (std::is_same_v<T, double>) {
+        EXPECT_DOUBLE_EQ(val1, val2) << msg;
+    } else {
+        static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
+    }
+}
+
+/**
+ * @brief Compares the two floating point values @p val1 and @p val2.
+ * @details Wrapper around GoogleTest's `ASSERT_FLOAT_EQ` and `ASSERT_DOUBLE_EQ`.
+ * @tparam T the floating point type
+ * @param[in] val1 first value to compare
+ * @param[in] val2 second value to compare
+ * @param[in] msg an optional message
+ */
+template <typename T>
+inline void assert_floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
+    if constexpr (std::is_same_v<T, float>) {
+        ASSERT_FLOAT_EQ(val1, val2) << msg;
+    } else if constexpr (std::is_same_v<T, double>) {
+        ASSERT_DOUBLE_EQ(val1, val2) << msg;
+    } else {
+        static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
+    }
+}
+
+/**
+ * @brief Compares the two floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
+ * @tparam T the floating point type
+ * @param[in] val1 first value to compare
+ * @param[in] val2 second value to compare
+ * @param[in] scale scale the epsilon value by the provided value
+ * @param[in] msg an optional message
+ */
+template <typename T, bool expect>
+inline void floating_point_near(const T val1, const T val2, const std::string &msg = "") {
+    // based on: https://stackoverflow.com/questions/4915462/how-should-i-do-floating-point-comparison
+
+    // set epsilon
+    const T eps = 128 * std::numeric_limits<T>::epsilon();
+
+    // sanity checks for picked epsilon value
+    PLSSVM_ASSERT(std::numeric_limits<T>::epsilon() <= eps, "Chosen epsilon too small!: {} < {}", eps, std::numeric_limits<T>::epsilon());
+    PLSSVM_ASSERT(eps < T{ 1.0 }, "Chosen epsilon too large!: {} >= 1.0", eps);
+
+    if (val1 == val2) {
+        SUCCEED();
+    }
+
+    const T diff = std::abs(val1 - val2);
+    const T norm = std::min((std::abs(val1) + std::abs(val2)), std::numeric_limits<T>::max());
+
+    if constexpr (expect) {
+        EXPECT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << msg << " correct: " << val1 << " vs. actual: " << val2;
+    } else {
+        ASSERT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << msg << " correct: " << val1 << " vs. actual: " << val2;
+    }
+}
+
+/**
+ * @brief Compares the two vectors of floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
+ * @tparam T the floating point type
+ * @param[in] val1 the first vector to compare
+ * @param[in] val2 the second vector to compare
+ * @param[in] msg an optional message
+ */
+template <typename T, bool expect>
+inline void floating_point_near(const std::vector<T> &val1, const std::vector<T> &val2) {
+    ASSERT_EQ(val1.size(), val2.size());
+    for (typename std::vector<T>::size_type col = 0; col < val1.size(); ++col) {
+        floating_point_near<T, expect>(val1[col], val2[col], fmt::format("values at [{}] are not equal enough: ", col));
+    }
+}
+/**
+ * @brief Compares the two 2D vectors of floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
+ * @tparam T the floating point type
+ * @param[in] val1 the first 2D vector to compare
+ * @param[in] val2 the second 2D vector to compare
+ * @param[in] msg an optional message
+ */
+template <typename T, bool expect>
+inline void floating_point_near(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {
+    ASSERT_EQ(val1.size(), val2.size());
+    for (typename std::vector<T>::size_type row = 0; row < val1.size(); ++row) {
+        ASSERT_EQ(val1[row].size(), val2[row].size());
+        for (typename std::vector<T>::size_type col = 0; col < val1[row].size(); ++col) {
+            floating_point_near<T, expect>(val1[row][col], val2[row][col], fmt::format("values at [{}][{}] are not equal enough: ", row, col));
+        }
+    }
+}
+}  // namespace impl
+
+#define EXPECT_FLOATING_POINT_EQ(val1, val2) \
+    impl::expect_floating_point_eq(val1, val2)
+
+#define ASSERT_FLOATING_POINT_EQ(val1, val2) \
+    impl::assert_floating_point_eq(val1, val2)
+
+#define EXPECT_FLOATING_POINT_NEAR(val1, val2) \
+    impl::floating_point_near<decltype(val1), true>(val1, val2)
+
+#define ASSERT_FLOATING_POINT_NEAR(val1, val2, msg) \
+    impl::floating_point_near<decltype(val1), false>(val1, val2, msg)
+
+#define EXPECT_FLOATING_POINT_VECTOR_NEAR(val1, val2) \
+    impl::floating_point_near<typename plssvm::detail::remove_cvref_t<decltype(val1)>::value_type, true>(val1, val2)
+
+#define ASSERT_FLOATING_POINT_VECTOR_NEAR(val1, val2, msg) \
+    impl::floating_point_near<typename decltype(val1)::value_type, false>(val1, val2)
+
+#define EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2) \
+    impl::floating_point_near<typename (typename decltype(val1)::value_type)::value_type, true>(val1, val2)
+
+#define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2, msg) \
+    impl::floating_point_near<typename (typename decltype(val1)::value_type)::value_type, false>(val1, val2)
+
+
+#define EXPECT_THROW_WHAT(statement, expected_exception, msg)                                                \
+    do {                                                                                                     \
+        try {                                                                                                \
+            statement;                                                                                       \
+            FAIL() << "Expected " #expected_exception;                                                       \
+        } catch (const expected_exception &e) {                                                              \
+            EXPECT_EQ(std::string_view(e.what()), std::string_view(msg));                                    \
+        } catch (...) {                                                                                      \
+            FAIL() << "The expected exception type (" #expected_exception ") doesn't match the caught one!"; \
+        }                                                                                                    \
+    } while (false)
+
+#endif  // PLSSVM_CUSTOM_TEST_MACROS_HPP_
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index 51da750e4..e7f8e62ed 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -10,10 +10,11 @@
 
 #include "plssvm/detail/operators.hpp"
 
-#include "../naming.hpp"         // naming::arithmetic_types_to_name
-#include "../types_to_test.hpp"  // util::real_type_gtest
+#include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "../naming.hpp"              // naming::arithmetic_types_to_name
+#include "../types_to_test.hpp"       // util::real_type_gtest
 
-#include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
+#include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
 
 #include <tuple>   // std::ignore
 #include <vector>  // std::vector
@@ -59,28 +60,28 @@ TYPED_TEST_SUITE(OperatorsDeathTest, util::real_type_gtest, naming::real_type_to
 TYPED_TEST(Operators, operator_add_binary) {
     // binary addition using two vectors
     const std::vector<typename TestFixture::real_type> c = { 2.5, 4.5, 6.5, 8.5, 10.5 };
-    EXPECT_EQ(this->a + this->b, c);
-    EXPECT_EQ(this->b + this->a, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a + this->b, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->b + this->a, c);
 }
 TYPED_TEST(Operators, operator_add_compound) {
     // compound addition using two vectors
     const std::vector<typename TestFixture::real_type> c = { 2.5, 4.5, 6.5, 8.5, 10.5 };
-    EXPECT_EQ(this->a += this->b, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a += this->b, c);
 }
 TYPED_TEST(Operators, operator_add_scalar_binary) {
     // binary addition using a vector and a scalar
     const std::vector<typename TestFixture::real_type> c = { 2.5, 3.5, 4.5, 5.5, 6.5 };
-    EXPECT_EQ(this->a + this->scalar, c);
-    EXPECT_EQ(this->scalar + this->a, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a + this->scalar, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->scalar + this->a, c);
 }
 TYPED_TEST(Operators, operator_add_scalar_compound) {
     // compound addition using a vector and a scalar
     const std::vector<typename TestFixture::real_type> c = { 2.5, 3.5, 4.5, 5.5, 6.5 };
-    EXPECT_EQ(this->a += this->scalar, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a += this->scalar, c);
 }
 TYPED_TEST(Operators, operator_add_binary_empty) {
     // binary addition using two empty vectors
-    EXPECT_EQ(this->empty + this->empty, this->empty);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->empty + this->empty, this->empty);
 }
 TYPED_TEST(Operators, operator_add_compound_empty) {
     // compound addition using two empty vectors
@@ -97,8 +98,8 @@ TYPED_TEST(Operators, operator_add_scalar_compound_empty) {
 }
 TYPED_TEST(OperatorsDeathTest, operator_add_binary) {
     // try to binary add vectors with different sizes
-    EXPECT_DEATH(auto ret = this->a + this->b, "Sizes mismatch!: 4 != 2");
-    EXPECT_DEATH(auto ret = this->b + this->a, "Sizes mismatch!: 2 != 4");
+    EXPECT_DEATH(std::ignore = this->a + this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(std::ignore = this->b + this->a, "Sizes mismatch!: 2 != 4");
 }
 TYPED_TEST(OperatorsDeathTest, operator_add_compound) {
     // try to compound add vectors with different sizes
@@ -110,33 +111,33 @@ TYPED_TEST(Operators, operator_subtract_binary) {
     // binary subtraction using two vectors
     {
         const std::vector<typename TestFixture::real_type> c = { -0.5, -0.5, -0.5, -0.5, -0.5 };
-        EXPECT_EQ(this->a - this->b, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a - this->b, c);
     }
     {
         const std::vector<typename TestFixture::real_type> c = { 0.5, 0.5, 0.5, 0.5, 0.5 };
-        EXPECT_EQ(this->b - this->a, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->b - this->a, c);
     }
 }
 TYPED_TEST(Operators, operator_subtract_compound) {
     // compound subtraction using two vectors
     const std::vector<typename TestFixture::real_type> c = { -0.5, -0.5, -0.5, -0.5, -0.5 };
-    EXPECT_EQ(this->a -= this->b, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a -= this->b, c);
 }
 TYPED_TEST(Operators, operator_subtract_scalar_binary) {
     // binary subtraction using a vector and a scalar
     {
         const std::vector<typename TestFixture::real_type> c = { -0.5, 0.5, 1.5, 2.5, 3.5 };
-        EXPECT_EQ(this->a - this->scalar, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a - this->scalar, c);
     }
     {
         const std::vector<typename TestFixture::real_type> c = { 0.5, -0.5, -1.5, -2.5, -3.5 };
-        EXPECT_EQ(this->scalar - this->a, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->scalar - this->a, c);
     }
 }
 TYPED_TEST(Operators, operator_subtract_scalar_compound) {
     // compound subtraction using a vector and a scalar
     const std::vector<typename TestFixture::real_type> c = { -0.5, 0.5, 1.5, 2.5, 3.5 };
-    EXPECT_EQ(this->a -= this->scalar, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a -= this->scalar, c);
 }
 TYPED_TEST(Operators, operator_subtract_binary_empty) {
     // binary subtraction using two empty vectors
@@ -157,8 +158,8 @@ TYPED_TEST(Operators, operator_subtract_scalar_compound_empty) {
 }
 TYPED_TEST(OperatorsDeathTest, operator_subtract_binary) {
     // try to binary subtract vectors with different sizes
-    EXPECT_DEATH(auto ret = this->a - this->b, "Sizes mismatch!: 4 != 2");
-    EXPECT_DEATH(auto ret = this->b - this->a, "Sizes mismatch!: 2 != 4");
+    EXPECT_DEATH(std::ignore = this->a - this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(std::ignore = this->b - this->a, "Sizes mismatch!: 2 != 4");
 }
 TYPED_TEST(OperatorsDeathTest, operator_subtract_compound) {
     // try to compound subtract vectors with different sizes
@@ -169,24 +170,24 @@ TYPED_TEST(OperatorsDeathTest, operator_subtract_compound) {
 TYPED_TEST(Operators, operator_multiply_binary) {
     // binary multiplication using two vectors
     const std::vector<typename TestFixture::real_type> c = { 1.5, 5, 10.5, 18, 27.5 };
-    EXPECT_EQ(this->a * this->b, c);
-    EXPECT_EQ(this->b * this->a, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a * this->b, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->b * this->a, c);
 }
 TYPED_TEST(Operators, operator_multiply_compound) {
     // compound multiplication using two vectors
     const std::vector<typename TestFixture::real_type> c = { 1.5, 5, 10.5, 18, 27.5 };
-    EXPECT_EQ(this->a *= this->b, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a *= this->b, c);
 }
 TYPED_TEST(Operators, operator_multiply_scalar_binary) {
     // binary multiplication using a vector and a scalar
     const std::vector<typename TestFixture::real_type> c = { 1.5, 3, 4.5, 6, 7.5 };
-    EXPECT_EQ(this->a * this->scalar, c);
-    EXPECT_EQ(this->scalar * this->a, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a * this->scalar, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->scalar * this->a, c);
 }
 TYPED_TEST(Operators, operator_multiply_scalar_compound) {
     // compound multiplication using a vector and a scalar
     const std::vector<typename TestFixture::real_type> c = { 1.5, 3, 4.5, 6, 7.5 };
-    EXPECT_EQ(this->a *= this->scalar, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a *= this->scalar, c);
 }
 TYPED_TEST(Operators, operator_multiply_binary_empty) {
     // binary multiplication using two empty vectors
@@ -207,8 +208,8 @@ TYPED_TEST(Operators, operator_multiply_scalar_compound_empty) {
 }
 TYPED_TEST(OperatorsDeathTest, operator_multiply_binary) {
     // try to binary multiply vectors with different sizes
-    EXPECT_DEATH(auto ret = this->a * this->b, "Sizes mismatch!: 4 != 2");
-    EXPECT_DEATH(auto ret = this->b * this->a, "Sizes mismatch!: 2 != 4");
+    EXPECT_DEATH(std::ignore = this->a * this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(std::ignore = this->b * this->a, "Sizes mismatch!: 2 != 4");
 }
 TYPED_TEST(OperatorsDeathTest, operator_multiply_compound) {
     // try to compound multiply vectors with different sizes
@@ -220,33 +221,33 @@ TYPED_TEST(Operators, operator_divide_binary) {
     // binary division using two vectors
     {
         const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 2.5, 3.0 / 3.5, 4.0 / 4.5, 5.0 / 5.5 };
-        EXPECT_EQ(this->a / this->b, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a / this->b, c);
     }
     {
         const std::vector<typename TestFixture::real_type> c = { 1.5, 2.5 / 2.0, 3.5 / 3.0, 4.5 / 4.0, 5.5 / 5.0 };
-        EXPECT_EQ(this->b / this->a, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->b / this->a, c);
     }
 }
 TYPED_TEST(Operators, operator_divide_compound) {
     // compound division using two vectors
     const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 2.5, 3.0 / 3.5, 4.0 / 4.5, 5.0 / 5.5 };
-    EXPECT_EQ(this->a /= this->b, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a /= this->b, c);
 }
 TYPED_TEST(Operators, operator_divide_scalar_binary) {
     // binary division using a vector and a scalar
     {
         const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 1.5, 2.0, 4.0 / 1.5, 5.0 / 1.5 };
-        EXPECT_EQ(this->a / this->scalar, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a / this->scalar, c);
     }
     {
         const std::vector<typename TestFixture::real_type> c = { 1.5, 1.5 / 2.0, 0.5, 1.5 / 4.0, 1.5 / 5.0 };
-        EXPECT_EQ(this->scalar / this->a, c);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(this->scalar / this->a, c);
     }
 }
 TYPED_TEST(Operators, operator_divide_scalar_compound) {
     // compound division using a vector and a scalar
     const std::vector<typename TestFixture::real_type> c = { 1.0 / 1.5, 2.0 / 1.5, 2.0, 4.0 / 1.5, 5.0 / 1.5 };
-    EXPECT_EQ(this->a /= this->scalar, c);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(this->a /= this->scalar, c);
 }
 TYPED_TEST(Operators, operator_divide_binary_empty) {
     // binary division using two empty vectors
@@ -267,8 +268,8 @@ TYPED_TEST(Operators, operator_divide_scalar_compound_empty) {
 }
 TYPED_TEST(OperatorsDeathTest, operator_divide_binary) {
     // try to binary division vectors with different sizes
-    EXPECT_DEATH(auto ret = this->a / this->b, "Sizes mismatch!: 4 != 2");
-    EXPECT_DEATH(auto ret = this->b / this->a, "Sizes mismatch!: 2 != 4");
+    EXPECT_DEATH(std::ignore = this->a / this->b, "Sizes mismatch!: 4 != 2");
+    EXPECT_DEATH(std::ignore = this->b / this->a, "Sizes mismatch!: 2 != 4");
 }
 TYPED_TEST(OperatorsDeathTest, operator_divide_compound) {
     // try to compound division vectors with different sizes
@@ -278,13 +279,13 @@ TYPED_TEST(OperatorsDeathTest, operator_divide_compound) {
 
 TYPED_TEST(Operators, operator_dot_function) {
     // calculate dot product using the dot function
-    EXPECT_EQ(dot(this->a, this->b), 62.5);
-    EXPECT_EQ(dot(this->b, this->a), 62.5);
+    EXPECT_FLOATING_POINT_NEAR(dot(this->a, this->b), 62.5);
+    EXPECT_FLOATING_POINT_NEAR(dot(this->b, this->a), 62.5);
 }
 TYPED_TEST(Operators, operator_dot_transposed) {
     // calculate dot product using the transposed overload function
-    EXPECT_EQ(transposed{ this->a } * this->b, 62.5);
-    EXPECT_EQ(transposed{ this->b } * this->a, 62.5);
+    EXPECT_FLOATING_POINT_NEAR(transposed{ this->a } * this->b, 62.5);
+    EXPECT_FLOATING_POINT_NEAR(transposed{ this->b } * this->a, 62.5);
 }
 TYPED_TEST(OperatorsDeathTest, operator_dot_function) {
     // try to calculate the dot product with vectors of different sizes
@@ -299,13 +300,13 @@ TYPED_TEST(OperatorsDeathTest, operator_dot_transposed) {
 
 TYPED_TEST(Operators, operator_sum) {
     // sum vector elements
-    EXPECT_EQ(sum(this->a), 15);
-    EXPECT_EQ(sum(this->b), 17.5);
+    EXPECT_FLOATING_POINT_NEAR(sum(this->a), 15);
+    EXPECT_FLOATING_POINT_NEAR(sum(this->b), 17.5);
 }
 
 TYPED_TEST(Operators, operator_squared_euclidean_dist) {
     // calculate the squared euclidean distance between two vectors
-    EXPECT_EQ(squared_euclidean_dist(this->a, this->b), 1.25);
+    EXPECT_FLOATING_POINT_NEAR(squared_euclidean_dist(this->a, this->b), 1.25);
 }
 TYPED_TEST(OperatorsDeathTest, operator_squared_euclidean_dist) {
     // try to calculate the squared euclidean distance between two vectors with different distance
@@ -314,11 +315,13 @@ TYPED_TEST(OperatorsDeathTest, operator_squared_euclidean_dist) {
 }
 
 TYPED_TEST(Operators, operator_sign_positive) {
-    EXPECT_EQ(sign(typename TestFixture::real_type{ 1.6 }), 1);
-    EXPECT_EQ(sign(typename TestFixture::real_type{ 3 }), 1);
+    using real_type = TypeParam;
+    EXPECT_FLOATING_POINT_EQ(sign(real_type{ 1.6 }), real_type{ 1 });
+    EXPECT_FLOATING_POINT_EQ(sign(real_type{ 3 }), real_type{ 1 });
 }
 TYPED_TEST(Operators, operator_sign_negative) {
-    EXPECT_EQ(sign(typename TestFixture::real_type{ -2.4 }), -1);
-    EXPECT_EQ(sign(typename TestFixture::real_type{ -4 }), -1);
-    EXPECT_EQ(sign(typename TestFixture::real_type{ 0 }), -1);
+    using real_type = TypeParam;
+    EXPECT_FLOATING_POINT_EQ(sign(real_type{ -2.4 }), real_type{ -1 });
+    EXPECT_FLOATING_POINT_EQ(sign(real_type{ -4 }), real_type{ -1 });
+    EXPECT_FLOATING_POINT_EQ(sign(real_type{ 0 }), real_type{ -1 });
 }

From d58bd76d9a0396d8a902b013fe5e91ade5d30719 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 11 Oct 2022 17:59:29 +0200
Subject: [PATCH 0357/1010] Move custom floating point compare functions to
 separate header, add new versions, and replace ALL floating point comparisons
 with the more safe versions (instead of simple EXPECT_EQ).

---
 tests/backend_types.cpp                     |   5 +-
 tests/csvm.cpp                              |  35 +++--
 tests/custom_test_macros.hpp                | 128 +++++++++++++-----
 tests/data_set.cpp                          | 140 +++++++++-----------
 tests/default_value.cpp                     |  18 +--
 tests/detail/cmd/data_set_variants.cpp      |   8 +-
 tests/detail/cmd/parameter_train.cpp        |  18 +--
 tests/detail/io/arff_parsing.cpp            |  13 +-
 tests/detail/io/file_reader.cpp             |   4 +-
 tests/detail/io/libsvm_model_parsing.cpp    |  19 +--
 tests/detail/io/libsvm_parsing.cpp          |  17 +--
 tests/detail/io/scaling_factors_parsing.cpp |  19 +--
 tests/detail/layout.cpp                     |  27 ++--
 tests/detail/operators.cpp                  |  12 +-
 tests/detail/string_conversion.cpp          |   4 +-
 tests/detail/utility.cpp                    |   3 +-
 tests/exceptions/exceptions.cpp             |   6 +-
 tests/kernel_function_types.cpp             |  34 +++--
 tests/model.cpp                             |  45 ++++---
 tests/naming.hpp                            |   2 +-
 tests/parameter.cpp                         |  47 ++++---
 tests/utility.hpp                           | 118 +++--------------
 22 files changed, 356 insertions(+), 366 deletions(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 3ffaaad51..029c5ae51 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -12,8 +12,9 @@
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
-#include "naming.hpp"   // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string}, EXPECT_THROW_WHAT
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "naming.hpp"              // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
+#include "utility.hpp"             // util::{convert_to_string, convert_from_string}
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE, TEST_P, INSTANTIATE_TEST_SUITE_P
 
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index da6b471c4..215ebf865 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -15,9 +15,10 @@
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 
-#include "naming.hpp"         // naming::{real_type_to_name, real_type_label_type_combination_to_name}
-#include "types_to_test.hpp"  // util::{real_type_gtest, real_type_label_type_combination_gtest}
-#include "utility.hpp"        // util::{redirect_output, temporary_file, instantiate_template_file}, EXPECT_THROW_WHAT
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "naming.hpp"              // naming::{real_type_to_name, real_type_label_type_combination_to_name}
+#include "types_to_test.hpp"       // util::{real_type_gtest, real_type_label_type_combination_gtest}
+#include "utility.hpp"             // util::{redirect_output, temporary_file, instantiate_template_file}
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_CALL
 
@@ -73,7 +74,9 @@ TYPED_TEST(BaseCSVM, construct_from_parameter_invalid_gamma) {
     params.gamma = -1.0;
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
-    EXPECT_THROW_WHAT(mock_csvm<real_type>{ params }, plssvm::invalid_parameter_exception, "gamma must be greater than 0.0, but is -1!");
+    EXPECT_THROW_WHAT(mock_csvm<real_type>{ params },
+                      plssvm::invalid_parameter_exception,
+                      "gamma must be greater than 0.0, but is -1!");
 }
 
 TYPED_TEST(BaseCSVM, construct_linear_from_named_parameters) {
@@ -220,7 +223,7 @@ TYPED_TEST(BaseCSVM, set_params_from_parameter) {
     using real_type = TypeParam;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    mock_csvm<real_type> csvm{ };
+    mock_csvm<real_type> csvm{};
 
     // create parameter class
     const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
@@ -235,7 +238,7 @@ TYPED_TEST(BaseCSVM, set_params_from_named_parameters) {
     using real_type = TypeParam;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    mock_csvm<real_type> csvm{ };
+    mock_csvm<real_type> csvm{};
 
     // create parameter class
     const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
@@ -304,7 +307,9 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_epsilon) {
     const plssvm::data_set<real_type, label_type> training_data{ this->filename };
 
     // calling the function with an invalid epsilon should throw
-    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data, plssvm::epsilon = 0.0)), plssvm::invalid_parameter_exception, "epsilon must be less than 0.0, but is 0!");
+    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data, plssvm::epsilon = 0.0)),
+                      plssvm::invalid_parameter_exception,
+                      "epsilon must be less than 0.0, but is 0!");
 }
 TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_max_iter) {
     using real_type = typename TypeParam::real_type;
@@ -321,7 +326,9 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_max_iter) {
     const plssvm::data_set<real_type, label_type> training_data{ this->filename };
 
     // calling the function with an invalid max_iter should throw
-    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data, plssvm::max_iter = 0)), plssvm::invalid_parameter_exception, "max_iter must be greater than 0, but is 0!");
+    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data, plssvm::max_iter = 0)),
+                      plssvm::invalid_parameter_exception,
+                      "max_iter must be greater than 0, but is 0!");
 }
 TYPED_TEST(BaseCSVMFit, fit_no_label) {
     using real_type = typename TypeParam::real_type;
@@ -337,7 +344,9 @@ TYPED_TEST(BaseCSVMFit, fit_no_label) {
     const plssvm::data_set<real_type, label_type> training_data{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
 
     // in order to call fit, the provided data set must contain labels
-    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data)), plssvm::invalid_parameter_exception, "No labels given for training! Maybe the data is only usable for prediction?");
+    EXPECT_THROW_WHAT((std::ignore = csvm.fit(training_data)),
+                      plssvm::invalid_parameter_exception,
+                      "No labels given for training! Maybe the data is only usable for prediction?");
 }
 
 template <typename T>
@@ -386,7 +395,9 @@ TYPED_TEST(BaseCSVMPredict, predict_num_feature_mismatch) {
     const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
 
     // calling the function with mismatching number of features should throw
-    EXPECT_THROW_WHAT(std::ignore = csvm.predict(learned_model, data_to_predict), plssvm::invalid_parameter_exception, "Number of features per data point (2) must match the number of features per support vector of the provided model (4)!");
+    EXPECT_THROW_WHAT(std::ignore = csvm.predict(learned_model, data_to_predict),
+                      plssvm::invalid_parameter_exception,
+                      "Number of features per data point (2) must match the number of features per support vector of the provided model (4)!");
 }
 
 template <typename T>
@@ -478,5 +489,7 @@ TYPED_TEST(BaseCSVMScore, score_data_set_num_features_mismatch) {
     const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
 
     // calling the function with mismatching number of features should throw
-    EXPECT_THROW_WHAT(std::ignore = csvm.score(learned_model, data_to_score), plssvm::invalid_parameter_exception, "Number of features per data point (2) must match the number of features per support vector of the provided model (4)!");
+    EXPECT_THROW_WHAT(std::ignore = csvm.score(learned_model, data_to_score),
+                      plssvm::invalid_parameter_exception,
+                      "Number of features per data point (2) must match the number of features per support vector of the provided model (4)!");
 }
\ No newline at end of file
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 5d4115c2c..d4c001f8c 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -18,54 +18,104 @@
 #include "fmt/core.h"
 #include "gtest/gtest.h"
 
-#include <algorithm> // std::max
-#include <cmath> // std::abs
+#include <algorithm>    // std::max
+#include <cmath>        // std::abs
+#include <limits>       // std::numeric_limits::{epsilon, max, min}
 #include <type_traits>  // std::is_same_v
-#include <limits> // std::numeric_limits::{epsilon, max, min}
 
 namespace impl {
 
+/**
+ * @brief Get the `value_type` of a `std::vector<T>`, `std::vector<std::vector<T>>`, etc.
+ * @details Terminates the recursion.
+ * @tparam T the `value_type` of the vector cascade
+ */
+template <typename T>
+struct get_value_type {
+    using type = T;
+};
+/**
+ * @brief Get the `value_type` of a `std::vector<T>`, `std::vector<std::vector<T>>`, etc.
+ * @tparam T the `value_type` of the current vector
+ */
+template <typename T>
+struct get_value_type<std::vector<T>> {
+    using type = typename get_value_type<T>::type;
+};
+/**
+ * @brief Get the `value_type` of a `std::vector<T>`, `std::vector<std::vector<T>>`, etc.
+ * @details A shorthand for `typename impl::get_value_type_t<T>::type`.
+ * @tparam T the `value_type` of the current vector
+ */
+template <typename T>
+using get_value_type_t = typename get_value_type<T>::type;
+
 /**
  * @brief Compares the two floating point values @p val1 and @p val2.
- * @details Wrapper around GoogleTest's `EXPECT_FLOAT_EQ` and `EXPECT_DOUBLE_EQ`.
+ * @details Wrapper around GoogleTest's `EXPECT_FLOAT_EQ` and `ASSERT_DOUBLE_EQ` if @p expect is `true`, otherwise wraps `ASSERT_FLOAT_EQ` and `ASSERT_DOUBLE_EQ`.
  * @tparam T the floating point type
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 first value to compare
  * @param[in] val2 second value to compare
  * @param[in] msg an optional message
  */
-template <typename T>
-inline void expect_floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
-    if constexpr (std::is_same_v<T, float>) {
-        EXPECT_FLOAT_EQ(val1, val2) << msg;
-    } else if constexpr (std::is_same_v<T, double>) {
-        EXPECT_DOUBLE_EQ(val1, val2) << msg;
+template <typename T, bool expect>
+inline void floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
+    if constexpr (std::is_same_v<plssvm::detail::remove_cvref_t<T>, float>) {
+        if constexpr (expect) {
+            EXPECT_FLOAT_EQ(val1, val2) << msg;
+        } else {
+            ASSERT_FLOAT_EQ(val1, val2) << msg;
+        }
+    } else if constexpr (std::is_same_v<plssvm::detail::remove_cvref_t<T>, double>) {
+        if constexpr (expect) {
+            EXPECT_DOUBLE_EQ(val1, val2) << msg;
+        } else {
+            ASSERT_DOUBLE_EQ(val1, val2) << msg;
+        }
     } else {
         static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
     }
 }
 
 /**
- * @brief Compares the two floating point values @p val1 and @p val2.
- * @details Wrapper around GoogleTest's `ASSERT_FLOAT_EQ` and `ASSERT_DOUBLE_EQ`.
+ * @brief Compares the two vectors of floating point values @p val1 and @p val2.
  * @tparam T the floating point type
- * @param[in] val1 first value to compare
- * @param[in] val2 second value to compare
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
+ * @param[in] val1 the first vector to compare
+ * @param[in] val2 the second vector to compare
  * @param[in] msg an optional message
  */
-template <typename T>
-inline void assert_floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
-    if constexpr (std::is_same_v<T, float>) {
-        ASSERT_FLOAT_EQ(val1, val2) << msg;
-    } else if constexpr (std::is_same_v<T, double>) {
-        ASSERT_DOUBLE_EQ(val1, val2) << msg;
-    } else {
-        static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
+template <typename T, bool expect>
+inline void floating_point_vector_eq(const std::vector<T> &val1, const std::vector<T> &val2) {
+    ASSERT_EQ(val1.size(), val2.size());
+    for (typename std::vector<T>::size_type col = 0; col < val1.size(); ++col) {
+        floating_point_eq<T, expect>(val1[col], val2[col], fmt::format("values at [{}] are not equal: ", col));
+    }
+}
+/**
+ * @brief Compares the two 2D vectors of floating point values @p val1 and @p val2.
+ * @tparam T the floating point type
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
+ * @param[in] val1 the first 2D vector to compare
+ * @param[in] val2 the second 2D vector to compare
+ * @param[in] msg an optional message
+ */
+template <typename T, bool expect>
+inline void floating_point_2d_vector_eq(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {
+    ASSERT_EQ(val1.size(), val2.size());
+    for (typename std::vector<T>::size_type row = 0; row < val1.size(); ++row) {
+        ASSERT_EQ(val1[row].size(), val2[row].size());
+        for (typename std::vector<T>::size_type col = 0; col < val1[row].size(); ++col) {
+            floating_point_eq<T, expect>(val1[row][col], val2[row][col], fmt::format("values at [{}][{}] are not equal: ", row, col));
+        }
     }
 }
 
 /**
  * @brief Compares the two floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
  * @tparam T the floating point type
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 first value to compare
  * @param[in] val2 second value to compare
  * @param[in] scale scale the epsilon value by the provided value
@@ -99,12 +149,13 @@ inline void floating_point_near(const T val1, const T val2, const std::string &m
 /**
  * @brief Compares the two vectors of floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
  * @tparam T the floating point type
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first vector to compare
  * @param[in] val2 the second vector to compare
  * @param[in] msg an optional message
  */
 template <typename T, bool expect>
-inline void floating_point_near(const std::vector<T> &val1, const std::vector<T> &val2) {
+inline void floating_point_vector_near(const std::vector<T> &val1, const std::vector<T> &val2) {
     ASSERT_EQ(val1.size(), val2.size());
     for (typename std::vector<T>::size_type col = 0; col < val1.size(); ++col) {
         floating_point_near<T, expect>(val1[col], val2[col], fmt::format("values at [{}] are not equal enough: ", col));
@@ -113,12 +164,13 @@ inline void floating_point_near(const std::vector<T> &val1, const std::vector<T>
 /**
  * @brief Compares the two 2D vectors of floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
  * @tparam T the floating point type
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first 2D vector to compare
  * @param[in] val2 the second 2D vector to compare
  * @param[in] msg an optional message
  */
 template <typename T, bool expect>
-inline void floating_point_near(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {
+inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {
     ASSERT_EQ(val1.size(), val2.size());
     for (typename std::vector<T>::size_type row = 0; row < val1.size(); ++row) {
         ASSERT_EQ(val1[row].size(), val2[row].size());
@@ -130,10 +182,23 @@ inline void floating_point_near(const std::vector<std::vector<T>> &val1, const s
 }  // namespace impl
 
 #define EXPECT_FLOATING_POINT_EQ(val1, val2) \
-    impl::expect_floating_point_eq(val1, val2)
+    impl::floating_point_eq<decltype(val1), true>(val1, val2)
 
 #define ASSERT_FLOATING_POINT_EQ(val1, val2) \
-    impl::assert_floating_point_eq(val1, val2)
+    impl::floating_point_eq<decltype(val1), false>(val1, val2)
+
+#define EXPECT_FLOATING_POINT_VECTOR_EQ(val1, val2) \
+    impl::floating_point_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
+
+#define ASSERT_FLOATING_POINT_VECTOR_EQ(val1, val2, msg) \
+    impl::floating_point_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
+
+#define EXPECT_FLOATING_POINT_2D_VECTOR_EQ(val1, val2) \
+    impl::floating_point_2d_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
+
+#define ASSERT_FLOATING_POINT_2D_VECTOR_EQ(val1, val2, msg) \
+    impl::floating_point_2d_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
+
 
 #define EXPECT_FLOATING_POINT_NEAR(val1, val2) \
     impl::floating_point_near<decltype(val1), true>(val1, val2)
@@ -142,17 +207,16 @@ inline void floating_point_near(const std::vector<std::vector<T>> &val1, const s
     impl::floating_point_near<decltype(val1), false>(val1, val2, msg)
 
 #define EXPECT_FLOATING_POINT_VECTOR_NEAR(val1, val2) \
-    impl::floating_point_near<typename plssvm::detail::remove_cvref_t<decltype(val1)>::value_type, true>(val1, val2)
+    impl::floating_point_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
 
 #define ASSERT_FLOATING_POINT_VECTOR_NEAR(val1, val2, msg) \
-    impl::floating_point_near<typename decltype(val1)::value_type, false>(val1, val2)
+    impl::floating_point_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
 #define EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2) \
-    impl::floating_point_near<typename (typename decltype(val1)::value_type)::value_type, true>(val1, val2)
+    impl::floating_point_2d_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
 
 #define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2, msg) \
-    impl::floating_point_near<typename (typename decltype(val1)::value_type)::value_type, false>(val1, val2)
-
+    impl::floating_point_2d_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
 #define EXPECT_THROW_WHAT(statement, expected_exception, msg)                                                \
     do {                                                                                                     \
@@ -167,3 +231,5 @@ inline void floating_point_near(const std::vector<std::vector<T>> &val1, const s
     } while (false)
 
 #endif  // PLSSVM_CUSTOM_TEST_MACROS_HPP_
+
+// TODO: comments?!?: message in function!
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index be809e9ad..4159a7a61 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -17,9 +17,10 @@
 #include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "naming.hpp"         // naming::real_type_label_type_combination_to_name
-#include "types_to_test.hpp"  // util::{real_type_label_type_combination_gtest, instantiate_template_file}
-#include "utility.hpp"        // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_2D_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_NEAR
+#include "naming.hpp"              // naming::real_type_label_type_combination_to_name
+#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, instantiate_template_file}
+#include "utility.hpp"             // util::{temporary_file, redirect_output, gtest_expect_floating_point_vector_near}
 
 #include "gmock/gmock-matchers.h"  // ::testing::{ContainsRegex, StartsWith}
 #include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT, ASSERT_EQ, ASSERT_GT, TEST, TYPED_TEST, TYPED_TEST_SUITE
@@ -52,8 +53,8 @@ TYPED_TEST(DataSetScaling, default_construct_factor) {
 
     // test values
     EXPECT_EQ(factor.feature, std::size_t{});
-    EXPECT_EQ(factor.lower, real_type{});
-    EXPECT_EQ(factor.upper, real_type{});
+    EXPECT_FLOATING_POINT_EQ(factor.lower, real_type{});
+    EXPECT_FLOATING_POINT_EQ(factor.upper, real_type{});
 }
 TYPED_TEST(DataSetScaling, construct_factor) {
     using real_type = typename TypeParam::real_type;
@@ -66,8 +67,8 @@ TYPED_TEST(DataSetScaling, construct_factor) {
 
     // test values
     EXPECT_EQ(factor.feature, 1);
-    EXPECT_EQ(factor.lower, -2.5);
-    EXPECT_EQ(factor.upper, 2.5);
+    EXPECT_FLOATING_POINT_EQ(factor.lower, real_type{ -2.5 });
+    EXPECT_FLOATING_POINT_EQ(factor.upper, real_type{ 2.5 });
 }
 
 TYPED_TEST(DataSetScaling, construct_interval) {
@@ -79,8 +80,8 @@ TYPED_TEST(DataSetScaling, construct_interval) {
     const scaling_type scale{ real_type{ -1.0 }, real_type{ 1.0 } };
 
     // test whether the values have been correctly set
-    EXPECT_EQ(scale.scaling_interval.first, real_type{ -1.0 });
-    EXPECT_EQ(scale.scaling_interval.second, real_type{ 1.0 });
+    EXPECT_FLOATING_POINT_EQ(scale.scaling_interval.first, real_type{ -1.0 });
+    EXPECT_FLOATING_POINT_EQ(scale.scaling_interval.second, real_type{ 1.0 });
     EXPECT_TRUE(scale.scaling_factors.empty());
 }
 TYPED_TEST(DataSetScaling, construct_invalid_interval) {
@@ -114,8 +115,8 @@ TYPED_TEST(DataSetScaling, construct_from_file) {
     ASSERT_EQ(scale.scaling_factors.size(), correct_factors.size());
     for (std::size_t i = 0; i < correct_factors.size(); ++i) {
         EXPECT_EQ(scale.scaling_factors[i].feature, correct_factors[i].feature);
-        EXPECT_EQ(scale.scaling_factors[i].lower, correct_factors[i].lower);
-        EXPECT_EQ(scale.scaling_factors[i].upper, correct_factors[i].upper);
+        EXPECT_FLOATING_POINT_EQ(scale.scaling_factors[i].lower, correct_factors[i].lower);
+        EXPECT_FLOATING_POINT_EQ(scale.scaling_factors[i].upper, correct_factors[i].upper);
     }
 }
 
@@ -161,11 +162,6 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
     plssvm::detail::io::file_reader reader{ tmp_file.filename };
     reader.read_lines('#');
 
-    std::vector<std::string> regex_patterns;
-    // header
-    regex_patterns.emplace_back("x");
-    regex_patterns.emplace_back("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-
     // check the content
     ASSERT_EQ(reader.num_lines(), 2);
     EXPECT_EQ(reader.line(0), "x");
@@ -198,8 +194,8 @@ TYPED_TEST(DataSetLabelMapper, construct) {
     // test mapping
     EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ -1 }), first_label);
     EXPECT_EQ(mapper.get_label_by_mapped_value(real_type{ 1 }), second_label);
-    EXPECT_EQ(mapper.get_mapped_value_by_label(first_label), real_type{ -1 });
-    EXPECT_EQ(mapper.get_mapped_value_by_label(second_label), real_type{ 1 });
+    EXPECT_FLOATING_POINT_EQ(mapper.get_mapped_value_by_label(first_label), real_type{ -1 });
+    EXPECT_FLOATING_POINT_EQ(mapper.get_mapped_value_by_label(second_label), real_type{ 1 });
 }
 TYPED_TEST(DataSetLabelMapper, construct_too_many_label) {
     using real_type = typename TypeParam::real_type;
@@ -236,8 +232,8 @@ TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_label) {
     const label_mapper_type mapper{ different_labels };
 
     // test the number of mappings
-    EXPECT_EQ(mapper.get_mapped_value_by_label(first_label), real_type{ -1 });
-    EXPECT_EQ(mapper.get_mapped_value_by_label(second_label), real_type{ 1 });
+    EXPECT_FLOATING_POINT_EQ(mapper.get_mapped_value_by_label(first_label), real_type{ -1 });
+    EXPECT_FLOATING_POINT_EQ(mapper.get_mapped_value_by_label(second_label), real_type{ 1 });
 }
 TYPED_TEST(DataSetLabelMapper, get_mapped_value_by_invalid_label) {
     using real_type = typename TypeParam::real_type;
@@ -331,31 +327,13 @@ TYPED_TEST(DataSetLabelMapper, labels) {
 
 template <typename T>
 const std::vector<std::vector<T>> correct_data_points = {
-    plssvm::detail::split_as<T>("-1.117827500607882 -2.9087188881250993 0.66638344270039144 1.0978832703949288", ' '),
-    plssvm::detail::split_as<T>("-0.5282118298909262 -0.335880984968183973 0.51687296029754564 0.54604461446026", ' '),
-    plssvm::detail::split_as<T>("0.57650218263054642 1.01405596624706053 0.13009428079760464 0.7261913886869387", ' '),
-    plssvm::detail::split_as<T>("-0.20981208921241892 0.60276937379453293 -0.13086851759108944 0.10805254527169827", ' '),
-    plssvm::detail::split_as<T>("1.88494043717792 1.00518564317278263 0.298499933047586044 1.6464627048813514", ' ')
+    { T{ -1.117827500607882 }, T{ -2.9087188881250993 }, T{ 0.66638344270039144 }, T{ 1.0978832703949288 } },
+    { T{ -0.5282118298909262 }, T{ -0.335880984968183973 }, T{ 0.51687296029754564 }, T{ 0.54604461446026 } },
+    { T{ 0.57650218263054642 }, T{ 1.01405596624706053 }, T{ 0.13009428079760464 }, T{ 0.7261913886869387 } },
+    { T{ -0.20981208921241892 }, T{ 0.60276937379453293 }, T{ -0.13086851759108944 }, T{ 0.10805254527169827 } },
+    { T{ 1.88494043717792 }, T{ 1.00518564317278263 }, T{ 0.298499933047586044 }, T{ 1.6464627048813514 } }
 };
 template <typename T>
-std::pair<std::vector<std::vector<T>>, std::vector<std::tuple<std::size_t, T, T>>> scale(const std::vector<std::vector<T>> &data, const T lower, const T upper) {
-    std::vector<std::tuple<std::size_t, T, T>> factors(data.front().size(), std::make_tuple(0, std::numeric_limits<T>::max(), std::numeric_limits<T>::lowest()));
-    for (std::size_t i = 0; i < factors.size(); ++i) {
-        std::get<0>(factors[i]) = i;
-        for (std::size_t j = 0; j < data.size(); ++j) {
-            std::get<1>(factors[i]) = std::min(std::get<1>(factors[i]), data[j][i]);
-            std::get<2>(factors[i]) = std::max(std::get<2>(factors[i]), data[j][i]);
-        }
-    }
-    std::vector<std::vector<T>> ret = data;
-    for (std::size_t i = 0; i < ret.size(); ++i) {
-        for (std::size_t j = 0; j < ret.front().size(); ++j) {
-            ret[i][j] = lower + (upper - lower) * (data[i][j] - std::get<1>(factors[j])) / (std::get<2>(factors[j]) - std::get<1>(factors[j]));
-        }
-    }
-    return std::make_pair(std::move(ret), std::move(factors));
-}
-template <typename T>
 std::vector<T> correct_labels() {
     const auto [first_label, second_label] = util::get_distinct_label<T>();
     return std::vector<T>{ first_label, first_label, second_label, second_label, second_label };
@@ -396,7 +374,7 @@ TYPED_TEST(DataSet, construct_arff_from_file_with_label) {
     const plssvm::data_set<real_type, label_type> data{ this->filename };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points<real_type>);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -423,7 +401,7 @@ TYPED_TEST(DataSet, construct_arff_from_file_without_label) {
         { real_type{ 0.0 }, real_type{ -0.3 } },
         { real_type{ 5.5 }, real_type{ 0.0 } }
     };
-    EXPECT_EQ(data.data(), correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data);
     EXPECT_FALSE(data.has_labels());
     EXPECT_FALSE(data.labels().has_value());
     EXPECT_FALSE(data.different_labels().has_value());
@@ -445,7 +423,7 @@ TYPED_TEST(DataSet, construct_libsvm_from_file_with_label) {
     const plssvm::data_set<real_type, label_type> data{ this->filename };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points<real_type>);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -472,7 +450,7 @@ TYPED_TEST(DataSet, construct_libsvm_from_file_without_label) {
         { real_type{ 0.0 }, real_type{ -0.3 } },
         { real_type{ 5.5 }, real_type{ 0.0 } }
     };
-    EXPECT_EQ(data.data(), correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data);
     EXPECT_FALSE(data.has_labels());
     EXPECT_FALSE(data.labels().has_value());
     EXPECT_FALSE(data.different_labels().has_value());
@@ -494,7 +472,7 @@ TYPED_TEST(DataSet, construct_explicit_arff_from_file) {
     const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::arff };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points<real_type>);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -517,7 +495,7 @@ TYPED_TEST(DataSet, construct_explicit_libsvm_from_file) {
     const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::libsvm };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points<real_type>);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data_points<real_type>);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -544,8 +522,8 @@ TYPED_TEST(DataSet, construct_scaled_arff_from_file) {
     const plssvm::data_set<real_type, label_type> data{ this->filename, { real_type{ -1.0 }, real_type{ 1.0 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
-    EXPECT_EQ(data.data(), scaled_data_points);
+    const auto [scaled_data_points, scaling_factors] = util::scale(correct_data_points<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -562,8 +540,8 @@ TYPED_TEST(DataSet, construct_scaled_arff_from_file) {
     for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
         auto factors = data.scaling_factors().value().get().scaling_factors[i];
         EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.lower, std::get<1>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.upper, std::get<2>(scaling_factors[i]));
     }
 }
 TYPED_TEST(DataSet, construct_scaled_libsvm_from_file) {
@@ -575,8 +553,8 @@ TYPED_TEST(DataSet, construct_scaled_libsvm_from_file) {
     const plssvm::data_set<real_type, label_type> data{ this->filename, { real_type{ -2.5 }, real_type{ 2.5 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
-    EXPECT_EQ(data.data(), scaled_data_points);
+    const auto [scaled_data_points, scaling_factors] = util::scale(correct_data_points<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -593,8 +571,8 @@ TYPED_TEST(DataSet, construct_scaled_libsvm_from_file) {
     for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
         auto factors = data.scaling_factors().value().get().scaling_factors[i];
         EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.lower, std::get<1>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.upper, std::get<2>(scaling_factors[i]));
     }
 }
 
@@ -607,8 +585,8 @@ TYPED_TEST(DataSet, construct_scaled_explicit_arff_from_file) {
     const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::arff, { real_type{ -1.0 }, real_type{ 1.0 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
-    EXPECT_EQ(data.data(), scaled_data_points);
+    const auto [scaled_data_points, scaling_factors] = util::scale(correct_data_points<real_type>, real_type{ -1.0 }, real_type{ 1.0 });
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -625,8 +603,8 @@ TYPED_TEST(DataSet, construct_scaled_explicit_arff_from_file) {
     for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
         auto factors = data.scaling_factors().value().get().scaling_factors[i];
         EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.lower, std::get<1>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.upper, std::get<2>(scaling_factors[i]));
     }
 }
 TYPED_TEST(DataSet, construct_scaled_explicit_libsvm_from_file) {
@@ -638,8 +616,8 @@ TYPED_TEST(DataSet, construct_scaled_explicit_libsvm_from_file) {
     const plssvm::data_set<real_type, label_type> data{ this->filename, plssvm::file_format_type::libsvm, { real_type{ -2.5 }, real_type{ 2.5 } } };
 
     // check values
-    const auto [scaled_data_points, scaling_factors] = scale(correct_data_points<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
-    EXPECT_EQ(data.data(), scaled_data_points);
+    const auto [scaled_data_points, scaling_factors] = util::scale(correct_data_points<real_type>, real_type{ -2.5 }, real_type{ 2.5 });
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data.data(), scaled_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), correct_labels<label_type>());
@@ -656,8 +634,8 @@ TYPED_TEST(DataSet, construct_scaled_explicit_libsvm_from_file) {
     for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
         auto factors = data.scaling_factors().value().get().scaling_factors[i];
         EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.lower, std::get<1>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.upper, std::get<2>(scaling_factors[i]));
     }
 }
 
@@ -743,7 +721,7 @@ TYPED_TEST(DataSet, construct_from_vector_without_label) {
     const plssvm::data_set<real_type, label_type> data{ correct_data_points };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data_points);
     EXPECT_FALSE(data.has_labels());
     EXPECT_FALSE(data.labels().has_value());
     EXPECT_FALSE(data.different_labels().has_value());
@@ -814,7 +792,7 @@ TYPED_TEST(DataSet, construct_from_vector_with_label) {
     const plssvm::data_set<real_type, label_type> data{ correct_data_points, labels };
 
     // check values
-    EXPECT_EQ(data.data(), correct_data_points);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), correct_data_points);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), labels);
@@ -864,9 +842,9 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_without_label) {
     // create data set
     const plssvm::data_set<real_type, label_type> data{ correct_data_points, scaling_type{ real_type{ -1.0 }, real_type{ 1.0 } } };
 
-    const auto [correct_data_points_scaled, scaling_factors] = scale(correct_data_points, real_type{ -1.0 }, real_type{ 1.0 });
+    const auto [correct_data_points_scaled, scaling_factors] = util::scale(correct_data_points, real_type{ -1.0 }, real_type{ 1.0 });
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_scaled);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data.data(), correct_data_points_scaled);
     EXPECT_FALSE(data.has_labels());
     EXPECT_FALSE(data.labels().has_value());
     EXPECT_FALSE(data.different_labels().has_value());
@@ -881,8 +859,8 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_without_label) {
     for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
         auto factors = data.scaling_factors().value().get().scaling_factors[i];
         EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.lower, std::get<1>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.upper, std::get<2>(scaling_factors[i]));
     }
 }
 TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
@@ -903,9 +881,9 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
     // create data set
     const plssvm::data_set<real_type, label_type> data{ correct_data_points, labels, { -1.0, 1.0 } };
 
-    const auto [correct_data_points_scaled, scaling_factors] = scale(correct_data_points, real_type{ -1.0 }, real_type{ 1.0 });
+    const auto [correct_data_points_scaled, scaling_factors] = util::scale(correct_data_points, real_type{ -1.0 }, real_type{ 1.0 });
     // check values
-    EXPECT_EQ(data.data(), correct_data_points_scaled);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data.data(), correct_data_points_scaled);
     EXPECT_TRUE(data.has_labels());
     EXPECT_TRUE(data.labels().has_value());
     EXPECT_EQ(data.labels().value().get(), labels);
@@ -922,8 +900,8 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
     for (std::size_t i = 0; i < scaling_factors.size(); ++i) {
         auto factors = data.scaling_factors().value().get().scaling_factors[i];
         EXPECT_EQ(factors.feature, std::get<0>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.lower, std::get<1>(scaling_factors[i]));
-        util::gtest_assert_floating_point_near(factors.upper, std::get<2>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.lower, std::get<1>(scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(factors.upper, std::get<2>(scaling_factors[i]));
     }
 }
 
@@ -1076,7 +1054,7 @@ TYPED_TEST(DataSetGetter, data) {
     // create data set without labels
     const plssvm::data_set<real_type, label_type> data{ this->data_points };
     // check data getter
-    EXPECT_EQ(data.data(), this->data_points);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(data.data(), this->data_points);
 }
 TYPED_TEST(DataSetGetter, has_labels) {
     using real_type = typename TypeParam::real_type;
@@ -1180,14 +1158,14 @@ TYPED_TEST(DataSetGetter, scaling_factors) {
     const plssvm::data_set<real_type, label_type> data_scaled{ this->data_points, scaling_type{ real_type{ -1.0 }, real_type{ 1.0 } } };
     // check scaling_factors getter
     EXPECT_TRUE(data_scaled.scaling_factors().has_value());
-    const auto &[ignored, correct_scaling_factors] = scale(this->data_points, real_type{ -1.0 }, real_type{ 1.0 });
+    const auto &[ignored, correct_scaling_factors] = util::scale(this->data_points, real_type{ -1.0 }, real_type{ 1.0 });
     const scaling_type &scaling_factors = data_scaled.scaling_factors().value();
-    EXPECT_EQ(scaling_factors.scaling_interval.first, real_type{ -1.0 });
-    EXPECT_EQ(scaling_factors.scaling_interval.second, real_type{ 1.0 });
+    EXPECT_FLOATING_POINT_EQ(scaling_factors.scaling_interval.first, real_type{ -1.0 });
+    EXPECT_FLOATING_POINT_EQ(scaling_factors.scaling_interval.second, real_type{ 1.0 });
     ASSERT_EQ(scaling_factors.scaling_factors.size(), correct_scaling_factors.size());
     for (std::size_t i = 0; i < scaling_factors.scaling_factors.size(); ++i) {
         EXPECT_EQ(scaling_factors.scaling_factors[i].feature, std::get<0>(correct_scaling_factors[i]));
-        EXPECT_EQ(scaling_factors.scaling_factors[i].lower, std::get<1>(correct_scaling_factors[i]));
-        EXPECT_EQ(scaling_factors.scaling_factors[i].upper, std::get<2>(correct_scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(scaling_factors.scaling_factors[i].lower, std::get<1>(correct_scaling_factors[i]));
+        EXPECT_FLOATING_POINT_NEAR(scaling_factors.scaling_factors[i].upper, std::get<2>(correct_scaling_factors[i]));
     }
 }
\ No newline at end of file
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 1cdad1f7e..181720354 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -92,8 +92,8 @@ TEST(DefaultValue, assign_non_default) {
     val = 3.1415;
     // value must now be a non-default value
     EXPECT_FALSE(val.is_default());
-    EXPECT_EQ(val.value(), 3.1415);
-    EXPECT_EQ(val.get_default(), 0.0);
+    EXPECT_DOUBLE_EQ(val.value(), 3.1415);
+    EXPECT_DOUBLE_EQ(val.get_default(), 0.0);
 }
 
 TEST(DefaultValue, copy_construct_default) {
@@ -126,8 +126,8 @@ TEST(DefaultValue, copy_construct_non_default) {
     EXPECT_EQ(val2.get_default(), 0);
     // val1 must not have changed
     EXPECT_FALSE(val1.is_default());
-    EXPECT_EQ(val1.value(), 3.1415);
-    EXPECT_EQ(val1.get_default(), 0.0);
+    EXPECT_DOUBLE_EQ(val1.value(), 3.1415);
+    EXPECT_DOUBLE_EQ(val1.get_default(), 0.0);
 }
 
 TEST(DefaultValue, move_construct_default) {
@@ -170,8 +170,8 @@ TEST(DefaultValue, copy_assign_default) {
     EXPECT_EQ(val2.get_default(), 3);
     // val1 must not have changed!
     EXPECT_TRUE(val1.is_default());
-    EXPECT_EQ(val1.value(), 3.1415);
-    EXPECT_EQ(val1.get_default(), 3.1415);
+    EXPECT_DOUBLE_EQ(val1.value(), 3.1415);
+    EXPECT_DOUBLE_EQ(val1.get_default(), 3.1415);
 }
 TEST(DefaultValue, copy_assign_non_default) {
     // create two default_values
@@ -188,8 +188,8 @@ TEST(DefaultValue, copy_assign_non_default) {
     EXPECT_EQ(val2.get_default(), 3);
     // val1 must not have changed!
     EXPECT_FALSE(val1.is_default());
-    EXPECT_EQ(val1.value(), 2.7182);
-    EXPECT_EQ(val1.get_default(), 3.1415);
+    EXPECT_DOUBLE_EQ(val1.value(), 2.7182);
+    EXPECT_DOUBLE_EQ(val1.get_default(), 3.1415);
 }
 
 TEST(DefaultValue, move_assign_default) {
@@ -355,7 +355,7 @@ TEST(DefaultValue, from_string) {
     val2 = 3.1415;
     EXPECT_EQ(util::convert_from_string<plssvm::default_value<double>>("3.1415"), val2);
     EXPECT_FALSE(val2.is_default());
-    EXPECT_EQ(val2.get_default(), 0);
+    EXPECT_DOUBLE_EQ(val2.get_default(), 0.0);
 
     plssvm::default_value<int> val3{ plssvm::default_init{ 42 } };
     val3 = -4;
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index 095bf3517..78608b24d 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -14,10 +14,10 @@
 #include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
 #include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
 
-#include "../../types_to_test.hpp" // util::instantiate_template_file
-#include "../../utility.hpp" // util::temporary_file
-#include "../../naming.hpp"  // naming::pretty_print_data_set_factory
-#include "utility.hpp"       // util::ParameterBase
+#include "../../naming.hpp"         // naming::pretty_print_data_set_factory
+#include "../../types_to_test.hpp"  // util::instantiate_template_file
+#include "../../utility.hpp"        // util::temporary_file
+#include "utility.hpp"              // util::ParameterBase
 
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ,  ::testing::{WithParamInterface, Values}
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 443e7c4c3..3d22a57df 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -37,7 +37,7 @@ TEST_F(ParameterTrain, minimal) {
     // check parsed values
     EXPECT_EQ(params.csvm_params, plssvm::parameter<double>{});
     EXPECT_TRUE(params.epsilon.is_default());
-    EXPECT_EQ(params.epsilon.value(), 0.001);
+    EXPECT_DOUBLE_EQ(params.epsilon.value(), 0.001);
     EXPECT_TRUE(params.max_iter.is_default());
     EXPECT_EQ(params.max_iter.value(), 0);
     EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
@@ -83,12 +83,12 @@ TEST_F(ParameterTrain, all_arguments) {
     // check parsed values
     EXPECT_EQ(params.csvm_params.kernel_type, plssvm::kernel_function_type::polynomial);
     EXPECT_EQ(params.csvm_params.degree, 2);
-    EXPECT_EQ(params.csvm_params.gamma, 1.5);
-    EXPECT_EQ(params.csvm_params.coef0, -1.5);
-    EXPECT_EQ(params.csvm_params.cost, 2);
+    EXPECT_DOUBLE_EQ(params.csvm_params.gamma, 1.5);
+    EXPECT_DOUBLE_EQ(params.csvm_params.coef0, -1.5);
+    EXPECT_DOUBLE_EQ(params.csvm_params.cost, 2.0);
 
     EXPECT_FALSE(params.epsilon.is_default());
-    EXPECT_EQ(params.epsilon.value(), 1e-10);
+    EXPECT_DOUBLE_EQ(params.epsilon.value(), 1e-10);
     EXPECT_FALSE(params.max_iter.is_default());
     EXPECT_EQ(params.max_iter.value(), 100);
     EXPECT_EQ(params.backend, plssvm::backend_type::cuda);
@@ -180,7 +180,7 @@ TEST_P(ParameterTrainGamma, parsing) {
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.gamma.is_default());
-    EXPECT_EQ(params.csvm_params.gamma, gamma);
+    EXPECT_DOUBLE_EQ(params.csvm_params.gamma, gamma);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma,
@@ -213,7 +213,7 @@ TEST_P(ParameterTrainCoef0, parsing) {
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.coef0.is_default());
-    EXPECT_EQ(params.csvm_params.coef0, coef0);
+    EXPECT_DOUBLE_EQ(params.csvm_params.coef0, coef0);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(
@@ -231,7 +231,7 @@ TEST_P(ParameterTrainCost, parsing) {
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.csvm_params.cost.is_default());
-    EXPECT_EQ(params.csvm_params.cost, cost);
+    EXPECT_DOUBLE_EQ(params.csvm_params.cost, cost);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(
@@ -249,7 +249,7 @@ TEST_P(ParameterTrainEpsilon, parsing) {
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
     // test for correctness
     EXPECT_FALSE(params.epsilon.is_default());
-    EXPECT_EQ(params.epsilon, eps);
+    EXPECT_DOUBLE_EQ(params.epsilon, eps);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index ab1b0acaa..5246f3e39 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -13,9 +13,10 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../naming.hpp"         // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"  // util::{instantiate_template_file, real_type_label_type_combination_gtest}
-#include "../../utility.hpp"        // util::temporary_file, EXPECT_THROW_WHAT
+#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_2D_VECTOR_NEAR, EXPECT_THROW_WHAT
+#include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"       // util::{instantiate_template_file, real_type_label_type_combination_gtest}
+#include "../../utility.hpp"             // util::temporary_file
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -252,7 +253,7 @@ TYPED_TEST(ARFFParseDense, read) {
     ASSERT_EQ(num_features, 4);
 
     // check for correct data
-    EXPECT_EQ(data, this->correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data, this->correct_data);
     EXPECT_EQ(label, this->correct_label);
 }
 TYPED_TEST(ARFFParseSparse, read) {
@@ -269,7 +270,7 @@ TYPED_TEST(ARFFParseSparse, read) {
     ASSERT_EQ(num_features, 4);
 
     // check for correct data
-    EXPECT_EQ(data, this->correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data, this->correct_data);
     EXPECT_EQ(label, this->correct_label);
 }
 
@@ -293,7 +294,7 @@ TYPED_TEST(ARFFParse, read_without_label) {
         { current_real_type{ 0.0 }, current_real_type{ -0.3 } },
         { current_real_type{ 5.5 }, current_real_type{ 0.0 } }
     };
-    EXPECT_EQ(data, correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data, correct_data);
     EXPECT_TRUE(label.empty());
 }
 
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 3cef087d6..2c535a7dc 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -13,8 +13,8 @@
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::starts_with
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::file_not_found_exception, plssvm::file_reader_exception
 
-#include "../../naming.hpp"   // naming::{open_parameter_types_to_name, pretty_print_escaped_string}
-#include "../../utility.hpp"  // EXPECT_THROW_WHAT
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../../naming.hpp"              // naming::{open_parameter_types_to_name, pretty_print_escaped_string}
 
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, TEST_P, TYPED_TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_FALSE, ASSERT_TRUE, ASSERT_FALSE, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 87cb7dcf8..3fc65449e 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -16,9 +16,10 @@
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 #include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
 
-#include "../../naming.hpp"         // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"  // util::{instantiate_template_file, real_type_label_type_combination_gtest}
-#include "../../utility.hpp"        // util::temporary_file, util::redirect_output, EXPECT_THROW_WHAT
+#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
+#include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"       // util::{instantiate_template_file, real_type_label_type_combination_gtest}
+#include "../../utility.hpp"             // util::temporary_file, util::redirect_output
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -62,7 +63,7 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_linear) {
     EXPECT_TRUE(params.coef0.is_default());
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
-    EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_FLOATING_POINT_EQ(rho, real_type{ 0.37330625882191915 });
     const auto [first_label, second_label] = util::get_distinct_label<label_type>();
     EXPECT_EQ(label, (std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label }));
     EXPECT_EQ(header_lines, 8);
@@ -88,12 +89,12 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
     EXPECT_FALSE(params.degree.is_default());
     EXPECT_EQ(params.degree.value(), 2);
     EXPECT_FALSE(params.gamma.is_default());
-    EXPECT_EQ(params.gamma.value(), 0.25);
+    EXPECT_FLOATING_POINT_EQ(params.gamma.value(), real_type{ 0.25 });
     EXPECT_FALSE(params.coef0.is_default());
-    EXPECT_EQ(params.coef0.value(), 1.5);
+    EXPECT_FLOATING_POINT_EQ(params.coef0.value(), real_type{ 1.5 });
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
-    EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_FLOATING_POINT_EQ(rho, real_type{ 0.37330625882191915 });
     const auto [first_label, second_label] = util::get_distinct_label<label_type>();
     EXPECT_EQ(label, (std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label }));
     EXPECT_EQ(header_lines, 11);
@@ -118,11 +119,11 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_rbf) {
     EXPECT_EQ(params.kernel_type.value(), plssvm::kernel_function_type::rbf);
     EXPECT_TRUE(params.degree.is_default());
     EXPECT_FALSE(params.gamma.is_default());
-    EXPECT_EQ(params.gamma.value(), plssvm::detail::convert_to<real_type>("0.025"));
+    EXPECT_FLOATING_POINT_EQ(params.gamma.value(), real_type{ 0.025 });
     EXPECT_TRUE(params.coef0.is_default());
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
-    EXPECT_EQ(rho, plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_FLOATING_POINT_EQ(rho, real_type{ 0.37330625882191915 });
     const auto [first_label, second_label] = util::get_distinct_label<label_type>();
     EXPECT_EQ(label, (std::vector<label_type>{ first_label, first_label, second_label, second_label, second_label }));
     EXPECT_EQ(header_lines, 9);
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 54a46f086..dda6ca155 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -13,9 +13,10 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../naming.hpp"         // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"  // util::{instantiate_template_file, real_type_label_type_combination_gtest}
-#include "../../utility.hpp"        // util::temporary_file, EXPECT_THROW_WHAT
+#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_2D_VECTOR_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR, EXPECT_THROW_WHAT
+#include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"       // util::{instantiate_template_file, real_type_label_type_combination_gtest}
+#include "../../utility.hpp"             // util::temporary_file
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
@@ -127,7 +128,7 @@ TYPED_TEST(LIBSVMParseDense, read) {
     ASSERT_EQ(num_features, 4);
 
     // check for correct data
-    EXPECT_EQ(data, this->correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data, this->correct_data);
     EXPECT_EQ(label, this->correct_label);
 }
 TYPED_TEST(LIBSVMParseDense, read_skip_lines) {
@@ -147,7 +148,7 @@ TYPED_TEST(LIBSVMParseDense, read_skip_lines) {
 
     // check for correct data
     for (std::size_t i = 0; i < num_data_points; ++i) {
-        EXPECT_EQ(data[i], this->correct_data[skipped + i]);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(data[i], this->correct_data[skipped + i]);
     }
     for (std::size_t i = 0; i < num_data_points; ++i) {
         EXPECT_EQ(label[i], this->correct_label[skipped + i]);
@@ -168,7 +169,7 @@ TYPED_TEST(LIBSVMParseSparse, read) {
     ASSERT_EQ(num_features, 4);
 
     // check for correct data
-    EXPECT_EQ(data, this->correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data, this->correct_data);
     EXPECT_EQ(label, this->correct_label);
 }
 TYPED_TEST(LIBSVMParseSparse, read_skip_lines) {
@@ -188,7 +189,7 @@ TYPED_TEST(LIBSVMParseSparse, read_skip_lines) {
 
     // check for correct data
     for (std::size_t i = 0; i < num_data_points; ++i) {
-        EXPECT_EQ(data[i], this->correct_data[i + skipped]);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(data[i], this->correct_data[i + skipped]);
     }
     for (std::size_t i = 0; i < num_data_points; ++i) {
         EXPECT_EQ(label[i], this->correct_label[i + skipped]);
@@ -215,7 +216,7 @@ TYPED_TEST(LIBSVMParse, read_without_label) {
         { current_real_type{ 0.0 }, current_real_type{ -0.3 } },
         { current_real_type{ 5.5 }, current_real_type{ 0.0 } }
     };
-    EXPECT_EQ(data, correct_data);
+    EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(data, correct_data);
     EXPECT_TRUE(label.empty());
 }
 
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 40f56bb63..85b54ee33 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -13,9 +13,10 @@
 #include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 
-#include "../../naming.hpp"         // naming::arithmetic_types_to_name
-#include "../../types_to_test.hpp"  // util::real_type_gtest
-#include "../../utility.hpp"        // util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT, util::temporary_file
+#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
+#include "../../naming.hpp"              // naming::arithmetic_types_to_name
+#include "../../types_to_test.hpp"       // util::real_type_gtest
+#include "../../utility.hpp"             // util::temporary_file
 
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
 #include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
@@ -51,8 +52,8 @@ TYPED_TEST(ScalingFactorsRead, read) {
 
     // check for correctness
     // scaling interval
-    util::gtest_assert_floating_point_near(scaling_interval.first, real_type{ -1.4 });
-    util::gtest_assert_floating_point_near(scaling_interval.second, real_type{ 2.6 });
+    EXPECT_FLOATING_POINT_EQ(scaling_interval.first, real_type{ -1.4 });
+    EXPECT_FLOATING_POINT_EQ(scaling_interval.second, real_type{ 2.6 });
     // scaling factors
     // note that the parsed scaling factors are zero-based!
     const std::vector<factors_type<real_type>> correct_scaling_factors{
@@ -61,8 +62,8 @@ TYPED_TEST(ScalingFactorsRead, read) {
     ASSERT_EQ(scaling_factors.size(), correct_scaling_factors.size());
     for (std::size_t i = 0; i < correct_scaling_factors.size(); ++i) {
         EXPECT_EQ(scaling_factors[i].feature, correct_scaling_factors[i].feature);
-        util::gtest_assert_floating_point_near(scaling_factors[i].lower, correct_scaling_factors[i].lower, "Wrong lower scaling factor!");
-        util::gtest_assert_floating_point_near(scaling_factors[i].upper, correct_scaling_factors[i].upper, "Wrong upper scaling factor!");
+        EXPECT_FLOATING_POINT_EQ(scaling_factors[i].lower, correct_scaling_factors[i].lower);
+        EXPECT_FLOATING_POINT_EQ(scaling_factors[i].upper, correct_scaling_factors[i].upper);
     }
 }
 TYPED_TEST(ScalingFactorsRead, read_no_scaling_factors) {
@@ -75,8 +76,8 @@ TYPED_TEST(ScalingFactorsRead, read_no_scaling_factors) {
 
     // check for correctness
     // scaling interval
-    util::gtest_assert_floating_point_near(scaling_interval.first, real_type{ -1.4 });
-    util::gtest_assert_floating_point_near(scaling_interval.second, real_type{ 2.6 });
+    EXPECT_FLOATING_POINT_EQ(scaling_interval.first, real_type{ -1.4 });
+    EXPECT_FLOATING_POINT_EQ(scaling_interval.second, real_type{ 2.6 });
     // scaling factors -> are empty!
     EXPECT_TRUE(scaling_factors.empty());
 }
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index a6defc727..2a3ae8440 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -10,9 +10,10 @@
 
 #include "plssvm/detail/layout.hpp"
 
+#include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
 #include "../naming.hpp"         // util::{arithmetic_types_to_name}
 #include "../types_to_test.hpp"  // util::real_type_gtest
-#include "utility.hpp"           // util::{convert_to_string, convert_from_string, redirect_output}
+#include "../utility.hpp"        // util::{convert_to_string, convert_from_string, redirect_output}
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
@@ -78,11 +79,11 @@ TYPED_TEST(Layout, array_of_structs) {
 
     // convert to AoS using the direct function call
     const std::vector<typename TestFixture::real_type> aos_direct = plssvm::detail::transform_to_aos_layout(this->matrix, 0, this->num_points, this->num_features);
-    EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(aos_direct, correct_aos);
 
     // convert to AoS using the indirect function call
     const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 0, this->num_points);
-    EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(aos_indirect, correct_aos);
 }
 TYPED_TEST(Layout, array_of_structs_boundary) {
     // correctly transformed matrix in AoS layout with a boundary of size 2
@@ -90,11 +91,11 @@ TYPED_TEST(Layout, array_of_structs_boundary) {
 
     // convert to AoS using the direct function call
     const std::vector<typename TestFixture::real_type> aos_direct = plssvm::detail::transform_to_aos_layout(this->matrix, 2, this->num_points, this->num_features);
-    EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(aos_direct, correct_aos);
 
     // convert to AoS using the indirect function call
     const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 2, this->num_points);
-    EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(aos_indirect, correct_aos);
 }
 TYPED_TEST(Layout, array_of_structs_fewer_data_points) {
     // correctly transformed matrix in AoS layout with fewer data points and without boundary
@@ -102,11 +103,11 @@ TYPED_TEST(Layout, array_of_structs_fewer_data_points) {
 
     // convert to AoS using the direct function call
     const std::vector<typename TestFixture::real_type> aos_direct = plssvm::detail::transform_to_aos_layout(this->matrix, 2, 3, this->num_features);
-    EXPECT_EQ(aos_direct, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_direct, ", "), fmt::join(correct_aos, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(aos_direct, correct_aos);
 
     // convert to AoS using the indirect function call
     const std::vector<typename TestFixture::real_type> aos_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::aos, this->matrix, 2, 3);
-    EXPECT_EQ(aos_indirect, correct_aos) << fmt::format("result: [{}], correct: [{}]", fmt::join(aos_indirect, ", "), fmt::join(correct_aos, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(aos_indirect, correct_aos);
 }
 
 TYPED_TEST(Layout, struct_of_arrays) {
@@ -115,11 +116,11 @@ TYPED_TEST(Layout, struct_of_arrays) {
 
     // convert to SoA using the direct function call
     const std::vector<typename TestFixture::real_type> soa_direct = plssvm::detail::transform_to_soa_layout(this->matrix, 0, this->num_points, this->num_features);
-    EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(soa_direct, correct_soa);
 
     // convert to SoA using the indirect function call
     const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 0, this->num_points);
-    EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(soa_indirect, correct_soa);
 }
 TYPED_TEST(Layout, struct_of_arrays_boundary) {
     // correctly transformed matrix in SoA layout with a boundary of size 2
@@ -127,11 +128,11 @@ TYPED_TEST(Layout, struct_of_arrays_boundary) {
 
     // convert to SoA using the direct function call
     const std::vector<typename TestFixture::real_type> soa_direct = plssvm::detail::transform_to_soa_layout(this->matrix, 2, this->num_points, this->num_features);
-    EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(soa_direct, correct_soa);
 
     // convert to SoA using the indirect function call
     const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 2, this->num_points);
-    EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(soa_indirect, correct_soa);
 }
 TYPED_TEST(Layout, struct_of_arrays_fewer_data_points) {
     // correctly transformed matrix in SoA layout with fewer data points and without boundary
@@ -139,11 +140,11 @@ TYPED_TEST(Layout, struct_of_arrays_fewer_data_points) {
 
     // convert to SoA using the direct function call
     const std::vector<typename TestFixture::real_type> soa_direct = plssvm::detail::transform_to_soa_layout(this->matrix, 2, 3, this->num_features);
-    EXPECT_EQ(soa_direct, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_direct, ", "), fmt::join(correct_soa, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(soa_direct, correct_soa);
 
     // convert to SoA using the indirect function call
     const std::vector<typename TestFixture::real_type> soa_indirect = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, this->matrix, 2, 3);
-    EXPECT_EQ(soa_indirect, correct_soa) << fmt::format("result: [{}], correct: [{}]", fmt::join(soa_indirect, ", "), fmt::join(correct_soa, ", "));
+    EXPECT_FLOATING_POINT_VECTOR_EQ(soa_indirect, correct_soa);
 }
 
 template <typename T>
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index e7f8e62ed..0696637e6 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -315,13 +315,11 @@ TYPED_TEST(OperatorsDeathTest, operator_squared_euclidean_dist) {
 }
 
 TYPED_TEST(Operators, operator_sign_positive) {
-    using real_type = TypeParam;
-    EXPECT_FLOATING_POINT_EQ(sign(real_type{ 1.6 }), real_type{ 1 });
-    EXPECT_FLOATING_POINT_EQ(sign(real_type{ 3 }), real_type{ 1 });
+    EXPECT_FLOATING_POINT_EQ(sign(TypeParam{ 1.6 }), TypeParam{ 1 });
+    EXPECT_FLOATING_POINT_EQ(sign(TypeParam{ 3 }), TypeParam{ 1 });
 }
 TYPED_TEST(Operators, operator_sign_negative) {
-    using real_type = TypeParam;
-    EXPECT_FLOATING_POINT_EQ(sign(real_type{ -2.4 }), real_type{ -1 });
-    EXPECT_FLOATING_POINT_EQ(sign(real_type{ -4 }), real_type{ -1 });
-    EXPECT_FLOATING_POINT_EQ(sign(real_type{ 0 }), real_type{ -1 });
+    EXPECT_FLOATING_POINT_EQ(sign(TypeParam{ -2.4 }), TypeParam{ -1 });
+    EXPECT_FLOATING_POINT_EQ(sign(TypeParam{ -4 }), TypeParam{ -1 });
+    EXPECT_FLOATING_POINT_EQ(sign(TypeParam{ 0 }), TypeParam{ -1 });
 }
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index c59c3a6e6..f9a5ba686 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -12,8 +12,8 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
-#include "../naming.hpp"   // naming::{arithmetic_types_to_name, pretty_print_escaped_string}
-#include "../utility.hpp"  // EXPECT_THROW_WHAT
+#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../naming.hpp"              // naming::{arithmetic_types_to_name, pretty_print_escaped_string}
 
 #include "fmt/format.h"   // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index ad8f9cb8f..ffb659766 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -12,8 +12,7 @@
 
 #include "plssvm/default_value.hpp"  // plssvm::default_value
 
-#include "../naming.hpp"   // naming::{map_types_to_name, set_types_to_name, vector_types_to_name}
-#include "../utility.hpp"  // util::{is_map_v, is_unordered_map_v, is_set_v, is_unordered_set_v, is_vector_}
+#include "../naming.hpp"  // naming::{map_types_to_name, set_types_to_name, vector_types_to_name}
 
 #include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
 #include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 128210aec..5e6740822 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -10,9 +10,9 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::{*_exception}
 
-#include "../naming.hpp"   // naming::exception_types_to_name
-#include "../utility.hpp"  // EXPECT_THROW_WHAT
-#include "utility.hpp"     // util::{exception_type_name, exception_definition, exception_definition_to_name}
+#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../naming.hpp"              // naming::exception_types_to_name
+#include "utility.hpp"                // util::{exception_type_name, exception_definition, exception_definition_to_name}
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index 431a16f58..bdab56ef6 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -12,9 +12,10 @@
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
-#include "backends/compare.hpp"  // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
-#include "naming.hpp"            // naming::arithmetic_types_to_name
-#include "utility.hpp"           // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}, EXPECT_THROW_WHAT
+#include "backends/compare.hpp"    // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_NEAR
+#include "naming.hpp"              // naming::arithmetic_types_to_name
+#include "utility.hpp"             // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
 
@@ -96,7 +97,7 @@ TYPED_TEST(KernelFunction, linear_kernel_function_variadic) {
 
         // test the linear kernel function using different parameter sets
         for ([[maybe_unused]] const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_function_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
         }
     }
 }
@@ -111,7 +112,7 @@ TYPED_TEST(KernelFunction, linear_kernel_function_parameter) {
 
         // test the linear kernel function using different parameter sets
         for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params), compare::detail::linear_kernel(x1, x2));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params), compare::detail::linear_kernel(x1, x2));
         }
     }
 }
@@ -128,7 +129,7 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_variadic) {
             const int degree = params.degree;
             const real_type gamma = params.gamma;
             const real_type coef0 = params.coef0;
-            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::poly_kernel(x1, x2, degree, gamma, coef0));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::poly_kernel(x1, x2, degree, gamma, coef0));
         }
     }
 }
@@ -142,8 +143,8 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_parameter) {
 
         // test polynomial kernel function
         for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params),
-                                                   compare::detail::poly_kernel(x1, x2, params.degree.value(), params.gamma.value(), params.coef0.value()));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params),
+                                       compare::detail::poly_kernel(x1, x2, params.degree.value(), params.gamma.value(), params.coef0.value()));
         }
     }
 }
@@ -159,7 +160,7 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_variadic) {
         // test rbf kernel function
         for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
             const real_type gamma = params.gamma;
-            util::gtest_assert_floating_point_near(plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
         }
     }
 }
@@ -173,7 +174,7 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_parameter) {
 
         // test rbf kernel function
         for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
-            util::gtest_assert_floating_point_near(plssvm::kernel_function(x1, x2, params), compare::detail::radial_kernel(x1, x2, params.gamma.value()));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params), compare::detail::radial_kernel(x1, x2, params.gamma.value()));
         }
     }
 }
@@ -189,7 +190,9 @@ TYPED_TEST(KernelFunction, unknown_kernel_function_parameter) {
     params.kernel_type = static_cast<plssvm::kernel_function_type>(3);
 
     // using an unknown kernel type must throw
-    EXPECT_THROW_WHAT(std::ignore = plssvm::kernel_function(x1, x2, params), plssvm::unsupported_kernel_type_exception, "Unknown kernel type (value: 3)!");
+    EXPECT_THROW_WHAT(std::ignore = plssvm::kernel_function(x1, x2, params),
+                      plssvm::unsupported_kernel_type_exception,
+                      "Unknown kernel type (value: 3)!");
 }
 
 template <typename T>
@@ -204,9 +207,12 @@ TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_variadic) {
     const std::vector<real_type> x2{ real_type{ 1.0 }, real_type{ 2.0 } };
 
     // test mismatched vector sizes
-    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::linear>(x1, x2), "Sizes mismatch!: 1 != 2");
-    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, 0, real_type{ 0.0 }, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
-    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, real_type{ 0.0 }), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::linear>(x1, x2),
+                 "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, 0, real_type{ 0.0 }, real_type{ 0.0 }),
+                 "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, real_type{ 0.0 }),
+                 "Sizes mismatch!: 1 != 2");
 }
 TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_parameter) {
     using real_type = TypeParam;
diff --git a/tests/model.cpp b/tests/model.cpp
index 28b91c717..943d0c2c1 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -13,9 +13,10 @@
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 
-#include "naming.hpp"         // naming::real_type_label_type_combination_to_name
-#include "types_to_test.hpp"  // util::{real_type_label_type_combination_gtest, instantiate_template_file}
-#include "utility.hpp"        // util::temporary_file, util::redirect_output
+#include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
+#include "naming.hpp"              // naming::real_type_label_type_combination_to_name
+#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, instantiate_template_file}
+#include "utility.hpp"             // util::temporary_file, util::redirect_output
 
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                           // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
@@ -54,15 +55,18 @@ TYPED_TEST(Model, construct) {
     EXPECT_EQ(model.num_features(), 4);
     EXPECT_EQ(model.svm_parameter(), plssvm::parameter<real_type>{});
     const std::vector<std::vector<real_type>> support_vectors{
-        plssvm::detail::split_as<real_type>("-1.117828e+00 -2.908719e+00 6.663834e-01 1.097883e+00"),
-        plssvm::detail::split_as<real_type>("-5.282118e-01 -3.358810e-01 5.168730e-01 5.460446e-01"),
-        plssvm::detail::split_as<real_type>("-2.098121e-01 6.027694e-01 -1.308685e-01 1.080525e-01"),
-        plssvm::detail::split_as<real_type>("1.884940e+00 1.005186e+00 2.984999e-01 1.646463e+00"),
-        plssvm::detail::split_as<real_type>("5.765022e-01 1.014056e+00 1.300943e-01 7.261914e-01")
+        { real_type{ -1.117828 }, real_type{ -2.908719 }, real_type{ 0.6663834 }, real_type{ 1.097883 } },
+        { real_type{ -0.5282118 }, real_type{ -0.3358810 }, real_type{ 0.5168730 }, real_type{ 0.5460446 } },
+        { real_type{ -0.2098121 }, real_type{ 0.6027694 }, real_type{ -0.1308685 }, real_type{ 0.1080525 } },
+        { real_type{ 1.884940 }, real_type{ 1.005186 }, real_type{ 0.2984999 }, real_type{ 1.646463 } },
+        { real_type{ 0.5765022 }, real_type{ 1.014056 }, real_type{ 0.1300943 }, real_type{ 0.7261914 } }
     };
-    EXPECT_EQ(model.support_vectors(), support_vectors);
-    EXPECT_EQ(model.weights(), plssvm::detail::split_as<real_type>("-0.17609610490769723 0.8838187731213127 -0.47971257671001616 0.0034556484621847128 -0.23146573996578407"));
-    EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), support_vectors);
+    const std::vector<real_type> weights{
+        real_type{ -0.17609610490769723 }, real_type{ 0.8838187731213127 }, real_type{ -0.47971257671001616 }, real_type{ 0.0034556484621847128 }, real_type{ -0.23146573996578407 }
+    };
+    EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), weights);
+    EXPECT_FLOATING_POINT_EQ(model.rho(), real_type{ 0.37330625882191915 });
 }
 
 TYPED_TEST(Model, num_support_vectors) {
@@ -100,13 +104,13 @@ TYPED_TEST(Model, support_vectors) {
     const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct support vectors
     const std::vector<std::vector<real_type>> support_vectors{
-        plssvm::detail::split_as<real_type>("-1.117828e+00 -2.908719e+00 6.663834e-01 1.097883e+00"),
-        plssvm::detail::split_as<real_type>("-5.282118e-01 -3.358810e-01 5.168730e-01 5.460446e-01"),
-        plssvm::detail::split_as<real_type>("-2.098121e-01 6.027694e-01 -1.308685e-01 1.080525e-01"),
-        plssvm::detail::split_as<real_type>("1.884940e+00 1.005186e+00 2.984999e-01 1.646463e+00"),
-        plssvm::detail::split_as<real_type>("5.765022e-01 1.014056e+00 1.300943e-01 7.261914e-01")
+        { real_type{ -1.117828 }, real_type{ -2.908719 }, real_type{ 0.6663834 }, real_type{ 1.097883 } },
+        { real_type{ -0.5282118 }, real_type{ -0.3358810 }, real_type{ 0.5168730 }, real_type{ 0.5460446 } },
+        { real_type{ -0.2098121 }, real_type{ 0.6027694 }, real_type{ -0.1308685 }, real_type{ 0.1080525 } },
+        { real_type{ 1.884940 }, real_type{ 1.005186 }, real_type{ 0.2984999 }, real_type{ 1.646463 } },
+        { real_type{ 0.5765022 }, real_type{ 1.014056 }, real_type{ 0.1300943 }, real_type{ 0.7261914 } }
     };
-    EXPECT_EQ(model.support_vectors(), support_vectors);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), support_vectors);
 }
 TYPED_TEST(Model, weights) {
     using real_type = typename TypeParam::real_type;
@@ -115,7 +119,10 @@ TYPED_TEST(Model, weights) {
     // create a model using an existing LIBSVM model file
     const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct weights
-    EXPECT_EQ(model.weights(), plssvm::detail::split_as<real_type>("-0.17609610490769723 0.8838187731213127 -0.47971257671001616 0.0034556484621847128 -0.23146573996578407"));
+    const std::vector<real_type> weights{
+        real_type{ -0.17609610490769723 }, real_type{ 0.8838187731213127 }, real_type{ -0.47971257671001616 }, real_type{ 0.0034556484621847128 }, real_type{ -0.23146573996578407 }
+    };
+    EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), weights);
 }
 TYPED_TEST(Model, rho) {
     using real_type = typename TypeParam::real_type;
@@ -124,7 +131,7 @@ TYPED_TEST(Model, rho) {
     // create a model using an existing LIBSVM model file
     const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct rho (bias) value
-    EXPECT_EQ(model.rho(), plssvm::detail::convert_to<real_type>("0.37330625882191915"));
+    EXPECT_FLOATING_POINT_EQ(model.rho(), real_type{ 0.37330625882191915 });
 }
 
 class ModelSave : public ::testing::TestWithParam<std::string>, private util::redirect_output, protected util::temporary_file {};
diff --git a/tests/naming.hpp b/tests/naming.hpp
index d183d3379..3f818375a 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -158,7 +158,7 @@ class open_parameter_types_to_name {
     }
 };
 
-// general
+// general TODO: remove?
 class arithmetic_types_to_name {
   public:
     template <typename T>
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 2f1a36d79..dbd2594d6 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -10,21 +10,20 @@
 
 #include "plssvm/parameter.hpp"
 
-#include "naming.hpp"   // naming::arithmetic_types_to_name
-#include "utility.hpp"  // util::convert_to_string
+#include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ
+#include "naming.hpp"              // naming::arithmetic_types_to_name
+#include "utility.hpp"             // util::convert_to_string
 
 #include "fmt/core.h"  // fmt::format
 
-#include "gtest/gtest.h"  // TYPED_TEST, TYPED_TEST_SUITE, TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+#include "gtest/gtest.h"  // TYPED_TEST, TYPED_TEST_SUITE, TEST, EXPECT_EQ, EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, EXPECT_TRUE, EXPECT_FALSE
                           // ::testing::{Test, Types}
 
 template <typename T>
 class Parameter : public ::testing::Test {};
-// the floating point types to test
-using floating_point_types = ::testing::Types<float, double>;
 
 // testsuite for "normal" tests
-TYPED_TEST_SUITE(Parameter, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(Parameter, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(Parameter, default_construct) {
     using real_type = TypeParam;
@@ -37,11 +36,11 @@ TYPED_TEST(Parameter, default_construct) {
     EXPECT_TRUE(param.degree.is_default());
     EXPECT_EQ(param.degree.value(), 3);
     EXPECT_TRUE(param.gamma.is_default());
-    EXPECT_EQ(param.gamma.value(), real_type{ 0.0 });
+    EXPECT_FLOATING_POINT_EQ(param.gamma.value(), real_type{ 0.0 });
     EXPECT_TRUE(param.coef0.is_default());
-    EXPECT_EQ(param.coef0.value(), real_type{ 0.0 });
+    EXPECT_FLOATING_POINT_EQ(param.coef0.value(), real_type{ 0.0 });
     EXPECT_TRUE(param.cost.is_default());
-    EXPECT_EQ(param.cost.value(), real_type{ 1.0 });
+    EXPECT_FLOATING_POINT_EQ(param.cost.value(), real_type{ 1.0 });
 }
 TYPED_TEST(Parameter, construct) {
     using real_type = TypeParam;
@@ -58,16 +57,16 @@ TYPED_TEST(Parameter, construct) {
     EXPECT_EQ(param.degree.get_default(), 3);
 
     EXPECT_FALSE(param.gamma.is_default());
-    EXPECT_EQ(param.gamma.value(), real_type{ -1.0 });
-    EXPECT_EQ(param.gamma.get_default(), real_type{ 0.0 });
+    EXPECT_FLOATING_POINT_EQ(param.gamma.value(), real_type{ -1.0 });
+    EXPECT_FLOATING_POINT_EQ(param.gamma.get_default(), real_type{ 0.0 });
 
     EXPECT_FALSE(param.coef0.is_default());
-    EXPECT_EQ(param.coef0.value(), real_type{ 2.5 });
-    EXPECT_EQ(param.coef0.get_default(), real_type{ 0.0 });
+    EXPECT_FLOATING_POINT_EQ(param.coef0.value(), real_type{ 2.5 });
+    EXPECT_FLOATING_POINT_EQ(param.coef0.get_default(), real_type{ 0.0 });
 
     EXPECT_FALSE(param.cost.is_default());
-    EXPECT_EQ(param.cost.value(), real_type{ 0.05 });
-    EXPECT_EQ(param.cost.get_default(), real_type{ 1.0 });
+    EXPECT_FLOATING_POINT_EQ(param.cost.value(), real_type{ 0.05 });
+    EXPECT_FLOATING_POINT_EQ(param.cost.get_default(), real_type{ 1.0 });
 }
 
 TEST(Parameter, conversion_double_to_float) {
@@ -78,9 +77,9 @@ TEST(Parameter, conversion_double_to_float) {
     // nothing should have changed
     EXPECT_EQ(from.kernel_type, to.kernel_type);
     EXPECT_EQ(from.degree, to.degree);
-    EXPECT_EQ(static_cast<float>(from.gamma.value()), to.gamma.value());
-    EXPECT_EQ(static_cast<float>(from.coef0.value()), to.coef0.value());
-    EXPECT_EQ(static_cast<float>(from.cost.value()), to.cost.value());
+    EXPECT_FLOAT_EQ(static_cast<float>(from.gamma.value()), to.gamma.value());
+    EXPECT_FLOAT_EQ(static_cast<float>(from.coef0.value()), to.coef0.value());
+    EXPECT_FLOAT_EQ(static_cast<float>(from.cost.value()), to.cost.value());
 }
 TEST(Parameter, conversion_float_to_double) {
     const plssvm::parameter<float> from{};
@@ -90,9 +89,9 @@ TEST(Parameter, conversion_float_to_double) {
     // nothing should have changed
     EXPECT_EQ(from.kernel_type, to.kernel_type);
     EXPECT_EQ(from.degree, to.degree);
-    EXPECT_EQ(static_cast<double>(from.gamma.value()), to.gamma.value());
-    EXPECT_EQ(static_cast<double>(from.coef0.value()), to.coef0.value());
-    EXPECT_EQ(static_cast<double>(from.cost.value()), to.cost.value());
+    EXPECT_DOUBLE_EQ(static_cast<double>(from.gamma.value()), to.gamma.value());
+    EXPECT_DOUBLE_EQ(static_cast<double>(from.coef0.value()), to.coef0.value());
+    EXPECT_DOUBLE_EQ(static_cast<double>(from.cost.value()), to.cost.value());
 }
 TYPED_TEST(Parameter, conversion_same_type) {
     using real_type = TypeParam;
@@ -103,9 +102,9 @@ TYPED_TEST(Parameter, conversion_same_type) {
     // nothing should have changed
     EXPECT_EQ(from.kernel_type, to.kernel_type);
     EXPECT_EQ(from.degree, to.degree);
-    EXPECT_EQ(from.gamma, to.gamma);
-    EXPECT_EQ(from.coef0, to.coef0);
-    EXPECT_EQ(from.cost, to.cost);
+    EXPECT_FLOATING_POINT_EQ(from.gamma.value(), to.gamma.value());
+    EXPECT_FLOATING_POINT_EQ(from.coef0.value(), to.coef0.value());
+    EXPECT_FLOATING_POINT_EQ(from.cost.value(), to.cost.value());
 }
 
 TYPED_TEST(Parameter, equal) {
diff --git a/tests/utility.hpp b/tests/utility.hpp
index f77c8fc45..f3e77daf0 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -113,85 +113,6 @@ class temporary_file {
     std::string filename;
 };
 
-/**
- * @brief Compares the two floating point values @p val1 and @p val2.
- * @details Wrapper around GoogleTest's `EXPECT_FLOAT_EQ` and `EXPECT_DOUBLE_EQ`.
- * @tparam T the floating point type
- * @param[in] val1 first value to compare
- * @param[in] val2 second value to compare
- * @param[in] msg an optional message
- */
-template <typename T>
-inline void gtest_expect_floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
-    if constexpr (std::is_same_v<T, float>) {
-        EXPECT_FLOAT_EQ(val1, val2) << msg;
-    } else if constexpr (std::is_same_v<T, double>) {
-        EXPECT_DOUBLE_EQ(val1, val2) << msg;
-    } else {
-        static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
-    }
-}
-
-/**
- * @brief Compares the two floating point values @p val1 and @p val2.
- * @details Wrapper around GoogleTest's `ASSERT_FLOAT_EQ` and `ASSERT_DOUBLE_EQ`.
- * @tparam T the floating point type
- * @param[in] val1 first value to compare
- * @param[in] val2 second value to compare
- * @param[in] msg an optional message
- */
-template <typename T>
-inline void gtest_assert_floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
-    if constexpr (std::is_same_v<T, float>) {
-        ASSERT_FLOAT_EQ(val1, val2) << msg;
-    } else if constexpr (std::is_same_v<T, double>) {
-        ASSERT_DOUBLE_EQ(val1, val2) << msg;
-    } else {
-        static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
-    }
-}
-
-/**
- * @brief Compares the two floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
- * @tparam T the floating point type
- * @param[in] val1 first value to compare
- * @param[in] val2 second value to compare
- * @param[in] scale scale the epsilon value by the provided value
- * @param[in] msg an optional message
- */
-template <typename T>
-inline void gtest_assert_floating_point_near(const T val1, const T val2, const T scale, const std::string &msg = "") {
-    // based on: https://stackoverflow.com/questions/4915462/how-should-i-do-floating-point-comparison
-
-    // set epsilon
-    const T eps = 128 * scale * std::numeric_limits<T>::epsilon();
-
-    // sanity checks for picked epsilon value
-    PLSSVM_ASSERT(std::numeric_limits<T>::epsilon() <= eps, "Chosen epsilon too small!: {} < {}", eps, std::numeric_limits<T>::epsilon());
-    PLSSVM_ASSERT(eps < T{ 1.0 }, "Chosen epsilon too large!: {} >= 1.0", eps);
-
-    if (val1 == val2) {
-        SUCCEED();
-    }
-
-    const T diff = std::abs(val1 - val2);
-    const T norm = std::min((std::abs(val1) + std::abs(val2)), std::numeric_limits<T>::max());
-
-    EXPECT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << msg << " correct: " << val1 << " vs. actual: " << val2;
-}
-
-/**
- * @brief Compares the two floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
- * @tparam T the floating point type
- * @param[in] val1 first value to compare
- * @param[in] val2 second value to compare
- * @param[in] msg an optional message
- */
-template <typename T>
-inline void gtest_assert_floating_point_near(const T val1, const T val2, const std::string &msg = "") {
-    gtest_assert_floating_point_near(val1, val2, T{ 1 }, msg);
-}
-
 /**
  * @brief Check whether the C-SVM returned by a call to `plssvm::make_csvm` with the parameters @p params returns a C-SVM of type @p Derived
  * @tparam Derived the expected C-SVM type, based on the backend_type of @þ params
@@ -258,27 +179,24 @@ template <typename T>
     return vec;
 }
 
-/**
- * @brief Defines a macro like
- *        <a href="https://chromium.googlesource.com/external/github.com/google/googletest/+/HEAD/googletest/docs/advanced.md">googletest</a>'s
- *        `EXPECT_THROW`, but also allows to test for the correct exception's
- *        [`what()`](https://en.cppreference.com/w/cpp/error/exception/what) message.
- *
- * @param[in] statement the statement which should throw (a specific exception)
- * @param[in] expected_exception the type of the exception which should get thrown
- * @param[in] msg the expected exception's [`what()`](https://en.cppreference.com/w/cpp/error/exception/what) message
- */
-#define EXPECT_THROW_WHAT(statement, expected_exception, msg)                                                \
-    do {                                                                                                     \
-        try {                                                                                                \
-            statement;                                                                                       \
-            FAIL() << "Expected " #expected_exception;                                                       \
-        } catch (const expected_exception &e) {                                                              \
-            EXPECT_EQ(std::string_view(e.what()), std::string_view(msg));                                    \
-        } catch (...) {                                                                                      \
-            FAIL() << "The expected exception type (" #expected_exception ") doesn't match the caught one!"; \
-        }                                                                                                    \
-    } while (false)
+template <typename T>
+std::pair<std::vector<std::vector<T>>, std::vector<std::tuple<std::size_t, T, T>>> scale(const std::vector<std::vector<T>> &data, const T lower, const T upper) {
+    std::vector<std::tuple<std::size_t, T, T>> factors(data.front().size(), std::make_tuple(0, std::numeric_limits<T>::max(), std::numeric_limits<T>::lowest()));
+    for (std::size_t i = 0; i < factors.size(); ++i) {
+        std::get<0>(factors[i]) = i;
+        for (std::size_t j = 0; j < data.size(); ++j) {
+            std::get<1>(factors[i]) = std::min(std::get<1>(factors[i]), data[j][i]);
+            std::get<2>(factors[i]) = std::max(std::get<2>(factors[i]), data[j][i]);
+        }
+    }
+    std::vector<std::vector<T>> ret = data;
+    for (std::size_t i = 0; i < ret.size(); ++i) {
+        for (std::size_t j = 0; j < ret.front().size(); ++j) {
+            ret[i][j] = lower + (upper - lower) * (data[i][j] - std::get<1>(factors[j])) / (std::get<2>(factors[j]) - std::get<1>(factors[j]));
+        }
+    }
+    return std::make_pair(std::move(ret), std::move(factors));
+}
 
 }  // namespace util
 

From a588492e9233927008efaba87d5877177d957fd5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 12 Oct 2022 11:57:15 +0200
Subject: [PATCH 0358/1010] Improve message output in case of test failure.

---
 tests/custom_test_macros.hpp | 30 +++++++++++++++---------------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index d4c001f8c..cfc68cc5d 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -10,18 +10,18 @@
  */
 
 #ifndef PLSSVM_CUSTOM_TEST_MACROS_HPP_
-#define PLSSVM_CUSTOM_TEST_MACROS_HPP_
+    #define PLSSVM_CUSTOM_TEST_MACROS_HPP_
 
-#include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
+    #include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
+    #include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
 
-#include "fmt/core.h"
-#include "gtest/gtest.h"
+    #include "fmt/core.h"     // fmt::format
+    #include "gtest/gtest.h"  // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, SUCCESS, FAIL, EXPECT_LT, ASSERT_LT
 
-#include <algorithm>    // std::max
-#include <cmath>        // std::abs
-#include <limits>       // std::numeric_limits::{epsilon, max, min}
-#include <type_traits>  // std::is_same_v
+    #include <algorithm>    // std::max
+    #include <cmath>        // std::abs
+    #include <limits>       // std::numeric_limits::{epsilon, max, min}
+    #include <type_traits>  // std::is_same_v
 
 namespace impl {
 
@@ -63,15 +63,15 @@ template <typename T, bool expect>
 inline void floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
     if constexpr (std::is_same_v<plssvm::detail::remove_cvref_t<T>, float>) {
         if constexpr (expect) {
-            EXPECT_FLOAT_EQ(val1, val2) << msg;
+            EXPECT_FLOAT_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
         } else {
-            ASSERT_FLOAT_EQ(val1, val2) << msg;
+            ASSERT_FLOAT_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
         }
     } else if constexpr (std::is_same_v<plssvm::detail::remove_cvref_t<T>, double>) {
         if constexpr (expect) {
-            EXPECT_DOUBLE_EQ(val1, val2) << msg;
+            EXPECT_DOUBLE_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
         } else {
-            ASSERT_DOUBLE_EQ(val1, val2) << msg;
+            ASSERT_DOUBLE_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
         }
     } else {
         static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
@@ -179,6 +179,7 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
         }
     }
 }
+
 }  // namespace impl
 
 #define EXPECT_FLOATING_POINT_EQ(val1, val2) \
@@ -199,7 +200,6 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
 #define ASSERT_FLOATING_POINT_2D_VECTOR_EQ(val1, val2, msg) \
     impl::floating_point_2d_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
-
 #define EXPECT_FLOATING_POINT_NEAR(val1, val2) \
     impl::floating_point_near<decltype(val1), true>(val1, val2)
 
@@ -232,4 +232,4 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
 
 #endif  // PLSSVM_CUSTOM_TEST_MACROS_HPP_
 
-// TODO: comments?!?: message in function!
+// TODO: comments?!?

From 0a8da56a27a8df2498ec65d2ddde15657bb3fdf5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 12 Oct 2022 13:43:19 +0200
Subject: [PATCH 0359/1010] Testing header: update documentation, streamline
 implementation, and update header documentation where necessary.

---
 tests/custom_test_macros.hpp                | 152 ++++++++++++++------
 tests/detail/io/scaling_factors_parsing.cpp |   2 +-
 tests/detail/layout.cpp                     |   6 +-
 tests/detail/operators.cpp                  |   2 +-
 tests/detail/string_conversion.cpp          |   6 +-
 tests/kernel_function_types.cpp             |   6 +-
 tests/naming.hpp                            |  55 +++----
 tests/parameter.cpp                         |   2 +-
 tests/utility.hpp                           |  79 +++++-----
 9 files changed, 185 insertions(+), 125 deletions(-)

diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index cfc68cc5d..05d3f42f9 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -10,43 +10,30 @@
  */
 
 #ifndef PLSSVM_CUSTOM_TEST_MACROS_HPP_
-    #define PLSSVM_CUSTOM_TEST_MACROS_HPP_
+#define PLSSVM_CUSTOM_TEST_MACROS_HPP_
 
-    #include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
-    #include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
+#include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
 
-    #include "fmt/core.h"     // fmt::format
-    #include "gtest/gtest.h"  // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, SUCCESS, FAIL, EXPECT_LT, ASSERT_LT
+#include "fmt/core.h"     // fmt::format
+#include "gtest/gtest.h"  // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, SUCCESS, FAIL, EXPECT_LT, ASSERT_LT
 
-    #include <algorithm>    // std::max
-    #include <cmath>        // std::abs
-    #include <limits>       // std::numeric_limits::{epsilon, max, min}
-    #include <type_traits>  // std::is_same_v
+#include <algorithm>    // std::max
+#include <cmath>        // std::abs
+#include <limits>       // std::numeric_limits::{epsilon, max, min}
+#include <type_traits>  // std::is_same_v
 
-namespace impl {
+namespace detail {
 
-/**
- * @brief Get the `value_type` of a `std::vector<T>`, `std::vector<std::vector<T>>`, etc.
- * @details Terminates the recursion.
- * @tparam T the `value_type` of the vector cascade
- */
+// type_trait to get the `value_type` of a `std::vector<T>`, `std::vector<std::vector<T>>`, etc.
 template <typename T>
 struct get_value_type {
     using type = T;
 };
-/**
- * @brief Get the `value_type` of a `std::vector<T>`, `std::vector<std::vector<T>>`, etc.
- * @tparam T the `value_type` of the current vector
- */
 template <typename T>
 struct get_value_type<std::vector<T>> {
     using type = typename get_value_type<T>::type;
 };
-/**
- * @brief Get the `value_type` of a `std::vector<T>`, `std::vector<std::vector<T>>`, etc.
- * @details A shorthand for `typename impl::get_value_type_t<T>::type`.
- * @tparam T the `value_type` of the current vector
- */
 template <typename T>
 using get_value_type_t = typename get_value_type<T>::type;
 
@@ -180,44 +167,117 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     }
 }
 
-}  // namespace impl
+}  // namespace detail
 
+/**
+ * @brief Check whether the two floating point values @p val1 and @p val2 are "equal".
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define EXPECT_FLOATING_POINT_EQ(val1, val2) \
-    impl::floating_point_eq<decltype(val1), true>(val1, val2)
-
+    detail::floating_point_eq<decltype(val1), true>(val1, val2)
+/**
+ * @brief Check whether the two floating point values @p val1 and @p val2 are "equal".
+ * @details Other tests in the test case are aborted even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define ASSERT_FLOATING_POINT_EQ(val1, val2) \
-    impl::floating_point_eq<decltype(val1), false>(val1, val2)
+    detail::floating_point_eq<decltype(val1), false>(val1, val2)
 
+/**
+ * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal".
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define EXPECT_FLOATING_POINT_VECTOR_EQ(val1, val2) \
-    impl::floating_point_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
-
+    detail::floating_point_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
+/**
+ * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal".
+ * @details Other tests in the test case are aborted even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define ASSERT_FLOATING_POINT_VECTOR_EQ(val1, val2, msg) \
-    impl::floating_point_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
+    detail::floating_point_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
+/**
+ * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal".
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define EXPECT_FLOATING_POINT_2D_VECTOR_EQ(val1, val2) \
-    impl::floating_point_2d_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
-
+    detail::floating_point_2d_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
+/**
+ * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal".
+ * @details Other tests in the test case are aborted even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define ASSERT_FLOATING_POINT_2D_VECTOR_EQ(val1, val2, msg) \
-    impl::floating_point_2d_vector_eq<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
+    detail::floating_point_2d_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
+/**
+ * @brief Check whether the two floating point values @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define EXPECT_FLOATING_POINT_NEAR(val1, val2) \
-    impl::floating_point_near<decltype(val1), true>(val1, val2)
-
+    detail::floating_point_near<decltype(val1), true>(val1, val2)
+/**
+ * @brief Check whether the two floating point values @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are aborted even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define ASSERT_FLOATING_POINT_NEAR(val1, val2, msg) \
-    impl::floating_point_near<decltype(val1), false>(val1, val2, msg)
+    detail::floating_point_near<decltype(val1), false>(val1, val2, msg)
 
+/**
+ * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define EXPECT_FLOATING_POINT_VECTOR_NEAR(val1, val2) \
-    impl::floating_point_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
-
+    detail::floating_point_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
+/**
+ * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are aborted even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define ASSERT_FLOATING_POINT_VECTOR_NEAR(val1, val2, msg) \
-    impl::floating_point_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
+    detail::floating_point_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
+/**
+ * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define EXPECT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2) \
-    impl::floating_point_2d_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
-
+    detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
+/**
+ * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are aborted even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ */
 #define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2, msg) \
-    impl::floating_point_2d_vector_near<impl::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
+    detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
+/**
+ * @brief Check whether @p statement throws an exception of type @p expected_exception with the exception's what message @p msg.
+ * @details Succeeds only if the exception type **and** message match.
+ * @param[in] statement the statement that should throw an exception
+ * @param[in] expected_exception the type of the exception that should be thrown
+ * @param[in] msg the expected exception's `what()` message
+ */
 #define EXPECT_THROW_WHAT(statement, expected_exception, msg)                                                \
     do {                                                                                                     \
         try {                                                                                                \
@@ -228,8 +288,6 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
         } catch (...) {                                                                                      \
             FAIL() << "The expected exception type (" #expected_exception ") doesn't match the caught one!"; \
         }                                                                                                    \
-    } while (false)
-
-#endif  // PLSSVM_CUSTOM_TEST_MACROS_HPP_
+        } while (false)
 
-// TODO: comments?!?
+#endif  // PLSSVM_CUSTOM_TEST_MACROS_HPP_
\ No newline at end of file
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 85b54ee33..8ffe8958d 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -14,7 +14,7 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 
 #include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
-#include "../../naming.hpp"              // naming::arithmetic_types_to_name
+#include "../../naming.hpp"              // naming::real_type_to_name
 #include "../../types_to_test.hpp"       // util::real_type_gtest
 #include "../../utility.hpp"             // util::temporary_file
 
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 2a3ae8440..540765d26 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -11,9 +11,9 @@
 #include "plssvm/detail/layout.hpp"
 
 #include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
-#include "../naming.hpp"         // util::{arithmetic_types_to_name}
-#include "../types_to_test.hpp"  // util::real_type_gtest
-#include "../utility.hpp"        // util::{convert_to_string, convert_from_string, redirect_output}
+#include "../naming.hpp"              // util::real_type_to_name
+#include "../types_to_test.hpp"       // util::real_type_gtest
+#include "../utility.hpp"             // util::{convert_to_string, convert_from_string, redirect_output}
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index 0696637e6..76a8bbe87 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/detail/operators.hpp"
 
 #include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR
-#include "../naming.hpp"              // naming::arithmetic_types_to_name
+#include "../naming.hpp"              // naming::real_type_to_name
 #include "../types_to_test.hpp"       // util::real_type_gtest
 
 #include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index f9a5ba686..7f1b46f52 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
 #include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../naming.hpp"              // naming::{arithmetic_types_to_name, pretty_print_escaped_string}
+#include "../naming.hpp"              // naming::{real_type_to_name, pretty_print_escaped_string}
 
 #include "fmt/format.h"   // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
@@ -92,7 +92,7 @@ TEST(StringConversion, string_conversion) {
 template <typename T>
 class StringConversionException : public ::testing::Test {};
 using string_conversion_exception_types = ::testing::Types<short, unsigned char, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double>;
-TYPED_TEST_SUITE(StringConversionException, string_conversion_exception_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(StringConversionException, string_conversion_exception_types, naming::label_type_to_name);
 
 TYPED_TEST(StringConversionException, string_conversion_exception) {
     using namespace plssvm::detail;
@@ -139,7 +139,7 @@ TEST(StringConversion, extract_first_integer_from_string_exception) {
 template <typename T>
 class StringConversionSplitAs : public ::testing::Test {};
 using split_as_types = ::testing::Types<short, int, long, long long, float, double>;
-TYPED_TEST_SUITE(StringConversionSplitAs, split_as_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(StringConversionSplitAs, split_as_types, naming::label_type_to_name);
 
 TYPED_TEST(StringConversionSplitAs, split_default_delimiter) {
     // split string using the default delimiter
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index bdab56ef6..03c9d648d 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -14,7 +14,7 @@
 
 #include "backends/compare.hpp"    // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_NEAR
-#include "naming.hpp"              // naming::arithmetic_types_to_name
+#include "naming.hpp"              // naming::real_type_to_name
 #include "utility.hpp"             // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
@@ -85,7 +85,7 @@ constexpr std::array parameter_set{ plssvm::parameter<T>{ kernel, 3, 0.05, 1.0,
 
 template <typename T>
 class KernelFunction : public ::testing::Test {};
-TYPED_TEST_SUITE(KernelFunction, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(KernelFunction, floating_point_types, naming::real_type_to_name);
 
 TYPED_TEST(KernelFunction, linear_kernel_function_variadic) {
     using real_type = TypeParam;
@@ -197,7 +197,7 @@ TYPED_TEST(KernelFunction, unknown_kernel_function_parameter) {
 
 template <typename T>
 using KernelFunctionDeathTest = KernelFunction<T>;
-TYPED_TEST_SUITE(KernelFunctionDeathTest, floating_point_types, naming::arithmetic_types_to_name);
+TYPED_TEST_SUITE(KernelFunctionDeathTest, floating_point_types, naming::real_type_to_name);
 
 TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_variadic) {
     using real_type = TypeParam;
diff --git a/tests/naming.hpp b/tests/naming.hpp
index 3f818375a..0857f45eb 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -24,6 +24,7 @@
 #include "fmt/ostream.h"  // directly output types with an operator<< overload using fmt
 #include "gtest/gtest.h"  // ::testing::TestParamInfo
 
+#include <filesystem>     // std::filesystem::path
 #include <map>            // std::map
 #include <set>            // std::set
 #include <string>         // std::string
@@ -33,7 +34,6 @@
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
-#include <filesystem> // std::filesystem::path
 
 namespace naming {
 
@@ -94,6 +94,9 @@ constexpr bool is_tuple_v = is_tuple<T>::value;
 ////                     PRETTY PRINT TYPED_TEST TYPES                      ////
 ////////////////////////////////////////////////////////////////////////////////
 // detail/utility.cpp
+/**
+ * @brief A class used to map a std::map or std::unordered_map to a readable name in the GTest test case name.
+ */
 class map_types_to_name {
   public:
     template <typename T>
@@ -107,6 +110,9 @@ class map_types_to_name {
         }
     }
 };
+/**
+ * @brief A class used to map a std::set or std::unordered_set to a readable name in the GTest test case name.
+ */
 class set_types_to_name {
   public:
     template <typename T>
@@ -120,6 +126,9 @@ class set_types_to_name {
         }
     }
 };
+/**
+ * @brief A class used to map a std::vector to a readable name in the GTest test case name.
+ */
 class vector_types_to_name {
   public:
     template <typename T>
@@ -133,6 +142,9 @@ class vector_types_to_name {
 };
 
 // exceptions/exceptions.cpp
+/**
+ * @brief A class used to map a plssvm::exception (and derived classes) to a readable name in the GTest test case name.
+ */
 class exception_types_to_name {
   public:
     template <typename T>
@@ -142,6 +154,9 @@ class exception_types_to_name {
 };
 
 // detail/io/file_reader.cpp
+/**
+ * @brief A class used to map the types that can be used to open a file to a readable name in the GTest test case name.
+ */
 class open_parameter_types_to_name {
   public:
     template <typename T>
@@ -158,27 +173,10 @@ class open_parameter_types_to_name {
     }
 };
 
-// general TODO: remove?
-class arithmetic_types_to_name {
-  public:
-    template <typename T>
-    static std::string GetName(int) {
-        return std::string{ plssvm::detail::arithmetic_type_name<T>() };
-    }
-};
-class arithmetic_types_or_string_to_name {
-  public:
-    template <typename T>
-    static std::string GetName(int) {
-        if constexpr (std::is_same_v<T, std::string>) {
-            return "string";
-        } else {
-            return std::string{ plssvm::detail::arithmetic_type_name<T>() };
-        }
-    }
-};
-
 // types_to_test.hpp
+/**
+ * @brief A class used to map all real types to a readable name in the GTest test case name.
+ */
 class real_type_to_name {
   public:
     template <typename T>
@@ -186,6 +184,9 @@ class real_type_to_name {
         return std::string{ plssvm::detail::arithmetic_type_name<T>() };
     }
 };
+/**
+ * @brief A class used to map all label types to a readable name in the GTest test case name.
+ */
 class label_type_to_name {
   public:
     template <typename T>
@@ -197,11 +198,13 @@ class label_type_to_name {
         }
     }
 };
+/**
+ * @brief A class used to map all real and label type-combinations to a readable name in the GTest test case name.
+ */
 class real_type_label_type_combination_to_name {
   public:
     template <typename T>
     static std::string GetName(int) {
-        //static_assert(std::is_same_v<T, real_type_label_type_combination_to_name>, "T must be of type 'real_type_label_type_combination_to_name'.");
         return fmt::format("{}__x__{}", real_type_to_name::GetName<typename T::real_type>(0), label_type_to_name::GetName<typename T::label_type>(0));
     }
 };
@@ -214,11 +217,11 @@ namespace detail {
 /**
  * @brief Escape some characters of the string such that GTest accepts it as test case name.
  * @details Replaces all "-" with "_M_" (for Minus), all " " with "_W_" (for Whitespace), and "." with "_D_" (for dot).
- *          If the resulting string would be emty, returns a string containing "EMPTY".
+ *          If the resulting string would be empty, returns a string containing "EMPTY".
  * @param[in] sv the string to escape for GTest
  * @return the escaped test case name (`[[nodiscard]]`)
  */
-[[nodiscard]] inline std::string escape_string(std::string_view sv) {
+[[nodiscard]] inline std::string escape_string(const std::string_view sv) {
     std::string str{ sv };
     plssvm::detail::replace_all(str, "-", "_M_");
     plssvm::detail::replace_all(str, " ", "_W_");
@@ -278,9 +281,7 @@ template <typename T>
     // sanitize flags for Google Test names
     std::string flag = std::get<0>(param_info.param);
     plssvm::detail::replace_all(flag, "-", "");
-    // sanitize values for Google Test names
-    std::string value = detail::escape_string(fmt::format("{}", std::get<1>(param_info.param)));
-    return fmt::format("{}__{}", flag, value);
+    return fmt::format("{}__{}", flag, detail::escape_string(fmt::format("{}", std::get<1>(param_info.param))));
 }
 /**
  * @brief Generate a test case name using a command line flag.
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index dbd2594d6..2288890f3 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/parameter.hpp"
 
 #include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ
-#include "naming.hpp"              // naming::arithmetic_types_to_name
+#include "naming.hpp"              // naming::real_type_to_name
 #include "utility.hpp"             // util::convert_to_string
 
 #include "fmt/core.h"  // fmt::format
diff --git a/tests/utility.hpp b/tests/utility.hpp
index f3e77daf0..81432c1ab 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -13,34 +13,28 @@
 #define PLSSVM_TESTS_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/csvm_factory.hpp"                 // plssvm::make_csvm
-#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/assert.hpp"                // PLSSVM_ASSERT
-#include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
-#include "plssvm/kernel_function_types.hpp"        // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                    // plssvm::parameter
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
 #include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // make custom type formattable using operator>> overload
-#include "gtest/gtest.h"  // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, EXPECT_NE, EXPECT_FALSE, EXPECT_TRUE, EXPECT_LT, SUCCESS, FAIL
+#include "gtest/gtest.h"  // EXPECT_NE, ASSERT_FALSE
 
 #ifdef __unix__
     #include <cstdlib>  // mkstemp
-#else
-    #include <random>  // std::random_device, std::mt19937, std::uniform_int_distribution
 #endif
 
-#include <algorithm>    // std::min, std::max
-#include <cmath>        // std::abs
+#include <algorithm>    // std::generate
+#include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::temp_directory_path, std::filesystem::exists, std::filesystem::remove
 #include <iostream>     // std::cout
-#include <limits>       // std::numeric_limits
+#include <limits>       // std::numeric_limits{max, lowest}
 #include <random>       // std::random_device, std::mt19937, std::uniform_real_distribution
-#include <sstream>      // std::ostringstream, std::istringstream, std::stringstream
+#include <sstream>      // std:stringstream, std::ostringstream, std::istringstream
 #include <streambuf>    // std::streambuf
-#include <string>       // std::string, std::to_string
-#include <string_view>  // std::string_view
-#include <type_traits>  // std::is_same_v
+#include <string>       // std::string
+#include <tuple>        // std::tuple, std::make_tuple, std::get
+#include <type_traits>  // std::is_floating_point_v
+#include <utility>      // std::pair, std::make_pair
+#include <vector>       // std::vector
 
 namespace util {
 
@@ -95,9 +89,9 @@ class temporary_file {
         std::random_device device;
         std::mt19937 gen(device());
         std::uniform_int_distribution<unsigned long long> dist;
-        filename{ std::to_string(dist(gen)) };
+        filename{ fmt::format("tmpfile_{}", dist(gen)) };
         while (std::filesystem::exists(std::filesystem::temp_directory_path() / filename)) {
-            filename = std::to_string(dist(gen));
+            filename = fmt::format("tmpfile_{}", dist(gen));
         }
         // create file
         std::ofstream{ std::filesystem::temp_directory_path() / filename) };
@@ -113,26 +107,15 @@ class temporary_file {
     std::string filename;
 };
 
-/**
- * @brief Check whether the C-SVM returned by a call to `plssvm::make_csvm` with the parameters @p params returns a C-SVM of type @p Derived
- * @tparam Derived the expected C-SVM type, based on the backend_type of @þ params
- * @tparam T the type of the data
- * @param[in] params the parameter to initialize the C-SVM with
- */
-template <template <typename> typename Derived, typename T>
-inline void gtest_expect_correct_csvm_factory(const plssvm::parameter<T> &params) {
-    // create csvm
-    auto csvm = plssvm::make_csvm(params);
-    // check if correct csvm has been instantiated
-    auto *res = dynamic_cast<Derived<T> *>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
 /**
  * @brief Convert the parameter @p value to a std::string using a std::ostringstream.
+ * @details Calls `ASSERT_FALSE` if the @p value couldn't be converted to its std::string representation.
+ * @tparam T the type of the value that should be converted to a std::string
+ * @param[in] value the value to convert
+ * @return the std::string representation of @p value (`[[nodiscard]]`)
  */
 template <typename T>
-inline std::string convert_to_string(const T &value) {
+[[nodiscard]] inline std::string convert_to_string(const T &value) {
     std::ostringstream output;
     output << value;
     // test if output was successful
@@ -144,9 +127,13 @@ inline std::string convert_to_string(const T &value) {
 }
 /**
  * @brief Convert the std::string @p str to a value of type T using a std::istringstream.
+ * @details Calls `ASSERT_FALSE` if the @p str couldn't be converted to a value of type @p T.
+ * @tparam T the type of the value to which the std::string should be converted
+ * @param[in] str the std::string to convert
+ * @return the value represented by @p value (`[[nodiscard]]`)
  */
 template <typename T>
-inline T convert_from_string(const std::string &str) {
+[[nodiscard]] inline T convert_from_string(const std::string &str) {
     std::istringstream input{ str };
     T value{};
     input >> value;
@@ -159,8 +146,8 @@ inline T convert_from_string(const std::string &str) {
 }
 
 /**
- * @brief Generate vector of @p size filled with random values in the range [@p lower, @p upper].
- * @tparam T the type of the elements in the vector
+ * @brief Generate vector of @p size filled with random floating point values in the range [@p lower, @p upper].
+ * @tparam T the type of the elements in the vector (must be a floating point type)
  * @param[in] size the size of the vector
  * @param[in] lower the lower bound of the random values in the vector
  * @param[in] upper the upper bound of the random values in the vector
@@ -168,6 +155,8 @@ inline T convert_from_string(const std::string &str) {
  */
 template <typename T>
 [[nodiscard]] inline std::vector<T> generate_random_vector(const std::size_t size, const T lower = T{ -1.0 }, const T upper = T{ 1.0 }) {
+    static_assert(std::is_floating_point_v<T>, "Can only meaningfully use a uniform_real_distribution with a floating point type!");
+
     std::vector<T> vec(size);
 
     // fill vectors with random values
@@ -179,9 +168,20 @@ template <typename T>
     return vec;
 }
 
+/**
+ * @brief Scale the @p data set to the range [@p lower, @p upper].
+ * @tparam T the type of the data that should be scaled (must be a floating point type)
+ * @param[in] data the data to scale
+ * @param[in] lower the lower bound to which the data should be scaled
+ * @param[in] upper the upper bound to which the data should be scaled
+ * @return a pair consisting of: [the data set scaled to [@p lower, @p upper], the scaling factors used to scale the data] (`[[nodiscard]]`)
+ */
 template <typename T>
-std::pair<std::vector<std::vector<T>>, std::vector<std::tuple<std::size_t, T, T>>> scale(const std::vector<std::vector<T>> &data, const T lower, const T upper) {
+[[nodiscard]] inline std::pair<std::vector<std::vector<T>>, std::vector<std::tuple<std::size_t, T, T>>> scale(const std::vector<std::vector<T>> &data, const T lower, const T upper) {
+    static_assert(std::is_floating_point_v<T>, "Scaling a data set only makes sense for values with a floating point type!");
+
     std::vector<std::tuple<std::size_t, T, T>> factors(data.front().size(), std::make_tuple(0, std::numeric_limits<T>::max(), std::numeric_limits<T>::lowest()));
+    // calculate the scaling factors
     for (std::size_t i = 0; i < factors.size(); ++i) {
         std::get<0>(factors[i]) = i;
         for (std::size_t j = 0; j < data.size(); ++j) {
@@ -189,6 +189,7 @@ std::pair<std::vector<std::vector<T>>, std::vector<std::tuple<std::size_t, T, T>
             std::get<2>(factors[i]) = std::max(std::get<2>(factors[i]), data[j][i]);
         }
     }
+    // scale the data set
     std::vector<std::vector<T>> ret = data;
     for (std::size_t i = 0; i < ret.size(); ++i) {
         for (std::size_t j = 0; j < ret.front().size(); ++j) {

From de9bd872f3782baf499e755b23dd1d0479de604a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 12 Oct 2022 13:46:20 +0200
Subject: [PATCH 0360/1010] Fix wrong include guard.

---
 tests/custom_test_macros.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 05d3f42f9..3669c6902 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -9,8 +9,8 @@
  * @brief Header defining custom assertion macros.
  */
 
-#ifndef PLSSVM_CUSTOM_TEST_MACROS_HPP_
-#define PLSSVM_CUSTOM_TEST_MACROS_HPP_
+#ifndef PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
+#define PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
 
 #include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
@@ -290,4 +290,4 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
         }                                                                                                    \
         } while (false)
 
-#endif  // PLSSVM_CUSTOM_TEST_MACROS_HPP_
\ No newline at end of file
+#endif  // PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
\ No newline at end of file

From a618bd08f1637f5917cd2e5c2f5cbfecb8cf9214 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 12 Oct 2022 13:52:32 +0200
Subject: [PATCH 0361/1010] Update the compare functions.

---
 tests/backends/compare.cpp | 3 ++-
 tests/backends/compare.hpp | 9 +++++++--
 2 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/tests/backends/compare.cpp b/tests/backends/compare.cpp
index d6d15c3a8..1bce1cb20 100644
--- a/tests/backends/compare.cpp
+++ b/tests/backends/compare.cpp
@@ -11,6 +11,7 @@
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
+#include <cstddef>    // std::size_t
 #include <algorithm>  // std::min
 #include <cmath>      // std::pow, std::exp, std::fma
 #include <vector>     // std::vector
@@ -35,7 +36,7 @@ real_type linear_kernel(const std::vector<real_type> &x, const std::vector<real_
     PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
     PLSSVM_ASSERT(num_devices > 0, "At least one device must be available!");
 
-    std::size_t block_size = x.size() / num_devices;
+    const std::size_t block_size = x.size() / num_devices;
     real_type result{ 0.0 };
     for (std::size_t d = 0; d < num_devices; ++d) {
         real_type tmp{ 0.0 };
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index 133b08d8c..c244e1265 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -9,15 +9,18 @@
  * @brief Functions used for testing the correctness of the PLSSVM implementation.
  */
 
+#ifndef PLSSVM_TESTS_COMPARE_HPP_
+#define PLSSVM_TESTS_COMPARE_HPP_
 #pragma once
 
-#include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
+#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::always_false_v
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
 #include <vector>  // std::vector
 
 namespace compare {
+
 namespace detail {
 
 /**
@@ -156,3 +159,5 @@ template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
 }
 
 }  // namespace compare
+
+#endif  // PLSSVM_TESTS_COMPARE_HPP_
\ No newline at end of file

From 1f82d30a390f0b2c78fc335d705a42f947aaa379 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 13 Oct 2022 09:09:10 +0200
Subject: [PATCH 0362/1010] Add first tests (API still WIP).

---
 include/plssvm/backends/OpenMP/csvm.hpp    |   8 +-
 include/plssvm/csvm.hpp                    |   5 +-
 include/plssvm/csvm_factory.hpp            |  33 +-
 src/main_train.cpp                         |   6 +-
 src/plssvm/backends/OpenMP/csvm.cpp        |   3 +-
 tests/backends/CMakeLists.txt              |   8 +-
 tests/backends/OpenMP/CMakeLists.txt       |   2 +-
 tests/backends/OpenMP/csvm.cpp             | 155 ++++++
 tests/backends/OpenMP/mock_openmp_csvm.hpp |  44 +-
 tests/backends/OpenMP/test.cpp             | 134 -----
 tests/backends/compare.hpp                 |   2 +
 tests/backends/generic_tests.hpp           | 567 +++++++++++----------
 12 files changed, 526 insertions(+), 441 deletions(-)
 create mode 100644 tests/backends/OpenMP/csvm.cpp
 delete mode 100644 tests/backends/OpenMP/test.cpp

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index e42122d39..d5ca8f5c0 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -35,6 +35,7 @@ class csvm : public ::plssvm::csvm<T> {
     using typename base_type::real_type;
     using typename base_type::size_type;
 
+    explicit csvm(parameter<real_type> params = {}) : csvm{ plssvm::target_platform::automatic, std::move(params) } {}
     /**
      * @brief Construct a new C-SVM using the OpenMP backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
@@ -44,9 +45,14 @@ class csvm : public ::plssvm::csvm<T> {
      */
     explicit csvm(target_platform target, parameter<real_type> params = {});
     template <typename... Args>
-    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    csvm(const target_platform target, const kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
     }
+    template <typename... Args>
+    csvm(const kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+        // the default target is the automatic one
+        this->init(plssvm::target_platform::automatic);
+    }
 
   private:
     /**
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 8767d4755..6dbaacb10 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -398,10 +398,7 @@ ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, c
     if constexpr (is_default_value_v<parsed_named_arg_type>) {
         static_assert(std::is_convertible_v<typename parsed_named_arg_type::value_type, ExpectedType>, "Cannot convert the wrapped default value to the expected type!");
         // a plssvm::default_value has been provided (e.g., plssvm::default_value<double>)
-        // if the provided plssvm::default_value only contains the default value, do nothing
-        if (!parser(named_arg).is_default()) {
-            return static_cast<ExpectedType>(parser(named_arg).value());
-        }
+        return static_cast<ExpectedType>(parser(named_arg).value());
     } else if constexpr (std::is_convertible_v<parsed_named_arg_type, ExpectedType>) {
         // an unwrapped value has been provided (e.g., double)
         return static_cast<ExpectedType>(parser(named_arg));
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 12d515323..501101741 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -54,32 +54,41 @@ namespace plssvm {
 // TODO: what if csvm<double> and data_set<float> is given?
 
 /**
- * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters (e.g., SYCL specific parameters) are provided via @p args.
- * @details Converts the @p params value to the respective named-parameter calls.
+ * @brief Create a new C-SVM using the @p backend type and @p target platform. For the remaining C-SVM parameters, the default values are used.
  * @tparam T the floating point type used in the C-SVM
- * @tparam Args the type of the potential additional parameters
  * @param[in] backend the backend to use
  * @param[in] target the target platform to target
- * @param[in] params the SVM parameters to use
- * @param[in] args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
  * @return the C-SVM (`[[nodiscard]]`)
  */
-template <typename T, typename... Args>
-[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const parameter<T> params, Args &&...args) {
-    return make_csvm<T>(backend, target, params.kernel_type, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost, std::forward<Args>(args)...);
+
+template <typename T>
+[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend) {
+    return make_csvm<T>(backend, target_platform::automatic, parameter<T>{});
+}
+template <typename T>
+[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, plssvm::parameter<T> params) {
+    return make_csvm<T>(backend, target_platform::automatic, params);
+}
+template <typename T>
+[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target) {
+    return make_csvm<T>(backend, target, parameter<T>{});
 }
 
 /**
- * @brief Create a new C-SVM using the @p backend type and @p target platform. For the remaining C-SVM parameters, the default values are used.
+ * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters (e.g., SYCL specific parameters) are provided via @p args.
+ * @details Converts the @p params value to the respective named-parameter calls.
  * @tparam T the floating point type used in the C-SVM
+ * @tparam Args the type of the potential additional parameters
  * @param[in] backend the backend to use
  * @param[in] target the target platform to target
+ * @param[in] params the SVM parameters to use
+ * @param[in] args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename T>
-[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target) {
-    return make_csvm<T>(backend, target, parameter<T>{}.kernel_type);
-}
+[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const parameter<T> params) {
+    return make_csvm<T>(backend, target, params.kernel_type, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost);
+} // TODO: führt zu warnungen in base csvm Konstruktor führen
 
 /**
  * @brief Create a new C-SVM using the @p backend type, @p target platform, @p kernel type, and potential additional named-parameter @p args.
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 4ffef5b06..88ca17198 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -53,9 +53,9 @@ int main(int argc, char *argv[]) {
             // convert base params to correct type
             const auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params,
-                                                          plssvm::sycl_implementation_type = params.sycl_implementation_type,
-                                                          plssvm::sycl_kernel_invocation_type = params.sycl_kernel_invocation_type);
+            const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);//, //TODO
+                                                          //plssvm::sycl_implementation_type = params.sycl_implementation_type,
+                                                          //plssvm::sycl_kernel_invocation_type = params.sycl_kernel_invocation_type);
             // learn model
             const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
             // save model to file
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 2897b3527..8ba853172 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -24,6 +24,7 @@
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <algorithm>  // std::fill, std::all_of
+#include <iostream>   // std::cout, std::endl
 #include <chrono>     // std::chrono
 #include <vector>     // std::vector
 
@@ -54,7 +55,7 @@ void csvm<T>::init(const target_platform target) {
     }
 
     if (verbose) {
-        fmt::print("Using OpenMP as backend with {} threads.\n\n", num_omp_threads);
+        std::cout << fmt::format("Using OpenMP as backend with {} threads.\n\n", num_omp_threads) << std::endl;
     }
 }
 
diff --git a/tests/backends/CMakeLists.txt b/tests/backends/CMakeLists.txt
index 19f2e04ea..a50c9f017 100644
--- a/tests/backends/CMakeLists.txt
+++ b/tests/backends/CMakeLists.txt
@@ -11,20 +11,20 @@ endif()
 
 # create CUDA tests if the CUDA backend is available
 if(TARGET ${PLSSVM_CUDA_BACKEND_LIBRARY_NAME})
-    add_subdirectory(CUDA)
+#    add_subdirectory(CUDA)
 endif()
 
 # create HIP tests if the HIP backend is available
 if(TARGET ${PLSSVM_HIP_BACKEND_LIBRARY_NAME})
-    add_subdirectory(HIP)
+#    add_subdirectory(HIP)
 endif()
 
 # create OpenCL tests if the OpenCL backend is available
 if(TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
-    add_subdirectory(OpenCL)
+#    add_subdirectory(OpenCL)
 endif()
 
 # create SYCL tests if the SYCL backend is available
 if(TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
-    add_subdirectory(SYCL)
+#    add_subdirectory(SYCL)
 endif()
\ No newline at end of file
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 0fbab246c..4d1d53371 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -9,7 +9,7 @@ set(PLSSVM_OPENMP_TEST_NAME OpenMP_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENMP_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/test.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
 )
 
 # add test executable
diff --git a/tests/backends/OpenMP/csvm.cpp b/tests/backends/OpenMP/csvm.cpp
new file mode 100644
index 000000000..5c407e5c9
--- /dev/null
+++ b/tests/backends/OpenMP/csvm.cpp
@@ -0,0 +1,155 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functionality related to the OpenMP backend.
+ */
+
+#include "backends/OpenMP/mock_openmp_csvm.hpp"
+
+#include "plssvm/backends/OpenMP/csvm.hpp"        // plssvm::openmp::csvm
+#include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                   // plssvm::parameter
+#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+
+#include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::predict_test, generic::accuracy_test
+#include "mock_csvm.hpp"               // mock_csvm
+#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
+#include "custom_test_macros.hpp"
+
+#include "fmt/core.h"
+#include "fmt/ostream.h"
+#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ
+
+#include <random>  // std::random_device, std::mt19937, std::uniform_real_distribution
+#include <vector>  // std::vector
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct parameter_definition {
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+class parameter_definition_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}__{}", plssvm::detail::arithmetic_type_name<typename T::real_type>(), T::kernel_type);
+    }
+};
+
+// enumerate all floating point type and kernel combinations to test
+using parameter_types = ::testing::Types<
+    parameter_definition<float, plssvm::kernel_function_type::linear>,
+    parameter_definition<float, plssvm::kernel_function_type::polynomial>,
+    parameter_definition<float, plssvm::kernel_function_type::rbf>,
+    parameter_definition<double, plssvm::kernel_function_type::linear>,
+    parameter_definition<double, plssvm::kernel_function_type::polynomial>,
+    parameter_definition<double, plssvm::kernel_function_type::rbf>>;
+
+
+ // TODO: kernel??!??!?
+
+template <typename T>
+class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
+TYPED_TEST_SUITE(OpenMPCSVM, parameter_types, parameter_definition_to_name);
+
+// check whether the csvm factory function correctly creates an openmp::csvm
+TYPED_TEST(OpenMPCSVM, csvm_factory_default) {
+    generic::test_csvm_factory_default<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp);
+}
+TYPED_TEST(OpenMPCSVM, csvm_factory_parameter) {
+    generic::test_csvm_factory_parameter<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp);
+}
+TYPED_TEST(OpenMPCSVM, csvm_factory_target) {
+    generic::test_csvm_factory_target<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
+}
+TYPED_TEST(OpenMPCSVM, csvm_factory_target_and_parameter) {
+    generic::test_csvm_factory_target_and_parameter<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
+}
+
+// check whether the constructor correctly fails when using an incompatible target platform
+TYPED_TEST(OpenMPCSVM, construct_parameter_invalid_target_platform) {
+    using real_type = typename TypeParam::real_type;
+
+    // only automatic or cpu are allowed as target platform for the OpenMP backend
+    EXPECT_NO_THROW(mock_openmp_csvm<real_type>{ plssvm::target_platform::automatic });
+    EXPECT_NO_THROW(mock_openmp_csvm<real_type>{ plssvm::target_platform::cpu });
+
+    EXPECT_THROW_WHAT(mock_openmp_csvm<real_type>{ plssvm::target_platform::gpu_nvidia },
+                      plssvm::openmp::backend_exception,
+                      "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
+    EXPECT_THROW_WHAT(mock_openmp_csvm<real_type>{ plssvm::target_platform::gpu_amd },
+                      plssvm::openmp::backend_exception,
+                      "Invalid target platform 'gpu_amd' for the OpenMP backend!");
+    EXPECT_THROW_WHAT(mock_openmp_csvm<real_type>{ plssvm::target_platform::gpu_intel },
+                      plssvm::openmp::backend_exception,
+                      "Invalid target platform 'gpu_intel' for the OpenMP backend!");
+}
+
+//// check whether the q vector is generated correctly
+//TYPED_TEST(OpenMPCSVM, generate_q) {
+//    generic::generate_q_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+//}
+//
+//// check whether the device kernels are correct
+//TYPED_TEST(OpenMPCSVM, device_kernel) {
+//    // create parameter object
+//    plssvm::parameter<typename TypeParam::real_type> params;
+//    params.print_info = false;
+//    params.kernel = TypeParam::kernel;
+//
+//    params.parse_train_file(PLSSVM_TEST_FILE);
+//
+//    // create base C-SVM
+//    mock_csvm csvm{ params };
+//    using real_type = typename decltype(csvm)::real_type;
+//
+//    const std::size_t dept = csvm.get_num_data_points() - 1;
+//
+//    // create x vector and fill it with random values
+//    std::vector<real_type> x(dept);
+//    std::random_device rd;
+//    std::mt19937 gen(rd());
+//    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
+//    std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
+//
+//    // create C-SVM using the OpenMP backend
+//    mock_openmp_csvm csvm_openmp{ params };
+//
+//    // create correct q vector, cost and QA_cost
+//    const std::vector<real_type> q_vec = compare::generate_q<TypeParam::kernel>(csvm.get_data(), csvm_openmp.get_num_devices(), csvm);
+//    const real_type cost = csvm.get_cost();
+//    const real_type QA_cost = compare::kernel_function<TypeParam::kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
+//
+//    // setup data on device
+//    csvm_openmp.setup_data_on_device();
+//
+//    for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
+//        const std::vector<real_type> correct = compare::device_kernel_function<TypeParam::kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
+//
+//        std::vector<real_type> calculated(dept, 0.0);
+//        csvm_openmp.set_QA_cost(QA_cost);
+//        csvm_openmp.set_cost(cost);
+//        csvm_openmp.run_device_kernel(q_vec, calculated, x, csvm_openmp.get_device_data(), add);
+//
+//        ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
+//        for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
+//            util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
+//        }
+//    }
+//}
+//
+//// check whether the correct labels are predicted
+//TYPED_TEST(OpenMPCSVM, predict) {
+//    generic::predict_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+//}
+//
+//// check whether the accuracy calculation is correct
+//TYPED_TEST(OpenMPCSVM, accuracy) {
+//    generic::accuracy_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+//}
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 97344ec3d..cdc69914a 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -11,8 +11,10 @@
 
 #pragma once
 
-#include "plssvm/backends/OpenMP/csvm.hpp"  // plssvm::openmp::csvm
-#include "plssvm/parameter.hpp"             // plssvm::parameter
+#include "plssvm/backends/OpenMP/csvm.hpp"   // plssvm::openmp::csvm
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
 #include <vector>  // std::vector
 
@@ -26,21 +28,25 @@ class mock_openmp_csvm : public plssvm::openmp::csvm<T> {
 
   public:
     using real_type = typename base_type::real_type;
-
-    explicit mock_openmp_csvm(const plssvm::parameter<T> &params) :
-        base_type{ params } {}
-
-    // make non-virtual functions publicly visible
-    using base_type::generate_q;
-    using base_type::run_device_kernel;
-    using base_type::setup_data_on_device;
-
-    // parameter setter
-    void set_cost(const real_type cost) { base_type::cost_ = cost; }
-    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
-
-    // getter for internal variable
-    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-    const std::vector<std::vector<real_type>> &get_device_data() const { return *base_type::data_ptr_; }
-    std::size_t get_num_devices() const { return 1; }
+    using size_type = typename base_type::size_type;
+
+    explicit mock_openmp_csvm(plssvm::target_platform target, plssvm::parameter<real_type> params = {}) :
+        base_type{ target, std::move(params) } {}
+    template <typename... Args>
+    mock_openmp_csvm(plssvm::target_platform target, plssvm::kernel_function_type kernel, Args &&...named_args) :
+        base_type{ target, kernel, std::forward<Args>(named_args)... } {}
+
+//    // make non-virtual functions publicly visible
+//    using base_type::generate_q;
+//    using base_type::run_device_kernel;
+//    using base_type::setup_data_on_device;
+//
+//    // parameter setter
+//    void set_cost(const real_type cost) { base_type::cost_ = cost; }
+//    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
+//
+//    // getter for internal variable
+//    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
+//    const std::vector<std::vector<real_type>> &get_device_data() const { return *base_type::data_ptr_; }
+//    std::size_t get_num_devices() const { return 1; }
 };
diff --git a/tests/backends/OpenMP/test.cpp b/tests/backends/OpenMP/test.cpp
deleted file mode 100644
index 779186682..000000000
--- a/tests/backends/OpenMP/test.cpp
+++ /dev/null
@@ -1,134 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the functionality related to the OpenMP backend.
- */
-
-#include "backends/OpenMP/mock_openmp_csvm.hpp"
-
-#include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::predict_test, generic::accuracy_test
-#include "mock_csvm.hpp"               // mock_csvm
-#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
-
-#include "plssvm/backends/OpenMP/csvm.hpp"        // plssvm::openmp::csvm
-#include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
-#include "plssvm/kernel_types.hpp"                // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                   // plssvm::parameter
-#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ
-
-#include <random>  // std::random_device, std::mt19937, std::uniform_real_distribution
-#include <vector>  // std::vector
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-
-template <typename T>
-class OpenMP_CSVM : public ::testing::Test {};
-TYPED_TEST_SUITE(OpenMP_CSVM, parameter_types, util::google_test::parameter_definition_to_name);
-
-// check whether the csvm factory function correctly creates an openmp::csvm
-TYPED_TEST(OpenMP_CSVM, csvm_factory) {
-    generic::csvm_factory_test<plssvm::openmp::csvm, typename TypeParam::real_type, plssvm::backend_type::openmp>();
-}
-
-// check whether the constructor correctly fails when using an incompatible target platform
-TYPED_TEST(OpenMP_CSVM, constructor_invalid_target_platform) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // only automatic or cpu are allowed as target platform for the OpenMP backend
-    params.target = plssvm::target_platform::automatic;
-    EXPECT_NO_THROW(mock_openmp_csvm{ params });
-    params.target = plssvm::target_platform::cpu;
-    EXPECT_NO_THROW(mock_openmp_csvm{ params });
-    params.target = plssvm::target_platform::gpu_nvidia;
-    EXPECT_THROW_WHAT(mock_openmp_csvm{ params }, plssvm::openmp::backend_exception, "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
-    params.target = plssvm::target_platform::gpu_amd;
-    EXPECT_THROW_WHAT(mock_openmp_csvm{ params }, plssvm::openmp::backend_exception, "Invalid target platform 'gpu_amd' for the OpenMP backend!");
-    params.target = plssvm::target_platform::gpu_intel;
-    EXPECT_THROW_WHAT(mock_openmp_csvm{ params }, plssvm::openmp::backend_exception, "Invalid target platform 'gpu_intel' for the OpenMP backend!");
-}
-
-// check whether writing the resulting model file is correct
-TYPED_TEST(OpenMP_CSVM, write_model) {
-    generic::write_model_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the q vector is generated correctly
-TYPED_TEST(OpenMP_CSVM, generate_q) {
-    generic::generate_q_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the device kernels are correct
-TYPED_TEST(OpenMP_CSVM, device_kernel) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_FILE);
-
-    // create base C-SVM
-    mock_csvm csvm{ params };
-    using real_type = typename decltype(csvm)::real_type;
-
-    const std::size_t dept = csvm.get_num_data_points() - 1;
-
-    // create x vector and fill it with random values
-    std::vector<real_type> x(dept);
-    std::random_device rd;
-    std::mt19937 gen(rd());
-    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-    std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
-
-    // create C-SVM using the OpenMP backend
-    mock_openmp_csvm csvm_openmp{ params };
-
-    // create correct q vector, cost and QA_cost
-    const std::vector<real_type> q_vec = compare::generate_q<TypeParam::kernel>(csvm.get_data(), csvm_openmp.get_num_devices(), csvm);
-    const real_type cost = csvm.get_cost();
-    const real_type QA_cost = compare::kernel_function<TypeParam::kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
-
-    // setup data on device
-    csvm_openmp.setup_data_on_device();
-
-    for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
-        const std::vector<real_type> correct = compare::device_kernel_function<TypeParam::kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
-
-        std::vector<real_type> calculated(dept, 0.0);
-        csvm_openmp.set_QA_cost(QA_cost);
-        csvm_openmp.set_cost(cost);
-        csvm_openmp.run_device_kernel(q_vec, calculated, x, csvm_openmp.get_device_data(), add);
-
-        ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
-        for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-            util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
-        }
-    }
-}
-
-// check whether the correct labels are predicted
-TYPED_TEST(OpenMP_CSVM, predict) {
-    generic::predict_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the accuracy calculation is correct
-TYPED_TEST(OpenMP_CSVM, accuracy) {
-    generic::accuracy_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index c244e1265..cff099cab 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -23,6 +23,8 @@ namespace compare {
 
 namespace detail {
 
+// TODO: move one dir up? (since used in another test)
+
 /**
  * @brief Compute the value of te two vectors @p x and @p y using the linear kernel function: \f$\vec{x}^T \cdot \vec{y}\f$.
  * @tparam real_type the type of the data
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 11f4916d4..0e3b11fac 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -23,6 +23,7 @@
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/csvm_factory.hpp"
 
 #include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
@@ -39,283 +40,325 @@
 
 namespace generic {
 
-template <template <typename> typename csvm_type, typename real_type, plssvm::backend_type backend, plssvm::sycl_generic::implementation_type impl_type = plssvm::sycl_generic::implementation_type::automatic>
-inline void csvm_factory_test() {
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.backend = backend;
-    params.sycl_implementation_type = impl_type;
+namespace detail {
 
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    util::gtest_expect_correct_csvm_factory<csvm_type>(params);
+template <template <typename> typename Derived, typename T>
+inline void expect_correct_csvm_factory(const plssvm::parameter<T> &params) {
+    // create csvm
+    auto csvm = plssvm::make_csvm(params);
+    // check if correct csvm has been instantiated
+    auto *res = dynamic_cast<Derived<T> *>(csvm.get());
+    EXPECT_NE(res, nullptr);
 }
 
-template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-inline void write_model_test() {
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // create C-SVM based on specified backend
-    csvm_type csvm{ params };
-
-    // create temporary model file and write model
-    std::string model_file = util::create_temp_file();
-
-    // learn model
-    csvm.learn();
-
-    // write learned model to file
-    csvm.write_model(model_file);
-
-    // read content of model file line by line and delete it
-    std::vector<std::string> lines;
-    {
-        std::ifstream model_ifs(model_file);
-        std::string line;
-        while (std::getline(model_ifs, line)) {
-            lines.push_back(std::move(line));
-        }
-    }
-    std::filesystem::remove(model_file);
-
-    // create vector containing correct regex
-    std::vector<std::string> regex_patterns;
-    regex_patterns.emplace_back("svm_type c_svc");
-    regex_patterns.emplace_back(fmt::format("kernel_type {}", params.kernel));
-    switch (params.kernel) {
-        case plssvm::kernel_type::linear:
-            break;
-        case plssvm::kernel_type::polynomial:
-            regex_patterns.emplace_back("degree [0-9]+");
-            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-            regex_patterns.emplace_back("coef0 [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-            break;
-        case plssvm::kernel_type::rbf:
-            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-            break;
-    }
-    regex_patterns.emplace_back("nr_class 2");
-    regex_patterns.emplace_back("total_sv [0-9]+");
-    regex_patterns.emplace_back("rho [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-    regex_patterns.emplace_back("label 1 -1");
-    regex_patterns.emplace_back("nr_sv [0-9]+ [0-9]+");
-    regex_patterns.emplace_back("SV");
-
-    // at least number of header entries lines must be present
-    ASSERT_GT(lines.size(), regex_patterns.size());
-
-    // check if the model header is valid
-    for (std::vector<std::string>::size_type i = 0; i < regex_patterns.size(); ++i) {
-        std::regex reg(regex_patterns[i], std::regex::extended);
-        ASSERT_TRUE(std::regex_match(lines[i], reg)) << fmt::format("line {}: \"{}\" doesn't match regex pattern: \"{}\"", i, lines[i], regex_patterns[i]);
-    }
 }
 
-template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-inline void generate_q_test() {
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = kernel;
-
-    params.parse_train_file(PLSSVM_TEST_FILE);
-
-    // create base C-SVM
-    mock_csvm csvm{ params };
-    using real_type_csvm = typename decltype(csvm)::real_type;
+template <template <typename> typename csvm_type, typename real_type>
+inline void test_csvm_factory_default(const plssvm::backend_type backend) {
+    // create the csvm using the plssvm::make_csvm function
+    auto csvm = plssvm::make_csvm<real_type>(backend);
 
-    // setup C-SVM based on specified backend
-    csvm_type csvm_backend{ params };
-    using real_type_csvm_backend = typename decltype(csvm_backend)::real_type;
-
-    // calculate q vector
-    const std::vector<real_type> correct = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
-
-    // check types
-    testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
-
-    // calculate q vector
-    csvm_backend.setup_data_on_device();
-    const std::vector<real_type> calculated = csvm_backend.generate_q();
-
-    ASSERT_EQ(correct.size(), calculated.size());
-    for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-        util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}", index));
-    }
+    // check whether the created csvm has the same type as the expected one
+    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    EXPECT_NE(res, nullptr);
 }
 
-template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel, plssvm::sycl_generic::kernel_invocation_type invocation_type = plssvm::sycl_generic::kernel_invocation_type::automatic>
-inline void device_kernel_test() {
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = kernel;
-    params.sycl_kernel_invocation_type = invocation_type;
-
-    params.parse_train_file(PLSSVM_TEST_FILE);
-
-    // create base C-SVM
-    mock_csvm csvm{ params };
-    using real_type_csvm = typename decltype(csvm)::real_type;
-
-    const std::size_t dept = csvm.get_num_data_points() - 1;
-
-    // create x vector and fill it with random values
-    std::vector<real_type> x(dept);
-    std::random_device rd;
-    std::mt19937 gen(rd());
-    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-    std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
-
-    // create C-SVM using the specified backend
-    csvm_type csvm_backend{ params };
-    using real_type_csvm_backend = typename decltype(csvm)::real_type;
-    using device_ptr_type = typename decltype(csvm_backend)::device_ptr_type;
-    using queue_type = typename decltype(csvm_backend)::queue_type;
-
-    // create correct q vector, cost and QA_cost
-    const std::vector<real_type> q_vec = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
-    const real_type cost = csvm.get_cost();
-    const real_type QA_cost = compare::kernel_function<kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
-
-    // check types
-    testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
+template <template <typename> typename csvm_type, typename real_type>
+inline void test_csvm_factory_parameter(const plssvm::backend_type backend) {
+    // create the csvm using the plssvm::make_csvm function
+    const plssvm::parameter<real_type> params{};
+    auto csvm = plssvm::make_csvm<real_type>(backend, params);
 
-    // setup data on device
-    csvm_backend.setup_data_on_device();
-
-    // setup all additional data
-    const std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
-    std::vector<device_ptr_type> q_d{};
-    std::vector<device_ptr_type> x_d{};
-    std::vector<device_ptr_type> r_d{};
-
-    for (queue_type &queue : csvm_backend.get_devices()) {
-        q_d.emplace_back(dept + boundary_size, queue).memcpy_to_device(q_vec, 0, dept);
-        x_d.emplace_back(dept + boundary_size, queue).memset(0);
-        x_d.back().memcpy_to_device(x, 0, dept);
-        r_d.emplace_back(dept + boundary_size, queue).memset(0);
-    }
-
-    for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
-        const std::vector<real_type> correct = compare::device_kernel_function<kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
-
-        csvm_backend.set_QA_cost(QA_cost);
-        csvm_backend.set_cost(cost);
-
-        for (typename std::vector<queue_type>::size_type device = 0; device < csvm_backend.get_num_devices(); ++device) {
-            csvm_backend.run_device_kernel(device, q_d[device], r_d[device], x_d[device], add);
-        }
-        std::vector<real_type> calculated(dept);
-        csvm_backend.device_reduction(r_d, calculated);
-
-        for (device_ptr_type &r_d_device : r_d) {
-            r_d_device.memset(0);
-        }
-
-        ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
-        for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-            util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
-        }
-    }
+    // check whether the created csvm has the same type as the expected one
+    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    EXPECT_NE(res, nullptr);
 }
 
-template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-inline void predict_test() {
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-
-    params.parse_model_file(fmt::format(PLSSVM_TEST_PATH "/data/models/500x200.libsvm.{}.model", kernel));
-    params.parse_test_file(PLSSVM_TEST_PATH "/data/libsvm/500x200.libsvm.test");
-
-    // create C-SVM using the specified backend
-    csvm_type csvm{ params };
-
-    // predict
-    std::vector<real_type> predicted_values = csvm.predict_label(*params.test_data_ptr);
-    std::vector<real_type> predicted_values_real = csvm.predict(*params.test_data_ptr);
-
-    // read correct prediction
-    std::ifstream ifs(PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict");
-    std::string line;
-    std::vector<real_type> correct_values;
-    correct_values.reserve(500);
-    while (std::getline(ifs, line, '\n')) {
-        correct_values.push_back(plssvm::detail::convert_to<real_type>(line));
-    }
+template <template <typename> typename csvm_type, typename real_type, typename ...Args>
+inline void test_csvm_factory_target(const plssvm::backend_type backend, const plssvm::target_platform target) {
+    // create the csvm using the plssvm::make_csvm function
+    auto csvm = plssvm::make_csvm<real_type>(backend, target);
 
-    ASSERT_EQ(correct_values.size(), predicted_values.size());
-    for (typename std::vector<real_type>::size_type i = 0; i < correct_values.size(); ++i) {
-        EXPECT_EQ(correct_values[i], predicted_values[i]) << "data point: " << i << " real value: " << predicted_values_real[i];
-        EXPECT_GT(correct_values[i] * predicted_values_real[i], real_type{ 0 });
-    }
-
-    // empty points should return an empty vector
-    std::vector<std::vector<real_type>> points;
-    EXPECT_EQ(std::vector<real_type>{}, csvm.predict(points));
-
-    // test exceptions
-    [[maybe_unused]] std::vector<real_type> acc_vec;
-    // the number of features of the prediction points must all be the same
-    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 } } };
-    EXPECT_THROW_WHAT(acc_vec = csvm.predict(points), plssvm::exception, "All points in the prediction point vector must have the same number of features!");
-
-    // the number of features of the prediction points must match the number of features of the data points
-    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 }, real_type{ 4 } } };
-    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(points), plssvm::exception, fmt::format("Number of features per data point ({}) must match the number of features per predict point (2)!", params.data_ptr->front().size()));
-
-    // alpha values must not be nullptr in order to predict
-    csvm.get_alpha_ptr() = nullptr;
-    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(*params.test_data_ptr), plssvm::exception, "No alphas provided for prediction!");
+    // check whether the created csvm has the same type as the expected one
+    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    EXPECT_NE(res, nullptr);
 }
 
-template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-inline void accuracy_test() {
-    // create parameter object
-    plssvm::parameter<real_type> params;
-    params.print_info = false;
-    params.kernel = kernel;
-
-    params.parse_train_file(PLSSVM_TEST_FILE);
-
-    // create C-SVM using the specified backend
-    csvm_type csvm{ params };
+template <template <typename> typename csvm_type, typename real_type, typename ...Args>
+inline void test_csvm_factory_target_and_parameter(const plssvm::backend_type backend, const plssvm::target_platform target) {
+    // create the csvm using the plssvm::make_csvm function
+    const plssvm::parameter<real_type> params{};
+    auto csvm = plssvm::make_csvm<real_type>(backend, target, params);
 
-    // learn
-    csvm.learn();
-
-    // predict label and calculate correct accuracy
-    const std::vector<real_type> label_predicted = csvm.predict_label(*params.data_ptr);
-    ASSERT_EQ(label_predicted.size(), params.value_ptr->size());
-    unsigned long long count = 0;
-    for (typename std::vector<real_type>::size_type i = 0; i < label_predicted.size(); ++i) {
-        if (label_predicted[i] == (*params.value_ptr)[i]) {
-            ++count;
-        }
-    }
-    const real_type accuracy_correct = static_cast<real_type>(count) / static_cast<real_type>(label_predicted.size());
-
-    // calculate accuracy using the intern data and labels
-    const real_type accuracy_calculated_intern = csvm.accuracy();
-    util::gtest_assert_floating_point_eq(accuracy_calculated_intern, accuracy_correct);
-    // calculate accuracy using external data and labels
-    const real_type accuracy_calculated_extern = csvm.accuracy(*params.data_ptr, *params.value_ptr);
-
-    util::gtest_assert_floating_point_eq(accuracy_calculated_extern, accuracy_correct);
-
-    // check single point prediction
-    const real_type prediction_first_point = csvm.predict_label((*params.data_ptr)[0]);
-    const real_type accuracy_calculated_single_point_correct = csvm.accuracy((*params.data_ptr)[0], prediction_first_point);
-    util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_correct, real_type{ 1.0 });
-    const real_type accuracy_calculated_single_point_wrong = csvm.accuracy((*params.data_ptr)[0], -prediction_first_point);
-    util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_wrong, real_type{ 0.0 });
+    // check whether the created csvm has the same type as the expected one
+    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    EXPECT_NE(res, nullptr);
 }
 
+//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
+//inline void write_model_test() {
+//    // create parameter object
+//    plssvm::parameter<real_type> params;
+//    params.print_info = false;
+//    params.kernel = kernel;
+//
+//    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
+//
+//    // create C-SVM based on specified backend
+//    csvm_type csvm{ params };
+//
+//    // create temporary model file and write model
+//    std::string model_file = util::create_temp_file();
+//
+//    // learn model
+//    csvm.learn();
+//
+//    // write learned model to file
+//    csvm.write_model(model_file);
+//
+//    // read content of model file line by line and delete it
+//    std::vector<std::string> lines;
+//    {
+//        std::ifstream model_ifs(model_file);
+//        std::string line;
+//        while (std::getline(model_ifs, line)) {
+//            lines.push_back(std::move(line));
+//        }
+//    }
+//    std::filesystem::remove(model_file);
+//
+//    // create vector containing correct regex
+//    std::vector<std::string> regex_patterns;
+//    regex_patterns.emplace_back("svm_type c_svc");
+//    regex_patterns.emplace_back(fmt::format("kernel_type {}", params.kernel));
+//    switch (params.kernel) {
+//        case plssvm::kernel_type::linear:
+//            break;
+//        case plssvm::kernel_type::polynomial:
+//            regex_patterns.emplace_back("degree [0-9]+");
+//            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+//            regex_patterns.emplace_back("coef0 [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+//            break;
+//        case plssvm::kernel_type::rbf:
+//            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+//            break;
+//    }
+//    regex_patterns.emplace_back("nr_class 2");
+//    regex_patterns.emplace_back("total_sv [0-9]+");
+//    regex_patterns.emplace_back("rho [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
+//    regex_patterns.emplace_back("label 1 -1");
+//    regex_patterns.emplace_back("nr_sv [0-9]+ [0-9]+");
+//    regex_patterns.emplace_back("SV");
+//
+//    // at least number of header entries lines must be present
+//    ASSERT_GT(lines.size(), regex_patterns.size());
+//
+//    // check if the model header is valid
+//    for (std::vector<std::string>::size_type i = 0; i < regex_patterns.size(); ++i) {
+//        std::regex reg(regex_patterns[i], std::regex::extended);
+//        ASSERT_TRUE(std::regex_match(lines[i], reg)) << fmt::format("line {}: \"{}\" doesn't match regex pattern: \"{}\"", i, lines[i], regex_patterns[i]);
+//    }
+//}
+//
+//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
+//inline void generate_q_test() {
+//    // create parameter object
+//    plssvm::parameter<real_type> params;
+//    params.print_info = false;
+//    params.kernel = kernel;
+//
+//    params.parse_train_file(PLSSVM_TEST_FILE);
+//
+//    // create base C-SVM
+//    mock_csvm csvm{ params };
+//    using real_type_csvm = typename decltype(csvm)::real_type;
+//
+//    // setup C-SVM based on specified backend
+//    csvm_type csvm_backend{ params };
+//    using real_type_csvm_backend = typename decltype(csvm_backend)::real_type;
+//
+//    // calculate q vector
+//    const std::vector<real_type> correct = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
+//
+//    // check types
+//    testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
+//
+//    // calculate q vector
+//    csvm_backend.setup_data_on_device();
+//    const std::vector<real_type> calculated = csvm_backend.generate_q();
+//
+//    ASSERT_EQ(correct.size(), calculated.size());
+//    for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
+//        util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}", index));
+//    }
+//}
+//
+//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel, plssvm::sycl_generic::kernel_invocation_type invocation_type = plssvm::sycl_generic::kernel_invocation_type::automatic>
+//inline void device_kernel_test() {
+//    // create parameter object
+//    plssvm::parameter<real_type> params;
+//    params.print_info = false;
+//    params.kernel = kernel;
+//    params.sycl_kernel_invocation_type = invocation_type;
+//
+//    params.parse_train_file(PLSSVM_TEST_FILE);
+//
+//    // create base C-SVM
+//    mock_csvm csvm{ params };
+//    using real_type_csvm = typename decltype(csvm)::real_type;
+//
+//    const std::size_t dept = csvm.get_num_data_points() - 1;
+//
+//    // create x vector and fill it with random values
+//    std::vector<real_type> x(dept);
+//    std::random_device rd;
+//    std::mt19937 gen(rd());
+//    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
+//    std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
+//
+//    // create C-SVM using the specified backend
+//    csvm_type csvm_backend{ params };
+//    using real_type_csvm_backend = typename decltype(csvm)::real_type;
+//    using device_ptr_type = typename decltype(csvm_backend)::device_ptr_type;
+//    using queue_type = typename decltype(csvm_backend)::queue_type;
+//
+//    // create correct q vector, cost and QA_cost
+//    const std::vector<real_type> q_vec = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
+//    const real_type cost = csvm.get_cost();
+//    const real_type QA_cost = compare::kernel_function<kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
+//
+//    // check types
+//    testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
+//
+//    // setup data on device
+//    csvm_backend.setup_data_on_device();
+//
+//    // setup all additional data
+//    const std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+//    std::vector<device_ptr_type> q_d{};
+//    std::vector<device_ptr_type> x_d{};
+//    std::vector<device_ptr_type> r_d{};
+//
+//    for (queue_type &queue : csvm_backend.get_devices()) {
+//        q_d.emplace_back(dept + boundary_size, queue).memcpy_to_device(q_vec, 0, dept);
+//        x_d.emplace_back(dept + boundary_size, queue).memset(0);
+//        x_d.back().memcpy_to_device(x, 0, dept);
+//        r_d.emplace_back(dept + boundary_size, queue).memset(0);
+//    }
+//
+//    for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
+//        const std::vector<real_type> correct = compare::device_kernel_function<kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
+//
+//        csvm_backend.set_QA_cost(QA_cost);
+//        csvm_backend.set_cost(cost);
+//
+//        for (typename std::vector<queue_type>::size_type device = 0; device < csvm_backend.get_num_devices(); ++device) {
+//            csvm_backend.run_device_kernel(device, q_d[device], r_d[device], x_d[device], add);
+//        }
+//        std::vector<real_type> calculated(dept);
+//        csvm_backend.device_reduction(r_d, calculated);
+//
+//        for (device_ptr_type &r_d_device : r_d) {
+//            r_d_device.memset(0);
+//        }
+//
+//        ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
+//        for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
+//            util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
+//        }
+//    }
+//}
+//
+//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
+//inline void predict_test() {
+//    // create parameter object
+//    plssvm::parameter<real_type> params;
+//    params.print_info = false;
+//
+//    params.parse_model_file(fmt::format(PLSSVM_TEST_PATH "/data/models/500x200.libsvm.{}.model", kernel));
+//    params.parse_test_file(PLSSVM_TEST_PATH "/data/libsvm/500x200.libsvm.test");
+//
+//    // create C-SVM using the specified backend
+//    csvm_type csvm{ params };
+//
+//    // predict
+//    std::vector<real_type> predicted_values = csvm.predict_label(*params.test_data_ptr);
+//    std::vector<real_type> predicted_values_real = csvm.predict(*params.test_data_ptr);
+//
+//    // read correct prediction
+//    std::ifstream ifs(PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict");
+//    std::string line;
+//    std::vector<real_type> correct_values;
+//    correct_values.reserve(500);
+//    while (std::getline(ifs, line, '\n')) {
+//        correct_values.push_back(plssvm::detail::convert_to<real_type>(line));
+//    }
+//
+//    ASSERT_EQ(correct_values.size(), predicted_values.size());
+//    for (typename std::vector<real_type>::size_type i = 0; i < correct_values.size(); ++i) {
+//        EXPECT_EQ(correct_values[i], predicted_values[i]) << "data point: " << i << " real value: " << predicted_values_real[i];
+//        EXPECT_GT(correct_values[i] * predicted_values_real[i], real_type{ 0 });
+//    }
+//
+//    // empty points should return an empty vector
+//    std::vector<std::vector<real_type>> points;
+//    EXPECT_EQ(std::vector<real_type>{}, csvm.predict(points));
+//
+//    // test exceptions
+//    [[maybe_unused]] std::vector<real_type> acc_vec;
+//    // the number of features of the prediction points must all be the same
+//    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 } } };
+//    EXPECT_THROW_WHAT(acc_vec = csvm.predict(points), plssvm::exception, "All points in the prediction point vector must have the same number of features!");
+//
+//    // the number of features of the prediction points must match the number of features of the data points
+//    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 }, real_type{ 4 } } };
+//    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(points), plssvm::exception, fmt::format("Number of features per data point ({}) must match the number of features per predict point (2)!", params.data_ptr->front().size()));
+//
+//    // alpha values must not be nullptr in order to predict
+//    csvm.get_alpha_ptr() = nullptr;
+//    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(*params.test_data_ptr), plssvm::exception, "No alphas provided for prediction!");
+//}
+//
+//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
+//inline void accuracy_test() {
+//    // create parameter object
+//    plssvm::parameter<real_type> params;
+//    params.print_info = false;
+//    params.kernel = kernel;
+//
+//    params.parse_train_file(PLSSVM_TEST_FILE);
+//
+//    // create C-SVM using the specified backend
+//    csvm_type csvm{ params };
+//
+//    // learn
+//    csvm.learn();
+//
+//    // predict label and calculate correct accuracy
+//    const std::vector<real_type> label_predicted = csvm.predict_label(*params.data_ptr);
+//    ASSERT_EQ(label_predicted.size(), params.value_ptr->size());
+//    unsigned long long count = 0;
+//    for (typename std::vector<real_type>::size_type i = 0; i < label_predicted.size(); ++i) {
+//        if (label_predicted[i] == (*params.value_ptr)[i]) {
+//            ++count;
+//        }
+//    }
+//    const real_type accuracy_correct = static_cast<real_type>(count) / static_cast<real_type>(label_predicted.size());
+//
+//    // calculate accuracy using the intern data and labels
+//    const real_type accuracy_calculated_intern = csvm.accuracy();
+//    util::gtest_assert_floating_point_eq(accuracy_calculated_intern, accuracy_correct);
+//    // calculate accuracy using external data and labels
+//    const real_type accuracy_calculated_extern = csvm.accuracy(*params.data_ptr, *params.value_ptr);
+//
+//    util::gtest_assert_floating_point_eq(accuracy_calculated_extern, accuracy_correct);
+//
+//    // check single point prediction
+//    const real_type prediction_first_point = csvm.predict_label((*params.data_ptr)[0]);
+//    const real_type accuracy_calculated_single_point_correct = csvm.accuracy((*params.data_ptr)[0], prediction_first_point);
+//    util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_correct, real_type{ 1.0 });
+//    const real_type accuracy_calculated_single_point_wrong = csvm.accuracy((*params.data_ptr)[0], -prediction_first_point);
+//    util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_wrong, real_type{ 0.0 });
+//}
+
 }  // namespace generic
\ No newline at end of file

From eccf985a025c5405c27e05b633036b845e92e3a0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 13 Oct 2022 15:25:00 +0200
Subject: [PATCH 0363/1010] Change API such that the csvm classes are no longer
 template classes. All plssvm::parameter are now
 plssvm::detail::parameter<double> in the public interface (moved the template
 class to the detail namespace and added an alias in the plssvm namespace).

---
 include/plssvm/backends/OpenMP/csvm.hpp       |  54 ++--
 include/plssvm/csvm.hpp                       |  78 ++---
 include/plssvm/csvm_factory.hpp               |  79 +++--
 include/plssvm/data_set.hpp                   |   1 -
 include/plssvm/detail/cmd/parameter_train.hpp |   2 +-
 .../plssvm/detail/io/libsvm_model_parsing.hpp |   8 +-
 include/plssvm/kernel_function_types.hpp      |   4 +-
 include/plssvm/model.hpp                      |   9 +-
 include/plssvm/parameter.hpp                  |   8 +-
 src/main_predict.cpp                          |   2 +-
 src/main_train.cpp                            |   4 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |  48 +--
 src/plssvm/kernel_function_types.cpp          |   6 +-
 src/plssvm/parameter.cpp                      |   2 +-
 tests/CMakeLists.txt                          |   2 +-
 tests/backends/OpenMP/csvm.cpp                |  32 +-
 tests/backends/OpenMP/mock_openmp_csvm.hpp    |  10 +-
 tests/backends/generic_tests.hpp              |  52 ++--
 tests/csvm.cpp                                | 273 +++++++++++-------
 tests/detail/cmd/parameter_train.cpp          |   2 +-
 tests/detail/io/libsvm_model_parsing.cpp      |  22 +-
 tests/kernel_function_types.cpp               |  24 +-
 tests/mock_csvm.hpp                           |  20 +-
 tests/model.cpp                               |   4 +-
 tests/parameter.cpp                           | 104 +++----
 25 files changed, 452 insertions(+), 398 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index d5ca8f5c0..777a82bc9 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -9,6 +9,8 @@
  * @brief Defines a C-SVM using the OpenMP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENMP_CSVM_HPP_
+#define PLSSVM_BACKENDS_OPENMP_CSVM_HPP_
 #pragma once
 
 #include "plssvm/csvm.hpp"  // plssvm::csvm
@@ -23,19 +25,18 @@ namespace plssvm::openmp {
  * @brief A C-SVM implementation using OpenMP as backend.
  * @tparam T the type of the data
  */
-template <typename T>
-class csvm : public ::plssvm::csvm<T> {
+class csvm : public ::plssvm::csvm {
   protected:
     // protected for test mock class
     /// The template base type of the OpenMP C-SVM class.
-    using base_type = ::plssvm::csvm<T>;
+    using base_type = ::plssvm::csvm;
 
   public:
     /// The type of the data. Must be either `float` or `double`.
-    using typename base_type::real_type;
+//    using typename base_type::real_type;
     using typename base_type::size_type;
 
-    explicit csvm(parameter<real_type> params = {}) : csvm{ plssvm::target_platform::automatic, std::move(params) } {}
+    explicit csvm(parameter params = {}) : csvm{ plssvm::target_platform::automatic, params } {}
     /**
      * @brief Construct a new C-SVM using the OpenMP backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
@@ -43,35 +44,48 @@ class csvm : public ::plssvm::csvm<T> {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    explicit csvm(target_platform target, parameter<real_type> params = {});
+    explicit csvm(target_platform target, parameter params = {});
     template <typename... Args>
     csvm(const target_platform target, const kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
     }
     template <typename... Args>
-    csvm(const kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    explicit csvm(const kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
         // the default target is the automatic one
         this->init(plssvm::target_platform::automatic);
     }
 
   private:
     /**
-     * @copydoc plssvm::csvm::generate_q
+     * @copydoc plssvm::csvm::solver_CG
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const;
+    [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, size_type max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, size_type max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+
+    template <typename real_type>
+    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const;
+
+
     /**
-     * @copydoc plssvm::csvm::solver_CG
+     * @copydoc plssvm::csvm::predict_values_impl
      */
-    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const override;
+    [[nodiscard]] std::vector<float> predict_values(const detail::parameter<float> &params, const std::vector<std::vector<float>> &support_vectors, const std::vector<float> &alpha, float rho, std::vector<float> &w, const std::vector<std::vector<float>> &predict_points) const override { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
+    [[nodiscard]] std::vector<double> predict_values(const detail::parameter<double> &params, const std::vector<std::vector<double>> &support_vectors, const std::vector<double> &alpha, double rho, std::vector<double> &w, const std::vector<std::vector<double>> &predict_points) const override { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
+
+    template <typename real_type>
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const;
+
+
     /**
-     * @copydoc plssvm::csvm::calculate_w
+     * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const;
+    template <typename real_type>
+    [[nodiscard]] std::vector<real_type> generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const;
     /**
-     * @copydoc plssvm::csvm::predict_values_impl
+     * @copydoc plssvm::csvm::calculate_w
      */
-    [[nodiscard]] std::vector<real_type> predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const override;
-
+    template <typename real_type>
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const;
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
@@ -81,7 +95,8 @@ class csvm : public ::plssvm::csvm<T> {
      * @param[in] data the data
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add) const;
+    template <typename real_type>
+    void run_device_kernel(const detail::parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add) const;
 
   private:
     /**
@@ -91,7 +106,6 @@ class csvm : public ::plssvm::csvm<T> {
     void init(target_platform target);
 };
 
-extern template class csvm<float>;
-extern template class csvm<double>;
+}  // namespace plssvm::openmp
 
-}  // namespace plssvm::openmp
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 6dbaacb10..9cdbfa67a 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -44,15 +44,8 @@ namespace plssvm {
  * @brief Base class for all C-SVM backends.
  * @tparam T the floating point type of the data
  */
-template <typename T>
 class csvm {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
-
   public:
-    /// The type of the data. Must be either `float` or `double`.
-    using real_type = T;
-    /// The unsigned size type.
     using size_type = std::size_t;
 
     /**
@@ -60,7 +53,7 @@ class csvm {
      * @details Uses the default SVM parameter if none are provided.
      * @param[in] params the SVM parameter
      */
-    explicit csvm(parameter<real_type> params = {});
+    explicit csvm(parameter params = {});
     /**
      * @brief Construct a C-SVM using named-parameters with the @p kernel type.
      * @tparam Args the type of the named-parameters
@@ -87,13 +80,13 @@ class csvm {
      * @brief Return the currently used SVM parameter.
      * @return the SVM parameter (`[[nodiscard]]`)
      */
-    [[nodiscard]] parameter<real_type> get_params() const noexcept { return params_; }
+    [[nodiscard]] parameter get_params() const noexcept { return params_; } // static_assert
 
     /**
      * @brief Override the old SVM parameter with the new @p params.
      * @param[in] params the new SVM parameter to use
      */
-    void set_params(parameter<real_type> params) noexcept { params_ = std::move(params); }
+    void set_params(parameter params) noexcept { params_ = params; }
     /**
      * @brief Override the old SVM parameter with the new ones given as named parameters in @ named_args.
      * @tparam Args the type of the named-parameters
@@ -113,7 +106,7 @@ class csvm {
      * @param[in] named_args the potential additional parameters (`epsilon` and/or `max_iter`)
      * @return the learned model (`[[nodiscard]]`)
      */
-    template <typename label_type, typename... Args>
+    template <typename real_type, typename label_type, typename... Args>
     [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args &&...named_args) const;
 
     ////////////////////////////////////////////////////////////////////////////////
@@ -126,7 +119,7 @@ class csvm {
      * @param[in] data the data to predict the labels for
      * @return the predicted labels (`[[nodiscard]]`)
      */
-    template <typename label_type>
+    template <typename real_type, typename label_type>
     [[nodiscard]] std::vector<label_type> predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
 
     /**
@@ -135,7 +128,7 @@ class csvm {
      * @param[in] model a previously learnt model
      * @return the accuracy of the model (`[[nodiscard]]`)
      */
-    template <typename label_type>
+    template <typename real_type, typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model) const;
     /**
      * @brief Calculate the accuracy of the labeled @p data set using the @p model.
@@ -144,7 +137,7 @@ class csvm {
      * @param data the labeled data set to score
      * @return the accuracy of the labeled @p data (`[[nodiscard]]`)
      */
-    template <typename label_type>
+    template <typename real_type, typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
 
   protected:
@@ -162,7 +155,8 @@ class csvm {
      * @param[in] max_iter the maximum number of CG iterations
      * @return a pair of [the result vector x, the resulting bias] (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const = 0;
+    [[nodiscard]] virtual std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, size_type max_iter) const = 0;
+    [[nodiscard]] virtual std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, size_type max_iter) const = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] params the SVM parameters used in the respective kernel functions
@@ -173,7 +167,8 @@ class csvm {
      * @param[in] predict_points the points to predict
      * @return a vector filled with the predictions (not the actual labels!) (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::vector<real_type> predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const = 0;
+    [[nodiscard]] virtual std::vector<float> predict_values(const detail::parameter<float> &params, const std::vector<std::vector<float>> &support_vectors, const std::vector<float> &alpha, float rho, std::vector<float> &w, const std::vector<std::vector<float>> &predict_points) const = 0;
+    [[nodiscard]] virtual std::vector<double> predict_values(const detail::parameter<double> &params, const std::vector<std::vector<double>> &support_vectors, const std::vector<double> &alpha, double rho, std::vector<double> &w, const std::vector<std::vector<double>> &predict_points) const = 0;
 
   private:
     /**
@@ -185,24 +180,21 @@ class csvm {
     [[nodiscard]] ExpectedType get_value_from_named_parameter(const IgorParser &parser, const ProvidedType &named_arg) const;
 
     /// The SVM parameter (e.g., cost, degree, gamma, coef0) currently in use.
-    parameter<real_type> params_{};
+    parameter params_{};
 };
 
-template <typename T>
-csvm<T>::csvm(parameter<real_type> params) :
-    params_{ std::move(params) } {
+inline csvm::csvm(parameter params) :
+    params_{ params } {
     this->sanity_check_parameter();
 }
 
-template <typename T>
 template <typename... Args>
-csvm<T>::csvm(kernel_function_type kernel, Args &&...named_args) {
+csvm::csvm(kernel_function_type kernel, Args &&...named_args) {
     this->set_params(kernel_type = kernel, std::forward<Args>(named_args)...);
 }
 
-template <typename T>
 template <typename... Args>
-void csvm<T>::set_params(Args &&...named_args) {
+void csvm::set_params(Args &&...named_args) {
     igor::parser parser{ std::forward<Args>(named_args)... };
 
     // compile time check: only named parameter are permitted
@@ -255,9 +247,8 @@ void csvm<T>::set_params(Args &&...named_args) {
     this->sanity_check_parameter();
 }
 
-template <typename T>
-template <typename label_type, typename... Args>
-auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_args) const -> model<real_type, label_type> {
+template <typename real_type, typename label_type, typename... Args>
+model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &data, Args &&...named_args) const {
     igor::parser parser{ std::forward<Args>(named_args)... };
 
     // set default values
@@ -296,10 +287,10 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_a
     }
 
     // copy parameter and set gamma if necessary
-    parameter<real_type> params{ static_cast<parameter<real_type>>(params_) };
+    parameter params{ params_ };
     if (params.gamma.is_default()) {
         // no gamma provided -> use default value which depends on the number of features of the data set
-        params.gamma = real_type{ 1.0 } / data.num_features();
+        params.gamma = 1.0 / data.num_features();
     }
 
     const std::chrono::time_point start_time = std::chrono::steady_clock::now();
@@ -308,7 +299,7 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_a
     model<real_type, label_type> csvm_model{ params, data };
 
     // solve the minimization problem
-    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(params, data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
+    std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(static_cast<detail::parameter<real_type>>(params), data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
@@ -318,15 +309,14 @@ auto csvm<T>::fit(const data_set<real_type, label_type> &data, Args &&...named_a
     return csvm_model;
 }
 
-template <typename T>
-template <typename label_type>
-auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> std::vector<label_type> {
+template <typename real_type, typename label_type>
+std::vector<label_type> csvm::predict(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const {
     if (model.num_features() != data.num_features()) {
         throw invalid_parameter_exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", data.num_features(), model.num_features()) };
     }
 
     // predict values
-    const std::vector<real_type> predicted_values = predict_values(model.params_, model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
+    const std::vector<real_type> predicted_values = predict_values(static_cast<detail::parameter<real_type>>(model.params_), model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
     // convert predicted values to the correct labels
     std::vector<label_type> predicted_labels(predicted_values.size());
@@ -339,15 +329,13 @@ auto csvm<T>::predict(const model<real_type, label_type> &model, const data_set<
     return predicted_labels;
 }
 
-template <typename T>
-template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model) const -> real_type {
+template <typename real_type, typename label_type>
+real_type csvm::score(const model<real_type, label_type> &model) const {
     return this->score(model, model.data_);
 }
 
-template <typename T>
-template <typename label_type>
-auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const -> real_type {
+template <typename real_type, typename label_type>
+real_type csvm::score(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const {
     // the data set must contain labels in order to score the learned model
     if (!data.has_labels()) {
         throw invalid_parameter_exception{ "The data set to score must have labels!" };
@@ -373,8 +361,7 @@ auto csvm<T>::score(const model<real_type, label_type> &model, const data_set<re
     return static_cast<real_type>(correct) / static_cast<real_type>(predicted_labels.size());
 }
 
-template <typename T>
-void csvm<T>::sanity_check_parameter() const {
+inline void csvm::sanity_check_parameter() const {
     // kernel: valid kernel function
     if (params_.kernel_type != kernel_function_type::linear && params_.kernel_type != kernel_function_type::polynomial && params_.kernel_type != kernel_function_type::rbf) {
         throw invalid_parameter_exception{ fmt::format("Invalid kernel function {} given!", detail::to_underlying(params_.kernel_type)) };
@@ -382,7 +369,7 @@ void csvm<T>::sanity_check_parameter() const {
 
     // gamma: must be greater than 0 IF explicitly provided, but only in the polynomial and rbf kernel
     if ((params_.kernel_type == kernel_function_type::polynomial || params_.kernel_type == kernel_function_type::rbf) &&
-        !params_.gamma.is_default() && params_.gamma.value() <= real_type{ 0.0 }) {
+        !params_.gamma.is_default() && params_.gamma.value() <= 0.0) {
         throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0.0, but is {}!", params_.gamma) };
     }
     // degree: all allowed
@@ -390,9 +377,8 @@ void csvm<T>::sanity_check_parameter() const {
     // cost: all allowed
 }
 
-template <typename T>
 template <typename ExpectedType, typename IgorParser, typename NamedArgType>
-ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) const {
+ExpectedType csvm::get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) const {
     using parsed_named_arg_type = detail::remove_cvref_t<decltype(parser(named_arg))>;
     // check whether a plssvm::default_value (e.g., plssvm::default_value<double>) or unwrapped normal value (e.g., double) has been provided
     if constexpr (is_default_value_v<parsed_named_arg_type>) {
@@ -403,7 +389,7 @@ ExpectedType csvm<T>::get_value_from_named_parameter(const IgorParser &parser, c
         // an unwrapped value has been provided (e.g., double)
         return static_cast<ExpectedType>(parser(named_arg));
     } else {
-        static_assert(plssvm::detail::always_false_v<T>, "The named parameter must be of type plssvm::default_value or a built-in type!");
+        static_assert(plssvm::detail::always_false_v<ExpectedType>, "The named parameter must be of type plssvm::default_value or a built-in type!");
     }
     // may never been reached
     detail::unreachable();
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 501101741..f6e4bb0c1 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -53,42 +53,6 @@ namespace plssvm {
 
 // TODO: what if csvm<double> and data_set<float> is given?
 
-/**
- * @brief Create a new C-SVM using the @p backend type and @p target platform. For the remaining C-SVM parameters, the default values are used.
- * @tparam T the floating point type used in the C-SVM
- * @param[in] backend the backend to use
- * @param[in] target the target platform to target
- * @return the C-SVM (`[[nodiscard]]`)
- */
-
-template <typename T>
-[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend) {
-    return make_csvm<T>(backend, target_platform::automatic, parameter<T>{});
-}
-template <typename T>
-[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, plssvm::parameter<T> params) {
-    return make_csvm<T>(backend, target_platform::automatic, params);
-}
-template <typename T>
-[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target) {
-    return make_csvm<T>(backend, target, parameter<T>{});
-}
-
-/**
- * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters (e.g., SYCL specific parameters) are provided via @p args.
- * @details Converts the @p params value to the respective named-parameter calls.
- * @tparam T the floating point type used in the C-SVM
- * @tparam Args the type of the potential additional parameters
- * @param[in] backend the backend to use
- * @param[in] target the target platform to target
- * @param[in] params the SVM parameters to use
- * @param[in] args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename T>
-[[nodiscard]] inline std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const parameter<T> params) {
-    return make_csvm<T>(backend, target, params.kernel_type, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost);
-} // TODO: führt zu warnungen in base csvm Konstruktor führen
 
 /**
  * @brief Create a new C-SVM using the @p backend type, @p target platform, @p kernel type, and potential additional named-parameter @p args.
@@ -100,14 +64,14 @@ template <typename T>
  * @param[in] args possible additional parameters (e.g., degree parameter for the polynomial kernel)
  * @return the C-SVM (`[[nodiscard]]`)
  */
-template <typename T, typename... Args>
-[[nodiscard]] std::unique_ptr<csvm<T>> make_csvm(const backend_type backend, const target_platform target, const kernel_function_type kernel, Args &&...args) {
+template <typename... Args>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, const kernel_function_type kernel, Args &&...args) {
     switch (backend) {
         case backend_type::automatic:
-            return make_csvm<T>(determine_default_backend(), target, kernel, std::forward<Args>(args)...);
+            return make_csvm(determine_default_backend(), target, kernel, std::forward<Args>(args)...);
         case backend_type::openmp:
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
-            return std::make_unique<openmp::csvm<T>>(target, kernel, std::forward<Args>(args)...);
+            return std::make_unique<openmp::csvm>(target, kernel, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenMP backend available!" };
 #endif
@@ -170,6 +134,41 @@ template <typename T, typename... Args>
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }
 
+
+
+/**
+ * @brief Create a new C-SVM using the @p backend type and @p target platform. For the remaining C-SVM parameters, the default values are used.
+ * @tparam T the floating point type used in the C-SVM
+ * @param[in] backend the backend to use
+ * @param[in] target the target platform to target
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+
+/**
+ * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters (e.g., SYCL specific parameters) are provided via @p args.
+ * @details Converts the @p params value to the respective named-parameter calls.
+ * @tparam T the floating point type used in the C-SVM
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] backend the backend to use
+ * @param[in] target the target platform to target
+ * @param[in] params the SVM parameters to use
+ * @param[in] args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, parameter params) {
+    return make_csvm(backend, target, params.kernel_type, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost);
+}  // TODO: führt zu warnungen in base csvm Konstruktor führen
+
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend) {
+    return make_csvm(backend, target_platform::automatic, parameter{});
+}
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, parameter params) {
+    return make_csvm(backend, target_platform::automatic, params);
+}
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target) {
+    return make_csvm(backend, target, parameter{});
+}
+
 }  // namespace plssvm
 
 #endif  // PLSSVM_CSVM_FACTORY_HPP_
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 429b8490d..0d72f278d 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -69,7 +69,6 @@ class data_set {
     template <typename, typename>
     friend class model;
     // plssvm::csvm needs the label mapping
-    template <typename>
     friend class csvm;
 
   public:
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parameter_train.hpp
index 412c0c3d5..3731ab663 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parameter_train.hpp
@@ -43,7 +43,7 @@ class parameter_train {
     parameter_train(int argc, char **argv);
 
     /// Other base C-SVM parameters
-    parameter<double> csvm_params{};
+    plssvm::parameter csvm_params{};
 
     /// The error tolerance parameter for the CG algorithm.
     default_value<double> epsilon{ default_init<double>{ 0.001 } };
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index e159f3e36..1263064a1 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -80,9 +80,9 @@ namespace plssvm::detail::io {
  * @return the necessary header information: [the SVM parameter, the value of rho, the labels of the data points, num_header_lines] (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type, typename size_type>
-[[nodiscard]] inline std::tuple<parameter<real_type>, real_type, std::vector<label_type>, std::size_t> parse_libsvm_model_header(const std::vector<std::string_view> &lines) {
+[[nodiscard]] inline std::tuple<plssvm::parameter, real_type, std::vector<label_type>, std::size_t> parse_libsvm_model_header(const std::vector<std::string_view> &lines) {
     // data to read
-    plssvm::parameter<real_type> params{};
+    plssvm::parameter params{};
     real_type rho{};
     size_type num_support_vectors{};
 
@@ -293,7 +293,7 @@ template <typename real_type, typename label_type, typename size_type>
  * @return the order of the labels; necessary to write the data points in the correct order (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type>
-[[nodiscard]] inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const parameter<real_type> &params, const real_type rho, const data_set<real_type, label_type> &data) {
+[[nodiscard]] inline std::vector<label_type> write_libsvm_model_header(fmt::ostream &out, const plssvm::parameter &params, const real_type rho, const data_set<real_type, label_type> &data) {
     PLSSVM_ASSERT(data.has_labels(), "Cannot write a model file that does not include labels!");
 
     // save model file header
@@ -368,7 +368,7 @@ template <typename real_type, typename label_type>
  * @param[in] data the data used to create the model
  */
 template <typename real_type, typename label_type>
-inline void write_libsvm_model_data(const std::string &filename, const parameter<real_type> &params, const real_type rho, const std::vector<real_type> &alpha, const data_set<real_type, label_type> &data) {
+inline void write_libsvm_model_data(const std::string &filename, const plssvm::parameter &params, const real_type rho, const std::vector<real_type> &alpha, const data_set<real_type, label_type> &data) {
     PLSSVM_ASSERT(data.has_labels(), "Cannot write a model file that does not include labels!");
     PLSSVM_ASSERT(alpha.size() == data.num_data_points(), "The number of weights ({}) doesn't match the number of data points ({})!", alpha.size(), data.num_data_points());
 
diff --git a/include/plssvm/kernel_function_types.hpp b/include/plssvm/kernel_function_types.hpp
index 2618c1b7e..58e3ed9a8 100644
--- a/include/plssvm/kernel_function_types.hpp
+++ b/include/plssvm/kernel_function_types.hpp
@@ -96,8 +96,10 @@ template <kernel_function_type kernel, typename real_type, typename... Args>
 }
 
 // forward declare parameter class
+namespace detail {
 template <typename>
 struct parameter;
+}
 
 /**
  * @brief Computes the value of the two vectors @p xi and @p xj using the kernel function and kernel parameter stored in @p params.
@@ -108,7 +110,7 @@ struct parameter;
  * @return the computed kernel function value (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params);
+[[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const detail::parameter<real_type> &params); // TODO:
 
 }  // namespace plssvm
 
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 2be95e29e..2d5566fc0 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -48,7 +48,6 @@ class model {
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
 
     // plssvm::csvm needs the constructor
-    template <typename>
     friend class csvm;
 
   public:
@@ -86,7 +85,7 @@ class model {
      * @brief Return the SVM parameter that were used to learn this model.
      * @return the SVM parameter (`[[nodiscard]]`)
      */
-    [[nodiscard]] const parameter<real_type> &svm_parameter() const noexcept { return params_; }
+    [[nodiscard]] const parameter &svm_parameter() const noexcept { return params_; }
     /**
      * @brief The support vectors representing the learned model.
      * @return the support vectors (`[[nodiscard]]`)
@@ -113,10 +112,10 @@ class model {
      * @param[in] params the SVM parameters used to learn this model
      * @param[in] data the data used to learn this model
      */
-    model(parameter<real_type> params, data_set<real_type, label_type> data);
+    model(parameter params, data_set<real_type, label_type> data);
 
     /// The SVM parameter used to learn this model.
-    parameter<real_type> params_{};
+    parameter params_{};
     /// The data (support vectors + respective label) used to learn this model.
     data_set<real_type, label_type> data_{};
     /// The number of support vectors representing this model.
@@ -172,7 +171,7 @@ model<T, U>::model(const std::string &filename) {
 }
 
 template <typename T, typename U>
-model<T, U>::model(parameter<real_type> params, data_set<real_type, label_type> data) :
+model<T, U>::model(parameter params, data_set<real_type, label_type> data) :
     params_{ std::move(params) }, data_{ std::move(data) }, num_support_vectors_{ data_.num_data_points() }, num_features_{ data_.num_features() }, alpha_ptr_{ std::make_shared<std::vector<real_type>>(data_.num_data_points()) } {}
 
 template <typename T, typename U>
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 4ac9e4e9f..696ee1b75 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -44,6 +44,8 @@ IGOR_MAKE_NAMED_ARGUMENT(sycl_implementation_type);
 /// Create a named argument for the SYCL backend specific kernel invocation type (nd_range or hierarchical).
 IGOR_MAKE_NAMED_ARGUMENT(sycl_kernel_invocation_type);
 
+namespace detail {
+
 /**
  * @brief Base class for encapsulating all important C-SVM parameters.
  * @tparam T the used real_type, must either be `float` or `double`
@@ -56,7 +58,7 @@ struct parameter {
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
-    /**
+    /**double
      * @brief Default construct a parameter set, i.e., each SVM parameter has its default value.
      */
     constexpr parameter() noexcept = default;
@@ -183,6 +185,10 @@ template <typename T>
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 
+}
+
+using parameter = detail::parameter<double>;
+
 }  // namespace plssvm
 
 #endif  // PLSSVM_PARAMETER_HPP_
\ No newline at end of file
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 8f4c25a92..70bbadb07 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -50,7 +50,7 @@ int main(int argc, char *argv[]) {
             // create model
             plssvm::model<real_type, label_type> model{ params.model_filename };
             // create default csvm
-            auto svm = plssvm::make_csvm<real_type>(params.backend, params.target);
+            auto svm = plssvm::make_csvm(params.backend, params.target);
             // predict labels
             const std::vector<label_type> predicted_labels = svm->predict(model, data);
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 88ca17198..17d2d0cf8 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -50,10 +50,8 @@ int main(int argc, char *argv[]) {
             using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
-            // convert base params to correct type
-            const auto csvm_params = static_cast<plssvm::parameter<real_type>>(params.csvm_params);
             // create SVM
-            const auto svm = plssvm::make_csvm<real_type>(params.backend, params.target, csvm_params);//, //TODO
+            const auto svm = plssvm::make_csvm(params.backend, params.target, params.csvm_params);//, //TODO
                                                           //plssvm::sycl_implementation_type = params.sycl_implementation_type,
                                                           //plssvm::sycl_kernel_invocation_type = params.sycl_kernel_invocation_type);
             // learn model
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 8ba853172..435ddf04f 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -30,13 +30,11 @@
 
 namespace plssvm::openmp {
 
-template <typename T>
-csvm<T>::csvm(const target_platform target, parameter<real_type> params) : ::plssvm::csvm<T>{ std::move(params) } {
+csvm::csvm(const target_platform target, parameter params) : ::plssvm::csvm{ std::move(params) } {
     this->init(target);
 }
 
-template <typename T>
-void csvm<T>::init(const target_platform target) {
+void csvm::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::cpu) {
         throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target) };
@@ -59,8 +57,8 @@ void csvm<T>::init(const target_platform target) {
     }
 }
 
-template <typename T>
-auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const -> std::vector<real_type> {
+template <typename real_type>
+std::vector<real_type> csvm::generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const {
     std::vector<real_type> q(data.size() - 1);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
@@ -75,9 +73,11 @@ auto csvm<T>::generate_q(const parameter<real_type> &params, const std::vector<s
     }
     return q;
 }
+template std::vector<float> csvm::generate_q<float>(const detail::parameter<float> &, const std::vector<std::vector<float>> &) const;
+template std::vector<double> csvm::generate_q<double>(const detail::parameter<double> &, const std::vector<std::vector<double>> &) const;
 
-template <typename T>
-void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
+template <typename real_type>
+void csvm::run_device_kernel(const detail::parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
@@ -90,9 +90,11 @@ void csvm<T>::run_device_kernel(const parameter<real_type> &params, const std::v
             break;
     }
 }
+template void csvm::run_device_kernel(const detail::parameter<float> &, const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float) const;
+template void csvm::run_device_kernel(const detail::parameter<double> &, const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double) const;
 
-template <typename T>
-auto csvm<T>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
+template <typename real_type>
+std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const size_type max_iter) const {
     using namespace plssvm::operators;
 
     // create q vector
@@ -117,7 +119,7 @@ auto csvm<T>::solve_system_of_linear_equations(const parameter<real_type> &param
     std::vector<real_type> r(b);
 
     // r = A + alpha_ (r = b - Ax)
-    run_device_kernel(params, q, r, alpha, A, QA_cost, -1);
+    run_device_kernel(params, q, r, alpha, A, QA_cost, real_type{ -1.0 });
 
     // delta = r.T * r
     real_type delta = transposed{ r } * r;
@@ -145,7 +147,7 @@ auto csvm<T>::solve_system_of_linear_equations(const parameter<real_type> &param
 
         // Ad = A * d (q = A * d)
         std::fill(Ad.begin(), Ad.end(), real_type{ 0.0 });
-        run_device_kernel(params, q, Ad, d, A, QA_cost, 1);
+        run_device_kernel(params, q, Ad, d, A, QA_cost, real_type{ 1.0 });
 
         // (alpha = delta_new / (d^T * q))
         const real_type alpha_cd = delta / (transposed{ d } * Ad);
@@ -158,7 +160,7 @@ auto csvm<T>::solve_system_of_linear_equations(const parameter<real_type> &param
             // r = b
             r = b;
             // r -= A * x
-            run_device_kernel(params, q, r, alpha, A, QA_cost, -1);
+            run_device_kernel(params, q, r, alpha, A, QA_cost, real_type{ -1.0 });
         } else {
             // r -= alpha_cd * Ad (r = r - alpha * q)
             r -= alpha_cd * Ad;
@@ -199,9 +201,11 @@ auto csvm<T>::solve_system_of_linear_equations(const parameter<real_type> &param
     return std::make_pair(std::move(alpha), -bias);
 }
 
+template std::pair<std::vector<float>, float> csvm::solve_system_of_linear_equations_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, const float, const size_type) const;
+template std::pair<std::vector<double>, double> csvm::solve_system_of_linear_equations_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, const double, const size_type) const;
 
-template <typename T>
-auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const -> std::vector<real_type> {
+template <typename real_type>
+std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const {
     const size_type num_data_points = A.size();
     const size_type num_features = A.front().size();
 
@@ -221,9 +225,12 @@ auto csvm<T>::calculate_w(const std::vector<std::vector<real_type>> &A, const st
     return w;
 }
 
-template <typename T>
-auto csvm<T>::predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
-                             const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
+template std::vector<float> csvm::calculate_w(const std::vector<std::vector<float>> &, const std::vector<float> &) const;
+template std::vector<double> csvm::calculate_w(const std::vector<std::vector<double>> &, const std::vector<double> &) const;
+
+template <typename real_type>
+std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
+                                                 const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
@@ -255,8 +262,7 @@ auto csvm<T>::predict_values(const parameter<real_type> &params, const std::vect
     return out;
 }
 
-// explicitly instantiate template class
-template class csvm<float>;
-template class csvm<double>;
+template std::vector<float> csvm::predict_values_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, const float, std::vector<float> &, const std::vector<std::vector<float>> &) const;
+template std::vector<double> csvm::predict_values_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, const double, std::vector<double> &, const std::vector<std::vector<double>> &) const;
 
 }  // namespace plssvm::openmp
diff --git a/src/plssvm/kernel_function_types.cpp b/src/plssvm/kernel_function_types.cpp
index ee7ebbc57..97a4ba06b 100644
--- a/src/plssvm/kernel_function_types.cpp
+++ b/src/plssvm/kernel_function_types.cpp
@@ -60,7 +60,7 @@ std::istream &operator>>(std::istream &in, kernel_function_type &kernel) {
 }
 
 template <typename real_type>
-real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const parameter<real_type> &params) {
+real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const detail::parameter<real_type> &params) {
     PLSSVM_ASSERT(xi.size() == xj.size(), "Sizes mismatch!: {} != {}", xi.size(), xj.size());
 
     switch (params.kernel_type) {
@@ -74,7 +74,7 @@ real_type kernel_function(const std::vector<real_type> &xi, const std::vector<re
     throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", detail::to_underlying(params.kernel_type)) };
 }
 
-template float kernel_function(const std::vector<float> &, const std::vector<float> &, const parameter<float> &);
-template double kernel_function(const std::vector<double> &, const std::vector<double> &, const parameter<double> &);
+template float kernel_function(const std::vector<float> &, const std::vector<float> &, const detail::parameter<float> &);
+template double kernel_function(const std::vector<double> &, const std::vector<double> &, const detail::parameter<double> &);
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index fe7abdecd..d34523d05 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -15,7 +15,7 @@
 
 #include <ostream>  // std::ostream
 
-namespace plssvm {
+namespace plssvm::detail {
 
 // explicitly instantiate template class
 template struct parameter<float>;
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 378211383..78b658d08 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -175,4 +175,4 @@ endif()
 
 
 # add tests for the available backends
-#add_subdirectory(backends)
+add_subdirectory(backends)
diff --git a/tests/backends/OpenMP/csvm.cpp b/tests/backends/OpenMP/csvm.cpp
index 5c407e5c9..e46adf080 100644
--- a/tests/backends/OpenMP/csvm.cpp
+++ b/tests/backends/OpenMP/csvm.cpp
@@ -56,37 +56,35 @@ using parameter_types = ::testing::Types<
 
 template <typename T>
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
-TYPED_TEST_SUITE(OpenMPCSVM, parameter_types, parameter_definition_to_name);
+//TYPED_TEST_SUITE(OpenMPCSVM, parameter_types, parameter_definition_to_name);
 
 // check whether the csvm factory function correctly creates an openmp::csvm
-TYPED_TEST(OpenMPCSVM, csvm_factory_default) {
-    generic::test_csvm_factory_default<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp);
+TEST(OpenMPCSVM, csvm_factory_default) {
+    generic::test_csvm_factory_default<plssvm::openmp::csvm>(plssvm::backend_type::openmp);
 }
-TYPED_TEST(OpenMPCSVM, csvm_factory_parameter) {
-    generic::test_csvm_factory_parameter<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp);
+TEST(OpenMPCSVM, csvm_factory_parameter) {
+    generic::test_csvm_factory_parameter<plssvm::openmp::csvm>(plssvm::backend_type::openmp);
 }
-TYPED_TEST(OpenMPCSVM, csvm_factory_target) {
-    generic::test_csvm_factory_target<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
+TEST(OpenMPCSVM, csvm_factory_target) {
+    generic::test_csvm_factory_target<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
 }
-TYPED_TEST(OpenMPCSVM, csvm_factory_target_and_parameter) {
-    generic::test_csvm_factory_target_and_parameter<plssvm::openmp::csvm, typename TypeParam::real_type>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
+TEST(OpenMPCSVM, csvm_factory_target_and_parameter) {
+    generic::test_csvm_factory_target_and_parameter<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
 }
 
 // check whether the constructor correctly fails when using an incompatible target platform
-TYPED_TEST(OpenMPCSVM, construct_parameter_invalid_target_platform) {
-    using real_type = typename TypeParam::real_type;
-
+TEST(OpenMPCSVM, construct_parameter_invalid_target_platform) {
     // only automatic or cpu are allowed as target platform for the OpenMP backend
-    EXPECT_NO_THROW(mock_openmp_csvm<real_type>{ plssvm::target_platform::automatic });
-    EXPECT_NO_THROW(mock_openmp_csvm<real_type>{ plssvm::target_platform::cpu });
+    EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::automatic });
+    EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::cpu });
 
-    EXPECT_THROW_WHAT(mock_openmp_csvm<real_type>{ plssvm::target_platform::gpu_nvidia },
+    EXPECT_THROW_WHAT(mock_openmp_csvm{ plssvm::target_platform::gpu_nvidia },
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
-    EXPECT_THROW_WHAT(mock_openmp_csvm<real_type>{ plssvm::target_platform::gpu_amd },
+    EXPECT_THROW_WHAT(mock_openmp_csvm{ plssvm::target_platform::gpu_amd },
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_amd' for the OpenMP backend!");
-    EXPECT_THROW_WHAT(mock_openmp_csvm<real_type>{ plssvm::target_platform::gpu_intel },
+    EXPECT_THROW_WHAT(mock_openmp_csvm{ plssvm::target_platform::gpu_intel },
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_intel' for the OpenMP backend!");
 }
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index cdc69914a..83625db87 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -22,16 +22,14 @@
  * @brief GTest mock class for the OpenMP CSVM.
  * @tparam T the type of the data
  */
-template <typename T>
-class mock_openmp_csvm : public plssvm::openmp::csvm<T> {
-    using base_type = plssvm::openmp::csvm<T>;
+class mock_openmp_csvm : public plssvm::openmp::csvm {
+    using base_type = plssvm::openmp::csvm;
 
   public:
-    using real_type = typename base_type::real_type;
     using size_type = typename base_type::size_type;
 
-    explicit mock_openmp_csvm(plssvm::target_platform target, plssvm::parameter<real_type> params = {}) :
-        base_type{ target, std::move(params) } {}
+    explicit mock_openmp_csvm(plssvm::target_platform target, plssvm::parameter params = {}) :
+        base_type{ target, params } {}
     template <typename... Args>
     mock_openmp_csvm(plssvm::target_platform target, plssvm::kernel_function_type kernel, Args &&...named_args) :
         base_type{ target, kernel, std::forward<Args>(named_args)... } {}
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 0e3b11fac..8dbfdd220 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -40,58 +40,58 @@
 
 namespace generic {
 
-namespace detail {
-
-template <template <typename> typename Derived, typename T>
-inline void expect_correct_csvm_factory(const plssvm::parameter<T> &params) {
-    // create csvm
-    auto csvm = plssvm::make_csvm(params);
-    // check if correct csvm has been instantiated
-    auto *res = dynamic_cast<Derived<T> *>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
-}
+//namespace detail {
+//
+//template <template <typename> typename Derived, typename T>
+//inline void expect_correct_csvm_factory(const plssvm::parameter<T> &params) {
+//    // create csvm
+//    auto csvm = plssvm::make_csvm(params);
+//    // check if correct csvm has been instantiated
+//    auto *res = dynamic_cast<Derived<T> *>(csvm.get());
+//    EXPECT_NE(res, nullptr);
+//}
+//
+//}
 
-template <template <typename> typename csvm_type, typename real_type>
+template <typename csvm_type>
 inline void test_csvm_factory_default(const plssvm::backend_type backend) {
     // create the csvm using the plssvm::make_csvm function
-    auto csvm = plssvm::make_csvm<real_type>(backend);
+    auto csvm = plssvm::make_csvm(backend);
 
     // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    auto *res = dynamic_cast<csvm_type*>(csvm.get());
     EXPECT_NE(res, nullptr);
 }
 
-template <template <typename> typename csvm_type, typename real_type>
+template <typename csvm_type>
 inline void test_csvm_factory_parameter(const plssvm::backend_type backend) {
     // create the csvm using the plssvm::make_csvm function
-    const plssvm::parameter<real_type> params{};
-    auto csvm = plssvm::make_csvm<real_type>(backend, params);
+    const plssvm::parameter params{};
+    auto csvm = plssvm::make_csvm(backend, params);
 
     // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    auto *res = dynamic_cast<csvm_type*>(csvm.get());
     EXPECT_NE(res, nullptr);
 }
 
-template <template <typename> typename csvm_type, typename real_type, typename ...Args>
+template <typename csvm_type>
 inline void test_csvm_factory_target(const plssvm::backend_type backend, const plssvm::target_platform target) {
     // create the csvm using the plssvm::make_csvm function
-    auto csvm = plssvm::make_csvm<real_type>(backend, target);
+    auto csvm = plssvm::make_csvm(backend, target);
 
     // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    auto *res = dynamic_cast<csvm_type*>(csvm.get());
     EXPECT_NE(res, nullptr);
 }
 
-template <template <typename> typename csvm_type, typename real_type, typename ...Args>
+template <typename csvm_type>
 inline void test_csvm_factory_target_and_parameter(const plssvm::backend_type backend, const plssvm::target_platform target) {
     // create the csvm using the plssvm::make_csvm function
-    const plssvm::parameter<real_type> params{};
-    auto csvm = plssvm::make_csvm<real_type>(backend, target, params);
+    const plssvm::parameter params{};
+    auto csvm = plssvm::make_csvm(backend, target, params);
 
     // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type<real_type> *>(csvm.get());
+    auto *res = dynamic_cast<csvm_type*>(csvm.get());
     EXPECT_NE(res, nullptr);
 }
 
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 215ebf865..9a1660656 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -29,105 +29,90 @@
 #include <tuple>      // std::ignore
 #include <vector>     // std::vector
 
-template <typename T>
 class BaseCSVM : public ::testing::Test {};
-TYPED_TEST_SUITE(BaseCSVM, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(BaseCSVM, default_construct_from_parameter) {
-    using real_type = TypeParam;
 
+TEST(BaseCSVM, default_construct_from_parameter) {
     // create mock_csvm using the default parameter (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // check whether the parameters have been set correctly
-    EXPECT_EQ(csvm.get_params(), plssvm::parameter<real_type>{});
+    EXPECT_EQ(csvm.get_params(), plssvm::parameter{});
 }
-TYPED_TEST(BaseCSVM, construct_from_parameter) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_from_parameter) {
     // create parameter class
-    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+    const plssvm::parameter params{ plssvm::kernel_function_type::polynomial, 4, 0.2, 0.1, 0.01 };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ params };
+    const mock_csvm csvm{ params };
 
     // check whether the parameters have been set correctly
     EXPECT_EQ(csvm.get_params(), params);
 }
 
-TYPED_TEST(BaseCSVM, construct_from_parameter_invalid_kernel_type) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_from_parameter_invalid_kernel_type) {
     // create parameter class
-    plssvm::parameter<real_type> params{};
+    plssvm::parameter params{};
     params.kernel_type = static_cast<plssvm::kernel_function_type>(3);
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
-    EXPECT_THROW_WHAT(mock_csvm<real_type>{ params }, plssvm::invalid_parameter_exception, "Invalid kernel function 3 given!");
+    EXPECT_THROW_WHAT(mock_csvm{ params },
+                      plssvm::invalid_parameter_exception,
+                      "Invalid kernel function 3 given!");
 }
-TYPED_TEST(BaseCSVM, construct_from_parameter_invalid_gamma) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_from_parameter_invalid_gamma) {
     // create parameter class
-    plssvm::parameter<real_type> params{};
+    plssvm::parameter params{};
     params.kernel_type = plssvm::kernel_function_type::polynomial;
     params.gamma = -1.0;
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
-    EXPECT_THROW_WHAT(mock_csvm<real_type>{ params },
+    EXPECT_THROW_WHAT(mock_csvm{ params },
                       plssvm::invalid_parameter_exception,
                       "gamma must be greater than 0.0, but is -1!");
 }
 
-TYPED_TEST(BaseCSVM, construct_linear_from_named_parameters) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_linear_from_named_parameters) {
     // correct parameters
-    plssvm::parameter<real_type> params{};
+    plssvm::parameter params{};
     params.cost = 2.0;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::cost = params.cost };
+    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::cost = params.cost };
 
     // check whether the parameters have been set correctly
     EXPECT_TRUE(csvm.get_params().equivalent(params));
 }
-TYPED_TEST(BaseCSVM, construct_polynomial_from_named_parameters) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_polynomial_from_named_parameters) {
     // correct parameters
-    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, 0.1, 1.2, 0.001 };
+    const plssvm::parameter params{ plssvm::kernel_function_type::polynomial, 4, 0.1, 1.2, 0.001 };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::polynomial,
-                                     plssvm::degree = params.degree,
-                                     plssvm::gamma = params.gamma,
-                                     plssvm::coef0 = params.coef0,
-                                     plssvm::cost = params.cost };
+    const mock_csvm csvm{ plssvm::kernel_function_type::polynomial,
+                          plssvm::degree = params.degree,
+                          plssvm::gamma = params.gamma,
+                          plssvm::coef0 = params.coef0,
+                          plssvm::cost = params.cost };
 
     // check whether the parameters have been set correctly
     EXPECT_TRUE(csvm.get_params().equivalent(params));
 }
-TYPED_TEST(BaseCSVM, construct_rbf_from_named_parameters) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_rbf_from_named_parameters) {
     // correct parameters
-    plssvm::parameter<real_type> params{};
+    plssvm::parameter params{};
     params.kernel_type = plssvm::kernel_function_type::rbf;
     params.gamma = 0.00001;
     params.cost = 10.0;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::rbf,
-                                     plssvm::gamma = params.gamma,
-                                     plssvm::cost = params.cost };
+    const mock_csvm csvm{ plssvm::kernel_function_type::rbf,
+                          plssvm::gamma = params.gamma,
+                          plssvm::cost = params.cost };
 
     // check whether the parameters have been set correctly
     EXPECT_TRUE(csvm.get_params().equivalent(params));
 }
 
-template <typename T>
-class BaseCSVMWarning : public BaseCSVM<T> {
+class BaseCSVMWarning : public BaseCSVM {
   public:
     void start_capturing() {
         sbuf = std::clog.rdbuf();
@@ -145,41 +130,34 @@ class BaseCSVMWarning : public BaseCSVM<T> {
     std::stringstream buffer{};
     std::streambuf *sbuf{};
 };
-TYPED_TEST_SUITE(BaseCSVMWarning, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_degree) {
-    using real_type = TypeParam;
 
+TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_degree) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::degree = 2 };
+    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::degree = 2 };
 
     // end capture of std::clog
     this->end_capturing();
 
     EXPECT_EQ(this->get_capture(), "degree parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
-TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_gamma) {
-    using real_type = TypeParam;
-
+TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_gamma) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
+    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
 
     // end capture of std::clog
     this->end_capturing();
 
     EXPECT_EQ(this->get_capture(), "gamma parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
-TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
-    using real_type = TypeParam;
-
+TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm<real_type> csvm{ plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
+    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
 
     // end capture of std::clog
     this->end_capturing();
@@ -187,46 +165,38 @@ TYPED_TEST(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
     EXPECT_EQ(this->get_capture(), "coef0 parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
 
-TYPED_TEST(BaseCSVM, construct_from_named_parameters_invalid_kernel_type) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_from_named_parameters_invalid_kernel_type) {
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
-    EXPECT_THROW_WHAT(mock_csvm<real_type>{ static_cast<plssvm::kernel_function_type>(3) },
+    EXPECT_THROW_WHAT(mock_csvm{ static_cast<plssvm::kernel_function_type>(3) },
                       plssvm::invalid_parameter_exception,
                       "Invalid kernel function 3 given!");
 }
-TYPED_TEST(BaseCSVM, construct_from_named_parameters_invalid_gamma) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, construct_from_named_parameters_invalid_gamma) {
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
-    EXPECT_THROW_WHAT((mock_csvm<real_type>{ plssvm::kernel_function_type::polynomial, plssvm::gamma = -1.0 }),
+    EXPECT_THROW_WHAT((mock_csvm{ plssvm::kernel_function_type::polynomial, plssvm::gamma = -1.0 }),
                       plssvm::invalid_parameter_exception,
                       "gamma must be greater than 0.0, but is -1!");
 }
 
-TYPED_TEST(BaseCSVM, get_params) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, get_params) {
     // create parameter class
-    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+    const plssvm::parameter params{ plssvm::kernel_function_type::polynomial, 4, 0.2, 0.1, 0.01 };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{ params };
+    const mock_csvm csvm{ params };
 
     // check whether the parameters have been set correctly
-    const plssvm::parameter<real_type> csvm_params = csvm.get_params();
+    const plssvm::parameter csvm_params = csvm.get_params();
     EXPECT_EQ(csvm_params, params);
     EXPECT_TRUE(csvm_params.equivalent(params));
 }
 
-TYPED_TEST(BaseCSVM, set_params_from_parameter) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, set_params_from_parameter) {
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    mock_csvm<real_type> csvm{};
+    mock_csvm csvm{};
 
     // create parameter class
-    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+    const plssvm::parameter params{ plssvm::kernel_function_type::polynomial, 4, 0.2, 0.1, 0.01 };
 
     // set csvm parameter to new values
     csvm.set_params(params);
@@ -234,14 +204,12 @@ TYPED_TEST(BaseCSVM, set_params_from_parameter) {
     // check whether the parameters have been set correctly
     EXPECT_EQ(csvm.get_params(), params);
 }
-TYPED_TEST(BaseCSVM, set_params_from_named_parameters) {
-    using real_type = TypeParam;
-
+TEST(BaseCSVM, set_params_from_named_parameters) {
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    mock_csvm<real_type> csvm{};
+    mock_csvm csvm{};
 
     // create parameter class
-    const plssvm::parameter<real_type> params{ plssvm::kernel_function_type::polynomial, 4, real_type{ 0.2 }, real_type{ 0.1 }, real_type{ 0.01 } };
+    const plssvm::parameter params{ plssvm::kernel_function_type::polynomial, 4, 0.2, 0.1, 0.01 };
 
     // set csvm parameter to new values
     csvm.set_params(plssvm::kernel_type = plssvm::kernel_function_type::polynomial,
@@ -255,7 +223,7 @@ TYPED_TEST(BaseCSVM, set_params_from_named_parameters) {
 }
 
 template <typename T>
-class BaseCSVMFit : public BaseCSVM<T>, private util::redirect_output, protected util::temporary_file {};
+class BaseCSVMFit : public BaseCSVM, private util::redirect_output, protected util::temporary_file {};
 TYPED_TEST_SUITE(BaseCSVMFit, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(BaseCSVMFit, fit) {
@@ -263,10 +231,17 @@ TYPED_TEST(BaseCSVMFit, fit) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the solve_system_of_linear_equations function
-    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(1);
+    // clang-format off
+    EXPECT_CALL(csvm, solve_system_of_linear_equations(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<std::vector<real_type>>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<typename mock_csvm::size_type>())).Times(1);
+    // clang-format on
 
     // create data set
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
@@ -280,12 +255,19 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the solve_system_of_linear_equations function
-    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(1);
-
-    // create data set
+    // clang-format off
+    EXPECT_CALL(csvm, solve_system_of_linear_equations(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<std::vector<real_type>>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<typename mock_csvm::size_type>())).Times(1);
+    // clang-format on
+
+// create data set
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     const plssvm::data_set<real_type, label_type> training_data{ this->filename };
 
@@ -297,10 +279,17 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_epsilon) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the solve_system_of_linear_equations function -> since an exception should be triggered, the mocked function should never be called
-    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(0);
+    // clang-format off
+    EXPECT_CALL(csvm, solve_system_of_linear_equations(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<std::vector<real_type>>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<typename mock_csvm::size_type>())).Times(0);
+    // clang-format on
 
     // create data set
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
@@ -316,10 +305,17 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_max_iter) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the solve_system_of_linear_equations function -> since an exception should be triggered, the mocked function should never be called
-    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(0);
+    // clang-format off
+    EXPECT_CALL(csvm, solve_system_of_linear_equations(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<std::vector<real_type>>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<typename mock_csvm::size_type>())).Times(0);
+    // clang-format on
 
     // create data set
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
@@ -335,10 +331,17 @@ TYPED_TEST(BaseCSVMFit, fit_no_label) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the solve_system_of_linear_equations function -> since an exception should be triggered, the mocked function should never be called
-    EXPECT_CALL(csvm, solve_system_of_linear_equations).Times(0);
+    // clang-format off
+    EXPECT_CALL(csvm, solve_system_of_linear_equations(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<std::vector<real_type>>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<typename mock_csvm::size_type>())).Times(0);
+    // clang-format on
 
     // create data set without labels
     const plssvm::data_set<real_type, label_type> training_data{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
@@ -350,7 +353,7 @@ TYPED_TEST(BaseCSVMFit, fit_no_label) {
 }
 
 template <typename T>
-class BaseCSVMPredict : public BaseCSVM<T>, private util::redirect_output {};
+class BaseCSVMPredict : public BaseCSVM, private util::redirect_output {};
 TYPED_TEST_SUITE(BaseCSVMPredict, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(BaseCSVMPredict, predict) {
@@ -358,10 +361,18 @@ TYPED_TEST(BaseCSVMPredict, predict) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the predict_values function
-    EXPECT_CALL(csvm, predict_values).Times(1);
+    // clang-format off
+    EXPECT_CALL(csvm, predict_values(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<const std::vector<real_type> &>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<std::vector<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>())).Times(1);
+    // clang-format on
 
     // create data set
     const util::temporary_file data_set_file;
@@ -381,10 +392,18 @@ TYPED_TEST(BaseCSVMPredict, predict_num_feature_mismatch) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the predict_values function -> since an exception should be triggered, the mocked function should never be called
-    EXPECT_CALL(csvm, predict_values).Times(0);
+    // clang-format off
+    EXPECT_CALL(csvm, predict_values(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<const std::vector<real_type> &>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<std::vector<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>())).Times(0);
+    // clang-format on
 
     // create data set
     const plssvm::data_set<real_type, label_type> data_to_predict{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
@@ -401,7 +420,7 @@ TYPED_TEST(BaseCSVMPredict, predict_num_feature_mismatch) {
 }
 
 template <typename T>
-class BaseCSVMScore : public BaseCSVM<T>, private util::redirect_output {};
+class BaseCSVMScore : public BaseCSVM, private util::redirect_output {};
 TYPED_TEST_SUITE(BaseCSVMScore, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(BaseCSVMScore, score_model) {
@@ -409,10 +428,18 @@ TYPED_TEST(BaseCSVMScore, score_model) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
-
-    // mock the predict_values function
-    EXPECT_CALL(csvm, predict_values).Times(1);
+    const mock_csvm csvm{};
+
+    // mock the predict_values functions
+    // clang-format off
+    EXPECT_CALL(csvm, predict_values(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<const std::vector<real_type> &>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<std::vector<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>())).Times(1);
+    // clang-format on
 
     // read a previously learned from a model file
     const util::temporary_file model_file;
@@ -427,10 +454,18 @@ TYPED_TEST(BaseCSVMScore, score_data_set) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the predict_values function
-    EXPECT_CALL(csvm, predict_values).Times(1);
+    // clang-format off
+    EXPECT_CALL(csvm, predict_values(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<const std::vector<real_type> &>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<std::vector<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>())).Times(1);
+    // clang-format on
 
     // create data set
     const util::temporary_file data_set_file;
@@ -451,10 +486,18 @@ TYPED_TEST(BaseCSVMScore, score_data_set_no_label) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the predict_values function -> since an exception should be triggered, the mocked function should never be called
-    EXPECT_CALL(csvm, predict_values).Times(0);
+    // clang-format off
+    EXPECT_CALL(csvm, predict_values(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<const std::vector<real_type> &>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<std::vector<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>())).Times(0);
+    // clang-format on
 
     // create data set
     const plssvm::data_set<real_type, label_type> data_to_score{ PLSSVM_TEST_PATH "/data/libsvm/3x2_without_label.libsvm" };
@@ -472,10 +515,18 @@ TYPED_TEST(BaseCSVMScore, score_data_set_num_features_mismatch) {
     using label_type = typename TypeParam::label_type;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm<real_type> csvm{};
+    const mock_csvm csvm{};
 
     // mock the predict_values function -> since an exception should be triggered, the mocked function should never be called
-    EXPECT_CALL(csvm, predict_values).Times(0);
+    // clang-format off
+    EXPECT_CALL(csvm, predict_values(
+                          ::testing::An<const plssvm::detail::parameter<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>(),
+                          ::testing::An<const std::vector<real_type> &>(),
+                          ::testing::An<real_type>(),
+                          ::testing::An<std::vector<real_type> &>(),
+                          ::testing::An<const std::vector<std::vector<real_type>> &>())).Times(0);
+    // clang-format on
 
     // create data set
     const plssvm::data_set<real_type, label_type> data_to_score{
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parameter_train.cpp
index 3d22a57df..206cacb43 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parameter_train.cpp
@@ -35,7 +35,7 @@ TEST_F(ParameterTrain, minimal) {
     const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
 
     // check parsed values
-    EXPECT_EQ(params.csvm_params, plssvm::parameter<double>{});
+    EXPECT_EQ(params.csvm_params, plssvm::parameter{});
     EXPECT_TRUE(params.epsilon.is_default());
     EXPECT_DOUBLE_EQ(params.epsilon.value(), 0.001);
     EXPECT_TRUE(params.max_iter.is_default());
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 3fc65449e..5e9cb08c0 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -119,7 +119,7 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_rbf) {
     EXPECT_EQ(params.kernel_type.value(), plssvm::kernel_function_type::rbf);
     EXPECT_TRUE(params.degree.is_default());
     EXPECT_FALSE(params.gamma.is_default());
-    EXPECT_FLOATING_POINT_EQ(params.gamma.value(), real_type{ 0.025 });
+    EXPECT_FLOATING_POINT_EQ(params.gamma.value(), 0.025);
     EXPECT_TRUE(params.coef0.is_default());
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
@@ -498,7 +498,7 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_linear) {
     const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
-    const plssvm::parameter<real_type> params{};
+    const plssvm::parameter params{};
     const real_type rho = 3.14159265359;
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
 
@@ -541,11 +541,11 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_polynomial) {
     const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
-    plssvm::parameter<real_type> params{};
+    plssvm::parameter params{};
     params.kernel_type = plssvm::kernel_function_type::polynomial;
     params.degree = 3;
-    params.gamma = real_type{ 2.2 };
-    params.coef0 = real_type{ 4.4 };
+    params.gamma = 2.2;
+    params.coef0 = 4.4;
     const real_type rho = 2.71828;
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
 
@@ -591,9 +591,9 @@ TYPED_TEST(LIBSVMModelHeaderWrite, write_rbf) {
     const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
-    plssvm::parameter<real_type> params{};
+    plssvm::parameter params{};
     params.kernel_type = plssvm::kernel_function_type::rbf;
-    params.gamma = real_type{ 0.4 };
+    params.gamma = 0.4;
     const real_type rho = 1.41421;
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
 
@@ -639,7 +639,7 @@ TYPED_TEST(LIBSVMModelDataWrite, write) {
     const std::vector<label_type> label = { first_label, second_label, first_label };
 
     // create necessary parameter
-    const plssvm::parameter<real_type> params{};
+    const plssvm::parameter params{};
     const real_type rho = 3.1415;
     const std::vector<real_type> alpha{ -0.1, -0.2, -0.3 };
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ data }, std::vector<label_type>{ label } };
@@ -688,7 +688,7 @@ TYPED_TEST(LIBSVMModelWriteDeathTest, write_header_without_label) {
     using label_type = typename TypeParam::label_type;
 
     // create necessary parameter
-    const plssvm::parameter<real_type> params{};
+    const plssvm::parameter params{};
     const real_type rho{};
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } } } };
 
@@ -704,7 +704,7 @@ TYPED_TEST(LIBSVMModelWriteDeathTest, write_data_without_label) {
     using label_type = typename TypeParam::label_type;
 
     // create necessary parameter
-    const plssvm::parameter<real_type> params{};
+    const plssvm::parameter params{};
     const real_type rho{};
     const std::vector<real_type> alpha{ real_type{ 0.1 } };
     const plssvm::data_set<real_type, label_type> data_set{ std::vector<std::vector<real_type>>{ { real_type{ 0.0 } } } };
@@ -718,7 +718,7 @@ TYPED_TEST(LIBSVMModelWriteDeathTest, num_alphas_and_num_data_points_mismatch) {
     using label_type = typename TypeParam::label_type;
 
     // create necessary parameter
-    const plssvm::parameter<real_type> params{};
+    const plssvm::parameter params{};
     const real_type rho{};
     const std::vector<real_type> alpha{ real_type{ 0.1 } };
     const auto [first_label, second_label] = util::get_distinct_label<label_type>();
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index 03c9d648d..c19655112 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -78,10 +78,10 @@ using floating_point_types = ::testing::Types<float, double>;
 constexpr std::array kernel_vector_sizes_to_test{ 0, 1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024 };
 // the kernel type parameter used in the kernel function tests
 template <typename T, plssvm::kernel_function_type kernel>
-constexpr std::array parameter_set{ plssvm::parameter<T>{ kernel, 3, 0.05, 1.0, 1.0 },
-                                    plssvm::parameter<T>{ kernel, 1, 0.0, 0.0, 1.0 },
-                                    plssvm::parameter<T>{ kernel, 4, -0.05, 1.5, 1.0 },
-                                    plssvm::parameter<T>{ kernel, 2, 0.025, -1.0, 1.0 } };
+constexpr std::array parameter_set{ plssvm::detail::parameter<T>{ kernel, 3, 0.05, 1.0, 1.0 },
+                                    plssvm::detail::parameter<T>{ kernel, 1, 0.0, 0.0, 1.0 },
+                                    plssvm::detail::parameter<T>{ kernel, 4, -0.05, 1.5, 1.0 },
+                                    plssvm::detail::parameter<T>{ kernel, 2, 0.025, -1.0, 1.0 } };
 
 template <typename T>
 class KernelFunction : public ::testing::Test {};
@@ -96,7 +96,7 @@ TYPED_TEST(KernelFunction, linear_kernel_function_variadic) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test the linear kernel function using different parameter sets
-        for ([[maybe_unused]] const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
+        for ([[maybe_unused]] const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
             EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::linear>(x1, x2), compare::detail::linear_kernel(x1, x2));
         }
     }
@@ -111,7 +111,7 @@ TYPED_TEST(KernelFunction, linear_kernel_function_parameter) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test the linear kernel function using different parameter sets
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
+        for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::linear>) {
             EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params), compare::detail::linear_kernel(x1, x2));
         }
     }
@@ -125,7 +125,7 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_variadic) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test polynomial kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
+        for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
             const int degree = params.degree;
             const real_type gamma = params.gamma;
             const real_type coef0 = params.coef0;
@@ -142,7 +142,7 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_parameter) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test polynomial kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
+        for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
             EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params),
                                        compare::detail::poly_kernel(x1, x2, params.degree.value(), params.gamma.value(), params.coef0.value()));
         }
@@ -158,7 +158,7 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_variadic) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test rbf kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
+        for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
             const real_type gamma = params.gamma;
             EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
         }
@@ -173,7 +173,7 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_parameter) {
         const std::vector<real_type> x2 = util::generate_random_vector<real_type>(size);
 
         // test rbf kernel function
-        for (const plssvm::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
+        for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
             EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params), compare::detail::radial_kernel(x1, x2, params.gamma.value()));
         }
     }
@@ -186,7 +186,7 @@ TYPED_TEST(KernelFunction, unknown_kernel_function_parameter) {
     const std::vector<real_type> x1 = { real_type{ 1.0 } };
     const std::vector<real_type> x2 = { real_type{ 1.0 } };
     // create a parameter object with an unknown kernel type
-    plssvm::parameter<real_type> params{};
+    plssvm::detail::parameter<real_type> params{};
     params.kernel_type = static_cast<plssvm::kernel_function_type>(3);
 
     // using an unknown kernel type must throw
@@ -222,5 +222,5 @@ TYPED_TEST(KernelFunctionDeathTest, size_mismatch_kernel_function_parameter) {
     const std::vector<real_type> x2{ real_type{ 1.0 }, real_type{ 2.0 } };
 
     // test mismatched vector sizes
-    EXPECT_DEATH(std::ignore = plssvm::kernel_function(x1, x2, plssvm::parameter<real_type>{}), "Sizes mismatch!: 1 != 2");
+    EXPECT_DEATH(std::ignore = plssvm::kernel_function(x1, x2, plssvm::detail::parameter<real_type>{}), "Sizes mismatch!: 1 != 2");
 }
\ No newline at end of file
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index f73c28ce4..cbf3bc90f 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -26,23 +26,21 @@
  * @brief GTest mock class for the base CSVM class.
  * @tparam T the type of the data points
  */
-template <typename T>
-class mock_csvm final : public plssvm::csvm<T> {
-    using base_type = plssvm::csvm<T>;
-
+class mock_csvm final : public plssvm::csvm {
   public:
-    using real_type = typename base_type::real_type;
-    using size_type = typename base_type::size_type;
+    using size_type = typename plssvm::csvm::size_type;
 
-    explicit mock_csvm(plssvm::parameter<T> params = {}) :
-        base_type{ std::move(params) } {}
+    explicit mock_csvm(plssvm::parameter params = {}) :
+        plssvm::csvm{ params } {}
     template <typename... Args>
     explicit mock_csvm(const plssvm::kernel_function_type kernel, Args &&...args) :
-        base_type{ kernel, std::forward<Args>(args)... } {}
+        plssvm::csvm{ kernel, std::forward<Args>(args)... } {}
 
     // mock pure virtual functions
-    MOCK_METHOD((std::pair<std::vector<real_type>, real_type>), solve_system_of_linear_equations, (const plssvm::parameter<real_type> &, const std::vector<std::vector<real_type>> &, std::vector<real_type>, real_type, size_type), (const, override));
-    MOCK_METHOD(std::vector<real_type>, predict_values, (const plssvm::parameter<real_type> &, const std::vector<std::vector<real_type>> &, const std::vector<real_type> &, real_type, std::vector<real_type> &, const std::vector<std::vector<real_type>> &), (const, override));
+    MOCK_METHOD((std::pair<std::vector<float>, float>), solve_system_of_linear_equations, (const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, float, size_type), (const, override));
+    MOCK_METHOD((std::pair<std::vector<double>, double>), solve_system_of_linear_equations, (const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, double, size_type), (const, override));
+    MOCK_METHOD(std::vector<float>, predict_values, (const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, float, std::vector<float> &, const std::vector<std::vector<float>> &), (const, override));
+    MOCK_METHOD(std::vector<double>, predict_values, (const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, double, std::vector<double> &, const std::vector<std::vector<double>> &), (const, override));
 };
 
 #endif  // PLSSVM_TESTS_MOCK_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/model.cpp b/tests/model.cpp
index 943d0c2c1..ae0ce535b 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -53,7 +53,7 @@ TYPED_TEST(Model, construct) {
     // test for correct construction
     EXPECT_EQ(model.num_support_vectors(), 5);
     EXPECT_EQ(model.num_features(), 4);
-    EXPECT_EQ(model.svm_parameter(), plssvm::parameter<real_type>{});
+    EXPECT_EQ(model.svm_parameter(), plssvm::parameter{});
     const std::vector<std::vector<real_type>> support_vectors{
         { real_type{ -1.117828 }, real_type{ -2.908719 }, real_type{ 0.6663834 }, real_type{ 1.097883 } },
         { real_type{ -0.5282118 }, real_type{ -0.3358810 }, real_type{ 0.5168730 }, real_type{ 0.5460446 } },
@@ -94,7 +94,7 @@ TYPED_TEST(Model, svm_parameter) {
     // create a model using an existing LIBSVM model file
     const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct number of features
-    EXPECT_EQ(model.svm_parameter(), plssvm::parameter<real_type>{});
+    EXPECT_EQ(model.svm_parameter(), plssvm::parameter{});
 }
 TYPED_TEST(Model, support_vectors) {
     using real_type = typename TypeParam::real_type;
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 2288890f3..30731f76a 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -28,7 +28,7 @@ TYPED_TEST_SUITE(Parameter, util::real_type_gtest, naming::real_type_to_name);
 TYPED_TEST(Parameter, default_construct) {
     using real_type = TypeParam;
     // default construct parameter set
-    const plssvm::parameter<real_type> param{};
+    const plssvm::detail::parameter<real_type> param{};
 
     // test default values
     EXPECT_TRUE(param.kernel_type.is_default());
@@ -45,7 +45,7 @@ TYPED_TEST(Parameter, default_construct) {
 TYPED_TEST(Parameter, construct) {
     using real_type = TypeParam;
     // construct a parameter set explicitly overwriting the default values
-    const plssvm::parameter<real_type> param{ plssvm::kernel_function_type::polynomial, 1, -1.0, 2.5, 0.05 };
+    const plssvm::detail::parameter<real_type> param{ plssvm::kernel_function_type::polynomial, 1, -1.0, 2.5, 0.05 };
 
     // test default values
     EXPECT_FALSE(param.kernel_type.is_default());
@@ -70,9 +70,9 @@ TYPED_TEST(Parameter, construct) {
 }
 
 TEST(Parameter, conversion_double_to_float) {
-    const plssvm::parameter<double> from{};
+    const plssvm::detail::parameter<double> from{};
     // cast from double to float
-    const plssvm::parameter<float> to{ static_cast<plssvm::parameter<float>>(from) };
+    const plssvm::detail::parameter<float> to{ static_cast<plssvm::detail::parameter<float>>(from) };
 
     // nothing should have changed
     EXPECT_EQ(from.kernel_type, to.kernel_type);
@@ -82,9 +82,9 @@ TEST(Parameter, conversion_double_to_float) {
     EXPECT_FLOAT_EQ(static_cast<float>(from.cost.value()), to.cost.value());
 }
 TEST(Parameter, conversion_float_to_double) {
-    const plssvm::parameter<float> from{};
+    const plssvm::detail::parameter<float> from{};
     // cast from float to double
-    const plssvm::parameter<double> to{ static_cast<plssvm::parameter<double>>(from) };
+    const plssvm::detail::parameter<double> to{ static_cast<plssvm::detail::parameter<double>>(from) };
 
     // nothing should have changed
     EXPECT_EQ(from.kernel_type, to.kernel_type);
@@ -95,9 +95,9 @@ TEST(Parameter, conversion_float_to_double) {
 }
 TYPED_TEST(Parameter, conversion_same_type) {
     using real_type = TypeParam;
-    const plssvm::parameter<real_type> from{};
+    const plssvm::detail::parameter<real_type> from{};
     // cast from one parameter set to another OF THE SAME TYPE
-    const plssvm::parameter<real_type> to{ static_cast<plssvm::parameter<real_type>>(from) };
+    const plssvm::detail::parameter<real_type> to{ static_cast<plssvm::detail::parameter<real_type>>(from) };
 
     // nothing should have changed
     EXPECT_EQ(from.kernel_type, to.kernel_type);
@@ -110,10 +110,10 @@ TYPED_TEST(Parameter, conversion_same_type) {
 TYPED_TEST(Parameter, equal) {
     using real_type = TypeParam;
     // test whether different parameter sets are equal, i.e., all member variables have the same value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
 
     // test
     EXPECT_TRUE(params1 == params2);
@@ -124,8 +124,8 @@ TYPED_TEST(Parameter, equal) {
 TYPED_TEST(Parameter, equal_default_constructed) {
     using real_type = TypeParam;
     // test whether two default constructed parameter sets are equal, i.e., all member variables have the same value
-    const plssvm::parameter<real_type> params1{};
-    const plssvm::parameter<real_type> params2{};
+    const plssvm::detail::parameter<real_type> params1{};
+    const plssvm::detail::parameter<real_type> params2{};
 
     // two default constructed parameter sets must be equal
     EXPECT_TRUE(params1 == params2);
@@ -134,10 +134,10 @@ TYPED_TEST(Parameter, equal_default_constructed) {
 TYPED_TEST(Parameter, unequal) {
     using real_type = TypeParam;
     // test whether different parameter sets are unequal, i.e., any member variables differ in value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
 
     // test
     EXPECT_FALSE(params1 != params2);
@@ -148,8 +148,8 @@ TYPED_TEST(Parameter, unequal) {
 TYPED_TEST(Parameter, unequal_default_constructed) {
     using real_type = TypeParam;
     // test whether two default constructed parameter sets are unequal, i.e., any member variables differ in value
-    const plssvm::parameter<real_type> params1{};
-    const plssvm::parameter<real_type> params2{};
+    const plssvm::detail::parameter<real_type> params1{};
+    const plssvm::detail::parameter<real_type> params2{};
 
     // two default constructed parameter sets must be equal
     EXPECT_FALSE(params1 != params2);
@@ -158,15 +158,15 @@ TYPED_TEST(Parameter, unequal_default_constructed) {
 TYPED_TEST(Parameter, equivalent_member_function) {
     using real_type = TypeParam;
     // test whether different parameter sets are equivalent, i.e., all member variables IMPORTANT FOR THE KERNEL TYPE have the same value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params5{ plssvm::kernel_function_type::linear, 2, -0.02, 0.5, 1.0 };
-    const plssvm::parameter<real_type> params6{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params7{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
-    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::detail::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params5{ plssvm::kernel_function_type::linear, 2, -0.02, 0.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params6{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params7{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params8{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::detail::parameter<real_type> params9{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
 
     // test
     EXPECT_TRUE(params1.equivalent(params2));
@@ -181,8 +181,8 @@ TYPED_TEST(Parameter, equivalent_member_function) {
 TYPED_TEST(Parameter, equivalent_member_function_default_constructed) {
     using real_type = TypeParam;
     // test whether two default constructed parameter sets are equal, i.e., all member variables have the same value
-    const plssvm::parameter<real_type> params1{};
-    const plssvm::parameter<real_type> params2{};
+    const plssvm::detail::parameter<real_type> params1{};
+    const plssvm::detail::parameter<real_type> params2{};
 
     // two default constructed parameter sets must be equal
     EXPECT_TRUE(params1.equivalent(params2));
@@ -191,40 +191,40 @@ TYPED_TEST(Parameter, equivalent_member_function_default_constructed) {
 TYPED_TEST(Parameter, equivalent_free_function) {
     using real_type = TypeParam;
     // test whether different parameter sets are equivalent, i.e., all member variables IMPORTANT FOR THE KERNEL TYPE have the same value
-    const plssvm::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params5{ plssvm::kernel_function_type::linear, 2, -0.02, 0.5, 1.0 };
-    const plssvm::parameter<real_type> params6{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params7{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
-    const plssvm::parameter<real_type> params8{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
-    const plssvm::parameter<real_type> params9{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::detail::parameter<real_type> params1{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params2{ plssvm::kernel_function_type::rbf, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params3{ plssvm::kernel_function_type::linear, 3, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params4{ plssvm::kernel_function_type::rbf, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params5{ plssvm::kernel_function_type::linear, 2, -0.02, 0.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params6{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params7{ plssvm::kernel_function_type::polynomial, 2, 0.02, 1.5, 1.0 };
+    const plssvm::detail::parameter<real_type> params8{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
+    const plssvm::detail::parameter<real_type> params9{ static_cast<plssvm::kernel_function_type>(3), 3, 0.2, -1.5, 0.1 };
 
     // test
-    EXPECT_TRUE(plssvm::equivalent(params1, params2));
-    EXPECT_FALSE(plssvm::equivalent(params1, params3));
-    EXPECT_TRUE(plssvm::equivalent(params1, params4));  // only differ in degree, which is unimportant for the rbf kernel -> still equivalent
-    EXPECT_FALSE(plssvm::equivalent(params3, params4));
-    EXPECT_TRUE(plssvm::equivalent(params3, params5));
-    EXPECT_TRUE(plssvm::equivalent(params6, params7));
-    EXPECT_FALSE(plssvm::equivalent(params6, params8));
-    EXPECT_FALSE(plssvm::equivalent(params8, params9));
+    EXPECT_TRUE(plssvm::detail::equivalent(params1, params2));
+    EXPECT_FALSE(plssvm::detail::equivalent(params1, params3));
+    EXPECT_TRUE(plssvm::detail::equivalent(params1, params4));  // only differ in degree, which is unimportant for the rbf kernel -> still equivalent
+    EXPECT_FALSE(plssvm::detail::equivalent(params3, params4));
+    EXPECT_TRUE(plssvm::detail::equivalent(params3, params5));
+    EXPECT_TRUE(plssvm::detail::equivalent(params6, params7));
+    EXPECT_FALSE(plssvm::detail::equivalent(params6, params8));
+    EXPECT_FALSE(plssvm::detail::equivalent(params8, params9));
 }
 TYPED_TEST(Parameter, equivalent_free_function_default_constructed) {
     using real_type = TypeParam;
     // test whether two default constructed parameter sets are equal, i.e., all member variables have the same value
-    const plssvm::parameter<real_type> params1{};
-    const plssvm::parameter<real_type> params2{};
+    const plssvm::detail::parameter<real_type> params1{};
+    const plssvm::detail::parameter<real_type> params2{};
 
     // two default constructed parameter sets must be equal
-    EXPECT_TRUE(plssvm::equivalent(params1, params2));
+    EXPECT_TRUE(plssvm::detail::equivalent(params1, params2));
 }
 
 TYPED_TEST(Parameter, to_string) {
     using real_type = TypeParam;
     // check conversions to std::string
-    const plssvm::parameter<real_type> param{ plssvm::kernel_function_type::linear, 3, 0.0, 0.0, 1.0 };
+    const plssvm::detail::parameter<real_type> param{ plssvm::kernel_function_type::linear, 3, 0.0, 0.0, 1.0 };
     EXPECT_EQ(util::convert_to_string(param), fmt::format("kernel_type                 linear\n"
                                                           "degree                      3\n"
                                                           "gamma                       0\n"

From b7ccaae9b9818a69e508982649ae93fb6d116d75 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 13 Oct 2022 16:15:52 +0200
Subject: [PATCH 0364/1010] Overhaul the csvm factory function implementation
 and add the respective tests.

---
 include/plssvm/csvm.hpp                       |   1 -
 include/plssvm/csvm_factory.hpp               | 107 +++++++++++++-----
 tests/backends/OpenMP/CMakeLists.txt          |   2 +-
 tests/backends/OpenMP/mock_openmp_csvm.hpp    |  32 +++---
 .../OpenMP/{csvm.cpp => openmp_csvm.cpp}      |  19 +++-
 tests/backends/generic_tests.hpp              |  20 ++++
 6 files changed, 128 insertions(+), 53 deletions(-)
 rename tests/backends/OpenMP/{csvm.cpp => openmp_csvm.cpp} (91%)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 9cdbfa67a..745c2d58c 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -37,7 +37,6 @@
 
 namespace plssvm {
 
-// TODO: remove T ??!??
 // TODO: exception docu
 
 /**
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index f6e4bb0c1..aa549f940 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -17,6 +17,7 @@
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::remove_cvref_t
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
@@ -43,49 +44,47 @@
     #endif
 #endif
 
-#include "igor/igor.hpp"  // igor::parser
+#include "igor/igor.hpp"  // igor::parser, igor::has_unnamed_arguments
 
 #include <memory>       // std::unique_ptr, std::make_unique
 #include <type_traits>  // std::is_same_v
+#include <type_traits>  // std::enable_if_t
 #include <utility>      // std::forward
 
 namespace plssvm {
 
-// TODO: what if csvm<double> and data_set<float> is given?
-
+namespace detail {
 
 /**
- * @brief Create a new C-SVM using the @p backend type, @p target platform, @p kernel type, and potential additional named-parameter @p args.
- * @tparam T the floating point type used in the C-SVM
- * @tparam Args the type of the potential named-parameter
+ * @brief Create a new C-SVM using the @p backend type and @p target platform forwarding all additional parameters to the respective C-SVM constructors.
+ * @tparam Args the type of the potential additional parameter
  * @param[in] backend the backend to use
  * @param[in] target the target platform to target
- * @param[in] kernel the kernel function to use
- * @param[in] args possible additional parameters (e.g., degree parameter for the polynomial kernel)
+ * @param[in] args the additional parameters passed on to the respective constructors
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, const kernel_function_type kernel, Args &&...args) {
+[[nodiscard]] std::unique_ptr<csvm> make_csvm_impl(const backend_type backend, const target_platform target, Args &&...args) {
     switch (backend) {
         case backend_type::automatic:
-            return make_csvm(determine_default_backend(), target, kernel, std::forward<Args>(args)...);
+            return make_csvm_impl(determine_default_backend(), target, std::forward<Args>(args)...);
         case backend_type::openmp:
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
-            return std::make_unique<openmp::csvm>(target, kernel, std::forward<Args>(args)...);
+            return std::make_unique<openmp::csvm>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No OpenMP backend available!" };
 #endif
 
         case backend_type::cuda:
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
-            return std::make_unique<cuda::csvm<T>>(target, kernel, std::forward<Args>(args)...);
+            return std::make_unique<cuda::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No CUDA backend available!" };
 #endif
 
         case backend_type::hip:
 #if defined(PLSSVM_HAS_HIP_BACKEND)
-            return std::make_unique<hip::csvm<T>>(target, kernel, std::forward<Args>(args)...);
+            return std::make_unique<hip::csvm<T>>(target, std::forward<Args>(args)...);
 #else
             throw unsupported_backend_exception{ "No HIP backend available!" };
 #endif
@@ -105,7 +104,7 @@ template <typename... Args>
 
             sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
             // check whether a specific SYCL implementation type has been requested
-            if constexpr (parser.has(sycl_implementation_type)) {
+            if constexpr (parser.has(sycl_implementation_type)) {  // TODO: look at it
                 // compile time check: the value must have the correct type
                 static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl_generic::implementation_type>, "sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
                 impl_type = static_cast<sycl_generic::implementation_type>(parser(sycl_implementation_type));
@@ -134,39 +133,85 @@ template <typename... Args>
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }
 
-
+}  // namespace detail
 
 /**
- * @brief Create a new C-SVM using the @p backend type and @p target platform. For the remaining C-SVM parameters, the default values are used.
- * @tparam T the floating point type used in the C-SVM
+ * @brief Create a new C-SVM using the @p backend type, @p target platform, @p kernel type, and potential additional named parameter @p named_args.
+ * @tparam Args the type of the potential named parameter
  * @param[in] backend the backend to use
  * @param[in] target the target platform to target
+ * @param[in] kernel the kernel function to use
+ * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
  * @return the C-SVM (`[[nodiscard]]`)
  */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, const kernel_function_type kernel, Args &&...named_args) {
+    return detail::make_csvm_impl(backend, target, kernel, std::forward<Args>(named_args)...);
+}
+/**
+ * @brief Create a new C-SVM using the @p backend type, the automatic target platform, @p kernel type, and potential additional named parameter @p named_args.
+ * @tparam Args the type of the potential named parameter
+ * @param[in] backend the backend to use
+ * @param[in] kernel the kernel function to use
+ * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const kernel_function_type kernel, Args &&...named_args) {
+    return make_csvm(backend, target_platform::automatic, kernel, std::forward<Args>(named_args)...);
+}
 
 /**
- * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters (e.g., SYCL specific parameters) are provided via @p args.
- * @details Converts the @p params value to the respective named-parameter calls.
- * @tparam T the floating point type used in the C-SVM
+ * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
  * @tparam Args the type of the potential additional parameters
  * @param[in] backend the backend to use
  * @param[in] target the target platform to target
  * @param[in] params the SVM parameters to use
- * @param[in] args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
  * @return the C-SVM (`[[nodiscard]]`)
  */
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, parameter params) {
-    return make_csvm(backend, target, params.kernel_type, plssvm::degree = params.degree, plssvm::gamma = params.gamma, plssvm::coef0 = params.coef0, plssvm::cost = params.cost);
-}  // TODO: führt zu warnungen in base csvm Konstruktor führen
-
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend) {
-    return make_csvm(backend, target_platform::automatic, parameter{});
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, parameter params, Args &&...optional_named_args) {
+    return detail::make_csvm_impl(backend, target, params, std::forward<Args>(optional_named_args)...);
+}
+/**
+ * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and the default SVM parameter. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] backend the backend to use
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, Args &&...optional_named_args) {
+    return make_csvm(backend, target_platform::automatic, parameter{}, std::forward<Args>(optional_named_args)...);
 }
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, parameter params) {
-    return make_csvm(backend, target_platform::automatic, params);
+/**
+ * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and @p params. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] backend the backend to use
+ * @param[in] params the SVM parameters to use
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, parameter params, Args &&...optional_named_args) {
+    return make_csvm(backend, target_platform::automatic, params, std::forward<Args>(optional_named_args)...);
 }
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target) {
-    return make_csvm(backend, target, parameter{});
+/**
+ * @brief Create a new C-SVM using the @p backend type, @p target platform, and the default SVM parameters. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] backend the backend to use
+ * @param[in] target the target platform to target
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, Args &&...optional_named_args) {
+    return make_csvm(backend, target, parameter{}, std::forward<Args>(optional_named_args)...);
 }
 
 }  // namespace plssvm
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 4d1d53371..bdf42159a 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -9,7 +9,7 @@ set(PLSSVM_OPENMP_TEST_NAME OpenMP_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENMP_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/openmp_csvm.cpp
 )
 
 # add test executable
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 83625db87..8f888fd0d 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -9,6 +9,8 @@
  * @brief MOCK class for the C-SVM class using the OpenMP backend.
  */
 
+#ifndef PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/OpenMP/csvm.hpp"   // plssvm::openmp::csvm
@@ -22,7 +24,7 @@
  * @brief GTest mock class for the OpenMP CSVM.
  * @tparam T the type of the data
  */
-class mock_openmp_csvm : public plssvm::openmp::csvm {
+class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type = plssvm::openmp::csvm;
 
   public:
@@ -34,17 +36,19 @@ class mock_openmp_csvm : public plssvm::openmp::csvm {
     mock_openmp_csvm(plssvm::target_platform target, plssvm::kernel_function_type kernel, Args &&...named_args) :
         base_type{ target, kernel, std::forward<Args>(named_args)... } {}
 
-//    // make non-virtual functions publicly visible
-//    using base_type::generate_q;
-//    using base_type::run_device_kernel;
-//    using base_type::setup_data_on_device;
-//
-//    // parameter setter
-//    void set_cost(const real_type cost) { base_type::cost_ = cost; }
-//    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
-//
-//    // getter for internal variable
-//    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-//    const std::vector<std::vector<real_type>> &get_device_data() const { return *base_type::data_ptr_; }
-//    std::size_t get_num_devices() const { return 1; }
+    //    // make non-virtual functions publicly visible
+    //    using base_type::generate_q;
+    //    using base_type::run_device_kernel;
+    //    using base_type::setup_data_on_device;
+    //
+    //    // parameter setter
+    //    void set_cost(const real_type cost) { base_type::cost_ = cost; }
+    //    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
+    //
+    //    // getter for internal variable
+    //    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
+    //    const std::vector<std::vector<real_type>> &get_device_data() const { return *base_type::data_ptr_; }
+    //    std::size_t get_num_devices() const { return 1; }
 };
+
+#endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenMP/csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
similarity index 91%
rename from tests/backends/OpenMP/csvm.cpp
rename to tests/backends/OpenMP/openmp_csvm.cpp
index e46adf080..40b5838e7 100644
--- a/tests/backends/OpenMP/csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -54,26 +54,33 @@ using parameter_types = ::testing::Types<
 
  // TODO: kernel??!??!?
 
-template <typename T>
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
 //TYPED_TEST_SUITE(OpenMPCSVM, parameter_types, parameter_definition_to_name);
 
 // check whether the csvm factory function correctly creates an openmp::csvm
-TEST(OpenMPCSVM, csvm_factory_default) {
+TEST_F(OpenMPCSVM, csvm_factory_default) {
     generic::test_csvm_factory_default<plssvm::openmp::csvm>(plssvm::backend_type::openmp);
 }
-TEST(OpenMPCSVM, csvm_factory_parameter) {
+TEST_F(OpenMPCSVM, csvm_factory_parameter) {
     generic::test_csvm_factory_parameter<plssvm::openmp::csvm>(plssvm::backend_type::openmp);
 }
-TEST(OpenMPCSVM, csvm_factory_target) {
+TEST_F(OpenMPCSVM, csvm_factory_target) {
     generic::test_csvm_factory_target<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
 }
-TEST(OpenMPCSVM, csvm_factory_target_and_parameter) {
+TEST_F(OpenMPCSVM, csvm_factory_target_and_parameter) {
     generic::test_csvm_factory_target_and_parameter<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
 }
+TEST_F(OpenMPCSVM, csvm_factory_kernel_type) {
+    generic::test_csvm_factory_kernel_type<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::kernel_function_type::polynomial);
+}
+TEST_F(OpenMPCSVM, csvm_factory_target_and_kernel_type) {
+    generic::test_csvm_factory_target_and_kernel_type<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu, plssvm::kernel_function_type::rbf);
+}
+
+
 
 // check whether the constructor correctly fails when using an incompatible target platform
-TEST(OpenMPCSVM, construct_parameter_invalid_target_platform) {
+TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
     // only automatic or cpu are allowed as target platform for the OpenMP backend
     EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::automatic });
     EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::cpu });
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 8dbfdd220..51ae394be 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -95,6 +95,26 @@ inline void test_csvm_factory_target_and_parameter(const plssvm::backend_type ba
     EXPECT_NE(res, nullptr);
 }
 
+template <typename csvm_type>
+inline void test_csvm_factory_kernel_type(const plssvm::backend_type backend, const plssvm::kernel_function_type kernel_type) {
+    // create the csvm using the plssvm::make_csvm function
+    auto csvm = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.1);
+
+    // check whether the created csvm has the same type as the expected one
+    auto *res = dynamic_cast<csvm_type*>(csvm.get());
+    EXPECT_NE(res, nullptr);
+}
+
+template <typename csvm_type>
+inline void test_csvm_factory_target_and_kernel_type(const plssvm::backend_type backend, const plssvm::target_platform target, const plssvm::kernel_function_type kernel_type) {
+    // create the csvm using the plssvm::make_csvm function
+    auto csvm = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.1);
+
+    // check whether the created csvm has the same type as the expected one
+    auto *res = dynamic_cast<csvm_type*>(csvm.get());
+    EXPECT_NE(res, nullptr);
+}
+
 //template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
 //inline void write_model_test() {
 //    // create parameter object

From 930dd00f72146974af8e4a395ad7d7dcd57b3559 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 13 Oct 2022 16:22:28 +0200
Subject: [PATCH 0365/1010] Remove redundant include.

---
 include/plssvm/csvm_factory.hpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index aa549f940..fb088cd7d 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -47,8 +47,7 @@
 #include "igor/igor.hpp"  // igor::parser, igor::has_unnamed_arguments
 
 #include <memory>       // std::unique_ptr, std::make_unique
-#include <type_traits>  // std::is_same_v
-#include <type_traits>  // std::enable_if_t
+#include <type_traits>  // std::is_same_v, std::enable_if_t
 #include <utility>      // std::forward
 
 namespace plssvm {

From fe742faed5546b60a3354117bbc1bccd403b668e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 09:16:14 +0200
Subject: [PATCH 0366/1010] Add todos, remove old code, add missing const.

---
 include/plssvm/csvm.hpp                    |  2 +-
 tests/backends/OpenMP/mock_openmp_csvm.hpp | 19 +-----
 tests/backends/generic_tests.hpp           | 67 +---------------------
 3 files changed, 5 insertions(+), 83 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 745c2d58c..088052244 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -45,7 +45,7 @@ namespace plssvm {
  */
 class csvm {
   public:
-    using size_type = std::size_t;
+    using size_type = std::size_t; // TODO: remove size_t in favor of hardcoded unsigned long long?!?
 
     /**
      * @brief Construct a C-SVM using the SVM parameter @p params.
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 8f888fd0d..00a865ec1 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -22,7 +22,6 @@
 
 /**
  * @brief GTest mock class for the OpenMP CSVM.
- * @tparam T the type of the data
  */
 class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type = plssvm::openmp::csvm;
@@ -30,25 +29,11 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
   public:
     using size_type = typename base_type::size_type;
 
-    explicit mock_openmp_csvm(plssvm::target_platform target, plssvm::parameter params = {}) :
+    explicit mock_openmp_csvm(const plssvm::target_platform target, const plssvm::parameter params = {}) :
         base_type{ target, params } {}
     template <typename... Args>
-    mock_openmp_csvm(plssvm::target_platform target, plssvm::kernel_function_type kernel, Args &&...named_args) :
+    mock_openmp_csvm(const plssvm::target_platform target, const plssvm::kernel_function_type kernel, Args &&...named_args) :
         base_type{ target, kernel, std::forward<Args>(named_args)... } {}
-
-    //    // make non-virtual functions publicly visible
-    //    using base_type::generate_q;
-    //    using base_type::run_device_kernel;
-    //    using base_type::setup_data_on_device;
-    //
-    //    // parameter setter
-    //    void set_cost(const real_type cost) { base_type::cost_ = cost; }
-    //    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
-    //
-    //    // getter for internal variable
-    //    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-    //    const std::vector<std::vector<real_type>> &get_device_data() const { return *base_type::data_ptr_; }
-    //    std::size_t get_num_devices() const { return 1; }
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 51ae394be..2d5084949 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -115,71 +115,8 @@ inline void test_csvm_factory_target_and_kernel_type(const plssvm::backend_type
     EXPECT_NE(res, nullptr);
 }
 
-//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-//inline void write_model_test() {
-//    // create parameter object
-//    plssvm::parameter<real_type> params;
-//    params.print_info = false;
-//    params.kernel = kernel;
-//
-//    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-//
-//    // create C-SVM based on specified backend
-//    csvm_type csvm{ params };
-//
-//    // create temporary model file and write model
-//    std::string model_file = util::create_temp_file();
-//
-//    // learn model
-//    csvm.learn();
-//
-//    // write learned model to file
-//    csvm.write_model(model_file);
-//
-//    // read content of model file line by line and delete it
-//    std::vector<std::string> lines;
-//    {
-//        std::ifstream model_ifs(model_file);
-//        std::string line;
-//        while (std::getline(model_ifs, line)) {
-//            lines.push_back(std::move(line));
-//        }
-//    }
-//    std::filesystem::remove(model_file);
-//
-//    // create vector containing correct regex
-//    std::vector<std::string> regex_patterns;
-//    regex_patterns.emplace_back("svm_type c_svc");
-//    regex_patterns.emplace_back(fmt::format("kernel_type {}", params.kernel));
-//    switch (params.kernel) {
-//        case plssvm::kernel_type::linear:
-//            break;
-//        case plssvm::kernel_type::polynomial:
-//            regex_patterns.emplace_back("degree [0-9]+");
-//            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-//            regex_patterns.emplace_back("coef0 [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-//            break;
-//        case plssvm::kernel_type::rbf:
-//            regex_patterns.emplace_back("gamma [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-//            break;
-//    }
-//    regex_patterns.emplace_back("nr_class 2");
-//    regex_patterns.emplace_back("total_sv [0-9]+");
-//    regex_patterns.emplace_back("rho [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?");
-//    regex_patterns.emplace_back("label 1 -1");
-//    regex_patterns.emplace_back("nr_sv [0-9]+ [0-9]+");
-//    regex_patterns.emplace_back("SV");
-//
-//    // at least number of header entries lines must be present
-//    ASSERT_GT(lines.size(), regex_patterns.size());
-//
-//    // check if the model header is valid
-//    for (std::vector<std::string>::size_type i = 0; i < regex_patterns.size(); ++i) {
-//        std::regex reg(regex_patterns[i], std::regex::extended);
-//        ASSERT_TRUE(std::regex_match(lines[i], reg)) << fmt::format("line {}: \"{}\" doesn't match regex pattern: \"{}\"", i, lines[i], regex_patterns[i]);
-//    }
-//}
-//
+// TODO: separate macro for the dynamic_cast?
+
 //template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
 //inline void generate_q_test() {
 //    // create parameter object

From e05cc5d0230f53c78ce4545119dfd04a27f11fc8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 13:46:30 +0200
Subject: [PATCH 0367/1010] Reimplement the is_default_value type_trait to
 accept any cvref qualified version.

---
 include/plssvm/default_value.hpp | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 2a8b8104f..e044dea9e 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -18,7 +18,7 @@
 #include <istream>      // std::istream
 #include <ostream>      // std::ostream
 #include <type_traits>  // std::is_nothrow_default_constructible_v, std::is_nothrow_move_constructible_v, std::is_nothrow_move_assignable_v, std::is_nothrow_swappable_v,
-                        // std::enable_if_t, std::is_convertible_v, std::true_type, std::false_type
+                        // std::enable_if_t, std::is_convertible_v, std::true_type, std::false_type, std::remove_reference_t, std::remove_cv_t
 #include <utility>      // std::move_if_noexcept, std::swap
 
 namespace plssvm {
@@ -296,6 +296,8 @@ template <typename T>
     return !(lhs < rhs);
 }
 
+namespace detail {
+
 /**
  * @brief Test whether the given type @p T is of type `plssvm::default_value` (represents the `false` case).
  * @details Inherits from `std::false_type`.
@@ -310,13 +312,17 @@ struct is_default_value : std::false_type {};
  */
 template <typename T>
 struct is_default_value<default_value<T>> : std::true_type {};
+
+}  // namespace detail
+
 /**
- * @brief Test whether the given type @p T is of type `const plssvm::default_value` (represents the `true` case).
- * @details Inherits from `std::true_type`.
+ * @brief Test whether the given type @p T is of type `plssvm::default_value` ignoring all const, volatile, and reference qualifiers.
+ * @details Inherits from `std::false_type`.
  * @tparam T the type to check whether it is a `plssvm::default_value`
  */
 template <typename T>
-struct is_default_value<const default_value<T>> : std::true_type {};
+struct is_default_value : detail::is_default_value<std::remove_cv_t<std::remove_reference_t<T>>> {};  // can't use detail::remove_cvref_t because of circular dependencies
+
 /**
  * @brief Test whether the given type @p T is of type `plssvm::default_value`.
  * @details A shorthand for `plssvm::default_value<T>::value`.

From cced8fee8917153e78b8d2051f78d317881556f8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 14:07:04 +0200
Subject: [PATCH 0368/1010] Add new type_traits to check whether a C-SVM with a
 specific backend is available and to get the plssvm::backend_type given a
 C-SVM type.

---
 include/plssvm/backend_types.hpp        | 85 +++++++++++++++++++++++++
 include/plssvm/backends/OpenMP/csvm.hpp | 42 ++++++++----
 include/plssvm/csvm.hpp                 | 32 +++++++++-
 include/plssvm/csvm_factory.hpp         | 14 ++--
 4 files changed, 152 insertions(+), 21 deletions(-)

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index 61c871fe5..8e5840c32 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -13,6 +13,7 @@
 #define PLSSVM_BACKEND_TYPES_HPP_
 #pragma once
 
+#include "plssvm/detail/utility.hpp"    // plssvm::detail::remove_cvref_t
 #include "plssvm/target_platforms.hpp"  // plssvm::list_available_target_platforms
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
@@ -70,6 +71,90 @@ std::ostream &operator<<(std::ostream &out, backend_type backend);
  */
 std::istream &operator>>(std::istream &in, backend_type &backend);
 
+// clang-format off
+// Forward declare all possible C-SVMs.
+namespace openmp { class csvm; }
+namespace cuda { class csvm; }
+namespace hip { class csvm; }
+namespace opencl { class csvm; }
+namespace sycl { class csvm; }
+namespace hipsycl { class csvm; }
+namespace dpcpp { class csvm; }
+// clang-format on
+
+namespace detail {
+
+/**
+ * @brief No `value` member variable of anything other than a C-SVM has been provided.
+ */
+template <typename T>
+struct csvm_to_backend_type {};
+/**
+ * @brief Sets the `value` to `plssvm::backend_type::openmp` for the OpenMP C-SVM.
+ */
+template <>
+struct csvm_to_backend_type<openmp::csvm> {
+    static constexpr backend_type value = backend_type::openmp;
+};
+/**
+ * @brief Sets the `value` to `plssvm::backend_type::cuda` for the CUDA C-SVM.
+ */
+template <>
+struct csvm_to_backend_type<cuda::csvm> {
+    static constexpr backend_type value = backend_type::cuda;
+};
+/**
+ * @brief Sets the `value` to `plssvm::backend_type::hip` for the HIP C-SVM.
+ */
+template <>
+struct csvm_to_backend_type<hip::csvm> {
+    static constexpr backend_type value = backend_type::hip;
+};
+/**
+ * @brief Sets the `value` to `plssvm::backend_type::opencl` for the OpenCL C-SVM.
+ */
+template <>
+struct csvm_to_backend_type<opencl::csvm> {
+    static constexpr backend_type value = backend_type::opencl;
+};
+/**
+ * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM.
+ */
+template <>
+struct csvm_to_backend_type<sycl::csvm> {
+    static constexpr backend_type value = backend_type::sycl;
+};
+/**
+ * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM using hipSYCL as SYCL implementation.
+ */
+template <>
+struct csvm_to_backend_type<hipsycl::csvm> {
+    static constexpr backend_type value = backend_type::sycl;
+};
+/**
+ * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM using DPC++ as SYCL implementation.
+ */
+template <>
+struct csvm_to_backend_type<dpcpp::csvm> {
+    static constexpr backend_type value = backend_type::sycl;
+};
+
+}  // namespace detail
+
+/**
+ * @brief Get the plssvm::backend_type of the C-SVM class of type @p T. Ignores all const, volatile, and reference qualifiers.
+ * @tparam T the type of the C-SVM to get the backend type from
+ */
+template <typename T>
+struct csvm_to_backend_type : detail::csvm_to_backend_type<detail::remove_cvref_t<T>> {};
+/**
+ * @brief Get the `plssvm::backend_type` of the C-SVM class of type @p T. Ignores all const, volatile, and reference qualifiers.
+ * @details A shorthand for `plssvm::csvm_to_backend_type::value`.
+ * @tparam T the type of the C-SVM to get the backend type from
+ */
+template <typename T>
+constexpr backend_type csvm_to_backend_type_v = csvm_to_backend_type<T>::value;
+
 }  // namespace plssvm
 
 #endif  // PLSSVM_BACKEND_TYPES_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 777a82bc9..124b2ccb4 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -13,13 +13,17 @@
 #define PLSSVM_BACKENDS_OPENMP_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"  // plssvm::csvm
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-#include "plssvm/target_platforms.hpp"
+#include "plssvm/csvm.hpp"                   // plssvm::csvm
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
-#include <vector>  // std::vector
+#include <type_traits>  // std::true_type
+#include <vector>       // std::vector
 
-namespace plssvm::openmp {
+namespace plssvm {
+
+namespace openmp {
 
 /**
  * @brief A C-SVM implementation using OpenMP as backend.
@@ -33,10 +37,11 @@ class csvm : public ::plssvm::csvm {
 
   public:
     /// The type of the data. Must be either `float` or `double`.
-//    using typename base_type::real_type;
+    //    using typename base_type::real_type;
     using typename base_type::size_type;
 
-    explicit csvm(parameter params = {}) : csvm{ plssvm::target_platform::automatic, params } {}
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
     /**
      * @brief Construct a new C-SVM using the OpenMP backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
@@ -46,11 +51,13 @@ class csvm : public ::plssvm::csvm {
      */
     explicit csvm(target_platform target, parameter params = {});
     template <typename... Args>
-    csvm(const target_platform target, const kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    csvm(const target_platform target, const kernel_function_type kernel, Args &&...named_args) :
+        base_type{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
     }
     template <typename... Args>
-    explicit csvm(const kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    explicit csvm(const kernel_function_type kernel, Args &&...named_args) :
+        base_type{ kernel, std::forward<Args>(named_args)... } {
         // the default target is the automatic one
         this->init(plssvm::target_platform::automatic);
     }
@@ -65,7 +72,6 @@ class csvm : public ::plssvm::csvm {
     template <typename real_type>
     [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const;
 
-
     /**
      * @copydoc plssvm::csvm::predict_values_impl
      */
@@ -75,7 +81,6 @@ class csvm : public ::plssvm::csvm {
     template <typename real_type>
     [[nodiscard]] std::vector<real_type> predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const;
 
-
     /**
      * @copydoc plssvm::csvm::generate_q
      */
@@ -98,7 +103,6 @@ class csvm : public ::plssvm::csvm {
     template <typename real_type>
     void run_device_kernel(const detail::parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add) const;
 
-  private:
     /**
      * @brief Initializes the OpenMP backend and performs some sanity checks.
      * @param[in] target the platform to run on (must be `plssvm::target_platfrom::cpu` for the OpenMP backend).
@@ -106,6 +110,18 @@ class csvm : public ::plssvm::csvm {
     void init(target_platform target);
 };
 
-}  // namespace plssvm::openmp
+}  // namespace openmp
+
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `true` since C-SVMs using the OpenMP are available.
+ */
+template <>
+struct csvm_backend_exists<openmp::csvm> : std::true_type {};
+
+}
+
+}  // namespace plssvm
 
 #endif  // PLSSVM_BACKENDS_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 088052244..597d1e7c0 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,6 +13,7 @@
 #define PLSSVM_CSVM_HPP_
 #pragma once
 
+#include "plssvm/backend_types.hpp"          // plssvm::backend_type
 #include "plssvm/constants.hpp"              // plssvm::verbose
 #include "plssvm/data_set.hpp"               // plssvm::data_set
 #include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init, plssvm::is_default_value_v
@@ -31,7 +32,7 @@
 #include <iostream>     // std::clog, std::endl
 #include <string_view>  // std::string_view
 #include <tuple>        // std::tie
-#include <type_traits>  // std::is_same_v, std::is_convertible_v
+#include <type_traits>  // std::is_same_v, std::is_convertible_v, std::false_type
 #include <utility>      // std::move, std::forward
 #include <vector>       // std::vector
 
@@ -394,6 +395,35 @@ ExpectedType csvm::get_value_from_named_parameter(const IgorParser &parser, cons
     detail::unreachable();
 }
 
+// TODO: test
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `false` since the given type @p T is either not a C-SVM or the C-SVM using the requested backend isn't available.
+ * @tparam T the type of the C-SVM
+ */
+template <typename T>
+struct csvm_backend_exists : std::false_type {};
+
+}
+
+/**
+ * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any const, volatile, and reference qualifiers.
+ * @tparam T the type of the C-SVM
+ */
+template <typename T>
+struct csvm_backend_exists : detail::csvm_backend_exists<detail::remove_cvref_t<T>> {};
+
+/**
+ * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any const, volatile, and reference qualifiers.
+ * @details A shorthand for `plssvm::csvm_backend_exists<T>::value`.
+ * @tparam T the type of the C-SVM
+ */
+template <typename T>
+constexpr bool csvm_backend_exists_v = csvm_backend_exists<T>::value;
+
+
+
 }  // namespace plssvm
 
 #endif  // PLSSVM_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index fb088cd7d..ae65ff6fd 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -71,28 +71,28 @@ template <typename... Args>
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
             return std::make_unique<openmp::csvm>(target, std::forward<Args>(args)...);
 #else
-            throw unsupported_backend_exception{ "No OpenMP backend available!" };
+            throw unsupported_backend_exception{ "No openmp backend available!" };
 #endif
 
         case backend_type::cuda:
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
             return std::make_unique<cuda::csvm<T>>(target, std::forward<Args>(args)...);
 #else
-            throw unsupported_backend_exception{ "No CUDA backend available!" };
+            throw unsupported_backend_exception{ "No cuda backend available!" };
 #endif
 
         case backend_type::hip:
 #if defined(PLSSVM_HAS_HIP_BACKEND)
             return std::make_unique<hip::csvm<T>>(target, std::forward<Args>(args)...);
 #else
-            throw unsupported_backend_exception{ "No HIP backend available!" };
+            throw unsupported_backend_exception{ "No hip backend available!" };
 #endif
 
         case backend_type::opencl:
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
             return std::make_unique<opencl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
 #else
-            throw unsupported_backend_exception{ "No OpenCL backend available!" };
+            throw unsupported_backend_exception{ "No opencl backend available!" };
 #endif
 
         case backend_type::sycl:
@@ -115,18 +115,18 @@ template <typename... Args>
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
                     return std::make_unique<dpcpp::csvm<T>>(target, kernel, std::forward<Args>(args)...);
     #else
-                    throw unsupported_backend_exception{ "No SYCL backend using DPC++ available!" };
+                    throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
     #endif
                 case sycl_generic::implementation_type::hipsycl:
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
                     return std::make_unique<hipsycl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
     #else
-                    throw unsupported_backend_exception{ "No SYCL backend using hipSYCL available!" };
+                    throw unsupported_backend_exception{ "No sycl backend available using hipSYCL!" };
     #endif
             }
         }
 #else
-            throw unsupported_backend_exception{ "No SYCL backend available!" };
+            throw unsupported_backend_exception{ "No sycl backend available!" };
 #endif
     }
     throw unsupported_backend_exception{ "Can't recognize backend !" };

From 3b3c2df047ffbc544f7973c34c6b5f28f9267103 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 14:27:43 +0200
Subject: [PATCH 0369/1010] Add missing const and remove deductible std::array
 type.

---
 src/plssvm/backend_types.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backend_types.cpp b/src/plssvm/backend_types.cpp
index 8932d4289..a23a96aa0 100644
--- a/src/plssvm/backend_types.cpp
+++ b/src/plssvm/backend_types.cpp
@@ -50,7 +50,7 @@ std::vector<backend_type> list_available_backends() {
 backend_type determine_default_backend(const std::vector<backend_type> &available_backends, const std::vector<target_platform> &available_target_platforms) {
     // the decision order based on empiric findings
     using decision_order_type = std::pair<target_platform, std::vector<backend_type>>;
-    std::array<decision_order_type, 4> decision_order = {
+    const std::array decision_order = {
         decision_order_type{ target_platform::gpu_nvidia, { backend_type::cuda, backend_type::hip, backend_type::opencl, backend_type::sycl } },
         decision_order_type{ target_platform::gpu_amd, { backend_type::hip, backend_type::opencl, backend_type::sycl } },
         decision_order_type{ target_platform::gpu_intel, { backend_type::sycl, backend_type::opencl } },

From ad8b4717fb404e33a9f4ccdf6805ca263fec181d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 14:28:28 +0200
Subject: [PATCH 0370/1010] Remove #ifdef in favor of if constexpr and the new
 plssvm::csvm_backend_exists type_trait.

---
 include/plssvm/csvm_factory.hpp | 121 ++++++++++++++++----------------
 1 file changed, 61 insertions(+), 60 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index ae65ff6fd..d8801f414 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -6,20 +6,21 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Factory function for constructing a new C-SVM using one of the available backends based on the provided command line arguments.
+ * @brief Factory function for constructing a new C-SVM based on the provided `plssvm::backend_type` and potential additional parameter.
  */
 
 #ifndef PLSSVM_CSVM_FACTORY_HPP_
 #define PLSSVM_CSVM_FACTORY_HPP_
 #pragma once
 
-#include "plssvm/backend_types.hpp"          // plssvm::backend
-#include "plssvm/csvm.hpp"                   // plssvm::csvm
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::remove_cvref_t
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"              // plssvm::parameter
-#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
+#include "plssvm/backend_types.hpp"                      // plssvm::backend
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::implementation_type
+#include "plssvm/csvm.hpp"                               // plssvm::csvm, plssvm::csvm_backend_exists_v
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::remove_cvref_t
+#include "plssvm/exceptions/exceptions.hpp"              // plssvm::unsupported_backend_exception
+#include "plssvm/kernel_function_types.hpp"              // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                          // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                   // plssvm::target_platform
 
 // only include requested/available backends
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
@@ -35,7 +36,6 @@
     #include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::generic::sycl_implementation_type
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
         #include "plssvm/backends/autogenerated/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
     #endif
@@ -68,66 +68,67 @@ template <typename... Args>
         case backend_type::automatic:
             return make_csvm_impl(determine_default_backend(), target, std::forward<Args>(args)...);
         case backend_type::openmp:
-#if defined(PLSSVM_HAS_OPENMP_BACKEND)
-            return std::make_unique<openmp::csvm>(target, std::forward<Args>(args)...);
-#else
-            throw unsupported_backend_exception{ "No openmp backend available!" };
-#endif
+            if constexpr (csvm_backend_exists_v<plssvm::openmp::csvm>) {
+                return std::make_unique<openmp::csvm>(target, std::forward<Args>(args)...);
+            } else {
+                throw unsupported_backend_exception{ "No openmp backend available!" };
+            }
 
         case backend_type::cuda:
-#if defined(PLSSVM_HAS_CUDA_BACKEND)
-            return std::make_unique<cuda::csvm<T>>(target, std::forward<Args>(args)...);
-#else
-            throw unsupported_backend_exception{ "No cuda backend available!" };
-#endif
+            if constexpr (csvm_backend_exists_v<plssvm::cuda::csvm>) {
+                return std::make_unique<cuda::csvm>(target, std::forward<Args>(args)...);
+            } else {
+                throw unsupported_backend_exception{ "No cuda backend available!" };
+            }
 
         case backend_type::hip:
-#if defined(PLSSVM_HAS_HIP_BACKEND)
-            return std::make_unique<hip::csvm<T>>(target, std::forward<Args>(args)...);
-#else
-            throw unsupported_backend_exception{ "No hip backend available!" };
-#endif
+            if constexpr (csvm_backend_exists_v<plssvm::hip::csvm>) {
+                return std::make_unique<hip::csvm>(target, std::forward<Args>(args)...);
+            } else {
+                throw unsupported_backend_exception{ "No hip backend available!" };
+            }
 
         case backend_type::opencl:
-#if defined(PLSSVM_HAS_OPENCL_BACKEND)
-            return std::make_unique<opencl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
-#else
-            throw unsupported_backend_exception{ "No opencl backend available!" };
-#endif
+            if constexpr (csvm_backend_exists_v<plssvm::opencl::csvm>) {
+                return std::make_unique<opencl::csvm>(target, std::forward<Args>(args)...);
+            } else {
+                throw unsupported_backend_exception{ "No opencl backend available!" };
+            }
 
         case backend_type::sycl:
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-        {
-            // check igor parameter
-            igor::parser parser{ args... };
-
-            sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
-            // check whether a specific SYCL implementation type has been requested
-            if constexpr (parser.has(sycl_implementation_type)) {  // TODO: look at it
-                // compile time check: the value must have the correct type
-                static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl_generic::implementation_type>, "sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
-                impl_type = static_cast<sycl_generic::implementation_type>(parser(sycl_implementation_type));
+            if constexpr (csvm_backend_exists_v<plssvm::sycl::csvm>) {  // TODO: look at it
+                // check igor parameter
+                igor::parser parser{ args... };
+
+                // get the SYCL implementation type to use
+                sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
+                // check whether a specific SYCL implementation type has been requested
+                if constexpr (parser.has(sycl_implementation_type)) {
+                    // compile time check: the value must have the correct type
+                    static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl_generic::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
+                    impl_type = static_cast<sycl_generic::implementation_type>(parser(sycl_implementation_type));
+                }
+
+                switch (impl_type) {
+                    case sycl_generic::implementation_type::automatic:
+                        return std::make_unique<sycl::csvm>(target, std::forward<Args>(args)...);
+                    case sycl_generic::implementation_type::dpcpp:
+                        if constexpr (csvm_backend_exists_v<plssvm::dpcpp::csvm>) {
+                            return std::make_unique<dpcpp::csvm>(target, std::forward<Args>(args)...);
+                        } else {
+                            throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
+                        }
+
+                    case sycl_generic::implementation_type::hipsycl:
+                        if constexpr (csvm_backend_exists_v<plssvm::hipsycl::csvm>) {
+                            return std::make_unique<hipsycl::csvm>(target, std::forward<Args>(args)...);
+                        } else {
+                            throw unsupported_backend_exception{ "No sycl backend available using hipSYCL!" };
+                        }
+                }
+            } else {
+                throw unsupported_backend_exception{ "No sycl backend available!" };
             }
-            switch (impl_type) {
-                case sycl_generic::implementation_type::automatic:
-                    return std::make_unique<PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::csvm<T>>(target, kernel, std::forward<Args>(args)...);
-                case sycl_generic::implementation_type::dpcpp:
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-                    return std::make_unique<dpcpp::csvm<T>>(target, kernel, std::forward<Args>(args)...);
-    #else
-                    throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
-    #endif
-                case sycl_generic::implementation_type::hipsycl:
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-                    return std::make_unique<hipsycl::csvm<T>>(target, kernel, std::forward<Args>(args)...);
-    #else
-                    throw unsupported_backend_exception{ "No sycl backend available using hipSYCL!" };
-    #endif
-            }
-        }
-#else
-            throw unsupported_backend_exception{ "No sycl backend available!" };
-#endif
     }
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }

From 68c2653860f272b358344277b5e330e5401f8f6b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 14:30:33 +0200
Subject: [PATCH 0371/1010] Move factory tests from the respective backend
 tests to an independent test file specific for the C-SVM factory function.

---
 tests/CMakeLists.txt                  |   1 +
 tests/backends/OpenMP/openmp_csvm.cpp |  23 ----
 tests/backends/generic_tests.hpp      |  75 ------------
 tests/csvm_factory.cpp                | 161 ++++++++++++++++++++++++++
 tests/custom_test_macros.hpp          |  24 ++--
 5 files changed, 179 insertions(+), 105 deletions(-)
 create mode 100644 tests/csvm_factory.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 78b658d08..7dc6f8c08 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -121,6 +121,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/version/git_metadata/git_metadata.cpp
     ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
+    ${CMAKE_CURRENT_LIST_DIR}/csvm_factory.cpp
     ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
     ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 40b5838e7..430d823e6 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -55,29 +55,6 @@ using parameter_types = ::testing::Types<
  // TODO: kernel??!??!?
 
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
-//TYPED_TEST_SUITE(OpenMPCSVM, parameter_types, parameter_definition_to_name);
-
-// check whether the csvm factory function correctly creates an openmp::csvm
-TEST_F(OpenMPCSVM, csvm_factory_default) {
-    generic::test_csvm_factory_default<plssvm::openmp::csvm>(plssvm::backend_type::openmp);
-}
-TEST_F(OpenMPCSVM, csvm_factory_parameter) {
-    generic::test_csvm_factory_parameter<plssvm::openmp::csvm>(plssvm::backend_type::openmp);
-}
-TEST_F(OpenMPCSVM, csvm_factory_target) {
-    generic::test_csvm_factory_target<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
-}
-TEST_F(OpenMPCSVM, csvm_factory_target_and_parameter) {
-    generic::test_csvm_factory_target_and_parameter<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu);
-}
-TEST_F(OpenMPCSVM, csvm_factory_kernel_type) {
-    generic::test_csvm_factory_kernel_type<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::kernel_function_type::polynomial);
-}
-TEST_F(OpenMPCSVM, csvm_factory_target_and_kernel_type) {
-    generic::test_csvm_factory_target_and_kernel_type<plssvm::openmp::csvm>(plssvm::backend_type::openmp, plssvm::target_platform::cpu, plssvm::kernel_function_type::rbf);
-}
-
-
 
 // check whether the constructor correctly fails when using an incompatible target platform
 TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 2d5084949..b1d556ae0 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -40,81 +40,6 @@
 
 namespace generic {
 
-//namespace detail {
-//
-//template <template <typename> typename Derived, typename T>
-//inline void expect_correct_csvm_factory(const plssvm::parameter<T> &params) {
-//    // create csvm
-//    auto csvm = plssvm::make_csvm(params);
-//    // check if correct csvm has been instantiated
-//    auto *res = dynamic_cast<Derived<T> *>(csvm.get());
-//    EXPECT_NE(res, nullptr);
-//}
-//
-//}
-
-template <typename csvm_type>
-inline void test_csvm_factory_default(const plssvm::backend_type backend) {
-    // create the csvm using the plssvm::make_csvm function
-    auto csvm = plssvm::make_csvm(backend);
-
-    // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type*>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
-template <typename csvm_type>
-inline void test_csvm_factory_parameter(const plssvm::backend_type backend) {
-    // create the csvm using the plssvm::make_csvm function
-    const plssvm::parameter params{};
-    auto csvm = plssvm::make_csvm(backend, params);
-
-    // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type*>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
-template <typename csvm_type>
-inline void test_csvm_factory_target(const plssvm::backend_type backend, const plssvm::target_platform target) {
-    // create the csvm using the plssvm::make_csvm function
-    auto csvm = plssvm::make_csvm(backend, target);
-
-    // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type*>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
-template <typename csvm_type>
-inline void test_csvm_factory_target_and_parameter(const plssvm::backend_type backend, const plssvm::target_platform target) {
-    // create the csvm using the plssvm::make_csvm function
-    const plssvm::parameter params{};
-    auto csvm = plssvm::make_csvm(backend, target, params);
-
-    // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type*>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
-template <typename csvm_type>
-inline void test_csvm_factory_kernel_type(const plssvm::backend_type backend, const plssvm::kernel_function_type kernel_type) {
-    // create the csvm using the plssvm::make_csvm function
-    auto csvm = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.1);
-
-    // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type*>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
-template <typename csvm_type>
-inline void test_csvm_factory_target_and_kernel_type(const plssvm::backend_type backend, const plssvm::target_platform target, const plssvm::kernel_function_type kernel_type) {
-    // create the csvm using the plssvm::make_csvm function
-    auto csvm = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.1);
-
-    // check whether the created csvm has the same type as the expected one
-    auto *res = dynamic_cast<csvm_type*>(csvm.get());
-    EXPECT_NE(res, nullptr);
-}
-
 // TODO: separate macro for the dynamic_cast?
 
 //template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
new file mode 100644
index 000000000..efc168a57
--- /dev/null
+++ b/tests/csvm_factory.cpp
@@ -0,0 +1,161 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the CSVM factory function.
+ */
+
+#include "plssvm/csvm_factory.hpp"
+
+#include "plssvm/backend_types.hpp"          // plssvm::backend_type, plssvm::csvm_to_backend_type_v
+#include "plssvm/csvm.hpp"                   // plssvm::csvm_backend_exists_v
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
+
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT_MATCHER
+#include "utility.hpp"             // util::redirect_output
+
+#include "fmt/core.h"              // fmt::format
+#include "fmt/ostream.h"           // be able to format a plssvm::backend_type using fmt
+#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
+#include "gtest/gtest.h"           // TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test, ::testing::Types, ::testing::internal::GetTypeName
+
+using csvm_types = ::testing::Types<plssvm::openmp::csvm, plssvm::cuda::csvm, plssvm::hip::csvm, plssvm::opencl::csvm, plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
+
+namespace testing::internal {  // dirty hack to have type names for incomplete types
+template <>
+std::string GetTypeName<plssvm::openmp::csvm>() { return "openmp_csvm"; }
+template <>
+std::string GetTypeName<plssvm::cuda::csvm>() { return "cuda_csvm"; }
+template <>
+std::string GetTypeName<plssvm::hip::csvm>() { return "hip_csvm"; }
+template <>
+std::string GetTypeName<plssvm::opencl::csvm>() { return "opencl_csvm"; }
+template <>
+std::string GetTypeName<plssvm::sycl::csvm>() { return "sycl_csvm"; }
+template <>
+std::string GetTypeName<plssvm::dpcpp::csvm>() { return "sycl_dpcpp_csvm"; }
+template <>
+std::string GetTypeName<plssvm::hipsycl::csvm>() { return "sycl_hipsycl_csvm"; }
+}  // namespace testing::internal
+
+template <typename T>
+class CSVMFactory : public ::testing::Test, private util::redirect_output {};
+TYPED_TEST_SUITE(CSVMFactory, csvm_types);
+
+TYPED_TEST(CSVMFactory, factory_default) {
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        auto csvm = plssvm::make_csvm(backend);
+        // check whether the created csvm has the same type as the expected one
+        auto *res = dynamic_cast<TypeParam *>(csvm.get());
+        EXPECT_NE(res, nullptr);
+    } else {
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend),
+                                  plssvm::unsupported_backend_exception,
+                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+    }
+}
+TYPED_TEST(CSVMFactory, factory_parameter) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // create the parameter class used
+    const plssvm::parameter params{};
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        auto csvm = plssvm::make_csvm(backend, params);
+        // check whether the created csvm has the same type as the expected one
+        auto *res = dynamic_cast<TypeParam *>(csvm.get());
+        EXPECT_NE(res, nullptr);
+    } else {
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, params),
+                                  plssvm::unsupported_backend_exception,
+                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+    }
+}
+TYPED_TEST(CSVMFactory, factory_target) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        auto csvm = plssvm::make_csvm(backend, target);
+        // check whether the created csvm has the same type as the expected one
+        auto *res = dynamic_cast<TypeParam *>(csvm.get());
+        EXPECT_NE(res, nullptr);
+    } else {
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target),
+                                  plssvm::unsupported_backend_exception,
+                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+    }
+}
+TYPED_TEST(CSVMFactory, factory_target_and_parameter) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    // create the parameter class used
+    const plssvm::parameter params{};
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        auto csvm = plssvm::make_csvm(backend, target, params);
+        // check whether the created csvm has the same type as the expected one
+        auto *res = dynamic_cast<TypeParam *>(csvm.get());
+        EXPECT_NE(res, nullptr);
+    } else {
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, params),
+                                  plssvm::unsupported_backend_exception,
+                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+    }
+}
+
+TYPED_TEST(CSVMFactory, factory_target_and_named_parameter) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    // the kernel function to use
+    const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        auto csvm = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01);
+        // check whether the created csvm has the same type as the expected one
+        auto *res = dynamic_cast<TypeParam *>(csvm.get());
+        EXPECT_NE(res, nullptr);
+    } else {
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01),
+                                  plssvm::unsupported_backend_exception,
+                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+    }
+}
+TYPED_TEST(CSVMFactory, factory_named_parameter) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the kernel function to use
+    const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        auto csvm = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01);
+        // check whether the created csvm has the same type as the expected one
+        auto *res = dynamic_cast<TypeParam *>(csvm.get());
+        EXPECT_NE(res, nullptr);
+    } else {
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01),
+                                  plssvm::unsupported_backend_exception,
+                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+    }
+}
+
+// TODO:
+// automatic backend
+//
+// TYPED_TEST(CSVMFactory, factory_sycl_implementation) {
+//
+//}
\ No newline at end of file
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 3669c6902..65834e13c 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -15,8 +15,9 @@
 #include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
 
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, SUCCESS, FAIL, EXPECT_LT, ASSERT_LT
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::StrEq
+#include "gtest/gtest.h"           // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, SUCCESS, FAIL, EXPECT_LT, ASSERT_LT
 
 #include <algorithm>    // std::max
 #include <cmath>        // std::abs
@@ -272,22 +273,31 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
 /**
- * @brief Check whether @p statement throws an exception of type @p expected_exception with the exception's what message @p msg.
+ * @brief Check whether @p statement throws an exception of type @p expected_exception and the exception's `what()` message matches the GTest @p matcher.
  * @details Succeeds only if the exception type **and** message match.
  * @param[in] statement the statement that should throw an exception
  * @param[in] expected_exception the type of the exception that should be thrown
- * @param[in] msg the expected exception's `what()` message
+ * @param[in] matcher the GtTest matcher used to test the exception's `what()` message
  */
-#define EXPECT_THROW_WHAT(statement, expected_exception, msg)                                                \
+#define EXPECT_THROW_WHAT_MATCHER(statement, expected_exception, matcher)                                    \
     do {                                                                                                     \
         try {                                                                                                \
             statement;                                                                                       \
             FAIL() << "Expected " #expected_exception;                                                       \
         } catch (const expected_exception &e) {                                                              \
-            EXPECT_EQ(std::string_view(e.what()), std::string_view(msg));                                    \
+            EXPECT_THAT(std::string_view(e.what()), matcher);                                                \
         } catch (...) {                                                                                      \
             FAIL() << "The expected exception type (" #expected_exception ") doesn't match the caught one!"; \
         }                                                                                                    \
-        } while (false)
+    } while (false)
+
+/**
+ * @brief Check whether @p statement throws an exception of type @p expected_exception with the exception's `what()` message @p msg.
+ * @details Succeeds only if the exception type **and** message match.
+ * @param[in] statement the statement that should throw an exception
+ * @param[in] expected_exception the type of the exception that should be thrown
+ * @param[in] msg the expected exception's `what()` message
+ */
+#define EXPECT_THROW_WHAT(statement, expected_exception, msg) EXPECT_THROW_WHAT_MATCHER(statement, expected_exception, ::testing::StrEq(msg))
 
 #endif  // PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
\ No newline at end of file

From 7410fd53fb40aa332368e3a238a4e0e0f289684f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 14:56:54 +0200
Subject: [PATCH 0372/1010] Create new EXPECT_INSTANCE_OF test macro.

---
 include/plssvm/backends/OpenMP/csvm.hpp |  2 +-
 tests/csvm_factory.cpp                  | 18 ++++++------------
 tests/custom_test_macros.hpp            | 11 +++++++++++
 3 files changed, 18 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 124b2ccb4..3aad97bf2 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -120,7 +120,7 @@ namespace detail {
 template <>
 struct csvm_backend_exists<openmp::csvm> : std::true_type {};
 
-}
+}  // namespace detail
 
 }  // namespace plssvm
 
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index efc168a57..595996aeb 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -54,8 +54,7 @@ TYPED_TEST(CSVMFactory, factory_default) {
         // create csvm
         auto csvm = plssvm::make_csvm(backend);
         // check whether the created csvm has the same type as the expected one
-        auto *res = dynamic_cast<TypeParam *>(csvm.get());
-        EXPECT_NE(res, nullptr);
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
         EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend),
                                   plssvm::unsupported_backend_exception,
@@ -71,8 +70,7 @@ TYPED_TEST(CSVMFactory, factory_parameter) {
         // create csvm
         auto csvm = plssvm::make_csvm(backend, params);
         // check whether the created csvm has the same type as the expected one
-        auto *res = dynamic_cast<TypeParam *>(csvm.get());
-        EXPECT_NE(res, nullptr);
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
         EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, params),
                                   plssvm::unsupported_backend_exception,
@@ -88,8 +86,7 @@ TYPED_TEST(CSVMFactory, factory_target) {
         // create csvm
         auto csvm = plssvm::make_csvm(backend, target);
         // check whether the created csvm has the same type as the expected one
-        auto *res = dynamic_cast<TypeParam *>(csvm.get());
-        EXPECT_NE(res, nullptr);
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
         EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target),
                                   plssvm::unsupported_backend_exception,
@@ -107,8 +104,7 @@ TYPED_TEST(CSVMFactory, factory_target_and_parameter) {
         // create csvm
         auto csvm = plssvm::make_csvm(backend, target, params);
         // check whether the created csvm has the same type as the expected one
-        auto *res = dynamic_cast<TypeParam *>(csvm.get());
-        EXPECT_NE(res, nullptr);
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
         EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, params),
                                   plssvm::unsupported_backend_exception,
@@ -127,8 +123,7 @@ TYPED_TEST(CSVMFactory, factory_target_and_named_parameter) {
         // create csvm
         auto csvm = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01);
         // check whether the created csvm has the same type as the expected one
-        auto *res = dynamic_cast<TypeParam *>(csvm.get());
-        EXPECT_NE(res, nullptr);
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
         EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01),
                                   plssvm::unsupported_backend_exception,
@@ -144,8 +139,7 @@ TYPED_TEST(CSVMFactory, factory_named_parameter) {
         // create csvm
         auto csvm = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01);
         // check whether the created csvm has the same type as the expected one
-        auto *res = dynamic_cast<TypeParam *>(csvm.get());
-        EXPECT_NE(res, nullptr);
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
         EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01),
                                   plssvm::unsupported_backend_exception,
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 65834e13c..636797f5e 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -300,4 +300,15 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
  */
 #define EXPECT_THROW_WHAT(statement, expected_exception, msg) EXPECT_THROW_WHAT_MATCHER(statement, expected_exception, ::testing::StrEq(msg))
 
+/**
+ * @brief Check whether the value of @p instance is an instance of the @p type.
+ * @param[in] type the type the @p instance should have, assumed to not be a pointer type
+ * @param[in] instance the instance to check, assumed to be a pointer type
+ */
+#define EXPECT_INSTANCE_OF(type, instance)           \
+    do {                                             \
+        auto ptr = dynamic_cast<type *>(&*instance); \
+        EXPECT_NE(ptr, nullptr);                     \
+    } while (false)
+
 #endif  // PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
\ No newline at end of file

From 59b3d1db892afbb0ddb2a2a0089c54bac244116a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Fri, 14 Oct 2022 21:38:05 +0200
Subject: [PATCH 0373/1010] Fix compiler errors in the temporary_file class on
 a non __unix__ system.

---
 tests/utility.hpp | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/tests/utility.hpp b/tests/utility.hpp
index 81432c1ab..35a0a858e 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -20,6 +20,8 @@
 
 #ifdef __unix__
     #include <cstdlib>  // mkstemp
+#else
+    #include <fstream>  // std::ofstream
 #endif
 
 #include <algorithm>    // std::generate
@@ -89,12 +91,12 @@ class temporary_file {
         std::random_device device;
         std::mt19937 gen(device());
         std::uniform_int_distribution<unsigned long long> dist;
-        filename{ fmt::format("tmpfile_{}", dist(gen)) };
+        filename = fmt::format("tmpfile_{}", dist(gen));
         while (std::filesystem::exists(std::filesystem::temp_directory_path() / filename)) {
             filename = fmt::format("tmpfile_{}", dist(gen));
         }
         // create file
-        std::ofstream{ std::filesystem::temp_directory_path() / filename) };
+        std::ofstream{ std::filesystem::temp_directory_path() / filename };
 #endif
     }
     /**

From 99a6f35ebf6ad4a70a8c9d14424b25434e6bc820 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 10:41:03 +0200
Subject: [PATCH 0374/1010] Add new make_csvm overloads that automatically
 determine the backend_type to use.

---
 include/plssvm/csvm_factory.hpp | 71 +++++++++++++++++++++++++++++++++
 tests/csvm_factory.cpp          | 62 ++++++++++++++++++++++------
 2 files changed, 121 insertions(+), 12 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index d8801f414..2cca5c841 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -148,6 +148,18 @@ template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args..
 [[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, const kernel_function_type kernel, Args &&...named_args) {
     return detail::make_csvm_impl(backend, target, kernel, std::forward<Args>(named_args)...);
 }
+/**
+ * @brief Create a new C-SVM using the automatic backend type, @p target platform, @p kernel type, and potential additional named parameter @p named_args.
+ * @tparam Args the type of the potential named parameter
+ * @param[in] target the target platform to target
+ * @param[in] kernel the kernel function to use
+ * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm(const target_platform target, const kernel_function_type kernel, Args &&...named_args) {
+    return make_csvm(backend_type::automatic, target, kernel, std::forward<Args>(named_args)...);
+}
 /**
  * @brief Create a new C-SVM using the @p backend type, the automatic target platform, @p kernel type, and potential additional named parameter @p named_args.
  * @tparam Args the type of the potential named parameter
@@ -160,6 +172,17 @@ template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args..
 [[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const kernel_function_type kernel, Args &&...named_args) {
     return make_csvm(backend, target_platform::automatic, kernel, std::forward<Args>(named_args)...);
 }
+/**
+ * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, @p kernel type, and potential additional named parameter @p named_args.
+ * @tparam Args the type of the potential named parameter
+ * @param[in] kernel the kernel function to use
+ * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm(const kernel_function_type kernel, Args &&...named_args) {
+    return make_csvm(backend_type::automatic, target_platform::automatic, kernel, std::forward<Args>(named_args)...);
+}
 
 /**
  * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters via @p optional_named_args.
@@ -175,6 +198,19 @@ template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args..
 [[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, parameter params, Args &&...optional_named_args) {
     return detail::make_csvm_impl(backend, target, params, std::forward<Args>(optional_named_args)...);
 }
+/**
+ * @brief Create a new C-SVM using the automatic backend type, @p target platform, and @p params. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] target the target platform to target
+ * @param[in] params the SVM parameters to use
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const target_platform target, parameter params, Args &&...optional_named_args) {
+    return make_csvm(backend_type::automatic, target, params, std::forward<Args>(optional_named_args)...);
+}
 /**
  * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and the default SVM parameter. Additional parameters via @p optional_named_args.
  * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
@@ -187,6 +223,17 @@ template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args..
 [[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, Args &&...optional_named_args) {
     return make_csvm(backend, target_platform::automatic, parameter{}, std::forward<Args>(optional_named_args)...);
 }
+/**
+ * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, and the default SVM parameter. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(Args &&...optional_named_args) {
+    return make_csvm(backend_type::automatic, std::forward<Args>(optional_named_args)...);
+}
 /**
  * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and @p params. Additional parameters via @p optional_named_args.
  * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
@@ -200,6 +247,18 @@ template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args..
 [[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, parameter params, Args &&...optional_named_args) {
     return make_csvm(backend, target_platform::automatic, params, std::forward<Args>(optional_named_args)...);
 }
+/**
+ * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, and @p params. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] params the SVM parameters to use
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(parameter params, Args &&...optional_named_args) {
+    return make_csvm(backend_type::automatic, params, std::forward<Args>(optional_named_args)...);
+}
 /**
  * @brief Create a new C-SVM using the @p backend type, @p target platform, and the default SVM parameters. Additional parameters via @p optional_named_args.
  * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
@@ -213,6 +272,18 @@ template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args..
 [[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, Args &&...optional_named_args) {
     return make_csvm(backend, target, parameter{}, std::forward<Args>(optional_named_args)...);
 }
+/**
+ * @brief Create a new C-SVM using the automatic backend type, @p target platform, and the default SVM parameters. Additional parameters via @p optional_named_args.
+ * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
+ * @tparam Args the type of the potential additional parameters
+ * @param[in] target the target platform to target
+ * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const target_platform target, Args &&...optional_named_args) {
+    return make_csvm(backend_type::automatic, target, std::forward<Args>(optional_named_args)...);
+}
 
 }  // namespace plssvm
 
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 595996aeb..1ce8f9d40 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -48,11 +48,11 @@ template <typename T>
 class CSVMFactory : public ::testing::Test, private util::redirect_output {};
 TYPED_TEST_SUITE(CSVMFactory, csvm_types);
 
-TYPED_TEST(CSVMFactory, factory_default) {
+TYPED_TEST(CSVMFactory, factory_backend) {
     const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        auto csvm = plssvm::make_csvm(backend);
+        const auto csvm = plssvm::make_csvm(backend);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
@@ -61,14 +61,18 @@ TYPED_TEST(CSVMFactory, factory_default) {
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
 }
-TYPED_TEST(CSVMFactory, factory_parameter) {
+TEST(CSVMFactory, factory_default) {
+    // with the automatic backend type there MUST be a C-SVM creatable
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm());
+}
+TYPED_TEST(CSVMFactory, factory_backend_parameter) {
     // the backend to use
     const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
     // create the parameter class used
     const plssvm::parameter params{};
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        auto csvm = plssvm::make_csvm(backend, params);
+        const auto csvm = plssvm::make_csvm(backend, params);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
@@ -77,14 +81,20 @@ TYPED_TEST(CSVMFactory, factory_parameter) {
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
 }
-TYPED_TEST(CSVMFactory, factory_target) {
+TEST(CSVMFactory, factory_parameter) {
+    // create the parameter class used
+    const plssvm::parameter params{};
+    // with the automatic backend type there MUST be a C-SVM creatable
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(params));
+}
+TYPED_TEST(CSVMFactory, factory_backend_target) {
     // the backend to use
     const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
     // the target platform to use
     const plssvm::target_platform target = plssvm::target_platform::automatic;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        auto csvm = plssvm::make_csvm(backend, target);
+        const auto csvm = plssvm::make_csvm(backend, target);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
@@ -93,7 +103,13 @@ TYPED_TEST(CSVMFactory, factory_target) {
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
 }
-TYPED_TEST(CSVMFactory, factory_target_and_parameter) {
+TEST(CSVMFactory, factory_target) {
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    // with the automatic backend type there MUST be a C-SVM creatable
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(target));
+}
+TYPED_TEST(CSVMFactory, factory_backend_target_and_parameter) {
     // the backend to use
     const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
     // the target platform to use
@@ -102,7 +118,7 @@ TYPED_TEST(CSVMFactory, factory_target_and_parameter) {
     const plssvm::parameter params{};
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        auto csvm = plssvm::make_csvm(backend, target, params);
+        const auto csvm = plssvm::make_csvm(backend, target, params);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
@@ -111,8 +127,16 @@ TYPED_TEST(CSVMFactory, factory_target_and_parameter) {
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
 }
+TEST(CSVMFactory, factory_target_and_parameter) {
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    // create the parameter class used
+    const plssvm::parameter params{};
+    // with the automatic backend type there MUST be a C-SVM creatable
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(target, params));
+}
 
-TYPED_TEST(CSVMFactory, factory_target_and_named_parameter) {
+TYPED_TEST(CSVMFactory, factory_backend_target_and_named_parameter) {
     // the backend to use
     const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
     // the target platform to use
@@ -121,7 +145,7 @@ TYPED_TEST(CSVMFactory, factory_target_and_named_parameter) {
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        auto csvm = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01);
+        const auto csvm = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
@@ -130,14 +154,22 @@ TYPED_TEST(CSVMFactory, factory_target_and_named_parameter) {
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
 }
-TYPED_TEST(CSVMFactory, factory_named_parameter) {
+TEST(CSVMFactory, factory_target_and_named_parameter) {
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    // the kernel function to use
+    const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
+    // with the automatic backend type there MUST be a C-SVM creatable
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(target, kernel_type, plssvm::gamma = 0.01));
+}
+TYPED_TEST(CSVMFactory, factory_backend_named_parameter) {
     // the backend to use
     const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
     // the kernel function to use
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        auto csvm = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01);
+        const auto csvm = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
@@ -146,6 +178,12 @@ TYPED_TEST(CSVMFactory, factory_named_parameter) {
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
 }
+TEST(CSVMFactory, factory_named_parameter) {
+    // the kernel function to use
+    const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
+    // with the automatic backend type there MUST be a C-SVM creatable
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(kernel_type, plssvm::gamma = 0.01));
+}
 
 // TODO:
 // automatic backend

From 2e1346455d8bcf63e203d353fbaf2d5d10ee5b82 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 10:52:15 +0200
Subject: [PATCH 0375/1010] Add tests for the new csvm_to_backend_type type
 trait.

---
 tests/backend_types.cpp | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 029c5ae51..899ea7f46 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -109,4 +109,15 @@ INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeSupportedCombination, ::testing
          supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_amd }, plssvm::backend_type::hip },
          supported_combination_type{ { plssvm::backend_type::openmp, plssvm::backend_type::cuda, plssvm::backend_type::hip, plssvm::backend_type::opencl, plssvm::backend_type::sycl }, { plssvm::target_platform::gpu_intel }, plssvm::backend_type::sycl }),
          naming::pretty_print_supported_backend_combination<BackendTypeSupportedCombination>);
-// clang-format on
\ No newline at end of file
+// clang-format on
+
+TEST(BackendType, csvm_to_backend_type) {
+    // test the type_trait
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<plssvm::openmp::csvm>, plssvm::backend_type::openmp);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const plssvm::cuda::csvm>, plssvm::backend_type::cuda);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<plssvm::hip::csvm&>, plssvm::backend_type::hip);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const plssvm::opencl::csvm&>, plssvm::backend_type::opencl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<volatile plssvm::sycl::csvm>, plssvm::backend_type::sycl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::hipsycl::csvm>, plssvm::backend_type::sycl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::dpcpp::csvm&>, plssvm::backend_type::sycl);
+}
\ No newline at end of file

From 487b70e4cda5afe53a443a5eb3456013e03b0b0a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 11:16:27 +0200
Subject: [PATCH 0376/1010] Add tests for the new csvm_backend_exists type
 trait.

---
 tests/csvm.cpp | 49 ++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 48 insertions(+), 1 deletion(-)

diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 9a1660656..ae9a6445d 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -9,6 +9,8 @@
  */
 
 #include "mock_csvm.hpp"                     // mock_csvm
+
+#include "plssvm/core.hpp"                   // necessary for type_traits
 #include "plssvm/data_set.hpp"               // plssvm::data_set
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
@@ -267,7 +269,7 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
                           ::testing::An<typename mock_csvm::size_type>())).Times(1);
     // clang-format on
 
-// create data set
+    // create data set
     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     const plssvm::data_set<real_type, label_type> training_data{ this->filename };
 
@@ -543,4 +545,49 @@ TYPED_TEST(BaseCSVMScore, score_data_set_num_features_mismatch) {
     EXPECT_THROW_WHAT(std::ignore = csvm.score(learned_model, data_to_score),
                       plssvm::invalid_parameter_exception,
                       "Number of features per data point (2) must match the number of features per support vector of the provided model (4)!");
+}
+
+TEST(BaseCSVM, csvm_backend_exists) {
+    // test whether the given C-SVM backend exist
+#if defined(PLSSVM_HAS_OPENMP_BACKEND)
+    EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::openmp::csvm>);
+#else
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::openmp::csvm>);
+#endif
+
+#if defined(PLSSVM_HAS_CUDA_BACKEND)
+    EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::cuda::csvm>);
+#else
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::cuda::csvm>);
+#endif
+
+#if defined(PLSSVM_HAS_HIP_BACKEND)
+    EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::hip::csvm>);
+#else
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hip::csvm>);
+#endif
+
+#if defined(PLSSVM_HAS_OPENCL_BACKEND)
+    EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::opencl::csvm>);
+#else
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::opencl::csvm>);
+#endif
+
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::sycl::csvm>);
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+        EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    #else
+        EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    #endif
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+        EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+    #else
+        EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+    #endif
+#else
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::sycl::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+#endif
 }
\ No newline at end of file

From 00cd1dc46b0a64882d97c48834d9300b474334c8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 13:03:44 +0200
Subject: [PATCH 0377/1010] Remove size_type typedef in favor of hardcoded
 unsigned long long and more explicit types.

---
 include/plssvm/backends/OpenMP/csvm.hpp    | 10 +++-------
 include/plssvm/csvm.hpp                    | 15 ++++++---------
 src/plssvm/backends/OpenMP/csvm.cpp        | 18 +++++++++---------
 tests/backends/OpenMP/mock_openmp_csvm.hpp |  2 --
 tests/csvm.cpp                             | 10 +++++-----
 tests/mock_csvm.hpp                        |  6 ++----
 6 files changed, 25 insertions(+), 36 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 3aad97bf2..20a3fa286 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -36,10 +36,6 @@ class csvm : public ::plssvm::csvm {
     using base_type = ::plssvm::csvm;
 
   public:
-    /// The type of the data. Must be either `float` or `double`.
-    //    using typename base_type::real_type;
-    using typename base_type::size_type;
-
     explicit csvm(parameter params = {}) :
         csvm{ plssvm::target_platform::automatic, params } {}
     /**
@@ -66,11 +62,11 @@ class csvm : public ::plssvm::csvm {
     /**
      * @copydoc plssvm::csvm::solver_CG
      */
-    [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, size_type max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
-    [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, size_type max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
 
     template <typename real_type>
-    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const;
+    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, unsigned long long max_iter) const;
 
     /**
      * @copydoc plssvm::csvm::predict_values_impl
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 597d1e7c0..30bf993e6 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -46,8 +46,6 @@ namespace plssvm {
  */
 class csvm {
   public:
-    using size_type = std::size_t; // TODO: remove size_t in favor of hardcoded unsigned long long?!?
-
     /**
      * @brief Construct a C-SVM using the SVM parameter @p params.
      * @details Uses the default SVM parameter if none are provided.
@@ -155,8 +153,8 @@ class csvm {
      * @param[in] max_iter the maximum number of CG iterations
      * @return a pair of [the result vector x, the resulting bias] (`[[nodiscard]]`)
      */
-    [[nodiscard]] virtual std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, size_type max_iter) const = 0;
-    [[nodiscard]] virtual std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, size_type max_iter) const = 0;
+    [[nodiscard]] virtual std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const = 0;
+    [[nodiscard]] virtual std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
      * @param[in] params the SVM parameters used in the respective kernel functions
@@ -253,7 +251,7 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
 
     // set default values
     default_value epsilon_val{ default_init<real_type>{ 0.001 } };
-    default_value max_iter_val{ default_init<size_type>{ data.num_data_points() } };
+    default_value max_iter_val{ default_init<unsigned long long>{ data.num_data_points() } };
 
     // compile time check: only named parameter are permitted
     static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
@@ -267,7 +265,7 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
         // get the value of the provided named parameter
         epsilon_val = get_value_from_named_parameter<typename decltype(epsilon_val)::value_type>(parser, epsilon);
         // check if value makes sense
-        if (epsilon_val <= real_type{ 0.0 }) {
+        if (epsilon_val <= static_cast<typename decltype(epsilon_val)::value_type>(0)) {
             throw invalid_parameter_exception{ fmt::format("epsilon must be less than 0.0, but is {}!", epsilon_val) };
         }
     }
@@ -275,7 +273,7 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
         // get the value of the provided named parameter
         max_iter_val = get_value_from_named_parameter<typename decltype(max_iter_val)::value_type>(parser, max_iter);
         // check if value makes sense
-        if (max_iter_val == size_type{ 0 }) {
+        if (max_iter_val == static_cast<typename decltype(max_iter_val)::value_type>(0)) {
             throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
         }
     }
@@ -351,7 +349,7 @@ real_type csvm::score(const model<real_type, label_type> &model, const data_set<
     const std::vector<label_type> &correct_labels = data.labels().value();
 
     // calculate the accuracy
-    size_type correct{ 0 };
+    typename std::vector<label_type>::size_type correct{ 0 };
     #pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         if (predicted_labels[i] == correct_labels[i]) {
@@ -395,7 +393,6 @@ ExpectedType csvm::get_value_from_named_parameter(const IgorParser &parser, cons
     detail::unreachable();
 }
 
-// TODO: test
 namespace detail {
 
 /**
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 435ddf04f..6b78cb806 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -94,7 +94,7 @@ template void csvm::run_device_kernel(const detail::parameter<float> &, const st
 template void csvm::run_device_kernel(const detail::parameter<double> &, const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double) const;
 
 template <typename real_type>
-std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const size_type max_iter) const {
+std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const unsigned long long max_iter) const {
     using namespace plssvm::operators;
 
     // create q vector
@@ -138,7 +138,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         average_iteration_time += iteration_duration;
     };
 
-    size_type iter = 0;
+    unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
         if (verbose) {
             fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
@@ -201,23 +201,23 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     return std::make_pair(std::move(alpha), -bias);
 }
 
-template std::pair<std::vector<float>, float> csvm::solve_system_of_linear_equations_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, const float, const size_type) const;
-template std::pair<std::vector<double>, double> csvm::solve_system_of_linear_equations_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, const double, const size_type) const;
+template std::pair<std::vector<float>, float> csvm::solve_system_of_linear_equations_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, const float, const unsigned long long) const;
+template std::pair<std::vector<double>, double> csvm::solve_system_of_linear_equations_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, const double, const unsigned long long) const;
 
 template <typename real_type>
 std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const {
-    const size_type num_data_points = A.size();
-    const size_type num_features = A.front().size();
+    const typename std::vector<std::vector<real_type>>::size_type num_data_points = A.size();
+    const typename std::vector<real_type>::size_type num_features = A.front().size();
 
     // create w vector and fill with zeros
     std::vector<real_type> w(num_features, real_type{ 0.0 });
 
     // calculate the w vector
     #pragma omp parallel for default(none) shared(A, alpha, w) firstprivate(num_features, num_data_points)
-    for (size_type feature_index = 0; feature_index < num_features; ++feature_index) {
+    for (typename std::vector<real_type>::size_type feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
         #pragma omp simd reduction(+: temp)
-        for (size_type data_index = 0; data_index < num_data_points; ++data_index) {
+        for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < num_data_points; ++data_index) {
             temp += alpha[data_index] * A[data_index][feature_index];
         }
         w[feature_index] = temp;
@@ -251,7 +251,7 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
                 {
                     real_type temp{ 0.0 };
                     #pragma omp simd reduction(+: temp)
-                    for (size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
+                    for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
                         temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params);
                     }
                     out[point_index] += temp;
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 00a865ec1..33f5a5b7c 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -27,8 +27,6 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type = plssvm::openmp::csvm;
 
   public:
-    using size_type = typename base_type::size_type;
-
     explicit mock_openmp_csvm(const plssvm::target_platform target, const plssvm::parameter params = {}) :
         base_type{ target, params } {}
     template <typename... Args>
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index ae9a6445d..78fa88c52 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -242,7 +242,7 @@ TYPED_TEST(BaseCSVMFit, fit) {
                           ::testing::An<const std::vector<std::vector<real_type>> &>(),
                           ::testing::An<std::vector<real_type>>(),
                           ::testing::An<real_type>(),
-                          ::testing::An<typename mock_csvm::size_type>())).Times(1);
+                          ::testing::An<unsigned long long>())).Times(1);
     // clang-format on
 
     // create data set
@@ -266,7 +266,7 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
                           ::testing::An<const std::vector<std::vector<real_type>> &>(),
                           ::testing::An<std::vector<real_type>>(),
                           ::testing::An<real_type>(),
-                          ::testing::An<typename mock_csvm::size_type>())).Times(1);
+                          ::testing::An<unsigned long long>())).Times(1);
     // clang-format on
 
     // create data set
@@ -290,7 +290,7 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_epsilon) {
                           ::testing::An<const std::vector<std::vector<real_type>> &>(),
                           ::testing::An<std::vector<real_type>>(),
                           ::testing::An<real_type>(),
-                          ::testing::An<typename mock_csvm::size_type>())).Times(0);
+                          ::testing::An<unsigned long long>())).Times(0);
     // clang-format on
 
     // create data set
@@ -316,7 +316,7 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_max_iter) {
                           ::testing::An<const std::vector<std::vector<real_type>> &>(),
                           ::testing::An<std::vector<real_type>>(),
                           ::testing::An<real_type>(),
-                          ::testing::An<typename mock_csvm::size_type>())).Times(0);
+                          ::testing::An<unsigned long long>())).Times(0);
     // clang-format on
 
     // create data set
@@ -342,7 +342,7 @@ TYPED_TEST(BaseCSVMFit, fit_no_label) {
                           ::testing::An<const std::vector<std::vector<real_type>> &>(),
                           ::testing::An<std::vector<real_type>>(),
                           ::testing::An<real_type>(),
-                          ::testing::An<typename mock_csvm::size_type>())).Times(0);
+                          ::testing::An<unsigned long long>())).Times(0);
     // clang-format on
 
     // create data set without labels
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index cbf3bc90f..5eebff8a5 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -28,8 +28,6 @@
  */
 class mock_csvm final : public plssvm::csvm {
   public:
-    using size_type = typename plssvm::csvm::size_type;
-
     explicit mock_csvm(plssvm::parameter params = {}) :
         plssvm::csvm{ params } {}
     template <typename... Args>
@@ -37,8 +35,8 @@ class mock_csvm final : public plssvm::csvm {
         plssvm::csvm{ kernel, std::forward<Args>(args)... } {}
 
     // mock pure virtual functions
-    MOCK_METHOD((std::pair<std::vector<float>, float>), solve_system_of_linear_equations, (const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, float, size_type), (const, override));
-    MOCK_METHOD((std::pair<std::vector<double>, double>), solve_system_of_linear_equations, (const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, double, size_type), (const, override));
+    MOCK_METHOD((std::pair<std::vector<float>, float>), solve_system_of_linear_equations, (const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, float, unsigned long long), (const, override));
+    MOCK_METHOD((std::pair<std::vector<double>, double>), solve_system_of_linear_equations, (const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, double, unsigned long long), (const, override));
     MOCK_METHOD(std::vector<float>, predict_values, (const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, float, std::vector<float> &, const std::vector<std::vector<float>> &), (const, override));
     MOCK_METHOD(std::vector<double>, predict_values, (const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, double, std::vector<double> &, const std::vector<std::vector<double>> &), (const, override));
 };

From cc321eea88017e286474201a42768e7b0aaee742 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 14:22:40 +0200
Subject: [PATCH 0378/1010] Update documentation.

---
 include/plssvm/backends/OpenMP/csvm.hpp | 78 +++++++++++++++++++------
 include/plssvm/csvm.hpp                 | 16 ++++-
 src/plssvm/backends/OpenMP/csvm.cpp     | 54 ++++++++---------
 tests/backends/OpenMP/openmp_csvm.cpp   |  1 +
 4 files changed, 102 insertions(+), 47 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 20a3fa286..1bad534f4 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -30,14 +30,7 @@ namespace openmp {
  * @tparam T the type of the data
  */
 class csvm : public ::plssvm::csvm {
-  protected:
-    // protected for test mock class
-    /// The template base type of the OpenMP C-SVM class.
-    using base_type = ::plssvm::csvm;
-
   public:
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
     /**
      * @brief Construct a new C-SVM using the OpenMP backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
@@ -45,55 +38,102 @@ class csvm : public ::plssvm::csvm {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
+    /**
+     * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform with the parameters given through @p params.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::csvm::csvm() exceptions
+     * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
+     * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
+     */
     explicit csvm(target_platform target, parameter params = {});
+
+    /**
+     * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform with the @p kernel type and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] kernel the kernel type used in the C-SVM
+     * @param[in] named_args the additional optional named arguments
+     * @throws plssvm::csvm::csvm() exceptions
+     * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
+     * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
+     */
     template <typename... Args>
     csvm(const target_platform target, const kernel_function_type kernel, Args &&...named_args) :
-        base_type{ kernel, std::forward<Args>(named_args)... } {
+        ::plssvm::csvm{ kernel, std::forward<Args>(named_args)... } {
         this->init(target);
     }
+    /**
+     * @brief Construct a new C-SVM using the OpenMP backend with the @p kernel type and the optionally provided @p named_args.
+     * @param[in] kernel the kernel type used in the C-SVM
+     * @param[in] named_args the additional optional named arguments
+     * @throws plssvm::csvm::csvm() exceptions
+     * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
+     * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
+     */
     template <typename... Args>
     explicit csvm(const kernel_function_type kernel, Args &&...named_args) :
-        base_type{ kernel, std::forward<Args>(named_args)... } {
+        ::plssvm::csvm{ kernel, std::forward<Args>(named_args)... } {
         // the default target is the automatic one
         this->init(plssvm::target_platform::automatic);
     }
 
   private:
     /**
-     * @copydoc plssvm::csvm::solver_CG
+     * @copydoc plssvm::csvm::solve_system_of_linear_equations
      */
     [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    /**
+     * @copydoc plssvm::csvm::solve_system_of_linear_equations
+     */
     [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const override { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
-
+    /**
+     * @copydoc plssvm::csvm::solve_system_of_linear_equations
+     */
     template <typename real_type>
     [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, unsigned long long max_iter) const;
 
     /**
-     * @copydoc plssvm::csvm::predict_values_impl
+     * @copydoc plssvm::csvm::predict_values
      */
     [[nodiscard]] std::vector<float> predict_values(const detail::parameter<float> &params, const std::vector<std::vector<float>> &support_vectors, const std::vector<float> &alpha, float rho, std::vector<float> &w, const std::vector<std::vector<float>> &predict_points) const override { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
+    /**
+     * @copydoc plssvm::csvm::predict_values
+     */
     [[nodiscard]] std::vector<double> predict_values(const detail::parameter<double> &params, const std::vector<std::vector<double>> &support_vectors, const std::vector<double> &alpha, double rho, std::vector<double> &w, const std::vector<std::vector<double>> &predict_points) const override { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
-
+    /**
+     * @copydoc plssvm::csvm::predict_values
+     */
     template <typename real_type>
     [[nodiscard]] std::vector<real_type> predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const;
 
     /**
-     * @copydoc plssvm::csvm::generate_q
+     * @brief Calculate the `q` vector used in the dimensional reduction.
+     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @param[in] params the SVM parameter used to calculate `q` (e.g., kernel_type)
+     * @param[in] data the data points used in the dimensional reduction.
+     * @return the `q` vector (`[[nodiscard]]`)
      */
     template <typename real_type>
     [[nodiscard]] std::vector<real_type> generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const;
     /**
-     * @copydoc plssvm::csvm::calculate_w
+     * @brief Precalculate the `w` vector to speedup up the prediction using the linear kernel function.
+     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @param[in] support_vectors the previously learned support vectors
+     * @param[in] alpha the previously learned weights
+     * @return the `w` vector (`[[nodiscard]]`)
      */
     template <typename real_type>
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha) const;
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
-     * @param[in] q the `q` vector
+     * @param[in] q the `q` vector used in the dimensional reduction
      * @param[out] ret the result vector
      * @param[in] d the right-hand side of the equation
-     * @param[in] data the data
+     * @param[in] data the data points
+     * @param[in] QA_cost a value used in the dimensional reduction
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
     template <typename real_type>
@@ -101,7 +141,7 @@ class csvm : public ::plssvm::csvm {
 
     /**
      * @brief Initializes the OpenMP backend and performs some sanity checks.
-     * @param[in] target the platform to run on (must be `plssvm::target_platfrom::cpu` for the OpenMP backend).
+     * @param[in] target the platform to run on (must be `plssvm::target_platform::cpu` or `plssvm::target_platform::automatic` for the OpenMP backend).
      */
     void init(target_platform target);
 };
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 30bf993e6..dae636113 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -154,6 +154,9 @@ class csvm {
      * @return a pair of [the result vector x, the resulting bias] (`[[nodiscard]]`)
      */
     [[nodiscard]] virtual std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const = 0;
+    /**
+     * @copydoc plssvm::csvm::solve_system_of_linear_equations
+     */
     [[nodiscard]] virtual std::pair<std::vector<double>, double> solve_system_of_linear_equations(const detail::parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const = 0;
     /**
      * @brief Uses the already learned model to predict the class of multiple (new) data points.
@@ -166,6 +169,9 @@ class csvm {
      * @return a vector filled with the predictions (not the actual labels!) (`[[nodiscard]]`)
      */
     [[nodiscard]] virtual std::vector<float> predict_values(const detail::parameter<float> &params, const std::vector<std::vector<float>> &support_vectors, const std::vector<float> &alpha, float rho, std::vector<float> &w, const std::vector<std::vector<float>> &predict_points) const = 0;
+    /**
+     * @copydoc plssvm::csvm::predict_values
+     */
     [[nodiscard]] virtual std::vector<double> predict_values(const detail::parameter<double> &params, const std::vector<std::vector<double>> &support_vectors, const std::vector<double> &alpha, double rho, std::vector<double> &w, const std::vector<std::vector<double>> &predict_points) const = 0;
 
   private:
@@ -174,6 +180,15 @@ class csvm {
      */
     void sanity_check_parameter() const;
 
+    /**
+     * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.
+     * @tparam ExpectedType the type the value of the named argument should be converted to
+     * @tparam IgorParser the type of the named argument parser
+     * @tparam ProvidedType the type of the named argument (necessary since their are struct tags)
+     * @param[in] parser the named argument parser
+     * @param[in] named_arg the named argument
+     * @return the value of @p named_arg converted to @p ExpectedType (`[[nodiscard]]`)
+     */
     template <typename ExpectedType, typename IgorParser, typename ProvidedType>
     [[nodiscard]] ExpectedType get_value_from_named_parameter(const IgorParser &parser, const ProvidedType &named_arg) const;
 
@@ -413,7 +428,6 @@ struct csvm_backend_exists : detail::csvm_backend_exists<detail::remove_cvref_t<
 
 /**
  * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any const, volatile, and reference qualifiers.
- * @details A shorthand for `plssvm::csvm_backend_exists<T>::value`.
  * @tparam T the type of the C-SVM
  */
 template <typename T>
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 6b78cb806..6f7e362c3 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -20,17 +20,18 @@
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <algorithm>  // std::fill, std::all_of
-#include <iostream>   // std::cout, std::endl
 #include <chrono>     // std::chrono
+#include <iostream>   // std::cout, std::endl
 #include <vector>     // std::vector
 
 namespace plssvm::openmp {
 
-csvm::csvm(const target_platform target, parameter params) : ::plssvm::csvm{ std::move(params) } {
+csvm::csvm(const target_platform target, parameter params) :
+    ::plssvm::csvm{ std::move(params) } {
     this->init(target);
 }
 
@@ -38,17 +39,17 @@ void csvm::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::cpu) {
         throw backend_exception{ fmt::format("Invalid target platform '{}' for the OpenMP backend!", target) };
-    } else {
+    }
+    // the CPU target must be available
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+    throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
-    }
 
     // get the number of used OpenMP threads
     int num_omp_threads = 0;
-    #pragma omp parallel default(none) shared(num_omp_threads)
+#pragma omp parallel default(none) shared(num_omp_threads)
     {
-        #pragma omp master
+#pragma omp master
         num_omp_threads = omp_get_num_threads();
     }
 
@@ -205,20 +206,21 @@ template std::pair<std::vector<float>, float> csvm::solve_system_of_linear_equat
 template std::pair<std::vector<double>, double> csvm::solve_system_of_linear_equations_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, const double, const unsigned long long) const;
 
 template <typename real_type>
-std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type>> &A, const std::vector<real_type> &alpha) const {
-    const typename std::vector<std::vector<real_type>>::size_type num_data_points = A.size();
-    const typename std::vector<real_type>::size_type num_features = A.front().size();
+std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha) const {
+    const typename std::vector<std::vector<real_type>>::size_type num_data_points = support_vectors.size();
+    const typename std::vector<real_type>::size_type num_features = support_vectors.front().size();
 
     // create w vector and fill with zeros
     std::vector<real_type> w(num_features, real_type{ 0.0 });
 
-    // calculate the w vector
-    #pragma omp parallel for default(none) shared(A, alpha, w) firstprivate(num_features, num_data_points)
+// calculate the w vector
+#pragma omp parallel for default(none) shared(support_vectors, alpha, w) firstprivate(num_features, num_data_points)
     for (typename std::vector<real_type>::size_type feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
-        #pragma omp simd reduction(+: temp)
+#pragma omp simd reduction(+ \
+                           : temp)
         for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < num_data_points; ++data_index) {
-            temp += alpha[data_index] * A[data_index][feature_index];
+            temp += alpha[data_index] * support_vectors[data_index][feature_index];
         }
         w[feature_index] = temp;
     }
@@ -229,8 +231,7 @@ template std::vector<float> csvm::calculate_w(const std::vector<std::vector<floa
 template std::vector<double> csvm::calculate_w(const std::vector<std::vector<double>> &, const std::vector<double> &) const;
 
 template <typename real_type>
-std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha,
-                                                 const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
+std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
@@ -240,23 +241,22 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
         w = calculate_w(support_vectors, alpha);
     }
 
-    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
+#pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
         switch (params.kernel_type) {
             case kernel_function_type::linear:
                 out[point_index] += transposed{ w } * predict_points[point_index];
                 break;
             case kernel_function_type::polynomial:
-            case kernel_function_type::rbf:
-                {
-                    real_type temp{ 0.0 };
-                    #pragma omp simd reduction(+: temp)
-                    for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
-                        temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params);
-                    }
-                    out[point_index] += temp;
+            case kernel_function_type::rbf: {
+                real_type temp{ 0.0 };
+#pragma omp simd reduction(+ \
+                           : temp)
+                for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
+                    temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params);
                 }
-                break;
+                out[point_index] += temp;
+            } break;
         }
     }
     return out;
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 430d823e6..7e29e17a7 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -62,6 +62,7 @@ TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
     EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::automatic });
     EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::cpu });
 
+    // all other target platforms must throw
     EXPECT_THROW_WHAT(mock_openmp_csvm{ plssvm::target_platform::gpu_nvidia },
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");

From 55cd3b6341af715289866a5e2ac110bb7e508963 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 15:32:14 +0200
Subject: [PATCH 0379/1010] Add first tests for generate_q and calculate_w in
 the OpenMP backend.

---
 include/plssvm/backends/OpenMP/csvm.hpp    |   3 +-
 src/plssvm/backends/OpenMP/csvm.cpp        |   2 +-
 tests/CMakeLists.txt                       |   2 +-
 tests/backends/OpenMP/mock_openmp_csvm.hpp |   5 +
 tests/backends/OpenMP/openmp_csvm.cpp      | 152 ++++---
 tests/backends/compare.hpp                 |  44 +-
 tests/backends/generic_tests.hpp           |   1 -
 tests/data/libsvm/500x200.libsvm.test      | 500 ---------------------
 8 files changed, 151 insertions(+), 558 deletions(-)
 delete mode 100644 tests/data/libsvm/500x200.libsvm.test

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 1bad534f4..872147f7e 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -79,7 +79,7 @@ class csvm : public ::plssvm::csvm {
         this->init(plssvm::target_platform::automatic);
     }
 
-  private:
+  protected:
     /**
      * @copydoc plssvm::csvm::solve_system_of_linear_equations
      */
@@ -139,6 +139,7 @@ class csvm : public ::plssvm::csvm {
     template <typename real_type>
     void run_device_kernel(const detail::parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type add) const;
 
+  private:
     /**
      * @brief Initializes the OpenMP backend and performs some sanity checks.
      * @param[in] target the platform to run on (must be `plssvm::target_platform::cpu` or `plssvm::target_platform::automatic` for the OpenMP backend).
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 6f7e362c3..1113355b8 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -220,7 +220,7 @@ std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type
 #pragma omp simd reduction(+ \
                            : temp)
         for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < num_data_points; ++data_index) {
-            temp += alpha[data_index] * support_vectors[data_index][feature_index];
+            temp = std::fma(alpha[data_index], support_vectors[data_index][feature_index], temp);
         }
         w[feature_index] = temp;
     }
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 7dc6f8c08..062ad184d 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -47,7 +47,7 @@ if(PLSSVM_GENERATE_TEST_FILE)
         find_package(Python3 REQUIRED COMPONENTS Interpreter Development NumPy)
 
         include(${PROJECT_SOURCE_DIR}/cmake/check_python_libs.cmake)
-        set(PLSSVM_TEST_REQUIRED_LIBS argparse sklearn)
+        set(PLSSVM_TEST_REQUIRED_LIBS argparse sklearn humanize)
         message(STATUS "Checking required Python3 libraries (${PLSSVM_TEST_REQUIRED_LIBS}) to to generate the test file.")
         check_python_libs(${PLSSVM_TEST_REQUIRED_LIBS} "or set PLSSVM_GENERATE_TEST_FILE to OFF.")
 
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 33f5a5b7c..a9bb44ec5 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -27,11 +27,16 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type = plssvm::openmp::csvm;
 
   public:
+    // TODO: add missing constructors
+    mock_openmp_csvm() = default;
     explicit mock_openmp_csvm(const plssvm::target_platform target, const plssvm::parameter params = {}) :
         base_type{ target, params } {}
     template <typename... Args>
     mock_openmp_csvm(const plssvm::target_platform target, const plssvm::kernel_function_type kernel, Args &&...named_args) :
         base_type{ target, kernel, std::forward<Args>(named_args)... } {}
+
+    using base_type::generate_q;
+    using base_type::calculate_w;
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 7e29e17a7..d734eb31c 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -16,10 +16,12 @@
 #include "plssvm/parameter.hpp"                   // plssvm::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
+#include "naming.hpp"
+#include "types_to_test.hpp"
 #include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::predict_test, generic::accuracy_test
-#include "mock_csvm.hpp"               // mock_csvm
-#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
 #include "custom_test_macros.hpp"
+#include "mock_csvm.hpp"  // mock_csvm
+#include "utility.hpp"    // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"
 #include "fmt/ostream.h"
@@ -51,8 +53,7 @@ using parameter_types = ::testing::Types<
     parameter_definition<double, plssvm::kernel_function_type::polynomial>,
     parameter_definition<double, plssvm::kernel_function_type::rbf>>;
 
-
- // TODO: kernel??!??!?
+// TODO: kernel??!??!?
 
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
 
@@ -74,65 +75,114 @@ TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
                       "Invalid target platform 'gpu_intel' for the OpenMP backend!");
 }
 
-//// check whether the q vector is generated correctly
-//TYPED_TEST(OpenMPCSVM, generate_q) {
-//    generic::generate_q_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-//}
-//
+// TODO: test constructors?!
+
+template <typename T>
+class OpenMPCSVMGenerateQ : public OpenMPCSVM {};
+TYPED_TEST_SUITE(OpenMPCSVMGenerateQ, parameter_types, parameter_definition_to_name);
+
+TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
+    using real_type = typename TypeParam::real_type;
+    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
+
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+
+    // create the data that should be used
+    const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
+
+    // calculate correct q vector (ground truth)
+    const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
+
+    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
+    const mock_openmp_csvm svm;
+
+    // calculate the q vector using the OpenMP backend
+    const std::vector<real_type> calculated = svm.generate_q(params, data.data());
+
+    // check the calculated result for correctness result for
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+}
+
+template <typename T>
+class OpenMPCSVMCalculateW : public OpenMPCSVM {};
+TYPED_TEST_SUITE(OpenMPCSVMCalculateW, util::real_type_gtest , naming::real_type_to_name);
+
+TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
+    using real_type = TypeParam;
+
+    // create the data that should be used
+    const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
+    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
+
+    // calculate the correct w vector
+    const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
+
+    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
+    const mock_openmp_csvm svm;
+
+    // calculate the w vector using the OpenMP backend
+    const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
+
+    // check the calculated result for correctness result for
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+}
+
+
 //// check whether the device kernels are correct
-//TYPED_TEST(OpenMPCSVM, device_kernel) {
-//    // create parameter object
-//    plssvm::parameter<typename TypeParam::real_type> params;
-//    params.print_info = false;
-//    params.kernel = TypeParam::kernel;
+// TYPED_TEST(OpenMPCSVM, device_kernel) {
+//     // create parameter object
+//     plssvm::parameter<typename TypeParam::real_type> params;
+//     params.print_info = false;
+//     params.kernel = TypeParam::kernel;
 //
-//    params.parse_train_file(PLSSVM_TEST_FILE);
+//     params.parse_train_file(PLSSVM_TEST_FILE);
 //
-//    // create base C-SVM
-//    mock_csvm csvm{ params };
-//    using real_type = typename decltype(csvm)::real_type;
+//     // create base C-SVM
+//     mock_csvm csvm{ params };
+//     using real_type = typename decltype(csvm)::real_type;
 //
-//    const std::size_t dept = csvm.get_num_data_points() - 1;
+//     const std::size_t dept = csvm.get_num_data_points() - 1;
 //
-//    // create x vector and fill it with random values
-//    std::vector<real_type> x(dept);
-//    std::random_device rd;
-//    std::mt19937 gen(rd());
-//    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-//    std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
+//     // create x vector and fill it with random values
+//     std::vector<real_type> x(dept);
+//     std::random_device rd;
+//     std::mt19937 gen(rd());
+//     std::uniform_real_distribution<real_type> dist(1.0, 2.0);
+//     std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
 //
-//    // create C-SVM using the OpenMP backend
-//    mock_openmp_csvm csvm_openmp{ params };
+//     // create C-SVM using the OpenMP backend
+//     mock_openmp_csvm csvm_openmp{ params };
 //
-//    // create correct q vector, cost and QA_cost
-//    const std::vector<real_type> q_vec = compare::generate_q<TypeParam::kernel>(csvm.get_data(), csvm_openmp.get_num_devices(), csvm);
-//    const real_type cost = csvm.get_cost();
-//    const real_type QA_cost = compare::kernel_function<TypeParam::kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
+//     // create correct q vector, cost and QA_cost
+//     const std::vector<real_type> q_vec = compare::generate_q<TypeParam::kernel>(csvm.get_data(), csvm_openmp.get_num_devices(), csvm);
+//     const real_type cost = csvm.get_cost();
+//     const real_type QA_cost = compare::kernel_function<TypeParam::kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
 //
-//    // setup data on device
-//    csvm_openmp.setup_data_on_device();
+//     // setup data on device
+//     csvm_openmp.setup_data_on_device();
 //
-//    for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
-//        const std::vector<real_type> correct = compare::device_kernel_function<TypeParam::kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
+//     for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
+//         const std::vector<real_type> correct = compare::device_kernel_function<TypeParam::kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
 //
-//        std::vector<real_type> calculated(dept, 0.0);
-//        csvm_openmp.set_QA_cost(QA_cost);
-//        csvm_openmp.set_cost(cost);
-//        csvm_openmp.run_device_kernel(q_vec, calculated, x, csvm_openmp.get_device_data(), add);
+//         std::vector<real_type> calculated(dept, 0.0);
+//         csvm_openmp.set_QA_cost(QA_cost);
+//         csvm_openmp.set_cost(cost);
+//         csvm_openmp.run_device_kernel(q_vec, calculated, x, csvm_openmp.get_device_data(), add);
 //
-//        ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
-//        for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-//            util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
-//        }
-//    }
-//}
+//         ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
+//         for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
+//             util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
+//         }
+//     }
+// }
 //
 //// check whether the correct labels are predicted
-//TYPED_TEST(OpenMPCSVM, predict) {
-//    generic::predict_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-//}
+// TYPED_TEST(OpenMPCSVM, predict) {
+//     generic::predict_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+// }
 //
 //// check whether the accuracy calculation is correct
-//TYPED_TEST(OpenMPCSVM, accuracy) {
-//    generic::accuracy_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-//}
+// TYPED_TEST(OpenMPCSVM, accuracy) {
+//     generic::accuracy_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+// }
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index cff099cab..d40e74791 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -16,6 +16,7 @@
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::always_false_v
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"
 
 #include <vector>  // std::vector
 
@@ -81,7 +82,7 @@ template <typename real_type>
  * @return the result after applying the kernel function (`[[nodiscard]]`)
  */
 template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
-[[nodiscard]] real_type kernel_function(const std::vector<real_type> &x, const std::vector<real_type> &y, [[maybe_unused]] const SVM &csvm) {
+[[nodiscard]] inline real_type kernel_function(const std::vector<real_type> &x, const std::vector<real_type> &y, [[maybe_unused]] const SVM &csvm) {
     PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
 
     if constexpr (kernel == plssvm::kernel_function_type::linear) {
@@ -95,6 +96,22 @@ template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
     }
 }
 
+template <typename real_type>
+[[nodiscard]] inline real_type kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<real_type> &x, const std::vector<real_type> &y, [[maybe_unused]] const std::size_t num_devices = 1) {
+    PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
+
+    switch (params.kernel_type) {
+        case plssvm::kernel_function_type::linear:
+            return detail::linear_kernel(x, y, num_devices);
+        case plssvm::kernel_function_type::polynomial:
+            return detail::poly_kernel(x, y, params.degree.value(), params.gamma.value(), params.coef0.value());
+        case plssvm::kernel_function_type::rbf:
+            return detail::radial_kernel(x, y, params.gamma.value());
+    }
+    // unreachable
+    return real_type{};
+}
+
 /**
  * @brief Computes the `q` vector, a subvector of the least-squares matrix equation, using the kernel function determined at compile-time.
  * @tparam kernel the type of the kernel
@@ -106,7 +123,7 @@ template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
  * @return the generated `q` vector (`[[nodiscard]]`)
  */
 template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
-[[nodiscard]] std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data, [[maybe_unused]] const std::size_t num_devices, const SVM &csvm) {
+[[nodiscard]] inline std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data, [[maybe_unused]] const std::size_t num_devices, const SVM &csvm) {
     std::vector<real_type> result;
     result.reserve(data.size() - 1);
 
@@ -120,6 +137,27 @@ template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
     return result;
 }
 
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> generate_q(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, [[maybe_unused]] const std::size_t num_devices = 1) {
+    std::vector<real_type> result(data.size() - 1);
+    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < result.size(); ++i) {
+        result[i] = kernel_function(params, data.back(), data[i]);
+    }
+    return result;
+}
+
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, [[maybe_unused]] const std::size_t num_devices = 1) {
+    std::vector<real_type> result(support_vectors.front().size());
+    // TODO: num devices, assertions
+    for (typename std::vector<real_type>::size_type i = 0; i < result.size(); ++i) {
+        for (typename std::vector<real_type>::size_type j = 0; j < weights.size(); ++j) {
+            result[i] = std::fma(weights[j], support_vectors[j][i], result[i]);
+        }
+    }
+    return result;
+}
+
 /**
  * @brief Computes the device kernel, using the kernel function determined at compile-time.
  * @tparam kernel the type of the kernel
@@ -135,7 +173,7 @@ template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
  * @return the result vector (`[[nodiscard]]`)
  */
 template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
-[[nodiscard]] std::vector<real_type> device_kernel_function(const std::vector<std::vector<real_type>> &data, std::vector<real_type> &x, const std::vector<real_type> &q, const real_type QA_cost, const real_type cost, const real_type add, const SVM &csvm) {
+[[nodiscard]] inline std::vector<real_type> device_kernel_function(const std::vector<std::vector<real_type>> &data, std::vector<real_type> &x, const std::vector<real_type> &q, const real_type QA_cost, const real_type cost, const real_type add, const SVM &csvm) {
     PLSSVM_ASSERT(x.size() == q.size(), "Sizes mismatch!: {} != {}", x.size(), q.size());
     PLSSVM_ASSERT(x.size() == data.size() - 1, "Sizes mismatch!: {} != {}", x.size(), data.size() - 1);
 
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index b1d556ae0..78d28df99 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -40,7 +40,6 @@
 
 namespace generic {
 
-// TODO: separate macro for the dynamic_cast?
 
 //template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
 //inline void generate_q_test() {
diff --git a/tests/data/libsvm/500x200.libsvm.test b/tests/data/libsvm/500x200.libsvm.test
deleted file mode 100644
index 4cda8804d..000000000
--- a/tests/data/libsvm/500x200.libsvm.test
+++ /dev/null
@@ -1,500 +0,0 @@
--1 0:3.573324840118169 1:4.585144357079666 2:5.827615793016552 3:10.82874817296946 4:-7.639744108864453 5:1.691626071232369 6:-3.877469561789419 7:-5.416449075055302 8:-6.528543087350091 9:-5.329407455842372 10:9.259784972836629 11:-2.654317602691414 12:-6.539933276583309 13:-5.762523791324139 14:-7.522154769188459 15:5.027794523199627 16:-4.156547192010644 17:6.030349095497817 18:-1.458428952080749 19:-1.984250643879328 20:-2.999254233869155 21:-7.726540160578969 22:-9.267566010588849 23:-2.468823781202261 24:-1.768823256835575 25:3.366853372786064 26:9.740695724284553 27:0.5959653682451183 28:-6.913260339073265 29:8.694390171593561 30:-1.610516293717173 31:-1.237453036780526 32:-9.089482563779558 33:2.523482500497903 34:-4.209684165260844 35:-2.460767193652951 36:6.998432492768192 37:4.861291421480332 38:1.691641865896993 39:-9.453794189332344 40:-2.871139166584759 41:3.917047418240615 42:-6.89335676092398 43:9.627606390771033 44:9.852571760154795 45:-2.202563234705459 46:7.223214183859072 47:-7.153118005167715 48:-3.416619627096749 49:3.635285062947145 50:-5.736726556350482 51:5.768607118194091 52:8.568820534345411 53:-6.662898506692041 54:6.108034691913153 55:3.784180790790661 56:-2.584569024376089 57:7.957183977227805 58:2.004708574185637 59:-2.705503297819711 60:5.938451392307742 61:-0.6778425495964238 62:-1.884702193987059 63:-2.183208330673871 64:-1.612833728587017 65:-5.638620991075468 66:-9.416607298261178 67:-8.868417553857116 68:10.76345707967632 69:8.674228633037199 70:6.295236119645558 71:9.354455689359535 72:1.163597681214786 73:6.39165067531104 74:-0.1413585005280575 75:5.322371735269846 76:-3.0092034697369 77:-1.254386344447616 78:9.206305669804673 79:9.027095478699461 80:-1.725293069683447 81:0.07836832210718647 82:-9.070681403487626 83:-3.791288851820149 84:-0.2440389821273049 85:7.692225557567596 86:2.916279578454483 87:-4.538230303358739 88:-4.711153857238765 89:1.390418720024323 90:-3.481455423989185 91:-5.79917623967928 92:-0.7866727290594386 93:-2.277725644039377 94:-5.033126742072366 95:5.404911415264351 96:6.275068027526855 97:-10.38745196501529 98:-4.116838407147503 99:-2.004056370232868 100:4.358504639129949 101:4.713688942949114 102:0.5328501080444488 103:-2.478836227084429 104:-4.930115378771378 105:-1.031142503160273 106:2.419867813934454 107:-2.017375675318038 108:-1.169259553034202 109:-3.241031423672233 110:5.626384530753939 111:6.968990584202552 112:8.53781404847245 113:0.5533725928163344 114:8.735000205285985 115:9.645548774676231 116:-9.794614777423483 117:1.909685773529281 118:7.632542215465533 119:0.5954605144958741 120:2.792937917884717 121:-4.683766057693671 122:2.73408331120359 123:8.150588291159625 124:3.280705158661975 125:-0.4010151686907788 126:8.196811300910214 127:9.410135377071224 128:6.413555582321147 129:-0.8495009824273319 130:-0.5867995154330576 131:-1.747462436853108 132:-0.7134207764129339 133:-0.09184115712186403 134:8.817068406194455 135:-7.526727396990625 136:-4.150915903775441 137:-4.861104368588985 138:-2.805734829361657 139:-0.3245898009462588 140:-4.103993138256291 141:5.891732048317033 142:-2.162265041321406 143:-5.77146701806131 144:-1.440795380930934 145:-6.720960594175931 146:8.7640955259431 147:-1.845747899553853 148:5.347928210188128 149:6.512700150769713 150:5.661911169802046 151:-10.3062764598537 152:-2.720357834126528 153:3.483442153416657 154:5.000610831127887 155:0.948859869731983 156:-3.991946211290652 157:0.8252049824619538 158:3.787397897349882 159:5.854210997538669 160:-2.453282032432466 161:-4.46068452284594 162:-5.805154759130035 163:8.158049674043733 164:4.264641734446601 165:6.424016493191241 166:6.504428682338849 167:-0.1616307402515726 168:-5.444929645381828 169:4.264916965768091 170:3.489318582589031 171:-1.770560572022061 172:4.118902222647186 173:-9.040319671671625 174:2.393011389269545 175:2.789354641305954 176:7.379760982719684 177:1.088337263757652 178:-3.865961420363195 179:-1.542788581567515 180:-0.5017888158420691 181:7.569816067445195 182:4.85225046391206 183:-4.465707022983692 184:-7.359926094684733 185:-6.963354145117928 186:-4.419483982505376 187:3.555307196938727 188:-7.970496453029535 189:3.692309729230198 190:0.6289968154673969 191:7.833889535776086 192:8.71357459661359 193:7.196856283486048 194:1.721266301399087 195:6.4748028161379 196:9.449117795738509 197:2.542215983456931 198:1.734638105023482 199:-2.43189565190591
-1 0:6.827366733307894 1:-4.156128685313485 2:-5.424263502406898 3:-3.04443792563108 4:6.994755992927259 5:8.696065198257358 6:-11.26475729035216 7:-4.700119744346667 8:6.23419673218906 9:5.733215585870496 10:-5.742032607738519 11:3.352172374782743 12:-7.872107260711857 13:-10.07826271004117 14:-3.607120662968249 15:3.0194506746818 16:6.980076270741386 17:3.405067423774892 18:-6.693076385675311 19:-0.7951602687046374 20:-2.181882058903284 21:2.343768460355295 22:-6.130546236081122 23:8.848850112996297 24:-0.1563912651784463 25:2.100807940882491 26:0.9634193193652854 27:-2.74772593056267 28:5.388805846631521 29:7.140817645103718 30:6.64146234805246 31:4.847600333479562 32:5.525660946361893 33:5.159368085008202 34:6.895840072057347 35:5.379450129117601 36:4.301324734551881 37:5.756725197544352 38:-6.647789360565406 39:-2.630607780493546 40:-1.574837426840357 41:-1.282692043413946 42:-0.6116558628014742 43:-9.844983489729797 44:1.919164668428629 45:7.332766488544194 46:-9.133990277527943 47:-4.059005547325903 48:-6.135631507091837 49:8.44354794101563 50:4.896431510364983 51:-3.134468868033404 52:6.46464959125062 53:-8.964552691986931 54:0.2790828002886494 55:-4.51544561795956 56:7.619963727106778 57:-7.393631983527143 58:-1.472490676067687 59:-7.237392215504055 60:6.801500922429952 61:-5.669751776763158 62:10.16217562269037 63:0.8220521749064974 64:0.3430022508396134 65:-1.770105218325235 66:-4.537344412000675 67:8.402045386862373 68:8.282988159428522 69:-2.380567025841342 70:2.97429961614026 71:3.684735443001373 72:-1.76855190715378 73:4.731028658474973 74:-1.62143470182628 75:1.123262175590248 76:3.543627372839747 77:-8.581339098476739 78:1.801722047467827 79:3.852572125294335 80:-5.014471071107899 81:-3.303202064285042 82:3.353311232392217 83:7.560604748960425 84:7.049074556004272 85:6.152357293236243 86:-2.462460793675791 87:-6.898982903857453 88:0.2032029605070841 89:-7.320993904025498 90:-4.405154825104852 91:-7.498750672193909 92:7.920894106372855 93:-6.839060656793921 94:-4.384264269085858 95:-8.41312826960721 96:9.079253501019123 97:-7.030839281683993 98:-6.129373124038451 99:-0.5811393348042317 100:5.010616606204109 101:-6.550994515203521 102:6.243611612036728 103:-5.884140803419593 104:-5.819836407716482 105:-7.202707539706791 106:2.709415278798884 107:-3.162911050225844 108:-10.30529476001444 109:4.75072255928993 110:8.923205498254239 111:8.958120652091996 112:9.162658376880415 113:-7.945079002733266 114:7.929252351870856 115:-7.385385020942441 116:-3.689727147344464 117:5.320621036135177 118:3.569561608505214 119:3.971255639814166 120:10.05404886161128 121:2.83818608176391 122:-7.634618733018631 123:-3.314484318505921 124:5.823576788586033 125:7.164524587088275 126:-7.986087643309955 127:-2.193584469799609 128:6.271400913850463 129:5.605131955215857 130:-4.485445402509292 131:-2.047913724408353 132:9.445880052226917 133:0.3705169994087878 134:-4.830012074570697 135:6.329832903183664 136:-3.101751020301612 137:5.172139917787205 138:-6.32790314086341 139:-0.4145747589898428 140:-10.99625054563689 141:-9.329675770122611 142:4.596716775837653 143:4.268152019740253 144:0.854565321649177 145:-6.004501524602387 146:-2.86034006978709 147:-7.297232367451749 148:-1.159025634380138 149:-1.587650601582156 150:-2.14293169281223 151:4.303509517531495 152:3.630089089033143 153:-4.806219492387529 154:-8.749870241055955 155:-7.894631217287353 156:7.088582409747675 157:-0.04336263107189708 158:-4.164427018687888 159:2.430836518038998 160:3.955013720370873 161:7.237170699557911 162:-8.184997552732799 163:2.63862701451534 164:7.682828117398706 165:2.258112026469493 166:-3.53930538302275 167:-4.854032972351977 168:3.431815384749131 169:-2.023003453310948 170:-10.55293136409273 171:-8.594078209650325 172:-6.243779684987746 173:6.94020794703591 174:-1.882453038671859 175:-4.834980259391517 176:6.169395416883826 177:-3.36133544184642 178:-2.971297969098441 179:-5.032092962826191 180:3.769607809662304 181:6.55359815045375 182:5.353548610862356 183:0.9990234634910575 184:1.961037457243066 185:-5.784577595920067 186:-4.491394206158515 187:-1.848450896857726 188:9.342942606506513 189:7.418298415655123 190:-9.350234433231597 191:-0.9909779520079844 192:7.891188270758618 193:-6.045017625310494 194:2.334289484943721 195:-5.620924214476545 196:-10.31225810311414 197:-8.968153206538149 198:-3.806750011490793 199:-5.878422562735
-1 0:7.043435825689217 1:-5.195473118169201 2:-3.788247965059105 3:-1.709853554831876 4:4.545309978914402 5:9.628729680235622 6:-9.364119341872264 7:-5.426649626165543 8:6.167447554213018 9:5.908086137819812 10:-6.31424335473923 11:3.598963916187798 12:-7.305644247105458 13:-10.00008139877108 14:-4.932495667419486 15:4.235911061232369 16:6.51274473332056 17:2.605720054528565 18:-7.583241961799686 19:-1.590511060974485 20:-2.258208481155023 21:2.642048966506052 22:-9.040854983186648 23:9.74369193128023 24:-1.440806086457137 25:3.850698244046251 26:-1.420741077432679 27:-2.203153031925285 28:4.273776041790206 29:6.703810888840392 30:5.884819412720595 31:4.112722549231566 32:5.874902580864758 33:7.09657569195446 34:7.003346660639533 35:3.444748749246593 36:6.520749173546452 37:6.598893928052486 38:-9.664632388941911 39:-3.289155198097186 40:-1.466699402143482 41:-0.707175855613372 42:0.4583007577833413 43:-11.68771022212096 44:1.258570721780458 45:7.03094830409497 46:-11.32408474705441 47:-5.470099261604561 48:-6.783788689111831 49:6.682045412447324 50:1.236236632218511 51:-1.932952019829244 52:5.569576928184532 53:-8.700276779037786 54:-1.045487218106868 55:-3.7262399359739 56:10.37686135988163 57:-10.23450489178562 58:-1.358274452064175 59:-6.921414809216875 60:4.76815468096408 61:-4.958083084257554 62:9.602892786063999 63:0.7897023640479132 64:1.765193466839029 65:-2.140821271306552 66:-4.417750683344102 67:9.228871589996361 68:10.83543546753051 69:-3.685866044769837 70:0.7148066966778691 71:4.071883198523038 72:-0.4551734561716307 73:5.198821414574409 74:-5.271379829240589 75:2.342325988471164 76:0.8931237478695599 77:-9.792082959308402 78:1.501946606258629 79:6.67810249255577 80:-4.621060814192044 81:-2.51879196340096 82:4.091513860716369 83:5.07436140514204 84:7.46390781042003 85:7.214178780180421 86:-3.403635663227054 87:-6.859521542080354 88:-0.5494613036412219 89:-7.126614876184063 90:-2.703981419547639 91:-7.640252752329326 92:7.765833109061727 93:-7.642127568438364 94:-8.680894453376059 95:-7.780054321965028 96:9.758963117912353 97:-8.903121204210557 98:-6.184289490347902 99:-1.568061499373643 100:3.113592338987452 101:-5.719069821686325 102:8.18178717201266 103:-5.727046713779206 104:-5.87010793484771 105:-7.235880319266451 106:3.041789592010038 107:-4.195247560194923 108:-9.467758210147275 109:3.417197926036457 110:9.411328213503346 111:6.408151661766746 112:9.033178904475328 113:-7.783534890515421 114:8.197189883031765 115:-8.282486014332056 116:-5.190669204515103 117:3.765502840141164 118:1.661863984313032 119:3.352417962246288 120:8.046321433867963 121:4.30142539246563 122:-8.277435056306514 123:-3.425165192299308 124:2.992569024238601 125:6.239025422413289 126:-7.180917726979724 127:0.5407958339373076 128:5.608396359196765 129:5.457708260805205 130:-2.456033927741092 131:-0.8041549983435603 132:9.929246123924848 133:1.443781853150209 134:-1.650534249816858 135:6.353853013499914 136:-3.780567586475797 137:7.569460394898053 138:-10.99318980087868 139:0.8793467904753812 140:-10.89690519870509 141:-7.950357862221284 142:6.438412948644848 143:2.867805879087352 144:2.632263268384837 145:-4.384781825455959 146:-2.680291025489682 147:-7.842937523190214 148:-1.570093370646761 149:-0.8194774164737841 150:-4.628415211758698 151:4.383250241893314 152:4.223719868698749 153:-4.217053560208894 154:-7.719907807371728 155:-8.510592113277355 156:6.589800648313618 157:-2.88267650314418 158:-2.466041514883163 159:0.2669977812615731 160:5.185576905119107 161:8.235362465906922 162:-8.915518610502978 163:0.7559312365085691 164:8.342487265015551 165:1.180404863006016 166:-4.156584839461282 167:-6.354101838501437 168:1.826928763006869 169:-2.479070511744951 170:-8.610800032983004 171:-7.816487542676623 172:-5.013805068855911 173:8.626010841921842 174:-1.914156208071599 175:-4.969835079781055 176:8.459657607849035 177:-4.035596261792769 178:-2.981202793935866 179:-5.387340212942494 180:3.565306363282828 181:6.047987383767175 182:6.742516504181745 183:-0.04216696640762663 184:1.19744468709861 185:-4.272143702003956 186:-4.727827699886772 187:-1.487157698145778 188:9.827530233415048 189:6.912357964670703 190:-9.745386543212049 191:-2.12591444623867 192:5.687809018113946 193:-8.392162989925094 194:2.815124280264933 195:-7.699941141668388 196:-9.279231164773504 197:-6.337643956836673 198:-4.175346656514201 199:-6.045422674039255
--1 0:3.989704994652497 1:4.512976479241575 2:6.382397416985135 3:8.792499054622466 4:-9.130262684938495 5:-0.6850340719951323 6:-2.911873617577198 7:-2.128198426730439 8:-6.682046345761317 9:-5.207663659139861 10:6.735633362159806 11:-5.899803049474401 12:-7.580087556519939 13:-4.915632642782229 14:-7.960001028365981 15:4.017017635888726 16:-5.479640019743041 17:5.973006752336307 18:0.5689145037552092 19:-2.642553938885889 20:-0.9967430255897043 21:-9.742884067630866 22:-9.944785881244915 23:-1.715232361216584 24:-1.944158599505648 25:4.219002957258792 26:7.480618142311145 27:-0.6786652177230575 28:-8.976832981694873 29:8.721643771927942 30:-0.6052137869539163 31:-0.9112278385656696 32:-8.630767635533521 33:3.306699930497311 34:-3.456552181375237 35:-3.064452048485259 36:7.108454067995451 37:4.377861814946283 38:4.094348210955689 39:-9.044507464670344 40:-3.367802617645181 41:4.862995557534513 42:-9.269544614823593 43:10.99719397275087 44:9.8234897936306 45:-0.8516873630347224 46:8.505665440111636 47:-8.33357570786556 48:-3.768928033253243 49:2.732033819589437 50:-7.597977439535125 51:5.607373531695827 52:5.486784472154064 53:-6.73075686486149 54:7.422015270266933 55:5.74026838138338 56:-1.229631058808192 57:6.099319858895556 58:2.545408284578181 59:-2.648077208143078 60:7.335707397478558 61:-0.8034373507705695 62:-2.549397061620991 63:-2.61081554224884 64:-2.779710766908287 65:-5.946200652500226 66:-9.95962615644269 67:-10.77760027804552 68:8.351557729465881 69:8.562640839682146 70:7.414926847441682 71:10.58956092058368 72:-0.4076081668521058 73:7.156416775973956 74:1.125902882271277 75:3.977680673620564 76:-0.9676966033450896 77:-2.899310493805907 78:8.677697669147799 79:8.755622691904456 80:-0.8016343690569189 81:0.1391130359188331 82:-8.072974326651671 83:-2.285479091827705 84:-0.4839435581878062 85:5.783375334342024 86:-0.02384287300678167 87:-5.798711970760143 88:-3.730402183156881 89:0.9668407505385612 90:-6.740817301615643 91:-4.286415603902988 92:-0.1731174164410074 93:-2.084748372435067 94:-4.725618322757717 95:5.510388693572225 96:6.680726453867726 97:-9.949157675013854 98:-4.396362983449015 99:-1.782897325206247 100:2.344335456958576 101:3.816428830834275 102:0.5527056834361588 103:-3.766414025299021 104:-5.854453185817581 105:-1.893934644481775 106:1.636441247494002 107:-0.6309133757021894 108:-1.870746140770284 109:-0.07887791015525947 110:6.35320131546321 111:5.895672784459554 112:9.410731402988672 113:0.996348559821071 114:9.108156995079275 115:8.668011064272532 116:-8.023926686035658 117:1.634411995904794 118:8.627318643927962 119:1.905104339279321 120:2.306352112542667 121:-4.55164624370648 122:1.93797295363666 123:10.40325900311885 124:2.984754601056122 125:-0.6642495755946022 126:7.269222628578016 127:8.019996408718326 128:3.874977967593765 129:-0.01818446280459085 130:-2.890757512682876 131:-3.741836444153161 132:-1.535719326476435 133:2.276364167218025 134:9.42594100772072 135:-3.940113203008713 136:-5.057397181022481 137:-3.302702028103978 138:-2.93401429728565 139:0.3034486929768061 140:-4.88216908080422 141:5.152492899443208 142:-3.455439639700685 143:-3.893074932683662 144:-0.5063652474428291 145:-6.752488792992035 146:10.87218763598173 147:-2.398382141019388 148:5.601969869654427 149:7.012343693358321 150:6.81923248087939 151:-10.20950897076439 152:-4.035215597115412 153:4.379532759322919 154:4.68064342948043 155:0.645428113653707 156:-6.002486045376549 157:1.151897604902968 158:3.995682931014392 159:7.792676992450862 160:-3.754258182458427 161:-1.612972011884562 162:-6.217260496996813 163:8.189302317524982 164:3.944793312051506 165:8.673975316551015 166:8.479522663161648 167:0.6553324638253866 168:-6.442615786480107 169:5.534678788602033 170:2.685592080343778 171:-1.407763534011369 172:1.593701060300778 173:-7.601189790635076 174:0.7407798628075193 175:3.896146766570573 176:6.539106717270338 177:2.047176950831352 178:-4.102876250296576 179:-1.741532858178633 180:0.9186806933524423 181:4.966600568878367 182:3.908889920943016 183:-5.628903808354933 184:-8.652508298993107 185:-4.965334036351017 186:-1.928068609513341 187:2.807342030556616 188:-10.77329474337023 189:0.5561485272148019 190:0.217797997106614 191:7.327633225573265 192:8.325376140929359 193:6.761310956884577 194:1.859386963170007 195:5.57075869215234 196:11.41672371354406 197:2.04686980562959 198:1.654844959327338 199:-1.609547434282408
-1 0:7.638548343329785 1:-5.10609623542518 2:-5.046254564678661 3:-3.626311509322781 4:4.487559762225347 5:11.17912054934079 6:-10.8376069437625 7:-5.38206477480762 8:6.176831308847611 9:4.980053214398465 10:-6.363804132410798 11:2.928973391846849 12:-6.340100346220606 13:-11.51396262886939 14:-6.204415953377934 15:6.056432331346818 16:5.651848565308017 17:1.566365466878005 18:-6.428907824638295 19:-1.504646932760931 20:-3.155011376723843 21:2.294715999412274 22:-6.290313990544514 23:8.845059428556258 24:0.1865142015905993 25:6.028342728037133 26:-0.7129559715977094 27:-2.260821303001288 28:4.993695206596176 29:7.092074069928954 30:6.334185492875088 31:4.572547938764465 32:5.6165550697472 33:6.127711863910071 34:6.246883738119664 35:3.833903771196843 36:4.413929803552808 37:5.222201279733238 38:-7.586003525816363 39:-4.366992044483077 40:-0.2447696650074646 41:1.183136181285705 42:-1.11183684812531 43:-7.577388491223699 44:4.219616679507666 45:7.163545336991553 46:-9.557321050179022 47:-3.665064378766974 48:-7.259803484854755 49:7.391774707633195 50:2.252980333570642 51:-3.180149530589243 52:6.951981824097729 53:-10.53966757161202 54:-3.516422203389007 55:-4.256460709283323 56:8.168857815213533 57:-10.09911022049341 58:-2.676190058677152 59:-8.083435069901283 60:6.805180274375165 61:-7.58885780673846 62:10.17516283383781 63:-0.1496360101908775 64:1.478735990203865 65:-3.20591761582922 66:-5.490644420430264 67:9.697038633059577 68:10.65509302387145 69:-6.33727113762358 70:0.7865528874419641 71:3.157124756653179 72:-2.447699063875449 73:5.241443874650132 74:-4.549950437256339 75:4.209156490862934 76:1.326636818822227 77:-8.675970347634294 78:1.77870727515418 79:4.471281607962118 80:-5.005812300810336 81:-5.012077677303973 82:3.48598490441613 83:6.474765072173054 84:6.916773946322752 85:5.568265842290264 86:-3.214513320959715 87:-7.338652428768828 88:-1.244640581921921 89:-6.169582879734253 90:-3.304567218585039 91:-7.485015347292466 92:6.200084325916739 93:-7.531987193706538 94:-4.676784987035851 95:-7.72597862400873 96:10.26450456904044 97:-7.973916091834264 98:-8.104468361343743 99:-1.913548523102353 100:4.904997354189043 101:-5.719645525504429 102:7.39451350949678 103:-5.509518103034927 104:-5.107196060984478 105:-7.668235380482775 106:1.329139295476993 107:-3.123557035303466 108:-8.079634667745745 109:6.670913124785806 110:8.930969916186823 111:6.854143328771208 112:9.619921957347962 113:-5.467719461772747 114:8.706054764933372 115:-7.028111640860557 116:-4.138281807428174 117:4.417436797626848 118:0.6881708809808875 119:1.310870408555074 120:7.983911086977146 121:2.560101314657518 122:-8.632301412497299 123:-3.090726402612166 124:4.031111391866578 125:6.733010788037971 126:-9.466008443493486 127:-1.503034752623695 128:6.3515895521641 129:4.789467130884893 130:-4.479810101465628 131:-2.841175688707692 132:8.719975810118724 133:0.6757317993303723 134:-4.784025199967333 135:5.267683188909941 136:-1.589881692699343 137:7.14105403076848 138:-8.412171281856915 139:1.074370816343986 140:-11.14233306323166 141:-5.620795981142384 142:6.927931361116899 143:3.472169269974291 144:0.339448035437435 145:-6.648301132173634 146:-1.276748645059849 147:-9.713385448416298 148:-2.239050670640154 149:-1.964160310071873 150:-3.248260648584365 151:6.156964222736956 152:4.932381354080087 153:-4.986819891148967 154:-8.531868276018246 155:-5.525570720494899 156:8.060718031651492 157:-2.254194961574126 158:-2.564775670123257 159:2.898337110719659 160:4.679316463030833 161:7.563901545402989 162:-8.153275843619106 163:3.788311862724228 164:7.671516718196378 165:3.17899488500074 166:-4.765311229921244 167:-6.112391394380275 168:2.217659557123862 169:-1.995061908486214 170:-12.06821726548895 171:-9.834470310504479 172:-5.123440263589707 173:7.866728971440062 174:-3.760155186955747 175:-6.057321333027121 176:8.486308146954585 177:-2.770096270248088 178:-2.646345035738562 179:-4.460379180712134 180:2.691846812026631 181:8.7583999890971 182:5.530980256820401 183:-0.4435403994327181 184:1.449944537683607 185:-5.756570037980769 186:-4.378522461417291 187:-2.481503717071778 188:9.010506370174067 189:5.361569060083552 190:-8.923223905787074 191:-2.045079785514025 192:5.528239297314818 193:-6.654723151715709 194:0.07068716251243157 195:-6.133638441707706 196:-12.09894258909774 197:-7.875308207671087 198:-5.297935399083586 199:-5.288269629740425
-1 0:7.316287356803413 1:-2.401985401262233 2:-5.261111515017401 3:-4.188622233883267 4:4.188197718096584 5:9.464531399444915 6:-9.737102190637014 7:-5.812296605891428 8:7.372653622148906 9:5.677913714673198 10:-7.864709504930934 11:1.850097077933524 12:-7.842288050196335 13:-10.11440830713814 14:-4.678664045311657 15:5.395606912957216 16:6.121884663462185 17:3.121476474053033 18:-6.714032930212062 19:-2.109114182231289 20:-2.201566317009467 21:0.5153805397614377 22:-6.602249478999172 23:8.741930070814821 24:-1.465223502855995 25:5.870271872328376 26:-0.3362270147307482 27:-2.846536756026466 28:4.849020442650885 29:4.593088818886045 30:7.488547875741498 31:5.251686070745325 32:7.407425557991829 33:6.339539661100348 34:6.598339741143831 35:4.591634742445607 36:7.969511441290336 37:5.895266083573222 38:-9.562593030148145 39:-6.361541846108967 40:-1.286838291706552 41:-0.06436699360802178 42:-2.351355923154725 43:-9.364724305274892 44:2.235896659215684 45:8.452119691953285 46:-8.059642079487693 47:-2.679212429855384 48:-7.996637708215914 49:7.066169198217843 50:3.570525511166983 51:-1.605435366314272 52:7.896876938674003 53:-7.889226876397304 54:-2.69633255528543 55:-3.388422681412958 56:9.061751891170573 57:-8.897314953813703 58:-2.807168473775257 59:-6.549071903728851 60:7.790757932404431 61:-7.889965596037956 62:8.719224097983608 63:0.7690375192899493 64:0.3318345780829262 65:-2.112233271600048 66:-6.333160625112653 67:7.697688287307341 68:8.232977370374783 69:-3.976585667685374 70:1.374078409845211 71:0.8096065331578886 72:-2.384079396281021 73:5.646181452476305 74:-3.428576975352763 75:1.185651039560034 76:1.02412597567765 77:-6.530112164111813 78:0.7571573490640844 79:7.552862253137949 80:-4.532415262632022 81:-4.920277152149007 82:1.61914021137815 83:6.163774846988794 84:7.964486099905468 85:9.243262293799166 86:-2.699809102731347 87:-7.804101357429048 88:-0.6156681097145043 89:-5.664205348285833 90:-4.258047844382646 91:-5.501097917541077 92:8.769338033896632 93:-6.824076768108553 94:-5.358759161738503 95:-7.455249104185447 96:9.112386931938618 97:-6.724506303441346 98:-6.691560568635895 99:-1.337262673717036 100:4.046136985501446 101:-3.219458762640479 102:5.647281974910335 103:-5.937376902207062 104:-5.101498470443858 105:-7.203011060687555 106:2.182453102166909 107:-1.989496785264351 108:-8.955640261028943 109:5.736236966594817 110:8.867244943105858 111:5.271895829140452 112:6.825198731693992 113:-5.765972456281457 114:9.438702851310765 115:-7.87926701513055 116:-3.589392890723124 117:5.187159414404976 118:2.425348556732595 119:4.10122697532191 120:6.415679370830563 121:5.65115242288135 122:-7.954782938312627 123:-3.853587206402396 124:3.486011211708447 125:7.140751221579899 126:-8.248410414382166 127:-1.640292155410771 128:6.260372547457609 129:3.916336104169679 130:-3.804018377304403 131:-2.27609818105936 132:9.413285048471483 133:1.215414057614874 134:-6.181947901957866 135:6.134157352035592 136:-1.194952430727121 137:7.001924136973054 138:-8.015748753623958 139:1.778797044028124 140:-9.29755224524966 141:-7.043848104303245 142:6.169037104848957 143:1.975921234531099 144:0.3864984702028839 145:-6.092498432862453 146:-2.844315567332088 147:-6.459746475979562 148:-2.314175952431698 149:-1.053867403259732 150:-3.595549835174396 151:4.708851265197315 152:1.306730348899932 153:-4.261741458323994 154:-8.931126235047872 155:-5.10765747560766 156:7.943991472877062 157:-2.941147444784618 158:-1.292199691618876 159:0.9049325140923454 160:3.85802250193288 161:7.182589268714978 162:-8.549205540819777 163:4.125399288102602 164:7.062929836305296 165:1.744965225655895 166:-4.658598763511714 167:-8.043726197704734 168:1.996566782021584 169:-3.457410052743268 170:-8.718989570043753 171:-8.376070661501046 172:-5.627944925851642 173:8.18161365939185 174:-3.325300436500934 175:-8.419813986753713 176:6.71659624087335 177:-1.893433200384298 178:-4.629604746621474 179:-4.44424120074463 180:2.212351523010886 181:6.361812897663433 182:4.957561500404061 183:0.5215985328794746 184:2.499009528780069 185:-2.39428106875797 186:-1.985325277649007 187:-0.7738012528295031 188:7.90469925767945 189:6.203883148600219 190:-8.552871978298693 191:-2.03433076968299 192:7.130276084807019 193:-8.714099805437401 194:1.446610396583736 195:-9.870086507787695 196:-9.149343222455158 197:-6.713903073689954 198:-3.85286578662956 199:-8.254845097151884
--1 0:3.168486008849861 1:3.700604413395984 2:6.337455825434016 3:10.48591854604098 4:-6.420001235804758 5:-0.2059739686821937 6:-3.933522834069883 7:-4.144835525130966 8:-5.825340866336042 9:-6.810632927655665 10:6.27308746362885 11:-5.592597720691947 12:-7.917597504536474 13:-6.259999153319075 14:-8.815726614918074 15:5.453461750957161 16:-2.144155520617335 17:4.034818455256437 18:0.4003531611104707 19:-0.9631715581162557 20:-2.579873156556057 21:-7.739989863216362 22:-10.63049037194894 23:-4.22056702502944 24:-2.481716584115292 25:2.95922725859494 26:10.4556856615211 27:0.5780001950716829 28:-8.960643815270606 29:5.837736358207477 30:-0.1772076629740541 31:-0.6145263604666393 32:-9.808350367961662 33:2.443727703745422 34:-4.344027398910242 35:-3.489144823062476 36:5.522887077535627 37:4.139696545414726 38:1.143185175402863 39:-8.81087046390348 40:-2.818533042726646 41:4.975191047517281 42:-8.042249978182863 43:9.413102606795636 44:7.864178801237615 45:-3.611163230989783 46:6.576941706132763 47:-8.079596208556122 48:-4.43832864160664 49:0.3314867989426107 50:-7.350850776030168 51:4.707703932545772 52:6.170913102357845 53:-8.920839248265143 54:7.612765121391916 55:4.158872609924112 56:-3.286998116102188 57:5.642043852400507 58:2.668280888748773 59:-5.152007037187532 60:7.262236892131142 61:-0.04947941904845798 62:-4.306282251172141 63:-3.919457388552355 64:-1.358625038601429 65:-6.34157343896544 66:-11.56120505274673 67:-9.552193755504899 68:7.936492051749275 69:7.101552492199881 70:6.277035869372092 71:9.977693115393762 72:0.9013459579407931 73:6.919247925343339 74:-1.108516119642864 75:4.108396680787303 76:-1.59333968332804 77:-0.8493472141667111 78:7.911539556080001 79:8.444174177538745 80:-0.773557018530395 81:1.03362654722549 82:-9.829553982723105 83:-1.035715423911369 84:-0.02801498007078151 85:7.552275350055971 86:2.631243036930889 87:-6.233323526271963 88:-2.684310161829517 89:0.2423263410942877 90:-2.904417188749239 91:-5.658872867908565 92:1.805450768331775 93:-0.7525995080051944 94:-4.018954805699243 95:6.267793680144098 96:7.965706829945902 97:-10.20984477214827 98:-4.30236782257361 99:-4.99084495070853 100:3.643955901030047 101:4.947439811980878 102:1.740345738255513 103:-3.277661800943148 104:-4.488268442980095 105:-3.699676614674317 106:-0.9135106942339792 107:0.1524167028532235 108:-2.729773623913354 109:-1.137404837488506 110:4.952532867121439 111:7.603796673439989 112:9.495191048737734 113:2.350374615376863 114:7.438333402202683 115:8.19041962350885 116:-9.268957523357113 117:3.271593358232019 118:10.56704852521403 119:0.1989368975183368 120:3.345180967577604 121:-4.249565521913204 122:3.282009210127245 123:8.348209027499049 124:3.255794632310222 125:-1.035646574033926 126:7.595227770823578 127:9.218364680405951 128:5.881220741627147 129:1.615899423407475 130:0.544709838881077 131:-0.2210312661701002 132:-1.851558577135956 133:1.327873121200658 134:10.63066660608281 135:-8.202016405285283 136:-0.9990546132390432 137:-4.765777988861624 138:-3.185039244433858 139:-1.829466336704749 140:-2.377098735941972 141:4.621708822012007 142:-1.710925340785853 143:-5.943714736162475 144:-0.7910834773701445 145:-5.449604311539449 146:9.083296418598525 147:-2.956818591256966 148:4.627878629500144 149:6.493659282467404 150:8.06821090664357 151:-8.831545105218687 152:-5.081909717390866 153:4.031435989060046 154:5.06755879063174 155:0.5925289056796734 156:-4.943974068032798 157:2.378530856494864 158:4.240390993614558 159:8.024682861784319 160:-2.842390460072383 161:-4.570898485709511 162:-5.483578069634555 163:9.899914674604386 164:4.861999456518125 165:6.58483669468587 166:5.642358649047127 167:0.6932235711210557 168:-6.275722120730626 169:2.762845895519158 170:2.483279197706259 171:-1.879571591131374 172:2.918622325484609 173:-5.554881000064087 174:1.72619195673432 175:3.278624035699114 176:6.20890642079172 177:1.69638929933819 178:-4.466251749791883 179:-0.316174527600632 180:0.7048414804730438 181:5.523241584488478 182:2.123434987344196 183:-6.333260187096858 184:-3.956950433291458 185:-5.835957413508125 186:-4.222324773457123 187:3.905134311872139 188:-8.657870886968396 189:-0.04115343518859937 190:0.2025658218343018 191:7.949201493231667 192:9.214996026583721 193:5.509271127782847 194:4.473258527922118 195:6.169090028659799 196:7.661799460361264 197:0.779491613114057 198:2.545723565036381 199:-0.8968565055109208
-1 0:6.666670574872169 1:-4.386060730224695 2:-5.766548252210233 3:-2.603377285905641 4:4.54515295307508 5:11.63748702892014 6:-9.975161787815402 7:-5.79693873499369 8:6.600899534042202 9:5.778630354030561 10:-6.440490386869135 11:2.850872339362486 12:-6.467248515989034 13:-11.90515762249349 14:-4.460150665875297 15:4.7761350194331 16:5.457014590802946 17:3.455685883369348 18:-7.549173232677576 19:-2.721097855199967 20:-2.832088742995988 21:3.123664570304737 22:-7.434876080578083 23:9.086793918706253 24:1.190378371990785 25:4.79090159655324 26:-0.9957545892777018 27:-3.108304783456588 28:4.982704344376445 29:6.891578064807895 30:4.401344819981395 31:1.381604762496184 32:5.578930990490988 33:6.920588790611482 34:6.542540218819295 35:4.37056426747145 36:6.595086988611124 37:3.652684906131509 38:-8.444561067281832 39:-4.123928182670075 40:0.1836579309523998 41:-1.021039076313747 42:-0.7285606451243858 43:-8.916339181084021 44:0.9637232557785635 45:6.994929448491148 46:-11.10550913584839 47:-4.607354976362201 48:-7.108901917101171 49:6.410431721618179 50:3.211377558688822 51:-2.039405703798716 52:7.976870287799968 53:-8.894988872501749 54:-2.245197534528073 55:-2.280935437619088 56:8.098176913311473 57:-7.599449723886786 58:-1.115502850392937 59:-6.277300435017723 60:7.291099476232349 61:-5.439695759564244 62:10.16897610946897 63:0.8306564589339454 64:-1.800995732007182 65:-0.2448025601188659 66:-5.080041057410054 67:8.454449613212571 68:9.073773908593752 69:-4.087351227063464 70:-1.221961824947818 71:2.327098985775735 72:-1.251729893663904 73:3.645816836367938 74:-4.372055056091948 75:2.431394057327375 76:2.843142453803512 77:-9.102442639318141 78:0.6186534790582039 79:4.70803417756539 80:-2.902817251373912 81:-3.48409255218213 82:1.90925410436457 83:8.192360675836305 84:7.723654603075055 85:8.753853113947478 86:-2.672997226398069 87:-8.57618445900323 88:-2.187926828608686 89:-6.943955025119634 90:-4.898543773345336 91:-5.943785033703595 92:8.889803640040499 93:-9.08737032081091 94:-5.65736231986538 95:-8.74945010839518 96:10.09307466833781 97:-6.806137573542599 98:-5.600477157805017 99:-1.349299197817051 100:5.994348295445104 101:-4.613704723682586 102:5.425717593525637 103:-7.043119451591878 104:-4.402855566490095 105:-7.225008060410133 106:2.240866496555716 107:-3.014570379837892 108:-10.903243625446 109:5.120848205357613 110:11.25728340211034 111:4.753646463161518 112:10.77564944969794 113:-6.711059532757599 114:9.899525132259196 115:-7.618717976424088 116:-2.917706468909407 117:4.963016340047826 118:1.915597351073371 119:3.774429942477401 120:8.627710772298993 121:4.351945957891985 122:-5.471905028285278 123:-1.405748750644286 124:3.829040567341713 125:6.669053840239085 126:-8.213410056409504 127:-0.501782794040482 128:4.737401767430064 129:6.451566865443707 130:-3.440886106731499 131:-4.408342049084581 132:9.75043121770136 133:0.7753597999559563 134:-5.115080120068317 135:7.018944946640983 136:-1.595393837378543 137:5.885140580328536 138:-8.213486707634477 139:1.853153158203223 140:-10.58645932841393 141:-7.989497535998803 142:5.369709247926465 143:2.29889364342374 144:2.247317567199035 145:-5.39068680904388 146:-0.5410831580860107 147:-5.701546358252814 148:0.04524661575937361 149:-1.857109652686873 150:-3.903063270168504 151:5.557302450984512 152:2.572061779561873 153:-4.733562333844853 154:-9.880405797778215 155:-6.892815978917273 156:6.857363189184016 157:-2.181956931568726 158:-2.235139545561381 159:3.858007797539662 160:5.949619248912295 161:6.773968966795612 162:-11.22769989901686 163:1.15642759012567 164:7.464477525029613 165:1.934513522880622 166:-5.20914089231756 167:-6.548460397884004 168:3.412271844744377 169:-2.806770992676816 170:-8.516890554781622 171:-8.32305584941018 172:-5.842430971591047 173:6.954205885046705 174:-2.706165832151973 175:-6.882189170415897 176:7.63462884868826 177:-2.580922711979224 178:-4.38170679711118 179:-2.143786417028853 180:1.676828976747643 181:6.507078078777568 182:6.833442736844283 183:-1.283143127102402 184:1.827074692002621 185:-4.822659986232559 186:-3.239651484279614 187:-1.77911258782163 188:9.241112979436876 189:6.970955533919651 190:-7.742318800960349 191:-3.334726537741242 192:6.754621742396687 193:-6.501130132921565 194:0.9934938963317446 195:-6.030120258867319 196:-8.709514920389987 197:-6.825651820097866 198:-3.658421396257108 199:-6.630812216872565
-1 0:8.411563494378219 1:-4.69746258110725 2:-4.92647766113734 3:-4.556279459471863 4:3.253317920913995 5:9.993169505202991 6:-9.264805842825711 7:-4.462295735044655 8:6.866718050822601 9:6.279658106881508 10:-6.793002275961654 11:2.596538361405363 12:-6.303044782114389 13:-8.983836513217241 14:-6.782390788038471 15:5.108119078953797 16:6.062206526400456 17:2.300121424616083 18:-4.526918250971558 19:-0.8082661636403061 20:-2.2391695260131 21:2.060171923026669 22:-9.232374412169177 23:8.98508380461158 24:0.5286562050864854 25:4.388815237445948 26:-1.310294847726321 27:-2.020523395500406 28:4.795754275227792 29:5.148354946291427 30:6.78538663775239 31:4.322193509595358 32:7.572448432047639 33:6.47692663952946 34:6.516645467227489 35:3.52635360732693 36:6.936346149815418 37:5.975305389328319 38:-8.942358667899068 39:-3.594827873948816 40:-0.8329804350472937 41:-0.2865534854673302 42:-1.331779465621624 43:-8.74536977980549 44:2.183195497528039 45:6.693101947834854 46:-10.99753804230479 47:-5.147066286087422 48:-5.581892036881957 49:7.815075133893039 50:5.095865438905983 51:-3.197507113353528 52:6.86186947408205 53:-8.02721922898435 54:-3.442994527851906 55:-2.773200264772861 56:8.602325472595197 57:-7.235279104572324 58:-1.324342390878382 59:-6.979670223981899 60:9.118393311227237 61:-5.654291266401759 62:9.077449067516078 63:1.071432454604255 64:0.002454135983262717 65:-1.593588406064733 66:-6.867842581557818 67:8.114870734329427 68:9.852068279987488 69:-4.132075185945841 70:0.5842544849142424 71:1.992270723724454 72:-1.69497376024337 73:6.111760560768451 74:-1.969615160901686 75:-0.06681562958059439 76:4.988735933791753 77:-10.78567324318501 78:0.5731733359587071 79:7.472663172180749 80:-4.817220962510705 81:-2.537858246321438 82:2.754120770385911 83:6.776039434998602 84:7.797646506679465 85:7.719530377078916 86:-3.407528741641223 87:-7.303046821584331 88:-0.7051522148501878 89:-6.661128997458252 90:-4.554028115345215 91:-7.107513437515398 92:8.772812270565309 93:-8.578683358413299 94:-5.210478952595321 95:-8.475080013143518 96:8.812555204608136 97:-9.813420982239229 98:-9.065401648641922 99:-1.274028725222238 100:5.93996163782257 101:-3.948611022897759 102:5.995250758258532 103:-7.130238420697768 104:-5.68632539228889 105:-7.496027235591579 106:1.608381266366165 107:-2.68195114520667 108:-10.04583558269846 109:4.127409134654157 110:9.879463629653729 111:7.193020043285587 112:9.541327169591963 113:-6.549642699302469 114:10.3475323605042 115:-5.558479538093358 116:-4.082682496802495 117:2.25668314808365 118:3.628029438744161 119:3.853330309594558 120:7.052112161137495 121:4.765562810652971 122:-5.819205685578922 123:-3.447895267732569 124:4.318570156001372 125:6.179845460668307 126:-9.319793221172961 127:-1.621795749412864 128:6.525363809232541 129:7.152877382249052 130:-3.081200536848487 131:-1.370444097812969 132:11.63006157484914 133:0.09165564276824642 134:-3.434951658673236 135:6.441494974968083 136:-0.6657683044843266 137:6.213534535210099 138:-7.425578934672975 139:1.777827205435052 140:-11.12612487726605 141:-7.946209691175619 142:6.181338039783689 143:3.016763835111083 144:0.5069288712884545 145:-5.530686664347678 146:-2.091813227318025 147:-7.649854042741423 148:-0.1306958494511103 149:-0.6137221308048988 150:-2.789404475905133 151:6.136671816474796 152:3.151631920589388 153:-4.055217407748941 154:-10.34208252944181 155:-5.713675260102629 156:7.470850555854579 157:-1.33358443970377 158:-2.358147046596403 159:0.6062662896351061 160:3.492203809503113 161:7.642849283384533 162:-7.795023818318998 163:3.035220708652929 164:9.782415981694195 165:1.579613215656144 166:-6.154825760464942 167:-5.512108514817883 168:4.337033543252157 169:-1.440675382498993 170:-11.08554626358057 171:-7.934877535574792 172:-6.548091175765845 173:7.60612605291197 174:-3.929856786486719 175:-5.416149988219893 176:7.239890235901062 177:-2.55970526806507 178:-5.039285723405864 179:-2.827783013028321 180:3.198796596614194 181:8.395913371330982 182:6.811158740043954 183:-0.850827813791956 184:2.507171003776 185:-4.86209402241747 186:-5.325420407685817 187:-2.703852473956088 188:8.463936926138993 189:9.031603623176043 190:-9.342645838675642 191:-3.109209102192513 192:5.324007892971439 193:-5.390605285234297 194:2.74488050147935 195:-7.095027817266567 196:-8.972222727154255 197:-8.669026827173763 198:-3.633933236328364 199:-5.894212261379025
-1 0:7.588785550404241 1:-3.672487326640574 2:-4.569603917776234 3:-2.706870850982187 4:3.593273183716995 5:11.94783191669853 6:-8.82141023452937 7:-5.341592114348808 8:7.31153777601292 9:5.215318159568413 10:-6.892453562494333 11:3.379665791696981 12:-6.940178674427297 13:-8.127050091807925 14:-5.137394714434066 15:3.842223435111984 16:6.032954187500533 17:3.500545355562932 18:-7.512384066098229 19:-0.4795081121488872 20:-1.976410130324251 21:3.721892854150163 22:-8.131602607820739 23:9.335124759892793 24:-0.1795080043520693 25:2.651832108055471 26:0.2979695493529729 27:-1.358851808280925 28:3.506349203158645 29:6.140184677470175 30:5.866788570832338 31:2.872945902732834 32:4.407074045866097 33:6.398216773068901 34:8.873427972212466 35:4.422304553421268 36:5.832012403597536 37:6.214331939246944 38:-7.679134976557131 39:-4.100327706425581 40:0.1834006598431972 41:0.1172484160374511 42:0.7838895531302621 43:-7.485476069698915 44:1.330797728585802 45:5.874866256327144 46:-10.13319728371114 47:-4.426328336855533 48:-9.253963942946756 49:7.361957607102616 50:3.085473092368853 51:-2.052401412017601 52:5.233480135039913 53:-8.182030211884639 54:-1.86814427112202 55:-6.744553610020608 56:9.343442482687308 57:-6.992175897762582 58:-2.050723808084398 59:-4.502237181602916 60:8.880447537550902 61:-6.815737177748641 62:8.566929977944545 63:0.8624232328897263 64:1.462945827102242 65:0.9144023874318026 66:-4.258295762898372 67:7.331490932640973 68:10.83160369898985 69:-4.269323655121784 70:-0.4129084553207041 71:1.775840663367304 72:-0.9000816548926827 73:5.948471024875217 74:-3.165126118261977 75:1.356622961840004 76:3.908099129820057 77:-8.939635674951747 78:0.3682530811615921 79:6.573517573569178 80:-6.403595580626753 81:-3.686830764077416 82:3.425384567509424 83:6.005345560295562 84:8.741985505945234 85:6.224821273915788 86:-2.977151901885571 87:-7.431074984045536 88:-0.8481464094157493 89:-5.816699879772755 90:-5.41875650096773 91:-6.561574542157285 92:8.02274405756817 93:-6.690386668745224 94:-5.784715664774869 95:-8.878184165862477 96:9.903846436741937 97:-5.819226085320922 98:-7.074572481308527 99:-1.837732157904838 100:4.434508011773692 101:-3.835287368726137 102:7.305252381136148 103:-8.230032241483347 104:-6.02558270547989 105:-7.834457090774904 106:-0.6059381150314551 107:-5.07704547520555 108:-10.3611066766773 109:5.39387581004537 110:8.617384252238317 111:6.938249025121195 112:8.752276665060025 113:-5.457904245981337 114:7.65639523302796 115:-7.873950616099624 116:-4.984866762494805 117:5.225262963922187 118:0.9200836959990282 119:2.681918440624639 120:9.04906031324249 121:2.391592885754643 122:-5.806103591522839 123:-2.831000725867681 124:3.486276453429696 125:7.786356257719312 126:-7.202069825895575 127:-0.7540988656084392 128:6.850812166437594 129:5.455577069365614 130:-0.2166417577336781 131:-1.722896702163219 132:7.968015366611777 133:0.5383101406369083 134:-3.952469388808865 135:6.584795319168081 136:-2.537659434190001 137:7.103901299506897 138:-9.041389657478765 139:0.4358923340557517 140:-9.949054818993865 141:-6.811017257473534 142:7.411286549059174 143:4.047967705611116 144:-0.2409577708684723 145:-5.653766479169754 146:-1.96668091799101 147:-8.504664699198743 148:-2.286537146698864 149:-1.648063765247622 150:-4.490039673358379 151:5.153335425210631 152:2.528160233921117 153:-2.90305240151023 154:-8.813789172791154 155:-7.341471302802317 156:6.858962762260066 157:-1.49966310446596 158:-1.089350097574618 159:2.216749111492812 160:4.877688375618156 161:7.790667027938046 162:-9.862262923738854 163:1.188998705196508 164:9.81856414125363 165:1.038994076163184 166:-3.168389195199254 167:-5.412084522765507 168:4.304642364464593 169:-1.158128298505949 170:-10.49502869375708 171:-8.030194511684371 172:-5.557365720665401 173:6.237098370248809 174:-4.269950099619796 175:-6.787528950703425 176:4.850024753531081 177:-4.705303260289424 178:-4.729056884406129 179:-3.700569146977465 180:1.937455462620854 181:7.559027654954256 182:5.80808081036755 183:2.12644763985726 184:1.55357996599927 185:-4.775094256210366 186:-4.432270644578984 187:-1.394725038101578 188:6.813970684512614 189:6.217109990776919 190:-9.821915302134423 191:-0.9836795364897164 192:4.994936655919699 193:-7.817073343605175 194:0.1209465473177997 195:-7.221291158290369 196:-9.869418150191267 197:-7.404880858862068 198:-3.422272134407821 199:-7.509109680901556
-1 0:8.522319073487941 1:-2.751339242281788 2:-3.770012674753032 3:-0.4168101462053113 4:4.633125855297973 5:10.08473333919413 6:-11.09894847224993 7:-4.606321338143496 8:6.402981951083517 9:5.236687977269784 10:-7.283764693775712 11:3.837084538590728 12:-10.36332586602351 13:-8.771437205379449 14:-5.646056937926517 15:5.588261691136002 16:5.206252782204562 17:3.37852091955318 18:-7.307494299745827 19:-0.7912211305088022 20:-0.2806878193710198 21:1.869533506486452 22:-7.504996298747378 23:8.630306134103334 24:1.675428586954986 25:2.659981531382043 26:-0.1978337838117389 27:-2.666554472031885 28:4.771257572668594 29:7.375754475798928 30:6.944338083361711 31:3.729885104109899 32:6.77602682650949 33:7.163219604090489 34:7.433305794406682 35:3.263734188629117 36:6.454827417068512 37:5.564179540452196 38:-5.484320935922118 39:-3.230744774836055 40:-0.8795086603733699 41:0.4062411716264233 42:-0.1175256296640563 43:-9.699112086278634 44:2.983497739276389 45:5.410163312295622 46:-8.509634975079544 47:-4.833997666936384 48:-6.348100071683749 49:9.707675038281851 50:5.001516805711927 51:-3.57837471039075 52:8.271348265341061 53:-8.796465730141602 54:-3.209704515811925 55:-2.629306065860934 56:7.037718089275916 57:-6.553942957874946 58:0.005771324244337794 59:-6.601659798665671 60:7.922172760508997 61:-4.706074634391457 62:9.169382584920562 63:-0.2730818232988121 64:0.115588383296093 65:-3.395219147205307 66:-4.911448935997463 67:8.485408879365485 68:9.192323213058998 69:-6.268209123808042 70:2.045973118734385 71:3.583753243412592 72:-0.3200322125607107 73:6.556414589990987 74:-3.736894829933594 75:2.697743150029249 76:3.435625992966748 77:-9.058027058590648 78:2.06610952422468 79:6.164621631900326 80:-4.215741096623985 81:-3.882228476245433 82:0.7843477099363161 83:6.576469658461953 84:7.67200813016796 85:7.190085422780268 86:-2.5183286009881 87:-8.435497638284563 88:-1.038605005902961 89:-7.035300453983652 90:-3.442256832183395 91:-6.799392245257327 92:9.113312301827646 93:-7.456602602058218 94:-6.633983002259418 95:-6.708060452771516 96:10.38931582470251 97:-7.087548309263251 98:-5.33093036339999 99:0.1240313917099152 100:3.712102258888147 101:-3.505148322031806 102:6.48181232918083 103:-5.641532851505802 104:-4.363810029898824 105:-7.633230587622699 106:2.305468845220042 107:-3.097577367732417 108:-11.38438229073129 109:5.638003358345325 110:9.52647822160873 111:6.191421069210614 112:7.460808626616575 113:-8.186587816382236 114:9.597595965889546 115:-8.925626803949404 116:-3.785584484308328 117:3.018251718828416 118:2.99709165185537 119:2.415007337417762 120:9.862767162346172 121:4.410175998709017 122:-5.764594867148344 123:-2.309753455630676 124:5.555443640633321 125:6.701377436926889 126:-8.667000957741831 127:-1.858226614384737 128:4.426300628947761 129:4.923490824771314 130:-4.787280400726071 131:-0.9215568245914685 132:9.363191295992364 133:2.08137381961552 134:-2.127609456277048 135:8.505790532952291 136:-2.279543951484364 137:3.991659238957522 138:-9.262181100488133 139:0.2197056000507912 140:-11.36585201393586 141:-7.70613579913284 142:5.466883161990541 143:2.735848764457939 144:2.258675667932605 145:-6.618086479436313 146:-1.462528886957688 147:-6.334141056892403 148:-0.7593533854784406 149:-2.24264940975888 150:-2.170020321639946 151:3.887916692326367 152:1.652196423022575 153:-2.697118394215097 154:-10.17600546126235 155:-6.243724538878305 156:7.28101814076504 157:-1.871876721035417 158:-1.424794717825504 159:1.506857028281094 160:3.283871018682633 161:7.507861216296821 162:-8.252104410032372 163:2.225233669909121 164:8.111478833006061 165:2.008209870674084 166:-4.016582683337988 167:-6.140155731135584 168:2.638127031208309 169:-3.402214202224132 170:-10.46812996871074 171:-8.246634722558047 172:-4.624141670916639 173:7.147433312260779 174:-4.154560353850766 175:-6.135802243223242 176:6.398770928744105 177:-4.298986149578825 178:-2.297846323962541 179:-3.63890879874195 180:1.257118184955986 181:7.866217181380563 182:2.957010443935432 183:-0.2983112561076003 184:2.471388144633667 185:-4.122132414009784 186:-4.618890305984953 187:-1.057572009434925 188:8.29664018776476 189:6.055518969029685 190:-9.867968902429311 191:-3.000352372481541 192:7.772668196550345 193:-6.89878394348109 194:0.4168039352034742 195:-7.471865848418704 196:-9.378043804085454 197:-7.332370578322469 198:-6.208884386382589 199:-7.775915936441742
-1 0:10.10757820278306 1:-2.501752819880798 2:-5.671194257622168 3:-3.352658645668886 4:6.936091375494314 5:8.283088341828007 6:-10.26753203650109 7:-6.869787038184291 8:5.152135055993755 9:5.928582400681328 10:-7.527104627130285 11:4.33753953160032 12:-8.110223151183529 13:-8.384601475564091 14:-5.177982863551632 15:4.856260562301867 16:5.698379411560929 17:2.693462265847287 18:-8.276353813310987 19:-1.898701710393198 20:-2.493323430488746 21:1.806722640726891 22:-7.481519604534832 23:7.954185083333518 24:-0.7072204191898075 25:3.278704515897601 26:0.7622789097372944 27:-0.5677587836050391 28:4.307461286107914 29:7.611047241385453 30:6.348526836453677 31:4.17853839675995 32:6.57507644667726 33:6.313191058770741 34:6.390807068973821 35:4.303175942590657 36:7.106444498343706 37:4.987075483311936 38:-6.344025575017595 39:-2.86807625616721 40:-1.067601593391317 41:1.284350259890746 42:-1.586076521397538 43:-9.391052249513406 44:3.374674000278831 45:6.663033711801698 46:-8.47087648272867 47:-4.439530517721362 48:-7.530327373167562 49:8.150939766588506 50:4.584369225302221 51:-0.9737039366228963 52:5.245402822474923 53:-6.970204061270842 54:-0.5534626967854215 55:-2.496716870533777 56:9.292034193139065 57:-8.809301761843845 58:-2.852855464563435 59:-6.875857458722996 60:7.71928917821514 61:-6.328573223290451 62:9.535670998369886 63:2.39847324822601 64:1.293317737835376 65:-1.581743942757138 66:-7.46436260866481 67:8.575036811515551 68:9.154150713353971 69:-3.662284868207204 70:1.12241149602632 71:1.276445310993698 72:-1.53028483048366 73:3.610633346255276 74:-4.459195017134576 75:2.270038709463592 76:3.083922627096134 77:-10.87452089881951 78:0.9482852898918512 79:4.668341953126448 80:-5.260118364882783 81:-3.18821434635092 82:2.814730574554109 83:6.546125720869767 84:8.324186998546709 85:10.10660718949383 86:-2.966031117756574 87:-7.986331068664058 88:-1.018834898022875 89:-8.192032488529138 90:-5.461913595027902 91:-7.565534816125066 92:8.493969322896609 93:-9.233770636206922 94:-5.632579344553457 95:-8.46078417385551 96:9.214339571453195 97:-8.825330803808626 98:-8.458753407428878 99:0.2848292224394471 100:4.616323211227943 101:-3.953294858343154 102:8.25369400840278 103:-6.294469652589752 104:-4.061671395375287 105:-7.747635125973696 106:1.53145061803835 107:-2.437918524409118 108:-9.255004943295663 109:5.223765230983387 110:10.70171190716106 111:7.119549730625401 112:8.625173850817701 113:-7.157214466023767 114:8.997456271857924 115:-7.564167474595289 116:-3.472127407986275 117:2.964232344249432 118:0.9109321684838001 119:5.208924079783183 120:7.749056421891424 121:2.636522858747885 122:-8.89853304274164 123:-4.917682401411637 124:5.747631820225971 125:5.881716975353417 126:-9.200419196138958 127:-1.167352389535929 128:6.225219081180843 129:6.388187210247361 130:-3.107896413586347 131:-2.348872315862796 132:10.30645175742143 133:0.5686067457076069 134:-4.800181451050306 135:7.895211312934368 136:-2.920556795745819 137:5.831674333820237 138:-8.629529214213038 139:0.2248939336069842 140:-9.335267166768196 141:-9.294680529379558 142:5.930713678549307 143:3.157852263396709 144:1.708235441907442 145:-5.591461368846403 146:-2.048349215935336 147:-7.29821766395728 148:-0.7665568083215724 149:-0.3214276112495031 150:-4.495061883417171 151:2.745765590545296 152:2.819551444646139 153:-4.538827299095287 154:-9.691824851119646 155:-7.717688997525666 156:7.726594254148305 157:-1.859676145519495 158:-2.607622636979795 159:2.396432931993403 160:5.060614434665571 161:6.466366136462818 162:-9.343719599231349 163:0.7685406664145606 164:8.645107742271215 165:2.265160084897534 166:-1.155803337885764 167:-5.559241707129938 168:3.840862207274587 169:-1.028961987309107 170:-11.41625080720843 171:-9.128665604237588 172:-5.369316644123547 173:7.934889348142462 174:-2.787355449650952 175:-5.32553197542176 176:8.301833674325302 177:-3.398982515306581 178:-4.899562675102749 179:-4.372518470568996 180:2.341413647926101 181:7.231475908415086 182:3.472866644415234 183:1.04989750144574 184:2.124061926249409 185:-4.402475178099934 186:-5.32793304917329 187:-2.502973937603335 188:9.831023602935518 189:5.662349882455981 190:-9.524957453513441 191:-1.937901896718635 192:6.257582579538121 193:-7.451808930734509 194:-0.184020179571777 195:-6.759550117751979 196:-11.65522100719915 197:-7.46673815784247 198:-2.861951043885363 199:-5.771763543959736
--1 0:3.783356432366807 1:4.741794268789025 2:6.074932142929908 3:9.869862298449481 4:-7.414201429922631 5:0.1899939189265791 6:-2.058008729871582 7:-1.694570797768183 8:-6.172684901751134 9:-5.064793665651423 10:7.695649234062584 11:-5.572690321462514 12:-7.30527960295066 13:-4.515493412771942 14:-7.641219868087156 15:4.963442790410483 16:-6.051732999062336 17:3.433934403536313 18:0.02446998259184496 19:-2.636911109994231 20:-1.757128173805315 21:-7.516688298576365 22:-11.78376996066258 23:-3.234609206186018 24:-0.9075760774113066 25:4.089846273731066 26:9.04816902540666 27:-0.9963449638595721 28:-8.335813617284767 29:7.489627375193267 30:-1.84480167065789 31:-1.636020825152761 32:-8.812655606077293 33:1.882062372264598 34:-5.498184725711317 35:-2.680693557604552 36:6.078646127857913 37:4.567865100095254 38:3.881673059757877 39:-7.681007458381767 40:-2.710051848009165 41:2.359078488373388 42:-7.007499804701073 43:9.969806209293061 44:9.263595608445256 45:-3.103164013246964 46:7.020782452256344 47:-8.588592553364091 48:-3.651331132870084 49:0.895522439464999 50:-8.528976520723111 51:4.915349781533587 52:6.491819521223195 53:-6.9136236937234 54:8.14149003169457 55:4.892300756331067 56:-2.054334728944389 57:7.566728316501603 58:1.612251348184499 59:-2.404627886639652 60:7.029931196843335 61:-1.69470428476328 62:-3.303797329388229 63:-2.48753860124951 64:-2.827335497139259 65:-5.780132326177242 66:-10.4704693754133 67:-6.83449765396368 68:8.684985833939091 69:8.660404831192926 70:9.571995389841351 71:8.07715517214243 72:0.003361211731530728 73:5.125054802845364 74:-2.129664525334823 75:6.306764164073717 76:-3.919749485310198 77:-4.136074620500025 78:8.058115632076452 79:7.545690946318759 80:-2.639475963986383 81:3.230751193627066 82:-8.658513167865339 83:-0.6683072846330405 84:1.013254838611449 85:7.841226855311849 86:1.526141922637395 87:-4.842372954626065 88:-4.579902155537807 89:2.484497492038892 90:-4.475180505389075 91:-5.962791163246689 92:1.310467735184566 93:-1.114059949388343 94:-3.700238420678112 95:4.814978506528373 96:6.210944426120063 97:-9.708158275231144 98:-2.650136829131577 99:-2.121481775713519 100:2.819059525422689 101:4.257977300336873 102:-0.01104173499761518 103:-2.55890099431957 104:-4.832077926656137 105:-2.314583703670019 106:1.772674172025168 107:0.6821192011820261 108:-1.92009643288911 109:-2.018255437201515 110:6.693629588697512 111:7.341149915761648 112:8.677324643815433 113:1.62806052801859 114:8.233746532320568 115:10.24397757249946 116:-10.34185160147855 117:1.448107397919228 118:6.505552698164973 119:-0.004333299022077741 120:2.162705987765416 121:-6.028049574865264 122:1.617495224359341 123:10.30672890264927 124:5.36887346304225 125:-0.08266430973269367 126:8.553727784252565 127:9.265088612596621 128:6.536824660985758 129:-0.06460117710304591 130:1.863891534808648 131:-0.05712530994286613 132:-3.187337592496992 133:1.461124556727866 134:10.33445681625139 135:-7.699312568842872 136:-5.107669312966362 137:-3.237820013025944 138:-5.570826830951912 139:0.1259935791796287 140:-1.807403261534476 141:5.689869104858168 142:0.04588962019534559 143:-6.643565637780144 144:-0.2470927442088313 145:-7.084927442919951 146:9.021112802510324 147:-2.052072369773802 148:3.749662618826322 149:5.709503391717674 150:8.458878075004577 151:-9.345343567372073 152:-3.444942960862678 153:4.268801759175355 154:3.423494659999536 155:0.5938044253933865 156:-4.138051852528797 157:3.748592146507137 158:3.782421854784959 159:7.495343965196782 160:-4.108511691248586 161:-3.525878627165109 162:-5.253450455191616 163:6.682316223807364 164:5.338865937777324 165:5.571390640023104 166:8.451853258754637 167:2.074891657004224 168:-4.914079478676626 169:2.719603897628467 170:2.330365313065792 171:-0.2518852617436961 172:2.480793191227261 173:-7.653535161256422 174:1.80704346496645 175:1.767383175269192 176:7.447045909480011 177:2.751743581822392 178:-4.274943817811002 179:-1.751533794090613 180:-1.473188758811545 181:7.055573147229326 182:2.17353032474074 183:-5.183451640573213 184:-5.138120519372865 185:-6.713484735643966 186:-3.873674967099968 187:3.002264197316166 188:-12.4147622886758 189:3.986149654825136 190:-1.280820475047486 191:8.18258675378817 192:9.503451461605085 193:8.091762874070131 194:3.728878681432047 195:6.885319762845391 196:7.623363602501055 197:2.927169070395942 198:0.1229641901495167 199:-2.028838068106174
-1 0:7.369418511026062 1:-4.180554116897032 2:-5.857607804034064 3:-2.655388875158772 4:2.137253709240704 5:9.666592627014451 6:-7.547062637965515 7:-5.191956318415249 8:7.628517284419894 9:5.489343278275748 10:-7.334115958045269 11:4.98252187844392 12:-6.719249021037558 13:-8.36859874596874 14:-5.453219558954032 15:3.278992826889393 16:5.055494519117046 17:3.385892185915545 18:-7.156436741841732 19:-3.099170434336973 20:-2.195358538471093 21:1.658049762195105 22:-7.48009847272324 23:6.820432047758359 24:-0.04967303624298697 25:2.102889029437808 26:-1.197776960467061 27:-1.508774202758482 28:3.708721758396349 29:6.621136354247049 30:6.354550428346561 31:4.224816403291968 32:6.640846267636357 33:6.302556843818631 34:5.891122236852782 35:4.315338035183464 36:5.782619085885972 37:4.547787351517202 38:-6.468612129207655 39:-4.224767638705656 40:-1.103192826550247 41:-1.939602571151107 42:-1.736662062391236 43:-10.09030203871866 44:3.372992458856699 45:4.776155610686749 46:-8.069843190293929 47:-6.093940831401195 48:-7.811032913308916 49:7.107190103179772 50:4.737312751991733 51:-0.02943084486196401 52:7.207116039072338 53:-8.484478724987371 54:-2.749656737533892 55:-2.035498497436522 56:8.835297538929279 57:-9.108075411411475 58:-0.8417976180962234 59:-6.852481526331864 60:8.268397839700681 61:-5.096020164001636 62:8.819115168434056 63:0.3036046893638872 64:-0.5033823000424476 65:-2.257946297398882 66:-3.9676502062302 67:9.562767628239078 68:8.82062909986765 69:-5.123899948257293 70:-0.1712743210282418 71:3.730732940944545 72:-1.580485124941369 73:3.905248528052598 74:-3.493879007983424 75:1.891063548818383 76:2.22691226619478 77:-9.042859492962243 78:2.769119451581863 79:5.939303405194503 80:-4.855088817585578 81:-3.854775281401496 82:3.168638684980805 83:4.603269430865354 84:5.573195844389378 85:5.087570476533232 86:-5.358655188695325 87:-8.063384540546751 88:-0.664244038948885 89:-7.358532657790805 90:-4.89450606390323 91:-7.49223638683016 92:9.692722623724869 93:-9.685164116913949 94:-6.096990720615524 95:-7.994028865113326 96:9.056087475267971 97:-8.700994264125796 98:-7.457073687630355 99:-2.1771635028562 100:5.212988549196466 101:-4.445632562444829 102:6.938062834619426 103:-5.872832780604059 104:-5.729014461172705 105:-6.009061420549024 106:2.69631871374844 107:-1.961602262711209 108:-10.05311231696997 109:5.458083809436793 110:9.404597417080698 111:6.409252850091779 112:7.95930615552193 113:-6.804245667831431 114:10.62435279475501 115:-9.099363894528343 116:-5.207013771965951 117:4.87834680329459 118:2.259428582219682 119:5.051497288401321 120:9.928734502897571 121:2.451129690413725 122:-6.413052039818844 123:-4.692850683687303 124:4.000997558033291 125:9.441539934410539 126:-7.9218803580962 127:-0.1277731945403013 128:4.440354165189641 129:5.656831353817241 130:-2.835042304263325 131:-1.253166058468337 132:9.557130154850453 133:-1.034448251853222 134:-4.38752507645496 135:6.690327651058777 136:-3.755776254230367 137:7.063538254192203 138:-8.570514564623988 139:1.609736579156644 140:-9.289390149688778 141:-5.948967474316875 142:6.988856605866778 143:1.422492331100209 144:1.003084354027916 145:-4.65180683555287 146:-1.326859519561618 147:-9.017354290993485 148:-3.074546559901782 149:-2.420793221152977 150:0.2509016784997957 151:3.512358662994756 152:3.638269086118589 153:-2.718812758881286 154:-8.880493605255527 155:-8.346426677690499 156:6.692181830908885 157:-1.351984726913361 158:-3.641330837923577 159:2.753606704130157 160:4.302181626244927 161:9.221370176900136 162:-9.66781202085779 163:4.574543405257276 164:9.298922303577131 165:0.2903982846478852 166:-5.650977754356978 167:-7.550055289097443 168:5.159331282330739 169:-2.925329295638733 170:-8.962255557206785 171:-10.06985414850089 172:-4.559084438637442 173:8.519067305842173 174:-4.407728070859278 175:-5.38085243213032 176:6.891364559361521 177:-4.194019107925284 178:-2.234307600576219 179:-4.397127717813276 180:3.082036551396764 181:5.710072934588208 182:6.144247532635618 183:-0.550770201592653 184:2.91116163903321 185:-3.586034424177945 186:-3.669591684723635 187:-3.024364194890265 188:9.632475943635367 189:7.388087402639137 190:-8.573277585412999 191:-3.973888239250795 192:7.682461254084725 193:-7.130114005537685 194:1.523825893474681 195:-8.842457161368698 196:-9.365685946488822 197:-9.229561996010545 198:-3.586329767548412 199:-6.061481581394614
-1 0:8.26668352826589 1:-4.212970805398373 2:-5.092889344941077 3:-3.487713661409738 4:5.737373686751202 5:9.887091198767248 6:-12.1987608319958 7:-5.45352853658589 8:5.289330747147885 9:6.518989840996575 10:-7.412036230598964 11:2.453557184779539 12:-7.861819555271389 13:-9.711259264615242 14:-3.635998110170163 15:3.550538830491319 16:5.423064990180798 17:2.107700206477094 18:-7.862793885929357 19:-2.014082334653237 20:-2.804633564858647 21:1.797960525504194 22:-6.715644113004671 23:9.660125948806703 24:-1.193939530691278 25:4.869674697226343 26:1.380249494850575 27:-1.471922257562378 28:3.975566211540559 29:7.713397868810552 30:5.0596290147689 31:4.50068601465154 32:6.356796052946723 33:7.085638061381825 34:8.467709909862711 35:3.055646379555544 36:5.743123568746341 37:4.609148767695714 38:-6.843353345962462 39:-3.64734362631483 40:-1.976708908737085 41:-1.475008975058279 42:-2.743781798506365 43:-7.713969576364752 44:3.052032304126954 45:7.088905817460039 46:-9.843078872573129 47:-4.918872414959962 48:-8.090584177913231 49:7.817058373658059 50:2.818563741588437 51:-1.841423395121205 52:7.738922170585807 53:-10.02836955336056 54:-2.08336854199728 55:-3.868715638648911 56:9.296188452792675 57:-8.443552442140614 58:-1.288925692632071 59:-8.276104970418775 60:7.666248578498759 61:-6.869720014900136 62:11.18069563819104 63:2.47160293215026 64:2.060387457337238 65:-3.674941187400277 66:-6.218678081963642 67:6.220334978845638 68:10.86908152555868 69:-3.551615690368355 70:1.094078011126395 71:2.088829286160797 72:-1.351290528907586 73:3.591161509436217 74:-6.682293029728722 75:2.197222515113112 76:1.215438061842543 77:-8.728884503778779 78:2.78913255299215 79:6.860290166562623 80:-6.520989957555924 81:-3.705904511763606 82:3.880974245884663 83:5.961801640311563 84:5.951386970836903 85:6.160255057075903 86:-2.488544932281451 87:-8.4721813303541 88:-0.8516908020504613 89:-6.431980901013131 90:-4.501116633534749 91:-7.616973660723911 92:9.291732819510937 93:-8.534037330972343 94:-5.385067027840087 95:-5.65683738124929 96:10.42514238606404 97:-9.573714808839147 98:-7.978507084643994 99:-0.6138984380097994 100:4.1867992568949 101:-3.856585542500094 102:5.821524084825676 103:-8.734400481144434 104:-6.290035521022118 105:-6.05388167359056 106:1.921692722949867 107:-3.045058934826817 108:-9.106343101079291 109:5.047875018885991 110:8.981747082537208 111:7.330740434693405 112:8.556603898753279 113:-6.941495966709476 114:8.309806806592395 115:-6.566075004724516 116:-5.640320112463945 117:7.089428624784506 118:1.830562579634755 119:5.517943387087247 120:9.526565697023678 121:4.518492634814818 122:-6.914276337482517 123:-4.323325180989958 124:3.711527086307538 125:6.729808049508141 126:-8.217347675799529 127:1.776638792381926 128:5.417670694929549 129:4.648544628680172 130:-3.225905959764906 131:-2.594784547522961 132:10.45213649749737 133:0.304431104143318 134:-1.281770223430136 135:7.186306982786649 136:-2.046736385033316 137:5.529254836770376 138:-8.180804441577129 139:0.485853238145681 140:-11.06720961275346 141:-6.647956217123006 142:4.898147333474473 143:2.660410751904675 144:0.4465290150120663 145:-6.93488021321062 146:-2.188956987547579 147:-6.729940085934579 148:-2.228845421609468 149:-1.722444974119049 150:-3.232651079421168 151:5.629113403592729 152:3.298905112776076 153:-2.946262299841427 154:-9.043129831338831 155:-7.224863681712794 156:6.332038646866073 157:-1.251028056525917 158:-1.611942650595815 159:1.288937652192746 160:5.374792140894994 161:7.449566526027667 162:-9.657004784291351 163:3.475037869083882 164:8.852890301544354 165:2.307575203578207 166:-4.943774318081237 167:-4.403860320156261 168:2.343951460124104 169:-1.874373063343766 170:-11.44916527413871 171:-7.825756929480601 172:-4.178396061627765 173:10.40510853283418 174:-3.303824116834226 175:-6.244907443068485 176:8.045369738700874 177:-3.969372109717014 178:-4.504951130693712 179:-3.942198204331277 180:2.708024471421238 181:7.985505762335586 182:6.171564319498164 183:0.3259167110565856 184:2.547186961635065 185:-3.843111223315761 186:-4.931513790025044 187:-2.557165758819633 188:10.24155106596236 189:6.226988680846024 190:-10.18530562410214 191:-2.422231639592873 192:8.094939715239297 193:-6.391523984658884 194:0.7012018828191392 195:-7.427599355650544 196:-9.090856282698077 197:-8.818178081991277 198:-3.767634430078374 199:-6.958679565492305
--1 0:4.812061903927859 1:3.16174532604439 2:8.168719553468529 3:7.268415395260929 4:-8.478997456217098 5:-1.07746149586832 6:-5.177744079612366 7:-2.749619442060347 8:-5.457146036445359 9:-4.137133011040341 10:6.486129897401374 11:-6.222555030796769 12:-8.202965579519937 13:-4.578486314809507 14:-8.238424372850123 15:5.758137088132015 16:-3.86371715367583 17:6.21643698685773 18:-1.246324462151899 19:-1.803224631479227 20:-0.4934290365076228 21:-7.814017990589055 22:-9.413423308443441 23:-3.162651211767159 24:-0.9189867857206779 25:3.865515402089494 26:8.707799735924665 27:0.4251666833166436 28:-8.104941466748063 29:7.930991370410273 30:0.1174174560693313 31:-1.721048657088154 32:-9.83302522027604 33:2.598285033509612 34:-4.546561427092849 35:-3.426831373783656 36:6.069674576688082 37:2.241850614067533 38:2.531309551386289 39:-10.07071303352778 40:-1.876605581261831 41:1.829543584521943 42:-6.629262952668608 43:7.69872394985978 44:8.617270961915919 45:-1.775086546265838 46:9.4345064216308 47:-9.389131817875437 48:-3.077307291407259 49:2.03859854869441 50:-7.537141823543062 51:6.06280449701165 52:4.734664339818776 53:-8.128185046624001 54:6.893069882846565 55:3.798640900966046 56:-1.135296760202284 57:8.014799753672147 58:2.010903673583146 59:-1.878779688046507 60:6.325758555605886 61:-2.199276666352846 62:-4.328183665489847 63:-2.999064315265159 64:-0.3974575712397508 65:-6.728578267918206 66:-8.408574102447329 67:-9.10567519582842 68:8.858191401583902 69:6.691917348409068 70:9.02413649368642 71:9.334381693442117 72:0.6131413813374639 73:7.410275592107621 74:0.2145840795102 75:6.202195755703181 76:-3.459496125099107 77:-3.189665435527468 78:7.264299849717244 79:9.992233764919321 80:-2.477110435093514 81:1.13539420277558 82:-8.712125901676426 83:-1.489122968312592 84:1.487920661600067 85:8.747488174335132 86:3.136040237841838 87:-4.901740186721451 88:-5.268538196950613 89:0.230153130626091 90:-5.910365759674605 91:-6.946965026473795 92:2.1065797953339 93:-1.684295441956451 94:-2.826238421551533 95:3.546221885703378 96:6.653248482232101 97:-9.522693020762318 98:-2.206740067111258 99:-3.06559807210028 100:2.348895225386958 101:1.879255216421575 102:3.181308872455302 103:-3.153768855253389 104:-4.385799659835573 105:-3.425121675104878 106:1.925857532235097 107:-0.02895291876560691 108:-1.706053815898851 109:-0.9074379259968895 110:4.275250843021573 111:6.528470666811041 112:8.003230520802591 113:2.474725567972683 114:7.347254540814282 115:8.591019914911874 116:-9.752897814947366 117:1.156856730462742 118:9.320778651235161 119:0.7471347255199583 120:2.441151855928387 121:-3.308163989841538 122:1.231645703714226 123:9.207807975351963 124:3.734848976979014 125:0.4590006577653291 126:8.242359428191453 127:10.25469288820713 128:5.978047711251741 129:1.506368195989896 130:-2.215782494902616 131:-0.8358158587776956 132:-3.367010517994925 133:2.182785407305296 134:8.95819692995874 135:-7.539202288320732 136:-3.907665744946921 137:-5.405714301834823 138:-3.710741991122291 139:-1.754157615133592 140:-4.479244124379363 141:4.670268883918794 142:-2.396102086001763 143:-5.986328055476002 144:1.022770646623426 145:-7.286707366933054 146:7.595359822309989 147:-2.341734353681246 148:3.873012900256898 149:5.156771047353948 150:7.194080093214456 151:-9.494712104524698 152:-3.722146804183591 153:2.963243738168503 154:6.223993225039125 155:1.783142103875739 156:-6.309224301315139 157:1.781527892870348 158:4.920395046950492 159:7.376421273462079 160:-4.583124494225995 161:-3.244923119070392 162:-5.85334550440714 163:9.464157210656834 164:5.843720544374666 165:5.717405474686094 166:7.095366120114718 167:1.543381859461218 168:-5.055656888105576 169:4.381155157225051 170:2.386380139234541 171:-0.973864501118733 172:2.527125465112946 173:-7.449999135621532 174:1.300336468756422 175:3.818373879355385 176:7.559788371301302 177:0.9593763680307247 178:-5.346571736458055 179:-0.254873349621811 180:-2.277819816353124 181:4.035297569432698 182:2.388382251218059 183:-5.681909307045999 184:-6.018636087879449 185:-5.561737900975295 186:-1.970879403636074 187:4.69182167242929 188:-9.198492497412305 189:0.8317495506678005 190:1.018749708629714 191:8.719468080666291 192:9.467331112058073 193:6.465503470240582 194:2.602478230932236 195:6.236899166491969 196:7.429129527547257 197:3.69080699576051 198:0.8687915452443949 199:-2.384401780830799
-1 0:9.821896284477953 1:-2.676533761282369 2:-6.574521998552241 3:-3.83438937781082 4:5.46213323553654 5:9.93905587201313 6:-11.09406209128719 7:-5.248137265864444 8:6.920773039939324 9:3.697214338500736 10:-6.596111437838551 11:4.64637630133316 12:-9.436192759127163 13:-8.78040202032944 14:-5.249110221501081 15:3.622491918055742 16:7.423611741455836 17:1.079208182441896 18:-5.324040574613205 19:-0.2338297922758639 20:-1.059647605004851 21:1.643888718811142 22:-8.344387057300732 23:7.110809655847582 24:1.21462453575923 25:5.240565257638409 26:1.510649665584487 27:-0.7072183818640292 28:4.893664267364747 29:7.604751200124753 30:6.326912337185623 31:5.521842444022635 32:6.55248912411864 33:7.778458941351081 34:6.675496537075688 35:3.770572581461323 36:5.104894605905619 37:5.460374136887443 38:-9.226551986327706 39:-4.529808285247295 40:-0.5318306441598162 41:-0.3293945761562973 42:0.5602153709829081 43:-7.077086693384252 44:1.315391573482545 45:6.717142488050909 46:-7.354538682257195 47:-3.691333896686104 48:-7.169074265684546 49:7.27381446056965 50:3.223187214269593 51:-3.436365153205327 52:7.884816139187716 53:-8.207701940808022 54:-2.431263026151208 55:-4.073117414687262 56:9.055328682601415 57:-7.502737175053571 58:-0.3415689532667739 59:-6.708428417059342 60:7.91396511127618 61:-4.721449853460174 62:11.52958226636712 63:2.388168618051534 64:0.8157540169682092 65:-1.188533779677714 66:-4.99862502350032 67:8.925859672344643 68:7.884853541036472 69:-4.783905739570606 70:0.3613588445449959 71:1.461667112313046 72:-1.83805823452141 73:5.627541803136433 74:-1.975918125192305 75:2.059203410175054 76:1.135060713585035 77:-8.922810283962873 78:1.65595478655799 79:5.83971783635615 80:-5.375812096202289 81:-2.847145134861186 82:2.019734604349528 83:6.231282143909883 84:5.816039174541389 85:7.832109397499991 86:-2.370436405254204 87:-8.218098982128229 88:-0.4435345527672163 89:-7.663282761992789 90:-5.301610677267795 91:-7.225864481751474 92:8.584263260573753 93:-7.377873197661664 94:-6.493050283449021 95:-7.227124593805167 96:9.559217981160293 97:-7.351703662608693 98:-6.844778995901445 99:-1.590863215946213 100:5.436381340140353 101:-2.156380393599827 102:6.879841343481835 103:-7.520229440670247 104:-6.344525257104562 105:-8.604433459458637 106:1.709621938737659 107:-1.931471371375049 108:-8.815745668160105 109:5.403224219993128 110:10.59613780938142 111:3.813649065003305 112:7.99420943865278 113:-7.826365522316324 114:9.06706681742032 115:-8.672941914926842 116:-3.911465809477821 117:4.833592530419874 118:2.264821046570107 119:2.615775444868745 120:9.337326732649318 121:4.251335645775276 122:-6.775075616456443 123:-3.197533352791232 124:4.286319006728846 125:5.961595496571991 126:-8.16809806418199 127:-0.8569083616080012 128:4.267868043043562 129:5.073646742016691 130:-3.743800982340408 131:-1.769328413192792 132:7.741215245186501 133:0.03061454855559734 134:-5.280533962156986 135:8.659021642395597 136:-3.596030521850001 137:6.100960236971976 138:-8.758942847252687 139:-0.8965745539606449 140:-9.823237127824029 141:-7.321172185477638 142:6.170306046148949 143:2.611255079207105 144:1.189012806567336 145:-7.462368918459816 146:-0.3576987010805694 147:-7.623202284005779 148:-3.172759683019391 149:-3.453017228316043 150:-2.791035733520141 151:4.674254870333347 152:2.187486089214757 153:-6.129552451466505 154:-7.461534988665169 155:-8.245884629544246 156:6.152422737491712 157:-3.414514496695098 158:-2.646985366876297 159:1.93355194160036 160:3.859124795000125 161:6.642976141208633 162:-7.327385059950659 163:3.75378094316284 164:9.219894594837893 165:2.356764041089359 166:-5.547786512369282 167:-4.795298395902754 168:3.165191445617082 169:-2.814815037112866 170:-8.46000923627553 171:-9.223285405421537 172:-5.768942468383235 173:7.639788859580054 174:-2.899029308952578 175:-4.395836944356627 176:7.545650472586461 177:-4.08304334345301 178:-5.279910060216344 179:-3.813352478574592 180:2.970458644383482 181:7.953590653734018 182:5.926589271292517 183:-1.216756688104451 184:4.258041776552627 185:-4.928198688280229 186:-5.954271146640922 187:-1.420989026967071 188:9.172098622597417 189:6.824157077543858 190:-10.7951906709424 191:-2.247429227736022 192:5.080122186796526 193:-7.889189358697553 194:0.6611269218019428 195:-8.218575239112646 196:-9.148718981737602 197:-8.218326166874849 198:-5.332580173843116 199:-6.649066896933885
--1 0:2.908507478622597 1:3.559322073442828 2:6.11938172125555 3:8.711355525115124 4:-8.998172342062091 5:-0.2589578905313547 6:-3.444285151269457 7:-3.516348115453867 8:-5.324360151019128 9:-5.523396457821994 10:6.365003733619523 11:-5.588235157742582 12:-7.299622831976758 13:-6.771447124415758 14:-8.527702986088117 15:4.68250313043356 16:-4.255951261780617 17:5.749659283097459 18:-0.5466599970124819 19:-3.182092596859951 20:-1.852830454693973 21:-9.22227387964293 22:-10.61598927862309 23:-4.624787851046048 24:-1.192056942614827 25:3.584029820106388 26:9.485145964998239 27:-1.817018862810591 28:-6.791203548351509 29:8.53586533891246 30:-0.6732962421270117 31:-1.209266971881798 32:-9.342147501612924 33:2.582353046721407 34:-3.533046995273746 35:-2.140417677019799 36:6.757446829870122 37:3.464227039494502 38:3.267283495555483 39:-7.319555627146209 40:-2.373371587199202 41:4.341485638903977 42:-6.511573694261559 43:10.58959912910668 44:8.566429589032689 45:-1.6069379038486 46:6.315477676284918 47:-9.120763001787036 48:-4.30269993855719 49:2.919330256665987 50:-7.818189682629132 51:7.828943439262474 52:6.122008375716912 53:-5.572328883277014 54:8.080362401330076 55:4.768096897322825 56:-0.8319241394434889 57:7.96491346727804 58:3.463877238870005 59:-3.688108482131449 60:7.013089478643838 61:0.08198640066068941 62:-3.39777932605766 63:-1.063039789454985 64:-1.055077259953758 65:-6.642014101031796 66:-7.219224365114393 67:-9.317948991175847 68:8.798125579459439 69:9.45592231035997 70:8.085237711173182 71:8.789388907112151 72:0.4207897649515953 73:7.490814293817333 74:-0.01952427708524646 75:4.841459389131749 76:-3.078336361871471 77:-2.854520031248399 78:8.205069558690322 79:9.733888497147362 80:-0.8780656122078268 81:0.2254910441311115 82:-9.572830946278861 83:-0.2079418589567101 84:-0.6046831710880187 85:8.696289430013893 86:3.089810610842938 87:-2.875341647266576 88:-5.608959056449508 89:0.1665145511229253 90:-5.560505273447269 91:-5.248732569390786 92:0.1689304478851145 93:-2.014656153308896 94:-5.441401060317489 95:6.854426708741574 96:7.442143994072772 97:-10.84618402237498 98:-2.667506248185313 99:-2.549333445733613 100:3.399893850399936 101:5.090768342201635 102:0.07622304522205603 103:-0.9306743421820736 104:-3.932510537725375 105:-1.459767497201177 106:1.179532770496453 107:-2.437113385041909 108:-2.021355190935733 109:-1.769368739659252 110:6.433145006657736 111:7.152552714262915 112:8.609907514690208 113:2.889907025531899 114:7.534303685465662 115:7.391791419048466 116:-8.668867373930739 117:1.588555183849554 118:8.366017426527002 119:-1.661837735955666 120:3.708934291069518 121:-2.806861520961282 122:1.680381383994235 123:11.37667164274188 124:2.318155018951127 125:0.6747329541466274 126:9.187078214999168 127:7.354231666269831 128:7.494474471745432 129:-0.7064854436621255 130:0.6429188904583485 131:-1.562951649575407 132:-0.5318584939868347 133:3.939733629807226 134:9.693962968606881 135:-7.997737134661627 136:-4.003817001712831 137:-4.365949831252026 138:-2.353430208992102 139:-0.8235960023544114 140:-3.250990930599564 141:3.752892436139305 142:-1.919315441363765 143:-5.861508185597329 144:1.133493495018111 145:-7.444188498155603 146:7.682497067007006 147:-2.366355167075009 148:5.695685688610284 149:4.81061007626522 150:6.592410627051565 151:-9.390330634230589 152:-4.349665070043883 153:4.339752344028978 154:5.001958446868643 155:1.062447598111347 156:-3.993895322380629 157:0.4267850006320482 158:4.051184522146809 159:6.058943110732548 160:-3.97038092590577 161:-2.259328876751151 162:-6.99880917349997 163:8.220027645733778 164:5.057258021660522 165:6.787248917896172 166:7.013100259588098 167:2.260295281769869 168:-7.09973685915 169:1.691327904784793 170:4.04365549980292 171:-0.241235462876355 172:3.956199489038832 173:-7.59678873073973 174:2.352788764174772 175:3.912032688898855 176:7.107447998822408 177:2.037776919825216 178:-3.70211931020599 179:-0.03734600784473652 180:-0.6778437391736145 181:5.792029168129619 182:2.363795955597482 183:-4.728796662649057 184:-7.776268926171992 185:-6.674986720364273 186:-0.8289687742543246 187:5.45319692061523 188:-9.557549345565338 189:3.28874467813703 190:0.5065432606407166 191:8.368917837848608 192:10.11078616561775 193:7.662362301274709 194:2.360370085359336 195:6.591960978882189 196:9.827948115263663 197:2.450385860717952 198:1.526727805868046 199:-1.701110013808303
-1 0:7.010400504384728 1:-3.791875533251899 2:-4.699078471737279 3:-2.094057839202675 4:5.696679587715637 5:10.47837265631808 6:-9.32449938147988 7:-5.218939252773809 8:5.642883176767709 9:5.106751900512343 10:-7.217744129559935 11:3.272917777799033 12:-6.826452776817614 13:-9.770399541907585 14:-5.7113600321056 15:3.404430819147131 16:6.131508827901299 17:3.231276825171553 18:-5.645258570176209 19:-0.8347820548475087 20:-1.476029275084596 21:1.471085043166555 22:-7.304808108984286 23:7.890042993957922 24:-0.5481146270516346 25:3.914030171703134 26:-0.4769400387726516 27:-2.409561231703465 28:4.286146988495067 29:7.087253791969312 30:6.787430450503093 31:4.735759566440628 32:6.055738767405206 33:6.847146686378603 34:5.719542012015896 35:4.555495001632848 36:5.987461519368677 37:6.711251423257048 38:-7.924722493038672 39:-4.596419754281786 40:-3.157438293757054 41:0.7662841747891281 42:-0.3007452035279768 43:-11.4357653469922 44:1.799617529201084 45:8.283663985182823 46:-9.476625235490932 47:-5.553371317207524 48:-8.563845030283057 49:8.976971144111671 50:3.896095320590215 51:-2.938333804706961 52:7.417580674852901 53:-10.21232248002111 54:-2.23804091194784 55:-2.254571202161299 56:7.844653621165079 57:-6.482186350521264 58:-1.130864996523848 59:-8.539284074540715 60:7.489060319517816 61:-5.017468249144077 62:9.573654097887868 63:-0.117599790684514 64:0.03283325788964686 65:-0.8015039087926072 66:-4.060736870795632 67:7.745553952030016 68:9.891160335044166 69:-4.297893515389336 70:1.471217914314495 71:0.6980489026804384 72:-0.7161619509376165 73:7.652997907725068 74:-2.792749083878132 75:2.530146130318318 76:3.278016882888228 77:-8.746666888344489 78:1.511446413138696 79:6.119209665140979 80:-7.222134778739016 81:-3.493745854087611 82:3.40092149647222 83:5.697657501034163 84:8.050163084399154 85:6.714611219355421 86:-2.70376192646521 87:-8.387281450027524 88:-2.565132670694106 89:-6.146224356023062 90:-3.774864631426573 91:-5.676986240907389 92:7.421583876581968 93:-6.883364114600925 94:-5.736838388775537 95:-8.125795178079077 96:10.61949503069777 97:-7.943298928558294 98:-9.652482179423309 99:-3.485126953747636 100:4.420901523273227 101:-4.053786217075045 102:7.74934561027406 103:-8.047697164963974 104:-5.513443804618617 105:-7.750002671543006 106:2.716574376140204 107:-3.520789555630878 108:-8.960297530441339 109:6.768361165467574 110:8.339001008176615 111:6.477983677501287 112:6.927720005256679 113:-6.815010614252982 114:7.525925707193387 115:-7.73459913025666 116:-3.70382368334401 117:6.067587902327875 118:2.618885590028562 119:2.454779534190212 120:7.677856858556307 121:4.108565790963086 122:-8.09087778782281 123:-4.014607158715781 124:4.215105382818827 125:5.536486910227244 126:-9.642202633474074 127:-0.6884158413706044 128:5.011420910566929 129:3.894820792790837 130:-3.709646749404314 131:-3.818621737075181 132:10.54969700363972 133:0.8715134532110884 134:-3.362557368018431 135:7.391470875394087 136:-3.720513200671997 137:6.690201659589037 138:-8.217571850617947 139:1.476492455879981 140:-9.184959159890155 141:-7.797378038283108 142:6.245915611518273 143:2.072648811237274 144:0.8628189839769462 145:-6.724965466234742 146:-1.829146731857616 147:-7.292864922123616 148:-0.6160947032964406 149:-0.6498591366475395 150:-2.558512336356831 151:4.565014804137968 152:3.992694607500554 153:-3.073285580694657 154:-8.318019417803466 155:-7.332838653602689 156:7.797703379040649 157:-2.161613525059615 158:-2.065855204656616 159:3.644535759196845 160:4.912920843734996 161:6.376755219970805 162:-10.23174000504226 163:3.516587296307855 164:9.086570112510479 165:1.457133012121174 166:-5.144023363827596 167:-5.443227647822264 168:3.494251486816349 169:-1.754291619991074 170:-8.927717790105421 171:-9.954888019184173 172:-4.032273449725442 173:7.088665784474019 174:-3.367594313409414 175:-5.574679873027853 176:5.717443925026524 177:-1.649104354842462 178:-1.473621144091592 179:-3.182881711600245 180:1.341757414455401 181:5.748921367308616 182:4.729990541304723 183:-2.083838005366025 184:0.7429294042209753 185:-3.880116265257108 186:-4.108863728148942 187:-0.6470524560739249 188:9.056278489369898 189:6.360930075128405 190:-10.25722373992423 191:-3.990072649250893 192:7.45023407880622 193:-7.062576850853571 194:2.536559611951597 195:-6.31859293998803 196:-10.16305143489256 197:-7.676066292197154 198:-3.494799083282679 199:-5.814517805769139
-1 0:8.020535073728286 1:-3.452616752329212 2:-2.568115373721788 3:-2.300693488757433 4:4.840656794974974 5:8.376331280250318 6:-7.777988120317344 7:-7.300785873873277 8:6.11800032501369 9:4.745717436628059 10:-9.295590742397716 11:4.212541182493341 12:-7.453586930056652 13:-10.32826745146944 14:-4.976554409101876 15:3.529182364418833 16:6.02440691904032 17:0.6288193423262809 18:-6.633613891108272 19:-2.301496597971998 20:-2.897214000759297 21:0.7064157988789512 22:-7.815044073135157 23:7.494149069733737 24:0.4489186867363257 25:4.547699055918885 26:0.3995963910201444 27:-3.216199018350778 28:3.982007600575849 29:4.812390003464118 30:4.631967127675876 31:4.432400753981773 32:5.864032163684054 33:6.644812874596815 34:6.285447983516585 35:4.571624422260793 36:4.131422980865583 37:6.036756856075897 38:-9.030956845056865 39:-2.070489984469427 40:-2.450083280983133 41:-0.7616130642851044 42:-2.101001499241859 43:-8.746566084071246 44:2.754160505461879 45:4.695883767495959 46:-10.5551991331083 47:-2.81225887287896 48:-7.901223236969318 49:7.272071776218325 50:3.589221248246103 51:-1.357595558238861 52:6.874504373246015 53:-9.198082724336896 54:-1.833654193439939 55:-3.491980076687282 56:8.571494941694361 57:-7.693602285418114 58:-0.8480399130314724 59:-4.768293357296272 60:5.495151083245244 61:-4.810859366826995 62:8.893939080996439 63:0.9677051300292151 64:0.9337249629591942 65:-1.530139111014624 66:-6.867986609163818 67:9.33924699618165 68:9.358626331577273 69:-4.643705485016749 70:-0.007872319917196613 71:3.848163222948187 72:-1.256302681979695 73:5.444042931194074 74:-4.314296650712197 75:1.039010284601489 76:4.054231454613749 77:-7.859924655239691 78:1.274233657451858 79:8.095283550885023 80:-4.21071947905218 81:-5.795382448929194 82:2.842616262452384 83:5.34126543077607 84:7.725629748795549 85:7.660141719493878 86:-1.782098339662976 87:-8.818752448595351 88:1.358238298313436 89:-5.859134151311133 90:-4.677360204104622 91:-6.999775535611878 92:8.683518729090844 93:-9.029742726738874 94:-4.799061608552575 95:-7.955241347580571 96:9.216814853934224 97:-9.081792649196048 98:-7.383059458850212 99:1.098963776952764 100:4.614030027319042 101:-5.419109676979231 102:6.345839029802399 103:-4.965110312144722 104:-4.604034095568634 105:-7.268039390362247 106:2.621162390177028 107:-3.51482745313219 108:-8.971081134582365 109:5.566093404001726 110:11.00480052253822 111:5.952694408379452 112:7.565071238257135 113:-7.002020904972172 114:10.42378963383109 115:-7.818675070117266 116:-3.315106230633669 117:3.137057091221116 118:2.419350764488164 119:2.307802526344176 120:10.88951909801492 121:4.55757672596694 122:-6.441666112868251 123:-2.331751418647928 124:5.072250566506123 125:4.907309251825261 126:-6.922213002223955 127:-1.559366378484427 128:6.474582720059464 129:4.849511281480839 130:-2.302766476742301 131:-1.6739881044708 132:10.30457351278087 133:0.5111141555402681 134:-5.006639714269125 135:6.912980777095696 136:-3.274080975667121 137:6.387450620803317 138:-7.72901858892733 139:-1.126634514504338 140:-9.946436633541888 141:-8.687381468148853 142:6.313963695119685 143:2.916506398668647 144:0.6267117605005681 145:-6.827097359163435 146:-2.565859276201123 147:-8.555871386173171 148:0.3618040664976463 149:0.8347471278767853 150:-2.001210731222038 151:5.411978863263581 152:4.198012554914492 153:-5.157301069730355 154:-9.547260927682954 155:-7.188342855966072 156:9.105946096758874 157:-3.817834291101156 158:-1.202530691667825 159:2.20768569028004 160:3.361265289998963 161:6.429053903034712 162:-9.965093517485148 163:3.840645107179939 164:10.70305431559991 165:2.016161179371562 166:-3.838720784772188 167:-3.736962196261787 168:3.871132390353469 169:-2.93407034575048 170:-8.662460667769917 171:-7.746076981193602 172:-5.885323192751888 173:7.811481756160126 174:-2.943088819018012 175:-6.484438900589572 176:5.940017402800437 177:-3.976128589389325 178:-3.396516069595091 179:-5.218568544131013 180:1.065213851970755 181:7.553734135595235 182:4.595396635996233 183:0.4147898750852553 184:3.443536816645179 185:-5.293505810340779 186:-3.264018108960564 187:-0.574958541942959 188:9.760416519614814 189:4.948906140018492 190:-9.588929799413505 191:-4.576051578415736 192:8.247205295883576 193:-5.789641911273349 194:1.435474095537724 195:-6.774061917600028 196:-9.312341419296182 197:-6.383988121656703 198:-3.525767404969838 199:-7.410316524259459
-1 0:8.182433288809765 1:-3.292775387593246 2:-2.536237241329032 3:-3.703015443923547 4:5.429224831549459 5:8.816291292038743 6:-8.890400547554938 7:-4.641825722325256 8:6.3683026101825 9:5.565615730346101 10:-8.932195241127472 11:3.811359845669747 12:-7.291920990832121 13:-9.446652989504988 14:-4.060845903519118 15:4.085160914795585 16:6.297042079095806 17:1.255374225690271 18:-6.994145071789773 19:-2.03744362966004 20:-3.21230127538667 21:1.458236018864126 22:-5.957036972913498 23:7.465293214012545 24:1.108676846477237 25:3.224216781711927 26:-0.6262852023408939 27:-3.040718973818852 28:3.13785314730025 29:7.861171406308852 30:6.457526410697909 31:6.279555860292017 32:5.563119714569853 33:5.375473693527733 34:6.807137538743223 35:4.639745129909766 36:6.4317962110858 37:4.920025987494127 38:-9.170658671029475 39:-3.684568759438561 40:0.03678460243769366 41:0.9780442146414411 42:-0.8300217068298079 43:-9.299808056310042 44:1.935491836351295 45:8.26350710588442 46:-9.513361851336162 47:-3.36369111257725 48:-7.164335835327851 49:8.239809727091814 50:4.592832080242519 51:-4.261106873974769 52:7.588014805976561 53:-9.573033126740398 54:-1.968469104387628 55:-4.370053380669165 56:5.550903299028946 57:-8.172294424065822 58:-1.470969074494587 59:-6.373759313233077 60:8.663983115295178 61:-6.087394747760632 62:10.38011991293712 63:0.3273196072165883 64:1.557265710053493 65:-0.4559488809364061 66:-6.332950674743507 67:7.589463964865793 68:7.967811476425373 69:-5.230531689295178 70:0.968060491069186 71:4.702123231624215 72:-1.971286117683687 73:5.876328130361925 74:-4.289629192583065 75:2.393571003474902 76:3.028775060634253 77:-8.686963205358873 78:0.01619073567566032 79:6.264807572673001 80:-5.213107014747616 81:-3.247104249465695 82:1.316566473922478 83:5.405650632727272 84:5.810081873911925 85:6.653322287263292 86:-1.37212441213447 87:-6.92431699629033 88:-0.6124193722900457 89:-7.254930991609662 90:-2.703757262102163 91:-6.431916247880475 92:8.116963038742913 93:-6.825998712065354 94:-5.39215925540102 95:-7.062225543808783 96:9.085429222195282 97:-8.138195798588216 98:-7.278676613882205 99:-0.6936087139212107 100:3.553783364554768 101:-4.434173144601712 102:6.322704797907043 103:-6.240163755030283 104:-4.589730689676276 105:-7.148408204888852 106:2.473736542782263 107:-1.364762572191581 108:-8.749480395828561 109:4.840005289242195 110:9.916447517984238 111:6.000285202287216 112:7.488514478460948 113:-6.229337480747685 114:10.22486559584126 115:-7.469172961990874 116:-4.970838106907052 117:4.726988854379637 118:2.017760276208386 119:4.095039961980051 120:8.389612624483856 121:4.617704295785787 122:-7.713605336805615 123:-1.247467306872548 124:6.305627072593429 125:5.871404123259375 126:-7.948970947612884 127:-1.427165931991554 128:4.755005007740244 129:4.493716690954709 130:-2.426669539545809 131:-3.087120388700373 132:10.6298455462361 133:0.2740235488528877 134:-3.996524034921946 135:8.000491827383076 136:-2.680412583776023 137:7.497511108779325 138:-8.709038975064896 139:0.4437953900722562 140:-9.462518361174112 141:-6.789188646227464 142:5.773872185632765 143:3.072190452416772 144:2.185343320839571 145:-5.801557407966772 146:-1.243934670350149 147:-6.842960266599208 148:-2.385524554181185 149:-1.59843016968277 150:-6.062918324298828 151:5.886713534910565 152:3.702251519388222 153:-4.037394633589133 154:-8.543071689348533 155:-5.632479226941285 156:8.663057060221821 157:-2.74790526950036 158:-2.135272263336358 159:1.068158990628206 160:3.485065359460222 161:7.743244554627159 162:-7.997927824276353 163:1.023763026152678 164:9.582740099522773 165:0.2653145035525348 166:-3.982251260964092 167:-7.173441432764093 168:1.552298471403788 169:-1.926128420573415 170:-9.581539972182023 171:-7.052269009203999 172:-4.426188255411104 173:7.379611497642107 174:-2.964535292696167 175:-7.306114098835927 176:8.594970843388495 177:-2.450324584475555 178:-4.207627769972349 179:-4.950183113658404 180:3.350945659652695 181:7.134475911194599 182:6.270265050917811 183:1.549557159725754 184:1.034423490712074 185:-3.732114893253233 186:-4.319768087400064 187:-0.5767677494361918 188:9.648061331268112 189:6.640454226760894 190:-11.06132748376778 191:-2.237870224250508 192:6.027503324017735 193:-5.767858358032445 194:1.22755207183969 195:-5.822070589691765 196:-10.18989404065789 197:-9.235204913822237 198:-3.833982552792815 199:-6.191495352006925
--1 0:4.099320093118584 1:3.864611526201629 2:6.064962536853415 3:9.096314282150129 4:-8.069488242041313 5:-0.663643327611144 6:-3.218150135092995 7:-3.148247896552745 8:-7.190335485656181 9:-5.394303153455731 10:7.548130973552269 11:-6.461675487370836 12:-8.67040631637045 13:-3.664953764366236 14:-6.249698730832093 15:4.141780147019461 16:-5.255256290260894 17:6.390234934062558 18:0.3905395614853042 19:-1.761199874837171 20:-1.473235689123715 21:-8.130867427071163 22:-9.463668142051242 23:-2.399440930984194 24:-2.055303927719359 25:5.39835824578726 26:7.090563441609119 27:-1.074426754138146 28:-10.7919642528772 29:7.98611368854912 30:-0.9556888149069945 31:-0.454551714123437 32:-9.328153610490061 33:2.570839207673003 34:-4.420897188124527 35:-0.3642922440637462 36:4.720097450618583 37:4.647818027255941 38:2.367210292919963 39:-8.094801501186529 40:-2.237144330802855 41:3.277919312347513 42:-7.962431557930794 43:9.642619961591183 44:6.562512946345972 45:-2.38235043823442 46:8.171871632484152 47:-8.665873312593932 48:-2.819354986244619 49:0.6848143983042276 50:-7.115033623396876 51:5.770892510484036 52:7.089580844552609 53:-7.93836311710508 54:6.941533720336736 55:3.65168812914173 56:-1.843157394492111 57:8.188147514918937 58:4.905819908410248 59:-3.333584394608479 60:5.548311847726271 61:-0.8870966573311421 62:-4.368096520521732 63:-4.454677616377874 64:-2.401134787580291 65:-5.70362004549405 66:-9.411777854338247 67:-8.288944312711759 68:8.163144829559046 69:9.451267766465413 70:9.750519341892961 71:9.86541110513366 72:-1.791605269540042 73:6.834961678470551 74:0.5734927034478396 75:6.347910689150275 76:-2.762441334551593 77:-1.773468088002489 78:9.560341085090164 79:10.06110176250692 80:-0.536592231719952 81:2.014676384897653 82:-7.093985126636718 83:-3.371767656263239 84:1.240946203559716 85:7.132678133745211 86:-0.07722577178328338 87:-6.212759314659293 88:-5.774019296853783 89:-1.165518930395663 90:-5.753278484253531 91:-4.974406862747739 92:1.119413946927131 93:-0.9438208224944704 94:-4.83670082754661 95:4.460344905664977 96:9.995137717884298 97:-10.2668904688227 98:-5.29517362942641 99:-3.446013634723155 100:3.806273522262721 101:3.679256242660489 102:0.3940695422502752 103:-3.451588909775298 104:-5.740199862583594 105:-1.219958946336675 106:1.536743095257804 107:-1.267738119450743 108:-2.40087392786602 109:-1.302566848123106 110:7.468081179569716 111:8.294560804622805 112:9.384817436244925 113:3.32177741127899 114:10.32932981809476 115:8.121361591620335 116:-8.357697701525176 117:1.312771620158219 118:9.028628730541559 119:1.788839345764373 120:2.119835767364231 121:-3.799649539152713 122:2.920027341056423 123:9.145011385477634 124:4.447332065497464 125:-0.5252241606336349 126:7.395763168574513 127:9.608161759703432 128:6.124572733866247 129:0.3253219674237425 130:-0.730050202779173 131:-1.588484229562569 132:-2.877688964607039 133:1.484944252593543 134:10.11676989414282 135:-5.327475092234548 136:-3.656670627479059 137:-3.60897674766887 138:-1.836386598404076 139:-1.571130164891893 140:-2.805796157387143 141:4.755143790680272 142:-2.175395959577963 143:-3.583898255899573 144:2.536825933874391 145:-6.920425901600264 146:5.617815857419025 147:-2.152246753840346 148:4.67691365721712 149:7.569052895199968 150:7.184742197712334 151:-9.483808930159178 152:-3.725101943793113 153:4.952335093660293 154:4.231980843867158 155:1.961730679194196 156:-4.455200278217582 157:0.5896879589178021 158:5.041338452369976 159:6.971122743240314 160:-4.459114319098905 161:-3.161833721420361 162:-5.790876536472837 163:8.356597189066212 164:8.662775533121449 165:5.926296330487173 166:7.129634579200549 167:1.72530554501119 168:-6.88970735907807 169:4.242677196879876 170:3.691382158518051 171:-0.5785726986076363 172:4.365327983341124 173:-8.54538037041192 174:1.347398367129923 175:4.502688115875242 176:6.339097391784004 177:2.985671268922303 178:-2.518475193932413 179:-2.821239660150617 180:-0.309037640218101 181:4.970710220000416 182:3.754804051858246 183:-4.28362339321956 184:-5.861145716464972 185:-6.329780356481196 186:-4.463345550095896 187:2.649153927563802 188:-9.22569521386491 189:1.757182296646552 190:-0.06096252658952372 191:9.437020490867864 192:9.560607051944295 193:6.995739574036868 194:3.630314613587187 195:4.884552118429184 196:9.129845745029208 197:0.9711307520639489 198:3.19084194214011 199:0.8928068258947413
--1 0:1.283125369120525 1:3.40769798270668 2:6.663521198861055 3:9.782489832919868 4:-8.430369185721588 5:1.768661628876518 6:-2.610212303140828 7:-3.635925762077167 8:-6.984606467868737 9:-5.372825707991358 10:7.237812041562134 11:-6.116485270184009 12:-8.206132933925677 13:-5.405120223242236 14:-7.508522189470796 15:4.361634828502909 16:-4.101451089780494 17:5.849103686993343 18:-0.2380231700908992 19:-2.325835770678072 20:-1.958441287695199 21:-10.14919222659172 22:-9.282029939640738 23:-2.866897320777507 24:-3.20578192170261 25:4.458278091536393 26:9.623547999169991 27:0.2893392845712275 28:-9.372365639117236 29:5.673418188980701 30:-1.392343371867879 31:-1.487288121854621 32:-9.272604463566237 33:2.316622268860032 34:-5.875152446818621 35:-2.982614993330252 36:5.834520066285013 37:4.097006166394671 38:1.44991378564228 39:-8.81211942566987 40:-1.793992075491939 41:2.563625328657154 42:-6.018854894676634 43:9.324691609063114 44:7.821966209298947 45:-1.309429000097251 46:8.29136834778021 47:-9.190183453809686 48:-4.076904090425149 49:0.7199141802656288 50:-8.701691297542261 51:5.218824309980108 52:7.262803096137092 53:-6.679003200326639 54:7.123527999915831 55:3.4789888604091 56:-1.774280236839687 57:8.198733940895266 58:2.272441358929128 59:-3.702030116315342 60:7.380202822362584 61:-1.856889957146184 62:-3.685958600873084 63:-3.085300969862526 64:-3.167194284327836 65:-4.79952911173192 66:-9.492307772037851 67:-7.87128528660243 68:8.013503086394394 69:8.326056961717983 70:7.134492945330237 71:8.858786729231223 72:-1.765991178804845 73:7.850753276331409 74:0.8394122607682051 75:5.081530525240419 76:-1.45741545840017 77:-0.7663705193714099 78:7.656489783620982 79:11.02884791353311 80:-1.393027379444244 81:1.171099203068459 82:-10.04955585794698 83:-1.916408592128388 84:1.72586914409444 85:8.401097323025576 86:0.709870422797058 87:-6.377434173673095 88:-5.041929336367455 89:1.871121133051552 90:-5.900508650200079 91:-5.516243361238902 92:2.95142177568232 93:-3.154926529464904 94:-4.146180934205816 95:4.178636056369858 96:7.087103398126529 97:-8.999031550881282 98:-3.920062216998406 99:-3.578702895524605 100:3.908535128767187 101:2.94866053610644 102:2.094919190179442 103:-2.866146471882721 104:-5.329857677953585 105:-2.215940214786909 106:0.3585507233539944 107:-1.619249984798915 108:-1.809587243408153 109:-2.055156548890741 110:6.739201324867514 111:7.934155499913406 112:8.656128186875195 113:-0.3809822712014985 114:7.926872057083056 115:8.45192220182029 116:-7.745661179822663 117:1.567727506709406 118:8.238917645955652 119:-0.3749635037828652 120:1.788810266336484 121:-3.838437907943728 122:2.873080415756085 123:11.02252461503531 124:3.993305659260642 125:0.06139746377099997 126:7.053969328733655 127:8.028864427001324 128:6.974019120982511 129:0.9984449112075076 130:0.6064427438961077 131:-2.397978302621102 132:-1.730237406736559 133:2.408196380471102 134:9.729067704064597 135:-6.849779026910087 136:-3.128459997924936 137:-3.222003678086304 138:-1.845920079879079 139:-1.626686908534927 140:-2.336609101428928 141:4.93781516831665 142:-0.6354685259273336 143:-3.733740122271802 144:0.9061180395774866 145:-6.667237660513724 146:7.646114368749507 147:-2.200016688688559 148:3.54807058538848 149:7.601451239232312 150:7.734541082327564 151:-8.159110468293628 152:-3.888513644952301 153:4.426406120618047 154:4.219628770618095 155:0.5650396899903707 156:-4.210852391887285 157:4.518963020218598 158:5.574359228772511 159:8.405560335826046 160:-4.22944080551955 161:-2.33627935458628 162:-6.818521184153557 163:8.972508437550522 164:7.105819382984709 165:5.953186304818658 166:7.564172888355364 167:1.516321510154559 168:-6.546070766531473 169:1.299792963605277 170:2.748566506251121 171:-0.1102170877984338 172:3.247988434413044 173:-7.126055202563187 174:0.724951806024261 175:3.187345896558742 176:7.253677788033169 177:3.708012024948569 178:-3.195031249031882 179:-1.520291847272453 180:-0.8914421510782516 181:5.645280475324442 182:3.114717349450589 183:-3.976849634706128 184:-5.736885906924936 185:-4.181333420871682 186:-3.53129595518479 187:2.4843366535691 188:-10.19441181418582 189:2.817320087403049 190:0.0116744457449196 191:7.911994343910752 192:10.40701678498419 193:7.236680376836264 194:1.851273208132858 195:6.246865282436254 196:9.333515098524291 197:3.776745156363719 198:1.718885882842981 199:-2.357190871203661
--1 0:3.726627286938505 1:3.152317825817124 2:7.24355828837227 3:10.37163811944875 4:-6.518117974867417 5:-0.2162722621752143 6:-3.266628631226001 7:-1.413492577865857 8:-8.045633591252011 9:-7.662698184515987 10:6.904023308443987 11:-7.050002649103317 12:-8.616166461259548 13:-4.889994409210626 14:-6.162415881620921 15:2.417749028715686 16:-3.674847976442467 17:3.829422994957448 18:-1.46321590587029 19:-4.310323244486766 20:-1.142265440405396 21:-5.788511388105256 22:-8.648732495333263 23:-2.011938751794979 24:-1.95080413347209 25:4.377598056185559 26:7.503865380852565 27:-0.5259367185171444 28:-8.274613007388027 29:7.518276028625398 30:1.270032463084787 31:-3.105361727042867 32:-7.669472360846993 33:2.05567030484491 34:-4.312514821118174 35:-3.364764389131349 36:5.750291583194717 37:3.116942711335096 38:3.490508834547965 39:-9.113266158820627 40:-3.660483797971537 41:2.729449018687522 42:-5.484842085780407 43:10.36563758192235 44:7.334621709328742 45:-3.055669920292174 46:5.945675016518482 47:-8.334930370879022 48:-3.752930592335923 49:1.867348973350879 50:-7.627594920511785 51:6.415920369046038 52:7.038442521141627 53:-7.083367096721142 54:6.725880497378999 55:4.076294934705935 56:-2.715138940044515 57:6.641411160566689 58:2.566743414151472 59:-2.37347525901228 60:5.928244771113999 61:-1.810458982623302 62:-4.205478198746719 63:-0.6942533354474691 64:-4.415867077470859 65:-4.581083007524655 66:-8.60879473299979 67:-8.306779081465303 68:8.633671672206948 69:9.347251876410214 70:8.369455483200825 71:9.991394125357772 72:1.300571178430938 73:8.835383214973966 74:-0.3416069035203556 75:6.742737807406154 76:-2.487773537318197 77:-1.198825113939593 78:9.784220948467022 79:9.326358672667789 80:-1.134912913338351 81:3.060214673762593 82:-9.127975234613096 83:-1.897198234977218 84:-0.9918157321232739 85:7.491651444286506 86:2.45438682378837 87:-6.621440308577416 88:-4.054278906384186 89:-0.278993565421894 90:-4.612417366333323 91:-6.909542941710072 92:0.0378581644198015 93:-3.002365995185037 94:-3.788596736696778 95:3.935010772277057 96:5.776972581340387 97:-11.34850012589514 98:-4.262512485143925 99:-4.127126825409537 100:5.561318661196256 101:4.207388803766371 102:0.2668379960382774 103:-1.857471522719133 104:-6.473636409326334 105:-2.36553765933872 106:2.123702584080202 107:-0.3795274338684372 108:-1.980335834724704 109:-0.8485209110497062 110:5.751728277462688 111:8.450784684945615 112:10.08503106363719 113:0.6775598579268071 114:7.310241249074285 115:8.200702180935171 116:-10.9860350674239 117:2.463965591830791 118:9.488308621134866 119:0.3150676146847008 120:3.798447427397144 121:-4.178227074987615 122:1.760775569582261 123:8.483025489568483 124:4.602658386341418 125:1.344061018471175 126:7.008579223599374 127:8.9071359216441 128:7.478450832047285 129:-0.03674307539892574 130:1.097869358234363 131:-1.548749486740251 132:-2.546286203504212 133:1.102550301483917 134:9.667560038178902 135:-9.423327890187494 136:-2.418063283722279 137:-4.219296917891326 138:-4.387038173114348 139:-1.312937072474643 140:-2.476914530584913 141:6.471946124450479 142:-2.905847232829421 143:-3.713314692960256 144:0.7969996000453097 145:-5.659157167106192 146:7.875146788552451 147:-2.497821613702899 148:4.780215071801655 149:4.864120521677687 150:7.516227171527914 151:-10.78407961975365 152:-3.0325602628262 153:4.877055797000632 154:5.497019861182873 155:2.962053383884841 156:-6.613761442357078 157:1.949723220173282 158:4.06501351978278 159:6.981383349146616 160:-4.071714772534215 161:-4.176998751606749 162:-7.336825320863699 163:9.272596491417231 164:5.436977205134375 165:7.115251707990007 166:7.081272849319037 167:1.189539061207113 168:-7.758152675930382 169:4.274488599084991 170:1.662294146456149 171:0.9361557405637546 172:3.35243143844484 173:-7.901868488035467 174:3.145156374663339 175:4.056310441262752 176:6.172053820286436 177:1.360069214273755 178:-3.719773712058895 179:-0.7122282394178159 180:-0.9838680474867367 181:7.396832020787572 182:4.468780541784282 183:-5.954188208086967 184:-5.195865304238528 185:-5.079796241004328 186:-2.515760363563604 187:4.116597979217913 188:-10.79464052720444 189:1.669114480827675 190:-0.7699577513236899 191:7.003923375600625 192:10.10791044149093 193:8.335858570763575 194:4.204476739449754 195:4.060267909005189 196:6.362686533638247 197:1.947415947979699 198:2.913454253460294 199:-2.040185397873608
--1 0:3.375455994504958 1:2.421991130779366 2:5.94259313886135 3:10.17847431930716 4:-7.583032307027494 5:1.915976846852884 6:-1.701798977995267 7:-1.366037099742625 8:-8.58362820169415 9:-5.762472108253927 10:8.581369507518042 11:-5.531968191053576 12:-8.432483189790203 13:-3.854600599952782 14:-4.757385672344128 15:2.945346692771667 16:-4.493496817345862 17:6.013720511868642 18:-0.1980661735775307 19:-1.722049969882857 20:-2.058552738201296 21:-9.397862299859655 22:-9.154997118157127 23:-3.985871136295708 24:-2.386473608594945 25:5.710330639360365 26:8.295213182819628 27:-0.7401445481706386 28:-8.54655524818271 29:7.578825537387183 30:-1.569542415858792 31:-1.194148685370391 32:-7.934568061754385 33:3.031457131426714 34:-5.121001707971761 35:-1.58613748207019 36:6.620175564300042 37:4.827310892144427 38:3.353210986449691 39:-7.833692190567882 40:-1.436007218191566 41:3.06927573979115 42:-6.708706582974869 43:11.08159427076729 44:8.22674574976074 45:-3.094057582509433 46:6.971207776957492 47:-9.186028395026469 48:-2.586708966407932 49:2.515726129384709 50:-7.586159627704272 51:5.496417094568153 52:6.42591668629714 53:-5.491890648115656 54:7.662991430263818 55:2.961664489049601 56:-3.147993009061481 57:7.858581877782481 58:4.61405084921594 59:-3.940533821648531 60:6.895033987744198 61:-1.044143304965364 62:-3.081028274860416 63:-1.856576483211458 64:-0.5282926072480869 65:-6.957182684281476 66:-9.49757380842742 67:-7.392445015881569 68:11.92356851418602 69:6.908944337948117 70:8.384572410113732 71:11.45174420259351 72:0.7030859481013866 73:5.984979658583235 74:0.2275499272526821 75:6.240319179038423 76:-3.129118088315254 77:-1.893702722064087 78:7.936351052663378 79:11.12076282812958 80:-3.639153264687412 81:1.607079849674997 82:-7.323803795093801 83:-1.402124574952655 84:1.927727189575126 85:6.758234935195094 86:1.073062977445335 87:-5.521737639364339 88:-4.14879967738085 89:-0.1118403370692652 90:-4.86214812066604 91:-6.581215593176605 92:1.755632734079859 93:-1.863461456522289 94:-3.722825735555275 95:4.409996495209505 96:7.27631902645026 97:-10.12371592729764 98:-3.183300055807503 99:-3.608507205918392 100:3.167040007604481 101:3.632379343156045 102:-0.7032817635651774 103:-2.899313587728617 104:-7.382409599740344 105:-2.049943038206085 106:2.188796170071385 107:0.0609527006651428 108:-3.108686913307615 109:-1.423992767796046 110:6.314432040408906 111:9.464843196308758 112:9.818546322179371 113:0.7542204574130907 114:6.380394341122212 115:9.435066570626001 116:-9.958017888742754 117:0.8429921678076204 118:9.055179365284399 119:-0.1908081373173286 120:0.1926647715064074 121:-3.809104446654455 122:1.473297476442477 123:10.05107016407104 124:2.422526316823236 125:2.518855453279458 126:7.469321120609692 127:8.945525009797835 128:4.713903347671582 129:0.4630467439346221 130:-0.3513666538360425 131:-2.257551038434103 132:-2.805869277900327 133:2.64919295599935 134:6.938622544161409 135:-8.797784059128599 136:-1.117108108037173 137:-4.80855292815287 138:-3.069657785244915 139:-1.228540673790476 140:-3.576635989286815 141:4.047364168763058 142:-2.449287328221461 143:-3.621656788242124 144:1.467496360129028 145:-5.803949263377072 146:7.356168934933025 147:-3.067221474382177 148:5.179374144101595 149:5.497002159302841 150:6.084516188841278 151:-10.12339320412562 152:-2.536527250706062 153:5.061656768975094 154:6.103189977723676 155:1.287271521103146 156:-4.424219365940934 157:2.300185813003922 158:5.146991674400782 159:7.807329502293321 160:-4.037429014308595 161:-2.912400983854647 162:-6.007559905448658 163:9.458580545632019 164:4.960185874461978 165:5.364808361818322 166:7.690859912572292 167:-0.9758410331329495 168:-6.757101894771964 169:3.011915621785031 170:3.068942364388479 171:-0.5120347867611609 172:4.551728202701018 173:-7.050082538700841 174:2.263037607895045 175:4.482192357102441 176:7.084059728729288 177:0.7828010108447092 178:-4.778911246003712 179:-1.43365030039398 180:0.1823146948679824 181:5.773159017039412 182:3.80415806874457 183:-3.496062575177635 184:-6.769866667970448 185:-6.79775282296829 186:-3.485781165836149 187:3.538755524920468 188:-10.3375786365396 189:2.672437989933942 190:1.182985612752402 191:11.21596155130046 192:10.5223941144357 193:8.746063283182279 194:1.990950377566711 195:6.309568104189019 196:8.118360874452828 197:2.363748172588072 198:2.115497948686894 199:-2.4376253254045
-1 0:7.916915087978987 1:-3.498047132905668 2:-4.834416677032261 3:-3.181895738188773 4:5.395246335912395 5:10.97523272860632 6:-8.337996777722715 7:-4.47596671145717 8:4.654672695899365 9:6.927918470784184 10:-8.528705038567724 11:1.839112178888138 12:-7.623851840113473 13:-10.20933966573597 14:-3.47993203294494 15:3.615569091899841 16:4.937416248690804 17:2.480856641427181 18:-7.004776588637881 19:-0.2679619224019529 20:-3.253485759084961 21:0.9690456028120822 22:-6.659140386521092 23:8.199098594385422 24:-0.05402705247172451 25:3.929136613676063 26:0.4119867427268163 27:-1.452597517301068 28:4.890379816236184 29:8.234966729483727 30:7.826740198815355 31:3.016499453399751 32:6.304835477645391 33:5.962874287258841 34:6.279711774318925 35:4.028932402729989 36:5.180076637387559 37:4.093570371514772 38:-10.75604900126168 39:-4.096602949794162 40:-1.040364956923953 41:2.932378993658488 42:-1.641864118883643 43:-7.859444764565694 44:3.614955145427649 45:7.950217042796517 46:-10.45417824223737 47:-6.035900259536284 48:-9.461116881321258 49:9.077192227838982 50:3.895478351615276 51:-3.273595701339503 52:8.729872670817892 53:-8.112987329415693 54:-2.728533124459376 55:-2.377292242280066 56:7.466302553557558 57:-7.838287507507044 58:-1.330817970605937 59:-5.804528662585754 60:7.467237048808618 61:-5.888391070250849 62:8.542069759799338 63:1.991065205656231 64:0.1519887829442828 65:-1.016851302589407 66:-4.478729104454312 67:9.371578469114075 68:8.888418548215764 69:-5.739681278080797 70:0.1248706876334627 71:1.879120087669714 72:-1.475908329068573 73:4.721335145905373 74:-2.758061194349003 75:1.594716349289306 76:2.344433711390774 77:-10.84312347117801 78:0.1812919344653108 79:7.383960026497013 80:-5.79820628915926 81:-2.673444819310568 82:0.5753018308633784 83:5.317175513528667 84:8.513076078295279 85:7.437148959034841 86:-3.060362286794917 87:-8.558090289211375 88:-0.2734814281805606 89:-7.470975862108421 90:-4.213576532937165 91:-6.687914264020099 92:8.258814128179704 93:-6.868069450126941 94:-6.012648919306392 95:-8.997145426108306 96:10.07996867487635 97:-7.575505547658965 98:-6.951917818536845 99:0.406788137487105 100:5.126829252164927 101:-3.890994087285317 102:5.226574018939447 103:-8.605247549530468 104:-5.942936375817874 105:-7.437065094242872 106:1.055424606486731 107:-4.551029095596224 108:-11.35453099025319 109:3.954996089734157 110:9.083103657620072 111:4.408962266628814 112:7.827871064136766 113:-5.194305697634348 114:8.155698255649167 115:-7.45780174253238 116:-3.908064016179173 117:3.435796790830391 118:2.728789426244249 119:1.802398171578881 120:7.892098087427656 121:3.585711157372465 122:-7.087579725727549 123:-3.392652926633618 124:5.144746802845821 125:6.448056211062702 126:-10.55646127130208 127:0.5248473042942861 128:6.330593378892321 129:4.576691287196133 130:-2.518185376155025 131:-4.253676422729701 132:8.772758703731007 133:-1.028145059729918 134:-3.489802255222263 135:7.39163169729251 136:-2.418086989713882 137:8.702689504485086 138:-7.803460569409848 139:1.353587501948768 140:-12.39963450059412 141:-6.462480661277541 142:6.846390287233505 143:2.589370204771861 144:0.6534143257461238 145:-7.414137921987826 146:-0.2691931326198704 147:-9.097724850720295 148:-2.683759472003398 149:-0.01910949713286647 150:-3.272841856932502 151:5.391243386178679 152:2.725576380307371 153:-3.048105808219734 154:-8.561286784613275 155:-6.824513683674772 156:8.074458880199389 157:-2.290429453552246 158:-1.546684908396647 159:1.849578504650141 160:3.817685752017036 161:6.320404659684533 162:-7.903634953574548 163:3.641522802928209 164:8.406029727732879 165:1.845478994023796 166:-3.964505352590655 167:-6.983983736764078 168:2.401105682043081 169:-1.680786689787753 170:-10.68303171819657 171:-7.336200423558213 172:-3.811335126592736 173:6.172310799299484 174:-2.808510838773256 175:-6.485755315034517 176:5.653779464969286 177:-0.9246442354816984 178:-4.257963029242068 179:-5.300510254987822 180:2.424356875456333 181:8.419602908942563 182:5.457620398982439 183:1.284703850724619 184:1.218442984749834 185:-5.784516115670616 186:-3.269035005885243 187:-1.30963971821798 188:7.824399365121908 189:6.303840596050919 190:-10.80771709025293 191:-3.636644342305232 192:8.234163093984264 193:-5.837372837434379 194:0.780563675408394 195:-9.413521523301302 196:-8.587732010447857 197:-9.035111286551187 198:-2.991467032810828 199:-7.312443930890932
-1 0:6.569350460925613 1:-3.564352626180966 2:-4.207521487977036 3:-2.962246316824912 4:4.104322751731052 5:10.65896166897477 6:-8.627514353899866 7:-6.209220340178508 8:6.462337372703319 9:6.993530880617154 10:-6.6179281043602 11:3.948781642213021 12:-8.333404177968617 13:-9.663741007514627 14:-4.245682326611675 15:3.832270501600324 16:4.390636477835667 17:2.034758960051957 18:-4.963341087483202 19:-0.3510286953830353 20:-2.832354469591746 21:1.560205299025814 22:-6.572397434106048 23:8.937761191081359 24:-1.153248200745882 25:3.342179644042911 26:-0.7576239073900766 27:-2.331696042230357 28:4.570699940676903 29:7.416869850722081 30:7.736725070237812 31:5.692220719416037 32:7.163459467389123 33:5.959385617678207 34:6.875519431583826 35:4.173231791028137 36:7.524051367417391 37:6.703272982963292 38:-7.330182627448917 39:-3.640418329159189 40:-0.8552936163120294 41:0.5729028122810715 42:-1.848360565953347 43:-7.130018287295844 44:2.912281135218795 45:5.450563800677066 46:-10.64067602042297 47:-4.306019760289639 48:-6.195012193339421 49:7.862992296756728 50:2.611166973146784 51:-2.819874198733515 52:4.836688473250039 53:-10.35323844982027 54:-2.441592257114138 55:-4.175826750161107 56:8.433735509923173 57:-9.201372945373187 58:-2.533602552470779 59:-8.099753065771292 60:10.45649294179672 61:-4.554766779348656 62:10.19683454956478 63:0.472561629276561 64:0.04547657740251099 65:-2.475903680268273 66:-6.177262347308996 67:9.161981585384424 68:9.708453062056996 69:-4.63150271442817 70:1.111033112957037 71:3.071945995074853 72:-1.438498293150525 73:5.011957000294397 74:-4.240563595785126 75:3.11612860444788 76:0.7196582716823514 77:-10.92121475344902 78:2.145983195506811 79:5.807914899910212 80:-6.185096475098503 81:-4.043510615468965 82:2.38568205378366 83:5.532160167076473 84:9.162085040061994 85:7.129819115558465 86:-2.027108217601818 87:-7.731907829615938 88:-1.688716520674408 89:-8.478904736592543 90:-5.684018988919609 91:-5.729138721019938 92:5.974123097920909 93:-5.678594077018166 94:-5.144691402720596 95:-8.095645853978455 96:9.388743783983678 97:-7.222841945030289 98:-6.527770230567312 99:-1.024709024315132 100:5.520314635019564 101:-3.071861201619154 102:6.012898334265071 103:-7.82478578332933 104:-4.642053485076879 105:-8.594734151527987 106:-0.6617426732425167 107:-1.351837538519008 108:-11.13807654906667 109:6.178271558300176 110:10.84403221562885 111:5.39960824345054 112:7.878877535497415 113:-5.178170403206582 114:8.889957070498813 115:-8.323625342434507 116:-4.737440020492561 117:4.424257257036585 118:1.613534910593369 119:3.301181706442993 120:7.827039965851739 121:4.469702945589081 122:-7.643008081854486 123:-4.223918978479715 124:3.185810058083214 125:6.181904881605774 126:-9.285712729053456 127:-0.6211795657781971 128:6.606763979322732 129:4.798595307769038 130:-3.436770994338909 131:-1.234504947534505 132:9.647411176841702 133:-0.004064431291749888 134:-2.658556163676228 135:7.687206652004488 136:-2.392872644706811 137:4.528883606202246 138:-8.063157202438738 139:-1.090849720493336 140:-10.09318777329576 141:-8.120404413715862 142:6.243147401065227 143:2.271468777590499 144:-0.2712822778743988 145:-6.20378739445848 146:-1.445231505121052 147:-7.908421062376467 148:-1.790002884834716 149:0.9811780991914798 150:-3.84788056057993 151:5.328748120247677 152:2.983596030821921 153:-3.830511474039008 154:-9.848934381592013 155:-10.21192365407532 156:7.826788620699852 157:-1.423228585740505 158:-1.115987678298699 159:3.016266641032728 160:5.115967426683246 161:8.749262641122478 162:-8.145107503450992 163:3.630500256292147 164:10.12123584913461 165:0.660908324375058 166:-5.216738263206779 167:-5.189120526032424 168:2.888854230629841 169:-3.231450130649754 170:-9.054749688027366 171:-9.35232931294111 172:-5.903508829485822 173:7.08966583724067 174:-3.706958975758072 175:-5.372160403134709 176:6.963791885204237 177:-2.759427593278533 178:-3.793763735534605 179:-3.291060578168414 180:2.181511902789574 181:5.991130564297031 182:5.81719388966587 183:0.3634714316404515 184:5.082053309331284 185:-6.652394962060087 186:-3.6374815520353 187:-0.4410937238437077 188:10.9970018823981 189:6.822443827208607 190:-10.77208444120223 191:-1.693238943793928 192:5.504457321205141 193:-8.122572155934472 194:0.3333882962057351 195:-8.984882067448696 196:-9.80403135955512 197:-7.382770206917566 198:-5.022945492081595 199:-8.676980152555924
-1 0:8.096683359881739 1:-3.232204411004464 2:-4.844841137915025 3:-2.417787086083895 4:4.996172882878717 5:8.436685203410416 6:-12.04113226133081 7:-3.206035412000206 8:5.884455870306513 9:5.118589679903264 10:-6.909806996553463 11:2.97182332002498 12:-6.938377714210801 13:-11.41160820343784 14:-6.399524976800659 15:3.327720973327138 16:6.87316625852978 17:3.407117211057883 18:-6.59504487582896 19:-1.050804747201965 20:-3.28629295005498 21:1.719895596789615 22:-7.370087511504754 23:8.159332799529428 24:3.148472718674727 25:5.72751340873066 26:0.9414896234009525 27:-3.108158758394273 28:4.110187041005971 29:6.754090268696475 30:7.55701260974012 31:4.410862699322799 32:6.361203571624644 33:8.152187375133444 34:4.968221838169756 35:4.254143379022366 36:6.692232132443612 37:6.669473883078974 38:-9.051789034001814 39:-4.087942000868368 40:-1.914191811945093 41:0.1914175724237733 42:-1.714206905621634 43:-9.572059682940976 44:2.219158401421508 45:6.076169201209259 46:-10.34367268176756 47:-4.961471304949738 48:-9.582417572747209 49:7.168703420669665 50:5.05094149655011 51:-3.181953986545685 52:9.12186483269263 53:-8.723764782496451 54:-1.956421804773204 55:-4.003594377703172 56:7.755791753122131 57:-9.036674795927963 58:1.181946302568789 59:-8.203169910662965 60:7.662014375681063 61:-5.801930426059698 62:10.56501898765235 63:0.4984228687961651 64:-0.144946073315721 65:-3.592727413323819 66:-3.724884330456079 67:7.826156254180294 68:8.366472898181078 69:-3.522991747515235 70:2.000460430453342 71:2.265032813266088 72:-0.1682144520773622 73:5.948805516781876 74:-3.393428352394082 75:2.305029289567251 76:0.5544003592188231 77:-10.49135823786601 78:2.340571766597455 79:5.745535960033856 80:-4.951150149349533 81:-2.853207161319363 82:0.3801611752473479 83:5.534385605335166 84:7.726346827437012 85:8.481108409372064 86:-1.441028002779839 87:-8.109559333869422 88:-1.278980247009341 89:-7.999642894008664 90:-5.360288377642239 91:-6.874026964897961 92:8.672973190322972 93:-7.140072551927795 94:-6.277949648334688 95:-6.280702188330727 96:11.29923344705507 97:-7.986845889401644 98:-5.553699261516668 99:-2.313201008030648 100:4.6861173617589 101:-5.883784302752471 102:6.604784736648573 103:-7.394995425804629 104:-7.26195374297281 105:-8.579211831075797 106:-0.1855363728121038 107:-4.686952041583412 108:-10.88771415304706 109:5.417636220392729 110:10.39975477503362 111:6.064195001810741 112:7.514108241072078 113:-6.480636648982633 114:7.505504101264055 115:-7.50131701205151 116:-4.33098380475711 117:2.644994199132567 118:2.850503573275154 119:2.272443604764486 120:9.618323268479257 121:4.707690359805938 122:-6.944086054776049 123:-2.465640288341033 124:5.838187041810512 125:4.960411790076519 126:-8.532021533183373 127:-1.016768461137386 128:7.080741546157433 129:4.765122294604535 130:-3.613113659599978 131:-2.342588610413748 132:10.12893424083697 133:-0.4942956140740169 134:-3.562120024328577 135:8.847874103910339 136:-2.042120157585837 137:5.837804642575692 138:-6.659473094919498 139:1.861652373531698 140:-10.54007527554769 141:-8.199401707202727 142:6.353350832117385 143:4.703294505832057 144:0.2114815096979565 145:-8.286574947776362 146:-1.732349792981328 147:-8.388248414916124 148:-0.7565464174966584 149:0.2811257097153126 150:-4.124324010520604 151:4.467818412095187 152:3.22754857922274 153:-3.595707933055162 154:-7.539241149338096 155:-6.562823278253473 156:8.792924525323095 157:1.062925311419963 158:-2.879028442497774 159:2.550014591059144 160:4.918441863618278 161:9.137022879728653 162:-7.799840213013944 163:3.184822608810307 164:8.32480276269442 165:1.114775332189859 166:-4.943298525124291 167:-6.55877076411106 168:3.893334053662021 169:-1.445086386513029 170:-8.332743582097807 171:-7.834893052570187 172:-4.17660282613574 173:7.476077811904362 174:-3.441205942055845 175:-6.045565591428243 176:9.026107738304209 177:-2.429338145115366 178:-4.939059135777062 179:-3.201456978120666 180:2.496250264676828 181:4.957636284197545 182:5.919070474648726 183:-2.820848649432195 184:2.075546229294236 185:-4.780412346614534 186:-3.433105170492213 187:-1.644826152451308 188:8.088745341520282 189:7.215378321102671 190:-8.949921943651926 191:-1.605435429045807 192:6.548751609556697 193:-6.898067061806356 194:0.3624980366922563 195:-7.901129129870105 196:-8.940990161699679 197:-5.86625170397249 198:-4.15567496404938 199:-8.158474428150109
-1 0:8.738054820297988 1:-4.439350835552893 2:-4.676810396478738 3:-3.358855242382512 4:4.632702523873688 5:9.88902266182939 6:-9.476826577319773 7:-6.137723426183961 8:6.588065042497826 9:5.730434632306854 10:-6.73524607393965 11:3.620761098667329 12:-9.168797193817801 13:-11.16571808281478 14:-5.66570321132638 15:5.340628319874387 16:5.980060556632274 17:1.10197124082644 18:-6.816880542243765 19:-0.6227453764113432 20:-2.915824252895601 21:2.589326753719899 22:-8.286118882387612 23:7.828087076238822 24:-0.114763105453679 25:3.234717093390869 26:1.193197358076036 27:-2.997656357311528 28:6.023036220588917 29:6.169466794945554 30:7.599171386951363 31:3.646778822453012 32:7.382037786665127 33:4.021919525231104 34:5.948718122388556 35:3.001896582602581 36:4.840815238899292 37:4.774707666349353 38:-7.524844427338106 39:-5.429288473888594 40:-1.311873826211597 41:1.062433401647795 42:-1.580776021399796 43:-8.868617497213584 44:1.661164102639598 45:7.164239335430077 46:-9.496580416237563 47:-3.604866077127594 48:-6.378395850265512 49:6.275903071674648 50:3.778172061230726 51:-3.343624156301066 52:7.500766727423746 53:-8.566025032806705 54:-2.801656102801986 55:-4.094971901093096 56:9.921068808460104 57:-8.290690195854072 58:-1.543204905448683 59:-5.7092334900822 60:7.466379601620754 61:-6.14316213424524 62:7.712319446777929 63:1.772620212035802 64:-0.8387682731945005 65:-1.588223879319468 66:-4.983100297360421 67:8.337175937663357 68:10.0566254723909 69:-3.351661765218011 70:0.3921352110878747 71:4.044806221295667 72:-0.5661685608883789 73:6.385441517357616 74:-4.779176183428653 75:1.121918185381417 76:0.7213568810380624 77:-10.30728086335249 78:1.373632565576201 79:5.051813958731498 80:-5.22488846023934 81:-2.770467572478795 82:4.811443592993339 83:5.742443446497949 84:8.554024960340312 85:6.917884544258454 86:-2.312313888972056 87:-7.956509126048041 88:-3.086231687286672 89:-7.090566874996088 90:-5.280812154264954 91:-7.633382685179734 92:10.2178383417691 93:-8.452477650463658 94:-6.271283765181915 95:-8.381022229408352 96:9.887717608135226 97:-6.770338301229252 98:-5.657045790391936 99:-0.7726401447812454 100:4.247088260688635 101:-4.415830346384839 102:7.944901761104182 103:-7.205151562443297 104:-4.820918833734866 105:-8.546581474917678 106:1.187157379947053 107:-2.537215773825633 108:-10.03758402828501 109:6.011297061675389 110:9.479830609298611 111:8.29810485986512 112:8.357371853528749 113:-7.058076770032613 114:9.347017500442201 115:-8.049731502022246 116:-3.817498354376138 117:4.254394866356385 118:4.376723563239423 119:2.753242465867032 120:7.998882594463605 121:4.293439352885889 122:-7.642726157650673 123:-2.535930476085667 124:3.785577735094285 125:5.63273850990365 126:-7.089399299192507 127:0.8321687145984209 128:6.506271513889983 129:5.292808320987796 130:-4.034867792050858 131:-2.289569976549872 132:10.61389988995394 133:-1.025776150253638 134:-0.9786579376456466 135:6.36300626816232 136:-2.901493247840436 137:6.375244797647176 138:-6.735663746268376 139:0.4386211074411569 140:-9.328612565237865 141:-8.459119370526373 142:3.553252983218414 143:4.809145994454379 144:0.2724735125415061 145:-5.08594989289904 146:-2.479519194235948 147:-9.683657326896794 148:0.09758090966094746 149:0.05459230523460534 150:-4.628040211314131 151:3.886073894680515 152:2.880665712404695 153:-5.850458684051141 154:-10.39293602147658 155:-5.585367428887157 156:7.276723488265325 157:-0.1975519062355626 158:-3.979976101685365 159:3.522433599847892 160:4.349211864423498 161:7.370223286566089 162:-10.1894322681485 163:3.509343046689312 164:8.445981430374296 165:0.1357493933179295 166:-2.211657584603711 167:-5.796659712788905 168:1.190882705260257 169:-3.216007423021695 170:-9.702946050583892 171:-8.456896260180576 172:-6.544552685850177 173:7.492386710999573 174:-4.373694471489152 175:-6.915096310594981 176:7.711978100217545 177:-5.627351679379982 178:-4.425910808846456 179:-5.768350171214577 180:1.493388467699574 181:6.329839697727721 182:4.933820856557705 183:-1.038417192399441 184:2.537516266405886 185:-4.951974161123037 186:-3.3336088694735 187:-0.1199276829502482 188:11.01012965900575 189:5.300901064012222 190:-8.904885020310598 191:-2.542922599342708 192:6.891497026044965 193:-6.160610090109369 194:-0.1489948266717609 195:-6.984899927594224 196:-9.083063818207997 197:-7.5694964328911 198:-4.882253209984778 199:-5.710813424004961
--1 0:3.113535307265551 1:5.182962349129581 2:9.040322702171773 3:9.367917034135557 4:-7.043725054205439 5:0.5842778433851546 6:-3.093592970456308 7:-2.928986113872111 8:-6.029699987054864 9:-6.369501513384273 10:7.465506077934372 11:-6.298968219097917 12:-6.980016147356984 13:-4.808329756540787 14:-7.828609859530779 15:4.518172727232844 16:-4.594393171794956 17:5.502857584326134 18:-1.066728167898493 19:-3.236481947807115 20:-0.004832881768474406 21:-7.859101768398122 22:-8.490266019580583 23:-3.636660142705286 24:-2.381711274721471 25:4.703546560897339 26:8.042179166995425 27:-2.648039453066204 28:-6.136957909309807 29:6.639916391907205 30:-1.102488224243806 31:0.08028433659697165 32:-9.307856075911346 33:2.691042384683447 34:-3.422995141473312 35:-0.3922602445963421 36:5.73473029403469 37:4.440571317256877 38:2.039657579467624 39:-8.428038224031567 40:-2.732197939878585 41:4.407712695231684 42:-7.574918110266056 43:9.336614381728888 44:9.656410031310871 45:-3.142975490299811 46:5.861771289071955 47:-7.599621118046922 48:-4.957647307788769 49:1.401424894198273 50:-7.13244457516319 51:6.494105358601902 52:7.267566115549893 53:-7.792278580717099 54:7.168210571829092 55:3.444701645518062 56:-1.218846061956187 57:8.480955547212337 58:1.223886986280789 59:-2.012823024092347 60:6.014423726138494 61:-2.674821442202288 62:-3.512356356891939 63:-2.971131939531956 64:-1.378152806929257 65:-5.033785965882357 66:-10.16938472950576 67:-8.878980605868618 68:9.575552306812231 69:7.907026787771718 70:7.606630835822255 71:7.061171580236826 72:-2.056644186490411 73:7.320945842337182 74:-0.4571473481067547 75:5.303713392235908 76:-3.309958102044303 77:-2.625087016996924 78:8.880706121190668 79:8.278602287138003 80:-0.8289929587856296 81:0.3971693999931153 82:-8.205083049092918 83:-1.72498918327389 84:1.480411855846612 85:6.050161770094799 86:1.457437568564508 87:-5.132362638737937 88:-4.793794396694684 89:0.09181527580799898 90:-6.27849265439601 91:-4.376355536915716 92:-0.1961964565107399 93:-2.612684338284457 94:-4.003471980568506 95:4.565134529378695 96:7.630327973544174 97:-9.357556966410229 98:-3.459747502075605 99:-2.369806104348309 100:4.016532019464504 101:2.931278711396662 102:0.2299988984270438 103:-3.802047259960308 104:-4.344014059911954 105:-3.272056974338645 106:1.559896225909871 107:-2.702452308405948 108:-1.253319766068936 109:-1.96293916030411 110:5.626991532349388 111:8.110261292918366 112:6.909156111764303 113:3.173461217126623 114:7.579066029836747 115:10.39674791764653 116:-8.664406542669321 117:1.487300965739538 118:10.43172591878274 119:-0.8509370196551116 120:3.070113117151436 121:-4.39679668562982 122:3.937896021252572 123:9.760976273254167 124:5.008827466769636 125:-0.2641398314941045 126:6.141445242511804 127:10.24917161624479 128:6.344626986375202 129:1.867309900463088 130:-0.1168397077835454 131:-1.898029207928314 132:-2.691530568737917 133:2.686525289350345 134:9.406100298826075 135:-9.627408665775985 136:-3.974169964068712 137:-5.238237422781431 138:-4.06562821956951 139:-0.9460661298897514 140:-2.487051298975517 141:5.567852851697078 142:-1.837378515091461 143:-4.474579784178638 144:-0.5508842662620984 145:-6.309963625709023 146:5.710675184192316 147:-2.599949042825924 148:5.499688262756652 149:5.147240936116835 150:6.023254346098708 151:-7.714068261517976 152:-3.064723653109013 153:2.425071234371579 154:4.442155859214775 155:2.072942622732709 156:-5.133265067450968 157:1.418894375570923 158:3.262898692632387 159:8.214397112547685 160:-3.657708236679208 161:-2.348401417983628 162:-7.16053951593269 163:8.131506102849832 164:4.49634404418225 165:8.060191211882838 166:6.559310289418056 167:2.093656128865733 168:-8.501311257544113 169:5.114615783371672 170:3.034498131527998 171:-2.101896939511314 172:5.122718343699784 173:-8.072249758272676 174:0.09483573090992037 175:3.589216304067298 176:6.427795152350883 177:2.96856751941694 178:-3.009803561915218 179:-1.719979395585261 180:0.5095183788668283 181:4.902948276832726 182:4.09329951486336 183:-4.822815723800011 184:-7.137374517045712 185:-5.064497180048521 186:-4.039714019273665 187:2.884355536127553 188:-9.139958207909844 189:2.740206390047357 190:0.3552121444373999 191:7.360265643148926 192:10.21459111940081 193:6.992556051115365 194:1.572436442762704 195:4.456147310106204 196:9.625940840199259 197:1.703222091068613 198:1.28290511674621 199:-1.472308628050454
--1 0:3.613709665554051 1:3.222511378559461 2:5.800042906768148 3:10.5243137987227 4:-7.277105074787064 5:1.413091010428978 6:-3.662263211874071 7:-2.103203668746123 8:-5.155206896320617 9:-6.421191791360426 10:6.778011412288683 11:-6.015453650622216 12:-8.033725955386648 13:-4.686688955383614 14:-7.882110265678949 15:4.022463839624966 16:-3.926672736713904 17:4.620676945505904 18:0.491622779387327 19:0.8582549869690195 20:-2.571033779411724 21:-8.821336727425834 22:-8.966435916697895 23:-1.677892310223066 24:-3.38260159917424 25:4.786152912085481 26:8.592982540725439 27:-0.1498290200377446 28:-7.957801543237673 29:6.899168540997698 30:-0.35078429202994 31:-1.4288932198363 32:-8.280567478563654 33:2.341921323391968 34:-4.106883407934785 35:-1.333922304418685 36:6.010033568288361 37:3.024682185540426 38:3.790229397781406 39:-9.423591580212941 40:-3.90762424130159 41:4.803725030386951 42:-8.476672045236604 43:11.85549172466181 44:9.090036650104746 45:-3.59588291099725 46:7.094736514972063 47:-7.187278541544281 48:-4.341969991903724 49:2.251191931459975 50:-6.45619764925598 51:6.013086964949638 52:9.470957253439851 53:-8.051796865454097 54:6.261954815880786 55:5.572539909227948 56:-0.9155840872299548 57:9.18934872611816 58:3.0313346809897 59:-1.964595595784573 60:7.274771889752848 61:-1.321932340810989 62:-2.229103507014175 63:-1.387881247645432 64:-2.013521033922816 65:-6.37147232423262 66:-9.425443670411555 67:-8.561165599819182 68:8.385158675177868 69:9.573680414513168 70:10.094457418945 71:7.25977573098528 72:-1.509469329647526 73:7.993624383180587 74:0.3756528558561839 75:4.956502846258172 76:-1.758729370618667 77:-1.191698458638404 78:6.263380895097628 79:9.734711866037493 80:-0.2989918633023325 81:1.188891584527163 82:-7.731423701361924 83:-2.019229886702285 84:0.08441761339282283 85:6.507737645470841 86:2.515654427903928 87:-6.148405444930217 88:-3.117925894537127 89:0.9988104781261352 90:-6.342870323351306 91:-4.654215461222382 92:0.5176772988600659 93:-3.152233991827906 94:-4.094827755549666 95:4.109877078467365 96:8.191887851340219 97:-7.605623076063379 98:-4.263770578977909 99:-2.260181055694183 100:3.15316471839407 101:4.233785434184509 102:0.357623497219265 103:-2.410501500037635 104:-6.705780420989261 105:-2.242753476144866 106:1.938024398942929 107:-2.755752675243334 108:-2.862167719463212 109:-1.888317003500619 110:4.700527076199424 111:9.814009635156113 112:10.26094007311838 113:1.873042672646898 114:7.031313491356232 115:9.699367704066525 116:-9.489301681666971 117:2.375805241299421 118:8.155877713820763 119:-1.818704584999762 120:0.4855066980404006 121:-2.707186480014837 122:0.7486009486650318 123:9.234592085548385 124:3.988350482301405 125:-1.622027291967093 126:6.925826178181492 127:5.071725485938246 128:5.776542610866064 129:0.2697476585086704 130:-0.1599053278936104 131:-0.3693446059318444 132:-3.382318061123566 133:3.471126284274385 134:9.690902840137383 135:-5.8365036062265 136:-4.334047911180731 137:-1.942490669892101 138:-3.351085288507246 139:-0.9483212516067129 140:-2.124376970688825 141:3.727724895050731 142:-5.442404515058406 143:-5.586987515986108 144:-1.086696522391092 145:-6.751974501379968 146:10.15491784998084 147:-1.053838613610796 148:4.247173430504905 149:6.285959436372961 150:6.896655694926744 151:-9.359446219181445 152:-4.317740251397161 153:1.991399874498819 154:6.853409711406465 155:0.8130303349855668 156:-4.308438006483721 157:1.52814566818791 158:5.22398592595356 159:9.797460361989886 160:-3.398754627891909 161:-2.577347695066703 162:-4.957476269122242 163:6.961614386681621 164:6.327925783600548 165:5.648918941274983 166:7.567506822273297 167:3.243173645247898 168:-6.454922008376635 169:4.327493679034697 170:1.680507178251046 171:0.2097300256433877 172:4.165328198352444 173:-7.506409524181564 174:1.383604970887113 175:3.860648898222331 176:6.504653268810951 177:1.15078847974037 178:-2.617413759080362 179:0.8454337647742673 180:-1.800458500314413 181:7.051801886860371 182:3.850028993025789 183:-4.023749269554498 184:-8.067154754410096 185:-5.612035305744013 186:0.2810321756572933 187:4.088291549877673 188:-9.911192983110594 189:2.245253174896564 190:0.8368410172023266 191:8.835629487730927 192:9.89763902772911 193:6.532361459800543 194:2.008773627398263 195:5.65179549225491 196:9.440447281642754 197:-0.6899066135798053 198:0.4581001032132594 199:-1.529750310198241
-1 0:7.034724545204229 1:-3.303642474137256 2:-4.659722695798203 3:-2.305334998469168 4:3.39463993565314 5:10.01945750622511 6:-10.13858403702187 7:-5.993268834169738 8:5.465202336473419 9:4.732827576941668 10:-7.643270563518565 11:3.690522908258021 12:-6.802018720219525 13:-8.391789028983514 14:-3.657611380939517 15:4.979107377889138 16:5.071748127155048 17:4.411818688424609 18:-8.195702602547318 19:0.1982525663380406 20:-2.961951447306772 21:2.144541159321875 22:-6.60785926433187 23:9.507650478797325 24:0.7369313666944356 25:2.376259942474381 26:0.4822937317352523 27:-2.355796782142589 28:5.855644644894673 29:6.918462976285546 30:6.576522511791768 31:6.117991682826113 32:6.213745789504009 33:6.529900332937043 34:6.783356841058634 35:6.29728711254674 36:5.278942730058631 37:6.345508525306417 38:-9.116685623300153 39:-2.855858531616783 40:-1.110567022435654 41:-0.822154287820501 42:-0.9518919455520649 43:-8.565214888404981 44:1.838786717294967 45:7.609294000350906 46:-11.53528872636456 47:-4.843966244009957 48:-8.018739562052648 49:7.829091995585231 50:4.501308753937656 51:-1.106136392223027 52:6.757323214705069 53:-8.72558743534573 54:-0.8572504761364501 55:-4.512592303967243 56:8.614675555033882 57:-7.489646274474302 58:-2.524984723650521 59:-4.727391281999035 60:6.51999131891767 61:-4.66963169971285 62:10.61317186373538 63:-2.227431846541735 64:-0.5797085890726572 65:-0.5988986704675094 66:-7.056925648841854 67:9.093087576377021 68:10.13231447141572 69:-6.395086415801353 70:0.2596977669336731 71:2.380062441648668 72:-1.273108501843345 73:4.062724616856773 74:-1.907857547774211 75:1.357851797623125 76:2.998476155499758 77:-8.711095420469196 78:2.436501573905785 79:5.532075516775805 80:-5.662210553807165 81:-0.07107269225748958 82:1.399377620995189 83:6.04828345152641 84:7.666914414795008 85:6.822628786998362 86:-0.8157261112894374 87:-8.447934833814621 88:0.3413677030738098 89:-7.555074719241278 90:-3.458193595736086 91:-7.805503407846444 92:9.095029228100334 93:-7.330256390112926 94:-4.569693076470889 95:-5.539869427841497 96:10.35889730746763 97:-6.29941491457979 98:-6.802608618480318 99:-1.799386033086899 100:5.896011570695243 101:-3.268520185029814 102:6.440546103281801 103:-6.884211771500168 104:-5.849412987538043 105:-7.523252783779651 106:2.336728259160808 107:-4.487948066198254 108:-8.845031279908339 109:6.572277476865922 110:10.54454855991424 111:3.706187029096273 112:9.152560306471642 113:-6.09775937247433 114:8.203814366440632 115:-8.517511619617949 116:-5.435697997606042 117:3.451877301631903 118:2.934024062050251 119:2.47913484256871 120:11.06275174533167 121:4.307838825981069 122:-9.442882138649868 123:-3.340035392148225 124:3.877257171598842 125:5.521958402496484 126:-8.726917862986987 127:-0.3656228942586842 128:5.448570338614989 129:5.461588737138152 130:-1.707684657138668 131:-1.835699979871342 132:9.123854719149175 133:-0.5798759316546878 134:-3.875233120215726 135:7.047022973124981 136:-2.671140416803082 137:9.135682826272525 138:-9.538191304648812 139:-0.07921888675113498 140:-9.266595622501372 141:-6.709425235438205 142:4.604574114042116 143:3.042920705924862 144:1.194596228804371 145:-5.905297795344612 146:-1.637940723665371 147:-7.671633905743739 148:-1.089171645186428 149:-1.281529782722511 150:-3.00302445827945 151:4.384032074761435 152:3.512802280965239 153:-3.465338771806943 154:-9.25820483140801 155:-7.99350581580679 156:8.940188584454537 157:-1.803189569537002 158:-4.33803648449938 159:2.40610763191567 160:4.976226798085443 161:8.282995581924453 162:-8.968613670405922 163:1.49520962767787 164:9.583692595460839 165:0.4333184486822772 166:-4.452711022931762 167:-5.237641596419259 168:1.571490661560713 169:-1.769742746323282 170:-10.31944277213319 171:-8.974632133866965 172:-5.223828904509419 173:8.51068923493219 174:-4.106194291812927 175:-6.974678916355373 176:7.563520260274004 177:-3.45896083316016 178:-2.799391870232543 179:-4.202103862469037 180:3.599618783181244 181:6.120887374944092 182:5.935063652657856 183:-0.370701609625781 184:1.269625339924111 185:-6.057500553683533 186:-5.758173317137009 187:-1.783013860273638 188:9.938297250944986 189:7.351356243100743 190:-10.2900186582546 191:-1.864721539112345 192:6.4674191133349 193:-8.082979237898309 194:0.911219777003873 195:-6.371998593275126 196:-9.824427112482663 197:-6.155335449785809 198:-4.302439630782358 199:-6.701863620650843
--1 0:4.735337123370241 1:5.172185665313207 2:7.123392808950742 3:10.65731005792686 4:-9.052850282248643 5:0.9115164813194299 6:-3.357969259643093 7:-1.47970567569569 8:-6.212940386373417 9:-8.775150859094133 10:6.584786435686935 11:-7.230845132894722 12:-6.683712364318895 13:-4.422261931729524 14:-5.945621293550231 15:5.680264095542322 16:-4.28316790087546 17:3.635114249162758 18:-0.1311538620032931 19:-2.017662265814928 20:-2.407658675364607 21:-9.719715069801257 22:-7.17646736699204 23:-2.58468942428877 24:-3.246439815383297 25:3.782067617400344 26:9.474330728054941 27:-1.880105862270014 28:-8.025264010695329 29:7.433096921639745 30:-0.6204583550234634 31:-0.9610167401107649 32:-8.46652173906743 33:2.048798969533225 34:-3.894693097886035 35:-2.07554612545611 36:5.77972890892054 37:3.411666958478308 38:3.586765624109884 39:-7.947875728304544 40:-4.478659316345253 41:6.099065153132839 42:-7.957931551736488 43:10.13951367068125 44:9.571490723336044 45:-1.755236817003488 46:5.606458520363274 47:-8.449594177275479 48:-4.161696413106872 49:0.6352710736819909 50:-6.470976163136692 51:5.53220127574471 52:6.70630574253595 53:-6.084705871341325 54:8.20592665827267 55:4.542593651807 56:-3.826673101580897 57:7.218419263289967 58:3.407465026110577 59:-2.9021349133846 60:6.561516448372829 61:-0.9701312840745355 62:-1.000696220521553 63:-2.611162100403479 64:-1.853572782017081 65:-5.644017817730511 66:-10.27790158268549 67:-7.719051877949922 68:8.813896890105568 69:8.238496310772081 70:7.889962848685379 71:9.565475665852576 72:-0.2317788066808279 73:8.58588413609756 74:0.9929834440649439 75:4.968836754947511 76:-3.228144232388589 77:-1.251017334931313 78:9.355158254173517 79:8.77286427436095 80:-1.387626806537259 81:0.5159459918599397 82:-9.95238195877303 83:-0.3162131321386312 84:1.387520851071139 85:5.873037044911706 86:3.722556785152821 87:-3.78671897818451 88:-4.089005728197699 89:0.3388068691884883 90:-4.783633281559298 91:-4.892611424932893 92:2.633255959515201 93:-1.980505188466869 94:-3.85656692302266 95:4.106764667392929 96:6.873913736428429 97:-8.663239334883656 98:-4.388225766919639 99:-2.516110376488088 100:3.363338751379827 101:2.623250073239164 102:1.865746195258896 103:-3.297796062038982 104:-5.998819533325467 105:-2.057258839429566 106:1.359523111538655 107:-3.430006536796817 108:-2.979571201845909 109:-0.8886511929664754 110:6.494471998939765 111:8.786823065731582 112:9.152674139251845 113:2.489514056338017 114:7.302265909852643 115:6.752256813324849 116:-7.60279002333794 117:2.09731497470458 118:6.531314711483134 119:-0.7736740317188269 120:2.86152384274761 121:-4.605289300489281 122:1.27432765040509 123:8.163510765425002 124:6.30451110345435 125:-0.8057129315666829 126:8.248881589138794 127:9.329555832115766 128:5.918811330305104 129:1.364169139998138 130:-2.073358465448243 131:-1.339360359302531 132:-0.8819530767670616 133:2.83086324924756 134:10.08327032360623 135:-6.78721268047875 136:-2.516562660766279 137:-3.796261840161177 138:-4.546215714370389 139:-0.4730782000299699 140:-0.8771115781350967 141:6.304426676271194 142:-2.574894302986605 143:-3.667337644260907 144:-1.38020194680682 145:-7.855761659994258 146:7.366997528045531 147:-0.8901699536200347 148:4.907476575750885 149:7.019803894291568 150:5.23184923944069 151:-8.312245970429885 152:-3.418144907161789 153:2.708228259073979 154:6.325558939619203 155:1.923588121416783 156:-5.93628412309628 157:2.61675475543533 158:4.247192388055019 159:6.563656051505358 160:-2.323489225003543 161:-2.149539384819171 162:-6.030942030261619 163:9.659363751379269 164:5.581665814088672 165:7.307788166671345 166:5.527785449156369 167:1.296144050667553 168:-6.934391413625898 169:4.35122186892637 170:0.9709556763360461 171:-0.2259915513712131 172:5.293454500987493 173:-9.5714518428396 174:3.449492931879381 175:2.28133358662031 176:6.927024055433876 177:1.465202454879754 178:-4.309966481724426 179:-1.589735211993611 180:0.784417736297176 181:6.022162698704477 182:2.224732890802998 183:-5.053387701948274 184:-5.64960513876314 185:-5.424105493840743 186:-3.951078283654902 187:2.70245384352906 188:-9.56003035627262 189:1.051965539500326 190:1.451645878716442 191:6.309121683069699 192:7.897489107312419 193:6.76482976068296 194:3.921661228727286 195:4.874042997809401 196:8.96567092362241 197:2.572980296390133 198:1.929094695976314 199:-1.466104088663364
-1 0:6.631127104420288 1:-4.064752219995558 2:-4.415320486391346 3:-3.745161896930346 4:3.973757379523974 5:9.525405893066116 6:-11.22233338650721 7:-6.313413675658343 8:6.868048163506114 9:5.321462415972191 10:-6.87645977199153 11:4.623611053808533 12:-7.010536758184605 13:-9.801306024411288 14:-5.80045084872365 15:5.181314031949667 16:6.853369134362521 17:3.022671378467491 18:-7.484361202483372 19:0.1336491090534055 20:-2.19710298356352 21:3.005838034101463 22:-7.740113973438138 23:8.59693005412235 24:0.2522775627770347 25:4.566216919618491 26:0.7098014425545265 27:-2.04300594102945 28:6.099475257721774 29:7.499752245646308 30:6.55823322812723 31:4.97043740544312 32:7.192475230751521 33:5.292433480555978 34:6.119336952483262 35:4.601051821231675 36:7.969358184403768 37:7.650576352552973 38:-8.009140532001773 39:-3.564156364457664 40:-0.07557997433218722 41:-0.192813486864448 42:-0.9852817428465734 43:-7.972292758211078 44:3.428478450288002 45:7.068045575184294 46:-8.373204935059913 47:-4.788934921849052 48:-7.389231832360779 49:8.382736864720066 50:2.515625112087941 51:-3.514545101027594 52:7.654511828219596 53:-9.133106640487727 54:-0.1271404167579435 55:-4.682263198533725 56:6.837910530016359 57:-7.604885252815158 58:-3.101226482482966 59:-6.136160924488704 60:7.440716377466784 61:-4.805096689649976 62:10.4660836338238 63:2.602337965454066 64:0.2614029425761629 65:-1.520403519255906 66:-4.007651083159844 67:8.586191798961712 68:7.845432129424287 69:-3.88927964415695 70:1.788057687373645 71:1.565192908447457 72:-0.2079787338802973 73:4.232788225948499 74:-4.031262902309075 75:1.737791971554559 76:1.191571740325205 77:-10.38996472108247 78:2.581669779577723 79:6.486036048369896 80:-5.568327118034325 81:-3.673302808301281 82:3.0232855077578 83:6.731056282775635 84:7.808168074937808 85:7.150380301866162 86:-3.19623751339089 87:-7.616900796747998 88:-1.435218597436118 89:-7.640165034528495 90:-4.021088842631646 91:-7.097520359814768 92:8.777790633449413 93:-8.108230000408097 94:-4.145278063460139 95:-8.855986490469094 96:9.224797577132493 97:-8.45395842638198 98:-7.841705969144662 99:-2.420399536583768 100:5.150724324124606 101:-3.734279526601887 102:5.151243887614995 103:-7.494219227404835 104:-5.988017360421829 105:-7.473521301570577 106:0.9691746952061665 107:-2.993631551102148 108:-9.542698029029852 109:6.306818799299504 110:8.489389003327661 111:5.777618726233528 112:10.17933095714295 113:-4.942644123753309 114:9.303822293381767 115:-9.940084177159889 116:-3.625453119807159 117:4.606331985786824 118:2.165459234830483 119:4.136770620129315 120:8.822370379472892 121:5.718109454597155 122:-6.900241404315519 123:-3.15673807285075 124:5.289870801424867 125:7.616163508043694 126:-9.713097700691819 127:-0.5828182979376445 128:4.368548888815003 129:5.166813039846207 130:-4.414891134141848 131:-1.764354839713414 132:10.87234704242905 133:-0.06914469411351681 134:-3.084859332326494 135:7.524149765018377 136:-2.692984973871121 137:6.496307639679767 138:-7.983730949834522 139:0.8342369271842813 140:-10.01302965043638 141:-8.041305225234925 142:4.542091528795869 143:0.7613113179133095 144:1.944640241267398 145:-8.190458965279637 146:-2.506401790897858 147:-8.011526683010597 148:-1.875191702630031 149:-1.946744210821722 150:-2.425257900563193 151:5.490519798025912 152:2.104086121495025 153:-2.890822414820374 154:-8.033933169105934 155:-7.032717349577903 156:5.290147761590578 157:-2.552438504846593 158:-1.836502775427084 159:2.406761875576742 160:4.082183731919887 161:6.667105504455286 162:-9.715746609618781 163:0.5198369407582444 164:7.032112756688786 165:2.588753541137646 166:-3.712750899711547 167:-6.176226920246456 168:2.710592146543841 169:-4.187797720830538 170:-9.989976765855696 171:-8.529818900314806 172:-3.772900853148506 173:7.002633305575205 174:-2.737000556654279 175:-5.47018708821778 176:7.381440809572292 177:-4.721528410821545 178:-4.819403135448328 179:-4.552729433310571 180:1.930054603045853 181:7.571900765637273 182:4.43785121620204 183:1.236112133457387 184:2.711117254232684 185:-6.635264083215656 186:-3.038962575666895 187:-1.287506044934551 188:9.168523683795749 189:7.195232093011758 190:-9.66543933910665 191:-2.602119004620295 192:7.348424123738867 193:-8.865490757580249 194:1.683402515550059 195:-7.151889406743996 196:-9.090121195075925 197:-7.944298552338839 198:-4.016519591052668 199:-7.014937748367373
-1 0:6.675252879026591 1:-2.909267053114645 2:-5.135370090879769 3:-2.540381044776037 4:3.238718496297562 5:10.79001036428866 6:-8.866212591017295 7:-5.748409929818958 8:7.326171660005022 9:6.149860106471672 10:-7.329809929896108 11:4.134672677998528 12:-7.255025856239808 13:-9.053494874849267 14:-3.509925048571208 15:3.046946061997262 16:7.826785136799599 17:1.578514086507822 18:-5.717903647048271 19:-1.492336093438761 20:-1.655514824777826 21:2.134505475455963 22:-7.084697038492975 23:8.872061542498397 24:0.3124130627737477 25:2.937752967699486 26:1.65447248170969 27:-2.944774226874783 28:6.262626423744291 29:6.872502056154847 30:6.603982934453815 31:3.626574069792762 32:7.031169831390468 33:6.886787020183346 34:6.298221935603438 35:4.55624623898801 36:6.546586653026679 37:7.434969511122556 38:-6.852046714898942 39:-2.020364143959876 40:-1.12832774251617 41:-0.54489081141997 42:-1.027778845459137 43:-6.95376373579034 44:2.241635040504979 45:6.367537681994102 46:-8.065473218845339 47:-5.210054481503514 48:-7.849067939964232 49:6.105939555739515 50:5.050245626975599 51:-1.378366908976148 52:7.533091016226089 53:-10.3556474830121 54:-4.571479663313495 55:-2.364531591354573 56:8.97229197539774 57:-9.511132951869749 58:-3.835535276345498 59:-4.202584677811593 60:6.861731911731686 61:-5.379644684217661 62:8.895929013352099 63:-0.08465796461315067 64:1.435526302542494 65:-2.250937380382801 66:-7.101145299951201 67:8.052240973248997 68:7.610648393902089 69:-4.744670945429284 70:0.7315500830907262 71:1.333564360316183 72:-1.773574196328187 73:7.275325319411086 74:-3.084419771208055 75:3.013188444421098 76:0.9733653355470571 77:-9.117852326520733 78:1.981244681007389 79:6.226681290772522 80:-4.549120019118832 81:-2.06274675263824 82:3.207148294795929 83:4.92692343977049 84:8.052849200006714 85:7.17546467782924 86:-2.580784669570807 87:-8.709087788925299 88:-0.383276195324281 89:-9.196663839537587 90:-4.168515721664868 91:-7.110045130984068 92:9.081561381093724 93:-6.418746907669963 94:-6.682433266594685 95:-7.297414819745308 96:11.20703481368121 97:-7.371784424649104 98:-6.681092967029936 99:0.4324176017499106 100:5.09601356020138 101:-2.83740225541707 102:5.89853020722478 103:-9.490122651335161 104:-3.180658216901626 105:-6.34610565011705 106:0.461164588862865 107:-3.885169518439286 108:-10.58275484153984 109:5.033776164879177 110:8.553486259598479 111:6.484428704526743 112:8.139119313887026 113:-3.94900383262841 114:7.807157196379668 115:-7.345240001566455 116:-3.304547725828662 117:4.187770893805091 118:4.33059023099588 119:2.076675926613776 120:8.187034709194499 121:3.154689386022739 122:-9.368414003954861 123:-4.68827287988961 124:5.764007345933843 125:5.198216694426366 126:-8.813188729651054 127:-0.744299186092983 128:6.542992704211814 129:2.746665652405247 130:-3.564528830896722 131:-3.540682641755247 132:7.041782312627699 133:-1.629050109579973 134:-1.618277824170897 135:6.328753988963843 136:-4.820762601493266 137:7.169000112090316 138:-9.730228206717108 139:-0.7359886239453277 140:-9.924129285016155 141:-8.453024792918661 142:7.486803949344432 143:3.69436439070481 144:1.286219867184383 145:-6.411123405139205 146:-1.296418793872631 147:-7.236407179706892 148:-1.443683855943299 149:-0.8150606972821801 150:-3.416965657905267 151:5.851949374588473 152:3.38753625408992 153:-3.187045548705596 154:-9.862057403859684 155:-6.72702659989907 156:7.067311889906144 157:-3.653223165758913 158:-3.21883387607482 159:4.876503508628502 160:2.540910712794516 161:8.423569621434488 162:-9.422718669391129 163:2.235432572563513 164:8.266906580790428 165:0.695864543853739 166:-3.947598970430787 167:-5.950400163720779 168:3.240188365866799 169:-1.071006140862573 170:-8.927268411751864 171:-7.775488186383296 172:-5.511242091053498 173:8.771920857676921 174:-3.182872865846313 175:-4.936738897722205 176:9.388465065938917 177:-4.312199925958626 178:-3.752082594125697 179:-4.065410294516217 180:3.008540428106679 181:6.074298454746677 182:4.807425569724708 183:0.9931130005963742 184:2.688726628557215 185:-4.247375502695785 186:-3.729172814857194 187:0.7879678873623952 188:10.30680994731989 189:7.658681839717724 190:-8.902715549482821 191:-2.837511766721164 192:6.239515377962991 193:-7.609514949135788 194:0.3489215361545013 195:-7.867018607678014 196:-10.21606892024864 197:-7.586135451033419 198:-4.726436846315128 199:-6.679690174337877
-1 0:7.434913173848567 1:-5.063046177830814 2:-6.335681438026047 3:-2.372469837648263 4:4.565405983156357 5:11.05394918746079 6:-10.40408079915116 7:-5.302346827157076 8:7.925729610199415 9:4.314082691085495 10:-7.005061653406659 11:3.447080592470613 12:-7.876984729430171 13:-9.026655862465123 14:-5.894774283916863 15:4.40559161324795 16:6.52664030891173 17:1.246743261804883 18:-6.441372209134383 19:-2.463323272219069 20:-2.833388544672404 21:2.540266535177167 22:-4.45386744571428 23:9.99130253538037 24:0.9606059512888208 25:3.839488652881352 26:0.4797392377065796 27:-3.420199404125321 28:4.959175404960261 29:6.20499670425378 30:6.032424247242079 31:4.750245311760008 32:5.92586430050029 33:5.579287676307557 34:5.893027229230224 35:5.832728744662992 36:3.361961187739639 37:5.172761107151197 38:-8.050675178898189 39:-3.992234814762905 40:0.1154787082174626 41:0.2874324550902734 42:-0.7652323884625548 43:-9.657852921507075 44:4.033452994533848 45:5.941195644036299 46:-8.247804044673288 47:-5.556923391070634 48:-8.321063297870998 49:5.874871264767989 50:2.359577940299124 51:-3.390164992361731 52:7.954548396412221 53:-8.650739502517936 54:-1.739516498791551 55:-3.412451221949215 56:8.837684872778311 57:-7.829528003407026 58:-1.80804495911928 59:-6.15193292013199 60:6.80433332373285 61:-5.645431470961376 62:8.181990333079266 63:1.101264479126513 64:-0.4936397624202078 65:-3.910108227368434 66:-5.981538694051021 67:8.633522145340805 68:8.417249261414135 69:-3.483468929855147 70:3.002657092679388 71:3.889189250553116 72:1.12742758268989 73:4.882828171978886 74:-3.23442476637659 75:2.185445723525765 76:2.323006687854067 77:-8.853182540098194 78:1.188910825497913 79:4.99388464196977 80:-3.924780336105423 81:-4.622192720105925 82:2.545113083346448 83:5.245652562194326 84:7.922349469493826 85:7.158887947573167 86:-2.408899489064252 87:-7.534988071562567 88:-0.9843640802059724 89:-6.714935265942925 90:-5.16495417752691 91:-7.580948546900926 92:10.94400154612372 93:-7.02252374074296 94:-4.781540587793325 95:-8.111568597469963 96:8.550524386993636 97:-6.562901780437835 98:-5.352218844287576 99:-1.361899835135135 100:7.765002455780719 101:-4.733243969068323 102:7.525833796701917 103:-6.763634972054541 104:-4.037861752252383 105:-7.547942719534908 106:0.379232262173012 107:-2.159932171497893 108:-9.700060096159012 109:5.492716564211947 110:10.20712217925614 111:5.413819427117707 112:9.923557595954955 113:-6.352273334434991 114:11.07640711968946 115:-6.343965202863771 116:-4.887678367854721 117:4.917876220483869 118:1.831146826058636 119:4.593256362635483 120:8.821355946233586 121:3.615271342172341 122:-5.021566157190337 123:-2.610461288491238 124:3.227635638154947 125:6.929611610054442 126:-8.724770475274218 127:-1.128409300918112 128:8.752572313048887 129:6.827425675492137 130:-2.685578918402034 131:-2.325975636161856 132:9.953210525648082 133:-0.2299384129868384 134:-3.707173981208405 135:6.750358812563583 136:-1.627546586944338 137:6.565386247510716 138:-7.996195967126137 139:1.731668053169813 140:-7.693151247710155 141:-8.560060988165521 142:5.702032793520117 143:2.798024127607533 144:-0.1656658896929084 145:-5.362934859409933 146:-2.396717506170958 147:-6.714650093764241 148:-0.9595402436931583 149:-2.242908407806322 150:-0.7453461373523509 151:3.982183833653875 152:3.925275771571908 153:-3.764605854754908 154:-8.886939572140733 155:-7.564406603678178 156:7.152524772326356 157:-3.008165048695183 158:-2.655393656052597 159:0.7475229436560649 160:5.17791428460494 161:7.938948529762797 162:-9.068630418556113 163:2.961453691235772 164:8.229326583442672 165:1.121126077567202 166:-3.64756110792057 167:-5.596105382960704 168:3.547626353045843 169:-1.76331681231981 170:-9.736283726106574 171:-9.639983960298494 172:-6.924516823842303 173:7.941081443911705 174:-0.9399048109596162 175:-5.034502812943649 176:7.418617094814326 177:-2.195511162767134 178:-4.129377316131416 179:-4.213974073395514 180:2.816037132505424 181:7.062876717776718 182:5.127458290257799 183:-0.613735440578443 184:-0.3204802548519363 185:-2.887789485275462 186:-4.366978617826168 187:-1.793733686210601 188:9.637271862495975 189:6.984093555911891 190:-10.84008391689254 191:-1.522401441035059 192:7.007683664972934 193:-8.745599349976212 194:1.295177819631298 195:-7.726530360690941 196:-9.35141905195618 197:-6.554388353068524 198:-3.793939934513246 199:-6.879830456183904
--1 0:3.127933692929558 1:2.354782741507825 2:7.621786439519252 3:9.850997532579095 4:-6.673807106780922 5:0.4717600213082876 6:-2.220839082657034 7:-2.900686662852521 8:-5.050452171124072 9:-5.93799777760273 10:5.896156496614216 11:-6.179646324702442 12:-10.23490540377994 13:-4.783954202399253 14:-6.637360535033198 15:3.396886423460152 16:-4.344395449627877 17:5.909521269026669 18:0.4159717717615613 19:-2.56500838626233 20:-1.00103980664444 21:-8.580397095982439 22:-10.25158912050786 23:-2.237579130187147 24:-2.705104874900825 25:6.109532328562119 26:6.228155353725524 27:-1.365631074190374 28:-8.580377073196814 29:8.375602970955432 30:-1.969843020010668 31:-1.277495979606793 32:-11.33216450297213 33:3.068454031981712 34:-2.944020222752728 35:-2.470251945906975 36:6.863457712213571 37:5.656392091246439 38:3.462909591020639 39:-8.485137739613283 40:-1.544029200313743 41:1.733833770503647 42:-7.508238160714022 43:8.221555058134797 44:8.198812461720648 45:-2.900307315101256 46:7.735032177781385 47:-8.642946285980855 48:-5.111322334228465 49:1.134511917302991 50:-6.855228329399412 51:6.644997706073343 52:7.502636100192803 53:-6.441978419499284 54:8.289334882237702 55:5.356069878342179 56:-1.813679703444144 57:5.085702747330606 58:3.04523832939426 59:-4.777528145460645 60:5.304348122089154 61:0.3848419463203732 62:-3.68081907644657 63:-3.559691495825462 64:-1.069838903025685 65:-6.906094629217263 66:-9.236922486156693 67:-10.39780742681156 68:8.601892700866413 69:7.935006768791696 70:7.371993326524521 71:8.234905796190915 72:-2.179922776397102 73:6.680781379058368 74:0.01609604666879827 75:4.506377510498565 76:-1.540031168982752 77:-1.78467750525425 78:6.736698587298761 79:10.7330876200424 80:-1.007591058795932 81:1.347842473041721 82:-9.997947315170329 83:-3.483095022171725 84:-0.2756899976615231 85:7.621056867934611 86:1.767139041418722 87:-3.817948283103686 88:-4.640104355377186 89:-0.2687349278829103 90:-5.003600086427192 91:-4.337940500872847 92:0.5565911486872914 93:-3.991170111365282 94:-4.779802927650421 95:4.697723863840021 96:8.651776766272031 97:-9.972091321537265 98:-3.3766200733182 99:-4.627820478166772 100:4.16127527779078 101:3.120487938702183 102:0.01651457221063757 103:-4.158631256697946 104:-7.956608014682257 105:-0.2889713035730719 106:1.688980066856295 107:-0.8642709325171308 108:-2.078352360572384 109:-1.157499158310793 110:5.584414448243123 111:7.773295376297894 112:8.305825462867736 113:0.7199904977339537 114:9.886774844225428 115:5.647271105600047 116:-10.23371379029227 117:1.727643737263733 118:6.805988050913377 119:-1.701887636088621 120:1.680813431799685 121:-2.861778577990969 122:1.678788445839962 123:10.08600547794253 124:2.288997522307027 125:2.082319828386798 126:8.794030977414947 127:10.4808057660453 128:6.224146368517613 129:2.494309712783389 130:0.4194385286696122 131:-2.071762847718724 132:-1.379260821807133 133:2.354851520988642 134:9.943169142803477 135:-6.437835757470395 136:-4.644678927744164 137:-1.773690128368472 138:-4.550958800396499 139:-1.771733456266481 140:-2.729224164010004 141:5.305668650230341 142:-3.754977404229757 143:-3.04837778142032 144:1.195578979679826 145:-5.460335930211164 146:8.635152082217079 147:-1.26717344419433 148:6.735409409795545 149:7.0660084913959 150:6.354601658241918 151:-10.0770191324541 152:-3.087665747305484 153:2.3996398282641 154:5.240705596226294 155:2.066142670030058 156:-4.395337969965367 157:1.77528058151783 158:3.408433701209187 159:6.798756477829526 160:-4.026548833197081 161:-3.957192023167595 162:-7.020194169570396 163:9.214070717900432 164:4.005508759763398 165:7.773627564831553 166:7.605527085997428 167:0.305556778294678 168:-6.164827821362757 169:3.472655002034299 170:1.265709561535959 171:-0.8497579724395172 172:4.204205821820623 173:-8.352401624386241 174:0.3464544347752196 175:3.483286400284816 176:6.427110124557817 177:1.54661825245936 178:-1.505082656941997 179:-2.13167429895395 180:0.6650563632329494 181:5.708335815753498 182:3.630927876568327 183:-5.277533732054254 184:-6.299561091485686 185:-6.427787085148994 186:-3.260356307832825 187:3.809878199629274 188:-8.749556738578844 189:2.851611528055539 190:0.8855543448630758 191:6.343231797729896 192:10.68521251365408 193:7.022478567382692 194:3.83980937210434 195:5.303939164969656 196:8.631119147834371 197:1.561619439946564 198:1.651418426354294 199:-2.189523665299688
--1 0:3.757638083951146 1:3.840400517582277 2:6.693235036228493 3:10.2423738827323 4:-7.922719990502089 5:0.418099572785436 6:-3.645954957106321 7:-1.632989996433336 8:-6.860202685339198 9:-6.812810122816936 10:6.728349177572071 11:-6.822713626962329 12:-7.418828674348488 13:-3.554841317410319 14:-8.326893212468994 15:5.670435255197416 16:-4.78274099634944 17:4.440837892839943 18:-0.6612309340773883 19:-1.596980279268449 20:-2.584354390575704 21:-6.779095681225712 22:-10.41583010718234 23:-4.755100639268491 24:0.8310644781250169 25:3.500261025445839 26:6.264405092943926 27:-1.182785808030905 28:-7.817927874835351 29:8.433383361844546 30:-1.942411893102872 31:0.1057045514869603 32:-8.025768773766909 33:0.9114022279816529 34:-5.36217730546912 35:-3.872489196476208 36:6.255171190412719 37:3.375702611966698 38:2.116405147790074 39:-8.473640371947447 40:-1.829619996021047 41:1.688679037340352 42:-6.927725349432086 43:8.758518076149208 44:9.200302358877178 45:-1.331516980777326 46:8.862621875305997 47:-6.154225001867487 48:-4.743609677089436 49:1.072461359623482 50:-8.653330258318446 51:4.760283864329017 52:7.367736541667556 53:-7.294475044991339 54:7.062817344976957 55:5.506788770728332 56:-1.067545848145671 57:7.884209550802153 58:3.193140078956148 59:-2.565396027573739 60:6.131971497245234 61:-0.9734805380920738 62:-1.398148894614379 63:-3.537849526003902 64:-1.678871374674208 65:-5.892000457771696 66:-9.424459983957915 67:-7.511405869135949 68:9.697908832360794 69:6.49900921339114 70:8.570414826737993 71:6.912741226989118 72:-0.5219552740087453 73:6.755191390063796 74:-0.8297308104617493 75:5.281060824995449 76:-3.546514688631897 77:-2.606359888722577 78:7.825892116319676 79:9.357828562726446 80:-3.049298650738876 81:2.03239323980239 82:-7.495369217664413 83:-2.908991609426389 84:2.181053781168546 85:7.397168849120087 86:2.064897221018073 87:-5.097336514152737 88:-3.966613555981996 89:0.6978592682370882 90:-5.313482100380318 91:-4.39189574658243 92:0.452677873174801 93:-3.375791801693455 94:-3.165003203661719 95:4.115644921559831 96:6.384064776978033 97:-7.587422524660431 98:-5.765861719643997 99:-4.54709728964215 100:3.681236746459764 101:3.044487907590891 102:1.148417864224652 103:-0.6268898539474659 104:-5.284007238354886 105:-2.551794101133793 106:0.6290633527689756 107:-0.5755487878437204 108:-2.013750244982127 109:-0.7089775334879095 110:4.042799220996906 111:8.539453728252884 112:8.084932334460039 113:-0.05303135855912977 114:10.51498009065715 115:7.374861548642247 116:-7.124970988689641 117:0.9964429188724818 118:7.676004456621153 119:-1.312493490166984 120:3.564439942492963 121:-4.445649251863179 122:3.092815081935139 123:7.83311923481744 124:5.82740262761502 125:0.8974526287908048 126:8.774153269258303 127:9.628452927661833 128:5.875405605228829 129:0.02139964316524456 130:0.7571894963506426 131:-1.252684054193902 132:-0.7723282271464478 133:2.441810169597744 134:10.46592555174998 135:-7.31402534565516 136:-3.822950502575546 137:-3.796283717084832 138:-5.146685614943626 139:-0.4913858049473386 140:-3.572536993179986 141:6.044007020364011 142:-1.934188120066502 143:-5.775993863164315 144:0.8743286544447747 145:-6.14076600769556 146:8.653695031857358 147:-2.221922910104865 148:5.401553899430987 149:6.535366258569864 150:7.907953552567603 151:-9.932447610074265 152:-4.255827707854834 153:4.289319434376229 154:6.024730810055233 155:1.450407659116002 156:-5.949438349999538 157:0.8568763591166786 158:6.332461658268872 159:8.086472725711232 160:-3.541517612820414 161:-2.894146672250166 162:-5.974812799509714 163:10.82610947893628 164:6.140366524580656 165:5.555898158923752 166:7.484171612176734 167:4.62146734036161 168:-8.570274142506046 169:3.972525500617573 170:2.045449748736686 171:-1.113618206393084 172:3.327332224789799 173:-8.157125170379503 174:1.128901379898481 175:2.663838215623371 176:5.139005437186556 177:2.109973211749822 178:-4.815540740662512 179:0.4743077085816483 180:0.3570712693019058 181:4.888751101362214 182:3.968902181282647 183:-3.183230273317135 184:-4.872346148409028 185:-3.539547403382299 186:-2.473511729002577 187:4.034471485790974 188:-8.453685857052728 189:3.104894945014308 190:1.264945859371307 191:9.232867179877081 192:10.26630885623135 193:7.624715680072639 194:2.840060519764254 195:7.476631319269337 196:8.140327511934215 197:0.9874682259275029 198:0.08231803070112309 199:-2.962253294519827
--1 0:3.370918979368949 1:4.544047392107545 2:8.444127716561209 3:8.3768068336799 4:-8.283018971336665 5:0.4607981198678596 6:-2.587909065564437 7:-2.637768889113321 8:-5.725823030343324 9:-4.545269497448182 10:5.480172249897901 11:-5.832921966927077 12:-7.419348009552632 13:-7.026774397362875 14:-6.81395788207823 15:6.301543785595847 16:-2.109406609236698 17:6.134585289088401 18:-0.4998232776861539 19:-3.470739919624493 20:-0.4497272998766231 21:-8.586034605072964 22:-10.83906557198639 23:-4.420174334739039 24:-1.244463777307999 25:4.863726410900397 26:7.969865121371973 27:-1.646621594419617 28:-7.736265636045429 29:8.469011587917011 30:0.6895723219622323 31:-1.254972809883097 32:-8.095333189125174 33:0.8052671645779066 34:-3.096708596455697 35:-1.18772629179527 36:5.283657245127715 37:5.966894383042739 38:2.628481194307262 39:-10.36991854004396 40:-4.669976822438439 41:2.071242456159205 42:-6.378284934152965 43:9.752200732435517 44:8.261369656631825 45:-4.210246463424031 46:8.002975477037868 47:-5.922872279615833 48:-3.661517943819342 49:2.201688127482493 50:-5.345902880354675 51:5.52742958343983 52:6.841200196051306 53:-4.963426621123938 54:9.261229963058803 55:3.91908625073027 56:-2.183486530438493 57:6.334631564668518 58:1.35580316150032 59:-3.649538813855604 60:7.368463539399227 61:0.01270649173706651 62:-4.165691412804767 63:-1.904139816307284 64:-1.857307886851401 65:-4.569996500114218 66:-8.752204664824061 67:-7.510761652134256 68:9.167253604737379 69:7.483059092950688 70:8.080090890076159 71:9.800042625832498 72:-0.517820891593848 73:4.189970742063178 74:-0.6322016833775522 75:6.656839754034379 76:-2.150907274791038 77:-2.367522661692611 78:7.481574721157926 79:9.054308123172008 80:-2.25441203566989 81:1.340582238744876 82:-10.02146036456414 83:-1.129350073537823 84:0.6965939535619048 85:6.809405790136583 86:2.629354145828163 87:-3.660820073151351 88:-5.232460678580014 89:1.311220490933827 90:-5.448472439324413 91:-4.247346322654121 92:0.8761442274243537 93:-2.444727111892217 94:-3.938604357739193 95:5.792780121176667 96:6.745347681357774 97:-9.72074966450956 98:-4.655382040275843 99:-4.638485538291286 100:2.348152621600414 101:4.16666818737953 102:0.4457197863066814 103:-3.142501854324575 104:-4.840013519908514 105:-2.493606700220891 106:0.1846156358315911 107:-0.3298399684635379 108:-2.062773307690859 109:-3.555222154630883 110:5.211314224820342 111:7.903810056743958 112:8.61322549737122 113:1.29145493047906 114:9.817552035276755 115:7.887830913393294 116:-7.385370269299758 117:0.7237047761160837 118:8.747428372282521 119:2.294205217913328 120:3.84895210379424 121:-2.324131130340701 122:2.433092128693803 123:7.98908949333936 124:5.584954881953745 125:1.004881607103049 126:9.460373296894899 127:8.99391143573872 128:6.404914663812784 129:0.6441346287233113 130:1.161365844916645 131:0.5383119009310127 132:-3.482484261314956 133:1.953540084177148 134:9.228299620088098 135:-5.340799512579317 136:-3.072908268496676 137:-4.249206949121588 138:-4.292264450260395 139:-1.430277238973702 140:-4.134647822445314 141:6.220186513994005 142:-2.720509821563683 143:-4.710716587140788 144:1.371488968285751 145:-7.691403624764284 146:7.728306843702978 147:-2.033767292095352 148:4.602266998336273 149:6.780510897807154 150:6.062978909350839 151:-9.573782339838536 152:-3.740637880278164 153:4.400360306017769 154:5.721042354089659 155:1.276916027833972 156:-6.000661635994029 157:1.182621147435965 158:5.602965197566283 159:8.503544866978434 160:-5.670498498974291 161:-4.326480212054497 162:-5.837893536703041 163:8.01780337865242 164:5.347052176879616 165:6.413991576311344 166:9.701117479486371 167:0.4607155543904052 168:-7.987886804441212 169:3.225379693273041 170:3.814725200212873 171:-1.90058544020026 172:5.607215029503557 173:-8.049843428279958 174:2.464534576562731 175:3.868981812515139 176:3.99329530593216 177:2.869936757791689 178:-2.650639899315432 179:-1.45465291753172 180:-0.2489975683694449 181:5.746983503429016 182:2.601264631979459 183:-6.433907167845319 184:-6.839714578018391 185:-5.75401657860453 186:-4.480590331634692 187:5.33695739945021 188:-11.89135349294307 189:1.678094687991948 190:-0.07004276554098687 191:10.02576048394667 192:9.100455576206116 193:7.667990036346048 194:0.7102637199245436 195:6.120860595199113 196:9.663504903030676 197:1.759449567980208 198:0.9505110638424356 199:-0.8079432356979415
--1 0:5.416722045259752 1:4.67398440241046 2:7.984165440471461 3:9.795807959354175 4:-7.535368075835271 5:0.893826343066445 6:-2.557201864980002 7:-2.266159814295207 8:-6.263944993339408 9:-6.324179741933551 10:7.313569343294978 11:-6.799199117328734 12:-6.697255415027271 13:-4.775568831057972 14:-5.941126853850363 15:3.264825082764887 16:-6.187268936286868 17:4.496628938381505 18:-1.416364854544154 19:0.03986700073389793 20:0.8361173489697697 21:-7.30767396529823 22:-9.62023418290547 23:-3.464781303412987 24:-3.577211617850602 25:3.839102224866682 26:10.03319340790584 27:0.2919428926203957 28:-8.120405507308522 29:8.774003020659777 30:-0.7138107472931257 31:-0.4525347743394325 32:-7.852198491794374 33:2.262662491150314 34:-2.779450741336714 35:-3.018487818554357 36:5.887084103994511 37:4.743477681493713 38:2.762488283968366 39:-9.619336956613648 40:-0.5114706140571887 41:3.76906917570208 42:-4.236356822660261 43:9.951210662802447 44:8.044679492712095 45:-1.495070989849993 46:6.100169351528798 47:-6.490537541929298 48:-3.669332743889028 49:1.701172329177265 50:-7.905967282969383 51:4.388568654822002 52:6.472185574837265 53:-7.278702034172288 54:7.165700738231369 55:5.583994156112142 56:-2.091145209104432 57:7.193415799078812 58:2.494322598399701 59:-3.818738920029451 60:4.701820731652714 61:-1.063667797822081 62:-3.937510222019234 63:-4.936543216230454 64:-2.071698884102273 65:-6.744561388820972 66:-10.39602951136434 67:-7.855858477667548 68:8.952852682180314 69:9.784294880184905 70:9.092303567701356 71:8.031687162809158 72:-0.4659891646824602 73:8.641393548160632 74:-1.079913557338246 75:4.245005113411256 76:-1.369596116974068 77:-4.120133577351194 78:8.105844201740162 79:8.258670947222983 80:-0.8077990667498735 81:0.449616983896775 82:-6.830606677182397 83:-1.72387947212547 84:-0.3148284894783898 85:7.489813557984688 86:3.767745109237781 87:-4.129405990918466 88:-6.041398824003909 89:0.7173245050751391 90:-5.389966620913111 91:-3.958116790030587 92:1.614349610128385 93:-3.488736496484205 94:-2.425843775969138 95:4.919659531469864 96:8.575947446091188 97:-9.09643707991127 98:-3.806657053044854 99:-3.747104437838043 100:4.234936948971444 101:4.634562309538707 102:1.987429928026783 103:-2.362992757744564 104:-5.633011159445797 105:-2.233752659586322 106:-0.6208337626749749 107:-0.1654730104682079 108:-1.713788454988647 109:-2.758351156553237 110:7.005936892785606 111:7.809728184994498 112:7.819716262444034 113:2.688554487492313 114:9.512609919597999 115:7.804523481547672 116:-9.656849361234682 117:2.448657294384777 118:8.520429005113519 119:1.229983877829021 120:2.568303752493505 121:-2.673109972612079 122:1.604965445060027 123:8.337590545693518 124:4.285241761534302 125:-1.505421039141499 126:8.287663719836143 127:9.586857730395606 128:5.168539004406137 129:0.3582732212905333 130:-0.007755236551794387 131:-0.7443279795511856 132:-1.814991487869533 133:2.000681845315795 134:8.789637782718193 135:-9.29182031405985 136:-2.193255834868788 137:-4.372807930145786 138:-1.440167110929679 139:-1.418605432747349 140:-3.42885619711345 141:2.951143111462278 142:-1.892595532497141 143:-3.794200056706825 144:2.046509442768959 145:-5.883017838630598 146:8.122518565032971 147:-2.80738197064658 148:4.680841309369235 149:4.615926102318694 150:6.804068743910743 151:-10.15553365967858 152:-2.628753812091342 153:4.923099381404649 154:6.379519463724911 155:0.259208938171269 156:-5.569956927904153 157:1.718413876757698 158:6.03475067500875 159:9.00495685157572 160:-3.204184552987084 161:-2.287674827512575 162:-4.763242344335579 163:8.388947076945213 164:6.746684032138905 165:6.984882161118654 166:7.121676535641533 167:1.036425520871392 168:-7.816878743338828 169:3.45110847586103 170:0.6902112699047838 171:-0.5905038943890277 172:4.429508720480989 173:-7.84436516306982 174:0.8419222134670621 175:2.96421326285999 176:6.286609089199107 177:1.560050687750979 178:-4.201014259784243 179:-1.5193243849338 180:-2.304766965845899 181:6.407581952026553 182:3.17006248746789 183:-6.516821582115186 184:-6.518507192540184 185:-5.152103389128322 186:-2.63593520897735 187:5.031093207395478 188:-9.957054611360322 189:1.539229002201179 190:1.246947461947878 191:8.009619922257743 192:8.933188555704341 193:7.315991324235414 194:2.593555726316128 195:5.99477705281268 196:9.131818712945602 197:2.277559677890651 198:2.260884700854152 199:-0.8159693986926975
-1 0:8.994385730204989 1:-3.613252057698316 2:-4.780374956500021 3:-3.260214162911602 4:6.253611954397009 5:11.56801285246867 6:-9.375097334417843 7:-4.807469335440998 8:6.104411028197951 9:4.695546364406822 10:-9.77115410376171 11:4.189907090850888 12:-8.570856439241121 13:-9.200137611214442 14:-3.317133831086424 15:5.04467123456166 16:4.802326473260038 17:2.015257198129463 18:-7.71049269104585 19:-1.024472490119416 20:-2.135187622586306 21:2.262193839848515 22:-7.539871257640772 23:7.422162034545307 24:-1.228423921706462 25:4.349354156629645 26:-0.8801025828699998 27:-2.334172412484279 28:4.080001778349637 29:7.105070625522529 30:6.229921175565168 31:3.319612558639946 32:6.002386917212906 33:6.607839247762118 34:7.833661185421501 35:4.32723459820963 36:4.807573015570709 37:6.901573580847653 38:-8.596430511622575 39:-4.146269697205547 40:-1.03783546230891 41:0.9276358532467859 42:-0.168902695417708 43:-9.214865808333505 44:1.128397418596907 45:5.902421885122907 46:-9.544819024498134 47:-4.596747745038514 48:-9.83775090694335 49:7.641231174715755 50:2.315494462924758 51:-0.5713747618801435 52:7.496944464829013 53:-7.903557156112496 54:-3.767049366595773 55:-4.138941723160946 56:6.669735246480998 57:-9.446313547596969 58:-1.509363743590838 59:-3.709302418543482 60:7.481883937015576 61:-4.552752528398432 62:8.081139328837191 63:-1.108265843229808 64:0.183439618906421 65:-0.581405289978971 66:-5.606661359340589 67:9.561640591646453 68:9.550649392976014 69:-4.618043618664551 70:-0.2028154103796006 71:4.382961116958155 72:-0.6817136722893613 73:5.523499002143423 74:-3.765586662687491 75:1.655933610611696 76:2.020787226218423 77:-10.3979026924241 78:2.123307555126213 79:6.976444200471943 80:-5.641722064760134 81:-3.802969922961817 82:1.763287614183979 83:5.689033839625543 84:7.785034720473206 85:5.204571871440837 86:-2.311261607652736 87:-7.787866773465816 88:-3.40587424031107 89:-5.710190929516568 90:-5.476977525666838 91:-8.084618145344246 92:9.148391256896145 93:-6.140786348761181 94:-3.673242150226442 95:-7.117652311666438 96:9.017530811894034 97:-8.454083122511687 98:-7.7717948640906 99:-2.55416160326943 100:6.923836996044328 101:-5.498402989595388 102:5.901886706058932 103:-6.822313169258468 104:-6.367521387313587 105:-6.607672205326399 106:2.287521253296767 107:-4.888296531788487 108:-10.44667939923563 109:4.798025923233586 110:9.926186116134796 111:8.36272969173096 112:8.025350430749597 113:-6.120780829817331 114:8.851781065222262 115:-9.054308676367565 116:-5.906403639831741 117:4.273514396296004 118:3.668853593524817 119:3.581978744555829 120:7.506579182578571 121:3.320339310757721 122:-7.436214559284265 123:-4.101109476456844 124:6.834780433832549 125:6.10062935549163 126:-9.023259867429136 127:-1.298536586661205 128:6.610585232437274 129:4.013403173108122 130:-2.091836016999189 131:-1.775215849448837 132:9.879874640873012 133:-0.454777420105354 134:-2.650467504410978 135:8.128063569884723 136:-3.847695996738224 137:7.180398593604562 138:-9.102528945634047 139:1.858224261244583 140:-10.56795868802812 141:-6.028655263895987 142:5.980178611525611 143:5.149524865458199 144:1.024094479306332 145:-7.371522845098197 146:0.1922302421389042 147:-7.683937607711386 148:-2.688884573042503 149:-1.345268233024665 150:-1.543590348757447 151:5.856440906161525 152:3.187811073977404 153:-3.623200529072466 154:-8.1288535212838 155:-6.443320219927727 156:6.443296698132746 157:-2.244507321406954 158:-2.856612881719093 159:0.03771650786528591 160:6.043099135911953 161:7.594125686124057 162:-9.40993747720961 163:3.298159090444942 164:9.254332707852797 165:1.943261630272708 166:-3.500226232793354 167:-6.498782132363157 168:4.152834757363078 169:-2.644219571274671 170:-9.898356054154281 171:-9.188286765976564 172:-5.48164497761272 173:8.241451305711726 174:-3.889998928572084 175:-3.630467389805592 176:6.223607857018941 177:-4.064183391108907 178:-2.482645751829867 179:-4.748719688257073 180:3.639019590781575 181:7.241743675381489 182:4.442783677059392 183:-0.4050406525077154 184:1.927557704296664 185:-6.10032030905159 186:-4.750066610549312 187:-1.035995242652682 188:13.2061678145737 189:5.535961716405842 190:-12.62883465739732 191:-3.688816176485314 192:8.570075207500631 193:-7.090065871217293 194:1.584917536373351 195:-8.575980363058372 196:-11.48155395159045 197:-9.139022576409912 198:-3.882556054080077 199:-9.120970138698166
--1 0:3.33013611729328 1:3.591676636942579 2:6.321192133339601 3:7.73086527885087 4:-8.190645877174532 5:1.316466481198381 6:-3.177428126424047 7:-3.861629076491239 8:-6.855613766715399 9:-7.081427662300668 10:7.821804181368119 11:-5.23748439492929 12:-6.868142132874558 13:-4.491317815108864 14:-6.731261725818355 15:6.360809319643199 16:-4.101462791316674 17:5.13484528411457 18:-0.4872260628090207 19:-3.040164924499726 20:-1.431818366973357 21:-8.718840128710747 22:-10.02565950332585 23:-5.027120943526155 24:-0.5078156951222172 25:2.297213040514004 26:9.930311944617605 27:-1.107520614565654 28:-10.02372077870209 29:7.293499970055465 30:-2.319141007055006 31:-1.744285634924634 32:-7.40018665496961 33:3.004457531659266 34:-5.283755487845161 35:-1.755237208386621 36:5.158359477134615 37:3.274589651907151 38:5.060325986081814 39:-7.584055182375121 40:-1.391361681388853 41:2.182922560807759 42:-7.337018003631807 43:10.69452261761342 44:9.003674957260234 45:-2.500008167327139 46:6.347443002560066 47:-9.495972772144398 48:-3.43535853486773 49:2.088795615058413 50:-7.693312237136731 51:4.132587790563367 52:6.961104772403721 53:-5.813722035173492 54:7.006655284011905 55:3.066964521642423 56:-1.327465599753239 57:7.620311729004787 58:2.744143325953818 59:-4.733236417882394 60:5.070278233145729 61:-0.4151143957644648 62:-3.029626647463839 63:-3.45604785208085 64:-2.720583311741796 65:-3.515930920507794 66:-9.815288443428596 67:-9.433276416033767 68:8.770119404883358 69:8.262238971474051 70:8.133914045125071 71:10.38650387784198 72:-1.241728035017668 73:7.280366362978123 74:-0.7163998308733136 75:5.322360712800398 76:-2.482515386972185 77:-1.836979860811932 78:9.32427663028502 79:9.951029020437179 80:-1.633956818432071 81:2.738203234807822 82:-8.491387821477216 83:-2.559909685058391 84:-0.3246079364588528 85:8.954371978185522 86:4.115929198521614 87:-2.999754588054367 88:-3.600914177896754 89:0.7269758587891553 90:-4.783112640126011 91:-5.19687566278579 92:0.5997781182646106 93:-2.384622285562662 94:-3.283919128663225 95:5.891453867491723 96:7.437776883736535 97:-10.66883047908817 98:-4.174997547947807 99:-2.831689284181449 100:5.299918440729103 101:5.246274556401437 102:-1.020732318222235 103:-1.983321886999518 104:-7.511642335618387 105:-2.525160502419881 106:0.9597453562956835 107:0.02216709809266548 108:-2.208574136560273 109:-1.271268632653074 110:5.414886338497063 111:8.687418152657646 112:6.373457143226705 113:1.511042508674776 114:7.109184847429942 115:9.63779217575151 116:-10.10746951406567 117:2.114079726648619 118:9.968014595735626 119:-0.1543446865209641 120:1.491328205840948 121:-4.867175419649652 122:2.879058942452764 123:8.310618424107396 124:3.476014353370342 125:0.1873099840962795 126:7.091754747912058 127:9.896647255235136 128:6.38248606439481 129:1.186255982764509 130:0.6910621089876366 131:-1.321822375133282 132:-0.1773781270958485 133:3.689238553319841 134:9.138871161272075 135:-6.701628838950265 136:-1.819637228434612 137:-3.049551779755686 138:-2.733053153963756 139:0.5292333478183944 140:-4.874716143122373 141:5.976723333160241 142:-3.42620776968017 143:-5.294940528655887 144:0.1896949258833037 145:-6.158518910260476 146:9.12298806422967 147:-4.203931610048286 148:5.357195555271007 149:7.529938468845637 150:6.748965893252378 151:-10.4153028274487 152:-4.012187841662529 153:4.020275893862406 154:4.58651323092807 155:1.420622417649703 156:-4.740153476213798 157:3.032865785031011 158:4.782007534408637 159:7.01798883376971 160:-4.444102469039515 161:-5.182160374446458 162:-7.364940390209083 163:9.25746126902599 164:6.120888073157251 165:6.240936514524144 166:8.007097854241772 167:2.00110799775902 168:-7.694473406491415 169:4.505059500168936 170:2.942623856533205 171:-0.4048176406041831 172:4.501804063991249 173:-8.264032277829662 174:3.891470800040559 175:3.851323141848166 176:6.627187481967604 177:1.862484777987034 178:-3.641358575489668 179:-1.566168593552083 180:0.1230123260608724 181:6.050628776567232 182:3.26453685131525 183:-5.532538222130569 184:-8.210040134738556 185:-6.810054010383414 186:-2.44883658067432 187:3.756220868408964 188:-9.867533689622507 189:2.114967794146033 190:0.7614737599641281 191:9.456630591701948 192:9.310000228822704 193:8.062024905592779 194:2.570592139076258 195:5.816293344939582 196:9.256159365970507 197:2.887329566768955 198:2.99747462298616 199:-1.940244726787655
-1 0:6.717199673477622 1:-4.957154273920716 2:-3.608284127036692 3:-3.417903209312639 4:4.484204811118955 5:10.9128472318703 6:-10.73254846138993 7:-3.398793356180872 8:6.021325858561419 9:4.575268770954058 10:-7.329851989764076 11:4.31192992650861 12:-7.419397722399901 13:-10.12412180494301 14:-4.590434137504496 15:2.625185160719964 16:5.692700254239934 17:0.4694643605936828 18:-9.608307360296289 19:-1.498662891033136 20:-2.624944408039943 21:3.467682533017999 22:-7.038390709874691 23:10.03339714507723 24:1.454403607204594 25:3.138721749769184 26:-0.6370301917811133 27:-1.304544552341307 28:4.672114191143894 29:6.72185793746511 30:4.488748546174162 31:4.326329154601013 32:5.720256534926425 33:5.136165999540121 34:6.345580487758974 35:4.849216576202662 36:4.741380044112037 37:5.354666323811735 38:-8.904600632963321 39:-5.921739968619073 40:-0.9330920880792892 41:0.03298939245951599 42:-1.682285157263272 43:-8.593914148898024 44:0.4517664404857613 45:5.364948312794842 46:-11.04412127609297 47:-2.335447638631944 48:-9.353425686014539 49:6.609627632129507 50:4.460951259385148 51:-2.726111573225386 52:8.746993798992651 53:-7.911499987543211 54:-2.238634325967241 55:-2.253023020493596 56:7.890944339206774 57:-10.62778092508033 58:-2.528656024535227 59:-6.86050088373856 60:8.021449182995616 61:-4.220446838990042 62:9.691368042404038 63:0.06798265259202896 64:1.632065837817458 65:-0.5313878304771678 66:-4.715385829544624 67:7.993774282073082 68:8.752105606536116 69:-5.169085727871458 70:0.862145730924662 71:2.777059573204181 72:-1.174293137107443 73:3.859237554551539 74:-2.266727183644921 75:2.911238691563761 76:1.479632458308263 77:-9.457243584550067 78:1.61204877778038 79:7.285843624156092 80:-4.081447245957364 81:-4.773174241491782 82:2.210689785957276 83:5.633500517499274 84:6.816571670109478 85:6.710058166053396 86:-1.9846799368995 87:-9.277542436971544 88:-1.448254103548367 89:-7.489660301178136 90:-2.996027956766513 91:-5.283318648403007 92:7.395090163613144 93:-6.894115231617539 94:-4.054492477641848 95:-6.201599545484505 96:10.06070133680972 97:-8.085715377057994 98:-6.701816081237458 99:-0.1692074450406685 100:4.642633140177885 101:-4.091804749200715 102:8.615881639643273 103:-6.118609868771161 104:-4.947827112517054 105:-7.802267126233831 106:0.6757512861514223 107:-4.505425867105387 108:-10.08365820794084 109:5.66598822667464 110:7.479260712809394 111:7.975494962514178 112:9.019121727434724 113:-6.531820919353532 114:10.2521722536963 115:-7.234403006570251 116:-3.926760820711734 117:3.655279508050713 118:2.74500491501062 119:2.625042312607273 120:7.684991830998532 121:3.835371946588914 122:-8.829229545349193 123:-4.040098775481398 124:4.159268240942562 125:7.43943704818483 126:-9.358721842464385 127:-1.627734705571088 128:4.201491656178524 129:7.408499663254244 130:-2.00820693507091 131:-2.787625479649635 132:9.213924102182432 133:-0.3576588254158535 134:-3.423083273911058 135:6.651486936451953 136:-3.752651831531026 137:7.074189270469143 138:-7.659549916518644 139:1.832727799523745 140:-9.884157057664115 141:-6.707320642033362 142:5.912477307100381 143:5.646472523489171 144:1.71746209055701 145:-6.014148716691706 146:-3.572452565449573 147:-7.36211420954103 148:0.6831135721503214 149:-2.063537476448862 150:-1.58976583374228 151:5.277676516175101 152:5.260002858832648 153:-3.844700857360403 154:-10.68512027467007 155:-5.706364492632512 156:6.243879401233049 157:-0.1630745556671416 158:0.02337310889490141 159:1.740333293908804 160:5.289883584486594 161:7.853952210549526 162:-8.304897619565988 163:2.243766767938049 164:9.244837088530419 165:0.8137793739909764 166:-4.512355688558043 167:-6.192606594697374 168:2.876834520119747 169:-1.44444241389451 170:-9.819185947812713 171:-9.378808016646438 172:-3.459276228259922 173:7.167266101487023 174:-3.034729549906258 175:-5.355866144640771 176:6.942129720579648 177:-3.602760161352943 178:-3.353813150920423 179:-3.806050726371977 180:2.953491344292767 181:7.929608106743252 182:7.041300007586253 183:0.7917542914664493 184:3.447895468209527 185:-3.115409689993314 186:-4.873052738791913 187:-1.646096734946052 188:8.586230074613635 189:6.767611445239715 190:-10.20710205038875 191:-2.548751038190961 192:6.193585105628726 193:-7.173656488270217 194:1.118611108880506 195:-7.227651113268282 196:-8.615621566651216 197:-8.105859201039047 198:-5.310425060045578 199:-6.095352459682092
--1 0:3.537988820806492 1:5.175238130191548 2:8.439468980256198 3:10.34131100527371 4:-9.318791345600459 5:0.6115514012250338 6:-2.99021996468828 7:-2.619044062012203 8:-7.920852646056094 9:-7.763333981314908 10:5.512018115043129 11:-5.399894263560378 12:-8.530325948798746 13:-4.60869987136241 14:-8.152097077547442 15:3.862882808411024 16:-3.991846305303694 17:5.17111889029554 18:-0.9358517497158374 19:-1.354096732251625 20:-1.256811774819317 21:-8.434332190206423 22:-9.242677231935541 23:-3.449349188687387 24:-1.171981593366816 25:4.684444413461212 26:6.651561406735194 27:0.6579338313375196 28:-8.0558772246742 29:8.291386427949895 30:-0.6370569054265752 31:-0.9970884367368011 32:-10.25617528810897 33:3.819859445882948 34:-2.928360068591388 35:-2.435893778788131 36:5.387197413143397 37:5.452813944238491 38:3.108203864598961 39:-8.476970944263492 40:-2.81999542463163 41:4.400439319314732 42:-6.563934058548402 43:9.382918602173753 44:8.717173987217873 45:-3.64378599208571 46:6.103598518903611 47:-5.914473563239827 48:-3.184101306262505 49:0.9844693764199904 50:-6.810122874319081 51:4.70952833923318 52:6.123533423866262 53:-6.436379491303052 54:8.026443282899121 55:4.264057043617221 56:-2.153971967461747 57:6.919213227607949 58:1.936794272003787 59:-4.12470033078562 60:5.914452110655428 61:-0.03833605028508957 62:-5.056073561894141 63:-2.793458766325852 64:-2.116508544918492 65:-5.002205706200529 66:-10.11929082508632 67:-9.110675179504543 68:6.767690217174573 69:6.541925829646699 70:8.390194557095722 71:9.708009737719133 72:0.9417943201107014 73:7.182485129920959 74:-2.161949837641043 75:5.34491863531897 76:-4.269691561688861 77:-1.372999925920746 78:7.160741209093788 79:8.792259199381395 80:-0.01320180465501819 81:0.9824789034859428 82:-8.454511844497928 83:-1.520815891452201 84:0.6802528441987046 85:5.440604153210991 86:2.965059476941719 87:-5.186945598950334 88:-4.571183561023697 89:-1.072553589989642 90:-6.093605222283972 91:-5.624754237511652 92:-0.3818505452684833 93:-2.286050797128062 94:-5.016852606771494 95:2.932296410345739 96:6.800904709031394 97:-8.91842941266656 98:-4.288725531424042 99:-3.629191691037821 100:4.339300690446336 101:4.813748441695514 102:0.4288897213142777 103:-3.432686011151009 104:-5.296331685421183 105:-1.904890052388486 106:3.225551591057244 107:-0.3259113893928141 108:-2.57185261397284 109:-0.02590808150611434 110:6.094789445096897 111:7.144800112952639 112:9.891808449253739 113:1.785350305430228 114:8.24549187878252 115:8.500930941294884 116:-8.873057880571928 117:1.502616335708963 118:8.738858028637164 119:-0.1538661855759647 120:1.891554471253 121:-3.505875023486362 122:1.641040690137096 123:9.720547728295799 124:4.776826903831117 125:1.775332019472898 126:7.77672342186068 127:8.425803469736932 128:5.366379808640356 129:-0.5532930675946388 130:-1.85942318443638 131:-0.438849339097144 132:-2.127990675505742 133:0.983897683210859 134:10.57267478190806 135:-8.296381232374907 136:-3.548468647040299 137:-4.727512858184282 138:-2.148947686202127 139:-1.548798154998359 140:-2.721606096321207 141:5.492640708545917 142:-1.416057685385622 143:-5.530390642433773 144:-0.6016234071911085 145:-5.653852943577121 146:7.47831617417769 147:-0.2388348585327615 148:5.403878495660869 149:5.792206475303629 150:7.081422262445847 151:-9.269162527256299 152:-3.5410283006465 153:4.683846728028815 154:6.50823831795231 155:3.431077816070137 156:-4.619538081505598 157:2.496298849865259 158:5.425403727480342 159:6.874045629333379 160:-2.388340693002567 161:-4.803856613159203 162:-5.806944490521402 163:8.021237438153554 164:6.032336606199461 165:6.839576981748203 166:6.290360123863989 167:2.369221208562074 168:-6.424386382546624 169:3.877681946934268 170:2.89229480258737 171:-1.147691141385089 172:4.241548040935467 173:-5.448719236961429 174:3.498929058336533 175:3.99957978545002 176:6.450251280575321 177:1.935855351437197 178:-3.011118972761333 179:-1.476579232936349 180:-1.339772157271349 181:4.711308408110883 182:2.762768236793331 183:-4.792067818332248 184:-7.061559564855047 185:-7.481019624866672 186:-2.020657840433311 187:3.688480528964052 188:-9.047288720667069 189:3.200081228171374 190:0.05432114507410579 191:8.711621344780543 192:9.81304505985208 193:6.653524733460982 194:2.62050936817475 195:5.613588904153085 196:9.04687335017322 197:0.1958381579595763 198:2.836715397747475 199:-2.228799437126306
--1 0:4.529814872431876 1:2.205418180777499 2:8.52878818401253 3:9.325583936926101 4:-6.868075940231479 5:0.3068373910813113 6:-2.205222042270679 7:-1.635912232057181 8:-5.077274241810678 9:-7.146588390951914 10:6.131102212483439 11:-6.430409448729071 12:-8.317010390621924 13:-5.472825711861915 14:-5.74236118004039 15:5.748250354774599 16:-2.224611355947602 17:4.593302498061451 18:0.575643241022284 19:-1.820346245210644 20:-1.79018391041747 21:-9.096024556939804 22:-8.390980887883257 23:-3.8002253848489 24:-4.187582335578687 25:4.926181405408559 26:6.654157341386222 27:-0.02326689449153962 28:-8.361463028213299 29:7.967830988829019 30:-2.290157597537691 31:-2.369874462944451 32:-7.846640259486608 33:2.064827104617058 34:-5.01363987924649 35:-2.795470129200209 36:4.899852365411774 37:3.372224834919341 38:2.442044067454954 39:-8.100989794914156 40:-2.360207683154079 41:2.419232297652267 42:-6.358425668912654 43:8.949116036595029 44:10.29272503570236 45:-1.301960172880223 46:6.845449700840382 47:-6.953343525515007 48:-4.234328381007083 49:2.271240567359837 50:-7.646184994630333 51:6.251823224829525 52:5.414050166089527 53:-7.488587269305036 54:8.684085844438746 55:4.617473548841577 56:-2.024312130903584 57:5.839285997731196 58:4.090839987367366 59:-3.83809217683052 60:5.52478994133324 61:-0.0881565463320676 62:-2.919629266118442 63:-2.284653431280863 64:-2.182706129432119 65:-5.90401713025299 66:-10.31261353939666 67:-9.212172988622772 68:9.44863995617721 69:9.935016927791054 70:7.294501925997612 71:6.341901836861698 72:-0.5444564283640339 73:8.542305934358955 74:0.2619404019754992 75:4.284560240510292 76:-2.858610219082105 77:-2.563153607882518 78:8.674326628532127 79:8.090829730780651 80:-0.323089863507708 81:2.894515546793197 82:-7.164250525096588 83:-2.362801490438514 84:0.05982146749413708 85:7.810670325050708 86:1.325534923110401 87:-1.457862759779887 88:-2.850153163874848 89:1.58896871371077 90:-4.145687592875403 91:-5.88309529396215 92:-0.3823288918968248 93:-3.213973588667157 94:-3.665149755708986 95:3.414090366252378 96:6.270883373975054 97:-11.40530123609162 98:-5.732774882109773 99:-4.538684186424494 100:2.909203071005565 101:5.631692682553028 102:0.7009285584339411 103:-3.103903830899621 104:-4.278765085341441 105:-2.951488055026673 106:-0.01329315140709197 107:-0.9932377908859313 108:-1.509361749017023 109:-2.031587732112548 110:5.106449052564824 111:7.556173092364062 112:10.3341784428379 113:1.211972174926069 114:6.437900530789434 115:7.839049753625386 116:-6.743474554185465 117:1.165417408450824 118:9.756026773948534 119:0.675301259468196 120:3.140775988604202 121:-5.717533277190494 122:1.595145700193197 123:9.424057575607847 124:3.784859109259308 125:1.325257109441591 126:6.85944198139234 127:7.981927658182722 128:4.552284560752468 129:0.6517114078561765 130:-0.8956591156979967 131:-3.578928117450918 132:-1.608407332446033 133:0.5654899130037292 134:9.50578967794044 135:-5.868087220427057 136:-4.568704714870348 137:-3.921531130380095 138:-2.285802528736661 139:-1.9267973221269 140:-3.874159122018209 141:3.77088294245359 142:-1.753246313141087 143:-2.278597471305612 144:-0.3437278421053942 145:-4.222826043128434 146:6.732529425819738 147:-2.837163145937012 148:3.785860607570495 149:4.345772375319324 150:4.791905323405842 151:-8.705736358022158 152:-4.372209986780053 153:5.488708467453246 154:5.462354161985421 155:1.490604469085259 156:-3.924769145208145 157:3.144061327909558 158:3.421670521841276 159:8.092883000530437 160:-4.492932799474135 161:-3.824456770694184 162:-5.219925248278484 163:9.19650950624824 164:5.961172746779263 165:6.639977533350368 166:8.212550635515354 167:1.997612663897373 168:-8.04986775959612 169:1.226740788244306 170:3.560456739756837 171:-0.3066574634119961 172:2.693489822294906 173:-8.760412773114645 174:1.482082200658062 175:2.843189168339886 176:7.08504092494879 177:1.950005135402905 178:-3.766092546731505 179:0.1512028308340398 180:-0.1262811627301219 181:6.400145833279301 182:2.829633852949057 183:-5.267801583412733 184:-7.028306881173466 185:-5.721409870853769 186:-1.665457341758576 187:3.325400797605671 188:-9.3582595004516 189:2.019209708649203 190:0.5656156954155631 191:8.800365679520619 192:9.082139027090461 193:6.63885017809042 194:2.721262207872992 195:4.633116936849489 196:9.174226620913288 197:3.4513420133018 198:1.716848056411235 199:-2.585195999194627
--1 0:5.331328663956538 1:4.438684814132829 2:7.05545017038826 3:10.24693074706665 4:-6.999049767284541 5:1.740191392811223 6:-2.882909142065304 7:-2.054909446281764 8:-5.698911523164766 9:-3.415015072717223 10:6.867672858456661 11:-5.006888235129084 12:-6.851817503524933 13:-2.799586613446951 14:-8.126859139746315 15:3.350211268412189 16:-3.393221726235604 17:5.237567016352415 18:-1.799325111190208 19:-0.2902106705354284 20:-1.06327313690411 21:-9.226323325019635 22:-8.328623466392266 23:-2.944496715748278 24:-0.9464010728000711 25:6.84218301585453 26:7.549388333555672 27:-2.456753644652241 28:-10.05188479172975 29:7.400324507546997 30:-0.1176813877120708 31:-0.6507739682866299 32:-9.442081906252188 33:3.718245340980474 34:-4.732595676344228 35:-3.273893473243859 36:6.40974963330131 37:5.423720783921279 38:3.097695797619262 39:-7.395553801781421 40:-2.69517301598151 41:4.756897271013835 42:-5.830371224321818 43:11.08307225301979 44:8.936250167228852 45:-1.19135907388152 46:6.041324315904583 47:-8.171198280104319 48:-3.907177693120072 49:3.115675445358045 50:-7.99300737530173 51:5.172603240805546 52:8.305858785400993 53:-6.298848583661357 54:6.102548572611671 55:3.364391281383365 56:-2.681786555395722 57:6.28884650523253 58:3.245696121079908 59:-3.436161771366052 60:6.208496571192284 61:-1.890033204130243 62:-2.513540606811897 63:-4.042217985676514 64:-2.900107273428715 65:-4.634013927117659 66:-7.782056724226368 67:-7.629000269363333 68:8.832542120477182 69:9.720811829883813 70:8.6349870246632 71:10.24127577747932 72:1.499647022201669 73:6.076734249788089 74:-1.700821918370599 75:6.135970678484643 76:-2.651648648423393 77:-2.577682317657161 78:8.112888736007202 79:8.945394625005846 80:-2.080498681168955 81:2.739276961002294 82:-8.973720882780515 83:-3.847291914085575 84:0.9803632554066136 85:8.576555029531889 86:2.602761508138814 87:-5.406989363317321 88:-5.519144441688639 89:-0.2281065392593569 90:-6.200894917093503 91:-3.816742945437208 92:1.121201183538458 93:-2.561169404105107 94:-3.165916767389776 95:4.230089093272272 96:8.466971504935216 97:-9.675396267817982 98:-5.506269724659283 99:-2.803447064442556 100:3.751256645869246 101:5.498568887234594 102:0.6515910339940317 103:-2.65363327276759 104:-5.176519235526141 105:-1.088823700153726 106:1.417565425060733 107:-0.6315022539432007 108:-1.910768400253008 109:-1.729755249399214 110:5.948189894411105 111:7.638191805874618 112:7.977408127812282 113:0.8923019015988952 114:8.594087322002943 115:8.764492702175319 116:-8.158872665964475 117:3.825639060858029 118:7.21849718759042 119:-2.040671238502696 120:2.448019010684086 121:-4.410574846143568 122:2.212972483575815 123:10.44162059376933 124:3.865626862833581 125:0.1831061786798201 126:6.520662095283097 127:8.554500956378471 128:6.023718983596885 129:1.905972900931151 130:1.817494623344325 131:-0.2677018643974618 132:-2.746697884096839 133:1.719538897898726 134:10.90567330278555 135:-6.841824191188976 136:-4.644086898701389 137:-1.842746497284053 138:-4.483164415194779 139:-1.838179953654006 140:-1.836174196261763 141:6.387602602671219 142:-3.855886349993148 143:-4.574207665234067 144:-0.7054323665022221 145:-6.779236687836703 146:9.354735732743999 147:-2.920930262310055 148:3.615964025299784 149:6.22881723159941 150:5.919756267751122 151:-9.488130568085619 152:-3.552379211995453 153:1.937640758460934 154:5.724792365663814 155:1.254298783709326 156:-3.219420155043559 157:2.344525351292146 158:4.856260468597227 159:8.724558392986436 160:-3.968859831098217 161:-2.718415907480664 162:-7.399917525439465 163:7.435355902560832 164:5.469079407019804 165:5.082326939832125 166:6.411948013640457 167:1.08144508595623 168:-6.691107072689249 169:3.376006750526084 170:1.475360669206129 171:-1.924666817752108 172:5.473600434115097 173:-7.868955494576925 174:3.26519725159323 175:3.636189526379949 176:5.430915859294533 177:3.336821919269055 178:-2.872630718578843 179:0.0428206656281831 180:-0.08440134954242867 181:5.373896469009664 182:3.180585235437859 183:-6.133829251643189 184:-6.007184127645374 185:-4.931430889282706 186:-1.88569122022249 187:5.410987513219751 188:-10.31370811035945 189:2.448989814837334 190:1.609255148183379 191:6.984861683013651 192:8.928992723129332 193:9.21306022960038 194:1.383035299106525 195:4.386840024368509 196:9.843448801724119 197:-0.6444011807420624 198:0.9916327394618842 199:-1.105796585682199
-1 0:7.410048478781668 1:-5.735194663327801 2:-4.11310136934669 3:-2.553205410847863 4:5.106452138876469 5:10.80515992097549 6:-10.20561598512058 7:-5.633237545200667 8:6.511843546562233 9:6.566609498567453 10:-7.748409966662621 11:3.167495924520575 12:-8.954475596277874 13:-9.53474135744143 14:-5.471446384025409 15:1.504785108134542 16:6.752570265018342 17:1.089383069681341 18:-8.639430486130724 19:-1.370974410187165 20:-2.724226287322131 21:3.508783341939853 22:-7.27067285877466 23:9.968044550513987 24:2.877234178948151 25:3.831149585903323 26:-0.9089161529532777 27:-1.194777886000841 28:6.169396911107606 29:9.775954143015719 30:5.766945552416009 31:2.634639684920513 32:5.682075062516797 33:5.367214007432642 34:8.062438628491874 35:5.771919389489672 36:5.400576302308616 37:7.830305456067357 38:-8.95163814688731 39:-3.62490331899271 40:-0.8155986206404071 41:1.081531915023013 42:1.015623800413041 43:-10.83565968598781 44:2.487870670417888 45:6.821217214851576 46:-9.307801871844838 47:-2.711513636550442 48:-8.000943584637648 49:6.621240191118013 50:6.422908635594033 51:-3.581101316365938 52:5.771050492113527 53:-7.86676931342806 54:-1.289257527827667 55:-3.630230771982105 56:8.612254676396265 57:-8.958841929739041 58:-1.712879899008679 59:-6.994430319151197 60:7.551965524805309 61:-6.931039154645973 62:7.954457904713314 63:0.5544898910356488 64:-0.417651961172655 65:-1.250300715527092 66:-4.238453786064078 67:8.034346789521296 68:10.32196812102006 69:-4.067462521245342 70:0.3099873504416645 71:2.784979400750532 72:-1.284604588541779 73:3.015917493263613 74:-3.404372769518258 75:2.888764693209603 76:0.9809176225544796 77:-10.25198660396171 78:2.60746653891321 79:7.471441044044046 80:-5.700001716926262 81:-4.427066696948681 82:2.136012079332839 83:6.555528913022215 84:5.205071453464496 85:7.312983472418913 86:-2.638182240814528 87:-8.596754104564852 88:-1.380177089525345 89:-6.515620858633186 90:-6.510118646058349 91:-5.978409882113215 92:9.875041963852253 93:-9.244833053569543 94:-5.186466981311511 95:-7.218184044402064 96:10.64299510754465 97:-7.297356946769155 98:-8.068686492885586 99:-1.110429588149483 100:3.657572395053139 101:-4.842521876299205 102:6.202934933656726 103:-7.366417131527173 104:-5.225617015431927 105:-5.351716181978775 106:-0.2952832851885228 107:-2.491851855216081 108:-9.079836782911551 109:3.884391719089221 110:11.0978398110882 111:6.854144499196697 112:10.53162325386262 113:-5.689787510762715 114:9.401125739910297 115:-9.351053275219611 116:-2.575014451504811 117:3.214954549391167 118:0.8059730392156621 119:3.908066359915704 120:7.763069670304995 121:4.10477648411958 122:-6.315244648152139 123:-2.865205124216082 124:6.657532020818543 125:5.158860298630817 126:-8.871955910593041 127:-1.43446858661237 128:4.978168859528386 129:4.741719411572423 130:-4.29011558130601 131:-2.225919704215033 132:8.467788400914458 133:-0.8311169993814136 134:-3.993789204904632 135:7.30421769811362 136:-3.033408851251368 137:6.907747621036303 138:-9.402792602021774 139:0.8424013346757807 140:-9.72050533368493 141:-6.752751317344491 142:4.937961891602557 143:2.260551231689762 144:1.388011381752026 145:-6.071346017283697 146:-3.487368078008604 147:-8.655785440078013 148:-2.333331796922144 149:-1.104828352082352 150:-4.924586640890119 151:4.946475547830271 152:2.11879030154575 153:-4.262187586708929 154:-8.243511996617451 155:-7.302888762526234 156:6.764319494811646 157:-2.299163890567602 158:-3.523796806123904 159:3.256701583847975 160:4.55239850917893 161:6.925438497412465 162:-9.543030600740126 163:4.174069086660582 164:7.957148499735284 165:-0.087661698099188 166:-4.118008085150783 167:-6.565845336967258 168:3.619418099123622 169:-3.152719077431699 170:-10.30329996667452 171:-8.649064487740363 172:-6.262615278517066 173:8.855054587741476 174:-3.57333728958937 175:-5.302300588616994 176:8.445920424424543 177:-3.024538446667027 178:-3.855795910099014 179:-2.746960076182919 180:2.984423211183541 181:6.859477986888681 182:4.618283216521137 183:0.6944220719183731 184:3.941540093878029 185:-6.343384890440463 186:-1.226261898361948 187:-2.874650482506047 188:10.306515939359 189:5.677454379671694 190:-9.973235232674456 191:-3.804097216393651 192:6.739929383737485 193:-7.912710579489014 194:0.6998917121165691 195:-7.137255753929441 196:-8.383844483453593 197:-7.691122549301861 198:-5.530628671367048 199:-10.72481465819372
-1 0:6.992398559380549 1:-3.189363004313479 2:-4.56149043733319 3:-2.393434640765269 4:3.388988661079721 5:11.35595375907207 6:-10.00907746501521 7:-5.778446506031575 8:5.39459211226943 9:7.742551408259894 10:-9.560690916158464 11:2.585422388838859 12:-6.857591678747362 13:-10.66559953747883 14:-5.805812340742476 15:4.60135631419641 16:5.203988111130662 17:2.618331775732332 18:-5.586283122482018 19:0.1759901998103532 20:-0.7963004630269179 21:2.161482454560981 22:-8.691702638205539 23:7.723080731252296 24:1.355864435203409 25:4.279505326430354 26:0.7182766648636167 27:-1.428328225279431 28:4.029424550070758 29:5.205110119466742 30:6.560117812410997 31:4.29018037820032 32:7.097394562436255 33:6.304949913160097 34:6.131215719140654 35:5.055879678024888 36:5.663683928028172 37:7.00958632917613 38:-5.593425082943932 39:-3.385248865177953 40:-1.999909724064893 41:-1.533221993717043 42:-0.9348258617502013 43:-8.68328957650445 44:1.133106784581016 45:7.798385834183268 46:-11.17687928212485 47:-5.287542282732971 48:-8.358300449793893 49:6.818730169273333 50:4.200920649810624 51:-2.40424732148754 52:6.993138777079027 53:-8.947827435641505 54:-3.456950568039699 55:-4.157151524002662 56:9.167986304003957 57:-8.720454059333436 58:-0.944971557218816 59:-8.289141991810409 60:6.497339161252346 61:-6.434469517223871 62:9.241402948546511 63:2.26370047422147 64:-0.1463065333694246 65:-1.529811563049955 66:-5.11609239050596 67:6.839741366037512 68:9.609465260694087 69:-4.910447702495605 70:-1.567446607489526 71:2.660624371094577 72:-1.294235213329452 73:6.662229057716478 74:-3.845771517524343 75:1.438614115204101 76:4.119855564732969 77:-10.02893286055285 78:-0.1849498803090741 79:6.048646603546209 80:-6.158350322915606 81:-4.421074398060184 82:2.41339916503309 83:6.537154093684196 84:8.551753729416285 85:5.958662233989931 86:-1.892965556817599 87:-9.303510285540908 88:-0.16722274966168 89:-7.150892567121675 90:-5.304773536322431 91:-6.940864531960022 92:9.117103213471923 93:-7.21784036007817 94:-5.430226203291558 95:-9.047547476546496 96:11.10220186904529 97:-6.574408264558885 98:-5.568855963116885 99:-0.1734486013568788 100:2.786344058033361 101:-5.664306253152001 102:9.324872448691952 103:-8.356108410338972 104:-6.826094086994964 105:-6.587735900944324 106:2.005548659031359 107:-3.340921798886098 108:-9.77147800406199 109:5.689667848541182 110:9.635265516512753 111:7.588565658891698 112:8.129672470733114 113:-5.514028906233447 114:8.308225263690261 115:-9.270883672283123 116:-2.831489016456747 117:2.726627384562796 118:1.753187460081696 119:3.341413769502925 120:7.760725823098393 121:3.547802826600778 122:-5.653580386468795 123:-2.762855495748679 124:3.32982217972525 125:5.371253672920124 126:-9.01707328672925 127:-1.372005531777331 128:4.558421698984347 129:4.322570886035257 130:-3.814093478000634 131:-2.604448362396611 132:9.267775589590734 133:0.748549771213726 134:-1.693382899865845 135:8.548836383146147 136:-2.209870240255424 137:6.631492912333351 138:-8.447352444882968 139:1.397604473556084 140:-8.594890391373994 141:-6.786526751293973 142:4.272174847077041 143:4.794980429013521 144:-0.5218548163671057 145:-7.318966858850559 146:0.9974386951849867 147:-6.891661755664156 148:-1.337643322861309 149:0.3923722867467734 150:-3.065256107975731 151:5.963445856361889 152:1.552927194283672 153:-5.658274871775233 154:-9.797813518114712 155:-6.303575777802551 156:6.225486728466395 157:-2.933990107836903 158:-4.350375519397862 159:2.275189919383673 160:2.870963900252854 161:6.220957221632784 162:-9.839489772563427 163:1.541062275038952 164:9.716701662448402 165:2.22374625624701 166:-3.709731949510826 167:-7.891524925974548 168:2.459443478465463 169:-3.872672695049392 170:-11.07372619983758 171:-9.212266772283989 172:-6.244482531347993 173:7.05938766936699 174:-3.93210393939042 175:-3.50562987897144 176:6.368343279366647 177:-2.614966396152494 178:-5.047325930140746 179:-3.950771346404105 180:2.704078670074832 181:7.705033626799946 182:6.65976747532225 183:-1.132020295375112 184:1.697311333806279 185:-4.895805095143283 186:-4.833901295927753 187:-1.294268239900366 188:9.626094431453582 189:5.931711479003046 190:-10.01772885610569 191:-2.121318696780881 192:4.622478510624827 193:-4.947441637118765 194:0.09674592764437728 195:-8.680080385863782 196:-8.885599182563659 197:-7.789384248117676 198:-3.662948688402478 199:-7.769308952074669
-1 0:7.554164399983135 1:-2.893171980441958 2:-4.138254959340721 3:-5.057508347797899 4:5.836885870115909 5:8.962900761140984 6:-10.36494311514224 7:-6.095420341232328 8:7.054705705495097 9:4.647592421480322 10:-7.825315539284281 11:5.697305945036348 12:-9.228301046958325 13:-10.76172875797636 14:-5.035746193313337 15:3.243309183240993 16:7.172972922301914 17:3.772956161076614 18:-5.788258121339909 19:-1.989018603602984 20:-3.667297083627543 21:1.894914060743618 22:-7.944296925006762 23:8.577535934770179 24:1.109703064723632 25:6.065444822125106 26:0.7885939651319084 27:-2.918891638758511 28:4.029267308007378 29:6.427948273465084 30:7.279350354963509 31:3.050657109561389 32:7.485851792983151 33:7.41050968575586 34:6.590482187473305 35:3.301621821716915 36:6.859626313835522 37:7.933100438592206 38:-8.533369919075854 39:-3.367575935635105 40:-2.588404482202131 41:-0.2771058400714023 42:-2.18473631062223 43:-8.554553207471697 44:1.447958984950477 45:7.479944620085323 46:-9.691816308128615 47:-6.568509177583865 48:-8.660172885302018 49:8.557622118220863 50:5.127175544948107 51:-2.986786984247443 52:6.349501455392271 53:-9.136424472524784 54:-0.9274382524431677 55:-2.470698605001575 56:9.425767845741657 57:-7.67122161388548 58:-1.086024515194901 59:-6.207414362039376 60:7.853572786016565 61:-5.95335601229136 62:9.330221780656194 63:0.5031266774021645 64:2.276942672072414 65:-2.001843323270979 66:-6.320928537589558 67:9.055630235818654 68:6.701982008921131 69:-6.101481444471712 70:0.5088128887404564 71:2.01303830182197 72:-2.646398435056733 73:3.954077127113073 74:-4.587135071884175 75:1.731772971902094 76:1.626039565727847 77:-9.851986173284693 78:1.400242542631134 79:5.931726816587927 80:-5.726242158916906 81:-3.124394907204267 82:2.525916076307041 83:4.189523252280599 84:8.631638757105605 85:8.009025017614565 86:-1.734893230953593 87:-8.094155567839717 88:-1.27226540997372 89:-7.615823924113377 90:-5.111964885973714 91:-6.369844805857791 92:8.310915221662549 93:-8.2889724035253 94:-5.609453449208943 95:-6.685361944282187 96:7.640303666957273 97:-9.296315549089949 98:-6.701536614168941 99:-1.186550258029571 100:6.206337019723009 101:-3.085219005262324 102:6.785098379771096 103:-7.884980617636573 104:-4.430105798871052 105:-6.491819268117275 106:2.062166506141927 107:-3.483420887690713 108:-9.634144360668232 109:4.809800314238959 110:10.06467050427203 111:6.771634133236033 112:7.778457701666364 113:-7.398280184360399 114:10.41391378935981 115:-9.453934665422306 116:-6.136712384909032 117:4.21705344965901 118:2.65259666679721 119:2.480367125257879 120:8.186294569855681 121:4.452602312562878 122:-5.939235784885531 123:-2.705525256268317 124:4.661127235293336 125:7.154238403469088 126:-7.498991000863976 127:-2.31895381686181 128:5.114875760068347 129:6.16598536225651 130:-5.138736837117182 131:-2.268076483628816 132:9.021915838628724 133:0.2958869322846486 134:-2.249608469240966 135:6.459669209625012 136:-3.441061907742553 137:7.573374638499495 138:-8.819727253401084 139:0.8172929631020331 140:-10.00189965802692 141:-9.899365892801878 142:6.394761947630547 143:4.451660078281394 144:0.6097432444429519 145:-5.661172228761653 146:0.1023436811805709 147:-7.602802756691487 148:-2.306844593896715 149:-0.9829199019918941 150:-3.915884056039982 151:5.902979940695115 152:2.928511132457884 153:-3.444748168334437 154:-6.92644897403403 155:-4.311353857545452 156:7.550844253383611 157:-2.03821024164261 158:-3.475905408245426 159:3.786956176165536 160:3.8429405223444 161:6.852581017394316 162:-9.637498817993214 163:2.033128139284841 164:10.16675991633856 165:1.784789575253915 166:-5.749449337206425 167:-3.16924741342457 168:3.683850118212801 169:-3.716963739299621 170:-8.719558378197757 171:-8.576568117763212 172:-7.011563961534174 173:6.553785206477096 174:-3.752432866150544 175:-4.651625996839682 176:7.54721796397753 177:-1.73265729865693 178:-4.077556085583164 179:-4.024317541214756 180:0.7357226168245961 181:6.340669344172236 182:7.501408458482531 183:0.05302141456972764 184:0.7025015305839077 185:-4.320647455515632 186:-4.895640821858806 187:-2.492736531008538 188:9.100173497180453 189:7.055338510768719 190:-11.62649462279387 191:-2.874567420252218 192:6.904591628182579 193:-7.529449709281037 194:-0.9779404744000992 195:-7.834492535983809 196:-8.957242405143063 197:-7.300796821976818 198:-4.000679361749983 199:-7.351257159461477
-1 0:7.437145190797039 1:-3.859436123012361 2:-6.665853113605181 3:-3.169456935878032 4:4.228417934275799 5:10.85022222091838 6:-11.02618380594173 7:-4.603477163303688 8:6.639546600836409 9:6.101286743494654 10:-5.991499715040663 11:4.377310751248563 12:-7.36274848784527 13:-11.056918630207 14:-3.424884896352424 15:4.713245409514043 16:4.422302973954082 17:1.426013593486879 18:-5.920444116769426 19:-1.196381954990142 20:-1.080181224129755 21:2.17818820483354 22:-8.673758228736967 23:9.115202067286537 24:0.6231376940845103 25:3.407152897307883 26:0.064514078932328 27:-2.610544376903543 28:5.868637602089054 29:4.674141439429537 30:6.009209301193933 31:5.165032982643513 32:7.348609622284275 33:7.271454780195775 34:7.512377055772053 35:3.646215019041174 36:6.35030048101921 37:5.809067077319019 38:-7.906275311422743 39:-4.680502394073303 40:0.4075444999673465 41:-0.3005057345384007 42:0.3219948010343929 43:-7.021141225328776 44:3.875920551077341 45:7.822845267789581 46:-9.543963034968302 47:-4.896005851058557 48:-7.317460670037879 49:7.170445777446087 50:5.352753607320683 51:-2.04500928439925 52:7.906975066657726 53:-9.174711312267172 54:-1.088762946373893 55:-3.719210174168839 56:6.637968129459321 57:-9.274895200826379 58:-1.675272477999658 59:-5.860931144508146 60:7.138262443304428 61:-5.879293765136495 62:8.428610335995199 63:-0.176759414516003 64:2.538635520718824 65:-1.091659941059304 66:-5.169856418913649 67:7.225245877851759 68:9.259878888893065 69:-3.918792091834147 70:0.8458201116274847 71:2.787369014431592 72:0.4488628321955641 73:4.523904374014588 74:-2.801876949955028 75:1.448817606650794 76:1.934934969156658 77:-8.086053832439219 78:1.366107368136662 79:5.376999595999478 80:-3.433712203849035 81:-3.917729624601964 82:2.473091366992895 83:4.74082333186706 84:7.400884566740991 85:6.397460571011671 86:-2.909432225522687 87:-8.418324125642716 88:-1.167411865543259 89:-6.354147428484739 90:-4.52663778045772 91:-7.691381294950998 92:10.37937553524275 93:-7.512883147444812 94:-5.147139033310319 95:-8.531501709347854 96:7.826989599185885 97:-8.176381381652536 98:-5.400058861505301 99:-0.773835698055043 100:5.798038327682042 101:-4.647649713845007 102:8.263225950175967 103:-7.223077215400425 104:-5.113907995694331 105:-6.718912956821731 106:2.07290956045125 107:-2.721234254391661 108:-9.171448599900472 109:3.683697516586888 110:10.35663147202878 111:7.957712728768058 112:7.257119902178395 113:-5.81448133572508 114:9.091492897907813 115:-8.739651137176805 116:-5.195695707409667 117:4.872459703646485 118:2.798472485666589 119:2.788574895486083 120:8.940551606004382 121:2.126398238455351 122:-7.051585461504576 123:-2.553223512163244 124:3.996785455896798 125:5.536602615626795 126:-9.764535754851222 127:-1.75608583167242 128:5.092792810596858 129:4.409839039600042 130:-4.318997488381963 131:-0.7431503723750263 132:8.717366686557765 133:-0.177053266726638 134:-4.749557784680027 135:5.908579063227241 136:-1.799960007525619 137:7.028936830562011 138:-9.016908794986897 139:0.7064482679589029 140:-10.39768521201884 141:-7.574826099627418 142:7.181528481460655 143:3.429942996073732 144:1.185200664788644 145:-6.572022523192565 146:-3.227462635949002 147:-7.948727100802062 148:-3.261586798188919 149:-0.2621287356079112 150:-2.574275510670657 151:5.434095731598279 152:2.844043555439091 153:-4.980064604415293 154:-10.97044373459992 155:-6.189751791337675 156:6.812159470604266 157:-0.9808177706719958 158:-2.210556879115102 159:2.710442954620608 160:2.954151191132349 161:9.360680959290328 162:-9.643582676951025 163:3.190336898945331 164:9.05040214630908 165:2.082464467367443 166:-4.429116942940901 167:-5.97757366691263 168:4.936239354223309 169:-1.951425791919007 170:-10.26725580958477 171:-8.65666193181014 172:-4.457146227640951 173:8.321097297383741 174:-3.39395673911919 175:-7.577658419066093 176:8.42273949144662 177:-2.508278397594384 178:-2.051661373140964 179:-2.639312748423366 180:3.197867763470742 181:6.3009748526208 182:4.405509515854922 183:-1.06590766160906 184:2.17898436195031 185:-3.721691396273353 186:-3.222020122396918 187:0.4228163386199446 188:10.8263104047423 189:5.924915776761236 190:-9.432762623791955 191:-2.390209356764642 192:5.66411015072006 193:-7.270923423732094 194:1.035254854031881 195:-8.097640374475162 196:-8.211611833134326 197:-5.555954181043116 198:-4.150144932894187 199:-6.464048557944713
-1 0:7.501994297009857 1:-3.916260088304642 2:-4.037221844845352 3:-2.574657741058044 4:4.432409203013475 5:9.907322878161471 6:-8.192960400988127 7:-4.009958572866859 8:4.933617947442609 9:5.662479762806553 10:-6.968497033191872 11:2.376915134664943 12:-8.581286325281578 13:-9.428330117355538 14:-3.746769859457661 15:3.454740244636788 16:5.347076512557391 17:4.796263078957803 18:-8.51430746798861 19:-1.914693791606682 20:-0.945466169496052 21:1.240300946394902 22:-8.297635420698837 23:6.477398965362317 24:1.506235027213516 25:3.169205934398384 26:0.174958476553424 27:-0.07617808949251303 28:5.164909905918259 29:6.672201704869634 30:6.765528505443236 31:4.441410883660909 32:6.719248916657746 33:5.251945062587261 34:7.680001405736944 35:2.782170963229654 36:5.9307594934915 37:5.495596846486722 38:-6.380806177170292 39:-4.669231402724779 40:-1.342249870507044 41:1.347299022700568 42:-1.715854635968213 43:-7.997691348100526 44:2.798215662960324 45:5.390696106852978 46:-8.362110648759414 47:-3.746641674627637 48:-8.766171117878748 49:6.236946714475287 50:5.234184366480179 51:-3.708456471671626 52:7.222415614348999 53:-9.845635947167503 54:-3.003523246837083 55:-2.731691292955008 56:8.085110862057343 57:-9.932804120315856 58:-1.172693290464877 59:-5.415697562803851 60:8.169200666127786 61:-4.720156351882533 62:10.66827625104023 63:2.0552440244512 64:1.152463316001604 65:-2.148280140729149 66:-5.680064519217558 67:8.49880317662207 68:9.675296999580713 69:-4.300217498561071 70:1.584880202462849 71:1.986824837941627 72:-1.033784987596441 73:3.965021296572088 74:-4.496010891472493 75:2.013156987787689 76:2.456576918889777 77:-10.86997125689382 78:0.0513848833067021 79:5.767652265210214 80:-7.22036905565832 81:-4.219028466710449 82:4.12029807201004 83:6.693507748381432 84:7.628028212357513 85:7.717911276519991 86:-1.427991400675567 87:-7.079507849030055 88:-2.47495234574377 89:-6.683559722529609 90:-5.485884597993294 91:-8.298289883281855 92:7.418470865671529 93:-6.903912480407643 94:-5.354721134341287 95:-7.23236792101733 96:9.933045450576083 97:-7.873630803255971 98:-6.055312118076099 99:-1.506947968777761 100:5.52684360128293 101:-4.32329744455124 102:7.033345418272613 103:-6.082797615575556 104:-4.567573333859432 105:-6.683039467021243 106:1.197910852844118 107:-3.069704741095243 108:-8.306340243328041 109:3.586598520066961 110:10.09804172545825 111:5.681616292780813 112:7.612269238304713 113:-7.782263282206596 114:9.574252420945008 115:-8.078032880427919 116:-5.100237446036564 117:3.874771982090231 118:1.8380019006654 119:1.872286876760608 120:9.360188554887946 121:3.400963507837326 122:-6.176165924951018 123:-4.99796804920155 124:3.607271253781997 125:5.555586518259828 126:-7.511255987641958 127:-0.4061054031416157 128:5.844314327741577 129:7.065228039696379 130:-3.91443005656622 131:-2.008182161511378 132:9.544573081161984 133:1.897007717001266 134:-4.17643843906583 135:5.063360725633735 136:-3.483180402661191 137:6.598583832346035 138:-7.544782098500143 139:0.7229767375379226 140:-9.533378694747183 141:-8.236871154963247 142:6.640365712193034 143:3.781357929171554 144:0.9636084150524216 145:-7.020359148158056 146:-2.925910758273807 147:-9.514031185415163 148:-0.8551522332361908 149:-0.4305535107051206 150:-3.139238887553432 151:7.625554415805015 152:2.660760666727889 153:-4.886816858444968 154:-7.847941693844365 155:-7.159918671332496 156:5.919861348006638 157:-2.359327136580235 158:-2.547034086177931 159:2.420016237722134 160:5.477810276486482 161:6.716465788355373 162:-8.945224492496047 163:2.420994083541723 164:10.40781367568255 165:2.569590872338297 166:-4.523523079567177 167:-5.733962823199216 168:3.950479351782052 169:-2.264127489545106 170:-7.964777135918927 171:-7.159987193781693 172:-7.380793758560232 173:8.789074542756081 174:-3.213440064277336 175:-6.623191963306697 176:7.356069537411331 177:-3.492079697016809 178:-2.280811447143228 179:-4.666849562759912 180:4.35653212112577 181:9.126046956757527 182:5.228383716234081 183:-1.515241568778865 184:2.202009998393308 185:-5.876725787389102 186:-3.56630152853151 187:-1.4094939117764 188:9.155755412521664 189:6.141014684943142 190:-9.953884398445268 191:-3.568425832175205 192:7.598055598445458 193:-8.446872355139881 194:-0.3939601571638123 195:-7.384659338266281 196:-9.441843893449803 197:-8.002413757288204 198:-1.706192231931156 199:-6.390320791486156
--1 0:4.813959059062181 1:5.458748870304884 2:7.281047373009112 3:9.493671469154023 4:-6.917458605458974 5:-1.25205104259813 6:-5.185521452896933 7:-2.211126458197526 8:-5.675429261325072 9:-6.11892378981162 10:7.135214041728637 11:-5.027147953947059 12:-6.781002720209002 13:-3.77013232247927 14:-6.445128887156805 15:5.065423564065936 16:-3.740070340945457 17:5.543892310986236 18:0.9896377261947633 19:-2.591685259898044 20:-2.334674069277308 21:-8.234680959705525 22:-10.02770700917368 23:-4.549429402060855 24:-2.08700205693569 25:3.851059194306774 26:8.378161473641873 27:-2.828091257764155 28:-10.17077594895649 29:7.34968809560581 30:-0.7725061233572252 31:-1.126125510463534 32:-9.980066959074245 33:3.509045302424296 34:-5.104969561740764 35:-2.382754422458831 36:7.282468647145079 37:3.973904916048336 38:2.46790456091089 39:-9.179764073960982 40:-1.538283665128669 41:4.729977714155514 42:-5.874473780970288 43:10.0406209099761 44:9.066088918147265 45:-3.223552975258676 46:7.475350281158216 47:-8.776590445034172 48:-4.409935402125246 49:1.357307283879293 50:-8.152647312470535 51:6.897843215039035 52:6.682694412358906 53:-7.14153504917711 54:7.643049314213348 55:5.564525612196104 56:-2.407949964894866 57:4.709248733992602 58:3.483825023594663 59:-2.255217030297056 60:6.330133037674996 61:-1.159427099956213 62:-5.792332544724669 63:-2.74585058270607 64:-2.804125022223457 65:-3.439510397790674 66:-9.8358581875142 67:-8.299219823373063 68:8.980899740072969 69:8.28439046313922 70:9.82078744101304 71:9.699461310965907 72:-0.5425137004497826 73:6.821491939984575 74:0.5233959309095633 75:5.342215854417208 76:-1.54696329907194 77:-0.3834124505530909 78:9.578889784760419 79:9.553743736358918 80:-2.91766685487843 81:0.4177993690663429 82:-6.08926080915203 83:-0.02277173612232364 84:0.6018605981078132 85:7.563181248555723 86:2.544345363008347 87:-4.933320831979648 88:-5.114928370254535 89:0.2079365806654693 90:-5.641900745075482 91:-6.5643001120975 92:1.46412784925468 93:-1.642393923837294 94:-4.573455690835431 95:4.213127178880334 96:7.078728429336369 97:-9.093468518507757 98:-2.996153117054104 99:-2.817367654077467 100:2.95721612921234 101:0.8655834934620534 102:1.147462871098992 103:-3.344490567486724 104:-6.165309840472324 105:-3.729192043109809 106:-0.2250481556207879 107:-1.207795375677559 108:-1.573185961774677 109:-3.087962699610733 110:5.629182521935981 111:8.437252600895178 112:8.828009209728933 113:0.72939940192923 114:7.612658568378854 115:8.303067437753409 116:-9.644710084955834 117:0.64753509481065 118:8.469519667468985 119:0.9385125659339448 120:3.589495560942189 121:-2.371366513319284 122:2.728659715436922 123:8.302227982397772 124:3.896898012548062 125:-0.8398935743461207 126:5.630696332100176 127:7.906696878094316 128:5.859663889927816 129:1.182862884943818 130:0.6957382229376452 131:0.1781052336591646 132:-2.286648412151215 133:0.7576585690695052 134:9.945539360252249 135:-6.27215481322273 136:-2.269789536295447 137:-3.102512238770685 138:-4.065271260252299 139:-0.9314859122906679 140:-4.091385929800267 141:5.04235254656464 142:-4.168333169543152 143:-5.181119132415549 144:1.088352364488379 145:-6.850227487308898 146:5.914105410968874 147:-3.010275605393868 148:4.222387031815015 149:5.321967491371031 150:5.773744080318338 151:-11.04828652396273 152:-2.370040410668945 153:3.719315418055049 154:5.56559889210758 155:-0.04506027722754946 156:-4.891492620812056 157:2.901897752247972 158:3.005797581733441 159:10.15699227187701 160:-5.16204522599039 161:-2.889288534213749 162:-6.579207723065175 163:7.758880116298142 164:4.984820792309614 165:6.943005943199712 166:8.225531839888184 167:1.818381746564441 168:-7.26141677270888 169:3.877113483093971 170:3.852746006969372 171:-0.07498031891762647 172:3.638024410779996 173:-7.787782807079527 174:3.693209768558567 175:3.934167445965458 176:6.730841134601476 177:3.6335248744468 178:-2.577088748764152 179:-1.167160715155085 180:-0.135690483813611 181:4.993335918950497 182:4.111503363553675 183:-6.904949731763869 184:-6.539255847501618 185:-5.177151717713567 186:-2.89347955672289 187:2.472335747357463 188:-10.22719375919076 189:0.8255777299489619 190:1.656477499944711 191:7.43619483895513 192:8.065733326283933 193:7.61538094056997 194:2.883448606210125 195:4.665359925522196 196:9.331822861597033 197:2.933263182703553 198:1.431663188873501 199:-1.80434617990362
--1 0:4.490282564906914 1:3.718992106119009 2:5.69312651572012 3:10.48849575895941 4:-6.091391722561257 5:1.066893902278471 6:-3.711979261054896 7:-3.666685439503334 8:-6.723200692809122 9:-6.82360852587838 10:6.583335316782192 11:-6.581270293885321 12:-6.984047824714628 13:-5.475764797538101 14:-7.575562202215662 15:6.145609500437386 16:-6.003576540495187 17:4.78482787281065 18:1.999079594948303 19:-2.56636630542797 20:-0.9146353580415463 21:-9.566828347874269 22:-9.016047575713609 23:-3.903805552496575 24:-1.485343253009709 25:4.20824082084227 26:7.361020849445556 27:0.1389269159610231 28:-10.18683814030781 29:5.918977645267702 30:-0.9721345255734657 31:-3.085533251082437 32:-8.852472233789355 33:0.9940412704789612 34:-3.654920639980759 35:-2.329765122681178 36:6.048148961353361 37:4.186352272129612 38:3.436153718218942 39:-7.119613507732655 40:-5.399004139444912 41:4.365219605996964 42:-6.405807357064438 43:11.22745231855504 44:9.624139517010605 45:-2.683437902605409 46:7.359585700019228 47:-8.558631922285828 48:-2.936367160431532 49:2.093735009118728 50:-7.36212765232605 51:5.663473860576791 52:6.444640071004051 53:-7.609143193134008 54:6.879442288022858 55:6.334051242076427 56:-2.607421948925314 57:7.866000367061242 58:2.075807685773204 59:-4.07282015622043 60:6.347650632889585 61:-0.3528367781863482 62:-3.206132861680361 63:-0.07583739617063001 64:-2.13420677498841 65:-5.953533865320781 66:-9.49748147044529 67:-9.14261165753677 68:7.948270270536424 69:8.56304666198416 70:7.14579559554817 71:9.908483198619587 72:1.816891228909374 73:5.869449495461035 74:0.1705903657863412 75:5.948693729744098 76:-1.973235513541818 77:-2.378032300401219 78:9.08049784992366 79:11.18354492690423 80:-3.055262804651927 81:0.4000580457463573 82:-9.057363850111731 83:-1.83826075699456 84:-0.4843573424598211 85:5.882343412265273 86:3.175423983677865 87:-4.392894726853202 88:-3.836292209044867 89:0.4927132251901532 90:-7.543763034858905 91:-4.64069527538751 92:0.1790065875801121 93:-2.798661272829903 94:-5.08193857367147 95:4.261429712738895 96:5.597393094537721 97:-10.69673032545517 98:-5.232252311523874 99:-4.717851716488444 100:2.645219843853886 101:3.050090206560826 102:0.3866764337559186 103:-3.18885416829294 104:-7.117407144932894 105:-2.183519016514281 106:0.3197917331659055 107:0.7050180923771834 108:-3.625551000391917 109:-2.097876521098136 110:6.531021401639892 111:7.770715827546706 112:9.885729424185692 113:2.078050512257128 114:8.459895094631669 115:8.40814093689883 116:-8.818210824444344 117:3.405460545112502 118:6.675472077966917 119:0.08353445220633948 120:3.924650195848306 121:-1.52282155551405 122:2.414519492218086 123:11.64085565621881 124:4.637369872883109 125:0.3836291533478651 126:8.171548469347197 127:8.599327987542944 128:5.890962831357121 129:2.143194541318246 130:-0.1029504296476226 131:-3.127753853455291 132:-2.253557145679379 133:3.284905620087249 134:8.49600570503528 135:-6.206051262456949 136:-2.449598409878996 137:-2.441370034586081 138:-3.294215134745542 139:-0.1061629981025697 140:-3.463348711020846 141:5.614581847503351 142:-2.110329731267953 143:-4.19675687501038 144:-0.7198455702046505 145:-6.220848941241278 146:7.618481799264532 147:-3.293712306484204 148:5.537885962602232 149:6.71547311558758 150:5.041553285829391 151:-9.095095108210131 152:-3.827672771972242 153:2.932563489004211 154:4.828583871526589 155:1.503073765915362 156:-5.054460530178169 157:2.360764248408075 158:4.320767478586824 159:9.177182767007579 160:-4.141991123438586 161:-2.745877799170697 162:-4.859851972181243 163:9.065899816227695 164:6.169651155378631 165:5.607036201093839 166:6.631481363278777 167:1.532934092891379 168:-6.320453999269608 169:4.328657288716601 170:3.775547080023293 171:-0.3384051091136094 172:5.032436191989403 173:-5.820081873703382 174:1.242534502304633 175:3.498035034588007 176:5.253296929478475 177:1.597541628123276 178:-3.545779515672645 179:-1.75327739070656 180:0.5325351685640243 181:6.510967733414565 182:4.558849643905539 183:-4.23770302618351 184:-7.73241029248578 185:-7.529176558601562 186:-4.46739924056951 187:5.49966071938101 188:-12.99416729124195 189:3.385868247694288 190:1.199829986079999 191:7.370094404095568 192:9.674766878156984 193:6.512332729930309 194:1.41338945617139 195:7.469745262297312 196:8.97605467814325 197:4.897676958475218 198:0.9451086164160301 199:-0.7927069136204892
--1 0:4.940190315692613 1:5.159758508280833 2:7.148897199413417 3:7.88476130007451 4:-10.041606473366 5:1.301472393878798 6:-5.076760256786728 7:-1.999180820277109 8:-5.592001445509948 9:-7.56242354880189 10:7.045789454728319 11:-5.463949547581096 12:-9.325160200343767 13:-3.405261682836272 14:-8.1940969920615 15:6.07909264995644 16:-2.18144456369572 17:5.56683595951266 18:0.7752883872707448 19:-3.545029237186895 20:-1.578646171279092 21:-10.59974085710882 22:-9.666962833925703 23:-3.805976999400425 24:-1.991145375758391 25:5.204618482561668 26:8.816051121397726 27:-0.5184779374753217 28:-6.8696910210744 29:9.436990925685548 30:1.165622895574259 31:-1.659959955175172 32:-9.839575926545759 33:2.521195846251855 34:-4.50986603041409 35:-3.849683120317341 36:5.280579693102793 37:4.373439321405322 38:3.649737109097161 39:-7.064320648091704 40:-3.431594937901592 41:2.336710855102895 42:-7.726368810258926 43:10.92642836295735 44:7.454946277737365 45:-1.933476360220909 46:6.35241775382551 47:-7.56205344183512 48:-2.690279766320697 49:3.010758523635655 50:-8.458069934223532 51:5.479225043048301 52:6.933638342772439 53:-7.251601776642598 54:9.112393798915637 55:5.380052688887945 56:-2.287030824168305 57:6.685158611754903 58:1.864077848952152 59:-2.077225466653158 60:5.700623778896898 61:-0.7554736830164596 62:-2.851769422430111 63:-2.536786046904088 64:-1.557693584705137 65:-5.245774011973184 66:-8.963442442516534 67:-6.435890166525594 68:8.357441540488697 69:7.793662403996111 70:8.091117053348528 71:9.072145020346888 72:0.03337349415795107 73:5.570773035589786 74:-0.9968932954289298 75:2.695379785929525 76:-2.649853999953375 77:-1.394351940772808 78:7.412818723943804 79:9.18191053033155 80:0.3354821158197694 81:1.849430444627576 82:-9.787877392460381 83:-2.423385310084111 84:1.444842679365948 85:7.409940727887372 86:1.954263767429713 87:-6.319126991515587 88:-3.720624677899949 89:1.127292296218993 90:-5.67867559585657 91:-5.406892083672719 92:1.427654305401048 93:-2.034322999514953 94:-3.605812337709938 95:3.941252679775796 96:8.411347082385893 97:-10.80149031656355 98:-5.997979552801461 99:-4.088028750795504 100:3.729311812683596 101:3.966043205965319 102:1.330751102319004 103:-3.016094677556249 104:-6.579969449299272 105:-2.047335516169386 106:1.012170862744494 107:-3.288321521238924 108:-2.013850725437219 109:-2.013420562059602 110:4.653204202312486 111:8.1234199696134 112:8.770205919621871 113:2.104229898145771 114:5.907068946221537 115:8.56365022013096 116:-9.542240620047945 117:1.568520221395584 118:9.209357382958565 119:-0.7303447109832943 120:2.591116437642505 121:-3.822867278674453 122:1.348016288122604 123:8.076159812059831 124:4.048309860332033 125:-0.8592514374704767 126:7.05888878536008 127:8.948779447109947 128:5.152620773893401 129:0.9787780887791957 130:2.716476529203383 131:-1.226365596228444 132:-1.30721697814215 133:3.023015586940083 134:9.092690208388273 135:-5.647195881884055 136:-6.141883374556981 137:-3.481508695166431 138:-2.41461788671934 139:-2.135390332871813 140:-1.96066511318945 141:5.675474793436703 142:-3.157140842716741 143:-3.772313898928902 144:-2.115086171108446 145:-6.610310351005938 146:7.811438617777193 147:-2.156969973169211 148:5.457692915507958 149:6.942240149788017 150:6.931605397364572 151:-9.504463047237742 152:-2.133385029075015 153:3.05809882161358 154:4.326911429113404 155:1.16587611755067 156:-5.522110950893596 157:2.525618925075953 158:3.277310348999036 159:6.604278439064088 160:-4.619917171374891 161:-1.358732792582021 162:-5.674471525852614 163:9.397667327678768 164:4.893462878890662 165:7.538251625745348 166:7.73127532330841 167:-0.1853557252825597 168:-5.615623595256574 169:2.750826364852702 170:1.36568895564035 171:2.112477172323319 172:6.870611508869665 173:-7.472399555679904 174:1.823279027837427 175:5.359266855328475 176:5.558198723194421 177:0.3116811818433864 178:-2.361200721728097 179:0.9423369218814575 180:-0.7199930907113534 181:5.552227042629309 182:3.229781657860909 183:-5.184321585221335 184:-6.341542990444756 185:-6.051044736731724 186:-2.296902776453862 187:2.407349048880556 188:-9.479743863827926 189:2.883136882049988 190:1.010390446508678 191:8.90339587557318 192:11.38782934893919 193:6.801188796626475 194:2.327859726389495 195:7.142839692947446 196:8.255474157777419 197:4.542395917396453 198:3.643200771430164 199:-2.223941122067277
-1 0:7.699428331445872 1:-4.70868664656235 2:-5.39326573499495 3:-1.512200845118274 4:4.682169634947258 5:10.5098155155428 6:-11.98717633265975 7:-4.624426424226116 8:7.303245928275924 9:4.627154316582499 10:-7.460920168960017 11:4.178122350909274 12:-8.671937303629273 13:-11.44307151384643 14:-4.361101261868345 15:3.622020511806662 16:5.808251670722028 17:2.481771088707505 18:-6.852235376407804 19:0.1146395840832317 20:0.1786960967723257 21:3.07410816506897 22:-7.863766795418453 23:8.794695552925038 24:0.9524728184896503 25:1.840908321270132 26:-0.4299803760186557 27:-3.695496680955006 28:3.826352059951059 29:7.000779687379685 30:6.732478578794767 31:5.838276016448222 32:5.321534462086161 33:6.995180541809627 34:7.036365877166784 35:3.606504454023308 36:7.639251142029103 37:7.847946384389608 38:-6.270469726204588 39:-4.688686710366129 40:-1.681636053632118 41:-0.3690472217294065 42:-1.572541266469321 43:-6.63085338794588 44:2.205835244047927 45:7.306401105383954 46:-9.487736271099488 47:-3.740930081921938 48:-7.645537569648774 49:7.337958381272762 50:4.303446756714806 51:-2.178436574831192 52:9.085000807099075 53:-8.535111735319003 54:-2.46134805181726 55:-2.483430677251068 56:7.506769530565396 57:-9.092242950547217 58:-2.453429718914046 59:-5.813040622434307 60:7.080046247378659 61:-5.38141359268239 62:7.650852716147194 63:1.188397639231051 64:-1.070928509313281 65:-3.326987402982271 66:-5.111833069647476 67:7.738268850315819 68:10.5555919699274 69:-4.08598056597241 70:-1.432271245505356 71:1.131046301386412 72:-1.204458607725348 73:6.557084435950856 74:-5.312064867734542 75:3.347627559276741 76:2.740308693719499 77:-8.158803428834805 78:1.5428233354366 79:7.357952530836688 80:-6.641507334895801 81:-2.88268896570424 82:1.516436819212668 83:5.498646140313062 84:8.6509751875347 85:4.820839719263182 86:-2.000480347225434 87:-6.305782755256856 88:0.5033746443421157 89:-6.249288788065747 90:-7.615268952414724 91:-7.422234100139367 92:6.698822324281798 93:-10.57967354122642 94:-3.791592813582808 95:-6.253517903604843 96:10.05742243774708 97:-8.654107114536824 98:-6.211055936167639 99:-1.989714278506288 100:4.558245100867905 101:-4.325993850371662 102:5.724743080199829 103:-7.031122889602221 104:-3.867143850741374 105:-9.153350592656036 106:0.8295366049780202 107:-2.803991435021192 108:-9.480392958873198 109:6.38399959509591 110:10.4520320004868 111:7.890584567841254 112:7.401524262102776 113:-4.721769017640558 114:8.807599121994977 115:-5.885263371708213 116:-2.067644648710576 117:4.278222426317847 118:2.650335965484618 119:3.942528586115367 120:8.112855044256289 121:3.873065085625413 122:-8.777043949882581 123:-1.128527242692266 124:4.144018585443008 125:7.08436640451899 126:-10.18367799153928 127:-0.3436767013579189 128:5.759423298172056 129:5.622362872387197 130:-3.479972122556855 131:-2.781296792192279 132:10.3125570181113 133:1.087930747782119 134:-4.153380145182402 135:6.707130978703978 136:-4.389639177008513 137:6.290156655876338 138:-9.097855977292438 139:-0.7340722225487901 140:-8.371454801845855 141:-7.481664452524336 142:6.445454521561318 143:3.074449051713972 144:-0.2893180320110162 145:-7.690573433009646 146:-2.428954787190182 147:-8.536061495893216 148:-2.747327684533011 149:-2.034253881969886 150:-3.534552865713342 151:4.535854991377422 152:2.290405202222111 153:-4.810456400548747 154:-6.945696106493146 155:-5.574814616814586 156:8.708586987051886 157:-1.814107708507085 158:-2.394047603465543 159:-0.05466987490752295 160:3.411235541752671 161:9.367722223073155 162:-8.433365143373898 163:1.908830875540549 164:11.24801893666964 165:3.219674040565384 166:-4.848406918257021 167:-8.594879765225306 168:3.644845311592246 169:-2.853427371169231 170:-7.978969763811211 171:-9.803424247893933 172:-7.057547517590923 173:9.014807641670359 174:-1.796595342507136 175:-5.339357725682837 176:7.907913255802257 177:-2.458127301968177 178:-3.843703398173243 179:-4.161905168102914 180:1.62535950255307 181:5.573384031705464 182:4.038653579423601 183:-0.2946846619704054 184:0.9037932659123218 185:-2.317381862101235 186:-4.328123262535878 187:-1.529766482356967 188:8.81156893918091 189:5.748893948419237 190:-7.707209885762496 191:-1.530041682211257 192:6.978571464293723 193:-5.404207813677129 194:2.084577066528911 195:-7.651425971857456 196:-8.856909199653472 197:-9.038058066900645 198:-4.038966657762485 199:-8.482158468573108
-1 0:8.410620156383068 1:-5.538082279345458 2:-3.287181623090543 3:-4.401543015324332 4:4.961124433733703 5:10.30615961090359 6:-9.677598482127124 7:-6.635006486454071 8:6.897284855323131 9:4.919053210985666 10:-6.222364605208793 11:5.805421351056882 12:-7.53797685034777 13:-10.68213087057072 14:-4.522999335751018 15:2.813013006200683 16:6.001976247692311 17:3.605385962584166 18:-3.921855484679106 19:-0.8984560438176765 20:-1.362283604735517 21:2.259282133358381 22:-6.449052307288107 23:8.035173235539308 24:0.7823672875813253 25:4.761393683268603 26:-0.08912587982831482 27:-1.811009937951195 28:6.814162381415847 29:4.663534849430921 30:5.284191003067286 31:5.88429530639724 32:5.746899433343044 33:7.240985777041402 34:8.009757966713233 35:1.684724622725028 36:7.223137240135926 37:6.180080614756274 38:-7.548445120990451 39:-2.535916721637007 40:-3.043940904960029 41:1.339727919626013 42:-2.292383093072184 43:-8.733925115610733 44:2.037438439166711 45:5.646363294266357 46:-10.25222188416183 47:-3.883412999575676 48:-9.364135616590513 49:7.24164929035698 50:3.708044078861746 51:-2.657265156678516 52:6.562634206872332 53:-6.937655019810093 54:-2.41653142870775 55:-2.677897181668201 56:8.71473467630463 57:-9.854950157103604 58:-1.554062567287602 59:-3.934681686137798 60:6.428750809982995 61:-5.096165953814107 62:9.973910509515921 63:1.129908186995318 64:0.2075613323531293 65:-1.598183211138785 66:-5.701287368286054 67:8.090599793768815 68:9.090870971026149 69:-4.65245647129105 70:0.6029211231601661 71:3.147167062702896 72:-2.580984477278769 73:4.970650226223445 74:-1.881802139840335 75:2.188983464027781 76:2.70851108383801 77:-9.374842574805642 78:1.012608996089215 79:7.890518910483487 80:-5.520660501569836 81:-2.706765527484289 82:3.514469478121557 83:7.285206780175439 84:7.008085863063074 85:7.234639433963571 86:-3.624339982924158 87:-7.783868425160545 88:-0.7413247780369229 89:-6.506024098720306 90:-5.736179235591671 91:-6.592118450968101 92:7.947687177120617 93:-7.777004574254028 94:-4.203361090173573 95:-7.347058531807617 96:9.081674156159789 97:-8.635635512843793 98:-7.107750926514258 99:-0.1876056748270536 100:6.059785868416187 101:-4.699177941562514 102:6.478142144176617 103:-4.458689129828299 104:-5.884665092481704 105:-7.237325392409231 106:0.7055291974892987 107:-3.298543839768119 108:-8.367234072366026 109:5.231215008748883 110:8.548231435666438 111:5.214724227371253 112:10.36068996902229 113:-5.240753456745815 114:8.253685123907749 115:-6.802388150241145 116:-3.670135318641592 117:4.296640542399809 118:4.143885451674498 119:3.236518392481725 120:7.454027204394778 121:2.168018995246171 122:-6.576463959264597 123:-0.6968093428761151 124:4.312634761534823 125:6.797986209038625 126:-9.18544072538962 127:-1.432263700998379 128:6.125449803402567 129:5.767660500150376 130:-3.276770577482032 131:-3.693795403830548 132:7.754102151272928 133:0.0334889530895555 134:-4.203934959962537 135:8.696688334891661 136:-3.743580271530342 137:5.557086712496873 138:-10.17295297045859 139:0.94989432545842 140:-10.30395005279609 141:-6.195670692851204 142:6.13818767327114 143:4.315834141033639 144:2.826826793953528 145:-5.527059202035128 146:-1.511136919557255 147:-8.853661949468751 148:-4.028395160650661 149:-0.3207321261424305 150:-3.284269254396565 151:6.128414945676954 152:2.285070365449617 153:-5.431143210152114 154:-9.559493563866512 155:-6.960035082052221 156:9.155565325539282 157:-1.695027220407645 158:-1.6866286084187 159:2.867201747684462 160:3.180166448498319 161:6.637689391714232 162:-8.248741826866629 163:3.846957199655811 164:8.47031414103504 165:2.005449497619794 166:-5.602677954546558 167:-5.104075743344587 168:2.320033410151764 169:-3.112776555496758 170:-9.235776070035037 171:-9.670609365373684 172:-4.728752261752445 173:8.426760589822699 174:-3.102382365207833 175:-5.904561167703844 176:7.071629622445057 177:-4.562451719294176 178:-3.770902934180955 179:-3.460753044748051 180:2.938253175348677 181:7.853323413233847 182:7.689496555066352 183:0.2578236773534325 184:3.624928561648305 185:-3.868025944455763 186:-3.725676066009368 187:-0.7846992271933498 188:6.575885857521073 189:6.344255541433498 190:-8.510671059007468 191:-2.734138041714478 192:7.521822086519522 193:-6.558213700062443 194:0.7992119634101806 195:-5.896296164519996 196:-7.966334152343587 197:-7.937277951050351 198:-3.97779418607628 199:-8.114061248940615
--1 0:3.432484079213703 1:5.512290538358099 2:4.491707242390024 3:11.41989745573738 4:-8.845269634034464 5:1.420607654857717 6:-3.219228810796625 7:-1.518949075079278 8:-5.637502153578539 9:-5.246066199902625 10:8.676529323400986 11:-5.484660271138556 12:-7.364534594897971 13:-3.956603451908461 14:-6.792992669473949 15:5.556081282837331 16:-3.970884404191679 17:4.754865419282687 18:-1.157199925555368 19:-3.537990965925628 20:-1.972889106816525 21:-7.733025437011004 22:-9.748811797886658 23:-4.030609985267548 24:-1.092646563081746 25:5.380616776187671 26:9.174265746104306 27:-1.092275632883258 28:-9.265975233521662 29:6.694534729759249 30:-0.9356556472166053 31:-1.011755024886987 32:-10.61430293365039 33:1.75517686399848 34:-2.16986982561901 35:-2.578373885030406 36:4.031513674729716 37:3.488434317000296 38:2.007320890109844 39:-7.807134542989085 40:-1.861676558808424 41:3.358976102504101 42:-8.262974730391031 43:8.742340490302492 44:9.422327518960087 45:-1.069325861810681 46:8.81123988382264 47:-10.55090048298255 48:-2.324432420122927 49:0.9955868929684034 50:-8.855729191809679 51:6.404443079174698 52:9.225554267431232 53:-5.799908039430108 54:8.375431801869547 55:5.225921308465155 56:-1.906788412952294 57:7.329009015579683 58:1.932203444614435 59:-3.761550927301376 60:5.994081301631138 61:-1.122700625627086 62:-1.625762150386941 63:-2.870395890414811 64:-2.422011425667475 65:-3.101540549111351 66:-10.58018387539575 67:-8.676432498281752 68:8.309555875708604 69:6.971714164766153 70:8.783937691772154 71:7.723048843893498 72:2.495311325080794 73:8.510481812595328 74:1.101187776800787 75:4.257493897979209 76:-1.872455019294731 77:-3.088087664953999 78:8.598443953342199 79:8.683374539042985 80:-0.4473848207810824 81:3.499267553485634 82:-8.584811131748131 83:-3.995311612523344 84:1.873690751101411 85:7.155763117588107 86:1.782788089723065 87:-5.67046827625542 88:-3.017274134698875 89:0.1378126023797515 90:-5.604719224383532 91:-5.576483206057778 92:0.822743210497741 93:-1.325282375329267 94:-4.870284757614335 95:5.936438372987981 96:7.912815515944414 97:-9.757055416675716 98:-3.541159200873543 99:-2.645886839746354 100:4.783565154821473 101:3.200435859931551 102:0.1355477036488361 103:-3.577291233525259 104:-3.416901984617227 105:-2.68319300822924 106:3.761715310700392 107:-1.225384319918271 108:-2.481009761862254 109:-1.881855245896812 110:5.543119174174895 111:7.672042685022382 112:11.11640032646831 113:2.283798825692857 114:6.742429602420383 115:6.978782278832714 116:-9.583658385519078 117:0.6531717878175394 118:7.540010903840347 119:1.155812780444982 120:3.968510095561231 121:-3.858628891680462 122:3.216910151005178 123:10.01656935346214 124:3.776567121823807 125:0.3351546677223795 126:7.644915941863804 127:9.891382600216188 128:7.618681935714108 129:0.2116314212457336 130:0.05021109671276064 131:-1.604431809305611 132:-2.901144588276285 133:2.331324318875321 134:10.48902593036896 135:-7.535207027811025 136:-4.470238661094605 137:-4.478489956936958 138:-2.835026458482822 139:-2.393866713193884 140:-1.579801646093734 141:3.171045136258804 142:-2.241106036326366 143:-3.530639403761362 144:0.7923797793488832 145:-5.397318197119328 146:6.982256764663666 147:-2.675913725102848 148:5.483596577611601 149:5.301589211795614 150:8.713094431293396 151:-10.23135886060009 152:-4.486665098800272 153:3.633231712630086 154:5.500007727455221 155:2.288045219792693 156:-6.174446909984768 157:2.477345446676201 158:6.094495884833175 159:8.085663352514949 160:-3.268671112833819 161:-1.791503943120693 162:-5.477456747896212 163:8.23117077367939 164:4.184086019385481 165:5.604249513516083 166:4.419645954166183 167:0.4538732000096174 168:-6.510826745327432 169:4.429422556195696 170:4.115991562049885 171:-0.7627507361684656 172:2.642336527457093 173:-8.147226207141708 174:2.448486524432946 175:4.244875026247049 176:6.929846828356279 177:2.524758902387421 178:-4.414521130875479 179:-1.033934892927042 180:-0.3812604596012648 181:6.32556132259116 182:4.389982333877496 183:-6.308201423948524 184:-6.139950156232373 185:-5.390775890729151 186:-3.41972315071026 187:4.565257243878538 188:-9.493858432691539 189:2.77240615566636 190:0.5566366180510496 191:10.82063813895956 192:10.00001367095047 193:7.905578649035117 194:3.782727249648353 195:7.845566413508953 196:10.12515203279454 197:2.803076521292573 198:0.9681039348867095 199:-2.270386466314567
--1 0:5.010271808421272 1:4.215675729037321 2:7.651260010616285 3:9.762526243733431 4:-8.762972320137427 5:0.3275441221254897 6:-3.811895160081171 7:-2.846504493249719 8:-6.491640677928982 9:-6.804811426949321 10:7.693346857404212 11:-4.165221884757108 12:-8.730523499480528 13:-4.785992960265729 14:-8.76470801245866 15:4.150929894642563 16:-3.421761090984151 17:3.776522372385931 18:-0.3644488482408159 19:-1.867904312274843 20:-0.9070192877734118 21:-8.363489850153233 22:-10.98023298165678 23:-4.124308958943219 24:-3.596015166359204 25:6.17149115996263 26:9.336393709581829 27:0.0592063158859244 28:-7.767658930777011 29:9.620739983811232 30:-1.15313495545515 31:-0.1880324544515322 32:-11.06995521677914 33:2.516957854469219 34:-5.470534281593996 35:-1.072451846546154 36:5.49504312217246 37:3.717688528459821 38:4.347453943420089 39:-9.870993536070223 40:-3.512750898037184 41:4.491683859666132 42:-7.329873470844988 43:9.009055787860968 44:8.181698531928594 45:-1.109509000711567 46:7.634989375025187 47:-5.785729669753417 48:-4.553675146296913 49:2.145868341075592 50:-7.39587554638085 51:6.393972464727344 52:7.040932491372035 53:-6.391717007130503 54:7.480881262405509 55:5.323494681634251 56:-0.4844544965783646 57:8.378390463865067 58:1.127035554534959 59:-4.115854397650211 60:6.153533796521698 61:-0.9087261518271431 62:-5.111464515084651 63:-3.042688570651835 64:-3.316190900651742 65:-4.806756040887031 66:-9.743289265086773 67:-9.803370388904449 68:9.013834859393537 69:8.429135207588091 70:7.756099769233886 71:9.75509477708232 72:0.9739357456204095 73:6.325171569718184 74:-0.09670045247347842 75:7.259138046782699 76:-3.495583581088562 77:-1.6894077993213 78:7.968338365013203 79:9.577820786834533 80:-1.771249413430769 81:1.030281262193711 82:-9.206180239310759 83:-2.510740655854946 84:1.027123829676814 85:7.554587263510296 86:2.200833017100688 87:-4.459155820836847 88:-2.912315538460415 89:-0.6786525171944007 90:-5.040338752734128 91:-5.27504227461546 92:1.783383750783742 93:-2.834871969244931 94:-4.058630050849696 95:3.788295629517228 96:7.067220867133602 97:-9.783720917986855 98:-5.009756244804481 99:-3.212501103255426 100:2.32913721210234 101:5.395538451957708 102:0.03182495506757965 103:-1.71125366188915 104:-5.798017946853506 105:-1.310996942810006 106:1.436252947086989 107:-2.596215364689192 108:-2.189767785420274 109:-2.476219243843359 110:4.663804687156015 111:8.512440269940798 112:9.115382981918511 113:1.571573198610373 114:8.194666323210873 115:8.777026395690267 116:-8.695114029810107 117:2.393226887515722 118:8.746891561938455 119:-1.467874271400134 120:3.323917218066125 121:-4.499154301531289 122:2.937364831125618 123:9.598996868356361 124:2.622185106649424 125:0.028165884797793 126:9.070889619228366 127:9.639083143957452 128:6.793246841103499 129:-0.7578697361926774 130:0.4599082896610782 131:-1.882582246306744 132:-2.603732965934465 133:2.439317255724794 134:7.445785133824845 135:-6.58031190316797 136:-3.430203034117199 137:-4.429648948456195 138:-2.375804707579687 139:0.293351779369968 140:-2.432155898276816 141:7.357854861732809 142:-2.623824236281027 143:-5.813985046499334 144:-0.8278848787648831 145:-6.9475887662606 146:8.277352615292919 147:-3.406472500825711 148:4.633842710572039 149:5.465602852112319 150:7.797789629646576 151:-9.267310468059632 152:-3.364631971496539 153:3.700581811140109 154:5.12870423903618 155:1.274654231026368 156:-6.43954252846767 157:1.912987326012156 158:5.553228965158485 159:7.777918684261437 160:-3.530767353969878 161:-2.784597466748426 162:-5.656945220967912 163:6.929183888497723 164:3.619430693452263 165:7.122515507171835 166:7.204448778007891 167:1.03345734025216 168:-7.818203070812215 169:3.671878373083096 170:1.179635785790045 171:1.153178494317361 172:4.647247657966734 173:-7.526470922818564 174:2.997597267527504 175:3.032626676016277 176:7.255131320820475 177:2.200418951515382 178:-3.689129740607278 179:-2.397345193011681 180:0.9928929134685125 181:7.806962866782927 182:3.84523272719529 183:-3.968497324135256 184:-6.609435970980032 185:-5.288838311770325 186:-2.076040340284044 187:2.586050165512108 188:-9.873569892899718 189:0.2541021274420241 190:-0.4833990025287622 191:7.92618957616465 192:9.536856659050574 193:7.574065358785244 194:3.228164644024003 195:5.234762731457573 196:8.694655440359023 197:2.791395776670952 198:2.858610785186325 199:-2.351147248360165
--1 0:4.334463167656595 1:3.832069888377759 2:6.597005305985943 3:10.06747665678263 4:-9.259538772420754 5:-0.658865302323729 6:-3.051303932903211 7:-2.550049183365837 8:-6.477837706521151 9:-5.49786400055736 10:8.375996385312963 11:-6.718009866632852 12:-7.007875748327679 13:-6.675814349711731 14:-7.018661594017548 15:4.847828042690303 16:-3.829037029395364 17:3.972450556565291 18:-1.968282077531236 19:-2.345997507922153 20:-1.27702495569747 21:-8.265330236728614 22:-9.491406045872923 23:-3.054152132620541 24:-1.700341005836035 25:4.881562857026482 26:10.17795171917407 27:-0.9857985741781851 28:-8.807188483083598 29:7.674891926863187 30:-0.334238592438388 31:-1.205888470626982 32:-9.253032334895476 33:2.398545863815928 34:-4.861968010429312 35:-0.8010790706298672 36:6.083149171032411 37:3.810324107342638 38:3.263737370256294 39:-8.627861234961882 40:-4.029761253066141 41:3.485648084180948 42:-6.934058624552771 43:9.623516978156276 44:8.928271445130115 45:-2.85512092957638 46:5.474096682524742 47:-8.20175758198206 48:-1.199630681408624 49:2.137713472799367 50:-8.029776347473415 51:5.644850523343567 52:8.078260856320735 53:-5.775838967025798 54:7.095851763380574 55:6.833096370630506 56:-1.299790189276295 57:7.749980387566979 58:1.762295604898396 59:-2.486142607217564 60:5.869649042962484 61:-0.5146697095284221 62:-3.562760307360276 63:-3.195244096852901 64:-2.053523087051938 65:-3.295043090837646 66:-8.900543112170361 67:-8.349911321061059 68:7.401262652619315 69:8.067633186566816 70:8.848400182822969 71:9.443320791472861 72:0.36329376935424 73:6.862038143986424 74:-1.267774666688262 75:5.289029012948993 76:-1.199904032992733 77:-1.930530498926642 78:8.863631719141823 79:10.21174294316785 80:1.09705912962453 81:1.582958374640905 82:-7.450283685501616 83:-3.148897091998518 84:1.282881614354099 85:7.929982900488746 86:2.263875791232599 87:-5.172695099121187 88:-5.860632455002339 89:-0.9011846069496432 90:-5.127274944971853 91:-4.212866124034988 92:0.6212898880418483 93:-3.765809849397876 94:-4.620950119881141 95:3.701717753335015 96:7.684614536357611 97:-9.477267221170226 98:-6.365080828497028 99:-2.713760445522203 100:4.316762521539131 101:2.801954820183054 102:0.8708415651340784 103:-4.608554932343568 104:-7.101800976542303 105:-2.404541860689482 106:2.714062789474735 107:-1.23226707990134 108:-1.743977680214006 109:-2.767360991874942 110:6.100924488515844 111:7.503123733760965 112:8.964742388114049 113:0.6497595555286573 114:7.599707727955732 115:9.22264828874612 116:-9.2567208961704 117:2.542840892683943 118:8.576670789231237 119:0.8546428510880142 120:1.896713612528943 121:-1.026201658223489 122:3.299644033669045 123:9.723881119961796 124:2.613352452298795 125:0.7974712595506738 126:8.95797387857634 127:7.916485046086095 128:4.842205360617816 129:0.08210595392549436 130:1.602394930000742 131:-2.73852078210819 132:-3.334637947988281 133:4.008594381875831 134:10.10745814674833 135:-8.155968822827894 136:-5.471301321192188 137:-4.295739654188646 138:-4.216241776219114 139:0.4894424624547984 140:-1.037973517455522 141:4.522702737643989 142:-3.037716823655325 143:-5.169598362378171 144:0.3163149189615116 145:-5.971336766457766 146:7.924106190716002 147:-2.493602194855896 148:4.763776202440492 149:8.715319801817447 150:6.368998393044417 151:-10.23705377423833 152:-2.841089099750937 153:4.450298915792118 154:5.920064022961775 155:2.448543868551857 156:-4.277772862790549 157:1.123772382011869 158:5.133442800680418 159:8.605789538630267 160:-2.926713126682296 161:-3.252021813971846 162:-5.532403310720562 163:7.585896981935371 164:4.947271098377541 165:6.525173870177553 166:9.108175647719252 167:0.9542302110324064 168:-7.599729445069785 169:5.202924706231312 170:0.1005631700691962 171:-0.8221993822525134 172:5.441488394489727 173:-8.887892771918297 174:-0.9883797350791701 175:3.477617300945248 176:6.812725828073025 177:1.411113554397042 178:-3.133491912842083 179:-1.093296525560907 180:0.420471752997353 181:5.727389529818972 182:2.391967150053319 183:-5.483995153803283 184:-5.316637916862484 185:-5.78753760320286 186:-3.1753572854739 187:3.485792513310139 188:-11.43511618200733 189:2.688874031346958 190:1.661351233424753 191:9.181548219501039 192:9.458379508626331 193:6.698298682333284 194:2.473952708555688 195:6.185563856109171 196:9.048817938769893 197:2.733495242726282 198:1.223970831141931 199:-3.988618400589664
-1 0:8.279878980762703 1:-2.280291013567183 2:-4.745790334936465 3:-0.3804416460038822 4:5.101007043871298 5:9.557839226217952 6:-9.400522806226576 7:-5.802886317369269 8:5.878894366430631 9:5.160353672407799 10:-7.093045681670202 11:3.21852448126889 12:-8.068770605880738 13:-11.24941596732067 14:-5.849220038436819 15:4.696919898575921 16:5.017048032437022 17:1.510297342495863 18:-5.963516883119689 19:-1.776256495577698 20:-2.126141411556158 21:2.541593766557268 22:-8.256339018515163 23:8.802757805372584 24:0.6731365385878082 25:3.634825899068832 26:0.2822909503478468 27:-2.311789644638155 28:5.142051815000488 29:7.302852402701181 30:8.29411173825536 31:6.036129436403631 32:5.557835363993985 33:5.896188922236226 34:7.376952898910133 35:3.094863435990391 36:5.234858916149022 37:6.503432369320683 38:-7.095793632122046 39:-2.940405708557503 40:0.07657433896473043 41:0.4931751947263987 42:0.1853453993088341 43:-9.271559054058347 44:2.009715672066648 45:6.775991880770953 46:-10.3633913187758 47:-3.514900111110637 48:-8.331154030462164 49:9.243655373942582 50:4.185738616901744 51:-3.487902157714311 52:7.352653913495687 53:-7.124774060829486 54:-4.012011911810582 55:-3.380595336037615 56:10.19952659977744 57:-8.577490427882369 58:-1.142696809998684 59:-5.595357085117264 60:8.773302104111485 61:-6.154064109194866 62:8.776880468877565 63:2.422323617664739 64:-0.1228262070352347 65:-1.699326871855726 66:-5.74691405618164 67:8.557856261701884 68:8.505236017555902 69:-4.376212524895637 70:-0.01559682811815888 71:2.793785444749678 72:-1.591246012772122 73:5.003159423675718 74:-3.806797615385679 75:3.043447322840779 76:0.9703689299676628 77:-10.56856701963222 78:1.78664852876381 79:4.475877083461215 80:-6.025896196887395 81:-3.619198325900432 82:2.550429631143839 83:5.775878467763177 84:7.252150423197088 85:7.947064133009381 86:-2.179531833082979 87:-7.19809356666645 88:-0.1143479113663379 89:-6.166148925450726 90:-4.694719031901101 91:-5.131548779633259 92:9.371108231125374 93:-7.54186844148275 94:-3.918945410727996 95:-5.526629908326398 96:9.625712282317139 97:-7.339083748199205 98:-8.420213821307726 99:-2.807305334492357 100:5.929008069502036 101:-3.730424980616923 102:5.955223297175541 103:-6.808024139813143 104:-4.401362007902298 105:-6.736925253262409 106:1.163397518516933 107:-3.309565253574339 108:-9.313630302572248 109:5.463741354326571 110:8.679569894595863 111:5.93251404767638 112:9.119911859039954 113:-7.163095441168092 114:8.227755100654273 115:-7.249810788475248 116:-4.287809234036914 117:4.540569556628609 118:1.888111651391153 119:4.350691152664016 120:9.394632087502849 121:3.89923274502263 122:-7.675467307213127 123:-3.438182317925321 124:4.343717011582816 125:7.262374357051901 126:-8.257435166910858 127:-1.319475077932603 128:4.371371844800082 129:6.026880825442624 130:-1.70990361888024 131:-3.321628317898453 132:10.83772550443496 133:-0.32984454421184 134:-3.301582631763862 135:8.044833512582183 136:-2.550105863066556 137:7.527786504072779 138:-8.709946823122692 139:1.970083057095344 140:-9.437099318470302 141:-6.030641831794825 142:5.960707646502964 143:2.825795040823349 144:0.5991208013812223 145:-8.227042968945442 146:-2.370970115016652 147:-6.37936197832898 148:-0.8055529012475804 149:-1.376103164266653 150:-2.451600271532949 151:6.114250316019202 152:3.585400218496477 153:-2.6335426965608 154:-7.140181805814338 155:-6.776635546112863 156:8.571941876342796 157:-0.6051500375078041 158:-2.799037263171491 159:1.829445910891695 160:4.956813383314196 161:8.144765534175088 162:-7.55795044225575 163:3.666352274817493 164:8.537476513518254 165:1.538748680614992 166:-3.969048535460026 167:-6.297067446106148 168:3.455675928435749 169:-4.331149249656606 170:-9.457981784392572 171:-8.544349540497706 172:-5.811561418309209 173:6.604258321303971 174:-3.093646088259896 175:-4.549229747906228 176:5.871393029215816 177:-2.862268674659546 178:-4.208009620186127 179:-4.333986722793734 180:3.309861319045123 181:8.05143749399029 182:4.652832527588048 183:-0.4635200162349085 184:2.86226672564372 185:-4.788992541854216 186:-3.802041358682009 187:-2.369433782517109 188:9.440297823388228 189:7.387400941670861 190:-10.88117180531408 191:-2.029325585797889 192:7.046809383820721 193:-5.750200898274098 194:-0.5358267717057816 195:-7.549298404470052 196:-11.47117901289136 197:-8.296776807730618 198:-4.175964455746555 199:-4.998545516162758
--1 0:3.367912313281805 1:4.50735304254998 2:6.855149351056312 3:10.99182650710813 4:-7.534540182961742 5:-0.1776943165633822 6:-2.518487157915249 7:-2.449366748642462 8:-7.39902425923987 9:-7.020393209999429 10:5.34100695661558 11:-4.667739134108834 12:-7.359293023268784 13:-4.102092184454251 14:-7.997335507261599 15:4.99369442050428 16:-3.879281493242743 17:4.901910522764394 18:1.043108161654035 19:-1.029763438273557 20:-1.738320591097812 21:-6.853652874928038 22:-8.284287731671727 23:-4.090370518814767 24:-2.567765411512224 25:4.52276995867123 26:10.21132235925923 27:-2.404875501097928 28:-9.3707849354461 29:9.181227913930403 30:-2.632414360669098 31:-1.802099816286705 32:-10.22402988606203 33:2.813854269890602 34:-5.53171399974202 35:-2.470584845359781 36:6.300746006151972 37:4.308668328125529 38:1.102958788710292 39:-8.876289121448826 40:-2.714328742901223 41:3.733943490416447 42:-6.328281330735734 43:7.999213490976598 44:9.381006004072781 45:-2.124949129738378 46:7.226279197350451 47:-9.345791806241792 48:-2.61855926473893 49:0.5444996776864028 50:-8.404403719605906 51:5.902986608875793 52:6.673493009930062 53:-7.710658127706737 54:9.014862157206714 55:4.446244775414997 56:-0.8064426368085211 57:5.461661199926953 58:3.553004593763206 59:-2.325614624278588 60:9.377197282318694 61:-1.522500574728781 62:-3.221992923781362 63:-1.956736647677978 64:-2.059325349074317 65:-7.202207685602911 66:-10.03163080093402 67:-9.219199475619357 68:9.687316745006536 69:8.281584246414678 70:7.784744364685561 71:9.51732768715387 72:1.397443924537823 73:7.497353959335883 74:-0.5984219953228395 75:5.094541822655981 76:-2.039941093587042 77:-3.571504072713864 78:8.217248643284266 79:7.667801773118462 80:-2.388762725424781 81:0.3216737735340816 82:-6.930080347178682 83:-2.04720891908585 84:-1.442499461078635 85:5.716304305966869 86:2.930402994773285 87:-3.37079365923237 88:-5.677941410239472 89:-0.1040559258320339 90:-4.88569566215838 91:-6.05853251333142 92:1.419164814184538 93:-2.607010273631493 94:-4.603525201129075 95:5.121850766770995 96:7.334075647310408 97:-10.91197805532047 98:-5.083457330689654 99:-4.306073976254474 100:5.234728008341651 101:3.173116174989576 102:-0.9316891473160425 103:-4.206369304945279 104:-5.449586064789977 105:-2.341362929057421 106:0.8529648015671831 107:-0.554645154414885 108:0.2517440307193044 109:-0.4997938195278572 110:4.728242791743206 111:8.062724086956807 112:9.031116973475688 113:2.354227981854893 114:9.430649364403882 115:6.849598065418805 116:-8.568430937704088 117:1.892030909628119 118:9.115593234985138 119:-0.9866063215960008 120:2.33541516806334 121:-3.759414311270848 122:0.4351639245499115 123:9.126839718305915 124:3.944366006730013 125:0.1460086238818947 126:7.11432991044423 127:8.464689470612342 128:5.33708449978367 129:1.189440210071252 130:0.8409277499007165 131:0.04645682554244224 132:-2.784084487850326 133:4.21902323551625 134:8.243989762749242 135:-5.970953715544774 136:-4.692982017121786 137:-4.071531390356868 138:-3.187631642430261 139:-0.5548571574778555 140:-3.051759650641588 141:4.104703613740961 142:-3.641145464408326 143:-4.227410695250521 144:1.038811436430267 145:-6.255069741771751 146:8.468528350482469 147:-3.391765495162186 148:4.40280437799028 149:6.456284612585894 150:7.824282282810682 151:-9.209201916143984 152:-1.887947437700733 153:1.951113479672665 154:4.724698043609068 155:0.5128735987717568 156:-5.791298668851017 157:2.188110252585921 158:4.167213920480274 159:6.572937074505763 160:-5.855796856169915 161:-1.606603756343074 162:-7.112897258798198 163:9.725945206262319 164:4.81595179898499 165:5.890955101941475 166:6.673683520298478 167:2.323323968561182 168:-5.915399760803018 169:3.309239992120719 170:2.056538489268527 171:-0.2713378417239019 172:3.358165720799196 173:-7.941200811337287 174:1.579512506604341 175:4.486941758303316 176:7.120470045993585 177:1.904979719063394 178:-4.308417753181095 179:0.6094976772614515 180:-1.338690251054848 181:7.603685774256011 182:4.169580839728511 183:-5.455071728822912 184:-3.933483584550713 185:-4.82361602697927 186:-2.122616039849536 187:2.166562956528648 188:-9.32334666609791 189:2.720865301902808 190:-0.09384821396875398 191:7.893137861004486 192:9.467673069762034 193:7.33423254209502 194:1.349047182786867 195:3.142042955669904 196:9.956351813668178 197:4.101941220836085 198:2.126269097491021 199:-2.555328564354985
--1 0:4.651349376342279 1:3.314892960218353 2:7.256521949808125 3:10.12103240404645 4:-9.295450705985356 5:1.172860432400308 6:-2.988138590221911 7:-2.941650006552108 8:-6.240772235807244 9:-7.391364086829583 10:8.065699211636025 11:-3.807310610882301 12:-7.430320378513918 13:-4.499797004351785 14:-6.973126190871281 15:5.775628524291552 16:-3.830070676595584 17:4.244899234250345 18:-1.652497681868621 19:-2.970727103421267 20:-0.4480781855130916 21:-7.087639017465561 22:-8.501091319962566 23:-2.954279669025214 24:-0.6541138831050293 25:4.356168589024973 26:8.917253724521455 27:-1.462815011064939 28:-7.59282797295298 29:7.732172354197397 30:-0.9152516003840093 31:-1.095085097112059 32:-8.39654241673197 33:2.647774053849048 34:-4.904617871482222 35:-2.120152178948768 36:5.416812527378642 37:3.554385552401777 38:2.711181283071588 39:-8.788094117365105 40:-3.513428732839921 41:4.029956962995801 42:-5.70988125082684 43:9.554053894628721 44:8.714686067140814 45:-3.740570124644243 46:5.910593730604134 47:-8.242926496841214 48:-3.443125037934876 49:2.197376215095327 50:-7.754135610564443 51:6.158292871918214 52:7.270143201005355 53:-5.077627229776282 54:8.063621395841421 55:4.256702605804878 56:-3.663237519614033 57:7.095039110947306 58:3.496886937064857 59:-2.83691193193577 60:7.305031215177714 61:-1.761406065229197 62:-2.022613737213872 63:-1.197167059591167 64:-4.591441115948572 65:-6.407102595665115 66:-9.876010297090481 67:-8.220223167962608 68:9.123418312314023 69:7.066094432032362 70:8.213802835775667 71:8.62228802131521 72:0.0321926107467192 73:6.675601541882001 74:-0.5700313078518566 75:3.867299994510796 76:-3.293416843230296 77:-1.647309048269247 78:6.563713954360889 79:9.210656703354669 80:-0.8758050788096207 81:1.007989701543665 82:-8.141986043627794 83:-2.49336465549218 84:0.7816609204002266 85:8.344221146005022 86:1.475448395757625 87:-4.511720122313633 88:-4.391622833353011 89:0.1809509387685212 90:-3.901271176171748 91:-6.471816966449788 92:0.653431039224748 93:-5.325564898271859 94:-4.786906691358332 95:4.072022119623528 96:6.587093323278352 97:-9.687456713814674 98:-6.221576384289655 99:-4.260679731826348 100:4.04433086580553 101:3.140499513305568 102:1.790738505580945 103:-1.437716193250642 104:-4.874579793801344 105:-3.954007925574813 106:1.516315338079354 107:0.2003968416855194 108:-3.024906180917792 109:-2.308811198883038 110:4.452355149021914 111:7.020126838079938 112:9.244064850389018 113:0.6905248957333775 114:9.237648119308714 115:8.791298574867708 116:-8.583199232575142 117:0.07037070584621685 118:7.402861842820955 119:0.009940552407297132 120:2.250541558886957 121:-4.101162617751586 122:1.563563853854617 123:9.457471058254665 124:4.575285592760265 125:1.32175950207785 126:7.745072539604942 127:7.909840728349433 128:5.157883170756189 129:0.5276648619966433 130:1.444318404340249 131:-1.448212411807401 132:-0.9782121677273216 133:1.85531677255866 134:8.558856913445725 135:-7.347588349190446 136:-4.282868467951546 137:-4.498998680130414 138:-2.347360925708699 139:-0.8131123215442249 140:-2.8637808218077 141:6.083632456774039 142:-3.345514040186005 143:-4.03158261113447 144:-0.2370006472097352 145:-6.511539784495818 146:8.991726778414341 147:-1.171427026003524 148:6.685996052377927 149:3.908195503138074 150:8.123314192542672 151:-10.08759675317672 152:-3.745514090188333 153:2.381472626125055 154:4.41360133719091 155:0.5482405221946012 156:-5.349773709333991 157:1.940314411902083 158:3.366753680532858 159:10.01922495439302 160:-5.678859571442269 161:-2.826007143046053 162:-5.309345694843072 163:8.883613613403591 164:3.576019530394033 165:4.66283633911083 166:6.910500308907576 167:1.339864677345702 168:-6.617711242998615 169:3.78171913977987 170:0.9941688901867671 171:-1.327636534430181 172:3.334869493650089 173:-7.074534770108885 174:4.117691598928532 175:3.601549010700882 176:4.890102829026876 177:1.45856224167818 178:-3.378243282230599 179:1.291428172720595 180:1.511599203603786 181:7.755481119072424 182:2.151278669380853 183:-3.142474726737693 184:-7.881828281727467 185:-6.377380998329163 186:-4.052501138454073 187:2.573906433352223 188:-8.977101358912229 189:2.132587346275657 190:1.046893220981311 191:7.177192750634226 192:11.6866766278555 193:6.718620686302328 194:1.502757402788129 195:5.892018573056248 196:9.160550663950449 197:2.231566401137961 198:0.5920924760009816 199:-2.181306134500601
--1 0:2.345546682431007 1:4.089841670356025 2:5.702085023432007 3:8.52984947556549 4:-8.338218607120002 5:-0.3059378646245267 6:-1.038541061571133 7:-1.970719301239511 8:-5.02713223079028 9:-6.918212484749462 10:7.375266069664113 11:-4.342208942099456 12:-5.332422833644767 13:-3.238157913617439 14:-8.418037473698712 15:3.064292647087394 16:-4.767810778245292 17:5.491404209622485 18:-2.285134642143426 19:-3.163581992766784 20:0.130565831494867 21:-7.876874303920217 22:-10.69486961622017 23:-3.867900262255016 24:-2.593337814239727 25:4.059144325752098 26:8.721759699680375 27:-0.4484841632126406 28:-8.177623828605709 29:9.223661908183452 30:-0.03829359351248995 31:-2.521165182517317 32:-10.33586357668188 33:2.386715111707547 34:-4.136422362356226 35:-2.716554548727866 36:7.657406413658869 37:7.207018933671465 38:3.905300870290719 39:-7.09260894220754 40:-0.9323278506627803 41:1.978109131836649 42:-6.845640540856148 43:8.553114866040026 44:10.83390722110826 45:-2.180949291351164 46:7.290436929113057 47:-7.080150878502778 48:-4.298484810544247 49:2.517307269399225 50:-5.514329640688697 51:5.674596832161548 52:5.88226047766656 53:-5.196441593379085 54:6.471224404693549 55:6.691405139789014 56:-3.107804280177357 57:8.397964531155175 58:4.016742822208044 59:-3.840785344137723 60:6.282500646157965 61:-0.662338495110643 62:-4.349349713148555 63:-2.884668703567665 64:-1.295594435190316 65:-6.014423852988299 66:-9.535851047178557 67:-7.949834629149408 68:8.715491317570061 69:7.450659219128289 70:8.350728838308681 71:10.42583997307088 72:0.0672564398153888 73:7.243181231268311 74:-2.325318508657059 75:3.559923188161081 76:-2.928425391138357 77:-1.824716649924117 78:9.098496478703543 79:8.747059992753451 80:0.9262667794354407 81:2.098486856612448 82:-9.081455250180593 83:-0.9912828832948933 84:0.6429820662323994 85:7.883510765121995 86:4.351854367365398 87:-5.486314787481732 88:-4.308661520502662 89:-1.037583042892463 90:-5.466438971224496 91:-5.125930567901764 92:0.1711048085770437 93:-3.349395181989895 94:-5.108011787590939 95:6.059177035909849 96:6.065973603393802 97:-8.945024776852202 98:-3.388835817700182 99:-4.860131055741513 100:3.438997405898542 101:3.788210871897299 102:2.13705992534075 103:-1.725855887656427 104:-5.74975424348218 105:-1.563006123855874 106:0.2785916268215725 107:0.3264323301386181 108:-1.530593822705831 109:-0.1608334133704878 110:4.686328148817645 111:8.434698120947832 112:8.154085864611133 113:1.140946983667795 114:6.954703501321979 115:9.481810113115172 116:-9.440036801892438 117:1.084606895110305 118:8.346558964183336 119:1.026060366299165 120:1.57071076961306 121:-5.727572786072565 122:0.9032649989635428 123:9.750860706535539 124:4.058300968362992 125:-1.436190324470664 126:8.297495925975063 127:8.760448914200376 128:5.422200974161313 129:1.633661138200536 130:0.4920352768375938 131:-1.898483287999414 132:-2.176079250702013 133:0.8359761775552446 134:7.441974620934101 135:-6.234214072097449 136:-4.449034093894115 137:-3.293218665403821 138:-2.590036572935329 139:1.626096702939423 140:-4.350819620955536 141:4.420910019702788 142:-2.052089721766993 143:-4.850579284635429 144:1.098312905087503 145:-6.407644879968951 146:7.665899881459894 147:-2.939611140547386 148:5.921249270406999 149:7.114619398053118 150:7.75668785531612 151:-10.53277566493235 152:-4.110114514842395 153:3.761463930381395 154:5.869160459427778 155:1.581667046633727 156:-5.639534278725165 157:3.49348383286129 158:3.976095618260983 159:6.841911054898718 160:-3.595445635826215 161:-4.579880425323841 162:-6.884365947114889 163:8.369380666156964 164:4.963179204517423 165:6.243826395920883 166:7.865943109944693 167:2.847723732222482 168:-8.899392872025714 169:4.510996535514995 170:1.155963374995412 171:-1.093755885495733 172:2.619664651650217 173:-7.413676652039585 174:0.9057247980692649 175:3.917138704097962 176:5.44178213468909 177:1.769873797234613 178:-2.892435829791123 179:-1.498115536466548 180:-1.134624331941298 181:4.724024294550045 182:2.887016239064268 183:-6.848246340856699 184:-6.383375705067394 185:-4.933631335679858 186:-3.552409558275458 187:3.665047416726771 188:-9.668963483173696 189:2.019138548442009 190:-0.6258635098146099 191:7.85105434697226 192:9.79990444106542 193:8.270175275693347 194:2.289458554801281 195:5.193551689184786 196:8.598930404405941 197:3.232708442444653 198:1.463864858009594 199:-2.264530675399372
-1 0:9.257903065106142 1:-3.5122565858476 2:-4.194319680016766 3:-2.455280644096888 4:3.72574746533301 5:10.96726934912813 6:-8.961363320453065 7:-4.953598186040963 8:6.962350196211521 9:4.152678088493379 10:-6.499027285749758 11:3.20608752838276 12:-8.475022770914546 13:-10.86377049673029 14:-6.042665286340169 15:3.219479729221162 16:5.052012057279889 17:3.728282093058012 18:-8.346612083096559 19:-0.9237630414685212 20:-1.984786126993953 21:2.271237000382608 22:-6.264218439884189 23:10.48253762524516 24:0.3503554162919649 25:2.100228412871878 26:2.202618854209316 27:-2.521196748687241 28:5.696821302877429 29:5.69781464948524 30:4.727858760060823 31:5.619673594279492 32:7.35158250638661 33:7.062288254719756 34:7.222386870679983 35:4.33960854988546 36:5.60761246915257 37:7.445973500185397 38:-6.639034409667872 39:-4.379610447474747 40:-0.6811096558466883 41:-0.3951720696189649 42:-0.4161167796903444 43:-8.194110041372202 44:1.555800890689802 45:6.143509828181753 46:-8.497891479185872 47:-5.353187611125299 48:-7.820361685123306 49:7.326890649445192 50:3.528539542505879 51:-2.984609487737917 52:6.987554564611873 53:-9.789773685572774 54:-2.878229189083438 55:-4.218233772432525 56:10.57774824054353 57:-8.868160062233873 58:-1.822683512422181 59:-6.947870668775522 60:7.060724844539076 61:-3.709095934674432 62:10.43987012439206 63:2.580580669316898 64:0.8974218247062089 65:-3.36023960000427 66:-6.286883272856928 67:8.470712081702921 68:8.630711161401507 69:-3.249228063722424 70:-0.4958464784964571 71:3.059550453761918 72:-1.330243922036417 73:4.540644348179235 74:-4.524525392038841 75:2.609703964619579 76:2.067034797878815 77:-8.318086275115283 78:1.276603736534493 79:4.961759088121595 80:-5.459908739159706 81:-1.404596687823469 82:2.165880399419978 83:5.170328160157158 84:7.580443933095324 85:6.926055330612784 86:-1.589026787128561 87:-8.466723110833215 88:-1.230608170746245 89:-6.263715593853414 90:-4.120816662632255 91:-6.979918376012828 92:10.5012941029777 93:-7.547768996168894 94:-6.265367796348429 95:-8.493316806728883 96:11.00353755244607 97:-8.048344354847039 98:-5.659093289295599 99:-0.6769677471441529 100:5.661101419241163 101:-5.850931812215522 102:6.610231415240924 103:-8.096799637042171 104:-5.900165277234951 105:-6.873770551479092 106:0.8180263349058544 107:-1.981540779695489 108:-9.063841936733978 109:5.386296654064295 110:7.977767505792339 111:7.38579532630193 112:8.696399513197139 113:-7.09852980394208 114:8.175211982973206 115:-6.876086405322191 116:-4.670271505985191 117:2.673338533320674 118:3.685636950385989 119:3.067006307443571 120:7.649803307724384 121:4.589936980689352 122:-9.069664811149673 123:-3.318008370979527 124:5.607552223038438 125:5.030236382065998 126:-8.11451621210974 127:-3.257515293483466 128:6.408027438823276 129:6.218725560034156 130:-1.830781634046855 131:-2.83837064906332 132:10.23430254558298 133:1.697677707170326 134:-3.361671373289345 135:7.39204870845882 136:-2.711437714364394 137:7.233623493655251 138:-7.226888606484682 139:-0.9864587788503536 140:-9.413985374210036 141:-8.415996092439261 142:6.438344741081566 143:3.532441625471798 144:0.664602996225564 145:-6.303097120872322 146:-1.755614407643837 147:-7.150402366238056 148:-2.135740786164246 149:-0.9880355155476548 150:-3.75328887268169 151:4.658130674336143 152:4.023108300118762 153:-4.329959845397599 154:-9.662730713263832 155:-7.9491936531764 156:6.634331909607535 157:-3.051466166912383 158:-3.988115139979834 159:2.103797190276106 160:3.335584588015905 161:7.224985530112528 162:-6.878236710449453 163:1.516968351622729 164:11.48655280178566 165:0.5587777431431427 166:-3.053681795886607 167:-5.948804360728015 168:3.546991957586602 169:-3.292209482993441 170:-10.14953147050944 171:-5.978747160875558 172:-6.359229246479049 173:7.566085149983247 174:-3.173275327772886 175:-4.141510459520294 176:9.115781523935315 177:-3.764747589293095 178:-2.539659329389675 179:-2.75244656795853 180:2.87486315516014 181:7.092298588283168 182:5.029865985670887 183:-0.7809372915278789 184:3.224808745859328 185:-4.415990121884237 186:-4.4219682532586 187:-2.638954795780475 188:8.407389178691139 189:6.975493311346026 190:-8.997033671265541 191:-5.144882540384197 192:7.063232573874616 193:-6.443519867686725 194:1.303113680534612 195:-7.037332192065193 196:-8.636926265569997 197:-5.881080233663269 198:-5.352494708019678 199:-6.043735076324039
--1 0:3.827196117045631 1:3.677921814270086 2:7.892046188735213 3:7.92195761063189 4:-8.617763516863823 5:-0.9528184057759658 6:-2.297368478051335 7:-2.914004740349522 8:-6.654710669689283 9:-6.141510303998431 10:7.091556605305222 11:-4.732798696692989 12:-7.509654531946949 13:-4.534618913258773 14:-6.845215655711062 15:5.54854861330474 16:-4.829238826669537 17:7.08645604819365 18:0.7748162750587635 19:-2.059432161955456 20:-0.08254482265329721 21:-7.649551685797567 22:-8.747028465477541 23:-3.218142730071727 24:-1.487317689945713 25:4.040219636503124 26:8.495530161869157 27:-2.096630667381837 28:-7.581007570339231 29:7.563787055489845 30:0.7936090869992036 31:-1.491057048440727 32:-9.810957316678484 33:2.24563947853293 34:-5.558138466109932 35:-2.535786296486658 36:5.761736389516228 37:4.1230765838621 38:2.822053773822241 39:-8.729029427174602 40:-1.900460717726322 41:2.429471017073706 42:-6.937922611804905 43:10.42934260174137 44:9.061218571544389 45:-2.170260270326221 46:6.3629448892086 47:-8.302598514358012 48:-1.295896424362676 49:0.2381427059095884 50:-8.857145724642239 51:5.74564774743541 52:9.566049789547154 53:-8.282680789502558 54:6.941439104413647 55:4.9349333927156 56:-2.188973374745986 57:8.035705247477964 58:3.071133708234303 59:-3.303389964589377 60:7.607179354369181 61:-0.6488015738578601 62:-3.184891075999686 63:-2.409030208306651 64:-1.442267818513499 65:-6.118852322527177 66:-10.07941167478197 67:-9.115209563526927 68:10.7350620612795 69:8.324439820934128 70:8.141573896024115 71:8.002552067418954 72:0.5513839643888241 73:5.823658815276039 74:-1.370489384039453 75:4.446055234600053 76:-1.981104795433018 77:-1.966011410217109 78:8.124043170502922 79:10.08830739865537 80:0.1039421038414714 81:1.84891623412288 82:-9.437505545504056 83:-0.2076745421097457 84:0.418920117729181 85:5.915083687614347 86:2.068037869883402 87:-4.341804955040617 88:-3.027420674753395 89:0.6118038576043278 90:-5.185158469585203 91:-6.432997982762338 92:0.5475693209084024 93:-2.855794235137363 94:-5.429809113549696 95:3.812419161785144 96:8.060223014450818 97:-9.358223309369682 98:-4.247922117280585 99:-2.861784940453636 100:2.900843623865413 101:4.334931312169415 102:-0.7283844067466725 103:-3.600652471105702 104:-6.119196015731717 105:-2.18802972265869 106:0.7583936741010656 107:-0.8652616507958049 108:-1.580389268153159 109:0.5307488458096212 110:5.508890637614325 111:8.25736260984562 112:8.588338452015993 113:1.598931326787662 114:7.183618838324375 115:7.131679547720712 116:-8.766146457283423 117:2.742354598650669 118:7.303075159100009 119:1.905015776576019 120:3.580579735814127 121:-2.395785327842272 122:0.7267148612637884 123:10.47771979171049 124:4.612908270882947 125:0.05804156578970596 126:6.1975045849876 127:9.405325133924682 128:5.538842962549795 129:-0.0553045954302338 130:-0.1608061650696293 131:-2.336980437804279 132:-1.616649651815005 133:4.21306355986991 134:7.427420683384931 135:-5.283984231769367 136:-4.671172948458282 137:-3.978477080522211 138:-3.162944221081535 139:-0.594817800577947 140:-2.73710051015632 141:6.232351170991423 142:-2.973839606855727 143:-6.671874258664602 144:0.3355353630532576 145:-5.636203392626494 146:8.408706765223931 147:-3.2651113561451 148:5.872834253614423 149:3.832292097137679 150:8.607563727440652 151:-7.416673242418158 152:-4.958474128033078 153:2.738288180903128 154:5.999002548167926 155:1.450054624920892 156:-4.637759766693438 157:2.97551905443934 158:4.305436674324532 159:9.318575380880175 160:-4.092412247614921 161:-3.371829215613146 162:-5.755872085993509 163:9.202102952064999 164:7.989698456201076 165:6.338555743901557 166:8.305941380120018 167:0.7792977459032704 168:-6.635335685429704 169:2.422941168015341 170:1.318437007546302 171:0.1032262207157304 172:5.562887344547944 173:-7.534378067080292 174:0.4844546754800205 175:1.005299476758317 176:7.627405689876769 177:3.674814949259912 178:-3.915649322755732 179:-0.9299532512699277 180:-1.635731860545215 181:4.625887807744977 182:2.567602333716194 183:-6.806561710691716 184:-7.138527488352269 185:-4.827604230635886 186:-2.288564993040178 187:2.941078358168538 188:-10.23488134661141 189:1.80109689264904 190:0.2753120833618356 191:7.455846483197329 192:9.745199336078869 193:8.04568825693117 194:0.2546542651031185 195:4.200720104239246 196:8.725914668610805 197:2.42072995573739 198:2.216560925780822 199:-2.142379000400932
-1 0:8.848617716385915 1:-5.360293813908793 2:-5.361865755780526 3:-0.3802197891411256 4:3.087554440138088 5:10.36556385625467 6:-9.98303448115551 7:-6.703282086436182 8:6.756955494814621 9:6.1178021570901 10:-6.394341175753427 11:4.165630601012786 12:-6.917350116772771 13:-10.6223000094451 14:-6.056564518440538 15:3.306065340162257 16:6.167633372696148 17:3.215168585817368 18:-6.640513978976647 19:-1.011810350222514 20:-2.273518041784165 21:1.963201627807627 22:-7.103082050582205 23:7.951183225049069 24:-0.03599105582811418 25:3.978667769035238 26:0.533048609386939 27:-3.285294814358722 28:3.719794389793572 29:7.827602740646777 30:6.292814619791168 31:2.825962303304048 32:7.217040780995256 33:5.326395166487714 34:7.104317070152652 35:5.031559649569701 36:5.653926447067622 37:4.838457210126132 38:-7.322283840967139 39:-2.930506227631113 40:-1.490714424365193 41:1.362608506285672 42:0.2628088509033499 43:-8.210369664156012 44:1.723430662690399 45:6.025863496601316 46:-9.283609619064434 47:-4.086962812092972 48:-7.540308141923264 49:7.400530774436311 50:4.862321173425149 51:-3.382313856953499 52:6.632668099705917 53:-8.833244463353886 54:-2.156707506637974 55:-3.020201536774798 56:7.405595322388966 57:-8.351277299543382 58:-1.13344823118789 59:-6.94722982522868 60:6.900637188101713 61:-5.59189356119961 62:9.578876945049807 63:0.8958328723137907 64:0.3792664407463086 65:-2.002916913406772 66:-6.364189442422523 67:6.339982071300259 68:9.636888970764083 69:-3.164081779419397 70:0.1596038407271808 71:2.672229948996155 72:-1.068537760853536 73:4.607849748957018 74:-3.888271603437308 75:4.000191571924147 76:2.255282388743663 77:-9.574626757628211 78:2.953437315119135 79:5.154978137728969 80:-6.400928784900879 81:-4.265294070941579 82:3.190956681858109 83:6.919901055534713 84:8.5985497915793 85:7.097122175124202 86:-1.537416998733921 87:-9.528240656176473 88:-1.131641966763589 89:-8.012654283438019 90:-4.606328313065823 91:-6.719280649676342 92:9.410895921327565 93:-8.410195090890491 94:-8.480631117658593 95:-8.386252438753091 96:9.196797407392301 97:-7.68693804913663 98:-7.180492116170461 99:-2.279463734521662 100:4.089931540565217 101:-4.25635549893323 102:6.008604994194528 103:-7.756605903261473 104:-3.733566799472501 105:-8.664314174743787 106:2.556970749455324 107:-3.38649149172665 108:-9.947865600711125 109:4.336752781977839 110:7.647076595901142 111:4.929443679593676 112:9.387078186945592 113:-7.182516971783381 114:9.523693442917695 115:-8.706753425244624 116:-2.989812104530268 117:4.59404834773643 118:1.029006013610335 119:2.846009019700959 120:7.491727350623203 121:4.090172447150503 122:-10.02745238824474 123:-3.949490387368087 124:2.321247920974966 125:6.611125513824895 126:-8.247323122155089 127:-0.7036260162467166 128:5.702157852324981 129:4.138467915373943 130:-4.25133347679256 131:-2.416263982721784 132:9.901828896164872 133:0.4239370105153193 134:-4.455719870748485 135:7.214608104819581 136:-1.083748851944767 137:5.706755971369377 138:-8.416966402250827 139:1.282900420355936 140:-9.942206839385468 141:-6.881985033350236 142:6.465243239155913 143:3.716231239864919 144:0.4327105355562801 145:-6.969186582795332 146:-2.413535324150506 147:-6.978132395171838 148:-2.4167450671638 149:-2.117066575254401 150:-4.541669442491864 151:5.955182872967358 152:2.986536407138485 153:-6.035761267791166 154:-9.30108634465989 155:-7.670437073167768 156:6.82842718484468 157:-1.900970089192938 158:-4.64997281303046 159:0.9991433053901255 160:4.813436059367739 161:9.415867662857714 162:-8.59985044089237 163:1.199332977655343 164:9.796992747964421 165:1.124496590975761 166:-7.056504654394741 167:-2.664692405901352 168:4.190461029390301 169:-1.771670698157083 170:-10.63514800547413 171:-8.523388411667666 172:-7.489912624092669 173:6.558837403963276 174:-1.792739592077546 175:-7.814372461873779 176:9.409402435469042 177:-3.674520914546549 178:-3.795730359094934 179:-5.613950803376844 180:1.858108754202524 181:7.302907181078059 182:5.841903388001951 183:-0.4346099976633264 184:1.074853852372294 185:-3.381313878662894 186:-3.713313500138737 187:-3.126304105263307 188:10.35912014018087 189:7.809462288538531 190:-10.70396335726749 191:-1.553772253796568 192:7.68005033062771 193:-5.355580600032374 194:1.336203219528483 195:-8.617635100270553 196:-8.832220752932251 197:-7.580884115201635 198:-4.283602122250716 199:-5.888328046111794
--1 0:3.013046346318122 1:5.294824262983871 2:6.975162346800872 3:8.500898551117571 4:-8.216699954958647 5:-1.447597944278814 6:-4.416300328543046 7:-0.5534473168916141 8:-5.816864828521414 9:-8.536520398725944 10:6.045735879688926 11:-6.074426263553762 12:-9.961205130495781 13:-4.756326016831496 14:-6.669196754369704 15:6.343250432841294 16:-2.936258407727776 17:4.223319887974197 18:0.6982641254400153 19:-1.507993370749578 20:-1.990459503088135 21:-7.69337906347399 22:-11.80984418835364 23:-4.057883133710011 24:-1.654159003907326 25:5.161089814247319 26:9.154003637699867 27:-0.01781092139201501 28:-6.607015397541657 29:8.271162225335328 30:-2.600154177657104 31:-0.7925065295005335 32:-11.09776595057992 33:2.221893186038016 34:-5.448059011390307 35:-1.712912306362005 36:5.218563514279253 37:3.909117533609093 38:0.7447580509533522 39:-9.132745930357116 40:-1.79449528389784 41:4.186088116183877 42:-5.693110939341976 43:8.856163234945932 44:10.14285251056045 45:-3.106593527850209 46:6.238612925884377 47:-9.206127543959283 48:-2.009542204445924 49:1.821315522073352 50:-3.821889515217854 51:8.359982804439134 52:6.402469870001569 53:-6.131213353258699 54:8.544113897072464 55:4.443674792185939 56:-1.363341981449816 57:6.945131340387309 58:3.84441463101416 59:-2.334844160169717 60:8.00300538360222 61:-1.06416533059234 62:-1.732044817454753 63:-2.385609969683798 64:-3.170500155651955 65:-4.905872953748186 66:-9.808572465137779 67:-10.32088365194055 68:8.606485884883408 69:6.624973329068029 70:8.349660294904549 71:7.991016019394188 72:0.7587281907925123 73:8.005450073598512 74:-0.3032821220686522 75:5.24563543092553 76:-2.841069693640081 77:-0.4642598001637392 78:7.620926720571741 79:9.802296494032056 80:-0.5343393306037986 81:0.6947588333409181 82:-7.405530675682465 83:-2.774112112876126 84:1.226605824074345 85:10.04904904931226 86:2.960310487109588 87:-4.660493515486039 88:-3.872390833666689 89:0.9399106256959766 90:-4.96519579610576 91:-6.13393789267694 92:1.399624528084024 93:-1.082458762668592 94:-3.932777570490271 95:3.140298506542042 96:8.46886896559003 97:-11.28468061847323 98:-5.579252631258797 99:-3.712264198364263 100:3.349028557300172 101:3.927887073214104 102:1.000441686356087 103:-3.060723104746968 104:-5.191211004398276 105:-2.413211438121289 106:2.033608755066865 107:0.07026245658616392 108:-1.860807902884536 109:-4.524734778460598 110:5.914227275676066 111:7.289531864632663 112:10.44897822273969 113:3.510610312279457 114:8.005796865578786 115:7.079148812072335 116:-8.803617958571706 117:3.54838519887603 118:8.543832616283773 119:0.523497248134747 120:3.424611254571916 121:-3.005304336160517 122:3.927402277027821 123:10.20246821592738 124:2.698558665667405 125:0.4717192496249018 126:7.56224486632802 127:8.453434024490891 128:7.282274720791087 129:1.246211403363641 130:0.4111208005311665 131:-3.018530092417635 132:-2.566986807177837 133:1.536017290829151 134:9.669847132639589 135:-7.256058034877051 136:-2.673001460615422 137:-5.384125032525824 138:-1.729451258381088 139:-0.00500385583044205 140:-2.442157777721398 141:5.242194455408912 142:-2.649541530889187 143:-5.7411193095745 144:-0.7862617262172222 145:-6.523794054101484 146:8.560870563614365 147:-4.269775198969292 148:5.119570965909345 149:6.463037518835421 150:5.806252821009353 151:-9.939067220958222 152:-5.318747699662588 153:2.926668728437589 154:5.674602009017867 155:0.571794335548043 156:-4.921445655367679 157:3.394438439027359 158:5.664906119536448 159:9.265727026328818 160:-2.457032801301676 161:-2.711414810681108 162:-5.083249195590737 163:9.796060742767683 164:4.567055325794033 165:5.08333758704894 166:8.829185698773813 167:0.3553038524794671 168:-5.090678032403609 169:1.26037133094468 170:4.435965418469102 171:-2.37827948960041 172:4.007670688368973 173:-8.519640107146138 174:2.160472296360137 175:4.673666036717691 176:6.568200359948913 177:4.222069497153649 178:-3.150067672183435 179:-1.190008947952092 180:0.5365212654928746 181:6.792021547206565 182:1.401026526112721 183:-4.744993226245807 184:-5.865901364594125 185:-4.948587112330739 186:-1.547010030013357 187:5.878660228025592 188:-9.981046305604579 189:2.627267235187423 190:-0.510212664508267 191:8.656473808411551 192:8.471125880562656 193:8.26979958049699 194:3.214016943151558 195:5.816810588303106 196:8.296685848684946 197:0.7750669022006482 198:1.651652803704041 199:-2.25666117111743
--1 0:5.554470380133943 1:3.451507840712508 2:6.321965570296642 3:8.484019929858801 4:-9.104601717580362 5:-0.1888032343274796 6:-2.646992290163328 7:-2.851638297824826 8:-6.473547241254165 9:-4.613510318110175 10:7.674519054984861 11:-6.281469340815037 12:-8.419283661974188 13:-5.313315499996879 14:-4.20292084178346 15:3.416754711061299 16:-3.725127381510089 17:5.742852074212832 18:0.6289159825100897 19:-1.655699948232286 20:-1.800649414741663 21:-7.078705815918001 22:-9.609080649600926 23:-2.279648560970924 24:-1.460619359189566 25:4.612941135379788 26:8.843809294790487 27:-2.383226259283093 28:-9.218158441217886 29:8.149645136488511 30:-2.304582129601082 31:0.1534299980190967 32:-8.363239012575857 33:3.107673855415209 34:-3.240589029509012 35:-2.813518206554805 36:6.281628928259589 37:3.189905013627652 38:3.047638229696883 39:-9.423381214807032 40:-3.581890418089273 41:3.075649732216133 42:-6.745679102662424 43:9.422213457971555 44:7.778236276530775 45:-3.024837468137974 46:6.496988139583078 47:-7.172647653342377 48:-4.411727326010791 49:0.8222416867473907 50:-6.224417424914311 51:5.852462400820115 52:6.14897918266036 53:-7.079615882085583 54:8.066749894095954 55:5.322549327944243 56:-2.474500004587918 57:6.95351341248273 58:4.022697135463894 59:-2.821691298345323 60:6.024252654933208 61:-3.215305168852643 62:-4.360286975781854 63:-2.470293063438536 64:-1.722608361660124 65:-3.515544919538955 66:-8.844736601297992 67:-9.578884970615873 68:10.29150986721237 69:7.746353034103672 70:7.764164666149544 71:6.983154074621254 72:0.08799906167512389 73:7.23830399215131 74:0.7801424599450302 75:6.257525076963595 76:-1.885323670802058 77:-3.245340881102705 78:9.443579831004472 79:8.360954472145892 80:1.732222134183246 81:0.3066221519467429 82:-7.989344839675351 83:0.4286343750171393 84:0.0522062712912218 85:7.488988396962967 86:2.457020896524283 87:-4.905083422155668 88:-5.195059561915171 89:2.235649755710022 90:-4.548354195699446 91:-5.274044378281805 92:0.7169857510271205 93:-2.171297813324466 94:-4.425187167441234 95:5.556204530336932 96:5.600850293723681 97:-9.513643148838888 98:-4.994402588306085 99:-3.127371995479181 100:4.478696230889318 101:4.603603171011221 102:-0.01726933148728749 103:-4.088427580460133 104:-5.186385527323798 105:-1.872943362477397 106:3.646190622823907 107:0.159625957490468 108:-1.837317618157372 109:-1.884103454637115 110:6.568937171057973 111:6.805542595683646 112:8.560567351520172 113:1.231481146745989 114:9.157811157586462 115:9.331351546309401 116:-10.21036038338567 117:0.9866165955234387 118:7.69211522445442 119:-0.7661832444701222 120:1.861871531825865 121:-4.349250526778959 122:1.286027816891034 123:9.470230220702465 124:3.422484409137771 125:1.091899753028086 126:7.067807581175732 127:10.15046230274207 128:6.988084574269648 129:2.138450946147197 130:-0.9294081093360718 131:0.3937469950996058 132:-2.688018716188246 133:1.571076747916755 134:8.362898766400477 135:-6.808733615939762 136:-1.456135864635868 137:-3.790944628602496 138:-3.430362586982848 139:-1.919417959083653 140:-2.414618672780986 141:4.273879625504912 142:-3.154867746549812 143:-2.347032791488397 144:-0.2022948001141697 145:-6.231234450691595 146:6.284023763725421 147:-3.215573851578919 148:7.305449117293197 149:6.058123154136843 150:8.09728278369918 151:-11.19473249982245 152:-4.038738323412034 153:3.237585603347866 154:6.724343287980057 155:0.07041876550371584 156:-4.975193220086261 157:1.423361929721458 158:4.179353740957938 159:6.666367876341935 160:-3.709263765635475 161:-1.852625672378383 162:-7.914473318389335 163:6.452877564929262 164:5.477461953485542 165:6.423795929316423 166:9.987637476744784 167:1.512939836444962 168:-6.956914983486977 169:4.320704387133742 170:0.3059512339894477 171:-0.7189137999517743 172:2.941579109586819 173:-7.446543550230343 174:2.447462028585829 175:3.381762853666405 176:4.483539183142932 177:2.415252380905291 178:-3.722207764317916 179:-1.34089228080599 180:2.100963823420932 181:5.695776497001251 182:4.254712763267242 183:-4.995137668918351 184:-6.869269999504731 185:-7.215093108994684 186:-0.9082654447704914 187:4.195789991646842 188:-11.09857168971761 189:0.5011841886375172 190:0.6828335180955996 191:8.438428304029088 192:8.306828654350717 193:7.033448287419473 194:1.587285295868931 195:3.394788322306249 196:9.014276799070453 197:2.038343615857973 198:0.9007183354153702 199:-1.45593831286394
--1 0:3.621340104227939 1:5.067106463412258 2:7.011573554968387 3:8.975441750557325 4:-7.122263416078217 5:-2.143531767449542 6:-2.849298619798401 7:-1.456480633155015 8:-7.063994570168586 9:-5.71632787881665 10:6.832152675602681 11:-6.407887615515075 12:-8.158007168967909 13:-4.912223012129398 14:-8.840657240287513 15:6.423718487999368 16:-4.13489878175816 17:6.72387898133316 18:-0.3001974718321117 19:-2.669024338411851 20:-0.1543174903150726 21:-8.479229839709021 22:-10.42689085349479 23:-3.313731645763239 24:-3.302679022690139 25:3.504739136011469 26:7.492801849548196 27:-1.825862637683618 28:-8.183049424795062 29:7.488141967454226 30:-1.341515758328103 31:-1.616283194983992 32:-11.74247950888613 33:2.540825334953281 34:-2.516399488454447 35:-2.898132501339094 36:5.662273424700717 37:4.627086706887125 38:1.143048555476234 39:-8.666108929741897 40:-0.9948169078990297 41:4.702216046220338 42:-6.869471537252513 43:11.00483563064444 44:7.503597885721248 45:-1.355622009574595 46:6.319540541678701 47:-8.400793262586433 48:-2.795889899446457 49:1.572009202164959 50:-8.277489512843259 51:3.785611363041594 52:4.407905485576933 53:-7.631950424845024 54:8.756739443800486 55:4.663637310297579 56:-2.457319894987918 57:7.130705434173437 58:2.342602002095858 59:-2.411709295721804 60:5.849096564233255 61:0.7022894102590722 62:-3.187188026306648 63:-1.333114943808623 64:-1.485767593193495 65:-4.132262509969831 66:-10.51115721902654 67:-8.634956562205103 68:8.118479514842669 69:8.300353967850086 70:8.750865589095124 71:9.163750578558373 72:-0.4580307993541315 73:5.540456425962476 74:0.1213198028834578 75:3.870661894435295 76:-2.826629255952523 77:-2.48042276793598 78:7.304962452873183 79:9.659889016144779 80:0.1024054856594721 81:1.140200391398881 82:-8.83395841302999 83:-1.065740613973775 84:-0.487086319977871 85:6.090834010311177 86:1.646928581847036 87:-5.072850809611801 88:-3.371575254073431 89:1.275877446614365 90:-5.452784480696703 91:-5.266384517716998 92:1.565331015719548 93:-2.553760235685519 94:-4.533972921231349 95:4.91631606883306 96:7.695481595264647 97:-10.92602015830392 98:-3.477915493268214 99:-0.8286987106239758 100:2.565199833201794 101:3.804561522479394 102:0.3811793378706779 103:-2.067406298931401 104:-5.977735325810071 105:-1.066058831635257 106:1.977109922793657 107:-0.6727140699516843 108:-0.1074962331675355 109:-1.299093152186028 110:6.275944056109367 111:8.788699770800974 112:9.704671608570482 113:1.701274920632681 114:8.749708640883659 115:8.275907741015345 116:-7.346374056865089 117:2.042988437889687 118:6.854022982197407 119:-1.350348704771704 120:3.2138609983244 121:-3.828384579242327 122:2.860763323853217 123:9.837895382070098 124:4.628170731371175 125:-0.48989071325722 126:8.870756616888055 127:10.24858655077 128:4.182589532707736 129:0.4487278098916387 130:1.729676991154112 131:-1.575445429705823 132:-1.425991635255983 133:2.247811765523587 134:9.998051316648926 135:-6.769595809496403 136:-3.153189333512345 137:-4.367107562119692 138:-5.05247023728546 139:-2.161188682594527 140:-5.312410251175708 141:6.001648007753255 142:-2.617224459713404 143:-4.455263414723617 144:-0.09660798549322164 145:-6.868205770647831 146:7.76923986615934 147:-1.047879774217352 148:6.156095138463803 149:5.87776801291564 150:6.555003802197819 151:-10.37677405630379 152:-3.317808509223784 153:3.933755368600884 154:4.98868864886246 155:2.165373329660002 156:-4.948686602277126 157:5.042996453858189 158:4.849059517767052 159:8.534592159162646 160:-3.837350447332379 161:-1.924414908087332 162:-6.890713906853393 163:7.062558542086963 164:5.216857545558548 165:3.809332534973277 166:8.122389764950308 167:0.6516385205206359 168:-5.661401361841202 169:2.630202750343852 170:2.11917004878062 171:-1.89932348731348 172:4.392830242151143 173:-8.466461277936256 174:2.376744590981847 175:3.750174814262964 176:5.942467391680169 177:1.383208826261765 178:-3.297477561443214 179:-0.3876361743233917 180:-2.001290255903871 181:6.618822365044596 182:5.302773840454449 183:-4.468419735616258 184:-6.225811350467923 185:-7.362755494872831 186:-3.402060435390953 187:3.741056334370467 188:-10.9180251270266 189:2.927276234382834 190:-0.1334052646067838 191:9.058874486958819 192:10.00454158296523 193:6.451843074885821 194:2.922837330790486 195:3.811044675757985 196:8.767587659014151 197:1.957932809580122 198:3.564001027461786 199:-2.927545159281569
-1 0:9.243703712336352 1:-2.667355997373528 2:-3.289142656208213 3:-2.749323600498594 4:3.574475826834828 5:9.636939182630154 6:-9.188732680069499 7:-4.647511111753547 8:5.157827972769524 9:5.10903336544646 10:-8.7250151043736 11:2.795305136308612 12:-6.85394290199564 13:-10.38404047334505 14:-6.134207851834169 15:4.536096780621844 16:6.904279185966191 17:2.432656515903407 18:-8.144182685252289 19:-0.3650223806123662 20:-0.3230686592703909 21:2.684997564888469 22:-9.288055157145331 23:9.692992504948645 24:0.8446145630523458 25:3.465429260986459 26:0.6274748880524934 27:-2.110174028749741 28:6.05352394974657 29:7.71878529996814 30:7.788825589170596 31:4.64340070742959 32:5.006986137310543 33:5.936103354450699 34:5.762365410996056 35:4.563764715926057 36:4.670240601886961 37:6.59848292174974 38:-8.3685405764588 39:-2.927590242376443 40:-1.358852225005608 41:0.4223437653750893 42:-1.930125764205364 43:-8.539589510336167 44:2.654421434067431 45:6.596014373774984 46:-8.350468266733586 47:-4.771279391583792 48:-7.064067549767825 49:6.967343622214575 50:3.369092528282476 51:-3.249280196284063 52:8.533774139528706 53:-8.329264506680044 54:-2.13310112819769 55:-3.058093698123543 56:7.993262918397683 57:-7.584931479559728 58:-1.409840734596105 59:-6.694705585929789 60:6.993703776129581 61:-3.526183092574835 62:7.836477393206298 63:-1.029010169231839 64:2.370992884039664 65:-2.382641594463837 66:-6.485925471742185 67:7.189942981016046 68:9.445168426022008 69:-3.568333558505876 70:3.950355342896021 71:2.923638447271867 72:-0.6924531214037843 73:5.495787896962764 74:-3.689504324685576 75:3.031156247101696 76:1.168307666873674 77:-10.00665175501396 78:0.8780152065049027 79:6.130788386116993 80:-4.621598497304139 81:-2.736610764541661 82:4.005394718268796 83:5.995441704976134 84:8.235344062109707 85:5.858144287879878 86:-3.73168387580407 87:-9.478281306856388 88:-1.03001471515833 89:-5.999715617937584 90:-3.962831526568529 91:-8.415956897193398 92:9.493492498249902 93:-8.905158474137712 94:-3.273495519118253 95:-7.646169365538922 96:7.92138177577236 97:-7.907490302443652 98:-7.322367533749817 99:-0.6088619993221012 100:6.486823748928751 101:-4.573683329949232 102:8.090054739401458 103:-6.260838124532496 104:-6.79602344312395 105:-7.943239374456995 106:2.103807811456991 107:-6.450466278454979 108:-9.892578845654459 109:5.940465483831894 110:7.263609036463686 111:6.412676217508611 112:9.461844895542056 113:-7.151524282914631 114:11.30793740865194 115:-9.639706862181168 116:-3.464875737033779 117:3.461349097900813 118:2.074404954539284 119:2.326634097504985 120:8.047624177240674 121:2.923972672302881 122:-8.577325680789874 123:-2.274095547419535 124:3.160496839851321 125:7.704852579070872 126:-9.375587084917875 127:-0.2454671518891824 128:5.95154943894124 129:5.662635136576303 130:-3.976661228419417 131:-3.801349553053289 132:9.588995820887449 133:0.07650311196613513 134:-3.614971122562027 135:6.369726339092666 136:-4.361592799400595 137:7.951246405085774 138:-7.616435716255853 139:2.72924251834321 140:-9.87863600347932 141:-8.46698481036508 142:4.661006357989809 143:3.825738092819865 144:1.011572094329737 145:-5.072450113989142 146:-3.08454078349051 147:-8.775486620486628 148:-0.6413267958740073 149:-2.205027551154338 150:-3.840345628519214 151:4.238132626722021 152:4.251096506285963 153:-4.707364265625384 154:-8.072573342524825 155:-7.696823906300928 156:6.992688818089881 157:-0.9104096531943457 158:-2.909442437383765 159:1.98537745683504 160:4.244446922617578 161:6.715384660439564 162:-10.80709313535552 163:2.223163935951495 164:8.758261895987426 165:0.9687949311981647 166:-3.613601026959568 167:-7.189015158959281 168:4.415333011849157 169:-1.38669509875367 170:-10.56439987468194 171:-9.269504974359037 172:-7.689572314102829 173:7.562479731379033 174:-2.902709724303989 175:-5.363111591429613 176:9.147486941724173 177:-4.573200839025358 178:-4.315251549880637 179:-5.795018271570685 180:2.064176898798169 181:6.986201467813811 182:4.168938814928029 183:1.143328611252873 184:2.320854044130082 185:-4.567942880923084 186:-5.3245163832814 187:-1.419965346055494 188:9.102881454569882 189:7.286885726312428 190:-11.67860775275913 191:-4.557339797342554 192:7.765545053377711 193:-6.975932699960818 194:1.644554657430226 195:-7.666741806517747 196:-8.917871985624211 197:-7.900699420379079 198:-5.278597467468851 199:-7.516008221080288
-1 0:8.005901856331342 1:-4.913343853599303 2:-5.736768010331632 3:-3.916391673429227 4:3.111592618938187 5:9.649751113315645 6:-8.50965927509756 7:-4.217418538021258 8:6.818198219057385 9:5.689069036270231 10:-8.501243247945469 11:1.900288212060347 12:-8.041935464415834 13:-8.772456832874038 14:-5.058524032164811 15:3.940694717182383 16:5.231139007345718 17:1.304367176733275 18:-4.638947121140196 19:0.01245767440249135 20:-1.450912537178783 21:2.040244173398001 22:-8.128266878939526 23:7.7215054146664 24:0.7807694510240336 25:4.33320304222889 26:1.111350480024673 27:-1.944083936261854 28:5.7496292985093 29:6.695093924637619 30:6.652446283605113 31:3.481673603151452 32:6.517270200716003 33:4.8386059572078 34:4.710908294475945 35:4.867824645133608 36:5.657084217507579 37:5.110743679181811 38:-7.956541327573492 39:-3.617583763552888 40:-1.438268156562615 41:1.284696568733042 42:-1.786087361615625 43:-7.895957614110794 44:1.335420976060914 45:6.270425727192993 46:-9.7878356351262 47:-6.8479985409787 48:-8.583996863253926 49:8.076561756681215 50:2.730529531480422 51:-3.772443788622046 52:8.68324152168397 53:-10.24676464115788 54:-1.906244789372078 55:-4.717946490207063 56:7.57074881960003 57:-7.275613404511712 58:-1.189026247346272 59:-7.171626074510646 60:6.147193152337669 61:-5.273685443831209 62:10.25607974066351 63:0.8664808397173205 64:1.713255560895226 65:-0.6862023042236014 66:-5.735704313817247 67:6.865910071571967 68:8.392077741160897 69:-3.892152427488194 70:-0.06868710577900006 71:2.465172979385069 72:0.0927297486903591 73:6.574182849295025 74:-3.772717794830909 75:2.900246747007321 76:2.526821431141833 77:-7.724125088716869 78:0.8903613049283219 79:7.060635910374287 80:-4.682609343338436 81:-3.702603156349634 82:1.207217112170116 83:6.872993507619353 84:6.071727832329808 85:5.07722788325739 86:-2.280063060173023 87:-8.650981255908043 88:-2.351799365861578 89:-8.817952817503139 90:-5.119912292118353 91:-5.912058778593863 92:8.390556183236251 93:-8.867595698496366 94:-4.223333278701989 95:-7.487358183445348 96:8.20590340051417 97:-7.091865394270041 98:-7.810015119988154 99:0.0230551210345562 100:5.215903332218375 101:-5.013467973104988 102:6.394389757366084 103:-5.961478126556879 104:-7.099692143461502 105:-8.693334536023025 106:1.882736948602962 107:-4.251843689768505 108:-8.884448741287851 109:4.835013230671351 110:9.102414167686225 111:5.61747276349523 112:8.449239901948367 113:-6.18535880617741 114:10.01821784618338 115:-6.875105581223138 116:-5.612002288315061 117:3.513763033914157 118:2.349527315828177 119:2.80122959598129 120:9.554320068585007 121:2.725390075636068 122:-6.901417149165776 123:-2.800272815547529 124:5.116550527870515 125:7.119561668634153 126:-8.66529644150296 127:-1.622604158517817 128:6.300784172465354 129:5.182871311809721 130:-5.655600480028722 131:-1.462853856622831 132:9.999382519082539 133:-0.4312913236725479 134:-3.181851904763504 135:8.166071503022359 136:-1.70589022174285 137:5.382792871931112 138:-9.015893041333493 139:1.31662297913853 140:-9.357554922440945 141:-8.212843008614337 142:6.303541433115763 143:2.448255252931831 144:1.411653432936359 145:-7.195214226633516 146:-1.381173519999861 147:-8.987753803930486 148:-2.194330520504576 149:-0.9793899817389965 150:-2.600047634564726 151:5.326888238228738 152:2.295265461022152 153:-5.701966683419901 154:-9.283467886497144 155:-6.695258807874864 156:7.060318700542004 157:-3.171102207035794 158:-3.617425767899208 159:2.632996950960735 160:5.241665085130953 161:6.37953612760304 162:-8.956957659668715 163:2.684426348878039 164:8.625258048355711 165:-0.7816418424940741 166:-5.085639782845239 167:-6.542975852240284 168:3.439711608710977 169:-3.229042721902929 170:-10.06677582705435 171:-9.76321466690805 172:-6.339198256399205 173:6.409201959257284 174:-2.456496109761672 175:-6.025213122875821 176:4.928531909018753 177:-2.227858646966196 178:-4.578744119523194 179:-4.069180516051601 180:1.135103991826689 181:6.613745703622508 182:3.675023026823834 183:-1.877773105723129 184:3.053253603580958 185:-5.339080165179645 186:-5.627821412461077 187:-2.127075978658814 188:9.589981453717282 189:5.918411892731717 190:-10.02747350775358 191:-1.285725086704326 192:7.394712383365443 193:-6.306921167310575 194:-0.454309290907674 195:-7.345989128414497 196:-9.393104522116841 197:-8.642142154383679 198:-3.701893223899281 199:-7.006421607899171
--1 0:3.933856926471602 1:3.476316965292044 2:8.243511470327926 3:11.29701310614769 4:-7.362719800975547 5:-1.895869388799292 6:-3.179812519434028 7:-3.219914206265835 8:-7.438652064392918 9:-6.735150082137668 10:7.146583756935515 11:-5.527839375982412 12:-7.675889257001963 13:-3.100104629504286 14:-8.843617892080557 15:4.403346783375369 16:-4.593754147844859 17:6.601527292193627 18:-0.2908880324911053 19:-0.7059190881629518 20:-2.129382637761288 21:-7.295560790556643 22:-9.087810619042799 23:-3.964577959807107 24:-2.812582131155179 25:3.426957077368542 26:9.067083231588608 27:-0.07734514357002265 28:-10.15661517456953 29:8.362161654396942 30:-0.7686777147694446 31:-0.9017887621311104 32:-10.10718622350449 33:3.922769559767922 34:-5.569749766812433 35:-1.778853811652637 36:4.181872844423591 37:5.172714829501128 38:2.017214370952159 39:-9.513519366788392 40:-2.804072848459453 41:4.684055799929601 42:-7.558102216680433 43:10.2309222928135 44:9.051470144212864 45:-2.753688722219415 46:7.666199665670222 47:-6.503284295047895 48:-3.052879475205942 49:2.307550205075507 50:-8.092425792913481 51:5.950574061249409 52:4.599759756273805 53:-6.786475370450272 54:6.934824098017413 55:3.963584744875013 56:-3.324369456684209 57:8.163389094077605 58:3.136648774185166 59:-3.635216466074431 60:5.628013642358141 61:-1.338543089785583 62:-4.691916846178749 63:-2.505693918247325 64:-4.214538351440076 65:-4.634614583410804 66:-9.811276264029191 67:-8.663596963947457 68:9.318157334808163 69:7.657093160899745 70:8.690445909649007 71:9.48101351407195 72:-2.136985837729272 73:7.087032453731395 74:1.399371980128818 75:4.9790379005618 76:-2.964515657659194 77:-2.272672299314452 78:8.778949690670698 79:10.24858110545633 80:-1.156368335874745 81:0.9911205176076106 82:-8.696061136522351 83:-1.541662068496394 84:0.6742761931679464 85:7.228435537842446 86:2.64181548537332 87:-4.810949718647758 88:-3.884340354869415 89:0.08489282299087542 90:-5.653054014635181 91:-4.378381371925751 92:0.8216089706239911 93:-2.253464781850942 94:-4.191360424214129 95:6.342434802030647 96:6.146021542651137 97:-8.916813160351101 98:-6.606137257917117 99:-4.419983302856827 100:2.755023877242652 101:4.617836123677277 102:0.06945340292425783 103:-2.841045544302633 104:-7.406134414570595 105:-2.727963715893163 106:2.975441115449805 107:-1.408217431277882 108:-1.946438747487745 109:-1.993393519438782 110:5.38242959161979 111:9.066576692754952 112:9.211061521025512 113:3.210005515325148 114:8.938583675552811 115:8.15520332972266 116:-9.199945044305213 117:2.24110996501501 118:7.425714002784425 119:0.2599081593906609 120:2.003074257934204 121:-1.877657011701994 122:3.267055809570221 123:9.572411482503796 124:3.978636854006147 125:-0.8036696734524613 126:7.764470872849944 127:7.873646174152522 128:5.267782833461721 129:-0.4991368183782174 130:-0.1560666963731043 131:-1.613742506974248 132:-2.846067784745656 133:2.400736858840258 134:10.07450628584522 135:-9.748765355886865 136:-3.279080064972951 137:-5.112285472009078 138:-2.914263635510177 139:0.1336906778750759 140:-2.721513659009648 141:4.191619448205592 142:-3.974244281427371 143:-4.27839698352014 144:-0.04335476541861844 145:-7.61881375986647 146:8.071183196892758 147:-1.707282693524742 148:4.88938910127934 149:5.763914255140667 150:7.39139665798169 151:-9.359882960235431 152:-4.62834256257996 153:3.274877606334085 154:5.642630516093569 155:1.075603357506317 156:-4.638876309674142 157:1.700538656689788 158:4.808173199915629 159:5.537227212905066 160:-4.506888660628617 161:-2.746006333654315 162:-7.096490049518904 163:8.242163304389953 164:6.034800399695699 165:7.26295030817131 166:6.573480412037108 167:2.479622482480132 168:-6.705990779095612 169:3.292612110029888 170:1.290199460087519 171:-0.6012250050497652 172:4.846088609151092 173:-6.070132331986433 174:1.261113707903272 175:3.682009486549701 176:4.83084676189859 177:2.889975756564156 178:-3.540424352208639 179:0.1973050246362746 180:0.2820465600446268 181:7.675496479126022 182:1.871520976068463 183:-6.433605383029684 184:-7.217371662701088 185:-6.419526578775953 186:-2.356374510557067 187:2.789379237881347 188:-9.838332851253188 189:3.692971056718198 190:0.07553113135546963 191:10.04476506786457 192:10.61122086062517 193:7.932242093295907 194:3.000286615529468 195:6.359947644348932 196:8.389451852734927 197:0.6342913538056938 198:2.410087556223383 199:-2.831196602125844
-1 0:8.207747289466573 1:-4.142878551607473 2:-5.391237327622714 3:-3.040812632977577 4:5.592759332903142 5:10.99668800370164 6:-8.822138649087279 7:-7.404531095363331 8:6.604110729883574 9:6.126423450471757 10:-7.632672985402873 11:4.955462978961265 12:-7.070618896106166 13:-9.342466500530708 14:-3.818325907515165 15:3.303853471232721 16:6.065000631756909 17:0.6344288703729213 18:-6.620485075063198 19:-2.575572640880277 20:-2.42182131126111 21:1.950307148421825 22:-6.052522633456229 23:10.03337725282372 24:0.1268330624101008 25:2.914496509911441 26:0.5042556687100127 27:-3.043366649053338 28:4.733222273812939 29:5.889330555081801 30:6.747935617690854 31:5.204965142981589 32:6.226981241613966 33:4.416550171852184 34:6.729931003778163 35:4.761687263977383 36:6.415602629385838 37:4.48009129843004 38:-6.898092785488949 39:-5.233375068102093 40:-2.672949177357544 41:0.8909397294716598 42:-3.179740597278827 43:-9.138584084316548 44:2.188908273331789 45:6.188502121967598 46:-10.9652175168993 47:-4.283668887206344 48:-8.061590087905641 49:8.864378268854706 50:3.733249039624313 51:-2.032036370538457 52:7.296836384965844 53:-8.726479761925443 54:-2.58376476341337 55:-2.472166356555556 56:6.56237006424832 57:-8.371731251011258 58:-0.8393898694233519 59:-7.401784544505388 60:6.555917875288412 61:-5.317976441490202 62:10.86012170864819 63:2.632782293490152 64:1.214936092453151 65:-2.120438891575311 66:-3.272009495633386 67:8.748677566646469 68:8.106725526375692 69:-4.086043184962197 70:0.6133191813646055 71:3.377773670404525 72:-1.182726517734662 73:4.07132217896616 74:-3.922282026692179 75:3.006435479316037 76:1.982574243931146 77:-10.73785106723832 78:1.254762045882616 79:6.475866045785066 80:-6.652171682961104 81:-2.366125679557387 82:1.776110928291039 83:5.516982362359098 84:6.689307417277796 85:8.311856796146829 86:-3.674363352377226 87:-8.922499431513771 88:-0.9985941242277777 89:-7.644078801432862 90:-4.868332708832272 91:-6.171950365383697 92:8.561528137263254 93:-8.731934037208653 94:-4.066891159933037 95:-7.066749169255568 96:10.1220635310455 97:-7.149924405950479 98:-6.81620156594587 99:-1.020419571392149 100:4.838360380508007 101:-3.811986377298928 102:7.573614250698365 103:-5.978671891357649 104:-5.876417298713546 105:-8.063161922733808 106:1.117542089665757 107:-0.9399851234234022 108:-11.00353606372366 109:4.124647887650998 110:9.419468003219265 111:6.477319025429184 112:8.27743727553214 113:-6.632532212581895 114:7.991907950580221 115:-7.284171822096955 116:-3.923178328778793 117:4.709693088621494 118:2.658994208158286 119:3.270527149308071 120:9.425815465109556 121:4.492008554936202 122:-6.952242310323685 123:-2.564520331855653 124:5.533538579603863 125:6.296863129886479 126:-6.351836014243135 127:-1.646293331458526 128:6.230499673890093 129:4.469185862007866 130:-5.054786051420884 131:-3.195012913839843 132:9.328262945943059 133:1.079244673458437 134:-4.424485975591961 135:7.249379678948951 136:-2.211704530683114 137:7.335269469096131 138:-9.713100663443022 139:0.6483963003044941 140:-9.37499971699075 141:-7.310847350946274 142:5.391285311165086 143:3.814073919343538 144:2.427107303819785 145:-4.966443319067988 146:-1.847718710608265 147:-8.675150673719637 148:-2.47018687451211 149:-0.7118624328334863 150:-2.514128977681661 151:5.372864575229611 152:3.792202141976498 153:-4.970528255817136 154:-9.847120199466712 155:-6.014955041767712 156:7.806422569591679 157:-4.271419185063953 158:-3.523163132719545 159:1.473159259788901 160:5.305327539105098 161:8.092919376939859 162:-8.148920774294098 163:2.483278287194131 164:8.017971263868064 165:2.090255277880161 166:-4.877776619223935 167:-4.254404558910014 168:4.674754203782758 169:-2.68977443229538 170:-8.405944640906505 171:-9.090266906229408 172:-6.242978964265581 173:7.482639003885121 174:-4.02629610405847 175:-6.53319655535909 176:7.561511231655471 177:-2.919646202907372 178:-2.87751730899497 179:-4.197628864264022 180:1.58657594211823 181:6.79887133428441 182:4.665910938940575 183:-2.721065289636816 184:2.712905382194008 185:-5.57708115740397 186:-4.736608261762272 187:0.875967224344663 188:10.45648802443351 189:8.339355117985168 190:-9.821954518264189 191:-1.27305643747097 192:5.295529094051893 193:-7.654383270891407 194:2.11584500589141 195:-7.999433355013207 196:-10.14108136217549 197:-6.00300192717029 198:-5.186984744265821 199:-7.151138736286252
-1 0:6.904271179946973 1:-4.976607017059076 2:-4.299128804026411 3:-3.086205078001674 4:4.327042389560444 5:11.9906425538328 6:-9.861529380477572 7:-6.81894580894047 8:8.761856827310737 9:3.903776608591739 10:-8.196110145260048 11:3.757430753983728 12:-9.342480659565972 13:-12.62731825953466 14:-4.671456067492432 15:3.792365466057633 16:4.962534964602732 17:2.822815724358739 18:-7.062819737119353 19:-0.8980840507335546 20:-1.880177692135701 21:1.779090346987144 22:-6.67990066926596 23:8.393848826820147 24:-0.4167425648505707 25:3.943233556552868 26:1.151746435992445 27:-2.016017523739958 28:5.421589895872046 29:7.42008145375015 30:5.660676381432633 31:4.046593878178668 32:6.597650876502119 33:4.933624423511127 34:6.332598279845773 35:4.488171332128029 36:6.274363887262661 37:7.187549247414038 38:-6.92213011894715 39:-4.313286914047552 40:-2.067462378865806 41:-0.1478830912350417 42:0.9707262673158139 43:-8.31830593645161 44:0.4375053419351678 45:7.874439479033027 46:-8.625721116041685 47:-4.063733254116356 48:-7.781702738974049 49:7.689774398566567 50:4.896580182479479 51:-2.45297740853564 52:6.215168721927179 53:-8.19035636145823 54:-2.480306308676 55:-3.629344845998998 56:8.702712179509913 57:-8.213075425445631 58:-0.566468561949467 59:-6.073587938487838 60:6.943174008103932 61:-5.726821176159655 62:10.8648797332814 63:-0.1126980293804362 64:1.37070203136967 65:-2.789252012283868 66:-5.696154829932949 67:6.660777427530262 68:9.274270036888208 69:-3.593153031506386 70:0.9638546701540279 71:2.069341857975627 72:0.8644710577141184 73:5.890200723264037 74:-3.587678877896254 75:1.63956896370505 76:1.822868463041723 77:-8.21945341297746 78:2.72844833927926 79:6.094549374643639 80:-5.458004041166321 81:-2.601131195064082 82:1.715742573401789 83:6.285869194456071 84:7.815062566146635 85:5.5537084507256 86:-3.46937868520007 87:-6.35055649504419 88:-1.55648442461491 89:-5.087005590196436 90:-3.355721241696797 91:-7.643500967181416 92:8.461311462311183 93:-8.154304971526926 94:-3.710869509744343 95:-7.870484943060181 96:9.87928320096953 97:-7.065263155966544 98:-7.091685007495935 99:-0.2893413323438464 100:5.046128626545403 101:-3.971954082793085 102:5.498312967153226 103:-7.826456792060453 104:-6.200031425223393 105:-6.840864768895209 106:-0.07045724759894822 107:-3.632311010392515 108:-8.836553812684658 109:6.589694273563032 110:7.840214550401437 111:7.045726529173607 112:8.796110428139135 113:-3.520448955753374 114:8.242729375126327 115:-7.184048924229156 116:-4.321343027782324 117:4.307551916779653 118:-0.4366887537800093 119:1.567110333323433 120:8.597275278269326 121:3.208268794503701 122:-9.447079518548378 123:-4.021119385704216 124:3.555437116005268 125:8.677770716365364 126:-8.888048289917471 127:-0.7127129687046661 128:4.542735819032261 129:5.320237361574339 130:-3.622679413091645 131:-2.914365969806615 132:9.578466430785369 133:0.9118380892551496 134:-3.496640959202328 135:5.855122170080965 136:-2.978045116882004 137:6.274109971473841 138:-9.334952858404842 139:-0.7176357815133954 140:-11.29946930564083 141:-7.156330668165616 142:7.8262710429807 143:3.232145634036022 144:2.223783222015225 145:-4.255393917373059 146:-1.036873901162794 147:-7.951440391427723 148:-2.473411724699597 149:-0.4346502422457512 150:-2.685550804441403 151:5.557605678952539 152:3.255643810843882 153:-3.42977814982339 154:-10.8194159378067 155:-5.292759928371733 156:7.640074036705965 157:-1.268373189934404 158:-3.43683005194289 159:2.565474654443185 160:4.203612950139177 161:7.612576060509873 162:-10.51060818369159 163:2.853076225817627 164:7.817455807114996 165:1.716731296642186 166:-5.232555903961977 167:-5.438688227792471 168:4.623312482347053 169:-3.523493431798573 170:-7.549631467129448 171:-7.010011493232829 172:-7.096662984943717 173:7.833277587754465 174:-4.32438215735079 175:-3.764674256486842 176:6.03179256809417 177:-3.815448811050099 178:-3.241147930932426 179:-3.147021225761016 180:2.893720495071343 181:6.779780140137561 182:6.447863973983197 183:-3.007625130753541 184:2.247279901733687 185:-4.264159761376827 186:-6.371835652660423 187:-1.421313094723096 188:9.400871547752535 189:7.439142275699467 190:-8.89415616897246 191:-1.334658330660092 192:4.812418696370465 193:-7.452973577298541 194:1.915508014429533 195:-6.276226620170236 196:-9.114737869212696 197:-9.038108640911224 198:-5.797635728822668 199:-6.547358119005787
--1 0:4.110892194853396 1:4.223791559258699 2:5.932297806977064 3:10.36484703225726 4:-8.264277245968472 5:0.7269911196020272 6:-3.075188235709087 7:-2.803253479383891 8:-6.90500951349377 9:-6.698580984622987 10:5.393394451408994 11:-4.806320890313662 12:-9.072683726952043 13:-4.075650579172091 14:-7.463697264665178 15:3.010530119385193 16:-3.70758642049313 17:4.783441368425139 18:-0.6851175402296706 19:-4.042610392636239 20:-1.288909179055733 21:-9.356477725704892 22:-9.209243064991369 23:-4.062144933330569 24:-0.7243495999156937 25:3.374949323051445 26:9.659874460144717 27:-3.221039399690799 28:-9.925849023354109 29:6.497509270882543 30:-0.8670885481169972 31:-0.9092406570123067 32:-9.017005746332165 33:4.299425564681579 34:-3.703503318689608 35:-2.59366902972564 36:7.070262805990856 37:3.516429906844694 38:1.831288948471278 39:-6.363416447925891 40:-3.851914407903867 41:3.904002652573008 42:-7.603150134778637 43:7.746895404555828 44:8.11164741153876 45:-2.684669042143649 46:8.001818924711531 47:-7.350183434603676 48:-3.302110558365908 49:-0.871555459377809 50:-7.842716254313718 51:7.269198797861609 52:7.988336809085272 53:-7.608118072834159 54:7.107899754408789 55:3.182680352359857 56:-1.516677673764031 57:7.255673505962561 58:3.249837160818728 59:-3.779297360232481 60:6.417828894827709 61:-2.738188993997933 62:-2.991480522416655 63:-1.820765688621846 64:-2.749226203589438 65:-5.283438999571999 66:-9.609540426575732 67:-9.324484849265174 68:6.837434777962728 69:8.592594453001244 70:9.971454455108223 71:8.204070988549507 72:-0.2786531822890779 73:8.542119351216476 74:-0.7316710834530363 75:6.748582204702367 76:-1.803999950730468 77:-2.966673621559642 78:8.501442282736871 79:8.389811026548292 80:-2.476551675795005 81:2.917576038353987 82:-10.42928888401352 83:-1.993701013716367 84:-0.4965058783512684 85:8.035230160659722 86:1.896707411625572 87:-3.16635924449559 88:-4.244086069212779 89:0.8807198055380862 90:-3.934843538040524 91:-6.127966434546513 92:-0.8594145574836975 93:-2.401811525650652 94:-5.744259490328797 95:3.519856002267329 96:6.946005395853465 97:-9.274761135811458 98:-3.914391832097133 99:-2.921657832834108 100:3.082927218032868 101:4.617201909801407 102:2.999013678513457 103:-3.505098239076401 104:-7.219056931063738 105:-0.5306001494472885 106:1.376482772186156 107:-1.798265957251271 108:-3.146959709276219 109:-1.684516377613582 110:4.770799183752805 111:8.436771710782409 112:7.596618790736375 113:3.956513443172827 114:8.411623105156082 115:8.536844273616961 116:-8.295071106709107 117:2.541739702591479 118:9.514173474807118 119:-1.388357500576301 120:1.619263814866198 121:-3.387361680765023 122:1.731067200202777 123:9.181700977942267 124:5.796539348410585 125:0.8726837453413259 126:7.066364251895757 127:9.840932770681057 128:6.149682866826941 129:0.8294580349343181 130:-0.202865710831365 131:-0.2140284842377422 132:-2.236833297968841 133:2.657665322432979 134:10.3090345229044 135:-5.37169517547665 136:-3.974453077529839 137:-4.146577097217621 138:-3.484893604206544 139:-1.255354179746429 140:-3.966582745245456 141:6.823906250300841 142:-3.673514929716752 143:-4.606336299663693 144:-1.647520813943703 145:-5.356190347496876 146:9.312791092830649 147:-1.764465041458491 148:7.036560788235363 149:7.73112582943782 150:6.939901855243448 151:-10.99170757993916 152:-4.209697264237955 153:5.53422812848922 154:5.343202536878189 155:1.759016747517043 156:-5.810620376494769 157:2.187883422750587 158:5.742091983510025 159:7.474884671049487 160:-4.078132553910159 161:-2.157300706783797 162:-6.773693055060708 163:10.01020866920305 164:4.128756351774507 165:6.71770274881183 166:9.51338165858623 167:-1.513753772604157 168:-5.941798719849331 169:3.587072783464133 170:2.484436555082614 171:-0.2521068228677506 172:5.215135896112431 173:-7.305828558350299 174:0.3430875070541359 175:2.779428361804719 176:7.116317084798204 177:1.338212052445896 178:-3.925814369092663 179:-1.364030968539774 180:0.6105974900975673 181:7.435525019310892 182:4.145963495886877 183:-4.873622241447548 184:-6.973572332236243 185:-5.685996383607742 186:-1.747667054553724 187:2.967102237535303 188:-9.786195235522396 189:3.333419436628797 190:2.770844160129692 191:8.487042685069916 192:9.807467990561811 193:7.164068279603645 194:2.7062424825278 195:4.599003594730314 196:8.239332196156868 197:2.63867678930357 198:1.895093514994503 199:-1.025841622836097
-1 0:7.829598649756119 1:-3.987745866049818 2:-4.273361963661239 3:-1.821832756206632 4:4.218096711124563 5:10.47245421304036 6:-8.35710237022283 7:-4.845901623667665 8:7.11002691502543 9:5.522900971334508 10:-9.073376642386682 11:4.14709596129866 12:-8.289608834455899 13:-10.25423795296309 14:-6.279897313702712 15:3.436376224886089 16:6.021914756788465 17:2.77605342540568 18:-6.123184115512782 19:-2.334321584772786 20:-3.066062897815369 21:0.237738982470433 22:-6.85954204332614 23:8.125935498798748 24:1.265715907019259 25:4.306000184468119 26:0.9860603287422327 27:-3.656307500569748 28:5.860703944655551 29:6.652434280635934 30:5.892455173753021 31:3.637187187769789 32:8.380647901707277 33:6.831318400464248 34:8.183210799342753 35:5.459985830446563 36:6.002998466401097 37:4.96216608354068 38:-7.388476915710679 39:-5.315870030473544 40:-0.3324815253057746 41:-1.017812419279904 42:-1.551937194670678 43:-10.01144407341915 44:3.231610515222847 45:5.656494604541062 46:-9.206931010368086 47:-5.123508876879108 48:-7.681467678032002 49:7.535402498871695 50:4.661218044658418 51:-1.56823853430065 52:8.308634269189364 53:-7.890575314705545 54:-1.495886475250986 55:-3.571256204783399 56:8.402963496708669 57:-8.686137671576063 58:-1.941991944327465 59:-5.267629187912637 60:6.77694391668781 61:-5.075668833787587 62:9.749245320763658 63:0.01119753539770663 64:2.273560337608235 65:-2.848782301561255 66:-4.117905878217322 67:7.319775470707463 68:8.083963282851061 69:-4.864350885684216 70:0.4296868264113717 71:2.113342512208047 72:-1.609326503466459 73:5.650704035226951 74:-3.984623367664671 75:2.560332800608264 76:2.994585945702928 77:-9.234624542054409 78:1.539235121593659 79:7.887162533257806 80:-3.993797921994594 81:-3.528269568907267 82:4.450092023877639 83:6.926503325904946 84:8.343027624470533 85:6.23641571599917 86:-3.006126189169084 87:-9.588279896072221 88:0.1061018074259169 89:-8.325020085237798 90:-4.102785014175253 91:-6.631236143815454 92:7.205128411495691 93:-7.459497048565003 94:-5.776561149944054 95:-6.18035761889468 96:12.98157333508036 97:-8.450050197784819 98:-5.779374306185016 99:-0.1716877217515911 100:4.096062491070594 101:-2.144437306011715 102:6.317198000616083 103:-7.828540810414846 104:-5.495781179734546 105:-7.298601441358954 106:3.070673815748846 107:-2.777737678186407 108:-9.279774254717013 109:6.08585375351914 110:10.9332893841589 111:8.299496807128651 112:9.327304768624908 113:-5.585831801550993 114:9.344237205264131 115:-8.735191480424058 116:-3.675675301902588 117:4.94781359824147 118:1.665031024247863 119:4.217203851148675 120:9.567928598256435 121:5.124921544160672 122:-6.997120645788941 123:-3.30366450399782 124:3.902055881516545 125:6.337592969932696 126:-6.698833708215434 127:-0.2971767377036942 128:4.977859174224987 129:5.945052403792374 130:-4.515987600935901 131:-2.204368922751821 132:10.07979701004538 133:0.8577076829025927 134:-2.610043833720145 135:7.289010548659784 136:-2.506532118309598 137:6.348717886698116 138:-8.888556211596457 139:1.574368839502461 140:-10.39223287100853 141:-6.970502033706124 142:4.716677349369544 143:3.683696596437182 144:0.4701716208250132 145:-4.701171922004446 146:-2.107728103563015 147:-8.484797807615296 148:-2.675790006253151 149:-2.279407987300466 150:-2.276076197844437 151:5.065768223856858 152:3.522057360503972 153:-3.059629008142573 154:-9.298254962536024 155:-8.663096801737723 156:7.156424805386046 157:-2.453047433206054 158:-2.263951324957431 159:2.324504499781863 160:4.862014511501144 161:6.17818687437753 162:-9.169566647432353 163:3.187397448946652 164:7.694219738886508 165:1.774111660987083 166:-3.724364190847986 167:-6.078122041538002 168:4.380722549744309 169:-4.147571402802836 170:-8.338361467073463 171:-8.241280854144087 172:-7.22012829383906 173:6.269315514392503 174:-5.121453695478841 175:-6.715186312662854 176:7.155886866588317 177:-2.736158156241836 178:-0.5382668059087572 179:-4.701798317467404 180:3.548185453075078 181:7.81346934082289 182:7.640133601419667 183:-0.6593175579174267 184:3.254567403715589 185:-5.329356539281358 186:-5.167774233100712 187:-2.045323090592788 188:9.146746418470894 189:8.347907901555368 190:-10.70824249760693 191:-1.207653723056614 192:7.050204987057135 193:-8.24988952227147 194:0.4121833921064786 195:-6.471260510646164 196:-10.1107438175706 197:-6.893515626050118 198:-3.23655363721908 199:-5.987845244527629
-1 0:7.970382019666522 1:-4.517873988348261 2:-5.542945158588894 3:-5.506411509986753 4:3.980444688681927 5:7.902793075857677 6:-10.87027274897104 7:-6.445267077709953 8:4.96783985504216 9:4.365344172407529 10:-5.741350866698146 11:2.873334579157548 12:-7.247964172820806 13:-8.171193293624796 14:-6.836455744102594 15:2.530963416623585 16:6.208348976158875 17:4.388985546472517 18:-7.060147540091946 19:-1.695512847635709 20:-1.232944527640076 21:-0.2951584109478449 22:-7.644579017365232 23:8.880422273624953 24:0.9046080915958296 25:3.181646380989595 26:0.4549994815814089 27:-2.114036611445672 28:4.601427494166774 29:5.193032874172533 30:5.695175062377948 31:3.785764093211562 32:7.350409591506807 33:6.314804051623182 34:7.901717400206953 35:4.324487352679883 36:4.889353665106238 37:6.713177791802392 38:-7.606195122344743 39:-4.135451912872 40:-0.8616514674235347 41:1.658500560145386 42:-0.849222485695694 43:-8.98288734443665 44:1.953769623962913 45:6.799009453182054 46:-10.09211763146897 47:-5.211760861342856 48:-8.538103463279111 49:7.351131002997363 50:4.400127301742478 51:-3.512949730801262 52:6.914211546195252 53:-7.550069305460752 54:-2.353245988761238 55:-3.965029495858594 56:9.488848011503032 57:-8.776881230208632 58:1.394483759418086 59:-8.027629471017141 60:6.842667288553496 61:-6.355638905961926 62:9.431434438651269 63:-0.3810782656165037 64:-1.249204384579473 65:-1.351233773157603 66:-4.080197603594688 67:7.408380890800179 68:10.04950908925169 69:-6.472723131651408 70:1.32264832879886 71:2.92721817421846 72:-1.255017182920119 73:3.86235622345628 74:-3.102878693495196 75:1.000964617532228 76:4.626236228258453 77:-8.995833836960433 78:-0.3190487127542836 79:4.555495725703819 80:-3.355417978657176 81:-3.248083912344382 82:3.334330819300792 83:7.202271701126568 84:7.074812456276483 85:8.927483947858967 86:-3.196523578274729 87:-7.889046874929812 88:-1.413189007134022 89:-7.667008460143641 90:-5.832476468430817 91:-5.315266440874032 92:9.111188805383515 93:-8.547127252107529 94:-5.969062345209363 95:-6.916613989854451 96:7.817576181835804 97:-7.823307774629226 98:-6.585541141081174 99:-1.6263888508051 100:2.574085127179377 101:-4.913016223092442 102:5.890416606825167 103:-5.842526925883559 104:-4.14161819883433 105:-8.189784998949182 106:1.269898749341465 107:-4.045385674876878 108:-10.00729088294259 109:4.017157349944226 110:10.08858567141042 111:7.429628373030559 112:7.637576673851181 113:-7.117326963423751 114:9.526759991643013 115:-7.199244299975096 116:-2.669775145166296 117:3.674909668597761 118:2.155524607765599 119:1.95768635461753 120:9.137253192168489 121:3.18619031179991 122:-5.204001477805941 123:-2.314763108193514 124:5.094008364997265 125:7.210702222553508 126:-8.275314208596736 127:-0.408609590311267 128:7.558795167747428 129:7.214973574326613 130:-5.184915442997173 131:-1.95933097445788 132:9.402366991026046 133:0.4800647911701955 134:-3.842200877226209 135:8.117055132624115 136:-1.32781012025346 137:5.219932080768145 138:-9.27644508569534 139:0.5664502907433384 140:-10.52577126005708 141:-9.313880384658145 142:6.632302027535348 143:2.145138805406493 144:0.5852308601642426 145:-5.655356758185938 146:-1.415310334293782 147:-8.316915543657435 148:-2.877385535344448 149:-3.0447627542774 150:-2.670232577316514 151:5.920675528225299 152:3.061287113480394 153:-5.286920472085058 154:-8.882634564081121 155:-5.636763918827135 156:6.32327331226203 157:-1.853008743933706 158:-2.415273602701838 159:3.322648392462186 160:4.628763182540443 161:7.642525866680325 162:-7.832219069392654 163:3.160963851675538 164:10.22878886737202 165:1.716570130007426 166:-3.105131744039046 167:-4.903900372836739 168:2.090172674751647 169:-1.292470709815607 170:-11.14728811910834 171:-8.470454467470997 172:-6.162807206055859 173:5.211764304945667 174:-5.675567763572985 175:-4.059843379354312 176:6.400088907042536 177:-3.059140632282458 178:-4.699960289878631 179:-2.499525018872361 180:3.109851655379563 181:7.678761727309869 182:6.379176067137694 183:0.1200264252519084 184:1.382899454667127 185:-3.832463810247892 186:-5.78301405641605 187:-3.391258942659647 188:10.06522136665998 189:6.076595942019122 190:-9.160358434165424 191:-3.962334004539175 192:6.808653757434298 193:-8.401044714594741 194:1.192761704455181 195:-7.393217970395594 196:-8.301890406465199 197:-8.037197432109648 198:-4.575980497279607 199:-7.172945447959312
-1 0:9.165850571228528 1:-5.342318923082262 2:-5.465482292109488 3:-3.33467559943785 4:5.22070074014635 5:8.90370690338554 6:-8.90244665508423 7:-4.878182844356003 8:5.21765456656727 9:4.755984403054142 10:-7.058345804232268 11:3.159172971623404 12:-8.604250767675808 13:-9.058042893313649 14:-5.08926199577115 15:3.94488654765923 16:5.982860577553679 17:3.095551398990055 18:-7.647738083683855 19:-1.996843951964502 20:-4.604804126282252 21:2.400675684509876 22:-7.007808693434894 23:7.815752375558677 24:2.119775940078116 25:4.664410992401221 26:0.3503691874255312 27:-1.045951008448556 28:5.359649928105678 29:7.01292188776542 30:3.441405999146418 31:4.343127943959106 32:6.474972941418852 33:6.020487648639214 34:6.315361073995732 35:4.387226820889577 36:6.570692796980701 37:4.830020204086601 38:-8.033142628795074 39:-4.497925890829435 40:-1.271029637313295 41:1.018029903160803 42:-0.8712784457377372 43:-10.2158907562414 44:1.14174224017042 45:5.037956438914079 46:-8.083927310461988 47:-5.091967173790396 48:-7.092496315143235 49:8.098661908418245 50:3.55824629599155 51:-2.668089781793324 52:6.035890108501929 53:-7.524947131379937 54:-2.592686087375059 55:-3.34488192537608 56:8.810772618848546 57:-10.30481946758415 58:-0.5286670912758152 59:-5.181968625669974 60:6.578240575269195 61:-5.883487992895397 62:10.76775195631686 63:1.115222752308335 64:0.2304195533005435 65:-2.726491810854107 66:-5.363296710095404 67:8.098923001148142 68:9.14940918655577 69:-3.001398037108593 70:-0.9593038703316219 71:2.407910179003487 72:-0.03514484600365231 73:4.937426684468749 74:-4.609993985089859 75:1.8293158881561 76:1.987268336631008 77:-8.897501830634127 78:1.236427117853044 79:4.397497342710119 80:-6.924779077663622 81:-2.405592777411638 82:0.7358904243119564 83:6.694520287249607 84:7.655860586511483 85:8.136353067894849 86:-2.659022377654445 87:-8.639996361135582 88:-0.5481020052533481 89:-6.989096026313063 90:-5.274633299611811 91:-7.179381236456927 92:10.70189788464897 93:-7.447210650882145 94:-4.970065369646016 95:-9.225746391572581 96:8.809119856173062 97:-9.48861807152652 98:-5.157251088414998 99:-0.8978838838568708 100:3.749613547811248 101:-5.456822715085655 102:7.36408400558205 103:-7.752950525092167 104:-3.249900071679203 105:-5.478193131575038 106:2.934923053513978 107:-2.444255898065109 108:-9.545402617882617 109:2.865906202542798 110:12.09496826812912 111:5.17396947538071 112:10.065525673964 113:-4.740139486078788 114:8.998437993299909 115:-5.980729129506942 116:-2.579767083858151 117:4.371380399490708 118:1.112322623907553 119:0.8680403436353492 120:8.019355303087067 121:3.957230247997493 122:-5.428846887136043 123:-5.168112803771828 124:5.601410690445114 125:8.114613759145023 126:-6.998949314195693 127:-0.7615129263870393 128:6.398281171838982 129:5.704597094446084 130:-7.431894963594966 131:-3.193404423116905 132:10.80244536828799 133:0.4094340501151209 134:-4.651652728784885 135:7.783006404950137 136:-4.440669695975901 137:7.328799107631088 138:-8.374244692760341 139:1.623903418329045 140:-8.122879154567524 141:-7.441080094091798 142:6.503785034708448 143:3.736049651069255 144:0.5264566799665786 145:-6.316656595905218 146:-2.020525483925742 147:-7.366520957755146 148:-2.196049041598673 149:-2.306086658178748 150:-3.984195261752392 151:4.839789413872094 152:4.698121454278122 153:-4.042140797802001 154:-8.633911224094756 155:-7.600746189437959 156:7.067715796744793 157:-2.051184912992075 158:-1.565773622109224 159:1.348644134205585 160:4.311160729753113 161:6.79185548249872 162:-8.889122863893899 163:1.557453220558221 164:9.03373882033762 165:0.6322210713887759 166:-3.996934972133764 167:-4.466787768430598 168:3.347129720872848 169:-1.742568550741196 170:-10.96768775568973 171:-8.79490365956201 172:-3.654407419543432 173:8.17120704770978 174:-4.638238352313057 175:-4.84576725938579 176:8.272058045141682 177:-3.264701458691105 178:-3.658974144499253 179:-4.249826197919565 180:3.511866359417199 181:6.483095068951198 182:3.891727885883746 183:-0.3559527362315087 184:1.456921745167548 185:-2.576048166416843 186:-5.819440376579509 187:-0.8276635563229746 188:7.708743953774098 189:6.567197325824062 190:-8.210849816856546 191:-4.4110800828366 192:5.067041928708826 193:-8.247213217955704 194:0.4813257091845907 195:-5.734271188306375 196:-9.380144441132744 197:-7.937536962102249 198:-2.711673564109017 199:-7.328823787018558
-1 0:6.018635059414613 1:-3.639815832903122 2:-4.665682366232404 3:-2.522565433525864 4:4.848488847760223 5:9.215418011559287 6:-8.510824041441429 7:-4.398849575576076 8:5.324943044564113 9:4.673542768465502 10:-4.892664223068921 11:1.876119658456374 12:-8.457158402914697 13:-9.676882502030249 14:-7.160912710872546 15:3.603736023100712 16:4.616490628976736 17:1.936279591782937 18:-6.769247774899593 19:-2.836420333808625 20:-1.089039824865558 21:3.292430918155709 22:-7.311566874755595 23:8.623863551677646 24:-1.097231352744347 25:4.740669646917135 26:-0.5678208605576759 27:-0.0643518604574842 28:4.803048374283067 29:6.584681972564932 30:6.128708586395086 31:3.900960650377588 32:7.716483804344538 33:6.742792512182293 34:6.7030439375906 35:4.473571409805892 36:4.607172981615522 37:5.322146579388351 38:-8.734516827923898 39:-2.44469365575206 40:-1.925725939110424 41:1.547783801712739 42:-1.077750442647371 43:-8.883962784850496 44:5.044330584760345 45:7.053676704612071 46:-8.121274276597092 47:-6.41435337610938 48:-8.527021113460377 49:5.496157628768567 50:3.886249985972563 51:-1.928687358721005 52:6.715443505247888 53:-8.274622812036968 54:-3.389400349836842 55:-4.785661093057025 56:8.016813071268043 57:-8.142708228093023 58:-1.577391692960433 59:-6.888501462309082 60:6.096861409525014 61:-7.024612755718241 62:9.743768494992214 63:0.8350801531758321 64:0.1545523483860725 65:-3.445062725295176 66:-6.402987189319506 67:6.970815384461249 68:7.343692368889652 69:-4.794312385593186 70:1.06134816873831 71:1.758090274981826 72:1.177715258152866 73:5.790350536368202 74:-3.034997341167009 75:3.065025993573693 76:2.656168940061011 77:-10.87540291371604 78:2.325922390974076 79:5.029204755725843 80:-5.869069916200035 81:-2.357169623257244 82:3.313367596960137 83:6.138985677024137 84:8.419933155817359 85:6.008816410184875 86:-3.102049803845486 87:-7.263463862335541 88:-0.6485951697213639 89:-6.971748986661013 90:-5.674100493521083 91:-6.747905882386575 92:9.345997643607557 93:-7.280850902144438 94:-7.086857663549153 95:-8.181031488192266 96:9.993719722531941 97:-6.893599645734213 98:-6.676569131758859 99:-0.7657642499674822 100:7.415293998526776 101:-4.176410910003716 102:7.267127622692692 103:-8.602129225758496 104:-5.715671559497904 105:-6.386943845898877 106:-0.2226683868776476 107:-2.958660968390654 108:-8.820994569956172 109:6.674497153089845 110:9.625965363123465 111:6.62463000890421 112:8.583763157662224 113:-6.616280458228149 114:9.721758511094801 115:-5.740100425663247 116:-4.087637621136992 117:6.23028192884369 118:3.117769078392989 119:2.967968749570948 120:8.226309005225138 121:4.273644259515102 122:-6.522949149720535 123:-4.153550159943718 124:5.733849655001658 125:6.187503203763246 126:-8.446000365023011 127:-1.72747140013729 128:6.404794864139451 129:5.616297878338864 130:-3.851303394193952 131:-3.12114534338017 132:9.491013766686955 133:-1.684273211395966 134:-3.841292625560346 135:8.512648653966927 136:-2.468653110264669 137:8.653027704241193 138:-8.905585594606245 139:0.7883101322057587 140:-8.20591507555512 141:-8.285640851013689 142:6.859557103017957 143:3.198217816879815 144:1.911257871991481 145:-3.927213486764098 146:-1.451604130478373 147:-7.335864831895758 148:-3.537369592478784 149:0.1217480490968019 150:-3.055869215720928 151:6.913750771251484 152:2.459571071624616 153:-4.892198150058325 154:-8.129673649037189 155:-7.438105258541505 156:6.052663939562086 157:-1.497795076360639 158:-3.295357109863237 159:0.2768590037369507 160:2.512414848135553 161:8.401991540227757 162:-9.323527745436554 163:3.162733741322318 164:8.384286013226168 165:2.475155312874036 166:-3.572251221479029 167:-5.107593486310589 168:4.122811681289529 169:-0.9414308200495236 170:-8.720197549023968 171:-6.778409854323888 172:-4.921946601913176 173:7.727112987123454 174:-1.361379090185601 175:-6.851732308984317 176:6.754932567291245 177:-4.111644414123114 178:-4.728533560629778 179:-3.617141646499475 180:3.385969460244116 181:7.66460286159779 182:5.990033106109205 183:-0.9818266510660989 184:1.758874237597567 185:-4.606562306924886 186:-3.443146653026552 187:-3.069495082285359 188:9.775984929527743 189:7.880936319377168 190:-8.275738523255768 191:-4.236295452184066 192:6.288245525833111 193:-7.04662920521455 194:1.39862750548013 195:-6.721796064245661 196:-9.343011687253314 197:-7.513986215124627 198:-2.534181967059133 199:-6.655638236997806
-1 0:6.866287543441904 1:-3.53076898432124 2:-5.469669773386096 3:-2.735624022951499 4:5.645287078750115 5:12.25268981659231 6:-8.486693604274508 7:-5.143326939856474 8:7.507392663998195 9:4.166227448646424 10:-6.696687314836389 11:3.425236684823076 12:-8.177223232713756 13:-9.808683725366336 14:-4.891264396987935 15:3.875987537929 16:6.193914598094416 17:3.285435191833419 18:-8.281322150075793 19:-1.013285845034321 20:-1.29239396924938 21:3.029431425614589 22:-5.369542736743819 23:8.924395914529393 24:1.727246749101829 25:5.904604652179096 26:1.615039259864314 27:-2.858696093969961 28:4.308432414548491 29:4.866008626973826 30:6.357594932808234 31:3.596035603554311 32:8.420546949757641 33:6.843713881652091 34:6.93189599357879 35:4.317385798005654 36:7.048648512204121 37:6.476345413739788 38:-8.980379141588767 39:-2.935546453565899 40:-0.7753223558316044 41:1.232802770336232 42:-1.367343444396597 43:-8.245824625425952 44:2.882749123604796 45:7.995348187246505 46:-10.38557418968392 47:-3.214573762426544 48:-8.50161357685349 49:7.351117002865337 50:4.700811415955284 51:-1.113219771757304 52:8.12770936118671 53:-8.895115740408864 54:-2.758400093259441 55:-3.949948584607637 56:9.085282233677942 57:-10.3437527687874 58:-1.116819449405118 59:-6.529975246745119 60:7.358558192045157 61:-5.630174546608506 62:9.750260581932826 63:0.2167907777344302 64:0.8548095952350991 65:-2.089165578882202 66:-4.832858190519863 67:8.142632980864402 68:9.518439599640715 69:-4.499882382954467 70:-1.668151486701754 71:4.259388738143352 72:-0.4267434186008447 73:4.673110340738166 74:-3.610930349832334 75:2.352976159172849 76:1.087763187306165 77:-9.997696135490473 78:2.58953606147168 79:7.720856682323074 80:-3.958084836428032 81:-2.62741124948626 82:2.569453988817697 83:5.394948898853976 84:7.760848972068674 85:9.125331520026357 86:-1.810557883461714 87:-8.454000743863208 88:-1.311195848498867 89:-7.342568002188676 90:-4.590059521586324 91:-5.937246771316524 92:6.801310839361362 93:-8.093824542202791 94:-5.18629169809252 95:-6.962167598000291 96:8.930176024794035 97:-7.595382451587533 98:-7.638893303349025 99:-1.547991735186437 100:3.828071335980537 101:-4.413445310281176 102:7.651627748321078 103:-6.727377455021538 104:-5.75444263628342 105:-6.533179951891554 106:1.73158048540738 107:-4.829095910419012 108:-8.147607270812987 109:4.667828568295108 110:9.601742364743433 111:5.812341781932609 112:8.441822124281641 113:-5.093563470160517 114:9.103473748133821 115:-7.420008803346052 116:-2.789590674312337 117:3.365323255665424 118:3.273424568152995 119:2.262648275861002 120:7.736699338208541 121:4.813511638109166 122:-6.872334844835434 123:-2.821533435176733 124:4.386160428931076 125:6.015927979729613 126:-8.972611458818555 127:-2.515198009988873 128:6.300290743909023 129:5.690209003690991 130:-3.375582254132382 131:-2.555145964860157 132:8.231536039113921 133:0.3754889122444011 134:-3.174099611135533 135:6.974511792820439 136:-3.738401219890122 137:6.0625267078835 138:-9.586587197642013 139:1.057714165755238 140:-10.07152718008528 141:-7.434965127002206 142:6.963149487492045 143:3.781825685139967 144:0.09409075115094223 145:-7.963288528295397 146:0.1972872744607679 147:-8.477297066021483 148:-2.90126516239424 149:-3.098695073802782 150:-3.057256384375562 151:4.790334318905211 152:3.306392662434293 153:-4.702357399282756 154:-8.245305484407382 155:-6.426482375775764 156:6.855809878383281 157:-2.41746450565027 158:-1.997569634124229 159:1.267720656679991 160:4.517037983221333 161:6.871446242477528 162:-10.48027365057618 163:4.413837524654456 164:9.532159594194315 165:3.200414173756092 166:-4.981209834145907 167:-4.554882119161439 168:3.021101098586241 169:-3.767579529525607 170:-10.59216205441423 171:-6.950658919896401 172:-6.56730515654765 173:6.823074122567165 174:-4.165074257651521 175:-6.512430794602984 176:6.825975978524455 177:-3.550908112705046 178:-2.360690617170044 179:-3.70677162091877 180:3.35272129841273 181:8.568556538243161 182:5.353648241122976 183:-0.5915777198019307 184:3.49180550283427 185:-5.929229593466932 186:-3.119733708442471 187:-0.841658127083293 188:8.86979827613945 189:6.922257100907133 190:-9.404865700243597 191:-2.987783166504884 192:6.480388119345065 193:-7.152948802428958 194:-0.168926062151957 195:-7.189512420121639 196:-10.50405382704674 197:-8.504585330417591 198:-6.142755918820743 199:-7.176372803015608
-1 0:7.516538475914617 1:-5.159333220103141 2:-3.922218466202806 3:-3.954957418432881 4:3.791195654256863 5:9.888314517809532 6:-10.38270396756663 7:-6.974207953147735 8:8.206718956620126 9:4.64569160057109 10:-7.128459265354173 11:3.543961944297939 12:-8.864730102750046 13:-10.38198414715728 14:-5.237369392051169 15:2.351814559059848 16:5.815104471234954 17:2.738990895952379 18:-6.650699046099151 19:-0.5603619081081804 20:-2.559901044856036 21:1.050645439973092 22:-8.086537862148631 23:8.370792538735179 24:0.1332630957068214 25:3.991227529520762 26:0.5078440403483537 27:-1.776841832998372 28:6.121509247803454 29:4.747677291984006 30:5.922474616455084 31:3.665524461973724 32:5.174129736970692 33:7.201584269621236 34:5.896111567743674 35:3.429928299474365 36:4.586022579714569 37:7.211789136392567 38:-8.191478099432265 39:-2.656082154399846 40:-1.676447773019968 41:0.5024671260266613 42:-2.535750399777545 43:-9.090062776655824 44:2.66174644070141 45:6.964751523970092 46:-8.444826421433433 47:-3.568036537819263 48:-5.442717605620416 49:9.437487795550506 50:3.724634760267278 51:-3.3402808840739 52:8.524979510285764 53:-6.848746329428782 54:-4.675431935598079 55:-2.717331448841682 56:7.230518793070997 57:-7.764507298368305 58:-1.120099294589289 59:-6.966354209943312 60:5.416533705720492 61:-5.33271597834731 62:9.220383878121874 63:-0.8476206876522765 64:2.284859920113838 65:-2.144725224365124 66:-6.755613170486508 67:8.460255362281108 68:8.915017547538952 69:-4.18823025272105 70:0.920230230152471 71:4.6025402018892 72:-2.3721829752148 73:7.050756411490358 74:-3.623003450639104 75:3.386892677056344 76:0.6566535739370842 77:-9.702631465004398 78:1.267301876949592 79:6.688209963008716 80:-5.421798549613352 81:-3.29767607512565 82:2.832314081351234 83:7.042522864658654 84:7.575473432668484 85:7.126045675681592 86:-2.945363304033639 87:-9.799675731468888 88:-2.048365185678707 89:-6.157817270104094 90:-4.034286917572091 91:-6.53713924000032 92:7.319620612865775 93:-9.382236237526024 94:-4.436122503864593 95:-6.07955309496019 96:9.848701153186452 97:-6.646430715970757 98:-6.916390940266623 99:-0.2152771646268157 100:4.856846303912342 101:-4.205268263436174 102:7.304077566807349 103:-6.804764788420227 104:-4.297872324286214 105:-7.153711606439202 106:1.697951564401999 107:-3.157266984841539 108:-9.402745993597826 109:6.362707344842263 110:9.721601848683433 111:5.322768926365073 112:8.13377646202955 113:-7.844740007326934 114:8.996126231909715 115:-7.854940260299577 116:-3.219365971478244 117:4.286918255172894 118:2.662900391018249 119:2.999450153760647 120:7.677897047419687 121:4.19973583245757 122:-6.535588229164834 123:-3.139442595064488 124:4.788378834247599 125:6.301086197118123 126:-8.88726874415547 127:-4.004539699996078 128:6.662086435409677 129:5.831366066112158 130:-3.59800071974012 131:-3.06574222795485 132:11.90930927333459 133:0.3262070809470627 134:-3.99559222830683 135:6.839116616929253 136:-3.134587146698358 137:7.290212083120215 138:-8.817516391142098 139:0.4025521512113351 140:-9.132919397447971 141:-7.591782851465578 142:6.977143420921495 143:3.33196242731445 144:0.06897883924270376 145:-7.654006108203545 146:-1.358280228665317 147:-8.337093162390214 148:0.6269083727045506 149:-1.332207103541023 150:-3.362275836097629 151:4.640001607028622 152:3.85501601499051 153:-4.135111527267203 154:-9.200015503740289 155:-6.308602265098877 156:5.810867317000511 157:-1.104781484292687 158:-2.795278891402644 159:2.831025378270613 160:2.575217195710028 161:8.365438180642521 162:-11.33342387199655 163:3.213542449961202 164:9.292738908363685 165:1.306998456582567 166:-5.509264294291381 167:-5.792148984726325 168:3.265042594611318 169:-2.315671918984368 170:-11.38390808261456 171:-9.296921381472806 172:-6.509391571278408 173:7.654391707413942 174:-5.020722175970276 175:-6.321318447233373 176:5.490257691761945 177:-3.383598193387818 178:-3.329501037092994 179:-4.902017828610696 180:1.822056632824361 181:6.129141869531015 182:4.565426112428154 183:-1.754117195139329 184:4.367185529219128 185:-4.348836203688321 186:-4.458568810171426 187:-1.999600489798005 188:9.503860395701025 189:7.544421297229825 190:-9.144214172730083 191:-3.036504615080019 192:5.368660674775041 193:-7.686761416966699 194:0.4315630789653035 195:-7.593483307337944 196:-8.535709842269638 197:-8.229831978466667 198:-5.240073694592587 199:-4.846540630572323
--1 0:4.788306066040091 1:5.043677377099964 2:5.871917611626558 3:10.46562975440151 4:-8.193049693679001 5:2.993665326086027 6:-3.610865435017125 7:-3.748852729073817 8:-6.691606753304431 9:-5.721864915936139 10:8.858293769784339 11:-6.224580209777688 12:-8.00900859384268 13:-5.337216071522238 14:-7.663322091760721 15:5.281753143270083 16:-5.5208435773225 17:3.414412514931777 18:0.4800700879142816 19:0.1638913057522151 20:-0.5662330018020327 21:-9.968062680319248 22:-10.38710163900761 23:-3.66105850565264 24:-3.172531559760643 25:2.768970458949181 26:10.57868987723916 27:-2.801179620608882 28:-8.008531236535879 29:8.675505087444435 30:-1.325553997792039 31:-1.656253573881419 32:-7.947089759566987 33:3.322262061787151 34:-2.496931560288323 35:-3.537873375796925 36:6.108635815063471 37:3.965194202379342 38:2.215328405444358 39:-10.45776758382674 40:-1.034421991813283 41:1.760366816109377 42:-8.105874750747262 43:9.732321831807301 44:9.609618533323575 45:-3.496122163932786 46:5.50280207657737 47:-7.796573209423314 48:-2.780598180812581 49:0.2828764363509251 50:-5.528368592778331 51:6.041351368961682 52:7.077532868162667 53:-6.452538237609565 54:6.965053558525012 55:4.568109375905536 56:-2.751674154083573 57:7.597318666065815 58:3.172143617668554 59:-3.99267884139709 60:7.259193102900285 61:-0.4209395422259187 62:-3.091611981076622 63:-3.176621542932385 64:-3.27193598280009 65:-3.656112465483324 66:-7.328435214537156 67:-8.728650956360505 68:9.091903681225705 69:9.145501731179007 70:7.121511595136313 71:7.473574611094599 72:0.1489401830454295 73:5.492427691487644 74:-2.331874579317175 75:6.031537910624679 76:-1.387448680171024 77:-2.436191047341461 78:8.356914381930093 79:9.045021110402629 80:-3.495075209118509 81:2.759005912607066 82:-7.053042058475358 83:-3.549130912387287 84:1.147196981532695 85:7.822123384753933 86:1.717652637927296 87:-4.154115818397627 88:-3.244495143962872 89:1.008810385145402 90:-4.408904915981445 91:-4.272259988140832 92:1.659888728170036 93:-4.665432001304922 94:-4.433031876133642 95:2.962229599001398 96:6.680370409238803 97:-10.26964321275294 98:-3.025057263915119 99:-3.843771103205487 100:3.841876316771843 101:5.754276433474258 102:0.9249361591043869 103:-4.073402357188145 104:-4.85271924372016 105:-0.8567364590196391 106:2.288221982778328 107:-0.451455970573861 108:-2.472852232061034 109:0.3582431160837156 110:5.230659292194789 111:9.232701976047245 112:10.73183644786727 113:1.644727809219415 114:6.282473886550092 115:9.708801241811736 116:-10.09467689926961 117:1.174246828687459 118:8.580057088619665 119:2.330876285366865 120:3.189400672707247 121:-4.888467546451698 122:1.374139107697038 123:9.615386633774374 124:4.741356720995364 125:1.373845721386003 126:8.405540021992548 127:8.173275665143024 128:5.333313397159074 129:-0.7908943065624159 130:0.8176827034590279 131:-2.242280526473225 132:-3.032306653269119 133:2.706188258944129 134:9.284728104141262 135:-7.67800244569372 136:-3.481124723516262 137:-4.41459022076891 138:-4.362500291388834 139:1.903849567073523 140:-3.287369219319514 141:7.659268378353151 142:-3.712354887564634 143:-3.635155161869355 144:0.5415725021717774 145:-7.117544646268548 146:6.666436937469707 147:-2.648356529001439 148:3.857731198765811 149:4.198111372611697 150:6.361846654953295 151:-11.60051010406655 152:-3.448480450781662 153:2.255249754045786 154:5.525454044301195 155:-0.4498151454288162 156:-3.922029906233212 157:0.341697010691816 158:5.41153661920255 159:7.9264269289347 160:-4.538648268058839 161:-2.97232701328498 162:-5.784729013621385 163:8.328079106779633 164:7.166582068001257 165:6.868701844935422 166:6.241751226669352 167:1.576390111834902 168:-7.623093649959765 169:3.369204254901589 170:3.251659397814904 171:-1.070039064730747 172:3.571987679327216 173:-8.773718273582004 174:1.621329239923419 175:3.351680952550828 176:4.690117321206814 177:1.598344796752656 178:-3.371972674232013 179:-0.9927273392659044 180:-0.8668599097712373 181:5.006961756207474 182:3.338721707022031 183:-5.428176669130218 184:-5.559745830209514 185:-8.260461595771256 186:-4.609741245862566 187:2.66301267457532 188:-9.737582052252995 189:3.414098458003573 190:0.3438404311935203 191:9.081462736013563 192:8.894209570970535 193:8.138533790158107 194:2.119042892592196 195:5.184768002222394 196:10.72106193376416 197:4.127236593653562 198:2.700399078749988 199:-2.975992463918561
--1 0:5.79704909765108 1:4.389063072426566 2:7.21447566839035 3:11.2799339576201 4:-8.915565626753303 5:0.02146687188306767 6:-4.363894550811398 7:-2.665019914245768 8:-6.07147065155567 9:-7.288979182666937 10:6.312570917927228 11:-4.991037957307333 12:-5.969585181338 13:-2.447087077227547 14:-7.573459083444066 15:6.664930375718005 16:-2.514943090881212 17:5.348208424026534 18:-0.7282538702659629 19:-2.076559634851153 20:-1.837445653826669 21:-9.947465840685904 22:-8.290032561778251 23:-2.117115884814674 24:-2.309187845066906 25:3.678473064054349 26:9.655828563328333 27:-0.3676182142597495 28:-8.725003757867205 29:9.094476582588852 30:-1.379406944428435 31:-1.116014574341218 32:-8.90254149618289 33:1.996475765003757 34:-5.307658293800682 35:-1.512718464722615 36:7.271810173387495 37:5.354409698115813 38:4.737773989759125 39:-8.547930994793273 40:-3.265071879143756 41:3.981554769694834 42:-4.826667701784793 43:10.36523103538363 44:9.213174462054203 45:-2.536559410946993 46:5.609497730280367 47:-8.194652663038871 48:-4.691392401300559 49:2.593843719810776 50:-6.80674364159925 51:5.167677836266678 52:7.13406035434197 53:-6.771657557542611 54:8.509334692047975 55:3.336314690463867 56:-0.8187674868681618 57:7.24875649837999 58:3.288675981728607 59:-2.37498005431573 60:6.3395144018253 61:-0.602190598783785 62:-2.494985863580481 63:-0.9996849438872055 64:-2.564183956520341 65:-5.294498616807911 66:-7.809746797001866 67:-7.337977712470106 68:9.715232589437708 69:6.386544386756647 70:8.065104797775142 71:9.361306807927166 72:0.6197039436459886 73:8.258975993498566 74:1.254275937680697 75:4.610020743438279 76:-2.309454550368221 77:-0.6932930350605859 78:7.62486543917414 79:9.651108143799737 80:-0.9317924292099817 81:2.359840672803001 82:-7.194827722080507 83:-0.1617339704059624 84:2.993969791139924 85:4.972566087308011 86:2.768751865170183 87:-6.020268498148485 88:-4.343761843073162 89:0.3837929969152755 90:-4.958951327997323 91:-3.901864553324805 92:2.728949476151185 93:-4.26658056195121 94:-3.550660099190393 95:5.505319178181767 96:7.762524627228667 97:-9.967616614372222 98:-5.992183184158198 99:-3.547294614580872 100:4.739935888431885 101:5.110788049659633 102:3.086108628829709 103:-3.389805658120049 104:-5.787395631489691 105:-4.62520927935504 106:2.460291207112871 107:-0.5579461239822413 108:-3.065383427141788 109:-1.381745908911572 110:5.770898830329655 111:9.470135129230803 112:9.249340153484894 113:1.768765172454598 114:9.013945135740999 115:7.897379664714075 116:-9.09309801716649 117:3.503788967115742 118:7.742940535427568 119:-0.4777161032154732 120:3.346283004037327 121:-6.248993899186869 122:2.076718802236659 123:11.11576206072287 124:4.012397816064983 125:-1.903914010877998 126:8.591212733304726 127:9.081378058539739 128:7.289522495361936 129:0.5389162323290079 130:1.627527400817702 131:-2.511843097753188 132:-2.063062028874697 133:1.964420004301042 134:11.34134253101398 135:-7.310405806133601 136:-2.507096811874162 137:-4.738456270652556 138:-5.348921408566096 139:-0.2514659611576568 140:-3.716043212241083 141:4.3875245580822 142:-2.386602029616009 143:-4.674544173172142 144:1.481854484973257 145:-5.785694103989949 146:7.091583200279842 147:-4.110016493628853 148:4.448145524501095 149:5.799508865375147 150:6.311993548281263 151:-9.734807117024323 152:-2.957727290957249 153:2.154742476133156 154:5.459314198671092 155:0.0925600166651126 156:-3.318624200529469 157:1.872157978980321 158:4.094910460458432 159:7.759615303965758 160:-4.028377426910534 161:-2.965901275265202 162:-6.226915244370874 163:9.385748124320566 164:5.53910124160601 165:7.379839915670148 166:8.288378024528219 167:0.6612701593656909 168:-7.586580461741195 169:2.826970355087175 170:1.424940240509738 171:-1.027906727997305 172:4.054104007494715 173:-8.572829353084085 174:1.596699171932877 175:3.884224817540629 176:6.413974140228672 177:3.561535377577549 178:-2.110519979943709 179:-1.035059327765439 180:-0.3620688811182133 181:6.394590982998839 182:3.942485296871224 183:-6.847775183253388 184:-6.388354556101522 185:-4.904878910146624 186:-1.567612237351235 187:3.017261188370395 188:-10.38661327588743 189:2.443417651130932 190:-0.7154151300794445 191:7.176784080346535 192:9.843513405597088 193:8.530797054446117 194:2.964016969967036 195:6.142935382161155 196:10.77061521628701 197:3.936011882866142 198:1.616817920940865 199:-1.924291646673673
-1 0:9.101280180831829 1:-4.798955288071754 2:-3.679778526048874 3:-2.972720870521119 4:4.388252866824828 5:9.760035926709119 6:-9.51447768574063 7:-4.433982994217284 8:8.013468787288096 9:4.309054398152918 10:-8.186280026101596 11:2.851514435282494 12:-8.20805604133837 13:-9.065213312992382 14:-7.209112958719073 15:4.099300093550548 16:5.718800798197166 17:1.125143951347079 18:-5.942457084993764 19:-1.646917373515387 20:-1.19580404637604 21:1.566952781379571 22:-8.113522869304978 23:7.347931580479037 24:0.2484108087982434 25:4.563578480800551 26:-1.198996420152884 27:-2.727811236985218 28:5.335346013619882 29:7.687879471616625 30:5.332160405250823 31:3.837112620198373 32:6.345088915372362 33:5.441427959728964 34:7.708670809779798 35:6.352031518341305 36:6.381955673163604 37:4.481322494847198 38:-7.995957212763349 39:-4.278917828321004 40:-1.036267447932148 41:0.2369055564983986 42:-0.9924041225660674 43:-8.02872976523766 44:2.868920565052405 45:7.306813422060229 46:-10.19072374773528 47:-3.590872019870007 48:-8.002887179520338 49:8.928387336554929 50:5.936996483234914 51:-3.852104445161411 52:6.964488053098567 53:-9.034865340324247 54:-3.512984234305804 55:-5.32378955981795 56:9.331798447759976 57:-8.742466230827121 58:-1.021978971595424 59:-7.09413432030671 60:6.556633370148882 61:-5.527619726040199 62:9.560480564498558 63:0.2735742882652528 64:0.008490216454989263 65:-1.861328754692922 66:-6.431197950279454 67:8.522190990312209 68:8.567879062877852 69:-4.077854977059469 70:1.984425818658379 71:3.356203102332169 72:-0.04491781085226232 73:3.663264137895377 74:-4.113845955372125 75:1.331943710859189 76:-0.260223640571867 77:-9.919339185346367 78:1.823867741598302 79:5.170436127685312 80:-5.176165152834274 81:-2.31032291782081 82:3.491636795250121 83:8.001214198919586 84:9.362287365519812 85:5.89398935591588 86:-3.030491082597034 87:-8.238601798772326 88:-0.2637182637845096 89:-7.041924309503014 90:-3.890880011915729 91:-6.702529922359288 92:8.794643410141205 93:-8.342018111220865 94:-4.897469003682806 95:-5.892200903575441 96:9.176800968948251 97:-8.918898171928497 98:-8.295825948312002 99:-1.60500974258539 100:4.14068890931555 101:-3.613964921959718 102:8.286122101807702 103:-7.668745685241723 104:-7.492460368458413 105:-6.636594842413378 106:0.8257894549980707 107:-3.611521330138008 108:-9.44939235511039 109:4.786962463009543 110:10.16783998745836 111:6.793922598348235 112:8.823559257288819 113:-5.998194407920408 114:10.32181341255203 115:-9.147861405179004 116:-4.466164324528625 117:5.004426760182442 118:4.305197450795283 119:2.356777678394049 120:9.921416860492503 121:3.658750709432943 122:-6.540349344504261 123:-3.277160787528974 124:5.478729771878208 125:4.556830161958898 126:-7.839248465977619 127:-0.4246682590542675 128:4.777205565246115 129:4.582132091823252 130:-3.613748659580096 131:-0.9340540021042778 132:9.848666996761182 133:0.08677482515426074 134:-2.822602229448734 135:8.411118128879377 136:-2.277955008717651 137:6.605697773141339 138:-9.136758837922148 139:-0.3176402476032736 140:-8.517835951325694 141:-7.505254983132343 142:6.91135877833056 143:3.549587470539213 144:3.853620319650986 145:-6.321767612178944 146:-0.2982142458518278 147:-6.306881099236668 148:-0.6380518740333405 149:-1.592443585077637 150:-2.473151021884318 151:4.479647888609067 152:4.346117395906983 153:-3.986566779421183 154:-9.873750735075248 155:-8.128725744419294 156:7.318552750037843 157:-4.057080475527931 158:-1.862688279294715 159:1.566408847489122 160:3.419981791747935 161:8.047758236105315 162:-9.467690376850662 163:3.7216173347871 164:7.944514516605699 165:1.089385222364121 166:-4.430668663621773 167:-7.546368132482622 168:3.921284478545862 169:-4.101074386467709 170:-9.804616773902746 171:-7.404400782649031 172:-4.320027098943631 173:7.100876835777284 174:-2.575823145790269 175:-5.039915853388535 176:7.893913494624664 177:-2.333216272870428 178:-2.950269871290203 179:-3.003917183553101 180:2.468522369205756 181:6.481368521389809 182:5.273243355532927 183:-0.0165948861369597 184:3.236787548512509 185:-5.432960248473972 186:-4.520034155394163 187:-1.919266210130654 188:10.91531896806843 189:5.930298562312734 190:-10.60122544998546 191:-1.236206444685649 192:6.964625479517868 193:-6.086484677262926 194:0.1083826723928298 195:-6.283065556905992 196:-9.816059992912393 197:-7.420977372491705 198:-4.688568333709337 199:-7.09076081594262
-1 0:8.684242636124468 1:-2.804136417559163 2:-5.617337685476361 3:-2.331117557934774 4:1.583184239741282 5:11.2841437399525 6:-9.487228469131807 7:-6.728711154004103 8:7.29055156379509 9:3.21975678708196 10:-8.031313045303616 11:1.886865078083495 12:-7.733997171975053 13:-9.313198526970186 14:-5.603861059402851 15:4.848338944209043 16:6.855936472832099 17:0.8188966991659554 18:-8.425981185052885 19:-0.6775342617744252 20:-3.134317618575031 21:2.10299744396289 22:-5.48215407932768 23:8.754021898056314 24:0.2188799482823862 25:3.592362148504148 26:-0.3437077169025958 27:-0.961566641684461 28:5.010628916209559 29:6.49496840982452 30:5.16328388008186 31:3.5565648286519 32:6.368691294275655 33:5.080844735485842 34:7.142402381959059 35:3.197907773924301 36:6.446527173773956 37:6.81494430580561 38:-8.569461324832425 39:-2.273412384216529 40:-1.13052399701289 41:-1.065736566992594 42:-2.699547948724288 43:-9.31935034573001 44:1.568165212262878 45:6.433003940221817 46:-9.409563325632448 47:-4.584077880520608 48:-6.38449193488907 49:8.814626914376339 50:4.085674203995326 51:-0.7591307961001277 52:9.263390133995895 53:-9.972202508929099 54:-1.177533847786553 55:-2.554884886639979 56:8.98784012870612 57:-9.236565290920597 58:0.3893080967669376 59:-5.72519080118014 60:6.884828786718058 61:-5.228713109829322 62:8.648952780624091 63:1.883782913080146 64:-0.222664218564546 65:-1.545607531587558 66:-6.206544972983016 67:9.257693599650743 68:10.70378347585543 69:-4.582934053983191 70:1.908903451952758 71:2.708273186630847 72:-1.470120381802568 73:5.418384260299474 74:-3.039176987064313 75:1.306631311618597 76:-0.2523854317963576 77:-11.68915708790052 78:2.984489909098137 79:6.320536714053747 80:-3.263904261817556 81:-3.499093326975878 82:3.395641631055223 83:5.431805299122289 84:7.127217264049514 85:5.949449118590705 86:-2.579631429363232 87:-8.28791986654149 88:-1.065511882688988 89:-8.173420902923032 90:-2.757482500149963 91:-8.99506074024902 92:8.402687696753858 93:-8.117557117920668 94:-3.708737987257937 95:-6.245331388699842 96:8.405259228240276 97:-6.744807366692212 98:-5.715062160134492 99:-0.8049676455730691 100:7.093807618607329 101:-4.196255072407947 102:6.111032106081248 103:-7.232405832901368 104:-5.293314247241049 105:-7.249840559714463 106:1.606816779388779 107:-4.470162714442683 108:-9.05668091741018 109:5.598632594999216 110:11.5420914205098 111:7.095479044081875 112:7.92154421466194 113:-5.222307141487569 114:9.223856839147128 115:-8.859450868663604 116:-3.240807697847846 117:3.828782565081207 118:2.190211176896455 119:2.39270614603149 120:9.696263638926496 121:2.999266520319584 122:-7.166703019517007 123:-2.517129484771393 124:3.001333789190544 125:7.012881144930364 126:-7.080215273478334 127:-0.3679661908805126 128:3.340115926526741 129:4.401984021390767 130:-1.17389419574271 131:-1.613200817226432 132:10.06996918122962 133:-1.342107772048184 134:-3.902045084974723 135:7.554007125210786 136:-0.5831287278610815 137:7.558379328224696 138:-7.243346240161043 139:1.525087651927274 140:-10.73514308936999 141:-8.771147520463474 142:4.996043262361576 143:4.831048401946079 144:1.084959276994089 145:-5.504718461589482 146:-0.706295904205317 147:-8.68629696178621 148:-1.139333278362865 149:-0.7688766446419866 150:-5.012897367886763 151:5.051585417505644 152:3.346425772355251 153:-3.06460739553193 154:-9.791042054037336 155:-6.492922463280315 156:8.211573633951883 157:-2.073187150121545 158:-1.974790663973333 159:3.553430598096981 160:5.233689060211266 161:7.664734005710788 162:-9.749122805717711 163:1.050508663898854 164:9.50008011755766 165:2.05619732559575 166:-4.749827081082001 167:-5.007017795466986 168:3.419426038221604 169:-2.071037376968846 170:-10.49167947553427 171:-9.178616362397774 172:-5.594196954120791 173:7.635823386368668 174:-4.354915892327432 175:-4.964314809690118 176:7.737251424021463 177:-4.411229662688075 178:-3.465200955084531 179:-5.537977391052915 180:4.276003562347136 181:6.116727628467773 182:6.226428987555536 183:-0.8102113268664388 184:0.9079751951103996 185:-5.604069972312796 186:-4.457944547793338 187:-1.210006243300168 188:8.824739197235134 189:6.419069252595839 190:-10.03498984031907 191:-0.894564714159457 192:6.795992592394922 193:-7.02444900061764 194:-0.08022015446572284 195:-7.668707374653034 196:-8.525080964256654 197:-6.513100405107464 198:-4.998671808881605 199:-6.44956730501564
--1 0:4.37366340178342 1:2.517039649762367 2:6.469005330520778 3:10.05379338560116 4:-9.942266900939241 5:0.4149077843430531 6:-4.243754577175286 7:-0.9978964221972817 8:-6.292974277190726 9:-7.368518231955309 10:8.167848333080393 11:-4.752214111922072 12:-8.527813725988509 13:-2.735434817750095 14:-8.040362568722134 15:3.28542328167073 16:-3.810074233426087 17:5.117934756912775 18:-1.443543986260617 19:-3.121741668696796 20:-0.1092085405958148 21:-10.29191231561877 22:-9.960662122118611 23:-1.65584199867831 24:-1.579336165762935 25:6.709876257388657 26:5.849983049061763 27:-0.6684570231110596 28:-9.438029888464206 29:7.146498573214699 30:-0.8353427758415626 31:-0.6403846587537978 32:-9.119832468009802 33:2.257051604184993 34:-5.00974600312449 35:-1.64764962352001 36:6.606696011304527 37:4.181129888556017 38:3.850891527849497 39:-10.18484036771739 40:-3.317690236001052 41:3.086738275637292 42:-6.065462176602964 43:8.369999720501362 44:9.39839571534268 45:-0.8565263789315178 46:5.543115188772517 47:-6.769384612796306 48:-2.568104693454562 49:1.680919115432491 50:-8.411804685583316 51:6.306742367563681 52:8.006301968001187 53:-7.466150237871363 54:6.722978642963883 55:4.313477994944294 56:-2.174350371587056 57:7.299304051949667 58:0.9323297474635277 59:-3.012217956949193 60:7.334675654140982 61:-1.080389463630473 62:-3.029983724561326 63:-3.936194075743559 64:-3.164412939374753 65:-6.127664625137264 66:-7.806336011432025 67:-9.704997974405766 68:10.26948493438747 69:9.313576668485315 70:7.542740558951712 71:8.457342979803306 72:-0.2792623365550906 73:9.49976480747144 74:-1.125763567902884 75:5.886712375278976 76:-2.555905206572816 77:-1.587848365731869 78:8.548826491132324 79:8.920063975982702 80:-0.5793946310693671 81:1.417305862666459 82:-8.799149026757572 83:-1.430317897466443 84:0.372777253766606 85:8.04919722230127 86:1.789879324544284 87:-4.052096437173221 88:-3.45209106998221 89:-0.8065956159212018 90:-4.284312695808183 91:-6.014767973736088 92:-0.3172497430910541 93:-3.214449289066902 94:-3.856512015878487 95:2.517291111681876 96:6.809734303521735 97:-10.10517841914622 98:-5.499296891250244 99:-3.365275708284228 100:3.839366175850655 101:4.111804112404087 102:1.254720687079432 103:-2.683688480627957 104:-6.043211490288679 105:-2.177639883185408 106:0.6545127991799076 107:0.0238613113343672 108:-1.361591409413295 109:-2.545092910292148 110:6.800840352855724 111:7.872756588663457 112:10.59360310748242 113:1.769500099354898 114:9.402474913272203 115:9.280986782008288 116:-9.096492134022634 117:1.703740231062886 118:7.797844413827463 119:-0.2188480161355871 120:2.62632299635425 121:-4.030434609598266 122:2.481714834789762 123:10.21904240890366 124:3.536894783820543 125:1.687595433549463 126:7.45954765446834 127:7.907452282444182 128:6.003068067803576 129:-0.6872793518602351 130:0.9338153257075431 131:-0.8003891247360041 132:-1.798639149953747 133:3.1453455745721 134:8.642508165657143 135:-6.64365278206106 136:-1.702019814660341 137:-4.828305065251912 138:-3.495726915405752 139:-1.162353150475018 140:-2.184706806708735 141:4.10892731954114 142:-2.275703517218692 143:-4.473791032143857 144:0.7729015963495801 145:-8.765878514525903 146:8.196500219409552 147:-1.522918867269583 148:4.317882903154 149:6.539166506290532 150:8.716873418004198 151:-10.85206476153415 152:-2.817664488283962 153:4.193268858916032 154:5.222832157705474 155:2.423034202689291 156:-5.292700970920769 157:2.599589207565271 158:3.771686301266771 159:6.891992470464634 160:-4.480855267450736 161:-3.003470221693616 162:-8.832984748984476 163:8.325766273388746 164:6.332593333260709 165:6.09489571093967 166:5.621192063759954 167:-0.3072226432804881 168:-7.232775487029278 169:3.002690153110038 170:2.662814527103025 171:0.9284852424951271 172:3.610362490076632 173:-7.521010038317273 174:1.648005991513838 175:3.53651127437737 176:6.687370425570549 177:1.753510186455493 178:-2.886444885924371 179:-0.9801463859880883 180:0.9703378752917164 181:5.592749801310054 182:3.108934536717542 183:-5.55833091990748 184:-6.877480085620896 185:-5.253782465440504 186:-2.023345578088732 187:4.040795862065265 188:-8.667960354282309 189:1.940671303903704 190:1.22911130020718 191:9.872101484607962 192:9.41704252274339 193:9.319432600900369 194:3.878997751056181 195:3.816250334316997 196:9.437239359682664 197:3.431283918822007 198:2.062897759128146 199:-2.985964645749978
--1 0:3.837104316100402 1:4.810249105734091 2:8.249865621554537 3:7.152169837406879 4:-9.431559645627877 5:-1.323933920102317 6:-3.64021803441395 7:-1.95802000059271 8:-7.710084708021888 9:-5.290574563286589 10:7.056042556064416 11:-4.305903103856379 12:-6.816974146183368 13:-4.268731231874441 14:-8.309482229616972 15:5.708104000830349 16:-4.591928613944223 17:4.547658036549049 18:-1.166239711897663 19:-2.637898879558433 20:0.7147290390507814 21:-8.784239321269855 22:-11.60781506613652 23:-4.46201119154375 24:-2.483104977292423 25:3.945417595224697 26:8.458171037305494 27:-0.5765856481038438 28:-7.549201210030989 29:8.673579115647552 30:-0.7052762238111923 31:-0.9921027512853335 32:-10.12413983813844 33:2.162593737205785 34:-5.771503528855698 35:-2.31099392653401 36:7.404879249248136 37:4.033320248317306 38:5.568820866620218 39:-10.67318260910574 40:-1.834910581315791 41:3.515434307805996 42:-5.607065043510842 43:10.02744143930453 44:10.22083408373391 45:-4.093900562265733 46:7.722938971799292 47:-7.315884976770001 48:-2.876974188089282 49:2.785739627494095 50:-7.591151107103214 51:5.752081922034217 52:6.024915781765154 53:-7.559799142551225 54:6.980023280893824 55:4.258818306394613 56:-0.6659083382634912 57:6.195993223646829 58:2.403364158047112 59:-2.360735614295884 60:7.291743837214122 61:-2.061111821393582 62:-2.349998693801141 63:-2.283430130049148 64:-3.770981223686528 65:-5.830339462580168 66:-10.45948780201468 67:-7.994259683126687 68:11.31495546621075 69:9.098145635517378 70:7.338528523624011 71:8.748757338794755 72:-0.08501517481732479 73:6.077708812295178 74:0.736674972416733 75:5.12314967510449 76:-3.75514615787047 77:-2.45609299279473 78:9.441436332508625 79:9.35491884782402 80:-0.8468655590350199 81:0.9996754604705274 82:-7.604740903238898 83:-1.444944517295733 84:0.2024067627622405 85:6.569715266076631 86:1.808193293633331 87:-4.654042363801881 88:-3.492835109472574 89:1.207369952868601 90:-6.367749461192719 91:-3.643674891931881 92:1.322261577693536 93:-3.562682282459811 94:-4.853279414732491 95:4.885989197254147 96:6.414583723970777 97:-9.5644417017502 98:-5.225190957979065 99:-4.043788088613284 100:4.220776742954026 101:3.276924043641372 102:1.003325949996181 103:-0.5858576468063887 104:-4.451159246803824 105:-1.621769334624483 106:1.088681495494626 107:-2.739838913019083 108:-2.15951328865144 109:-0.211070670624395 110:6.058125717419338 111:8.086058141776929 112:8.121221597058875 113:3.209611926018844 114:7.050294418391925 115:9.921490165404371 116:-7.887735109285265 117:1.722654548330376 118:8.908114085733997 119:-0.8413563489211997 120:2.754132717766638 121:-5.317885216179998 122:2.855105643843022 123:10.13914600313765 124:4.789082470629036 125:0.2017526505223446 126:8.178593391883441 127:10.93966031672304 128:7.41664183120018 129:-0.4725441348482236 130:-0.7071157067637422 131:-1.272226838710592 132:0.2462984570639319 133:3.296917819270477 134:8.255476151807249 135:-5.760183956754321 136:-3.291017812689803 137:-3.785518705694424 138:-2.883877143972123 139:-0.8423286194904155 140:-2.489692939947705 141:5.987589768955278 142:-1.992737447612527 143:-4.179383643911236 144:0.05282734690182844 145:-6.035197396615946 146:9.748691072803275 147:-3.918072469488554 148:6.894877634749694 149:5.997334737754116 150:7.917390100792346 151:-10.02729336033486 152:-3.484266315390803 153:4.059244271099924 154:5.518667379852695 155:2.378445947325756 156:-4.792086885757769 157:1.932753785683094 158:4.237072106125406 159:8.99757502416348 160:-4.04150807682329 161:-3.956292482051473 162:-5.935587974067094 163:8.167175097519948 164:6.266338334499231 165:5.620308407983953 166:5.917441285973137 167:0.3938889783504733 168:-7.125875871102956 169:2.915075986352137 170:2.52158317818373 171:-1.312460300832198 172:2.838622307594043 173:-9.444330522971855 174:2.849666740275819 175:5.208601120396586 176:5.72965294352591 177:2.32569384477797 178:-2.697802861587104 179:-1.846362424126055 180:-0.7749438460970289 181:4.905092710565019 182:3.12558818240341 183:-5.519016694443194 184:-7.417545881431796 185:-5.366895391528493 186:-3.256971036093665 187:3.632022667677244 188:-9.222598305268445 189:2.597358560770506 190:-0.2049264367153644 191:8.221033216259706 192:9.861604458129321 193:9.854805236507641 194:2.01926972379787 195:5.834595781413507 196:9.29337668822259 197:2.135720990995642 198:0.6582990534839359 199:-0.7427740012403385
--1 0:4.755300986120389 1:4.701518762543383 2:6.885509561529252 3:9.300217405972797 4:-8.997030448493026 5:-0.1845054588377383 6:-1.170448386972995 7:-1.538484332200765 8:-6.293360796758162 9:-6.774402742903957 10:7.127078795732642 11:-6.387166740688047 12:-8.458742290868328 13:-3.423907551657211 14:-7.972097378380413 15:4.296939097409519 16:-3.06420854562797 17:5.680098369731987 18:2.352945232846955 19:-2.411644191370578 20:-2.910804167938515 21:-7.60800940896753 22:-9.63012211572148 23:-2.302512805258099 24:-1.218809835115388 25:3.280860016224233 26:8.650003007454783 27:0.5445277173083327 28:-7.548303735976779 29:8.087240355608282 30:0.1168717537020196 31:-0.5762852136312148 32:-9.730629179894423 33:2.182510101120287 34:-4.444123689765752 35:-1.628459610138145 36:6.80624263208512 37:6.232538135906283 38:2.669983964490719 39:-7.39025066617616 40:-3.22500164345417 41:2.136828091613184 42:-7.327077604129826 43:8.417708756016323 44:10.42334384403656 45:-3.247027518944936 46:6.753953292765491 47:-6.239592741410675 48:-1.308961175390218 49:3.13961888234901 50:-7.013246142981178 51:5.501851667372163 52:7.436456256337034 53:-6.55181026377475 54:7.192941622096464 55:5.523241408437316 56:-1.773703053582133 57:7.706709351938998 58:1.977569418724946 59:-1.986064036201809 60:6.963919342046156 61:-1.184384368553625 62:-5.352252461222035 63:-2.774785546274477 64:-1.321462394287887 65:-3.439986807506959 66:-7.770708741986801 67:-8.119317386240438 68:7.009566597012613 69:8.286817538764613 70:7.429812158274116 71:9.030535553787505 72:-0.4393585872111664 73:6.905979075032232 74:0.1078098000324361 75:7.589440369407281 76:-3.128962717771032 77:-2.372194719300142 78:7.852654270242027 79:8.981860169333206 80:-1.295657874170341 81:0.4067049955906565 82:-7.808248374491403 83:-3.058728540096522 84:0.7308386110189553 85:7.792365313926825 86:3.130413853001324 87:-4.011796151115142 88:-5.208843028773398 89:0.5180214537891635 90:-7.416413919575963 91:-6.601988009789496 92:1.909345021998158 93:-2.83641581852199 94:-3.08843657973115 95:5.935130549411662 96:7.483648114859583 97:-9.532968784080239 98:-2.569270057230152 99:-3.736835120875522 100:2.56631874254473 101:4.7058739628313 102:-0.1603867620342345 103:-3.208760627008076 104:-5.015243781738267 105:-5.008941765587743 106:2.368367406909281 107:-0.8808489504926534 108:-2.075654518057245 109:-1.219412298069638 110:7.346927368486224 111:7.115216287839788 112:9.469769299114725 113:2.313162315102964 114:7.446222383877738 115:9.596905695708854 116:-7.724595409529924 117:0.6954596324648958 118:9.944762337711236 119:0.1345274750537032 120:3.974393538243018 121:-3.502472408687629 122:1.89799685539139 123:9.155722525330866 124:4.313740641122043 125:-0.4559325316752137 126:7.536956012262966 127:8.661950238560532 128:5.379859107919955 129:1.16597948344293 130:-0.2406410021589576 131:-2.352182063315808 132:-3.234734970332485 133:3.272607203922926 134:8.674179270949404 135:-8.443247054299341 136:-0.9514806240190272 137:-4.328047736730398 138:-5.082658203884332 139:0.3615941739788557 140:-2.347588714220233 141:4.43485788697939 142:-2.04497974679278 143:-3.864620680614281 144:0.6472982352273501 145:-4.644947184440781 146:10.75239067937665 147:-2.507356019040231 148:5.489419874439935 149:7.9431969497818 150:7.643880007678889 151:-12.3358721127929 152:-3.713370205628264 153:3.53322141238633 154:5.858457935037684 155:1.105957203642999 156:-4.408522831641459 157:3.649821732479764 158:3.254261795090497 159:7.978124569315332 160:-3.420135014818963 161:-3.245788437942768 162:-7.354475924968018 163:10.25880927038748 164:5.509993831275325 165:6.627108522306945 166:6.036438093587909 167:0.5957848717846648 168:-6.989772294522883 169:3.815595817748866 170:4.334268416922979 171:-0.6127288762277241 172:5.05474032444153 173:-10.40199635894032 174:3.30814607938338 175:3.100767091610029 176:5.540558201473018 177:3.922425570891635 178:-2.847511672578809 179:-1.466748038229341 180:-0.04488639791413696 181:6.002411908138818 182:2.432952348590271 183:-4.335636929318477 184:-6.448418836615939 185:-6.455511449845791 186:-3.067938115057343 187:3.823734474441124 188:-9.052290493797182 189:2.596877197445367 190:-1.673162924132549 191:8.464149144667701 192:11.14943650712368 193:7.280356921869399 194:3.762286213526703 195:2.905708601626926 196:9.026185567064793 197:2.465361836469433 198:0.523513629341386 199:-1.824504503593564
-1 0:7.271345791990989 1:-4.29209839925004 2:-5.210710776387928 3:-2.726214646240369 4:4.254890002152587 5:9.290530842369678 6:-8.589176797651717 7:-7.423865805145976 8:7.220915407995115 9:5.79295840717411 10:-7.532891562973763 11:4.287520329199797 12:-7.093039155407839 13:-9.49739443612081 14:-4.920583123492003 15:3.164075924072432 16:6.056052120941538 17:1.781088829328702 18:-6.874794435807408 19:-0.9163327380086277 20:-3.368378263876323 21:0.7988633224742492 22:-6.354216844746198 23:9.706834363514966 24:0.2748226818937373 25:2.848220049291948 26:1.468766184682729 27:-2.706802614291211 28:4.621032828134449 29:8.271792953063933 30:4.939783123638863 31:3.516757453853049 32:5.97050098302329 33:4.507304538631089 34:6.612837148366199 35:3.881708611848298 36:5.88710874565684 37:5.864924713798529 38:-7.341258080182048 39:-4.672296725527117 40:0.612904888933284 41:0.7528856649752658 42:-0.2582737219271393 43:-8.12937732896336 44:2.129908882879152 45:6.480955022200538 46:-9.159632061705388 47:-5.715840386289987 48:-8.603966267286527 49:7.477300219502372 50:2.659297093728496 51:-3.011865977361382 52:8.878432962070743 53:-8.895703511830213 54:-3.446793691882219 55:-2.846523569610737 56:8.749497217334106 57:-9.737445816926069 58:-2.137746511119164 59:-4.310488002461038 60:5.098380326369698 61:-5.082686993922073 62:9.228945675868435 63:0.7535672655288601 64:-0.2733914005047728 65:-2.539162077708519 66:-4.284612733662385 67:7.437539390761818 68:9.6205251279448 69:-4.599278214508707 70:1.754767745617903 71:0.3396183329263622 72:-2.549353560177051 73:4.616400633726889 74:-2.516976849359534 75:2.064241855400268 76:1.864179313844294 77:-7.643741774729556 78:-1.49068272967073 79:6.049607029813737 80:-5.561355309247876 81:-3.952761328471087 82:4.460592173384124 83:5.921388877314371 84:8.226057844916369 85:8.429120397543606 86:-2.103045826712808 87:-7.969151103689146 88:0.0958628989115321 89:-7.014371767188221 90:-4.163115849797817 91:-5.613814424694294 92:9.172280526205519 93:-5.025008427475905 94:-5.457753989793278 95:-7.762074403647983 96:11.4103175162978 97:-9.279865530193323 98:-7.65719050614352 99:-1.956993920285405 100:5.469323515621545 101:-4.622159531481911 102:5.736572338645618 103:-5.266742777986634 104:-4.808811611211081 105:-6.748210702726598 106:0.407231372051249 107:-3.052684250752919 108:-11.30013335304646 109:5.783941379682052 110:11.14827523800337 111:6.606868082438679 112:9.325050497046771 113:-4.265513985362286 114:8.414707704364329 115:-9.087158864810366 116:-3.523911817198169 117:3.997179487980723 118:2.660215511703149 119:3.375491003147209 120:9.407345905845872 121:2.843461455840712 122:-7.145579262851285 123:-0.4539329095595326 124:3.866004848487504 125:7.024281647890047 126:-8.940090563549941 127:-3.38041807153632 128:7.099045325388976 129:5.621236101579116 130:-2.146998119260354 131:-3.842846828938338 132:7.984329603640845 133:-1.282391718666922 134:-4.031399653244439 135:8.192850983340765 136:-2.342548371330544 137:7.915411927126496 138:-8.518626157978453 139:1.086402345992407 140:-10.02475203638554 141:-7.756657250126747 142:6.233392426402469 143:1.947810931465219 144:1.3615986682809 145:-5.464804410224616 146:-0.7369605710072522 147:-8.676002382016879 148:-1.09643102904294 149:-1.153844377617703 150:-3.018315111558439 151:6.189839489501814 152:2.911272719402037 153:-3.694419248329486 154:-9.561342149407086 155:-7.464477274536476 156:7.734166705738798 157:-3.063151922871402 158:-3.016963538989629 159:0.4582234435184995 160:3.429512354000741 161:9.182927598317407 162:-8.254179275620775 163:2.837201486008846 164:9.52162866401644 165:1.080785151364354 166:-3.779118214051009 167:-4.685234872061089 168:3.607322782026438 169:-1.231799196148959 170:-12.29080196561753 171:-9.799952113281996 172:-7.509317418278105 173:7.43880878456724 174:-5.240499928257883 175:-6.297168681907877 176:7.951393934065949 177:-3.593098063534359 178:-4.664794918899421 179:-3.876224591129892 180:1.4285842905678 181:4.864874596664354 182:6.868984733509222 183:-0.3412965111132905 184:3.880304243465607 185:-4.150562083522206 186:-1.573240070143464 187:-2.810459306648792 188:9.970224876075475 189:6.983311210290198 190:-9.032725726841287 191:-3.620117860933249 192:7.427673008506789 193:-5.851217658841847 194:0.8237897699662676 195:-7.404268985101373 196:-7.986164800429285 197:-7.760113340414968 198:-3.843095029359947 199:-8.781496930290864
--1 0:2.114693451781017 1:4.233549010733681 2:5.027057732460857 3:10.10893498064598 4:-8.159947909384547 5:0.5250746324396346 6:-3.122893221338145 7:-3.356870437965736 8:-7.250915945733671 9:-8.479471137810567 10:8.185187854408548 11:-4.694896759829748 12:-6.865398203746806 13:-5.686611177251534 14:-8.581590792689592 15:5.740979996357413 16:-4.084939232584831 17:3.902310579715947 18:0.7730619070250833 19:-1.728166338359189 20:-1.301328539843518 21:-10.14719338657858 22:-9.546020857932094 23:-3.235978197959162 24:-2.961390158370125 25:3.505957241359195 26:10.13111452718775 27:-0.406958570620331 28:-7.368788730515488 29:9.733794841796385 30:0.3168073924337089 31:-1.321758528362204 32:-9.521534261420227 33:1.806185692225416 34:-5.356398567371617 35:-2.209525789640996 36:5.336538800651229 37:4.325577446381869 38:1.187567367936271 39:-8.127584070801543 40:-2.413768118937224 41:3.067392550925568 42:-9.029298081707021 43:10.27320865487838 44:9.637062824598029 45:-1.642841381166545 46:7.711173340328257 47:-6.293265176044327 48:-2.702724486306623 49:3.582557963459271 50:-6.945886135564616 51:5.471660301740158 52:7.246289560713343 53:-6.718576362159236 54:8.767832824794146 55:4.165267506986202 56:-2.522050010091427 57:7.355982318741361 58:1.006703783920941 59:-3.535460193509786 60:5.740873239011767 61:-1.68354477385494 62:-2.814390767964685 63:-2.802965827347852 64:-2.322270354110309 65:-6.506054154120426 66:-9.46988086408753 67:-9.512892589359737 68:7.838664183656013 69:9.955935987102837 70:8.265299025795819 71:9.275799112605213 72:0.544635851724247 73:7.626175119753833 74:0.4099008301650534 75:5.012436987035263 76:-3.447027423124204 77:-1.648440476050466 78:8.504217621447626 79:8.606593552607068 80:-1.551705167824263 81:0.3440547074612499 82:-8.275850472050598 83:-0.9018546846497579 84:-0.1023959669893708 85:6.254211543977081 86:2.115226386380013 87:-5.58444429094447 88:-2.659838882241079 89:1.497721400530088 90:-5.050448894166443 91:-4.928918620463743 92:2.653817836821885 93:-3.61555933207829 94:-4.143534871724947 95:4.753567630037584 96:6.995735448450944 97:-9.277307004183138 98:-3.284617178769042 99:-4.276815617622214 100:4.725210531973832 101:5.41291552857269 102:-0.2568813197273958 103:-2.765798725207641 104:-6.16624368124354 105:-2.551809551754673 106:2.210084400170288 107:-0.4528148481593882 108:-1.485051283538469 109:-2.381840670073068 110:5.436511703128618 111:7.228172975820312 112:9.362709946577018 113:3.193559173701963 114:8.105173479460735 115:8.174598693288967 116:-9.190648036015373 117:2.430440045963954 118:9.69667469051962 119:1.624876423050043 120:3.29682786111586 121:-3.779072519429327 122:1.288388774629981 123:10.45953454832765 124:4.749922294130386 125:-1.125458186819862 126:8.131044465979871 127:9.815728551798237 128:6.449678349485611 129:2.127436915343343 130:-0.5091291732646169 131:-1.910554513793719 132:-1.264277446373848 133:2.792594169229239 134:10.71404600629398 135:-7.357674816367374 136:-4.76172008532286 137:-3.998502733068889 138:-1.727568284150937 139:-1.738791670002955 140:-0.4930077723981769 141:4.340910367864518 142:-0.7643245920647113 143:-6.215689983714437 144:-0.456251246970469 145:-5.26295387156765 146:8.137683757697715 147:-3.132349984184936 148:4.243528209334177 149:6.131224550048667 150:5.004660142598409 151:-9.766336023107408 152:-2.836670991154493 153:2.321287824608188 154:6.419103070363934 155:4.478100253326392 156:-6.599891216290342 157:1.129027603902278 158:5.070625965246689 159:8.508971425778627 160:-4.082958209738304 161:-4.098056479424596 162:-7.396075928742623 163:9.661431792743528 164:5.154102657175434 165:6.443974598072781 166:7.416319730538382 167:0.7808352924931917 168:-7.686311988703353 169:4.681176986556234 170:1.977646464761643 171:-0.8495765159512425 172:4.283126047236472 173:-8.787847011592481 174:2.125920414271475 175:3.718788482381544 176:6.428872749442786 177:0.4909206629881142 178:-3.083970932681093 179:0.4859358428289624 180:0.3937676307754496 181:4.958239649336113 182:2.546696548218656 183:-5.158962480891376 184:-4.588001857275029 185:-5.836243735973865 186:-3.407764082294962 187:3.243276758788356 188:-11.43614567862509 189:3.02361063270653 190:-0.2704967625283434 191:8.418146811708928 192:10.64150746872306 193:6.198865433029179 194:2.003084072699021 195:4.942912759752175 196:8.904926895531025 197:0.7588492053570732 198:1.342387915481276 199:-0.1210383769210603
--1 0:2.619916047449949 1:3.675205578487641 2:7.793294382529004 3:9.795330339045497 4:-7.877662372301964 5:0.3726269519014992 6:-4.716551056423967 7:-4.093194431892023 8:-7.585957439508876 9:-4.408631752990781 10:7.506031397961549 11:-5.727248218014187 12:-6.891881080392074 13:-5.778309952419321 14:-8.560901542080781 15:4.536758035142914 16:-4.379998951157681 17:5.455620830061952 18:-0.7037641593652801 19:-1.339783431200297 20:-1.161417486791974 21:-7.670098012231051 22:-9.743827900827553 23:-4.457177096107458 24:-2.394350226483031 25:3.677305453384458 26:8.532884567280322 27:-0.2325861916195021 28:-9.605506557707658 29:7.40633627076741 30:0.8175056891406429 31:-2.412695158967145 32:-8.212331772889074 33:0.6682209276196946 34:-5.206387696522068 35:-1.643791526407875 36:4.110244772342648 37:4.568651620137567 38:3.10481479058809 39:-9.217197541137475 40:-1.986334681079035 41:2.543359415348671 42:-6.216320167520877 43:9.605688792996935 44:7.782639075574128 45:-4.893441103799918 46:7.251800769796085 47:-7.982680811165208 48:-2.568886882233511 49:3.209465145619665 50:-6.88691553604029 51:5.284008762634103 52:6.041932238510705 53:-7.73001510808882 54:6.95247573511516 55:4.055325081780879 56:-2.248643423971183 57:6.937366574717516 58:3.252334568161015 59:-2.355018015201716 60:5.935835231420444 61:-2.197306515666125 62:-2.888263630384529 63:-1.708804991615823 64:-1.500509774122662 65:-3.964792585895035 66:-10.65570688471887 67:-8.147820343492826 68:7.610382895746524 69:8.24393875433425 70:7.278022157375437 71:11.06405570685297 72:0.2550342004550488 73:8.621445276558951 74:-1.044299377235313 75:4.10038750032564 76:-1.49620674743486 77:-0.8760446243107016 78:7.248045172481791 79:11.58028126753775 80:-3.38868297899295 81:2.130532995177282 82:-7.522375931737053 83:-1.970369666615321 84:1.080109898616421 85:7.317791489526843 86:2.683220967588297 87:-4.43683210898513 88:-4.760270829387038 89:1.178822366149338 90:-4.907879565936649 91:-5.257009148764408 92:-0.08667321177388509 93:-2.700111925091872 94:-6.081906259144439 95:3.457256441607356 96:7.978858285437251 97:-9.649031440546251 98:-2.859343983191919 99:-4.274353472930191 100:1.372918345451074 101:4.63946957021385 102:0.501866858340517 103:-3.696048744424995 104:-5.118098767758362 105:-3.690600739183162 106:0.7665967593234431 107:0.06940808549637434 108:-2.163401606865945 109:-2.003367649881096 110:6.831903710966813 111:8.118896257591201 112:10.77991978808884 113:1.213488118734655 114:8.036714131976465 115:10.32516161860654 116:-7.682687825831402 117:0.7799065481399483 118:7.392688282327851 119:0.309857142353282 120:2.185625512197471 121:-4.374952433515048 122:1.936889198695994 123:11.29020152108541 124:3.70531058067073 125:2.077892558786876 126:7.425636849021839 127:8.108774007042667 128:6.857957989363554 129:1.498223795842673 130:0.880734887919016 131:-0.4272937162165327 132:-1.601087205046126 133:3.036920333586464 134:8.968166142985117 135:-8.592060942801762 136:-4.626920039889765 137:-2.962786541209439 138:-3.358654199644289 139:0.2859908908755213 140:-3.24740703798301 141:4.35814824150764 142:-3.795625444954402 143:-4.490236073156307 144:-1.151299178699927 145:-8.685043973216747 146:8.484940434790468 147:-1.194560551849924 148:4.322558778642424 149:6.46282820269057 150:5.788888562363564 151:-10.76038842368006 152:-5.387169232665585 153:5.124247491081223 154:5.010290390324033 155:0.8601853088361721 156:-4.140279335269231 157:1.255540789893298 158:6.200391129269874 159:7.504514711194616 160:-3.959636337548636 161:-2.592636392038845 162:-4.074908207633989 163:9.227776773181803 164:3.921374720478436 165:7.579460238095096 166:8.308962287448194 167:1.710370085879714 168:-7.089535954017422 169:3.645881307359534 170:1.478810702049386 171:-0.1542834230498915 172:3.386836623862091 173:-9.409687227361497 174:1.896329771691355 175:3.864307364355819 176:5.524190295789647 177:1.734039021987874 178:-2.835812820435619 179:-0.8155645537273237 180:-0.1218243073673598 181:3.98866400500292 182:3.216062795962004 183:-7.062222232053335 184:-8.406522655660996 185:-7.201146040001699 186:-1.266867165318337 187:3.270622206948222 188:-11.33585989600815 189:1.134703787322762 190:0.8151752871658001 191:8.914685569245107 192:10.28993061419919 193:4.858213987151828 194:0.9698454171252375 195:5.053927974452106 196:9.312962469984596 197:1.358109514969253 198:2.871354944690148 199:-2.763758225971831
-1 0:6.894571232803084 1:-4.024290903840906 2:-3.781873326729735 3:-3.626048455057817 4:4.363772657214442 5:10.47116056792083 6:-10.86869232125426 7:-6.439853743726279 8:7.127280571995733 9:5.491089801443454 10:-8.666772398223115 11:2.399380870788374 12:-7.754400369902106 13:-10.26781429513465 14:-3.783734582130838 15:2.559932301522501 16:6.866852411764534 17:0.7260898988128432 18:-7.864528313366713 19:-1.252521528332607 20:-2.68439561062966 21:1.987909244164433 22:-7.224935352427651 23:9.7433474911841 24:1.046328936352834 25:4.109539105980499 26:0.005526632633894635 27:-2.963693772706721 28:3.752968395735825 29:7.508282320277008 30:6.016351372299056 31:3.701559442541504 32:5.436919472144953 33:7.005650326452382 34:6.727252518944034 35:5.29266551226431 36:5.724410049568126 37:6.906187955548098 38:-9.559650932320308 39:-4.521922900390638 40:-1.447910745582133 41:-0.6220888581317585 42:1.660146294006579 43:-7.81665912206739 44:2.637141427344701 45:7.911706381174146 46:-7.968653857456317 47:-5.626521440319746 48:-7.373867507312565 49:6.238224100907871 50:3.816053520253125 51:-2.432239365723333 52:8.16710317074733 53:-9.938306795318795 54:1.406750991696236 55:-3.994303590576642 56:8.821479565491853 57:-8.376951284149374 58:-0.6477040316215185 59:-5.694418525770756 60:6.226543204165944 61:-6.836769931577004 62:9.652657331324123 63:1.066875554558725 64:0.6547502099574696 65:-0.9156515199526734 66:-5.674614070530778 67:8.426600199384731 68:8.919991772069292 69:-4.159707974215723 70:2.033536182533623 71:2.172163807929681 72:-2.791885188667176 73:3.655416126528169 74:-2.681690471081568 75:-0.2723128229289795 76:3.457177696740272 77:-8.423799524175742 78:1.050929707110933 79:6.304167583225173 80:-4.859410854035867 81:-3.001100793587574 82:1.620372628779892 83:5.766781057395363 84:5.805931622501184 85:6.946436932746543 86:-3.449556352287135 87:-7.543559589079548 88:-0.07078823539303614 89:-8.241664770555245 90:-4.51738837489247 91:-7.947686529888859 92:7.565176577276477 93:-7.888739581366819 94:-4.678640537131889 95:-6.148704811229428 96:10.53107562254541 97:-8.128519379742462 98:-5.577587337339692 99:-1.685742361330987 100:3.908303197045109 101:-4.083448889400944 102:7.512714513690531 103:-7.567768755824083 104:-5.053962205874371 105:-6.994838793215048 106:1.973894256453065 107:-2.214833746521717 108:-8.637080625370867 109:6.015282628767978 110:8.826383837418943 111:5.914058116033773 112:8.392872565598614 113:-5.629669181075755 114:11.43513890896915 115:-8.948318122203643 116:-4.362737509717118 117:4.992931326144946 118:4.080946876733905 119:4.381239222445991 120:8.493681695246977 121:4.644222349072725 122:-6.426366592909508 123:-2.438429075208733 124:2.809662902198085 125:6.73150842479841 126:-10.28337998957982 127:-0.8486348721860285 128:4.210622719386501 129:6.051550785297088 130:-3.890553432039837 131:-2.447265838027618 132:10.94460282895798 133:-1.008147235206586 134:-3.845515484400255 135:4.750051262485915 136:-3.383878616145442 137:6.181523084403889 138:-7.935632553026485 139:0.6465714277567146 140:-10.74566662659249 141:-8.091645736861125 142:7.992425192127547 143:4.232246151322008 144:2.175289930291004 145:-7.638352890452657 146:-0.4629785692921269 147:-6.814453279105028 148:-0.5132839224714831 149:0.1461922526153308 150:-3.26112279419617 151:7.061486768240348 152:4.226172267969069 153:-4.303773276802818 154:-7.436764050169623 155:-7.92863324230199 156:5.699495263279129 157:-1.074231436821 158:-2.987054424151642 159:2.531254951300807 160:5.310624999121914 161:8.948354732972398 162:-9.71935316807639 163:3.494157998959697 164:9.380647369326319 165:1.563314433091112 166:-5.680090090772448 167:-5.06831767174369 168:2.410136234113001 169:-2.611879066962339 170:-10.39002496938326 171:-8.654414452375546 172:-6.038780432781034 173:8.886356690546457 174:-3.189758214608553 175:-4.315936510429066 176:7.056646795705145 177:-3.600625805086158 178:-3.727268807501819 179:-3.155203014640603 180:4.079259329076987 181:6.528608956186273 182:5.404169668466114 183:-1.719390631000835 184:2.085078948830983 185:-4.722504171900848 186:-3.452423874689415 187:-1.27096955290139 188:9.81852884043972 189:6.485719482046938 190:-10.26469598151564 191:-4.345263284078032 192:5.274213062327641 193:-5.836779460921443 194:1.58774499683291 195:-6.540484589782532 196:-11.99520036472945 197:-6.133188394360293 198:-3.166741195421758 199:-6.25553913050323
--1 0:5.229523430568321 1:4.452787019941229 2:4.993920399891268 3:8.608549523247516 4:-9.18529071567071 5:0.7260460353795434 6:-2.91644801259731 7:-1.59464289238195 8:-6.187622779498165 9:-6.800267869420869 10:7.500121256871124 11:-5.551976142650601 12:-8.99086392152881 13:-5.592394232886299 14:-6.73902261117803 15:5.05221010723775 16:-4.628169063157708 17:4.145412440306187 18:1.399464058924722 19:-1.897539356168443 20:-1.241573009884544 21:-8.112929559296045 22:-7.551005708191896 23:-3.897899258638582 24:-2.093953309335391 25:4.861176111308862 26:8.089197571809892 27:-1.695583466883141 28:-10.0584451807466 29:6.338207400092306 30:0.811615223139077 31:0.03850867972876171 32:-8.141888684654548 33:3.804217326055817 34:-5.235334442523922 35:-0.05973454319392602 36:6.296080413032301 37:4.122323043321138 38:0.8441714778664071 39:-8.975337751297308 40:-3.243210544024778 41:2.595627115371447 42:-5.992915446168452 43:11.54656156443232 44:9.702967945030345 45:-2.727220569206111 46:6.775495275786582 47:-8.015286470722174 48:-1.030874435010171 49:0.9229160998805671 50:-6.696506638840901 51:5.7006849841931 52:5.150297929601011 53:-8.195565078714793 54:7.204100229489492 55:5.046837223650753 56:-1.345230410490066 57:8.367915575253102 58:3.174469285686339 59:-3.375430084479714 60:7.408744847155667 61:-3.268530546188498 62:-3.358121284068663 63:-1.702260243130381 64:-1.083751672530431 65:-5.662395735144631 66:-9.38906323027582 67:-9.181970633180793 68:11.01054950440161 69:7.818411877211234 70:7.068584960710119 71:8.951751103713484 72:-1.646440378172554 73:6.619800305151655 74:1.589096458278288 75:4.614317986432985 76:-0.3667938741911017 77:-1.829626914189769 78:8.362788362835106 79:8.089512236664781 80:-1.006829166612125 81:0.9443114574640851 82:-7.877766030770148 83:-2.678191005572522 84:2.612093986022508 85:7.959276734111026 86:2.260870160565262 87:-6.572163193618644 88:-5.607622656410408 89:0.2523859276004801 90:-6.868750836297089 91:-5.467137999796789 92:0.4878016282922205 93:-4.084979646079812 94:-4.396050953070848 95:4.690151352416392 96:6.378817029660383 97:-11.40701023222188 98:-4.349669662963796 99:-3.450973177134999 100:3.286434929847597 101:2.16109932407959 102:0.4239321219569946 103:-1.218663608196644 104:-6.971697962047424 105:-3.306432167595769 106:1.35691420064087 107:-0.3072816381176834 108:-1.814709939620626 109:-2.642124634522176 110:5.025276851161077 111:7.488821557600176 112:9.512497735071834 113:1.228800787019124 114:7.882766813987602 115:10.2435443248266 116:-9.69995886492581 117:1.49700483475486 118:7.448784438634618 119:0.4156969099013533 120:0.9917278356450958 121:-3.076118742875387 122:1.526162295853262 123:11.26208024023139 124:5.477004269742548 125:0.935649743437571 126:9.771385479805446 127:8.16543980737378 128:4.400061847799448 129:0.6649823511985278 130:0.2832531779341602 131:-1.358739654870526 132:-1.854588574281298 133:2.427337075205187 134:8.429970760593196 135:-7.291375670097916 136:-2.099665884441195 137:-3.51495952294492 138:-2.11026623704317 139:-0.9548366842071488 140:-1.875059259087293 141:3.991793414437169 142:-1.610270336271696 143:-4.423324736769744 144:-0.330800599416503 145:-6.473729277300357 146:7.068269347955651 147:-3.104090831125172 148:6.224876808727651 149:6.910048308679039 150:6.558444227631748 151:-11.97336987437209 152:-4.532513341079857 153:4.075680539214396 154:4.378274361649151 155:1.364980441782322 156:-5.383770834045736 157:1.483945841002074 158:3.933924058613889 159:7.054483975088537 160:-3.438260357082272 161:-2.520859486102566 162:-7.591492436576564 163:9.041861087552155 164:4.401637684155583 165:5.921461127949724 166:5.976568802987322 167:0.5102126637377709 168:-5.302123308148159 169:2.979202556623522 170:2.822661643496559 171:-0.7824448036775884 172:4.276357914389315 173:-8.242747884732852 174:2.071588354902612 175:4.025626231976585 176:5.594375444845291 177:0.7980498523449413 178:-4.033086747982793 179:-0.8021105667695312 180:-0.8701203874137201 181:5.078037052041728 182:1.857441145564582 183:-4.594692295549849 184:-5.394992007463159 185:-4.094729868368728 186:-2.547249889113882 187:4.379234691337715 188:-9.143836014033553 189:0.9344191943507834 190:-0.04459985007033307 191:9.585540706362337 192:8.979860518428779 193:7.522284140852805 194:2.10611089289702 195:4.600830329808927 196:7.415061553614702 197:2.353082663929574 198:-0.2378151924911469 199:-1.150370227617826
--1 0:3.779115274831754 1:4.93023233945981 2:6.693193748502735 3:11.04633269865938 4:-7.817764393188609 5:-0.1874092065237047 6:-4.560210925069029 7:-2.961184149533804 8:-4.559526952187697 9:-5.503404318233746 10:5.536676437950677 11:-6.919674993265431 12:-6.975332747374075 13:-3.612693380198899 14:-7.129656947105847 15:4.849869696952608 16:-3.042344544375178 17:6.03008625696228 18:-0.05741699165352193 19:-2.167552278236475 20:-0.07748931097252076 21:-7.40922214678453 22:-9.261912271670326 23:-3.023690329600876 24:-2.28799953774272 25:5.130682552007189 26:10.6191829988577 27:0.157737417577742 28:-8.963578902253728 29:9.045926060959683 30:-1.801860267971821 31:-2.706956040752001 32:-8.721961112882356 33:2.225669543840745 34:-3.798518661084053 35:-1.839745530445803 36:6.979799299153991 37:2.87482153628906 38:2.058129076267261 39:-9.556506866296665 40:-2.254357972418395 41:3.16031956042567 42:-6.23605303489965 43:10.14543490357084 44:8.284688357649079 45:-2.355253178282687 46:6.886888926762575 47:-7.500373912001987 48:-3.949857766990098 49:0.8253155932643532 50:-8.301029984818856 51:5.163332702663507 52:7.464166840643369 53:-6.291369667425188 54:6.544973769016114 55:4.831764265770102 56:-1.298222906436913 57:6.137625006988671 58:2.634400287270843 59:-1.915538915462962 60:7.455448616895375 61:-0.7287102232528482 62:-2.107507049183855 63:-1.33052249295305 64:-0.9855852166927459 65:-3.366654857235648 66:-7.835212747891867 67:-8.973996404150439 68:8.643962368312229 69:8.091891635523069 70:10.34187542705785 71:10.00628597193938 72:-0.06834518709371623 73:8.6549294925097 74:0.6545080396787231 75:6.199712337950618 76:-2.240738073635305 77:-2.906958375774017 78:9.366183375649069 79:9.527255607039573 80:-0.02943107645177978 81:2.562960290667317 82:-7.36965660969347 83:-1.607971541142453 84:0.8045219803922358 85:8.890221681276858 86:0.7960969453223676 87:-4.080181449539364 88:-5.110885841953626 89:1.235293623722912 90:-5.414523172503606 91:-6.313567018779093 92:1.875461292639171 93:-2.966293581658582 94:-3.705316080881459 95:4.128990343256133 96:7.80139485011318 97:-9.970301052364306 98:-4.410044585542923 99:-4.508718528820678 100:3.479808332808172 101:5.333365319277851 102:0.9850793434772465 103:-2.473216771996023 104:-6.742990457930059 105:-1.855671540032614 106:2.519745836551039 107:-0.9006723428293991 108:-1.458662633147498 109:0.1937983206234521 110:5.89364910665668 111:7.80040603120504 112:9.026349429342513 113:2.359622950223528 114:8.208236629801586 115:10.00875773220974 116:-7.653290576567494 117:-0.1363300109354673 118:8.209046746524775 119:2.661336037430001 120:3.141258146398619 121:-4.871658588412946 122:2.67554480093392 123:10.13426911337524 124:5.466275087224855 125:1.805626711104316 126:6.457752123888409 127:8.959364086421328 128:6.355762698824296 129:0.8411928887885654 130:1.298053108385761 131:-3.593882907403736 132:-3.090675394051977 133:2.871788694293906 134:10.55063353464177 135:-5.465925642169077 136:-4.124263643511176 137:-3.998549392926709 138:-2.052651588465351 139:-0.9306358059674027 140:-2.132274091629945 141:5.121662027531336 142:-3.599803397190727 143:-3.339599577298774 144:0.5229609020924955 145:-6.482548708316045 146:7.979740860951346 147:-1.196694848856836 148:3.735803639355647 149:5.257542057519116 150:6.647432910383801 151:-10.13357883488051 152:-3.437785432102576 153:4.614203350518656 154:6.07993523318747 155:-0.476569184800097 156:-3.993750158449449 157:1.826352709176476 158:5.774582034687224 159:8.212950070559925 160:-3.426705561341797 161:-3.238290883804543 162:-6.310345392421474 163:9.202935850118928 164:5.806193314759159 165:6.175943739804727 166:8.452639140865289 167:3.444972528182953 168:-6.748629686396479 169:2.928611521852883 170:2.446156913460737 171:0.1506718592692915 172:3.325229706980253 173:-6.595085026773132 174:2.420012850689731 175:4.52383971092343 176:5.381655374179043 177:2.548587910484873 178:-1.663479863833216 179:-0.1379059299557108 180:0.1077307400471877 181:4.100594769917945 182:4.031922085432029 183:-6.257108397471773 184:-7.642851727084336 185:-6.114376739014892 186:-2.452892574734408 187:5.278414267385684 188:-10.34179312756118 189:2.815720311770183 190:-0.2254672555039915 191:8.813242074476983 192:8.772009055928486 193:4.656470676446042 194:1.780752212810706 195:6.342774432913083 196:7.296466995973761 197:1.344753876545296 198:3.0847961224858 199:-3.16229335254211
-1 0:7.621359634535967 1:-4.045589993380777 2:-4.514008881159805 3:-5.087290887932456 4:5.42824648610276 5:12.27425852909411 6:-8.278827097140603 7:-5.287359269754329 8:6.078964709278725 9:5.031815321913153 10:-7.216355429457906 11:3.309918933477901 12:-8.271552299957204 13:-11.05890307745342 14:-4.043584347767845 15:3.35292320121653 16:4.313135161046092 17:3.956027425354699 18:-6.796853214305101 19:-3.576928955993318 20:-2.180741871683136 21:2.048165961502164 22:-7.827779664358328 23:8.743872769003877 24:1.812027437535055 25:3.525316299175585 26:0.8853961325480763 27:-3.203788897439762 28:4.835924355107053 29:7.646427151189596 30:4.854649597063725 31:4.626967634854505 32:6.581306333009971 33:7.730619790577899 34:6.967517571005644 35:3.314354627565628 36:5.16498944735799 37:4.974227716151685 38:-8.196713858741635 39:-3.444928860616888 40:-0.8354168457263104 41:-1.088209959040718 42:-1.686127909641379 43:-9.662821510847222 44:2.094647126108274 45:5.796944104423218 46:-8.444814619294741 47:-7.352665403972671 48:-7.085367787238456 49:5.476193334711174 50:4.414805369080626 51:-3.782678680806764 52:8.736943567797269 53:-8.95391603271492 54:-2.934921909397757 55:-4.241609352221195 56:9.889507697342195 57:-6.308379590255841 58:-1.132216018069211 59:-6.901439227991767 60:7.8486487548276 61:-3.478054090712002 62:9.997770357129998 63:1.384016405843491 64:-0.2522566880644347 65:-4.013076766456193 66:-5.965349266860891 67:7.269403336421641 68:8.846806082719104 69:-5.838214411870474 70:0.3631741695167492 71:2.593127940523753 72:-2.699293066971844 73:4.427779514300154 74:-2.202912407844643 75:1.955935440466707 76:2.523538880130383 77:-9.814409971085956 78:2.052767179862752 79:7.035942386097796 80:-6.245761322280348 81:-1.972742341732301 82:1.6258642916409 83:7.043239239133099 84:8.447381935476423 85:8.143897119963951 86:-2.612843834279618 87:-9.525744111122158 88:-0.3529609058952226 89:-7.351712859454078 90:-4.500384228289219 91:-7.867134477475091 92:7.869766951660235 93:-7.785134528206319 94:-5.91881580878983 95:-8.571390659808621 96:8.889502152359389 97:-6.58983842125536 98:-6.818460718862261 99:-0.4321519356914573 100:4.459796273767474 101:-2.046057616525724 102:7.667543216817143 103:-7.50492563241879 104:-4.525202142818213 105:-8.262116701941503 106:2.40085101587153 107:-2.537061328438259 108:-8.471021319715559 109:3.763518464745495 110:9.068880488005036 111:5.003157101727673 112:8.085568517891291 113:-7.18609413020666 114:8.79428141078672 115:-6.292514953599087 116:-5.300950702654331 117:5.044974073888637 118:4.022471174354844 119:2.358268463316255 120:7.097065195897667 121:2.16850999713742 122:-5.205952053384863 123:-2.231957165808298 124:3.743486590600776 125:4.878426699969756 126:-8.932992668618061 127:-1.060019298327485 128:8.020094619959908 129:7.227310920831615 130:-3.067044975353249 131:-3.357523183491674 132:9.76450598486859 133:3.06459649292475 134:-3.463808102413731 135:7.463391130722525 136:-2.082934953715175 137:8.250477501650673 138:-7.577907015448604 139:2.105586518385321 140:-10.09965006301064 141:-7.115681931419816 142:7.184514828759182 143:4.065745315273714 144:0.5080469806890071 145:-6.708633171783768 146:-2.170093258101276 147:-9.963314715725746 148:-1.701469034555949 149:-2.256036397677973 150:-4.477279385391931 151:4.223233206338628 152:3.707807725928684 153:-4.049025371308841 154:-8.944423427500848 155:-7.279407082335543 156:7.092456100847195 157:-2.693263930735772 158:-1.689421795584686 159:0.246168399498919 160:4.325250841621893 161:7.516286707783999 162:-8.712133552294762 163:5.154839028696315 164:9.232045480299709 165:1.639961092899444 166:-3.191164407415513 167:-5.210983005820928 168:2.843749186122071 169:-3.618884485565013 170:-9.218709253369843 171:-8.4019625974944 172:-6.741046347455108 173:7.126609262136923 174:-2.589135762829478 175:-2.5788027256131 176:9.078048991701536 177:-2.883206287574286 178:-3.00982138436594 179:-2.874708924172458 180:3.706840254210405 181:5.950327834863498 182:6.529442211645142 183:-0.3480427669621234 184:2.926046145138342 185:-3.83378560026415 186:-6.371293522123388 187:-3.772375471470409 188:8.69135388798599 189:7.303549397719415 190:-10.57356823559793 191:-2.04485320983266 192:6.978335231219734 193:-8.195529589378882 194:0.8029637336865899 195:-8.13395153970335 196:-8.905116930878433 197:-7.942816865576869 198:-5.565782325074212 199:-7.367625626567674
--1 0:3.218619348549158 1:5.362515734110262 2:7.029806326972535 3:10.88011324329104 4:-7.303038250163686 5:-0.2927240743092377 6:-2.832879777447802 7:-2.569182735803245 8:-5.235054847024702 9:-6.420780187009903 10:6.043337971072747 11:-5.906448738244078 12:-7.737448528075784 13:-4.969949451411433 14:-7.078994584237722 15:4.909037469749702 16:-5.235778535142215 17:4.259833342337342 18:0.2882402980960013 19:-1.688166090566494 20:-1.26705204038099 21:-8.178586531063523 22:-10.29440863141376 23:-4.027821299371357 24:-1.903274833107758 25:5.746835397417844 26:8.257431208751122 27:-1.937191582887603 28:-8.892255109117375 29:8.995360316273274 30:-0.3960461424125343 31:-0.4606339142159149 32:-9.44820147062676 33:3.604149805180821 34:-5.004283451752121 35:-4.639877147528245 36:7.047517159798082 37:4.415603090450201 38:2.520922572008991 39:-6.755412835060502 40:-1.757901906372868 41:3.737379917480796 42:-8.052652133366468 43:11.8968307777026 44:9.130308072094747 45:-3.151168947383078 46:5.871787110759707 47:-7.499859324734796 48:-1.792156012748636 49:-0.2341833785375962 50:-6.6292708079372 51:7.209532259086191 52:7.207980573098422 53:-6.322759004519467 54:7.958093206411988 55:4.366346755667475 56:-2.442893149830757 57:5.845428934164941 58:3.372579533920537 59:-2.108796628949356 60:7.694163750129971 61:-0.7607470009473469 62:-2.514967983921411 63:-0.4441536869414096 64:-3.084701129624731 65:-5.561065578277974 66:-9.431851560637176 67:-9.150268326020049 68:9.62882788071377 69:9.809529673865745 70:9.924122643246719 71:9.412824491787642 72:3.042487115644302 73:7.57018597329518 74:0.09324334150514535 75:4.60780283856403 76:-1.764597226857791 77:-2.550523908320081 78:7.929535991369232 79:8.871094135228605 80:-0.6398971552890942 81:1.532070282928818 82:-9.444018388010072 83:-2.432430564817795 84:-0.1081773387746519 85:9.338242470944442 86:4.378615715509763 87:-4.775913943004846 88:-4.857557250088999 89:-0.01126824222414047 90:-4.831854346562584 91:-5.452058158407536 92:0.461075991863568 93:-2.989803846650613 94:-4.800098982773218 95:3.762460372808358 96:6.900549334017144 97:-9.308524698755697 98:-4.076729606774536 99:-2.564457088371797 100:3.297653327063414 101:3.838950325443742 102:1.611599535294284 103:-1.988433127707393 104:-6.393731850531931 105:-2.64760950841293 106:3.648256878076965 107:-1.426571277345577 108:-0.228319642108245 109:0.1762515263032713 110:7.44798872125493 111:9.043388248896667 112:8.707233703474939 113:1.409467982516734 114:8.932753366419764 115:9.064847289066229 116:-9.132284518521205 117:2.828818958783422 118:8.176720905971404 119:2.074648985324866 120:2.435030247526387 121:-4.07887688177319 122:3.039960887464651 123:8.875588198520271 124:3.866578750984996 125:-0.1956299902398844 126:8.609880607699621 127:9.992094539190949 128:5.154276430064702 129:0.176675190700312 130:0.3015168219000287 131:-1.920268243556422 132:-2.284756779084778 133:2.754791366709971 134:8.878294218538443 135:-7.868504406233969 136:-3.20057276868276 137:-3.376890155730675 138:-2.049954935166208 139:-1.426499931006229 140:-3.322370106779924 141:3.450053275561661 142:-2.998717952959511 143:-3.077616609754646 144:1.841075181114259 145:-5.874266364800855 146:7.962148021252928 147:-3.622787340731678 148:6.403299052767382 149:7.521265709365903 150:8.29939924806315 151:-10.80580650734928 152:-3.260390833612869 153:3.455175104061099 154:6.335558688166506 155:0.7113075877418642 156:-7.456149934515807 157:1.390877332019841 158:4.196248219214161 159:7.627997113772198 160:-4.409227145793587 161:-1.581626849092758 162:-5.199798905361219 163:8.300290032851498 164:7.468164874436805 165:5.894641204612427 166:7.500721107470177 167:0.2278384415230402 168:-6.649077812931711 169:4.875338224358276 170:4.782550612673163 171:-2.14798950334503 172:5.446348520607446 173:-10.13834047578266 174:2.023315917783651 175:3.840612635297575 176:6.677036918907062 177:2.302829084108775 178:-5.106458324412582 179:-3.36257240443679 180:-0.8361358689120533 181:6.975313650943098 182:1.723202458686926 183:-4.882907860676763 184:-5.118324947824103 185:-6.251712694904414 186:-2.671845295832708 187:3.031162927504074 188:-11.66639363541367 189:0.9122899476411757 190:1.626172508964267 191:8.355284768844021 192:10.43271099262095 193:8.525137399078755 194:2.792770267318727 195:4.407577113006537 196:9.932711907139341 197:3.617471312952674 198:3.718761914825798 199:-2.610040493225433
--1 0:5.212000301764717 1:5.1706786854094 2:6.420079514076353 3:10.16616303405023 4:-9.099743181744067 5:0.01195059767176948 6:-3.708041595613426 7:-2.814656833918713 8:-6.929302380485121 9:-7.578498189437968 10:5.968868857807944 11:-5.648610998377266 12:-7.244242770830649 13:-4.460966414971049 14:-6.918740427621784 15:6.857120825607091 16:-5.485402110380182 17:6.625539410723672 18:-0.2386020862487078 19:-2.204240638741197 20:-1.499598572018302 21:-7.672559810327331 22:-9.371984646796118 23:-3.182848726061211 24:-3.28352455010765 25:3.958315757169833 26:7.973814521875926 27:0.5109772068491774 28:-10.437221507076 29:7.763672492966339 30:1.056954833286984 31:-2.348021426386715 32:-6.795213324465883 33:1.699744927020556 34:-4.258669678665698 35:-2.025182052873279 36:7.622033830840492 37:3.849399488477411 38:1.983653776056568 39:-10.36925172916358 40:-2.450713156456984 41:2.338822664784707 42:-5.943437739082635 43:7.946086245219053 44:8.264378893140531 45:-1.858835879108699 46:8.185636368615032 47:-8.022318788265636 48:-3.718201623181604 49:0.729143871193487 50:-7.746718647072962 51:5.539225334787083 52:6.386178847131411 53:-6.918591932464345 54:6.148654479821958 55:3.38539058208126 56:-0.3679623047246754 57:6.605115624520367 58:2.407470169037565 59:-3.341006685679583 60:6.474380395197616 61:-1.256332249207776 62:-4.597350113136897 63:-3.874069655950314 64:-4.023424056776727 65:-3.80891017154798 66:-10.45827297264546 67:-8.339702851261375 68:8.921902797544591 69:7.498462823836214 70:7.229092198719124 71:8.542947833261035 72:-0.7466577402384295 73:8.544860285709543 74:-1.778380690640856 75:5.268727946806483 76:-1.672716368413434 77:-3.50021280291892 78:10.5734457844457 79:6.423455601766204 80:-0.9579064107155842 81:2.147976800375288 82:-7.198569442516384 83:-1.742015638731904 84:0.9185630915517932 85:5.988053116457044 86:2.813496634087583 87:-4.538626100308302 88:-4.809422514271538 89:1.137540676943458 90:-5.550097044904541 91:-6.194209695265302 92:1.053623530198154 93:-4.445857088419977 94:-3.855645426603698 95:3.951548380626291 96:7.332840009802694 97:-10.8396197320499 98:-4.9817776541485 99:-3.941604926117777 100:4.035613895476577 101:4.512242787792693 102:0.9308640712361343 103:-0.9084830287409438 104:-5.045794893779154 105:-2.786630930473812 106:3.258508244134923 107:-0.8043627938466339 108:-1.677182544896109 109:-2.732020863732194 110:6.53739206698341 111:9.001985320817548 112:8.51122179614047 113:0.3132468840019631 114:7.966817257325203 115:9.348294120182853 116:-9.396593129567078 117:1.767551580309564 118:10.38533267039955 119:1.796136532535078 120:3.352298264273231 121:-3.144989037228112 122:2.980475216669995 123:9.412564362995372 124:4.922086101125046 125:2.371187805683884 126:7.395715008815483 127:7.107499325914017 128:3.257114401754214 129:-0.06244476745471295 130:-1.768981440677617 131:-0.0695274222432718 132:-1.257348025007083 133:2.723045348619137 134:9.822664253582378 135:-6.728289549217632 136:-2.778879389591801 137:-4.3546585522858 138:-2.617670183233999 139:-0.3203192534033673 140:-2.647865504479075 141:5.791156214858843 142:-3.240208054860802 143:-5.288627998870844 144:1.694733086345855 145:-4.233622923992111 146:9.019841504904347 147:-3.570033472306783 148:4.037559334903984 149:7.347892860701611 150:7.338494510180191 151:-9.246368020548076 152:-4.078592312424922 153:3.50527454717826 154:5.257641511338644 155:1.388011580903469 156:-5.096519788653594 157:1.614804466291168 158:4.80170953976767 159:7.632050803785018 160:-5.585794106607431 161:-3.93992612525586 162:-5.326547690067406 163:11.42156424601592 164:5.550262217025458 165:5.790575821470381 166:6.442690642542567 167:3.312376505686708 168:-7.022694736864302 169:1.835858325353722 170:3.310388809257266 171:0.4417264315399574 172:3.740356582985058 173:-9.148898947659349 174:2.062648604864574 175:4.050751151673891 176:6.774807969828069 177:1.915768654119025 178:-1.650552458331878 179:-1.071957677149217 180:-0.6336956078058142 181:5.760142376847529 182:2.572110543205409 183:-5.19288855613199 184:-7.948397056276727 185:-5.672637124459754 186:-2.6988517468931 187:3.007423037941982 188:-11.11887979610553 189:1.144240853199857 190:0.6228722026150827 191:8.121591742977358 192:8.694952741743991 193:7.375572436917825 194:2.74490774369727 195:4.104838584604352 196:9.046164223064 197:2.231450257188564 198:1.916582028640254 199:-3.116384068927089
--1 0:3.879771987317525 1:6.073152430751011 2:7.693038782821302 3:11.17362450025198 4:-10.63750960445838 5:1.99046647972341 6:-3.085094705532411 7:-2.490656997176061 8:-6.626374615619966 9:-7.154514715742651 10:6.085807280978122 11:-5.627165359435059 12:-6.901894480810498 13:-4.366520536767792 14:-7.117718557927502 15:5.318237096845587 16:-4.611533945532241 17:6.259223199418062 18:0.01206821472544639 19:-2.992167140535813 20:-1.36813476062272 21:-8.764496878599841 22:-9.44692816915806 23:-2.774569091219427 24:-1.42002164119782 25:4.106908882469227 26:7.045786841779394 27:0.03189611591892016 28:-7.746371045698686 29:8.529555654594528 30:-1.934997246047465 31:-1.606544825166575 32:-9.091443423771834 33:3.244401175562305 34:-6.049553138361095 35:-0.8715804002027288 36:8.300558740668235 37:3.598655742682308 38:2.287197881292056 39:-9.636363513213031 40:-1.77258437715845 41:3.192789934381111 42:-6.797966295689653 43:7.50532258383023 44:9.030271150903395 45:-4.011903224484922 46:8.039899870659985 47:-5.675667351770573 48:-2.796112966886187 49:2.266604468737638 50:-5.865752658169194 51:5.073212339009334 52:6.134007214151906 53:-6.5301123218333 54:8.705876387095778 55:5.206011177666672 56:-1.955164055363458 57:7.738446873809353 58:3.138288042869372 59:-2.856308263012582 60:6.606724910543281 61:0.1233526769629905 62:-1.152048653974882 63:-3.801555865827968 64:-2.346306259373914 65:-4.239181233718658 66:-10.6801787883282 67:-8.056191937712299 68:8.105759467326342 69:6.859363194386539 70:7.52158835343081 71:9.021205731206631 72:0.6876823853489418 73:6.425963666402867 74:1.661089234234482 75:4.815475127930267 76:-2.2057433782393 77:-1.363951656200236 78:10.44538615017354 79:10.53212033743708 80:-1.309759604883725 81:0.7953856030882872 82:-8.643625131673495 83:-0.6068957669815089 84:1.98923818949607 85:6.5554639053583 86:1.937610025304943 87:-4.605475253980372 88:-4.968386710859543 89:0.54124966427913 90:-4.724118923950576 91:-5.776159541167964 92:1.078259014233011 93:-1.031693942894529 94:-4.6246752902403 95:5.155341313280042 96:9.130688297704589 97:-10.05893054426008 98:-5.863606946348651 99:-1.737221750483438 100:3.786955089247019 101:5.797583864021854 102:1.106508640382873 103:-4.039136779805339 104:-8.035475266292622 105:-2.170945068568164 106:1.584177432580179 107:-1.065961001135758 108:-2.155347072629241 109:0.3175965855869654 110:3.822813693309458 111:5.867764568619578 112:10.31411430178007 113:1.8517326337803 114:7.465729567729853 115:7.683162065760875 116:-8.95683577859101 117:-0.8517603801985554 118:6.550091794591581 119:-0.4537261071638937 120:2.618310329279349 121:-2.726921472078832 122:2.2539190916548 123:8.531851963756054 124:2.571191099539822 125:1.194827695128488 126:6.550436253759242 127:9.894424452781941 128:6.915492894273234 129:-1.852517755112788 130:-1.520941363023224 131:-1.022665847152628 132:-2.683034333245431 133:1.68259977123063 134:8.831848770427124 135:-7.947491810844822 136:-3.5168855809407 137:-4.110633339154977 138:-2.514968301069888 139:-0.09842063890186548 140:-2.315898991632083 141:7.240972761430744 142:-2.919930195863982 143:-4.918641631656127 144:0.9733155720285949 145:-7.200049072583941 146:8.92877728618376 147:-3.4162377505234 148:4.533472691115424 149:6.058892425460169 150:7.45909226127046 151:-9.760890172281258 152:-3.731032225498114 153:4.444589759612446 154:5.855562170767445 155:3.392019512542674 156:-5.642343184989792 157:2.273763595315605 158:2.792896855886686 159:8.968342494087961 160:-2.252664439339218 161:-1.483186014574168 162:-7.871515222856633 163:9.136992754396072 164:5.780588641864564 165:5.171264681644466 166:7.620807752306475 167:1.964383069705999 168:-5.201124767116504 169:5.174816912980152 170:1.619635891923999 171:0.2737154264178193 172:4.518314562339147 173:-9.73526992075373 174:0.9340995536117302 175:3.8466030134313 176:7.793478736214412 177:1.877722289418701 178:-5.176260416453131 179:-3.129219898958757 180:-0.4761742969416081 181:6.509001107721614 182:1.130025036203175 183:-7.032903597568053 184:-6.043701194974724 185:-5.038368631948068 186:-2.726135494779741 187:2.550849543461911 188:-10.87862979876627 189:1.546831323321218 190:-1.025892356634162 191:8.15262641896183 192:9.107117726774394 193:9.029516673353191 194:3.680487667137128 195:6.54802712977258 196:8.644280421931413 197:1.345595862349427 198:2.098279054963122 199:-1.461187016847573
--1 0:4.166206395420836 1:5.51580501626679 2:6.479331961142801 3:10.1056103531246 4:-8.63327175784069 5:-1.234128517991322 6:-2.671067276827221 7:-2.234645266678515 8:-5.204620624766575 9:-6.595210126220826 10:8.7057685996968 11:-5.181685857478237 12:-9.321964428225556 13:-5.450255331284124 14:-8.587327913782261 15:6.046608589243686 16:-2.853216497486602 17:4.567275834532815 18:0.3583903664213859 19:-3.365600239266372 20:-0.06871281665945173 21:-9.60317117904658 22:-9.935571855938864 23:-3.670189495288667 24:-3.763546764050581 25:3.289904882692712 26:7.953698582878918 27:1.366876356524637 28:-8.29879456243885 29:9.107562316777855 30:-0.5338547788334919 31:-2.893581664252144 32:-9.256308254915096 33:2.647042421974101 34:-5.174107852661531 35:-2.598078589251557 36:5.475919974219209 37:3.320295078694091 38:3.431791868936671 39:-7.716058725045181 40:-2.896471064647606 41:3.703254078448924 42:-6.843749968847224 43:9.978190191321751 44:7.108486444643158 45:-1.532814111021591 46:5.705514745523006 47:-7.562020994742513 48:-0.7711273450034395 49:0.8110857413797192 50:-9.100850853360919 51:5.909916054655524 52:7.622349679846587 53:-6.146645053332061 54:7.374290876782156 55:6.096949036225374 56:-1.738595812624889 57:6.912675526331766 58:4.424016160281457 59:-2.105877486106469 60:5.493450534501501 61:-2.215782861634289 62:-2.569142696828374 63:-3.778986976974486 64:-1.570936493743396 65:-5.31543820624277 66:-10.42235721234726 67:-8.700123368327267 68:6.83483950816281 69:7.173971338269981 70:7.553985272173229 71:9.823934520582567 72:0.6570100283545383 73:8.172882698584415 74:0.1337041775991156 75:5.398991874418415 76:-2.215881292180853 77:-1.948161358752664 78:8.60582920077575 79:11.67073849322927 80:-2.667635196763069 81:-0.2923886064857781 82:-9.856801465373891 83:-2.554934941204662 84:0.985703373747165 85:7.197223881231781 86:2.045629418445824 87:-4.115888115296077 88:-6.653463833075995 89:2.030333365781021 90:-5.702001663409472 91:-7.675560067538072 92:2.258923583858851 93:-3.274101169667784 94:-4.456317857830367 95:5.376115306031954 96:7.378096180943316 97:-11.75296010095826 98:-5.892127474594095 99:-3.899044231367012 100:1.442777446444623 101:2.614473765999286 102:-0.2541852587299949 103:-3.824318236487061 104:-4.314904230208317 105:-0.3395264069841331 106:1.80319831770432 107:-2.002456830797222 108:-1.657946285130957 109:-2.430469324592403 110:6.273273219192683 111:8.504978115912204 112:7.154459163254049 113:1.966040735361474 114:7.981121285911008 115:8.926264773629866 116:-6.976666665824657 117:3.356283110205963 118:8.215127072398172 119:0.6372743800502282 120:3.661019288816189 121:-4.463634340817613 122:2.871583072660663 123:10.36805856567641 124:4.215907668046994 125:-2.031869110261602 126:7.623422928640712 127:8.259262623677897 128:6.290999971765182 129:0.7691899752282475 130:-0.3520681272839143 131:-2.235408574119327 132:-2.766797699672292 133:1.750379556701158 134:10.62562450200412 135:-6.652497956767895 136:-2.522250531513962 137:-4.764792948327236 138:-4.658615289046672 139:-1.86888280672204 140:-2.54530978518936 141:4.409841453217053 142:-2.266446630292894 143:-5.498679750193213 144:0.01405392686939927 145:-4.858943680930276 146:9.424533684840616 147:-1.518786446462269 148:5.968178068469255 149:5.981092869553411 150:7.41180647845276 151:-11.231248928932 152:-2.681021109681597 153:4.149104494846526 154:7.15546845225874 155:1.352915370151242 156:-4.365055904555973 157:1.898530859899121 158:3.303265445101578 159:8.108330079487347 160:-5.718080979274313 161:-3.100634995285823 162:-6.111702254673763 163:9.334964704317732 164:4.045446456593905 165:7.289824006251569 166:7.175526483877807 167:0.0406627249656053 168:-8.044562529071026 169:5.315475600569529 170:2.424239651135969 171:-0.4319309641219541 172:3.310680530377764 173:-8.703499063523479 174:2.421002024524078 175:3.975233775492066 176:6.951243036908801 177:1.392103692178049 178:-4.397442740202147 179:0.7048086682811512 180:-0.5389882323588009 181:5.8936445593891 182:2.538027103973562 183:-4.712161353652482 184:-6.882495922920024 185:-5.496705122551376 186:-3.61672168382767 187:3.855890569259552 188:-9.990099221269213 189:2.68552473587904 190:-0.9182079358720558 191:6.605539812815895 192:9.219860876592485 193:9.019282214067351 194:2.017807255903806 195:5.061778252947456 196:7.44245429193722 197:1.283033760848863 198:2.373285440920026 199:-1.851602476063539
--1 0:2.260695356688442 1:2.598180598989712 2:6.024683194425501 3:7.352085024990298 4:-9.084141301661614 5:-1.486046304399736 6:-2.609736678315965 7:-0.8795608762388925 8:-6.264099649836893 9:-6.45468545527041 10:4.088327360065257 11:-5.565852148974566 12:-7.179399401042862 13:-3.256872330926983 14:-5.793440028111016 15:6.963098620394179 16:-4.116801097965261 17:5.597232515706636 18:-0.8544453203814422 19:-1.164302591062523 20:-3.224324811572232 21:-10.62127536371651 22:-9.530466700467594 23:-1.383543874437032 24:-2.012681338950029 25:4.078764344260581 26:8.243803112087461 27:-0.613298777525587 28:-8.566694211082387 29:7.8887809707061 30:0.08877258099292229 31:-2.227514629075626 32:-10.31945367108929 33:2.202701534003081 34:-5.28765193741899 35:-2.729645443040817 36:3.569052856524547 37:3.3513059677131 38:3.123520199746998 39:-9.029064947824006 40:-2.583353768915916 41:3.503049277105873 42:-7.720271154187625 43:9.318757154916399 44:7.335446246350976 45:-2.523753431081314 46:6.849830097591806 47:-6.497771612431583 48:-5.036375820956241 49:0.6253708761399834 50:-7.734294958456961 51:5.340554511507205 52:5.853472888779844 53:-7.134817325102828 54:5.243146647268904 55:3.056903944101056 56:-2.491272610275934 57:6.333806599915087 58:4.002003134312027 59:-4.405880452626791 60:7.330283748814177 61:-1.156202922883735 62:-2.874072739597905 63:-1.895833040122112 64:-1.343230463862071 65:-6.134317356049408 66:-11.48504092823211 67:-9.642619053755894 68:11.3293839825912 69:7.554407373034731 70:7.476379850660924 71:9.534623620632352 72:0.8677040180986449 73:7.29627173435349 74:-2.441832993008257 75:5.329728845465574 76:-1.327212649262894 77:-1.494915883087822 78:8.329732765384582 79:10.90621828155235 80:-2.266770278070958 81:1.806988013490889 82:-8.96948508759359 83:-1.910091502878176 84:0.6565910430378628 85:7.359313788724891 86:1.836405885757239 87:-4.993621732400515 88:-2.686998862204506 89:1.150818621380327 90:-5.463379989254056 91:-5.021332097466633 92:0.5170781397017167 93:-1.707359894124022 94:-3.752191942496701 95:5.584505157975896 96:6.749789245321447 97:-7.886866307679485 98:-3.640762797842773 99:-2.53388773517234 100:4.721580436250614 101:4.478390866923347 102:1.327613675203388 103:-3.316566224409186 104:-5.702681290616329 105:-2.203925904539945 106:3.056530605081552 107:-0.1385921732599594 108:-2.306010648794271 109:-1.937211243385063 110:5.923291719844752 111:7.702860896715801 112:9.194601314729063 113:2.254913908946168 114:8.005996871607209 115:8.917840412516938 116:-10.526316441786 117:1.789577359339565 118:9.448798724534893 119:0.5387196242157732 120:3.660497752970248 121:-3.008946152436821 122:2.452131999100002 123:10.00718639425707 124:4.346645964893294 125:0.2724043178604232 126:7.403143999029101 127:7.351893930760723 128:5.112220743670227 129:-0.3884920978051372 130:0.628146325178649 131:-2.005288580806026 132:-0.7473223611608097 133:3.5333775706023 134:10.4832754733218 135:-8.694856095515462 136:-5.691936516312605 137:-3.978682636229311 138:-4.040325498488586 139:0.1800913277149567 140:-4.513104967599969 141:4.448565468051988 142:-4.421149296765505 143:-4.168338732732342 144:0.8130954335214516 145:-5.681317285372421 146:8.330139125698617 147:-2.417303733881377 148:4.63445539880527 149:5.328530434547879 150:9.011367779817153 151:-8.905256494563552 152:-3.546730499210214 153:2.702706982290631 154:4.697043426830312 155:2.895470492466648 156:-6.820652785749813 157:2.044561531882478 158:4.609996651767338 159:9.363558497622794 160:-2.443021578290113 161:-1.986214287760712 162:-6.137666882827734 163:8.451026320786804 164:4.808789076191442 165:5.880557434531666 166:6.545029402911957 167:2.623140928302301 168:-6.396667771857788 169:3.436988687970332 170:1.332733713354628 171:-0.2251792035265539 172:4.176848489879571 173:-7.719353370889444 174:1.770962346842333 175:3.567924951230942 176:7.203202879628313 177:0.9124954833259213 178:-2.7547741498306 179:-2.605953749837798 180:0.09729460727425221 181:5.065004976426939 182:0.4456761870218968 183:-6.645480350828464 184:-4.519414024576603 185:-5.335470637332746 186:-3.40519110215688 187:4.123517569486448 188:-10.63617751900726 189:2.6345562492706 190:-0.8697890311612768 191:9.9304362140078 192:9.596697899394419 193:7.577881244388941 194:4.339269682738443 195:5.522282152751156 196:8.65877025329927 197:1.348450799515049 198:1.115448614006381 199:-1.621023330910315
-1 0:7.979098304164213 1:-5.531595948175785 2:-5.354957026639257 3:-5.447504491146475 4:6.328088675373048 5:9.901911582101258 6:-10.16349905502447 7:-5.121127983016576 8:5.85443600229278 9:5.420157427609419 10:-6.730344124737193 11:2.826661864639635 12:-8.33541740521683 13:-11.52743822063017 14:-5.86630642719147 15:2.284871482599891 16:5.168320470915869 17:2.848528269114143 18:-6.866742560728817 19:-1.555813876110208 20:-2.731316122149158 21:1.507601322612209 22:-6.976247496530134 23:9.33328859386892 24:-1.352642916144773 25:3.788432374700191 26:1.622877215596883 27:-2.500399417232639 28:4.227031437493173 29:6.026143467053114 30:5.353802795295966 31:4.288623034067247 32:6.524311538062364 33:5.114912444332437 34:8.731265881213814 35:4.516760039505082 36:5.88795407043989 37:4.631382747796426 38:-7.729537965163157 39:-4.325588850550333 40:-1.034211596703972 41:0.09194227836696672 42:0.06677914475566293 43:-9.462246109819288 44:2.134237421656755 45:5.710470672960415 46:-9.394008951618652 47:-6.544913082385902 48:-8.043736415103737 49:7.569373665995123 50:3.757857789392047 51:-0.558103779861872 52:9.472140696763734 53:-7.610300636144214 54:-3.21373232651166 55:-4.882877875703933 56:8.953832843511703 57:-9.982134911667384 58:-2.083766225827907 59:-5.111307806005633 60:7.395003506660291 61:-5.844693409076153 62:9.616819390262243 63:0.9367913908689961 64:1.732451305073387 65:-1.143760874872656 66:-3.70283751372463 67:7.686379551826677 68:8.089213521041273 69:-4.485044602944435 70:0.5349870529369314 71:1.440628600638717 72:-1.289284989967467 73:3.856907554181052 74:-5.99400651495017 75:1.798394122014566 76:2.330705399122693 77:-9.012180137404835 78:2.516573961252614 79:6.075991209564429 80:-4.366712679621628 81:-3.611836115293315 82:3.383123781188844 83:5.058756390805089 84:8.018567098339673 85:6.765429931206237 86:-3.386596778779705 87:-7.423801113816116 88:-2.804447624173422 89:-6.33771707782774 90:-3.501895886454175 91:-5.3023905354853 92:9.150003314650458 93:-8.574875972628368 94:-5.759715014101841 95:-5.748445656143464 96:10.31063931177905 97:-8.475418223128717 98:-7.745104375145919 99:-0.745207171235841 100:3.573799984379349 101:-3.470906986450537 102:7.798926774860673 103:-7.607604243334419 104:-4.239105326823647 105:-8.865108441297618 106:0.7857615819858382 107:-3.844327393966893 108:-9.296968058341028 109:5.258892170414824 110:9.50945471858695 111:5.036939388024453 112:8.070024239677721 113:-5.680630365964691 114:9.246609807043157 115:-6.267110318368738 116:-4.610232584949822 117:4.652374139343626 118:3.796899929230322 119:1.615455052694369 120:9.677503395112568 121:2.976678386813095 122:-9.116383308109755 123:-3.334310709560595 124:3.663412074861263 125:6.309880742101325 126:-10.26375413309671 127:0.3404926650243325 128:8.149359427368793 129:3.448382745449814 130:-2.592677512374337 131:-2.238505658305002 132:10.76535164971171 133:-0.7168953140488213 134:-5.722406843401144 135:7.135893723727437 136:-2.61908314693663 137:7.407785790508707 138:-9.096743808269066 139:1.296230489515206 140:-10.49873684874333 141:-6.450504665501115 142:7.81226985127533 143:4.673676330810379 144:-0.4273348034676023 145:-5.569752388800103 146:-2.018443783166984 147:-8.289609711710289 148:-1.177256552800003 149:-1.694343782364833 150:-4.17009580082255 151:6.107168237886951 152:1.483977235056467 153:-4.467847672493296 154:-9.533495600989292 155:-6.511020279521421 156:6.885993776289525 157:-2.426687226377201 158:-4.377383280892733 159:2.171870166683026 160:4.346206992107668 161:7.159495763688154 162:-9.400003859174699 163:2.849006863845596 164:6.818596645329137 165:2.406925616430617 166:-3.544362001163193 167:-6.464810370076679 168:3.33589535475613 169:-1.469933982326251 170:-8.613816620532448 171:-9.31815753724481 172:-4.729836693423841 173:8.653814082511317 174:-3.326433244211169 175:-6.394519052598783 176:5.267745397326301 177:-3.371682787231553 178:-3.288644119431384 179:-2.930478362045378 180:2.092119677541565 181:6.228277828140485 182:5.428258260088844 183:-0.2136271745279871 184:1.721229880480899 185:-5.130186835459693 186:-4.142698178796701 187:-1.810880537096483 188:8.227817458448699 189:6.480990071209563 190:-9.315075948545484 191:-2.566227334930854 192:6.181012505219127 193:-4.871477087672374 194:1.864206482156457 195:-6.027318070102188 196:-9.3460296856013 197:-7.241291203479236 198:-5.306884926838665 199:-6.187705489737925
-1 0:8.658557973164601 1:-4.429178366965934 2:-4.060841312356168 3:-4.870266409613363 4:4.585530306384878 5:8.576705853128979 6:-8.176955949669221 7:-5.751938459435333 8:5.576748246650118 9:7.492861986919262 10:-7.63970806080294 11:2.501645213004682 12:-8.790282427949812 13:-9.55277410264264 14:-5.552910967367633 15:4.932665637598636 16:6.443642176869528 17:2.708616709215245 18:-6.86975443301975 19:-0.8375441838199446 20:-2.928245788757698 21:3.320956601468962 22:-7.866908043562256 23:9.357383975436662 24:1.316116407533585 25:4.135576279872813 26:1.359922404701911 27:-1.003554680958609 28:5.179119885335404 29:6.498971144803567 30:7.416052939437672 31:4.575153095286129 32:6.74479496366681 33:6.93100407159387 34:5.88574268490912 35:4.19112517070324 36:5.656778350980726 37:7.464401223693633 38:-8.056240027059891 39:-4.45740089414151 40:-3.200326095716612 41:0.04144708235272193 42:-0.1354681343566244 43:-8.656791366269763 44:1.376270853873258 45:7.015243556027354 46:-9.497174355643674 47:-5.049609353269698 48:-5.862958978222752 49:7.747225466250447 50:4.621412068118507 51:-3.634929430451453 52:8.210797630057336 53:-9.05521935999964 54:-0.4413465637611063 55:-5.44181876354333 56:7.245396937834711 57:-7.885419392052804 58:-1.864225648505711 59:-6.082723773228709 60:8.138329733316725 61:-4.220977616560751 62:9.471449717876373 63:0.4480519870066145 64:2.337331142418662 65:-2.4677537090285 66:-7.572203037736074 67:7.510917305762546 68:5.959107470603782 69:-3.237173562054328 70:1.506304868222941 71:2.459958041411619 72:0.2214638331869265 73:4.619427751557325 74:-4.949505666408808 75:2.545180837124959 76:0.9191662453399805 77:-9.879304283211505 78:1.55171266100108 79:5.93006140992552 80:-7.037270060855287 81:-3.44847249549348 82:3.491549692893277 83:5.979959101742119 84:7.265077599450008 85:6.186406548984571 86:-2.832903438993419 87:-8.417113853539508 88:-1.312402293377331 89:-5.198335326398899 90:-4.622145330162475 91:-5.428393455596738 92:8.488144207720085 93:-8.604309277194098 94:-5.655638606256902 95:-7.383831731435247 96:6.982185408523577 97:-7.759146589470046 98:-6.412804189525875 99:-0.9402060351492822 100:5.480301773426317 101:-5.51915434117088 102:5.683707375171042 103:-6.570588861102763 104:-5.62229547745999 105:-6.342394211016841 106:1.396278107585445 107:-3.020075989638388 108:-9.608741146982814 109:4.463181518270082 110:9.769895162148721 111:6.140183116953581 112:10.14366555369453 113:-6.72312669569088 114:8.496562361213265 115:-9.985998798378077 116:-5.01562811005055 117:3.13145682434306 118:3.529802900908293 119:3.95663520625049 120:8.773874708386804 121:2.627209811463566 122:-7.420286166813727 123:-4.754060450666936 124:5.864294543843345 125:6.780832892156677 126:-9.664919426507247 127:-1.767477153404478 128:7.167535211198194 129:5.155529961254453 130:-4.325822802549635 131:-2.115786363171921 132:9.192553387067223 133:0.5586446958646871 134:-4.040153259501214 135:5.207293442802275 136:-1.376522703706909 137:5.448921174824809 138:-4.631974578711203 139:0.5788593991052039 140:-10.49481766490403 141:-7.899343345079597 142:6.005173056147643 143:3.410503681325022 144:0.9187360963484109 145:-6.681142297213181 146:-2.406256520086986 147:-8.404451077525653 148:-3.597586027433118 149:-0.2133618201598968 150:-4.700454552256044 151:3.987547356637616 152:2.296645959871096 153:-5.620852568418011 154:-8.603810276958448 155:-8.093502488603313 156:7.852843962344548 157:-3.19100638448707 158:-3.945227751305012 159:1.597866235725879 160:3.078788182614042 161:8.370712198685482 162:-9.137645667559045 163:2.346748335674099 164:7.084178149750329 165:2.762264472291211 166:-4.4069923377537 167:-6.455642292935482 168:3.037008492343422 169:-2.38877198586706 170:-10.09041506396474 171:-8.341894785876296 172:-5.369631043083376 173:8.449858200055861 174:-3.160065202713983 175:-6.927439713068386 176:5.183943433792171 177:-2.773535813469798 178:-3.265765942966762 179:-5.664754114613123 180:1.707001070288536 181:6.90752018968128 182:4.673116537953768 183:-0.2745575726220791 184:2.563038203000776 185:-3.829140684360931 186:-4.450363736258026 187:-3.20736502054479 188:8.226580145034388 189:6.770660280053526 190:-9.503825003817255 191:-3.661202294638159 192:5.490633015493589 193:-6.384519289559289 194:1.732332265195829 195:-8.735917711065117 196:-9.427653063813127 197:-7.750601071520689 198:-3.57025840684677 199:-6.542808851855503
--1 0:4.344738635832362 1:4.769731436849182 2:8.348000745626408 3:9.052926982078146 4:-7.493607371876969 5:1.476397992019072 6:-1.324781065751186 7:-2.746474885565428 8:-6.554795547904581 9:-5.616001397525475 10:7.10100857804482 11:-5.96077424603867 12:-8.654279793950456 13:-5.977019936430166 14:-7.761867489753646 15:4.500555257787558 16:-4.474025040869575 17:3.705676566263465 18:0.04658122821409633 19:-2.571715430493381 20:-1.537257925061258 21:-7.723971433654095 22:-10.08081047602709 23:-3.565384600723555 24:-0.9864427521463197 25:2.130916275666075 26:7.657483538275859 27:-0.5496944084715941 28:-9.101572613776513 29:9.618725914053542 30:0.08094258976745183 31:-0.1916603357314723 32:-9.910184568160338 33:3.617249449447973 34:-4.034682079027715 35:-4.463529497964156 36:6.056380422721135 37:5.658182699762708 38:4.441332230898199 39:-6.349494494972065 40:-3.658810631752704 41:4.273569779225538 42:-7.720116401934556 43:8.702492044925352 44:7.28894431106079 45:-2.579580543013126 46:6.450632734860464 47:-8.122744095383016 48:-2.413784475905272 49:1.181805570279083 50:-4.166356506513965 51:7.186812534318433 52:8.425819405331501 53:-5.406104381279738 54:7.887583642822602 55:3.659936793827511 56:-3.46978230806678 57:8.090921146606586 58:1.677383459649029 59:-2.657867983529673 60:5.799984811851968 61:-1.890352534641826 62:-3.206196335169009 63:-3.072953695417989 64:-1.169986779326135 65:-3.400587370424024 66:-8.801532743870766 67:-7.835263861671574 68:10.5192706841473 69:7.347833769284117 70:9.725857121476896 71:8.800615183966586 72:1.45477425563242 73:7.658077282618729 74:0.2511973333175767 75:5.679089787879382 76:-2.104376523851776 77:-3.147428501569657 78:9.484145989531244 79:10.87770545687264 80:-2.224184343290127 81:2.243429063017 82:-8.261437660275398 83:-0.7324897549316038 84:0.9585203808551435 85:8.299720629797202 86:2.68492839801447 87:-2.483911251065746 88:-4.414810889494972 89:2.408870943517814 90:-5.505080556739441 91:-5.172458895953003 92:1.771668664375745 93:-1.216947866457706 94:-3.149529964660747 95:3.74747337368439 96:6.7740833966536 97:-10.06680793636981 98:-4.597879127401025 99:-5.215201757885401 100:2.686800557769851 101:3.997786667874303 102:1.195459875948819 103:-1.002238895385428 104:-5.940004441873721 105:-0.7524914414799455 106:2.042694550141468 107:-0.1703803169898513 108:-3.128324262915188 109:-2.207958814089408 110:4.517995789828759 111:5.920243743390991 112:7.886337878895224 113:1.971841926070565 114:8.406408788323541 115:7.702632244632013 116:-9.815374839674291 117:1.56636270900925 118:9.3740376538017 119:2.39499583455184 120:1.8653605301125 121:-4.931680540501794 122:3.180101613023299 123:10.44239586269479 124:3.413951501001173 125:0.1536504808823785 126:6.010790082485794 127:10.97442278225067 128:5.498175965293415 129:2.698615671667921 130:1.623519193913795 131:-0.4538423968376828 132:-1.536312741926827 133:2.595533192330966 134:9.977441175715075 135:-5.854542820849572 136:-3.605313300371108 137:-4.478016499585856 138:-2.412376707829072 139:-0.5401500438901339 140:-3.713694770665811 141:5.208109293641881 142:-4.079719893069596 143:-4.944351252575405 144:-0.01626230953796237 145:-5.291899957940952 146:6.937497231700411 147:-2.363603997770686 148:4.182762602458515 149:5.230308829936357 150:8.50487566278686 151:-10.28590585586056 152:-3.181591362141624 153:3.120434833784114 154:5.037163055700715 155:2.339900569745642 156:-4.874487018483279 157:3.288327853571374 158:5.47193262430587 159:7.93127586615283 160:-4.751476188750431 161:0.1931123358889066 162:-8.122131412579545 163:7.180823720811274 164:6.58767249389031 165:7.642436909986346 166:7.713438485321547 167:0.7610181964068816 168:-5.999726779335731 169:3.432000739805785 170:3.154165894551077 171:-0.8802068774399761 172:5.668962203191771 173:-7.118280527029283 174:0.5158487384428656 175:6.238676401788631 176:5.567166812150184 177:2.301827172806215 178:-1.490063702421892 179:-0.6725089336129489 180:-2.012545284662211 181:4.47448982080124 182:3.000989069520554 183:-5.186381573555408 184:-6.882049572495462 185:-5.077142438535041 186:-3.439240723643426 187:4.587098145920076 188:-10.27779339993049 189:2.334444540133665 190:0.9637866528475046 191:7.202983709212596 192:9.232325730903764 193:8.019491149960388 194:1.388585949695537 195:4.805057438758523 196:8.359472372432226 197:2.833087162435204 198:2.91547847559588 199:-1.304318616721408
-1 0:7.676959845851314 1:-4.64795079289993 2:-5.270016445060825 3:-5.412630640846293 4:5.842296652572123 5:11.45858532248107 6:-11.09573850231102 7:-5.038729315162278 8:5.672229910641203 9:5.542982988203518 10:-5.83981945060202 11:2.162671170126852 12:-7.421953542434207 13:-9.229486996053375 14:-4.439902029142148 15:4.937980214961123 16:6.819987971060833 17:2.155452333316792 18:-6.679250500191078 19:0.1958259557388635 20:-2.276065265093723 21:2.336867000288851 22:-7.052417710535696 23:8.634287901800739 24:0.5617030695693872 25:3.339924366807193 26:0.843541008081392 27:-2.189953654502251 28:4.819380208546468 29:8.332510164489801 30:4.987056253532643 31:5.157208675944871 32:7.173496905261224 33:6.292177996585875 34:5.620677612498435 35:3.609668868624075 36:5.904994290673643 37:6.487280267948044 38:-8.354388990900304 39:-4.227438359612078 40:0.3077252648789537 41:0.768813497575763 42:-1.571346795933594 43:-10.78302636720139 44:2.000873358959313 45:5.69080369662352 46:-10.30828956494138 47:-3.539184084524593 48:-9.355534830410825 49:7.235426766477361 50:4.321036867455252 51:-3.11874897360128 52:6.353611425411438 53:-6.863358416084829 54:-3.300912031119275 55:-3.648120702291534 56:9.687874241961557 57:-7.772317497368341 58:-1.624666025282665 59:-5.530892414003041 60:8.46084137607941 61:-5.905161125638103 62:8.562656883702543 63:1.177965196144801 64:-1.296138576904255 65:-2.946740189149944 66:-3.575432395055957 67:7.245741425530714 68:9.844291776927887 69:-4.376126476552757 70:1.228483028904088 71:3.025319435349812 72:-1.255545207008389 73:5.553356078590782 74:-4.059865538781836 75:2.951920094429991 76:2.809700592121205 77:-8.256417222202639 78:2.095517096986142 79:5.604420828189175 80:-5.772907926751546 81:-3.726020119956435 82:3.354286435911692 83:6.419095576988508 84:8.542773590398211 85:8.113897474365906 86:-1.849871137378984 87:-7.109630511978932 88:0.5617017349994089 89:-7.404027511803572 90:-5.632694679539186 91:-6.630091193350253 92:10.08332755582523 93:-9.556275985936747 94:-6.416586874074836 95:-7.567733175307145 96:9.84213985774538 97:-7.577468062549658 98:-8.158401145329686 99:-0.2842788179108016 100:4.463439783547702 101:-5.893468038442043 102:4.598077712702323 103:-6.308247942943557 104:-5.96291298495913 105:-7.307708458027833 106:1.068085843346338 107:-4.265592355702905 108:-10.06207339540888 109:4.044515104904027 110:8.607262407196899 111:6.242755100627114 112:8.488665994473349 113:-5.677323430674337 114:8.590429160794081 115:-7.831206745869964 116:-3.067578111510242 117:2.324548149336632 118:2.552811808035968 119:2.203037773373031 120:9.475148929541634 121:3.630621545069293 122:-7.41740143678525 123:-4.103914320133504 124:4.496620659939945 125:4.532203377134183 126:-8.656728582298802 127:-0.8311193566064689 128:6.758399962022713 129:7.151410044213827 130:-3.735258397635502 131:-1.952324579490616 132:9.868010751446629 133:-0.647698674473518 134:-2.886881145964536 135:8.935324685679015 136:-1.077023486736964 137:5.915819848986486 138:-8.668925289336288 139:0.3938651623972375 140:-10.70349524450695 141:-7.056031319241093 142:6.678522577778291 143:3.360920719170366 144:2.006297906246235 145:-5.677959131738458 146:-2.701603681721519 147:-8.345434390249608 148:-1.132616039477826 149:-0.5960287248992011 150:-4.890780130367315 151:6.065747206958404 152:3.139836624158237 153:-5.092771961071969 154:-7.701184405811688 155:-5.225530473026721 156:6.52779046498676 157:-0.4303711585131451 158:-2.582348995697016 159:-1.048730983895578 160:4.489799100439748 161:10.02130852233789 162:-8.41845655082477 163:2.542880047474636 164:9.350224611397401 165:1.686492163579584 166:-3.847875347072503 167:-5.974479396050669 168:2.676729781476619 169:-2.360547666649868 170:-9.957684044825355 171:-10.17625337829335 172:-5.998278173688516 173:8.080060143353359 174:-2.486193447806399 175:-4.827901093585329 176:7.279098623884157 177:-2.045552028052098 178:-3.191921481681598 179:-4.062275411163736 180:4.524522581481168 181:6.607639658114167 182:4.850329777281377 183:-1.754296950667151 184:3.479412939987643 185:-4.364913924454062 186:-4.707403561001437 187:-1.191320810287959 188:9.760751609343991 189:7.660401642587487 190:-10.31870852834212 191:-4.762492045589395 192:7.836067734900001 193:-5.798773622782237 194:-0.1981174102925782 195:-7.360557127812169 196:-8.339563932100148 197:-7.453934087150249 198:-1.790959494944057 199:-6.751625964360043
--1 0:3.035712278936645 1:4.637701517637781 2:8.9635965799564 3:10.43023631509054 4:-8.368685478657635 5:-0.3351136099987387 6:-4.052128639673375 7:-2.927709623272125 8:-5.993366548705369 9:-3.918127133487062 10:9.37523220881306 11:-7.191596012971185 12:-7.632613149802301 13:-2.877916798356606 14:-7.054885225309233 15:4.382001284909172 16:-3.080926591905473 17:4.643261082078947 18:-0.6608623213098652 19:-2.217493817805346 20:-1.9534292801317 21:-9.631118991733496 22:-9.677252634777824 23:-1.906108447859667 24:-2.934695859882088 25:4.865465656968834 26:9.310877480249243 27:-0.8386084203719487 28:-9.285898773015813 29:7.970544027628009 30:-2.34292887282539 31:-3.158109134291394 32:-10.06672906499905 33:3.074745731368111 34:-5.330278815993608 35:-1.974346472750582 36:6.628229850325316 37:4.849932175003135 38:2.328053358714724 39:-9.169614035856942 40:-1.935376938049551 41:1.249926317710163 42:-7.334189444624502 43:12.16187177699568 44:7.895249142677502 45:-1.348963835290209 46:7.495799650799562 47:-8.404743213697792 48:-3.839309421552052 49:2.079538579111792 50:-7.197969376964058 51:7.278109949213872 52:7.285138630605877 53:-6.993650544064156 54:8.333646090982661 55:4.285368037043588 56:-0.1632558282815353 57:8.563818786055524 58:3.254807189591654 59:-1.121787863657686 60:6.555828989781544 61:-1.165377267587448 62:-4.103252021261709 63:-0.55892503025192 64:-1.284257715227235 65:-4.49751689250937 66:-11.02981741218414 67:-8.751864518963059 68:8.141808320306659 69:7.304329498968539 70:8.860121631945987 71:8.830140212259785 72:0.5902021381226512 73:7.473245676878431 74:-1.058137119109519 75:4.540154885385104 76:-3.727839484279724 77:-1.291140058765812 78:9.113195582640634 79:9.280522022906176 80:-2.5805165188836 81:0.4356105252201385 82:-7.491388397065769 83:-0.747888382391916 84:-0.062102654492736 85:8.177299450041348 86:2.824915699912926 87:-6.52760451860489 88:-4.179719517300798 89:0.03378909287127019 90:-5.461028730599458 91:-6.351247562973425 92:0.1532120319434358 93:-2.193903321113504 94:-3.79634043729408 95:3.282347825598436 96:6.193497592074513 97:-9.436759040625459 98:-2.61226463542908 99:-2.496994725833496 100:3.069918603915344 101:4.909907846738464 102:2.485411291762273 103:-2.264719561231614 104:-5.368526243340844 105:-4.060997452721351 106:1.547502969918721 107:-0.7636385269134157 108:-1.174383796435624 109:-0.05855787415703895 110:5.100115048306761 111:6.283964318028489 112:9.201638613563878 113:3.182150245585657 114:7.282638279912902 115:9.402306114864592 116:-8.142230862952333 117:1.424305170479852 118:8.304452604330395 119:-0.154494565523052 120:3.601029186932413 121:-3.266532114448108 122:0.9658229899578792 123:7.456046604857161 124:4.665767686799159 125:-0.615550206254344 126:8.079270630362023 127:9.609112934620306 128:7.375146250493032 129:0.6476193268206116 130:0.6849726888223154 131:-1.515199168667868 132:-1.314176453550947 133:1.773345628309771 134:7.867392277907966 135:-8.620950364220782 136:-2.601336458859117 137:-4.46813971051731 138:-2.078138199579781 139:-1.77630111042707 140:-4.094715855854728 141:4.802546530951961 142:-0.7092904157351614 143:-4.877777036513412 144:0.1562040703581925 145:-6.615171736577806 146:8.212492857293105 147:-1.694474838212308 148:5.815341389995456 149:6.838519007468672 150:7.055687374925655 151:-10.58139483431639 152:-3.924212877873403 153:4.819109112083853 154:4.887812104836136 155:1.943664855861452 156:-5.026016544151064 157:2.572485041674863 158:3.907666895961326 159:8.884007282021411 160:-3.109523854633125 161:-1.597986194619493 162:-7.120833838140477 163:8.275665438097606 164:4.819572410013397 165:5.759763406941452 166:7.790556008457284 167:-1.35433490689075 168:-5.581059498130334 169:3.449584805427012 170:3.036536580951477 171:0.2097421547869293 172:4.589009337136289 173:-8.696460388954572 174:1.829006227774301 175:2.679361068732429 176:5.751149150402505 177:2.863192823050183 178:-2.977392990066597 179:-3.280838575787529 180:0.2744605435112023 181:5.868010470191198 182:1.279645233179963 183:-5.059576004118351 184:-7.485531206256492 185:-6.352256301062461 186:-2.231753024642091 187:3.470360445486259 188:-10.11140153919026 189:2.008845599385751 190:-0.7036929368941274 191:8.92930989840205 192:8.509144679966317 193:6.726501205107339 194:3.520548799919858 195:4.444645068974843 196:7.828446904271446 197:2.60804131142389 198:1.352497538362079 199:-2.19374291125061
--1 0:3.275894921476245 1:4.235592174432084 2:7.877511739325032 3:9.416427592764027 4:-9.240492789108266 5:-0.01957713245467821 6:-2.166894513113894 7:-0.5119368258961705 8:-4.703450437293176 9:-6.403595617988207 10:7.21521972066537 11:-4.800324814620857 12:-8.358931889045152 13:-3.562661391113178 14:-10.02591965787578 15:5.342537246697484 16:-4.85515201950593 17:4.751821927628396 18:0.8377399675660759 19:-2.853031360991007 20:-1.360092014199343 21:-10.4044789697534 22:-8.864411602717867 23:-2.974723783784635 24:-2.464044352580334 25:3.738331024545577 26:8.139987580107176 27:-1.059101451614318 28:-9.859479701192459 29:7.177531095206445 30:-2.343709535051186 31:-0.7404880010232362 32:-9.594392718654007 33:2.562134617003718 34:-5.267601406770321 35:-1.747787590781848 36:7.213610694182641 37:3.833391011851297 38:3.098103162210768 39:-8.573147422070688 40:-2.183357624044298 41:0.76089970161728 42:-8.261939391782487 43:8.852964547394938 44:8.137728969264515 45:0.1945427225393246 46:6.494785994353261 47:-7.771976801230133 48:-3.297983927115111 49:0.5008255350379491 50:-8.016530959478462 51:5.178276511919329 52:6.63474948464605 53:-5.870376211109098 54:7.877283393108166 55:4.12031069323384 56:-2.22071847982218 57:7.192968528614177 58:3.036768569481654 59:-2.83126811228121 60:7.082732731397715 61:0.09668741769549349 62:-1.424770204681124 63:-1.708257215977331 64:-2.521137233359823 65:-3.78285059046603 66:-9.573369146058017 67:-7.831011108269007 68:10.61676119636263 69:7.886226447681965 70:8.467823512418796 71:8.909968605832862 72:1.759307431089804 73:7.705063552171222 74:-0.3045525942093428 75:6.401930301495883 76:-1.886614233163668 77:-3.688178267440813 78:8.331045204430188 79:8.350780166579323 80:-1.483987869509393 81:1.028299552872969 82:-9.506340381613729 83:-1.406229892056793 84:2.00494800476949 85:6.410016402751354 86:2.67718434073517 87:-6.204645956041191 88:-4.414661255951948 89:-0.6595460020139798 90:-6.4768402427627 91:-6.058255924218033 92:1.565745553771876 93:-2.433005883499472 94:-4.747036925196364 95:3.056740465674023 96:7.302337779057151 97:-8.348196658406291 98:-6.070000262560342 99:-2.813993093694502 100:5.189767985801109 101:4.236657796683663 102:0.5057054538373409 103:-3.185982641799348 104:-5.969299864126706 105:-2.557108248075304 106:0.3191562261279068 107:0.4284341637472522 108:-2.073691856354418 109:-1.418580267551036 110:5.656962080881965 111:8.028412618839859 112:9.941981850818037 113:2.018214555745575 114:8.477890959820717 115:6.629474535961177 116:-10.52647356600849 117:1.431092711247662 118:8.874261643521027 119:-0.5348394182927705 120:1.568122107438563 121:-3.342338958135293 122:1.869099491379422 123:7.976145888578394 124:4.220680822408014 125:-0.06867545502955835 126:7.97818432178051 127:8.233703236716071 128:5.929581202788175 129:0.1330086609681195 130:-0.9709933607241039 131:-3.356749215127197 132:-2.351568819790077 133:3.886877136635817 134:8.957329386156292 135:-6.427376289927784 136:-3.128099761820312 137:-2.394873966694509 138:-3.905967456050658 139:0.2334862890244578 140:-4.018712112315006 141:5.341998363506596 142:-2.119840762771568 143:-4.196793289272894 144:0.1239702112813929 145:-7.337915330324046 146:9.093001251275606 147:-2.9162548885001 148:5.333415919520878 149:5.418912973521432 150:7.24317633750622 151:-9.421433682571589 152:-4.667791356422428 153:2.622994391916998 154:4.176670522286912 155:1.657591119070432 156:-4.009317710935038 157:3.623049649351477 158:4.225029598892937 159:8.088956312781754 160:-4.540994980115311 161:-2.178780436091191 162:-6.776417798622671 163:8.314084495965348 164:6.282830433757251 165:5.833036945660586 166:8.136486251885456 167:-0.6640892075069758 168:-5.971232583053098 169:4.793345652692954 170:1.954317179800884 171:-1.911819379520365 172:5.834180539010452 173:-7.749667884563745 174:2.294799092449463 175:4.147321955169051 176:7.167830538762725 177:0.3509507094909428 178:-1.598304265330549 179:-1.339389910997719 180:-1.111654133325645 181:5.306542820047926 182:1.923476040922997 183:-5.775286903508907 184:-6.423014090650841 185:-6.724937629187102 186:-3.03727516450417 187:3.797971051806031 188:-9.672991369943034 189:3.359455942174586 190:0.5560488544226287 191:7.926587288471733 192:9.915983906930775 193:6.301412908947468 194:2.712272674507838 195:4.396838483412174 196:9.576827648933081 197:4.364211591526892 198:2.180629045584582 199:-3.53332051284749
-1 0:8.513674553243206 1:-3.509195213630799 2:-5.427350954663804 3:-3.704152296302005 4:4.679794150769335 5:9.886714791908563 6:-9.513617550485442 7:-7.362238681982546 8:6.29354663697319 9:5.792658867677377 10:-7.601377378070048 11:4.429563434743979 12:-7.524700263738804 13:-9.804228098964321 14:-6.52070915348214 15:4.752734039228427 16:6.496244301534613 17:2.430462644847808 18:-7.414978275188655 19:0.4829095236006629 20:-2.349979309372396 21:3.515546825878494 22:-5.445464268174497 23:9.869516036866621 24:0.1034162597730763 25:3.421888405280483 26:0.0762819273133637 27:-2.547909136295386 28:3.884339112896427 29:5.919240027576448 30:5.817973346866413 31:3.052482026125023 32:5.841068527438932 33:4.31442608095567 34:7.530097188851303 35:4.392525900175818 36:6.631531760052694 37:4.815829356554804 38:-7.436814326923379 39:-4.066302933760214 40:-1.543203501002822 41:-1.285937867765598 42:-2.180731645655128 43:-8.254439516208997 44:2.160430763958043 45:5.826705302279448 46:-10.23353327486929 47:-5.392974162865095 48:-6.692777679573844 49:10.09234328027374 50:4.351415256782909 51:-4.505576048719889 52:6.310207653511589 53:-8.107157788129507 54:-2.255497051595709 55:-2.896714282687635 56:8.220727102959506 57:-7.545107506438607 58:-1.511682225271508 59:-4.627231681938156 60:7.049213262036258 61:-4.82169171927438 62:8.899753905729654 63:-0.6728697016958762 64:-0.4779877792412395 65:-3.33884520482421 66:-5.961041053644665 67:7.273804791774644 68:6.509599291777641 69:-5.283617577957344 70:0.1814269784349446 71:2.583603509780578 72:0.4373760049820561 73:4.161371253738326 74:-4.996202420044167 75:2.958254136955285 76:1.012811637042174 77:-8.565983656690147 78:1.918039660333075 79:6.137875487250087 80:-5.081358377259787 81:-3.517157362043435 82:2.706375416859784 83:5.390416404611262 84:7.338460613609687 85:4.876063692241376 86:-3.655028927403796 87:-7.831124744954533 88:-2.911902724206597 89:-7.806531635727238 90:-4.497123840757879 91:-7.316680786501969 92:9.121782324185778 93:-8.416695027715885 94:-4.803916573442383 95:-8.43295606097584 96:8.977932458860924 97:-8.210887474396774 98:-7.682954932804111 99:-0.7275710193041165 100:4.978726337744353 101:-5.017234283821733 102:5.81696630814965 103:-4.322539277855022 104:-6.324728094660723 105:-7.39458761098956 106:0.02522448097191976 107:-3.643992635436888 108:-9.604926197773676 109:6.245523135032269 110:8.299413285570008 111:5.591729500650391 112:7.210286719112228 113:-7.061940835323574 114:10.43044224579578 115:-8.154007597721176 116:-3.287588555918776 117:3.083238032241687 118:2.625475637134618 119:5.143111510411773 120:9.825427657484202 121:1.467431874811573 122:-6.576847781891193 123:-1.933667074122831 124:1.816752215340806 125:6.878677791813033 126:-7.930144763268577 127:0.5892912657226861 128:6.137826853430538 129:5.209176696155693 130:-3.252890191899279 131:-2.328085726195164 132:11.22101828371643 133:-1.764574382857207 134:-2.630420639110623 135:8.671359539055931 136:-1.456412259395543 137:7.656928511917185 138:-7.77393904209013 139:-0.9719012421843822 140:-9.932365892875612 141:-8.355106893760322 142:6.34361590726972 143:5.804095876355195 144:2.67345078261416 145:-6.324662034425993 146:-0.775082691618751 147:-6.314431364152496 148:-1.690505718132308 149:-2.071185729555907 150:-4.283893932805449 151:6.087999961443337 152:3.512450915890792 153:-2.917408226576832 154:-8.965009022512396 155:-5.63145602207759 156:7.446826438529345 157:-1.936113151182708 158:-1.206097728080929 159:2.869836987753977 160:3.854707268624225 161:5.060765026443633 162:-9.377734755310716 163:3.026349916927252 164:8.993546142699904 165:2.156697340621482 166:-4.115221126200145 167:-3.81051771798157 168:2.737973830256224 169:-2.399853164102455 170:-9.096788846914842 171:-8.948563618483114 172:-3.536791149304603 173:6.945509909560306 174:-3.399809724198537 175:-4.182900395101155 176:6.526228634994021 177:-3.633090849116074 178:-3.600386375104356 179:-3.840227418776033 180:2.166005838766598 181:5.335678790075107 182:7.42497464473767 183:0.2558577605192413 184:2.827934929450829 185:-3.990493140608686 186:-2.876971036400697 187:-2.448972633000967 188:8.61427092122301 189:5.490606569519364 190:-10.07737199347474 191:-4.355202092762083 192:5.940438968092052 193:-6.252992525891273 194:0.1067226499061368 195:-8.95830144338511 196:-8.244216876562968 197:-8.101301169195349 198:-5.143649022830528 199:-7.58846346292237
-1 0:6.65786867175331 1:-4.96329779012565 2:-5.084530301451319 3:-3.428264234576603 4:5.136355285518087 5:7.982421491459377 6:-10.18140176356077 7:-5.752172805588672 8:6.283317062070884 9:5.541500670192418 10:-8.368193027402453 11:4.694178883089475 12:-10.21139051098339 13:-9.982476844437192 14:-5.108770149598284 15:3.272219822359129 16:6.969448252929466 17:3.781523484394899 18:-5.941400161206251 19:-0.9399103547503751 20:-2.70900400653703 21:1.677739581573837 22:-7.102386528325332 23:9.565698608624183 24:0.5642952308652608 25:4.268516231629325 26:0.3514014119321996 27:-1.055848370605281 28:6.970718974836882 29:6.335189091077797 30:7.997342283979796 31:3.612842775043503 32:7.016896107163279 33:7.464745150212194 34:6.077115037714002 35:3.371739468161747 36:5.312012844510015 37:6.061430633755951 38:-7.293691806637053 39:-3.797402115529825 40:-0.3240052661717486 41:0.296668683286377 42:-0.2161641296368126 43:-8.632130650476274 44:2.859250625292272 45:7.38603257151262 46:-10.46683129382162 47:-4.550233546418025 48:-5.69426008238932 49:7.932273635212184 50:4.35780570510885 51:-2.792094380639717 52:7.891524922268152 53:-11.28534683547414 54:-1.760342073516317 55:-2.406868095251648 56:9.189901095610365 57:-9.334776460982667 58:-1.780954382429231 59:-4.98711924956989 60:7.460308622225605 61:-4.236015053965177 62:7.348045740979838 63:2.477539663737856 64:1.870563295051259 65:-0.3183383034328933 66:-4.335744029472009 67:8.854521461974034 68:9.671875986499694 69:-3.979348323123056 70:0.3243514267387533 71:3.196331608353252 72:0.07058386559921059 73:4.45186948178157 74:-3.792161262323696 75:2.40294452770958 76:1.075970538917462 77:-10.02966592308428 78:4.429262738432669 79:6.470385979580505 80:-6.17531128980205 81:-2.194186345129624 82:3.035703940310031 83:7.175210375510414 84:7.302701048908406 85:7.158612281828404 86:-4.536245558314969 87:-6.862802435421406 88:0.8979355020210817 89:-5.495914562970929 90:-2.208206047908595 91:-6.553146395831148 92:7.99369681695354 93:-8.085837565675854 94:-6.02018091983052 95:-8.729008127256634 96:11.42535400949855 97:-6.852607913897027 98:-8.369311894562591 99:-1.771907482460769 100:4.20999936901883 101:-5.674054025222433 102:5.090865436370185 103:-7.445555358798344 104:-5.323595143245168 105:-7.68690489593025 106:1.8025051249235 107:-2.590901621605255 108:-6.847369817638519 109:6.586710898158006 110:10.24983014770919 111:5.536774638745754 112:7.469803865131361 113:-5.874594059315765 114:7.702035120294475 115:-7.811307659729321 116:-4.14016404176798 117:4.665453531701671 118:0.8538930936575397 119:1.90592815716404 120:9.445057706741167 121:4.948862921271594 122:-6.995782119291015 123:-3.114339237505664 124:3.970967716385171 125:9.41116591062638 126:-6.813934797757785 127:-1.004494250474172 128:5.06067748071523 129:4.859348372668463 130:-3.176425962245383 131:-3.294134413021823 132:9.639882657562511 133:0.2450037894341361 134:-3.949009719261675 135:8.016958307423835 136:-3.270612573183309 137:7.901211619380567 138:-9.101458075106288 139:0.6950921956326657 140:-9.509317523472157 141:-7.636001266565713 142:7.589746271313548 143:1.835098443385462 144:1.646041807483677 145:-6.557292347093538 146:-0.9882589176593944 147:-6.748807848563441 148:-0.6857226895355234 149:-2.21150564380197 150:-3.289439382564921 151:4.775770298416063 152:3.016889763862287 153:-4.59824778415369 154:-7.113415676678859 155:-6.716896508369738 156:8.275557665172567 157:0.3974275656194326 158:-3.108919870700491 159:1.206606813439979 160:3.049348199528773 161:8.213531125483117 162:-8.620793628980289 163:2.626865772835401 164:8.253188402742371 165:1.594451427689073 166:-3.900581490828548 167:-6.46899628551814 168:3.46944685670875 169:-2.294290373973919 170:-9.632829490353007 171:-6.53413213378894 172:-5.216008600795785 173:8.613774896760045 174:-5.602599868081704 175:-6.521270629524395 176:7.070196899822316 177:-4.17490445478348 178:-1.882722504266365 179:-5.017608691187847 180:2.427880709922936 181:6.259597571377126 182:4.698810475711127 183:-0.3302586735514049 184:3.057644146892398 185:-3.986367335083579 186:-4.997730507020091 187:-1.923927003144705 188:9.220534078467196 189:7.301201908717609 190:-9.959555870201331 191:-3.064852009294043 192:6.144147631566813 193:-6.16641924512091 194:0.2167414439844494 195:-7.645892250896822 196:-9.305382814996047 197:-8.224497948820826 198:-2.488036827382076 199:-7.164593705470881
--1 0:2.863641186059925 1:4.815705806855962 2:6.223128796734249 3:9.683126091809838 4:-9.412297399175634 5:0.9249089088317788 6:-4.138091077440753 7:-3.064192678119655 8:-5.995580763028792 9:-5.493157586191916 10:6.50962600635076 11:-4.473787146482415 12:-8.283101691576789 13:-5.066076728895704 14:-6.743722815613361 15:4.400956146427812 16:-5.810829861308443 17:6.254837538071987 18:-0.5862841944067501 19:-0.04867979310698711 20:-1.953185129615989 21:-8.193864972497332 22:-11.28441185353954 23:-3.263504169551994 24:-1.643105284486119 25:3.581470589978514 26:8.698356736094274 27:0.3084593815692089 28:-8.203109599975559 29:8.863390973541645 30:-0.3734746817904064 31:-2.315566330116973 32:-9.985458992745309 33:3.130884945800186 34:-4.174155767412509 35:-1.721276163955153 36:6.567522781376815 37:5.959177225446728 38:2.219269527216635 39:-8.873801131379199 40:-3.041043709216611 41:5.009296105163758 42:-5.511357039325695 43:7.50573087771825 44:10.69278852373237 45:-2.141507543647218 46:5.730243185670955 47:-8.266582729332434 48:-3.003316686059994 49:-0.1839222520703863 50:-9.399026657449541 51:4.319975589095709 52:6.455685654914804 53:-5.780411008942069 54:6.458725988238574 55:4.803591361563555 56:-2.012069045194698 57:5.448894287776049 58:3.708597742144833 59:-2.925548621990848 60:7.456772936215168 61:-2.404284933299631 62:-3.35469990077692 63:-1.075469308922047 64:-1.340330401522511 65:-4.220823206628912 66:-9.130296474349887 67:-10.06620482856294 68:9.657749134932578 69:8.073309044081473 70:7.69374321636725 71:9.650509456034191 72:2.2443177000633 73:6.915001803483984 74:-0.138719355755737 75:4.899657390082752 76:-2.285972409820686 77:-3.013951543148255 78:8.598947209869841 79:9.27915025720217 80:-2.882089453535059 81:1.715291698261084 82:-8.181531819505999 83:-2.476181659343758 84:0.3338770746578483 85:7.031929619994133 86:3.227171177679041 87:-5.676721117672922 88:-4.055661622751737 89:-0.8917437377342794 90:-7.02625808879285 91:-4.097482809107061 92:-0.2558475659640109 93:-3.383784023086261 94:-3.43812972068345 95:3.840342990716361 96:7.287879837352335 97:-9.141745776303578 98:-3.283041177118666 99:-2.680645374777068 100:1.452081693339936 101:3.537489850012894 102:2.481948185186765 103:-1.870397753933411 104:-4.224838695072481 105:-1.831238669450912 106:2.786042641851901 107:0.5650856106799769 108:-1.873942230217783 109:-2.035971656186006 110:5.608118082411072 111:6.436206983446069 112:10.66442547191662 113:0.5567216664059185 114:8.229525035178053 115:11.20724754793235 116:-8.531314639844869 117:1.532198331535422 118:9.740756204095273 119:1.742982764374919 120:2.781742159775046 121:-3.191633464233816 122:1.911526241745183 123:9.363400758022282 124:4.78084578424459 125:1.462404371160609 126:7.604274778402322 127:9.467777850962424 128:4.76071319407125 129:0.4751553243924065 130:-0.07805960049740035 131:-0.2243648872984094 132:-3.825948992798637 133:2.193428301737151 134:11.2072678803907 135:-7.804035714120014 136:-4.397800144287422 137:-4.582981695535405 138:-3.286406014029067 139:-0.5255975160054447 140:-3.359085906830594 141:4.672683016565002 142:-2.780151694997116 143:-4.798622471106618 144:0.06248055909669145 145:-5.878445285349255 146:7.216273166323589 147:-0.6215124093213464 148:6.690119573309457 149:6.179032778519113 150:7.436266469341398 151:-9.956438507385636 152:-2.32818331993638 153:3.000332627516148 154:4.116112829413165 155:-0.4211021941171662 156:-5.555960093994321 157:3.46566463542732 158:5.217282758122844 159:5.689003960102596 160:-3.604154625408685 161:-3.900955904217001 162:-7.599008993629419 163:9.287246989568663 164:5.034467696510422 165:6.522561882511217 166:6.803883562142787 167:2.248006012292972 168:-6.390695938479017 169:4.25581582108261 170:2.125869721442734 171:-0.3252029764245062 172:5.196416994885069 173:-8.203589700697792 174:1.718581882802996 175:3.882736222293311 176:8.012793382266796 177:1.7739652937904 178:-2.648653675612517 179:-1.252329338725316 180:-0.9959092454521418 181:5.068733617596587 182:3.055921740099317 183:-4.758484229033729 184:-7.258699007053954 185:-6.714769568380803 186:-4.392088798128454 187:4.647625954058772 188:-9.898542709751382 189:2.916601619371198 190:0.6821276171612877 191:10.04922964927341 192:10.52704757047429 193:7.563523223401039 194:2.975967267415298 195:5.586863504206383 196:7.113646593389641 197:1.743500685934945 198:1.578084951756878 199:-1.571561097437174
--1 0:4.433898304823296 1:5.575156333074723 2:5.898906449314541 3:10.55843994196563 4:-7.492679160489507 5:-0.01403460638527457 6:-2.86826549091113 7:-2.982265887879216 8:-6.404814597385606 9:-5.776419155281213 10:7.368234288145536 11:-5.903601566005622 12:-7.489433230316875 13:-5.519647964939196 14:-6.482504295213094 15:6.656011037002765 16:-5.909138805422406 17:3.812427645276725 18:1.040103703086733 19:-1.21109681826993 20:-3.409797746851929 21:-8.709582946803801 22:-9.969908596816666 23:-4.720766935679966 24:-1.642266055758392 25:3.695454754166244 26:7.675301323112431 27:-1.433665583966644 28:-10.3103904342408 29:7.893489657917659 30:-1.862501370026616 31:-2.04940529148097 32:-8.707976518824202 33:3.223315885041917 34:-3.421500241450388 35:-1.0222863344232 36:7.94472850744681 37:3.393608156691593 38:1.11449276883595 39:-9.465764862344159 40:-3.044878635352465 41:4.052312902193028 42:-6.187132422937552 43:8.860397373595829 44:7.409983449068646 45:-1.8375815276923 46:6.573446128977094 47:-8.539314944936999 48:-2.519514833742217 49:2.212221480818653 50:-5.852673901133994 51:6.084281890153465 52:7.335503093823776 53:-8.413023890699705 54:8.221704625441337 55:3.774693636496476 56:-2.863642356362657 57:6.376637379988468 58:2.023878512197938 59:-3.663509286866355 60:7.921580652368278 61:-2.645915725335978 62:-5.151518275316598 63:-3.830860030188607 64:-2.56189528327772 65:-5.992894150165831 66:-7.419755537128968 67:-9.894398455647112 68:8.475143267647747 69:7.179263108535311 70:7.251905793917703 71:9.766853631135689 72:-2.437844467054498 73:8.131523528152165 74:-0.09643796338545413 75:4.586150725674036 76:-2.425427157107586 77:-1.606210118686254 78:8.022606493713363 79:6.76752641678415 80:-2.363039978952717 81:2.515729923118049 82:-9.213597893079179 83:-4.256681086012694 84:-0.1906672265879197 85:7.947780133462635 86:2.06480573607816 87:-6.03444991735361 88:-4.482899834264727 89:-0.3890492096247296 90:-6.037220898864156 91:-5.853567686819575 92:1.782974724761121 93:-2.271711628796787 94:-4.809980143074164 95:3.771514048574671 96:6.605324012066953 97:-10.10547919776973 98:-5.730708748816568 99:-4.440875645855555 100:4.059618595160312 101:3.406418863217116 102:0.7652363137792699 103:-1.356338996267978 104:-4.063028567066954 105:-3.025311970694228 106:0.8312672978920957 107:-0.3077377005840926 108:-2.964427565322291 109:-0.2541984180262309 110:6.612017842555926 111:7.754440043983275 112:8.715716027762104 113:0.08593792118320853 114:7.89996107560145 115:9.38490958904617 116:-8.844012208882747 117:0.6148886394843496 118:10.63364650608953 119:4.054936520930091 120:2.237438797645191 121:-4.859704394773914 122:1.787679928109245 123:9.524693086896431 124:4.103768045897077 125:-0.5502895762813524 126:8.299785350370341 127:9.025309534927134 128:6.297092468749849 129:0.2121489936765302 130:0.3685348245429322 131:-2.104631335911196 132:-1.075822616622714 133:4.719214342666504 134:9.502463768140705 135:-8.069178856836617 136:-3.849824653659563 137:-2.645310301455763 138:-3.360740253012968 139:-0.4336970224785511 140:-2.921923484372357 141:5.368048087824593 142:-0.1608824550530392 143:-4.042808784061738 144:0.3819695094661782 145:-6.39566198770954 146:7.307397163780105 147:-4.678759198413902 148:3.116434533034242 149:6.931393684478146 150:7.95017203840696 151:-11.31628208502127 152:-2.936180007170028 153:3.197803951259633 154:5.142799146119735 155:2.496025684819065 156:-7.212697898360084 157:1.720380402289317 158:4.206276729906933 159:6.060812178410313 160:-3.224230971656476 161:-2.456379730536994 162:-6.104228319651662 163:8.841941006254606 164:5.090622732646377 165:4.777847755508847 166:6.375693680133388 167:1.578483602903673 168:-5.905999565314637 169:3.931710641402344 170:1.427402110720647 171:-0.5841307874809885 172:4.074761905296332 173:-8.866047870382783 174:1.850133667981517 175:3.239398268170907 176:6.919397527299471 177:1.509746692006348 178:-5.322731761335874 179:-0.8317715094055197 180:-2.24067444162365 181:3.999900969699707 182:3.689929334613013 183:-5.102737156611468 184:-7.680317413375425 185:-6.039631633965462 186:-2.672938104745068 187:2.93451019612208 188:-10.80203895742202 189:2.207804061708194 190:1.208534041875736 191:8.970433889132856 192:8.968533219228272 193:6.477870386667345 194:3.459685556511526 195:5.485200614066224 196:7.580490859427355 197:1.506359457088632 198:0.6329444755471809 199:-1.71306523786769
-1 0:7.548675754157594 1:-3.850171352456528 2:-4.801564654889855 3:-2.084377598459215 4:4.511884389830742 5:11.86520726193761 6:-11.38757884605224 7:-4.912835970794342 8:7.012599193280652 9:2.488673790110843 10:-5.907772331350372 11:1.787594044296511 12:-7.873303117257184 13:-10.38831614427974 14:-4.637007993428378 15:3.946135334570009 16:6.826467233663008 17:2.561071027452418 18:-6.478427130755594 19:-0.5406276690206553 20:-2.496077772495271 21:3.48832671345797 22:-6.809926395277942 23:8.824459511121333 24:-0.8208389501923667 25:3.475423300582539 26:0.07661975854081687 27:-1.910789842589377 28:4.987372587164523 29:8.015629559413298 30:5.173659450806174 31:4.055002744857609 32:4.680478183457985 33:4.834261485978235 34:7.00421816391823 35:4.496906592286177 36:7.440432202780053 37:5.087600613100991 38:-7.6576860654877 39:-4.140731051449287 40:-2.665031002795462 41:0.2395639269401311 42:-1.197092161462903 43:-10.21285959917009 44:3.815777899333155 45:6.80794019457934 46:-8.217085110836502 47:-4.896971355364415 48:-7.411776827069555 49:7.314834215855458 50:3.333419320248467 51:-3.056349934963708 52:8.508385385236348 53:-8.660671302608451 54:-1.167894929546716 55:-4.003626933686329 56:10.53170603632686 57:-8.266628531465878 58:-0.08053855066797522 59:-5.873168840218744 60:7.626646279372872 61:-5.56977054930356 62:10.33860009669107 63:1.017974083826851 64:1.932802621472121 65:-1.765900279682918 66:-6.092545004708015 67:8.35447060592435 68:9.075059558834294 69:-4.451649976774331 70:1.4602941887813 71:1.315151923588713 72:-1.574903921978425 73:4.441576262512502 74:-5.74657001210025 75:0.7413903136611855 76:1.487769040658531 77:-9.328630663521876 78:1.818984480785346 79:4.584734357189312 80:-4.767551424345748 81:-3.421349687612331 82:2.850742142361361 83:5.836039166336172 84:7.198470636188926 85:9.710708854414021 86:-1.533581389482136 87:-8.629703826372177 88:-2.214003059235356 89:-9.269471494008856 90:-5.611948899758154 91:-5.885365532369319 92:8.47425264931292 93:-7.956194072662315 94:-5.422608602970313 95:-7.7540949707526 96:8.957152699322457 97:-9.272558376174883 98:-7.206902341330883 99:-0.1906135966151629 100:4.354235232710971 101:-4.660807905499627 102:7.148171070030456 103:-6.314247955913169 104:-4.423109385209228 105:-8.840461509255773 106:1.747486029093904 107:-3.260735320380393 108:-8.916236767456052 109:5.792280473551157 110:9.240245546519713 111:5.989282404545277 112:9.386674712529594 113:-7.158258556506407 114:8.605274564218503 115:-7.659320423678638 116:-4.192441390798077 117:6.437026126539228 118:3.326538958603321 119:3.378633652410389 120:8.283689148275192 121:1.922891092592567 122:-8.688343105186043 123:-3.371524165420566 124:4.818647848837779 125:6.206571826625325 126:-9.334281375136372 127:-1.642783139622489 128:6.49023728044876 129:5.981682029361155 130:-4.309986509876247 131:-1.813030207041743 132:11.35769061019304 133:0.5686944106785268 134:-4.155483521898269 135:7.433919262209738 136:-2.712676148420054 137:7.039827959309032 138:-9.463612977974813 139:1.175434991532922 140:-9.249593317031971 141:-7.080250998312569 142:8.063545914956718 143:3.140805450864601 144:1.934700510374921 145:-7.130205038737708 146:-2.639358966591449 147:-9.179482972888584 148:-1.387584066382106 149:-2.226211498112302 150:-5.17091442498503 151:5.373508631408335 152:5.370821294816114 153:-3.974976438287022 154:-7.253339341782561 155:-7.160482026855157 156:7.410938981728052 157:-2.714919330417344 158:-2.371033132473007 159:3.256295310448798 160:1.901586750323469 161:7.037827292019808 162:-9.813913222850502 163:0.3895089752056897 164:9.054908900472412 165:3.320762676004746 166:-3.260629753796621 167:-5.847729045477591 168:2.340611856187897 169:-2.783866568897563 170:-8.022902638895042 171:-10.44249885652863 172:-6.529112951243739 173:7.15362254524721 174:-2.62686863804081 175:-6.597374616091098 176:5.468636692403315 177:-2.485291729528699 178:-3.603997551725004 179:-3.067245880589557 180:3.764490729874876 181:5.492205681851487 182:3.775589721139647 183:-1.571679678428103 184:2.632426268542538 185:-3.76363621352205 186:-4.384986309617494 187:-1.96510657072002 188:9.394795734267451 189:6.130371999296599 190:-9.426952034183357 191:-1.83969703909638 192:7.993168834002798 193:-5.914736394657947 194:-1.813879996360976 195:-8.348603903103719 196:-9.70811578594132 197:-8.27102665629147 198:-4.118839222603335 199:-7.324851989060144
--1 0:4.645131219589846 1:2.054526359973137 2:9.002506976201071 3:9.630036888281484 4:-8.093970670844886 5:0.1794819304433702 6:-3.469951810932629 7:-2.152761757665995 8:-8.962101336927484 9:-6.183320977260775 10:6.091162263096649 11:-6.333901038822894 12:-6.807960978663058 13:-4.60639968500532 14:-5.174348162377457 15:4.649484256074209 16:-5.318919406308046 17:5.338433235749158 18:-0.4330287835828014 19:-2.938658748459448 20:-0.7176685228929198 21:-9.272249841287699 22:-9.366838767499464 23:-3.409819633331549 24:-1.745050570101077 25:4.451617708298328 26:7.542420500525688 27:-1.452555762589242 28:-8.27844930239165 29:7.699550063715874 30:-1.00150606416082 31:-1.754420754729781 32:-8.967654480459666 33:1.729187463903999 34:-4.710801386227708 35:-3.042203116584715 36:7.35499829552387 37:3.718391800492697 38:2.584481095739806 39:-9.884137602870601 40:-3.979414830290095 41:3.366179485864264 42:-8.179919483847859 43:10.43824603233165 44:7.490533193677098 45:-2.346587570378423 46:6.608978854402863 47:-6.90805539341151 48:-3.564222882080858 49:1.268639304786444 50:-7.340817210836182 51:4.681980960512167 52:8.247201472991513 53:-5.878488424169086 54:6.668327768876671 55:4.993546351035927 56:-2.884365705591192 57:7.99613030496668 58:3.411349865626058 59:-3.729860905402874 60:4.468403000353883 61:-0.2753920306289707 62:-4.749314912278893 63:-3.525424985190772 64:-3.148919228770866 65:-4.104217587065003 66:-8.01449308441304 67:-9.938341060553554 68:9.321362999530537 69:7.996197147955495 70:9.325434756334889 71:8.365274982325934 72:2.103916442838221 73:6.609240027295956 74:-0.8564892139943383 75:4.696816784757659 76:-3.48235465973864 77:-1.402241628408196 78:7.523787771366361 79:10.08941618781273 80:-1.865513833508818 81:2.172486645102368 82:-7.128193868289591 83:-0.7285838123668305 84:-1.093227546631211 85:7.518396419054313 86:3.145639686953521 87:-6.200658017552083 88:-4.082499608123118 89:1.827987009659165 90:-5.78922560952422 91:-4.826641740127645 92:0.7416299914210551 93:-3.169070749628043 94:-3.874331058128287 95:5.931566686659547 96:6.1805500434245 97:-10.68261587326567 98:-3.306392276699547 99:-1.436569252332333 100:2.380776992990091 101:4.015911968365818 102:0.1827264049040727 103:-2.212451868780666 104:-5.854924330172994 105:-1.365661229501857 106:1.645364242541535 107:-0.7773369413302109 108:-1.049005315109114 109:-1.870595257816697 110:4.692749681246981 111:9.938717559629985 112:7.757210072441175 113:2.035105215967366 114:8.374614620679861 115:10.32364754890653 116:-10.05127308246503 117:1.286009689866968 118:8.709027741469164 119:0.3096917549503116 120:2.391799556442992 121:-2.552719363908626 122:1.979580114152151 123:7.267284017743146 124:4.240917213470759 125:0.396009362074884 126:8.818336952638235 127:8.769107775487992 128:4.725468488030495 129:0.6295762277421987 130:-1.171953913022908 131:-1.032381956295966 132:-2.418206093847401 133:3.037038425952123 134:8.053169631439568 135:-6.523073123349064 136:-5.71212763859152 137:-4.778511783711713 138:-0.9641113222733617 139:-2.149367135504136 140:-2.913068453367142 141:7.504487962006921 142:-1.21787853265304 143:-3.082436330234871 144:-0.5560378308159983 145:-6.870918421267925 146:9.328972974511533 147:-3.491651482726895 148:4.574028949979388 149:5.139945979351888 150:5.443364611624497 151:-9.941808325920674 152:-6.198499870306421 153:3.329578242840209 154:4.231665594697937 155:0.7837300587022126 156:-5.564225677623407 157:1.579984056252087 158:4.479479891030851 159:9.500447224154458 160:-5.922812307426245 161:-3.086683247889427 162:-6.593121550357011 163:8.722431992105925 164:5.338084694185011 165:7.594431898876985 166:6.923119386474258 167:2.082888280983894 168:-5.838036466377073 169:1.313742096414738 170:3.103784972846682 171:0.4430222448106169 172:2.766823700457137 173:-7.975704733573609 174:2.336970828540608 175:2.589164525920999 176:6.190618922066083 177:1.5985868263494 178:-2.335571002581951 179:-0.5266265874100111 180:0.1582365266219549 181:5.996549593184388 182:3.006623724286902 183:-5.070263836464886 184:-6.540024328033481 185:-5.21276957655397 186:-2.534251755406757 187:1.976360007671132 188:-9.989475810044793 189:2.402511754999613 190:1.236557564619589 191:7.587469740895891 192:10.20195307932935 193:8.549663607952553 194:2.860360931414859 195:4.525156347200167 196:8.766454612702978 197:2.734541227779737 198:0.5170634434424357 199:-0.8694356897839353
--1 0:3.568492793992626 1:2.375209579430368 2:6.344203026677177 3:8.614435515498132 4:-7.741125098991018 5:0.8065677105892246 6:-2.69355636275598 7:-3.976838885245622 8:-6.882992756717603 9:-7.019416300903465 10:7.855336166822215 11:-5.838101579777932 12:-7.768713983802238 13:-4.489665481792016 14:-6.130384898067151 15:3.198567899217817 16:-2.400685848012327 17:5.705168265504997 18:-0.8468619942943617 19:-2.416915817681062 20:-0.187688653016602 21:-10.76994372507072 22:-9.45360879505782 23:-4.277107803545032 24:-2.792318224234112 25:3.312054979573059 26:9.014290783162224 27:-1.59505071500226 28:-8.708275008236614 29:6.307309537622571 30:-1.698525135781987 31:-0.5711340706407171 32:-9.031418926153046 33:0.7479057048351561 34:-4.561449290697442 35:-2.586266575720338 36:6.974628929892278 37:2.972587669368195 38:1.934480737972803 39:-9.098355430923526 40:-3.012463305939234 41:2.949044104726687 42:-7.275241790539511 43:10.56749151606142 44:9.198526689893409 45:-0.9020770376882981 46:7.719725242454595 47:-8.917692114534637 48:-1.970891908217781 49:3.313495578595901 50:-6.691615970929157 51:6.660525939859234 52:7.97505468180655 53:-8.212817043562312 54:7.695746061786513 55:4.58197012146032 56:-1.125907849255322 57:6.376358039166569 58:3.239004863051868 59:-3.741626837802952 60:6.021146880421194 61:1.109648601101701 62:-2.116103421897393 63:-2.480354737555859 64:-1.265505249370763 65:-6.081513069936512 66:-9.589762713872647 67:-7.529228911949277 68:10.04504407083875 69:8.309602676869304 70:9.653067302852126 71:9.365611365428098 72:0.3373207000530517 73:7.143480305230748 74:1.380272040432065 75:4.904404132070066 76:-1.332340619369699 77:-3.552086181015956 78:8.169565942896446 79:8.682357791240754 80:-1.414264088675717 81:2.358582237059276 82:-7.853465597532796 83:-1.543410149650535 84:0.4420951476110243 85:7.599013732608176 86:3.184986896729028 87:-3.073311010926143 88:-5.432648116099282 89:2.887812329021436 90:-4.202763537926922 91:-3.635140597364918 92:-1.026971419037786 93:-1.626083587287565 94:-4.88898409282768 95:3.623105860717499 96:6.638534848023933 97:-10.78951049572196 98:-5.31064855843672 99:-3.621394507170247 100:4.758337622517508 101:3.901068960836115 102:0.3946733495198213 103:-1.36226562561064 104:-6.535385853524081 105:-3.164487626313121 106:0.0471472568619451 107:-1.409626983943249 108:-2.675057174855377 109:-2.438766597568541 110:5.416285184493591 111:7.681782105779014 112:9.752454555494852 113:2.023460969771755 114:7.665856795426422 115:8.914799109550307 116:-8.469615859719532 117:2.60565204788804 118:8.526729896318855 119:0.8754371497818498 120:1.891447486285971 121:-3.591191403735037 122:1.839628756166121 123:9.087920653398147 124:4.040321055920872 125:-0.3016272105591522 126:9.007904266106678 127:7.292278860094665 128:5.51362392278243 129:-0.8874619673708966 130:1.218929958439426 131:0.4170222712029883 132:-2.760492320863604 133:1.552589704517222 134:8.691484757408986 135:-7.136256765302994 136:-4.548074971158879 137:-5.83539913831504 138:-2.921114159536206 139:-0.9426975473387399 140:-2.08609221947193 141:4.708693591506764 142:-2.663075471537977 143:-5.534219401918215 144:0.2637999410375185 145:-7.413078367523621 146:9.756497113164578 147:-2.351163444065395 148:6.097894956434247 149:7.908980839739394 150:7.042483446629283 151:-8.435102499694281 152:-3.699713574840674 153:3.242101591268783 154:6.935791148453255 155:1.582703431806861 156:-6.705287530730077 157:3.020156303235637 158:3.712604346500961 159:8.002564154374502 160:-3.902111581777453 161:-1.428331848488395 162:-8.677132988363457 163:9.611955306760814 164:6.09183731889118 165:5.588000419843349 166:5.573932017026826 167:1.325229891854786 168:-4.159106146713274 169:3.7627297296439 170:1.632540435544141 171:-1.793856022559023 172:4.725720459082615 173:-8.067859157464159 174:2.070115785830582 175:4.662174143600609 176:6.699420130774373 177:-0.2909384937138264 178:-1.689353435624555 179:-0.9338385474961514 180:-0.9770706905280775 181:2.733017076428274 182:2.827948975452456 183:-4.891594826031376 184:-6.681188707032898 185:-5.570131527894 186:-3.967221101861153 187:1.839426205083926 188:-8.941001208792601 189:2.960165666006151 190:1.658221094313626 191:8.530492697901146 192:9.108297170866582 193:7.425241663487701 194:3.057125630336516 195:6.499445985895025 196:8.600593965489566 197:1.64745084037413 198:2.025046846987967 199:-0.1070249855057788
-1 0:7.36078675698734 1:-3.378849855529301 2:-5.989657706909805 3:-2.103312739085816 4:3.713782577239312 5:9.515098313764044 6:-9.845491239132587 7:-6.016692766365256 8:7.811301152984735 9:4.351658340390749 10:-7.837273967913137 11:1.280942353740482 12:-8.133449817509989 13:-9.607663798687188 14:-5.536276417757263 15:2.811463797760972 16:5.938822431834447 17:2.423980824698277 18:-7.303498943612458 19:0.0930042721103268 20:-3.19241641012423 21:1.70352307809662 22:-8.68451652862349 23:8.16763701750177 24:-0.1152858492937963 25:3.744960050976551 26:0.6415868328974695 27:-4.570683875475202 28:6.322601883265527 29:6.907325592100319 30:5.829152519658745 31:3.807111783580668 32:5.122420177934274 33:7.705880455041171 34:6.723346976373944 35:7.579013362034222 36:4.650136036603516 37:6.919631268724878 38:-7.556025267442915 39:-5.212327214351875 40:-0.7208579416089516 41:1.433937240042411 42:-0.4143381679630589 43:-9.749208363028602 44:1.957352400072252 45:7.523562173259775 46:-8.178248862760249 47:-4.73318032062972 48:-7.1546355535446 49:8.706807187567764 50:2.636037139408423 51:-2.527674943312471 52:5.022939667645149 53:-8.501138720288163 54:-4.447364579799194 55:-3.697724445548563 56:7.987249295325826 57:-10.11212238057846 58:-1.746147405117221 59:-6.475307367700848 60:7.92655905733334 61:-5.024150093116183 62:10.22434910064492 63:-0.4638872524783595 64:-0.3505459739199848 65:-2.999038301363895 66:-2.994959730255079 67:5.945079551238517 68:8.096481935645325 69:-5.873911464677129 70:1.534916460566657 71:2.428421802522085 72:0.9789464695852992 73:3.925839313406551 74:-3.217611967724904 75:2.322871371069062 76:0.7728635532572643 77:-7.81912987626233 78:1.140366697557578 79:5.787894310167204 80:-4.487682475929779 81:-3.537577851772169 82:3.054708312829071 83:6.450134255406382 84:6.779921933813755 85:6.769262467802865 86:-5.792428949515567 87:-8.452697496638709 88:-0.8166128891461076 89:-7.453847855082535 90:-5.137807888149129 91:-6.39698842502256 92:8.771909638265061 93:-7.661496950615493 94:-5.401193980100887 95:-7.171848732094872 96:10.31296296089157 97:-7.72191152610417 98:-6.929963258286839 99:-1.507541346986155 100:4.866530614179085 101:-5.656573523348684 102:7.063883325507414 103:-7.465603916345255 104:-4.713320103423954 105:-8.52278038427122 106:0.2940310540284155 107:-4.258323491801218 108:-10.39648856744722 109:5.218121276567522 110:8.824337113483161 111:4.740385911371868 112:10.11406398010805 113:-5.721291611414133 114:8.462840902227663 115:-8.589151920328847 116:-4.865963852137019 117:3.616653816280858 118:2.159667868589933 119:1.789742737605787 120:9.278149639575874 121:4.405970164157026 122:-6.608586250606932 123:-2.233445629908435 124:4.161304248706636 125:6.856359172927662 126:-6.273857752109779 127:-1.35984762963449 128:5.742180271875648 129:4.12784796839729 130:-3.119578923609742 131:-2.615377154592838 132:9.546090606161092 133:1.664774876783229 134:-4.422561080562603 135:8.241873862162507 136:-3.810402852266968 137:7.369361386810713 138:-9.672564858191677 139:1.273560058987966 140:-11.89651746570571 141:-7.931385557534469 142:5.05680403432943 143:3.581951102003828 144:0.7084741651286477 145:-6.498587117662446 146:-1.922098415863886 147:-5.74289320304247 148:-2.883480247339576 149:-0.230624812537717 150:-3.206862828869987 151:5.013015647651435 152:2.085277894572364 153:-5.023432366189232 154:-6.755781435105664 155:-7.396783857094375 156:7.15187248191775 157:-3.605093191486053 158:-2.301845418955338 159:2.228966203830239 160:3.863367842147149 161:9.175578770278685 162:-10.3599274964621 163:2.740779586806881 164:7.641733140561977 165:1.587663326623658 166:-3.856295253994289 167:-3.287505029600237 168:3.482187908456138 169:-2.72776251178498 170:-10.33632171008417 171:-9.367180019965026 172:-6.474504202758024 173:7.938770832323644 174:-2.092038188763548 175:-4.353646042276364 176:7.19991310664753 177:-3.377022889387111 178:-2.885819143276859 179:-4.104097212322992 180:1.006311635646554 181:6.466817277414006 182:5.479801870987303 183:0.8248338747881787 184:3.919724997071658 185:-4.388627475016117 186:-4.298512423600827 187:0.3371129137025233 188:10.5006646780226 189:8.463611645225676 190:-11.34211659006442 191:-2.039036854964099 192:4.925162330464785 193:-8.510554684967696 194:0.7944185550033209 195:-8.675268845783831 196:-9.659757656210758 197:-7.406718592014866 198:-3.839401971085743 199:-6.248043717853568
--1 0:3.698933290472386 1:4.833948551569693 2:6.35677952183908 3:10.17893337148861 4:-7.961224879245484 5:0.9842485869742728 6:-3.528623673821793 7:-2.718787501398715 8:-6.095245229421411 9:-7.497737985044787 10:8.231357604090135 11:-4.431385377842417 12:-6.401344114550259 13:-4.175436738906257 14:-6.903356454951733 15:3.818293289778794 16:-2.983135991129365 17:3.365406520393934 18:-0.1371556873478022 19:-1.885941470288812 20:-2.549258461207492 21:-8.843421911691445 22:-10.06813351731993 23:-4.131687843925308 24:-3.894101869553356 25:5.177015585067531 26:6.722304792378164 27:-0.5486335188020455 28:-8.084978552700086 29:9.215933892797949 30:-1.134064247647991 31:-0.2393486094400812 32:-8.64623622246139 33:2.949131208746683 34:-2.493675890954611 35:-1.534205716671983 36:5.207318137860753 37:3.918885994738213 38:2.599017525368958 39:-8.068098788306648 40:-3.263295191592177 41:3.351938376462409 42:-7.273302428273031 43:8.379618459931795 44:9.109392848797777 45:-3.433170503927515 46:7.318040854630461 47:-8.010274665149524 48:-3.775324577826749 49:2.493026295185304 50:-8.028479941080281 51:5.247446464120658 52:6.430983168463278 53:-6.407662147545584 54:6.785993894075621 55:6.339063473840476 56:-3.442940683366698 57:6.238692515696978 58:3.534753806514786 59:-3.540595983552994 60:8.110661221930469 61:-0.7852260356069743 62:-2.134746667094269 63:-1.971009035511087 64:-2.964912995864654 65:-5.000284068193297 66:-8.669430028034073 67:-9.765204641382073 68:9.361003843878434 69:8.778235192322063 70:8.68745663047588 71:9.762200815151131 72:0.2035044675219926 73:6.954555994825628 74:-0.8531650843201448 75:4.698680096664606 76:-0.9656073955369038 77:-0.626215053817718 78:9.95527028191888 79:11.20238146936319 80:-1.124594050917361 81:2.918706804603677 82:-9.524123198670909 83:-2.092689697334802 84:0.6726573639796574 85:7.833110041206314 86:2.263250486863405 87:-4.277813684843215 88:-3.414998333604937 89:0.8282846543101411 90:-5.058466847514166 91:-4.05322872298936 92:-0.227915054854634 93:-1.917559402565082 94:-3.302958786416381 95:4.912933783818538 96:8.970871352028272 97:-10.96339888609869 98:-3.97209519764703 99:-3.776696393433852 100:4.136346127683787 101:2.875093765560605 102:1.006914272463685 103:-3.221121096089392 104:-4.623265055274304 105:-2.840188286767361 106:2.557013627186859 107:-0.7542802506111392 108:-0.2118441588170059 109:-2.232703787436102 110:6.532162235131343 111:8.062557995631527 112:9.20215084366799 113:1.140369263187248 114:7.901406049518239 115:8.666163327070965 116:-10.0828558123126 117:2.209421904344295 118:8.876191436113743 119:1.301827486748232 120:1.559659314252486 121:-2.69477649369588 122:4.002135607197298 123:8.133960116146767 124:4.325248259290364 125:1.004373727965137 126:6.962729834711067 127:8.339724071901269 128:5.957228720867602 129:-1.645542951525233 130:0.7935643395750985 131:0.1614308707567982 132:-1.588481716841212 133:1.158284966810857 134:7.225433087961184 135:-8.208276542880519 136:-3.625556180773761 137:-1.387611749185684 138:-2.331121518439081 139:-0.9155169297539673 140:-2.993316984225536 141:3.270418711294569 142:-2.232611649011758 143:-3.630421455572205 144:-1.246973930911625 145:-6.044737221233519 146:9.113366992815431 147:-3.574226584040572 148:4.791996830895862 149:5.403278921482801 150:5.754795517108007 151:-10.92961947498369 152:-2.643384165293662 153:3.111980499849754 154:5.977725096728952 155:1.741661699069132 156:-6.260105174698827 157:2.403390150498452 158:3.894179863176405 159:5.094821421488763 160:-1.665509332129475 161:-3.790135432789769 162:-7.591141026300531 163:8.181658763322536 164:6.838398577410849 165:5.89317533451386 166:6.857210107458696 167:0.6985194978923088 168:-6.411753928728919 169:3.719396783966637 170:4.033323424228364 171:-1.438551948248679 172:3.863648034027532 173:-6.414625244674335 174:1.713230204601493 175:4.244929021066562 176:6.665613488096309 177:0.8290852455673166 178:-2.879656168842079 179:-2.144474908337497 180:-1.1285213282709 181:6.954833864390361 182:3.822918009870309 183:-4.302621430126313 184:-7.126170867143459 185:-4.277677254260627 186:-3.103140199796413 187:3.850035918035402 188:-9.330796801359011 189:2.735604187925046 190:1.703652090444809 191:7.627251270946894 192:10.35365276537201 193:6.307316474372926 194:3.421328015734876 195:6.052360669104495 196:7.949819279987269 197:1.840518243765805 198:3.760214517254934 199:-2.45993831707459
-1 0:8.825329118607275 1:-3.179805812560287 2:-4.604727294257769 3:-1.444914329233662 4:3.992218109614909 5:10.17201058414096 6:-9.278614663491679 7:-5.399537015198942 8:5.838928309917688 9:4.295122061870696 10:-6.248458179334952 11:2.426042615689672 12:-8.310766070359804 13:-9.709098211421592 14:-3.891007395993659 15:2.74826477364057 16:4.547818594951821 17:2.503102068424221 18:-6.479089577637199 19:-0.07590806445320286 20:-0.8421088560166163 21:2.511571002228721 22:-6.946682322745765 23:8.34282146339979 24:0.3550520708272314 25:4.098538759876439 26:0.3562164557718003 27:-0.05905394978838352 28:5.740457960234936 29:6.263271088968185 30:6.387922964363623 31:4.369834431314472 32:5.742807131573528 33:7.730319338101364 34:6.280769706286115 35:4.515781364985704 36:4.704527126344268 37:6.637158189905674 38:-7.413451525543322 39:-3.44021216749543 40:0.06057228388169866 41:2.775106484202112 42:-1.332305841309777 43:-9.587164515679342 44:1.310031776943899 45:6.082447929527651 46:-10.11078109621594 47:-4.247459957862342 48:-8.860850850996588 49:7.005106609085217 50:6.540056625274681 51:-3.33745890018212 52:8.70721738253634 53:-10.57952654806311 54:-1.577267203447048 55:-4.735886401785998 56:9.525577922527983 57:-8.722678044166514 58:-0.8416064881169618 59:-7.54228139144386 60:6.048237271916733 61:-5.625723621199521 62:9.100323600780209 63:0.01935816033390703 64:0.5430822690422568 65:-3.578502034341855 66:-5.19816848146523 67:7.897249211178261 68:9.320073409012155 69:-4.873366782101792 70:-1.768962946912901 71:2.742636881052642 72:-1.565304958092467 73:5.525607900520788 74:-3.818200947760381 75:2.895226688086591 76:2.76248277534149 77:-10.72107467151723 78:1.617890334627031 79:5.169639483456238 80:-4.672357662339545 81:-4.030273271825902 82:3.003849684436422 83:5.594468443248312 84:7.727540734871925 85:6.194845516252984 86:-2.467886897931625 87:-7.691582487894857 88:-0.5452972063567499 89:-7.347393387278885 90:-4.452229277329674 91:-5.983534699187192 92:8.749724852359934 93:-9.01601821568115 94:-5.380175809018001 95:-7.78673525996184 96:10.14142034285939 97:-9.018149216877415 98:-7.461791864652104 99:-1.902953951989576 100:6.624748425583774 101:-5.296989746713866 102:7.820225028533709 103:-4.47327897444266 104:-6.737134534291836 105:-7.42057454153781 106:0.8063824022052247 107:-3.244786632450533 108:-10.24782052380939 109:4.400266481862839 110:9.991081839414752 111:5.640048812518893 112:8.516509540080003 113:-6.700653819273956 114:11.63286239063477 115:-7.187710855777445 116:-2.26733447736833 117:3.988244459155621 118:1.098728802294992 119:1.862219483143773 120:7.494186432149766 121:3.072122482739717 122:-7.479284477911443 123:-4.047398643631831 124:4.427732323807676 125:5.507373407281459 126:-8.992670534325901 127:-1.265091374605789 128:5.388896506372619 129:5.686212744400785 130:-3.672520632749672 131:-3.480981951892279 132:10.67264019056675 133:-0.7258041260314609 134:-4.19178121370892 135:3.723407709891211 136:-1.990714856867982 137:6.214721471258287 138:-8.90440711918791 139:0.604722818378038 140:-11.21020140542733 141:-6.985275044395898 142:6.502227315304318 143:2.233732008122964 144:1.579079719131775 145:-5.673093523326399 146:0.1057732515458092 147:-8.07846046356717 148:-1.366288295840335 149:-1.714927579355993 150:-2.509785501082352 151:4.988595719581141 152:2.802433643225704 153:-3.915870747038002 154:-7.840827845595184 155:-7.852803173492595 156:6.984639596557724 157:-1.311593392289083 158:-2.644306448505155 159:2.729725693876876 160:5.108097420653523 161:7.499848801756767 162:-8.39480486131353 163:1.096004771082601 164:8.806261935576625 165:2.74286613961371 166:-4.940972128437331 167:-5.971338617200712 168:3.627058880625619 169:-4.788256977710432 170:-9.837954671043846 171:-7.476667094266167 172:-6.006894958860713 173:7.485775217858317 174:-4.598664510404364 175:-6.095573059921871 176:7.348976420221367 177:-1.836951581251708 178:-2.949674613932842 179:-4.361687565107172 180:1.161419766708295 181:6.382614593961138 182:5.499479643039738 183:-3.925586655686715 184:2.528342490120525 185:-5.49834780134479 186:-4.68101205503807 187:-1.00873503110879 188:10.2563376341406 189:6.840369007842249 190:-8.040097852120592 191:-1.880429670535554 192:6.448358658092848 193:-6.301869516888853 194:-0.5071346147243885 195:-9.246200288404276 196:-10.59031718906621 197:-7.726666974908046 198:-5.111351522837714 199:-4.864174995876731
-1 0:7.182114804293822 1:-4.641745458663351 2:-5.550617975922557 3:-1.244817940063712 4:4.710444462739676 5:10.667929885786 6:-10.2692032015569 7:-4.753105369683554 8:8.305680083642631 9:6.743519549620995 10:-7.058570577583405 11:3.940376110144083 12:-9.305225673486564 13:-8.92782628222791 14:-4.377539883950373 15:3.161251122044872 16:5.003186799068311 17:3.58753271006892 18:-6.299148511301913 19:-3.362691519995679 20:-0.8691719092819177 21:2.981521501507811 22:-7.282398124385686 23:7.730158689359544 24:0.91539563229495 25:3.48499265551668 26:1.178348476260171 27:-3.742131398743587 28:5.460109166496348 29:6.52319799900377 30:6.293162006033813 31:3.658039817014996 32:5.410882361664499 33:5.098889535089075 34:5.892696749909843 35:5.473021057430881 36:8.126952587170445 37:5.038853479928596 38:-9.473201990568002 39:-4.607765154272933 40:-1.381901017192955 41:-1.236208476341695 42:-1.271664638667103 43:-8.502130440997616 44:1.39018263860377 45:5.867327290455409 46:-9.359534487908652 47:-4.227668299770484 48:-9.346912943167389 49:5.763924582183474 50:4.5092067691171 51:-3.572023364998111 52:5.585789467581177 53:-8.584057835466098 54:-2.071391800118218 55:-3.53992994682253 56:9.524727922362036 57:-8.567065718826029 58:0.4073496198273359 59:-5.863702915324734 60:7.174528485423473 61:-6.578957616968189 62:10.91597596070654 63:-0.02354475557970026 64:-0.6992914972272357 65:-1.580484248587218 66:-5.835279035048545 67:8.288061114910157 68:10.06784752027379 69:-5.56075308374696 70:-0.4219660513378243 71:1.768295859994936 72:-0.1055103807291773 73:6.574733059650787 74:-4.249941856722533 75:2.465943120861741 76:0.9351602081231236 77:-9.087451755757519 78:0.9165470262300519 79:3.903511525705436 80:-7.47818396201006 81:-2.924896281439275 82:3.495047114171888 83:7.900254167163958 84:7.534394243972914 85:6.962346667103792 86:-5.367471608572645 87:-8.031143820122198 88:-0.8176322859546656 89:-8.007726027702549 90:-4.425212777313434 91:-5.057989218715216 92:7.951689786374931 93:-7.884433634032849 94:-4.782736395278846 95:-8.512722451945137 96:9.968430948515257 97:-8.527569530430874 98:-7.859047236688638 99:-1.457021757348 100:3.917951959579683 101:-3.733658469760117 102:6.66149579898078 103:-5.577447839827637 104:-4.191799035592402 105:-8.940512056941307 106:3.427694821691444 107:-3.002592874065444 108:-7.865780517807272 109:4.825830929303654 110:9.499342321073435 111:4.777509520893817 112:9.235779370551679 113:-7.598508015432296 114:9.086817251146739 115:-5.993943187619919 116:-3.86957293222736 117:5.977624894850214 118:1.9329097631032 119:2.745620778074597 120:8.730727239761936 121:4.559488853578478 122:-7.611499469685906 123:-2.437167506695935 124:4.799215800808695 125:7.560959704863521 126:-8.298377046743425 127:-1.70493701240115 128:5.366398902634492 129:6.727780945125845 130:-1.920074693551877 131:-4.431493787980433 132:10.10553919919629 133:1.4896909495945 134:-3.896334963915477 135:6.931836558195117 136:-1.739656594889965 137:5.415253659409792 138:-10.0337634119459 139:-0.3262183357208446 140:-10.32832575374243 141:-9.843935768181876 142:6.044802633684516 143:3.505951963359264 144:1.942360474065155 145:-5.98241280119657 146:-1.302989904555735 147:-8.309955456814963 148:-2.735481125585721 149:-1.914444468924813 150:-2.390476220343493 151:6.705627365515578 152:2.664147080563799 153:-3.346077434256362 154:-9.493115128870201 155:-5.536069612259463 156:7.462277761448084 157:-1.645298833792946 158:-1.337256388052494 159:3.376168677718246 160:4.264262552138946 161:5.901479011887661 162:-8.924193116074775 163:2.095118321235149 164:7.846736167253908 165:2.220934313441656 166:-3.759535065458536 167:-6.595831297001528 168:3.947015804573415 169:-0.5022246184664119 170:-9.705158161016188 171:-8.159526260001973 172:-5.280939468138987 173:7.292770246413983 174:-1.579751892714561 175:-7.21063743535647 176:7.348481652652407 177:-5.020642207834152 178:-3.003121178815527 179:-4.322480573935679 180:3.541999628175097 181:7.023173683918987 182:4.304946050213756 183:0.1239223358294989 184:1.865219080443927 185:-4.404549640261996 186:-5.258366252621704 187:-0.2694925520647422 188:10.19942698929531 189:5.322339215530767 190:-10.03411865302786 191:-4.418759301530489 192:7.568456507511669 193:-5.775328345661615 194:2.608934498143232 195:-9.35256950500626 196:-8.146584106503708 197:-7.694666661785782 198:-4.948810211564414 199:-7.825176701567804
-1 0:7.089064136669516 1:-4.515365925544732 2:-5.578432762205033 3:-0.5161363316306997 4:6.858871613426643 5:11.25952131524184 6:-8.861848514472761 7:-5.561855473321586 8:8.678786696306588 9:4.577026919226389 10:-8.200592410732826 11:3.295758362972738 12:-9.472332357465085 13:-9.25253662219553 14:-3.076944228363517 15:6.386356676848294 16:4.375349961279968 17:3.927175821414903 18:-6.978055301722087 19:-1.126359605575536 20:-1.59867771321231 21:2.777410316792935 22:-7.803331322338014 23:8.585004515239463 24:1.632738118530101 25:3.706083336066233 26:0.4380992963524545 27:-1.976939337872451 28:2.913850136612555 29:5.53764143537945 30:5.31499736770011 31:5.11551305220082 32:7.264414705366041 33:7.260579205421399 34:6.230839336034344 35:2.703601626880483 36:5.628664294032132 37:6.44630005071559 38:-7.809691211659644 39:-5.136688393946248 40:-1.636153945847747 41:-0.02139302862934589 42:-0.1992230122796977 43:-10.34310520592244 44:3.200803940427467 45:6.153684503200025 46:-9.681393871768464 47:-4.853817357273365 48:-6.972090501039251 49:6.120235221327578 50:4.554294506320459 51:-1.930229608448558 52:6.483363057496628 53:-8.776775200702289 54:-3.479455469065633 55:-4.700909176209382 56:9.228631775008775 57:-7.185385318762977 58:-3.617757886456329 59:-5.757272580375899 60:6.42878899606669 61:-5.918327600276766 62:8.583883509878305 63:-0.0518921869953417 64:0.9456838751036483 65:-2.164950406568501 66:-6.974218910868138 67:7.123202035967705 68:9.699441285381482 69:-6.125960066422545 70:1.450829433624778 71:1.919853679884409 72:-1.059300780664944 73:6.352731966795643 74:-2.761368268887731 75:3.639123482431933 76:2.229859185808761 77:-9.913600918045434 78:0.6372813721166253 79:4.52565504720109 80:-3.906576216853457 81:-4.387918101617204 82:2.773345416390996 83:6.769763622011846 84:8.08896036248653 85:6.375565484357638 86:-2.434250985576421 87:-8.254971718217208 88:-0.4114652584970042 89:-8.152404895328681 90:-4.430170683606937 91:-6.290148669462121 92:9.724097129605365 93:-7.136102707997263 94:-4.864328467469077 95:-7.310207322451281 96:9.642301821432554 97:-8.106273025954611 98:-6.365181965351189 99:-1.786687975796567 100:4.628718897634163 101:-5.318669960291484 102:7.424256762155581 103:-7.669523628048779 104:-5.478734039169935 105:-7.071054658874171 106:1.148223791314624 107:-3.512271563938412 108:-10.30319110531901 109:6.038473255022014 110:8.906065399943346 111:6.094991831672639 112:9.380696943034708 113:-6.734486385725205 114:9.662764867950591 115:-6.886951013267959 116:-3.259468147767289 117:5.788743833207017 118:5.07665828898535 119:0.9338623409316109 120:8.068513623118678 121:3.579135090771904 122:-7.607025468149061 123:-3.69448587819593 124:2.428534225569839 125:6.565850403545244 126:-10.0542758204752 127:-0.1778667529022939 128:5.890236367776972 129:5.463354467086514 130:-3.777272441223101 131:-4.661875119165712 132:10.35829389407204 133:-0.04580033221573604 134:-3.08424784670235 135:6.766372242507213 136:-3.383761918667413 137:7.70664249073349 138:-8.882689827370097 139:0.4892146382883415 140:-10.36706627937201 141:-6.120420441818686 142:6.04392347711619 143:2.910294887617968 144:0.4899822588889147 145:-5.536028387990319 146:-4.092000747753696 147:-9.309230761215879 148:-2.584456372153782 149:-2.756769753054714 150:-4.21322410804974 151:8.5338480226867 152:2.842653928995205 153:-3.892399472498367 154:-10.45787073570264 155:-6.250669107347804 156:8.214399767860712 157:-1.160577380957497 158:-3.095935140014449 159:3.044410691407083 160:4.264440848363813 161:6.50239820832276 162:-9.781485139968655 163:1.916248587402099 164:9.353260512562075 165:3.6824731970425 166:-5.417494595250328 167:-4.20196406601371 168:3.815651720774983 169:-2.366153507958957 170:-10.39522789900109 171:-10.13883485630859 172:-4.969160246103473 173:9.248702383704932 174:-2.918780193317073 175:-5.27060054223974 176:8.994081286628813 177:-4.832199371045721 178:-3.030251674843535 179:-4.550852615486412 180:1.069631385061025 181:5.453296473769284 182:6.087283416967349 183:-0.06078001385760051 184:2.16538047960609 185:-5.089182861078892 186:-4.097207055518584 187:-3.39295564698298 188:10.64125406493336 189:5.909168016946305 190:-9.359977898759482 191:-4.020192950457288 192:6.083911743137963 193:-6.124864008216178 194:-0.3847209675794998 195:-6.411449069673516 196:-9.473894221266427 197:-6.705935477444047 198:-5.193945837038356 199:-6.39113228155984
--1 0:2.910869477686199 1:5.876549419519766 2:6.139858751563484 3:9.027325899101609 4:-7.397830936944247 5:-1.256871515635664 6:-3.13806035506763 7:-1.892763750950143 8:-5.919742877614675 9:-6.395312620117992 10:7.382400555673483 11:-6.287437330683831 12:-8.198683697963773 13:-4.456773573378885 14:-8.042124501874779 15:5.877033559119716 16:-4.644714836992081 17:5.21437612329346 18:0.01399441642098248 19:0.3162238612303159 20:-2.007076453893522 21:-10.29599645199054 22:-10.75265929555149 23:-1.684673928341397 24:-2.861389328236718 25:6.924152015640114 26:10.65891594012199 27:-1.588741482174442 28:-10.66082339287472 29:8.461252724779824 30:-1.237211837194413 31:-1.464526683293598 32:-9.526124837876965 33:3.254706733434647 34:-3.544148711255982 35:-1.383218970925222 36:6.648475021293311 37:4.721726558345913 38:1.689706618127384 39:-9.813594604711682 40:-2.128786551958055 41:1.235537126045171 42:-6.794386830542735 43:9.296023969010008 44:9.720597093940855 45:-2.312201863996732 46:9.633612207198201 47:-6.658776000814512 48:-1.926298162451493 49:0.6689298311920762 50:-7.763541297424916 51:5.803387601599732 52:7.587714702413571 53:-8.08394848793335 54:7.46303316079061 55:3.758889279480928 56:-1.331231559648204 57:8.24626057886061 58:3.181119336379175 59:-3.744251410052816 60:6.97590842280835 61:0.0573522038670482 62:-5.081834699710505 63:-3.291855670908551 64:-2.573797356081522 65:-5.356762974243354 66:-8.073961365146031 67:-8.94312798071847 68:7.498450556270378 69:8.765994297314508 70:9.059740838473202 71:10.91524657859833 72:0.1311297646140409 73:7.713062236662549 74:1.059635577464638 75:4.372359024548977 76:-3.318112704208594 77:-1.613062355501663 78:7.214963062052046 79:8.941397249803192 80:0.2558533221747554 81:0.5721108782220544 82:-7.335953796025055 83:-2.051384392966503 84:1.427373050612331 85:6.432451315859813 86:1.842403039395396 87:-5.823788383650062 88:-3.635567895899579 89:2.174068514308046 90:-3.840609247938469 91:-5.642950020401074 92:-0.3064541375942325 93:-3.500246407235056 94:-3.085715132728312 95:6.118266521171335 96:8.688683796096566 97:-9.280843868201629 98:-2.429776728614699 99:-2.990894192917092 100:2.724139304389528 101:3.719104024300975 102:1.861214217348476 103:-0.7347471193309598 104:-7.651704069255219 105:-1.062374955865573 106:-0.1404743045217607 107:-0.2065899527366344 108:-3.727893467954406 109:-2.196137033994279 110:5.239074517334914 111:7.784188087713185 112:9.718335388761199 113:2.137868654992815 114:5.977068024047167 115:8.902229756902726 116:-10.43210735084974 117:3.459739476858194 118:8.462144158893057 119:0.8538404033511109 120:1.272608684312693 121:-3.323836944208605 122:2.818662295800949 123:10.95121198303574 124:3.587412386628533 125:0.1475128420959336 126:8.759834947732498 127:7.605604642039717 128:5.555276217494759 129:0.1985639722976641 130:-1.089561526755123 131:-1.893667415645886 132:-2.139003513920473 133:3.055613059095907 134:8.27998144228069 135:-6.26919643152279 136:-2.977271350942763 137:-2.467945471260195 138:-3.596766586375927 139:-0.2612147958001684 140:-4.422483414764562 141:6.04081314026807 142:-3.817077617604066 143:-4.663631961257187 144:1.161060913308013 145:-6.745377499741514 146:8.126659848364582 147:-1.481250657933005 148:3.269693798955144 149:6.282877165322184 150:7.279129337367165 151:-11.54072508351601 152:-4.067451977664106 153:4.026865809118779 154:4.643610238880669 155:2.58335941933515 156:-4.756978104495935 157:1.02562697906459 158:5.429297581552878 159:6.587276319855572 160:-5.257747351073625 161:-2.033439897928697 162:-4.633901264636906 163:8.26824485642287 164:4.069954798469794 165:6.665896448167931 166:7.055759654508091 167:1.313117955246931 168:-7.906077836530518 169:3.261542582454519 170:3.195624668176125 171:-1.834350652610197 172:2.637376059123968 173:-10.69737944492869 174:2.076889070408249 175:3.349501763579275 176:7.90698006728765 177:3.01779057625712 178:-3.53435417802661 179:-0.1592353444942887 180:-1.812316969652989 181:5.119205418276384 182:3.963005698892728 183:-5.377719490903305 184:-5.357096368393397 185:-6.323716028492603 186:-3.565694575641465 187:4.150773708853704 188:-10.15319276460801 189:2.203072466810929 190:0.6363715130088071 191:8.272566424265651 192:8.2688414683996 193:7.69367990215718 194:1.890540618141436 195:6.0402820248254 196:8.103049525288284 197:3.038831100520432 198:0.8901347654674551 199:-2.843864149881902
-1 0:8.921062367812592 1:-5.507101505438928 2:-3.581930397885543 3:-4.061207597870149 4:5.45658260181524 5:10.32009237603847 6:-10.94014937136321 7:-6.910947830862248 8:6.428315573022715 9:5.69453546321243 10:-8.116712745878846 11:4.048472904792679 12:-7.621699913926079 13:-9.337148853432502 14:-4.804105068732671 15:2.459039927002187 16:5.945042231000976 17:3.155567998361744 18:-6.970430671373276 19:-2.034319841910182 20:-2.254147253761472 21:0.2538390253001248 22:-5.049592063185857 23:8.54540118843177 24:0.372804047824083 25:4.105819183974325 26:0.4451348798080964 27:-4.513128992890152 28:6.073939476001095 29:5.751144677059998 30:7.518388609072572 31:4.336541085151747 32:5.249911299218025 33:6.021350700453731 34:7.743137999308225 35:4.309035295152458 36:6.333174345705846 37:7.336972532167146 38:-8.116109217151722 39:-3.450266800132125 40:0.3066400445345654 41:0.09996503680145324 42:1.38196347095768 43:-8.592300850759765 44:2.39376939728929 45:6.766814150890595 46:-9.241440852851404 47:-7.100686796699911 48:-6.534713034296644 49:7.487117810300743 50:5.789291583211615 51:-1.683524304424721 52:8.250258713327703 53:-6.751839502709897 54:-2.044414092342265 55:-2.501641933635889 56:7.183917032968672 57:-7.771244238468412 58:-1.051503708510951 59:-6.937481746048366 60:6.030876459171066 61:-5.37024544170283 62:9.402098799809034 63:1.328098038156179 64:0.4268816205363912 65:-2.606522029238142 66:-6.363349532164405 67:8.416735331101998 68:8.440402542266202 69:-3.941613723282179 70:0.2693988579809409 71:2.235583971894497 72:-1.193172703097951 73:4.308412603072028 74:-4.056009234463594 75:0.3500245430754505 76:2.47208427154324 77:-8.860082977413093 78:1.639165576385342 79:7.307384077207002 80:-5.62770189459735 81:-3.749293816759443 82:1.691482502185503 83:3.947314896072279 84:8.10704791167802 85:7.57351769959145 86:-4.658580674823519 87:-7.151616494629568 88:-0.3780345859847278 89:-6.657119852222842 90:-4.050368890312399 91:-7.415280640125777 92:7.505859889053284 93:-8.599920694357312 94:-4.481727648278635 95:-5.499437684700777 96:10.88479495970098 97:-5.515981299237325 98:-8.006498551322446 99:-1.296880465199915 100:4.505326489647195 101:-3.185350271996901 102:6.091346124273453 103:-6.977034414670081 104:-2.927462038332019 105:-7.998813858036413 106:0.7469676268699528 107:-3.100934279986188 108:-8.746908244324878 109:6.604753066169605 110:10.40435276167229 111:6.809870542315231 112:8.802579620280184 113:-8.189263349197679 114:9.828715477446812 115:-8.357649131642294 116:-4.013609674510503 117:3.469149462648426 118:3.656238277572772 119:5.018240242143539 120:7.033136245085752 121:3.989513138679816 122:-7.228720338171913 123:-1.523219807547193 124:3.544086789897479 125:5.53209637562511 126:-6.683791314075501 127:-0.6910007686809339 128:5.862719441950738 129:4.934624894126119 130:-3.805271517952969 131:-0.8468193033034597 132:9.93944545404058 133:-1.548266598763304 134:-3.325627826782647 135:6.532245299788395 136:-1.78023330600253 137:7.211147224878356 138:-9.471463730568326 139:-0.5797786132278087 140:-10.09893172438026 141:-5.971199533991687 142:7.57669638531185 143:2.330585249817185 144:-0.3065237150553384 145:-6.946620882491113 146:-2.302309974708344 147:-6.353147570590368 148:-2.069520983444567 149:0.2117162770333223 150:-3.560888546693657 151:7.195489358026769 152:3.536294459713399 153:-4.238559249666017 154:-8.651181172802108 155:-7.44876155496222 156:9.195776700440664 157:-1.303473602842932 158:-2.01060846757293 159:0.2363198541178282 160:5.891886982916025 161:7.519993175785671 162:-7.202679426167221 163:4.459022067639631 164:8.663298487606683 165:3.717419266386349 166:-3.613008950242278 167:-7.029581675571194 168:4.690478357303107 169:-2.782319276357236 170:-11.39641463743999 171:-7.912459241974521 172:-5.890751806532207 173:8.091764752830381 174:-3.724446186964469 175:-6.383362977627157 176:6.167730462162616 177:-3.147985860011278 178:-5.323608204928213 179:-3.775118628392821 180:2.947259063316181 181:7.986320094944184 182:3.670528649965198 183:-2.032600432983313 184:3.265151819409549 185:-4.452034619903634 186:-3.751813124435504 187:-1.306769695668545 188:9.117994680497841 189:5.511932052400977 190:-8.643968461133332 191:-3.000720586368057 192:6.65725585873655 193:-5.888741850670273 194:0.9873204126185455 195:-7.924883058771187 196:-11.13421862720559 197:-9.359600233061814 198:-3.681592701497928 199:-6.172156416175951
-1 0:8.735107519840277 1:-4.264767384878115 2:-4.181475931003871 3:-2.598374693644097 4:5.634771668268385 5:9.156661207654444 6:-10.47410650967991 7:-4.837662668012531 8:6.108879314650614 9:4.934340662596741 10:-8.141648886553247 11:3.402578252101069 12:-6.956704272530691 13:-10.48632580183572 14:-4.095556959282554 15:4.29719807618434 16:5.667614318229993 17:3.522201528171964 18:-5.780594175009694 19:-1.393645114821709 20:-4.258871375070935 21:3.463269520454189 22:-7.543781698393953 23:8.948388348295591 24:0.5248785390804538 25:3.068379348120433 26:0.5750011460837614 27:-2.776375819564242 28:3.717974415187793 29:6.086277073348113 30:4.375940974728336 31:3.781031295827183 32:5.460894455398963 33:6.318796346683112 34:5.528245649814301 35:4.578090395593538 36:7.61934118697574 37:6.550813825743995 38:-6.256908642384901 39:-4.603022021891227 40:-1.360742800201025 41:-1.689175090555567 42:-1.966054819482623 43:-7.585692968087399 44:2.871635752256 45:7.820158017171763 46:-10.70594444152919 47:-5.051185575779154 48:-7.719758127937995 49:6.488942767667868 50:2.95679863033954 51:-2.286753103885035 52:7.273167630556025 53:-8.692313723558735 54:-0.8777929681180736 55:-5.165813582261965 56:9.196477330872462 57:-9.804738808111999 58:-1.496256907901172 59:-5.952040460179325 60:7.440521341572181 61:-5.872978280046283 62:11.88443036628514 63:0.7211378638020657 64:1.200973341012282 65:-3.339238978203664 66:-5.196077609447868 67:7.959379475301989 68:9.937435345065191 69:-5.369544476063089 70:0.2923650517346397 71:2.017546209772715 72:-1.208945708406836 73:4.952169651021411 74:-3.903837251885726 75:0.0420057890565344 76:1.628515100562119 77:-9.49243643009167 78:2.002477395335128 79:6.91388306241031 80:-6.118652388631084 81:-4.527387480356583 82:0.5473043119904584 83:4.845902128656363 84:7.4053815872716 85:6.739992959536285 86:-3.053981356812722 87:-8.525868332055344 88:-0.8641115481030514 89:-6.086638850974635 90:-5.476501379736126 91:-5.842074561343956 92:7.922140280674792 93:-6.426733730926196 94:-5.820987812143731 95:-7.786671604160601 96:9.932031047971543 97:-7.686787276768601 98:-7.679890458034269 99:0.6079106002196804 100:5.479361480095476 101:-3.669612856810054 102:7.901565492299498 103:-6.970108588597816 104:-5.698899522345737 105:-7.992001599907361 106:1.97822813237967 107:-2.998071199734621 108:-9.632947135931326 109:6.849878780115939 110:10.67500039263157 111:5.924760892626361 112:9.936288195150611 113:-5.803526396309826 114:10.27020344480547 115:-7.667774048111574 116:-3.996480094678712 117:5.546438956165734 118:1.921807454191875 119:4.896610539176748 120:8.520409520780404 121:2.190417650056597 122:-7.944891076222675 123:-4.358477552028943 124:5.317189633263088 125:6.959398500805508 126:-7.7201331470688 127:-1.724570052521389 128:3.61859661407307 129:5.342796533714547 130:-3.258271007184318 131:-0.7143214530963726 132:9.172679201054798 133:0.4272073202968508 134:-3.604863872768302 135:7.068675963534654 136:-3.850684915575646 137:5.805692795727007 138:-9.319086301122789 139:0.1519151745203466 140:-11.22426933347264 141:-7.551816642124242 142:6.977938994393281 143:3.249409846647574 144:0.2718305010038686 145:-4.631906652945711 146:-1.385892059610341 147:-7.68590003707675 148:-1.670859924615069 149:-3.185470300249746 150:-3.361196832711057 151:6.211198850215373 152:3.179332641773945 153:-5.216497574307608 154:-9.669285863832572 155:-7.272199729493694 156:7.899677327276935 157:-0.5142558793815102 158:-1.080918117297524 159:1.091036353868202 160:2.429411784183991 161:8.768372583977476 162:-8.630065014424366 163:3.475428735338679 164:8.493995686712108 165:1.6670064334509 166:-3.483326427127403 167:-5.551505429348734 168:2.458802202150165 169:-3.99706925605236 170:-9.900889936230689 171:-7.078653379963256 172:-5.019095176149154 173:9.469905087971728 174:-2.872575265058485 175:-5.604674591286191 176:6.365825191058718 177:-2.567189047786986 178:-2.701766358936361 179:-3.862980891196456 180:1.548713190668997 181:6.317655558384495 182:6.484724933500636 183:-0.04275417149587818 184:2.474600941382405 185:-5.282748092855607 186:-4.977101891985688 187:-2.943852488877638 188:9.952176706405087 189:4.850791393169331 190:-8.283412928918326 191:-3.375452028268162 192:4.873350442781889 193:-5.684328003175945 194:1.520868068561564 195:-6.421913205865943 196:-9.573044829910067 197:-7.922562847730365 198:-4.37285329689683 199:-7.670690497282531
--1 0:2.56296584365091 1:4.210621763332185 2:6.679701784281734 3:10.34494374789232 4:-8.254204939022335 5:-1.472079024515514 6:-2.684181497231619 7:-3.809275164944552 8:-6.802634299986347 9:-7.408118331711792 10:6.94569853722191 11:-5.474429153288915 12:-8.012629039700874 13:-3.417369762665828 14:-7.356558146091689 15:4.303134530472689 16:-4.894578308047827 17:5.091998445719417 18:-2.092305747006003 19:-3.019382336296418 20:-1.718010176508166 21:-8.674310491847589 22:-10.23652684199396 23:-3.014503459257586 24:-1.373067781640958 25:3.575805390943723 26:8.403795859874389 27:0.7106140465752948 28:-7.742157580649558 29:8.852487247271592 30:-1.855008738555206 31:-2.947825612758333 32:-8.45535663930753 33:2.478667425190505 34:-5.494136729532252 35:-2.936823975355395 36:7.00936604677832 37:2.373801187470282 38:4.820773709155946 39:-8.336773197813191 40:-2.345584587236302 41:3.271143153315534 42:-8.265217361727917 43:9.758840434260129 44:9.008024616885466 45:-1.947867109807457 46:7.505121111867708 47:-8.352624469601141 48:-3.777152429432199 49:2.054812304593136 50:-7.13776611769203 51:5.545145836752204 52:7.751539672847101 53:-7.250385075063339 54:6.544815007377494 55:6.213516224503629 56:-1.82732674666279 57:8.703593813588657 58:3.432971175331709 59:-3.398102155697658 60:4.719432812479381 61:-1.380277652046298 62:-2.114174001783071 63:-1.903795338125836 64:-1.813706336855371 65:-3.993807117690717 66:-9.367911542695026 67:-7.603981927085417 68:9.439071420312841 69:7.098314563187785 70:10.43953328376369 71:9.305100137534476 72:-1.794848802387759 73:6.583190486881485 74:0.2948996981564157 75:4.887792301786321 76:-2.621256017352608 77:-0.2396484969178414 78:7.438718810177319 79:9.27450952104132 80:-3.543857712111524 81:0.08550558324793722 82:-9.832914048005074 83:-2.091146393422635 84:1.633387604204835 85:6.7008364895381 86:2.857029465595202 87:-4.089909023901419 88:-5.523147494328049 89:0.5076076817879105 90:-6.246361886146555 91:-4.828948363597875 92:2.161603049334782 93:-2.26774544778959 94:-4.476110415151923 95:2.447211746830034 96:7.627093817738027 97:-11.70149173381942 98:-4.18125667768914 99:-3.079021199762606 100:3.831706690019542 101:4.155347397481261 102:-0.668346868364031 103:-2.949384121134883 104:-5.622256127793647 105:-2.124497424708719 106:0.1699333040775977 107:-0.6884635201392665 108:-1.199249366150083 109:-0.6785766268244465 110:5.42581573936098 111:8.311854732294456 112:10.80896275464838 113:2.936616324198404 114:8.298855481606747 115:8.900585147256605 116:-9.223905061816293 117:1.956539632392827 118:11.12188045274004 119:1.423856291336851 120:2.177936544706365 121:-6.220841981284059 122:2.813137683708209 123:9.907198932270159 124:4.913450528159735 125:1.694898511327528 126:8.799582007491844 127:8.75944848608351 128:4.232654208827448 129:0.1091201761076914 130:0.2555961603283561 131:-1.939452644746196 132:-1.418545858448765 133:3.063393950326137 134:8.573530933617615 135:-7.745610046291926 136:-3.358090962214625 137:-4.7712471145051 138:-2.46231759807971 139:0.6635825055969604 140:-2.292609798930897 141:5.482500198723581 142:-3.861300588111249 143:-5.002516245391821 144:0.04273701201632379 145:-9.221027716732141 146:7.579083417328183 147:-1.516340813725274 148:4.67801501421171 149:6.778584706370708 150:5.874849433294878 151:-8.945241994372106 152:-3.627228957239047 153:2.744872313263454 154:5.959474647979296 155:1.500886539768175 156:-4.999726258280403 157:3.740618788192164 158:3.158702499201498 159:8.210937935736517 160:-2.182235872428214 161:-2.41702665269334 162:-6.959484001308643 163:9.826310352629866 164:6.677448074429965 165:5.95777040188691 166:7.413325399970479 167:0.76767704707258 168:-8.022211840074714 169:3.928721062633286 170:3.492344686943544 171:-1.228236971816672 172:3.504112701857945 173:-6.965192433017361 174:2.878254615788426 175:5.283764309269735 176:7.372412510390965 177:1.360837982651896 178:-2.797039646433574 179:-1.128063714016919 180:-0.7453580651449895 181:4.701893017558255 182:3.200723993371043 183:-5.901616650564497 184:-5.785987968130833 185:-5.795519933498399 186:-3.193358401255435 187:3.965902879527746 188:-10.94407963095428 189:1.160751672149929 190:-0.02906350873165153 191:8.89438449157738 192:9.807714147352415 193:5.141390620314104 194:2.759365002105053 195:4.778828971011114 196:8.213093986153575 197:2.683202828233348 198:0.5615397157665696 199:-1.838603603972123
-1 0:7.420720123203783 1:-4.912880818242535 2:-5.59499252761094 3:-2.521802971514346 4:4.707008993322732 5:9.911989515475668 6:-9.940817676430623 7:-6.764084591977913 8:8.043489623459266 9:6.298550930400265 10:-7.680632822493918 11:1.447134988830237 12:-9.839710364541739 13:-9.71729488298871 14:-6.262126620520577 15:4.004685573103921 16:6.270478961417854 17:3.050372328827331 18:-4.40596936490258 19:-0.6663342449663383 20:-3.286161046634511 21:1.916653441221723 22:-7.43854979652206 23:7.840698367380127 24:0.5414690935140203 25:3.844266954450197 26:-0.3268013013406869 27:-2.459633091783062 28:4.410352252895841 29:7.423144347853859 30:6.367134381411532 31:3.736706249007288 32:4.991339443969822 33:7.449969791441139 34:6.735871286162076 35:5.990939856292056 36:7.232018795067313 37:5.163924169612295 38:-8.323074380576754 39:-3.396226048996223 40:-2.777129226548946 41:0.8200770239141684 42:-1.389829450524939 43:-9.123068488586927 44:1.217129869394777 45:5.932711703950635 46:-8.111502794720327 47:-4.524939428495008 48:-8.335813504460548 49:7.110358381035263 50:3.465688924511197 51:-0.6611842617973549 52:6.778598345161497 53:-9.836398248715255 54:-3.420815719380492 55:-3.129480726278051 56:10.43257719062563 57:-8.649425571056756 58:-1.96362729972384 59:-5.190452384167254 60:6.417003707825522 61:-6.158676651058815 62:10.95410902289807 63:0.6380855576598448 64:0.7409282718274195 65:-1.912640203172873 66:-5.307195495231502 67:9.107339073684015 68:9.871601453225404 69:-3.811160606016035 70:-0.2396099228055244 71:4.97041865760732 72:-0.2311878717709496 73:3.62446494069628 74:-5.505173488643048 75:2.592436713038212 76:2.783012996917002 77:-8.883755425588484 78:1.86878042163746 79:5.02240166787141 80:-6.483335151252717 81:-2.531409487455476 82:2.858233440462439 83:6.340821744950928 84:9.095832648781814 85:7.308328102681573 86:-2.27107570986816 87:-7.078222234366267 88:0.7989971989624729 89:-7.201027448260842 90:-5.340308600262669 91:-8.38911189520495 92:10.37839338396647 93:-7.792299210147217 94:-6.001094465481073 95:-6.754633946126694 96:9.608533229635755 97:-8.032732971763107 98:-6.7113834941044 99:-0.9432825409795611 100:4.894234806160756 101:-3.213784549244892 102:6.347135189242079 103:-7.857360189938424 104:-4.718166365692464 105:-9.297398845108965 106:0.4754206846130336 107:-3.409761342884885 108:-10.38159180125259 109:5.272505090100174 110:7.979849836622434 111:5.418055004722486 112:9.595658829075088 113:-5.010937848097512 114:8.683204879121851 115:-8.75292271312358 116:-4.624668051999555 117:3.773344309460916 118:3.007005487926954 119:2.882572800514066 120:8.464698512055152 121:3.42065359169648 122:-7.293116855398623 123:-2.610617472990341 124:4.769722687145611 125:6.424669028093988 126:-9.198753228123698 127:-1.591147981067246 128:6.969132638060246 129:4.048445798292303 130:-2.706950149812432 131:-1.606695576358614 132:7.602148597845227 133:-1.434138010998916 134:-4.042381369320072 135:7.649276872900646 136:-4.475617093795472 137:6.144073736636464 138:-7.894380486106246 139:0.2197366280506557 140:-8.366122797730387 141:-8.007790297178458 142:7.911814428820513 143:2.019728645552618 144:1.385439986965048 145:-7.902162719049332 146:-2.471881565322934 147:-8.160485723491835 148:-1.912309375759803 149:-0.9388994638779397 150:-2.131596150761918 151:4.081361124641676 152:3.00469107463105 153:-3.020735962456224 154:-7.469304709488599 155:-6.416118619811379 156:7.976479899073086 157:-0.8642164230284303 158:-3.603675702334123 159:1.587205543822718 160:3.417958853640041 161:7.286125311669056 162:-10.63699924585307 163:3.404255010140933 164:9.756191573576993 165:-0.143734373810148 166:-4.04119526350653 167:-7.393288179946211 168:4.536739501404407 169:-1.796942742357288 170:-8.846330876785531 171:-8.731010673083251 172:-4.448175928923211 173:6.959087630490274 174:-2.032584472484922 175:-6.306567087343115 176:6.587918062963355 177:-4.984079535808968 178:-3.856515223762196 179:-4.785678928338324 180:2.835309480415881 181:6.303386066670665 182:5.645654543558551 183:-1.414340525599307 184:1.571047885500251 185:-3.242733372406377 186:-1.595657952433773 187:-0.8883850193447355 188:8.646253016220646 189:5.862646598843855 190:-10.37249727403452 191:-2.812320943524055 192:6.398874931065464 193:-6.796431366893666 194:1.460195802498376 195:-6.22614197813455 196:-9.589501560155014 197:-9.015675460476277 198:-4.305364485684184 199:-7.675619885417526
--1 0:2.966657720985974 1:4.339336175539891 2:7.377846233242586 3:8.063383380156006 4:-8.791353815485701 5:0.640231465681932 6:-4.087185750606607 7:-2.842245412775486 8:-7.598752648455436 9:-5.615334239702693 10:7.892934610564516 11:-4.68496565526402 12:-6.915065357966554 13:-5.088607825094434 14:-7.803798612043741 15:3.606603156734757 16:-5.49645460870682 17:4.24776573480885 18:-0.9233483136899402 19:-2.613274756905636 20:-0.9836179912286385 21:-9.717564475598195 22:-8.612456332247623 23:-4.604999787440315 24:-2.429373881492021 25:3.134896035257539 26:8.724661656785166 27:-1.865217431930217 28:-7.253321536877761 29:7.904783033607728 30:-1.414503770379662 31:-0.4076048974658556 32:-9.232151571017315 33:2.174119050570595 34:-3.38722662055573 35:-2.061086331300451 36:5.71597790071728 37:6.162834079616513 38:2.966001520336242 39:-8.766757995042832 40:-4.302528204032393 41:1.922577152401606 42:-7.383094918101119 43:9.801964061830759 44:11.0190573305052 45:-0.8346425557582313 46:7.814162136460741 47:-6.606103259405968 48:-2.016509542687466 49:1.955874114661432 50:-7.511489279363212 51:5.94298845595663 52:7.007443964053777 53:-7.936108658466889 54:6.695527357034064 55:6.051041026867842 56:-2.568979605474888 57:7.382436921398281 58:3.581853130347107 59:-3.069985639615529 60:7.223942688103825 61:-1.293022755452818 62:-3.664870059196189 63:-1.230539733153346 64:-2.227646200478372 65:-2.796138460115966 66:-10.07232641839852 67:-8.480970040138009 68:10.10088121478804 69:9.006560060808274 70:9.507148495610034 71:9.815640546059173 72:0.8001015990637521 73:8.547375588958255 74:-0.2144978037782317 75:5.603598926800179 76:-2.238875539534925 77:-1.846246394322753 78:7.131009915328024 79:9.389952283145522 80:-3.646363287156539 81:2.856243803234058 82:-9.356908401976652 83:-2.200278418640079 84:1.788538711874647 85:7.820475115753837 86:1.27388999365176 87:-7.676377704481701 88:-3.578365573501562 89:1.274220143832239 90:-5.477112121564973 91:-5.186612383016984 92:0.7097326415902937 93:-0.1560956088816141 94:-1.428759407540281 95:4.607398598364767 96:6.504018814232599 97:-9.14379817716612 98:-2.807182517642604 99:-2.87341397592986 100:4.936805838242362 101:2.790316485640111 102:2.919466916325811 103:-3.329980696333703 104:-4.84696223104535 105:-2.373195105259852 106:1.895467602728841 107:-1.522502615111066 108:0.5393502387098854 109:-1.430854720437961 110:4.506275488154123 111:8.30272715581348 112:8.884417295023582 113:0.6957915100974866 114:8.275208436812507 115:8.654137715412144 116:-8.658239340035605 117:2.300371460384731 118:9.487932871677513 119:-0.009371739955600533 120:0.1828117227044035 121:-3.625816078360067 122:2.921216770643931 123:10.81470262516104 124:4.495189315136612 125:-0.977968593359017 126:10.02227857624713 127:8.182971928624823 128:5.261245574176723 129:0.8982543181601454 130:1.126871994590256 131:-1.858412230612659 132:-1.492280407731405 133:1.540536345848173 134:7.99912888952085 135:-5.733957986353513 136:-1.593144701536272 137:-3.723874955767071 138:-5.052174761244022 139:-2.45498862074433 140:-3.057396058060859 141:6.58679819495168 142:-2.373493770033049 143:-3.410638319219793 144:-1.434929521506971 145:-5.501683310042221 146:9.249273705107246 147:-4.313090524474428 148:1.765256014965673 149:6.527971827343321 150:7.629615493276533 151:-10.31438659632769 152:-2.045858597068483 153:2.307210175400302 154:5.085667531888383 155:1.488769275323222 156:-5.607293087876121 157:1.1512475349895 158:4.861227596486878 159:7.692576821523499 160:-3.784778581475724 161:-1.301751316945954 162:-5.573537673447245 163:8.720910649452925 164:4.828936026506498 165:7.242242852918305 166:5.004518234582635 167:2.342677161915625 168:-6.753051132361609 169:2.388207280032078 170:4.061361347964125 171:-1.86189518550587 172:3.712192319572689 173:-8.783236587624719 174:1.582965972902536 175:3.525202667112667 176:7.504220703592546 177:1.393546561698471 178:-3.362926768460627 179:-1.131275936917703 180:-0.8408735011857478 181:7.437041160320396 182:1.960863612209782 183:-5.177066105576595 184:-5.485243008729995 185:-5.073197944387502 186:-3.557149429672674 187:1.53105420111309 188:-11.09551527813953 189:1.160427131085169 190:0.9563771392661963 191:8.766444581724542 192:11.16462595083763 193:6.90593896150078 194:3.0919373742089 195:5.978356901546765 196:6.470901760916901 197:2.384148432509339 198:1.853133315632685 199:-1.878285613734926
-1 0:9.372087836385145 1:-2.629092611739394 2:-5.798271405832699 3:-1.171142723029994 4:4.880258793937815 5:10.20344769156072 6:-10.17875761205873 7:-5.692763448512339 8:6.390181669265168 9:5.310987608971799 10:-8.285257278656839 11:6.287176066669137 12:-6.300291921655605 13:-9.506876043047285 14:-6.485077284980461 15:4.245873390363799 16:6.219334874245907 17:2.904657976456094 18:-7.886457424420632 19:-1.324529415883521 20:-1.641382531363591 21:1.809676156180231 22:-6.145464531600059 23:9.229620491286282 24:-1.975021804853215 25:5.380880842232539 26:-0.3721502274761052 27:-2.653106500925887 28:5.888978432022764 29:7.269005292018326 30:6.066432377068977 31:5.742778490069459 32:6.165894027047369 33:7.965920556926292 34:6.69364476885537 35:2.633282390318761 36:6.648138337921427 37:6.972920043926042 38:-7.931708398853335 39:-4.003695316895573 40:-1.414773348309381 41:-0.2866349938913869 42:-1.870153516022679 43:-8.464168351187396 44:3.28332928531105 45:5.899575320044756 46:-8.219777486832662 47:-5.344677696719883 48:-7.748841735160318 49:8.347840149204908 50:4.137552785441079 51:-2.548323386292318 52:6.772310711264113 53:-9.375054829048672 54:-0.9995412874117091 55:-4.289721926364771 56:10.06057488665862 57:-7.940177953537607 58:-1.038200045362725 59:-6.095639708789316 60:7.630841463691234 61:-5.471332803047256 62:8.895105534123189 63:3.439924312486085 64:1.587200233206508 65:-0.8391809181859715 66:-5.575517317495724 67:9.305012905770642 68:8.813901535871249 69:-2.2440208927028 70:1.318443392658063 71:2.868318320906043 72:-1.284990141006007 73:4.249808716507189 74:-4.083408716034055 75:3.452764544149922 76:1.878938376347861 77:-10.48610789045645 78:2.889809061359699 79:4.945467623267811 80:-5.581155042471059 81:-4.213102994063608 82:1.98562684925165 83:6.892265459713057 84:7.606718423458344 85:6.543721184565951 86:-2.680515548649072 87:-8.214887847008093 88:-0.3147100629924094 89:-6.480758869628148 90:-5.438933686637487 91:-7.14953069454741 92:9.612586391258809 93:-9.617912557597258 94:-5.221356411484184 95:-8.157353856668784 96:7.525531633804628 97:-8.449070885473089 98:-6.874933288527253 99:-0.386942464898264 100:4.036272468469791 101:-4.310705201319955 102:7.658458198365453 103:-7.294047821429678 104:-5.505399040898408 105:-6.483215807933853 106:2.331389531757016 107:-5.4532384562481 108:-9.598601361829971 109:6.651996373238588 110:8.352481825744748 111:7.57785126139165 112:7.162197477771534 113:-5.54883275692515 114:9.750190851415113 115:-7.842816483498147 116:-3.919968072427005 117:4.61031170357975 118:2.224565620082951 119:2.573102837732084 120:7.561611182533392 121:5.20803457779859 122:-7.411018866320065 123:-4.215668754582249 124:4.591906415512912 125:7.399696608197675 126:-8.776204731604793 127:-0.1370107124284385 128:6.258307582246287 129:6.0378919336857 130:-3.824591229718774 131:-2.93682439589744 132:9.947768108854632 133:1.24864466037683 134:-3.253069703581515 135:8.376191701794006 136:-3.954773825021549 137:7.373469853101057 138:-8.032897948245338 139:1.329634801343381 140:-8.741464760924828 141:-7.638439748612897 142:6.433522961543691 143:3.435332382083533 144:-0.6150690610612088 145:-6.554943709245732 146:-0.1296941097876319 147:-6.54874560749128 148:-2.305012313571124 149:0.3090896183533443 150:-4.119990542903218 151:4.145233535368742 152:3.844775741246063 153:-2.041510693575692 154:-8.110390323309165 155:-8.032159911007598 156:6.41279324034465 157:-1.488342309790843 158:-2.208253386283447 159:2.806658827030918 160:4.978309976579658 161:7.417101346513937 162:-9.493306371668863 163:2.543646285505825 164:7.352209212156897 165:1.466249180633018 166:-4.150170192024493 167:-4.672029660285419 168:3.578017595070342 169:-0.3366252431943544 170:-10.08217618662264 171:-8.929161050442733 172:-4.03299439529723 173:7.34422056679165 174:-6.111559449090525 175:-6.062146988799476 176:7.711583899255142 177:-4.960613151152314 178:-4.253882059243915 179:-4.01128209933723 180:1.171864013352313 181:5.553197827362517 182:6.153190154419886 183:0.8729027391477759 184:2.737786321064657 185:-4.490781072383445 186:-5.701472967539346 187:-0.7251794028880598 188:8.758714533686932 189:5.92237335924951 190:-10.85068197623265 191:-3.193703437889701 192:6.687376714061076 193:-6.392859195633674 194:0.6020160498614858 195:-8.007103287331153 196:-10.06063574836653 197:-7.013468610989276 198:-4.129251900877453 199:-8.128540851989614
-1 0:7.096690598280304 1:-4.222208959081892 2:-4.816031497573994 3:-2.673686010370158 4:3.485253044765999 5:13.04477517288446 6:-9.150682891860738 7:-6.188874462070549 8:6.015310751776944 9:5.21995761614891 10:-8.281733743663276 11:1.739591527734569 12:-7.241192945219176 13:-9.973196983144472 14:-4.724630173051809 15:4.374518473435184 16:8.084882602344106 17:2.991731372939823 18:-7.308814041815707 19:-2.878254657268643 20:-2.405391408711838 21:-0.417343582905084 22:-7.619083875021635 23:8.061824355871162 24:-0.04531830374153356 25:3.341556704727848 26:2.167298032983829 27:-1.206035379485936 28:5.683069106364912 29:7.748832628437468 30:6.5255284019885 31:2.512255411804365 32:7.062128345028897 33:5.942659198877442 34:6.51753765898707 35:4.21605116490389 36:6.130913109145905 37:6.699108479144429 38:-7.45793548573353 39:-3.693930044230239 40:0.229693244638987 41:0.6824738623412637 42:-2.089154795049913 43:-7.529556232234929 44:2.119855611810135 45:6.294872598600254 46:-9.953879629224586 47:-6.146289292054799 48:-8.76070678586605 49:7.485654116884826 50:4.929383113657426 51:-1.548554049359957 52:6.283928883140705 53:-9.418258426443199 54:-1.934916102926347 55:-3.292062600637298 56:8.703492244263872 57:-8.73269779916834 58:-1.038294537008872 59:-5.898030354049113 60:6.251895952725768 61:-4.876877047821515 62:10.37985740599686 63:1.141718664074612 64:-0.1815282236924119 65:-0.8452843445063387 66:-6.075833165813155 67:8.37688153187659 68:8.589405948864069 69:-4.169659988657178 70:0.4167722825022395 71:4.353065049559286 72:-1.02494938804508 73:6.450125319690415 74:-2.480818651976938 75:3.183981361425912 76:1.929893270468649 77:-7.230272159763071 78:1.765153198462385 79:5.14055771403102 80:-4.690248952509535 81:-2.570137884454295 82:2.689604976028071 83:7.730314483883983 84:5.65049029558481 85:7.888473317603055 86:-3.685439933045816 87:-6.965317763783133 88:-0.1548509870485443 89:-7.321587909166127 90:-4.646156358118591 91:-7.194796744697257 92:7.349873665564197 93:-9.372772382816365 94:-5.579340236757995 95:-6.085912903114833 96:8.397653994940365 97:-7.080019443645129 98:-8.935145587118964 99:-1.079546301621678 100:4.867592855817279 101:-6.474999543726919 102:7.368490327884098 103:-4.849937966174958 104:-5.438782993174657 105:-7.588081114156125 106:2.467754081773992 107:-4.176138977114801 108:-9.521469558447187 109:5.748204721063893 110:9.960713821963997 111:5.596853312448107 112:8.931332022641707 113:-4.367448117046441 114:7.801587958148383 115:-7.529850870969583 116:-4.078890424398846 117:2.862726097547017 118:3.724424444185539 119:1.763620038421504 120:8.683703560716816 121:2.151678722854271 122:-7.039205786598889 123:-1.849352874253413 124:3.502859771059475 125:5.004832818037936 126:-10.1865686364447 127:0.2261180003969878 128:5.928154687117851 129:7.366295344128647 130:-3.157228848724874 131:-4.86498627207262 132:10.87344542408663 133:0.9107406140492432 134:-4.263263203524796 135:7.059310877587133 136:-3.323917407931865 137:7.437713484245233 138:-8.536685198246014 139:1.674100828590234 140:-9.696614999820211 141:-6.825195874672043 142:5.340811444115244 143:3.320507115859441 144:1.977052306271944 145:-5.294526807065957 146:-1.759567836477586 147:-7.947021953367922 148:-0.5367606916770618 149:-1.399737317900039 150:-4.305174862840079 151:6.547207591527933 152:3.147640732076855 153:-1.901067601313741 154:-8.945662167126699 155:-8.035964261571092 156:7.980200079333414 157:-1.311752934825101 158:-2.995890611441218 159:3.314422711446973 160:3.937599840657767 161:8.062453059856415 162:-8.782671798112387 163:1.036036023364441 164:7.836891257011053 165:1.999459303540465 166:-4.38003228288409 167:-5.883398567513425 168:3.593811563833568 169:-1.461555279102241 170:-10.20796691305483 171:-8.78984709458193 172:-7.179321324907581 173:9.09722469639604 174:-2.362063703264695 175:-6.174830638574714 176:6.411960208723486 177:-3.742990340774499 178:-5.599444840075261 179:-4.437342565658463 180:3.215285519033622 181:6.296773054918104 182:6.014837083702562 183:1.04996038439928 184:2.09463965854901 185:-3.808579338688779 186:-4.555479748070128 187:0.4811043323061668 188:8.758758944635174 189:6.646706479144224 190:-9.539124050149056 191:-2.671127054456321 192:6.942142711187729 193:-6.620128010723525 194:0.6087877805784412 195:-7.066215297702824 196:-9.839518743657196 197:-7.020735273077346 198:-4.448409855020733 199:-7.371054650618348
-1 0:7.713239877446606 1:-4.798776633738323 2:-4.518162588249173 3:-3.570546479748375 4:5.59443741938292 5:8.655309528742716 6:-9.627173386541227 7:-6.982269307754079 8:5.446904096930043 9:6.571337873145771 10:-6.945528781612536 11:2.028688961000771 12:-6.976042086564916 13:-9.948165226843722 14:-3.310264670280495 15:2.183332370200395 16:4.5591772587688 17:2.848144375295787 18:-7.230928954352452 19:-0.8740076477700299 20:-1.2966047242768 21:1.419866605577525 22:-7.633799961362133 23:9.136848334462874 24:0.8870772439499786 25:2.583317366067882 26:2.532678228755202 27:-1.920010689744656 28:2.730803361312924 29:5.765860497129279 30:6.209295721933056 31:3.705116885573478 32:5.510104523901095 33:5.651511857975056 34:6.18577581592534 35:3.358450695059521 36:4.771838947626756 37:6.894703933128796 38:-9.924495831121218 39:-4.254711822616301 40:-1.015014772727269 41:-0.4804393064566016 42:-0.8489973837083975 43:-8.751700599176532 44:2.945063286080544 45:5.610817652099981 46:-9.378658830311913 47:-5.209826534782126 48:-7.416381180032785 49:5.73379134104071 50:2.325252428531777 51:-2.373381552507534 52:8.927642334545435 53:-7.287375829569901 54:0.3328850367132143 55:-3.569688100760521 56:8.496505875926905 57:-8.711761446918819 58:0.7375521000023655 59:-7.55949903245862 60:6.33751924924511 61:-6.134636103767627 62:9.369684083883307 63:0.4359828559445203 64:0.1845103466354577 65:-1.711652539302033 66:-6.514066906966367 67:8.69658188397762 68:9.504932289919475 69:-5.121902419710548 70:1.296145713751951 71:1.808476444098388 72:-0.2515122927231128 73:6.040399927274994 74:-5.510463407244056 75:1.792438079178189 76:2.437175056766734 77:-9.430335459613849 78:2.123451443381807 79:5.319150563499996 80:-4.759521019360868 81:-2.414603772079401 82:2.309015124758341 83:5.682080096543748 84:7.332761413614647 85:8.277720936420696 86:-4.164280567582722 87:-7.899356715508318 88:-0.4911644411041386 89:-5.59034346473028 90:-6.417226693232674 91:-7.613522023009545 92:7.822576726705207 93:-6.794252374306769 94:-4.599567196863634 95:-5.882562773009969 96:9.59125184935213 97:-7.922587603214693 98:-8.657324552781015 99:-0.7316351791824851 100:4.079779333655255 101:-4.636068846266761 102:6.682265367983772 103:-7.060739701583048 104:-4.864947517125112 105:-7.973651072876974 106:2.491311764207495 107:-2.234560704644632 108:-9.507096471428357 109:5.491673467653665 110:8.997308685704358 111:5.89244521468998 112:7.457790621017022 113:-6.348181227498555 114:7.892255918046137 115:-7.664920330827827 116:-3.597303737284814 117:2.921490775580748 118:0.9220713423481348 119:3.52944323823223 120:8.047924798657021 121:3.230500456543906 122:-8.970147800270929 123:-5.325432349840806 124:3.453759398641023 125:6.059184149960889 126:-8.77764013206453 127:-2.54210741659061 128:6.751318320466297 129:3.645762968376445 130:-3.986021180868385 131:-2.660379785564621 132:9.670771056517415 133:-1.366764386907618 134:-4.217820407922869 135:7.324920714558345 136:-2.59587990313812 137:5.330033183410936 138:-7.112716435029075 139:0.2776550702069055 140:-9.39289361696021 141:-9.890523390838183 142:5.929544264691036 143:3.348163933109908 144:0.1892767014705388 145:-6.435527744417763 146:-2.263686670356351 147:-6.726034681572812 148:-1.631058829440228 149:-2.650262523906484 150:-2.971787847260993 151:5.214411134404113 152:4.409449607519675 153:-4.262140589276986 154:-9.80697454586506 155:-6.789941943189343 156:8.238735298423826 157:-1.373796106867423 158:-2.748432596188287 159:0.8798593045341117 160:4.871456880495463 161:6.759681626889911 162:-8.100170031797916 163:2.602762432911941 164:7.932081494059888 165:1.179817974539114 166:-5.795088305163354 167:-6.206063337270252 168:3.971729452178089 169:-3.95648453605097 170:-9.36944082375889 171:-8.097523519292311 172:-5.975108124021764 173:9.105921206061797 174:-4.681952626415709 175:-4.989624960180779 176:6.790948480431681 177:-4.217502361914201 178:-4.889124946986346 179:-5.386153948810155 180:4.10595002102179 181:6.683980157243146 182:7.185908499595622 183:-0.8681970208244272 184:0.1842679153831135 185:-5.219932882008989 186:-7.815180170825624 187:-2.579607196978324 188:9.009632854256845 189:7.165371304606346 190:-9.723192724125107 191:-2.035098134629043 192:6.392796632591244 193:-6.86941470812415 194:0.272469007124594 195:-6.617366584795928 196:-9.865219892530526 197:-8.138940413804839 198:-3.918292934506015 199:-7.679543688712558
--1 0:4.115535940757233 1:3.654609844341364 2:6.285756075156207 3:9.787600106533816 4:-6.627145920535909 5:0.2042781720204518 6:-3.651751421322189 7:-2.587941518995792 8:-8.345411840057995 9:-4.825278107781777 10:7.730039326488583 11:-6.04377024432798 12:-7.533097951652894 13:-5.541639594705026 14:-5.628880359136846 15:5.184532713146667 16:-5.014119888555604 17:5.075264378791677 18:-0.2715301026696111 19:-2.290849443322709 20:-1.23352928008715 21:-7.316599122577404 22:-8.957055284710053 23:-3.313424611904903 24:-0.853189089404381 25:0.8917587765260064 26:10.13064214861286 27:-1.262735540783432 28:-8.609523909031763 29:9.180268769985927 30:-1.529197964538255 31:-1.387247138525889 32:-11.51156475584236 33:0.9855327106085561 34:-5.904136903431935 35:-1.931738772977362 36:5.449731043200461 37:5.019433617249659 38:3.310477168550178 39:-7.676044557695654 40:-0.5970071681787013 41:3.596346320843085 42:-7.105601828734416 43:8.579732169241145 44:9.135092124190125 45:-2.196377630089382 46:6.558673770260722 47:-8.197374586089488 48:-3.721838203168371 49:3.260648361691371 50:-7.507808018391432 51:6.13015136692721 52:6.694129185093047 53:-7.442928258294294 54:7.375948119953875 55:4.765542698891078 56:-3.438033088791351 57:9.153032313124172 58:2.533440134732329 59:-1.850134752870107 60:5.078171994592179 61:-1.02686764945586 62:-3.876185495396322 63:-1.403501199904655 64:-3.076078877548179 65:-5.117365050838417 66:-10.26640624792555 67:-7.301838874830877 68:8.527491167698495 69:8.999925021290492 70:7.11535564177021 71:8.994506220009255 72:0.255723468775817 73:9.053612066010968 74:-1.679198160306042 75:5.283064321464531 76:-4.589739953717054 77:-2.372212655762088 78:8.290541740848674 79:8.764899118312098 80:-1.870553706098011 81:2.658366740057676 82:-8.956523056128685 83:-0.4532806713206061 84:1.955392305373254 85:7.369814997652908 86:2.515141948754582 87:-4.524545796034595 88:-3.155873811428532 89:-0.7571475757858706 90:-5.109825239714273 91:-4.55343046520097 92:1.253136174704577 93:-3.29942834351672 94:-4.394762835707457 95:4.090515935659186 96:6.332438190525686 97:-11.58449590126006 98:-4.698077878111169 99:-4.166777340854029 100:3.888964525708671 101:3.91964877945935 102:0.7424557134648063 103:0.2844628041295336 104:-6.05481367624931 105:-0.8419761676992696 106:1.643421615250354 107:-2.210804224158152 108:-0.7798577387313743 109:1.639887232355328 110:6.982735539103731 111:6.504211066654468 112:11.32453455902467 113:1.550293623752691 114:8.338386983063153 115:6.83001056242726 116:-9.377340920697877 117:0.8287838436953456 118:7.633968211444466 119:0.1581085957207902 120:3.418438160586435 121:-4.601849519687231 122:1.860157528009802 123:9.646723690052594 124:3.687739888283317 125:0.4483068374896723 126:8.152428052252636 127:10.50230492381273 128:6.510492660444371 129:0.6684776716557883 130:-1.087517280474032 131:-2.354510417382065 132:-2.017065098178412 133:3.841604060413058 134:8.266263993732501 135:-7.601157331117089 136:-3.595250980143482 137:-2.438075728299763 138:-6.220560731299592 139:0.3835054464959906 140:-2.023631931461222 141:3.639855866939301 142:-2.234809853700683 143:-4.693207682328628 144:-0.226043412354501 145:-7.536528040012598 146:7.585095212102617 147:-1.582642773990765 148:4.38520948907797 149:5.517730129675981 150:6.735678911408507 151:-9.944434407394597 152:-4.68327619243872 153:1.285076710137718 154:5.736597083385349 155:2.926530795901022 156:-6.454980135146217 157:2.215049478252693 158:5.131078582549813 159:9.348220801847891 160:-6.025544554707405 161:-5.060447960621229 162:-7.563052828113034 163:8.378134899640468 164:7.186194784129817 165:6.93249432007808 166:5.114583180009541 167:-0.08230178566195456 168:-8.439429641269111 169:3.090583517756233 170:2.460943725577248 171:-0.8911256380889544 172:4.328171651547092 173:-8.572072381624633 174:1.942245602958166 175:3.285429448480961 176:6.305578815411414 177:0.6423293900740854 178:-2.43780488110427 179:-1.258114280670345 180:-0.8486905263406782 181:5.390295416412635 182:1.060597384185504 183:-5.301748588848056 184:-7.648228035310376 185:-6.86066618641918 186:-5.68802139265145 187:4.367027424056018 188:-10.11496859992772 189:2.670718202582168 190:-0.07865275248910752 191:7.549647642475713 192:10.03754670990757 193:6.207067745177238 194:0.4047891214697819 195:4.993949527551494 196:7.953442463551694 197:3.445475935739533 198:1.967279001103821 199:-0.489081255691818
--1 0:4.583212413651824 1:4.89719733231069 2:7.802361300955678 3:11.2689704529355 4:-9.111299948369895 5:-1.645279947232205 6:-4.22225789075712 7:-2.279992204272781 8:-5.171055895817336 9:-5.913453857160095 10:8.142362300858512 11:-3.116586857821274 12:-8.693384378133924 13:-5.448247652011851 14:-9.055662491901591 15:6.166757375124465 16:-4.761479554369682 17:5.765556636583462 18:-0.04067234320753704 19:-1.936948847936101 20:-2.02842364996187 21:-8.79301557884439 22:-8.741182676032123 23:-3.646299719983372 24:-1.737806954696294 25:4.560254458668566 26:9.098546761792356 27:-0.2028344223411619 28:-8.674005787220212 29:7.602845079788593 30:-0.4156313508151767 31:-1.188903157056018 32:-9.817611354800812 33:2.965303936645869 34:-4.707163214179817 35:-3.588032119686904 36:6.69224167315545 37:3.844805788201283 38:3.852644319935129 39:-9.780127042423306 40:-2.16064665979135 41:3.075189231465045 42:-7.001493754417607 43:7.624927242762629 44:10.48363491912142 45:-3.166436026362231 46:5.877224661515833 47:-7.68255350494657 48:-2.184731291568915 49:1.974856223819088 50:-7.647388870139727 51:3.553469889570622 52:7.420439208807352 53:-6.558855878925586 54:7.001295176354891 55:5.7235865410341 56:-1.740198578000129 57:7.609758535386145 58:1.739644367287984 59:-3.017317789790702 60:6.241832507246133 61:-1.278700479991792 62:-4.449796092211759 63:-1.846415817261694 64:-1.663195509456676 65:-3.061597138990515 66:-10.91227484439333 67:-9.629700416416233 68:9.058519347539738 69:10.11543125141065 70:6.953764766461569 71:10.20030657298243 72:-0.5776506206553317 73:7.268706194593804 74:-0.02972753701604985 75:1.504060334743657 76:-1.060614233851079 77:-3.390239863187513 78:7.985628582611664 79:10.19638750863356 80:-2.319866820580069 81:2.149742275858502 82:-8.832027843966488 83:-0.8440816653205809 84:-0.09701602794779796 85:6.292757726680879 86:0.4426672632248754 87:-5.9609413922779 88:-4.946654392567769 89:1.731368570795299 90:-6.05861374320452 91:-5.79053558935699 92:-0.3863361552993718 93:-2.06229619330173 94:-3.837821158268973 95:3.828391607105536 96:6.776228848135055 97:-8.807213071032018 98:-5.253629632538051 99:-3.01758103283194 100:3.548050408136558 101:3.376545823212961 102:1.902419867272545 103:-4.027058507246064 104:-5.006816384551046 105:-3.072130071469652 106:1.264824626251187 107:0.5727418906154107 108:-0.1685525765654536 109:-3.432061814255571 110:6.266201612589198 111:6.913321137185724 112:8.858770358232016 113:1.155813972551997 114:8.039579168826355 115:8.173587228038985 116:-8.811696393054055 117:1.05843907021366 118:9.460751293710965 119:0.2447196078139248 120:1.421507993909605 121:-3.331420851757745 122:2.498283501485255 123:7.978741014957906 124:4.027955886565984 125:-1.755758311927703 126:6.331410200588588 127:8.722501629989694 128:5.834040906961137 129:1.411009299080181 130:1.908035897845802 131:0.1012682654420598 132:-2.03146666686746 133:2.610122432450567 134:8.397508555880705 135:-6.659838977053916 136:-3.675845188593341 137:-2.604490497572381 138:-3.354725995776881 139:-0.7704160850551047 140:-2.201298906061602 141:5.126116130194099 142:-1.822416575659752 143:-5.218904084458749 144:0.7196903322733974 145:-6.190592970888154 146:8.167405805647494 147:-0.1599189805731869 148:4.409517920406767 149:6.115204848553081 150:5.833965670737462 151:-9.760694689805067 152:-2.37010296042294 153:5.466013844737002 154:5.504832135554088 155:4.146454367155458 156:-4.590117234825662 157:2.586992094278127 158:3.606669796877858 159:7.453960466038261 160:-2.814876319338432 161:-2.69390508258528 162:-7.79382469850224 163:8.237712707745041 164:5.785366819883998 165:5.909618936912285 166:8.26614251889027 167:0.1033829608057614 168:-6.220499364437908 169:5.3147333321901 170:2.773495908379655 171:-0.9965040456039099 172:3.726539586106252 173:-9.126662707870477 174:0.7059898112211922 175:3.393004364235683 176:6.70879632181445 177:2.864589656165494 178:-3.59283761957832 179:-1.469540486580027 180:0.6743048370304447 181:6.595803743609176 182:3.212993968691088 183:-5.859871831382702 184:-6.248399492807566 185:-6.391115669850561 186:-2.891285445888265 187:2.970826851519445 188:-12.17256202747416 189:2.165817875469933 190:1.854114611887125 191:9.413996948951402 192:11.26706921423521 193:6.28680877205518 194:2.252946343104434 195:4.964307697111416 196:10.00621937513083 197:0.7824400927414226 198:2.790577750539997 199:-2.348975626913037
--1 0:4.901898202121703 1:2.954480244540447 2:6.4190376720549 3:10.53680196212333 4:-7.449169862175694 5:1.092860445755739 6:-2.260589252294525 7:-0.9029121393587991 8:-5.899004341166906 9:-4.326364794130743 10:7.961711588542726 11:-5.303711311760966 12:-8.049946981437072 13:-4.596681404114148 14:-7.424379603169375 15:4.142410495788154 16:-5.005491081931949 17:3.839182455283162 18:0.9748290100313597 19:-1.656477365128486 20:0.5976742184850885 21:-7.860541383771627 22:-9.034650790689286 23:-3.205515874850072 24:-2.363836595112329 25:3.403904817036089 26:7.765240972498236 27:-0.2746355372251664 28:-7.240503542618626 29:7.351075773804622 30:-0.8028747975681452 31:-2.146281422255824 32:-8.442213551116636 33:3.30607644020401 34:-7.348569867669327 35:-0.9869457122195611 36:6.48181273282855 37:5.921961986982423 38:3.632239189367449 39:-6.07780898724544 40:-3.360193927861105 41:4.439936249769208 42:-6.932507301376281 43:10.08571529823328 44:8.540810299901322 45:-2.816974614342354 46:9.481527415696258 47:-7.605218560409586 48:-2.867395594274471 49:1.131909822191374 50:-7.975679748869392 51:5.272045725598414 52:8.541956739877998 53:-4.086438433514285 54:7.016103181372089 55:3.85432396464358 56:-2.39388640166899 57:7.58408610913875 58:2.812567690866002 59:-2.914654541834623 60:6.697634395483429 61:0.4362506463259603 62:-4.028696149096306 63:-4.370394950649659 64:-2.746158210114647 65:-5.647549290423423 66:-9.76661891757872 67:-8.786469011970462 68:9.499347651804014 69:8.909561240548571 70:7.423065950019835 71:9.660681865276397 72:-0.7722272705342108 73:9.96450623846159 74:0.2524229138149779 75:4.634814589606843 76:-3.00249912916635 77:-3.100814304452687 78:7.828164439984497 79:8.331895325336482 80:-1.561848591866931 81:0.4106583677106712 82:-8.940332547114773 83:-0.05167215478899223 84:2.223172731664127 85:8.976431621779563 86:1.389981065758885 87:-4.616287969760973 88:-2.622166694650937 89:1.546079441689238 90:-6.543356352619491 91:-5.909449665572891 92:1.910995241212475 93:-0.7312132045021813 94:-2.899948227223664 95:6.13884722647903 96:7.531738643095279 97:-8.995668603339968 98:-3.968722143229732 99:-2.305811748216817 100:2.992572745637004 101:2.820117351180325 102:2.106234256004767 103:-2.42348339596284 104:-6.501398315172239 105:-3.664785063176669 106:1.383800662434138 107:0.0211244425159306 108:-2.360698742129395 109:-1.76577269665123 110:6.178604145746549 111:7.95792851207587 112:8.339702454611997 113:1.153272057828378 114:8.784008044224166 115:8.727753703372397 116:-9.363779691027972 117:3.085020190629264 118:8.098576158698485 119:1.489140437077735 120:4.108610083413591 121:-3.520127483473281 122:2.881593301137399 123:9.378403125138306 124:3.297816846654701 125:-0.7891465374522668 126:7.537299462636279 127:8.811026435397039 128:6.451187419722491 129:0.02577223556618435 130:-1.14398896143547 131:-2.8928526275964 132:-2.986191392243499 133:4.195588028568645 134:8.735084263883998 135:-5.806052510495778 136:-2.137255547343462 137:-4.391550492123096 138:-4.054654711980723 139:-1.364747741201172 140:-2.455015439222075 141:5.527345262312629 142:-2.536658531678396 143:-4.384439726960982 144:0.2724386004931846 145:-5.201319187398337 146:8.477385341368144 147:-1.77161660983101 148:4.384806038498595 149:4.207688551344461 150:6.389423603650686 151:-9.806646965551073 152:-1.400754140859658 153:4.08475220529353 154:5.307553114657262 155:0.8479386621160303 156:-5.29492330353643 157:0.4336972631790901 158:5.363197486855647 159:7.147706929747507 160:-3.539571099343314 161:-1.968372273530643 162:-6.545345837591936 163:7.552556830057214 164:5.927823066602842 165:6.338635656305378 166:6.265228136553284 167:0.9717959072523759 168:-6.17891536651036 169:3.608501878726253 170:1.263755472341546 171:-1.214103215186076 172:2.83011527984244 173:-8.340632379495641 174:1.013976902550552 175:5.531382535062512 176:5.470120168644203 177:0.7984746649726593 178:-1.709083360593601 179:-2.763513568032056 180:0.2696169853246566 181:5.902926133929897 182:1.723241729467534 183:-5.283655543478861 184:-6.291779513630611 185:-6.159196621013163 186:-2.364673242446255 187:3.196077338238546 188:-9.452445495668439 189:2.653053518198788 190:0.273023126837091 191:8.075206450139591 192:8.345617486660146 193:7.817096271745755 194:3.072875489907046 195:3.572519048247421 196:10.14441262648559 197:0.8101627763096417 198:0.616274068033988 199:-1.022507229736825
--1 0:5.85498666693472 1:5.168628637283753 2:6.514391626589387 3:9.710684152852419 4:-10.10378896194996 5:-2.051058191687521 6:-5.06882344933158 7:-1.654834114190681 8:-5.554573675793211 9:-6.846599191602657 10:7.013512827415835 11:-7.366788414943836 12:-8.137387602312858 13:-5.241703013997636 14:-8.191812465244002 15:4.873759560149268 16:-5.37274066767286 17:4.706508312303418 18:-0.9849997373924825 19:-1.929633716468725 20:-2.672876450265886 21:-8.887876031276914 22:-9.847936995451434 23:-2.75213615975338 24:-0.9498552639948461 25:4.27003563948075 26:7.648536164223272 27:-0.568018248149895 28:-8.203493828955573 29:6.8748296449669 30:-0.9270849778458188 31:-2.226905409827495 32:-8.621064800591807 33:2.462919688127977 34:-4.670780020207773 35:-0.9363329097670969 36:7.381739980432383 37:3.856035310578213 38:2.295983868445176 39:-9.152823029014911 40:-2.813625611454095 41:4.443248257962956 42:-8.496093860095977 43:9.277764090561822 44:7.078355103243121 45:-1.441072799907914 46:5.361900963816678 47:-7.618005997825855 48:-4.186884387717814 49:2.794489132660734 50:-6.675502069670964 51:5.294027584867044 52:7.262189287380282 53:-8.1184849554596 54:7.178574215911311 55:4.822131864444694 56:-3.292219795887907 57:8.274048308319605 58:1.723439928692079 59:-3.554295469812528 60:6.598148088655676 61:-1.347314028221674 62:-3.107786682553428 63:-2.004294323118236 64:-2.565835693190645 65:-5.030199654772428 66:-8.371237156119809 67:-8.206259771767272 68:8.95758094706235 69:8.299408695856615 70:7.608309433843998 71:7.780890474682442 72:1.478814805926103 73:8.229918801462265 74:-0.2337118641032057 75:8.364736417739564 76:-4.070698248952338 77:0.8257339096321226 78:7.883083219052835 79:9.967568808699392 80:-1.609941688049664 81:3.348613661154634 82:-6.491935444024804 83:-2.844033825620331 84:2.536870711362989 85:7.938476297311612 86:1.461197917559153 87:-1.880539211457614 88:-4.653004133985033 89:0.2219164784142222 90:-5.165884474600023 91:-5.278717205635844 92:1.075080833106894 93:-0.8804797789689183 94:-3.108950620385674 95:4.655137053852023 96:5.30963166674234 97:-9.785309703859275 98:-2.402431588346828 99:-2.45963800243909 100:4.417860082847917 101:4.460991967302331 102:-0.0278036124022546 103:-2.416543667221248 104:-6.315927300237566 105:-0.6185621975190558 106:3.416043530522978 107:-1.774745833006295 108:-2.020946398557595 109:-1.31074935744076 110:5.965825114024369 111:8.18412777082632 112:7.76078791212892 113:1.765236184178253 114:7.73212713545175 115:8.576233982588336 116:-12.17220937420799 117:2.791544024594282 118:8.456928941851672 119:0.08631220161578668 120:2.99524078104477 121:-4.719480503650891 122:1.709115532325721 123:7.594678569391767 124:2.83419955877998 125:1.284359898836789 126:7.45703087270071 127:9.020819768952318 128:5.776597408117352 129:1.090679777369024 130:1.69605538770509 131:-1.185237126236765 132:-1.90211703456174 133:2.543244229410599 134:8.752710539459867 135:-6.494114295302003 136:-3.807603089245697 137:-4.527476768500367 138:-5.349135250539003 139:-2.242956527659522 140:-2.219895132104156 141:3.919483682449141 142:-3.077180802292882 143:-4.546413671526484 144:-0.6417697528854334 145:-5.437207213404952 146:7.592896187805227 147:-2.201830148451561 148:3.882215278598737 149:7.871405712881963 150:5.800654212291399 151:-9.804330723131169 152:-2.529061313078432 153:4.19332337475603 154:4.6317067953252 155:3.608571784269132 156:-5.008684548588105 157:1.778460198785652 158:4.483558463181231 159:7.943702598353311 160:-3.308902792003216 161:-3.348710462381922 162:-5.832416283582485 163:7.864555451341726 164:4.692911619654688 165:4.497154062467323 166:8.068449271017858 167:1.101884868466464 168:-5.591985955814552 169:4.324254341414804 170:1.421196291533622 171:1.478063937403368 172:4.555844436312684 173:-9.34251808278122 174:3.792634486659069 175:3.640143366253085 176:7.136994100482014 177:0.8614443183465386 178:-5.119807627576495 179:-1.582755595269895 180:-0.4089307027114738 181:4.996046013243095 182:2.575766732241986 183:-5.575100391166844 184:-6.752072186733884 185:-6.596052187978632 186:-3.632497028492986 187:3.060941581115127 188:-9.396826089123245 189:0.8607794047319683 190:1.614729894877923 191:6.866667282108137 192:11.26019229888978 193:8.344516844979658 194:3.411613749346284 195:6.106790940142331 196:8.561677925501206 197:3.788033255504937 198:2.031121399816657 199:-2.479222533000836
--1 0:3.261334888543852 1:3.847472871192012 2:7.166015290886419 3:8.351254836506572 4:-9.182036077640229 5:0.3657688974118818 6:-3.272944314761719 7:-3.194633531755084 8:-7.438788913379982 9:-7.354148196153748 10:6.689553137024149 11:-7.184479596844815 12:-8.005239439791216 13:-3.859279579775555 14:-6.088930976025472 15:4.500316294907935 16:-5.360547959695975 17:4.551118308261136 18:1.894568199247129 19:-3.008909764132151 20:-1.674664843150505 21:-8.152462714868086 22:-9.149934562588346 23:-2.905292684680245 24:-2.416975143472771 25:4.59990499096321 26:9.63437029066556 27:-2.559796658838879 28:-8.59727081378011 29:7.464180490050766 30:-0.6894983838024942 31:0.7671419031109838 32:-9.476758078222003 33:0.5260782540213986 34:-3.818645485774331 35:-3.798850153664795 36:8.056420812509359 37:2.666720128313282 38:5.056009531062523 39:-7.886258850180886 40:-3.259719414136157 41:2.561726225482388 42:-5.831050574299889 43:10.32082843777277 44:8.850454306390169 45:-2.868301427055216 46:6.573712505324821 47:-8.322854941514871 48:-2.286809919398336 49:3.444280594461427 50:-8.104020588925168 51:5.935245300760164 52:7.28482154929383 53:-7.756602175482757 54:7.401880211134335 55:3.336737223655177 56:-1.178732332027223 57:7.215513283809463 58:5.098868982701351 59:-2.865579044196774 60:8.141324231570222 61:-1.091063247504844 62:-2.639554509593992 63:-4.042837376767278 64:-3.08799216848216 65:-3.816884440539917 66:-9.080020738562105 67:-11.40116875309914 68:9.111916340548939 69:8.536024073071742 70:8.935004764053488 71:9.335912067033419 72:1.060305508053635 73:9.109126238567869 74:0.4207371537721016 75:5.028933167686998 76:-3.151173302636685 77:-0.9970282370717782 78:7.92636112657544 79:7.740460186712709 80:-1.019574052215332 81:1.011377155311023 82:-9.082745932505825 83:-1.629292006649191 84:0.45132837799028 85:6.354222538544724 86:2.145519401926575 87:-5.827602096295194 88:-5.325791026155303 89:2.744636213729562 90:-4.520061715128794 91:-6.548426408219497 92:0.4996622612552813 93:-1.722685056837272 94:-5.267321466302895 95:2.205531366314331 96:7.413957459583616 97:-10.19644025126102 98:-4.038924398074817 99:-2.470375449427092 100:3.09727749735978 101:3.284255587924172 102:0.8587038396062441 103:-3.930076045863785 104:-3.815095671399263 105:-1.684179838042042 106:1.750416661258507 107:0.3048199426530214 108:-1.363243999010644 109:0.1132510956805231 110:5.456807477125483 111:7.664356412888094 112:8.920453034301303 113:1.708911999750823 114:7.979882584949206 115:9.157871541782278 116:-8.445829292060594 117:1.70939225537396 118:9.435327820377573 119:-0.2371613495451341 120:3.469447994704922 121:-4.141633326121776 122:1.519055616883947 123:8.389768402648979 124:2.18322920475183 125:-0.5517781664263539 126:7.409743984419771 127:10.14264181061095 128:7.796690940362914 129:-0.343262786902612 130:0.2606712459419426 131:-3.572627192681438 132:-0.8482124538532374 133:1.655787251430362 134:9.652808238672494 135:-8.462356651653923 136:-3.556554617093392 137:-5.098446418766817 138:-2.888276096003103 139:-1.239268863212934 140:-3.202865201661556 141:6.674872270889352 142:-2.292347044546538 143:-4.477684340530474 144:-0.2655862030667701 145:-7.600594283910756 146:8.104148952373068 147:-0.8199772805446137 148:5.009204071740463 149:6.553770125311373 150:7.491890572026523 151:-9.802567346069335 152:-4.016228586200439 153:1.561790562956831 154:5.603329788293975 155:0.6426240332365261 156:-5.79668552089913 157:0.9863785003836607 158:5.311991128256931 159:10.62116772322404 160:-4.300358451213917 161:-3.754582069483456 162:-5.538132057043844 163:8.81342384752487 164:4.191176194931352 165:5.116258813975377 166:7.691025853858691 167:1.312262053762201 168:-7.748228611710898 169:3.404476482190223 170:2.783033410797233 171:0.5142609451610998 172:4.394012753976013 173:-7.265676511465266 174:1.833087997893125 175:5.070851173299082 176:7.059497542058711 177:0.7855342782250947 178:-3.166538951114272 179:0.3874800241759579 180:-2.094179704861064 181:7.27731136654722 182:3.192647601946876 183:-7.054495471212864 184:-6.53683004226514 185:-5.089286618331074 186:-1.961232547260225 187:1.894943925910547 188:-10.80694510795153 189:3.937729692765577 190:1.729651111958558 191:8.217198392997311 192:9.480888122856561 193:7.23590635844002 194:1.893705798239664 195:4.490856219731278 196:9.120071832797267 197:2.604374711950427 198:2.315256013449579 199:-3.102986725374413
-1 0:8.166498141430296 1:-4.024460987254716 2:-5.878418228964949 3:-2.487868428909119 4:6.247848671343639 5:10.47181974379378 6:-7.930125091868044 7:-5.849363480511353 8:6.013835407332841 9:6.069233886594956 10:-6.511187897493057 11:5.137956744062369 12:-8.377103842226928 13:-9.390047715849635 14:-5.295859191293028 15:4.009806217810467 16:7.356986948426055 17:3.442727127758276 18:-7.03956867932657 19:-2.806857592987154 20:-2.393238534895279 21:3.298303329986977 22:-7.334199909011923 23:8.754943165515215 24:-0.08344264361147624 25:3.905109768856875 26:-1.91679437199884 27:-2.648470518910539 28:5.16680834017585 29:7.037034870986632 30:5.233063988091498 31:5.206341911581216 32:6.813361732152211 33:6.599532047194136 34:5.407904076739248 35:3.29496711237724 36:5.804480429065575 37:7.103471040874643 38:-10.68525208971428 39:-2.982929336269759 40:-1.572193428699409 41:1.344110496054436 42:-2.196366524179232 43:-9.213053749849566 44:2.428179515213989 45:6.958916385601338 46:-9.447675525050929 47:-5.01247084483844 48:-7.226475945040144 49:7.806649027431719 50:4.245972538353305 51:-2.692741200551671 52:6.091222888831002 53:-11.62903156722713 54:-2.803973654011809 55:-4.461677336429843 56:10.03161551214141 57:-10.36568259339662 58:1.616008593235145 59:-4.664658201579124 60:5.096246295011809 61:-6.368235367053408 62:10.23536496347764 63:1.755309459908052 64:0.167598173266206 65:-2.680739316021342 66:-5.203054461238984 67:6.698598776261123 68:9.296182730198197 69:-3.140269032714992 70:0.4136872399041125 71:3.610552670234044 72:-1.937915553237124 73:4.283096018946357 74:-4.368579766007185 75:-0.9750809448975062 76:1.599395163436264 77:-9.808817868683377 78:2.771364085995926 79:6.069068685939893 80:-6.885431983559143 81:-4.342295031901324 82:2.777400383620965 83:6.011404184608288 84:6.12280946055809 85:7.390753256134619 86:-0.8610316560965809 87:-7.466751749195803 88:-3.040023454989491 89:-7.093537366300027 90:-6.151430611448081 91:-6.344574725656742 92:7.871235110467413 93:-9.090030469336661 94:-4.423067084456054 95:-5.31214338651474 96:9.741430006197035 97:-8.081873669307416 98:-7.047359847455485 99:-2.142714035765689 100:5.04758445104575 101:-5.159771192522585 102:7.815692815685792 103:-7.116912598594887 104:-5.492196698841274 105:-6.361486970800894 106:4.241095931653643 107:-3.775046510138026 108:-8.931076546517291 109:5.112386308128123 110:11.11448392315907 111:5.73107799152504 112:9.778974937341765 113:-5.35548663126579 114:9.303866936724816 115:-8.402424061144167 116:-3.043964364068483 117:4.056311823595474 118:2.060044157335906 119:4.689521766947412 120:8.679500665494176 121:4.195060163950241 122:-8.019207206481431 123:-3.325008636693129 124:4.18528333372416 125:5.445710549741833 126:-7.765430792986958 127:-0.889037231275863 128:6.102820175175246 129:5.712527438398971 130:-3.063866860475811 131:-3.048045688844745 132:9.853537551135881 133:-1.012205614858847 134:-4.522789540998245 135:7.011557161482878 136:-3.177208034637852 137:8.17513277979495 138:-8.257989334979568 139:0.3691997873693888 140:-9.315921600195811 141:-9.104648166853471 142:5.543426701699137 143:3.76798957849616 144:1.70296210265753 145:-7.326310593447993 146:-2.684122374060713 147:-8.601737337216264 148:-1.355040481992209 149:-1.515345404397418 150:-3.053488962057054 151:6.642517106650262 152:3.738540729793715 153:-5.818898649212136 154:-10.32164655986142 155:-5.80965193970463 156:6.940314397678472 157:-1.734058736708993 158:-1.635769895179107 159:1.850131713001759 160:5.762218208312417 161:7.835881935910785 162:-8.301572197585187 163:2.84476916219771 164:10.36864672127869 165:2.556609760400847 166:-3.267135837774962 167:-4.505500359987763 168:3.351433271312204 169:-1.621802855995914 170:-8.347859167615287 171:-9.927695517911577 172:-4.595640304037024 173:9.484345528678938 174:-1.455354068273197 175:-3.852245307146172 176:7.975801975369475 177:-3.915199841965239 178:-5.21329957399954 179:-4.272499012368231 180:2.719214642305707 181:6.791150435622449 182:5.706412365810464 183:-0.5075878571987569 184:2.534108274963491 185:-6.081199642282336 186:-3.195947619811975 187:-2.759283067901854 188:9.905670844667863 189:5.559759561784923 190:-10.73429099647704 191:-2.580331559712716 192:8.148980225155233 193:-7.552744755705294 194:0.6005223238778477 195:-6.59863585955244 196:-7.89197837179541 197:-7.308920173397089 198:-2.55945922643523 199:-4.90733881328496
--1 0:3.624823021775995 1:2.850293372692726 2:7.503988938374381 3:9.389104305503542 4:-6.736693398279782 5:-3.661944878852236 6:-3.455371717115554 7:-2.28572146540803 8:-6.6770625084649 9:-6.239537850554802 10:6.883246797111119 11:-4.869948228108195 12:-6.626760232844939 13:-5.652182309683301 14:-7.557220407317311 15:5.027725771946026 16:-4.111578993887044 17:4.302259549462308 18:-2.145098995131602 19:-0.5418629387681138 20:-1.604517981610424 21:-7.685781000485328 22:-9.012615045106809 23:-5.145040329864664 24:-1.142496216120701 25:6.833749365254214 26:8.324892929207486 27:0.2787195206696136 28:-9.13054765112294 29:7.787244389059661 30:0.6651502326606169 31:-0.9560360618690229 32:-10.46962477420922 33:0.8994110671744064 34:-4.600262803922358 35:-1.834862504910016 36:5.51970422352436 37:3.342888017357525 38:4.476004614946588 39:-8.753962179989262 40:-1.302816045311557 41:3.038616261203629 42:-5.821474953044276 43:8.792613166061232 44:7.296366233970194 45:-2.528829497758691 46:7.46525992430935 47:-8.584828399678857 48:-3.833122494261554 49:3.590534965820161 50:-8.880594877220231 51:7.038969805974173 52:8.761897047518842 53:-8.287125072158082 54:6.950485247003208 55:5.278633842641301 56:-2.758757541715011 57:6.643929128953252 58:0.2200592896260516 59:-3.08890319017554 60:5.860377046760311 61:-0.494515600136446 62:-3.450961818666249 63:-4.080114044174927 64:-2.002674138983624 65:-3.799841334920879 66:-9.910069555473077 67:-10.31417855653382 68:9.452362215832807 69:8.954817716291744 70:7.919291561388018 71:11.53838117200086 72:1.337859648042527 73:7.274631527793018 74:-1.163829665892469 75:6.072114740858229 76:-2.019663971711021 77:-1.117092815548232 78:6.55424623685731 79:10.85326289394159 80:-1.842286626542496 81:1.672733762212638 82:-9.316514809124982 83:-1.352701997781817 84:2.08685057773919 85:6.698656823700277 86:2.097500244979695 87:-3.457670713052026 88:-4.06211956433531 89:0.9137802008022586 90:-3.117762933743083 91:-3.863073385886939 92:0.8655949349799095 93:-2.235205156751348 94:-4.616929887202414 95:3.338338773409707 96:6.580743250265811 97:-10.91370351642057 98:-8.215135641069127 99:-2.256084934109363 100:2.891361794355309 101:3.767724131033666 102:-1.215216144502592 103:-3.64452832567004 104:-5.75150967267466 105:-2.133708536114043 106:1.533607542398121 107:-0.9464067091865135 108:-1.175825612620819 109:-0.2566263782172755 110:5.570834858057965 111:7.525387770097242 112:9.532673433410018 113:0.4425856938982942 114:7.386565025324135 115:7.824719926491559 116:-8.149136337469038 117:2.143047421740715 118:8.402352295153108 119:-0.1425534820754079 120:2.068440514196053 121:-1.922127289002293 122:3.21130417308151 123:8.266484299068566 124:4.441308182861219 125:-1.258784750863663 126:7.118875230790771 127:8.26677155161633 128:7.186919000090223 129:1.617540931697932 130:1.710021949075461 131:1.213006345759384 132:-0.1997330018095511 133:2.473480297068171 134:6.353653915780225 135:-7.210330294510726 136:-3.273185731227141 137:-5.006903282480266 138:-4.686552095803608 139:-1.978093175181739 140:-2.025996409623056 141:4.52846822518233 142:-2.156414044745028 143:-4.327121739027987 144:1.523819033305481 145:-6.478656410195268 146:7.839719497218004 147:-1.176837699711277 148:4.46789455367261 149:7.025427843408854 150:9.098719968844531 151:-9.144043628424056 152:-1.981595851603962 153:3.820095362106795 154:7.164464620324461 155:4.546696790074538 156:-5.592988111920302 157:1.739074033492547 158:3.239845160966238 159:6.011926200804004 160:-3.926198176659514 161:-1.029301066586869 162:-5.567001360371615 163:8.419632975086781 164:4.65083390095284 165:5.834911736781744 166:7.720020897587382 167:-0.007812840622084871 168:-7.655944817920492 169:4.282600188939877 170:2.826634845059847 171:1.504077866635778 172:5.65547535374135 173:-10.07392918694446 174:0.4534662074388096 175:3.793913862115013 176:6.558063080468802 177:2.287698883691428 178:-4.844352612683205 179:-2.77602294847128 180:-0.4491089568770655 181:4.746233565666094 182:3.878142142498398 183:-5.548555793300965 184:-5.640745690301064 185:-5.384457465267366 186:-2.237471246604408 187:3.864874552534971 188:-8.099899384877739 189:1.590806201601682 190:1.587948346486344 191:9.087993125391129 192:9.644762556684336 193:6.333352270867008 194:0.6338284619898191 195:5.055946967733551 196:8.763981302626169 197:0.9844685722783846 198:2.289267336060666 199:-2.995153393231876
-1 0:8.379916047316252 1:-3.138639388388222 2:-5.079151070206537 3:-3.029406480980668 4:5.080651575081826 5:10.03637349666118 6:-10.57386728699388 7:-5.930598753725498 8:7.198534485167777 9:4.77131839958169 10:-7.214262524085366 11:4.333966998691999 12:-9.504724164799384 13:-10.70041511861685 14:-6.4843550453106 15:3.763808362120958 16:5.846568872543413 17:3.29196595925182 18:-7.823896103512595 19:0.6086833113724242 20:-3.187684564800896 21:2.330671837857661 22:-9.224484505846394 23:8.153933280912522 24:2.173606945926794 25:3.398612554968275 26:1.010261018530004 27:-3.315698741836925 28:3.608190766088112 29:8.608751363931002 30:5.227709766849676 31:3.604797679272896 32:6.249664939266109 33:5.861299043224871 34:7.488616625011659 35:4.210022138276919 36:6.014738193636145 37:6.530723772786656 38:-8.774630087551127 39:-3.96647677010412 40:0.7140722195804075 41:0.5239429741093811 42:-1.489025912920954 43:-7.682014769160157 44:3.746827065463379 45:6.155252851811127 46:-9.543125108268763 47:-4.605601935655214 48:-8.119003855993936 49:6.643323976248315 50:3.105728620555786 51:-3.50443217546912 52:6.005917588531384 53:-9.40649539553157 54:-2.370366694998988 55:-4.026471406546878 56:9.39803948867922 57:-8.14977448308151 58:-1.186258019033687 59:-5.996298459740047 60:8.478815128531153 61:-4.516593854420118 62:10.08498798920787 63:-0.9581281522811012 64:0.6172600870614795 65:-2.031963652113449 66:-5.949813011332115 67:7.632593227909994 68:8.075741164211511 69:-3.222753911994809 70:-0.7486210250492717 71:2.123915170670157 72:-3.019308931577853 73:6.803104266184119 74:-4.285339564447122 75:2.967206760090045 76:2.152521782406829 77:-8.46358478850804 78:0.9702981279933662 79:8.73017625198101 80:-5.703242575037522 81:-1.31358454071124 82:3.188327349685362 83:5.362843124591086 84:8.743103805559166 85:9.013493835789244 86:-4.48139013684941 87:-6.52989923368987 88:1.304492090070752 89:-8.030929161855374 90:-3.528064556083776 91:-6.870096328117334 92:9.295104856810951 93:-6.759789319126618 94:-6.754549451893665 95:-7.451622222581303 96:10.82057463826448 97:-8.315221568519885 98:-4.892926115014763 99:-2.473954750956985 100:4.944193796723605 101:-4.865894066773495 102:5.524250286815447 103:-5.909264098627014 104:-5.044004089122274 105:-6.705138546616628 106:2.059464149284152 107:-6.239950717747272 108:-9.273400628192373 109:6.036517978412085 110:7.954909454686407 111:8.520442523217108 112:7.01561827213829 113:-5.567240503824227 114:8.206208927447857 115:-6.915959591385693 116:-3.236545561079267 117:4.127320466294908 118:3.076087058037524 119:1.341037569675424 120:8.791158424475075 121:3.142673012533051 122:-6.13873393968055 123:-3.482620272745382 124:4.588707965352479 125:7.149238084375252 126:-6.798483025733153 127:-1.968473727293163 128:5.564794919322641 129:5.912171344062228 130:-2.51490362053806 131:-0.9121718589936592 132:9.232760289286965 133:1.3938843654152 134:-2.422989475961258 135:6.698117185292234 136:-3.48375914934591 137:6.98773898918322 138:-8.235759515823174 139:1.078615751383337 140:-9.422746439971151 141:-5.85699418912192 142:5.738258912137184 143:3.327428114849467 144:0.9634680322413046 145:-6.017014860873714 146:-0.3747359594112021 147:-7.468641644580403 148:-0.4873959844771723 149:-0.6702352161741383 150:-3.05766056104807 151:5.399199842598097 152:2.156867722348376 153:-4.291647185055633 154:-7.629197933292329 155:-5.401752181682666 156:6.718646231230104 157:-3.376623933706838 158:-3.12733039421918 159:2.872928929736681 160:5.890570705133262 161:7.255640519336072 162:-9.723376538129925 163:1.184765710972097 164:8.488933389166757 165:0.8832555163947614 166:-3.950109285665832 167:-7.544788333855914 168:4.315260373772734 169:-1.75417052596818 170:-11.28610495606667 171:-7.164744418276269 172:-5.620265409964898 173:7.794393817878014 174:-2.899072309858116 175:-5.412935457835515 176:8.141416496299408 177:-3.852180657975301 178:-4.135590880984071 179:-3.437200545849034 180:1.342068931313595 181:6.73068075512928 182:6.154435208388198 183:-1.130739984012894 184:1.230826927947167 185:-5.475805669317989 186:-2.774458633075885 187:-1.640670902641469 188:8.535667695236505 189:6.695708729738045 190:-10.82625119396328 191:-2.236046001302564 192:5.693387964855864 193:-7.852209638779723 194:-1.465547779286962 195:-7.251089091834828 196:-9.206640241794286 197:-6.906498329378181 198:-3.269832290523503 199:-9.153397639554782
-1 0:9.427625508840148 1:-2.297338371477545 2:-4.128037073239543 3:-5.058062415410122 4:3.49485617870781 5:9.7510627609628 6:-10.88924339797779 7:-5.575706223918105 8:5.137412595372123 9:3.284197560675143 10:-8.505032184877976 11:1.153271717809214 12:-7.734656271406942 13:-8.055760201434465 14:-5.524415810151043 15:4.319178292744671 16:6.559300430049483 17:2.361632846352915 18:-8.626195318013689 19:-3.282034536804651 20:-1.95291487943922 21:5.169344059044246 22:-7.086796289224787 23:9.625728526561844 24:0.9969565366223844 25:3.583006147396965 26:-0.5045460995926971 27:-3.240518382212094 28:4.597509861210976 29:7.102710813518422 30:6.96201513649416 31:4.306598591971996 32:4.704418566332211 33:5.526717311683095 34:6.774741214465947 35:6.539506840095035 36:4.594065404992254 37:7.179082980247705 38:-6.969801885464192 39:-3.16570562817395 40:0.5322623103013944 41:0.6408215090463174 42:0.6709380185470564 43:-9.823711899442158 44:1.062565640074393 45:7.08289906082273 46:-10.15001645511954 47:-5.176241730209971 48:-7.343282202403623 49:8.54441071525738 50:4.884710347644434 51:-1.338470456055031 52:4.311871075808599 53:-9.995818948846322 54:-2.985245025683265 55:-3.193971844581402 56:8.601914475377704 57:-7.943541239988109 58:-1.900056308663101 59:-6.692702072295726 60:7.058257597044642 61:-4.784880401503031 62:10.03433042565376 63:2.016995111161217 64:-0.267504256056287 65:-2.079506588611231 66:-7.022389554992915 67:7.946018569839955 68:8.916583926211345 69:-4.516549203816833 70:2.131801352832906 71:2.635743969312461 72:-0.3047601657252101 73:6.81302585341223 74:-3.616806029343971 75:0.9652183320431573 76:1.513036941390669 77:-10.31317293417549 78:0.2132605869960296 79:7.621027087696377 80:-4.702780718815511 81:-2.780921121473098 82:2.776732886072361 83:5.166400429539568 84:6.943345187425855 85:6.784353416461792 86:-2.247773200535681 87:-8.873833983267613 88:-0.7534076927249007 89:-4.974196301957178 90:-5.73667505443226 91:-6.242134634948248 92:8.138305019558031 93:-7.366025646069039 94:-5.649558254122022 95:-6.517125311833464 96:10.10387422237216 97:-7.243489068695638 98:-7.499326339058634 99:-1.917312339081132 100:3.599519955580015 101:-5.30432741414084 102:7.200192454278019 103:-9.356537924780451 104:-4.826091246822403 105:-8.181582570620131 106:-0.1307472409648363 107:-2.565366502478855 108:-8.089673231063141 109:5.527916238838452 110:10.39657633245697 111:5.896287765005085 112:8.068204675985083 113:-6.761290864599878 114:7.862374607981831 115:-8.086349641747843 116:-2.826698663316182 117:5.064275388764718 118:0.8159622265955886 119:2.725618601672273 120:9.333923494907133 121:3.076818147647093 122:-7.402998668523091 123:-3.428794461181346 124:4.138701941324162 125:5.69393664250117 126:-9.009512702117384 127:0.8756578798583645 128:6.139298233429375 129:4.69212443804464 130:-3.602322825783636 131:-1.677174128497197 132:9.396485175099887 133:0.7920545439107665 134:-4.581719981207995 135:7.241472852420136 136:-3.382822221768008 137:8.050455534109032 138:-9.141446277358341 139:-0.7009523279503713 140:-6.745116943547261 141:-8.508521577574202 142:5.474598339194449 143:2.770569072459383 144:0.9866367399353766 145:-4.613152854626303 146:-1.534478310802355 147:-9.799811390631659 148:-1.226199285048213 149:-2.29874846449364 150:-6.00018265504209 151:1.874348274360512 152:2.855107449411166 153:-4.510471707250963 154:-9.186712901944274 155:-7.248277201989533 156:6.672519341673102 157:-3.635135264528417 158:-4.925499039901432 159:1.229175681288462 160:3.092481346313808 161:8.210933039898745 162:-10.6591651357516 163:1.309287215063735 164:8.342905924722281 165:0.3340475301595727 166:-5.084784453450247 167:-6.323482325561154 168:3.240005189643578 169:-1.110485370042211 170:-11.1072493937328 171:-7.384392715826372 172:-4.979392565313312 173:7.653227159322206 174:-2.91649313082551 175:-5.275304760730962 176:7.377347239973354 177:-4.352186917321794 178:-2.228842492781413 179:-4.98849083418374 180:1.737324468817706 181:7.551527324639954 182:5.947406074453313 183:0.4927380667071211 184:3.32972978224933 185:-7.151781297821817 186:-4.332677369242504 187:-2.373142148952881 188:8.070573041285755 189:8.540667934244889 190:-8.634773114976438 191:-5.22008745894917 192:5.996351569448008 193:-6.641420870109508 194:-0.992686883915153 195:-8.651166841607617 196:-10.62974553837614 197:-7.641365457226587 198:-3.891404269588425 199:-7.051197569823503
--1 0:2.730531199419505 1:4.00082407621302 2:6.577497140534694 3:9.894006663080162 4:-7.338335762133732 5:0.09413472224104319 6:-1.844755828675219 7:-4.495271613420899 8:-7.164908878589419 9:-6.232003482630041 10:7.072852541616684 11:-7.245394220162656 12:-7.884456252258124 13:-5.046364322053533 14:-7.135814380186634 15:5.138875712879639 16:-4.304580137571003 17:5.622697107613678 18:-2.160919567314915 19:-2.525724322050299 20:-1.627458903552647 21:-8.506904175000797 22:-10.4943889675917 23:-3.221269380704633 24:-1.833468302815217 25:4.325360128239447 26:8.968040446403938 27:-0.7328347050698777 28:-8.520387635673099 29:6.953990475926632 30:-0.2801732079747449 31:-1.550704782755543 32:-9.766579443938504 33:1.993882733150307 34:-4.140206064399147 35:-2.604730589333309 36:5.262438328375038 37:3.562969162070873 38:3.333539520367081 39:-7.485043949586021 40:-5.123616472627525 41:2.829521008630727 42:-5.59753583124311 43:11.50389207875188 44:9.832576079111497 45:-2.326565169442421 46:7.5796296586728 47:-8.275043123960995 48:-3.987329765805621 49:1.488292036162164 50:-8.75542606609222 51:7.309345805343027 52:6.451185066034467 53:-7.014253674950241 54:8.384059789107292 55:4.916674235341215 56:-2.364661945356118 57:6.822405861106847 58:1.753820622953683 59:-1.275474192984556 60:6.122775280772776 61:-1.360307776656939 62:-4.108953647832497 63:-3.757685982632801 64:-1.19943838667026 65:-6.449199492483988 66:-8.247535334424079 67:-9.796435323671613 68:8.73346288178741 69:8.774584230933664 70:9.481002286862118 71:9.319918555010764 72:0.991217442124101 73:6.463762354495461 74:-1.186490012766267 75:6.221382612545646 76:-2.601584241823466 77:-2.164599645273483 78:8.745483266219235 79:9.28697193921419 80:-1.368140008681601 81:2.344232817765088 82:-9.867962871918257 83:-1.862839013980744 84:0.6453448513860436 85:6.960370983382502 86:1.763305799098075 87:-5.930484273738528 88:-4.696208799668754 89:2.034969927429803 90:-5.695733983978336 91:-3.805319947178594 92:0.8243448456121512 93:-2.921129637159468 94:-4.422096069901529 95:2.413079012167753 96:6.754469429899181 97:-9.797744440384667 98:-6.075506302117225 99:-4.319647162497732 100:4.475167716451633 101:4.562878906301019 102:-0.3491799640731379 103:-3.476792344655734 104:-6.134990125693594 105:-1.895612134706697 106:-0.3504178003029925 107:-1.229790452277591 108:-3.208227062640107 109:-0.9166194713108952 110:4.163358521508993 111:7.805443088505629 112:10.04126757706327 113:-1.15878193834788 114:7.546297607534147 115:7.348828972418746 116:-9.285118325460633 117:2.033325561118088 118:8.777361776140468 119:1.920209610840051 120:3.400124715594546 121:-4.454765310747341 122:5.843591508755757 123:9.271958943361671 124:2.659516702603147 125:2.34931197355313 126:6.818078254949304 127:10.0649485534531 128:6.465707803243768 129:1.993679584248717 130:1.535920138892321 131:0.08628656073482621 132:-1.456180260207212 133:4.543253099524907 134:7.136404280037839 135:-7.352755847582207 136:-3.687883643626706 137:-1.951681228702698 138:-3.517363135969116 139:-0.6455868845334856 140:-3.49370166813144 141:5.319922540409864 142:-1.897032417694312 143:-4.543993853020574 144:-0.08060430329056517 145:-6.769004683964911 146:8.209573231591598 147:-2.370523891514546 148:3.543705317469981 149:4.569053963105523 150:6.117857677258852 151:-10.44898381452045 152:-3.433897154873749 153:4.276118945187109 154:3.240964967566843 155:1.19346525796875 156:-4.495085073584186 157:1.96322356807522 158:3.492462387044436 159:7.887377327432855 160:-4.57771334395809 161:-2.142192339303607 162:-7.303089294740618 163:8.374164218832847 164:3.48627967659159 165:3.906084785016488 166:9.270788404507046 167:1.683316445034873 168:-8.328870607029588 169:2.578938718840303 170:1.697620893042621 171:0.3408476577920545 172:2.92419141526175 173:-9.006634521845459 174:2.188385770143002 175:2.4925382530892 176:3.814388523029495 177:-0.3701153790640643 178:-3.423186653206206 179:-1.979705504967272 180:0.6416913885234468 181:6.298632218418406 182:4.618249125186863 183:-5.242841141837141 184:-8.680372465960641 185:-5.17288648604878 186:-2.780194546942981 187:3.232010285651292 188:-9.451850732434805 189:0.5588845707654768 190:1.668596499390332 191:7.270691741363242 192:11.41526357147777 193:4.814583481587208 194:1.090059569681831 195:6.523761359581758 196:8.22877202835436 197:1.513020508696547 198:1.821775087208049 199:-1.086406398486319
-1 0:7.208714612283398 1:-3.283874917169531 2:-4.785038698146154 3:-2.463380110066246 4:4.411138761731821 5:8.535654061083157 6:-9.858022569683584 7:-5.310435496954669 8:8.823557262355839 9:4.476157949379424 10:-8.931698731844717 11:2.83076145051072 12:-9.029003020810659 13:-10.26089315463256 14:-4.964692217538941 15:4.917131745507533 16:7.691517810407166 17:4.633890157473411 18:-6.7660231212783 19:-2.048141334686655 20:0.1257410463723132 21:1.076744786732184 22:-7.919216323284729 23:8.256164639688926 24:-0.07986389138413663 25:4.451142774258989 26:0.2045947420449966 27:-2.104142031702235 28:5.453798927716917 29:7.363173730717786 30:6.42459927133599 31:4.192723940247996 32:6.944786463526462 33:5.965591587736496 34:6.010064126051015 35:3.737402998058423 36:7.548981232519541 37:5.968254086937259 38:-8.401550024380121 39:-5.135403376736928 40:-1.630648809753114 41:-0.8727074695541592 42:-2.720009698081523 43:-9.563082513583792 44:2.500962640885994 45:6.256456412096106 46:-9.160289319454098 47:-5.013511814474336 48:-6.619517253273685 49:6.48083102870673 50:4.472482052852403 51:-3.096363638705206 52:6.980269668965533 53:-9.827005454750758 54:-1.514995152321017 55:-3.879581620307446 56:8.619506040073446 57:-9.078280276592412 58:-0.6709787220837697 59:-6.642963918418982 60:8.446161079425984 61:-5.125362054261376 62:10.62919169989501 63:1.389717747444965 64:0.8506734372190328 65:-0.4658132713610945 66:-5.995230543873163 67:7.629740933789767 68:10.42250693359251 69:-4.56372574947645 70:1.007464291017666 71:1.874596111417639 72:-0.1931201933170706 73:5.033868947917586 74:-4.639679159723162 75:3.177541625314509 76:2.644917193466714 77:-8.239165796757232 78:0.8393509693012539 79:6.170444061964405 80:-6.154805880770088 81:-3.691970543259127 82:1.509867183453623 83:6.18668344083274 84:7.924376987518976 85:5.023515229961594 86:-2.812532909954513 87:-9.976377728172283 88:-1.068913750390858 89:-7.855694378757208 90:-5.695452050238843 91:-5.477359986252032 92:9.539362456901937 93:-7.329791418567601 94:-5.22054436605936 95:-7.798587038082589 96:11.15555676448832 97:-9.768496911134374 98:-4.725413259811292 99:-1.814458401370965 100:5.846611991298705 101:-4.276687367132877 102:6.095247372593867 103:-5.256563759950525 104:-5.997310442092256 105:-6.422339325666675 106:1.48825316241236 107:-3.770280676462284 108:-8.883842604739499 109:6.310201537994295 110:9.525719190084198 111:4.940429759025628 112:7.951635192931474 113:-7.371675981361244 114:10.00035802940367 115:-6.480622406114103 116:-3.784578764953989 117:3.303492472087748 118:4.381310459632148 119:3.624780605940148 120:11.41311809688131 121:3.039982473445902 122:-7.046543207799226 123:-4.391514810310637 124:3.917984223965982 125:5.370076685445474 126:-7.89354945882264 127:-2.145865889203844 128:5.740740859170506 129:7.03489252244008 130:-2.834841337422398 131:-2.607136771182569 132:8.638168828726871 133:-1.587935191626234 134:-2.395276372968202 135:5.432312561718255 136:-3.589914864176114 137:5.582174557480354 138:-7.119783051219041 139:2.527810539200789 140:-10.46558257339044 141:-6.505709985397425 142:6.299549554319876 143:2.456633710885449 144:-0.9895122456390479 145:-7.839757016809067 146:-3.439249210786844 147:-6.990715452027704 148:-0.03539824685136672 149:-1.36985446883959 150:-2.941321374280386 151:6.102055079880206 152:2.240860197860446 153:-5.35329751970209 154:-9.733841226364015 155:-7.802649831672028 156:7.870628988676194 157:-2.086150560777259 158:-3.133071108825854 159:1.49605211850855 160:4.258839441232548 161:7.931461324008577 162:-9.402839600400378 163:3.416128853474463 164:8.848971488409886 165:1.508482610037476 166:-3.755523792712681 167:-5.715124175911011 168:2.996633389527676 169:-3.835573203775856 170:-9.329898479061775 171:-8.331538018125416 172:-8.532803970339076 173:6.500047547349631 174:-2.473885715351037 175:-6.60831105869551 176:6.212297390487139 177:-4.200797309979044 178:-2.79318107751328 179:-4.276799524262048 180:2.030197101761047 181:6.219492246493361 182:4.953503627305772 183:-0.3362970910014231 184:1.07534772675432 185:-3.340794474549019 186:-4.518821365276508 187:-2.788325831521125 188:8.504426226574234 189:9.703989365976243 190:-9.854573421067363 191:-3.907447440011554 192:6.929500738130434 193:-7.683824047062908 194:0.4941331928328757 195:-8.308495116981943 196:-9.457015063330646 197:-9.029274646856642 198:-3.765791024195161 199:-9.312331532897456
--1 0:3.599516866675776 1:5.199074377218148 2:5.43786223570199 3:11.3799817249286 4:-8.347956748540978 5:0.9533068142875731 6:-3.165125613503457 7:-1.30549983984772 8:-6.332820687894547 9:-6.548552184814425 10:6.87806180320116 11:-4.300812978137787 12:-9.897555007678099 13:-4.031594023703194 14:-6.948481407017002 15:7.132007968554844 16:-4.013423390600704 17:2.923473579113273 18:-0.2738660285763097 19:-1.615829584488994 20:-1.416990571913671 21:-8.619681077006424 22:-10.65629822497054 23:-2.749247878197831 24:-0.9818338296648246 25:3.3474686471468 26:8.313165694593868 27:-1.163167513297731 28:-9.4378606517554 29:8.913622289169801 30:0.01228759923746847 31:-0.5567923176709795 32:-10.00462601055713 33:2.740430575063247 34:-3.158333680064562 35:-4.002551160018111 36:5.616601385223004 37:2.267704855379383 38:-0.09813065117260233 39:-9.184482740571495 40:-2.610773094810795 41:3.850514592184365 42:-9.162756629531454 43:9.771189958054771 44:8.250670994644226 45:-3.06155030280332 46:7.002683984191407 47:-7.162774540798069 48:-3.829019603627425 49:1.786568985010065 50:-8.213017412546092 51:5.029007218038921 52:5.356887371271969 53:-7.006284075662899 54:7.943461192499663 55:5.030672161981666 56:-2.598577078970648 57:7.697081466099021 58:3.913876411394727 59:-3.877882105818328 60:5.5218862242624 61:0.1171206695611471 62:-2.399682067997527 63:-2.460834297054757 64:-3.455475038641654 65:-4.090253791417457 66:-7.885278408790604 67:-9.54030326387899 68:9.706477451082353 69:8.085209991048643 70:7.800811522203904 71:8.572832324712818 72:-0.09527963677158713 73:8.482043270931355 74:-0.864989629811351 75:5.413054623439209 76:-2.583835967231745 77:-0.8442989154643101 78:7.063112618239955 79:9.967892799776141 80:-1.679383070113339 81:2.154152853875924 82:-6.827640731806603 83:-2.798102148169762 84:-0.01337682540715501 85:7.13031510735745 86:1.901443975115119 87:-5.653542840313822 88:-5.674238927386368 89:-0.3009804620928473 90:-4.929747778998514 91:-5.670424162518366 92:1.613373596048196 93:-2.488967128409155 94:-5.549070474654406 95:6.240026964929663 96:6.558032545319021 97:-9.248339208297773 98:-4.46422960673359 99:-2.125077003186114 100:2.010224910434451 101:2.749103570633383 102:-1.044178489337411 103:-4.029579456680411 104:-5.240473970817176 105:-0.07207118642571086 106:2.098742942864679 107:-0.09686877441322161 108:-1.1345644042842 109:-0.9767002478078195 110:6.065249253640354 111:8.871466888911611 112:10.09730309650536 113:1.733646610355511 114:7.334819858969438 115:7.302117222059898 116:-10.10054921147046 117:0.5127314692273286 118:8.282392779239602 119:0.3058996209610377 120:3.639214975449915 121:-2.657513584978308 122:0.691621094015759 123:9.826866929689601 124:3.552111998800505 125:-1.17058003765619 126:8.274334283298057 127:9.629547957959108 128:6.58688044343851 129:0.367276395727978 130:1.234108324256359 131:-1.730126839674841 132:-2.170224493700684 133:3.268980574239327 134:8.063936523428833 135:-8.32132816088401 136:-4.307177723831575 137:-5.380687964647173 138:-2.503625026645468 139:-0.02027289091564533 140:-1.991274184310099 141:4.876157172314722 142:-2.863934274521777 143:-3.151876823532664 144:-0.1023994705154632 145:-8.716492570490725 146:8.488402244353347 147:-2.853752076052359 148:5.58963857708031 149:4.732634194096997 150:5.788814720167598 151:-10.88906090809245 152:-1.446722718842248 153:2.413318734538311 154:5.200357634414647 155:2.109596592940507 156:-6.59641893450788 157:2.707618857638577 158:4.850642422524444 159:7.227304839112161 160:-3.595076011562039 161:-0.6991289197377686 162:-5.835329891414927 163:8.133554820922166 164:3.586124843395412 165:8.014085723749469 166:8.572413794083246 167:-0.293551899815292 168:-7.308800209067574 169:3.135768020116949 170:2.483807891920358 171:-0.8951892100525489 172:3.960561636983246 173:-6.152667306806459 174:1.77699995824936 175:4.39020964438086 176:6.311654132030524 177:2.368050394749956 178:-1.985981655604083 179:-1.552231306326182 180:-0.4210142065739159 181:7.427153182466588 182:1.36874052000094 183:-6.788283385053425 184:-5.816511606645273 185:-6.973865553589214 186:-2.431534306697056 187:2.656715884135741 188:-10.22127332173948 189:2.965707093607557 190:2.452095789462553 191:8.571418976643784 192:8.272222044359742 193:6.539882791795773 194:2.69791884982638 195:6.163462201614346 196:8.914936393118786 197:1.65700416364605 198:2.884585667933696 199:-1.918282682892247
-1 0:8.849776489773948 1:-3.774050962187115 2:-6.864529591885551 3:-2.551453370106114 4:5.451134788178803 5:9.480038438716806 6:-9.291757991880937 7:-4.092552249015888 8:7.616691062308305 9:7.534658632786881 10:-6.993785412177114 11:0.8668053313295836 12:-7.792415717953679 13:-10.1996520995091 14:-3.777496675560131 15:5.31383404251889 16:6.499479481786003 17:2.423000969971629 18:-7.055562404529486 19:-0.7082969318229408 20:-1.366948593559074 21:2.875919780495111 22:-7.668232738641196 23:7.479782371616523 24:0.7556537988182505 25:2.611644917914128 26:-0.5363232274882682 27:-0.8361469693113757 28:5.185420067640214 29:8.265780724700978 30:6.618971481515739 31:5.080937005379234 32:7.34265343438231 33:4.740975956557589 34:6.391452861916489 35:4.677175670976501 36:6.166251406035576 37:5.56595977914416 38:-8.065622641583932 39:-3.015790440669963 40:-0.8839474865541145 41:-1.846536820797121 42:-1.19794414455829 43:-8.932115527950437 44:2.964234012619217 45:7.167914493563651 46:-10.44611269895872 47:-4.571926433097736 48:-8.317373985566707 49:7.591375344635185 50:5.336576871786588 51:-2.271769395375571 52:7.036487608903214 53:-9.221630939523299 54:-2.162612823312718 55:-4.388769951440533 56:7.153039928491909 57:-8.734538702485811 58:-1.039624774365732 59:-6.747459140552466 60:7.813165379338028 61:-6.65600327980831 62:10.63844575813827 63:2.077946721387609 64:-0.6968714487490648 65:-4.318955764929813 66:-4.403697146470662 67:8.541554508294848 68:9.357023867959638 69:-3.869168688631992 70:-1.677917575249503 71:2.769125272351844 72:-2.580755254584412 73:3.415101715576846 74:-4.676500698827453 75:0.9583426294227797 76:2.770141697414494 77:-12.64291283825804 78:0.5629319271455089 79:7.209584524313692 80:-4.618944931930282 81:-2.860719243238204 82:3.256030158925574 83:5.507428706218118 84:6.426036092207212 85:6.474366738021477 86:-1.995011202682697 87:-7.155835400515267 88:-2.623778286970749 89:-6.557268061947072 90:-3.607312186865745 91:-7.695504141515517 92:6.391113542128759 93:-9.176450829519899 94:-5.708246256819733 95:-6.08316440391454 96:7.784903924497801 97:-9.922040778456743 98:-6.107886791979241 99:-1.895773120257599 100:2.850236406368218 101:-3.412957040026256 102:8.582423659965773 103:-7.127683651747573 104:-3.763226905101864 105:-6.978102448800423 106:0.8081038241117614 107:-2.381562641238913 108:-7.88456141585228 109:6.415334325356929 110:7.737360639054649 111:6.116698422817368 112:9.109404559458925 113:-7.345613750578045 114:9.770446963311363 115:-8.611288561507717 116:-3.190657991735018 117:4.85600363355797 118:3.354416520653289 119:2.60793129366625 120:8.772284789890005 121:3.998359992236817 122:-6.846033754432618 123:-2.164518204820548 124:3.13657286712318 125:6.489100831277029 126:-8.932215812997503 127:0.1231838231647078 128:6.262365533788434 129:4.398363931952789 130:-2.053887413521779 131:-0.6479048468734245 132:8.419930631247306 133:-0.4058880888289856 134:-4.218602899554797 135:7.107796205068065 136:-1.695088391717844 137:5.308165590208458 138:-8.828885398732499 139:-0.9342308476124657 140:-8.126318714714904 141:-8.191623610742628 142:6.017742990556756 143:2.834442686526406 144:-0.3381013216946851 145:-6.695044789113499 146:-2.119778744108784 147:-8.344288258459649 148:-0.6837624144139611 149:-1.453633445961801 150:-1.377708155200793 151:4.774351947211767 152:2.159225065649936 153:-4.899660652215067 154:-8.369169722555673 155:-8.925086094083539 156:7.319208195338438 157:-1.806431083368137 158:-1.317100293248139 159:3.323326305742404 160:2.878078997747602 161:5.819331395087364 162:-10.13476457321711 163:2.355909387171831 164:8.083043506315713 165:1.567134778125395 166:-4.811815171871417 167:-6.038941888670399 168:3.185199828794798 169:-1.323994785907594 170:-10.10226704701879 171:-8.413761495500459 172:-7.189356895412018 173:8.412910402627567 174:-3.487564684660451 175:-4.450261292316515 176:7.855295286345603 177:-3.308176648359746 178:-3.441980555040789 179:-3.909949630970017 180:1.87507489565472 181:7.221892666000737 182:5.243448569877868 183:-1.782460942091374 184:4.5000685069535 185:-4.087257857994397 186:-4.909756093445599 187:-1.80060602341566 188:7.610098692027488 189:7.554816746309781 190:-8.984934893965772 191:-3.62479665169315 192:6.758541737067367 193:-6.562412888342101 194:-0.1967920105771986 195:-8.852467655515071 196:-8.812414114554645 197:-8.123409488352136 198:-2.986713475979136 199:-7.373767821551947
--1 0:3.601917491112357 1:4.003685977340057 2:6.59774889293908 3:9.002425372678596 4:-7.095897643300609 5:-0.53630054613793 6:-2.521282718703169 7:-1.887243736024665 8:-5.341358391281291 9:-7.983926118204856 10:7.625332919641093 11:-5.266766399077873 12:-8.171488536282284 13:-6.513709471362018 14:-8.823241122763051 15:5.307713389338531 16:-3.777983025759954 17:6.205013282289051 18:-0.6539501179252803 19:-1.946562904416655 20:-0.7265500844729541 21:-7.846270100090871 22:-9.985319767134063 23:-3.621271567823559 24:-1.95109329435556 25:4.073170028610613 26:8.598201021320724 27:0.05754764012028191 28:-7.322792536630465 29:8.14770937766821 30:-1.090047099455905 31:-1.753378760027496 32:-11.66671008399911 33:2.672240511051486 34:-2.47431557719345 35:-3.210005450113437 36:5.799339390122306 37:2.365592585578311 38:2.741212914891469 39:-7.608387769787953 40:-5.024616656406414 41:3.853136254292806 42:-7.303229000492241 43:9.208525797085796 44:9.784442448956275 45:-2.907543669872482 46:7.175759726602259 47:-9.090141001842611 48:-3.986335962376319 49:1.461261338400429 50:-6.875448564418446 51:6.861102289955657 52:5.399021954082546 53:-6.234428966515021 54:4.807406919543156 55:4.815978510590263 56:-0.8328578751437523 57:8.147124672852453 58:1.897239276200272 59:-3.554022681480663 60:7.05134954574716 61:-2.075024302456473 62:-3.577674930334309 63:-2.561748617572741 64:-1.47875541514689 65:-5.665596302380269 66:-9.213843180680957 67:-6.567266080266897 68:9.346264166631984 69:8.911951102347684 70:7.584513688463881 71:9.181656822055885 72:0.2097875492982277 73:7.081589304823279 74:-0.2788891840636485 75:4.866007660838489 76:-0.7786425216466313 77:-2.314260872280183 78:8.949622058498207 79:9.015893933848366 80:-1.452180679693815 81:1.376630470706525 82:-8.552827367793004 83:-2.010937464507387 84:1.714235850613012 85:6.737622339987405 86:2.533221946808964 87:-5.696786601323591 88:-4.130593847003066 89:-0.3407604224605283 90:-6.142784280267776 91:-4.989822123114707 92:1.987606103559322 93:-2.521762989274788 94:-5.329930369206452 95:5.005388867016894 96:9.37067430475869 97:-11.52816496462384 98:-4.213310114507986 99:-2.688939020837137 100:4.143757390337684 101:4.187223219041877 102:0.03462480759228526 103:-3.359090621121994 104:-6.781476974564409 105:-1.993984628470144 106:1.230126345080168 107:-1.488881265531898 108:-1.646530418944302 109:-0.6800554612646712 110:6.373423844701888 111:6.450091763430626 112:8.220304703572364 113:1.937825169989918 114:7.642901967332743 115:8.311500166100521 116:-8.457694294821895 117:1.88983960980873 118:10.14447418668189 119:-0.3624541816043974 120:3.037195777487188 121:-3.558805476304494 122:2.546228599993972 123:9.285011172939644 124:5.621804334340733 125:-0.03595044507485751 126:7.403842397454929 127:9.621423235209006 128:6.222084090349318 129:0.9527768206222026 130:0.6199254701500544 131:-1.271814210977946 132:-3.361809669895973 133:1.295576770519762 134:8.952134671594877 135:-6.257197460482272 136:-4.253954037096328 137:-2.278037934651076 138:-4.583759957901571 139:-2.210706041330007 140:-2.81300878059224 141:6.008549384058663 142:-3.407570966200089 143:-4.746255063688118 144:2.409999585102879 145:-7.711091520214566 146:8.945453701233944 147:-3.184228480888825 148:4.168255966740172 149:5.155909899263054 150:5.735747723941311 151:-9.296920628870154 152:-2.880639802780888 153:4.263266718073668 154:5.299082808353196 155:2.034375783473115 156:-4.832757864218469 157:1.93953528437667 158:4.204721111608596 159:8.680242361382966 160:-4.430244408739801 161:-2.803399664235044 162:-7.867099912099119 163:10.5322806305035 164:5.582570080025789 165:5.150139710662149 166:7.636547889918985 167:0.3050150337058962 168:-7.068660229806944 169:2.074162326937612 170:3.740415785274844 171:-0.0174563131941512 172:4.783019266098163 173:-9.68778426293329 174:2.774594320622611 175:4.98806486318983 176:5.836754697622033 177:2.363625579713801 178:-3.935212444620662 179:-0.7125630449660458 180:-1.107642088307699 181:5.828045391467778 182:2.704695860389017 183:-6.55736094981093 184:-6.342181399422906 185:-6.410122135786871 186:-2.719676884413774 187:3.257927768769111 188:-8.910562929025719 189:1.980350263864925 190:0.5977807174868796 191:9.380921232199283 192:10.77079850064422 193:7.627097443813367 194:3.044567021627363 195:4.065456954821943 196:10.21272146930362 197:1.91709527440224 198:2.067649266251741 199:-1.673091909475416
-1 0:7.564640465327672 1:-4.248036295789268 2:-3.594184772822709 3:-2.58799623056971 4:3.632981459357516 5:8.671017686223646 6:-8.370594906482454 7:-4.97351156031565 8:4.721754468809252 9:6.067034195929401 10:-6.605007967120684 11:3.760025989653391 12:-9.807727171954296 13:-10.07611130617416 14:-5.927272670430784 15:4.933489692788442 16:7.390319711322888 17:3.179352224681867 18:-5.021022593806496 19:0.1376467927105456 20:-3.582878792742787 21:0.8047308273398499 22:-8.863270997145953 23:9.810537126265087 24:-0.6312777095998161 25:4.585770981631208 26:0.4500595443237876 27:-2.284453749227988 28:4.715778056478768 29:7.367380170478732 30:6.676550725908768 31:3.948076044424601 32:5.853964890815596 33:7.533524964164393 34:8.130054985896496 35:3.588602643977794 36:5.405220680325509 37:6.908227716511103 38:-8.557570615252198 39:-4.349496023813383 40:-1.843597953754456 41:0.538144274245216 42:0.08909904464274798 43:-10.09510082483109 44:2.528041874572501 45:6.422315885725983 46:-9.537610739489693 47:-4.275643453077774 48:-9.054581369745955 49:7.29218482816558 50:3.30632848566842 51:-2.752005971515409 52:6.209499997310921 53:-8.69683564308237 54:-4.460530740547258 55:-4.220472740964119 56:8.722310233189951 57:-8.143041749481709 58:-1.872215695084516 59:-7.312827799167884 60:6.125664513060009 61:-5.007514085460342 62:12.51176555112411 63:-0.3576627103207037 64:0.5090592074893074 65:-1.136727249936035 66:-5.36672208111948 67:8.246522086515489 68:8.621148911281255 69:-2.501540484893765 70:0.9507897604163174 71:3.140230598094227 72:-0.07931026802370278 73:6.020164024564964 74:-1.997562577280595 75:1.798820756657553 76:2.443832921072073 77:-8.089079104861861 78:1.295881022488082 79:7.228014204080179 80:-6.588148228564386 81:-4.854460614697945 82:2.670516221645016 83:6.665977858094835 84:8.501488648617865 85:6.751990233710445 86:-3.494915449637782 87:-8.127241477735238 88:-1.287529910528141 89:-5.696061959799262 90:-4.648375280690265 91:-7.532131382921271 92:8.952304065984292 93:-7.533199973710575 94:-4.154038237656706 95:-7.434813092205912 96:10.21487036146303 97:-6.642139164826066 98:-6.602487401368122 99:-0.6238047432541929 100:5.085065442675534 101:-4.219779385109027 102:5.225762283403472 103:-6.643325910133342 104:-5.053546390888614 105:-8.491409059042841 106:0.3239106826164746 107:-5.098987395174737 108:-11.51422076313078 109:5.522302849833096 110:7.931494736202746 111:5.549784480429537 112:10.00695299233869 113:-7.115892068069828 114:9.099981279603588 115:-7.118402582777628 116:-3.068732962002731 117:3.27205802337957 118:2.980158032378517 119:4.425004628959668 120:10.94859322691605 121:3.337945405475614 122:-7.141983676607244 123:-2.187839964205037 124:5.105100287664664 125:8.516864125774068 126:-7.035433223469858 127:0.3108123783809922 128:7.656228591907872 129:4.8779658684396 130:-4.206607569097566 131:-2.095895562250972 132:10.98272077368346 133:2.408275726985213 134:-4.686346149711975 135:6.451355005249287 136:-3.066131587896301 137:6.761348008579398 138:-9.894074909802764 139:0.538275739524827 140:-9.793923014560496 141:-9.149079322629239 142:5.996148669822446 143:3.602684790917047 144:0.297833850384939 145:-5.569456316036033 146:-2.386391103468607 147:-9.227714894290465 148:-1.17877054177804 149:-1.505353687495231 150:-3.80727513618821 151:4.723745483054642 152:1.590343573726729 153:-4.055873793666198 154:-8.565186501944865 155:-6.053578598552545 156:7.961613558042687 157:-0.6889859642404415 158:-4.195511937856653 159:1.768258280888039 160:6.355833874732923 161:6.904119735462937 162:-8.450403234187227 163:4.270819601263512 164:9.755639919388411 165:1.856218176122656 166:-2.003459979260932 167:-5.564729341907907 168:4.260447837161471 169:-1.726812092724239 170:-11.30198233970755 171:-8.327811999914168 172:-6.754892789949625 173:8.914124018815945 174:-4.555674276108796 175:-6.542564112629909 176:6.074621624806962 177:-2.768234621372386 178:-2.406703378796875 179:-3.152492357852964 180:4.668614369985537 181:6.408220710859934 182:6.113963014790572 183:-1.578808521697425 184:1.943628759028184 185:-6.007837095341045 186:-6.413429309781632 187:-1.91928728015211 188:9.114087683267106 189:5.434554175094646 190:-9.419806786065815 191:-2.476797105696376 192:5.396180140307044 193:-6.648120036077861 194:0.1118022751010062 195:-7.292662272592419 196:-8.182812761175336 197:-7.962730304878459 198:-6.024929384885461 199:-8.176227678233651
-1 0:7.719931962529254 1:-3.279600187617239 2:-5.473170419474335 3:-4.350436575918772 4:4.730328374082259 5:9.385193611842622 6:-10.24024110962076 7:-5.350340797168554 8:7.213697978623618 9:6.406878077345762 10:-8.276735050223369 11:2.093385918377461 12:-7.635462562546181 13:-8.737600978871596 14:-3.590766473089864 15:5.303088627180034 16:6.218695380601587 17:2.945497413439205 18:-9.030431243917974 19:-1.322030088892044 20:-2.047114819049658 21:2.097200217392448 22:-8.131477438086408 23:8.519281874590307 24:0.652011187109611 25:5.29273951700775 26:2.004763225445348 27:-1.788412288522757 28:5.683873263747715 29:6.546987199436901 30:6.514430425793222 31:5.658294468092826 32:5.99226695557128 33:6.370340980044944 34:6.758364886704318 35:4.066716743369296 36:5.781798849691132 37:6.187885606240879 38:-8.358425763249194 39:-3.237406798290913 40:-2.19255402090135 41:0.1495697963685947 42:-1.503090103369412 43:-9.499639897950471 44:0.8536499554243517 45:5.466652330983123 46:-8.435962181085513 47:-2.88604405143328 48:-7.923185656166769 49:8.222390771854563 50:3.620489826977629 51:-2.852543966492658 52:6.06967198797646 53:-9.076764885509407 54:-1.121820933276018 55:-4.018592551996381 56:7.01558813912531 57:-10.08935764248583 58:-0.6821476645517435 59:-5.973698832155127 60:6.259693565715524 61:-6.535233931608101 62:9.462177512182434 63:1.765550762507958 64:1.884489418661178 65:-0.9896498391290448 66:-6.079185147173474 67:8.640114678959142 68:8.700359189984585 69:-5.347759351782658 70:1.462528793374413 71:2.254134993699133 72:-0.1150110783676743 73:4.16282294010992 74:-3.948509365604522 75:2.627190213686421 76:0.1135018454758432 77:-8.451211466272396 78:1.248878221158142 79:6.513715252771226 80:-6.903471611993375 81:-2.337772070763632 82:3.165357116096963 83:5.726153759164453 84:7.508376668590725 85:7.443902387427691 86:-3.839551515403377 87:-7.862039275213927 88:-0.4908872028384277 89:-6.937691358380998 90:-4.110512016898525 91:-7.944405584224632 92:8.272943145325343 93:-6.947118912854566 94:-4.396873198729091 95:-7.539666558447058 96:8.599686245193428 97:-8.393775907823034 98:-6.684512187917321 99:0.4351983528888843 100:5.639396828001761 101:-3.544479260288271 102:7.906316042770468 103:-6.097891662922159 104:-4.209300119975467 105:-6.369031151386672 106:1.610544909273233 107:-1.57777393933609 108:-8.184574825932335 109:4.978651912438656 110:11.12740735159079 111:7.570366769126432 112:10.42335441550235 113:-6.125877551991246 114:9.410812377844463 115:-6.634606864475397 116:-4.07667292909577 117:4.5706803578246 118:3.346261587862919 119:2.459259022534445 120:8.222456131395596 121:3.397479425397636 122:-7.738015326363239 123:-2.834190481805862 124:2.883734946280811 125:7.592189957054803 126:-7.284605968172504 127:-1.405664107864117 128:3.311387737913587 129:6.475669758247275 130:-1.986293823366245 131:-1.96482831556642 132:9.786326282827298 133:-0.4702168453236419 134:-3.004102980899062 135:7.133599904419465 136:-4.667911724572777 137:7.004741158752733 138:-6.485558220855414 139:0.7772580340767131 140:-7.80108427002147 141:-7.18822295846773 142:6.262885789851595 143:3.024058041731246 144:1.100708832848543 145:-6.448259116627136 146:-0.7891033433420116 147:-7.511594506762023 148:-0.3348233227361541 149:-1.960507596363778 150:-4.101858510842092 151:6.560560115007863 152:2.209142424418427 153:-3.879884715137474 154:-9.173739222986191 155:-4.321822317867639 156:7.744121844903107 157:-2.595594645534671 158:-2.190337530511634 159:0.6649360702493461 160:5.849333254434998 161:7.807587521401714 162:-9.153682288877016 163:3.342815869306902 164:9.594487269238705 165:3.584644591420326 166:-5.09575301944662 167:-4.895622850094298 168:1.682605570333605 169:-2.155549171457189 170:-11.16843888872356 171:-8.873075190992578 172:-4.643781393276503 173:8.085289015568204 174:-5.194070390570222 175:-5.256589965169288 176:6.871796374705851 177:-3.757627481392604 178:-3.36544974190836 179:-3.273541577627872 180:2.793826955874524 181:6.8219406557227 182:5.832086812553889 183:0.5906460133342178 184:2.519158864577546 185:-4.286580710414237 186:-3.831857550400036 187:-1.012166735864335 188:7.970519041423237 189:5.716375886805784 190:-10.56342700477197 191:-3.421187418400418 192:8.027076830023923 193:-6.144438789701414 194:-0.6805516877288695 195:-7.898125884497146 196:-9.551371586843688 197:-7.289646718542233 198:-3.569517678539642 199:-7.418147575538462
-1 0:6.711589777490354 1:-6.833316875287677 2:-5.253401768453187 3:-3.751761151137591 4:4.452996594146051 5:11.96997135279211 6:-10.71799063880017 7:-5.148679069597727 8:7.133804570816261 9:6.09805148268771 10:-7.849509257525585 11:2.34923813949136 12:-7.931969087699196 13:-9.06403104173071 14:-6.626125171300084 15:3.609319982915488 16:8.03787639920035 17:1.944300589426023 18:-6.2840004634966 19:-1.433270254442686 20:-2.488867609827032 21:2.980237552053323 22:-6.793008422133214 23:9.441946018199765 24:0.6682799792170069 25:3.259208415941166 26:0.1411183042579596 27:-2.095608817931662 28:5.165270672391988 29:6.633522343473529 30:5.930100195561108 31:4.550897931943962 32:7.015213472471437 33:7.331292445266986 34:7.393272304306516 35:5.008502347173717 36:7.625485821814105 37:6.357624926918988 38:-7.691453776428279 39:-5.648480174513461 40:-1.55549820164901 41:1.263602694918503 42:-0.6304591005098137 43:-8.800799360030005 44:4.169022956798387 45:5.48268793199807 46:-9.066545495852138 47:-4.310719188709235 48:-8.519553529882204 49:5.870300560016219 50:2.107810166874961 51:-3.374715391748952 52:6.250511674122578 53:-8.930118017664054 54:-3.060881309388281 55:-5.413232650406171 56:9.404796689849137 57:-9.269980572499179 58:-0.8068001444751089 59:-6.151091349699851 60:6.938394367680582 61:-6.250596548563467 62:10.12297343347288 63:0.3975584025799939 64:0.9918003584987289 65:-1.463241418934577 66:-4.381758785693858 67:7.94751388312187 68:10.05974365320933 69:-5.175229198281886 70:-1.087003125325131 71:1.607365560150755 72:-0.3849408482922249 73:4.667960063337426 74:-5.172712199780554 75:2.462296503998283 76:2.748054022282233 77:-7.396347650153977 78:1.625724556410406 79:6.836215184371948 80:-4.878441961563563 81:-3.857663926353181 82:0.9051511184192256 83:6.563172234843245 84:7.333795195747511 85:7.621316587487764 86:-1.670514897349036 87:-7.895447740936763 88:-1.431258899504094 89:-5.75512575233227 90:-5.143278931235228 91:-6.804729277731982 92:7.576325007736315 93:-7.899750000079242 94:-5.647131457373632 95:-8.378463193923318 96:8.333922505105647 97:-6.48861026883359 98:-6.175362832168759 99:-0.7755356288519544 100:4.808315626360292 101:-3.997502296944875 102:7.606666559188223 103:-6.168919380165637 104:-5.957151865050084 105:-6.899278036312449 106:1.618436858170744 107:-2.83802497815515 108:-8.886872410328909 109:5.933574377842652 110:11.52082374230343 111:5.389309956807259 112:8.605328144510167 113:-5.276986732543058 114:9.41224815227484 115:-6.587020160591647 116:-1.816257545585166 117:4.313320617907878 118:2.791822032870547 119:1.988519996131592 120:8.259684833611177 121:2.751853296316776 122:-6.258040086750038 123:-5.551306875089532 124:2.620037972599754 125:6.351160178759363 126:-7.719037858960398 127:-0.9105781368739081 128:5.795798373851309 129:5.656719193151956 130:-3.255678399995065 131:-2.597328696101332 132:10.22730360620603 133:0.6902924592837256 134:-2.789132660355231 135:8.719634791426575 136:-2.771988210331923 137:6.607632773876728 138:-9.711777188323909 139:-1.42946566535352 140:-11.32480857836398 141:-7.517419452842053 142:6.212771293961905 143:2.691282068463828 144:-0.1334767693572532 145:-6.237089437655904 146:-0.9033005674045517 147:-10.18406259018602 148:-2.091663576909083 149:-2.50871551140802 150:-3.660624947388936 151:3.693272317460084 152:2.805611009774168 153:-4.587130503175417 154:-9.233907095034448 155:-5.660351503972306 156:8.625315853795634 157:-2.283808084755906 158:-3.02237580829507 159:2.57803397061751 160:4.045261263563779 161:6.660000627474187 162:-9.457107316288722 163:3.279592251617619 164:7.872865879708088 165:2.248232549245831 166:-2.391328426563799 167:-6.053910007207277 168:1.810919217577827 169:-4.531017224689514 170:-11.28855389455499 171:-9.06290511253474 172:-4.881266378247489 173:7.294804838717232 174:-3.013482497112414 175:-3.444522639149291 176:6.845107154997479 177:-2.820990799334189 178:-3.060959193122228 179:-5.850156108834044 180:2.475016503107199 181:8.115782859435194 182:5.122302047140781 183:-0.4008339085101483 184:1.786887181543201 185:-3.652535651907395 186:-3.798556636978382 187:-1.006844710756668 188:10.52181269510033 189:7.472486739791884 190:-10.31585161691224 191:-4.189716814488256 192:8.152767634037165 193:-5.872136408315779 194:1.369659862960589 195:-6.977003266293141 196:-9.782214046598771 197:-9.338892275272505 198:-4.874094506762637 199:-6.046370291782235
-1 0:6.616045394141852 1:-3.853119653458573 2:-3.776036634005006 3:-2.411816176508558 4:3.585851637512544 5:9.514177850354775 6:-9.990083428535801 7:-5.568180074013672 8:5.234850300110054 9:7.863836443896059 10:-8.904899280269239 11:3.684393070612195 12:-7.495222789913798 13:-9.312901580369894 14:-3.147497694187887 15:4.654697376504389 16:6.197582032218834 17:3.805293683421039 18:-5.08400913210726 19:-0.3850398819114154 20:-2.999438523852363 21:2.497957713985018 22:-7.762588360125777 23:8.600131305094724 24:-1.405896551878167 25:3.206239569143502 26:-0.5284366891891581 27:-1.57666888572993 28:6.432058375319631 29:4.781593707873094 30:8.066326692565879 31:3.714868402428246 32:6.09763691065681 33:7.564063577338247 34:5.281543001972104 35:5.162065321731151 36:4.503070529259054 37:4.992799785183264 38:-7.507942826903401 39:-4.120197363284419 40:-1.675211628273098 41:1.596023433518176 42:-2.095036332904942 43:-8.295751551338082 44:2.128769434280619 45:8.735927579811456 46:-9.318482122437935 47:-3.358083464020257 48:-7.016728256210024 49:8.135420833197236 50:4.959809119803355 51:-2.557431787156302 52:6.637769382221993 53:-6.138580028897357 54:-1.134430024881565 55:-2.691155498597011 56:6.479344407432958 57:-5.721190460623374 58:-1.015368477213649 59:-6.599033444793857 60:6.437282534001189 61:-5.465365084298369 62:9.77197093949229 63:1.055869648452539 64:2.591438225170845 65:-1.430229707589914 66:-4.949743571219811 67:6.723811974000298 68:8.623415070453202 69:-5.125388791025851 70:-0.483021037931689 71:3.347661998591525 72:-0.8398598551740752 73:4.903146317913107 74:-3.338265893539074 75:1.088759890407772 76:1.515010924130209 77:-12.13819737538532 78:0.5267912041928895 79:5.019575661750436 80:-4.452417499027919 81:-2.271544197855551 82:2.789291096631357 83:5.636131693955063 84:7.722012615057476 85:6.838388719142132 86:-3.848657859011929 87:-8.734615247446069 88:-0.8795104263249302 89:-7.205158942912828 90:-4.590348704496071 91:-6.805307691660062 92:7.832161518863372 93:-8.055169399571215 94:-6.834211831437151 95:-5.342562574760175 96:10.9125572040045 97:-8.027720513410474 98:-7.759584341881951 99:-2.529012019746454 100:4.282783222559003 101:-4.590870881217215 102:6.791703056097303 103:-6.524817619435749 104:-5.691287335846807 105:-8.064077350603673 106:1.500434470447305 107:-4.62642044817206 108:-10.16076171368374 109:6.26475239771489 110:8.638711916707503 111:6.091820295031585 112:7.386774494242887 113:-4.848296050736323 114:7.41571476456126 115:-9.822278739196809 116:-2.812544581664683 117:3.68840706083642 118:2.211069508210994 119:2.527154525066248 120:8.157164399058445 121:2.589256651738704 122:-7.011986074345336 123:-2.426407148237301 124:3.512948090778945 125:5.134523383434098 126:-9.92159376375578 127:-0.8874788280516612 128:5.196117479859678 129:4.648404286462707 130:-4.004267003846294 131:-2.963093823995568 132:8.706920016260904 133:0.5531946375968433 134:-4.323136235559762 135:6.729759255695425 136:-3.978584830628257 137:6.447506818584222 138:-8.586274581460309 139:-0.6273393821227318 140:-11.3808918741695 141:-6.458475775475263 142:5.791778993299041 143:3.106802554413105 144:-0.2431052720333822 145:-4.548726630959963 146:-1.881985961232172 147:-8.33847903226191 148:0.01494703705634515 149:-2.819107115665443 150:-4.198451654548577 151:3.699732103864308 152:2.176671269989749 153:-3.456735214003616 154:-6.472344319837779 155:-6.806793062691312 156:6.253434753005773 157:-3.054920105264491 158:-3.453397338470525 159:1.912710613179692 160:5.475202261027533 161:6.504240003933461 162:-10.54709472737971 163:0.6383120075621753 164:8.387702475751052 165:0.9358551235969423 166:-3.730065145314269 167:-5.752206114190616 168:3.313780039507911 169:-3.009203340204172 170:-8.068133104569101 171:-9.764887348614437 172:-6.092002423604049 173:6.982792634124062 174:-1.694871989353381 175:-5.683033828450395 176:8.465505802609172 177:-4.581441247018885 178:-2.654284775512795 179:-4.976661271152039 180:1.93389565990517 181:5.222677098932125 182:4.766864985102373 183:-0.1465483330648927 184:3.500379160749789 185:-4.612245621464779 186:-3.891725220841675 187:0.360808953669717 188:9.919934105538648 189:6.751502347964363 190:-10.0816729801886 191:-1.881344128984279 192:6.991326492179082 193:-6.454210321153492 194:1.791504902466186 195:-7.479250811748342 196:-9.093103344701831 197:-6.951684713374098 198:-5.020231055410582 199:-6.925807590946709
--1 0:3.379872529800803 1:5.579909427541656 2:5.667181984769666 3:11.54695493760698 4:-7.271286759730287 5:0.3868026152596903 6:-3.075403918763087 7:-1.332114382369229 8:-6.592552919210715 9:-5.211514530308712 10:7.131894747255338 11:-4.582201792928651 12:-7.555599465646007 13:-2.278377665613914 14:-6.611249614830618 15:5.214289701690412 16:-4.883332280917789 17:6.193772843312229 18:-0.2499093186865531 19:-3.291677456286767 20:-2.541414859048349 21:-10.06686887027367 22:-11.80697611856213 23:-1.950044287887083 24:-2.974616807519839 25:5.713233303107843 26:9.346447781319927 27:-1.204629631817266 28:-9.979459301306862 29:11.3635215864332 30:-0.1503324314974432 31:-1.359013897923964 32:-7.932716057267185 33:1.713622455960014 34:-3.38281294156491 35:-2.197340601226018 36:5.466211107272839 37:3.893186173448995 38:1.683864140342065 39:-9.036563049535554 40:-5.095818479677888 41:4.790190352458219 42:-8.56291074530909 43:9.451914464857254 44:10.25477435920639 45:-2.930521088170255 46:7.420056901601483 47:-9.283536106637321 48:-3.392257960119389 49:1.902420263657949 50:-7.479075506880349 51:5.616597960627693 52:7.093656757665944 53:-8.016674234279435 54:6.514663489002992 55:3.93339569480105 56:-3.95972207190981 57:6.803002067533559 58:2.43225321226055 59:-2.191597752564801 60:8.47180356272618 61:-1.030102597344459 62:-4.025123690773431 63:-0.1904665570906636 64:-2.867344895862464 65:-5.295381324283481 66:-10.68471274322541 67:-6.700416652477629 68:10.45415316688518 69:7.251189645334995 70:9.018707846472543 71:7.959492352806391 72:2.13877863276463 73:7.123790994771942 74:0.1302533836178833 75:5.403838563931147 76:-3.330179852230778 77:-1.756020476757586 78:6.110222204623319 79:7.899709792805139 80:-2.522504442314061 81:1.088994117022094 82:-7.618935991504417 83:-2.161391464172726 84:0.2018340801635329 85:5.15418454257796 86:3.029919889270524 87:-4.292789428169661 88:-3.23598690417471 89:3.082224689274645 90:-5.583049081812145 91:-3.855251354653164 92:1.127553296882969 93:-2.510162134106291 94:-4.494942472335056 95:3.45388105132695 96:6.585805091810768 97:-9.30673771814487 98:-2.911907575547449 99:-1.48354182812834 100:4.758987821492883 101:2.95115293750021 102:0.9614640265030906 103:-2.705512433007541 104:-4.984027265973136 105:-1.859624793130069 106:2.125990669702523 107:-1.105505763585485 108:-3.810369708460777 109:-2.935248273217768 110:6.10494719537832 111:7.950304190753818 112:7.257242821590129 113:2.896030760282955 114:7.902589546403975 115:7.267178439497978 116:-9.513106012803744 117:2.91149900561239 118:9.663714682196385 119:1.494966277379227 120:1.705382194270169 121:-4.177217310987309 122:1.237622035506856 123:8.165800323362626 124:4.547677292954045 125:1.12969445111466 126:8.132479012186923 127:8.978298166701794 128:5.210767967943378 129:0.9629650582807696 130:0.6805027185248587 131:-1.141004575433447 132:-1.206614678077838 133:4.831094422119349 134:8.728882147921611 135:-7.15551485447725 136:-3.126762038865786 137:-2.163414149150872 138:-3.274536936890077 139:0.9079809251385544 140:-2.248854502434178 141:3.217187330411208 142:-2.107950125603418 143:-4.458566239987813 144:1.45052848425786 145:-6.852477033655298 146:7.451496874474689 147:-1.512946673125683 148:4.665727008335603 149:4.525367227389094 150:6.463755435671776 151:-10.44269024191612 152:-3.866739291999987 153:4.956986978816506 154:3.80211596879331 155:1.241434407766191 156:-5.576711236922836 157:2.164913046710866 158:4.499167333539025 159:8.543289070285709 160:-3.016985313556224 161:-3.247998661282932 162:-6.219520413936998 163:7.757597550698318 164:6.737594579614704 165:6.402742983333601 166:8.431683122340745 167:-0.8476525322772299 168:-6.472128276642085 169:2.341588043811859 170:3.226652914153424 171:-2.06034383791122 172:4.015889692151765 173:-10.2051624138498 174:2.398845521375046 175:4.41908149257528 176:6.848821762025559 177:2.064952980589771 178:-4.127078167011713 179:-1.211149028432031 180:-1.047222671218131 181:4.346258476332368 182:1.981941217351491 183:-6.998303058542066 184:-5.841040542947195 185:-6.751058409340139 186:-2.673863654924328 187:4.193763261813319 188:-11.08727683079915 189:3.390008044402941 190:0.004099854771228983 191:7.88412862635842 192:8.881277253830476 193:7.147118722968915 194:1.371394053415185 195:4.645983286151152 196:8.996089515721463 197:1.220394920345786 198:1.804374979914284 199:-4.536109545425721
-1 0:7.724643084872691 1:-5.041029556657103 2:-4.280208537595586 3:-2.086306754967431 4:4.068023693016923 5:9.957368894093273 6:-11.45965385060118 7:-6.117264389095814 8:6.295418480746672 9:5.535776870253319 10:-7.726099968785751 11:2.593561298836886 12:-7.456488573402003 13:-8.563474048329624 14:-5.729637257364256 15:3.774713091467261 16:5.503368682703868 17:3.389812736692202 18:-6.737303776396425 19:-1.504481601261219 20:-2.909404859868493 21:2.623237057051924 22:-7.447423143624363 23:6.898124128973327 24:-0.7395197289335877 25:4.153256831492426 26:0.4865190290896506 27:-2.381664369157755 28:4.736444000633638 29:8.833840335585856 30:6.181480578495951 31:4.348832011362182 32:5.70635964025335 33:5.262437993487012 34:7.113237817173095 35:3.603308789741432 36:7.198955522501873 37:6.08876039337021 38:-7.224430461634905 39:-3.65202356158446 40:-1.442915368508465 41:-0.4937129783393092 42:-0.7675783375855729 43:-8.675351556166898 44:1.957949576118437 45:5.983726859034309 46:-7.580497252425088 47:-3.436277204102194 48:-7.330901151277621 49:7.952586366537795 50:3.238306417890634 51:-3.013091843014382 52:6.70868457028187 53:-9.086590151592096 54:-2.069532067993942 55:-1.417539817674877 56:7.868125967103361 57:-8.108616803107941 58:-0.23264187806125 59:-5.906328865750874 60:7.129661693475808 61:-5.464656202688222 62:8.678681400636112 63:0.5646954220852135 64:-0.6210538391106115 65:-3.10436578543553 66:-7.690301605683719 67:8.728816309673711 68:9.204304509406148 69:-4.114078484848186 70:0.8251783435757567 71:2.094975874945367 72:-2.343320357514887 73:5.058723162202089 74:-1.570793434635924 75:5.181517060302964 76:2.196245716739369 77:-8.821351803511055 78:-0.1341774954441173 79:7.027469471298189 80:-5.190159904280797 81:-3.397371151312229 82:3.061591200618677 83:6.968945971913469 84:5.32447159029745 85:6.616998079516939 86:-3.844354364081883 87:-8.815394243535371 88:-1.390018376706749 89:-5.806336181215478 90:-2.847270451147948 91:-5.756494154396422 92:7.322617573595351 93:-7.263108619237255 94:-5.157287559290237 95:-6.783036412188704 96:9.517791437160884 97:-9.935912335508387 98:-6.142470479910239 99:-1.954963281533709 100:4.562991170486574 101:-5.270187911533806 102:6.897528010085715 103:-6.627656326816799 104:-4.96055965007571 105:-8.163514942524513 106:1.471941308842957 107:-2.83418624034582 108:-9.554457934796975 109:5.835250737059422 110:9.704101049810379 111:5.713609170226863 112:9.528597726741612 113:-4.880678524050158 114:10.18127894265034 115:-7.846886114807135 116:-3.052248598654081 117:4.715819994264392 118:3.512056090614255 119:3.279126588303687 120:8.659518781659544 121:4.581724824502785 122:-7.742742731865388 123:-1.977321205076965 124:2.422945775789596 125:7.166836554354887 126:-8.379394246378151 127:-1.528439763687736 128:4.212701346082958 129:4.786692342538707 130:-3.929272301689772 131:-4.019308899343391 132:8.114991642902998 133:-0.4661824025139487 134:-1.743108680992394 135:7.284618668231402 136:-3.555478999040006 137:7.556212045799023 138:-7.29518215556512 139:1.419778856384558 140:-10.18881740273514 141:-6.978934565900606 142:4.073844116885928 143:2.319001453714034 144:1.07107942558952 145:-6.679242477544991 146:-1.873862305078931 147:-7.943189326860927 148:-1.40183957920193 149:-0.8390404737996477 150:-3.824503474713579 151:3.312465943619245 152:3.029878928264798 153:-3.931948664704222 154:-8.541724110706816 155:-9.369854949903011 156:7.591710078387015 157:-2.830911281780458 158:-2.071653311845012 159:1.945370529675929 160:4.942694261615493 161:7.731027374351344 162:-9.009088616762599 163:2.982257320497169 164:9.443745007273373 165:1.810619179165488 166:-4.480404533360534 167:-5.312613765855597 168:3.292019778338846 169:-0.8545165437403104 170:-8.760422627119238 171:-6.568378780808679 172:-4.919086376933768 173:7.483912373550447 174:-3.742425509248095 175:-6.419197836819388 176:7.103971124620509 177:-4.353659106905895 178:-3.920312979980823 179:-5.207529917471173 180:2.77074676677586 181:6.139746633737925 182:4.133332632981759 183:1.880350619555087 184:2.493206297688697 185:-4.400294176405336 186:-3.717846085370762 187:-1.684365215355468 188:9.00034985704194 189:6.748153300728791 190:-9.458827319763655 191:-2.565498803122507 192:8.714738135329885 193:-6.839462304764423 194:1.273706182554844 195:-7.381113899028183 196:-9.954655658063761 197:-8.127580430327122 198:-3.973956041885438 199:-6.27926672931792
--1 0:4.041819450012954 1:4.71046979504536 2:7.707607553623058 3:9.414465863828127 4:-10.63897135927392 5:0.7201032618029404 6:-1.896461643868727 7:-4.465627149620251 8:-6.75576315882646 9:-6.814119621903392 10:7.859420880557359 11:-5.791598756850934 12:-5.90878443099221 13:-3.462781757532707 14:-6.819601168901269 15:4.928405840625786 16:-3.755188984757986 17:4.093750781219914 18:-0.4730597549182105 19:-3.67652900562518 20:-0.4594627027703752 21:-6.70955193335112 22:-8.634568821783844 23:-4.021313194619898 24:-1.45148272109921 25:5.301146789374131 26:9.208089460171381 27:0.3708783182751809 28:-8.14338103705461 29:7.284435101872385 30:-2.186040490861301 31:-0.8561668466128903 32:-9.881264145946492 33:1.525378444297057 34:-4.709255463877464 35:-1.469578057363304 36:5.499842769758009 37:3.708699542869886 38:3.001890848460444 39:-8.543629752872494 40:-2.291732233364406 41:2.304476246139054 42:-7.907240030939236 43:12.14753362925736 44:9.474399552641213 45:-3.550651863271084 46:7.274387990293585 47:-8.795989651395807 48:-4.476198448106033 49:1.821732834713412 50:-7.479330461484594 51:5.259463385221357 52:5.762192026579996 53:-6.715139570933034 54:7.22511553867148 55:4.850532987023801 56:-2.851594818354955 57:6.450600840530289 58:2.686460780334991 59:-2.795629620515146 60:4.994486100985311 61:0.8389006177884657 62:-6.256440188019763 63:-3.320011022914283 64:0.1755974683983212 65:-5.64425651511852 66:-11.09564165665032 67:-6.820264628418784 68:11.07738780457542 69:7.842580386491978 70:8.720611098713864 71:9.088984599441527 72:-0.2664618830078797 73:7.30206164438915 74:-0.7324712178746283 75:4.825521539931255 76:-3.123325580316219 77:-4.052344916766192 78:6.860638818059241 79:9.070699064757465 80:-1.508337898973224 81:1.323778225858638 82:-8.327112103159239 83:-1.304002164633939 84:2.790740314179544 85:6.500419735921358 86:2.725089179385688 87:-5.830009408531389 88:-4.447257118796067 89:0.9604437134776858 90:-5.291039391730643 91:-3.526973364476484 92:1.129663061823078 93:-2.028592562122205 94:-2.172404829378276 95:4.414326085912133 96:6.459729974338717 97:-9.218698473819874 98:-3.120652523373068 99:-2.196253799553537 100:5.733821733116547 101:2.49640296852031 102:0.2041751639628906 103:-3.03407614204829 104:-6.22707186239929 105:-3.340394807250528 106:1.645364252268386 107:0.05730222833774989 108:-4.18235174607287 109:-2.104072459562439 110:5.231432092235837 111:8.883362585836403 112:8.728117100435645 113:1.266178867418014 114:8.02042536152593 115:9.146560069370645 116:-8.664114586671232 117:2.806081649214774 118:8.788091318913786 119:1.273654188027567 120:1.115393513006951 121:-2.89455556812296 122:2.900648886802347 123:10.60726169357898 124:4.468996786840206 125:-0.6084316192690311 126:8.55553933797888 127:8.634297143843531 128:4.715482242623808 129:1.635266746662476 130:0.6732612453733602 131:-1.706489340873431 132:-3.50000080802335 133:4.818716814115739 134:5.513919944156921 135:-6.176646808868109 136:-3.956467471302575 137:-3.347988740529727 138:-3.58432271955934 139:-1.330591450338401 140:-1.518310004964443 141:5.788204416852144 142:-3.138701657325268 143:-5.469673310741429 144:0.1883047182436046 145:-5.710945099138867 146:9.052706328396944 147:-1.511359686836475 148:4.992885094536184 149:6.800865394116309 150:8.429556218110589 151:-9.890386411269052 152:-4.245750654031209 153:5.331623658755806 154:4.777731559855426 155:-0.4082139382868681 156:-4.090174171100618 157:0.4668291960221043 158:4.879582671725777 159:9.231547391593303 160:-3.774542163830021 161:-1.195405220030878 162:-6.58886431748375 163:9.198356859617274 164:6.491216221543559 165:7.559908875772782 166:9.192108624787165 167:-0.3839462191623164 168:-7.154545634195745 169:5.318061534058913 170:3.010523361768699 171:0.289969150348405 172:2.782817954573844 173:-8.13019479611545 174:2.775545094759839 175:3.688282172216886 176:7.435795728729679 177:2.010032814387896 178:-3.657657511006318 179:-0.9030839098619948 180:0.3008340300463953 181:5.788756429424839 182:3.644458814106001 183:-7.2062057617687 184:-6.439718335755486 185:-6.071771925867115 186:-1.942337288429457 187:2.871136479383476 188:-9.188807647280678 189:1.919543675750996 190:-0.782430192180245 191:7.353147691816268 192:10.38448160665228 193:7.907743180896905 194:3.217466609806479 195:4.322821964315892 196:9.103780193149882 197:2.560044080821787 198:1.986877185304918 199:-0.7667404836158738
-1 0:8.072006597553992 1:-1.735710018250264 2:-3.041303491388425 3:-4.371677906703647 4:5.475781057181555 5:9.557342023818808 6:-9.907994332415589 7:-4.317826252918757 8:7.044596776580367 9:6.702992789734735 10:-7.01555877967559 11:4.266362575007405 12:-6.761828426554705 13:-10.08412620584629 14:-5.228800212833298 15:2.738587435715346 16:6.599910928044066 17:2.793899378809662 18:-7.084993477882704 19:-0.8242353697554357 20:-3.572050464517632 21:0.8975837962107094 22:-8.750561115927264 23:7.370985143757483 24:-0.8476758755808254 25:4.628814613876446 26:-0.2693789356572537 27:-3.966602679613079 28:5.64087475972538 29:5.113455056041932 30:6.124674082223536 31:5.431567328840385 32:5.353453435041992 33:5.500784318306598 34:6.956678091092901 35:4.095734554814144 36:7.48302118340097 37:6.162257658136202 38:-8.290971964659953 39:-4.611170618876645 40:-2.002632661047267 41:-1.635272600111325 42:-1.068697129186085 43:-9.151084656806606 44:2.409203164294979 45:7.683584168359165 46:-8.162281840396748 47:-3.805004209053599 48:-6.68760616630979 49:7.187116204420446 50:3.443598089594243 51:-3.239608760334492 52:8.026878533426169 53:-8.856694019655839 54:-3.626939197519212 55:-5.090348025467543 56:7.217082914308504 57:-9.228278331317906 58:0.9480444250221782 59:-6.386654165257871 60:7.457041456508491 61:-6.312689032406529 62:8.6213211451416 63:1.386207571903291 64:1.180395959669549 65:-2.96574703081403 66:-6.956435340576492 67:8.109244438542573 68:10.0425891369086 69:-3.865712191621629 70:0.3037573528829585 71:3.634133697675642 72:-1.126386485043615 73:4.596112911557306 74:-3.738673141867764 75:3.17277145486949 76:0.7120983907286316 77:-10.20851068820416 78:2.345690306497497 79:6.528033235075515 80:-6.728684565440092 81:-2.906787456286414 82:2.722585051629079 83:4.37326795576112 84:7.706164568362531 85:8.077582635028673 86:-2.599417546248602 87:-9.373802905608331 88:-0.2096369877013351 89:-7.060403134625654 90:-5.185144047229618 91:-5.168869909501433 92:9.3010340478136 93:-6.025168854360951 94:-6.965664877264432 95:-7.036940070566805 96:9.748033971075792 97:-5.515828431222923 98:-6.37643592442842 99:-0.6282045505579581 100:5.994355938802485 101:-3.401686894818569 102:9.43355604023658 103:-5.974420218721321 104:-5.388226001598886 105:-8.134057698655617 106:1.768673738345212 107:-1.999797282510139 108:-9.265995689194886 109:5.268876453646059 110:9.933070769607129 111:6.33680416224152 112:7.373295849864287 113:-4.62812848953925 114:9.317575125488004 115:-7.92182026275484 116:-3.56081379336526 117:5.260461924118387 118:4.079724865142745 119:1.946752433859653 120:8.241390925147895 121:2.62604246557761 122:-9.030365316061047 123:-4.834856807556569 124:4.21199478059397 125:6.014885830607419 126:-9.014972339514667 127:-1.823965655619629 128:7.348118852632359 129:6.023499773726517 130:-2.744975400676934 131:-1.936889530784563 132:9.089892778434377 133:1.183853039731553 134:-3.856328207750162 135:5.819780940886313 136:-2.301060610574463 137:7.241202635467351 138:-7.885058931774989 139:0.7884165025355068 140:-10.15460237585883 141:-7.799391948255928 142:4.364515662085529 143:4.090317049185978 144:2.621461744512771 145:-7.785660689407875 146:-0.124350773203789 147:-8.465550340336078 148:-3.646786233219779 149:-3.577034196793781 150:-3.550608379359545 151:5.632513115533086 152:3.806579766469734 153:-3.563236290066264 154:-10.14038461824811 155:-7.76579872045357 156:6.756483096344891 157:-2.580746411274251 158:-2.627055423677649 159:2.952389956409939 160:2.876696684234768 161:8.134629814245852 162:-9.64932792017107 163:1.522850055159908 164:8.955494010840678 165:3.040894470790632 166:-4.792434844227536 167:-6.014148492616425 168:3.437133072229111 169:-0.6312618796364704 170:-10.97292743477233 171:-8.901773685909752 172:-7.16333566300001 173:8.641532948313124 174:-3.597674664350095 175:-6.509619298753296 176:8.941058583066331 177:-5.641362882841925 178:-3.680820473239408 179:-4.452503758192671 180:1.471878667053736 181:5.567049356061945 182:6.81917344564933 183:-0.5557816413026015 184:1.939248174070575 185:-3.955850782706118 186:-4.439604953620496 187:-0.9940828760927449 188:9.015501082980272 189:7.350118755247289 190:-9.092555170158635 191:-1.937122117331623 192:6.043558923947295 193:-8.246256544542277 194:0.889378232136968 195:-7.018216532150085 196:-10.30174570498554 197:-7.464232997725342 198:-3.333553413688857 199:-5.90317340410599
--1 0:5.174593767578241 1:3.765661651365902 2:5.101041013283801 3:9.623021679031538 4:-8.557746797369351 5:-1.211111048609659 6:-3.525505773626383 7:-4.471205436661327 8:-6.643390743439144 9:-7.68018242621493 10:6.304076174118797 11:-6.937470707997846 12:-7.281099856300469 13:-3.539193378359035 14:-6.801090925369947 15:4.255337062021518 16:-3.534503580434031 17:4.861744744917264 18:0.5575760047480062 19:-3.222218993891967 20:-2.074191180571369 21:-8.581241586946955 22:-9.0005434150944 23:-2.635487845814594 24:-2.084629849506715 25:4.717505504820138 26:8.044866193012387 27:-0.4816120234038716 28:-8.883855158483991 29:8.856443029267808 30:-0.2897775926680914 31:-0.06223991739807144 32:-9.834091322734873 33:1.507854209064802 34:-5.651842418819793 35:-2.558142591046241 36:6.681973802102089 37:1.492187169952051 38:2.455145086137549 39:-6.637708425863469 40:-2.676706148114216 41:4.836365840283866 42:-7.179501981265012 43:8.332038423559016 44:9.572566097701237 45:-2.145442850782298 46:6.312670913631625 47:-8.426429366875992 48:-3.756428921566784 49:2.718542400178205 50:-6.86492826344408 51:5.666497317284817 52:6.304688691510616 53:-6.452052018750192 54:7.995329309969486 55:5.357468926523897 56:-3.204720555184244 57:8.114875400743909 58:4.209095903215517 59:-2.490111210861324 60:6.415998629247744 61:0.1548850563705393 62:-1.45302198234888 63:-2.678137905491385 64:-2.252763669369833 65:-5.338539367464725 66:-10.24748359497326 67:-7.725709722144809 68:9.565018606307518 69:8.221314649957913 70:9.541012721815651 71:9.94886028695128 72:1.532009528147789 73:7.849815085997253 74:0.4536721446977913 75:3.601696063251134 76:-3.748157139509878 77:-1.278476172292241 78:7.013041855724642 79:7.547311165742324 80:-1.214849262845909 81:-0.01597001565336775 82:-5.919775393955147 83:-2.371797646876752 84:0.01155708646386933 85:7.807144588479225 86:2.301755128893103 87:-3.403127624250766 88:-3.662248800735463 89:0.4737509941364146 90:-5.275287709480109 91:-4.791954373252939 92:1.484150030255112 93:-2.453448466392254 94:-2.797919711326354 95:4.276096249480942 96:7.48248995619564 97:-10.74832175164058 98:-4.506417558905508 99:-2.778719663238013 100:3.388961880973966 101:6.198085937028196 102:0.9483644901890966 103:-2.049988645078642 104:-6.804214479867281 105:-2.310853798815251 106:3.546799531969952 107:-0.2724225575516085 108:-2.407506002679908 109:-1.640708870992668 110:4.859833923422253 111:6.235268734965334 112:9.63114588993567 113:2.273746701310685 114:8.716812665906621 115:7.07158079058234 116:-10.67212667667855 117:0.5332984002019598 118:8.979192469101958 119:-0.6374543257256935 120:2.693425630786314 121:-4.432913577415277 122:2.670948003897577 123:9.398931868645596 124:5.783610650337081 125:-0.2428253676021538 126:7.297167391684324 127:9.464515081053586 128:5.83431467208846 129:-0.3211482835659722 130:-1.200024609164543 131:-1.518510765274703 132:-0.8516819471596144 133:2.249092287912128 134:7.640500911385476 135:-6.44269070288996 136:-1.491937711496311 137:-4.486167681310517 138:-2.358620021204942 139:-1.434830548858493 140:-1.422282907578249 141:4.55116822074265 142:-1.760820620650948 143:-4.701255176582768 144:1.146111161335181 145:-5.91482409041412 146:6.923056516547918 147:-1.683862937821004 148:3.935075596009068 149:3.142002256421697 150:6.803023703924758 151:-9.705161648720225 152:-3.580887390056982 153:1.69588795740289 154:4.08679486603772 155:0.7583930422549809 156:-5.449732981511329 157:2.622293454743142 158:5.130349870174589 159:6.893754209509996 160:-1.457091044300412 161:-1.322111330896788 162:-6.499012142807284 163:8.985169752362674 164:5.173440850274361 165:5.592064121459808 166:6.818294151369475 167:1.664289558596597 168:-7.459035512463463 169:4.131594890502449 170:4.299213338235888 171:-1.5712870733997 172:4.565784343590581 173:-8.854505145737855 174:3.285760633376348 175:4.227718968783414 176:6.890761077012509 177:1.307462651892453 178:-3.892285081034832 179:-0.5079236364009571 180:-1.726551729273616 181:4.695695453427169 182:1.649133762959218 183:-4.812392195309932 184:-7.240950181745326 185:-6.235117845946225 186:-1.351416037836781 187:5.102569030357063 188:-9.835776507822887 189:3.297024965729688 190:0.8060664479686162 191:9.215526755156906 192:9.249679138352487 193:7.45639988145235 194:3.565691683393454 195:3.645829891939347 196:11.34807876686923 197:1.879338135809313 198:1.879552272630327 199:-0.5923322613513202
-1 0:7.307826349330589 1:-4.443792463705211 2:-3.2431043923479 3:-2.867335673357918 4:3.635044563325606 5:8.350606944679956 6:-9.938438600050556 7:-5.497245220973688 8:5.65836686035414 9:4.862775437330183 10:-7.894685888145748 11:2.982582065620004 12:-9.501782646836102 13:-11.85918983448444 14:-3.879626447220403 15:2.881648205446202 16:5.875860375847886 17:3.410766449569974 18:-4.58963858331013 19:-1.236954350420149 20:-2.276922563755177 21:2.522083498553148 22:-7.135031796174399 23:10.27194181407654 24:1.188257768484645 25:2.683493895736448 26:-0.6098156030998353 27:-3.295237692452809 28:6.061369704956572 29:7.440512005035965 30:5.384250782824363 31:4.593069964629978 32:5.786651220225662 33:5.376343782666983 34:5.140103536966935 35:5.988220590711114 36:7.02520557936 37:4.900324517953786 38:-9.312776805285361 39:-3.540599111372583 40:-0.3345928914854519 41:-1.458784948748076 42:-0.642636228884127 43:-9.309925841232801 44:1.334773298039179 45:6.363902547960272 46:-9.63081119705047 47:-5.288537081215879 48:-8.691286773346491 49:8.39097899681531 50:4.665015214165772 51:-2.723476570079754 52:6.220753584962802 53:-9.053365846193604 54:-2.090500313634109 55:-4.789727967001058 56:8.824414446504111 57:-7.709987930431613 58:-0.9352247533501138 59:-5.938961168804919 60:8.344845466116567 61:-7.57420974734766 62:7.468300573588508 63:1.262770467453462 64:0.9711285526485461 65:-0.5866400375806469 66:-5.093693631957803 67:6.834236561443089 68:7.892716033706804 69:-5.102328856786453 70:1.182571974673839 71:1.26109706346818 72:-1.976749523339202 73:3.517496769714654 74:-2.398082599034759 75:1.745096362242035 76:3.307620991018951 77:-10.35177594754696 78:0.6556842998781224 79:6.431841828482018 80:-5.849952050768882 81:-1.768752701038957 82:3.848385490996252 83:4.197810307031347 84:7.407950042044963 85:7.743149505313615 86:-3.766023298074865 87:-8.220646407775357 88:-0.5587739521297579 89:-6.666548482549136 90:-5.424638115449206 91:-6.992309131891725 92:9.090791065590835 93:-9.564080907558964 94:-5.846218285236088 95:-6.871345232169747 96:9.662616700504081 97:-7.066218493998652 98:-6.325015536817925 99:-0.5568073965161829 100:5.52998020848236 101:-3.802733029071161 102:7.211094500605935 103:-6.792444653322412 104:-4.696055534668746 105:-7.287912120195019 106:0.4501861547117103 107:-3.760817242392513 108:-10.73295879881656 109:4.267422546748791 110:10.34724592818121 111:5.821486257548941 112:7.856436784416251 113:-6.28292426111689 114:9.481531874380313 115:-9.565447740123595 116:-3.401205755729338 117:5.674072051065221 118:2.236430607069933 119:4.84167377607241 120:6.949173380834725 121:3.321059880138883 122:-6.612296964082911 123:-4.308333278943495 124:3.222078053188071 125:4.914523916838192 126:-9.600516370014613 127:0.7016187096325042 128:5.462093509190528 129:4.8597419996287 130:-4.305942727024293 131:-1.121186028248911 132:10.24424868166719 133:-0.8801457350376638 134:-5.615624365790791 135:8.22363898750584 136:-2.716649006992105 137:8.19520030171398 138:-8.700547206083742 139:2.423908989167229 140:-9.402271582521683 141:-7.954684337815018 142:5.611385668023878 143:3.744292623995204 144:0.3993809624271742 145:-5.918528193972869 146:-2.496488806705968 147:-6.549508435805515 148:-3.307475146960991 149:-2.169429874135155 150:-2.955164039299902 151:4.241018116576551 152:3.784870986589396 153:-4.740370648538228 154:-10.05610784726112 155:-7.047190228963544 156:7.282952793168485 157:-2.033074522708269 158:-1.908923597296947 159:1.88846035545841 160:3.651861155863034 161:6.482674002026897 162:-8.174240772118624 163:2.92649381427109 164:9.458774124073756 165:3.303215561599358 166:-4.174506977130017 167:-6.98118723637084 168:3.075236717307589 169:-3.996662487697769 170:-10.60962483849183 171:-9.49504663498921 172:-5.126826387687366 173:8.016453380866096 174:-5.115291034038867 175:-5.786865075912782 176:6.114150075021484 177:-4.158324161768059 178:-4.333179166871421 179:-4.689818571864333 180:2.149279276855298 181:7.143043039082456 182:6.495618784650982 183:-1.792375182186278 184:2.069762733317951 185:-4.572433136271964 186:-3.727123657035658 187:-1.089805353740351 188:9.169319265953041 189:6.201129973088889 190:-9.019350735237076 191:-2.455438775023923 192:6.351953334771859 193:-6.545407910019811 194:0.5292863794323783 195:-7.605722644017336 196:-8.787476820768985 197:-6.020588201693755 198:-4.813655719487337 199:-6.257057036805628
-1 0:9.506932062829982 1:-3.837902917211593 2:-5.498588190480644 3:-2.183864185553519 4:4.781319247467525 5:11.01094253528486 6:-9.595432656998064 7:-3.37689696940549 8:5.198503383684903 9:3.592008413984681 10:-8.363840565735078 11:4.601712285685889 12:-7.289558579667881 13:-9.818772889338833 14:-6.995995301102973 15:3.964336594014375 16:8.428107731781608 17:0.8673188946425652 18:-8.358007175422925 19:-1.046301424168846 20:-1.040807897970394 21:1.63716806273218 22:-7.555886990113726 23:8.685398490922381 24:0.5584275006788632 25:3.838437305448396 26:1.015047533128967 27:-2.204867423569834 28:5.862292114953306 29:6.640775706064819 30:3.826693143205984 31:4.177942846040276 32:7.52656577994364 33:6.620331690169669 34:7.572549071491181 35:3.43357083176756 36:5.397615497897187 37:7.666602630279315 38:-8.532722330858618 39:-3.907562442884824 40:1.064493971395691 41:0.9569115537434404 42:-1.684457166910856 43:-9.92812489506032 44:1.740815407447202 45:5.423620791509851 46:-10.43492706631718 47:-2.888041790021781 48:-6.75455043651156 49:6.984302168421468 50:5.137675831732768 51:-1.641096907139355 52:5.60330943430545 53:-10.0659130260969 54:-1.82226103811271 55:-2.9798186640884 56:8.086704304277005 57:-7.035488846997879 58:-2.083171206105827 59:-7.107009945837657 60:7.530635590220791 61:-6.107209693668525 62:9.204051695417924 63:0.6591954678356092 64:1.752705985598281 65:-2.727392928867999 66:-5.453075444074119 67:7.787465130976332 68:9.303370212438145 69:-3.184674974567185 70:3.063390162473986 71:1.140585124296925 72:-0.7831883558707304 73:5.76311944313098 74:-4.172697839288205 75:2.103745923084591 76:1.030703571776504 77:-11.10169735633774 78:1.601786601205363 79:5.882131149130215 80:-6.44525727780761 81:-2.105030668452248 82:0.3762240036950248 83:5.467272357201507 84:7.238117824451104 85:8.727498186373657 86:-3.466815748224843 87:-8.758307829105028 88:-1.188278739061654 89:-7.644231062210655 90:-5.769274844896614 91:-6.952559063209753 92:7.940109798201942 93:-7.442666833195457 94:-6.173823052403362 95:-7.984251750006388 96:9.664572800835087 97:-8.429510809435959 98:-7.987000492175731 99:-1.424581122154419 100:3.855652484644988 101:-3.18990443932088 102:6.198442048630535 103:-5.997191241729913 104:-6.486396543874722 105:-6.017268648281172 106:1.341516721013135 107:-3.903880787610972 108:-10.26730816739292 109:4.504785799354602 110:8.714250583901942 111:6.306750508533814 112:9.825753204816236 113:-6.365598685422904 114:8.362979169056761 115:-7.519069991982304 116:-3.2839691992572 117:3.517570981138775 118:2.975906375004016 119:2.29165356474221 120:8.639971578586005 121:2.903395852281808 122:-7.363025894353993 123:-2.692203177413318 124:4.0617174953093 125:6.50022133811223 126:-8.606181554249016 127:-0.4280170451774793 128:6.380835207150775 129:4.947294333004208 130:-4.686720680604553 131:-3.654089267020026 132:10.88215749817624 133:-0.9813934137413698 134:-4.230203267818825 135:6.518018618630427 136:-3.096487216897608 137:6.875829769721432 138:-9.020891763433626 139:0.9069948118407457 140:-10.69684838921703 141:-5.41498216480522 142:4.193391681346601 143:4.488976652788971 144:2.099286270438197 145:-7.145507524432403 146:-0.9009275522703915 147:-7.56035677101951 148:-1.93404001147683 149:-2.555132097389513 150:-1.833202264875618 151:5.345691147523521 152:4.057197494426475 153:-4.682211333150775 154:-8.440534869337235 155:-8.703818235789949 156:7.571988094434634 157:-1.55100257482861 158:-1.510289954181631 159:2.972937311518117 160:5.46839495927508 161:5.724351841522331 162:-7.982111318793788 163:2.536005487348465 164:7.948433048935695 165:3.032821533637128 166:-3.335774242109924 167:-5.26419431927713 168:4.565848742395087 169:-1.028210968319319 170:-10.60899851072952 171:-10.06053599233081 172:-6.091541901977288 173:7.240158909484367 174:-2.839818937268968 175:-4.892803701488742 176:6.400353338592765 177:-4.439495053362134 178:-3.556201573540638 179:-3.367701490965042 180:4.39680413992378 181:7.29376634111671 182:3.815068162319365 183:0.876650994373616 184:1.542016691401371 185:-4.675464427234276 186:-3.023740986743053 187:-0.7445214828196625 188:10.14639344610748 189:8.09964879458988 190:-9.660061072841362 191:-2.346413466959044 192:7.505063652278613 193:-8.667933227038876 194:0.9832174302498773 195:-7.463276170037325 196:-9.353374883215931 197:-7.87528943593266 198:-3.020800349515785 199:-6.971983736721087
-1 0:9.339751676415659 1:-1.244371196964462 2:-3.953778065369043 3:-3.066568130839582 4:4.326601504760305 5:8.52391136608086 6:-8.650786376610814 7:-5.230285125560094 8:6.503445421100071 9:5.380785299785122 10:-7.24624909369856 11:1.686965859390156 12:-7.824981654001686 13:-7.710818103438211 14:-5.277838223957247 15:4.071929045655318 16:5.805467946623277 17:1.146126655196603 18:-7.620149292898489 19:-1.934250248762666 20:-1.988074235136051 21:2.725920391677332 22:-5.889365837526392 23:7.755990631917882 24:1.628281244746087 25:3.873335581869856 26:0.3334817050770176 27:-1.74083539163565 28:4.640129463664278 29:6.115209248866531 30:5.504800815616785 31:2.967847664202788 32:5.617226022612194 33:4.354505730578059 34:7.195656925665891 35:5.362078693931307 36:5.568998948371418 37:4.737306947241529 38:-8.822778265838942 39:-2.77968744895295 40:-0.4447977983646774 41:0.4594951345459115 42:-1.08339870393223 43:-7.71615960936365 44:0.06907078664761324 45:8.802567043386894 46:-8.836446647984502 47:-2.181218947100283 48:-7.855634951451024 49:8.281298853148712 50:2.438331643666346 51:-2.989346008968348 52:7.348360162561757 53:-7.484555678211972 54:-2.778185630896414 55:-2.412488530089854 56:8.805533805010347 57:-8.56798478797505 58:-1.196277290220748 59:-7.326219897240329 60:7.349856609024987 61:-5.427126579374492 62:7.369674213457102 63:2.24474917624087 64:-0.2008863455011517 65:-3.303169709747695 66:-5.872875071723307 67:8.77273400938887 68:9.894369689819463 69:-5.603164835897864 70:0.1916943193649068 71:2.923978092299561 72:-1.297921845209451 73:5.837607052457161 74:-4.732860669916561 75:2.551081693967574 76:0.8350573966064978 77:-8.806659600806592 78:3.121206113487395 79:5.361653624691519 80:-6.442571184939876 81:-4.439705968154612 82:3.649986809068503 83:6.662978702587632 84:9.416085859636706 85:7.883831629674137 86:-4.004229854585914 87:-7.801390826280869 88:-0.683202202413537 89:-7.774526373840557 90:-5.014962855801041 91:-7.044656817931693 92:9.20115552509332 93:-8.454698269373624 94:-5.201840495591037 95:-6.269704024721404 96:11.90061166933467 97:-6.854665210608273 98:-6.387077095995346 99:-0.7579984543260716 100:6.429116456867156 101:-6.436895528893661 102:6.816106465651484 103:-7.012064743089677 104:-4.298893175773392 105:-8.368530082048538 106:2.139914012606237 107:-4.280624594652123 108:-10.9232349027422 109:4.889292891479063 110:9.511978331859655 111:4.790585226238152 112:7.644171696296968 113:-5.635314270521898 114:8.695658148048016 115:-7.831917175673464 116:-3.765056140831272 117:4.031953855559738 118:4.443080352259262 119:4.450686285874387 120:8.352322259463905 121:3.459320253062866 122:-7.429021439457074 123:-2.600632283067689 124:4.98190011048491 125:5.395953948786204 126:-7.815710868491252 127:-1.645913901363521 128:4.438172744041171 129:4.951310680327874 130:-2.13581388692872 131:-1.010696380132011 132:9.706092493752024 133:-1.632543211381363 134:-3.585455307559402 135:6.566512852943786 136:-3.285114486211242 137:7.183977711171608 138:-8.955119535991356 139:2.451918708227371 140:-9.382360380843506 141:-5.170559872703711 142:4.60316617312032 143:3.690741470682159 144:0.4582496442878667 145:-5.859415858270502 146:-1.346384040978641 147:-7.548790358241411 148:-1.339768244080777 149:-1.712188890301282 150:-3.828365397376861 151:6.637767209654434 152:3.425987389183123 153:-2.287590083662551 154:-9.052960699761773 155:-7.855938128031896 156:7.914808565970763 157:-2.694828928854665 158:-1.491695736816227 159:1.218529811782237 160:5.31006816579334 161:7.662276295617038 162:-9.627906000719324 163:3.810890471597085 164:9.407245518701675 165:0.4641772759775968 166:-3.742823611554957 167:-6.996104408450985 168:3.846285095199113 169:-3.144111209734355 170:-10.07796768289313 171:-8.716407205534816 172:-4.941481770432118 173:6.400158440573928 174:-3.594621019252586 175:-6.432654551400574 176:7.08072416846027 177:-3.701929277504203 178:-2.116815326244861 179:-3.395590341353433 180:2.243523359246146 181:5.827829555374817 182:4.929138916058058 183:-0.6670836243534048 184:3.024509316059206 185:-4.157137039930054 186:-4.576836175142835 187:-3.495156013665173 188:11.30166967742668 189:5.313379504719546 190:-10.9482424236831 191:-4.504449161999153 192:6.055180953988868 193:-6.333912433349818 194:1.053203689935732 195:-7.780219418451286 196:-8.116607217623971 197:-8.927136080492669 198:-4.302706149205553 199:-5.508333537642746
--1 0:4.157964537213918 1:3.161342197263915 2:7.09910781638678 3:7.300785628354055 4:-8.751961608015815 5:-1.759280858541307 6:-2.983241134755361 7:-2.649376196796021 8:-6.635537559888374 9:-7.363589681213513 10:7.090921707370677 11:-6.9510511234452 12:-8.128628924712331 13:-3.917813467884021 14:-7.657933463821249 15:5.998539082488718 16:-5.773392164439293 17:4.642449554347039 18:0.8803104721490107 19:-2.70400598893294 20:-2.180231958949489 21:-8.981234149119066 22:-10.85961765824346 23:-3.374722880395317 24:-3.652067280397133 25:4.301899852447641 26:9.665632969229026 27:-0.6864245425669068 28:-10.40042073138867 29:7.028184230490863 30:-0.2198824934954513 31:-3.384859736744174 32:-9.650587845974817 33:2.6549904965429 34:-5.094487244055616 35:-2.475638047501158 36:5.747528900521493 37:4.369743171766197 38:2.082724440684455 39:-8.331331760757307 40:-2.191861300619583 41:2.02677463896778 42:-5.703972994316387 43:10.64403877236339 44:7.998496975353502 45:-3.522628167017408 46:7.901432018298547 47:-8.076754967249657 48:-3.210083135426302 49:0.9993360044559197 50:-5.600644869108417 51:6.365155907409515 52:7.773357991335595 53:-6.190699725049123 54:6.604098726155535 55:4.551016345592362 56:-2.898977698945706 57:6.438790062687618 58:2.987394946660445 59:-3.127450132665179 60:7.300162786935008 61:-1.32756463240472 62:-2.600112895658663 63:-2.173696867757023 64:-2.387081720631942 65:-4.140364370715121 66:-9.019814710101604 67:-8.430030297409866 68:9.886971524250225 69:7.187609984580233 70:8.611224389265239 71:9.860856287604772 72:0.4956422142689771 73:8.449605369216153 74:-0.07891198083071804 75:4.626802838101192 76:-3.208799867173751 77:-1.553400680016244 78:9.087124403972176 79:8.052847340868929 80:-0.7735942788378987 81:-0.08316484715069428 82:-7.047492094007965 83:-1.3868675425698 84:0.9710364604162017 85:8.089589469363379 86:2.749084802129045 87:-5.340592092526865 88:-5.685549664001621 89:2.173387758889294 90:-7.200581934002351 91:-3.842321560115266 92:-0.04258918144034207 93:-4.077536896737735 94:-4.598260175505672 95:4.997737141173558 96:5.809138164383853 97:-10.96439402945366 98:-3.891338964893045 99:-3.890828284488258 100:3.517256044873232 101:5.19045043237936 102:1.471771153306207 103:-2.501241192695906 104:-7.23873086016972 105:-2.702484938025086 106:2.805937242528735 107:-1.390023668698048 108:-2.860217210958762 109:-1.882965364318652 110:5.671745897439085 111:7.229763982266432 112:9.129821845252449 113:0.49749885816852 114:7.794876318572832 115:7.381510898958142 116:-10.25810872363251 117:1.705796802794294 118:8.352026877090546 119:0.4553141750928171 120:1.647407136467474 121:-4.678612036795584 122:4.536964653222427 123:8.342611534384123 124:4.888817151832935 125:0.0990548427216118 126:8.413426991189056 127:8.093879060632245 128:4.603738334338042 129:0.4446117742609492 130:0.02340135456093462 131:-1.033127994926847 132:-1.113017812431774 133:3.595009631227651 134:10.35464094441763 135:-5.559298772333862 136:-3.377649813479088 137:-4.517483043843753 138:-5.139826480870131 139:-0.1614292054272364 140:-0.7439143545254061 141:5.263510530345018 142:-2.191024797808567 143:-4.858118329613918 144:0.7908830782670708 145:-5.724191365986847 146:9.273338268125107 147:-0.4441022100137544 148:3.669755599103048 149:5.980621169139588 150:7.422922450928649 151:-11.03280431399377 152:-3.81224630215325 153:3.184061614672923 154:4.200465158074512 155:2.12552144367807 156:-4.746136371530705 157:3.227180055395616 158:3.96317511852019 159:8.810950614332357 160:-5.090297449042121 161:-2.856742258731534 162:-6.11191484227928 163:6.919604327394266 164:4.001447043335157 165:6.033857651451438 166:5.548982870467101 167:1.332700615285461 168:-6.824880212671342 169:2.38084308518648 170:1.635824012150496 171:0.574609939793068 172:4.108746898751826 173:-8.490023023513146 174:0.8408893379415381 175:3.201790236271452 176:7.705236136800998 177:3.327973430134408 178:-2.094916957890286 179:-0.4397952285132283 180:-0.3830869216662188 181:5.949170714116492 182:2.820316919917014 183:-7.737316328983921 184:-6.131754745403333 185:-6.986024341365411 186:-2.126455010033678 187:3.46852730939893 188:-10.61974100706216 189:3.296419904179197 190:-1.291102274929099 191:7.926535318558197 192:10.26538819991463 193:5.831337201611152 194:3.18477434795616 195:6.822731477706842 196:8.493116141933715 197:1.750615105442866 198:1.739257578542475 199:-1.983632268578351
-1 0:8.367375298475316 1:-5.308793530481944 2:-3.565754759461369 3:-3.251195686243804 4:3.902370538757362 5:11.34546475468478 6:-10.4347124613163 7:-4.959383658553695 8:7.901673182258957 9:7.552709706736799 10:-7.730089137386561 11:3.951968352299255 12:-8.094583627190367 13:-11.2175712652093 14:-4.376282434784842 15:3.276829588456263 16:4.779041978369317 17:2.262124738172895 18:-6.646001949980916 19:-0.8253916393160806 20:-1.224430556091966 21:1.188461811502254 22:-8.642046047539669 23:8.623429111709289 24:2.074202318860865 25:5.282980003590796 26:-0.1782475060052454 27:-3.553673243612606 28:3.945203514162036 29:6.821828988175349 30:7.198512038175895 31:4.665022568576119 32:6.172612404896334 33:7.499566797658062 34:7.881070610315476 35:2.89287326733043 36:5.891694540694101 37:5.195079367396575 38:-10.05739502073198 39:-5.335966706843063 40:-0.4724854605715901 41:-0.6062078926537128 42:-1.485105364688314 43:-7.347816855960589 44:1.14874917795396 45:7.054210123768399 46:-10.37985405161479 47:-5.120894793126181 48:-7.378866962946786 49:8.106339388418531 50:5.177947161964989 51:-3.492359245633067 52:6.866249035175785 53:-9.061286412089251 54:-2.702204702901138 55:-2.546309365857979 56:9.205164416630286 57:-11.39401422234702 58:-3.181477504337247 59:-7.993954917995815 60:7.443676130132214 61:-5.144883040688997 62:9.609601115090191 63:-1.501792286540962 64:-0.176762101250272 65:-2.130847447398948 66:-6.600672275319781 67:7.717973098910306 68:7.971887780008352 69:-3.683743432532411 70:-0.9709083600419735 71:1.806850466063277 72:-1.514558217266033 73:4.676866119909938 74:-3.355393466274163 75:1.668873746023186 76:2.188085246661142 77:-7.368049005508353 78:-0.5417433682128863 79:6.807120991230817 80:-5.136226438383852 81:-2.852893919134146 82:0.875725814548346 83:4.178315508297781 84:9.011015820347946 85:7.442964815505036 86:-1.831734669988589 87:-7.92438688054262 88:0.2811451202045177 89:-6.248604950282312 90:-4.255883835422133 91:-7.390150916766574 92:7.416974389666799 93:-9.231237623437728 94:-4.626018176325956 95:-6.646145087757402 96:9.338943385566223 97:-8.785516029129676 98:-7.730335430666148 99:-1.465825235525337 100:5.088725138249013 101:-3.740066721064294 102:7.206868367864576 103:-6.420149175076819 104:-3.232120144429504 105:-7.777745081689816 106:3.333395606956103 107:-3.217522809641184 108:-9.328850234074345 109:4.41968735450191 110:10.25156593220125 111:4.554589917888804 112:9.263606022305925 113:-4.04972355257939 114:9.084748474685327 115:-8.645150635664814 116:-4.106290476746683 117:6.076095566471166 118:2.300320267121764 119:3.306260257979692 120:9.047995453779134 121:3.069776446154992 122:-8.012024297060982 123:-3.325493594054723 124:3.056135600407053 125:5.127271957914144 126:-10.24970050489999 127:0.1262645145553865 128:6.944240667165111 129:5.544433104782021 130:-4.031393732366572 131:-3.372567728752601 132:9.251599856621398 133:-1.507704954236203 134:-1.128686495852113 135:7.356966797865832 136:-1.914366681536635 137:8.062421241909631 138:-7.46999141142545 139:0.3886835067971049 140:-7.988988255901949 141:-7.172285577979336 142:6.13764093508963 143:2.693883964170848 144:3.563891240203323 145:-5.791356837653172 146:-3.108732601382785 147:-7.663132493116946 148:-1.765922040428514 149:-2.841063694139931 150:-3.04656115104211 151:6.493834506192225 152:1.694766018824499 153:-3.554169686464633 154:-9.505778080602244 155:-7.359360856667108 156:6.173792244559522 157:-2.625062473059027 158:-4.150060154057339 159:1.796754161265377 160:3.729471731017836 161:8.032343689192784 162:-8.984194651068925 163:3.605736822624726 164:7.895733721620079 165:-0.1079844563916084 166:-4.890439275875326 167:-5.441409730956482 168:2.271112575914321 169:-1.290300298428561 170:-9.498284890478391 171:-7.044158127061914 172:-5.977886031857197 173:8.119082925633785 174:-3.955694432637881 175:-4.959249725715193 176:7.61705418179294 177:-3.050871758835505 178:-3.047530295602303 179:-1.903925437328383 180:1.838236999009365 181:7.435601841117851 182:5.557614036483398 183:0.2910585046456304 184:2.720553299850349 185:-4.113597314008483 186:-4.607440815291419 187:-0.9726611939781947 188:10.36714386985466 189:6.367591698567796 190:-10.87382071932715 191:-1.814996237984345 192:7.181757317394696 193:-6.290575094675298 194:-1.085591434888858 195:-4.784060502579216 196:-9.353760984771874 197:-6.711023119391525 198:-4.412817610899398 199:-5.546058722894095
--1 0:4.952055680345915 1:3.014273654985194 2:8.113849289753054 3:10.34527903873615 4:-7.584602173094352 5:-1.571684840740794 6:-4.8632630772991 7:-3.273146459550587 8:-6.371231794392332 9:-6.823901861052361 10:9.12375444544935 11:-5.904071700029534 12:-7.548788391204076 13:-6.086653855384176 14:-8.455428858402527 15:6.894655432283183 16:-3.461218319002233 17:5.896207876057439 18:-0.2515017661700682 19:-2.210657470361296 20:-2.244979943016557 21:-9.456384218559208 22:-7.511095670851513 23:-4.507529479988819 24:-3.738071288197534 25:2.240481832157816 26:8.705480232847682 27:-0.9120767528608292 28:-9.917736059554922 29:7.267649833783737 30:0.3524138876383629 31:-3.317186238871385 32:-9.511067734845273 33:4.532123524069498 34:-4.808538210426692 35:-1.891471100851864 36:5.218792930306066 37:3.354271615955594 38:3.835631936220016 39:-8.806032920951932 40:-1.684424128319897 41:1.334206371586526 42:-5.854784972944267 43:9.184066225918567 44:8.657676587211157 45:-3.121140129498172 46:8.428146037249933 47:-7.424103422499924 48:-3.427479979009656 49:1.337854509942587 50:-8.777504410899009 51:6.59787629477526 52:7.214510787522661 53:-6.555819303496269 54:8.396612660592151 55:6.549822577444223 56:-2.397872512153126 57:7.233596113064081 58:3.542444965265447 59:-2.414323044832734 60:4.89854547378549 61:0.0268011575253847 62:-2.459737926785494 63:-1.86283301853237 64:-2.572864263212068 65:-6.343787850607054 66:-8.772905101030306 67:-7.221002322831201 68:9.497632380976842 69:8.379583874961108 70:8.545961498544736 71:10.40151267998572 72:-0.2811186446513378 73:8.560244591989449 74:-0.4317114169745547 75:5.554174819254003 76:-1.431722432068602 77:-2.285941882982429 78:8.176394279625715 79:9.854191298157556 80:-3.6888839194216 81:3.862933308592547 82:-7.165682678643948 83:-1.440905598753398 84:1.180421939148018 85:5.402595925392738 86:1.697251877332923 87:-5.999852565343049 88:-6.71964460076728 89:2.224619822349618 90:-4.345854056425338 91:-5.196117348500246 92:1.508631067506999 93:-2.978389078156626 94:-4.489295586547887 95:3.779887381479991 96:5.357843979377109 97:-11.0553568374813 98:-3.872269838808822 99:-4.261270605927473 100:2.861324587219274 101:5.289632403783616 102:-0.7586128446842193 103:-5.324622799605896 104:-5.52192908341441 105:-2.179473055461358 106:-0.3222034561039868 107:0.5504275431420276 108:-2.266723966666256 109:-2.138820866834706 110:4.834779907155048 111:7.686862108374907 112:8.583615352831613 113:0.4306120209737836 114:6.18756034151754 115:9.002171548874481 116:-9.029711404260375 117:2.969816689108388 118:10.71908884810399 119:0.5913870793759615 120:3.344235682166749 121:-5.873921088749045 122:3.053589510356202 123:10.44114363948225 124:3.668868956602886 125:-0.4040524740051309 126:9.850601437454273 127:8.617327865206983 128:6.169955525486698 129:-0.782601568254276 130:0.4843852213031856 131:-2.78664983231045 132:-2.64829992829679 133:1.987518858030349 134:7.934491925719174 135:-7.419572660898263 136:-2.77350585661114 137:-3.488312106680818 138:-3.585575292545986 139:-1.456925222009141 140:-0.7355802641072615 141:4.516604513434924 142:-4.23901324638161 143:-5.460008466871755 144:1.735588098698109 145:-5.72374723307414 146:7.388262509513782 147:-2.699312367423688 148:5.037380372509237 149:5.303347771757791 150:6.155840632942946 151:-10.03729166794009 152:-3.170132368949068 153:3.694329448236128 154:3.373762529265743 155:-0.008201841036482138 156:-4.793976143570498 157:2.526093175170301 158:2.572096400068241 159:8.268223087010348 160:-1.987179432994738 161:-2.937121831912508 162:-6.662529172704849 163:7.561905401090138 164:5.060349978375118 165:7.124709324651784 166:7.930650802855263 167:1.070531679282115 168:-7.419888251917656 169:3.955399769218825 170:3.03845721037536 171:-2.20622415243806 172:5.203734960558823 173:-8.294108597531883 174:1.769662788895625 175:2.498507605708699 176:7.177054419580918 177:2.991024740432201 178:-4.002126251853293 179:-2.108895646866975 180:-0.9503866428972128 181:5.744214000807172 182:2.846936964576408 183:-7.702299697976927 184:-5.196062883957147 185:-6.563343373226167 186:-1.532421601143706 187:3.633241699973149 188:-11.00556955325779 189:-0.3538022243178585 190:1.559225167117896 191:8.014178311114144 192:9.700980406160202 193:7.357392187375293 194:2.449765113432066 195:3.918924456721726 196:9.272019497362043 197:1.63719877800858 198:2.806341572964415 199:-2.666396449665147
-1 0:8.017942947836522 1:-5.590529322393381 2:-3.133403544944525 3:-1.218593401113563 4:3.516097768513952 5:9.547163066271908 6:-8.915143746148255 7:-6.199125720121213 8:5.491522110425342 9:3.309914424044026 10:-8.476247117867013 11:2.415910198869013 12:-9.271342991657168 13:-10.89197824886872 14:-2.745321483187992 15:3.596266567655392 16:4.868906297094482 17:5.460110058374386 18:-7.076627685427304 19:-1.899874433979396 20:-1.995684817378641 21:0.6950714506460027 22:-9.003634125220936 23:9.877582735434185 24:0.8933550006031915 25:4.350177890133367 26:0.3869117987162087 27:-3.278189374359213 28:6.422126598271301 29:7.824044575724894 30:6.362354203543982 31:4.568623773884993 32:5.87962300030713 33:6.46393746217798 34:5.136825244537926 35:4.093911058238935 36:5.831570055360597 37:5.092326215234926 38:-8.941245139606226 39:-4.64374902846173 40:-2.293215859546149 41:-0.118749202543742 42:-2.02121106383922 43:-8.921964892028793 44:3.053035972607132 45:7.309089512386854 46:-9.497158995836537 47:-4.668161832734117 48:-7.67248491574793 49:8.852750792946074 50:2.771644386312898 51:-3.525903747881075 52:8.101418250909095 53:-7.750779394063581 54:-1.511317823328092 55:-4.386126095857903 56:8.687446415775614 57:-7.36705756244341 58:-2.478922495649272 59:-5.468856328738975 60:7.914534229922852 61:-5.639903618783303 62:9.611353565699565 63:2.048039881001832 64:1.441379914546306 65:-1.017826111918573 66:-6.434362841854327 67:8.592254643775748 68:8.404090245079161 69:-4.529284397545746 70:1.549108652772095 71:2.883183053652169 72:-0.2792176244367045 73:5.411303110269557 74:-3.137852809090192 75:2.174188411626569 76:2.514556599299489 77:-8.983581824125322 78:2.579201287473381 79:4.764817128378672 80:-6.298347439649954 81:-5.10264428354612 82:1.205140067635564 83:7.187601073455943 84:8.087879806093362 85:5.982496918724258 86:-1.025987124758475 87:-7.605567826354167 88:-2.763308079004893 89:-5.717405008634922 90:-3.042611365067979 91:-5.149743320545351 92:7.805786071153468 93:-7.387622003571118 94:-6.058377622973613 95:-7.075675545012152 96:9.775588855509923 97:-8.655751288033473 98:-7.226565329915386 99:-0.5214991261780374 100:2.968159713266782 101:-4.148993787654784 102:5.527569426096987 103:-8.244801488715787 104:-5.541268351394901 105:-7.374242807311735 106:-1.012686446623924 107:-7.100667994954359 108:-10.08743635192943 109:4.234637540670017 110:9.908705355473796 111:4.681045180565166 112:7.609736410202027 113:-6.62883547966362 114:9.180232161054208 115:-5.418168398819638 116:-4.290951653413089 117:2.756013231401512 118:3.148676398469573 119:4.001076949332105 120:7.117849999436443 121:4.540138152442919 122:-7.7925690810149 123:-2.288160135231557 124:3.509684693362041 125:5.940141036643671 126:-8.794607558766927 127:-2.364617569183184 128:5.342433134779597 129:5.165309187434357 130:-4.251328997182659 131:-1.287682718579646 132:11.33917422933292 133:0.08672301598992795 134:-3.976800434799652 135:7.21349743228625 136:-4.797836574951555 137:7.450939969326987 138:-8.928439765989845 139:0.9054005524176129 140:-9.348802593454291 141:-7.779848945232226 142:5.356664210391163 143:2.190026819739334 144:-1.564882093541218 145:-6.800808357314474 146:-2.585354299665052 147:-7.198033840179841 148:-0.5168072386165672 149:-1.935094983139233 150:-2.488010728834055 151:7.948676875975959 152:2.863367108972796 153:-3.978572035429625 154:-8.941778932728736 155:-7.438592616943787 156:6.001438124612823 157:-1.563385254939451 158:-2.623585297713128 159:1.602448374960915 160:3.866314912435632 161:8.912304032347203 162:-8.337698538244959 163:2.999051579515442 164:7.994261254646301 165:0.9148247712842149 166:-4.120020298376621 167:-7.03880355702347 168:3.585433310665195 169:-1.630241845283921 170:-9.177681502983617 171:-9.697125468094097 172:-5.295995444486655 173:7.736592092867711 174:-4.628612779734426 175:-4.028624412143692 176:7.782148567582062 177:-2.324175976664846 178:-2.511840035998064 179:-4.700451010149772 180:4.83297085784168 181:6.699633610651595 182:4.517401296423929 183:-1.566243480665886 184:3.000275339931259 185:-4.47701104787281 186:-3.721552647228259 187:-0.04265565738902288 188:9.602661137855877 189:8.099052117494209 190:-8.204467515167657 191:-2.643666884765672 192:6.721519310837137 193:-7.090414169747439 194:0.1971665779068069 195:-6.955228711840599 196:-8.38585960575271 197:-7.544790538877344 198:-4.022198750226424 199:-6.137815817346392
-1 0:10.35983155314736 1:-3.669149377496585 2:-6.365766150990796 3:-3.093460278592394 4:2.379847389686213 5:11.86850559971096 6:-8.795612752142411 7:-3.69592973194349 8:7.170540764430857 9:3.881110254762732 10:-7.832267500439409 11:2.010245896487089 12:-9.08350121698575 13:-10.70501782450347 14:-6.154161094615689 15:3.296597391529414 16:5.178540186132482 17:3.247730454981724 18:-8.060645879736908 19:-0.4855930499867575 20:-0.3045928520118923 21:2.687527960479558 22:-7.259908260726884 23:10.18203657057151 24:-0.2215076747143196 25:3.426630658751866 26:0.9828084233622678 27:-2.432864796619571 28:4.704776792280568 29:5.862957926489894 30:5.275176611440116 31:4.308330025739919 32:5.077620449219543 33:8.411366165042695 34:7.16938230048299 35:3.187854650946702 36:6.625565015712072 37:5.235136921306136 38:-10.72463974684311 39:-4.076229344632529 40:-0.733134525118574 41:-0.4489653882427257 42:-0.6989279313986203 43:-8.610562607945619 44:1.750631827595923 45:7.272772506037458 46:-9.504790494097197 47:-4.984549734515276 48:-7.307508500556356 49:9.638318203338951 50:3.320650000874303 51:-1.634194060763679 52:7.746089657083173 53:-10.85542996996271 54:-1.678094682656615 55:-3.848180364964838 56:9.102984475046254 57:-7.641994870105429 58:-1.004753343565702 59:-6.445465366453706 60:6.642715773350384 61:-6.544090478743888 62:8.273665827501366 63:1.305151141858635 64:0.6784317177246033 65:-0.2497597040696353 66:-6.336522090900588 67:6.945065644579813 68:8.770212358832513 69:-4.595548165523375 70:1.779794453148833 71:4.37037015916691 72:-1.636106339225557 73:6.573436751681906 74:-4.71193715056016 75:3.207307140128441 76:1.992926551212352 77:-9.738622396874728 78:2.523924828644097 79:6.703982416767588 80:-3.732164620753403 81:-2.967200875016044 82:4.339215084387434 83:5.203309263422901 84:7.254646595952987 85:6.809425170458697 86:-2.926142169933351 87:-7.804086234546033 88:0.1235506062516589 89:-7.117471852241392 90:-2.112194127632555 91:-7.336162325267618 92:10.26897252883969 93:-9.396025940895898 94:-5.407799819937726 95:-7.781036628083324 96:9.678496259094274 97:-7.051945613758899 98:-7.230697627685839 99:-1.044184992926234 100:5.833862884362244 101:-2.100346424432205 102:6.996786137935149 103:-7.853203939360201 104:-4.905737107283371 105:-8.766220072911251 106:-0.4654775802908993 107:-4.194802047828848 108:-9.332699732447184 109:6.371726593531823 110:9.365140206512946 111:6.069174149656756 112:8.297119092179349 113:-5.689845387692716 114:10.5629058927128 115:-7.176497828346126 116:-4.461607910946007 117:5.645092255161472 118:3.384500009368793 119:3.242146793045263 120:8.896468320360512 121:2.500122759286588 122:-7.861583620020101 123:-3.134457313163267 124:5.464205033234425 125:6.022311008518659 126:-9.183772571828291 127:1.289451189423286 128:3.289576381544807 129:3.818980956575508 130:-2.577662006465139 131:-3.342213411425713 132:7.238098635875309 133:-0.2140848557847927 134:-2.776793167525746 135:5.009570892214873 136:-4.567970536147582 137:6.533725138215789 138:-8.47886051287823 139:0.06786781155857602 140:-9.74559626756008 141:-7.097609511743075 142:6.018788059067777 143:3.149045469198383 144:0.3827492084851908 145:-5.696999128776753 146:-1.235552331984149 147:-6.686059362577986 148:-0.3530743430291661 149:-1.129179704514833 150:-3.391814287186891 151:6.718895337348189 152:4.56883304705293 153:-1.68409471235692 154:-7.696028380821218 155:-5.566771254195673 156:7.647455472884836 157:-2.920618900543354 158:-2.984173060121291 159:1.81291802784345 160:4.347466813582372 161:8.675340407762006 162:-8.740831127077977 163:1.307391543238064 164:8.79141689524994 165:0.5276316854194487 166:-3.20302282167586 167:-4.358923688402674 168:4.019897688461756 169:-2.405185641934379 170:-9.10678184125498 171:-7.447556457531227 172:-5.283170607230139 173:7.649531985077676 174:-5.991614012150237 175:-6.087996856933985 176:6.314967470244573 177:-1.888518782350584 178:-2.911058326836473 179:-4.28178816813341 180:1.763999951707764 181:4.890133294056244 182:5.957711358230032 183:-1.207493311018509 184:1.434385651316229 185:-7.351821016309952 186:-4.051289883189019 187:-0.1828372095566695 188:10.24555682516498 189:7.032171771201783 190:-9.18793480197327 191:-3.385408230870236 192:6.442688044892829 193:-5.314921796762158 194:1.133575454606631 195:-6.822940343858813 196:-9.860214246544633 197:-7.289959326059562 198:-7.028521808421344 199:-6.840742128876153
-1 0:6.722825973723497 1:-4.702124094173946 2:-3.553389136430298 3:-1.922753431978889 4:4.9463448939446 5:10.53348824648202 6:-8.542809597586018 7:-6.664006384181755 8:7.476963559900012 9:4.229658261075153 10:-7.290286598851835 11:1.371959133621127 12:-7.620296702864574 13:-8.263089616830781 14:-3.188528593137282 15:4.916861916533038 16:5.989794424070149 17:3.117029443998839 18:-6.048826617611449 19:0.5980148528734321 20:-2.110986592432328 21:1.694665844627317 22:-8.067981882246873 23:7.381342169037969 24:0.5449098121982482 25:4.137149211703019 26:0.893766037211556 27:-3.251452302372211 28:4.684242421861512 29:6.199964089220512 30:6.156301426321816 31:3.479872985752175 32:6.409710009321235 33:6.170983528197597 34:6.583530114529363 35:3.241806746046799 36:6.818944855204302 37:5.926144187487603 38:-8.787092569761148 39:-3.730544847049793 40:-2.349942391442776 41:-1.008622822316877 42:-2.509888204166894 43:-9.77043290803346 44:1.79516083302548 45:5.13348775502153 46:-9.481118579558572 47:-5.307803813826007 48:-6.057073646893888 49:7.223113651282389 50:4.306414880217647 51:-3.291369920538877 52:6.26959543234559 53:-7.534771613264295 54:-2.974730366875681 55:-4.954706255218658 56:7.491808431838765 57:-9.119609309675052 58:-2.883885552229591 59:-6.030217325817044 60:6.630823240515388 61:-4.594233077286217 62:9.981513728860664 63:-0.06882269157794041 64:0.8722355353261219 65:-1.610626358295828 66:-4.615021823607838 67:9.301536309498465 68:8.600887346036298 69:-5.800430299145766 70:2.151120912018842 71:2.604654344799505 72:-1.235522543533067 73:4.917961390052325 74:-2.787897067204837 75:2.143571244466906 76:1.562105241944948 77:-10.28338598892766 78:4.070073175681845 79:4.911126566756224 80:-3.802628048466737 81:-1.647710704435201 82:1.444870431384331 83:5.290035483178681 84:7.623454955809732 85:6.03296495848091 86:-3.708553073726794 87:-6.380130953915629 88:0.8999438273089306 89:-6.801404846185136 90:-5.048611838470762 91:-8.21014328943996 92:8.884370992290075 93:-9.320543863098228 94:-4.661202319727773 95:-6.875040263603045 96:9.566247412850055 97:-8.347295416268771 98:-7.987859709188721 99:-2.513764339829589 100:5.263699160916802 101:-3.027260654375688 102:5.539566426957204 103:-10.063347773808 104:-4.715385996066566 105:-8.134357652211486 106:0.5067938363448397 107:-2.759715424659793 108:-10.00580589763147 109:5.61660272912837 110:11.12563581820575 111:5.105865459908991 112:9.429845322728241 113:-5.16753985417817 114:8.825445670402813 115:-7.912054657974823 116:-3.529013914059316 117:6.704488437403811 118:3.12668785314499 119:3.886761558492636 120:8.10992702107465 121:1.488306963913005 122:-6.896281245483868 123:-2.515149212755651 124:4.238205682772414 125:5.407830091738642 126:-8.13551856331738 127:-0.8396710027681317 128:5.130760478022524 129:5.982249659491654 130:-4.439546453490034 131:-2.689192486357712 132:9.799377961923808 133:-2.467790835685898 134:-4.566168532575234 135:7.599223264566726 136:-2.100787416662494 137:6.525838663626535 138:-7.898932699310826 139:0.5200299091583407 140:-8.782520190544833 141:-7.534841110140488 142:7.202888399041877 143:3.261055233897189 144:1.457596816052443 145:-6.085000684204834 146:-1.490665432976151 147:-10.37139780214513 148:-1.530336162479081 149:-0.3447363727879666 150:-5.358711500801058 151:5.028400681605885 152:5.951039796752505 153:-2.809909575890115 154:-8.57674105212182 155:-6.346448067126155 156:7.056843702529361 157:-2.174202902355048 158:-1.14660632498129 159:1.558705902820061 160:5.070525524856563 161:4.720510578982164 162:-8.883174631976685 163:2.160612975051863 164:7.61144034782482 165:1.670076700176646 166:-2.82618833411094 167:-6.234698966265239 168:3.442407563945938 169:-1.787391255799195 170:-11.89303242591875 171:-8.550497369004118 172:-5.443378415043547 173:7.01247411913856 174:-2.807037289943271 175:-4.810284235070878 176:7.540970889301226 177:-4.230204132254471 178:-3.175211182179048 179:-5.557560602312719 180:2.014425851516061 181:7.586074834727417 182:4.865578500407893 183:-1.467262377404426 184:2.113764314618999 185:-6.813652292927548 186:-5.236342942352021 187:-0.5783583209846758 188:8.734772465732123 189:7.341475345633184 190:-9.044403295344081 191:-4.897967682778397 192:8.32351193542638 193:-6.932989996185906 194:1.550483822338514 195:-9.121466381224243 196:-9.731627707387318 197:-8.106493912672434 198:-3.16111026847645 199:-6.213314491206509
--1 0:4.371380654453065 1:4.375592822579072 2:7.587329352606026 3:9.321634056827428 4:-9.216352296824533 5:0.4573759595247096 6:-3.007568557132311 7:-3.789853051619067 8:-7.236726353474753 9:-6.581783129741824 10:6.910448161498504 11:-5.71878772077967 12:-9.106105609705409 13:-7.480843221833872 14:-4.989403640907605 15:5.000927916039721 16:-3.798463359681499 17:4.937396322406487 18:0.05415646797984591 19:0.3154883003126576 20:-2.623296622333119 21:-8.532853826390101 22:-9.512555655791266 23:-2.991029883064861 24:-2.592877599017709 25:4.44633717090469 26:9.926102908890467 27:0.6098349402007919 28:-8.025419915292613 29:7.456364728991316 30:-1.014783276869345 31:-1.493297128997407 32:-9.769752764971068 33:3.185909249681399 34:-3.935403986858351 35:-2.662319635793646 36:5.951980715954244 37:3.428338296424911 38:2.528505900828874 39:-7.206811382185304 40:-3.405630305367835 41:4.201237829306844 42:-5.207170293077626 43:9.811776323066859 44:9.066523063543746 45:-3.696673359155677 46:7.390294204653012 47:-6.634460318195483 48:-5.425121589696814 49:1.319619128153022 50:-7.395570167371744 51:3.702900341077245 52:6.90516297957888 53:-7.705628038286851 54:8.414917153589991 55:4.401892700333354 56:-2.798145500964612 57:8.74925806061259 58:2.578450507044568 59:-4.357081262796848 60:7.527742500002676 61:-1.183117754693947 62:-3.935695824873239 63:-2.60758392169936 64:-1.174150140025258 65:-4.342918085502869 66:-10.6391022538668 67:-10.18788283689505 68:10.45810924372199 69:8.054553656208006 70:8.002329990644785 71:8.247386392930775 72:-0.4697897469618876 73:7.468397952302087 74:-2.268386153495006 75:4.532636334351377 76:-3.812626567536805 77:-0.769438452786489 78:8.661218348359588 79:7.407462063960438 80:0.3903304947715931 81:1.194564435294013 82:-7.528194054355766 83:-0.1190658490753644 84:1.445853931651434 85:7.540006125602827 86:2.939230750915084 87:-3.240019326911696 88:-4.889431492535679 89:2.083890007612589 90:-5.87155116979941 91:-3.761385324121608 92:-0.3621822667776815 93:-3.816076040475542 94:-3.824731023727564 95:4.841984080923609 96:7.435526049884849 97:-9.24770080424207 98:-4.882935319413821 99:-3.201823629097876 100:2.306236468790111 101:3.565379810980056 102:0.4115231678697955 103:-1.993484426150792 104:-5.213445730073438 105:-1.68305758347929 106:3.669382802314527 107:-0.7296146406346252 108:-2.17606137216692 109:-2.986088925436539 110:4.060027443424811 111:8.801723073724448 112:7.692070652560293 113:1.51489615342104 114:10.32394259754273 115:8.831483089205943 116:-8.014087056387298 117:3.22089773558352 118:7.760340299944886 119:-0.2959854109883405 120:1.153348040551583 121:-4.543920080561822 122:1.180489200609535 123:10.57550063313363 124:3.872998732099201 125:1.640490744227009 126:6.850231187582946 127:8.236996317955501 128:6.458779547817461 129:1.264867383584518 130:-0.6678451907132424 131:-1.195606917165764 132:-1.991687479191072 133:1.650501387644881 134:8.806995768589649 135:-6.189836052034464 136:-3.01476511662525 137:-3.960418327289811 138:-4.386433130589683 139:-2.436974801415881 140:-3.210873148325558 141:6.744679601614045 142:-3.543557911191344 143:-3.505077351021279 144:1.626889197185885 145:-6.961324927890263 146:9.351806169153727 147:-3.070846295516832 148:5.196894949105388 149:5.156272591705936 150:6.833984106643753 151:-11.07626069708743 152:-3.019001149758572 153:4.671234103836215 154:4.083631612782657 155:1.970740976812334 156:-5.489569925097758 157:1.467488236595726 158:4.541030637287982 159:7.778196880162588 160:-5.256824370411762 161:-1.249060574886653 162:-5.927964298855606 163:8.896857287001829 164:5.985176958992604 165:7.409905891823543 166:6.836990169599003 167:1.113108381626301 168:-8.57071969139284 169:1.934413197190086 170:1.837038710974727 171:-1.231246290946673 172:4.706139242555732 173:-8.511618183970723 174:2.224128654776404 175:3.610116300916799 176:7.764687567168294 177:2.748882478507082 178:-4.265039374715486 179:-1.098165084800109 180:0.292518751864296 181:6.65966446059452 182:2.270739421174705 183:-7.036532181355263 184:-5.730646597022197 185:-7.015656179382127 186:-2.942796231418278 187:4.953084218432002 188:-9.915340682085525 189:2.490273834816105 190:0.6338215560124616 191:8.651823233812209 192:9.777215362272688 193:6.410857013431663 194:1.347093380902712 195:6.939190956324892 196:8.502279880665364 197:2.834291398271638 198:1.945975754120191 199:-2.19265621341842
-1 0:7.555474262502524 1:-3.660633232177076 2:-3.208278206504868 3:-3.646655580191668 4:3.634919346385294 5:9.607416738787499 6:-10.85923579578327 7:-3.595770688834254 8:6.179129086853509 9:5.709142092470823 10:-7.631028517820207 11:5.044915611859633 12:-7.991165498700584 13:-9.708221305389008 14:-4.859942389596103 15:3.108909902119112 16:4.284223510287317 17:2.951757875104682 18:-9.464123016576492 19:-2.713390504272046 20:-2.606233772451122 21:3.558142812893265 22:-6.698574330058571 23:9.016686198095929 24:-0.3570202989859808 25:3.83104522137436 26:-1.391785489424461 27:-2.78472207783777 28:3.987949808961337 29:5.925860877905739 30:7.33356710593825 31:3.907273872201785 32:6.705352107451321 33:6.185647461527507 34:8.782244284469057 35:3.326516901300081 36:5.317396615235927 37:6.589789106967412 38:-6.799046753555412 39:-3.194826513552413 40:-0.8851662181883138 41:0.1678764964848448 42:-0.5354137376630439 43:-8.076534959556076 44:1.51979974154704 45:6.666690010438062 46:-10.26475808672847 47:-2.763372582314048 48:-7.279675687153181 49:9.061560466105709 50:2.619329752936832 51:-4.3997491332381 52:7.185243824033792 53:-9.333900267222909 54:-1.255213335952374 55:-4.055492074619933 56:9.324902073789659 57:-9.886422630908793 58:-0.5200372897614273 59:-6.3468971685225 60:7.7532124743713 61:-5.600991534480396 62:10.41499000028672 63:0.6858783170920861 64:2.611755763798164 65:-0.1742288762816113 66:-5.009222115017722 67:7.088095577714227 68:8.507388832173575 69:-5.320106760483942 70:-0.1771594714199426 71:2.596952670362587 72:-0.2895433824870056 73:4.240995434412462 74:-3.265374716182613 75:2.849434010529139 76:0.6176653272268768 77:-9.404212956579842 78:1.514249093773733 79:6.700435378930186 80:-4.761845596672869 81:-2.948468400965556 82:1.899341492417139 83:5.836105956653814 84:7.302501960383099 85:6.315156948776277 86:-2.726696102895819 87:-7.735819929161881 88:-0.4387562599586162 89:-9.131986181047369 90:-4.095864753838127 91:-8.211894340955784 92:8.155288900675286 93:-7.320932560898312 94:-4.226401385408995 95:-6.682769174491386 96:9.768656224819214 97:-7.662045856666981 98:-4.817959108542832 99:-1.937265146268661 100:5.080923549033781 101:-4.929157006006071 102:7.540350513050667 103:-8.572143688150513 104:-5.431156819815497 105:-7.334037455380995 106:0.1409444269578966 107:-3.901571508512208 108:-6.615890160530659 109:8.254842733121874 110:8.386009156830129 111:5.807225741022725 112:8.922974920134124 113:-5.972166195368224 114:8.135377266369353 115:-5.54123295898329 116:-4.356590927013663 117:3.47819560672641 118:5.341480098855808 119:1.251763279965021 120:7.316648801308979 121:4.987932256261365 122:-7.488357542557024 123:-4.291342313693167 124:4.452551857787052 125:6.644553077017845 126:-9.10689768476103 127:-1.684646074275557 128:6.197029012700844 129:4.545186612251229 130:-1.147146903435092 131:-3.922676012760065 132:9.143894684531819 133:-1.107239800593764 134:-2.839994422925452 135:5.489055952343457 136:-0.4528313734374132 137:5.940847229547189 138:-7.577286365707295 139:1.382900304413837 140:-8.881971758915327 141:-8.188964757556041 142:6.066290627887815 143:3.654319040156085 144:2.286027207660434 145:-5.574731337713005 146:-3.738848383002143 147:-6.645163272994113 148:-0.722091919355356 149:-0.9380213139103327 150:-4.715495768877265 151:4.663906308726367 152:3.718376086496265 153:-5.023816117350664 154:-7.105416003738351 155:-7.682696390989934 156:7.446873945565531 157:-2.323670480088029 158:-2.366319580084331 159:3.572225580019397 160:5.347806801431533 161:8.228714120794997 162:-7.41373678038021 163:3.022428695022507 164:9.043241719643204 165:0.965257611641628 166:-4.28474574201386 167:-5.230232507750835 168:3.983273496493196 169:-2.691352946438949 170:-9.350461460325835 171:-9.802375316155324 172:-6.338558591440413 173:7.626472587941894 174:-3.600054688756006 175:-5.012173117995881 176:8.378994888411762 177:-3.702513089012414 178:-5.298457215775335 179:-4.923789401027421 180:3.577149996194195 181:7.84282383969799 182:4.310160472834927 183:0.7063213974371778 184:2.008138567831977 185:-3.988188145366921 186:-5.063675263391762 187:-0.9419010169221392 188:9.768451467757739 189:9.850046627471098 190:-8.287336302880616 191:-3.813074342713496 192:5.743240812477735 193:-7.779459708742069 194:0.994448158377905 195:-8.059863780906582 196:-9.886842832961095 197:-7.848844257650995 198:-4.324279026372484 199:-6.871426257711847
--1 0:3.208832227078342 1:5.439450224366031 2:6.45840100553082 3:8.98949687193071 4:-7.830275909329769 5:1.366579381341158 6:-3.733033456579735 7:-2.592228436812927 8:-6.162697344067558 9:-5.423029452728741 10:6.998809215972938 11:-7.197701474367346 12:-8.716647437165651 13:-3.962992164019005 14:-7.902645932776323 15:5.927283841048865 16:-3.262576430427913 17:5.101489946954914 18:0.9163812723091334 19:-2.672157187160499 20:-2.323471950522811 21:-7.268918269544757 22:-8.862156727447928 23:-4.101162338431612 24:-0.8269527287185412 25:3.8290591590443 26:7.455346566938388 27:-1.837766552683571 28:-8.928108980146101 29:6.36180735050697 30:-2.184184305353984 31:-0.8036129083575212 32:-8.132246310818635 33:2.991095236187776 34:-5.59699364456759 35:-2.014206034433837 36:7.256734910335934 37:3.700211773985317 38:2.879628027174013 39:-8.360803171608717 40:-0.4032997036917627 41:3.399540431575839 42:-6.32528173304912 43:10.42682832413054 44:9.368706973065599 45:-0.909665511637856 46:6.873403636165005 47:-7.814877977715716 48:-3.552129768834586 49:0.9072695373674058 50:-8.411714355145447 51:5.285293720286099 52:7.706466017232581 53:-6.571480374287783 54:7.685091871464016 55:4.942554799358701 56:-3.558606888732103 57:6.766591926525687 58:3.032498487559694 59:-1.95384628297936 60:6.779374634229374 61:-1.871208203554848 62:-2.56255267162483 63:-3.825233662963895 64:-3.402664517014135 65:-3.97393843196551 66:-10.75798620706579 67:-8.250897460616688 68:10.11144160269974 69:9.426881418792032 70:6.994635023507755 71:10.66138522009675 72:0.3174428955259242 73:7.075219162063417 74:-1.398997660725603 75:4.07475898837533 76:-2.287584734195333 77:-1.726043409533596 78:8.246320028832708 79:6.785237946591845 80:-1.53968484009824 81:0.06686133639713177 82:-9.568929775872888 83:-0.4592589989073494 84:2.157162998468351 85:5.737082533604148 86:2.982712461334525 87:-4.974466828816798 88:-3.925361261748418 89:-0.5111099643433106 90:-6.147742490787023 91:-4.410413762108513 92:1.256033676320338 93:-2.307532607345954 94:-3.522958967937031 95:3.705881543398879 96:7.523483996261994 97:-8.913807500732457 98:-2.770579975726623 99:-3.785316798406154 100:3.70046996452289 101:4.548277865526487 102:2.61505885406059 103:-2.033981758741793 104:-4.706951910091446 105:-1.677329546372631 106:0.7666598131728879 107:-0.9424203464315521 108:-1.299745658446687 109:-2.352491461666112 110:4.609253206847297 111:7.176451956333104 112:8.290322462218175 113:1.370370555007931 114:8.320371678695553 115:8.691598526031198 116:-8.724074190941904 117:2.491267324373174 118:11.65503891145398 119:-1.4731914076731 120:2.528896096624981 121:-4.702514344593211 122:0.2397329343318648 123:10.34834646502408 124:4.16522338839931 125:2.138705040974661 126:6.908007907884922 127:9.599245795746937 128:4.828093486457022 129:1.47745556202754 130:-1.098593735820534 131:-3.653631151320085 132:-2.088035881987846 133:1.280014262927591 134:9.994434654939488 135:-7.745952991200284 136:-4.906500443029842 137:-3.93564501096953 138:-2.143788468752101 139:-1.864765004591893 140:-5.650623901603874 141:6.08376073849433 142:-1.62861992891435 143:-6.211546518775189 144:1.468705914444053 145:-6.319507937084074 146:6.746050387330346 147:-2.715553421238783 148:4.492916638437042 149:4.287896339192983 150:7.081503201576857 151:-9.282513826053183 152:-4.510354739939872 153:4.733274855607922 154:4.937593763096312 155:3.228422792080455 156:-3.009820678623464 157:1.447133901466837 158:5.195767972003281 159:6.900667407070578 160:-3.253502884567058 161:-3.222634645057905 162:-7.42342382178682 163:9.188392963123542 164:5.338386966014063 165:6.143010629894961 166:6.93822805556154 167:0.3438557567801909 168:-8.432170069722247 169:3.152975828444231 170:0.4128795721460361 171:-0.5369089824884489 172:5.39699386439775 173:-8.017856007993602 174:2.938545882345467 175:3.435228147098725 176:7.155494522612756 177:1.104705240544773 178:-4.844531727375733 179:-0.5606689247304864 180:-1.158423330209912 181:5.245775518002808 182:3.833276431012049 183:-4.57022626159194 184:-7.00190755955917 185:-5.683022979266525 186:-3.176871382493343 187:4.471169134994048 188:-9.080424877511811 189:1.55915041335064 190:0.07816026930427245 191:9.102050148181734 192:10.4047849371817 193:8.325165129937076 194:3.22057287917317 195:5.184689786574216 196:9.727338490863351 197:2.391374346283512 198:1.290711351292579 199:-3.1246085535361
-1 0:8.435951475481195 1:-2.487816812372893 2:-4.620066818694208 3:-2.809242742678772 4:4.628460513638247 5:11.36832781812782 6:-9.78036919543649 7:-4.548565786922095 8:6.149302537868547 9:5.332347896395736 10:-7.872721269162898 11:3.224317681294732 12:-7.653117691005524 13:-9.761007164235805 14:-5.600851376509824 15:3.635013833042085 16:6.159225836368083 17:0.4279179449854804 18:-5.173921082433689 19:-2.400566524101762 20:-1.284207109276825 21:3.299381986687417 22:-8.652491920107384 23:9.417183376243505 24:1.350386571432105 25:3.521596501653269 26:0.4866675874843014 27:-1.691432428443761 28:7.641508093722948 29:5.969040775554343 30:6.876688951412263 31:3.358907864882483 32:6.758640247391101 33:6.773775851652553 34:7.048820089366493 35:5.327634229582345 36:6.180498981207203 37:5.03761704578035 38:-7.909268571076056 39:-3.79889110910321 40:-0.1764541410140076 41:0.6676733256468199 42:-2.998270480826778 43:-9.281565923876629 44:1.61706443996617 45:7.493847640244497 46:-11.51880930102458 47:-4.585368141319292 48:-9.311851508011395 49:6.28258176960802 50:6.178060356667726 51:-2.737002339022724 52:8.503544387223489 53:-9.853538572085252 54:-1.776554110872705 55:-4.118831155973655 56:7.096252857615916 57:-8.728314167852215 58:-2.005518513293727 59:-6.21291323096643 60:5.36089199463149 61:-4.370091287163646 62:7.656290566502233 63:-0.05470077226447123 64:-0.05815682608057549 65:-1.316290391115262 66:-4.178290915329754 67:8.899607995161666 68:8.91856942726594 69:-2.930496060250995 70:0.3083791702601183 71:2.19692248326284 72:-0.9213334171703675 73:5.234995064405767 74:-3.234396889017618 75:1.858022526928247 76:0.9676017319011465 77:-9.782643448400203 78:1.372413985766825 79:6.051253163557374 80:-3.299785183505763 81:-3.88590979221062 82:3.065094896910851 83:6.738917561083308 84:8.740062612350794 85:8.086487774088067 86:-2.340379582326143 87:-6.447657821454118 88:-1.591052591204955 89:-5.543241978048044 90:-5.194349790763276 91:-8.234045904978265 92:9.755935496192961 93:-7.528807944554688 94:-4.894534388031906 95:-8.516837774591066 96:9.490358450818437 97:-6.114456417687672 98:-7.626123064990615 99:-1.122837221162809 100:4.883269776898875 101:-3.004776029249341 102:7.370747513199725 103:-7.923587308325587 104:-5.628447068613018 105:-6.860324258758986 106:1.777049877214988 107:-3.473770483656337 108:-8.991804011932965 109:6.732604383078382 110:10.98094942308981 111:3.987220664386368 112:6.543886390895502 113:-5.219918281680242 114:8.737326844205558 115:-6.818641990585015 116:-3.98180776295448 117:5.16287190462667 118:2.720955633334438 119:5.455583264017339 120:8.725193736823336 121:2.257112636245054 122:-5.706516829046695 123:-4.432632377696862 124:4.058652621706697 125:6.134211334835783 126:-7.959378143690683 127:-0.03814908512105908 128:7.364726687936384 129:4.888294844824723 130:-3.018555778492765 131:-3.239574828455541 132:10.13379173271659 133:-0.9353018266995575 134:-4.371489359007204 135:6.389388562253861 136:-3.088730230658523 137:7.62470279108878 138:-9.318131611622281 139:-0.7505299140257231 140:-10.01245665563237 141:-8.514460979521202 142:4.582701773372656 143:3.413642900657112 144:0.09785947048011878 145:-6.448308422185989 146:-2.597650498959136 147:-9.325603439523473 148:0.8409108293507623 149:-0.6789710183059685 150:-4.795513769355468 151:4.335844469299584 152:4.231958777453136 153:-3.398961268951976 154:-7.963491085484321 155:-6.94349447035956 156:7.586690871599612 157:-1.344345831454785 158:-3.023950145912009 159:1.863299804564469 160:4.189737931966661 161:8.005161908140224 162:-8.931769669008339 163:3.701973861866616 164:7.093497548478489 165:1.426850413113254 166:-4.18313017712923 167:-4.94297727735532 168:2.600060539427503 169:-3.667648858091873 170:-9.460720872971722 171:-7.740425003421732 172:-5.785666202624147 173:6.810502221933207 174:-3.30452594019894 175:-6.912047241225446 176:8.17205138391216 177:-3.727697086334408 178:-4.161224661934212 179:-3.422568233567225 180:3.831573546998037 181:6.079924387710875 182:6.093319050282514 183:-1.279286203126788 184:1.014468271343136 185:-5.816527628720352 186:-3.904318521842501 187:-0.9057016618229722 188:9.916640031987441 189:7.440566052171846 190:-10.56146227981991 191:-3.42340105362165 192:8.486018011223278 193:-6.367722693403258 194:0.1500063712809833 195:-5.138713071538254 196:-10.6938849139217 197:-6.27225921545323 198:-2.034516785734061 199:-6.589548021657785
--1 0:3.460018189049823 1:3.846138551612315 2:5.58637412667311 3:10.71192672855163 4:-9.114926285493853 5:0.5294481237496408 6:-3.980638915373759 7:-2.485840166452014 8:-5.652149684435642 9:-6.453905473024374 10:5.362354704747267 11:-4.517405455136521 12:-6.420553951217945 13:-5.891524066292887 14:-6.804260324608715 15:4.184579713602808 16:-5.384244114502697 17:5.09563769417624 18:0.1236220309963008 19:-4.028071841088542 20:-0.1653396559322471 21:-8.6405905253078 22:-8.357170361628693 23:-3.349100431094111 24:-2.895866494897637 25:5.656746915518722 26:8.834304607335982 27:-0.7335267895552912 28:-7.549434138729141 29:6.789605033091645 30:-0.8379681461952122 31:0.1710358193531285 32:-8.349029687205753 33:1.573486947874576 34:-4.522449444581844 35:-1.082678901209001 36:6.751570821051292 37:5.989651176752619 38:3.212765927656483 39:-9.377793991420742 40:-4.031691577876271 41:3.374552721138685 42:-8.21182343032601 43:10.23634199814195 44:7.938606881225891 45:-3.251730166513514 46:7.447629431612065 47:-6.00270592910671 48:-3.612175601083345 49:2.380372810762247 50:-7.640608701055036 51:5.891124923275751 52:7.621833502854009 53:-6.667061221527745 54:5.852272203097066 55:4.135919493831205 56:-1.069265516668758 57:6.444468665727239 58:4.135995303210608 59:-2.045012009522678 60:3.754982717912109 61:-1.323908535357443 62:-3.184773413871601 63:-1.776076079133021 64:-3.208697749357087 65:-3.996063350697911 66:-10.68593352554531 67:-8.207665013027238 68:8.943470237516065 69:9.310019999439369 70:9.933928533598705 71:8.003406837861178 72:1.029197316824896 73:8.262870135145954 74:0.5250037356337683 75:6.28330069197742 76:-2.184499320833009 77:-2.261390515562843 78:9.489922212047725 79:9.531478189559605 80:-2.880648759612531 81:0.05608567406630849 82:-7.627710969280509 83:-1.808921378702099 84:2.090008097062963 85:9.199758744661223 86:1.720314771940714 87:-4.395641577132054 88:-5.53376672258933 89:2.198588782229551 90:-3.078812183741114 91:-3.812626897141711 92:1.687721866257788 93:-0.7460699635487695 94:-4.181200676317359 95:4.166149836547611 96:9.33222988279705 97:-7.983053093507039 98:-4.542041660385446 99:-2.904911224793376 100:3.822022828393979 101:2.341402916369538 102:0.1169254691942928 103:-2.054523911709879 104:-5.285913403120279 105:-1.770699586862787 106:2.728331708156219 107:-2.532877773317485 108:-2.39871610823656 109:-1.740575158657829 110:4.072321802312276 111:7.709935151786973 112:11.18413323952211 113:0.2329948869825671 114:8.919694268287691 115:9.579731838009625 116:-8.048313700185606 117:1.030742795124983 118:6.735961039844155 119:-0.1173279646003459 120:1.449774838342724 121:-2.585474635114559 122:2.548021231403367 123:9.359732490595025 124:4.480924203167299 125:1.280817849585238 126:8.64279947707821 127:9.547227610360512 128:5.37568388387287 129:-0.1886951083332633 130:0.1346486026537536 131:-1.904621728839452 132:-1.246537245051006 133:1.603366042310779 134:9.91310100535436 135:-8.619363569814416 136:-2.549485306336215 137:-4.496243277643506 138:-5.124195325581711 139:-2.0921585251738 140:-0.4572308646056675 141:5.386429769911212 142:-2.530791851434083 143:-6.488219100452927 144:-0.1977066545913067 145:-6.082978143825531 146:8.568167203918172 147:-1.522745140772446 148:3.545658030803326 149:4.558897276588303 150:5.128425848130714 151:-9.11392371311676 152:-4.21165684014217 153:4.0889274294942 154:5.937974438509963 155:2.869464828321493 156:-4.009618681843287 157:2.149159235977001 158:4.561342338965817 159:7.157787529846141 160:-1.293693922805643 161:-2.96792544504659 162:-7.250355189367024 163:9.678597367265361 164:6.121316057577716 165:6.522677013729008 166:9.576136532300016 167:3.289498032329153 168:-4.971669077992019 169:4.699372277696043 170:3.045727575917207 171:-1.556577802918612 172:4.013254451066293 173:-7.153292940153632 174:1.164605879015097 175:2.980038203680382 176:5.053285679713325 177:1.798437577120696 178:-3.383302935477465 179:-1.957124341774525 180:-0.1661939296545415 181:6.106182553673127 182:3.902521524247374 183:-6.624718080930284 184:-7.389193607839403 185:-6.935555400032973 186:-3.787252096245172 187:4.59329936923937 188:-11.09828899661237 189:3.116245518968425 190:0.5390113273723768 191:8.754733962496772 192:11.93041112101042 193:6.81466981206372 194:1.979825015917116 195:5.385471341938405 196:8.635101201822453 197:2.591689261845693 198:2.039385835591541 199:-2.572644581926482
-1 0:8.962436448693401 1:-3.96161372529922 2:-4.906395108667703 3:-1.252599207023844 4:3.994087756911734 5:8.504452182941197 6:-9.156303854954515 7:-4.691855020385375 8:4.365202230256434 9:6.271481892646912 10:-8.465475555945078 11:3.999092029510492 12:-6.892918057028307 13:-9.287336267454913 14:-3.281838702347575 15:4.482533215824303 16:3.686755257244118 17:2.796162104164617 18:-7.428539440986859 19:-2.119358955912374 20:-1.375085894332367 21:1.147042147218862 22:-5.890881539834371 23:8.340809471317547 24:0.06630158249656898 25:4.135884069175444 26:-0.4481815330718543 27:0.2412335785529303 28:6.457331420873389 29:7.655556819032522 30:7.316735050116476 31:4.560249035203275 32:5.259948582314772 33:6.91638014665457 34:7.493865567686854 35:5.039726239582782 36:6.445374250846395 37:8.076952297691609 38:-7.680386847655233 39:-5.719537235587383 40:-0.389809035003596 41:-0.08508156823433821 42:-3.028439204650332 43:-8.007307823455703 44:2.466642740468117 45:5.520646578415469 46:-9.707885942778194 47:-4.105082600508376 48:-7.78861874326679 49:7.455444800620543 50:1.616559833448786 51:-1.401825005629638 52:7.031873660669289 53:-8.739384305608118 54:-4.147721419655046 55:-3.75739996986402 56:8.556887387749368 57:-7.584594878866433 58:-2.100084971821676 59:-6.439853102371442 60:8.432494972368378 61:-5.061532032227681 62:8.203250068803028 63:0.1461891080664084 64:2.467290400249539 65:-2.47179360167255 66:-5.223584393733424 67:5.144259367594688 68:10.14178054396848 69:-4.192046250894497 70:0.9775439196425135 71:3.504324218255389 72:-0.1227499156747376 73:6.071697809488189 74:-3.026222212205094 75:4.980589543939079 76:2.807767039345801 77:-7.373676735363526 78:1.607896593197187 79:6.371127430633626 80:-5.74410314257747 81:-3.612617369832605 82:1.116048940399568 83:8.983070430880543 84:5.325382094546386 85:7.000130905676103 86:-3.497687705508534 87:-8.825444724271955 88:-1.152159183635668 89:-7.224356708190019 90:-6.143214524874704 91:-7.255858319793774 92:8.660291795016761 93:-8.772270219685574 94:-5.746194238222113 95:-8.916601830766485 96:9.385980349698878 97:-6.538934886815234 98:-9.757755418191611 99:-0.6348167525672003 100:5.728805738957843 101:-4.81129717025193 102:7.025113529634149 103:-8.136058095141806 104:-5.306817457210795 105:-7.936303692843652 106:2.959359209890414 107:-2.509380526169917 108:-8.771761940561081 109:5.291234869035256 110:10.00522142388983 111:6.565276799713111 112:9.202110803559215 113:-5.455758683934148 114:10.13827364950304 115:-8.35226818830502 116:-3.827540197651813 117:3.462940754501735 118:4.184615641233191 119:3.645162634198027 120:8.254752756822345 121:3.631720157425523 122:-8.100899462299434 123:-3.983602661569113 124:5.057321294721234 125:7.662073002146546 126:-7.943829736506204 127:-0.6653561181560873 128:6.461046026097196 129:4.144995825206053 130:-2.941838103292703 131:-3.522394439156299 132:8.834566734211281 133:1.291374968180129 134:-3.757614565769525 135:6.020527721504346 136:-0.7422613284272455 137:5.821827021771762 138:-9.718940082051025 139:0.9312906099655673 140:-11.55904362273633 141:-8.430569222602239 142:6.355983691207437 143:3.363938334989527 144:1.109418544542651 145:-7.417670494093366 146:-0.2747130767426731 147:-6.753037078446062 148:-1.261858310909838 149:-2.46947372511144 150:-3.156961505549257 151:6.984520258363773 152:2.69130398352002 153:-4.480768116153705 154:-8.635287914146977 155:-7.98365871755505 156:8.328017832556903 157:-2.488042251762514 158:-3.640383742399524 159:2.092337769160788 160:3.715800852479776 161:7.29762103630153 162:-8.549161289347532 163:1.430682453446433 164:8.244217144221849 165:1.515423480540094 166:-4.777113312227256 167:-5.211948616805667 168:5.290304180091918 169:-2.336988906538726 170:-11.60721075684855 171:-7.468098485032623 172:-6.463709614837033 173:8.83215578920359 174:-2.540147911472727 175:-5.416166853910175 176:8.146818364919103 177:-3.032910501074497 178:-3.435495519662645 179:-4.805939409347713 180:2.194369342596389 181:7.420701235632287 182:5.880338412715799 183:0.2241496036920964 184:2.324374211753362 185:-3.504340977425656 186:-1.816251891491367 187:-1.456256028399559 188:8.903770055849805 189:7.40668899901106 190:-10.75149811920489 191:-3.882155141858106 192:4.99144104709101 193:-7.375582098342486 194:2.046453628837691 195:-7.816417170408548 196:-9.606189757474283 197:-7.809424535904058 198:-3.89848464723698 199:-7.367391405041897
--1 0:5.736761667234253 1:4.202480157786312 2:6.573097553977092 3:9.162463843389885 4:-6.894418893954729 5:0.07171087828147388 6:-4.212170139863762 7:-2.705006981478309 8:-5.766450755995014 9:-7.740897942279437 10:7.34722934919425 11:-5.564099593003955 12:-7.805908671692748 13:-3.931463754275067 14:-8.564817357381491 15:5.663765627371117 16:-2.131261982689826 17:3.536341648651474 18:-1.085900745188253 19:-3.550262375474277 20:-3.394509015204247 21:-9.736184681397981 22:-8.105196516937692 23:-5.215566258684351 24:-1.745378153127588 25:2.836214813346571 26:9.204748966674332 27:-1.513165460676956 28:-7.847686623438029 29:8.415837111033158 30:0.6758167486458355 31:-1.404179655404213 32:-10.80951586980639 33:2.030108292495346 34:-4.626004544413693 35:-1.839540600023726 36:5.706253112524204 37:5.913821863823178 38:3.157167118237898 39:-8.876558544863171 40:-3.184221446876673 41:4.014182939088959 42:-7.935863929620786 43:8.275220306576426 44:9.696250311542819 45:-1.534631335749585 46:6.317279584935218 47:-8.467917425222007 48:-3.712013812615585 49:0.7792473515268536 50:-8.846430640572006 51:6.258083164083804 52:7.833996788316833 53:-6.330339499848363 54:9.596922943394171 55:5.725320891438557 56:-0.3607086907930248 57:6.442072816142372 58:4.632110762466176 59:-1.755676967649637 60:6.666273502792536 61:-1.797368809571992 62:-1.870200186586416 63:-5.062927815213845 64:-1.562758797724715 65:-6.191956316582987 66:-10.40701540430052 67:-9.93327573848172 68:9.677381189349498 69:6.722486024940389 70:9.38428568187048 71:7.062944858413207 72:-0.2103467322399492 73:5.953593469765133 74:-0.02092697525988435 75:3.161097812265974 76:-2.920716016460261 77:-2.449680681735025 78:7.752163163215238 79:8.60239125905534 80:-1.21920116676965 81:2.24696029642055 82:-7.210239470556637 83:-1.967070679890934 84:-1.037044874862684 85:6.707575459032701 86:2.977456116693084 87:-5.421386450053792 88:-3.874037765132774 89:-0.7053551096481152 90:-4.843162192012657 91:-3.390502320607399 92:1.398889731988593 93:-2.400690052974932 94:-3.820604972475779 95:4.406448138245261 96:7.910793968460742 97:-9.144503705810521 98:-4.174566720524269 99:-3.570654352126852 100:2.039093740600612 101:3.149092337557573 102:0.8028708608264772 103:-2.184845567767485 104:-3.426396211029247 105:-1.512324346785888 106:2.420670767454143 107:-2.322706773628552 108:-2.713646516068178 109:-3.055297001184212 110:5.517970204436248 111:7.595857923483726 112:11.45918042447705 113:1.259252924510452 114:8.317394328085188 115:8.996461187799367 116:-9.290793806113653 117:1.829569631259202 118:9.175327880383547 119:2.469612088678184 120:1.664988209520051 121:-3.076507990762462 122:0.6063696385105586 123:8.450142661944966 124:3.852757551920041 125:2.179314924794721 126:9.054203406094986 127:9.150185299439128 128:5.845977368184003 129:0.5993314233781095 130:0.3051402373527285 131:-0.8513430410199792 132:-2.144328211742252 133:1.292696450519262 134:8.882622453545153 135:-5.159223926786757 136:-3.948053229093686 137:-3.946919175166891 138:-4.229435747873996 139:-0.3742787523325309 140:-1.834471874729401 141:5.013710939634768 142:-3.659512956152388 143:-5.652254236926225 144:-1.429250963313133 145:-8.060408875048866 146:7.206996037648597 147:-5.10279363194517 148:5.530414990169771 149:5.206622904267362 150:6.596771706279877 151:-9.9929031776202 152:-2.240785873459155 153:2.858813489223725 154:6.13201121326237 155:2.416125098209395 156:-4.59818377844892 157:1.393377560229016 158:3.387009857741679 159:6.182737270183469 160:-3.313895951346493 161:-2.951952458824325 162:-5.389628914008747 163:8.583056942142537 164:5.523336885130124 165:6.253071429326548 166:6.375758521524871 167:1.069106440704666 168:-7.334646495997831 169:3.714333787551741 170:2.439886808342475 171:-0.5782373366865432 172:4.978819505972563 173:-7.74139515606119 174:2.215446332183906 175:2.75156353897757 176:4.919362274342319 177:0.5644560161246839 178:-3.274877179734276 179:-2.217659259694942 180:-0.02595161944978164 181:6.773807706771631 182:2.553370054395254 183:-5.410047338602678 184:-4.962363594134251 185:-7.826079116678302 186:-1.836475405819165 187:3.568651583883736 188:-10.79882001176045 189:2.015164589954616 190:-1.230006011779783 191:7.885782171031759 192:8.919478121521662 193:7.309267772502381 194:1.171381302502642 195:6.641759078758895 196:8.522643370243992 197:2.589358019004747 198:1.552282634121984 199:-2.316417453079179
-1 0:8.55164877795748 1:-5.04201048763001 2:-5.476574957972815 3:-3.055966285768516 4:4.010730023621422 5:9.2824601529143 6:-10.27105958331002 7:-4.520426606285619 8:6.983214784241967 9:5.328027066754989 10:-8.339342575347073 11:1.348865752318216 12:-6.637041751270331 13:-10.1819398905906 14:-5.767922522460581 15:3.153980447751715 16:8.07322871120993 17:3.211489027470501 18:-6.317740775126294 19:-0.9686683769295079 20:-2.575424393308787 21:2.682805929582513 22:-5.350338500358173 23:8.098801516555959 24:0.4517650416964391 25:4.888342958676163 26:-0.2941028009691623 27:-3.687713489174942 28:5.450339578192273 29:6.757701796862477 30:6.381694506596733 31:2.280531038950039 32:6.68978044329167 33:5.807487488127479 34:7.454938610334184 35:3.140945771073416 36:7.090973430693879 37:6.894736374750194 38:-7.116636587671032 39:-4.437401727280474 40:-1.451862345662847 41:0.8280856664452056 42:-1.908949984555858 43:-10.01748141841639 44:4.217053923067212 45:7.681263681104875 46:-8.632617693481761 47:-7.569044054792126 48:-8.592353792490394 49:8.739914687033918 50:4.340902114273468 51:-2.438564739417934 52:7.800653371800681 53:-11.34748715019858 54:-2.86329020407767 55:-4.714339429349264 56:8.343139471837098 57:-6.012585273374727 58:-0.1825459090685471 59:-7.944722791698386 60:8.388586538672119 61:-4.954068552302658 62:9.640709816656473 63:3.384392207099045 64:-0.3633159757785639 65:-0.8905400569890514 66:-7.691818032465111 67:7.831785030490217 68:9.726140211161004 69:-4.544126586858429 70:0.4373873525877041 71:3.612946782235487 72:-1.886108582871285 73:4.490245074303447 74:-3.503710505880518 75:4.229810546857206 76:0.2021889873940694 77:-9.641299485462719 78:0.5362994872057587 79:6.18208189160707 80:-6.072514724400723 81:-2.083900078879834 82:2.625095354163293 83:6.058040990221919 84:7.876873070510788 85:5.51465719860048 86:-2.662894792422301 87:-8.492187552190561 88:-1.08994646044766 89:-4.932238876318299 90:-4.602173348529107 91:-4.987951918663566 92:8.780612362740053 93:-9.659902955548313 94:-3.303662478680588 95:-6.592791674365011 96:9.677747895952267 97:-6.252474285840993 98:-8.216090005729905 99:-0.2227482814117483 100:5.308483052183568 101:-5.191988713284719 102:8.489892812365616 103:-7.594831361337832 104:-4.545835615721406 105:-8.051959133808726 106:3.486604040396283 107:-1.631218484823336 108:-10.06553763445783 109:4.826975175370481 110:9.512815229837866 111:4.451985975844739 112:8.315907035756956 113:-6.774965779337464 114:10.16347443427121 115:-7.860339653351953 116:-3.959130271457128 117:5.700015483793242 118:3.633002183938957 119:2.725403848861701 120:9.418327562215225 121:3.258606391147372 122:-7.444788604952102 123:-4.361280156471093 124:4.326837050328104 125:7.078473187280837 126:-6.926359214037552 127:-2.118397193391417 128:5.922924891385421 129:3.781106268389721 130:-3.324565511043946 131:-4.28130716495424 132:11.50726836594249 133:1.378109515659002 134:-1.689688262066548 135:7.964102602783929 136:-2.48807453453994 137:6.095468900005141 138:-8.055961629020029 139:0.9794119553952518 140:-10.71304504049406 141:-7.389377994313979 142:3.858362405498692 143:3.6278919230491 144:0.468153006731205 145:-5.830168333717775 146:-2.134853319043176 147:-7.59441702742571 148:-1.422512911642056 149:-0.8511465403253538 150:-2.311122933729483 151:6.304731123970171 152:2.254781812971408 153:-3.576330857385705 154:-9.341627333928711 155:-6.734512876185075 156:7.552350633847401 157:-1.947075545514201 158:-1.911043080618003 159:3.726120724382524 160:2.433577151328595 161:6.517445029286978 162:-9.148938440589495 163:1.63168610542618 164:9.452444527751393 165:2.120197549664196 166:-4.400746670180769 167:-6.826369269209758 168:3.211106468217152 169:-1.849660316043998 170:-9.361111792490597 171:-7.049370978391809 172:-6.539126515890405 173:6.53601379585362 174:-1.263254190452469 175:-2.282807301610513 176:7.301309991451266 177:-2.213791171061958 178:-2.774604556063687 179:-2.830954734690772 180:1.404844372987538 181:5.785171140183119 182:5.463079963647275 183:-1.484008786020715 184:2.348452394932915 185:-3.991161558439981 186:-3.945175926871021 187:-2.062206397952671 188:11.46550418165941 189:7.748762456703763 190:-10.14684814560372 191:-1.522419980719366 192:5.138621611424676 193:-8.007840582747916 194:0.4002259690336989 195:-7.70894678289813 196:-9.602324813853949 197:-9.724481242670482 198:-3.270227644907985 199:-9.483620241395201
--1 0:3.23118940944837 1:4.627007492848194 2:7.802329453742831 3:9.247558771445798 4:-8.040838686096373 5:1.099444499157849 6:-2.563503227977042 7:-1.891098746558872 8:-7.006957493015872 9:-5.746673502928148 10:6.337899912639707 11:-5.447002980931256 12:-7.431391300753933 13:-4.598573977374618 14:-6.642087485377597 15:5.447307333019312 16:-4.340320091073147 17:4.312516784148566 18:-0.6877915626920514 19:-1.752212723289754 20:-1.24682281048511 21:-8.44495051211215 22:-11.03514576706733 23:-1.293248449353086 24:-2.257523664862354 25:4.72398556013027 26:9.873874446186159 27:-0.1090774049773483 28:-6.576668507911817 29:8.001951886799922 30:-1.351126513411529 31:-2.473220013594888 32:-10.56986081136747 33:4.008222552626228 34:-6.007847324332335 35:-0.3115541921151164 36:3.89025011486869 37:2.784797791030354 38:2.576144462903189 39:-11.05881588068631 40:-3.289084092637476 41:3.280176459550048 42:-7.712342236821099 43:8.118252055834137 44:9.08698417124614 45:-3.655191870651446 46:6.119275235518218 47:-8.079401499258262 48:-1.88762156592004 49:2.88354428307496 50:-8.439492344460424 51:6.335288416734495 52:6.835375870980474 53:-6.62880018480204 54:10.44019788267331 55:4.518806970560297 56:-3.37655147649828 57:5.476682113678149 58:3.4332305052404 59:-1.25788747878575 60:5.313765399865353 61:-0.4222719990386081 62:-2.901243095109047 63:-1.86670599176213 64:-3.606782993387246 65:-5.393856280530027 66:-7.546230647301852 67:-9.2252143157795 68:10.17277332899636 69:10.28342345727466 70:8.097317938538936 71:8.661569718340187 72:0.7474901595740845 73:7.837555426741725 74:-0.3362604818902317 75:3.91303949564259 76:-3.081105386186083 77:-0.2313124477862978 78:5.503075521254528 79:10.85138242649147 80:-1.503117935465478 81:1.206516456632293 82:-6.936483998498991 83:-2.498285541276608 84:1.674177490164559 85:7.013205246692488 86:1.376198201369941 87:-4.016391327131442 88:-4.975863476577461 89:-0.06845550466091488 90:-5.989201474002001 91:-7.195997020910982 92:-0.3135375550266917 93:-2.870319879597593 94:-4.22582310185628 95:4.170106968313812 96:6.502449584377786 97:-9.301275529807588 98:-3.846124550273569 99:-3.389458070799916 100:4.690932236750989 101:4.42492193951472 102:-1.003185741000979 103:-2.802543600044833 104:-5.516111172057959 105:-2.41860401633153 106:2.668976635607401 107:-0.7490338266311477 108:-2.101864072370157 109:-0.4478379259485175 110:5.822484142163299 111:7.703619264801698 112:10.70471910617617 113:2.893265909308753 114:7.287044348322698 115:8.114977013618571 116:-9.048919429576829 117:0.6539282299688283 118:7.64424349792052 119:-0.6378824337208635 120:1.641971918650106 121:-2.662490593119353 122:3.439130554900261 123:9.59351361517254 124:3.364230124649943 125:1.420210448539303 126:5.312571138878059 127:11.73180188344961 128:5.277881752501044 129:1.182146946927983 130:0.1162714134585045 131:-2.35179792232507 132:0.9699495526799184 133:1.915807257958965 134:10.91049135032137 135:-5.882340560062274 136:-5.231954637714091 137:-2.200784187414793 138:-4.435884910320858 139:-0.479799732631748 140:-4.198366602731634 141:5.066060586752892 142:-5.036873790433001 143:-2.989970564123035 144:-0.6665948348560483 145:-6.873793689730937 146:7.789399593748377 147:-1.301989343486061 148:4.918748739601186 149:7.516999639187379 150:8.03840095268343 151:-10.66368207853646 152:-4.249306447215046 153:3.452520015848601 154:5.526276338456193 155:2.017933568756564 156:-4.42290183827221 157:1.939821426225828 158:3.512928101449064 159:8.404433237439331 160:-3.548427779690352 161:-3.502919990575968 162:-6.400780134658532 163:6.24725687095505 164:7.256186345761202 165:6.173902697633478 166:5.968511574136896 167:1.644759448267292 168:-5.300548536735922 169:4.316860776229767 170:1.326805198298338 171:-2.738703954992504 172:2.599980407399747 173:-8.139229397805984 174:1.453043155027869 175:4.612385662243053 176:4.642525899592401 177:1.031645193361804 178:-4.160825743853051 179:-2.147870060690073 180:0.09340714127913963 181:6.044226003399045 182:3.633732099969726 183:-6.862268587099804 184:-6.482834254157348 185:-5.78239984568964 186:-4.659408414435967 187:3.274545592873895 188:-8.993893859178998 189:4.075288728729282 190:0.392763664423905 191:8.44845504588533 192:10.12314567319041 193:7.410954291643033 194:2.277645777219961 195:5.712681140486864 196:9.698890886323477 197:0.8708857676067079 198:2.868523046381939 199:-0.6661797842545973
--1 0:3.169088069130545 1:2.719581468278938 2:7.398987200466934 3:10.40836857751023 4:-5.709933123093343 5:-0.5807006160754267 6:-4.05688877823042 7:-3.272633976379856 8:-7.416738901720771 9:-6.620078217841647 10:6.99142297111514 11:-4.391664652269102 12:-7.40297457472312 13:-5.530832056710305 14:-6.661098306033039 15:5.363059345824799 16:-4.552370059799841 17:5.090822260050702 18:-0.8245776762318059 19:-3.892623635909805 20:-2.566205608104031 21:-8.006101704272654 22:-10.73445072781334 23:-3.536877950836718 24:-2.220090868228927 25:4.239262518096083 26:10.77052821487823 27:-0.3236913919288302 28:-7.030544045559884 29:8.619806224595795 30:-1.963860202111774 31:-0.8306237150340542 32:-7.861556424749656 33:1.800587786666072 34:-5.210297294263258 35:-2.632198957908958 36:7.866402891894949 37:2.747399894919877 38:3.684068316996814 39:-8.917207278948908 40:-3.196807820364788 41:4.566901443519037 42:-5.412894557245722 43:9.637143305378718 44:7.950570291347872 45:-2.024345156177711 46:5.417970272894044 47:-6.967885242688923 48:-2.451835047074628 49:3.092999007868746 50:-7.699014974895472 51:6.937233680549163 52:7.724436777461525 53:-7.408269721790033 54:7.361042442897578 55:5.423665999676884 56:-2.82463664907569 57:6.882221600596302 58:1.775936367971603 59:-4.313160084201727 60:7.697532997718179 61:-1.826741269983085 62:-3.057455216080479 63:-2.191127656512639 64:-1.910612521061665 65:-6.637800084125368 66:-9.131562244194001 67:-8.106105158617806 68:8.169714660403205 69:7.286797531265578 70:8.85554258657182 71:7.654912549495279 72:0.1720345939636067 73:7.064985335986564 74:-1.280065486741393 75:4.596934612043042 76:-2.946572496295216 77:-1.550519989531306 78:10.64142321230164 79:9.167291709946623 80:-0.430713747936202 81:1.804853141714292 82:-8.04473080325721 83:-1.620590807187155 84:0.01353550045232332 85:7.018478161148379 86:2.982995306764731 87:-3.955108750960506 88:-4.628987738755251 89:1.294846907696689 90:-7.341069037449889 91:-4.275000017877464 92:1.330908354029591 93:-2.103922273866661 94:-2.932489561266336 95:3.06557703937221 96:6.936700828739375 97:-10.01641501225781 98:-4.432035320377337 99:-3.871790946596199 100:4.119045555432084 101:3.588171602959217 102:-1.07221238474747 103:-2.06872944720722 104:-6.493228626225405 105:-1.705059808590607 106:2.256595513534781 107:1.023118879128111 108:-3.818356148887092 109:-1.818392345537643 110:6.492906698031155 111:7.48229724005298 112:9.007148580832736 113:2.721932603562708 114:9.129771126542249 115:9.070145269727293 116:-8.216376278775664 117:2.878226040706639 118:6.890779433034988 119:0.6467200367421199 120:1.861236065510612 121:-5.137953189164247 122:4.820782987200184 123:8.381868624905202 124:3.398197150063512 125:0.5860066707673357 126:9.289751240658092 127:9.79018670589217 128:4.028396876451048 129:0.1849106922353128 130:-0.3641374086871529 131:-2.346802583000168 132:-0.9935991116155418 133:1.875210220812728 134:8.985611629220436 135:-7.646190168593004 136:-4.50438653765522 137:-3.073663784460315 138:-2.853768112470794 139:-0.1047430710196281 140:-3.367314360079663 141:4.578265945559591 142:-4.047339473894803 143:-3.573977355116333 144:-0.7974504301583276 145:-5.656917899627812 146:9.217652593457526 147:-3.582373624543313 148:4.817699739225821 149:5.437907281878649 150:6.437997381487599 151:-10.3748534092896 152:-3.124751185892142 153:4.109988689085191 154:5.990398821470658 155:1.761764289210936 156:-5.445501992595572 157:2.624450693426371 158:4.196898198161501 159:8.221944856985328 160:-4.524008148856674 161:-2.439186525069097 162:-6.404332331068461 163:8.655007482373142 164:4.761232629616165 165:4.930962120694262 166:8.186623983900905 167:0.9162310867668665 168:-7.150079257451469 169:2.843151621132439 170:3.739023782248392 171:0.04257969218352464 172:5.908503850643379 173:-5.906104704948826 174:2.341909255493717 175:6.547205030384902 176:7.782191337850303 177:1.813197041866258 178:-4.186526177771814 179:0.2988478908518246 180:0.5645019317954312 181:6.280448551953112 182:3.243375268389808 183:-5.126855594271217 184:-7.357913496453739 185:-3.990622299343583 186:-1.944673216218013 187:5.069179850166114 188:-10.60587628933384 189:4.004947524817051 190:-1.245551045047365 191:7.029679634991629 192:11.49597883073853 193:7.758583330614647 194:2.720900385007518 195:4.64342959505077 196:8.799918501650025 197:0.409422423623176 198:1.417549403399419 199:-2.73749055274624
--1 0:3.27643524019985 1:5.803957135625335 2:8.535740026955397 3:9.94591508460622 4:-8.309966431827359 5:-0.02322856123642025 6:-3.045777284034608 7:-3.277498579704218 8:-6.075568883234165 9:-7.412241723983661 10:6.997384810874863 11:-6.723637873287485 12:-5.75754023523297 13:-3.525372101277342 14:-8.372731614882717 15:5.755820287865536 16:-5.151143189104549 17:6.5172890430516 18:-1.6067751879709 19:-1.249027575842059 20:-2.080721570159902 21:-6.150779659693765 22:-10.19456217924271 23:-4.129648020627334 24:-2.179503704428481 25:3.769636424680497 26:7.367528221572917 27:-0.2423839824867643 28:-10.62755074430682 29:9.132933904756891 30:-1.510044962798963 31:-1.630459690922232 32:-9.360431202804115 33:3.736267624657087 34:-6.159477641192994 35:-2.260960105559816 36:5.614820363799242 37:5.17304576990554 38:4.23184548699498 39:-7.324171315778536 40:-1.044046195346005 41:3.470624514020564 42:-6.667749331161108 43:8.484091249931884 44:7.880998143836068 45:-2.845905283207061 46:7.308376030711377 47:-7.830940527228688 48:-2.833872343515276 49:0.6937318705808837 50:-5.00099662922678 51:5.95364082117961 52:5.317980140199588 53:-6.572041658476492 54:7.702948726998024 55:4.309150599853732 56:-1.366609934343536 57:7.197751022463693 58:3.578497833694999 59:-2.789533341813244 60:6.615437198908434 61:-0.7878296986963362 62:-3.065314081540499 63:-2.87286852922521 64:-3.610076031508853 65:-3.416811162339003 66:-9.742081583745021 67:-8.325689037317705 68:8.947768802622976 69:7.879891504302988 70:9.815801766095909 71:8.690415351522162 72:1.119689714328275 73:7.170066874152522 74:-1.055025870260367 75:6.40943190035728 76:-2.459761369017544 77:-1.801093468972623 78:7.113522632977236 79:9.65115884266608 80:-1.577503159568851 81:2.809636235277744 82:-8.023783936897427 83:-1.624624606432462 84:1.872770806824183 85:8.36962275549639 86:3.057520976054175 87:-4.701611888279187 88:-4.372811105466421 89:0.3519894969570304 90:-4.482175369379442 91:-4.123198856999771 92:1.663043526379254 93:-2.743950068343131 94:-4.303384143849011 95:3.910481360425053 96:7.54128963480501 97:-10.20201215864324 98:-4.013767036986991 99:-4.187559810027284 100:3.481844784868049 101:4.166789677927373 102:1.663943031628741 103:-0.7339737627292702 104:-6.777010877802373 105:-2.107011199411383 106:2.250689057287112 107:-0.5145951531621891 108:-2.475760066297969 109:-1.393694714094009 110:6.182880280044918 111:8.346421164777334 112:7.398908880987697 113:2.006120243724555 114:8.077348430565223 115:7.942429814926512 116:-9.668151680361751 117:1.97622233374301 118:9.493614027892624 119:0.6215403664542785 120:2.901161622591944 121:-2.605581403146197 122:3.439857864176124 123:9.797471344775975 124:2.864714029638088 125:0.573670887963307 126:5.901213010063644 127:10.09275693251521 128:5.786070827572054 129:1.000084093067165 130:0.3984859803930598 131:-1.47489307995366 132:-2.435039619545316 133:2.811658828352871 134:8.478314491354224 135:-7.315701713358546 136:-5.168061438198301 137:-4.719295255479579 138:-2.705776098200423 139:0.1816225512207279 140:-1.610460535280898 141:5.397585011887087 142:-3.339985157279236 143:-4.00742458477154 144:1.7040899344017 145:-5.833469909895583 146:7.583415484160418 147:-4.001189926544162 148:4.930383689045116 149:6.504705021621807 150:7.716131398575688 151:-10.67208548052667 152:-2.81863983548555 153:3.99285669030589 154:4.830423047621359 155:1.696433787744178 156:-4.023734865605864 157:1.784379851233052 158:5.174204443350359 159:7.946766987240431 160:-5.058055485184037 161:-2.367663522121775 162:-6.92215176631982 163:6.998323350784897 164:4.470077987538458 165:6.398890152864454 166:7.077983369115386 167:1.160267562400386 168:-7.224763667078916 169:4.035703950002924 170:0.8156951249728206 171:-1.973464134440013 172:1.602610480774166 173:-9.185708387162428 174:2.377031156712186 175:4.24851058395777 176:5.520476793470163 177:1.236160617023778 178:-2.1437814911749 179:-1.751688729552887 180:0.04647519748399531 181:5.62360846703351 182:2.829202407879897 183:-5.122498213430827 184:-7.166916316985053 185:-3.589949929314945 186:-2.761391553625969 187:4.597190242292464 188:-8.582988154955697 189:1.332256872427859 190:0.05948062859741288 191:7.445187015079786 192:9.679653865183537 193:8.530983883861929 194:0.7787357606547336 195:3.096716148722995 196:8.364883686493021 197:1.250173414896339 198:1.481291050689102 199:-1.719319711851976
--1 0:3.214147062267055 1:4.680630633109758 2:8.269775236546053 3:11.27453933572446 4:-8.09921554999608 5:-1.505261889215601 6:-4.060960359327734 7:-2.407208831264382 8:-4.430885914115533 9:-4.45650765519442 10:8.102901833313124 11:-7.282901331148012 12:-8.379497580610758 13:-6.0110597605489 14:-8.698951347122909 15:4.763033575240777 16:-3.105781958043754 17:6.514032425991929 18:0.8730664172535472 19:-1.923045028225779 20:-1.899874655423865 21:-8.883741430015377 22:-9.759330374009405 23:-5.605175884601644 24:-1.840748184992791 25:4.290140588747891 26:8.674242220351738 27:-1.782635686897508 28:-7.961838054331516 29:7.165360323063727 30:-0.9572841628702699 31:-1.522754205254744 32:-8.454534566752267 33:1.555286316380979 34:-2.520982804812493 35:-2.226966546810924 36:7.04040861818508 37:4.281170123411885 38:4.17556974703929 39:-9.484516383516251 40:-2.047654108159231 41:4.581101042614871 42:-7.491871334882441 43:9.578389961064197 44:8.655860313426853 45:-0.5394176597817175 46:7.094808163218859 47:-8.378633590764448 48:-2.828161990295988 49:1.954719623058982 50:-7.945446216303377 51:4.869772748828802 52:5.474472282539689 53:-8.152586813606739 54:7.298124796799381 55:2.1160217011879 56:-2.191237102962527 57:7.279532689096728 58:2.099953763515459 59:-2.083972680490677 60:8.346499257310278 61:-0.1993557382558149 62:-3.0923725957435 63:-3.610715313744553 64:-3.376736758615086 65:-5.822974657656346 66:-6.250539305109856 67:-7.986319677472649 68:8.771281439362413 69:7.387456859545752 70:7.058449948599612 71:8.825966298643507 72:-0.8159784298677358 73:7.466826124464933 74:2.498738890545476 75:5.557972469295709 76:-0.9224551857795567 77:-2.014258166807325 78:7.773520506130707 79:7.771212279095256 80:-1.631667524773099 81:1.046816325554686 82:-7.868789553503926 83:-2.744286874693092 84:-0.2286664894358629 85:8.65439564123016 86:2.66416924401231 87:-4.984106141767163 88:-4.246311839738324 89:-0.43357483193232 90:-5.754920012843509 91:-4.779268275385757 92:0.08056276564967635 93:-1.217657156813605 94:-3.929032674372269 95:2.258153429322098 96:8.305452205332022 97:-11.11023304564762 98:-6.050476478037709 99:-3.663820744570051 100:5.070068138731803 101:3.677541571549494 102:1.945319339987289 103:-4.354136805847455 104:-5.725018173448658 105:-3.207862917147171 106:2.499567476025595 107:-0.8142341799455738 108:-1.222952437643779 109:-2.58442880367863 110:6.652953422262772 111:8.919334265140748 112:8.280796095292621 113:-0.5114667840362062 114:7.898178732797649 115:8.604926361798066 116:-9.65906766849721 117:1.15415441837045 118:9.554961577747374 119:0.02845572138271907 120:4.064454178996577 121:-4.798564247625879 122:3.299869271942005 123:8.229636978999714 124:4.164995737815607 125:0.2801869178088955 126:5.976875210639796 127:6.618939533143585 128:3.905483251207287 129:0.8978516798396514 130:-0.2395230361111939 131:-0.5186529617436887 132:-1.111919938636754 133:3.810060282587787 134:9.346706385404516 135:-6.33326512990338 136:-4.415547050890781 137:-2.899092910333331 138:-3.586864978825064 139:0.6990922971015396 140:-3.290924655846988 141:4.973849365599316 142:-3.591861594763138 143:-3.445439966224472 144:0.8161502776936952 145:-5.622363406612767 146:8.014983547313099 147:-3.689184829270994 148:5.220082616796765 149:4.538390799794822 150:5.426966128299637 151:-10.44551033125854 152:-2.551949404325531 153:2.581621902881253 154:5.808724508016687 155:2.045167567171793 156:-6.099702471014409 157:2.545422817253427 158:4.675343048214351 159:7.003220949615282 160:-2.985877968434565 161:-3.317242000537063 162:-6.643718663888454 163:8.352528601972008 164:6.165839248817634 165:6.449345486407204 166:7.817607847919131 167:1.29347850947486 168:-6.439141324323857 169:3.203604312964648 170:1.718899413241077 171:-1.015524495493815 172:5.138275697581056 173:-7.05164620754853 174:1.460155721448349 175:3.632674199175229 176:6.672669914464167 177:2.212525074720785 178:-3.109614493452688 179:1.322800724600386 180:-0.3275549170295496 181:5.913513265390356 182:2.866519996496928 183:-5.259656468023567 184:-7.012770156136749 185:-8.181165796066274 186:-3.521970929446624 187:3.066812795196421 188:-9.529943475378726 189:1.888511733679443 190:0.805759450767719 191:9.61050346063565 192:9.847229582518375 193:10.46607716134797 194:4.049746589877241 195:4.176379535867015 196:9.115437252380387 197:3.30950971987315 198:3.222529049725824 199:-1.541877956167552
-1 0:7.078510043242106 1:-3.785840823553521 2:-5.51892350592524 3:-3.009943954616228 4:3.437366387805551 5:9.602726656273822 6:-11.34900985013093 7:-6.033962124510399 8:6.159989930958696 9:5.901993278588297 10:-6.21409661800319 11:4.747936351755979 12:-8.702284559551755 13:-9.87920381562123 14:-5.010270062121037 15:3.307284299915311 16:7.446287687306215 17:3.230446512384719 18:-8.337771552932235 19:-1.738638188505214 20:-2.820702097615754 21:2.019799391011736 22:-8.312062920836821 23:8.325882301390024 24:-0.2895914474137561 25:2.801549498294472 26:-1.793489661028235 27:-2.329462786614568 28:5.77858903177164 29:5.949962313775304 30:5.688273497541518 31:4.869701580269043 32:7.894131125604464 33:5.28567750093667 34:7.736904778983278 35:3.764374154186411 36:4.819800585977556 37:3.646183568984101 38:-7.826648026585771 39:-3.024490332716201 40:-1.017154338571029 41:1.256174670552469 42:-1.501136507668204 43:-9.027826979496618 44:0.9040712389820693 45:6.278280939837027 46:-10.56000098026435 47:-4.119106105430864 48:-9.744287598623952 49:7.895060138621917 50:4.4757091392068 51:-4.18232422387509 52:6.196223017527114 53:-9.163871759301601 54:-2.322903169152919 55:-3.851442469986145 56:7.775395198853728 57:-8.114272998498874 58:-1.083605740926192 59:-5.888794452501482 60:7.651008512055345 61:-4.623400666990966 62:9.274391725525859 63:1.348351946369132 64:-0.487830140559427 65:-1.063408650087699 66:-6.204416368810961 67:6.643795267199472 68:8.280321157130883 69:-4.359498129996696 70:1.167378927471636 71:1.482187167993721 72:-0.8035285820695284 73:4.006698932064836 74:-4.233351590242393 75:0.2800170663479948 76:3.017263229420897 77:-8.682253802290971 78:2.08421016626049 79:6.780576907816746 80:-7.312724783360911 81:-2.608052405918252 82:3.231679362135549 83:5.596795455814416 84:7.616499935707036 85:6.131622645375756 86:-2.101327905757016 87:-8.766832261029904 88:-1.641560196504982 89:-7.282401266931079 90:-4.354151066901323 91:-7.555152468110357 92:7.812097036864843 93:-7.879629337339525 94:-5.525379917123718 95:-8.260899808042407 96:10.85297973453538 97:-9.255892893955751 98:-7.034538216801074 99:-1.784596111884806 100:4.711896339880107 101:-4.525225655529757 102:8.424417301645931 103:-5.324670473161378 104:-6.680229843355519 105:-7.831789035089149 106:1.317973800319291 107:-3.580163937336296 108:-11.25973045201939 109:4.372887207781354 110:10.26023581101194 111:7.109892038876605 112:7.849693143116246 113:-7.042353280723659 114:8.957188826963595 115:-8.280446692369168 116:-3.680744465178384 117:5.598633756469101 118:5.564419738947675 119:4.642349094538994 120:9.24637941229709 121:4.995379680991173 122:-6.616279437247941 123:-3.281613074115127 124:4.366607192791124 125:6.112477350087143 126:-6.905651964485675 127:-0.4429108020771635 128:4.5457504372448 129:5.723534241242983 130:-2.834821663952847 131:-2.191005269452135 132:12.60411492159839 133:-1.023115575160972 134:-4.062541175785213 135:8.453223557840335 136:-4.332440106818899 137:7.446000276160891 138:-8.529630125621924 139:0.546532675084627 140:-8.904723043645914 141:-7.667168100627881 142:5.6121583821222 143:3.774159734415858 144:-0.3228250946807174 145:-7.449654989600303 146:-1.855163254820101 147:-6.052243848542942 148:-0.7379019936040042 149:-1.876942443154084 150:-2.648903748578872 151:6.641356992920345 152:3.223781102677923 153:-3.411150483102492 154:-8.65110147879726 155:-8.439722217601085 156:6.43274941853397 157:-1.70147486490555 158:-2.980250686806146 159:1.082976832563802 160:3.77429518503185 161:6.959330239375442 162:-10.05091954310875 163:4.683140530814978 164:7.307635543128857 165:2.777454521972938 166:-4.148230873616475 167:-5.929869042602951 168:2.008338469009757 169:-3.084444674068955 170:-8.38035572124998 171:-6.345426909581676 172:-6.556285413209791 173:5.828139202506994 174:-2.87009704878528 175:-4.289174194151151 176:6.820233221057147 177:-2.141850558015266 178:-5.915481834196201 179:-1.194525283222818 180:3.817039359187992 181:5.511086550685275 182:5.081177748281139 183:-0.6984401992626701 184:0.7743256897738462 185:-5.724649494085334 186:-4.337816879996957 187:-0.7036202592096111 188:8.959515472535315 189:7.9770161338053 190:-10.01214591998092 191:-1.725530664687382 192:6.415148256083927 193:-7.131451550448642 194:0.3988593773016622 195:-8.979760254728804 196:-8.84240510186927 197:-7.596640495191088 198:-5.488979003812174 199:-5.855596772285605
-1 0:8.091165968124574 1:-4.213791592010859 2:-4.200056492792007 3:-3.633414880454796 4:5.827598964374609 5:8.119195242705509 6:-10.72429354233087 7:-5.397724894823874 8:6.747771630487459 9:5.38813590223264 10:-6.944393131709681 11:3.251510714778281 12:-9.078252600564019 13:-9.875027524249274 14:-6.164762358987288 15:2.799824693681899 16:2.946951010148401 17:1.863520984029101 18:-7.328455211384284 19:-2.675110201441043 20:-1.102321537161818 21:1.996714741415962 22:-8.922091025088086 23:10.16623441268447 24:0.2440053616863544 25:3.535921477430723 26:-1.204338253573789 27:0.4835439205177283 28:5.168759954249109 29:8.291508993365202 30:8.159174219389625 31:4.762462985621432 32:6.113581769707046 33:5.339602364765605 34:5.832383279007973 35:3.959384660074527 36:5.622070180200131 37:7.049822390505901 38:-6.269880003883575 39:-5.063470720081732 40:-0.5359508291509342 41:-0.03442187184610884 42:-1.521647297852279 43:-8.707862033156971 44:2.254265325290311 45:8.079300334991631 46:-10.25525800810778 47:-5.246778579767711 48:-9.282414866869376 49:8.551479128762752 50:3.057795599076265 51:0.1049947703620897 52:7.34117776821885 53:-8.249456438840662 54:-3.432861718465658 55:-1.842775270235162 56:8.852661167301543 57:-7.163804730978953 58:-2.214393493417538 59:-7.515152235018007 60:8.086367190114052 61:-6.288998918863475 62:9.061176378076812 63:0.7422131191280503 64:1.189295157460463 65:-1.14907414091227 66:-7.515898675117897 67:7.775755339421316 68:8.103914703994505 69:-2.784160370608315 70:1.494693959575048 71:3.428212976868471 72:-0.4404616337385773 73:4.984710105320215 74:-4.821708735043889 75:3.343647742364957 76:1.458494855150878 77:-8.343480460727054 78:2.977371180179042 79:4.813991134087935 80:-5.072577810294028 81:-1.896867109562437 82:3.440597091528833 83:5.440135665506499 84:6.846267898545179 85:7.83138579126948 86:-2.679958301319796 87:-8.109756169975032 88:-1.6411121670663 89:-7.800540859774973 90:-3.218024900938528 91:-7.033534797729543 92:8.512328151338886 93:-7.12706820538321 94:-6.014530318231746 95:-7.246072679345825 96:8.277106640652782 97:-7.842921194312543 98:-6.940875911445461 99:-1.289059388757779 100:5.964568776592184 101:-4.423372892040089 102:7.227573902325148 103:-6.028072249098186 104:-4.2550606416762 105:-7.815325626137897 106:2.662805851757967 107:-3.066457544903757 108:-10.41329271276354 109:3.487077562048548 110:9.178796100304446 111:5.201536028363463 112:8.328954730746521 113:-7.953020497354505 114:10.0668021547972 115:-6.404271800236896 116:-4.347898912249547 117:3.174937495900601 118:1.271502775007476 119:2.526665978553343 120:7.716177014082756 121:3.298521088031253 122:-7.876704344033193 123:-2.590368589868856 124:5.676231952250549 125:8.619271839445373 126:-8.45340406063645 127:-2.340547291727027 128:6.088325272625103 129:6.58656219185399 130:-5.43874597951906 131:-1.90613757460927 132:10.89377324404382 133:-1.146895635163787 134:-3.915718952830773 135:7.035696357166014 136:-2.355176444696566 137:8.405679015393787 138:-8.684614536342734 139:-0.9464693940602509 140:-9.758511750219457 141:-7.681491949615232 142:6.337192528314652 143:1.999758799218405 144:0.430905070356902 145:-6.807612131762175 146:-2.719539128805589 147:-6.968236408110027 148:-0.9126945205653373 149:-1.251931859378111 150:-0.9758923924154033 151:6.173553925437075 152:1.758013682620331 153:-4.104996603463387 154:-6.699782045234768 155:-7.059008676443061 156:8.271341479796531 157:-2.915486082431682 158:-2.354092166620799 159:2.038672775423542 160:3.345933358915517 161:8.784521585987825 162:-8.737209530797934 163:4.660119141926277 164:7.778922572146435 165:2.575589212391022 166:-4.188506784451923 167:-5.501736817394709 168:3.86842917873887 169:-2.218565094305096 170:-10.73719550036355 171:-8.396116113344538 172:-6.831205969965232 173:8.985022562075827 174:-3.509506845153413 175:-7.199428131793832 176:7.269063194744293 177:-2.977216148853464 178:-3.407345261503 179:-3.630554637465317 180:3.418458504291239 181:6.403323492127885 182:5.507671675331904 183:-1.500341483838261 184:2.583961034090859 185:-4.83199009327741 186:-2.556016173784874 187:-0.3985405230098488 188:9.456268257058118 189:6.843020469808491 190:-8.104688851106067 191:-3.677666536508903 192:7.117018181928717 193:-5.630581950656696 194:2.750977831740459 195:-9.255077611805913 196:-8.765916915482356 197:-8.690921310103542 198:-3.816443396554154 199:-6.461960266337682
-1 0:9.628118196950631 1:-3.619570683188262 2:-4.367503202299821 3:-2.241106273177205 4:3.135919689145483 5:9.398722862479612 6:-11.47868460858979 7:-7.07312553831088 8:7.216221615814852 9:4.067343925733222 10:-8.325319188698023 11:4.574721372739443 12:-8.219842095048408 13:-10.42369584407943 14:-5.06969687438218 15:4.697072488090861 16:6.813712669119948 17:4.326543911915415 18:-7.560677062798339 19:-1.909952262501057 20:-2.105653215748564 21:4.17779809768859 22:-7.037358777571489 23:7.618056808798344 24:0.7128628853940776 25:4.476829954249231 26:0.5924482931623983 27:-2.497359869529748 28:6.831149186142578 29:7.261073976601805 30:7.146168455448196 31:3.265179970026601 32:6.567308220691689 33:7.931529731493928 34:7.240827417118331 35:4.693598152500529 36:6.745384721570142 37:5.748593837987332 38:-7.016154306076701 39:-3.993039614019649 40:0.2560213188916307 41:0.7813371370749307 42:-3.232618653206953 43:-7.407610327065493 44:4.303299144625279 45:4.875175403610565 46:-10.12985729732811 47:-4.01840286605834 48:-8.169844149545407 49:6.447391913358914 50:4.599365207575836 51:-3.413528192837571 52:7.105201476452305 53:-8.228082901859434 54:-1.908305725993447 55:-4.681357107493372 56:7.820732993227337 57:-9.137093818576819 58:-1.202937532249223 59:-6.852657703035627 60:7.282436782124287 61:-6.598467072528354 62:9.796529534139873 63:-0.1949612969610814 64:0.7698262104682758 65:-2.131803032856473 66:-6.633609849679796 67:6.851244890023096 68:8.82682895334449 69:-3.453028933418027 70:1.612248823220566 71:4.692031788888478 72:-0.2390985416218554 73:4.827730610926667 74:-3.953856632602767 75:3.454150838216456 76:1.712769772047828 77:-9.086010871297315 78:1.223512273158717 79:5.562710426617071 80:-4.693238395347988 81:-4.516720479288323 82:2.033650607653426 83:5.173678530556055 84:6.98494530785594 85:7.315384200231346 86:-2.229788267990569 87:-7.991038609052555 88:-0.7802471728826657 89:-7.149762940172571 90:-8.416866044957668 91:-7.468859190791614 92:7.856502895578116 93:-7.487784231785847 94:-5.96758202398188 95:-6.697788870387591 96:10.29351223593812 97:-8.519738879267699 98:-6.995241437160208 99:-0.9127800119504239 100:7.42920525568293 101:-3.404071041167039 102:5.796454319824018 103:-5.45474621887421 104:-4.96832585521814 105:-7.587082131110071 106:2.153082042928104 107:-3.336011810973261 108:-10.35035726953904 109:6.034392171422766 110:9.029428067092365 111:5.637600731814623 112:8.74475525150503 113:-6.759729890733493 114:6.957981917239758 115:-5.727399260522354 116:-3.304760729944483 117:4.977277211478842 118:1.012622815627813 119:5.187784725954677 120:9.120959981073462 121:2.525661009448105 122:-6.544147306986986 123:-2.224913040644 124:2.789489050727423 125:5.649160328524674 126:-9.274839818936805 127:-0.6901656207496069 128:3.942944332340725 129:3.966770680467891 130:-4.305277656370283 131:-2.119480051598852 132:11.59193214420754 133:-1.202019110096283 134:-4.290213280233538 135:6.676484683013033 136:-2.383453405755622 137:8.186991878325701 138:-9.052536705978486 139:-0.3284356299348001 140:-9.653318663913621 141:-8.348143784654296 142:7.672222565287993 143:2.105680170698584 144:0.5039298407331905 145:-5.701094536326718 146:-0.8941350404088296 147:-8.807308105360669 148:-1.212470094405913 149:1.623626554667681 150:-3.448724954962279 151:5.118253641414131 152:3.328178947081639 153:-4.023188226367039 154:-8.299187008747733 155:-6.529017118276371 156:7.972613863201497 157:-2.41718730804286 158:-2.117391961114018 159:2.621535487596065 160:3.838645020489997 161:6.841152374223792 162:-9.431173117613135 163:3.612857304116027 164:10.07776987414715 165:0.5667593170201646 166:-3.242689101211548 167:-6.372038764733288 168:1.83406998322216 169:-4.122283848168479 170:-9.820773372147714 171:-7.607811290402656 172:-7.088833809608782 173:7.61396773582967 174:-4.472772302740431 175:-5.277834292386567 176:5.350076853686511 177:-4.307398507026201 178:-3.826703135503255 179:-5.23556698153992 180:2.82029016197219 181:6.385304734988463 182:4.368950150084784 183:1.260105014129998 184:3.488435402137808 185:-3.700749232676367 186:-5.243518727126615 187:-0.7382017979666047 188:8.328177862137114 189:5.372317233507145 190:-9.713943899921285 191:-2.550293402675487 192:6.993140461152254 193:-6.565061770094889 194:0.379315596909938 195:-10.79975882417068 196:-11.65371689730484 197:-6.075144285742656 198:-5.499713787014427 199:-4.712677224865491
-1 0:9.770936194171748 1:-4.881529438366419 2:-4.138512531883205 3:-1.397662379006551 4:5.777829523646759 5:10.12733948495418 6:-8.555693572410735 7:-5.745487128032688 8:5.652976696835603 9:4.521325204521871 10:-6.677247633675487 11:4.155383710296425 12:-5.919227187256002 13:-9.160753126435116 14:-5.194923797173738 15:5.485313573436713 16:5.099515249748899 17:6.132127823986935 18:-6.315977102825148 19:-0.3085503568897097 20:-0.9099846155002933 21:2.965706537085871 22:-6.011890426366199 23:9.300895669345962 24:-1.241760042837985 25:3.20566432957658 26:0.9820366023228698 27:-1.184850418095287 28:5.183690454013419 29:7.222012896788699 30:6.864875708839664 31:5.0799712675827 32:8.000458493542784 33:5.243283071530888 34:7.947999112291719 35:4.512124047711882 36:6.339919199006755 37:6.37304276517379 38:-10.04366059980983 39:-4.219203534794383 40:-1.60503200182379 41:0.2022704529848388 42:-3.066374017977134 43:-7.608616099801607 44:0.6513067044894025 45:6.789235103687755 46:-9.191357268477171 47:-5.884487299184884 48:-7.571804721508657 49:7.358802003413188 50:1.906984826112833 51:-2.479451804847058 52:6.616686283828392 53:-8.056607263900256 54:-2.593365561491444 55:-4.136757687870263 56:9.007666870801627 57:-9.711749026729576 58:-1.853819780942914 59:-6.443316158539817 60:7.824554281072741 61:-6.842935412908058 62:8.685098939389801 63:0.9319170960518964 64:1.146014355614556 65:-1.988904927881641 66:-4.317403182032288 67:7.140156899875842 68:9.028565600416499 69:-5.12714885969687 70:0.6856478414262575 71:2.887434219978291 72:-0.5118569104159071 73:5.996963290204379 74:-3.33303477083181 75:2.178969783859511 76:0.2711812344772921 77:-9.33385956416533 78:1.823400090066499 79:6.59362359495992 80:-6.001602253871186 81:-2.422597759663748 82:1.376576668613014 83:7.187657050512829 84:7.670207410744616 85:6.377304679204045 86:-2.464950465591843 87:-6.064347948160149 88:-1.495477489206664 89:-6.081431118072426 90:-3.928313322824537 91:-7.123111840283322 92:8.19563191629881 93:-7.936994218985202 94:-2.836584254016062 95:-7.579160934259322 96:10.64752446789594 97:-8.225854945028303 98:-7.385851475715373 99:-1.838419122478806 100:5.5682455403713 101:-3.119410491079349 102:6.539037171372212 103:-6.249141295981239 104:-6.437431069088506 105:-7.736397410674419 106:2.413034872165147 107:-2.803645383638325 108:-9.985352197046559 109:5.249076935253311 110:9.326169085240462 111:6.965437467229182 112:8.196068875904102 113:-4.641970766642326 114:6.484657088493057 115:-8.217336264023359 116:-3.303859056725845 117:6.357293866521497 118:3.398939904924504 119:3.85948325283694 120:9.685211799632514 121:2.727435513422769 122:-8.13535510384934 123:-5.000440674228712 124:4.482271555747462 125:6.051107294368292 126:-8.907656212473343 127:0.003691049207710018 128:6.234039706907939 129:6.203054454664671 130:-4.491826616411283 131:-3.436552142493332 132:11.13548201405681 133:-0.8093591338484432 134:-4.360300121671688 135:8.627855220284975 136:-3.122896724881868 137:4.541963843623028 138:-8.830008152730217 139:1.603770123126002 140:-8.46743040803746 141:-6.028033220859154 142:7.746423444498926 143:3.584953412170996 144:0.7562476284483094 145:-6.553366318218796 146:-2.258222965404745 147:-6.961633180979354 148:-0.4142182477956569 149:-1.950609410577843 150:-4.230061282266226 151:6.121630724329799 152:4.058399664169163 153:-6.277640852373431 154:-8.183302591532392 155:-7.933749978123225 156:8.329269505040658 157:-3.130079220417106 158:-3.338203212776916 159:0.6077838847769701 160:4.605783777475295 161:7.512581727789565 162:-9.083860753635882 163:3.633516513573765 164:9.222917315733488 165:0.927231975481959 166:-5.139453035847613 167:-6.721122384786387 168:2.434661407462203 169:-1.810947838349592 170:-11.96699215558348 171:-9.558200030908383 172:-5.004539601486231 173:6.997161973881466 174:-5.384083230616445 175:-4.331068210776529 176:8.424211181220295 177:-3.402361945268039 178:-2.405053640905688 179:-1.277367000329143 180:2.039584503059247 181:7.037374509635153 182:5.521984785203167 183:-0.2218705292069762 184:3.570212373305352 185:-6.016194614966937 186:-3.202597654699247 187:-0.2451221079086736 188:9.628193640335896 189:8.248978606636006 190:-9.848002412374205 191:-1.945649367519553 192:5.048634989762391 193:-6.62601075568436 194:0.3732968223493019 195:-7.015509973833129 196:-7.293983893732214 197:-7.804311583623668 198:-4.879180351099089 199:-7.655631249142103
-1 0:7.25163537985435 1:-2.557693318174319 2:-3.914130586399893 3:-2.89456716670756 4:4.777529716097141 5:9.282344668054268 6:-9.307740870009832 7:-6.564519460089917 8:5.666202438610411 9:6.178017472644455 10:-9.698965531046943 11:3.343241823056201 12:-7.469119798361976 13:-9.444860426321487 14:-5.334868130313185 15:4.335432859013021 16:6.177393964573817 17:2.278905901687319 18:-7.548963124582337 19:-1.988380069557567 20:-1.875572921487884 21:1.797820270813207 22:-9.73920392396318 23:8.114183222843529 24:-0.4822620223327239 25:3.705879293416235 26:0.3867338835772119 27:-1.502097713009102 28:5.611704753303437 29:6.095637541484514 30:7.60855423263153 31:3.98333202291012 32:7.10294479536617 33:6.752554481439718 34:5.06731539072542 35:3.791243233798034 36:6.607950697781956 37:5.217855892050669 38:-7.355737952913813 39:-5.539160726196108 40:-0.9000190430922619 41:-0.00573305835062482 42:-1.873869521798437 43:-8.662555546646667 44:2.102045745439047 45:7.875273485283693 46:-11.72265013050641 47:-5.163295026707715 48:-7.798876816838092 49:8.046202886824778 50:5.732143028650172 51:-3.476260029646038 52:5.044468090512915 53:-8.743792770356206 54:-1.750283004734318 55:-1.986189263444871 56:7.902251189786815 57:-9.063305356141894 58:-1.936946776317357 59:-6.256000621908981 60:6.718418804323063 61:-5.378112171044036 62:9.609051357417247 63:0.2688037641554311 64:0.2373124130696501 65:-1.35731460854965 66:-6.221993891468529 67:7.83702683368902 68:9.007680461368309 69:-3.956106360335699 70:1.929330838789441 71:2.591465001553133 72:-0.9801823863082346 73:5.571277991243525 74:-3.504435168688023 75:2.124486731771279 76:1.966974068045571 77:-8.309400552502517 78:1.85744421471848 79:5.765444324427716 80:-3.775620353388809 81:-2.701640487922729 82:3.507857497904317 83:7.007504268950124 84:7.549223595066437 85:6.131246502844503 86:-2.680793834476014 87:-8.367305391277473 88:-2.031394676207331 89:-6.240851496017654 90:-5.82131085819027 91:-7.134567960969728 92:8.884700981810374 93:-7.356029081673665 94:-4.31136546150579 95:-6.562445470084631 96:10.4076865720834 97:-6.888209385416505 98:-6.032964326396359 99:-1.641890246436693 100:4.069324045810522 101:-3.554627796786536 102:6.202534350039835 103:-5.687836004081156 104:-5.313414202519999 105:-8.091310611408293 106:-0.5851501544843605 107:-2.929725652261151 108:-10.87670819876155 109:5.858373638557206 110:9.563103199308541 111:5.110902189609094 112:7.869817283373525 113:-5.490632461250645 114:9.412985607938085 115:-6.604571219697301 116:-2.897525562751238 117:5.135541432474366 118:4.259675670404486 119:1.932255729292849 120:8.111794780341917 121:4.862143843900133 122:-7.566511401620377 123:-3.071202930542795 124:4.255634534717321 125:5.790218852892917 126:-11.02657860190734 127:-0.02678443392723895 128:7.497785720430565 129:5.725611419933546 130:-4.164435506276913 131:-2.934965796067064 132:8.02794860329761 133:2.382692801672542 134:-4.099634896738822 135:7.868886699714395 136:-2.329814922737353 137:6.661528571562944 138:-7.717000287076278 139:-0.2598976682179923 140:-10.36093118156072 141:-6.436291701895741 142:7.025072666167588 143:2.285713535970357 144:0.8641582251474456 145:-5.319867664249216 146:-0.07651864734088054 147:-7.184492136088405 148:-0.4904754898497938 149:-1.433011594328535 150:-2.415887547585661 151:4.572684500458287 152:2.556054804981674 153:-5.908828001396433 154:-7.151199859001862 155:-6.508044163977371 156:8.090833839777527 157:-2.188538075449671 158:-4.983859241260679 159:2.312624952301657 160:4.051364902205751 161:9.200230020197962 162:-9.910132734310144 163:3.395077774102624 164:8.205719301384276 165:1.313013363308537 166:-3.837255943991271 167:-7.713113881853596 168:3.762865028053517 169:-4.134507269967342 170:-10.19945296065061 171:-6.935465744520112 172:-4.384451551213269 173:9.116548042157488 174:-3.160685613867064 175:-4.291881180943357 176:6.942568567407301 177:-3.652442628442794 178:-3.171776611743912 179:-4.429948149329719 180:1.726153115882738 181:7.009809482418442 182:5.524314828631848 183:0.1156127773997298 184:2.36032413970035 185:-4.405396333654044 186:-5.554771789756568 187:-0.912698274548539 188:9.872645762809974 189:5.985839754374442 190:-10.69538332913435 191:-4.524997723251876 192:8.116107114441728 193:-8.238419489649283 194:0.5363439242141139 195:-8.220094840757248 196:-8.788963004982781 197:-7.604665121035632 198:-4.480969166692191 199:-6.932796216283253
--1 0:3.763195753765629 1:4.705600245339231 2:7.630622737235273 3:9.15695515963453 4:-7.138144011933947 5:-0.1015130181587852 6:-3.176969188002913 7:-3.71400667343375 8:-6.548261750424461 9:-6.996104442962817 10:6.893918222361101 11:-5.259563560603397 12:-7.815444741848516 13:-4.162343290593525 14:-6.311662297863881 15:4.820111769412288 16:-6.153634591950166 17:3.432612166203936 18:0.03315729793068595 19:-0.86179419449474 20:-1.415403408257477 21:-8.875302108828391 22:-10.228586173379 23:-4.044351942339363 24:-4.205744330770152 25:5.698269737179713 26:9.184452143517548 27:-0.1110994502267139 28:-9.307912724305039 29:6.315312391769989 30:-1.40453970490472 31:0.1467601719678528 32:-11.24569275156346 33:2.999240460135844 34:-3.355811343020554 35:-1.966248814122836 36:7.76733674798792 37:3.374634005729122 38:4.107541481806119 39:-9.340459668983726 40:-3.136129916497907 41:5.737959829267261 42:-7.408198961275243 43:10.53024449703495 44:8.680213707536176 45:-1.901805237112628 46:7.271362264682523 47:-6.792000018986856 48:-1.767338796032314 49:1.320425654953142 50:-8.535959479689323 51:6.759833552619301 52:7.557486089022307 53:-7.769194489889539 54:6.940700473727627 55:5.619085853602749 56:-2.389626928507634 57:8.836635736695241 58:3.318674623843138 59:-3.394351184176942 60:7.272537371697866 61:-0.3038644560775771 62:-2.185024313471626 63:-2.806005728678904 64:-2.953679700052174 65:-5.230979054740776 66:-10.15144115682958 67:-8.338763216671103 68:8.969612519696067 69:7.966274716124909 70:6.80737230208503 71:11.14497088649846 72:-1.043407013010965 73:7.92933105515108 74:0.150571952030955 75:6.22193013185732 76:-3.061022599134692 77:-2.569389553625638 78:6.526525832893969 79:7.516463867841686 80:-2.097360495799097 81:3.108378477129805 82:-8.621251929489935 83:-2.212535529421221 84:0.2187629374193751 85:6.700377639675676 86:2.700892785165108 87:-7.231429582957155 88:-4.525863862234442 89:0.8625027530051029 90:-4.460191176932281 91:-4.897950077635032 92:1.903051004477324 93:-2.810894784139495 94:-3.082301820003827 95:5.56447345731508 96:7.146291762263049 97:-11.01863947323389 98:-5.069354602038886 99:-3.236037094777278 100:5.681472398425549 101:3.735682164521761 102:-0.3028372743807848 103:-4.466202399448147 104:-6.807771737554972 105:-1.572400934756204 106:-0.3461965712346955 107:-1.019776804094861 108:-1.935015892756996 109:-0.5397087414305753 110:6.250925836290593 111:7.843129028846605 112:9.712993109884129 113:2.996164002088849 114:8.160843266837398 115:8.519927084621283 116:-10.74140145222145 117:1.186375815308455 118:8.403403442293024 119:2.907383996104004 120:0.3088279008079051 121:-3.446446083570959 122:1.96121394966795 123:10.77691425998259 124:2.82286491387831 125:-2.24801411449797 126:8.279793984979824 127:7.859272434184241 128:5.595480670978042 129:0.445120474430558 130:1.918619044053655 131:0.02928564479250095 132:-0.02737907400600204 133:2.38874273730239 134:7.917234698436904 135:-7.29620320612562 136:-3.667838434897097 137:-4.071136624933577 138:-4.750331146908767 139:-1.000048268330304 140:-1.027915924158229 141:5.254777148545776 142:-3.897091135011829 143:-4.598215610688286 144:-0.9434008433075405 145:-7.457689974143598 146:7.591389577373359 147:-2.254417809275385 148:4.836142378191443 149:6.390896368076075 150:7.299621761041692 151:-9.479418713011691 152:-3.664914909760742 153:1.530057335758506 154:5.002768377161864 155:1.96883016793607 156:-5.960754503361265 157:3.391330389968718 158:4.006364914634937 159:8.916956841021813 160:-3.82923659492914 161:-1.433991309650998 162:-6.498213464926157 163:9.970655934827679 164:5.242754662015341 165:5.660762988442678 166:5.00047964468463 167:1.907848129369082 168:-6.336686706790415 169:1.756156288073061 170:2.694797832785573 171:-0.9056668932124663 172:5.092172264874515 173:-6.415092819851258 174:2.441735345934198 175:3.966833836926801 176:7.208777483751507 177:3.817351321673891 178:-1.902409938996476 179:-0.7304418708691747 180:-1.131411532150279 181:5.337754735341933 182:2.746865062089755 183:-4.839795021080747 184:-6.385862106987561 185:-6.125684620446906 186:-0.237906407085319 187:3.166428254977425 188:-10.7425303674202 189:2.988816529029099 190:0.6021759099229725 191:9.267024623615109 192:10.52612776741822 193:7.609253179632086 194:3.568446018901337 195:5.433970981369883 196:10.43802917276578 197:1.539538475514486 198:3.28025959006433 199:-1.633099632962347
--1 0:3.077794205639579 1:3.702737245410762 2:8.285476246191001 3:8.312186986687745 4:-8.36774184747086 5:-0.5097407593968205 6:-2.628578992016329 7:-2.195795176289263 8:-5.391746002157898 9:-4.851790992512194 10:7.918545990988524 11:-6.166814754843775 12:-6.353210577093833 13:-5.555491054112569 14:-7.661097690729683 15:3.396304745401851 16:-1.581070620732127 17:5.349442010312549 18:-0.1663501119922592 19:-4.67173368856613 20:-2.715823132314712 21:-8.156527975487514 22:-10.40410046652055 23:-4.085013737719823 24:-0.8153411272210287 25:4.184057713242974 26:8.065532317787024 27:0.4339735207473638 28:-8.223752935164887 29:8.253597135177408 30:-0.801815274992995 31:-3.713513155728488 32:-10.22866547927216 33:1.838803620465131 34:-5.169550945130704 35:-0.3530282060796022 36:6.497867586469007 37:3.713911380008518 38:2.561228733641099 39:-8.360270335130995 40:-3.425986239421003 41:2.917959215312805 42:-5.175053085853539 43:8.866159889213396 44:10.33496664963858 45:-3.020498869957539 46:6.9742185615618 47:-6.630274596962833 48:-2.225653425228336 49:0.6456801590048986 50:-7.20941264819996 51:4.100219654241076 52:6.510498460860668 53:-7.299005274562695 54:6.407077364027696 55:4.448193518355271 56:-2.78086319135798 57:6.368132103641529 58:2.709956223725991 59:-1.881235186357987 60:7.412552497007214 61:-0.1046935309782416 62:-1.229759696393899 63:-3.363774472192672 64:-3.076906009816401 65:-5.189310392341924 66:-8.459668588702124 67:-11.04401575045097 68:10.32833128335957 69:8.965875257866081 70:7.3150479669699 71:8.756802437812029 72:-0.06805040848234908 73:6.726287383455284 74:-1.232983359463092 75:5.015596173559975 76:-2.497898745028154 77:-4.087437981943538 78:7.669904030178432 79:9.186165362014219 80:-1.604216209122191 81:0.6702536027254096 82:-7.294141523381366 83:-0.5543699959779482 84:0.137752378544131 85:6.861459171372433 86:0.7834591056768292 87:-4.645083519326077 88:-4.383999898539992 89:0.8971467923345647 90:-4.916039202276845 91:-5.616693496544436 92:1.740949537905236 93:-2.718692537387611 94:-5.708693816829201 95:3.377716665148005 96:6.927551545616242 97:-11.25965015066017 98:-5.681716951664668 99:-3.080535711827282 100:3.468008573293937 101:3.187854489489788 102:-0.5313987572265257 103:-3.782356303118821 104:-4.915508401409101 105:-3.088829442528125 106:1.563480044384988 107:-0.07962353544590384 108:-1.878190766787687 109:-2.620709449589292 110:5.276493045518874 111:8.342302362508754 112:8.563846074074583 113:3.485626158243316 114:7.8069696688801 115:7.77573193820335 116:-8.643316295537637 117:1.336490489842451 118:9.486335940274524 119:0.4730027517422425 120:3.718083720374461 121:-4.529450096468069 122:0.8271813402521457 123:8.788450554472465 124:5.097352587389018 125:-0.3548583088198844 126:7.390277708870467 127:9.808082043505626 128:7.558516433011215 129:2.728505874519344 130:0.4376286282262722 131:-2.557539834201256 132:-1.204274241462501 133:3.412136749114473 134:10.29101317349907 135:-8.209510845940692 136:-3.95138219518326 137:-3.90533250874595 138:-3.548846317723239 139:-2.121103687920897 140:-2.73598410121611 141:4.654809584377089 142:-2.748790764785229 143:-4.753145677494492 144:-1.573722957904614 145:-6.247703995345148 146:8.308436757192025 147:-3.346559937037824 148:4.052348116923491 149:5.025194678795395 150:7.849184864407047 151:-10.70965828624775 152:-3.468439195716892 153:2.959502962035166 154:4.770398431409331 155:0.5112150181985786 156:-5.250893353079741 157:-0.2314666947650545 158:2.506493302782719 159:8.611263404566349 160:-3.522455553885727 161:-2.879736711320591 162:-7.082610631632425 163:9.890855923739529 164:6.03097177768133 165:4.828406906452624 166:7.958143574392318 167:1.16866984070759 168:-6.493169263530987 169:2.695550664376088 170:1.712472595888889 171:-1.187051167569011 172:5.347086861551968 173:-8.166018389874699 174:0.8624829662401248 175:2.535503113061063 176:5.868753292817116 177:1.915260141700845 178:-5.029055516845396 179:-1.154793344455403 180:-2.765815072363307 181:5.809907155567195 182:2.327292707501494 183:-6.025395050266804 184:-7.123976664918008 185:-8.054446347150252 186:-2.960954031844581 187:3.80363693899835 188:-8.230362857084085 189:2.650723463007751 190:-1.213951385403966 191:8.98754655350287 192:8.122209548437239 193:9.16549707856219 194:3.065314186930912 195:4.762650262470579 196:8.586777081842802 197:1.693341384384657 198:3.363116748302505 199:-1.909953423406593
--1 0:3.5790459342972 1:3.753646409669747 2:5.657365069626693 3:9.704342288982946 4:-8.085375250682242 5:-0.9354293412191258 6:-2.813177118508979 7:-2.782667960179289 8:-6.354707576508146 9:-6.615959898507493 10:7.092177597360992 11:-6.508220621534258 12:-8.333933692760418 13:-5.755266528893266 14:-6.28111112758239 15:6.414208283383456 16:-3.770273103269582 17:4.521565549063647 18:0.2247106452133439 19:-2.926617506690806 20:-1.996655138851522 21:-10.18411354883503 22:-10.41936653109403 23:-3.656734114552737 24:-3.251506731642928 25:4.969476983138729 26:7.728611788942876 27:-0.3123033013303059 28:-6.763136022391515 29:6.387208676744462 30:0.1873696741832516 31:-1.670752506531245 32:-10.19544740719219 33:1.607541840166173 34:-6.015675849205371 35:-0.9483165115732768 36:7.374895782188685 37:4.43954682170994 38:2.99186773231959 39:-8.612519979128473 40:-1.79190010498245 41:3.650282228297939 42:-7.258433131518345 43:10.16949131370568 44:7.778169907002318 45:-3.252498574019752 46:7.599388891447825 47:-6.397276863860699 48:-2.644272319823146 49:1.203545121512506 50:-8.763629615481067 51:4.580601865024574 52:9.226064770735299 53:-7.528329578830084 54:7.260333374139046 55:4.88931728874791 56:-0.9347855085250969 57:6.480579235766695 58:1.72682007440261 59:-4.39926395159834 60:5.553024676383547 61:-1.038557841732342 62:-3.249041840085599 63:-2.039433923179545 64:-2.348561384787313 65:-4.600231322284155 66:-12.07434090173486 67:-7.458525697668377 68:8.37039772861106 69:8.004997141233856 70:8.678477545305906 71:10.94039227616729 72:0.1072759774548897 73:7.476480899887664 74:-1.451062404425507 75:5.582575231598632 76:-1.792942163096058 77:-1.121794212502535 78:6.431614735282869 79:7.553962337965427 80:-0.7533182117767941 81:1.573637092817202 82:-6.832170282113525 83:-1.098891522127168 84:0.3485822269037419 85:7.886261822641432 86:3.395540366769967 87:-4.117684582046326 88:-4.258899127820989 89:0.783897184197287 90:-3.97278995902425 91:-4.797817348267591 92:1.585169485999104 93:-3.148403973672865 94:-3.256121891897748 95:4.012704586947977 96:8.430595585998212 97:-9.786437099220784 98:-4.705991901865613 99:-4.370626851067195 100:3.086717547858354 101:4.126716314704463 102:1.872520971952509 103:-3.70965254999776 104:-6.115774522230812 105:-2.386528930111929 106:1.67956310341837 107:-0.02756464269497172 108:-2.417532976357922 109:-1.662484581034524 110:5.767995600262991 111:7.088201321508821 112:6.425117050188703 113:0.7688931947097082 114:9.25789062598837 115:9.795279449307341 116:-8.634933200592691 117:1.992499768967398 118:7.29299599080978 119:0.5901558880122615 120:2.250087715534351 121:-4.867252040006812 122:0.682857360253446 123:9.161493156466367 124:3.575136851859494 125:-0.3296072645216112 126:9.351020273705723 127:9.01362675387125 128:4.786406628029082 129:0.6762484660079133 130:-0.4960802404063733 131:-2.331840226700065 132:-1.865095516103983 133:2.321373844365383 134:6.510110834432195 135:-7.938656665317186 136:-4.894901489094979 137:-4.896392905189622 138:-3.616411377818753 139:-0.8338545025702101 140:-2.761012849380381 141:3.749311166272201 142:-2.446115112511408 143:-6.556237876056988 144:-1.189224659681221 145:-5.57037482180478 146:7.491696603461754 147:-5.159608549495292 148:5.65832022882983 149:4.766830099435843 150:7.253248577574547 151:-8.690287931006358 152:-3.121264821826487 153:5.323760720178868 154:6.721986020741617 155:2.324471175913537 156:-4.611561477302425 157:4.090406058763714 158:4.233371253199763 159:8.000319997670511 160:-4.29681389627406 161:-4.067113243223217 162:-6.635065662541916 163:8.257485704254199 164:4.781509460669966 165:6.297968312447681 166:6.290719602981139 167:-0.2396849350073149 168:-5.599121184083421 169:2.607656992699559 170:1.625846867379372 171:-0.3780233907318121 172:4.157931108388433 173:-7.728286449984548 174:0.7200561343469616 175:4.454629833039673 176:5.366029808741936 177:0.2898695581385073 178:-4.014623831248965 179:-1.036173591656118 180:-0.934757888885613 181:5.053653993907446 182:4.218862098703772 183:-6.138503538317902 184:-5.10832131285657 185:-6.23100526932303 186:-2.823996852545072 187:4.267892725668251 188:-11.58185127486825 189:2.773242546717807 190:0.445696919472058 191:8.260609023424458 192:10.88541671676119 193:8.009782917843417 194:2.898242556335054 195:4.429984837383682 196:8.552203711763516 197:3.077737849959988 198:0.1849600974494174 199:-1.116501495076242
-1 0:7.378419727692478 1:-2.930048239101283 2:-4.579168678536393 3:-3.061076492839244 4:4.461275003068272 5:10.49093567727015 6:-9.826682297783252 7:-7.765130063774043 8:8.034799475559325 9:6.259238017430146 10:-7.148714581101342 11:3.956779145073343 12:-6.325357449610517 13:-9.759381893485104 14:-4.35081713827608 15:3.712541364493303 16:4.963759258936781 17:0.9438156976515288 18:-6.499905983899658 19:-1.318263149243353 20:-1.755755600621522 21:1.083649840368534 22:-7.43642914119565 23:7.276244472967599 24:-0.03470577559368082 25:3.824423578351016 26:-0.4451914276182585 27:-0.790873160130511 28:5.13870685633115 29:7.843481523191828 30:4.371031891967123 31:5.806730866297011 32:6.017508827751779 33:6.554789875595156 34:7.863083468520916 35:3.706464932792622 36:5.917018007224572 37:4.925236615109277 38:-7.047941039183888 39:-4.558980916636813 40:-1.209002101835172 41:1.201247734264122 42:-1.026851359223151 43:-9.928515161578277 44:1.265897361593227 45:4.538715436846595 46:-10.26909152091531 47:-3.519286220333773 48:-7.52569571579966 49:7.17654005189813 50:4.948910468888288 51:-3.196484267193963 52:8.697700905222579 53:-9.156374841080513 54:-0.5770203840243946 55:-2.263901454160877 56:7.291008068481292 57:-9.728974656916169 58:-0.9899796668520598 59:-6.483589472240689 60:6.264660348649572 61:-4.944289377679183 62:8.254890519530104 63:0.6594537484692732 64:0.5205597049485102 65:-2.423893113088459 66:-5.469720538213254 67:8.033224885489771 68:9.035647462950367 69:-6.367100554934931 70:-0.8775446893913754 71:1.244650964913123 72:-2.812107930953593 73:2.456888996447835 74:-2.722311601165286 75:1.703639674595026 76:1.540233577447106 77:-9.704076569265101 78:0.6130824725571328 79:6.203773520266969 80:-5.499374386564226 81:-3.447421657687506 82:3.37201541144099 83:7.010289654871675 84:7.546283383517473 85:4.685572010513174 86:-0.7737227005390905 87:-7.633450573307289 88:-0.7018354162475046 89:-5.150551350299381 90:-5.169744945336676 91:-7.024343758465746 92:7.937782389068118 93:-7.224210207232542 94:-6.541848422827242 95:-7.128612878875985 96:9.547842143014492 97:-8.392348059236681 98:-7.306000313613921 99:-2.518414057136952 100:5.297948041263859 101:-5.34009815406944 102:6.180052119072524 103:-6.956225144817238 104:-4.087180027227198 105:-9.303007247959821 106:0.1712205909868323 107:-2.112711509449228 108:-8.922284785278356 109:5.172844713602717 110:7.404065230060228 111:6.897131154280634 112:7.562390890451522 113:-5.458194464541589 114:8.707666683379228 115:-6.650247556751474 116:-3.226909401669931 117:4.754247926467836 118:2.949332783128872 119:4.729790468498748 120:8.971156443773035 121:5.307821968494861 122:-7.091181962805524 123:-3.707847092397841 124:4.688084874577634 125:6.034735859790063 126:-7.51370558746145 127:-2.498178393327875 128:5.112762360948631 129:5.449829044905809 130:-3.513941744184798 131:-2.618768781559272 132:9.035800397905627 133:0.8890740133001357 134:-2.487605728393943 135:6.755020533832339 136:-5.498387680283416 137:7.075497928324594 138:-9.515269060740044 139:0.5346409775030985 140:-8.034958517452552 141:-8.241458170941703 142:8.170848366803131 143:3.365687075623395 144:1.377846008288101 145:-5.692853330778279 146:-1.20930343630317 147:-6.229476411822962 148:-2.635232653285826 149:0.05234148388071169 150:-3.618832991795564 151:6.900135678012969 152:3.294825038519139 153:-4.229439147015037 154:-9.167797540038714 155:-6.257490950314469 156:7.369006269449088 157:-1.860942275991534 158:-3.078419804088988 159:2.262007804356185 160:2.190570388576938 161:8.978385280795806 162:-10.65905875772122 163:1.195485511108988 164:9.903379986873036 165:3.201389684455187 166:-2.858525198674731 167:-4.641128470242765 168:4.880177582942437 169:-3.023508441716016 170:-10.92792154026607 171:-8.877033889721602 172:-4.884587723152729 173:8.251545768606622 174:-2.647294024180147 175:-4.51913313197251 176:7.62723658195153 177:-3.545957254376462 178:-4.553795488084156 179:-3.106925775656788 180:1.694964896824171 181:7.38841154054625 182:7.580721689167366 183:-1.513659112056233 184:2.461824624546304 185:-4.188978605847657 186:-4.766563783922949 187:-0.2648600744983498 188:8.543737298130345 189:6.595204083862249 190:-10.06556963279917 191:-4.022871853356744 192:6.823685865568376 193:-6.994592978579308 194:-0.2309126951521172 195:-4.824744589371874 196:-10.40772098137425 197:-7.048597584870245 198:-3.287632287294536 199:-7.359160867970346
--1 0:2.968005050167258 1:3.021028709753507 2:6.616111929567238 3:10.52843627607351 4:-7.49849580039621 5:-0.5630459383983066 6:-3.907087483769967 7:-2.547004989077406 8:-6.394167020601381 9:-4.072249274787493 10:7.656960811999964 11:-6.234101994224104 12:-7.618768698123197 13:-2.611620583518073 14:-6.56333193567688 15:6.681995094071161 16:-3.228424645858463 17:5.3904959679152 18:0.4547593108053832 19:-1.697136182069783 20:-1.779171677575594 21:-7.746756947184533 22:-9.066272885473174 23:-3.29476907811912 24:-2.292633441165174 25:5.435319428638393 26:8.194087365366013 27:-0.2648875363409973 28:-8.804647101964212 29:8.285137696165513 30:-0.5757208886286594 31:-0.8737399277264533 32:-10.10513576036501 33:0.8142463328357321 34:-4.379259259778081 35:-1.30623100565708 36:4.965054640060281 37:3.318672739410193 38:3.184588084629538 39:-9.992038986439018 40:-2.830996429854967 41:2.600150866541014 42:-6.216801558566319 43:10.86901632333854 44:11.2977867651155 45:-2.170298375740451 46:6.846838346086099 47:-9.490385821825166 48:-3.60628702326812 49:2.338133173716026 50:-9.603181169053391 51:5.697356605823166 52:6.375144061056605 53:-8.261186091470677 54:8.01250490795969 55:3.243011403732081 56:-1.342884037262201 57:6.708880584430551 58:1.269444308526393 59:-4.090415483250161 60:6.157389833238096 61:0.7082524822925123 62:-3.175403152143475 63:-2.932467374373111 64:-2.446410308566946 65:-3.894838977670525 66:-9.80735910563139 67:-9.55473261790498 68:8.024834804768377 69:7.993131761806353 70:8.657459309738771 71:8.573789985692747 72:-1.853358722395332 73:6.489651640092249 74:-0.3597036051241581 75:5.544456141682702 76:-2.980185482971396 77:-1.116863576774827 78:7.354578858418005 79:10.50963968347397 80:-1.739206798338753 81:1.858133554089537 82:-8.510314926932317 83:-1.68864426487196 84:1.075860398244434 85:7.903535467907902 86:1.422386571241383 87:-4.784797822175339 88:-4.594571218791864 89:0.602758684124017 90:-5.681015088150896 91:-5.369352636490262 92:2.013998720187923 93:-2.661186840027168 94:-5.313267118275495 95:5.529291982708051 96:8.294563785086737 97:-10.31163148238226 98:-2.97561157798272 99:-3.739506865574159 100:3.33102004306402 101:3.017497673361606 102:0.9185571635170544 103:-2.818425763691449 104:-5.256653717439213 105:-2.600514014448173 106:0.8762538321684626 107:0.1797255930634475 108:-2.444560352661374 109:-2.496554989647843 110:7.33410586701214 111:8.14310794161581 112:8.022900526447494 113:2.7383504348084 114:7.34323323818125 115:6.983643238821132 116:-10.64981585680286 117:4.064703388695767 118:8.763754638668573 119:-0.8211455130359775 120:3.182071418738637 121:-4.9240087745708 122:3.047614513220856 123:9.218944922048545 124:5.81249922377434 125:1.458007182684126 126:9.787177591969069 127:9.667065716432685 128:6.9028999878678 129:1.606341648804849 130:0.1838870580859553 131:0.1726880452661523 132:-3.979812457216819 133:0.7528333608058302 134:8.11786405581892 135:-6.365245624220281 136:-2.450384935570332 137:-4.726401709853983 138:-3.324853794894005 139:-1.536091398562359 140:-3.138603188222972 141:4.379124078905753 142:-2.300776294654444 143:-4.806258094086107 144:-1.109647501754265 145:-5.699705965332834 146:7.792656559322702 147:-1.800216969799567 148:5.849473536490639 149:6.432514790981232 150:6.612081284509815 151:-9.097115356137897 152:-3.771833150388714 153:3.517572096562205 154:4.89736036578008 155:1.111081802397558 156:-7.34974146125003 157:2.555923464941818 158:5.242385318415299 159:9.919590535310849 160:-1.756391610980055 161:-2.433736101301248 162:-5.879540789678114 163:7.363348044274412 164:5.683449149931565 165:5.558769048065469 166:8.686822706722278 167:0.4708097675213844 168:-5.221223170708418 169:4.966175903752786 170:2.364590921921252 171:-0.7021303113396434 172:5.426860052056982 173:-6.722999588795004 174:0.5297857171463449 175:4.095209614800594 176:5.937560741943187 177:2.350476512851924 178:-3.261680706037359 179:-0.528587469138191 180:-0.02965568642875871 181:5.274404395087236 182:3.474900131735123 183:-4.952234095521645 184:-6.492072484778329 185:-6.073459287296618 186:-4.20101573386621 187:5.827696258417053 188:-9.693801700307446 189:2.315559766048721 190:2.779256159843519 191:8.309024522031191 192:9.536457124628882 193:9.667893813010679 194:4.191947700561107 195:8.252537525232755 196:9.369427323027569 197:1.760322522378929 198:1.888197169365282 199:-2.158152748726784
--1 0:4.900479105030732 1:5.235146780338864 2:5.415745743360464 3:8.798421979491378 4:-6.347405587698632 5:-0.6680995390485502 6:-2.654935583418935 7:-2.582917809880045 8:-7.4677992086644 9:-2.893673770806035 10:5.807326204087567 11:-6.991897228216009 12:-6.815940566468652 13:-2.702269547499333 14:-6.742557074301417 15:5.454046973703037 16:-3.466479500714191 17:7.041413364145069 18:-0.5736487341064465 19:-2.586556453072921 20:-0.6153834287776968 21:-8.446887684886079 22:-10.59270759573229 23:-3.301288910407268 24:-1.504253881225685 25:4.902700711381432 26:7.828620357214996 27:0.8745800847517926 28:-9.316141057780538 29:7.656499094189877 30:-0.9068387519962937 31:-2.011266256979845 32:-9.595745146756318 33:2.825311754026381 34:-4.734540048365485 35:-3.157485054280633 36:6.296159576491214 37:5.087684330425419 38:3.454047651863245 39:-7.895556444518606 40:-2.782697574084688 41:4.609601977459545 42:-6.448848769401755 43:9.589672720747355 44:7.499268770304324 45:-1.83662942747084 46:6.132630354184623 47:-5.649469006871859 48:-5.579317980661365 49:2.693236282166676 50:-5.711932504209002 51:4.220855294932697 52:7.30944881478962 53:-7.056073164367898 54:7.18990107185804 55:3.922489599982742 56:-2.702019566587815 57:8.395623200378054 58:1.692174314639917 59:-3.818834617321413 60:4.852464347384862 61:-2.578688170692098 62:-3.443059754607479 63:-4.393937586009225 64:-3.372567684872507 65:-5.196527279864823 66:-9.115053299864741 67:-7.753584657809074 68:9.896815098054486 69:9.822433130135856 70:6.933157539239625 71:8.156321378747215 72:-1.849857384538594 73:8.152637904835453 74:-1.659746435067672 75:6.203374095096758 76:-3.210869128451024 77:-3.612797748906739 78:6.175048802279107 79:10.47082234394229 80:-1.821828978825436 81:1.798846842617704 82:-6.021676080612327 83:-3.020506067768645 84:0.9279413853263113 85:5.533918635999338 86:2.162768068438573 87:-6.74989276419275 88:-4.17002774267746 89:0.8043407045821916 90:-5.039972997957096 91:-5.095429794359364 92:2.286185766693754 93:-1.641384228501236 94:-2.188727929499314 95:3.298647745173667 96:7.41197533817574 97:-8.826373570265822 98:-5.261648189129001 99:-3.103524141010185 100:2.612296025077994 101:4.438924987205437 102:-0.1980222758758936 103:-1.930225353739224 104:-4.90547463585323 105:-0.8868200847772627 106:1.724321568074924 107:-1.059647643621697 108:-1.402489239404198 109:-1.284304570654553 110:7.114797222548746 111:8.07078387580952 112:8.357052960855766 113:2.308911234598274 114:7.458343477960412 115:7.883789573109241 116:-9.153679457565435 117:3.757621238468658 118:8.012241997798609 119:1.052967692205015 120:2.337484369290341 121:-2.308707590937884 122:1.6375849403258 123:10.44717603985178 124:4.460102069610359 125:-0.2718039366167296 126:8.622066623116966 127:8.389269517051897 128:6.638756474340588 129:1.525319424254746 130:-0.6588090443103073 131:-1.590431877224902 132:-2.244086728229112 133:2.239119415226384 134:8.799134112463623 135:-7.414844726033608 136:-5.046723312123186 137:-4.73215041195753 138:-4.668125287305251 139:-1.417025906230081 140:-3.861812441389395 141:5.977305993579955 142:-1.654701631438506 143:-2.838047944576887 144:0.6062864248420752 145:-5.963419235432698 146:7.177654175638473 147:-2.474077679090262 148:4.305893335384305 149:6.898038830536635 150:7.384677260046073 151:-10.35800273480782 152:-4.556848639720102 153:3.254763166158446 154:6.426978326928189 155:0.6134805947186863 156:-6.138766388582144 157:1.127750726271058 158:3.885953817912592 159:9.109816357946023 160:-3.420627741311433 161:-4.184568605159459 162:-6.452114041375103 163:9.878024236440789 164:6.327111334731347 165:4.820783426406369 166:6.329038650261671 167:0.1042111074712336 168:-7.10201028543509 169:3.734920951319126 170:1.451196046236454 171:0.7770503135902023 172:2.37058540363432 173:-9.535724302395449 174:2.849883769819775 175:4.123399646596252 176:7.251757867814152 177:3.225370431383087 178:-2.886946185324454 179:-1.896245511014595 180:-1.310205045659938 181:4.327937660436216 182:3.251669146574715 183:-6.63264034804738 184:-7.057754644430651 185:-4.077409193081039 186:-3.223566604542594 187:4.597568841113865 188:-10.55175468950769 189:1.361137041744228 190:1.595009414751676 191:8.376357071415358 192:7.998318157393792 193:7.75935959043093 194:2.813762042666593 195:5.443847978323191 196:8.339627350178176 197:1.565309874120139 198:3.175337928482545 199:-3.28235023948276
--1 0:4.584278669583813 1:4.516555603742823 2:6.184907891028587 3:10.37092281720311 4:-8.772448153752693 5:-0.5433804691321791 6:-2.868009317018746 7:-2.649360661442409 8:-6.445541932819478 9:-5.205362908515946 10:8.1604706798881 11:-6.66828910304634 12:-8.00015651474264 13:-5.143990166218914 14:-7.729071232146772 15:3.965923908977174 16:-5.046705168392162 17:5.219213892169892 18:1.71058292321915 19:0.147145935917218 20:0.2199376676335991 21:-6.877267599853257 22:-9.383516547205046 23:-4.059565316100949 24:-1.048754197689117 25:4.414589266591227 26:8.961259524253903 27:-2.10475557232404 28:-8.393709138274707 29:9.687414196164012 30:1.07132944047924 31:-0.8134338797417613 32:-8.579837872379986 33:2.283072547110394 34:-5.172786055354189 35:-1.605737566325617 36:4.953537109009591 37:3.878429083558958 38:3.861447389004601 39:-7.455515210071498 40:-1.625668549473748 41:3.085465131247575 42:-8.814762654712791 43:8.518211729672261 44:8.620775289645552 45:-2.230609851729942 46:7.509720394895608 47:-7.274093805182916 48:-3.371090515936471 49:1.437366180065524 50:-6.629286497205306 51:4.350658525638932 52:5.399852704191296 53:-4.559672716275871 54:6.361959828997388 55:3.881744760339268 56:-2.498696772258046 57:7.159861048585623 58:2.458366849545896 59:-4.663323748093626 60:6.0369926605635 61:-2.370931332339406 62:-3.522952676871471 63:-3.448045055972366 64:-0.8849112699897017 65:-4.708579808904335 66:-11.63769303980452 67:-10.11070451524984 68:10.25909694673482 69:8.470309750139036 70:9.612453545252318 71:9.688369874292537 72:0.4788721691754564 73:7.550731190390193 74:-1.064067976537931 75:7.400359799531492 76:-2.432855347618247 77:-2.14766031046033 78:8.96423779868412 79:10.78667498081001 80:-2.419690883625393 81:0.5979580293285994 82:-7.374145780829124 83:-3.810576886638832 84:2.055095950389904 85:7.815651014761101 86:4.097975905825756 87:-3.456460897626679 88:-2.638959458923153 89:1.100383033189243 90:-5.813889456093672 91:-5.841055816512058 92:0.8569986454560543 93:-2.701745316413319 94:-2.940550851020826 95:6.751098656660502 96:5.358432960101664 97:-9.014311473267162 98:-2.522452815703607 99:-4.642022155166563 100:2.446231705139704 101:2.368815407030103 102:0.5200263194537811 103:-3.091643632914739 104:-5.670709101301859 105:-3.297989336051207 106:2.461087799464039 107:-1.457071121488185 108:-2.63443858807614 109:-2.073738477068603 110:3.990788845536588 111:8.755595324131619 112:10.03880319577282 113:3.186794837116098 114:9.131725501655909 115:9.203965676274263 116:-8.370033944932594 117:0.81755757616005 118:9.113829870950884 119:0.8520162608545727 120:2.361799908161899 121:-2.704823123483628 122:1.231391384068616 123:10.1083208128809 124:3.670422703902505 125:-0.6654006919333499 126:7.227029372229148 127:7.310170943824419 128:5.195104498036186 129:-0.5162409003833373 130:0.2941533252261452 131:-1.562503939891602 132:-2.374753013153046 133:2.070296083214363 134:9.374169933181047 135:-6.793712467426579 136:-3.495241598321283 137:-4.210911862691773 138:-5.084429985167893 139:-1.267788904926449 140:-2.500001738979743 141:5.123695969001416 142:-1.812436127289584 143:-4.076605851034272 144:0.2723245880786543 145:-6.252193407353561 146:8.222057150984734 147:-3.170850576019962 148:6.115793313183029 149:5.45193170281561 150:7.339040450105895 151:-8.776035875909143 152:-2.274563701931158 153:4.416545167715792 154:6.756677184715167 155:0.8836095470235467 156:-3.250803713509578 157:2.898896113929128 158:5.887301020428885 159:5.76707655506282 160:-4.332454834070354 161:-0.9961346057229736 162:-7.631072487291071 163:8.901102962344789 164:5.126721167209146 165:5.98705032572976 166:7.509718392702478 167:0.7297402124133842 168:-6.671020799102155 169:3.097541791547019 170:3.430166949867895 171:-1.237825558572984 172:4.024214952691256 173:-7.416419802430708 174:2.882766571541094 175:3.889282051189752 176:7.033603110404864 177:0.6450647761815578 178:-4.521994702464534 179:-1.297262423896189 180:-1.370489938816512 181:6.37760674450158 182:4.014242738136149 183:-5.29907827978801 184:-6.010654184686276 185:-6.860577489676237 186:-4.617178848937165 187:2.098016166990953 188:-9.370914992150377 189:2.613089137278336 190:0.3370245234397101 191:9.366173523650149 192:10.41033044405479 193:8.077872832211042 194:3.601263390964768 195:6.006520204124488 196:8.650523667402197 197:0.7516640254418945 198:0.9310880409911704 199:-2.980232598329654
-1 0:9.832629166441135 1:-3.806942188535045 2:-4.06780188663005 3:-3.153850525740097 4:3.221261050908976 5:8.548945445405778 6:-8.735732649467854 7:-6.446702750675216 8:7.735764350553696 9:5.311522075915012 10:-7.079802667799725 11:3.950762063042198 12:-7.337798098403043 13:-8.955279189238599 14:-3.880450117909266 15:5.015540770382669 16:6.393926805114732 17:2.321210117591797 18:-6.693102431785483 19:-0.4558720874708535 20:-4.293775834415756 21:1.084728465299151 22:-7.048173031276631 23:6.837353695924913 24:-0.3898683809954633 25:5.396335222853851 26:1.079067221384547 27:-3.331142207016329 28:3.846327797056926 29:8.143194412455438 30:5.937207058194929 31:4.584836890183486 32:4.716531841687905 33:5.703661099589264 34:6.863142405170248 35:5.512106482182046 36:6.556587243214046 37:5.952641444776948 38:-9.112450529314877 39:-4.314909340750436 40:-0.1222929069153611 41:-1.102999846360878 42:-1.354926061690801 43:-8.286406448916956 44:2.726215356126747 45:7.982916980408858 46:-8.753919308993151 47:-4.414068154023914 48:-7.974047821030344 49:8.198924141385802 50:4.578001299997387 51:-2.564085488221377 52:7.668592392977397 53:-8.497047967378037 54:-2.59926915058591 55:-3.478895492972648 56:7.606246316081469 57:-7.722791056272145 58:-0.6221917652454104 59:-7.496796388425025 60:8.057433083011773 61:-6.48538365439839 62:11.65631811032025 63:0.846904120025841 64:1.444696607667205 65:-3.035286764931387 66:-4.997904843478173 67:9.224600345695059 68:10.48303604650418 69:-6.54475027335268 70:0.1683931978669767 71:2.771696389758808 72:-1.494883360081499 73:5.706298146556224 74:-4.336477620256217 75:1.43347495037957 76:1.83042966884309 77:-9.672018152800057 78:2.454637717486199 79:8.087248568014335 80:-5.363276906387038 81:-3.069744469554082 82:1.890618671261002 83:6.4764319791767 84:7.425734139752816 85:8.677429801933803 86:-2.989527136767933 87:-7.193170508645028 88:-0.09603049671863206 89:-5.798740706386065 90:-5.485144996405609 91:-7.282299594884565 92:6.050225765434599 93:-7.332130893509171 94:-5.207973281830291 95:-6.441433749278179 96:10.99995714286083 97:-6.660838925949844 98:-8.53165349074229 99:-0.4507929877794028 100:3.851280410071693 101:-5.97893373042652 102:7.563191055742779 103:-5.190010319083489 104:-4.70501216063415 105:-8.844568825209743 106:1.746639681867658 107:-1.463901602553623 108:-9.840939519339727 109:6.31835499052888 110:9.609984406893302 111:6.385531244256792 112:8.036667395455408 113:-6.463023336625463 114:7.262516236809964 115:-6.41757880370005 116:-4.008134770785022 117:4.094623729763844 118:3.268850873532988 119:0.8138999937143274 120:7.29680578990172 121:4.894504206411616 122:-8.359153481275182 123:-4.133731388926216 124:4.240668487559634 125:6.344755446527993 126:-9.534680861593577 127:-0.6268094649351489 128:4.549169682004899 129:4.447826616039216 130:-3.958848213652972 131:-2.358646097845686 132:9.442714223056576 133:-1.363895407715856 134:-4.513017420049643 135:7.649106433083345 136:-3.184463214317696 137:5.666799172034729 138:-7.984951064495295 139:1.339492128351329 140:-10.14168999298312 141:-8.534986465505252 142:7.125091270297749 143:2.896452647888919 144:-0.6657589819581133 145:-6.372069089269089 146:-0.4855111417339677 147:-8.921860867053383 148:-0.8005702981360857 149:-3.1513843548247 150:-3.522903290983697 151:4.966058554552386 152:4.280816509239286 153:-3.687829292777561 154:-7.814544195200176 155:-5.997615621909882 156:5.555456092769627 157:-2.377130711975751 158:-1.239803735677018 159:2.339826419102939 160:5.446472866026823 161:6.68750674195141 162:-8.211531241465533 163:3.253326033661273 164:9.198094163809696 165:0.9990553824299709 166:-3.214061298167018 167:-4.89697381601107 168:0.9878742375269347 169:-1.629890249112671 170:-9.32940425102535 171:-10.20575423321008 172:-6.046711774050436 173:9.580539204712098 174:-2.703005928989155 175:-5.787758125439042 176:6.955687315680496 177:-1.551928127116425 178:-3.286390244718477 179:-4.140797663839715 180:1.322494193980928 181:5.9605381802022 182:4.698071564205427 183:-1.10449580341035 184:2.718777726191747 185:-5.542413864095247 186:-4.198830197229865 187:-0.220954534665962 188:10.02244127178921 189:6.42600306135282 190:-8.285339741144941 191:-3.038774964373186 192:7.993240496768037 193:-7.57554656759441 194:0.1029445701641207 195:-6.709122048393507 196:-8.402527581092784 197:-7.576408889657075 198:-3.785146683729852 199:-7.979703866426248
-1 0:9.819655804385782 1:-4.621804310603725 2:-2.569661239820634 3:-3.413815552948354 4:3.523230492462202 5:10.3839985734492 6:-9.111370281129346 7:-5.676065873756898 8:5.212297556844112 9:5.188703677342726 10:-6.184860994670498 11:3.973749400033233 12:-8.919279996901437 13:-11.39190051040871 14:-4.114006643066785 15:5.372705024969386 16:6.72071437624799 17:2.267863240428571 18:-7.07702425343133 19:-2.314110354831532 20:-1.767844410372 21:3.900117193799863 22:-6.082316001186761 23:5.916274197969638 24:0.1183704444289328 25:4.372080102820668 26:-0.6051654724523655 27:-3.501472221003755 28:5.308244308287358 29:6.398249468596523 30:6.310033265445342 31:4.864846271756382 32:7.605298722362527 33:7.087283628334119 34:5.083589477163926 35:5.149837452764346 36:4.932701244200683 37:5.618262695865365 38:-8.836983981327684 39:-3.598296211617686 40:-1.959905149128067 41:0.16535076005927 42:-2.993930812656873 43:-9.285496949435782 44:2.597098386793375 45:5.329086898131468 46:-10.2380391398113 47:-4.674806136061822 48:-9.600843938689964 49:7.052615975682134 50:4.162411865051344 51:-0.9999363801038212 52:7.249066928459269 53:-8.579567228114271 54:-2.637528628051166 55:-4.421490291935128 56:8.196380265058012 57:-8.664895560000469 58:-3.380074188907044 59:-5.683302337559454 60:7.917328577003254 61:-5.531170905283605 62:8.584540600759052 63:1.880551246121442 64:-0.1368377016631046 65:-0.3790900300429774 66:-4.545841385504481 67:6.008085550980132 68:7.819290335563938 69:-4.812323010244944 70:0.7307020940682918 71:2.947205664321261 72:-0.2390360517151264 73:6.177763618006874 74:-4.132671255336085 75:1.759063153275554 76:3.728385048391055 77:-9.768879866136743 78:0.8191278425973223 79:7.044371320493485 80:-7.522768340671508 81:-2.823149085415094 82:4.233195775780399 83:5.909570212914901 84:8.268484242158422 85:4.514223651567338 86:-4.124905053018678 87:-7.554862963794464 88:-0.08385383277887304 89:-6.91806413130373 90:-5.648991713949459 91:-8.068420542412273 92:8.013087568843378 93:-8.0968858526031 94:-6.503992878934272 95:-6.221359104817333 96:8.582531475286215 97:-8.726013593720063 98:-6.965350834112981 99:0.1451752695033812 100:4.108522084455746 101:-4.346892632042703 102:7.044565530286471 103:-6.32101955463457 104:-3.399262893918863 105:-9.436278648547692 106:2.409575110547598 107:-3.169409505965273 108:-9.221197672915601 109:5.314871919770244 110:8.780198714497867 111:6.329032525261673 112:6.223438360306214 113:-6.016634574505891 114:9.365242304770765 115:-6.649890484843229 116:-3.738851550918764 117:4.864630498959462 118:1.956927922902085 119:1.709606606110064 120:7.172994742036743 121:3.416929122312382 122:-8.540373651908604 123:-3.36116053007697 124:3.816783592444483 125:7.18036110612563 126:-10.05867211371779 127:-0.5480201567668339 128:6.38868616055701 129:6.584638008003774 130:-2.518260813454449 131:-0.7393373701745209 132:9.045738134397517 133:-0.4392890018987853 134:-4.167550607253756 135:7.304668658628636 136:-4.463991857057087 137:6.631847613265924 138:-8.659797716216101 139:-0.8282857166347752 140:-9.651245861648807 141:-5.747502058483143 142:5.960280162819683 143:3.71203908543741 144:0.7230658051454331 145:-7.885422664043533 146:-1.780157674008473 147:-7.310185768974206 148:-4.058569522433483 149:-3.441756843123135 150:-3.624616201140784 151:5.682715309146874 152:4.530552220941754 153:-4.186375335780151 154:-9.061026491515712 155:-6.216186773842225 156:6.240277581134457 157:-0.8670988200709856 158:-1.660367424992089 159:2.663761044206893 160:5.42252428582765 161:8.468974214417143 162:-6.545759652049045 163:1.303306883746677 164:8.770614610504644 165:2.304805591260851 166:-4.476436931390418 167:-6.414121806634207 168:3.627578989525814 169:-1.544042309100594 170:-10.11908741241453 171:-7.222169242264495 172:-6.184545247186137 173:8.317746498612035 174:-1.285305013055964 175:-4.353146293928013 176:8.344499263614836 177:-3.804543724733948 178:-3.663162380787621 179:-6.079224320625214 180:1.937985759821461 181:6.925538456478097 182:6.87461983115956 183:-1.341993612977658 184:1.348026635751419 185:-5.098543572751102 186:-4.431074178587082 187:-0.7553926578544956 188:8.83734446222531 189:8.306980420705637 190:-9.871403306691869 191:-0.9227813473455024 192:6.499689902776168 193:-5.810728958530846 194:0.2560980546601257 195:-7.70659849791383 196:-8.614898363124892 197:-9.170280391422168 198:-3.73323842594242 199:-7.643626675146779
-1 0:6.487861160436436 1:-4.162361695716731 2:-4.117744886324568 3:-3.873208549573688 4:4.373041153555206 5:10.85814178649535 6:-9.664453264192433 7:-5.796505723560301 8:7.50242598220547 9:5.762929125787349 10:-7.651388713473577 11:4.605622777929661 12:-7.434744740592582 13:-10.36365528856236 14:-5.63469689478587 15:4.353254803138204 16:5.636647544241625 17:3.570493841342198 18:-8.004925765624902 19:-0.9147907777479921 20:-3.402040788009122 21:2.184245723495381 22:-9.685177959916095 23:7.646115090767994 24:0.1135866586467093 25:3.257236913109987 26:1.006042685486071 27:-2.114882981579884 28:4.758891522784935 29:7.089314981821516 30:4.75935659532319 31:4.896909501761371 32:6.337384171429663 33:5.083098129338073 34:6.52335148168221 35:3.573712266189085 36:6.909735230674079 37:5.950152360652841 38:-6.675334928200842 39:-2.840730913604272 40:-1.60258443603313 41:-0.271448867456961 42:-1.178680964630229 43:-8.939813044224852 44:0.6831323027270151 45:6.494253057560899 46:-8.595260926441751 47:-3.423087596657041 48:-6.282890375919001 49:6.36213134793141 50:5.071993157539827 51:-2.67272383899726 52:7.480019750977564 53:-9.706893075244723 54:-3.621711375773557 55:-3.244983163797213 56:8.947687938955438 57:-8.077354315269648 58:-1.695781125605705 59:-5.783948294643709 60:8.908897231780568 61:-3.192806624054703 62:11.57831922615119 63:-0.02153348013933154 64:0.9780011032574369 65:-1.79236793446295 66:-4.867486401175385 67:7.544431649009337 68:8.832700292072316 69:-4.307942211730625 70:1.491157931141909 71:1.969816281915623 72:-1.080138849962907 73:2.64907620605291 74:-4.723386341345873 75:2.079170836357941 76:2.462455601315187 77:-10.49083471179899 78:-0.02641682412778357 79:6.969931636885292 80:-5.785577315218336 81:-3.814217086238479 82:3.253560536084693 83:5.8316343136955 84:6.394419360986962 85:5.92790873518715 86:-3.513427214957832 87:-6.965571605642625 88:-1.688051949139516 89:-6.115648536112468 90:-5.395244852108965 91:-7.04793937744116 92:8.723678838670789 93:-6.612330812359691 94:-4.971275283593829 95:-7.516498880703793 96:8.962415549953558 97:-6.663745508418045 98:-8.513423761885111 99:-1.690626857487086 100:5.427799168326557 101:-4.544642099406079 102:6.774703782726547 103:-7.187017447978246 104:-5.070152784905657 105:-7.178114530726988 106:2.594938526382721 107:-1.732472112374324 108:-8.031786321872634 109:4.354569609929034 110:10.17377710763632 111:6.329319658274757 112:8.677939484617186 113:-7.798450406558537 114:9.166205742022578 115:-8.265015811617946 116:-4.989832740991 117:4.992441707115587 118:2.331754582663717 119:2.278794162181446 120:8.188121272996481 121:2.976459207521127 122:-7.897573527131072 123:-3.055847395470069 124:3.492645128471468 125:6.350167208421129 126:-7.268725177997679 127:0.5678647282782356 128:4.259966715909702 129:6.119800408009897 130:-4.182240491369956 131:-1.495958134249754 132:9.932490024760877 133:0.3695259965911018 134:-3.416035736348701 135:6.238314208287632 136:-3.469933327151813 137:6.076658508836787 138:-9.324178869284793 139:1.613005983745166 140:-8.213761690700016 141:-8.695168494723182 142:5.438212244364538 143:3.520939877788436 144:0.3176800329425564 145:-6.969869924491066 146:-2.286957015802321 147:-7.546862883663869 148:-3.134554096406416 149:-2.807135485187095 150:-3.331464740024738 151:5.452265696912816 152:3.305950339531102 153:-3.948773679061059 154:-8.09767274813268 155:-7.1885409926919 156:9.130758870523634 157:-2.983299729533253 158:-2.622674261053648 159:2.821550364778477 160:2.843090295997381 161:7.723767016814849 162:-9.144098212609412 163:2.864535037300388 164:9.77847498508622 165:1.080183515841797 166:-3.336658642798508 167:-5.495757780940047 168:3.421208697294202 169:-1.817177965858319 170:-7.394241087375894 171:-8.375493548891388 172:-5.782614180811969 173:7.31007049614998 174:-2.153157006420797 175:-4.934843915178254 176:9.94120569634303 177:-3.327627739746631 178:-5.115616813490524 179:-2.530672370463106 180:2.455455732950279 181:6.649371684450823 182:4.810491624080188 183:-0.1105461013474638 184:1.480178375019842 185:-5.9106679604076 186:-3.953375092657375 187:-2.25516536024848 188:8.749347553941131 189:7.111814358264637 190:-10.08723859261039 191:-2.3720461427028 192:7.034698503793241 193:-8.050247152036533 194:0.7113570051382687 195:-8.48715864654981 196:-10.43472844547441 197:-8.124780644547283 198:-2.525177742341985 199:-6.198583546692246
-1 0:8.812823486760127 1:-3.549198924143954 2:-4.287104628560579 3:-3.874292570727923 4:2.487132838514585 5:10.59716711469194 6:-8.247799967577095 7:-6.142533115808034 8:7.699095466082066 9:4.528375535659966 10:-8.284777634261099 11:2.982370079625136 12:-7.917985188255249 13:-11.99447675336105 14:-4.460338678325318 15:4.501438476608788 16:4.804710292563064 17:3.702147280739692 18:-5.467853846262715 19:-1.462801308045783 20:-1.981798288919175 21:1.906755531114852 22:-8.078128595921724 23:7.150768995637877 24:2.01711305101008 25:3.756615813354538 26:-1.004791093618561 27:-3.820221609188886 28:5.964326325853693 29:7.195977913408622 30:6.152276737137888 31:4.169764514053996 32:4.995598342771528 33:7.552828460115941 34:6.226753617242017 35:3.49194105657522 36:7.208855962165353 37:3.871704626099518 38:-9.060924298161599 39:-5.345916535619173 40:-3.611625368663814 41:-2.106643012798586 42:-1.345383353891282 43:-8.624288641180083 44:4.401799886362311 45:6.213310072046774 46:-9.127113069967619 47:-4.963187794060733 48:-8.244024250690304 49:6.474070227841317 50:3.801622345365178 51:-2.557820791697924 52:6.257726237676936 53:-7.968076728983279 54:-1.671555553258225 55:-5.126541155716509 56:8.187574470644213 57:-8.484512587366956 58:-4.259288709652518 59:-5.034589460240608 60:7.842047274939651 61:-3.862104310101889 62:8.621083859882642 63:0.5014404573451587 64:0.2113162868172822 65:-2.430659642604824 66:-4.477274919352265 67:6.950164330360109 68:10.15864086388148 69:-3.804660196240215 70:0.2201704146386681 71:1.240659212991757 72:-3.191138398509793 73:4.495676136608929 74:-6.256477257271705 75:1.831285801448464 76:0.6398550760143433 77:-9.447146075676788 78:1.448376929821256 79:6.312451597961888 80:-5.495336493919796 81:-1.657598351049951 82:1.796236787099806 83:6.62314292422248 84:7.052963165293751 85:7.075564372206994 86:-2.91828515329864 87:-7.373542956436316 88:-0.355484136034358 89:-7.867050255793183 90:-5.588321190985971 91:-8.300999250891756 92:8.072722488873033 93:-6.887566860965884 94:-6.005800126446376 95:-7.956785780572132 96:9.759574025752741 97:-9.170078926260558 98:-6.680165034964003 99:-2.025183642412247 100:4.112666415520258 101:-4.920371492000698 102:8.544670251983028 103:-8.092103680131643 104:-4.469169516493912 105:-9.270748425394624 106:2.28043358574603 107:-5.283636596200171 108:-9.664024493681074 109:5.451228722558502 110:10.0007169468822 111:6.29797940694569 112:9.258237409130857 113:-6.483339630890338 114:8.281734827509579 115:-6.329535367430636 116:-4.436330450425893 117:4.944728056466557 118:2.216052623470798 119:1.920972927671357 120:6.589476660116359 121:4.522153699750094 122:-6.217560659690154 123:-2.934900660642459 124:4.01204055945372 125:8.405500550830629 126:-7.511989115350056 127:0.1524587009494613 128:5.980346753936398 129:7.519655900943633 130:-3.004770341476307 131:-2.696379894876868 132:8.177765472085538 133:-2.193462616578085 134:-3.50292404902653 135:6.137736939739798 136:-4.720622196346824 137:6.18906419240173 138:-9.215422061878709 139:0.07491177515461389 140:-8.875105825794414 141:-6.718516103538514 142:7.530423159620796 143:1.49303902093257 144:1.134268388769871 145:-6.056154665214246 146:-2.435211841403827 147:-8.355467585969418 148:-1.345716136498443 149:-0.6369205337542292 150:-1.701510291875155 151:3.778816793166158 152:3.281696756434254 153:-4.032303988132122 154:-10.42471023110224 155:-7.272348483169797 156:7.907124681789521 157:-1.372468306314321 158:-3.127394238959824 159:2.392922089774285 160:6.081451401763868 161:7.705287244218614 162:-9.694334950671307 163:2.560430408426805 164:7.937419064111881 165:-0.9968273364365152 166:-5.120263663377548 167:-6.90661173199363 168:4.417494624785527 169:-2.7865014878501 170:-9.67285055086116 171:-9.058691612334059 172:-6.011217276319747 173:9.863847977538761 174:-1.112508769479932 175:-7.377947862835097 176:5.886167165092558 177:-3.095511297930789 178:-2.93128541707891 179:-5.226630478909634 180:1.325727123627473 181:9.507985301967915 182:5.523921253481092 183:0.3706708851680176 184:0.5945482384017386 185:-3.86752137681038 186:-4.771300503134314 187:-2.061731259121425 188:8.00669936018727 189:5.961236129939625 190:-10.18827810251154 191:-2.786061174775188 192:6.855478273102942 193:-7.083190256607084 194:1.053889056965539 195:-8.43370347938105 196:-9.646557794944014 197:-8.783731387022103 198:-2.991399844691588 199:-5.796628313586893
--1 0:4.5812758543986 1:6.353310138548924 2:5.267738400849736 3:9.490476301358122 4:-7.751779523029867 5:-0.7936046320096313 6:-2.604158280229368 7:-2.552226425031393 8:-5.14557832671935 9:-4.314645882244263 10:8.814498768412435 11:-6.56170069871296 12:-8.358318497140315 13:-4.729632491722713 14:-6.226616586580317 15:2.871960614761263 16:-6.305894701951472 17:4.419790071646716 18:-0.2262996303968264 19:-1.895629787853735 20:-2.427286718385006 21:-8.081702036583165 22:-9.687232178341599 23:-2.857720134911209 24:-1.648608488956895 25:5.006943598512148 26:6.742758378134056 27:0.1200717590700848 28:-7.911203156862377 29:9.980342232107718 30:-0.6583523669809055 31:-0.1593457358222776 32:-9.12608952065402 33:4.556925154192079 34:-3.758363116209136 35:-0.9722900000336154 36:8.221025513652611 37:6.309320715970378 38:3.447520346410104 39:-9.487953240380918 40:-0.9576939180290767 41:3.356374574364293 42:-5.972199304741539 43:8.321946627726865 44:7.918176035724637 45:-2.201358259974982 46:6.282820546031133 47:-8.353581310227197 48:-4.524182064005664 49:0.7355984543530578 50:-7.499495918098595 51:3.275358061262231 52:5.920621723870136 53:-6.593587949267302 54:7.050201781479432 55:4.516062807084186 56:-1.201440798907962 57:6.653972941560533 58:1.858593834116825 59:-3.309666100387131 60:6.560144142354105 61:-0.1522902566154598 62:-4.049712504361801 63:-3.753988538283977 64:-2.298445346242173 65:-6.772520479370209 66:-10.3526075514981 67:-6.886617200043591 68:6.881107901531523 69:7.402818581650418 70:8.492197591949882 71:8.969475712837738 72:0.6766351086015976 73:8.97391854450129 74:-0.3852298890324435 75:4.76783972444239 76:-2.646392463281041 77:-2.03002691101728 78:8.321688105099039 79:9.76791861449253 80:-2.137244708370106 81:1.27792371316116 82:-8.113691852694632 83:0.3933434924259935 84:0.1729188244763495 85:6.827520060987306 86:2.517183900615794 87:-4.901997039504131 88:-5.651870527229578 89:1.090220766478923 90:-5.16518244385996 91:-4.894658641806616 92:-0.1123992090649326 93:-1.834391696266047 94:-3.399134171954925 95:3.358628279153649 96:7.630920876901032 97:-10.67170598975574 98:-4.696686409879177 99:-3.946460285164454 100:2.700565262631136 101:4.742596662648538 102:3.2948271545289 103:-0.8076295070055393 104:-5.579279943831687 105:-2.711610170868196 106:1.744057743791085 107:1.583682411890142 108:-1.013679777246111 109:-1.12291818355635 110:5.116809090338761 111:7.715572391799918 112:9.541040257936753 113:2.216594574178169 114:6.200683604191761 115:8.1761376851679 116:-7.701079110347502 117:0.0580183285344984 118:9.004039516645628 119:0.6613240521249317 120:1.66650320198337 121:-3.810607630986459 122:3.551904470198723 123:10.27509171604485 124:3.880242359124396 125:-0.6956882912778678 126:8.201435732565173 127:7.744967467933725 128:4.56444273926889 129:0.600451346804597 130:0.05892849619493451 131:-1.945076232281637 132:-1.19010054480345 133:4.725260942245294 134:10.43138652902679 135:-6.407204483320683 136:-4.010672197834766 137:-4.551983430713775 138:-3.50686890694983 139:-3.153473053299945 140:-2.246965000225341 141:4.893159041535692 142:-2.133752823360061 143:-3.31968983855604 144:0.3659369190291909 145:-7.913266928368988 146:9.087511545335486 147:-3.427262680900027 148:3.72944300410397 149:5.536728247807066 150:6.837922397599265 151:-11.86014161780346 152:-3.05347901854051 153:4.237221105605148 154:7.21124808415477 155:1.853815816946493 156:-5.163622942619476 157:1.051484873153534 158:3.269193892308585 159:7.338144949805594 160:-4.998522116762948 161:-1.674376264045649 162:-6.326967093240948 163:5.525071223332892 164:6.72654276956442 165:8.390300904729253 166:6.688630069736876 167:1.804414105823266 168:-4.411273263063046 169:5.334683328965204 170:3.22948808544586 171:0.4219562994899793 172:2.074048602245088 173:-8.213819537237775 174:2.168425751774101 175:5.261310170233113 176:5.78453308895106 177:1.605437308759166 178:-4.624419466703538 179:-1.182925403670258 180:0.09609003871405719 181:5.091132880930946 182:3.398837570920178 183:-5.013688129950076 184:-6.725354941282686 185:-4.445598991869376 186:-5.052650814377741 187:2.507739799076053 188:-10.15794191843621 189:0.7190715631544422 190:0.1588868951266557 191:8.110479726789334 192:9.484130287363456 193:7.275931688191776 194:2.272442684267201 195:7.000040195756888 196:9.551510704193337 197:0.5386430995789826 198:0.9263165995703971 199:-0.8959653684060314
-1 0:6.712052800206568 1:-3.38503134088352 2:-6.332479534569619 3:-4.041918250731824 4:4.479564108120004 5:8.537241260703695 6:-10.30639231482407 7:-6.787095279045845 8:6.230399815544921 9:4.535309644090585 10:-7.499870079556379 11:3.76606910178963 12:-5.910917070641378 13:-10.03731043127257 14:-4.14324522257481 15:3.293814562129543 16:5.281438174016815 17:2.845327778390511 18:-7.53245634507146 19:-0.283338859421119 20:-4.291450139746587 21:3.094680431367475 22:-8.557806968849718 23:8.197646918036584 24:1.824398558791672 25:5.092029174180007 26:0.4109632354791655 27:-2.612942293275143 28:3.17409645722117 29:8.249009276631076 30:5.740968549346164 31:5.594934394328241 32:7.025955646335205 33:4.615937895338664 34:7.985195858667907 35:4.892402829653488 36:6.917561229354701 37:5.732006850239284 38:-7.680036187638013 39:-3.906176444547894 40:-1.810106406590904 41:0.569069171629334 42:-0.648171233443067 43:-9.464576818303547 44:3.336889194026692 45:6.397144546923152 46:-8.123902172698569 47:-5.459757616328595 48:-6.884173741942406 49:6.200044471405283 50:3.350587148319544 51:-2.977435386013979 52:8.011451083152732 53:-8.889670389917192 54:-2.716136698577476 55:-2.179430377967003 56:9.715213837820819 57:-9.069089589026467 58:-1.123737422771833 59:-6.699575343979402 60:8.009710955865661 61:-5.011320522114427 62:9.428990019763173 63:-0.08092559783913111 64:0.2016957047904028 65:-1.69431800285574 66:-5.708872064216814 67:6.506068275691359 68:8.717133201286195 69:-4.59060447471203 70:0.2938740967822648 71:2.203863402294762 72:-2.660432030379111 73:5.423668033141891 74:-5.553713270704466 75:2.808024525712181 76:0.967563371061855 77:-8.747778683664819 78:-0.4772680840008086 79:6.538342452357002 80:-4.456915291485454 81:-3.412885136920191 82:3.377659160091773 83:8.925863320252395 84:5.537126175072092 85:7.286799973110469 86:-5.466067622115736 87:-6.317178971332417 88:1.219386459826283 89:-6.141371783427016 90:-4.6719645061188 91:-6.910493083136381 92:11.29345165318859 93:-9.780666538721494 94:-5.767531517433701 95:-6.123602623269782 96:11.60072337558153 97:-5.535492529051208 98:-7.585458329900538 99:-0.6227789607177905 100:4.208835636369887 101:-6.28660328163725 102:7.082051591017459 103:-7.879083439319114 104:-5.027459880248979 105:-9.694351671383496 106:0.3618190930998986 107:-3.619621077868232 108:-10.58659484851404 109:6.181384909467486 110:9.179043914271748 111:7.602669584595692 112:8.426458128669886 113:-7.588429571281388 114:8.793629229060945 115:-7.265139690399837 116:-4.067170464183655 117:3.892894194929083 118:1.773523340618269 119:1.803503361473264 120:8.112282716746632 121:4.032515785127643 122:-6.464576489821901 123:-5.699117636500485 124:4.080885934821281 125:7.083789924666876 126:-8.055180042560048 127:-0.5498250993538356 128:6.302606221957393 129:4.577290857318146 130:-4.401955870977475 131:-2.758701025396352 132:7.979484455491976 133:-0.2672466719144675 134:-3.068837684090011 135:7.740096274371035 136:-2.630617804882454 137:6.036867940592489 138:-8.968776568239546 139:0.1197868811515477 140:-10.24222193635032 141:-9.028880452539077 142:5.053785523264061 143:4.829047111272796 144:-1.636763177499573 145:-4.025708227016478 146:-2.39623900398975 147:-9.131877832517439 148:-1.910428174940735 149:-3.446633320906827 150:-2.052911279746279 151:5.091406809788163 152:3.712852809159538 153:-4.413402897713976 154:-7.902095727497725 155:-6.615706496863569 156:8.063460587423933 157:-1.408708117202817 158:-2.25816817045682 159:3.248536082039735 160:5.216265432610583 161:6.092538417908598 162:-10.13099759554525 163:2.522581245637561 164:8.513238473174502 165:1.357665747261082 166:-4.835332097614657 167:-5.894708681645327 168:1.570941612599787 169:-1.965033262173958 170:-10.33075141576802 171:-9.685751612847582 172:-6.589557163020905 173:10.42047929673287 174:-2.35515211339206 175:-5.622181696295979 176:8.480787720752597 177:-3.845440061943741 178:-2.64967360532647 179:-3.132016971783944 180:2.838278173334368 181:5.902538471770466 182:5.302414566476594 183:0.1459588370107542 184:0.6579269878225826 185:-4.049446447606236 186:-5.247241356931536 187:-2.094358898485354 188:10.58235208651357 189:7.185152708654626 190:-10.13149470688765 191:-1.776019236860312 192:7.094650463914405 193:-5.915298536798243 194:0.6159122486132689 195:-7.468258084363285 196:-10.0580695375122 197:-7.579321539245497 198:-4.916508482900085 199:-6.691115267220816
-1 0:8.904084213202811 1:-3.748566628103665 2:-4.773724349902241 3:-3.355102292366993 4:3.758230064440378 5:8.91169404090059 6:-10.18497015173022 7:-6.186011020106905 8:7.405526688020394 9:2.891211595498874 10:-7.971053646489816 11:4.98730157009348 12:-7.033503159219144 13:-8.240843289654077 14:-5.057374361599045 15:4.163672092050336 16:5.653389402241634 17:1.170771491385958 18:-6.821462922243307 19:-2.113140396976073 20:-1.772302949986639 21:3.454651720426592 22:-8.547713776730236 23:9.652445787498223 24:0.03282312674862731 25:2.254603390530976 26:0.4077718595341283 27:-1.023773301743805 28:5.911844788516116 29:8.666915169789917 30:7.248782548563039 31:2.865234097699351 32:4.51111036010998 33:6.061337526452772 34:6.904855559783761 35:3.314276967529688 36:7.859881470496089 37:7.2462802535965 38:-8.544248288953465 39:-3.636696570519962 40:-1.897386382536208 41:-0.7290110984366893 42:-2.365559848589079 43:-6.92020111168625 44:-0.3709298568669253 45:8.785486152217445 46:-8.111051808610437 47:-3.615401221380867 48:-7.451326467006554 49:6.933898878714389 50:3.421773325846305 51:-2.518806973608711 52:7.815453815029175 53:-8.136447040084169 54:-2.885164383285463 55:-1.973829679430914 56:8.830612390056066 57:-7.286306390621235 58:-2.297884402688022 59:-6.044213782653276 60:7.257549885077438 61:-5.743023493222591 62:9.80315113203485 63:0.8176949825506212 64:1.461949858339267 65:-0.3918993104572355 66:-3.597891670186854 67:8.126638426773146 68:8.49678955673599 69:-4.02927727449595 70:2.198873349437196 71:2.241975880052598 72:-0.3784344552283553 73:3.961404140727817 74:-3.310472074011667 75:1.757756964113946 76:2.14396611815029 77:-8.366403032801891 78:1.791462490065468 79:5.566452716201848 80:-5.230333968942011 81:-1.825650188039533 82:2.703940400461363 83:6.004983301012485 84:7.403273015242728 85:6.272103668495273 86:0.1663272515398604 87:-9.246857335912541 88:-0.0532153020315359 89:-6.2541542473586 90:-4.170843946831338 91:-5.889309527351539 92:8.905854242217668 93:-8.148482105919999 94:-5.836807455669211 95:-8.67958358508273 96:10.8973469625207 97:-5.816866434823399 98:-6.473294188887204 99:-0.4209256219520484 100:6.506537121466916 101:-2.656962422070532 102:5.462074399131012 103:-8.204312449826434 104:-4.096412531818942 105:-9.018612785835687 106:3.007903849383576 107:-1.690512512612575 108:-7.26880271616152 109:6.173886129213188 110:11.54946700152157 111:5.533396247124206 112:5.252215608307822 113:-6.853582118475904 114:10.47464415606978 115:-7.290090619201067 116:-4.170028768964144 117:2.434202948373453 118:2.126066228304696 119:3.054801711936278 120:9.755133012010834 121:2.175493654189326 122:-7.005871469575489 123:-1.514583252628488 124:3.143532800164214 125:8.671266388584813 126:-8.540744852591331 127:-0.9821363321990996 128:7.551992511402264 129:4.682458344576659 130:-4.26268888853524 131:-3.978857444941653 132:9.91529894508226 133:-0.8117143048257243 134:-4.749166188855002 135:7.501792517748006 136:-3.886605753696876 137:5.588901659889157 138:-7.751571082940678 139:0.9323892048906048 140:-11.51801155436101 141:-9.545054488845013 142:5.444006457845227 143:2.222612249142002 144:0.965656647820621 145:-7.356085129345508 146:-0.9574109836370209 147:-6.956724217607662 148:-3.279635073486146 149:-2.556246902327194 150:-2.106016650886074 151:4.566437724055515 152:2.537116908809887 153:-4.489939507594127 154:-8.240922201705684 155:-6.470532795462523 156:8.551878779977194 157:-2.393118243807491 158:-2.359293955566884 159:3.200415586706236 160:2.911467252681483 161:7.559146462080146 162:-8.083998024378069 163:2.220823806622705 164:8.723376186585819 165:3.420244153499683 166:-5.357503619811472 167:-4.342104868194457 168:3.685166105791525 169:-2.189066714144302 170:-10.81668986057005 171:-7.560008420035884 172:-6.132044036863921 173:8.018233428274431 174:-3.139354771412204 175:-6.167844522159077 176:8.892746098529821 177:-3.540382031479648 178:-0.7116619950877272 179:-4.719573678849893 180:2.299635552200892 181:6.96358672696757 182:5.031679014546341 183:-0.4409119819620619 184:3.453324030001177 185:-4.421721939653057 186:-3.303316856198298 187:-0.002603331688380894 188:9.42629614421122 189:5.558830101898497 190:-8.887301818996868 191:-2.337506060488862 192:8.749444461433015 193:-5.955195291815971 194:0.373709840778725 195:-7.758117120753463 196:-9.221325732721565 197:-6.620126754962025 198:-4.654182141501761 199:-3.769870566671224
-1 0:9.788701504877618 1:-5.579440838130907 2:-5.304782359304636 3:-1.853709578614877 4:3.18885936626691 5:8.87080428213509 6:-10.33025404992624 7:-5.472401227288409 8:5.865773856609833 9:6.853631173785599 10:-7.453385933744881 11:3.846464724703532 12:-6.687969114773785 13:-8.709259059864722 14:-3.215947235581322 15:1.777337377801799 16:6.463598261914731 17:2.483778502885333 18:-6.502450083214722 19:-2.227593665038877 20:-4.17487656601066 21:2.391885072250035 22:-8.30643092807489 23:8.309323077143072 24:-0.2444655512837299 25:4.792394660325459 26:0.04635087328094031 27:0.7420304357776994 28:6.639743748327294 29:7.538180521465834 30:5.786830805538063 31:5.075117797700362 32:5.949162072236623 33:6.394298099978958 34:8.254571812089713 35:5.788418994299315 36:4.747603874867978 37:7.640783420950648 38:-7.443617900030158 39:-3.427751672697665 40:-0.572806959000032 41:-0.6920318853356358 42:-1.536461892471461 43:-8.785289040105315 44:0.7177321892456305 45:6.178982493421743 46:-9.77328996328929 47:-3.76418010642255 48:-6.874511387799896 49:7.109134509916427 50:4.005589165602133 51:-1.692557067422583 52:7.494530473637915 53:-8.280018455847927 54:-3.187310964370039 55:-3.944239462869567 56:8.456315641975779 57:-8.719159238203064 58:-3.086519161420128 59:-7.162888223334526 60:8.471402380150174 61:-4.210703003450736 62:8.166288055704342 63:0.4443118348488421 64:-0.5185542788390585 65:-1.378454985058301 66:-6.045051562915671 67:6.67084705391213 68:8.463437591238806 69:-3.204463292743277 70:1.293868972938583 71:3.174670128956818 72:-3.412207080869833 73:7.759677675039698 74:-3.061627566010503 75:4.347988789069631 76:2.522618884661715 77:-10.61531431552176 78:1.233361926722067 79:5.74440157533132 80:-3.930267995629534 81:-2.446381959430453 82:3.484320638885352 83:6.282877360393612 84:7.631180717618794 85:7.999672156223433 86:-2.501145822963794 87:-6.773277298389123 88:-1.753424892464337 89:-7.739062332464879 90:-5.827926514730175 91:-5.697680857299162 92:8.056401911074243 93:-6.819629224147736 94:-6.233305992640146 95:-8.708044898084554 96:11.70692447894448 97:-7.98938145521548 98:-7.730814668860226 99:0.2785343865900649 100:4.484406352465504 101:-4.367760861226623 102:5.752711188097206 103:-7.443389907425967 104:-5.52069867926334 105:-7.658315296987476 106:2.074037246907487 107:-4.267672628939517 108:-7.37586509530636 109:6.256150537535763 110:8.413868528994666 111:4.578914157759298 112:8.927252440971634 113:-5.146706567060789 114:9.704893095102872 115:-7.481314288447144 116:-4.724176094717455 117:5.103894791385072 118:3.052472329858333 119:4.41888405643901 120:8.982474860732484 121:3.469470537336096 122:-7.917783951649555 123:-3.692986687454795 124:4.804716904649461 125:6.67367504540521 126:-7.871948376476616 127:-0.3601656812413794 128:5.383638413535603 129:3.622859867734193 130:-3.513663151067411 131:-2.678906594556552 132:8.252335051232919 133:-0.3372328849860513 134:-3.257452002001831 135:5.863006633016399 136:-4.068168588823091 137:8.734851113503515 138:-8.771578390835392 139:-0.08573964058447836 140:-11.06344983371837 141:-8.155596923949568 142:6.473482442094602 143:2.830440557640379 144:-0.1711428878540671 145:-5.936461252707278 146:-2.954478278117119 147:-7.703969223874386 148:-3.142060934242271 149:-2.265245180058542 150:-3.863561340120357 151:4.239155090450375 152:4.189827220635387 153:-4.631983848722778 154:-7.811847079846792 155:-6.842178776903066 156:8.218704835857965 157:-1.148166120731696 158:-3.310803532128334 159:1.15061488888005 160:3.143605446655552 161:5.27340565171583 162:-9.507188808238595 163:3.77514202759397 164:8.564448677736108 165:2.449596459648905 166:-4.741694943505675 167:-6.575456444679731 168:4.844539500589706 169:-2.356695299845179 170:-9.554675086421167 171:-8.902238218836354 172:-5.468734541564717 173:9.132418256471105 174:-4.071778798895221 175:-3.727345079222331 176:6.946180827641872 177:-3.315428669218172 178:-3.866555288452473 179:-4.900251376458939 180:2.29274720758511 181:7.750047614480854 182:4.482133235757026 183:-0.8651766551873193 184:2.218266895781652 185:-4.527816845427098 186:-4.976251929462813 187:-0.9710610881715361 188:8.801081290896775 189:7.879972316953093 190:-8.071849416948838 191:-4.326433498739034 192:6.71623372682086 193:-6.291895510222224 194:-0.6197609327586653 195:-7.53672084618163 196:-8.938131874155067 197:-7.730451915978904 198:-3.992510188192089 199:-7.57618898133142
-1 0:7.794151491883444 1:-4.286364000842078 2:-6.551279597016535 3:-3.546446344876822 4:6.094455131756312 5:10.40510641949268 6:-11.3731946239371 7:-7.143900999568457 8:8.115639757820107 9:3.919610665466359 10:-6.604551070909428 11:3.988729794580058 12:-7.15207113985532 13:-10.61523389075935 14:-4.850445246559589 15:4.788342176489698 16:4.271373108886834 17:4.147490795264389 18:-7.839766931600504 19:0.2009866469867967 20:-2.043221666025277 21:0.5034377017746727 22:-6.646783115231974 23:8.837814944875328 24:-0.2740984459785235 25:2.981372398100253 26:1.138825966823423 27:-2.688281814800021 28:4.367886005224253 29:6.27132184562243 30:5.218367961366146 31:5.724901620631159 32:6.734876440826455 33:5.756817580386631 34:6.275671479649187 35:5.286501503542003 36:5.940366407718299 37:6.473254904055521 38:-6.430075187931772 39:-2.655866723563769 40:-1.3371736796333 41:1.659463539699056 42:-2.597054050781916 43:-9.768945609379651 44:1.810266695680392 45:7.965270422798043 46:-10.90495028421598 47:-4.844320921396623 48:-8.397191141720734 49:7.141177020777491 50:3.436051055763154 51:-1.018053922129921 52:8.403060357551773 53:-8.831423258496601 54:-3.388049835019229 55:-3.174486829162148 56:8.688692175397598 57:-7.313409946195129 58:-0.9617012830458955 59:-4.793512337473856 60:5.833230489815897 61:-6.418976204108965 62:9.597990654111582 63:0.09828084832987605 64:1.221596458654696 65:-1.918240899756292 66:-6.12242197964516 67:7.299965255979053 68:8.521699316317898 69:-2.754684555722135 70:0.828845477645089 71:2.373587041539454 72:-0.4043197908582047 73:4.212982100501857 74:-4.955251749861997 75:1.83719061018328 76:0.07727204287002376 77:-8.041763360367053 78:0.7426835299124179 79:6.564850910038231 80:-6.733681359928233 81:-3.351644487059429 82:3.536503570327211 83:7.562711311491348 84:7.235621166996255 85:7.162007225819008 86:-1.000566046391031 87:-7.121617165454885 88:-1.101771956862724 89:-7.470966101044837 90:-5.328265820723594 91:-8.340719033771222 92:7.631470389308511 93:-8.459392967611725 94:-4.966660622082147 95:-9.152765967696086 96:9.471029530043445 97:-8.227746877678435 98:-8.085008602091323 99:-0.4676889738980513 100:4.131392210867648 101:-3.376595281420245 102:5.786339085633498 103:-7.404454531660951 104:-5.955880815259484 105:-6.036912773512037 106:1.370279632823528 107:-4.195143195662358 108:-10.41083939497353 109:6.1074752734288 110:9.180666089600939 111:6.299067345860516 112:9.697801577510056 113:-6.481516828785145 114:9.36585353909175 115:-7.114252621858118 116:-5.290233992723497 117:4.940430510993734 118:2.976793197534062 119:3.520717999675125 120:10.54643232907296 121:2.502647644213554 122:-5.413115791464827 123:-4.129940067765899 124:4.182014525669189 125:5.707712331472105 126:-7.557661146920775 127:1.330915108299874 128:6.259388280883773 129:5.753357545149232 130:-3.876625520579532 131:-4.009948183753918 132:10.28606752871 133:-0.00967628618381651 134:-2.774833227761639 135:7.227922034772335 136:-1.957249922456294 137:9.174466576571897 138:-7.866380998267595 139:0.3104734375826514 140:-8.236163032093886 141:-7.764729312059273 142:5.675717884110949 143:4.898469220113633 144:2.08857268043676 145:-5.872379756433806 146:-0.9101204318590734 147:-7.215651031114439 148:-1.747988163762111 149:-1.134545365068414 150:-3.414887668776822 151:5.746170946048995 152:3.319881227384444 153:-4.313019472936659 154:-6.519624773440126 155:-6.57884919314125 156:8.531158526808571 157:-1.910904987862614 158:-4.74779418457503 159:1.224131167244031 160:2.978068425457521 161:6.491748220501174 162:-8.7229363152319 163:2.08354673331902 164:9.528882846380213 165:1.79612607702538 166:-4.22009225405867 167:-4.07165886298846 168:3.653074708762278 169:-3.020134861419262 170:-8.253971650417904 171:-7.205313610473434 172:-4.641422177007898 173:7.67286671656854 174:-4.364310329475401 175:-4.533642536742477 176:4.326020099149678 177:-2.976161995801667 178:-2.006687783691995 179:-3.095393381737699 180:2.408885893109506 181:5.742374113774662 182:8.407819328045226 183:-0.148505510921229 184:3.240376010439821 185:-2.968541221852521 186:-3.74162223499287 187:0.3681621505968939 188:9.176188530755617 189:7.904925773715849 190:-10.03422516167471 191:-3.493877895790266 192:6.18591231789786 193:-6.833298710399247 194:0.9904494011141691 195:-6.830998357970253 196:-9.995745955009061 197:-9.100738895704138 198:-3.46750559135339 199:-5.823658685675849
--1 0:3.049515077325136 1:4.534856958936393 2:6.195456450814534 3:10.05988239272081 4:-8.783442468025905 5:-1.687335197588629 6:-4.515637183822432 7:-3.31195605822685 8:-5.414752449903289 9:-5.752715181550236 10:7.892947702504704 11:-7.040376029478407 12:-7.721298276242418 13:-4.654191593504438 14:-7.828219023891304 15:5.465272066567953 16:-4.017939355495696 17:6.739366683033737 18:-1.014613775867118 19:-2.424881885810336 20:-0.9912084123377976 21:-11.55367192441701 22:-9.511502554900618 23:-4.500769410639295 24:-2.37129291234129 25:3.836113488862744 26:8.18861591150578 27:-1.345980655015761 28:-10.32354506103304 29:8.418971645194574 30:-1.098848339133205 31:-1.45841069274172 32:-8.428800453645939 33:3.757369271279962 34:-4.544230714377928 35:-1.458395809300783 36:7.046593494298889 37:2.74605730857106 38:4.330770240314592 39:-9.273234446969056 40:-1.845827162014091 41:1.212136011126642 42:-7.672795898951188 43:10.23484292740909 44:7.632976805028665 45:-1.234618550095263 46:6.80404856288752 47:-7.489006044274372 48:-3.48730737944014 49:2.142604906157618 50:-7.065391710291079 51:5.923344979654648 52:7.123884794179444 53:-6.733117598332841 54:6.290174127455723 55:6.457805865992109 56:0.1080059249878955 57:8.412808047570541 58:2.606481824491494 59:-0.935452733328602 60:5.617529596829677 61:-0.5944370510634106 62:-2.349762015855356 63:-5.344609406255102 64:-3.637164140359617 65:-4.705799552514017 66:-9.13296533210146 67:-8.021090392981492 68:9.857211988672947 69:7.390033684853543 70:8.784352196801047 71:9.293683173106409 72:0.9211905941559811 73:8.292290924825179 74:0.1166114017482296 75:4.993791979488249 76:-2.25099539571608 77:-1.731232191611553 78:8.898129275522423 79:8.216908476664496 80:-1.98094244522283 81:1.191680981876788 82:-7.223224727201043 83:-2.2741485734229 84:1.493072553125692 85:8.781724378950463 86:3.06102071998399 87:-3.418434927642644 88:-4.050354767869052 89:2.191703081012122 90:-6.037081205945365 91:-4.893118075867835 92:0.4251264875127011 93:-0.9922637127517626 94:-4.395117156688015 95:3.338923293464173 96:5.73714975318862 97:-11.11655530395147 98:-3.190593986816977 99:-2.858129167381389 100:4.424819959807079 101:5.336108647485388 102:-0.5858788644634012 103:-3.66617272925077 104:-7.400821014648646 105:-1.482719412687915 106:1.152640428746797 107:-0.3960449978518217 108:-2.048784470553531 109:-1.681086955160458 110:6.22054504592449 111:7.781804452426509 112:8.074744747446646 113:2.752576415342254 114:8.343638625523802 115:7.523800549745149 116:-9.147097678921519 117:0.9139182438117447 118:8.210300644102889 119:-1.553473880159675 120:1.682757617390283 121:-2.981559826533194 122:2.207372925721781 123:9.818762956695641 124:4.085987080519584 125:0.9122561540364919 126:7.766047027528526 127:7.434111770750343 128:3.766008768850746 129:-0.8666135559233252 130:-1.104968111635638 131:-0.2197061139448022 132:-1.754158464821899 133:2.537959877513707 134:7.215042545343112 135:-7.540791753628183 136:-2.932209415300552 137:-4.359707035258557 138:-5.697329171238728 139:-0.6304123908628491 140:-2.34443183907291 141:5.039838007401514 142:-2.375924274115004 143:-4.754675921979703 144:-0.004558130947011352 145:-5.878344559614005 146:8.125789634530094 147:-2.460101375968661 148:5.599506203522656 149:5.206088394186322 150:8.715067714690187 151:-9.378750321765303 152:-3.199220526821589 153:2.700727987373607 154:4.618362655123321 155:1.875503477383378 156:-4.610487043127541 157:1.894422381637511 158:5.256010294088433 159:9.319004896009909 160:-5.395844663722257 161:-3.84097788593575 162:-5.836998819056862 163:10.69696024308297 164:6.714934016602109 165:7.689081413337608 166:7.153750375263521 167:-0.4926686081659883 168:-5.877340284808586 169:4.151618980469764 170:1.891539600301578 171:0.3670844538430829 172:5.593718115766789 173:-6.797611500897027 174:1.199535535117901 175:3.512409775723297 176:6.51623867091136 177:2.903881044450407 178:-4.653521260515777 179:-0.5454214702091342 180:0.9055820578877034 181:5.815252039805445 182:4.377985297411098 183:-5.65399618656366 184:-7.084757471385204 185:-6.814053518731382 186:-3.263241056459702 187:3.09728592089873 188:-11.07208774239072 189:1.919973752362541 190:-1.270429156898313 191:8.027270584889179 192:10.56859869786626 193:8.26708023237299 194:3.119575404500421 195:6.115802430428785 196:8.228964543751299 197:3.1304628950132 198:1.50270578802131 199:-1.704933546958276
-1 0:7.980765968412755 1:-5.839251175530035 2:-5.680943183623445 3:-3.752299210671077 4:5.055249869632317 5:10.04944796136832 6:-10.47189279053499 7:-4.284576574391811 8:7.42358304918929 9:5.217711230684374 10:-7.87485031450589 11:3.14922272185185 12:-7.730824678695763 13:-8.712745403665295 14:-4.930293646756903 15:4.89075925306516 16:6.3282650961194 17:4.147415425956584 18:-8.564007082587699 19:-1.737840815192395 20:-1.829046084159698 21:2.397434091054166 22:-7.936784346645968 23:10.75631208349893 24:0.7793215962747091 25:5.28592907700296 26:0.3772643624415242 27:-0.6649372184974249 28:4.4376337930154 29:6.95606448101036 30:3.55498835730205 31:3.738527090551873 32:6.678616884177032 33:5.293310342574265 34:7.527333429828468 35:5.642726084467652 36:5.550344896311304 37:7.064437508959132 38:-8.376298243872379 39:-3.337803490709611 40:-0.1656797878347125 41:-1.241840181251641 42:-0.1959284002027102 43:-9.538930878795369 44:2.341869000457939 45:6.301750408378923 46:-7.655608694255204 47:-3.957741494630124 48:-8.280138617021537 49:8.843934677820464 50:4.461560861508658 51:-5.178036170922432 52:7.779062428605307 53:-8.439233766943795 54:-1.06307369475356 55:-4.650254201822035 56:6.922294948956274 57:-7.97515101922868 58:-3.973327550874886 59:-7.049564508141358 60:5.620492591066268 61:-6.385928880689465 62:9.576101231369938 63:0.4390496952401811 64:-0.0453849883551134 65:-1.180652042485774 66:-3.54197029520369 67:7.512743783167627 68:7.796352600840803 69:-4.902431492938571 70:0.4022045859624682 71:4.226706813440314 72:-2.559404250209123 73:5.746952409417695 74:-2.983466418545072 75:0.4640503105411882 76:3.125404622950134 77:-9.728425980761443 78:1.732039859453723 79:6.520270678167751 80:-5.880308459781162 81:-1.641451421434561 82:0.8202028639687204 83:5.783898130005204 84:7.652890893043149 85:6.814309482288755 86:-2.981937248296268 87:-8.295542952383704 88:-1.149831929479563 89:-6.535278710033076 90:-3.803009324913839 91:-7.961373660401674 92:7.862980029756801 93:-7.950677277198646 94:-5.805486071085295 95:-7.759215814279838 96:9.739788098473062 97:-7.798880900217626 98:-5.002333218186765 99:-0.5877737880146698 100:4.800091352794146 101:-4.525735610080424 102:6.884266862123251 103:-6.001153597404168 104:-6.335358584848233 105:-8.738087818587234 106:0.5297080768237654 107:-5.269718290922325 108:-8.484149811842471 109:6.698806295576801 110:8.786446028793376 111:7.847700126860725 112:9.237041071956488 113:-5.828738275999084 114:11.42814251173183 115:-7.95159639618976 116:-3.959523984497315 117:2.819134812384521 118:1.940203353534837 119:2.537396560917751 120:9.720634600771433 121:3.117767428121937 122:-5.744658218762233 123:-4.294859786234914 124:3.730684052470338 125:4.15263350336188 126:-8.145899176045543 127:-0.8634281429285973 128:6.540347829033322 129:5.970130215250913 130:-4.757020334249284 131:-3.339798805978197 132:7.229277467716141 133:-2.134970911613204 134:-3.740466613388314 135:6.312824515767691 136:-3.320498291280022 137:8.95713837510819 138:-9.008794919346606 139:0.2356366899187489 140:-8.954303964020195 141:-7.833879178126404 142:6.15722837866412 143:2.961199521052842 144:1.270250130855407 145:-6.327060580001345 146:-1.752975023726514 147:-7.56449020889599 148:-0.4073826957660698 149:-1.715627229195154 150:-2.518317849431126 151:4.941700415126299 152:2.536698982057821 153:-3.007809310699348 154:-8.650520206939817 155:-6.516733884480217 156:7.660378685427019 157:-0.6371025045210605 158:-3.761266453057581 159:4.202807473802851 160:3.156750410515427 161:5.884992517547676 162:-10.38312659339651 163:3.349919049746559 164:10.18515954874012 165:0.3387095752460809 166:-3.559022403930712 167:-6.203984592647019 168:4.151385505294938 169:-3.197493622674676 170:-10.12849595056592 171:-8.698486704840116 172:-5.958820787232387 173:5.443593083970875 174:-2.188712418537992 175:-4.873713923106242 176:7.97460697044987 177:-4.025205764429671 178:-1.917450416053594 179:-4.293730282729373 180:3.868162714153431 181:5.532185641535947 182:4.77936806415948 183:-0.317490379420873 184:2.95044114338562 185:-4.925533768004001 186:-4.029795824025354 187:-1.920541670077975 188:8.27618706906336 189:6.332158346629549 190:-10.04245573910739 191:-2.592665564619025 192:6.185918245479821 193:-5.485677449046336 194:0.3004958851347758 195:-7.80734308349848 196:-10.11542517427107 197:-8.502587243839432 198:-2.797139801251515 199:-8.671656202681495
-1 0:6.04954301033758 1:-3.041581930445358 2:-5.710210474256884 3:-2.086348793303426 4:5.602734167006491 5:10.99489480751814 6:-9.727143588844124 7:-4.260360067253896 8:8.036526716962939 9:5.559811303402287 10:-8.099979076512186 11:2.052528013045759 12:-9.27432091538361 13:-9.538365047286042 14:-3.861884864587128 15:5.691584943749653 16:5.839521376078832 17:1.405602557417532 18:-5.190168010677822 19:-2.90495408806554 20:-2.282488217507019 21:2.196066542037374 22:-6.921560245882501 23:10.11974193708015 24:0.8183688287170023 25:4.67913549771117 26:0.7890408171898478 27:-2.657877577742088 28:4.742658263786948 29:6.234551307374125 30:6.339671510140106 31:3.777749995881239 32:7.096925905795585 33:5.965015668313452 34:7.72952127966374 35:7.185394283749901 36:5.612038109214213 37:7.457107844525083 38:-7.826562296803408 39:-4.766051556516174 40:-0.9949745290762143 41:0.09487277317904819 42:-1.145700573675169 43:-7.655033797442396 44:1.388013164506579 45:5.535339312760415 46:-9.569842321686938 47:-5.179076587245207 48:-8.692304868124545 49:7.38237868829844 50:5.164281157397773 51:-1.759381424518812 52:6.357058741659841 53:-8.507306388093905 54:-2.773293781344 55:-4.985519200590727 56:6.981678334465719 57:-7.252959037877039 58:-1.576386680942756 59:-7.976507463650186 60:7.821678555654101 61:-5.402441161548414 62:8.903541546730642 63:0.1906363995698845 64:0.6258999359161662 65:-1.839223532697536 66:-6.418974606401687 67:7.909813799866224 68:11.241582991166 69:-4.28215492815149 70:1.094253776614646 71:1.164104083998948 72:-1.632313407484848 73:6.139305210099942 74:-3.496371073309252 75:2.977625616336082 76:-0.3318032312583346 77:-10.98109801413054 78:1.942348927035766 79:7.735729557230616 80:-6.144069159802379 81:-3.374871809000267 82:2.230304773403298 83:4.24338417990814 84:9.206703564628006 85:6.454681049187173 86:-1.930412379185675 87:-6.843699342668316 88:-0.42810585961887 89:-7.459798246714874 90:-5.254248573791768 91:-6.21977811269439 92:8.861100238329541 93:-8.501465386936619 94:-6.614102886089701 95:-7.197498791787901 96:8.203005662884797 97:-7.51218920804236 98:-8.736724665208676 99:-0.8090626800932683 100:4.668677883346418 101:-2.898643743189737 102:5.780115587026925 103:-8.083625228810543 104:-4.924663518086549 105:-7.02055283327341 106:1.608570157171622 107:-3.27913369741638 108:-8.279097917451724 109:4.084921713389238 110:9.855901067463572 111:6.306010573139148 112:8.424087624541759 113:-6.51070859925245 114:8.909821949787361 115:-6.615466997209511 116:-5.308460639388626 117:3.086480005547042 118:2.239612104794878 119:2.749631503883053 120:6.476378237959911 121:4.096063702887461 122:-6.412779932805462 123:-2.015389917557591 124:4.044090381807214 125:6.735798510338619 126:-8.454720556524137 127:-1.705533530763279 128:5.743351450801583 129:5.545823394410219 130:-3.866641433430037 131:-3.092927980967161 132:9.769174758577689 133:1.383015318342793 134:-3.998247140384779 135:7.522738456087891 136:-2.774662738170168 137:6.898598454225636 138:-7.629141180211757 139:-0.5192326440973478 140:-10.92257534554878 141:-7.935921027973058 142:6.368864112322086 143:2.039986815373958 144:2.343462785464948 145:-7.305807359757344 146:-1.044228814499164 147:-6.400746963804441 148:-1.899120608549828 149:-2.159683367396236 150:-3.868182853793809 151:4.697719749356448 152:4.05354132825212 153:-2.983026328047674 154:-8.361634780542408 155:-6.461239863683128 156:6.977754009275742 157:-1.126354652968784 158:-3.458722743018894 159:2.476349403549474 160:3.035476107203727 161:7.621752899074619 162:-7.941970889621702 163:2.701256423652744 164:10.96715470427622 165:1.49474435594586 166:-3.153149023905267 167:-5.511981332075345 168:5.323956562271368 169:-2.323549134502654 170:-9.351126389673407 171:-8.765702944729121 172:-7.439912793706791 173:7.983185275532034 174:-4.544353993057236 175:-6.835751916027914 176:8.478110719753547 177:-4.331358718162301 178:-2.429139891196025 179:-4.948588492413217 180:2.812704610679947 181:7.665713512211873 182:5.622508722018042 183:-0.8782209003718684 184:2.124812133440169 185:-5.767526972103903 186:-5.897716634156923 187:-0.8319082231475583 188:8.997835307729151 189:6.333774645969408 190:-8.362354935834645 191:-0.9893751390230234 192:6.464182826598527 193:-6.827423583297987 194:0.8937976149760185 195:-6.103883418209687 196:-9.661902587673888 197:-7.434530121449336 198:-3.030008848256674 199:-6.328641184020961
--1 0:2.373345272500733 1:5.810492375143928 2:6.679683908417361 3:9.347802737848042 4:-9.050094867046607 5:0.174258647581481 6:-1.961578985431935 7:-1.48127772684986 8:-7.12229224459316 9:-6.111923414962507 10:7.342463965517346 11:-5.728532993303724 12:-8.853078458607724 13:-4.991641094109303 14:-7.379598855340724 15:1.840175905443691 16:-2.591613350850368 17:4.215900307671453 18:-0.181136979161228 19:-2.696105941820291 20:-1.906825335796564 21:-7.381134860467391 22:-9.865020969353786 23:-0.5580905602657071 24:-3.581765647243689 25:4.128837200956221 26:7.663673599196527 27:-2.362367394392929 28:-8.580822450651745 29:9.815082191107221 30:-3.317945724708047 31:-1.135375884379791 32:-10.06579384980535 33:3.321226846970582 34:-5.394087901583613 35:-1.74589631740297 36:7.842314723306029 37:4.710311580380827 38:1.735578459522477 39:-7.926467403725814 40:-2.784997678937807 41:1.728076078631855 42:-8.583383603569334 43:11.13036340689834 44:7.84250372754658 45:-5.510564041850715 46:8.04833999630841 47:-8.533073934676313 48:-3.700292800491044 49:2.050914342743082 50:-7.586611998418312 51:5.399770607659716 52:6.418267621953817 53:-6.414415181990962 54:7.538289801919394 55:4.283682660763857 56:-2.452876490231035 57:8.347458764083777 58:2.438549028779946 59:-4.825723264856906 60:5.00200396881188 61:-1.45542302772851 62:-4.219030050296489 63:-4.015056489912164 64:-0.8271819233544477 65:-4.971375565601535 66:-9.591110845496367 67:-8.541857579025459 68:10.19157526130999 69:7.315246021090864 70:8.405205107985269 71:8.841151724773267 72:0.8560897322547367 73:6.439697838446078 74:-1.89608973664032 75:5.290367774109622 76:-3.305190457721227 77:-1.609930938628299 78:8.1510545038842 79:9.78121117684285 80:-1.961425978434252 81:1.54924817303903 82:-7.332980711590321 83:-0.6165857304729983 84:-1.347494605723283 85:8.702174911629896 86:2.446451992992311 87:-4.288560824227457 88:-3.815002994335995 89:2.585505421824509 90:-5.212466030139988 91:-4.1391825888976 92:1.799519752204824 93:-4.771146440694428 94:-5.562472496983958 95:3.291136283857158 96:7.344800544905281 97:-9.300725703186847 98:-4.300767495017139 99:-2.090036704128893 100:3.820850538678882 101:3.43098036296242 102:1.235828874126227 103:-3.062132060636668 104:-5.955179163770064 105:-0.392373762058011 106:0.3787300371253233 107:-1.031232854955889 108:-1.791350325276051 109:-1.295022389121494 110:5.72777362844166 111:6.583627650826434 112:9.035619047959214 113:2.176919125650979 114:8.424678092259867 115:8.666573059307192 116:-11.37961055295758 117:0.02023449528028465 118:10.26258793260318 119:1.366106013770973 120:0.9558998659858238 121:-1.906516768619905 122:3.018891143402501 123:9.87141657473421 124:0.6825193453636786 125:0.8473004179797606 126:6.495516414823642 127:8.644244495218409 128:6.063822739104447 129:2.754081679655638 130:1.451727374394164 131:-1.314532206143485 132:-2.757024680614794 133:2.976069727140143 134:10.06527047905085 135:-7.188019007775809 136:-3.58483408627056 137:-3.854565043253977 138:-2.907911977661708 139:-0.1938553468384288 140:-5.173549918637192 141:5.353754967006741 142:-1.164266249518775 143:-3.530730313512383 144:1.220282862580613 145:-7.14910937384536 146:9.313976240814988 147:-3.839107371513134 148:7.007428770788539 149:6.137845541507781 150:6.775580545272401 151:-9.932672390386278 152:-5.051723154400416 153:3.131367213204229 154:5.438035871265002 155:1.206284951166753 156:-5.699809733205969 157:3.794400091186061 158:3.042505824975431 159:7.301310181029118 160:-5.347139429643109 161:-2.555094519342366 162:-6.390713507254139 163:9.029315772056284 164:5.330132902641724 165:7.095156069623951 166:6.505091745561892 167:-0.2165961975172888 168:-8.641204776046166 169:3.982183467403951 170:2.806532621664553 171:-1.465393688000705 172:4.380813455183157 173:-7.2390592906158 174:2.22863592989634 175:2.759727015278244 176:6.360711194633146 177:1.430305831181975 178:-3.332829812605097 179:-1.837582341799602 180:-0.4292539703155331 181:5.422629080405494 182:3.022003626680251 183:-4.784781431451162 184:-6.671372241566823 185:-6.602241494753509 186:-3.928458221491136 187:4.953571988137795 188:-9.331053783669201 189:1.278647350487639 190:-0.5584411279911068 191:8.209085158492876 192:7.74337228401304 193:6.261804007883091 194:2.324667954219779 195:5.510895804316742 196:8.981128118689053 197:2.803683335497011 198:2.033261070057171 199:-2.906030364783407
--1 0:4.610302385665836 1:4.310151472985303 2:7.070385984203231 3:10.37112397324482 4:-7.844864555686262 5:-0.5430020735765324 6:-2.813879726508547 7:-2.858062254620092 8:-4.243134709268569 9:-5.795984925332681 10:7.163940092595775 11:-6.370149692969933 12:-7.092076562163152 13:-4.648917437251296 14:-7.793340439530153 15:5.011809037764391 16:-5.033688645203932 17:5.09937036583949 18:-1.927561569752431 19:-0.6068605423775442 20:-0.6350333101910212 21:-7.229284937894247 22:-10.33448586178936 23:-3.072639148536793 24:-3.694726132026768 25:5.031750584902937 26:7.955196045754966 27:0.1937413887068332 28:-10.88726938956648 29:7.894618054587282 30:-1.292783667410879 31:-0.859707197378149 32:-9.495165337432361 33:2.026556282636872 34:-4.918316428400255 35:-1.814573646087154 36:7.726991475678175 37:4.636939315423648 38:4.657222740573689 39:-8.654767696292392 40:-2.487953960913344 41:4.441983546506219 42:-8.142763884830501 43:10.26552038110492 44:8.289306664090628 45:-2.585357306226667 46:7.307681186988859 47:-7.722467925715757 48:-5.012934164836588 49:1.529803262943836 50:-7.419707209732329 51:7.237118212663292 52:6.786219777923222 53:-4.862102466520733 54:6.232935823223476 55:4.162797864868439 56:-0.9953842781175553 57:8.405734498970149 58:4.370936751272947 59:-4.388742626578373 60:7.083124551441607 61:-1.017483409001969 62:-4.53797145733291 63:-2.44209593263652 64:-2.594391166624881 65:-4.100650139645317 66:-8.587037260826866 67:-7.561006959514193 68:8.392335819497054 69:9.947821726903436 70:8.365419248449303 71:8.405872117630862 72:1.684212171610211 73:7.518361618581028 74:-2.116575234744484 75:5.046285289266918 76:-2.999349420449051 77:-2.040377379287728 78:9.33575385626089 79:8.725574039962305 80:-1.245118139130682 81:0.7307932429824159 82:-6.061516593336174 83:-1.85530565158998 84:3.145896532518941 85:7.371723583683749 86:1.215956498722747 87:-4.278840305786297 88:-3.113017177642346 89:0.8203092682848012 90:-4.523682160703361 91:-5.553740786338957 92:-0.1893797520493445 93:-2.197079235468121 94:-2.708917503042457 95:4.875808336616414 96:7.634558983293471 97:-9.654997218992664 98:-5.20529006750301 99:-2.616403226574578 100:4.99764988919585 101:1.879219477130031 102:2.700882189124272 103:-1.737305175850814 104:-8.778322404730723 105:-1.615544638835139 106:1.609289521869604 107:-2.108516354069272 108:-1.471917743630191 109:-2.210499005861648 110:5.475543431947111 111:9.29839231777008 112:6.864254817309758 113:1.482305606516448 114:10.24129166465156 115:7.389299349697585 116:-9.172922041566373 117:1.896774765802994 118:9.031120356292764 119:0.0482911776546 120:1.351748663556389 121:-3.428197118803189 122:1.715820117073581 123:11.58701246137424 124:3.540258570261086 125:1.006489274618516 126:7.525817189177102 127:8.730718326823485 128:5.700870269830975 129:-2.901676166912285 130:0.7800235731878277 131:-1.703903058075539 132:-0.7451628322851209 133:5.041370523935868 134:7.862380342932632 135:-8.344737478291615 136:-2.503538969421191 137:-4.715322547224628 138:-1.823319448098097 139:-1.154831027254613 140:-2.958253497645839 141:3.95236144971212 142:-2.509734537088895 143:-2.545828649911639 144:-0.9244676127703855 145:-7.817305620712746 146:6.801912351235174 147:-1.227094291303171 148:4.774422381822744 149:5.424083075296088 150:5.892285614856249 151:-10.00420977953139 152:-3.436763360252915 153:3.846308190956552 154:5.031086742509278 155:2.274198245903283 156:-4.98376625663081 157:1.942004861391046 158:4.276894253287633 159:9.374673479630269 160:-3.755132874141988 161:-2.00564573369342 162:-5.402497648794913 163:8.146361400311593 164:5.368473562210266 165:5.510793699163617 166:7.081678527984693 167:1.360414126483347 168:-6.902662539721454 169:3.67530998928704 170:3.793702739291903 171:-2.10881812330938 172:4.023301721673782 173:-9.472050211425753 174:2.285872660989434 175:3.412570951539955 176:7.166132463553994 177:3.120263261819766 178:-3.050120213353452 179:-2.24253132651794 180:0.8266379286897685 181:6.737620061212995 182:4.648360171784773 183:-6.449192846350015 184:-5.700477219209469 185:-4.901954543807872 186:-0.9676200844774103 187:3.700393468890097 188:-11.69508177488804 189:2.8672530621179 190:0.8248394225836142 191:7.353651287483498 192:11.31005046266341 193:8.98936220898586 194:4.303125864396121 195:5.214974377730665 196:9.408124965150787 197:3.008978440788429 198:3.246021599012563 199:-2.97323243538882
--1 0:2.584741227540824 1:5.25443073379076 2:6.688275458845201 3:11.66375299638331 4:-7.851362269433903 5:0.09745749816251298 6:-2.087927693868028 7:-3.342778837366692 8:-6.222581127723926 9:-4.982107045066629 10:7.152998610686581 11:-3.765300757574488 12:-6.242481442841184 13:-5.062807814727004 14:-8.913500356060785 15:6.521697540542202 16:-5.565326214421542 17:7.044770203037298 18:-0.6011258383874576 19:-2.808027191789151 20:-1.190778802678181 21:-6.926143278595557 22:-10.43995092894561 23:-2.245962544582814 24:-1.609442253893941 25:6.647384318660955 26:9.164166399596242 27:0.08041991978860119 28:-8.336623795630416 29:7.79624317576484 30:-0.4634753208295259 31:-2.408448055863833 32:-10.24253311701969 33:2.358060884005302 34:-3.853608327839087 35:-2.830977914751672 36:5.518636857306886 37:4.267904470786375 38:3.626766504315361 39:-6.930853808757427 40:-3.558356127843012 41:3.801663553781476 42:-6.757920042361185 43:9.910418197507958 44:10.76223078527381 45:-0.0280460658734234 46:8.827934864285361 47:-7.093924145281146 48:-3.088095373739875 49:1.18314338742795 50:-5.797834943987701 51:5.569472509272399 52:6.065164024301272 53:-6.501728374755421 54:7.546097070306702 55:4.361830922625985 56:-2.289003350286396 57:6.019294752089333 58:3.378404290695993 59:-2.885932781179726 60:6.131415662949672 61:-1.210637492562637 62:-2.691205962662519 63:-0.306195673564817 64:-3.507018814106041 65:-3.908944954452356 66:-9.00657303957054 67:-9.781508035888134 68:9.781863913538951 69:7.577779249846237 70:9.132727575178022 71:8.091014116228363 72:0.5239215808167325 73:5.822420220673919 74:-1.082836394549446 75:4.121992080738912 76:-3.169858191806673 77:-3.108943220298048 78:9.403313388704701 79:7.957737846653711 80:-2.063435850986401 81:0.710011219081823 82:-8.861231989703869 83:-1.449521865567926 84:0.6622828031721292 85:7.249861112387868 86:0.5657472550964247 87:-3.745471492619527 88:-5.513054017401616 89:0.2389608492445441 90:-6.111479848974987 91:-6.578751867071671 92:-0.03837112483501159 93:-2.535762237341546 94:-4.49161578549114 95:4.390050500926785 96:6.842046948899574 97:-10.43965860853768 98:-3.396099619957756 99:-1.646660858320221 100:5.164000385318634 101:4.264240879305246 102:-0.9421735452340954 103:-2.397295474884444 104:-4.698508536338571 105:-2.212052017397445 106:2.067231169501505 107:0.3537149555419112 108:-1.046492202032845 109:-2.282678551465342 110:6.670124747226913 111:7.296445666419116 112:7.145223690417205 113:1.816317654586851 114:9.461717522424291 115:9.326555347025403 116:-8.275498536849451 117:1.297965697491582 118:10.45383850620333 119:2.482877744499506 120:2.439462614091602 121:-3.441669192434397 122:2.02982006933639 123:9.689847046976793 124:2.390324010339062 125:-0.7742530814626992 126:10.36661798520652 127:8.841245854242919 128:5.382888011661271 129:1.708881835620442 130:0.2008900167457782 131:-0.2225498748184256 132:-1.682450670645527 133:2.141596196223297 134:9.416427116597239 135:-8.449447096394577 136:-3.115186934711066 137:-2.696475279287931 138:-3.001891801774625 139:0.2038654647342877 140:-2.635685632649701 141:5.760688144065888 142:-1.975422076488312 143:-3.992923388302692 144:-2.18968457650844 145:-4.923300616568534 146:8.385399305281426 147:-1.602094821959788 148:4.984826594850802 149:6.486683787412848 150:6.583394669375536 151:-9.879886651922382 152:-3.003737378225624 153:3.296130318659177 154:5.010151119068991 155:0.7026239347307758 156:-6.2200647825602 157:3.011957581380711 158:6.329997809288606 159:8.82414416391399 160:-3.579584934135977 161:-3.967615225706627 162:-5.754928707671604 163:8.496817610283442 164:5.791551597706365 165:4.32311729583083 166:8.265099056265523 167:-0.2640092360304505 168:-8.168716554081065 169:1.426957723586117 170:2.744437672701554 171:-1.636730026133816 172:3.180842874339614 173:-9.322122310593771 174:3.166959108646457 175:2.52159711463838 176:7.055083713003171 177:2.720919498247733 178:-3.015034246655064 179:-2.947832785250742 180:-0.5793843400820312 181:6.597991845833727 182:2.002375566254695 183:-4.164353559695745 184:-7.023349429572454 185:-5.932955385249189 186:-3.379814709969252 187:3.921871414841692 188:-10.08062602277984 189:2.113995482579116 190:-1.200089798831602 191:8.621364848236148 192:11.00600505629424 193:6.292977782116534 194:3.038874376938442 195:5.919074057886768 196:8.46976638788944 197:1.268202324253595 198:2.983394095271398 199:-2.471926162578199
--1 0:5.509746837760163 1:4.807507763901754 2:7.843148111522536 3:10.56527415922388 4:-8.536388719143833 5:0.5553285694468877 6:-4.549255439774354 7:-1.827748796407481 8:-7.425320641319005 9:-5.379042018006647 10:7.713294688808018 11:-5.544835086499486 12:-5.980916010427103 13:-2.946382946176149 14:-8.748836293200853 15:3.658634758240559 16:-2.882819837861802 17:7.105201455606855 18:-0.05910698616450172 19:-0.8588716112672836 20:-1.365961338937879 21:-8.584834648830581 22:-10.63445737897053 23:-3.430099961303314 24:-1.810838419295709 25:4.687640981786761 26:8.212723211063942 27:0.5666936990133937 28:-10.79852499500534 29:8.820039001488826 30:0.654608701344964 31:0.5230592870750521 32:-9.751495622517677 33:1.238256366096526 34:-4.15750175062798 35:-3.152764526559197 36:5.165394954134774 37:2.151298336075349 38:3.524850691937976 39:-10.91868687981517 40:-2.902955093544341 41:2.186244481865177 42:-7.835796164788317 43:10.76062119032557 44:7.378940098959636 45:-2.805597965344942 46:7.884751700929009 47:-6.85966598742819 48:-3.067896586755849 49:2.019813982222933 50:-7.688010934224039 51:4.5393854243748 52:5.447488981975084 53:-5.820062308607428 54:8.215805042384149 55:6.217211707428908 56:-0.7739548763549129 57:7.782864208721223 58:2.972819437763203 59:-2.911109967506276 60:5.08597881058734 61:-1.128506205555663 62:-3.248647494953316 63:-2.407637118984141 64:-3.824823255418874 65:-5.771311113358632 66:-9.566861650285471 67:-8.131076355026687 68:9.285322082694286 69:9.016935418715107 70:6.306071778212692 71:8.126449067947096 72:-2.62321059862912 73:7.318944105273483 74:0.1707224074710865 75:6.254638387630169 76:-2.763876879488771 77:-1.939648435110976 78:7.028571712658612 79:9.019858409554335 80:-2.559436329442935 81:1.360287047016029 82:-10.12316754883406 83:-2.088887118081701 84:-0.3486043041625078 85:6.77903476110474 86:2.638488960517337 87:-6.224526763015509 88:-5.001070816285242 89:1.724625347134721 90:-6.062133838450367 91:-5.14094270684455 92:2.067006404444517 93:-0.8654242177568263 94:-4.658256598440722 95:3.341364790082285 96:6.633638904250474 97:-8.983314105864631 98:-4.592373909043898 99:-2.292366967109641 100:1.867024228387825 101:4.685056544903327 102:3.038690924957482 103:-0.5675539754794521 104:-4.670424125721773 105:-1.477282615921989 106:-0.04554995436019227 107:-0.838775323922121 108:-1.688105381273907 109:-2.927883001774405 110:5.587180215321541 111:7.312352601177754 112:8.252667949467178 113:3.685582924233652 114:7.58566367695113 115:8.386161665199042 116:-9.769351849219724 117:0.9125935781941674 118:10.77487326919675 119:2.037092462325663 120:2.041393696998118 121:-5.742055531765589 122:2.127190248875161 123:10.55798308994308 124:5.718760176271347 125:-0.4234577734275186 126:5.255333585021306 127:7.379247367759902 128:4.84599829263979 129:-0.537498331803774 130:2.092645641451045 131:-0.4959060933550927 132:-3.281723544772894 133:3.951447583535202 134:10.08615035696197 135:-6.549488532254902 136:-2.049368147847301 137:-2.838648111698277 138:-3.637026522211853 139:0.1389007906247572 140:-3.333225871020123 141:4.720975808061321 142:-2.930054839134195 143:-4.352393871217578 144:-1.173409578335619 145:-6.58596068690076 146:8.45376214702519 147:-2.755921870240396 148:6.06974257303774 149:3.409855794352544 150:7.062775651791087 151:-10.19046802774411 152:-4.545567708209477 153:4.956434064700911 154:3.904125109739664 155:0.5642778406574711 156:-4.224931274363886 157:3.378995620681028 158:5.637974114020656 159:8.738421654937293 160:-4.531536852512247 161:-4.445729823614759 162:-6.158035004899379 163:9.831582505015113 164:5.080527877530155 165:4.255834754112678 166:7.288412647864884 167:-0.382343062398655 168:-8.532704608705419 169:4.729507079773627 170:4.542166682672631 171:0.2467518714836876 172:3.789388554076767 173:-9.413377959473708 174:2.073049016572484 175:5.181291846287067 176:7.291334699459542 177:-0.2776202905072962 178:-3.155836514883556 179:-0.2125769170421934 180:-1.195231515230681 181:4.831796026191017 182:2.558418791861419 183:-5.726078538027411 184:-6.263223587495421 185:-8.288440793235416 186:-3.357736843903598 187:3.588785982257234 188:-9.397635435480359 189:4.270052626136669 190:1.720146982906225 191:8.681096516939771 192:9.045261496448457 193:8.478219911161291 194:2.409737966909691 195:5.233808323943188 196:8.89839129717225 197:1.213811345481068 198:1.993028571655942 199:-3.932289449596103
--1 0:3.989690088686408 1:5.83744703917444 2:8.03630499816029 3:10.20890977308699 4:-6.724512600674746 5:-1.171514470495083 6:-1.66112031010397 7:-3.872326236728155 8:-7.360410879146088 9:-5.739869678469306 10:7.884612796727864 11:-5.901759868369231 12:-7.049855773113522 13:-4.000093805348584 14:-9.511233427518974 15:6.501091200834166 16:-2.760580056039065 17:5.135307124146474 18:0.2608709083033459 19:-3.31394750923766 20:-1.444511082995039 21:-6.450576441635169 22:-9.844890424462466 23:-2.641084502550857 24:-0.8726678059837982 25:4.102152129230599 26:9.364685655182438 27:-0.9788497669790279 28:-7.289524191560681 29:9.626434084168562 30:-2.340847709982614 31:-2.392919211254181 32:-8.42478912604156 33:2.379104843225697 34:-4.959409356279567 35:-1.499455767627717 36:8.022802952312654 37:4.447762063041553 38:4.414969105674175 39:-9.472887439110957 40:-4.754847741812546 41:2.384263652628147 42:-8.131118757976553 43:9.764407529598813 44:7.067229636644768 45:-3.510509653470393 46:6.766305903544202 47:-6.765642844872621 48:-4.244549152520887 49:1.889538309418551 50:-6.35319535331296 51:7.891145898849005 52:6.206484754653954 53:-5.778710656862469 54:7.650129678504738 55:5.798949755349717 56:-3.492851945861364 57:6.513693705060069 58:2.804276317942132 59:-2.915618048856991 60:7.09950495409765 61:-1.576717451855856 62:-2.660351281989531 63:-3.354853354991402 64:-0.794641263170331 65:-5.267833975873842 66:-9.757244233810033 67:-7.83465231064584 68:7.179006683421756 69:7.536189990914822 70:9.048141612729818 71:7.196867211412952 72:-1.78712989891641 73:6.478554348218222 74:0.7083580707254873 75:5.135648537705786 76:-2.454378364571652 77:-0.7305729560344902 78:8.765617350064657 79:8.85057254532377 80:-1.026163293955256 81:0.04353869072226568 82:-8.581798730421824 83:-0.5106286302286032 84:1.787977009735248 85:7.905510233244108 86:2.970757942456347 87:-6.514666034065021 88:-4.205172809958067 89:1.346788392015583 90:-3.364384001888687 91:-4.857797560352559 92:2.088860268532733 93:-3.765611162444934 94:-3.520266120530745 95:4.594886273983786 96:6.8282220400023 97:-11.42150723934836 98:-2.970346883331453 99:-3.101489229203327 100:4.083256491095825 101:4.264433560831625 102:-0.9832750967655177 103:-3.283898624973045 104:-5.885284732428275 105:-2.263093355387782 106:1.192678089363145 107:-1.0296003176523 108:-1.157196396696885 109:-2.535281265829916 110:3.770838359150377 111:7.270513955969114 112:6.537246440658596 113:1.533039908570254 114:8.937235642611219 115:9.209908174585557 116:-9.14642615093212 117:1.944450409026557 118:9.244773148868912 119:0.39096204621861 120:3.201443021900002 121:-3.589061133487195 122:3.007679475963678 123:8.481316218601348 124:5.151014817825426 125:-1.572402912558114 126:7.59041512876837 127:9.034906783465328 128:4.415441964361199 129:0.7104165481003605 130:0.889812097491859 131:-2.056409645176217 132:-2.121841478261334 133:2.010486244545556 134:10.41655668091348 135:-5.750399151279646 136:-3.181796944312704 137:-3.752417348127514 138:-5.508327630186761 139:0.6984214099511568 140:-1.850752365201187 141:6.841102279974224 142:-2.055516343534254 143:-3.955278979531025 144:0.4820052119585336 145:-6.911075188695929 146:8.204430009895548 147:-3.819715778445394 148:4.326935799467353 149:6.326883042998214 150:8.951808520119634 151:-8.430279344501487 152:-2.122224436069861 153:4.911135370670417 154:5.157314926144126 155:1.263815271191326 156:-4.328617356984092 157:4.971122806936707 158:4.035024381255559 159:6.587374706324239 160:-0.9715099179968916 161:-1.72484587723329 162:-7.374905539401606 163:8.728962423833231 164:5.01351207375429 165:5.32848629083434 166:5.63104325438453 167:0.04897929826144221 168:-6.552896024540869 169:3.913612347182623 170:3.32111585016598 171:-1.853505377449851 172:3.026786484142645 173:-8.604368880976669 174:1.860419304891852 175:1.831023685724543 176:6.977736169617678 177:1.802642729840667 178:-4.579026072368515 179:-2.261534998479638 180:0.1520064404314458 181:7.903857166493419 182:5.729212156787217 183:-6.052102340044316 184:-6.399583703719085 185:-7.444857380351977 186:-2.650035050236204 187:3.415491804247452 188:-10.91364054649255 189:2.044392684094814 190:0.8579185171147217 191:9.181090411631093 192:10.70463900151166 193:6.944305606994514 194:3.488343566076221 195:3.743467081558498 196:10.29604788221069 197:1.796289865286057 198:0.5482388424005287 199:-2.387841587178563
--1 0:3.314942062039618 1:3.983101308857338 2:6.175681300149797 3:8.646394520523788 4:-8.218878964112276 5:0.7331249361490885 6:-3.758844297519808 7:-2.364613048112225 8:-7.31480988355746 9:-4.982865391930372 10:9.436961183916733 11:-5.061045052243307 12:-10.29732512139266 13:-4.801971676673216 14:-7.395375191738932 15:6.085176068283041 16:-3.913860907496298 17:6.064600994630228 18:0.06793287600648934 19:-1.978096888377523 20:-1.865267837060447 21:-8.458168942655092 22:-10.79933743941428 23:-3.477968373587127 24:-2.278003552394924 25:4.341046151114138 26:8.407319844813481 27:-0.9726966126441874 28:-8.395495853646345 29:10.65660758054814 30:-0.7012435674837851 31:-1.740782507277912 32:-10.25065320229803 33:0.6384908868173744 34:-4.658460109907185 35:-2.22286718597188 36:6.456237199399395 37:3.910838208954745 38:2.788490735561716 39:-7.9293255601009 40:-1.059436312976914 41:4.587321999564626 42:-5.249219230780697 43:10.09003070250559 44:9.276725150443944 45:-3.120253217548224 46:7.652437760872309 47:-7.567817597555618 48:-5.508910239755322 49:2.824614279365197 50:-8.517477794310983 51:5.256011277619478 52:7.871063891264502 53:-6.126682341776841 54:9.477757308308581 55:6.403153674319075 56:-3.098447920646541 57:7.878652283376343 58:3.950688909966855 59:-2.892676765958142 60:6.728015230692082 61:-0.8241309115694603 62:-3.441995809386655 63:-3.48502795655673 64:-2.412353371586881 65:-5.294438610439994 66:-8.018180009254621 67:-9.545402637133515 68:9.278976588737317 69:9.873175163847797 70:8.975866795381405 71:9.392937085125016 72:1.713956635628999 73:4.79229928374654 74:-1.035762983724047 75:4.899652110653584 76:-2.581905087083743 77:-2.855614367124256 78:6.655622408521745 79:9.377649634613899 80:-1.801360473491738 81:2.769838556544206 82:-8.157714504419209 83:-3.02861605702583 84:-0.763372614855671 85:6.55720487599649 86:0.8881608721380569 87:-6.119800362791032 88:-3.400452805309794 89:0.70910480558347 90:-8.248845935266548 91:-4.69689802015689 92:0.8327666300935873 93:-3.20778478934407 94:-4.937771519330711 95:5.808662232065127 96:6.955187472389871 97:-8.23930914172831 98:-3.584891875105426 99:-2.372604342086305 100:4.230264633453424 101:4.010187644185851 102:0.4018198273114423 103:-1.219816892377507 104:-5.767897951076757 105:-1.296207196380073 106:-1.953437156754295 107:-0.9461323983642611 108:-1.896681114157292 109:-0.6867460603421355 110:6.796597558371358 111:8.260342727642602 112:8.662096721867851 113:3.017713740530137 114:10.85099546958986 115:8.162433461886291 116:-10.03621572083103 117:1.963204173979713 118:9.395293052297363 119:0.5927037398874112 120:1.116798567778524 121:-4.207619957997569 122:1.450081524780511 123:10.9996990573682 124:4.7229047905076 125:1.365008764729362 126:7.298994485077703 127:8.721574279115984 128:4.310098059596186 129:-1.039032111590829 130:0.3178593707315538 131:-1.026394842402673 132:-0.7760496112156903 133:3.922016218114309 134:10.96750184350787 135:-6.329920207315338 136:-3.229693597223173 137:-4.385926830070828 138:-3.403106888766672 139:-1.547072681889069 140:-1.403575161453044 141:5.235718539433754 142:-2.681963384875945 143:-4.961508648085831 144:1.101318604445314 145:-6.300940927221548 146:8.394336961720949 147:-1.964455315957275 148:5.242430183093295 149:6.451691489560583 150:7.851510463225806 151:-9.415650262702304 152:-2.905086431450831 153:4.124478075070304 154:6.389768685839147 155:-1.102344042023408 156:-4.697371513053946 157:2.842104462269023 158:4.59922159797489 159:6.869543604475972 160:-1.732870508970343 161:-2.760994456364517 162:-8.473147950400659 163:10.20838973856206 164:6.137582760522567 165:6.36442738654449 166:9.954255127765325 167:1.753443390256113 168:-5.880066074303968 169:1.523707035964474 170:2.711934650899375 171:-0.6394068041537442 172:4.081454204248501 173:-8.984941054104844 174:1.273891596516489 175:5.267133748954455 176:6.321091345017029 177:0.3869307738827215 178:-2.385819359577982 179:-0.6431688801275194 180:0.6456536018761114 181:6.709315547722675 182:2.718570322489051 183:-5.676147900407948 184:-6.508208580811425 185:-4.941962097915896 186:-1.861725633128142 187:1.64135306252193 188:-9.922797038095119 189:3.467044155995131 190:-1.509837682799155 191:8.461654555089858 192:9.931879186343016 193:8.701991611849275 194:3.87715596807403 195:6.528037311748743 196:8.603688454171058 197:2.752923459202213 198:3.484331939790805 199:-0.5142939149590007
-1 0:7.821078364960608 1:-4.321234705137659 2:-3.007456781063394 3:-3.725231758861682 4:4.168778884454792 5:9.37871984578714 6:-9.733693922440747 7:-4.764433679462488 8:6.66843264791035 9:5.917691059547521 10:-6.463576354542694 11:3.661907118388058 12:-8.149095386619331 13:-10.93019662076088 14:-4.103710033871934 15:2.457017434433308 16:7.025724133482033 17:2.440869677268688 18:-6.917572137122142 19:-0.9801574383526355 20:-1.901840559254487 21:1.369728738630139 22:-6.684907944549408 23:9.384696668256909 24:0.1821837044451577 25:4.031058412203222 26:0.9814217084735143 27:-0.4929375317906228 28:3.832405407728916 29:6.203478146178162 30:6.86640284013804 31:3.408463909084461 32:5.081394745779599 33:6.310257594885448 34:5.321428471504774 35:4.798994467305087 36:6.486381636046856 37:6.670727018200498 38:-7.314050769392201 39:-3.24261588395579 40:-1.966108015805951 41:0.8182407852110782 42:-1.208400574726822 43:-9.78978667041641 44:2.296454867287654 45:6.973416909166712 46:-9.260005837155383 47:-5.329748566351762 48:-7.428290526561942 49:7.37660132889818 50:5.679261123829439 51:-2.383992698107244 52:6.939523299578 53:-7.355832638550387 54:-2.021787688192671 55:-1.819323951608711 56:6.835863505956786 57:-7.682860897553374 58:-1.664940528303321 59:-4.42503467606792 60:5.97253482244601 61:-4.909421984219568 62:9.951505157135765 63:-0.08919086500455309 64:0.1764316233555325 65:-1.490851894040272 66:-4.016968951671126 67:8.5574446245252 68:9.611140939377986 69:-4.114132639241411 70:-0.444309135511477 71:3.423348014290589 72:-1.356188712044895 73:5.404901123263597 74:-5.038942695838265 75:2.511086283170237 76:0.1322555147133451 77:-10.89448306106726 78:1.33691137577032 79:5.734489234614298 80:-5.258421106420946 81:-3.268202298260724 82:1.834817408306457 83:4.532957429451764 84:7.217970456461294 85:7.138272787820051 86:-3.668253553546942 87:-9.025601863502619 88:0.02750865933575064 89:-7.53385509596791 90:-5.459906746479851 91:-8.874465124597963 92:9.14953387350174 93:-9.571015178824847 94:-5.419061856850234 95:-7.882987655862545 96:8.601322824580139 97:-10.15200475266293 98:-7.966143971799427 99:-0.2995063032405411 100:5.578519269436014 101:-5.564523485321849 102:7.575315966891023 103:-6.588427618036901 104:-5.77785021642007 105:-9.181124968536947 106:1.458484108324565 107:-2.022583259750449 108:-9.670529700552528 109:3.120349782695022 110:10.13256986666738 111:8.238380924671468 112:9.141032079910264 113:-6.499548282459591 114:9.708856190819098 115:-8.347479266694521 116:-4.710138670977917 117:4.196220978262681 118:1.207164807576744 119:3.057009439492092 120:8.13662659397181 121:3.746846384008645 122:-7.20095002269619 123:-2.391484851332093 124:2.663634034810658 125:6.119662397552699 126:-8.248177657897401 127:-0.9382790758675005 128:6.221399069336312 129:6.535844725333632 130:-4.331839935458929 131:-2.806280278353153 132:10.58584745966808 133:0.3279435491151569 134:-2.543193669392696 135:8.54266600420323 136:-3.337652812828061 137:7.661950517752582 138:-10.08867878235485 139:-0.1316209397989276 140:-10.6260886737118 141:-8.296795132106199 142:7.241330501808411 143:3.824793835603853 144:1.0073046941769 145:-6.927597736979573 146:-1.279420616368273 147:-9.601863984543458 148:-1.617762166559101 149:-0.8659232770652424 150:-3.198677233434447 151:4.90801850422537 152:0.5472936416299268 153:-3.904444587163398 154:-7.658677907847704 155:-7.527297085343434 156:7.608209300722504 157:-0.2273702204682579 158:-3.451883179593803 159:1.909513030545468 160:3.26695370257961 161:7.678390106585858 162:-9.860117404316064 163:3.174711500185006 164:8.438971857346266 165:1.446648251115749 166:-3.636726979245646 167:-4.553678598953863 168:1.53917839248089 169:-1.873500473787541 170:-10.28389340561109 171:-7.109557263569464 172:-6.2438489454758 173:7.474067726999479 174:-4.626201430193754 175:-6.471813465408587 176:5.89467647451544 177:-1.474486844084836 178:-4.901064969702642 179:-2.998287073218262 180:2.628841434770258 181:6.048273055717019 182:3.186204304303964 183:-0.9612407204523289 184:3.102162141110109 185:-2.629819442205501 186:-4.186739748069056 187:-1.804585060749168 188:8.924745405885682 189:7.338043931453987 190:-7.971065880761335 191:-3.004231187762882 192:6.944552292105696 193:-5.562467047224613 194:-1.715041660209116 195:-7.56337422996649 196:-9.102219833143234 197:-5.757414336581367 198:-4.285272330742423 199:-7.403565300939658
--1 0:3.858593024097749 1:4.141045827413381 2:7.5891363242137 3:9.44095355079703 4:-9.12503570066548 5:-0.3480019175384758 6:-4.279575748627117 7:-3.425166948769533 8:-6.652607469086375 9:-5.944181554366459 10:6.570185091917496 11:-4.423844614317101 12:-8.464771415790796 13:-3.959843989931244 14:-8.281163929391766 15:4.698716486735746 16:-4.620184019003487 17:5.763931133434861 18:-2.617285011228475 19:-2.347055022172978 20:-3.173454922801941 21:-8.179222575690916 22:-10.76637742647886 23:-4.197838027812216 24:-4.91375525706472 25:4.169400113837928 26:7.430770120967962 27:-2.13408130239611 28:-7.310871321960926 29:9.145406549854698 30:-2.126902154647507 31:-1.7657779605479 32:-9.026170840873979 33:2.394608907514585 34:-4.606490882267573 35:-3.431324875677534 36:6.296277674424035 37:3.764631700901747 38:3.468378759219932 39:-8.441236079236875 40:-1.606441456079511 41:3.684253879770824 42:-6.351414347315524 43:8.794868232281747 44:6.324155283733967 45:-1.681308565142172 46:6.154484361015877 47:-7.163509360150917 48:-3.200163406392519 49:2.932141301428151 50:-7.862784822747561 51:6.010176663291615 52:6.757633066380603 53:-6.560718169664032 54:5.271589328819823 55:6.314890770156072 56:-2.123825087567207 57:7.809112912277322 58:2.799805868919746 59:-3.930611095604515 60:5.992985183646176 61:-2.20539221080693 62:-3.844515992907215 63:-2.645698489331942 64:-1.495244103437409 65:-2.341568420431001 66:-10.23512594852771 67:-9.678986759732464 68:9.866611923491089 69:9.04596614743201 70:9.319123513495843 71:6.866031049699945 72:-1.471161258820618 73:4.982207821454572 74:0.3328502304721597 75:4.928103004035685 76:-2.959547194497013 77:-1.377749203122126 78:7.944450225756859 79:10.34874487945874 80:0.2771795694067387 81:3.04850825022429 82:-8.422059547112259 83:-2.899097397489193 84:2.016889629132145 85:7.668895879810226 86:2.024181429640686 87:-3.080425899858114 88:-4.385606274856411 89:0.9663751708535688 90:-5.113693372915896 91:-5.477296629119034 92:1.008976341841153 93:-1.631197324450396 94:-3.192597507158668 95:3.982494835448158 96:7.693192789886022 97:-10.87054240310811 98:-5.388207281103437 99:-3.595319005703726 100:3.129357329485741 101:3.402473320217672 102:-0.2343247655438632 103:-3.395767470046614 104:-6.41816035959898 105:-1.699381679823905 106:2.042364617612932 107:-1.060307678391568 108:-0.7483453761997281 109:-2.453143718020463 110:5.106663699391587 111:7.924583737761907 112:8.701886415166019 113:1.775253699269846 114:7.261042166837579 115:7.616660359185635 116:-10.03512061218363 117:-0.7697845192057446 118:8.97883142819714 119:1.483348652884092 120:3.526038562700045 121:-3.894221269448017 122:4.655752306107868 123:8.083951248114101 124:4.144679139107346 125:-0.4075760639956514 126:7.588565774327596 127:10.01796923526259 128:5.653823865997476 129:-0.4528296543080657 130:0.09203937504200552 131:-1.236599411415004 132:-2.700983201704046 133:3.104550705421726 134:8.845371589377649 135:-6.602332539919169 136:-4.416036941131551 137:-3.166371686769907 138:-3.71024977612004 139:-1.148624724529264 140:-1.547148337468135 141:5.582778936465314 142:-1.438368115377167 143:-4.4816789531171 144:0.8359228557452896 145:-6.051909481774 146:7.777237264605319 147:-2.575968289199094 148:6.212305087356048 149:5.020818484362401 150:6.830786941007397 151:-10.60561106441967 152:-3.342512747635178 153:3.895595541727152 154:7.573040050351699 155:2.616225718303745 156:-5.205598607032901 157:2.838754702616774 158:3.953207852620873 159:6.855864954512327 160:-6.002773923646307 161:-1.580745314211883 162:-7.579876323344439 163:8.398916827672888 164:5.688480948837431 165:3.871595408170187 166:7.390681381293341 167:-0.3309297219233411 168:-7.842637097688724 169:4.466908247812982 170:4.034609580687713 171:-0.09203513875436142 172:3.54203126713069 173:-8.788617856482734 174:1.105832797761189 175:5.41651646141144 176:6.437877501318752 177:4.649116711478117 178:-3.25021576713139 179:-1.088443188675473 180:-2.073663879813069 181:5.379302043059926 182:3.048839508870619 183:-5.61878356566362 184:-7.613338032815703 185:-6.072974441739919 186:-3.07980768557763 187:4.388819660518173 188:-8.214647095367745 189:3.381991201437013 190:0.02266352913285752 191:8.676377921248351 192:9.049717111433587 193:7.199683640589156 194:0.9621142912988849 195:4.950295896057882 196:9.377359710411328 197:0.7003408105740134 198:2.506265843581144 199:-2.409266724688241
-1 0:8.859561056417119 1:-2.57105706325512 2:-5.820936510672778 3:-2.439365835843052 4:4.535894028846779 5:8.826396194828092 6:-10.05657408800887 7:-5.475422936940721 8:6.606335472695871 9:5.910572681073948 10:-6.114727828396749 11:5.311726894911377 12:-6.794732110249083 13:-9.501533395180756 14:-3.583238659008645 15:4.725672613597869 16:6.492958254635011 17:2.086519203386166 18:-7.783577711295735 19:-2.706903409072735 20:-2.114140520970976 21:1.920461466631606 22:-6.209509542443325 23:9.508519806442512 24:2.857953636608079 25:6.297534467716993 26:0.5933452283885211 27:-3.117671843909426 28:5.220662127048461 29:6.005415195041333 30:6.94628949255063 31:6.442775038041875 32:7.327111638965557 33:6.132360242401084 34:7.811714764373391 35:5.558273259558902 36:5.418787482100934 37:5.30238873000285 38:-9.072929097292766 39:-3.525892800029441 40:-0.4386994130272123 41:-1.189879065150647 42:-1.595496326106345 43:-10.6508521276702 44:2.363500514926056 45:6.97478282178003 46:-8.551865396198307 47:-4.982328437334569 48:-9.580258429538471 49:7.24849100551489 50:4.38723231072002 51:-2.05129132904356 52:6.20232864258591 53:-8.822276552324839 54:-1.836969562993035 55:-4.711261853177235 56:8.054017150320295 57:-7.720164762483129 58:-0.4068163475761406 59:-5.744926548746745 60:9.107755430606892 61:-5.298827864412189 62:9.085893977207995 63:1.218505098672735 64:-0.2833440175939973 65:-0.7380803594126986 66:-5.512613366462478 67:6.855389620296309 68:7.822248223669469 69:-2.630426848017791 70:1.078325516560986 71:2.32536413973288 72:-1.912867779093325 73:3.48239522888146 74:-3.568267098080198 75:4.432383863850058 76:1.773016390049582 77:-9.150079844661832 78:2.098961349631683 79:6.704672136605757 80:-6.358868887736238 81:-4.822781088532607 82:1.77661658854776 83:5.396237113643194 84:8.455644141628316 85:6.504286600291191 86:-2.218428795037391 87:-6.951282287470883 88:-0.5821656614580001 89:-6.621610024041531 90:-5.07019473169025 91:-5.612078776807461 92:8.919305328870404 93:-7.345745174188391 94:-4.833727921391485 95:-8.259292205353589 96:8.8399683941661 97:-7.38381764265536 98:-7.828896727462356 99:-1.852441847325501 100:4.741976752190658 101:-4.76233883718815 102:6.423536374512945 103:-6.04124093321274 104:-6.380790865878637 105:-5.999036159567392 106:1.833057670829848 107:-3.869407837608266 108:-9.914299730821497 109:5.516456010599421 110:11.07806063622682 111:5.925365614638928 112:8.404365970399217 113:-7.825167172116441 114:9.717431400134867 115:-8.42387534645918 116:-4.284300807974404 117:3.348915649588072 118:2.119912713765722 119:2.479096808638925 120:8.292634152091441 121:5.169679061659939 122:-8.519998449496084 123:-3.65250359676886 124:2.998295187198107 125:6.18533124144771 126:-10.73717459612299 127:0.3158814906107028 128:8.16410283800386 129:6.190070853071682 130:-3.03117403031775 131:-1.493389316708907 132:10.41841899103695 133:0.4148888193952013 134:-4.566446011314816 135:7.213499813175541 136:-5.594067498344577 137:5.812784950246977 138:-9.312941831627919 139:0.6838229538145015 140:-9.671572496212775 141:-9.497593518462915 142:6.671501267860145 143:3.961293491254569 144:1.612120055353411 145:-6.319212975394568 146:-0.4860751630935853 147:-8.456511051325938 148:-3.085701115200855 149:-0.769065009943906 150:-3.538699755887911 151:5.497116308801226 152:2.488354594054595 153:-3.991449667064844 154:-10.1963264758893 155:-7.173393523996373 156:9.149185880821948 157:-1.685598458060378 158:-2.902490653263058 159:0.8462955880365901 160:4.546806783797877 161:8.12048258540009 162:-9.021081832449584 163:3.318975662468715 164:7.712402922009661 165:0.8473047636561991 166:-4.043679360145366 167:-6.98852798278228 168:3.945827767247105 169:-3.290177723709993 170:-9.109521232532893 171:-9.038453608837157 172:-4.357465634489867 173:6.759117990904527 174:-3.273265924502096 175:-3.782376692160001 176:8.030329713832366 177:-4.83759822035611 178:-3.572929630899154 179:-3.007761179701687 180:4.112265195603687 181:6.274449189927815 182:4.494845777243401 183:-0.6152839965634413 184:2.202255561020502 185:-4.47448108003012 186:-4.34250405179779 187:-1.5520649155846 188:10.53776038962978 189:6.357366805519685 190:-8.254089964727118 191:-3.02024051429941 192:6.670080618271634 193:-5.857446077607589 194:0.6576619205075218 195:-7.4299724207956 196:-10.96518233160853 197:-9.535749364014801 198:-5.777767934678307 199:-8.437441047418796
--1 0:3.926167027032319 1:4.859041562765904 2:7.392727949387931 3:10.26454243871058 4:-8.861546274057179 5:-0.4303802905873241 6:-1.926140741460969 7:-1.817275593428576 8:-6.263417833228743 9:-6.097785658630584 10:6.547754751912389 11:-5.688814973000299 12:-7.000848981203017 13:-3.58120153348613 14:-8.716918043011916 15:5.033688799926489 16:-6.129542972780889 17:5.386862946613155 18:1.277017779511326 19:-2.019289126230228 20:-0.6628293114450308 21:-8.226982550330794 22:-8.789151472834286 23:-2.720491988563001 24:-1.661557756708786 25:3.463282902677101 26:7.530267818580666 27:1.090682797752537 28:-8.098253635998525 29:9.929825656986818 30:-1.323436889038866 31:-1.055482668273861 32:-9.660363065276025 33:4.013912010341697 34:-4.699763257514383 35:-1.962319965329416 36:6.138776334791762 37:4.331821873573077 38:3.968344000059368 39:-9.926485006770967 40:-3.238792484207988 41:1.858446895333648 42:-6.007378939643955 43:10.33640354363366 44:7.570112295975139 45:-3.291061834329167 46:7.634890696810669 47:-8.847285938144793 48:-4.708418126462575 49:3.250823162098408 50:-6.784840674086796 51:5.555676997484901 52:6.710452786185479 53:-7.970540376330922 54:7.117461733771124 55:3.161739111593255 56:-3.286052275767522 57:6.555713981657362 58:0.612867917956851 59:-5.324904999851888 60:4.565492369480753 61:-1.329626417970648 62:-3.151982534702462 63:-3.787271627881051 64:-2.828416710830938 65:-5.099857290517316 66:-10.63601893886965 67:-8.656680111453877 68:9.456227092496951 69:8.329492224203696 70:8.648134431028955 71:6.77602791988877 72:0.2118043619830855 73:8.061414402173433 74:-0.5149186369924157 75:7.112638130168109 76:-1.776570968452001 77:-3.220117452502648 78:8.067107420569558 79:9.298781113980496 80:-1.420526023217176 81:1.293662276897614 82:-8.771866359586717 83:-3.393570960579633 84:1.878405749798518 85:7.226849465064826 86:3.037279382465342 87:-4.982292476541569 88:-3.769950358690076 89:-0.2623326433542679 90:-6.463672065677796 91:-6.109285085407449 92:0.0488282254324035 93:-3.522757753764107 94:-3.731032871337983 95:4.365600995653614 96:6.82142531270699 97:-10.28600569757397 98:-2.926093294452791 99:-5.630962118610205 100:3.59308492237777 101:4.350733198071751 102:1.102639414115169 103:-2.967726461789168 104:-7.501446088107835 105:-1.972866277747971 106:2.081258443615979 107:-0.4036792365924204 108:-2.094320387355119 109:-1.102701025933667 110:5.713375362042076 111:7.603285034221131 112:9.547819740265924 113:1.318869030181168 114:8.717633046408316 115:8.962656008169404 116:-8.14300489945073 117:1.544530569760983 118:9.128301247250025 119:-0.5501575772480293 120:1.4564195643149 121:-2.884974200442867 122:4.154730681477417 123:8.784896355847636 124:2.995526843575044 125:0.2657570028701773 126:8.292633337286507 127:8.856519036406933 128:3.758132968051255 129:0.7106739861486071 130:0.5993294795941618 131:-1.845380105063826 132:-3.282412434903714 133:2.098735362151095 134:8.768533163266763 135:-8.095370027871216 136:-2.456291195668526 137:-4.377977482472676 138:-3.572872726376922 139:-0.471524203757734 140:-2.025563024317361 141:4.521369527105164 142:-2.335497250654039 143:-4.182985231016624 144:-0.7563815126039325 145:-6.121483003270336 146:7.165150037384314 147:-1.87253889321198 148:5.603896072534247 149:4.804935300525456 150:9.064914035063936 151:-9.688776300643406 152:-3.138684631079356 153:3.121841939344418 154:5.205992425496617 155:2.213125355282499 156:-7.078763523904755 157:3.025127165492931 158:4.482874235141443 159:7.92452536098242 160:-4.103235005012705 161:-3.517990734948591 162:-5.27992565976749 163:9.76244830975037 164:6.66028720575699 165:8.024247250929434 166:6.588071441359573 167:0.6919500276740299 168:-6.810148378182979 169:2.892256747063048 170:2.869036484078793 171:-0.8631981063004122 172:3.04499030495477 173:-9.225247970938053 174:2.394209651651325 175:2.097671065523499 176:5.788679115984027 177:2.536652154675012 178:-2.052374198155322 179:-1.20347539982788 180:-0.9257725677055975 181:6.82189649921198 182:4.176551766974892 183:-6.28899907929507 184:-6.912581449609509 185:-3.831923640962776 186:-1.7166031396916 187:3.414898469283822 188:-10.50851406370061 189:1.954501869507539 190:1.907106558795679 191:8.610662770502744 192:8.982984736391744 193:7.628762560468379 194:2.387222905869284 195:3.464917271214655 196:8.325181658829488 197:2.408761493792071 198:1.715292078161169 199:-0.870639495704449
-1 0:7.430684360050124 1:-3.441737835499204 2:-6.102960993182048 3:-1.562301528977161 4:4.333217644065344 5:10.46241206896209 6:-10.2772742730812 7:-6.530922057233177 8:6.942472191801574 9:6.127266509080589 10:-8.185885501114949 11:2.139169565603436 12:-8.823324759529928 13:-9.81729850794971 14:-4.811672091059532 15:3.649418713984282 16:6.285240473668884 17:2.183393035782971 18:-5.61532805342117 19:-0.7580181876813268 20:-2.577577410208899 21:0.8828401315280416 22:-8.084976507191667 23:8.722548293196848 24:0.2344895711641198 25:3.89390292200771 26:-0.4464576434502935 27:-2.240382982344126 28:5.075464551341599 29:5.651736949236535 30:6.000067900055403 31:3.191376297082019 32:6.121527251231464 33:6.533753036506511 34:6.350855067688615 35:5.110998361875667 36:6.911050454792548 37:4.062071955721675 38:-8.858905236220705 39:-3.892787182776236 40:0.5457957334816645 41:0.5009137709640364 42:-1.446094665118163 43:-8.734105376228674 44:1.778909109200555 45:7.316986432453536 46:-9.130774465269008 47:-7.044462949054186 48:-7.415197333263389 49:5.937449965477254 50:2.984692089231825 51:0.2579611903506414 52:8.050962848874173 53:-9.185973733293588 54:-2.553143277744059 55:-4.013638409992888 56:8.684571940820582 57:-9.061403994831444 58:-0.7946470190656112 59:-4.971424703194022 60:7.67645876455732 61:-5.454403816082345 62:8.776755804308477 63:-0.9247543554414346 64:-0.1196231575838813 65:-3.097428728141352 66:-4.994761110696127 67:8.302894926816055 68:9.791603311245364 69:-3.909522362304856 70:-0.4014848338994959 71:1.374039950117748 72:-2.400612157927144 73:6.887157586303683 74:-3.101858554212303 75:4.893714328927005 76:2.210844263526366 77:-9.712356787025399 78:2.023877152522624 79:6.190042081576188 80:-5.690117186320252 81:-2.202978545920946 82:1.657005388568278 83:4.624553980987815 84:7.344908180993891 85:6.698987485236816 86:-3.138856052337466 87:-8.810587906036403 88:-1.219899740492087 89:-5.589256368865321 90:-6.085575563737819 91:-8.04198235329808 92:9.617601948784786 93:-8.697255620198902 94:-5.264662533750774 95:-6.77812499332515 96:10.20078666469535 97:-8.770038129489345 98:-8.71131453408365 99:-3.631864694710376 100:4.465614460981209 101:-4.153122188992336 102:8.212488112277816 103:-7.325705039414537 104:-5.767182696271795 105:-7.635663202969137 106:2.106689808735402 107:-3.709733068607208 108:-8.116171515914871 109:6.004310471759571 110:9.167911508769684 111:6.743340230125447 112:10.27426269722669 113:-6.629932930752961 114:9.051697466894986 115:-7.941137788263095 116:-4.423200083283471 117:4.225537438929717 118:3.573573645196865 119:4.261925568211879 120:10.21248012091111 121:4.030068741895583 122:-9.022310384935949 123:-1.937046024513422 124:4.457978345651762 125:5.914174900129943 126:-7.976349731272477 127:-0.2125631698275524 128:4.612390838031052 129:6.475998082006862 130:-2.947232086216835 131:-2.659735371286431 132:8.956479744654253 133:-0.3621554869707675 134:-3.43513905083263 135:6.643940292250502 136:-1.440440113294138 137:8.090699104991455 138:-9.905308750681545 139:2.615843463673882 140:-11.73679748577963 141:-6.928947811649246 142:6.470870535485131 143:3.08198425902181 144:0.5759826621704043 145:-6.110061492388271 146:-2.565104863721774 147:-6.439077254270265 148:-1.429846709817957 149:-2.251549217265255 150:-3.324288624024415 151:5.230753978978316 152:1.457423127379383 153:-3.272977782861104 154:-9.448210619547265 155:-9.000085681812049 156:6.483709736011758 157:-2.721535437019948 158:-2.849750599654183 159:0.2834688675017984 160:2.586591435921909 161:8.288709796032895 162:-8.879520895835256 163:3.809686136982265 164:8.858066928981003 165:0.4316471409491223 166:-4.406261634559365 167:-7.225723862847948 168:2.369663857545834 169:-2.156389572420061 170:-8.899691131322887 171:-9.545733893231041 172:-6.078365451146429 173:9.324912213078177 174:-1.434167537964157 175:-5.935670153521567 176:8.442235603304999 177:-4.11093781395164 178:-3.917897378714352 179:-5.784258101439773 180:2.541719016766178 181:7.284503190985905 182:5.521353291645012 183:-0.3801672826134509 184:1.176662502239294 185:-3.411312002800531 186:-5.314638242067068 187:-0.2706217145706731 188:9.772791469946945 189:7.004788954113469 190:-9.637982247236154 191:-2.399501825501793 192:5.491442741802939 193:-9.266973888821596 194:-0.2848286950774749 195:-7.509293449131158 196:-9.245475145570389 197:-8.096668080596672 198:-5.082220231652544 199:-7.274578772518277
--1 0:2.110047677264522 1:3.731353810464946 2:5.644731864111172 3:10.11969057716019 4:-7.590871869769565 5:-1.432225038151169 6:-2.880712517902963 7:-3.051677307556128 8:-5.180104678691029 9:-4.105906221557174 10:5.568787547564728 11:-5.55095567912494 12:-8.15718443497947 13:-4.468962869987298 14:-7.570182745225139 15:5.797719272998801 16:-3.047487403122695 17:4.471184494701237 18:-1.069233314922495 19:-1.775775923699788 20:0.3194416543586298 21:-7.725644180911125 22:-7.989138591792576 23:-3.76491286886643 24:-2.144768189986446 25:5.098407460527537 26:7.624770463124928 27:-2.106142046080821 28:-8.293581062478946 29:7.236885997470528 30:0.6513295419513816 31:-1.225626558023928 32:-9.979142184209142 33:1.680648098082464 34:-6.147857121410184 35:-1.800392646237338 36:4.742166319990092 37:6.29526848059739 38:4.180758437866674 39:-9.201728655835957 40:-2.383544147129572 41:2.273207691694408 42:-7.481365094574405 43:9.553413845146235 44:8.294055407312904 45:-2.392141290849661 46:6.589426066704841 47:-8.760570935886642 48:-2.85647844402838 49:0.6089510701477043 50:-6.810137171988442 51:6.826171568693191 52:4.649441840267434 53:-8.774762964542367 54:8.253242876395758 55:6.101168901069758 56:-0.6958892358942217 57:8.016053004967144 58:2.043878657057296 59:-2.506988623766873 60:4.256917571571259 61:0.2761908020858161 62:-2.334416835551243 63:-1.802835538178245 64:-1.824075248742773 65:-2.890214016056928 66:-11.75267583545934 67:-8.211844803659416 68:9.519873448815179 69:6.752165374354081 70:7.873297657246192 71:10.2600063503221 72:-1.077253648656223 73:9.101565907050569 74:-1.280051861064331 75:5.191620482068541 76:-1.800126610812199 77:-2.007432586494005 78:8.508301728431697 79:9.617650987112658 80:-0.08414843453646403 81:2.035715045926309 82:-9.075066985870553 83:-2.921656752861515 84:-0.4700357941515458 85:7.855691246395321 86:2.96630942850147 87:-5.268403751211443 88:-3.746712401596911 89:1.423346005561489 90:-5.735391855856883 91:-4.647612707941714 92:1.847644636647453 93:-2.883890145114886 94:-3.116838322911863 95:6.532314502751676 96:7.369076951249889 97:-10.03278435712974 98:-4.906342071118348 99:-2.119159954287759 100:3.565429787769916 101:2.772091454988218 102:2.112293380683418 103:-4.310038903904119 104:-7.061345453759605 105:-2.605669872361771 106:1.696272389837983 107:-1.55997481529054 108:-1.244807680873737 109:-1.462674425180324 110:4.903251100106167 111:8.029165363240919 112:7.555859672509467 113:1.769861583094271 114:8.413902175654169 115:8.664931842542579 116:-9.164222593611264 117:1.000271251746772 118:7.998960382678222 119:1.230024584297937 120:2.532723834948699 121:-2.610361117943031 122:1.54704469792892 123:7.607290826567512 124:3.07798934417402 125:-0.2886894394843871 126:6.768465616266315 127:9.649182978066305 128:3.875327595684522 129:1.547056246118443 130:1.754754329616635 131:-1.365431291416257 132:-1.983700637282839 133:1.252111612083936 134:8.261216361895251 135:-3.845033894711472 136:-5.464800315202942 137:-4.263086178838373 138:-4.681759414381012 139:-0.8615472926926394 140:-2.398982704608891 141:5.355133702570361 142:-2.522160444623265 143:-4.986763433901626 144:-0.2275268035293256 145:-6.784939468122785 146:7.141913064160944 147:-1.255474693898876 148:4.071544055213568 149:7.399904133438952 150:6.219093142697943 151:-10.92442104386926 152:-4.483479901099523 153:4.850347857345812 154:4.01901207594304 155:0.7708167383625828 156:-5.057587307472731 157:1.270416358636943 158:4.145449720634886 159:7.54394167638878 160:-4.232186180873245 161:-1.536155978012189 162:-4.728088568188233 163:7.598953823297548 164:4.731198050317067 165:5.692900767927402 166:7.644026504664343 167:1.842448509251816 168:-7.805970469823202 169:3.636486892390064 170:2.612972961104895 171:-1.279964114235859 172:4.651150250034312 173:-8.45309637419893 174:1.920707283058213 175:2.723418810696839 176:5.3163673458101 177:3.081228074662752 178:-3.175546122979501 179:-1.768550275137248 180:-2.537812560001815 181:4.388303801782719 182:3.050834120942583 183:-4.209668353330576 184:-5.997282098655137 185:-4.775751156428671 186:-2.246768630361517 187:3.849876403105648 188:-11.38168580059259 189:4.633980473593697 190:-0.254914226729773 191:7.449485376647974 192:10.60013869990721 193:8.466375099104409 194:2.530956485059177 195:6.19213316227147 196:8.355214625980487 197:1.62633385212205 198:2.328590973776661 199:-1.046365260361118
--1 0:3.853160971636813 1:3.688302444143276 2:7.296509283080804 3:8.168573229081368 4:-8.195619282049211 5:1.014087312021849 6:-3.614990075588649 7:-3.414298513770516 8:-7.45349947967617 9:-5.520287418731327 10:6.816190902879485 11:-6.077177054694594 12:-6.773407212196747 13:-4.360981004017489 14:-5.442257357165644 15:6.170566175836198 16:-4.096508116211271 17:5.332303633949276 18:-1.209339269629369 19:-2.963333272220058 20:-0.3654268860999792 21:-8.595843246370752 22:-9.440771794644011 23:-5.202973093735965 24:-1.864426779419959 25:5.125506369826282 26:7.429189597965067 27:-1.33370404187739 28:-7.043431714661857 29:10.36397956358289 30:0.2174846440414078 31:-1.524161189597577 32:-9.244659901865825 33:3.810413525330266 34:-3.254087202286184 35:-0.4762001318603055 36:6.873442154557693 37:4.729392749862706 38:4.45006507978886 39:-8.713497158054324 40:-4.097410446436983 41:3.075112365800447 42:-8.302860377625997 43:8.97957993864795 44:10.1584783303062 45:-2.652296512926004 46:5.150512711381888 47:-7.685527605429377 48:-2.766774673808539 49:1.214222422941681 50:-7.803931128694047 51:6.108504449002916 52:7.511540470043998 53:-7.267104984879201 54:8.401649182443169 55:3.479120240383936 56:-2.766733116013201 57:6.167811211687539 58:3.156489153557231 59:-2.900543610674997 60:6.834869242048836 61:-1.071151867556592 62:-3.750700502720692 63:-3.034675790535893 64:-1.726065151233648 65:-5.05035176576873 66:-9.131582560641739 67:-7.356822893410301 68:9.626270528354103 69:6.981452874566656 70:8.120049946269395 71:9.600681632504424 72:-0.4002768874190885 73:7.744897879187272 74:-0.293690534721339 75:5.366995547093359 76:-3.999384894100557 77:-2.108560456202566 78:8.753652468854431 79:8.318573506711203 80:-0.5162266220031636 81:-0.8661082709334158 82:-8.469491737849895 83:-2.668508644656563 84:2.246325510131026 85:6.655859119603634 86:2.893608250923747 87:-5.268402868483895 88:-2.708696626530807 89:0.4610238475564379 90:-5.527718132545178 91:-6.384213366896048 92:-0.02903886997428962 93:-0.7899199526653327 94:-3.462051208518731 95:4.017151238643446 96:5.614286300235576 97:-10.36246481618658 98:-4.08893708313634 99:-4.462405226115667 100:3.698465690232404 101:3.823964646330031 102:2.485485422251505 103:-3.964583759192542 104:-6.37981936549318 105:-0.337563561305197 106:1.346747427432559 107:0.7618492146859293 108:-3.361532968015608 109:-2.347683412090617 110:4.558181050039431 111:8.225899462258775 112:7.74781901879345 113:3.843361584136856 114:7.14871372091606 115:8.521018218330383 116:-6.129548189345504 117:1.917200376306126 118:8.575296515156579 119:1.187192751739506 120:3.160503122442701 121:-3.133841411893859 122:2.581099720216846 123:8.646345696956629 124:4.760297743874981 125:1.171426899765475 126:6.934419512085936 127:8.181338886715489 128:5.328621319764034 129:-0.0741492144382 130:2.048997980157061 131:-2.627219603835125 132:0.4567063216354512 133:3.529914715893371 134:9.714082691108704 135:-6.046435026837174 136:-4.569215491996094 137:-3.265690695929355 138:-1.599322581346105 139:-2.131171604936569 140:-2.183660476653007 141:3.969140650102021 142:-1.674359621354874 143:-5.440052653774897 144:0.4606594466489831 145:-6.341773337530635 146:9.614267850445088 147:-1.398244689763644 148:4.26980536414656 149:2.809308023891949 150:5.320063290554302 151:-10.65401699141066 152:-3.293506406466635 153:1.999041572668725 154:5.166756083558292 155:0.5857091846104583 156:-5.481343621761727 157:3.402759592370912 158:2.608226912056496 159:7.778207269211719 160:-2.102460492149953 161:-2.543494730473434 162:-6.13700651944757 163:9.013833648845374 164:5.667831481235405 165:3.747324237376869 166:6.482813922380675 167:0.5284209052240766 168:-5.771949522194284 169:4.04202323295595 170:3.497408004305136 171:-1.410377714747803 172:3.807261511570192 173:-9.850005088272201 174:3.640411404828194 175:4.576503995386899 176:5.923714254651991 177:1.521605873790313 178:-2.799783392839161 179:0.712705733959472 180:0.1312735806166648 181:5.154297100015207 182:5.094481111494509 183:-5.234502493493086 184:-8.547342930365717 185:-7.086626518855693 186:-2.413522651139782 187:2.339635494716723 188:-9.270196087777204 189:1.651843766680647 190:0.6871231223986466 191:7.895519034957554 192:10.38026710559415 193:7.828807565151392 194:3.691612774588549 195:4.937018290842785 196:7.864775022632934 197:1.351224811009672 198:2.517414521827065 199:-2.681604034536262
--1 0:2.187167403090667 1:5.054434747490745 2:6.509056356772613 3:9.344043268217206 4:-9.117766508618653 5:-0.1076983897670098 6:-4.428703037312149 7:-2.07260164836283 8:-6.297844259318015 9:-6.007476907398067 10:8.740029861737456 11:-8.01118850516978 12:-9.79290083847876 13:-5.214695380863784 14:-7.475820183092757 15:4.759233352149547 16:-4.310420864786127 17:4.557877002890803 18:0.3951425477796482 19:-1.032096651419823 20:-1.890988339246691 21:-7.398764962437078 22:-6.909026651956092 23:-1.97386621400069 24:-2.030076288633762 25:3.166633773586612 26:8.409344963644104 27:-1.622134331142859 28:-9.765742109302716 29:6.929771600426855 30:-0.5126042266240917 31:-0.2506368184404255 32:-9.833755459422392 33:3.180932589895621 34:-4.502670424294935 35:-2.399980714246043 36:5.218236279136235 37:4.618631959484567 38:1.234921609152412 39:-8.981631006950975 40:-3.791459397576047 41:3.04233101006262 42:-8.803811505607854 43:10.32559254283268 44:8.328168705409428 45:-3.765618634872441 46:7.338734919408825 47:-7.026430737755089 48:-2.457037659546333 49:2.175941153080169 50:-6.117333723652523 51:4.858422615971936 52:7.373781770815658 53:-6.657875928830317 54:7.787916049119135 55:5.320613804368588 56:-2.581377078186168 57:5.978502648957068 58:3.80904072763242 59:-4.379234725584742 60:8.254249714614824 61:-0.5626605564272523 62:-3.487432934405187 63:-2.260513513606636 64:-2.489009969458187 65:-5.118922025632656 66:-9.64953196829204 67:-6.965327127174229 68:7.843820177185759 69:7.909113698247419 70:8.340686802289023 71:9.041685331471026 72:-0.8700733967589469 73:8.549512574518218 74:1.388927910244989 75:4.176760235653639 76:-3.165903257204493 77:-1.910286282003675 78:8.532276269172918 79:10.06494226121152 80:-2.648800048682444 81:0.787197454275689 82:-8.048335613553567 83:0.2318405959678422 84:0.4627553139033467 85:6.186746770851799 86:3.945859234930118 87:-4.161405000084125 88:-4.810728644755775 89:0.5315832339842411 90:-6.919724476922323 91:-3.943015798559402 92:2.598805710023963 93:-2.412998718214368 94:-5.53360266370909 95:4.894085048067018 96:7.436635832229946 97:-9.976888733386815 98:-2.923448249063931 99:-4.951672533808194 100:3.565719216193559 101:5.518188447601822 102:1.443863566356509 103:-3.05705711164271 104:-4.804089768322633 105:-0.8098107619355743 106:1.099841501625268 107:-1.557361894582141 108:-2.592061236743134 109:-0.1045384962817106 110:5.010891662930766 111:7.270874155897095 112:9.040744979330036 113:0.05159356174110608 114:7.270105419144707 115:10.95769130398285 116:-11.10275614154741 117:-0.7660958636228155 118:8.32202323401973 119:0.2036556043808669 120:2.044420764783119 121:-1.311351921263666 122:2.276133370673756 123:9.41806836106457 124:3.030697078678219 125:0.4889267204423575 126:7.571854272800357 127:9.25321428119589 128:5.02207847815506 129:-0.1393114124207592 130:0.3669754715528672 131:-2.199833998296044 132:-3.156671763576971 133:2.189862826526648 134:7.903631814113606 135:-6.682735889777742 136:-3.975955789060838 137:-4.434477031982698 138:-2.548061716618547 139:-0.2057600170571838 140:-3.029240295942972 141:5.135202694238645 142:-3.050001134858981 143:-4.172440273037826 144:0.1646142759515215 145:-5.331457470188823 146:9.046253032307904 147:-0.213146980516612 148:4.541096777198996 149:5.434513399058832 150:7.000613293247334 151:-10.13445833367102 152:-4.692040073748747 153:2.281764907241669 154:6.29885884782658 155:0.936136214024748 156:-3.193227709079464 157:2.239423304713428 158:5.233929117751702 159:8.808148919965221 160:-5.62275639104182 161:-1.758434083301442 162:-7.260283214814733 163:9.531210079355372 164:6.189312773896077 165:5.654925362940377 166:7.264663484395505 167:-0.4627786378780201 168:-7.055079466127919 169:3.2057118304118 170:3.481431893594377 171:0.8882245710344672 172:4.588797623012531 173:-7.50951721401452 174:1.849299801240152 175:3.173219352413508 176:6.939586814391067 177:2.139825132756844 178:-2.365400100989927 179:-2.020681714127317 180:-1.762175062751189 181:7.319010962041069 182:2.241835903122041 183:-6.127658670522822 184:-5.158638739640666 185:-6.190894558849599 186:-1.421049356996283 187:6.204031860988407 188:-9.643244337794549 189:1.242594964163428 190:1.362760383880211 191:8.567121404645167 192:11.32785924667217 193:7.612650360804444 194:0.6234137548933112 195:5.196961233778298 196:8.656674445529818 197:3.039884003864657 198:2.210003183803066 199:-2.886456820551712
--1 0:3.30869879837065 1:2.159449720497956 2:7.29595688873929 3:9.4409773486513 4:-7.499995054413069 5:-0.262672033984532 6:-3.045547049344155 7:-5.013575286152976 8:-5.637284562096251 9:-6.440692893029254 10:7.38768435533634 11:-5.142926531953675 12:-7.766066959892319 13:-4.574004659932342 14:-7.733635033472018 15:4.767120944124436 16:-4.422586060512379 17:5.895646154259204 18:-2.081437283343049 19:-2.551558238239935 20:-1.855226639432147 21:-9.71052351871937 22:-10.05146282829601 23:-2.369361752222712 24:-0.6278809863701551 25:4.881686890713477 26:8.88717266355493 27:-1.728580820394829 28:-8.713762462291299 29:9.340541301960224 30:-0.7826543917188282 31:-1.205534195717404 32:-9.675172234023137 33:2.728664775243863 34:-4.730958120537829 35:-1.195882681344306 36:5.603570957719828 37:4.001225077923448 38:1.338778628608293 39:-8.96642705742887 40:-3.346103101946627 41:3.243524254774696 42:-6.232649903745012 43:9.132297011977794 44:7.629423610820046 45:-2.288778001396745 46:6.814927516928185 47:-9.008060313834079 48:-3.40255170453021 49:1.944562673497622 50:-7.17170382914565 51:5.166397851760404 52:8.156196420058004 53:-7.81460541097618 54:5.922830917769082 55:5.027785136467282 56:-3.060893937428755 57:7.509412277632778 58:2.290052109791945 59:-3.670172367172923 60:6.067495157830767 61:-2.442612078133807 62:-4.084583095226549 63:-4.279885434881507 64:-2.057593326099244 65:-3.512313040668385 66:-9.726244589093561 67:-9.234316201094673 68:10.02239419637659 69:8.754612706158504 70:6.985701423774629 71:9.677001750953165 72:1.044220979487839 73:5.572718872093771 74:-0.6277165841991823 75:4.995857068151398 76:-2.901204246399693 77:-1.925108415165683 78:8.037774756541946 79:9.121898436971968 80:-0.6164291383670406 81:1.297578034574567 82:-6.906512195052096 83:-2.918418694358143 84:-0.02241924787144767 85:6.14670619749418 86:2.662426506979165 87:-7.533624659505877 88:-3.966835852193656 89:4.079881664606891 90:-4.175926245669904 91:-4.002866314434407 92:1.435433309707057 93:-2.305554581541507 94:-3.983447808329841 95:4.092377130210446 96:6.673052628401948 97:-11.24734296577903 98:-2.76458052305969 99:-4.406426457624025 100:2.495620477673997 101:1.843341162681381 102:2.184591539645869 103:-2.974711342825743 104:-6.087917558332154 105:-3.538467166173272 106:0.9518114505280709 107:-1.545397840861088 108:-2.483381903233423 109:-0.7929265309475363 110:5.273232121958324 111:7.554247025505145 112:10.61269741930171 113:2.46863629078014 114:8.571936115885167 115:8.295888390454076 116:-10.2385796595672 117:-0.1964883430445443 118:7.811167053227138 119:-0.6138759918921239 120:1.443988985281025 121:-4.601317479820442 122:3.918060411722254 123:8.942126770813434 124:3.4394714303053 125:0.2908757281248114 126:5.888760890158731 127:8.021942204387447 128:5.111542395061723 129:-0.2385045386533747 130:-0.2859187552431592 131:-1.770106997591066 132:-1.668046828862591 133:1.62089483613351 134:9.417217611189045 135:-6.795744684252515 136:-3.386004158365749 137:-2.56323070717752 138:-2.606060992792448 139:-1.570624843014866 140:-1.86108518761197 141:6.050565887163686 142:-2.903282767626914 143:-5.307969839418204 144:0.9411014076409051 145:-5.271461605422072 146:7.730020002930491 147:-0.9575739755008521 148:5.131286250096998 149:5.497971969505247 150:5.045798586912921 151:-11.11119088522941 152:-3.634540009119398 153:3.912160821179877 154:5.508851757059237 155:2.588049857379361 156:-5.330434373001986 157:2.969940126181929 158:5.116877289824552 159:8.242663716560608 160:-5.496446465371545 161:-1.069027085137354 162:-5.874393217899413 163:9.658073491894136 164:4.997910694238731 165:7.29742696327502 166:8.702908294052644 167:1.309138601890578 168:-7.439147445325493 169:4.189562612706963 170:2.159826722281795 171:0.02360723688335475 172:2.488818165547607 173:-7.877499561311113 174:2.312980950817178 175:3.001493389941701 176:5.614490100641376 177:0.4314053787532681 178:-3.305046506631857 179:-0.3548987389602506 180:0.2144482250045973 181:6.6649928163294 182:2.940518434629694 183:-5.321927367223644 184:-6.707345215815094 185:-3.961956304829015 186:-2.877855633403962 187:3.292830037834598 188:-10.85152771749845 189:2.880599736812589 190:0.6436152714463123 191:9.146124519054279 192:9.738006320696025 193:6.250439190947279 194:0.4163307537102563 195:5.230654350566504 196:10.21759941133715 197:2.736421949347099 198:0.5542067576932117 199:-1.305105908647556
--1 0:1.48242706105352 1:5.385603245349812 2:7.38754016678825 3:9.362157063432454 4:-8.830639066418719 5:-0.7292606733559782 6:-3.45190620756221 7:-2.817493808655157 8:-6.221861612859768 9:-6.755331859316738 10:5.243003889426324 11:-4.640996815666771 12:-7.721465136413824 13:-3.672846663849503 14:-6.545182090964401 15:4.531603545205919 16:-4.336348386226749 17:5.582337786720431 18:0.523718322117387 19:-1.707516802904377 20:-2.946499953184522 21:-6.563842278440611 22:-10.38264051538459 23:-3.971929210961765 24:-2.460280919675579 25:4.929654907176662 26:6.849233032336837 27:-2.716469618549711 28:-9.519185386392625 29:6.75823173845772 30:-2.193065320902459 31:-1.724924027684947 32:-11.3393318838278 33:0.8914369313382915 34:-3.702666819166421 35:-2.478080902806938 36:5.057853250516036 37:4.363025138009938 38:2.942995756461115 39:-10.4628932938678 40:-2.217588565968982 41:2.204417342920709 42:-7.538313519514983 43:12.0442832500989 44:8.019295864879245 45:-2.741467775743494 46:7.654316274093706 47:-6.318305745456608 48:-2.102816530414425 49:1.012542699872841 50:-7.365601453507223 51:6.230374973734046 52:6.910713524848694 53:-7.571893087670158 54:7.658722306056449 55:5.208968956655269 56:-2.405202083377186 57:7.01855161851662 58:2.057199606842972 59:-2.891698892940963 60:4.984837066261742 61:-0.9535919936628773 62:-3.324487660966468 63:-0.4354218388679323 64:-1.766585886262254 65:-5.134066726706052 66:-10.61950431402296 67:-10.4311997416506 68:9.915645877045895 69:9.116476173684172 70:8.963105554663894 71:9.515026781319111 72:-1.112766061338662 73:7.678999169030942 74:0.9551031600657724 75:5.948285609398964 76:-2.660748172169074 77:-1.401045981659247 78:7.087599776572983 79:9.151391428724699 80:-1.158989681555849 81:2.160112409269605 82:-9.406013228106897 83:-1.203722583543064 84:0.2467883823436679 85:6.171318401551414 86:2.277035593396581 87:-5.750500343972163 88:-2.373563775560279 89:-0.1963416198280268 90:-4.094394145144136 91:-5.354760785086564 92:1.019089420532465 93:-3.828054211477246 94:-3.541336930279063 95:3.695826880575089 96:7.968163430871144 97:-9.3043449992077 98:-5.016379175385715 99:-3.698111440455429 100:4.825980436972756 101:5.927643491682447 102:-0.3586428327990423 103:-3.661430686795677 104:-5.761492883861703 105:0.03824466026523687 106:1.72021657346567 107:-1.367073558608709 108:-2.880997217220766 109:-1.321407555058392 110:5.686556491970675 111:5.813139909195508 112:9.560133846451116 113:2.455142254816367 114:9.018214250498806 115:8.515025900334813 116:-6.778832887414948 117:1.774408245817442 118:7.509254485047205 119:-0.2225758889947399 120:2.635445704243998 121:-4.5512415049256 122:0.7792425925684927 123:9.150025076005116 124:3.414156181140403 125:0.4931900526063309 126:8.748683243314892 127:9.289346666048949 128:6.023458831451368 129:0.392030499364688 130:-0.9022745250742017 131:-0.4216331858820024 132:-0.7505614325183636 133:3.992261474451891 134:7.780285115692901 135:-6.49074772677108 136:-2.65777999692856 137:-6.781740707286295 138:-3.548317220910688 139:-1.401380247065622 140:-2.409768706514652 141:7.092757867132936 142:-4.770029433434687 143:-4.659750624605896 144:1.818256758988411 145:-7.031814741202483 146:8.75667884906915 147:-0.4256813418244634 148:4.039566902346463 149:6.56714011263017 150:6.72917141366542 151:-9.142508410153228 152:-2.515260812914315 153:3.484772276408896 154:5.158517197763407 155:3.455627220941731 156:-4.000289098781134 157:3.07075988303698 158:2.670539112403374 159:8.462993115271185 160:-5.118576900974572 161:-3.304961546317458 162:-8.505830073422539 163:8.981132653412992 164:4.980652611963208 165:6.33259417966961 166:8.132478789111438 167:1.66473448824769 168:-6.55417072187061 169:3.818237195549164 170:3.195706682298414 171:0.2405537028641669 172:3.831684207171344 173:-7.521124584865129 174:2.261537316769847 175:4.34065730378779 176:5.982364586679532 177:3.30353250999048 178:-4.887535018265559 179:-3.148402890572146 180:2.413464163279008 181:6.511500575161427 182:2.698674616896468 183:-6.158419535666676 184:-5.886526054755014 185:-5.600973116634144 186:-3.288213566292609 187:3.985931547437823 188:-9.989868375735552 189:1.568890589886937 190:1.862716248619444 191:9.462220370118192 192:10.07093739717224 193:6.388250537350061 194:2.105309727976509 195:6.369223554179106 196:8.19429381852925 197:3.863551622783983 198:1.668033642200546 199:-0.4671927458275278
--1 0:4.265570643499692 1:4.997727248985402 2:6.023104897725787 3:9.725414930992709 4:-6.897767244194347 5:-0.06034786613066154 6:-1.901053750822042 7:-2.930538719681416 8:-8.289991257525408 9:-6.23500908409947 10:5.70433865761814 11:-5.681917305550066 12:-6.613878388731021 13:-5.234105856574897 14:-9.686313886133552 15:5.436816033271604 16:-3.529432327323686 17:5.913521841439751 18:-0.1295335118127336 19:-2.796468781684162 20:-1.524289377885305 21:-8.966879959341599 22:-11.47666903795499 23:-3.439993767880316 24:-4.445865774191474 25:2.880749811124363 26:8.532803055198517 27:-2.135995070027609 28:-9.101525763729754 29:7.777145376794969 30:-0.8178615735456498 31:-2.175968969954081 32:-8.564173071307135 33:2.509019672852135 34:-6.878552229836257 35:-1.921507180626346 36:5.678401583251032 37:4.907381684211021 38:2.613777666476562 39:-7.889616759479915 40:-2.512124344628617 41:5.339524802202611 42:-5.117301865409654 43:9.771007195298287 44:8.537080124789304 45:-0.8664653584711837 46:8.423549033040178 47:-8.020731081267495 48:-3.690025615847616 49:1.70032878149849 50:-7.571623990472065 51:6.607314926388204 52:7.352370898457561 53:-7.629055687923115 54:8.016823546062847 55:5.569224579265372 56:-2.412288515591636 57:8.791370516135293 58:2.791569662502975 59:-1.606334357596982 60:5.404638838401117 61:-0.9713963554722355 62:-3.285148213012285 63:-3.039527223328584 64:-1.705039316742327 65:-5.172805035850379 66:-8.538199489997703 67:-9.500761300558128 68:7.965371842975847 69:8.317781809439047 70:7.918592441194944 71:8.525809074722142 72:-1.574587334202347 73:8.81386573873484 74:-2.248301189331243 75:7.254696800633181 76:-1.657634120373883 77:-0.8435960385416159 78:9.969353696849135 79:7.581556061456598 80:-1.151873540119268 81:1.666087901244288 82:-8.460928452310622 83:-3.411483052562021 84:-1.156768651893702 85:7.63277957995111 86:3.527121961946325 87:-5.267939200579089 88:-3.244856060482856 89:3.121108604574919 90:-6.008821687874069 91:-5.369142380474861 92:2.069997046026833 93:-2.571303549683437 94:-3.461842396111799 95:3.552389523848759 96:7.997664301850482 97:-9.924721876659902 98:-4.490971423884996 99:-4.423900550162958 100:3.707274827236902 101:4.237990912801362 102:1.627168777763526 103:-5.002084944970226 104:-5.13297583876136 105:-1.514075217243408 106:1.742001048013546 107:-0.5849899585265962 108:-2.811821013902402 109:-1.034775332251778 110:5.575677828925167 111:8.489504262885292 112:9.225594398636545 113:2.355080389964723 114:8.724641629712229 115:8.64665171643116 116:-9.880181531409082 117:1.651429243765399 118:7.628753831456448 119:-0.008121723254244095 120:4.796460161269689 121:-3.755841515728381 122:2.971341822007825 123:9.970905812765306 124:3.95453194350451 125:1.229173107066132 126:7.630509404031799 127:7.040863587523949 128:4.269988580427091 129:2.396104819783869 130:0.3662777205914318 131:-2.266284199148109 132:-1.553289527494028 133:2.669848607418883 134:9.211707105807069 135:-7.375542960832583 136:-4.300956430100189 137:-3.431541996559756 138:-4.336489054511569 139:0.7902615087360265 140:-2.58078553090138 141:5.635563673817016 142:-3.083632282046419 143:-4.189380383821133 144:0.05755046338292677 145:-5.192751773178538 146:6.815845636419762 147:-2.919416692792818 148:4.042624222012617 149:6.814116378228478 150:6.786385801694138 151:-8.713959162538066 152:-4.403612939648717 153:2.930520450579175 154:3.822328788496867 155:-0.022004585673016 156:-4.792621698292157 157:1.335901247141243 158:4.634963370560657 159:8.223014770996098 160:-3.447836407135354 161:-2.81532146054292 162:-5.869020312052956 163:8.688925352550401 164:5.62576879839101 165:4.647839692921362 166:7.864475663617769 167:-0.3706581797980251 168:-6.460003068007337 169:3.09015432950326 170:2.828481492854751 171:-1.079054310082056 172:2.80721178574542 173:-7.850015105186004 174:1.39303733836049 175:4.396436710277935 176:7.495593406013581 177:2.566128963909156 178:-3.170422107176747 179:-0.7597650620075296 180:0.4797209969787011 181:6.037770942042061 182:1.977031032000858 183:-6.282810905014879 184:-3.091726401015393 185:-6.751565395989767 186:-2.490337946078042 187:3.31041381545447 188:-7.939288977498356 189:2.562311522433201 190:0.3619487850868033 191:7.488179713746304 192:9.025521203882487 193:6.396356194255894 194:0.1702314399108005 195:5.518046858040218 196:9.84652728323489 197:1.722048404415983 198:2.125777804144624 199:-0.566387946367632
-1 0:9.589661613410179 1:-4.050871730509978 2:-5.861172976850922 3:-2.768549257422532 4:4.274281580401478 5:9.449884078944365 6:-10.14987241336122 7:-6.184728072437852 8:5.618559335734058 9:3.393680018787947 10:-8.417014932830142 11:4.39639495076827 12:-7.06836812561091 13:-8.097586816522373 14:-6.055910363985904 15:4.213575451285966 16:5.509765470172585 17:2.863187030187992 18:-7.544245090985415 19:-1.139673874337922 20:-2.747115786318368 21:3.401454742631102 22:-6.856746259756348 23:6.968894714844341 24:-0.3441081655707326 25:5.451178787474263 26:-1.726622022704706 27:-3.479088730604748 28:5.793496722597349 29:7.107541266253943 30:7.281430889639486 31:3.244943727115509 32:5.584979982402696 33:5.999685404197219 34:8.549283092343405 35:4.967868698201811 36:6.29491251818526 37:7.054349668607311 38:-8.272050169633216 39:-3.943760149897823 40:-2.022618051742821 41:1.37938498363961 42:0.1258204760998562 43:-9.537443741202461 44:3.05690613960847 45:5.638645954430531 46:-9.61933905458992 47:-4.273456557776038 48:-8.746479579433391 49:7.237206789421356 50:4.08259853672321 51:-3.596830879979647 52:6.300714975404015 53:-8.891320897717101 54:-3.444772552116485 55:-4.923107568906426 56:9.7340574897552 57:-8.130786577845981 58:-0.9311458814091794 59:-7.296715791350226 60:6.845683667247775 61:-4.399301064091574 62:9.1609945812197 63:0.7568409611762577 64:1.322004576937797 65:-1.140279050572551 66:-5.422520369387994 67:7.937215329440595 68:9.594679043612102 69:-4.96607135212439 70:0.3308129849514644 71:2.155380892664665 72:-1.992036025798821 73:3.847914655158697 74:-5.365554957204195 75:2.691342451181889 76:1.906457050029353 77:-9.61369134607385 78:1.498180532067536 79:6.355556622279566 80:-7.06301173424989 81:-3.226214232237909 82:2.467567230503201 83:4.36326173788747 84:6.327742817753681 85:5.723543349387765 86:-3.198866285142559 87:-9.635757280399442 88:0.1835128632496994 89:-7.388157773663023 90:-5.6586572393112 91:-7.846763768105392 92:10.01077472749112 93:-7.044616787334749 94:-5.995772795495173 95:-8.48625425894007 96:8.934834611913951 97:-8.380673111795579 98:-8.279446691562782 99:0.6281892016953108 100:4.322211962861146 101:-4.315022693100566 102:7.279167179747774 103:-6.646441006774996 104:-4.829035911680888 105:-7.6618963639838 106:0.2416641640169961 107:-4.353480989542084 108:-9.358249728562054 109:4.967119397669732 110:8.861514256010299 111:6.9285658440373 112:8.838768643181602 113:-5.057255988795553 114:8.421254957968268 115:-6.141106010620721 116:-3.832911737566077 117:6.799061778340613 118:1.876041693157176 119:1.944707903240465 120:9.382242875612556 121:3.853068509362569 122:-7.170072650127451 123:-1.597640261589914 124:2.353876984814542 125:5.730347080856729 126:-7.960873952616782 127:-1.48962967823683 128:4.931991394996646 129:6.353243451334349 130:-4.234404724917709 131:-3.346014541413361 132:9.898419377234573 133:-1.032750610140117 134:-4.034650577965762 135:7.75961376805678 136:-2.942309480964516 137:7.959631402408162 138:-8.252606454953547 139:0.6319112265948754 140:-9.622719336484268 141:-8.507945020245975 142:6.833151251716465 143:1.758938646272309 144:2.71898278836028 145:-7.240760289065191 146:-2.055513517086743 147:-9.285925545635319 148:-2.091027129286632 149:-0.6857572486765622 150:-1.283761349395836 151:5.363895352781105 152:2.794142746444732 153:-5.186355047009403 154:-9.176404444392091 155:-6.929453864306955 156:8.468795277148084 157:-0.6071960515872179 158:-1.609232622551502 159:2.191320381428905 160:5.974636966354137 161:7.806750270738711 162:-10.297782820203 163:3.730008326981613 164:8.6882326765122 165:1.281334500655714 166:-4.545418930817602 167:-5.036125924349963 168:1.368691965475099 169:-2.528247341137277 170:-11.07428925707889 171:-8.666935402639206 172:-6.675049524241611 173:9.153146895612091 174:-3.526600480784575 175:-6.960207529511167 176:7.4401481807879 177:-4.9652152309088 178:-3.662765233217967 179:-3.477572332916611 180:3.226039187694534 181:7.817955760274902 182:5.316706262837656 183:0.3485062359989196 184:2.01663963113143 185:-4.572664295589191 186:-3.709994009562009 187:-0.9111155772979257 188:8.572040639315897 189:6.406743391601509 190:-8.196180445270679 191:-3.55132422236031 192:6.49723187286361 193:-6.636778878494912 194:-1.116815016253297 195:-8.675457550821381 196:-8.037410516570491 197:-7.13981762800295 198:-4.037633919732426 199:-5.817373111962013
--1 0:5.471085011679663 1:4.315715793702791 2:6.371448259023721 3:7.559116500433218 4:-8.50399678248813 5:-1.04290227404368 6:-2.278176098377512 7:-3.770241200643002 8:-7.498625523782591 9:-6.908523358507898 10:5.630572640048693 11:-5.397813024840595 12:-5.647738862868248 13:-4.2894362157715 14:-8.4678657673558 15:4.869222479330986 16:-3.698214268586405 17:5.169367166172647 18:-0.1758880951759739 19:-2.420270071305435 20:-1.837701980278732 21:-8.513473668795593 22:-10.89230344294546 23:-3.804380652617982 24:-1.826316701047788 25:4.582113934246485 26:8.741649403329033 27:-2.14394721125102 28:-9.321789621430993 29:9.314509031377922 30:-1.57423778381902 31:-0.9082430609508376 32:-9.011683190098598 33:2.841370386442423 34:-3.430604584645427 35:-0.6465841467898055 36:7.429090500610773 37:3.77665770384472 38:1.405507751345714 39:-9.664144809794118 40:-3.813563686225893 41:3.655168398596722 42:-5.643683199110622 43:11.18710224419483 44:8.282485026547073 45:-1.700230345718125 46:5.495188740428663 47:-6.744776229155052 48:-0.1402153616350681 49:2.774709874657026 50:-7.068196679045284 51:5.122514096570264 52:6.502324670856792 53:-6.809991612475096 54:5.768411129428461 55:5.55624239983858 56:-1.8005609804975 57:8.723756642212093 58:2.851584036881077 59:-2.122772646623825 60:5.32916968251263 61:-1.329334588780643 62:-2.138369390366551 63:-5.213579139924322 64:-3.429614820598083 65:-5.947591604190841 66:-11.08031726929084 67:-7.002142578885302 68:8.706581541878426 69:9.816547305562608 70:8.324649841423843 71:8.106490029859451 72:-0.6954768662305291 73:7.306632431650236 74:-1.377724848763334 75:4.894955374802382 76:-0.8485055470225964 77:-2.599576513911149 78:7.803845713474436 79:9.47604997958261 80:0.6823458956552058 81:1.989666663935632 82:-10.30655137978967 83:-1.651826033143375 84:0.9173307468085825 85:9.324239668265623 86:1.918800219688807 87:-6.386311120153447 88:-3.728340917531261 89:0.2008102320259173 90:-4.690497256466264 91:-2.495125646433237 92:2.067962159713481 93:-2.402839288762615 94:-5.215590927208504 95:6.113554867648858 96:7.606835021404028 97:-7.218337338611182 98:-3.54316064136552 99:-2.619025863725922 100:6.176597338352302 101:4.224035352833303 102:1.130591923491915 103:-3.383518420337948 104:-4.985509039112994 105:-2.54059086608159 106:2.26369017910687 107:-0.5142544165854042 108:-2.489854764672219 109:-1.257866505114403 110:5.06199220859003 111:8.807903562712013 112:9.927175987425494 113:1.370469630724064 114:9.061716831054829 115:7.359890032966293 116:-9.796658048031917 117:-0.6964510454190025 118:8.787977526043399 119:-0.4055471912965829 120:2.319015820435387 121:-3.58264484595376 122:3.122430752455853 123:10.70557282146108 124:3.941493252179418 125:0.3718999038237544 126:9.826669362885694 127:8.882770080097801 128:6.063850016011447 129:0.08645542355932967 130:0.6138830158867414 131:-2.571107651472865 132:-3.809790970197476 133:2.686675091909402 134:9.157408724527082 135:-5.747396956683818 136:-3.550444201965042 137:-3.780169536122635 138:-2.869953677650209 139:-0.8850884115269387 140:-0.04242883813079112 141:5.448671495395515 142:-2.569620609644391 143:-4.738212475629577 144:-0.7695252315097278 145:-6.019042224231575 146:7.063545910953377 147:-2.160511426117552 148:4.229673667771848 149:5.730400651816514 150:8.40526705999503 151:-9.906480334576596 152:-2.556060696474946 153:2.933324422932089 154:6.953992255372686 155:3.513434588911983 156:-5.210184505233817 157:1.975789454387319 158:5.653523984402158 159:9.09507417510526 160:-4.4914190558368 161:-2.341760517513841 162:-6.944069482682637 163:9.634346719252878 164:5.757696239910305 165:5.360410541269323 166:7.827654618054714 167:-0.1722089792241348 168:-7.239191297820804 169:4.615334083360567 170:2.528137644185539 171:-0.3120411632427598 172:3.679407718726476 173:-7.838236287511217 174:-1.195349896912091 175:4.540065145624181 176:5.635242742611648 177:1.146869423060355 178:-5.908519156590243 179:-0.3486829923141105 180:-2.074856955721522 181:6.885920017057425 182:4.714535488579372 183:-6.04678012579507 184:-7.587856990668588 185:-4.726733333041947 186:-2.241120218574085 187:4.123824282246635 188:-10.27224952233965 189:1.001090155650874 190:1.294961359704283 191:7.79354938227382 192:10.46852443138462 193:7.182065106797022 194:2.124748371843056 195:5.070909316653814 196:7.681862368159927 197:2.752723041900903 198:1.132765723772001 199:-1.15648412293964
-1 0:6.982680495664315 1:-4.620059619349097 2:-4.874584549562033 3:-2.86469251859707 4:4.289440546768289 5:9.27074841321604 6:-10.73384542020781 7:-4.930493325255894 8:6.998875208122636 9:4.711430703564599 10:-7.588738605617609 11:2.566652472115496 12:-8.54537131073884 13:-9.5661193805841 14:-4.747322271540944 15:4.971420923875234 16:5.618258364216936 17:2.879356552395053 18:-6.225099438983803 19:-0.3379343056108841 20:-2.813233864795763 21:0.2306713280431327 22:-6.221755411249958 23:7.091907615379671 24:0.4322565231841506 25:3.25063463538338 26:0.3831324215272303 27:-3.317365377820697 28:4.802701309427315 29:8.417261233465142 30:6.351127955980235 31:4.478674744578192 32:7.334237808688431 33:6.065453826602423 34:6.421654372206198 35:4.170088778920997 36:5.100285752705534 37:6.471514723440768 38:-9.013839433665797 39:-4.010264285429237 40:-0.3999708297923597 41:-0.1579831910584562 42:-0.5927975476317794 43:-8.526536108591849 44:2.083361059132556 45:5.885966080570195 46:-9.965605457584187 47:-4.010697542554258 48:-7.615865849111907 49:6.701798044300143 50:3.989581466873194 51:-4.979794712053396 52:7.386713086517378 53:-8.720056880260067 54:-3.112016484400435 55:-6.143643962029341 56:8.038916607943593 57:-8.938195084160453 58:-3.375991015665896 59:-6.964873556182497 60:7.290275706216758 61:-7.163791163964732 62:8.922317464929057 63:-0.6201087835174084 64:-1.054827475246388 65:-2.245447789189441 66:-3.651715674863194 67:8.355371742997193 68:9.474296514119636 69:-4.271929919164807 70:-0.3672720414237484 71:2.313867949685022 72:1.16047518531382 73:4.528241532616283 74:-2.60322694625407 75:2.560142791774906 76:5.037748552353228 77:-10.75868443945693 78:-0.1431942754802487 79:5.665193427956409 80:-5.728442728297844 81:-3.373189531021164 82:2.664501858933652 83:5.68898502027244 84:5.650820284580093 85:6.942562857814725 86:-2.291314100398964 87:-7.676020408777011 88:-0.9207773824085493 89:-7.537535392878063 90:-4.792522149730543 91:-5.222361561205411 92:7.683416286360327 93:-7.952740902316002 94:-5.968273863326714 95:-8.330194787730859 96:9.238887655887632 97:-7.712626088682742 98:-6.882056848015159 99:-0.4386267376733044 100:5.017262158456288 101:-2.893953416510704 102:4.956288402571166 103:-7.779282438550801 104:-3.004920705321206 105:-7.59994208500039 106:3.114877314245869 107:-2.791974029448583 108:-8.775495979419437 109:4.734900780967999 110:9.017408879628077 111:6.890525068292314 112:9.058315407608463 113:-7.15585535759286 114:9.78697452441352 115:-8.496499106483373 116:-4.46166511064249 117:4.416943236509758 118:2.626258023470342 119:3.06079852278839 120:8.331355857530788 121:4.852728004537936 122:-8.442460871228871 123:-3.280968436929694 124:4.816918285946178 125:6.993369243946075 126:-7.82799864977293 127:-2.443576779226814 128:5.914139392905427 129:5.033449425205592 130:-3.293783335227422 131:-5.23786183581655 132:10.0617690620163 133:-1.724746321209735 134:-2.31673491877551 135:7.435970163182742 136:-3.219294560158272 137:5.856183394117148 138:-9.615996865661225 139:0.7763262936877138 140:-11.44395622243345 141:-7.412308544905565 142:5.915202805063562 143:2.329337031883125 144:1.742389784801512 145:-6.352199009557777 146:-3.126706765551255 147:-8.448073224137046 148:-1.560106466217624 149:-1.001583563933565 150:-3.751194130999735 151:5.822383473956092 152:1.872725332564574 153:-3.789627073895823 154:-7.627513969669647 155:-7.199948559879479 156:8.729300609546705 157:-1.093143823701104 158:-1.849595543696389 159:1.841851793459204 160:5.767587935469754 161:7.709995320083977 162:-9.028494815846354 163:3.019595692373734 164:9.723209547741048 165:1.680290011668934 166:-4.152463284444973 167:-4.5763990891265 168:4.050949710555003 169:-0.7578392045073177 170:-10.95809718988661 171:-9.26737162352854 172:-6.451972728515375 173:8.512290907771449 174:-5.831076450586947 175:-4.967482681444495 176:6.786865968793173 177:-3.755072214472575 178:-3.418239401237317 179:-3.267152554301873 180:0.8648584491284679 181:7.221277558716825 182:5.564416976805902 183:-1.723218006666721 184:2.226126769290954 185:-4.469173041598096 186:-5.379604476367049 187:-0.9118331000592603 188:9.400165770823849 189:5.821474298771759 190:-9.30658659003703 191:-3.261451394993456 192:8.861031284911169 193:-6.342717868618404 194:0.5527092202282297 195:-6.893668992253408 196:-10.64277611590747 197:-7.033817689887911 198:-4.577549531705858 199:-6.419157749579538
--1 0:2.975619862076074 1:1.530216064271587 2:7.37080396412285 3:9.938070273927893 4:-6.953896662516553 5:-2.223064017692815 6:-2.383643491381566 7:-1.934541491680429 8:-6.650584758296967 9:-6.857941202043393 10:5.637759220239554 11:-5.27272642131206 12:-6.893197152034547 13:-6.290642085224547 14:-6.99342028053495 15:3.280466186776755 16:-3.948461303280801 17:6.378115874820445 18:-0.1346432067244545 19:-2.831526338146354 20:-1.663054256872257 21:-6.871234474790406 22:-9.281882977221438 23:-2.804165546128804 24:-2.865873294630926 25:5.306074658281593 26:7.957188495116693 27:-1.241817536703425 28:-7.57530359445818 29:8.359374102444548 30:-0.4681858584321876 31:-0.9942923746550922 32:-10.0672929995806 33:4.648125845603635 34:-5.53649334200966 35:-0.8616221120691447 36:6.020443253179789 37:4.940513367612664 38:1.830272328962909 39:-9.658408936178576 40:-2.323202197440348 41:1.806508130502888 42:-7.314656246866196 43:8.753917730407979 44:8.266650460550999 45:-3.906943246810497 46:9.132345694788832 47:-6.898057593588701 48:-3.186118438597002 49:0.963688430123953 50:-8.41589077573448 51:5.894838201992556 52:5.691682765317431 53:-6.530621415564506 54:7.790815071882527 55:6.763450015097464 56:-2.390124803083801 57:6.377069361688963 58:3.283584857866233 59:-3.325722519236435 60:5.191203049192517 61:1.958459117892948 62:-4.535360014802965 63:-3.399439718870081 64:-2.693206115424218 65:-4.329472855157287 66:-8.541188700225229 67:-9.265810019811507 68:9.374275079508072 69:8.620316355310333 70:8.143069568846368 71:8.324302625146837 72:0.5511626423951588 73:6.771164072920658 74:1.235942995745008 75:4.922389602436186 76:-3.368134952761665 77:-1.237713390375575 78:8.593994591683908 79:8.933466159770379 80:-0.9417813541026382 81:1.191295696302245 82:-7.327077540130731 83:-2.324269979310698 84:-0.1072197286674285 85:7.198695208710743 86:0.5922040581794832 87:-4.247930814626832 88:-5.052270778390818 89:1.342646467191874 90:-5.41764633413745 91:-5.267185767102973 92:-0.6578547018809771 93:-2.155067058761624 94:-4.228822732368013 95:5.806163413515576 96:6.201327678588248 97:-10.28167302854656 98:-3.093081501320729 99:-0.3691556011527073 100:3.827735000597199 101:2.348180503839216 102:-0.08497347047523407 103:-1.664489039940027 104:-4.273565416041537 105:-1.854509667558976 106:0.5945459106585393 107:-0.7838115412831786 108:-3.169030818437295 109:-1.04457861369529 110:5.384571754579082 111:7.902140374403201 112:8.070814057514358 113:1.226790278037166 114:8.868791801572927 115:9.156625553171532 116:-8.864746077284208 117:1.516660083134424 118:10.44435333271651 119:0.52379154892086 120:2.970650524924014 121:-3.96789636765402 122:3.053712172129106 123:8.441538330524493 124:4.284935323571511 125:0.04292930730261152 126:7.481320465768131 127:9.832576558701835 128:5.660204675853984 129:-0.004612658012650317 130:-0.292165325614375 131:-1.925366635244253 132:-1.582353425686453 133:3.208094743780959 134:10.77576441089042 135:-6.610731703311346 136:-4.890566234580906 137:-5.943272646113886 138:-3.630171410378715 139:-1.068875490976086 140:-2.965275070752089 141:4.450674930604589 142:-2.485106975680466 143:-4.760596409817339 144:1.090247971288302 145:-7.513897354190372 146:7.448130038552518 147:-1.989485792589551 148:5.308986202115509 149:4.494881979588595 150:7.779919521216282 151:-9.140562657808918 152:-3.821808132339362 153:5.335614986386596 154:6.934292645734704 155:1.663549975626106 156:-5.920400744546323 157:1.968246502969486 158:4.532185868014499 159:8.197042332082967 160:-3.19147549824202 161:-1.937010136729589 162:-4.940645350793279 163:8.622896899584674 164:6.693378263305005 165:6.796443595241739 166:6.454442260516657 167:2.12920211997891 168:-6.741008691049754 169:4.050108242746923 170:2.375845353674177 171:-1.269503867797598 172:3.082821595789302 173:-8.836240687027743 174:1.712786643946282 175:3.842948822841041 176:6.009557192639508 177:-0.001629587227417906 178:-4.192527503949036 179:-1.150512824812531 180:-1.101627907140184 181:5.789672691991085 182:0.9468570683527411 183:-4.130359581198174 184:-6.886609736566116 185:-4.940015194187513 186:-2.828020259171886 187:4.710846357944425 188:-10.72852339329149 189:1.279807955300502 190:-0.3969728231691482 191:7.127921557911362 192:10.5716130101939 193:8.589700786112436 194:3.108204232368287 195:5.474940553135321 196:8.272584659405878 197:2.227870399006384 198:2.31681767994181 199:-1.75372736273737
-1 0:8.78569651966373 1:-1.444893920713887 2:-5.71314471033718 3:-3.515589000041047 4:6.360715120715786 5:10.00680214249512 6:-7.910908969557623 7:-4.905909342106643 8:7.961025471535737 9:6.230351637309604 10:-7.633239625189024 11:2.794792913151479 12:-6.848373181317166 13:-10.17187818541957 14:-5.023670034292733 15:3.497159183360904 16:6.255537631864118 17:2.259138770044856 18:-6.276294217777136 19:-1.87267250838298 20:-3.063140851745708 21:1.946036799961548 22:-8.672695507975622 23:8.360518844447132 24:0.9332034115226181 25:2.822641322865806 26:1.011219711285972 27:-5.425493916514561 28:4.267222653538293 29:4.95826771078014 30:5.481383960342671 31:5.525935460384169 32:5.513065098970127 33:7.659757949190116 34:5.478532060403831 35:3.821081333219904 36:5.645124311132133 37:5.426620836280709 38:-7.083642671309266 39:-4.247554160290538 40:-3.207380008020536 41:1.107763325931669 42:-2.247081003008371 43:-8.061436059721796 44:0.6942627151646539 45:6.313884239787961 46:-9.28315838116875 47:-5.318672680940225 48:-7.54102495653146 49:6.072210917800037 50:3.312152346551328 51:-2.660128767739074 52:8.718975910270899 53:-9.147538059594956 54:-4.619726522685553 55:-2.983900468385081 56:7.307723332146717 57:-6.671020307153616 58:-0.7756653820019791 59:-6.285969639083706 60:8.607819627518314 61:-6.225256093497014 62:8.156941752082759 63:2.453897294794542 64:1.018629255474047 65:-2.480478769510256 66:-5.302232957016416 67:7.702712576083268 68:9.530275468399234 69:-3.150133131321631 70:-1.087086968408971 71:-0.02414229508448162 72:-1.13086209556349 73:6.187758254411131 74:-4.35937770780932 75:1.843758813545704 76:3.838670623412608 77:-8.79590091703478 78:0.7870426648129694 79:6.297287738487396 80:-4.638585219901438 81:-1.233989441348849 82:3.061928505356404 83:6.657772346974294 84:5.596448691956827 85:9.651950158982618 86:-2.875549207273374 87:-8.537925216484014 88:-0.8887153486164714 89:-6.39290243596615 90:-3.869186121145838 91:-8.294931616701211 92:5.555370825918882 93:-7.915417071501596 94:-5.735291380421198 95:-7.47531098006572 96:8.711235686684136 97:-6.863451128265819 98:-5.612956050583973 99:-0.485012141002562 100:5.991964451906687 101:-6.475151291350361 102:5.397605443209066 103:-6.385714486938336 104:-4.430948046804867 105:-7.161576775515525 106:1.104733975485381 107:-3.295013605605681 108:-10.21049641488015 109:5.652816283411259 110:9.277673036332585 111:5.264756405330932 112:7.905378013547187 113:-6.366826858177253 114:10.1488667431167 115:-7.057556822319343 116:-4.365208224735458 117:4.733864575036163 118:3.839668603131027 119:3.797143829147941 120:8.297989386022063 121:4.51431918508285 122:-5.828945478918502 123:-1.611301895877973 124:2.43300325189353 125:7.945454998634183 126:-7.822673288951771 127:-1.406811517699283 128:6.656541220042159 129:5.789683856290382 130:-2.345536076342445 131:-0.8102271404844572 132:10.82935588018523 133:0.8106938374357573 134:-3.5334917512698 135:7.666588642665491 136:-2.578939940652741 137:7.356743851648597 138:-10.37092768302372 139:1.182537153205196 140:-10.30659697719408 141:-6.484734531523735 142:5.413467097089208 143:4.883003324253247 144:2.543380371671057 145:-6.994617540802497 146:-0.7888910597622452 147:-7.78392543896921 148:-2.492021431317794 149:-2.158121859974685 150:-2.34138140144821 151:4.863957249884567 152:3.270834568554793 153:-5.620030781937697 154:-7.420097770189276 155:-7.359007688711631 156:7.023571372281887 157:-0.9747749378146497 158:-2.298312686508109 159:1.804389067898083 160:3.906505588941131 161:6.813967024249494 162:-7.646931389232285 163:3.339667128356621 164:8.938175361425465 165:1.784863351322435 166:-4.740729146914568 167:-6.551116894319511 168:3.863387296092582 169:-1.153869745779217 170:-10.04189874341442 171:-7.713731484573134 172:-5.939224688832303 173:8.153717664082574 174:-2.236988369553357 175:-5.640518289749852 176:8.119761784026686 177:-4.694244739888469 178:-3.47016428415272 179:-4.02421690450716 180:2.561935264473894 181:5.726154280797253 182:5.956091667557752 183:-0.6142424126738542 184:2.883603573747259 185:-4.499131173598204 186:-3.153867744259597 187:-1.381723907785494 188:8.768728725733714 189:8.837249406193751 190:-8.945613473732251 191:-3.567480411408811 192:5.952969001300461 193:-6.742218398956665 194:1.695951307040189 195:-8.267564386703603 196:-8.623080412342857 197:-6.788527147181928 198:-3.428705649741669 199:-5.488753104365692
-1 0:7.836138589648419 1:-3.946581867512216 2:-4.299271965314825 3:-0.8557278275815103 4:5.883276478292428 5:9.747414327165908 6:-9.060748310937909 7:-5.088600239724991 8:7.299206441689802 9:5.582381663347176 10:-7.493671887744749 11:4.227880990949912 12:-7.259954744482715 13:-9.772929992769747 14:-4.703092324446688 15:4.630388863769335 16:6.967311214573588 17:2.324712219655139 18:-7.102050124021121 19:-0.9161842211953051 20:-1.800156315207287 21:0.6567877588713826 22:-7.441008822164708 23:9.714167288459409 24:-0.5365477679738021 25:4.371253665825872 26:1.425608140418447 27:-1.520098790702987 28:5.558626918923605 29:7.211322937151534 30:4.734482667411925 31:4.890715584534091 32:7.18546674162309 33:7.237649021160951 34:5.787234637473606 35:4.104278592064852 36:5.132902019573225 37:5.892214338546506 38:-10.14006578008554 39:-5.712003145333343 40:0.07160306101571878 41:1.950547140094185 42:-2.305403330992065 43:-9.546562198319394 44:1.513342696160853 45:5.483899194587618 46:-11.15854971092633 47:-4.228509442076203 48:-7.890471394831438 49:8.214242487728491 50:4.142489485114279 51:-4.594936014598087 52:8.124501157944904 53:-9.532892751441777 54:-2.437584842598213 55:-1.111532592133969 56:8.292446024106665 57:-8.056011336942971 58:0.07170313124999916 59:-6.685899322837233 60:8.295624320647267 61:-6.410542136808017 62:10.04793387941407 63:2.124324368993641 64:1.376763861807144 65:-1.707531252297966 66:-7.181161244918302 67:9.344820005611775 68:8.985091977850653 69:-3.544469707206779 70:0.8914590652968613 71:2.843972786777089 72:-1.052449309711007 73:4.074953475020102 74:-4.216233696935284 75:2.614521754779524 76:0.2097236618982246 77:-7.185166811349763 78:1.158194666030927 79:6.115051387680528 80:-5.582614881548831 81:-3.206731551182554 82:2.345654587286295 83:5.330337482781464 84:6.911544824095506 85:6.81644531634834 86:-3.114741287338537 87:-8.122063476479822 88:-0.2245049301672273 89:-6.815332049572731 90:-6.043563532318089 91:-5.150903337038414 92:8.088096120962689 93:-8.031130492024031 94:-6.972276409590275 95:-6.03958027087538 96:9.822398813557507 97:-9.223373842211725 98:-7.357157662149607 99:-1.601749986457089 100:4.42849126452254 101:-5.267633669040324 102:5.344302196326943 103:-7.88998116473738 104:-4.262147859393135 105:-7.803682787182716 106:1.1695398029159 107:-4.113543342407652 108:-9.953406500773291 109:4.929681945493567 110:9.124462760652754 111:6.350504472929112 112:6.987212066481265 113:-5.3869979822644 114:8.233222359618416 115:-9.749945689495956 116:-4.395557312042774 117:4.262450672936868 118:2.863063090292538 119:3.87687383531729 120:10.13352024384181 121:5.159075316763518 122:-6.472844550663107 123:-1.866991808755854 124:4.366551688184776 125:5.247835559404211 126:-8.660188911260656 127:-0.4316204026054488 128:4.102446861371506 129:5.306241089324094 130:-3.56538018468687 131:-0.9001797408811216 132:10.15469308997877 133:-0.2587775217041655 134:-3.324875294816958 135:5.21987030830777 136:-2.616734354765268 137:8.434715557965381 138:-9.031542459856624 139:1.596332970814166 140:-9.153471295010675 141:-7.965002964911033 142:3.819970023800628 143:1.705316000909366 144:1.614627100062287 145:-4.429307726236134 146:0.0422008128121989 147:-6.954765290818357 148:-1.107117802836238 149:-0.5435544148267772 150:-3.995281679739419 151:5.440405503637616 152:4.70378510676869 153:-3.845470609612456 154:-8.533147920312405 155:-7.48930042134193 156:9.856068075985313 157:-1.461701191785796 158:-2.500634467722304 159:3.421755153747833 160:5.416240159486937 161:5.924657134965901 162:-9.273451095534604 163:2.682577938666213 164:9.449171666366006 165:2.780258656172239 166:-3.422917533261473 167:-4.966493860776925 168:2.579307934316839 169:-3.733505390607271 170:-11.03478785586911 171:-8.386546230866591 172:-6.699298100828763 173:6.597722264711461 174:-2.735149343205526 175:-4.657638715065779 176:7.919866667738418 177:-2.681178803852005 178:-3.645198582272618 179:-3.77506699844352 180:2.891148168341269 181:6.279778672771748 182:5.713198060829363 183:-0.7490998849909273 184:2.851235277166137 185:-5.159722859379793 186:-6.361637365598812 187:-1.545380686340869 188:8.828798105065855 189:8.38000323885144 190:-11.24143480616563 191:-2.399391975802593 192:5.539741150007098 193:-8.533906524934103 194:1.046508122082429 195:-8.004006970044669 196:-8.72256067604247 197:-7.207078555086933 198:-4.476423668676621 199:-7.218688759645588
-1 0:8.463757495070626 1:-3.72906044298479 2:-4.406527405448418 3:-1.803697539776479 4:4.621671952471904 5:10.35005732935181 6:-9.540758571425146 7:-5.153541411976025 8:6.216892234167132 9:6.026604071630969 10:-6.960724403488197 11:2.966892448107337 12:-8.143752488323042 13:-8.564212126446495 14:-4.000788915561998 15:4.139481311393308 16:5.468936676165876 17:2.361060571144127 18:-7.475262526724913 19:-0.8929224615601037 20:-3.837410158816457 21:1.168853715557397 22:-7.317391414871737 23:7.640249852187141 24:-1.533220355580379 25:4.609976718592526 26:0.5506029036281993 27:-2.219147762359249 28:5.680286942876603 29:8.399415350535643 30:4.952977483660927 31:5.957952630220253 32:6.588205220036394 33:5.731677562774682 34:7.464174158453355 35:5.772696490658899 36:6.888711499436642 37:6.13021321329869 38:-6.710403435403448 39:-3.081140893651873 40:-1.794928190819965 41:-0.7636810164055106 42:-2.037504102060391 43:-8.205393833190831 44:2.892736939516682 45:4.81586459846889 46:-9.471170972675973 47:-2.932771368722959 48:-7.18744307424105 49:5.812284523788808 50:3.247524678738036 51:-2.676879482311186 52:8.54429827769615 53:-8.161674942491322 54:-3.420511835079687 55:-4.177112781664508 56:9.731622405230818 57:-8.949433201880257 58:0.6400472767800944 59:-6.612870993227548 60:7.314619660506282 61:-5.086191791720513 62:10.85991598371949 63:0.4117638811878122 64:2.794675470345164 65:-0.5957860397383667 66:-3.219985144070311 67:6.315514580134444 68:8.270298317841199 69:-2.802140980894777 70:-0.06669138916417627 71:2.400746962587026 72:-2.18531062877776 73:4.701373404494857 74:-4.784996393616636 75:1.223459342617942 76:2.06730793168262 77:-7.745292767384792 78:-0.3728807148267688 79:8.082522645533377 80:-6.782245314316403 81:-2.238659100837583 82:1.320326182352738 83:4.816646235233498 84:6.63397956520022 85:5.269905145275954 86:-2.043003775571013 87:-7.814590007092591 88:-0.903941646188487 89:-6.264814014636994 90:-4.344982602578231 91:-5.223956186107528 92:8.764505513395175 93:-9.39259052566185 94:-5.753087276378621 95:-7.804889685327804 96:9.013452201282824 97:-7.24721821307515 98:-6.714755465320765 99:-1.539625003288096 100:5.681425235625182 101:-4.847962643181546 102:5.540103485115504 103:-6.107127698815974 104:-5.966651592256445 105:-8.346729543680663 106:3.258980970873444 107:-2.930902588430003 108:-8.596308087789833 109:7.514469821404674 110:10.89243404135533 111:7.042439062911863 112:8.612734884808523 113:-6.826194841785087 114:10.41288798000413 115:-7.865362684986482 116:-3.481055894006621 117:5.360288545934099 118:2.243508632568995 119:2.068961242927503 120:7.720289291442031 121:1.99739254805256 122:-6.536173811458173 123:-2.729351194832036 124:4.690002403337616 125:6.388028207362279 126:-8.071711053597017 127:0.4753503667472265 128:6.376465411442883 129:5.281656089461339 130:-4.225902156865449 131:-1.835553004681615 132:8.789532665585911 133:0.447410203056556 134:-4.147819925812426 135:4.6689614187044 136:-2.643649873948752 137:6.606311282662964 138:-7.844189538125462 139:0.1375431534672883 140:-10.56375921650961 141:-7.544127020638483 142:6.667030893781972 143:3.367837969127591 144:0.7385650432287426 145:-5.194488592024361 146:-1.581240923609948 147:-7.538117885560673 148:0.8009112332668749 149:0.6120341869020609 150:-3.973774453849432 151:4.560250948913691 152:2.665934580087688 153:-5.063313360158187 154:-11.56280802245889 155:-6.101951475895109 156:7.836757872327228 157:-0.682778762613059 158:-2.401148085268475 159:2.209906373686437 160:4.121060166910272 161:6.465729583372484 162:-7.393942233140446 163:2.010069753370051 164:8.225625020232609 165:0.3698476965692969 166:-3.08564106064714 167:-6.385319888199671 168:4.052902974484641 169:-2.819189953037958 170:-9.533856106761853 171:-9.841115148447617 172:-5.685945607650501 173:6.216311163228076 174:-5.991059744865085 175:-5.157517737790668 176:6.877810562934105 177:-5.309649385131987 178:-2.755310799825933 179:-4.598304863537555 180:1.035266497647053 181:6.091288366883418 182:6.269996533892159 183:-0.254238493006012 184:1.238144162711769 185:-6.253385828939672 186:-4.667771669994989 187:-1.705218395653178 188:9.349660098621658 189:8.515654950931793 190:-11.39556195167712 191:-2.164607936445523 192:5.910635537857885 193:-5.116529027761628 194:0.8094624334651307 195:-8.63343651200827 196:-8.197762323751526 197:-8.990855479230657 198:-2.808400115048583 199:-7.263709029912434
-1 0:9.06297796826933 1:-3.962597270448435 2:-6.065422037950401 3:-3.781220706650989 4:3.893586585738228 5:9.836941136891687 6:-10.5190756007301 7:-4.415260462840116 8:7.842993297706941 9:5.451963072632241 10:-8.264596952678589 11:3.762433898164643 12:-8.427472959560893 13:-9.436693123506551 14:-3.979730973475453 15:1.769401433781685 16:7.234301623677981 17:1.673057226760569 18:-5.757366043484888 19:-1.302515125451627 20:0.6217711907594548 21:1.36784642966643 22:-8.67187457693375 23:7.541382736314281 24:-0.005416881663968698 25:3.178224096441407 26:0.01367981126050272 27:-2.415644751863075 28:5.227317327801573 29:8.796626727832789 30:5.298423314787326 31:6.986687378543046 32:5.284503735984019 33:7.498337961908283 34:6.62132169144745 35:2.615434686080251 36:6.605671765142416 37:5.418373322850061 38:-8.723923082923424 39:-4.553495346597166 40:-1.078708521973992 41:-1.356299387309057 42:-0.8955000202807144 43:-8.369059648322384 44:-0.03855249812201667 45:4.966569954898459 46:-8.932263652958168 47:-4.851428723327731 48:-8.397792472081608 49:6.959299409141463 50:4.885720430647645 51:-1.709202255493854 52:7.731717041421526 53:-8.437768704701883 54:-2.361860741519528 55:-4.521545179834618 56:7.127219522258383 57:-8.75336746718845 58:-0.3278145481176405 59:-6.39229994538261 60:7.05894194546742 61:-6.258098847508307 62:9.95144624846213 63:-0.3785940593531096 64:0.7028737110176025 65:-2.019327607191213 66:-3.659915261093293 67:8.888619891909645 68:8.42576956820418 69:-5.209004007269414 70:-0.5535091122919626 71:1.777176023714712 72:-1.154960350517627 73:4.738872113068554 74:-3.146053371078424 75:3.305866164183641 76:3.313661163685667 77:-10.1010139997132 78:1.01195667712777 79:5.711439857378594 80:-5.483640077151891 81:-3.742852668995084 82:3.481966372447526 83:8.351326435364633 84:6.991704291123914 85:8.298320461668141 86:-2.409667694092035 87:-6.547084712791134 88:-0.3186089356959514 89:-5.578321182596052 90:-3.293063338132718 91:-7.010489605327797 92:6.839249692428188 93:-6.699465714041162 94:-5.317524400652215 95:-6.607390171037155 96:8.521447436151279 97:-7.47046195845578 98:-8.346200432583027 99:-2.021967539230547 100:4.572192893480714 101:-4.692185228678861 102:7.340258529827165 103:-7.812459400977788 104:-6.205946962336065 105:-7.290576247686505 106:0.04656877654297031 107:-1.273898110059986 108:-10.57541936623758 109:6.627254766292926 110:9.821874551412325 111:5.193212883271603 112:9.109116452091655 113:-4.288877046888156 114:10.06672891687359 115:-7.840004033981532 116:-3.629717267844638 117:2.765160750151739 118:3.628432326786531 119:3.918204696294782 120:7.628889047629684 121:3.422167559534355 122:-7.661494803155493 123:-2.687427610904142 124:5.237689911965656 125:7.693211510588368 126:-8.258685483546198 127:-2.167288556829398 128:6.481298094369399 129:8.083319856822108 130:-2.010364639248298 131:-2.455964836780151 132:9.4739904101933 133:1.758047834672973 134:-4.582881212433159 135:8.465384263146801 136:-3.115996304239779 137:5.398128586839546 138:-9.367807959505038 139:0.5886933395960383 140:-8.94244237813969 141:-8.295386218234327 142:7.881686081275619 143:4.437745852026994 144:1.205824464018792 145:-5.794418194188728 146:-1.793401101481544 147:-7.620708516694523 148:-2.299322640930883 149:-3.08935061716747 150:-3.577537412542207 151:5.232643473880293 152:1.32583237501155 153:-4.141939687706236 154:-9.011063191538328 155:-7.435740265833116 156:7.650436703338908 157:-2.932486296187041 158:-2.728878899193963 159:1.393113010753674 160:3.777429244061526 161:6.34547989493122 162:-7.755913418978545 163:3.249068397604823 164:9.050000367559379 165:3.294364692549224 166:-4.616162977086771 167:-5.743197724897319 168:4.90235097554656 169:-1.143860343170918 170:-10.46550475836004 171:-8.338536652441258 172:-5.457626223482701 173:10.0341898286806 174:-2.865458747997084 175:-6.972205719691981 176:8.955541402443236 177:-2.348113951880831 178:-2.605485591767481 179:-5.301578553459818 180:4.565857625247446 181:8.325665821598218 182:7.014560113354708 183:-1.2692221431829 184:1.380612650383591 185:-4.790298240951254 186:-2.988052409193399 187:-0.7517182589639468 188:10.61724264786787 189:8.113414963084939 190:-10.93219584008187 191:-3.769666862299957 192:7.441869599407088 193:-6.733130635025316 194:0.2056326063668015 195:-7.082348216481244 196:-9.23098313591978 197:-8.131510236002141 198:-4.279020030894573 199:-8.531554371940114
--1 0:5.908893289021121 1:4.835647493257694 2:8.656832143758779 3:10.07152341117298 4:-7.155582792074723 5:-1.307868446564842 6:-2.39403749876499 7:-3.403872204789963 8:-7.383276734363569 9:-7.717163406759296 10:6.140543866286893 11:-5.480993744968647 12:-7.22337880846881 13:-4.479568490993166 14:-7.11007439626842 15:5.111541921940993 16:-4.040750168490795 17:5.035698452278906 18:1.514171920680423 19:-3.930025736921587 20:-1.008007753474444 21:-9.499440432019499 22:-10.47602923834304 23:-4.369622863901427 24:-0.6829230836596536 25:3.39183474919597 26:7.482837148999106 27:-1.154086073793843 28:-8.707649375045087 29:6.902084901758386 30:-2.430064094939445 31:-1.130685713710877 32:-10.27829450775575 33:4.153305180987199 34:-5.841366607609265 35:-2.433578370915645 36:7.151677111112702 37:4.068467867106191 38:4.525881537359028 39:-9.583867838836737 40:-5.655569946265745 41:2.719203398117925 42:-6.521643392173172 43:8.079199553714787 44:9.52636795394011 45:-1.502074238092393 46:7.338000528859957 47:-7.70079085739862 48:-3.575517542815591 49:2.794029991798943 50:-8.438733965256299 51:5.915196209115342 52:7.003192116219893 53:-7.745234369903015 54:7.466822830659175 55:4.550153043523906 56:-3.525702820300534 57:6.635315982300184 58:3.449292522117968 59:-3.452241530091232 60:5.623021356356369 61:-1.930818119333694 62:-3.062463287409921 63:-2.370850301033232 64:-2.044578501553885 65:-4.112485276563287 66:-9.665411280522205 67:-9.137156756291807 68:7.734687232288724 69:8.271018136807893 70:7.551692083248452 71:10.49085000253574 72:-0.9645831479408604 73:6.869576288056063 74:0.3627028266782525 75:4.988653197436247 76:-0.2990602771571078 77:-1.501721908127174 78:7.998893857515603 79:8.960829189268541 80:-0.6428301700519575 81:1.497119358447566 82:-7.858051433824024 83:-4.063521717526986 84:0.4258944797189252 85:7.559827313680167 86:1.530647446257757 87:-4.494482636419427 88:-5.224016315308114 89:0.7041718076642823 90:-5.507695710383359 91:-4.985261405672375 92:-0.3164154464131428 93:-3.125860602110599 94:-3.918264843325589 95:5.66942250215921 96:8.109549553414224 97:-11.38110168617395 98:-4.153274535634726 99:-2.090341478144413 100:4.827753843955661 101:3.921419841000865 102:1.971517771920998 103:-1.638000590338314 104:-4.618011070889924 105:-1.818009785097114 106:2.077877918229182 107:-0.931195703100735 108:-3.020506512079642 109:-1.657444902676986 110:6.158171773712867 111:5.648564907320373 112:6.775388363772829 113:1.385892308789729 114:8.095515939126088 115:8.893258855667307 116:-8.774781451230021 117:1.432148803405537 118:8.376978060296681 119:1.007959050143985 120:2.228883388520595 121:-3.311548871274053 122:1.406896409612524 123:9.919970254609817 124:2.453865481297572 125:1.017523912078135 126:7.687090463582909 127:10.14317319398434 128:6.491644867401684 129:0.211617980814484 130:-0.2144551236713095 131:-0.6043077923681687 132:-1.844749735870907 133:1.694021643227155 134:7.991242194339934 135:-7.060986106032113 136:-4.174420147746112 137:-2.872962799461227 138:-3.652479549021124 139:-1.788482573976577 140:-2.893901349495662 141:4.295149026083926 142:-2.255568072595012 143:-3.460486267992514 144:0.4630434908088294 145:-6.647724001917358 146:7.568405750109518 147:-1.951180140840082 148:5.84849905708907 149:6.258831808169487 150:8.356401236369518 151:-8.565115704523826 152:-3.125242807411695 153:5.430503040382759 154:6.204661098595166 155:-0.7126472911201587 156:-5.828035360013306 157:1.83515660880568 158:4.984918368476812 159:7.564981556782969 160:-4.231891953421306 161:-2.446551323906788 162:-6.746400601797828 163:7.332893349531101 164:5.311995003096724 165:7.29618340665929 166:5.18813412696589 167:0.4338403531030582 168:-6.710331930538639 169:4.519779984341069 170:1.307289283568472 171:1.695450104039067 172:4.480425676399824 173:-7.793211648580714 174:3.487796635629659 175:3.899669609889389 176:6.827981684845548 177:0.6744386703810787 178:-2.990964988628497 179:-1.908408326297759 180:1.416021926470526 181:6.847634556967485 182:3.925636745321397 183:-5.392871383233451 184:-7.476347427555848 185:-6.861242797778125 186:-3.047853913764153 187:5.928462465727505 188:-11.37827929300714 189:3.31973217837318 190:-0.7815927814639603 191:7.802937750959633 192:9.268560054279568 193:9.400120691651134 194:2.718537051791316 195:4.444468506316074 196:9.417261108588747 197:2.65081808274962 198:1.239535071675998 199:-1.037970952956063
--1 0:3.362378916445577 1:3.296122785028628 2:6.807724462138946 3:11.37598276816224 4:-6.985446241602153 5:0.6624374808579608 6:-3.362605378862114 7:-4.119063553755087 8:-5.923137595192531 9:-8.175714126922921 10:6.673861245488393 11:-4.288946185559777 12:-7.362429268526316 13:-5.104947254252261 14:-7.357448307910889 15:5.250193877863879 16:-6.788650111047343 17:3.543238600131993 18:0.3061379121052257 19:-0.3054768768526399 20:-1.603129405629624 21:-7.707894601174903 22:-10.67622684467318 23:-3.616105908764115 24:-1.571749332417828 25:5.039822983147945 26:7.088398225234808 27:-0.9700599492277191 28:-7.694964935345802 29:8.792482576449698 30:0.1216316809628482 31:-2.810912782912513 32:-7.819765457803459 33:3.514862688681806 34:-3.618486212873296 35:-2.400837882764496 36:4.851532784973939 37:6.208557457968229 38:2.808321273582613 39:-9.627423737965998 40:-4.418965104206718 41:3.893856012859302 42:-7.635552385271954 43:10.36816802346735 44:8.516463069135341 45:-3.981396338957295 46:6.929628097552262 47:-8.233807592297456 48:-3.993318126899146 49:2.513746722836676 50:-7.421918977268753 51:5.071719524784373 52:6.550334355269947 53:-7.660570137751918 54:5.965108164026372 55:3.556935204051174 56:-3.100598224207362 57:5.445006465777377 58:2.994670135829659 59:-2.744491062767604 60:5.479826385254698 61:-0.7191218607515826 62:-4.394448563400992 63:-0.9672855674755105 64:-3.083587493741171 65:-5.657025215280752 66:-8.530103730985093 67:-7.522390587552943 68:9.602070039026326 69:9.590394861763865 70:8.834641648794474 71:7.21677238255632 72:0.4636256365782102 73:6.692810939051268 74:-0.2774969039358181 75:5.781060158980386 76:-3.44694486354914 77:-2.242324873479982 78:7.632339619321439 79:9.56598492232451 80:-2.004832118466819 81:0.829100519156488 82:-8.678781749047083 83:-2.042194850735005 84:-1.42182136933192 85:8.706610329925203 86:2.169304141098413 87:-4.681095618785094 88:-3.514893042268903 89:2.597556576018861 90:-5.789405127115707 91:-6.69579805571939 92:1.369107957079624 93:-3.311248990283 94:-3.659156375921231 95:5.474781837267776 96:6.786241051490808 97:-10.08823909324231 98:-4.206925077965428 99:-3.982876970036101 100:4.627496389726003 101:3.427263105819811 102:-1.121540248574479 103:-2.774522405840046 104:-7.391109670413663 105:-3.501222967319266 106:0.8272441841985135 107:-1.195461514657178 108:-1.289555710714544 109:-2.555412528032103 110:6.856235918478868 111:8.858462921862293 112:9.082339259640293 113:1.890056699329796 114:6.837547742784981 115:8.815150200120673 116:-9.668450022256057 117:1.887369911492546 118:9.949167476080369 119:0.5978398485731212 120:2.363307443017691 121:-3.987500169463674 122:1.315913256123819 123:10.09244941312578 124:3.309708552606009 125:1.61714304446881 126:8.117213203846621 127:7.10815513790496 128:5.769541648963193 129:1.633666029241579 130:-0.1600078268180705 131:-1.835040303710837 132:-2.031153941890908 133:3.538768729862067 134:9.368360794644246 135:-9.628226609215345 136:-3.466890696117768 137:-4.122487996248648 138:-1.450637277250104 139:-1.161632540886251 140:-3.613616199829676 141:6.624547858838095 142:-1.730118253550529 143:-5.268122673630018 144:2.323376256298518 145:-5.770420882741666 146:7.824410528906883 147:-2.111629178766763 148:4.506606547074095 149:7.427656096912806 150:6.904103763888548 151:-10.18246328675024 152:-3.727011262269238 153:4.29503465341713 154:5.924616107408156 155:2.960196899833503 156:-3.901407218184441 157:2.178674736859234 158:4.291552498877582 159:7.621074212563249 160:-4.104722002196095 161:-4.282313036303584 162:-5.242972751734168 163:9.572245696325806 164:4.526631224543269 165:6.42862458267608 166:7.467156153635937 167:1.811360378405494 168:-6.355940043998181 169:3.687625242385013 170:3.375726823613391 171:-1.135288822385254 172:3.901587954238875 173:-7.609482346020638 174:0.8280644912698851 175:6.358035059256262 176:6.328450582777025 177:3.386017554532964 178:-2.046981388843952 179:-1.315628594564857 180:-2.311293288712848 181:6.565761773373258 182:1.464655311263687 183:-5.421871224256516 184:-5.789235626444865 185:-5.622884541977758 186:-2.723302411901054 187:4.403331571884921 188:-9.191310936843278 189:3.403271434570523 190:1.594340514631866 191:7.353614160572974 192:10.15815665736833 193:8.62627310425049 194:4.37361062906183 195:4.607768998432694 196:9.50360432710753 197:3.205223753814144 198:2.462347741795018 199:-2.074011495660353
-1 0:7.361900865807801 1:-2.312766165106993 2:-5.060029525472643 3:-3.30968091654738 4:3.564553526096034 5:9.474410234815466 6:-10.63120682379334 7:-3.176820480627323 8:6.476458354752894 9:3.424504420885714 10:-5.998929464947787 11:1.96736501506527 12:-8.787484384699606 13:-8.68874037651517 14:-4.718659641049254 15:4.448641221114778 16:4.914153031099319 17:1.791684578650865 18:-6.820723146553545 19:-0.6850623494506159 20:-2.425923454993588 21:3.120088098257608 22:-7.160998781643569 23:7.631528361577397 24:-0.04882413581236816 25:4.413665722714667 26:0.8268873479854766 27:-2.445174591927472 28:4.385578741880296 29:6.552424158840869 30:5.063756919490805 31:5.93481401578111 32:4.616965918057657 33:7.938796662447654 34:6.904637283038442 35:4.401404095499375 36:5.41691806515862 37:6.674003494906552 38:-7.187053822939845 39:-5.290921713702188 40:-0.6994158956467942 41:-1.118036771448445 42:-1.739913659057436 43:-8.431782749189725 44:1.639504735900266 45:6.242237795611818 46:-8.695001478953532 47:-5.343187989425843 48:-7.794892429183431 49:7.162082493033504 50:3.564608359701554 51:-2.653147813782662 52:9.021603795289503 53:-7.558303858280619 54:-2.281179858582315 55:-2.250403587427749 56:7.54034465641009 57:-7.280825407107749 58:-2.614689473756317 59:-5.334179584911714 60:8.050687064681389 61:-6.112937860730324 62:8.626728029978079 63:-0.7015592605090055 64:1.861223780004052 65:-2.997056677725248 66:-4.963777839276385 67:7.095122876042656 68:7.91321974659853 69:-5.55154740866832 70:0.3487946201186793 71:1.800391811935001 72:-1.455821669507099 73:5.027735464729619 74:-3.953671722402103 75:4.047294010671353 76:0.693372663535182 77:-9.796493923885832 78:-0.06542016104891646 79:5.199214264264111 80:-4.715533096896521 81:-2.675976747850351 82:1.857163193847374 83:6.290497742977096 84:8.467229602825535 85:7.953490865635639 86:-1.87669162244099 87:-7.287735367685647 88:-0.8571806946927145 89:-6.23265896202058 90:-4.68787536040417 91:-7.246564747001251 92:8.642639132048192 93:-8.181575318464906 94:-7.206310174146481 95:-6.467068882676326 96:10.46970670862791 97:-8.736974695177505 98:-7.310980680925265 99:-1.783045230713694 100:4.762679640916583 101:-3.891604481246974 102:6.408727307157974 103:-8.706883681311645 104:-4.449214387779138 105:-7.525985860169694 106:1.700840940943653 107:-2.502459011940905 108:-9.352407923037521 109:5.197093233701192 110:8.520489623036855 111:5.932272821824394 112:9.436188185911375 113:-7.1260960192976 114:9.144394702750084 115:-9.093290024960844 116:-4.820113899516699 117:4.628288436266178 118:3.461280107622716 119:2.565684557730564 120:9.341140732007172 121:3.484645859984566 122:-7.371468664095373 123:-4.016556846176922 124:3.632704514123784 125:5.901629060035859 126:-7.692078546247448 127:-1.388085174867297 128:5.766273818506418 129:5.316772482453834 130:-5.354178003906794 131:-1.050528975082349 132:9.807520815911642 133:-0.3646521842692018 134:-4.148121253568827 135:6.718227632965093 136:-3.008490603564008 137:5.829872317854722 138:-9.031351613010369 139:0.5043736319096851 140:-8.876483291093033 141:-6.81047464708671 142:6.406765730660665 143:4.26331229187139 144:0.8304861578738431 145:-6.564223240447747 146:-2.085474876309073 147:-7.081774651232882 148:-2.25367520059547 149:-2.450456476242324 150:-1.380341567947991 151:5.14888827427063 152:2.629545186696119 153:-3.224759678531034 154:-7.076872708991699 155:-5.878692332894067 156:5.953867993710488 157:-2.657004818629977 158:-2.034014267438175 159:2.102464960373255 160:4.163870653668456 161:9.536882063667287 162:-7.102797746731773 163:4.087664962725424 164:7.769701179318822 165:1.466069534601203 166:-4.520387073091499 167:-4.728971229486767 168:4.620445010468504 169:-2.127892079072664 170:-10.78886172918236 171:-9.554311178893656 172:-5.016724179648659 173:9.013864146053702 174:-2.79480735128196 175:-4.931440883354394 176:5.79155159176013 177:-5.266508297485108 178:-3.159761222746071 179:-2.71711985943483 180:2.934017389594128 181:6.604751992703496 182:4.961971685000769 183:-0.0529558143335172 184:3.790454185262967 185:-4.305890325080262 186:-3.501714313728306 187:-0.1996882419327501 188:10.24892980556529 189:7.264651334108691 190:-8.745870159497862 191:-3.205242181546668 192:7.360522930325127 193:-7.873970304787638 194:3.688651494371565 195:-9.144570899436825 196:-10.16135397995717 197:-5.327827405733824 198:-3.33983683978585 199:-6.154436885455858
--1 0:3.691038129643663 1:3.649665940331338 2:8.378320898554 3:9.332081376174754 4:-9.568235171165412 5:-0.1058997787763628 6:-2.94845974244136 7:-2.834053873849912 8:-6.164304614640084 9:-4.919444918081085 10:5.409975122019119 11:-5.511732671678779 12:-8.760119219419742 13:-4.680725381025622 14:-7.059650653279791 15:5.26701603781641 16:-3.469747761962853 17:5.727524968138677 18:0.4067523758913001 19:-0.5164688892829632 20:-2.969095767619275 21:-9.404730057102872 22:-9.852503677029901 23:-3.303361959443924 24:-3.141562849785922 25:4.837548919710815 26:8.260253510538218 27:-0.2593981632656392 28:-9.385732721709816 29:10.22282282510969 30:-2.224908503504356 31:-1.292323812390706 32:-8.649700612668116 33:4.458665332575924 34:-3.209600619377344 35:-3.397705737936132 36:6.103782520345757 37:5.467528730505707 38:3.237038605207717 39:-9.918475517652249 40:-3.832835907891634 41:2.858478757018788 42:-7.922011084630686 43:9.970856754772065 44:9.434401938942829 45:-2.429107557878101 46:8.703326514216895 47:-8.110036908950738 48:-1.773441552020051 49:1.071353732292878 50:-7.583651571445311 51:7.392521960918288 52:7.432685299625184 53:-7.268277123454989 54:7.245265629489112 55:4.830995895831149 56:-2.381288468172269 57:7.675169004576913 58:3.596749558084343 59:-2.897774284480147 60:5.248885306021821 61:-1.316747934638985 62:-4.249182870211056 63:-1.399280806994047 64:-2.681119057803881 65:-5.361079072848403 66:-7.706162378937572 67:-8.271559890136501 68:9.782563011042736 69:9.051526642304971 70:8.545251795570406 71:9.207072500691039 72:0.6079800462296685 73:9.010530227726735 74:-0.8337211073259032 75:6.843770376562593 76:-1.488529359952721 77:-1.099535283876109 78:9.439122999463267 79:9.149322855883844 80:-1.234056882665642 81:2.008344508250772 82:-8.076598232458045 83:-1.691952134977945 84:0.6298401852972041 85:5.259066646621309 86:1.011780921929709 87:-4.93966926169201 88:-3.969025757466709 89:0.3388056683583393 90:-5.107749009243732 91:-5.324923146420083 92:1.574307896937815 93:-2.975440466102335 94:-4.140846637559659 95:4.512164711232117 96:6.422481715312674 97:-10.90246812123273 98:-3.696224858853053 99:-3.13102612501743 100:3.198932739617644 101:4.138205763870999 102:1.639469587384911 103:-2.425831323773081 104:-6.538395588206561 105:-1.854049449238741 106:1.777652501375123 107:0.5725291982993905 108:-0.7200629870316473 109:-0.5799442389979302 110:4.834651133516523 111:7.317590664204879 112:9.949948294420818 113:0.5162095539110645 114:8.529832747082299 115:9.688753444422867 116:-11.68218216637712 117:1.355321164242867 118:7.344462698835031 119:2.002441496762489 120:0.1730843378417704 121:-3.829205457428268 122:2.061731802249313 123:6.282989557625868 124:3.77516549080937 125:0.961025956067433 126:6.727024815729608 127:9.039775308728117 128:6.58167798395477 129:1.117125120969711 130:1.033393236939588 131:-1.907947974567272 132:-2.590150853545446 133:3.409710923326111 134:9.365070021116843 135:-6.363555637568917 136:-4.301003929108597 137:-4.025642669969638 138:-2.515114598803567 139:-1.951002197386964 140:-3.976182103220202 141:5.437325957683622 142:-2.679165995380028 143:-4.433762660673484 144:1.860544562216924 145:-8.61149417847505 146:8.483542435368149 147:-3.492967337626826 148:6.650161744192324 149:5.558449797472357 150:6.40709227191727 151:-10.78438714856255 152:-4.634626246118779 153:5.294278679651703 154:6.336351205462933 155:1.656144427732526 156:-7.687924647860413 157:2.3165606636958 158:3.7651091532419 159:8.820888060309173 160:-4.311351474419848 161:-0.7701142088039632 162:-4.871974479525636 163:7.994327581980889 164:5.699378011260305 165:5.679584789837826 166:6.697007146897104 167:2.279687268641511 168:-7.295241568181277 169:3.687944102009678 170:0.6613997766796802 171:-0.9998509761324128 172:3.171107570234903 173:-9.751543067070372 174:1.010671131452392 175:3.246016535994547 176:5.201573977644259 177:2.241144230466106 178:-4.16260802170828 179:-0.3142677036525316 180:-0.8309842588775466 181:6.00874994915655 182:3.850194779009034 183:-4.981187508512239 184:-8.849347701266865 185:-7.045293146883635 186:-4.449801425777547 187:3.535812362215038 188:-7.946408108451477 189:1.432314500220464 190:0.9239643394189068 191:6.890522796562085 192:9.84017147723144 193:8.074027968909668 194:2.64389162192751 195:4.263743543536179 196:8.05067633959743 197:2.495940376896037 198:2.369907900756055 199:0.4665447550045685
-1 0:7.005273185456542 1:-4.953028461551447 2:-5.025192675677273 3:-5.050438852003769 4:4.962794637636669 5:12.23362863498985 6:-8.373566992671833 7:-5.037015909229653 8:5.799250990743378 9:6.608515268033928 10:-5.60643663233304 11:2.44114872288475 12:-9.068918595107975 13:-7.699728333978721 14:-5.170759213885064 15:4.394607446576527 16:5.653253961397722 17:2.068481421685276 18:-8.066353700806106 19:-1.616991357258708 20:-3.176640728782274 21:1.843909577342725 22:-6.007368295204921 23:8.848145173377439 24:-0.5511975553226082 25:4.571009148143372 26:0.8284490532337759 27:-3.771087936237628 28:6.386302644504895 29:7.906775710564743 30:3.722480286633812 31:3.997523038554057 32:7.207200763975279 33:6.218385917582497 34:8.173272550152648 35:5.286176255288436 36:5.702290861400797 37:7.843893733282991 38:-6.447595426619181 39:-4.344549643792366 40:-1.655371134998819 41:-1.077325610096937 42:0.09158499672759035 43:-8.344350724098963 44:3.798765757890032 45:7.847560670167455 46:-10.05413740468997 47:-3.577618427982043 48:-8.305088530661955 49:9.39655565619573 50:5.916910934579814 51:-3.261268518277212 52:6.187634185678645 53:-8.104347077536861 54:-2.59059724783248 55:-2.990341988624704 56:9.405452596262643 57:-9.236850089944635 58:-0.6244521529851079 59:-7.311148679891025 60:8.601330952865887 61:-5.151136811525721 62:10.21432044146973 63:0.6886476978479041 64:0.6554114126107035 65:-0.9301719760411273 66:-6.749578024465651 67:7.792471096588642 68:8.54271431246295 69:-4.486448082275006 70:1.601832101565331 71:0.9491216836433962 72:-1.611431206529871 73:4.659496759330056 74:-4.748252302314185 75:2.680974207035718 76:0.516176550019412 77:-8.916590682700701 78:0.9441705889027942 79:5.826866228858307 80:-6.349804328425031 81:-2.719310364603717 82:4.225927598821591 83:4.240810452317918 84:6.751276578496254 85:8.993841503223747 86:-4.896004340405218 87:-7.571620135975102 88:0.3981542586914217 89:-6.811088247302168 90:-5.763718603954652 91:-5.940000743518287 92:7.393111225875092 93:-8.055957984126072 94:-6.232424184247065 95:-7.752527240570947 96:9.331146096115875 97:-8.855665737120839 98:-5.639596805071071 99:-0.9121167096199703 100:3.243062279378369 101:-4.761137797938265 102:7.249707094988592 103:-6.095709179768686 104:-4.115968954950457 105:-7.088352263209043 106:2.243821512318844 107:-2.502108800749376 108:-9.172317156970665 109:5.095136018697341 110:10.20489256272371 111:6.43946332789704 112:8.372395857324401 113:-6.413802528084639 114:8.41893730254162 115:-8.518378015642941 116:-4.117480740786185 117:3.642132400117426 118:3.224234087948389 119:5.125548616537086 120:8.056276985623194 121:4.394744868644467 122:-5.940476864439931 123:-1.080743131925935 124:4.49742247326251 125:6.950602440509545 126:-6.876764933654417 127:-1.465825004966804 128:6.948224902362876 129:6.271831965470756 130:-4.165803812217657 131:-2.863533936800258 132:9.900784781327989 133:-0.122564729630442 134:-4.165865925850349 135:5.239113200897713 136:-2.792920450107088 137:7.025727965032604 138:-8.369688759332689 139:1.316666261389512 140:-9.958084092271504 141:-7.209111303115986 142:7.316967855908582 143:5.031834503524251 144:-0.5911272015755895 145:-7.60880060879172 146:-2.057504809865843 147:-7.42489250680753 148:-2.825488110538811 149:-1.531681283735582 150:-2.228247403892132 151:5.645463741466167 152:3.919598581980645 153:-3.754867584816304 154:-9.42833307301626 155:-6.406858731732243 156:7.328136322151662 157:-2.379774424053192 158:-4.451707295088299 159:2.574750719306025 160:6.017813858549822 161:7.303892795734001 162:-8.584557482652867 163:1.751023594860805 164:9.59702895981709 165:0.3839938631889921 166:-5.677454824272659 167:-5.112376677279288 168:3.224353421180284 169:-0.9596656663957406 170:-9.777903813995032 171:-8.773882884958848 172:-5.68923407794057 173:8.03557805046113 174:-3.053745904740341 175:-5.247431068657528 176:8.509934096272767 177:-2.470925367298457 178:-4.16790550629111 179:-2.848932130962222 180:2.603607014751902 181:7.335463492793388 182:4.737777278136449 183:1.518587847735572 184:2.294484019494858 185:-5.846631127356737 186:-4.650508937375641 187:-1.365886056825143 188:8.639368101795444 189:8.464345830294498 190:-9.728490890863783 191:-2.230397506002795 192:6.329937651486491 193:-6.525641723191905 194:0.610929374119481 195:-7.705244330068797 196:-10.83538875163587 197:-7.625403379879106 198:-5.378892184513301 199:-7.619650346247335
--1 0:3.978881179762034 1:5.196759641692131 2:6.83484116509114 3:8.291295055895876 4:-8.048876466766295 5:0.2915764124447446 6:-4.053674344589425 7:-4.408633617117691 8:-6.326541761429267 9:-5.763480238692185 10:3.743607382649436 11:-5.329317663547671 12:-6.984226483693696 13:-6.820144406396727 14:-6.765977592183948 15:5.673680603629059 16:-5.505449610409938 17:5.934240823495145 18:0.5486868460413099 19:-0.7966179562776221 20:-1.589350456219122 21:-8.321091985628486 22:-8.865749602602573 23:-1.210100439374057 24:-2.83512916379754 25:5.636370002047377 26:8.308198589855444 27:-0.9881278452452131 28:-8.943273690837792 29:9.178884998226192 30:0.6814241091918942 31:-3.231096740214177 32:-9.658192581343664 33:3.520939057458809 34:-4.786777901816885 35:-1.349070315238985 36:5.487441666308 37:4.481022927958894 38:3.618023724659132 39:-8.953365616192851 40:-2.912656288911616 41:1.64237197173884 42:-6.86834298868557 43:9.371503545762435 44:8.206703818429574 45:-3.218999924219426 46:6.675626665459862 47:-6.496973789326581 48:-4.482388256637323 49:2.096032069519569 50:-6.597650736695227 51:5.858014157900763 52:7.315530105359608 53:-7.461610021639721 54:7.778532412830841 55:4.533364405106719 56:-2.804080771113348 57:7.713861301987791 58:3.075109721929276 59:-3.355126436175642 60:4.926640142684912 61:-1.097399622007528 62:-3.787775882001705 63:-2.875522620574928 64:-4.352004854427358 65:-3.892266816205758 66:-9.152775707838307 67:-7.898543336761085 68:10.29522901265571 69:8.846343821135981 70:7.017463296400171 71:8.050901827860013 72:0.6032301153303368 73:8.137073797740374 74:-0.8420248563665267 75:5.190151947890976 76:-2.769122440845987 77:-3.514592615224095 78:8.382021882908795 79:10.36886369730537 80:-2.301122593067291 81:0.08606312874197664 82:-7.555701298442246 83:-3.217568317628055 84:0.5588085455043763 85:6.941089036175823 86:1.634152335692635 87:-5.990372977556404 88:-7.004075123901766 89:1.766232773978161 90:-4.953564483062386 91:-4.277507058174544 92:0.9629296515464746 93:-0.5839312027582231 94:-1.683394404569584 95:3.776759803496604 96:8.395445354428 97:-9.970117826992148 98:-5.357146626063528 99:-3.868794555962265 100:3.260399344072526 101:3.398874758798564 102:-0.2291352287428496 103:-2.448343807962612 104:-4.301611584541912 105:-2.40216473838031 106:0.8907002494062316 107:0.009318334826777686 108:-1.110105602583845 109:-0.7109159437345771 110:4.726907635980925 111:7.236578305920011 112:9.091803830621062 113:1.50407962643579 114:8.140899014586436 115:8.883862440834609 116:-9.738483760963478 117:2.711099270736854 118:9.090394279817232 119:0.6022159677963923 120:3.350432486446709 121:-3.090357970730861 122:2.436743198211714 123:11.53313745412355 124:4.698975741572778 125:0.7869321520355511 126:7.300932878516482 127:9.43438567413067 128:6.096268816574477 129:0.2756927193704466 130:0.9815399315410728 131:-3.844558663362883 132:-0.5603116303173079 133:0.5615393643716673 134:10.62188358640903 135:-5.86044954965489 136:-1.780483663466275 137:-5.288381618821232 138:-1.763059719105267 139:-0.3502946524601342 140:-2.916020920227855 141:4.704517035626594 142:-0.9725375682000985 143:-5.208052865660892 144:0.7036253023811442 145:-4.841410237686018 146:6.825233859846817 147:-1.095484903530462 148:3.384553034328754 149:5.648178008173232 150:7.174716039698434 151:-9.636152187349365 152:-3.552273928795413 153:3.688937368384245 154:7.96435931826927 155:1.86221449821173 156:-5.603354317139181 157:2.693405733866656 158:5.084291621478167 159:9.243050326868778 160:-3.850866026907382 161:-2.180457320820415 162:-7.135651648812282 163:9.449465331924509 164:2.299865465678283 165:5.092986994146255 166:5.489242260823324 167:-1.157200768607795 168:-5.210873960893794 169:4.762194168026417 170:4.74050363464784 171:-1.373530574357786 172:4.75978887992232 173:-8.031324127237879 174:2.828908608817542 175:4.753129988111566 176:7.63754775352174 177:0.6068869106197843 178:-3.903249262336924 179:-0.5903548985850297 180:-1.154945310205794 181:7.790985283722237 182:2.518335477490009 183:-5.470391531198648 184:-6.412335491506719 185:-5.438893170324219 186:-2.500624229442297 187:4.082944500020798 188:-9.592468240523923 189:2.304074813781388 190:1.196682215393377 191:6.927019126601541 192:7.997978728988178 193:6.996281581268438 194:2.567388090947791 195:6.090538930923181 196:7.77322110833528 197:1.960009102184029 198:2.586663277269675 199:-1.265660911321631
--1 0:4.438440792703579 1:5.572734652994593 2:6.733712260011516 3:11.35429348294481 4:-6.474066399754005 5:-0.0392073123976262 6:-2.837259553350703 7:-2.227104898121584 8:-3.09561047002442 9:-6.250991439124435 10:8.728821812305506 11:-4.979347943358873 12:-7.372108836681068 13:-5.848653323123577 14:-8.203039204223352 15:5.993708663113486 16:-3.426450913952074 17:5.545860477804601 18:0.7203937982603767 19:-3.365711462520278 20:0.2980082087191311 21:-7.911647000564997 22:-8.971112468313706 23:-2.63994649280948 24:-2.972701808350497 25:4.697926172639538 26:7.329148149166401 27:0.80404417252315 28:-8.08462632650383 29:8.272529620894964 30:-0.3840376120223647 31:-1.368385633386879 32:-8.490504674761832 33:0.4978370259943516 34:-3.795126998331143 35:-2.531510307600279 36:5.283733472032583 37:3.295826483988965 38:1.813192689407258 39:-9.525669116819543 40:-3.021687035876776 41:3.999912657455246 42:-6.375288762683956 43:11.89662017836353 44:10.87398266214263 45:-2.639512214985099 46:7.666406449253667 47:-7.79549145270798 48:-4.041597592736356 49:2.229989493933573 50:-7.398982133481636 51:5.41187698037741 52:7.534542299651008 53:-8.523794217330883 54:7.993172696788174 55:5.328371262495989 56:-2.757199726061379 57:8.394187796493751 58:4.085294995268125 59:-2.170016453487903 60:7.047414182344746 61:-1.152316509138649 62:-4.496827048651182 63:-3.635322897166665 64:-2.246860869740742 65:-5.050385128783304 66:-11.2618832166113 67:-7.48524831481862 68:8.862327063165658 69:9.090612338862668 70:9.445243221710083 71:9.927341560668783 72:-1.089131278768396 73:5.983657457610493 74:1.427531719647955 75:4.032795501493233 76:-0.934480435830614 77:-3.791787845423499 78:9.136677276245297 79:9.315273268794359 80:-1.759849021166347 81:2.255706548565286 82:-7.723382759249519 83:-0.6194167568784061 84:-0.8470595753641497 85:6.763855994064171 86:2.629770985714495 87:-3.725669286559405 88:-4.62806828508935 89:0.5597642281950452 90:-5.508792882466381 91:-6.814732684433167 92:2.613051574227323 93:-2.970588920850634 94:-2.006188051245955 95:6.134444215551602 96:8.220021162807353 97:-10.96732232137753 98:-5.713348459365224 99:-4.260596793195963 100:5.067170004203287 101:3.389603946338579 102:-0.1648782280635332 103:-2.943352139018628 104:-5.069083531922549 105:-1.820459512663452 106:0.1545680460663907 107:0.09661750051740436 108:-3.034958140619725 109:-1.556846907315153 110:5.530738653094098 111:5.993503077683288 112:8.334088136877629 113:1.236766729971656 114:7.437489560385178 115:10.59922519454282 116:-9.755970795205885 117:3.683662676269747 118:9.787496712942701 119:-0.3040794624022022 120:2.021976285253731 121:-3.622325693732775 122:3.605290349179725 123:10.08521220498262 124:6.255569875463931 125:1.870613039768369 126:8.251892471736525 127:8.536660747580925 128:5.774842665626951 129:0.8412419569755066 130:2.208032570395228 131:-1.479642960363845 132:-1.857711193666835 133:2.625104152947768 134:9.707169333916562 135:-6.978072155243534 136:-3.798014881063168 137:-3.334825934638657 138:-3.772519686093679 139:-1.350347709730381 140:-3.08678157406156 141:4.562686109561469 142:-3.010765240754282 143:-3.474266924342375 144:1.629197487326974 145:-7.767146223517629 146:8.520580622957381 147:-2.502765534015317 148:4.696719202497807 149:5.328437653800136 150:4.764927871632161 151:-8.40596759141361 152:-2.974804627246223 153:2.598689358394952 154:5.786992152967105 155:0.6188703903064765 156:-5.900706182282255 157:1.535158594732296 158:3.779600863821632 159:6.805804885447522 160:-4.720315599664916 161:-2.112739284800879 162:-6.482317732655224 163:7.334747552279553 164:6.449699536514423 165:5.47513941082086 166:7.496260555363795 167:0.4533278156446362 168:-6.509365548511879 169:4.984092817836586 170:1.98752383019202 171:1.084913322349093 172:3.191574185201496 173:-9.817641362010606 174:1.262048430006684 175:2.497701901983389 176:5.915068145845165 177:2.843156997947646 178:-3.449410465230144 179:-1.299796974975997 180:0.3984203912566171 181:5.831434123578666 182:5.323093778813142 183:-3.737364907696238 184:-7.672606556554336 185:-7.452066759029535 186:-1.515599333631998 187:4.473160273926118 188:-10.16764103838267 189:2.905871709981739 190:1.11698916872421 191:7.44732392669262 192:8.420734694388974 193:7.842277927898519 194:1.793694027792923 195:5.798960019489343 196:9.326421384758433 197:0.8145756562660837 198:3.345272494056571 199:-2.718326713049673
--1 0:3.794103840573329 1:4.587767433142219 2:6.934546376445881 3:9.386266888381201 4:-7.587634052367854 5:-1.450527432739468 6:-1.24822635834056 7:-2.43773789685556 8:-5.468034861292023 9:-5.914221486297431 10:7.955226096531193 11:-7.540318997077827 12:-7.254821617754323 13:-5.150524055972986 14:-7.250398379956933 15:3.311944890569169 16:-3.41742379694938 17:5.893478124147959 18:-1.557255880475397 19:-4.355845891388341 20:-1.583160272821901 21:-9.742766962633866 22:-10.96287740819523 23:-4.988182675537882 24:-1.989064425865567 25:2.900908532476683 26:9.504509725274623 27:-1.358109251247385 28:-8.597104605937716 29:7.798416502175733 30:-1.064303368492693 31:-0.141982064295239 32:-10.44814497296036 33:1.537275168235118 34:-4.88346707653936 35:-2.233120608136395 36:6.19299854309822 37:4.71825528667389 38:3.087143471035563 39:-6.645130009023871 40:-1.929320942477118 41:1.819142030519992 42:-7.965295159515929 43:9.126535120611543 44:10.01794789759233 45:-3.201817851912258 46:6.583806560319728 47:-7.887445873557473 48:-2.056462771428389 49:2.530607389132219 50:-7.572553930748974 51:5.948121222888287 52:7.180517042306331 53:-8.251131871718563 54:5.947221566393303 55:4.179788304450369 56:-3.00334667919863 57:8.524072172588845 58:2.369807990422077 59:-3.375045034015993 60:5.650406227558832 61:-2.386609236033666 62:-3.607245714370098 63:-3.243309400375806 64:-2.43595779640173 65:-6.334106660356236 66:-10.13318399425622 67:-9.356301180688369 68:11.35450592111951 69:8.614382981659766 70:6.905901045513976 71:7.721199639440539 72:1.439724876116091 73:7.323100905465575 74:-0.4628060453962796 75:4.572970087130468 76:-1.043712709152687 77:-1.847216644988681 78:9.641184926704213 79:9.436825794966595 80:-0.4841008045590163 81:0.5256402353715425 82:-9.327345462225798 83:-1.835144083468538 84:1.283381271928838 85:7.076043280261722 86:2.70183449377816 87:-4.117131453033888 88:-4.788418985489555 89:0.2512233658454318 90:-5.645508323890758 91:-4.01165102164723 92:1.311215735890942 93:-3.78630596621674 94:-3.50818356730252 95:3.057695455147197 96:6.258832137521189 97:-9.110771360341088 98:-4.111065697706041 99:-5.297432405776288 100:3.487029403658671 101:4.483556048095442 102:0.1819212087884063 103:-3.380422902888941 104:-6.131092742429611 105:-1.579915438835949 106:-0.06380709735196977 107:-0.5722714009038993 108:-1.059706725028182 109:-1.848645902580116 110:5.882977941356378 111:9.480937315440389 112:9.743908361545959 113:3.748400523288739 114:8.78135332302198 115:8.123152332868861 116:-8.946026361569302 117:-1.720335633702756 118:9.248695735835382 119:-0.2733228259307342 120:1.093744003268091 121:-2.871734682937565 122:1.999561723637096 123:10.41727782276065 124:4.045818828100096 125:-0.4756879928973516 126:8.171722386304905 127:7.964137382430271 128:4.571542149697421 129:-0.2859609318757942 130:-0.4130685581183686 131:-0.9003064926853872 132:-2.488735945159871 133:3.627410552013941 134:9.369806733071881 135:-7.36383043073062 136:-3.691961178953706 137:-6.43415713234662 138:-4.326555584761341 139:-0.3033244197193217 140:-3.331262770544629 141:5.568748420932512 142:-1.172554446786296 143:-5.26848466780694 144:0.09580590029246699 145:-8.39736118487817 146:6.491704348807033 147:-3.98720315762063 148:4.38529785218349 149:5.480456183923263 150:7.902394629742338 151:-8.798181609894673 152:-2.945407655053963 153:3.47548582223762 154:4.228712805808509 155:1.973574279302615 156:-5.235080251562166 157:1.905417529732273 158:4.122526652614805 159:7.909567762374997 160:-5.607881611362882 161:-1.313477300457919 162:-3.766745536374362 163:9.470995252471964 164:6.723850014796236 165:7.384633622489166 166:7.35180290309165 167:1.893466064941115 168:-7.951768523481796 169:3.371678702919235 170:3.876316935052053 171:0.6742461506096504 172:3.885425467327059 173:-7.252362078399665 174:2.700790791710033 175:5.069494845022177 176:7.971951648053901 177:3.014635868715222 178:-4.35003750667456 179:-0.138640357257479 180:-1.14375995479197 181:6.126269941603615 182:3.13780661011945 183:-5.4112470014407 184:-7.477782344410417 185:-7.494397099648661 186:-3.180302639055296 187:3.906014883495293 188:-11.28382956568466 189:2.146560893587156 190:-0.02399274365681214 191:7.52253364831794 192:9.652802499690832 193:8.593239100323705 194:3.995862802562043 195:4.082475374005188 196:9.786298472048882 197:0.3080767833067237 198:1.175918476348898 199:-3.659272695803473
-1 0:9.330187290468842 1:-5.287746721599324 2:-3.939585153692837 3:-1.079961715871518 4:2.910503264645789 5:10.0748005074407 6:-8.540947419055239 7:-5.012048658220949 8:6.267382818038796 9:7.413439928490788 10:-7.039550063496351 11:1.166313524218563 12:-8.36127106084335 13:-8.977911945947955 14:-3.927014004314218 15:3.346770159838364 16:8.238857916442585 17:2.545249230725214 18:-6.565734984051414 19:-2.457191051891857 20:-3.824398773457495 21:1.855620836609826 22:-7.072595170086339 23:8.824163753459947 24:-0.4099059162071754 25:3.305600971873171 26:-1.319751163208778 27:-2.896545508816496 28:4.618527993471289 29:6.404096514852085 30:4.046410895818013 31:4.793831602630729 32:6.094790618867397 33:6.474140625235504 34:6.095167458914091 35:4.533170548062651 36:4.349030685365856 37:6.909619179862714 38:-9.768552811823284 39:-5.323973222206635 40:1.050243747762571 41:2.282991664780778 42:-2.115898730453044 43:-10.45682165073647 44:1.585053017183712 45:5.926418707175782 46:-9.374140155242253 47:-6.015340224009623 48:-8.261446212390343 49:6.664703281274468 50:4.54580967778638 51:-2.051345005619158 52:8.37089476226342 53:-7.942910007482332 54:-2.471888788452103 55:-3.774544119743878 56:7.374398091682803 57:-10.01796467429759 58:-0.6818462755091446 59:-6.108442109014894 60:7.566771647340935 61:-4.852416738474411 62:11.09603048410994 63:-1.406114133124186 64:0.2233176209927923 65:-1.919863598639252 66:-6.837324627214959 67:7.935569852594085 68:9.798856780894123 69:-3.794453898133373 70:0.7812563668804096 71:2.790782382254374 72:-1.510956356674388 73:5.267271928485856 74:-5.244494106534723 75:3.631571963446466 76:2.296523799553766 77:-9.224773451789329 78:2.037901914472242 79:7.228425665568279 80:-5.575393897439825 81:-3.682579316969584 82:3.883615423849018 83:4.917061479885921 84:8.177062717988454 85:5.935878573841465 86:-2.135913213550363 87:-8.21867657390554 88:-0.4317358075076043 89:-7.925126279335255 90:-4.102106590099545 91:-8.134865969379595 92:8.578046209337717 93:-8.171645668342752 94:-4.630973632264269 95:-8.287334343247998 96:9.892337876796445 97:-7.832556684298861 98:-5.754857403948819 99:-0.658031592321191 100:5.670265723032402 101:-4.063367432068381 102:6.887512407589555 103:-6.681966530918574 104:-4.155836919077139 105:-9.190563565281915 106:1.513774389329422 107:-3.614203626204756 108:-10.3415159816193 109:4.176032255581694 110:9.374679852053688 111:6.504434817979989 112:9.392602414821329 113:-5.781664552129232 114:9.581568505285276 115:-7.01418454739586 116:-3.35639135296306 117:3.52116101184519 118:3.602001203922891 119:2.617635666515649 120:9.902570965480145 121:4.961737321898541 122:-6.806639683039473 123:-2.456377887540219 124:5.144075788047076 125:6.456356199369445 126:-7.97676259916228 127:-2.695296828551514 128:8.46712010264145 129:6.585711582444698 130:-3.991141739115629 131:-0.2446247984309187 132:9.658360324138062 133:1.685959092030426 134:-2.613087470081087 135:7.827272385374659 136:-3.440042040213903 137:6.444210678221172 138:-8.523257699169493 139:0.06926080861800732 140:-7.840319931570213 141:-9.023314611330957 142:4.130854653566608 143:4.071228673646563 144:0.5556638333118242 145:-6.846931719974161 146:-3.074756979614318 147:-5.998501984480077 148:-1.092310012362268 149:-1.361054110816518 150:-4.371338345245979 151:5.383197120779371 152:3.913131022431984 153:-4.794195126485201 154:-8.373684162330347 155:-7.231287708146011 156:7.451607442683595 157:-1.934411594943895 158:-1.968279927278161 159:2.297100299575608 160:4.920326700259502 161:9.90999625299904 162:-8.856324665327945 163:2.635251935143893 164:9.075064894961271 165:2.885452120066856 166:-5.203746565465185 167:-5.450541526367325 168:2.69283669029902 169:-2.739251682161084 170:-10.2758559418144 171:-8.087187689456735 172:-6.699634842352567 173:8.079787843805097 174:-5.308862004366343 175:-5.400059673501713 176:7.502113474512418 177:-2.766372460223258 178:-3.265017209869419 179:-3.638956983639291 180:0.7711102347108751 181:7.040943735119258 182:5.53478449592064 183:-0.0697393731206129 184:2.47309440447779 185:-2.975678843884883 186:-2.918595144948341 187:0.4897631875591433 188:9.390615835102048 189:7.914263894835328 190:-9.230390025119288 191:-3.331263874357098 192:7.058004801095665 193:-6.8965844467498 194:1.801712911225679 195:-7.516595158159683 196:-10.17471751283379 197:-8.619887668965882 198:-3.821461989912268 199:-7.162528634935433
--1 0:3.784585140197824 1:5.510678026852442 2:7.655287603961976 3:9.786801640718167 4:-7.283349163275286 5:-0.3359457817008269 6:-3.407792827030972 7:-2.091668534512213 8:-7.50919405347102 9:-5.946068050983897 10:5.412763004373239 11:-5.041027454750905 12:-6.067817204511127 13:-5.368280108024693 14:-7.071933385264619 15:4.666989186341457 16:-4.692054310285744 17:5.86628120269166 18:0.536541166412234 19:-2.680611709973231 20:0.1153059957000426 21:-7.185974185021118 22:-9.341679618963601 23:-3.876709971837662 24:-3.410200002860273 25:4.487090335577038 26:9.71531492324479 27:-1.477759233607515 28:-10.01033714415363 29:7.111338367065962 30:-2.789756357872463 31:-1.181681513284221 32:-9.534867231439179 33:3.583968003651286 34:-4.918325610708115 35:-0.596532652887499 36:6.945057861621275 37:3.244957655834823 38:-0.1033926797424511 39:-8.454454705080314 40:-3.713067203911689 41:3.367382144929972 42:-6.808112168917598 43:9.01602543254859 44:9.119389303851989 45:-3.141973522421565 46:7.910026469877486 47:-8.612174718337801 48:-3.806526547590741 49:3.14530964637533 50:-7.504398230106907 51:6.997028036709446 52:6.659473517293856 53:-8.267396123726787 54:6.766873321312428 55:3.232223693739158 56:-3.532702971344314 57:6.848846758074239 58:3.95034372772212 59:-2.811949429929018 60:6.168533003593995 61:1.324245358726934 62:-2.500679482172187 63:-4.303373832707475 64:-1.487298454870272 65:-4.382791151072467 66:-7.30412263136895 67:-9.140951753676079 68:8.785001516685332 69:9.963286733887053 70:7.052967803171926 71:10.15318808703035 72:1.01037345329797 73:5.125766418938259 74:-0.7003681289834747 75:3.762822318320651 76:-2.923123803740531 77:-0.4530703375457494 78:9.612160304411429 79:11.04358797536109 80:-0.3243252274307455 81:1.815585450156775 82:-8.516488773635787 83:-2.493099425601919 84:2.573581948839352 85:8.878890848287783 86:2.59251429677552 87:-3.163340764368339 88:-4.283878498496284 89:1.496096596884886 90:-5.757361553714404 91:-4.610163903259725 92:1.332270048157471 93:-1.259826768614974 94:-5.025582285829213 95:6.059472600663963 96:7.814531045999932 97:-9.279326239055001 98:-4.806815655180137 99:-3.326824191454509 100:3.926382902445975 101:5.052802560469971 102:1.42689442732319 103:-3.409409519044196 104:-4.634147630945078 105:-1.040331080572367 106:2.042986565097185 107:-0.5731648432888689 108:-0.1942233575897565 109:-0.340512110310065 110:4.467368219289885 111:9.058118222919374 112:9.798310612550408 113:1.758265768609235 114:7.160535023425118 115:9.030138367056155 116:-9.651234386079942 117:1.800168839729562 118:8.679710107356946 119:1.104429255044178 120:1.891449140291612 121:-4.914674119028692 122:2.156259502390666 123:8.847843503351921 124:4.924943580941661 125:-0.5571192650039356 126:8.26827987987844 127:8.957301375573431 128:5.71505451152714 129:0.2393150984005032 130:0.9525093392329351 131:-1.882012504649457 132:-1.102796226736099 133:2.787834873701193 134:8.836369072296733 135:-7.746784556790223 136:-3.758450612691059 137:-3.387770772353278 138:-2.202486648564751 139:-0.05424748505975385 140:-1.582726856790748 141:6.284164575190847 142:-3.330897096885 143:-5.771496621943347 144:-0.7705176787907433 145:-7.343159402194032 146:6.317594400127387 147:-3.922735474650233 148:4.661938470901787 149:6.016791859671317 150:6.004063423616669 151:-10.30678109777316 152:-2.603420906223923 153:2.804487600160476 154:5.86851479451792 155:1.989162813607042 156:-2.325189367773073 157:2.301078249835975 158:4.073475393790186 159:7.604495061503074 160:-1.953962354345184 161:-4.734407760697293 162:-8.083883338579891 163:9.076036327644607 164:5.208768106179791 165:6.018868556589298 166:9.799004118424506 167:1.311159324746505 168:-7.601183445820804 169:2.865756144055744 170:2.953505003295384 171:-0.4289559140413308 172:3.582122519706729 173:-8.925974908267339 174:3.789546205541905 175:4.35408380945467 176:7.390366105940136 177:1.486137902497167 178:-4.179077681540597 179:-1.14793323923773 180:-2.44735405525614 181:6.821826201198206 182:2.747663364997394 183:-4.500149499580145 184:-7.287536659946477 185:-7.381902606204076 186:-2.017123429915336 187:2.686671124690243 188:-11.54482971249456 189:1.578994360771821 190:1.524593228962332 191:9.076029470752527 192:9.429106451858189 193:5.627417084446071 194:2.060791074874813 195:6.001125370329189 196:10.55249520226874 197:1.067680981347798 198:2.390723496951539 199:-2.129752679011591
--1 0:3.220430809695742 1:5.793990866380644 2:6.255952334671242 3:9.072714718511163 4:-9.59300611068697 5:0.3032275158038179 6:-2.426734001538899 7:-2.737256643503213 8:-6.739039436243725 9:-6.683455096136883 10:6.058237851097227 11:-7.442761275511362 12:-6.049735967290401 13:-5.909467383720272 14:-7.984197229294096 15:5.093872746537879 16:-5.084622293802537 17:6.22317189830164 18:-1.593416194564239 19:-1.941144307585762 20:-1.849244548882932 21:-9.412096697564728 22:-9.931473311243929 23:-4.61739043772794 24:-2.157900767803077 25:5.696948006142005 26:7.904530722585315 27:0.3588645375195183 28:-8.3430234467861 29:8.190507706535445 30:-1.370114903258927 31:-1.510251309974742 32:-9.595477393699792 33:2.295894796309069 34:-2.997525551148163 35:-0.7382331038602628 36:5.832462748679645 37:5.722880771293765 38:2.47068003090514 39:-9.46540376661137 40:-4.041794032177118 41:2.966110514992917 42:-7.211696013635597 43:9.544919850022659 44:8.939306670963358 45:-2.750744973293892 46:7.39146944069542 47:-8.681469412548402 48:-3.553156254255587 49:2.960281601329723 50:-8.83050641903681 51:5.260399976287549 52:8.065119862947387 53:-6.807954947775584 54:7.371030931642648 55:5.24888161608779 56:-0.03247359566044539 57:7.035072812550621 58:2.57260292000092 59:-2.744497307296522 60:5.30807748793752 61:-1.997637139053888 62:-3.874794073750167 63:-3.606468568240333 64:-1.234301787312987 65:-4.690642659618462 66:-9.833239355637826 67:-7.483105403393529 68:8.85605420212169 69:7.673879460084347 70:7.706728853668717 71:9.196940017843833 72:-1.230432068451195 73:7.298046563267278 74:2.000170893339202 75:4.57570196977622 76:-2.675034100558636 77:-2.226811676019852 78:8.466101676322117 79:10.1449227786448 80:-1.174439215654572 81:2.004392363810497 82:-10.47891119832545 83:-3.547442401471488 84:-0.7930552127940735 85:7.797710720478618 86:0.3572002655643678 87:-5.095351685433696 88:-3.42523521438041 89:1.365125775347336 90:-5.161043105309472 91:-3.699467146513411 92:1.26663858740109 93:-1.520154662422258 94:-4.338404269956956 95:4.265965586507805 96:7.453972841685067 97:-11.25598445100229 98:-3.406576563104089 99:-2.686018076981365 100:4.224294472385029 101:5.981599556604364 102:2.841232586315135 103:-3.415169210452842 104:-5.43918352801495 105:-0.3660739400250357 106:1.808533887319547 107:-1.703581559832732 108:-3.02119497456448 109:-3.173080183169867 110:4.552949619151434 111:7.880833402812659 112:8.559018248260088 113:1.174452134289526 114:6.685594350072289 115:9.425654200730873 116:-9.261316995106604 117:1.334828005890955 118:7.930437821228436 119:-0.6956667954070728 120:2.712201862613393 121:-3.898659774644213 122:3.594295927559787 123:9.195226319352425 124:1.97539249703866 125:-0.9451761980486497 126:6.59849441504003 127:7.943371606670025 128:4.509270527572061 129:-0.1939213419068985 130:0.6111238737241695 131:-1.205226343783863 132:-1.53691148628765 133:2.123969887418749 134:8.898977833144242 135:-7.31228323857314 136:-2.677887417497465 137:-4.922063991828142 138:-6.031501313825828 139:0.02198100403308001 140:-2.751719400842334 141:4.455357107041039 142:-0.5455958542287322 143:-4.30283177697384 144:-0.2875407766462518 145:-6.268253864972616 146:7.633840232497015 147:-2.213060535462805 148:4.899427081082524 149:3.789872934476724 150:8.767804348354579 151:-9.323044280835202 152:-3.419522426392971 153:4.050874532190846 154:6.808884019350034 155:-0.4066460695325822 156:-6.351116663732935 157:3.03821495783508 158:3.966883454789627 159:7.257496316645397 160:-1.981481971516364 161:-1.358384356665889 162:-4.272957853976102 163:9.818095291926332 164:5.226797435912847 165:6.461831600499537 166:8.526715351983945 167:0.7578913811379354 168:-6.755860499958547 169:3.765486891790023 170:2.796168356924309 171:-1.112170240296516 172:4.827749742370774 173:-7.521690793111373 174:2.116279092350432 175:4.858037412831361 176:5.249308586483324 177:2.13960048603607 178:-3.30797915913353 179:-1.569855331392791 180:-0.8207688428036011 181:5.941032731689271 182:1.239739752360653 183:-5.706734678690704 184:-5.609443255324277 185:-6.054779829859417 186:-1.010717768448586 187:4.254544641536222 188:-10.50037021124911 189:3.384713730736631 190:0.3701301301545038 191:10.09146035905784 192:9.309523982149924 193:7.707919452916243 194:2.433662968157095 195:5.120173669619199 196:9.816214234310587 197:2.376177512867921 198:2.25176084625339 199:-0.3113057421783583
-1 0:7.277284890136109 1:-4.185255250604035 2:-4.05044061949268 3:-2.627842344606117 4:3.580317186574273 5:8.65447004643222 6:-11.31009424737593 7:-5.610136150257028 8:7.082458890227065 9:5.56868591980619 10:-8.513105420983996 11:3.198189548219551 12:-6.929644418900215 13:-8.312340537591261 14:-4.851641413246738 15:4.358096150545761 16:6.398092906139112 17:3.545944116433142 18:-6.411396774660028 19:-1.243833811320121 20:-1.068710669634054 21:3.129113728371162 22:-8.386113445093034 23:9.094188896799443 24:0.8326462247427696 25:1.7011933879042 26:0.1042079736665174 27:-3.081965269423378 28:3.359639523044536 29:7.961290211562764 30:4.846829357380937 31:5.285386227349517 32:5.020084195988355 33:5.614666388451741 34:7.630027084534863 35:4.144753735713256 36:4.806101199421547 37:5.204434390447367 38:-8.664103642516745 39:-4.421336776822299 40:-0.196860476129607 41:-0.1951109889182638 42:-1.902816437918776 43:-8.653224398686973 44:3.569572459332963 45:6.80369633877807 46:-9.333827645617035 47:-5.373357384765274 48:-7.745266846378406 49:8.252000884392599 50:4.545963940610346 51:-3.160619033697897 52:5.136336878740964 53:-7.270093714519597 54:-1.362523925869838 55:-2.465406712756129 56:9.12925323181317 57:-8.827627810173878 58:-1.899303394560038 59:-5.529451406259147 60:7.723587275024018 61:-5.591474303249544 62:10.00799643965066 63:0.1677964697209408 64:-0.03866815724025185 65:-0.8132111974957974 66:-5.095570803022752 67:9.326089357078027 68:8.717897026214761 69:-5.74744236067123 70:1.876117461698324 71:3.345882384821915 72:-1.56272875372021 73:4.067540502640419 74:-3.344140750775796 75:2.562249426212778 76:1.961512489840799 77:-10.37299832332135 78:2.001040750303989 79:6.288728262059994 80:-5.364113157540525 81:-3.448513960724477 82:0.6977626220154842 83:6.366866559714381 84:7.385275268204426 85:6.624694976557654 86:-1.490397368276625 87:-7.278661599749821 88:-1.150056025822582 89:-6.795515098591119 90:-3.704199803159647 91:-4.746754294060542 92:9.21053803934949 93:-8.203517609780187 94:-5.249459747844085 95:-8.532535064697875 96:9.174672790332684 97:-9.199272473920384 98:-7.192039824856401 99:-0.8167967751899032 100:4.815274462037513 101:-4.339095667314141 102:6.64573611667852 103:-7.224084889177895 104:-5.592666257569011 105:-8.463855620000977 106:1.966371825770238 107:-2.515147864771199 108:-9.291241511209561 109:4.899901329093111 110:7.732811219412016 111:5.270040794834657 112:9.045824794855429 113:-7.372776466018473 114:9.55211170107604 115:-7.903022826047496 116:-1.958284263419738 117:4.414894481064527 118:1.973732426607353 119:3.044800393236707 120:10.0253190648958 121:4.165328186202996 122:-8.118321044175305 123:-1.770060147648344 124:4.763061297157863 125:5.082639037699698 126:-9.697398775924055 127:1.316368754952951 128:6.082919795102422 129:4.933896805222967 130:-2.764185848853763 131:-3.929912122664867 132:8.878962990521329 133:1.711204695724181 134:-5.297983869320752 135:7.90449998607323 136:-3.405690980489505 137:4.98527620382997 138:-7.214628369920487 139:2.613088163904981 140:-10.55170051373363 141:-7.00061922442649 142:6.885489093649213 143:3.1108973869798 144:-0.7479013705602848 145:-7.039207518518047 146:-1.840934754231249 147:-8.786802527076697 148:-4.17520114811783 149:-0.4002819574079466 150:-4.290650821672494 151:4.951706858031646 152:3.794310877023781 153:-4.635296057431868 154:-8.520093884302588 155:-7.442265529782742 156:8.086056387089039 157:-1.444282484825589 158:-1.735835730086201 159:0.9647650921955788 160:3.498668215862943 161:8.219780800841987 162:-8.685200671493298 163:3.195191602547891 164:10.43542641661748 165:2.757904914559075 166:-1.918698921482513 167:-6.10150878295241 168:4.185657538597168 169:-3.060097479357032 170:-8.576054363019663 171:-7.699455700285752 172:-6.47032402792702 173:8.171414651568899 174:-2.835557410788464 175:-5.150296933689859 176:7.591100858662917 177:-3.356116990219199 178:-2.789532478569746 179:-4.906149602565246 180:0.5848789345927394 181:6.601024962085694 182:7.080607828781936 183:0.1004156141222613 184:1.24029400568785 185:-4.893609724459687 186:-4.286037707202763 187:-1.270263833022168 188:10.36321355546154 189:8.038947190616424 190:-10.32193919349226 191:-1.573142552802632 192:6.696793183255161 193:-7.532889490879222 194:0.4231203468679523 195:-9.228728175294933 196:-7.795250286261707 197:-7.405466233953691 198:-5.401949381537285 199:-7.00667494062655
--1 0:3.410882119707829 1:4.321791989875587 2:7.759505267542997 3:7.645363431466992 4:-7.739708330295212 5:-0.7205126114617868 6:-4.352149038070985 7:-1.223470359060949 8:-7.59798952326962 9:-5.026797998305248 10:9.499451368994668 11:-6.859355379628425 12:-9.138453406377476 13:-3.316617608733368 14:-5.579595140022416 15:7.605038595815669 16:-4.5638470661309 17:3.822036910583633 18:-1.364517586579953 19:-4.158017998809791 20:-2.333208014926198 21:-9.212504507707621 22:-10.638861688999 23:-2.176642148654155 24:-2.173160877397608 25:4.717787283313043 26:8.765347530561144 27:0.3135718557775289 28:-7.637683772670758 29:9.223584074471679 30:-1.073206485301956 31:-0.01514238752903174 32:-9.837428061963132 33:4.815096541507487 34:-3.526957537505091 35:-2.594441038968946 36:6.478215623519356 37:3.450485989794231 38:4.137006793909062 39:-9.124192919633487 40:-0.9271611178378953 41:2.958566983334951 42:-7.303806469611689 43:9.056914153841651 44:8.206909748701978 45:-3.498851957104478 46:6.655564979884709 47:-6.320375578268904 48:-3.0366554541392 49:1.450770443126789 50:-8.261694244031963 51:5.771933691718649 52:5.825800523572821 53:-7.44843647432107 54:7.958177586232967 55:5.183875145432076 56:-0.02278434756356962 57:8.957771055795 58:1.250552120227135 59:-2.386171048644819 60:5.532412195179031 61:1.631472118332503 62:-2.971958450270901 63:-3.488787095614153 64:-1.50332332346791 65:-4.677559768223301 66:-9.897366569598228 67:-7.568061529951161 68:6.796561990367596 69:9.193128605528175 70:8.256857885171046 71:8.131428509432881 72:2.090471348930499 73:7.890791647845299 74:1.738288700436815 75:5.430991404489782 76:-2.988505329078679 77:-1.163221209559246 78:10.06576416660511 79:10.41643283865432 80:-2.680948016535586 81:2.008477817671732 82:-6.585576361087059 83:-0.6382716614349706 84:-0.7949055340115636 85:8.519267549610243 86:2.628573952010045 87:-5.320830904621628 88:-5.737106561506633 89:0.668613162405077 90:-5.925932475099133 91:-3.657391092196113 92:1.104921526665823 93:-1.782822967374827 94:-3.504804051476997 95:5.299154115954916 96:7.593057142841585 97:-12.21458009474373 98:-3.857362265276871 99:-2.40638724605347 100:4.370083989322449 101:4.466495837332336 102:2.062192751784258 103:-3.540471773669708 104:-7.52942181879 105:-1.859971779107024 106:0.01111452749908137 107:1.487256631200403 108:-1.543746829423525 109:-2.276224747934915 110:7.176287015578842 111:7.044644018162983 112:8.959297986961175 113:3.574418147624047 114:9.277821672000355 115:8.248098798985142 116:-8.130000830925182 117:1.214774278392749 118:9.073290719043538 119:0.2782471181452969 120:4.286115046746084 121:-2.451734923911492 122:3.146934268441095 123:8.952155194019873 124:4.493719867083771 125:2.174703073762758 126:6.935581174079163 127:9.19513789311385 128:5.647500804263883 129:0.1398118613807907 130:-0.2939559537248269 131:-2.621774491625616 132:-1.179061793587823 133:2.536289048364884 134:9.733682744707519 135:-7.479161231831891 136:-4.059375502893153 137:-3.64710346367983 138:-2.881933601483022 139:-0.8150665621838256 140:-0.7386559934661134 141:4.242520955153329 142:-1.610205896839412 143:-5.350098800594083 144:-0.8810901491817686 145:-7.152147247268824 146:9.578801622062452 147:-1.923972264213905 148:4.517644395320746 149:6.852016302043511 150:6.001884985023291 151:-11.19863617003414 152:-3.776650063582927 153:5.208573158944308 154:6.146833893614135 155:1.650003856891626 156:-2.211486772556693 157:2.757480941473482 158:3.059240674089682 159:9.139168840237593 160:-3.661259032101115 161:-1.383267818183327 162:-7.374089894875812 163:8.260390475978218 164:5.846344412435402 165:7.305533650054441 166:8.253898107685258 167:0.3646474574949471 168:-6.783763042040872 169:2.04059500833928 170:3.191438771144591 171:0.8039047188062529 172:4.347356091599663 173:-9.098792557947492 174:2.29665426988331 175:2.735724862777877 176:5.578559834697842 177:3.471425944648708 178:-4.231727414452501 179:-1.164895904227217 180:-0.596459963796251 181:5.077910380822479 182:3.418693414024541 183:-5.668640887620954 184:-5.214170275236525 185:-5.778915836161928 186:-2.115854770020698 187:4.22493390847028 188:-10.08649223381979 189:2.101864319380187 190:0.1750206173729644 191:9.235397523158609 192:9.283728673237269 193:7.927307308210986 194:2.542279261310655 195:5.792361575197731 196:9.628960296269652 197:0.2502756234577781 198:2.090391432765166 199:-0.6919429984485768
-1 0:8.589052523355413 1:-3.327027706706983 2:-5.086594270414635 3:-1.79248795160292 4:4.794392565927049 5:10.95952824938874 6:-8.035232170974982 7:-5.403413952271275 8:7.654940448723528 9:4.763213133036896 10:-6.789754649069096 11:3.849636086061047 12:-6.836634624224637 13:-7.809564851567302 14:-6.139495063983801 15:3.749235603358917 16:5.333732799173243 17:0.6329582186048035 18:-6.95429263568609 19:-0.6410535064346654 20:-2.709554178323167 21:1.827542860305705 22:-7.118473676051533 23:8.93433576341152 24:0.8922092822868493 25:0.8914241594463488 26:-0.3466656563784687 27:-2.032505377350946 28:6.694681374781805 29:8.102269582189715 30:5.534114666079597 31:3.636480032955857 32:7.75840135116067 33:6.574691810100676 34:7.828224886332175 35:3.03533315373505 36:6.9894161669321 37:5.283447108199449 38:-9.637817036881493 39:-3.056846388258093 40:-0.9703561514262832 41:0.2357316003634737 42:0.3710145951320196 43:-7.220190823386566 44:2.534933006949852 45:6.955170595856512 46:-9.423308239755778 47:-4.66496907399137 48:-6.643945238220447 49:7.461438539447093 50:3.193231909433036 51:-2.909189041104874 52:7.172353526508588 53:-9.274224591520575 54:-2.638405349387679 55:-3.449091586015021 56:9.188260265792794 57:-9.079985816615466 58:-0.9441139082085469 59:-7.613323652344207 60:8.410794489842242 61:-6.174633384751152 62:10.85527252796817 63:1.354637420150488 64:0.2239524938295498 65:-2.121785792268007 66:-5.917754901188803 67:5.954717240199401 68:8.616160960734796 69:-4.012463255254161 70:0.1834446885209012 71:1.85759458681422 72:-1.688154016434594 73:4.641950449777261 74:-3.429769937578395 75:2.173733029748715 76:1.380494075925375 77:-9.046493847128367 78:2.491067040383566 79:7.27325896002406 80:-5.449500215064073 81:-1.717790802830096 82:1.272464474521899 83:6.120890733606153 84:7.802367100929965 85:9.628936112196957 86:-2.978043841369578 87:-8.96405318216069 88:-0.8408373315443338 89:-5.624344798222401 90:-4.756560353920948 91:-7.14589846026717 92:8.155212466727725 93:-6.751912466057972 94:-4.775093492486921 95:-4.89389808097169 96:11.87978816288675 97:-7.81506371603187 98:-6.169327251920692 99:-1.190130333818359 100:4.323990209743727 101:-5.003684996360663 102:5.555469150669141 103:-5.583054101945724 104:-5.126760017150159 105:-8.259539201274247 106:0.1782414861234987 107:-4.04584657634548 108:-10.03305732800445 109:3.804390105948707 110:10.33398862384502 111:6.573239916731603 112:9.353577791243282 113:-7.273518089648398 114:9.017257100392744 115:-6.757729690122997 116:-1.396918190396681 117:3.431570531758165 118:3.171327954927731 119:3.111311210093427 120:8.242505928055788 121:3.429254640869906 122:-4.756040353176345 123:-2.524530602648429 124:4.244798659232627 125:4.549692604015203 126:-6.899468488755849 127:-1.257311708558264 128:6.261564911929336 129:4.10235184115636 130:-3.482405520062232 131:-3.391488683661821 132:10.16632772903296 133:1.594194432594585 134:-4.590981152626288 135:6.63269433550213 136:-1.579570283259029 137:6.390324497749601 138:-9.741156222353755 139:1.875144341361337 140:-8.844307592999785 141:-6.846872991829695 142:7.853335720795496 143:3.175783910722875 144:2.00578487298929 145:-5.186425311832499 146:-2.149157589032122 147:-7.204092450736344 148:-1.109736790015707 149:-1.160918129984015 150:-2.671034573060139 151:4.170591197449001 152:4.092134229431769 153:-3.159338688409349 154:-9.315546617931302 155:-5.260947517300206 156:6.723823039374872 157:-2.279372905985075 158:-2.484647190097521 159:1.130126745167577 160:3.707653300414377 161:8.795662555399145 162:-10.80824086188477 163:3.236841074507127 164:7.213156594008723 165:2.33540246062763 166:-3.699978762768656 167:-4.914695051153078 168:4.091749713397093 169:-1.612098803741077 170:-9.52079899000084 171:-9.272097130814812 172:-6.351615750287334 173:7.66165202717877 174:-2.249132114769281 175:-4.83105468652142 176:7.491757806037247 177:-3.691693839393725 178:-5.598275173347425 179:-4.735960610631623 180:2.582381877875791 181:6.889299396150836 182:6.176783865546542 183:0.01370346471048589 184:2.218745525345769 185:-5.232902566579622 186:-4.647413921129514 187:-1.31526539374999 188:8.926004338712431 189:6.784214724749279 190:-10.17397474975382 191:-4.497174961968367 192:6.474808656095716 193:-6.556094299596478 194:1.688905816418297 195:-6.507700275347377 196:-9.451660285331252 197:-7.992199325177258 198:-4.497475665777047 199:-8.691863729185613
--1 0:3.970588374242131 1:3.326473336542293 2:8.676234177150757 3:9.874519368758284 4:-8.311913789596506 5:0.12608563017046 6:-3.160744477171863 7:-2.405867547464903 8:-5.827938468768492 9:-8.009819205543751 10:6.866121623414211 11:-4.973950291435204 12:-9.779381516798278 13:-4.706262678597406 14:-6.856052635133302 15:4.331079241068754 16:-4.043034569926762 17:3.475088431364784 18:-1.049770145776888 19:-4.906276303402645 20:-1.490903391021791 21:-8.741770612889283 22:-9.939635539065614 23:-3.193873192697084 24:0.3616553208019759 25:2.912751755097144 26:9.239712665393418 27:0.9483487321296085 28:-9.410716392951169 29:9.693316802949406 30:0.05233511810397773 31:-0.2368654903667107 32:-8.234771477635409 33:1.205754196584613 34:-3.678438651633038 35:-0.4467787203972871 36:5.996125575967866 37:5.366939409693066 38:2.861884110503986 39:-8.438743994850567 40:-1.493879598379568 41:1.879419382699797 42:-4.676287086219738 43:11.30040812210944 44:8.745262243398955 45:-0.4416258786139602 46:7.009778725578927 47:-7.701087024644571 48:-5.131274316356166 49:3.105729768398401 50:-6.922021319587359 51:5.986800620238846 52:7.360233665398032 53:-7.280122265128496 54:6.390638960800226 55:5.738636854964602 56:-2.690352286187667 57:6.501530818547314 58:2.939851585280624 59:-2.035867223670106 60:5.966774383474554 61:-0.7160190043306769 62:-4.126868474711346 63:-4.547256116007002 64:-2.719987281263273 65:-5.747788525467323 66:-8.741041406847879 67:-9.325549792289204 68:8.658486394251533 69:7.148608269428617 70:8.659951537627833 71:8.407556647604432 72:-1.375929159967801 73:6.220344087335115 74:-1.720374312633062 75:4.281306671921053 76:-3.218422975426376 77:-2.452394389233666 78:7.395519899704367 79:10.02744769807038 80:-0.4225249797455415 81:-0.1887375137685754 82:-9.283543163314416 83:-1.775337099769198 84:0.07703617755249625 85:8.943729854390179 86:1.560869532537699 87:-6.235381649868722 88:-4.981480682959108 89:-0.2946456766399663 90:-5.501225157860508 91:-5.989204411489837 92:0.3487816350589868 93:-2.865402472308299 94:-3.990530511879128 95:4.584806790036668 96:6.272933083997009 97:-9.213767508952515 98:-3.715292865870776 99:-2.705717906365011 100:5.523731644695766 101:3.134767222375658 102:1.630876475158905 103:-2.347574520489763 104:-4.330974604816064 105:-2.039484140792327 106:3.976497164078389 107:0.3364621555932306 108:-1.599152553655698 109:-2.725574555036695 110:5.85934913350914 111:6.281884167851715 112:8.757622310215124 113:1.247579980312994 114:7.080525168532424 115:8.201543642062688 116:-10.00890225325304 117:1.407494672814436 118:9.103049997608803 119:2.784460516386882 120:1.663687715562136 121:-2.971852091499503 122:2.290793439107578 123:9.157425964086439 124:4.137661145017237 125:-0.03324759809866212 126:9.521544880157487 127:10.21231277568137 128:6.75863628610273 129:0.003768556152441649 130:0.1935612987176991 131:-0.119355875887174 132:-2.084448225390992 133:2.758185185216579 134:8.792543312590823 135:-7.437497356432908 136:-4.767546386490762 137:-3.347492781331897 138:-3.369611763014864 139:1.002777563963396 140:-3.786425663345786 141:5.632187699885004 142:-2.136319492743755 143:-4.179748098087262 144:2.254407207521885 145:-7.908300541618108 146:7.784905786790885 147:-3.091489929710068 148:5.337403695506755 149:6.706289667783915 150:6.711251563487535 151:-11.54926608242335 152:-3.384003712929582 153:4.697450920707413 154:6.100182260884598 155:1.317360401148146 156:-8.306345099878286 157:4.142030145616153 158:3.588662363340604 159:7.745186013047991 160:-4.269888770994791 161:-3.294309870794646 162:-6.310575650932975 163:9.817230773989763 164:3.947371485908725 165:7.631087829752462 166:7.71626282368844 167:0.6223453448103073 168:-6.261690006596167 169:2.761020986485867 170:1.943894033854461 171:-2.576982575252321 172:4.578525951020566 173:-8.250342155670971 174:2.589109358212752 175:4.729365343942725 176:6.697903857272142 177:1.254379271686294 178:-4.437662945071589 179:-0.4182822219938648 180:-0.3261511697514135 181:5.350740340179552 182:2.681133899366918 183:-8.064410093026618 184:-6.037717427889155 185:-6.865708494286536 186:-3.124050017403257 187:3.35322429367268 188:-10.89732335715522 189:3.604687893628196 190:-0.4930153365986212 191:8.711381591109513 192:11.33143830783882 193:5.94849780691357 194:3.121358444262295 195:6.506145618745968 196:9.909592741134027 197:1.736752442478951 198:2.776920336501179 199:-1.184417759396971
--1 0:3.905270016618503 1:4.159977752079528 2:5.690385686371656 3:10.38682805929479 4:-6.472180962356454 5:0.6914140416285521 6:-3.677852859380449 7:-2.892777890093126 8:-6.842306544178199 9:-5.297987800486117 10:7.36234647662799 11:-7.285034220678325 12:-8.367663516586944 13:-4.336649552662564 14:-7.372278574508728 15:4.40449668425201 16:-3.852190910519701 17:5.536846768296723 18:-1.879625245348443 19:-3.599209559704408 20:-0.8498955746516199 21:-9.079235529474953 22:-7.703548309563744 23:-5.973682106545184 24:-0.9624153477651918 25:4.214006968089306 26:7.898024045365865 27:-1.621421246002601 28:-9.296006219835839 29:7.895264089620006 30:-0.7495196321835251 31:-0.8821588937520055 32:-8.786324849174154 33:0.7784782690926506 34:-4.243633596557531 35:-3.263161928478249 36:6.870387310514961 37:1.896194921689905 38:2.982881307317138 39:-8.34225439124374 40:-2.404520438226234 41:4.939974688325479 42:-5.86771378773846 43:8.772871397682454 44:8.365239861907277 45:-0.8131923686396121 46:6.167241232332891 47:-8.444429120759191 48:-3.4580276833262 49:2.794196563652056 50:-7.857090262946079 51:7.305614920349043 52:5.714520764477954 53:-8.033357246589722 54:8.954851449418692 55:5.887145611537833 56:-2.108169320429342 57:5.761019719231942 58:3.167345951020599 59:-3.011459588687743 60:6.28466506090301 61:-1.5853263135906 62:-3.155678813681446 63:-3.563201949505966 64:-1.344016976127154 65:-4.330488506267499 66:-9.610962904859518 67:-8.978074964832494 68:8.113336033373082 69:8.955258217140333 70:9.272489793114385 71:9.820734599199051 72:1.377527680637327 73:6.740821511937144 74:-0.5928926078160663 75:4.290071634470427 76:-1.381233762627778 77:-0.2444442189980394 78:6.496098563658408 79:9.780324951851378 80:-1.376460418245681 81:1.583188635795416 82:-4.806098810328423 83:-2.714843882780178 84:1.129526466009555 85:8.804638200413532 86:3.236770669254629 87:-4.789647654551108 88:-5.099263769121692 89:1.658841544855596 90:-4.601193200250266 91:-5.537608048715504 92:1.205130687276275 93:-3.028002580600623 94:-5.254419122141989 95:5.218649980907164 96:7.78019137879957 97:-10.02863038620363 98:-5.160930112961172 99:-2.907214514262837 100:4.963530005596505 101:4.140434135667062 102:1.442399204357339 103:-3.202702036997418 104:-6.620634222322538 105:-2.709438882029592 106:4.089208205540642 107:-0.9664292838320552 108:-2.260981971578278 109:-2.405984991389248 110:4.581161844346246 111:7.910108583288615 112:8.346337726502052 113:1.284013716524108 114:7.512854142594463 115:7.048520162321646 116:-6.953038993097871 117:1.392164512825008 118:7.756575323731547 119:2.184601872286395 120:3.992440401617171 121:-3.273456843548572 122:3.665853906920843 123:8.110336128718421 124:2.989208513598514 125:-1.343139408046311 126:7.30841085263167 127:8.863933015189032 128:4.512185088097763 129:-0.2585876094418348 130:-0.3616513987041037 131:-1.285862801491826 132:-3.605133210639271 133:4.312706682403321 134:6.973634461403468 135:-6.127574062496503 136:-3.899293382525063 137:-3.464047674084464 138:-2.878840689152264 139:-2.20515372745078 140:-3.00734366962253 141:3.636020724013022 142:-3.666298993124576 143:-4.425075011435894 144:-0.4471531926942539 145:-5.238386583291085 146:11.0683967740889 147:-3.806894980293183 148:4.903762118186836 149:5.210554127555159 150:6.077920742106228 151:-10.89656257819605 152:-3.531505272887858 153:4.0241640241438 154:5.527476703913462 155:2.733738841079694 156:-5.060333632233727 157:2.141599407114466 158:2.81152971335522 159:7.25957053391659 160:-5.347273434318744 161:-2.069526295466887 162:-6.046508053730182 163:7.328369192173648 164:5.463214144079485 165:5.756827814071854 166:7.760448745972196 167:0.6698309163725746 168:-7.157247341194872 169:3.336188809088636 170:4.040794490649187 171:-1.166653205769563 172:3.057278800300078 173:-7.297446743346413 174:2.694554197479352 175:3.684487634113127 176:6.643410818773602 177:0.5438786723119235 178:-4.635385136668871 179:-1.822556806674922 180:0.6163978785169861 181:4.75030183848815 182:2.842801066246161 183:-4.901198543892361 184:-6.035900028569184 185:-5.164240442416137 186:-2.852044323873808 187:1.47784567048544 188:-9.650756875342422 189:2.560155250383349 190:2.261264905978348 191:8.069563621044702 192:9.732746243417111 193:7.380402813811958 194:1.921650105393887 195:6.147395929091804 196:9.02411964332903 197:2.12425062755964 198:2.469282086238626 199:-2.957412974063874
-1 0:6.93980576966439 1:-3.641769229864372 2:-5.128850413880227 3:-4.320604802399938 4:4.070163302211847 5:12.06338668451333 6:-10.84244511621322 7:-6.780604474887959 8:7.910390789624173 9:5.985327071374274 10:-8.056791661345539 11:3.900603739291181 12:-8.711536327370517 13:-10.02073755045772 14:-7.001364990644185 15:4.358187970262031 16:5.240289316801509 17:3.116542509517804 18:-5.729903044353079 19:-2.208338669552248 20:-3.131198688249105 21:1.884704085595564 22:-7.498560486840173 23:7.352310893011119 24:0.1757995013224314 25:4.071878711751712 26:-1.36054492950244 27:-0.2680686140083517 28:5.342921320560389 29:6.619870820202838 30:6.038219758630892 31:3.068906186502567 32:7.698211621009444 33:5.77206037888459 34:6.58490007620982 35:5.770649605689054 36:6.370514291108304 37:5.986134258925016 38:-9.001597761482838 39:-5.207567611185251 40:-1.98279071492661 41:1.160523153989135 42:-3.200522868214012 43:-8.414454860322245 44:1.085075685728107 45:6.969101999875025 46:-9.118158772322145 47:-6.851898020767091 48:-7.784645982132623 49:6.309937712296032 50:1.358151278654331 51:-2.56749322441792 52:6.537507884650212 53:-9.478866025009186 54:-2.395003326822157 55:-2.557959512939006 56:8.083650590841527 57:-10.21538786267815 58:-2.07049060891493 59:-6.431402012953479 60:8.01679270686637 61:-5.640543102183443 62:8.752657205448591 63:0.6925668701085801 64:0.4043748047508375 65:-0.9981135726769111 66:-5.282542795309788 67:7.041105212586592 68:8.689550092439445 69:-2.948892796552633 70:-0.6376152909337831 71:1.908139656810018 72:-2.524284334338314 73:5.255553763430104 74:-3.703247423548519 75:3.213344154599514 76:0.9393665491399874 77:-7.38983563569361 78:3.011270978098139 79:7.586911838215331 80:-4.562478337365688 81:-4.121011339192431 82:1.603714712224827 83:8.005887064392663 84:6.859936594742277 85:5.875069704040724 86:-4.214313015206302 87:-7.538199667791606 88:-1.639078820089005 89:-7.890658417053974 90:-5.373687198081953 91:-7.03201678300774 92:9.175076859675023 93:-6.38255139018305 94:-6.187325607373346 95:-8.014174323122534 96:8.504677396025198 97:-9.884346548046036 98:-7.277281258457482 99:-0.3612198101948385 100:5.586534288702559 101:-3.810860336204938 102:6.568452879377954 103:-7.479360974252717 104:-5.705148201896709 105:-7.350594385651844 106:0.06687077525421148 107:-3.160755182373209 108:-9.301248194927968 109:3.559096283168981 110:7.550245810422875 111:6.020096673499439 112:11.03606653787568 113:-7.133210483482362 114:10.56726253017149 115:-6.893125352591212 116:-3.218051821273845 117:4.085640030567636 118:2.735869900683607 119:1.776684717139166 120:9.382483376636259 121:3.435370871317835 122:-6.158364782183625 123:-2.400792206085002 124:4.530530625089527 125:6.521177101420046 126:-9.070672103581481 127:-0.7197692771368358 128:4.69335247568389 129:3.288928035253774 130:-4.643477257187433 131:-4.311818398225815 132:8.954261809400398 133:-1.643178174926768 134:-2.811896910414029 135:8.673313284630677 136:-2.965149577962879 137:6.735036451239568 138:-8.620371877847829 139:2.067644404992993 140:-9.312841187292427 141:-6.151591071168719 142:5.327047555540474 143:4.210649755787276 144:1.35909492281411 145:-5.413446541198037 146:-1.343539770214723 147:-8.672422521350315 148:-1.96316199818487 149:-0.2989038393093644 150:-2.848852596354527 151:5.76453941928068 152:2.111636063804708 153:-2.306954100986736 154:-7.718298406301213 155:-4.962837016218653 156:9.85339326188779 157:-0.5184920003892335 158:-2.447903637443315 159:0.8595678949574952 160:3.016270233872283 161:7.809467242330833 162:-8.083105193404704 163:2.200277843213335 164:7.71067404770131 165:2.743431527841995 166:-5.183541894450506 167:-3.830395151445625 168:4.495662794674784 169:-0.0646737552586476 170:-10.38909800087064 171:-9.687732423331335 172:-6.18108801324307 173:5.959949689065377 174:-3.385345315996548 175:-3.70735410971059 176:6.487857072524029 177:-2.680908270174773 178:-3.039903379319012 179:-4.494720589619019 180:4.515291159415932 181:5.711098630032664 182:5.491415651422034 183:1.307584664281453 184:2.114755659108681 185:-4.832359424366458 186:-5.90414157559807 187:-2.616991296346894 188:8.032476007752377 189:7.457445038844316 190:-9.083799514423802 191:-2.686406128445055 192:7.302055412497715 193:-5.974441068421632 194:-0.6487332189386201 195:-6.823791970073335 196:-6.716383516312391 197:-7.65879861694162 198:-5.143835651597274 199:-6.859065854746647
--1 0:3.645930536676661 1:3.756260742960068 2:7.302465282302992 3:9.325881734819998 4:-7.816940167456401 5:-0.462965514977007 6:-1.306338348930415 7:-1.08220151384456 8:-7.601004011149178 9:-5.694389036659834 10:6.76949347848597 11:-5.947442896039054 12:-6.142801450047968 13:-4.530089154581325 14:-7.523817561860842 15:3.904014644143745 16:-4.052446852251388 17:3.542730311333057 18:0.8775588473896696 19:-3.990938416776318 20:-2.123963475264599 21:-9.05543646702966 22:-9.844532723515817 23:-1.077300903272534 24:-1.204828170467599 25:5.099770800444747 26:9.548957835410596 27:-0.5449283815654354 28:-7.875154944552036 29:9.953176737108629 30:-0.4901297217926044 31:-0.6670131523889636 32:-9.344242804644688 33:2.668955009565866 34:-2.61896633076193 35:-3.376842003580927 36:5.683959670109891 37:5.518723930991825 38:3.63767592083099 39:-5.493475542972407 40:-1.392381462997763 41:5.044432880616999 42:-6.725187848265639 43:10.30969397801706 44:8.688941106765068 45:-2.545024072069396 46:6.480400094441528 47:-8.08299548357058 48:-2.303697028790823 49:2.767205125082095 50:-7.625766360337056 51:6.24732732241607 52:6.193352881189848 53:-6.57060004532326 54:6.358640777641245 55:5.93826855382473 56:-2.817618138668489 57:6.122949695444209 58:3.949066279899623 59:-3.951490891039509 60:6.009607152166986 61:-2.098451344498198 62:-3.162308992510578 63:-2.736111086103608 64:-1.435783006783939 65:-5.071542957345112 66:-10.35513965806618 67:-8.634632561215859 68:9.178558702178181 69:7.658365822409888 70:7.825722388426981 71:9.868192921449506 72:-0.2752807323301868 73:8.061248770011751 74:0.6338936152884885 75:4.562275741211003 76:-2.381944577018023 77:-2.269990681933007 78:8.40707762164647 79:7.225545999699778 80:-1.35178482710941 81:1.510901280930405 82:-7.823157525945937 83:-2.890078537502015 84:0.6348812357468314 85:6.102957530669922 86:3.746967940042898 87:-5.422898033859815 88:-4.32621479304013 89:0.359670555594451 90:-5.614298004279383 91:-5.510743246210087 92:2.742825517081204 93:-3.815858133529053 94:-3.696777997849027 95:5.186159198238064 96:5.810593783125584 97:-9.082958220086192 98:-2.569080986269042 99:-3.992397143944743 100:4.461986560201412 101:3.315491706997125 102:-0.1006047533837272 103:-3.982239702672262 104:-3.936147767473804 105:-2.32728764641641 106:2.86419166012246 107:-1.75459704251713 108:-2.716038025182271 109:0.5463913797288265 110:7.132597263226366 111:6.521013758542844 112:8.634352688429642 113:1.963835719389837 114:9.500955166166833 115:8.536889967681002 116:-8.806007145569474 117:2.136632436867393 118:8.788325843444708 119:1.266861216272898 120:3.390880697197729 121:-4.116715205797504 122:3.37269394665742 123:10.54607980700854 124:4.281483684173431 125:-0.02537014400513254 126:8.228595550773974 127:9.533708226602812 128:5.534683578631076 129:1.293602630532675 130:-0.3374485494169089 131:-1.624093486538654 132:-1.79856130609037 133:2.435685467140322 134:8.56749776508571 135:-6.090679244033371 136:-6.505534974616755 137:-3.566085624733518 138:-3.51192278277734 139:-1.136190987565577 140:-2.810936927009818 141:4.479543467305525 142:-1.727709651961969 143:-4.001887687003388 144:0.6643149584460992 145:-5.198937169861287 146:8.587670885463048 147:-2.514592260515538 148:3.548503858798384 149:4.306107354775571 150:7.427368481099671 151:-10.74122243970523 152:-2.566091078722545 153:5.605321548802028 154:5.953319125304184 155:-0.7823587712197644 156:-6.983367882411862 157:3.124787589410219 158:3.396195886566968 159:8.384733405574952 160:-2.746209760969227 161:-4.693383316282495 162:-7.229619303490855 163:8.774592114970476 164:7.529699371117033 165:6.037704903736117 166:7.724224502444287 167:2.078688672211202 168:-9.002295173644963 169:3.878138490765057 170:2.193109348700407 171:-2.023071602784399 172:3.603748271119102 173:-7.785932040506665 174:4.557051924098625 175:4.286440310040392 176:6.635510527415392 177:1.271016900620686 178:-3.074753739789043 179:-2.588628278337437 180:0.4492818430335161 181:6.527217986534061 182:5.175375569084836 183:-4.472099734350918 184:-7.223441182826707 185:-5.881603060246626 186:-3.028471487281216 187:4.837306556952429 188:-10.37670842253236 189:2.750985834032575 190:1.059884365501084 191:8.139852768319269 192:10.05634647283749 193:7.376482580160639 194:2.921003087979245 195:5.845511747869193 196:10.00067070086238 197:1.275214472485832 198:2.817444842483871 199:-1.779843009736274
--1 0:4.387830910269598 1:3.825948503589683 2:7.712160458662632 3:9.623541349175655 4:-8.33322792904573 5:-2.264167029815123 6:-4.050700349727101 7:-2.514853983803511 8:-5.32975261008874 9:-6.072978865448743 10:7.465745574576677 11:-6.792785063320767 12:-6.928169582479309 13:-5.194279888977592 14:-6.455092134430823 15:5.788386392340659 16:-4.40040960893584 17:5.386404326571507 18:0.02966416167255409 19:-1.561816878745188 20:-1.052158963194357 21:-8.076636007914335 22:-9.204129741251938 23:-2.526256437009788 24:-2.830384764623656 25:5.291407978042653 26:6.517902564292848 27:-0.92677144354237 28:-9.020273761039345 29:8.559070097306813 30:-0.9888667868325941 31:-1.897543079716053 32:-8.020246675595638 33:1.361373876638179 34:-5.368683388693528 35:-0.9909862684632686 36:6.31149497704271 37:3.118835004243247 38:2.680592583493373 39:-9.55928895137021 40:-2.66838786788293 41:0.9436474006456557 42:-5.67169533918939 43:10.69740393843968 44:9.400378857020005 45:-0.7306052232234743 46:6.004183528767957 47:-8.884457797831208 48:-3.406629981619416 49:0.9132855730388459 50:-7.892967764162944 51:5.285225234315046 52:6.852913630258341 53:-6.564150852086505 54:7.372467886276707 55:3.426632093476735 56:-2.343743607662374 57:7.416724790397819 58:3.255865862235837 59:-1.638980252728205 60:4.72295365340142 61:0.3969012228203395 62:-2.35609886505097 63:-3.725358455359545 64:-0.6335378118140034 65:-3.784898674229488 66:-11.56236092861704 67:-8.199550180719628 68:10.16211739193267 69:8.077483385921171 70:8.649893480033491 71:9.218230122328418 72:0.02075167858970171 73:7.189588055809967 74:-0.7149740113402105 75:5.110520231876492 76:-0.2088245025710971 77:0.9465205413714348 78:6.768349366212135 79:7.841594353330964 80:-0.7384811229095886 81:2.275371025042098 82:-8.537331974222052 83:-0.3780332720103552 84:1.183297904623523 85:7.807532029606604 86:2.348806622615967 87:-2.996712317038169 88:-5.694937350248541 89:1.911615306330529 90:-5.069161883012459 91:-5.906941382163284 92:0.7490401901998429 93:-2.114947439320322 94:-3.707992396146019 95:4.459452852315577 96:8.346697530015611 97:-10.79651277041402 98:-4.321624868986106 99:-3.33984922718907 100:5.526103243108541 101:2.558996905360199 102:0.1660493583970679 103:-1.343721439969966 104:-6.839627549117085 105:-1.510325065805243 106:1.809266043341666 107:-0.3990531762841367 108:-2.375899845262328 109:-0.2708793405028269 110:5.813686761922305 111:7.6380948523865 112:8.238170494668417 113:1.976514904464142 114:9.602121306005985 115:7.394209595866986 116:-9.168925514705348 117:1.822887739162283 118:8.768539256173078 119:-0.5899536691335232 120:2.280279876805074 121:-4.347122135365755 122:2.590385785518106 123:9.313884235536928 124:3.964922152762463 125:0.1052823302925139 126:7.809949946068479 127:9.363328013178466 128:3.358245850672536 129:-0.4661287314184015 130:-0.8948789029561988 131:-1.32617319115569 132:-2.87504462922503 133:2.222898060729982 134:6.833435413604502 135:-6.988346838055419 136:-3.284119978004232 137:-5.039832024085454 138:-3.882020304984023 139:-1.899845461115381 140:-4.042227820751002 141:4.594076828092899 142:-1.558233097845013 143:-5.136075348444486 144:-0.09353136789186589 145:-6.95175779672268 146:8.495078252443575 147:-3.275686462046397 148:4.618696822191088 149:5.976168597935812 150:5.637800364226194 151:-8.310723689575722 152:-2.795881638729618 153:3.358413729565522 154:5.025824638623519 155:1.615811435183876 156:-5.528860263992772 157:2.684166102942241 158:5.727475833825257 159:8.709295551447546 160:-2.427879194936234 161:-1.873069892513073 162:-6.932653807637778 163:7.650374900093436 164:5.515067664287818 165:5.653593899438645 166:10.65963637167829 167:2.404966267322997 168:-7.026081910688513 169:3.476066604108454 170:2.776207884534205 171:-0.2193347458074819 172:4.451771153558979 173:-6.387469581510295 174:-0.187718360194161 175:1.812114738202123 176:6.240955114096328 177:3.932507471796737 178:-3.426593860496104 179:-0.6832079869904581 180:1.205291983662615 181:5.155974542731868 182:2.512205071472084 183:-6.661501911543648 184:-6.583328814362128 185:-5.784073254351896 186:-3.070182147408813 187:4.14553081134823 188:-9.768108022472724 189:1.971341044454521 190:-2.378141744734529 191:7.657535535227094 192:6.877536820891221 193:6.124991342833842 194:2.625219310984471 195:5.108691913267303 196:7.646189397342834 197:0.2786697737825099 198:2.247010334036366 199:-0.4018460918582847
--1 0:2.85070502697991 1:5.084936492454283 2:4.890886436278704 3:9.512829001345716 4:-8.694937198192289 5:0.6204293596596367 6:-2.551708783165479 7:-2.038489547855431 8:-8.063810583355433 9:-5.947453546476083 10:7.409089844090248 11:-5.941353329463451 12:-8.57042972603184 13:-5.330725965434764 14:-7.647780387484033 15:4.863641963476192 16:-5.812220877638212 17:5.030466505374245 18:-0.510314089278662 19:-2.184963294819669 20:-2.863753975122409 21:-9.06595563760218 22:-11.05895888800432 23:-3.505104780488383 24:-1.966011940084724 25:3.759355161691422 26:8.597795393705177 27:-0.6656037608519395 28:-8.178209759815848 29:7.879585857102968 30:-2.171533455795519 31:0.3506584756414326 32:-11.4369531164306 33:3.845843272704522 34:-5.016765773884953 35:-2.284927626258204 36:7.786780804549444 37:5.074101387299538 38:1.168807984140461 39:-7.434345531454174 40:-2.316364790072206 41:3.278932377679888 42:-6.629386598937314 43:8.300214459064758 44:8.480907696060248 45:-4.821981891635509 46:6.181623857702775 47:-6.956510112120231 48:-3.990356490864723 49:0.7141787028807931 50:-6.681293898938161 51:6.199306389089062 52:6.400826038068062 53:-5.720648521108742 54:6.532842362550609 55:2.99179062268937 56:-3.623238714337867 57:6.884229220191827 58:1.876038745854962 59:-2.574268747546087 60:5.371314447537366 61:1.125176621302387 62:-4.467656410248175 63:-1.987622740547959 64:-2.625560607170697 65:-5.601684371553164 66:-9.170364663484461 67:-8.600830927463255 68:8.159847077825571 69:7.533439089901553 70:9.127231787034713 71:9.19840640289789 72:-1.172474792962455 73:8.626333641373492 74:-1.397188739636472 75:5.375293316814699 76:-3.87194630339984 77:-3.283440890687771 78:10.11877635288289 79:7.887253956378859 80:-0.8238598853781187 81:0.1035285310682978 82:-7.804314100479172 83:-0.557396071061024 84:1.092667024949361 85:7.378414271813573 86:2.151684258741417 87:-5.123320816528924 88:-4.310155433725889 89:-0.4057889049257255 90:-4.727576643963149 91:-4.511358119034454 92:1.288102198567226 93:-3.338498074329397 94:-4.759701620354597 95:6.053558505693179 96:7.553146256324848 97:-9.395508796926098 98:-4.868117546334865 99:-2.81407216001366 100:1.836898162882281 101:2.968215574445018 102:0.4983598201193067 103:-1.507495467477498 104:-6.880369819162839 105:-2.765708535604086 106:0.1908166188902964 107:-1.05334314736826 108:-0.06368293715265216 109:-0.8607748795199914 110:4.885932770262418 111:7.854371733235693 112:8.567363574797321 113:2.799492750602628 114:6.608977491595149 115:9.05246049336241 116:-9.464812567641271 117:2.834569801362787 118:9.026392540278614 119:-0.5944524324701783 120:2.89831638740317 121:-4.950369948797319 122:2.035714049372585 123:9.713339914592002 124:2.839444454920909 125:-0.3791362132803955 126:9.113891203914058 127:8.342424106181973 128:4.840641488898718 129:0.994785581557056 130:0.3089546850524656 131:-0.6143087411070535 132:-1.316451124129832 133:1.217429173354745 134:10.68226519597036 135:-7.595243977984083 136:-3.289335776019376 137:-3.497819695762985 138:-3.532845861415525 139:-0.9872021606167237 140:-3.209993625650191 141:5.931935582813341 142:-3.179519530242481 143:-4.472300452626576 144:-1.306101191803778 145:-6.778830229764257 146:7.886762748189897 147:-1.814036769657069 148:4.6302923622182 149:6.723987653094952 150:8.24722833990479 151:-8.267286447165262 152:-4.399066184049043 153:5.021971913161574 154:6.281611958400092 155:0.9554191914671415 156:-5.482897900138926 157:4.748610961290392 158:4.544587377532664 159:7.86707322407183 160:-3.252474595340357 161:-2.931398219613513 162:-6.130353786323392 163:8.125888103281975 164:5.132247677872324 165:5.485881052613165 166:8.314560438737946 167:-1.14687879660614 168:-6.184275154061095 169:6.126280877901219 170:5.158058915755989 171:-0.04933033393677078 172:2.510284861551109 173:-6.978204714380157 174:1.191454677878203 175:3.752781786539846 176:5.910787998087402 177:1.159449393427154 178:-4.067670926982069 179:-2.076591883327001 180:-1.676829668907043 181:6.564759519643219 182:4.237574295020617 183:-5.520642489019905 184:-7.931637486363035 185:-6.532025847481721 186:-1.752156259926485 187:4.198136440261045 188:-10.49904759381153 189:2.251672262786224 190:-0.2680425880772972 191:7.393841417619304 192:9.421677278307683 193:7.625235762997389 194:2.246168633709633 195:5.348398050208043 196:9.137115047361492 197:1.850627772392142 198:3.526177580453492 199:-2.194672591084596
--1 0:5.267070509926262 1:5.091191523395699 2:7.093824729809121 3:7.266956965052957 4:-9.94040652856272 5:0.3159212257830329 6:-4.849838274743174 7:-4.4060639564429 8:-5.211165723164701 9:-5.729741699391208 10:7.954333512841073 11:-5.062809234022 12:-7.872933688124167 13:-4.389251930781459 14:-7.003439535105474 15:4.408552176669109 16:-4.057154077566476 17:4.09118443491657 18:0.1774114871370645 19:-1.731375358711728 20:-3.637113260091272 21:-10.82877172173897 22:-9.454783470394718 23:-2.711246590340608 24:-1.664423039250492 25:5.856531012988484 26:7.97056411692409 27:-0.9165595094837927 28:-10.39363436550413 29:6.255655438036258 30:-1.524097927897988 31:-2.537561147162806 32:-8.757168245038425 33:2.186122948078804 34:-5.53176327892365 35:-2.074724095358822 36:5.122930017477691 37:4.018057195646347 38:1.860293603268793 39:-8.720779731818327 40:-3.376328767198639 41:2.721550473908509 42:-7.689126711355716 43:9.139147817213845 44:8.335171383307754 45:-1.918430322755752 46:7.665470711148301 47:-7.845254291872428 48:-3.419043644261926 49:1.352327508966025 50:-7.213600055376762 51:4.840171314360446 52:6.758666290762538 53:-6.452688099761458 54:6.072340751526002 55:4.024048556887207 56:-2.276583915946432 57:7.136847839432913 58:2.788113128984077 59:-1.135407590301884 60:6.405028854904783 61:-0.3778046478209529 62:-2.256767600122304 63:-2.321028715142284 64:-2.288170300908056 65:-6.163576631670104 66:-8.955711219836283 67:-8.4854514659177 68:8.828579427399678 69:6.84026149739274 70:7.149167458297047 71:8.708844089040042 72:-0.1535268612829349 73:6.450047047468369 74:-0.792919988930288 75:5.444743045058063 76:-1.445128287614557 77:-3.300661629403859 78:8.294935448064807 79:9.407806061055188 80:-0.8171945874321024 81:3.023523603526753 82:-9.215807849308089 83:-1.540645316197955 84:1.803293426284898 85:7.468595269584551 86:2.287271372050003 87:-4.491184432299789 88:-3.684679594583075 89:0.6030118518410975 90:-4.51154278355921 91:-5.011098609339947 92:-0.5200923241965352 93:-2.455664586249227 94:-4.93989594638832 95:4.433864350033835 96:6.555485058136204 97:-9.017874305901133 98:-4.956432716187912 99:-1.264885362854746 100:2.935117117021101 101:4.61964192650353 102:0.002313705009704736 103:-2.855239337427102 104:-6.555756096299918 105:-3.098537479927705 106:0.5759440494705073 107:-0.7460965095414108 108:-0.5677489951090058 109:-0.6763755363313932 110:5.530274446327303 111:6.797365127818383 112:8.859189904120951 113:2.766560285308861 114:7.727235649952338 115:8.372931142579235 116:-11.12033705880552 117:0.6061717668178641 118:9.845129406709265 119:0.4397970465774906 120:1.157470278307271 121:-4.8246540209623 122:1.52067196144486 123:9.130158118980514 124:5.312244587479033 125:0.1539245282256794 126:6.966459919892204 127:8.959707835947498 128:4.769358239479496 129:-0.04383820934672089 130:0.6681967542780421 131:-2.147776319621804 132:0.1211908347652844 133:1.465283578809 134:8.411011761636271 135:-7.996929863715891 136:-3.869243700532909 137:-4.036746354701474 138:-5.224112376135732 139:-0.1172730165314492 140:-4.005779553126938 141:6.366613926679436 142:-1.397813109141599 143:-6.805498125307613 144:0.735443796334609 145:-7.062776378104182 146:7.935041554463125 147:-2.625042083696352 148:6.432568927194332 149:4.827395029314054 150:7.152412499737178 151:-9.828389606185338 152:-1.923192068581234 153:4.624608292302172 154:6.787429519363147 155:1.345581383121625 156:-4.656453418402621 157:1.133032264556972 158:3.82571678603889 159:6.709042525837486 160:-3.258812346667784 161:-1.863214506552046 162:-4.767317797821168 163:7.391108138798231 164:4.106705975024004 165:6.164543266584806 166:6.16576581045907 167:0.5692592270946228 168:-5.975302733191336 169:3.59261675698601 170:2.898413045682787 171:-1.889180822613002 172:2.833156669165569 173:-6.829346205560862 174:3.938920969026135 175:3.307344780379789 176:6.13428261625604 177:1.669193105018504 178:-4.77180126942311 179:-1.983570721166527 180:-0.1881239875704861 181:6.062753524773787 182:3.53898456538928 183:-4.567503367189392 184:-6.534019891307667 185:-3.685763125434297 186:-2.602552324480808 187:1.755545559843707 188:-10.27829096854331 189:2.679612708664138 190:-0.03956847071049108 191:8.38721776792249 192:9.908395429713149 193:7.084144193960407 194:2.533533845746788 195:5.269301074350112 196:5.835335922991105 197:1.11962080955941 198:0.6846371682247194 199:-3.176119511103991
--1 0:3.266835572322474 1:1.568545517581426 2:7.313599217469013 3:9.411873964193671 4:-7.4753327378241 5:-0.002649911323727078 6:-2.912627819940137 7:-4.147349063038241 8:-5.743664741704254 9:-5.868388695298217 10:7.114064658301714 11:-6.751532770756657 12:-7.756365009702151 13:-4.084308136098456 14:-7.716874585762919 15:5.49227669885453 16:-4.337548752840495 17:6.716524401528309 18:-0.7280581998964236 19:-1.312478077321884 20:-1.713667067761093 21:-8.500766878122251 22:-9.090883696896077 23:-3.670358206403481 24:-1.81262085513778 25:4.784966780020254 26:6.61987548165039 27:-0.9481040426532523 28:-8.388814314166197 29:9.127849779595136 30:-0.358489695390819 31:-1.001757897564412 32:-9.798625179298508 33:2.237460811136068 34:-5.083645465096251 35:-2.544780024251841 36:4.96280255538836 37:4.984076490234141 38:1.78616168920446 39:-7.66492837465038 40:-2.982239321949447 41:4.181856129441384 42:-5.042965472381959 43:11.70325785257459 44:6.385345485002469 45:-2.525189763837997 46:7.489580481457786 47:-8.630709286019927 48:-2.983814062771895 49:2.206067555852653 50:-7.980001649378937 51:5.607180214783516 52:6.223382472132694 53:-6.816659929734208 54:6.762515913573971 55:5.359915104888941 56:-3.148967481105416 57:7.191795030928454 58:2.788014814478668 59:-2.526014732041934 60:8.382546776615232 61:-1.050549902722335 62:-3.279096564529441 63:-3.327143987404464 64:-0.5556429154499356 65:-3.528931989670759 66:-11.026109431585 67:-9.564042881296794 68:9.673294941000194 69:8.750805187259107 70:9.929499791047979 71:9.336271348729012 72:-0.7284247320726278 73:6.868568744146712 74:-1.492054395485619 75:4.29345333533569 76:-4.546432123984271 77:-2.038297702218355 78:6.756801301525083 79:8.446578363048937 80:-1.972544618793267 81:0.2455599744335755 82:-9.240992632099733 83:-1.391495637436539 84:2.260153935189627 85:6.804475574806018 86:0.8905310012936123 87:-5.731962735477686 88:-4.994565602385252 89:0.9245522009109607 90:-5.153518615412475 91:-3.943077016622066 92:-0.3722755628468748 93:-2.072853816637405 94:-5.16635203848627 95:4.308720873865398 96:6.547008445636703 97:-8.073355999155272 98:-3.603796016053359 99:-3.545940642858936 100:5.409607860875052 101:4.229019394125822 102:2.177835508153635 103:-4.138635912998927 104:-6.30497204509792 105:-1.457789576089349 106:2.329594757870063 107:-1.675207033033374 108:-1.897782165423341 109:-0.6819168640703734 110:5.735020038446446 111:6.583862032928869 112:8.928209480818218 113:1.243742466575794 114:9.481343076708143 115:10.03404451357879 116:-8.316689864962154 117:0.7406543520502118 118:9.065622110022753 119:0.04550378071184075 120:2.088960491292017 121:-3.93110782325228 122:3.219371850348215 123:8.896424429257738 124:3.449987206040806 125:-0.8120637128959607 126:7.256121576891947 127:7.684897473917466 128:4.685950541965999 129:-0.01544941796374755 130:-0.1835210000700994 131:-0.2653139667928959 132:-0.6015880640877651 133:3.616927692871382 134:10.00355133579019 135:-7.121705362517382 136:-3.417256437144178 137:-4.758745440789512 138:-3.901818717794971 139:-0.0597777467833368 140:-0.813099485913106 141:4.075345295819698 142:-3.422180566600169 143:-4.312588736975389 144:0.4062468976585396 145:-6.08839466230881 146:7.204908531945112 147:-3.204857204883594 148:5.58461958260264 149:6.494384348371969 150:5.389532769345419 151:-9.705171281248973 152:-3.327460976639598 153:2.978682905574423 154:5.668014216499667 155:2.178068522154212 156:-4.88321569196256 157:2.188258946457635 158:5.766370182351055 159:6.785773429033006 160:-5.668654451414397 161:-3.519035169890773 162:-7.17916914569901 163:10.46606297954208 164:4.964957774897966 165:6.107149113925592 166:7.21309267819122 167:-0.6896253570272142 168:-6.340609086115922 169:3.697535199824716 170:2.838106639082164 171:-2.69590374271419 172:3.383935325629854 173:-7.722132578190184 174:3.838566482240089 175:3.164385612299247 176:7.675356703502285 177:0.148359513098101 178:-3.272146489557986 179:-0.4115041634032597 180:-0.5315607475810421 181:6.478318451894289 182:2.206527915755842 183:-5.679056465948102 184:-7.12235982214388 185:-6.647234696451822 186:-2.932067969920346 187:2.361670447208702 188:-9.569731798159363 189:2.057247972794647 190:0.8304608107360109 191:6.902083934428592 192:11.06272226506779 193:8.585602557457904 194:3.477735035567899 195:3.172524644415641 196:8.246796725783051 197:2.873029495156054 198:2.312988547162439 199:-1.654979882582378
-1 0:8.150052470972682 1:-4.669973007663174 2:-4.893565638309838 3:-3.641025103599797 4:5.11017430269241 5:10.63325558053317 6:-9.632594377429808 7:-5.474745544418493 8:4.864333211240039 9:5.788850056036012 10:-8.277829476821614 11:3.453143416324066 12:-9.525356738594395 13:-9.60059600406729 14:-5.429604434408692 15:2.857149103270867 16:5.381057817514129 17:2.404228431062244 18:-6.336292358691134 19:-1.325637119676075 20:-3.098186000643323 21:3.322363041220306 22:-7.085715399164687 23:8.871806649092285 24:0.06000358812200662 25:4.035446613331965 26:1.611179762072238 27:-1.578832025623602 28:7.295781152430445 29:5.643319427282492 30:7.783754890316555 31:4.757251738978106 32:8.054360079399407 33:6.583097712780178 34:7.99460979776523 35:5.218074469580431 36:8.405024527447145 37:5.425873211504788 38:-9.640466682952644 39:-3.024150698471755 40:-1.793333032039869 41:1.739408240531772 42:-1.559077675894652 43:-9.92190494862356 44:3.150853363055054 45:5.82174924851122 46:-9.80472754598058 47:-5.39828102731238 48:-8.399472502122121 49:8.40052819879253 50:3.629758482449893 51:-2.314385160025326 52:8.932075128145337 53:-9.300851807834732 54:-2.721201209305026 55:-1.859387625435113 56:6.366878200169444 57:-6.840082670959789 58:-1.85572600953923 59:-5.870856076889887 60:7.548909802359775 61:-5.663783607601542 62:10.64857672043984 63:0.1226796320458204 64:0.7760452934026276 65:-3.764660277098178 66:-6.867527192423373 67:8.113993866955507 68:8.610392599183406 69:-2.557374852062739 70:2.04529671413998 71:2.740387579066689 72:-0.2952339604099731 73:5.656841560981261 74:-3.896744646367933 75:2.980520347763428 76:1.194638850190818 77:-10.61294897476441 78:2.583451373756252 79:7.095923786513312 80:-4.805336140748406 81:-3.706225233750988 82:1.644699440501459 83:6.233194928576413 84:6.342442295346038 85:5.792973106719512 86:-3.420717723599249 87:-7.972076893554692 88:-1.251022513995295 89:-6.48699588419326 90:-4.836352896073334 91:-6.948223488567949 92:7.842531860548799 93:-9.666787494842058 94:-5.577717930122239 95:-8.600845076631957 96:9.013976800743848 97:-9.120108207371318 98:-6.57881576617002 99:-0.3768662202092018 100:4.447157616287209 101:-4.35690389506487 102:5.449085272896121 103:-6.91886183806299 104:-4.698848050512445 105:-7.259608924719915 106:0.4273941271023023 107:-2.896476874391771 108:-9.53611161109642 109:3.599328455404617 110:9.141920965939988 111:5.67059043614895 112:7.578477433433376 113:-6.364210789640609 114:10.5156038391734 115:-7.572904042962266 116:-5.082601084510493 117:5.595789705566881 118:3.270609025467385 119:4.067330389579126 120:10.04601781700679 121:3.001890981258518 122:-7.911977053853605 123:-3.816987603650594 124:5.475165572383138 125:7.239343564727631 126:-11.31037783817904 127:-2.612379696959306 128:5.670982099145044 129:7.558290906502657 130:-4.657770371796988 131:-1.324288130685946 132:9.24855606576328 133:0.2000073403484456 134:-4.792910838866926 135:7.196870343257098 136:-3.971756375028802 137:7.392853866884224 138:-8.180239184697509 139:-0.4243293260707188 140:-11.07915003359274 141:-8.353022706195912 142:7.184037653227682 143:2.113033956721192 144:1.905714649678704 145:-6.815640605378351 146:-2.277083504511105 147:-7.11138277060256 148:-2.334135986028821 149:-1.958348277734919 150:-0.5415169928684143 151:7.803312411808339 152:5.393990575755399 153:-4.166512477806109 154:-8.893636859917036 155:-5.247134333892183 156:8.229436313661457 157:-1.49040243367433 158:-3.443719186526321 159:1.933501897700229 160:5.357104434864766 161:7.52398114048229 162:-9.245409004709689 163:3.980061705776664 164:8.039492514634464 165:2.926762835653649 166:-2.889773831743176 167:-5.894663103268121 168:1.057375090602887 169:-2.212780194011343 170:-9.433876577048649 171:-8.846101310802698 172:-6.042482488179636 173:8.706641538817621 174:-2.994349748131061 175:-5.370535505356378 176:6.435545501319274 177:-3.084401334686829 178:-3.000761163377133 179:-5.255493071523342 180:2.367153462760333 181:7.173797915933159 182:6.441022752373429 183:-0.682822697631168 184:2.647074753612512 185:-3.990932089270783 186:-4.262485872753569 187:-1.574537166695316 188:9.197475450207211 189:5.590020945641546 190:-8.411680800141104 191:-2.870135853454863 192:5.771008771483694 193:-6.712051419307101 194:-0.546062435779314 195:-5.740281736235552 196:-10.40797375654342 197:-7.898125215063531 198:-5.603062079396576 199:-7.603827544033873
-1 0:8.26223281243313 1:-5.393548427075022 2:-5.371692271128921 3:-4.022002672547666 4:3.314480927191683 5:11.53423202653978 6:-9.90864118015913 7:-5.233626951597619 8:7.503624141339427 9:5.652373368046149 10:-8.173411245292717 11:3.587351869944699 12:-8.180233782491115 13:-9.245950365293645 14:-2.66794432666709 15:3.361951989971002 16:6.145529235223063 17:2.670299528202043 18:-6.574913028494182 19:-1.408551682706303 20:-2.906194403270803 21:0.4410705063268112 22:-7.014784405017941 23:8.146668202807446 24:-1.454408860776949 25:3.696802223881323 26:0.7969803016522645 27:-1.132762641964582 28:4.956197031301363 29:6.649446772327237 30:7.125757127958517 31:5.24755265907821 32:5.670325751003368 33:6.960514082655678 34:7.685230470552441 35:3.65005956245185 36:6.884274747345303 37:5.922809149987613 38:-9.044966179143286 39:-3.940413404726583 40:-1.265206832230345 41:0.6878064224887368 42:-1.435586381507089 43:-9.830178512093802 44:3.179790954530849 45:5.521466116455809 46:-6.670643054182666 47:-4.59929080266124 48:-8.362797305354936 49:7.510566934895667 50:5.877227748716787 51:-0.6435519536711594 52:7.055233642651436 53:-8.465088363960842 54:-2.181265579668904 55:-3.989288228194946 56:9.697228131108185 57:-8.435909955251871 58:0.3894531545706845 59:-6.542417289247055 60:7.922288881108655 61:-6.238092813287196 62:10.88392977668794 63:2.702786121456723 64:0.1669571154013742 65:-0.7665137091480212 66:-5.612508684524475 67:7.283734620727178 68:9.774819541105089 69:-2.747514978270615 70:-1.061211053226848 71:2.81893664758243 72:-0.6700778288045618 73:5.08384367898297 74:-5.276646623151793 75:1.88300985671666 76:0.4747139967025391 77:-8.347103281092247 78:-0.04094612152746646 79:3.903909174223528 80:-4.800868301980097 81:-2.503479774561158 82:4.113741027359779 83:5.42385052154517 84:8.016320076184345 85:7.780475388005292 86:-2.8017915806792 87:-6.885670410541631 88:0.3979628199541105 89:-7.859727179301558 90:-5.476939060751953 91:-6.374153704464174 92:8.472511393841367 93:-10.66113140668126 94:-4.022616014814058 95:-6.731212302268981 96:10.01337749810525 97:-7.826489119328172 98:-7.17260778046762 99:-1.248279787958591 100:4.174671180961685 101:-4.404143692048105 102:5.937913796924161 103:-5.95413634604893 104:-5.453679359602956 105:-8.825663069817578 106:0.683726249961047 107:-4.854941015816888 108:-11.15613520739966 109:5.168770842205682 110:9.511655858224666 111:5.446733669822915 112:7.308790467430106 113:-7.555590358757674 114:9.280248667046402 115:-8.428037871520317 116:-5.473940379035174 117:5.530620881535428 118:4.275060777120871 119:2.477736818932258 120:8.330393590188351 121:4.48655066934961 122:-7.464017554148488 123:-2.277405050076125 124:4.596561231411415 125:8.117217542081461 126:-10.00088356090292 127:0.5369050145882952 128:5.918213551201021 129:3.863154646148845 130:-2.752089466474152 131:-2.581683411768222 132:10.62221697141607 133:0.3062824287537643 134:-4.121537053593413 135:7.260121866158895 136:-2.788535917761423 137:7.568120066552744 138:-9.249187531561125 139:0.3938988172059831 140:-9.831738003339678 141:-8.996356081523754 142:5.832976995211075 143:1.832624466670795 144:2.72700895209737 145:-7.327278934610048 146:0.4621356689381311 147:-9.762492714046134 148:-0.3424404294794607 149:-0.4184374112637155 150:-3.080263435411319 151:4.216987914385256 152:5.300971825961473 153:-4.57208554208741 154:-9.927049548193612 155:-7.461163429642757 156:7.738264608387652 157:-0.4273591130155292 158:-3.389198834858364 159:3.895054372169213 160:5.215736577301216 161:7.018464912968867 162:-8.02611095251072 163:4.095786980363476 164:8.437554334996937 165:0.7858642747491975 166:-4.363861735051117 167:-7.2873992482866 168:1.64696536626175 169:-3.604812415738593 170:-9.497226579293939 171:-8.298613023724096 172:-6.709178377594014 173:8.33443700615698 174:-3.864977238721012 175:-3.411738666064654 176:7.314915524703146 177:-5.470193725196097 178:-3.856907316332764 179:-4.953970688455032 180:3.300146834599877 181:6.959422595993789 182:5.426311579262449 183:0.5145849377691298 184:2.529528811310324 185:-6.028717035391422 186:-3.497699695257375 187:-2.527804637675276 188:11.15475739399565 189:5.512158285867333 190:-9.674607549879713 191:-1.377008613707567 192:6.552051164735056 193:-7.720768567157162 194:-0.8958746283530485 195:-5.929456333373857 196:-9.695905372097842 197:-7.496102041251303 198:-1.9046705623984 199:-8.035732768401616
-1 0:9.648402416171404 1:-4.331329646938967 2:-4.797159830574717 3:-3.050823064078361 4:3.849764563225203 5:10.77401535388615 6:-10.2456701274947 7:-7.011989473957158 8:6.418686845805212 9:5.519708908153766 10:-8.229564870148979 11:4.200514107270767 12:-8.995609749854735 13:-9.469996677366405 14:-5.401422864539302 15:4.242726664068182 16:5.958326665845369 17:1.572784880812174 18:-8.132579070413794 19:-2.048832650320787 20:-0.3752143061285953 21:2.637766325240695 22:-7.591076532884612 23:7.27675138009577 24:0.943275178685425 25:4.296778086820537 26:0.5870939950081419 27:-2.37321458696403 28:4.416215520050893 29:8.021875733582629 30:4.993256582622076 31:4.438464664064627 32:5.48536838549395 33:6.416001091696637 34:6.352385660241086 35:5.291179818772179 36:6.183836488930506 37:6.722166171135867 38:-8.77310992547107 39:-4.429796032714795 40:-0.3316103274186535 41:0.3570740279078909 42:-1.001852777450877 43:-6.777048096434289 44:2.313655364282573 45:7.893440473578373 46:-9.36921388290086 47:-4.622222537693823 48:-7.309394731456107 49:7.432054939349451 50:3.217721662858724 51:-2.286208340228285 52:7.776118018088987 53:-11.20267512575492 54:-3.137361847645508 55:-2.616949282611417 56:8.830741929203057 57:-9.138597903329444 58:-0.4961492583630549 59:-7.203115956695874 60:9.480415274695499 61:-6.000076559650124 62:10.48220119284703 63:1.522865386604504 64:1.219988882600286 65:-3.675069459528017 66:-5.217100195853956 67:9.4286194806969 68:8.6098343266315 69:-5.203539907520744 70:3.703564416581 71:2.208848710654199 72:-1.053781602419374 73:6.246597216347726 74:-2.918621032030183 75:4.493079111971232 76:2.340854338854519 77:-9.477016875316663 78:-0.3335139749356393 79:5.231911322018105 80:-5.689029556691879 81:-3.215330722630089 82:1.81278434407206 83:8.273165951735379 84:7.930683456966569 85:6.404646862644509 86:-2.513499290103539 87:-7.685439117789654 88:-1.560016748829414 89:-7.0630067132802 90:-4.321039451417875 91:-7.04627650183917 92:9.784617226757671 93:-8.495338084783869 94:-3.831162639488871 95:-7.761071477620522 96:10.63641354528839 97:-8.319400986422226 98:-7.977679233617829 99:-1.680115844031866 100:5.189663816829838 101:-4.054499620357877 102:7.72183215120498 103:-6.649198381809353 104:-6.374623986019696 105:-6.320430888264521 106:2.13890563081259 107:-2.720465643333297 108:-8.328040194974477 109:5.786968720160798 110:10.43855460366904 111:6.149674738296761 112:9.230174362093953 113:-6.715791943667655 114:9.190791788026031 115:-8.43733562694503 116:-2.873070153865626 117:3.478953950610608 118:1.825113530153393 119:3.627244640292336 120:8.869087797608779 121:4.024526242465028 122:-7.72710728174711 123:-3.191017106753602 124:3.826524597403607 125:8.22933777780848 126:-8.241151550253168 127:-2.305394691842652 128:5.528905747685417 129:5.039745138864782 130:-2.182078286740553 131:-2.242627166623159 132:11.24283531612333 133:-0.9266170002421931 134:-3.442648737441931 135:5.537273312372691 136:-2.456655803741573 137:7.688109149019793 138:-8.519754585554129 139:1.761802426348384 140:-10.19547424311431 141:-7.832124464746843 142:7.295005117622893 143:2.401138254583963 144:-0.6614305030959975 145:-6.797798245467911 146:-2.789569281996878 147:-9.90226784479243 148:-2.074211577939065 149:-2.938976551697233 150:-4.24468228426661 151:5.496724894923454 152:3.201199151207327 153:-5.281091969861684 154:-9.720480217258711 155:-6.077702243059148 156:8.340931637512956 157:-0.2450472026153876 158:-5.306905756690442 159:2.806786084030664 160:3.293562752281819 161:5.721268495573249 162:-9.757883710628848 163:4.081855588930797 164:10.5227957744237 165:1.307374644614729 166:-4.84123103145038 167:-6.060716863123335 168:4.015639375816369 169:-1.314546504154682 170:-8.50013063249142 171:-9.470889108571294 172:-5.713015284604361 173:9.003653603675506 174:-3.359262231019034 175:-5.651367763048193 176:6.601660242212362 177:-3.563726413725381 178:-3.015755950378478 179:-5.506657482960614 180:3.229917948428491 181:7.412445539231509 182:6.20478600697676 183:-1.595654918909402 184:1.97796828901081 185:-3.954836864937104 186:-4.155714353281928 187:-0.9464093614098195 188:8.383129960417522 189:8.345002072703382 190:-8.100934493400727 191:-2.291918558684955 192:7.787715928107531 193:-7.475564327368431 194:2.219636353945734 195:-8.174407137084279 196:-10.24376681251307 197:-7.81942593003871 198:-4.412251564975471 199:-6.274741276230453
--1 0:4.007224068847639 1:4.991968607902828 2:7.584627533095731 3:10.96314130581747 4:-7.858464769639558 5:0.5459004231067719 6:-3.602201578428161 7:-0.3999245660755082 8:-5.870557012065635 9:-5.080535153751844 10:6.51367721376689 11:-5.631650537858659 12:-5.837292551777018 13:-3.344629024891033 14:-7.542448646346728 15:2.833329993773963 16:-4.212405860752792 17:5.545047627294386 18:-0.7245085446427018 19:-3.277168771347921 20:-0.2546309975732364 21:-8.58359800627322 22:-9.508257416409242 23:-2.673152669109094 24:-1.037516734265024 25:4.795071937213722 26:7.100801532702957 27:-0.8906568122610524 28:-9.627455577827551 29:7.074667081702567 30:-1.594597066944304 31:-0.08105228904716077 32:-7.823082690583093 33:3.804021567955303 34:-5.24751294089346 35:-3.571463972345187 36:6.201014368574523 37:3.084985775670186 38:3.460957729954954 39:-8.371630386972534 40:-3.770147194419208 41:3.76693030070172 42:-7.171958828492038 43:8.846268091751597 44:9.465311168924002 45:-2.371376901647551 46:5.795242075938535 47:-8.756557375612612 48:-5.852867681314642 49:2.187062921574805 50:-6.016193097013812 51:5.304540398845205 52:5.944360301678087 53:-7.533832479558757 54:7.307922458772564 55:4.442189675872256 56:-1.781657385359921 57:8.211858508635132 58:0.6142451635270234 59:-2.302601629166775 60:6.204157246860542 61:-1.647270611324219 62:-5.242185535136969 63:-3.887137277172152 64:-1.069220670345628 65:-4.817743244086305 66:-9.789148454689762 67:-10.15046521233374 68:9.933084920217905 69:9.069903990809095 70:9.077473244737678 71:8.088574583903217 72:-0.1353592581825774 73:8.14461547074794 74:-1.469251286341617 75:5.593071806755598 76:-3.230814786111061 77:-1.411349130415546 78:8.313774010996617 79:8.513970440216491 80:-2.96206206476496 81:1.63426271694062 82:-9.41005446850046 83:-2.784378653652876 84:-0.4024488156981965 85:7.764022626004565 86:4.342486938395076 87:-5.239595368718625 88:-3.430591443513006 89:1.024118548637501 90:-5.146836928868065 91:-4.325215347810373 92:2.026960849760838 93:-3.99240367510238 94:-3.765214950686996 95:2.490873401840161 96:7.069948642158995 97:-9.740384385232042 98:-3.550373385463845 99:-5.099877253265603 100:3.554788323604461 101:3.282949292364511 102:0.08656184493385044 103:-3.034211343321392 104:-6.476324840310307 105:-1.4352282229722 106:2.031036918460086 107:-0.6599569081564837 108:-2.967738291684631 109:-1.454638303334824 110:5.135201264697866 111:8.223065818515728 112:7.806821324349835 113:-0.2325204939906231 114:7.41822185690791 115:8.267037865346142 116:-6.726858684543877 117:1.024858329869808 118:7.386817217217883 119:0.7124675867003387 120:1.469779654466982 121:-3.214065833264132 122:3.525316986506003 123:7.955500075482484 124:4.136480323693879 125:0.9925056667436648 126:6.646371720770307 127:8.142935883265462 128:5.538234054447193 129:0.6680410940272832 130:0.7024211667287199 131:-2.465647345132149 132:-1.229798722884245 133:2.566560619842653 134:9.752833410066136 135:-5.942902398049362 136:-2.409506821275332 137:-3.86472404227597 138:-2.654248090432459 139:-1.605076467203432 140:-4.163829550049612 141:4.352271470566337 142:-2.840549592337117 143:-2.961927937330933 144:0.05765189051646968 145:-4.297682181098012 146:8.883481288538928 147:-1.175008903392892 148:3.714033534263401 149:5.597521963565776 150:6.359195609123763 151:-10.76291317607025 152:-2.688408939966652 153:3.221284768231962 154:5.997544932848389 155:1.847299345890289 156:-5.540591203225803 157:3.616875579049798 158:4.747845954703823 159:8.077795079821868 160:-4.304039521126427 161:-1.562930735170216 162:-6.711218470631381 163:7.598736351133017 164:5.094436114770558 165:5.379863719209516 166:6.611794255022851 167:-0.0232701334410661 168:-6.750771917958839 169:2.169151086125183 170:2.686123916444792 171:-1.276532684522834 172:4.039328172087798 173:-9.254767262004718 174:1.269974704202978 175:3.603507471806782 176:4.5276654728538 177:2.099622213649868 178:-3.900991801078673 179:-0.0005555163722983369 180:0.6795733259727712 181:5.232669519522718 182:1.912058716504316 183:-4.272352779489226 184:-5.923867627926621 185:-6.138378744280044 186:-3.445012863417199 187:2.701949487689493 188:-10.78888502081366 189:-0.3360604310762678 190:-0.0209248219778555 191:8.267713072979376 192:8.687053736876418 193:7.659327816267122 194:1.845628603656549 195:5.510947051669357 196:7.392324663104652 197:2.542277527814721 198:1.524096989795775 199:-1.146895601635526
--1 0:4.930582742635124 1:3.906405439121219 2:7.36324668323862 3:7.369038569729468 4:-7.43155687912198 5:-0.6928850398616837 6:-2.837325225938324 7:-3.990864056506531 8:-6.890165555632501 9:-6.05348039027277 10:6.823407034278989 11:-6.231504671678628 12:-7.666701408731488 13:-4.979330534250915 14:-8.718377863310975 15:3.6200350172185 16:-4.352488617450606 17:4.638521606267847 18:-1.51330369426603 19:-1.865154299607882 20:-2.570308163937957 21:-7.699841527205749 22:-8.915950745355572 23:-1.505521696931795 24:-2.992779730772988 25:4.447520569319999 26:7.490471413678173 27:-1.149057502409127 28:-9.556890958653085 29:8.103437986196772 30:-0.2711848307321983 31:-1.303071622592709 32:-11.18929928811755 33:3.119320360841672 34:-5.143555304977318 35:-1.469848926632573 36:6.355160107774173 37:3.700415565423313 38:3.162427961348039 39:-8.518241023530235 40:-1.541932357990365 41:2.773949858432143 42:-8.166542147160952 43:8.878056691109316 44:9.597236867577791 45:-3.027458166560971 46:7.113307998016615 47:-7.755016060250538 48:-4.391249034833123 49:1.443757889260864 50:-7.712544781169985 51:6.933646030719002 52:8.148138408839142 53:-6.417412321734616 54:7.903190160057637 55:5.35194762703229 56:-2.124856386911707 57:7.018556740192609 58:4.213777101431507 59:-2.839719863489565 60:6.292446372128751 61:-1.449767584185928 62:-2.705611209324589 63:-2.906110262498582 64:-2.575410022354794 65:-4.752360851390201 66:-8.810766610945571 67:-11.16312081111438 68:9.300520682172012 69:8.503800429726265 70:8.19730431337058 71:10.3759687430286 72:0.5153369438990389 73:8.377529523158351 74:0.5018107806836993 75:4.9393428920212 76:-4.059368638787582 77:-1.896766808686441 78:6.99803444371126 79:10.60070643125816 80:0.2006247112856412 81:0.8230261148131633 82:-8.604364596784491 83:-3.236963003650129 84:0.1935066561892552 85:6.880895394234402 86:1.153948307800816 87:-4.533366789483939 88:-4.773769122757908 89:1.05470690176423 90:-5.615137812536749 91:-4.804474563831779 92:3.278385789860724 93:-3.812536823188695 94:-3.616381604936271 95:4.490833983929019 96:6.108500939240903 97:-9.318814717313961 98:-1.3111409287267 99:-0.912136740571587 100:3.0336630919969 101:3.389534144134179 102:1.768419283894295 103:-1.582188896165995 104:-4.783471970667097 105:0.1343098292284388 106:2.710864351988754 107:-0.5427600636790881 108:-1.298862227892907 109:-2.750800128427813 110:4.46094245393996 111:8.335372918753926 112:9.752443784241059 113:1.925012129427774 114:9.156902967888678 115:9.068500358118353 116:-7.146622633351957 117:2.469122613054461 118:8.366944020604612 119:1.281183346844974 120:2.123814849712502 121:-3.650214909347133 122:0.9954370785467235 123:11.14285563777485 124:4.129613814547641 125:1.382651891336106 126:9.935032916936963 127:9.342882824235355 128:5.252891026968816 129:0.9703558533654779 130:-0.6722174378493748 131:-1.858777480423627 132:-2.347992321231595 133:3.520139848580108 134:8.074779736039664 135:-9.792555330303486 136:-3.485776275640927 137:-4.305234288107003 138:-3.657351952455731 139:-1.960961606695097 140:-2.948689546658585 141:3.389094262516416 142:-3.674612390233158 143:-3.700886530152444 144:-1.510952866829913 145:-6.327309130674394 146:9.743104017037457 147:-3.388753655960293 148:3.499179425698055 149:7.415305922097865 150:7.713502352880133 151:-10.40943500282448 152:-2.329814542000257 153:5.355109918356957 154:4.054172296620544 155:-0.1651921412706097 156:-3.800764247536668 157:1.59971198530376 158:5.40825407201285 159:7.593902202075149 160:-3.397964624259275 161:-1.221502267947865 162:-5.077070916697091 163:6.902218313645299 164:4.453046428138753 165:5.865356909388321 166:8.008090103498148 167:1.755547116661106 168:-8.233856118385086 169:4.013138671739129 170:2.512180830762193 171:0.2895173091131265 172:3.620731681017726 173:-6.961748026939588 174:0.7967262971578404 175:4.239581939264807 176:7.420885049101773 177:1.917274382667368 178:-4.455615331567715 179:-1.457158531968557 180:-0.8612862305423584 181:6.077381662111629 182:2.141072388533544 183:-4.887653296558097 184:-6.035508243623785 185:-5.682647572135783 186:-2.127435223898236 187:3.120819917965957 188:-8.57259059181278 189:1.704230952277179 190:0.0666625905599762 191:8.239568315373122 192:8.63721069947014 193:8.582079017946501 194:2.34527230224887 195:6.071190213441643 196:8.22731941768914 197:3.52611671554304 198:1.595978665174874 199:-1.026439634037434
--1 0:4.460368539507343 1:4.019067117798227 2:7.888914770990955 3:8.864541508687962 4:-7.796527811108366 5:0.4725300500509655 6:-2.453279193548084 7:-3.650316020365722 8:-7.446719533184158 9:-6.803554757326662 10:8.86712504882138 11:-4.232602102768261 12:-6.905142401968906 13:-3.856633118893031 14:-7.401354894835741 15:3.947322828107599 16:-4.170954365487001 17:5.335855003176412 18:-0.1700404509787372 19:-1.683240190063824 20:-2.029941018297988 21:-9.149236319258586 22:-9.826050168091706 23:-3.61863219751653 24:-2.97720960399312 25:3.523155277976461 26:7.851604502631407 27:0.7217809231502641 28:-8.371910746602731 29:9.265276948867477 30:-1.688510606686673 31:-1.665402237461278 32:-9.124442661678405 33:1.803584219089999 34:-6.654625843228477 35:-2.297441283473778 36:8.032430241053614 37:4.311923215860071 38:2.910867411782736 39:-9.589631043490227 40:-3.895563819568284 41:4.061866112254002 42:-6.939384291858731 43:9.711516749338154 44:9.482029525191701 45:-2.571603336796415 46:9.717232573192417 47:-7.821424081168935 48:-4.598616113665503 49:1.210425987431624 50:-7.367928980127416 51:5.942003715843966 52:6.877088561606955 53:-5.991295785617575 54:7.886309134593024 55:5.57875963163008 56:-1.804056732173886 57:8.016238406956575 58:2.737593649863542 59:-2.618796039786408 60:6.869910589296381 61:-1.934481824285014 62:-3.100291741632724 63:-4.507260891427405 64:-3.683343798862807 65:-4.280773959634656 66:-10.50607808084535 67:-8.4764256940091 68:9.827370507534685 69:7.420863128718524 70:9.093714530676742 71:9.32426022784599 72:2.020290209820678 73:6.616724203149897 74:-1.237136753591617 75:3.729588531930933 76:-2.821428833241342 77:-1.782216102495842 78:7.240899077448057 79:9.475615325547396 80:-1.837742649678925 81:1.73006966820666 82:-8.754868516977705 83:-2.797755846227198 84:1.604959364301421 85:7.544143724196925 86:3.535017088367797 87:-5.279052070637907 88:-4.634086503100074 89:0.09846532847180423 90:-6.763987412674326 91:-5.908913478912478 92:0.8913830886843122 93:-2.881969665872401 94:-4.785525482861508 95:3.471760401337723 96:6.286605416645585 97:-9.373320375653801 98:-3.301336021879272 99:-4.142619371435666 100:5.763485477497233 101:4.478065648996835 102:1.530556269525464 103:-4.046114589385247 104:-5.503507571018724 105:-2.874490863114565 106:0.8045593810170399 107:0.8233020655162837 108:-1.612415118277121 109:-0.004094782540732478 110:6.790493985649154 111:9.014485165804917 112:7.016187770440999 113:2.274913822987449 114:8.44354132810213 115:8.576067001670538 116:-6.924607764773651 117:3.225298704489662 118:10.3238164161608 119:0.4379769659675842 120:2.910909084220562 121:-1.671011328309996 122:3.365699744116974 123:7.630687444667466 124:4.493632239909645 125:0.009201402743539255 126:7.323118498116608 127:8.468295666808208 128:4.791969157841603 129:0.5563649012069874 130:0.3899360828972832 131:-0.6261059127946615 132:-1.141322617445647 133:0.4354326940600675 134:7.833051893940305 135:-7.148373651395024 136:-5.186516263964887 137:-3.144591902253112 138:-1.934667374121355 139:-0.4058926285144899 140:-1.469396409131226 141:4.627765663642652 142:-2.598446571256821 143:-5.055845157257743 144:-0.1395005788280324 145:-5.717933568545354 146:7.752980225365544 147:-2.694004532684747 148:5.345976651383203 149:6.478312185871838 150:9.362346090973194 151:-10.37627854117878 152:-1.815906983196411 153:4.56654683531984 154:5.486503954183181 155:2.555587630682838 156:-5.052282391674773 157:2.559405575066238 158:3.353462835970912 159:7.935589691170469 160:-4.110141437765429 161:-2.687565193148226 162:-7.092207898460555 163:9.805012309538194 164:6.970216376664758 165:5.132110085801319 166:6.564636431214372 167:-2.554162606874102 168:-5.936132538989936 169:5.732344956068509 170:3.913423312091421 171:-2.477041406708742 172:4.394224876561232 173:-8.031844231781909 174:4.164053734256477 175:2.899768351317223 176:6.127781523246513 177:2.137907898749143 178:-3.871436191944349 179:-0.5578777665873299 180:-1.241860005861143 181:6.370450676519404 182:4.181068261557634 183:-6.315869484426942 184:-6.236945546635371 185:-6.606165745910698 186:-2.037253723024195 187:1.56321606415615 188:-10.55437294191685 189:3.205102187440438 190:0.1605222472428715 191:7.712328951252617 192:10.51452499629805 193:8.776933616140377 194:3.485816185793843 195:6.190387535566289 196:8.82365454496939 197:2.246351944912262 198:0.5532862285158651 199:-1.300023408953679
-1 0:9.572514598530717 1:-4.214394780700572 2:-5.302346735138862 3:-2.600423021148626 4:3.591145036414575 5:10.52891840660016 6:-9.361931987324416 7:-6.031384652752196 8:5.960231100056837 9:5.789848383822912 10:-7.406152293451087 11:4.337541698581083 12:-7.422561600043903 13:-8.788708430727365 14:-5.759410196523947 15:4.573686665160237 16:5.786409628966267 17:3.256679667271337 18:-7.743168019591666 19:-1.204086467179397 20:-1.976894614106079 21:1.633960996404212 22:-7.539172501225711 23:7.843007776113899 24:1.996482045051818 25:3.321981110533314 26:0.2428537338084457 27:-3.555994374047422 28:6.600458760308936 29:7.575035326915886 30:5.237124900551314 31:3.56451506504352 32:5.683071838286833 33:5.892099537599019 34:8.227128658077691 35:5.744522959876506 36:5.445448884301347 37:4.291547155928519 38:-8.573463166467018 39:-5.086763951003025 40:-2.820593616340143 41:0.299657555120992 42:-3.248537680571145 43:-7.889891136098607 44:2.698706913836276 45:5.916525090408687 46:-11.42471675555336 47:-5.322559070104965 48:-7.952339618043469 49:6.495720975159195 50:3.285221794920978 51:-2.943944816235791 52:8.127045256548845 53:-8.769868520738976 54:-0.9080294432533809 55:-4.44077667113683 56:9.101493083430421 57:-9.124214592463392 58:-2.070846519819115 59:-6.185506963807417 60:7.328306444051225 61:-3.965245844729146 62:10.09167462734014 63:0.179900466651681 64:1.500497758148832 65:-1.052939754667478 66:-3.85280779720586 67:7.844481388938203 68:7.466643183332396 69:-2.690939836288737 70:0.5259293603970967 71:1.035392361303897 72:1.98067088106576 73:4.607182600419899 74:-3.001358180070893 75:2.738261832191101 76:2.422514451229393 77:-9.054126962836321 78:0.2508009204008708 79:7.638332223942712 80:-8.347200367832237 81:-2.387828691295451 82:1.745347336195051 83:6.865492908567916 84:5.964247478506062 85:7.03277437922614 86:-3.955720761383208 87:-7.669948720289038 88:-1.504126531440162 89:-8.762233383839275 90:-5.429040373242364 91:-7.115279437113598 92:7.886247932822973 93:-8.15431368940617 94:-6.692246976233927 95:-7.45114854101225 96:8.854537072196671 97:-9.073200059464353 98:-7.030296334085802 99:0.1726702074795787 100:6.693842797080036 101:-4.264603385403538 102:6.447604447403413 103:-7.459492183684048 104:-7.891570241379967 105:-6.860736074685229 106:1.255417186230937 107:-2.367927311111324 108:-10.96680087906238 109:6.398887791523224 110:10.0715225049693 111:6.896275436638127 112:10.471248426715 113:-6.297195368602497 114:10.37449798242013 115:-6.295712692097912 116:-4.268388629851652 117:4.847142343358584 118:2.891536428011999 119:3.299634987488828 120:10.6191748023385 121:3.232868150217997 122:-6.938948676412888 123:-2.905496835808537 124:4.074326599393789 125:5.554354094598783 126:-7.430560449561864 127:-1.143467611649998 128:4.524632914973116 129:6.778270256251699 130:-3.918198441900286 131:-3.618754748614716 132:9.965912936433485 133:0.3589222492728982 134:-3.2950498679315 135:4.759926027504536 136:-3.409024591055406 137:6.918960353977646 138:-7.632779944269351 139:2.139522122567267 140:-8.22588296960765 141:-9.000164184891148 142:7.879228357308905 143:5.078957630259883 144:1.951753017636629 145:-6.269191392587426 146:-1.578485292848865 147:-8.016197868519889 148:-2.864479117890005 149:-3.492137005926053 150:-3.62696378827787 151:3.73265593622328 152:4.229071305483394 153:-4.539412419243903 154:-10.15952819481551 155:-5.433488447582771 156:6.628930568438277 157:-3.799326553244686 158:-2.199351964000679 159:3.255883190982512 160:5.994633792760533 161:7.336105445152463 162:-8.847260248550604 163:4.158263831452324 164:9.012428268067984 165:1.87523455654186 166:-3.442090287012256 167:-5.404098199517056 168:2.961350232079033 169:-2.105653300969536 170:-11.40371035297271 171:-6.837917268844518 172:-5.116742194322624 173:8.044143745697536 174:-4.063368780932532 175:-5.076197868010483 176:7.003522625950625 177:-3.768940833716129 178:-4.200862330055562 179:-5.582757425745097 180:3.791368719757486 181:6.372337371878602 182:4.822809172961232 183:-1.063275859927109 184:2.067787182870439 185:-2.939805140960878 186:-4.158695590908827 187:-2.435671881103525 188:9.79574356273451 189:6.118291332155283 190:-9.549199891220335 191:-0.715633019856913 192:6.241092025300189 193:-5.380216691969991 194:1.018525442928715 195:-7.107347199082611 196:-8.451658690671383 197:-7.165969947016563 198:-4.471022389678461 199:-7.856243616840248
--1 0:2.804394426262615 1:4.907355077471067 2:7.85900641561622 3:10.35127691489912 4:-9.002687994873057 5:-0.03567579329391782 6:-3.612197674359085 7:-4.216999345375263 8:-7.54111424962969 9:-6.450861000685662 10:8.62285786559778 11:-5.23984642410227 12:-6.801085269164104 13:-3.844669706634611 14:-8.766904547107513 15:4.794797676693267 16:-2.462267371995708 17:7.055293245553196 18:-2.077425832479879 19:-0.3149069105708329 20:-1.550766761729404 21:-9.289640878249928 22:-8.004805240418516 23:-4.496559451054301 24:-1.549342719990986 25:4.04327995876359 26:7.878688277375385 27:-0.2514641542876942 28:-8.012216199216171 29:6.667393966221208 30:-1.872693338843598 31:-0.8289618756620012 32:-8.830808605469151 33:1.935978274878863 34:-3.175822574108182 35:-0.5772993408344496 36:6.198243394473287 37:3.797523626328919 38:0.4732160935360259 39:-8.832404705768882 40:-2.253406309335466 41:4.251313841592482 42:-6.771356110337505 43:11.83973173049052 44:9.026721322798885 45:-2.586300333646198 46:7.188211019293816 47:-8.919371857096802 48:-2.454016076754396 49:2.446431783080886 50:-7.91049333429641 51:4.682655726009317 52:6.113381196190591 53:-6.205971237104759 54:7.750172874407129 55:4.425090296341135 56:-0.6675910769720217 57:6.83764840225294 58:4.985117370687236 59:-3.08974811402537 60:5.780287161318806 61:0.247743269399989 62:-1.968055489067787 63:-3.613806648334224 64:-1.011410408630054 65:-5.225274569819195 66:-10.18893584087894 67:-8.705972926097694 68:9.432719960042284 69:8.132034044775084 70:8.367781343186834 71:6.74376995551874 72:0.0701444110262318 73:7.058959789001698 74:-2.53023298990972 75:3.447763693546335 76:-2.472614800794049 77:-1.507973214651884 78:6.76715664752495 79:9.579700066802568 80:-1.719868452141706 81:1.526257459262428 82:-9.428211280726261 83:-0.6687530139050042 84:0.358525929913722 85:5.468890754568656 86:2.477587251235461 87:-5.011222161033335 88:-3.869506521380016 89:2.182712375805724 90:-5.796309452009747 91:-6.551864462555596 92:2.578085834445715 93:-2.2494065884805 94:-4.816780348072395 95:4.748213230223504 96:7.410914587866627 97:-8.443330135794106 98:-5.590997332720862 99:-4.050592945298422 100:3.396201260682787 101:4.454593260764767 102:0.3905852673052211 103:-1.846281911170863 104:-8.400772947442853 105:-2.835963042019784 106:1.439320241324799 107:-1.953010277160737 108:-2.159904839165083 109:-2.663799847166792 110:5.655091899060111 111:8.560602964341424 112:9.741887087002402 113:0.7490755645694512 114:6.288717205209521 115:8.53284159457681 116:-7.923310832869389 117:0.1762827775759737 118:7.365249631850991 119:0.9681439411359056 120:1.77474824429728 121:-3.662265818735496 122:1.890250727011977 123:9.676970447892158 124:1.555326870616991 125:1.569157207676062 126:6.553673978407929 127:10.39304640799094 128:5.074824027953543 129:0.2040914030765896 130:0.4162385752954893 131:-0.4688620453462616 132:-3.916190347017582 133:1.427886043826692 134:8.914283966002641 135:-6.248603646319811 136:-3.599887787185365 137:-5.322118432192451 138:-3.789611459651968 139:0.2336650817500461 140:-2.414964138030218 141:5.489221382401642 142:-3.378640899450664 143:-4.695333460623966 144:1.592358695718221 145:-7.469684815107726 146:6.919062625607964 147:-2.377695784551536 148:5.764389551534034 149:6.201750057080423 150:7.376747499742397 151:-10.72319716931892 152:-3.699418153149582 153:1.971093373441578 154:6.087590477365596 155:1.840865755096678 156:-5.283562735118868 157:1.433740551395008 158:3.830525776762067 159:8.611472817946307 160:-4.549600131292256 161:-2.115374141784435 162:-4.492214087279278 163:8.530364368524884 164:6.141129354377064 165:6.377881764416036 166:9.479362151049855 167:1.091074508631746 168:-6.848435357988064 169:2.554209616948437 170:2.881878004156037 171:-1.975507871242533 172:4.676427559747637 173:-6.775356325969354 174:0.9320559271101924 175:2.300439145296695 176:6.815355419946033 177:2.637397262402303 178:-4.95445498228961 179:-1.894333988464678 180:-0.01870574084087639 181:3.474376742806549 182:4.238091157658138 183:-6.034613877036652 184:-6.502568376947388 185:-6.897600657082542 186:-1.027858590496488 187:3.49951273274021 188:-9.511273331227656 189:2.23995120644617 190:-0.7314648561647292 191:9.737440210212927 192:10.36813237973276 193:6.172500485594135 194:2.612646184553455 195:4.938739289413256 196:8.245178278698068 197:1.611329103747002 198:1.991642022481953 199:-2.028475587635314
-1 0:6.454952031791795 1:-4.316102850367371 2:-3.311170002464097 3:-1.486282184252758 4:6.046557165776797 5:9.930898251650598 6:-8.591868236159987 7:-4.858025267847808 8:5.884719680806714 9:1.781548834426069 10:-7.236114181184274 11:3.080079633168756 12:-8.351110123569629 13:-9.015269849819971 14:-6.623175624447853 15:4.767826851327573 16:4.576029776837867 17:2.082771574422958 18:-6.420888344619866 19:-2.403172436622019 20:-1.618345457822252 21:4.139177926171366 22:-8.19699644955808 23:8.708324004007526 24:1.349707400872551 25:5.337903934575469 26:0.5339922666627095 27:0.5332308560815817 28:3.625092312818009 29:8.42108735716806 30:6.729729415132327 31:4.660984675094889 32:5.569349125098499 33:8.204091523489664 34:6.17763563391306 35:2.095989450331979 36:4.597499789073716 37:5.576695273192316 38:-9.076377857405022 39:-4.127186881759287 40:-0.5458991051365885 41:-0.3353626194304103 42:-0.1942935442932967 43:-8.681768398789831 44:1.965895720551094 45:7.04526755473946 46:-10.46162137148955 47:-6.408048360874952 48:-7.75385408405895 49:8.036215959073061 50:4.68317419762889 51:-3.362723970433201 52:5.820008493507256 53:-7.329176806335377 54:-1.253865985385085 55:-4.161717004204986 56:7.717175135031932 57:-8.384314908914185 58:-0.9168835795441557 59:-5.471794257673768 60:9.492531288438 61:-6.252741943401143 62:9.194973815912997 63:0.9752377440546728 64:-0.8542929022497927 65:-2.263541088813558 66:-6.783376288021888 67:7.836219774711909 68:10.9245508506466 69:-3.444830344595463 70:0.7076262598057725 71:2.412159766089469 72:0.3647822954278088 73:6.456302386591078 74:-2.918098244765472 75:2.709986087812986 76:3.629518462920352 77:-9.810715507815321 78:1.391261129628733 79:5.365914888620281 80:-5.719167471541386 81:-3.188150738176926 82:2.961731463392428 83:6.04614421864441 84:7.637750213726174 85:7.8114433014646 86:-1.710696152547003 87:-7.346259248818443 88:0.1341664088560907 89:-6.27343488391621 90:-4.755489457692835 91:-7.124741431816081 92:8.918523820161553 93:-9.3321155412136 94:-4.15170414157466 95:-7.743479576539444 96:10.21457046071468 97:-7.209907945103371 98:-5.728013565844082 99:-0.5432911492977333 100:3.904253346574433 101:-3.615738658349411 102:6.197773785365444 103:-4.713114333488694 104:-3.989454206697104 105:-7.02811813854036 106:2.25889366776491 107:-4.696030674533718 108:-8.648655078543003 109:6.482081614223266 110:9.978327270678843 111:6.760556487204656 112:9.380874768805874 113:-5.975302400331688 114:7.888889504176843 115:-6.915000854857299 116:-5.320827991921679 117:4.44425173647782 118:2.789535798548496 119:3.01576104901485 120:8.99283783863893 121:2.280407199957758 122:-8.984333444559301 123:-3.948493507418582 124:4.583252160117115 125:6.465702822534638 126:-9.863314899337613 127:-0.3824047983720833 128:6.887377077861496 129:4.467680295485902 130:-4.065133980355965 131:-3.720763920599831 132:9.739583036616647 133:1.016554078070737 134:-2.378417748729321 135:6.168974908069689 136:-2.420653635984273 137:6.211335651707961 138:-8.854635353804724 139:-0.332937882616078 140:-10.40003579154101 141:-7.559296808898144 142:5.121376439000336 143:4.156596184857688 144:1.967776219970703 145:-5.52538533441935 146:-0.7346438845305368 147:-7.29268052667517 148:-2.092329221345737 149:-1.260639782891679 150:-2.193352889383457 151:5.513479814418995 152:3.271735292068322 153:-4.029433084592444 154:-8.505339718152001 155:-7.218221808798432 156:7.458151225769099 157:-1.667368361831402 158:-2.938265748244353 159:2.046802004425248 160:4.611340152828724 161:8.302196422801469 162:-9.433174981703363 163:1.949937394007797 164:7.823642073792689 165:2.008050537221407 166:-3.256700884370541 167:-4.012776162774012 168:3.511091038753929 169:-3.781285686050422 170:-10.70256923031086 171:-7.862814702244577 172:-4.892122368774435 173:8.557459802749582 174:-2.797813070126356 175:-4.361710736680107 176:7.747385015156372 177:-4.856271210819049 178:-3.181996947368927 179:-3.858818075718155 180:3.111974084748055 181:7.909959119334252 182:5.121172898765568 183:-0.739157573741037 184:1.417856332374842 185:-2.94583271539623 186:-5.625091095080936 187:-3.725979085584705 188:8.50443051209694 189:7.413185543812808 190:-8.667238509513306 191:-3.2007960611475 192:5.617582402184124 193:-7.243041562321135 194:0.9628356061650671 195:-8.467750268508638 196:-8.875205116718732 197:-8.503759204359429 198:-4.332921276145615 199:-9.114823349687633
--1 0:4.79692146509019 1:4.894092890238709 2:6.725931581358744 3:8.281385566739125 4:-7.748710715397788 5:-0.08849302597321627 6:-4.543736643286321 7:-2.657037075687966 8:-6.397231212275221 9:-6.071045960682605 10:6.456742335422783 11:-3.185915803115667 12:-8.402786756774955 13:-5.261691722173472 14:-8.155453008831119 15:4.581644298215044 16:-5.57076781570621 17:5.595124802397691 18:-0.3148361428054302 19:-1.215209885050208 20:-2.691992806515971 21:-8.81777190873205 22:-10.15582799831171 23:-3.256032065372306 24:-2.376497816547195 25:4.024893262513308 26:7.969048592408448 27:-1.383654193781833 28:-9.940051155409682 29:8.30926184798774 30:-1.514221586127287 31:-0.7053885693173251 32:-8.378818299704433 33:3.218915156297184 34:-3.982153960137256 35:-2.928703537933578 36:6.143943968606052 37:3.626058223591598 38:3.162325854163142 39:-9.026003843495108 40:-3.581054840868081 41:4.369751940268538 42:-9.003863654885704 43:8.401479264492572 44:8.787870510624089 45:-2.8068682108787 46:8.055757619060822 47:-8.538297265220384 48:-4.653414177821839 49:2.547375626157561 50:-8.24541585656851 51:6.126914814348524 52:5.493183862300762 53:-8.179623036365211 54:5.831765022235292 55:4.279148212245222 56:-2.267614695281562 57:6.940287222792472 58:2.854206135162161 59:-1.975341137571299 60:7.279152924004107 61:-0.64029309002327 62:-4.681728468189077 63:-3.344778024387036 64:-0.7478989193627403 65:-5.260191996757628 66:-9.683780407805541 67:-9.137240597716012 68:8.542974039229643 69:10.24546416959401 70:8.819338127066386 71:9.819607756029745 72:-0.2805596871495411 73:7.234594848250742 74:-0.8327473376707359 75:6.134947135033421 76:-2.330812367128674 77:-1.169343068807016 78:8.499392043781508 79:7.05387695273806 80:0.1994911518765909 81:2.343891361822211 82:-6.678083893103986 83:-4.374450324314999 84:0.5390301217690544 85:6.860485384369021 86:2.099798261692223 87:-3.79465973290565 88:-4.355487428282365 89:1.207292958597205 90:-5.398209779458154 91:-6.243481725484201 92:2.411671872741708 93:-2.774773739830247 94:-4.293162969653092 95:5.065283823234032 96:9.02286898959127 97:-7.740216195647015 98:-5.898166432659893 99:-3.135941215317085 100:5.593905446265496 101:4.110777097473779 102:0.9990410374706904 103:-4.321305843061999 104:-6.304633838790902 105:-1.168350593039707 106:1.271121089251183 107:-1.008482173763745 108:-1.88053902858619 109:-1.884159269093812 110:6.758600931751568 111:7.080031724659005 112:8.302510066535243 113:0.05347324574584778 114:8.153435259519144 115:9.646802584236138 116:-9.34803966807644 117:1.922289158933581 118:7.201470638433288 119:-0.651352390460916 120:2.47312884772518 121:-1.443938487629309 122:1.82470554177922 123:10.70931375770612 124:4.177045523563979 125:0.2221200637806266 126:7.509875687549175 127:8.116108989356903 128:5.451714008572619 129:-0.5080002627876135 130:0.3842670670403614 131:-2.502501130518403 132:-1.120476144456444 133:3.842120751327626 134:8.712289131785942 135:-6.183659970771059 136:-4.211732471647356 137:-2.722805210302599 138:-2.817531725261127 139:-0.659925155638839 140:-0.8179615337011068 141:5.693377050758836 142:-3.338044830188823 143:-4.243961145418905 144:0.2438597295194904 145:-7.508272582658491 146:8.900458381571822 147:-1.107433269955557 148:3.60658813249614 149:7.021414170681116 150:6.076578322421722 151:-10.03636984843256 152:-3.584791233508462 153:2.33304668558049 154:3.684163996031372 155:1.430677178750029 156:-5.315333355547635 157:2.132725105639224 158:5.873650861101055 159:7.027796114437796 160:-3.027560425141863 161:-2.972114077260988 162:-5.622082400875698 163:9.12809200630924 164:4.904957609207114 165:6.081286903151971 166:5.487316162967094 167:2.410739490886894 168:-6.998552049288693 169:2.828717967830501 170:1.510525101408899 171:-0.7357563350570007 172:3.483382395277891 173:-7.201531924078595 174:2.186128672625208 175:3.268778131879737 176:6.544857352312374 177:2.331549462949742 178:-6.194819176335129 179:-1.793482370503096 180:-0.7486637296840146 181:6.669545802488877 182:3.480587006570289 183:-3.642683390847615 184:-3.991868844825415 185:-5.820061321411356 186:-2.763377595345331 187:2.357062625387331 188:-9.155500508417109 189:1.590278769444695 190:0.8589797534697963 191:7.767997127916566 192:10.67113548753732 193:7.792769720306373 194:3.020784359379717 195:3.977495221387976 196:8.777525302029677 197:2.050837683651016 198:1.601043357242681 199:0.05730410831272525
-1 0:7.650893888981971 1:-3.647664637726782 2:-4.036374283337919 3:-2.434944596809026 4:5.434371930803293 5:9.449366616708078 6:-8.805956072634382 7:-4.296036300999966 8:8.298307800626286 9:6.07238296087136 10:-6.407979825398645 11:3.492926063580384 12:-7.397363561596531 13:-9.184989774756181 14:-4.1047867446618 15:4.610255678560599 16:5.147217387611294 17:4.042445790087993 18:-5.885666671901621 19:0.1227860976575534 20:-0.971859943015553 21:1.565641772145856 22:-6.667523746881481 23:7.975581706431165 24:-0.8528649028109148 25:6.151856204980064 26:-0.9463819328305028 27:-2.465176200367531 28:5.365674604524962 29:6.641640923559675 30:4.956540181300175 31:4.421497684032795 32:7.276735993139862 33:8.267075649131375 34:7.522065472149719 35:5.175179558007648 36:6.820491110871875 37:3.367777249870655 38:-8.539011119070905 39:-4.123044840160204 40:-1.493850472282347 41:-0.109199333068983 42:-1.424603617449501 43:-10.38936532855036 44:2.412357854857102 45:8.193344553190524 46:-9.748321321728032 47:-4.952061468762516 48:-8.282589062851118 49:8.767347181771285 50:5.700197400983633 51:-1.754343349514124 52:6.041166384169752 53:-9.104312818289623 54:-3.76388165670353 55:-1.996047607983239 56:6.996338519168861 57:-6.737215263273028 58:-1.636313321534741 59:-6.177888379280347 60:7.208706251482027 61:-4.482867901756854 62:7.344059083238304 63:1.040599003289508 64:1.020354552122637 65:-1.72477245800612 66:-5.002414225719405 67:5.319091463058726 68:10.64419618402552 69:-3.719098946426678 70:2.384012666506503 71:3.505309540165286 72:0.798009964292927 73:5.664439234932221 74:-3.633255108696107 75:1.540671325487747 76:0.7302612827911632 77:-8.513282632579857 78:1.343535329711612 79:8.126669871012997 80:-4.139339872272998 81:-4.399428158527769 82:2.695145774948086 83:7.958435942821328 84:7.802519245187656 85:7.463423880783246 86:-1.823633479622605 87:-7.298933448756975 88:1.072762685578563 89:-5.941057409591123 90:-4.923126318112446 91:-7.66019176718714 92:8.464086387645191 93:-7.658131369147618 94:-6.318304881804057 95:-7.731603513708974 96:11.09136373104317 97:-6.85196136484559 98:-6.394461242416879 99:-1.176825574921951 100:5.376938514895719 101:-3.086937260029775 102:5.554519065630403 103:-5.04986386543863 104:-2.888904090149267 105:-7.91330467143675 106:1.482269522897089 107:-3.460537968108746 108:-9.536159667042808 109:6.350065375939412 110:7.908675450267795 111:7.882014537873173 112:7.581419598898883 113:-7.852525178084415 114:9.195497514354095 115:-6.239563952756115 116:-5.289156462112932 117:3.606498830627775 118:3.11818587351656 119:3.82709371148629 120:9.236587314353276 121:2.762563336437039 122:-5.180581897817053 123:-2.249864724696096 124:5.496484277468936 125:7.012750822344419 126:-6.822792543910448 127:-1.635287581252676 128:5.726244586279084 129:5.851608325849443 130:-4.98272025938722 131:-5.277555743398039 132:9.396392926087319 133:0.002067929704783658 134:-4.126402344169021 135:7.813999728796327 136:-3.107407372453804 137:5.770959787226401 138:-9.682703029635626 139:0.6168349345058604 140:-10.20588213580468 141:-7.365063427926669 142:5.342810231001859 143:1.878720749151291 144:2.045461925712539 145:-7.039773537689553 146:-2.946109305722672 147:-8.090999347610175 148:-1.659243044895669 149:-1.325260476530044 150:-3.99846856110018 151:4.896097015555612 152:1.41671867995219 153:-4.581202956081432 154:-8.465978568369716 155:-5.789340887973826 156:8.353292104590354 157:-1.884933091947983 158:-1.720864211318895 159:1.697501067176373 160:4.253073675671763 161:7.932667450829617 162:-7.743961898899051 163:3.242837726269256 164:9.49152280252896 165:1.753870122003994 166:-4.087526954189967 167:-5.290716114983224 168:3.080655945250891 169:-3.264849248379893 170:-9.939388669912649 171:-8.586853817329416 172:-5.412030050915148 173:9.171717489757011 174:-3.567687396657402 175:-5.234690912121157 176:7.92990297922922 177:-3.089635445747139 178:-5.6142558308471 179:-5.712774140097974 180:1.1651893019078 181:7.875895484900535 182:6.34755946933789 183:-0.1328398280776933 184:2.694935576517532 185:-2.954763321812778 186:-3.922316287027145 187:-1.950593523559481 188:8.980992441821762 189:5.028682329064206 190:-8.948564034694341 191:-1.467476032035923 192:6.949271574395 193:-7.558762830014498 194:0.8042706313100559 195:-6.834688968648209 196:-8.658118416261155 197:-7.706668226313059 198:-5.137426981985921 199:-7.201694428638548
--1 0:3.027779126980092 1:5.125792738246638 2:5.933319880909655 3:8.617410555231762 4:-7.860549622933235 5:-1.013562989305884 6:-1.995500618775013 7:-2.817965076299365 8:-5.922851366003642 9:-7.744477106840414 10:7.785061315177177 11:-5.361969115560188 12:-6.265657793473688 13:-4.965119400896432 14:-7.287146099673148 15:4.407434063771369 16:-5.155082206688775 17:6.113871939201091 18:0.1468056671258807 19:-1.073445769619237 20:-2.901282689988472 21:-8.537474667093599 22:-9.505942276795821 23:-4.06625846972221 24:-2.028931025441957 25:3.62761814832343 26:7.628511230518441 27:-0.4238683116388331 28:-9.832677354833097 29:9.105409886369472 30:-1.009626837002259 31:-2.644282004776373 32:-10.38149399620437 33:2.470368320571966 34:-6.173437325874701 35:-1.547394158842702 36:6.077951650871793 37:4.513954516260473 38:3.183254753180056 39:-9.542795324737321 40:-2.140107280251126 41:3.368418273820789 42:-5.80734320720225 43:8.888291060350147 44:8.261684651112482 45:-0.617419251199645 46:7.53158032318838 47:-7.416999681858435 48:-3.899396166456299 49:0.9917465036523426 50:-6.235563529674074 51:4.605348126347404 52:7.599177751641741 53:-6.865107740344946 54:8.441842227049499 55:3.521544618377822 56:-1.098865622616492 57:7.567679539966685 58:2.084539629750976 59:-3.474900174212678 60:5.77292717846747 61:1.261345881796033 62:-3.281722945167215 63:-3.262690260899281 64:-2.268770013212691 65:-5.836303799774736 66:-9.464172286648235 67:-9.865839918644213 68:8.373143483374703 69:7.210916360622379 70:8.076243529191549 71:8.680308315574615 72:-1.766872763404598 73:6.202992107452759 74:-0.1947643340746638 75:5.130042497228584 76:-0.9372118520422199 77:-2.61517572205622 78:10.27760871482683 79:8.317613450056212 80:-1.401024474492239 81:1.807111044627395 82:-9.257729088554161 83:-3.134529963229917 84:0.5129827148303729 85:5.963618115625174 86:2.009595107228912 87:-4.820729796095184 88:-5.636011921170036 89:0.8227830265300505 90:-4.388253183231784 91:-7.180637412692613 92:2.616706267575537 93:-2.318147817015163 94:-4.337993849344425 95:4.068428909683287 96:6.648427107719832 97:-9.066619201519913 98:-5.328751806903239 99:-2.199499696580522 100:2.781332978084607 101:3.626079651946611 102:1.545944417818312 103:-2.915714748680976 104:-5.645404206253954 105:-2.365916104075612 106:0.7904932739928493 107:-2.286106831038063 108:-3.241604069715196 109:-1.779906223103536 110:5.389423981416902 111:7.914072562120799 112:7.876498555996028 113:1.462437567438188 114:7.77597751165265 115:7.680292422152581 116:-9.138399835967768 117:3.22294979484202 118:6.860835914179937 119:2.605538855204193 120:2.265674771348549 121:-5.278205543838977 122:3.507490001675846 123:9.932729193517103 124:4.687459304491857 125:1.072159857705885 126:8.316032016762032 127:9.85722922764722 128:6.348782764697736 129:-1.112815983750053 130:0.7644887598511534 131:-1.206097563401672 132:-2.992620503747895 133:2.992125847927701 134:7.96315737731533 135:-6.509411788768636 136:-4.748452826366959 137:-4.246847627432095 138:-3.145910840824106 139:-2.135764671708955 140:-2.320403638721032 141:4.400979425877875 142:-3.396108489652357 143:-5.242221991665931 144:1.487780640272711 145:-6.836500523966232 146:10.1481100253215 147:-2.510076736890217 148:5.69882018462716 149:4.686566622013214 150:7.615468714916849 151:-9.851946062805649 152:-2.693692223987856 153:2.389456304675349 154:5.883529260424695 155:3.715647002148125 156:-4.960993060303876 157:4.411707273481284 158:4.377149727100699 159:7.81579069332524 160:-3.630832010345649 161:-4.718992366540018 162:-6.994114180570219 163:7.849227276387941 164:5.614750982341191 165:5.744993253944497 166:7.114707070721942 167:0.05987538219907063 168:-5.76572850926437 169:2.859725181055698 170:2.387353977871147 171:-1.933432623888502 172:4.985745841539705 173:-9.021649673358233 174:1.872818225801269 175:3.695787364381206 176:6.531560694082035 177:0.4115601989770872 178:-3.500870418826623 179:-1.23456637100726 180:-0.7741835780915138 181:6.615452789812084 182:4.572206523048093 183:-5.019550974253107 184:-5.757592552714873 185:-4.580752714936418 186:-3.308282183251999 187:4.701767790757035 188:-10.59473615288768 189:2.339866020839451 190:2.845992760515792 191:6.535135994404538 192:8.507961470514115 193:7.56614885002163 194:0.8815334218890925 195:6.298139408188129 196:9.809834223123516 197:-0.265586179470449 198:1.775474137380411 199:0.07552268033145815
-1 0:8.661010383022742 1:-4.523573900754189 2:-4.151702917819793 3:-2.022223712256257 4:4.429134613181829 5:9.844829518807162 6:-8.88192091383943 7:-6.307109773568374 8:6.421221887016949 9:6.464125868395406 10:-8.729169010265549 11:4.235348432112834 12:-6.881508312144719 13:-8.634574124223008 14:-5.884620677706705 15:2.814996748881683 16:7.58936385649144 17:1.97971023676599 18:-7.927040564907782 19:-1.712018392999959 20:-2.700280019438717 21:3.214143065721366 22:-5.812287203938 23:8.672657006332393 24:0.6504649146650731 25:3.459117402958745 26:1.181762809497344 27:-1.082284681278035 28:4.819936122848742 29:5.908128048182974 30:6.164129532263624 31:3.736244748693635 32:5.432296104369878 33:6.04523280135205 34:7.15110312996151 35:5.444245249072428 36:4.29990546405199 37:4.049209792576052 38:-9.156231357747847 39:-3.40899388459429 40:-1.979450253890805 41:0.241990161458423 42:-1.633580945621152 43:-5.988367196055034 44:0.3845637367409713 45:6.388068881075244 46:-8.958092925070032 47:-4.088121154243271 48:-8.433887044484576 49:7.628676923421306 50:3.40145615275006 51:-2.637858709749313 52:6.056351627304467 53:-9.33817119727499 54:-1.31127768384254 55:-2.159343332343163 56:8.57039101593926 57:-8.356389243392741 58:-0.7097695565068923 59:-5.894481860714202 60:8.619897559426656 61:-3.91197903241373 62:10.69486761692904 63:1.476069523535021 64:0.5245877217980326 65:-1.049962011513673 66:-4.940917879645906 67:5.804497592268311 68:9.391744818517335 69:-3.716633379553942 70:-0.002707369846287722 71:2.626706437146593 72:-1.042122353706278 73:5.734721970952661 74:-2.956104860676183 75:2.139976037870356 76:1.288513066786104 77:-10.26566048126212 78:0.9981901492395174 79:6.913867606655851 80:-5.938604361041786 81:-2.453112674468466 82:2.558064197231451 83:5.920455467020332 84:5.968743878345993 85:9.007252811915862 86:-2.597487809380913 87:-6.560480879989179 88:-0.3215141458033624 89:-6.699172913003538 90:-4.758312065900215 91:-5.112878336113629 92:8.92903680982486 93:-7.08414723219997 94:-5.591272575238863 95:-6.127188919112598 96:9.247159142856747 97:-8.587246511478266 98:-6.936229368468919 99:-0.2545375312189758 100:6.549968976034082 101:-6.62699687885892 102:5.17012620855453 103:-7.923317519815464 104:-5.788651678009631 105:-7.070584626481907 106:0.05831258271449058 107:-3.601322031219953 108:-9.210276411140294 109:6.513065033071469 110:9.629054169699096 111:5.031840986657842 112:8.355380908594409 113:-5.06894554992212 114:8.997405278435853 115:-7.398417653404386 116:-3.225288025247152 117:3.535209119953171 118:2.511322079799536 119:4.544115765366479 120:7.639953724316193 121:4.86770369760346 122:-7.847391174974215 123:-2.94055701424389 124:4.305830505936938 125:8.185413519114231 126:-8.577637740515639 127:-2.034683669786927 128:7.030637162498943 129:5.117005884564406 130:-4.061741919205783 131:-1.805960781803651 132:9.171332856117386 133:0.3342627310764907 134:-3.114622587679355 135:8.329073553059827 136:-2.787241425210543 137:6.27556576250027 138:-9.158948787676664 139:-0.5530675342938447 140:-10.1914136591249 141:-6.564877381301712 142:5.573471743456604 143:1.934230705797918 144:-0.5911495177499202 145:-5.490386366263794 146:-2.308048391981782 147:-8.527277043562254 148:-0.9861595520438052 149:-1.611104039044429 150:-2.572159113799134 151:4.498058771388294 152:4.46043377596899 153:-3.552196717753545 154:-9.620781231476137 155:-7.197711916813987 156:8.349736418118123 157:-2.539325874235876 158:-1.849217459981403 159:2.472020128497305 160:5.407241347621583 161:7.496455998363752 162:-7.883701505023952 163:2.265458331201675 164:7.337763564008058 165:2.014849243429175 166:-2.925078261272569 167:-4.649289350365118 168:2.299928169889938 169:-0.442622451692871 170:-12.00184600019707 171:-9.201856052133039 172:-6.18518131715702 173:5.668017071581357 174:-3.045736714692703 175:-4.803027268817645 176:6.402586826930619 177:-4.630549007253597 178:-4.71489628687667 179:-4.291758656048913 180:3.462572424820511 181:6.782589689214351 182:4.713463679072181 183:0.7568543893307014 184:2.999654176069085 185:-3.422224956476753 186:-5.126500267495414 187:-2.214926681390464 188:8.331381480464335 189:7.298440850427567 190:-8.495887253324144 191:-3.253120621766133 192:6.223723598843346 193:-8.569087545138938 194:-0.4886433369550229 195:-6.051318637696454 196:-9.526746877780051 197:-8.581643737702086 198:-4.088701940958822 199:-6.27753801161087
-1 0:9.540659818408644 1:-4.044416766791674 2:-4.631238609431389 3:-1.905795925023843 4:6.8617200069673 5:9.294569893400537 6:-9.264970729348835 7:-6.186256303790589 8:5.409836961120467 9:4.015287245293122 10:-8.215147280183688 11:5.93821730029639 12:-7.467225707189135 13:-9.727573017261317 14:-6.913127941862157 15:3.473859705591058 16:5.582279237345657 17:4.030344658454853 18:-7.06323658958858 19:-2.241396283269732 20:-2.539455858403803 21:1.327063301335631 22:-7.014297652335657 23:8.847466874124008 24:-1.190125643047619 25:3.487116806570901 26:-0.8671701751570078 27:-1.767887022021446 28:5.029855047749717 29:8.824844477130661 30:5.112117483434247 31:5.639973399170372 32:3.382413953692901 33:6.703410297847158 34:4.073565446556131 35:5.276750821285949 36:6.737386708214819 37:6.570222447426445 38:-6.996475141173365 39:-2.974464499547409 40:-1.339913541230025 41:0.1974993583008824 42:-0.9970725423650207 43:-8.378549440474636 44:3.310267124185993 45:6.541418815852704 46:-11.21554307634361 47:-3.739686180558062 48:-9.186404491177303 49:7.958879903749406 50:4.789772774244388 51:-3.41536168607875 52:6.908828606069807 53:-8.745687956500401 54:-3.253747195125772 55:-1.608365338524796 56:8.205591593434509 57:-9.380940796506211 58:-1.736550977708985 59:-7.639483677909697 60:6.593276921042294 61:-5.158888964355585 62:9.797676965034633 63:0.7671384407761399 64:0.6412158433127468 65:-2.604056968938536 66:-3.769290264236273 67:6.854234003912456 68:9.475399408847279 69:-4.003908495186267 70:-1.478690416613593 71:1.75719199310212 72:-0.8407099671261042 73:6.663684348964321 74:-4.6627102356929 75:1.063843740071829 76:2.895330670012574 77:-8.303260725144773 78:2.204464560214089 79:6.146973128047196 80:-6.196025414947332 81:-1.384546815236394 82:2.118796305989358 83:6.114896877907591 84:8.542924472592968 85:7.317653725941741 86:-1.534135393721861 87:-7.8674797779026 88:-0.2317514203058095 89:-6.302304717002372 90:-3.888952808286965 91:-7.341485137579825 92:9.772143004681739 93:-7.907288463720803 94:-6.19625758515658 95:-7.867933708334744 96:9.157896364267186 97:-7.950996849255078 98:-7.830944485136749 99:-1.972604854741456 100:3.951324291966823 101:-4.135882024868266 102:7.46271199263397 103:-6.495244260511451 104:-5.137948286196646 105:-7.958291035864057 106:1.171462524963501 107:-3.706841859315005 108:-8.517795635788501 109:6.639958093837595 110:12.21251904850215 111:6.712639267636284 112:8.379980481772268 113:-5.767901100230644 114:8.451028431653539 115:-8.265219820448268 116:-3.271430797102796 117:5.192308291556565 118:1.97444923598514 119:3.314811531806051 120:8.403851945273603 121:3.536888452567639 122:-7.797021562820516 123:-1.86050310879781 124:5.035963336938813 125:5.196755528910972 126:-8.311333699064635 127:-0.08107869788707855 128:3.484501415211579 129:4.941872706030225 130:-4.992083772573926 131:-2.262995967928689 132:8.377094569274558 133:-0.3827825263683919 134:-1.490990554157363 135:6.758214613647658 136:-2.479354652008416 137:5.747751756928937 138:-7.460081004028268 139:0.8491554974363676 140:-10.20834694844543 141:-7.678702783438509 142:7.85148777453629 143:2.960959753687428 144:-0.07455415590296388 145:-5.596623941022193 146:-1.085253829154781 147:-6.984863977781332 148:-0.6260996522056768 149:-2.645693765817875 150:-3.607365299987395 151:4.392136441911604 152:4.626069593025684 153:-4.084524892554141 154:-10.14812107085562 155:-7.333098306262355 156:7.142700080236291 157:-2.638191451583639 158:-3.494729106853395 159:2.869475749390995 160:5.016153695337131 161:8.137683629514243 162:-8.918820023485642 163:2.160178212087832 164:7.878941887267399 165:1.868085331030933 166:-3.821876308139891 167:-7.245903067498185 168:2.468947769386275 169:-1.110514115031713 170:-10.39860700542292 171:-8.813580777290161 172:-6.497737179371141 173:8.584801782870656 174:-4.016636269502659 175:-5.753844223126598 176:7.959257767284075 177:-3.196904071638048 178:-3.708080716305227 179:-3.146408249032204 180:3.59368565710183 181:8.41474850042346 182:5.777494638582801 183:0.3673461975437585 184:3.035071300510575 185:-4.942914671284909 186:-4.096902761456699 187:-2.505325823506228 188:9.04352980383136 189:6.058413853491913 190:-8.669808530070547 191:-2.326922060290464 192:4.978587412105073 193:-5.626080804399014 194:2.501814446937348 195:-8.031670597505933 196:-8.219283189770705 197:-6.798343865015436 198:-4.931615823446834 199:-7.776349197047086
--1 0:5.176359880114249 1:4.474841805649558 2:7.766610954066114 3:9.269030329700872 4:-9.090498554347599 5:-0.04496836077216915 6:-3.788255911519635 7:-2.412058877051899 8:-5.695872006496137 9:-4.80533255390518 10:7.078257946637047 11:-4.981692594249775 12:-8.095129779561445 13:-5.113484138023085 14:-7.749144556587266 15:5.05785745678595 16:-3.971955229045226 17:5.880200076177663 18:1.786217801014231 19:-3.171160362015437 20:-3.553769036812545 21:-9.331532123086413 22:-8.337778155338329 23:-3.644915659866035 24:-2.792938710486699 25:6.209151856530606 26:8.828481283382629 27:-2.606447930350771 28:-8.704358360149218 29:9.830795902607447 30:-0.854784236627873 31:-0.3732634187130913 32:-10.04848079063907 33:3.312201457475956 34:-4.65509106530193 35:-2.029812671375879 36:5.122545070768418 37:4.293192845204057 38:3.859663806043763 39:-8.039624030021269 40:-4.030110729429031 41:1.975540791540985 42:-7.159115157225322 43:8.224052035178499 44:9.332458960217696 45:-4.010393238421249 46:7.178107420446732 47:-8.37456361869166 48:-2.245119154117319 49:0.6702395852716754 50:-6.761653272332289 51:4.052886155551533 52:8.612765067132628 53:-7.710265937926672 54:7.23353740876002 55:4.946694425482772 56:-2.538036912395195 57:5.282543679952023 58:2.502610057722341 59:-3.610374195119125 60:5.059667986000601 61:-0.4153143533890167 62:-1.539806125693808 63:-2.907974863145969 64:-3.170705958761813 65:-2.394994494861172 66:-9.077618984655635 67:-8.322665661567287 68:9.515185870511072 69:8.094215695947886 70:6.926444131341108 71:8.101183837787003 72:-0.4411703624570086 73:6.878262910556585 74:-0.01496007916226189 75:6.489766901479097 76:-3.183773222739118 77:-3.845338698660496 78:9.962717130303446 79:8.237856607789478 80:-2.031226209516218 81:1.254715313876171 82:-8.732115028739253 83:-2.331392270695713 84:1.790047527911758 85:6.782412330147759 86:1.28098686776114 87:-2.82498530976887 88:-5.081063269889087 89:0.9826071039760764 90:-5.806320302867036 91:-6.175076795288949 92:0.7392532196350701 93:-1.405773336407342 94:-3.302852824026994 95:4.32389852009495 96:7.108464139957315 97:-8.730050980182371 98:-5.816553238898306 99:-3.04569595034187 100:4.465882759439055 101:3.94806337873204 102:1.080696886291157 103:-4.392629853102093 104:-5.6069879693738 105:-2.620238712706359 106:0.9760590568000741 107:-1.119566136423235 108:-2.906995623027874 109:-2.006632305724966 110:6.176775901213448 111:6.933999289204455 112:8.155097303049889 113:3.087051365240771 114:7.88595340882485 115:9.432146561765096 116:-9.49268144157227 117:3.046698960784194 118:6.773081214739336 119:1.524225193458059 120:2.800557563009435 121:-4.824606141526125 122:4.003579351890407 123:7.423994376663535 124:4.730163549858892 125:1.531454105093306 126:7.072905271834724 127:10.15399000826692 128:2.903649422582981 129:0.2101575855933449 130:-2.729509046394594 131:0.3307756088360339 132:-1.782274972013155 133:2.015647885461924 134:9.32179722849307 135:-8.702890752191776 136:-4.098141549419698 137:-5.051894788183083 138:-2.904933987826093 139:-0.5302128822138901 140:-3.726247832183021 141:6.240049241916746 142:-3.988989814053052 143:-5.12265910904292 144:0.5203532131457191 145:-4.716930974491835 146:7.605610612699085 147:-3.320167477667712 148:5.416570050798276 149:6.239984829126455 150:7.455069364035749 151:-10.18769286362878 152:-3.958630029188568 153:6.220470714399867 154:6.307631730493882 155:1.336924632211521 156:-5.022896881375529 157:2.393870747466628 158:3.604781821491281 159:7.936368253405327 160:-4.529317384548486 161:-3.359698696253314 162:-4.625494665756923 163:6.6930756824583 164:4.799087656406512 165:5.093257687764776 166:7.490581935047272 167:1.702646164795978 168:-5.595301424255688 169:2.466288309128552 170:3.875715697864391 171:-0.8879891967104152 172:5.16473579099694 173:-9.182022257289674 174:1.69452419295227 175:4.032928742927443 176:3.541245153730884 177:1.016421860970854 178:-4.11054353957509 179:-0.5105934056993924 180:-2.735076445889372 181:5.17115374873902 182:1.760658442603064 183:-4.981780097202261 184:-5.800674228886157 185:-4.838941519909604 186:-2.37208993763274 187:3.285064827502128 188:-10.34473456197291 189:2.07767822214859 190:0.3444432638455506 191:7.544800199174226 192:10.41242119656755 193:7.48129770214496 194:2.351584994950606 195:6.080907754889581 196:8.517894300067764 197:2.259559773878242 198:3.365171287227871 199:-1.289155135042912
--1 0:5.129080718373432 1:5.105890158104497 2:5.24290616490797 3:10.29658255455586 4:-7.362007388691351 5:-0.3267072981776601 6:-3.728870492730022 7:-0.7203956142021581 8:-7.040945049094903 9:-6.764703690691078 10:8.49599893093589 11:-2.650777914132859 12:-8.290976845680031 13:-4.177921886226913 14:-6.699696464893742 15:1.560914803281839 16:-4.497364671974225 17:4.636682768967219 18:-0.3538479293172175 19:-2.961864916366453 20:-0.2853171125240661 21:-9.296405866545998 22:-8.706662430432093 23:-3.292877010679713 24:-1.876016193159897 25:3.458969552888997 26:8.049988910137481 27:-0.6724333160980993 28:-9.86834610057327 29:9.480144868019748 30:-0.9321697178063708 31:-1.738655527422043 32:-9.10609497431653 33:1.853588350616078 34:-3.151781518007806 35:-1.183188518487328 36:5.712255763990036 37:4.414065948759935 38:1.83278840926162 39:-8.427136667032416 40:-3.817875763075932 41:4.803642882833969 42:-7.947221056294351 43:9.081674050615513 44:8.802051395392255 45:-1.624854230945783 46:7.430295220309488 47:-6.515711316471101 48:-2.401948207481823 49:3.045542116316408 50:-8.702859227105979 51:5.262901450789218 52:6.126554402708384 53:-7.622646831287481 54:6.445671868674446 55:4.819204871360452 56:-2.383159741512444 57:8.124452662507784 58:2.340037976673373 59:-3.390463267060877 60:7.481794295707173 61:1.172540408030225 62:-2.502421993441802 63:-2.233298008489691 64:-2.65416987033504 65:-3.353977093729719 66:-11.19254562276988 67:-8.725564367828223 68:9.289527579252425 69:9.353738527998305 70:8.461161198088922 71:7.682792478241676 72:0.6757355003621905 73:7.126016414915798 74:0.704145249209621 75:5.250446273672963 76:-2.360726750315107 77:-0.7405241416069914 78:6.534851227102258 79:9.532754771623395 80:-2.68979841790738 81:-0.6927169075517434 82:-7.370584579783576 83:0.5114670339615706 84:-0.427081729599744 85:8.598002380631598 86:2.886760287268545 87:-6.486059601136156 88:-5.43479427748107 89:1.357278721061577 90:-6.68484893933546 91:-6.233823870173595 92:2.039158856334074 93:-2.784304349301975 94:-3.302243622854218 95:5.041116190015246 96:6.930143129804235 97:-10.26485316484083 98:-4.73499461202472 99:-2.998831469225033 100:2.48819934728513 101:5.049968071455618 102:0.02035537897224482 103:-0.05762404606276661 104:-6.758235908969706 105:-2.693812687163699 106:0.4451833359616024 107:-1.366554087072122 108:-0.593624415645911 109:-1.91146540406418 110:6.140959215845883 111:6.534923447464534 112:8.09850331206153 113:2.368422670886471 114:7.808220357741161 115:8.182315844824389 116:-8.887437572366759 117:1.181894003483921 118:8.612235843724237 119:0.4839232245368978 120:2.328663878118767 121:-3.391063646153056 122:3.449891225590266 123:9.349155471320765 124:3.048662246631005 125:0.2752752052914669 126:7.200729274046301 127:8.371595810075002 128:6.877546796304894 129:1.128143323365667 130:-0.7200504060548711 131:-2.643878115626701 132:-3.244628244471202 133:3.219254174934135 134:8.94832374752022 135:-5.047607883834628 136:-4.226988229387747 137:-5.09851331290186 138:-2.411490590944984 139:-2.249699623780696 140:-3.058884982224312 141:4.807871880340088 142:-3.946553304141847 143:-6.07934870945472 144:-0.3979700581242948 145:-6.755612639730916 146:7.49577809599763 147:-0.9806394302555534 148:5.248511473517267 149:7.001992892219121 150:7.862539510687139 151:-11.94482698363807 152:-2.722643923134823 153:2.9120439825137 154:5.894252718581014 155:0.3183588754901414 156:-6.039656459463138 157:1.704820659554363 158:3.441601402805198 159:6.144017886762089 160:-5.367589868037847 161:-3.281863315366438 162:-8.326865983958482 163:9.355281268569016 164:4.138421614620658 165:8.451437158314176 166:8.562848229299743 167:0.1125655425903132 168:-6.307365208221513 169:2.227906814677796 170:2.729920976608892 171:-1.466784156262063 172:4.765586735564376 173:-7.076030280885124 174:3.330761908289969 175:3.350687251337015 176:6.563721065624067 177:2.516362561617191 178:-3.535040227510992 179:-1.62683418919332 180:-0.8304524920607792 181:7.701021352516535 182:2.810180750913234 183:-4.954245889781664 184:-5.574984082568372 185:-6.48988485998076 186:-2.362486662030198 187:5.745816112628999 188:-9.47897177430511 189:1.303769415897344 190:-0.1568768596645165 191:9.384815007859205 192:10.05629602467254 193:8.526691478698579 194:2.849180664678217 195:7.129986424992483 196:10.02009144803105 197:-1.313041502760615 198:2.769640567116987 199:-2.351518223150181
--1 0:4.078942359243166 1:6.093703690833304 2:6.96241947795128 3:8.299717655972792 4:-9.120827242395219 5:0.5207517676313224 6:-2.539337296254871 7:-3.160062045697862 8:-7.923596111895999 9:-4.889791281519844 10:7.61219328014506 11:-4.919463403704635 12:-5.994407502676254 13:-5.734079272648124 14:-5.549532894090924 15:5.418646743127908 16:-5.018136520318723 17:5.288117809933084 18:-1.243197769510624 19:-1.895161758268358 20:-1.363494855651843 21:-7.261642375923305 22:-9.836566483874892 23:-3.733302988671765 24:-2.800083539611414 25:5.416703636832994 26:7.804437188474793 27:-1.09055957662901 28:-8.499374901319813 29:9.214907984984814 30:-0.652765781259012 31:-1.066875049021965 32:-9.567134169080454 33:3.764698617140203 34:-5.287982449426298 35:-0.9171338527517356 36:6.393744296637167 37:3.808737114108236 38:4.52393657802748 39:-8.680950888029832 40:-3.622044655850436 41:1.800492195985486 42:-6.849136905543406 43:11.03857079839245 44:9.47932390861736 45:-1.490584733049086 46:6.551334092320936 47:-8.338851584415796 48:-3.325578087005121 49:0.9530332350495138 50:-7.90581301170028 51:6.93078141800969 52:7.517798167860063 53:-8.255823871768728 54:8.340586511483835 55:5.218837663860382 56:-2.104908659620074 57:5.068371003271203 58:2.261836748855976 59:-3.140965449713254 60:6.608581731902514 61:-1.073983163209966 62:-3.783950451656582 63:-3.585155308275114 64:-1.808559621723664 65:-4.503322486946799 66:-10.50399261142595 67:-9.471753054120548 68:7.918103492873996 69:7.900804108186171 70:8.722574230105772 71:7.678432305188591 72:0.2103880677340986 73:6.440527997822452 74:-0.1077585818303677 75:6.074975010649673 76:-1.377128122151114 77:-3.170441742815692 78:7.881837550145571 79:8.615773278200164 80:-2.382917633514933 81:2.560919891384192 82:-8.579668565033868 83:-2.586770562515244 84:0.9848916998929819 85:7.273886977469071 86:2.033936628244951 87:-6.744305861568861 88:-4.38158680157594 89:0.01515873254540245 90:-6.152625734978301 91:-6.008840926114832 92:-0.8843310682550838 93:-0.8391782203864477 94:-4.158206931731921 95:3.806263999552232 96:7.586392454435716 97:-10.42650100786194 98:-4.540027494935594 99:-3.833879109609755 100:2.762136665807458 101:4.995918145980517 102:1.278134217416842 103:-2.723223695785907 104:-5.63790321667843 105:-2.987792358044539 106:2.427606997448742 107:-0.3658595186106292 108:-1.264961714791577 109:-2.012276469483806 110:5.076588932599431 111:8.7094885735295 112:9.814937337121222 113:2.339885876821103 114:9.420059893531928 115:8.355839136043093 116:-10.35588117598698 117:1.477992350526796 118:7.983071657464654 119:1.160670466491175 120:1.591590862726761 121:-4.975492680943604 122:3.953695286710325 123:11.17489215082628 124:3.788320681023667 125:1.836338565293407 126:9.116525528772508 127:9.757270127368015 128:5.669969036945746 129:0.01428576831575035 130:0.9237959374214922 131:-1.960255118231414 132:-0.05102695914136546 133:2.164230550122995 134:9.711365187523219 135:-5.733147657213037 136:-4.852398141089994 137:-5.868582520595388 138:-3.980340094872513 139:-0.7960311975327091 140:-3.106625332650052 141:6.461517008917254 142:-2.257979677121036 143:-4.730426619783048 144:0.1885454556135064 145:-6.128265504665558 146:6.669297396401557 147:-1.821315814362179 148:5.346985871486333 149:4.242912900774666 150:7.100720197406239 151:-9.290701112743681 152:-2.735270967819174 153:3.619932553368377 154:6.56356702600177 155:1.667034880006842 156:-4.529644503858882 157:0.4528898905570402 158:4.320249576881713 159:6.839758766456161 160:-5.214764072315017 161:-2.067149260075723 162:-5.850141747512976 163:8.119667197847861 164:6.138718584919713 165:7.752916705248617 166:7.838069038547256 167:1.496913448612395 168:-7.169138174012071 169:3.275411077055465 170:0.6667274761144786 171:-0.1965774513407231 172:5.614777483287998 173:-8.961666897566259 174:2.102540392330681 175:4.189300300213096 176:6.533284698603938 177:0.4923274465178262 178:-4.003761165763613 179:-1.15794172098472 180:-1.368214047918044 181:5.516827369264285 182:3.475887051838515 183:-5.805894738522419 184:-7.412659434109444 185:-4.703342048197556 186:-3.551181408878249 187:5.305837511515794 188:-9.07767580637714 189:4.084930578535362 190:1.075354168617791 191:7.770084407952145 192:10.40120199987574 193:7.342025511994199 194:4.766222581686864 195:4.743365066094177 196:9.028627192336129 197:1.68127076778943 198:2.073331066461745 199:-3.175901493343738
-1 0:7.658538331634327 1:-4.720240895011858 2:-5.041240169809019 3:-2.601061168495168 4:4.618293694315378 5:9.595623176204178 6:-7.862199470413679 7:-4.796393921991606 8:7.55274578465812 9:4.19952010485434 10:-8.065152225040363 11:2.339436536280722 12:-7.532528445477173 13:-10.89976756454134 14:-8.012611067117733 15:3.824618825255536 16:6.395184409933017 17:2.729661762562097 18:-6.996243705918128 19:-0.5847616704390302 20:-3.056544655009154 21:3.873441700164583 22:-9.342759937080308 23:8.580160541403858 24:-0.2064840691834909 25:3.840830567260288 26:-0.7899342851627082 27:-3.154537071795229 28:4.055181422278562 29:5.720293277821428 30:6.602447516035216 31:4.817091817512161 32:6.24698136932966 33:5.391511671259446 34:6.174463630496783 35:4.754156867450118 36:6.844339691372066 37:6.091690310947846 38:-6.994334277554143 39:-3.292672959307922 40:-1.77903124298264 41:1.847380976151396 42:-3.137514218588642 43:-9.385407314718073 44:0.1932152017610922 45:7.021107618740443 46:-9.49727685898325 47:-5.050467439179477 48:-7.504590434732578 49:8.316870370188372 50:4.319608931421416 51:-2.350908967985837 52:6.109053575173645 53:-7.658366786578847 54:-1.184800804200512 55:-2.988311735515512 56:8.406308826214277 57:-9.421619988720733 58:-0.881848110561714 59:-6.6121619252108 60:8.144478988418955 61:-5.410161579327647 62:9.581179313115003 63:-0.1202110389613708 64:-0.7607875913338749 65:-3.691258320949871 66:-3.057264070399259 67:6.604106808661778 68:9.345926464127105 69:-4.25915025759389 70:1.055434125391584 71:1.854991255540449 72:-0.6517442333048302 73:5.387941662905501 74:-2.973932860290915 75:2.839589505308964 76:2.166316809255008 77:-10.59904708809422 78:2.698546890416351 79:5.1488716491755 80:-4.327493560298512 81:-3.715715428624433 82:2.601561728588769 83:7.159580971659918 84:5.906897505524526 85:5.506074735108333 86:-1.826103022542365 87:-6.755398677357296 88:-1.545705388079756 89:-6.248978251342773 90:-3.878432997587349 91:-8.091505065957229 92:6.530422843364134 93:-6.61174148279955 94:-4.363132222255921 95:-8.91783442435872 96:9.510920436778751 97:-8.594920042516128 98:-8.237138736798748 99:-1.051813138669606 100:5.183905480946771 101:-4.82003088603742 102:5.041979519194886 103:-6.869956988827369 104:-3.91615197192674 105:-8.884351671607604 106:0.8395818561434059 107:-2.730005880085997 108:-9.55817211033861 109:3.767071329354236 110:9.188718185448364 111:5.789417018350909 112:8.949769838745746 113:-5.455315181920077 114:8.061331121064789 115:-8.662590946994229 116:-4.104172458527179 117:2.778345898143774 118:1.540082595351832 119:2.658377763139158 120:7.488650929307578 121:2.230886725024839 122:-7.507434698969312 123:-2.61408654548568 124:3.947457204434019 125:7.312051090517042 126:-7.566975412455863 127:-0.9679843868470172 128:6.093499662234805 129:5.942232431388745 130:-1.369012217701074 131:-0.4436636112778651 132:7.190187839915477 133:0.9919733367363255 134:-3.836760552986146 135:7.754504628599889 136:-2.158590059377453 137:7.293255809604347 138:-10.00673481493204 139:0.3346495496158345 140:-9.59764782821102 141:-7.477375383406012 142:5.645342673908673 143:2.946133136233371 144:1.099714976351677 145:-6.107559645521902 146:-2.459889635403709 147:-8.263103307304672 148:-2.007910954787085 149:-1.427053235671841 150:-3.633571102230848 151:5.388963537582212 152:2.515456632952707 153:-4.129397368712588 154:-8.879514010861286 155:-9.323075184502311 156:7.586096935015422 157:0.3168183742523993 158:-1.547820609309527 159:3.252861961470157 160:3.653154471889188 161:8.214085136007794 162:-8.486951225121182 163:2.208468796896787 164:8.068739571105416 165:1.55032938412908 166:-2.886931302648035 167:-5.808402508002972 168:3.762760526530947 169:-2.471136909208015 170:-8.46324041353739 171:-8.412328180040873 172:-5.757787046240027 173:6.777119975041254 174:-2.919162846141528 175:-6.636919656904082 176:6.597395439604207 177:-2.899509334146472 178:-4.286919389466309 179:-5.407354234924444 180:1.398347265727789 181:6.529353187192347 182:5.383074284853246 183:0.8420741623127921 184:2.329907298821151 185:-3.918302640892542 186:-4.877011336032159 187:0.06176637673388607 188:10.58725555667453 189:5.677857018820969 190:-8.478819008865058 191:-1.760817040152366 192:5.259921787648537 193:-7.163988984984716 194:-0.08063126264739096 195:-8.396102266225705 196:-10.15673441240155 197:-7.912443794673664 198:-4.593228284670824 199:-6.484668689638084
-1 0:8.029311484769433 1:-2.149630883676232 2:-3.613164643398921 3:-3.02249283392482 4:4.168452068781406 5:11.14738579447714 6:-9.12399170519658 7:-4.89115520826062 8:4.55572571833085 9:6.704720433127799 10:-7.525818380942403 11:4.149623224411783 12:-5.76079593727793 13:-8.889821570396448 14:-5.993775269352184 15:3.867953437858662 16:7.341059476389241 17:1.957296385072801 18:-5.698313915262486 19:-1.445847542427637 20:-3.408622221371997 21:3.696337459491129 22:-5.631328886004106 23:7.282041589475075 24:1.828063138622631 25:4.253352782811258 26:-0.8304085763628497 27:-2.838807488923848 28:5.320230335167219 29:6.546554825655728 30:5.393441498922408 31:4.286560089687286 32:6.041651617520396 33:4.839923511020783 34:5.793482690399994 35:3.57176020895559 36:4.733985450599972 37:5.43904476652883 38:-7.727031994357836 39:-4.799428554502931 40:-0.2246756510253485 41:1.26849753424661 42:-1.418075272300577 43:-9.577876680304609 44:1.760349003686202 45:7.597337600895363 46:-9.287874046401299 47:-4.152183759247804 48:-6.451519193755169 49:6.797536018853394 50:3.661155471889852 51:-2.908907401583658 52:7.582679110812528 53:-8.920456336218964 54:-1.852156117657926 55:-4.770567753269017 56:6.479092016480092 57:-7.103935890794696 58:-2.971031236934338 59:-5.862928854498108 60:6.930676762678249 61:-5.425456979228823 62:7.064157777912225 63:0.2504353429143718 64:0.8365726499820899 65:-0.8281367889649291 66:-5.017361551886859 67:7.839562458668052 68:8.717485740157146 69:-3.568169585865928 70:-0.1800599922388024 71:2.816020395031044 72:-0.9896982868428095 73:5.797620054309504 74:-3.758935613384784 75:3.775388956416264 76:1.071984466578265 77:-9.345181347918462 78:0.9418502319378648 79:4.739894472616345 80:-4.698059875766468 81:-2.878611130213874 82:1.935964616508673 83:7.516021960070709 84:6.845526000497827 85:6.112435033556245 86:-2.151708132136374 87:-9.321856874917662 88:-2.132308381034361 89:-7.825807418546457 90:-4.774215416912654 91:-6.020042820046202 92:8.873091797359375 93:-8.134811553398375 94:-4.609832930966137 95:-6.400978767548361 96:10.18759147123617 97:-8.468282484699364 98:-7.684569124477538 99:-0.9511445862898426 100:4.556315819051106 101:-2.515466138355623 102:6.455731400597562 103:-4.969546274654405 104:-4.473670402360284 105:-6.544351499428192 106:1.38141112532762 107:-4.1301504412584 108:-9.359801286430402 109:5.43383560057556 110:11.1851107976799 111:5.549755145302434 112:9.583048464919255 113:-6.329741690240543 114:9.505288734921031 115:-7.111379975083843 116:-5.120719369212599 117:4.703069562778325 118:2.234862761531022 119:2.686527189817894 120:8.503925915547153 121:4.318270207289928 122:-7.716259249094283 123:-2.272282712054803 124:3.313921969615634 125:6.179741469832151 126:-7.423219995637032 127:-1.564130124588365 128:6.01700038480936 129:5.254627454723605 130:-3.598411113949644 131:-4.113451917033202 132:10.28828359461194 133:-0.5578962810966048 134:-3.125230180424694 135:5.991840849532672 136:-1.966757604901743 137:5.982092914933989 138:-8.490048742210986 139:1.774638139714574 140:-10.29344150957261 141:-5.425718320096723 142:5.750500748965594 143:5.18153101050085 144:2.117699595640818 145:-7.398311983995844 146:0.05986878141459528 147:-7.847507630435578 148:-0.4877642770427226 149:-2.182521988772018 150:-1.987636531590913 151:4.163379239099243 152:4.978141349573325 153:-3.442115711206235 154:-9.278275256084346 155:-8.958531374390054 156:7.578282048358425 157:-1.1391054632522 158:-2.902719522586413 159:0.6368491586189913 160:4.298524007672859 161:5.098581861668722 162:-9.20229065047775 163:2.325621329261724 164:8.304623086454649 165:0.9593474182999056 166:-5.032461648438203 167:-6.858562009193389 168:2.533886949136498 169:-2.269867755674754 170:-8.275571813955439 171:-8.232959501042377 172:-6.39463866026978 173:6.36778474287976 174:-3.288094820404263 175:-5.436581633899101 176:7.163107306615704 177:-2.325776002699743 178:-4.74187708361937 179:-3.867208077649447 180:3.599840160852605 181:5.885679627860819 182:5.909629350806032 183:0.09821866081186353 184:1.371342101318136 185:-5.152295061155474 186:-3.238818591026827 187:-0.697958538325723 188:8.481396875959982 189:5.246665210167704 190:-9.560348489689167 191:-3.312009991741968 192:5.192819610639628 193:-7.569824342975606 194:0.3388288091985405 195:-8.461604332413085 196:-8.535011854150616 197:-6.90989458504748 198:-4.753784136571872 199:-7.078073625867629
-1 0:7.812163263951099 1:-4.16778462365426 2:-5.258702462710803 3:-2.735935057561217 4:6.484327560870515 5:8.05089742994365 6:-11.47073736111556 7:-5.715432046750121 8:7.773581892020506 9:5.94840532143378 10:-9.052231094268377 11:3.09911310547654 12:-8.190717371917698 13:-6.319223028011852 14:-3.565405934646805 15:3.532988083268632 16:6.306038984318372 17:4.362515115874866 18:-6.579378238848394 19:-1.214815598735379 20:-1.343187725654493 21:1.93032662310929 22:-6.363558030486857 23:8.273352917500834 24:0.1650380809977425 25:3.572410033828253 26:1.010420980520818 27:-2.867859839725207 28:4.039446168422247 29:6.542616890039368 30:4.995817881438556 31:3.956462044669818 32:6.467902677509675 33:6.183898648747522 34:5.899606733227179 35:4.245803745177465 36:5.794263800149564 37:5.072720022257455 38:-7.801286149799531 39:-4.113648368221062 40:-2.086526489985274 41:0.9836831983515817 42:-0.1740862521119111 43:-10.41781442855373 44:3.726941350703027 45:8.616288103915501 46:-10.42991651850079 47:-3.001806029962291 48:-7.379161856040388 49:5.1384068871293 50:2.943502393891226 51:-1.117115473210513 52:9.206591716548141 53:-7.777864413844396 54:-1.479985061079481 55:-3.161793675555384 56:9.388991159792777 57:-5.791777947770887 58:-1.644220679148287 59:-5.816845599298673 60:6.377556126458241 61:-5.804428387856517 62:9.481500433886076 63:-0.5702768327395131 64:1.336062502918497 65:-3.079219012034108 66:-3.446868047088927 67:7.529578149317789 68:8.566599840166447 69:-5.722589992956102 70:-0.4623341233759595 71:3.682460617681676 72:-2.633875972518053 73:5.856731169407475 74:-4.506697784236952 75:2.664812052815396 76:1.994138618308829 77:-9.164498592309943 78:1.842863103766256 79:6.179251021418721 80:-5.577241291321934 81:-2.101405838647601 82:4.750954027319741 83:5.398067988882019 84:7.394993632084485 85:6.055908255244817 86:-1.394879854173818 87:-9.756235940556431 88:-0.4641242994887932 89:-6.914673739680296 90:-3.979264337336793 91:-5.301847557188134 92:10.21086849362332 93:-7.94440292989611 94:-6.985653303772628 95:-7.921929734842657 96:9.912386665847137 97:-7.41208419361767 98:-7.924737724168126 99:-1.650094019274056 100:6.667514120834126 101:-3.843126796177591 102:7.539327432974887 103:-6.362346011960762 104:-4.518192399692362 105:-8.298677645551551 106:2.952111666438037 107:-4.715709818611518 108:-7.821056007631702 109:5.619044365067669 110:9.873674261531779 111:6.712445467400805 112:9.832220840972434 113:-5.953539587611748 114:6.753093864653287 115:-8.472383084162518 116:-3.169341901937148 117:4.519582122045649 118:2.784783125686722 119:3.349497846145552 120:8.693416107444531 121:5.47051070420659 122:-7.26900828982637 123:-2.646317785682594 124:4.564498838221511 125:6.111491145550765 126:-8.772523738130815 127:0.8161242005471669 128:5.683083084045753 129:5.142387853661179 130:-3.298430550204552 131:-3.719632981780066 132:7.892720876656768 133:0.4954152886032758 134:-3.175718371760732 135:7.428276933389238 136:-2.720158773879536 137:5.203249329124811 138:-9.600651865161744 139:-1.023159800865033 140:-10.38285623864981 141:-7.390037675635265 142:6.601510459826809 143:2.375591380918466 144:0.1168330042405746 145:-5.365464851628892 146:-2.109549459087831 147:-8.817080925982882 148:-1.287566083441084 149:0.4016159792765257 150:-3.819432502695641 151:3.70448399183129 152:1.333883773897338 153:-5.100602199441305 154:-9.099448670865398 155:-7.137079905703988 156:8.293794799213874 157:-3.168363239128709 158:-1.340488405222597 159:1.354735369140491 160:7.02356312977528 161:9.406322414755289 162:-8.340865569319224 163:2.717331999195697 164:10.49099001150952 165:1.097466281402368 166:-4.43335416836094 167:-6.053549352564792 168:2.060645404968057 169:-0.7136299099327978 170:-10.92637615500088 171:-6.946213233288567 172:-6.273308199235644 173:6.874672639520242 174:-3.361422403170338 175:-4.719724832760771 176:7.944005167251266 177:-4.312044247193122 178:-3.976036242257565 179:-4.609992192082894 180:2.199046795426439 181:6.220737655675229 182:7.008736940492362 183:-0.4192170501985708 184:2.246036945029709 185:-5.230457646227232 186:-5.126262472391672 187:-1.208340573527214 188:9.50640634816641 189:6.895195030584275 190:-10.07578380050293 191:-3.219138887514577 192:7.154299609207117 193:-7.734814598159713 194:2.113620491273327 195:-5.68579055358871 196:-10.90982675011218 197:-6.792738758564926 198:-4.356795379823738 199:-6.665580515922674
--1 0:2.143217587684404 1:3.46932955876738 2:7.695369493597676 3:9.553113737415019 4:-7.925516495776009 5:-1.639715321588012 6:-4.449298681495003 7:-2.457625621426058 8:-6.998288829961853 9:-7.945713999532471 10:8.107381925720869 11:-5.080432596103661 12:-8.91968528822777 13:-2.463068901962771 14:-7.897055933379156 15:3.229240906520237 16:-5.503282983855508 17:4.651152522574336 18:-0.6542265443275039 19:-2.165104113394352 20:-1.0320076070738 21:-7.577960441815034 22:-10.13433959828424 23:-4.095305458487862 24:-0.3236000877345426 25:1.681143303910277 26:7.24625865181621 27:1.708200533758446 28:-8.293262733614579 29:7.979485087918791 30:-1.568507297716344 31:-2.033546202073778 32:-7.041934365017553 33:-0.6833410786614396 34:-4.469341337609327 35:-3.185799525646118 36:4.857265971954711 37:2.657771029971792 38:1.580746314269494 39:-8.317028334439195 40:-0.8796466446371858 41:3.549177457301062 42:-6.920868549396071 43:9.14758156834861 44:8.483620586742395 45:-3.301360131665795 46:7.668550042499975 47:-6.547214038276367 48:-3.996179874773877 49:4.58704306938859 50:-8.74504821784382 51:6.841484450800783 52:6.270887171431268 53:-6.958368255585479 54:6.984614169464091 55:4.790081198714324 56:-1.821491575440247 57:6.056267500229302 58:2.870536827963462 59:-4.203213971194978 60:5.783233256131873 61:-0.8572837335538651 62:-1.894123413753109 63:-2.910628504403288 64:-2.56839127560278 65:-5.217530712975946 66:-8.746749337151883 67:-9.909892962349405 68:9.288219957132261 69:6.097101321678961 70:6.675148441416254 71:10.0583149348952 72:1.266131719206768 73:6.990235997200731 74:-0.01009223048819791 75:4.74211658820705 76:-2.886152971061505 77:-4.291801911099106 78:10.14646776535589 79:10.78710957946522 80:-1.328993565908796 81:-1.779549261205791 82:-6.655337524357114 83:-1.173845984805479 84:-0.7088023626707745 85:7.591081683152064 86:0.5240815366365799 87:-4.188858394825301 88:-4.119819045765789 89:1.759488068877856 90:-4.269017183838663 91:-4.026982098250508 92:-0.3723562814611019 93:-3.299540274394274 94:-5.093295799776646 95:2.123130998828191 96:6.351736875655901 97:-9.964110472362581 98:-4.833107656773942 99:-4.919460241996216 100:4.365303171784904 101:3.630824606256655 102:3.220449024830005 103:-4.384815020121022 104:-6.570765315640961 105:-3.377470103055265 106:0.9477581167101147 107:0.6463112721755897 108:-0.8970369750834397 109:-1.939725990746467 110:5.754774805115355 111:9.694978518604497 112:8.664726821826793 113:3.247725764552198 114:8.526473536337381 115:6.978197776994517 116:-9.78076811946026 117:1.32604263055373 118:8.797075686906588 119:-0.6678740494236375 120:2.642767683056191 121:-4.647741987185615 122:2.41601179057827 123:9.488082932733242 124:3.738532454926178 125:-0.7535071828721768 126:7.200899007604852 127:9.311353732598423 128:4.308369298206408 129:0.6588116356545248 130:-2.35528203831109 131:1.089661658375335 132:-1.933992409585706 133:2.041759066112961 134:8.164928039261536 135:-7.948193868408398 136:-4.959280319050684 137:-4.578156284583076 138:-4.540166761116703 139:-2.09606134484773 140:-2.98964217581936 141:4.665817416110619 142:-2.139943911822009 143:-5.918649923924239 144:-0.3449415225142626 145:-4.68118061228558 146:8.783728150908306 147:-2.156240922546463 148:5.497592099593682 149:4.871169883355335 150:6.990152703941045 151:-9.873199185917246 152:-4.62107992272136 153:3.712477099865658 154:5.187525968684434 155:1.783718145044867 156:-7.171732402116096 157:4.242611247350085 158:3.876189753384549 159:8.222954922891414 160:-4.573028412368437 161:-1.283906741444892 162:-7.332398254881078 163:9.545269167419191 164:6.390148589378765 165:6.163322543368445 166:4.355646418077145 167:0.9138436977735553 168:-6.099785944182051 169:0.9887519604370119 170:1.20751484188757 171:-2.503258440927433 172:2.47495211115016 173:-8.405933702678469 174:5.401196697947206 175:2.967377752044762 176:6.829066325418748 177:1.603442377404512 178:-3.070487594909743 179:-0.642222248979613 180:-1.205726994892748 181:6.149419665392201 182:2.239019191478611 183:-5.252974692469974 184:-6.629992790967852 185:-4.893249368108384 186:-3.235078374607083 187:1.626266403586835 188:-10.17476652937904 189:0.9971241165561504 190:-0.4028474920493527 191:8.352781968339759 192:10.4735722197005 193:8.952151803599337 194:3.682928208211811 195:6.45537539265865 196:8.624570718061202 197:0.8546306932521768 198:2.645730511308368 199:-1.748471318445556
-1 0:7.746538406390236 1:-4.701234620505309 2:-4.441754850675456 3:-1.471387332116838 4:4.084451411550115 5:8.841629362037848 6:-8.88487468255035 7:-4.405843348891606 8:7.217841484752952 9:7.309797321066439 10:-6.511587732299814 11:5.232171832984515 12:-8.280211917884881 13:-10.2710262207356 14:-4.359838491096356 15:3.530336866202215 16:6.100194393520404 17:1.288643175225114 18:-7.039694796990857 19:-1.832092200263033 20:-5.158073153302925 21:1.183464255203933 22:-9.03643989651804 23:9.520121622987949 24:0.7026824522672941 25:4.537530781176432 26:0.9991917900052325 27:-1.526196731082082 28:6.308775993575642 29:4.888904509064527 30:7.499690013131364 31:4.914125573684234 32:6.390241140968893 33:7.114193530164813 34:6.218644367582566 35:5.259388380121933 36:6.767466503801026 37:5.642824032223216 38:-8.529457228576364 39:-4.401873924847913 40:-1.506254172684246 41:1.731191124191819 42:-0.441707876624303 43:-7.168006309482129 44:2.329470849047287 45:5.183749514593808 46:-9.840098430574784 47:-5.39390759649348 48:-7.483172382001911 49:7.252193455018819 50:5.737611984108046 51:-2.960141789105955 52:7.799710662096929 53:-8.811102498421583 54:-3.184749311618444 55:-4.679548378546235 56:8.659987124070174 57:-8.578067287066228 58:-1.215792173971288 59:-4.865432880596133 60:8.864412281706899 61:-3.673847715853997 62:10.91510330251159 63:1.283247418823536 64:-2.116015049138761 65:0.3571936206747943 66:-5.748566514352067 67:8.618544130476632 68:9.163949681758492 69:-5.030159827728125 70:-0.7212717338408583 71:1.467468223694591 72:-0.9371185640538032 73:4.318205678350005 74:-5.375993195707868 75:1.766041275343165 76:0.5692784255888226 77:-10.90780081151941 78:2.796798687843488 79:4.907199599043108 80:-5.039066884770791 81:-1.188143826132407 82:1.954516648547732 83:4.406771878770783 84:6.25266634457934 85:5.833600256867365 86:-1.294474847710047 87:-7.436762155190992 88:-1.534317061102401 89:-5.15982855890681 90:-5.649208059516852 91:-7.35684351644622 92:7.760289318330072 93:-8.100747618082854 94:-4.84663852891931 95:-8.250238854113507 96:9.797768214452189 97:-7.717940314042069 98:-6.256324400620491 99:-1.972937182761148 100:5.4808979535078 101:-4.349203314338118 102:6.097623440957777 103:-8.409435430967802 104:-5.929221397306669 105:-6.141361961070365 106:1.812924650122487 107:-2.421733251556121 108:-8.632811520848787 109:5.144376441049856 110:9.422815527379052 111:6.776919081641653 112:8.346594121765321 113:-6.77575793207412 114:8.072282712660666 115:-6.782837286928261 116:-4.380629767009742 117:3.069579231173527 118:2.055302556401478 119:4.25870380526249 120:8.0080134204324 121:3.880717577485071 122:-7.502676860599541 123:-3.914435082570903 124:6.540181911558528 125:6.726291161053631 126:-7.566887826257487 127:-1.424262088131331 128:5.260812696355242 129:5.570221057628514 130:-1.724481093443154 131:-2.324094942842305 132:9.241013080525706 133:2.382844882946165 134:-4.882891037069557 135:5.606123633033386 136:-4.85588446768956 137:7.866859989545241 138:-9.612001240014305 139:0.5981131596832741 140:-8.227005687841018 141:-8.085069592942512 142:7.257391181727829 143:3.189152158153794 144:0.9841518687947068 145:-6.567968573989229 146:0.3571142572244956 147:-7.54652786562687 148:-1.943230740780435 149:-1.107986292505269 150:-2.626148381984323 151:5.329368212475933 152:2.552714287449126 153:-4.925663550948348 154:-8.867812661580301 155:-6.528055676869986 156:8.606296693048355 157:-0.5198180908838592 158:-2.062919688047578 159:0.3864969167779571 160:5.367705321153754 161:8.66570596980921 162:-8.022884568763258 163:1.357467935405882 164:8.473577271839057 165:3.558674381885625 166:-3.517117433097803 167:-5.084973801363112 168:2.667366257802893 169:-4.327445678226232 170:-10.40660613530425 171:-8.832557287884763 172:-5.115451012993161 173:8.525846981876555 174:-4.759190356355953 175:-8.030135269206866 176:5.572290749234939 177:-4.814928078845579 178:-4.174908990049023 179:-5.907022392305809 180:1.416410360969594 181:5.524320735774446 182:5.478275640662349 183:-1.412315300672336 184:1.480299138966586 185:-4.133565838746372 186:-3.559489926387637 187:-1.432603435995827 188:7.504546405114979 189:5.657312312941913 190:-7.919270119136094 191:-2.845504395553079 192:7.216512210770665 193:-8.806350385783936 194:1.537238372496568 195:-8.481635168912174 196:-9.509530678228067 197:-6.985690900284509 198:-3.25695117315184 199:-5.734160164714841
-1 0:8.160122197042799 1:-3.660447513428655 2:-6.291946613147184 3:-3.960258322326471 4:3.60389041520081 5:10.0175863498461 6:-9.941020862254568 7:-7.256550741839042 8:4.95997335813577 9:4.959285975533913 10:-5.564263974528343 11:2.769496420290403 12:-7.539988867803859 13:-9.525637776688738 14:-5.321937227125263 15:2.575447132801547 16:6.267787760116105 17:3.172342409211909 18:-5.361918166870374 19:0.6494735129388252 20:-2.935005688051024 21:2.949648566412974 22:-7.175431398956738 23:9.317105748834614 24:-1.151199102078162 25:3.486171252324924 26:-0.03286574155419542 27:-2.288977339265106 28:6.211213573857282 29:7.69375248755059 30:7.777017353115207 31:3.066893326968394 32:6.212378934789284 33:8.667264390068144 34:6.484730003812013 35:4.247214214258208 36:7.86207236837248 37:6.235007418903564 38:-8.649272701876084 39:-4.089901953229662 40:-0.2560595821777222 41:1.648240651479284 42:-2.168323602611474 43:-8.711676748745727 44:1.442892411101435 45:6.896045201643284 46:-9.661280349861112 47:-4.507087552267272 48:-7.209881231450985 49:5.152346042805331 50:3.394799258900194 51:-1.400417349009861 52:6.609264231184735 53:-8.088133184613218 54:-2.04673235293418 55:-4.189336048053167 56:8.951628331296842 57:-7.830227630007735 58:-0.2505792849777098 59:-5.509111014288194 60:7.2324740979798 61:-7.811737714138484 62:8.921052603837984 63:1.082692669659646 64:1.316104512954961 65:-2.261825219857455 66:-5.192070472593787 67:8.985247163021256 68:9.805773854945619 69:-4.276546767661339 70:0.4644415124338169 71:3.129574791547136 72:-1.510076806077494 73:5.056492881580833 74:-4.023543024294328 75:1.47095098438945 76:0.1900448457027415 77:-10.03636234512746 78:1.16906760133046 79:5.230636102337822 80:-3.937624881418062 81:-3.898814532584021 82:2.785855591498513 83:5.991236140212854 84:6.182797748088268 85:7.448381467338732 86:-2.42742067835411 87:-6.283017529902843 88:0.7537587459822062 89:-6.563658803103538 90:-3.983859328737116 91:-7.103135810711088 92:8.303033051631553 93:-8.615718013422386 94:-5.452379915916745 95:-7.143592590478476 96:10.27788545622964 97:-6.434647777524713 98:-6.170160402886781 99:-0.9995443118209899 100:4.236544692315838 101:-2.007804462974464 102:6.662720047635882 103:-5.603440013492946 104:-7.029870751559637 105:-7.702488529884095 106:0.1065539742453965 107:-3.686869081464438 108:-8.275724768458772 109:6.892810682340093 110:11.89925552998591 111:8.51820880130734 112:9.580085625735171 113:-4.729200278401188 114:10.40058586798384 115:-7.000052967016929 116:-2.518566015530627 117:5.21395240692808 118:1.900351469246017 119:1.764306225004499 120:8.952024121834308 121:2.234495434748346 122:-5.835139931426741 123:-3.434153955254469 124:4.502076063757019 125:7.980787886207311 126:-8.151866883546225 127:-1.51960442014425 128:6.426790701159961 129:7.159640854220333 130:-4.428332914781838 131:-2.935064712061022 132:10.66856320151713 133:0.6787669743701654 134:-4.090439974745616 135:8.693979987225347 136:-1.744093386596323 137:9.493287939527367 138:-8.706396612673133 139:-1.477303245032713 140:-9.787232558048517 141:-9.737068394676339 142:6.388951219754293 143:1.754031031082872 144:0.8993311302981195 145:-6.942933386683839 146:-2.430080966884379 147:-8.589086573647505 148:-1.56564665678008 149:-1.938365359218047 150:-1.855148547843015 151:4.943543405655713 152:4.896928065450929 153:-3.519546276454966 154:-9.487759159116518 155:-6.376361216056898 156:8.02172016833088 157:-1.913646831714121 158:-3.325587762784479 159:-0.1868406511805802 160:4.93402142329148 161:6.940508652542347 162:-9.565330338467087 163:3.090868009016761 164:8.316391061673666 165:0.9340926657119553 166:-4.568391051445051 167:-5.496874467143944 168:3.32313453403462 169:-1.725008430904163 170:-10.94815202418654 171:-9.482259360389692 172:-3.403295405953169 173:8.846548625095897 174:-3.517269805164942 175:-6.228170443370783 176:8.704652894115405 177:-3.548063615583978 178:-4.483091098956155 179:-3.53764102251447 180:0.2492485353902714 181:6.112709430244203 182:6.740196639081964 183:-0.0413842322961151 184:3.867465886767928 185:-4.165427973013453 186:-2.586972447762977 187:-0.466528961850291 188:9.049441701499777 189:4.757987317480581 190:-9.485106639817538 191:-2.520436915578157 192:8.160104044802514 193:-5.49911955732678 194:1.712793925762357 195:-9.357689749200233 196:-9.44693422820851 197:-9.898379659228791 198:-4.939232961067629 199:-8.942000344703466
-1 0:7.746245015784504 1:-3.097588930977886 2:-5.197821758966493 3:-3.682898539714905 4:4.683633337406432 5:10.62761322823442 6:-10.00426138213039 7:-6.236541208448765 8:7.20684658425982 9:6.650184723487175 10:-8.531953099518688 11:5.438535965462558 12:-8.15505605350817 13:-9.199880241960988 14:-4.546072560647673 15:4.353627815357172 16:5.510345797363755 17:2.755127149753903 18:-7.310891427865099 19:-2.404135455539064 20:-1.577829296531399 21:2.124655650873715 22:-8.12898453676727 23:10.26647331449681 24:-0.1301932341758069 25:3.729413037912689 26:0.1879856362495185 27:0.0104098254976881 28:6.335605358663671 29:6.271322746963325 30:6.194989275418303 31:3.926916306739738 32:6.146634712698702 33:5.742338253333029 34:7.049726909284167 35:4.20016782146307 36:5.949475365476478 37:6.213812229639375 38:-7.737133626522564 39:-4.360789369367869 40:-0.5454108283994439 41:-0.6659025283021049 42:-1.525313235025899 43:-7.929131148212321 44:2.427084588743601 45:6.920631118990079 46:-8.390251436480229 47:-5.622769551211499 48:-7.748633433758964 49:7.124940296170434 50:2.472567381387309 51:-2.499254770378752 52:7.053329483963021 53:-7.0503309471887 54:-2.748389614792839 55:-3.626492161489137 56:6.658869966753686 57:-7.971363456376989 58:-0.07448355100728188 59:-4.861568179827334 60:6.8861852105089 61:-5.261336302396244 62:9.238892300846487 63:0.7726106538975698 64:2.208132630678648 65:-1.300583180023112 66:-4.636923938513214 67:9.908242003078506 68:7.975376233257834 69:-3.994685390799175 70:-1.168881234641193 71:3.221862198428101 72:0.1881474486915462 73:4.899356742955993 74:-4.128645436519664 75:1.507253585330394 76:1.277018738027492 77:-7.670406183432416 78:2.187462022753779 79:6.918841101679535 80:-6.708409473905123 81:-4.252633342383242 82:2.012855773517916 83:5.233525848477621 84:8.06026385954004 85:5.927572506774307 86:-2.241429763206231 87:-9.155545522144932 88:-0.472554817165094 89:-5.327115486024449 90:-4.182545223226425 91:-7.864558865924017 92:10.00940475813955 93:-9.165695414360089 94:-6.386481230296986 95:-6.633390314749582 96:9.164488338924437 97:-8.281937251251833 98:-7.799523181344261 99:-0.09729683541412482 100:3.895854328765838 101:-4.916827001853556 102:7.397470081720471 103:-6.889783301221053 104:-3.578355012657744 105:-6.819837082348569 106:3.413857581490887 107:-4.227909264134917 108:-10.54306608906133 109:5.387066363871774 110:10.64340232594873 111:5.501636897442696 112:8.192610279069376 113:-6.197987619308583 114:8.589233823439002 115:-6.95805003132911 116:-4.333486384176632 117:4.198791795515006 118:2.982584548221076 119:1.708923797157535 120:8.066907103345351 121:4.566774202484521 122:-8.061323048680833 123:-2.676877477831086 124:3.535054900563853 125:5.516987150105566 126:-5.699407040051049 127:-2.33158230442315 128:5.928413674507729 129:6.446676965291319 130:-2.548810250416139 131:-2.664923692204752 132:10.66280923830784 133:-0.4129680716139163 134:-3.825542283591348 135:6.401735118050374 136:-2.598934821416025 137:5.195195629878597 138:-8.980445501391248 139:-0.1489092691353665 140:-9.633471491904862 141:-6.947839111686434 142:6.26705565206547 143:4.691134135331332 144:1.205824682031547 145:-5.175346461354343 146:-2.140587476550464 147:-8.774037794003004 148:0.05213710125881477 149:-0.5094549960572592 150:-1.961880365703657 151:5.243967634899771 152:3.376596094983805 153:-4.061697504509678 154:-8.028684142970542 155:-6.210805544726145 156:7.956989410927147 157:-1.463208118804384 158:-3.652215943188845 159:1.964207247481017 160:4.427641607277905 161:7.081124083273192 162:-8.362128938730159 163:2.431082121585026 164:9.657889472390236 165:1.142616461576717 166:-2.49042714805722 167:-5.963611131465217 168:4.40252261189567 169:-3.407022907988069 170:-10.82075847629306 171:-8.499968867314811 172:-4.06311030168567 173:8.728811444234811 174:-3.607378096920258 175:-5.035123746374952 176:6.633696609605716 177:-3.863868526340713 178:-4.82488132149273 179:-2.436038289510653 180:2.180176344879423 181:6.94659232869112 182:5.397761351917441 183:0.6948155575194648 184:2.647536307292796 185:-4.037503499587162 186:-5.142803978080223 187:-1.113225926054682 188:9.004269530029731 189:7.005736596958822 190:-9.618738355551637 191:-2.444240804009534 192:6.172365100852413 193:-7.693342777559843 194:-0.1396496927695552 195:-7.700011475790273 196:-10.28814221461819 197:-8.243931473335664 198:-5.361366797295525 199:-5.820371025173263
--1 0:2.187788300373561 1:3.657294685788447 2:5.014320327724691 3:10.25953752466761 4:-8.191173329060101 5:0.5188137093990356 6:-3.220030227627794 7:-3.334030070938174 8:-4.480701482833176 9:-5.913882457959946 10:6.003739226566382 11:-4.985607782091948 12:-8.264916033899022 13:-4.680496851798078 14:-6.01142313060421 15:5.666722614560451 16:-4.765092583607498 17:3.4900711446675 18:-0.8409118559843682 19:-0.8684944595390098 20:-2.224428333843354 21:-9.864906497214063 22:-10.28421215420479 23:-2.071572054376225 24:-1.652404163507948 25:4.490310532396841 26:7.121981024858957 27:-2.233517604057249 28:-8.596457191233302 29:8.137087592437593 30:-0.7639998873467948 31:-2.003912711439058 32:-8.199396494342206 33:2.432321712455058 34:-3.789931662500725 35:-0.392715420416327 36:7.132500318381508 37:4.499889057943534 38:3.092744390611482 39:-8.10228910275749 40:-3.197972313544879 41:3.886647232395796 42:-7.008507823718545 43:9.854548292248079 44:10.40554285590527 45:-3.764320300087208 46:7.41041564157577 47:-7.790550288981352 48:-3.24169089754931 49:1.380020918153763 50:-7.762663314673993 51:6.024651947192161 52:6.237152613030393 53:-6.906265666673881 54:7.833083212554754 55:5.980621068328021 56:-1.971053763325882 57:7.27602925298935 58:1.056365542060424 59:-3.603589000713335 60:8.040154665895203 61:-2.907019311744917 62:-2.442372752528577 63:-2.432164772782584 64:-0.6288732831584141 65:-6.30429295032844 66:-10.44141366302684 67:-9.424028111101419 68:6.848838979936831 69:9.427631887990472 70:9.221392186149952 71:8.47925573607456 72:2.048900921622106 73:6.222801075399391 74:-2.02818537977917 75:5.241273481785369 76:-3.254494317132596 77:-1.560375612860724 78:7.096667637047157 79:9.126705948938071 80:-0.3738116832402933 81:1.535771099939848 82:-8.99143253517083 83:-1.261955443534262 84:1.832614957431161 85:7.402644101736836 86:2.406619900718643 87:-5.637713507730714 88:-3.565721046736472 89:-0.1221863889184718 90:-3.032162136868512 91:-3.866197711632704 92:2.630990018388923 93:-3.37671699635608 94:-4.743057998511744 95:5.107258091761283 96:7.332881754640396 97:-10.90578357272454 98:-5.734851678029472 99:-2.019122883082131 100:4.567391668930083 101:5.014881415458778 102:1.399737638832399 103:-4.694555281571918 104:-6.374506628394301 105:-1.544230102317036 106:3.006141221185356 107:0.2518837749089362 108:-0.8967635418064408 109:-2.027415403815522 110:6.2758905231008 111:8.088382867864043 112:7.666562781759433 113:0.9339285683268522 114:8.666508682375511 115:9.234026960468936 116:-9.043662698571111 117:1.557388075920977 118:8.511039834068717 119:0.9904863951274905 120:1.926542042842722 121:-4.284191499308214 122:4.111236736871064 123:10.27512568757016 124:5.078808263220902 125:-0.07325026045439054 126:7.040372020205383 127:8.652141157362442 128:6.124990835803015 129:-0.515545753300847 130:-1.171029220375404 131:-0.7120452063341363 132:-2.495334601152823 133:2.084619181095257 134:9.912670684284263 135:-6.251008296112778 136:-4.170305924876383 137:-4.068743400146521 138:-1.766218599064191 139:-1.302034448146367 140:-3.349214694983039 141:4.102982362358715 142:-1.306953970610615 143:-3.862628086768166 144:1.115440924976137 145:-5.847779501050141 146:9.068104872095763 147:-3.324503709641963 148:6.153913900292613 149:4.748194150198934 150:7.019257183330005 151:-10.61382773175785 152:-2.910027215926775 153:3.38586207814837 154:4.592856271752419 155:-0.6370969811909353 156:-5.89256483240213 157:1.571285123871956 158:3.272667789749195 159:6.243469995000087 160:-3.825071749857089 161:-1.750289496758873 162:-5.488843556002986 163:7.900703790655501 164:4.864056405711218 165:6.869304151729991 166:8.349285293002662 167:0.5696611156816488 168:-6.250095456226695 169:3.799519408212549 170:2.705692537251622 171:-1.083255167998056 172:5.556150446255931 173:-9.096746451809903 174:2.722440853752514 175:3.145889858161342 176:6.610405916691484 177:-0.03047116256288107 178:-3.861341125849124 179:-1.437676582723525 180:-0.2632952195969087 181:6.378928332364486 182:4.875342273036278 183:-5.455037173893923 184:-6.84450856359225 185:-6.162687222676599 186:-2.154025438927196 187:2.694352043672755 188:-11.1883658634335 189:3.667592812190304 190:1.044198085229319 191:8.056728747691231 192:10.06057517428123 193:5.499068902395928 194:3.870017295655794 195:6.613287189222351 196:9.264662203565669 197:2.893084759503691 198:3.356590932047589 199:-1.06367992741875
--1 0:5.889847328639222 1:5.44000082331272 2:6.238178375189803 3:9.804033852555897 4:-8.410192426995618 5:-1.821552677514274 6:-2.354882190950941 7:-2.859627074831457 8:-6.237655402514425 9:-5.887251594771156 10:6.399797577655565 11:-6.351084897692335 12:-6.163135650269824 13:-3.690188371297543 14:-8.691009369643925 15:4.006254897012354 16:-4.39853954980822 17:4.971693278300243 18:0.1374102988250766 19:-0.7407041379384676 20:-2.914917129782796 21:-9.578623745181243 22:-9.024503542181909 23:-3.854740216248348 24:-2.241578011251195 25:4.893824485267812 26:8.236921968714512 27:-1.789236125754812 28:-6.56785869568831 29:7.115198865398681 30:-0.1143255944166404 31:-0.73222530356872 32:-9.868248904685208 33:2.480272676419869 34:-4.446495152428484 35:-3.65016429691811 36:7.410215163895914 37:5.331576099042919 38:3.953420522352015 39:-7.746021915480414 40:-2.707919933439426 41:3.400684879649738 42:-6.467037684563014 43:9.249253376725701 44:9.229641160506965 45:-1.653259734269172 46:6.893215926204574 47:-7.870968521175149 48:-2.449110914349232 49:4.409939598955029 50:-7.629119364070025 51:5.51659059816781 52:8.290204616715862 53:-8.313592381868258 54:10.16916350038226 55:4.162714039484979 56:-4.005790486769799 57:7.617201089428337 58:4.084492775028135 59:-2.107137021451754 60:7.479171220089453 61:-1.791629284553603 62:-3.649846969398202 63:-1.788467498998956 64:-2.25206683007484 65:-4.548550158018221 66:-8.803858007704502 67:-9.478808987959319 68:9.535027850953723 69:6.265083154301621 70:9.028977397745312 71:8.773644642892844 72:-0.6314647805161201 73:6.254953382193507 74:-0.2026697672229904 75:4.956884861721352 76:-3.413866228485328 77:-0.4940644782271011 78:9.931123898511283 79:9.489917042604381 80:-0.2821671611781957 81:0.8225091807602037 82:-8.511150009321421 83:-1.725499360723562 84:2.196425228371456 85:7.72489073295503 86:2.692905708323488 87:-5.089758664429207 88:-3.879299764446684 89:1.414465881718097 90:-5.715093591643872 91:-5.569920110617756 92:1.052740527055696 93:-4.437342312399273 94:-3.272957358965255 95:4.81389815300379 96:9.653115366187375 97:-10.71730008291264 98:-2.531972640602337 99:-2.978942541262346 100:2.660584406327612 101:3.488335804397779 102:2.734201398848791 103:-4.427752062849147 104:-7.105733430222845 105:-1.047210969012801 106:2.131108304405903 107:0.1826417076602916 108:-2.225763455695826 109:-0.4669049520412808 110:5.942177282404399 111:6.944866498584014 112:8.708219575776363 113:2.000142429326162 114:8.690371332785652 115:9.924069646102268 116:-9.99342151134061 117:1.189228847014683 118:9.384136472014786 119:0.3766233331638252 120:2.794529924209993 121:-4.899321749844666 122:1.586498727616581 123:8.811652755794244 124:4.914667873252587 125:1.562692111780062 126:7.199392494069274 127:9.179143470363913 128:6.472580803928796 129:-1.254211124804358 130:0.4830453575944075 131:-2.13569959604248 132:-1.23931292663644 133:2.728776509910217 134:8.293859868254106 135:-6.890491103377847 136:-4.096321415656126 137:-3.390532411403866 138:-4.103594266540689 139:0.1139695513527144 140:-3.064246473135166 141:5.224943347124017 142:-2.884069764846056 143:-4.746662467116003 144:1.440693478241035 145:-6.59193671467033 146:6.794435032507456 147:-2.497972972563512 148:5.354423429318651 149:6.600185036619399 150:8.837465485063216 151:-10.02529875025881 152:-2.155354798736538 153:3.1086268398406 154:6.054667141247148 155:2.167782975040685 156:-5.272322794000783 157:0.8018643195549584 158:3.671450274102194 159:7.480510538574038 160:-3.513948050552169 161:-1.496919975558601 162:-6.763075548427248 163:9.200434155831378 164:4.66276156196979 165:6.109213241885775 166:8.706202090763536 167:0.9424365376491288 168:-9.556008012846748 169:4.216219544763598 170:2.069157080528138 171:-0.01263799769540341 172:4.513965389140744 173:-6.316174971684104 174:1.510007282499209 175:2.11682361885264 176:7.429762339841599 177:0.6138618837577761 178:-2.967092906178712 179:-1.387176533758317 180:-1.169980642030912 181:6.753552096704198 182:3.672589110221942 183:-6.959998186752157 184:-6.236183362408549 185:-6.888044757223879 186:-3.504223699905514 187:1.653653191110466 188:-10.65832971369199 189:2.165182842264602 190:-0.4763611711401845 191:9.405243399573306 192:8.927205663138173 193:7.387932097203061 194:3.273914302615065 195:6.121874225506163 196:7.437109802628016 197:2.726393410492517 198:0.7099276922601268 199:-2.690488468065507
-1 0:7.39473410979252 1:-3.417638199403467 2:-4.382223562398595 3:-2.770247010574522 4:4.297152365529711 5:10.81039755088731 6:-9.334276252802521 7:-5.90752438223232 8:7.349429851666045 9:6.555273265772854 10:-9.216156428505208 11:2.770305753743742 12:-8.394009487404217 13:-9.561172976172534 14:-5.401664379816853 15:4.511623025415801 16:7.113277834161106 17:2.908830619231298 18:-9.384716708026982 19:-1.908038830909228 20:-3.360866907216578 21:1.980656809193146 22:-6.938422519357021 23:8.817003804233098 24:0.7983397214101227 25:7.169253699934218 26:1.426831598200118 27:-1.06163546257995 28:6.389993723537572 29:6.641013251322948 30:5.594143340794383 31:2.213735388009697 32:7.367206262282124 33:6.337904973798544 34:4.93846595150581 35:3.109005833028781 36:7.621844188790544 37:6.752847452378555 38:-7.865880550389669 39:-5.603421151412372 40:-3.668670182712542 41:0.792613919432323 42:-2.565002862204668 43:-9.177181351862824 44:2.448567841478711 45:6.25106321789707 46:-9.403203989431065 47:-5.718117936782305 48:-8.02344858163694 49:7.466585342518746 50:2.2500550921953 51:-1.395020428073594 52:8.750614380767708 53:-8.949847844698908 54:-3.092503526996487 55:-3.029134889383145 56:7.997411482216801 57:-10.29941443830356 58:-3.022962597945651 59:-4.765354561368186 60:8.015656461096505 61:-4.726947448323801 62:8.6509416218249 63:2.594647822864402 64:1.249892518195037 65:-0.3379410336390452 66:-5.143998172599092 67:7.966875483069797 68:9.005409430643251 69:-4.84623444300021 70:-0.7719646283461166 71:2.776068260434888 72:0.5218677958637803 73:4.710639028616197 74:-3.413785513413478 75:2.559544884544861 76:2.199557620604975 77:-9.206280966416287 78:2.06087969949061 79:5.799724139084572 80:-4.793367368073333 81:-1.833681446716618 82:2.334598691733528 83:6.934975181184925 84:5.446403346473504 85:5.035888707307964 86:-4.999001706987737 87:-8.71437779858053 88:0.1390152887122381 89:-6.227063737297747 90:-5.553659119665997 91:-6.541293660429607 92:9.263966776336753 93:-6.423928379273327 94:-4.759194287775395 95:-7.927532093792562 96:9.341029663162383 97:-7.940085885439802 98:-9.248618734785595 99:-0.07561010344994434 100:5.861256743934789 101:-5.513895040689349 102:5.6572852502427 103:-7.796827133182574 104:-6.544263415361772 105:-6.838789031300279 106:3.058663659766214 107:-3.743629854647406 108:-8.01826601015053 109:6.076922404658458 110:9.295672722261468 111:6.249049737233021 112:8.205259391941256 113:-5.945921660538083 114:8.460905745606597 115:-8.357155119659522 116:-3.917380340588326 117:5.261635286987285 118:4.349626384098569 119:3.341690351159588 120:8.157626193456306 121:2.072879980952244 122:-7.894130961787925 123:-2.826875592527825 124:6.030404703057457 125:6.10876358831552 126:-8.690183548327965 127:0.438959716527882 128:6.539820036587496 129:6.128033080720368 130:-2.544944886118413 131:-4.225692138907292 132:9.658000971609177 133:-0.1147107869578431 134:-2.865257434056089 135:7.233803950647049 136:-3.830741621272663 137:6.82460130098724 138:-8.863523412158575 139:0.09996861997078321 140:-9.398965756688147 141:-8.470426480370628 142:6.46712718422847 143:0.09174541922800383 144:-0.4775764995798113 145:-5.493994713062916 146:0.2844447209661869 147:-6.532927813410279 148:-2.495075869503031 149:-0.7244661158734775 150:-1.786704043062433 151:5.954711668547806 152:3.746960319430126 153:-6.149784787223298 154:-9.36712606655831 155:-8.684109642017185 156:7.162224877574584 157:-3.401312430601634 158:-3.793539287249619 159:2.325298899051066 160:6.663927712211819 161:8.372346390790861 162:-9.578885199143256 163:2.304412240513002 164:9.420712273067508 165:2.321017426329858 166:-4.692660252737501 167:-5.043821750992837 168:2.164518247687364 169:-1.417483868511382 170:-8.862367902752137 171:-7.609649784421078 172:-5.876285800350295 173:7.729404282741277 174:-3.941495914891409 175:-5.447299096845807 176:8.772717270211134 177:-2.516368831550027 178:-3.169467724807896 179:-2.877626389299047 180:2.352649330601366 181:5.785225619779801 182:7.509942376089819 183:-1.199058469689768 184:2.863051310967902 185:-6.133262581649518 186:-4.87739822842943 187:-2.081821554629022 188:8.000908672057063 189:7.794036516554618 190:-8.615035010306743 191:-2.994750819779491 192:5.468866039839661 193:-5.763388968589058 194:1.761624422842818 195:-8.299161246213039 196:-8.585304328791519 197:-8.390997602507012 198:-3.263866724289711 199:-6.205633725059777
-1 0:8.401508236326194 1:-3.424743408830356 2:-4.266596195306629 3:-2.730433480786647 4:6.580514263446357 5:8.962654100040918 6:-9.32326027097934 7:-4.891219159430279 8:6.968262525312145 9:5.623042579087979 10:-8.325319584539777 11:3.314086558587797 12:-7.752196383214184 13:-9.003692032287709 14:-5.15341217039192 15:4.204297899967425 16:6.480077692649341 17:1.874685527919256 18:-9.49829326812379 19:-0.7290594914238403 20:-1.531705651075987 21:2.648424688807035 22:-6.990763518584166 23:8.241594033147223 24:1.417848094038918 25:3.211733231693304 26:-0.3238729621364397 27:-4.503105162941793 28:5.547636287389691 29:6.872851548458665 30:5.869675343845794 31:5.153824808952993 32:6.3414413286385 33:5.672215019659223 34:6.341107696461503 35:4.7443054011734 36:3.861729685041959 37:7.240758683863586 38:-7.759724235741274 39:-5.187859564702024 40:-1.684610421190051 41:0.4918236493357273 42:-1.423027600835393 43:-7.798469893414836 44:1.755853018171458 45:7.25161505701986 46:-9.829456081384006 47:-5.262774608688961 48:-8.367267276703517 49:7.639207647078625 50:2.658183815452633 51:-0.5858827829445028 52:5.052586486647966 53:-9.987618410437689 54:-2.264327416267203 55:-4.132490687063012 56:9.024509554830791 57:-7.861650328596203 58:0.8130500528243965 59:-4.961834996038294 60:8.556633563934799 61:-6.070717473357245 62:8.941959121658174 63:3.080032626516729 64:2.016657674069824 65:-1.71984091773614 66:-5.668851143516378 67:7.564565910213975 68:7.882269365003394 69:-5.281793852057893 70:0.2159799454770779 71:2.77011778288424 72:-0.1959290523022436 73:4.732714994210567 74:-3.132555694781363 75:1.660007998980204 76:1.80983176770469 77:-9.158411328405084 78:1.149509796613331 79:6.807609264859847 80:-4.773642796427396 81:-2.754875267835145 82:2.774632945271218 83:5.395213880855725 84:7.789213326181619 85:6.414132893675899 86:-2.351383545134293 87:-7.791599292353484 88:0.1394970416631751 89:-6.390978571100123 90:-2.602060193392963 91:-6.493974291285394 92:8.130213199078758 93:-8.805779094989914 94:-4.627805654138538 95:-4.166287427948724 96:10.14888983128393 97:-8.064880766143956 98:-7.21471210179881 99:-2.453203873889882 100:6.327115140500401 101:-4.31441178742445 102:5.50414924515731 103:-6.885656694327472 104:-5.842914811413209 105:-8.932069732052707 106:1.923047332275156 107:-3.163147267245756 108:-6.246046885001022 109:5.917661697843513 110:10.71493072160007 111:7.199413933875821 112:8.370977559660815 113:-6.834830489186083 114:7.99329597974261 115:-6.70276794739369 116:-4.278795271612089 117:4.08016908221502 118:1.817926122736121 119:4.027789303161397 120:7.384281269516029 121:5.244975400089243 122:-6.79227098502081 123:-2.187025654268123 124:5.790409890080946 125:5.912518332945313 126:-7.684774907701888 127:-1.642055707029033 128:5.783897667651051 129:4.105916804367109 130:-3.876075686766173 131:-0.7051271095431615 132:10.89202359121003 133:0.2827508064830104 134:-6.795591451953686 135:5.314412606906552 136:-2.063046656565799 137:6.877352105471331 138:-9.099047554520665 139:1.508942514270246 140:-9.221690846448539 141:-7.65278294300388 142:6.173804521413062 143:2.180891342580918 144:0.5149005928025662 145:-7.956075390917293 146:-1.428688032124274 147:-7.818537157487456 148:-2.179436066056275 149:-2.636198429733361 150:-2.076891412682384 151:5.968958428436446 152:2.305936316295067 153:-5.211940524659124 154:-7.301063736879122 155:-6.845187256010765 156:8.275238332896386 157:-2.299530741667025 158:-2.650010662843548 159:1.085975414932639 160:4.458018497261297 161:8.993788929784831 162:-8.774795952071454 163:2.671636777701066 164:10.5396693580287 165:1.780170890822241 166:-4.374434155323686 167:-6.652702645761639 168:2.244535908431619 169:-2.245458953630108 170:-10.14799622336967 171:-8.502957138690322 172:-6.739171937978668 173:7.239413082674442 174:-2.186724959578243 175:-5.214645810744326 176:7.335813216264022 177:-2.846070721735128 178:-2.396022304837423 179:-3.565884478205113 180:3.049494413191246 181:5.78976700667191 182:6.343915348674854 183:1.13805269184105 184:0.7511364554507525 185:-2.656027031764456 186:-5.183313020777225 187:-1.860589835369509 188:8.560635980367266 189:7.430738609111052 190:-10.11473290405921 191:-4.099801196448912 192:6.950630708219706 193:-6.993729836469502 194:-2.562252265262705 195:-7.195481228338726 196:-9.486435424637603 197:-8.585918281264009 198:-6.052188175577848 199:-8.437264776894704
-1 0:10.2497152577344 1:-3.385093355278644 2:-3.576701147531182 3:-2.234045763587046 4:4.742883513078476 5:8.799893052717817 6:-9.857609629538526 7:-5.673402314002078 8:6.529854530237444 9:6.6725539482161 10:-7.514677261178239 11:3.093466837265955 12:-6.494772548831452 13:-9.556558037910566 14:-4.335040894497666 15:6.200418370586631 16:6.11275384484255 17:2.694819092916104 18:-7.03126903193964 19:-0.2477539977446408 20:-1.208089050564125 21:2.109388180560684 22:-5.533082559452085 23:9.132983178442155 24:-0.1048460145791577 25:2.849704002851849 26:0.3009901876697085 27:-3.335441975997505 28:7.020108221176368 29:7.470990337557556 30:6.774776464052459 31:6.273967576861057 32:5.209078492534501 33:6.715334348722878 34:7.272448129996096 35:1.637937756617551 36:7.316525852034793 37:5.400291769767197 38:-7.682915265028311 39:-3.310241887621364 40:-1.412724873732 41:-2.333826375859745 42:-0.9051743887319729 43:-8.294747459999357 44:1.369416769380219 45:5.670386141219281 46:-9.869547207660982 47:-4.234229123516941 48:-5.163416640621417 49:7.28423799551566 50:4.722185506506667 51:-1.932522640815828 52:7.569395839056282 53:-7.032400565260479 54:-3.154658674283016 55:-4.621250117979975 56:8.439358694440607 57:-7.74187794070943 58:-0.9351682421767333 59:-5.047382063496731 60:7.369256469741392 61:-5.233855370494915 62:10.99966094043132 63:-0.6630486832306566 64:2.067939853644896 65:-1.02996126277567 66:-7.140771292858508 67:9.088921775096026 68:8.644759315064226 69:-5.019292691622951 70:0.3858141676267532 71:0.7720561321739516 72:-0.07041022073446546 73:4.421043486748682 74:-2.772016881792753 75:2.091438655192613 76:1.368855128794721 77:-9.528888897020726 78:0.7578091184582078 79:6.211182689257338 80:-6.677374601405443 81:-3.307097320164842 82:2.018048812209777 83:4.752757436333779 84:8.168584002680653 85:7.524576008170094 86:-2.002925054507947 87:-8.616078026594641 88:-3.33201739241773 89:-6.201254789352577 90:-5.159508878465628 91:-7.713313077030578 92:8.600091561929785 93:-7.531940445394825 94:-5.449081994765717 95:-7.047631771729332 96:8.990980819965067 97:-7.823699870581789 98:-5.34355730268612 99:-2.981254946889035 100:5.026818159476113 101:-4.881115003999009 102:6.027624416285054 103:-7.466687620251268 104:-5.734465013970615 105:-6.085042112144009 106:2.442246595886468 107:-3.059825335808173 108:-9.989828860397783 109:6.425009180585527 110:8.488341948635645 111:7.22945081826589 112:8.522225195884273 113:-6.720607816142299 114:7.867915933559721 115:-6.956718678422895 116:-4.001665004221971 117:2.957109381471469 118:1.544029088752426 119:4.530010302751616 120:8.962590418770148 121:3.422794903443612 122:-6.985094423640279 123:-2.466548291460816 124:4.587286647175776 125:5.482697398156517 126:-7.931873810419422 127:-0.3118921695685267 128:6.377437069472395 129:6.897505177300562 130:-3.445078244062818 131:-2.267245603729599 132:9.811613774056061 133:0.1316083922496913 134:-5.169966686466386 135:6.705273177375215 136:-1.25147886963302 137:7.473169493334369 138:-9.034072043120858 139:1.036300930023121 140:-9.66474218020063 141:-7.558630838586947 142:7.809820614530393 143:3.905805038442362 144:1.898113399249964 145:-4.281851406826239 146:-2.814733806946241 147:-9.152231810093456 148:-1.497711614821744 149:-1.920383627156077 150:-2.043880823429469 151:5.593200378427737 152:3.955748431838443 153:-3.920890653301277 154:-10.28440693302775 155:-6.085678052346699 156:7.576426090406587 157:-1.851201560729725 158:-2.577845263775866 159:0.5076593730952692 160:5.986746733302122 161:7.80397299986932 162:-10.74398461916573 163:1.056671178557642 164:10.29609116938858 165:2.890998070192064 166:-3.262170752334783 167:-4.225966964454512 168:3.808958439318769 169:-4.707352025299157 170:-10.87298915414761 171:-8.312870404428162 172:-7.847891837373341 173:7.049791213178091 174:-3.456971209950512 175:-6.073554272945483 176:7.025655057914257 177:-4.054079304175679 178:-3.187030590874786 179:-3.388867756122283 180:-0.3074526716737394 181:7.72244459919048 182:5.301059743374953 183:0.8634309888135026 184:1.140480067483453 185:-4.989493675056147 186:-5.43321079934679 187:-0.9254758018244367 188:9.176633261713267 189:5.889604740563763 190:-9.567198764807804 191:-3.301516381009834 192:6.152305348181974 193:-8.347887733204217 194:0.01240778962701528 195:-6.523822810138779 196:-10.88505714555482 197:-8.422153315032599 198:-4.180257259439198 199:-5.908321641794728
--1 0:2.698554270622569 1:3.834123337079022 2:5.834378902113833 3:10.27657923147494 4:-7.863585727129663 5:2.341350218258492 6:-1.183407205689035 7:-3.398127677315704 8:-7.337802918942502 9:-5.637355805201485 10:8.590946272247812 11:-6.689269262849855 12:-7.624415032703883 13:-4.446327983132745 14:-9.097158061818917 15:5.154019872300779 16:-2.645699432999876 17:5.689688619420087 18:0.3826429895916105 19:-2.237667461657073 20:-2.40673513754975 21:-9.21999962345593 22:-9.379118017684405 23:-3.471480047843061 24:-2.872847617479008 25:6.803385809013975 26:8.395644497582811 27:-0.02720174767531225 28:-7.893490742380721 29:7.162321418622919 30:-0.7034108445304807 31:-0.8425948341766125 32:-8.689782919573309 33:2.92830891118232 34:-4.049678426487184 35:-3.245639125950638 36:7.108982708318058 37:5.131743221741269 38:2.095235937495838 39:-11.12338447179921 40:-1.212651602817943 41:2.511961665918315 42:-6.701427667535071 43:11.33436028645393 44:8.011840602052924 45:-3.171422919460787 46:7.760648651858924 47:-8.878502050620101 48:-4.021150690386484 49:1.799399954846624 50:-6.303835603029166 51:3.834837844149143 52:7.474459986715806 53:-6.759611163609784 54:5.632646825895732 55:3.979901160883181 56:-1.747269663243965 57:8.901384781991057 58:2.576673960417764 59:-1.494381741938148 60:7.393903253623983 61:-1.335318046502772 62:-3.006237905941963 63:-3.592073630245531 64:-2.09091301955988 65:-5.212943584755087 66:-8.85591664894862 67:-7.083814817836503 68:9.385734196342034 69:7.163306339063094 70:7.844284434278614 71:9.061052623933756 72:0.267532625780985 73:7.923055982318737 74:1.330487626336296 75:3.533826002612864 76:-2.563719064201324 77:-0.9144923986939226 78:8.669555455887432 79:11.04051237159809 80:-1.174590265425193 81:0.6777950177599867 82:-9.135701972726814 83:-2.540949881400181 84:0.8398077638354245 85:5.59859576706895 86:1.444286840478377 87:-5.932361907403005 88:-4.096888382613714 89:1.619855977291551 90:-4.687692088259274 91:-4.916871722671865 92:1.388344442836871 93:-3.258165561923048 94:-2.952974923968129 95:6.588959549530695 96:8.332251730736379 97:-7.390846798442396 98:-4.891385883173351 99:-2.696710973680255 100:4.031695996400325 101:4.586628449371413 102:0.8570826421538887 103:-3.68097493435197 104:-5.484795109786502 105:-1.431601307423365 106:-0.1014887296489677 107:-1.334531720316634 108:-2.05656288933539 109:-1.908483016064671 110:6.254672504708937 111:7.377610224747811 112:9.369469875930209 113:1.626857954028224 114:7.970298292836081 115:6.82605246315649 116:-8.572157110471412 117:2.175561024496464 118:9.138096298723582 119:1.014506980143032 120:1.807262193535613 121:-2.164067327938751 122:4.317327078005902 123:9.411892591816919 124:3.194745961707322 125:-0.6595199822827811 126:7.908578052898321 127:8.038104230675405 128:5.175686634274312 129:1.7127039704786 130:1.348093623448044 131:-1.443599294688361 132:-1.801086670534108 133:2.540819515466905 134:8.705994750331829 135:-7.843098548045651 136:-3.290980564503263 137:-2.810890194733184 138:-5.086251558270963 139:-1.908771478439217 140:-4.474217635425916 141:6.096072617430241 142:-3.182333987044168 143:-5.871029652412512 144:0.5664813848917621 145:-5.814989818895417 146:7.432373258915628 147:-3.71601080933016 148:5.003046401004787 149:5.476911550901488 150:6.136879460168937 151:-9.748714976464379 152:-4.670289323896177 153:4.05453663624486 154:5.404661140239134 155:-0.01849581086580843 156:-6.45442959934888 157:3.484955044174347 158:4.899796645500696 159:7.810808132936386 160:-4.651265733907621 161:-2.148484790222509 162:-7.255331179429692 163:7.301538725700963 164:5.155956026448609 165:8.334052690438179 166:7.406293752412441 167:0.892928818095424 168:-6.462854037114261 169:2.033470815239882 170:2.171521580733267 171:-1.117925276515876 172:2.785821493404427 173:-7.597437571568111 174:0.9625794564008378 175:4.836577542557508 176:6.63139660101557 177:2.506496915721988 178:-3.425859976384495 179:-0.8888578228535173 180:0.5747150260829796 181:5.001317254816401 182:3.683067383292886 183:-7.980111696465883 184:-8.03963339299905 185:-5.141502613174038 186:-3.541475728776457 187:4.5018881502469 188:-10.69447868261432 189:1.71477031387913 190:-0.2399020933637068 191:7.880378076824856 192:9.670205977860666 193:9.023759448125416 194:3.934468927970746 195:6.086821691965193 196:10.01337875379478 197:1.872075830990505 198:2.409062247679782 199:-1.907579446007964
-1 0:9.253887371430967 1:-1.832169677570573 2:-4.754859049571911 3:-3.664400655615214 4:6.13579758267301 5:10.81774652334495 6:-9.17124266166603 7:-6.033107832801634 8:6.622241231935587 9:4.603205185571535 10:-8.713531580412731 11:2.613757420168173 12:-8.061284244846327 13:-10.46930980706794 14:-4.469172682752438 15:3.079345100102505 16:6.499087182674699 17:2.246224675948379 18:-6.607427305603464 19:-0.1350322998945945 20:-4.416599621967563 21:1.934844854676476 22:-8.064776530562959 23:9.345611728575381 24:-1.302601477839354 25:5.389230953615343 26:2.187169465768733 27:-1.820257701504812 28:3.90980136874041 29:7.357574966043043 30:6.432165263509338 31:3.235962101685653 32:5.799891529831511 33:7.411213471279432 34:8.056629983429257 35:4.764225539297232 36:6.226138156689554 37:5.777839417339936 38:-7.326851105271292 39:-5.088344242541004 40:-0.5599450643304015 41:0.1702785693157894 42:-3.08993046094201 43:-8.366139774838754 44:1.136712396384509 45:6.59146728421852 46:-9.032571539068147 47:-4.544033087429192 48:-7.877005722119317 49:7.52757198389188 50:5.072381731136949 51:-3.692986051250603 52:7.060108312719657 53:-7.361251764518874 54:-1.694902680826006 55:-4.202285988471443 56:9.536520143186827 57:-8.56477669350415 58:-3.90314086791371 59:-5.681380191126783 60:7.892100922100406 61:-4.508746457586026 62:9.804453284118194 63:2.695050820572464 64:-0.6896930350854258 65:-2.383463114021406 66:-5.177404068955373 67:9.052428858889616 68:8.737946218089055 69:-5.447521350788398 70:0.9162845558913885 71:1.784753148476136 72:-1.353386454135395 73:2.947718849323269 74:-3.373020372157109 75:3.527520437515481 76:3.296249870000816 77:-9.475337354759285 78:1.477416615247777 79:6.256921436578383 80:-5.171004045305074 81:-2.115537660833112 82:3.277258580726745 83:6.825756586840047 84:7.222277978094009 85:5.913043067890676 86:-1.728968625842014 87:-7.481702986505438 88:-1.21006961260551 89:-7.965116190404578 90:-4.866762671569876 91:-7.007693008671688 92:8.880817202668354 93:-8.942583216261404 94:-4.053530081658529 95:-8.680991632553534 96:7.766844634821182 97:-7.8724007655315 98:-7.334319224720598 99:-0.4834104992210502 100:6.426524310190608 101:-4.561659928251462 102:6.156044098724379 103:-7.014043949008979 104:-3.711541020868788 105:-9.213911322142541 106:1.518874846498516 107:-4.159880129841095 108:-9.196995344185451 109:5.517183113939821 110:8.758833543329748 111:7.526651278724501 112:6.265079587546516 113:-7.199823076024668 114:9.272439342532923 115:-7.826953755337662 116:-4.3315837481524 117:3.839672263771449 118:3.073194827911308 119:1.358988052064539 120:8.966532805675991 121:4.27132084587947 122:-6.767015274941828 123:-3.331372782003454 124:4.64012273161979 125:5.548770413454544 126:-8.567867273322546 127:-0.9655503237439536 128:5.60405074640138 129:6.801128090899557 130:-4.643939750445941 131:-1.748796608675864 132:10.66493002277423 133:-0.8885218220122371 134:-4.614323195239526 135:8.919126055063524 136:-0.3312854267020438 137:7.752307086827408 138:-7.832322664549564 139:0.9731561861877821 140:-10.47639619200023 141:-9.549716813758385 142:6.3294411207676 143:4.335342732084637 144:-0.4178721640410885 145:-4.561160162654191 146:0.02398489892074918 147:-8.721836807580365 148:-3.28827189478876 149:-1.776609324358888 150:-5.72204030333392 151:7.086478844480377 152:3.670195480283668 153:-4.48556657018703 154:-8.421831564477593 155:-7.237817520506134 156:8.031828367052267 157:-1.121193457033523 158:-1.433257224818958 159:1.323745734696129 160:4.806004727807921 161:8.634567524672317 162:-7.036715051485983 163:2.951528017578257 164:6.595144728091999 165:-0.05029033721400022 166:-4.966302800902754 167:-6.63544633843274 168:4.621841029298706 169:-0.8354072762245901 170:-10.65911556440535 171:-7.805348674901052 172:-5.040979308939983 173:7.643786339490361 174:-2.885155168263201 175:-6.149554689800103 176:5.816878436202449 177:-2.585980076592398 178:-3.343550674649171 179:-4.351794878978144 180:2.534067630590097 181:6.76121457669399 182:4.722311864697287 183:-0.4263603549413155 184:3.294040900864902 185:-3.432473733839101 186:-3.797948518785043 187:-1.205954109883106 188:8.355118568857076 189:6.086679325702999 190:-8.327945765446081 191:-3.899713692600629 192:5.823619744700623 193:-7.216403162684925 194:0.5575282920842265 195:-7.899484104222464 196:-8.075230081784303 197:-7.710324620195723 198:-5.997491786117446 199:-9.029382844658162
--1 0:2.912202891982846 1:3.879494003749622 2:7.401386183309921 3:10.33719991064146 4:-7.565657595881767 5:-1.350075226101357 6:-3.872583583501582 7:-3.423937697825272 8:-7.574927711938972 9:-6.602949338679914 10:7.76110671667563 11:-4.922617720224264 12:-8.215564344157361 13:-5.302562829267371 14:-5.66006484741802 15:4.3076754928673 16:-2.873126509815944 17:7.744101147500222 18:-0.7242010894280172 19:-1.857020470861606 20:-2.053080483664433 21:-8.961950863521841 22:-9.047825057444756 23:-4.48855696762831 24:-1.939151729929745 25:6.769646586157387 26:8.396204659827591 27:-0.8154488652414751 28:-9.466927650922607 29:8.883911799382986 30:-0.8283023984672082 31:-1.213626016766651 32:-10.39100356059448 33:2.125660630275981 34:-5.304314604571522 35:-2.742531788156758 36:5.070463410032474 37:4.891443712594901 38:2.746639610443725 39:-7.569757021049019 40:-5.171524119928479 41:4.574639236321479 42:-7.813253591065917 43:8.806029681176357 44:9.096382407652058 45:-2.386832886978731 46:6.104973116573121 47:-7.602441871215233 48:-4.352700615405006 49:1.827748333906583 50:-8.538286737820673 51:7.291950460913348 52:6.939823749561545 53:-6.352821024325158 54:8.437026562897712 55:6.270224226251699 56:-2.587486004838769 57:9.171298880535998 58:2.670020487950704 59:-2.45451118671935 60:6.794567609433187 61:-1.069352263499002 62:-3.182796821443765 63:-3.521712045106456 64:-1.56186238388747 65:-5.373078037681209 66:-8.247036511343186 67:-7.821742473628807 68:8.317545549669711 69:8.062348629055251 70:8.610648111065649 71:8.572336272336239 72:-0.2566432476901582 73:6.974258347778449 74:0.2557155274723644 75:4.66916822169356 76:-3.196852194016302 77:-2.549314515982739 78:8.271045163740942 79:11.46002071359916 80:-1.955712293756257 81:1.93345425479778 82:-9.659352891010279 83:-2.605559801680799 84:0.8017367508209218 85:7.706375849352791 86:2.215471351462955 87:-5.039911520295061 88:-4.317994375187269 89:0.004316368433337381 90:-5.869158766375169 91:-5.272580018247343 92:2.938060714739179 93:-3.890636053748128 94:-4.110797916777217 95:5.977402215432057 96:8.456693329654442 97:-10.24284702386222 98:-5.770818278346935 99:-5.28172911035667 100:4.130105177162598 101:4.961904823177484 102:0.7826927294667887 103:-4.047687937069227 104:-5.994300179312976 105:-2.227537773809906 106:2.714988227803061 107:-0.2654998647417318 108:-3.499862817980179 109:-0.4044947848241156 110:5.58349776959957 111:8.03313920684929 112:8.818011101792278 113:2.430678243361066 114:6.199112293711437 115:8.495844055996121 116:-7.583982333136126 117:2.245091579174237 118:8.673566408363 119:0.9740134737791718 120:1.988145980191385 121:-3.379266150711498 122:3.417084783784894 123:10.94054031031061 124:2.35337577621778 125:-0.2761902724464037 126:7.732710105712523 127:9.47057376459728 128:6.377517546380386 129:-0.729843723005533 130:3.083332996464311 131:-0.7989743080146616 132:-1.193989242664679 133:1.867477882771356 134:7.894822172159214 135:-6.350175071274963 136:-3.487011721808727 137:-4.957295822205589 138:-3.286539200368128 139:-1.773524261643026 140:-2.33239740447346 141:5.327587866542843 142:-3.002187911337157 143:-3.442397571106171 144:1.527233507826048 145:-5.582907187293658 146:8.829148193135923 147:-2.259007041694062 148:5.08324680665659 149:5.278917510564859 150:7.996573875876414 151:-9.849942521460841 152:-3.915929544337135 153:3.270779473326943 154:8.069447279870852 155:1.806197836908894 156:-3.69460004043976 157:2.070360400488423 158:4.581962124682138 159:7.611261453306508 160:-4.413119664867173 161:-3.433544487316547 162:-4.543868721119809 163:7.240883507942674 164:6.363444182965067 165:5.430491487215861 166:6.248213497975888 167:1.544147185904298 168:-7.365582107458041 169:3.894607174679435 170:2.671141619791435 171:-0.1693213519657104 172:3.824590333589321 173:-7.193725252628019 174:0.8208125692072037 175:3.313462365320769 176:5.318552194547392 177:2.486093926174864 178:-1.021667744356194 179:-1.896538578270314 180:-0.3713475945446225 181:6.777774432402262 182:1.225857429218045 183:-5.441700806344057 184:-6.801885870071878 185:-6.373574907958328 186:-3.983065004758166 187:4.262589185657094 188:-9.022765090676833 189:3.238384248148837 190:0.6803667973529607 191:7.978503755696635 192:10.43694461605106 193:8.673161145038897 194:2.721488475393064 195:6.499340067970676 196:7.885635705728033 197:3.5075294728501 198:1.993537073320454 199:-0.7379972878650907
-1 0:9.557106946287057 1:-4.744855586761362 2:-5.209533109300843 3:-4.742724921263777 4:3.44920332799466 5:11.13034829998236 6:-9.543430910249834 7:-6.406302943374125 8:6.570177676694553 9:5.396285251330111 10:-8.149180756570294 11:4.526132283124541 12:-7.565955836855112 13:-9.52502650385529 14:-6.948334068861603 15:4.818662433877158 16:6.154297999354968 17:1.57271405946387 18:-5.747900075317316 19:-0.6565494106939221 20:-1.435938130870309 21:2.044967955103699 22:-6.515265082421047 23:8.918758825202227 24:2.300642212572745 25:6.675280773658459 26:-0.9010395277604832 27:-2.102653442033908 28:4.339487470933022 29:8.264496604109262 30:6.151885592073397 31:4.532562737157868 32:7.940268233114254 33:7.028028994460389 34:6.768949395534927 35:3.541276656305331 36:5.901459270227528 37:6.514262988522373 38:-8.979190233673988 39:-5.191791759030028 40:-1.406402125463595 41:-0.1313038149778257 42:-2.614576899132326 43:-9.253635497580122 44:1.488042033120141 45:7.303342196073541 46:-9.275620667908678 47:-4.933578758447713 48:-9.090062428193384 49:5.91708659059901 50:3.38920757164703 51:-3.003464676874881 52:8.497474666802965 53:-7.728001275348973 54:-2.042816461455019 55:-3.983826095729932 56:8.863193777869613 57:-8.616485918458107 58:-0.999050503231907 59:-5.202978093320699 60:6.682689250730345 61:-4.593950532006136 62:11.95049874399637 63:-0.05839711938526426 64:-1.34111330902549 65:-2.395853565462423 66:-6.336349789931921 67:6.993490596829551 68:9.458567609206213 69:-4.860682863757508 70:0.3490136530924481 71:2.253994761828822 72:-1.829585531485867 73:5.285788978664102 74:-4.118809551809766 75:3.133003826172649 76:1.353509331268151 77:-7.535783735877031 78:-0.02114445554614575 79:6.551058025645284 80:-6.418065550835215 81:-3.237164125916278 82:1.629163890491897 83:6.44148228223712 84:6.874992477825512 85:7.780974851262605 86:-0.8355831532251261 87:-7.005674538730707 88:0.3622658022005707 89:-8.442337769348875 90:-4.54844814328677 91:-6.402450993950984 92:7.789496416668217 93:-7.287629605483064 94:-7.116671516306643 95:-5.609247805555638 96:8.200055326847108 97:-6.861088607834976 98:-4.754490768935248 99:-1.846351840638362 100:3.867356812311678 101:-3.97439477450886 102:7.744843641747637 103:-9.748273248535856 104:-5.700583723921519 105:-8.024962012797351 106:0.8606549758175518 107:-3.497465915086138 108:-8.278789318878607 109:5.564926206335426 110:8.82158283474863 111:5.585061001407687 112:10.15764513903028 113:-5.95448484241698 114:7.765583226799942 115:-9.042228783671709 116:-4.52729320376191 117:2.502696253704797 118:1.789214845908109 119:4.005134206984364 120:8.902771734615238 121:4.308343782944704 122:-8.009000852188134 123:-2.583307100831616 124:2.564713972468286 125:5.257966393687147 126:-9.441652561120993 127:-1.569227144269567 128:4.702329185750621 129:4.466493335355321 130:-4.605188905672445 131:-2.180789402325758 132:7.519667124031121 133:-0.2891465570150483 134:-1.607400731105384 135:5.648768328759215 136:-3.27121201107124 137:6.704782937859773 138:-10.14738764764835 139:-0.08192251143509177 140:-10.53033051163522 141:-7.429487335952745 142:5.117554088621657 143:3.342956289849707 144:1.283191483746765 145:-6.620733642307703 146:-2.150678087625804 147:-8.392973335308657 148:-2.544475464720868 149:-1.566089294869582 150:-2.560865132186535 151:4.677176717063605 152:2.486829150915107 153:-4.366564313694127 154:-9.393918654221638 155:-7.737676637653498 156:6.972045742348126 157:-0.5514270296438257 158:-3.339758664350727 159:1.197035543675445 160:4.570211253429354 161:8.631465054393972 162:-7.453552585434199 163:0.0791335008529308 164:8.031894201485535 165:2.171298310513834 166:-3.027749843020489 167:-7.155879216169481 168:4.116904504957231 169:-3.38230965769057 170:-9.551939333835806 171:-8.859279476555265 172:-5.351350571810083 173:7.562775554654732 174:-3.933446014175052 175:-5.172985851219777 176:8.337933969583112 177:-3.608728910374865 178:-2.756759456377145 179:-4.795936906310084 180:2.854941501928736 181:8.360900937276757 182:4.792604269795006 183:0.4109313548423004 184:1.696138891062678 185:-4.0074257711746 186:-5.309487042703115 187:-2.951434054072179 188:9.551220024710339 189:6.940937881129035 190:-8.682181701331416 191:-2.556862909161902 192:6.612465368584931 193:-9.568315838690527 194:2.325683635413407 195:-7.572635233469707 196:-11.04291655354795 197:-6.717200418677068 198:-2.416877667194357 199:-4.554355292745122
--1 0:4.685224595395415 1:2.612977570823364 2:6.211386982769976 3:10.08328981479579 4:-6.636761639733207 5:-2.061567459828567 6:-4.797472271606951 7:-1.087204414272171 8:-6.741963237255917 9:-6.73718303863733 10:7.857517937221092 11:-5.742915281432857 12:-7.100383923945995 13:-3.595123205360591 14:-6.784910154502835 15:5.737946520200843 16:-3.823735992465603 17:5.9899064680408 18:-0.6051066247594258 19:-2.030352998148536 20:-0.9407670116750696 21:-10.68582841432408 22:-9.582682779603321 23:-2.630103012754639 24:-2.765769173457083 25:4.018488012013076 26:8.428061229196913 27:-3.249229237697951 28:-10.25795637791419 29:8.189385355560306 30:-0.766673732806076 31:-2.613306876328726 32:-10.17792581706517 33:3.80585541452615 34:-3.987898776445986 35:-3.287487406395612 36:5.994262103057548 37:5.415739241753584 38:0.9366501321315654 39:-10.26507326513069 40:-3.081455317004392 41:1.955062979589912 42:-9.122667033721191 43:9.04203172772063 44:9.042042392363522 45:-2.858754516167131 46:8.668034163068736 47:-9.908885087460904 48:-3.431626088060673 49:0.8190237968119569 50:-6.675516465289832 51:5.435854168025124 52:6.391270462263368 53:-6.95346277381542 54:5.940092556349052 55:6.45034654453325 56:-1.26168093229354 57:9.158925812263348 58:2.178167687081805 59:-2.812390729203779 60:6.884120302636618 61:-0.6036737223603771 62:-2.520043766836449 63:-2.628376757043568 64:-1.936514444371284 65:-4.698993055873062 66:-7.338530738654468 67:-5.307696994892735 68:10.07410236400784 69:7.888881505275307 70:8.093181868669534 71:9.82466854156541 72:1.059951487260163 73:6.66105364577681 74:-1.590184054046824 75:5.59258192706192 76:0.2242472537608982 77:-1.423433193861856 78:10.07673195010901 79:10.27526402653338 80:-1.643100648599012 81:1.308154776145001 82:-8.057442864556688 83:-2.279589562451087 84:0.6132986406917836 85:7.2251986775324 86:-1.176144642449085 87:-3.556546068047371 88:-2.967737288693368 89:2.706168161709439 90:-6.496176428827306 91:-5.836292250096699 92:1.544866854378657 93:-2.701396435064958 94:-5.478339987776342 95:3.355763511573441 96:5.863222376336186 97:-11.38207108264499 98:-4.359812526203462 99:-3.413710896163395 100:1.799131714186047 101:4.781440395516399 102:3.628944511752163 103:-4.448176023878052 104:-4.160483692534795 105:-3.904437312914837 106:2.224120795246927 107:-0.7008648535003364 108:0.02354681196750574 109:-0.9574858447066392 110:4.453856616388986 111:7.765442535400254 112:7.325624206050321 113:1.328869009852548 114:8.31923599822627 115:6.73578904919526 116:-9.878841137062802 117:0.04761070054977767 118:7.181639120187607 119:0.513218390743068 120:1.344710768054956 121:-1.791441966899175 122:0.9574875139597192 123:9.902804573240617 124:4.082945952158217 125:0.5830587317923976 126:7.525580529374685 127:9.374700772137253 128:4.36368466150686 129:0.6214446393816073 130:-1.452811491876372 131:-0.2336141564047807 132:-1.071778683064831 133:3.246314835578345 134:9.359719639709605 135:-7.187144907669838 136:-1.944673258748337 137:-3.413189152866634 138:-2.724572894997695 139:-1.850402943910401 140:-2.317985786137959 141:5.642267013659424 142:-1.296218079422883 143:-3.399265369758261 144:-0.6474827616809333 145:-5.852233598353134 146:8.169389850830333 147:-3.019545622893035 148:6.456382460143823 149:7.745924962693878 150:6.435347649487299 151:-10.59309925502115 152:-4.289124801894613 153:4.886565636717251 154:5.775867438952892 155:2.095718997497746 156:-4.434420874034847 157:1.665517020697053 158:4.775256472406185 159:8.15301387282582 160:-3.738084100338535 161:-3.352027630531381 162:-7.178877309434363 163:8.826077989312745 164:5.035610799588674 165:6.342149111431321 166:7.744428814921834 167:2.76682616295581 168:-6.76030218879304 169:4.598864936226557 170:3.724828115717277 171:0.6507946936640276 172:4.163129614418437 173:-7.754068808086409 174:3.174853942238897 175:2.854459728180366 176:5.945690368343348 177:1.879080679450949 178:-3.039995383178779 179:-0.6410540320689379 180:0.7343679866870345 181:6.057115769782318 182:4.715320838119483 183:-7.535527709994518 184:-6.479192228457795 185:-4.805153943364604 186:-2.924935277450559 187:3.469643349762483 188:-11.68258933396564 189:3.680697389178635 190:-0.3849965765033653 191:7.82581898289441 192:8.993588519605902 193:5.716569059526705 194:2.830855435892175 195:5.951895021710405 196:6.765178691806737 197:2.463146135150454 198:0.7105047900152071 199:-1.384701280718137
--1 0:2.240892541580098 1:5.017288152419499 2:7.186973470098564 3:11.91790226807182 4:-9.530129609692258 5:-0.9831099636131554 6:-3.639689267346113 7:-1.796794576936382 8:-5.387413159943772 9:-6.00732692303179 10:6.478621315184811 11:-6.478285245664758 12:-8.751417020618062 13:-3.06468290570977 14:-8.559282542261485 15:3.690760116048064 16:-5.066502299520224 17:5.414312123114433 18:0.3777566304699048 19:-1.257005300163311 20:-2.154299777863076 21:-8.277161217306652 22:-9.490169026817563 23:-2.839202974726672 24:-2.771640816998 25:3.985728430066272 26:7.339657804409418 27:0.1649197152190934 28:-9.266826826407021 29:7.743199875259671 30:-0.1060680324957313 31:-1.237202648836985 32:-10.40756098537856 33:1.700771651339947 34:-3.24680007881642 35:-0.355650963513455 36:6.421071710313124 37:3.320464894810556 38:0.9085229219742526 39:-7.929681345066357 40:-3.302824787355731 41:2.952578733622974 42:-7.960152908465943 43:8.939870071820852 44:10.93706345939069 45:-3.435824635512825 46:7.173336600210406 47:-7.308432462533608 48:-3.415455330732008 49:1.469187272913872 50:-6.554231913352688 51:6.087618117828902 52:7.527653522377207 53:-7.480333005567303 54:8.644232147167106 55:3.866581904406567 56:-0.564484388939215 57:7.031373932062913 58:2.269173901440079 59:-3.899103715477669 60:4.898413185769601 61:0.2159151639521815 62:-3.568709956406352 63:-2.474285816394584 64:-3.130569041770575 65:-5.716491359001985 66:-9.714718903900351 67:-8.919533099704921 68:7.604336604882143 69:7.157207232109396 70:7.852025846775636 71:9.361644004155583 72:0.2761743972175736 73:7.351718610803418 74:-0.05670863918423757 75:6.05827734591665 76:-1.825098938308383 77:-2.169719154878758 78:10.03560845063289 79:9.422591055146803 80:-2.882186398848619 81:1.204316189216007 82:-8.254611980412989 83:-2.528732496510412 84:0.3815602420701774 85:4.907070102186124 86:3.514482664379225 87:-4.280405873903999 88:-6.153248021828438 89:2.459583615252268 90:-5.45571725130434 91:-4.524445270044319 92:0.8350810768122057 93:-3.752782796973594 94:-3.662867497241931 95:4.783230499313142 96:6.850304100405513 97:-10.61409507263403 98:-5.243298361080956 99:-4.223592489427173 100:5.625073515199995 101:3.839375959530969 102:0.5604023956593522 103:-3.090167583254083 104:-5.470441571058315 105:-1.986686129176498 106:0.7416319776914536 107:0.1339011284414653 108:-1.784690381833933 109:-1.001274898749139 110:4.75686840235208 111:7.612471221008462 112:8.728684931217778 113:0.8761058145523037 114:7.313774949527275 115:9.501710691210494 116:-9.391054027399223 117:2.259980327312052 118:8.165923199678316 119:1.990001411543644 120:2.251337560124011 121:-5.356949369832058 122:2.639023287379339 123:10.16414125985354 124:4.964483214948084 125:-1.309001634240127 126:8.118559402300697 127:7.921718686116566 128:5.565477929137238 129:1.267588163327928 130:-0.7889544213574218 131:-1.64812426141282 132:-1.813111176869179 133:2.77372315268167 134:10.25370258029428 135:-7.128267055185494 136:-3.372548106700686 137:-4.184697677950723 138:-3.249754809622289 139:-1.541460914328174 140:-3.19900297172777 141:4.520757625653241 142:-1.290942460826656 143:-5.932278323427568 144:-0.936012364164009 145:-7.97986837500562 146:7.217027421947261 147:-3.857672938625059 148:5.475945219539527 149:5.961475774116631 150:4.797608044758972 151:-8.684863252344261 152:-3.242952247301076 153:2.804757618475092 154:4.987918154263693 155:1.890655131225244 156:-5.290834721216066 157:2.534575522827244 158:3.823612483601205 159:6.270197887801956 160:-3.015867238937629 161:-2.221770918654169 162:-7.459490029522909 163:7.477618781208603 164:5.003207392336224 165:6.254530050149244 166:8.45159105567318 167:0.8028330341682637 168:-5.226600483184157 169:3.571317130549881 170:3.108074022782452 171:-0.5464418822887855 172:4.500428806750082 173:-9.450689888353692 174:3.832214856475773 175:5.167343222668661 176:6.173348216395694 177:0.6758814477123958 178:-3.416034745311028 179:-1.176562113787295 180:0.9090146911866774 181:4.200145021960031 182:4.285971843778286 183:-5.808768119083492 184:-5.503844152678795 185:-5.519313888112 186:-1.884169499639518 187:4.680321022793924 188:-8.792904013306822 189:3.454348148897103 190:1.27301333381984 191:9.900324628811459 192:11.27894884265205 193:5.589429623409196 194:3.638030105260944 195:5.853393445230111 196:7.987162556113446 197:2.149368697624126 198:1.361801587761828 199:-0.3288439496990077
-1 0:7.260147722358024 1:-3.540704131001415 2:-6.317110056283062 3:-2.862713271964945 4:3.616756653038484 5:9.33338538642089 6:-10.35947175841871 7:-3.980304636429339 8:7.442077082552125 9:5.186800522599595 10:-7.956835243308215 11:1.040143311352318 12:-7.702379761573804 13:-10.49645414123388 14:-5.804005740024305 15:5.118372007825313 16:8.099071920875856 17:2.942263966534709 18:-6.093540798100904 19:-0.1425678597560787 20:-4.142231205731102 21:1.105309761514914 22:-8.298525900631029 23:7.092881808214392 24:-1.932174940797952 25:2.385180585332031 26:1.676725481154214 27:-2.915338264252633 28:3.173820164432784 29:6.274973886854356 30:6.664136827883576 31:5.265210706965475 32:4.928191871644332 33:6.614235671331099 34:5.618952887295285 35:5.280005826298804 36:5.904193440216261 37:7.065345023734677 38:-8.752807802517692 39:-3.157383136764389 40:0.009571461035132067 41:-0.0210098316868792 42:-2.077191870140066 43:-8.755489473852675 44:0.9338226015101248 45:6.820354570591629 46:-10.5927759471153 47:-5.304372455806631 48:-8.95568164278022 49:7.875217709726123 50:1.704318338726667 51:-3.978284375787988 52:7.151035967402293 53:-9.049813782051833 54:-3.572894727135373 55:-4.11660130804708 56:7.637081919909649 57:-7.529847469421465 58:-1.12294410229966 59:-4.607396510737957 60:6.551960131411972 61:-5.546958200744784 62:10.28878395975172 63:0.8467311284459403 64:1.919589112551978 65:-1.127103787809818 66:-6.218064115662465 67:7.975246150973486 68:8.627416365562556 69:-4.508728291868255 70:0.6211891725977268 71:2.371998921335513 72:-1.836243102301723 73:5.821268653806087 74:-4.242300752674887 75:2.553271810305206 76:0.8676092345924526 77:-9.085694403527313 78:3.346916937699634 79:6.120189615037852 80:-5.255681497895362 81:-3.613150590934018 82:1.787889390539874 83:6.089854360150879 84:6.302307836342258 85:6.103263593954091 86:-1.577649524127251 87:-8.885943145772872 88:-1.611036045632683 89:-7.00325415914095 90:-4.80078554368562 91:-8.294796139832048 92:9.669975555732531 93:-8.071882010541909 94:-6.31102743699687 95:-6.727814958382305 96:10.43557499910945 97:-7.744026258796087 98:-7.547123731305186 99:-1.161834114903037 100:3.99397738164081 101:-3.381098660714929 102:7.372261243642234 103:-6.641262249616927 104:-7.679053964440095 105:-5.170047142324353 106:1.361160399020381 107:-4.298629673808777 108:-8.673467326693672 109:6.860653658622762 110:9.689750731762741 111:7.675017889803161 112:9.903656002150401 113:-6.097102938215609 114:8.858761080532989 115:-8.343911468140673 116:-4.680299209924034 117:4.853541467428793 118:2.591517873016964 119:2.659391521821997 120:8.644013412468212 121:3.317287606646989 122:-7.302990063026406 123:-2.171864902820339 124:3.990071786912971 125:7.546625619089804 126:-5.649093007321333 127:0.4513499437196458 128:4.36231680849255 129:7.324638668260113 130:-4.508508112502676 131:-2.071742901667131 132:9.830960597214931 133:1.041916261648718 134:-4.437308826496396 135:6.655551593156196 136:-2.474498642252632 137:6.108991002996909 138:-8.194620138684019 139:-0.2601271140959693 140:-9.47541523004819 141:-8.02435426445866 142:5.669473895328111 143:2.151799572062634 144:0.1829480394856284 145:-5.863643498376904 146:-0.246626468557714 147:-7.63891510092056 148:-1.360035661197447 149:-1.118101047761305 150:-3.784779716923765 151:7.107727615534504 152:4.496850793976566 153:-4.839362300126903 154:-10.67552140930123 155:-7.233624610311133 156:8.395658439418694 157:-2.266568128647271 158:-1.481598343515089 159:1.870634083683482 160:4.238669944721881 161:7.713648838448177 162:-9.725079076414652 163:3.844699266419072 164:9.045488663568127 165:2.122106259823239 166:-4.195769259852304 167:-4.422736256475349 168:5.681204275860666 169:-1.951768882556113 170:-11.9689865800471 171:-9.018543547955334 172:-5.080055862988473 173:8.928464062025254 174:-3.838592680778924 175:-4.549026830553142 176:10.2562153170329 177:-3.815601364354001 178:-3.005405627709346 179:-4.049622920166517 180:1.379695947503979 181:6.906358225734253 182:6.568853215852626 183:0.1298914658648349 184:0.4452339260316183 185:-4.216381737675254 186:-3.646590920158111 187:-1.125329302700922 188:9.890608946338327 189:6.501435479875338 190:-8.110998546979401 191:-2.9487902357261 192:7.222652270501139 193:-5.862202002336487 194:1.596592980970702 195:-9.251669184146568 196:-9.201091803287477 197:-7.11777421951571 198:-3.665913736522433 199:-8.143135288731678
--1 0:4.069988441178064 1:4.188401814886043 2:6.483564459489171 3:9.187867036066134 4:-8.909756736696776 5:-0.2952114440055539 6:-3.096722908546354 7:-3.436258507592332 8:-5.524382581205504 9:-7.518756646976975 10:7.049176743182612 11:-5.0229877375442 12:-8.062710203407548 13:-4.076519568426645 14:-7.836484316140015 15:5.783439541676411 16:-3.974644332341704 17:6.779771815785242 18:-0.01922262226346483 19:-3.214330844676455 20:0.4178709803771044 21:-8.742518974947576 22:-9.021428023766109 23:-4.286046702759525 24:-2.889780853469821 25:3.593575858713831 26:9.843456440454963 27:0.1419719840536038 28:-8.544113227850593 29:8.273330832352892 30:-2.152820294669483 31:-1.39922939305759 32:-9.428795077666084 33:2.761981484488058 34:-3.307256483652498 35:-2.099521347228627 36:6.284612807163467 37:5.185100036753828 38:2.511917485857763 39:-7.261680128010361 40:-1.704174787086132 41:3.080858502819264 42:-5.996498994978493 43:10.02169363648271 44:10.20169374076841 45:-3.384822728594125 46:8.135633447261537 47:-8.116259264290187 48:-3.942930163042088 49:2.500462392333801 50:-6.732598801281767 51:4.977879387046275 52:6.312494067094889 53:-8.587183997374616 54:8.497553487610835 55:4.288342474586676 56:-2.574373521385803 57:7.425418654967035 58:3.294829378143598 59:-3.578387780737309 60:5.828168040028674 61:-1.730038351370208 62:-2.984393795824541 63:-4.484936181243441 64:-2.776524501846393 65:-4.330375768349995 66:-9.947897823353197 67:-7.71310736663648 68:8.825355394897782 69:7.351371843921488 70:6.477520256685301 71:7.440640173847686 72:1.637641451931553 73:8.121540244204994 74:-1.261304018424029 75:6.033042830857767 76:-3.259561395483872 77:-2.049367744881828 78:7.400640280283454 79:8.640657841180978 80:-2.076817488142142 81:1.040760547786657 82:-8.610939550073939 83:-2.922814226666413 84:0.631140470728023 85:6.504888324456437 86:2.28886338095904 87:-4.514862503322668 88:-4.663240381454369 89:1.716846925136863 90:-5.453466310742877 91:-5.661532867229311 92:2.159218947872422 93:-3.183914869074737 94:-4.066500764709064 95:2.35826908417408 96:8.007459106432346 97:-9.955571450470989 98:-5.217956743977633 99:-4.077291278989517 100:3.575827256538854 101:4.600857154626024 102:1.368809813905184 103:-0.6877937237866396 104:-5.780875710848575 105:-2.467630174559554 106:2.366747899762805 107:-0.08723529396872332 108:-1.218639897722855 109:-0.4967061863019218 110:6.815541941908185 111:7.943881534519098 112:6.093819329547348 113:1.266510233195004 114:8.066410583415193 115:9.714808512882295 116:-9.568995882303472 117:1.464646057003302 118:10.9041770843434 119:-0.3234406104557946 120:1.924737668991689 121:-2.870099102730679 122:2.580967842335109 123:8.515154081383189 124:4.247446493597146 125:-0.4650697260856796 126:9.862258643292776 127:8.536291171684178 128:3.789808780850345 129:-0.6259447665699305 130:1.090081800162743 131:-2.803356525611377 132:-2.384451936787692 133:1.448788617794315 134:9.609481747547164 135:-7.959475740263874 136:-2.600760515309913 137:-4.484411926689019 138:-3.9191636027651 139:0.8981810790609439 140:-1.150951435269983 141:6.604654058268212 142:-2.951051498375214 143:-3.3320030034991 144:0.7286447506907262 145:-5.936961739599211 146:8.103895080127657 147:-1.730274227706149 148:5.435030359376784 149:6.96538066538411 150:6.301451963417636 151:-11.19479884035226 152:-4.331382089118829 153:4.991136310683914 154:5.245690196275911 155:2.581820282450962 156:-4.173347684362034 157:3.25822096548908 158:5.705008992235059 159:6.319199476570288 160:-4.659843704050514 161:-3.970266869402126 162:-6.025835139281544 163:7.304143563700445 164:4.617259684673352 165:6.06252433923178 166:8.105963317893359 167:0.2638199781264912 168:-7.328447059704408 169:3.254107638830381 170:2.719346005489519 171:-0.7547611882350134 172:4.225501418292016 173:-8.16775051520499 174:2.705243275038145 175:4.073071452391616 176:6.313103161696445 177:1.814837999251716 178:-3.537398744098658 179:-0.8782320417027905 180:-1.217205021837156 181:5.645576943870742 182:2.899614540542219 183:-4.856142994346339 184:-7.800712014157943 185:-6.238706320553076 186:-3.521753282641863 187:3.64777403029418 188:-9.667023455282695 189:4.197736749514072 190:1.234142818480715 191:6.138532842686844 192:10.30419552181938 193:5.848048223462524 194:3.935997795415966 195:5.217769003877033 196:8.92763308217285 197:1.794865809559551 198:3.234299721353077 199:-1.844781126881799
-1 0:7.111505337631399 1:-4.777557592862665 2:-4.09084136029683 3:-1.880766302272556 4:5.440352285406271 5:9.312492563884177 6:-9.813051575334146 7:-6.730813135658935 8:6.890947392458017 9:4.50926122049608 10:-6.480090006933389 11:4.313356131670067 12:-9.802508543848356 13:-9.054562988474986 14:-4.242836856735099 15:3.63833298845916 16:6.848645506025782 17:1.83733038018105 18:-7.610237912695069 19:-0.8123880900495593 20:-2.12203789836403 21:1.987027030891769 22:-6.869081498346526 23:10.51982325575094 24:-0.3275806207040137 25:2.230564611579632 26:-1.256993341259359 27:-1.703001569865616 28:5.01640720684177 29:9.028989514870119 30:5.378085103657693 31:5.94862421772494 32:5.111689669154923 33:5.939822439029419 34:6.762237877176877 35:4.234522998479953 36:4.56798915339439 37:5.609555015324602 38:-9.117753501047272 39:-3.39956553455971 40:-1.372020326202864 41:0.3755655755270789 42:0.8097715491533652 43:-6.808765860658177 44:3.852978021597719 45:6.687618000934759 46:-10.63560956633511 47:-5.42286814661024 48:-9.177891678485315 49:7.763074297930102 50:1.794862227994658 51:-2.345392592759149 52:7.44837150651316 53:-9.408469342885294 54:-0.9185677720271286 55:-2.918915072102608 56:6.869178310163364 57:-7.554267544260436 58:0.3548297122890884 59:-5.999737479494983 60:7.526808151991166 61:-6.25442941474607 62:9.792181768278935 63:1.957829734941875 64:1.302478399455429 65:-3.331029870254707 66:-3.638984144159479 67:9.11483742085756 68:9.722113378309551 69:-4.048180867834689 70:-0.9018191019834261 71:3.941565365711963 72:-0.8588240407663678 73:4.439090939251868 74:-2.631409881759517 75:3.532390456259759 76:0.8189045353904854 77:-9.905764349644311 78:0.4465225650183953 79:5.100559770240285 80:-7.600318641254677 81:-1.803738307148218 82:2.634853060907361 83:7.594858308033784 84:7.872628597525556 85:6.027656633756218 86:-3.692142650928205 87:-5.810831584434244 88:-1.756306745080151 89:-8.616227185705901 90:-5.087311777992214 91:-7.025045891632951 92:7.073257257656904 93:-10.28713400276538 94:-4.510503219473121 95:-7.451658506295083 96:9.012790706784061 97:-6.603351067110124 98:-5.59980211827068 99:-1.262614772135042 100:6.678437871263422 101:-5.551039663136313 102:8.314961539032888 103:-7.065897684345452 104:-5.72498051552941 105:-6.430472368990823 106:2.016201693539107 107:-3.333420182598194 108:-8.956279406162345 109:6.539016288402619 110:9.476290752100857 111:5.039341659673157 112:7.289450435213363 113:-4.871311318297564 114:8.754321763274016 115:-5.045277773699169 116:-5.651853373485629 117:3.724452724282624 118:3.092925327476002 119:3.102434256532991 120:6.74983075565846 121:5.114079435941824 122:-8.318694396542597 123:-2.74355912292036 124:5.456217212381809 125:5.40050452940646 126:-9.031145348206527 127:0.8707391225666632 128:4.647182246787166 129:6.434018665387573 130:-2.471193334820584 131:-2.394376141075619 132:9.2673906436038 133:0.6015381155369002 134:-3.228747787205115 135:7.458443122931006 136:-1.827649824474386 137:5.894889351246008 138:-7.975334603255366 139:0.475612080122388 140:-11.30941877127428 141:-7.636038082184782 142:6.910962382130865 143:2.216238190356034 144:1.689532359634735 145:-7.08899637351321 146:-3.358834091603532 147:-8.380525471056371 148:-1.325815536011419 149:0.0660040872192611 150:-2.303493331237346 151:5.158487819371486 152:3.656205741024955 153:-4.425253339136649 154:-8.323745227683609 155:-8.048540501977968 156:7.627945062521331 157:-0.8612267482221109 158:-3.003144179013204 159:1.831695808570636 160:4.195689197512822 161:8.03696558758482 162:-9.320530214800302 163:1.90957830506214 164:8.831862764195879 165:1.209384202114431 166:-2.525624544106493 167:-5.357012053641172 168:2.421906643450867 169:-2.405392470531205 170:-9.910957037147046 171:-8.325709423341294 172:-5.855826719452251 173:6.624475014674099 174:-2.939646734474462 175:-6.694582662306192 176:8.16366934123273 177:-4.171915083236645 178:-0.9027972655148715 179:-3.821612015891267 180:2.705567232271135 181:5.559986665024744 182:5.419803197602724 183:-0.7283525196508942 184:2.173406095602234 185:-4.356320927577284 186:-4.920567587542581 187:-2.688118447959684 188:8.955268323772401 189:7.38291658152966 190:-12.08399893322254 191:-3.524835624418981 192:5.993301542159696 193:-5.211838267764032 194:1.194411809715515 195:-8.223912119551247 196:-7.847002108085574 197:-7.021887476907914 198:-5.585114494191935 199:-8.156424383102621
-1 0:6.787415843154219 1:-4.432646158088453 2:-3.68882892495376 3:-4.359511679424891 4:3.302429647620703 5:10.98238534048129 6:-10.69312261940443 7:-6.260463688479962 8:7.220051025157733 9:5.656736928339865 10:-7.130408294052174 11:3.752213608622526 12:-7.437430106446937 13:-11.4321345283997 14:-3.803924242507971 15:5.196339277456715 16:7.372970302540629 17:3.14859744346604 18:-5.843707903098538 19:1.018104000105129 20:-2.033050577020268 21:1.686829363230502 22:-7.09194387922694 23:9.256905044488692 24:2.24482761976309 25:3.319065618634213 26:0.8611982876544485 27:-2.452465671300611 28:5.938264356814839 29:7.895100163895247 30:4.406476153403597 31:5.025903495474429 32:6.03849418400962 33:7.677474563472916 34:7.432802969541127 35:5.862278825550721 36:4.349431862809907 37:4.570007920915255 38:-7.829142417207 39:-3.598430177439095 40:-1.762061882903665 41:0.2114304045995949 42:-0.6331968247569085 43:-8.967984375971803 44:2.879837479049974 45:6.253683984944913 46:-8.155478503663012 47:-5.089895347992842 48:-7.645753371675347 49:7.040231472090849 50:5.032939303674252 51:-3.475431165879154 52:9.458944069617754 53:-9.268013220657975 54:-1.594664299354504 55:-3.796344639753131 56:9.013840670278364 57:-9.089794083896944 58:-1.738976819995812 59:-6.907934980419689 60:5.689418260742984 61:-3.78997734291733 62:10.14907195330985 63:-0.4860872645593806 64:0.5777527729264805 65:-1.679353494914414 66:-4.738652249435436 67:6.632093253722467 68:10.85398038490869 69:-4.218610077441753 70:0.6496599887915936 71:3.341564920744853 72:-1.637933970059954 73:3.471223152885669 74:-2.837695769117289 75:1.668789185389941 76:0.9796403601269157 77:-9.270050705908911 78:0.2870110886114996 79:7.353607475118422 80:-4.774511272249606 81:-3.699922970078155 82:2.070849969554246 83:7.138066378872441 84:7.468667467711605 85:6.743672061786063 86:-3.524743663580872 87:-6.393795724338766 88:-0.1898289960604552 89:-6.486214526998574 90:-5.0536031142513 91:-7.7770447795215 92:11.48327537783271 93:-6.26492290479954 94:-5.901669395285992 95:-7.664218919644151 96:10.29906170310315 97:-8.20480952903738 98:-6.953796424512144 99:0.8776127974885348 100:4.079499053638909 101:-4.250517655646616 102:6.683496642513595 103:-7.542785188527187 104:-4.287054878544907 105:-6.647170196212559 106:3.341185596800304 107:-2.202876450093706 108:-10.7294647403537 109:4.554191703057135 110:9.447627176812508 111:6.350395983451961 112:8.800208827569421 113:-4.023759403602982 114:8.144636718591121 115:-7.93633401243194 116:-3.13700253874237 117:5.49538565726102 118:1.833571248303846 119:4.559144673873197 120:9.408218801817354 121:3.557486289894874 122:-7.082519729923993 123:-3.784576045867431 124:2.745257809537614 125:9.087189955048981 126:-8.156474743547403 127:-0.2953179387546844 128:6.655343331662698 129:5.155684701669841 130:-3.511744299241803 131:-3.634037795543233 132:9.463135788719589 133:0.5228513253796351 134:-4.151617192509077 135:7.487764124211372 136:-3.232074364221255 137:6.307509582720022 138:-8.819020571938504 139:2.444732593901655 140:-9.8119383212127 141:-8.289932429354725 142:5.989876163568971 143:3.610408771325351 144:0.1246907500563719 145:-7.132986721662401 146:-0.2041965232564473 147:-7.69263488538168 148:-2.176345707561103 149:-2.283200435597127 150:-4.394099929142036 151:5.502307762568834 152:3.827522634637178 153:-3.159654689590583 154:-7.546129577120733 155:-7.639437783009225 156:7.72903278901176 157:-0.5671689616461388 158:-2.49955279922841 159:2.429664077034349 160:6.019108565067619 161:7.799937092941404 162:-9.90177426674526 163:2.461710732139601 164:7.914765082934363 165:1.472007678462644 166:-2.771347667207486 167:-6.233669947749132 168:3.268786815955015 169:-3.058739435139536 170:-10.04217842056404 171:-8.863849627893664 172:-5.98254078036451 173:7.423642645772304 174:-2.002248035270513 175:-4.432566125524118 176:6.721430688787531 177:-2.41150632502326 178:-5.073462955933777 179:-6.060525175394375 180:2.009475190844011 181:6.772972791985294 182:7.428373087743801 183:-1.958943987511847 184:0.4051782074257531 185:-6.703024929240781 186:-1.860096280242177 187:-0.2642691602752012 188:8.980148809862452 189:7.827015098843763 190:-7.673984348212374 191:-1.692006838725299 192:6.129814192964735 193:-6.201857102864436 194:0.5760652568289063 195:-8.848856693037879 196:-9.948134438576584 197:-7.481674889872998 198:-3.328912698615146 199:-5.278398399621426
--1 0:4.992056421758603 1:4.24606234936103 2:4.971701960623736 3:11.69917673505003 4:-7.480185657164393 5:-0.09860320232617269 6:-3.305543681089644 7:-3.1029303775711 8:-6.795171861085043 9:-5.20182307480156 10:7.758003383797087 11:-4.784456159656814 12:-6.946354459724431 13:-4.121501969862599 14:-8.229096451621151 15:4.509614926552231 16:-3.980336227228927 17:6.484122030117088 18:-0.4597025370275816 19:-4.199976495128245 20:-1.481281239769451 21:-8.935665454044164 22:-10.17897978043083 23:-5.528792795880872 24:-1.415902251270422 25:4.53855645127265 26:6.848316750694099 27:0.5036411551366398 28:-9.291389257589378 29:8.592537609839301 30:-1.029076559009938 31:-2.212097469441997 32:-10.87506861848132 33:2.626203356109613 34:-5.319991706605384 35:-1.602465342427857 36:5.114808547597988 37:3.562108931424214 38:3.130232818821448 39:-8.214544828678648 40:-2.307059097127029 41:2.207851122497667 42:-7.896333936219812 43:9.962045436382194 44:8.339434944024612 45:-4.422231019267063 46:7.120291653656472 47:-6.496448741867275 48:-4.505423696404981 49:1.255129059916452 50:-8.549149015260298 51:5.10880692665093 52:6.908165049471309 53:-8.003025883845245 54:5.94626371340704 55:4.461701888583431 56:-1.755328915627056 57:7.255666122297521 58:1.548120771737676 59:-3.512184856922002 60:6.984087518005394 61:-2.958574163659982 62:-2.309293743501988 63:-2.318503427979308 64:-3.137209761666987 65:-5.77930381912227 66:-8.205171681553052 67:-9.582841341264963 68:8.889837440911322 69:9.761143667093403 70:8.673485530183756 71:9.382301446103366 72:-0.7787452747531495 73:7.788281135515091 74:1.605548357011908 75:3.856809331335784 76:-1.901467650733114 77:-2.49492003216447 78:7.858726585895941 79:9.291907872040941 80:-1.693336043472492 81:0.05094375592008182 82:-7.706617228111426 83:-1.290026482760854 84:1.331307389182235 85:9.178592370514973 86:1.781449148348244 87:-5.904060021084778 88:-3.623879488735865 89:0.920494610196618 90:-5.814623748763004 91:-6.159632462849959 92:2.963659785476628 93:0.6272459002096085 94:-4.009633845070265 95:4.318138307368615 96:6.726355669097495 97:-9.413038634530624 98:-5.58464254592033 99:-4.465959333090454 100:3.071706656293367 101:4.141924887625095 102:0.9145463563859499 103:-2.356761492380136 104:-6.593971173842726 105:-2.203162443372618 106:3.135377451602596 107:-0.801662721793006 108:-2.113479895288374 109:-2.188867278635278 110:4.383869377889119 111:7.569180577394864 112:9.436662743846867 113:0.3784528115256756 114:8.367963360764778 115:8.021061886395236 116:-7.909134455770989 117:2.017316308926375 118:9.239959296954744 119:0.6219782040052582 120:-0.1182297238781085 121:-2.609263387889246 122:3.843501648772197 123:7.440234257662013 124:4.614794222974806 125:0.7089950077821667 126:6.835998687999802 127:8.034387285694866 128:5.48578128622302 129:1.681688211980059 130:-0.8628524191070677 131:-2.207513652321524 132:-1.89079163800122 133:1.827675748429094 134:10.48210667429292 135:-8.248123375111032 136:-4.286665877727666 137:-5.891022412860994 138:-3.037282636126244 139:-1.909470560379999 140:-2.561145346773079 141:4.774969864338327 142:-3.78141488167205 143:-4.406133999249358 144:0.2823797509543972 145:-6.564715693992063 146:8.226303223431477 147:-1.221289273427205 148:5.616365276942451 149:5.262124635245399 150:6.61750250432559 151:-9.140083161196159 152:-3.92769794374969 153:3.701603945472092 154:6.050666018054829 155:2.580782446834736 156:-4.407747886363414 157:2.814291167378698 158:2.662894401495159 159:8.475089888296171 160:-3.36801375706804 161:-3.279163058388022 162:-6.216425688099688 163:8.949402740876589 164:4.433727681800994 165:3.93152726094995 166:8.121066675539943 167:-0.135537652838984 168:-5.494515037245691 169:1.744027788327364 170:0.9189659052018078 171:-1.913739954349782 172:2.356433463806341 173:-6.53130982594353 174:3.043802524783717 175:4.26986586180429 176:6.723764004008327 177:2.186307968658219 178:-4.471409515903611 179:-2.918572046705742 180:0.7215449470132553 181:4.098000977339516 182:1.2987866691204 183:-6.854998251378148 184:-6.924207753323754 185:-6.208124258705397 186:-1.16439725926115 187:4.826961524241262 188:-8.797018122702244 189:2.86974733354991 190:-2.64506781805557 191:9.465584788660253 192:9.489940516887533 193:8.189190711967814 194:4.50236181717692 195:4.170815342458205 196:8.678268003939696 197:2.048084446578517 198:1.343163921107358 199:-2.11185123032425
--1 0:4.86600265571453 1:4.699360624482616 2:6.976600917103679 3:8.502653986100054 4:-9.094585108509175 5:0.4340261447305583 6:-4.018967847846597 7:-0.5628140098642644 8:-5.667743980321372 9:-5.163570368997326 10:7.157640948262198 11:-4.421227101460245 12:-7.443779810181242 13:-5.573102558255651 14:-7.447890168131241 15:4.602101675406157 16:-5.202108233579112 17:5.318695417620223 18:0.648968742542376 19:-3.365206117188915 20:-1.417106646640142 21:-9.69056485864699 22:-8.230815427958948 23:-2.107282834868593 24:-2.495623276240587 25:6.705300777513305 26:10.73737133140119 27:-0.580543179186809 28:-7.714891269072569 29:6.568890322222702 30:-1.724425079689444 31:-1.352237578666714 32:-8.401272654652619 33:1.908324667959956 34:-5.412250617268517 35:-2.466715562738593 36:4.659548684468175 37:3.942386091768012 38:3.389996540828795 39:-8.609155972024313 40:-2.024085871359995 41:4.14648814246325 42:-6.969358686495138 43:10.47148405521413 44:9.686359016131865 45:-0.7591534131832194 46:5.953578378831009 47:-7.102485525043613 48:-2.360367880267377 49:0.9110668264801329 50:-8.945659755740754 51:5.780322324470293 52:6.438609192870804 53:-8.394654132967574 54:7.427340647883597 55:4.316757691177746 56:-3.315992384474633 57:5.160263563639264 58:2.643815998963305 59:-2.263595612197389 60:7.116331834292877 61:-0.6733835521846067 62:-3.184805651313844 63:-3.892978779569565 64:-2.813360090138742 65:-2.647354793204401 66:-7.435787467137263 67:-8.576519433446437 68:10.15494664988405 69:8.375029188250172 70:8.989486019637203 71:9.930511473205877 72:0.5250255258698566 73:7.79024879702445 74:-2.061328501398864 75:5.080639139353818 76:-2.76854105084457 77:-1.170176858343687 78:7.293718505041302 79:8.702984205454175 80:-3.293521190940356 81:1.778321908515148 82:-9.755431607497464 83:-2.674603838279141 84:0.5940230711474441 85:7.39933340104958 86:0.819923286562285 87:-3.079953218995829 88:-3.734821784394319 89:1.351540952098061 90:-5.589042965516978 91:-5.275950020029216 92:1.102764221673723 93:-1.924895805170663 94:-5.139256199166685 95:4.284927495028448 96:4.731403974666202 97:-8.593429432531517 98:-3.660089271655382 99:-4.263040689783144 100:4.262141969454415 101:3.589365293370243 102:1.622952481934462 103:-5.654581459754064 104:-5.821068056171161 105:-1.097192489441163 106:1.295862250563234 107:-0.3213992380507585 108:-2.482693726721038 109:-1.661334553314627 110:4.502745947159575 111:8.826805572461767 112:10.3182643944877 113:1.23010424587447 114:7.634245255980844 115:6.757942423329768 116:-9.716554849199365 117:3.375445755220911 118:7.942842077439108 119:1.340493546810118 120:1.669838127891089 121:-2.606453900704324 122:4.104471950379056 123:11.02598763252585 124:2.272966278530106 125:-0.505355920093124 126:7.686624198090689 127:11.10060188142626 128:7.138448076432969 129:0.5683342012128326 130:1.019221762779637 131:-2.267043630480924 132:-0.7218922391494664 133:4.087117079194099 134:10.71295719060476 135:-6.528594626988343 136:-4.453654751855041 137:-3.7442143546481 138:-4.742697918421107 139:-0.9325025637202217 140:-2.17670601993932 141:5.148181993127623 142:-2.465252118870498 143:-4.503740901201398 144:0.1576991702364716 145:-6.11466916620554 146:7.170250250594705 147:-3.770611146547821 148:4.949145143790891 149:4.575304080948261 150:6.587203615863769 151:-9.567605673996061 152:-3.219964455161997 153:2.755297088857158 154:4.465961406195486 155:1.027222126422913 156:-4.462031106149551 157:3.143028872209919 158:5.347468404280364 159:6.679597056475604 160:-3.497126425696794 161:-2.56056423390151 162:-5.518565947012021 163:8.435360844283867 164:3.833464749073855 165:4.925040916568331 166:7.121353191661606 167:1.68571114527726 168:-7.900321671217756 169:2.627566007740863 170:2.772401111151924 171:-0.7177541916221564 172:1.845658279027377 173:-8.719061256621966 174:1.387380880092949 175:2.835165862985838 176:6.163145098298057 177:2.438165361391935 178:-2.406916674143411 179:-1.99881218561899 180:-0.5555060036850438 181:4.701371756300817 182:4.25147373073626 183:-5.042273852826804 184:-8.18709303667212 185:-6.187032922474416 186:-3.084660382082356 187:4.625043292145053 188:-9.785895429357168 189:2.583670182660016 190:1.621358219260104 191:8.977113283967025 192:9.305198334969859 193:5.738380450220609 194:1.376410383331592 195:5.081169177104993 196:8.22173826106429 197:3.484954126043896 198:1.633051211463979 199:-2.537152562775949
--1 0:4.060105429824784 1:3.409148746633375 2:7.342826355527286 3:9.193424467851726 4:-6.922309637308024 5:-0.7194114534839358 6:-4.145641507407671 7:-2.81633485741835 8:-5.548139949206615 9:-6.536785722418792 10:7.815573548718804 11:-4.505414449188859 12:-7.796984407556113 13:-4.049942190954951 14:-7.812853936135386 15:5.81820794341283 16:-3.493268448736773 17:3.637271454990026 18:0.150124148552338 19:-3.369812535665554 20:-4.210142783034129 21:-7.584063484764346 22:-12.42906675736504 23:-3.322119010677266 24:-1.564250969656505 25:4.489876465640917 26:8.417089882347414 27:0.5786525759465817 28:-8.524695604363249 29:9.714853663459138 30:-1.155719123808469 31:-1.486075970492463 32:-9.388492138070403 33:2.269421619254967 34:-5.143676300362632 35:0.26677884047887 36:6.615415839532126 37:5.243960975977558 38:3.236930963570028 39:-8.510927491587809 40:-3.923055536242406 41:2.445643458549545 42:-7.536096213244683 43:9.052751412220069 44:8.485783887755309 45:-1.433962110267926 46:8.196181741902988 47:-6.742213988083304 48:-3.463632815278062 49:1.986693387955094 50:-7.757056814748535 51:5.734204689167671 52:5.412702020193504 53:-7.462633651187485 54:7.765768210015922 55:4.606378677825832 56:-2.561790700205308 57:6.972432060667574 58:2.737844368729502 59:-2.568864303338993 60:5.232369142154589 61:-1.864772795197813 62:-1.952686947233433 63:-2.456099818197233 64:-0.8722205271127748 65:-3.03778971867122 66:-10.81011464576641 67:-9.123212102841622 68:9.39741164926115 69:8.863196970377361 70:7.006933279081562 71:8.5097282488052 72:0.2749557067157555 73:6.519464013484304 74:0.6514084374805673 75:5.410876914519611 76:-1.69286626697729 77:-1.513070240365726 78:8.024429643318459 79:9.926196160931875 80:-0.4805303567817796 81:0.8773062154356797 82:-9.672577914588976 83:-3.053726347875038 84:0.08718644800896735 85:7.95504567777156 86:1.796124135818692 87:-5.9909359819998 88:-5.806908901301455 89:0.6446799264024945 90:-5.192775207302711 91:-4.216819482789183 92:0.0913857991952014 93:-3.702020927807539 94:-5.500646768609856 95:5.563545178415604 96:6.750590191838566 97:-11.03234600142062 98:-6.676493249552296 99:-3.964222712401282 100:5.342137547552619 101:2.773960177908211 102:0.895883024841244 103:-2.82461463457533 104:-4.746250785590842 105:-2.390608173494484 106:2.004769341716456 107:0.6740372419626175 108:-0.6460709069098158 109:-0.8497389633450667 110:6.014183195069245 111:8.917460848004371 112:9.546374503006934 113:1.411202604619688 114:7.50760663077903 115:7.614876886665225 116:-9.454067567669764 117:1.995892033593498 118:9.562513037928435 119:1.70892136912431 120:3.803164375429917 121:-3.723278139491248 122:3.295353653004576 123:9.933978613853327 124:5.661176671694252 125:-0.2289690223062285 126:7.539101183186999 127:9.64185659160397 128:5.34057512328273 129:2.613801195710747 130:0.242997332232687 131:-1.172700614432779 132:-2.14447710317382 133:3.40749581879759 134:8.724048477085587 135:-8.228243844616287 136:-5.004646659739436 137:-6.868396847769496 138:-3.783178240367139 139:-1.895907031236497 140:-3.594043085819806 141:5.280857910411698 142:-2.768690685503056 143:-4.89312146851556 144:0.521783605592768 145:-5.555755014730777 146:7.816374910643358 147:-2.620254549353063 148:3.899234139124828 149:6.78250697794675 150:5.215686297128831 151:-11.51793816974932 152:-6.430742371834969 153:2.916125800706042 154:5.009145756092044 155:3.111318264374873 156:-6.788245482994069 157:1.585867896371565 158:4.166496796712398 159:7.978644535423935 160:-3.8440229155523 161:-1.704469183723106 162:-7.14251078475283 163:10.20774467084786 164:5.432299612772635 165:6.496979648214768 166:6.813372866702776 167:1.39971953366911 168:-6.546043134308604 169:4.016129297647372 170:1.146577478446787 171:-1.678438630019821 172:5.424855842259775 173:-8.21058659271166 174:3.036597352525163 175:2.948412535447264 176:6.998622045010421 177:0.7516222275842148 178:-3.127545083487836 179:-1.641593375823107 180:-1.733906725801572 181:4.260101609907273 182:3.266600262854114 183:-5.637019566287761 184:-8.240298956889768 185:-6.789517905533178 186:-3.183437944057415 187:3.047503456896658 188:-10.25265080583524 189:3.14344217585315 190:1.601109251747887 191:9.166647647825439 192:10.57420256116091 193:7.018291499646986 194:4.997278414425159 195:6.460826270234746 196:10.65219140349976 197:1.023515548423019 198:2.724675261338538 199:-3.704009644624692
-1 0:8.674600095094089 1:-3.320345983185589 2:-5.562293326438772 3:-2.228856945827985 4:2.987029448064423 5:10.06711958859624 6:-10.47687526682592 7:-4.265131744090748 8:7.934350757899632 9:6.270229170338649 10:-7.546736751083239 11:1.945495920701065 12:-7.710504972346299 13:-8.936390671527755 14:-3.983392402011247 15:3.877453967037861 16:7.021917570600616 17:2.334335369089162 18:-7.250572678437599 19:-2.133117184224605 20:-3.317421489732154 21:4.306072148879053 22:-8.389089345212364 23:9.201567057924061 24:-0.4285253159063445 25:4.039147214937871 26:1.403989397986664 27:-2.80497743684293 28:5.280280441373971 29:6.887277943250855 30:6.392470553694984 31:4.997739008702557 32:6.165874078868568 33:6.461472606161102 34:6.803030315449292 35:5.476485824034874 36:7.356501282458137 37:7.317695199759885 38:-7.586703382155628 39:-3.475983749550366 40:0.8707615681574388 41:1.748174166467868 42:-2.069626142507083 43:-9.321892617259453 44:2.56402653577663 45:6.493984802462216 46:-8.672019491540132 47:-5.708836988961643 48:-8.070446190648729 49:7.331122842064397 50:2.149110896975793 51:-4.119561825239652 52:7.002641924158377 53:-10.3423378332931 54:-1.98064184760768 55:-3.974581624969001 56:8.54475470769893 57:-9.368938709785628 58:-0.2209789760186966 59:-6.162925605300065 60:7.664595013426303 61:-5.45915444039231 62:8.339382338748859 63:-0.3385195190017811 64:0.8448969066463137 65:-2.064593860943641 66:-5.198570646320572 67:7.562878367207789 68:10.10358081233377 69:-3.433897265986579 70:-0.6212389467762232 71:0.3535059463312376 72:-0.7442833041853785 73:4.690852460533065 74:-2.389837303095236 75:3.066057095423535 76:2.857624516086059 77:-9.413246693540431 78:0.3193260753903642 79:7.719969798495522 80:-5.354497921919958 81:-1.499380170828583 82:1.166292022911234 83:6.048852755270979 84:6.559972376275587 85:5.850654186862648 86:-1.581174007946242 87:-7.950006745217059 88:-0.4145841057628197 89:-7.074042351920766 90:-3.734735195123195 91:-7.163498508373588 92:8.171238898945592 93:-7.526966693566701 94:-5.411843926131612 95:-8.301438149266353 96:10.1109594283979 97:-8.193727285697966 98:-6.636380400415993 99:-1.085967949456236 100:5.362980860249776 101:-5.323574801138881 102:6.45405484049134 103:-7.874264943973325 104:-6.090146320027229 105:-6.963672278278491 106:1.037026682375167 107:-4.514546274654916 108:-9.457465542791413 109:3.333153067921877 110:9.72642628130933 111:4.248990015167425 112:6.808854271617052 113:-6.243600101810787 114:8.667263746506009 115:-8.392822078740858 116:-3.550186093523979 117:3.546827446935549 118:1.907899134206466 119:2.351850207964534 120:9.130745953263215 121:2.834540781657683 122:-7.369478834302619 123:-2.524201440916916 124:2.839524571895871 125:6.316268016768155 126:-8.334970100082296 127:-0.2246221188780237 128:6.048189635861593 129:5.138510766978296 130:-3.545772638764346 131:-3.116693032222589 132:9.551255569453833 133:1.705899146575208 134:-3.134751109926174 135:7.108628394446157 136:-4.018119792012667 137:8.030854462427117 138:-9.227713429167437 139:1.128124979639074 140:-9.09621935399236 141:-7.782956789933921 142:4.346471467937734 143:2.943862749146347 144:1.498321657062492 145:-4.492432249543655 146:-1.056562765899177 147:-8.708909973272837 148:-1.436209061553253 149:-2.634518197087282 150:-3.609994884461326 151:5.036749158181919 152:2.771431648839156 153:-4.381473740652877 154:-6.167778882378998 155:-8.96462808092374 156:10.87946508004153 157:-1.1705439893507 158:-2.008370819762358 159:1.632924888823605 160:5.635301912109922 161:7.912047976745488 162:-8.900109608434226 163:4.221647415124669 164:8.388669112286317 165:1.32804541389622 166:-3.636441800241418 167:-6.894602959498172 168:2.896332580384406 169:-2.052446204682501 170:-9.030416032572251 171:-8.717512607362748 172:-6.099169381639846 173:8.073996063327138 174:-4.432453652675181 175:-6.15686445101302 176:7.728161633346343 177:-3.762653034465332 178:-3.598507522284798 179:-4.30207668469 180:3.781760571288817 181:8.406541112849045 182:5.341241947156837 183:-2.855437493278299 184:1.350674508803235 185:-5.441679340460548 186:-5.155862640168692 187:-1.977392958739215 188:9.856708872177881 189:6.659908283485962 190:-10.01762703063125 191:-1.468771672172169 192:5.672830800991937 193:-7.212865340708285 194:-0.1733681852052942 195:-9.4443308968252 196:-9.027819716176701 197:-8.029021369757679 198:-2.908833224291062 199:-9.157762919627196
--1 0:3.49560835790327 1:3.108423807474197 2:7.448522115638217 3:10.43272722505942 4:-6.889933706320055 5:-0.8162189901785306 6:-3.570606237878698 7:-3.51302744079801 8:-5.865936430950613 9:-9.576110092379674 10:7.272422068667669 11:-5.582412037092863 12:-6.759560505501308 13:-4.146830990279452 14:-7.34332372214554 15:4.641348165816904 16:-3.157927415543576 17:4.437278549096559 18:0.06745152175108537 19:-3.082676217672227 20:-1.593310891168305 21:-8.479031565960861 22:-10.08224552318752 23:-3.560686746603055 24:-3.369504117143002 25:5.016890664369428 26:8.584664766383529 27:-1.039775648987318 28:-7.620452968222671 29:9.023927066360745 30:-0.1950117350855654 31:0.04557709412939048 32:-8.538934180380616 33:1.880384425559567 34:-3.69219992185847 35:-0.7048793090835115 36:6.086858241540654 37:3.494913747805781 38:2.179273447783513 39:-9.191600360572769 40:-2.359814093775154 41:3.797609177136089 42:-5.495727484231304 43:10.06300587849332 44:5.575955733856718 45:-1.957769859078564 46:7.894930904890777 47:-7.703083605545613 48:-3.359602657310976 49:1.007431196583084 50:-8.097336544579894 51:7.026144299699869 52:7.622392088975926 53:-5.450393946720398 54:7.315836775810891 55:4.604729377349228 56:-2.019199575201478 57:8.54372617133567 58:3.972497928636209 59:-2.755830502449791 60:6.879256164729053 61:-2.599113850805173 62:-3.93543608388214 63:-1.966455700548064 64:-3.104397590431758 65:-3.868151312557573 66:-10.5289303476719 67:-8.558662924415495 68:7.028520764953212 69:8.316805641667571 70:6.817986250883992 71:8.734819220878489 72:0.1166301864410635 73:6.947586083588161 74:-0.05455944636969068 75:6.64101112244848 76:-3.950084714958372 77:-1.953175337128703 78:7.780115600225391 79:9.659001960731215 80:-1.94621715835228 81:2.534480143334337 82:-8.833176643605524 83:-2.276458462728511 84:1.06582878310569 85:9.411588645594513 86:2.76674305016551 87:-4.075942471830061 88:-4.5402400371466 89:2.972093302800364 90:-5.322340847251223 91:-4.432581048191317 92:0.5692130958822998 93:-1.682915600960286 94:-4.675451045965415 95:2.647779303190996 96:6.867726728276724 97:-10.69399778328477 98:-6.74943448733157 99:-5.046679181096032 100:2.918691380512755 101:5.243191068008729 102:0.8820907021777868 103:-3.451085423431827 104:-5.839471330073001 105:-2.830574750390893 106:3.053455430553337 107:-0.4534913319753816 108:-1.884306813306637 109:-1.772340440620376 110:5.837571975542286 111:7.987195762549873 112:9.003005466097063 113:0.4439025042260021 114:7.939150793713085 115:9.284035297759489 116:-8.287346450134503 117:1.902475284632038 118:9.706539632055808 119:1.147137197691588 120:1.582813303861157 121:-3.664536583480325 122:2.16526140187326 123:8.074417785836136 124:2.733588455694836 125:-1.212634374432821 126:5.516310966921473 127:10.61064892926698 128:6.183585535290399 129:-0.4323612235160881 130:-0.9480352119749151 131:-2.925722174324108 132:-2.344542431542393 133:2.43477373804322 134:8.76260778624088 135:-5.605506664781061 136:-4.412954024642339 137:-2.297787696634462 138:-3.01142182450309 139:-0.766490141239075 140:-2.409662997339616 141:6.235091676363032 142:-3.554943579784275 143:-2.964241299447816 144:0.3959165699249022 145:-6.021743852834613 146:9.560075683622562 147:-2.099706113432489 148:5.118576971492931 149:7.056304679456275 150:7.807942345666098 151:-10.90753309406646 152:-4.373653590880434 153:3.825149065924384 154:4.55880867141729 155:0.2710199895106455 156:-6.256578453542858 157:1.059449351916211 158:5.236701664780447 159:7.593252999086403 160:-4.096107454437012 161:-3.396034704902068 162:-6.701203685025905 163:7.765117852100461 164:6.11345412832457 165:6.4730633597264 166:7.853059800459518 167:2.35064839626211 168:-5.302503567581217 169:3.72740585728535 170:3.70211653839315 171:0.4023379231336921 172:4.17427371440442 173:-9.315384584209566 174:2.515682639200463 175:4.61074009269768 176:5.911834950286436 177:1.622246179179161 178:-2.744845168101182 179:-3.055388067626835 180:-1.105657620608818 181:8.33426100295825 182:1.94400980458654 183:-3.49516719508874 184:-7.455847562270423 185:-6.06931753473277 186:-2.899121322094607 187:4.41457613163217 188:-9.873096074517248 189:2.040428870239242 190:1.606631454942429 191:9.172698767083237 192:11.13819718415004 193:8.316711085703071 194:3.346056910617476 195:5.674266188516182 196:8.832020150934101 197:0.2484827383113184 198:2.760872321845688 199:-0.511264763910388
--1 0:4.839408839120138 1:4.48918404795821 2:6.257926725561494 3:10.1680452303053 4:-8.263384332429339 5:-0.5054866962212756 6:-0.1213940160843565 7:-3.761294682337649 8:-5.429461065133667 9:-5.467206676527621 10:6.35595218791561 11:-5.763036479894604 12:-9.081761235220466 13:-5.20463770518655 14:-6.466604147377771 15:3.275668124971795 16:-3.97596716927061 17:5.728361665319852 18:0.2192741076286624 19:-1.7236812970612 20:0.301946079673524 21:-9.3910601488206 22:-7.769383047123068 23:-3.183315325922041 24:-1.080792201873478 25:6.06195448124244 26:8.461694815837932 27:-0.0462036862678914 28:-8.544486319731986 29:7.65727811958203 30:-1.378565409653758 31:-1.345559424914441 32:-9.828815605092776 33:2.626205568634066 34:-5.722869837162714 35:-2.462381093029396 36:5.736893849879262 37:4.872321446387972 38:2.994018232827933 39:-10.35145929567014 40:-2.815319029040182 41:4.253984148097846 42:-7.514365406499349 43:9.880145963127037 44:8.993264631768357 45:-2.128313183912448 46:5.630689217277105 47:-6.777933014197765 48:-2.854988841468654 49:2.048202229716048 50:-6.95518158387449 51:7.739373957486379 52:6.836189685111564 53:-8.618304814492316 54:7.717341590243383 55:4.059730382004945 56:-2.2104825160744 57:8.637100690740077 58:4.317270954020964 59:-3.257636405307882 60:7.346463669532873 61:-0.01541686153251975 62:-3.046562821826033 63:-3.511093200010587 64:-1.858435103802802 65:-5.703099258380893 66:-9.36818731469487 67:-8.363694713928943 68:8.707666033306147 69:7.893132242616239 70:7.328332388768142 71:10.16522708290518 72:-1.169799038511195 73:8.06002194560317 74:0.5879261008475274 75:4.128825678599412 76:-2.28779853402248 77:-1.416237458790767 78:7.615114234998105 79:9.246334685562413 80:-3.761763407429915 81:2.164276571357623 82:-8.154654800360426 83:-1.90957546754458 84:-1.386935867676411 85:6.352625961722904 86:2.154794877346048 87:-4.962837670054983 88:-4.380125422130574 89:0.5180971228130031 90:-3.590232589294855 91:-5.607867953444993 92:0.7755616698244328 93:-0.06210176735067474 94:-4.898216326956302 95:2.746899838060684 96:7.728996992691398 97:-7.906312783186196 98:-2.36493899933624 99:-3.92921786902524 100:3.247946501930535 101:1.790472419330577 102:2.819052484911746 103:-2.289912073582757 104:-6.224486113991605 105:-1.376415765638094 106:2.219049825045501 107:-1.956136328656653 108:-2.172909705857782 109:1.3475249606829 110:4.658667094229425 111:7.89846023228183 112:8.878315777775692 113:1.94737625084006 114:7.533750786413466 115:7.3396301677269 116:-9.314622009154036 117:-0.01562446385697336 118:7.543307893133714 119:0.8382984671726648 120:0.9517550208551986 121:-4.850358335701168 122:4.070942384646519 123:9.196615496351068 124:2.791215768573278 125:-0.3003278147410492 126:6.859864475821228 127:8.763407869986274 128:4.26389797692731 129:0.3977733378666841 130:0.7274613440848391 131:-1.702526977295984 132:-1.418016188676454 133:4.281120103078231 134:9.440883288456789 135:-6.540604176524165 136:-2.527628303727528 137:-3.17247079468173 138:-3.83729929992654 139:-1.340852193289145 140:-0.86564991466765 141:4.295565865271153 142:-2.457518649604431 143:-3.316408783380813 144:1.240670855042798 145:-6.38651527191766 146:7.415802179855902 147:-3.407775367173302 148:5.373915840539193 149:7.155418800480487 150:7.248159997958155 151:-10.56962682413404 152:-4.107165162352268 153:2.64386297786768 154:5.53023448908265 155:1.306479692527665 156:-4.115596939568169 157:3.67844014688558 158:4.486490482951637 159:7.466269050436869 160:-2.762133020552955 161:-2.665042796619419 162:-6.437321686935138 163:8.682053097755073 164:4.227407237570038 165:6.988958025593648 166:6.069486574547161 167:0.3683526585185776 168:-4.437612193716467 169:2.711787105386853 170:1.925449383982971 171:-0.4508745920394839 172:6.016741447626148 173:-9.484376942779154 174:-0.003037383198303267 175:3.354740679448752 176:8.731990745847703 177:2.665880032091198 178:-4.9257520102828 179:-2.042683218223256 180:-1.118573659554611 181:6.603171377899685 182:3.037269215051891 183:-5.004078403038553 184:-6.037102084656297 185:-5.903117504691554 186:-2.158211137513427 187:2.774604382961675 188:-10.61794369852058 189:1.29066915122521 190:-0.7891427073072868 191:7.78710431882283 192:8.931254062577638 193:8.704204699995545 194:2.236611731075505 195:4.68981454703176 196:7.817928178394159 197:3.281899371078644 198:2.144974431197663 199:-1.921717887152899
-1 0:7.044014862287898 1:-3.549309130196745 2:-5.262173443214833 3:-2.408172171866337 4:3.99680336677621 5:8.021680753866931 6:-10.9929441673432 7:-4.704039993044946 8:5.881059245539454 9:5.071517008911527 10:-8.351815072768384 11:3.943369539730627 12:-7.583824981221633 13:-10.69306963708254 14:-5.231285792165282 15:3.860851878818824 16:5.417722174321886 17:0.6837998916517172 18:-6.104580960424776 19:-1.400726998883048 20:-2.966670784992093 21:2.337419044766227 22:-6.224612540419401 23:8.987391431308142 24:0.5458880579134767 25:3.836253069775507 26:-0.3907130800329065 27:-2.101743024537048 28:3.189341305066117 29:7.480795821136914 30:7.890728159460984 31:4.243929142360148 32:4.621933424401119 33:5.252467966196269 34:8.877357948673989 35:4.597484436931201 36:5.600611749024283 37:6.205844120291983 38:-7.823121736247428 39:-5.352306759076291 40:-0.911978372836744 41:0.4904716767990379 42:-2.109598428390448 43:-7.704927428264651 44:1.447091736438753 45:6.412511351949578 46:-9.278876187211001 47:-4.25257035617072 48:-8.17816524298458 49:7.829720669466265 50:3.28231776960041 51:-1.622850045660208 52:7.464997198571259 53:-9.158753769634416 54:-2.270603150980342 55:-3.110454355476231 56:10.41360358576606 57:-8.691757242326428 58:-0.6530630033944577 59:-5.651247089053902 60:7.714888141423671 61:-6.180822534583147 62:10.92802780791174 63:0.7547508948013827 64:1.182689850019415 65:-1.683644125993477 66:-4.669713446543231 67:7.502029369895308 68:8.082626461332783 69:-4.688470311866908 70:-0.4019782312899247 71:3.113670565219517 72:-0.9968413640794429 73:6.462266843705761 74:-3.375049025573016 75:1.77236158557529 76:4.057029931024765 77:-10.99485703050971 78:4.339278348725191 79:4.465524048425166 80:-7.856810169818202 81:-3.22458635556653 82:2.862725799182262 83:6.121534392382356 84:9.081602172462933 85:7.963980569516115 86:-3.129180171964812 87:-9.578988019628333 88:-0.9247944286760643 89:-8.169837335139489 90:-4.14001027764353 91:-7.239320423710803 92:7.686090893044865 93:-7.52644028487523 94:-6.83189949975487 95:-7.938336743880328 96:9.046924557974245 97:-9.677360645721496 98:-7.407486543087249 99:-2.605909366458823 100:4.520793642127774 101:-5.188847697690079 102:8.740005897741618 103:-6.565822888804242 104:-5.136794113928019 105:-7.381969372250444 106:1.470683080117528 107:-3.475822570075002 108:-9.648185601831836 109:5.14779937580957 110:9.939615465956644 111:6.490630067783127 112:8.200024844871919 113:-5.862652172162781 114:10.01333019244647 115:-8.226931165565544 116:-3.982818659567574 117:5.003280388933994 118:3.327775616147026 119:3.457896267701216 120:10.37592324134314 121:3.185918455744599 122:-7.764609516611336 123:-1.888795329822223 124:4.885645883380119 125:6.061799283628002 126:-7.544132904556505 127:-1.703098123747137 128:4.807215731314477 129:4.505338319968857 130:-3.944139122409632 131:-2.683929037062324 132:8.83551661655963 133:-0.7324006421288248 134:-3.912193457883701 135:6.140997057441671 136:-2.028131223997171 137:8.026351208489766 138:-9.080180201679102 139:0.672286136458869 140:-9.216238268835795 141:-8.976201083167307 142:4.561835573438447 143:4.388731850665447 144:-1.134672596154741 145:-7.687574191553305 146:-1.946596406224927 147:-7.680664242634385 148:-0.4317117035735594 149:-2.339675228147678 150:-3.393649802458824 151:5.046864717521955 152:3.707060289301277 153:-3.398802692953197 154:-9.0108408247093 155:-7.057096558743519 156:6.611976380516098 157:-1.316380906712595 158:-0.1491829275119585 159:1.480305550148073 160:4.231751505806973 161:7.600118794195254 162:-8.004011450833255 163:2.355415408169544 164:8.895807656242024 165:1.905164953903454 166:-5.4429138439877 167:-7.00340650444721 168:3.438905181946798 169:-2.296850079714699 170:-10.54118621629104 171:-8.95919610448332 172:-6.732490998709283 173:8.852022120075523 174:-3.959796110258073 175:-6.053147649061863 176:5.938241033778562 177:-3.432002566120258 178:-4.534959943838084 179:-5.195352824911667 180:1.310796945200837 181:5.545521677337266 182:6.015207244752835 183:-0.3116546808118412 184:2.405638766295993 185:-2.629580227510385 186:-4.627795121880331 187:-0.3798068632573962 188:10.48769594786054 189:6.907926793994204 190:-9.768866891072417 191:-2.968611037356422 192:7.140100637019163 193:-8.52074266254307 194:1.343345623558362 195:-7.299923994827894 196:-7.396768864468196 197:-7.966426235232611 198:-3.667844958261099 199:-7.382139084789918
--1 0:3.8406242693217 1:3.502342454537173 2:8.630156380744584 3:8.629510458157077 4:-7.94966240178921 5:1.440666895789541 6:-2.997325163465824 7:-4.333278217393186 8:-5.987152835745131 9:-7.250835234740482 10:7.028790407844404 11:-4.104754985571782 12:-7.610885809076146 13:-3.980138189741878 14:-7.261582219559359 15:4.137701164766437 16:-3.729439901181699 17:6.128310963746854 18:-0.8026726974429907 19:-2.605786991141827 20:-1.154222090831333 21:-9.283843370053866 22:-9.126641187128271 23:-2.894758506171621 24:-2.604553441738497 25:4.296187509267068 26:9.189940344639643 27:-1.37725880446989 28:-9.498132193389271 29:6.357530129678969 30:-0.1004409299019005 31:-2.342138815367225 32:-10.00519023459991 33:2.705939514154308 34:-5.227001922985635 35:-2.658272468985238 36:5.846727070312902 37:2.374771239515469 38:3.110639908224333 39:-9.19844774537313 40:-1.63805372183205 41:4.029828807831595 42:-6.679515852057096 43:10.04257007087106 44:7.47320701166653 45:-2.715519304822872 46:5.311973147857374 47:-7.762989860708732 48:-4.237230608819493 49:0.3475023095197469 50:-8.251362546191297 51:5.626815527815043 52:7.386858923769857 53:-7.409280244676435 54:7.089714352531622 55:6.339853151261305 56:-3.65689031871918 57:5.172499724939503 58:3.121205553393989 59:-1.259535007405612 60:4.836265277492724 61:2.201378530184505 62:-5.469183297131796 63:-3.706913826830268 64:-4.010596295492451 65:-6.331048104037782 66:-9.336278610652709 67:-8.792110191059907 68:9.952573650747459 69:8.113016104500744 70:7.601428611016565 71:8.107498920872464 72:1.029736575223095 73:3.611878350814266 74:-0.452445509488841 75:3.676019698642673 76:-2.488271368626963 77:-1.658248400197202 78:6.846781242375219 79:7.912318616817199 80:-1.818876779739485 81:1.740909250358027 82:-7.121692521028401 83:-3.040628760497426 84:0.5826900613574089 85:8.225798405812283 86:3.248148212652035 87:-5.214748212706042 88:-3.519815571241857 89:0.8670527920028528 90:-6.965907421349514 91:-4.697731100024194 92:1.429986846045651 93:-2.565127357502058 94:-5.721228787266811 95:3.479113975884577 96:7.410909843527695 97:-8.020180688330973 98:-4.045744040782625 99:-2.218727946376554 100:3.097894468721148 101:3.983984292544347 102:2.205274497824932 103:-2.485237090238429 104:-7.7210798039016 105:-0.4463814654650504 106:1.636390067798899 107:-1.08482768269038 108:-1.146681268093306 109:-1.197736262685404 110:5.532286530960518 111:8.7849392985575 112:9.398443631381665 113:2.073290589420005 114:7.020266944101943 115:8.637007378687299 116:-8.856763818162715 117:0.9872066839201247 118:8.758554391347349 119:-0.2436260399057616 120:2.385597624028592 121:-2.65216816061843 122:1.514277841035888 123:8.643893106751309 124:3.701219480804372 125:-1.329871171585388 126:8.81898014558508 127:7.962397010535814 128:5.696669813759454 129:-0.1813426937751186 130:2.193241265274081 131:-1.234518481191885 132:-2.078796981373763 133:4.350127937777351 134:9.213611834408905 135:-6.505370198599131 136:-2.968665517733036 137:-1.609925114462063 138:-3.968907568407405 139:-1.722527878558378 140:-1.757357168662371 141:7.883815432163384 142:-2.806454521085595 143:-5.348999344087729 144:-0.5417006090913966 145:-4.825372603169271 146:7.715563698939017 147:-1.947832741947102 148:5.432227946602109 149:5.337219652778627 150:5.811759726940114 151:-9.890674226452461 152:-3.128997208603943 153:5.344117264043181 154:3.649330834174363 155:2.404185912460796 156:-6.34791259340488 157:4.03267672513689 158:4.582348455582272 159:8.6691031591295 160:-3.02057597567909 161:-3.137891737290208 162:-6.211508576463215 163:6.615120588136779 164:4.894663045856557 165:7.33092639033547 166:8.075209200866315 167:-0.1238801450027689 168:-6.129841865769538 169:4.318069740452338 170:2.938916692121162 171:-2.710597739377932 172:4.416862705707366 173:-8.294510750691991 174:3.693514784941756 175:3.491651406064662 176:7.399767063138095 177:3.087387890134138 178:-2.346462968241645 179:-0.5201184283511006 180:0.5026692098112358 181:4.407108319599666 182:2.529588585518932 183:-6.663281914646874 184:-6.7483333566765 185:-4.554946048146354 186:-3.250422115171666 187:3.986068170518961 188:-9.491278746379987 189:2.756561911504027 190:2.013134883985601 191:7.732759108628407 192:12.03149086640924 193:6.620238678596369 194:2.865120119332387 195:5.347118665053647 196:10.73643318496228 197:1.92961204396645 198:1.23912030550412 199:-2.479940281058087
--1 0:3.089260830076671 1:4.564889014995279 2:5.221788575862771 3:8.374051580092219 4:-7.569872902555399 5:1.216836978563082 6:-2.623446088080847 7:-3.775136309708818 8:-7.2304495548207 9:-7.668931727591321 10:7.53880125297149 11:-6.145901122289927 12:-8.158280277786073 13:-5.098472505481898 14:-7.769394356570884 15:6.777713212640199 16:-3.953600217280965 17:4.956019415903377 18:-0.3837702020844261 19:-1.115214439886433 20:-1.400612784013089 21:-8.053385609364966 22:-10.85900076937207 23:-4.123802541658034 24:-1.23816110463834 25:5.204715784518425 26:7.938119589530912 27:-1.375474221220492 28:-8.199214748965833 29:8.276399474290743 30:-0.6769698936703641 31:-0.3208068310627469 32:-8.912730185858189 33:2.360915241036797 34:-4.954938225159934 35:-1.076933205798563 36:4.238606482038485 37:3.929259326791193 38:1.040226776859639 39:-10.82097834446121 40:-2.356434613549999 41:4.02467845677662 42:-6.654510648375807 43:9.026843308030008 44:8.45133082319265 45:-2.192222407781972 46:6.936870839583389 47:-8.482723904509724 48:-2.498192874563175 49:0.2252450618010735 50:-8.983703465559879 51:5.480652614709556 52:6.814733574565198 53:-7.807357369510202 54:6.447516373323883 55:4.201167512429545 56:-1.998215984460898 57:7.886865664698009 58:3.152872094723266 59:-2.957825609033139 60:7.337744855266302 61:-1.012017033856665 62:-3.569328881180444 63:-4.398040348730417 64:-1.374631054875957 65:-4.682599880518699 66:-8.828673979667144 67:-7.298374456266581 68:9.468418778850401 69:8.51571574945949 70:7.284687063468664 71:9.363596122960933 72:-0.7944859641525281 73:7.732781523628516 74:-1.563981180284803 75:4.119210414601659 76:-2.824863602801641 77:-2.005239894293848 78:7.958570102494132 79:11.00698576641966 80:-2.32731595904078 81:0.1255274358377945 82:-7.576790254238309 83:-1.550265437762277 84:-0.2094085411694747 85:7.985748016334639 86:2.885650128413191 87:-5.129648678260558 88:-4.484402348218948 89:0.3137820081974414 90:-3.850488102421764 91:-5.025583203312661 92:-1.039346226518176 93:-1.631328734709101 94:-5.02977387051355 95:4.279515536562948 96:7.184991221062956 97:-11.26927102590469 98:-4.233744936429613 99:-2.257044380704843 100:3.159353670808563 101:4.431978751789396 102:-0.6046012580301448 103:-1.289270351761797 104:-5.412738138046774 105:-4.280860580877469 106:2.343949623564325 107:0.1516223174990675 108:-2.244268530454113 109:-1.176091953477548 110:6.866754404007827 111:8.332370700382624 112:9.929718879493237 113:0.384256172127251 114:8.45309054253438 115:9.080306813505773 116:-11.28836971739032 117:0.7865462869012394 118:7.707435866033717 119:0.0789973903580905 120:2.776709476997372 121:-2.880116477219279 122:3.266930258734492 123:7.845728808877647 124:2.380036036280127 125:1.401192569247712 126:8.01742570776036 127:9.1587933614628 128:5.522091510069792 129:1.758857710722341 130:0.2703474791380134 131:-0.49340870441669 132:-2.125186381135979 133:3.205317349890644 134:7.521170475076059 135:-6.766511493601272 136:-4.748758465904867 137:-3.204247766062212 138:-3.541096733590148 139:-0.8598046298044781 140:-4.338465602438602 141:4.668265662739237 142:-3.265029790573555 143:-3.767165072729679 144:0.7566634153505412 145:-6.342683783264033 146:8.293988750401912 147:-1.919990582449808 148:4.116628928970542 149:5.21569502952995 150:8.060814353392244 151:-10.25922534787803 152:-2.410710134737195 153:3.481839307315157 154:7.474965506776087 155:0.2091921756930866 156:-5.453658653946444 157:4.81358435520267 158:4.325549352186473 159:7.32443967129818 160:-4.22768007373566 161:-2.512521406822354 162:-4.692131864915558 163:9.169750388812247 164:5.499689235831656 165:5.506368753511382 166:7.613519460027449 167:3.586437287473114 168:-4.959585766576067 169:4.936951838894776 170:2.380106606388264 171:0.4011757214534499 172:3.800279452822375 173:-5.568143192159452 174:1.830506651639404 175:3.1363470719651 176:6.572175560681773 177:2.087834192914782 178:-4.30431955253011 179:-0.1369069107269063 180:-1.494567101343668 181:6.55441444623255 182:2.258076713387716 183:-4.913694867334775 184:-5.72648108144914 185:-5.571804815841957 186:-1.007390866624418 187:2.817035688676812 188:-10.60878023157508 189:3.16911784219457 190:1.150682905207738 191:9.248797558892868 192:9.460005597942216 193:7.610958599875773 194:0.8980707020496153 195:5.481402496412667 196:8.586219383289585 197:3.290500608169289 198:2.218409566244824 199:-1.776789912874583
--1 0:4.16267241105761 1:5.435887626824433 2:6.764373567962825 3:9.261598887912015 4:-7.582001922539161 5:-0.5556005948378423 6:-2.455584203401648 7:-1.536513490395429 8:-5.688533596062502 9:-3.051503216474264 10:6.520484460516903 11:-4.418189916579373 12:-9.113084567374226 13:-2.699315877794577 14:-7.21162808632476 15:5.771481046535412 16:-4.470146429672084 17:5.157043743742745 18:0.2411071501254406 19:-3.063726909816038 20:-3.084915869452606 21:-7.009191346624412 22:-11.57732946606203 23:-4.329654093346865 24:-3.993443037372814 25:3.086214620132304 26:9.014525822979911 27:-1.757270025958742 28:-9.393252238493131 29:6.631696788630381 30:-0.5812131443722451 31:-2.144209843264285 32:-8.663717016667173 33:3.890845737917603 34:-4.635390831629636 35:-1.507601860335772 36:6.863992208971487 37:2.905071438765677 38:2.08989529708522 39:-8.699854309155942 40:-2.503943197931115 41:2.618256925272473 42:-6.078851001394757 43:9.508129635796582 44:7.798280313484977 45:-2.723977624904235 46:6.088806772676538 47:-8.318346219340187 48:-2.460077042666805 49:2.292599567258074 50:-4.804499752187308 51:6.723306512812864 52:6.841216496509756 53:-8.571751326134621 54:7.228518647875763 55:4.474578394628804 56:-1.905166411425425 57:7.817378957094282 58:2.788389040385927 59:-2.633098567508286 60:5.78519331502652 61:0.4465870672864212 62:-2.004178333761527 63:-2.62692791525042 64:-2.272995457567859 65:-2.634117108167393 66:-10.65132456499447 67:-7.507878608470175 68:9.083285436869422 69:8.458354637217518 70:10.32923374017889 71:10.00263283210439 72:-0.5323484418490527 73:5.845295512451048 74:0.08157980036444951 75:4.841110337646688 76:-1.510713938862304 77:-2.06336355638434 78:8.230479986425474 79:9.195036466452127 80:-2.02720388897028 81:1.831008021950693 82:-8.379441095628826 83:0.8923727746151986 84:2.180593809661072 85:6.843590263175256 86:2.766107037962914 87:-4.773784651642181 88:-4.219494789011671 89:-1.193496578641494 90:-6.215972127515601 91:-6.698883555560273 92:-0.08542432431934244 93:-4.598194010687022 94:-4.669089623455181 95:3.873482542150945 96:6.943600105497437 97:-11.68470142602792 98:-3.752165345815305 99:-2.39046790887844 100:4.455327525805889 101:4.430832961326281 102:0.750238007029069 103:-2.796779671809114 104:-5.782116399686887 105:-0.7949007725143591 106:3.111383827287347 107:-0.6580297571689231 108:-4.038817799429008 109:-1.016748242350804 110:6.332536987899948 111:7.668064421240079 112:10.60223475541775 113:2.010095986221959 114:7.699015797853495 115:10.11347476576481 116:-9.148547059811476 117:1.889003933397182 118:8.638354816386945 119:0.929911079951754 120:2.365491013813754 121:-5.489068982041329 122:-0.1407814504483045 123:10.03187160557888 124:5.133670551512385 125:1.628169211528928 126:7.171941353550842 127:8.999639631491613 128:4.798348583305442 129:0.4291929559334448 130:0.6372993613165385 131:-1.676581933598655 132:-1.651116823580159 133:3.383306790144319 134:9.459343751395105 135:-7.013132692124327 136:-4.835312367898925 137:-2.142241062894927 138:-2.906587908895268 139:-0.4806674488866243 140:-3.789747062922494 141:5.602789639106443 142:-1.734953270344575 143:-5.461552973534965 144:-0.4583535753391448 145:-6.088156243260473 146:7.847930067749315 147:-3.907443482752841 148:5.952041860735231 149:7.288766891049206 150:7.009646639984303 151:-10.57754110289662 152:-4.427537442931074 153:5.262854418754159 154:6.103937752258044 155:0.9473954283913876 156:-4.341020508179624 157:1.537427694893317 158:3.55426502583091 159:8.558988067602836 160:-5.15029806047276 161:-3.009053956796082 162:-6.345740519982171 163:7.667522914609032 164:5.839252126145548 165:5.758693531927328 166:6.764222384504565 167:-1.006073154025849 168:-6.919406855119705 169:3.289913592563407 170:4.265418353302422 171:-0.5368552383128989 172:4.072745792674229 173:-8.82638042557055 174:2.293113075436541 175:3.670541861683799 176:6.517198575347807 177:1.706127927489162 178:-2.783499102457942 179:-2.912404702438557 180:1.44408983125914 181:5.047287928751087 182:1.884568653299169 183:-5.774198101101796 184:-6.054515951595968 185:-4.92233426050671 186:-4.049071195743931 187:3.748996298268381 188:-9.691905554293481 189:2.173677264609017 190:2.509381546755418 191:8.019582317158575 192:9.294186742796684 193:7.003317168931208 194:1.961133586053475 195:6.579353122308319 196:7.303545504529527 197:0.8311845890608374 198:2.525741376899354 199:-0.01842628241137256
-1 0:7.942149911870874 1:-3.598567253747214 2:-4.492256939939895 3:-2.879559105586484 4:7.45972626955227 5:10.16458935779232 6:-9.205539862181141 7:-5.519211695655725 8:4.76631280931162 9:3.497416336390165 10:-7.209457638327486 11:3.761497592366304 12:-7.246181809853873 13:-8.144881764881465 14:-5.778767638508192 15:3.962039236299732 16:4.040089140795542 17:2.470221089480228 18:-7.435985249968507 19:0.09573550450030388 20:-2.987970742464005 21:1.752749242560571 22:-7.647279050660948 23:10.54731275661923 24:0.8392379072270304 25:3.740342031579425 26:1.839590346111611 27:-2.873298249944117 28:6.363842964129092 29:6.558078226220691 30:7.159600381067018 31:3.715657794880597 32:6.673580007849562 33:6.760066214651451 34:5.982737186419254 35:3.328496712027659 36:6.121253517622279 37:5.91498996188398 38:-6.217152548644291 39:-4.126432611836347 40:-0.2164723604341923 41:-0.4363047534339368 42:-0.533946258075909 43:-8.778705965454773 44:1.813375884691286 45:8.730340335810229 46:-9.079338059295582 47:-6.675431516279294 48:-6.337649505769924 49:7.756591543118811 50:4.917966543805521 51:-3.031698053312903 52:7.314369859744294 53:-9.34206397504671 54:-2.402827398661274 55:-4.198529249048649 56:7.686758143156152 57:-9.087179980872502 58:-3.558759427342676 59:-5.476801524516696 60:5.764850667748068 61:-6.842682062674799 62:8.418609958402063 63:0.7994465829510997 64:0.6721948661335782 65:-0.5298679908796764 66:-5.332670893652756 67:9.020145546741725 68:9.363770309529142 69:-3.799824686034867 70:1.450160725325613 71:2.304839692313371 72:-1.325630520874262 73:6.065049524188105 74:-2.916803140644709 75:0.7157544874103718 76:2.241609995601934 77:-8.574478049015017 78:1.998324283577847 79:6.766625018773794 80:-6.338362365634126 81:-2.652144263144463 82:2.052524702747887 83:5.917744064390346 84:8.942338357381631 85:7.50355451612633 86:-2.744198732808272 87:-8.403261445841157 88:-2.607646384798787 89:-6.733175876695325 90:-5.737794332211371 91:-7.185016550553733 92:8.12452026985282 93:-8.715030054603758 94:-4.336570242211918 95:-8.416399863417674 96:9.11627473813077 97:-7.434759503919628 98:-5.114068296335128 99:-1.025879628764572 100:3.557197459738436 101:-5.52842366067047 102:4.561183776022226 103:-8.639445810538637 104:-3.345486307776634 105:-7.70831389842011 106:2.124608012402231 107:-2.178046881243128 108:-8.642684735231965 109:6.381584334049148 110:9.695176978330966 111:5.69983812378057 112:7.060562311266786 113:-4.188181088255986 114:9.043763148215366 115:-7.140003043857939 116:-4.054214100407016 117:4.192959167215253 118:1.935930178357371 119:3.697130161045236 120:8.315770093193111 121:4.152021081150361 122:-5.802580671250855 123:-3.743050243710992 124:4.226752650168212 125:8.460573287068732 126:-8.460792256291315 127:-0.07141999352629158 128:5.562039569876227 129:6.075634635735825 130:-3.040314265571221 131:-2.157333176888965 132:8.531881417024676 133:0.5636557133179952 134:-4.253667513428117 135:6.514734605769695 136:-4.503492918041069 137:7.665932439158225 138:-8.848200014716246 139:1.258949549457238 140:-10.91739521781986 141:-7.388366164992146 142:6.068560138466805 143:4.104328292696634 144:2.633269061331434 145:-7.158608697797333 146:-2.168377179863926 147:-6.538377967921205 148:-3.062343107877093 149:-2.870290116253944 150:-1.979253046288698 151:4.850732707298822 152:2.974166927177408 153:-3.888875349602136 154:-6.684309552519162 155:-6.950830265370517 156:6.21645797432349 157:-1.998495200847044 158:-1.403196787240046 159:1.918306088209183 160:4.008532571174053 161:8.292303071780584 162:-9.334581576398945 163:2.387888290120987 164:11.41947032671693 165:1.74869758566099 166:-4.143848078928762 167:-4.917535852701159 168:5.039518847133569 169:-3.125856320730686 170:-10.23999011694347 171:-10.13326994905338 172:-5.031993159846873 173:7.945705991895249 174:-0.6572699058380795 175:-3.532330564367231 176:7.295186970346584 177:-2.868175099662134 178:-2.757564640773507 179:-5.747236445384306 180:5.683785342279885 181:6.387921739322453 182:5.547048040608488 183:-0.8996719855192857 184:2.336650842478277 185:-5.194995180969701 186:-2.869506776041523 187:-0.301998622014114 188:9.723172981934153 189:6.07711063032706 190:-7.923832616371323 191:-1.71911943447258 192:7.01746291413179 193:-4.753627161044101 194:0.708541989405582 195:-7.828625039021884 196:-9.237122231914075 197:-9.762036501229151 198:-4.14690110919209 199:-5.814122944059765
-1 0:9.330277553256836 1:-5.720423332890053 2:-3.957139476184152 3:-3.471372731266194 4:4.26564022661251 5:10.40716537778138 6:-9.941913537706128 7:-5.702883835777427 8:5.125989004375602 9:5.306536444869788 10:-6.500191816500172 11:5.12207944475014 12:-7.022993062635595 13:-11.65202028999111 14:-4.179592761093166 15:2.979765093698996 16:4.354403772510984 17:3.979185451183139 18:-6.732603503695914 19:-2.610657095265175 20:-1.398745825824704 21:3.965317567841894 22:-7.991087097062767 23:7.459383456416202 24:-0.5930911401058923 25:1.615243848826466 26:-0.4174825071715943 27:-1.388800018021483 28:4.233417089196766 29:7.736260644031977 30:4.922060385147764 31:5.195512382165211 32:7.175548505442121 33:6.329500338371213 34:7.080959129000969 35:4.134305292411997 36:6.194229289377647 37:6.666993707377741 38:-8.37162236886773 39:-3.801863771180679 40:-0.9587121856813153 41:1.440556865249963 42:0.4130845461622774 43:-8.600237820529586 44:1.719577170106871 45:5.812641160839371 46:-10.32352888631259 47:-6.583988399608508 48:-7.57672555971472 49:7.219079835854509 50:4.198873077369738 51:-1.130140350573728 52:7.952732435238994 53:-9.1326514728165 54:-1.030483434923485 55:-2.708137353778282 56:7.362295163946699 57:-8.169250554982895 58:-0.3545471377442957 59:-4.860725287585289 60:8.824681064877661 61:-5.307244517587351 62:9.025509775013131 63:1.690293262442446 64:0.4676547638024708 65:-3.532685058825719 66:-5.319843073138252 67:9.445048020644821 68:8.62482081750108 69:-3.811485877255549 70:-0.5152992644073173 71:1.313000831366181 72:-0.8651091068045189 73:5.555063897865017 74:-3.682814438873563 75:1.601163764878485 76:2.151189423344814 77:-8.453121375330541 78:0.4558123297038215 79:5.668328974206076 80:-5.017720509960446 81:-2.557330425469372 82:4.600061952757548 83:4.350769585023661 84:7.566560834299295 85:8.555328973506047 86:-2.5914931155154 87:-8.684904855987771 88:-1.531590010847182 89:-7.509615047842327 90:-7.037652610951164 91:-6.867057764369894 92:7.881244645478843 93:-6.357902797523546 94:-4.686606674778087 95:-8.356256134559864 96:10.28903109930062 97:-9.236102213666316 98:-5.012488528782058 99:-1.043513637851057 100:5.471256555330675 101:-3.829141232384091 102:7.541871977528439 103:-5.472358666661121 104:-5.580848549909105 105:-8.661143707018814 106:3.182215348966374 107:-5.071039449269012 108:-9.529863189110852 109:5.139784411934253 110:8.432384367866122 111:7.282030380881322 112:8.928011644246421 113:-6.266570674607615 114:10.1737661044871 115:-6.977923845711647 116:-5.494977763374643 117:3.906488040053669 118:3.270899026079407 119:3.728888780619921 120:8.83338440507757 121:5.279020847870497 122:-7.617224478822469 123:-3.486797123765951 124:5.095127105883684 125:5.230030080250323 126:-8.676460928432984 127:-0.8449222809248058 128:7.100468007646004 129:5.1438571488811 130:-2.465393250080421 131:-1.027065442115298 132:10.34648713457799 133:-0.5608860127730284 134:-3.068509812885553 135:7.878106028133558 136:-3.834548117398368 137:5.916396878468621 138:-7.317000643729224 139:1.909629491899057 140:-7.844799664514214 141:-9.53699176666159 142:7.098314582057456 143:3.108440482640611 144:1.917820658691278 145:-6.295853708588839 146:-2.529408268768476 147:-6.247375766680983 148:-0.5085405228033191 149:0.9450239696246214 150:-2.413994540633552 151:5.675881362423995 152:4.317186795994085 153:-3.87801850372034 154:-6.114652550229849 155:-5.584563097386917 156:6.167214614858293 157:-2.569739832800931 158:-3.907235027061076 159:2.736547503825703 160:6.750637947342852 161:6.908641143939774 162:-8.334398557358046 163:1.579008462749692 164:9.449371690748784 165:3.110581669442759 166:-5.294010479668735 167:-4.285210065187109 168:3.66930002588091 169:-2.640574897831131 170:-9.476086584884237 171:-9.392736866154983 172:-7.123233522862949 173:7.179691830328879 174:-2.33215836622033 175:-5.91154936904317 176:9.36214777715877 177:-2.485993491856318 178:-4.090810911641869 179:-5.037140491706122 180:1.465731355769818 181:5.426637020112077 182:6.244369148642905 183:-0.07345642460879936 184:2.755475471132098 185:-4.263561147025812 186:-5.021429103517985 187:-1.970109187315657 188:9.921209523991374 189:5.980062254470235 190:-11.74713067798678 191:-2.262816470949409 192:7.347953475101018 193:-6.286512071271622 194:1.591088330380737 195:-8.666971122494507 196:-8.510108579385111 197:-9.10045830925581 198:-3.851097238277059 199:-7.846727749857717
--1 0:4.60655817130918 1:3.106725453847375 2:6.395780214668513 3:9.899486148381598 4:-9.062810559213148 5:-0.212359130724825 6:-1.806014781609687 7:-2.273404115649905 8:-5.218694820562763 9:-6.686200602719333 10:3.040860851451813 11:-4.306452337338508 12:-7.746482508225803 13:-4.266232633937843 14:-9.610629505076632 15:3.540041604054735 16:-4.602835003520871 17:5.865261945370328 18:0.8910854627598339 19:-0.5754996613117833 20:0.02329562067642099 21:-10.16869330487601 22:-9.11500795010727 23:-3.346570452454917 24:-0.7649541622287088 25:3.299067551656744 26:8.461457073350594 27:-1.281552239487027 28:-7.20429442796395 29:8.679510072403433 30:-2.249694956322528 31:0.06466182623959971 32:-9.779516712994807 33:1.330664587564615 34:-4.234529476927713 35:-3.127371209082298 36:6.174256560368521 37:3.38562235681002 38:2.918847332857495 39:-10.70467892968794 40:-2.142064125556959 41:3.857161378342132 42:-6.162988011190058 43:11.32817603275999 44:6.495761007008491 45:-0.8113834583204589 46:8.184799150838835 47:-6.91657973472482 48:-5.433344221678848 49:-0.9132592052555721 50:-8.431552483198463 51:5.753348648383729 52:8.049134897224453 53:-7.02499479875017 54:7.869385963818203 55:4.689479610415137 56:-1.736072037369058 57:8.179825502165995 58:2.865774534184933 59:-3.626108102373519 60:6.529530259455999 61:0.4095804482586152 62:-3.432725189891852 63:-3.301149215629804 64:-2.571056458064547 65:-4.015154649245565 66:-9.773117785241453 67:-7.51977863143898 68:7.195955794610566 69:7.123748525642595 70:8.1860512479638 71:9.318124729525678 72:-0.1008927007493802 73:8.799644330099268 74:1.374984955888589 75:6.139419161311323 76:-2.869497532953472 77:-0.8554467220131683 78:7.755038649557415 79:8.900331827273293 80:-0.4836600456609759 81:0.8128769591075735 82:-8.937707847658455 83:-3.308928488256946 84:1.279657784579483 85:5.660382596567306 86:1.771025293337154 87:-5.924801297371484 88:-4.224495424352711 89:2.045818334358347 90:-5.331447999175981 91:-4.834383801096616 92:1.354565207852049 93:-2.763736891926231 94:-3.765351789548081 95:3.588646731138823 96:7.624968002469929 97:-8.148553905501348 98:-4.168710726478494 99:-3.640214594870689 100:4.231860235659107 101:3.868832322970666 102:-0.6154270262591952 103:-3.533213127616216 104:-4.86019856420894 105:-2.676445672116582 106:1.955404861346108 107:-1.343844290284704 108:-1.895936799731406 109:-2.146008529299638 110:5.520526635897442 111:7.962956526534954 112:8.439717041141236 113:2.24184747663473 114:7.449206143279068 115:9.285990513715197 116:-10.52064084038274 117:2.1328537492848 118:7.848607006152805 119:-0.664727606516355 120:1.825805469072912 121:-3.71182633851639 122:1.023756477468628 123:8.846021263532917 124:4.967223389228053 125:0.8829978185663634 126:7.73694692418656 127:9.468827561775516 128:5.73903932891299 129:-1.021259642417401 130:1.198115443840297 131:-1.118175008771419 132:0.286341488576165 133:2.842782464227337 134:8.667186700907044 135:-7.72013086439718 136:-1.657417349997327 137:-3.615568513004606 138:-3.201142902579062 139:-3.026671137902391 140:-5.396810454854398 141:6.660233240914371 142:-2.802220866361048 143:-5.150756078354916 144:-0.2386673165269261 145:-6.224939204971212 146:6.853312038162521 147:-2.706481681957288 148:7.353961873027577 149:5.833654871991868 150:7.517372020279009 151:-9.762998595645691 152:-3.192501005358276 153:5.129562027437171 154:6.921447945800322 155:2.302848502435682 156:-5.215447837854529 157:3.028735869718662 158:4.005634724438266 159:8.561270685795474 160:-3.222136284318795 161:-3.729405608432399 162:-6.595842947593008 163:7.670985218976449 164:4.936508472957049 165:7.239685656536332 166:7.850384530791256 167:1.673284738005419 168:-5.823153160601616 169:3.344622850965643 170:1.518166618209395 171:0.4223681730048576 172:4.064324729620087 173:-7.034582404807768 174:1.342604691985604 175:3.568392471182777 176:6.541276172694143 177:1.680550886273668 178:-1.754134855639901 179:-1.8958594174273 180:-1.784286021539231 181:4.742433226367504 182:2.972648673169681 183:-4.75987312961455 184:-5.543155552974095 185:-4.557542520278115 186:-3.370770485228213 187:2.636814601279584 188:-11.09716097833988 189:2.836426400683657 190:-0.3340075716498477 191:8.186776221679006 192:11.07289249479492 193:7.432765431560066 194:2.201082977851716 195:5.91620843732504 196:8.667717504631575 197:2.202250255696173 198:2.200419491546716 199:-2.763429979880635
--1 0:4.099494273597172 1:3.027916859336009 2:8.018627501743483 3:10.57550921854984 4:-9.272750295445 5:-0.849342896958699 6:-4.926706617865856 7:-2.413237041743538 8:-5.691091291723247 9:-4.680393134528733 10:6.549699447505034 11:-5.879573938306677 12:-7.525524355540223 13:-4.512189723791992 14:-7.764321876600241 15:4.697014977232005 16:-3.559768236424857 17:5.474290067121056 18:0.03183187356107819 19:-1.272784075503469 20:-2.031375773559492 21:-8.58230783047374 22:-8.10658375925545 23:-4.31486593545925 24:-1.6422857749093 25:3.709940967478331 26:8.629428735507766 27:-1.773914539538058 28:-7.265197195431275 29:9.293833322585769 30:-2.362555121231948 31:-3.03601296851173 32:-9.652271079475897 33:3.043781905648732 34:-4.702110686735277 35:-2.132262467733425 36:6.5212134311256 37:4.591190765127107 38:2.2196484435269 39:-8.397237868083705 40:-1.733408290480284 41:2.12137029719093 42:-7.77198431021522 43:9.241723742268592 44:9.762927869111103 45:-2.475793014681837 46:8.503279688121603 47:-6.895557324192509 48:-4.471892201377266 49:2.215191794019291 50:-7.377137277970645 51:6.149443447067303 52:5.569062664309073 53:-7.374754952714898 54:7.122027007774268 55:4.705596234112724 56:-3.780948528111685 57:8.291843218203752 58:1.818918334113477 59:-2.575428501801206 60:4.61363100393647 61:-0.7397512694390356 62:-2.929861352678562 63:-2.542248808984911 64:-2.595657982642617 65:-6.129961342446033 66:-9.553849363292858 67:-8.236516979729199 68:8.253233399465314 69:8.473477206432099 70:7.35008499069172 71:8.244277891848313 72:2.646747288763609 73:6.357100226023364 74:2.100372014605068 75:4.488281682242748 76:-2.515440742952673 77:-2.088769222770701 78:7.604656612956174 79:8.936623191139253 80:-1.467397277663895 81:1.502581287892783 82:-8.898825147374403 83:-4.04674578269855 84:2.034219267636004 85:6.457794579959774 86:3.019040270691498 87:-3.192830918347972 88:-3.777535478475454 89:1.559628117955974 90:-4.740573290814869 91:-3.348194838069361 92:0.7529106708076324 93:-3.655761452532135 94:-3.523466744612218 95:3.828978139209447 96:7.433151412453012 97:-9.127557248748369 98:-5.267130943048396 99:-1.117385900574805 100:2.202089948829639 101:4.791932476378794 102:1.318571203870466 103:-4.995650922059022 104:-4.903392289435903 105:-4.559537198509613 106:0.9183938127219322 107:1.888404467229455 108:-1.211245323929076 109:-3.293107528742698 110:5.06129555389214 111:6.63619010127524 112:8.388663313178403 113:0.8683399311930556 114:7.631047747935416 115:7.787557709793952 116:-9.533290406945234 117:2.169402257767079 118:9.023597396857964 119:-0.4554207639626244 120:1.884677724444718 121:-5.314327310804416 122:2.40244749872117 123:7.953004878607919 124:4.277093341032876 125:-0.2700759508717976 126:8.038368104065604 127:10.92599891438503 128:7.126016361841696 129:0.002862649622403235 130:0.843564247155398 131:-1.64945012455392 132:-1.615238753778 133:2.583273738942724 134:9.776276699856174 135:-5.941889604676867 136:-4.540935422493434 137:-4.37914543038276 138:-1.677182119555713 139:-0.7223538367735871 140:-3.071617970943092 141:4.206699645556831 142:-3.07133460006701 143:-5.633511010591159 144:-0.3154983297164398 145:-4.928055682558763 146:7.326946854811709 147:-3.003437243736748 148:4.958210146248483 149:4.95183527943001 150:7.028213532309582 151:-10.7453817629417 152:-4.779064809661569 153:4.522943993385814 154:5.409253842588188 155:0.3757305705491225 156:-5.442772401460551 157:1.778904656546723 158:5.253496273677555 159:7.143845289394221 160:-4.929806126473862 161:-2.608239304417012 162:-7.723500819467513 163:6.555579904988269 164:3.459198516031216 165:6.056606233641929 166:8.693883718571547 167:0.8223382084813384 168:-6.378538826474797 169:4.328960580471302 170:2.833717565349968 171:0.01871705196592255 172:2.517699325001583 173:-8.76947268541149 174:1.42597995192611 175:3.133677977115953 176:8.432834383151732 177:1.999841569832985 178:-2.563252429152563 179:0.3848352184280666 180:-1.416836350730603 181:6.115045716866861 182:3.892337839957618 183:-4.39446812962077 184:-6.526025684565908 185:-6.036885518732862 186:-1.638357609217436 187:3.973970435614023 188:-10.61766665452179 189:3.763297650902127 190:1.831627643043587 191:6.868212976838077 192:10.5864161508362 193:7.133027054210088 194:4.089448119766944 195:3.520415048380297 196:7.939672937783602 197:2.135154341565479 198:2.747290341930837 199:-1.309770422877298
--1 0:4.055260100053993 1:3.612833337439356 2:7.555354250863608 3:9.145871196795069 4:-8.68342230525602 5:0.09602778426931108 6:-3.009047433981471 7:-2.427805833390035 8:-6.758875457057138 9:-7.142811934407635 10:8.728931276982561 11:-5.502293106147937 12:-7.504773933095088 13:-4.438864372822296 14:-8.332195477333434 15:3.968869558129581 16:-3.497905487363165 17:4.039355751503774 18:-2.025713592973122 19:-3.683915219854538 20:-1.191721969545502 21:-7.304035026532145 22:-10.72218874636019 23:-3.925497409180601 24:-0.6591873520016205 25:5.185862824881156 26:7.300171102012865 27:-0.1550147283194542 28:-8.044986847048287 29:7.45135810830669 30:0.2583338544034788 31:-0.9806211420248667 32:-7.775913223744849 33:1.156996782004197 34:-3.312130199302157 35:-4.369908465847846 36:6.712731962460905 37:2.080681600952461 38:2.110533572625283 39:-9.09734767468497 40:-1.247930340065973 41:2.856152744968789 42:-8.387956137289358 43:12.16345331060788 44:7.73140067909575 45:-2.292635213931324 46:7.6226043513407 47:-7.405256616979643 48:-1.183566912650852 49:2.420552904553821 50:-9.723603379382164 51:6.324812308792424 52:7.111879093926468 53:-7.200136619181834 54:7.6204156379861 55:4.158456556733164 56:-1.089055698921005 57:6.154350676248147 58:2.963901924837804 59:-4.618201655878757 60:7.232917598734311 61:-1.511257446752349 62:-2.242530472866198 63:-3.079367818742179 64:-2.852291467678771 65:-3.852186394226376 66:-9.207446531621223 67:-9.931692578983156 68:10.95815026177268 69:9.605954409420967 70:8.761647261013129 71:10.56535032291141 72:1.237419100342144 73:8.380638786732574 74:-1.307905972328829 75:4.739749464897928 76:-2.709445094458377 77:-2.285722921826554 78:9.695455246234854 79:10.18689075134769 80:-1.806389164356168 81:0.1818667598329755 82:-9.078383494263798 83:-2.669940800079224 84:1.056514497420715 85:7.622746270048448 86:2.297497356822924 87:-5.757515197258015 88:-5.151189926979368 89:3.330551557316495 90:-6.839265243724139 91:-4.973309115456028 92:1.762070943284354 93:-2.4343764564399 94:-4.622036592414433 95:3.764385705608655 96:7.655929264580638 97:-10.45749167331491 98:-5.638448463858193 99:-0.6913223326368088 100:4.113257591802213 101:4.623737230621498 102:0.6817153782658878 103:-1.718399147759032 104:-6.49120347914631 105:-1.741975666959101 106:4.4819279058599 107:0.1224924391751947 108:-2.77691994667223 109:-0.586231588685147 110:4.883140609311241 111:8.280075418743602 112:8.737782489829046 113:3.664131605060666 114:9.206252459390051 115:8.446536896112406 116:-9.117246710746382 117:2.337193750951769 118:10.49789829550734 119:0.7122822482084334 120:2.254009078774935 121:-4.858299705524334 122:3.409513653372208 123:9.924774538778287 124:4.492979407460211 125:0.002038663347142533 126:8.905019358441697 127:8.482009738585663 128:3.596539703363971 129:0.3877943895617352 130:1.062219058030464 131:-1.216180582170029 132:-2.381916485802778 133:2.240075769769741 134:10.31963970515857 135:-6.362778273962375 136:-2.272369527357974 137:-2.644041444899817 138:-3.860299643980123 139:-0.6034952176508157 140:-3.841629122662018 141:6.771569394470353 142:-2.146270723444394 143:-3.573027289614036 144:0.7704272139838955 145:-5.864056560754022 146:9.609651496843197 147:-2.636477474155589 148:3.171924001460154 149:6.173682331243061 150:7.343024853886883 151:-10.79202788128264 152:-4.631088799953293 153:6.957681119644137 154:4.033823980131068 155:0.9423968997633375 156:-5.066375906959998 157:2.319087935574805 158:5.208376714803634 159:7.074842996639786 160:-1.640008870959839 161:-1.14970534917008 162:-5.846900572306146 163:7.669427610069871 164:4.590835992057363 165:5.374762116585836 166:6.060569104479249 167:2.740786735448126 168:-6.724202973438753 169:4.701367646948822 170:4.274038723875128 171:-1.82090570591601 172:2.646599050403315 173:-6.869877405229927 174:1.779727692228249 175:3.141581321979613 176:6.019157451904529 177:0.6150454592812893 178:-3.206902062405119 179:-3.222576037933056 180:-2.008774567919629 181:4.212174670653384 182:4.606216922673908 183:-4.647237611671533 184:-8.146234925535808 185:-6.931299290608758 186:-3.784718906103286 187:4.040885284604362 188:-10.1655329959942 189:3.310952392886883 190:-0.7595645030354534 191:8.03044387900181 192:8.042826600547626 193:6.089644069249439 194:2.082946298010342 195:6.64607029734008 196:7.728332620029528 197:2.466743908795098 198:2.879463384043699 199:-4.788115928206091
--1 0:2.588304367986698 1:4.806268095489854 2:8.899339877251602 3:10.48151186352569 4:-6.439739862046743 5:0.7775487836997684 6:-2.128319992858288 7:-2.336483650273522 8:-6.90925081081713 9:-4.917272857116183 10:8.454502156772069 11:-5.810977348824729 12:-7.932363917280181 13:-4.596895692441298 14:-7.599121274084226 15:6.170666888244888 16:-4.587000570340575 17:5.085563477672759 18:0.5679197552229546 19:-3.888047206403304 20:-1.146895732836117 21:-8.002088581155032 22:-10.72196273270195 23:-3.532535390658424 24:-3.7248233043241 25:3.204406535086069 26:9.301080819149192 27:-3.191800061705355 28:-9.367576815056765 29:8.393020878230004 30:-1.464780413819626 31:-0.5112550937676958 32:-10.30725368822745 33:1.948739421545742 34:-6.718241105500697 35:-2.76837747753937 36:5.707117407093765 37:4.599046814185587 38:3.894836454924717 39:-10.03352177044068 40:-3.293023181565607 41:3.520081220686348 42:-6.414127312722407 43:11.04444173175693 44:10.20136944730888 45:-2.686625871911716 46:7.141129708651667 47:-8.344494240171223 48:-2.95452535255581 49:2.582237140932409 50:-8.644108717678845 51:5.77337535467068 52:7.519757243313434 53:-7.602340867152034 54:7.993075359111913 55:4.817162154730747 56:-2.946151479356562 57:6.417626806564436 58:1.86753613603361 59:-3.09140406026465 60:6.546520319348295 61:-1.887395195384124 62:-3.44974610769959 63:-1.735301049848562 64:-1.812589824313544 65:-5.210418696635539 66:-9.223218488471824 67:-7.985552729209879 68:9.859554936619784 69:8.432194172435363 70:8.542639252459646 71:7.484476330914842 72:0.6960212652756694 73:6.62074265652086 74:0.7126048696288263 75:5.390247948581283 76:-1.431296394810356 77:-2.646357873527609 78:7.443575061389673 79:8.196564429509456 80:-0.499695805043366 81:-0.4005339314260059 82:-7.56156545637326 83:-0.4836207066980847 84:-0.1497480682624599 85:9.419256824221332 86:3.932640476541708 87:-6.454256080663469 88:-5.024817319104979 89:-0.4442763754044243 90:-5.058717837219113 91:-4.062914698803453 92:1.000906193712904 93:-3.336205827698858 94:-3.623232841660408 95:5.132684494102388 96:7.031171372818359 97:-8.9665216456245 98:-4.861089453854031 99:-4.011287226035454 100:3.701393405564654 101:5.010204443855435 102:-0.7670680385887325 103:-1.298326035229338 104:-4.95502588317759 105:-1.36403096394272 106:1.985952278440891 107:1.201813998228484 108:-3.05676326330496 109:-1.043172915012439 110:4.728626888130301 111:6.987172297500784 112:8.036548325644267 113:3.045029865360871 114:7.300839724051527 115:10.26820205500289 116:-9.186639746945156 117:0.6001687963209421 118:8.907688997630022 119:1.24756791311748 120:4.447803391409929 121:-5.332317062241912 122:1.729115133742046 123:8.859544137182215 124:3.417110539925825 125:-0.356861412334571 126:6.534008172890726 127:8.196801991718438 128:6.879951055876422 129:-0.0694790318129761 130:-0.9085345812561532 131:-2.092788315127562 132:-1.901037134814883 133:3.266485167645034 134:8.169566616990863 135:-7.515344320040301 136:-2.877835398858466 137:-4.438648293566823 138:-4.221732562065652 139:0.8467901077449393 140:-3.966156098910365 141:6.144666234321242 142:-3.793525128903873 143:-5.943490023780508 144:-0.7788876449653315 145:-6.473246450576187 146:7.030582876213559 147:-2.918452098576892 148:4.800285198834469 149:5.599022915687247 150:8.214896250473457 151:-8.647340435578117 152:-2.912385856432436 153:3.012171011235982 154:5.969453092863786 155:1.407452224578181 156:-5.265934942340571 157:2.536586685226829 158:2.650647374862494 159:9.115273904021347 160:-2.443041577981028 161:-4.209104641801171 162:-7.136095295343894 163:8.637587491100806 164:5.184942042230446 165:7.099626188474891 166:5.421850351288819 167:0.4713400069019247 168:-5.982048981667526 169:3.033233315200122 170:3.626933974114471 171:-0.3412438234556326 172:4.742009557258503 173:-5.630119081579911 174:1.067674741864673 175:3.864560010980996 176:6.69257606288791 177:2.235520633636851 178:-2.360862541728486 179:-1.069010990296858 180:-0.4382534271707477 181:6.690167068610573 182:2.749115522890604 183:-3.78760729535536 184:-5.213368056564434 185:-5.088684518503613 186:-5.002888784995205 187:2.853164811740657 188:-8.558281136072136 189:3.106614642790858 190:1.81463347983239 191:9.13980983909158 192:9.474726686906845 193:7.165729074541526 194:2.806025356205315 195:4.435831295776591 196:9.177660353374256 197:0.5313232631392473 198:1.720941041214122 199:-1.096258674106464
--1 0:4.831888186469723 1:2.901867155802732 2:7.673861834167959 3:9.002196038108742 4:-8.063806358838534 5:1.637797912497414 6:-2.048175520309934 7:-2.457784982643723 8:-4.527631111140125 9:-4.920855494778948 10:7.040747295498268 11:-5.818531484040657 12:-7.987121911293148 13:-5.23909361573927 14:-6.357286518960659 15:1.733480234051266 16:-4.214872292330007 17:4.859708580017713 18:-1.443984903988484 19:-2.537729112905616 20:-0.07930025346104164 21:-9.260456980628373 22:-10.43027630137411 23:-2.95757668129815 24:-2.740727154274529 25:2.874641791904315 26:8.901857011982328 27:0.7859296985591104 28:-7.940043750281514 29:7.73115861567185 30:-0.7335827100716208 31:-1.005502597996214 32:-7.573340181665449 33:3.85630720882574 34:-4.284627396399895 35:-3.645066044309414 36:6.865407415008077 37:4.815393529760875 38:3.473953041365288 39:-8.412372058045614 40:-3.993433222494732 41:4.812295891889552 42:-5.935177967066473 43:10.21214660656435 44:8.014055456182023 45:-2.318307177260902 46:5.97227614892741 47:-8.141719476965026 48:-2.672492745040392 49:1.94978017680069 50:-7.396570177303501 51:6.321104947892211 52:7.378475083709185 53:-5.782482911783441 54:7.602297416647549 55:5.16974143497204 56:-1.75715441540246 57:5.152567672712092 58:2.28571033676131 59:-2.77005409760812 60:6.402859348151622 61:-0.1251682759463624 62:-3.95521963944242 63:-2.868375990598832 64:-0.3960625758941667 65:-4.681184679654081 66:-11.30932519841285 67:-7.161857257538825 68:9.226519076588362 69:6.741673095117713 70:6.553789005589261 71:9.778522705841148 72:-1.069578497336396 73:6.71464069969499 74:-0.3205921392142449 75:7.887831015323981 76:-2.689584456782891 77:-2.786694956568272 78:8.094905399697023 79:9.062639994930393 80:-2.909570172415628 81:1.689074011484769 82:-8.580644586628571 83:-2.506318842610653 84:-0.1600982775590718 85:6.995030349132006 86:2.68538435682981 87:-5.414403084965134 88:-5.383870818964701 89:0.807882765742846 90:-5.997629080595565 91:-3.333842211715659 92:0.4117943794928333 93:-3.084745290886847 94:-3.351670275157899 95:4.858297392782332 96:6.153874350060223 97:-10.73271573948041 98:-4.443425729937704 99:-2.973098458809319 100:3.948616148007895 101:5.396035380498214 102:1.399898974435222 103:-1.310616699712927 104:-6.90357071167308 105:0.1695957512594135 106:3.797999122348844 107:-0.4591400344060365 108:-0.275334591056055 109:-0.5178847729473711 110:6.186111090009067 111:6.183461460663497 112:7.442562390901764 113:1.769176964873258 114:8.170451248519253 115:7.694953782803674 116:-9.400852156306412 117:0.9820981476306054 118:9.5780300898034 119:-0.7799658443037882 120:2.241241535905655 121:-3.025171816089248 122:3.374589553289564 123:7.098132824704601 124:3.964513211502749 125:0.02124814016955681 126:8.055407930412542 127:7.77635793261633 128:6.208210907911699 129:-0.01684392935107237 130:0.3924563976241354 131:-2.142382440377078 132:-2.118451565749569 133:2.910143564123568 134:10.801353096741 135:-6.567593511549651 136:-4.071215498667266 137:-3.6768430621568 138:-2.841406978905699 139:-0.1633321523970674 140:-2.149011304809555 141:4.824614595138374 142:-1.654344702127151 143:-5.041047539080644 144:1.164257965244171 145:-7.652427304864363 146:6.322944323758493 147:-4.63481346746485 148:5.980066896571555 149:5.684520047088037 150:6.564139319302819 151:-9.126899734413399 152:-3.62821857590302 153:3.418674610409216 154:6.358977051074564 155:1.712830462752987 156:-5.91997499509784 157:2.419956622027586 158:4.661147624067159 159:8.001349541761561 160:-3.099355863492909 161:-0.411247998953999 162:-4.083385954574892 163:7.21037823064308 164:3.430636988714925 165:7.082495278608834 166:6.422985998061687 167:-0.4777225183284539 168:-7.09264386084661 169:4.306990228378475 170:1.844066046363152 171:-1.519651012973418 172:4.278587156163517 173:-7.998169814589424 174:1.727862297452012 175:4.314501941660629 176:5.870276072657678 177:2.004167069169837 178:-2.96061770369679 179:-1.774838501244519 180:1.058834880219103 181:5.430749891617614 182:2.989073471827651 183:-6.536313189102628 184:-5.274731695811695 185:-8.093942309300663 186:-1.752960484336608 187:3.079017590464684 188:-10.07403521325343 189:3.310009533006845 190:1.215568518028727 191:9.126209205479945 192:9.24813905809518 193:7.630657555272205 194:2.728033124491851 195:3.870522245803491 196:8.725211494928409 197:3.617644877915881 198:0.9652640161475149 199:-2.68868206085954
--1 0:3.853686613813846 1:3.792984046180071 2:6.379667554065102 3:8.750563279566553 4:-8.0775442094701 5:0.4580377995620578 6:-5.087297356358233 7:-0.8573758506720737 8:-5.714375697681498 9:-6.383060057138941 10:9.102432876740105 11:-5.361242179982797 12:-6.34663903428226 13:-5.104571633807018 14:-8.141975539235823 15:4.625001165158502 16:-4.672660146369645 17:2.545157714303442 18:-0.3504536929056259 19:-1.373270343003734 20:-1.955501015195153 21:-8.114245655686096 22:-7.157317492132115 23:-2.014169713286812 24:-1.393873838169142 25:3.247040217730837 26:9.396042260820305 27:0.03479966873297846 28:-9.113582061526497 29:5.636302915834644 30:-0.7664478521544729 31:-1.318204038898401 32:-9.047542469017648 33:2.600959825429864 34:-3.631018546373152 35:-1.99752369823476 36:6.178326501423771 37:3.851209259386938 38:2.465846288809043 39:-9.401718862964239 40:-1.254738140554228 41:3.004890136088958 42:-8.114453259746437 43:8.010068713563198 44:9.464816566046338 45:-2.901037147011276 46:8.04595571143831 47:-5.544421313717443 48:-2.756880855905693 49:2.581333778984579 50:-8.799274988060477 51:4.767129602427005 52:7.389110523541661 53:-5.681147812775839 54:8.539864360087845 55:4.425410103181322 56:-1.827560400954079 57:7.597609270704539 58:4.000769926969477 59:-4.329047611844746 60:5.173146284694452 61:-1.742703414234374 62:-2.274070059814742 63:-3.662578833990927 64:-1.649459108363293 65:-5.628970765282363 66:-10.33888755181088 67:-9.743583431943579 68:9.211370293327258 69:7.058409457698931 70:8.751830869783996 71:8.405889772632992 72:-0.2130736462349096 73:6.02535170421555 74:-0.6566995828741504 75:4.626107950121491 76:-0.6087627136697165 77:-3.721750956659542 78:8.523198651091638 79:8.560085707184951 80:-1.928060281634602 81:2.69980655358847 82:-9.687793296705946 83:-1.73921126173517 84:0.1997410755518895 85:7.641078835682302 86:1.384444317821205 87:-6.17802581875046 88:-4.949637634735046 89:1.769146348198443 90:-5.490382545067677 91:-4.330329976098935 92:1.490391334273423 93:-3.821470318160624 94:-6.518215053161242 95:3.844318800245301 96:7.370908615152057 97:-9.439507082359894 98:-4.460544062994703 99:-2.263761681757954 100:6.008161821544189 101:3.998739109792663 102:-0.3595072294217534 103:-1.960720713030164 104:-5.548732085766594 105:-2.027167573887677 106:1.441431835421473 107:-0.8766964094220873 108:-2.242378634561871 109:0.8122602665318182 110:5.432710431576508 111:7.464527153084767 112:8.226991590289794 113:0.2717017889359754 114:8.198691024270175 115:7.962540100142375 116:-8.101436722050545 117:2.22796067571725 118:9.446162621628316 119:0.6284760826313585 120:3.349134183819407 121:-4.947945723897667 122:1.385211946099826 123:8.007050214415894 124:2.714957282413952 125:1.416599410188877 126:5.378316013149675 127:8.296000978896883 128:6.053973500659259 129:-0.1802824509359198 130:1.649327555452617 131:-0.8295343516080492 132:-3.068564952007251 133:3.755877536839177 134:9.01488821811374 135:-9.210013064357533 136:-3.421377231425462 137:-3.226206480295243 138:-2.804631343377875 139:-0.8877731962095216 140:-3.706228972131014 141:5.219261023275369 142:-3.538089446332211 143:-5.488574034231707 144:1.38358515147549 145:-6.220670321301041 146:6.148447782366242 147:-2.465737612456697 148:5.134837312163931 149:5.124025776161266 150:8.810085767358082 151:-9.98770250835266 152:-3.604831790795422 153:3.350437230097583 154:4.899633016852485 155:2.946407593586311 156:-5.843584346680803 157:2.485235957403022 158:5.471905189683417 159:7.805935828636319 160:-3.308132245198678 161:-3.860883175149364 162:-6.139483259321301 163:9.891143687836681 164:5.145555226229127 165:7.091589190638129 166:7.293948474811853 167:2.014068513355753 168:-3.996807160620059 169:2.114355647852629 170:4.645502685897093 171:-1.039608115478444 172:6.509720020492204 173:-9.149229766824096 174:2.74702549083754 175:3.647169550199138 176:6.497848138641418 177:0.5189197247379718 178:-5.119233852211378 179:-0.806357163072091 180:-0.3588104603627063 181:5.954497222431099 182:2.518172542664946 183:-5.358142313261181 184:-7.008014111646615 185:-5.621558155972751 186:-2.358504049328425 187:4.165782016053236 188:-10.23820224958739 189:1.679440566080454 190:3.377455430832404 191:9.14166951880498 192:9.057714735845069 193:7.032773612488875 194:3.08446712673906 195:6.285939104242804 196:7.400617683299926 197:2.328061393808946 198:3.385776336420383 199:-2.653966086556229
-1 0:8.389706574468548 1:-2.821922038284229 2:-6.322232703936301 3:-2.121064084571524 4:5.424413558587502 5:10.8051869460172 6:-10.89598667500077 7:-4.975283904821612 8:8.894430046082441 9:5.39376859120997 10:-8.067664301584088 11:0.8871793268998278 12:-10.15848824796983 13:-8.55069092299914 14:-5.342923739965672 15:2.498918555914961 16:5.853445983619692 17:2.757371505573935 18:-6.581379716325519 19:-1.146053823510983 20:-2.779047848750883 21:3.147360014881695 22:-7.872710952356477 23:8.184291498535982 24:-0.4227984093704706 25:3.612994460486759 26:0.5410002255454252 27:-1.405287289170256 28:4.363539951920446 29:7.920399170512142 30:5.53047048230348 31:3.429674796092379 32:7.967108069124921 33:4.962272885645465 34:7.956480584511032 35:3.340816686183659 36:6.598095590715358 37:4.563249599240017 38:-8.226017903379294 39:-2.704457053686931 40:-1.489208661202999 41:2.023390729093469 42:-3.044843658791764 43:-9.359725909373537 44:1.167406676776576 45:7.570474595677968 46:-10.3158510295496 47:-4.658566591278868 48:-7.166536542801003 49:7.43022293816136 50:3.625720214481021 51:-2.769091615228368 52:7.522787929598316 53:-8.647873865777758 54:-1.487409725384758 55:-3.515560297224255 56:7.744151767534322 57:-8.126050981924008 58:-0.998355878901797 59:-6.28088536720628 60:7.011619745895911 61:-3.03321706125282 62:9.632070086159317 63:-0.67695982774279 64:1.890046412673368 65:-0.04470581636395554 66:-5.252041266630684 67:8.777849333463315 68:9.52582583925637 69:-3.878054050479504 70:1.02727143586661 71:2.160537512193016 72:-3.16543248436317 73:5.960872822976963 74:-5.993405091051687 75:1.680853523236054 76:0.804247983227723 77:-9.424232990405558 78:0.05961151460369307 79:3.327713721907682 80:-6.438322360795787 81:-3.625744572509152 82:2.490367814590785 83:6.182888521982994 84:6.463431541924341 85:6.366554602772765 86:-1.584936262896296 87:-7.966526511004624 88:0.7459021458317392 89:-8.497823442505348 90:-4.744055253815702 91:-6.389522769475298 92:10.29445234875682 93:-8.616985266912923 94:-4.408846951731554 95:-5.994107246488564 96:9.973215882458183 97:-8.88227520530952 98:-9.169111592364501 99:-0.2739937181546076 100:4.007054564435983 101:-4.264127244849043 102:5.483693439366263 103:-6.295865987097013 104:-7.578716900729457 105:-9.512917229793125 106:1.161390974908972 107:-3.940808478102479 108:-9.496779089839679 109:4.659029148299658 110:10.10293421206424 111:3.685248321782867 112:10.53272963396829 113:-7.586111024316208 114:9.794200386837826 115:-7.639121722117607 116:-2.582039044509584 117:2.794794785959541 118:3.772739722985813 119:4.021744020726991 120:7.604308160882965 121:2.33665937201697 122:-6.452493881000369 123:-3.84211352560814 124:5.124106920567741 125:7.287476638612109 126:-7.783300912319987 127:-0.5137372317428783 128:5.467801243221874 129:4.622824488962101 130:-3.130907295685539 131:-0.6169373455433886 132:9.66180356635317 133:0.9785329684263296 134:-2.361276752340928 135:7.899486178513693 136:-2.881035040020273 137:6.68579517961152 138:-11.11395429371408 139:0.4729501527236399 140:-10.24436019164996 141:-5.284747653806678 142:5.978340201975373 143:3.902964560313329 144:1.018416208566471 145:-6.268457101649029 146:-0.7547126617277009 147:-8.212719335677839 148:-0.9207311826261855 149:-2.646902130172212 150:-3.8669874195686 151:6.244863416078189 152:3.804479309394443 153:-4.693493389949677 154:-9.915201997225285 155:-6.266543189997731 156:7.145720404965245 157:0.04500293216477758 158:-1.385939759289304 159:1.641865835965423 160:4.752924197145539 161:8.937035769358893 162:-10.71951851583734 163:1.492276500164611 164:9.943240400434517 165:0.9501576307424228 166:-4.697873413456142 167:-6.743754901552579 168:3.755957509256402 169:-2.888300299415667 170:-9.605728583538419 171:-10.13052101307897 172:-5.528899659704694 173:7.694089263719285 174:-4.656117138066223 175:-6.925512089532567 176:7.516739055722511 177:-2.768557849220207 178:-2.593908285166958 179:-3.380865585255536 180:1.979697110919739 181:6.131062154330111 182:4.576943183918296 183:-0.3391064733118475 184:3.265228721245724 185:-2.772185758347881 186:-4.192200879489691 187:-2.817358101566177 188:9.30016092761921 189:6.581115526654201 190:-11.23482131019139 191:-2.392681855106757 192:7.070551852859638 193:-5.981002181775473 194:1.519417096278819 195:-8.556364556484745 196:-9.490682394886733 197:-7.13829952221741 198:-3.544030781878674 199:-6.718989137479911
-1 0:9.287282987501673 1:-3.291994920247429 2:-5.913042964683271 3:-0.9484524550756857 4:6.37672172302176 5:8.885952261777843 6:-9.698316095493567 7:-4.712582921827568 8:5.081060733375356 9:6.621303720681444 10:-5.470362272022526 11:3.329728049095764 12:-7.711785059416827 13:-9.644671702689326 14:-4.456471009526701 15:2.68876428305557 16:7.449810772772556 17:1.781860742410458 18:-7.073403600770058 19:-1.106952889775682 20:-3.035416582772598 21:2.776754719930927 22:-6.289907192394944 23:8.670288081229682 24:0.9867343016776692 25:4.042988546552343 26:-1.132681107271363 27:-1.620784867576165 28:3.546204610013752 29:5.887956186652812 30:5.936658348089804 31:3.282733188276602 32:6.581482974209424 33:4.899222743745902 34:6.730351010847532 35:3.619661940820781 36:5.6914288458944 37:5.611965562939342 38:-7.523585284429208 39:-3.840270376781835 40:-2.41952148843617 41:-0.121875787372461 42:-1.847985574799637 43:-7.689020022117786 44:2.764321619108054 45:5.936982803677703 46:-8.235990923317118 47:-5.942001799280196 48:-7.344149904394496 49:6.999886468156087 50:3.768265030806921 51:-2.591688818237433 52:7.972800089855526 53:-10.43415753134362 54:-3.600427632165387 55:-3.935019342739811 56:7.770045425690054 57:-8.040737488669743 58:-0.3927766327905359 59:-5.454322601186832 60:8.748043682487149 61:-4.499405653361317 62:10.44403981046091 63:-0.02850953157405756 64:0.7627926685105363 65:-1.724427778694122 66:-6.259568265064907 67:6.524932673467717 68:11.19080531417804 69:-4.746178931649808 70:1.581168761422118 71:2.054976178591616 72:-1.573949347874839 73:4.678497953802345 74:-2.876939078842007 75:2.373774219985701 76:2.36634704289909 77:-10.58939461728351 78:2.970105936161852 79:6.599031105194716 80:-4.111154675964032 81:-3.249536995679846 82:1.328004135534643 83:5.005296399975206 84:9.029847513373367 85:7.47666436651236 86:-2.111428312133039 87:-8.434750076310884 88:-1.266987623779069 89:-6.736972911107881 90:-4.195602693374091 91:-9.063559658615052 92:9.054733964897059 93:-8.213403718547491 94:-2.111611165699941 95:-7.939217301824745 96:10.51390645994033 97:-8.398837565710034 98:-7.048470806530163 99:-2.013814998328778 100:4.982239343676953 101:-3.263382849962845 102:6.655633946602474 103:-7.882951293165387 104:-6.388828006089046 105:-8.561663570351021 106:2.165778189466067 107:-2.813606535605214 108:-10.14983421061545 109:5.309952137146586 110:9.722067556520919 111:5.322072538224873 112:7.941977912816798 113:-7.262505679610552 114:10.26001833356496 115:-7.659863904528454 116:-3.666811263859918 117:4.531635085222167 118:2.353165481034459 119:3.69055634074539 120:7.514186071259877 121:3.74697463396307 122:-6.165909146386403 123:-0.9264949590177376 124:5.404926353061768 125:5.627081588291553 126:-6.025962916595708 127:-0.3448099958706199 128:7.053723184174812 129:4.380057869424393 130:-2.872399766419614 131:-3.034177103481487 132:10.09983431581974 133:0.6896135779520312 134:-3.94380253890491 135:7.32969117910114 136:-4.506051464176391 137:6.994601514782897 138:-8.381577117483937 139:-0.8126526497225104 140:-8.752087498477346 141:-5.932524325049304 142:4.857968447315418 143:3.503509087677177 144:2.174535539136604 145:-6.466623484351052 146:-1.788074376794196 147:-9.110484862902871 148:-0.03504856445873261 149:-2.154228734949089 150:-3.349364366972342 151:6.805975921941354 152:1.377242217484784 153:-4.361114534435325 154:-8.889301854874434 155:-5.812895750894428 156:7.764678716654444 157:-2.770078933549656 158:-2.05627972709444 159:3.417125244869597 160:3.803083412806087 161:7.224003208753915 162:-10.71665164044876 163:2.130441348239442 164:5.575204888722071 165:2.484390779270812 166:-2.144220186921223 167:-5.375501796964678 168:3.668743249495686 169:-1.384087856976033 170:-9.113357913359064 171:-9.352508939400691 172:-6.244178696261808 173:8.23660074529467 174:-4.285506482188772 175:-7.477761879562644 176:6.750969569567332 177:-4.382458866729544 178:-3.48361245498841 179:-2.894812039474671 180:0.7229113196115127 181:9.390448284761288 182:5.219732161835711 183:-1.12178038079258 184:2.02739380980888 185:-4.391935333188121 186:-4.238727588215772 187:-1.756401003572436 188:9.458067016137049 189:8.803372246889875 190:-10.80279815662749 191:-4.504867602331678 192:6.443914844745329 193:-8.855976352572737 194:2.961381059883768 195:-6.392522500996913 196:-7.339950350608213 197:-8.607314635562252 198:-3.916224013581098 199:-6.903565116112687
-1 0:7.580028322483922 1:-2.825996304843904 2:-3.844358259717694 3:-3.849066714981445 4:4.648629294506175 5:11.31038129144724 6:-9.635604331033788 7:-4.599390762694147 8:5.508547912244715 9:7.337351927029053 10:-7.427676937674107 11:1.704557020054445 12:-6.714852589150778 13:-10.06421396029579 14:-5.419768739837427 15:4.486720185917275 16:5.09213447972872 17:1.183550022948559 18:-7.171914324791844 19:-0.9913526426889987 20:-3.182427586905741 21:3.431073529786372 22:-5.450266105315964 23:8.075699917154758 24:-1.35788443245143 25:5.900916349030513 26:0.5297089539096747 27:-2.511565036689203 28:5.533355907734562 29:6.984138702379608 30:5.337286886846234 31:3.589169767883079 32:7.169983619495624 33:7.281638381155537 34:7.536279209645608 35:3.889051572769144 36:5.083749145984184 37:7.34375293796015 38:-9.183612240536728 39:-3.257490526022827 40:-0.5143515469002825 41:-1.376188589355316 42:-1.589502106695905 43:-9.547047631479987 44:1.837097761827831 45:6.881774893523954 46:-10.62976460977229 47:-5.380131853737472 48:-6.977996622404238 49:8.108073410407982 50:4.454585708087643 51:-2.937854586737975 52:6.09379626461163 53:-7.703611916099391 54:-2.029254412704301 55:-3.206326162380254 56:9.296069027876733 57:-8.965221443086607 58:-2.740977662945674 59:-6.815421698180294 60:7.227565163825164 61:-4.800501691742822 62:9.523339570634754 63:1.529310849119127 64:0.9728679868187139 65:0.07471871195720792 66:-6.161733459005817 67:9.469237899261925 68:10.55663313109316 69:-4.586311043573001 70:0.8135584804741331 71:5.229295578021565 72:-2.929247840921641 73:4.574744619096858 74:-4.810347123284835 75:2.504034539197632 76:2.889749656327015 77:-9.384235100087796 78:1.281860646636797 79:7.67364315312296 80:-5.680838054833972 81:-3.699542088733891 82:2.670854915483226 83:4.137930486932849 84:8.711379633839426 85:6.705863998276647 86:-1.826891381964444 87:-7.546882744183581 88:-1.270973779138366 89:-6.865945618248208 90:-5.147652589891498 91:-8.254239883874414 92:8.861226968641445 93:-7.333789842014352 94:-6.281090097361011 95:-7.292433733506617 96:9.330186841700419 97:-8.335718063447709 98:-7.866637129497892 99:0.1835668143449798 100:6.533567034114785 101:-6.466552060153372 102:5.085059024111891 103:-6.351189230818132 104:-5.625083546305722 105:-6.769870177681208 106:1.356252020362964 107:-3.264190791848497 108:-7.265921161124185 109:5.166627169555594 110:8.564757422823305 111:5.838189723684795 112:8.140054672256005 113:-6.779621829270742 114:9.380176072542655 115:-7.568388723004078 116:-3.754685020400761 117:5.242879288051881 118:3.765254203456145 119:3.431885419580003 120:8.712032635561092 121:2.293605707647039 122:-6.531580465740312 123:-2.236138082535214 124:4.671911865342901 125:6.061678613788565 126:-7.415428403725024 127:-2.108080809457784 128:7.169354992684299 129:5.870764150818685 130:-4.595241195936221 131:-2.897880877664719 132:9.56118233739404 133:-0.7723444066875672 134:-5.532965984846793 135:6.717933763423208 136:-2.949734070353401 137:7.110897501210255 138:-8.54060111421416 139:0.7768707049017781 140:-10.08140298392557 141:-6.985923617263424 142:6.51803842990615 143:3.891366623004742 144:0.9238964611475983 145:-5.491759435111584 146:-0.9077702735719917 147:-7.978863433036984 148:-2.301702689889767 149:-1.584570646907618 150:-4.898169229512469 151:5.924797641871961 152:4.498690619292935 153:-4.645883651854888 154:-7.503853308514604 155:-6.988557474343706 156:7.455491071326953 157:-2.271077436887214 158:-1.891372766568855 159:1.012230141881219 160:3.024235760066921 161:5.84256690165806 162:-9.898287761776123 163:2.781778692783841 164:9.176938058237347 165:0.1941750668408952 166:-4.049595497960851 167:-4.528215309826509 168:3.878648119785556 169:-0.588638494084093 170:-9.235125490673244 171:-7.878889801715901 172:-4.601905593605474 173:7.465408022693293 174:-3.241198368963544 175:-6.977910276679656 176:7.40095843121715 177:-5.082616525385836 178:-4.614259224365388 179:-4.428547248869152 180:3.245247439165269 181:5.712924803548031 182:4.428312465812299 183:0.06917428587329 184:2.085735313817477 185:-5.021179352547748 186:-3.085209206550998 187:-1.834099789704412 188:8.452504739257025 189:7.672670837551136 190:-7.218369372343439 191:-1.652375793926285 192:8.084492442452525 193:-7.293192150403713 194:0.05002593383208342 195:-8.554451012920735 196:-9.372638378028975 197:-8.686646488760392 198:-5.187420121068308 199:-7.307329749000671
-1 0:6.210863378102806 1:-4.179236637990152 2:-3.402068353685949 3:-3.383905242383133 4:6.038300675790246 5:10.76085593428867 6:-10.33648814936287 7:-6.43547895717384 8:7.080346119950317 9:4.700643499591451 10:-10.07644957102755 11:3.052608339499593 12:-8.793249703566012 13:-10.12341659253988 14:-5.073552001447921 15:3.187819708875148 16:5.427332375774952 17:1.74605231905595 18:-7.504660815815443 19:-0.6777013316644065 20:-1.418084437574529 21:3.78996956828946 22:-6.257020695400008 23:8.537350016921581 24:-2.15793992113157 25:3.405265457412575 26:0.9428459387740491 27:-1.519240588780474 28:5.143771346445153 29:7.666342432805848 30:5.094501633899757 31:5.861287491216522 32:7.41464948396067 33:5.800458069523901 34:7.334154901265588 35:4.423689909383969 36:4.808313260709174 37:6.244174411388587 38:-9.779640180827043 39:-5.321750164009901 40:-1.768442493812326 41:-0.1188040385004498 42:-1.638246748560152 43:-9.611555174227973 44:2.431309619920965 45:6.869945050853928 46:-10.23859566934856 47:-3.638273240963806 48:-6.89355015441557 49:8.014918889052925 50:3.819441135018274 51:-3.45526128096759 52:6.432468241888956 53:-6.880785241526969 54:-1.891487011142226 55:-2.585222757862813 56:10.1620874759083 57:-9.454654423905035 58:-1.072676055414543 59:-5.957064730049601 60:6.448558726077747 61:-4.309231127582322 62:9.158164779200371 63:1.20550337829158 64:0.7295862811116363 65:-0.006447931770541482 66:-6.583155625279542 67:7.188136929465374 68:8.828696788240023 69:-2.649958255371442 70:-0.1965702009533123 71:3.067117179231703 72:-1.179207850864832 73:4.659940344208747 74:-0.7774638899207527 75:1.472676059082406 76:2.097830327290866 77:-9.262658173752646 78:1.978468418042695 79:5.567867591295489 80:-6.389645940259731 81:-3.088330460961628 82:1.596559031577242 83:5.667787633999517 84:8.573341121158888 85:5.554276051222841 86:-1.920557610514456 87:-7.298905043283519 88:-0.8584903977269696 89:-5.230212804712036 90:-5.376232366473981 91:-7.304435842754047 92:8.610578205578431 93:-7.145784986062922 94:-5.417522402698321 95:-7.831229429288493 96:9.292031217689528 97:-8.259039832156995 98:-7.798428039081659 99:-2.99873955274644 100:5.263377133884877 101:-3.048988224121933 102:5.18981981857384 103:-5.543019382262812 104:-5.571196084464813 105:-7.64260458159498 106:1.54315157164432 107:-2.075361807294242 108:-9.624960008433101 109:6.136831984073793 110:9.735972658306963 111:5.703095923811348 112:8.03025217637332 113:-6.531555836913483 114:10.63736365120104 115:-7.412806556027403 116:-4.826802620012861 117:4.267485145020911 118:3.442325052070788 119:5.434078817552658 120:8.859853396351003 121:3.921349313494176 122:-6.568528093598605 123:-3.321215475437975 124:3.050950437434484 125:7.89444592919414 126:-10.33954992487482 127:-1.219410977947034 128:5.72770714337032 129:7.693372952077048 130:-4.437399891002619 131:-2.958558501245487 132:11.33188552791725 133:1.859103537783823 134:-3.006520533194569 135:6.451977575061974 136:-1.511622767589914 137:6.836904194735618 138:-8.1823837765847 139:-1.01862331236312 140:-7.286144395277942 141:-7.160936793408313 142:4.167853603374812 143:2.386684141127983 144:1.917540072149176 145:-5.760303315595492 146:-0.3261698581799048 147:-8.473848498076059 148:-1.076459849389222 149:-1.641270265304147 150:-2.301849095348303 151:4.40414475003543 152:5.205881848940129 153:-5.044207872455688 154:-8.676327364248802 155:-7.328670936490689 156:6.688554939326186 157:-0.2124966574279463 158:-2.378286929913683 159:2.016666545670267 160:4.330506093408613 161:7.648956558319601 162:-7.835471204543522 163:0.8825796337020848 164:9.43676939839261 165:2.041500776411212 166:-2.855844215473121 167:-3.241620013469671 168:3.435879507455016 169:-2.164206386374 170:-11.65597743085701 171:-7.260817685845433 172:-5.049055161358817 173:8.364606180583262 174:-4.791902767254234 175:-7.065797537765784 176:7.676872859547153 177:-3.753408167246132 178:-2.001995941454623 179:-5.190482271365449 180:2.79718682558781 181:6.717232273961455 182:5.974751005664071 183:-1.686492640092263 184:0.03770644183548777 185:-3.483616058363663 186:-5.425693782156549 187:-1.088705045351152 188:8.385845278329699 189:7.143322741017887 190:-10.7700121053282 191:-4.054987510322449 192:7.380509935091613 193:-6.76541419289201 194:0.7669923037215114 195:-7.076623910391924 196:-7.9519704469269 197:-6.907272136352792 198:-1.053792275511667 199:-5.503841646887655
--1 0:2.749248118060602 1:5.909366015353109 2:6.992111212603788 3:9.903641607860559 4:-8.848290204982447 5:-1.032882043914746 6:-2.906110850531446 7:-3.06294809006389 8:-6.889031614387292 9:-7.572241776171256 10:7.967222155528385 11:-5.413010689988156 12:-8.149009644143131 13:-6.772447863006432 14:-8.152024994926371 15:4.575383938544365 16:-4.460765471423212 17:5.886559435920933 18:-1.318221273691016 19:-3.098913363018855 20:-1.426033987631984 21:-8.647739330847983 22:-10.88864775223372 23:-3.492785985144616 24:-3.021483327514887 25:3.893205519579272 26:8.768578853236733 27:1.529205736168746 28:-10.59931027435413 29:6.711015405281758 30:-1.09462653908358 31:0.01877420384655082 32:-9.030714104868505 33:3.452794578512887 34:-6.410529380022015 35:-2.523402032230784 36:6.890488295480802 37:4.360364784532753 38:1.976643765582737 39:-9.682549972115069 40:-3.8881175859568 41:2.876462778670339 42:-8.38437819475523 43:11.35383540500408 44:8.207819195573412 45:-2.933474367566355 46:7.817737300262243 47:-8.456657926539803 48:-3.173974345069585 49:2.798991760263753 50:-7.874657177386158 51:6.135343613576021 52:8.195255435770598 53:-6.345935464585442 54:7.05137398035135 55:4.816772069306468 56:-2.550827656592786 57:7.50181838314391 58:1.169715254452028 59:-0.7267718367469662 60:6.287251306401716 61:-1.376893174085115 62:-4.783926313700662 63:-3.339578988664766 64:-2.017994702381283 65:-3.788464297052593 66:-10.2567665171112 67:-9.876880986998827 68:8.311016444115429 69:9.318811968387182 70:8.30029816076669 71:9.549261159437954 72:-0.6444668435557083 73:8.538669074027791 74:0.2608480872730774 75:6.949061129436483 76:-2.608285737010321 77:-0.7886601783643519 78:9.4098662648939 79:7.536822764738354 80:-2.404061612711933 81:1.528306368603386 82:-7.155526439785172 83:-0.7519948384761936 84:0.8292197094233443 85:6.557713923934507 86:2.178526742231983 87:-4.937727038234724 88:-5.016621784089964 89:1.824251940791962 90:-6.199200656688173 91:-3.382989511636403 92:-0.4353891590825212 93:-1.676496300631668 94:-3.68122603978564 95:6.031942090146116 96:6.598081269288556 97:-11.16021888007127 98:-2.93538957403952 99:-3.716138702426564 100:3.257890308126022 101:4.039163916783264 102:-1.120035027721503 103:-2.501684110556699 104:-5.110847105541747 105:-2.46959644128341 106:1.021427560324424 107:-1.02759183604326 108:-2.735357237959393 109:-1.431781819786758 110:4.961021123775532 111:8.633108771679787 112:8.497854797209571 113:0.835662409749569 114:8.720626494014589 115:8.454494275108004 116:-10.00339725914827 117:2.476710559155462 118:8.47747181785245 119:0.96511283349504 120:3.471410407034044 121:-4.873079607123946 122:3.159901522661307 123:10.51248393473085 124:3.87724670651187 125:0.4565920985329484 126:7.96898397340441 127:7.719016683384536 128:5.630968348496989 129:0.1960556378330343 130:0.08608043688367967 131:-2.064670180428119 132:-3.270964759861321 133:2.984575274233893 134:10.01775438140609 135:-6.664082282200406 136:-3.83666736251051 137:-2.348141778150786 138:-1.911388252973779 139:-1.046225641610311 140:-3.819586192262653 141:4.673639420643015 142:-2.555073472099987 143:-4.199940612054732 144:-0.1870456510450617 145:-5.765519409583016 146:7.77376393941531 147:-3.123379264637413 148:4.110249543479296 149:7.557798099522259 150:6.584265200291197 151:-9.120235365971991 152:-2.972861621895637 153:3.217919745805039 154:5.925867920852153 155:1.254626289126538 156:-5.139960178597063 157:2.727308985169418 158:3.25494357391689 159:7.310502388826513 160:-4.386656136331464 161:-2.143664124258839 162:-7.598194154139517 163:9.012797448562857 164:6.953300121804676 165:5.40516024114774 166:7.378379886377685 167:-0.3029427204664579 168:-7.858904904473651 169:2.630691994830407 170:1.795731966417376 171:-0.2023039140511826 172:2.848369185345588 173:-7.073023685439336 174:2.926951646383725 175:3.424904876037642 176:6.124183564568389 177:1.268845513594915 178:-3.722494953819468 179:-0.799345882257088 180:-2.567066867442441 181:6.524519917032179 182:3.376091859822818 183:-3.724704953828358 184:-7.182386903017144 185:-5.53806002661412 186:-1.504733829810127 187:3.753002708417849 188:-9.87763178605292 189:2.460582904924775 190:1.02779539606421 191:8.67293694984158 192:11.34381532687742 193:7.939939516954257 194:3.193240493071044 195:5.991066059405343 196:9.303290786953703 197:0.482974234370563 198:4.181840175610193 199:-2.506850274128554
--1 0:4.904850911697508 1:4.497566938276739 2:5.88506607956188 3:10.02244187302231 4:-6.27114951863571 5:-0.007764452706538416 6:-1.015610462112718 7:-3.202083711450222 8:-6.899491307828428 9:-5.808403331133786 10:8.269654628053505 11:-5.940517017768951 12:-6.929684470228741 13:-5.211578773229316 14:-6.603939695197156 15:4.693814110853368 16:-4.274546005344803 17:4.689020098378454 18:0.02519737887041917 19:-2.155047348483872 20:-1.621338355141246 21:-8.948544389782828 22:-10.84849548818297 23:-3.712483090981891 24:-2.628110603424218 25:5.380436331344625 26:9.372100570547031 27:1.311573608101057 28:-9.381434356579117 29:7.961239309426637 30:1.040904040830803 31:-1.412520217468283 32:-11.14444987974106 33:3.250656843090951 34:-6.308603682470826 35:-3.146303588910021 36:7.948870004764556 37:5.197384221184115 38:1.492748227383704 39:-8.472761917481725 40:-2.131517376032593 41:4.052807512361414 42:-6.899997175838864 43:9.21105615155397 44:7.115794740812827 45:-1.264357448349077 46:7.481426577116212 47:-7.288939340111253 48:-2.753702150087913 49:2.469760566564096 50:-6.668665644617458 51:6.380499168393818 52:6.972431225156196 53:-4.618956754916946 54:7.389187423435037 55:5.81536364402454 56:-2.737872992426842 57:8.050819940118249 58:1.325239787306575 59:-4.331505546513296 60:8.158050046372992 61:-1.63659882218163 62:-4.784131961082337 63:-4.020189098371572 64:-0.2564637604089182 65:-4.998659007821249 66:-9.96927135964185 67:-9.258941535609981 68:8.742665428773874 69:8.082123236086334 70:8.254235007325294 71:7.494654667817645 72:-0.825587834446328 73:6.515635785921993 74:0.1406683956288817 75:4.323053220151254 76:-1.457276878608651 77:-3.123071669776849 78:8.211680982542305 79:10.24258525854999 80:-1.808370551445392 81:0.8778837638867871 82:-9.1551661081813 83:-1.382350962259262 84:0.2323177446237803 85:4.810557456463683 86:3.550506865770398 87:-5.696838371455859 88:-4.285383731922863 89:0.05968869460134363 90:-6.783712453781122 91:-5.095969017413304 92:1.185993160812458 93:-2.811289109029136 94:-4.852965546633472 95:6.960724076955393 96:4.831113299028764 97:-10.5420201126355 98:-6.334307627209997 99:-3.284920427854498 100:2.539712426282055 101:5.089116417506227 102:0.9119491433132263 103:-2.654661187700591 104:-8.108284574797166 105:-1.237655509581641 106:2.420103610717526 107:-1.456366792452376 108:-2.607379635855926 109:-0.5409357718278468 110:6.668336792423359 111:8.054285173602748 112:9.826351589728406 113:1.561022547326229 114:9.698077725900976 115:8.432351534619858 116:-9.509947738374208 117:0.7932159029731101 118:8.821009418430323 119:0.7961757599988248 120:2.751222261618468 121:-2.607082299616533 122:1.0149933204998 123:8.940812115175531 124:3.632595837024327 125:1.909605898775845 126:8.795695895103114 127:10.04285536147331 128:6.065426332021054 129:1.322818912887666 130:0.3931259659620016 131:-2.578786806841429 132:-1.054576876928709 133:1.803228948032171 134:11.2611211108726 135:-6.482034206257584 136:-2.633830601338282 137:-3.331020750679961 138:-1.999273802267121 139:-2.119430301912033 140:-3.268706416480578 141:4.12865274057127 142:-2.101875768052919 143:-6.293956461466184 144:2.031181633205934 145:-7.247064809059558 146:7.863615954670504 147:-4.039218485876709 148:4.052446792925546 149:5.342668659073496 150:7.078810446254237 151:-10.41666079964085 152:-4.813074188597758 153:3.148865338648679 154:6.300671260422366 155:2.31395761025067 156:-5.365655297031036 157:4.241545011744005 158:4.015893898841651 159:6.846418769609807 160:-3.770323034407987 161:-3.270730796834687 162:-6.78008964143898 163:7.820341051553314 164:5.709395236882388 165:5.81932405674528 166:7.660931873075386 167:0.7023295515640149 168:-8.268984106223851 169:4.604431159489728 170:1.828754773426193 171:-2.452200354025338 172:3.937019928478074 173:-8.874773762986742 174:-0.4834411194969506 175:3.470634095795198 176:6.232268926817152 177:1.713460621064696 178:-2.591211960687988 179:-0.56361856794146 180:-0.6857746935161837 181:6.05671276630511 182:3.545406141496912 183:-4.933707331400044 184:-6.691768046517304 185:-5.533311468439098 186:-2.077194048360044 187:4.200430181061003 188:-10.84030625935982 189:3.939170955502661 190:0.06570184804265844 191:7.33581164451749 192:7.940160747961462 193:8.884369225887742 194:3.248060264202671 195:4.58860639954543 196:9.402052896836331 197:1.964969395782042 198:1.49396913431884 199:-0.4158193086120499
-1 0:6.798234364444154 1:-2.396491090428539 2:-4.924109435368971 3:-3.060305985974508 4:4.885039041997349 5:9.996097617898336 6:-10.87357277262042 7:-3.542522997449723 8:7.625311485571354 9:5.303687978474581 10:-8.591083710777875 11:3.391516016692034 12:-9.379849399061811 13:-6.845832734860263 14:-4.538731031823406 15:4.976232033953856 16:4.85640252797027 17:2.11724096181341 18:-4.477152521646446 19:-0.7377797728676198 20:0.02361880756640433 21:1.041031704895898 22:-8.310518708865793 23:7.614827918891822 24:-1.213591234009141 25:4.76602310195109 26:-2.696508324571983 27:-2.690584502106591 28:5.440970535066992 29:7.620137332660108 30:6.5876043190322 31:4.235094713566719 32:6.475938161112547 33:6.775823632342513 34:4.37021429421466 35:5.349342007491487 36:6.45858347621306 37:7.415558796651093 38:-10.11965732723572 39:-4.007070812197471 40:-1.665387371037769 41:-0.2106326679234789 42:-2.757570200984047 43:-9.191987531563869 44:2.476727618991225 45:4.980256517804813 46:-8.692196015430293 47:-4.616078177266076 48:-7.091762526398321 49:7.656369754387559 50:3.597718729980688 51:-4.772115785976956 52:6.441895351438026 53:-8.238955179016052 54:-0.3277634906425009 55:-4.822624293409196 56:9.584577978257558 57:-7.423371970990452 58:0.1382200044114075 59:-6.343378087707362 60:7.399321010551803 61:-5.391867470647833 62:10.07293730531491 63:0.135654546529776 64:0.3117250809392525 65:-0.3701366987206081 66:-6.019521713595456 67:8.244910922209028 68:8.180800231042044 69:-3.702925754589571 70:0.06826243185995018 71:2.949787720716874 72:-2.865552732927226 73:2.556892012215466 74:-4.317728186814445 75:1.04071381588683 76:2.492655535575242 77:-9.879311038136921 78:0.924943196567891 79:6.666558693434219 80:-6.720007836857397 81:-3.045435943218597 82:1.381271020733715 83:5.470858487320436 84:7.92273682441399 85:6.413949687007214 86:-3.086986925439342 87:-8.479480848779344 88:-1.822825425426371 89:-5.106214584137627 90:-5.813289288848797 91:-5.108898116105151 92:8.466195754677177 93:-7.969569148077205 94:-5.085437589857952 95:-8.809020648412005 96:8.665514481560876 97:-8.122327399917857 98:-8.053341797506745 99:-1.370355091292009 100:5.091057950550836 101:-3.748509422047823 102:5.924380629462913 103:-6.339205779012654 104:-4.655073935691606 105:-8.668560460037609 106:0.4113268350470451 107:-2.316277006132134 108:-8.964399602741464 109:5.038695975325258 110:9.152729188712808 111:7.228986247229542 112:7.755427412850614 113:-6.506688903406217 114:10.16767932956509 115:-7.688825765556876 116:-5.750810477863297 117:4.358928301422881 118:1.37073829025146 119:2.797673245546763 120:6.521044483184923 121:2.738563852336234 122:-7.173285037427457 123:-2.75306496893826 124:5.461007908182038 125:5.207142386853159 126:-7.66238463690259 127:0.006007461048187945 128:6.363464231547294 129:7.211334502238164 130:-6.561400478013159 131:-2.934571700283195 132:12.19399641775019 133:-0.3649301766963648 134:-4.758936145838302 135:7.075040680401146 136:-3.346655418357788 137:7.634979638723968 138:-8.171736367394626 139:0.7636001647737386 140:-10.02219121240817 141:-5.429036254037719 142:8.908414686047548 143:4.009634895854069 144:1.567503196531505 145:-7.277499340109722 146:-1.238968150128573 147:-8.880213830337814 148:-2.722078967970023 149:-1.985251302014278 150:-3.234055139821908 151:4.701746997764423 152:2.078218976508819 153:-2.809539748963667 154:-8.215696476212621 155:-5.365337964342165 156:6.627169526665025 157:-2.704324502549776 158:-2.234367081707646 159:0.6928173944127685 160:5.010222576268271 161:7.296758430738834 162:-7.845354428907998 163:1.806281171200785 164:9.23550546823598 165:1.277827764478451 166:-4.016948395029375 167:-8.302678174447989 168:1.895540879216433 169:-1.488246151601251 170:-8.783083831492654 171:-7.109607964518938 172:-5.710941807628509 173:7.904594978061848 174:-2.964953797474499 175:-5.450301591377084 176:8.987193266404802 177:-4.526664253205377 178:-3.839080421808409 179:-2.48400266605519 180:0.8971921048807514 181:6.218357359836125 182:4.417898999267057 183:-1.317569721361102 184:1.57617238229526 185:-5.434814872028533 186:-4.881157154239704 187:-2.084640943251363 188:8.908016625981938 189:5.925738221841145 190:-9.638686251286813 191:-2.396192810779941 192:6.327968278342753 193:-6.84620056061651 194:1.724858794709291 195:-6.571336717652418 196:-7.927918982983451 197:-7.327858199916017 198:-3.75600456441301 199:-7.784831693134489
-1 0:8.185436935420187 1:-4.935964139380186 2:-4.717076410838195 3:-2.608969421062068 4:5.745499344804808 5:12.04003711121957 6:-10.45942242477144 7:-5.5377429489408 8:4.618042640155161 9:4.606738544114902 10:-7.831265761648716 11:4.756018201825821 12:-7.112435602589935 13:-10.04088339657816 14:-2.768074837226768 15:3.381887173322454 16:6.388685454212486 17:1.10818093835128 18:-5.267180482530192 19:0.1648555216249763 20:-2.00533308007263 21:2.266944711616397 22:-4.60553517166344 23:8.703678490323631 24:0.86427831278273 25:3.874273558006421 26:2.729729623933753 27:-2.000577557935001 28:4.807254718157903 29:6.478946265297331 30:8.029476910795497 31:1.140518750576175 32:8.092930966140271 33:5.428382552973646 34:7.982329587122531 35:2.933480228796951 36:6.961336843112519 37:4.944673300279296 38:-8.21559527620153 39:-3.30616824206003 40:-0.9921727880161193 41:-1.582522437367408 42:-0.7760046437061875 43:-8.493280797805307 44:2.650308439575512 45:6.856920736595183 46:-9.215243794118781 47:-4.255150829309375 48:-8.238285143162223 49:8.115843400809615 50:3.497765136829382 51:-3.022256657867171 52:8.081053291064778 53:-8.3884900757267 54:-2.356440181170001 55:-2.203662615141676 56:10.33309586389476 57:-9.25012799697538 58:-1.625268920977848 59:-6.865366094102845 60:6.188384786166127 61:-5.776600875729219 62:10.18801848297517 63:-0.1586663151571753 64:-0.169713041359457 65:-2.361789004517524 66:-5.813433922894263 67:9.218224634960633 68:7.179706617318217 69:-5.746141442274188 70:1.218552474906282 71:2.719280733368468 72:-1.772674607166985 73:4.400924677908646 74:-3.922451673020434 75:5.069229081762774 76:2.095171054474919 77:-9.301110379520081 78:2.40448574456347 79:9.306704193195058 80:-5.588409414390699 81:-2.657306091955293 82:2.774566989253455 83:5.833649316180161 84:7.783455454782979 85:6.115659269218331 86:-1.296576773177783 87:-7.281097776573738 88:-0.8317692921279434 89:-6.156284237385519 90:-4.239679578676797 91:-7.248815820505813 92:10.515846046506 93:-8.115829602911505 94:-3.815569946993891 95:-5.674413282930548 96:8.580564323712522 97:-5.755518675237252 98:-6.481290811801003 99:-1.08694575188384 100:3.757638165982069 101:-4.426446663548909 102:5.329122392061245 103:-5.731333094589812 104:-5.164258076986195 105:-7.094627544413732 106:1.70831306383269 107:-3.255884153604244 108:-8.802237070596517 109:4.120866888717991 110:9.882669185691345 111:6.50638620194954 112:9.460980714608922 113:-5.639618206255848 114:8.624399306662587 115:-7.823496952754782 116:-2.550448490030927 117:2.933083000906242 118:2.385179975864812 119:4.493122372274901 120:10.12839063362408 121:3.749422147810955 122:-4.870900152159724 123:-3.526247508541891 124:5.717326365734271 125:6.506260642134025 126:-9.347179435267357 127:-0.5648853816745418 128:6.651256924153642 129:4.814761420564235 130:-2.373138882795075 131:-3.161080019310825 132:9.112943851131194 133:1.004060698545875 134:-3.62241451815592 135:7.1750499298398 136:-3.101481942974039 137:8.636004556415084 138:-9.580746594097191 139:0.2080746613359524 140:-10.65790826805642 141:-6.587070124915208 142:7.070061535178077 143:2.409196425279811 144:1.306068957182073 145:-4.15618549839648 146:-2.412908869262351 147:-7.9893546379192 148:-1.728398582409376 149:-3.039824944066764 150:-2.166645869721229 151:5.502741694148246 152:4.344090165683419 153:-5.948806018329335 154:-8.814333738903478 155:-6.834087973178878 156:7.820904184095687 157:-0.9256751332477421 158:-2.390281244229847 159:2.56959758091048 160:5.184050093236727 161:5.387072495524501 162:-8.753890593585798 163:1.665977064212806 164:6.894658390083002 165:1.572661431580747 166:-3.556780489594945 167:-6.186024345773859 168:3.715493884533777 169:-1.262593586341235 170:-10.30176528341955 171:-9.737341725637188 172:-7.535277937968128 173:6.920310061798265 174:-3.801568165950444 175:-6.625806284630144 176:8.297718692287374 177:-2.079284642403473 178:-3.778819657783361 179:-3.225776981874227 180:2.615412221150468 181:5.4911975173457 182:5.880829903875586 183:0.03936496478622536 184:1.188602673800915 185:-4.198836743323148 186:-3.237593532762978 187:-0.6752427959148886 188:9.421811725750953 189:8.905023355200093 190:-9.159929798557 191:-0.8321049551963962 192:5.026312095234544 193:-5.234504727839756 194:0.6728118656655236 195:-7.931523146199909 196:-10.32662091063826 197:-9.620001980381385 198:-5.624805167166892 199:-6.470770494119412
-1 0:7.079615520810918 1:-3.839289766866723 2:-3.92226713174002 3:-1.848977016572909 4:4.434697170040643 5:9.908787007967815 6:-9.727306922118625 7:-5.021218985492513 8:6.198190997724395 9:6.046266296252176 10:-7.13203725523139 11:5.481831835056433 12:-7.214576027600512 13:-9.320281843880787 14:-4.009708142448545 15:3.968159983346355 16:7.859959325544335 17:3.008666008968782 18:-9.12957694493787 19:-0.4240794507226414 20:-1.721690412902668 21:1.176624372119138 22:-5.977105943161264 23:8.165087723586403 24:1.514143875769996 25:1.78946231629173 26:-0.7596881939072404 27:-1.694740841046405 28:5.159787969383204 29:7.239056872115862 30:6.997142314626031 31:5.022450307348408 32:6.858709333509113 33:5.915587519605852 34:7.289038786045239 35:3.915928390114533 36:6.938500394403661 37:6.619551746900863 38:-8.432703905588156 39:-4.031301982731795 40:0.1356640712441506 41:-2.040480354299575 42:0.2725769639921878 43:-8.815420570519134 44:0.9306678315579144 45:6.248428647027918 46:-9.712538576174591 47:-4.291943475152559 48:-7.103418752614496 49:6.222584925131762 50:2.825415087993337 51:-3.61616039560995 52:7.278347176555071 53:-9.358971624895444 54:-3.024923343391635 55:-2.45855628167471 56:8.656361633145389 57:-7.895375106390069 58:-0.1068618460794784 59:-5.62740231817055 60:5.687206510571363 61:-5.708747140938549 62:8.707827862573287 63:0.9130451749660072 64:1.207666705574031 65:-3.152480563550555 66:-6.301870169140792 67:7.77260561317589 68:7.044194755267074 69:-4.223478800618724 70:1.113318145027169 71:3.01248344500959 72:-0.860505175022457 73:6.666109011766558 74:-3.858595806620187 75:1.041539203554804 76:2.419104838857324 77:-10.41088526323536 78:0.6565225902354048 79:5.260053297799902 80:-5.937046888436494 81:-3.145839317853323 82:3.000453555639153 83:7.078486010267229 84:6.419249069632086 85:8.802952587661633 86:-3.530622831494338 87:-6.356390435166025 88:-1.56140617224323 89:-7.908148191331374 90:-3.916618338786154 91:-7.766877611706716 92:9.283139990125193 93:-7.270244744706968 94:-4.808025133054603 95:-8.052254637720857 96:9.516652872286729 97:-6.975364147081155 98:-7.623789447895088 99:0.4168944242166561 100:4.853984756842584 101:-4.148448647023742 102:9.044231672666328 103:-6.872330479411842 104:-4.998283752796062 105:-8.483176078521351 106:0.7940099441062738 107:-3.415326937134485 108:-11.173357866952 109:7.011435048405859 110:7.997507883837118 111:4.935358456430186 112:8.769549569523205 113:-5.706222797129614 114:9.079172176517822 115:-7.466825437222455 116:-4.872732948911619 117:4.282511280996375 118:3.525698768001323 119:3.589324211886912 120:9.429694492259348 121:3.52598550872424 122:-7.328567300864387 123:-3.152328153259425 124:4.216910767515281 125:7.945357006089299 126:-11.06112389291589 127:-1.921000995056768 128:7.020849872803646 129:4.352516151876192 130:-5.301496814927941 131:-4.060745166380375 132:8.040395796977213 133:-0.08392368325423191 134:-3.822572000595641 135:7.163295196106858 136:-2.391775771547298 137:6.286421786312491 138:-9.537308513729055 139:-0.1181763332517276 140:-10.39722968115962 141:-7.723017915821218 142:5.702883341268559 143:3.306393525916471 144:1.442954537746879 145:-8.075352470622732 146:0.2646324393075532 147:-10.08522413594936 148:-0.8802435398398836 149:-0.2171000886351573 150:-3.140970954740128 151:4.893739477516857 152:3.736541497499543 153:-5.2229859768795 154:-8.440174247573291 155:-7.327746748109391 156:6.139289139453579 157:-0.02560603471351208 158:-2.84292683021403 159:1.634583243289201 160:4.339210056697008 161:6.883349115429351 162:-9.914076116864722 163:3.264452078776582 164:8.043039323010358 165:0.001439259356393441 166:-4.271684132199133 167:-5.232437104487567 168:2.783097054673019 169:-1.685809163075859 170:-8.9695036120112 171:-7.03734141841618 172:-6.004258483546267 173:9.141740023236963 174:-3.371614440071755 175:-5.833001016801276 176:6.125313467539844 177:-4.14159546815066 178:-3.048056865269189 179:-3.616941018958246 180:5.178124033336259 181:5.201964868714565 182:7.374044852304803 183:-0.7135504583499278 184:2.606765502146034 185:-4.971629836236025 186:-2.201919226884525 187:-0.4450979280179544 188:9.042790185999165 189:5.328795999796707 190:-9.032963356439438 191:-2.878065298859349 192:5.743796231454695 193:-7.970032811158858 194:0.9876805717058764 195:-7.146976216741077 196:-8.97421830185794 197:-8.581719057723623 198:-4.877751095187739 199:-6.145088972713444
--1 0:2.594327028096912 1:3.495731779903759 2:5.603725608251585 3:10.69797138523939 4:-8.809013569449045 5:-0.7119856772265226 6:-4.809653931194392 7:-4.482686290242384 8:-5.653133398429203 9:-6.107967605385402 10:7.926483867598648 11:-5.138497169896446 12:-7.681243555434129 13:-3.665017592715121 14:-5.854683715678388 15:5.878269296777119 16:-2.844736118074178 17:4.251667155273636 18:1.939459610070742 19:-1.150427060373979 20:-1.029055068434334 21:-7.090354346604158 22:-10.58428485265195 23:-2.441184135629274 24:-3.825239210100706 25:5.090422501026924 26:8.043173747534466 27:-0.4874623347657397 28:-10.72623616169625 29:6.143870225154261 30:0.01668644040240186 31:-0.6253357630929689 32:-8.321949401075743 33:2.556795228068789 34:-1.296468991208034 35:-1.746153737441316 36:4.22419493301189 37:4.178127640706804 38:3.175445983028465 39:-8.064456781898844 40:-3.631728454739153 41:3.623613747913945 42:-6.71641533672251 43:9.162293362076541 44:9.01967449620647 45:-0.08505217765245776 46:6.466264729483325 47:-7.635794898714489 48:-3.385183415610554 49:1.102589274590733 50:-6.9040945922137 51:5.810356224705595 52:6.68491424832671 53:-7.893827971839989 54:6.879251187561152 55:4.956250397563216 56:-1.312709061034769 57:7.832311469170517 58:1.415157276875019 59:-2.431771725354798 60:7.239419007127088 61:0.9502039725116245 62:-4.303959374247486 63:-2.969419087446243 64:-1.377393549361986 65:-5.512237176654598 66:-9.605015061514754 67:-8.918084752948941 68:10.71462804840186 69:8.238000945257182 70:8.268903632412844 71:9.119047507937118 72:0.01646764821568682 73:6.955408375027588 74:-2.606185407834214 75:5.656011074333686 76:-2.060089350026901 77:-1.537297301526329 78:7.082476266592042 79:9.452720294394652 80:-0.1598098195781243 81:1.402948550836505 82:-8.262517777271432 83:-2.140310755985093 84:1.334399169902456 85:6.814628230528954 86:2.074394139531303 87:-4.159703211707815 88:-4.648361429959013 89:-0.6790233054466464 90:-6.325661304324264 91:-4.794357543648595 92:-0.2244698762430768 93:-1.94764134621271 94:-5.233872171205697 95:6.062336841825031 96:7.405855173220477 97:-11.21468309800431 98:-3.304467041951252 99:-3.431132865972186 100:4.254289745592604 101:4.209484500401842 102:-0.3558952460042797 103:-2.590380073200625 104:-6.229217401961641 105:-1.562048006112199 106:1.357798146733624 107:-0.88452299754182 108:-2.450124012004983 109:-1.624241659169619 110:6.336456272048086 111:8.23176197790767 112:8.395192939574859 113:2.723788043802526 114:7.036954144322992 115:8.072223375489248 116:-9.335756276362822 117:1.50554782803408 118:7.339649173987419 119:-0.7254716729164303 120:3.30100300445134 121:-4.212092899207075 122:1.459829485806608 123:9.285525299147276 124:3.535466843226977 125:1.410267193238786 126:6.906756025642085 127:10.20194386721906 128:4.798945004506191 129:0.783240833575607 130:0.1676422806192729 131:-3.257707294343707 132:-1.134301265122206 133:2.81343925221064 134:9.94386783346935 135:-7.138015931771867 136:-4.084697802370136 137:-3.806490823524046 138:-2.80436718217618 139:-0.4807974121094913 140:-0.5649032966538061 141:6.656770637905373 142:-3.591011960441141 143:-5.375169582873636 144:0.02955088611393145 145:-6.149581877357908 146:6.887266622403686 147:-1.551903825477346 148:3.201029064743665 149:5.348815174199556 150:6.024514791367759 151:-10.49735451433913 152:-3.969159862988874 153:4.580709232492856 154:6.176039179229239 155:1.011876381751263 156:-4.778019263096215 157:2.780976817908174 158:3.41295906392491 159:7.62384389670743 160:-3.717323055703052 161:-3.116658217036672 162:-5.235534362265695 163:10.6335861066413 164:5.544394456611634 165:6.008662911420971 166:8.696863714259786 167:0.8826897103130973 168:-6.10855724883687 169:4.604955510047708 170:3.205828186296704 171:-2.527347839514482 172:4.24908504088365 173:-8.257611229675982 174:2.196997395125851 175:2.374045303181599 176:6.886029385732613 177:2.178093656417835 178:-5.085201647508779 179:-1.166052650468475 180:-1.372487297105868 181:3.869548555778894 182:2.05172575433684 183:-4.91321530513399 184:-5.119394701431055 185:-6.200934990710453 186:-4.213167959582716 187:4.950156006683837 188:-9.476859262731377 189:3.14330822946707 190:0.8803582054209934 191:8.450199596515182 192:8.888172020184998 193:7.034798080563069 194:0.2307065197485967 195:5.333567142020187 196:7.493241040610139 197:2.592483972431621 198:1.705166406986817 199:0.1863772015538934
--1 0:3.430649980536932 1:3.559771158171987 2:8.634956616861515 3:7.95420191152211 4:-9.33888153406463 5:0.1130734886492368 6:-4.76808947550336 7:-3.043054843165522 8:-6.369563899670952 9:-6.730336022167084 10:8.204273779120649 11:-5.634522523601617 12:-7.24576523021666 13:-4.413343329861114 14:-8.457906422016681 15:3.53282700858581 16:-5.248822694809808 17:5.778660874780997 18:0.5229838112082168 19:0.2288467716877252 20:-1.983646096888918 21:-7.920981941779097 22:-10.16956936636818 23:-2.729093677218439 24:-1.466424692313789 25:3.327852363610902 26:7.660336491659398 27:-1.789125648540552 28:-8.577797170935888 29:7.730172129118591 30:-0.9401325015863518 31:-3.370218713838938 32:-8.920337103046617 33:5.191081323443747 34:-4.706021679181458 35:-2.272852055884734 36:6.196584090754167 37:4.398938456826091 38:3.530750923045933 39:-7.878567524319422 40:-1.764166451706748 41:4.386041706142396 42:-6.223012599315622 43:7.873739480598465 44:9.494180849867117 45:-1.499059044793411 46:7.587652804461691 47:-7.878492230570655 48:-3.749938735346158 49:2.628832347242989 50:-6.300495824972325 51:6.44255611536577 52:7.695758261190531 53:-8.506537809380873 54:6.866041924504827 55:5.105170030354362 56:0.2947003004630413 57:6.829499315660328 58:3.808293107269086 59:-4.551614453304509 60:5.619598929745536 61:-1.635274579889135 62:-3.52255379513443 63:-3.064912380291022 64:-1.976619258826923 65:-5.508411836115868 66:-8.486205793624809 67:-8.804932788549792 68:8.758804215461062 69:6.835425074011544 70:7.200612702554524 71:9.684888410706803 72:0.03964903073687462 73:6.329501183438827 74:-1.026088852687404 75:7.190980369148688 76:-2.170463468536635 77:-1.038923374812139 78:7.91089225536869 79:7.962811754842494 80:-0.5472906274209549 81:1.423961009952849 82:-7.896373259437818 83:-1.640295721014027 84:0.1950053230474257 85:8.073769474962312 86:3.232006945818008 87:-5.927164222858415 88:-6.23445836839872 89:1.80458572478251 90:-3.890611515138911 91:-6.878354298543884 92:2.534107381261436 93:-3.087541504720729 94:-3.675567439241382 95:4.933268755199664 96:6.124455227508038 97:-10.46823636347134 98:-3.667300366258556 99:-4.659601664527376 100:4.362811710384835 101:3.258182311503203 102:0.7917491866672307 103:-3.437012052759993 104:-6.878841907923588 105:-2.405912439713398 106:0.4322639454369255 107:2.00049496676198 108:-1.469076878055525 109:-0.5913175756919071 110:6.429862524153367 111:9.090078823201134 112:7.023628133385236 113:1.979976944432741 114:9.221934994712303 115:9.85462269086862 116:-10.3962159603774 117:1.018331753387533 118:10.44633392363167 119:2.235854045331443 120:2.083754220706296 121:-2.960368255257354 122:1.275980862205597 123:11.48250407660339 124:5.513896082986336 125:1.00819011999118 126:6.458293987629094 127:9.284372419202478 128:3.922665569033585 129:-0.2570686396059667 130:0.3352170541844323 131:-2.515705465215079 132:-3.098760570279421 133:0.6274420501022711 134:8.442822627001846 135:-5.708877904109268 136:-2.406507660433006 137:-5.049812227224599 138:-3.207893614402699 139:-0.6372469001670155 140:-2.17096202065808 141:4.755337528774627 142:-4.506848802336002 143:-4.098577251132662 144:0.4527286372828586 145:-5.208387064635771 146:8.424058287140967 147:-0.1129133675874034 148:4.631931814306351 149:5.550294316951619 150:7.568973379936296 151:-9.50379658250473 152:-1.792421175063899 153:3.154241925384103 154:6.602221205110366 155:1.501836529019491 156:-7.161146780823708 157:2.488201235072587 158:6.135428153192161 159:7.998541789602436 160:-3.708065315009224 161:-2.400164930114374 162:-5.015930639369724 163:9.524364947800736 164:5.036804818442139 165:7.342895500105097 166:9.85972896567058 167:1.011474519364712 168:-6.708102110878202 169:3.085319802336178 170:2.560719302133649 171:-1.980147950172896 172:3.912209031508429 173:-7.395506416501238 174:2.448359233814897 175:3.085579944376 176:5.481561390732377 177:1.447770856263505 178:-4.215723656892757 179:-0.2129082381838325 180:0.9916402145170062 181:5.314943486880215 182:1.316479577996018 183:-3.779022211202887 184:-5.835712420480215 185:-5.39400407360806 186:-2.890266311408133 187:3.236922291531921 188:-10.82788175981842 189:2.409870951451605 190:0.416082625865885 191:7.726342160992894 192:9.040335917517719 193:7.160465393566154 194:1.527810457648811 195:5.972596949511267 196:9.197791595451351 197:3.211386757270622 198:1.789935353838334 199:-2.648266887886634
-1 0:9.440610178998694 1:-3.387967693290522 2:-4.665175272572721 3:-0.7980114345901024 4:5.108655911959574 5:7.763079248133352 6:-11.78109095799073 7:-4.708773878952297 8:5.555388199226863 9:4.868301927896025 10:-7.378246254683662 11:3.969766037838017 12:-6.202366665700255 13:-7.700131090465549 14:-3.534128701602159 15:3.130560010503351 16:5.085643700236001 17:3.368780163978351 18:-7.907558378898806 19:-1.190409972540921 20:-3.514429099497506 21:0.4908875835679658 22:-9.061617207456974 23:8.455678489710746 24:0.1436525509375033 25:3.021675236947146 26:-1.194364475176574 27:-2.194356842978615 28:6.934110060660077 29:7.594623301973832 30:6.472381977162324 31:4.744491377111753 32:6.884549932777978 33:6.17934984922891 34:8.076083121676575 35:4.989240442122795 36:5.352626379903763 37:5.637621291117562 38:-6.909856270505407 39:-2.136046413448602 40:-0.3066251456582312 41:0.8675313695026186 42:0.8866167444634061 43:-10.08499776229124 44:3.228768934971693 45:5.692323073359734 46:-8.993496389702933 47:-5.183844682642341 48:-8.680186512820505 49:6.120349657123402 50:4.650607292963487 51:-2.961552174550162 52:9.968383203769871 53:-9.110994225231266 54:-1.966908259114439 55:-5.872859883712126 56:10.6308781139234 57:-6.914101125506152 58:-3.276270334127935 59:-5.154910820865602 60:6.049236849000043 61:-5.849489941232183 62:8.613640880360544 63:1.571112703353537 64:1.518213878566643 65:-1.095396197978264 66:-7.030406855767079 67:6.459824480261155 68:9.661619959982618 69:-3.90968009222604 70:1.901151642641798 71:3.598947690911937 72:-1.222569493384418 73:3.475483064035445 74:-4.486485407168503 75:4.364755605227427 76:2.732892735508382 77:-11.28506723822548 78:1.562930493454068 79:5.728874171373746 80:-4.575500122509259 81:-3.31417225027035 82:2.595291924964519 83:5.224505155597104 84:8.529321941491517 85:6.711199916623474 86:-2.937675845855611 87:-7.835473204562329 88:-1.494619573166004 89:-7.844350010408744 90:-3.787628868948106 91:-6.127783461388229 92:7.038264090108975 93:-7.868478650886664 94:-5.820417055075533 95:-7.240900997603198 96:7.787660379341719 97:-9.710824030498413 98:-6.549393670153119 99:-1.604279947142265 100:3.772469313215643 101:-4.896899150665973 102:7.750988101606903 103:-5.616069019400534 104:-6.038256867829316 105:-8.974150304414671 106:1.972505693310953 107:-3.16242604834072 108:-9.590562040522368 109:5.82719393536472 110:8.859513926158696 111:7.774898036269687 112:7.688072660233265 113:-5.078814367305751 114:8.781243633279749 115:-6.393346707863542 116:-3.402502946574559 117:5.888471482634298 118:3.259063729039416 119:3.057108876765215 120:8.343347129559316 121:2.135690287987953 122:-7.560520176425591 123:-3.805226482584279 124:4.332038704239202 125:7.272679553073067 126:-8.887371127666546 127:-1.606702840532714 128:4.06386556904273 129:5.694926097506912 130:-2.117233134112737 131:-2.863586358539033 132:9.90449626999675 133:0.8505347329689575 134:-3.467083132419179 135:7.020238655494997 136:-1.132215735785 137:6.672640879169721 138:-9.05851664051051 139:2.989955869373515 140:-10.56922693967088 141:-6.641997138776926 142:7.734010774672925 143:3.820527081293619 144:0.27949773973711 145:-5.449884973092933 146:-1.197597580505009 147:-6.626566511021081 148:-2.201090044628594 149:-2.460081072883471 150:-2.426703871713643 151:5.561012409618759 152:3.444686012140402 153:-5.883857349419476 154:-7.681955918171557 155:-6.518997990340377 156:6.986961383671185 157:-3.357943004468811 158:-2.919986173357472 159:1.426040284479432 160:6.397870019729847 161:6.419109613827958 162:-9.465267713096004 163:1.983677088333361 164:10.29402075483859 165:1.798711410989633 166:-6.025783217056971 167:-6.568967836865071 168:2.873204883531518 169:-1.604683436411159 170:-10.41081256975596 171:-8.494114670888271 172:-6.045595843170613 173:7.834794435354296 174:-1.615780803058887 175:-5.437442813974743 176:7.862926539059985 177:-4.257633535996993 178:-3.118518377390803 179:-4.66289968682661 180:2.68581457681949 181:7.999186671958523 182:4.533342930142759 183:-0.8689054144714359 184:0.5201337625518418 185:-3.085105073649303 186:-4.542964104569414 187:-0.8797443502899018 188:9.023746450612403 189:5.809451289354891 190:-9.683810321551489 191:-2.04835128865239 192:5.902015830348772 193:-6.750166244329385 194:0.785021404957573 195:-5.034094057082665 196:-11.20074635268184 197:-8.637043773811264 198:-4.088330446960194 199:-5.78794696153146
-1 0:9.366835454344979 1:-4.105672793964451 2:-4.52367752360811 3:-4.871281529398634 4:4.158516660561423 5:9.799885501153044 6:-9.397830433191999 7:-5.067892081672171 8:5.600877601829023 9:4.324326126882323 10:-8.085688747272915 11:1.762612207546886 12:-5.622022207423157 13:-8.901431892408036 14:-7.299676873736727 15:3.073369570253661 16:6.061064675958523 17:3.62361492234805 18:-6.862385319365917 19:-3.72464976661564 20:-2.369318876449406 21:1.002642763407995 22:-7.465807597283955 23:8.420637468058546 24:0.8233834766563211 25:2.008859546591132 26:-0.5548380980641731 27:-1.932642654378976 28:5.886499984109293 29:5.970547992452222 30:5.298166805887844 31:6.070855073112618 32:6.578408224355614 33:4.13681453035916 34:8.253959968924844 35:3.266301608953538 36:8.313977295039512 37:6.913730878877598 38:-8.818219030123254 39:-4.185262393303441 40:-0.2273203119677919 41:2.023363846363621 42:-1.062501363972628 43:-7.01619879705473 44:2.900275462702797 45:5.630001018259607 46:-8.847005845611267 47:-4.972182852011066 48:-5.541046187791087 49:5.891271182350994 50:3.725798388270246 51:-3.270594447602007 52:6.735187755777132 53:-8.430748111464426 54:-3.459667108572631 55:-2.92776106406974 56:7.46880065399531 57:-9.945330944076169 58:-1.257697583113827 59:-5.746361725048059 60:8.337377928688227 61:-3.267150867878659 62:8.878491135891068 63:1.613239901700626 64:0.9450060880099658 65:-3.85708024917404 66:-4.946026870160518 67:7.623595968445724 68:9.639850450857082 69:-6.352303455823763 70:-0.2590741993164161 71:3.003215095929935 72:-1.231146490212802 73:5.669408070030701 74:-3.68589981342283 75:1.990887274503583 76:2.323436436837192 77:-10.02416063640882 78:0.8226749398702271 79:4.838942730140438 80:-6.343009540972086 81:-3.548119508707294 82:4.046625802306512 83:6.875494825396189 84:8.631697524068908 85:6.629825080448934 86:-4.426235876510963 87:-7.888801122429157 88:-1.583736796777103 89:-8.425919556870022 90:-4.637098144553073 91:-7.593831632504664 92:7.380713511872571 93:-9.187841419424105 94:-5.64563755414879 95:-8.051086774824094 96:9.240057765034226 97:-7.331610356969747 98:-6.409002814936113 99:-0.3660058609997185 100:6.517610215443078 101:-4.091132335905732 102:5.884908007861258 103:-5.425426983301684 104:-5.848563551514413 105:-7.367630320859212 106:2.010846956068138 107:-4.289497856619976 108:-9.265974304774835 109:6.088924414579227 110:9.468400893345436 111:5.256757291253366 112:9.288864681892486 113:-6.715703947814929 114:7.903369088295976 115:-7.701802684650109 116:-2.489634783100542 117:3.8928057828203 118:3.649467850607324 119:2.838888001638425 120:9.689478481630877 121:4.178922960019065 122:-6.912050612397755 123:-3.245336311996318 124:4.729054602148564 125:6.373698954824402 126:-8.383683522385967 127:-1.34144121091027 128:5.167256206978011 129:5.374022827364228 130:-4.249707129683122 131:-3.150520060222191 132:10.72437022722991 133:0.7131160135174438 134:-2.518334319961816 135:6.194282326450196 136:-3.945185183372732 137:6.04918252339592 138:-8.799053179073438 139:1.672519597227367 140:-10.81383136662592 141:-7.700784071112513 142:6.963441532619943 143:3.764342531760585 144:-1.557049266410483 145:-4.650844662578368 146:-2.038156928966428 147:-8.716393163145712 148:-3.45219001887588 149:-1.008890286964782 150:-3.651517717442034 151:4.002461379283544 152:3.343001368211194 153:-5.064459193030896 154:-7.473017373142711 155:-6.573532898057969 156:6.408337066285313 157:-1.503042903889273 158:-1.478812912060428 159:2.375135016712706 160:3.326970928464165 161:6.146953037689285 162:-7.108141550566786 163:2.687932209473727 164:9.064899712854908 165:1.931055062284877 166:-3.76124591705047 167:-4.197121156037531 168:4.70597354066398 169:-1.653552886455445 170:-10.05413549032132 171:-7.46898063001788 172:-5.372730501463395 173:7.44830897668303 174:-3.475229643286148 175:-5.287360914274678 176:4.373307345921978 177:-2.422269061589231 178:-2.354889563959121 179:-4.43645882471473 180:2.912421982923271 181:6.666836337006235 182:6.345794935647927 183:-1.081859881250239 184:3.734010068400131 185:-4.652342279948227 186:-5.749680317956757 187:-1.733434676519693 188:7.464198486601516 189:4.83847375251124 190:-10.358952198559 191:-2.60028408511642 192:6.941938666555584 193:-6.626121604517854 194:1.40144305882764 195:-7.470466224717815 196:-8.893776722735943 197:-8.683838943725545 198:-5.773788686570636 199:-4.946965013543258
--1 0:3.575068488809744 1:3.052439314455839 2:7.065958325842293 3:7.437192254666639 4:-9.345871850260014 5:0.8257535280680386 6:-2.44085446649119 7:-2.789846230146887 8:-6.739267871980577 9:-6.286115803436482 10:6.515958730851832 11:-5.618287071590679 12:-7.851410630891593 13:-4.103167801536808 14:-6.338396327588189 15:5.571883235969129 16:-4.674613026536897 17:3.434376342331703 18:-0.5662038896729737 19:-2.262063473827812 20:-2.664237422253469 21:-7.719910531814246 22:-9.013494260122762 23:-2.722319577564707 24:-1.013220622843374 25:5.732715333734316 26:9.924404752305914 27:-1.096514531047987 28:-8.042647453796295 29:7.380299976085413 30:-2.919382112534982 31:0.308214143823752 32:-10.14714055914511 33:4.51480122601213 34:-5.11030672565797 35:-2.93512633816716 36:5.34852654955412 37:4.979282391982959 38:2.117631174801647 39:-9.534851557214598 40:-1.261925526047162 41:4.360754873688615 42:-5.766823637851485 43:10.90270273446068 44:6.425146844127738 45:-1.557714058887932 46:7.100856690693432 47:-7.30625258326609 48:-4.850398685409043 49:3.41206957615253 50:-7.271893985895521 51:5.791818515332442 52:4.757401470841062 53:-8.277342514406874 54:6.433011892730302 55:3.313011129848177 56:-0.973310399637531 57:6.632041433279263 58:2.797057307905286 59:-3.042867148949788 60:6.161306876057069 61:-2.299911723757637 62:-4.84363156082653 63:-2.996925031194785 64:-1.759862715467121 65:-7.995840026139938 66:-9.717249600041713 67:-7.872416357326401 68:10.00968191280822 69:7.39329280609144 70:7.084550908140442 71:8.210053901413604 72:-0.7858093883110383 73:6.712868983862526 74:-2.617619856302791 75:6.210020895068691 76:-2.013866407294577 77:-2.478645893475679 78:7.625802683675628 79:9.093392174429132 80:-1.304827497024699 81:0.679814287632335 82:-9.196389520293719 83:-1.914488982087111 84:-0.1685692215688758 85:6.174450673497253 86:1.283647896530348 87:-5.733800012783559 88:-4.410870800588911 89:1.010450308611077 90:-5.779667922849461 91:-6.025784076316025 92:2.891436588096461 93:-1.908885391588413 94:-3.972026776899208 95:4.385430979742034 96:7.544827448609961 97:-10.10964271645297 98:-2.822226913726652 99:-4.81204617974814 100:4.469496477002812 101:2.292490652289046 102:1.954731728793813 103:-2.428696855681386 104:-7.651379443750166 105:-2.395341481969908 106:1.948659866829786 107:-0.6971035596317265 108:-1.697546713796066 109:-0.6618076414790092 110:5.444759315954856 111:7.623638109453287 112:9.730117675141408 113:2.164216181632075 114:6.153900789469284 115:6.826979001346124 116:-7.963882386802741 117:0.8147741144418441 118:7.477304947998494 119:2.815615282559334 120:1.598548894833177 121:-2.421876201484385 122:3.457034075211768 123:8.675750321529943 124:3.335348066792823 125:-0.8165685685979729 126:8.6674952757292 127:8.591475258815226 128:6.450504009332221 129:1.175204442133657 130:0.610297033960206 131:-2.11973949574142 132:0.1669722482087783 133:2.62522207106299 134:10.68881454093208 135:-7.828445696547535 136:-2.604721622673767 137:-4.129604913450834 138:-2.644787499673548 139:-0.8855328418402842 140:-2.715931735000995 141:6.458474825932123 142:-2.607803555819982 143:-5.151825454182924 144:0.8215390762660173 145:-7.254982802906596 146:7.998061763668037 147:-2.265378947970562 148:5.003458317415988 149:5.039118754628235 150:7.266766006674829 151:-8.954733224108505 152:-2.017796386183052 153:2.537486620682434 154:5.502777999346689 155:1.340964872531362 156:-5.983079749766172 157:1.997848510056607 158:4.43424222788068 159:7.106794543492065 160:-2.311360014050281 161:-4.397890151998719 162:-7.095842680260446 163:8.704204448844292 164:5.178174958606875 165:4.105731441114536 166:7.168090740335234 167:0.5339910338079852 168:-8.049319628775384 169:0.4332857311420844 170:3.13962975319046 171:-0.0628685939351149 172:4.868141132605933 173:-7.785135112588298 174:2.382369621350068 175:3.565371997906313 176:6.450519547473282 177:2.100061926818671 178:-2.171600988912937 179:1.146116535527895 180:0.3145601881579706 181:5.749223177963105 182:3.616602514612716 183:-6.525131500708614 184:-3.316524943180259 185:-7.291689615836857 186:-2.288284811131608 187:3.834864491010054 188:-10.99973048518198 189:3.230305448108571 190:-0.2294140406159624 191:6.92321974613186 192:10.78074054291035 193:7.705634826384996 194:1.139859459748759 195:5.393656950176584 196:8.353066782028508 197:2.729262903079015 198:-0.6219897578608329 199:-2.694044206426957
-1 0:9.965681899376124 1:-4.046094804643342 2:-6.95298296148983 3:-3.401634933929473 4:4.955292140717127 5:10.82121943618749 6:-9.22479522781426 7:-5.12204389857488 8:7.098018138981968 9:6.129812066332042 10:-8.246590885951052 11:2.703825958027195 12:-8.30985341404689 13:-7.899228399035539 14:-5.18807827406149 15:3.26884495891787 16:5.984189494544582 17:4.062271786197051 18:-6.218480989787079 19:-1.475931835034386 20:-2.074581986636365 21:1.788594068104225 22:-6.997359899983033 23:7.797716771098543 24:-0.1316511046078748 25:3.731700782717231 26:0.2998866363353926 27:-1.738045240004719 28:5.446878085990136 29:6.233319806603613 30:5.400728031305443 31:5.441388908033316 32:6.447939140963227 33:5.292482103802731 34:8.062119716062414 35:2.918240444055103 36:5.872322063930863 37:5.92045607697268 38:-9.531008322917772 39:-2.313990509316429 40:-1.899993087747178 41:1.214326796010536 42:-0.1331150650666981 43:-10.18309252161696 44:1.780323751139979 45:7.223623598672289 46:-9.650155269529121 47:-5.375629929418073 48:-8.974495221919248 49:5.763844204602695 50:4.275220105190465 51:-2.73319558938245 52:7.441492702661038 53:-7.980050310722714 54:-3.065358277125915 55:-4.51815572996124 56:8.493127549557583 57:-7.707392974949062 58:0.1322043068626326 59:-5.194799573366452 60:8.079562149015691 61:-5.497079275167624 62:9.955009246127426 63:-0.001808468025839116 64:0.8814324400840732 65:-0.422881355089034 66:-4.522511055023211 67:7.041809114988228 68:9.97048891447459 69:-4.632421291861356 70:0.698771452512904 71:0.9703400014569155 72:-2.271061190234828 73:4.39023510273039 74:-3.1302360083789 75:1.908429020488253 76:2.695921714889825 77:-9.035857047395288 78:2.448118329748157 79:5.463215288311426 80:-7.070760428652493 81:-3.575292078652434 82:4.331535593301081 83:5.256150340510151 84:9.407658925497909 85:8.606006775543131 86:-2.516321466171205 87:-8.269474264445972 88:-0.8552538206618209 89:-8.097003170993833 90:-5.919513158149014 91:-5.937261502511853 92:8.152302638818227 93:-9.451341000209631 94:-4.093252115030277 95:-7.897188837599304 96:9.395916077730988 97:-8.083915499219916 98:-6.630617751732537 99:-0.2903032640608497 100:5.012398194025349 101:-2.943025502416579 102:7.469572910025859 103:-6.865763230570957 104:-5.449483203936486 105:-9.607273693289253 106:0.2971369580272993 107:-3.253363411129306 108:-10.14659871874615 109:4.520670759251765 110:11.11950191034736 111:5.57511268741295 112:9.463154427979427 113:-5.514755557173719 114:8.378678300753984 115:-8.035311657891578 116:-2.503409443570479 117:2.39190659151892 118:2.842502821422593 119:4.640207674931743 120:10.61126187155195 121:2.957600665786277 122:-7.896064242426188 123:-4.168518725679214 124:6.191810409264413 125:6.22887507152067 126:-7.162113364793365 127:0.1619548707888645 128:3.656811169813156 129:5.93211685229613 130:-2.678857777048461 131:-1.231254845096091 132:9.843161834062451 133:1.343034478007817 134:-3.046063282480194 135:7.505831348421078 136:-2.035842871122496 137:8.088234065470811 138:-7.593127133923732 139:1.564700251349102 140:-9.764784801628673 141:-8.624597677242933 142:6.059918282702816 143:3.943636695822245 144:0.3082178732996947 145:-7.233865830960528 146:-3.38247477040101 147:-7.563566688812533 148:-2.304187758666506 149:-0.6466661668084519 150:-3.493882861193921 151:5.536873638219074 152:2.860813804255224 153:-4.993104521338303 154:-8.321061287035585 155:-5.909133767100381 156:7.394956675671432 157:-2.761802172809659 158:-3.353812591606917 159:3.629186578610351 160:5.148223443146038 161:7.061340436211855 162:-8.609537414728955 163:2.832894243627873 164:8.158008032634921 165:1.500388192978425 166:-5.06145826833122 167:-5.798785469996051 168:2.58360837488704 169:-1.046087891580999 170:-9.557141653256958 171:-9.436163588269174 172:-6.630717427238399 173:7.581751653892147 174:-3.416188366733592 175:-6.64954398243697 176:7.268916875782471 177:-3.250574896788786 178:-5.074297839203853 179:-3.601025352220506 180:2.524824347607371 181:3.578209345532249 182:4.789964957625522 183:1.056842937077005 184:2.681052608821273 185:-5.031833578579096 186:-6.504178278810881 187:0.1797294818891197 188:7.512062970034132 189:6.227055017582012 190:-10.62297954848544 191:-4.069197691438522 192:5.48826565177098 193:-7.1802951863071 194:0.3547193779633514 195:-8.409793605267778 196:-8.351579526823397 197:-8.068666159426614 198:-3.263765265813691 199:-7.881827215026738
--1 0:4.948352535931362 1:3.704998077477899 2:6.897176660457922 3:8.063180210373105 4:-7.956468955902086 5:-0.1370665287952442 6:-2.666318635986515 7:-3.310682046998842 8:-5.177201863741971 9:-4.618519442296627 10:5.869317615641571 11:-6.528415244938492 12:-7.07743745000908 13:-4.146438238102092 14:-7.771550486534391 15:5.106695058893768 16:-5.325995047133583 17:5.663414124355109 18:-1.182303358669318 19:-2.351551109387172 20:-1.217950194094177 21:-9.266789454036608 22:-11.31562955451806 23:-1.343910473705825 24:-5.397982154263817 25:3.256929864943754 26:7.208111340141826 27:-1.277104998933642 28:-8.024761295056564 29:8.831294517552916 30:-1.847383531283844 31:-1.482878628128915 32:-8.842695623587328 33:3.25888179973789 34:-5.436975826345483 35:-1.477300671089249 36:5.456136261035445 37:2.912333419433601 38:3.292098705368031 39:-7.490410908622446 40:-2.73982261390282 41:3.203748814101155 42:-6.090362984085385 43:9.252573303277206 44:7.394461535207095 45:-1.812981746094446 46:7.638828533443279 47:-6.786602107759521 48:-0.8405016924463351 49:2.887423929307301 50:-7.797130051026325 51:4.236284508121458 52:6.325204771277228 53:-6.53800943842066 54:6.678335198067925 55:5.436933521091029 56:-1.816822479875997 57:5.028231287849843 58:4.066679154212817 59:-1.578546430297022 60:6.591593396231367 61:-3.728056898962299 62:-4.449909207674892 63:-0.7936754630117524 64:-2.920192441921516 65:-6.358610188543709 66:-9.23428484902065 67:-8.091799922735259 68:8.688719819657049 69:7.563380239663006 70:9.364353874931618 71:9.07343582242677 72:-1.508953452876156 73:4.878590650343937 74:-1.883292413234267 75:5.333832920663355 76:-1.995560181123132 77:-2.68688636298552 78:8.633452347563175 79:9.614497838412895 80:-1.005908015356568 81:0.6099998051568237 82:-8.648445766341107 83:-1.463418161722849 84:1.936299225796227 85:7.376366744747012 86:3.28203963320846 87:-5.693638283952119 88:-4.957122745050392 89:-0.4031306744957108 90:-5.781988720831398 91:-4.089088297093094 92:-0.9844204118704405 93:-2.667406184777844 94:-5.1106412850477 95:3.93176487125756 96:8.375681818967582 97:-9.404911280263359 98:-5.023883694452486 99:-2.165167459385906 100:4.046756187088452 101:3.410072109796085 102:-1.69907095412362 103:-1.040293073291817 104:-6.427082915379611 105:-3.752293398857627 106:3.067988148464722 107:0.1484370516714495 108:-1.878994195809573 109:-1.770037096645613 110:5.717094222288656 111:8.722739667498029 112:8.323664071326638 113:1.445099624997908 114:7.608965701716891 115:8.239585115206511 116:-9.926151375635595 117:3.060162169645241 118:8.847571497959471 119:-0.03067854573639339 120:1.07108681612918 121:-2.713068861242204 122:1.821339998964889 123:10.34184984399801 124:3.990730459865155 125:0.2222363496637478 126:7.774976671004547 127:8.775196495113214 128:5.690189590459656 129:0.8971593300873505 130:2.102646717853246 131:-0.6435862524673212 132:-2.85445507798215 133:3.081866741695304 134:9.155344318471606 135:-5.39813586097952 136:-2.618620859930502 137:-4.393347598858179 138:-4.481011215368826 139:-1.406244683827274 140:-2.405319778484477 141:4.386929083557071 142:-1.530631702042484 143:-3.551155564836145 144:2.635091923151303 145:-8.234915173774127 146:8.397089657724166 147:-3.299661206283159 148:4.893498064393203 149:6.677439677087231 150:7.634519403152384 151:-8.464169432555206 152:-4.732640400913764 153:4.937543716245685 154:6.743715621972662 155:1.676382392369467 156:-4.237905323030141 157:1.322506232358559 158:5.027537477059504 159:7.219075364694416 160:-4.024027276025558 161:-2.880500059216114 162:-5.128463712706205 163:9.484675413369214 164:4.043231592963727 165:5.731671750348193 166:8.146176855666068 167:2.528534307889839 168:-6.290343117391757 169:2.278228266398257 170:2.543149817930697 171:-0.2739676530348311 172:3.716995763031519 173:-8.055315090371707 174:2.738228826706359 175:3.87113673426057 176:6.327742438540194 177:2.019025392904184 178:-4.552870705025835 179:-0.07271123525528655 180:-0.4566388339523778 181:5.615021496110949 182:2.370771732784701 183:-8.255997253313602 184:-7.414667969897372 185:-4.213342051975189 186:-3.286370865026939 187:1.66759960507328 188:-9.83327235941597 189:2.917524300963257 190:0.4445365370078747 191:8.786968684244899 192:9.195263024551473 193:6.845112784848562 194:3.067465845924416 195:5.938275422842864 196:8.848767418270814 197:2.280784445762123 198:0.5465824374360793 199:0.9165482767511177
-1 0:8.91893224757227 1:-3.73288722244617 2:-4.441569718048322 3:-3.550536628611156 4:5.016839134866322 5:9.022466835458532 6:-10.12935427925348 7:-6.223808771547714 8:5.109946564168948 9:6.219490330053907 10:-6.008278529794596 11:2.133009218365622 12:-7.771131016162135 13:-10.10713451677761 14:-5.350813776864114 15:5.517949417393033 16:7.056800109640003 17:2.712259133599259 18:-6.45846960399016 19:-2.701665734985434 20:-3.397517254380338 21:3.583454829288868 22:-8.121242290099072 23:8.030748646446353 24:1.367881933403873 25:2.572082639801859 26:1.292227080526004 27:-2.034834887264688 28:4.163969038644164 29:6.533142536854121 30:5.066521089174005 31:2.753227984949915 32:6.085290687399981 33:5.851956219039662 34:6.876444385632815 35:4.72626742792389 36:7.27081159751998 37:4.55730629592769 38:-7.876392585746775 39:-5.130319672198309 40:0.5909610211029821 41:-2.323107870097116 42:-1.889589211810189 43:-9.015346262569384 44:3.170610953458011 45:5.228664778527418 46:-9.104163256429779 47:-4.378250567430507 48:-7.582053045205178 49:7.731513172620774 50:3.193872862477416 51:-3.960058512777584 52:6.51721248128944 53:-8.271682379120486 54:-2.040059175104439 55:-3.325784106880963 56:8.792609543887332 57:-8.439435388085627 58:-1.276253818510097 59:-6.883266687579646 60:6.149660260087575 61:-5.949868226376435 62:8.378203320886371 63:-0.2628976020989759 64:0.446307852634349 65:-1.337339610336943 66:-5.113110307994397 67:9.254781941524072 68:7.699442362236191 69:-4.041583768664323 70:2.565427737248083 71:0.8225036670621402 72:-0.8485950658914987 73:5.734726988066805 74:-5.215185590036505 75:1.686243484772523 76:1.364809728397423 77:-9.803663425566542 78:0.7436648490712218 79:4.126673684116488 80:-5.020728365108855 81:-4.028181177875599 82:3.913846644447894 83:6.304447479043655 84:6.216199117938398 85:5.794782371208652 86:-3.127854422849627 87:-7.957730452946481 88:-1.239796579098198 89:-6.191599553247414 90:-5.262971098043407 91:-6.121901167406538 92:8.812487283403247 93:-7.273185019015733 94:-5.802728463502521 95:-7.279558137468126 96:9.186802119012345 97:-8.670880260712293 98:-5.834980450807716 99:0.1042432459293423 100:4.684389165140558 101:-3.359889076301952 102:7.512484043317007 103:-5.925480461468933 104:-4.555364850523024 105:-8.20326214148645 106:3.137065825614043 107:-4.12636194925874 108:-8.580264523914694 109:8.23794849361942 110:9.796691995391143 111:8.259585741209328 112:8.823260224751275 113:-7.332493094936768 114:9.031038282278148 115:-7.574653906979257 116:-3.245098517511258 117:4.739201122810502 118:3.405156271390956 119:3.559128976116531 120:10.04688520968086 121:3.918322584758485 122:-7.969845388689562 123:-3.725668009618976 124:3.944480812490344 125:6.607030762377303 126:-8.334585823462568 127:-0.6240476200012472 128:5.061097108253084 129:4.155637449578848 130:-2.146908949578454 131:-3.690151022510999 132:11.46696469632889 133:0.06192436020198587 134:-3.311240137898238 135:7.754223653135374 136:-1.807755367621927 137:8.731485549520652 138:-9.118914997812823 139:0.8912260052453899 140:-9.749766647823147 141:-8.451576880209879 142:7.486058321976106 143:3.912038526095095 144:-0.3336405964865286 145:-8.292786769464053 146:-1.511541045975916 147:-8.457491404259949 148:-0.721081056555084 149:-1.663329356540026 150:-4.600025406160014 151:4.60434484909422 152:3.554465341852149 153:-3.623005909453539 154:-9.20099339822154 155:-7.083212968138885 156:7.749217244886375 157:-1.221416589318197 158:-2.577336839007021 159:3.153815644678723 160:3.092507219090137 161:7.243239598865096 162:-9.772776612503099 163:1.468708993245809 164:8.797650715075125 165:0.4334196759607751 166:-1.18819325512541 167:-5.91130614205968 168:3.076384300244311 169:-2.891624616720677 170:-7.938688152775589 171:-10.92634730328481 172:-6.365135357875918 173:7.745533711282179 174:-1.426990592919642 175:-6.74698463327841 176:8.793134138724675 177:-3.568807176084206 178:-3.882301370160274 179:-4.360377662061376 180:3.878921568901653 181:5.479691272972443 182:6.772068778519724 183:-0.2877255931220591 184:3.76118093895137 185:-4.530815308357254 186:-4.715404650492545 187:-0.4555796826088551 188:9.516000654563909 189:5.768099336735597 190:-11.51445359382744 191:-2.452438473539393 192:6.168440357164328 193:-7.10193649721695 194:0.7502514588819255 195:-6.694149832026332 196:-7.87215478660365 197:-6.619912466992909 198:-3.977926491801401 199:-6.427130669553765
--1 0:6.425868420609556 1:3.076261169884311 2:8.985404891816865 3:8.547363356055317 4:-8.105485761465072 5:-0.3509738586839441 6:-2.667010968782773 7:-3.401999148794368 8:-6.12968470161411 9:-6.893890533232699 10:7.532944589137055 11:-5.804860046571995 12:-7.727488808147328 13:-4.241431804308493 14:-9.544397697387284 15:5.085362776867128 16:-3.116074075359438 17:4.600399200047919 18:-0.249476504737631 19:-1.961487044165122 20:-0.2668840337305538 21:-10.00518950936815 22:-10.85074292557215 23:-4.14469560229542 24:-2.564420893241812 25:4.473044088738575 26:7.17491914239759 27:-0.2761228251591339 28:-10.29273525384637 29:10.13211019469394 30:-1.556681697919479 31:-1.637833101235751 32:-8.761966179135058 33:2.636222303449227 34:-4.183328153156443 35:-2.69205373929482 36:6.538553068307589 37:4.128721194486259 38:3.152533912302136 39:-8.510078239509676 40:-2.305627331656992 41:2.870120500471 42:-7.101034495858864 43:9.202123587245294 44:10.25473604121149 45:-3.996986328809217 46:6.755349597988245 47:-7.998968609877525 48:-3.703503877001562 49:0.06752443254025042 50:-6.666359416651865 51:4.744777839712182 52:3.874240485528965 53:-8.278485872284207 54:5.759165912910097 55:2.258449455366591 56:-2.445013810750014 57:5.768529297721399 58:2.727278004121439 59:-2.187505453501772 60:6.752661459426568 61:-1.849124970690677 62:-1.819011521723589 63:-4.261455138617037 64:-0.9257209465735416 65:-4.899063869655237 66:-9.227371363446863 67:-8.117732417315056 68:9.217720845621921 69:7.800503301019358 70:9.599876888041553 71:7.818748273561998 72:1.31648511840658 73:5.700351243094033 74:-0.2150548105102917 75:5.534431125399818 76:-3.972332690517764 77:-2.078092643284343 78:9.362143146734677 79:7.145785589882899 80:-1.928223331831407 81:1.349371465509762 82:-7.586437169677639 83:-2.505624619856661 84:0.09108974605502207 85:8.415726138982659 86:2.766403784967333 87:-4.765223345668316 88:-4.261840070639541 89:1.093844742546412 90:-6.172482239577072 91:-5.21731561270435 92:0.8869572733456537 93:-0.06304685760337003 94:-3.744034924328178 95:3.282571085396627 96:5.363838806774249 97:-10.45787027147765 98:-3.236190108401352 99:-1.380647934109811 100:2.693514994991468 101:4.832758169688996 102:2.561366200137201 103:-2.402145676621902 104:-5.69244641362257 105:-1.439212084840686 106:2.17770629499569 107:-0.4501079076109623 108:-2.939155351687154 109:-2.15873262207844 110:5.217201269907687 111:6.402178134454303 112:9.375942276918265 113:1.716387770658877 114:7.487014253445942 115:7.372588798193261 116:-9.960044506493585 117:2.652751104636255 118:10.16423068894606 119:1.014837819644844 120:2.864452403733512 121:-4.117223448316097 122:2.131694557123677 123:9.138411641617719 124:6.030726953902521 125:0.1493295724429881 126:8.344018193284091 127:8.754619675222111 128:6.827588068137803 129:2.572127932369246 130:1.596386769469998 131:-1.245975575059471 132:-1.36273375975268 133:1.86143720580993 134:8.730084279713834 135:-5.850533827543786 136:-5.217795267016321 137:-3.440793166064803 138:-3.910061543735774 139:-3.106074361584635 140:-4.355059812602877 141:5.996851587176085 142:0.03144907141498976 143:-4.927354492600658 144:0.3083407278283091 145:-7.248968865509061 146:8.50126081967532 147:-2.599925208440017 148:5.12720744805097 149:7.090893748137496 150:7.393374141225151 151:-8.248780415083388 152:-3.468908332110625 153:3.989055556272187 154:5.490257953629907 155:2.459998878715679 156:-4.633855822289601 157:2.948027435142896 158:4.83727547396156 159:8.084149310085142 160:-2.704382694466589 161:-1.902791251749236 162:-4.374274486900967 163:7.371482942047188 164:5.28189843015538 165:5.612643721198196 166:8.544075518036516 167:2.097486388732665 168:-5.559965173394227 169:1.590512893162737 170:1.64572946105249 171:-1.297951403981084 172:5.788143490769071 173:-8.577793141880008 174:3.501281741594668 175:3.46789968764663 176:5.518603259526082 177:1.683679300109352 178:-3.445372912422639 179:0.4713231225971601 180:-1.021481037749782 181:5.384466428836929 182:2.842321827349977 183:-7.666864036962865 184:-5.035096953803311 185:-4.8398677100162 186:-4.029204563279522 187:2.814199834870927 188:-12.03589071491452 189:2.886373977316943 190:-1.486486301137011 191:7.769794114556134 192:7.940014020454073 193:5.890186307211194 194:2.608654323119114 195:4.988340402215938 196:7.353961064988543 197:1.389129095384636 198:1.281779314010873 199:-2.473308753370027
-1 0:10.15114847258894 1:-4.887681685004803 2:-2.999951396242099 3:-4.474561969639725 4:4.378687312707142 5:11.35962505347408 6:-9.254541613871362 7:-6.298709357027811 8:7.839079348226575 9:6.228800409591226 10:-8.252117180412364 11:2.846143084042221 12:-8.39234876181151 13:-9.764194886532056 14:-5.851652042226605 15:3.601900259628383 16:5.280007519041347 17:0.5885673579257675 18:-7.132589683757741 19:-2.870010440926857 20:-0.7549653253993924 21:1.217090062111621 22:-6.905052060784715 23:7.854141530392399 24:-0.08524645016747545 25:3.556793243021653 26:0.3098910948785648 27:-1.963667915286325 28:5.06387675318399 29:6.445096689298626 30:6.050501711465427 31:3.41871259092984 32:6.635195201043217 33:5.35688081933283 34:6.74236658548714 35:4.307609339914761 36:8.069552027107299 37:6.198073564651729 38:-6.911956082829577 39:-4.491582109191206 40:-0.8132779136495636 41:0.8393353308970281 42:1.011815548950059 43:-8.751965988592929 44:3.145192709923348 45:6.080527011104009 46:-9.382817943531334 47:-3.74071917637492 48:-7.994685432180637 49:7.984575279980846 50:3.551973910776244 51:-2.466311863511387 52:6.708041708500827 53:-9.657750625069866 54:-2.728802246672136 55:-3.714442004201338 56:8.465647465036104 57:-8.423109515740228 58:-0.7244756762134864 59:-6.017568348669248 60:6.277210160282948 61:-5.631593105445434 62:10.75162040332405 63:0.220757423572989 64:2.704315138343884 65:0.806033655392643 66:-4.835477168086387 67:8.038121180147165 68:8.822781454745707 69:-4.068024775548226 70:-0.2489197151632615 71:2.991606627211091 72:-2.775942999010099 73:4.355730855149718 74:-3.931084244517738 75:1.54604354702127 76:1.404161873040142 77:-9.067778318004223 78:2.026010133134805 79:5.616879853404293 80:-3.902896287568268 81:-4.05355515105788 82:3.413760829329449 83:5.369408923171099 84:6.928699141100678 85:7.152212695045463 86:-2.88608129783595 87:-9.72765837822239 88:-1.507154265333152 89:-7.920152677361916 90:-3.450974270647981 91:-7.75239732487306 92:8.580885309837397 93:-8.761796701946961 94:-2.42162452128966 95:-6.906831668293468 96:8.835114060636284 97:-7.402721227154004 98:-5.873413558411077 99:-2.619602161945153 100:5.373941226397998 101:-3.591084258051469 102:8.105446589308807 103:-7.551333678505953 104:-5.63539962878588 105:-6.262575376481584 106:0.3068373913925402 107:-2.729564887220617 108:-9.969353701886533 109:7.113758331284459 110:6.61454806347823 111:7.276154543568162 112:6.981950259516694 113:-6.782201632354372 114:6.995470314295789 115:-8.013114854732603 116:-4.929829383520984 117:4.242485150247679 118:1.629656607123102 119:5.24603752390775 120:7.72562459858666 121:3.208346319610758 122:-6.029840120985002 123:-2.720618379316541 124:3.135885026775004 125:3.930769124561436 126:-7.964377711175834 127:-0.7551354811987822 128:7.228185934589966 129:6.78064359125672 130:-3.830595742894277 131:-2.125967820530178 132:9.684353406317506 133:1.132209733850011 134:-2.120630471905028 135:8.036467265823898 136:-2.767159371098361 137:6.447779855065461 138:-9.011492323047602 139:-1.054204315238166 140:-9.710632887926073 141:-10.31355046575797 142:6.004758617648307 143:2.413788489933629 144:1.038397657587707 145:-5.601026432953433 146:-2.157046670816935 147:-7.817209353111668 148:-2.83389713103824 149:-1.599269791145737 150:-3.759067509675959 151:4.177925716830589 152:5.407060860366271 153:-3.299575997754666 154:-6.54536166262549 155:-6.60489653518454 156:6.373394303686172 157:-2.65973214649636 158:-2.122898912603912 159:2.739556226560944 160:5.282293005506864 161:6.394852742057877 162:-9.193897983603669 163:1.250113526013729 164:7.90609219295549 165:1.989590685773906 166:-4.116776919252184 167:-5.275109869589603 168:2.387787137513335 169:-2.31426679737889 170:-8.123470043616626 171:-7.446520006915895 172:-5.946535724446689 173:7.434328214596976 174:-1.284750258241334 175:-4.884853383062454 176:6.467935726017837 177:-4.254899575476852 178:-3.98119891786603 179:-4.235004521218245 180:2.567234295626217 181:5.748920502041284 182:4.56632117916227 183:-0.2189789776708142 184:2.269097466624296 185:-3.557836196727986 186:-4.64206616023884 187:-1.183250634234021 188:8.341203670849911 189:7.424345541875027 190:-10.60345353735804 191:-4.88217110647591 192:3.501520042812915 193:-5.641976546742682 194:-0.4432735829136971 195:-5.751706129491924 196:-7.053673847759321 197:-7.587566959184987 198:-4.487761124833898 199:-6.219118979176247
-1 0:8.593066819641194 1:-3.75792296654416 2:-3.31046733147565 3:-2.582666827941855 4:5.595279319618945 5:10.92412386626575 6:-8.200240691135305 7:-5.916865975841764 8:7.710843608537499 9:5.898883245477428 10:-6.626003317747386 11:2.982106956410806 12:-7.7799689219357 13:-10.55508924953012 14:-3.709967284393954 15:2.889817924437209 16:5.86577132393396 17:3.193883306527176 18:-7.034285154446155 19:-0.7084693256602269 20:-1.565245405456269 21:0.5773659884419773 22:-9.917075773614513 23:8.559421746714319 24:0.3126521285968596 25:2.698722979790287 26:-1.698579156216186 27:-2.768741616586126 28:4.773017648820852 29:6.529277716958692 30:5.344400825994331 31:3.019617084124212 32:7.628428324646537 33:4.697300283964013 34:8.108660661929054 35:4.860257605082202 36:5.038060335825104 37:6.068652701028405 38:-6.756002948139626 39:-2.905919218156359 40:0.04996967106867212 41:-0.2491028728231828 42:-1.614222140822957 43:-9.060983447632474 44:3.273858569375098 45:6.537586152370465 46:-10.30810699149164 47:-5.091257586107119 48:-9.728530329116721 49:4.95773295088483 50:3.533039496897532 51:-2.662313561408553 52:8.40693457876392 53:-7.568329522286556 54:-1.35126324036247 55:-2.479226028038008 56:9.596865697170808 57:-9.212563470871055 58:0.1488274268710092 59:-7.289146632283374 60:6.794369044999454 61:-4.407732203102557 62:7.84857620755538 63:0.8581102589319866 64:1.348476267340726 65:-1.371985724022176 66:-6.291114656848678 67:7.22074530931381 68:9.884250333299081 69:-4.161870053138764 70:1.059490738244653 71:2.772735593203622 72:-1.562863192110122 73:5.751603696875954 74:-3.934661551139935 75:2.01872541802957 76:1.289964363407976 77:-9.137300546785596 78:0.4356384183683797 79:5.295798034379758 80:-6.061025152578162 81:-1.301153453460332 82:3.46181667871722 83:8.248207243013701 84:6.613637978495897 85:6.729957258793332 86:-2.130831269196854 87:-7.254686516102701 88:0.08126275999630783 89:-8.502766044425655 90:-4.863448254429835 91:-8.174128818337563 92:9.917557768294129 93:-8.2322795179204 94:-5.965958219253206 95:-9.659942623286874 96:10.10894440008935 97:-7.624385892771286 98:-8.46718418722272 99:-1.163070909859876 100:4.534775340340853 101:-4.291497415808805 102:6.476053041008177 103:-7.720103646435751 104:-4.502738161624664 105:-7.62411500794666 106:1.856399199903756 107:-1.970049665112947 108:-11.07526127371689 109:5.529787686413799 110:9.843221650433668 111:4.95969790348355 112:9.801819118176606 113:-7.133638357800559 114:7.432922722871667 115:-8.170773285160545 116:-3.229895857626534 117:4.212754377300874 118:3.667039344957658 119:1.476601968605427 120:8.724867502505766 121:3.425086759029284 122:-8.255230918948092 123:-3.027475424875353 124:3.583291776726261 125:4.496924612340321 126:-8.282259290088692 127:-1.855246176781222 128:6.011228669999962 129:7.478586148338424 130:-2.227151236647945 131:-1.956749920338058 132:10.91647475828589 133:0.4316202440634561 134:-4.225369510247226 135:7.378613037011459 136:-3.719400549375121 137:6.643634158619923 138:-9.033494354390669 139:2.125806077174651 140:-7.425517850029005 141:-6.48922844955487 142:6.681345494266972 143:4.28336730011898 144:1.537941245181896 145:-6.232837404386438 146:-0.8819847915971043 147:-9.10217358903683 148:-2.291052229489741 149:-4.593320033418481 150:-2.140038843975627 151:6.12159711379279 152:3.398467668173327 153:-5.001303218370357 154:-7.118775826620761 155:-9.157117217956873 156:8.152307047204326 157:-1.939221630729907 158:-3.145971975515083 159:3.330886239112438 160:2.901613993038411 161:8.945003555434887 162:-9.538495760308683 163:1.873081665583795 164:10.92185501731336 165:1.481018934304025 166:-4.881095348936717 167:-4.889995434967221 168:5.249885701763361 169:-1.32769292047957 170:-10.02695096218101 171:-8.445191656290563 172:-5.294907595721913 173:5.756841400435071 174:-2.08135320330753 175:-7.38961411824431 176:9.015615789694758 177:-2.535424817678197 178:-4.803138665683984 179:-4.129569413729313 180:2.826708586673379 181:6.97839246177936 182:3.085008335907685 183:-0.9219073784825067 184:2.029451861415097 185:-2.812141757208153 186:-4.954973456070173 187:-1.804439365526554 188:9.310629288565247 189:6.126911681592309 190:-8.445206321423379 191:-3.234789049860233 192:6.430271224954851 193:-7.457586763558696 194:0.1931948451678231 195:-7.745160483258783 196:-10.7559782255518 197:-6.478911948164606 198:-3.902341987009873 199:-8.262937090496818
-1 0:8.471882948056441 1:-4.475392848210089 2:-5.777543045027082 3:-2.850436308044056 4:3.957168892673296 5:8.485666587790343 6:-9.580792882342671 7:-5.337572495793112 8:7.496683748413036 9:4.451601579155414 10:-8.649856796921396 11:2.924998666690618 12:-7.746422319707253 13:-11.65454690340549 14:-3.793736281662396 15:4.690963337419785 16:5.381534861735471 17:0.560845324775928 18:-7.27986632298074 19:-2.179182934368344 20:-0.2730697628849976 21:2.387747432547724 22:-7.884817370713745 23:8.690957762694159 24:2.175365424337167 25:3.615508626763719 26:0.1331126854748845 27:-2.985429672991446 28:5.423818355869637 29:7.527349327015052 30:6.132202015847017 31:5.643553767729856 32:6.59033919492658 33:5.056789613237112 34:7.973998994090719 35:5.519348570655231 36:4.701130270224437 37:7.156575635999221 38:-8.292627738392779 39:-2.760093421897778 40:-2.087163638884995 41:-2.167670707293268 42:-1.162119308104862 43:-7.677568730572698 44:3.327347919387696 45:5.571234692781096 46:-7.682202543327559 47:-5.047980894056527 48:-8.259997890680998 49:7.091097707905296 50:4.54891057892665 51:-2.135283098724078 52:8.270646520219547 53:-8.695501386093564 54:-4.156694055533725 55:-3.832481573447057 56:7.771702445019563 57:-8.299931008166791 58:-1.934954678178956 59:-5.675069381888356 60:7.223453636976004 61:-6.428542665069643 62:10.79097568331887 63:-0.7530625982818386 64:0.3913104604153463 65:-4.726749646344086 66:-5.938219218924798 67:8.539702255071131 68:8.709775497566762 69:-4.661051160627352 70:2.431151512731543 71:1.390245522581696 72:0.777075769672652 73:3.485194188494572 74:-4.596263797934105 75:2.103207580948294 76:1.231814794345119 77:-9.455779157243283 78:0.958531024568238 79:6.966688575199185 80:-5.058694765806061 81:-3.827845081557933 82:2.700609294706195 83:7.580235379398529 84:6.593986132837345 85:6.621259285142744 86:-1.36061542582451 87:-6.990346325823977 88:-1.15779474108118 89:-7.419749790974219 90:-4.172179177781734 91:-6.358495164285281 92:7.969583038500665 93:-8.843525981250643 94:-5.964105779631523 95:-6.347860436098045 96:10.86109091230044 97:-8.170629313341779 98:-8.184731026838762 99:-1.198696219306026 100:4.884541593342237 101:-5.69215177493324 102:8.82910243716324 103:-6.915129925713729 104:-4.656156013620571 105:-8.349181531803644 106:0.1750048665148494 107:-3.854705884393027 108:-9.565901139225412 109:5.670775498007396 110:7.510583106462001 111:6.134252595526762 112:7.95127958861621 113:-7.074481892202416 114:10.33555004117419 115:-6.809304785948516 116:-3.587730228982185 117:3.387349489665325 118:2.221825535392206 119:3.234959907162845 120:8.783336109964281 121:3.140290889998488 122:-9.078840692563126 123:-3.915479309174487 124:4.019041047571825 125:6.118541480355291 126:-9.513918785632844 127:-1.410359718138502 128:6.331415258999963 129:7.10525043292437 130:-4.889723248324291 131:-3.898922033378875 132:9.455878984926869 133:-0.09884502636263887 134:-3.272025499909129 135:7.255891089219728 136:-3.935840831462251 137:7.780421092116409 138:-9.303908681444703 139:0.3704367271654105 140:-8.250564809922427 141:-7.237484827656421 142:5.753787358407724 143:2.27218972812793 144:-1.658701486289906 145:-5.707469388401254 146:-0.7598083425799671 147:-7.121255506687531 148:-2.417625545498431 149:-2.867600858612168 150:-2.309283157473006 151:5.542164457246353 152:2.855177915041515 153:-3.122973720693708 154:-8.870489837864081 155:-6.034702236653075 156:6.711920477934796 157:-2.068024590930552 158:-2.038631895965526 159:0.001469063379742064 160:3.596968809387918 161:6.905005534819964 162:-8.379465184314638 163:3.740032579784677 164:8.908493266427906 165:1.745711901700075 166:-4.423914886966297 167:-7.47911828448888 168:5.319782509688944 169:-2.868435303472922 170:-12.54486885281383 171:-9.918806244047058 172:-4.640210893848258 173:5.402307200160557 174:-2.08010289274857 175:-5.237619010733729 176:7.513891300634707 177:-3.664458393513918 178:-5.415894622128888 179:-4.354192193489524 180:2.449385761020664 181:6.691698730266212 182:5.933566849087024 183:0.3212017115457763 184:2.660223420278975 185:-3.895190313372209 186:-4.881209461191064 187:-1.024311946935154 188:10.01838323507311 189:5.932176812050554 190:-9.288038872511617 191:-2.834218503908213 192:8.083301656816504 193:-7.781371763510061 194:2.604801758824581 195:-6.685537884403085 196:-9.230617786201412 197:-7.94511722879798 198:-3.847046318489141 199:-7.182036802888768
-1 0:6.806023337517414 1:-2.819940576037828 2:-5.883705915162446 3:-4.143854221211124 4:5.497866751169162 5:9.61805094898711 6:-9.673603698601474 7:-4.936405154150975 8:3.763902143192635 9:5.04469652903256 10:-8.699018300517807 11:3.293962235043055 12:-7.352845937478046 13:-10.49413028424011 14:-5.72064699463109 15:3.944561631270594 16:3.860503920982808 17:4.559640808768041 18:-6.566869484108002 19:-0.214638346428274 20:-2.043502052282827 21:-0.3631686836947714 22:-6.183820777406445 23:9.09132727571434 24:0.2016761481873826 25:2.980053595986216 26:0.3744489407728858 27:-2.310392805126517 28:3.902922239372848 29:6.815647220013909 30:6.708095744855162 31:3.888626698414159 32:5.390376864918741 33:6.739090863093784 34:8.251566779356885 35:4.044731146457953 36:6.696844157295103 37:6.299185439611589 38:-9.164643747719323 39:-5.451963967038528 40:-1.598859584890668 41:0.5632372098539117 42:-0.8231269029896894 43:-8.646753018374101 44:1.889207380162473 45:5.425695835608787 46:-10.8643260645948 47:-6.285362261947614 48:-8.14332278166709 49:8.671779948275098 50:4.180969295737317 51:-3.919757264570071 52:7.048916146738253 53:-8.671838440981267 54:-2.811197733522827 55:-4.401156022435279 56:7.998841529841288 57:-7.58207882336039 58:0.9832760469607122 59:-4.787342714720946 60:6.312786726734979 61:-5.8118596751224 62:8.930603634672506 63:1.612618058416072 64:-0.1556370901574027 65:-1.347935524972648 66:-6.651623961311532 67:8.238171591344219 68:7.866274850093662 69:-4.833442950047442 70:2.164451048183085 71:3.450756792898134 72:-2.150139844804789 73:4.364509822728356 74:-3.785522508158385 75:1.315997020520816 76:2.565260074014311 77:-9.894770695411896 78:1.367706285493883 79:7.248786333425235 80:-4.796050597428275 81:-3.25825997586329 82:2.206624727350668 83:5.995016286588225 84:7.478181610062972 85:5.048048020936454 86:-2.425531091123352 87:-8.968708306554459 88:-0.4061763567550525 89:-4.796644523827524 90:-4.295582872761223 91:-5.650015625866769 92:8.371923833903946 93:-7.425894193640435 94:-5.396514568695443 95:-7.17943701307442 96:9.398055106534365 97:-7.552544689205118 98:-7.856338915339903 99:-3.112496268934882 100:4.434260911834569 101:-4.912768493554741 102:7.535508650442297 103:-5.070599944994005 104:-5.143674563728893 105:-7.765844407726883 106:1.665765875603192 107:-3.119437330431899 108:-10.06550437498878 109:5.381193607220498 110:11.56898192959531 111:5.006365689998898 112:9.572783614971792 113:-6.232827425882541 114:10.13804543459576 115:-8.511805343654652 116:-4.077000187045019 117:3.54710077686642 118:1.805796547228314 119:3.176705489125065 120:10.26148279120091 121:5.16313626975971 122:-6.508479018756922 123:-4.218919614671393 124:2.850362696276831 125:5.733755056062677 126:-7.751598654284958 127:0.2417886644240039 128:7.232427943647262 129:7.251385090645225 130:-4.839792736477316 131:-2.576659690246261 132:9.437472187537695 133:1.693791587546968 134:-3.628282535338691 135:5.579394296799435 136:-2.675105059970507 137:7.614027437902613 138:-9.589978671904099 139:-1.124378949922676 140:-11.00165495942774 141:-8.870440924442349 142:5.642802746340197 143:3.118711893778223 144:0.5142937788884275 145:-6.793363573013418 146:-1.242702265144409 147:-8.374820969299149 148:-2.668985601300499 149:-3.06557321928645 150:-3.97614514927293 151:6.126933698546538 152:3.261327174874247 153:-4.078977575215339 154:-9.245210646446617 155:-8.929220647286037 156:8.460056799490991 157:-2.759275509473664 158:-2.482336746824515 159:4.415426226999271 160:5.761298361679308 161:7.799785783300817 162:-8.956787740737219 163:1.752231832372143 164:9.756413124200835 165:-0.5853001232730675 166:-3.527391572284557 167:-6.836509304916301 168:3.863014607697278 169:-4.344533395384996 170:-8.969341480417647 171:-9.110441748741994 172:-5.865904597608742 173:6.943780399334786 174:-1.078465409839947 175:-7.000978443148836 176:8.231200806580622 177:-2.759471547587722 178:-4.10900688268409 179:-3.910176166349844 180:0.5840421321048612 181:8.456766361950184 182:4.215860798085309 183:0.4837201671007659 184:4.072476849886552 185:-5.129429970195416 186:-3.403193087749933 187:0.5208626566558507 188:9.399177713640796 189:5.775952141975605 190:-8.924481964705516 191:-4.076464474550981 192:8.239347394112947 193:-5.210018274638466 194:-1.044015891556189 195:-9.016811033769855 196:-9.062138180418991 197:-6.075316097680453 198:-4.683887453674736 199:-9.558837814191911
--1 0:5.383212283023334 1:5.25174460649841 2:6.438327061133038 3:9.088512013000729 4:-8.058640296501858 5:-1.574853736964464 6:-2.163624922723814 7:-3.517229044988976 8:-6.934660143198536 9:-5.627489370403617 10:7.547685947104781 11:-5.478090635661584 12:-8.705651317487 13:-6.104390695261507 14:-6.584583487841707 15:5.180490425880354 16:-4.919547909894574 17:5.205186493601214 18:-0.8232614070691311 19:-1.451518758907442 20:-2.280982160573692 21:-9.65656587284994 22:-10.87829254255513 23:-4.604536201826697 24:-1.195368553362445 25:4.334824947023668 26:7.586377067972923 27:-0.9978482729439482 28:-8.627463571925892 29:7.699331999599505 30:-1.556444402336689 31:-0.8847555099571691 32:-7.80378849398139 33:2.632472325076733 34:-4.562457409713551 35:-2.447921735188304 36:8.480188482020885 37:2.577912572866968 38:2.88292731861432 39:-7.706062042226191 40:-2.749512718059172 41:2.058279984722524 42:-8.001598610947216 43:8.455369513420532 44:9.555263777934686 45:-3.774933444196076 46:8.681315593031073 47:-9.98604012126073 48:-3.931300679526268 49:3.549127727976965 50:-8.162567356177084 51:5.309636266889641 52:7.575914335448552 53:-7.808442124378999 54:7.609013771957288 55:6.1706857698092 56:-3.810877311250783 57:8.399375545584187 58:1.429138890581175 59:-2.45599414934037 60:7.271964689788561 61:-1.322833411038783 62:-3.16827134815415 63:-3.110122777338081 64:-2.99178759389853 65:-3.401181908394574 66:-9.235175629099617 67:-9.203178182774254 68:9.021135313352319 69:7.982070868040556 70:8.181267009053178 71:8.962422460601074 72:-0.3864879918374606 73:7.998538349545407 74:-0.3259085739292877 75:4.23568293163391 76:-2.33246405205502 77:-2.631307335241746 78:8.276918940893525 79:8.534637999483381 80:-1.267538915553381 81:2.045376151262093 82:-9.412673027842505 83:-3.266631782498422 84:1.617100644485901 85:8.412454207871486 86:2.928169562860159 87:-4.164449929129193 88:-5.135201061354348 89:-0.6147974488369214 90:-7.150490093450749 91:-6.210009398568735 92:0.2146143037193702 93:-2.368030566879261 94:-3.465537021238175 95:4.317363311705963 96:7.20151521818746 97:-9.65089049967202 98:-4.813674853801144 99:-1.903900018883696 100:3.369364198297796 101:5.615313632296882 102:3.253073507840583 103:-4.158853350651902 104:-5.128570244909999 105:-2.513707177239178 106:0.2506564202420654 107:-1.465414757488455 108:-3.343217072741165 109:-1.995264492236918 110:5.501760009222552 111:7.535461954366297 112:10.54202136308704 113:0.2980692548497417 114:8.618420500285549 115:9.027868187406222 116:-9.961981038391793 117:1.255774364373339 118:8.342921241438656 119:0.4553265766405208 120:1.79117656051541 121:-4.648932257475385 122:1.909374706663666 123:10.17704624067816 124:3.788272436513502 125:-0.2130280360756158 126:6.840822007702428 127:10.56865429614565 128:5.440633378153314 129:0.9909647852811607 130:0.9652537095414082 131:-2.459806210197504 132:-2.685783341118649 133:2.015481599659828 134:9.087288834115144 135:-7.878111712033451 136:-3.559216595468758 137:-3.251093957998815 138:-4.646463303659711 139:-0.7030201724595458 140:-2.915950992155374 141:4.073694930359498 142:-3.408335229159867 143:-3.775747201223063 144:1.110879426174499 145:-6.915883252532855 146:8.54901081059915 147:-2.393190155563212 148:3.299838941752876 149:6.057428416704335 150:7.017392128369679 151:-9.345658900517813 152:-1.941055991401683 153:4.461988805845905 154:6.058395279021254 155:0.5030006329210224 156:-4.56322408570998 157:1.847248440113182 158:4.586467917937453 159:8.648915534091362 160:-5.125302452848665 161:-2.192908536779493 162:-7.200797221275531 163:8.007639436507374 164:6.131643081161617 165:7.174180010576078 166:6.835893301835653 167:0.2650619275253695 168:-7.177037041332615 169:3.632895061186114 170:2.29237712907896 171:-1.176800182954099 172:4.652969859582521 173:-8.130500451510795 174:1.511723320414673 175:5.005043522694191 176:6.042655656884564 177:2.394684640902277 178:-1.753962795839156 179:-1.768579444503209 180:0.7767818802988311 181:7.672944395352988 182:1.647278976311864 183:-4.995866713227732 184:-6.201937270839806 185:-3.486414391857911 186:-1.773103778585054 187:4.863153880291531 188:-9.259377944776046 189:0.8865620056934367 190:0.8334761596412353 191:6.822712535921124 192:9.93403906901948 193:7.798635083724672 194:2.496890216133937 195:5.584812893185333 196:7.392245562082814 197:1.61306304069351 198:3.503183012766145 199:-1.274126420508522
--1 0:4.022047627573852 1:5.501617947139112 2:6.824699500846749 3:9.842782546615487 4:-7.508373482749633 5:-1.125837285360301 6:-1.839160123001862 7:-2.278324335711899 8:-6.277245531272128 9:-6.569577592795307 10:9.389389944134393 11:-6.319280126442168 12:-8.265149384788964 13:-6.050447256258453 14:-8.714545354253961 15:2.19207511193723 16:-5.135576080839529 17:6.910811367943884 18:2.237728994955162 19:-1.900577335680434 20:-2.501592313109855 21:-7.027329009682024 22:-9.280211821557096 23:-1.244174741972813 24:-3.574017337295652 25:4.681941169760104 26:7.673220905040559 27:-1.866785307548141 28:-9.026633621977686 29:8.229395750667003 30:-0.2729228426334275 31:-0.01534550078797525 32:-8.887530463315997 33:3.394805659097952 34:-3.925680564376697 35:-2.277410903845642 36:6.016602682460809 37:6.568398156105316 38:2.287582319238553 39:-8.266802444473811 40:-3.008717439932823 41:4.264088114515694 42:-6.692585141213113 43:9.065839421740888 44:8.604245267669608 45:-2.505766344907154 46:6.207073017902551 47:-6.802938636513976 48:-3.742480042926082 49:1.267911211407756 50:-8.66847108741899 51:6.286500332093243 52:7.079738388426986 53:-4.35717894527787 54:9.029698852998443 55:4.954278792871857 56:-2.525743996988153 57:5.571972077911573 58:3.144436784949778 59:-2.986360157311399 60:6.481666257146268 61:1.905202040622488 62:-4.148303019571475 63:-3.860769619723593 64:-1.125632457630771 65:-6.61937508742469 66:-9.209559368467712 67:-6.211680126251705 68:8.627454703622801 69:8.820417757671523 70:7.370569813468286 71:8.537456282028662 72:-1.113166617167497 73:9.078380849038339 74:0.4497323627171599 75:5.659303143107497 76:-2.974479935999881 77:-4.033865028806925 78:9.940973040197244 79:8.060234237494878 80:-0.5009749217164419 81:0.3577021177886652 82:-9.387505628326446 83:-0.460679085336875 84:3.414459935175626 85:8.516078621953877 86:3.31051740252262 87:-6.21702768906979 88:-6.072511444864741 89:1.179813945261903 90:-5.555248040587469 91:-4.173453442734228 92:0.1147920328027126 93:-2.497596269497105 94:-3.234273637945885 95:4.518936324700746 96:7.285538526551739 97:-10.78447143650109 98:-4.705975321948936 99:-2.850356896630762 100:3.48942363153497 101:5.235944843674738 102:0.1393414196148431 103:-3.745063155108409 104:-4.119338503959769 105:-3.591170819131155 106:1.602103342209948 107:0.03658991603603945 108:-1.858022181802289 109:-0.605427299325084 110:4.265793423048542 111:8.377038630489494 112:8.404565668400416 113:2.94246365130887 114:8.196516619883074 115:8.744544327589542 116:-9.184904456143244 117:1.348828945081255 118:7.387936061459242 119:0.4707057098598085 120:1.248170800419904 121:-3.312239685154865 122:3.684510843880997 123:9.712349917521523 124:4.261290576542955 125:0.522081262204983 126:8.454705461716072 127:10.62869140981906 128:5.342062201609174 129:0.738666054627425 130:0.4443966011280969 131:-1.169607737843597 132:-0.9208681920015471 133:1.910810908156545 134:8.517006600942869 135:-5.980536552589086 136:-5.370807330332706 137:-3.282718667495001 138:-5.925958891810872 139:-0.4426343965720482 140:-4.799888606664541 141:4.720125979021123 142:-4.703236461086764 143:-6.337149342031388 144:0.1431357167752398 145:-6.576212394776208 146:7.224499773353322 147:-1.981469712581535 148:5.732714036627367 149:7.658799990102403 150:7.330603543507754 151:-9.852635486730412 152:-2.284640335944883 153:4.54128113035819 154:4.512895229056101 155:1.448487551836243 156:-4.569200160958106 157:2.270484748725039 158:5.377529886692511 159:8.68637222688678 160:-2.423588107440666 161:-2.55395753625012 162:-6.417619895452735 163:9.46924330261194 164:5.032870609875321 165:8.196479591254139 166:6.277161507915932 167:1.856172515116763 168:-6.905529845007778 169:4.270378710050489 170:1.10958019081392 171:-0.6857373114863392 172:6.504529624876687 173:-6.974984443034323 174:1.237349674995431 175:2.777129557838469 176:6.918694572953028 177:1.747832227452079 178:-4.291207065111172 179:-0.930240041900583 180:-1.244663840496459 181:4.062059659501298 182:2.041340939970752 183:-5.153998064403455 184:-4.801357717943143 185:-6.92307161760206 186:-3.539929172251987 187:4.186610702282515 188:-8.851511752683194 189:2.053281138110205 190:-0.8534025010335078 191:8.12841466179723 192:8.822483385927416 193:6.947662400132494 194:2.129267103144886 195:4.956296282144208 196:9.663166041169212 197:3.399337675656296 198:2.438446493317521 199:-2.218238117654133
--1 0:3.606082240937062 1:4.099382394490084 2:6.446025339451717 3:8.636563797681434 4:-7.744274478930098 5:0.0746896309543944 6:-3.751495348009648 7:-1.878212559107485 8:-5.736591209341301 9:-5.542212002526755 10:7.594190515121221 11:-5.127498938117113 12:-8.571306399511224 13:-5.934294284549178 14:-8.032355612254751 15:5.792239459987798 16:-3.801476774391679 17:3.19104455276321 18:-1.08248221900085 19:-3.052903650592461 20:-0.3800606547598631 21:-8.268430724131825 22:-9.541823752304419 23:-2.676079171294376 24:-2.764048662317015 25:4.402547052932051 26:8.645555095422226 27:-1.197538307909027 28:-9.692728371074642 29:8.971987758661793 30:1.074841649196851 31:-2.298082287143326 32:-11.43358106118107 33:5.01661226039222 34:-4.695497432299078 35:-1.278020473629169 36:6.969977040341268 37:3.852122802572391 38:2.330388763135009 39:-9.857308570541804 40:-2.745915437418498 41:1.752377092516194 42:-5.960110933957652 43:8.227865835056566 44:7.512660179721749 45:-3.722095312970889 46:5.350581851436015 47:-8.968508519042658 48:-3.221416267670159 49:1.624003020715529 50:-7.333766352283444 51:5.294190985081956 52:4.932033687463364 53:-7.233500791903156 54:7.689804435199262 55:3.96295114527178 56:-1.606986723029236 57:6.64326054796234 58:3.566688280371184 59:-1.338290112938328 60:6.34770914439102 61:-0.1926351262909918 62:-1.228885849108324 63:-3.08907090455776 64:-1.768492945266287 65:-5.050921171484828 66:-9.741252620309867 67:-9.784650674517588 68:8.999477688716965 69:6.645234975819669 70:8.434043914172667 71:7.022313594958431 72:-1.158164451339248 73:6.587443052637115 74:-1.504660906109384 75:3.756783529122321 76:-3.043499013112934 77:-3.101972997363359 78:6.402170889077755 79:10.33614426662879 80:-1.010968018654271 81:0.6899511243826792 82:-8.455298730789764 83:-3.79309243860369 84:1.783727524388629 85:7.003834390228135 86:0.731159970214039 87:-5.67873395555771 88:-3.913023065691705 89:0.7229072728384679 90:-3.951792142250972 91:-3.22128066959738 92:1.847050842425828 93:-1.090398435187895 94:-2.721235315179605 95:2.517978232492365 96:8.1114140628122 97:-9.778390720917027 98:-3.528571432205912 99:-3.457292411683696 100:3.051076551704231 101:4.589972257101724 102:2.944498437708266 103:-4.357951499880548 104:-6.533260311256948 105:-0.9036185397375209 106:-0.07341513994295856 107:0.6000754935784349 108:-2.390718199113897 109:-2.447193094509755 110:4.892268526687625 111:8.081397671574102 112:10.61531635577589 113:1.638409246983174 114:7.889955459487709 115:8.603997702797463 116:-10.79436781148265 117:-0.4484482069325253 118:10.37367693061483 119:-0.665977244165082 120:1.525452406799964 121:-4.781005309452924 122:2.862153295523072 123:9.207345217383789 124:5.648365811428693 125:0.1820953303049831 126:6.557074470666044 127:9.42867025984145 128:4.048290449062119 129:1.256649618209108 130:-0.5480157592929503 131:0.6931479641666267 132:-0.7481274672833194 133:2.082895259139844 134:9.40954051574367 135:-6.64466362361213 136:-3.682427240673626 137:-4.011046785174047 138:-4.455978228105458 139:-1.729929483670511 140:-0.4622331824189985 141:6.178121431995198 142:-2.971024442257279 143:-2.745646059777354 144:-1.3122848557832 145:-6.636772075883466 146:6.951009154357727 147:-3.56066172554647 148:2.650643716361638 149:6.697613918620707 150:7.619206192559022 151:-10.61092618171253 152:-5.282600968122283 153:4.631352083550428 154:5.377625863285737 155:2.670573974360586 156:-6.457362551354305 157:0.1481945897498744 158:5.174280712974308 159:7.259989676731085 160:-3.359675748718387 161:-3.282055967945222 162:-5.64033063152089 163:6.903196832212577 164:5.377473771441276 165:5.450889085850732 166:6.539321883862289 167:0.3469835831066813 168:-5.167978979769313 169:3.548703321991328 170:0.9649227884545704 171:-1.099792059030139 172:4.363770308135464 173:-9.072488629765301 174:1.757033239347182 175:2.922814002403189 176:5.66442468084741 177:0.9454636753610253 178:-2.95676101935693 179:-1.092829322684485 180:-1.069230732220417 181:4.339708387850013 182:2.570361290605744 183:-4.425125290856903 184:-7.486617441551403 185:-6.084841471509582 186:-1.68059385933509 187:4.725962282573994 188:-11.37363156212984 189:2.547355849973771 190:-0.1064834786311764 191:7.479140614748096 192:9.535868294327056 193:7.851644987880654 194:2.860138686860582 195:7.2948172893748 196:6.590625954730398 197:2.277831417305933 198:1.549438261501422 199:-2.525736298508961
--1 0:4.145536771761487 1:4.091415779711085 2:8.085881704747246 3:8.385754362262441 4:-8.071521373903229 5:-2.084542651793561 6:-1.84158415548573 7:-2.013705473566464 8:-6.762535414256516 9:-6.563417906717494 10:8.220993427675889 11:-4.838726849658364 12:-8.286028047387868 13:-4.227640254582557 14:-7.486512983128979 15:4.863208762390691 16:-3.190161165508526 17:3.978217855916272 18:-1.082915020642561 19:-2.127197802401539 20:-2.544257684907969 21:-8.566162550822906 22:-10.5506453309196 23:-2.814451583064177 24:-0.01567715597999975 25:4.911914455630086 26:10.4310350295726 27:0.08700866768130944 28:-8.455323459046522 29:7.467094140112116 30:-0.4701826070455144 31:-0.5782048320099459 32:-9.378008389681806 33:0.8912870811463409 34:-3.728546475845981 35:-2.102304388947996 36:5.392272355013445 37:3.972492890961495 38:1.919798562095185 39:-7.908435583575953 40:-3.880504317602254 41:2.856343088981193 42:-4.879741580363277 43:10.4649227820795 44:9.34776320038281 45:-1.526976847561428 46:8.884184889133948 47:-8.799336298382901 48:-3.421756169474055 49:0.8207501892491194 50:-6.219129126888331 51:7.071431511555716 52:5.416157914375985 53:-5.982726866115814 54:8.372654591346132 55:5.288543805910884 56:-3.486995080075289 57:7.630894847418853 58:0.9100949166252237 59:-2.700060222194029 60:7.178866576032982 61:0.2710701376240501 62:-3.312704697571145 63:-4.241684539731394 64:-2.384574589528504 65:-4.620686912013488 66:-10.37444850980984 67:-7.583493636970156 68:7.960496416527587 69:8.557992019545345 70:7.611681193197528 71:8.976676211191341 72:0.185808802990365 73:7.579431143532315 74:0.4110457462266813 75:6.205729020053109 76:-3.067177946485218 77:-2.137076464742088 78:7.721380295204789 79:10.29844350725106 80:-1.042685331701521 81:1.718640518108795 82:-9.010537157255767 83:-1.538086821722966 84:0.464319868933893 85:7.402520305798711 86:2.182865025261215 87:-3.879677047291339 88:-4.640775840834769 89:1.598308333548046 90:-6.240807009380417 91:-3.815095267557363 92:0.7864804578691952 93:-0.5356590845589131 94:-3.945727092903226 95:4.172716282126991 96:7.301367027876596 97:-11.28050003886044 98:-4.532426769190335 99:-4.298666585597607 100:3.271888261166122 101:5.706996125446679 102:0.8131070629341866 103:-3.804616215640757 104:-6.050913918659353 105:-1.74636772379904 106:0.7393515433546458 107:0.8908706240643571 108:-2.922629270073458 109:-0.421163020137852 110:6.019001599188265 111:6.895740258097777 112:10.06110077317101 113:2.152040342822481 114:8.443874783185176 115:7.520784667880315 116:-10.00715851218517 117:3.605881020950122 118:9.260313515687301 119:0.2817278062285232 120:3.075807330752713 121:-3.0784678024007 122:4.371163027549246 123:9.809113589962191 124:2.878997737824426 125:0.6886345231234385 126:8.498145747389991 127:8.675243573040586 128:4.717183321154069 129:1.589631357627598 130:-1.00424065011263 131:-1.998792384709995 132:-1.496489063951231 133:1.549369940912497 134:9.090630018500674 135:-6.630211383270963 136:-4.30126203703509 137:-3.37517542520386 138:-4.103430018578933 139:-0.1207891671800354 140:-3.792338693700508 141:5.384942112260291 142:-2.409579631256237 143:-4.387656779984716 144:0.5755363251901204 145:-5.328978331395373 146:8.1246462776282 147:-2.672317306458465 148:3.979130991026446 149:5.373953366464555 150:5.989192086727156 151:-9.630609785107561 152:-4.061119348258801 153:3.148149614605846 154:6.948745195807402 155:0.9863445818280958 156:-4.285137432547759 157:4.318492670279722 158:6.126398050635824 159:8.271176579525699 160:-3.860896858334309 161:-2.89825588754153 162:-5.137546577143816 163:7.871603380503229 164:5.53913547615761 165:5.900202479094094 166:6.710372444637178 167:-0.1499866931385683 168:-6.119721061732292 169:3.299254008265522 170:2.83358091781671 171:-1.302452635916253 172:5.990969584608131 173:-7.238177597087149 174:0.6029677884532727 175:3.099454927165258 176:5.913200806312344 177:2.9643688901239 178:-3.786532281654696 179:-1.655553292023443 180:0.6238954614203422 181:4.192526314497437 182:2.34703156057386 183:-4.425393639325185 184:-7.382836854143612 185:-5.267118450074826 186:-2.818826549938607 187:3.719477287747197 188:-10.57413172917919 189:2.17849130263075 190:0.7515676769148348 191:9.229813045359496 192:11.39620187631625 193:7.065044281214552 194:4.013953848117392 195:2.669197257705402 196:9.730445895490496 197:2.743332476806287 198:3.622289726522986 199:-3.012148867196339
-1 0:8.282168485413081 1:-3.732742211370302 2:-4.526623304249965 3:-3.218881041596722 4:3.573249868225862 5:11.5453203968919 6:-9.619192555235529 7:-5.234387828807398 8:5.965619479648171 9:6.80811573684676 10:-8.031025870229747 11:3.01938231481645 12:-7.817466401983785 13:-8.979283654255317 14:-4.924142394903639 15:4.733564310165252 16:4.403273870598085 17:2.072223352334121 18:-5.87426068117666 19:-2.214198371745201 20:-1.538522711968859 21:2.030653241156384 22:-6.570431331148288 23:8.355375781613784 24:0.7482868917340497 25:4.958035985230261 26:1.088917050447797 27:-2.429887338908447 28:4.749561186456373 29:7.293523869818426 30:5.456305735367991 31:4.929040163994586 32:7.240351797776725 33:6.051173349311946 34:5.186564310146816 35:4.922445454024879 36:5.658643143602475 37:7.075419300446585 38:-8.494710250210407 39:-3.778563961027623 40:0.1383787063437147 41:0.04744196250744825 42:-0.3872733804391684 43:-8.405750723817356 44:2.53307770222179 45:7.094993748096822 46:-9.996274441445923 47:-4.975784693755616 48:-6.9883170482216 49:8.472099175681697 50:4.737602998979004 51:-0.9555195832974592 52:7.330066367951579 53:-9.344863938342666 54:-2.013863150459282 55:-2.465184561354955 56:8.485123428654731 57:-8.391832281271554 58:-1.874342811209565 59:-7.560799826931293 60:7.432131979590835 61:-4.535739900475971 62:8.58322510958029 63:1.945654308402973 64:0.2656989080339059 65:-0.2807360777181487 66:-5.57938050696947 67:7.112723610874709 68:9.616789567407244 69:-4.087590224171091 70:1.723680027536601 71:-0.4878758791571931 72:-0.5668795728787509 73:6.854404322772403 74:-4.240476535856417 75:2.490794756925068 76:1.339421565684502 77:-8.271919123948978 78:2.386577609533744 79:6.136841734564999 80:-7.982112082109177 81:-2.940017169682601 82:1.492607142859151 83:5.355647382870139 84:8.393893825397507 85:8.564609663038864 86:-1.80593262760323 87:-8.442827000743023 88:-1.71430284849221 89:-6.845059669542908 90:-4.964620973892703 91:-6.334400783277051 92:9.349910196964782 93:-6.882298730400684 94:-4.614540448519968 95:-6.59766537081269 96:9.317717618156227 97:-7.258818326275295 98:-7.424914292995918 99:-2.493781667375818 100:5.299927135464113 101:-4.667913672720064 102:7.391958447557823 103:-5.852181440436053 104:-5.277498145171875 105:-8.290972508821499 106:1.797913322699414 107:-4.141741628209689 108:-9.722081106701687 109:4.614440335766277 110:8.892663569705546 111:6.843924767667639 112:7.673388865628005 113:-7.472780564788049 114:8.392347311472214 115:-9.318131193967192 116:-4.106199930660762 117:2.815963433027429 118:4.639737638586862 119:2.465636301589494 120:9.47830007338003 121:4.426900421288035 122:-7.823732821519462 123:-5.738613748339369 124:3.736917295706294 125:6.102737855616459 126:-8.989049499919776 127:-0.4824596969513594 128:5.920029789896733 129:6.702095223297187 130:-4.113743494170323 131:-3.340050087705491 132:9.260788766521257 133:1.412724720239565 134:-2.814504888510201 135:7.952293523187524 136:-1.629258963335946 137:8.212936157597152 138:-8.813557168109568 139:1.305462106285379 140:-8.341570730060953 141:-5.4832834498023 142:6.098070089949164 143:3.594031617877652 144:0.9256306263065036 145:-5.969401766213529 146:-1.341988548092925 147:-8.678861365446656 148:-0.1231551330158469 149:-3.36596655334311 150:-3.360111302829701 151:5.611443711109759 152:3.624053138202726 153:-3.822906228618094 154:-9.158527064349148 155:-5.591482867540805 156:7.203948985701954 157:-0.4872103963435499 158:-4.069001119562067 159:2.268045712025807 160:5.144855008076317 161:8.25009807422683 162:-9.13791915718714 163:2.658422633960479 164:9.584662230093716 165:1.825703205686813 166:-3.933395512993792 167:-3.886630766943461 168:2.643694936315396 169:-1.622562457159411 170:-10.95111954698004 171:-8.738854486172787 172:-6.432591149520919 173:7.909377610133097 174:-3.205543713163244 175:-4.302919223210841 176:5.535075799635098 177:-3.34377769213816 178:-4.799465554426656 179:-5.587240630441215 180:1.271432811507161 181:7.40198092262577 182:4.847533900491992 183:-0.3822475963442353 184:1.179222350765029 185:-4.845154824143022 186:-4.117478643821069 187:-1.488697736619201 188:8.539771502375293 189:5.977578070089317 190:-9.721669341959638 191:-1.963216437318986 192:6.060788687349373 193:-7.043917788862007 194:-0.5686053413893177 195:-5.908686755900686 196:-9.613089008798973 197:-6.719861655197882 198:-4.799413771547834 199:-9.033562611098091
-1 0:6.072076948657394 1:-5.700574960470328 2:-5.315901437765109 3:-2.341696674748579 4:3.471622598783909 5:10.12866422465088 6:-10.90307830984338 7:-5.963538272832274 8:5.315280328966382 9:4.85865036962372 10:-8.306936883754689 11:3.397929564131176 12:-8.004571898736842 13:-8.068460677872435 14:-5.667320846329543 15:2.350483523426842 16:6.594175728053996 17:2.795066631308354 18:-7.153737713583761 19:-1.141439089877677 20:-1.816482636169888 21:2.069877430261338 22:-7.734101465514552 23:8.675808631995441 24:-0.2808313553413282 25:3.859164025172861 26:1.941789964087235 27:-2.875070159838766 28:6.569290454093355 29:5.952873697187752 30:8.452550293629697 31:4.243389022457375 32:7.900807460108918 33:5.752543538996268 34:6.990182103919263 35:4.430036578940049 36:7.2513020424071 37:6.990681342698458 38:-8.32946887664127 39:-4.116889433102377 40:-0.867198037760694 41:-0.5298519645221093 42:-1.298057714576458 43:-9.790140954569548 44:1.580659998364719 45:7.176842553549062 46:-11.12721770032673 47:-5.860919937662533 48:-8.377548455559973 49:8.351604911975212 50:3.240004161263247 51:-4.265683941773108 52:7.049161449172156 53:-8.588225023933555 54:-3.192175840318214 55:-3.637152246589292 56:9.115510600405241 57:-8.612517827193001 58:-0.2553742717399936 59:-6.729533089591192 60:8.517590852805293 61:-5.169490296489608 62:8.259913630778559 63:-0.8129453956232913 64:2.323146052741882 65:-1.653710209679984 66:-5.391320973717094 67:7.598472125658367 68:10.05375397248164 69:-4.825318211750551 70:2.030883922141343 71:2.506956194324205 72:-1.168069153407271 73:5.172845162190559 74:-4.958253508869515 75:3.082918617187083 76:1.937987185258122 77:-8.529401336011789 78:2.93161233276984 79:6.152921516006249 80:-4.770909178804003 81:-4.031222634175458 82:2.721682260657142 83:5.459348469956352 84:7.856157232390943 85:6.64316899620392 86:-3.47041309084403 87:-7.91633523306096 88:-1.132617177028988 89:-6.092652517356344 90:-4.786848391707742 91:-6.203121265454241 92:8.164845429410004 93:-6.640888321982654 94:-4.940222502544215 95:-8.13306518081848 96:8.973420753891876 97:-8.386192387292681 98:-4.723303058008707 99:0.2092994499306338 100:4.302044713937391 101:-4.149785708015021 102:5.645725291908387 103:-8.093700115011185 104:-3.981190551576975 105:-8.801267042506158 106:1.18102226388045 107:-1.86030324187326 108:-8.555853297699111 109:6.531073121321585 110:9.777746623660327 111:6.377214516948663 112:9.024166059843111 113:-5.043648860779269 114:9.336782345771901 115:-7.664585815077468 116:-4.555660544189121 117:4.008945175160258 118:3.654230022459151 119:3.586308450342702 120:7.315319495583664 121:2.173867085186986 122:-7.273270374885871 123:-4.203368613845125 124:3.742413462086004 125:7.236406380343809 126:-6.895658224437617 127:-0.889738311594955 128:5.728676230855297 129:5.13915166002179 130:-3.129219904843458 131:-4.220962335085265 132:7.969210578883967 133:1.241501309867176 134:-4.096117748244659 135:6.191625754183265 136:-2.330733506448972 137:7.313726855057897 138:-10.70183804747705 139:1.979873109458045 140:-9.480412795190494 141:-8.332034593579635 142:6.099635597465995 143:3.203980351171536 144:-0.1629890789516637 145:-8.283896353611768 146:-4.172520764820595 147:-7.148131989107976 148:-1.371959270386971 149:0.09301887697865108 150:-1.278038425988496 151:5.022864975922598 152:5.069107610786117 153:-5.225471592902763 154:-9.780109468711562 155:-7.429760065698213 156:7.985409332634572 157:-1.317903863389461 158:-2.715972292748359 159:3.959480003132624 160:4.839657456673461 161:5.851223321964849 162:-8.577852464700978 163:2.898154708565016 164:9.035839222412568 165:2.39629628333298 166:-4.739254535078556 167:-5.736230819903612 168:3.24172337393517 169:-2.218462479663683 170:-10.87831316816604 171:-9.000589649861313 172:-4.894122766612671 173:7.5979660321932 174:-3.192399144016965 175:-4.307754307641753 176:7.485880687324867 177:-4.942768849044368 178:-4.209915182192194 179:-4.061617375936966 180:2.162886089924366 181:6.340947188039455 182:5.931920013310267 183:-0.4338298345467562 184:3.037001769229322 185:-5.090990448808892 186:-3.522213621064354 187:-1.127729223086585 188:10.65197937619758 189:7.312740698324091 190:-10.40216179366048 191:-2.275909336482345 192:7.973853217926271 193:-7.043736454680071 194:2.585476725027301 195:-8.807089505061953 196:-10.44475868903448 197:-6.87697359217464 198:-5.950709963229542 199:-7.119449404068513
--1 0:3.484070273395222 1:5.012155406868819 2:8.264658997338469 3:9.749006765127849 4:-7.759460266062057 5:-0.3272311525042124 6:-3.448154388075455 7:-1.837927653027297 8:-7.53226324080005 9:-5.998843301205566 10:6.033477047762752 11:-4.641932738750431 12:-7.305463937595923 13:-4.860716452904691 14:-7.25320782350621 15:5.49538849707368 16:-5.315720431142807 17:5.408061952693023 18:-0.2732782657022971 19:-2.979982357916832 20:-0.1248554655080298 21:-9.600137565013169 22:-10.74594676807763 23:-4.027586462732469 24:-2.905457706845839 25:4.778239381086072 26:9.781236731424611 27:-0.5695592240123104 28:-9.950359724792907 29:6.066315176955266 30:0.1684291859131928 31:-3.133631462049054 32:-8.50280745794376 33:3.118543688089785 34:-5.711626357054729 35:0.6075843406600367 36:5.345989558442996 37:3.611421411681432 38:3.186509534566562 39:-8.175978349317239 40:-0.03913327021731439 41:3.847926281240921 42:-6.927095976643949 43:8.736583736081004 44:9.64690555500124 45:-3.734484121686271 46:7.422887771140231 47:-7.905188694315576 48:-1.115817764622885 49:0.2705632134920133 50:-6.950299729570506 51:5.138465394509877 52:3.684324941391055 53:-7.837599059814086 54:9.716705686730508 55:2.899848566776144 56:-2.961269583578522 57:7.845768300702592 58:3.284095974928648 59:-2.463537188950223 60:5.008714481925188 61:-2.12510561986359 62:-2.888306542545526 63:-5.189430480339317 64:-2.811816998705084 65:-4.66133923351101 66:-8.658454549449003 67:-9.684202622584081 68:10.01342398284733 69:8.951096778989864 70:6.772438581934518 71:9.81890253132009 72:0.5526342178875402 73:6.352317848951753 74:-0.9644392668233031 75:6.883147573088959 76:-2.532576874929286 77:-1.385544244475713 78:10.87219682782509 79:8.72648986292265 80:-1.522649809139324 81:0.7759583428249995 82:-7.706974867262257 83:-2.165177792983471 84:1.591454886039163 85:7.140889629146606 86:2.485175972166041 87:-4.334487605480183 88:-5.268088217458578 89:0.4132175448140602 90:-5.46867310681188 91:-3.229534817421456 92:0.9375193636065837 93:-3.162533007814501 94:-5.052728509838217 95:2.634206341405521 96:7.663939594228554 97:-9.327177471534634 98:-3.690153408306251 99:-2.36574721042385 100:2.509791055487871 101:2.551310592060306 102:0.2039802876385509 103:-3.573742892999714 104:-4.568598497521196 105:-2.572516236907995 106:1.357401267758381 107:-0.4007376232753264 108:-0.1833476524223063 109:-1.104844444859989 110:5.322754650153652 111:8.246415420188786 112:7.141839997380499 113:2.703799946854421 114:7.572609572234267 115:7.756271233025129 116:-8.741530668256019 117:1.512376110015864 118:8.956324553797119 119:1.181714860107421 120:3.122219138628131 121:-2.978393536455463 122:0.9289195291028569 123:9.373391162054443 124:2.521512299305289 125:-0.03950418625061208 126:6.450041236966642 127:8.804392001614866 128:6.774741091314818 129:0.5392461726611295 130:1.609099271473991 131:-1.420356597137186 132:-3.146498882708525 133:2.713226855205035 134:9.556756268280399 135:-8.160017124548071 136:-3.955990109713114 137:-4.416447303657279 138:-3.459684954713751 139:-0.9300551433895045 140:-4.108512012412928 141:5.65447934737623 142:-1.118029792038154 143:-5.337839927011809 144:1.163647672966516 145:-4.588879759138374 146:9.294404506300028 147:-1.066525187948817 148:4.802105381876913 149:4.671637043226671 150:4.84220127799187 151:-8.316701227408382 152:-4.034977192570159 153:2.153067660575727 154:6.080663395991742 155:2.241870306821887 156:-5.779221691538051 157:2.314426140897652 158:5.009329044700126 159:9.319312598484812 160:-5.021000959062285 161:-2.633501800070972 162:-3.835918190468786 163:8.283857382785332 164:3.807984036052079 165:5.058963130212186 166:7.929289175298702 167:0.9076080879987266 168:-9.350200042354526 169:2.830798663119363 170:0.9609480693071681 171:-1.72813475679876 172:4.837410526473465 173:-8.197781795132775 174:1.220958545261696 175:4.24830872127154 176:5.062576427036685 177:0.4185958741103246 178:-2.944793697105282 179:-0.2185765600615125 180:-0.996165785872329 181:5.797159613923486 182:1.788830679381387 183:-5.537212991341097 184:-6.96572815863111 185:-3.810379053912945 186:-1.975963124121795 187:2.485604280554882 188:-10.07729494556432 189:1.033128686669125 190:1.970117230580872 191:6.447843213884853 192:10.19294984888008 193:7.802039827215779 194:2.748815838055597 195:5.996631903707788 196:8.679417276464694 197:-0.4504432976510504 198:2.709563033108561 199:-3.681779437046573
-1 0:9.565014868930856 1:-3.599013518446576 2:-4.565277681862463 3:-0.9716520773834305 4:5.558890146255854 5:9.252719364949623 6:-8.449076266440912 7:-6.364805348810063 8:6.961507521751511 9:5.68804301071401 10:-6.311970090627032 11:3.74453678877395 12:-6.970799129814022 13:-8.162607288310584 14:-5.834466687601601 15:4.460263828872216 16:4.91604059799725 17:1.960129977950484 18:-7.516490427237736 19:-0.1961644256502972 20:-4.329003334846995 21:3.415525973153199 22:-6.368879987881643 23:9.623754691419112 24:-0.6391211499915039 25:2.424492255196978 26:0.1632467614297581 27:-2.847492204077981 28:5.980064386444858 29:6.291912211948617 30:6.766939713694701 31:3.805520475677937 32:7.098917556563275 33:7.95292016472094 34:7.061250699227063 35:3.862067901845213 36:4.430236012219509 37:6.617619437617897 38:-7.224471476137302 39:-2.935320480867549 40:0.2859579499122489 41:-0.6778968883170278 42:-1.120623519120398 43:-8.635812638355931 44:3.03776636363252 45:4.359378405784763 46:-10.67356246674622 47:-3.535823707290305 48:-7.8158324691891 49:6.896702804142974 50:3.793500557131552 51:-3.268793529122961 52:7.055775453378064 53:-8.854351824753635 54:-1.557660003810212 55:-1.683514773031437 56:8.668975694013357 57:-7.262650251872413 58:-1.009748440990918 59:-4.72657095365159 60:7.506023838077542 61:-5.998293314729992 62:8.524972776303027 63:1.069410858100379 64:-0.9339941536467886 65:-1.046651524435943 66:-7.317654413030974 67:6.615052250172933 68:8.670209239982173 69:-4.699202026931779 70:0.4024938365876176 71:0.6869850026253133 72:-1.522455156496014 73:5.742579449774998 74:-0.5490405920664028 75:1.49139543187225 76:4.107597925127517 77:-9.494046742243423 78:2.002846862388486 79:5.504426102523295 80:-5.587308274613241 81:-2.475592670714861 82:3.214970049227113 83:5.076281885519837 84:8.742352935116843 85:7.919634105148723 86:-2.98620260033842 87:-8.59470077940192 88:1.000443810607344 89:-7.506399693813693 90:-4.192510824692345 91:-6.977950491925603 92:9.388271330100174 93:-9.120380287863233 94:-4.896810124226048 95:-8.553832121547636 96:10.31039124421065 97:-8.184222675846806 98:-8.732747067246478 99:0.3364536358413239 100:5.372903442076291 101:-4.249431331220018 102:4.56912772339345 103:-7.049445991463567 104:-4.209879015012309 105:-8.191995403752193 106:3.093567304691602 107:-2.578034115748283 108:-10.02535012353342 109:6.160700645871374 110:9.552918110760539 111:6.026543431765008 112:8.59277336482484 113:-5.289909214551438 114:9.153876355460051 115:-7.507675955783432 116:-5.50115744598848 117:4.314519633438115 118:5.006055310709051 119:5.512118764962057 120:9.516660722504509 121:3.590175840747548 122:-7.21250459040976 123:-2.229278122914307 124:3.718100601829192 125:5.068125850139812 126:-7.329161869614407 127:-0.97676954314493 128:6.253811537867517 129:5.408706267836004 130:-3.611450197117899 131:-3.779923052056714 132:8.96213198580239 133:0.3435253137949887 134:-3.185331140313969 135:4.820045622015302 136:-2.56185093859883 137:6.141446771155588 138:-8.715506194102414 139:1.588317907976508 140:-10.35775527098093 141:-6.925181709624463 142:6.298911514161506 143:4.321201808813512 144:2.1415558404178 145:-7.899454581518496 146:-4.031180506830451 147:-7.27651369834248 148:-0.6471958943440127 149:-1.973010739242881 150:-2.848381933747068 151:4.436634807605941 152:2.662523891043365 153:-3.342173892806305 154:-7.961613751123785 155:-6.619643474924347 156:5.487578174105911 157:-1.114246910371776 158:-4.122658043267243 159:0.7715855687873765 160:6.033276683863043 161:6.163145086435385 162:-9.696741050660421 163:2.778219492675563 164:10.37641714019442 165:4.162312194022091 166:-4.034450597841713 167:-6.020886034124764 168:1.668801903395746 169:-1.529387422555389 170:-9.885838805441088 171:-8.648209393000997 172:-5.816325786386811 173:7.894994528921283 174:-5.624764374354809 175:-3.797868018123141 176:8.260865095900471 177:-2.152496363863571 178:-3.918961938068289 179:-7.199026343913115 180:3.041517692848205 181:6.77803280326786 182:6.13361811318681 183:-1.245711002718197 184:2.187559383586828 185:-6.450656908146935 186:-4.808887897989607 187:-2.372357555828296 188:8.32612318226324 189:8.823133512342023 190:-9.423916937230288 191:-5.342445944899699 192:6.306143705138672 193:-6.018275155793567 194:1.068239151622565 195:-7.442752469960944 196:-7.492455871742422 197:-7.280947767392795 198:-3.537003846541118 199:-7.456458286832083
--1 0:2.865674459411045 1:2.761748391820302 2:5.255437481317191 3:11.23414377493987 4:-8.141829052932511 5:0.2646718186624334 6:-2.565395965699757 7:-2.131642351114682 8:-5.912680396510186 9:-5.376576328268286 10:6.666104118022107 11:-4.928939327525605 12:-7.594106648910156 13:-5.906472931650743 14:-8.781392990383674 15:6.616017992904375 16:-5.619822209618391 17:5.094406030077655 18:1.140391844953861 19:-2.406747701257365 20:-0.8956763291560437 21:-6.964518710798952 22:-9.219982789178207 23:-5.000323918077009 24:-3.76997165737029 25:6.136458208442855 26:8.943373816038747 27:0.3241989433109176 28:-8.025773865473177 29:6.624728545808613 30:-1.443233829330382 31:-1.354040592659503 32:-8.801898895949256 33:1.361337497968216 34:-4.626454258328534 35:-0.573722039855995 36:8.017675531039991 37:5.043650974886263 38:2.118774895187483 39:-9.644191362489996 40:-3.589308345697557 41:3.214107582622868 42:-6.398108169864916 43:9.730687450857431 44:8.414505237925981 45:-2.66920650454051 46:6.994786072566833 47:-7.182725379084976 48:-3.808600219016871 49:2.388960926672989 50:-6.827208621752478 51:5.148062782482081 52:7.3677388214017 53:-5.369228632756896 54:8.540650672825196 55:4.307495212566023 56:-2.725140805592012 57:7.923065156361792 58:3.074980833049533 59:-3.979989634069741 60:5.853180878481715 61:0.0279374683251632 62:-2.18567522281366 63:-2.39232081719126 64:-0.8943925827623314 65:-6.105744081087924 66:-8.645629057011172 67:-8.645383394516793 68:10.03015397495856 69:7.481124893097717 70:9.803979156111058 71:8.224934414385968 72:2.099532447966011 73:7.140442803691059 74:-3.281761023619343 75:4.151953142116944 76:-3.412788203169642 77:-2.962573888764485 78:9.576890389912363 79:9.400323822314103 80:-2.136510542102805 81:2.261161389669247 82:-8.470257041685539 83:-0.7261196523930329 84:2.873002160887271 85:7.766867354593337 86:1.710089377560442 87:-5.184786860853281 88:-5.318059176445431 89:1.249839358690485 90:-6.270370642090406 91:-3.979001952367651 92:1.162765098420548 93:-0.3732400331883232 94:-2.559309898545239 95:4.278703893222462 96:6.930773471878444 97:-9.360941648436247 98:-4.976119332769622 99:-2.590350453120601 100:2.707510075391776 101:4.149509053735356 102:1.388453285308944 103:-3.111946354240876 104:-4.292478524643568 105:-1.643934043910419 106:0.07886492080992036 107:-2.106548646163509 108:-3.512783353148754 109:-3.800957776024462 110:6.583516429069692 111:9.011539583495257 112:8.642349486685347 113:3.386924498896843 114:7.765583195613191 115:7.903814645064337 116:-8.923902468741238 117:1.313129462120514 118:7.92711038179184 119:-1.245635885450951 120:2.041246893439577 121:-3.131620085606562 122:3.728839390123347 123:10.17740209233462 124:4.66799417909536 125:-0.6162013885837513 126:5.722885455521439 127:6.930934342787025 128:4.941574312350779 129:1.80915714657799 130:2.446180746281182 131:-0.7794545519450535 132:-1.945036566093688 133:0.4342333373614364 134:8.469638163121152 135:-7.72287982468387 136:-4.616497885295041 137:-4.47245387956109 138:-3.923807418593376 139:-2.260415151839113 140:-3.633838181683914 141:4.6158922747049 142:-2.995098946987734 143:-6.289560233983938 144:-2.363933497499131 145:-6.853116155225452 146:9.901797807945412 147:-1.566415927381406 148:3.847897183389127 149:5.48220941897495 150:7.722289468991601 151:-9.179772143722506 152:-4.611263083173916 153:3.10761931271107 154:7.190022041404007 155:0.9815289232128406 156:-5.889571077120551 157:2.191761857108893 158:4.553449617240314 159:7.483497121730506 160:-1.699431798518087 161:-2.211180383934453 162:-7.809919865642187 163:9.034754557167943 164:6.17495594195431 165:6.70333276571098 166:6.999549515766152 167:1.684167492978468 168:-7.184550640261848 169:2.847891652384281 170:3.55294003984545 171:-0.8350237160821187 172:3.862714552824811 173:-8.553516139118132 174:1.299238851872848 175:1.832912304881885 176:5.948986951179483 177:2.458732774817676 178:-2.833567824400786 179:-1.427170743944003 180:-0.7305438372092025 181:5.319255880017049 182:3.502562424743856 183:-4.329943291321954 184:-5.586505980996524 185:-5.616647772492684 186:-3.756568537840042 187:4.754746553754782 188:-10.58434876031053 189:2.606274786203427 190:0.4419907445085686 191:10.18824365457045 192:9.696037563821051 193:6.133633823906456 194:1.77520532457662 195:4.45937099633527 196:8.525312075527019 197:2.335862490672242 198:-1.004249889776796 199:-1.471081232028978
--1 0:5.29675193051729 1:4.256447071856492 2:5.928592826199397 3:10.13862640146796 4:-8.500657015256694 5:-1.546278712306763 6:-4.509244927176268 7:-0.1807716944994775 8:-6.117541496036775 9:-6.042980929756224 10:7.172576652091072 11:-5.751787894456466 12:-6.467736736380973 13:-3.629742740603429 14:-7.355379048614587 15:4.616445952604124 16:-3.523009575580749 17:5.436657031205432 18:0.7773544580252483 19:-0.8752806933468642 20:-2.900365093919612 21:-8.92916944079523 22:-8.605982788293232 23:-4.60650490140037 24:-1.595679754392156 25:2.770553016218127 26:9.118295233861447 27:0.1408910168161153 28:-6.470263795525618 29:8.033791178662074 30:-0.6411952809457981 31:-0.6488446915188244 32:-9.762435388319648 33:2.098744744158159 34:-5.315554720409075 35:-0.8936438840800023 36:7.303439849484235 37:3.732477390888854 38:4.644113327752866 39:-7.980248312600661 40:-3.562707955529838 41:2.911352592552003 42:-6.006400204127782 43:8.397609283552008 44:6.934012809983944 45:-4.021245013854523 46:6.981486892583114 47:-9.474214608337896 48:-4.878031938805027 49:2.11724040220507 50:-7.361037424002942 51:6.31382879984333 52:5.700504022032261 53:-8.365337723312198 54:8.692610767328357 55:4.989313314125525 56:-1.286984887935062 57:6.602064730568551 58:1.928612230484109 59:-4.453119686270432 60:7.256001760062465 61:0.625962307550161 62:-3.795830636273541 63:-1.678981492935147 64:-2.242133020145803 65:-5.606261457254109 66:-9.232045044302199 67:-8.804430972104383 68:8.357755124404274 69:8.391156505732079 70:9.554526609512063 71:10.52858687476586 72:-0.3194003732266832 73:8.161894884102981 74:-1.352050299404633 75:5.132676153465205 76:-0.4947200208209921 77:-0.5590379237906746 78:7.474106314745407 79:8.581937244075835 80:0.1660591012839578 81:2.005752890839696 82:-8.911462042456231 83:-2.057179744158212 84:-0.6791260060912294 85:6.790193820707909 86:1.79271257452928 87:-3.856516927521969 88:-4.366533135030119 89:0.01868089101968129 90:-5.094237187107916 91:-5.00938036339924 92:0.316980329200369 93:-2.083257918238553 94:-5.111768920455305 95:3.664369987255564 96:6.895701757844225 97:-10.51762344608947 98:-3.518508326567426 99:-2.256634603516606 100:4.338783067397542 101:4.890970787728967 102:1.950344159919406 103:-1.892537836668199 104:-5.786364307798143 105:-1.111328099441321 106:1.031265827148826 107:-1.431096520943153 108:-2.168820149376442 109:-2.338727216452852 110:5.884849980521347 111:7.772711455548635 112:8.153978528483593 113:3.282004650725677 114:8.56162134717818 115:6.843095496220966 116:-9.229493736640045 117:1.734414834771765 118:7.800302544800402 119:0.8225689474725997 120:2.035293840693441 121:-4.245566203258579 122:1.030775578010416 123:11.16795927142904 124:4.203984107493753 125:-0.7794037669938133 126:8.128134987278054 127:9.748452418213837 128:5.635759481606684 129:-0.3139691578363507 130:-0.7354385941511062 131:-1.116470434821266 132:-2.753807025311087 133:2.856148418541784 134:8.706458040414622 135:-7.963640065684189 136:-2.583725693975302 137:-2.776466107555404 138:-3.019130211310537 139:0.4159987665325635 140:-3.316849870354449 141:3.101760010489135 142:-1.6387024066697 143:-3.758284410261135 144:1.118823839571554 145:-7.573839210726683 146:6.628010241506214 147:-1.473740891428706 148:6.289627846786439 149:7.154574467124407 150:6.832850364040657 151:-11.40734040393047 152:-4.295228892480775 153:4.567220886710588 154:5.573421429299782 155:2.921866063280666 156:-5.865542160741262 157:2.380382828528897 158:3.051692809193363 159:6.340636999150234 160:-4.836927411702361 161:-2.448398600855973 162:-9.181799666997222 163:9.115923387655032 164:6.002128918987054 165:4.467338956352946 166:8.718571760775266 167:0.4792623390299821 168:-6.210922271092064 169:5.456129916979867 170:2.426116687843506 171:-1.314247468982064 172:4.353853245382272 173:-8.95587600150893 174:3.063521887680037 175:1.498297229615232 176:6.812361143395854 177:3.790745219554375 178:-2.99222317022883 179:-0.2079623872806001 180:-1.673364583984508 181:6.81539494847902 182:3.293424550720633 183:-5.918024015290534 184:-7.371511186352344 185:-7.153056192375617 186:-3.727807664088354 187:2.976594297391521 188:-11.48909486272116 189:2.384965382920379 190:-1.237373698616742 191:8.822952408030636 192:9.488811206878925 193:7.714361488573323 194:4.021732214988372 195:4.758204000443039 196:7.940267675846486 197:1.291684854034295 198:2.206871653159306 199:-2.831489957069136
-1 0:7.853276765051284 1:-3.747932968487336 2:-3.876731919211001 3:-4.154800530744877 4:2.734091153213905 5:9.538285321243054 6:-11.45650369057268 7:-4.492883019096459 8:8.400244235828206 9:4.737502405292039 10:-7.42184378116941 11:3.061545693756769 12:-8.799564586983481 13:-7.54400484758307 14:-2.878619967339132 15:2.731511169776008 16:5.012541282714952 17:4.200934643503353 18:-6.123284474862983 19:-1.162983931264838 20:-2.177249472261554 21:4.884237602993799 22:-7.063760295596373 23:9.096933777118876 24:0.2220331541434361 25:4.61009450832718 26:-0.8050907443361082 27:-2.419463100929794 28:6.574271060281171 29:6.854689446556087 30:6.916658104298534 31:4.379641495496165 32:6.521054778797398 33:3.982892839899228 34:6.420620781281604 35:4.242916293821816 36:5.006034965850382 37:3.893043798056959 38:-6.912801794331023 39:-1.82750320947595 40:1.437582553026299 41:1.352148518425344 42:-0.6154351583544759 43:-7.942848671305625 44:3.365909472961185 45:6.672520489917836 46:-9.094792913187836 47:-2.713582007985716 48:-6.921966839533575 49:7.99010117626128 50:2.60187565461521 51:-3.319186651506936 52:5.06198355531415 53:-8.45028343480625 54:-2.935670929558099 55:-5.233808496224242 56:7.643159079171892 57:-10.04682730299098 58:-0.5513812525660412 59:-4.172081989170471 60:8.774479697337465 61:-4.655148345324958 62:9.885111259424493 63:0.9879779081883466 64:1.858411380575081 65:-3.312615989877524 66:-6.925807530209023 67:6.468491876702028 68:9.094441518981286 69:-4.118781844560507 70:-0.4546143569412751 71:3.536903773141426 72:-0.1490635795902633 73:3.415965380348855 74:-2.460639309063169 75:2.409162803318441 76:2.461120186965633 77:-6.58113357230067 78:0.275944400659951 79:6.619945591410641 80:-5.467197452851183 81:-3.287179652221123 82:2.506680571247487 83:6.874920494780814 84:6.08821464074825 85:7.691030738963671 86:-2.277161422810842 87:-9.092973644772339 88:-0.9000208721681313 89:-4.823795817895419 90:-6.083547456640785 91:-6.89439776430085 92:8.365970021401647 93:-8.013154098412713 94:-6.371350709955674 95:-7.303774472536313 96:9.137498144181389 97:-8.363195701315638 98:-7.283385530036285 99:-1.351462314962099 100:6.039218400397941 101:-2.20160630342994 102:5.704438787911389 103:-7.543293534277216 104:-6.25647001811804 105:-7.683947548210943 106:1.566233795378414 107:-3.07543766078934 108:-9.269275063187379 109:5.493393930214712 110:7.999462549284504 111:7.172173122188305 112:8.824925819427307 113:-5.664488695127346 114:8.159026815922884 115:-7.562477006709464 116:-3.750210738936974 117:4.61839915895164 118:2.344928050399411 119:3.659730602231639 120:8.699142808382724 121:4.49162516640939 122:-5.863031697725031 123:-3.780655292375091 124:4.866271891605765 125:5.862942477951379 126:-9.366047015745236 127:-0.6497392235307516 128:5.837729670633081 129:7.373794226474915 130:-1.422462696086494 131:-3.346311159427482 132:9.960627135130073 133:-1.499537719535515 134:-2.619102451955665 135:8.232519913717615 136:-2.505396686050653 137:6.946029312302155 138:-7.807005935732293 139:0.1577327102997812 140:-10.82630462827909 141:-6.947647699923656 142:6.372774069494995 143:4.65302429093394 144:-1.212000689172549 145:-5.848023623688744 146:-1.38501512768623 147:-6.009473425877634 148:-3.740114141747561 149:-2.712636796831205 150:-3.543905644887159 151:6.457140555021935 152:1.868512932917382 153:-2.412927494004727 154:-8.665625047055206 155:-6.034049367557585 156:6.038028053666689 157:-0.4693462259512062 158:-4.045015767148495 159:1.665850898506309 160:3.265462989383225 161:8.807829732867862 162:-8.420418596038898 163:2.342079132622636 164:8.263178028667566 165:2.555198378976908 166:-4.553914245849589 167:-4.382634774175319 168:3.993593597194543 169:-2.246799698916731 170:-8.622951919043688 171:-9.897669873797696 172:-6.346206194053904 173:7.330935796232472 174:-4.829226824876914 175:-5.16665459287049 176:8.639297751888304 177:-2.955412783001544 178:-4.027460870336445 179:-3.706084237199997 180:1.207582489021034 181:5.086551967632681 182:7.166367219864237 183:-2.017383746969704 184:1.233510296888635 185:-4.655521592387419 186:-3.056198967478169 187:-1.124505806388546 188:9.244917808415202 189:7.61955114068675 190:-10.84130588434454 191:-3.652304405413748 192:6.81875323177394 193:-5.635965075269786 194:0.2290046070868869 195:-6.389533133296183 196:-9.735320340442314 197:-7.33960549566843 198:-3.904630331046032 199:-5.826688781347656
-1 0:6.946334533205179 1:-6.298360585164589 2:-4.625809152479711 3:-2.899017427069473 4:5.356049778808414 5:10.57552935417913 6:-8.871015365837522 7:-5.978800039597046 8:6.188559217084297 9:3.760450545286758 10:-7.142756502364551 11:3.650519772466127 12:-8.473193001308116 13:-10.52976299955278 14:-6.127573236507875 15:3.616442544013444 16:6.066195126995652 17:2.972377281874719 18:-7.945088036569079 19:-1.344451262358792 20:-2.418502517902586 21:2.402339206658183 22:-6.400676421946981 23:9.232881250449619 24:0.2615210568738543 25:4.112124012295407 26:0.51021575840198 27:-1.617637262852883 28:6.67635658049322 29:7.304228511382068 30:4.637928034925443 31:5.334126233101555 32:6.333930451313495 33:6.637462461409807 34:6.53607804012168 35:5.489146222445254 36:6.254044536561449 37:5.826631613535742 38:-8.104714122331014 39:-4.676153659518458 40:-1.323054786278576 41:2.428197406524864 42:-0.2312844086381222 43:-9.639394410223399 44:2.086836456278615 45:5.756912962699153 46:-11.39140485179015 47:-2.824918263040887 48:-8.023208052399021 49:7.350726213249797 50:5.002889585732738 51:-3.579453371341804 52:7.284996157612148 53:-8.059070144043782 54:-1.708800504030098 55:-2.787834048615441 56:7.370942021394457 57:-6.740491748710463 58:-1.552906896995422 59:-6.017809215391541 60:7.788985486730712 61:-5.107636692702354 62:9.096168921805541 63:-0.07140186719659714 64:1.117467446891082 65:-1.312083510166238 66:-6.031544164154412 67:7.474134319002657 68:9.23807493097379 69:-3.333880274587808 70:-0.08305471727824998 71:3.361046825123032 72:-0.2864622563119745 73:4.859070666022943 74:-4.004898751875565 75:2.21121043991678 76:3.375899506635601 77:-7.666341444968286 78:2.060154005263834 79:5.686886371962343 80:-6.246381306469904 81:-2.597976698064724 82:2.123952995862437 83:7.65087741093426 84:8.789174489909463 85:7.357723721004827 86:-2.576849554832248 87:-7.883352069187606 88:-0.3753691967207638 89:-7.750093387849983 90:-3.582008830891468 91:-7.671101265208239 92:7.657360260049497 93:-8.334754054576953 94:-3.442131670950454 95:-7.841001654377747 96:11.08504308614809 97:-6.910557268273525 98:-6.123514165835889 99:0.3793266819067553 100:4.811579674490595 101:-4.576610217675501 102:6.079207451858991 103:-4.909408562985773 104:-6.136322284939498 105:-8.037827182421381 106:2.026937106585624 107:-4.411547174717679 108:-7.713215750022805 109:3.233630068040978 110:10.75085357848282 111:5.562023463089456 112:10.31053672412395 113:-5.514417421096036 114:8.866523292371852 115:-9.213668312142298 116:-4.75637405181377 117:4.512639402526943 118:2.167170393972089 119:3.59055860726581 120:9.036315247354517 121:1.4114838473865 122:-6.449118227395171 123:-2.333310289349078 124:4.279994201159623 125:5.65050935471795 126:-6.978778222883286 127:0.536877417723477 128:6.581046971486266 129:5.595876371764034 130:-3.663913372640023 131:-2.859121401065467 132:8.786877222998857 133:-0.342057521020724 134:-4.22958923540302 135:6.735534778586834 136:-3.098952776987371 137:8.422657054436268 138:-10.92154795289162 139:0.07663875284697286 140:-10.04385589010631 141:-6.9172314409432 142:5.554143820444916 143:3.618257540872542 144:1.71808064669426 145:-3.234771324449663 146:-1.585087148276425 147:-9.019235137730291 148:-1.361495191113782 149:-1.083499885576093 150:-0.5649636186185076 151:5.607275766074308 152:1.725839590029482 153:-4.020921516417904 154:-9.001689832415725 155:-7.747831559590694 156:7.818045460145357 157:-2.528409115525676 158:-2.892395248554413 159:1.627413783252433 160:3.926142589936113 161:5.218812410543982 162:-10.06368372451377 163:2.409457320067295 164:7.824081208633611 165:2.403772827577135 166:-4.262051826679997 167:-6.398219080520001 168:2.395767933174052 169:-0.8385610252963143 170:-10.4729460185561 171:-8.094514187132226 172:-5.878988998382727 173:6.519764162467705 174:-2.310366708762234 175:-4.754268030229217 176:7.820891952391772 177:-3.793756828531295 178:-3.81914715122896 179:-5.12243266755703 180:2.756544332857209 181:7.967205275519937 182:4.543032318842087 183:-0.856477189651571 184:2.210783472615859 185:-3.561881409825979 186:-4.345764799936456 187:-3.724671729355003 188:8.492838449842973 189:6.734706883372754 190:-9.076119375429743 191:-2.005364379295844 192:5.857382603129516 193:-6.255935987879307 194:-0.3392262997666875 195:-7.874577812427273 196:-9.639321865333113 197:-9.170803949168482 198:-5.230888643388116 199:-5.886463973271671
--1 0:4.554883625229038 1:4.333261579872811 2:7.654339188404498 3:10.50093590954119 4:-8.910700692826495 5:-0.1126185011413862 6:-2.464467487678637 7:-1.24238567574403 8:-6.690486679782564 9:-5.246865307509696 10:8.527186234065784 11:-6.422873271144285 12:-8.977954179013045 13:-5.543275248646852 14:-7.567768950611847 15:3.323523832419839 16:-3.706100690816593 17:4.492457813410642 18:-0.3995274048842574 19:-2.451011691874823 20:-1.170606690278811 21:-5.998848880235546 22:-8.966384793266688 23:-4.224902498451451 24:-1.480348614968867 25:4.069280803234683 26:6.959696309235309 27:-0.6394643557219999 28:-9.814949724543986 29:9.326448910373314 30:-3.193611907990085 31:-0.7180965668098934 32:-9.140339523764643 33:1.716351553292134 34:-4.745992495433232 35:-1.437920569965306 36:7.398562535475392 37:3.162158763320791 38:4.533887453916909 39:-9.385216945149292 40:-2.594713286959165 41:3.521955276477688 42:-7.582553728589158 43:10.09223508556163 44:9.44239685197388 45:-1.224429123658679 46:8.873336524526225 47:-7.89800759295126 48:-2.97382159753301 49:0.8102533023200571 50:-7.544922908971262 51:6.01799577736134 52:6.888468372093144 53:-6.439332518902201 54:9.662227009189824 55:5.718280810675338 56:-0.9075956677727188 57:8.069622049820524 58:2.842450438307498 59:-0.2521122767185755 60:5.527425424092151 61:-1.06344084364828 62:-1.853628380669093 63:-3.087337905001405 64:-2.113385707160195 65:-5.129804168416176 66:-10.13986931177963 67:-7.196184179266368 68:8.087442131029039 69:6.296443112086354 70:7.478127770382045 71:7.009116885647561 72:1.083867020139542 73:7.458113249466216 74:-0.1257934736761489 75:4.497840423079525 76:-1.363956794119503 77:-1.986868920653385 78:8.511614356609609 79:9.604846100966672 80:-2.343656848634755 81:1.766174785583243 82:-8.727525984979865 83:-1.620518835485625 84:1.630751045416849 85:6.006847172394565 86:2.112676783006408 87:-2.933065504070291 88:-4.243767768650157 89:2.438948514404498 90:-4.555627717367305 91:-5.227499259932101 92:0.8167651750380227 93:-3.535815018558483 94:-5.115507333117117 95:2.606763594898644 96:6.838401212409362 97:-10.66435156490617 98:-3.25790030908068 99:-5.012978531824294 100:2.329082067913921 101:3.957897828386917 102:2.591855693125645 103:-4.260629445442378 104:-7.356811306398503 105:-0.8146862750623824 106:2.065045147613158 107:0.5686539687287453 108:-1.258081360555897 109:0.392706810491722 110:6.522031444887423 111:10.48463175136125 112:9.297088985246578 113:2.407732188164525 114:7.313136180707926 115:7.399817699910209 116:-9.48403780746559 117:3.558265017782638 118:8.580234662461558 119:0.4259806477695624 120:4.186514386802125 121:-6.054661307626013 122:1.850333317771467 123:9.768723536883588 124:2.800887555942315 125:-0.6412798890837962 126:6.61068079680813 127:7.633571439364931 128:6.015639986825191 129:-0.3731018525590812 130:1.940131127808075 131:-0.575354041600832 132:-2.557031389246431 133:2.83734984822655 134:8.515617627843634 135:-7.689162589131054 136:-4.628831743929497 137:-4.118899620900589 138:-1.937165357730373 139:0.1394284796392389 140:-3.805696013780082 141:6.417468786120621 142:-3.89814987922486 143:-4.617288016978934 144:0.8836295543372751 145:-5.28958695550326 146:9.680715283218941 147:-3.897527761400863 148:3.990223485890357 149:6.020189175318007 150:5.679944927248703 151:-10.89663553935937 152:-3.353076029851093 153:3.586748650814402 154:7.427351000337533 155:2.630566258580597 156:-4.944320044222039 157:1.453915567555871 158:4.518310411533343 159:6.570557736737041 160:-2.869739596031159 161:-1.25695894802839 162:-6.396342105152852 163:10.10520537806118 164:5.304171650430796 165:6.755954584199581 166:5.153649644648481 167:1.875432609247241 168:-5.3456361206838 169:2.833216633397819 170:2.367496742662596 171:-1.880388204539491 172:6.30050399385618 173:-8.35995143103886 174:2.26668325753583 175:3.336653038422815 176:6.063421079992154 177:2.29561592479016 178:-2.806251802609663 179:-1.305898430749408 180:-0.6624999346765881 181:5.676131991350183 182:2.111210447253272 183:-7.076232699874049 184:-7.437870012968557 185:-4.415544442804712 186:-3.513028828022541 187:2.652462565028039 188:-8.556446408817571 189:0.2229318669937195 190:0.3000822105070693 191:8.054527367094412 192:11.07318238403659 193:5.898744164842139 194:2.186829820059683 195:4.715940460680942 196:8.917722330345368 197:3.235726688851086 198:1.471747928896949 199:-2.430644930797241
--1 0:2.777285898642876 1:3.873928201254699 2:7.786086439112282 3:8.661776814758895 4:-9.061842357458458 5:-0.316461688504257 6:-4.115288596930121 7:-2.497526413955508 8:-7.28100307023508 9:-4.650114359229544 10:7.97620125893108 11:-5.128573216672283 12:-7.271869730100918 13:-5.021942978868979 14:-6.092702632008598 15:5.531991769528092 16:-2.966310057825461 17:5.835222934633745 18:-0.8277415905794117 19:-0.8518022779358394 20:-0.5765163417336493 21:-10.60375375395401 22:-9.559789057165915 23:-3.094960977510782 24:-0.9105431019153192 25:4.14857168920306 26:7.565415885569671 27:-0.7033236916231148 28:-8.973771033664928 29:7.983894961851295 30:-2.291448982230113 31:-4.002190146540261 32:-8.721872799456969 33:3.570291838661151 34:-3.687659314474486 35:-0.9623300488225002 36:6.27858498668772 37:5.04232924792938 38:2.553195515190094 39:-8.834573421741947 40:-1.940244884469159 41:2.76826305661616 42:-5.965624540295297 43:10.03006277430173 44:8.292506143342241 45:-1.575464309097034 46:8.793876932684823 47:-7.234040560919194 48:-2.420838340670839 49:0.1069602630700934 50:-7.2110157223827 51:5.512726358036194 52:7.608307368296878 53:-5.204767590049103 54:6.981068906997649 55:4.149801063128035 56:-2.451948743825553 57:8.306924600479313 58:2.914595325724425 59:-2.34626204730356 60:6.342222587934498 61:-0.6007940987817797 62:-4.263416854985204 63:-2.247861840578373 64:-1.44391115953865 65:-6.306371325893045 66:-10.16406231866744 67:-10.34915345425966 68:7.664658425866434 69:8.691208978103887 70:9.129153809115216 71:8.744240452178889 72:0.7821650124546414 73:7.668958232800507 74:0.9401713178540367 75:5.817926277697135 76:-2.545587309342434 77:-1.766692678192805 78:8.9778629822332 79:8.827378689357742 80:-1.873477936399066 81:2.349501927955267 82:-7.55984555141965 83:-2.747016779555814 84:-0.9922343325481211 85:7.399934981206814 86:2.751539720542353 87:-4.215815058651386 88:-4.21662949301798 89:0.5933931269495716 90:-5.189063717662837 91:-4.717826653828577 92:1.582501344249776 93:-2.946754939927772 94:-2.923611536988281 95:3.829735994862734 96:6.577460943096521 97:-9.700177414791193 98:-5.551991120876674 99:-4.232430137037229 100:3.351090460150937 101:6.120960159627244 102:0.7030587126678846 103:-2.312257105849718 104:-5.728645414721248 105:-2.267166293065169 106:2.547843670265985 107:1.564474409909681 108:-3.449078341795722 109:-1.58378858133765 110:8.12672029323668 111:8.068639817764383 112:8.901823743183433 113:1.946397031015717 114:7.254040265053973 115:8.33458726944402 116:-8.027576240022672 117:2.001966384212877 118:7.587907212213182 119:0.9725204836431529 120:2.969689002790425 121:-3.920035715046355 122:3.487193482250682 123:10.19435231624747 124:2.593805239919051 125:0.6955305243325602 126:6.771899373672416 127:8.083205403821927 128:6.854410676076144 129:-0.3137169799720957 130:0.4373538983751789 131:-1.737684453342973 132:-1.404917526050745 133:2.108785992700951 134:9.13859777193213 135:-7.300069707284329 136:-1.908172147383282 137:-2.71277162597081 138:-2.337413120974255 139:-1.218824622209027 140:-4.079970337845261 141:4.132376978261716 142:-0.9879345411281462 143:-3.425978893510158 144:-0.4107938710252954 145:-6.977782492094532 146:8.907136214819406 147:-2.04128432675464 148:3.151611168841278 149:7.303611122944792 150:6.861150898513766 151:-8.379964493479465 152:-4.139313725573669 153:2.81159052718387 154:5.680765925714404 155:2.097745302393977 156:-4.388752207625926 157:2.189114310806736 158:5.245767156251689 159:7.865231936266855 160:-4.017624103412948 161:-2.369124545079048 162:-7.859781806591565 163:7.638371032037633 164:4.055956326076306 165:6.400424889957286 166:6.93718879020001 167:1.307694390846142 168:-6.993097511800014 169:3.390117191485208 170:1.323696326103291 171:0.3175062072929171 172:4.751203483455896 173:-8.989577572235488 174:0.9338872578548366 175:3.431604019702536 176:6.542883220915179 177:1.8447452462364 178:-2.89969384629163 179:-1.321668856889421 180:0.2857439120474027 181:5.604040678452026 182:4.201547194064688 183:-4.627798560308356 184:-7.200962444901492 185:-6.544874519091009 186:-1.828174609642256 187:5.770513646638062 188:-10.42487721469129 189:1.723258011551469 190:1.286862782959711 191:7.522100157302116 192:11.65187338850365 193:5.790195694914701 194:2.988846432192058 195:5.637664174140342 196:7.099130568093336 197:1.114973388708388 198:0.8723430340596164 199:-0.4157251953674999
-1 0:8.686262778251079 1:-4.536822790191356 2:-5.454020360097128 3:-2.417279180828908 4:3.332959908269533 5:9.657229370575561 6:-9.982607004993721 7:-2.83333589534003 8:5.51026799028944 9:4.670096790312207 10:-9.191584767446864 11:2.830888896014374 12:-8.006849137090537 13:-9.388822514312643 14:-5.655786362330407 15:5.439895123546099 16:6.252147418442203 17:3.718979130116281 18:-7.078507237704445 19:-1.937907759368564 20:-3.295471852807765 21:3.484436268516807 22:-6.014654029559393 23:9.929103287913241 24:-0.6940743949660606 25:3.812974191847288 26:1.34126168004598 27:-3.271994126078503 28:5.687488859428117 29:6.391485356955203 30:5.336856306470429 31:3.016685887749657 32:7.743286492009162 33:7.077537457887147 34:6.644727382555292 35:1.535543869827757 36:6.692452514191428 37:5.537927715451212 38:-6.838416373699505 39:-4.026940377964308 40:-1.654169273056861 41:-0.1674305108179148 42:0.4202054309086041 43:-8.654272497224026 44:3.015158928497554 45:8.113071357155706 46:-9.70140220612357 47:-4.656578605483333 48:-9.057233428374786 49:6.78832877348959 50:2.956167493379389 51:-4.418476200785404 52:7.319513709016346 53:-8.963772471364411 54:-2.803095889633679 55:-2.40221031180187 56:9.124701274018781 57:-8.518686591295051 58:-2.905905094925497 59:-6.070577960051907 60:8.965538202519054 61:-6.63346333250434 62:9.109915839299317 63:2.261644964003942 64:1.490246654855186 65:-2.528826221274105 66:-5.222833232566042 67:6.072061282283533 68:10.07043601832897 69:-4.083707584861486 70:1.516883661781702 71:3.075996632091221 72:-0.4864207750019813 73:5.127590749782212 74:-2.171165534460584 75:1.190275184200762 76:2.924337643583712 77:-6.940196466267794 78:0.5814301735825116 79:7.624630712827343 80:-6.195810805205969 81:-2.247908077217419 82:2.392660954390882 83:8.294178168858938 84:7.999436823951406 85:8.553750122112673 86:-4.267582894560062 87:-6.229814099089442 88:1.549336890465504 89:-6.489476381295811 90:-4.355151728205129 91:-6.075009091832261 92:8.543402547807437 93:-7.974052353479021 94:-5.680410154346191 95:-7.992274743151946 96:9.562082262629483 97:-8.035716539935457 98:-8.654288537190402 99:-0.4720835959228038 100:3.75713584278641 101:-4.254923584416041 102:6.364011634539224 103:-6.840542582811461 104:-5.88562313107998 105:-6.589654289185772 106:3.11235379310164 107:-1.433631000442017 108:-8.936516848009298 109:6.50518467462109 110:9.3901266578057 111:6.649946842853248 112:8.169965966242314 113:-6.180354911291391 114:8.247701106510945 115:-9.847785731877043 116:-3.296272915306407 117:5.883428953018537 118:2.875337400890208 119:5.45477355810223 120:9.398456471894171 121:2.962520406624739 122:-6.382533995515692 123:-3.742962094381004 124:5.735260223163811 125:6.219765604513655 126:-10.14950575083335 127:-1.124023587461199 128:5.089204347217637 129:4.534755275936735 130:-2.792357247614367 131:-3.070431935490879 132:9.703215745938067 133:-0.0329887859557907 134:-2.799097586821026 135:4.704158346071964 136:-3.888214206310703 137:5.698930011224864 138:-10.86263215007037 139:1.122424424389338 140:-9.837985236456138 141:-6.405703487459528 142:7.284116114252415 143:5.334955349863248 144:-0.760976195918267 145:-7.711697397626152 146:-2.001240615538633 147:-6.727656264081038 148:0.06467879508904617 149:-0.671653433694434 150:-1.930856981703136 151:2.559329914803131 152:1.910510167600512 153:-4.95097489013566 154:-7.362272861259618 155:-6.226006975498022 156:9.487598913458626 157:-2.268182838321033 158:-3.642247299961616 159:1.537540207664605 160:4.449150296910275 161:7.592352900669788 162:-8.1640490078618 163:2.004111400601224 164:9.344998438840205 165:2.131244153787928 166:-3.742875695807826 167:-4.547870171497046 168:4.400939365007606 169:-1.748446704791279 170:-7.349469556383015 171:-10.06901611481499 172:-6.090938277988677 173:8.166624596093481 174:-2.604938382846228 175:-6.261351021552117 176:7.645091288053949 177:-3.716482064610562 178:-4.204655074542709 179:-3.78721562836058 180:2.277024465102426 181:7.401495202692939 182:7.245619449047966 183:-0.3374460310389051 184:3.540841237059859 185:-5.407346044688738 186:-3.937845288567395 187:-2.441897919775799 188:8.211967295830661 189:7.595323228858687 190:-10.97385683343848 191:-3.163976150377051 192:5.118045441036152 193:-7.356426095591981 194:1.086406260629939 195:-8.625585273226831 196:-7.308312035865297 197:-7.858255219533201 198:-4.780682689483791 199:-6.527173041617647
--1 0:2.977757268901719 1:3.543252824555027 2:7.765963559358115 3:8.953811226253812 4:-8.259906378080071 5:0.9237972916163002 6:-3.21529652859199 7:-3.858772379783965 8:-5.423752151589637 9:-3.307448507486814 10:5.892345794281235 11:-4.798030889264245 12:-7.309762023340466 13:-3.243477112944687 14:-6.687505526210243 15:4.939888060552244 16:-2.996886244791934 17:4.967876271577846 18:-1.764669500763882 19:-2.592646001091484 20:-3.018850765705834 21:-8.914640509759188 22:-10.07146245500726 23:-3.356898873362518 24:-2.612191033949948 25:5.48280854276427 26:7.465247067424559 27:1.065006018225287 28:-7.058706167399942 29:7.169222183672876 30:-1.449452708955847 31:-0.1730305349669281 32:-10.16646720952594 33:3.667621375410178 34:-4.636208221767112 35:-1.216749612216528 36:6.913535161415724 37:5.67154406001986 38:3.502523249426665 39:-9.527867584825483 40:-3.974897088481308 41:5.08842536569677 42:-7.816906428493271 43:8.985051993886051 44:9.211288257508741 45:-1.32299786853037 46:6.635001274213051 47:-7.209473225104068 48:-2.931011633100101 49:1.24977906162377 50:-7.137574300847289 51:7.054722901579753 52:6.148858648375477 53:-7.045867907354454 54:6.247842487594749 55:4.178159540809494 56:-1.460919002717188 57:7.263310873807939 58:2.177912544763436 59:-3.222097603307189 60:7.170913455300756 61:-0.5844312254621495 62:-3.209662234993725 63:-1.808140778686626 64:-1.680278395510808 65:-4.699401755000286 66:-10.51385645253847 67:-8.740318948221244 68:8.258189370241002 69:8.306130158966722 70:7.301048605410196 71:9.155036219798109 72:0.001646950729968927 73:6.900587960606646 74:0.1979263021577966 75:5.535726334352107 76:-0.4946575519466583 77:-1.564539573272453 78:6.041081984573528 79:10.06659968849589 80:-3.328646997596562 81:2.679212791923371 82:-7.476073478065632 83:-2.065957183320516 84:2.165710095555103 85:8.21214302069297 86:2.480319665470397 87:-3.902635462191189 88:-4.094299497827802 89:0.7007888114089278 90:-4.213661949851677 91:-5.197278391880378 92:0.3522834931188091 93:-1.009963834715547 94:-2.727465087067887 95:4.036508369720075 96:7.183996091332528 97:-8.7887827147194 98:-5.041071460343522 99:-3.216586807406034 100:3.712140787285136 101:3.847755802844848 102:2.541151837254216 103:-3.705224398666843 104:-4.681324454483536 105:-2.644234700798482 106:1.657142256030027 107:-1.458872792192503 108:-2.149619419013702 109:-1.246447933846508 110:6.19512956002224 111:6.590473074302046 112:9.940574993657224 113:1.951180123246471 114:6.972783179465319 115:8.925739247716386 116:-9.832569201222302 117:2.528878203640716 118:8.745452106475172 119:-1.638986847634486 120:2.946004198346668 121:-3.667920728339162 122:0.7187374324630764 123:10.37487248600132 124:3.640528999069559 125:-0.1463492225966939 126:7.074011570107959 127:8.45719862958093 128:4.411512114360538 129:0.8499574554842457 130:-0.7509455190147324 131:-1.562997706281718 132:-2.285523301201619 133:-0.008598376913832251 134:8.311507763729491 135:-6.29338074038301 136:-4.910198766547619 137:-3.238396719981731 138:-4.215775594478258 139:-1.350465093962352 140:-2.98291638942136 141:3.894448997472185 142:-1.549470773407678 143:-3.830727510069174 144:-0.5703645275639538 145:-5.197164758240421 146:7.978023078114789 147:-3.463865916750537 148:4.706628887472433 149:5.100155507010536 150:6.6010667485135 151:-10.89239950622698 152:-2.741560483324099 153:4.894132838941728 154:6.688270272985777 155:2.828888101129146 156:-7.000426951512666 157:2.864899516435521 158:4.253351184615366 159:5.542119865919622 160:-5.515529040821331 161:-2.305310279778288 162:-6.506466742762353 163:9.405017647637381 164:4.828157784793457 165:7.287539653286975 166:6.183687225788027 167:0.84166270156353 168:-6.331194621075049 169:4.224505337076383 170:3.214146681835719 171:-0.7786972934386651 172:5.169837956630301 173:-8.084489306559842 174:0.2080693106811637 175:5.284747572968696 176:6.965405811774627 177:2.778483321779107 178:-2.517656184119524 179:-0.9057079893281534 180:-0.8652265307667075 181:6.178709703741701 182:3.017436140863536 183:-6.507376910476154 184:-6.500997556395865 185:-5.269409218716753 186:-1.089669845050426 187:3.813721394944189 188:-10.30322399560416 189:4.466698782703189 190:0.001573810506200979 191:8.485774421174542 192:11.08560205828513 193:6.866964831474955 194:2.126823611307585 195:5.132301483697954 196:9.887881170408999 197:2.741210481268842 198:2.444925952213059 199:-2.953391241023948
-1 0:9.981432397008735 1:-4.963106844672589 2:-1.323526973309626 3:-3.252703084947589 4:4.546861664553949 5:11.70526552413381 6:-9.4400246016898 7:-7.545676189852232 8:5.468421441853991 9:4.067503422271082 10:-7.250030729902051 11:2.237875094061752 12:-9.961235621092188 13:-10.21192466428641 14:-6.257515731525353 15:3.443510630095016 16:6.592719848644455 17:1.192997982194788 18:-6.972710533894769 19:-2.852083360874527 20:-0.6148606970429091 21:1.392520458019598 22:-5.776705536377672 23:7.513123887147613 24:0.3321779647410678 25:4.003485619696668 26:0.6745638156719442 27:-3.31070749995506 28:4.776784212500765 29:7.660562433864987 30:6.540451226960866 31:3.923484712751146 32:7.244087557278517 33:5.666637189188079 34:7.144115718451199 35:3.218696089468851 36:6.766478235001482 37:6.338825488352856 38:-8.342518909824815 39:-4.491873139976308 40:-0.9198587435736324 41:0.4987362425235049 42:-1.876823874697585 43:-9.051897132623884 44:1.909172535044442 45:7.559067291790122 46:-9.443396042494378 47:-3.433896799695289 48:-7.571132543688362 49:6.087599074879498 50:2.692371941284412 51:-3.308011415238896 52:9.949560780609408 53:-7.603101369601953 54:-1.647516550087368 55:-1.684058793853072 56:8.364958706563911 57:-8.724875554783193 58:-2.119505725824723 59:-5.79394070081712 60:5.594423894730838 61:-3.142626144796146 62:9.042567383748276 63:0.6125291294779895 64:0.3392175087487264 65:-1.930668313741623 66:-5.49030894170556 67:8.566838339634401 68:9.172123041025962 69:-2.61240753232967 70:1.150557386153013 71:2.788126797140036 72:0.01494264600140083 73:5.384242898946089 74:-3.845492348412604 75:1.101605213508822 76:2.175581557411741 77:-8.278349355094303 78:3.569021612905607 79:6.599709407955521 80:-4.386239466616515 81:-2.459261821617128 82:2.379509626113525 83:6.80434692463229 84:6.497562317863945 85:6.352979905748528 86:-4.706410712679707 87:-8.05590886722397 88:-1.004033662044152 89:-5.799682909444988 90:-4.557178857706925 91:-7.170828005483213 92:6.949394056893706 93:-8.717674396942776 94:-4.497718661406887 95:-8.052178257268432 96:10.71787803382301 97:-7.270208319062498 98:-6.838895194697807 99:-1.26463366142146 100:4.171879032924774 101:-2.61366902141902 102:7.027792446359354 103:-7.999170913455288 104:-4.602284512459573 105:-6.207625631401797 106:1.54921752414549 107:-3.093116435452695 108:-9.586932979738986 109:5.937361577001689 110:10.67154852158802 111:4.489414406333348 112:7.705837064728891 113:-6.101466427190279 114:11.22297147587434 115:-8.938211872729658 116:-4.487102696531927 117:5.448714717844104 118:2.993726134856907 119:3.032765567244799 120:7.43314682995044 121:5.017193261754111 122:-7.192077350260923 123:-2.142326992709398 124:4.511208295230051 125:7.149350032080243 126:-8.931698260970382 127:-0.3614149735972342 128:6.445963177288525 129:5.585353925117279 130:-6.325018874451025 131:-1.363813354631069 132:10.35771412575068 133:0.7465802827179114 134:-3.78441779086533 135:5.386244890176124 136:-4.043504875660703 137:6.279437324042626 138:-7.984908590135182 139:0.6019059286108104 140:-10.38598623445722 141:-8.292535458346036 142:6.031846889330181 143:3.188238477424717 144:0.4436555952908441 145:-4.94621799995561 146:-2.054556094822523 147:-6.658828138339013 148:-0.7005748212281413 149:-1.073473606432728 150:-3.066073723705578 151:2.414491191897542 152:3.519938397354496 153:-2.640962540516056 154:-7.076704280650914 155:-7.273581141084262 156:7.378708903192089 157:-1.405095947979109 158:-2.27426910502145 159:3.033039796238646 160:5.922404566521506 161:7.266833221516007 162:-8.281125017136491 163:1.863483669963176 164:8.182879070706512 165:2.689251680250584 166:-4.526374800375491 167:-3.830520339106701 168:3.145288069981202 169:-0.6438881056532311 170:-11.02577616313227 171:-9.981018898116481 172:-6.637210758516234 173:8.960750590659904 174:-1.592027579522724 175:-4.231339092798835 176:6.889310620067977 177:-2.769110939204058 178:-2.719356309631189 179:-4.149230820056646 180:2.023113694976688 181:8.123698473283259 182:4.713889167852781 183:-1.794760474377855 184:2.50591762364397 185:-4.417153478113438 186:-4.580236366773744 187:-2.216746138273129 188:9.820625060093912 189:6.262391653586016 190:-10.74113811832414 191:-1.993330886054162 192:5.816030802094195 193:-8.910174877227561 194:0.3124889481978582 195:-6.560601038455493 196:-10.16718974888431 197:-6.531353725437821 198:-2.252640232844882 199:-7.383363729501198
-1 0:7.361280558226146 1:-3.597597372783679 2:-4.701654097352217 3:-3.571218177385898 4:3.362486610543591 5:12.14397734275301 6:-10.01955707477606 7:-4.804387268198727 8:8.660987218847062 9:3.334294142454286 10:-7.601030189640309 11:4.148707291403324 12:-7.36317508604119 13:-9.130835826079528 14:-5.697724045262201 15:3.797138273113013 16:5.07736463037967 17:4.940574400583056 18:-7.196526327916727 19:-1.310483750557169 20:-2.550412648072615 21:-0.2933500534163986 22:-7.642052837537329 23:8.664104995823957 24:0.03519255828390849 25:4.251215581716171 26:-1.190333155692149 27:-1.396921912951482 28:3.873738496722673 29:8.416676813472153 30:6.361060694847599 31:5.247970401917945 32:6.226218571386053 33:3.82199484290188 34:6.007530397478928 35:5.821085380352468 36:7.191995973368515 37:6.343138998626951 38:-7.224806107092494 39:-5.058244781614043 40:-0.2038891075685817 41:0.9210733515045522 42:-1.318794140960565 43:-9.215204671560212 44:3.499679657133721 45:4.79792597817783 46:-9.655408365514855 47:-5.102026515509047 48:-8.055192069199739 49:7.081026713477142 50:3.21893982336911 51:-1.918085716802989 52:8.00708375002443 53:-7.803708877129369 54:-1.813609349067704 55:-2.986220511802124 56:9.568122817167902 57:-8.633191969003972 58:-2.663489403229349 59:-4.820541286598923 60:7.982263309513693 61:-4.968776390397912 62:10.24046202231557 63:1.119859183711619 64:-0.5470261640412055 65:-1.533067296568636 66:-6.579112991546993 67:9.030094986476893 68:10.73498524615917 69:-2.819318601891591 70:0.2599846682585517 71:0.1768656725800479 72:-1.745038867645286 73:5.672492929608374 74:-3.688358571048365 75:1.702640832490529 76:3.593481297442654 77:-9.700748817818468 78:1.106674178367752 79:6.069551331909266 80:-4.820387110867153 81:-3.951039209872225 82:2.941664713028584 83:7.405499186453826 84:5.759048672305086 85:7.05860242550281 86:-2.530921003598316 87:-5.625852261075999 88:-2.324240500502546 89:-4.747296242759705 90:-2.991863748096564 91:-8.238708310579643 92:8.320298674202762 93:-7.450057665897194 94:-5.174979435863563 95:-8.050147611466352 96:9.691346294096311 97:-7.293303264801671 98:-8.502958931068386 99:-1.41961093154881 100:5.679923804663503 101:-3.624157542898806 102:8.291955217335516 103:-7.402898735473325 104:-4.110984150974145 105:-8.251650406706732 106:1.032777138377025 107:-2.287940708855697 108:-10.27784186746897 109:4.796554992985544 110:9.042769905010163 111:6.393353939025563 112:10.24644213755784 113:-6.529601799609652 114:8.579390881946292 115:-7.126989785831596 116:-5.385685030660989 117:4.751953600581113 118:2.476188051391579 119:4.148180351769364 120:8.098140982700423 121:3.878957592812274 122:-7.090705700011783 123:-3.151877492858011 124:4.70767662733921 125:5.918916269087624 126:-9.001066681003204 127:-0.7481500521055255 128:6.474541564252775 129:5.792440425737105 130:-4.619344968753027 131:-3.327997967589441 132:9.309194099367641 133:0.4520629546669597 134:-4.289501995220959 135:9.34655322076277 136:-2.860193910737512 137:6.039758329063066 138:-9.028552253508126 139:2.259077438110092 140:-10.5541259067271 141:-7.258729640551575 142:3.280436110227187 143:2.940070938193489 144:1.67528203473605 145:-6.579023204022753 146:-1.669081234959677 147:-9.021803667162198 148:-2.810894286566289 149:0.9331108459063726 150:-4.260629703032656 151:4.776766855104876 152:1.761169108242321 153:-5.10662329986473 154:-7.384490202028116 155:-7.719990132466799 156:6.485077012614179 157:-4.580148530179594 158:-2.338475754418956 159:2.594633402017723 160:3.782216860757396 161:8.028387997578339 162:-8.677752946745461 163:3.489671976095083 164:9.979254908579628 165:0.7286810466925964 166:-5.05420859647173 167:-5.056280803279833 168:4.004793747636742 169:-3.259145670137062 170:-8.772656662954851 171:-10.1556763932811 172:-6.286977941826035 173:6.411430534547605 174:-3.226971533235699 175:-3.759199259524809 176:8.065496249856274 177:-2.913407353859316 178:-3.183066805647955 179:-4.399483260732724 180:1.739550596993113 181:6.725403495934648 182:4.056613526497951 183:0.9664851788647593 184:-0.320279214650927 185:-4.137292301748314 186:-5.356846308844236 187:-0.9909353789506299 188:9.762727905701619 189:8.287583764378194 190:-8.443707199439526 191:-3.360363642258146 192:5.58775679219071 193:-7.745795393567733 194:3.913559284379816 195:-7.410626297230523 196:-9.887057198849497 197:-7.129689965440877 198:-4.82976162582949 199:-8.069959174332435
-1 0:7.81929714616516 1:-4.489399566471944 2:-3.279060697582552 3:-4.631420193764063 4:2.513986780901236 5:10.15355011329858 6:-11.2418004874641 7:-7.850348996855863 8:6.668215336362755 9:3.584063772532263 10:-8.518045055378728 11:3.990137723039038 12:-7.190036252589418 13:-10.27504794590823 14:-6.616987234180074 15:3.372500144435206 16:6.35025764844853 17:1.912190007376078 18:-6.877213488388161 19:-1.601611277306096 20:-3.281739816252284 21:2.317075862307255 22:-8.752898286675741 23:8.626535386025465 24:0.6507548673362111 25:3.545834418306768 26:-1.637711688864839 27:-1.941623897331976 28:4.746773380432731 29:6.286763854647453 30:7.62174958198204 31:5.298338655482634 32:7.087516299064411 33:6.947782666227518 34:7.130877675966618 35:5.154863597185642 36:7.304749181496565 37:7.441136357072726 38:-8.762934603051566 39:-2.885959965745198 40:0.09601480300325616 41:0.5937054154862702 42:-0.7319062666923457 43:-7.666471878042508 44:2.501318402548653 45:6.573354223554301 46:-8.797888581755753 47:-4.821257426477538 48:-9.7253684576729 49:6.310049865306201 50:2.37324742163414 51:-2.964081686162454 52:6.437518678865237 53:-9.696899782606184 54:-2.532307100076491 55:-1.644377776987193 56:10.33560736806159 57:-8.104337251932515 58:0.4291035181825316 59:-3.472810073945487 60:8.338252386959876 61:-6.081096494602154 62:9.236592950264226 63:2.028783524399608 64:0.5180541323283392 65:-2.086651415364654 66:-5.468363892291813 67:6.808568713508144 68:8.737829641615178 69:-3.322781517221432 70:0.5130069453948031 71:2.205540123687249 72:-1.006467293289192 73:3.884793324505235 74:-3.880955348654942 75:3.981269750001434 76:1.060308888369672 77:-8.857098813198938 78:0.8723992033640166 79:6.940833966360031 80:-6.015963665299254 81:-4.131641382548969 82:4.77981460139917 83:5.914843102272844 84:7.581239963067914 85:6.773950919514832 86:-1.532359621382374 87:-8.792363091899269 88:-0.8877580719086819 89:-6.259270047571187 90:-3.844414791949356 91:-6.594968681415811 92:8.564540226850768 93:-6.409066956466771 94:-5.017985003041875 95:-6.8837018013483 96:9.26761376705451 97:-5.882927419049174 98:-5.94811008918156 99:-2.325061413427165 100:5.56907954307392 101:-3.102955951329765 102:6.625523479011357 103:-5.734041725944917 104:-3.569061499918578 105:-8.819434977237517 106:2.700584636705086 107:-2.826268423970383 108:-8.712402119169546 109:4.284583008565551 110:9.924347099182027 111:5.083547824688273 112:7.625141951599604 113:-5.729140180252269 114:10.48145223323742 115:-8.735415598250963 116:-4.875703856064933 117:3.826150224644906 118:2.424319151830365 119:2.437954329827009 120:9.229365818117369 121:4.054364923869813 122:-7.019106035342648 123:-2.221886445276669 124:3.847790036380318 125:7.489121503549027 126:-9.576450459687337 127:0.3407344548106341 128:6.015655969579401 129:6.585130217603941 130:-3.880507917746975 131:-1.442462893570182 132:9.019860475283624 133:-2.060167415347288 134:-5.510431643276112 135:6.010780033058939 136:-3.952924060360711 137:9.10881242827881 138:-8.738093265435941 139:1.514544502303962 140:-10.77928904944091 141:-8.281815487686998 142:6.462832053103976 143:1.359343797089963 144:-0.3916861529555031 145:-5.859148449424948 146:-1.597043778940738 147:-7.399211202931036 148:-3.404753803055875 149:-1.615557079817398 150:-2.465922958920711 151:4.750613009192779 152:4.69993969684874 153:-4.652333153446306 154:-8.499990623196467 155:-5.854523291248935 156:7.158293673973748 157:-2.735348150372199 158:1.15183386622717 159:1.856891223783223 160:5.973782411976402 161:7.369484214702927 162:-8.736469132028617 163:2.434008042557946 164:7.633961285948772 165:1.125281345859221 166:-6.318805535253807 167:-5.619593298070367 168:4.411118904663487 169:-1.899423023660568 170:-11.09228055485346 171:-9.017960484902359 172:-6.84974408811043 173:6.826160128409287 174:-1.335232822053695 175:-5.284379863813814 176:3.658313285141808 177:-4.940490562831508 178:-2.755223432692291 179:-3.522857854732439 180:2.498187762053169 181:6.864016382000287 182:4.306256009014263 183:-0.9413364969741831 184:2.267739941203896 185:-3.837616656092388 186:-4.84493834780485 187:-0.2456606462557396 188:10.12544540965227 189:7.089768894593638 190:-10.4640102126199 191:-1.133880281151612 192:6.869522391618935 193:-6.88600880282653 194:0.5753759950026712 195:-9.172292162630134 196:-9.928350184458122 197:-6.679065729294202 198:-4.497686646141805 199:-7.639949739003675
--1 0:4.775337479626774 1:5.789033890918533 2:7.334230439411449 3:10.54983363958411 4:-10.04023155554356 5:-0.5201468088914303 6:-2.041914856037233 7:-1.300136883545797 8:-6.034869080269572 9:-5.72753308164063 10:7.015356759385612 11:-5.554955672471621 12:-4.578913910570771 13:-4.473387173793603 14:-7.835539585282819 15:5.116997846408371 16:-4.128325592799356 17:4.369444753543982 18:-0.5987365558460923 19:-2.733131755911409 20:-2.557234156650834 21:-7.650635849377066 22:-10.86075731783962 23:-4.394826596064725 24:-1.017510379728601 25:4.338592088218221 26:9.214563877881435 27:-2.010042021923439 28:-10.00669928220127 29:6.651976436113985 30:-2.675537684509961 31:-1.814489560132293 32:-9.255704964411001 33:2.242468880168888 34:-5.203680129937714 35:-1.84576665353015 36:5.549811368344497 37:3.434571559355013 38:2.878814267871968 39:-8.706570853635951 40:-2.094857285419657 41:1.718029666517939 42:-5.259303681431274 43:10.12206190954817 44:10.11635623844311 45:-1.280922259486229 46:6.773946082119071 47:-7.150761053282489 48:-3.288763749618139 49:0.1500362372759307 50:-7.122881787517327 51:6.230213281985429 52:6.409281370489722 53:-8.666323099793036 54:7.582943381780813 55:5.125507667997997 56:-0.5970164800870128 57:7.00666326406323 58:2.474674483682203 59:-4.143861175698603 60:5.868714192647784 61:-2.712205314048852 62:-3.099957561366128 63:-2.477426514168708 64:-2.438018906396574 65:-6.214332277442391 66:-10.09957283188905 67:-8.795096161380991 68:9.226684657036287 69:7.689416224033219 70:8.16857703792669 71:9.159925652514923 72:-2.784324626178689 73:6.038667944625109 74:-1.343082569472858 75:3.824646581073242 76:-3.657548361296856 77:-1.853738940156495 78:7.636129761374431 79:9.859896258727789 80:-2.469814089222102 81:2.867562767064058 82:-8.558578653215871 83:-2.294463706198969 84:-0.7509719065432436 85:5.605066248928547 86:3.275772978031365 87:-4.140875444771476 88:-4.671862447449271 89:0.4040066636245008 90:-5.695714034093102 91:-4.7718254099615 92:1.07621251996879 93:-2.306514291304858 94:-4.365471767648607 95:3.507438570309374 96:5.892272055996442 97:-9.338781579756777 98:-6.466278614732153 99:-2.876106841449237 100:3.527237261986762 101:5.434689052119217 102:1.408566300515504 103:-1.715902037649521 104:-5.828414005046439 105:-3.746211452828733 106:1.779985176964206 107:-0.4483789413825409 108:-0.5527600765077192 109:-0.3147603740538183 110:8.475223079966892 111:9.410680671952516 112:8.444668385919302 113:1.310736727484081 114:8.891121835103627 115:8.434385273059355 116:-7.967716941322566 117:2.832542012130951 118:10.87404173274571 119:1.12188065595843 120:2.883022236592559 121:-3.746144653702144 122:2.621165506235959 123:8.850269979718938 124:3.329870180063462 125:1.488015290417559 126:6.902162059649037 127:8.508550916064872 128:5.227237260055431 129:1.577132175308335 130:0.3854899923028706 131:-0.6892751873134987 132:-1.951890276453423 133:1.740747366616714 134:10.40419610961846 135:-5.474650560132698 136:-2.533982871710923 137:-3.301520550731732 138:-1.849449239473868 139:-1.689058622492614 140:-1.065934315564426 141:4.410193589081069 142:-3.764557692035281 143:-5.035117872501385 144:-0.528759202699758 145:-6.582552622020704 146:9.199132687255728 147:-3.197373539537715 148:4.197409857121381 149:5.108983696580607 150:8.12767836922537 151:-8.249381059462575 152:-4.369118406468509 153:4.472652987453993 154:4.418536038316631 155:1.258364585600087 156:-6.514013571889476 157:5.525303255057088 158:5.605121330970177 159:8.472377773747963 160:-2.49851201367155 161:-2.914605607444729 162:-6.213055404945242 163:7.934613240729128 164:3.755922474335114 165:6.718341769933146 166:7.155867579906332 167:0.3998694425438025 168:-6.852466754537182 169:4.439600528015927 170:2.205635724552598 171:1.421056707117366 172:4.247313483943221 173:-6.904566656800249 174:1.006343377145538 175:4.04662837626699 176:4.927569798183333 177:1.640274905482154 178:-4.899110592822014 179:-1.386303712801235 180:0.416041158084963 181:5.107576573500831 182:1.884164092928317 183:-4.754668922806806 184:-6.636086342713229 185:-5.883557961948558 186:-5.007436761637111 187:4.062561307579881 188:-11.77489010505281 189:3.156639176638048 190:-1.231826724876437 191:6.885358549924242 192:8.267827179847401 193:6.664333418981744 194:2.457223209949806 195:4.866738661887734 196:10.28328964866984 197:2.01559196549196 198:2.078528594745857 199:-3.273815904848326
-1 0:6.901732685390012 1:-2.027967521611806 2:-6.35809460385148 3:-3.092625046340111 4:4.941066447285075 5:10.05596514406716 6:-8.848409569592899 7:-5.811426695266997 8:6.293744761314204 9:5.14120071346858 10:-6.274146632786319 11:3.121912908887286 12:-7.416764925762602 13:-8.075131957006267 14:-2.990057833490851 15:4.213077192920901 16:3.618889203751354 17:1.451359958499591 18:-6.649044014615537 19:-1.088581694166957 20:-1.825220697553399 21:1.81127684527924 22:-7.932669836715583 23:7.610728611909521 24:-0.9593740790991052 25:3.773854693286001 26:0.6609207430893037 27:-2.986094732574086 28:6.284200015394644 29:6.077804021715845 30:5.496575853750063 31:2.748054658218622 32:6.951526084496054 33:5.599269271956815 34:8.262142361260729 35:2.740903020494873 36:5.776187879681742 37:6.315134621080919 38:-6.817084375315158 39:-2.394669396752543 40:-1.881874588138898 41:0.1296290232841237 42:-1.733029389054221 43:-8.132854672309648 44:0.06454993766572592 45:7.910190846666625 46:-9.492977189213596 47:-5.22206295534607 48:-8.115180927302458 49:6.490679787587616 50:4.262869833880916 51:-2.383810029434171 52:6.147743553304015 53:-8.11077783207365 54:-2.02924612953315 55:-3.379649017078409 56:7.297531527216615 57:-7.865025734204453 58:-0.04520317101776317 59:-4.830367057457039 60:6.496397934270966 61:-4.68350933317838 62:8.745948288506364 63:0.6610638135413046 64:-1.006138693135633 65:-2.286045697169059 66:-5.349896738023724 67:8.182710484875953 68:8.543862164174948 69:-6.366634547180934 70:0.9581565820809481 71:1.401884286491108 72:-1.57103270725004 73:4.090478096660441 74:-3.918870723993167 75:1.813211721547034 76:1.612848663873579 77:-10.00335841078207 78:1.914196975075931 79:5.417739751677376 80:-4.564335815642537 81:-3.395315450717427 82:2.906584306444262 83:7.410042367501649 84:5.404684191184085 85:6.655656649083618 86:-4.390355113548807 87:-8.0086557314113 88:-1.273478962567557 89:-7.69165258387215 90:-3.543757084074929 91:-6.934983884378688 92:8.793101159617665 93:-9.988695449482929 94:-4.911003753379998 95:-6.346036711957411 96:8.864398056954068 97:-7.033198078840157 98:-6.067404188133383 99:-0.6459636905013288 100:5.721689029678196 101:-4.715270591068724 102:6.804329642631595 103:-7.265568520188122 104:-3.610632853502942 105:-7.101453338766986 106:0.9433142373260939 107:-2.361401955395416 108:-11.97752006958294 109:4.497233811356329 110:10.26304128765401 111:6.468549267977274 112:9.041938421177928 113:-6.395970984902164 114:10.6728086163376 115:-7.668940896352901 116:-2.078805614201089 117:5.581619654657457 118:2.05911123914609 119:3.689238932871855 120:9.958757002632007 121:3.836052129505527 122:-8.828297700865516 123:-2.622763398053035 124:3.876779921069986 125:7.299929902227329 126:-8.049869530327671 127:-1.196371512477612 128:6.659603004380756 129:3.795636203266597 130:-2.387080654773867 131:-2.37847176715639 132:10.47132931509892 133:1.275891686061215 134:-3.849702843466475 135:6.544323930218777 136:-3.811919813113527 137:6.782341679552869 138:-7.629924218744049 139:1.220775252827262 140:-8.931248614366947 141:-11.42798810527412 142:6.301499117646514 143:3.529490892286347 144:1.492771922244221 145:-7.665874602527057 146:-1.45580823074001 147:-7.623066186994345 148:-2.119229857893158 149:-1.017586916788046 150:-1.962116069082517 151:5.44288661058999 152:4.352226194543648 153:-2.909681574986831 154:-9.067779511700063 155:-6.741500924745773 156:8.017913079782268 157:-2.557810583066068 158:-4.210639121036509 159:1.344294763840336 160:6.527542829414037 161:7.2862359166337 162:-8.820462996302094 163:0.5969135180352567 164:8.334482326951548 165:0.2633253703856346 166:-6.840080400909951 167:-6.810905966638155 168:3.512602218312584 169:-2.633172389789964 170:-9.103936041674379 171:-9.196970263116894 172:-5.991232768636313 173:8.689540723972319 174:-3.076634766741992 175:-4.980566376091363 176:8.778067309628311 177:-3.622965961244025 178:-3.06153784071312 179:-3.982567840121306 180:2.57733681700094 181:6.551453518411363 182:3.868747263496771 183:-2.113015673626478 184:2.330183935174434 185:-5.817038039175293 186:-3.588384002074808 187:-1.753949013435863 188:6.964300504978612 189:6.188414967029814 190:-8.736105451400904 191:-2.163694660264712 192:5.348946006397402 193:-6.26852770173573 194:0.4239067519435945 195:-8.873162402553698 196:-9.732780737373387 197:-7.083419148815106 198:-4.5467999778176 199:-6.565408879423856
--1 0:3.683622579613883 1:4.565864624585902 2:7.038372301968206 3:9.605068653337259 4:-7.661184664911809 5:-0.1823163107519751 6:-1.496277617824063 7:-2.596048137378398 8:-5.534093263860352 9:-6.589507334598204 10:9.172167177457426 11:-5.295484620540004 12:-8.330357477745315 13:-4.076685529090307 14:-5.542939955729591 15:4.908532764019406 16:-3.963460218126372 17:4.828072771464845 18:-1.843822019221354 19:-2.451641339429811 20:-0.5533804311655162 21:-10.12067659307171 22:-9.326740085168696 23:-3.152202942417267 24:-3.311308848387781 25:4.020452673193494 26:9.560190377153155 27:-1.069749626570511 28:-7.712519425591676 29:8.548278467427579 30:-1.522033750265847 31:-0.5320146914338658 32:-8.002730713791749 33:1.713071224520294 34:-5.237928498949568 35:-2.4345079161303 36:6.790235978971177 37:4.740373388957314 38:3.676721345948898 39:-9.523576073155674 40:-3.222724865075147 41:3.111393823773481 42:-6.410091623058539 43:8.220366211013483 44:8.908379085126077 45:-2.169900671020746 46:6.353761949278188 47:-8.294588865527293 48:-3.183894806083681 49:1.54575512072727 50:-8.917824668276161 51:6.429667897911399 52:7.671052781036535 53:-6.849822957255765 54:8.294486493474373 55:4.715667665356438 56:-1.332801167167222 57:8.194992234009796 58:2.93865119601431 59:-2.120168458498912 60:6.617081135406791 61:-2.829459536956761 62:-4.086459362006419 63:-0.2208007438490069 64:-2.549365064374785 65:-4.107420106515387 66:-10.89935164014484 67:-8.702171691276536 68:8.681821695858305 69:6.411820255368372 70:7.10682091144605 71:8.934821128543566 72:0.4213417464407578 73:7.720100287084415 74:-0.6039964606144953 75:6.167183206620614 76:-1.899695634114758 77:-2.22899053797223 78:8.217997819147584 79:9.619051424388021 80:-2.413148857691595 81:2.933430322215106 82:-7.357250860380944 83:-2.017824347921147 84:1.815107774937437 85:10.19317707800637 86:4.000275485960541 87:-5.344842115749898 88:-3.386294693128407 89:1.87304120854588 90:-5.806032200336086 91:-5.125005639004206 92:2.091911178690519 93:-2.980992280875948 94:-2.889443866960706 95:5.311134744172773 96:6.5269593859391 97:-11.11895917826318 98:-5.725022064825398 99:-2.432079058814657 100:4.204111906360089 101:5.57334917113481 102:-0.7745133753468234 103:-1.135597009557282 104:-5.664003717743386 105:-2.063865069853247 106:2.738630851870902 107:-1.777823192054539 108:-2.373922123183488 109:-1.018282672922885 110:6.98640163677462 111:7.864468851198033 112:8.067511392102773 113:1.167682152835674 114:6.430748679348945 115:8.50365892990142 116:-8.113177332156305 117:3.805356355182448 118:9.294949939213172 119:1.607437258167755 120:3.048916238701103 121:-3.720732037976052 122:0.9143158603393764 123:8.602487176180839 124:6.035375917221032 125:1.34578895708076 126:5.893932278680598 127:8.487979780171118 128:5.322700355837237 129:0.7892537680690033 130:0.6701064372172975 131:-0.889237784987714 132:-1.825165206549956 133:3.348047923448095 134:10.05380786328405 135:-7.372267885323319 136:-4.310605989053083 137:-4.292282407439793 138:-3.690559092398331 139:-1.301069750265519 140:-3.03822143096248 141:5.41605449560026 142:-2.19740109087258 143:-3.980601726702565 144:0.1264866516839068 145:-7.625485102570979 146:7.121720394023111 147:-0.8034572123196955 148:5.086907976507492 149:5.766982497694745 150:7.232121626793834 151:-9.114056467193162 152:-4.983657415588093 153:4.105884363009129 154:5.552620547570413 155:2.625966122023923 156:-5.739653526362787 157:2.096927216297638 158:5.057212986578145 159:8.443586389957684 160:-2.755067168735618 161:-1.955633288546215 162:-6.313035979540818 163:8.215191808463247 164:5.741694322383339 165:7.125921912243502 166:7.10105491849388 167:1.290132155341363 168:-5.753860573945317 169:3.641748447048804 170:2.010501282183172 171:-0.2923339669144307 172:4.255718361780178 173:-9.585494815929236 174:1.324603711127931 175:4.103392628977352 176:6.750171863992506 177:3.36095544064267 178:-3.214466419213402 179:-0.9424041007031723 180:-1.55065754760691 181:4.749603126860584 182:2.635909784373012 183:-5.133199231125026 184:-4.621526531049251 185:-4.663302016736294 186:-1.000904501707123 187:3.729717222019762 188:-10.53907111430705 189:-0.3205308910459577 190:0.7930864295973761 191:9.20037507442051 192:10.95420362170357 193:8.842530493491202 194:4.41948538374967 195:5.233048727720552 196:8.144788960143089 197:2.310365691559584 198:2.467724200314533 199:-2.541329368686808
-1 0:10.84118823821847 1:-2.768528648134572 2:-2.306470473769103 3:-3.393485633783845 4:3.737528070425093 5:9.459952780968097 6:-10.13284497827355 7:-6.12573213691433 8:5.346746665405647 9:4.148797558255653 10:-5.899863977460043 11:4.377138661239831 12:-7.810154310240145 13:-9.34848487881816 14:-6.144370175617692 15:3.908461187099737 16:7.224300608542315 17:3.013365878412507 18:-6.822179021812596 19:-2.227400010211179 20:-2.079639747671291 21:1.455350148598547 22:-8.900960952198414 23:8.790976235395028 24:0.230067911825084 25:4.174283010550005 26:-0.1729201261698821 27:-1.60241228176596 28:5.262424968839147 29:6.858225970832517 30:6.649213283026572 31:2.847791733451993 32:6.257433095360427 33:5.888268405041093 34:6.807268374500189 35:5.449084134985275 36:5.502738386462164 37:5.919718947066002 38:-7.405874346240335 39:-3.834387056746903 40:-1.174023850975621 41:1.408684990826983 42:-1.690928616996064 43:-8.681607167420557 44:1.518069955166714 45:6.399482101384039 46:-11.38908644195642 47:-6.573215593110506 48:-8.353644284494232 49:7.65295470454676 50:4.947045862920898 51:-3.512632367111365 52:6.814385854143033 53:-10.41664814816898 54:-2.245544151369093 55:-3.305047801747567 56:7.971613274120793 57:-7.865549662331961 58:-2.137065537297492 59:-5.547161493199782 60:6.539984314863926 61:-6.596434344471954 62:8.757425838554482 63:2.646077423596543 64:0.9691190747576832 65:-1.586771585048966 66:-5.098286419692418 67:7.894626510925971 68:7.987318578651514 69:-3.428159403758156 70:0.001459567307837695 71:2.539737820693731 72:-0.4496884192789208 73:4.955359987823347 74:-5.424914051415287 75:1.298248841348745 76:3.683882590810565 77:-9.869940466308382 78:0.1392780556430775 79:4.209869708031664 80:-7.020441455911482 81:-3.695176932995143 82:2.36120036217416 83:6.524481803700073 84:7.857402400887295 85:6.072877578038262 86:-2.798882416144119 87:-7.090274596611563 88:-2.918930234611834 89:-7.449755343141078 90:-3.762557554191571 91:-5.561949216907498 92:7.942463562780138 93:-8.138757656281843 94:-5.945337875549142 95:-9.656399497955393 96:9.622219796483353 97:-6.566992966097704 98:-8.608783075967402 99:0.9588469885962989 100:5.763743943249969 101:-4.689851212433485 102:6.162975752430272 103:-8.176397369558458 104:-4.907217339055463 105:-6.989894591814202 106:-0.05355757546352824 107:-3.769735216934985 108:-9.411656747301931 109:5.747435889073488 110:8.191317654089652 111:7.019626467163527 112:7.970359540933799 113:-7.110677498411181 114:10.59293863377844 115:-8.158463666987929 116:-3.874212052102828 117:4.654325264451092 118:1.677621996445839 119:2.423113056775745 120:7.510905197814202 121:2.555494183417229 122:-7.019904822216512 123:-2.831587317677983 124:3.397613199219581 125:3.662662060660044 126:-9.668720105394234 127:-1.498913244324413 128:6.411373039568733 129:6.125191950001009 130:-3.735049843583687 131:-2.399930525022281 132:9.553919199755612 133:-0.3602845767115237 134:-4.282724804740567 135:7.193271367758866 136:-2.083224001073758 137:6.055894701274743 138:-8.929110017456887 139:1.527418654911898 140:-11.00358520476147 141:-6.795932872682189 142:6.178643673720125 143:2.863399590587332 144:1.415593562402635 145:-6.643340028954142 146:-0.6598108665597782 147:-7.191297935570411 148:-2.150620951291186 149:-3.323101264699526 150:-2.697439010984815 151:6.130998909059527 152:3.814893060730405 153:-5.68756125777764 154:-7.517287887388187 155:-7.052040971784337 156:8.10924372846833 157:-0.1692950744905042 158:-1.821842475825551 159:1.931945895889754 160:3.343893876507214 161:6.092769598353769 162:-9.645722271644864 163:3.780264337355315 164:9.202891919905895 165:0.4476645004607385 166:-4.217461464377312 167:-3.641709127220272 168:4.975400452775542 169:-3.363294368849935 170:-8.871551212772744 171:-8.671256256538536 172:-7.182742338753166 173:6.405722826408178 174:-2.244882919902918 175:-6.099860152943343 176:7.537168226908537 177:-1.710355127698556 178:-3.543256135532991 179:-4.343116709423114 180:2.347296219243722 181:8.081779709276764 182:5.067139639549029 183:0.3119404555181995 184:0.3598398836531591 185:-4.206698657704228 186:-6.522592529275931 187:-1.317635803001824 188:9.358566471903272 189:6.605371442893532 190:-8.258575758826405 191:-2.319410715754613 192:6.14166230204619 193:-5.607640102852816 194:1.731602744374223 195:-7.452133074689533 196:-10.67939559179509 197:-9.211783798874771 198:-4.537299510261655 199:-6.778484773018497
-1 0:7.673249176568523 1:-4.48100414894289 2:-6.063290677678275 3:-3.345487724359756 4:4.223159267733049 5:10.47494525470538 6:-9.405459628743881 7:-6.997370520292423 8:6.922405013175605 9:5.766075392648325 10:-7.63273170194167 11:5.058549766870841 12:-7.160904542538603 13:-8.495905756464241 14:-5.053848741658173 15:3.326242120125824 16:4.577148401782678 17:2.206496158013441 18:-6.937214416831187 19:-1.780369060269746 20:-1.522309880190509 21:1.161865379779848 22:-7.533219201235663 23:9.221585787310769 24:-0.5973766397236422 25:3.290535464618615 26:-1.215746022140709 27:-2.547755255192802 28:4.501452803841444 29:6.974882095418002 30:8.874305664044652 31:4.142457759003642 32:6.099557825139769 33:7.005515441018222 34:6.015242885921006 35:4.966753870243044 36:5.372157242019488 37:6.510899931915106 38:-8.59717413390231 39:-4.781246235221083 40:-2.198319950688661 41:-0.06610256183473973 42:-1.447673167518992 43:-7.828776401824687 44:1.958633983496113 45:6.766353276469342 46:-10.53139783235527 47:-4.481413834257783 48:-8.232633914651673 49:7.386126486025021 50:3.726649842901264 51:-3.173999124318198 52:6.705240246941389 53:-7.487329807273601 54:-2.525910333642266 55:-1.019369856149423 56:6.801288325859606 57:-8.652263065281982 58:-1.374885558666485 59:-6.337476226945325 60:8.324171881906071 61:-4.962692844523158 62:9.940436046629969 63:0.9520309099531752 64:-0.194640022699774 65:-2.486390368519173 66:-6.483804661958033 67:8.450147811084253 68:9.605718880848295 69:-4.707027887512447 70:0.3763267730644564 71:1.839214920762748 72:-2.469519822179499 73:6.861811726800207 74:-5.335374513420488 75:1.885594038088287 76:1.974552880130142 77:-10.27634464769129 78:2.54169554151145 79:5.646864672158802 80:-5.470813013450796 81:-3.649441861340514 82:2.654852579762732 83:6.357670624179744 84:9.355282691356459 85:6.057643926878903 86:-4.30032932554739 87:-7.141656781840428 88:1.229547506467834 89:-5.981618815194352 90:-4.788386077308322 91:-7.91314051551097 92:8.9653644376539 93:-9.522913208108095 94:-6.607996282917282 95:-7.707206936609809 96:8.398457117484053 97:-7.479448558884106 98:-8.153124068151614 99:-0.8345025128068647 100:5.380557051531611 101:-3.344250037571095 102:6.711199156384437 103:-7.347936003092131 104:-4.527029405471636 105:-7.448858442032593 106:0.9112401209503926 107:-3.705792853187495 108:-11.46364294407049 109:4.969442292610994 110:8.835461079635651 111:2.616900623222011 112:8.496740143229175 113:-6.040277860077849 114:8.13335604911615 115:-6.945742541976487 116:-3.935743136910006 117:3.673390247807591 118:3.139717383128654 119:2.595517368499711 120:7.542540288795957 121:3.139491719757505 122:-6.831135207639616 123:-2.570843708085516 124:3.774047870441192 125:7.22521055723728 126:-7.949316426175282 127:-1.162931580906138 128:6.777654551512335 129:4.670021355420823 130:-1.996043971621449 131:-2.467951931832055 132:10.70799586196334 133:-0.1948395387766657 134:-4.465798298516531 135:5.412002147584276 136:-1.599539112815399 137:6.971440600888308 138:-8.178629805192768 139:3.250829182015943 140:-8.87630915725587 141:-7.52730269048064 142:5.437964607603515 143:3.877636166380983 144:0.5538568700666668 145:-5.948798114032853 146:-1.002304545615616 147:-8.439845826176942 148:-1.779724928918819 149:-2.233556793365772 150:-2.144443849241672 151:4.267649150392348 152:3.450510053907243 153:-3.378158762641208 154:-8.703867857654171 155:-7.466515452657454 156:8.012946769908529 157:-1.772400122567786 158:-2.901410628462223 159:1.852421992592227 160:3.495040266529818 161:7.095344498756134 162:-10.24295527223196 163:3.442019423092116 164:8.091813074306661 165:0.8735210090208696 166:-3.344007505246027 167:-5.136724616882343 168:2.320528984706439 169:-3.421967105200137 170:-9.577959715676833 171:-7.704425643936542 172:-5.757704969251154 173:8.101973585342161 174:-4.147406019795049 175:-6.532128521911906 176:7.214458647702758 177:-4.175913016658387 178:-2.33927555448625 179:-4.746457182231256 180:3.019581055250339 181:4.686267803469995 182:3.437374975086769 183:-0.6866671371024691 184:1.233104181080069 185:-4.762923485893809 186:-3.113240349396498 187:-1.804991381889793 188:10.96024525970235 189:6.827693967703951 190:-9.809695586827935 191:-4.384873516566095 192:7.666211977228909 193:-6.769170703839949 194:0.2491623424090032 195:-8.529610677989137 196:-8.594731269791907 197:-7.002254857948391 198:-4.132360494785311 199:-6.158131527249072
--1 0:3.244390765775221 1:4.361083365763808 2:7.175529161055306 3:9.171092922999144 4:-8.427141441566009 5:-0.4330420837822526 6:-3.599115640020776 7:-3.749231109125716 8:-4.85376211566093 9:-5.856707833048342 10:7.97912122487229 11:-4.959290652707264 12:-7.853500260621914 13:-4.449818522235056 14:-8.691403991852487 15:6.578184426292912 16:-4.335558706100033 17:4.332018633168494 18:-0.2426693402593036 19:-2.028026218661893 20:-0.5063188287204833 21:-10.42234904645251 22:-10.27815144164654 23:-6.4938194663593 24:-2.697174122781149 25:4.506185421521629 26:10.74171673806252 27:-2.344309504116655 28:-8.131712428938165 29:7.439602144833303 30:-1.693730382832916 31:-2.058085251263238 32:-9.619053574439606 33:1.656839629138434 34:-5.925718673850771 35:-2.023805091004036 36:7.886287742804923 37:3.806373239596613 38:3.388694555424384 39:-6.446612114703198 40:-2.521583531690999 41:4.046638461359948 42:-6.631957241500605 43:9.12067655461421 44:9.326219818105677 45:-0.4426190358742155 46:4.519778517556475 47:-7.580896551689967 48:-2.399319886800989 49:2.256877909285166 50:-9.502501201611976 51:5.82460643082052 52:6.62185403073699 53:-7.301318159295617 54:6.472186602216055 55:3.973601532336639 56:-0.901860827218653 57:7.361798129361012 58:2.898259251897081 59:-3.190694748494719 60:5.629707265971236 61:-1.975043410749328 62:-0.6932169054081729 63:-1.540280345916088 64:-2.715825605162187 65:-5.451202627948104 66:-8.777817968727442 67:-8.379195412903451 68:7.608979964360621 69:6.898879511111879 70:9.577787130224625 71:8.316566535620547 72:-0.2349590525625874 73:7.635970440958541 74:-0.2775679415236944 75:5.916138816149748 76:-2.219141343329562 77:-4.010613794551116 78:8.866870215058375 79:9.780074247292154 80:-2.066013123796806 81:0.6847875633206865 82:-8.692405420348365 83:-0.9863565312093685 84:-0.6878628559701863 85:7.653609920428694 86:1.405153739338107 87:-6.49139262611194 88:-3.690516485220372 89:1.530938580776283 90:-5.968351641504721 91:-5.38730695384075 92:0.2576692136325092 93:-3.797780986686477 94:-3.650617039081253 95:5.20496056609757 96:7.496407501817912 97:-8.055675755106876 98:-4.130106542770938 99:-2.535481085937238 100:5.589037894646923 101:4.097329512771854 102:1.270891582514008 103:-1.468555910073368 104:-6.228442545713079 105:-3.163493657213439 106:3.690806318744027 107:-2.312109983899987 108:-1.118966267969328 109:-0.6082680570686422 110:6.542805847533985 111:8.42024720570666 112:8.509664026111791 113:-0.0580067906879016 114:7.474828811835804 115:8.535357897333474 116:-8.059188482524325 117:0.8675283661041512 118:8.113944785662559 119:0.3319938147616679 120:3.416695517660933 121:-2.592599691312079 122:2.074835765548839 123:10.01804961824004 124:3.684689132541391 125:0.6230876267144881 126:8.300055134654349 127:8.510808352061444 128:7.325309581465032 129:-0.08952660077411256 130:0.8660535574586313 131:-2.950499106510044 132:-2.643125309545287 133:2.084195883680756 134:7.946525782515334 135:-8.089873979768214 136:-3.722960795007275 137:-4.261334166011629 138:-4.499715422013415 139:-0.7060270636745372 140:-3.530694805094716 141:7.585504827730203 142:-3.77462326836424 143:-4.793010422446539 144:-0.7792079998585806 145:-5.645952100532708 146:9.199080489493511 147:-2.097011226237044 148:6.218370127597273 149:6.702211686756359 150:5.305366854705889 151:-8.851122801876226 152:-2.564063056713365 153:4.326574009380264 154:4.656646853553776 155:2.132583233780511 156:-4.804139089879047 157:2.454887035973115 158:5.127070414328337 159:8.643032949867962 160:-5.417766682809246 161:-3.172990424787905 162:-7.446538143371381 163:9.361596365236435 164:5.691743864291777 165:7.241008355047514 166:8.572776707270096 167:1.06289445352898 168:-6.490983206083038 169:2.388084361870144 170:1.30986301953931 171:-0.3291250930278627 172:5.311990893531901 173:-8.968654731481207 174:0.381035341530513 175:3.91055673664739 176:5.570572417754434 177:2.261366338223344 178:-3.985656994156316 179:-0.3354772398567532 180:-1.279171770737375 181:7.257978097261596 182:3.163385194237347 183:-4.855449250077309 184:-6.834987981777778 185:-6.933993769082363 186:-0.8275108532814606 187:4.86220527585537 188:-10.76644180097145 189:2.27244062347291 190:-0.1329974113077351 191:8.197036304743305 192:8.438473596964144 193:6.537001816912406 194:2.324344178410725 195:4.187302339348172 196:8.286825389672382 197:2.493366128178661 198:0.7401024130816556 199:-3.142319636757221
--1 0:3.14998260136893 1:4.118119371638806 2:7.442716644755583 3:10.3899176701634 4:-10.25235772552019 5:-0.0663813788000378 6:-3.039023784127181 7:-4.406282716465491 8:-5.923042590648269 9:-6.197228871558876 10:8.028625398124079 11:-5.841066413467412 12:-7.961919837222797 13:-5.453627762789861 14:-9.572390176561443 15:4.545064669059544 16:-4.205923553228486 17:4.033381840280466 18:-0.5644913383800739 19:-1.992345976904462 20:-2.388844524310188 21:-9.249644102382238 22:-9.392093046685453 23:-5.629754014928785 24:-2.48195913400584 25:3.798440104875343 26:5.683678646828448 27:-0.5432088106417576 28:-10.96013780771134 29:6.423420767135065 30:0.7504995834169879 31:-1.646557153627442 32:-9.957162669573322 33:3.354429932787417 34:-4.46630368617577 35:-2.637829324708068 36:5.306314536963837 37:5.548614808420314 38:3.912833137324509 39:-7.820719967306246 40:-4.42965614512773 41:2.591354969558141 42:-6.780142269398769 43:9.400645179085895 44:8.048934075668335 45:-3.380283850026094 46:7.676098604318714 47:-8.256803152573291 48:-3.266801259183821 49:0.6794071188540545 50:-6.097305619486077 51:5.223395632305889 52:6.051221125471703 53:-6.823308931096745 54:7.837913134826421 55:4.534354143150078 56:-1.038432310719096 57:7.060878162198601 58:2.899642487891759 59:-2.891231642638262 60:6.081919631414796 61:-0.8848127077193252 62:-3.649790134506544 63:-0.935730030160093 64:-5.326313498120896 65:-4.548378033812711 66:-10.15697919123516 67:-8.02618262653478 68:9.26048845685334 69:8.668960004558876 70:9.008368975658577 71:9.560411546398194 72:-0.6217869775632479 73:6.884563712355414 74:-1.807728341659142 75:2.96568911692594 76:-2.360738464698543 77:-2.184070776781994 78:8.09648402009536 79:9.395612185200937 80:-1.461395014086676 81:0.1784991185544178 82:-8.615730796804549 83:-2.519608684984634 84:-0.4465028546265144 85:8.887682556600659 86:3.460127555811278 87:-5.462446616689173 88:-2.336025741855271 89:0.3193208637691325 90:-3.541948002479419 91:-4.991271675123174 92:1.377778161002677 93:-1.750727335531153 94:-3.927596251889057 95:4.572447086802 96:7.051948948578411 97:-10.63518694127738 98:-4.685529083552158 99:-3.412682296836413 100:4.801446334789791 101:5.165301692703292 102:1.659148148218418 103:-3.077943246620538 104:-5.862408840143996 105:-2.766155474875692 106:1.947434851100869 107:-0.05917845289734114 108:-2.265714607030928 109:-2.740824554208228 110:3.731355739272786 111:7.85057836287901 112:9.655506362064616 113:2.033019159091532 114:7.500842434287935 115:7.885792309572911 116:-9.530033247648142 117:2.672869852570543 118:8.038919497487845 119:1.694595595315859 120:1.408481843332219 121:-3.36830691597933 122:2.913856895957254 123:10.24015172113185 124:4.620474425145512 125:-0.1292418225470925 126:9.377507976468177 127:8.135117459357554 128:5.818977937538859 129:1.250531716227067 130:-2.174471628335483 131:-2.741174767514856 132:-0.1200582099569703 133:3.563277695730695 134:9.731086075378323 135:-7.033344576190345 136:-3.69331971336329 137:-2.929767015611683 138:-4.834131678415829 139:-2.160797094490645 140:-4.498459785512636 141:5.24953812464968 142:-2.164044669981322 143:-5.408085266248676 144:-1.060861351660275 145:-5.703127550640867 146:7.082410811724395 147:-3.722998800874367 148:6.383420624955349 149:4.773412268313521 150:7.921872171309046 151:-10.82198787394594 152:-3.057074630157475 153:3.137847171920215 154:5.491011321498526 155:0.8799547592957059 156:-5.35252636885584 157:2.637566987450521 158:5.016813551346498 159:9.525332739445044 160:-6.067190229355974 161:-3.554572867838571 162:-6.018537340938662 163:9.085714879384319 164:5.456816863694152 165:6.515956098355898 166:7.124888077855092 167:1.35943992593519 168:-6.464280719508102 169:4.422492766017227 170:2.966134025130522 171:-3.993288173998399 172:4.423675008383608 173:-7.611456244880287 174:0.9315348934587077 175:5.014921122592709 176:5.793717696910714 177:-1.908130529831467 178:-2.626634223166056 179:-0.4147010519585567 180:-0.9043712790632881 181:6.01346971204004 182:2.440523016989288 183:-6.59133527841899 184:-5.633502415044225 185:-5.846440916944898 186:-3.127106935242832 187:4.256610987916445 188:-9.770526806721081 189:3.947881022203098 190:-0.02054481808388708 191:9.248982502143214 192:10.19208623521052 193:8.187254101217199 194:3.610570417529184 195:4.43231935046557 196:8.541632774160503 197:1.451956249309031 198:0.692226936165738 199:-2.430800206732787
-1 0:5.972933174076333 1:-2.937505589302118 2:-4.56365629555794 3:-4.019821049261335 4:4.632474294324308 5:10.30943926649318 6:-10.65536336639921 7:-5.064435836935313 8:4.574312813784092 9:3.834177764809318 10:-6.056170593493848 11:4.725817099038814 12:-7.919883034480518 13:-10.11634437841829 14:-3.234406019284013 15:4.930044293949017 16:6.210259576957601 17:2.84885944897087 18:-5.501513642979655 19:-0.4743790896703686 20:-3.724760200441598 21:1.864351595092441 22:-6.76987916414328 23:7.498588616945173 24:0.02889661986126568 25:5.033352348974329 26:0.2829890858093627 27:-2.581929653863003 28:6.376349257373729 29:5.694152125121103 30:7.265145190976037 31:3.451112432495613 32:8.834566060703036 33:3.951142561869698 34:6.152194499732332 35:3.566383497753843 36:4.675896153816774 37:4.926810381839909 38:-7.99010656505881 39:-2.79760466442404 40:1.237434915639446 41:-0.2107191428990618 42:-0.7178541990312792 43:-9.578284777504701 44:3.082698132705783 45:5.62033525206768 46:-9.698189282394344 47:-5.587056006718928 48:-7.931574076256195 49:7.558505351117249 50:4.516580766150117 51:-2.24751126439495 52:7.151787683898591 53:-8.141272201998381 54:-2.485893685742258 55:-3.577230692625943 56:7.53628294827224 57:-8.908664115153732 58:-0.8545387999847439 59:-3.386098297043579 60:5.616516511017995 61:-5.678850881718696 62:9.025573455480981 63:1.52643628020707 64:0.3330735180598658 65:-0.1413518047893905 66:-4.977563032404642 67:7.663869932322128 68:10.97903811222505 69:-3.791128761927349 70:2.018439143394215 71:4.162341886433352 72:-1.778635390257837 73:4.985372372904674 74:-4.925983422526887 75:1.015695982377301 76:3.558352687427386 77:-9.964087696826615 78:0.09565874941117403 79:5.918204657485368 80:-4.978017113187357 81:-0.9972491120899192 82:2.135427143313731 83:5.356317337675703 84:6.280353856969715 85:7.855264695397547 86:-1.817995693628423 87:-8.750858597580153 88:-0.530170563601371 89:-7.49939276553178 90:-5.405964525976565 91:-7.400578029700445 92:7.555857140961638 93:-9.01280332293447 94:-6.492110799088582 95:-8.231858310449443 96:10.02500495269841 97:-6.330249138464008 98:-8.066483096127397 99:-0.09198843416005742 100:5.743330013629954 101:-4.916950167595754 102:7.296263496693644 103:-8.386634347663787 104:-4.405374709033413 105:-8.238338388739329 106:3.473612665155672 107:-3.716022178326134 108:-8.145153117311176 109:5.693007811744855 110:10.3914205854261 111:5.470551320322098 112:10.08581524304934 113:-6.974544317263106 114:8.920075537230044 115:-6.289596232069006 116:-3.442886650646982 117:4.753715247150605 118:2.549983309531679 119:4.739882388022418 120:9.279032501616062 121:3.11911195295664 122:-6.804296196548095 123:-3.253466135882076 124:4.411175623291738 125:7.137243812014036 126:-7.990463996083293 127:-0.2360771060924693 128:7.068110077599548 129:5.277689029327597 130:-3.253708326570062 131:-0.6067935167561678 132:10.56425712578622 133:0.1380775318907013 134:-4.860526695305964 135:7.720464419267069 136:-2.409669755294319 137:6.331926301967938 138:-8.62428277449394 139:-0.2297936907306521 140:-9.278980245805364 141:-7.317522780395834 142:5.506123822721384 143:5.209422730571731 144:2.546056345806079 145:-5.177282936797679 146:-1.427118957393682 147:-7.807612070063157 148:-2.173407627647919 149:-2.590190662914372 150:-0.8914953311329179 151:5.160245618388486 152:4.602070067804482 153:-5.450892450786744 154:-9.012913864703091 155:-7.127852393945756 156:7.063024220632714 157:-1.337411638968211 158:0.1660235958435141 159:2.334824078044714 160:5.79932170854834 161:7.671544625536176 162:-9.973673762401095 163:1.435878644229814 164:9.003097871683316 165:1.656082029459916 166:-6.975082653361241 167:-6.268791603271763 168:2.958069153588895 169:-3.608311087214114 170:-9.786956995805072 171:-8.00628075029891 172:-4.602176821687557 173:7.444283970278451 174:-3.344596451518709 175:-5.079594456644047 176:7.58124657293369 177:-3.125703196330123 178:-5.060396003828515 179:-4.470070662892189 180:0.3748200888683915 181:5.274106679118238 182:5.132409796408263 183:0.6771536411506511 184:2.798224074573025 185:-4.030473993855709 186:-5.303073601995092 187:0.1390363950394253 188:8.129035190075214 189:5.273043203468218 190:-8.152299085633993 191:-2.342298573143363 192:7.471393125473339 193:-7.015462127378028 194:-0.03963855845384434 195:-9.053420690174619 196:-9.510894378209633 197:-8.098736085196929 198:-2.34140787433639 199:-7.555497726393479
--1 0:5.080607095991041 1:3.991931014186272 2:6.371571346642991 3:9.360537632176291 4:-7.473676307965171 5:0.07795424325833461 6:-2.606679610343719 7:-2.764957221000993 8:-5.636616698294602 9:-6.002499223434229 10:7.339735060437415 11:-5.552827626871625 12:-8.112006392742261 13:-4.509068525096515 14:-7.404162768121534 15:8.045463251047071 16:-2.387852944557937 17:6.561525262321165 18:0.8589455788334273 19:-1.265291256608269 20:0.2474510640373515 21:-8.618591139570468 22:-8.213310010244834 23:-5.364748422998034 24:-2.753966627216568 25:4.119221248849357 26:8.845746668458409 27:-1.49526969396069 28:-9.200820703043648 29:8.014734724909006 30:-1.096523171277005 31:-1.949272111093752 32:-9.899624865430251 33:2.847471929290343 34:-5.021960356471128 35:-1.446352755760979 36:6.384150810450945 37:3.944717448392609 38:4.338865643169946 39:-7.764995820427852 40:-2.534900155121339 41:2.211833015174101 42:-7.199097522778419 43:9.273667210343373 44:7.928763771896038 45:-2.908631948433663 46:7.273539728929444 47:-8.306897354457988 48:-2.285961904261335 49:2.918672004016181 50:-6.702860882130976 51:7.01146989994849 52:7.976270068218862 53:-6.248133132483663 54:7.209151803664601 55:2.563954961941818 56:-1.726491834449599 57:7.94369619030414 58:2.749463494481313 59:-3.2123255957284 60:7.738847958938878 61:-1.559012356125991 62:-1.866407777552081 63:-1.877754724943685 64:-2.177300692919924 65:-4.324797542734784 66:-9.380897429849306 67:-9.211679812245865 68:10.12490145378199 69:7.434887295384245 70:8.941141590174093 71:10.30712382238944 72:0.89311575549994 73:8.23594629952744 74:-1.513220222415825 75:5.422041528416116 76:-3.677598282925985 77:-1.806593378802598 78:9.16155057973012 79:8.042170903237899 80:-2.160100237735489 81:-0.06223945738977266 82:-7.958422790265735 83:-2.101582356569357 84:0.5488745612314703 85:7.015611341773424 86:4.08528690386135 87:-4.816516737123393 88:-4.174345641057783 89:1.348342122193728 90:-4.020484747531992 91:-5.680050239720174 92:2.284555818985361 93:-2.491647394032038 94:-4.426610703007875 95:4.496300396708272 96:7.258565232560835 97:-9.956425004537012 98:-5.379709931161558 99:-4.688632010118922 100:5.035296731918419 101:5.673856895041602 102:-1.149282165530768 103:-2.679241872873936 104:-5.83800682380625 105:-1.41632152976843 106:1.106099459615618 107:-1.020979223591032 108:-2.342813032190457 109:-0.8206127356538743 110:3.700578144291214 111:8.95850683626692 112:9.946221668105192 113:0.2616999026265099 114:9.378305433067545 115:8.839009181690837 116:-9.829929292677193 117:2.285763608080776 118:8.385837825909585 119:0.667923954266197 120:3.039021440439108 121:-3.969938521153832 122:1.193238669819617 123:8.827093272425959 124:4.306236224516794 125:1.277179205993694 126:8.577730928296218 127:8.284746564293943 128:4.504407643765644 129:0.9281124359461702 130:0.07762644491842127 131:-2.131693491540486 132:-0.9489098080266856 133:0.9970818906387611 134:9.170876862597774 135:-9.037277412985633 136:-3.904925293196043 137:-4.27036654319909 138:-3.481787922234783 139:-0.3550744536060089 140:-0.4914482094092043 141:6.564543275197813 142:-2.563317867489989 143:-4.856295783204944 144:1.607231009034313 145:-5.927360259800331 146:8.136399900214149 147:0.2299707332097416 148:5.511015043036024 149:5.956152559099308 150:5.798002616208815 151:-8.870899133495563 152:-1.580749246050353 153:5.199373723927444 154:5.75575405788922 155:1.405517003617562 156:-5.257540355370456 157:2.801772192432745 158:5.207893613635953 159:7.419591421483678 160:-3.858236120463709 161:-1.813120620679535 162:-5.348387029014641 163:8.620335737008247 164:6.169102144469056 165:6.03998428563971 166:6.330167876948039 167:-0.972381056540861 168:-6.589519292257027 169:5.04591662149307 170:4.411550058568254 171:-1.012997759440279 172:5.280166354716852 173:-8.922185989438429 174:1.081544920190388 175:3.331907698764312 176:5.675289562952265 177:2.580170308566806 178:-5.889445827840469 179:-1.689280546630532 180:-0.8206393925398725 181:5.953529496962631 182:3.214768064743678 183:-4.874618164993689 184:-6.61167642651587 185:-5.194093191265559 186:-3.311779736708907 187:3.877663027980619 188:-9.015487138260472 189:4.393576834748691 190:0.2681125259745505 191:9.64682530605281 192:8.09518101694543 193:8.587530698910095 194:5.341031920990204 195:7.127647389899032 196:8.964881698334528 197:0.636550526213423 198:2.155281541392774 199:-2.413458868320577
-1 0:5.937078097309788 1:-3.574744238945952 2:-6.096189081625543 3:-3.077109438077271 4:5.623458348856818 5:7.62900231202893 6:-8.844784102599558 7:-4.165982669082343 8:5.244849169310153 9:3.969341036002211 10:-6.761075662589928 11:1.664372508138475 12:-9.954608111473128 13:-10.00262757878237 14:-5.191113741039108 15:5.817128946464138 16:6.039589321435727 17:3.486551739703685 18:-9.231197542054138 19:-1.457894973920609 20:-0.8084661649384388 21:2.252388170194704 22:-7.306222786278225 23:7.956964951202375 24:1.170406017300216 25:5.486218280314611 26:0.6971009128749956 27:-3.325349310671784 28:4.433148132077871 29:6.674789711380992 30:6.264322151169776 31:5.256788587038737 32:5.151238571066859 33:5.695819861989555 34:8.024910117473294 35:2.81150061434642 36:4.242497481196718 37:6.892195788394671 38:-7.120775513533065 39:-2.214738167813529 40:0.6029800756369221 41:0.108317054058759 42:-1.624281417254097 43:-8.00887159481991 44:1.294004701485744 45:4.793995957241054 46:-8.851882213024004 47:-4.447192677300724 48:-7.129252941294961 49:7.26421050231929 50:5.193504535383375 51:-3.133716335931356 52:7.278820493197834 53:-8.032764276771639 54:-2.401808467531708 55:-3.142603621369317 56:9.648493320603952 57:-9.700591685439862 58:-0.1110803798861812 59:-5.79989115997958 60:8.409303748622055 61:-4.865767271243035 62:8.960266734857099 63:0.3561624446505923 64:0.8327429749571141 65:-1.833942785783059 66:-5.444976824808584 67:7.282082246356397 68:7.865545024534827 69:-5.103981911274843 70:1.305144949518534 71:3.747692099567353 72:-1.88736681861174 73:4.414526038165424 74:-3.861397670271283 75:2.515452485263822 76:-0.06129707724278699 77:-10.04204882975708 78:2.026330462893264 79:5.476607007926014 80:-5.088164804579432 81:-3.336320982795439 82:3.885758230859348 83:6.910334588427487 84:7.472679940896608 85:6.878816174272267 86:-2.088159586870469 87:-8.955803051174129 88:-3.231315217349441 89:-7.061620048533351 90:-5.22397182388673 91:-7.533365057827338 92:9.639096076209206 93:-9.666855909894474 94:-6.290151529461943 95:-7.45643882926293 96:9.068250492241976 97:-7.323232505252118 98:-6.089882105687968 99:0.2402831711009608 100:6.986335354564055 101:-2.553190405419856 102:6.813605422316453 103:-6.881611250003668 104:-6.792411684395238 105:-7.962212376854573 106:2.618001841233234 107:-4.363040463053844 108:-9.232103754264188 109:5.381982921204036 110:10.55861983394234 111:6.30519275176493 112:7.450580429683328 113:-6.096020637068573 114:8.619384832527535 115:-10.19544754696026 116:-4.679015220205633 117:5.623544297863264 118:1.678848405275352 119:3.727979643781004 120:9.791464527528021 121:3.249203609776982 122:-7.103418992931249 123:-3.138683120979984 124:3.380301072330044 125:6.286561869753174 126:-9.541606963929539 127:-1.468249391314609 128:7.555654680267105 129:7.58669554100214 130:-3.311385979448781 131:-2.128261590452644 132:10.51473283772562 133:0.7838014119026557 134:-3.179299059826554 135:5.872787114286387 136:-2.276349448174997 137:7.239907214261892 138:-7.797156303790431 139:1.109655073042587 140:-8.34202593668366 141:-7.81208954397583 142:6.219225646505498 143:5.668394145705362 144:-0.2778104858835395 145:-6.070955090268082 146:-2.225263353260643 147:-6.784751103228718 148:0.2766152114273124 149:-2.615208070692848 150:-3.506249450325322 151:4.366168216771025 152:3.139533572642834 153:-4.190955530320835 154:-8.790998869663946 155:-6.158593996069469 156:6.264780542203138 157:-1.927964874310869 158:-1.207400680240044 159:2.993050659108573 160:6.309569362653846 161:5.988614776763567 162:-7.874478202841555 163:1.746442962485139 164:8.548651053289475 165:2.879393696946162 166:-4.125439749109616 167:-4.311489195205112 168:3.9410248771355 169:-2.95371643936665 170:-8.985100720271024 171:-8.556200780399452 172:-5.726706319564223 173:10.82918797605715 174:-2.594752436465035 175:-3.206115031581978 176:5.861828089464593 177:-5.730535878309839 178:-4.136573356729949 179:-3.811590345321076 180:2.711445364139169 181:6.920423620946613 182:5.217371471597341 183:1.718755923797535 184:1.083986640451624 185:-6.034655787741006 186:-3.420176025240307 187:-2.599534371270543 188:9.646742549430732 189:6.483589781020542 190:-10.00640417069832 191:-1.471855367395487 192:6.401760262327134 193:-7.420660663522924 194:0.5774781409890198 195:-9.173056395124274 196:-9.7143875723183 197:-8.03299036661115 198:-4.127077714765979 199:-7.490115503413021
--1 0:4.632915040514909 1:3.759791300639908 2:7.293344786549341 3:10.38561080299282 4:-7.695059796442614 5:0.9729885643190317 6:-2.559605407310207 7:-2.076325279612136 8:-6.87879359600681 9:-6.300785188946202 10:7.44267740318859 11:-3.894818803463246 12:-8.068509934820122 13:-5.307043255767407 14:-7.389706978032571 15:4.806954015554327 16:-2.987916227897089 17:4.262846633270732 18:-0.138268445813226 19:-2.363852266626421 20:-1.067691602866387 21:-8.2518026509939 22:-7.196710609524027 23:-4.385970908325032 24:-2.636737502897842 25:3.799136316542648 26:7.827193902125909 27:0.3032700939091497 28:-8.850807111825741 29:8.197365137548845 30:-1.115189158234041 31:-0.3559804655214721 32:-9.279010839686112 33:2.930999220924721 34:-6.220346096661091 35:-3.315467283719204 36:6.081697529098753 37:4.653302106011359 38:3.427518276335806 39:-9.388093716922558 40:-3.585190673745833 41:1.557136323112023 42:-6.256225415523962 43:10.58292008927567 44:8.401957227560654 45:-2.425252085799341 46:7.148342167183914 47:-8.333122987017616 48:-6.819801358445822 49:2.311527506834415 50:-6.622770945732259 51:5.790989960734073 52:4.778088982158261 53:-6.897685193566389 54:7.704291881726747 55:4.937747625949361 56:-1.190206936806907 57:7.565710049728743 58:4.969121002870827 59:-2.975105144432034 60:8.57145196972052 61:-1.977890323304656 62:-3.426193791097285 63:-5.136119075282803 64:-2.595253948197533 65:-4.103981412355509 66:-10.63580001770656 67:-7.794706822785834 68:9.206703104664101 69:8.654219691725221 70:6.936805709243451 71:8.921364466378314 72:2.074222906275428 73:6.020533473586557 74:-0.6411058891922897 75:5.519009296128913 76:-1.448270405782927 77:-2.552232716761273 78:6.958936555371221 79:10.57308598432344 80:-2.530980426392571 81:-0.2620499520633528 82:-7.291247377229134 83:-1.36083227038035 84:-1.010153040352319 85:5.877461976149553 86:3.053409613994186 87:-5.173257734299519 88:-6.915831762241595 89:0.1242449749883497 90:-5.780070773860034 91:-6.656639693314448 92:0.5914009782793923 93:-2.142367858754527 94:-5.567868551236735 95:2.754897887767452 96:8.130455664349274 97:-11.25117111404392 98:-4.817035366414751 99:-5.075501973733202 100:1.392334012423613 101:3.297909448074959 102:2.47809047583517 103:-2.339762953776641 104:-5.742333712259764 105:-1.981079010941289 106:2.135036082000767 107:-0.4979847239003143 108:-3.01751873140783 109:-0.5796960683903857 110:6.063446021346471 111:7.087246704358024 112:8.835598891670232 113:2.115867290991724 114:7.531645329938188 115:8.96693867346165 116:-9.009172140845468 117:2.606456920978374 118:9.694608930615058 119:1.069940571031984 120:4.415868114481858 121:-5.681646553556243 122:3.617740160529366 123:10.30358766225639 124:3.813097207548161 125:-0.4784308713604891 126:8.113499824527009 127:10.62664529985688 128:5.027803482362412 129:0.5678228039621938 130:1.153642332946418 131:-4.055006453955763 132:-1.291933913349298 133:3.121617860454569 134:8.677181478528569 135:-7.15520734402091 136:-3.456014326119932 137:-3.496639749175364 138:-3.55818354931168 139:-0.3226997176814412 140:-5.005431023840107 141:4.916133653720505 142:-2.762972524777559 143:-4.991480834901647 144:-1.030959571889949 145:-7.068173325120178 146:7.723006598215748 147:-4.694392737058719 148:5.282005545083046 149:5.586259893631348 150:6.926431811113329 151:-11.16613242388277 152:-3.322840792239119 153:3.083426711351845 154:5.167488904424892 155:2.464705728979529 156:-5.345202797137722 157:1.782179625289077 158:5.755005587964801 159:9.114132122271766 160:-3.334641433807746 161:-1.795756094860486 162:-5.139412972325605 163:10.1860510363509 164:6.754553917835585 165:7.058283021731472 166:7.621607439362349 167:2.456354167754315 168:-5.424242359216747 169:3.442383039056964 170:2.445780698089468 171:-0.4027729488006798 172:4.001778681938751 173:-8.470280812189085 174:1.179919934257693 175:4.719692653051161 176:5.765017534800668 177:3.35303002808918 178:-3.294410797460425 179:-1.357574212217561 180:-0.1662510421843806 181:5.277509916710512 182:2.793742559215306 183:-4.476171940344961 184:-5.016313264972525 185:-6.62505369800877 186:-3.843588527015719 187:2.200835289121147 188:-10.41945810421002 189:2.41921342854167 190:-0.3351017810120471 191:7.63048437420179 192:10.50166729141953 193:6.944567833014771 194:2.854904901522069 195:3.9565661007806 196:9.21260819379753 197:1.757298211769256 198:0.342702785737111 199:0.9338194235064194
-1 0:8.247000577861623 1:-4.043749312961735 2:-5.138226376115798 3:-3.231813756420182 4:4.169622173899191 5:10.87035423566334 6:-10.86409122483373 7:-5.780611086364091 8:5.251565030570296 9:4.427604981120407 10:-6.40950212418073 11:3.170457071551342 12:-6.420736354442056 13:-9.047498732167462 14:-5.377334159674485 15:5.31966767069758 16:5.022357800794298 17:1.253797362100322 18:-8.153285986183397 19:-0.9387071810678203 20:-0.06984334201626829 21:1.973451123532828 22:-5.540252051126338 23:9.02463186946483 24:0.926927160508987 25:2.520838118334708 26:-2.645313354374109 27:-2.321592232317283 28:4.002651512798805 29:6.347481771338512 30:5.321925442724786 31:3.273669772386659 32:7.576208955213295 33:5.543154029355094 34:6.676889962826064 35:5.808467564682521 36:6.656651580927633 37:6.163073647527103 38:-8.315679850456684 39:-3.642634779944011 40:-1.36476974509346 41:1.594575318288638 42:-0.3003271921796478 43:-8.120656932477143 44:2.668787492960083 45:5.736612166397382 46:-9.817397970209335 47:-6.946219089688639 48:-7.377968998728951 49:6.80690543767269 50:3.749856651243993 51:-2.061452884149134 52:5.52865003723521 53:-7.791367713879073 54:-1.863245262851607 55:-1.395262986566204 56:8.956895461900459 57:-7.718657986889251 58:0.1941849713309733 59:-5.786339092943594 60:7.114857405347593 61:-5.472418019791631 62:8.104042253932814 63:-0.4878062813306461 64:-0.794697664735593 65:-2.162124125967494 66:-3.704193446064039 67:7.085772672620828 68:6.900693937777531 69:-4.130239384438077 70:-1.041045851339296 71:3.238016962204178 72:-2.706426327028459 73:4.369710392086359 74:-4.851271898273303 75:3.242850006633911 76:2.51641230409908 77:-9.219110601619755 78:2.485734116817967 79:6.084711850282621 80:-5.678740727684236 81:-2.113597823273753 82:2.65351409961419 83:5.810536654046145 84:7.750557905924171 85:9.10670691277328 86:-2.0121169368356 87:-7.683451465782183 88:-1.915341247657794 89:-8.050945027078255 90:-5.08790834686882 91:-5.386087870503083 92:9.048189186107185 93:-10.32092391998235 94:-5.443251050399508 95:-6.559698345124761 96:9.544948960815343 97:-7.013842356378035 98:-6.284726591298526 99:-1.761783060786862 100:4.407653678974934 101:-4.787339170259709 102:6.585386755734365 103:-6.130569290678634 104:-3.692525368037791 105:-5.88308894257458 106:1.208816187361414 107:-3.954534828009393 108:-9.551095743992775 109:6.776625325392937 110:11.42622217086159 111:6.814898048687604 112:10.34686768929044 113:-4.789249818088849 114:8.919156130836011 115:-8.314387156405678 116:-5.31757444939507 117:3.315542045708948 118:2.07506848656622 119:3.643902536834128 120:8.951692656087712 121:3.74116718859437 122:-6.020791332820347 123:-2.862462664777689 124:4.144086828091868 125:8.694124669773293 126:-9.276116191979483 127:-0.7035335695707897 128:5.550643085575278 129:6.984467261899793 130:-3.857552416267293 131:-3.135516321561689 132:10.20454821887741 133:-1.000299569447567 134:-3.690459705367338 135:8.00983866968606 136:-2.183087314867132 137:6.100591314779902 138:-9.47691144972527 139:-1.265605764793918 140:-9.410054143536795 141:-7.943681368664062 142:7.673516382277326 143:4.092533939386318 144:1.100148095689452 145:-7.575639889899382 146:-2.367039447342147 147:-8.991310946728902 148:-1.011067378994731 149:-1.045098084582693 150:-4.040862337000753 151:4.241689973799392 152:4.243244718636411 153:-3.747668721608761 154:-9.428652466675452 155:-6.209472019322138 156:8.406783076717231 157:-1.079242062400623 158:-2.734189067626372 159:0.6986208516063261 160:5.11148191567296 161:7.682345179577322 162:-10.25140780852419 163:1.682570704219292 164:9.721363281787173 165:1.061724179739217 166:-3.528873233978365 167:-4.780747221852232 168:4.901282068647604 169:-2.060046296142861 170:-10.76157766270864 171:-8.57727160497749 172:-7.750395682253801 173:6.985522264203772 174:-3.106440901581878 175:-6.454740170330252 176:6.693950457392149 177:-3.032004710435922 178:-3.390718635965728 179:-5.870196124373694 180:3.019845066211932 181:7.600019612885602 182:4.250276272247692 183:0.4801418065855941 184:2.902978078329254 185:-4.489627271198183 186:-5.046319507813005 187:-0.6350043646703636 188:8.967107830108571 189:6.235643653214262 190:-10.22195343711179 191:-4.103979637518391 192:6.259717109473496 193:-4.265088498937124 194:-0.07551755279869743 195:-6.866873066985431 196:-8.495391475550823 197:-7.940468926261754 198:-5.163883884534451 199:-9.62988813008633
-1 0:9.135749589335779 1:-0.7304560648348311 2:-4.683901203993557 3:-3.73322791307156 4:3.900627458665268 5:11.64837562853796 6:-9.275473615390192 7:-6.801138453329909 8:7.111897864346189 9:5.82995158601377 10:-5.850985542621824 11:3.424077272840464 12:-7.891486495323932 13:-9.530892060247558 14:-4.167307993944757 15:5.242554822965587 16:5.946995555200887 17:1.858712582282697 18:-6.651459317431913 19:-2.198413292152713 20:-2.551411425545645 21:1.820116025901194 22:-8.892980087328619 23:7.878013267897606 24:0.185771967916306 25:4.051176250078651 26:-0.1813379145925399 27:-1.277540076616569 28:4.480586862663335 29:8.581443779426017 30:5.060168992288455 31:4.88718503729046 32:7.80326805394801 33:7.0812364565242 34:4.761022560165379 35:4.781183146529754 36:5.663255638046322 37:5.102903912602689 38:-7.93147148744824 39:-3.046695720333537 40:-3.464784245730656 41:2.040595081444018 42:-1.847179995692311 43:-8.740909744104483 44:2.560350046019444 45:8.344933070161062 46:-10.42239371090524 47:-3.878966496319927 48:-8.291682918841575 49:5.145215828706021 50:3.922321588387014 51:-2.868206217312347 52:7.459872780964221 53:-9.107487485216769 54:-3.097171793012768 55:-3.520094967666889 56:8.629247758255996 57:-8.395911543982217 58:-1.247630546914331 59:-7.819592918491967 60:7.340875907231806 61:-5.509028576857161 62:8.595647559425409 63:1.965514537564345 64:1.758003056072576 65:-2.627410608682573 66:-5.166667691610836 67:7.20587111933759 68:8.91200001254653 69:-3.834132920989968 70:1.701902553237586 71:2.871882743501942 72:0.7335405214089918 73:6.400369553660447 74:-2.878558240781463 75:2.473985563951091 76:1.317748414934889 77:-10.32549473366045 78:2.262842156065041 79:5.672778444218086 80:-3.258963810639815 81:-3.715168559052108 82:3.151379072685386 83:5.944236071528681 84:8.328158880800615 85:6.69799580048316 86:-2.471116274024093 87:-7.621302453757956 88:0.821750242252449 89:-6.218102796889411 90:-2.108059878757953 91:-5.966746616211497 92:8.779097513735785 93:-6.229523637256567 94:-6.384404127845603 95:-7.897097554238874 96:9.549891401567526 97:-7.249417778425667 98:-7.421857397239058 99:-0.4834872736408498 100:3.75784452430503 101:-4.704504399426147 102:9.443974239978584 103:-5.698925547497112 104:-3.876333204209534 105:-6.825601144787032 106:0.3098873051513111 107:-4.008017410024316 108:-10.42057109600888 109:6.329777452637479 110:9.082615115164527 111:4.949803492149908 112:8.545161299609882 113:-6.733793364790539 114:9.173274244199595 115:-6.606425602446156 116:-2.803473486608249 117:4.480131472702495 118:1.4598952512173 119:4.308808118724984 120:9.434250641578664 121:4.110957506209441 122:-6.213385751566114 123:-3.516213909638503 124:4.111899478597643 125:4.869436394796698 126:-8.024686993845608 127:-1.139672118290123 128:6.162465960738887 129:6.446921175436287 130:-5.080832818550582 131:-3.23554605794508 132:10.0708597973799 133:-0.4882469679524213 134:-3.363832907588685 135:8.642258052320397 136:-2.294941171147199 137:6.434495601858913 138:-7.645412124014156 139:-0.06484542083486922 140:-10.45820048020565 141:-8.033254360817033 142:4.95695902021154 143:0.9419425813144549 144:1.683807325536729 145:-6.037600408692929 146:-0.9285386650097042 147:-8.239175828074357 148:-1.722965594311654 149:-1.600464747371731 150:-5.175913927083482 151:5.090168965083529 152:3.787708487497123 153:-6.546724802909226 154:-7.656647334056348 155:-7.313773724325582 156:8.180829579974979 157:-1.939787552601759 158:-2.831701314651445 159:3.4738228636694 160:3.288287501499 161:7.642716119370753 162:-7.949787633202009 163:2.354397879485616 164:7.057091470021362 165:0.7509347162114739 166:-3.66166092543404 167:-7.052600436721296 168:5.264201475948409 169:-2.849559841283149 170:-11.33659126205034 171:-7.183169469179579 172:-4.5509054692955 173:8.476265272662932 174:-2.908751702778354 175:-5.930951309902801 176:7.256187789154262 177:-3.770633178315888 178:-2.392039796797248 179:-2.677626818593253 180:1.824052099569562 181:6.306082195022393 182:4.225980831620668 183:-2.054495171364698 184:2.12233075559141 185:-4.198368498227424 186:-4.018520189051789 187:-1.919944340154565 188:10.24657241747777 189:5.219690098220333 190:-8.947566802558681 191:-2.784606073029305 192:6.838787880386045 193:-7.323391476756028 194:0.6216665300093657 195:-7.275993424579396 196:-9.549339578361307 197:-7.401463739469627 198:-3.073729283982244 199:-6.221138161649889
-1 0:8.171069345674658 1:-4.155088111886752 2:-3.345665675291353 3:-4.394449428202903 4:6.339746611116287 5:10.11609952255238 6:-11.39845156803227 7:-3.541590421641025 8:7.496419990584743 9:6.00958311862845 10:-7.588911794311191 11:1.530632334666761 12:-7.40950253692735 13:-9.249118100828357 14:-4.103552724691095 15:4.434550418983282 16:5.837711176593034 17:3.168705006702368 18:-9.765900547680419 19:-0.01526700090341637 20:-3.951160095684433 21:1.4830836176397 22:-7.021029987753161 23:7.200967537287089 24:1.13840390358646 25:3.377605432759462 26:-1.265877730375628 27:-3.095743988214492 28:4.602424830455687 29:5.766223842409946 30:6.671361233603965 31:4.139430573962558 32:6.262061492529252 33:6.208831469528025 34:7.029351109146607 35:5.690625068778825 36:6.956294884946427 37:6.439887298385933 38:-8.309604323163169 39:-3.539730356293679 40:-2.073418327441502 41:0.2245898423226183 42:-0.1610220971743344 43:-8.642712100112231 44:0.8964223841355528 45:8.48049215410864 46:-9.448749521896714 47:-5.688936635433254 48:-6.330852528257171 49:6.697632533027246 50:3.448252907937352 51:-1.540544792848844 52:6.565408187931059 53:-8.856854576479986 54:-1.155534180694004 55:-2.699423724935704 56:6.6195182458886 57:-9.588114086707794 58:-0.9066322734958885 59:-6.35727147628135 60:8.293528095797971 61:-4.725235330846179 62:9.123598532577169 63:1.524048977710461 64:-0.7308970531730596 65:-1.598835079633913 66:-5.334394468890064 67:6.915225120350682 68:10.24856567146509 69:-4.383299824866714 70:-0.4324590551144769 71:2.419168644182804 72:-1.176441013218948 73:5.115185214441488 74:-2.525337939590884 75:1.499856659727664 76:2.970323193944099 77:-9.133059622042081 78:3.408742325805845 79:4.703137068790016 80:-5.551863431901336 81:-2.791549216239205 82:3.121572885036596 83:4.197689266468533 84:8.381754526288022 85:7.312800858519588 86:-1.20359026344442 87:-6.127828745408181 88:-2.217682879807929 89:-8.208174537056022 90:-4.732191622871436 91:-8.294740771922006 92:8.633776565495383 93:-6.927095947546942 94:-6.094025015146512 95:-6.298268125255081 96:9.347257574997002 97:-7.53016452059692 98:-8.9172833501308 99:-0.9240161736706022 100:5.31385492421072 101:-4.500782401475711 102:7.347438254296172 103:-7.218746607844845 104:-5.890008331661679 105:-8.443659934654134 106:3.312846076668273 107:-2.987157420179992 108:-10.0034688670976 109:5.232553424278552 110:8.046887643643153 111:6.84813937170577 112:8.707310806536821 113:-6.692125019952281 114:9.333011247338547 115:-8.371353375840631 116:-4.514788896580747 117:2.854387456900688 118:4.65671899908198 119:1.896020488958398 120:9.234179461380588 121:4.551033647499463 122:-7.205467467996152 123:-3.176356590313976 124:5.808708166043758 125:5.711433708906393 126:-9.078538432164315 127:-1.996626853714498 128:4.975854778799762 129:4.825603682230945 130:-2.801321386315573 131:-3.10241977249838 132:9.509741658377655 133:0.4530353501397963 134:-3.943157054255238 135:5.901556553221288 136:-1.695423960308699 137:6.982818506656146 138:-8.864743210572033 139:-0.01623885710597195 140:-11.1874165902684 141:-8.176775528091641 142:6.325244225803541 143:4.48416149483015 144:1.560222174191706 145:-6.752121488404324 146:-2.634159344904883 147:-7.384186654791535 148:-1.847213444354978 149:-0.8299881614750705 150:-3.996780979893919 151:4.93160372671915 152:2.782450767511456 153:-3.75384898496974 154:-8.616857518713296 155:-7.721439737695479 156:6.83832744213593 157:-1.85476794152671 158:-3.595682169491065 159:1.532995534743801 160:4.840084857329166 161:7.326448366424906 162:-8.049050734907189 163:2.860293079512487 164:6.936522766445669 165:1.565053379039192 166:-3.408976765177214 167:-6.364499408262226 168:2.354196277346872 169:-0.3077811636158407 170:-10.50256492017503 171:-10.31300590720984 172:-8.213939953213544 173:8.481639027915085 174:-2.295666031478062 175:-5.389687835596442 176:6.203316488317263 177:-3.391822502502124 178:-4.077368283311513 179:-5.64969748072637 180:3.95082724945927 181:4.970428462669698 182:4.409417524202911 183:-1.914092418572492 184:2.579799118011177 185:-6.216874186045918 186:-4.524472627137036 187:-0.9366068794286434 188:10.30517179826063 189:6.298336052802092 190:-10.60153479581816 191:-2.333197021872148 192:7.478042765834997 193:-4.899993557959661 194:-0.1688000035413889 195:-5.851908006394888 196:-9.76189576018826 197:-6.702271872048714 198:-4.330167826457824 199:-6.336874724114248
-1 0:7.886630672103056 1:-4.347953500997145 2:-5.482198317857212 3:-1.015368264711397 4:5.184584910400532 5:8.109845917922392 6:-10.24794953938346 7:-2.351471341694895 8:7.485862005476272 9:3.411734233675903 10:-6.291061752953911 11:2.40080712032255 12:-7.974423950227482 13:-9.876948748013263 14:-5.991449529258778 15:4.104227001396106 16:6.520268895729288 17:0.8869128055563509 18:-6.762597140617427 19:-1.657069653187284 20:-2.242265109964746 21:2.104486693327846 22:-7.371068377260219 23:8.800775122344062 24:-0.4315173246174303 25:5.335676015502647 26:-1.331530396035564 27:-1.491202974593584 28:5.103094708414684 29:7.200225377797862 30:4.866739009980853 31:4.344426931612897 32:5.457468543095953 33:6.025865553394408 34:6.633587298769299 35:4.778661936179991 36:3.777956102216394 37:6.228135394630837 38:-7.188090259551015 39:-3.006537374808804 40:-0.4549319801081046 41:1.468069269847128 42:-0.6400096382822625 43:-9.842150135401759 44:-0.09450929631252336 45:6.621550204378966 46:-8.385769103884765 47:-4.902598928179405 48:-8.877488319123923 49:5.282214734877135 50:2.652330971207272 51:-3.647183824138012 52:8.045154777709406 53:-7.229829387669788 54:-1.994211630913302 55:-3.558271877102813 56:7.889420114962675 57:-9.357473350987135 58:0.5751735138538567 59:-6.927167560306303 60:8.650920463966356 61:-6.746836959810509 62:8.860665802407169 63:-0.08050391972101223 64:0.8635204568125472 65:-2.212998553575603 66:-5.108503426871618 67:8.687901179139448 68:8.732026415438508 69:-3.28606318144058 70:1.968769448502804 71:2.784393052788753 72:-1.717100932224607 73:5.497335367468645 74:-1.980284696844864 75:2.217364431321009 76:2.003485042815822 77:-10.07479831559688 78:2.212359437334788 79:5.959344175988933 80:-7.148685431660513 81:-3.89759887308758 82:3.986972121159388 83:5.815194974845119 84:8.238161577230228 85:6.651660412796618 86:-4.496586559407156 87:-7.502090845668505 88:-0.1818586983680284 89:-6.4891640256312 90:-4.124228026251958 91:-7.329119328424804 92:7.861909417017705 93:-7.859157907892531 94:-5.067073436926857 95:-6.622043823557429 96:10.03873443336449 97:-6.726490403045034 98:-5.236774832580595 99:-0.1390911842257208 100:4.103362848276176 101:-5.764642030687812 102:7.542169301333686 103:-7.840454898160635 104:-3.590315149587815 105:-8.610790010320933 106:2.163246138282109 107:-2.196167358983349 108:-8.838420849358009 109:7.499387442958713 110:10.74459533318966 111:6.210321760136214 112:7.947060177399603 113:-8.025493459550837 114:9.441768206809542 115:-10.19753974525897 116:-3.126117394381094 117:4.25970487191892 118:1.258670475970746 119:2.873833884694772 120:9.03243637362934 121:5.571927335722281 122:-7.27004167553787 123:-2.88903448419162 124:3.228665020281768 125:4.901260426982154 126:-7.858318200740413 127:0.4950006375392262 128:5.301127842561361 129:4.304562795648787 130:-3.253557741734495 131:-1.840608788895771 132:9.927322858384265 133:-1.294190568088447 134:-4.705869974912987 135:6.462162269696474 136:-0.9968626262989353 137:7.371538045251549 138:-9.111195711898102 139:1.646945256084774 140:-10.80005140595462 141:-8.03817186517076 142:7.431430696165715 143:1.396663687563294 144:1.885058683614712 145:-5.25216470457103 146:-0.7710375574348838 147:-8.677742003947401 148:-1.974316330440438 149:-2.430080649709949 150:-0.3011857421403672 151:3.412650080743806 152:2.379248384181349 153:-3.447674459224924 154:-5.917391543499365 155:-5.598794955085602 156:6.911825374771397 157:-1.022217375543353 158:-3.90163340149564 159:3.35959880120337 160:4.810892826409707 161:6.865411764844971 162:-9.274329921694839 163:1.893857349158913 164:9.476914062028715 165:-0.2289965569954049 166:-4.359700438700895 167:-6.899364137360802 168:3.250183733623782 169:-4.363273768340499 170:-9.533825483090126 171:-7.867804062985909 172:-4.138078756294003 173:7.602264925552411 174:-3.715465148235108 175:-5.677125959246355 176:8.216295777564044 177:-4.633083140098613 178:-5.578680589688266 179:-7.790432459451621 180:1.432873900128116 181:7.000850803543737 182:6.741393789241391 183:-1.000173239564511 184:3.744186181422179 185:-3.812596007892595 186:-2.792058179820628 187:-0.8662872521168645 188:8.546749085800807 189:5.88238785546629 190:-8.87471025837319 191:-1.96493325892146 192:6.581068668970876 193:-6.347229905260718 194:0.7104649978707969 195:-6.711642270635066 196:-9.836799732116615 197:-7.442782428143211 198:-5.069366045946759 199:-6.16416209225678
--1 0:3.532029555778139 1:3.519530727038321 2:7.813747929841586 3:8.763096088294629 4:-5.809497105996198 5:2.753436405206489 6:-3.577156379055463 7:-2.754265156800828 8:-7.357117156695485 9:-5.257503549805269 10:5.534050224838188 11:-5.753894951615041 12:-8.772912195269345 13:-6.014399255847706 14:-6.255490679609508 15:3.688598242505023 16:-4.804289223076005 17:7.418692417181276 18:1.523137569507239 19:-4.053085038984754 20:-2.895063672402923 21:-9.748071276073192 22:-10.90833005846506 23:-3.546113642959473 24:-2.610437414540633 25:2.994322186910845 26:8.907529668640016 27:1.872961680071037 28:-9.543290637526036 29:9.082308106024872 30:-1.16891087388382 31:-1.637055295425727 32:-8.946488498684628 33:1.971551958222364 34:-3.828579406392143 35:-1.219657387988713 36:3.440728294822157 37:3.367975177892034 38:2.259849547477754 39:-9.502373989324353 40:-2.012890841746732 41:4.273798762201342 42:-7.341769156857519 43:10.65585637677335 44:9.671177637781193 45:-2.503752926875412 46:6.806643715276036 47:-6.780464908224504 48:-4.131799251702644 49:2.551610721678111 50:-9.369836262931765 51:4.998082138175533 52:5.427297103421549 53:-5.99723695999128 54:9.685409176034447 55:4.784541323186249 56:-2.321802504331169 57:6.984129468920058 58:3.546223885012616 59:-3.659670532168957 60:7.289173818650322 61:-2.559614284611698 62:-2.942478491712338 63:-1.621382855736873 64:-2.99747894770229 65:-6.538099785441248 66:-9.830732593553289 67:-9.036869265583269 68:7.896780711313371 69:8.344291788666816 70:7.065982913140167 71:9.153988306676673 72:0.3307786546843902 73:8.239811978903639 74:-0.8378567038076619 75:5.449601478014467 76:-3.133039358131525 77:-1.16337228891305 78:7.88169607570341 79:7.966994051699926 80:-1.768319357656152 81:0.5473214138848645 82:-8.721481748792206 83:-2.026783545576818 84:-0.983255562122042 85:4.862124003893862 86:1.905171981814987 87:-5.12791553478247 88:-5.206181124231004 89:-0.6182075398957179 90:-4.185758547932334 91:-4.595412329358856 92:2.115163684511007 93:0.7272507357555176 94:-4.493411149131949 95:5.673861780277025 96:7.470887757684493 97:-8.434520585032899 98:-5.483429402728323 99:-3.424697300135781 100:4.044500524726281 101:5.047321967082383 102:0.2874016790860801 103:-3.206854692256028 104:-6.165610289680798 105:-2.396222559353024 106:0.1506655269585251 107:-1.060854482970826 108:-2.429716058021888 109:-1.809642542474855 110:5.439258052993195 111:7.166181707777413 112:8.061090246174206 113:2.225494978170418 114:7.934114722041527 115:7.850831784235957 116:-9.005732332975581 117:2.871849573251595 118:10.95061065331716 119:2.119818573370787 120:1.659481757457208 121:-4.449714982825598 122:0.1555128315804404 123:9.967637555057321 124:4.543536618458559 125:1.280485354278646 126:5.786452429047527 127:8.266031473891575 128:6.583308478067326 129:0.8686811344128246 130:-0.3865434685040771 131:-0.5401201763558686 132:-0.3961077091320078 133:1.861677749667753 134:9.31818488264914 135:-8.696328308811857 136:-2.534072574834381 137:-2.059469986901281 138:-3.137473990102013 139:-2.002428656307433 140:-3.158653825488034 141:6.176979047930571 142:-2.970218772292974 143:-4.454134048072832 144:-1.303330588199955 145:-7.9306986637901 146:7.788992203777455 147:-4.663617962804024 148:4.200722137019378 149:5.960197524436998 150:6.057862596291874 151:-9.068211806956638 152:-1.861813792140333 153:5.466210122766313 154:5.415654558498783 155:2.444735993631658 156:-5.023953347455211 157:4.494612196684667 158:6.150767721842788 159:6.445439056994385 160:-3.57306749831213 161:-2.406296926005133 162:-6.054519647681874 163:8.518983418627078 164:5.479955834596657 165:6.404958342006136 166:7.046664250066814 167:1.914053972423254 168:-6.857142123479241 169:3.100431310897994 170:2.311935660889183 171:-0.4399960307659777 172:4.102099768848926 173:-8.324306795551873 174:0.2012034056617527 175:3.749681094780315 176:4.262078147526902 177:1.179601070448476 178:-2.306892885813563 179:-1.769714023563239 180:-1.377636907745236 181:5.346457626427094 182:2.640885690733454 183:-4.13054006543716 184:-6.101146736466206 185:-7.371247217353466 186:-2.227598002645445 187:4.348530883456721 188:-8.722892503293174 189:1.676782637155683 190:1.11318941505928 191:6.646289544908026 192:11.26261668760953 193:8.205910209972403 194:2.911584406708859 195:5.681490192605018 196:8.56339563720171 197:3.065378672541482 198:0.5875563986305739 199:-1.653241182216112
--1 0:3.811387382527178 1:5.385522618304019 2:7.052873268472032 3:9.660581191780372 4:-7.950098554614428 5:0.7860377412726914 6:-3.044287920165095 7:-1.334427752696493 8:-5.236816226293072 9:-6.723681030030573 10:6.608650737185475 11:-4.683574632425051 12:-9.983708911443529 13:-3.766184160131826 14:-7.74186430422677 15:5.33925439205903 16:-4.907116797240677 17:5.783462947101212 18:-0.7266960651173479 19:-3.25729534571022 20:-0.4171582661525117 21:-7.675434373384929 22:-10.08136628545319 23:-1.180138142818254 24:-2.436805493256557 25:5.720329719450535 26:10.13143819614922 27:-1.828128105623931 28:-9.376684366502383 29:7.286918012502429 30:-0.1596233561436881 31:-2.167245722332835 32:-9.001171452949896 33:2.125297810729049 34:-3.242179655877427 35:-1.246421878937691 36:4.707444881754416 37:4.667291450122925 38:3.668029388557039 39:-8.732054717762365 40:-1.904484460693427 41:2.671090995820809 42:-7.634628439214442 43:8.273185923212786 44:9.018570487222238 45:-2.370991673306668 46:7.990351525645201 47:-8.399111407200511 48:-3.9458977006809 49:0.9659028943042107 50:-8.610876336809628 51:5.315181189634845 52:8.694417499164329 53:-7.654585424506418 54:9.234094800062509 55:4.775096513924826 56:-0.5732694763168449 57:6.705815945942563 58:2.215129925773288 59:-1.660057580193329 60:5.7470279205117 61:-1.207650251048802 62:-5.54019134116313 63:-1.6132461290007 64:-3.319185084918414 65:-4.16403718281282 66:-9.421658676757927 67:-7.91407997383056 68:8.153300059162179 69:10.39978747925719 70:6.401401688849241 71:10.74757603161298 72:0.455033432437361 73:7.078248938076497 74:-1.259197561601565 75:5.462000962342096 76:-1.201514416845057 77:-3.065684479959953 78:8.047225829598407 79:9.264672564696667 80:-0.2204193875901761 81:0.7139925661261445 82:-10.14417764488926 83:-1.755540649620735 84:2.251665649745667 85:7.621581876539102 86:1.861909443697903 87:-4.422082640500228 88:-4.852090628484453 89:1.334067594874647 90:-4.307364826207414 91:-5.937169227363602 92:0.3877761182295899 93:-2.489070482892691 94:-5.34744384358847 95:5.604076231747124 96:7.971055485490939 97:-9.758742020447794 98:-3.317887154402251 99:-3.136458467199289 100:4.482106390168069 101:5.105053565478795 102:1.634568314329683 103:-3.604385815985811 104:-4.15028681645097 105:-1.123599474758984 106:0.7502576401693057 107:2.842250724266552 108:-3.073131624751436 109:-2.000701490111274 110:5.153148862958407 111:7.815225332106956 112:10.54942162157091 113:1.875019005364562 114:6.616815475306624 115:9.048787468041319 116:-8.531093884119976 117:1.557784653106605 118:7.076824280499642 119:-0.8237427410912082 120:3.616174125107765 121:-3.874134454875456 122:2.695107908841904 123:9.621075247097281 124:5.899036121135474 125:-0.1303936292749868 126:8.283292730997864 127:8.829331015639335 128:7.059256426155589 129:0.4036910701354167 130:-0.265256880536194 131:-1.059726522075702 132:-1.338933106859147 133:2.138763962121724 134:11.43571561978156 135:-8.713465434141698 136:-2.683062653243667 137:-2.95001855012192 138:-2.111264954503486 139:-2.566985879561673 140:-3.4250778603565 141:4.633429489944087 142:-0.9468064635266438 143:-3.636903514804995 144:0.9889185958257708 145:-6.223336682287639 146:8.373026136280968 147:-4.160249367515212 148:5.613422428870701 149:8.045079971296435 150:8.16870480183626 151:-10.56044263713329 152:-3.456771946938683 153:3.797157105348542 154:6.866847349174327 155:0.9947225487168343 156:-4.127806305340083 157:1.638280911912515 158:4.797952720995072 159:6.532460722579754 160:-4.073817469404968 161:-0.5808515037760205 162:-6.178433548865513 163:7.746795507753214 164:4.745028762737666 165:6.088672425777212 166:7.543914465995963 167:0.357712511226349 168:-8.853441103926563 169:2.662222497540343 170:3.978572203002822 171:-0.6206142041907287 172:4.58518150600963 173:-7.523221490877363 174:2.599289912360748 175:1.842203605916986 176:6.374649468072662 177:2.431933296086192 178:-3.287777926026605 179:0.5380163518518175 180:0.4100885015376964 181:4.959692837453751 182:3.467728290964207 183:-4.611270296291008 184:-5.093824895459609 185:-5.254610586391527 186:-3.571180706288773 187:2.983191729154486 188:-10.9961422002351 189:3.196948990184845 190:-0.008626948777531451 191:8.845049061021593 192:10.46102817570484 193:5.822725351450778 194:3.402170735779584 195:5.93259356998652 196:9.225260631803481 197:2.077616419690331 198:1.823902004655499 199:-2.720935651970085
--1 0:4.71139754021642 1:3.676357809055665 2:7.784229748869678 3:10.47911350885695 4:-5.842229842434424 5:0.2218075790478433 6:-2.07195606221299 7:-3.388915090496126 8:-4.47330288830232 9:-6.03557681957186 10:7.473434997166363 11:-5.46514484572287 12:-7.119178213413426 13:-3.656414704165522 14:-8.248788951628523 15:5.073760614629268 16:-4.875079853456857 17:5.24095698007826 18:-1.407430475841602 19:-2.420748978478139 20:-1.898454044554407 21:-9.463959882367197 22:-9.425246405106932 23:-5.226744278505367 24:-2.133431855405271 25:4.355175969471027 26:8.966960538025003 27:0.9145483129046097 28:-8.747532879321897 29:7.418601170434592 30:-1.853516659703449 31:-1.621345419048658 32:-11.2429839305348 33:1.372096550789811 34:-2.447421934227355 35:-2.541881666822156 36:5.276146610692528 37:3.044649734950732 38:3.769396719955692 39:-7.331754957584677 40:-2.506353790856125 41:4.740038298799645 42:-5.786768702230999 43:8.705004509186255 44:8.993771861679832 45:-1.639593902390466 46:7.755241449084744 47:-6.051282869900191 48:-3.253183455705868 49:0.8523353656185122 50:-8.137006976504702 51:4.654319799161489 52:6.724981432643148 53:-7.750869794709337 54:7.589543819810581 55:4.097176463462363 56:-0.6597251619411832 57:6.686073416610894 58:2.67482582576585 59:-5.185668285924081 60:6.751040554693234 61:-0.150841746604377 62:-1.662491111364307 63:-2.525057698335309 64:-1.302962420257932 65:-5.218023379526491 66:-10.77874417432106 67:-9.046610634699714 68:8.590729628532303 69:8.264547782486117 70:9.369294901854495 71:8.707649107807807 72:0.08567428986998527 73:7.442862983258724 74:-1.596305968452481 75:4.270425728426295 76:-3.64902803169077 77:-1.777299814322042 78:8.311045271804204 79:10.92968881445873 80:-0.7347229703163157 81:0.9046123460617412 82:-7.553254582359759 83:-1.880587443118866 84:0.3818414771340469 85:7.915674229280004 86:2.889203646521308 87:-4.9479330707214 88:-4.099833860608589 89:0.7053246940275855 90:-4.849734919742851 91:-5.9005937449154 92:0.523343457907176 93:-3.860566578577188 94:-3.342653634685401 95:3.868131654145085 96:6.940601056274145 97:-9.251285312998544 98:-3.126433408354443 99:-4.206955213821486 100:4.042120160855323 101:5.16121461465652 102:0.7461735123860367 103:-1.222720701997913 104:-5.615555276510426 105:-2.025278400867646 106:0.1495596863105437 107:-1.884838002858991 108:-0.3014022078159757 109:-3.278565868918256 110:3.620967711367223 111:8.443777040208696 112:9.944428007412009 113:0.2656491683616162 114:7.604177774727062 115:8.377391460812094 116:-8.759406470130235 117:3.354040427688195 118:6.1778700366502 119:0.8128009591443455 120:3.59366719569708 121:-1.4792194250541 122:1.195681009170292 123:9.301741296667101 124:5.024994507015669 125:0.3975610712832466 126:7.328195400371071 127:8.678793723957098 128:4.17018794208444 129:1.655031562413235 130:0.9618494516743848 131:-3.310845430162124 132:-2.952446969371797 133:0.8967836191769358 134:10.34808062007686 135:-5.810140919233627 136:-2.871559614640887 137:-2.929233123262431 138:-3.087580904387367 139:-3.198809288837456 140:-4.181644128700746 141:4.617615955956352 142:-2.736795993213483 143:-3.312848454679047 144:-0.4108891874062912 145:-7.012544271998493 146:8.964670645055724 147:-1.67427847086129 148:4.526087201928759 149:6.909877848685003 150:6.911266705842032 151:-10.62125498173943 152:-3.987125551926504 153:4.081859604580464 154:6.234157439575262 155:0.00916510227184042 156:-4.524547266357118 157:2.04575677976546 158:4.853939888937509 159:6.916115900085435 160:-4.332387568008051 161:-3.389424994144458 162:-9.075228066892453 163:8.15185616746871 164:6.003041141314067 165:5.98320325038439 166:5.406380715157862 167:-0.5322359620956023 168:-7.373633287680249 169:3.630405725016475 170:1.102885748063379 171:-2.203674749055934 172:3.724886504862741 173:-7.157580748900676 174:3.139371840100805 175:3.780371362234358 176:7.159603080228321 177:2.413200837789925 178:-3.28439131081536 179:-1.755553679218012 180:0.4865047455313061 181:7.102913368879751 182:1.858134260728515 183:-4.853826489985564 184:-7.875534102599834 185:-4.849245367044817 186:-3.040687180945882 187:2.915425075064328 188:-8.488599467836995 189:-0.664982959544056 190:0.8814882625334939 191:6.646724355440144 192:9.96180747716396 193:7.955371826926751 194:1.188029188163436 195:3.626236248133804 196:10.27132998457915 197:2.821766611047161 198:2.051198372085028 199:-1.628594518877814
--1 0:4.513582408786624 1:4.605790498178907 2:6.59683284684164 3:9.865065385895861 4:-8.82596417986087 5:-0.7014262548014356 6:-3.029341624118637 7:-2.855573026006265 8:-6.83716632527948 9:-5.037111900555032 10:7.30512374741965 11:-6.040949426028751 12:-5.024817624935131 13:-5.183323150123252 14:-6.900693162876963 15:4.632822902496909 16:-5.507237236881999 17:6.358516666722033 18:0.410243212646099 19:0.3870456671412401 20:-1.740060035209701 21:-8.065587262121092 22:-9.768537408248473 23:-3.759420806964953 24:-2.192512249335289 25:5.583467049135079 26:10.32161988233935 27:-1.074487882950897 28:-8.298986438593928 29:7.199415224117051 30:-0.9543790713909085 31:-1.382154444968593 32:-10.67127204917008 33:3.753340612483758 34:-4.205960162104031 35:-3.781871909053454 36:5.40782420338256 37:3.304566847469115 38:1.294277295175967 39:-9.044329953566672 40:-2.819230219826489 41:4.763435055396918 42:-7.784912595576388 43:9.408817271406674 44:10.11523364581737 45:-2.835149652515005 46:9.122493971047948 47:-7.073346575003131 48:-3.18881281857125 49:1.466805346364364 50:-7.575218991044182 51:5.832841417076938 52:6.362304351479228 53:-5.457366467950524 54:8.044690536848735 55:5.345033572044557 56:-1.817683030670094 57:7.162843689314063 58:3.241590996607436 59:-3.635966886494816 60:6.726928075547174 61:-2.02470899411975 62:-3.038580677911034 63:-4.179033218921779 64:-1.801334646892777 65:-4.046487309758553 66:-7.822100001680457 67:-9.226517594809041 68:8.518609390402085 69:7.614918995055355 70:8.164074601556855 71:8.223333595883926 72:0.02060457866930671 73:7.630617536817922 74:-0.297455125209626 75:3.789460078404746 76:-0.8705441217787724 77:-2.776762574904395 78:6.340613993026251 79:10.53363821531715 80:-1.772572081760445 81:0.324213227523318 82:-7.791239052395549 83:-2.588794413242042 84:1.304945019287926 85:7.727227629802734 86:3.008757028287086 87:-4.632970123890467 88:-6.531560049175946 89:1.97048140062677 90:-7.786260837286165 91:-4.982975424712721 92:0.1735387572567861 93:-2.775122923190573 94:-5.242804430310176 95:4.038262749984493 96:7.404878661663368 97:-10.20264204727791 98:-5.306478422061511 99:-2.541254815595299 100:3.274494813185004 101:3.464504263103022 102:0.7368080910268967 103:-2.525275848532206 104:-4.441201484756146 105:-3.317263280572143 106:2.429907008223033 107:-0.2745022356329804 108:-1.56981694759367 109:-3.219071870746801 110:6.515065957351212 111:7.356704494891941 112:7.665641819342643 113:0.526452689312034 114:9.061155578733246 115:8.888366627096969 116:-8.596250415733966 117:3.370124143189742 118:9.839102038546828 119:-0.7452804838386919 120:3.251427212449373 121:-4.519932556207384 122:2.87272432475153 123:9.089197118584112 124:3.581822110174385 125:-0.08019384688698666 126:6.941137067723479 127:7.473029040574456 128:6.314460640840069 129:-0.2721997009201529 130:0.1274418578940728 131:-0.7756844292693249 132:-2.624885593395967 133:2.699766828981472 134:9.938262235633507 135:-6.242019585873086 136:-3.475204929932586 137:-1.875132304337606 138:-3.346635598475093 139:-1.11900544232224 140:-2.342968787250866 141:5.087680616886597 142:-2.185829048614864 143:-5.615113754340927 144:-1.125180394596007 145:-6.71931613367874 146:7.532666684508198 147:-1.98924117894045 148:4.250231043601289 149:4.870426855401778 150:8.653852272725743 151:-9.174015717063929 152:-1.332604187557668 153:4.928966524238646 154:6.150083671565183 155:1.574168158485002 156:-4.27818045902742 157:2.806126446888059 158:4.017518613264242 159:8.32471887159206 160:-3.277878251819897 161:-2.378738876674113 162:-6.22649558507208 163:8.115339162434999 164:6.081719264010394 165:5.774214337464513 166:7.110992158015137 167:2.970288720842103 168:-6.43956296664837 169:3.310898447825094 170:3.602395339072638 171:-0.2653403112733753 172:3.046646673272104 173:-6.446636566948702 174:1.905461368371558 175:4.192439718406909 176:6.770703724545808 177:2.682684313979562 178:-3.609276696022817 179:-0.2608147186395464 180:-1.00097300164838 181:4.784565151938086 182:1.885094007315534 183:-3.816929041686401 184:-7.49571593131409 185:-6.444736421821515 186:-2.865832498461358 187:4.461737035552784 188:-10.32422586797212 189:3.231418859362926 190:0.2518221568221617 191:9.030848811676817 192:9.248563159553527 193:7.821242750230779 194:5.353289372722982 195:4.22644403987254 196:10.81782238975961 197:3.356765083131558 198:0.9495681612418069 199:-2.724084475183895
--1 0:3.947553492928534 1:3.938196657031143 2:8.131948097347305 3:10.98353534009009 4:-7.690725372135816 5:0.7862799888753423 6:-4.546198803182454 7:-3.680956105963767 8:-7.083151971483165 9:-6.952143647690756 10:6.517573608566511 11:-4.00026201594057 12:-7.401315085148682 13:-2.565473891310851 14:-7.302451304557803 15:4.711988676083463 16:-2.994946119617909 17:5.237174706142568 18:-0.7619518146633719 19:-2.321826244707745 20:-3.140248703232912 21:-8.082268211258361 22:-9.536127677764201 23:-4.501626417158139 24:-2.200378317246344 25:4.318237107428867 26:5.900583140203402 27:-0.6698537087564327 28:-9.978711825398463 29:6.394109442526021 30:-0.1644630538439121 31:-2.389945384894546 32:-8.801535742608388 33:2.434155797081233 34:-4.518716566727187 35:-2.242673643420562 36:6.032462332670336 37:4.106624565403721 38:3.129874947539279 39:-8.794919270691029 40:-1.49598743489101 41:5.167945176371799 42:-6.56821679388458 43:9.215840083510891 44:7.045264953588653 45:-2.306626816361173 46:6.178456806148207 47:-7.529670496049434 48:-3.749589887449802 49:4.066023785016773 50:-8.039592964633362 51:6.270853949422741 52:8.199988258372507 53:-4.974840876256262 54:8.07760897366451 55:5.09728588026105 56:-1.996058542401565 57:7.710245747443349 58:3.555127022032405 59:-1.285232667132031 60:6.507630077509777 61:-1.412664527761238 62:-3.66589395334225 63:-2.420540346271075 64:-3.125292511939846 65:-5.454437336902106 66:-9.539848605383561 67:-9.107424670381082 68:7.266990469097777 69:9.961004081878059 70:8.014388918651699 71:8.782900571915105 72:0.501788050252552 73:7.099611655454624 74:0.5225346714361653 75:5.536036374420969 76:-3.778822637658285 77:-2.189684500734658 78:8.124569454980023 79:9.533815651444753 80:-1.305006595887181 81:2.841321413329788 82:-8.74835598644305 83:-2.831721856348371 84:2.222000056845664 85:8.898044965665006 86:2.977242119734348 87:-4.41253266721165 88:-5.918622213941576 89:1.128026397947126 90:-3.248860429764528 91:-5.712521493975677 92:2.001724588986966 93:-3.76857578720551 94:-4.380454676111421 95:3.804120066593981 96:3.751966387873065 97:-9.42053377024418 98:-5.499450651402862 99:-2.301742917742039 100:4.602657635715682 101:5.909552072435043 102:0.4655622652623788 103:-2.125133044253353 104:-5.626795836116822 105:-2.437382521338576 106:0.9290375915517262 107:-1.260797368609551 108:-1.579544115054559 109:-1.490901081858545 110:5.152615635867563 111:7.638599741742121 112:10.13350166933976 113:1.353008656973195 114:6.008210333947373 115:8.434574682992018 116:-7.405445151158939 117:1.795992840501396 118:8.676410377277676 119:0.9748347887995406 120:2.399740294176171 121:-5.447455594094878 122:1.528341097490449 123:8.477200056101447 124:4.620816440366493 125:1.934184907561237 126:6.984758755174489 127:8.644507627377321 128:7.425088106644514 129:0.9562066105478738 130:-0.05446201627961483 131:-1.066969293807186 132:-1.828652185234361 133:2.238264701437693 134:9.115555777099569 135:-6.130545823730387 136:-2.886012480575306 137:-2.849211057970259 138:-4.408832612851696 139:-1.211827055215293 140:-2.87587523457759 141:5.187718814615374 142:-2.321986051858341 143:-5.005690023826373 144:-0.2878410003759316 145:-6.127516837821516 146:8.604737615851677 147:-3.093331142399498 148:4.3426897417356 149:5.837554755560173 150:7.835979402948018 151:-9.524134508084986 152:-3.821509746150375 153:3.713519147210112 154:4.631156476628409 155:0.7184090912082945 156:-5.997877926029593 157:2.361572442484065 158:4.531233907914605 159:8.041081387229781 160:-3.051972041910934 161:-3.256280634166656 162:-5.474636834877699 163:7.400560605329288 164:4.467778267732547 165:8.034100503401161 166:10.81991641633782 167:0.8019799073909546 168:-7.170603926455168 169:3.407393152802539 170:1.335355348607164 171:-2.065359035278347 172:4.883306371184193 173:-7.590985135362449 174:0.9936014754664629 175:4.253170748834971 176:5.052867470501324 177:2.434360441345214 178:-3.0976840299291 179:-1.578564991373207 180:-1.597889268238851 181:5.878424125878984 182:1.163478520906662 183:-4.029969476006237 184:-5.873123131087522 185:-6.710839997317023 186:-2.653576226762544 187:1.632111107274298 188:-9.48611090966363 189:2.074973677487932 190:1.288537262372131 191:8.853374910631604 192:9.380156382708666 193:8.515266998473573 194:2.069581401347792 195:5.131102992089116 196:9.500201557609941 197:1.617116327628059 198:1.316074613199018 199:-3.107216198214053
--1 0:3.314250988786847 1:3.938211497749144 2:8.940138608167292 3:11.00535368536198 4:-7.079133831665112 5:0.2990958511483333 6:-6.796194175796122 7:-2.076669132127391 8:-6.510862292201606 9:-6.588970197519318 10:7.455732620789843 11:-6.480451606962978 12:-7.725520564042228 13:-5.866535785929568 14:-6.850688728015105 15:4.208090907164753 16:-2.293195977406571 17:3.803577635620315 18:-1.088910443916787 19:-1.01527562525599 20:-0.8150297837396501 21:-8.131695754365674 22:-9.156138669413354 23:-3.355859746337597 24:-3.443268199148107 25:3.841525498535741 26:10.48161056401511 27:-1.307326637783081 28:-7.530253287031041 29:9.911827142697293 30:-0.01475228236540715 31:-2.670719112590769 32:-9.230226092096272 33:2.397515249626247 34:-4.179934649310729 35:-3.64373325721248 36:4.650878048712134 37:4.041348739654505 38:3.462228136582577 39:-10.68283551570653 40:-1.362710499413787 41:4.493788722889676 42:-5.398049078187071 43:8.745099741977896 44:9.055007851927728 45:-2.180518490825821 46:6.874327651395885 47:-7.995111528456577 48:-3.431670848751476 49:0.631054329991114 50:-8.212686542995236 51:4.970031853142867 52:6.363010752305035 53:-5.690008915536696 54:9.013733773621214 55:5.008649892977058 56:0.1218695355498478 57:7.934682593090513 58:1.371974384721782 59:-3.452642995965791 60:5.371166243460007 61:0.6812441811909435 62:-3.656962381647535 63:-3.475044845422196 64:-2.627057580446442 65:-4.406215123329932 66:-10.52306169160648 67:-9.833694567324264 68:10.08114987146073 69:10.50807213519268 70:9.133717045490526 71:9.127135467237322 72:0.7973321421602905 73:6.456472408073835 74:0.3665464324127715 75:3.269819835326933 76:-2.547468102203794 77:-0.7145963588082627 78:8.546926421577684 79:6.965980390099686 80:-2.738174333860416 81:0.4084445518466862 82:-8.049295617618389 83:-1.789152247703802 84:0.609506673848071 85:7.097770320528651 86:2.190497024711595 87:-4.960091359845035 88:-3.636028115369119 89:0.6903426391775276 90:-5.144196657126098 91:-4.884195014795733 92:0.829947965886235 93:-2.776616214612719 94:-3.902157028417039 95:2.01879368264583 96:8.48863948818251 97:-10.90816009854139 98:-3.374685433609551 99:-3.604255572822241 100:4.737145499812537 101:5.166585769920799 102:0.6523109931954569 103:-2.375412017438915 104:-5.200449723885106 105:-1.724112434728418 106:1.297014299324721 107:-0.9922793397309165 108:-3.523721572109786 109:-2.396445419838403 110:4.572739862938054 111:6.06449236400897 112:9.345053733550724 113:1.791515663644872 114:8.178277935332058 115:7.870358435801937 116:-10.05547047649793 117:2.275161468227682 118:8.474860340347186 119:0.2759293858043875 120:2.802734123657021 121:-5.553923296930519 122:2.51917743200953 123:10.66896336944654 124:3.229914000290282 125:0.2476357203695147 126:7.176518490179198 127:8.789493588371197 128:5.092917712645055 129:-0.1178888094378847 130:0.3307059056190831 131:-1.425644020428275 132:-1.235319901677256 133:1.574466519328137 134:8.354507181431567 135:-6.118421715360858 136:-3.613835265199716 137:-5.463908111073948 138:-2.903719205110464 139:-1.114994905382312 140:-3.804636532342149 141:4.307916852662474 142:-3.806276162404636 143:-6.205275557389027 144:1.288615640101429 145:-7.901131555500049 146:9.072023692845315 147:-2.136449280802014 148:3.440050351232892 149:5.064699054877542 150:5.363165642379228 151:-10.8722593258847 152:-2.789679502433795 153:5.095801923133044 154:7.134916692735517 155:2.734656609636549 156:-2.897389748374948 157:4.042660259354609 158:3.785275982586741 159:7.34272067043126 160:-5.46065953323814 161:-2.241446043379641 162:-7.129008498089285 163:9.466809560875573 164:4.868252588268043 165:6.446654212698642 166:6.29184846737911 167:1.754899454935462 168:-5.888543161564518 169:3.749057082120593 170:2.615602225858709 171:0.3311956672697833 172:3.979608136619294 173:-5.806587607014738 174:2.496300774432453 175:4.665532313127819 176:6.272398531444275 177:2.80505992236431 178:-3.472821300074364 179:-1.405989715823563 180:0.02044382326918848 181:5.809279003467194 182:2.129251065847814 183:-4.038845832021241 184:-7.187006230286568 185:-5.154143308569799 186:-2.831870705827885 187:3.572143239169225 188:-11.53543168714275 189:1.925717624726683 190:0.1390372462783139 191:10.16957108704864 192:8.81661154763969 193:7.621943560968703 194:1.939025383980117 195:6.621375328117493 196:9.890070069181903 197:0.7223000988373465 198:1.028364228264486 199:0.1335070078869158
-1 0:7.880065952775447 1:-5.009392431120908 2:-5.241004791255232 3:-6.04360595320338 4:3.574469094469648 5:9.198852874786434 6:-8.900004652269924 7:-7.750327750805161 8:7.26686418421142 9:5.032708125868771 10:-5.356051071811162 11:2.675465271216747 12:-7.185350765238615 13:-10.6934899121731 14:-4.370290011805534 15:4.429678168173425 16:5.650526918896242 17:2.295651996824473 18:-6.215816536762794 19:-2.104192969097904 20:-2.741274697760961 21:0.5243768654623853 22:-5.086284455184657 23:9.858956389747956 24:-0.8782641794737043 25:3.554428760582778 26:-0.1740616052362194 27:-2.944697110683118 28:3.655662283397793 29:5.768836582318105 30:9.169030703818844 31:5.288484954334431 32:7.685909066863285 33:7.760584163740339 34:9.116004709021285 35:4.483625887341093 36:5.893701488809609 37:5.521407472878352 38:-8.182038898537625 39:-6.414145824737693 40:-1.087019485665615 41:-0.1255346445780633 42:-1.949920076257952 43:-8.627336855776742 44:3.361707852089617 45:4.595850965978761 46:-9.231235167847421 47:-4.227015576078296 48:-7.692972257908008 49:7.175726400059162 50:2.503959630040024 51:-1.740426403648107 52:6.929884510576529 53:-9.621398557131478 54:-1.481074025712918 55:-2.355121463514259 56:7.573627451910154 57:-7.104353295650847 58:-0.5761554545048982 59:-6.53509399757225 60:7.660295975863331 61:-6.200328210142997 62:10.65879464749489 63:-0.6388109369679218 64:0.1631196969612019 65:-1.625421404630194 66:-3.480105054666593 67:7.364610684931311 68:8.270901565894675 69:-4.619760957083187 70:1.257306334586719 71:4.924267683560385 72:0.2433171993817329 73:4.747377488490656 74:-5.305397876161536 75:1.228601783566113 76:4.012835693082623 77:-8.110490066875212 78:3.439919943145545 79:6.204997283930394 80:-6.542091531483568 81:-3.299574484038179 82:2.811028216988896 83:6.963810907135407 84:8.391446644017153 85:8.086272090131684 86:-1.939401178174907 87:-7.940831722933969 88:-0.8550433914251212 89:-7.801199188859483 90:-4.294036187883226 91:-7.829266567518546 92:8.165070721017587 93:-8.533870115760251 94:-4.594632384877762 95:-7.425469167748426 96:10.16281510620635 97:-7.549539263369365 98:-7.642531906487525 99:-0.2470238929635432 100:3.847136478406968 101:-3.255615137736317 102:5.031514879095383 103:-8.706680812632127 104:-3.875778840479023 105:-8.234090441038958 106:1.620655058065499 107:-2.861378675202008 108:-8.610120246111027 109:7.783714161390285 110:7.756191095587008 111:6.645957430545357 112:7.239298006052584 113:-5.95619808912376 114:8.367132066778202 115:-6.966260620920458 116:-4.303514877668451 117:4.38663655173938 118:2.219246750427697 119:3.286807313781638 120:7.899301115075196 121:3.105292215943043 122:-7.677394305766471 123:-1.755378781980012 124:2.496625720784272 125:6.848954013405613 126:-8.741123103021007 127:-1.599299579097202 128:5.10233692537803 129:4.21116412290632 130:-3.39795812665148 131:-1.505332283801107 132:11.16889883871101 133:1.07914143714186 134:-3.300068245715909 135:6.927282160961669 136:-3.586954414867638 137:6.241060145337322 138:-8.42044485799588 139:1.699351134116817 140:-8.328017911673575 141:-8.130555392279422 142:6.390282596901542 143:3.345817418797375 144:1.218215670348667 145:-4.324637833674615 146:-1.899225009626795 147:-7.796969605314188 148:-0.5952976115926505 149:-3.456854574275174 150:-3.06339796349876 151:3.697201710977886 152:3.502213910037683 153:-3.268417090499675 154:-9.108251859215123 155:-5.944160230946811 156:8.896287522528201 157:0.6063477849462027 158:-1.446042269384195 159:1.221299352441219 160:5.301182816942953 161:8.697100231143651 162:-7.97948556152368 163:2.414421535155134 164:7.720190154413983 165:0.8140882466467925 166:-2.839177906603949 167:-5.307625348086616 168:2.119526388862376 169:-2.06666104722866 170:-10.28030266536278 171:-7.050086656056296 172:-5.590879566558576 173:9.170441537562533 174:-4.048306569820657 175:-5.080897764406362 176:7.924290432822807 177:-4.04145385672254 178:-3.749953655272111 179:-4.406785395323679 180:0.2120146232996856 181:6.398729352737693 182:5.632503965645548 183:-0.8415915348783092 184:2.881671622137763 185:-5.846526180044389 186:-4.051659547045531 187:-1.363776643794626 188:9.122380717742267 189:6.064469037885785 190:-11.28846430204285 191:-3.777359524166783 192:6.145258748244506 193:-5.431181862929579 194:1.703374574286564 195:-8.218433811494585 196:-9.56521145929038 197:-7.408260516390193 198:-4.406179438151231 199:-7.598095211475558
-1 0:8.673520420435835 1:-4.29922611651057 2:-6.327350742495767 3:-3.967877396332405 4:3.880429577834674 5:10.2812003768602 6:-8.828128148276601 7:-5.451507853014077 8:7.757248994876299 9:5.886266330207475 10:-8.470903457975124 11:3.322032079427913 12:-9.780694892171431 13:-11.01897175342297 14:-6.223938328597078 15:5.20427531558332 16:5.509994084361915 17:2.824301000977108 18:-8.793858246781436 19:0.1301537283180376 20:-2.886673111990738 21:2.832775788694753 22:-6.644618624512963 23:9.570385421682085 24:0.4379354249329379 25:2.587268002424222 26:-0.07827025420756023 27:-1.839561995369463 28:5.506631380823751 29:4.816127825953105 30:6.495292741186477 31:4.795921481238945 32:6.0559137275574 33:6.951407803290716 34:6.983162322917147 35:4.125530478369888 36:5.07556138237993 37:7.485182995170843 38:-8.715097888350172 39:-4.034459864026176 40:-2.562293252700285 41:1.112611977067415 42:-2.202353092382534 43:-9.55569183217947 44:1.64717983534326 45:7.038935220374997 46:-11.43222148124484 47:-4.801230537724774 48:-8.016916257875387 49:6.311001336942675 50:3.015698183114309 51:-4.618033796506818 52:6.785651529747311 53:-9.353386975121229 54:-3.914014627726196 55:-3.203660522183613 56:8.56713248253174 57:-8.521062015669468 58:-1.565631308437575 59:-6.540684090636769 60:7.830529496550596 61:-4.520290253411658 62:8.632646432731237 63:0.7749814003225226 64:0.9724350061689639 65:-1.090530108080481 66:-6.036879846006897 67:8.115245808785296 68:8.335392579333819 69:-3.985906295811925 70:0.1543246890727551 71:2.290142620715545 72:1.077024938429987 73:5.790488944932307 74:-2.992511852323056 75:4.525845237493229 76:3.484075185731221 77:-9.750905629853197 78:3.501166315602786 79:5.079466739295531 80:-4.221538957445559 81:-2.147464848884263 82:1.180576032722026 83:6.784234603891187 84:6.68751177710114 85:6.175462789889989 86:-3.998566752269095 87:-7.769440417599264 88:-0.4526051933036243 89:-6.124957101118341 90:-5.885772670221239 91:-6.407800121079444 92:7.658058061063334 93:-9.924571303489133 94:-4.695777505323788 95:-6.670093126353161 96:9.299499093451493 97:-8.236294215836779 98:-7.734949272833176 99:-0.2292307654259699 100:4.605299351721362 101:-5.424560812337154 102:7.359436760491656 103:-7.934197818526302 104:-5.795849307609047 105:-8.051762200313309 106:2.085061136099348 107:-3.029942104000126 108:-9.171869929033296 109:3.808475287591633 110:9.927580172927804 111:7.480937174854578 112:8.630979697692821 113:-6.499989857383763 114:9.180151042307591 115:-7.560807125647823 116:-3.757493406484063 117:3.450857718780836 118:3.990095114230731 119:3.287423991860352 120:8.42436543130502 121:3.906283736520854 122:-6.285904294964374 123:-3.510701059404473 124:4.17989904846072 125:8.555579477665615 126:-7.75998137298069 127:0.191418188916028 128:5.520647690717268 129:6.106582624206129 130:-2.328306170223491 131:-1.690082037680902 132:9.61129879046794 133:-0.7577721484247748 134:-3.542820423880873 135:7.713112054253592 136:-2.656804157894908 137:6.878326857629658 138:-8.139737800585928 139:3.592163073677503 140:-9.290711391017803 141:-10.54948770994827 142:7.34287632623767 143:2.735645732894072 144:0.3388889378928509 145:-7.058195021345155 146:-0.2738440634421959 147:-8.002226773283477 148:-2.478403176058623 149:-1.077212775190706 150:-2.166196380763215 151:6.194580944207093 152:2.74407627842581 153:-4.394192476217554 154:-9.040451935297087 155:-6.676104095769795 156:4.966932122369816 157:-1.99495423073972 158:-3.312174904775581 159:0.5291409823945821 160:3.829716900891959 161:10.29315052807217 162:-6.955333065046357 163:1.834043366129321 164:7.959993246850349 165:0.917131476761528 166:-3.967541767157254 167:-4.996180005812061 168:4.170311322342038 169:-2.34486217455573 170:-10.42036684305526 171:-8.320820409406711 172:-6.284183370912927 173:6.616801193932438 174:-3.898580509542273 175:-6.370885639843465 176:9.189540469458731 177:-1.938230207266576 178:-2.625164963382764 179:-4.466870521407292 180:2.949044185526858 181:6.557991928383703 182:6.678959529028976 183:0.6593327298838469 184:3.018129678880453 185:-5.130644804918316 186:-5.381736184563785 187:-3.279708723359652 188:8.487784616145023 189:6.088163308597832 190:-8.607234869180894 191:-4.003559419504564 192:7.631325872056141 193:-7.323494318096372 194:1.100108282041604 195:-8.558088021900764 196:-10.19052503447218 197:-7.559262854020687 198:-5.185855657390429 199:-6.256928754955823
--1 0:2.513329853156499 1:5.184438721641677 2:5.840131967231372 3:8.634070089914292 4:-8.139243902979631 5:0.681524682849437 6:-3.923374156096461 7:-3.521407544379627 8:-5.75173122946261 9:-6.938233001537984 10:7.236155627171438 11:-5.584578999487009 12:-7.595189971779019 13:-4.916039045050961 14:-7.541758528713064 15:2.543715453105261 16:-3.037682120707046 17:5.542373498097114 18:0.4626633088079477 19:-2.78059259197949 20:-0.9134521012785637 21:-9.786173357811293 22:-8.91930311669957 23:-4.140611437894199 24:-2.553887254116881 25:4.776597032125649 26:7.804745887974365 27:-1.232456253737152 28:-7.138107376945497 29:7.232519817545106 30:-1.505381084368116 31:-0.4649428694026665 32:-10.11287779059034 33:3.167360177922029 34:-6.21699564272677 35:-1.67697427660412 36:4.646984392782972 37:4.485021030010738 38:2.211758508689312 39:-8.264994003929049 40:-1.864236092227731 41:2.380032351252793 42:-7.852679693896478 43:7.395323382501065 44:10.10899752840924 45:-2.618147377862277 46:7.446693824648705 47:-6.813326379872603 48:-3.855483258591276 49:2.705638564398833 50:-8.058408048460958 51:6.063713110678657 52:7.459257635508271 53:-5.349685677502171 54:7.334893176940349 55:3.741111816203497 56:-2.4856340236207 57:7.12603169084576 58:2.235349483468092 59:-3.201759523715385 60:5.77232471817296 61:-0.7174718772211888 62:-4.039361007606184 63:-0.02523474804304682 64:0.2313633976987579 65:-4.904723654122395 66:-10.10021873245333 67:-6.614054141297556 68:9.404651843430614 69:7.107650006055731 70:8.584235953248522 71:7.939696209637061 72:0.7213492753268103 73:5.823212898581806 74:0.2998961331257693 75:5.288826672391746 76:-2.510609277351142 77:-0.7740848185213689 78:9.090490088547247 79:9.799376016593021 80:-1.911894763027532 81:0.1715013041325739 82:-7.859010241475341 83:-3.928882603409667 84:1.680013974229464 85:8.698386190033352 86:0.8608079283769403 87:-6.268760780100001 88:-3.406691111766937 89:0.05103958346999338 90:-4.990036985096427 91:-6.929686949933582 92:3.134154787810577 93:-2.317151897818084 94:-5.641192259181368 95:5.337734547990131 96:8.587434007933153 97:-11.21036681828002 98:-4.634328025994563 99:-2.838394925250673 100:3.224309762135016 101:4.210325516787964 102:0.2100258538964757 103:-2.329471122763502 104:-4.264847910912474 105:-2.155622565865432 106:0.9394037982757173 107:0.8229839353727424 108:-1.068720502269336 109:-0.1958514508900755 110:5.048040324246319 111:7.055838436020784 112:9.325818946628079 113:2.756347425676014 114:8.334008580245573 115:6.99059794149282 116:-9.794087332453129 117:0.7419483050623019 118:10.5023114966682 119:-0.1569556299121493 120:3.035728052693702 121:-4.082705586974964 122:1.079728048277666 123:9.72665261611864 124:4.614300327855406 125:-0.3392780663393667 126:7.624849552402491 127:8.418909481078492 128:7.646440588345069 129:-1.459203155215241 130:1.706788664999651 131:-0.4937695932526855 132:-0.7914956484283717 133:2.723238921419235 134:8.886285648431302 135:-6.067592641650626 136:-4.061346710239902 137:-2.457159771642011 138:-3.157197229344448 139:-0.8359738457816436 140:-2.482037428275804 141:5.818417577990445 142:-2.299340701580612 143:-4.470623434139703 144:0.1462053457068796 145:-5.954886275730816 146:8.766715903895079 147:-3.744199114131876 148:4.593678391273937 149:4.830822401140909 150:7.364097995754959 151:-9.268258020208616 152:-4.006112008737247 153:3.211488555358957 154:5.966122616859829 155:2.433652636065821 156:-4.745390838536526 157:0.8997177387844384 158:6.330809042264514 159:6.500862512887055 160:-4.030606484630393 161:-0.9730646676453059 162:-6.86613402921883 163:8.878174165437573 164:5.724108764252335 165:5.685189524341292 166:8.688450330609204 167:0.05845024817126876 168:-6.576083964303179 169:3.506727446454671 170:2.023694680522978 171:0.3231631110761559 172:4.1531222012254 173:-6.330866839732332 174:0.4398752030077353 175:1.345580688550587 176:6.931308583357078 177:0.8682976783306213 178:-2.079277592548608 179:-1.28249284008744 180:-0.1757217973183409 181:6.033218594573031 182:4.58049787301246 183:-4.803220121508198 184:-5.499602822192606 185:-6.740191179754874 186:-1.549175250674202 187:5.79984557731917 188:-9.494677343073867 189:1.128728803489579 190:-0.2184046729553482 191:9.619747512959098 192:8.050270590197506 193:7.351060087922343 194:2.59717126137061 195:3.23275580344243 196:10.43707617265798 197:1.025902641282234 198:1.993766847961826 199:-3.511948754619853
--1 0:2.465034106830066 1:5.850131625198207 2:7.964941235360932 3:9.239566122661017 4:-7.557131174273957 5:-2.209908635053989 6:-2.47781750766025 7:-2.663545458373837 8:-5.462732331851232 9:-8.463868399530703 10:5.675125224935847 11:-6.46702010832832 12:-5.813091949513056 13:-4.351822491387128 14:-5.888404262467605 15:4.961670972181771 16:-4.192711849702865 17:2.858700533276547 18:1.000786079535584 19:-1.99216873930681 20:-1.00020002916277 21:-9.533488030082225 22:-9.56692428406037 23:-3.594938351159624 24:-1.351405720781885 25:5.600435193793759 26:10.34019383445761 27:-0.230463517596365 28:-8.574652058861673 29:7.618007878275567 30:-0.1446051654281653 31:-1.217573709534603 32:-9.918832170161995 33:3.960770905333355 34:-6.888018897983121 35:-0.8235512142422885 36:6.202215096788401 37:3.724026612356231 38:4.193412113709393 39:-8.250120332122012 40:-1.438778399530455 41:5.263369305835239 42:-5.709237534388262 43:9.894162537722179 44:9.779412056230672 45:-2.005432004788669 46:8.50051878830687 47:-8.730421178369218 48:-2.410004416547365 49:-0.1058995552303659 50:-7.08017782852512 51:5.740726331448175 52:5.929586506196289 53:-6.378345932399357 54:7.398190549855417 55:5.417677382072505 56:-1.626683057218859 57:6.600853819872084 58:2.274511980766239 59:-4.335177138227008 60:5.782793498554421 61:-1.669808577805395 62:-3.44874750206094 63:-2.843408175706184 64:-3.32776860887846 65:-5.178350615060421 66:-8.92751656534687 67:-10.55689968490463 68:8.064910767219175 69:10.7044897586095 70:8.732167475376224 71:10.09537792637852 72:0.4914684295122565 73:7.467448974706645 74:-0.5594153030282308 75:5.621115136653952 76:-2.622870773738848 77:-2.357658657073471 78:10.27847962352016 79:7.777209186116587 80:-1.078123918804381 81:1.805865728350896 82:-8.391356604535959 83:-3.477078749865048 84:0.6595780697671105 85:9.767001625530725 86:3.90677594623939 87:-3.347167688781537 88:-4.606684519814735 89:1.226261639665247 90:-4.121010873239803 91:-3.539208398655613 92:2.679379590441814 93:-3.072079440989144 94:-2.95344578236124 95:3.793718979121171 96:8.159478246961338 97:-10.47705461838169 98:-6.1390870621664 99:-1.837350628417171 100:4.726173717197732 101:2.115290381783028 102:0.6192119425817018 103:-4.412911822150896 104:-4.274504114546197 105:-3.871567969245307 106:2.737081952950226 107:-1.254856030275166 108:-2.417000792798017 109:-1.375190198631764 110:3.564996890152838 111:8.32040656583874 112:11.27106909808607 113:0.9085351535241435 114:8.101522698749886 115:7.936583121384613 116:-9.560430564368259 117:0.8647502649904443 118:7.767106515940513 119:0.1121152012652072 120:2.71763058244029 121:-4.810728291324266 122:4.751345805539698 123:9.594598091076366 124:3.897561101417245 125:0.5088339119688758 126:8.687860154486676 127:8.840254440972396 128:3.913471329437059 129:0.2707925453592888 130:-0.1170259270700486 131:-0.1385117353374359 132:-1.73077248791306 133:1.872636580079691 134:8.333637304972484 135:-6.787119312219617 136:-2.023911931695021 137:-2.248389964341828 138:-4.308614752704459 139:-1.889744974050586 140:-3.387921829740862 141:5.196398981285109 142:-2.619984870146757 143:-3.642472019817224 144:0.193841129626429 145:-8.025275589475759 146:8.219741188581521 147:-2.061795214962046 148:6.230415706187067 149:5.69096683502431 150:7.284282303014255 151:-10.95644931463936 152:-2.980588846523199 153:3.308192320654775 154:7.230780078759103 155:-0.1920817827226993 156:-6.914749136903524 157:2.991547367226711 158:5.610264194095603 159:6.184001864683442 160:-3.015403513713437 161:-3.924651396078431 162:-6.596215678970766 163:11.326965101858 164:5.809596005238776 165:6.738756370237691 166:7.728789760917699 167:1.733277287416379 168:-7.183462459564931 169:3.338936722438362 170:2.399899285494475 171:-0.01486536852360509 172:5.438482011672308 173:-9.402251533311524 174:0.6125655184890602 175:3.969527094853466 176:6.14434684690071 177:0.8959101471562674 178:-1.870460875016543 179:-1.132360426512759 180:0.9365779307758559 181:5.527734061821206 182:3.193454143639505 183:-5.198328810986433 184:-5.44698832714218 185:-5.778233538398554 186:-4.472566069029039 187:5.676899913903901 188:-9.587128911905637 189:1.483927834607856 190:-0.2476050093558879 191:7.530684691496215 192:10.84412010928482 193:6.460295167828185 194:4.277928952400654 195:3.427688855502934 196:8.217393561712557 197:2.394318806895414 198:1.591102671269947 199:-1.776575307998997
--1 0:3.307153766040098 1:2.85715689523949 2:6.331763065403732 3:10.59718885365841 4:-7.571571097341768 5:-0.2253299749683137 6:-4.118021780779137 7:-3.129149419605027 8:-6.489593173755462 9:-7.091077906589364 10:6.800899826028077 11:-4.964144062292152 12:-7.278640251573083 13:-4.014960197658885 14:-9.337814671164974 15:5.632600115781946 16:-4.362762936766718 17:3.798819382531389 18:1.131259419567894 19:-2.032438144159128 20:-2.617533152725002 21:-7.340975057831868 22:-8.313494840203706 23:-4.377851978206349 24:-2.043696834251369 25:6.256532585588809 26:9.111364836430036 27:-1.054975179637813 28:-7.797082714108099 29:6.8927446669424 30:-1.040543486436208 31:-1.060030058038447 32:-8.55614859072244 33:1.926610409145609 34:-5.155840554822209 35:-0.9597814750707718 36:5.170201339601254 37:4.930132573422306 38:2.642971029687191 39:-7.940322803187379 40:-2.806009424514562 41:2.538140994319212 42:-4.747812649917141 43:10.58889892411159 44:7.892086922000584 45:-2.043760563891432 46:7.171953777539891 47:-6.290361574042597 48:-3.942811936689395 49:0.8590225329910064 50:-8.982157589563744 51:4.891589684916369 52:7.46327275609668 53:-7.414939607907248 54:6.050038439252266 55:4.437907832388616 56:-1.716725134820195 57:8.111002805055836 58:3.69178843652089 59:-1.674614092616365 60:7.546203256231503 61:-1.792566670076449 62:-3.235328543060455 63:-2.00905713593448 64:-3.554284833504147 65:-6.985910593031999 66:-8.405035441853808 67:-6.890426808542546 68:8.442059064259482 69:7.087850703249304 70:8.029331176035294 71:7.633839435995477 72:-1.035041489160031 73:5.237068609064674 74:0.4279130266968254 75:4.335069413281448 76:-1.944116055190831 77:-3.272017680974374 78:7.200450476692301 79:8.932200573051979 80:-0.9861672594233548 81:2.0028775066707 82:-8.913846711715408 83:-1.542911418933368 84:0.2802382759275221 85:7.132065334360941 86:2.604092245199564 87:-5.598230850739966 88:-5.661224877899171 89:0.751381278061201 90:-5.24245682660827 91:-5.800210526559265 92:1.233471667739341 93:-2.75211461275416 94:-4.483258790109415 95:2.560652141026019 96:7.263591816779006 97:-11.30152046416674 98:-6.294554435002517 99:-0.5506888949516884 100:3.560624209344029 101:3.335888228585636 102:0.7643371042125071 103:-1.960569449385011 104:-5.878777858863827 105:-2.068060504335844 106:0.3648417905495132 107:-1.586594206212982 108:-1.82506259211077 109:-1.528471106809662 110:5.639357481526429 111:9.230462010975945 112:9.674288123413229 113:2.422969077002734 114:8.715314303405425 115:8.362110031860141 116:-8.362651010334421 117:2.117639204064909 118:8.11357268680505 119:0.0255637337298783 120:0.7388184040081833 121:-4.547860713060369 122:2.3721369611927 123:8.305566298958936 124:3.449843016494134 125:0.4015864270479612 126:6.749199020570973 127:9.059938927788931 128:3.585183972816172 129:2.121805366305352 130:1.204738160879395 131:-1.922035377174612 132:-1.729921635821772 133:3.112366779466223 134:9.843430476307628 135:-8.11547015284907 136:-4.142392493089437 137:-5.013552435756098 138:-4.023258218802026 139:-1.4540309351617 140:-4.039935704812059 141:6.57216996262408 142:-2.984235719076024 143:-5.045136355443272 144:0.4753845494027807 145:-7.619531505018271 146:7.982754003580991 147:-1.822700330844311 148:4.367208841598628 149:5.676880719499016 150:7.06783274163638 151:-11.96541738509779 152:-2.959999710894866 153:3.819233486966731 154:5.823977301749873 155:1.773090346033497 156:-4.065157691630445 157:2.939117914172791 158:5.385651349634206 159:7.219782395621658 160:-2.606063496066708 161:-2.115899800614658 162:-3.893394162795889 163:10.57512406627177 164:4.008257538148203 165:7.261649095735248 166:7.120075574440699 167:1.683434835256802 168:-7.947743081925766 169:2.471314738421778 170:3.057643503424468 171:-1.525843857806779 172:3.73447584159711 173:-6.506271924291637 174:3.133300699338795 175:2.593344242840559 176:6.276415086562618 177:1.465128141200979 178:-3.884077651750422 179:-0.2008318623236506 180:-0.3247155555532897 181:6.049216376922004 182:1.973290667449374 183:-6.21670484401181 184:-7.219125507452922 185:-5.869657106284522 186:-1.205099968844505 187:5.1873083627887 188:-9.639039522488204 189:3.121569017980392 190:-1.406057494958577 191:7.512086811555537 192:10.25155065293411 193:7.348322495727031 194:3.036281471917682 195:3.961474189174622 196:9.505608651103334 197:0.4891228955352247 198:2.015078970413357 199:-1.161562652060959
--1 0:3.114155488705569 1:4.403311345954307 2:6.856419765422153 3:8.86369679084229 4:-8.88301375162979 5:0.6072361828030721 6:-3.258707803080065 7:-3.209316336981158 8:-4.820910844993278 9:-6.690418838804276 10:5.706381614368365 11:-4.964817062313891 12:-8.77701265998229 13:-5.203673093033214 14:-7.198265254698928 15:2.757430886776353 16:-4.416285201289587 17:6.568668680758006 18:0.1575310649150813 19:-2.083586215732777 20:-0.08581307530758697 21:-9.510446808444906 22:-9.614685514878966 23:-4.753188870642277 24:-0.640500107922737 25:4.821428415982149 26:8.710129057200028 27:-0.7205358109711838 28:-9.466862692699246 29:9.022183512239284 30:-0.1232169335546502 31:-2.315755492653764 32:-9.141828524038392 33:3.971909390653396 34:-4.568470471963449 35:-2.5792153508519 36:4.340117868751504 37:3.984865864708023 38:0.5130363626433723 39:-9.342264156489421 40:-1.103457500496913 41:3.739557767754832 42:-5.155516796055204 43:10.75735702365257 44:9.348158102421795 45:-1.520927788305696 46:9.161442436506436 47:-5.797159049810011 48:-3.501262804832475 49:3.440209463108927 50:-6.712966522058411 51:4.842469531151084 52:5.743292805231859 53:-5.810624528349645 54:7.502616775768631 55:3.652073287692172 56:-2.313442501379212 57:6.484932458007313 58:0.7846252519102164 59:-2.499890262375605 60:5.258166906517511 61:-1.86667119493341 62:-2.943814663486517 63:-3.249690544977303 64:-3.749017791968447 65:-5.494146695226847 66:-9.089220104566111 67:-8.377473950685406 68:9.548515306094325 69:8.722831241819112 70:7.090435281122661 71:7.82478663182343 72:2.269403963525896 73:8.439402608075095 74:-1.418880956447746 75:4.439165094149392 76:-2.511496836241056 77:-2.435227429939565 78:7.603146330667755 79:10.38135204315747 80:-2.186114963108553 81:0.5163798837334863 82:-8.363088737737927 83:-0.8197082907481905 84:0.621098668378867 85:7.745872261055813 86:3.716667143615178 87:-5.407541346927909 88:-5.700616869046506 89:1.060322537061069 90:-5.444892826775208 91:-6.818138773803084 92:0.5623148481212519 93:-2.165942442345057 94:-4.148396446656609 95:4.016064794990689 96:7.807021330383302 97:-7.869614781251506 98:-4.308532046241648 99:-3.669784889945984 100:4.290870547517957 101:3.838895696936762 102:1.279553481415481 103:-3.511782800319116 104:-7.377151212236725 105:-2.147701852576691 106:0.9377266078285138 107:-1.337013844091528 108:-2.549083794839735 109:-1.404907256552107 110:6.222018552795412 111:9.103128425261138 112:8.617408212229151 113:1.85934041120591 114:7.482237188385914 115:9.348369851588313 116:-8.396360713341407 117:1.262764663830756 118:7.884909417447764 119:0.6722863949933293 120:3.091552943714755 121:-4.1444761473585 122:0.3635388624940314 123:8.437678126506205 124:3.172891879588999 125:0.9585541088265345 126:8.165240998886556 127:10.21790498953751 128:4.341447919319536 129:0.4317560459618867 130:1.317434905119123 131:-2.482051305102467 132:-1.1601818405283 133:0.2404225811622975 134:9.311649207866976 135:-4.93374433310291 136:-1.714561143057251 137:-5.636997522336538 138:-3.109881664284494 139:-0.8109747475340954 140:-2.561501861477243 141:3.99114317549971 142:-3.07005459832554 143:-2.953974219538426 144:-0.2918111812366636 145:-7.57691451590888 146:8.671163656346168 147:-3.133750912781404 148:5.460957222074361 149:7.17376081300231 150:5.420669586629692 151:-10.13407738241653 152:-4.631511606360824 153:3.00377654696978 154:6.150129926722116 155:-0.2644778668064558 156:-5.174292846355478 157:-0.5324399081930298 158:4.325364165434668 159:6.634562956664324 160:-5.047196899468899 161:-1.243129390108411 162:-7.047523053414858 163:8.889564079667615 164:3.954025832396282 165:5.174040604862469 166:5.290358646098364 167:1.455985464281752 168:-5.988006397248602 169:2.211906261437906 170:3.124477583833585 171:-1.064023160481927 172:2.219340325807523 173:-8.162018147153651 174:3.182508176063273 175:3.792888070816149 176:6.093922668030642 177:2.74429819144979 178:-1.651394713161165 179:0.8817461916248059 180:0.8831409533331041 181:4.10629659950443 182:3.581846718256196 183:-3.297782170871816 184:-7.236963364935199 185:-7.223378615701516 186:-3.22482811767873 187:5.016632008857466 188:-10.56752681282964 189:2.473785212460218 190:1.806284682338459 191:8.885933628129646 192:10.72764237196644 193:7.552046919718204 194:3.463638327918879 195:4.948653268565645 196:9.305340541253139 197:2.211732965140305 198:0.5095965928180808 199:-2.22185792411357
--1 0:2.454422674396539 1:5.26268895006865 2:5.11812288238108 3:9.171152700554003 4:-7.929118170876318 5:-1.311734525851569 6:-2.397692613611413 7:-1.112097938771325 8:-6.576169471858229 9:-7.464165462189067 10:8.101826308678564 11:-4.250962662578288 12:-7.298839200560797 13:-4.795769962153085 14:-7.376259814418304 15:6.595236900501733 16:-4.435580252488668 17:5.819594294863231 18:-0.04620782539672402 19:-1.990470388509433 20:-3.745364605171477 21:-8.879581360771251 22:-8.266381112996086 23:-4.498776735967621 24:-1.505560757293561 25:5.069111429880104 26:8.08141583177826 27:0.6475877582478384 28:-7.351720136031262 29:7.750517257058833 30:-2.284602474015399 31:-0.9616287681753217 32:-7.865519741162007 33:2.190618068461671 34:-3.784147994561935 35:-2.336113021699769 36:4.876125675155877 37:3.912804206519792 38:2.768824239133747 39:-9.769402407516301 40:-2.517499057332596 41:3.526212824248882 42:-6.952552699082983 43:8.286598820744434 44:10.79651003085181 45:-3.605107510566163 46:6.954559570091924 47:-7.427482054319229 48:-3.506307762243841 49:1.490724506774352 50:-7.924475430766236 51:4.861965834151393 52:6.476563516258462 53:-5.664315276311687 54:8.754772262347817 55:2.165338151559226 56:-2.253149402130683 57:7.040329514425651 58:3.288850675056945 59:-2.587947759315021 60:7.753438736387189 61:-0.6541632634045402 62:-3.525168554752903 63:-1.939289636785678 64:-1.194525469073896 65:-4.278852469139384 66:-11.67579857605072 67:-9.271276815558792 68:10.28904288862141 69:9.613813454796347 70:9.17358987395315 71:7.915851154749816 72:0.6819446084882321 73:7.82344549717974 74:-0.4066231432030034 75:6.139822259627866 76:-5.16186623898578 77:-2.148809587797865 78:7.723442271125376 79:9.910235061849866 80:-0.992779213127274 81:0.5550622167231393 82:-8.003599813254217 83:-0.5474476665829793 84:-0.4942808036041677 85:6.250167082209111 86:1.167624426890105 87:-6.738917998683327 88:-4.721289219885088 89:1.379671284911167 90:-6.543925299826894 91:-5.317498943179465 92:3.14667095915766 93:-2.467397268557133 94:-3.740415004807129 95:3.65827412263196 96:5.669594092008821 97:-10.98508352124712 98:-2.739031443463267 99:-2.904822980923178 100:5.097718203644606 101:4.030098238068556 102:0.3873075600819429 103:-3.701159453430643 104:-6.512591036213141 105:-2.683421296876637 106:2.507515132690897 107:0.3607383912814639 108:-1.033829502789838 109:-1.815524264438198 110:5.379984436281481 111:5.438797954853282 112:9.728661274268516 113:1.793405839562903 114:9.17375968887335 115:9.768478590808488 116:-9.124380814848893 117:1.778892065223334 118:9.046468929466162 119:1.756109415342618 120:0.5662087999131311 121:-3.802279900579819 122:1.842291841069683 123:9.289219227680833 124:4.522613741791192 125:0.3419808412963925 126:7.942075768806475 127:7.658608029538613 128:3.537571365974522 129:-1.081906045602079 130:1.246679538774942 131:-1.808714133570248 132:-2.201311241962185 133:3.045592655064569 134:8.341940474996665 135:-5.993482905992412 136:-3.541970510658174 137:-4.142043281116104 138:-3.172028868295945 139:0.1803277231502054 140:-3.509115313020188 141:4.861658891100262 142:-1.907450370700384 143:-5.394671120144372 144:1.509177192773853 145:-7.057640113813848 146:7.497115696410066 147:-2.958699891905415 148:3.904045718657626 149:5.049012097743867 150:7.622885646161563 151:-9.701992121399877 152:-2.700972977505248 153:2.181856790570243 154:4.873580240554057 155:2.217745917182941 156:-5.97025030659622 157:2.230821431637746 158:4.8330325973279 159:8.596506886192083 160:-5.131986225728242 161:-2.364500930202047 162:-6.524479636719104 163:7.251269465313988 164:5.578824223570691 165:5.338727421443767 166:6.416664712634437 167:0.9493887391527641 168:-6.017240238840238 169:3.44754718238528 170:4.338097059184522 171:0.6996712288951303 172:4.544064942518397 173:-8.282718850131529 174:2.285239586687047 175:2.914003371436193 176:5.541590985276072 177:2.08684904233411 178:-2.739594377262208 179:-0.9357336729288819 180:-2.011919814020469 181:6.88453306473128 182:1.626726891296474 183:-4.041409245775812 184:-6.341522217752359 185:-6.172831803830996 186:-1.745742122320663 187:4.147239808113454 188:-8.809339831873563 189:1.647555679115624 190:-1.163778451153811 191:9.457293978798724 192:8.229553404535423 193:6.887496144391316 194:4.110302787812063 195:5.821753798791464 196:9.655417177421805 197:1.651918879507948 198:1.84656317748616 199:-2.919827926049903
--1 0:3.2031489315354 1:4.515791377159442 2:6.514325013596721 3:10.07752179422933 4:-8.489378992712489 5:-1.086427639321786 6:-3.898137806939508 7:-2.394567155482929 8:-7.109699267313793 9:-7.382128687634527 10:6.481289980746597 11:-4.198815762141551 12:-8.824271199618972 13:-3.903377337854911 14:-7.833806567581163 15:4.294020491986419 16:-4.338139548098586 17:6.231788434947644 18:-0.9744564735478711 19:-3.374789213635303 20:-2.218350804340592 21:-6.771848595196645 22:-8.401767664893443 23:-2.380621701993919 24:-1.02920703751582 25:3.286835560637904 26:10.14433569587841 27:-0.4480777121421264 28:-9.735609768002643 29:9.057854814120569 30:-0.8043804839497966 31:-1.85338367516793 32:-9.521013058358879 33:3.153506241683314 34:-4.47795565218086 35:-2.552278095000009 36:7.28628210550811 37:5.317222852628246 38:2.032019538621817 39:-7.621465417720859 40:-1.416492490142773 41:4.473721724701385 42:-6.986595520258177 43:8.811028780584161 44:9.222881076458036 45:-3.978440315949561 46:6.586951996707566 47:-6.960240721964668 48:-2.895881320792029 49:1.822806709917591 50:-7.743292476619425 51:7.558078014794916 52:7.006992034061827 53:-7.320143443922021 54:8.856908894226093 55:4.84845582960562 56:-2.188606322239398 57:9.56812716046224 58:1.982968778226922 59:-3.083918450152567 60:4.69650971109294 61:-1.830228351489629 62:-2.780572501166241 63:-2.883775059180115 64:-1.627317485545633 65:-4.731141303548068 66:-9.416142822231397 67:-7.458848139478928 68:9.465153028482074 69:9.109859116569281 70:8.441269409695719 71:9.08009711829944 72:1.300102489796082 73:8.299494279803168 74:-0.5341121864268404 75:4.320146213056607 76:-3.629581397642844 77:-3.249423885190736 78:6.883797576821482 79:7.776129274275597 80:-1.169167439752094 81:3.433645322176241 82:-9.126824142537092 83:-3.779353271715232 84:0.5151299145618539 85:7.139336457912597 86:2.033151761466701 87:-4.903179366834662 88:-1.980823401638409 89:1.177715031778406 90:-4.531042160386255 91:-7.4238274424415 92:0.8402150273896314 93:-2.255895409675466 94:-3.640942759869819 95:3.986235486914006 96:8.84253338580778 97:-9.501440888444414 98:-4.583519086726499 99:-3.895547950208441 100:2.107609418508625 101:2.954096074837914 102:-0.26730560300448 103:-3.285980753679473 104:-5.169707761322102 105:-2.031070472534449 106:1.4665533947865 107:-0.3383995333900668 108:-2.09968773689164 109:-2.150296604786313 110:6.472007996790479 111:9.638732809874151 112:9.928415179351866 113:0.1544536336419811 114:7.813120637082802 115:10.92272056967434 116:-7.939546448468575 117:2.897678177735692 118:9.217065178871483 119:1.923708848237391 120:2.242889940985633 121:-4.131384011372339 122:1.708757371300132 123:9.274331884933567 124:4.752386851823609 125:-0.1981320308734624 126:7.400709252265633 127:9.924626418209284 128:5.132876261120396 129:-0.2132620119666749 130:-0.01483479730254522 131:0.2188557922453001 132:-2.813537547434608 133:2.066769726036565 134:11.41750348475822 135:-8.068335588385974 136:-2.717808529636542 137:-3.312145803321694 138:-3.806460562728515 139:0.03244070419549905 140:-4.56989337368459 141:5.433595827840902 142:-3.202560626259469 143:-5.055479755153909 144:-1.816448492420065 145:-5.389348618620881 146:9.188915876670938 147:-2.970133033806222 148:4.99528119940146 149:4.722453028294563 150:8.181337094933404 151:-10.71482307227632 152:-2.72559657916648 153:1.710469417299733 154:5.435305025833149 155:2.858687864715042 156:-6.033513762189078 157:1.621039960674623 158:3.920504604416111 159:7.638248823921595 160:-3.180862036844746 161:-2.01676172756696 162:-6.446656308340266 163:6.851216397633534 164:6.333423466093127 165:5.241991142490514 166:7.380488583891068 167:-0.5375824459318406 168:-7.172102317502097 169:5.569364527362637 170:2.907203850355067 171:-0.1670748310933461 172:6.123363256202252 173:-9.344447953755141 174:1.190004557126847 175:2.60744812923145 176:6.238107926578173 177:2.209338554256383 178:-3.09942528358303 179:-0.8833735148096893 180:-1.133427549057308 181:5.906053240126392 182:3.247657079164599 183:-4.737328960072611 184:-5.905437211433942 185:-5.930717512745465 186:-0.8983353241343506 187:4.17333501469788 188:-10.21993013447912 189:3.389918106847354 190:0.8607510561784759 191:10.0018400552618 192:9.07505957085993 193:8.379903424676071 194:3.76402982890307 195:5.101980424102146 196:7.212696067799774 197:1.041537267291339 198:1.024146718546878 199:-1.801523199027912
-1 0:8.279543518297642 1:-3.023997708359967 2:-4.297339034681824 3:-0.7248099645922608 4:4.703261750468013 5:11.07893735230705 6:-9.559391508551709 7:-2.43748399205219 8:6.335452218830192 9:4.740253756899837 10:-4.965992710681679 11:3.083632456592114 12:-8.803359878179947 13:-9.806611586496382 14:-5.967181775686325 15:2.224346417828349 16:6.010984266890238 17:2.542759226999024 18:-8.053718954260747 19:-1.076149491656068 20:-2.02994728463646 21:1.0765468861866 22:-5.642979903535742 23:9.122839104455794 24:1.052835569780479 25:2.426254384266326 26:0.3409979773218663 27:-2.7815706333963 28:3.726172782037261 29:7.822157146092822 30:5.810994800805165 31:5.162612668529058 32:6.616228649487979 33:6.595353484978443 34:7.604285615243813 35:4.031505925525022 36:6.22209667901532 37:4.625062409600265 38:-8.48151530107541 39:-5.659547686793918 40:-0.1491086695773139 41:1.268281256432301 42:-0.4710398465823146 43:-8.799869393474026 44:2.717021722446437 45:5.904645416707997 46:-10.0926716410021 47:-3.280523079305468 48:-8.588367501879661 49:7.918024827095512 50:5.469097242654297 51:-0.2093901521551715 52:7.909133878347494 53:-9.492137797558776 54:-3.313194929017664 55:-2.299479695024443 56:9.316697887848937 57:-7.748517889468605 58:-0.6440943895123129 59:-7.713166151428387 60:8.275544080537108 61:-4.011276659307287 62:10.17954044417417 63:0.4142891174512181 64:2.847205257176615 65:-0.6850654821906432 66:-4.895781888179459 67:5.841775444611258 68:8.977553983264929 69:-3.664685744111118 70:0.5521233614121982 71:2.855820672575957 72:-0.8997130599809127 73:5.255730210427067 74:-3.993635823921065 75:2.30855052203973 76:1.776783171788102 77:-9.969068939648222 78:1.96033379165594 79:5.931602771080994 80:-5.632729671808426 81:-2.572150304003699 82:3.852636857904696 83:5.804443141602044 84:7.690068528306697 85:7.550763700078332 86:-4.290998018592578 87:-7.688910302819339 88:-1.006981234212713 89:-7.103692226317929 90:-5.166118596554274 91:-5.901297150630849 92:8.04215391155347 93:-7.371881952068678 94:-7.066890210716897 95:-7.024118814345137 96:7.635577562644349 97:-7.838239509279904 98:-6.699866743794657 99:-0.2363490387147075 100:5.156762100103274 101:-5.418186299702115 102:8.187729696357017 103:-5.99303755014861 104:-5.678253073906542 105:-7.832116556262626 106:1.574296928999455 107:-3.516024654725372 108:-8.089750723793975 109:4.1824691623898 110:11.2072303770162 111:5.423288971084039 112:8.200506551507521 113:-5.811621145218235 114:9.977306215631181 115:-7.509016706090026 116:-3.690550719275983 117:5.94906168862431 118:3.444225164706079 119:2.585465893324357 120:9.664011667927458 121:3.335094558523238 122:-7.918162549724849 123:-4.780766916096746 124:3.793298041741485 125:5.360496647992312 126:-9.102087163956998 127:-0.5118528404475 128:5.194834348742678 129:5.614947699998326 130:-3.948374043604985 131:-3.199343258630226 132:11.97212423918847 133:-1.079369499286251 134:-3.168518894220849 135:6.122272793897458 136:-0.7173120268281292 137:7.550569737245657 138:-9.661519310059299 139:-0.4381103101272117 140:-8.749288865192344 141:-7.292356486922019 142:6.239008446952669 143:3.926713357571255 144:2.021885859279352 145:-4.990903131414742 146:-2.135584368371337 147:-7.533666666339127 148:-2.508147252074933 149:-0.9149433362448642 150:-0.9286398095265049 151:5.123293553692384 152:2.936131595597249 153:-4.338959238345827 154:-8.760516520158049 155:-6.641830085288996 156:6.580914085091154 157:-0.8941440661683712 158:-0.3654569584163299 159:1.80223993658824 160:5.461351494594571 161:8.821439086376573 162:-8.176537748521499 163:1.337206985158849 164:10.31554439938621 165:2.18615065666577 166:-5.145098426955943 167:-6.204210352704883 168:4.111066569150598 169:-2.548825287518536 170:-12.5722156774977 171:-10.41947280746439 172:-6.682665317136473 173:8.428938593169075 174:-3.601299345059481 175:-6.694118734456542 176:7.064559717269124 177:-3.963360260814156 178:-2.989643471583439 179:-5.249605548262396 180:2.018640870908118 181:6.87822382310426 182:5.805597027122507 183:-0.4749354569729457 184:2.423037361748846 185:-3.22685251116903 186:-5.277145074717676 187:-0.9742878127082717 188:10.81887270641079 189:6.663419805114923 190:-9.912834195784729 191:-1.874580403321736 192:5.950067588273705 193:-5.172293898818301 194:2.08249749479535 195:-6.652598936854866 196:-10.00460451268255 197:-7.660613930838252 198:-3.756865986147541 199:-8.120021446296484
--1 0:3.788242912410761 1:1.829543571629674 2:7.274823007985517 3:10.97973975253889 4:-8.602821251334339 5:-0.04804622075044165 6:-1.906425296333363 7:-2.352455997023545 8:-6.020469692469285 9:-7.486904685508971 10:7.230839090479241 11:-5.644908158749617 12:-7.120233084871137 13:-5.057094287619218 14:-7.122394161290341 15:5.36637437697374 16:-4.520870612849493 17:4.266690644355545 18:0.2882548293724849 19:-0.696053054532207 20:-2.200979573752214 21:-7.74707683497381 22:-12.715541520396 23:-3.817792535984085 24:-2.517616390986894 25:5.273847151659441 26:8.822797959410279 27:-1.97566314598588 28:-10.38396809408076 29:8.351159354983043 30:-0.2550124460424613 31:-0.9712985843864863 32:-9.699779305679364 33:3.674086062496378 34:-6.725875025252132 35:-4.169640061734013 36:7.42192577154994 37:4.161163594322156 38:3.268517396252773 39:-8.810644423503421 40:-3.168647882946541 41:4.469342002717731 42:-5.916184604295943 43:9.368959469798853 44:7.20471705935306 45:-0.3737180459347098 46:7.299530825766833 47:-8.488335650242746 48:-3.974543673296954 49:3.497862861121387 50:-8.269422819491332 51:4.143945748509013 52:6.482013432881348 53:-7.439452130029754 54:7.241624231667055 55:5.098577707343631 56:-2.862035579456683 57:6.341695261005275 58:3.253092856043645 59:-5.008061731849153 60:5.482455194463656 61:-1.14337789105257 62:-3.462315192860616 63:-1.558795527713726 64:-3.220026823169865 65:-5.507728834860009 66:-10.28012497816357 67:-7.901196515411937 68:9.021572455163945 69:8.090863518196613 70:8.380997386915386 71:10.60755283297524 72:-0.4113331294396269 73:7.015164735968192 74:1.204831246433628 75:5.01542741046361 76:-3.293459214682145 77:0.2867868003702672 78:8.180388166163469 79:10.27007275638439 80:-0.3190434296393883 81:0.8507017594165358 82:-8.644524809129674 83:-3.007895745073821 84:0.5328620803222046 85:5.298112697866301 86:2.091192731414196 87:-6.047682843987115 88:-3.499558295988089 89:1.834461326855555 90:-4.182803991190705 91:-5.996221978631239 92:0.4849433235150041 93:-3.141192198432169 94:-5.040703471974003 95:3.248602499021622 96:7.61777525108924 97:-9.217109232703056 98:-3.009565888219323 99:-4.358179867367433 100:4.659032172015985 101:3.165032897898017 102:0.7503529896387906 103:-2.845416275678212 104:-6.556820781624893 105:-1.139935060485513 106:3.02479777664303 107:0.9057540665383959 108:-2.501207725282691 109:-2.54187464735676 110:5.61041195344971 111:9.075746147053328 112:8.103807026949969 113:2.405581713185236 114:9.965175147990086 115:8.260035942435726 116:-8.855277177988805 117:1.422509181912068 118:8.414250546031973 119:0.1777040444801893 120:1.388503909425227 121:-3.131709700357531 122:1.34615031120088 123:11.23484512584056 124:3.701009664365936 125:-1.031687591463903 126:6.282490725908329 127:8.312990849727516 128:6.80503733892396 129:0.592385930291213 130:2.164124562391369 131:-0.7630790670971473 132:-3.156781650971275 133:2.346779754507411 134:8.394956939608695 135:-6.763464297932696 136:-4.660042438001454 137:-2.847375816861271 138:-3.410552259879132 139:-2.617722351994549 140:-1.954674339845131 141:6.528512053252054 142:-2.848468908799071 143:-3.977507916346527 144:1.416640497294819 145:-7.373771490160077 146:8.430497684833858 147:-2.62421768394175 148:5.200564546000916 149:6.00367453593052 150:7.43418865388854 151:-10.24164531851159 152:-3.421097332931344 153:3.230790554486194 154:5.347916136890888 155:1.779209763176042 156:-2.743204535140487 157:0.8573160854825037 158:5.798248061750888 159:7.211923097671688 160:-2.845142324488018 161:-3.26365847922123 162:-6.871424230352609 163:9.014826714201352 164:5.866843664541491 165:7.025295649035396 166:7.632130574270444 167:1.3883922138068 168:-4.24725982094926 169:2.545843602638389 170:3.824035804374352 171:-0.2185093876443913 172:1.979663553004527 173:-8.075842978935768 174:-0.5113736762098968 175:3.172486546026186 176:5.232768732819335 177:2.11298410202913 178:-4.833709710407377 179:0.005873595399222831 180:-1.089589336027907 181:5.711501053959417 182:3.62246587213912 183:-5.266697352455796 184:-5.521108710778593 185:-6.10206470791832 186:-3.640799948811186 187:2.733481369723113 188:-9.106019291239605 189:2.003011503203074 190:0.1928025599580785 191:6.786282309335647 192:8.210621406578014 193:8.347117545777612 194:0.1886458175535375 195:4.794205963913567 196:9.112612884855324 197:2.420137991995007 198:0.7163546479279443 199:-2.129721772106673
-1 0:9.087760841647475 1:-5.579570390783255 2:-5.229610654572006 3:-2.367221907573149 4:6.048853082262672 5:9.718429722455509 6:-8.985675816944831 7:-4.975903080279391 8:6.191990683025169 9:4.711629972129596 10:-7.857713978183797 11:1.485442604233903 12:-8.01351790003916 13:-9.36296286688272 14:-6.030151174253922 15:3.99640820840385 16:5.914535004518757 17:4.552293200885186 18:-5.860003140549284 19:-0.9312714453819831 20:-1.755795126086321 21:3.497304752601505 22:-8.602842740658975 23:8.611930185383386 24:1.005703630763548 25:3.443152641853585 26:2.414616201077458 27:-0.7043125361138445 28:5.065662532870088 29:7.135156858396469 30:6.807970325460369 31:4.985966357165346 32:5.708206463163516 33:7.845854060087662 34:7.125448378156744 35:3.06798227609724 36:6.924557332293067 37:6.143495497247206 38:-8.045637373491147 39:-3.408200706594379 40:-0.1544991630229653 41:-0.5253133154239007 42:-0.6123622120009699 43:-8.461210224705555 44:1.374536704570491 45:5.606374648508091 46:-9.022363197238098 47:-4.870521529480922 48:-7.373983768668502 49:7.156065610712232 50:3.255894070727259 51:-3.632351142250482 52:7.975667038220086 53:-9.76233715884781 54:-0.4535600670860258 55:-2.149841064783942 56:8.152131259835633 57:-9.014075038784242 58:-0.2727676719461491 59:-5.0340737456622 60:9.167252895310995 61:-6.587206271706128 62:7.977061882129338 63:-1.558182150262224 64:-1.3138050476209 65:-2.764534776076097 66:-5.54337463682975 67:8.964492477407509 68:7.279054973709014 69:-5.238806349155492 70:0.7186637772728911 71:0.873385202680184 72:-1.087305630300437 73:5.648808071273204 74:-2.772442323150364 75:1.90040292911975 76:3.605428615322344 77:-8.818089465570852 78:2.49995360901171 79:5.299006925769226 80:-7.034517765640007 81:-2.803810964464488 82:2.777406880059023 83:6.704493746042914 84:6.865037520353814 85:6.06373236229146 86:-3.384092876155352 87:-6.094538341800721 88:-2.581983746375576 89:-7.023172816325865 90:-3.573694015331204 91:-6.141633751993529 92:9.411389285823159 93:-8.370396215047439 94:-3.85940924111356 95:-7.048053499639485 96:12.18638480346561 97:-7.953416462491039 98:-5.130918096435941 99:1.394191918028299 100:4.974389776210437 101:-4.811320096022884 102:7.936557092785586 103:-7.780441950154645 104:-5.894951490538698 105:-6.115792904449275 106:1.200818103984735 107:-3.00611138260803 108:-8.698130656401318 109:6.357136201998803 110:9.90485253739978 111:4.787536495538453 112:7.597375026485675 113:-6.600600589217194 114:9.374018619662349 115:-8.555416164265074 116:-4.747512697966626 117:5.658928400633473 118:4.182117633612237 119:4.339648057269721 120:9.447908090093454 121:2.675859236099284 122:-7.921044100394694 123:-4.780860843572087 124:3.846292981409369 125:5.208050673931174 126:-7.6007723030815 127:-0.07513379013356614 128:6.990880047610563 129:5.050500140675949 130:-2.177996622843354 131:-2.403079829340951 132:8.258209266023503 133:0.4514634266909797 134:-4.735920800363524 135:8.056236402452321 136:-3.040195912713029 137:7.316050231881436 138:-9.612796260219563 139:2.535532693330496 140:-9.4868158007676 141:-5.431220902263965 142:5.789065190984632 143:3.924766914887292 144:1.292748807132918 145:-3.577690506177774 146:-2.079561352067203 147:-7.71709310707438 148:-0.783922204335076 149:-2.379003508427235 150:-4.106489395908466 151:3.385942784929878 152:2.962189977628621 153:-3.038420558135738 154:-8.343066629497917 155:-7.410311588196969 156:8.697841724715737 157:-1.286159309841778 158:-1.406224721219527 159:2.722321665564856 160:5.415079517128351 161:8.434177311472387 162:-8.435742857809403 163:4.815363006487116 164:7.884783668362551 165:0.02273344826141144 166:-4.611791381008488 167:-5.505101895878248 168:2.955198933387921 169:-0.594096541991854 170:-11.26552303650208 171:-10.27784396362267 172:-5.653503144867511 173:10.47339889675849 174:-4.317987611209086 175:-6.978046610160913 176:9.581764177577412 177:-2.472305092970329 178:-4.722641692230082 179:-5.029305993215097 180:1.82152058511536 181:5.679351139759692 182:5.314188419157663 183:0.7750931033336679 184:2.785697687876189 185:-5.122671688827248 186:-2.583584863232258 187:-2.407343670346088 188:9.757675241333082 189:7.115555118569967 190:-10.89439919698082 191:-2.830167287666812 192:7.270427882817354 193:-6.320798348638946 194:0.3314630386643093 195:-7.73381718206765 196:-8.16466003205478 197:-5.930200519897175 198:-4.045451591292503 199:-10.02844684470189
--1 0:3.079785913429886 1:3.978528923007878 2:7.260600351314063 3:8.446786736040401 4:-7.453065104321428 5:-1.758985727749185 6:-4.53090707406089 7:-4.036444342729294 8:-8.788294462674083 9:-5.583434369303917 10:6.731433557355247 11:-6.17985464220004 12:-7.872019177063656 13:-5.178212722564609 14:-8.270827145947457 15:5.453394938602115 16:-3.273210361891976 17:5.59463280642897 18:-2.650327464792965 19:-2.79999056352763 20:-1.468288016476844 21:-8.481538206456934 22:-11.03027336007965 23:-4.255337013338402 24:-1.660384673659992 25:4.403363406140913 26:5.96176258769777 27:-1.894473415449796 28:-8.028673855603197 29:8.68212946523488 30:-0.09390711431223431 31:-2.113053405219561 32:-7.907033521354707 33:0.7641231864336737 34:-5.746003333507021 35:-0.6578395495999005 36:5.761068467040682 37:4.611411966934561 38:2.994432926724995 39:-8.84160657700639 40:-3.049060618604754 41:3.051746060752583 42:-6.493236129418134 43:9.593594697751412 44:8.789995942817731 45:-2.851676343930577 46:8.523074094036767 47:-7.069428416837166 48:-1.983783429463093 49:2.213910359094104 50:-6.850876481143074 51:5.657656328548058 52:8.180468320323364 53:-7.399277920805051 54:8.262826546895486 55:4.412510178099653 56:-0.9821013554554527 57:6.22826535772828 58:2.625676251501399 59:-0.9242700923277165 60:6.006507630904696 61:-0.3712367269870827 62:-1.77066531853142 63:-1.063980234842012 64:-1.393027703220483 65:-5.289543299021406 66:-10.16566166623596 67:-9.317103909229907 68:10.17596896999467 69:8.935195341722574 70:8.802969352992971 71:10.80455160509384 72:-0.4297809171293665 73:7.075685589131088 74:-1.036951860452521 75:5.384998824468132 76:-1.812196946871994 77:-2.933158167334146 78:8.235138474609002 79:8.731495955211171 80:0.07134406495740486 81:1.216835720170648 82:-9.018007366358477 83:-3.128060177850426 84:0.4643028379836102 85:7.427465499847279 86:2.912943084017575 87:-3.594899587979969 88:-3.720866207243454 89:1.271990316742903 90:-4.251918819158023 91:-4.893824521881675 92:1.286760493061339 93:-2.690950008246333 94:-5.904081356288332 95:5.929911440396189 96:6.907557528593479 97:-9.739229067688804 98:-4.183913862129222 99:-1.716982930267265 100:3.299791113271441 101:4.409695531405223 102:3.10524902168696 103:-2.417173610609735 104:-7.108027120022244 105:-1.287233143784341 106:4.416680495896883 107:-2.392581700175429 108:-0.3856344792454454 109:-0.7693632154488034 110:5.550156633977871 111:10.41982011642486 112:8.456893659563079 113:3.120034027554739 114:6.958127756183934 115:7.609570648129661 116:-11.26753593799808 117:0.7174738285043507 118:8.894227468255059 119:-1.409798693177621 120:2.83310355226625 121:-2.596557095614918 122:1.472826629667032 123:9.997632921669474 124:5.706092445350345 125:0.4469693435259785 126:5.914720848123551 127:8.297777437613355 128:6.315687356280637 129:1.113028953184892 130:-0.5785388634317721 131:0.01940285691698462 132:-2.263946151520504 133:2.479014144106982 134:7.765619496282731 135:-6.958132691007648 136:-3.495008134839285 137:-3.336140531181553 138:-1.876954319997216 139:-0.4540490757263183 140:-3.745730248124898 141:4.078923591413777 142:-3.282490958026886 143:-4.004792772845861 144:-0.9281125234125769 145:-8.332140170896322 146:6.726281576661193 147:-1.78111929789492 148:4.016722232313335 149:6.927507194367024 150:4.907523159196813 151:-10.54384860453125 152:-3.41486515308236 153:3.955895034006196 154:7.221887699475752 155:1.901413612390959 156:-5.149259748112046 157:1.467123533378865 158:3.446302227967205 159:6.571788879046013 160:-4.281854938136521 161:-0.6736310301661459 162:-7.657873457157857 163:9.187008143197206 164:5.12978554233381 165:5.73745047405045 166:8.359206621412547 167:2.160004086527347 168:-6.218661357434832 169:1.818330767429528 170:1.512275367901789 171:1.226852822453446 172:3.862245807390985 173:-6.58294663008629 174:1.595395006500987 175:4.090690944507164 176:7.028647972946169 177:2.506238036627415 178:-2.377309064570511 179:-0.0706025226313356 180:-0.6566068034032976 181:6.728451101307298 182:1.062479813524018 183:-5.205499919852837 184:-7.212920635918881 185:-4.8726554735602 186:-2.887254611992111 187:3.882594959156416 188:-10.4963955652103 189:2.896040999242096 190:1.230242868371939 191:8.10774374906762 192:11.54951504030373 193:7.232707544325997 194:2.15395423522348 195:6.256472240888205 196:7.597763567374049 197:1.683357903051656 198:2.859319616363685 199:-2.530540653939721
--1 0:3.112899315820589 1:3.937067730090403 2:6.598048950276617 3:7.821743414456839 4:-8.13494020597002 5:-0.3656312179830625 6:-3.028766089634574 7:-3.02477341240209 8:-6.608675539076954 9:-6.325147194733762 10:6.974966741323327 11:-5.294179200265765 12:-7.966367800465767 13:-5.887950295440046 14:-7.536719493050012 15:4.311313409651777 16:-4.360987306971545 17:3.981455154723712 18:-1.305932052163597 19:-2.941480822450786 20:-1.046824320969439 21:-8.248260102496126 22:-9.450990749678445 23:-2.877501496735397 24:-3.181350403656829 25:4.167389822663681 26:7.461401171252015 27:-0.6832789151063681 28:-8.71970426312803 29:7.774843204303982 30:-2.624082287244134 31:-1.226872337861163 32:-12.14328502365296 33:1.898847122609258 34:-2.541976278790455 35:-2.236068051384222 36:6.178115600743439 37:3.296965040969288 38:1.423448937874667 39:-9.0655413445667 40:-2.048066046970686 41:3.569472080425387 42:-7.896204060646149 43:8.063929488903804 44:6.612808983659567 45:-2.424077211147001 46:8.71313592784503 47:-8.039098402393256 48:-5.03690253863518 49:2.329810367538157 50:-7.328079208425844 51:6.828884789907437 52:6.828337280167796 53:-8.208401213539505 54:7.96676684667691 55:3.099605854467416 56:-0.1010513675197169 57:6.348924046151224 58:1.80737779578351 59:-4.303219528664241 60:6.018493409947337 61:-1.140592272061955 62:-2.570152547022288 63:-2.560116734376741 64:-1.505352204949643 65:-5.021112029402239 66:-8.582745743097025 67:-7.781320321735262 68:9.531459230450411 69:7.825712319520015 70:10.29343350849094 71:9.296058340473325 72:1.103604179130119 73:7.034654941654859 74:-0.1198914938083909 75:4.401757461884828 76:-2.559680829584743 77:-1.692021319215806 78:8.67511186723705 79:9.866781019065375 80:-1.901505513326994 81:1.211113611348729 82:-10.08545269012901 83:-1.264408445101359 84:-0.3589640108582328 85:7.001914575119677 86:2.357525268516136 87:-6.297378097258995 88:-4.356000774289472 89:-1.298280790986286 90:-6.360203362384322 91:-5.748159745672373 92:1.729072933430862 93:-3.1063718776989 94:-3.189815590943857 95:4.08961557164081 96:6.288175897114519 97:-7.664224614619211 98:-4.111787776800582 99:-4.992928268285075 100:5.966391112455795 101:3.901983169241471 102:-0.1636271409828536 103:-4.927983459852931 104:-5.710899745440279 105:-0.5558071770934649 106:1.689320452545808 107:-1.824736405330754 108:-1.162618434403494 109:0.3709262048257627 110:4.689039793367432 111:7.513873951444337 112:8.172243175332149 113:1.061692318137156 114:8.861741896201217 115:8.914397154181726 116:-8.30356931955281 117:1.131258402477678 118:8.502886948263347 119:2.093169832919412 120:1.786743905440604 121:-4.108343763689788 122:1.674598448439068 123:9.513677558597417 124:4.840153428335744 125:-0.3709114278694328 126:9.454032154385795 127:7.098049889211306 128:4.495546805771502 129:1.510514469486453 130:0.8620777997797178 131:-2.268597326168303 132:-0.9233004486072747 133:3.053321189028199 134:9.593036106754397 135:-7.027417528332217 136:-5.316970083142909 137:-4.562655828912832 138:-3.02410119140053 139:-0.8239593639271845 140:-2.744321035170969 141:5.113459097987194 142:-2.610307978530608 143:-3.818019729222725 144:-0.443818658321638 145:-8.567107856931756 146:7.563899890764961 147:-2.752557127409085 148:5.278279671710513 149:5.677789357265866 150:8.25673950677389 151:-9.318830757498153 152:-3.347935857254465 153:3.161657955319942 154:3.538702863385351 155:1.378581054221475 156:-4.881776931810673 157:1.483029253134358 158:4.555178531875328 159:9.188646863214009 160:-1.487571467947649 161:-3.187085922279107 162:-7.136754982408197 163:8.881058249555293 164:5.771077700274266 165:7.039515887454353 166:6.263648820045955 167:-0.2740105987197223 168:-6.272410155490821 169:1.814149635654793 170:1.773428953475298 171:-0.06510508854451913 172:6.118878355261431 173:-7.647336241285422 174:2.514487700414959 175:2.345693022226576 176:6.665578920957533 177:2.003427998458647 178:-2.268493380031514 179:-1.67084384205658 180:-0.6731233274261843 181:4.932969940315836 182:3.737148891010235 183:-4.777976148741486 184:-6.547347739973809 185:-4.137291709704767 186:-3.472948395407296 187:2.746748523851505 188:-7.830423923888688 189:1.729431097065191 190:1.545497832525567 191:7.838804283901468 192:11.25546482936122 193:7.940861455453319 194:2.370132388999556 195:4.182906676625583 196:7.377644554179216 197:0.8709815635801055 198:1.801318514129791 199:-0.9560690437557919
-1 0:7.988428805400681 1:-4.408789359019984 2:-4.334347547042374 3:-3.67734524458061 4:4.807158835367718 5:9.06211914685243 6:-9.67747797771711 7:-3.983968116418527 8:5.457495546056447 9:5.627442898806478 10:-5.154521985436038 11:2.827198414313982 12:-7.963144702128826 13:-11.21021069615826 14:-3.50296153109733 15:5.069723676928496 16:5.944745448957373 17:1.971026808934984 18:-6.118386355480228 19:-0.5535708996652607 20:-1.18864543655743 21:1.367655392833414 22:-7.036655875225884 23:9.301592306993159 24:1.292548868583307 25:6.472911934385758 26:0.8429176052449017 27:-1.970805916648611 28:3.358523216472469 29:7.034616774754293 30:7.547245288291974 31:3.609892653653239 32:5.135981086639851 33:6.78639577301795 34:7.028713820860599 35:3.88415932137928 36:7.956492108636828 37:5.491851415941562 38:-7.512042443094138 39:-4.5534648077252 40:-2.509147753169223 41:1.581336037690529 42:-1.101138945985754 43:-8.396989556657996 44:1.083974550040488 45:7.942275889425789 46:-9.640726888888718 47:-3.9613957606089 48:-9.247440201028159 49:6.925411204761285 50:4.605885487707134 51:-3.845336639148924 52:8.050690257763502 53:-9.130558621249937 54:-1.745985528904538 55:-3.269108018905173 56:9.330154125291319 57:-7.665959997712106 58:-2.714856624072936 59:-6.404130973454237 60:8.171554088486204 61:-4.851007940146089 62:7.399561052674859 63:0.1705212287355853 64:1.825289286091115 65:-1.076040935945927 66:-5.400237378923801 67:7.726068563665231 68:9.185722060950267 69:-2.664850835578492 70:2.145730995800153 71:4.750238719962104 72:-0.5405780795368126 73:4.992621823712974 74:-1.352169173475799 75:2.751100346612413 76:1.601720000758809 77:-9.35014432950714 78:1.731464008502127 79:5.777614408825361 80:-5.555898006806761 81:-2.014532333564917 82:2.625145066050778 83:5.072971020660921 84:6.408384580000377 85:8.135624029205495 86:-2.36041690213318 87:-7.286428400843512 88:-2.581420576814578 89:-4.704699940054976 90:-4.479798939309605 91:-7.102556604739679 92:9.820814412990764 93:-6.840572771018176 94:-5.510993860415527 95:-6.468065784149385 96:8.546408593830657 97:-8.555062417924107 98:-6.140088184020367 99:-0.8860173046649049 100:4.381838544441322 101:-3.489984350781014 102:5.15413355637317 103:-6.516409822450868 104:-5.520624137164628 105:-7.580554732751571 106:1.544999088835594 107:-2.629445800352836 108:-9.622427999859116 109:2.60887050528402 110:8.57417191601701 111:3.864475021068605 112:7.869685555529364 113:-5.230373261293628 114:10.32398851320811 115:-9.386321145286693 116:-3.866247902675064 117:5.824712556529843 118:1.860680623676028 119:4.401655128807912 120:10.16883407475677 121:2.659881538757807 122:-5.369767236627946 123:-5.384111729654579 124:2.18370351150624 125:7.682106849730008 126:-6.844180936967116 127:-0.9155885829765369 128:6.477644236452043 129:6.638666384425067 130:-0.2459506948140926 131:-2.225955298815192 132:10.42066646146522 133:0.3605308206645443 134:-1.032838765942407 135:5.270304211052355 136:-0.5015796264862713 137:8.792651792743779 138:-8.1604649301743 139:1.0633557685093 140:-7.498291579431109 141:-7.082849076143959 142:5.031415495013275 143:1.956454479277507 144:0.9023208336741233 145:-4.99412708232694 146:-2.292278748991834 147:-7.580812172812395 148:-0.06010035104619682 149:0.000918154078106026 150:-4.605580875682298 151:4.870794988852369 152:4.107699818520412 153:-3.747027433990611 154:-9.480333462419772 155:-8.231903126611188 156:8.42655948629616 157:-1.490614960476675 158:-1.93817321477228 159:1.071955675487228 160:5.17880081958986 161:7.1956839942068 162:-6.983458586844308 163:2.985658045716257 164:9.187305304921535 165:2.84054704617732 166:-4.889471060717137 167:-4.692305239588985 168:3.063785571203448 169:-2.688861584378095 170:-10.54633700540789 171:-9.682699368765242 172:-5.381278462315747 173:7.16405035017075 174:-2.43420520410019 175:-4.607190673499941 176:8.611979670342246 177:-2.192548963928523 178:-3.914684273424799 179:-4.927945751377051 180:2.683052238561014 181:6.915434859870173 182:7.183199665758679 183:-0.7483342325467159 184:1.503405150411017 185:-5.358733332959519 186:-4.956424018877534 187:-1.397069392994122 188:8.75241056770211 189:5.882403197487886 190:-8.46617624206144 191:-3.760587219354485 192:6.904319569323906 193:-7.347315373112743 194:0.9718286557124596 195:-7.7217857122102 196:-7.200073135597234 197:-7.735940578341326 198:-2.926901585038365 199:-7.610524231757008
--1 0:4.113763769754197 1:2.581199539672202 2:7.163484409859049 3:8.720026168366752 4:-8.597512034827679 5:-0.7713992860871307 6:-2.899077629222238 7:-2.498126649535274 8:-7.156788427677565 9:-6.95675794810905 10:6.71555279522202 11:-5.57696193628458 12:-7.801435979328238 13:-5.377227193117049 14:-8.754770317300535 15:5.899173642660247 16:-4.370987381078185 17:5.053819307217218 18:0.6584230294391025 19:-1.701681721493292 20:-0.5875280285439689 21:-8.164042073039033 22:-9.358990874346624 23:-3.229696630768663 24:-1.42892543007347 25:6.616893833740374 26:9.714124675233695 27:-1.445862461045141 28:-8.516868804732447 29:8.218247088051012 30:-0.5452104475004927 31:-0.6732896982215896 32:-10.15565289298886 33:3.154224006479767 34:-4.415390594503982 35:-3.118077260838887 36:5.573266097033987 37:2.629255635344268 38:4.146771665377244 39:-9.644290435661024 40:-3.151951979412135 41:2.035486250851797 42:-6.05278690892597 43:9.158415605663812 44:9.074568917682827 45:-1.665436226101729 46:7.897204143280582 47:-6.016890766960016 48:-5.281666775801919 49:1.988265202732003 50:-6.826536843573241 51:5.474970823303677 52:8.305335309303139 53:-7.606822191076155 54:8.416289892019881 55:3.481725997791032 56:-3.274874729395616 57:7.685303096259176 58:4.01767779318101 59:-2.629697956286752 60:6.66152646235995 61:0.03406829200013739 62:-2.602288869996713 63:-3.418747460109066 64:-3.18624970882417 65:-5.059361901010612 66:-9.28307800033177 67:-8.997985600998522 68:9.309499534936707 69:7.661817083742146 70:8.555843008517863 71:9.423289795071435 72:-0.2524684651527827 73:6.642370494963048 74:0.2829578897910763 75:5.296100578208486 76:-2.604308831869776 77:-2.433086305480858 78:8.18854511848472 79:9.369152122974972 80:-4.060762680322579 81:-0.1104843190005167 82:-8.061454765772554 83:-3.279109285463847 84:0.401773304090016 85:8.19402479130521 86:0.848647784388278 87:-4.95823550504738 88:-5.168553114188948 89:-0.3676844625873747 90:-5.505740979108374 91:-4.973987717208548 92:0.9002309848910497 93:-0.03551143048014671 94:-4.918597647081333 95:3.018696563632557 96:7.554072311862879 97:-10.15207295272741 98:-6.130058061465109 99:-1.003411216188979 100:3.020440336016131 101:2.636105775041528 102:0.1570706739919817 103:-3.234872376889911 104:-4.629371010975935 105:-2.55039486750201 106:1.066541013622972 107:0.2187091829237835 108:-0.573028423091926 109:-3.461412867329287 110:5.355495452610443 111:9.223241694548811 112:7.805062742024882 113:1.220773993079826 114:8.755593150983373 115:7.001891044327344 116:-8.739796771008344 117:1.25246919754566 118:9.929745366224099 119:1.921915746460805 120:3.963386428009969 121:-3.572817307263416 122:1.149669572575622 123:9.940730760932468 124:2.996877660735809 125:1.595203609150195 126:8.436861266275766 127:8.792312845877888 128:5.805965674578329 129:-0.1353556149198167 130:-0.5031421567359676 131:-1.79330460745394 132:-2.416502415642929 133:2.133721734948793 134:9.161210882295618 135:-8.49939059623861 136:-3.729572023714373 137:-3.306074437701823 138:-3.658035489026376 139:-0.7071263574702678 140:-2.304471110667552 141:4.821766069835775 142:-2.389361789781677 143:-4.097442372106036 144:2.047932096159565 145:-6.593547073019631 146:8.823479776563405 147:-3.647652159450601 148:5.101036055711308 149:7.603690584984758 150:4.555003955593683 151:-9.416694857959305 152:-2.543750760567439 153:3.9665860251187 154:5.619314496157799 155:2.553785356535272 156:-6.477247007676729 157:2.827466239528269 158:6.538796313893508 159:8.180109844239867 160:-3.598202999322314 161:-3.676059918204379 162:-7.082747722441471 163:8.193571933339584 164:3.44896690428812 165:5.196884793847195 166:6.940609337965527 167:0.6001821542837791 168:-6.551095429308377 169:3.476265681371195 170:1.905862134768869 171:-2.183413638571521 172:4.722815651354773 173:-10.08812431062017 174:2.871159678518608 175:3.933777528905337 176:7.313084729159732 177:1.672673026695394 178:-3.813390866908275 179:-1.347014373826647 180:-0.688914074763794 181:4.911505042149694 182:3.968157493049265 183:-4.785034516084863 184:-6.682682799400142 185:-5.419527599174129 186:-3.511499735685805 187:3.982919324923148 188:-9.994314282587222 189:1.646434176872104 190:-0.05808311877441275 191:9.153611281605782 192:10.6239538813438 193:8.24938045450963 194:1.391328956208034 195:4.56278325240473 196:8.129676293981268 197:3.153516270603715 198:1.591409671093838 199:-1.681511459178746
--1 0:4.179019576163713 1:5.070981602222763 2:7.733023101234445 3:10.68544408378777 4:-9.68174306689362 5:0.284075302277661 6:-3.940399295322371 7:-4.939760957622737 8:-6.869600736873501 9:-7.027746871126197 10:7.98667286827807 11:-6.694751686468702 12:-8.634419475020048 13:-3.621566935947104 14:-7.360409369391998 15:5.341641511963074 16:-3.312546770823079 17:4.744782532968943 18:-0.09392455812373218 19:-1.885935401701458 20:1.164843023415981 21:-8.5312149518605 22:-9.432763672824793 23:-4.361429024963385 24:-5.10863535372587 25:4.193285750912099 26:7.376865068292097 27:-1.139663342906909 28:-9.171512338927643 29:8.140772183620911 30:0.1180348166564107 31:-2.039494351405533 32:-9.177257984616771 33:3.421455615469063 34:-5.29245083445249 35:-2.353421245751005 36:5.574718107194172 37:4.32058115561377 38:3.539666317139188 39:-8.741471782803131 40:-3.339146120593779 41:3.433513277105973 42:-6.481098140887217 43:8.502556621452754 44:8.257356387235621 45:-4.160434930559902 46:6.158366082775831 47:-6.33552270664793 48:-2.209655173737151 49:1.236603702277093 50:-6.059929811750616 51:6.851609455586816 52:6.65935505802256 53:-6.685035688764374 54:7.160523130463572 55:3.576315376569421 56:-1.691232225001316 57:7.949895210082354 58:2.862573919563139 59:-3.601509762584743 60:6.153359126925447 61:-0.7117106640270143 62:-2.941313326177481 63:-3.219398078535261 64:-1.368961367117522 65:-4.103304450079643 66:-10.48126513863845 67:-8.524908431809374 68:8.788609254175791 69:9.503007119198934 70:9.601754944570464 71:9.93083790708698 72:0.3157949963323579 73:7.643144146635065 74:-0.2749398664780647 75:6.061570317010211 76:-3.054271604868511 77:-0.7739740156242922 78:6.608613293185348 79:9.065664342208612 80:-0.9686216040714112 81:2.787842862556569 82:-8.655335591369891 83:-1.041571412171021 84:2.35460434744928 85:7.976622768837769 86:1.578202587147035 87:-5.11366539887617 88:-4.832178342594415 89:0.8495910925114869 90:-5.893387646027971 91:-5.287638126246414 92:2.086292909586223 93:-1.491149803857192 94:-3.901621411413929 95:3.851673017272324 96:6.62411540255056 97:-9.441661764333633 98:-3.449527826857414 99:-4.256447199522206 100:4.651571492888005 101:4.400818862445653 102:0.9425266094802002 103:-3.885172736479015 104:-7.765489928864511 105:-1.282235912097013 106:0.990205429239558 107:-2.116777310377552 108:-2.595784911960723 109:0.04538941688916531 110:5.869641944391568 111:9.24608694055539 112:7.475587006231718 113:1.098515256620015 114:7.226579232856566 115:9.40119878508443 116:-8.262860217411262 117:2.406114510178416 118:8.40222398649337 119:1.64675412240936 120:3.89260903401363 121:-5.152970851525907 122:0.410488341259855 123:9.3900827354255 124:3.97908400721626 125:2.576160296784526 126:6.054865727839276 127:10.73296722663047 128:3.400134612247566 129:-0.9310276312447578 130:-1.037505756048551 131:-1.101017357907893 132:-2.443466387979062 133:2.648653526290582 134:9.493477859077112 135:-6.476651544219797 136:-3.025162311876564 137:-5.348000883559019 138:-4.279280900123215 139:-1.096830759491394 140:-4.044524140725308 141:4.715090225442397 142:-2.73215997795283 143:-5.379053255979822 144:0.4948694999568377 145:-5.969514558151871 146:10.18982526119167 147:-0.8567035617507346 148:5.073131647774366 149:6.234377627128505 150:5.76452476036315 151:-8.531454284311206 152:-3.905142229889656 153:3.043770049105468 154:6.49900212328887 155:2.834755640267407 156:-5.982615458033223 157:2.1214059828939 158:4.111237127858153 159:10.03126524160642 160:-3.656623104920325 161:-2.021317504504152 162:-6.361391704511627 163:9.441693494941754 164:6.275713469659583 165:6.467412309988567 166:6.505149025629929 167:2.047817586114297 168:-6.450224138541413 169:4.365529746482275 170:2.990383002029751 171:-0.7173641307693112 172:3.387016626784117 173:-8.595018556107339 174:2.03014124893314 175:1.71993158398895 176:5.08352364020902 177:2.117152465991021 178:-2.564583843708535 179:-1.679090412217028 180:-3.722791400158258 181:5.239778134432266 182:2.356006343648821 183:-5.89993291998889 184:-7.868648085747359 185:-4.526069921871306 186:-4.052739690389952 187:4.304943105614517 188:-10.1115070424325 189:2.998926275796387 190:0.01384343769059038 191:8.88242280299878 192:10.22809171985898 193:7.03805790748564 194:3.860561053428773 195:4.653521935566555 196:6.87548070646525 197:3.206912624897239 198:2.143164653554186 199:-3.194388087501949
-1 0:7.047974003560438 1:-5.726966282742273 2:-4.411822287854509 3:-3.509268422847604 4:4.795739832046825 5:11.55816410240574 6:-10.34823040925605 7:-4.810345065692776 8:6.224477004398167 9:3.842237868122071 10:-8.252744542933799 11:2.40321043824941 12:-9.171461953409665 13:-9.076334455556795 14:-4.119248527839765 15:4.466038533137512 16:6.419762287618152 17:3.133679905118945 18:-8.804563981699721 19:-2.239595737047191 20:-2.27403369802252 21:2.699894692903274 22:-7.584632154952925 23:7.892344425886646 24:0.3034872761831858 25:4.007090751455894 26:1.298174238294037 27:-1.629653955977824 28:5.973570224872029 29:5.060114830290463 30:6.233742666342019 31:4.099305326004056 32:4.446144038760204 33:6.088981219925319 34:6.191475001523754 35:5.630800543307165 36:6.927289284816697 37:6.837859534461042 38:-9.273038969709381 39:-2.830495353060581 40:-1.75132315498827 41:2.382475920897398 42:0.2709880838153056 43:-8.655684132979218 44:1.663055647616654 45:4.566375546970511 46:-10.82852925167876 47:-6.747821210187506 48:-8.35610527129916 49:7.225858759591378 50:3.161338873298808 51:-3.706697982407176 52:9.362712612587856 53:-10.1833066003636 54:-1.805430817715618 55:-3.661200098565812 56:6.686798587209163 57:-9.415665765016286 58:-0.8667071861352672 59:-6.526844471629982 60:8.80976279842865 61:-6.571363186824021 62:7.047811014597573 63:2.280241020976581 64:1.284939261209956 65:-1.506226110451236 66:-7.594814188566302 67:9.215455431548996 68:9.129894309062975 69:-5.022568973775575 70:-0.06416997906642374 71:1.599540193864383 72:-1.059235163770283 73:7.138985843503714 74:-3.425358157351607 75:1.394189613161877 76:1.321355993075472 77:-10.219453494673 78:3.962173164620624 79:5.27102349763028 80:-5.761065612603399 81:-2.750116515370779 82:4.800498815573906 83:5.879355085021665 84:7.883900019283534 85:7.151005150791756 86:-3.888724013359137 87:-6.753551561992804 88:-0.1300720183513059 89:-7.773394951416288 90:-4.126851482886662 91:-5.272715754173874 92:7.083518052583512 93:-7.365866363508235 94:-6.658582653237785 95:-7.002778640204367 96:10.65990236099476 97:-6.751480325224868 98:-6.401751724547255 99:-3.209315844255193 100:6.698199736392455 101:-5.770334022522907 102:5.917158679141453 103:-6.492201136303208 104:-3.888744214949798 105:-6.907077708958095 106:2.478683762737354 107:-3.921361390200832 108:-9.331221233031631 109:3.717227999765386 110:8.35185603601613 111:6.396675426773316 112:8.116025031428052 113:-5.655088482029934 114:6.988455834837377 115:-6.770269135977842 116:-5.163056773509552 117:6.231829901057525 118:2.763324500486647 119:3.184321108164238 120:8.23185784978231 121:4.328706297259752 122:-8.71392262859152 123:-4.544803419453347 124:4.583290003056884 125:8.13379456211581 126:-9.642760782034095 127:-1.873210740971264 128:6.078847701713844 129:5.282308229603765 130:-4.578417597625962 131:-3.410880739313428 132:9.12114197374774 133:1.967959997807856 134:-3.924009428554497 135:7.14726286078682 136:-2.980609703038168 137:6.770385431059788 138:-8.737187231658631 139:-0.6130445253315171 140:-10.39225995408915 141:-6.753853110212978 142:6.748849084698167 143:5.140471469194063 144:-0.6904892692919031 145:-8.565429122788441 146:-1.723240630590582 147:-7.620933268346437 148:-2.493256082437679 149:-1.723649550873576 150:-3.326476111794523 151:5.205997464036034 152:4.513326731930226 153:-6.265044219512529 154:-8.330159239265079 155:-5.051551260680032 156:9.412887022728816 157:-0.8552146884676588 158:-0.6333858037915157 159:2.523022705739047 160:5.601016443069183 161:7.146139527976498 162:-8.664207798078762 163:1.561209176503901 164:9.310371226095524 165:1.128831731403947 166:-5.002129346190211 167:-3.570430087702124 168:2.153918480651922 169:-1.569932216930949 170:-8.823715046225256 171:-9.708031855788597 172:-5.019873518028748 173:6.900402262717976 174:-5.255512907522672 175:-4.419799670526723 176:7.513272300195778 177:-2.892288865277708 178:-2.583777112196302 179:-4.729055245653704 180:3.477750462867853 181:7.108676796160205 182:5.155756191419273 183:0.01266112704513417 184:2.175112991560694 185:-4.517593323946497 186:-4.42353710257481 187:-2.608336830603074 188:9.202879951686862 189:6.573027313444889 190:-7.223789299031411 191:-3.284981284508649 192:8.263024280540789 193:-6.997554797825921 194:1.522804239559075 195:-7.897670943286757 196:-8.645704523365753 197:-7.459542200952415 198:-3.663882273447774 199:-7.255921294779368
--1 0:4.225010856114444 1:4.901892236466789 2:6.55875982595207 3:9.650027891916411 4:-8.175529712606663 5:-0.7599342155836163 6:-2.513425205118404 7:-3.198948588611642 8:-8.015155481855542 9:-5.47692239597601 10:7.335957874567898 11:-5.978644106234127 12:-8.387255144510421 13:-4.906076164166357 14:-7.233672899983969 15:5.135646230146318 16:-3.690195315372623 17:6.68515637553313 18:0.4022328174564237 19:-3.490072038293112 20:-0.6132540912976012 21:-9.37348945469825 22:-10.22592131872998 23:-2.894370754770466 24:-1.630413447280035 25:5.602881055133011 26:7.915898305332192 27:-1.159023244152172 28:-9.371931540069738 29:8.563172796772749 30:-0.9027282721748232 31:-0.8447189481301587 32:-9.431346694279314 33:2.705013847825696 34:-4.195335284102502 35:-1.453904739260182 36:4.57189152919986 37:4.99416678713703 38:4.289401060463514 39:-7.535631530032584 40:-3.601093937265048 41:0.9281758299125857 42:-6.27113282110986 43:8.908654408758975 44:8.866420015441083 45:-3.579515761520167 46:9.304880798597033 47:-5.962965293864466 48:-3.753845710315888 49:1.621251622183587 50:-7.630591629557647 51:5.628350259726715 52:6.969586404187794 53:-6.718417468358578 54:7.784526289584666 55:4.889929084473764 56:-1.111267277473402 57:6.536644815263429 58:3.829938051579236 59:-3.488718471693847 60:6.238232030462441 61:-0.3188024162031911 62:-3.603859216274579 63:-3.41641553900853 64:-2.461283060651053 65:-5.06226296202749 66:-10.73082530658343 67:-8.905378860926186 68:8.917793925949457 69:8.269401871151548 70:7.940906448906494 71:9.722574143543641 72:-0.02092777510194302 73:6.973290352365948 74:-1.08092703247341 75:5.115922834154955 76:-3.158520430432454 77:-2.773680506030704 78:9.008183209264075 79:9.882550190578506 80:-0.6797300539450197 81:2.648757332027007 82:-8.550718044493324 83:-0.7297567790421831 84:0.9163767007712798 85:7.402857239944795 86:2.033030634384442 87:-5.328176302046903 88:-4.753140718686061 89:1.984131840162274 90:-4.911140755238472 91:-5.338645547181078 92:0.943505912041858 93:-3.070011975116052 94:-3.020562467533414 95:4.343202973250459 96:7.195280171978771 97:-10.05558308691956 98:-2.92724124469248 99:-4.031166610885319 100:3.120774927713529 101:4.281940587039021 102:-0.2705162906423688 103:-1.516160618183181 104:-6.162090576039643 105:-2.133268212035082 106:2.154419486572541 107:-0.9442065594136504 108:-1.937300828792872 109:-2.436222803184225 110:6.147607841067033 111:9.450763733706857 112:8.185944465501445 113:-1.771471451690825 114:7.671315325451698 115:8.050784294369141 116:-8.173120259848313 117:2.663034496619381 118:9.072115709889706 119:1.209408739332063 120:1.438196804910106 121:-2.412369545522022 122:3.762916776858381 123:8.74450702838497 124:4.228752553897855 125:0.2490269572949126 126:8.336116889869746 127:8.942366538121432 128:5.107684230934939 129:0.913189527548123 130:0.2968264665623045 131:-0.9642584923545763 132:-0.4830696748716528 133:3.180185913205552 134:8.922563556686088 135:-6.706689591220678 136:-4.302433112868783 137:-2.590365488614729 138:-3.990922595908271 139:-2.165467281551472 140:-2.732262926362889 141:5.632247825709143 142:-1.724985134815212 143:-2.57245774969608 144:-0.6918868815691509 145:-5.500783871387704 146:6.832178121291221 147:-3.256496128760467 148:5.303306527563127 149:3.81509736180888 150:4.737560876909178 151:-10.91950464808001 152:-2.436876369474715 153:4.176808713246936 154:4.885191277870367 155:1.387436493427199 156:-5.586670826637711 157:1.087429827304511 158:5.256832045961795 159:7.401464194331189 160:-5.120632068914338 161:-1.419276342071643 162:-6.818791963959679 163:8.024918638733663 164:3.449345781346275 165:6.562950496753153 166:6.571690506310012 167:1.668374088217329 168:-5.592406503426614 169:3.456788480361433 170:3.587566399539786 171:-1.405584520227464 172:4.179167998974617 173:-8.74132339103457 174:3.040893971542937 175:3.381705353797557 176:7.396351332371566 177:2.191224770113532 178:-5.269497845123107 179:0.2667471567094171 180:-0.1141801551033164 181:5.144646071644487 182:3.964955865113838 183:-5.15436005003392 184:-5.600860950037443 185:-5.531584815763373 186:-2.404229620930185 187:4.263013197188678 188:-10.37763075905764 189:3.077337563625522 190:-0.1863204956443025 191:8.263815885449587 192:10.31655080305663 193:7.426036757127047 194:1.918773883342607 195:6.874631425906126 196:9.710980216979298 197:2.348987312133671 198:2.090828466062996 199:-2.458919959333243
--1 0:3.773627045411542 1:5.48290341749753 2:6.848045691520151 3:8.318278368786673 4:-9.363149651629247 5:-0.5466349572726312 6:-2.703385488916137 7:-2.918511881796426 8:-5.396896221341652 9:-6.698042516387495 10:6.322192193716091 11:-7.002209450716566 12:-7.021163205134897 13:-2.884847714729801 14:-8.577458113343514 15:6.024726656702461 16:-4.830357509349512 17:5.079951884470113 18:0.3817492316360037 19:-4.899623472015884 20:0.8137159034368504 21:-7.353087311013863 22:-11.16032455251661 23:-5.349139067581307 24:-2.755845804346178 25:2.59266641506707 26:7.647755140918455 27:0.2659419450809242 28:-8.243783986429293 29:10.37014744553557 30:-1.660428848202997 31:-1.21895609929137 32:-7.457646850008331 33:2.216935629985027 34:-4.827905876173174 35:-1.615023242906989 36:4.904412382692638 37:4.593958609191032 38:1.837365822350158 39:-8.540605532823124 40:-3.452984289874873 41:3.039714789798804 42:-7.450055841189247 43:10.00239596742977 44:8.956852499307727 45:-1.041243520595007 46:6.076569711958554 47:-7.509573246852288 48:-3.01449721196163 49:3.219736857557622 50:-7.201227563324819 51:6.099003680953442 52:7.04447318040526 53:-5.992578484882981 54:7.848957613553132 55:4.629936797108592 56:-2.968401928133411 57:5.020656047390887 58:2.854705308566269 59:-4.508298070418758 60:6.670493964067997 61:-0.9044171642295468 62:-3.469011876181968 63:-3.685984568713631 64:-2.479941464034381 65:-5.216469988445877 66:-12.77986390062144 67:-7.777745214735894 68:7.99065934281521 69:7.798595210017549 70:7.816432276220898 71:8.624425854241359 72:1.966175085771481 73:7.794918252571946 74:1.757535799923042 75:5.852497223427726 76:-2.06642102513825 77:-3.70767760207361 78:7.508403277293098 79:9.761092042813923 80:-2.188444781390899 81:2.579777878117313 82:-7.881119519840873 83:-0.2037289942155849 84:0.4168524129823585 85:8.613185557607949 86:3.196923194762956 87:-7.458858923822612 88:-4.179424851979587 89:1.218235914847159 90:-4.409511879437465 91:-5.010643140792653 92:0.7300201291756095 93:-3.670584432122882 94:-4.475698370799315 95:4.613003928729279 96:8.793734753639885 97:-9.963754293210357 98:-3.377686163182485 99:-3.864698840629244 100:2.08401283469659 101:4.817720653800245 102:1.253787465136566 103:-2.153859421475233 104:-4.675966550404543 105:-0.8600233237585158 106:1.497106863923578 107:-0.7828249625310775 108:-3.820825835293402 109:-1.998435525766851 110:4.447154699102787 111:6.157795200525856 112:7.70523640826163 113:1.214565635291472 114:9.508981492074271 115:7.450945611977629 116:-10.50319466431704 117:2.394881273065514 118:9.307270097663581 119:-1.283555037318905 120:2.402266461300258 121:-3.934704084368699 122:3.113942864669436 123:10.73043491182413 124:5.324921454745668 125:-0.9167251950016073 126:9.285091875533093 127:8.197373185562292 128:6.196580105508408 129:0.09311345624714618 130:2.029305423193301 131:-0.4285732489331087 132:-1.760287551699633 133:1.953194309911674 134:8.289350104588678 135:-7.531271416020001 136:-3.469545873793644 137:-3.541508207398502 138:-3.995177658154246 139:-1.719583016169834 140:-3.254799741288191 141:5.970883067556812 142:-3.058690889565769 143:-4.190849374764312 144:0.1218256410275009 145:-7.760698793570755 146:8.128137755809696 147:0.005081679077262535 148:5.822981615647118 149:4.956752489275924 150:6.807875252092281 151:-9.419455089404588 152:-3.791005124153352 153:5.155594222050114 154:6.545869313017077 155:0.776277234000983 156:-5.405672907311314 157:2.735016531876066 158:4.270371066942769 159:7.131902749014644 160:-2.999428144770037 161:-1.09224291843493 162:-7.550696123433671 163:7.385526516101059 164:5.57303281775864 165:6.011725561450042 166:7.41376958791143 167:0.01735679105387311 168:-7.106432532123767 169:5.009563725523342 170:1.132533970667484 171:-0.3894084539657264 172:5.219090458447038 173:-7.869778516487742 174:1.619059984185784 175:4.089261178035086 176:7.589504973359563 177:2.069733231018508 178:-4.420466234706019 179:-2.059273886249148 180:-0.7369591842543015 181:5.557415644955062 182:2.572961199690367 183:-5.179111753902643 184:-4.934790698720226 185:-6.826002362656195 186:-3.9100690399376 187:3.884374675457835 188:-10.90670926258803 189:1.770965358618325 190:2.434682117978493 191:8.149230254176068 192:9.617825104382748 193:6.992761277529958 194:3.011500548800206 195:4.606978355296563 196:10.55107728552939 197:3.691341608302423 198:0.5225275320823173 199:-3.16212268828378
-1 0:9.270772353089175 1:-3.27130079108286 2:-5.290320759493735 3:-0.9931342978239659 4:5.310036590294763 5:9.446355837613 6:-9.263678202890453 7:-6.68349294581891 8:6.248657154942302 9:5.917316060106316 10:-8.470970614073172 11:2.71822831635635 12:-8.811564570433251 13:-9.056670756613469 14:-7.092969922041426 15:4.040078563264174 16:5.990472324070236 17:1.929381661279789 18:-6.141587002522465 19:-1.672183701526114 20:-3.038244690869309 21:2.923433739315319 22:-6.357328929893549 23:8.421697421646938 24:0.3295654198305894 25:4.398263268442411 26:0.007440000974488825 27:-3.169368652310331 28:5.472433373384158 29:7.143658013964259 30:7.467859808570926 31:2.960818102390565 32:6.002367268644923 33:7.442063976057246 34:7.306360453304171 35:5.730606941373004 36:7.455354060784583 37:6.712528528230593 38:-7.470123905391725 39:-3.204590591475002 40:-1.577708371294527 41:-1.270605416963534 42:-1.180834207687762 43:-10.01109285308563 44:1.25148058787108 45:7.786919663460491 46:-9.762773427801074 47:-3.970080213032094 48:-5.341809725015168 49:8.736374770935749 50:3.871035727193886 51:-3.32692768051747 52:8.981072298763749 53:-9.101436876811929 54:-4.249289134634477 55:-2.272661513773361 56:9.345484822512484 57:-9.792803734349903 58:0.8839603004333929 59:-6.339103610221229 60:7.88531929049447 61:-5.02420957396847 62:9.478150306579991 63:0.3556887138887926 64:-0.681401029764853 65:-3.413145904598658 66:-5.31123150881858 67:7.75216831613208 68:7.8733031058432 69:-3.414958031693592 70:0.182119452440525 71:2.075640410916278 72:-2.23202605927043 73:5.054203747094874 74:-2.726256759974998 75:2.562367070513435 76:1.114828915227488 77:-7.272556787485339 78:2.396823932515662 79:5.425551436441487 80:-5.542866152137115 81:-1.735922970528835 82:3.383811752939739 83:8.061375588603827 84:6.715705504875777 85:6.116089336104566 86:-4.464955867311209 87:-9.11193977651307 88:-1.302831632351122 89:-7.159589083535816 90:-4.500085847183737 91:-7.581351349384703 92:8.307935548557687 93:-6.535121701837153 94:-4.465268443222689 95:-8.136423929538026 96:10.86949249741523 97:-8.581347626885004 98:-5.8937140116252 99:-1.136266727584397 100:4.630635251658687 101:-5.791738067278228 102:8.200490083460521 103:-8.336745253159545 104:-3.471476717288654 105:-7.043618539815473 106:1.403676953844212 107:-3.484046024988323 108:-9.346154555711687 109:6.995969938344919 110:9.70897677763239 111:5.428851489218896 112:7.907682492219887 113:-7.41689410273673 114:8.74337119269658 115:-8.766709024948454 116:-4.584700239562494 117:5.243036430451225 118:2.370096642980388 119:2.294187053772097 120:9.166526324530187 121:3.538950564557666 122:-6.672675849404048 123:-3.237229719880552 124:3.685298942019827 125:6.572151017990642 126:-7.685958783790527 127:-1.846831934799931 128:5.168274342281494 129:6.609802367633652 130:-3.385561332272845 131:-1.551815426964043 132:8.933270689211826 133:-0.2884329870389247 134:-2.42458771215037 135:7.210880170004337 136:-2.400494370539623 137:8.012482789048041 138:-8.521704760383706 139:0.2987023327853131 140:-9.425171209520528 141:-8.339136919022236 142:5.402775629099728 143:2.621156996992646 144:1.66928161706169 145:-6.987863756889093 146:-0.6250718998087463 147:-6.2834634889256 148:-2.757737394968273 149:-1.322212134714796 150:-3.828785636623151 151:6.013203751702687 152:4.142133999546677 153:-4.933398684387007 154:-9.530190755608068 155:-8.089581382862113 156:8.945452971547812 157:-1.770866973490996 158:-1.522671155498433 159:1.343727488214609 160:3.00462161076727 161:9.584085026347349 162:-8.301786079812951 163:0.4706045064325926 164:9.530657402087686 165:1.121866181311201 166:-3.887882382037803 167:-7.214391807809012 168:4.346791322438887 169:-1.884356408102785 170:-10.26533834469903 171:-7.962497557552084 172:-6.515728222545748 173:8.438010511471282 174:-4.253457335586988 175:-5.407734658127472 176:6.026794256299817 177:-2.147056588921672 178:-4.393922399830571 179:-4.68648021062578 180:4.21298652612217 181:3.991199650249106 182:3.818634488391682 183:-1.251259179661015 184:0.2903026371347517 185:-3.125007295958055 186:-5.987653131655012 187:-1.436720753299196 188:9.903573256144156 189:7.19143651073722 190:-9.115034156504109 191:-3.836732264598708 192:7.355916340762814 193:-7.144311718550132 194:-0.4129513707767265 195:-6.728645984539853 196:-7.895897970191456 197:-6.567899302649853 198:-4.341931021037372 199:-5.713022595968187
-1 0:6.325921094445432 1:-4.420382824747456 2:-3.609045121399665 3:-3.187620043295026 4:5.898099433181748 5:9.161570879817432 6:-11.6063894374378 7:-4.700575964461693 8:8.469526434678272 9:5.535435607230298 10:-7.122485172499093 11:4.555678316947025 12:-7.868137134951349 13:-8.037425662957942 14:-6.737117184832584 15:3.829804904226247 16:6.297342723233911 17:3.570507307911971 18:-4.98702773170859 19:-2.018600736172639 20:-2.406825699631872 21:2.632755639439881 22:-8.451498916907479 23:8.443729938656949 24:-0.1049189673303791 25:3.273414332961578 26:0.3600757808985948 27:0.1411854274544555 28:5.133848044030688 29:7.288576297838584 30:8.155207917422901 31:3.79282954040964 32:3.543229701628602 33:5.610156874927645 34:7.971332302870555 35:3.716861789670038 36:6.933305803462631 37:5.55402046773332 38:-7.698632484768583 39:-4.137111269740785 40:-2.800825891203053 41:0.5485111646518834 42:-0.8530774781960127 43:-9.105684235982649 44:2.697466523420918 45:6.543188398732421 46:-9.574529184437143 47:-5.759394269758672 48:-9.569946470027134 49:6.477804868081091 50:3.510994821085989 51:-2.730687231404324 52:7.553686534017681 53:-9.197348862197144 54:-1.839271812065404 55:-4.206418113971537 56:8.660428093079069 57:-7.951560853773272 58:-0.1909510873678504 59:-7.853830243285332 60:8.187524007544003 61:-5.189491506484488 62:10.47733123802031 63:-0.3244014298345836 64:-1.02312898873628 65:-0.5344060473775889 66:-6.071118171261158 67:8.146774583865801 68:9.097889393407131 69:-4.180340851046724 70:0.3942598445555158 71:3.359926486243276 72:-2.68278274273881 73:4.951321003685607 74:-2.620679408893731 75:3.574406370439476 76:1.852128559733021 77:-10.37836072064172 78:2.985962730365498 79:5.90744288220203 80:-5.605449576519964 81:-2.851970736183375 82:3.338547676358929 83:6.015296012138995 84:9.525691838157654 85:7.356600946226442 86:-3.413721966583958 87:-8.631495655506546 88:-0.5619709523196084 89:-6.037780492759527 90:-3.309533607186839 91:-5.86183024796828 92:7.543401078851186 93:-8.104144303616355 94:-4.508573045318108 95:-7.753356542270607 96:10.26528729517163 97:-7.545174344278607 98:-7.888258796473084 99:-1.89369892780677 100:5.410379642886341 101:-4.677801127894369 102:7.382474432066667 103:-6.510705707888069 104:-5.668208834595917 105:-8.002464075598416 106:2.235346774192937 107:-3.117769936804504 108:-7.593555958900822 109:5.717937441144854 110:9.836951296801734 111:6.283947062378112 112:8.807957835794388 113:-7.381489619881135 114:8.744293114833795 115:-5.611596905810679 116:-3.656247084288259 117:4.908873921087165 118:2.63617264330715 119:3.401207893489046 120:9.162478640765119 121:6.622724206180542 122:-9.400645311459105 123:-2.457742891460143 124:3.718216484793198 125:5.758686528275954 126:-8.056126496546616 127:-2.046348234929496 128:3.83808072908406 129:3.294703079810694 130:-3.946586488535869 131:-1.730626628288314 132:8.657677767925016 133:0.02898277222510852 134:-3.218095150869475 135:8.115195453874181 136:-4.513251624275085 137:7.430376365268193 138:-8.480866093670162 139:1.067363500542995 140:-10.4093887544956 141:-8.683902489148096 142:5.529703343768479 143:4.314653746096275 144:1.745679550611417 145:-6.856870676246675 146:-2.156840452171188 147:-7.277377828820971 148:-1.570751620120424 149:0.05725356910008106 150:-2.181117362059786 151:5.719382487681365 152:2.796666481579501 153:-4.215671247198959 154:-7.981862896566762 155:-4.161750535696956 156:6.85579552558633 157:-1.872332027412953 158:-0.01720847077687848 159:3.852362853670339 160:4.204553913403479 161:7.622556894612105 162:-8.161316472506952 163:3.49510210996566 164:9.384730378155375 165:2.279447098692616 166:-2.172630607116796 167:-5.243861322470119 168:3.279224422095765 169:-2.289320708243483 170:-11.758478695405 171:-8.02551851300098 172:-6.365973739824755 173:7.307229816868264 174:-2.014488702932995 175:-5.376577275828391 176:7.591944624110557 177:-3.99204259911055 178:-4.418971596064551 179:-3.556297767681804 180:3.690618790894593 181:7.695460124520348 182:5.010810467113818 183:-1.532125330211631 184:1.585663795998664 185:-5.206785121128424 186:-4.532101882878261 187:-2.178466564468379 188:10.56905156725184 189:6.292725130679615 190:-10.10469510200575 191:-3.379805185997095 192:6.51501229574563 193:-6.819307812001334 194:1.197161227886456 195:-9.24570007665875 196:-9.609683971002887 197:-7.268086363622215 198:-3.662525716945605 199:-6.531226245087385
-1 0:9.384084048241132 1:-3.807811618287938 2:-4.50944492325633 3:-1.185288952089118 4:5.261829786154134 5:10.8684682060826 6:-10.55135720029221 7:-7.992092239953155 8:6.174340755386153 9:6.154133763191216 10:-6.927126522504102 11:3.754337562608542 12:-9.134143794994937 13:-8.486005486703821 14:-4.002911376126558 15:4.209189494247528 16:4.241374263464132 17:2.633978860523056 18:-6.370782687678129 19:-1.357521543107579 20:-1.480395794460021 21:2.225332723912425 22:-7.027593872827438 23:8.369616729255924 24:-0.8956801896498359 25:4.870235078712248 26:-1.308645521559628 27:-3.191288667392624 28:3.723172024867699 29:8.785038927555767 30:3.85346748776678 31:2.905343574834006 32:5.184878039352312 33:8.336362825378997 34:7.122077405116745 35:6.407216373970926 36:5.497222960708688 37:7.323460561666543 38:-8.532643595192429 39:-3.265652837634218 40:0.8464813043744508 41:0.8376601261489733 42:-1.932607947539309 43:-10.44005518132801 44:2.55022691933487 45:7.247686164265064 46:-9.437377156579002 47:-3.22501822940965 48:-7.87650776682954 49:5.385249232971637 50:2.879576632033039 51:-3.270087635101205 52:6.933948771390108 53:-9.437105745116545 54:-2.236801135200216 55:-4.554294499892045 56:8.650241354488745 57:-8.726573047416402 58:-1.759620102190826 59:-6.477886813429614 60:6.771679980370755 61:-5.215720300673164 62:11.16744750787949 63:2.815917424500018 64:0.4609542677926337 65:-2.058339595312825 66:-5.314158082495295 67:9.201452989861023 68:8.452209874310782 69:-5.384958164495138 70:1.093758672527458 71:3.738071327246671 72:-2.002681594438011 73:4.010312673797628 74:-3.912132701714782 75:1.283093707366812 76:4.431823063173375 77:-10.29973413243505 78:2.774670875776573 79:7.459777559241011 80:-7.160914681124668 81:-3.30594020160126 82:1.471367358059281 83:7.93037718074293 84:8.204917834210839 85:7.302231699103759 86:-2.466168191145752 87:-11.06028355109952 88:-2.58238232949534 89:-7.551383465448049 90:-6.52336998619265 91:-8.384857160678518 92:8.624236205517148 93:-9.424547981461368 94:-5.998657356921314 95:-6.534193657383194 96:8.602001377937075 97:-7.808903658126615 98:-6.076917512681341 99:-0.6736667087232475 100:5.735943223232107 101:-5.835886171925148 102:5.780844468320791 103:-7.874421549396619 104:-4.581631929123608 105:-6.994416081810667 106:2.16934469468594 107:-2.951547377761427 108:-8.708880309148572 109:6.260568451805483 110:10.67243599497216 111:6.348788093099205 112:6.814671838031202 113:-6.727006702576662 114:9.01684567068253 115:-7.763121095233094 116:-2.789832989293909 117:3.377153007175052 118:2.139007392616135 119:3.907865722676714 120:8.407282140279714 121:4.936059691762532 122:-7.88666844308993 123:-3.535470116465646 124:4.178676080811921 125:6.656589268558418 126:-9.370975816710773 127:-2.024610284221571 128:4.431643020833646 129:5.52379057021746 130:-3.965876412575732 131:-1.62251661035435 132:9.863555980524094 133:0.270992268968152 134:-4.636259007791966 135:6.495334037582897 136:-0.7530195522675083 137:7.774862724347452 138:-10.00798955753047 139:0.2508113289067138 140:-8.049226765800716 141:-6.701386181072512 142:5.737797318325828 143:3.257216911205195 144:-0.9252311102797064 145:-6.402641281347258 146:-1.834968641896058 147:-9.524074691121923 148:-2.193296597521254 149:-2.630696652178537 150:-4.931373291891008 151:2.848187419868161 152:4.446128193582823 153:-3.097815990296647 154:-10.18652831186103 155:-5.851447821412666 156:7.030492271932565 157:-1.295030416498836 158:-1.720041201812669 159:1.795869794628415 160:5.912834852441167 161:7.331895689324815 162:-10.60311497028305 163:2.766486367772305 164:9.002900413057976 165:1.524083411486122 166:-3.804573477959044 167:-7.533833890093213 168:4.501383816097476 169:-4.014265849846359 170:-10.35202351503915 171:-9.295547588739815 172:-9.102260346596562 173:8.345511158236476 174:-3.859325035707623 175:-6.20025511229829 176:6.522783600829396 177:-3.829980737089507 178:-2.650223553854956 179:-3.954959593965242 180:3.243572048526533 181:6.634907679394466 182:4.391446590604538 183:-0.6391536626596572 184:2.917304812720058 185:-5.622656325465416 186:-5.184583546056545 187:-1.09027339018876 188:8.802975184896203 189:7.517864077705035 190:-8.588877349356929 191:-3.462927591601598 192:6.1026908797065 193:-6.569331507031263 194:0.9052597482288991 195:-7.342209782904864 196:-9.691018750743815 197:-9.582099874910693 198:-6.103880189058724 199:-5.386739102554269
-1 0:7.020894649579187 1:-4.179212414032564 2:-5.361573802606334 3:-2.72283334550588 4:4.255181366518975 5:10.02256296693901 6:-11.0232479498772 7:-5.26204153436473 8:7.644600432201102 9:4.439830862702838 10:-6.25195336965416 11:3.516868816091089 12:-5.599576684808922 13:-8.97228482706139 14:-5.808703050840904 15:3.510915716229578 16:6.587211043629255 17:5.695544252045359 18:-8.463086277659441 19:-2.013758316874834 20:-1.726706373102296 21:3.198497911191714 22:-6.589629778742363 23:7.526177985169256 24:0.3425226680558752 25:3.182313638907567 26:-0.3318363269987756 27:-3.428621010651417 28:3.961742132985646 29:6.380327296735036 30:6.072345555835601 31:4.498979785644663 32:5.252923849027256 33:6.61445073502731 34:8.726664389790304 35:3.747578519030523 36:4.633984579900145 37:4.311744248358517 38:-7.979318287059685 39:-4.165025084960858 40:-1.785220202126074 41:-0.718052734615604 42:-1.33948321479645 43:-8.924515443982925 44:3.861453293843352 45:5.942086953203986 46:-9.429819358195502 47:-3.816629896753061 48:-7.772146343139789 49:9.980519119066457 50:3.767845119708706 51:-2.593621889380603 52:8.710517804629118 53:-8.610279179702848 54:-0.5185653832906063 55:-3.753139897919888 56:8.717205761703021 57:-11.26584902990209 58:-3.0456278207108 59:-6.607764035039385 60:7.249635486718415 61:-5.629949176246273 62:10.84719694445277 63:1.413308808274788 64:1.107299239191565 65:-2.43117062305486 66:-4.849879802432047 67:7.141654452511246 68:9.163069357823279 69:-4.464485053833007 70:0.4946400445409289 71:0.7645045039774803 72:-1.499417306284402 73:6.365307503548989 74:-7.578789842964966 75:1.433604452649887 76:-1.036985606048401 77:-7.597441090825089 78:2.122880248855034 79:5.543669102406517 80:-5.624042861464386 81:-3.113289172570278 82:2.005185429328917 83:4.747264350040905 84:7.765577556674277 85:7.081698008820571 86:-3.64311590551739 87:-7.892119963061305 88:0.03832817234922459 89:-8.361676968849888 90:-5.445809514250505 91:-6.569090323195301 92:9.106488470993872 93:-8.304821203800843 94:-7.146734237389698 95:-6.010470706949405 96:9.577001135788381 97:-7.844174055274372 98:-8.229582352447951 99:-1.221858870987912 100:5.866468288898177 101:-3.681776443268639 102:6.623127052686155 103:-6.671568965520461 104:-5.200645620230159 105:-5.498802724157493 106:0.7570597253362951 107:-4.542455080474729 108:-10.96037991792124 109:5.429964100287605 110:10.55987404679717 111:4.813531203917023 112:8.468471669544055 113:-6.938423707513053 114:8.727418408430404 115:-7.291687800883836 116:-3.365914483144567 117:5.518073781873881 118:1.824833638856224 119:2.118909217419746 120:7.363192601390359 121:4.931651958468708 122:-7.076013238922313 123:-1.694110944323322 124:5.079428251350182 125:4.96487922398689 126:-8.638694112221829 127:1.074223144405976 128:5.38462278178906 129:4.544882825014906 130:-4.435938407016274 131:-3.156403208523804 132:9.332802967608982 133:-0.02079195407919686 134:-4.310530647855177 135:7.26264806895802 136:-3.814122090547176 137:6.483870607205363 138:-8.344428119441705 139:1.132219742043179 140:-9.045226281936898 141:-7.171220817299664 142:6.352865398090953 143:2.200152165528266 144:0.4189840130258544 145:-5.3384808414569 146:-3.138834988497184 147:-7.602612120766877 148:-1.260174217119512 149:-2.539132479811019 150:-3.992573155031489 151:6.186422356890446 152:1.10993724559098 153:-3.971703932847807 154:-8.706172716751325 155:-5.373335929209238 156:6.85747397656621 157:-0.67221727147871 158:-2.87798120180134 159:2.686268906206072 160:5.455791717702467 161:8.872245443378125 162:-8.572434221630571 163:2.03911590458997 164:9.978677767449451 165:3.095675144695953 166:-4.262007743963371 167:-6.029647132860705 168:3.493049237293556 169:-2.454688902988564 170:-8.321951957183389 171:-10.29047574579691 172:-6.294686732560514 173:6.571858646971784 174:-2.869438969062615 175:-7.308654118698843 176:8.535535482404091 177:-3.012973892544925 178:-2.906219351206121 179:-2.943945891408559 180:1.593099084041384 181:6.332294433391546 182:7.323464098791981 183:-0.1199695955445406 184:1.974822789559143 185:-2.859864983589447 186:-3.882258448517601 187:-1.491398622858593 188:10.75937185749303 189:6.520563103564562 190:-11.16051882276863 191:-2.469628728175541 192:6.795019815491191 193:-7.756261795208802 194:-0.1921889614318613 195:-6.831626748411293 196:-9.597730513912451 197:-8.23865198326652 198:-4.781217968800803 199:-6.231909755275613
-1 0:9.637086936806636 1:-3.427282690751112 2:-5.323824111429162 3:-2.057898404741894 4:4.710896550007888 5:10.50993930402564 6:-8.627588038023054 7:-5.292610805348736 8:6.252073983397625 9:4.50270520688806 10:-7.619961514110514 11:3.013815749815463 12:-7.47920267676645 13:-9.76118852986847 14:-4.161650900610429 15:3.041114717487246 16:7.618298210799146 17:2.548280764647481 18:-6.26302930125959 19:-2.031958951553034 20:-3.358243432611993 21:1.798310560926801 22:-8.261924405976464 23:7.982183987261408 24:2.031606527845971 25:2.702996786153345 26:0.03832457365184297 27:-3.112476142615743 28:5.710682671628112 29:5.125275723049025 30:6.765295250129548 31:4.349996079690914 32:6.101158736095667 33:6.330371833149533 34:7.274908118174707 35:3.7462912463374 36:3.502039295674451 37:5.822498007634868 38:-6.834504503121003 39:-4.336089071226322 40:-1.187829907989638 41:1.236321858734177 42:-1.137534845056793 43:-7.984263942604144 44:0.3932791415996444 45:8.087930478883656 46:-9.36435719983502 47:-3.820378249515769 48:-7.380778383060023 49:6.548477668854391 50:2.98346364775503 51:-4.750321466525127 52:7.547952594637295 53:-8.422494373681856 54:-1.119649065160432 55:-4.36582468206709 56:7.884439418704766 57:-9.568942612986659 58:-0.131756736980134 59:-5.49093348371186 60:6.002642228192055 61:-4.949356522447903 62:10.69577783637061 63:2.926522750857006 64:0.2638467486970558 65:-2.110451424036981 66:-3.284194259297731 67:7.036280570235095 68:11.33675700577063 69:-3.625305692925494 70:0.004424386218635723 71:1.953812137625062 72:-1.216039136107313 73:5.459674405610852 74:-4.584139349213716 75:1.798750064556686 76:1.548378986116907 77:-10.25342927032784 78:-0.3665776105339797 79:5.694816773024314 80:-5.709350848066223 81:-2.124902742669936 82:3.692723873527764 83:5.878387348842467 84:8.82038760009581 85:8.037678792006954 86:-3.376296727608441 87:-9.13481248035631 88:0.1725278789879837 89:-6.827785634865549 90:-4.322202120307031 91:-4.991651431850023 92:10.185351265357 93:-7.028961011153475 94:-5.438676325757132 95:-7.872398700771262 96:9.826964973384419 97:-8.592406849213509 98:-6.568076418949054 99:-2.713035934423982 100:3.987100643011001 101:-5.16454151528192 102:6.098301156056399 103:-6.344428615571409 104:-4.216035357309001 105:-8.874388271028717 106:2.792562675445446 107:-3.634977674158455 108:-10.71616755640903 109:4.213310107842367 110:9.34680806742365 111:6.001050186389547 112:8.430867181079821 113:-6.370534998666649 114:7.280425177083173 115:-6.910835207430147 116:-4.650392007035006 117:3.764217430425372 118:3.017524474136995 119:2.671669977715042 120:8.313693229890937 121:2.351901020589283 122:-8.372468042499632 123:-1.85048688837666 124:3.948279440685575 125:5.149726725516713 126:-8.111342623277705 127:0.7080125158131454 128:7.189471845750123 129:4.144734349590767 130:-3.035836333260517 131:-2.877848862593904 132:9.463515239944599 133:-0.6109315984758213 134:-2.191157444185499 135:8.513384852074529 136:-2.157603491824434 137:6.48840784589791 138:-8.815793331613134 139:1.544830803169077 140:-11.10288133206687 141:-8.034233137063046 142:7.106985359931631 143:5.170350225953586 144:0.1204834132723317 145:-5.831666627233962 146:-1.904274773308419 147:-7.383500719396332 148:-1.546602611415947 149:-0.8162765322156588 150:-3.191812175464701 151:4.91183161396194 152:1.321015810107209 153:-4.895466177111982 154:-8.811327268743273 155:-7.968465446275101 156:7.219963325741813 157:-3.250325029336381 158:-2.145201880320955 159:2.288636515946433 160:5.390501299770644 161:6.891619114487334 162:-7.094377593429604 163:1.287655356773707 164:9.915261172802079 165:1.726627729229195 166:-4.114407503390078 167:-4.702928611240778 168:4.712428701085873 169:-1.954376942471967 170:-10.87090474781435 171:-7.576147730344914 172:-6.149739089975443 173:7.19397337307307 174:-3.084224384920986 175:-5.059130028997339 176:7.198601044246332 177:-4.93274606100672 178:-2.528455738459463 179:-4.54193370408479 180:2.40750831808444 181:6.534900893687558 182:5.780998158992341 183:-1.499340713790439 184:3.002120293124356 185:-4.067148134819914 186:-5.268904299793018 187:-1.334629062600947 188:8.912996617864032 189:7.555475056498568 190:-9.699317028920508 191:-1.693252396516068 192:7.89624288133523 193:-6.760984042961947 194:1.473964717928415 195:-6.723041140179101 196:-9.105131555334147 197:-8.04571632082679 198:-3.711736568664565 199:-7.478381591817783
--1 0:3.207121909095137 1:2.935198665011416 2:7.264691214283866 3:10.4226617460079 4:-7.179092196884626 5:-2.958808912680349 6:-2.547160314698254 7:-1.461535691314074 8:-6.416885462547203 9:-7.305413777694856 10:6.020859204153458 11:-5.527192275127395 12:-6.505754936759922 13:-3.55948510354113 14:-6.602107942961553 15:3.882123293393229 16:-4.268327532050928 17:4.690443627401296 18:-0.4665749223523545 19:-1.429028979947614 20:-1.670986379357092 21:-9.100010991005822 22:-9.898948507969006 23:-2.190779894813514 24:-2.745692577986917 25:4.538588287462241 26:9.513131891328303 27:0.428716965376553 28:-8.368022216067883 29:8.042344096385076 30:-1.350508592135249 31:0.7886581517137228 32:-9.718362312305672 33:0.856315049275878 34:-3.047253399742797 35:-3.18469386103871 36:4.868152340585611 37:4.030353971411844 38:4.312746367134281 39:-9.582179903565557 40:-3.61865271430591 41:0.7905227081627735 42:-5.30976250708154 43:8.525715477669925 44:9.622827611688377 45:-3.440050625435725 46:7.443762939005982 47:-8.945427695848952 48:-2.33596471190988 49:0.1279451163227014 50:-7.9459589085274 51:3.637573095650986 52:7.1254702711541 53:-6.938154702207573 54:6.786554813039349 55:4.978053932078732 56:-3.670422407579301 57:7.213198159917081 58:3.864732700121791 59:-3.910676515236707 60:7.448375899316155 61:-0.6673773603596183 62:-2.491837381797487 63:-2.481541532352828 64:-1.897198523731279 65:-4.84271703982534 66:-9.396279445520904 67:-10.46737614557609 68:9.051835401936241 69:9.11920394866873 70:8.714498774480205 71:10.02716398949789 72:-1.701677982495613 73:6.11752953337072 74:-0.2186129670542937 75:4.52346640123711 76:-2.260873663741906 77:0.5238640067757023 78:9.44199840272757 79:8.796604150584454 80:0.1047274758716701 81:1.864732129275793 82:-8.560447590937311 83:-2.690509909521013 84:2.264712828063163 85:8.759836226157059 86:2.853786375850956 87:-4.56718908905962 88:-5.511346542021041 89:0.5203225331532306 90:-3.60458789848435 91:-4.157988374212976 92:1.264381734569762 93:-5.269250189139287 94:-5.780062509128122 95:3.507709274301418 96:7.788473386320454 97:-10.7361607837216 98:-3.991786694043576 99:-4.599874666729444 100:3.706756400511825 101:4.708793616571359 102:0.2802052466125308 103:-2.882447620413977 104:-6.198450041935068 105:-1.74905621408185 106:1.568652147476482 107:-1.496629700546524 108:-1.522965081167414 109:-1.432734571449224 110:5.184088526846121 111:8.491100827979238 112:9.674322688373145 113:0.9195137774391381 114:7.431108399902844 115:8.755933239000596 116:-10.59454732531271 117:1.343767334240691 118:8.16251968497563 119:0.9375265341892891 120:1.627357444920714 121:-5.712971481453772 122:1.926774076232868 123:10.84530260385805 124:4.350959158093978 125:0.2478869041139385 126:6.66610083487513 127:10.03742343011181 128:5.352390853451287 129:-0.05335638739409743 130:-0.8054322103985385 131:-3.070216841222374 132:-4.313131490757708 133:1.29852187862859 134:10.05851441232855 135:-8.166623196227114 136:-1.957287593363068 137:-3.624025679166258 138:-2.993797154140751 139:-1.472288164115845 140:-3.297666972196653 141:5.00504829690774 142:-3.306044066982323 143:-5.36994054102556 144:-0.1900138058105468 145:-6.604057977246262 146:7.021670345251993 147:-1.500185353824969 148:4.874911258739743 149:5.691228174074434 150:6.789865650600901 151:-10.52119599247937 152:-3.080214978693139 153:3.938395751172438 154:4.644176659909506 155:0.4113127480656662 156:-6.388826033796207 157:4.839760409981576 158:4.494770456384811 159:6.299549719318393 160:-4.715625612039768 161:-2.812319139085494 162:-5.800610664713134 163:6.877933361286333 164:4.518779792850406 165:6.576928929010949 166:6.264222126985733 167:0.5625738113535611 168:-5.681182398748499 169:1.990915811000791 170:3.777075799599447 171:1.795414651745201 172:4.736727905965726 173:-6.480400945467409 174:2.234729190353472 175:3.96463935943487 176:7.915857500940312 177:1.608418345534189 178:-2.550775943329727 179:-1.565249232688186 180:-1.024325982672933 181:5.937750756037557 182:2.374298210902303 183:-7.4126283928964 184:-8.083693705277931 185:-5.858880915898913 186:-0.5316532648979737 187:2.78137677937793 188:-10.48502182622321 189:3.540761407392737 190:1.554300510986075 191:8.836130924242109 192:9.905045183810302 193:7.366598655634275 194:4.315568755164079 195:6.515410484575423 196:8.455023931082735 197:0.8423645114975866 198:2.283604311691198 199:-2.651272574415447
--1 0:4.843989600523323 1:4.463079489514883 2:5.776801366940775 3:10.63371074366808 4:-6.641530157819535 5:-0.6956163613449309 6:-3.343298176986839 7:-3.283409872298451 8:-6.02900851868804 9:-6.180607999560786 10:7.556968348436744 11:-5.515992549268974 12:-8.538483578241214 13:-4.202769060910918 14:-7.13536348364445 15:5.301070261653824 16:-5.438121315865749 17:6.044442528839536 18:-0.04106118202607889 19:-1.001009585931802 20:-1.659579259981709 21:-7.05991527244426 22:-9.844615816088711 23:-2.938086566216607 24:-2.019863631593543 25:4.874921470722788 26:10.14728221969349 27:-1.662815244319614 28:-9.359462462227839 29:9.182005758560695 30:-1.985252429753839 31:-0.9484875394692366 32:-11.94432690963774 33:1.042377796185048 34:-5.948446305911769 35:-3.304475533307444 36:5.775295411727612 37:3.555833722548147 38:5.225104361616587 39:-8.676989439012914 40:-2.191995414781586 41:3.298767277897189 42:-5.558646268312476 43:11.12948753218797 44:9.209579479747381 45:-1.858655184425761 46:6.789215537601744 47:-6.581728563001599 48:-2.893390788058051 49:2.567504402311905 50:-8.796046155051418 51:5.340329715197968 52:7.89915880069753 53:-6.164739115659393 54:7.850862829820274 55:5.76726306040822 56:-0.4070580848934215 57:8.140826309065936 58:3.205719204605994 59:-2.286481635625619 60:6.161383642568839 61:-0.6154289765576078 62:-3.97872599840716 63:-3.242231406421209 64:-1.657979667866895 65:-5.059090155564737 66:-7.879743116115779 67:-7.076345891635237 68:8.785131386199582 69:6.803143888232766 70:6.647240522895263 71:10.40898072574531 72:-0.1240717685168881 73:7.194419324167406 74:-0.3002342099328232 75:5.681492224099188 76:-1.9184557061909 77:-1.563378214151371 78:7.872165605517766 79:7.760294162370724 80:-2.422025018387601 81:2.772278886011729 82:-8.773048959747459 83:-2.022618422815238 84:1.660601315033453 85:4.871712721055517 86:1.487473284013342 87:-4.725379157882482 88:-4.072510836934494 89:-1.387726156725676 90:-5.402931233243804 91:-4.913421785899941 92:1.057377998600304 93:-4.111531215821458 94:-4.115783053963819 95:4.860223734149255 96:7.311045131710912 97:-10.75844032867657 98:-4.881079916070741 99:-4.535834366354626 100:5.187961704721883 101:4.083943748897447 102:1.87779265068298 103:-1.589229756971133 104:-4.151559449872293 105:-2.58724602792105 106:2.58198423744227 107:-1.553455370703644 108:-1.817484580155406 109:-1.218969181777885 110:7.017656043672371 111:7.336442685963828 112:8.224338227108008 113:1.497009252715027 114:6.7786544271869 115:10.22062219159242 116:-9.846675119932224 117:2.672117411316122 118:9.077535374471861 119:0.5581234488909812 120:0.8339605773836687 121:-4.255755750530231 122:2.23573894600966 123:10.55447299696321 124:3.757944446004051 125:-1.505252698835578 126:5.714518234771838 127:10.63023146221366 128:5.857436212576373 129:0.2260533901728358 130:0.9489924502190746 131:-1.3543792037476 132:-1.691701760644444 133:1.670306275977797 134:8.607207895355796 135:-7.251908921897551 136:-3.65444039852221 137:-3.275113802901215 138:-2.219075036403925 139:-0.2567541846131046 140:-2.343447665757204 141:4.371872793357633 142:-4.109752306801955 143:-2.44759994730037 144:2.453464483431171 145:-6.408339465397868 146:6.073777992970869 147:-3.65267857150731 148:5.302918849138007 149:5.962673175952099 150:9.099251613389518 151:-6.265513553472235 152:-4.086599547626394 153:5.684838188832348 154:6.895056932947004 155:2.826208803963957 156:-5.42534047984028 157:2.115786160756425 158:6.002126495598998 159:6.83450598656052 160:-4.936653764400084 161:-0.6060783311755324 162:-4.725095149332047 163:7.522427470990481 164:5.153161522010082 165:4.757294719713935 166:8.350000517202306 167:-0.4782397956125604 168:-6.820803830714917 169:2.929451289884787 170:0.7909111208356745 171:-0.4688030112680903 172:5.755501621151503 173:-6.982615344315437 174:1.630146176457479 175:4.761527210325422 176:6.545644422361368 177:4.212282874408038 178:-5.126403447040103 179:0.02284284065751319 180:-0.512180191057359 181:5.928722564108552 182:2.542148545241618 183:-5.895222688833873 184:-6.08821348336002 185:-6.184111581397346 186:-3.253075376048692 187:4.212649720986645 188:-10.64488464944541 189:0.9303531868203911 190:-1.269658783843288 191:8.521922118194462 192:8.523312515643182 193:5.91195085179923 194:1.371603047399584 195:4.86466663928203 196:8.669133797988604 197:1.762689111092597 198:0.4086931845311108 199:-2.355705947302191
-1 0:9.417743090264679 1:-5.506785625976027 2:-4.782203310826815 3:-4.008055420336056 4:4.93477875146348 5:9.446273398164092 6:-8.925749618400486 7:-6.003748576204099 8:7.721335848410921 9:6.037079758562232 10:-7.167340898945576 11:1.408086836287748 12:-7.537502532407231 13:-9.510104492856252 14:-4.407351053506403 15:3.523021157411148 16:4.826289671844057 17:2.446376196664925 18:-6.05452599933473 19:-1.308187304015852 20:-1.306826788192267 21:2.879145041306572 22:-10.39599183784137 23:9.505576317774413 24:-0.1376760103939279 25:3.852894170265137 26:-0.7667316534776802 27:-0.3229836681824554 28:4.049536659509842 29:8.290861854048204 30:6.2817067048851 31:4.208395390455025 32:7.266333780394659 33:5.846600674645633 34:6.326323287486234 35:3.497259463600863 36:5.194640180381445 37:6.734428845580826 38:-7.498241917252374 39:-3.961663681274333 40:-0.724667122249032 41:-0.8078631579209758 42:-2.132604632974758 43:-8.427383151708639 44:3.620604781348677 45:5.408666484306304 46:-10.7943814257927 47:-4.497873729751772 48:-8.460554745358198 49:9.283097279985615 50:4.014116429351163 51:-1.911819239765089 52:6.337847921177063 53:-8.409040689903868 54:-3.90494797953371 55:-4.148946241890569 56:8.584772725386317 57:-9.1081915286714 58:-1.083661553151078 59:-5.79556817290808 60:7.279939346574967 61:-4.887261467051458 62:10.67080638534052 63:1.550525110698538 64:1.792565737715097 65:-2.742464773292218 66:-5.42072010277722 67:8.588117232111076 68:8.818533641161519 69:-4.790356359288887 70:-1.142299474587736 71:1.36119219433992 72:-2.70310957111557 73:5.076785238708365 74:-3.788623331443524 75:2.210710871654027 76:2.015576083447274 77:-7.560494093150925 78:1.127048648794362 79:7.075570994368306 80:-6.341354833828555 81:-3.960335685086892 82:3.269795627159592 83:6.220969537342135 84:7.772386634515202 85:7.184235556778122 86:-2.946675491751706 87:-8.800811795358905 88:1.346754110370986 89:-7.200288225181361 90:-4.082745828722701 91:-7.473370358126465 92:8.008921199703371 93:-7.48595878921334 94:-4.519467493024311 95:-5.503339688801558 96:10.32300594177774 97:-8.107099866683013 98:-7.933598941514392 99:-1.581038968799213 100:5.17542528455318 101:-5.479816609676877 102:6.949585150627382 103:-5.388009633685312 104:-6.674686099118357 105:-6.975887023639825 106:2.689483494076965 107:-1.568416029617153 108:-9.875142252388073 109:5.124083674585372 110:8.555631725098369 111:5.315801361832091 112:7.99849076431596 113:-7.269730515195596 114:11.56404462260786 115:-6.943719268341363 116:-2.338507033144497 117:5.387520161209921 118:1.077270507097539 119:1.863373143003608 120:9.348996595812991 121:3.394293254323219 122:-7.020419197265582 123:-2.148629408543824 124:4.253244189191363 125:9.223498326457582 126:-9.192602548488702 127:-1.518852075323954 128:6.862305807219233 129:5.001619651425326 130:-3.367978043034592 131:-2.237326230327692 132:10.86938306155068 133:0.09976555961141913 134:-4.933785626082783 135:5.24304793812943 136:-2.667300207404944 137:8.876511940931509 138:-9.154217775084886 139:3.240497420881753 140:-9.071931518413756 141:-6.337379586474603 142:5.306337936715088 143:3.137192802455884 144:0.4768977336481503 145:-5.862527142774475 146:0.9297078633664104 147:-7.283426959053384 148:-2.484996324643061 149:-1.907600656080776 150:-2.095762653717481 151:4.804512076691031 152:2.76444843675656 153:-5.173710217807533 154:-7.779621541039448 155:-6.365715738324868 156:7.435703333112647 157:-0.8778279400859047 158:-2.952736860153315 159:1.414190965561354 160:5.046915094863652 161:5.409329361557 162:-9.425501112967801 163:1.878467477616252 164:8.873671310121868 165:0.263002585136046 166:-5.816115490949739 167:-4.715057740027656 168:3.568417686738163 169:-3.327122163334688 170:-11.00593065813706 171:-7.975466444180007 172:-4.427110297728128 173:6.776883751733632 174:-1.932029933167519 175:-4.745362282433937 176:8.943561504907853 177:-2.735601475818419 178:-2.573993084554199 179:-2.699035740584219 180:0.9429930314443939 181:7.124142330099448 182:5.86136266438603 183:-0.1975758828373084 184:2.433001658398555 185:-4.14244266717045 186:-3.317468525515655 187:-0.4534884464222243 188:9.552290809907445 189:6.830338203016204 190:-9.910199285313267 191:-2.429159985820824 192:5.447231266614571 193:-7.390013819215242 194:2.006020413616872 195:-8.180374176908217 196:-8.456350273586562 197:-6.398219916442148 198:-5.918840455597272 199:-7.973090161170903
--1 0:3.255756304053169 1:5.23599548790777 2:6.877007860322673 3:8.101818588293323 4:-6.778331947180276 5:-2.204412349849967 6:-2.239478746241767 7:-1.512965942794249 8:-4.854563534968521 9:-5.621654334628524 10:7.119307644042669 11:-5.608254744675584 12:-8.824061430377505 13:-5.396791767204218 14:-5.64828200168264 15:4.378638024432915 16:-4.306629971653805 17:6.66320266330735 18:0.03807605395240848 19:-3.14163372483994 20:-1.855837005884954 21:-8.442366393739768 22:-9.824051178275614 23:-3.547263873022005 24:0.5866947321995224 25:5.029929946947556 26:7.694753388627867 27:-1.883088189724923 28:-9.088947266246556 29:7.623187017564066 30:0.03860125156361494 31:-1.402732154820703 32:-8.436106840300875 33:2.387714883673744 34:-5.412028799186054 35:-2.512549136231403 36:6.156062030446492 37:3.721946430744849 38:2.821062569959548 39:-8.423013164069488 40:-0.09882507665621398 41:3.950316351267142 42:-7.55303453754458 43:10.58687304921846 44:9.805893946330531 45:-2.205569490465332 46:5.779912681876528 47:-8.424963896840152 48:-3.765449818690434 49:1.989901328643604 50:-7.249264724819494 51:3.104684896807877 52:8.906790144710998 53:-7.594474423720392 54:7.566763305416953 55:4.960149226474704 56:-2.315812952588684 57:9.091734122904658 58:3.259422122765251 59:-4.203698411039597 60:6.06059843878532 61:-0.6746708019934374 62:-6.178304638201038 63:-3.309452143118226 64:-4.432531736176793 65:-5.44551223902791 66:-9.477142225048418 67:-8.492241238607432 68:8.167388233090286 69:7.65935589557834 70:8.790332627756259 71:9.818159047666208 72:-0.3706110534321173 73:7.6334703416381 74:-1.171253213904597 75:4.304320780489959 76:-1.588506782685045 77:-3.448978814606114 78:6.899754822108352 79:8.730883997638021 80:-0.5911551231454226 81:0.9514010579391498 82:-7.723736461682097 83:-0.8130603785901958 84:1.043649768400169 85:5.819210892583004 86:1.984683509927927 87:-4.453199646856161 88:-4.171366135906995 89:4.097840756750384 90:-5.10547656060966 91:-4.034628440983818 92:2.020497045071306 93:-4.321639944549099 94:-3.294189881403743 95:3.222438322121921 96:7.982509500074502 97:-9.917418546928127 98:-3.915252561352289 99:-4.320514020302579 100:3.277016783039818 101:4.339397736195083 102:1.739490994166153 103:-3.432824271016013 104:-5.58898702188423 105:1.03171461644475 106:0.6097549469764794 107:-2.174670936522332 108:-2.292175974666617 109:-1.576383080754837 110:6.564862388424329 111:7.082189025937442 112:9.217199524423972 113:3.094537894600673 114:7.508048331320375 115:8.5733097671793 116:-9.105607792573442 117:2.139376274466474 118:7.875459798455066 119:-0.01059716488506129 120:2.265841634434282 121:-2.234600247399884 122:1.95624252078444 123:8.454866019314878 124:3.840489073568129 125:-0.2726337063305189 126:5.573495611439782 127:8.80442818157869 128:7.096725147358786 129:1.677793977353244 130:1.175237427560954 131:-0.7043979413856074 132:-2.751256268883618 133:2.258179633202069 134:9.202156585267163 135:-5.987406806393968 136:-2.460567332108245 137:-2.563120041771228 138:-2.281587797023667 139:-0.9949465516877697 140:-2.704328812757612 141:3.729867643690755 142:-2.345816063832509 143:-4.738188209688709 144:2.062351696643267 145:-7.81994863382515 146:8.610681321045952 147:-1.118247051708755 148:5.360867187717591 149:4.295396463035688 150:6.706275755911193 151:-8.493971740555619 152:-2.841676178314928 153:3.527231670130737 154:6.625640975308203 155:0.9283721801063355 156:-4.548983290231829 157:2.287362258212798 158:3.765155290562133 159:7.390610814688203 160:-3.233721999192649 161:-2.854047595394973 162:-5.467881196050898 163:7.735294449595358 164:4.830276648887985 165:8.189178755038352 166:7.608754029634702 167:2.103270517883208 168:-5.821317980038593 169:3.605876778005954 170:2.901411835680444 171:1.417056174413967 172:2.683693680455915 173:-7.921141506052748 174:1.911095365851945 175:3.611655875751037 176:6.102271541021753 177:2.990318872248607 178:-3.086388792080812 179:-0.711961717492956 180:-0.2483566222711475 181:5.874878145832103 182:5.369337922655809 183:-5.153772261278703 184:-7.246911850845823 185:-5.752803831465776 186:-6.637445792636325 187:3.030732514698595 188:-9.420159647889109 189:1.649467953873942 190:-3.395940475659233 191:9.700275592797087 192:10.84888858649981 193:6.952144403043512 194:1.934929249125848 195:5.124224447808974 196:10.45186117840862 197:1.941883664437803 198:1.187713153225606 199:-2.558509001362889
-1 0:8.997707818884287 1:-4.433358013978791 2:-4.313495362556049 3:-1.511907817003614 4:4.162761063652881 5:10.8216629442802 6:-10.66690282112579 7:-6.606849011256564 8:7.196813009035173 9:5.280813432081388 10:-6.544324191967933 11:4.25755419345109 12:-6.883170333078016 13:-9.912696490621217 14:-5.265155119992808 15:2.97831805683804 16:6.119778087564502 17:1.961065065729469 18:-7.732354197868071 19:-1.722162160668052 20:-2.619163327519419 21:3.261961226290631 22:-7.177332770955151 23:8.284387475870998 24:1.83730021822107 25:3.367830683673301 26:0.3180086689932098 27:-3.31144716715509 28:5.498954370180185 29:7.46091956621615 30:5.624544664223024 31:4.825074284608728 32:7.086737761887091 33:6.342041443694336 34:6.096431776476368 35:4.547065079343317 36:8.264977096291727 37:5.403191360036041 38:-7.601853737508555 39:-4.024001735494742 40:-1.531555730406771 41:0.5514559339667683 42:-0.6853029480196853 43:-9.535461670037648 44:1.575399668881656 45:6.542139467680084 46:-8.964197116705654 47:-5.066742725144613 48:-9.410539980366364 49:6.209094170198984 50:3.693328263343491 51:-2.344633788368953 52:9.957646354205407 53:-11.19241487413827 54:-3.409036073357134 55:-3.515277390596212 56:11.14940566060969 57:-7.28480397895017 58:-1.658584292564926 59:-5.597682866797243 60:6.601993484453693 61:-5.389833212561869 62:9.739305758572824 63:-0.8375833290089247 64:0.9000358167176534 65:-1.137505709612548 66:-4.649181806701812 67:8.758573510413962 68:9.586438617046607 69:-4.780784265624556 70:0.209898000907511 71:1.919104356746614 72:-1.398537700756449 73:6.433850834556122 74:-1.887646737540038 75:2.817077647897857 76:3.41582447099542 77:-9.855135825232384 78:0.9238435554733299 79:6.282240519093817 80:-5.156996055267943 81:-3.069103821758305 82:5.155738208252227 83:5.679145256605414 84:9.82112925236479 85:6.326251695609806 86:-1.470636746438656 87:-7.593599751374194 88:-1.59699983428226 89:-6.54045405335891 90:-5.409921886536571 91:-7.135634969758741 92:8.268123161895497 93:-8.11103297039007 94:-4.534724494627362 95:-6.728471172392557 96:10.30674647367288 97:-8.302273486057729 98:-8.230011801099522 99:-2.055168728952632 100:3.232133241546311 101:-4.989607820699661 102:6.178989943073121 103:-8.102211772474515 104:-3.594362840065259 105:-6.119435262157459 106:-1.336827738739688 107:-2.796702877403751 108:-8.291950958681388 109:4.539051695611207 110:8.319716615988831 111:6.063114360341172 112:9.378200357651863 113:-6.544879754784837 114:8.59435856310221 115:-7.528452867109884 116:-3.135059285199762 117:3.060174316697309 118:2.173232982640414 119:1.643007957807206 120:7.866057765049794 121:3.358833551755708 122:-9.688621480678172 123:-2.58305101212361 124:3.248688217378939 125:6.699851301573355 126:-7.010383882675111 127:-0.2398551774681967 128:5.012558175282721 129:4.719768425825231 130:-1.849168672279388 131:-3.818111948358489 132:9.459902799555143 133:1.583329377154141 134:-6.700185694454634 135:7.95546658664318 136:-3.5709417842794 137:6.071100374968104 138:-8.618605872211903 139:0.2312325393836234 140:-10.31092522113069 141:-7.612138349067401 142:6.555936350725445 143:3.361291548635225 144:0.4629491896969349 145:-6.549181462438559 146:-2.661789531288314 147:-6.954864275032323 148:-1.475798962202222 149:-0.7402209440165093 150:-4.959049953212004 151:5.571637831762217 152:3.632928595891955 153:-4.265802690500232 154:-10.36964764378251 155:-8.690280721485768 156:6.957904329222155 157:-1.696254955253392 158:-2.21937711134695 159:1.534089120498493 160:4.059944867541727 161:6.539550146067501 162:-8.262253013672742 163:2.754627631500632 164:8.800853109723679 165:1.425677573413229 166:-4.838083570438654 167:-5.834922016618658 168:2.266718638219256 169:-1.886913936150469 170:-8.180388990770258 171:-7.694343862164774 172:-6.065069642592468 173:9.076470588449425 174:-2.746363506696742 175:-4.760158541214922 176:6.502125096171088 177:-2.739370504020783 178:-4.850615022750008 179:-4.215665069147074 180:4.212697123744249 181:8.271859012813197 182:6.061031356633357 183:-2.527365656261478 184:3.117629502084324 185:-4.857712321140916 186:-3.932973603890917 187:-1.60128416503181 188:8.513438621604697 189:6.860295198602458 190:-10.95664700747374 191:-3.986180227648764 192:6.762873680770283 193:-6.885154858316318 194:-0.55062345876789 195:-9.081399303531597 196:-9.496089397626445 197:-5.814793384005563 198:-5.421198597173346 199:-8.129373914767315
--1 0:3.563691574353284 1:5.207090020558408 2:8.016391034075413 3:11.06428751018617 4:-8.032638334580387 5:0.9772181906838815 6:-1.705733972978281 7:-2.615301662754486 8:-5.043923952772078 9:-5.853877793404854 10:6.690196506777726 11:-5.528782219748961 12:-7.443506761160157 13:-4.157738838995623 14:-7.430670245406536 15:5.345416969926458 16:-2.120351583276245 17:5.544165397014385 18:0.886697394310711 19:-2.31543360480508 20:-3.429020525770299 21:-8.271372308164587 22:-8.249310665531555 23:-3.300199739941574 24:-1.033465427278218 25:5.571908238946176 26:8.521100058313484 27:-1.727675587891551 28:-7.080590987097006 29:7.536908727251317 30:-2.141149666389792 31:-0.6654171067600122 32:-10.22514146522562 33:2.737549850884301 34:-4.945157238662561 35:-0.6743073769640742 36:6.373680530742325 37:4.810186035550148 38:0.9750276196832413 39:-8.614755891845748 40:-2.144754667824188 41:3.914830195138945 42:-4.494011469350502 43:9.249259124351452 44:8.39420209869961 45:-3.549002415425791 46:8.196725866953182 47:-8.839929378652531 48:-4.002548666676157 49:2.044953002953481 50:-6.326901934554488 51:5.153962885635762 52:5.892089379840472 53:-7.382882009308422 54:8.171239398508767 55:4.564670872136106 56:-3.118398249319631 57:7.647005416136444 58:3.778782365776718 59:-1.065883575530968 60:6.624658273114693 61:-0.6133530691665607 62:-4.483642377436519 63:-3.107883478672126 64:-2.99690196974236 65:-4.469280266632927 66:-9.633601083584109 67:-9.497149367119981 68:9.938618517746317 69:7.250016886785985 70:6.7003794466212 71:11.17227306542661 72:-0.7107730918498119 73:5.177783499436372 74:-2.193247829081612 75:4.268502555194285 76:-1.68786706568403 77:-3.687612587829927 78:8.787570649001347 79:10.8607656538801 80:-3.360216163944359 81:1.783509385579668 82:-7.458913112826949 83:-1.616733948275273 84:0.4680667286981758 85:7.283337092921901 86:1.916456193233833 87:-3.150097681553124 88:-3.740099855109196 89:-0.1519473073000437 90:-2.954448458420967 91:-6.194779412499612 92:1.033940057333863 93:-3.016921619149775 94:-3.148499698758735 95:6.460121854604534 96:6.954024382211761 97:-11.48519306732196 98:-5.117577178010164 99:-4.301545858449765 100:3.363294814745311 101:6.136905014333236 102:-0.7599124912414339 103:-2.099398144232405 104:-5.174013624143239 105:-0.7235154231391263 106:0.3355399173651903 107:-0.1422383443561546 108:-1.57219492218833 109:-1.906286822286983 110:6.167391449282197 111:7.861460732234969 112:6.801657841894046 113:0.8750221181718575 114:8.362882672216195 115:7.133975990757764 116:-8.974295109396255 117:2.76439038165214 118:11.24539246858758 119:-0.7524878585865802 120:2.113671144665111 121:-2.557375610991205 122:2.51163683029987 123:7.34110601224087 124:3.411338793634834 125:0.4377652745354653 126:7.23993893950696 127:7.744212487756394 128:4.131812469217161 129:0.11259185089654 130:0.05919480744056568 131:-1.990677240823753 132:-2.011286061532141 133:2.662114332851253 134:9.507147209352944 135:-6.144029226301536 136:-4.214154705672973 137:-4.058353307033402 138:-4.727209306708013 139:-0.06871403968081913 140:-3.369090048589515 141:6.581575234948925 142:-1.684109897479616 143:-6.368720914366427 144:0.930188209888648 145:-5.423183905221443 146:6.521927937591237 147:-1.485505947484894 148:4.005156436031913 149:5.584389243932077 150:6.611966370485417 151:-9.90394265852059 152:-3.056624837380855 153:3.208197079619117 154:6.587749733380931 155:2.215471294917214 156:-4.515626895533142 157:1.568542270753968 158:3.932553710286285 159:7.972297314264051 160:-4.274535915536194 161:-4.223449599310352 162:-5.55456884169033 163:8.466177640844419 164:5.683289580856 165:5.974409342344102 166:6.84796272649912 167:1.33346792923505 168:-6.181274404739704 169:3.124266873902294 170:2.192487402662096 171:-0.9967416052570357 172:4.202344241475593 173:-6.680143380785522 174:2.05339139392499 175:3.369382605276317 176:6.570757220818082 177:0.5555314090643877 178:-3.833446692853915 179:-3.27870760600407 180:-0.3716093219078359 181:5.994780720384003 182:2.938219337020118 183:-6.781865795796937 184:-7.098079467191465 185:-6.557260764093682 186:-1.893608549125917 187:3.697526714083473 188:-10.44506457891885 189:2.07400030667513 190:1.08990964253888 191:7.821344152571137 192:10.46335355761785 193:7.640653083976546 194:3.112840794560006 195:4.56705090972902 196:9.833903821798101 197:2.545195707482836 198:2.33988144377438 199:-3.01591156997479
--1 0:4.422590205764487 1:2.996936869361185 2:7.082397529051995 3:7.550644910329869 4:-8.064226120905213 5:0.6535506686065314 6:-3.050253108251991 7:-2.150150693863687 8:-7.441740592375246 9:-5.707279570255776 10:6.556159342608117 11:-5.533935915440075 12:-6.595949168835037 13:-2.864224720439763 14:-7.726160642033971 15:4.901243206583696 16:-3.424372287556709 17:5.051025791026873 18:-0.438271624445541 19:-3.337885864123129 20:-1.513595530545459 21:-7.752887150855491 22:-10.02938699669468 23:-1.790235010464989 24:-1.035232470162627 25:5.184199745647011 26:8.409828421497483 27:0.1801281648130738 28:-9.650792943913027 29:10.02965523001041 30:0.5283577362427001 31:-3.46178879937553 32:-10.40052020502753 33:2.441289632924849 34:-4.867273710282526 35:-2.154279740010472 36:6.608907925186712 37:4.608144942628265 38:2.104827671637585 39:-9.501863105908102 40:-2.031832085583686 41:4.172052351370856 42:-8.911992596883572 43:11.12679595616679 44:9.331922703384299 45:-2.246875976515644 46:6.840710630838002 47:-7.978515476921664 48:-2.297061539371664 49:1.699188421884798 50:-7.764747575910222 51:6.073023598369114 52:5.634395216139523 53:-6.197100656640012 54:6.538021209825572 55:7.84037429419056 56:-1.13523086366786 57:7.295648823870595 58:1.73189608039126 59:-1.991407185565427 60:6.04682133914446 61:-1.186652723282556 62:-3.77747667034891 63:-2.459574028484011 64:-1.755031693211166 65:-5.094297810581186 66:-9.21332823362096 67:-8.220917357168425 68:9.656651375992739 69:8.121711611139986 70:8.180903002739537 71:9.323812442643364 72:-0.9779220256279197 73:7.6968844066753 74:-2.982855510702541 75:5.953925304866592 76:-1.6927680802422 77:-1.850171508620837 78:7.791413486422624 79:8.715956915625302 80:0.768577135025982 81:0.6648069978318087 82:-7.399521771924048 83:-2.103600369654234 84:1.797069022568127 85:8.087203716352258 86:2.997452850147253 87:-5.21907671523605 88:-4.550837461640211 89:-0.3452901629797716 90:-4.325281531015646 91:-5.72291513869045 92:0.5981069877582194 93:-3.464548973956936 94:-3.258843268668099 95:6.056140783573795 96:7.235425284570693 97:-8.29525615177608 98:-3.93678515441036 99:-3.727159943778712 100:4.633780195704763 101:6.080301321819197 102:1.570129343811716 103:-3.306931256698151 104:-6.871398933425884 105:-0.3147908156876065 106:1.591581553719446 107:-0.8233435200223201 108:-0.8298421385452388 109:-3.189964028507354 110:5.295559565734767 111:8.824827069993626 112:7.080994763211178 113:2.359832898875712 114:7.813807852809735 115:8.305166441468083 116:-7.452337558571157 117:2.159004730700262 118:6.926930283451827 119:0.2897464295199856 120:1.172373330939279 121:-2.605567923862091 122:3.109471651699251 123:10.79195395613207 124:3.961170417561599 125:-1.205016253153744 126:7.409133887960595 127:7.857125633210626 128:7.766913256451846 129:-1.220693587601274 130:1.236368586869566 131:-2.815116646293206 132:-2.115660123304652 133:3.343035880132275 134:9.90563761354608 135:-6.278967815604791 136:-2.690032749757843 137:-5.447978754333577 138:-3.731452417325618 139:-1.375051437617075 140:-3.018141565978491 141:5.728806918453916 142:-4.105303869283057 143:-4.645210437616281 144:1.224263468004757 145:-5.884832856634885 146:8.548215569240234 147:-1.985450350284392 148:3.632308323558656 149:5.90156048295627 150:6.669448042308865 151:-9.283344373234863 152:-2.064472759206636 153:3.789132528103593 154:6.840709476346081 155:2.569949715642144 156:-6.094086738554232 157:4.335116424658119 158:4.1367784839029 159:7.381228584790007 160:-4.505991281605825 161:-2.782074758487545 162:-3.943197524115908 163:9.439591481848559 164:5.374732214417645 165:6.132439711510276 166:6.892929162125623 167:0.5893343521900547 168:-6.444113310015576 169:4.287605965069786 170:1.334942577101763 171:-2.016948714828531 172:3.398913238568094 173:-7.148386108031045 174:-0.08653627233861694 175:3.93233905764118 176:6.226084038492152 177:4.512337903272196 178:-3.013504041708214 179:-1.61049189818346 180:-0.8006078288308101 181:5.591646912154836 182:1.218817145461613 183:-3.757673574786651 184:-5.081660918793194 185:-6.817515347311907 186:-3.270578119411889 187:2.024450987198646 188:-9.641228839778977 189:2.614321960650876 190:0.2781285877090156 191:7.493778678798753 192:9.157981673136918 193:7.399379981842427 194:3.274269539387764 195:4.86675676188137 196:7.573311933150591 197:1.153169817848509 198:1.392828990048936 199:-2.179077986426261
--1 0:4.90006634743139 1:5.150322945323648 2:5.39509702252209 3:11.1089186917763 4:-7.704615670638054 5:-1.020105757353288 6:-2.878569595346534 7:-1.260341931648041 8:-5.198442886381768 9:-6.667787464612406 10:7.622249009879062 11:-4.581978457551976 12:-6.85015070529726 13:-5.372592303845241 14:-7.923788320373338 15:5.656529389412345 16:-5.08735093177067 17:3.78898109461582 18:2.693473024176547 19:-3.47725036317409 20:-2.354444226033814 21:-9.467747455203607 22:-10.26688830062683 23:-2.579184433076106 24:-2.017367254433001 25:4.10694462338006 26:8.101234708902201 27:0.2159010767097358 28:-9.173214393564704 29:8.122707187820925 30:-0.7206604973496604 31:-0.5942050203150219 32:-10.96518737864734 33:1.630155411828881 34:-4.620258652851688 35:-3.432535787896043 36:6.639009964627214 37:3.671192549008645 38:6.802318885572706 39:-8.129776865203617 40:-0.5560038517872719 41:4.901064448192789 42:-7.554393683148834 43:8.470175299124003 44:7.644680382028544 45:-3.024945112378344 46:7.174929910799799 47:-9.145845410174216 48:-2.664304812987612 49:3.617258703695822 50:-6.781430794619013 51:5.290193502182254 52:6.494620763198118 53:-7.616110755777972 54:7.68722493405013 55:5.894746234941802 56:-3.30882874314945 57:7.686535098028595 58:2.626411188374176 59:-4.371141277697131 60:6.501859081343844 61:-1.802431377013494 62:-3.071162681238546 63:-2.956930183248963 64:-2.702803489903769 65:-4.94944697890279 66:-9.845482359219734 67:-9.003077531508053 68:9.545806653353194 69:9.04165229338343 70:6.216155867935641 71:7.103994370391804 72:0.4832227076512361 73:8.064236696975838 74:0.4888899135443763 75:4.187151526164588 76:-4.635400992612885 77:-3.077840232913522 78:7.048159697184552 79:10.70963354942464 80:-1.392066088846067 81:0.9002315295169495 82:-5.995749208725729 83:-2.013763863234655 84:-0.4035047584405698 85:7.210015395318967 86:1.851519941644356 87:-4.008952551667779 88:-3.750266982057071 89:2.588071891638475 90:-4.204250190360167 91:-5.375282217665317 92:0.4354091241983576 93:-3.130172225937536 94:-4.382940293877499 95:4.429050934053851 96:6.019673424091634 97:-10.83265992537287 98:-5.041597732680362 99:-4.302367846185377 100:1.978849800931058 101:3.256427349174797 102:2.973321565539233 103:-2.879634227287503 104:-5.651676431251126 105:-1.726562253985364 106:3.784398243829026 107:-0.8593938295915464 108:-2.649816963695614 109:-2.055181028976337 110:5.826513932002265 111:8.465645877538954 112:9.102278645134392 113:1.091117469301496 114:8.026003835694073 115:7.47952097862893 116:-8.663323713681503 117:0.699489399796519 118:9.23766790496518 119:-0.3776506117720411 120:2.709552804694826 121:-3.998486442430911 122:2.732188863474105 123:7.911666502892555 124:4.028032437942904 125:0.8026141041691482 126:7.451739498701415 127:10.30221612244609 128:3.858568392255395 129:1.167482875494287 130:-1.077632884051426 131:0.05310853173184582 132:-1.468793065076036 133:1.067808555848742 134:6.589211481952624 135:-7.145559534064826 136:-3.504356779932924 137:-1.713613207707656 138:-3.722145274102719 139:-1.228597471150473 140:-4.092318790145842 141:4.925638006876628 142:-2.551825123751085 143:-4.491716141649351 144:1.168586014183145 145:-5.974318311397086 146:9.510303169234295 147:-4.139522994495993 148:4.443451533735741 149:7.42381051885099 150:5.013748026304285 151:-10.21193471010568 152:-3.178027273222952 153:5.358992893316123 154:4.456011171327591 155:2.365927400958492 156:-4.695266727126849 157:1.536007124546438 158:4.368290728580964 159:8.568768775671529 160:-3.817947251764864 161:-0.8275833007419369 162:-5.569894855020331 163:10.92737149353326 164:5.254487648908534 165:5.833227095326237 166:6.643389213166329 167:1.804772704457108 168:-5.95838730091417 169:3.487949414608874 170:2.485118449615675 171:-2.380117708638847 172:3.796384853479214 173:-8.72241060268346 174:1.86667769002601 175:3.49364150361796 176:5.414809685767739 177:1.855353610104126 178:-2.728672313873029 179:-1.602333781700604 180:-0.1753917108050954 181:6.187428247135588 182:2.598656254965062 183:-6.360066860890969 184:-6.427029152935337 185:-5.259453232644925 186:-2.163726724467751 187:4.902383244256728 188:-9.994748164716556 189:1.843563598858623 190:1.060812088730154 191:6.233904792210923 192:10.74783266739411 193:8.536065750471881 194:3.654512200106691 195:5.404660295980011 196:9.243787945956971 197:1.07763255940367 198:2.283702194606901 199:-3.692318428602767
-1 0:7.727395493313238 1:-4.421127236720198 2:-5.816319215600165 3:-3.06335352209571 4:5.036541412776148 5:11.01720629837169 6:-10.71862313230433 7:-6.55803207291993 8:8.085912914349846 9:5.900204709612313 10:-7.641473011553705 11:1.644906414495846 12:-7.806362844802106 13:-10.05784852087054 14:-4.376188557318939 15:4.014940366783434 16:6.648884743751106 17:2.400704592324421 18:-6.090088138602105 19:-2.814405941484289 20:-2.356596043493647 21:1.7243547568105 22:-8.094900706777752 23:7.717823746801516 24:-0.6521821581990181 25:5.971942928912704 26:-0.4659369234802855 27:-0.7108154909379882 28:4.97563844070853 29:8.262623050553868 30:8.086793533807009 31:6.020856831260971 32:6.367256314209606 33:5.264507843582816 34:5.443895741460176 35:4.030676964727618 36:5.958032019262137 37:4.683643012223326 38:-7.13157232883961 39:-3.824561334834019 40:-2.034262844881021 41:-0.6915252177323565 42:-1.792321340087168 43:-6.858740104579436 44:1.604917433601477 45:5.219530306914566 46:-10.46080781083373 47:-5.209021685523688 48:-8.090975560079738 49:6.04367039977475 50:4.925376522300048 51:-3.007980916547719 52:9.421871790156104 53:-6.95590118333023 54:-1.750640300144908 55:-2.417539625969201 56:7.467958562101735 57:-7.267911920577089 58:-0.3876692849979733 59:-5.762541313632076 60:6.569430797419099 61:-5.308119100414606 62:9.816642123978221 63:2.366483834823837 64:-0.4214666893995631 65:-2.272832531008253 66:-5.952670106446059 67:8.793626822620686 68:8.382918814665162 69:-5.11819019619764 70:0.7673494628763122 71:3.181064370853544 72:-1.608257064389824 73:4.371505948947151 74:-3.237526591800857 75:2.281450125678521 76:2.237150131316231 77:-10.34467852929034 78:0.7299252803466981 79:5.532927699389808 80:-4.8670406782945 81:-2.029925980473357 82:1.841616536694308 83:6.545039545548489 84:7.078930897105397 85:6.499743678815037 86:-2.35774731127865 87:-7.161732867506189 88:-2.229360809618372 89:-7.603920695443756 90:-4.396824319532109 91:-6.513245945353839 92:8.996453713252389 93:-8.166367029658053 94:-6.56048612983422 95:-7.310543849782421 96:9.19443291132225 97:-7.746972656657939 98:-5.950435720752464 99:-0.8685525414437816 100:5.939382313420996 101:-3.65484803320684 102:6.167170416492715 103:-5.903483985113265 104:-5.954628557200438 105:-7.352266429368971 106:1.072399154315135 107:-2.849972592416795 108:-9.111727796247051 109:3.997506807836976 110:8.28925847979767 111:5.174399207821453 112:8.627902379474758 113:-8.302756513029845 114:10.74164894616871 115:-8.700327807249867 116:-2.619873105333908 117:4.074360161616852 118:2.741091734482544 119:3.105924764974809 120:6.954464662053369 121:2.63510178013497 122:-7.550587757049861 123:-4.465586632545334 124:5.860216886162363 125:7.325042384094304 126:-8.633492880827985 127:-1.486383201147304 128:4.667680462529938 129:6.15916047722158 130:-2.517171669493662 131:-3.908861292936028 132:8.992434312600322 133:-0.456381413229765 134:-6.868202272628018 135:6.578716697496597 136:-2.913176380454169 137:9.393980705291602 138:-6.834140969439215 139:1.218858315361272 140:-8.644208780481536 141:-7.255257856188788 142:6.015936104648297 143:1.674188690191548 144:1.935244747946463 145:-8.869081768585767 146:-1.795793016232288 147:-6.813269900732304 148:-2.079025884556573 149:-1.775327739896824 150:-5.257343419778934 151:5.464458654516251 152:4.282564499590887 153:-4.908101465513036 154:-8.186222601379658 155:-7.663529655294691 156:7.164683425612575 157:-1.32505628341228 158:-3.560504591282433 159:3.196271815545287 160:6.788270879607188 161:8.950467452123885 162:-8.72249115649803 163:3.160051618015563 164:8.384107206067446 165:1.564266918243751 166:-5.144175186819218 167:-5.795098874021965 168:3.213796595623876 169:-2.258857080075264 170:-9.3793720501819 171:-10.88812745035821 172:-5.795812038167018 173:6.69942279068904 174:-3.886193671801121 175:-5.964004184655577 176:6.343936436613565 177:-4.951402359658172 178:-5.09846166574335 179:-5.747312175025057 180:4.367381764328005 181:6.475122895518136 182:7.969619673021302 183:-1.065986956891626 184:3.714612404564848 185:-3.932625921219703 186:-3.729627036613988 187:-2.373332065508819 188:8.557323245014445 189:5.584055089099412 190:-8.865665171856756 191:-2.488638088439328 192:7.504486606550119 193:-6.420264878255108 194:2.683673888073403 195:-8.910962326367512 196:-11.82182277780069 197:-8.188768202896973 198:-3.226356375022915 199:-8.623926834809762
--1 0:2.195183809759042 1:4.237017009437301 2:7.815161474559513 3:9.39341112554456 4:-9.177817883840785 5:0.134513691230999 6:-1.63760989353737 7:-2.088439743753952 8:-7.225689015701516 9:-6.786708407564581 10:7.159981462756407 11:-5.453794987806392 12:-8.388897781402637 13:-5.140709648353574 14:-8.382098713734122 15:3.100104468850399 16:-3.538529317464162 17:5.244407749102779 18:0.7911201642105148 19:-1.813459699268036 20:-1.791386286137091 21:-8.213154487842498 22:-8.460570279390144 23:-3.199439796012234 24:-1.345042261904591 25:5.401431458445458 26:8.746807387507054 27:-0.208094822003369 28:-6.823460605422438 29:8.886858491296525 30:-0.8008501130906432 31:-2.1784467152167 32:-9.568940930751836 33:1.63532164880064 34:-5.910982573421454 35:-1.464319650546332 36:5.73837600543018 37:5.339036081205622 38:4.159440572638754 39:-9.419426820646731 40:-1.070132748822803 41:1.957624930722969 42:-8.271316777543454 43:10.3369975295451 44:7.789264917382445 45:-1.760238758114279 46:7.058522378919788 47:-7.732168887716401 48:-3.215256157410379 49:1.665585702191977 50:-9.509240574148604 51:5.708784007810977 52:7.427835060713692 53:-6.290866925867751 54:6.267561727904988 55:4.550782425246692 56:-2.064218123626677 57:6.166924029944848 58:3.14211785003728 59:-4.685597283255945 60:7.134502293895506 61:0.1094941263224591 62:-3.190297575371261 63:-3.101638355242519 64:-0.8833162194401791 65:-7.401775655048542 66:-11.32696857345172 67:-8.927104943641044 68:9.074132365166125 69:8.824285772865844 70:7.706532159292731 71:8.61712271235305 72:0.4417131553121574 73:6.873741345952497 74:-1.651735849394882 75:8.458996895052943 76:-0.7960911786228346 77:-1.37919768919601 78:7.197026009275817 79:7.751469621282109 80:-0.814382396424752 81:0.8842196898492827 82:-7.785818355603574 83:-0.3810740846244265 84:0.2446549957214149 85:6.575531790000117 86:2.080391988373369 87:-6.263409131910107 88:-3.035816793519925 89:1.744773880588801 90:-4.278631546049629 91:-5.498353469837218 92:0.1811121029280961 93:-2.592315332757165 94:-2.701832197569749 95:5.027119886561259 96:7.312648095083205 97:-10.5390603303985 98:-5.370308500945096 99:-2.152889717358498 100:4.322600512788271 101:3.976707809444998 102:0.9675039969291261 103:-3.622263302878975 104:-5.606721596105166 105:-1.893379418700656 106:0.5357500607142303 107:-1.163981917106294 108:-4.545890619672173 109:-1.865931670339366 110:5.660271756296355 111:5.634877167533046 112:8.346790207527597 113:3.264264756792101 114:8.903963210010231 115:8.413525419961159 116:-7.824271697185107 117:1.702574803841641 118:5.924210508711889 119:1.594934900835594 120:2.580751724383723 121:-2.781836461691404 122:3.44417254058842 123:11.01259782640621 124:3.390905535768449 125:0.09629413632004141 126:9.613340984040047 127:8.952211472471442 128:6.178200534641991 129:1.280839039023 130:0.7859659689277325 131:-0.5104959236419401 132:-3.009014213820732 133:2.883398046982283 134:8.452093799261297 135:-6.84451846602578 136:-2.806429715621292 137:-4.071310373156162 138:-2.616554354050095 139:-0.5626021804935654 140:-2.451674611312353 141:4.536681765540663 142:-2.258123503397239 143:-4.984712071425203 144:-0.5833367210754585 145:-6.618818285575736 146:6.740191964421815 147:-1.081184798728229 148:5.813006375578796 149:6.658366042028418 150:7.15021022285964 151:-9.484683296822917 152:-5.032449112540862 153:4.185894926073956 154:7.323087075583372 155:2.474255308915501 156:-3.948596519726565 157:1.956824381931902 158:5.583538052776147 159:6.60937474496898 160:-2.659919941630362 161:-2.318870705572882 162:-6.43918193887404 163:8.374746631579821 164:5.373288674901489 165:7.175186175507867 166:5.710490574610956 167:0.3106774189588778 168:-5.797306413725474 169:2.056613595912421 170:2.246624234292976 171:0.1532740882506237 172:3.448826595025724 173:-7.062794831523165 174:1.306825153718637 175:3.657101148702977 176:6.203676818445748 177:2.243572169994504 178:-2.278425132077005 179:-1.307801111310123 180:-1.412242829363891 181:6.099703994681656 182:2.319610485585868 183:-5.681454758439381 184:-5.815964382896189 185:-8.060134085954919 186:0.398241539667934 187:3.294879458943803 188:-9.821310026161857 189:1.904672673386137 190:0.2831575976373985 191:9.415838918736151 192:9.888088283864983 193:6.400691963046371 194:2.728272243116566 195:6.294861414257906 196:8.993385412856229 197:2.774914149768277 198:1.386056091243776 199:-1.225798264885846
--1 0:5.295470570544701 1:2.684236674292666 2:8.763715957863884 3:8.866567592040399 4:-8.895806125294257 5:-1.147588227830856 6:-3.572507598961563 7:-3.366064465872818 8:-8.023204759333815 9:-7.486637089762427 10:7.457598631824435 11:-4.085566416353346 12:-7.408570095071229 13:-5.413516005099923 14:-8.136704074925342 15:6.622763562750199 16:-4.255870349322582 17:4.376195316316347 18:1.680657133475962 19:-2.022955471795681 20:-0.7669102911128418 21:-9.820571026979707 22:-8.901478196626039 23:-3.950073092205926 24:-3.477617802961395 25:4.941202425924151 26:11.20216270180794 27:-0.6257925790335388 28:-9.944840792108064 29:9.06070516532365 30:-0.01113403648080014 31:-2.141774660580736 32:-9.104590754701062 33:2.781252874920801 34:-4.086409417586004 35:-1.067659512077691 36:5.100465134648863 37:4.062402952332188 38:1.622449985209851 39:-7.618396395443079 40:-1.504728490158803 41:3.02393259604893 42:-6.100453559592934 43:8.835637478160953 44:10.1036747452073 45:-2.483573209004038 46:7.536617188224699 47:-7.527376050904483 48:-2.430476328566624 49:1.024348999790568 50:-8.611124960894456 51:6.670691384457692 52:8.567446708017588 53:-8.979044257404626 54:8.891475672356881 55:5.717734067295531 56:-1.187190330387676 57:8.150362887421645 58:0.7947052844961808 59:-1.424752316326599 60:6.880000418218761 61:-1.82753701447369 62:-3.806734328402848 63:-0.9662331900423298 64:-1.647272374339307 65:-4.968823325469038 66:-8.812504229691772 67:-10.35775438836739 68:10.25741302246482 69:9.737785817190051 70:7.774377205535648 71:8.354561669279031 72:0.05269716746165569 73:7.288104214439468 74:0.09116614690304436 75:5.045061589061602 76:-1.992381613591401 77:-2.106202402388297 78:8.575008329598157 79:8.053723486399056 80:-1.790580786861374 81:3.099150361213114 82:-6.749021107152801 83:-3.293293164034719 84:2.540921807670645 85:7.863033650805781 86:0.9446584424060722 87:-5.230764365173295 88:-4.366088059486008 89:1.394197407489587 90:-4.865219177579003 91:-6.69628500770725 92:2.854661362480365 93:-3.86220546513385 94:-4.281671848550587 95:4.062539720588905 96:6.904687778503099 97:-11.66154305059806 98:-2.789401180704401 99:-2.843951439673248 100:2.378115087622296 101:3.354175010403678 102:-0.30527951730278 103:-1.942912105500223 104:-6.313414282045809 105:-3.763986241248276 106:2.228872733977476 107:-1.384607107740604 108:-2.112887231299549 109:-1.287057257662233 110:7.263156025264053 111:8.99111031086035 112:7.47641778045328 113:1.167324703609004 114:8.334436232114461 115:9.765425216274242 116:-8.92869292098035 117:2.01986562176076 118:8.168575927026708 119:1.117212716784039 120:2.108201025005755 121:-3.643246151351295 122:2.811543909298159 123:9.303197445339215 124:3.018991060858306 125:0.4315580617463221 126:8.267153917240297 127:8.386061534571292 128:5.323146174593871 129:-0.3345013834587153 130:-1.370104840733965 131:-1.794554157113814 132:-2.004868564465131 133:1.762129670526751 134:10.12868891893135 135:-7.179934970218125 136:-2.983336976573293 137:-4.324773759861111 138:-4.428747933223997 139:0.04351361038498935 140:-2.348394124486563 141:6.911008253825769 142:-2.66980505908102 143:-4.582996361270069 144:1.420349918506824 145:-5.025626081424537 146:8.002900457734146 147:-3.376846141862941 148:5.614835606394839 149:6.932289618472096 150:7.713989373915429 151:-9.348471167515745 152:-4.638493974354732 153:4.975974084726372 154:4.522379007540428 155:0.6143021078277804 156:-4.495586894639117 157:1.249021839223164 158:3.039033177674925 159:9.184018735616789 160:-3.992043115023235 161:-3.952974905039776 162:-5.515511301127372 163:8.081370990557959 164:5.35935860111085 165:7.255131236064797 166:6.960532739850682 167:-0.01973109618037683 168:-4.731660829388427 169:3.648683079063594 170:0.2495301041849216 171:-0.4638291720609496 172:3.644805181987018 173:-8.026680242562518 174:2.649552429959398 175:3.76986368763209 176:8.744075106825065 177:3.270234814311098 178:-2.177433725986245 179:-1.811938373739912 180:0.9647270212527583 181:4.886930444382867 182:1.424027159756093 183:-6.041375631700745 184:-6.936600023033933 185:-6.102762430068008 186:-3.471920005478235 187:4.073720259532593 188:-9.072591425155586 189:2.493121645400249 190:2.053313869021158 191:7.657812761687393 192:9.274939206095107 193:6.71275319343649 194:2.920709076480998 195:4.00152328672337 196:7.954112321371905 197:1.335919364781832 198:0.1001849123006713 199:-1.023116451632399
-1 0:9.606110451289151 1:-3.795616426008418 2:-6.202090299330128 3:-1.398665501552978 4:4.233120546948125 5:9.723606192069484 6:-10.36635854268193 7:-5.575849906412381 8:6.924230628618964 9:4.834852381383853 10:-7.654590306829281 11:6.60793057025145 12:-8.213852806361496 13:-10.76961852659373 14:-4.263844327020172 15:3.449445517627961 16:6.125975626260571 17:2.724210209969346 18:-6.470526267816101 19:-2.023835511136707 20:-1.030202886412502 21:1.035940675363143 22:-8.478848709484964 23:7.841356448794497 24:0.4674085164826132 25:4.386616388381614 26:0.07367605313042128 27:-1.869044220681864 28:5.38288234342127 29:8.439914483372975 30:6.013013253419039 31:5.159906235090188 32:8.588506361933145 33:7.213132746099417 34:6.423433781458344 35:3.966228212112253 36:6.037635275685467 37:6.516797999284597 38:-7.469833543462751 39:-4.002110682785657 40:-2.198314524025119 41:0.572438760980581 42:-0.686385614653755 43:-11.3315723397238 44:2.497816963347898 45:7.857114775395558 46:-10.049218932657 47:-5.794144252971775 48:-8.283422877547276 49:8.345860256883913 50:2.337718979991791 51:-2.498123463619735 52:9.362499107672084 53:-8.956179800664415 54:-3.64274417690085 55:-4.287509439610407 56:7.651447749373931 57:-8.550453180230638 58:-1.442510206827193 59:-6.622632110375505 60:8.001587243543204 61:-4.030665242259422 62:9.255023994558069 63:0.001431468760963006 64:0.966136038437603 65:-0.2452575134287411 66:-5.165538395871018 67:6.953672322641829 68:7.826111212242113 69:-4.085820939088442 70:0.3542162863888752 71:2.29054828724807 72:-0.7372452636251041 73:5.46819895827748 74:-2.36961780271509 75:2.264177838195165 76:1.629083322901675 77:-10.29293360294974 78:0.8236335115749792 79:5.53220618506823 80:-5.391497952560787 81:-3.857305346388803 82:-0.8868263770700904 83:5.428655247565663 84:7.062606813127499 85:7.532237263476483 86:-2.401119244712046 87:-6.897286950800829 88:0.07771494257898026 89:-7.324019310288559 90:-5.151573876204689 91:-6.808392111532694 92:9.901665078893192 93:-7.140125404246231 94:-3.733400406877145 95:-6.886866714417642 96:9.914158027290693 97:-7.189274802231872 98:-6.600303463808587 99:0.2603676277616076 100:3.558378244207554 101:-3.895506004344159 102:4.985303521412296 103:-8.793949632487825 104:-4.393974344492833 105:-4.259628298617422 106:0.952797379510305 107:-3.124205508005816 108:-8.275758831832242 109:5.132562779325053 110:10.51693555628209 111:4.948659800226961 112:9.894348341442811 113:-5.323284258487811 114:9.514534386891471 115:-9.913499417735501 116:-4.669594155050524 117:5.177200349178932 118:2.03034195688089 119:3.530578366787022 120:10.43733113067643 121:2.500536623729248 122:-6.159864326931734 123:-4.185012151921459 124:4.424422916821974 125:6.724578329370008 126:-8.068862482985649 127:-2.443599194021124 128:6.154115484126412 129:5.875781342982785 130:-3.107841440623809 131:-2.041292117657307 132:9.095148986225999 133:-0.02117736714887554 134:-2.870578336835318 135:7.310611846126283 136:-3.380265746650201 137:6.162752148426177 138:-7.284116215113648 139:1.017213501532597 140:-9.812780646050882 141:-6.843308032524549 142:5.112465636094448 143:2.50819636830111 144:0.231624857838434 145:-6.090989979081257 146:-4.067369262922826 147:-9.059841417818792 148:-2.767893612751281 149:-1.998964586268452 150:-3.190672166545044 151:5.310887054031159 152:4.813808157738143 153:-4.167527288114757 154:-8.961561023178485 155:-7.664317953989411 156:7.714518121135951 157:-2.687312955565501 158:-2.017331090367508 159:2.391367995866992 160:4.796101052053277 161:9.00872960357939 162:-7.294315916334039 163:2.892986252881893 164:7.638691991716072 165:2.080719112344618 166:-4.577043442668108 167:-6.452485593519834 168:3.662292754655441 169:-2.902992697687071 170:-11.78457094931311 171:-10.46573460968254 172:-5.708360761761017 173:6.498853670813983 174:-4.431867118997078 175:-5.101262573227069 176:7.22662229778908 177:-2.259209287040476 178:-4.527528373262845 179:-4.972141476183824 180:2.838608145816258 181:10.23708809124174 182:5.663385982736192 183:0.6674967355049841 184:3.762603347468806 185:-4.319038627310008 186:-2.704767992753134 187:-0.6792010799493111 188:7.168175310301017 189:6.127052002706542 190:-9.809437253431316 191:-2.514563172847738 192:5.135943834327148 193:-7.969419503762927 194:-1.0315120820504 195:-9.296698547988402 196:-8.254290262403929 197:-8.303521753369246 198:-3.529477029823458 199:-6.827397591095632
-1 0:8.364489933812177 1:-4.456547386049293 2:-5.496988098447378 3:-2.190497408708521 4:2.913733484637446 5:8.906803878156543 6:-9.859478151105705 7:-6.399245651040627 8:6.327739825301294 9:4.351344256360818 10:-7.852341945887757 11:2.245163451058533 12:-9.664733152026292 13:-9.430734961896846 14:-5.027341062931209 15:3.235479983615877 16:4.70015490730373 17:4.251085278882023 18:-6.561669176083047 19:-1.361952702324916 20:-3.573049217196331 21:2.639896629908014 22:-8.787262254218492 23:8.159577418043099 24:1.102147461092682 25:5.369261406765204 26:0.1813118386575811 27:-2.38445153735344 28:5.386243347472071 29:6.883143066549688 30:7.134742837193601 31:3.855355020971843 32:5.178269889558524 33:7.740716415277767 34:7.126710796519647 35:4.389250910554286 36:6.443336103621908 37:6.073920241367785 38:-9.477578123897636 39:-3.500762537051762 40:-1.349193938618039 41:-0.1981989953177143 42:-1.012695210509329 43:-8.301853297547348 44:4.055456406258423 45:5.603526714202338 46:-9.608603845334933 47:-6.226974732595147 48:-7.341228559074322 49:7.052676935341413 50:3.929446815141163 51:-4.910548943326778 52:9.164292174935531 53:-7.577780911746607 54:-2.353799120521582 55:-4.412594803773298 56:9.540671939572967 57:-6.79339018571697 58:-1.184692983008409 59:-5.616557837464271 60:7.148325044474475 61:-7.601471839588427 62:9.857839001929181 63:1.414796769984309 64:0.1676612853298063 65:-2.477936427872903 66:-6.326496796254675 67:8.343658478054385 68:10.08176748599537 69:-3.905285982850616 70:0.4546677050934205 71:2.974452180749635 72:-1.17803653788497 73:5.49248683148272 74:-3.883012338090707 75:3.050308299922143 76:0.2299737378144993 77:-8.866333491118043 78:3.506745839289984 79:4.704704200463357 80:-4.89909400478301 81:-0.477704591793489 82:2.703591306484825 83:5.453969128478028 84:8.04418899399526 85:7.093613248295441 86:-2.468305398743232 87:-7.917381852118495 88:-0.5561440112089339 89:-6.325215451951687 90:-5.542144574002977 91:-6.909549261013258 92:5.625912370629122 93:-7.621479489079432 94:-6.328980183325539 95:-8.662327770994157 96:9.326347361623098 97:-9.661841727123731 98:-7.631772386723148 99:-2.549495417732553 100:3.755775249283313 101:-5.494753834533344 102:6.603031774492351 103:-5.043764151526307 104:-6.302742698224144 105:-8.419267737476096 106:0.7242048775166176 107:-2.413814129356709 108:-7.143415926760564 109:5.466671037588707 110:9.633719656456009 111:6.872432438482457 112:8.948045791909529 113:-6.931412221833329 114:10.29041077591903 115:-8.5535024831184 116:-4.672624424536418 117:4.678562447779988 118:1.739682303483135 119:1.788629349346384 120:8.469600969487425 121:3.546443248615163 122:-7.218838996366967 123:-3.746224629397456 124:4.06370999524676 125:4.523289194755398 126:-7.977611249194486 127:-3.461250786696143 128:5.745425957205253 129:5.383047337243841 130:-2.724055628603856 131:-4.414353850481418 132:11.56559406040421 133:-0.7303697786845845 134:-4.366068129486826 135:6.502859010773363 136:-4.270463328280482 137:6.988476088585459 138:-8.262407406003321 139:-0.7491761648979851 140:-9.355244358607766 141:-8.983151326482892 142:6.503887952827822 143:3.656079808892292 144:-0.151344076830679 145:-5.913732399205594 146:-0.6489468863907828 147:-7.59559337391579 148:-1.286136628057675 149:-1.90008380532043 150:-3.824698336669139 151:5.017043497682399 152:3.64550437282104 153:-4.236434199312876 154:-9.757845755408232 155:-8.805296950586085 156:8.407511070371992 157:-1.639120798576041 158:-3.172255076892704 159:0.9019568043891304 160:6.26573537898218 161:6.250293707097414 162:-8.266050573309803 163:1.80407715803563 164:8.756588461844922 165:2.186308340232719 166:-4.309342965732816 167:-5.230766153905119 168:4.30656654081859 169:-1.934651302506457 170:-8.270137504147272 171:-9.529645444775012 172:-7.201767300514797 173:7.625726360144933 174:-2.93801645278052 175:-4.906194105246477 176:7.92386527084769 177:-4.73615818592368 178:-3.574634592069101 179:-4.965129249003003 180:1.831965633970678 181:8.163495050937446 182:6.080221030827506 183:-2.021337883024146 184:3.443119093819355 185:-6.031848575370929 186:-3.078195302912765 187:-1.87211625635171 188:9.433129956267969 189:6.845896983527861 190:-7.786788615240077 191:-1.87083037924333 192:6.185243197763437 193:-7.269277667929692 194:0.2889472146637529 195:-7.452373411786655 196:-9.451003041883633 197:-7.40826225838134 198:-5.650093851224146 199:-6.376388478368741
-1 0:7.735526272647451 1:-2.840192115132527 2:-3.503502645401889 3:-3.465594441740197 4:3.962938614586669 5:9.460341756191342 6:-10.95301591744452 7:-5.397338046974025 8:7.245589116536022 9:5.38706580601845 10:-7.944091052325414 11:2.289330181964403 12:-7.320546306888764 13:-9.090626942904146 14:-4.615218599213923 15:3.492429429422536 16:5.780794208305164 17:4.479570914064678 18:-7.588639473132663 19:-2.518434909866144 20:-3.508535926086812 21:2.386449664286181 22:-7.383364629672013 23:9.113997315501583 24:1.986410529423533 25:3.135690563259246 26:0.4262494408296784 27:-1.216425586367573 28:4.835275798660127 29:6.325345958174592 30:5.709836289732244 31:4.884053698461173 32:7.941194413140257 33:6.459422535880015 34:7.348977084987246 35:4.124060642660547 36:6.116634928103046 37:6.029413866432671 38:-7.537966142245264 39:-3.765893708546457 40:-0.06604563454391776 41:1.329334684714534 42:0.1285571241780583 43:-8.904190173297046 44:3.226571959901506 45:6.798027583988365 46:-8.283025318288544 47:-3.800262526936218 48:-7.610898405286533 49:7.65691012371437 50:4.265069578200175 51:-3.264773799339087 52:5.303979013895333 53:-7.558263983596579 54:-0.9075030005067604 55:-4.60610760564988 56:7.393333377468672 57:-10.86691880804667 58:-0.2455798543564682 59:-6.826446452929742 60:5.063021638726767 61:-6.479457252795211 62:9.771393405490281 63:1.514400124701749 64:0.9886460893603087 65:-1.620577361498293 66:-6.060980940199771 67:7.555364752053104 68:9.632188932344972 69:-3.478849892705033 70:0.2570208860063413 71:3.149501258877653 72:-2.15491771151618 73:5.044416471542638 74:-2.924078712366094 75:1.64626346842486 76:2.42124725606157 77:-10.58519244754991 78:1.00598134558252 79:5.205514709449301 80:-4.519906613108486 81:-2.07360287610457 82:2.795744015438723 83:6.945899774402916 84:8.12475500905423 85:5.217781957780699 86:-3.862691999498187 87:-7.910585837642201 88:0.4042725896121999 89:-6.546863981139955 90:-4.800665803625222 91:-6.725827486237227 92:8.725286667767685 93:-7.706259908131566 94:-5.43955705275846 95:-7.921799312226482 96:9.627475699398019 97:-8.999033414156148 98:-5.67096270742032 99:-0.8488002736903245 100:5.174405984767362 101:-4.123015758899271 102:7.775097874443142 103:-6.411544425052422 104:-5.619526111676779 105:-7.108416845853633 106:2.653168623487604 107:-3.147061486980991 108:-8.643191634443227 109:7.402573194806165 110:8.850981967076594 111:6.438457093502431 112:7.181071404935719 113:-6.44201634988445 114:8.037602191133743 115:-8.700245568118834 116:-3.04216486459439 117:4.929912505755665 118:3.937078126411409 119:3.069815285165404 120:8.111275614915483 121:4.018855754096015 122:-5.577091273264514 123:-3.535235784586794 124:4.126292262823849 125:6.656459509469615 126:-7.743094129110982 127:-0.6258355788747769 128:6.411802705729451 129:4.170614593964119 130:-1.483926233832387 131:-2.323459338212243 132:8.888377895979977 133:1.900934410250161 134:-4.232156774184911 135:8.128600658893061 136:-1.557534099898324 137:7.428905992856818 138:-9.346846735411413 139:2.238812450200081 140:-8.162559878045428 141:-6.874868409924156 142:5.199562198501764 143:2.942765344073429 144:0.5880113488883469 145:-6.093745539197273 146:-2.165828353570288 147:-8.658593047315014 148:-2.898006588261755 149:-1.849592782103163 150:-3.218705891417854 151:3.595131098174369 152:2.645253087561287 153:-5.476282320431125 154:-6.889922983851395 155:-5.984494587876195 156:7.573386913242611 157:-2.369179701730653 158:-1.907507274520356 159:0.5192082157798097 160:4.339080916623963 161:6.341395818822106 162:-9.563403799651034 163:3.875852580018844 164:9.020130717417238 165:2.356956755164451 166:-3.92686453386341 167:-7.860156375006119 168:2.11611275107133 169:-1.951880856700132 170:-9.451523012121845 171:-9.653478321323764 172:-6.543654754602263 173:7.586012379951136 174:-4.033612295146327 175:-6.451949046491301 176:5.469813608134571 177:-2.594959613085261 178:-4.359530918048324 179:-4.143723528525485 180:3.656754247878967 181:4.156248553068238 182:5.460090813648572 183:-1.016692861347591 184:2.432942495254244 185:-4.823137638876775 186:-4.765688115545657 187:-2.684163735610465 188:8.160967272642273 189:7.368149093770518 190:-10.31269201926306 191:-2.937850317672963 192:6.848131676814138 193:-9.245891199181086 194:0.9196593435672833 195:-8.834751298324397 196:-7.775809525493323 197:-7.235977672156428 198:-5.379992182184763 199:-7.565638338810307
--1 0:2.924824258060273 1:4.172482772612562 2:3.471843924509529 3:10.17958380477998 4:-7.9845746354003 5:-2.076233379364947 6:-2.890631115854756 7:-3.883898630619967 8:-6.523570166622019 9:-7.190990710486839 10:6.510569321228777 11:-5.344962466382741 12:-8.51211272833573 13:-5.445911488219156 14:-8.013173507960863 15:4.661771600945273 16:-4.305293554650607 17:4.321932860417601 18:-0.009779386083787422 19:-1.4617907557279 20:-1.024015943880849 21:-8.983297006048394 22:-9.890606677351961 23:-3.502390693785129 24:-3.504054287418842 25:4.473420844104647 26:7.476793414460806 27:-0.4349770250045532 28:-8.771693763147093 29:8.491314988037196 30:-0.23965999453603 31:-3.150493538421975 32:-9.70039461205528 33:3.030381449358936 34:-3.792043599321183 35:-2.303066546991759 36:6.852682373717549 37:5.39858552673439 38:0.9226021406839922 39:-9.749719558179692 40:-1.802404672020657 41:4.640297684985247 42:-7.554084759607665 43:11.10512303989811 44:7.581343309480142 45:-2.198299989228362 46:6.516925293663051 47:-7.900785322396696 48:-3.187320715506487 49:3.146224415296461 50:-7.89579207071225 51:5.653151742405277 52:6.378191294393612 53:-6.470913316552334 54:7.455701964697564 55:2.985818755346211 56:-4.206740470093948 57:8.409923953749106 58:2.648068864518783 59:-3.043025984856136 60:7.106122272244041 61:-2.702407811463647 62:-3.735519712845336 63:-4.437781250316265 64:-0.1978433983108887 65:-5.647650576739715 66:-10.43541569665606 67:-7.764380373649517 68:9.392030610242182 69:7.140047535432363 70:10.13290006317519 71:10.36047635121291 72:-0.9904308326198104 73:5.796031869968828 74:-0.6927174709134394 75:4.183287469273218 76:-3.703152558469926 77:0.4231887831166432 78:9.222956298544647 79:10.21946213246079 80:0.2343364552873839 81:-0.6134623366240324 82:-9.262384042575043 83:-1.879094627097209 84:0.6132734790468997 85:7.115188264674403 86:2.896402278222387 87:-4.955586798232634 88:-4.833902723773869 89:3.164108032173495 90:-4.977478232907378 91:-6.112828912590679 92:0.4090034921048317 93:-1.943472279998797 94:-2.973286963816513 95:3.748338386824733 96:7.007190681283536 97:-9.238258116682687 98:-5.76753917928169 99:-4.321111414177605 100:4.029580054732467 101:4.971715477372253 102:1.456704629715964 103:-1.017081261671647 104:-4.76281467909201 105:-1.156079197967371 106:-0.1862598008829335 107:-1.541973371658329 108:-0.566604582160503 109:0.765824100896829 110:5.958972793091897 111:9.004076376847809 112:9.615046016539818 113:3.018078773901637 114:8.152503737850902 115:8.722756517381447 116:-9.710370198137179 117:1.882173666485635 118:8.527086363140874 119:1.687137442564395 120:2.531705254229411 121:-3.567532284638871 122:1.365056187094801 123:8.912991801663024 124:4.320414242461764 125:0.96340868425905 126:6.654942397865264 127:8.976095184658487 128:4.088073757623144 129:-1.795128807538 130:0.8840906869331457 131:-0.122203893083308 132:-2.915652653800755 133:2.917278520547729 134:9.086369078162022 135:-6.589026658712552 136:-4.888106736561404 137:-4.604458595275733 138:-3.933268183879151 139:0.6879590286900374 140:-3.069172926629765 141:4.454007836990643 142:-3.008694300303123 143:-5.242361770822867 144:0.001366556637164923 145:-6.259476789175868 146:8.811808611481265 147:-2.293968567079193 148:6.058070947532441 149:5.817297302444602 150:7.802251635959569 151:-9.189586283862152 152:-2.414503271580417 153:3.763235266549684 154:5.158445697507554 155:0.7884154508902688 156:-4.438360768598883 157:2.960030545219398 158:4.801284085777448 159:9.29774246204051 160:-2.149707502591497 161:-1.403429734083306 162:-8.108713020688016 163:8.37074051765453 164:5.387593901420533 165:5.45883775582393 166:8.164792419391206 167:1.160565029715914 168:-6.843304972167865 169:3.179732657360558 170:2.231813978386588 171:-0.2693226127868174 172:2.393485822933856 173:-7.374918031938572 174:1.334613351912165 175:3.684107804735078 176:6.897482723237841 177:3.645187303603219 178:-3.842049388372879 179:-2.650525342790908 180:0.4017058223182014 181:5.990923831321123 182:3.197779498782929 183:-6.362097806076131 184:-6.368699784957282 185:-3.688529206456282 186:-4.455423355456499 187:4.053793038471742 188:-11.5463098699381 189:1.69680594328667 190:1.519161827796402 191:7.885820530912659 192:9.100024170818031 193:7.928334036543248 194:3.661993954718283 195:3.377878547123235 196:7.211918820266927 197:0.7383327978277476 198:0.7714287585577986 199:-1.273973709922335
-1 0:8.933815026873187 1:-2.202914737750361 2:-3.73378184539786 3:-2.110633099667387 4:3.586022588274053 5:10.49246301489566 6:-8.765297372382951 7:-5.574986232251511 8:7.759705344734718 9:4.75262233075913 10:-6.743098505854497 11:2.446857153162062 12:-9.141595872612974 13:-9.409103993326511 14:-3.074651954215359 15:4.778420369164177 16:4.654211957129517 17:2.341961450803354 18:-6.701277609696184 19:-1.748316263986505 20:-2.531324826109041 21:2.912076017762418 22:-6.430174805051154 23:8.529414618451288 24:2.224516602637711 25:2.455223327776625 26:1.170073182555557 27:-2.050280115412652 28:5.192999470859748 29:5.278445972054921 30:5.513362703959098 31:4.399636931946125 32:8.741003669502009 33:5.905788969956251 34:7.55356342866074 35:4.192926796862039 36:6.592593810869482 37:4.179882041457386 38:-6.460876347677415 39:-5.946048203267853 40:1.204977029055682 41:-0.5177105862291133 42:-0.1819468876649202 43:-8.546034793069893 44:2.610211310352633 45:7.42602727556807 46:-10.59751037955819 47:-4.328122973693783 48:-8.22025016713029 49:6.811154315219087 50:3.634119178136147 51:-0.8089296411263367 52:8.16588167769072 53:-9.56036557925365 54:-1.895143642096638 55:-4.044134596549572 56:8.372424427511962 57:-8.173045640678509 58:-3.012621540067906 59:-7.108255235276055 60:6.316549660485544 61:-6.27683598428299 62:7.211717907501795 63:0.1715843884430249 64:0.7574111961878047 65:-3.479919734638754 66:-4.011105243685225 67:7.466529314811833 68:8.956083525023216 69:-2.058145172265611 70:0.3892001698474032 71:3.345046106145051 72:-1.054506018012985 73:4.353112948039344 74:-3.182569448363448 75:1.603263009901006 76:0.885917716575283 77:-10.21599701991114 78:1.215656104520983 79:7.271368252995332 80:-6.712280252361042 81:-4.247089556188897 82:3.503286030117701 83:6.724908839959616 84:8.947294794175582 85:8.819757184078478 86:-3.336093693219653 87:-8.075414712899027 88:-2.3459818434587 89:-6.360387279715072 90:-5.924466382799455 91:-6.889359488513908 92:8.651599938987026 93:-7.839146288126133 94:-7.397798067673859 95:-7.540038034196385 96:9.462643650836657 97:-9.309086774617676 98:-6.395807358776365 99:-1.622097061821485 100:3.780643106263165 101:-4.277138934390786 102:5.60586591414489 103:-6.167068468476105 104:-3.900004481160324 105:-8.468886731958328 106:1.74661748527153 107:-2.940842500602968 108:-9.570964467234157 109:4.92275989348291 110:9.340766144477115 111:7.466421995430339 112:10.23123352101858 113:-7.478410985236428 114:10.20346610648753 115:-5.827055381047181 116:-3.711416789841182 117:3.564311903749898 118:2.624200094390614 119:4.312192434499027 120:8.789172731149318 121:1.461428415556413 122:-7.633200519746908 123:-2.883733534008371 124:4.550812057708848 125:6.061220953725718 126:-7.387881421430937 127:-2.726783149565469 128:5.140967578178165 129:7.359891432394029 130:-2.42365952869052 131:-2.511639362670261 132:8.150050491885633 133:-1.148347285773902 134:-3.639410528271234 135:6.212754066336487 136:-1.257005801766228 137:5.057459010167737 138:-9.944451104779155 139:0.04542942830072505 140:-11.14373299641837 141:-8.060081576192783 142:6.302553480331286 143:3.206470198780865 144:1.06837023073136 145:-6.794449804992351 146:-1.960686038408156 147:-7.207872714238087 148:-1.075861189810648 149:0.2554719972194328 150:-3.438986488838625 151:5.808764433890443 152:4.14760014119542 153:-3.476087392249415 154:-9.656736386844305 155:-7.116742687010533 156:5.938239975924027 157:-1.938154185675875 158:-4.191553395732068 159:1.393204355444668 160:3.590726889828042 161:7.245711299855818 162:-9.208855930079217 163:5.170783787176905 164:8.753920922767806 165:4.283632068582843 166:-4.779888035197213 167:-4.189260975405598 168:4.029921488849217 169:-3.88682190936473 170:-7.314087374640962 171:-9.461532857402439 172:-5.940152741686899 173:6.404453143161145 174:-2.028598416483983 175:-4.413857428400364 176:6.381602641037622 177:-4.747232650063841 178:-3.42850527382479 179:-4.298971261628943 180:2.234396085369935 181:6.432349619845905 182:4.851808114741491 183:0.8718159054484536 184:1.74071745186096 185:-4.166873041363242 186:-5.446115191493766 187:0.1798572400173388 188:7.752959299898622 189:6.040546483551671 190:-11.51295383481372 191:-2.299379842954135 192:7.357803075498533 193:-6.992537538029174 194:0.9723862636268867 195:-7.887121717894706 196:-7.962962218028744 197:-8.125543465690376 198:-4.147556882843009 199:-6.686799518266729
--1 0:4.200073150804818 1:5.434162889201934 2:6.395611472424743 3:10.57006557383384 4:-9.437750424272631 5:0.09391175751812375 6:-3.774613451058499 7:-3.201269086434566 8:-5.763865557683697 9:-5.886657376101734 10:8.638674137165626 11:-6.203658670815211 12:-8.590751877812444 13:-5.4860206463176 14:-7.192380878178953 15:5.954713143800372 16:-5.357221808839699 17:5.466235548161658 18:0.1854272622317855 19:-1.166204289485578 20:-0.2843600896479717 21:-9.591606271041254 22:-10.33136322022117 23:-5.028999228815426 24:-2.499173967642141 25:3.762813967056258 26:8.002081228782099 27:-1.965207078366858 28:-7.926887002928648 29:8.843181967501398 30:-0.6096137403328555 31:-1.671998551555707 32:-9.800532576015282 33:1.486182708211016 34:-3.229170373481971 35:0.381630070756048 36:5.801427119124512 37:3.56050432484271 38:2.507449787926244 39:-9.29031402644766 40:-1.436504806416763 41:2.055530520148895 42:-7.966948619354775 43:9.973456395801254 44:8.928182033646532 45:-2.975603437079641 46:8.808517695375626 47:-9.546581759988564 48:-4.706945940252557 49:2.048627699686493 50:-6.775934703911037 51:5.065832791353208 52:6.054449477542764 53:-6.27043428200694 54:8.208933447594703 55:2.825108073594149 56:-2.457478238194458 57:8.600256584653639 58:2.788282431126408 59:-5.289682330608642 60:5.746272126072377 61:-0.001713592261658126 62:-1.015175556689687 63:-2.688910682784122 64:-2.112074848959307 65:-6.086700799060448 66:-9.184813202146792 67:-7.546857847288921 68:8.870970373773021 69:8.467949141667113 70:7.876026454326368 71:9.242997949245002 72:0.7892356740253569 73:6.87141654109082 74:-0.7324276584422991 75:5.611533915612332 76:-2.063982275274713 77:-2.408779981296518 78:8.471264662565433 79:8.226977976978317 80:-0.8014609232218987 81:2.963717578155081 82:-7.49220866874674 83:-3.842857865024238 84:0.05551698124321069 85:9.468609391241648 86:3.152221970181045 87:-4.667837211096253 88:-3.671506519940557 89:0.9080003235932445 90:-5.791784486739829 91:-4.497829765388548 92:-0.4556889405012234 93:-0.2838082164677322 94:-3.629350589977126 95:5.310324639995912 96:8.5716087719721 97:-9.481264263254351 98:-4.957986810580642 99:-3.560295741509331 100:5.446815643488002 101:5.298396998497884 102:0.4258926380077953 103:-2.801667936165504 104:-8.836203387534551 105:0.8457487380053026 106:2.122331430526434 107:-1.681852209203071 108:0.4328881634845319 109:-2.12382167453572 110:4.556599531171534 111:7.93306276208394 112:8.035601672818938 113:0.3453464418682533 114:7.70824981208676 115:7.927686512079631 116:-8.278659652358421 117:1.250395324227046 118:7.784412020620903 119:2.194162488997741 120:2.421398736609434 121:-2.941573723640043 122:3.290691952697865 123:10.19548664953299 124:4.934999890636806 125:0.1395482287594023 126:7.199175563979773 127:8.275332798299011 128:4.719716244589052 129:1.351827199604481 130:0.2986263937298583 131:-2.957070658202476 132:-0.3759507482246889 133:2.527661723420904 134:7.792736339326573 135:-5.453955463587035 136:-2.857790368112831 137:-4.949087051302797 138:-2.514266608150877 139:-1.603300353298618 140:-4.362921926948088 141:5.408467781268204 142:-4.741895870403534 143:-3.185337645913035 144:0.5956393097402712 145:-6.955846581399582 146:7.296564979949988 147:-2.085272669794146 148:3.622240456358824 149:4.568424882517638 150:5.66302721034851 151:-9.926115265132578 152:-5.169021273509482 153:3.345083429994018 154:4.28672359977454 155:2.111305764480893 156:-2.182526267531187 157:1.913178951056938 158:4.669759505510392 159:8.19438113730177 160:-3.556025214103805 161:-2.112868488663592 162:-6.667406691102692 163:8.763968382114133 164:5.806118802089606 165:5.901634483391109 166:4.860306484987905 167:0.9234342564984357 168:-5.987491441983295 169:3.236756722573626 170:0.3530450224941601 171:-0.7799771864665594 172:3.840351145728196 173:-7.635653641052762 174:1.660210346767477 175:0.9526514226914058 176:5.726723179393058 177:2.992951997879158 178:-3.459217940538597 179:-0.7052190832450302 180:1.504983913059684 181:7.246837832027567 182:2.84811975307276 183:-8.091182225320894 184:-7.678768819171468 185:-7.156703368114735 186:-3.169043300769169 187:3.599557598770353 188:-9.727146185147216 189:2.315405589552584 190:0.8558013595584372 191:7.293270555113713 192:9.055664490668585 193:6.205951827681657 194:3.093968287777136 195:3.671836365163467 196:9.848214260512188 197:1.814591929955874 198:1.495610851733038 199:-1.532072641822841
--1 0:4.440730373148878 1:2.815919301966039 2:5.41245793864177 3:9.727450551551298 4:-8.071951086570442 5:0.6451417852213516 6:-2.936697257752491 7:-3.553691386323767 8:-4.139409578703318 9:-5.605856554442953 10:7.510603263016209 11:-5.105345842829472 12:-7.70674906243866 13:-7.185029132620613 14:-8.062872171272716 15:5.079993761385371 16:-4.498605181405674 17:6.573538262409264 18:1.114795097388814 19:-1.766867839322063 20:0.4837567953840201 21:-9.676295183623264 22:-10.17511159251689 23:-2.715171490902278 24:-1.869325333291018 25:5.678693192123085 26:8.064480517836783 27:-0.2761314133294407 28:-7.071297404684545 29:7.66608483682533 30:-1.446081581342666 31:-1.623380415220769 32:-8.650400826397266 33:1.572807462521959 34:-2.93221019708195 35:-1.298583672945148 36:5.119885520170398 37:5.051117884628262 38:2.09117079348697 39:-10.5751100290717 40:-3.141970047853215 41:3.99299217630999 42:-6.901592477757885 43:7.656202211956596 44:8.697821888115003 45:-2.327340178584768 46:6.705670304576356 47:-7.585882365675424 48:-1.756764951271327 49:3.088834226012177 50:-7.439227402605611 51:5.258414177990616 52:6.414132741211191 53:-5.903428620248579 54:8.489993990279023 55:5.830261482837042 56:-2.548580133436416 57:8.655867318019197 58:1.452529322601358 59:-3.368813164099612 60:6.768745166061108 61:-1.831270986705218 62:-3.148213882159932 63:-4.542546601532926 64:-1.031355472126272 65:-4.238124135271175 66:-9.238356918152737 67:-8.672405152588608 68:9.39534122451454 69:7.167445993257984 70:8.418954830815759 71:9.62877579032571 72:1.15699821751954 73:6.892865685068862 74:0.09692641982860112 75:2.486465005374061 76:-2.286582389714215 77:-1.811728230394929 78:8.738436993019581 79:10.05544437646527 80:-0.3725508392105874 81:2.921629791947698 82:-9.543434099961944 83:-1.323332176153862 84:-0.2847974174557073 85:8.408121568587255 86:1.123370251140974 87:-5.250708631549358 88:-4.739153725975079 89:0.6331976772809309 90:-6.091906971866183 91:-3.68823268456231 92:1.558559947525771 93:-2.28737444680676 94:-4.907413633762522 95:6.423573404072992 96:8.125902919806498 97:-9.663627337612025 98:-3.885994727312037 99:-2.882256626021122 100:3.458176978384621 101:4.142327876062781 102:-0.4108513130077955 103:-1.09798970709325 104:-5.458697608378941 105:-2.556615296801189 106:2.404788306328155 107:-2.842775627738085 108:-2.527305931651022 109:-1.728744030299961 110:7.177575411834956 111:7.349313592037953 112:11.35834710802232 113:3.4391391035599 114:7.225680060341997 115:9.10040605389756 116:-8.367339427588188 117:2.961639861469438 118:9.45888852546307 119:-0.8472579989837239 120:1.479022056078807 121:-2.152627642100313 122:2.81044434812374 123:8.905970791201932 124:4.01842946424909 125:-0.2904899363840865 126:7.176053469025682 127:9.545807145117593 128:4.849181169991338 129:0.3278808037039709 130:-0.9361887128305311 131:-0.6556817839432487 132:-4.904902818076689 133:2.756950906298297 134:10.43599724531412 135:-7.670681118633611 136:-3.78569806581349 137:-3.437424961273596 138:-5.261144479023967 139:-1.160915061052456 140:-3.043067308818363 141:5.592443895561177 142:-3.008121274014765 143:-3.705843743364261 144:-0.1671637052949723 145:-6.109203755732321 146:9.202640380493685 147:-1.004601316357871 148:3.268069440223249 149:7.114368132278518 150:6.901688058797718 151:-9.558104167901979 152:-3.215365468720323 153:5.646941689335312 154:6.185122777181392 155:3.395521436552019 156:-4.656205971639873 157:2.367496823673557 158:3.399981209231108 159:7.531373940056273 160:-3.654219438090421 161:-2.479397792662668 162:-6.3103467484488 163:8.294032128949734 164:5.51432209748172 165:6.589117998676374 166:7.732434545520526 167:0.2195984390442336 168:-6.530607119150816 169:2.925023441549508 170:2.339510409885996 171:-0.6267884673177653 172:4.162673139262069 173:-6.686284770606191 174:2.184432743324584 175:3.630676165442107 176:4.03019305397137 177:4.032832160734399 178:-5.349728614399605 179:-0.9746620068913527 180:-1.144155868178745 181:6.323698917477876 182:2.611334722911237 183:-5.739159000406524 184:-5.927456110037403 185:-7.260395098631938 186:-3.810629964018545 187:5.100335362891707 188:-11.33654138353308 189:0.3518448705727959 190:0.03109894127751578 191:7.604952077071208 192:11.07757098855563 193:7.456948674813159 194:2.015179664949588 195:4.054540799636182 196:8.049964343460006 197:2.143558008092017 198:3.174302518588874 199:-1.578528334533313
--1 0:4.697799853332754 1:5.221833028966358 2:9.178741819241656 3:9.071459140067375 4:-9.136702944362685 5:-0.9878838262122637 6:-3.302074374840766 7:-3.69651651322822 8:-6.715364564833138 9:-4.670139637480479 10:5.444494607040847 11:-5.332810331546238 12:-9.130558456510023 13:-5.065484252707826 14:-7.04926320534689 15:5.555582040390052 16:-7.21777031127968 17:3.194388335590753 18:-1.903852273964541 19:-0.9669866588092479 20:-1.629253034119773 21:-8.599994664255055 22:-9.771492018343388 23:-2.195006908946602 24:-0.5695406594647057 25:5.518100956360122 26:9.994341736999125 27:0.4526213915119011 28:-8.529557642058071 29:8.218763926174004 30:-1.174668021136994 31:-1.370921167663642 32:-10.39252030750726 33:2.587552422107125 34:-4.351703859122343 35:-2.839493082298859 36:5.405338281479802 37:1.797758979729764 38:4.552787145308492 39:-8.953144258336293 40:-4.401317241175335 41:3.445640697499406 42:-7.043200424543071 43:10.10616111661076 44:10.79109010403679 45:-1.710584630785466 46:7.166707025272491 47:-8.20615903759704 48:-3.109295368604591 49:2.829508068041247 50:-7.507297595710555 51:5.913962842883913 52:6.929900788499168 53:-6.719350243838535 54:7.839561743220726 55:4.657792032422986 56:-2.782734153253757 57:6.784660649418939 58:2.877733044425905 59:-4.556184853657472 60:5.353137333293716 61:-0.3733692470808686 62:-4.141373861438791 63:-0.6413765084081886 64:-2.430228985704911 65:-3.944769295280789 66:-10.52493431280338 67:-7.311451488531881 68:8.432109439650825 69:8.346006160206475 70:10.77398555602013 71:9.123942795665384 72:-1.601997335373076 73:5.799374254831527 74:-1.37765452168249 75:5.340114619040448 76:-3.002395433312815 77:-1.7474187768437 78:8.899086399992443 79:9.202439245570707 80:-2.645974831128614 81:0.7761610625838704 82:-8.600519319982782 83:-3.778932691958842 84:0.2907948170860573 85:6.212235432403776 86:2.336989717206367 87:-4.28602026962598 88:-5.863468006068544 89:1.716605639891965 90:-5.866656023905561 91:-4.850675057660686 92:1.183415994662432 93:-3.832086698384399 94:-5.070527215153724 95:4.745946588416916 96:8.684820418885201 97:-8.176660668456599 98:-4.332296805085457 99:-3.39384990023037 100:4.139367244979832 101:4.387056213509918 102:1.933612472545581 103:-3.502143557227524 104:-4.875373288455832 105:-2.427963174299967 106:2.437205905741191 107:0.001828122528663378 108:-2.637893844219939 109:-1.692156026228399 110:4.930742563097333 111:8.125648366181357 112:9.866986425030975 113:1.25521223849529 114:9.432902565482625 115:9.961216528332876 116:-10.98081368522633 117:1.940062116054696 118:7.522206333230632 119:0.1590228662727561 120:3.943088147472155 121:-4.354799510469218 122:3.370251928695346 123:9.234223123269524 124:1.810059596572258 125:0.7728220705443453 126:9.515125037514185 127:8.536130167179909 128:6.05932421350056 129:0.003540129366053191 130:0.2713542031102958 131:-0.7657846753192599 132:-1.265158184389742 133:2.463436228030192 134:8.999207874955133 135:-8.296980174068322 136:-2.555651062140258 137:-3.067759564849245 138:-3.050171117025058 139:0.02335666770416933 140:-2.486245911092082 141:5.541660160803028 142:-3.241060127169866 143:-5.532184749339256 144:0.5389367763510517 145:-5.928600063823691 146:8.383827936000795 147:-1.982893156352274 148:3.559765582487113 149:6.110143709021043 150:6.060579688913579 151:-9.260522771356593 152:-3.792341973797706 153:2.789552052245257 154:6.779569132853345 155:0.3148507669885077 156:-5.683253769960245 157:1.841287057970803 158:3.478809847660852 159:8.930005001852448 160:-2.910946308940472 161:-3.379731625019825 162:-6.616024305585124 163:7.642802994817649 164:5.296987486255903 165:6.467447980353862 166:6.945232602651398 167:1.919748112553195 168:-8.208262452767769 169:3.7716043441761 170:3.18048655043127 171:-0.1308691638355702 172:4.641128452981539 173:-8.645962532422844 174:2.30800923837429 175:5.349848997301333 176:7.646909973007543 177:2.638711957947447 178:-3.805900689598469 179:-1.738301047768564 180:-0.1170917528013293 181:4.639944808782299 182:3.997491735715331 183:-6.293488826393618 184:-7.15435524183194 185:-5.836212495210606 186:-3.447648271280238 187:5.507583010192251 188:-8.898368818155893 189:1.422561316039765 190:-1.801419689705882 191:7.843795874305877 192:10.50708225810752 193:8.814468501962507 194:2.079028759629466 195:4.067077181498044 196:10.00309967173563 197:2.186282904144392 198:0.2071010385193215 199:-2.152098407072511
--1 0:4.016125357755777 1:3.743662528506658 2:5.65804947563019 3:6.746254600923312 4:-9.142266786967399 5:0.3905370459188648 6:-3.845056782213855 7:-1.382281793194671 8:-5.114554609194419 9:-6.030572878947996 10:7.98244023726352 11:-5.632791009196721 12:-6.253181425566456 13:-5.739865036666112 14:-6.877565589327439 15:3.190182721472424 16:-3.703767716133283 17:4.75780520107288 18:-0.03524652460169125 19:-2.102383707396416 20:-1.901509836164223 21:-8.65919702429119 22:-10.05917922596751 23:-4.027000493162477 24:-2.411326165862305 25:4.472336481494179 26:7.822124079213298 27:0.4036244252593892 28:-10.31527848555322 29:7.958189192213682 30:-0.3550469215460004 31:-0.7909498448247502 32:-9.13689978155295 33:1.579523889414921 34:-3.624343881362389 35:-0.5660131369128845 36:6.709106610484552 37:2.342149778673924 38:2.875102696334312 39:-8.858281864653646 40:-3.351104034638894 41:2.782577188991479 42:-8.263882718533738 43:9.088764986828226 44:8.914035894142341 45:-2.472079339249142 46:5.604212668358994 47:-6.196218323355524 48:-3.115917435749321 49:3.798635514771888 50:-6.453181077381402 51:6.642787576376183 52:5.8854908170016 53:-7.250769762317275 54:9.156176635429992 55:4.068276725038229 56:-3.29698906949681 57:8.096531202140833 58:3.773325073429048 59:-4.007599141279148 60:6.595249480620883 61:-0.205065173327782 62:-4.146860869701692 63:-1.856619646016033 64:-3.009455894398902 65:-3.118588329919022 66:-11.25473086804909 67:-8.768398886459851 68:8.534979255101613 69:7.979060439044775 70:7.211947458552518 71:9.008199869720393 72:0.355521727913342 73:7.085757453446483 74:-0.6155815758127665 75:6.023013583165238 76:-3.246072719803064 77:-1.862134523281311 78:7.907334720022841 79:10.06458640032333 80:0.5112907608429378 81:1.605749635473522 82:-8.369858791223924 83:-2.472714301485858 84:-0.2279145593288848 85:6.097304530544723 86:2.724982758975448 87:-4.994133185863204 88:-4.22313576414487 89:0.00888816828950667 90:-5.907202729971392 91:-4.676232818392378 92:0.6761023982460769 93:-2.161353144818158 94:-4.092054966475384 95:3.478102088819704 96:7.176413942470104 97:-9.014887283237998 98:-4.891959246514907 99:-4.501168065120854 100:2.929026774539627 101:3.628793416306543 102:1.705161502218639 103:-2.973374093028854 104:-5.850993482428307 105:-3.370161730014614 106:-0.2389929631788899 107:0.2215230163901584 108:-2.697291496112165 109:-1.561405921498032 110:6.613577894017507 111:7.302903817861209 112:7.413142486981059 113:3.114683654282465 114:7.387408150806525 115:8.809132694737892 116:-8.587650344125286 117:2.943348238118001 118:9.615019417494242 119:0.154847022606148 120:1.407672569649208 121:-1.679268964718245 122:0.6450064756465144 123:11.38868597053861 124:3.744643948323081 125:0.06488486694136866 126:9.261398927012017 127:10.19004701535119 128:4.563401053642893 129:0.1696764513801508 130:-0.05242221399621683 131:-1.303572506035219 132:-2.713824250749787 133:2.330404810519294 134:7.692554311572541 135:-7.463547329530927 136:-4.103162068070789 137:-2.886868380141665 138:-2.461055124560676 139:-1.010134120529871 140:-2.587620241318398 141:4.571300104218468 142:-2.844427801572737 143:-5.255577958186988 144:0.5870331137903417 145:-5.439001703078033 146:6.878358887702376 147:-3.61582288588073 148:4.816759067098944 149:5.55969012565712 150:8.673428255282063 151:-9.991322767866643 152:-4.457523746116078 153:4.0297952992509 154:5.713640667826718 155:2.737330546886914 156:-4.556334157815485 157:0.4022325384715477 158:3.397941857424666 159:9.048974794665659 160:-4.596656073505824 161:-2.230297978657299 162:-5.982861522267011 163:9.006843688446939 164:6.719891524773669 165:7.957914833495252 166:7.548582014714904 167:-0.3530306470317548 168:-4.48763765699732 169:2.971681223039426 170:2.205410186525691 171:0.507259642418461 172:4.053491434017488 173:-8.838173949330191 174:1.156088595177586 175:2.750850784742553 176:5.378381190302244 177:2.033269147098097 178:-1.916141429094369 179:-1.209356943636371 180:-0.9249112345014721 181:6.100689180363071 182:1.749767856296303 183:-7.057130688698376 184:-7.046403371637005 185:-5.365777759982522 186:-3.003628759039516 187:3.95458419452298 188:-9.446962642972846 189:1.341610642997088 190:0.5522581381616026 191:7.866166469524425 192:9.108525421288514 193:7.640374345980506 194:5.62307936003649 195:5.458428207988927 196:9.75008363242778 197:0.3930233510964984 198:2.930548615254605 199:-3.23005249691307
--1 0:4.586924753369206 1:3.261099490078998 2:6.547783820445447 3:9.559461812787621 4:-7.946023050180856 5:0.5281133300886678 6:-3.653575954114927 7:-2.419119389629404 8:-5.616429411966571 9:-3.713675641697193 10:6.926936124493817 11:-6.676690623671763 12:-8.115520776480475 13:-3.21713867008909 14:-7.235053462293348 15:3.033896417830121 16:-4.993519784160269 17:3.45728440906575 18:-0.2042008326922751 19:-3.11273894586447 20:-1.955674886980444 21:-8.37126461107079 22:-10.69412693848038 23:-3.422340089780605 24:-0.8680612528709286 25:5.169099393113465 26:7.507381449086887 27:-1.091216933157077 28:-8.02221334496296 29:8.893394434717973 30:-3.432431169643271 31:-1.229259354178294 32:-8.13391248585974 33:2.107242177147322 34:-4.500727671000432 35:-1.576031175977947 36:5.384705218200596 37:3.667625766699537 38:2.301869938781357 39:-8.727658792659129 40:-4.315437097062494 41:2.357754171130045 42:-7.850896868291177 43:10.04780666467219 44:7.311850494064917 45:-2.543992254415276 46:6.652806230176308 47:-8.532024055866662 48:-3.541860223895168 49:1.658256453717477 50:-8.232896096766888 51:4.426645474060173 52:7.409137509056612 53:-6.46975053210847 54:7.877006599495947 55:5.236269369738512 56:-1.48928073506204 57:8.305572429204965 58:2.620623259437111 59:-4.19333967728645 60:6.126161039253901 61:-0.3925424945042595 62:-5.198646139881062 63:-4.411881018450205 64:-2.222103800414279 65:-5.161338346584494 66:-9.537205367355199 67:-7.269182220236621 68:8.224987652936804 69:7.320742901224328 70:7.629241635233254 71:7.11700148811971 72:0.6893126122563418 73:7.271254559101507 74:2.403425806922777 75:4.630989186476246 76:-1.909164803114343 77:-3.098187811192575 78:8.232743945344218 79:9.37177247755525 80:-2.107030401731971 81:0.4839518005720769 82:-8.542821022703295 83:-1.514366180061481 84:0.4662087349135236 85:7.807614176063105 86:2.154199344108557 87:-4.556010861116786 88:-3.998568951179822 89:2.261753263894229 90:-4.533672256546515 91:-5.82555695841162 92:0.9826886431684398 93:-0.5168167012508453 94:-4.145927624818663 95:5.6586877277075 96:6.432558173048056 97:-9.823883554359323 98:-3.754242751959891 99:-3.835040993374631 100:2.972488156216631 101:2.702701178419862 102:2.250800836602176 103:-3.445954557152942 104:-6.194941593360215 105:-4.316770124383701 106:1.837031374159404 107:-0.3740393152718001 108:-2.109422998839272 109:-0.6769128726465484 110:4.647592595839566 111:7.656787402876914 112:8.848735573283857 113:3.395773896223409 114:7.118180626877734 115:8.729551753438132 116:-8.346611863996619 117:3.801277626422536 118:7.552646527914466 119:1.674428003050254 120:1.365313546507103 121:-4.142176762326994 122:3.573213901927652 123:10.58078870903493 124:3.899099283684245 125:0.3752909405726293 126:8.265303291510094 127:8.942191777170335 128:5.747813388699859 129:0.562326834504324 130:-0.3135677466236495 131:-1.653963845088764 132:-0.9879337544980452 133:1.418193737644896 134:7.68578106485467 135:-6.475155487274852 136:-4.664007109908524 137:-4.250249326260001 138:-3.794532068831138 139:-2.156416592694977 140:-2.719245765879503 141:6.533567231987199 142:-1.97308828250587 143:-5.637986142093619 144:1.658328150559607 145:-5.855262840098524 146:10.58795375367923 147:-3.924980232007021 148:5.686853862376639 149:5.720232574341708 150:6.368703935053174 151:-9.014863026914787 152:-3.635732593668362 153:4.512698858520254 154:7.136978617424735 155:2.310597762636827 156:-5.104029903774659 157:2.715663655401172 158:4.883789406363966 159:6.338637943297276 160:-4.412302640723466 161:-2.48603326835324 162:-4.960057478756237 163:8.15619647480486 164:5.710949633570502 165:5.836759071544972 166:6.423290604649748 167:-0.4694275154133845 168:-4.819939248659791 169:4.882850199021336 170:2.560250676692251 171:-0.0287854080372838 172:3.218633979918888 173:-7.620573114713743 174:2.816853639603654 175:2.613813760518303 176:6.159900066661033 177:3.246814356944345 178:-3.419824221453942 179:-1.85610467539431 180:-0.9059649693676753 181:5.811929115850321 182:3.469028214371726 183:-4.980553938012841 184:-4.715490852220888 185:-7.154484548602297 186:-3.645416113965025 187:3.716869809808939 188:-9.84762197850735 189:2.363172497111887 190:0.04333555996674882 191:7.143579065897575 192:11.79992835655087 193:6.879492091257596 194:2.471968437497855 195:4.009695477756976 196:7.987047763666428 197:2.949135423167096 198:1.713562676487263 199:-3.66495186629543
--1 0:3.380333108940007 1:3.769842889838603 2:7.733831045910882 3:9.546191689178606 4:-7.329104087117567 5:-2.605597965835027 6:-2.863364835608061 7:-0.8536516727869661 8:-6.770408842796328 9:-6.557306103188365 10:7.951717516387301 11:-5.979772300313565 12:-7.128762652921494 13:-2.724360877927975 14:-6.123139593277021 15:4.436754788398168 16:-3.527885671682307 17:3.241912972157255 18:0.94671108139458 19:-2.763405132456487 20:-0.9703653479769737 21:-8.625244970926467 22:-10.00644053370157 23:-3.054549311005141 24:-0.7213303283960386 25:2.679930453607594 26:8.495669809324594 27:-1.048445940171769 28:-9.042344355998932 29:9.022583434674061 30:-2.533115070706905 31:0.1870336653776892 32:-10.8546026080455 33:3.963007129608811 34:-4.203484538614577 35:-2.263349260820612 36:8.534191067302602 37:4.085699808924761 38:3.230985988505074 39:-7.863480645775637 40:-2.394010818033487 41:5.192794362300127 42:-6.934720677355765 43:11.23119852778461 44:9.373179268989421 45:-3.58291255373193 46:6.629801197501424 47:-7.62049890790611 48:-3.895886360383745 49:1.956641780233995 50:-7.298722014273014 51:5.879153047014658 52:8.236875306175207 53:-7.34868050665387 54:7.499513238316922 55:6.193643888813944 56:-1.880063983670543 57:8.423425902374944 58:1.371166995785816 59:-1.077473665240962 60:4.935084271991347 61:0.04838705196608339 62:-3.350629420690628 63:-3.594100869576633 64:-3.302492178881967 65:-3.62015677312413 66:-10.1286094771307 67:-10.405375156167 68:7.544629027058812 69:8.638321831990762 70:8.782067056728019 71:9.884491399428923 72:-0.7563552301571497 73:6.842662656859334 74:-0.964003922130676 75:7.179696360752145 76:-1.839857653726782 77:-2.877111079970759 78:8.823078938271237 79:9.820580805829749 80:-1.248226548654636 81:0.333520796467732 82:-7.770905995744767 83:-0.1631451691895263 84:1.675189366762484 85:6.974416512186389 86:1.482965592763239 87:-5.262936930026187 88:-3.9674677038405 89:0.6449455618366774 90:-4.763340518540654 91:-7.041835928611481 92:-0.4549236518386441 93:-1.799988947278 94:-4.390770442404419 95:5.069132013220315 96:6.923726038953942 97:-11.23386363101016 98:-2.961660726338889 99:-1.560444615263845 100:5.061419047144263 101:3.036415825003243 102:1.379737722993654 103:-2.230540534113496 104:-5.539028405807683 105:-2.40469167350405 106:-0.3041090293607105 107:-1.16284490432242 108:-1.564510998778931 109:-1.061308763016811 110:4.003725306555812 111:7.838404916621561 112:7.368363664949307 113:2.187681044465628 114:7.464216987956314 115:9.144488452513524 116:-10.23350712158184 117:2.512225416239703 118:8.643810881802885 119:-0.4638852838779443 120:1.78233250572989 121:-4.223787149234703 122:3.604193576856482 123:9.937863889750965 124:4.878112173263824 125:0.3278145552041463 126:7.553989745195837 127:8.739225681208577 128:4.625658918095651 129:0.7792556830966679 130:1.902935427482731 131:-1.862288967457115 132:-0.7895457594768871 133:4.790338213097717 134:8.643942603581005 135:-8.028108922007318 136:-3.168046213576593 137:-2.781197533791123 138:-3.101470672890197 139:-1.777523381566834 140:-2.748508263062618 141:4.489872261498789 142:-2.613347309347138 143:-6.301402456145803 144:-0.6042936522770552 145:-6.734043575663625 146:8.703608570442929 147:-3.116955971072676 148:4.588943999563047 149:4.927578995793551 150:6.974389909167343 151:-9.755378156178727 152:-2.055967195803253 153:3.827130551786063 154:6.932419446590764 155:1.828998087561154 156:-4.876815913989057 157:0.235429200131414 158:3.907069483155098 159:7.832954783123783 160:-4.354468161366715 161:-1.115677300111624 162:-4.440467767653568 163:10.41913582077083 164:4.0216637681755 165:7.412711565484206 166:7.356420934504624 167:1.867418008932693 168:-7.523578925713482 169:2.637654981880715 170:1.055006516596353 171:0.03683052308977453 172:4.32811280103744 173:-8.743139380173744 174:2.865777506610533 175:4.182935454090821 176:6.583483639546545 177:1.674459642313946 178:-3.945847903176701 179:-1.574046178573697 180:1.223090290992225 181:5.519961313628928 182:3.533042583648732 183:-5.462367111487644 184:-6.846090334086464 185:-5.251206092469696 186:-1.049684906751975 187:5.307615286387616 188:-8.671704075304557 189:2.475151944637929 190:0.9146368313393247 191:8.785459042001813 192:10.31314352546037 193:7.476298518671818 194:1.270538029992314 195:6.564186976659806 196:6.765696046340302 197:1.784638330087593 198:2.794232981450845 199:-2.200415213623782
--1 0:3.719776821663606 1:4.222367734292152 2:7.515801084165938 3:9.497657553358481 4:-9.00148632552099 5:1.005317902788681 6:-2.92061780108466 7:-0.1047569747099382 8:-6.143900110139633 9:-6.037682910505817 10:6.874201255724878 11:-5.518457616756175 12:-9.164447217598795 13:-5.388331558290857 14:-8.246180863447893 15:3.970567990480467 16:-6.791036336245302 17:5.026545602821849 18:0.07582409917349064 19:-1.928126593656398 20:-2.785628296142834 21:-8.352173129365562 22:-9.525494430937515 23:-1.389981257394807 24:-1.271739852054351 25:5.28423143429344 26:8.346086196377412 27:-0.1379430833052221 28:-9.018650240090004 29:6.500573560777331 30:-1.357628152453685 31:-0.6077057824875888 32:-10.97244440111376 33:4.093215513825938 34:-5.355187617051008 35:-2.133319740771962 36:4.428227346763817 37:3.09238853614151 38:1.600174573907204 39:-9.361989418539554 40:-1.481753357570098 41:0.9492289395795068 42:-5.551434320465519 43:11.0750577189092 44:9.752146645159025 45:0.193772856203116 46:6.970339582820548 47:-6.498336160010502 48:-3.705143791872755 49:1.964249143599706 50:-9.362994494609653 51:3.586163023928493 52:5.805664222949105 53:-7.361428680728102 54:7.994026729482085 55:3.141190819504128 56:-2.763696931332498 57:8.272684976188058 58:3.296871314226162 59:-2.807185974044756 60:6.64142760243334 61:-2.01353486588487 62:-2.199033629114471 63:-0.8437690595535041 64:-3.827919429382598 65:-5.682247270443146 66:-10.47121480326075 67:-8.988650486556342 68:8.213871437025825 69:9.903815934627799 70:9.928148909445849 71:11.64049208328887 72:1.236514003867739 73:8.654232017181569 74:1.196707483632448 75:6.152919618110986 76:-1.428022421706365 77:-1.355230322253949 78:8.113983960024175 79:8.528165751340925 80:-0.898166648281541 81:0.884493757539474 82:-6.649824377291258 83:-2.008959444946662 84:-0.2286836940614039 85:6.454108213520083 86:1.084870605974356 87:-4.926911796972768 88:-3.198401880752977 89:0.02102033009626691 90:-5.603662109955949 91:-5.679482813063646 92:0.3437653060379121 93:-4.002949843618785 94:-5.130321678351262 95:3.960458404272437 96:7.006206368592206 97:-9.579746880342956 98:-3.972412488451467 99:-2.532520095831853 100:2.515894905996206 101:3.549621900898423 102:2.464820289510538 103:-1.719957859367034 104:-4.884473365284326 105:-1.476211606506417 106:-0.7035497849188106 107:0.06829821084483823 108:-3.085987956932142 109:-2.61052609765892 110:5.760344254613239 111:6.040638595592775 112:8.8295100623737 113:2.160648761895628 114:8.975948346449444 115:9.863802343883556 116:-9.636354202289441 117:1.033698008777738 118:8.255774344657047 119:1.602404903892498 120:2.501085851630119 121:-3.118822029488813 122:0.9460915587887058 123:8.711817752894817 124:4.362310185992345 125:-2.797303717460335 126:10.02101339836961 127:9.402824509275337 128:6.869078173679558 129:1.160107120501184 130:-0.6299062381258322 131:-0.6009515120107426 132:-1.790729534247714 133:4.119740679107858 134:8.247479510791418 135:-7.383971985944622 136:-3.868722567495204 137:-3.410025179223191 138:-3.252234679825652 139:-2.245313648790113 140:-1.29528179335379 141:5.523590562057783 142:-2.878250251016144 143:-4.412481189342064 144:0.03785828215526688 145:-6.051928412613075 146:8.697135777154729 147:-2.090858547767504 148:5.765568298115314 149:6.682174627848846 150:7.324906361891771 151:-10.87827398335425 152:-3.264735820767556 153:3.662564134821733 154:4.752245386464249 155:0.1919084301939753 156:-4.623861800235312 157:3.350722058162629 158:3.978467942476444 159:7.359306558013436 160:-4.291851306863697 161:-4.189914442540115 162:-5.471840125440266 163:9.032602600001717 164:5.078884061470346 165:6.513440380237326 166:7.239208823850048 167:1.25787662023421 168:-5.81559582947382 169:2.994585377167823 170:3.477281175585656 171:-1.696222261574528 172:2.323630574223326 173:-9.181926583193656 174:1.61429519777219 175:1.973915805764957 176:6.041100844125419 177:0.6722475891162285 178:-2.351501343323895 179:-2.209954334438883 180:0.2467731047131249 181:4.692604953788199 182:2.53132474579889 183:-6.177529739165354 184:-5.806076866588754 185:-4.979920428381553 186:-3.652075272482644 187:3.173088255764958 188:-9.841195057904239 189:3.670894743164694 190:-0.1610678824246922 191:7.494613255979355 192:10.76305951013482 193:7.246618006722484 194:3.612315728704205 195:2.416936823552243 196:8.890095640454678 197:2.463630997695303 198:2.038302034576794 199:-1.70444032952469
-1 0:7.081303933204688 1:-4.668817243237397 2:-4.594363247606675 3:-1.993739788024576 4:6.234806448741457 5:10.13247720171344 6:-8.267087988205242 7:-4.141964601611449 8:6.223436210174055 9:4.229271881988678 10:-8.25478731903093 11:3.593954251192928 12:-8.533948227292056 13:-9.609480676278805 14:-6.436053182970765 15:3.02659609151018 16:4.247881526889657 17:0.5438722647590666 18:-6.472092500687676 19:-1.435113161662102 20:-1.735520420681748 21:2.323985974194698 22:-6.91682851937598 23:8.139143022115988 24:-0.08284942413759938 25:4.531918547283852 26:1.62983679944972 27:-1.553160780907437 28:3.872343765846684 29:5.640406110754823 30:6.570916007655116 31:5.573753800719536 32:6.147874651493703 33:7.662782723452115 34:5.907647751772219 35:4.686923664520797 36:6.479393617412803 37:6.56509070811257 38:-8.084623267882403 39:-3.76323470901667 40:-1.643082150815473 41:1.310513807104294 42:-1.443250948120768 43:-9.243142904981513 44:2.787292856422662 45:4.737308916114251 46:-9.165092139357682 47:-4.171001738653665 48:-7.221463804117913 49:5.519318443577831 50:3.011686470993619 51:-3.793554121632723 52:9.368710705739607 53:-9.88759496395112 54:-1.638688434689395 55:-2.326059944346419 56:9.894434840908042 57:-8.275776054352235 58:0.5249858149390183 59:-5.358800359665865 60:8.217509530974382 61:-4.437585512695223 62:9.744555885964921 63:-0.3553151048448944 64:-1.234244536563856 65:-3.712990513255804 66:-4.718980092588916 67:6.881122707687641 68:10.52896379408839 69:-3.542768758656192 70:0.6340380508321376 71:0.8091503548869474 72:-2.471448994107715 73:4.49681157685279 74:-3.838727770301692 75:0.7567821276771873 76:1.739653590523027 77:-8.475846401123285 78:1.376981687208676 79:6.652628224756461 80:-4.569964202200695 81:-3.310641198574216 82:3.243380655826682 83:5.441413266153575 84:7.238503844729831 85:8.595049588017458 86:-4.095732087623867 87:-8.856640144831751 88:-0.04597151116830078 89:-6.77027330102033 90:-3.929394095912286 91:-8.357374506141095 92:7.80589619115953 93:-5.924771445842964 94:-5.298492543087566 95:-7.783827123738282 96:10.06792013668329 97:-7.326024022442625 98:-7.496637792670861 99:-0.8204276454062198 100:5.998485435893651 101:-4.420650741476965 102:7.334138738133247 103:-6.681176117716657 104:-5.262848791675934 105:-9.867069538652046 106:1.396814605528775 107:-2.166616036175433 108:-10.25498469721756 109:6.026574565067749 110:10.67726955755747 111:6.012548498615182 112:8.406729210923485 113:-6.344157048021759 114:9.875708905202668 115:-6.395084042900249 116:-3.996278606396733 117:1.770211360036457 118:3.444162237236993 119:3.899027178171096 120:7.824817029355599 121:3.431179323297879 122:-7.619769422628728 123:-2.052005939940705 124:5.660036805777742 125:3.988270402607104 126:-7.155960079874559 127:-1.981208779983966 128:5.515407185011408 129:6.095244537110045 130:-4.22504364719798 131:-2.910973408620162 132:8.787863331480152 133:0.2861853105594183 134:-4.044384121603949 135:7.988358037570717 136:-3.237612529606898 137:5.147950483259378 138:-9.934449135777978 139:0.1393647795409176 140:-9.333332456288458 141:-5.928698797279797 142:5.089096656646523 143:3.704973671890277 144:0.5351526106699624 145:-5.318702617117277 146:-1.895844878020641 147:-7.437040635000462 148:-2.048693384702055 149:-1.638671194328203 150:-4.31364357435759 151:5.496469341121944 152:5.054819128492656 153:-5.818440294710726 154:-8.197802370503927 155:-6.527306978236679 156:7.175127052455355 157:-1.900841272329817 158:-3.528732025040798 159:2.677094607725178 160:5.634096475345716 161:5.997974518310732 162:-7.30052814689946 163:3.645958481150654 164:5.925963293981704 165:3.084453162845837 166:-3.527780335330625 167:-3.999250949116283 168:2.646651452807504 169:-1.780696070825999 170:-9.143390916085522 171:-7.621748247768841 172:-5.766989729405718 173:6.584757537658117 174:-4.677682579753538 175:-5.940551281947101 176:5.099141932449736 177:-3.724898783133979 178:-5.216942183927186 179:-6.258329773291782 180:1.168220636591736 181:5.315318830376222 182:4.2651523354748 183:1.128899751930489 184:0.7644581898993066 185:-7.116316824299499 186:-6.041646869912262 187:-2.300645900020312 188:7.071571977642546 189:7.250383802997533 190:-11.25254910981591 191:-3.748030227416404 192:4.834295129561673 193:-6.287752526367349 194:-0.01129960773468086 195:-8.416162551573787 196:-9.930918649105347 197:-9.274841101850376 198:-2.602405238582413 199:-8.10830152792796
--1 0:3.518471493999351 1:6.532236400652888 2:6.847811006921018 3:8.911113984346192 4:-8.087826536329855 5:0.2147800875622595 6:-2.114927604758373 7:-1.151044113525786 8:-8.143836158862648 9:-5.183848431894144 10:9.2892437517635 11:-5.275811868633586 12:-6.622424705829943 13:-4.770992045065258 14:-6.882055986439793 15:3.187301590143374 16:-5.951084636658747 17:4.405177280338498 18:-1.335296519816277 19:-2.078202778093702 20:-1.008938992943672 21:-8.153403164195948 22:-10.33007960189184 23:-3.877597935166609 24:-0.704524750181527 25:4.170573555276059 26:9.96852391518415 27:-0.2417365716305839 28:-8.474178021900553 29:7.984919638328873 30:-0.6931430229219692 31:-1.137850160145716 32:-9.791748015751853 33:0.8869280824793071 34:-5.347302182123729 35:-2.840536648108891 36:5.079199008837475 37:3.603990621863283 38:2.535313905493985 39:-7.542566769181732 40:-0.765431528420887 41:3.282417897820083 42:-7.415481421488705 43:10.16120696220609 44:10.89683180397124 45:-1.469902902837667 46:6.808128385245961 47:-7.550401149737834 48:-2.718535402300418 49:2.991628128800901 50:-8.548481603989883 51:3.81470404970719 52:6.8516081939244 53:-5.496050770037353 54:7.553166836825738 55:4.406348584371929 56:-1.995384849538823 57:6.615385655917443 58:3.281605318935401 59:-3.758397000139358 60:6.510898934848868 61:-1.327045745739381 62:-3.840205833651974 63:-2.723037485493134 64:-2.340286141489994 65:-4.566828528000859 66:-10.33669287610747 67:-9.508904787586728 68:9.676215917809571 69:8.260493430555989 70:7.983373023866773 71:8.108503301792862 72:0.2269927670130991 73:6.107405521003496 74:0.8293700437772902 75:3.768244708401154 76:-3.392306628917243 77:-3.099962506838935 78:8.917528294823121 79:8.720117430180558 80:-2.133076564143797 81:2.518478112718618 82:-7.305121888682654 83:-3.842854188933881 84:1.51775606382603 85:6.80937720121491 86:2.577591833660625 87:-3.712013991705594 88:-3.984853490336697 89:-0.5138522554578091 90:-6.907618324514257 91:-5.277416226962466 92:2.059269196941393 93:-3.339275435559719 94:-2.668252865589409 95:3.280652020974927 96:6.684597603662878 97:-9.134166730909346 98:-3.070353753142355 99:-2.681839182670136 100:2.824227395438984 101:3.270933914294435 102:0.4723756504579645 103:-4.016386978756684 104:-5.82612503698028 105:-0.3787307056494493 106:1.611855593536299 107:-0.6866852805476504 108:-1.278221170344736 109:-1.323256949659905 110:4.7500067546081 111:8.3585224458424 112:8.709469879934643 113:0.6707225799512992 114:6.890857767983302 115:8.589625884077366 116:-8.80091482025648 117:3.067647272484079 118:9.1850884212763 119:-0.936818436944522 120:4.513466277342928 121:-1.889383800305298 122:1.515281108709678 123:9.838965208202193 124:4.455733578926286 125:0.009914333721230073 126:6.972603372981772 127:8.643910296865648 128:4.490671445369855 129:-0.8481140978430057 130:2.112000354975842 131:-2.312440230459638 132:-3.825962896205773 133:1.896950271089699 134:9.785858033968474 135:-6.805428690726171 136:-3.435232829734933 137:-4.104981027495194 138:-3.773120358624098 139:-0.1304236180725277 140:-3.248021843295381 141:4.735548868638525 142:-3.133760675968936 143:-3.221731944186013 144:0.5810632521483627 145:-7.014343839675369 146:6.43236100396093 147:0.4345779159166399 148:5.630166342310982 149:5.100462929364244 150:7.321507016152623 151:-10.22775801791444 152:-5.799440245661527 153:3.198446058254508 154:5.205504680873269 155:2.323957482895465 156:-6.907436315040512 157:0.9038577044559615 158:4.193681728296689 159:8.056893619756854 160:-5.19676915700369 161:-2.72748341384035 162:-5.841330351464938 163:8.92555790000568 164:4.701918558996709 165:7.056907595231489 166:7.800610351333652 167:3.057311887834999 168:-6.685238680630878 169:2.268596432003855 170:3.261626915957774 171:0.4938658095590478 172:2.741158946504545 173:-7.708487470610249 174:2.951974115068093 175:3.502333257735907 176:6.907096044924774 177:1.915331744156464 178:-2.63178004399583 179:-1.303581357801337 180:-1.92030513743023 181:4.549349210086777 182:2.909373886243223 183:-4.268926795947023 184:-6.275205735796328 185:-6.42219190070491 186:-4.2425250454377 187:3.032517412218517 188:-9.577733786538472 189:2.554910064990699 190:0.8586624658150609 191:9.042139073833726 192:8.599461420350927 193:8.062925112020878 194:2.890938720499993 195:5.581619321175878 196:10.03319012923238 197:0.5427933841731454 198:2.792886489125332 199:-2.148681626532652
--1 0:3.553255324098416 1:5.091328140109828 2:7.428025733804795 3:9.536523360467266 4:-7.781317961658515 5:0.3424868636719516 6:-3.014703327101268 7:-3.614439661354039 8:-4.760324671911458 9:-7.094992122773569 10:6.49249201664399 11:-6.667357383770358 12:-8.904414193765527 13:-4.275553935186566 14:-5.847292645173605 15:6.014685898095621 16:-4.333765108313882 17:4.904705582681276 18:0.6285174404571325 19:-1.167809000746762 20:-0.6026862927470616 21:-6.753687990153039 22:-9.521532420118154 23:-3.449575733452483 24:-1.14988987617943 25:3.975141245431333 26:6.279587325123256 27:-0.6365164418977843 28:-8.015317968766198 29:7.654016259972932 30:0.2073916545732519 31:-3.483249628729953 32:-10.22159970856722 33:2.664942563092993 34:-5.220294878949372 35:-1.101028543802606 36:6.441316046572903 37:3.402677102321451 38:2.839688433573562 39:-7.3477481176557 40:-4.732440928576397 41:3.134640671492469 42:-6.376115471299187 43:9.279549621939365 44:8.218899348883278 45:-3.623247362285603 46:7.191705357578776 47:-7.858104480453273 48:-3.029388480895816 49:1.524353168124662 50:-7.405889878560959 51:6.180025154749381 52:7.318096621625646 53:-8.00000239553539 54:6.5950824888818 55:3.850589053911942 56:-1.735409659219382 57:6.645459046833754 58:2.341910768060534 59:-3.292315746236514 60:6.20107504585478 61:-2.6117985946547 62:-1.914589867207699 63:-4.217391188008344 64:-2.298164400921304 65:-5.363658447898753 66:-8.701401149647689 67:-9.993541036704928 68:7.250868168499595 69:7.425585567761403 70:6.973362113295372 71:8.734702308005511 72:1.719863823250486 73:6.497369332052468 74:-1.864032826697378 75:6.692766953953791 76:-3.03242157421667 77:-3.212786861551952 78:8.913005877754017 79:8.335511874403371 80:-1.6301749179089 81:1.668013041219168 82:-7.193381534754474 83:-2.765281853691358 84:2.205332379523164 85:6.088919667735254 86:0.7177606435162123 87:-5.43916115793796 88:-3.613333530946522 89:2.256075428572032 90:-5.245153204337941 91:-4.525375466158067 92:0.9101110158195241 93:-3.091441272757961 94:-4.759066775266769 95:4.152264699915249 96:6.987467624452223 97:-9.397148853899456 98:-3.204493855709714 99:-2.310193099151198 100:3.670326627898773 101:5.196899291885853 102:0.9425180760923733 103:-3.432249959061788 104:-6.821047798909581 105:-1.542709878516666 106:2.058827746571875 107:-2.344289166513065 108:-2.593439851468279 109:-1.544594895043643 110:4.372419480134528 111:7.459245631790958 112:9.363261535493997 113:1.241622888297458 114:8.306923001221662 115:7.324565298297619 116:-9.708925081912549 117:2.514631516642745 118:9.362379511078551 119:1.61355300798685 120:2.430821549553706 121:-3.255900951237414 122:3.592049085181197 123:8.703602508423485 124:4.490960505520738 125:0.7972570551920509 126:8.622539435812401 127:7.92231004435948 128:4.983989118703199 129:1.545398661465808 130:0.236206116681368 131:-1.652701187978632 132:-1.801907751192402 133:2.653235095747801 134:7.83315748391545 135:-5.112025139157577 136:-2.702533016680277 137:-4.862589452330656 138:-3.147425965821427 139:2.393849168361165 140:-3.576887015124038 141:5.372004634288225 142:-1.825028972843649 143:-3.660988945653345 144:-0.3191766488051405 145:-6.329152844513604 146:7.136794019344832 147:-2.080822739778817 148:6.460444005627148 149:5.770487708853575 150:5.498531595394198 151:-10.47787315321864 152:-3.916869356766887 153:3.758352705334438 154:3.404732492186283 155:2.933540959670678 156:-5.67309419233339 157:1.908025946591845 158:4.061330025628705 159:8.373286678082453 160:-5.036573504742667 161:-4.528553761081227 162:-6.524666101002517 163:8.682479620122109 164:3.361942196028718 165:5.80656905034952 166:5.549226496707541 167:1.822046719797431 168:-6.228225798880331 169:4.593615299174217 170:1.789574520297553 171:-1.755490194136066 172:4.787300159295012 173:-8.765186230340481 174:2.058656801427061 175:3.529856042732165 176:7.006709011590471 177:1.587432266672724 178:-2.355976671309969 179:-1.031529458134544 180:0.565370582750562 181:4.29421138485648 182:1.582747373207253 183:-5.635107099484842 184:-6.733139159077322 185:-6.867029433603289 186:-3.46467064827147 187:3.131823198920856 188:-10.63152600187027 189:2.052427036379863 190:-0.3405662219667303 191:8.199414991463735 192:11.08383481520272 193:7.336569372889942 194:1.799687547605592 195:6.41230177543414 196:10.50679524396424 197:-0.06176869817439146 198:-0.8562557423426091 199:-2.320122737186974
-1 0:8.448518199765584 1:-3.301639803853267 2:-5.137179646758377 3:-2.838538891828343 4:2.72100390715317 5:10.36679914030508 6:-9.51693076107345 7:-6.598755226111863 8:4.578360362027922 9:5.393853773667842 10:-8.099322199663336 11:4.095008106046264 12:-6.970735543683354 13:-8.618446139239413 14:-5.759407963838761 15:5.129127789606575 16:6.083914366929425 17:1.182920026713892 18:-7.886774116262605 19:-2.118889614161011 20:-0.8864455697830222 21:2.509271050943645 22:-5.764915402344553 23:9.426401265270245 24:1.017474481009172 25:4.104601296850448 26:-0.4754414362684961 27:-3.545292761467366 28:4.511496561317887 29:7.750451915079721 30:6.689528407296661 31:4.495099683635801 32:4.836228369611332 33:6.993946759972541 34:7.588801779175991 35:4.576867918323203 36:6.797965393326507 37:8.435247696830459 38:-8.317956815745779 39:-2.283814799179019 40:-3.657929913668007 41:0.6524299417139208 42:-1.274450864898677 43:-10.00145244655905 44:2.736393839925515 45:6.555766783299448 46:-9.709346391670957 47:-5.1565475538691 48:-8.232688634375174 49:7.528678325953417 50:2.510589715995864 51:-2.813743899052572 52:6.431181149841117 53:-7.553551822722281 54:-1.867362966095129 55:-3.428406405127851 56:7.531572406560256 57:-8.929208984758294 58:-2.538141975914261 59:-7.047849448121802 60:7.644016477205186 61:-5.46093401671602 62:7.567590229225766 63:1.745260984059659 64:-1.976971631120778 65:-0.6790184371078913 66:-5.723008668609365 67:6.536229571122531 68:8.545287943120316 69:-4.811982511789044 70:0.5559494488270367 71:1.641454837904016 72:-0.001358013147293002 73:4.456871426750483 74:-3.178648170574502 75:2.251074641654594 76:1.709453093917722 77:-7.631682237818657 78:1.860683658497944 79:6.541245407246725 80:-9.678179184762634 81:-3.069572902777138 82:1.341190386638926 83:5.718648733729414 84:7.756527104190286 85:5.665170195443519 86:-2.582378078983738 87:-6.74232545389766 88:-2.514077925989627 89:-7.138029116545719 90:-4.229861426139395 91:-6.494131938208252 92:8.925558846505577 93:-8.57460632219351 94:-6.469053568627581 95:-7.121093961351843 96:8.912293502685493 97:-9.430000533201666 98:-7.897703490232606 99:-0.6411635052928242 100:4.034410028466052 101:-6.807673553174664 102:8.70541248099401 103:-6.365130257787296 104:-3.762541302015578 105:-6.119612141448077 106:1.667309133051146 107:-2.26542538390468 108:-8.452135307322369 109:5.623303361045694 110:10.6790777282414 111:5.922315205360025 112:9.527136640593051 113:-6.506489792670499 114:9.384405288923901 115:-6.869555213738582 116:-4.059530916418782 117:4.580139615161462 118:2.924603290584086 119:4.464176042257051 120:10.05178698507583 121:5.29326011630295 122:-8.143847197739287 123:-2.092835118801187 124:5.608649744538463 125:7.425107825146085 126:-6.557109069426307 127:-2.15084801618132 128:6.680518139766574 129:5.466336786635705 130:-4.95438029829006 131:-2.458234943526489 132:7.765078061257199 133:0.6761446184235727 134:-4.801258367441536 135:6.387370116087315 136:-2.192618173953439 137:7.739943641547863 138:-10.38950082873919 139:-0.7420551626620653 140:-7.930255594090933 141:-6.609218232995338 142:4.92627491568634 143:5.082710806690348 144:1.777924317662949 145:-5.887211837347078 146:-4.870233587283431 147:-7.455763399960768 148:-1.513296216411679 149:-2.926263196530263 150:-3.089346857589037 151:5.475447323657566 152:2.436864696061737 153:-6.241949317117501 154:-8.850963474001146 155:-6.170056333032234 156:6.614770590694857 157:0.5865952059305752 158:-2.07623821200644 159:2.300365252288735 160:5.903444821111399 161:6.974842946895103 162:-8.812136102132877 163:2.425067037408781 164:8.762710306240264 165:0.3311643598641536 166:-3.110660090013509 167:-5.139287014091285 168:3.721864416700863 169:-0.8664061373944325 170:-8.837762375413618 171:-8.452370676125435 172:-5.280172992628485 173:7.599572189861685 174:-5.596956425105912 175:-5.300093004105142 176:8.189211416930068 177:-3.410240733300763 178:-4.743277532242463 179:-3.688316400019823 180:2.867002144679317 181:8.152982569628957 182:5.735870008307653 183:-1.356746293067784 184:3.467378164776171 185:-4.36578986471777 186:-4.257176708018182 187:-0.9561267955858425 188:9.441663719196981 189:8.673374146338917 190:-10.40809529058596 191:-2.376029019827351 192:6.149780780487087 193:-5.429536746420256 194:1.146611662529896 195:-8.381335918930677 196:-9.675677394525417 197:-7.34589358799033 198:-4.946278452857641 199:-5.82044552083215
-1 0:7.511521319725443 1:-2.933950055230431 2:-5.705706484178127 3:-3.497233697112358 4:3.492479743298092 5:9.589684144443297 6:-9.390102654116662 7:-5.349410457915033 8:8.858959003345406 9:6.222688278292111 10:-6.57614639368035 11:2.367467306738876 12:-6.359221934601452 13:-9.218127189895753 14:-3.926164171387249 15:3.261678429009258 16:5.63841829453463 17:3.776870924143845 18:-6.634023572566051 19:-2.323656670654241 20:-3.654222354608887 21:2.724125642339507 22:-7.192112211589024 23:10.68199370249217 24:0.3149822487579047 25:3.601703627084471 26:1.072738731241595 27:-1.270328403915605 28:3.782090740121231 29:6.448097367582968 30:4.865552584935395 31:5.536585367477874 32:6.830564574152682 33:6.154276099968923 34:6.805061957446936 35:3.461230108737535 36:6.839700367449804 37:6.287474550908069 38:-8.958134419125509 39:-3.454826404988621 40:-1.043637774155759 41:1.073617813418122 42:0.0885804774553236 43:-10.57435847441505 44:0.2905853600321151 45:5.595124265754237 46:-8.850368938176052 47:-5.350627233419734 48:-7.536673777351834 49:5.577184647665121 50:4.569455371995389 51:-2.972974349116644 52:6.558165259260496 53:-7.302505499098954 54:-1.663993539353738 55:-2.401827073946959 56:8.477975104588953 57:-8.619784457752026 58:-1.498112783355659 59:-6.432869934976798 60:6.871757726201193 61:-6.770681046196238 62:8.684032582758377 63:1.441367755165678 64:-0.4142827889602196 65:-0.6513344851735507 66:-7.319291374627329 67:7.75242402174217 68:9.684328084801553 69:-3.523575912925817 70:-1.010560593663977 71:1.302083852343735 72:-0.8068681643775144 73:4.17716631004431 74:-4.573552735893591 75:2.822161261613872 76:0.9703151134925783 77:-9.085716889714609 78:0.9548305457167672 79:5.959392523265119 80:-4.928030905384388 81:-4.866039967151538 82:2.596622537994987 83:5.80475110220414 84:8.405514874583879 85:7.78109210077621 86:-4.446787494378317 87:-8.170236609185002 88:-0.8378873180485324 89:-6.222408793786918 90:-4.345749575191764 91:-7.515606120831421 92:6.277048969726547 93:-8.466610439500521 94:-5.221752711762633 95:-7.074892666836619 96:9.532027454244497 97:-6.990593915259497 98:-6.650125437145801 99:-0.6166937646475235 100:5.265734794101114 101:-5.598050791270554 102:7.320459720948464 103:-7.205055069013326 104:-6.303805227532206 105:-7.295303650220569 106:0.7877236346053845 107:-4.93930047623938 108:-9.070971273899117 109:4.747356834593622 110:8.459696324467735 111:6.714827096171208 112:7.93672557307836 113:-7.177251369643923 114:9.797998776203574 115:-9.063845849717577 116:-4.823823505723903 117:1.954502973707012 118:2.299149361936655 119:5.167527048547395 120:9.035770515610752 121:2.580072051730227 122:-8.593591225065703 123:-1.365697707782216 124:5.248198627409332 125:7.248964645487304 126:-8.602421438876547 127:0.271374320613718 128:7.035907495531275 129:6.130745217483211 130:-2.764690857607688 131:-3.384970987336628 132:8.970972216169248 133:2.217745139107658 134:-3.759145398853333 135:6.087832324986334 136:-1.999209780792468 137:7.872679001298357 138:-8.512662057824066 139:2.027558749441047 140:-9.571030535097282 141:-7.861247201897587 142:4.460115679349687 143:4.613750311218809 144:1.492481978949142 145:-7.18678559660935 146:-1.862132775945265 147:-8.561593668788166 148:-3.510069511230806 149:-1.686443400570457 150:-2.851427367213864 151:5.586980052892701 152:2.567287980302252 153:-5.055566534925944 154:-9.552309621623635 155:-5.97127038998163 156:6.81512018326984 157:-1.779728311031829 158:-3.163196690497846 159:0.8625460036043335 160:3.124339434677804 161:7.198890523219876 162:-8.256790316083688 163:2.47586650916578 164:8.93023070622815 165:-0.7662870674101887 166:-1.899702377828942 167:-5.579340840260989 168:4.068835194551259 169:-2.799431273521845 170:-8.957375053323167 171:-7.547228878743133 172:-7.373887364782062 173:8.075356338940697 174:-2.322381225089361 175:-6.333940008318017 176:6.840894653050325 177:-2.598402431902178 178:-2.715068084172628 179:-5.370212309777128 180:1.782922862785241 181:5.631066817421103 182:8.841627432726053 183:0.05503387202980625 184:4.239887728367647 185:-5.694631937893574 186:-3.94278688316316 187:-0.7415236254889643 188:8.823473584782757 189:7.175113578721864 190:-9.709276214241022 191:-3.05393510894304 192:6.696692216735841 193:-7.243737165536051 194:-0.6210341927831597 195:-6.896254715727689 196:-8.772964095260441 197:-7.156871760111944 198:-3.685847079762731 199:-6.74959017255496
-1 0:8.995076009475431 1:-1.969638695450632 2:-4.464669932876013 3:-3.810484736746966 4:4.756666063713251 5:8.728515797990886 6:-10.00288058725779 7:-6.276912317208266 8:7.450538564745394 9:4.392605080013944 10:-6.612652258539953 11:2.77019561450687 12:-5.534703969782306 13:-10.91471802643082 14:-6.595652367929907 15:3.577220320299533 16:4.702407095716276 17:3.019829542250597 18:-7.28010238765706 19:-0.5924269598521664 20:-1.761794448981574 21:1.792053013198597 22:-7.997780122766619 23:10.16862643666821 24:-0.228294188003204 25:3.090066517527355 26:0.2963060400203658 27:-2.157329513236214 28:5.39379596231577 29:6.774032879010822 30:6.500171777046617 31:5.458422041784395 32:6.856577433227841 33:6.492255374310872 34:7.904547972459224 35:4.188438920466659 36:6.710924182503427 37:5.496813237643676 38:-9.514424181900406 39:-3.799086956418005 40:-2.464178034762215 41:1.393438075828998 42:-1.527032417905412 43:-8.316625566616981 44:3.049603257624744 45:7.284381227287295 46:-9.973561973947261 47:-5.560992830920664 48:-6.587908706199204 49:9.385992134549111 50:3.814104590712816 51:-3.241635426729887 52:5.216013424786826 53:-8.279651108191324 54:-1.73838002006723 55:-3.285955475457854 56:9.851482735979703 57:-8.494778600593124 58:-0.5811836765839999 59:-5.816677040507954 60:8.947024843835395 61:-4.678955870860754 62:10.95772175580855 63:0.09913416174452738 64:1.801601974128411 65:-0.9717147702313226 66:-6.551813602945057 67:8.725443005341836 68:8.749608887548012 69:-3.881216050030902 70:-0.5545864071663895 71:1.93750402835368 72:-1.444201860160968 73:6.179523124049135 74:-3.6869300077083 75:3.474866325819397 76:2.00482633298686 77:-8.868034698403779 78:0.6257693845453208 79:6.109255881221623 80:-6.340839785542475 81:-4.028309951455082 82:3.586402492638156 83:5.284432435858965 84:7.800375498133605 85:6.438305969112962 86:-1.60198031626735 87:-7.081930452592306 88:-0.2491730488744119 89:-6.494690231449134 90:-4.206158073013545 91:-8.124559788305174 92:7.863435110664547 93:-8.955828519816665 94:-4.587886814291032 95:-7.819819374186662 96:8.505562918610513 97:-9.096953206899702 98:-8.561052119879438 99:-1.646596648329546 100:5.29438416815897 101:-3.546412530434261 102:7.253409433387048 103:-6.831576873934351 104:-5.358260897217978 105:-6.98182210250139 106:3.520924635094193 107:-2.65544341088944 108:-10.04963770250817 109:6.679939808130738 110:9.239814136340359 111:6.711224765485325 112:9.146571768744606 113:-6.092412716235794 114:7.369250500498312 115:-8.729479315558052 116:-3.512897304989073 117:3.648171723596864 118:4.980424230325355 119:2.811408157082075 120:8.575266962971657 121:2.955382906625757 122:-8.047114580540857 123:-2.769016754315444 124:2.856464325016283 125:5.024937050449637 126:-7.118007096984545 127:0.2706630089423236 128:5.145102948127272 129:7.968618551059262 130:-5.367510562371673 131:-2.126585928133016 132:9.834407637648932 133:1.378460649832139 134:-3.080906517155027 135:6.033117526167532 136:-0.7677685946106687 137:5.783990057079787 138:-7.950851054869393 139:0.9111756894484391 140:-10.37233245574761 141:-7.012478234683144 142:5.989955791734978 143:2.92313234073342 144:-0.8270668847018618 145:-5.700522108208405 146:-2.432310306253946 147:-7.102576263224522 148:-2.150696619391518 149:-1.476936376487023 150:-3.30129699404921 151:4.811997342384807 152:4.486374521203565 153:-3.627080934644109 154:-10.17126852903203 155:-7.427709686721559 156:7.705296981058692 157:-3.042278268116896 158:-3.059616116059997 159:2.786288860901564 160:5.242434411992685 161:8.076272872946298 162:-8.803848593807157 163:2.053236935242214 164:7.249869816274 165:1.422749725805556 166:-3.923338254770252 167:-4.774112603569311 168:3.61521973255364 169:-1.538487991042696 170:-9.942818279133762 171:-8.478338394908048 172:-7.852909577752966 173:7.249312260979988 174:-4.261992795839351 175:-4.1970231673873 176:6.510078174241126 177:-4.354737453947562 178:-2.8226202522478 179:-4.100279133218273 180:1.253889532044536 181:8.711811081499157 182:3.213038974551324 183:-3.384469780715049e-05 184:0.9561326082757113 185:-4.469975611817305 186:-3.176490589785191 187:0.6815196770290357 188:7.400788312323018 189:6.885938178839431 190:-9.366737195437903 191:-4.669445647660696 192:6.180879870794123 193:-6.816460409396208 194:0.7695652133966699 195:-6.235668466775889 196:-9.724963518616986 197:-6.669993900623972 198:-2.779813553179571 199:-6.748013649680251
-1 0:8.153990475407038 1:-3.260832156332472 2:-6.471662807855282 3:-3.914715588019721 4:4.591366604247197 5:10.07613676531607 6:-9.80484609969678 7:-6.880010193680929 8:6.494603630725588 9:6.567630089868379 10:-8.049096136264808 11:2.681574534552659 12:-7.824068955970515 13:-8.604897674216987 14:-4.84202712105479 15:2.542701886078936 16:6.542316630765506 17:3.623292324891419 18:-6.086120997504666 19:-0.8038109401283351 20:-0.6631775417703041 21:1.81496957199925 22:-7.450193923918024 23:9.022012564273107 24:-0.1772321376676441 25:2.714975870608621 26:0.04078706574932109 27:-1.631586449425401 28:3.800639889346093 29:6.04744050434273 30:5.63437623485809 31:4.499920651301784 32:6.736332768116466 33:7.145397890425246 34:7.886977284646025 35:5.106397664170576 36:6.746471829055347 37:6.495949930196621 38:-6.455739057206884 39:-2.46271655038066 40:-0.1679443418529927 41:0.4612271814864639 42:-3.243474759520107 43:-7.558300587630185 44:1.694428607082824 45:9.626080541854956 46:-9.551904266049878 47:-4.900860343905094 48:-7.873875669788159 49:10.01873563753161 50:3.097204612186187 51:-2.20405153618679 52:8.133170663701653 53:-8.787211300718964 54:-3.225821470481517 55:-5.852914351006962 56:8.424823838351921 57:-7.802613819815324 58:-0.6044740111436282 59:-6.568879241533681 60:8.205189514937965 61:-6.369467899371747 62:10.05735960078499 63:0.5866508961980876 64:-0.1716008697284185 65:-2.22559542399802 66:-4.925461971759511 67:6.512272008129154 68:9.085353000306029 69:-4.410237777197492 70:-1.057124911826006 71:2.17113164450401 72:-0.1052083429936268 73:3.543688516784832 74:-2.793866904003449 75:2.124696313638114 76:2.513632872219893 77:-10.13938026832288 78:1.398115140860808 79:5.07692456122665 80:-4.684807405829323 81:-2.232456222327265 82:1.42541275413682 83:5.132240896664809 84:8.514099495791891 85:6.893618532803033 86:-2.051756565142142 87:-8.716784356518552 88:-0.04107486494591461 89:-6.645163412173996 90:-5.757562342473736 91:-6.080026034244626 92:9.378137209260327 93:-8.54942604316598 94:-6.281264193210427 95:-6.55813729230527 96:9.558887183556372 97:-7.764030441930516 98:-6.558802251039454 99:-0.7551732586032882 100:5.685155746998242 101:-5.78238842612147 102:6.493657896122018 103:-7.946776272684012 104:-3.882568321706612 105:-6.72336188825303 106:1.360381314749704 107:-3.962768999378056 108:-9.117553199354276 109:6.058866276480699 110:10.6070674932349 111:7.697043355179221 112:10.22272489301307 113:-7.081384843718938 114:10.00981334698153 115:-6.472288745641215 116:-5.342509992124974 117:5.357361638895172 118:1.773610536801669 119:4.038440132396969 120:9.702938119072041 121:3.391125526661633 122:-6.815090531601768 123:-3.856826256451544 124:4.849664493118568 125:4.994117145600025 126:-7.150062638486422 127:-0.8882963566616335 128:6.19453509528485 129:5.480043071742699 130:-4.887953632912614 131:-2.669502867876013 132:10.67855713070853 133:1.182830754461821 134:-3.173653214705426 135:7.471976232419993 136:-1.299159133032088 137:4.447647043885092 138:-8.3137196690745 139:0.5937005345003439 140:-9.650474229919157 141:-8.83853281891939 142:5.987147463292771 143:5.477155486230961 144:1.989058132328643 145:-5.271065426095793 146:-2.180348243496795 147:-8.065298089986447 148:-2.856307084769153 149:-1.451733343831995 150:-3.21671859969296 151:6.616857242096546 152:3.425939233527756 153:-3.952199465532617 154:-8.706827224332637 155:-6.790086005600251 156:8.946264363527909 157:-3.565631157710652 158:-3.92553199513833 159:1.151998453799314 160:4.865400408313564 161:7.342020426390442 162:-9.514902352626287 163:1.395416304427045 164:7.535564494791911 165:0.9945033590804664 166:-3.954386798712777 167:-5.494312987141897 168:3.375769181261771 169:-3.098650474227725 170:-8.707411688943054 171:-8.726504264139693 172:-6.77636899862286 173:6.52607662524801 174:-2.837354951388931 175:-5.07564299353759 176:6.175138266894153 177:-4.863143396813527 178:-2.784181625491227 179:-3.794165382223905 180:0.847046176963393 181:8.212388185772969 182:6.365778930570631 183:-1.675659090217251 184:2.690889440867462 185:-4.304805183912081 186:-5.750736914957477 187:-1.248830702018924 188:8.932046547459226 189:7.030331853003435 190:-10.1751500016143 191:-4.534211866929388 192:6.608110828522513 193:-6.947250342847914 194:0.749234873144366 195:-7.884423843472171 196:-9.843804469864567 197:-7.013759558798696 198:-4.987662083058565 199:-7.044441192321023
-1 0:5.947333391760147 1:-5.148835561900352 2:-4.64941429238096 3:-4.045008293924254 4:5.110250809022383 5:8.649357493607804 6:-8.508640572661792 7:-5.445032817028848 8:6.704673758748376 9:5.23922752784674 10:-8.570647589869592 11:4.717897292834628 12:-8.873662720525505 13:-9.243614995387352 14:-4.434069247293941 15:2.612203417926644 16:6.438928293720085 17:1.069152747290998 18:-7.150330135340503 19:-0.6200219009978361 20:-2.297941062018059 21:3.145098216500199 22:-7.460868516833013 23:9.428408371814214 24:0.8436357739242784 25:4.433784904282922 26:-0.2971046586616657 27:-1.799725387035992 28:6.741540594157497 29:7.209118474518699 30:7.353318657117702 31:4.676237487322656 32:6.788870736741122 33:6.081848304356639 34:8.433594324261179 35:6.908467740118111 36:5.363518847173804 37:5.672051534296479 38:-8.425126144725679 39:-4.250876885948674 40:0.460597208335938 41:0.3704152928952996 42:-1.262436875646171 43:-9.450255363936019 44:1.195623288796136 45:6.968570313911391 46:-9.36964298080016 47:-5.781766932328428 48:-7.902952922574664 49:7.580099894414487 50:4.005976645823604 51:-3.56816580059795 52:6.957659313052911 53:-6.999609769182777 54:-2.312059688264661 55:-2.077249372579326 56:8.857632483429994 57:-7.380856593051247 58:-1.075762252757731 59:-5.982461317996994 60:8.265354313457378 61:-5.008575742341591 62:8.614205848244676 63:1.636895133796047 64:1.872448852289572 65:-1.143514836206308 66:-6.207290917137797 67:6.906033172704227 68:9.516691746853551 69:-3.750886568416327 70:-0.565287362158553 71:1.687954016785339 72:-2.102484076735682 73:4.525433380020007 74:-4.43047562256623 75:1.030235171631233 76:3.147028220458524 77:-10.53191735460795 78:1.516052479647859 79:6.640611590096223 80:-6.116615639997398 81:-3.103154025584582 82:3.638841871131496 83:6.449506280651664 84:8.288919609663834 85:6.521075750095097 86:-2.855263049823506 87:-8.246426859417635 88:-0.8802156850560443 89:-5.096164154705539 90:-4.75867927260382 91:-5.97313938184615 92:9.27060342083672 93:-7.365768399758112 94:-5.860386128086663 95:-7.181676139194876 96:10.44816012381861 97:-7.912785036441124 98:-5.946291468450022 99:-0.7144201695418639 100:4.551007223474584 101:-4.784732395024451 102:6.133280511346763 103:-8.606278489743339 104:-4.066500242585744 105:-7.34769941714031 106:2.273426626628528 107:-2.710619257579575 108:-9.733846646459519 109:6.139093751112012 110:10.34517177384038 111:5.688122929919032 112:9.670205144771639 113:-7.072105214281309 114:7.801612671862037 115:-7.309113906202482 116:-4.846096643730595 117:4.574047046065676 118:4.314773641703275 119:4.6945689027232 120:7.592596468054182 121:3.854082568407251 122:-7.304165321898453 123:-3.085231150281117 124:4.005961615863596 125:5.390883558232558 126:-6.779673101988209 127:-0.02712253204635173 128:5.291822751576034 129:6.421051917586994 130:-2.028729668418003 131:-4.020969093863199 132:8.296524277642584 133:1.490757348455056 134:-3.443978495837493 135:5.912284038046403 136:-2.663705527544419 137:7.003879701106703 138:-8.913097548794518 139:-0.7391166676482153 140:-8.31378556922829 141:-6.344214595102408 142:5.724003963078789 143:2.324824958416851 144:0.6439973352867876 145:-6.429193678268366 146:-3.298171170493787 147:-6.694515440035342 148:-2.980568006503595 149:-3.371307775148304 150:-3.055416279267574 151:5.381605946194833 152:4.170879490506342 153:-3.184595290041483 154:-9.16377933381496 155:-7.98542140091805 156:9.512629676904172 157:-1.971271679092521 158:-2.741828525527016 159:1.566254221293053 160:6.740424171730041 161:8.317638733223061 162:-10.08616448817396 163:4.400455556062873 164:9.428673859873211 165:2.852032399630684 166:-4.70287198080881 167:-4.99307144171831 168:5.556661217303464 169:-2.605624962023253 170:-10.29073824833698 171:-7.866898291439805 172:-4.122232503440233 173:9.512368582134958 174:-2.962558850833874 175:-5.273164259157483 176:9.361694394725053 177:-0.4228334849790873 178:-3.183346017386972 179:-2.976883679849157 180:2.868788364998037 181:6.765798083048823 182:6.559268937588148 183:-0.5567254269844522 184:2.012960339275398 185:-5.457561550426682 186:-4.547389899615525 187:-3.431046076740304 188:9.550362156397437 189:8.173279625122634 190:-9.140532803341918 191:-2.633025890073874 192:7.577767968489007 193:-7.641509850718268 194:-1.225918569734495 195:-8.287878607217332 196:-8.148710924501469 197:-7.080426856362172 198:-4.845888130105194 199:-6.646471480404327
-1 0:7.441475927236836 1:-3.601993921483586 2:-4.183415820556692 3:-2.865902162158342 4:4.114340197627697 5:9.094024477197324 6:-9.611399945088472 7:-5.663875017741946 8:5.240933757019228 9:5.869423633279326 10:-7.61206712997808 11:2.259992818555694 12:-8.532626308954116 13:-9.200487749066006 14:-4.674382298492653 15:1.987134592233897 16:6.364208964293078 17:1.773353619469018 18:-8.03963353417922 19:-0.5464204860730196 20:-0.978569574211253 21:0.9088041185403448 22:-6.354801198535674 23:8.257429279309266 24:2.133646990331767 25:3.631890681833536 26:-0.5141690061974692 27:-3.675785820533676 28:4.897871966968006 29:6.166126032756421 30:6.596415411732295 31:3.609927995081819 32:6.934864618667527 33:7.002969514562943 34:6.8911122403157 35:4.051988956504775 36:4.764086879161412 37:7.237509841203187 38:-9.164190847002896 39:-5.363448294722103 40:-0.2720420950781978 41:1.353629814372388 42:-2.039748355820754 43:-9.54193023159897 44:3.354991282747182 45:6.14431137635167 46:-9.681080618011052 47:-4.636598413304212 48:-8.213420287381416 49:7.654541184057887 50:3.786633111299394 51:-3.506862091050608 52:7.84319574908549 53:-9.812293141191827 54:-1.144716214594599 55:-2.291882220685873 56:9.480495339109028 57:-8.380671667846617 58:-1.785576661106029 59:-6.715783533714316 60:6.490269680954596 61:-5.204478188400382 62:9.277775509565588 63:1.807252012403472 64:0.4330856713011852 65:-1.171365189587297 66:-6.776843244220834 67:7.42348823203883 68:8.87647230261191 69:-3.366400243373579 70:0.9146406639799213 71:1.98164519813211 72:-1.848432891546328 73:5.782054756208846 74:-3.398795937759088 75:2.017790546213252 76:0.394753608114321 77:-9.655240310510434 78:2.089788250457386 79:7.005919226974356 80:-6.321897438254929 81:-2.583230928554149 82:3.917704583410324 83:5.692297867212772 84:8.398985621722005 85:7.471965046985799 86:-4.249386788303294 87:-6.839635441028538 88:-2.300413716840557 89:-6.31774312863237 90:-3.831536921207487 91:-6.09915128973467 92:7.548148531837897 93:-8.763759523409911 94:-6.190049096428067 95:-5.255168287947311 96:10.21546524498519 97:-7.306393203656667 98:-7.671383274337075 99:0.3120235120073946 100:6.814693403677382 101:-6.384059106244211 102:7.395818053665679 103:-6.396179061336364 104:-7.424389345028056 105:-6.828592895610774 106:1.546872736759082 107:-2.664561353599828 108:-9.798935943159998 109:5.36906094634813 110:8.702650204708737 111:5.684250279990231 112:7.158945424008397 113:-4.488149415186218 114:7.720714683259425 115:-8.906397235520286 116:-3.350631307620665 117:3.247152391658576 118:2.477013760918738 119:3.080834462556616 120:7.921767957236154 121:2.233540494266016 122:-5.776886118543382 123:-5.20197454805403 124:3.421282668455787 125:5.206533579687054 126:-9.299909462124919 127:-0.5754304184220125 128:5.563076247593369 129:6.399377030402382 130:-4.201828988297354 131:-3.109117631133787 132:10.215315816006 133:0.06274053582155889 134:-4.542398820368305 135:6.425566787835924 136:-1.747854351651986 137:7.496765495927196 138:-10.01974513069384 139:0.9321649253813175 140:-10.93969670870677 141:-7.893343112606197 142:7.335551873170044 143:2.25460823900909 144:-1.027938396696966 145:-6.265744960906345 146:-2.134506485867589 147:-8.408398544403228 148:-0.3800335564451491 149:-3.538959205089598 150:-3.549319012140719 151:5.099254725518583 152:3.592037689520964 153:-4.314278710427371 154:-7.867329710451272 155:-7.24631400250641 156:7.906356845179911 157:-0.2013438189496062 158:-1.000336654902292 159:3.288712589860193 160:6.037531704685033 161:7.073972198332406 162:-9.66297368061409 163:4.521407063081981 164:8.520773194261379 165:1.876164439231755 166:-5.590436123156321 167:-5.310958028355986 168:4.012464354181028 169:-2.206924867342879 170:-10.25515803786821 171:-6.312795411301696 172:-6.724076466000374 173:7.083757389444592 174:-3.30117511449677 175:-5.400609564421624 176:7.759063340405831 177:-4.9068485343643 178:-2.740678719548582 179:-4.508185523089747 180:1.736181728267715 181:6.165805126928561 182:6.094801068802309 183:1.178860611526227 184:2.870452283685199 185:-2.492996299217571 186:-4.416898699094632 187:-1.435133172689327 188:9.01497653244418 189:5.632024213613041 190:-9.977081139498694 191:-2.08518326929758 192:5.592959126403986 193:-6.563551549658037 194:2.071114939334173 195:-6.646264575976508 196:-10.74396192565587 197:-8.039019881105524 198:-4.510547706107276 199:-6.637807323187111
-1 0:8.526779703794736 1:-5.725779074180571 2:-3.938812698361744 3:-5.125854042597778 4:5.156276294080873 5:10.23116034837714 6:-10.70884707197272 7:-4.775176116908257 8:8.644535048653982 9:4.186092091969268 10:-6.406182103740579 11:2.180231796677008 12:-6.374093111426465 13:-8.937523940819831 14:-3.769956988498666 15:3.201981694735216 16:4.903054098413633 17:0.8101400519525812 18:-7.162032478167 19:-1.935861606126227 20:-3.239508851746766 21:1.57744708568825 22:-8.505744636851659 23:7.782902383049438 24:0.1409672949791366 25:5.105214572571709 26:0.314026864251618 27:-3.165583924306855 28:4.322936608788628 29:4.924208885398995 30:5.788760504659969 31:4.232784889450347 32:5.496515880494368 33:7.562506979538584 34:5.782861649812216 35:5.234558328961743 36:7.401709376538558 37:6.083426542617432 38:-8.200252339702637 39:-2.801583674464934 40:-0.1297145528593311 41:0.9542697965357441 42:-1.162714245920921 43:-7.446259716487028 44:2.747606413730606 45:5.662188744178377 46:-8.337316012043489 47:-3.58638229742248 48:-8.576901698043544 49:9.422278613582185 50:2.054177309505398 51:-3.870456913892303 52:7.122853834919913 53:-9.397705130999336 54:-1.287931813839066 55:-4.686917645249233 56:7.550658725137648 57:-7.901815465900924 58:-0.06266681627227633 59:-6.595118855049511 60:6.590062800768886 61:-6.768630398518978 62:9.556522064309432 63:0.5426374970631173 64:0.3487799275490703 65:-0.8806393045623861 66:-3.935374848824663 67:8.798507356349161 68:8.985848205498966 69:-4.096187313696796 70:0.5833769034160567 71:2.865267478776008 72:0.1154421123612144 73:3.707231309975615 74:-3.034289109982202 75:-0.1143255746237393 76:2.676705443922648 77:-10.83073659686907 78:0.05899120833849913 79:4.841670411473159 80:-4.208757120004515 81:-1.391100992616925 82:2.340181148020229 83:5.610773450280843 84:8.503438974186015 85:6.722973262469481 86:-3.087865562401741 87:-9.271617345058049 88:0.495243500696263 89:-6.520316480211783 90:-5.298826995303872 91:-7.406682424462182 92:8.212875550087025 93:-7.485682871650971 94:-3.616719023248974 95:-8.196857241697504 96:9.627565266459881 97:-7.211951780758406 98:-7.094972245974371 99:-1.69103672807065 100:5.66763983222102 101:-3.870877057446475 102:6.491332484473676 103:-8.459097518307093 104:-5.441742794626716 105:-6.648102848607945 106:1.155324020056549 107:-4.073875839143932 108:-9.913730825725812 109:5.325588136644797 110:10.64671374337218 111:5.964269148161426 112:8.09889360583991 113:-5.573371132349386 114:9.191373646700526 115:-8.249211721835897 116:-4.618969006263706 117:6.703846060223251 118:2.808732153540222 119:5.296987099479065 120:9.597440330191196 121:3.29481757750946 122:-6.650417084117687 123:-3.377480124270108 124:3.176876676766885 125:5.841565306602583 126:-8.560857667642441 127:0.4782641595361825 128:5.06114050040255 129:4.424851635645761 130:-2.477708275516486 131:-1.957244936646848 132:9.560249031839403 133:0.1064695757789384 134:-5.153236810285621 135:6.54997632195886 136:-2.501187883608991 137:6.17940099716068 138:-6.394839106929291 139:1.224194741244803 140:-10.6213823269137 141:-8.361011380546843 142:6.292369777929367 143:3.323809765797752 144:0.9914057259178214 145:-4.85454775462356 146:-3.020269508286852 147:-7.538982054998097 148:-1.855655522959213 149:-1.822894267441676 150:-4.023797076034091 151:8.344480414279882 152:2.936302448566018 153:-4.995367154654403 154:-7.155379010573209 155:-4.723029794599855 156:6.064485126903966 157:-0.7929141100816974 158:-1.863317244017986 159:2.080955050679869 160:2.932538932774353 161:7.571003325674726 162:-8.11023943230081 163:4.891863309119145 164:9.225076318666545 165:2.344815841882721 166:-4.972450517072763 167:-5.753706967083561 168:4.363618385677849 169:-3.262742923722382 170:-10.19187989868178 171:-7.810681498230077 172:-6.437554583175928 173:7.256408742374519 174:-3.74197599680531 175:-3.417702057250841 176:6.791058629896162 177:-1.839660338489882 178:-3.514577803792312 179:-4.424135187828512 180:1.819036088919225 181:7.752793273292347 182:6.066401801380392 183:-1.355773150351732 184:2.989347005948693 185:-4.492306003545357 186:-4.053425631060043 187:-2.567035306303001 188:7.739082699855741 189:5.251706741915928 190:-10.59518629467328 191:-3.708942053319214 192:7.787371242476473 193:-7.552958883039446 194:0.01105582927928705 195:-6.721523075580548 196:-9.349757318381743 197:-7.376379683190786 198:-4.211551197052205 199:-9.283312560746495
-1 0:9.806175153069287 1:-3.742366905585639 2:-2.599484881634418 3:-3.108781208754786 4:5.366192365370233 5:10.20446540780398 6:-7.777392409302875 7:-6.409030320632269 8:6.188085929077841 9:6.221549768513964 10:-7.144364645361883 11:3.049145275910379 12:-8.367659390340741 13:-10.65245393810105 14:-4.191730483447115 15:2.497312781962089 16:5.679539503129521 17:2.804712362677267 18:-8.179236692818918 19:-2.284033135642412 20:-1.145765618450868 21:3.091526889787709 22:-5.634042153752287 23:10.31788236379236 24:-0.5281207892816384 25:1.776683967622251 26:0.8163938150243288 27:-2.921456961001814 28:5.570597904443622 29:7.404769453481822 30:6.583157567940077 31:5.290296402933901 32:6.578752267684986 33:7.21635643484647 34:6.337706635673188 35:3.601323315740606 36:5.745904050802339 37:6.522907073746508 38:-8.45185181431019 39:-3.91887981529183 40:-2.835100223197051 41:0.09781313419181942 42:-2.615526006938031 43:-9.551914389894264 44:3.145907976057663 45:8.171797351954279 46:-9.158837455841935 47:-5.418067412933566 48:-9.083157499224065 49:6.883925557891392 50:3.558598719437994 51:-2.540099337200108 52:7.444390323070925 53:-8.926324140873373 54:-5.894142259970589 55:-3.231230933129871 56:7.296316788638082 57:-9.784607410612708 58:-1.007662431055204 59:-5.633766638115197 60:8.76233537592968 61:-6.293587653511118 62:9.767069725927128 63:-0.04339052667351218 64:2.300767930602568 65:-0.3331028323102019 66:-6.089153112879253 67:8.603408943773205 68:8.291923914662716 69:-2.314560772769756 70:-0.2733555107040259 71:3.749995374172169 72:-2.370853561030238 73:4.748538385660952 74:-2.891148545302269 75:2.400063251777158 76:0.9089845033138357 77:-8.485678749672298 78:0.8692263782562126 79:5.074711578995259 80:-5.69029096670025 81:-4.465185034575071 82:1.761501287354025 83:7.424241135989207 84:8.060520858620807 85:6.208725001151979 86:-2.894319545555593 87:-8.351982072447321 88:-1.337946005659219 89:-6.578334519932496 90:-3.236690902995782 91:-5.902827632081172 92:9.108774758429798 93:-8.434572927432233 94:-6.451216310299377 95:-7.363088428464746 96:8.778331909516693 97:-6.108723800770478 98:-7.050960991503594 99:-0.06776533524362183 100:4.859587115806311 101:-5.670680947294937 102:7.554063667814042 103:-7.006772428211976 104:-5.668484316067465 105:-7.804011983946271 106:1.497899663507555 107:-2.173516818236348 108:-8.748999589559336 109:5.506397429047735 110:8.67974123028227 111:7.702202466813845 112:9.17902974649669 113:-6.916592455318223 114:9.744383713823909 115:-7.105277075199558 116:-4.437600256461558 117:4.024206103292346 118:3.418342289168216 119:2.703918313948241 120:7.087223273969581 121:4.318555163472925 122:-8.126068457947595 123:-3.898931504427917 124:2.228950115767454 125:5.520954108965959 126:-9.002249473983117 127:-0.06978723610581905 128:6.725950929267135 129:5.584651833816318 130:-4.970602613148255 131:-3.122614399944757 132:9.849836441256761 133:0.8001822405793697 134:-2.620560994153333 135:6.592461756065086 136:-3.172182804564808 137:6.511449258709452 138:-10.26570239450287 139:-0.1964745352310131 140:-8.245132905316277 141:-7.985596840301112 142:8.252913415722757 143:2.477580698431198 144:2.354962214781009 145:-5.209851793854366 146:-1.206006338281288 147:-7.983465453433541 148:-1.057042500939712 149:-4.095631360778162 150:-3.101243881100188 151:4.722912467986516 152:3.186006023860532 153:-2.737029247994759 154:-7.470610529673218 155:-7.332424356775204 156:7.318764027250626 157:-2.937239904700939 158:-3.736739327947681 159:2.577094231050065 160:4.127863317943258 161:7.521077868110689 162:-7.215564101538224 163:-0.007984199982461693 164:7.620770896435125 165:0.6834915575629543 166:-4.513672997790034 167:-6.917832001939118 168:5.463847254002786 169:-1.795125094716397 170:-8.201003283009882 171:-8.325283217752174 172:-4.611429806275032 173:8.014415770082 174:-4.265839053711399 175:-4.483861817920167 176:8.311543585433379 177:-2.497799875014994 178:-4.484724414372218 179:-4.576491405362257 180:2.045045857423279 181:7.779499140340825 182:5.500207957483734 183:-1.194470548637171 184:0.775017812149005 185:-4.582177758424848 186:-4.138730062207187 187:-2.664333356173393 188:9.220669182345878 189:7.040938439544899 190:-9.545475067123684 191:-2.983491949061975 192:5.544360892853421 193:-6.204664252969749 194:-0.1134106912991865 195:-7.758978856938985 196:-7.401321429978577 197:-6.888575745612737 198:-2.703046497379457 199:-8.151681246452897
-1 0:6.642201190306811 1:-3.699701341579205 2:-5.288822014847767 3:-1.774932342860045 4:5.939429098154777 5:8.968832622186376 6:-8.68523931674315 7:-3.015222426194088 8:8.038381096646519 9:5.476789405671768 10:-8.577940529186382 11:2.658234733824239 12:-7.418616846486543 13:-10.19877792729805 14:-4.738817982575412 15:3.055208804887519 16:5.823726407683519 17:2.436927360287811 18:-6.487931259873929 19:-1.59905124868286 20:-2.006770700273066 21:1.361300807859757 22:-5.369291946192008 23:7.825072416393264 24:2.199113709871716 25:3.351084492896683 26:0.943594061854508 27:-2.812937830584552 28:4.372787613628395 29:7.390668553785527 30:6.41107733578539 31:3.757018201245087 32:7.474869464931948 33:6.40133341998331 34:5.476700683608069 35:1.82476095597782 36:6.304025851878026 37:4.679507600487982 38:-7.85244836715703 39:-4.614191526775492 40:-0.7399161647944759 41:0.05751505296829912 42:-1.366638876976614 43:-9.537664301679149 44:4.598123098253966 45:6.04250099043077 46:-8.524010067329458 47:-4.552419010306808 48:-8.473081014352202 49:8.809454166029221 50:3.341704755928818 51:-4.057984945179927 52:9.668267959743616 53:-8.172183433864411 54:-0.8581350079235874 55:-3.402715413838142 56:6.858222929630305 57:-8.160880122505249 58:-0.5655446725440113 59:-7.141400229572209 60:8.062698642902085 61:-4.519144262293982 62:11.2463970791226 63:0.5224126765917265 64:-0.07120927097889873 65:-1.45424183852049 66:-3.647758332667902 67:9.055059880115188 68:9.491909449929189 69:-3.134868541613999 70:0.3646757387403009 71:3.523067122020533 72:-3.296039360317613 73:5.80431193837735 74:-6.68376220282899 75:3.009780960236325 76:2.410507976647906 77:-8.93302101956599 78:0.8196946456832555 79:5.782418579498085 80:-4.419607042562047 81:-2.798528149261604 82:3.17935444415002 83:7.746895402263977 84:6.099949486584499 85:6.710164684647726 86:-3.938179460577686 87:-9.061295108394766 88:-0.9448517578025042 89:-6.884370324305568 90:-4.406199113626713 91:-6.655758869007672 92:8.330549702626074 93:-8.865054461444434 94:-4.748156361264767 95:-7.338096211504054 96:9.733730659418118 97:-7.58005609365824 98:-6.373144588957471 99:-0.8967149769180095 100:6.326557759031318 101:-4.88044313153179 102:6.067538044896154 103:-7.455308340038282 104:-4.570331219294557 105:-8.17871341377144 106:4.001218985066266 107:-4.67440797390962 108:-9.073529671688483 109:4.658027141678454 110:9.869754191624345 111:3.897745154308262 112:9.373012497410098 113:-5.601499029203177 114:10.149839874219 115:-7.794697900685208 116:-3.028199058996296 117:4.274158435195066 118:2.923508251691413 119:4.453559245858864 120:7.506382805479674 121:3.772238457039896 122:-8.06603001599979 123:-1.865595471519856 124:4.798490963600064 125:6.346375438894527 126:-8.224226674798876 127:-2.237408909551083 128:6.674533809140351 129:6.34709506409209 130:-3.365410452147007 131:-4.457294057937431 132:9.960567407111075 133:-1.128964412583021 134:-4.252423444594517 135:7.987375901612667 136:-3.478705798037248 137:7.031154367790599 138:-8.903241604801318 139:-0.06743182273622161 140:-9.33980092814658 141:-7.528042036128473 142:4.895157849560171 143:4.268446237309788 144:1.024379731401931 145:-7.201652862671884 146:-1.046994460156572 147:-8.585844434759021 148:-1.881808900284938 149:1.239820550116304 150:-2.374937135384734 151:3.873794116075119 152:0.6345926230761632 153:-3.951122322243042 154:-8.941652500579082 155:-6.625970820993826 156:7.150455073747727 157:-0.005421049689405821 158:-2.636192451894972 159:-0.2208747662860779 160:5.133117079928362 161:9.164517105515117 162:-7.652000330653504 163:1.752639665530171 164:8.993215946401921 165:1.069344147650986 166:-4.494728772101461 167:-8.434266254022031 168:4.000806375663309 169:-2.265644170200451 170:-10.12798993626455 171:-8.10605958144655 172:-7.244355446055487 173:8.419830757677566 174:-4.799082570634431 175:-5.923449073918947 176:7.484007382825028 177:-4.191613326791604 178:-4.756119466404078 179:-4.618206251363671 180:1.132878918479132 181:6.364223472900925 182:6.077915292034694 183:-0.4175201916678031 184:4.120975972192126 185:-4.438633762918166 186:-4.403662564211709 187:-3.113170996963304 188:9.139703449633741 189:5.919755208158334 190:-7.848514907794566 191:-2.21080453052545 192:6.469236713434064 193:-4.6865660140881 194:-0.01141786238588294 195:-6.369373821910624 196:-9.293957607976587 197:-7.984593269487041 198:-3.459575654957367 199:-6.804910761237441
-1 0:6.675865937493398 1:-5.298409784809218 2:-5.729937286310846 3:-2.489801214061132 4:4.800700434521028 5:7.603991155812689 6:-9.525169131890484 7:-5.456000528673731 8:7.480918168890687 9:4.687993986808527 10:-7.699163883758153 11:2.399762604194493 12:-8.647187427110442 13:-10.93614609881777 14:-4.211063579817427 15:4.437605731405635 16:6.521252968690704 17:4.751707768675817 18:-8.396845577947204 19:-1.419758781482319 20:-3.317209745392557 21:1.134360906762069 22:-5.700405910989266 23:9.703751649358651 24:-0.1824169579677819 25:4.063188696151446 26:-1.111956779587627 27:-1.528610003471672 28:6.212516425042631 29:7.153695935841342 30:6.759119703275699 31:4.115865483394269 32:6.000613468004347 33:4.7563844618711 34:6.621966314199481 35:6.154749880370995 36:4.709064583798752 37:5.80079332287264 38:-9.130129819329964 39:-3.012504209320364 40:-3.628193200493476 41:-1.073683805702897 42:-0.8136881415472104 43:-10.82926400909363 44:2.467946224851731 45:5.876446117922304 46:-10.51273112610891 47:-5.123258894225494 48:-7.813059414025146 49:7.494148960977199 50:3.310865781237236 51:-3.561280069796401 52:7.739607283256495 53:-10.44861336525403 54:-2.669271365886607 55:-2.374637626233283 56:7.518746043813595 57:-8.409289355013135 58:-2.389197549934984 59:-7.404867100309011 60:6.36239217257169 61:-7.159922329198135 62:9.447017504562846 63:0.714806984047337 64:2.399495403417133 65:-1.640930951056764 66:-5.96695480931993 67:9.215273549599395 68:8.181016576043202 69:-4.507554533041087 70:0.9336967761783974 71:2.234844476918664 72:0.5933467603239055 73:5.651486703966025 74:-2.433365691710028 75:0.6616086831174086 76:1.583788933878809 77:-8.356367165090544 78:0.6895937307380869 79:5.160812475762972 80:-7.595209342430909 81:-2.415774790721958 82:2.881351042141608 83:6.065521083724383 84:6.957670523815087 85:8.331497304122342 86:-4.153743467755918 87:-7.352129198030642 88:-1.430889560523223 89:-7.009831409621716 90:-4.645938812969574 91:-7.919923688497738 92:7.858499062765428 93:-7.882263061699321 94:-4.16017296364625 95:-7.821083369993399 96:9.277731340478306 97:-7.355445943311461 98:-6.99793103126289 99:-1.958545902495574 100:6.303956918333283 101:-4.557579279217048 102:7.13089234498683 103:-7.398857569389372 104:-6.928078664527462 105:-7.780999062297526 106:3.406079525108571 107:-4.353725151727147 108:-9.067607761066057 109:5.928188484269195 110:10.06699559385718 111:6.926420097786874 112:9.426984709318459 113:-6.873151521115825 114:10.39937557866525 115:-9.440157792690293 116:-4.357709711577996 117:5.255642253024005 118:3.998818716512439 119:1.272987274688567 120:8.189903896815053 121:4.40660739124794 122:-7.004363153154097 123:-3.917513247566805 124:2.310118878291925 125:7.58755519816858 126:-9.119729029931159 127:-1.852720249259724 128:5.451292454690236 129:6.667736943493185 130:-3.744300647958256 131:-2.720245880781692 132:8.208575357543864 133:0.1969229508165661 134:-4.010492171436599 135:9.225620404238402 136:-2.41066220448975 137:7.650864380798786 138:-8.025943721643724 139:0.7183429193992623 140:-10.60508939909541 141:-8.558940238120316 142:6.710720250011169 143:3.537554989335219 144:0.7981064218990542 145:-5.699240019535471 146:-2.032624802234567 147:-8.108597842976179 148:-2.330677905064104 149:-2.049352409285504 150:-1.43865697179969 151:4.818640259787223 152:4.549223932038784 153:-4.216630190868478 154:-9.059829623035414 155:-4.706595573097587 156:7.313685655649211 157:-2.674309270482631 158:-3.437717203482819 159:2.617301282176764 160:4.563441205349354 161:8.316420039471987 162:-8.460234137045298 163:2.480826996761206 164:10.41198749300085 165:1.382592645147851 166:-2.946441141820224 167:-6.533549247470878 168:4.402844373288576 169:-3.444836021747598 170:-8.221986939745094 171:-9.724596842169488 172:-5.799817488237341 173:9.325857136297572 174:-2.756291322587381 175:-3.015733195799148 176:7.523829755047755 177:-3.616086055307947 178:-4.474251727751509 179:-6.92929731626956 180:5.325546602362083 181:6.227920514797574 182:4.963314351545613 183:-1.270357184800671 184:4.340175175888429 185:-5.274766435566749 186:-3.155977944679733 187:-1.998060719111419 188:9.58643322850077 189:7.93645439051906 190:-9.917091150742094 191:-3.98181182509605 192:4.721676025423132 193:-7.854260197640768 194:0.04957918962252639 195:-7.783031327416058 196:-10.78609729203376 197:-8.460655558627625 198:-3.685321721118348 199:-7.370117225855622
-1 0:8.256919616252107 1:-3.129615422074687 2:-4.353736336507522 3:-1.301935833568726 4:3.706014131406437 5:9.177689596096911 6:-8.597133138046823 7:-7.12110622965284 8:6.742990894671619 9:5.212607765437933 10:-6.989846858772374 11:4.553319115759149 12:-8.135567616700952 13:-10.7897810525787 14:-5.00479314011038 15:5.016967612497526 16:6.252881699929323 17:0.2778300247662027 18:-6.726396568876321 19:-2.498716810366034 20:-0.5835463927984739 21:1.528697469713434 22:-7.933250308799367 23:8.751416225920945 24:0.3581792060846835 25:4.486563592451413 26:-0.5463057752612278 27:-2.749985887383626 28:6.389646846912589 29:6.80617804720198 30:5.112574344426941 31:6.025179430066816 32:6.282390105253811 33:5.475334727722621 34:6.75414508722513 35:5.381473351064775 36:4.051260969187202 37:7.450143148795346 38:-8.766394454221533 39:-4.665901592144116 40:0.9728796098134849 41:0.2372003124583048 42:1.01084554573776 43:-8.03607028182971 44:3.754585591076431 45:6.925960607962451 46:-9.152544836776466 47:-6.149121544352207 48:-6.650433073305479 49:6.686598601740595 50:3.67443966897169 51:-2.456560603389596 52:7.517144966403133 53:-11.0100502705074 54:-1.838988029854924 55:-3.095945618671542 56:5.8903321909893 57:-9.809346751361955 58:-1.492077755296815 59:-6.987551401144648 60:7.542379762942326 61:-6.434833094222111 62:9.203585389886859 63:2.608099880275686 64:1.3202993322901 65:-2.122869032199757 66:-4.66301391695863 67:7.568407072711674 68:8.838534964766193 69:-3.990249005641457 70:0.6857043332949141 71:0.7045230171220753 72:-0.7050404798003507 73:6.378347187239615 74:-2.531435597020255 75:1.199015193620123 76:3.805044111979441 77:-9.042026947246296 78:2.241355228158193 79:6.80657474724809 80:-5.287001694776818 81:-1.467250945421238 82:1.159538204372443 83:7.604661534658867 84:6.120768095650266 85:7.519822968537994 86:-2.986381463874991 87:-7.423339543157701 88:-1.041403475068609 89:-6.597937477111148 90:-4.516767763527808 91:-6.71334503620205 92:9.220359495218579 93:-7.539522846994906 94:-7.448360694794529 95:-7.257009842429415 96:10.91885633828222 97:-5.50253049981111 98:-5.949392918195959 99:-2.265461349474213 100:7.096662509537627 101:-4.753928558190349 102:7.541311549758577 103:-7.386794620334203 104:-6.505002967045046 105:-7.562600687983344 106:3.381153737899234 107:-3.236954736652422 108:-9.42147944478657 109:3.770561453158038 110:10.05480295388675 111:6.459808414924606 112:6.386104444931757 113:-5.473289064307954 114:9.148321551470643 115:-7.659043051027733 116:-4.871184110202428 117:3.234009864594777 118:3.948104941063274 119:3.03472362736193 120:8.857610291176618 121:1.445198825613361 122:-7.908672416555035 123:-1.676014798404881 124:3.259326065273938 125:7.089896468981847 126:-8.890468281639452 127:-0.9029575241522632 128:5.891644213538687 129:6.560290397134286 130:-2.156429513971552 131:-4.043431653714922 132:9.840349098465007 133:1.52600083119673 134:-4.496422942319764 135:7.643115905715194 136:-2.503688404703583 137:6.902574785827154 138:-8.93164008866124 139:-0.2668296010674394 140:-8.930029839581715 141:-9.262635452595587 142:5.063460922112188 143:3.471049743384837 144:1.243695607368847 145:-6.928221638762053 146:-2.633494145481954 147:-7.367109613481912 148:-0.735704216281051 149:-0.9217893145580182 150:-1.926845854094454 151:5.302465230905771 152:2.086545217839272 153:-3.527384762559698 154:-7.769689504860563 155:-6.804321706078428 156:8.016558890436041 157:-2.977486835913453 158:-1.791145918000892 159:3.325318864598815 160:4.136884757443664 161:6.495854681600427 162:-8.277853531311141 163:2.412713642284853 164:8.851453436588349 165:0.7224595557455162 166:-3.694573389335216 167:-5.841879842735119 168:2.630809456982941 169:-1.751350644810023 170:-10.63115735661724 171:-10.25970430013277 172:-6.166450292947042 173:7.267417342040339 174:-3.425699076856811 175:-4.472529162359182 176:6.029959990131222 177:-4.694369605932303 178:-3.669425723680307 179:-3.543772931133748 180:2.223761530797137 181:7.085511272935967 182:5.705492289551527 183:0.4900036565989998 184:4.297315662469716 185:-3.853637070738131 186:-3.833440026253971 187:-0.3427981698248255 188:10.86840956636188 189:7.185748108636766 190:-9.137808075108994 191:-1.208645047189723 192:6.442848565118545 193:-6.129130868810342 194:-0.5165365342322339 195:-7.633489810135259 196:-8.717967862682306 197:-7.771750636401428 198:-5.390600640258615 199:-7.079047942129013
-1 0:7.43065789045225 1:-3.352380412030617 2:-5.210650643858466 3:-1.757425205393659 4:4.579214752864355 5:9.576068798863862 6:-11.64297729190624 7:-5.715774247612196 8:6.824960207716058 9:3.337723270277206 10:-7.620384955454556 11:1.533810285484648 12:-9.424667513938324 13:-9.873627675760464 14:-6.032951129313275 15:2.517019229477253 16:3.828228912169267 17:4.101406427076491 18:-5.630129495756604 19:-1.005750563770599 20:-2.242523232956226 21:2.338853106683335 22:-7.453686901134762 23:6.230554829769789 24:-1.746562213483022 25:2.840105862651502 26:0.1829911271748039 27:-2.264394498187113 28:5.201299850562463 29:4.976966458985359 30:5.134992986203695 31:5.833179570423901 32:5.931426588543002 33:8.018092005475872 34:6.776267013298347 35:5.352463880195407 36:5.30372341218523 37:3.67297936799504 38:-6.476819772943641 39:-3.619407226287147 40:-1.787606447663094 41:0.05741320199506295 42:-2.381805516671221 43:-8.865691569051259 44:2.667634036758711 45:5.184856854183971 46:-11.58572943472244 47:-4.256374149467718 48:-7.141420686091775 49:7.164672028353662 50:4.362989413602843 51:-3.230316419978166 52:7.914521608745348 53:-8.044755351153732 54:-1.381637728504042 55:-2.439485336533122 56:8.631493646959287 57:-8.796200103129383 58:0.09469846459532238 59:-6.14890677227648 60:7.066737736429421 61:-5.68398379348676 62:8.881231233353265 63:0.429370157839423 64:0.2855242062799256 65:-1.68002727486239 66:-4.387456211760541 67:6.159158983510348 68:8.501877868563662 69:-3.022648496606036 70:-0.2696281303851682 71:3.581553018765344 72:-1.501352578308903 73:3.545539374454629 74:-3.044205127144729 75:2.090398260472323 76:1.605756000716126 77:-9.053673887420731 78:0.9530628321946482 79:5.051171013140554 80:-6.905122182522003 81:-2.531201136553373 82:1.569392424320433 83:8.060408965844772 84:6.016576405573245 85:8.458865071529475 86:-3.937097460677101 87:-9.538886808626724 88:-1.320545085105275 89:-6.544035099358346 90:-5.11464980729089 91:-7.057323418763366 92:9.12581876420569 93:-8.217078854550738 94:-6.500209244617912 95:-5.959415209149822 96:8.403192442019925 97:-7.9624284834711 98:-7.680937758397824 99:-2.566735391253425 100:5.804811321910985 101:-2.92256558668755 102:6.146933353846952 103:-5.67115508904584 104:-5.990553070389293 105:-6.996107481970362 106:0.08842756282522224 107:-4.003852586956331 108:-9.878585487047367 109:4.642439937107985 110:10.16639041913384 111:7.038650071125017 112:9.668499837146022 113:-6.189083007001538 114:8.654018147658281 115:-8.082672996336239 116:-3.321662915666458 117:5.026970761076977 118:2.54107153886061 119:2.258251781158566 120:7.97652695380011 121:4.144335095365753 122:-6.383377953248863 123:-3.569513113768427 124:3.147917274726373 125:6.317507104419493 126:-7.993812229239043 127:0.8092060006976949 128:6.705396516506615 129:6.336423754733389 130:-2.638562101743253 131:-3.80277840965334 132:10.32787582559631 133:0.3988655619668887 134:-3.917781112361459 135:6.714971114284958 136:-3.297274228000489 137:6.574636085725407 138:-9.144674845953572 139:0.4331764898748278 140:-10.82775902324652 141:-8.159282936111712 142:6.56485464792974 143:4.553869465324839 144:0.9557759343791209 145:-5.748138620215592 146:-5.336195742402138 147:-8.214882395170164 148:-1.553524002801226 149:-1.904191631714608 150:-3.884914528643866 151:4.841758898723623 152:2.93087446067971 153:-4.36310645210414 154:-9.09379995932956 155:-7.466123860239235 156:8.515342075561032 157:-1.768015734712429 158:-2.571011284531822 159:1.768423562322863 160:4.684561788322643 161:7.004069911130974 162:-9.803068344597444 163:1.789053559868695 164:8.264579458919702 165:1.283228258109627 166:-5.976359524396834 167:-4.974288079354118 168:2.50879550811722 169:-2.402256016090858 170:-9.134345677204783 171:-10.68710735654431 172:-4.816516773876105 173:7.616911572987211 174:-2.12982708943364 175:-5.697652443032752 176:6.845080679714338 177:-2.290461210082845 178:-0.8406825064025845 179:-3.85926743241206 180:2.578384235967189 181:6.614473020606494 182:5.8645205481658 183:-1.369445557073001 184:2.832380902215945 185:-4.518239070698346 186:-4.367992162598709 187:-2.444393736909311 188:8.709502791720679 189:7.285801265181019 190:-10.04702212060146 191:-2.315308891369231 192:8.753730342832624 193:-6.20417577858165 194:0.2449142304762942 195:-8.266545776031661 196:-7.691961850425132 197:-6.078819279279159 198:-5.372439697846039 199:-6.347240293122734
-1 0:9.798904618848315 1:-3.095370627908073 2:-5.482155617482889 3:-1.96120723638106 4:6.663913917407706 5:10.93399108537903 6:-9.249000036059968 7:-6.364766568201515 8:7.287109808814273 9:5.296202018827549 10:-7.475086398310098 11:4.236360160809913 12:-8.911629333782084 13:-11.1763758987973 14:-4.848756220307688 15:3.510194844331512 16:5.89383853975165 17:2.345269128629222 18:-8.351474205297833 19:-2.082735962365472 20:-1.916421181587871 21:3.424683914045093 22:-8.379292135642476 23:9.427094904197128 24:1.734610774174238 25:2.798836553370363 26:0.7423750198781216 27:-3.333077474225369 28:3.864166115692082 29:6.870444819919459 30:7.512280749596526 31:6.503077479592507 32:6.308547236244508 33:8.020571725815902 34:6.654374382650692 35:4.191997468751189 36:5.495722582242961 37:7.278680822666303 38:-6.977228086227077 39:-6.022042620933377 40:-2.479089732553304 41:-0.5396032538577813 42:0.06028267693108247 43:-9.238068181635583 44:0.2326140521909958 45:7.367249924100399 46:-8.673851048813495 47:-5.112424779232138 48:-8.773733906367051 49:7.823186942562793 50:4.781656293176615 51:-1.642173487395164 52:8.295997880457216 53:-9.902330427920505 54:-1.98938501751886 55:-3.7276309058055 56:7.459304300922885 57:-9.935409743132599 58:-1.225670553689007 59:-5.388529978696974 60:7.284362437878543 61:-6.722827166298893 62:8.240560972396864 63:2.079062390007851 64:2.023809569544966 65:-2.012952314177524 66:-4.819378055755245 67:7.69430660912605 68:7.917677603284758 69:-4.27626885333239 70:2.32337332859452 71:2.377199956637543 72:0.7106278281517981 73:5.370967172060693 74:-1.000508533630486 75:0.9636762768201419 76:2.475263956867562 77:-10.68750321484098 78:3.681953176830662 79:5.879873821604193 80:-5.351355278987057 81:-2.032790152461507 82:3.69990412756359 83:4.882820520863093 84:7.274324201597739 85:7.723819522650096 86:-1.762078991672495 87:-9.539110700568664 88:-0.5390096376414377 89:-7.160012788033794 90:-5.21789830798645 91:-6.385650614152819 92:8.569475504142195 93:-9.122126269304125 94:-5.96613720161622 95:-7.377972519068361 96:9.052660050507082 97:-8.37226670913036 98:-6.366034951956281 99:-1.622228031771237 100:4.399491017567385 101:-3.007113629826057 102:7.572135094923613 103:-7.625953313635471 104:-5.442172508427933 105:-7.774768320814118 106:1.850054944454226 107:-3.565052064726309 108:-9.364896400234754 109:6.655591026637363 110:10.83514873768838 111:7.08370393874799 112:9.164692788083569 113:-5.377657160796158 114:8.78816430875686 115:-6.931667978761052 116:-2.992194751632449 117:4.561460752251203 118:3.850179908848167 119:2.86683688131453 120:9.654956873713541 121:3.919064790660213 122:-6.111623257482358 123:-3.881268006296107 124:3.946431616863872 125:7.093793797362567 126:-7.61643057700965 127:-0.5396003891128011 128:7.090720626017426 129:4.446900957725168 130:-4.372848723480153 131:-3.938346444103916 132:9.388856725220283 133:0.9604041517100489 134:-6.078127451523898 135:7.81175657694379 136:-0.5215370719569039 137:6.438435704358367 138:-7.116952051244974 139:2.647273352349267 140:-9.326164219506911 141:-8.45011502399538 142:6.001746057234254 143:3.207190287282627 144:1.086753703321006 145:-6.394112363413475 146:-3.044443110138247 147:-9.065392867758669 148:-3.201573379690505 149:-2.320023410472219 150:-2.028483846195846 151:4.862944899482916 152:5.284931904078743 153:-4.239895748552209 154:-7.659370979832947 155:-6.444660753705781 156:10.0232241481886 157:-0.2970143992666467 158:-3.545598633148678 159:2.177773431421758 160:4.038073129382822 161:6.143699748372663 162:-7.68737191934888 163:0.3170330002266901 164:6.974500065419834 165:1.851623922086252 166:-4.266528095635359 167:-4.284396649470767 168:3.164782487724318 169:-2.672860329815209 170:-8.217964717082355 171:-8.906929367231115 172:-5.087418823242046 173:8.045377987848568 174:-2.615257497511097 175:-3.507536193205198 176:7.294391747839006 177:-4.364025088058366 178:-4.657925474410806 179:-3.080759702552874 180:2.384581769308059 181:6.659295696347108 182:4.935492999037966 183:-2.486049510911583 184:2.770346770507956 185:-3.584827225860415 186:-3.341418369093251 187:-0.8868333366357959 188:9.82786875808708 189:6.862674581275868 190:-9.527698432047259 191:-2.959876371147704 192:7.822663140002238 193:-7.950965395420717 194:1.067146048067039 195:-9.554745870341085 196:-7.085723291728184 197:-7.992426527141967 198:-2.843051544986049 199:-8.111465383212691
-1 0:7.404344040324668 1:-2.66707534052959 2:-5.843125965773929 3:-1.253074856970779 4:3.632122759970971 5:9.12574725939168 6:-8.647423658996921 7:-6.212641181404521 8:8.502946268982544 9:6.520196952213395 10:-7.564482399873097 11:3.360393832994065 12:-9.584040260021785 13:-10.11317265593022 14:-5.797969917263858 15:3.345133872758432 16:4.540532063067262 17:3.255182152931757 18:-7.260138548052307 19:-2.470056212552878 20:-3.186424320618083 21:1.893758332590457 22:-7.553184038439674 23:7.9382126837101 24:1.130573806915521 25:4.654817312188007 26:0.3129910497801813 27:-2.087946218246688 28:4.477038005257771 29:6.451119865188025 30:5.899919371670601 31:3.87875438000473 32:6.110521406795629 33:6.469776152751981 34:7.36687887201291 35:2.972732425489396 36:3.843533404751713 37:5.584154660232168 38:-7.77162719281618 39:-2.454695616956913 40:-1.16841667578648 41:-0.5955124932917955 42:-2.90266369828464 43:-8.977373885392987 44:4.355225519759751 45:5.181682230162366 46:-8.426173234609571 47:-2.812377201257978 48:-8.933412417015345 49:8.562451588555499 50:2.912919510272495 51:-4.213440485938553 52:6.074169871026692 53:-8.194208428670999 54:-3.019773420669561 55:-3.501439286605055 56:9.491250323575153 57:-8.814199895431896 58:-3.05031321217039 59:-7.299599666478769 60:7.992952776062776 61:-6.078984451902128 62:9.884575230119848 63:0.6819130243406251 64:0.9804403313192112 65:-0.3982012120224325 66:-5.774702280917976 67:8.543917867274402 68:10.47918842418013 69:-2.912363879838103 70:1.551320519483986 71:3.039125348328773 72:-3.055899103599937 73:4.502026083488881 74:-2.25920897162161 75:1.96676161436199 76:1.62270103586562 77:-10.58010908092563 78:3.711363499615493 79:6.36484210591166 80:-4.310727960279578 81:-2.545523270710031 82:4.738952517253843 83:4.612945923429247 84:7.546909880197554 85:7.647453077430275 86:-4.025134086582832 87:-8.011625200933814 88:0.2294647691821472 89:-5.592553565141159 90:-5.271658910063522 91:-6.394278003544347 92:7.998590367844361 93:-7.86439621449097 94:-4.447595048675641 95:-8.054803673495902 96:10.27099145287914 97:-7.181186397035728 98:-6.920887660953396 99:-1.286179929230817 100:5.643954060892072 101:-6.421176105002329 102:8.585359260216677 103:-6.730390903697743 104:-4.300453652843465 105:-9.197661207609039 106:2.880468335754314 107:-5.857061379550855 108:-8.500721149422212 109:4.620127370532684 110:9.873705061555805 111:6.375995008722131 112:10.44599398613286 113:-5.578830861928427 114:9.105012464243112 115:-5.861884641694225 116:-5.380308852723047 117:2.707579704437595 118:1.867571776165791 119:3.578614828870283 120:8.364533733789491 121:4.208521990642778 122:-9.018716461846893 123:-1.903297736275432 124:3.823127230434778 125:7.107718571991572 126:-5.778405416796609 127:-0.8229430173414655 128:5.969555771144873 129:4.271217673322001 130:-2.906615703519556 131:-1.092119910377786 132:9.863878934739013 133:-0.08439453132630331 134:-4.535912779254387 135:7.80554343373509 136:-2.89675909316422 137:7.81787762407163 138:-9.22362501774135 139:-2.131085817451706 140:-10.58683617722773 141:-7.951508375012819 142:5.867127445752393 143:4.649941591361008 144:1.312414487364157 145:-5.44790386093829 146:-2.233853193200106 147:-8.767831910543594 148:-2.458340103222437 149:-3.138458878033019 150:-2.142622061800006 151:4.114579385989332 152:2.096698807051814 153:-5.361302494918139 154:-8.024321626840303 155:-7.070124801548021 156:7.232688855314374 157:-1.247118270877091 158:-0.442438140164545 159:1.036065814921754 160:5.088750069605843 161:8.548554155389677 162:-8.79814033845453 163:2.957482450385266 164:9.346719169297744 165:1.606276377649822 166:-3.242994381825481 167:-6.611685602904254 168:4.31952346105223 169:-3.175987255135128 170:-8.767665105005856 171:-7.566855773356482 172:-4.496677518931866 173:8.940449302108989 174:-2.921853094074111 175:-5.645358571281125 176:7.680776686677763 177:-3.539216607398463 178:-2.4013107877306 179:-5.502647686888467 180:1.227322723421527 181:7.369467902363694 182:5.428584193627633 183:0.4263114635787707 184:1.746214283632525 185:-4.098850826250076 186:-4.16111773847167 187:-1.812801309620032 188:7.903562089721223 189:6.982637142816021 190:-8.897676422428338 191:-2.36872001873779 192:6.937312852504394 193:-5.55074232862422 194:1.398390935957428 195:-7.769853850699286 196:-7.143871948365621 197:-8.273259641153418 198:-3.826976482241692 199:-7.010167774303516
--1 0:3.555260225509602 1:4.148732920569108 2:7.070423688180051 3:11.24534114528527 4:-9.456692224353862 5:-0.5332169098480679 6:-5.400990682030499 7:-2.691423986314649 8:-6.684098861364922 9:-6.334742123823213 10:6.635041140501412 11:-6.146060545301274 12:-9.250781406575248 13:-4.135069815469119 14:-6.983314392124275 15:4.5264400969497 16:-3.431284077296912 17:3.998584381437988 18:0.3635892789664192 19:-2.124980988186055 20:-1.105221570703968 21:-10.0617720399622 22:-9.728147032710233 23:-2.99548306878636 24:-1.152040669361517 25:3.574201451134855 26:8.605989931129532 27:0.5883217027070879 28:-9.813516100993809 29:6.498319190105809 30:-0.5506446605046491 31:-1.359559365649142 32:-8.87413993989478 33:3.361663384543365 34:-5.192941086641058 35:-0.2648231053138632 36:6.661728799287511 37:2.707429867406433 38:4.481357537556124 39:-8.356122571041553 40:-1.093630684577706 41:5.059783216688746 42:-7.331857982761847 43:10.02944083767538 44:8.850286392209716 45:-2.985145639047337 46:6.393654837704283 47:-7.137914607031281 48:-3.156791690204931 49:1.660896031412554 50:-5.124858398614933 51:5.852534967871572 52:5.423315596035026 53:-7.515753081073379 54:9.33338073465227 55:4.89119713473456 56:-2.70675136953552 57:8.496989882733669 58:3.675518171489463 59:-3.0209048369831 60:5.000356181513433 61:-2.358346977334898 62:-3.622274469215172 63:-4.198651033104186 64:-1.247688024612078 65:-4.148220146500986 66:-9.26756035183665 67:-11.46126918609553 68:8.21209114991626 69:7.64468101227502 70:7.879579467681834 71:7.923266211107895 72:-0.02737145166465016 73:7.613608327026453 74:-1.382645745255394 75:5.900816308879163 76:-3.080291712461507 77:-2.795808284212014 78:8.258891981264046 79:8.030442454061648 80:-2.098220664743606 81:2.207381799597365 82:-8.995298607812595 83:-1.439493436618984 84:-0.08280997806383794 85:6.787718466846285 86:2.164881692651296 87:-5.579012198982675 88:-4.463165538878285 89:0.5745787669952583 90:-4.076953301692846 91:-4.468072495422746 92:-1.299270603275722 93:-1.409108407686505 94:-4.403997774533686 95:2.604330822290335 96:7.430742691778757 97:-9.896715643872929 98:-3.255061470964141 99:-2.526252123454187 100:4.017896630349 101:5.457224845365245 102:3.524593270105345 103:-3.537074501255825 104:-6.451938422862545 105:-2.168056409423448 106:2.452240609276112 107:-0.8505145568592878 108:-2.650646274705438 109:-2.449021070618413 110:7.482115626949045 111:7.479152031352842 112:8.597209052794328 113:-0.1008958497038177 114:7.262008741225422 115:8.073698890895853 116:-8.960847161697275 117:0.8888454020609582 118:8.288372950457214 119:1.853910429070815 120:0.3263511977048332 121:-4.56530943289884 122:0.5032652545163416 123:10.69360209411832 124:3.077249091496781 125:0.3300001830017544 126:7.573385865316231 127:9.027510632154469 128:5.320450102693827 129:2.278379448487653 130:-0.4220319089724057 131:-1.779349484527382 132:-2.772099689717269 133:2.131578744705019 134:9.150459135084041 135:-7.495268818282391 136:-4.491489381082353 137:-4.590626279804816 138:-3.357260710731165 139:0.5126589009393465 140:-4.000147316178079 141:4.721472139931782 142:-1.294723886574152 143:-5.257020268587269 144:0.2399763154768118 145:-6.372552690307329 146:6.1295852932899 147:-3.237621510077509 148:3.98138923952559 149:7.04823528959526 150:7.180005671772085 151:-12.59127507235279 152:-3.205764948235429 153:3.983217480887901 154:6.581513668767389 155:0.3137166390438186 156:-4.654465659328757 157:2.759531645603136 158:5.42734910443676 159:7.914458795466016 160:-3.235894802739546 161:-2.776567312032907 162:-7.66606168245816 163:9.10922768193775 164:4.770960989685124 165:6.648336084414728 166:9.217109351786615 167:2.262780588078003 168:-6.430601352769425 169:1.749872704015496 170:2.835170935656895 171:-2.067548647453273 172:4.301750264816651 173:-9.274119468505418 174:0.3519411845649842 175:2.427888247165084 176:5.78033153566656 177:2.193819697793721 178:-2.691823070918631 179:-1.529936851679787 180:-0.2496804050131735 181:6.125386220532459 182:2.359282858511205 183:-3.754886032880471 184:-5.658381241474304 185:-6.050129298120582 186:-2.399801839604693 187:3.592129849618165 188:-7.971062967048489 189:2.460501058227979 190:2.345762246955239 191:9.454049086921781 192:11.00477876276967 193:7.587413724639243 194:4.737725426156923 195:6.391811345873354 196:10.05603230495156 197:1.461064096559235 198:1.529096860178713 199:-1.346322805117468
--1 0:1.904195691619884 1:5.637794461308006 2:6.034833805737195 3:8.320414338335063 4:-8.338592196322356 5:-0.5032321577770673 6:-1.84903794810807 7:-4.764077450155594 8:-7.979989597158816 9:-6.422879367115273 10:6.072394011233897 11:-5.522284361667406 12:-6.19578517766829 13:-4.893189843364814 14:-5.448115855261541 15:4.425101760739332 16:-3.192883734498321 17:3.859908716760894 18:-1.002242372147893 19:-3.842714211008166 20:-3.841829506166632 21:-10.019462653223 22:-10.36239382601931 23:-3.596705955639473 24:0.6937125306458634 25:5.833576136949163 26:8.8846501769789 27:0.4036573277187132 28:-7.779872949304423 29:8.403906992337058 30:-1.512654643589383 31:-0.3945343969143883 32:-11.6887668335823 33:1.498971471237155 34:-2.65913639878366 35:-2.129419697473963 36:6.46136040855183 37:2.577286236320462 38:2.871337674799535 39:-8.916185764964107 40:-1.9602601353093 41:3.611872375204743 42:-6.857191509004979 43:11.30868402041828 44:7.511702020838258 45:-1.234026990506249 46:6.032631714023223 47:-9.544491414778564 48:-3.382437401673844 49:1.185213654707808 50:-6.786479370925425 51:5.909791398231825 52:6.6802625210915 53:-6.843101919969824 54:10.85592381459223 55:3.012321984044408 56:-4.059411968461036 57:7.469505808376535 58:1.725517825085961 59:-4.102274703658035 60:6.143316718801349 61:0.711352480211122 62:-3.186110080952783 63:-1.346475982576935 64:-2.12760566848705 65:-5.051638668301592 66:-7.200387173384893 67:-9.525783918967397 68:9.850962721876197 69:9.329727450288146 70:7.165886032251201 71:9.070318643213584 72:1.240501075725286 73:6.492280059636569 74:0.8491799088918297 75:6.185791216552758 76:-1.2917186171333 77:-4.255337042373576 78:10.07356845743263 79:9.496802335438925 80:-1.693212839012431 81:1.300164155576941 82:-9.461667688284026 83:-3.014420515400457 84:-0.5806717656780356 85:7.478048118028439 86:2.115368105079491 87:-4.380428855174202 88:-4.336464146727648 89:0.9493378484621942 90:-6.634183375953857 91:-5.359645526014988 92:-0.1673504657372378 93:-1.670598662251844 94:-3.426239061008106 95:4.052546231194414 96:5.994788032245921 97:-9.056889297595884 98:-2.662184435471235 99:-2.907829875781138 100:4.314123994688718 101:4.918864359686409 102:1.154482666745381 103:-3.579974004473586 104:-5.360374446911512 105:-1.831074567004862 106:0.6839904472176864 107:-0.1533296151806125 108:-1.431408133408474 109:-1.53329449058197 110:5.768180857988457 111:7.423568932021412 112:9.060246359480416 113:1.815969422774952 114:7.016909274543824 115:8.338206290385989 116:-8.953453434989173 117:1.485246767595909 118:8.227690870592717 119:0.6752991687894443 120:1.491910695270393 121:-5.019669414419372 122:2.298026032144245 123:9.357934113900599 124:4.027950203631385 125:1.510124085030772 126:8.041505848248281 127:9.919549445080154 128:7.15963837785966 129:2.044939148402164 130:1.07678757305783 131:-1.338530419075011 132:-1.728839871585692 133:1.436639377822551 134:8.097242752577195 135:-7.210487498037303 136:-2.688725177150297 137:-3.610157864037419 138:-1.674225241957767 139:-1.630700776586014 140:-2.367909907109623 141:4.286204044150765 142:-2.223604862574994 143:-4.018565337663396 144:0.8625290175112164 145:-5.940246958165635 146:9.997891074769017 147:-3.195785964110335 148:4.62736331234932 149:6.298236886404192 150:6.976479874154471 151:-7.650600374095539 152:-4.32373462105711 153:4.363377182659724 154:5.374294058422539 155:2.262681961847569 156:-6.187715625798617 157:2.613367365888136 158:1.760248065499519 159:7.596341917889316 160:-3.75003824928612 161:-2.985703628959893 162:-7.815086174104785 163:7.187429651739402 164:5.091967484035032 165:6.188675390218228 166:8.615285510622334 167:0.5216894275170786 168:-6.511097868164225 169:2.767202962243368 170:0.7576259057160051 171:-0.735714967277788 172:4.668785885427141 173:-7.728785304367277 174:1.216427037127689 175:1.730613616402611 176:6.515338113502502 177:1.469253743392274 178:-2.72323745223033 179:-2.787880963535387 180:-1.709563258728884 181:5.325213620452664 182:4.10678942486499 183:-4.503533121988781 184:-6.878306603171136 185:-4.961436837766879 186:-2.398284128247249 187:1.928462860863695 188:-10.42211918618969 189:2.765123515357776 190:1.98742383753654 191:8.914741096068928 192:8.700621312140182 193:6.67244412084017 194:2.863767034825702 195:4.676637983534275 196:8.843747761164121 197:1.699703984183316 198:3.190561617836808 199:-2.502975003258607
-1 0:8.579175472237118 1:-3.470074559330818 2:-6.660664621665788 3:-2.873203154082743 4:3.346484254956358 5:9.731343405793933 6:-10.52969390556279 7:-6.40228391732513 8:6.709234009627839 9:6.615284151002273 10:-8.024784902802335 11:4.366506995471848 12:-8.849145868521054 13:-10.71293188174389 14:-6.018811060029908 15:2.255404053826869 16:6.630760463305134 17:3.527163628963163 18:-6.607149464075883 19:-4.163196602013342 20:-2.305154771389139 21:3.121874213544531 22:-7.340335796631318 23:7.814907898709324 24:0.62797262855136 25:4.189662661301851 26:-0.3279077211728686 27:-3.353047838294678 28:5.751674106414861 29:5.868370906988378 30:5.914540416988907 31:4.158874861131475 32:8.215315184665553 33:6.504941797961148 34:6.823613444569403 35:3.909048868175878 36:5.152890154230496 37:5.170209694326179 38:-7.77656762214535 39:-4.149968256472829 40:-1.630704743337846 41:0.1345216927034977 42:-2.422216450321248 43:-8.252841118262433 44:1.725628242416808 45:7.522614579978547 46:-10.58411527387649 47:-3.426030901367872 48:-7.486055080664342 49:7.112989051170377 50:4.768669576879783 51:0.08540101244432075 52:7.804746457216815 53:-8.401798119925667 54:-1.14450702490305 55:-3.286908974444763 56:6.873495224432776 57:-7.713488308373641 58:-3.47085006458495 59:-6.733324079213573 60:7.408169360499125 61:-6.189911124743182 62:9.291558690111165 63:0.411720690725197 64:0.0903222190812768 65:-1.778221167150118 66:-7.630274686724416 67:10.05939389235409 68:10.08553798752827 69:-5.162908384406506 70:1.451217650841226 71:2.750854410023895 72:-0.5920746004506289 73:5.023286308972635 74:-4.110124843300807 75:1.003450758619388 76:2.484030981828509 77:-8.886297447376979 78:-0.005224880094535145 79:6.146113037248702 80:-4.817597417045222 81:-2.712228779804805 82:1.444748392262014 83:5.366594295236292 84:8.25769587986502 85:7.401928529826924 86:-1.877694543287615 87:-8.933050475845752 88:-0.6582841438617413 89:-8.145375175852454 90:-4.691943054567063 91:-5.788431491145507 92:9.357104918256042 93:-7.348798513367373 94:-4.793508540092641 95:-7.068175949986607 96:10.97817594493358 97:-6.97436162028936 98:-8.100482335499764 99:0.4924811269303599 100:3.363190152343897 101:-3.64266830109079 102:8.458121222111753 103:-5.824946972004801 104:-5.142666431960961 105:-6.32105323333267 106:1.412248592497096 107:-4.053804429208379 108:-8.999127028237071 109:6.248116873163077 110:9.495345000594634 111:5.784190954794916 112:9.33387016833016 113:-5.84060271266173 114:9.854789389678086 115:-7.898457062990479 116:-5.001021248708994 117:6.101714625984554 118:1.698367231243888 119:3.801440530152361 120:7.703586877301972 121:5.114484773108151 122:-6.510462431136544 123:-4.869160737943608 124:3.956965516131028 125:5.183404039549321 126:-8.565163932193867 127:-0.5601410843722275 128:6.047928809285673 129:4.496914782769147 130:-3.339258094276254 131:-3.427554497798852 132:10.46757919300437 133:-0.4095204022418015 134:-3.071104278150171 135:8.553559694702049 136:-3.460500653589001 137:7.793288642743935 138:-8.385719288262422 139:0.06603885721348668 140:-10.40016175438214 141:-7.202795075902087 142:6.27270749239025 143:3.26610166808955 144:0.5983622772952704 145:-5.176755089281754 146:-2.556489471007889 147:-8.268834449334076 148:-0.8855111484993198 149:-1.245894587789808 150:-3.277061940276688 151:4.901227516262683 152:4.146140625630379 153:-3.060790145859065 154:-8.870336193748404 155:-7.564117337408371 156:6.89772360521989 157:-1.844851489551958 158:-2.53001826590115 159:1.286392034370281 160:4.068631756349333 161:6.775110606218066 162:-9.879906328217984 163:0.8289266944763851 164:9.694799219592767 165:0.5415821659708686 166:-4.780379960838273 167:-5.19894637671345 168:3.644720462296095 169:-0.9242230584784943 170:-8.28172476509009 171:-6.864361688471512 172:-5.388428017858556 173:8.029109780385642 174:-4.552112357112285 175:-5.952126776478311 176:7.078390841540269 177:-4.7898696125717 178:-5.199542073374511 179:-4.184156998730938 180:1.987674305765069 181:4.085126330215648 182:4.855166498705709 183:-0.2106887268937675 184:3.48611728102121 185:-4.48152034557871 186:-3.844447658436751 187:-1.456782092769846 188:9.90839731988004 189:6.297359273840057 190:-9.039927553745764 191:-3.384955184896819 192:8.152563752499416 193:-5.825654047786413 194:3.061322387446709 195:-7.206326918091613 196:-9.037057139054021 197:-8.470543738051051 198:-3.415867228047797 199:-6.165782551395026
-1 0:8.426454880259595 1:-2.997286254579957 2:-3.690867777272311 3:-2.49096973813788 4:4.574851177878432 5:9.629446820064196 6:-9.779545185841448 7:-5.376608505921067 8:7.061200850997755 9:3.700031015597947 10:-5.680784846571317 11:3.193418806112501 12:-7.124077128307885 13:-8.987826663253422 14:-3.821214649766055 15:2.931605207016939 16:5.532540830953256 17:3.307581548099305 18:-7.032128350886343 19:-0.6705230891145241 20:-2.613356972888919 21:2.221944390342195 22:-7.909541092700081 23:8.032564909664838 24:0.9313049139794737 25:2.668034410202657 26:-0.4525406747948745 27:-0.902445839689701 28:4.98216734302948 29:5.170076652557839 30:6.340427919411766 31:5.744913073695506 32:5.59979494260805 33:6.136372109810383 34:5.765223642208431 35:3.955905479224776 36:6.842597913617664 37:4.870105653764581 38:-7.51532217334838 39:-3.802578613956619 40:0.5004798058062168 41:1.036482938066118 42:-1.64448966623011 43:-8.515632313293386 44:1.202969436156273 45:5.909728188157406 46:-10.41932226566938 47:-4.566345947564165 48:-7.609042966581587 49:6.624973645659042 50:4.934959300974592 51:-3.405113701599388 52:6.526193810412581 53:-8.276882716224993 54:-1.536876363512779 55:-4.741768315958382 56:9.365015155061434 57:-7.997057726257128 58:-0.7171700398964476 59:-6.113630100734018 60:6.351660534554452 61:-5.35027433275708 62:9.427128909627271 63:1.200786301830695 64:-0.6907056341782225 65:-1.855820316899175 66:-4.957463948224631 67:8.316785512678322 68:9.338071050000279 69:-3.209037866988779 70:-0.00955641082128289 71:3.852185653502558 72:-1.226424857659316 73:6.915991318723804 74:-4.338367058478783 75:1.199297461191436 76:2.294568445939067 77:-9.40844012506885 78:2.816211240961605 79:5.986855171344053 80:-5.208352788631895 81:-4.857430752815668 82:1.331370733932955 83:6.130493183882646 84:7.023077158765941 85:6.383160608503289 86:-2.658805566503172 87:-9.168487343729112 88:-1.895003764520626 89:-5.493699326629154 90:-4.501705666006482 91:-7.440050991809444 92:7.755686977477952 93:-8.555213589252562 94:-5.565490092552463 95:-6.104173713262614 96:8.904912745359075 97:-7.948971050258768 98:-7.034533750414159 99:0.4021777843567447 100:3.871213356805908 101:-5.03862699747185 102:7.02533109253942 103:-5.691651470411886 104:-6.21785813784161 105:-8.125904375180625 106:2.452524507686197 107:-2.681236631793864 108:-8.897846327658709 109:6.837635683068457 110:9.772177249470133 111:6.10303634332885 112:9.407483444709898 113:-6.951174630322243 114:7.937905487589061 115:-7.468873270600541 116:-3.875039810675347 117:5.227059519045817 118:2.691123347774977 119:2.444434490311926 120:9.336560688993487 121:5.696788194641413 122:-6.481069139470248 123:-2.93931894372203 124:2.628625396254019 125:5.666082420751535 126:-8.721570495089141 127:-1.835061307410867 128:4.381822621111326 129:5.378918854877796 130:-1.796044664903926 131:-3.773765560602745 132:8.00779326565543 133:-0.385495594490055 134:-3.463666127218433 135:8.069666051290209 136:-2.510664427923552 137:5.201644783306886 138:-10.35432377216007 139:0.305710292170877 140:-8.955216736499246 141:-7.655966323535412 142:6.017924455724293 143:4.598150058633286 144:0.9953484749677374 145:-5.488933037310306 146:-1.451596983556721 147:-8.189167370498568 148:-1.127039059961771 149:-1.175391154602125 150:-3.272949356569833 151:5.861241354956743 152:3.668612917330176 153:-5.514193829303347 154:-9.552542138775653 155:-7.225717114663139 156:6.676610570342841 157:-1.789957866158738 158:-2.751495166099355 159:2.68133551045685 160:5.697364979844139 161:8.328502421455198 162:-9.758271576953417 163:3.161307087983287 164:10.01477563247544 165:1.077695218365122 166:-3.968818348012782 167:-5.468670494781693 168:3.481897047082135 169:-2.436334692776529 170:-8.720168397952843 171:-8.297712823873081 172:-6.566655846481136 173:6.660989320253052 174:-3.382936755785107 175:-5.058998890048898 176:7.397577485427558 177:-5.394105886100911 178:-1.038245521096612 179:-3.71563273054022 180:3.111132348865867 181:7.004963546004164 182:5.919524265746775 183:0.5652977593791666 184:3.401309647423986 185:-5.993581127642949 186:-3.895177938670813 187:-0.501618883511505 188:10.84078880898547 189:6.967240317021233 190:-10.4546960876767 191:-3.970531725271273 192:7.334482385317759 193:-7.958686293407434 194:1.231589882697196 195:-6.529179464261578 196:-8.334897674546314 197:-8.855301687645868 198:-2.763170655646667 199:-7.721485873734629
--1 0:4.831769439253522 1:2.929367119624946 2:6.278225247103887 3:8.30459293688673 4:-7.492445425936491 5:1.049782902001794 6:-1.431393687753315 7:-2.971457073190126 8:-7.190212970449456 9:-4.901379377373159 10:8.876223780529745 11:-5.599795655188572 12:-6.756842865104996 13:-4.131180612672332 14:-9.512258997625631 15:4.325155601334362 16:-2.837524412815087 17:4.589450776740691 18:1.436148813780376 19:-2.61765352133352 20:-1.951207142412696 21:-9.270419641935653 22:-10.62730530223089 23:-2.062625578080722 24:-2.287141159552427 25:4.249903244600307 26:7.937036956060264 27:0.3178115850869756 28:-7.956050101454025 29:8.589658990586978 30:-0.06288804326775033 31:-0.007420727817942785 32:-7.410697619745954 33:1.497118286248083 34:-4.21704042554468 35:-2.06649092295693 36:6.127530192962799 37:4.060599174780966 38:2.734827516194329 39:-7.823114705974446 40:-3.841423448952791 41:2.365432621182333 42:-5.979948983245645 43:9.879575208145054 44:7.273727175251347 45:-2.176368429016974 46:7.760170909834676 47:-8.69078871235771 48:-3.033621010328545 49:1.740601305185113 50:-6.468144538013885 51:5.139502681370771 52:7.320078091722049 53:-6.637278690696363 54:5.837884431919137 55:5.851740154720876 56:-2.425611600106641 57:6.289992173152214 58:3.431180902778393 59:-2.143948095278233 60:7.308240123281719 61:-1.787209063665952 62:-2.454973641180635 63:-4.388593320411621 64:-2.28147318811672 65:-4.973269947909948 66:-10.56792226549385 67:-7.714133940002859 68:7.872155143405668 69:8.534611220865324 70:7.449832618618876 71:9.15246790425474 72:-0.2509262207896848 73:8.585019850273403 74:0.217514579549702 75:4.767479925190742 76:-2.108487315857818 77:-2.569762981633883 78:6.311979296811664 79:8.711544995231858 80:-2.440076471818476 81:1.056401496343117 82:-8.007904420649398 83:-2.751436400517291 84:1.296554414284925 85:6.506290506400862 86:2.245666654470843 87:-5.708310072717568 88:-3.16492929034968 89:1.121733685575083 90:-6.956918198089081 91:-5.795757379431847 92:1.401795854792748 93:-2.574183096755152 94:-5.190959604023415 95:5.779819467976302 96:6.249914003965501 97:-9.32691290673754 98:-2.701499650886067 99:-2.196768479746464 100:2.588257622723979 101:2.739233587056062 102:2.189496490653542 103:-1.595369964874445 104:-5.648692738168931 105:-1.777386778884249 106:4.440257152577794 107:-0.7232842366965324 108:-1.847102627095587 109:-1.207555293282847 110:5.000404339878787 111:7.588318745412717 112:11.51926793650146 113:3.083394518350675 114:8.234513001064126 115:8.189015390664757 116:-6.754855991579162 117:1.681414062367341 118:7.696119678789207 119:2.813004110926829 120:2.61781196138051 121:-3.285469619218893 122:2.62485644432642 123:9.855720569413625 124:3.679346774258978 125:-0.2803261126685754 126:7.032909213677017 127:9.085176902999757 128:6.190348578039883 129:1.629842356443806 130:0.4044778429152118 131:-2.919252931290247 132:-1.102951953929709 133:1.362642074326684 134:10.85547853865436 135:-5.602630351468456 136:-3.914599415778644 137:-4.000357956359063 138:-4.745873179515142 139:-1.081753682560822 140:-2.427244088270677 141:5.391817693017121 142:-0.8878785412265955 143:-5.142378209911689 144:-0.1466426674297773 145:-6.158573432016487 146:8.660689743152377 147:-2.377492482333722 148:5.459079243123394 149:4.858422627993978 150:6.14551491210934 151:-8.49398086155192 152:-2.541480410740111 153:3.397150263332907 154:5.673284185351691 155:0.4792317891725348 156:-4.146604987800481 157:0.8499864684073577 158:4.76377367865665 159:8.872273781381349 160:-6.220374116086282 161:-1.079250907830437 162:-5.382171350707208 163:8.298485067286588 164:4.550463188344093 165:6.397601464653642 166:7.03229667230115 167:0.8853193692503929 168:-6.824536242287017 169:2.131581140233152 170:2.027619833813341 171:-2.753409543679232 172:3.856440578332377 173:-6.351345850210861 174:3.485431748541971 175:2.749765360347165 176:5.508531638450606 177:4.149991669439034 178:-3.135215415983946 179:0.8026163131594879 180:-1.41799719797531 181:4.737036446225197 182:3.233457782200723 183:-7.20335091568622 184:-6.634218001846803 185:-6.484558097046801 186:-2.796866207585992 187:4.96877140390267 188:-10.75399999058701 189:1.052930883743776 190:0.3170848701535953 191:7.75302598723497 192:8.827239649250973 193:6.805005276156946 194:2.215295228348203 195:5.700137671950163 196:6.594478333272546 197:2.320775307462753 198:1.791703803437117 199:-1.308527901003874
--1 0:3.25416437900635 1:4.81157779415548 2:6.506691445349312 3:9.649902531212089 4:-7.344280562404631 5:-0.4283478801018084 6:-3.649853059617375 7:-3.180762343861338 8:-6.565023045211943 9:-5.270120848169229 10:7.811483911081102 11:-5.497853978952129 12:-6.4356544521317 13:-5.520247679359376 14:-6.756383451460088 15:5.288190659414794 16:-4.129700635604056 17:5.218374095676039 18:0.0389115538127856 19:-2.816594767707272 20:-1.685294137958756 21:-8.379828595369988 22:-9.028596980860344 23:-3.82649108988582 24:-1.897405875908062 25:3.230852274320368 26:9.42564313162984 27:-1.381391106097546 28:-9.036397995868235 29:7.675549548537883 30:-1.184445745188735 31:-1.764170941393437 32:-8.996340401844488 33:3.726834553792607 34:-3.1047414737131 35:-3.07466044688486 36:5.604236934242067 37:2.22307596588095 38:2.826699400048006 39:-7.121940182515127 40:-2.303682524805478 41:3.68164082504846 42:-6.840117272380985 43:10.14802075196583 44:11.45687201532049 45:-1.316212790309758 46:6.012389946667009 47:-5.750050147389826 48:-2.989427421196301 49:2.513557187686084 50:-7.413186147745522 51:4.248197616597858 52:7.824799570006315 53:-9.131635154111706 54:8.414940213226572 55:6.442392671619178 56:-5.005403832836524 57:8.089408886769776 58:2.144495111069863 59:-2.166016561547022 60:7.603617218942167 61:-0.4685839774931032 62:-4.310109747545034 63:-2.930062278154145 64:-3.593981803727659 65:-2.826572824064101 66:-7.780143498532629 67:-9.089703014984046 68:8.466889522177645 69:6.583856241897843 70:8.393374331777963 71:7.989059305562646 72:0.9337084247975264 73:7.352390402690312 74:0.7432635169813497 75:4.220176907200279 76:-2.737845648079406 77:-1.695136679657432 78:7.557958410860663 79:9.230076620730372 80:-1.251292586757904 81:1.188566723813466 82:-6.892362886951286 83:-1.489542004780334 84:1.702241775742657 85:7.588281067036188 86:3.501520292361427 87:-4.419448323316896 88:-4.718322338768547 89:0.5511407428828866 90:-5.860146615344955 91:-5.858178838876498 92:0.75923743761858 93:-1.517264143159298 94:-4.666698216580699 95:3.254400979428354 96:7.669260627226694 97:-8.963148427183043 98:-4.246638035260459 99:-3.954169451775056 100:3.677291212644428 101:3.456041505138799 102:1.362890030292967 103:-3.431993851925689 104:-6.313310761722887 105:-2.804649407448096 106:-0.2849715694034298 107:-1.85230185088746 108:-0.3674130213993567 109:-3.475519167075249 110:5.928778556514661 111:7.476525032986158 112:8.334781471528384 113:0.9057444270610859 114:5.494475725295995 115:8.17981345903581 116:-8.430149645392458 117:2.561076886272641 118:8.178611301925725 119:1.230001464067829 120:2.371455457937433 121:-4.482626231292745 122:3.230090010375857 123:9.678747229108358 124:3.485134712809415 125:1.236231444934906 126:7.276926336154442 127:9.288775544735554 128:5.45486906118033 129:1.828895757724147 130:0.6428049187860538 131:-0.8438580288768255 132:-0.4152478152586307 133:2.420022285805183 134:8.423853585851919 135:-6.641474064380587 136:-3.430802993402615 137:-4.318642673999034 138:-3.432456924271564 139:-1.234681959876198 140:-2.21983533288266 141:5.683247500042944 142:-3.162159296309544 143:-3.638352146571567 144:0.7169165326785567 145:-8.032694869514822 146:6.543249156552051 147:-3.031011541761476 148:5.811207924432097 149:4.178696715974441 150:6.935731225286969 151:-10.32638833153857 152:-4.408850795062932 153:4.484878464178166 154:5.284520146905707 155:2.185625735739813 156:-3.607380963659703 157:1.474564933440343 158:5.51002639655541 159:9.244487319162877 160:-3.111027089797867 161:-2.831098934036314 162:-6.452424656593666 163:8.898640334966208 164:5.25004218313006 165:5.249550162537254 166:6.987078627060586 167:0.26740373484865 168:-5.842566846593976 169:3.846546457332025 170:2.135581409536588 171:-0.1543910217228328 172:4.634813666992144 173:-6.471101198130597 174:0.3514554270876902 175:5.090096423542319 176:6.035432080821261 177:2.054625077500835 178:-3.763483005365028 179:-0.4239379820711284 180:-1.519584807380415 181:6.674075743886406 182:3.511714415532484 183:-4.086720214839559 184:-7.677792517575459 185:-4.752596163923181 186:-1.317376058685376 187:1.667407337777898 188:-9.896742374970836 189:2.39412243123323 190:0.7622474836050575 191:9.249318540976496 192:8.752628800851593 193:7.390738457142358 194:1.53751034991624 195:5.651302570762203 196:9.304190484511217 197:2.141755425032497 198:1.350741179438697 199:-2.028686827777202
--1 0:2.929112660227771 1:5.09073730229617 2:6.160330113762559 3:8.779591262210319 4:-9.451711707797754 5:-0.5976393429694107 6:-5.182100704343704 7:-2.408976702880604 8:-6.876885816531748 9:-4.859412973776355 10:6.585160396344031 11:-6.883999657494374 12:-7.572710890783706 13:-3.860921828586477 14:-9.533527100273911 15:4.665733079826806 16:-2.063437310386623 17:6.117772184815862 18:0.7033671171998102 19:-1.236581930292916 20:-0.1161149118345086 21:-9.796133648958254 22:-10.22846502092233 23:-2.608718241186229 24:-3.394866328613149 25:5.048052376184742 26:8.194388300857623 27:-0.627207110063524 28:-10.38585590222608 29:6.694906131917302 30:-1.37438042219448 31:-1.30267888601396 32:-8.946366871342491 33:1.543099079272002 34:-5.009622372688789 35:-2.659849157791176 36:7.053778255155373 37:4.291457492574187 38:4.395915708933405 39:-8.693814000887032 40:-2.222216589822906 41:2.938764562398545 42:-7.599644745547374 43:8.229954425560638 44:7.506186160992076 45:-2.423461405651584 46:7.813558035237401 47:-7.898595733998254 48:-1.713915069525637 49:2.090455988445846 50:-7.386929620181768 51:5.148870906372165 52:7.063720555501299 53:-6.770782600871848 54:7.488134568058143 55:3.431309525387687 56:-3.048571595703776 57:7.788010941397878 58:4.110702916829244 59:-2.780110820587502 60:7.970123310667597 61:-1.584463659938654 62:-1.670054676303716 63:-1.483870854041965 64:-3.055041149474435 65:-7.632755655171513 66:-9.41633427559856 67:-10.05704709698732 68:8.727197520186856 69:9.460531859805414 70:9.268331637509622 71:10.96746377026809 72:-0.7277577249679319 73:7.425877837217621 74:1.533277543081761 75:4.561517532452688 76:-2.633641994281986 77:-1.428080536351946 78:8.819837354935114 79:9.678884257111505 80:-1.144429183491597 81:0.4007254800079834 82:-8.628296908751816 83:-1.756520586069543 84:1.543920859961285 85:7.523360186240867 86:1.926903089927165 87:-5.505106249610631 88:-1.611180824288366 89:2.529653735999915 90:-3.561908317631834 91:-5.470016842572193 92:-0.6085698355789735 93:-2.635230712685715 94:-3.12050346460117 95:2.801554612026365 96:8.191301045365732 97:-10.85334569652753 98:-4.785807523407321 99:-3.66048058555719 100:5.278891028286248 101:3.588447601362684 102:1.240528421416387 103:-4.676573037839889 104:-6.098581905001057 105:-1.001747711016331 106:0.1402000762108058 107:-1.417948227044117 108:-1.917459039593169 109:-2.244353744176277 110:4.615890611872866 111:8.541514926100739 112:9.753835650419106 113:2.089979245953903 114:10.09251541773946 115:10.36703635179729 116:-9.778980562670807 117:1.844716572996787 118:8.702623961240871 119:0.8732168408747207 120:3.638263000522102 121:-3.022121242599748 122:2.55540339632517 123:9.579031992149142 124:2.765762928001999 125:0.2873983250522361 126:7.922437373925799 127:8.271816531164616 128:4.367770020108127 129:0.8883726267914638 130:-0.8429628318751698 131:-2.267804989407292 132:-2.84051573621265 133:1.129327358301227 134:7.840107344597064 135:-7.963051871674906 136:-4.050829842136814 137:-4.198566830804986 138:-2.329371545226977 139:-1.390667504066788 140:-2.979807164440814 141:6.448621074603969 142:-1.750986210233197 143:-3.837446543602835 144:0.09617848014026573 145:-4.237656869778979 146:6.478240082465774 147:-2.87039421811549 148:3.990619967355501 149:6.50805693418102 150:7.900504980894127 151:-9.364883694669716 152:-5.314376365706417 153:3.133411996051446 154:6.825283247068569 155:3.091095115111451 156:-3.91526042670258 157:1.163542496710355 158:3.557232203975685 159:7.934255927986295 160:-4.199684362677383 161:-3.033893901968631 162:-6.279214542936425 163:7.638270148653758 164:4.223217666535305 165:7.70355200240494 166:7.183746642617893 167:1.608430920733207 168:-6.653250609980791 169:2.158981412925433 170:1.986282280637341 171:-3.12764698013021 172:3.714752859476869 173:-7.230385459945875 174:-1.165499395227156 175:4.154110838077232 176:7.816008036490887 177:2.913164547067166 178:-1.21784587210174 179:-1.155211298515719 180:-0.5362157490534396 181:5.531990059689671 182:1.30404166156634 183:-4.353574364393364 184:-6.267371706367782 185:-7.219225164013903 186:-2.867098350542547 187:3.092319102789838 188:-8.613602448094268 189:2.925263037421247 190:0.7210236144624105 191:9.794464578226709 192:11.87382554285735 193:6.966997996414435 194:2.370712324443699 195:5.350774131983608 196:7.046015795695117 197:2.428005360460166 198:1.461438364315294 199:-1.129881601296627
--1 0:3.676803169489808 1:5.728117636033363 2:7.032798461080352 3:9.767069722115448 4:-8.708941578634199 5:-0.4985725623204189 6:-3.67732947009266 7:-4.057886918386108 8:-9.919530353584758 9:-5.518432139032961 10:8.974610109464139 11:-5.717054818948633 12:-8.96426347564759 13:-3.330924754401224 14:-7.900245149831096 15:5.377709107082685 16:-4.326459355550837 17:5.218673190414408 18:0.9866669296204431 19:-1.509291687117403 20:-0.8031987708512365 21:-7.909007828221436 22:-10.38604932734658 23:-3.683483841849776 24:-1.769287876206601 25:5.781859295456069 26:8.674561529738828 27:-0.6163024986405892 28:-7.7106168730989 29:9.067718725462967 30:-0.4921000711444985 31:-0.8833826766294115 32:-10.51399886726955 33:3.06852627015228 34:-5.322831130706073 35:-3.175054826628831 36:5.850465798033195 37:4.552794823089088 38:1.312431333194793 39:-7.823883861863862 40:-2.30190142120733 41:2.517063534013609 42:-5.877147812237499 43:11.10254491316122 44:6.702855719721516 45:-3.202163011980898 46:4.961642792353238 47:-8.242426339358051 48:-3.162060594981268 49:2.330999020115617 50:-7.66469069256944 51:5.236692839118063 52:6.356550069385951 53:-7.696366527269076 54:5.938019699049834 55:3.844522268007158 56:-2.610005036231528 57:7.886233821163362 58:3.445864587221521 59:-2.337221089017941 60:7.355736101533628 61:0.3366583196283981 62:-2.459738964758833 63:-2.587377759294099 64:-2.078890147462598 65:-5.845189327198597 66:-9.449031846835075 67:-8.799220997822379 68:9.216759382002708 69:8.505740448401871 70:7.735602484926497 71:9.417537735341037 72:-0.4191151216135356 73:8.058881261834539 74:-0.4406669397528274 75:6.964198418625376 76:-4.107063391147636 77:-2.023525339852428 78:9.417106578936803 79:7.926654616369873 80:-2.604090341112564 81:0.200876273204573 82:-7.951046912552445 83:-3.52824872642219 84:1.875029694284109 85:7.21150236075045 86:0.3083656847074265 87:-3.221830294035652 88:-4.604118136280711 89:0.9481150886706817 90:-3.514935264840327 91:-4.043808519705416 92:1.778791599255531 93:-3.540999424023392 94:-4.365260038313067 95:4.91777755691074 96:7.699104063280582 97:-10.50035599066232 98:-6.010180074904709 99:-3.83724743718729 100:4.758688941149758 101:3.12842141587805 102:0.3091071462691968 103:-3.013912381484029 104:-5.167036898670998 105:-3.070841062558526 106:1.230133438407656 107:0.806594434011024 108:-1.496895519368532 109:-1.786990155759333 110:4.02315944046379 111:9.448389164824421 112:9.243315144134248 113:1.796644636528022 114:6.666548715087729 115:7.049413261263258 116:-10.7579649125374 117:4.326835197788373 118:8.395556861071585 119:2.13246789105158 120:1.147114077179029 121:-3.197192681721353 122:1.938129801677801 123:10.26141795291179 124:5.279673000143569 125:-0.9386156087094744 126:7.638161041632931 127:7.16808488322533 128:5.915918373549816 129:0.1796468980120304 130:-1.160369041646281 131:-1.801689737099639 132:-2.774404892656344 133:1.067009728993416 134:9.799202182519723 135:-8.223214230490445 136:-5.314066265702288 137:-5.168101785201414 138:-4.282317189688463 139:0.445138395334598 140:-3.196447821190762 141:4.835588235726549 142:-2.067993053676019 143:-4.584396488712736 144:0.7373758840315039 145:-5.504000004885426 146:8.07694006153543 147:-2.828379212314982 148:5.339899001964304 149:6.043447980058843 150:7.445772524062244 151:-11.33302115109265 152:-3.309397433345985 153:3.423286859792209 154:6.469356615878891 155:1.788548400111308 156:-6.367266181800916 157:3.110266281765862 158:5.142246984511641 159:6.552314189685189 160:-3.501916584768194 161:-2.706413257640238 162:-4.582914464368802 163:7.594078339645403 164:7.076031144704533 165:6.813884154681553 166:7.26438102657898 167:-0.1257066507484585 168:-7.562863022335002 169:3.892413383122338 170:2.982917209073372 171:-0.3197385075770565 172:3.783899034364067 173:-9.170346968459874 174:3.957155468362594 175:4.909644695822002 176:5.256298835072371 177:2.77350665424781 178:-3.241466494129706 179:0.9209901192976311 180:-0.8495311051387577 181:6.83526997857633 182:1.228713940973078 183:-5.992954992741322 184:-7.795170482457269 185:-5.250494190908045 186:-2.407775909872574 187:3.423883842887152 188:-9.47562193345949 189:0.1018660455042451 190:1.900066897088607 191:8.852292545693842 192:9.58806946149967 193:7.046939040823109 194:2.81595721390651 195:4.968516940766079 196:8.886859850162903 197:0.6941461435853631 198:1.544947154090912 199:-1.398921431013161
-1 0:8.736237147346836 1:-3.268949028254278 2:-5.989743417651868 3:-3.398521661854171 4:5.031009691712116 5:10.1767624202794 6:-11.09791556605135 7:-5.776271521202391 8:7.580670344854385 9:5.381676802822107 10:-7.324556059894044 11:2.081622815603224 12:-7.737649574004419 13:-8.412924436335082 14:-4.838999541328031 15:3.662473710375164 16:7.816427104290337 17:2.986027401847103 18:-7.152099374855811 19:-1.285251875367943 20:-2.004559281325921 21:2.567074065438338 22:-7.4420141034301 23:9.953165906514348 24:-1.589732470416515 25:4.838993105854447 26:1.548098231223208 27:-2.425302251320131 28:5.834359446774984 29:8.14160597077541 30:6.37325423189009 31:4.176801062999175 32:6.084535036809662 33:6.166498725471986 34:7.625562625394386 35:3.244844457885149 36:5.095423449803043 37:5.536818805347704 38:-6.558436013303717 39:-4.892911273464118 40:-1.591687970478912 41:0.5741195618262933 42:-0.4875800937396504 43:-8.571851180185268 44:1.368695160040575 45:6.907850400111785 46:-7.213882786595215 47:-4.04718844479288 48:-8.290239449154177 49:7.588362191159579 50:4.756964432077289 51:-1.453146364297459 52:8.722620891283029 53:-6.951227221738643 54:-2.798119184732736 55:-3.334837529642385 56:9.146923706797605 57:-9.38696724063559 58:-2.487956509501284 59:-6.747540936035241 60:6.861400894438111 61:-5.439185954719561 62:8.252025471795076 63:1.779315291731223 64:-0.8652352242824861 65:-1.911315245021675 66:-3.622616600171918 67:7.403329968170899 68:10.80000087226611 69:-3.222991917567575 70:2.548303829474037 71:3.193420022655041 72:-3.43994627080599 73:6.825412640191417 74:-3.19417007819488 75:1.307644502101255 76:1.373796008853054 77:-9.488832776589428 78:1.449848551761009 79:4.854306040986843 80:-5.111777390537235 81:-3.475438305571684 82:2.832431043660768 83:7.247348542425154 84:7.778181815095321 85:8.474234385067005 86:-3.312740559676409 87:-6.253613594831641 88:-1.017894079178375 89:-6.524234250534979 90:-3.346788129714269 91:-6.783016573371249 92:6.328890237070699 93:-7.818165641195796 94:-5.682987192578214 95:-8.13916434629707 96:9.341934897004229 97:-7.699574491290187 98:-6.14741877715022 99:-1.861731216121534 100:5.898798496922294 101:-5.072638199776255 102:4.470678906543119 103:-7.02049217455884 104:-5.855467484729729 105:-7.171889529450438 106:0.1363828319691931 107:-3.085957305198971 108:-10.21166935138971 109:4.307310528238929 110:8.178596992163607 111:5.676423229160964 112:8.550465102153915 113:-6.185123271089388 114:8.767657358821372 115:-7.450177924259589 116:-3.525024713855375 117:1.925127780347652 118:1.953214534493117 119:2.579023449575045 120:9.356783331199303 121:3.646756428067089 122:-5.998577031134161 123:-2.083703224118187 124:5.021770040792608 125:5.27250898801657 126:-9.060191138856826 127:0.5434147323943843 128:5.544845263894197 129:5.323716008840927 130:-2.350409614561515 131:-3.546595324762404 132:10.66757901747444 133:-0.3636704885635338 134:-2.424863971154865 135:8.531774284225961 136:-3.981921928942844 137:5.929219570093851 138:-8.491091241653479 139:0.7912985306494749 140:-9.233141579085466 141:-8.156243275394669 142:4.872888758982442 143:3.110067784881992 144:-0.08282954104495277 145:-5.373253807727832 146:-0.3541951478978675 147:-9.117308550518802 148:-1.093796168500962 149:-1.921494343418578 150:-3.281576818217515 151:5.016450628988462 152:3.721581470646636 153:-4.109652047874351 154:-9.161070674208627 155:-6.057793146672056 156:7.944399143267622 157:-0.2051696202325983 158:-2.277444862738008 159:0.6065772245777619 160:4.979535759169596 161:8.224231901420159 162:-9.125165545760831 163:3.303896934746432 164:8.977019225261971 165:-0.09952666527065701 166:-6.027086347079644 167:-4.785332820980197 168:5.616989789274708 169:-3.990412815746682 170:-9.428872266825101 171:-9.110640791246031 172:-6.722624855448015 173:7.396195369066264 174:-3.455415979957004 175:-5.615335203783483 176:5.970844284935614 177:-3.84757500969484 178:-3.804471588755767 179:-4.422155593154208 180:3.201981775813963 181:6.930100104872364 182:5.549818531795403 183:-0.5790188189170864 184:3.202498588693549 185:-4.409447763875128 186:-5.960894524305712 187:-1.336152065556112 188:9.732147597016468 189:6.152528795084069 190:-10.01713103769165 191:-3.367268059488351 192:7.614179970439578 193:-7.028173485105526 194:1.081194291314775 195:-8.65310893888071 196:-10.00992002133149 197:-8.717634684525018 198:-2.74131395867946 199:-7.345330592356873
--1 0:2.659313846905821 1:4.091352209114753 2:6.712748234626713 3:9.67053754904401 4:-9.108187322121902 5:1.241206080949913 6:-2.477786783859289 7:-3.750063027968013 8:-5.787941706828473 9:-4.46465442676317 10:5.917139367367613 11:-6.227314467820602 12:-6.626164296793217 13:-5.384867445301659 14:-8.02100839055608 15:5.799272804649872 16:-6.365949462939011 17:5.973790063515224 18:2.058650281630106 19:-1.232135328399937 20:-1.636786354104508 21:-7.008702422583585 22:-8.409962529011047 23:-3.268481308429385 24:-2.010379015342453 25:4.051029808897282 26:9.952871960268089 27:-0.8259219842676755 28:-7.881077074913485 29:6.391018116848349 30:-1.730035472980001 31:0.225228910524748 32:-9.366832017743565 33:2.116797092256096 34:-5.216209895378769 35:-2.215713031091357 36:5.347198773282367 37:6.641895605026843 38:4.261233439080446 39:-9.46351350467223 40:-3.22901811130827 41:1.979465617624229 42:-7.450152773032944 43:9.040873066344135 44:10.32682091195782 45:-1.377511490447289 46:8.579335195129046 47:-6.965533521685258 48:-2.482600014691589 49:0.07049069038292299 50:-7.759947926217733 51:5.4495283108238 52:6.742179410708529 53:-6.73689063836553 54:7.827224856786266 55:5.602435826595403 56:-4.340352737501128 57:5.853363004218171 58:4.953198024300236 59:-1.063475123277799 60:6.743790086883616 61:-0.7486040754435804 62:-3.873985824244659 63:-2.812308301485503 64:-1.842304933404066 65:-3.30598458733379 66:-9.080008603365581 67:-9.172540146092874 68:9.024539528446448 69:8.617956376450071 70:9.527676985228387 71:9.828414549037985 72:0.4293750055528989 73:7.758159686003864 74:-2.426126689836644 75:6.850746658253676 76:-3.017996086548036 77:-1.416528597283014 78:9.307661905569299 79:8.275728452233336 80:-1.397177489846299 81:1.150531963292226 82:-9.465600000152779 83:0.1169023623747134 84:1.005763726380611 85:7.90301567219093 86:0.8727052124415626 87:-4.380468852014591 88:-5.822916291809703 89:0.7388582074505444 90:-5.670960727033186 91:-6.139402672111812 92:1.410817727498461 93:-3.764888378079011 94:-4.293189037990482 95:3.568068296290101 96:8.408254134273317 97:-10.42310800588126 98:-5.369936633407121 99:-2.415223432581465 100:5.101120908018238 101:3.550571754268664 102:-0.156443117840134 103:-1.45872463753508 104:-6.340725238806971 105:-4.207825209371638 106:0.6586220934873694 107:-0.8742192622748005 108:-0.8574909755980449 109:-0.7596929968353796 110:8.181220476694605 111:7.179460980861696 112:8.44544892997563 113:0.8955816476491519 114:9.091218083625082 115:7.972351810382579 116:-8.785701823007933 117:0.03315014683722461 118:8.733291007047741 119:-0.5030338300954798 120:3.074831883390964 121:-5.755703618124504 122:0.3300242034485632 123:8.579564631558785 124:4.218375920602707 125:1.084928138304628 126:7.139072770367575 127:7.379389646705198 128:5.801110576862908 129:1.099382713503408 130:1.949351360322061 131:-1.342875789255257 132:-1.982167735319956 133:1.807802360480846 134:9.109474338029218 135:-6.096206580717745 136:-6.188345447435703 137:-1.074446076106777 138:-4.409423606857271 139:-0.620916663876194 140:-2.031038583875465 141:7.93441990106345 142:-1.80257750647767 143:-3.884956105291727 144:-0.09873270170126408 145:-6.302854201804803 146:8.645466345865316 147:-3.019528862833459 148:4.223600618692276 149:6.981490753731005 150:6.726432732949883 151:-8.790874566220403 152:-3.467925008591403 153:3.287221694942133 154:5.219994123277393 155:1.45022642321311 156:-4.160291105565372 157:2.243910171390329 158:4.33965118384131 159:7.544749335258357 160:-5.033936528704868 161:-2.886174345822988 162:-6.455998953424526 163:8.278359205439543 164:6.416278562131509 165:4.013723717636131 166:6.829031136231219 167:2.140695229815488 168:-6.008952490428453 169:3.103762090098349 170:2.231690269716577 171:-0.672480415624738 172:4.712245164555486 173:-8.179931640833273 174:2.004173996799889 175:4.204634490038082 176:5.987878561703361 177:0.5316343721197945 178:-4.058425314941847 179:-2.427683017009566 180:0.1963072904287769 181:4.475602371344515 182:3.623472422240297 183:-3.409421744406715 184:-5.120021723003719 185:-5.971761024410304 186:-2.614066987557846 187:4.312623619774362 188:-10.4769639919857 189:1.890803736920882 190:1.463085846453823 191:7.02214646597475 192:9.647549312066708 193:8.733172253260458 194:3.732870405683147 195:4.686223789078391 196:9.881444462464579 197:2.039136024071463 198:1.965604969358484 199:-3.052258442063425
--1 0:5.787116698807186 1:4.691891914922196 2:6.122518170201763 3:10.1137545652791 4:-8.383009621196047 5:-1.429566535338235 6:-1.303846288778652 7:-2.810566699338981 8:-8.477890268298765 9:-5.016137774248701 10:5.645191034106234 11:-5.676307329060259 12:-6.833188090562997 13:-3.43001167231089 14:-8.926391662123457 15:5.919137165899532 16:-3.982481988196611 17:4.51627678914372 18:0.2109142256948772 19:-2.435104760633254 20:-0.3423930220210996 21:-9.238790429892651 22:-10.02646396444216 23:-4.204093177118183 24:-1.523259429803701 25:5.398676022771287 26:7.581986238901878 27:-0.1017092594619597 28:-9.395460861339179 29:8.093194072031471 30:-0.7357888563663753 31:-1.664257944637964 32:-9.077979315244422 33:2.108105885539787 34:-2.577401497948374 35:-4.109283523939366 36:5.550937047068091 37:4.485214484619185 38:2.241231399721768 39:-8.974948453581822 40:-2.585488691017275 41:2.745684978634075 42:-7.516027113565386 43:10.84560511481728 44:9.292660889799727 45:-3.086548915320948 46:8.644194179478001 47:-9.951608568523056 48:-3.816353438704797 49:1.504889955681672 50:-10.39376769644311 51:5.127870352301832 52:7.612617585594885 53:-7.841991776098367 54:7.609178468881841 55:4.654112867833877 56:-3.161897368825031 57:5.113752244187618 58:3.732114833734129 59:-2.576766207810723 60:6.393091724876141 61:-2.975088172601231 62:-4.177773122528841 63:-4.470547803182084 64:-1.011730901677365 65:-4.902767430416054 66:-9.279675366371851 67:-8.406807604171071 68:9.085224328142063 69:6.880724252658486 70:8.993459735228456 71:8.17419075710529 72:0.2982309752990956 73:6.212580484979003 74:-0.7790552257920603 75:5.28145410857105 76:-2.089909301157283 77:-3.545041331810667 78:7.972241422554107 79:10.08098696070382 80:-1.466734868510177 81:0.2855396042368816 82:-8.330462654298067 83:-1.841138982449362 84:0.2589796537801866 85:5.606785668105194 86:2.924257674341375 87:-5.711669855850758 88:-4.836888206001684 89:0.009768753580985834 90:-6.585910792936662 91:-6.842223578613346 92:0.2998346769022243 93:-2.087043520886181 94:-3.176265905067028 95:5.804741087767029 96:6.173029692960212 97:-10.07067314203795 98:-4.905165539990341 99:-2.555971196219435 100:4.19868009006301 101:3.659280134553705 102:1.08768247312739 103:-1.634572186769141 104:-5.926095270723655 105:-2.051377230901417 106:0.6701288595474827 107:-1.170967320289845 108:-1.197444389641666 109:-2.805158416734153 110:4.007629454975723 111:7.44798021066738 112:10.04756796910613 113:2.689362242915455 114:8.682156437957625 115:7.901144488129511 116:-8.530476465812708 117:1.502809949922111 118:8.810552914238301 119:-1.150949171449372 120:2.347674851900624 121:-3.876078533962928 122:0.8946818017724245 123:8.806084671877437 124:4.829741474319194 125:-1.198959505503401 126:8.605505889875456 127:8.01177090697713 128:6.090239706558476 129:-0.6097265596974166 130:-0.6343382366376651 131:0.3113814755528832 132:-3.799144118516719 133:1.996393185799745 134:7.840392401714452 135:-6.823766751606923 136:-3.860085078213505 137:-3.045574582393963 138:-4.107334523345453 139:-0.3372132724208809 140:-4.322033110739621 141:4.412571388481388 142:-2.77711076618649 143:-4.588017813709524 144:-1.990580424611111 145:-7.860834905014906 146:9.247307043752645 147:-1.756275390512341 148:3.019837897986754 149:3.301969531603867 150:7.332185711134186 151:-11.13841162588894 152:-5.183515803311889 153:3.881334286657121 154:4.600871565955273 155:1.397714625377023 156:-4.970860990948736 157:1.807167349363348 158:4.206305497995257 159:6.56156042991752 160:-4.668035207163573 161:-3.313381107560015 162:-5.9996206689347 163:8.184787664495632 164:5.308770338842548 165:4.841074733406755 166:5.177404398233302 167:2.725699541550761 168:-6.105202173199628 169:3.982104752310938 170:2.120179889734156 171:-0.3367821284838141 172:4.146605273149682 173:-7.017299539843799 174:1.27692002641102 175:5.746078085932953 176:7.313503367672902 177:1.427922058752291 178:-3.336945433287016 179:1.026733768799772 180:-1.440728351423654 181:5.08591014069114 182:2.093253198224493 183:-6.022550172744018 184:-6.654213352892079 185:-4.871064671051876 186:-5.144318811122981 187:4.452596887551269 188:-11.06867510764837 189:2.969936184155258 190:0.05225590992729706 191:9.728670113870928 192:9.878404756113968 193:6.618987808554846 194:2.104782851094579 195:5.679970629468871 196:7.798221159125958 197:1.65186596123959 198:2.467211882416743 199:-2.544544864136402
--1 0:4.102757347031758 1:6.23626767515195 2:5.922727229033303 3:10.43666630169426 4:-9.039128216273324 5:0.6362857244539 6:-3.878564811256658 7:-2.075282392011105 8:-6.704418475530137 9:-6.190630115898989 10:6.209884275740297 11:-4.428362578102138 12:-6.701976148547322 13:-4.2642097184291 14:-7.437267513689829 15:5.210239281443178 16:-3.467025231896768 17:4.556534512589166 18:1.658579697942598 19:-2.106626619543917 20:-1.696080925912509 21:-10.81587624890064 22:-10.61409504580906 23:-3.205264682406816 24:-1.3898366979164 25:3.518268391436724 26:8.431854474759959 27:-1.435274789486502 28:-8.37601149388545 29:7.649477717923385 30:-0.385679878926571 31:-1.296433426304996 32:-12.37488132457866 33:2.740827061118364 34:-4.062888319951357 35:-0.8073325844715658 36:6.431400070417059 37:2.995588950563301 38:1.642280245518947 39:-9.77801763940694 40:-2.963588138469562 41:2.529771713813442 42:-5.154009543635434 43:11.59384694075926 44:10.6811290681101 45:-4.516244893827 46:8.485263145733423 47:-9.242506023842019 48:-2.759876919301394 49:2.479300350765531 50:-6.789630304427117 51:5.537506004454696 52:6.777098719108731 53:-6.053921854173116 54:7.016030799187253 55:4.078184614520175 56:-2.785653404946698 57:7.42942844530479 58:3.706896735784549 59:-3.152115357573004 60:8.400107154226047 61:-0.8292017961938518 62:-2.881281563617081 63:-2.825718444320852 64:-3.051850696052419 65:-4.30604828303552 66:-9.516386658649465 67:-8.327359652601061 68:9.192626366107291 69:7.847546837653907 70:9.403787166351421 71:10.10223344769618 72:0.5234742531029197 73:6.801670623978451 74:-1.068594983056052 75:4.548727002497929 76:-1.747044006416683 77:-2.246973577379075 78:9.178526647265279 79:7.880893153327317 80:-1.927892280330921 81:1.768019199881244 82:-6.702988657967052 83:-1.039452107137486 84:0.5763233092618305 85:6.469003794840366 86:1.909927596960703 87:-4.593023489882098 88:-4.777797695220982 89:0.7660070865304315 90:-4.942058534779223 91:-4.251939175551057 92:0.8142933180838086 93:-3.564611805916954 94:-4.954419773913688 95:5.137272263883633 96:7.696453192457801 97:-10.63394798562455 98:-4.392007737439217 99:-2.42128945683386 100:4.654760397754552 101:5.057481143595874 102:1.557594263456435 103:-4.026756419526851 104:-6.424365532251612 105:-2.593274992794521 106:1.797972835743847 107:-1.613508507053223 108:-2.052265999736481 109:-1.652294891820307 110:7.021154142362997 111:8.05295419392028 112:9.505020292605931 113:-0.7020461845762496 114:9.720329008833836 115:7.997897716823012 116:-8.379042961405213 117:1.714282272946908 118:6.690115137931473 119:1.686548895549335 120:3.403383267152135 121:-3.871754855361033 122:2.101561902211525 123:10.67270075945169 124:3.001843271798521 125:-1.301278668603701 126:7.824769320263978 127:9.341397955013175 128:3.987879210290366 129:0.1585709233130912 130:1.023539290204652 131:-1.88579721902919 132:-2.111473458426459 133:1.820321460436957 134:8.507877570977714 135:-6.915745160288977 136:-3.098807096449653 137:-3.014574725224655 138:-3.218947255234476 139:-0.4682544942239233 140:-4.202907891015476 141:4.543360765130429 142:-2.955030661921298 143:-4.445204202190528 144:1.01636538486004 145:-5.695173212217652 146:7.405762038020146 147:-2.231591680924008 148:4.261745617339127 149:6.568076137520235 150:5.354565273794458 151:-9.69753560316164 152:-3.928547124276188 153:3.118118503059518 154:6.182348894233724 155:4.336852650370322 156:-5.857481995743425 157:3.382756936315188 158:2.806832650791657 159:6.272414647416316 160:-3.463815716800226 161:-4.415329927209915 162:-4.85677214492236 163:6.337762677372598 164:4.354228339937912 165:8.393045732807998 166:6.171392900313153 167:3.180337264320353 168:-8.214373673551087 169:2.806342754464918 170:3.001671795725747 171:-0.5517332935922687 172:4.819191767571001 173:-8.679441385314648 174:0.9482939065833178 175:0.5805293084331393 176:7.032972091657934 177:1.554910981482193 178:-2.499322309218419 179:-2.377551288534756 180:-0.09477672044980806 181:5.314141706377497 182:2.301777017892224 183:-5.505378593818723 184:-7.363393408617378 185:-5.461221082769558 186:-2.100491056249421 187:3.782298415780404 188:-10.0303646451763 189:2.52211050654685 190:-0.32602961188987 191:10.17860657678862 192:8.971024800088326 193:7.157723735396007 194:2.259735312550883 195:5.931008092380794 196:8.454715579013051 197:1.465211623399459 198:0.8461287769417417 199:-1.066805277409462
--1 0:4.52243593711108 1:4.815067155863789 2:6.946972996603602 3:9.485600953060011 4:-7.954719524699306 5:1.01757817102065 6:-2.256267425565597 7:-3.319235920916253 8:-4.602559904460014 9:-6.644808407872635 10:7.867105325312243 11:-6.596708761783671 12:-8.726165044628139 13:-4.92961451664643 14:-9.135385643894907 15:4.926640752833671 16:-4.790234057852547 17:4.729528279230311 18:-0.2655048180755888 19:-1.844514603888534 20:-0.904719880210768 21:-8.114049876765852 22:-8.594209633983052 23:-3.496103069924601 24:-0.469515432423756 25:5.650614211252421 26:8.897835981314842 27:-0.1131397512053233 28:-9.761035372260153 29:9.277213929395298 30:-2.624287840206869 31:1.289216735161292 32:-8.900222987444964 33:1.487065076650592 34:-5.151718481832736 35:-0.7572746757109687 36:4.718119054778603 37:4.849369758891338 38:2.370969828349359 39:-8.469372943865471 40:-2.237574035630281 41:3.184905185403732 42:-8.074357664221367 43:11.31999324961217 44:7.602111657664365 45:-1.834364914940281 46:7.779204860355568 47:-7.770738130301714 48:-3.381385019890862 49:0.9929832423506439 50:-6.824059662962942 51:4.982159652150918 52:6.352972966320103 53:-6.631382188742654 54:8.251369308940779 55:4.460426457795291 56:-2.284026172446667 57:7.20112917276002 58:1.429049821272913 59:-1.958301925258906 60:6.24138410197587 61:0.4864251948237139 62:-3.433266213989105 63:-3.347208357042398 64:-3.064599863713641 65:-5.419429090572107 66:-9.439759891977909 67:-9.022938028984816 68:8.194022658631964 69:7.912163465025414 70:7.754083530611525 71:8.588498942449229 72:-1.152813385913108 73:7.346953197860247 74:0.5752828602951554 75:4.059141261990058 76:-2.396414170566592 77:-0.7800188311465202 78:8.633784894780309 79:8.800923593623752 80:-2.233317210379901 81:-0.9014057641912485 82:-9.152533854410724 83:-0.4363885371076637 84:1.311159043912077 85:8.734559732683389 86:2.968961889912043 87:-5.5660152634302 88:-2.662222756518919 89:1.319738140564492 90:-4.837931028914727 91:-4.393475825493422 92:-0.6295063587359331 93:-2.763040280286598 94:-3.558264696755797 95:6.221864965628413 96:7.544896589069042 97:-11.75155288391868 98:-3.384876967630196 99:-3.928688772752627 100:3.158264999995354 101:5.763347602717388 102:-0.156026000033942 103:-2.190500241159462 104:-6.773934656058169 105:-0.4127324925955504 106:2.903133867402436 107:-1.53551118313307 108:-3.028167299074342 109:-2.782744170481527 110:6.941974865480635 111:6.894227197919916 112:9.067340557683659 113:2.429960870281222 114:8.397667436687929 115:7.050561054084859 116:-9.119689185012774 117:1.984623568847313 118:8.383701324642123 119:1.82277493157234 120:3.677884669342676 121:-2.949505164841449 122:2.314389953416161 123:8.641608890524736 124:3.714937345499261 125:1.20549683141667 126:10.02685846889391 127:10.44435245732033 128:7.05894299491551 129:1.121403103689677 130:0.2348536988751271 131:-0.03748471547758947 132:-3.840607521981939 133:2.571618667355717 134:10.22526314735257 135:-6.613992538889179 136:-3.848436121664104 137:-1.133124557041647 138:-2.795933595465686 139:-0.5465955654671852 140:-4.258549846188639 141:5.064827884342845 142:-3.428531137736982 143:-5.012514903554102 144:-0.4479697045778407 145:-6.234126363359866 146:8.199322743361792 147:-2.54911388171987 148:5.376609853576606 149:5.852078795585632 150:6.99522717336133 151:-10.1004110399968 152:-5.02972138288921 153:3.846598218819118 154:5.768762880621015 155:1.829920694691237 156:-6.219258321450312 157:2.387174913493111 158:5.902063199467291 159:9.14726939652072 160:-4.085587955290429 161:-3.155556539877589 162:-5.640808621072514 163:6.941198591683984 164:4.55503576175516 165:5.946693111551725 166:7.18762116330732 167:0.4221145753735525 168:-5.97224914658597 169:3.425805036399363 170:4.752260241315422 171:-0.9188178719883042 172:4.313041961812049 173:-9.193763437787304 174:3.302632339678095 175:4.134251701913546 176:4.928263966308108 177:1.135831967927246 178:-5.766195966438449 179:-2.155139840818303 180:-0.5498096195169033 181:7.353722098340982 182:3.137538587841896 183:-5.409348676173804 184:-5.740783859629885 185:-5.498622730808438 186:-2.650069425296699 187:5.779990783356506 188:-9.899032955944985 189:3.141668797788869 190:-0.5166773610651716 191:8.572661634631009 192:8.703704438193245 193:7.055506880949022 194:0.9207732853895318 195:4.465288663515049 196:7.29112625510236 197:0.7190010580377877 198:2.647178587522035 199:-0.924167490377805
-1 0:7.825900621455991 1:-4.210495466550642 2:-3.342581564677496 3:-2.720745042219611 4:5.059837699030758 5:9.784461573500209 6:-9.816084270019225 7:-4.122420066042949 8:7.270832329473485 9:4.518500101141804 10:-7.879648639346078 11:2.879018220314956 12:-8.842816359056446 13:-10.38817341087963 14:-4.549896569967331 15:3.564995393282784 16:6.268536665783452 17:1.686666653196231 18:-5.448828232476193 19:-2.724777732490692 20:-3.156625700399835 21:1.010212161799881 22:-5.743397678505971 23:8.182292055217937 24:-1.120774187343636 25:5.173462405265203 26:0.9098389746011895 27:-2.241943611653543 28:4.568152656177168 29:4.842681198409872 30:5.397816279090168 31:5.070855266154792 32:8.386661891550318 33:8.222573396049254 34:6.799360361589364 35:4.649345073625668 36:7.867591302995482 37:6.85052575855012 38:-8.311981874659613 39:-2.749222194081786 40:-1.030762716021491 41:0.1031795283112703 42:-1.783513289483281 43:-8.2323261364657 44:2.363863334834433 45:6.866417490529244 46:-9.18036005657712 47:-6.6175754892552 48:-7.615849966821465 49:9.522451032576621 50:3.008684316594255 51:-1.658669490440873 52:8.379835824679889 53:-9.472034188237851 54:-2.78888840322728 55:-4.385466152005509 56:8.913351828783654 57:-10.82549479959182 58:0.5361007121935306 59:-6.086830340846435 60:6.122854872990384 61:-4.365990979987046 62:9.198106304467242 63:1.012814304491606 64:-0.05737793842047578 65:-0.6420059761202939 66:-6.710270331871335 67:8.575991206764439 68:8.182955828030426 69:-5.040298909371663 70:0.7032713964216318 71:2.673213536341171 72:-1.981639856107376 73:4.490432736430688 74:-3.640426417635017 75:-0.3615326241319687 76:4.782762742789797 77:-9.512788257296569 78:2.339175397433215 79:5.356988977514166 80:-4.331183053544777 81:-1.715350525523368 82:0.1350014272953914 83:6.101666292641217 84:8.956367643056776 85:7.613562022946523 86:-2.316304936518797 87:-7.50157875054803 88:-1.673296430809679 89:-6.487865538052105 90:-3.646816042693321 91:-5.936870416459367 92:9.299030066122436 93:-6.847511953917762 94:-4.792341444801324 95:-7.065050307439018 96:8.84318648254596 97:-7.83638754690269 98:-7.592776059145904 99:0.2134602336085962 100:5.30492221820602 101:-4.953817789122107 102:7.911060443503698 103:-8.387482641146011 104:-5.003766941455995 105:-8.903512988394567 106:0.2193903444347201 107:-3.125656358844273 108:-7.053576123355471 109:5.801567397937498 110:8.471440060467437 111:4.96679246999135 112:10.18766570889422 113:-5.131148713801823 114:11.04760091629676 115:-10.53154218019164 116:-2.226671474570537 117:3.935673894792173 118:3.949684234732458 119:4.348891186755627 120:7.897485151391538 121:5.185134547124868 122:-7.715636494620741 123:-3.251839331863363 124:3.477508984725923 125:6.563807811218481 126:-7.873441672978065 127:-2.15650175057842 128:6.101301105127146 129:5.76749199810421 130:-3.559444095169239 131:-3.03777532619999 132:8.91298128356688 133:-0.3739796960609902 134:-2.651651163650692 135:8.455917820480414 136:-3.23936763710959 137:7.359044043700483 138:-8.040623773853177 139:-1.816387999467769 140:-8.725249018375576 141:-5.725485419411401 142:4.557551706223722 143:3.785074651235327 144:-0.8506488957689824 145:-6.860941187681539 146:-2.22089014588955 147:-8.937174190189396 148:-0.610465787258317 149:-0.9716740082869829 150:-3.437547973989096 151:5.040260010834787 152:3.462137093017839 153:-3.646526623765703 154:-7.913514604648451 155:-5.442240986434686 156:6.631863263322181 157:-3.203028831371637 158:-2.624832935543194 159:2.020396473397651 160:5.301154145232823 161:5.738302354214462 162:-8.376097817290376 163:2.391819909978282 164:9.771223559300754 165:2.962887282632618 166:-2.245891920486756 167:-5.412971680594941 168:4.580943061005661 169:-0.5784854090901348 170:-10.06644858559145 171:-9.874751029431252 172:-5.732381955181055 173:7.061138376565316 174:-5.496722777245303 175:-4.4927617622892 176:6.04423228069046 177:-3.338457239293172 178:-4.503313089622823 179:-4.39745976850827 180:3.692398832736338 181:6.792840397916089 182:4.72678822369931 183:0.9373993829469827 184:2.139698030225066 185:-4.972610730987165 186:-5.431677481222457 187:-2.10661159033695 188:9.332458389341273 189:8.331521355751338 190:-8.468780488478659 191:-4.387829231766722 192:7.082880740540783 193:-6.153235726766601 194:1.133854168936186 195:-7.637472845554059 196:-10.12434803893955 197:-7.59409053367375 198:-4.183616177688951 199:-5.93524066652089
-1 0:9.292817112264709 1:-4.164073584148529 2:-5.106847953267924 3:-4.696091194478563 4:4.011399703872971 5:10.16987011794956 6:-8.99916096493306 7:-4.321706911563323 8:7.090237029307335 9:6.590056891431479 10:-7.11412923039669 11:1.623511900489648 12:-7.96824893495809 13:-10.06463068554242 14:-6.370358482741674 15:3.943526378881985 16:5.244824889125985 17:5.770902145088344 18:-7.986584952249864 19:-1.704428788414639 20:-0.9614942175722248 21:1.729449562811452 22:-6.548310599190601 23:9.945708860083327 24:2.781234936626028 25:4.413167599657771 26:0.3674468952282448 27:-0.940838772113104 28:4.596584586267369 29:7.708874820030546 30:4.30199227756708 31:3.062150920912122 32:5.668875604878672 33:5.758129809298779 34:7.319159204401322 35:4.816451119062344 36:5.78123986501368 37:5.587061732886236 38:-7.079683987357174 39:-4.514910565254216 40:-1.608226177571356 41:1.795104272461578 42:-1.508307677958261 43:-8.136212013424176 44:2.77324906126976 45:4.460943836617851 46:-8.373606644965943 47:-4.222445608372102 48:-8.191629604337487 49:6.946819822021916 50:3.826399290726926 51:-3.207346081197132 52:7.383539845294432 53:-9.40222602251345 54:-3.5793209595246 55:-4.066070147828509 56:7.604789743131523 57:-8.862029344052095 58:-1.962572309388449 59:-6.159287350958301 60:6.474628503945246 61:-6.833891335404231 62:12.71689960631346 63:0.5956610796695621 64:0.8506515338817252 65:-2.251169241346228 66:-5.065677037470965 67:8.355820219218156 68:7.557450439912535 69:-4.180925331851796 70:0.458512035281886 71:0.6308357456753739 72:-1.492883736158311 73:5.66717522738262 74:-3.852008022491534 75:1.905866360184827 76:0.4133381584771587 77:-8.948082559324284 78:-0.5174622210245836 79:5.670668357544043 80:-5.434846597129072 81:-4.158665969352485 82:3.142485789243322 83:4.63356360329148 84:6.577545645784968 85:5.808478590625953 86:-1.930448340249801 87:-7.406175040045488 88:-0.06911606264782333 89:-7.563521073139968 90:-4.340054576079574 91:-5.942558804416167 92:8.325868304069369 93:-7.593616936106662 94:-5.993369153544601 95:-6.721445291215421 96:10.47290589911315 97:-7.425428574618695 98:-6.359435326415348 99:-1.683614791320102 100:3.698084033863989 101:-4.933418818193985 102:8.384603406625729 103:-7.391843884439385 104:-4.660623062345127 105:-8.07838683104737 106:1.143125622367576 107:-1.840977791048883 108:-9.562195330443915 109:5.856129464187916 110:9.284521961139689 111:5.64926813554021 112:8.649078944010673 113:-6.881923494790466 114:9.130510966057985 115:-7.111784444138205 116:-4.560856564904848 117:5.106329950676015 118:2.173831009162078 119:2.500763774687591 120:8.147169151329811 121:4.562218023835407 122:-6.275156077855599 123:-2.659962307125434 124:3.055139860478485 125:6.308684304459483 126:-8.50226359890198 127:-2.293669446535522 128:6.930956930891365 129:5.326843170937757 130:-3.771740838903729 131:-3.928256544904594 132:9.328026794419621 133:1.276631817512977 134:-4.753234231959306 135:6.880025774011435 136:-3.740849213274328 137:5.431789356512784 138:-9.328128896709407 139:1.309461954484334 140:-9.77162512248136 141:-9.373437550521754 142:6.525482863159072 143:4.502269509855888 144:0.8437930005647919 145:-4.764953618011705 146:-2.395778865416201 147:-8.593962399508641 148:0.9874322730718412 149:0.1929948356122981 150:-2.076278709794008 151:5.557715207398515 152:3.826817478173054 153:-3.698430488912725 154:-9.773511064846939 155:-6.701181010081125 156:7.961090590248093 157:-2.003484887256195 158:-4.800073419883244 159:1.546972382177198 160:5.627648334681104 161:7.703079384942353 162:-9.735035724982149 163:3.184019312337377 164:9.946389147321421 165:0.8568091058372116 166:-4.299718929377168 167:-5.679126612059756 168:4.916407959316846 169:-0.8469246883454351 170:-10.09523739119004 171:-9.43323858700654 172:-5.45994359572391 173:7.039269232910427 174:-1.328870823393171 175:-2.923366424017947 176:8.289414908467016 177:-3.431842791354354 178:-3.111899663859745 179:-4.660675738425815 180:1.043866523991923 181:7.510666606278987 182:6.490015673502694 183:-0.7159226255141841 184:3.801340133914947 185:-4.047616780579699 186:-3.357506718019884 187:-1.601379467690041 188:10.07068638767201 189:6.275770704782164 190:-10.08673256766706 191:-2.238928132288613 192:6.96728822432013 193:-6.750589006697331 194:-0.8342400071091987 195:-5.977500478453241 196:-8.961235912877122 197:-7.53680466190137 198:-5.197468404971512 199:-7.256379153342844
-1 0:7.431206970379947 1:-3.423479798257409 2:-3.619707105355392 3:-3.993600602291759 4:5.008921302992143 5:9.620949521814772 6:-10.27092777978603 7:-5.60190691008541 8:7.178367467652695 9:5.141399865541002 10:-8.183137888098758 11:3.842890550467962 12:-8.301691676424529 13:-10.92863506274075 14:-4.996272384783338 15:3.687089483686115 16:6.332758652869362 17:1.525542221622481 18:-5.448503102188971 19:-3.243392358528388 20:-2.024914292010982 21:2.174350447301424 22:-8.755627553055948 23:8.330003131422385 24:-1.961857084603763 25:4.581319648842113 26:-0.1172048477143039 27:-3.610196015369523 28:4.653972009272547 29:5.931087112133936 30:5.78450790671122 31:4.640827163961498 32:7.742237882046139 33:6.210170511675845 34:8.329587720634056 35:5.447018934556437 36:6.220750832875146 37:7.288260622565715 38:-8.076903479333765 39:-6.088215881666576 40:-1.332244731475707 41:0.4933206493614965 42:-1.673990599208771 43:-8.448978002450842 44:1.326554817923236 45:6.887176430542557 46:-10.19393962731457 47:-4.058583988810655 48:-6.495807731674715 49:7.087674071616441 50:4.006553136031083 51:-1.897470973561385 52:5.539977714450876 53:-9.214088470062102 54:-4.163422308165823 55:-3.518745187646891 56:7.865699374119341 57:-8.831070330536512 58:-0.616148475183836 59:-6.38571034772712 60:6.701250058151907 61:-5.66840260043045 62:10.26447478044269 63:1.752484916547678 64:1.464485392309171 65:-3.389759546302975 66:-8.10144620086982 67:9.415853047002601 68:9.45836125837161 69:-4.955459247312692 70:2.195094219444127 71:4.153185985560171 72:-0.8871205737277073 73:5.479650694399513 74:-2.71941720543569 75:1.769446759870833 76:1.786249478858977 77:-7.892337989499985 78:2.097935384588234 79:6.44261983039657 80:-5.115859739822453 81:-3.810261351692067 82:3.155889340405594 83:5.649579316697688 84:6.786550009247238 85:8.819354628760102 86:-3.738875464783734 87:-8.617634780862442 88:-0.9715673677999632 89:-9.034994034877268 90:-5.197864231362122 91:-7.007202083757235 92:7.456376160232752 93:-8.218036882126444 94:-4.937924607384888 95:-8.560379884618678 96:11.35114752746634 97:-6.184322389053185 98:-5.750667427700008 99:0.8293789828478051 100:7.273261937710242 101:-3.442171553901401 102:6.641268621320896 103:-6.906769171128276 104:-4.676813861560406 105:-7.905870643220847 106:2.434649604250574 107:-4.132024330297913 108:-10.18090740398961 109:6.758428888407567 110:8.668510221817925 111:5.04894732153738 112:9.344751562098478 113:-8.053462313269183 114:9.201388085537539 115:-8.837754856296858 116:-5.039796735957778 117:3.675723865117984 118:1.221548122785892 119:2.989481566519449 120:8.665555205176785 121:3.321260987487738 122:-7.98084549108805 123:-4.191174162172265 124:2.8198416204974 125:7.674475173924165 126:-10.54372423625441 127:0.06310525046843307 128:8.171396133300444 129:3.422943435187632 130:-3.518079563877074 131:-2.817547604282233 132:8.614947625865941 133:-1.417260519207548 134:-4.419014718530502 135:5.957970524873966 136:-3.856025392755152 137:6.515023671882383 138:-10.13071437704763 139:0.8377144174552299 140:-9.891364927351525 141:-7.326931078960673 142:6.714224831169171 143:5.005855600948043 144:1.142395563239167 145:-7.140375588043014 146:-0.8370924679911246 147:-7.338660185272719 148:-2.924213759713601 149:-3.713252182169023 150:-4.210087638411003 151:5.174802100059295 152:3.458901145577535 153:-5.505488480372845 154:-9.852028018429225 155:-8.207136376719113 156:7.208804622215246 157:-0.9199609499077764 158:-3.793280068365578 159:1.95935090229069 160:5.26045380091922 161:7.063987999282618 162:-6.946638892202236 163:3.037003406183957 164:8.928892043804403 165:1.376667474178519 166:-5.925352541053428 167:-5.741027894640911 168:2.474271837758071 169:-2.132572088137385 170:-11.01469856462096 171:-6.924699107306676 172:-4.499852477996344 173:8.853456904575522 174:-4.061813080431145 175:-6.278741710065025 176:5.82366997389755 177:-4.446431223611101 178:-2.908304033156655 179:-2.818662782552354 180:2.829257842205606 181:7.910648580086022 182:6.256364988166288 183:0.3216632238822354 184:4.260146420822561 185:-3.265920401438846 186:-4.506802974364354 187:-1.97189121221574 188:9.677339854540506 189:5.417140085411543 190:-10.15000117252954 191:-3.631165817942939 192:5.27454192017653 193:-6.284538432173107 194:-0.5088423275978466 195:-8.151807526948872 196:-8.553199052573161 197:-6.343667456288244 198:-3.716947820563439 199:-7.574693667880936
-1 0:8.916676264380619 1:-4.067662132300304 2:-5.67428919079879 3:-3.648965516400855 4:4.317697297817134 5:10.6451871763962 6:-9.183484382507427 7:-4.014404330267009 8:6.76824138463102 9:4.951401090744511 10:-9.516862535310864 11:1.407099343883231 12:-8.91715784941729 13:-9.527542307791148 14:-4.538467791836412 15:3.27487269794753 16:6.414110849732801 17:2.491854069339317 18:-7.548496959378979 19:-0.02000474779182215 20:-2.909815831562434 21:1.32572478554159 22:-5.326756538052191 23:10.05010561103566 24:1.729187339481454 25:3.451152717645197 26:-0.9356889751402384 27:-2.680045580630733 28:5.548318614892383 29:6.656234917677794 30:6.746489741824237 31:4.975643035588671 32:6.279159638774121 33:6.807324956636675 34:6.745414651160631 35:3.971288431244974 36:7.259083425132638 37:8.995473335088322 38:-6.968218011319914 39:-3.772609816597538 40:-1.697926665851759 41:0.9438194509497297 42:-0.6244433135514146 43:-9.917211352946559 44:1.814055178381111 45:7.228596048641103 46:-9.011099098876768 47:-4.657257829349949 48:-6.687231066030053 49:8.490093023337669 50:4.388929955605026 51:-3.069983028498587 52:6.900395459158669 53:-7.883722475730694 54:-2.410654573727608 55:-5.072304942352268 56:7.855029864032231 57:-10.41859915280466 58:-0.5354187917903815 59:-6.180607909197463 60:7.055070994263631 61:-5.841304647294907 62:8.882926394651744 63:0.6155235739450839 64:0.6889062440576502 65:-1.512789179943514 66:-3.121074808307705 67:9.023504185840242 68:10.03069512993314 69:-5.479644818527669 70:-0.3245212374821387 71:2.290880713182969 72:-1.393631855069993 73:5.643452882137856 74:-3.290245115363214 75:2.228447541490328 76:3.256059331338094 77:-9.166562888462556 78:1.813920548583055 79:5.212487290599843 80:-5.524596125786951 81:-3.893720055028147 82:3.185815924106945 83:4.602113483919779 84:6.801436800087482 85:6.500321790593743 86:-3.139566079486674 87:-8.039231262138177 88:-0.5523753350983396 89:-7.117667706572208 90:-3.774281104775379 91:-7.191639582870692 92:7.862369035674029 93:-8.041728969991834 94:-5.860474948160279 95:-8.094048965195922 96:9.691038078683324 97:-7.518711450561734 98:-8.43922431777067 99:0.03251648287130848 100:5.034238512677817 101:-4.141111452248275 102:8.332397203770858 103:-6.800515556019993 104:-6.368149561522378 105:-5.904267336577394 106:1.193552935932248 107:-2.042517706915926 108:-8.683148110343094 109:6.03989159238812 110:9.874591990347945 111:5.664983064700565 112:9.835937645868915 113:-7.526479271156937 114:8.161689042193141 115:-5.154444687535257 116:-3.555321662179314 117:3.326177402114581 118:2.523023467223767 119:2.710770352963346 120:8.422551181715352 121:2.664355941465989 122:-8.118768058552751 123:-1.749408981296985 124:4.83487230943536 125:6.546018736799367 126:-8.230172119274364 127:-1.351382969665831 128:6.544579891916495 129:6.453367849612814 130:-2.335891416033569 131:-1.383275033529971 132:9.745672158416633 133:-0.3442603850682099 134:-3.437430398825462 135:7.61018796442966 136:-2.843357405830899 137:7.577006450706552 138:-8.213800199314221 139:0.478794682737799 140:-9.404377977269201 141:-8.449239841087881 142:3.767827654705253 143:4.537642191501321 144:0.001489649368497048 145:-4.888491900679543 146:-2.477599909254731 147:-8.868296702706379 148:-2.415068995012208 149:0.013730969515934 150:-5.111889166301347 151:5.816591407025145 152:3.550248225136328 153:-3.628464474642083 154:-9.065683091498901 155:-6.626707234048275 156:7.163122496316675 157:-2.064516134870237 158:-3.191949886606353 159:2.919677120752811 160:3.369831915752646 161:8.264669402022271 162:-10.3037620322527 163:3.89336158518505 164:8.928759502010099 165:1.66706862365678 166:-5.318183064815429 167:-6.328768069088226 168:4.43572876688636 169:-2.005457456205143 170:-9.106311209054152 171:-8.903568974375428 172:-6.259497096824402 173:7.450416175059633 174:-2.347159069946476 175:-5.950514374364136 176:7.037672045269099 177:-3.583166704426281 178:-3.482503381949166 179:-5.995967483433073 180:1.988100148026227 181:6.106522611238693 182:5.985929558234915 183:-1.287925307017369 184:2.918991638294249 185:-4.127340420527968 186:-3.270403012562477 187:-2.188858159673333 188:8.772519291225214 189:8.073975598918183 190:-10.33678238264286 191:-2.381361391864281 192:6.570246028435651 193:-6.265794773077403 194:0.3027136852883649 195:-6.962445988478368 196:-9.814833726240007 197:-6.732841075278142 198:-4.258143247908724 199:-6.098865104015086
--1 0:4.035897793318616 1:5.264111981729999 2:6.475263964234339 3:9.267594276207296 4:-8.282306903054844 5:-0.7021044145394633 6:-2.616295987424914 7:-2.92644902155884 8:-5.646614355643702 9:-6.021122663608293 10:6.952787763148161 11:-6.067485978508404 12:-8.685089742019244 13:-4.612321961109778 14:-8.18613740707162 15:5.995973508328092 16:-3.695186344104014 17:4.262923978492687 18:-0.388658781883962 19:-1.907954210094493 20:-0.2467860755270279 21:-9.305092496478753 22:-10.25241856727571 23:-3.745732777408562 24:-2.46570052186584 25:4.925502066622179 26:9.104129213929939 27:-2.194697217506404 28:-9.520010601311716 29:8.517930308590334 30:-1.192192624131865 31:-2.513294617126924 32:-9.651946319592016 33:1.946641786789978 34:-5.863511033161659 35:-1.394642513036372 36:6.630065139835458 37:2.762859657439446 38:3.275221378101053 39:-7.680018946835183 40:-4.325596417289608 41:3.819165981633371 42:-7.927035776085308 43:10.34369036524009 44:8.44054894445895 45:-2.236466749186709 46:8.487480037711569 47:-8.034835822877682 48:-3.050260359497256 49:-0.009517667466054647 50:-8.071754295055705 51:5.708134790078677 52:6.046190398672025 53:-7.543644057504876 54:6.192869890569802 55:3.779478683307403 56:-0.797984418423769 57:8.218472211215023 58:3.431505146461347 59:-4.003168889230329 60:6.921099717276125 61:-0.7083305895885106 62:-3.011102363857369 63:-4.928078603264193 64:-1.799591700648191 65:-5.250426899637098 66:-9.843455948890382 67:-7.940334367922657 68:8.565251247471517 69:7.635947679153617 70:9.285663106327492 71:9.117148265708078 72:2.396708850849568 73:6.213717416183053 74:-0.9006446730366378 75:4.800415161992838 76:-4.333541288525467 77:-2.899241485075219 78:7.943364123849348 79:9.530746595409209 80:-1.092612002050629 81:-0.7415050736622333 82:-8.445977393962631 83:-0.7039555679466365 84:-0.05677094859099374 85:8.380993017860844 86:0.4117154781150771 87:-3.7765875641799 88:-5.697966437897213 89:0.4633962079562899 90:-4.803770483409352 91:-4.243326190377132 92:1.53735336933542 93:-3.376380641593816 94:-4.588091687114975 95:3.397687928482646 96:6.507958727490267 97:-10.58540199825205 98:-4.813384492380504 99:-3.107296593708475 100:3.953892190337965 101:2.897989198073288 102:1.866231365403674 103:-1.593154325325109 104:-5.183765781403519 105:-1.546368358567362 106:1.27133256028478 107:-0.8157538483899531 108:-2.109730850470455 109:-1.154862010106368 110:5.871976292538524 111:9.058118031451265 112:9.106095649747669 113:2.040862133597556 114:7.284682571035215 115:7.753635206299939 116:-10.10731601391179 117:4.323984298818146 118:9.037276585644113 119:1.379990188179549 120:3.994776936730242 121:-5.677478773775468 122:1.739460753871786 123:8.749745617712261 124:3.450972389752264 125:-1.248221428510944 126:7.067016677332821 127:8.643453907620637 128:4.91075401386735 129:2.783014205796742 130:-0.2905273922242367 131:-1.04436664723716 132:-1.70721896441462 133:2.88697651819108 134:9.300674013265013 135:-7.069457204016062 136:-4.195637383419665 137:-4.656301222425464 138:-1.721511936868329 139:-3.468574388624934 140:-3.347154994062009 141:5.951095361767204 142:-2.672318389143868 143:-3.66571313697973 144:0.4655205241567641 145:-6.341410250853448 146:8.168229412689529 147:-1.953222032601747 148:5.29551907191532 149:5.948625218353098 150:6.134710110648429 151:-10.53071256401194 152:-2.537757786104761 153:2.478604123517095 154:6.275906072633965 155:1.365148756064338 156:-3.44320760606274 157:0.6392557615050296 158:4.922118139603394 159:8.536243879652373 160:-2.768612010879262 161:-3.373627734802298 162:-6.395454699965033 163:8.898749077257772 164:6.92345297335319 165:6.356152722086648 166:7.21746436212597 167:1.998465682781982 168:-6.292797325043752 169:3.082352839633479 170:2.329817549773372 171:-0.5760792666209624 172:3.328943115735553 173:-8.030491293413061 174:1.155327756163012 175:3.152793155976767 176:4.846378631519149 177:2.022434427672239 178:-3.299326351899313 179:-0.6425374206172942 180:-0.9081623282889599 181:4.009348901702204 182:3.132574856493133 183:-4.913987508599529 184:-6.91746873095567 185:-6.234440812481682 186:-4.597732053201484 187:3.251681829465998 188:-10.32432226410668 189:3.235155115087283 190:0.09185414919170054 191:7.505661876293376 192:10.53811151347445 193:9.265561179550073 194:1.598631372614169 195:5.543568969795989 196:8.068076325183451 197:2.801118696645624 198:3.314503070265679 199:-2.726692109572053
--1 0:4.812503536581512 1:6.621094052624738 2:5.726415888183081 3:8.782420366310019 4:-7.731113138706346 5:0.1867067651807503 6:-1.935736579080589 7:-3.262299159344174 8:-7.07937337172658 9:-3.898872967936363 10:7.73307486809192 11:-5.18439344434829 12:-8.22094241187539 13:-6.031953316883431 14:-8.703720953663051 15:5.466869020148376 16:-3.397007841127864 17:5.11567120033367 18:-1.0026724703588 19:-2.704802172446371 20:-0.9174648664371234 21:-7.415054890532071 22:-8.894493084686806 23:-1.661418270890294 24:-1.663185834581982 25:3.964873835260156 26:7.761230919253406 27:-1.990528484230421 28:-10.76918599408697 29:8.92984163775443 30:-1.278170486526056 31:-1.032453128381235 32:-9.517752983365918 33:2.356661026989838 34:-5.987998814500592 35:-2.59834927046894 36:5.703458980427365 37:4.24942839754119 38:3.053812930544619 39:-9.01598299652335 40:-2.437383119438131 41:3.042624364521818 42:-7.162584389551325 43:10.47799760785851 44:8.831245962699708 45:-4.378690958740906 46:5.792849852195218 47:-6.825541149465612 48:-4.580577132341153 49:2.485391589850005 50:-6.573997420992304 51:4.553719932043077 52:6.321914783245842 53:-8.077274469733332 54:9.369884820861277 55:3.469960204254128 56:-4.552655125904799 57:5.960233860347387 58:2.705581528351904 59:-0.9415219217085169 60:6.520311749412106 61:-1.570654590180889 62:-2.362092036005213 63:-3.857823430465683 64:-1.382926771373749 65:-3.038521375545031 66:-9.808722362203692 67:-11.22790134512005 68:8.60132618798546 69:8.709163641466931 70:8.037371846723834 71:8.919711325716335 72:-0.3648259320462115 73:8.44591093621327 74:-0.7537481980119951 75:6.233885902145078 76:-2.591888163570206 77:-2.830086683169107 78:5.609494971100034 79:9.862763471365268 80:-3.252106174742658 81:1.727663160295879 82:-9.48307626269116 83:-2.488622296843605 84:0.2032012814855023 85:7.383660078680414 86:2.620531617424526 87:-5.332811299020183 88:-5.363128148308266 89:-1.830782878635365 90:-4.895835676428483 91:-5.146362687255038 92:1.221097187074262 93:-2.566940018797212 94:-4.226487359747643 95:3.235130372628891 96:7.9652711228992 97:-9.567092253894154 98:-4.271569535050662 99:-3.070829452467267 100:4.220096943170337 101:3.275056599788928 102:0.2897309748749953 103:-4.623905719745277 104:-6.12594843345212 105:-3.150913199731378 106:1.99696773179987 107:-0.1192914291344561 108:-2.268069803335205 109:-1.995867854158623 110:6.296391608587008 111:7.791233742609287 112:9.936884930269255 113:1.365331622626875 114:6.60134400440058 115:8.32142843945168 116:-9.225351981973175 117:2.81977099980074 118:9.193759884697243 119:0.6772148164016776 120:3.776323165923472 121:-3.528769584200299 122:1.641614220553163 123:9.785118913659572 124:3.886518618188684 125:0.8033965230297059 126:6.77838767625911 127:9.434271616775682 128:3.577531013278759 129:-0.3409596478135791 130:-0.3296907436524981 131:-0.001691917970332524 132:-0.7990193302838826 133:1.697381811676083 134:9.219634808383836 135:-7.740665719533331 136:-2.918396368036702 137:-4.391469505580566 138:-4.651649359078283 139:-2.154705145950735 140:-0.7893142862315163 141:4.990000811422647 142:-3.16970249606108 143:-3.832020421448069 144:2.767871871759222 145:-7.684963366024258 146:6.607183188117166 147:-3.305231068070432 148:5.062735793708399 149:4.665264702666956 150:6.822480797689057 151:-10.823950102976 152:-3.962541554194897 153:2.392599523055601 154:7.492025777339397 155:2.585458602899236 156:-5.179046790998209 157:2.367691119146369 158:4.127686883304848 159:9.940426096130073 160:-3.296562235895584 161:-2.486773281052628 162:-7.074306965248749 163:9.007784778058303 164:5.765388116963774 165:7.161736801692589 166:6.934907226934949 167:1.602955831841408 168:-6.331469999954894 169:3.092236892782624 170:2.974612585148657 171:-0.6023146915043407 172:4.889989486453275 173:-8.208473010646305 174:-0.179550536959824 175:2.270268507768868 176:7.617031829920412 177:0.8956924176302836 178:-3.993410008860008 179:-1.399385018752148 180:-0.6218079213221226 181:6.402806847905577 182:1.664717181150941 183:-4.652399461921502 184:-6.647410459949525 185:-6.655547593521203 186:-3.415425855526316 187:4.446681686117055 188:-9.061658992427263 189:1.681665540858488 190:0.3464865883466402 191:8.096727855240163 192:8.470440779643882 193:6.150021047391327 194:1.610475698622232 195:5.685657538212221 196:8.715868897409175 197:3.068353577293748 198:2.115243887623234 199:-2.434521941664921
--1 0:3.303733842988696 1:3.920642460131692 2:6.335560396810561 3:9.684039776224619 4:-8.093764234443929 5:-1.908619877083226 6:-3.68765136632151 7:0.1504066521495977 8:-6.932375588348442 9:-5.831814956990524 10:6.302529033214316 11:-4.0746795781191 12:-8.455677758682061 13:-3.722394636707515 14:-7.975384448813543 15:5.663529624988324 16:-1.987500817468843 17:5.614756926950646 18:-0.2296594748602808 19:-2.227749787305136 20:-3.73065540904112 21:-6.631264505930007 22:-9.536336195950206 23:-5.367187731011716 24:-2.946874828814506 25:4.689156998111419 26:9.62066263940838 27:-1.979696006982506 28:-8.750107989552024 29:8.62653799050651 30:-0.5425666211251232 31:-0.2572398754864487 32:-9.781441361885191 33:2.071627415080527 34:-7.381052654917086 35:-2.602117980594484 36:5.491559955415868 37:3.281726217197634 38:1.588019986682365 39:-8.578111405479294 40:-0.6830642522007759 41:5.316381625690378 42:-5.62580579284886 43:10.02761525044384 44:8.822359821738047 45:-1.430543058881352 46:4.988812223809145 47:-8.12006976552628 48:-3.444394540045089 49:0.6293462167721304 50:-8.337444729917143 51:7.559332719899211 52:6.723480791956995 53:-7.022257064413004 54:7.713800046273707 55:4.298768087991703 56:-2.652342708391921 57:8.733448644163852 58:2.814575134652978 59:-3.06024852242448 60:6.126126372718104 61:-1.660568766797316 62:-2.988357313407231 63:-3.343361960041515 64:-0.1594850447751721 65:-5.41998460388035 66:-10.69657555335795 67:-6.606677264692561 68:9.679355882298589 69:9.080275533521711 70:8.940343599879364 71:10.35672468168467 72:-1.247622423761529 73:7.949144994860936 74:-2.61996819901326 75:6.983743178446783 76:-3.490496531577828 77:-2.978539564194975 78:6.972133170635937 79:9.693587869933737 80:-0.6095506502645829 81:0.9426161580875286 82:-8.566287975957053 83:-1.049242499390671 84:1.366923744603354 85:8.628603128925251 86:4.314392894727293 87:-3.375606396753617 88:-4.112215979509738 89:-0.2053169924415912 90:-5.986894624268713 91:-5.465820255385053 92:2.083260770902682 93:-2.591856208925879 94:-4.133117823361625 95:4.563956924634791 96:7.675815146816672 97:-8.520162275729751 98:-5.072317194988369 99:-3.635596219667551 100:5.252626812512184 101:2.062043279750727 102:-1.476849180516234 103:-3.722276934776334 104:-5.944354273432372 105:-1.323473026269441 106:1.567881701046793 107:-0.7860292223768302 108:-0.7155198597599239 109:-0.8286518150942012 110:4.480670928963747 111:7.269604449112214 112:8.343619316305272 113:2.321485901879609 114:7.538006774216536 115:8.93723778367189 116:-8.56860858373642 117:1.235154662168129 118:8.641812965493379 119:-0.5276853247804092 120:3.824609649531822 121:-4.217504069776399 122:3.322454209522977 123:10.47922767609532 124:5.015703737602055 125:-0.7519699301390675 126:7.700450870047421 127:7.798827745322827 128:6.905561835021491 129:-0.610289864599374 130:2.151733975977915 131:-2.548149961639475 132:0.9259308526989565 133:2.238164318499258 134:8.865934585055111 135:-6.701545568367221 136:-4.353930307164814 137:-4.900635969282344 138:-3.231455095166687 139:-2.44089660038363 140:-2.799569919087288 141:5.66382117120987 142:-1.713802197530307 143:-3.54534466700527 144:0.6993447965874671 145:-6.927344385706738 146:9.035986221434438 147:-5.22907791343348 148:4.484769375133268 149:5.568676490985267 150:5.38245346039826 151:-9.146818676753767 152:-3.332060511144908 153:4.068426722571681 154:4.701080834146667 155:2.009791778251861 156:-5.965512133876438 157:2.976386614891096 158:3.639870632173649 159:8.01969486339771 160:-3.689966979379427 161:-4.10533383185497 162:-8.781644005401922 163:8.01914088493961 164:5.98812163485077 165:4.872014760592195 166:8.165173746234275 167:-1.224421762199789 168:-7.90677491109381 169:4.305741912193207 170:2.857362386887142 171:-1.0038110930221 172:5.246941200722201 173:-7.621225764582979 174:2.359121932088071 175:4.006335286103684 176:6.30586526425853 177:0.3643249077984838 178:-3.512726941181948 179:-0.9508005658946312 180:0.1664057834182698 181:7.666011649917344 182:2.416201459680077 183:-5.899522888379322 184:-6.74787767699091 185:-6.593450403599823 186:-2.898581380024918 187:5.025840309423891 188:-10.05610704928082 189:1.932463028154587 190:1.208478710157594 191:8.338469074895126 192:9.268163346291361 193:8.163239053713015 194:3.621117193642348 195:5.674723589092789 196:8.508727930411869 197:0.7462071721006591 198:2.142269094576056 199:-2.781662252666711
-1 0:6.722978165761393 1:-3.548765448703576 2:-4.733034287377461 3:-2.646897292336212 4:1.612855140673055 5:8.587677007745407 6:-9.038737207683875 7:-5.005063923242275 8:7.992048942224389 9:4.578385583182159 10:-6.905014163652934 11:3.633557386020009 12:-7.519520471117668 13:-11.11544829105325 14:-3.604589281678392 15:4.033283923425795 16:5.63769593700606 17:1.706122192839366 18:-6.342908245070261 19:0.2541003573885543 20:-2.858308457635785 21:2.661142024182016 22:-7.291277351829761 23:7.681647862037386 24:1.651869864723469 25:3.674195754020613 26:0.01450697262056094 27:-1.911786450387341 28:4.619737110653917 29:6.52623377095937 30:7.456535462870914 31:3.988706768777375 32:6.639363430672519 33:7.0126598868522 34:7.784627557943971 35:3.512929909973586 36:5.533176573932449 37:6.011252098521608 38:-7.808290531511076 39:-4.88544956212166 40:-1.851772889295578 41:1.484857368031856 42:-1.419851745557953 43:-7.383931630666243 44:1.673797749865433 45:6.28545439395161 46:-10.29661654609762 47:-5.305509822805963 48:-7.35899998401865 49:7.881328595572985 50:4.13286128917501 51:-3.713216892945021 52:7.54353936936409 53:-8.621953418219531 54:-1.943344887809458 55:-3.21159853741406 56:7.489656807138242 57:-10.06741784405108 58:-1.363740415857192 59:-5.324230145129921 60:6.850843383360242 61:-7.178294408539689 62:9.458405314295851 63:-0.008968749283967736 64:0.1089199708378383 65:-2.957652909973981 66:-5.530382610948652 67:7.71880041070019 68:9.111847688839374 69:-6.148574818138229 70:0.8189770963330034 71:4.325510785326438 72:-1.235197047883615 73:7.047909321659568 74:-2.053633425823751 75:2.905272718293958 76:3.422446017079054 77:-7.484518932941395 78:1.192610702397257 79:6.082687972615994 80:-3.759048419468077 81:-4.151689449215445 82:3.345887883881265 83:5.994419762054857 84:7.229690739549161 85:7.369760075301995 86:-3.400486923355156 87:-6.570603300980418 88:-2.025589241150861 89:-7.121399901506943 90:-6.641254709121988 91:-5.67359933161004 92:10.70170240602707 93:-7.173547497447665 94:-5.934584717826672 95:-6.041129056694794 96:7.834176018194954 97:-9.773830410884486 98:-6.1988373327579 99:-1.106861996139931 100:3.105850987860845 101:-3.362495786019228 102:5.264909519578474 103:-7.576494042908186 104:-4.243579931821654 105:-9.005886595194609 106:0.2833415092523679 107:-4.10947627166369 108:-10.29751200771923 109:5.322855368677967 110:10.94667880094704 111:5.56251800976073 112:8.939504146620076 113:-6.372396459534809 114:7.910394813970483 115:-5.789922916488889 116:-3.135569383740522 117:4.926409729022165 118:0.5708431370341023 119:3.063879005812675 120:6.812133493019784 121:3.99498690683992 122:-6.260408947797298 123:-2.434074626902645 124:4.960725118465164 125:7.714403940075753 126:-7.925078815193028 127:-0.5538991523111914 128:7.258781198531559 129:6.711791364635495 130:-2.225027142469933 131:-3.406013260599832 132:9.221477656506684 133:0.3174965505043981 134:-3.622844266533811 135:7.547972369721182 136:-1.477495621280917 137:7.970071685019829 138:-8.562917539831021 139:0.1625245089976025 140:-8.525850432950911 141:-6.468107322146325 142:8.307486922178333 143:5.057331696226129 144:-0.5301964837593667 145:-8.049173564741407 146:-2.255015911245811 147:-9.687988198832816 148:-0.7021246367247941 149:-1.543327316146876 150:-3.903251573644228 151:4.995750447789131 152:2.676518802722383 153:-4.55141644231206 154:-7.014504415975977 155:-4.905002058969633 156:6.99882562637645 157:-2.584084915589894 158:-3.577994162800997 159:4.093349589727358 160:4.926529088106773 161:8.603198814471577 162:-7.904418549325529 163:2.501151278859707 164:9.570461451903206 165:1.420823373908166 166:-5.510236037403595 167:-5.769963336824739 168:4.02695403278272 169:-1.164711396893981 170:-7.928582298650227 171:-8.311819661516777 172:-5.737241810243233 173:7.368540103062129 174:-2.284585161386501 175:-4.508687742130405 176:7.421774485726766 177:-3.707733271012789 178:-4.848114552872738 179:-3.082959907879681 180:3.193028706554166 181:6.759717344408064 182:3.662950497970815 183:0.4983636210093393 184:2.501611831594609 185:-4.11575092176438 186:-2.385902526182922 187:-1.189112094625693 188:8.961172010428328 189:7.242518355529059 190:-9.640441373402926 191:-4.124319898900792 192:6.961299047273585 193:-6.550807459380871 194:0.2308758485012023 195:-8.033915512554939 196:-8.744428015577318 197:-7.396667645871753 198:-3.569379876098165 199:-7.260685131952599
-1 0:6.201563032247244 1:-3.544198047504509 2:-4.252083714773463 3:-2.017581639479508 4:3.841763264800282 5:9.713116490928181 6:-9.455279055065002 7:-6.831503731712127 8:6.717276341221744 9:5.852950714233891 10:-7.126456010908207 11:3.82977438964686 12:-7.986450555731168 13:-11.73923534152863 14:-3.722762676694779 15:5.869771004914849 16:6.270478463097725 17:1.135994521189661 18:-5.85993547368985 19:-1.073763994472682 20:-1.467994511525935 21:3.875132331690162 22:-7.680485876533002 23:9.689301822072778 24:-2.246204133123384 25:2.871622556791014 26:-1.474490225351236 27:-2.909468673322137 28:2.64552299342312 29:6.439904760217234 30:5.710335306101063 31:3.276123058987371 32:7.100080385238282 33:6.395212235046302 34:8.384859388431945 35:5.546066830415896 36:5.638531761288188 37:5.561290549342377 38:-7.508894478506989 39:-5.141599995614145 40:-1.639605825821246 41:-1.032418167075364 42:-0.8122622693805026 43:-9.100226241397085 44:2.013052412100191 45:7.015929011168406 46:-10.02314879414818 47:-6.17737408883321 48:-7.812372538121193 49:7.236086489910011 50:5.041746055528359 51:-0.4645219960440787 52:7.068648374171965 53:-10.10329401092876 54:-2.684934261385074 55:-3.74082508790146 56:10.11924241120608 57:-7.071994840670494 58:-1.683153553683371 59:-5.708257869110692 60:5.913509441470289 61:-5.474977153685577 62:10.07219557471029 63:1.080654023445854 64:0.7250734787460142 65:-1.453446405142506 66:-6.317959086386759 67:7.333096672416086 68:8.687708448614762 69:-3.747096618407605 70:-0.5247115207443451 71:4.233299209884688 72:-0.4633401259467114 73:5.409757812714503 74:-3.765134352616107 75:1.104788188427268 76:3.233050788061214 77:-8.974602567826446 78:1.638547518219286 79:6.618030614456009 80:-5.494834098904049 81:-5.760600232886009 82:3.286250761241316 83:4.121529121072723 84:5.859920932769937 85:6.057649990809526 86:-1.995250099179666 87:-8.605493858886168 88:-0.1680040940040948 89:-6.778799454231144 90:-3.164812602744337 91:-5.784539555898606 92:7.751335746058569 93:-6.567578033556563 94:-4.423452693968306 95:-6.540995991068812 96:8.584706203531546 97:-7.374208425438169 98:-6.387411541297064 99:-0.0232382174600656 100:4.011971959522439 101:-2.248344319558299 102:6.823931453566788 103:-6.786023911055823 104:-4.680342680930103 105:-7.911386109134098 106:2.957686938355257 107:-4.11864019578406 108:-8.06376685288944 109:5.196487502151731 110:10.4248239019098 111:5.539834970237178 112:8.379320633782735 113:-5.107260275834227 114:6.868121346759576 115:-9.490552988392807 116:-3.296492013674594 117:4.942027082188869 118:2.388182511075716 119:2.614061489998396 120:8.940160045344102 121:4.278903359147042 122:-5.605051707022756 123:-0.9828115027620226 124:4.062415557390362 125:6.011603116910688 126:-9.206844053003183 127:-2.129482050315635 128:6.791503691531193 129:5.357946031227519 130:-4.124412761494539 131:-2.745872218670636 132:8.509843819437972 133:0.5405269729611212 134:-4.089112837747408 135:7.751670317677771 136:-3.342330522836119 137:6.318464782741771 138:-9.29768323765091 139:-0.3750707468269598 140:-8.980085726087015 141:-7.421229645656794 142:5.080800210081732 143:4.231193223598755 144:1.321022010067568 145:-6.079940907297326 146:-2.341313235809168 147:-6.362394657754686 148:-2.228230451397483 149:-1.7927877573612 150:-4.335112889634619 151:4.356358283615407 152:4.718065962596009 153:-2.518242728152577 154:-8.846117448763449 155:-7.099972486999026 156:5.949333492164 157:-1.032980366806825 158:-3.640575545022875 159:2.177184303192707 160:4.768565469294241 161:8.83183156552882 162:-9.393689614571736 163:3.424888533883428 164:9.136459961987287 165:0.9715033527783817 166:-6.262263248869411 167:-5.47985281093517 168:3.540500510898094 169:-3.023484985953698 170:-9.330362282695656 171:-8.005864514624117 172:-4.780443537827914 173:8.813607708232603 174:-3.84320329236721 175:-5.216439496511623 176:7.850251364603325 177:-3.009599248139732 178:-4.030511059108933 179:-5.086436724445641 180:4.205903459860448 181:7.716058190150602 182:4.822068530017141 183:-0.01410997718712725 184:2.930698649473931 185:-5.813792124793164 186:-4.523748524659776 187:-0.6671601150809682 188:8.972368680474286 189:6.320296276272845 190:-10.19386540782608 191:-4.000883315026304 192:6.897740049573814 193:-6.602078511397034 194:-0.945888241788623 195:-8.296742577221824 196:-10.94550555560685 197:-7.990484176542598 198:-3.629427107319265 199:-9.271752940480765
--1 0:3.490827094911042 1:4.561941291913281 2:6.712859285938608 3:10.67974301794415 4:-7.807369875549471 5:-0.04854456778665134 6:-2.440371811344648 7:-3.296355193245289 8:-7.07763480574733 9:-5.853021239618744 10:7.705233785050256 11:-5.971189565571908 12:-8.149864740656298 13:-3.204075633619498 14:-5.983278043336663 15:4.911154958187126 16:-4.056521063505611 17:6.487127107350472 18:-1.381711300638316 19:-1.946259142398443 20:-0.9907922946566141 21:-8.318919201650932 22:-9.868467972221923 23:-3.221629383844562 24:-2.074848354170953 25:4.618688626964956 26:6.929285240580157 27:-1.290433665433218 28:-8.807033939887202 29:7.366256765328777 30:-1.189476392251924 31:-2.803521250091262 32:-8.859786014166787 33:2.215848489350118 34:-4.91898230965838 35:-2.772881489621215 36:6.584641111323386 37:6.739276931894508 38:2.646082869831996 39:-9.256985164999479 40:-0.914533574253146 41:2.595736579816876 42:-6.354332568788859 43:8.441509516005608 44:9.432193982626634 45:-2.030929156754093 46:5.832093586590107 47:-9.08815748109013 48:-3.013621155613619 49:2.447249961593792 50:-7.506629963909391 51:4.227475055094724 52:4.9367284678565 53:-6.99749013895097 54:6.923404681364839 55:5.457786756883197 56:-1.26079225904122 57:9.340095672553502 58:1.415835231129015 59:-2.73849007125393 60:6.708062982407103 61:-0.4189129879668525 62:-2.636814174163804 63:0.0332222729644065 64:-0.1337468220419007 65:-5.833978925327447 66:-9.469611072491265 67:-9.53415506358828 68:10.11112309466921 69:7.987150540724824 70:5.906517063658065 71:9.859059574235532 72:-0.004267795091230292 73:8.21696957316086 74:1.635873820775638 75:4.837669952514806 76:-2.786920144372746 77:-2.383203595532839 78:6.465348772420286 79:9.395341247850382 80:-1.840937024338068 81:1.646034094302312 82:-7.710431035768915 83:-2.307964730814027 84:2.028556936888992 85:7.891924062018641 86:1.974565252992558 87:-3.993162704003579 88:-5.194087391749715 89:-0.08730484991259202 90:-6.678436239697892 91:-5.172421542531048 92:1.158028065771351 93:-0.6446821503703453 94:-5.248155284575006 95:4.55899802782689 96:8.257037400787377 97:-10.17634911268542 98:-3.54628725759766 99:-3.149393394404928 100:3.4249829061726 101:2.961152873734374 102:0.639110281046904 103:-2.872943784515742 104:-5.442383332397807 105:-1.288402482649722 106:2.423109547060382 107:-0.0190964529746398 108:-2.387216666778421 109:-1.052084287259569 110:5.823159582514969 111:8.397553923306852 112:9.376235989610867 113:1.658967320220643 114:7.730874622467792 115:8.264976608735756 116:-9.490290160365111 117:0.2206179081607114 118:6.926434072521562 119:0.7762996527416599 120:3.805287799475886 121:-2.619872153558649 122:4.071032243035456 123:9.114085762560924 124:4.56572778043456 125:0.08353834598477511 126:6.966596745070365 127:7.319405453913052 128:5.855721007864457 129:-0.4125667777090158 130:0.4627059278629893 131:0.1439085456625278 132:-2.76812900860399 133:2.721481557208292 134:7.621757069890541 135:-6.651879154036259 136:-4.17309946051132 137:-2.804353562081911 138:-2.603872724932959 139:-2.217998917067455 140:-3.310914042219479 141:4.441307906418307 142:-3.280725295486838 143:-4.331407696204455 144:0.7602797399011301 145:-5.754599780390318 146:6.889376589768363 147:-1.05365349293828 148:5.197016532837058 149:5.458647292220937 150:8.08270922380003 151:-9.179080325847057 152:-3.437595146188051 153:5.543964193159766 154:4.852875937374819 155:3.330875503962079 156:-6.582402495327363 157:0.5883580077951602 158:4.38936393529706 159:7.639534914506275 160:-3.75962386913871 161:-2.748581845007775 162:-6.648990559757221 163:7.631996557782515 164:4.979029430495801 165:4.574833515790676 166:7.592376235573425 167:0.5275104865626168 168:-6.507631622893184 169:2.264347498385662 170:1.386446051259025 171:-0.7800089126714908 172:4.411905564328925 173:-9.206623521781234 174:1.173483545195399 175:3.681613013831165 176:6.237267997809905 177:4.654185462704247 178:-4.064898992500133 179:-1.064507933498129 180:0.7248490841845181 181:4.714233205454394 182:3.246652377502769 183:-6.216526643227798 184:-6.635226750053794 185:-4.01323483474184 186:-3.056613628821708 187:2.491488059262074 188:-9.097007962697663 189:3.542492571418253 190:-0.2755717989898501 191:7.875523437175547 192:10.50619703387262 193:9.046295043044676 194:1.890815074777987 195:5.798646551901755 196:9.742339576400546 197:0.9459294533258011 198:3.175845511403204 199:0.003152943098103655
-1 0:8.604459025649764 1:-4.630087883050383 2:-4.673749366221601 3:-4.845542415885284 4:4.144139736374068 5:8.716345089334236 6:-9.043079405536044 7:-6.391485952054524 8:7.574407784618834 9:5.927773215533501 10:-7.011484402274354 11:3.084333862257824 12:-7.356500993443626 13:-9.998515701836661 14:-5.327899170214314 15:5.139785997310006 16:5.609483309786266 17:1.895782178834448 18:-7.413361876003588 19:-0.6649051488147858 20:-1.3299365877887 21:2.857027448727492 22:-7.321895813655547 23:8.557560871705119 24:-0.3155131110607409 25:4.260974523254501 26:0.6317412837436933 27:-2.383129650047097 28:6.666587982862707 29:4.827886329161243 30:6.685843750223289 31:5.509235212779602 32:5.206377245953593 33:6.256596506188101 34:5.752411816136334 35:4.224628520257086 36:5.553202084731079 37:5.614860941177414 38:-8.640002363013815 39:-3.5417595487358 40:1.718024536642873 41:1.791674195983893 42:-3.051493180931029 43:-8.541078412667037 44:3.063422668734035 45:5.886784170649813 46:-9.335168133944531 47:-4.173090023631843 48:-8.645621814425704 49:6.595229221413708 50:3.474239619842899 51:-3.155444636070438 52:6.915046561073583 53:-9.187703994888588 54:-0.2801272823129477 55:-2.688934363153987 56:8.595775520709839 57:-7.086003139804721 58:-3.504471855817168 59:-6.992501119695861 60:7.778028401454037 61:-5.214056277942924 62:8.82404263218538 63:0.6403923563845744 64:1.160868063207704 65:-1.330116053876243 66:-4.335380925479376 67:8.943660260518479 68:9.038815493494216 69:-3.399572305829924 70:1.622328885327744 71:3.217350265164638 72:0.7374277736477881 73:2.698016361471147 74:-1.976772076674821 75:2.714009350852091 76:0.6658133460407414 77:-10.24238909080447 78:2.308392426567678 79:6.638031785175157 80:-6.300805912759264 81:-3.981094951519022 82:3.323901197692611 83:5.544306291270769 84:7.770667521102145 85:6.160048907622029 86:-0.9360070065797554 87:-7.680799362501761 88:-2.292318413065186 89:-6.464946137855534 90:-5.285208973126659 91:-5.483195570513799 92:8.51299570496638 93:-8.046218657521164 94:-4.137122440361627 95:-6.574546011308857 96:10.34793562570847 97:-7.939109071078417 98:-7.115416543325924 99:-0.6836351297707015 100:3.268205290259639 101:-4.474581882337482 102:6.230251429211125 103:-7.880374037996754 104:-6.204847832361436 105:-6.032573465542447 106:0.9777541792302273 107:-4.75012059896281 108:-9.149183799980422 109:7.333783330507105 110:9.40867711361715 111:7.478636618930058 112:8.399442505325103 113:-5.057705664994804 114:8.991340721406992 115:-7.289162273685668 116:-3.473271316338161 117:4.073413492746099 118:1.568770684740355 119:3.658410514803106 120:6.313535460017257 121:4.006740142205976 122:-6.545272115780335 123:-2.938556540833646 124:3.312801383996073 125:6.022550118865663 126:-6.992933652331683 127:-0.9488480984917684 128:5.523357403518975 129:4.211538746357608 130:-4.03460420289893 131:-3.333326016788248 132:8.905155114798323 133:0.1405082721809187 134:-5.31868161355974 135:6.149826370225347 136:-4.413400000653963 137:5.095301590526455 138:-10.18788756356021 139:0.7239917034471159 140:-10.86268120505668 141:-9.041413290407078 142:7.493227976421897 143:4.597736236987092 144:1.634146592601478 145:-6.445289936937139 146:-1.877301089254995 147:-6.515661118787082 148:-1.596914834165415 149:-1.96346964896258 150:-2.636196554734283 151:4.198908402839826 152:4.672025369331442 153:-6.718757817664272 154:-10.7430394483956 155:-7.242415315043515 156:7.800788628274407 157:-2.385392381342981 158:-1.531236245530074 159:0.9758229061135042 160:5.041476754174657 161:8.820005237874588 162:-8.285844133118637 163:2.702504133534329 164:9.343926223131181 165:0.8666996803787845 166:-5.147800455287678 167:-4.811463691567566 168:2.376405299022879 169:-2.833251726660725 170:-9.71039689061319 171:-11.462258190848 172:-6.932926893371981 173:7.782846311859232 174:-5.283990248914115 175:-4.202322352661384 176:10.0082323675058 177:-3.521695257579973 178:-2.48138929533254 179:-4.320069362716934 180:2.618474664707872 181:7.19595014105697 182:3.257415214071602 183:-0.4139650116548215 184:1.728410026418372 185:-6.488610169468947 186:-5.106181884712846 187:0.1619320802929911 188:9.042968218898588 189:7.375442215982322 190:-10.12934538933648 191:-3.784427387341547 192:5.645374697728441 193:-6.523167177707191 194:0.6003036488597279 195:-7.837657943283485 196:-7.913082605459488 197:-8.302374178062895 198:-3.398512931914353 199:-6.058728691708555
--1 0:3.503242389128611 1:4.779377115256147 2:7.171792673476471 3:10.95418503097134 4:-8.86924050079563 5:-0.8521685305315561 6:-4.340090001089838 7:-2.493809532870447 8:-8.4637548377122 9:-6.789344436431276 10:7.543933111584769 11:-6.074948934281602 12:-7.522595129930963 13:-5.086808876163915 14:-6.517097561604269 15:6.150632474595517 16:-3.12057491395786 17:5.961683798285869 18:-1.261584223294471 19:-2.009700908028433 20:-1.976839704084133 21:-9.697139784920989 22:-8.815224656652578 23:-3.082032721619747 24:-1.777495361257898 25:4.701978127699889 26:6.876152555657431 27:-1.016871684154791 28:-9.389414357333951 29:8.510241518705044 30:-1.301579479180241 31:-1.422134018632099 32:-8.300414025350547 33:0.302861121367767 34:-4.636699970526201 35:-2.040561434654368 36:6.19571502011337 37:4.634567284172725 38:4.412621593415826 39:-9.781495700009964 40:-2.78378430294754 41:2.294785406628371 42:-7.432068691153373 43:10.13202241312321 44:8.899236133678318 45:-3.884790370986288 46:7.856287596659028 47:-8.596132781454678 48:-3.387461497203312 49:0.6338821361381226 50:-7.887537258492773 51:6.853241604050311 52:6.910396013500349 53:-8.536501587461938 54:7.588668813915448 55:2.838168962336372 56:-3.128622337111158 57:6.369770060965847 58:3.51745516885091 59:-2.685837709884968 60:6.621910615835112 61:-1.420555812562118 62:-3.593039241746923 63:-3.552579989068172 64:-2.811095913057506 65:-1.642241003389286 66:-10.32821492617498 67:-9.100265780316001 68:10.52697024771598 69:9.7288182832398 70:10.51520089435066 71:10.28687227711418 72:0.9482134942269521 73:9.151460837417062 74:-0.4594744847669301 75:6.134277081298835 76:-2.315871145700357 77:-2.317446415039088 78:7.190844082576123 79:8.375942746246585 80:-2.084061247665618 81:0.692039452491629 82:-9.252173560468444 83:-2.069745529916582 84:0.1758898553569441 85:5.682864840966506 86:1.713979292425377 87:-6.065693470917843 88:-6.186801828738504 89:2.190048977617602 90:-7.065090609536758 91:-5.422141809190106 92:0.3266288728437107 93:-2.591858257046919 94:-3.679930299331707 95:4.748923022630052 96:5.881574966688463 97:-9.862204336602172 98:-4.788794319083435 99:-2.959468939445724 100:5.285136093603972 101:5.000677260668716 102:0.6253983158413371 103:-3.91531910704976 104:-4.576966055189411 105:-1.159102299565508 106:2.629935522084123 107:-0.902120220712897 108:-2.023902915448552 109:-3.928721674914886 110:6.584199446002747 111:8.321006651915908 112:7.850419998966606 113:0.07427859564376948 114:6.971908265490382 115:8.882967042339612 116:-9.536449196248739 117:1.905509976641632 118:7.940635828668773 119:0.4545414791689702 120:0.3921045410971411 121:-3.301378889016284 122:1.912152032524799 123:9.14649772628842 124:2.056019020336929 125:2.038849143936776 126:8.120157116032601 127:9.148667987758584 128:5.105003524519662 129:-0.4709298236962269 130:0.9767073343138279 131:-1.500679711061575 132:-2.39807529131283 133:2.099005185112076 134:9.255375380635531 135:-8.614852534658503 136:-3.407317567367817 137:-4.222623547696247 138:-4.112715414609291 139:0.5473306261412727 140:-1.63782134326908 141:6.382412830519525 142:-3.220116047189284 143:-5.748039025720264 144:0.4162512127595951 145:-7.035590674039933 146:9.420652183686281 147:-2.030115761167909 148:4.74748265367842 149:5.602302768027224 150:6.789934181733151 151:-9.579993569742898 152:-2.601804724009562 153:4.625544028574798 154:3.833745913692299 155:1.503661990043771 156:-6.013315915591821 157:1.472288487026646 158:4.599109122629272 159:8.155547289695324 160:-4.458311401114674 161:-1.031658760186013 162:-6.156844277438645 163:8.532847541085335 164:5.134426205449887 165:7.01884716929087 166:5.639744864063962 167:-1.531632426486964 168:-5.87975388632435 169:1.722026287465153 170:2.153490144391626 171:0.1513238887030592 172:4.868332804213829 173:-7.689331727858959 174:2.947607458394775 175:3.488949243571398 176:8.082916128768389 177:-0.07153051017363721 178:-4.536099716674559 179:-1.159965006009678 180:-1.267683893583507 181:5.741829015727844 182:1.99233367434987 183:-6.987822807866564 184:-6.507984655657947 185:-6.710250813709841 186:-1.427869844558675 187:4.004996563445057 188:-10.25982259815604 189:1.817116388142819 190:0.6853466006047906 191:7.812790685886547 192:8.910319257744353 193:5.39451605950932 194:2.597174942802028 195:6.718600031766024 196:8.231537287166395 197:1.434137439646102 198:0.8928406167541953 199:-1.829761617308606
-1 0:6.37325406626417 1:-4.991465025570777 2:-3.938013076150487 3:-2.624734248423498 4:5.337138909081091 5:8.271101501114449 6:-9.078502237265596 7:-6.175130298530562 8:6.053436943795262 9:6.860728847448969 10:-7.910548311252733 11:2.719199117306087 12:-7.538611787178579 13:-10.54413948745747 14:-3.60580923031651 15:5.563737470816671 16:4.571230373206349 17:1.942873926949519 18:-5.107881779467276 19:0.04927085471560999 20:-1.600927856541985 21:3.07366963684575 22:-8.147644884921911 23:9.321280964864645 24:0.3648964347995107 25:3.804165231380863 26:-0.8460156389740434 27:-1.530157241266542 28:5.868505337819746 29:7.015528751696025 30:4.019204846467769 31:3.744552053711619 32:6.478766405327085 33:5.70985814824098 34:5.808259673526429 35:4.114447423600046 36:8.157646016197411 37:5.33291771997125 38:-8.495433609807572 39:-6.308925641376879 40:-0.3730903066393603 41:0.5826582825547905 42:-1.204594528543318 43:-8.104513449303086 44:1.922318746091674 45:6.501028732383213 46:-10.48706184258987 47:-3.813449956241403 48:-6.226889952740299 49:7.405483698714252 50:1.937681878009381 51:-3.734526002268129 52:7.329803277080311 53:-9.292003909678922 54:-1.575447844307069 55:-4.254299563554102 56:8.099651653035158 57:-8.828528943000967 58:-0.7992654617968973 59:-5.614684656249973 60:7.816974722188123 61:-6.585827246186138 62:9.903941798263 63:0.06416954516908613 64:1.858387286455121 65:-1.639007930656394 66:-6.059519307726061 67:8.558190430306528 68:10.29745834842298 69:-3.908922766853167 70:-0.1752391313587697 71:2.850071259841656 72:-1.144212826428555 73:7.476268247775396 74:-4.959802667782092 75:1.764610943218101 76:1.880899366581778 77:-9.537702875038217 78:1.58814010129967 79:7.204258954632516 80:-6.009992246353917 81:-2.472705018698119 82:2.554123501964332 83:7.004740914065725 84:5.967581445899212 85:6.496199526358284 86:-3.410582138022798 87:-8.19338338412725 88:-1.150307175972647 89:-7.404092489693436 90:-5.825403929641274 91:-5.146830987827168 92:9.33621397608859 93:-7.406752801866531 94:-4.298312422994169 95:-4.758627460859318 96:9.418995299336553 97:-8.277935720006015 98:-6.63183137601195 99:-2.998416128679444 100:4.956495965033412 101:-3.648005257221015 102:8.402156828870236 103:-7.284841610764189 104:-3.290858410452038 105:-7.488361643874272 106:1.876412682209419 107:-2.529178971249955 108:-9.906241074409376 109:6.1517440153272 110:10.92818887887982 111:6.965244219687309 112:10.29553101604519 113:-6.166254670838891 114:6.50296338437372 115:-7.332871261783579 116:-2.692614159754984 117:3.125171927291277 118:2.436662183063413 119:2.921659240565273 120:8.016662846083552 121:3.979976791634293 122:-7.294656064685109 123:-4.185434042527127 124:4.060317806308389 125:4.872645859532002 126:-10.74402467227665 127:-0.7939589332797561 128:5.607564916201532 129:5.759907615838166 130:-4.440781943683172 131:-1.132376320086324 132:10.44295238837375 133:1.730667056636493 134:-3.828927388569761 135:8.061509489524571 136:-4.070710417337077 137:5.897094269632316 138:-8.876790296617564 139:-0.3960651015944712 140:-10.44810480985376 141:-9.442917626984334 142:6.908270642822315 143:4.32989840367676 144:0.8425276289732556 145:-6.842478042604022 146:-0.4959509951856176 147:-7.347257153826456 148:-1.401662647280361 149:-2.322530802138159 150:-4.097918264701813 151:5.502110642032221 152:3.78734296496796 153:-4.984712628992535 154:-8.690443561565173 155:-5.812211904827098 156:8.543968414491946 157:-1.409357229170145 158:-5.35546394704896 159:1.928798928342015 160:4.420038262070635 161:7.152939478456014 162:-7.842978792336026 163:1.098572090771941 164:6.828224061631177 165:-0.3310086898480209 166:-2.693033812346458 167:-6.886824713734539 168:3.379277001137353 169:-1.500596856718583 170:-10.73027974813894 171:-9.924165681718062 172:-5.815648510173167 173:9.455818160885981 174:-4.13965740041024 175:-5.09187190319804 176:8.521213851031684 177:-3.981212194891939 178:-1.431731411142247 179:-4.58146538769997 180:2.934879005011925 181:6.757139311830538 182:4.834828594574649 183:0.387499112752915 184:3.915084724865139 185:-5.841935426074782 186:-4.417174413026627 187:0.5533828992248475 188:9.998793266906215 189:8.333614780761833 190:-9.956959017205598 191:-2.350646968285964 192:7.276158718181434 193:-4.418753685143493 194:2.263055869027711 195:-7.119414411468854 196:-7.315772363694967 197:-8.521141148248866 198:-3.46063176663233 199:-7.035122491183303
--1 0:3.537602774068952 1:3.82094005594307 2:6.824493483878862 3:9.800627165912916 4:-7.679769476637998 5:1.09928398875607 6:-2.705826687303942 7:-4.145437622213519 8:-5.315218050515685 9:-5.846932692160058 10:6.686582124218372 11:-4.167284763336614 12:-7.433493323732022 13:-5.222155832525194 14:-7.282272820995565 15:3.057638828357344 16:-3.725855936629213 17:6.1685463430399 18:0.3722806920902332 19:-2.826689558954428 20:-0.5932826930152564 21:-8.410194207690104 22:-9.762196355672829 23:-3.432989200070821 24:-1.46241736325764 25:3.265051987652868 26:6.928009519568556 27:0.2375994823950917 28:-9.902783747951062 29:8.276081892207737 30:-0.7142682721522333 31:-1.815078069716316 32:-9.359947344997433 33:1.381731675012153 34:-5.32486356356146 35:-1.962230263252979 36:4.927365326745845 37:2.938883991637616 38:2.381427526144345 39:-8.398501357950725 40:-2.558664194163585 41:2.448343104150827 42:-7.922258172976061 43:10.13556170342468 44:8.520273983739813 45:-2.088062240415582 46:7.177460791638334 47:-7.86095609253544 48:-3.508749927180403 49:4.31732784171536 50:-6.661944457216644 51:6.300917617662312 52:7.797334510274174 53:-5.270714380682216 54:7.002294608118024 55:5.880947750033506 56:0.9739653508766577 57:6.874622772285573 58:2.443577558078454 59:-2.96290183538059 60:5.609256514896318 61:-1.905435993387362 62:-4.382583923288411 63:-3.584774717702326 64:-3.728307445181536 65:-4.224205161571996 66:-9.241401581136548 67:-8.086715143307908 68:9.906594085245541 69:7.92232498393908 70:8.427574167124765 71:8.257042720771121 72:-0.1843002918232354 73:5.585422045857535 74:-0.7376895901533201 75:5.147688416067917 76:-3.004700460312644 77:-2.319621203561953 78:7.086167438272595 79:9.146446458966162 80:0.3960885015898254 81:3.510976137585732 82:-8.325946410562384 83:-3.027212224673766 84:1.426776487998215 85:7.009815703994977 86:1.309151174623476 87:-4.456861495363223 88:-2.252587222814124 89:1.210690896328422 90:-5.393772343959766 91:-4.576203376363357 92:0.5747904581566698 93:-2.071723721734112 94:-4.817440655639452 95:3.245155268599605 96:8.002969680652066 97:-9.084909210899557 98:-4.076277105869435 99:-2.776019689571557 100:5.409129747777904 101:6.001617338138081 102:1.829272533113599 103:-3.388072084155 104:-6.429781043245728 105:-1.559486197202593 106:-0.1176868520169871 107:1.037188519099884 108:-2.099840209967117 109:-0.5979394422961938 110:5.685299813154951 111:7.827856721819199 112:9.419438689353221 113:1.249806476997606 114:7.694682551182209 115:9.572758418129972 116:-8.613639548493815 117:1.706942097762332 118:9.920899054692542 119:0.02811205225059699 120:0.6677200014281675 121:-2.593928181021394 122:2.944843846098523 123:9.199071013050087 124:3.704992294119949 125:1.051448948714864 126:8.340213066178686 127:8.110824047306226 128:4.340398101893013 129:0.6860792930517262 130:-1.143432456384513 131:-1.917335376671991 132:-3.421073678991812 133:1.620253274733348 134:10.52727864159492 135:-6.729775391322135 136:-4.669651426544315 137:-3.003237606886987 138:-3.004773137944671 139:-0.9101444135557561 140:-2.494789486650115 141:5.713467919091807 142:-1.452724520510634 143:-3.068770179879067 144:1.481528070097265 145:-7.027309149386815 146:7.172038475947209 147:-0.5972897841837177 148:4.079671807841779 149:6.66993027427185 150:7.734561560123725 151:-10.83538012363116 152:-3.134234240212311 153:3.36979096182327 154:5.392875575970363 155:0.1463205846595135 156:-5.428124521372472 157:2.854223341671106 158:3.511937420851445 159:8.26712432443664 160:-5.353867565125715 161:-1.923695828334147 162:-5.952767287586395 163:9.189970600956473 164:5.204045874736849 165:6.150505310636311 166:7.798436160035025 167:1.854347853262389 168:-8.049690292904133 169:2.333207542997683 170:1.009735983067374 171:-0.374824136327738 172:5.073448690006404 173:-8.40615942803686 174:1.114384649468853 175:3.544739200402661 176:6.971674916754794 177:2.511232429804467 178:-4.911162685902649 179:-0.4897919340437308 180:-2.331672525876544 181:6.374940342959253 182:2.495675008633566 183:-5.81463003779432 184:-8.101302088886055 185:-6.651555805170554 186:-0.5303228683557659 187:4.252521756781925 188:-10.38270836810833 189:0.320570449011008 190:-0.2551536054876687 191:8.267921051054667 192:10.03559348021374 193:8.014976888546833 194:2.261649710002705 195:4.026773718043305 196:10.29951683059663 197:3.533721278952775 198:3.806394900773122 199:-2.665859155216696
-1 0:6.542858359194527 1:-3.521489862124552 2:-5.400596927378292 3:-4.481698245340776 4:4.115648380302509 5:9.986492959725263 6:-9.697382159682313 7:-6.506519100974484 8:8.368049830230945 9:6.273696523005008 10:-6.501486003785162 11:2.735732527617738 12:-7.35544765124371 13:-9.662839080390526 14:-4.44145756283698 15:3.949812402999221 16:5.392129822956639 17:1.54078356047893 18:-6.471383576271679 19:-2.369458332911911 20:-1.836879221756293 21:3.660733306453954 22:-7.257152405983478 23:10.04867143481537 24:-0.4778613662636267 25:3.945603745638913 26:1.755495431209924 27:-2.979866147028982 28:4.833677821811095 29:8.526017723139041 30:5.69988269817976 31:5.713540171761267 32:5.670688088980278 33:4.883231954293558 34:6.20278155765983 35:3.192603641377348 36:4.543881271842743 37:6.169717735331145 38:-8.957096386167155 39:-3.73141954143873 40:-1.011798473767802 41:1.377802189212397 42:-0.644159515382233 43:-8.308621655051086 44:4.210661806107767 45:6.063070948712318 46:-9.453994298148565 47:-4.922082042511435 48:-8.027207826378273 49:8.974347237065741 50:4.188578982394279 51:-4.031841211933146 52:5.973815742883334 53:-7.166797319094752 54:-3.205324005295585 55:-2.42104277956664 56:8.435123626330812 57:-7.836798459751106 58:-1.192832642847651 59:-5.139924434166755 60:6.599096483337875 61:-5.90174038714223 62:8.78012900228976 63:1.412184547589393 64:0.03496993635702927 65:-1.985095721139248 66:-6.842249355811573 67:8.42127567444906 68:7.884667541091176 69:-5.293622812003318 70:-0.7923012210874985 71:4.321086678509131 72:-2.555239249103408 73:6.135812867496726 74:-5.450125650926536 75:2.52392807484518 76:2.1196392158477 77:-8.615283781068364 78:0.5987636280667594 79:4.532984818701411 80:-4.550538970520749 81:-3.293506066358651 82:1.50195759070423 83:4.765851459015346 84:6.127529122759816 85:8.027018494491369 86:-2.182096551550599 87:-8.93337311644931 88:1.712447866793609 89:-6.775038972607784 90:-3.340710588097868 91:-7.492389382551078 92:5.523009413996408 93:-7.714442102508599 94:-4.684881083784001 95:-6.817851703428665 96:9.879576343195192 97:-9.39272946138073 98:-7.283527779496421 99:-1.753770534235756 100:2.843933544654063 101:-5.106946283625172 102:6.510762419304411 103:-7.167519151229062 104:-5.678748853185478 105:-7.48002764969175 106:0.8106501792535715 107:-3.619254713237578 108:-9.214888526286563 109:4.275469775910956 110:8.739039050825774 111:8.572164062050513 112:8.628080583862873 113:-6.225534102236567 114:9.115759373570986 115:-6.557121570223167 116:-3.364328785987091 117:2.933100720277896 118:2.216138450051647 119:3.27672557058987 120:7.968466253602619 121:0.7715801347431586 122:-6.448028221023595 123:-3.884524754903251 124:4.587854192340004 125:5.095994963745443 126:-7.647464587745793 127:-1.505183846233852 128:5.759989948618172 129:4.971607475046324 130:-4.838625900790557 131:-2.714550540206559 132:7.008008037328402 133:-0.538300611964353 134:-2.803549742541961 135:5.721094755156546 136:-2.595368216928555 137:6.758970735553471 138:-8.328840350247537 139:1.931751479415269 140:-10.33035697336922 141:-8.10964878698794 142:6.179502205018698 143:3.574257216367216 144:2.670132063736212 145:-4.316170774440428 146:-1.326101500282498 147:-7.509993557594503 148:-1.450101131339487 149:-2.182954423753578 150:-1.744638834097527 151:4.99721183698555 152:3.805667652585737 153:-4.358693315459418 154:-8.895144788585176 155:-7.711397189744705 156:7.33058792028242 157:-1.934222950623373 158:-2.990794426069409 159:3.404565747088683 160:3.95423232990853 161:8.689687320597351 162:-8.893729544116178 163:1.377417906288961 164:8.530458966577658 165:1.531958210972491 166:-2.042195360265971 167:-5.266572266011808 168:4.793134494803011 169:-1.89320195291886 170:-9.964286188604364 171:-8.517055467458839 172:-7.087054284237674 173:7.428843562371478 174:-3.295522836370792 175:-4.097491593916624 176:6.164164777128061 177:-3.164851172889545 178:-2.386230113471609 179:-3.219505964459472 180:2.891438196115176 181:6.290938159689637 182:4.759145973597582 183:-0.7722963787162946 184:3.791752596058785 185:-5.725065223086316 186:-3.420746489088221 187:0.003484919098085681 188:10.25306127330052 189:5.39988763205912 190:-9.503196531384521 191:-2.360506696354481 192:7.535100637470741 193:-5.925050445067284 194:1.646781634946357 195:-8.635583657296401 196:-9.299649098544608 197:-8.325501188447532 198:-2.878044900178947 199:-6.622831505448308
-1 0:8.206288053138588 1:-2.967819446335955 2:-2.727647760978172 3:-2.109587632490975 4:6.509168369067035 5:10.01916907830555 6:-9.512327347810274 7:-5.018535933403785 8:6.527062708021065 9:3.231196180141884 10:-6.229088533847139 11:2.914686639448211 12:-7.66187683507536 13:-10.81274280873169 14:-4.537304222039746 15:4.758839108574879 16:5.085895570365152 17:2.994724418513437 18:-7.167039471250561 19:-2.261717223244794 20:-1.735710534001952 21:1.949472842462118 22:-7.306245475956225 23:7.158178921305732 24:0.5127644905260489 25:3.100192523812336 26:1.839455697689227 27:-0.9763846108881078 28:5.384813580123287 29:5.468487221997275 30:5.589265954845017 31:4.277611724580405 32:5.869006321503863 33:6.890188060226442 34:6.694951377244332 35:4.485730262360828 36:4.93330794169396 37:5.689160225977561 38:-7.067334447671202 39:-4.35826317853986 40:-0.3617488880947988 41:1.582797592302954 42:-1.198812762819803 43:-7.321578829817639 44:2.562197127543429 45:6.567821352065404 46:-8.854219456684989 47:-4.822425323868456 48:-6.6893491488417 49:7.703026336220073 50:3.880249361170349 51:-2.869283495806249 52:8.167542577335979 53:-7.913156359688183 54:-1.606739525276756 55:-3.172974207207083 56:8.55536590536914 57:-9.461420722673825 58:-0.2522956899746884 59:-5.642530592754252 60:6.928024604805739 61:-5.734917269550635 62:9.290556326584774 63:-0.08523723975252295 64:0.9826479623889983 65:-2.198480350670066 66:-7.875734082563424 67:8.904523390837385 68:10.12218846158071 69:-4.789288245586151 70:0.09683417142011097 71:1.991727199258703 72:0.7072282786668798 73:5.382495253711936 74:-2.818085399094389 75:1.804143412308256 76:3.904370317298523 77:-11.09034438395641 78:1.678761612859587 79:5.367048543313794 80:-5.955802474607638 81:-4.504670026868203 82:2.741936948747849 83:5.640662414125515 84:4.271613552602693 85:7.337394067231851 86:-2.566560386059075 87:-7.428461552825709 88:-0.24670340768299 89:-6.358524698512044 90:-4.925878920101953 91:-6.337237969667787 92:7.850893603949067 93:-8.686667543245047 94:-5.626803330958404 95:-8.577898965433809 96:10.67778554291832 97:-8.816277199597959 98:-7.021300354154297 99:-1.708615446947148 100:3.434548030438441 101:-3.606274424066529 102:6.462721475689237 103:-5.614131957043469 104:-3.921305738757323 105:-9.291859450679285 106:-0.05436009130393593 107:-4.485068411828512 108:-10.26652689377956 109:5.852920653056183 110:9.863816499716627 111:6.880225101502012 112:9.092971089223928 113:-6.126016070344061 114:8.783140503244507 115:-8.059998127372165 116:-4.72131325024869 117:4.740983650617705 118:3.777620032510646 119:2.696066917639708 120:8.665307691832155 121:3.686760925304589 122:-7.874705514509124 123:-2.163043222940789 124:4.897309940390385 125:5.824930791006695 126:-7.173126309740583 127:-0.587649358428908 128:7.49450666851295 129:6.247020833231998 130:-2.997405177566458 131:-3.395183557625608 132:11.4432044462314 133:0.8243336819903252 134:-3.297921408493049 135:7.233831758047513 136:-1.90924961248586 137:6.208034656037701 138:-8.687159708810277 139:0.2160500111429656 140:-10.9963601130406 141:-8.449719989136049 142:4.96367604297455 143:2.756033563526598 144:1.09915172856072 145:-7.907234699745123 146:-2.169913910857232 147:-7.744563535648498 148:-0.7267430304557149 149:-2.05690847816323 150:-3.920956498295707 151:6.584501138636653 152:2.585236089478173 153:-6.096047804377464 154:-8.088833963450659 155:-7.933507042614787 156:7.646163016061052 157:0.3799069859093849 158:-2.089427319344662 159:1.376876110227168 160:4.763156553052657 161:6.874980601835317 162:-8.56900480843597 163:1.735074952115366 164:9.283144640333481 165:2.132652286915854 166:-5.66813369314219 167:-4.510503709296944 168:3.460790902252475 169:-4.155942138021594 170:-8.676175224001053 171:-7.247491295652534 172:-4.995158963263282 173:9.427467739992887 174:-2.590426433122226 175:-6.682464732639432 176:7.030983638485323 177:-3.123490769347681 178:-4.238924837129979 179:-3.851714269732865 180:2.964175757997245 181:6.329672680870281 182:6.155337567010309 183:-0.1134923848366323 184:1.503185677919584 185:-4.857435840176532 186:-3.346530739131961 187:-0.3641695085769747 188:10.76369747211225 189:6.561845835183948 190:-9.441492239903322 191:-4.045389089612428 192:8.239481192653519 193:-6.652804051253924 194:1.515519716099117 195:-7.268658426767493 196:-9.115101380893265 197:-9.345164064898675 198:-2.91179550517496 199:-7.381612542068131
--1 0:4.54835180884369 1:6.103769888142935 2:8.249403819771905 3:9.759566089437561 4:-7.283797718889019 5:-1.405074800236762 6:-2.083313051186891 7:-2.775828558962303 8:-6.207950184735529 9:-6.755090311442804 10:7.344115570963101 11:-5.776110193617327 12:-7.109852107176849 13:-3.920163829368865 14:-8.032907668163157 15:5.363358728982321 16:-5.077118573244545 17:4.967040078215684 18:-0.2322221157908028 19:-3.254563486163957 20:0.6717427287754711 21:-8.027391318786574 22:-8.676482944065077 23:-3.989484990998616 24:-4.014718047501921 25:4.688777253785275 26:9.809402012138538 27:-1.453533811226757 28:-9.962901428435339 29:7.05203017631089 30:-1.920848490963611 31:-0.463638111891665 32:-9.359145598095694 33:4.359941314220695 34:-3.681584837927267 35:-0.2984447302573923 36:7.242184146975702 37:3.471624748705583 38:2.600576081824907 39:-7.977283404816069 40:-2.145689775630712 41:4.102279796509318 42:-6.836616001783201 43:10.35508911892624 44:9.89299052405987 45:-1.422950188829793 46:6.087244747567345 47:-7.595867470719138 48:-3.99519733054529 49:2.752086274665528 50:-7.37156849141188 51:5.756036771769439 52:6.265710254169363 53:-7.795446208241278 54:7.706563447831346 55:4.168820057119103 56:-1.734261970689043 57:7.423192497831135 58:4.193607314374298 59:-3.301613106540456 60:5.750629476898479 61:-1.845619167193791 62:-4.776304386181732 63:-2.067471527044368 64:-2.419258862528515 65:-5.520349832395364 66:-9.816235680976508 67:-9.431952620723866 68:8.497873745573589 69:10.11132142227687 70:8.663183503717505 71:7.282579167542655 72:0.3520722312702208 73:6.659700244012587 74:-1.055027745200415 75:3.948242741815146 76:-1.457049173800012 77:-2.090017726073258 78:7.416827424278687 79:9.504378803473315 80:-1.697118621837596 81:1.323483831071706 82:-9.258166208166713 83:-1.708928849205333 84:0.1544816508043299 85:8.589941303902167 86:2.801619909938139 87:-3.846684226295161 88:-3.182232715717295 89:-0.1009979835894625 90:-3.919446546637667 91:-5.601984693640533 92:0.1559936968055519 93:-4.181347617943442 94:-3.053865909869416 95:3.32699494611794 96:7.985110183573197 97:-10.24887037675894 98:-5.255306047557989 99:-3.147567385747194 100:4.415641940574003 101:4.385709797616969 102:0.04065771991693501 103:-4.188785236463408 104:-6.0209444048866 105:-0.7182846557276259 106:2.336291849540116 107:-2.06430411011859 108:-2.476577688003308 109:-1.635616860225092 110:5.848598657686608 111:7.146561556023981 112:10.23233798155644 113:1.702851555803429 114:8.314228535246366 115:9.560927056663882 116:-9.003532118651055 117:0.9696991338812883 118:9.336555430049557 119:1.236675022436408 120:1.819309094533605 121:-2.784107362901382 122:2.359301202604464 123:8.26555318032119 124:5.174405743200949 125:0.2262839865909278 126:10.04873351731644 127:8.48275459957255 128:4.427549669359716 129:-0.116591890988928 130:0.6666798982032861 131:-0.6503287002318859 132:0.7315927429733549 133:2.306140058286953 134:8.164261307594613 135:-8.48410318248806 136:-3.197459626463812 137:-1.218759359570315 138:-3.237376935192232 139:-1.898742161012292 140:-4.75511365671345 141:5.241961452078235 142:-3.940231705411316 143:-5.31079473359311 144:0.3179248822738271 145:-5.114821376273423 146:7.517838274583931 147:-1.509336448669867 148:5.737105871637095 149:5.002189485097638 150:5.615633973759632 151:-10.59001781986382 152:-3.847685098781 153:2.946628328302967 154:5.255587836073416 155:1.948504117729497 156:-5.048314248137697 157:1.319045347936071 158:4.53891268088931 159:6.789298668547511 160:-5.281453266977562 161:-2.729269472169291 162:-6.389779400828575 163:8.495817844481953 164:6.419658045507966 165:7.070821129576769 166:8.571107056582042 167:1.581008966890463 168:-6.97937116143701 169:3.85933448530915 170:1.59883426388006 171:-0.257654630476542 172:4.716722433126536 173:-8.112867492445769 174:1.48788176005711 175:3.141911207696627 176:7.106646943321795 177:1.969201441975451 178:-3.983060018984204 179:0.8078022179448154 180:0.08983072455644603 181:4.95163016937346 182:2.314626928211181 183:-6.684614553962063 184:-6.304144651129642 185:-4.987179012341985 186:-1.241230106261803 187:3.859121834181069 188:-8.646549081580543 189:0.8760863795523661 190:-0.2916086107180145 191:9.181703617335897 192:7.825051770651416 193:6.587111658550612 194:3.769081711378096 195:5.760647775117508 196:9.677399900075626 197:1.304038514319561 198:2.047075961897022 199:-0.9190476863701087
-1 0:7.822275481796495 1:-3.566780009586738 2:-4.472763786514406 3:-3.706676356434337 4:5.124646380529779 5:9.006365066728156 6:-10.51279611421096 7:-3.964029280586845 8:6.481093889138017 9:1.739164084233201 10:-6.323853344649248 11:2.526106194318199 12:-8.847676378924112 13:-9.914343594384439 14:-4.427872566744552 15:4.277629761938079 16:6.01518483745398 17:0.5896867024853798 18:-6.887856704977049 19:-3.045586447904099 20:-0.5690818832930933 21:0.6856148099933146 22:-8.926606413349372 23:8.945457893348651 24:0.01989386530673765 25:2.695768001862332 26:0.8978274070056302 27:-2.763680977608035 28:4.096020144703823 29:6.830314947384553 30:6.85770287931453 31:3.858924145759963 32:6.010216030352126 33:7.890631709730022 34:7.372467837472414 35:4.016803829754379 36:5.955169260537584 37:5.348147519112455 38:-8.835804139850739 39:-3.536258569991885 40:-0.5454573166408624 41:0.351986045143249 42:-1.720324630583417 43:-7.412635382919853 44:0.5306502594683531 45:5.011793133495745 46:-11.19039167285567 47:-5.241532536195885 48:-8.675591865981016 49:8.041209056328247 50:2.719145432199373 51:-4.41789478291737 52:8.022814001552398 53:-7.314165231860828 54:-2.272982673781271 55:-3.943753793871872 56:9.145647768983425 57:-9.025248490101799 58:-2.232752347708314 59:-7.510330630511644 60:8.830892593546425 61:-5.627631292104737 62:10.51182741926224 63:1.671232323600865 64:-0.02790139425988047 65:-1.984433865123335 66:-3.872517269069133 67:7.091678377233376 68:9.751945427145968 69:-4.713198163029893 70:-0.8942277593072803 71:1.301218791425766 72:-1.229401140869402 73:4.105120587848933 74:-3.558362819383895 75:1.286556822656961 76:2.068095711789672 77:-8.194203792119675 78:0.6523812676880832 79:6.154197075851634 80:-6.666080549849923 81:-4.532710186541239 82:2.122431320597545 83:7.278250489201357 84:7.817509191854195 85:7.088764950305141 86:-4.813653708455699 87:-6.858629037934094 88:-0.3098408640695501 89:-5.979105421150966 90:-5.992574117991141 91:-7.482114509278434 92:8.546491061335772 93:-7.148063547021046 94:-5.188483915763553 95:-5.964107487763264 96:9.906690738988846 97:-8.23619730352474 98:-6.633924743658151 99:-1.550482515461862 100:5.143312680772286 101:-6.184356377058773 102:5.829071098168901 103:-6.038692101565088 104:-4.882215777845007 105:-9.645035258764818 106:1.551789315592931 107:-3.281778874261972 108:-7.5171570028008 109:4.152698429952038 110:10.57895132169539 111:5.335230701362033 112:7.665973001987211 113:-5.553176859850548 114:8.398792977643263 115:-7.093663039129545 116:-5.967358886096915 117:4.591678577637341 118:3.337422059971169 119:1.607306960815609 120:8.140033277456132 121:2.538200733045642 122:-6.28898026001489 123:-2.585775664922365 124:3.890389814415514 125:4.622920139748947 126:-8.794176431144814 127:-2.659529180666524 128:5.888714184226857 129:4.353303747288186 130:-3.683958376266225 131:-1.921138348038582 132:9.366712156225578 133:0.3745243272427278 134:-4.684436686068596 135:6.500752769731797 136:-4.190913712174648 137:6.920643529079948 138:-8.743639527406868 139:1.823467681182577 140:-10.9665308001935 141:-7.254226090226763 142:7.921846056826181 143:2.71939219379759 144:1.298647639528919 145:-7.11123016553197 146:-0.5023619408166731 147:-6.985249569590413 148:-2.091454153632062 149:-1.115393286100401 150:-3.23562782225792 151:5.161675924818809 152:3.462671688882338 153:-4.066325402894543 154:-9.993198784616538 155:-6.161384802216763 156:7.473651948919521 157:-1.577085438134222 158:-3.87707623124413 159:0.9686556568910931 160:6.508654720188645 161:8.863746662120445 162:-9.054427103202082 163:2.601552337053923 164:8.532384147680201 165:0.1349957313451606 166:-4.596998632812681 167:-5.46650998487392 168:2.115142884793883 169:-1.34107388185302 170:-10.59648621855156 171:-7.982695003023504 172:-5.286164086213411 173:7.426709031927085 174:-5.175103143331603 175:-5.428557995505236 176:7.316443242145646 177:-3.009372702252657 178:-3.833083775460024 179:-3.770930168403407 180:2.154083522542482 181:6.330362472984417 182:7.05484095530801 183:-2.151660248170487 184:2.910123341271154 185:-2.662434261818655 186:-4.430460299831724 187:-2.483772169449253 188:9.986718995806925 189:7.755617069075795 190:-10.41938983031726 191:-2.583794520598672 192:6.706305125435899 193:-7.687994859906475 194:1.440069329714568 195:-6.749978912803173 196:-8.012110734199657 197:-7.469321898449442 198:-2.005264833095286 199:-6.438074647653274
-1 0:8.953576133326983 1:-3.42403196612562 2:-5.196689918339366 3:-3.172205934137943 4:4.84888169787551 5:10.57630206597859 6:-8.972305337240796 7:-5.382446998719315 8:6.599247424162407 9:5.727335409644277 10:-7.887079194559232 11:2.839086583631866 12:-7.029109202250385 13:-9.48529208053337 14:-3.583823018941724 15:5.079641754831886 16:6.189912513731302 17:4.948799088380384 18:-7.652032715822693 19:-1.675817819757234 20:-1.276476768794999 21:1.216099798989539 22:-9.249455673932008 23:8.916257774989226 24:1.443071848039417 25:4.43263770475563 26:-0.276477810104922 27:-2.28729201705869 28:5.650894075923349 29:7.522005186808879 30:4.054974238554172 31:6.190186897035655 32:6.484347061863244 33:6.476371988106616 34:7.476779475945044 35:3.56828443658505 36:6.012850034392137 37:6.973183436225529 38:-6.447231558278345 39:-2.904294438081901 40:-1.904918128335069 41:0.2460557884616173 42:0.5287918937185891 43:-8.410726773565347 44:3.165336390146087 45:5.822321108469974 46:-10.26865927715038 47:-4.529709685491433 48:-6.514886742178589 49:7.741318893912972 50:4.891726016246515 51:-1.885283180681841 52:5.832802253416856 53:-8.930580307562353 54:-2.532200647663069 55:-3.731463269339978 56:8.150376540195332 57:-10.57300808342942 58:-0.5209148607789065 59:-6.510024224226195 60:8.841759913295904 61:-4.776134477756695 62:10.52803042408125 63:0.9886299906839197 64:1.590731183118158 65:-2.388893230258536 66:-4.881293416574716 67:5.382739076119755 68:8.200500541289379 69:-4.254972923148005 70:1.304458725573137 71:2.656893441412877 72:-0.9297084307110617 73:5.015057373013582 74:-1.469991473077405 75:1.950597310040612 76:1.759671489761208 77:-8.292861171374003 78:3.105159241294383 79:5.920433889160718 80:-4.540029518023942 81:-3.710875090717228 82:2.341213668271145 83:6.937094697009509 84:7.073608745487171 85:8.021927660596589 86:-4.436897708867376 87:-8.698704597453574 88:-1.794492866635081 89:-8.36036337758722 90:-5.594018259639462 91:-4.522287363899538 92:6.563347752089364 93:-8.703470124966936 94:-4.861666108609948 95:-7.79728447403359 96:8.142006116944714 97:-8.823406283142917 98:-6.382059337886485 99:-2.288522961234772 100:2.979257782745646 101:-3.735483373521494 102:8.045968825515622 103:-8.582089017952773 104:-4.936936567701101 105:-7.934588721282188 106:1.770804895511277 107:-3.506251687002138 108:-9.668607563742881 109:5.63512974939175 110:9.294622499129025 111:4.047155088007858 112:7.351596350363379 113:-7.746845202184917 114:8.532873243812743 115:-7.469043614111905 116:-4.929123581265538 117:3.578862900109969 118:2.888921324566459 119:2.13267206002129 120:9.123734589088626 121:3.785025135440749 122:-8.08357556546553 123:-2.820738495180557 124:4.340131510529324 125:7.947974183633747 126:-7.571494309755735 127:-1.15315873960014 128:6.779990512778664 129:5.563291326848227 130:-4.109244753416627 131:0.0791457520308918 132:8.914347511613355 133:0.6900431827623323 134:-3.668649177271127 135:6.383035996560912 136:-4.126869270216798 137:7.647243837583077 138:-8.706940322013807 139:0.4891426610308246 140:-11.00291815210831 141:-6.71064235747388 142:6.48493219589993 143:4.759709630280975 144:0.2112028524924817 145:-7.881846550262779 146:-2.191794809764176 147:-7.557644307427691 148:-2.035686951464004 149:-2.135195845519244 150:-4.921868761460088 151:5.040785007880569 152:1.635233063825695 153:-4.591738928838606 154:-7.442617506870748 155:-5.675939523645502 156:7.284955134403544 157:-0.4425647497712584 158:-2.893952824777947 159:2.511450736354347 160:4.993053163290914 161:8.201452016967972 162:-9.70875997735244 163:2.818414751950237 164:9.944659368110701 165:1.098931160146986 166:-4.508737735385542 167:-4.900617128485103 168:4.017036878081076 169:-1.316200479101549 170:-9.704842141987855 171:-9.074398046198615 172:-5.787917564431845 173:9.542478129196535 174:-2.162732217849861 175:-6.067694685849738 176:8.344932659872104 177:-2.07823169134848 178:-4.828203448181639 179:-2.862424609511483 180:1.636920935116133 181:6.649201235348605 182:7.416521078426803 183:-0.4811555889662336 184:2.785048911912227 185:-4.08803164985524 186:-5.581357471146103 187:-2.808314800173725 188:9.984029427951015 189:6.872512600374121 190:-10.76043057376993 191:-1.259037879237958 192:8.90474920057677 193:-8.972988298280171 194:0.4984971799703628 195:-7.577490379493508 196:-10.92484573959456 197:-7.612883232972195 198:-4.095351373031662 199:-6.504586349603292
-1 0:8.001829675344394 1:-3.734261360518575 2:-5.460544070995457 3:-3.677995403224175 4:5.84437946248579 5:7.615741812529531 6:-10.2172333684496 7:-6.726081086411693 8:6.4336305887307 9:4.635667381323392 10:-7.361265638668945 11:2.231789592589914 12:-7.967428112022761 13:-10.78156319262832 14:-4.635294779025564 15:3.428658942288331 16:4.393412700360236 17:2.988226699001661 18:-5.856208825219388 19:-0.8409163923058964 20:-0.1381342764320932 21:2.001561531865039 22:-8.019402308284169 23:8.382002398670625 24:1.388871059193101 25:3.770286182210707 26:0.1564832642814782 27:-1.285474811681592 28:2.202637443264974 29:6.89519670604982 30:4.109163793066943 31:5.52361760534822 32:5.748353538087319 33:7.45514216066493 34:5.783974756230547 35:7.06156970126833 36:6.684080790510177 37:6.056085253216576 38:-7.88265514698807 39:-3.354925349317006 40:-0.4495793559740724 41:0.4260545792031128 42:-1.083973890730587 43:-10.03637998222294 44:1.916117234712861 45:6.034939755913184 46:-10.57939600021243 47:-5.427381926278477 48:-8.676237307905955 49:5.797861883049279 50:4.92533918617008 51:-3.376595196035026 52:8.457886985100739 53:-9.728709656938486 54:-2.103316862752775 55:-3.743280650547848 56:8.315999169958644 57:-8.930290143994606 58:-1.15783037506509 59:-5.6803670115305 60:7.539045522868888 61:-5.372690960019892 62:8.839432079825778 63:1.475811624505929 64:-1.422271496515255 65:-1.438843604063883 66:-5.131239904210895 67:7.477514105894217 68:8.930753909434069 69:-4.851376494736751 70:1.993353020168828 71:0.1444025397995312 72:-1.309938422373519 73:4.468846496966126 74:-2.980611193289011 75:3.259565457531651 76:0.8361806496917623 77:-11.26724696805965 78:1.100209799938122 79:6.523397203762478 80:-5.319639379823693 81:-3.918505710113452 82:1.882718240259774 83:7.61711419894295 84:7.665290172631614 85:8.650336819658731 86:-3.706322482310411 87:-8.438763733237115 88:-2.250152801315019 89:-6.764936047703309 90:-4.710199320689532 91:-6.60167023340506 92:8.862718005982444 93:-8.559854463922994 94:-6.567402020959408 95:-8.657224143375805 96:9.064999144213086 97:-7.498161137007582 98:-5.619728147867121 99:-0.5195919977358501 100:4.804619958655804 101:-3.676023687138054 102:5.353367290586296 103:-6.418702533948767 104:-5.539117338734192 105:-6.585935044665248 106:1.567620575897646 107:-3.834579592857805 108:-9.733852317711156 109:4.343386790592612 110:10.87311734621151 111:5.938706239204514 112:8.845660614896904 113:-4.880260060136218 114:9.949094638186317 115:-7.910324652098261 116:-4.308596822128909 117:3.962908979147024 118:3.367064074564934 119:3.878728145440375 120:8.857115733225827 121:3.523122665096384 122:-7.343059855618685 123:-4.232688610440148 124:6.395057199244377 125:7.173266676834661 126:-8.834165242707865 127:-4.165253629034783 128:5.027980072444559 129:4.953482878084992 130:-2.852137602271155 131:-0.8109165246626093 132:10.71393952160995 133:0.9096251763389623 134:-3.443352398293545 135:7.352249021395889 136:-2.316283052897507 137:7.638774910775404 138:-9.099549034014915 139:-0.09155476622457237 140:-9.20194215069121 141:-6.307215502934228 142:6.884401070409258 143:3.418372486487713 144:1.107559995549873 145:-7.24210558789642 146:-2.146915167518821 147:-6.409259444963829 148:-2.253232021193958 149:-2.670094556269311 150:-3.834243722128779 151:6.040243181484445 152:2.822865022340813 153:-5.528306915946532 154:-8.25254875100411 155:-7.230357094756886 156:7.309466260686738 157:-1.850654860847426 158:-2.544787135434597 159:3.811840159668661 160:5.427080500644367 161:7.393773142683017 162:-8.490021201405934 163:3.326078324925715 164:11.41935371527468 165:1.692545794565123 166:-2.902836984542462 167:-5.825521485242443 168:3.111730630825266 169:-2.013840448837807 170:-8.782643632438267 171:-9.531975247795266 172:-4.094426308714611 173:8.670856335061831 174:-2.412093894402198 175:-6.936016233455846 176:6.074622665915016 177:-3.486887243931555 178:-2.603382114145929 179:-3.584659327710729 180:1.798029573883573 181:7.58243546435481 182:4.837888911886487 183:-1.523320796264355 184:3.43693022643984 185:-5.407560152046353 186:-4.173116658514085 187:1.227622870511662 188:9.443070543706307 189:8.374302904355293 190:-10.379273957529 191:-2.182670192596369 192:7.064661411426952 193:-6.978835511750872 194:0.7757926796169872 195:-8.462013714795466 196:-9.212349933902996 197:-7.984935320742116 198:-2.413498979650415 199:-7.106897239581464
--1 0:3.468672858542202 1:5.383722734144485 2:7.81212058402803 3:9.206022782424721 4:-6.602998526394961 5:0.005057809226204024 6:-3.450747798853287 7:-2.487450169469083 8:-7.036637679307841 9:-8.728515793533564 10:7.804759834207919 11:-6.39098079048945 12:-8.115800630866808 13:-3.937415409401897 14:-7.934461642488579 15:7.771804786052202 16:-3.378849793461064 17:4.267434605285714 18:0.4896464773389103 19:-2.250387676997268 20:-2.775943144732127 21:-8.423844693680648 22:-8.771009551982521 23:-3.268963978686276 24:-2.301325243668414 25:5.518784166031387 26:8.58365008721438 27:-1.063466051252685 28:-7.964008976213024 29:9.07241344961982 30:-1.554051660619636 31:-0.648135880683132 32:-9.764364555878231 33:0.7325335556173238 34:-6.61627799835065 35:-3.082201684202694 36:4.882169512128971 37:6.247135719452356 38:2.892405677957873 39:-10.9024924244563 40:-2.483393167831001 41:3.966352715468125 42:-8.985796795940191 43:9.829761716971548 44:10.34746632868026 45:-0.9297444665159686 46:8.364800756311197 47:-8.253699922240459 48:-4.687463189728613 49:0.9324059026927343 50:-5.580052289629442 51:7.052227844843483 52:8.00960332135997 53:-6.659269632565096 54:6.539191683665681 55:5.430616033521175 56:-1.555317130449024 57:6.375056023123522 58:3.642671336630996 59:-3.706264002512943 60:5.914129802667538 61:-2.012460190285757 62:-3.024073161962993 63:-1.772733387674015 64:-4.137293097695112 65:-3.940251453644968 66:-11.71825633790914 67:-8.930218852294765 68:8.727748313779086 69:9.395802377073487 70:7.766449802184102 71:8.883563781299124 72:0.3129766722644515 73:7.33016831765963 74:0.628957413622298 75:5.47940852277654 76:-1.452520828347583 77:-1.10232553473098 78:8.291183914606492 79:10.20516653704142 80:-0.5435799096399208 81:1.934623105060572 82:-8.08686996046916 83:-1.519721959355247 84:0.8106901643522758 85:6.025892244560954 86:3.398864508014408 87:-4.138782291066708 88:-4.193151723333492 89:0.5156071163326928 90:-4.296593611649564 91:-4.619813042760351 92:0.1348060347888232 93:-2.184055552569349 94:-4.852297659948267 95:3.872610699890285 96:6.293030149407212 97:-9.714854525380073 98:-4.578496541054101 99:-3.423965137981082 100:3.659046776377604 101:3.356587002769579 102:-0.6417343009153089 103:-3.196445727121925 104:-6.469234809054219 105:-2.637949667172181 106:-0.1147396839924548 107:-2.332273194740218 108:-1.76678982139911 109:-1.508059615132406 110:6.508719879399354 111:7.202147711013069 112:10.31014104646834 113:1.655508634928317 114:6.622404266637852 115:7.467593873789094 116:-8.011837411397405 117:3.026177417306456 118:8.630050327532611 119:0.2197762382801259 120:3.186451541522652 121:-4.073940416404525 122:2.024445634181749 123:8.407486341018949 124:2.641575789657931 125:2.199367974918531 126:10.47809855470648 127:9.561609876437101 128:6.420362337607533 129:1.084635681943066 130:-0.8761573390318862 131:-1.114103990248797 132:-0.9763332615295306 133:3.785531342590073 134:9.268098852877984 135:-6.127483170555322 136:-3.343871053211704 137:-2.382320934798003 138:-5.06842967839051 139:0.1732798684047758 140:-2.085468676584744 141:5.178116968290923 142:-2.27189889163522 143:-4.340797144782776 144:0.08786359875369071 145:-6.851651227402424 146:8.23329159053541 147:-3.870385468422322 148:4.877664003811844 149:8.254264256124346 150:5.994032990289327 151:-11.01277153130688 152:-4.885906304892989 153:4.315886038118565 154:5.508752997236227 155:-0.004796817010785936 156:-6.151108819339186 157:2.574436083115204 158:5.481858451550885 159:7.722462212435281 160:-2.142083731840096 161:-3.418401160724992 162:-5.811941782424879 163:7.094173377996052 164:6.502513475312853 165:5.148557611369134 166:5.547872927192816 167:-0.1221941780792986 168:-6.710943979897189 169:3.681051781573265 170:3.233151896774166 171:-0.8885611936474964 172:5.676559011790252 173:-8.158481281090143 174:3.2077752984719 175:3.871324444668788 176:6.111401097152235 177:0.9823700800673499 178:-1.578038503733209 179:-2.318374799052884 180:-0.530029054126629 181:6.985586193029997 182:1.027020114205982 183:-5.948192897775424 184:-6.178872584091886 185:-6.238760470837757 186:-2.233931873269838 187:4.877591581059923 188:-9.445369029452264 189:1.69415391331283 190:-0.2616760066255454 191:8.765637295342559 192:9.308893508662655 193:6.824835298904562 194:3.263647975546311 195:4.999504284733711 196:9.112914896968395 197:2.743804910247508 198:2.296052074615079 199:-0.5636426987959997
-1 0:7.949937616641855 1:-7.106460115159505 2:-4.116158715346145 3:-3.070187214827186 4:3.903037755969948 5:10.46555628041054 6:-8.874494658978437 7:-3.468951571448672 8:6.796318871419025 9:6.911195975999064 10:-7.912492794611606 11:2.580706874984388 12:-9.807534408214934 13:-9.971942167473694 14:-4.246267922964787 15:2.784914082616276 16:5.683725561870949 17:2.497288451252007 18:-7.015414104947141 19:-1.486843598690094 20:-3.593977373272562 21:2.206291560995565 22:-6.548001618845761 23:8.691499620054033 24:0.3246691375779515 25:3.189124392208455 26:-0.2953549487649254 27:-3.077417090670475 28:4.885951287629213 29:8.493638735458918 30:6.746149202151821 31:4.550879462314125 32:5.950736176632638 33:7.924186456354962 34:7.936001775053847 35:4.449177426368622 36:5.865521953089212 37:7.890694431514489 38:-8.242708425379396 39:-4.432686342248449 40:-3.480873177957881 41:-0.1213548406779446 42:0.333574716829157 43:-7.169663125896971 44:3.244735209410817 45:8.30215228827562 46:-8.655913635208202 47:-4.604110689003997 48:-9.75208535963996 49:7.088021868766945 50:4.230487831158918 51:-4.037350738838482 52:7.987519854337826 53:-10.191527677449 54:-1.361952204138595 55:-1.958258178657168 56:8.078471577552387 57:-7.037455787029403 58:-1.890284727762838 59:-5.820943665478866 60:8.398118199607332 61:-6.0379388085504 62:8.678476915753892 63:-0.6510029092599894 64:2.294963833079804 65:-1.269851751074541 66:-5.280868242747412 67:7.511538494294576 68:10.10459256021286 69:-4.123080956724446 70:-1.150923667555144 71:2.875918856775439 72:-1.653805017169407 73:5.252942694186948 74:-4.057898871876874 75:2.385687915104143 76:1.762891120901354 77:-6.764383573957462 78:3.466765793942727 79:6.244575286124518 80:-4.407920036298651 81:-3.668944527953726 82:2.386026947019823 83:6.463743360526115 84:5.961012701217793 85:7.145987718928438 86:-3.83240371406857 87:-8.662520990361591 88:0.3922449418870886 89:-5.563134397535345 90:-4.955789100486133 91:-6.582833317946629 92:8.680193906786492 93:-8.502462566557076 94:-5.858292440116492 95:-6.404151159781367 96:11.41866904601572 97:-7.071127334033704 98:-7.258919375445238 99:-0.4640305359938455 100:3.575153934906643 101:-4.286059152938133 102:6.479709628826896 103:-6.126068858216457 104:-5.085402565251069 105:-7.682962728064391 106:0.8469936165607059 107:-3.251738606909935 108:-9.156668534366915 109:4.208507609629484 110:9.289267642700725 111:4.988679172910774 112:9.138743492671455 113:-6.240664732866161 114:8.583648108103155 115:-9.032261813311127 116:-5.245931840702174 117:4.709306703048481 118:5.168096026816782 119:2.651447242218102 120:8.116103276990536 121:4.1979163622503 122:-7.145702117307652 123:-2.640141534409346 124:3.818695277851484 125:6.448628345655277 126:-8.593228837557133 127:-3.047591006281794 128:6.715969829958605 129:5.622117723612598 130:-4.381521425993411 131:-3.360993771248474 132:9.799579320587219 133:-1.600565963773814 134:-2.262394696091651 135:6.085912261125721 136:-1.577405548814181 137:7.590361678265771 138:-10.31544023266104 139:0.9217501494954234 140:-9.096567120308423 141:-6.496739536978532 142:5.24944027044846 143:2.325040226157708 144:2.24500628437886 145:-5.220745778912592 146:-1.970104254902693 147:-7.906770302377276 148:-2.412374725354121 149:-0.2487013492731482 150:-1.302663655110327 151:5.864280143589267 152:1.713929263605242 153:-5.259138742566817 154:-9.081289846037087 155:-7.296258116175583 156:7.410769616265071 157:-2.703313336320833 158:-2.40937626994504 159:1.148227816061878 160:6.008288254482946 161:5.121023855478033 162:-7.976391026638793 163:2.212236015849651 164:8.237313532157978 165:1.650358104551983 166:-5.961305663411906 167:-7.424152075638958 168:2.58788768117181 169:-4.172328169955788 170:-8.660064893094095 171:-7.493727987692945 172:-5.270345294119143 173:6.252163583025275 174:-2.379133421273476 175:-4.999748532771761 176:7.975104413456076 177:-3.7047477364209 178:-2.049711645279077 179:-4.152299114326063 180:2.103408333396089 181:6.976632635198905 182:5.946732472581671 183:0.8291181214429699 184:2.232812075606626 185:-2.749797326407473 186:-5.582508349833758 187:-3.629093453040779 188:9.321897762624671 189:5.991152035037756 190:-9.961324417871399 191:-0.8180883867072677 192:6.749448801064607 193:-6.999812834503719 194:0.8115336211388833 195:-8.787054933522324 196:-8.988734128712712 197:-7.82371062832023 198:-3.752576345990918 199:-6.010169140351644
-1 0:8.586750228873939 1:-1.945510496983747 2:-4.502199817025966 3:-1.726893251480387 4:4.051172160113471 5:11.24970273141449 6:-9.840155020461989 7:-5.508669992805736 8:6.599666350830469 9:5.137822309869873 10:-9.136784713985609 11:3.416141158516476 12:-8.183180962377198 13:-9.447826021702172 14:-4.559949718085438 15:7.10887735268674 16:4.975153875739792 17:2.030459159683376 18:-8.545706846740618 19:-2.334260693207885 20:0.8705360803128204 21:2.670145724945666 22:-6.034885823750772 23:9.184528425958618 24:1.188198722350519 25:3.772404219517363 26:0.5128911409663069 27:-2.751619319987856 28:4.257737878508201 29:4.388161081123969 30:6.322504998148627 31:5.02706411092531 32:4.359524689211272 33:8.63653779664237 34:7.059648326648221 35:4.014100109468624 36:5.957572364140318 37:6.166338424184338 38:-8.807714193019333 39:-3.791269102140296 40:-0.5137176861832293 41:0.3405689952774532 42:0.5434886100125844 43:-8.682604715450445 44:0.9411820081657112 45:8.346017455504889 46:-10.37976552578879 47:-3.557662442117586 48:-8.117307967532685 49:6.934099920454304 50:4.910996994067632 51:-3.852562698196673 52:6.476097684195725 53:-6.577222750428472 54:-3.152838312933215 55:-2.616176295722966 56:10.63789666591718 57:-8.503868106014012 58:-1.825848841495355 59:-5.392245867572067 60:8.6895328894092 61:-5.045303050476679 62:7.565736801116761 63:0.6282653980450985 64:1.101495351255438 65:-2.787287103976316 66:-4.846608413867426 67:7.21810364440105 68:8.301354394574457 69:-1.823799536647809 70:0.742060271004146 71:2.473989107248494 72:-4.067408349088161 73:5.147840631766042 74:-3.817270787830473 75:2.606657630248679 76:4.39745580120918 77:-8.729076001791633 78:2.350332142652487 79:7.245625615277833 80:-5.11476472818886 81:-2.060753625957875 82:4.104517212737486 83:5.909427060610227 84:6.827213364073642 85:4.860817814308065 86:-1.99720242664656 87:-8.250922248202153 88:0.1628975873697255 89:-7.946289515484699 90:-4.20002724694061 91:-8.059108813115312 92:7.880603353773609 93:-6.916162085934936 94:-5.292722057450625 95:-6.622211145852787 96:9.527261658256363 97:-7.068580661488732 98:-6.649549687198276 99:-1.229213266303534 100:4.086552670643721 101:-5.743652632577277 102:6.838545322795687 103:-7.687950868370418 104:-4.643176612061093 105:-7.763729205175729 106:2.70041088489283 107:-2.965943052477505 108:-8.317236813551489 109:5.810471923406562 110:9.567018745034513 111:5.707366634908061 112:7.726212470819477 113:-5.905331859585256 114:10.65740585184356 115:-8.972619266667589 116:-6.531516552707316 117:5.735930617649218 118:3.706841725616759 119:3.417880471442174 120:9.321707452809314 121:4.275238959697844 122:-6.269743907112624 123:-3.909166868826155 124:5.532333928977539 125:5.895687697755013 126:-8.202475554790052 127:-3.080078682495468 128:4.437851413937882 129:5.915937934371899 130:-3.772002418233679 131:-0.6737191210885216 132:9.968283511946119 133:-0.5083870620517589 134:-4.07162316068043 135:5.130492063841451 136:-3.51325720159842 137:5.631531835320336 138:-8.221627449790367 139:1.37431435758447 140:-8.978498125943409 141:-7.318593952757313 142:5.84171303935456 143:3.658941629887474 144:0.4451055068383534 145:-6.6522822906815 146:-3.293947545156529 147:-8.600254715074678 148:-2.549088026473041 149:-0.62059923781756 150:-5.316844366329647 151:3.564267723365659 152:2.393934162831453 153:-3.974275444664433 154:-8.040055837011032 155:-5.770431832687994 156:7.342001659977306 157:-2.940798907584039 158:-2.305493357312046 159:1.238509441749364 160:3.900633362427139 161:7.848641783220822 162:-8.898524474698505 163:2.745432823032672 164:8.705446911608345 165:2.281104122666314 166:-4.257687323539963 167:-4.579828754166078 168:4.194623571550134 169:-2.32251426483767 170:-9.476979062197156 171:-7.620691190877302 172:-5.900960834863876 173:8.111151259611125 174:-4.267039774047363 175:-5.868945078218985 176:7.882628267421333 177:-3.451514430001893 178:-2.982883294272921 179:-3.692535446493624 180:0.9929742572049747 181:6.599238818736795 182:4.557214899870864 183:0.627327557099826 184:3.00970574023706 185:-4.592691374844161 186:-4.685206341182102 187:-1.592575964234187 188:8.587020585106451 189:5.967603561888597 190:-10.42196141344423 191:-2.594739219769234 192:7.837741800340972 193:-8.09955198093213 194:0.7747953150897392 195:-8.06772776873548 196:-9.834363360671791 197:-7.455047662508572 198:-4.091499970968035 199:-6.460775085076609
--1 0:2.934778989453888 1:4.917417562671702 2:7.45230610743862 3:9.031224222785244 4:-9.050808892606938 5:-0.9867564600595429 6:-3.075773125246744 7:-4.237400418793413 8:-6.11585581784339 9:-4.730004285758294 10:7.882650152621366 11:-4.7590893004635 12:-6.704731201362767 13:-4.728798302501531 14:-7.346525597426023 15:6.564249121002115 16:-3.527971246637139 17:5.959382125431604 18:0.5414951111369869 19:-1.862296943617127 20:-1.267061599964046 21:-9.136397347281923 22:-10.08725556512032 23:-3.947162239447454 24:-2.345025065408441 25:4.716793794513255 26:8.282124551989885 27:-2.123689657889623 28:-7.90589138334601 29:8.618360443568186 30:-0.8155670575967733 31:-0.8135816886585174 32:-9.337385410924865 33:2.012083733544574 34:-6.353555478971723 35:-1.559868703794506 36:4.832848470186286 37:3.211783163589276 38:2.25267478986496 39:-9.374527794882505 40:-2.650392793414027 41:2.448930722365742 42:-6.412032979098194 43:12.49118990674937 44:8.909497989496785 45:-3.719987196298971 46:8.001625548315893 47:-6.838620227352559 48:-4.51533294563315 49:1.238021885478293 50:-7.266385280801827 51:6.818850917231289 52:7.298594321125514 53:-8.17573936917994 54:7.107595832189082 55:5.041075163858691 56:-1.097219016796083 57:7.037402956380878 58:2.32835114972698 59:-3.724199577201387 60:7.200159445704288 61:-0.7434199679529978 62:-1.637598104781453 63:-3.582668709117073 64:-1.350152526213604 65:-4.54262161297937 66:-11.0426469697485 67:-8.167410696660431 68:7.748806645772757 69:8.414858425134161 70:7.729234540051965 71:9.272906431176684 72:1.217912467980653 73:7.408818291604755 74:-0.480297392934725 75:3.552107565063162 76:-2.111254196732619 77:-1.387543032652747 78:7.695373737059744 79:8.480648801183229 80:-2.278139300210744 81:0.07632936630671416 82:-8.037861565023778 83:-0.1966010177666759 84:-0.1687967379005073 85:5.86081456038616 86:2.288450352059514 87:-5.065811292136417 88:-6.710250661752825 89:1.538061838655235 90:-3.870287667599436 91:-4.116707088432919 92:1.452661197065367 93:-3.169789043991069 94:-2.649944864255045 95:3.339521045804157 96:6.656018567750571 97:-10.32066974805693 98:-3.942318315712456 99:-3.729369314743894 100:4.287434996491322 101:6.182986858485776 102:0.8422286331711738 103:-3.023638069272276 104:-6.077622187810607 105:-1.061067078917176 106:0.09822160345905706 107:-1.822601093094549 108:-0.1605788348832551 109:-1.507372407506776 110:6.79872005516305 111:9.69048219706286 112:7.2580914816386 113:2.926789506231251 114:10.04675503249091 115:6.569492411639889 116:-8.4850697074056 117:3.637733370445696 118:7.894542888783167 119:0.5523513714008655 120:2.706450379979683 121:-2.412876708726924 122:0.9366753839330832 123:9.92619741126785 124:2.882936128252506 125:-0.2990760596260201 126:9.521365484862153 127:8.236189862330658 128:4.648322931261678 129:0.9666043931157027 130:1.141919552818111 131:-2.796712661247244 132:-3.025873617642719 133:2.809543933208269 134:8.297838148721079 135:-7.596332824105112 136:-2.08939648288799 137:-4.082535652649825 138:-4.072196577254042 139:-0.2339663268988139 140:-2.672060550903649 141:5.700428294921891 142:-2.899048405683545 143:-6.32925843189601 144:1.391841597238102 145:-6.303091821374064 146:8.404630956775023 147:-1.167010600536232 148:5.066116341650543 149:6.876980182265742 150:5.018050168869557 151:-9.257635275446315 152:-2.907543251603744 153:4.092259478603903 154:6.066431812683931 155:0.1427764949129495 156:-3.452500474854717 157:2.863351266040144 158:4.320727055662823 159:8.52898638322873 160:-4.986134044300253 161:-3.733114104228056 162:-6.099050589959891 163:9.318342963101577 164:4.743416355994567 165:4.437794910159822 166:8.798657726131935 167:1.072142257798784 168:-8.351434702127849 169:1.927506856444253 170:4.038629143068039 171:-0.836779689481401 172:4.804277501844588 173:-8.264677701403629 174:0.5558651041340903 175:3.543781824311019 176:6.745182640818493 177:2.813100219050093 178:-1.423332197742825 179:-1.129159764682854 180:-3.591596522850699 181:6.425661049925429 182:2.381867602519987 183:-5.52285498258286 184:-6.802642424536595 185:-6.328279139381038 186:-4.362453666172077 187:4.495797704309774 188:-11.77491301145882 189:2.57790472588359 190:-0.2640117383817341 191:9.630173778905039 192:10.88370088581911 193:7.370282916445116 194:2.149429341988346 195:4.369900998942206 196:10.75944451158247 197:1.815476973720216 198:1.492625070006943 199:-2.321855785641204
-1 0:8.842930938735705 1:-3.37897413147206 2:-4.393479624089847 3:-4.809171256507284 4:5.636653727220562 5:10.12384770530261 6:-8.692901979471007 7:-5.153932353391848 8:4.320815286425271 9:4.330415798592145 10:-7.123648900270262 11:2.471744722362861 12:-8.316360295224657 13:-8.366604458890087 14:-7.718192709485458 15:3.258059603517358 16:6.579192075421849 17:2.007767788174434 18:-5.334554889241379 19:-1.339390243088845 20:-2.980355056810454 21:3.692310184957916 22:-4.788527882065535 23:6.326221761808208 24:1.707002192229766 25:1.73631597890299 26:1.479070263993531 27:-2.373597733646791 28:5.254701964795065 29:7.98330551085017 30:7.850136864024375 31:4.516419804761074 32:5.838490737749098 33:5.808660714557876 34:5.677777041977741 35:4.107153119664235 36:4.957264874926928 37:4.326107379497273 38:-7.272948560310729 39:-3.9613689914505 40:-1.8621385193285 41:-0.1079417968367561 42:0.5328489325886507 43:-9.943315505081442 44:1.440632204386457 45:7.638300534720752 46:-10.7384658937217 47:-3.68482037232351 48:-7.711449065291025 49:6.97236407584945 50:2.690076393689695 51:-3.027825237548459 52:6.850614980106608 53:-8.40905170494891 54:-2.80459944624643 55:-3.750311062299835 56:9.879364718742348 57:-6.859718336947101 58:-0.893475214443431 59:-6.87313173288541 60:7.075272523269284 61:-4.058921087362872 62:8.035197236450299 63:2.337622084442549 64:2.426299768229971 65:-2.146424549040441 66:-5.612388998889778 67:9.520195009084727 68:8.57717126056736 69:-4.736279234734316 70:1.654953369174735 71:1.157317715651672 72:-2.128509758227834 73:4.26050965929464 74:-2.101390547283952 75:3.275686506628414 76:1.813303088211654 77:-10.29559592265555 78:0.3714978281992145 79:6.114013582071887 80:-4.501838144940257 81:-4.13078347086571 82:1.769846388472185 83:5.476857068366987 84:8.631467418550386 85:7.858510185449018 86:-1.082957602141313 87:-7.943442754649962 88:-1.878002061272735 89:-6.182269805991313 90:-5.4971576857033 91:-6.936804968599253 92:8.080770450289634 93:-10.34386630335571 94:-4.254994030427575 95:-8.240864138187776 96:9.185611243736014 97:-6.792761077368907 98:-6.949010480389007 99:-1.248844636984229 100:4.302282778636579 101:-4.886981923395647 102:7.396419416266843 103:-8.208891194119387 104:-4.958430599139745 105:-8.826338470691235 106:1.336999243204771 107:-2.63349533196754 108:-10.05706620793929 109:7.191634658149617 110:8.379435061963969 111:5.27710664457822 112:9.097493985658794 113:-5.464494694173198 114:10.49763714272385 115:-7.529036349990651 116:-3.867781921516222 117:4.418131814870913 118:2.870463468859212 119:5.577709880047998 120:9.376821867176147 121:5.755022896793607 122:-8.296271786552312 123:-2.432789474286168 124:4.86914209449768 125:5.22394649683276 126:-9.138666372987128 127:2.22500262221711 128:6.484397437391703 129:6.913801554759976 130:-4.006464743423766 131:-2.695283126438732 132:9.53933649376525 133:1.057389560644026 134:-4.76711117174135 135:6.425321013800986 136:-1.992396580581486 137:6.369177017782208 138:-8.520210073417132 139:0.4950847483187011 140:-8.856796307243714 141:-7.242237815735802 142:5.705476789152469 143:3.586774728475865 144:1.377749459445413 145:-6.351678641146616 146:-2.157791068320587 147:-9.084075402740327 148:-0.9286071696681839 149:-0.3913726702944218 150:-3.501070475404235 151:3.222199791970647 152:3.155377870764941 153:-2.498568458723272 154:-8.916375492699117 155:-6.58955120517863 156:7.260954119670323 157:-1.101662069157277 158:-1.358229314784779 159:1.609498580502872 160:3.905769553330807 161:7.435340358783029 162:-9.907399205660933 163:4.98822188892475 164:10.20304558563007 165:1.175591585278924 166:-2.57015609632632 167:-5.960954353877057 168:3.551071920275275 169:-3.089194918039052 170:-10.18858602788982 171:-7.446573839813718 172:-6.065134709105336 173:8.316734856982997 174:-3.850417103362485 175:-5.228909245357305 176:6.93349073030102 177:-3.236499223566776 178:-3.662684059894647 179:-1.966872247154634 180:3.574634645218265 181:5.996815785059194 182:6.592737332742486 183:1.370804320947818 184:2.854827501696132 185:-2.499149728789988 186:-5.430929022744097 187:-1.534325263291253 188:7.996784604052673 189:5.621498630389007 190:-10.80262299547033 191:-2.870542011364285 192:7.154795615850659 193:-6.356712734304603 194:1.081849425545006 195:-8.076682634706934 196:-10.88478364214432 197:-7.685540548693484 198:-3.874096627328249 199:-7.351926291997833
--1 0:4.210380269262614 1:4.937510648858903 2:8.710155866336988 3:10.30817512251823 4:-8.004177452218233 5:0.9289997410485951 6:-5.232748044485684 7:-2.623282206437761 8:-5.30719781081931 9:-5.644551096570231 10:7.638783671148709 11:-6.375390723206587 12:-7.78033744683121 13:-3.886567552297335 14:-6.873107867795557 15:5.258168936953197 16:-3.901811109619814 17:4.655326314216525 18:-1.912016568358845 19:-1.91857472282352 20:-2.678500634920161 21:-8.690017413151407 22:-11.98948234930158 23:-2.855198778316176 24:-0.626748751719354 25:3.426641731712067 26:7.050947777414132 27:-0.5648282488361953 28:-8.984529153005806 29:5.665866635025232 30:-0.3352057944663767 31:0.3508911948295761 32:-9.695644350422892 33:2.815095703756002 34:-6.050013449474452 35:-2.92732176996194 36:6.132941342101949 37:3.949532753025626 38:2.022021644193575 39:-11.42647792632606 40:-4.088852418730815 41:3.854106778570788 42:-7.477621925756591 43:11.01193345623392 44:8.708776870486854 45:-2.280239487237732 46:5.753590534583034 47:-6.912911098545758 48:-4.965499818283642 49:0.4994697234548775 50:-6.534707739711871 51:5.071189776407292 52:6.640279382460326 53:-7.434763568685843 54:8.357227780460471 55:3.829799745666278 56:-3.253202694524304 57:8.619354747514386 58:3.053303312585629 59:-4.857578695074205 60:5.780498982400192 61:0.5097653256977046 62:-3.923506081628433 63:-3.159337190177426 64:-1.393613114139693 65:-3.388637616301807 66:-8.99336771208535 67:-7.690575498123435 68:8.599246625907194 69:7.010595880951415 70:8.188591865016353 71:8.322597047785402 72:1.914819000044609 73:6.759795730200294 74:0.03890088352287946 75:4.960736712095873 76:-4.64375471093593 77:-0.6583133359703544 78:8.014858690038265 79:10.370610356478 80:-1.276226398194921 81:2.153605363198331 82:-8.476035329965843 83:-1.662664340178991 84:0.6792892546314477 85:4.667402934605757 86:1.278525030112236 87:-5.886235444302445 88:-4.921457696768393 89:-0.1316876767706971 90:-5.372605350273496 91:-4.232843278808749 92:-0.2378219890982787 93:-2.418425686019386 94:-2.884693274042782 95:4.633098564091423 96:7.54867976851562 97:-10.91319438069965 98:-4.326566052763637 99:-3.740934938214423 100:3.934716756039729 101:5.084999637535652 102:-1.127479139764008 103:-3.378106728561615 104:-7.933465527158122 105:-1.200638251452034 106:1.762106643828345 107:1.20491904488135 108:-3.13780849698611 109:-0.6452028498879592 110:5.631900427338369 111:8.577018297770152 112:7.806464695646694 113:0.4926255950098204 114:8.440557468663409 115:10.30786862090629 116:-8.72644504607851 117:2.671359110691747 118:9.08146087233947 119:0.604497710445555 120:2.595081632095935 121:-5.86933902739128 122:0.8819850325396306 123:10.10541042732862 124:4.201361324281518 125:1.616053005038253 126:7.944739772942881 127:9.535158782540815 128:5.165238748407444 129:1.670607015182067 130:-0.9143082024732363 131:-2.227895874942521 132:-1.706159935468165 133:0.6827483771252978 134:9.446080596633223 135:-7.098793797504553 136:-4.492707148859914 137:-5.405719079867646 138:-4.120939630432607 139:-1.448558204919561 140:-2.687766771080627 141:4.891976842494751 142:-1.529534249433903 143:-4.109686755006521 144:1.021412004434706 145:-5.367243130055398 146:9.540965234305727 147:-2.342540938401879 148:5.6653845533395 149:5.930514259798379 150:5.333073672592053 151:-8.734993041789105 152:-2.993286411195391 153:4.426217012283161 154:6.942064549686105 155:-0.7085918932740043 156:-5.992548293734618 157:2.472897736224197 158:3.182993135533792 159:9.351409490700002 160:-5.387252541298036 161:-3.369551529906076 162:-7.687764511568846 163:8.517581880617289 164:5.652500682945579 165:5.050683520323273 166:8.883479009284851 167:-0.2635369635813201 168:-7.291194137647005 169:4.404480206987746 170:3.886855978922587 171:0.07342075717644081 172:4.275897002469312 173:-7.038143236979059 174:1.084458868614774 175:3.212644424221935 176:5.109178160303562 177:4.436327621725663 178:-2.532439659711741 179:-1.428340114794019 180:-0.6474809888769143 181:5.087165585964093 182:3.172110868354098 183:-6.219574850063061 184:-4.846839931008738 185:-6.426152686411875 186:-3.728377683202674 187:4.474120213868797 188:-10.10031019553543 189:1.335067157800175 190:-0.179255280993151 191:7.705590515040891 192:8.210872665622743 193:8.576382004596448 194:2.178598441011828 195:6.058304785651138 196:7.816000831914657 197:1.612538330262429 198:1.487311968000453 199:-2.414829828725772
--1 0:3.316026529479775 1:4.265256179755222 2:7.428436818510109 3:8.692225531191189 4:-8.76351483600515 5:1.490870034885005 6:-5.292918962329144 7:-2.613166469833643 8:-6.193450694930162 9:-6.392401680963716 10:8.21942334817783 11:-5.669521852882417 12:-7.039520239804161 13:-4.320783566870968 14:-6.362516540695098 15:4.782061449073082 16:-5.162705738137777 17:3.744015838033487 18:-0.6120616494256197 19:-1.079513838527473 20:-1.212898518979512 21:-7.640382378543748 22:-8.495079516309765 23:-2.600133152837013 24:-0.8277110237674339 25:3.500335528486524 26:8.484779364631558 27:-1.486477343269634 28:-8.885128601138899 29:8.39639870335724 30:-2.526879455122018 31:-0.3241770790117851 32:-9.000436653429929 33:2.152910288729723 34:-3.62868662276007 35:-2.503715325575893 36:6.373178661698875 37:5.010450711635771 38:3.533199833103969 39:-7.180369504908045 40:-4.131882714293946 41:5.268704527108168 42:-4.959625460603955 43:10.78740451655664 44:8.480961914997886 45:-2.486982294587412 46:7.95579883009149 47:-8.712247620581762 48:-2.70556080577414 49:1.533501670770769 50:-8.19436798842403 51:5.012596251634048 52:7.878820981672163 53:-5.95065374579875 54:6.987796874510927 55:3.881228996104126 56:-0.5789640342394227 57:8.210828234296306 58:4.595363296653863 59:-3.549593958379729 60:8.013790691312867 61:-0.02276389832006487 62:-3.675555705984305 63:-1.925111059965251 64:0.09530627928763513 65:-4.768699148970612 66:-9.765068319370517 67:-9.119036722585546 68:10.56161242256032 69:9.094814546858741 70:7.414103252784519 71:9.525120225925001 72:1.89670746029102 73:7.650557428460758 74:0.009341050533969608 75:5.185653726656625 76:-2.117765718121292 77:-2.205402243679649 78:9.540789776215773 79:8.052187352027106 80:-3.129525691297594 81:1.73280897008784 82:-7.739564973675932 83:-0.6946382591525997 84:-1.647979710982279 85:7.987274675290128 86:1.985271817689262 87:-5.1716818978267 88:-4.564761581614206 89:0.06134319420580658 90:-5.594195742129951 91:-4.74919345409918 92:2.935204548654242 93:-2.291918271607051 94:-3.255585787055661 95:4.578527225284708 96:7.187868278251968 97:-9.889745323710434 98:-4.984626400391062 99:-2.703809613763638 100:2.75551150111628 101:5.158785113008221 102:1.221141499060553 103:-1.566388659406128 104:-6.08199454405249 105:-0.9831900068036299 106:-0.307908365968383 107:-3.498111872904242 108:-1.105612998477971 109:-1.372491429490735 110:5.997321606727844 111:8.138386026705748 112:10.04689746945183 113:1.543905310921722 114:8.627427777294178 115:7.794293555594912 116:-9.007249356227259 117:1.458140398145827 118:9.391856893874428 119:-0.08755644643600102 120:1.154598004694271 121:-3.000612925885618 122:2.412148824342675 123:9.714872969996399 124:2.751244580047876 125:0.825082243326098 126:6.085848055852271 127:8.237097192944317 128:5.592904451883618 129:1.413238992050345 130:-0.04224800274890145 131:-2.338049710511772 132:-0.9092701352743204 133:3.022242745565587 134:8.289892204772041 135:-6.787446646298666 136:-4.44184279083076 137:-5.069707538094015 138:-3.637990686375478 139:-1.132278836238132 140:-4.211962350345492 141:4.081669512334269 142:-2.370188897913673 143:-4.023273740165539 144:0.462917928740027 145:-5.845492932534182 146:6.668993471119118 147:-4.883732306402052 148:4.933358562133144 149:6.943768755584379 150:6.704103603655116 151:-10.63376336941324 152:-3.72987429323096 153:2.795762293089803 154:6.568692257630593 155:2.605151607270416 156:-3.946497957149484 157:1.053924546591433 158:4.034138053971845 159:8.4006900903266 160:-6.494155468445852 161:-3.170876496159082 162:-4.745244836325034 163:9.344443266013371 164:4.559130825650342 165:5.686350197115626 166:9.915833859483225 167:0.3115096151814821 168:-7.0374754666872 169:2.189453685156262 170:2.239764024177391 171:-0.9656664689811074 172:5.36248647935411 173:-8.5191493184787 174:2.309281082666312 175:4.664401424798665 176:7.903870378162757 177:1.410618508830615 178:-2.676545217256375 179:-1.276978070709997 180:0.3436554817458011 181:4.751624633984494 182:1.171235204541565 183:-4.093922142281547 184:-6.535980585008926 185:-6.686040457193237 186:-2.516848903292172 187:3.905976407475326 188:-9.17554035178142 189:0.126712371556271 190:0.5770979212283699 191:5.76040721526171 192:7.432738198950594 193:8.317997277668653 194:2.811012818232167 195:4.568838606605985 196:7.330511424634501 197:1.727634193552855 198:-0.876024021629088 199:-2.723127364749169
-1 0:7.381523946726963 1:-4.062394556817853 2:-3.927920477949595 3:-1.821998496091281 4:4.997044675671532 5:7.584910731718461 6:-10.48300446452175 7:-6.184718225183891 8:6.555356387345125 9:3.758647716496374 10:-7.887575111200332 11:2.73955492506033 12:-7.760637490347794 13:-11.08669194063333 14:-4.458140718418285 15:5.653659182468456 16:6.526512402777545 17:1.976579621072903 18:-7.201297095422264 19:-2.61842696570875 20:-2.603339612219674 21:1.89797637505652 22:-6.930863412008606 23:8.451402833394551 24:-0.205045046203383 25:2.186699664867601 26:-0.7651244019588337 27:-1.910817491648392 28:3.205902982383801 29:5.469055611142089 30:7.069623360453492 31:5.643520867801681 32:6.184550951106112 33:5.842438737375216 34:7.670834552261301 35:4.792093863587652 36:7.243099012169899 37:6.845862905051662 38:-8.990836377910508 39:-3.995516988352036 40:0.002300227866210092 41:0.4648061195918399 42:-1.145439111302106 43:-9.964137600579649 44:2.068465897098437 45:5.54660763414555 46:-10.06059531906692 47:-5.465956912595497 48:-7.997955258374227 49:7.195299734008787 50:5.674607315216941 51:-3.256879940614586 52:8.426765838315532 53:-7.503062702692493 54:-2.965005620360311 55:-4.009538121033946 56:7.84344537940878 57:-7.992172550713065 58:-0.8893413448349019 59:-7.828086861515571 60:6.8835480304251 61:-6.237851055150559 62:10.23148582398405 63:0.5947409169237365 64:1.912559146999054 65:-0.4596114004331671 66:-4.697242555223058 67:8.580485947991393 68:9.256676439411809 69:-4.703224940067278 70:-0.7375766777122288 71:2.160710847317949 72:-1.304559400202626 73:5.791941404377674 74:-3.760009266847959 75:3.13483835905051 76:0.6697908784377491 77:-10.17257109538127 78:2.126750831151961 79:6.754764246243382 80:-3.083868808807881 81:-4.208824950941814 82:2.175748952275397 83:8.195304383988184 84:8.674149440333732 85:6.566191216078745 86:-2.215970157626278 87:-7.992136762804631 88:0.326342684345664 89:-7.323735372339494 90:-4.812355729380291 91:-6.558954491311296 92:8.120930317089757 93:-9.651152022577671 94:-5.938020903811969 95:-6.754612590249583 96:10.4538084606241 97:-9.007228641660877 98:-8.23140924505579 99:-0.5685251418319163 100:5.055348368538815 101:-3.570058434203406 102:5.508294174882248 103:-6.986445862914093 104:-5.649257291074639 105:-7.729449852295313 106:1.991225488358258 107:-2.414572349821404 108:-8.822901234838996 109:5.431234050693897 110:8.905982029457808 111:6.446587127579724 112:9.445305710203749 113:-5.332498250682546 114:8.537207323448138 115:-7.707534613731508 116:-3.849971371969864 117:6.093046150371968 118:1.084046776533144 119:4.574844950384207 120:9.129424069067493 121:2.553405633589218 122:-6.934567143720321 123:-3.165384995934201 124:4.567906259068931 125:4.12295750439411 126:-7.300778247390158 127:0.2616077139580266 128:5.159114261882809 129:5.483215122816455 130:-3.540447023211056 131:-2.015229212284861 132:8.42770432948724 133:0.973000905858682 134:-3.278820672255773 135:8.22025223208772 136:-3.574360011081376 137:7.614054266546191 138:-7.367377090038348 139:0.6004076612197419 140:-10.21729867476525 141:-7.326940848946713 142:6.897113045556143 143:3.891978888083472 144:0.4272511190305063 145:-6.043843319796082 146:-1.296678900577452 147:-7.587053852059205 148:-1.962694426684709 149:-2.257449278741023 150:-3.200309596103554 151:4.627619112777546 152:3.650054152363751 153:-2.529416618774623 154:-7.972986264435038 155:-8.14011800739611 156:7.650536334416101 157:-2.893131710900415 158:-3.672783553515168 159:2.30263290965933 160:3.32781352476784 161:7.473867383828445 162:-8.817774473534971 163:0.5339712790228415 164:7.903166159900558 165:1.373681690563662 166:-5.65989225879177 167:-3.790950506082905 168:1.596509808315326 169:-1.932880538127244 170:-10.96600185057799 171:-9.630878155717401 172:-7.763321212870234 173:6.957705305152897 174:-4.275231543232664 175:-4.971844755062015 176:7.760147162067933 177:-4.628798972398633 178:-3.418871545161805 179:-4.960756492583849 180:1.073351555654126 181:8.191155227312818 182:5.767007511172731 183:-0.07023795737619964 184:0.9226387790041957 185:-5.036884345969964 186:-4.186822112075577 187:-2.20672121553633 188:9.334373506478327 189:5.980100518835334 190:-11.00229238186943 191:-4.06935117185882 192:6.293729339232571 193:-5.066756247198297 194:-0.8532566186634569 195:-6.468349421771524 196:-7.732909301059287 197:-8.115980043263539 198:-3.83954505270465 199:-7.561507372864477
-1 0:8.092039715583804 1:-3.061241653191827 2:-4.327748084727689 3:-2.221575091928005 4:3.42982685852214 5:9.632079818466892 6:-9.04041305932869 7:-4.836922035250605 8:5.472875113325769 9:4.047653120539546 10:-7.288068397661526 11:3.262440678737682 12:-7.440128238652077 13:-9.340365502614905 14:-5.129374856392466 15:4.182780483538782 16:7.463107647510155 17:2.267555287429254 18:-7.829446906389559 19:0.100681652638257 20:-0.3784811180285867 21:0.8743371488052851 22:-5.567282979509628 23:8.123943768936801 24:1.067919706270424 25:3.405914824835604 26:1.536826291588471 27:-1.339877868602065 28:5.558420069159503 29:6.870785375711861 30:5.463431799423462 31:3.256816673696784 32:5.747073118941509 33:5.636024828472581 34:8.080642626659957 35:4.97584693403226 36:5.588034996972151 37:7.877494300288533 38:-9.35138777771142 39:-3.378539159837564 40:-2.641447590548495 41:0.2315936562214774 42:-1.355468780199106 43:-8.668043172917429 44:2.307649377854061 45:6.14800262613196 46:-9.275362022829015 47:-4.716174713201835 48:-8.156189897189575 49:6.956435377051367 50:5.810804432466352 51:-3.088684166207174 52:6.343612386323136 53:-8.535399792956085 54:-2.154391023499312 55:-3.887062654163585 56:8.179601997239336 57:-8.785146797782261 58:-1.592334324458152 59:-7.948224525193019 60:7.042558442361527 61:-4.679932766664538 62:9.801955929368392 63:2.513422767547932 64:2.124014663505597 65:-1.836015072118536 66:-4.234921452451108 67:7.45643553089528 68:8.595851300042993 69:-3.561259433388 70:0.2965079449235086 71:2.229523615743569 72:-1.415293008026659 73:2.85465981490553 74:-3.755593825509755 75:1.111758595538853 76:0.1613929338487459 77:-9.882181655008338 78:1.428685975947977 79:6.653628750146398 80:-4.474458816394287 81:-3.335405067655658 82:2.05700153504149 83:6.381934261377822 84:8.118967104173532 85:5.94662807629383 86:-1.777216417083665 87:-6.393945219046351 88:-1.051424061384035 89:-7.415919137897542 90:-4.737449020086445 91:-6.15079534555333 92:7.834705277633916 93:-9.930945368809358 94:-6.263106060894046 95:-6.346046845000623 96:11.10175328483437 97:-7.128604036829381 98:-5.403811683793932 99:-1.644337338323898 100:3.688893649910791 101:-3.863089505158165 102:5.934964223614086 103:-6.898379507402933 104:-4.908449584160499 105:-6.769299110442061 106:2.559909720921674 107:-2.723945133266092 108:-7.736605028398825 109:6.119326109220523 110:8.82204505416709 111:4.958015033656426 112:8.196609829571036 113:-7.1782060917689 114:7.998088611693558 115:-8.517687843434025 116:-3.745359966314417 117:5.025351900311053 118:3.151568967954586 119:2.09797839153713 120:9.150560371691887 121:2.151918195730494 122:-7.075408436875963 123:-3.164872360872927 124:3.168644020017794 125:7.34655858119639 126:-6.236022292462339 127:-1.05052878756887 128:5.746503132189344 129:6.800085283256024 130:-3.537289546205509 131:-2.817236613840366 132:8.326510276302523 133:-0.4332397182972678 134:-2.897212817832967 135:5.915391411008182 136:-2.154231223842147 137:8.17043749966447 138:-9.133016568886175 139:0.9566559172874451 140:-10.04349593716077 141:-4.969609455404227 142:6.183580902959548 143:4.467135997994744 144:2.077526105340311 145:-6.540673689540717 146:-4.407015394985029 147:-6.008770902886927 148:-0.685643053432782 149:-2.728491830648997 150:-2.918853608345068 151:5.965695228398401 152:3.747635666560092 153:-4.210449995073494 154:-7.676323144290619 155:-9.131121113114578 156:7.608063743589216 157:-1.858159751408279 158:-1.557050131653206 159:0.9009733336970487 160:4.41622750457001 161:7.283615101626073 162:-7.966122721101859 163:1.603608124994606 164:9.415159082186941 165:2.093162732295944 166:-3.602345811996983 167:-5.043756776682052 168:3.41051502561371 169:-3.316172022142584 170:-10.59292128552981 171:-7.117130229118136 172:-7.579001769741087 173:7.753337255216824 174:-3.506337382012716 175:-3.980037213552138 176:7.821199524873056 177:-3.947202184796619 178:-2.41658000999908 179:-6.191220857806805 180:3.666834095373737 181:6.224052602498694 182:4.776821822784913 183:0.06309869620191477 184:3.158645589373179 185:-3.275496640383433 186:-4.923717626696404 187:-0.7087814490937779 188:9.671453459377846 189:7.520226270793379 190:-8.935346607269352 191:-3.280841896066768 192:7.159933727542604 193:-5.148615988676792 194:1.138655340691451 195:-8.070632129142684 196:-8.581733931157489 197:-5.753834163691515 198:-3.180935535567679 199:-5.738832866240379
-1 0:6.610217372386253 1:-3.498396191034389 2:-3.153096598905941 3:-3.420152934941255 4:5.301157533100421 5:10.09124911046014 6:-9.609324443783557 7:-3.558337102167781 8:6.35986431166915 9:4.727450350330566 10:-8.88970224623389 11:3.424264716472187 12:-8.789199067488006 13:-9.41554047782766 14:-4.827362840706325 15:3.990136157717986 16:6.621558707555026 17:3.503663489234368 18:-8.306101593680085 19:-2.305324830888469 20:0.1249262105303748 21:3.205712164905177 22:-5.92202528246025 23:8.193250685435924 24:-1.73037188681891 25:4.666706422545655 26:2.349747730082556 27:-0.6835254172343721 28:3.132477349642592 29:5.010766940440465 30:6.125517551953824 31:6.955814423873116 32:7.177448190737079 33:6.23513284219069 34:6.481433790719305 35:3.241935415088201 36:6.368009964747496 37:5.904292077494438 38:-8.587392628109843 39:-2.019442202141529 40:-1.375655825471096 41:-0.02625502617636566 42:-1.376769625327173 43:-7.105769665058617 44:1.236715955864163 45:5.542332366443279 46:-8.655322023039586 47:-6.515922951509895 48:-6.330441273954611 49:8.137734832271166 50:3.318555030000285 51:-3.15514853744793 52:7.170137330828475 53:-9.568081049547896 54:-2.482181140682168 55:-3.252924152411225 56:7.396937517705865 57:-8.146816363202811 58:-2.230818648076916 59:-6.741590784811419 60:5.608942535465022 61:-7.118230907737841 62:10.51464826393847 63:2.573146107142471 64:1.262832426424924 65:-2.323691252902365 66:-5.656686382231177 67:7.734668790298437 68:9.29002542953185 69:-4.574115685974359 70:-0.9207620406407557 71:3.268915845078446 72:-0.4031746351153769 73:5.27748545835148 74:-3.647495596918906 75:1.824270363793511 76:2.426113300530715 77:-9.152634565274646 78:1.107697258147377 79:6.413236940098158 80:-4.732972870028248 81:-4.230837922407642 82:3.476526379782991 83:6.661950176506124 84:7.541096773480219 85:7.698812336679992 86:-3.927929998631266 87:-5.916183286183175 88:0.1818896540347485 89:-9.187341959890443 90:-5.861352636557468 91:-6.572421971794976 92:8.442231968940629 93:-7.464900705167352 94:-5.435480794887952 95:-6.671567187386723 96:9.800567781933724 97:-7.724458310362802 98:-7.148533318679217 99:-1.440657918723005 100:6.713108503031576 101:-4.052883209958614 102:8.267165066682837 103:-5.551109659802407 104:-4.684980771787057 105:-7.369553305730199 106:1.645291028796432 107:-2.683394728717705 108:-6.478601192502715 109:6.855968114100144 110:7.585463658772674 111:5.432713344427288 112:8.417554785687404 113:-5.831307284105195 114:8.895732556908555 115:-8.522511790799109 116:-4.566012828971485 117:6.017660923894108 118:2.465637349527502 119:1.777310356823153 120:9.113116927353278 121:2.67201847971169 122:-6.307373912013031 123:-1.960370169356388 124:3.327050029656649 125:7.843665094366297 126:-7.869384041212038 127:-0.7320089172587063 128:5.860099543023547 129:5.283006289344636 130:-3.029558327780015 131:-2.07811919143206 132:8.780186179568236 133:0.1861599562579566 134:-4.695883209876653 135:6.627453524179578 136:-2.646711799216591 137:6.617163109104908 138:-6.677643307452063 139:1.518897095002746 140:-9.879348557539201 141:-6.751429101209205 142:6.155252578551946 143:3.00037752946308 144:0.1221119523799741 145:-5.201384996602284 146:-1.329104546552129 147:-8.66754095649862 148:-0.8453109229872738 149:-0.3917254925497555 150:-2.252805956037165 151:4.716070605580218 152:2.923386581438361 153:-5.453594919294202 154:-8.831074373615282 155:-8.13724819905916 156:8.029801001974043 157:-1.321500526519226 158:-2.34489491238983 159:2.400981899468034 160:4.705303552628887 161:9.157678298379317 162:-8.873717578481836 163:0.520791189899251 164:9.277124499051885 165:-0.4168371863659566 166:-4.076105321754976 167:-6.852370308326075 168:4.37271048513623 169:-2.911536670541707 170:-9.618531504967768 171:-7.863530014733865 172:-6.488748549577599 173:8.039368787451652 174:-2.072468811157495 175:-6.407985798441753 176:8.749153440263029 177:-4.030464521732259 178:-2.838030196763653 179:-2.045217845992882 180:3.897575935373348 181:7.872042621535732 182:4.773304888471776 183:-0.923162417180303 184:1.555323564729484 185:-5.138650591604177 186:-4.082065688112019 187:-3.751105526375245 188:8.14421792938686 189:8.68323321665987 190:-10.20622141110354 191:-1.481125793973512 192:6.131214238155776 193:-6.272503289562369 194:2.546169679578805 195:-7.847685711060516 196:-9.297280196657146 197:-5.947475200660929 198:-4.804437801407047 199:-7.111400552984697
--1 0:4.289257668860053 1:4.951219270348464 2:7.075847764678847 3:7.721781108602038 4:-5.787443810387552 5:-1.412986365588158 6:-2.853841291095513 7:-2.132643634237323 8:-6.512209193127086 9:-5.045641441420936 10:7.862484049885105 11:-5.503802392215886 12:-6.657883283898618 13:-3.448312544569045 14:-6.985247966731873 15:4.10417834060894 16:-5.961851601712764 17:6.974177159988589 18:0.9380433318380583 19:-1.571393525652977 20:-2.094009279494506 21:-8.588366232059979 22:-10.26884359785805 23:-3.816972432700077 24:-2.396273310128781 25:6.273182051476162 26:8.471339144471667 27:-1.003971435305857 28:-8.307387383832806 29:8.325930463269325 30:-0.3403566465674187 31:-1.905256838020598 32:-9.262220005201904 33:2.350027281669907 34:-4.704175274645796 35:-3.667881192222608 36:6.61001432510689 37:5.444017549349931 38:1.510224735208054 39:-8.599061687022418 40:-2.664818533758411 41:1.839521342651668 42:-6.995616550304232 43:8.717132001450334 44:9.061100387095383 45:-3.111898814770126 46:4.769850885832573 47:-6.560193551904351 48:-4.246879156519952 49:3.101018507203274 50:-6.638586437771561 51:5.969030388051566 52:7.554124261800903 53:-7.254441299660772 54:6.481100526252081 55:5.475985440205343 56:-2.404586445205323 57:7.492067682613676 58:2.494804935912358 59:-3.990244978860873 60:5.532766045811642 61:-0.8968997507516363 62:-3.087556654789807 63:-3.277646999607382 64:-1.882368508299372 65:-4.838486750455364 66:-10.65127245844131 67:-9.654181423850821 68:9.179088275622426 69:8.148158324181262 70:9.685538349110079 71:7.337197231988642 72:-0.2474106443184166 73:8.299371404580604 74:0.2658266991435322 75:5.469443867122976 76:-2.935359207143751 77:-2.35031023386522 78:8.626512375427172 79:9.342964089940788 80:-2.3032143717808 81:3.282680668420059 82:-7.828143028469737 83:-1.999321146479911 84:2.578410340452222 85:7.370319417957939 86:2.08534302671894 87:-6.30788169433307 88:-3.664775571817452 89:0.8046665885119872 90:-5.866699753515197 91:-5.267139813648566 92:0.196198748841048 93:-3.313256932680521 94:-3.812607937876325 95:4.097896162972467 96:9.90749974785529 97:-10.09272175512303 98:-4.765662835234494 99:-1.993165175514408 100:6.334303325222809 101:1.287269769016843 102:-0.2770502293580064 103:-2.105949280710396 104:-6.034791565037107 105:-3.434457353995644 106:0.8022926058689652 107:-2.094572065981853 108:-3.449567183177661 109:-3.294676610175335 110:5.125808581729393 111:5.623905609518841 112:8.483051416101118 113:1.784614197920577 114:7.788496838075284 115:9.816222469444931 116:-11.32741594832362 117:2.880938336150311 118:8.143774599458318 119:0.6786481274021015 120:4.064103366920951 121:-6.134179269837869 122:1.967470833941917 123:10.32474161760405 124:3.50010664173998 125:0.591986212737211 126:7.44154712471201 127:8.403972771511786 128:4.240665114281745 129:1.429204700605543 130:0.3514619677297752 131:0.1805567660686618 132:-2.811486971033123 133:3.349943989995513 134:8.175175881258115 135:-7.525203394197979 136:-4.853600540177915 137:-5.970829142508523 138:-3.442256592929757 139:-0.5280000635536151 140:-2.637958551202699 141:4.775814209042974 142:-1.704159803318801 143:-4.526099095290605 144:0.5832503428511249 145:-7.047612148805844 146:8.321759386776948 147:-1.921504456431024 148:5.082829699917419 149:6.243646207423888 150:7.43006924093614 151:-10.0337467592773 152:-5.978526435687115 153:2.52344675224685 154:4.554002409091622 155:1.239043599795071 156:-4.655462790538484 157:2.21635652964545 158:4.488563424795148 159:7.146185807533554 160:-3.365228643669378 161:-2.241339782795177 162:-6.944527177300903 163:7.179142823144725 164:5.778699264167807 165:6.570556035823852 166:7.012908348338278 167:-0.7223735740654604 168:-6.991727630769581 169:3.656504022410065 170:3.982428025838729 171:0.4740174185393649 172:2.601432113031756 173:-8.510208942965232 174:2.688059754605624 175:3.855547238841847 176:6.372022424398327 177:3.191287424421327 178:-5.354995680724476 179:-1.015033608218318 180:0.3002969740407184 181:6.923049515341344 182:3.763490028574787 183:-4.910525477515284 184:-4.830200493761834 185:-6.576342924873204 186:-0.8491872357906436 187:3.663080059308274 188:-8.163056760557398 189:1.904332800568825 190:1.026770006365196 191:9.031098827576931 192:8.671491231925597 193:7.989561814305447 194:2.418033511253546 195:5.582977708261391 196:8.872546250140925 197:2.272687248696762 198:3.11437652746257 199:-1.568512761686402
--1 0:5.23215094414265 1:4.499711101901415 2:5.94000120620844 3:9.141023850583156 4:-7.694814200644329 5:-2.397067200409919 6:-3.2772404563413 7:-2.931442551171048 8:-6.645855972862304 9:-6.805415959970342 10:8.338902172082605 11:-6.371342825348188 12:-9.410790063554899 13:-3.946415348429048 14:-7.703662741300265 15:4.318026850456609 16:-4.947870382603217 17:3.800532221668138 18:2.16060189545407 19:-1.56713843876043 20:-1.087784572627642 21:-7.976671305776894 22:-8.723156897584509 23:-3.472222149111243 24:-3.163492648440102 25:5.60602315839836 26:8.403997880003052 27:-0.8984040846880086 28:-8.983794483863907 29:7.049176386565676 30:-1.287752913295008 31:-1.726308222623403 32:-7.222843919448158 33:1.758595212647915 34:-3.930309185895361 35:-2.625691543915889 36:8.40120202753176 37:5.15929474979919 38:3.289294575966594 39:-7.62929479409294 40:-4.965091789230119 41:3.82842918922029 42:-6.444371338673692 43:9.354422992211898 44:9.061734003007453 45:-2.46085126717812 46:7.553095513673654 47:-7.515434610474626 48:-3.468590580911155 49:2.652660923363518 50:-8.559926073157081 51:4.988404009735 52:5.059732034290432 53:-4.465386487242101 54:7.347451520686213 55:4.117385663302493 56:-1.102673756518996 57:6.80634031300891 58:3.289246843713044 59:-5.002262678225384 60:6.619379354398976 61:-1.58123271254517 62:-2.909092847670772 63:-1.768402482664208 64:-1.607632406360713 65:-3.43775679732417 66:-7.666092234548847 67:-8.303399436586659 68:9.70865001071369 69:9.161165009638074 70:7.301843975138385 71:9.677552711210483 72:1.417962978129017 73:4.677126001344615 74:0.8910033639525503 75:4.600742494941226 76:-3.395134149073557 77:-1.733515181006672 78:7.428051666446569 79:8.423483212678642 80:-2.418021947233861 81:2.02569462035747 82:-7.823285485536936 83:-3.119188414670216 84:1.662267986105398 85:9.391653220068568 86:1.121556426566504 87:-3.457654530583395 88:-5.482350603083239 89:0.4793177274292816 90:-5.115914058220851 91:-4.074253353909639 92:2.788876271867816 93:-2.362766854443186 94:-4.145390209883138 95:4.044362881593318 96:7.487807595053618 97:-8.673517762011741 98:-5.916789426947297 99:-3.693216482344905 100:3.489614871655604 101:5.748757993315101 102:0.7128958041378726 103:-2.179458138586963 104:-4.445565912402208 105:-1.056361831448315 106:1.51170304710436 107:-0.8926391320244667 108:-1.877763705297377 109:-1.408804593588076 110:6.299064022466519 111:8.799764078193061 112:7.820106238930914 113:2.851576296353354 114:9.064772702467353 115:8.811935567533711 116:-9.295449660062541 117:2.931174336294807 118:7.736577442572997 119:0.8545447832655615 120:1.9830336646479 121:-4.788610226677101 122:1.414276180491773 123:9.76045622326771 124:3.832042179557794 125:-1.419918098601446 126:5.693974618203105 127:8.999565437125097 128:7.102331111963559 129:0.7456305005591939 130:0.1925818459562502 131:-1.678773151205478 132:-0.9588579454372625 133:3.311319480515332 134:8.060276998506737 135:-7.677726487479336 136:-2.339371800292059 137:-3.99272883915813 138:-5.357966192817055 139:1.801179705348126 140:-0.9166390629748349 141:4.010099644590429 142:-1.554660828916676 143:-4.026711836672034 144:-1.267599289420624 145:-5.673166848680181 146:7.452467936388507 147:-2.720112806049649 148:4.681857851840029 149:5.14715072181912 150:6.085793939309979 151:-9.69066256055507 152:-3.158263792669873 153:1.397466616097995 154:5.38798569733668 155:2.228355795378089 156:-5.057546802863975 157:2.537812553160789 158:5.403572013643986 159:6.666626627384733 160:-3.724015565437458 161:-1.385621572849145 162:-6.782835933411422 163:9.050919365159936 164:5.990323177918431 165:7.1415028844844 166:6.376823926002801 167:1.176919076969428 168:-6.27399989626281 169:2.520379579542114 170:2.499252460119052 171:-0.4435165230227052 172:7.055115816509307 173:-8.977249618055547 174:2.026278397075493 175:3.354108025408911 176:6.487669796999731 177:2.309406283382939 178:-3.126160228739383 179:-1.292637290763617 180:0.9429942201815678 181:7.250119630392559 182:1.97687789745732 183:-6.426924755909213 184:-6.624429729681196 185:-6.936191320459897 186:-3.923870670743844 187:3.010286932984807 188:-10.64463094358411 189:2.716705783711761 190:0.4353336930396283 191:8.34807123841116 192:11.01735031875538 193:7.601712317048242 194:2.099368302897072 195:4.47421705894476 196:8.461071431738931 197:1.139721480759518 198:2.033840946615648 199:-3.618597631152562
-1 0:8.069676581700746 1:-3.331514438413906 2:-4.318989298551768 3:-2.633079241078025 4:4.129205229975751 5:8.751867040840953 6:-9.479010154258686 7:-5.766745947660276 8:8.907823787492532 9:4.475456537331715 10:-6.235936240398932 11:3.244045031449877 12:-8.063655097932273 13:-8.069862886398351 14:-5.11134649230554 15:3.707775675130097 16:5.967438957732707 17:3.158282333181113 18:-6.196063328047334 19:-1.411270313174682 20:-2.289047815633797 21:2.268370617747446 22:-5.279759467565226 23:8.791375755889852 24:0.1541118416236812 25:4.04504328339692 26:1.623215616229337 27:-2.092493668463536 28:4.735294703184864 29:7.224593670659774 30:5.549752048747539 31:4.273741901574577 32:5.969515617957613 33:7.110279874811724 34:7.903663042331443 35:4.63280885642391 36:4.667449458085523 37:5.589571007765207 38:-8.703938576660045 39:-4.4890317008165 40:-0.6323448321345919 41:-0.6062336559825275 42:-2.058556977284192 43:-7.439841262690352 44:2.63812337863084 45:6.945435925230226 46:-11.08648184712483 47:-4.402626651038192 48:-7.617021703975873 49:5.932779464126805 50:2.272224199793696 51:-3.925781963569571 52:7.167943675154927 53:-8.459741257449759 54:-3.449073769550931 55:-4.695639678709238 56:9.308820048200028 57:-8.792696740235147 58:-1.427286206166825 59:-8.320454322550884 60:8.836361117364765 61:-5.30273109813401 62:10.16840740982427 63:1.738675111822262 64:-0.05440151005861771 65:-3.079263075372874 66:-3.845718255619226 67:8.734296957069299 68:9.258400705296005 69:-3.036666629663811 70:0.7817973855336966 71:3.159978989832544 72:-3.108366645479302 73:6.730516528834127 74:-2.276200055507707 75:2.693786114028483 76:1.874141777865077 77:-8.880360188324875 78:1.993314408374354 79:6.994380964110351 80:-5.154260645116691 81:-3.221318180525353 82:2.531694691701535 83:7.304312967283263 84:7.351660717879433 85:5.692616716456441 86:-2.63136907960858 87:-8.507231737779335 88:-1.635091523825211 89:-5.914655584228987 90:-3.943337582081002 91:-6.482528413476149 92:7.906900772769468 93:-7.054412655347766 94:-5.65290306817366 95:-6.793031935474025 96:10.19569397127062 97:-6.553314543751114 98:-7.550775270471718 99:-1.219927056361246 100:4.65624295254964 101:-5.194536654689773 102:6.552681883272007 103:-7.820013418526885 104:-5.669533604952631 105:-7.095704503978772 106:2.128016043985323 107:-2.300462157471845 108:-10.35196855285015 109:6.669750144554699 110:9.125114993547369 111:7.591633348580187 112:10.57463745980353 113:-6.678725535459227 114:10.23040250831096 115:-8.745164809758656 116:-4.518707736227011 117:4.320797999251597 118:3.536246799287218 119:3.748058083949082 120:8.341980912283047 121:5.259047730917182 122:-7.981355836958921 123:-3.810161788023191 124:5.570260900531585 125:4.096298502846546 126:-7.333713808412351 127:-2.940808564609112 128:5.586324132344166 129:5.326147592443286 130:-2.723025240923747 131:-1.567177703274929 132:7.621955618648197 133:2.191215179231182 134:-3.327269921392769 135:6.421202256948409 136:-1.589588770285724 137:6.2508853006708 138:-10.00116569955147 139:0.6815928097612571 140:-9.145723747789472 141:-7.499589209636436 142:5.902848122603744 143:4.014575720127035 144:0.4404566345890972 145:-6.667100279463951 146:-0.5344807844963804 147:-9.3261204147264 148:-2.639196672078346 149:-2.022982024071715 150:-4.771896779658689 151:5.339270165488586 152:3.347056136975752 153:-4.195470253200998 154:-8.674949867300038 155:-4.648085604202755 156:7.288460092985327 157:-2.39012232151192 158:-1.897958401543868 159:1.953052319871323 160:4.85041640885176 161:6.864060589536461 162:-7.589722536714099 163:3.713719792797429 164:10.41942814319712 165:2.24142785227122 166:-4.165666259424899 167:-4.2625119696959 168:2.44788851356676 169:-2.700382674057539 170:-10.41700042906874 171:-7.459524842159076 172:-6.476245181107716 173:7.175859289103037 174:-2.989434003979064 175:-4.394175766266216 176:7.139330935268585 177:-3.108588973571938 178:-2.801544852699037 179:-4.640155176155786 180:4.24130254150322 181:6.08762406916645 182:6.585420152448012 183:0.4077119264597183 184:2.557003790993272 185:-2.183381653047999 186:-4.755762011282029 187:-0.926209936435042 188:10.15287893944919 189:5.440625526251891 190:-8.813056605874777 191:-3.330854840219116 192:7.332409769419811 193:-6.827366523050385 194:0.4496388382354511 195:-8.011079310874427 196:-8.985303336717388 197:-8.809489205635025 198:-4.884913349092767 199:-6.340596875413205
-1 0:7.615582827654063 1:-3.144805313393504 2:-4.230372213081393 3:-2.546603357280167 4:5.016553116264615 5:10.79171256883402 6:-10.59153785518009 7:-5.473380027234342 8:7.034532233290159 9:5.40853803048364 10:-8.771285174697873 11:2.18673010248214 12:-10.11809986149769 13:-7.832750633536106 14:-4.988219216057206 15:3.843371279752067 16:7.035150613329625 17:2.356345995110269 18:-6.802158487725121 19:-0.09946160880949328 20:-1.914723510741793 21:3.754198077231549 22:-4.581417313635304 23:7.841710516324654 24:-0.8348693563635039 25:5.165008936749225 26:0.3309276101481907 27:-4.410606006800956 28:3.486564498784323 29:6.768385794219547 30:6.004658540330909 31:3.796543719374704 32:6.221508818539166 33:7.669703531479543 34:9.022068224119396 35:3.779635804443125 36:3.981383277861372 37:4.740753377165353 38:-7.426528078822697 39:-3.619184320612899 40:-2.243948474625051 41:1.999932290432826 42:-1.993319141813132 43:-8.673001446161379 44:3.929904827589167 45:6.671094563769926 46:-11.0054959638449 47:-5.557096295928001 48:-6.427112414611182 49:6.21125124187824 50:2.629824304776049 51:-1.741828159202891 52:6.976692731097473 53:-7.911146491028084 54:-4.351831060409928 55:-4.4303488457442 56:7.709041303933537 57:-9.93554058062457 58:0.3248726757992286 59:-5.570534514759922 60:6.424224506337614 61:-5.396189941620086 62:10.67109039584 63:0.1273655674143414 64:0.6730709218102746 65:-2.462210537676089 66:-4.447588160634414 67:7.338653913243149 68:9.761451080819839 69:-4.252473654263113 70:-0.09247184386330842 71:1.51107085690873 72:-1.373897080750674 73:5.459519989286815 74:-2.635663089732182 75:1.380060049656876 76:2.671798338787108 77:-9.748560070554996 78:0.9319912281311828 79:6.633179675122351 80:-5.924615578811325 81:-1.629323522544488 82:2.1367364772176 83:6.543670744949395 84:6.39839730006832 85:6.024236341508974 86:-2.186439345494996 87:-9.165897726351814 88:-0.6875540726592446 89:-6.117026860659288 90:-3.678815165839207 91:-6.786446400949502 92:7.642373434383478 93:-7.995598119074571 94:-5.413849170655696 95:-7.481948262955109 96:8.666992397842316 97:-8.171356505836938 98:-6.032768244505275 99:-1.395739714515315 100:6.097836312455447 101:-5.304654116823209 102:5.865969418422712 103:-8.189468218775499 104:-3.771703583183152 105:-8.405760672163055 106:2.133462885683257 107:-3.334561596643209 108:-9.27675340637143 109:3.255701732636194 110:9.91287225224192 111:4.502104687192808 112:8.261618245756324 113:-6.20305906071258 114:9.492084313214168 115:-6.937770764825775 116:-3.427643208972581 117:4.54229072590895 118:3.370868061990898 119:3.750199544486966 120:9.376250093654265 121:4.536127536592229 122:-6.269767829885713 123:-3.613533007724022 124:3.419167591439926 125:7.169157509692287 126:-8.157551494280874 127:-1.289063177645133 128:5.617735554576069 129:6.886916138211577 130:-1.824389171151555 131:-2.97310076523741 132:9.268500540583515 133:-1.096642282811748 134:-3.68159408810371 135:7.107529280308029 136:-4.315029477622507 137:6.840814039996528 138:-9.795499228237983 139:1.464985196901309 140:-9.700954314662461 141:-6.626948034593274 142:7.263542264007282 143:4.591116659554896 144:1.203250222230732 145:-5.856182605556603 146:-3.44174538227508 147:-6.883646235372484 148:-2.354495488929 149:-2.127208826824728 150:-4.181229445601804 151:4.15433797175762 152:5.338966474629497 153:-3.618410195674855 154:-8.753503159441696 155:-7.614621106982135 156:6.348587396583726 157:-1.468087799616191 158:-2.532645372816894 159:1.26748443305245 160:4.975591140291942 161:8.666842164680618 162:-7.441894731553786 163:1.068775131452042 164:9.131577109867697 165:2.048294514662171 166:-4.094522136655771 167:-5.859362820213676 168:2.333416240977471 169:-1.582456300281512 170:-8.751135108768086 171:-8.29715923809648 172:-7.108245975715132 173:7.627203188498245 174:-3.645732020568986 175:-5.287692465461745 176:7.593388994299664 177:-3.120653184865481 178:-2.89432343195783 179:-3.875973658998058 180:3.027767352998275 181:5.228604188684316 182:4.665512227145475 183:-0.3508284973100574 184:0.978344701758852 185:-5.562047025640996 186:-3.664400684954659 187:-0.9327379375584472 188:9.758903109448218 189:6.194661882275622 190:-10.84093005936137 191:-1.426567375343812 192:8.724717433085079 193:-6.102295828372226 194:-0.2221011897789223 195:-8.299937428957323 196:-9.305085772233861 197:-8.311715267123837 198:-5.776107949005946 199:-7.661946385901434
--1 0:4.94190127447421 1:4.868829371019593 2:6.442039428131848 3:10.18723974274734 4:-9.633421053129553 5:1.659502031101351 6:-2.213557652697599 7:-3.34818402794817 8:-7.306322516540688 9:-5.083635688353414 10:8.075609197509474 11:-3.193926028515698 12:-8.945743725883519 13:-6.077261807146852 14:-7.890533027217512 15:5.231913381084231 16:-2.635739612942884 17:3.938672786026086 18:-1.322922970235117 19:-1.75389051805574 20:-2.497840204555211 21:-9.696532266823105 22:-8.033569339180479 23:-3.496473214939493 24:-1.281189146366909 25:3.994920608565011 26:8.332173115932534 27:-0.6890736032023855 28:-12.11519136996009 29:9.580246681648473 30:-0.2121953485378701 31:-2.37836364472319 32:-7.657868482654112 33:2.824948433637311 34:-4.054835013826684 35:-1.206535658233074 36:6.864281797559016 37:4.300198177717752 38:3.229468668730588 39:-9.186622788316209 40:-3.729749552451604 41:3.711467899079332 42:-6.043362483202598 43:10.31300747743831 44:7.140984846557182 45:-1.222789509777065 46:7.545075120303723 47:-9.306674757498531 48:-2.471903103902248 49:2.167134123074817 50:-5.889985821308064 51:6.048926460804686 52:6.492341587223852 53:-7.160234291386595 54:7.644444257269427 55:4.942966813489574 56:-1.149079371263891 57:8.073933528026959 58:3.307772888924932 59:-3.292911260595067 60:7.27782843401969 61:-0.8366447959612875 62:-2.794307512112417 63:-1.287660826606254 64:-2.060532896925066 65:-4.378534465999095 66:-10.1413487668005 67:-8.021582493003116 68:10.07639255610211 69:7.762326413880974 70:8.912657472426973 71:8.075481917156427 72:-1.517773269674422 73:5.935299452982719 74:-0.8103113260637795 75:5.343358405673671 76:-2.307328651707533 77:-2.89435324946397 78:9.132021311183438 79:6.641424153598877 80:-2.722351830524546 81:2.019019663681375 82:-8.27822100717634 83:-3.031421829123465 84:1.249839880799403 85:8.694229137981957 86:1.368509577098331 87:-4.653130926939967 88:-4.730923962975075 89:1.748614054045645 90:-4.293943126879012 91:-5.300045549456243 92:1.016003091843641 93:-2.230335046867586 94:-4.548532341981891 95:4.869118699182772 96:5.857686793529731 97:-9.056647222616277 98:-3.156354325833448 99:-2.743797200278675 100:3.168548565108757 101:5.860982198370089 102:0.4760728432807355 103:-2.91872036007625 104:-5.696333231715055 105:-2.811082370362352 106:0.5244074627209554 107:-1.854047593287396 108:-2.316707726400288 109:-1.230990989675791 110:4.37680802929559 111:8.017466771510156 112:9.175328580979883 113:1.315929084402208 114:6.984336457407807 115:9.770068265666637 116:-9.226262149139645 117:2.459769368099307 118:7.195992343685528 119:-1.741053136382262 120:2.966597858129662 121:-4.323718768910179 122:3.031675247875129 123:9.67253246203029 124:3.246321031064776 125:-1.642936169955548 126:7.463324568532218 127:8.308698307872245 128:5.748261924632121 129:-0.1934383563369254 130:3.028977309043204 131:-1.180790647160952 132:-1.367579683258328 133:3.145323104867236 134:10.06465757501419 135:-7.955136651573354 136:-2.651392311416989 137:-3.58023725943989 138:-3.635658739250137 139:-1.316751573180228 140:-4.757039865240433 141:4.934171189199017 142:-3.425277683645267 143:-5.187791966756499 144:2.887310032141118 145:-7.005179290523099 146:6.553200321966123 147:-2.184075976405778 148:5.915346864629692 149:5.467766567620903 150:6.237027441197749 151:-11.28488088837927 152:-4.403315919377218 153:4.376648949876215 154:5.369222536759652 155:0.940470768698547 156:-4.567486902585367 157:3.248899584855464 158:4.472625960442192 159:7.168451583161714 160:-3.762768202843041 161:-2.980089920222733 162:-7.30242913085719 163:8.585226472310728 164:4.632146159057939 165:6.363776807014014 166:7.41970997053442 167:0.1053178589556882 168:-6.831945699548951 169:3.200513693819304 170:2.831052073722429 171:-0.6391877986660307 172:4.856453949701639 173:-8.350010785492337 174:1.998358484708129 175:2.36505309114601 176:6.558338356889268 177:1.820521363037335 178:-4.197210668253815 179:-1.302876613279743 180:0.3766389073485751 181:6.951490505098548 182:2.257406213913437 183:-5.900801790139223 184:-5.56716595055359 185:-6.215888712907153 186:-2.761347351245505 187:4.76852609759541 188:-9.430144452752915 189:3.154956815445253 190:-0.3788274222424861 191:8.905097133217234 192:7.925443455603511 193:5.879138959749191 194:2.23059774919508 195:5.518017421552494 196:10.95866189588822 197:2.659116098530561 198:1.576142477018976 199:-2.189686405866126
--1 0:3.133274660476887 1:4.210098527239447 2:5.885966999722724 3:10.2657064940386 4:-8.305325721289334 5:-0.149805841210241 6:-3.349967067781601 7:-0.6053397730817851 8:-6.881463680026203 9:-5.86452820471074 10:5.219116834518864 11:-5.598847436040255 12:-7.509254163145456 13:-4.707715356973054 14:-6.945677891762058 15:4.885322659790709 16:-3.875818940028545 17:3.435843044501322 18:0.946208836176168 19:-2.479877059105678 20:-2.775381033443936 21:-7.906732168792989 22:-9.295031717746355 23:-5.219502121449884 24:-1.684020910279764 25:2.894064361091329 26:9.041850257582078 27:-2.963723649342035 28:-7.895871239526954 29:8.226409746244549 30:-0.3129052156362571 31:-0.5564215153537408 32:-9.908667689615287 33:2.886393208628952 34:-5.852115299439228 35:-2.469199090292524 36:7.384062632735661 37:4.051370544972851 38:3.474588314283675 39:-10.49883560615251 40:-2.086194643406261 41:0.8090576992700393 42:-5.860228818818337 43:7.97726818911101 44:9.604683667534466 45:-2.999242157463999 46:8.150117584428644 47:-8.66426386714009 48:-3.346343587071618 49:2.547531286160755 50:-8.116659462490086 51:2.731499709578909 52:8.236272157238517 53:-8.36024901634155 54:6.617381160478905 55:4.928611824663652 56:-1.958109667491153 57:8.141516562864572 58:1.741799611556172 59:-1.767284827863189 60:5.32335198523252 61:-0.8769709185992528 62:-4.193523802704117 63:-3.258880359658419 64:-2.191753065658565 65:-4.557203054763523 66:-10.37970500669788 67:-9.883232699728756 68:9.452590042688698 69:9.575786653844101 70:7.824589955164626 71:8.854588561577179 72:-1.94105162531756 73:5.895779495203686 74:-0.7539641807193167 75:6.18760986458708 76:-2.337990198791092 77:-1.6611043154184 78:6.658267664256287 79:8.240909009149957 80:-1.703692183368372 81:1.379642036095418 82:-9.283529083954884 83:-2.784324167526652 84:-0.3952863545587602 85:6.190634187499141 86:3.295181435820282 87:-4.897845581161596 88:-4.967507982430428 89:-0.7264863126935235 90:-5.513386637425477 91:-6.219604630874816 92:0.1143309948809483 93:-3.723608863436185 94:-3.655549311472041 95:3.333674399536128 96:7.310450862637893 97:-8.967396306736418 98:-6.209635863619402 99:-3.152632385695628 100:5.999045688905095 101:2.851788041704162 102:1.564228210383557 103:-1.215341081348884 104:-6.460032437851559 105:-2.912199716152639 106:2.480386137878941 107:-0.8738063196532977 108:-0.5371412466706242 109:-3.223101804072012 110:6.970747511647053 111:8.977780042384692 112:8.965725261905028 113:1.652788100780409 114:9.09154496007336 115:11.06359636679406 116:-9.22276566584417 117:2.139418256032954 118:7.287758522734291 119:-0.9140635095782945 120:2.17762507279015 121:-4.671270280804472 122:2.782700119968066 123:8.596798139994826 124:4.435642988021994 125:1.465408297315322 126:8.11381079315464 127:8.019823724326933 128:5.720828951938302 129:1.426847790485615 130:0.9027661601887118 131:-0.390065382199912 132:-2.307902646917477 133:4.109365185645101 134:8.263160328273667 135:-7.241362581157369 136:-5.091732424009561 137:-3.488203532625689 138:-3.195202889024055 139:-1.221390284288787 140:-2.473461439977902 141:3.595787175906918 142:-3.456477936842673 143:-4.455316798199241 144:-0.4160755111669465 145:-7.905641276740944 146:10.12612406567192 147:-1.387342020364849 148:5.012509828236724 149:4.84996370693344 150:5.231580489797107 151:-11.16806863752199 152:-4.168958541404373 153:2.982219655737968 154:6.352211158613278 155:1.663022508376659 156:-6.416996684393557 157:1.664569678029976 158:4.015718409586232 159:6.87341762194348 160:-4.906352451252991 161:-3.157861360548639 162:-6.075899519495458 163:7.647711854349124 164:5.372785357351836 165:4.588765242450126 166:7.322824092859831 167:1.342517694138872 168:-9.503544694902951 169:4.243894886036252 170:2.101284589214329 171:-1.750628193579276 172:4.265828606377508 173:-6.124696590739359 174:1.568632893226903 175:3.143466122708392 176:5.862286854126221 177:2.401521307535951 178:-4.166590258170227 179:0.3043595613199335 180:-0.6233681119496716 181:5.202666393711372 182:2.988962219976554 183:-5.202937167833532 184:-7.046048185892251 185:-7.805547988272114 186:-3.630409571157461 187:2.966922031627393 188:-8.696254205882481 189:2.041097744777157 190:-0.9948072727547081 191:8.930238435943165 192:10.91210193135636 193:5.239702897121298 194:2.57293135959825 195:6.150816258680481 196:9.024374869179319 197:2.687637878203577 198:1.588648692242722 199:-1.315534916375411
--1 0:3.513139438109228 1:4.474315561993494 2:6.590198425005496 3:10.27057063049016 4:-9.051406429423208 5:-1.999009151974832 6:-3.740948770754029 7:-2.329390560195446 8:-6.993862430687427 9:-6.520966766700393 10:8.02003452348815 11:-4.649611791491302 12:-7.208104585850226 13:-4.693203355016011 14:-7.312928862744366 15:3.188441122647635 16:-4.432643176412086 17:6.043114307064441 18:0.4873729297064399 19:-1.660063732845426 20:-2.065542609518956 21:-7.431994809076433 22:-9.378197065204397 23:-2.597144182954149 24:-1.045644578070883 25:5.952035348902227 26:7.57155047403735 27:-0.4522132933984614 28:-8.216409157730956 29:7.75260018256865 30:-0.8718938790606356 31:-2.65503504377316 32:-8.41495350652251 33:2.667383283079971 34:-5.606227354251473 35:-0.1072942221484894 36:5.942258004273191 37:4.744138141555532 38:4.361250837315112 39:-9.089155430657838 40:-3.602903132125735 41:2.89303015218658 42:-7.010885419386197 43:9.83823289811378 44:8.744090698685545 45:-1.131113264503735 46:7.587451436818803 47:-6.942569215024189 48:-2.901043831687396 49:1.447266309126993 50:-8.352847241638178 51:6.953560497817937 52:5.922621294662441 53:-8.170088470097069 54:7.013509637892215 55:5.221285116867544 56:-1.66229697763212 57:7.851566198525246 58:4.081454284606753 59:-3.291788169286288 60:6.119652200170324 61:-0.5017948540928898 62:-4.915951921122574 63:-3.464276329184525 64:-3.863628775290256 65:-5.401589265057469 66:-7.492367098553731 67:-8.880439569261455 68:8.113178257117344 69:8.243283484291311 70:9.533781944556427 71:7.378454839569796 72:-0.3456415274491999 73:7.334980688401688 74:-0.1302526913443218 75:6.848194812716152 76:-2.029586861615624 77:-2.443497707266768 78:7.434512517128559 79:10.48187593544496 80:-0.7933558381278797 81:1.111448835814412 82:-8.616092522249065 83:-0.7009992443904565 84:-1.528926911330347 85:6.165712630003629 86:2.680206748576945 87:-6.518695685137675 88:-5.24386715192647 89:0.9942404779194289 90:-5.284199148287576 91:-5.312753342284263 92:1.454614876517862 93:-1.830462775065231 94:-3.679588209444105 95:4.369679698769228 96:7.397073005006429 97:-9.545280427729473 98:-4.627957479914786 99:-2.683634841538537 100:2.598668456509434 101:4.188873911481796 102:0.2103723747653655 103:-4.051371071682922 104:-5.621158803074604 105:-3.443811628470623 106:-0.3630974340697626 107:0.03174829916687383 108:-1.824144359591333 109:-0.7334549328859741 110:4.717463838747153 111:7.384509384633479 112:8.171551074597133 113:1.20560812567629 114:8.550949094768514 115:8.602742620422129 116:-8.996759241633482 117:1.791182125242247 118:10.07131192717008 119:1.077826443590655 120:3.732495043308397 121:-6.157708973927082 122:2.260728609594075 123:10.84919584884804 124:3.551868696080984 125:-0.4791722859813655 126:7.753777619451736 127:10.39667901787804 128:7.783631758072509 129:1.036142501407142 130:-0.04379138145226941 131:-2.914276905462992 132:-2.474240952206939 133:3.70179128492859 134:10.00958889274849 135:-7.022814151710364 136:-2.731664592084015 137:-3.624373266711702 138:-3.025668883301856 139:-3.013653177757908 140:-3.957233211494759 141:6.720273191970703 142:-2.123338330234667 143:-3.725084801053654 144:1.910000944348035 145:-6.691833037918762 146:7.469915199032164 147:-4.243489291595454 148:6.307237889467564 149:5.370925315921747 150:7.355303497061156 151:-8.363224568204267 152:-3.440097851905118 153:3.764336749030334 154:6.555030085209535 155:0.534209990580147 156:-5.140172102235767 157:3.271724695870753 158:3.780939520181126 159:9.212670056973781 160:-3.836190196725809 161:-2.699193536406594 162:-6.447087505196312 163:7.792545266394579 164:4.120655040754815 165:5.840474266692218 166:6.822031859350155 167:2.633914948196146 168:-8.387912098096528 169:3.99618282921306 170:3.556344342807608 171:-0.2025023648624887 172:3.859485545612795 173:-8.540871796674949 174:1.008847905513202 175:5.183364798814399 176:8.073403478323868 177:0.5476572896137688 178:-2.794420199143368 179:-0.380430444996675 180:-1.275423184445717 181:5.495188782402594 182:2.333513088124838 183:-5.01737741535561 184:-7.026423020613538 185:-7.391944179945455 186:-3.550574277930036 187:4.599655086637254 188:-10.53499601034821 189:1.97496712944956 190:3.05269113878624 191:6.883467785707071 192:10.25688460813243 193:6.147807014748356 194:3.142515399630857 195:5.863291692968342 196:7.892017723882097 197:3.129695005356197 198:1.286997503538253 199:-2.2630941512384
-1 0:6.482319156490587 1:-6.00015579593739 2:-3.494367408106833 3:-2.587702605361064 4:5.233217515459014 5:9.93845453991581 6:-9.469105824456156 7:-4.786773405307653 8:4.5035258382082 9:5.850578820205825 10:-6.924298906418699 11:3.966298586767065 12:-8.609269674394413 13:-11.68363231175224 14:-6.152555500966935 15:3.108362343598102 16:7.237246788019985 17:2.616849764620374 18:-6.368973350257518 19:-1.573432592484267 20:-2.211927364379283 21:1.846092838460783 22:-7.090086625003455 23:8.456286813792479 24:-1.474916933895727 25:3.100760404935805 26:0.5873172891975371 27:-1.017494221229243 28:3.738262481527192 29:7.140306201639398 30:6.280236401687588 31:3.815352772827681 32:6.728458404053183 33:5.64861711215122 34:7.212937202359299 35:1.122055818786991 36:5.420295575479132 37:4.612930490497467 38:-7.360790435503214 39:-5.710737495441264 40:-0.04862158390870275 41:-0.982786285756557 42:0.3808775115507403 43:-9.829967744930805 44:2.04166354594393 45:6.370413472004807 46:-9.311147845616119 47:-3.75540870999752 48:-9.040374012208964 49:5.614046465222868 50:4.771480690795257 51:-2.480795573591848 52:7.772524110930244 53:-9.147124544571483 54:-1.953454220012538 55:-4.3133021648939 56:9.403327071152495 57:-8.498663773382694 58:-2.509011267242513 59:-5.358571486951602 60:6.373721976109159 61:-4.788396620816194 62:9.776752265572302 63:-0.1415164680828659 64:0.0144180049461361 65:-1.339298108865 66:-4.863592413030647 67:8.04195869190703 68:8.461135811312388 69:-4.556342815885943 70:0.6834155151650486 71:3.180438503081672 72:-1.237088541134732 73:5.20150552305252 74:-4.099608380017274 75:2.751441529642097 76:4.351104431964909 77:-8.805388718719648 78:-0.1840874028530637 79:5.048401848079 80:-5.418286463435326 81:-3.632093947545509 82:3.339268598077367 83:5.917195793671715 84:6.808639476576592 85:7.54214116468699 86:-2.946937928400638 87:-10.38050946799557 88:-2.834362194658131 89:-5.256114120648745 90:-3.529456363278169 91:-7.050418811338472 92:8.891772856130089 93:-7.984886294647396 94:-5.176618531199862 95:-8.351096754531012 96:11.37002709583198 97:-7.497530266939036 98:-7.306534067840172 99:-1.045113899159375 100:4.41148798710221 101:-5.084790470046153 102:7.48809707876764 103:-6.550790958533012 104:-5.809703896172404 105:-7.765590166736537 106:2.649225400963821 107:-3.17222168117295 108:-9.068621055525288 109:5.224575707620056 110:10.61528907901369 111:8.167070535787266 112:8.753916773502819 113:-4.516351153329307 114:9.778741397006339 115:-7.633653401539084 116:-3.14740452170239 117:3.293589569836878 118:2.833870036045302 119:2.693558673492233 120:9.16504779401048 121:3.145817663994036 122:-6.458436909913946 123:-2.350541035474995 124:5.226343075519596 125:6.38155750147715 126:-7.887130625447289 127:0.4801079016832641 128:5.800291280451141 129:6.978242761858581 130:-3.587341219056174 131:-3.244795881338562 132:10.37245952580336 133:1.77495315524158 134:-5.194783876003044 135:7.470585764608749 136:-3.366200336621318 137:6.414583753068182 138:-7.233367191249238 139:0.7602700531213815 140:-10.27145280361574 141:-7.303274753531515 142:6.012232790871158 143:2.030421489262496 144:1.014235857823375 145:-4.10625560188819 146:0.12656631171416 147:-8.448445978021965 148:-1.673914702449712 149:-2.704486554721325 150:-4.906685389158326 151:6.438984563520142 152:2.152928444097338 153:-3.140703884465717 154:-7.004293095537339 155:-6.941490058507263 156:5.123640199062072 157:-1.413870320907511 158:-2.264540967317487 159:2.553394503588468 160:3.204132951732996 161:7.315056760603632 162:-8.519397217289878 163:2.997732162166021 164:8.853281264834285 165:1.538932016664593 166:-3.724450997035275 167:-4.224821193206909 168:3.068559178832101 169:-3.045459567821092 170:-11.62092191852846 171:-10.22569582613164 172:-5.319167626349667 173:7.180561965104255 174:-4.243693515417331 175:-5.393527269408493 176:8.14607176531606 177:-3.021932963966336 178:-3.725864364834633 179:-3.057979579471691 180:1.032350511961751 181:8.015627573484197 182:6.910980100288208 183:-0.1226987853697303 184:2.85189360668357 185:-5.257718108267693 186:-5.492613297562917 187:-0.4658974166098865 188:9.170619793425058 189:8.63328632676185 190:-9.082540382105394 191:-2.537988414287548 192:7.857438328447977 193:-6.355006807129333 194:1.752983813557218 195:-7.98726827433869 196:-8.751347104631963 197:-6.857771852669084 198:-4.501566005776903 199:-5.968928076648632
-1 0:9.173150605533856 1:-3.717825454112362 2:-6.896806012290517 3:-1.621110059213183 4:5.765218638061564 5:11.23610116455632 6:-8.777173632447191 7:-5.392399687915193 8:8.719173140474446 9:3.698875878030742 10:-7.53158600437837 11:2.069101403418642 12:-6.310794892276452 13:-9.143879355264637 14:-6.467933930872883 15:4.895824393186976 16:6.30555974678102 17:1.856312423310392 18:-9.22580323038275 19:-1.997050178140106 20:-3.142952054963969 21:1.998625573550337 22:-5.263672117205422 23:6.522433147502793 24:0.7175365203137267 25:3.617343951512739 26:1.301320428125428 27:-1.796278889303662 28:3.484625989580919 29:5.714829479033103 30:4.639831942911081 31:4.94927103651361 32:6.013573564790845 33:6.032781026102021 34:7.205619895438257 35:5.764357003046097 36:6.172909615583497 37:7.491548921534558 38:-8.130259943136476 39:-5.543354293080659 40:-0.7404511255262305 41:-1.821988931668177 42:-0.9880031495922834 43:-9.614212588475395 44:2.937277309288379 45:6.812085254501707 46:-9.670843551020859 47:-4.564297496708195 48:-7.166417775234983 49:7.764159559291087 50:4.244454398347869 51:-1.524786722920226 52:5.954032171129152 53:-10.13534055938111 54:-1.258275447906674 55:-4.501781401795062 56:9.615030405336038 57:-7.675815599470976 58:-1.905099431080771 59:-6.514148686050786 60:5.722718301088265 61:-5.734837092839443 62:10.35181907104089 63:1.817588235799229 64:0.7653134398564807 65:-0.5019861730809627 66:-6.015999554155542 67:8.887504027489836 68:10.67302717874398 69:-5.492479464459572 70:2.23519621326641 71:1.958788084035693 72:-2.590515684855463 73:4.971945630337851 74:-4.260833618590557 75:1.22817657467848 76:2.464210499978115 77:-9.348365556139889 78:0.4717418935848181 79:6.794708180111305 80:-4.39870071853506 81:-3.089949896643179 82:2.545028112118322 83:4.747653514153412 84:6.923772356080112 85:5.821471115396749 86:-0.2191532702087402 87:-7.467914648822445 88:-1.636674120513906 89:-7.425261189980535 90:-7.066660542589141 91:-5.787255937263889 92:8.521750029252251 93:-6.864117916514132 94:-4.80043571081738 95:-8.424021295448526 96:9.967774717877202 97:-6.501648672532577 98:-9.477234226972783 99:-1.37865981964161 100:4.421700444867513 101:-2.745083317277223 102:5.954768873771836 103:-4.825919306271881 104:-3.301927150243979 105:-8.442731136943749 106:0.4185868853722137 107:-2.348893799802093 108:-8.843929456616227 109:5.067002056700818 110:9.634831475517053 111:7.347093757981544 112:9.021946987367691 113:-5.75739092662562 114:8.556201238282283 115:-7.510584352601446 116:-3.533518172686533 117:6.399451684896416 118:2.557374278539704 119:3.211362811529551 120:7.653032440194218 121:3.268838566374547 122:-7.223298675902198 123:-3.254980592392143 124:3.248789256489002 125:6.10919278848209 126:-8.880937419500668 127:-0.2625581880267658 128:4.543069398878081 129:3.965774871808889 130:-3.032988657987167 131:-1.554794668613871 132:8.014127010860243 133:-0.004362905113919985 134:-4.277305124530621 135:7.387682712381569 136:-1.877134729260345 137:7.175954035087899 138:-9.125693805336425 139:3.077041587563815 140:-9.858019101398797 141:-6.184035360037072 142:4.602330048208707 143:3.990960726164757 144:0.2172867450477355 145:-8.1950364781964 146:-3.195662136375305 147:-8.307216595498408 148:-2.488910769729156 149:-2.655876893147589 150:-3.859468747362072 151:3.429870574966377 152:4.699426577148723 153:-4.650845888069915 154:-8.24459124953712 155:-8.856928722769176 156:6.62025451611497 157:-2.830236977612851 158:-3.153164105397398 159:3.077156993570635 160:4.979440191685459 161:7.992895021867211 162:-9.256025528703903 163:3.065765729345405 164:8.451729765605673 165:1.205520534666949 166:-3.840432612128182 167:-6.685895821668258 168:1.454379599121808 169:-2.775587638255617 170:-9.778147325804131 171:-8.717966187058131 172:-5.087543696992046 173:6.733140317446324 174:-3.11062095875119 175:-4.005432386788511 176:6.414490733928468 177:-1.304408276608445 178:-2.98193427394067 179:-3.521729681222002 180:3.693391204224861 181:7.279530815267327 182:6.532611275868519 183:0.7884415617243525 184:3.455680470130099 185:-4.328676219126851 186:-4.09332813300122 187:-1.919891757853418 188:7.28612014487805 189:5.972821538164081 190:-9.629989150607015 191:-3.766123006539766 192:8.309533753310987 193:-6.146411697029512 194:-1.174651070197375 195:-7.952220813379262 196:-8.220188422679643 197:-9.405268053288797 198:-4.074996268265039 199:-7.383594911638471
--1 0:5.706533887826504 1:4.399705966757013 2:5.786631856180298 3:9.232508783041151 4:-6.258459790427586 5:-0.7011083972296033 6:-2.900599451174223 7:-3.031023868499834 8:-7.53053841237964 9:-6.397347641559166 10:7.314026547123958 11:-5.724035862601765 12:-7.949776749637619 13:-6.944967919611662 14:-6.931683043035306 15:2.935801399387723 16:-3.90602036808226 17:5.731621151212389 18:0.2399199266949293 19:-3.210977710222648 20:0.433548852618945 21:-9.105860729801972 22:-10.52638886901681 23:-2.290090084362081 24:-1.120609650155547 25:5.10818594123197 26:8.466412940627718 27:-2.514985013129058 28:-9.743333682708037 29:8.979059673542263 30:-2.783328531022953 31:-0.2935218560209366 32:-10.25550199221522 33:2.36158431244063 34:-6.033537533396832 35:-2.574667503996946 36:6.792340297923664 37:3.902681033081178 38:5.634510245930691 39:-8.69738434924751 40:-3.073912710269672 41:3.617321903134946 42:-7.976343055264566 43:9.596577602218053 44:6.970123039659401 45:-3.132487010785057 46:8.046684202231509 47:-6.578370196491711 48:-3.190202227445962 49:3.35986135360776 50:-6.205428193588729 51:4.954901130473417 52:6.814386506412258 53:-4.969977869114442 54:9.505191848683925 55:5.71009280174026 56:-2.208393075590117 57:5.148586335707359 58:2.314335133444459 59:-3.957695703816697 60:8.734945458480777 61:-1.238856020246689 62:-3.295506505855525 63:-2.838097379131108 64:-2.581705037667632 65:-3.950825839956232 66:-10.11466303139349 67:-7.750008461072385 68:9.09368298888171 69:9.042655361329402 70:7.689666491094533 71:8.018178865169734 72:-0.5307545691226191 73:6.584633409901387 74:-0.1935322102700875 75:4.141489830010878 76:-3.430139956982375 77:-2.149678895368216 78:8.506989152789046 79:9.831096937307194 80:-1.648314560020587 81:2.282688982516027 82:-8.111702571769717 83:-2.564997884559358 84:0.899644880299213 85:7.757038411793269 86:3.126573480669842 87:-5.416250732701085 88:-4.198041914043188 89:2.884185261770654 90:-5.665158361411092 91:-6.830688775724053 92:1.720952135733702 93:-3.409528077338527 94:-4.234774041860695 95:5.389316454524749 96:6.921001054793121 97:-10.49872939192389 98:-3.137121499734429 99:-2.682409580301126 100:2.602963531817352 101:1.653957486520325 102:0.4820676487715233 103:-2.40043557198292 104:-4.592422544706574 105:-1.221242843304517 106:3.074686782220317 107:-0.9526568570792509 108:-2.025982256941037 109:-2.324783011398894 110:4.994795081150812 111:6.794057329274446 112:7.782072384462056 113:1.78393617091602 114:8.034953742661912 115:8.811442076593584 116:-8.237190248107305 117:1.832421047090915 118:8.991765952802087 119:-0.223542460853584 120:3.306520366889246 121:-3.051655808404766 122:2.777654841037834 123:9.449625577011206 124:3.590635269872053 125:0.6923839900865457 126:5.523327463400843 127:9.273482511723886 128:7.257709656041834 129:2.423483675435645 130:0.4216812469883693 131:-0.01922332011838002 132:-1.021460024013573 133:2.653309960423094 134:7.966106782445897 135:-4.446469806637751 136:-3.639689575591122 137:-4.095016556448019 138:-3.51856060474997 139:-1.006383687574258 140:-1.36611649358098 141:4.34239517498085 142:-2.71674235887552 143:-5.612006545264931 144:1.165531159217605 145:-7.064140849841073 146:9.307896403451167 147:-3.334308777045727 148:4.579733010781759 149:5.472169726453679 150:5.347183205614238 151:-9.085847801524494 152:-3.341977978816275 153:3.584673854628489 154:6.38595687745579 155:2.433761144706936 156:-4.914688744147313 157:1.287436646462632 158:5.244190454617742 159:9.190166948695751 160:-5.146539702236674 161:-1.61665746066524 162:-4.914344105517885 163:8.781066188156407 164:6.269860368176539 165:4.801310671132083 166:8.931545324245933 167:3.827365999780634 168:-6.069517382459527 169:3.177329600599663 170:3.079857158153918 171:-2.248084336137874 172:4.676807738636922 173:-7.514871909994437 174:2.495200090870236 175:4.35763151046006 176:5.717553006605145 177:1.822230784048119 178:-3.774787176483239 179:-0.9228553109043736 180:-0.5508209135894143 181:6.666671900765353 182:4.061423582214069 183:-4.052434642467788 184:-6.505605028456494 185:-4.565064415950943 186:-2.25850070712802 187:4.38431552434413 188:-9.456305645310497 189:0.5214438835262509 190:0.4866703480195777 191:7.229464944417927 192:9.518276887461974 193:7.381565035837122 194:1.209675467063739 195:4.591841641077741 196:10.50769889689861 197:1.633010716586342 198:2.250573404775044 199:-1.11829311669385
--1 0:5.500095213731292 1:4.3444901320337 2:7.535699605977796 3:9.105100396965613 4:-7.428974425790394 5:0.4706081738799963 6:-2.528626310268056 7:-2.984087503082196 8:-6.083536461494695 9:-4.801797661316957 10:7.664977959213146 11:-4.38553108890031 12:-7.68741061443975 13:-5.295657753037769 14:-7.924753707908032 15:4.61368146950511 16:-5.750121843461706 17:6.601961864496575 18:-1.21615268433528 19:-2.483280731355026 20:-1.579515105703594 21:-8.558713092151001 22:-11.30552348465085 23:-4.361044772626328 24:-2.921762314327812 25:4.022673637373379 26:8.673316202411927 27:-0.6377484017971438 28:-9.845928425065123 29:8.714896624943545 30:-0.7081860423305194 31:-1.700004198579543 32:-11.2584394963795 33:3.3773594436865 34:-3.954495776760076 35:-4.431959205889333 36:6.715995918436512 37:5.583654469219667 38:2.36130917036133 39:-7.327143005070964 40:-2.941489557250041 41:4.031936908947606 42:-7.552092082640781 43:9.174264304237623 44:8.865012521890272 45:-1.730378596494838 46:7.506841722952679 47:-9.18406565084533 48:-4.595839747040181 49:1.380658001466307 50:-8.5884238561791 51:5.447621361960027 52:6.883367521527775 53:-7.823903819460163 54:6.459044192629874 55:4.495269858875806 56:-1.828279994381602 57:5.41102130378479 58:2.39954170659062 59:-3.516440402758543 60:6.228166212832504 61:-1.458635461478475 62:-3.164432805445822 63:-2.723634973759835 64:-1.121716412341179 65:-4.925619397387524 66:-10.85639876269163 67:-8.005142414298795 68:7.989511621121171 69:8.808999013409368 70:7.924552453453845 71:8.333595360047864 72:0.7380691237710799 73:6.945800356978912 74:-0.1490425795134158 75:4.870626092691135 76:-3.476215571092186 77:-0.295776459241742 78:9.730555648399799 79:10.07300503073595 80:-1.608762430890625 81:-0.6523320029307196 82:-8.899356128270231 83:-1.908270060029841 84:1.246179207536334 85:6.240065264446932 86:2.113670574060279 87:-5.273954853000999 88:-3.902098056995257 89:1.540921016680443 90:-4.25083703382463 91:-5.512004728164311 92:-1.072434779021952 93:-2.726779938137054 94:-4.959283587886338 95:3.593964323315203 96:6.801227928579912 97:-10.54624677774489 98:-5.966884704228205 99:-1.971585267945571 100:5.6058707710881 101:2.625442535214427 102:1.521172129759396 103:-3.480495868755773 104:-6.199019615209033 105:-3.068000392597024 106:0.9391341308719381 107:-2.433089460265736 108:-0.8515835567198147 109:-1.801973494874064 110:5.685555503593934 111:6.556854676564354 112:6.767209105039274 113:3.635687300221294 114:8.662597129049328 115:9.42252218386704 116:-10.07954098467157 117:1.250889209668461 118:8.634076068443118 119:1.235773054514978 120:3.321145916366929 121:-4.116131768757976 122:3.885755712063752 123:7.377306876392606 124:4.101568500151419 125:0.8369571105090218 126:6.129654423825762 127:9.506875853532868 128:5.258431648431387 129:0.9358918124042375 130:-1.395425784659843 131:-1.335967277211842 132:-0.1674078762528279 133:3.938111899923376 134:8.64465674324159 135:-5.73674038558309 136:-2.283636695403318 137:-2.141804299231035 138:-2.779211555098529 139:-0.5687701558989341 140:-2.581518067122502 141:5.944252943854478 142:-3.291843329604415 143:-4.93791509748216 144:-0.8391118730949756 145:-6.464413651274967 146:8.464376701551718 147:-3.615888482619821 148:5.058597033987526 149:7.689006022134078 150:5.903532597651983 151:-9.053270996539178 152:-2.872872159867313 153:2.534604425729832 154:3.210277958534014 155:0.8696778819321663 156:-4.91480958538277 157:2.844925143566889 158:4.250416433839727 159:8.581920450287377 160:-2.656542888599438 161:-2.712634348005261 162:-5.072094310352016 163:8.365128729483414 164:3.974038831758965 165:5.883597859988656 166:8.029865599577391 167:-0.8815016878810273 168:-7.176307163999359 169:2.398148906135579 170:3.710862002312741 171:-0.9298183869117032 172:3.912502858898069 173:-9.014936607731823 174:1.940361276793765 175:5.096759124558973 176:6.215154781330547 177:1.865431649286197 178:-3.919839339185943 179:-0.3258063407437782 180:-1.417549753232318 181:4.549137307395219 182:2.766051477608907 183:-6.261275716865031 184:-6.407396674953676 185:-7.001772900513019 186:-3.349797564545609 187:4.456056147615938 188:-11.21491849246816 189:1.439423317735846 190:1.373781297723569 191:8.002715848735763 192:9.764877844583776 193:6.760566139821264 194:1.922353399050101 195:6.24507675612614 196:11.27060041426996 197:3.778993945131823 198:2.929178230773146 199:-4.074169259331141
-1 0:8.874259429041329 1:-3.616770299608399 2:-5.976283389135963 3:-4.33035813527485 4:4.523559633739202 5:10.04916010519361 6:-9.21292279759705 7:-3.726926965690125 8:5.750013247093 9:7.524739462237505 10:-9.079664979536634 11:1.864876522952021 12:-8.380530556680192 13:-11.1951282071438 14:-4.967092449388201 15:4.59972832254885 16:6.639646129061967 17:2.909382140678035 18:-5.834466513101423 19:-0.8262205010149676 20:-1.307471260163235 21:3.016401449069672 22:-6.678060380580338 23:8.39264955232597 24:0.192243456031748 25:4.656840651867866 26:1.244614486448665 27:-1.527034365940751 28:4.530528024128694 29:6.898606447765378 30:5.710574331921324 31:4.287696687457229 32:6.874055897516733 33:5.633574531715879 34:7.295401430565875 35:4.26089289699295 36:5.43163490174345 37:5.185248855440384 38:-8.283807926657641 39:-5.326011422167062 40:-3.182485775046883 41:1.64011666164252 42:-0.6681616286342823 43:-8.708209039527643 44:4.255827364760326 45:6.005773767692865 46:-9.019715381643062 47:-4.489541423494083 48:-8.191715731485807 49:8.637669738199239 50:4.185984551104873 51:-2.791369169825702 52:6.990407572482305 53:-9.167272827562556 54:-0.743267824350311 55:-2.089913428239584 56:7.801015967945533 57:-8.7459720860421 58:-1.598251408814712 59:-7.736409594999921 60:5.4322641173813 61:-5.122048707087529 62:8.855601145092994 63:2.140332383195535 64:1.490476781721746 65:-2.416484691869011 66:-5.879516039923065 67:6.159462112932691 68:8.549333363364664 69:-3.748294775296815 70:0.01173419365987205 71:2.667563442766125 72:1.527467400841817 73:6.137812054586768 74:-2.869004776860975 75:2.155385419394328 76:2.496343630102235 77:-9.359932359510216 78:2.967494214536635 79:6.550895965859461 80:-5.016867258721557 81:-1.386527341967296 82:3.151478933923795 83:7.636047846968548 84:7.452538080466235 85:8.536427201519842 86:-3.117977387475099 87:-10.82454828133846 88:-1.359279745607625 89:-6.356492739640137 90:-4.584042183646051 91:-6.788283532675821 92:8.962586070327653 93:-9.859660930149943 94:-7.758901170611007 95:-8.036654533559394 96:11.62115492707408 97:-8.077898947627421 98:-5.43104507443519 99:-0.9315305686474018 100:4.672155777133595 101:-3.254716972028111 102:7.236172101386117 103:-6.081938574220327 104:-4.994710101053447 105:-7.768772516394574 106:0.7924972826837433 107:-4.919133406244491 108:-8.47487185320103 109:5.985845280944759 110:10.4952441360354 111:4.146225912996492 112:10.49447226190844 113:-5.212585194742697 114:8.7815535203887 115:-7.388035260848397 116:-3.581472066930679 117:5.051908447373507 118:1.444379763316671 119:2.544261582194248 120:6.772056661522357 121:2.176819586250944 122:-6.63299731967661 123:-1.558888824343815 124:3.55451341095634 125:7.279121785252578 126:-8.955519215572371 127:-0.8025437570161935 128:7.654938462715712 129:5.599441770234419 130:-1.836915651343863 131:-3.302906376553529 132:9.064734384664025 133:0.3031955922370915 134:-4.345286918217829 135:5.988329364260275 136:-1.288892460800902 137:4.742649711418902 138:-9.698077379316011 139:2.510987821299592 140:-9.530885336039987 141:-8.477358096199728 142:6.485981804137786 143:3.937952924011451 144:0.8851244429283468 145:-7.861225237013983 146:-2.394284543501672 147:-8.868080123075236 148:-0.5796851399911429 149:-1.660168690588756 150:-4.082545238528413 151:3.412940282477964 152:4.54614305629668 153:-3.686402354466393 154:-7.295496071452144 155:-5.789141407569038 156:7.291649251172175 157:-3.015172391119124 158:-2.801967472766434 159:1.533311218425489 160:4.494815614843997 161:6.406017163167339 162:-8.935024842423218 163:1.967884368805755 164:9.006382128186971 165:2.333436887135094 166:-5.068120944457369 167:-5.602094583238508 168:4.91386091155584 169:-2.372394456815101 170:-8.966518657249331 171:-7.669084262306464 172:-5.090867613704434 173:8.319632714753878 174:-1.825202128245394 175:-4.78574971272135 176:7.341065828313372 177:-4.745427138697705 178:-2.973306965568013 179:-3.556145020947466 180:2.249702680204506 181:6.324749495545671 182:4.283679366984253 183:-1.599043242697004 184:1.538770014635091 185:-3.541680918017903 186:-3.849714226592189 187:-0.3776202311487872 188:8.263204437652274 189:7.80286464924809 190:-9.70270298692037 191:-3.557912948295196 192:7.393073362891307 193:-8.60852045026283 194:1.958406253804662 195:-7.665819492232142 196:-10.7066080575351 197:-6.826275088498335 198:-4.607035943575946 199:-7.533320100590863
--1 0:5.668248823168828 1:3.581768354802027 2:5.580086617365689 3:8.626079611096742 4:-9.248718790348111 5:-1.650176891348579 6:-3.573614803266086 7:-2.166234420254425 8:-6.738213236320673 9:-5.602245683020357 10:8.69431841227434 11:-5.054559006864147 12:-7.79492931324719 13:-3.395213605258036 14:-7.626414700092934 15:5.472671481347047 16:-3.846420065301263 17:5.325111164149564 18:-0.4837982769102718 19:-2.199664806942012 20:-1.656340000104816 21:-8.520759169651932 22:-10.82491786905688 23:-1.477982160517641 24:-2.962203351833869 25:4.953187466560047 26:8.526741300913928 27:-1.117511493276639 28:-5.910695909535998 29:9.513596273209476 30:-1.023268647011081 31:-2.474691942343124 32:-10.60145316997269 33:2.808571301786218 34:-3.130918887919025 35:-1.767878263418035 36:5.128772842599386 37:4.166699545337055 38:2.343644269680806 39:-8.009207534688388 40:-0.3098740973350735 41:3.9082535450997 42:-7.840698001165602 43:8.198989295981058 44:8.213858113775073 45:-1.314514247099512 46:7.033947676264733 47:-9.204463973966517 48:-3.527340237414652 49:2.491772594166795 50:-6.732663501035421 51:5.579418336274507 52:6.899471383550421 53:-5.334324537752917 54:6.477961433088492 55:6.373597118714203 56:-0.7835278891129136 57:7.406035120887508 58:2.914456661477269 59:-2.724348448657737 60:6.934113882754407 61:-0.937879295588875 62:-3.833023673053089 63:-2.148378913560672 64:-3.448445708595693 65:-4.458168411759674 66:-9.05081856401689 67:-10.52507579155821 68:9.461914723221417 69:7.636281470031951 70:7.686434242057514 71:9.715937193353025 72:-0.3418905369362411 73:6.454057433349142 74:0.234777422985011 75:5.260283453447644 76:-3.045169081898991 77:-3.581797021669398 78:9.381737446157947 79:7.29356797129242 80:-1.642476740521476 81:2.926286186816624 82:-8.703377518020933 83:-2.175071189767644 84:0.009700072934769932 85:6.669148700329266 86:2.824268140384036 87:-4.022936802192286 88:-4.419014953044662 89:0.2158666344340956 90:-4.931355084344926 91:-4.360309075941807 92:2.845231732403069 93:-3.264054581019465 94:-2.763297272167894 95:4.455808841173999 96:7.481217921359506 97:-11.34528566866008 98:-4.000799243302229 99:-3.254557556822233 100:4.10919326340664 101:5.197121304797478 102:-0.5686886328267364 103:-3.094411433899146 104:-4.783148960480957 105:-1.054916940763969 106:0.7329394026121144 107:0.8618593708015596 108:-0.9236405073921417 109:-1.868809944382099 110:5.861540532888433 111:7.943407599018166 112:8.309589586614587 113:4.360358423893453 114:8.842222795141554 115:8.435359889500347 116:-10.27887358563928 117:1.309856806397159 118:8.195975912259064 119:-0.1746163634028726 120:3.734850905871574 121:-4.505603919848967 122:4.592531646056554 123:9.220438696411838 124:4.033308863621707 125:0.7939293992634243 126:5.356657609400213 127:10.81395102839187 128:5.110826081317899 129:1.236002607486123 130:0.09716437923391974 131:-0.3586497979455612 132:-2.211581563451333 133:0.3044406597407909 134:10.98205003425127 135:-7.712854184932769 136:-3.772222652798182 137:-3.311820772462355 138:-2.669043867964743 139:-2.126234745432245 140:-3.779549424188913 141:5.149338314111096 142:-2.269903394463867 143:-6.735279404395921 144:-0.3399080392390256 145:-5.758341074962249 146:8.512024567915807 147:-2.964649837732792 148:5.64449819580934 149:6.163030647754459 150:8.611685178493723 151:-10.08543574698486 152:-1.93513408949625 153:2.527381131962668 154:6.097162810072443 155:3.696581752343138 156:-5.818308934198685 157:2.515913775947283 158:5.04788274545792 159:8.014162527505642 160:-3.745752446149556 161:-3.500105867637248 162:-6.12455828322166 163:8.939556243301999 164:5.413357412907653 165:3.975716593389673 166:8.155731126804685 167:2.92095965667347 168:-6.256099667811969 169:3.922334680084037 170:2.02880871391915 171:-1.496758837563612 172:4.425847144089925 173:-6.897288393522162 174:2.063721100239863 175:1.683890461347735 176:5.286090550351275 177:1.854237119075036 178:-3.057501506531979 179:-1.389997987277136 180:-0.9088632857880292 181:6.410736781085542 182:3.463997600420982 183:-5.058329113062898 184:-7.791714694135648 185:-4.415404159907166 186:-0.4688246554161766 187:2.882623821674342 188:-9.76498021196816 189:1.846578329058798 190:2.925818707528632 191:6.656919564925742 192:9.0363263646029 193:7.219256655536633 194:1.976919157427338 195:5.768431249265356 196:7.789829562602428 197:1.450187368161366 198:1.2071385097958 199:-0.1561991448766484
--1 0:4.905676741960503 1:5.005681789153514 2:5.913722961716277 3:11.37308126714971 4:-9.122831650845919 5:1.104369340127612 6:-2.263736034237979 7:-2.121443689218039 8:-5.333774243581576 9:-5.394178130028448 10:5.702629817615966 11:-6.197129530603783 12:-10.82831303059993 13:-6.830597295493046 14:-8.170899394310837 15:6.228337799525871 16:-4.558680246979384 17:6.287883605040129 18:-1.321107758118198 19:-2.303016983685177 20:0.7787625340397879 21:-7.517851436331162 22:-10.26649329590219 23:-3.492935438477872 24:-3.359937409399574 25:3.355375769394403 26:10.8790629509026 27:-1.107621397444789 28:-8.950442192633021 29:7.140645189417416 30:-1.987763161370762 31:-2.308802588770561 32:-8.852152055739188 33:2.104633777888989 34:-3.832324572243216 35:-3.274855730203323 36:6.856588341625518 37:4.79307072232457 38:1.97069114661682 39:-9.337609347230682 40:-3.905664443693725 41:3.968735437899494 42:-8.059506149674778 43:9.581940391288045 44:9.853764578185718 45:-2.837716589022931 46:5.528273796004131 47:-8.622174209857858 48:-3.287251696649962 49:1.771934432441206 50:-6.801296737131331 51:7.522870747890447 52:7.457544670314265 53:-6.673693951191785 54:8.570260447278848 55:3.106311489503571 56:-3.831215348339896 57:7.37850246661684 58:1.709612321821069 59:-2.962899579623714 60:5.331297253324283 61:-0.4987266727378237 62:-2.548204986492955 63:-4.015117962138995 64:-1.6519447274367 65:-5.911690272523021 66:-8.408522574448844 67:-9.638342103266503 68:8.008550804686303 69:8.50127840014671 70:7.626678951783957 71:8.481408239909117 72:0.9611075823318226 73:6.044668676529205 74:-1.342282061735951 75:5.229540187594644 76:-0.3045086913887372 77:-2.603009405424926 78:8.244533172773092 79:10.21401264181494 80:-0.7474774764193008 81:1.643708477957816 82:-9.576684165680458 83:-2.882542275245235 84:2.384192822962608 85:8.118061788212774 86:2.639385603036942 87:-3.458047925654308 88:-2.220684654208552 89:1.162981001324212 90:-6.16801948238575 91:-5.437551806677383 92:1.316818486831671 93:-2.265708298060078 94:-5.994493074777757 95:5.891483546340094 96:7.636760118559764 97:-9.264419013524549 98:-4.634483674861281 99:-5.076678968718716 100:2.479433982726128 101:5.03658531245423 102:0.7230317793986312 103:-4.548441472895429 104:-6.8418271826568 105:-2.438730852523992 106:2.235829876440908 107:0.2076205304308557 108:-1.759972872182033 109:-0.9932673935563399 110:7.444193647160755 111:8.143674090607636 112:7.213042581870082 113:0.1774826123233535 114:8.621814595394957 115:9.784896322640755 116:-8.529187729843827 117:0.9866714901854784 118:9.406434836933922 119:-0.06786971322177593 120:2.447608038290409 121:-4.675903715729219 122:3.43601893602746 123:9.888871261947353 124:4.171314047927432 125:0.528626370857797 126:8.504131119358426 127:8.936342888461235 128:4.739416358179683 129:0.2895370650975655 130:-0.9012199852449616 131:-1.896246515865013 132:-1.84318079189118 133:1.904833977102059 134:9.341920939576946 135:-4.677031387780401 136:-4.653849951394355 137:-4.079968680109914 138:-4.938594918806434 139:-1.70232422035088 140:-2.411119017034718 141:5.020291526560612 142:-2.046672102388431 143:-3.569766695859577 144:0.1592082616708444 145:-6.958611256645283 146:8.165435811857211 147:-3.295521562992498 148:4.37097035748616 149:5.507050042103552 150:8.531332032428224 151:-9.838756222165035 152:-3.061386018863887 153:4.483298159616955 154:4.804114594815854 155:0.1812345244963602 156:-8.029684705355161 157:3.921019015082007 158:4.993404862252151 159:7.448227408064347 160:-4.480186665727264 161:-4.656775178001227 162:-8.296832572497214 163:11.57965596501885 164:6.155524303258549 165:6.294362235620892 166:5.967337905498904 167:1.32723278078816 168:-7.241184473634485 169:5.368359685541806 170:1.704830385388635 171:-1.207979242751905 172:5.009624930984165 173:-7.717891073579423 174:3.52388836888106 175:2.940242214441882 176:6.184115955378634 177:1.264936475599495 178:-2.635568508769997 179:-2.515233098785241 180:-0.8901985592692423 181:5.683631394520194 182:3.571238769632357 183:-6.369018843065675 184:-6.497389957321218 185:-6.798813351627489 186:-2.619727176135104 187:2.178833655983764 188:-8.784783734442669 189:2.725200604110265 190:-0.6563820093091719 191:9.370225292835647 192:9.06993709816628 193:7.708923252456448 194:1.592602639117533 195:6.022600567982033 196:9.336412590826498 197:0.9476901034971892 198:2.406428767303062 199:-1.518958641024477
--1 0:4.657967677055473 1:3.399273875271125 2:8.328075897032745 3:8.623263994159437 4:-8.102488211710279 5:0.2839795657082478 6:-4.368034579497505 7:-3.873287616750213 8:-6.669855855394808 9:-7.512040509083623 10:6.834170187532737 11:-5.613910270118548 12:-9.516051979531317 13:-5.354233522526398 14:-8.232528800095558 15:4.421308351002444 16:-3.882907738514593 17:4.315813457355707 18:0.3037816904742947 19:-1.51710317067438 20:-1.195631389191893 21:-9.308391627354476 22:-8.573895176082154 23:-2.611422539747512 24:-1.970390004587934 25:3.4784173635566 26:9.289515718841834 27:0.3797971906742785 28:-9.382196466353227 29:7.409790106234981 30:-1.885643211070221 31:-3.069084363064369 32:-9.703607751529862 33:3.68096766102365 34:-3.270524952671047 35:-3.264194390591923 36:6.355458928045119 37:4.547327146550646 38:3.380472682519826 39:-8.335541851341901 40:-2.000278650141969 41:4.096863676613987 42:-5.703900927139435 43:10.27627423106884 44:9.631925250646157 45:-2.829217498632389 46:7.808410561823677 47:-8.432916113663822 48:-0.9479189039280227 49:1.612090921284237 50:-9.132255063369348 51:5.870784907103539 52:6.217518249870334 53:-7.451481169073969 54:7.80705658734947 55:6.487113903187405 56:-2.75028097780323 57:7.26773051120643 58:2.426791200070609 59:-3.71053614468198 60:7.03387253730119 61:0.3531161635177853 62:-2.568052186216925 63:-2.937171569308237 64:-2.195021981521021 65:-3.478344194277937 66:-11.21639163604037 67:-7.617012167644279 68:7.968345467083568 69:9.061064565339782 70:9.4593461438267 71:9.298776716720406 72:0.18839922143077 73:8.470975681915723 74:-1.727533878060145 75:5.069049910314359 76:-2.02970473462998 77:-1.346840075647021 78:8.646784388126806 79:9.851522400889975 80:-0.7637425867013855 81:1.186829002967175 82:-7.632375832176745 83:-2.627420910097159 84:0.2884982429792078 85:7.904254304720956 86:4.175580259098162 87:-5.727368969512514 88:-4.265178643527382 89:0.451132208587754 90:-4.757202799045746 91:-4.843244706196987 92:2.76293305140889 93:-2.459197819226328 94:-5.146296023422315 95:5.806513201487375 96:6.836358687025572 97:-10.10510131898577 98:-5.519849713729294 99:-3.596352348727601 100:3.690237992413657 101:3.995711257920744 102:1.326402203425161 103:-2.343274971966652 104:-5.642148091987205 105:-4.151464892062071 106:2.557236680856726 107:0.5510572403912091 108:-3.390100306721751 109:-1.952652526362845 110:6.06417712851502 111:7.591597812526849 112:9.059878135144945 113:1.0213448747575 114:7.742159041438219 115:9.122897131052362 116:-7.384890398601561 117:2.935717852498777 118:8.567866051932652 119:0.8735493721364529 120:2.330892335638216 121:-5.410562274088292 122:1.903509952056369 123:10.81159027570437 124:3.830866066936361 125:-1.24440465080509 126:7.00385183633604 127:8.71943689316222 128:5.578349333947326 129:1.029588184748939 130:0.3398297658708216 131:-1.085585610176316 132:-4.001219774399142 133:2.129983027288251 134:9.335318898388612 135:-7.280054560938991 136:-2.757522305219508 137:-2.480344792812044 138:-4.194836600655528 139:1.653254055111598 140:-0.651697598890963 141:6.150498532822462 142:-4.141685380492484 143:-4.780059787680615 144:-0.1509148258874735 145:-5.916319248931971 146:8.893224038889347 147:-1.81915147709461 148:4.798214633345446 149:7.081874797853769 150:6.31233373740216 151:-11.0343363620112 152:-3.374007117696421 153:2.526371720298638 154:3.807309594694427 155:-0.8054891058672333 156:-7.585525063527467 157:4.288384273094061 158:5.244836204634581 159:8.103489186634254 160:-2.665870152414962 161:-2.644044905504682 162:-5.076927271162026 163:8.668809735714467 164:4.570273373919078 165:4.699258150233949 166:7.354108481912293 167:1.2792955347382 168:-6.924728390366369 169:2.901767226491281 170:2.524710641843478 171:1.219254609318179 172:2.897336284111882 173:-6.230862173347179 174:2.514476493447578 175:5.069380428104564 176:6.01991109694946 177:3.730023934721864 178:-2.953224306658943 179:-2.198421972043184 180:0.7823097939648966 181:5.803053088773905 182:3.278922551215929 183:-6.138118140660655 184:-6.954324445388906 185:-5.719263346829073 186:-1.840558855055798 187:4.894971095905229 188:-11.41236226184478 189:3.301574265651078 190:-0.2095412978367739 191:8.64081580059203 192:10.98118446963061 193:6.182926480798242 194:2.838981417191195 195:5.738419102896516 196:9.052930508184589 197:1.08731736115814 198:3.644609616267152 199:-0.7731049319594347
-1 0:9.418035391025674 1:-5.945423522011485 2:-4.579547128444014 3:-2.621498584707403 4:5.862325270128443 5:9.35560138915757 6:-10.97430633652678 7:-5.945581438952562 8:7.094920667653149 9:3.573474251019146 10:-7.881905773166539 11:3.440593548138854 12:-7.228509602357028 13:-10.4947621929751 14:-3.415396483461862 15:3.893547782272906 16:6.328304345590706 17:2.796117621423389 18:-6.911121573005181 19:-2.22798017779673 20:-0.02471296213973373 21:1.532681021374598 22:-8.536322437922806 23:8.973592551458042 24:0.2100813582276202 25:3.515502557210794 26:1.414491742605559 27:-1.365579376754411 28:3.841779418348795 29:6.0333073168776 30:5.864447593368502 31:3.23539011873312 32:6.503452485602636 33:7.164625547807891 34:6.656130000693476 35:3.669337832876488 36:5.149439924925464 37:3.062936461438252 38:-8.00596700203471 39:-2.358097329947577 40:0.7424173952187385 41:0.4888425061349282 42:-0.3241944418756429 43:-8.101195477847611 44:1.722108375328976 45:7.968881296245357 46:-12.4633682918633 47:-4.853814477122988 48:-7.01758133582326 49:6.252591409811142 50:4.734651371838746 51:-1.799356338488414 52:5.991829622827582 53:-7.859326125047843 54:-2.866112849240524 55:-3.519122803780956 56:6.970772830485131 57:-9.776678446673857 58:-0.8935323730329836 59:-6.015056187019012 60:8.007466292539316 61:-7.742936653277473 62:8.917573420234278 63:0.1666034867143902 64:2.106478486258756 65:-2.011759699159226 66:-5.503392914525724 67:7.841379870337029 68:9.611986696948446 69:-4.665113065436456 70:1.685124057240736 71:2.492111094001762 72:-0.6897229232950736 73:5.636649418014173 74:-4.844896466523626 75:0.5818613768654364 76:1.438585004242514 77:-9.844846449017522 78:2.156517018940067 79:6.868784653177871 80:-6.176198621951301 81:-1.904471985973194 82:4.21189190699152 83:7.538062127883686 84:8.490078261871378 85:6.198468694852865 86:-1.972715642367534 87:-8.027456309945636 88:-1.06866765031555 89:-6.952947527067026 90:-6.934341278556954 91:-8.555112031890019 92:7.714740797329155 93:-9.012003699290334 94:-5.40992920140055 95:-6.055879284606477 96:9.025984208947104 97:-8.281399181828073 98:-6.744474389610527 99:0.431493943604659 100:4.71132799624334 101:-5.351171567769179 102:6.405743047512368 103:-6.91396171423724 104:-3.443261631415054 105:-7.545412183046852 106:2.349883995752013 107:-2.999246768392525 108:-8.794166533078663 109:5.473554989072901 110:8.378094139772157 111:4.792097341372789 112:9.376572154449542 113:-5.878436078479075 114:9.833873432209877 115:-8.333864661144911 116:-1.179561685921594 117:5.26598798013493 118:0.4176417292034449 119:3.723031183645057 120:8.046576425894688 121:3.779412051345228 122:-7.977309180149081 123:-2.299611763408153 124:5.636592167822744 125:7.035146208134471 126:-8.632108058543087 127:-2.521535809264097 128:7.530402098741869 129:6.232124700826335 130:-3.919529054508279 131:-2.593259115340478 132:10.36622100842255 133:1.122511175274614 134:-4.667761547999743 135:8.09171505218063 136:-1.601070918659329 137:5.659312075008893 138:-8.863976064075155 139:3.484463018543774 140:-10.07468834642976 141:-5.109168281686134 142:5.455258185520014 143:4.094827147456318 144:1.986055620772516 145:-5.900387321513147 146:-2.818193790084679 147:-7.409353294300723 148:-2.661648401904714 149:-2.982471146338902 150:-2.658442861604488 151:5.081356850755688 152:4.878199249325977 153:-3.481715376344638 154:-8.995252933423991 155:-8.235017042653343 156:6.598260910980422 157:0.4829760472120381 158:-1.805234504312146 159:1.090948517605531 160:3.569160956520209 161:8.231448549198531 162:-8.612220908626192 163:1.753744875885876 164:8.877251562411868 165:0.3129909371262802 166:-3.770129003903319 167:-6.061264403222737 168:2.804728720594284 169:-2.544706221814347 170:-10.14269026142636 171:-8.83262793499352 172:-7.052159638074449 173:7.628249181087088 174:-3.536714239978088 175:-5.229819991953232 176:7.926688794251445 177:-2.700727285819999 178:-2.21749784814883 179:-3.347787654995846 180:2.981970551533383 181:6.239221600958634 182:6.138544736530537 183:-0.2646620721754962 184:1.053040893169139 185:-6.27781843219171 186:-3.733325338292492 187:-1.76199809641821 188:10.06580117855066 189:6.670392830962935 190:-8.420967649207173 191:-1.768694904691808 192:8.203728742620655 193:-5.507646978723552 194:1.785476589977855 195:-7.379547127847765 196:-10.09787412762085 197:-8.933767965459774 198:-2.367817680526658 199:-8.102353205337984
-1 0:7.449253394651187 1:-3.518470429552286 2:-3.981863368594843 3:-2.315939584982804 4:4.764528117774722 5:7.538666858314206 6:-9.098581376434558 7:-5.572170778230027 8:7.180572737979224 9:5.301024365205974 10:-8.484970087506522 11:2.035763313444259 12:-9.372688586694437 13:-9.277979055589416 14:-6.256162318554383 15:3.147631361860695 16:6.666727665541996 17:3.649676952673068 18:-7.32217618298395 19:-3.079111283240758 20:-1.084205647397227 21:3.043338355879607 22:-7.685290945318799 23:10.37658160952648 24:0.5357162251569036 25:3.22552837856761 26:-0.080914950849371 27:-1.48335139512202 28:4.388957995430571 29:7.888975515676037 30:4.760977820044566 31:4.976252451772593 32:6.137985467084577 33:6.203673673245985 34:8.211299297236218 35:4.470725231344608 36:6.9448949279991 37:6.59461597596527 38:-9.05469235048708 39:-3.337610107319223 40:-0.8515680756848303 41:-0.2753747503189832 42:-1.500215980597007 43:-9.154572734319448 44:3.505957973162095 45:6.53551417709891 46:-9.469975563780672 47:-4.491085721748221 48:-7.751843984835225 49:7.360381696849645 50:4.099021221578148 51:-3.820594195608036 52:7.886308824774934 53:-7.908977035860675 54:-3.583628752720931 55:-4.481795776558367 56:8.672786301971163 57:-9.289882446318252 58:-2.13232089099143 59:-4.917765633339928 60:5.982232588349056 61:-5.259907688775349 62:8.823462188657871 63:1.229834854648679 64:0.0007383534864292551 65:-1.696186241054444 66:-7.0667954174688 67:7.457928025878112 68:7.20646703072271 69:-7.450364125122031 70:1.608849624301133 71:2.917782564388819 72:-1.936462330629128 73:4.265120717219681 74:-5.491274498454867 75:4.349182629822129 76:3.808453713773718 77:-10.32522361027957 78:2.45820923637347 79:4.578119057652754 80:-4.885253859647388 81:-4.828157320697025 82:4.571684930896401 83:7.342240613674035 84:7.08586125312897 85:5.922482569128995 86:-2.866631347352603 87:-8.928330336896064 88:-1.213690270513579 89:-6.450321671486463 90:-2.564930401109528 91:-5.113588091040238 92:7.84067161693424 93:-7.79693073277402 94:-5.193462735998483 95:-8.984494750246887 96:8.698492068086662 97:-6.821558341371877 98:-6.565003388095097 99:-0.8826571868946196 100:4.543076085071148 101:-4.114970906455183 102:8.359977867217331 103:-7.309821382771394 104:-4.496163841067806 105:-7.25724958670381 106:2.054993274206535 107:-3.089435889313165 108:-10.89997591476316 109:6.595303082250549 110:10.54283860273727 111:6.476798924850266 112:9.005891114745461 113:-8.260525931905129 114:8.888401845338864 115:-7.739853330974053 116:-5.259525325267036 117:3.226984982351717 118:3.40303496599384 119:5.051505807293299 120:9.634124055891251 121:4.888770451141918 122:-6.310672082796982 123:-4.723409212029945 124:3.286894577009766 125:7.176668320376344 126:-8.83202176232647 127:-2.768541333465604 128:6.369703422362599 129:6.23982935349165 130:-4.002839793675338 131:-2.054284577518926 132:9.024914203047125 133:1.207700741976751 134:-2.250666608667547 135:7.444826716551572 136:-0.8141550608349062 137:6.281338666615722 138:-9.675901647544753 139:0.6552874322757937 140:-11.54242087367405 141:-7.337493075987608 142:6.94641530959307 143:3.020713750224242 144:2.334770474933084 145:-6.641149558145825 146:-1.500864444696351 147:-7.785631848156599 148:-1.18322181775965 149:-1.9588628782815 150:-2.300716639986777 151:6.390889644349991 152:2.609132566197872 153:-2.504680863519547 154:-7.669195029521255 155:-6.910976233398305 156:8.093823144061812 157:-2.795967731662527 158:-4.053221953644094 159:0.973980797874282 160:5.745474003974677 161:7.109983857534741 162:-10.56462923506539 163:3.279613512598302 164:9.495520360299993 165:1.608033810566452 166:-4.747547950152974 167:-6.676575865098164 168:2.905278158663808 169:-1.817441201227159 170:-9.731976024201309 171:-7.947728923298336 172:-5.055475485692412 173:7.803082042105815 174:-2.622181535029518 175:-6.542390434794482 176:8.076413120322798 177:-4.132196310906331 178:-3.412908314997917 179:-2.433073953644814 180:1.294847584220487 181:6.603766836136984 182:4.656229641215534 183:-0.5191695029076258 184:1.932109195067488 185:-3.111695457911543 186:-4.150377180281009 187:-2.113607494367047 188:10.19008813493757 189:5.153028774520156 190:-10.50166655353914 191:-0.6228413467920788 192:8.48266041158384 193:-5.963664498915197 194:-0.9513432624179876 195:-6.308361715669099 196:-8.532684468885069 197:-8.426293075346598 198:-3.71559454444216 199:-7.506880535004965
-1 0:8.504756832767495 1:-3.838067216665447 2:-4.170199959371827 3:-4.535387542157489 4:6.243223838506412 5:8.555615127003204 6:-12.15398848825357 7:-4.34004271534302 8:9.111991741509488 9:5.534252992221122 10:-7.328819755568848 11:3.86271553367884 12:-6.543316174273462 13:-9.415319335978729 14:-5.7088100604396 15:3.95441682791114 16:6.517857532944809 17:2.446608929369342 18:-6.784814173470485 19:-2.970006560357757 20:-1.381887521228202 21:2.252719301903124 22:-7.019243544032467 23:6.65979649036619 24:0.1166228310207554 25:4.786855423269188 26:1.299552320823236 27:-3.251912044690432 28:4.855230276340383 29:4.487376317151686 30:6.696964235559193 31:4.048682928905246 32:7.062796036830214 33:5.63753606155637 34:5.329387713588257 35:4.843270705091807 36:6.038449198059641 37:5.727099782423591 38:-7.81868887978378 39:-4.31451966321334 40:-1.545881849281093 41:0.5404331929346311 42:0.3025780152565025 43:-8.072146420099774 44:1.835906973175822 45:7.278886979417416 46:-8.406317691952236 47:-5.341560920622736 48:-7.944716462901097 49:6.473259744273865 50:3.155412884581649 51:-4.093515427228593 52:7.231199150396029 53:-8.221515929480686 54:-0.5934665804287789 55:-2.303333996428051 56:7.557038706266034 57:-8.466639349036013 58:-0.3607105637447952 59:-7.505822530105568 60:6.855145692934167 61:-3.628380030744835 62:8.915150240851156 63:1.102452796877849 64:0.04597797023871575 65:-2.448086402895976 66:-6.246434869256918 67:6.856583278428655 68:8.463921825195863 69:-4.193451630853649 70:1.091847905648404 71:3.363610707093973 72:-0.7419836800398243 73:6.216127654215088 74:-3.531924627205596 75:1.21664092844838 76:2.614981490536203 77:-9.257164813930274 78:2.091366823226697 79:6.418080532366444 80:-5.530370197613227 81:-2.411734440059159 82:2.145155566731557 83:5.444948724283834 84:8.768197405391206 85:7.251428657843266 86:-4.003135422837187 87:-7.72604453305298 88:1.064408874804981 89:-8.258665696016845 90:-2.471208618950953 91:-5.792247325325489 92:7.677378059331336 93:-8.990984289503308 94:-5.14112074075322 95:-7.814867766030886 96:9.73571870751328 97:-7.860562955434239 98:-7.090160291802134 99:-0.8670184089902012 100:6.464939064754178 101:-4.093144207236168 102:5.807570255341832 103:-7.051049159650777 104:-5.572949290417321 105:-6.860046657667885 106:1.711102776723724 107:-1.36690237879848 108:-10.11289205703404 109:6.489894685843825 110:9.47902151590772 111:6.282483367935821 112:9.132077901458942 113:-8.002260337432734 114:9.694042699940724 115:-8.553849707585584 116:-2.814748752711248 117:3.496234480828257 118:4.132478311967331 119:3.89239698320388 120:7.915911820064602 121:3.242762011132237 122:-6.547015710442636 123:-4.085469586470635 124:2.821298985860367 125:8.326524405387744 126:-8.563417144418237 127:-2.827902054030679 128:5.476149767080154 129:5.252873598520258 130:-6.138923309383916 131:-2.938992919913868 132:9.428352178765104 133:0.8093609912711168 134:-4.879209163388207 135:6.474737119867005 136:-2.145753544484561 137:6.843415524222046 138:-8.714998243662146 139:0.320765443950689 140:-10.63384756891036 141:-9.334727050696676 142:6.644773514675235 143:2.561853152549345 144:1.047401039860433 145:-5.257459680047868 146:0.6779406938169852 147:-8.5550286639072 148:-2.763787846362068 149:-2.122615987178803 150:-3.31736301774144 151:6.878110898003443 152:2.505361124180336 153:-3.214837838625736 154:-7.914986333541106 155:-5.477915788740332 156:7.301194401743162 157:-2.127829182706825 158:-2.959882968403182 159:1.383221468453387 160:5.769299754576153 161:6.948357185450535 162:-9.308701476649926 163:2.019311563101966 164:8.999255851991103 165:1.873607939405662 166:-2.222521828282084 167:-4.305118893269585 168:3.867083267360714 169:-0.9926609558558144 170:-9.346859102429452 171:-7.822557856243063 172:-6.825935083499391 173:7.517953494612343 174:-2.145491583248566 175:-4.467049222840319 176:7.832640645417834 177:-3.750873445443181 178:-2.272684849588855 179:-4.174628109299205 180:3.37313375234004 181:7.192535115083438 182:5.836685931993015 183:-0.03989964168035237 184:1.741628289472654 185:-4.899586932575565 186:-5.132561361063058 187:-2.048389445130629 188:9.772079738255703 189:6.702255164251588 190:-7.675908331415922 191:-2.323086537676762 192:4.666142364195115 193:-7.698088124336392 194:1.486689990412204 195:-7.835744686145742 196:-8.252720497810085 197:-7.689158976884766 198:-2.985090546785795 199:-6.831178339034302
-1 0:8.753422584871618 1:-4.035146796850926 2:-5.478046209405965 3:-2.57857453588461 4:4.545003307597666 5:10.64770488316936 6:-8.975383839009469 7:-4.78790918081877 8:8.61759656717242 9:6.808961726160708 10:-7.635916259051019 11:3.585511999838795 12:-7.788754415189627 13:-10.29324828017299 14:-5.56406023973307 15:3.074020181489601 16:5.256640812504516 17:1.13581631832005 18:-7.41021215997703 19:-0.8268284658592089 20:-2.420402781743732 21:2.105866175067529 22:-8.247059264544367 23:8.144188882466562 24:1.834994335301271 25:5.944475304566115 26:-1.181195610477027 27:-3.988728751544482 28:4.340548238198718 29:5.859367783261404 30:4.905937339182862 31:5.156414477951981 32:7.128305766320743 33:6.222816921997012 34:6.142412339044049 35:4.582705383639482 36:5.546579310979707 37:4.513334565925822 38:-7.090149719290498 39:-5.50855434355232 40:-1.718881246426517 41:0.7879316869134688 42:-2.113041729610377 43:-8.466635392881162 44:2.290282263886388 45:6.474881417324333 46:-8.741190802614064 47:-4.634211972916083 48:-7.19346226792435 49:7.179622439911645 50:3.366858566130965 51:-2.384010439959152 52:9.27722815143655 53:-9.003855665437735 54:-2.438591205259607 55:-5.684970477339071 56:8.90026796293944 57:-8.328033523408866 58:-0.8753981814318337 59:-8.642933066710174 60:7.416567237060911 61:-6.070209129918661 62:11.93041107247575 63:2.595671536021889 64:1.999984951012781 65:-2.075153201235702 66:-4.229633436370747 67:8.871567184463339 68:10.2256124720225 69:-2.360198181812607 70:-0.1298186869537081 71:1.655096599169404 72:-1.212873919081326 73:4.271098282784128 74:-3.400469641394449 75:3.192079244619325 76:2.685409754022668 77:-9.309154603498969 78:2.320443071999144 79:5.099156088363357 80:-4.218772717659814 81:-2.266231711430924 82:3.297896448276055 83:5.513197421578376 84:7.373656593537765 85:6.883106023393415 86:-2.870122986808475 87:-7.288520414024147 88:-2.165174262681891 89:-6.633945357798432 90:-7.146663678056425 91:-7.573637509130503 92:8.439576293747317 93:-7.644678202757127 94:-6.064277211039456 95:-8.041368531719412 96:10.1559698458536 97:-7.06624264145376 98:-7.044192902487531 99:-1.679209659680575 100:4.37177762204828 101:-3.353939408419404 102:6.82029094108194 103:-7.431992706937066 104:-5.685910670982107 105:-7.386139929746314 106:0.4385136051887555 107:-1.600849249348003 108:-8.628567934530338 109:3.881757015263745 110:11.97061213971185 111:4.904222405050306 112:6.295151028887245 113:-7.92234651302596 114:8.639695329593172 115:-7.89154386324011 116:-4.648850550058123 117:3.670298946189086 118:1.965290423422564 119:2.213889285443263 120:10.45669181700013 121:3.710905075810905 122:-8.229189807511034 123:-2.099377601413779 124:5.507770764868589 125:6.455638153381924 126:-8.968076669220375 127:-0.9971471955063914 128:6.037277907760687 129:4.001418333099846 130:-3.295217968474184 131:-2.457496980445117 132:9.556307516148751 133:-0.02452338391731157 134:-4.820080491716668 135:9.199720985083953 136:-3.108061551192607 137:5.454046495088537 138:-8.648632088824579 139:1.189192343763422 140:-10.51364906729927 141:-8.448523248928502 142:5.930977824024195 143:4.198777327565892 144:1.992660493838071 145:-6.635672466635651 146:-0.9829628568840797 147:-6.46309009443878 148:-2.723287809099831 149:-1.701910282933676 150:-1.918579001754604 151:3.591496863704337 152:3.489163428327445 153:-6.308951480634986 154:-9.177102971120954 155:-9.195471576528298 156:6.124245090299376 157:-1.719953512644009 158:-1.985384021468845 159:-0.5380191234383438 160:5.261305793154007 161:8.389622761667821 162:-9.601462705485828 163:2.066698376099346 164:10.17685867698393 165:1.456636526131453 166:-5.05201335559055 167:-5.444199500694998 168:2.692049039622316 169:-2.400417646685158 170:-9.383928353714751 171:-10.14813763455451 172:-6.175265647195683 173:6.396526360060911 174:-3.316131800132412 175:-5.894230956394285 176:6.654122379556577 177:-3.677761648493712 178:-5.787917266618487 179:-4.478571077455331 180:2.949249931791418 181:5.802610195930067 182:6.213839041560314 183:2.364466600052511 184:3.096470211658401 185:-4.407705784951251 186:-4.017836434289239 187:-0.06237282240759812 188:9.219897922988448 189:7.597830818485258 190:-10.26090806339697 191:-3.829754696082621 192:5.881711494322703 193:-6.737414838608132 194:2.432428578626067 195:-6.270138045004054 196:-10.6529033173448 197:-8.597899194851243 198:-4.456002815323125 199:-6.854921181951413
-1 0:6.240330811855033 1:-3.533567347556641 2:-4.286014164530833 3:-4.553198231496793 4:5.579345103740597 5:10.37491746486412 6:-9.106722386896312 7:-5.538071781374595 8:7.094180985695385 9:3.680057822207141 10:-9.454724039104358 11:4.602958562035128 12:-7.206209437744634 13:-10.08217834543185 14:-4.191270951324233 15:4.732427642448321 16:5.562737326307129 17:3.443634889204319 18:-7.665801600457097 19:-1.87034409230876 20:-1.187731360140227 21:1.219010617229044 22:-6.869589268609368 23:9.307117811223589 24:0.6815003313435756 25:2.472021239977219 26:-0.4091027338167066 27:-2.088937211057028 28:4.04880966994564 29:6.724951111807547 30:6.552250245519979 31:4.810966234798078 32:6.552380870468207 33:5.693890926939853 34:6.951858402835589 35:3.39221332736856 36:6.029108459648396 37:5.746713916993464 38:-7.606218205784188 39:-4.014450736557885 40:-0.7208539645236471 41:1.321726818304072 42:-0.4455179645989867 43:-8.09477970748596 44:1.503618512530058 45:5.974883405533633 46:-12.09723442486309 47:-5.486530628255582 48:-8.777914536126792 49:8.676205104662031 50:5.126481063135945 51:-2.786421035484443 52:6.792269141876134 53:-9.991189751027324 54:-1.905815198894506 55:-5.092017946806027 56:8.978825820033601 57:-9.457908265548475 58:0.5321640974454516 59:-6.821952370913724 60:6.219465218091964 61:-5.159469537142415 62:8.270396669863587 63:0.09477741962023933 64:1.187890181508162 65:-2.866315045617193 66:-4.392535220341798 67:7.631044365569578 68:9.435412351933611 69:-3.444815375867962 70:0.5194750538089581 71:2.852108808263822 72:0.6298395439126456 73:4.495182258025999 74:-3.695295585343917 75:2.820142139226747 76:0.7880105336051137 77:-9.551037380769451 78:1.922915564223964 79:7.589950930701729 80:-5.085729322818485 81:-3.304615797209815 82:2.102381964657113 83:6.427665229552683 84:8.111255635471442 85:7.508063813052101 86:-3.650321772515843 87:-6.61884514800821 88:2.286114441640038 89:-7.403311520365696 90:-3.810749826686394 91:-6.074081349103666 92:8.454922836178762 93:-8.699590997768571 94:-6.598186360030282 95:-6.504791808895656 96:11.2560971515274 97:-7.900914331908377 98:-8.610322774830497 99:-2.754343594189537 100:6.74546433243385 101:-5.478502892269597 102:8.627306717759597 103:-8.463344081633142 104:-5.885905468524609 105:-9.09820670645518 106:3.774583747102167 107:-3.057613066963132 108:-10.10357167059431 109:5.271125313830515 110:9.862093312730394 111:5.798899604034694 112:8.00305546246525 113:-4.498791696486146 114:8.47451006578121 115:-7.609568829528491 116:-4.250941671927522 117:4.057959946574682 118:2.022912162213106 119:1.951793827636306 120:6.26429180340853 121:5.557496182529961 122:-6.718331652006818 123:-3.454658424454949 124:6.833190383461332 125:6.546359387210055 126:-6.386646963494021 127:-0.5275227892480661 128:7.560396152258447 129:5.979253898087006 130:-3.621392756258455 131:-1.276867830209371 132:11.24098450091208 133:0.225444890221153 134:-2.697731439706116 135:5.627103552051506 136:-3.273991991905527 137:7.194141043622695 138:-10.40261251964526 139:2.09891353044642 140:-9.055334651165117 141:-8.500066490335358 142:6.900934448410704 143:2.875507058596823 144:0.238688958506353 145:-5.55404367389292 146:-2.054890426747951 147:-8.886386685275943 148:-1.755981106225187 149:-2.728074034161343 150:-3.707070873899348 151:4.775748514706966 152:3.839968221134641 153:-4.023496323200487 154:-7.347275979967177 155:-7.348078875893605 156:6.5487904298107 157:-1.006456972925379 158:-2.656213101287741 159:1.938566972911266 160:5.208024153973472 161:8.513543182294942 162:-9.958423676477782 163:1.537550281889795 164:6.558484528448227 165:3.497979183092967 166:-5.050294341664143 167:-5.630876962856246 168:3.330916798959441 169:-1.198334692116152 170:-12.05268975433423 171:-8.987826466442188 172:-6.725113609106512 173:7.924428459233538 174:-2.83684057244775 175:-5.272475837852975 176:7.268154497884883 177:-4.460769153058005 178:-3.739824997290756 179:-4.600384722147004 180:2.683906966472156 181:7.715235233353093 182:2.925860852911826 183:-0.9815393272297889 184:0.1632676058435552 185:-3.410641588629448 186:-3.394803931210781 187:-2.261564037718436 188:8.72774704964103 189:7.397115864314927 190:-10.33427816334822 191:-3.37158411518713 192:5.762411856874173 193:-7.8326425726682 194:-0.1389843626336229 195:-8.677432427842655 196:-9.260290131665618 197:-6.156466044907433 198:-4.254665619149133 199:-5.515768921391216
--1 0:5.21998494163945 1:4.731548040068819 2:5.906840407791116 3:10.28633220586621 4:-6.849713146894906 5:-0.2087193875815543 6:-2.727106859230402 7:-3.11561012927442 8:-5.3829623539027 9:-7.363705992703975 10:7.019525122215842 11:-6.114310153480765 12:-9.548250770303422 13:-4.654381055693024 14:-7.976325562554073 15:4.885638873923368 16:-2.910020325850359 17:5.478411158346685 18:-0.5135568124779375 19:-1.894614722295345 20:-1.702126024574782 21:-8.455215600991542 22:-9.113962818859742 23:-2.518733968309288 24:-1.002421910756013 25:4.539011466718979 26:7.51096210871104 27:-0.6086013668346898 28:-8.177311379340797 29:8.346439116671879 30:-2.3093634608605 31:-1.270752941378108 32:-9.784042153725352 33:3.204844643247901 34:-5.698373499903004 35:-2.443892318640322 36:7.123340682134919 37:3.480841676940178 38:3.54812234661953 39:-9.477206563127426 40:-2.466258762967747 41:2.215326393713009 42:-5.951464148431072 43:8.358867583284429 44:10.8813147659774 45:-2.170304707589803 46:5.075558865657297 47:-8.386307426218968 48:-3.884604482388327 49:1.986845570339613 50:-7.534793094021915 51:6.608895443457836 52:7.312520146528314 53:-7.46809616414472 54:6.251819652054779 55:3.58723366227745 56:-1.031102239095445 57:7.324540840624762 58:4.212640645733332 59:-2.377171558934927 60:6.083386630936411 61:-0.8178325478369932 62:-4.358681416284773 63:-0.5392784515439062 64:-0.6622004566419784 65:-3.537947781060642 66:-9.959641110060497 67:-8.252165249303655 68:8.065248200892372 69:6.853471215099732 70:7.389014397984329 71:9.420650614851196 72:0.7713596593402442 73:6.19727538594597 74:0.06090112294502148 75:6.10036338013022 76:-3.197247734464144 77:-0.9885255674134577 78:6.8154537819926 79:8.804668481626157 80:-1.670648947563169 81:0.9128398607885382 82:-7.785816079594032 83:-1.367403775112926 84:0.5892028539227232 85:7.320971292723196 86:3.086275293577353 87:-5.680198504373783 88:-4.483430396761091 89:0.5133924931041253 90:-4.049904372890196 91:-4.342720316112283 92:1.378993467080309 93:-2.307009550222616 94:-5.994427772202104 95:4.766237230120561 96:7.486869906415548 97:-8.639254153267069 98:-4.183708789882663 99:-2.538080131378732 100:2.530636671018883 101:3.984973900365025 102:1.107899499799194 103:-2.736765290422523 104:-7.912957292542831 105:-1.520627773652006 106:3.257499700870797 107:-0.4625993580473335 108:-1.293710178704257 109:-1.731607820558226 110:7.026275950780906 111:7.724505626928558 112:9.559731862934921 113:1.069312494423881 114:7.466783698932025 115:7.675773613750279 116:-8.882074141671566 117:3.617794888825617 118:8.014971723206356 119:1.852740998536384 120:2.555829881986277 121:-3.375683106186308 122:1.721752906739412 123:8.50890064079459 124:2.91809635185909 125:1.415878871427478 126:6.627476012590528 127:10.02544588931233 128:4.791007493738471 129:0.7893134211049943 130:0.3877738836968623 131:-1.812766583735081 132:-0.6318510294871709 133:0.6949723307438616 134:8.521875176241039 135:-8.413335081266748 136:-3.892053087819017 137:-3.281607173855305 138:-3.131353088202983 139:-2.359133851726019 140:-2.660138025011864 141:4.077643021345589 142:-3.308132219276339 143:-4.431897048801133 144:-0.3530391153730974 145:-5.139768648077966 146:8.709377291815127 147:-1.678328139979264 148:5.046129577682601 149:5.629505467754847 150:8.109584875347734 151:-10.60199171038415 152:-3.842928723389802 153:2.256937618048314 154:5.560096085983076 155:1.495756933398725 156:-5.798428809865692 157:0.9449692917980141 158:4.159380496354939 159:8.451683037465763 160:-5.643118217240517 161:-3.980584593161439 162:-5.160896648823194 163:9.106661708580031 164:5.202170508323586 165:4.624703901436682 166:6.201801451980883 167:1.315212165179158 168:-7.309935704550041 169:3.642472359587225 170:3.974609030280813 171:-1.686018399536676 172:3.762255402194199 173:-5.772191758728705 174:0.83686992435417 175:3.848163881403277 176:9.327703849482154 177:2.955755766347125 178:-4.426361848164583 179:-1.143670040510618 180:-1.796598190830079 181:5.994382186202603 182:1.908672261274492 183:-5.790337183048597 184:-7.990070890019543 185:-3.305519749015036 186:-1.586197668806583 187:4.585584039414631 188:-9.737448881996817 189:2.071035157657425 190:1.358352917366468 191:9.505137779370203 192:10.00083336433807 193:7.953238738458308 194:2.6694320590861 195:5.217933827641771 196:9.772664153691071 197:3.489519927778824 198:2.373871014154013 199:-2.674485695481222
--1 0:3.954790300758444 1:3.870343757609681 2:5.506956421902887 3:9.243364681417878 4:-9.504627445881813 5:1.475839472875207 6:-2.177688855357555 7:-2.551760505043903 8:-6.071270304464814 9:-6.846205645117989 10:6.2791082568004 11:-5.464621976764466 12:-5.945136849049709 13:-4.022062838648155 14:-7.568536236472157 15:4.214504311116686 16:-1.658615443686104 17:5.798968302176119 18:-1.725559680281625 19:-3.439927057984987 20:-1.079184202388632 21:-7.501000611838686 22:-9.567350717430244 23:-3.712827591395464 24:-1.581816327652494 25:4.620915274089849 26:9.691540211023886 27:-1.388416103755156 28:-9.151099222950196 29:9.738972625125754 30:-1.643844644534325 31:-2.555381584850244 32:-10.14968697599911 33:1.557054445642787 34:-3.323046867797411 35:-0.6772932820789468 36:5.07995559213806 37:3.027225347647213 38:2.901305449678116 39:-8.746838355504146 40:-2.683994731853693 41:3.082024465408006 42:-8.493827339346188 43:8.824335398699988 44:7.53191206079932 45:-2.452898685623763 46:5.777333377026689 47:-8.880782334522991 48:-3.941064688330583 49:2.406992299472954 50:-9.125149827616104 51:6.038860117943537 52:6.938668540989105 53:-6.829257761610274 54:7.372183960774191 55:5.271476783309983 56:-1.600421435142323 57:7.830307444943511 58:3.106356152969021 59:-4.258705250510985 60:6.623965090882035 61:-0.2458708180876865 62:-3.258305362338168 63:-2.105409779847212 64:-2.810314751640337 65:-3.99494866297737 66:-9.49505374988288 67:-7.726212021976053 68:11.70920573946884 69:9.331036833180622 70:7.758285422959883 71:8.398339410942969 72:0.01103551873426784 73:8.853639588687402 74:-0.09092907378198117 75:4.706594185175654 76:-2.156232591464606 77:-1.874106559463891 78:8.906201068232191 79:9.202259009686896 80:-1.907857218938125 81:0.8877007471142431 82:-8.723801792719053 83:-1.94790827328951 84:-0.2964551476871113 85:6.607657163406827 86:3.200207144989634 87:-6.610940175313269 88:-4.998953817114877 89:-0.8747722355105112 90:-5.761078242041453 91:-4.564754554397988 92:-0.0794182087239752 93:-4.855157936746226 94:-4.718869693916553 95:3.339849344964455 96:6.791414160671812 97:-9.667059393682386 98:-4.237018327252416 99:-2.81705550404439 100:4.467835377131977 101:3.60177611602274 102:0.8299395578789093 103:-3.646284519586817 104:-5.112982174272749 105:-0.8888548520168433 106:1.362563098461264 107:-0.2631058344820774 108:-3.171415553000276 109:-0.6447195263058634 110:4.859818191659589 111:6.623913361013222 112:9.807698856748143 113:2.415900422730211 114:10.29613959226547 115:9.373548975247131 116:-10.21198953864318 117:2.09878562888314 118:9.006163125355483 119:1.106195397914296 120:3.58153533774805 121:-3.024111027611173 122:2.321245426938795 123:10.24478763964105 124:3.297991213234308 125:-0.09971671226812856 126:8.570097878497068 127:9.297005736124843 128:3.974445991264463 129:-1.268956527225762 130:0.2225176041416423 131:-0.4729751751129558 132:-2.593028383102115 133:2.200501011523055 134:10.21456160708176 135:-7.197752615562992 136:-4.216664866884031 137:-4.362056221916942 138:-2.515069319412669 139:-1.195236384461518 140:-3.974785440488736 141:4.438453648057088 142:-2.528680404386563 143:-3.013145902872201 144:0.1526104850623867 145:-7.441659150240922 146:8.760149097960914 147:-4.037158081356457 148:4.795495589831648 149:5.023952670604027 150:6.275996419977702 151:-9.322609863804495 152:-3.69548990425244 153:4.345787087705192 154:5.260450554278114 155:2.159577410767008 156:-4.339476433137125 157:0.475192991312227 158:5.208332918006875 159:7.316662992840417 160:-4.326992433491021 161:-2.615401914475857 162:-5.528583322845593 163:6.137703584747029 164:5.395908870316566 165:5.026979702541277 166:8.209342980973915 167:-0.03752456930035719 168:-7.080110669150351 169:2.829471695644263 170:2.779706776601794 171:-0.7669149325257452 172:3.513596813376309 173:-8.884226097609391 174:2.380497112308525 175:2.047477021016915 176:6.871863574551076 177:1.827326625835359 178:-2.295848850386655 179:-2.029584632916715 180:-1.791193148741316 181:7.400370501338856 182:4.801997264806348 183:-5.774623944815363 184:-6.422678724399228 185:-6.445721381686341 186:-2.263929576780741 187:5.438730574023162 188:-10.76784582805302 189:2.000461476469523 190:1.903739501736095 191:7.412833068212923 192:9.804695871646132 193:7.670821567666061 194:3.070473266588887 195:5.817061371412827 196:9.908808051636179 197:0.7694892135824765 198:2.730492845390375 199:-2.376195239522417
-1 0:7.832227190186763 1:-4.982848188114593 2:-4.80134125054952 3:-1.880695073224188 4:5.656519568796922 5:9.587707450776882 6:-8.847171439154641 7:-5.599636849769789 8:7.718133363807512 9:6.801108015534274 10:-6.491670282479887 11:3.895565329740794 12:-8.805902055596189 13:-8.766043983660467 14:-6.405202360975328 15:3.158292565495474 16:6.283633561214187 17:3.216817544585108 18:-7.808717006434542 19:-2.129057409396695 20:-1.668758843881728 21:1.766395773549643 22:-6.766846157950118 23:8.292299091930039 24:0.6203137682421909 25:4.287975851387452 26:0.2210837687935674 27:-0.6031869197017776 28:2.878965074315721 29:7.80896365230268 30:7.704582037550992 31:3.841290914283982 32:6.810519934391429 33:4.186980078744516 34:6.260390228280324 35:3.38212312995023 36:4.55425524571268 37:5.328280022999477 38:-7.136947204783715 39:-4.957570287321067 40:-1.771183131619482 41:1.057983883851719 42:-0.9932578829533738 43:-10.09579651585128 44:0.8055672764054735 45:6.824802109780973 46:-11.01047654737235 47:-3.86680170253236 48:-7.552443983006906 49:6.192593256666956 50:1.484362338285591 51:0.2448331659974783 52:7.827363345216553 53:-8.811814425325512 54:-3.653092494345292 55:-2.673325508953514 56:8.433505889452332 57:-7.849743077502011 58:-1.653728815291939 59:-4.625386016328577 60:5.974249745743606 61:-3.877924404022492 62:8.504435095534925 63:-0.3248476382950729 64:1.222170755244842 65:-1.500763410960225 66:-6.153027216153639 67:7.069929662888522 68:10.15836452005775 69:-3.561201896824616 70:-0.236433004557987 71:3.982563613691016 72:-0.516551293557824 73:7.013532438602112 74:-3.787570499052718 75:0.8305346856972864 76:2.265310051337943 77:-10.11456409050355 78:1.131147368675558 79:6.421671291763515 80:-6.347767087348093 81:-4.18849702937298 82:3.851480998479468 83:7.246728180625074 84:9.072924600310166 85:6.834756202817753 86:-2.664999531913828 87:-8.586862318411514 88:-1.330061538514144 89:-7.114865138428303 90:-2.581124891439545 91:-6.449788147611574 92:8.331752002479497 93:-8.537419132510056 94:-5.404363012337318 95:-7.564678089753034 96:12.64817230217413 97:-8.167719504655743 98:-6.30075010299205 99:-0.6495977537098063 100:4.712486992345428 101:-4.529675767770782 102:7.032207138726563 103:-5.659377810980264 104:-4.839924657599421 105:-8.732771885952715 106:2.193619978573311 107:-3.911832451717978 108:-8.603201459341088 109:5.28928242406879 110:10.48860888500488 111:7.346364944644773 112:8.052340609704014 113:-6.214835185708092 114:8.469485538463818 115:-7.108494853402417 116:-3.531452769419391 117:2.619401009465274 118:3.236231955884649 119:3.413711093488194 120:9.938367627901155 121:2.841235661050019 122:-7.364848934161669 123:-4.524645954075727 124:6.303510556102866 125:5.200851959803279 126:-9.430920681458819 127:0.3258822878158936 128:7.904282901711863 129:6.539954700638795 130:-4.654452644931315 131:-1.182419510069892 132:11.50250530970081 133:-0.7658792282901801 134:-3.67125033701107 135:7.115248519905598 136:-1.642041327204357 137:6.667649572168791 138:-9.355281646352715 139:2.177347238467037 140:-8.996161412761614 141:-6.665007932945461 142:8.207648166867052 143:5.198770062683989 144:0.5815605444727463 145:-7.020646628652459 146:-2.248367421807405 147:-7.512088689339511 148:-1.81702937088746 149:0.1700846564818794 150:-4.177257245930559 151:4.815021866687981 152:1.623570090204728 153:-3.718867661290675 154:-9.012549046445773 155:-7.829316144354973 156:7.519298461861414 157:-1.759431459543989 158:-2.026362377190433 159:1.721755090776714 160:6.148565205215842 161:8.434465566689362 162:-9.201604399304385 163:3.041119320774231 164:8.225949122700831 165:2.26163160127348 166:-2.415980970128274 167:-5.138088820677204 168:2.989321164742828 169:-1.798052038486539 170:-12.16699116105342 171:-10.02113755008457 172:-6.671652427393491 173:8.783572755902526 174:-5.60608756813466 175:-4.972312371986819 176:7.441296111498921 177:-2.83146100957257 178:-2.416521164006215 179:-3.393844293423561 180:4.472782197418723 181:8.218650864854082 182:4.809382632859869 183:-2.102768923468457 184:1.908747260653977 185:-3.089820111047835 186:-3.786080716936769 187:-0.7639874261512541 188:9.714506286375368 189:5.690627279859281 190:-9.009955080724348 191:-2.966206248563945 192:6.990811702732699 193:-6.225562494725323 194:0.5190984340252474 195:-8.614922340655056 196:-7.968722990972526 197:-7.996183020307329 198:-5.805278652337486 199:-5.764941725300213
--1 0:3.387419099187002 1:5.030136334669589 2:9.161992011760706 3:9.736963591847692 4:-9.039103154099989 5:0.6636894679295231 6:-2.638254799581214 7:-4.272667973504117 8:-6.841587045564879 9:-6.274628431877115 10:5.116888447134907 11:-4.392401391276246 12:-7.769502091819311 13:-3.535481340713757 14:-7.99050608550689 15:4.012933909437964 16:-2.177021312445875 17:5.291781643007589 18:0.6572172869109375 19:-2.087356589749387 20:-0.8023324553691914 21:-9.615232854458029 22:-7.500568423919614 23:-2.47488637208804 24:-0.2663104104557568 25:5.188282702218846 26:9.962432511828005 27:-1.574918230088278 28:-7.042867400072542 29:8.394623386117017 30:-1.454812809880728 31:-0.772959272535878 32:-10.29061564784337 33:1.708600427316816 34:-4.439745076751065 35:-2.120556400335534 36:6.93514710010442 37:4.748384881393574 38:4.109662936452684 39:-9.830491671799184 40:-2.230367254038794 41:5.093237850796534 42:-8.160762613627918 43:9.902929389507763 44:8.079030624245084 45:-1.696372086104473 46:7.281719049333387 47:-6.355413427252153 48:-2.228629110723481 49:1.28723000472015 50:-6.640208477805958 51:5.562758782175145 52:8.376147745201205 53:-7.45249290947459 54:5.767918431349965 55:4.505261601683047 56:-2.852554505977443 57:7.346942685739332 58:3.671552883095591 59:-2.532471885789123 60:4.836600638466261 61:-2.656435037883614 62:-2.819518817374714 63:-1.929473338802035 64:-1.864455485108011 65:-5.573713543462037 66:-10.55726938308959 67:-9.178595843445663 68:9.718534269886078 69:7.54625403505187 70:7.280867708902507 71:6.836250851433883 72:-0.8553022600797657 73:7.004565757050184 74:0.9042901546011184 75:4.196747702757611 76:-4.250192457127266 77:-1.57632524771148 78:8.319508443168241 79:8.149444447758373 80:-2.131160151972548 81:-0.8479628914165325 82:-8.403330172372144 83:-1.49894468512918 84:1.584442272303814 85:7.406870288770695 86:2.992239210260877 87:-4.099022326137882 88:-5.149075759541125 89:0.05019085271082901 90:-3.234353880000405 91:-4.376057936362312 92:2.031662447712265 93:-4.384915704651209 94:-3.321947960146699 95:4.958613684024765 96:7.886626059370403 97:-10.49597043109462 98:-3.296215833853855 99:-2.877419044664359 100:3.875108979432769 101:6.336056689796809 102:1.897434865247703 103:-2.971063902642325 104:-5.458308655458906 105:-1.085950599634471 106:0.896006252081341 107:0.6442214837924449 108:-3.648294023691479 109:-0.2731864550906948 110:5.068077375224146 111:7.365416050267876 112:7.802237049233482 113:-0.46929218159974 114:8.085377471784996 115:8.401661737303582 116:-7.676485317156013 117:2.117265495214534 118:8.067619929907185 119:1.722039528385739 120:1.890260827633112 121:-3.735611237712645 122:2.968681104494546 123:11.05540776102852 124:5.066675116573273 125:0.3664515227749388 126:7.79594479715624 127:8.299738968264567 128:6.06629590926615 129:-1.12923210761312 130:0.1805281320414296 131:-1.306017731569173 132:-1.020491621065566 133:3.160497850869835 134:9.001389757337984 135:-6.083079766858103 136:-1.542599372856845 137:-3.30098684669353 138:-4.009435304004308 139:-1.172601001647796 140:-3.74905292966244 141:3.937814829864795 142:-3.735913955279065 143:-4.674156541696184 144:-0.1638041063512815 145:-6.335106543815508 146:7.923290012346702 147:-3.211648360151572 148:5.149216993899968 149:6.175154221093861 150:5.567980149278064 151:-11.18720990001707 152:-3.628865246763495 153:4.073925752096405 154:5.646279409344962 155:0.3183915225842364 156:-5.646090585100581 157:2.914407447728525 158:6.176610046648332 159:7.555011451899907 160:-3.588188502372716 161:-4.074410543555982 162:-5.690138791124521 163:9.174005170531231 164:3.93139031169941 165:6.447206869423447 166:7.618999445230291 167:0.7355031737748057 168:-8.697457410292355 169:1.941455044943885 170:1.618809118075744 171:-0.9960025910470676 172:2.562437285540904 173:-9.152294814560921 174:1.159421134091952 175:4.131453965618677 176:6.808160089811969 177:1.932560756703931 178:-3.004744707499346 179:0.2090288843360282 180:-0.2325145559042047 181:4.727924267840573 182:4.879083852022617 183:-5.15462327406359 184:-5.520572449571273 185:-6.339205378539923 186:-2.084911929652845 187:3.382686682805244 188:-10.72394605913965 189:2.06554149063885 190:-0.5264299390758336 191:7.634829173667335 192:10.58851745599646 193:5.574695395055429 194:2.623197736295928 195:6.183807135972953 196:7.663277420651044 197:1.314469225620448 198:3.24625001817038 199:-3.704656744580043
-1 0:7.186860774332205 1:-4.72701562783411 2:-2.910178319406517 3:-2.400225655023527 4:3.835276473311203 5:9.6460589816698 6:-10.18188544793693 7:-5.074149156417015 8:7.259760528731608 9:3.86440719025048 10:-8.814549622357994 11:2.80990272225823 12:-9.363284663106489 13:-10.97245482123339 14:-5.434168321884669 15:2.616282943096617 16:6.068558013095218 17:3.75535846807283 18:-7.328981213921146 19:-1.651471067539831 20:-3.443000527939225 21:2.446505822177477 22:-7.893129655934484 23:8.256515272111663 24:-0.6772981538069971 25:2.775320138727294 26:1.519761420015185 27:-3.679204051617238 28:5.84744228503479 29:6.364156957177038 30:6.220257196631072 31:3.698560047740015 32:6.768554454598898 33:6.355115381381154 34:7.158259422771369 35:4.000755048577094 36:5.956824203194051 37:5.744279493768731 38:-9.389954412325935 39:-4.110034273327125 40:-0.4882245977245431 41:1.013859632532933 42:-1.341180298484694 43:-7.657217604191834 44:1.002535963227036 45:6.768683044800974 46:-8.266080904427561 47:-5.037338540915096 48:-7.460512759206074 49:7.404800982779673 50:3.561464070488531 51:-1.739783224075863 52:8.519089985105747 53:-8.685831005835126 54:-3.501318938381238 55:-3.624319020077545 56:8.343765731690279 57:-8.147150105384195 58:-1.113433009929823 59:-5.956770733336353 60:8.786830731519755 61:-5.250539307319347 62:8.865384976408887 63:-1.08753322339538 64:-0.7762118462553802 65:-2.799683525172697 66:-7.3010242896729 67:10.23080452439314 68:9.733249280957178 69:-4.132457836979792 70:-0.658420590265985 71:2.18714542478615 72:-0.4614159397365118 73:4.606306844904118 74:-4.188168161056293 75:0.8023351206201452 76:1.798542821340829 77:-9.455526369839296 78:-0.02367122253382292 79:8.144994660310598 80:-7.132008561529203 81:-2.416573734967648 82:1.204673690553375 83:6.673590451235491 84:7.464082421581372 85:8.991031366321858 86:-2.655722826263465 87:-7.440740808484198 88:0.4218341511827886 89:-8.140559861518899 90:-2.671125368777682 91:-6.870248437018475 92:8.964016731749634 93:-8.257934492899032 94:-5.47770887595181 95:-7.46097069179598 96:10.62842906392181 97:-5.983310461156692 98:-7.637327368559764 99:-1.263261062629573 100:3.952585684394652 101:-3.140757700982886 102:6.741623864817997 103:-7.840248775450331 104:-5.396537244756551 105:-8.951366365155973 106:1.96814176478826 107:-1.655741534757568 108:-9.901678237798201 109:6.155251817953969 110:9.414505252425688 111:6.911388739471972 112:9.410790191139217 113:-5.634398800953604 114:9.023101328865065 115:-7.586120759306704 116:-2.986930876380248 117:5.432060738026285 118:4.027750223810536 119:2.421533626313606 120:9.559606916755591 121:4.157781662250959 122:-6.837072142591953 123:-2.522090983003969 124:2.517338305309963 125:6.465855649090587 126:-8.08047826202462 127:-2.730038695290255 128:5.816084319171083 129:7.103397705339346 130:-2.478001954820089 131:-3.230509557248014 132:9.322774923534126 133:-0.0875674067308454 134:-3.878457018963847 135:8.075530643706808 136:-2.625586569899091 137:6.331689923140398 138:-9.021698884981813 139:-1.244261275070953 140:-9.266328791585929 141:-6.255887273333213 142:7.523468201105397 143:3.293052122218751 144:1.135271698067517 145:-6.668864381871373 146:-2.196048444938625 147:-8.675515789269003 148:-1.119876614123866 149:-1.226550408007867 150:-3.037597652164161 151:6.973126080572841 152:3.962666264768318 153:-2.346761160453652 154:-7.906364659397131 155:-6.747582449821125 156:8.078489402872346 157:-2.161013770899632 158:-2.078237665760668 159:1.668575285880166 160:5.871195648799686 161:7.709050658072319 162:-10.64700917089938 163:2.823646769960032 164:9.592211538113022 165:1.794534483517325 166:-3.824094058268901 167:-5.475343346810298 168:5.115114252752599 169:-2.704743865303586 170:-10.16303095157197 171:-8.548759102965349 172:-6.755245860363551 173:7.520401081352573 174:-1.954687758839288 175:-4.999578933410471 176:6.859487479148703 177:-2.396851887210352 178:-1.944664517004749 179:-3.832223565469778 180:1.981249979389199 181:6.948805264546884 182:4.763054980803247 183:-1.260791842664362 184:1.141860195923764 185:-5.447967435884234 186:-5.189738246649232 187:-1.672804861532076 188:8.138473650621316 189:7.01386948226724 190:-8.915185285165197 191:-3.022712706080363 192:7.250240722320618 193:-7.247341874925461 194:2.004584896189295 195:-6.985100342305747 196:-10.2102546962449 197:-8.77762539462727 198:-6.459497099408242 199:-7.955799542123347
-1 0:6.960125271201226 1:-2.684330738170998 2:-3.441434631292824 3:-2.093136527666715 4:4.88081093790359 5:10.32485127057664 6:-10.63636825067497 7:-4.450929734200489 8:5.856206279450316 9:4.002713253708388 10:-7.079425182203369 11:3.120025584861752 12:-6.43955249912808 13:-10.15490690214746 14:-3.195909488958792 15:5.085460820695995 16:6.976717464345588 17:2.165908899823087 18:-7.886547627710087 19:-3.006372569856525 20:-3.180789118643789 21:2.719463877969711 22:-6.435919142331075 23:7.352365338873649 24:0.9971702292223149 25:4.223535590573959 26:0.2294779301716071 27:-3.09344591424944 28:5.689832318889702 29:6.901519116737376 30:6.579076134513601 31:5.208015475949459 32:6.697520487932304 33:7.777308247401145 34:6.555250577449113 35:5.387247668547867 36:5.745436313058342 37:5.979431895880897 38:-7.723433071066682 39:-3.096171217693172 40:-0.8780577655215445 41:-0.934465109240455 42:-2.034722817568888 43:-8.354728349193655 44:1.793136966178267 45:6.836300632419692 46:-8.799466961406495 47:-3.148058122294725 48:-7.56710975551631 49:7.310592028588686 50:2.826527416008176 51:-4.395556786691994 52:7.626538389638667 53:-8.893380093340756 54:-2.247078685673511 55:-2.712785939856656 56:8.926404619293582 57:-6.869393737263744 58:-0.1925304713841913 59:-6.17488026443163 60:6.220144402480459 61:-6.205374680937799 62:10.60209353982782 63:0.1872993426081306 64:1.353928486712235 65:-2.531117165486237 66:-5.529967728872255 67:7.858755973069012 68:7.439903654487921 69:-3.635320055504828 70:2.100756033905921 71:2.199060893605579 72:0.3807372433908613 73:5.116337555649234 74:-2.63218743694432 75:1.764860361075931 76:0.6749018097944104 77:-8.303886960999669 78:1.204248601877006 79:5.057888393576607 80:-6.431352268529706 81:-3.699504149023936 82:3.954730027675946 83:3.561693430877156 84:6.049065482538639 85:7.521305381681674 86:-2.840497031215348 87:-6.50130881998501 88:-0.4528123625813855 89:-6.415121367703413 90:-4.174759530947393 91:-6.405248344713248 92:8.723716559538486 93:-8.7215192609772 94:-4.629737291148896 95:-6.486130872807207 96:10.07123382698775 97:-8.257634575806659 98:-7.711230494016299 99:0.3236563591468451 100:4.392758364041053 101:-4.457988375280708 102:6.069210666386061 103:-5.916092523302265 104:-5.265504849733778 105:-7.009266720122984 106:2.033221812476202 107:-2.117540276697194 108:-10.75612726397436 109:5.005410450514521 110:10.39312338248736 111:5.956715468245476 112:9.549804658918998 113:-6.184842818815886 114:9.486759952361165 115:-7.495604272582939 116:-4.093551993432269 117:3.836992243386968 118:2.491755688379548 119:2.535701410483001 120:8.745965429633316 121:2.751235094459532 122:-6.034242133461241 123:-1.871136792602102 124:4.410305670677491 125:8.101333720035598 126:-8.867372003446322 127:-0.7336801897766976 128:5.020655416217748 129:4.534233037051099 130:-2.128108964228902 131:-1.354332047902319 132:8.611728663920898 133:0.3486594089775188 134:-3.277766849378458 135:7.596495679551075 136:-3.084702118203652 137:7.301617711226255 138:-9.04393513869417 139:1.114901171613302 140:-8.896921508160318 141:-8.159648388749515 142:6.480347403814345 143:2.545267950550057 144:0.5419016619099294 145:-6.321411378688663 146:-1.788296203999197 147:-8.368557166127754 148:-2.576004731544123 149:-1.721640994936901 150:-4.776729499324249 151:6.216871440425781 152:2.683372607041411 153:-3.130400277915172 154:-7.088890534202593 155:-7.343182049461202 156:7.802878376669915 157:-0.8653029242467174 158:-2.875326447254159 159:1.416413236325603 160:5.297595966934434 161:7.549128235114329 162:-7.289346403236215 163:2.386626785271591 164:7.178187199672164 165:0.06980861682365913 166:-3.123112415532809 167:-6.87910834252287 168:3.237319340813799 169:-3.373018900323324 170:-10.05413679448822 171:-8.534166689483115 172:-6.210015949658446 173:7.100090044504642 174:-2.715759418977203 175:-5.132362461985218 176:7.749484989357473 177:-3.723278734265613 178:-3.437605779088098 179:-1.244652468695853 180:3.151211699866673 181:7.755123806879253 182:5.527187010620599 183:-1.703697398885014 184:1.794623906025358 185:-4.447015427992155 186:-5.012867553022941 187:-0.6729733832664374 188:8.063256963365687 189:5.384040500022205 190:-11.15910140294862 191:-3.102486476730434 192:5.780316060779171 193:-4.658520439617078 194:0.3889036619853127 195:-8.349813724158698 196:-8.887924105675706 197:-8.632779575114268 198:-4.791273914863915 199:-7.761069773414055
-1 0:8.42775112838075 1:-4.273445422217772 2:-4.888756800970642 3:-2.235118955517598 4:6.522356555207974 5:8.962975922475692 6:-10.2354745812068 7:-6.150926207692473 8:8.041367472902609 9:5.575524413074655 10:-7.741633886605373 11:4.674709150277309 12:-6.549861397758837 13:-9.741190499350493 14:-4.943418407078012 15:2.328698321974527 16:5.645786958465854 17:1.882646043884617 18:-5.681124817309481 19:-1.755517166010625 20:-2.507572497045416 21:1.32979970019776 22:-5.770780707433594 23:9.670412081098034 24:1.26610053706914 25:5.926229216709991 26:0.6229701402566231 27:-0.1859193030498418 28:3.098822847397795 29:5.89752681978333 30:5.596363700645917 31:3.639159952465642 32:5.914044310329352 33:6.598275915910909 34:7.580176643543494 35:2.919981067007777 36:5.226984157623804 37:5.692773624395242 38:-7.148460573582498 39:-2.880154319146442 40:-0.753460275915032 41:0.3720065274887959 42:-4.751163980247595 43:-7.926638506565554 44:3.923156835382883 45:6.101753256312142 46:-10.4512825506426 47:-5.565612051860621 48:-9.699139799347043 49:6.825685861357915 50:3.874356406411602 51:-2.114977187650961 52:6.898554323623381 53:-10.67778735419784 54:-0.5126342809010842 55:-2.415981624994853 56:7.136832446363162 57:-7.965205681005846 58:-0.7739504403847662 59:-4.926912197001875 60:9.793669477963656 61:-5.593278688902533 62:8.563086360106951 63:0.8701342266593269 64:0.3547990869927676 65:-2.279898033228004 66:-5.230955913134368 67:7.598619603972608 68:8.2619101087181 69:-4.62293812349781 70:0.1628790845439531 71:2.886743748905543 72:-2.470492908272064 73:3.770598044734952 74:-3.864079355153211 75:0.769145424139444 76:1.766187133743747 77:-7.627647692820149 78:0.3943061908153542 79:5.829122920599373 80:-5.178958008255973 81:-3.490905703526568 82:2.834298765330959 83:4.832562543505789 84:6.783806557819986 85:6.156274880372015 86:-4.688520893646749 87:-8.050493759738906 88:0.3889018036165839 89:-5.314600210521619 90:-5.081423743412653 91:-8.337086440653852 92:7.175585840482882 93:-6.795480009103804 94:-4.212694815561257 95:-8.86316966319545 96:8.290122812151074 97:-7.308267113657879 98:-7.572977497761948 99:-0.9410785537364028 100:3.994658517111726 101:-4.063080341791738 102:6.448080531424599 103:-7.040180078191227 104:-5.853821666081987 105:-6.694171486582515 106:0.7908103631294988 107:-4.142110893816213 108:-8.513041628757819 109:5.304259182049476 110:10.7918065364742 111:5.192756901475031 112:7.600280831628229 113:-4.846918241348167 114:11.24598825450873 115:-7.215225641756065 116:-3.984098582616486 117:5.777806661484759 118:4.478933642330285 119:3.87582859526078 120:8.203867459497546 121:3.742444757492408 122:-7.289122385727739 123:-4.010150350745483 124:4.448531640097628 125:6.259504243754735 126:-6.077971359118013 127:-0.04712064022255991 128:7.339893548414183 129:4.311012372847963 130:-5.202525552630686 131:-2.091002926506285 132:9.596627765262241 133:0.1111708734256914 134:-2.537922314175981 135:5.515737863753388 136:-3.586763992961763 137:5.824007180589698 138:-8.993318969550149 139:2.214543550537133 140:-9.385990214154189 141:-5.364015766226432 142:6.131877468107183 143:2.757013690085571 144:-0.1935888253167308 145:-5.295793521650444 146:-1.65703654492368 147:-8.217425967014981 148:-1.732314324472644 149:-1.05622117710011 150:-2.157526608390868 151:5.418281885022983 152:4.341498778370721 153:-4.341606523920831 154:-8.851564273548384 155:-6.974255582997257 156:8.055677182381283 157:-0.1515931873630776 158:-3.601814758741053 159:3.109148547315322 160:4.67675185025294 161:8.018193048188779 162:-9.454650469998906 163:3.609564632681185 164:9.671393102447553 165:0.7009107324689927 166:-4.096293624147543 167:-6.075350598334278 168:2.366891934504324 169:-1.545784371232968 170:-10.29472480474036 171:-7.051686301069134 172:-4.729136201508805 173:8.346457321371812 174:-4.042599764699117 175:-6.219268799786478 176:5.865692750803637 177:-3.808602577833025 178:-4.584985489032116 179:-3.57399650143298 180:2.20485771339253 181:5.959121570669823 182:4.286542800631644 183:-0.8262691693989234 184:1.610740230632278 185:-5.142020031298749 186:-3.207599680270684 187:-1.498414527175642 188:8.316762996923151 189:7.569567217924011 190:-9.440547432807977 191:-0.05976722020694014 192:6.760408436878957 193:-6.456708498621086 194:0.5379455221457565 195:-6.293391872818589 196:-9.853572775657124 197:-8.248069940151067 198:-3.508688093700411 199:-8.471102318868148
-1 0:7.745364499285522 1:-4.6043647597558 2:-4.603365595865131 3:-2.112170917836548 4:5.233817107276045 5:9.987263707886047 6:-9.738445554358689 7:-4.590221354333973 8:5.704710362290033 9:5.945328076658153 10:-6.52497434685458 11:5.6851009477086 12:-6.737828077339849 13:-9.132726908907673 14:-3.300244169184054 15:6.000506803873877 16:7.503061639794947 17:3.951530402228126 18:-5.305367465737842 19:-1.272102881676362 20:-2.38169253156147 21:0.7738433101186601 22:-5.710866390082952 23:8.774847226164342 24:1.569142997638298 25:4.123154500239866 26:1.161423709309945 27:-3.504268313435131 28:4.342603590945634 29:6.045939710229831 30:8.087358666528457 31:5.404825003219438 32:6.702233814809042 33:5.743650704740064 34:6.710379606553313 35:3.350698585849936 36:6.484215833678585 37:6.700299083017206 38:-8.783617621228858 39:-3.31415258256086 40:-1.467367542916616 41:-0.09857845301233548 42:-0.5699759239078913 43:-10.69516046290145 44:2.352377258251036 45:6.537484326419593 46:-9.567259335943252 47:-5.186030427121064 48:-8.635920289875266 49:7.95273240656883 50:4.594246099376682 51:-3.118978630997165 52:8.438903426111036 53:-8.609378305647517 54:-0.1301924193522863 55:-1.88126126302489 56:8.329726155296656 57:-7.886983847015507 58:1.291253189100973 59:-5.801473370082835 60:7.105734911614737 61:-6.059934289730437 62:9.819840510608207 63:-1.141507189475389 64:-1.048094556832913 65:-1.380994373952509 66:-4.03897766031895 67:7.187508591774162 68:8.66432569319803 69:-5.018472522041072 70:-0.0721734177631671 71:2.863250511602412 72:-0.4886005455089582 73:5.651203891245498 74:-3.981880013676078 75:2.829860370393701 76:1.370372193193802 77:-8.705119937616315 78:2.539001843079671 79:5.599686817630864 80:-5.717048597624193 81:-3.29371541211154 82:1.038168343999139 83:8.285308139418749 84:7.686701199745658 85:7.362647254303568 86:-1.985400067203817 87:-7.43320305671889 88:-1.080476875440298 89:-5.858178213498551 90:-2.936464436203994 91:-7.569667391780248 92:8.429652623618537 93:-6.339077734391443 94:-4.805100300390666 95:-7.473496243243101 96:9.561222695517936 97:-8.863171549854711 98:-7.530004066689012 99:-1.196233945868755 100:4.766787001680479 101:-5.437034615002155 102:7.810594481661587 103:-7.705297353833878 104:-6.052003884040736 105:-8.209743557138047 106:1.26254996533836 107:-3.137766639004696 108:-8.910234263021071 109:4.439601248727301 110:10.55497041990179 111:6.00363138172849 112:9.258713198187676 113:-6.318947827378879 114:9.114723866116337 115:-7.612382776594647 116:-2.958267733075396 117:4.102272146477905 118:1.519939388705163 119:2.344440758703813 120:9.37650332937501 121:3.486850262755993 122:-6.206308092433146 123:-2.159708855729322 124:2.736425488519875 125:4.729521609387323 126:-8.535964497761741 127:-0.5507810701417849 128:6.059589608535784 129:4.777893792777194 130:-2.700483963282593 131:-4.246282785664778 132:8.237922222502018 133:0.5516644511848913 134:-3.282822473249375 135:8.295956855808061 136:-2.759140378009176 137:5.990992994431461 138:-8.328773204198475 139:2.36089507324763 140:-10.47460833608558 141:-8.558327199844934 142:6.368528429889392 143:3.025071646667731 144:1.942715815539642 145:-7.689520747175566 146:-1.465519981016866 147:-9.286966132950226 148:-1.02105117771762 149:-1.516006534528081 150:-2.118730219563958 151:7.183916594826298 152:4.589866242024225 153:-5.270945697664677 154:-9.080490277935803 155:-8.87656360262465 156:6.787607314974711 157:-1.673721178454361 158:-1.597404457165908 159:2.533210174928848 160:2.400129413762646 161:7.427077389473772 162:-8.37252614371446 163:2.626418652464774 164:9.919461581177533 165:2.269118398863053 166:-5.000871326207433 167:-5.825520108045851 168:2.424937092116103 169:-2.009463865093903 170:-9.30154349027093 171:-8.384113116233319 172:-6.114491067696624 173:7.865396688188616 174:-3.076463735934492 175:-6.488661832595532 176:6.773012657539244 177:-3.824602633698869 178:-2.12718164709518 179:-4.365071209158973 180:3.240040271924176 181:4.860469757316308 182:4.958168022611021 183:-0.9305877933571641 184:1.62197047198588 185:-5.698817947417129 186:-3.272145622527702 187:-2.49740258942807 188:11.72165789380714 189:5.834380179816279 190:-9.697120236474495 191:-2.892356006067057 192:4.671550763290353 193:-7.580617888429336 194:0.6914772178101454 195:-8.344767592260338 196:-9.633843788517771 197:-5.670457797827287 198:-4.142736516176307 199:-6.821122250870334
--1 0:4.376030089762917 1:5.142369860667462 2:5.822511434197901 3:10.03135508528088 4:-7.328914311358845 5:0.4400152678455097 6:-1.30599218939653 7:-2.15226328081872 8:-6.912289537045301 9:-6.310908482910044 10:6.080131423363975 11:-6.551397432530726 12:-7.149274463759573 13:-2.001606588137132 14:-7.686400251382631 15:5.431066041569709 16:-3.683941387487264 17:7.089186858042737 18:0.8327361324707816 19:-3.094391132707237 20:-1.707670804910693 21:-9.479839945773277 22:-10.91699040782834 23:-3.211319907300826 24:-3.266518230777638 25:5.582254167703609 26:7.417554867561927 27:-0.7887882771917866 28:-6.934006705681382 29:8.067025579693217 30:-0.7160141428016162 31:-2.165384371666372 32:-10.42100074764541 33:3.523211245217126 34:-5.18144457066848 35:-2.965817039390314 36:5.137761671664042 37:3.963531756731602 38:2.617087306197776 39:-6.768595573474815 40:-2.936415698312195 41:3.275316283188321 42:-7.650179131102112 43:12.23664648044984 44:8.5167790409331 45:-1.78292414513513 46:5.867222995738955 47:-9.078339281538186 48:-4.016918205235383 49:2.193149631477213 50:-7.34223739633895 51:6.829248836910588 52:6.541395691017049 53:-8.103934217285024 54:8.640994604477243 55:6.289028678888417 56:-1.656969095235505 57:6.675361503268562 58:1.870721038645648 59:-3.411508267329704 60:5.30985515705912 61:-1.753535109822227 62:-2.560001300548177 63:-2.036401542267949 64:-2.94100872601184 65:-5.469129750293595 66:-8.253914434506029 67:-8.871241221030845 68:9.500918152505184 69:9.567181883077474 70:7.499241147562401 71:9.279169692015113 72:0.4779708695739935 73:6.628758798282709 74:-0.9823227902863786 75:5.814601895499376 76:-1.099757616375315 77:-1.225709384989069 78:6.704808543687133 79:8.078111541324422 80:-1.757782792001882 81:2.445778040746569 82:-7.837870925877255 83:-1.196861065012151 84:1.565698221468454 85:8.858260084338262 86:4.124182213910166 87:-5.092852696303662 88:-3.154477711625582 89:0.7007658182757999 90:-5.963367713424885 91:-4.846069101705263 92:0.7930948800236771 93:-2.99787631629074 94:-3.808465397761643 95:3.454706753652045 96:6.998670675424296 97:-9.758649973537114 98:-4.948455530217242 99:-3.205830308086817 100:4.088060393669577 101:4.517739705588236 102:0.742561816905706 103:-2.444831016019011 104:-5.313784838967647 105:-1.0521845252818 106:-1.382332345304583 107:0.6856278553646369 108:-1.814251956572329 109:-3.664110838585582 110:4.780817004836157 111:7.052775485808405 112:8.259615428175724 113:0.3167443403337677 114:9.163854545507995 115:7.870405399500552 116:-8.885619918105082 117:1.083512245920428 118:9.11321632033 119:0.06756787750821786 120:3.652300085282313 121:-5.495244561415244 122:4.008284291437392 123:8.928676509204159 124:5.020210984878039 125:0.01584842147334542 126:6.633957205555726 127:10.92168051313126 128:5.089312644836129 129:1.368938781613291 130:0.4370347117031909 131:-2.71875426429583 132:-1.10513358392226 133:2.732396013078657 134:8.368320131349215 135:-8.510157296500555 136:-4.675034768355615 137:-3.314235215365537 138:-6.237385728026469 139:-1.851369289320203 140:-3.804333040227262 141:5.475047295814806 142:-1.845193477156862 143:-4.968148584031788 144:-2.017219068429191 145:-6.598524397935747 146:9.387306673707393 147:-2.238868984137302 148:5.376462156938422 149:5.383583668347518 150:7.082022023128993 151:-10.05453072126474 152:-3.49657265055431 153:3.20804044653386 154:4.701192073584862 155:0.7593437047573356 156:-5.298797965282597 157:2.857273733277188 158:3.992339253950216 159:8.465667584220963 160:-2.630789465509236 161:-1.911166288967793 162:-5.633727284003021 163:8.647221080288826 164:4.37989426186176 165:7.395513729670851 166:8.395089757489702 167:1.078366635273361 168:-6.871178920136411 169:5.007130074245392 170:-0.4228280123985915 171:0.4868876258804431 172:4.985467846090336 173:-7.514363831500408 174:1.792010529839218 175:2.911890753139864 176:7.461902092983318 177:0.7620776975752845 178:-2.852134862737532 179:-2.484767478840554 180:-1.024467089130136 181:4.06098045641229 182:3.959988092123791 183:-4.488476284235695 184:-5.192894585267374 185:-5.54292150540146 186:-2.550291367161203 187:4.977573181961367 188:-9.367130820062524 189:3.075009303924404 190:-0.4591774634597283 191:7.028666821210114 192:8.378980579307745 193:7.346159393748514 194:1.965365155329666 195:6.849595557199379 196:8.220793226774447 197:3.180665281448654 198:1.846224260805073 199:0.7529037023345055
--1 0:2.222270225456914 1:3.713472783870675 2:7.561945519024204 3:9.733286531939312 4:-8.202708647413816 5:0.9663489773952334 6:-4.196175116872394 7:-3.803584327228542 8:-6.242719030654584 9:-6.245591073664883 10:7.079684239359028 11:-6.835665003739807 12:-7.983994355244125 13:-5.134038386444288 14:-8.941783671935809 15:5.003442187957987 16:-4.053906354816327 17:5.56103199784896 18:-1.07993349291345 19:-3.345757165744337 20:-2.572727162715938 21:-7.163528166781684 22:-8.658714715130088 23:-2.55140987953075 24:-3.323555243163918 25:4.92613618787711 26:10.79594315730399 27:-2.131628099466459 28:-8.010090659294013 29:8.180063775392167 30:-0.9725608104066034 31:-1.810116620098975 32:-8.837394845635055 33:2.634930120339301 34:-3.587940385550084 35:-2.612677252256284 36:6.069529842867968 37:3.640090381655222 38:2.57229833984398 39:-7.883516860645491 40:-3.590284722119945 41:2.740599923604849 42:-7.469508356051781 43:9.68271899264929 44:8.114610112798641 45:-0.6691167432097542 46:8.570565527452452 47:-7.580272592716706 48:-3.269450489462536 49:0.7665512700532691 50:-6.530522521523893 51:5.078907583586713 52:7.198093625531061 53:-6.473695085203305 54:7.179741258300561 55:5.016175213886097 56:-2.429405228997285 57:7.411030808644357 58:1.74857748786988 59:-2.65838696767582 60:5.178779964039022 61:-0.6170033493388092 62:-3.901842704110444 63:-2.220232286187363 64:-3.397254326137696 65:-4.277997359567241 66:-10.57961019966105 67:-9.022045036926659 68:9.362476045889288 69:9.905145517271158 70:7.161178003167188 71:6.488096631881525 72:0.4546170088693536 73:8.628884427286909 74:-1.616596488735816 75:4.311899776157231 76:-1.759677566403693 77:-1.429866226846084 78:7.452132606845448 79:9.303604293425499 80:-0.2617729433116152 81:1.85048556457871 82:-8.763007441721602 83:-1.237295505524788 84:1.552857598232519 85:5.953190534435055 86:1.269489357029994 87:-3.446004520282591 88:-3.516487412926703 89:0.8326497042038921 90:-4.410535894919661 91:-4.904005872890904 92:0.9246455553219621 93:-2.183256855786062 94:-5.376936044129476 95:4.284328657860743 96:8.655289619265551 97:-7.715275272523264 98:-4.803455767703018 99:-3.548321608320877 100:4.765766676296923 101:4.658837240249451 102:0.5621744873037744 103:-2.22403990899142 104:-7.319981340940149 105:-2.698041945359013 106:1.721348211246847 107:-1.1462676509512 108:-1.141390180975769 109:-1.811232579439101 110:5.300124819914539 111:9.040738413640227 112:8.272992100764384 113:1.225200709935587 114:8.509097739076285 115:8.686910500982247 116:-8.374666921312347 117:1.311276091030601 118:8.865242245903463 119:1.829365275638258 120:2.740485403653623 121:-5.776646283692571 122:4.633511164794594 123:8.770177296562137 124:3.452266304586748 125:0.5903369984093826 126:8.145717551258485 127:8.637259321923416 128:6.273225305912518 129:0.5430854568786239 130:0.5861631641445795 131:-0.9599771648314694 132:-0.6883224756580952 133:1.247547171752041 134:8.842205179230355 135:-4.650796195532175 136:-2.967720945001658 137:-2.726053260274825 138:-3.954858138392702 139:-0.1533506353401813 140:-4.209044555750015 141:4.110422153418842 142:-2.498491958501438 143:-4.712783966124318 144:0.2975330546441469 145:-6.785749207798657 146:8.513764589601745 147:-3.895666701815366 148:5.983418621620347 149:5.424309788998387 150:5.987668952898235 151:-10.01866189867035 152:-3.684350519374225 153:2.629816729583572 154:6.914843092982666 155:1.829816876970735 156:-5.350077875109564 157:0.226708585209614 158:3.324105576372793 159:8.059345066870428 160:-2.694276868213208 161:-2.89714153207949 162:-8.478035493208109 163:8.788720079562566 164:7.558046846778644 165:6.742557797739205 166:8.572000210528079 167:1.07974310148788 168:-7.402103249109929 169:3.012712901561835 170:2.39721433623972 171:-1.584994570106156 172:3.793941245341856 173:-8.580689474069651 174:1.144994526412543 175:2.951006030388998 176:6.293745650515046 177:1.515781227361983 178:-4.70811102822667 179:0.24150452391576 180:-0.0275405234800391 181:4.858913681709689 182:3.028128826799528 183:-6.603047402492208 184:-6.968346808413583 185:-4.465465764252111 186:-2.092591997981282 187:3.39651954437947 188:-10.46683139261259 189:4.552144104640373 190:-0.1634854410096249 191:7.35171926014428 192:10.37624713895702 193:6.613827245341276 194:2.384532562073234 195:4.50811318711698 196:8.151315736464618 197:1.475801592632962 198:1.133490430597482 199:-2.297703517619737
-1 0:7.747952937858428 1:-5.504352796002867 2:-4.894816622637527 3:-2.523134203959423 4:4.323684402755668 5:9.541339826484846 6:-10.93997060303605 7:-5.209638750907312 8:7.271922361398235 9:5.302304493226668 10:-9.137207846148907 11:3.166162138927242 12:-7.791772538146426 13:-10.76345671788505 14:-5.029019131220781 15:3.726950144529644 16:4.718905557111946 17:2.767990585759788 18:-6.726078642503716 19:-0.0611651890769529 20:-3.32820866760137 21:3.243822820493935 22:-7.650913008652627 23:8.792158373724856 24:0.9865187674312235 25:3.612505240415917 26:0.9704931561191686 27:-3.080948126182993 28:4.881599795554341 29:6.543246615186407 30:6.030710567023316 31:4.570806059137888 32:6.997381565894161 33:6.244820285156039 34:5.303737585039236 35:5.103979126233254 36:4.976264278872079 37:4.975748169443429 38:-7.99213272671301 39:-4.897552878312279 40:-2.199175608256311 41:1.560751395049129 42:-0.9512080345676504 43:-7.792724839053585 44:1.088038410574031 45:6.649491441880118 46:-10.79539258091549 47:-3.360035434653045 48:-7.666582193936234 49:7.076742125968019 50:4.828010674629431 51:-3.891123232880259 52:7.125961034277312 53:-8.448455759840686 54:-3.763203893023298 55:-3.744534260802171 56:9.556120280659606 57:-9.728251221557906 58:-0.1254953124777625 59:-6.727063290786923 60:6.967760644850808 61:-4.948582636556797 62:8.958515401350541 63:1.686959104419532 64:0.8211063183394678 65:-1.875069708512919 66:-4.894955404355809 67:8.898092097868155 68:8.513668883337672 69:-3.117161111323355 70:-1.526249114116836 71:2.58177900072016 72:-1.793836915430073 73:5.313516586988217 74:-4.54127197697488 75:3.30384295122553 76:1.462105272522024 77:-9.76634148076144 78:1.907663319805113 79:7.334135972942986 80:-4.343579212383358 81:-3.430374970760241 82:2.679605334725144 83:6.47730314447189 84:7.429737823023823 85:6.547603389834297 86:-3.295462867703239 87:-9.600444839602698 88:0.105680494092838 89:-8.498589599211133 90:-5.364418917950916 91:-6.864903445369967 92:8.261228554302743 93:-7.211260165984152 94:-5.234973554956417 95:-6.093330616524936 96:10.23800563647569 97:-9.236738601810121 98:-5.765273161205037 99:-1.516970208701325 100:4.148724945657057 101:-4.86252357922897 102:6.095023003363339 103:-8.196467999295614 104:-4.423189948944271 105:-6.712360932199287 106:0.5700970299542675 107:-1.959246371290385 108:-8.520563197676529 109:6.266512810414897 110:10.04430391428671 111:7.914185444320314 112:9.851980188381001 113:-3.614827643757836 114:10.22801999904332 115:-7.933495345389467 116:-2.627751581289879 117:4.311842260162909 118:1.575866818475926 119:5.111865517930099 120:8.025537022924166 121:3.671903021607529 122:-8.387396780466108 123:-1.858435233759958 124:5.040096344027788 125:8.156529449105177 126:-10.24187653033436 127:0.7048273679213648 128:5.465394303528245 129:7.087651102089485 130:-1.850508795913472 131:-2.903693301419755 132:9.056888611462989 133:1.478303047017903 134:-2.784096952070102 135:7.981236802524172 136:-3.478013928988621 137:6.781394165074556 138:-9.367100442415451 139:1.342409559140223 140:-9.764406244689789 141:-8.527960210510994 142:7.857030330726957 143:1.711325767717493 144:0.8401209347019308 145:-5.375305199960975 146:-0.8242201281347118 147:-6.913855979966161 148:0.03322773539245083 149:-2.212828496706552 150:-3.46139400387597 151:3.448156229273329 152:4.670941610341707 153:-4.394998926223603 154:-7.540712245765982 155:-6.829655840288021 156:8.285282712623522 157:-1.573362942524378 158:-2.686886211120743 159:3.347356146373506 160:3.736139194634227 161:7.160592168007986 162:-9.224125684541248 163:3.119163897373421 164:7.56856367456675 165:1.813733677851737 166:-4.742936119190686 167:-2.743299161164199 168:4.521077367213188 169:-4.318762786187875 170:-10.44123473131315 171:-7.551322161973722 172:-5.431689393561151 173:9.292510072583269 174:-2.379673497494073 175:-5.520044008279537 176:6.375074124551907 177:-2.983743437139804 178:-3.182389935652604 179:-4.060194003280015 180:1.774626559717569 181:6.895561941841931 182:6.574856816510656 183:-2.59032106256163 184:3.437874956809507 185:-5.821477363654647 186:-3.071925964328327 187:-1.525356264482254 188:9.243549737771954 189:7.510206672338878 190:-9.857091836648966 191:-3.066120742854685 192:5.654689926456795 193:-7.333675724304379 194:1.478029631809953 195:-8.861594721860362 196:-10.13010826061764 197:-7.514994600738492 198:-4.687928242202296 199:-8.227968843143056
-1 0:8.074214915479162 1:-5.012110093866713 2:-4.220889339194565 3:-2.573353655256433 4:4.504173985804998 5:9.420660996175757 6:-10.02007299381433 7:-5.526737035202003 8:7.936398939751632 9:3.826903202223482 10:-7.783638777554187 11:3.552875593655733 12:-6.000672568139583 13:-8.721376199456124 14:-5.334945936692382 15:3.036684867022695 16:3.778786499069874 17:1.682823225347589 18:-4.769093040885184 19:-0.8460425218156086 20:-2.520033590791577 21:3.324693807705767 22:-4.76157727576599 23:8.87567745563392 24:0.004434003343128212 25:4.845440534062304 26:-0.4951135782924381 27:-3.830722185325888 28:5.010976696742839 29:8.01775714705612 30:4.991016482258546 31:5.068737114116734 32:5.802906282137663 33:8.088914506708928 34:7.853968231287973 35:4.113080255774435 36:6.192980344526527 37:5.339630115071256 38:-7.777207549652901 39:-4.886032384957004 40:-0.6990306934082828 41:0.237609326570685 42:-1.239239221711515 43:-8.385282330588572 44:1.889477440939183 45:5.657108036034265 46:-10.66593379145717 47:-3.258205168534702 48:-7.114710316463518 49:8.933036355243058 50:3.921073345348685 51:-4.287819016028589 52:7.380385978643631 53:-8.318596905868606 54:-2.646905219174236 55:-3.081988561293151 56:8.883906564018675 57:-8.383127650948049 58:-0.2486491027632258 59:-6.806974062677554 60:6.581605207110454 61:-4.610758742591392 62:10.10801150861991 63:2.314048097739034 64:-1.214508374096901 65:-1.618926790772729 66:-5.852424471540009 67:6.826859243133085 68:10.05488701136875 69:-2.933329458709609 70:1.856225718809082 71:4.379303006584857 72:-1.559668399357133 73:6.041664940707203 74:-4.018393646978869 75:3.055635199596693 76:1.45379834834076 77:-9.382222436610181 78:3.243148042394098 79:6.412774718886444 80:-3.373874736624191 81:-3.331650051035054 82:0.7107152150820168 83:4.019033236179376 84:9.846438706811526 85:7.344361816197931 86:-3.616746217018587 87:-8.725906539174217 88:-0.4746505434860097 89:-7.457269275928689 90:-4.912372688524175 91:-6.775985768702914 92:8.033354565044728 93:-8.922185693015559 94:-4.595719093826899 95:-7.947584319919081 96:9.694284523278547 97:-7.854838526525422 98:-7.113716549669685 99:-2.296001080909695 100:3.775145151167723 101:-4.476125585230142 102:8.737677076405037 103:-7.726061098192507 104:-4.95094467017903 105:-7.604036247495539 106:0.732405145394512 107:-3.638997255896545 108:-7.869971936223275 109:5.360066531972278 110:10.42155603235647 111:5.901213666761832 112:9.496245423718626 113:-6.416031002023448 114:8.865455313607589 115:-5.308993476347236 116:-5.047032937814635 117:4.631550774732334 118:2.508313275276316 119:4.814978245841042 120:9.718612268053374 121:3.622763545630722 122:-9.012755049467263 123:-3.355875986470346 124:4.49447763272841 125:7.198111950004222 126:-9.434680676488378 127:-0.5954020592222664 128:6.460022643195266 129:4.361744042453755 130:-4.062780194631998 131:-2.027053611303872 132:8.926591958198671 133:0.8662282391053927 134:-3.664215546220505 135:6.314397986831804 136:-2.511862940468798 137:5.913168811394742 138:-8.598521268049506 139:0.3239650993177596 140:-9.281615604067349 141:-8.938164824931143 142:5.548070694268092 143:3.371525472051997 144:-0.3276729471427087 145:-4.922170030031218 146:-1.06695540827038 147:-6.931239470780349 148:-3.49656819617586 149:-0.6399519061948391 150:-3.744439975869025 151:5.224624207800781 152:5.170805124817339 153:-3.696768494119367 154:-7.438775823626887 155:-7.361688072344701 156:6.783266143197378 157:-1.971560976330384 158:-2.468942560768932 159:2.73059105659645 160:3.662971062796074 161:7.837552817125658 162:-8.82929404368924 163:1.053080355350722 164:11.55888680441529 165:0.7577316690150803 166:-5.063663155071279 167:-5.489028613042273 168:2.612288058804392 169:-1.519396973238488 170:-11.32762604106069 171:-7.222813980366053 172:-6.114233934023378 173:7.559813739575755 174:-2.364409660265288 175:-3.344965027744374 176:8.783235292164052 177:-1.847565798941383 178:-2.729504665530754 179:-3.275482330363557 180:2.878843368955908 181:6.146112084863795 182:4.798179777673014 183:-0.7522690462573103 184:1.47931201357942 185:-3.314836997573014 186:-4.400978289851873 187:-0.7248044834840602 188:9.003942993101882 189:5.914740158008652 190:-9.158592630983732 191:-3.077180391719381 192:5.578890399513211 193:-6.237211731067763 194:0.4257710737060106 195:-5.849544136505997 196:-9.580654334296206 197:-6.793166457065507 198:-4.744711516995818 199:-7.420469807859875

From 94471bb5521f0728dc6c6575462dce8e1b0224da Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 16:19:19 +0200
Subject: [PATCH 0380/1010] Add OpenMP tests for the device_kernel function.

---
 src/plssvm/backends/OpenMP/csvm.cpp        |  2 ++
 tests/backends/OpenMP/mock_openmp_csvm.hpp |  1 +
 tests/backends/OpenMP/openmp_csvm.cpp      | 31 +++++++++++++++++++++-
 tests/backends/compare.hpp                 | 27 +++++++++++++++++++
 4 files changed, 60 insertions(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 1113355b8..93ad39b89 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -265,4 +265,6 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
 template std::vector<float> csvm::predict_values_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, const float, std::vector<float> &, const std::vector<std::vector<float>> &) const;
 template std::vector<double> csvm::predict_values_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, const double, std::vector<double> &, const std::vector<std::vector<double>> &) const;
 
+// TODO: order
+
 }  // namespace plssvm::openmp
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index a9bb44ec5..6e8e14a2a 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -37,6 +37,7 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
 
     using base_type::generate_q;
     using base_type::calculate_w;
+    using base_type::run_device_kernel;
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index d734eb31c..3be489d8c 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -78,7 +78,7 @@ TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
 // TODO: test constructors?!
 
 template <typename T>
-class OpenMPCSVMGenerateQ : public OpenMPCSVM {};
+class OpenMPCSVMGenerateQ : public OpenMPCSVM {}; // TODO: rename
 TYPED_TEST_SUITE(OpenMPCSVMGenerateQ, parameter_types, parameter_definition_to_name);
 
 TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
@@ -104,6 +104,35 @@ TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
+TYPED_TEST(OpenMPCSVMGenerateQ, run_device_kernel) {
+    using real_type = typename TypeParam::real_type;
+    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
+
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+
+    // create the data that should be used
+    const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
+    const std::vector<real_type> rhs = util::generate_random_vector<real_type>(data.num_data_points() - 1, real_type{ 1.0 }, real_type{ 2.0 });
+    const std::vector<real_type> q = compare::generate_q(params, data.data());
+    const real_type QA_cost = compare::kernel_function(params, data.data().back(), data.data().back()) + 1 / params.cost;
+
+    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
+    const mock_openmp_csvm svm;
+
+    for (const real_type add : { real_type{ -1.0 }, real_type{ 1.0 } }) {
+        // calculate the correct device function result
+        const std::vector<real_type> ground_truth = compare::device_kernel_function(params, data.data(), rhs, q, QA_cost, add);
+
+        // perform the kernel calculation on the device
+        std::vector<real_type> calculated(data.num_data_points() - 1);
+        svm.run_device_kernel(params, q, calculated, x, data.data(), QA_cost, add);
+
+        // check the calculated result for correctness result for
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+    }
+}
+
 template <typename T>
 class OpenMPCSVMCalculateW : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMCalculateW, util::real_type_gtest , naming::real_type_to_name);
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index d40e74791..e7488fc2b 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -198,6 +198,33 @@ template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
     return r;
 }
 
+template <typename real_type>
+[[nodiscard]] inline std::vector<real_type> device_kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data,
+                                                                   const std::vector<real_type> &rhs, const std::vector<real_type> &q, const real_type QA_cost, const real_type add) {
+    PLSSVM_ASSERT(rhs.size() == q.size(), "Sizes mismatch!: {} != {}", rhs.size(), q.size());
+    PLSSVM_ASSERT(rhs.size() == data.size() - 1, "Sizes mismatch!: {} != {}", rhs.size(), data.size() - 1);
+
+    using size_type = typename std::vector<real_type>::size_type;
+
+    const size_type dept = rhs.size();
+
+    std::vector<real_type> result(dept, 0.0);
+    for (size_type i = 0; i < dept; ++i) {
+        for (size_type j = 0; j < dept; ++j) {
+            if (i >= j) {
+                const real_type temp = kernel_function(params, data[i], data[j]) + QA_cost - q[i] - q[j];
+                if (i == j) {
+                    result[i] += (temp + real_type{ 1.0 } / params.cost) * rhs[i] * add;
+                } else {
+                    result[i] += temp * rhs[j] * add;
+                    result[j] += temp * rhs[i] * add;
+                }
+            }
+        }
+    }
+    return result;
+}
+
 }  // namespace compare
 
 #endif  // PLSSVM_TESTS_COMPARE_HPP_
\ No newline at end of file

From 5584782824c35c486e5d1a7910119b93c396db87 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 17:16:41 +0200
Subject: [PATCH 0381/1010] Fix wrong variable name.

---
 tests/backends/OpenMP/openmp_csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 3be489d8c..a603aa492 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -126,7 +126,7 @@ TYPED_TEST(OpenMPCSVMGenerateQ, run_device_kernel) {
 
         // perform the kernel calculation on the device
         std::vector<real_type> calculated(data.num_data_points() - 1);
-        svm.run_device_kernel(params, q, calculated, x, data.data(), QA_cost, add);
+        svm.run_device_kernel(params, q, calculated, rhs, data.data(), QA_cost, add);
 
         // check the calculated result for correctness result for
         EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);

From 5148d3e947c398b4b124f6363116d42bd088fd1a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 17 Oct 2022 17:30:07 +0200
Subject: [PATCH 0382/1010] Extend the csvm tests to also test the return
 values of the functions.

---
 tests/csvm.cpp      | 46 ++++++++++++++++++++++++++++++++-------
 tests/mock_csvm.hpp | 52 +++++++++++++++++++++++++++++++++++++++++----
 2 files changed, 86 insertions(+), 12 deletions(-)

diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 78fa88c52..ce6cc2863 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the base C-SVM functions through its mock class.
  */
 
-#include "mock_csvm.hpp"                     // mock_csvm
+#include "mock_csvm.hpp"  // mock_csvm
 
 #include "plssvm/core.hpp"                   // necessary for type_traits
 #include "plssvm/data_set.hpp"               // plssvm::data_set
@@ -17,7 +17,7 @@
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
 #include "naming.hpp"              // naming::{real_type_to_name, real_type_label_type_combination_to_name}
 #include "types_to_test.hpp"       // util::{real_type_gtest, real_type_label_type_combination_gtest}
 #include "utility.hpp"             // util::{redirect_output, temporary_file, instantiate_template_file}
@@ -251,6 +251,16 @@ TYPED_TEST(BaseCSVMFit, fit) {
 
     // call function
     const plssvm::model<real_type, label_type> model = csvm.fit(training_data);
+
+    // check whether the model has been created correctly
+    EXPECT_EQ(model.num_support_vectors(), 5);
+    EXPECT_EQ(model.num_features(), 4);
+    plssvm::parameter params{};
+    params.gamma = 1.0 / 4.0;
+    EXPECT_EQ(model.svm_parameter(), params);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), training_data.data());
+    EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), solve_system_of_linear_equations_fake_return<real_type>.first);
+    EXPECT_FLOATING_POINT_EQ(model.rho(), solve_system_of_linear_equations_fake_return<real_type>.second);
 }
 TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
     using real_type = typename TypeParam::real_type;
@@ -275,6 +285,16 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
 
     // call function
     const plssvm::model<real_type, label_type> model = csvm.fit(training_data, plssvm::epsilon = 0.1, plssvm::max_iter = 10);
+
+    // check whether the model has been created correctly
+    EXPECT_EQ(model.num_support_vectors(), 5);
+    EXPECT_EQ(model.num_features(), 4);
+    plssvm::parameter params{};
+    params.gamma = 1.0 / 4.0;
+    EXPECT_EQ(model.svm_parameter(), params);
+    EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), training_data.data());
+    EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), solve_system_of_linear_equations_fake_return<real_type>.first);
+    EXPECT_FLOATING_POINT_EQ(model.rho(), solve_system_of_linear_equations_fake_return<real_type>.second);
 }
 TYPED_TEST(BaseCSVMFit, fit_named_parameters_invalid_epsilon) {
     using real_type = typename TypeParam::real_type;
@@ -388,6 +408,10 @@ TYPED_TEST(BaseCSVMPredict, predict) {
 
     // call function
     const std::vector<label_type> prediction = csvm.predict(learned_model, data_to_predict);
+
+    // check return value
+    const std::pair<label_type, label_type> labels = util::get_distinct_label<label_type>();
+    EXPECT_EQ(prediction, (std::vector<label_type>{ labels.first, labels.first, labels.first, labels.second, labels.second }));
 }
 TYPED_TEST(BaseCSVMPredict, predict_num_feature_mismatch) {
     using real_type = typename TypeParam::real_type;
@@ -449,7 +473,10 @@ TYPED_TEST(BaseCSVMScore, score_model) {
     const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
 
     // call function
-    [[maybe_unused]] const real_type score = csvm.score(learned_model);
+    const real_type score = csvm.score(learned_model);
+
+    // check return value
+    EXPECT_FLOATING_POINT_EQ(score, 0.8);
 }
 TYPED_TEST(BaseCSVMScore, score_data_set) {
     using real_type = typename TypeParam::real_type;
@@ -480,7 +507,10 @@ TYPED_TEST(BaseCSVMScore, score_data_set) {
     const plssvm::model<real_type, label_type> learned_model{ model_file.filename };
 
     // call function
-    [[maybe_unused]] const real_type score = csvm.score(learned_model, data_to_score);
+    const real_type score = csvm.score(learned_model, data_to_score);
+
+    // check return value
+    EXPECT_FLOATING_POINT_EQ(score, 0.8);
 }
 
 TYPED_TEST(BaseCSVMScore, score_data_set_no_label) {
@@ -576,14 +606,14 @@ TEST(BaseCSVM, csvm_backend_exists) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::sycl::csvm>);
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
     #else
-        EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
     #endif
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
     #else
-        EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
     #endif
 #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::sycl::csvm>);
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index 5eebff8a5..6f6f64f14 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -17,28 +17,72 @@
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 
-#include "gmock/gmock.h"  // MOCK_METHOD
+#include "gmock/gmock.h"  // MOCK_METHOD, ON_CALL, ::testing::Return
 
 #include <utility>  // std::pair
 #include <vector>   // std::vector
 
+template <typename real_type>
+const std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_fake_return{ { real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 }, real_type{ 4.0 }, real_type{ 5.0 } }, real_type{ 3.1415 } };
+
+template <typename real_type>
+const std::vector<real_type> predict_values_fake_return{ real_type{ -1.0 }, real_type{ -1.2 }, real_type{ -0.5 }, real_type{ 1.0 }, real_type{ 2.4 } };
+
 /**
  * @brief GTest mock class for the base CSVM class.
- * @tparam T the type of the data points
  */
 class mock_csvm final : public plssvm::csvm {
   public:
     explicit mock_csvm(plssvm::parameter params = {}) :
-        plssvm::csvm{ params } {}
+        plssvm::csvm{ params } {
+        this->fake_functions();
+    }
     template <typename... Args>
     explicit mock_csvm(const plssvm::kernel_function_type kernel, Args &&...args) :
-        plssvm::csvm{ kernel, std::forward<Args>(args)... } {}
+        plssvm::csvm{ kernel, std::forward<Args>(args)... } {
+        this->fake_functions();
+    }
 
     // mock pure virtual functions
     MOCK_METHOD((std::pair<std::vector<float>, float>), solve_system_of_linear_equations, (const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, float, unsigned long long), (const, override));
     MOCK_METHOD((std::pair<std::vector<double>, double>), solve_system_of_linear_equations, (const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, double, unsigned long long), (const, override));
     MOCK_METHOD(std::vector<float>, predict_values, (const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, float, std::vector<float> &, const std::vector<std::vector<float>> &), (const, override));
     MOCK_METHOD(std::vector<double>, predict_values, (const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, double, std::vector<double> &, const std::vector<std::vector<double>> &), (const, override));
+
+  private:
+    void fake_functions() const {
+        // clang-format off
+        ON_CALL(*this, solve_system_of_linear_equations(
+                           ::testing::An<const plssvm::detail::parameter<float> &>(),
+                           ::testing::An<const std::vector<std::vector<float>> &>(),
+                           ::testing::An<std::vector<float>>(),
+                           ::testing::An<float>(),
+                           ::testing::An<unsigned long long>())).WillByDefault(::testing::Return(solve_system_of_linear_equations_fake_return<float>));
+
+        ON_CALL(*this, solve_system_of_linear_equations(
+                           ::testing::An<const plssvm::detail::parameter<double> &>(),
+                           ::testing::An<const std::vector<std::vector<double>> &>(),
+                           ::testing::An<std::vector<double>>(),
+                           ::testing::An<double>(),
+                           ::testing::An<unsigned long long>())).WillByDefault(::testing::Return(solve_system_of_linear_equations_fake_return<double>));
+
+        ON_CALL(*this, predict_values(
+                           ::testing::An<const plssvm::detail::parameter<float> &>(),
+                           ::testing::An<const std::vector<std::vector<float>> &>(),
+                           ::testing::An<const std::vector<float> &>(),
+                           ::testing::An<float>(),
+                           ::testing::An<std::vector<float> &>(),
+                           ::testing::An<const std::vector<std::vector<float>> &>())).WillByDefault(::testing::Return(predict_values_fake_return<float>));
+
+        ON_CALL(*this, predict_values(
+                           ::testing::An<const plssvm::detail::parameter<double> &>(),
+                           ::testing::An<const std::vector<std::vector<double>> &>(),
+                           ::testing::An<const std::vector<double> &>(),
+                           ::testing::An<double>(),
+                           ::testing::An<std::vector<double> &>(),
+                           ::testing::An<const std::vector<std::vector<double>> &>())).WillByDefault(::testing::Return(predict_values_fake_return<double>));
+        // clang-format on
+    }
 };
 
 #endif  // PLSSVM_TESTS_MOCK_CSVM_HPP_
\ No newline at end of file

From 197a12ef414014dec28530babc85a8529300b838 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 11:24:47 +0200
Subject: [PATCH 0383/1010] add TODO

---
 include/plssvm/model.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 2d5566fc0..894ace14a 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -85,7 +85,7 @@ class model {
      * @brief Return the SVM parameter that were used to learn this model.
      * @return the SVM parameter (`[[nodiscard]]`)
      */
-    [[nodiscard]] const parameter &svm_parameter() const noexcept { return params_; }
+    [[nodiscard]] const parameter &svm_parameter() const noexcept { return params_; }  // TODO: change to get_params ?!
     /**
      * @brief The support vectors representing the learned model.
      * @return the support vectors (`[[nodiscard]]`)
@@ -194,4 +194,4 @@ void model<T, U>::save(const std::string &filename) const {
 
 }  // namespace plssvm
 
-#endif  // PLSSVM_MODEL_HPP_
\ No newline at end of file
+#endif  // PLSSVM_MODEL_HPP_

From 3d4ff4735a3257c65a4fb39e2aa42365f11ec032 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 11:39:24 +0200
Subject: [PATCH 0384/1010] Reorder functions.

---
 src/plssvm/backends/OpenMP/csvm.cpp | 122 ++++++++++++++--------------
 1 file changed, 60 insertions(+), 62 deletions(-)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 93ad39b89..3e321bdda 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -58,42 +58,6 @@ void csvm::init(const target_platform target) {
     }
 }
 
-template <typename real_type>
-std::vector<real_type> csvm::generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const {
-    std::vector<real_type> q(data.size() - 1);
-    switch (params.kernel_type) {
-        case kernel_function_type::linear:
-            device_kernel_q_linear(q, data);
-            break;
-        case kernel_function_type::polynomial:
-            device_kernel_q_poly(q, data, params.degree.value(), params.gamma.value(), params.coef0.value());
-            break;
-        case kernel_function_type::rbf:
-            device_kernel_q_radial(q, data, params.gamma.value());
-            break;
-    }
-    return q;
-}
-template std::vector<float> csvm::generate_q<float>(const detail::parameter<float> &, const std::vector<std::vector<float>> &) const;
-template std::vector<double> csvm::generate_q<double>(const detail::parameter<double> &, const std::vector<std::vector<double>> &) const;
-
-template <typename real_type>
-void csvm::run_device_kernel(const detail::parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
-    switch (params.kernel_type) {
-        case kernel_function_type::linear:
-            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
-            break;
-        case kernel_function_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree.value(), params.gamma.value(), params.coef0.value());
-            break;
-        case kernel_function_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma.value());
-            break;
-    }
-}
-template void csvm::run_device_kernel(const detail::parameter<float> &, const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float) const;
-template void csvm::run_device_kernel(const detail::parameter<double> &, const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double) const;
-
 template <typename real_type>
 std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const unsigned long long max_iter) const {
     using namespace plssvm::operators;
@@ -205,31 +169,6 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
 template std::pair<std::vector<float>, float> csvm::solve_system_of_linear_equations_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, std::vector<float>, const float, const unsigned long long) const;
 template std::pair<std::vector<double>, double> csvm::solve_system_of_linear_equations_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, std::vector<double>, const double, const unsigned long long) const;
 
-template <typename real_type>
-std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha) const {
-    const typename std::vector<std::vector<real_type>>::size_type num_data_points = support_vectors.size();
-    const typename std::vector<real_type>::size_type num_features = support_vectors.front().size();
-
-    // create w vector and fill with zeros
-    std::vector<real_type> w(num_features, real_type{ 0.0 });
-
-// calculate the w vector
-#pragma omp parallel for default(none) shared(support_vectors, alpha, w) firstprivate(num_features, num_data_points)
-    for (typename std::vector<real_type>::size_type feature_index = 0; feature_index < num_features; ++feature_index) {
-        real_type temp{ 0.0 };
-#pragma omp simd reduction(+ \
-                           : temp)
-        for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < num_data_points; ++data_index) {
-            temp = std::fma(alpha[data_index], support_vectors[data_index][feature_index], temp);
-        }
-        w[feature_index] = temp;
-    }
-    return w;
-}
-
-template std::vector<float> csvm::calculate_w(const std::vector<std::vector<float>> &, const std::vector<float> &) const;
-template std::vector<double> csvm::calculate_w(const std::vector<std::vector<double>> &, const std::vector<double> &) const;
-
 template <typename real_type>
 std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
     using namespace plssvm::operators;
@@ -265,6 +204,65 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
 template std::vector<float> csvm::predict_values_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, const float, std::vector<float> &, const std::vector<std::vector<float>> &) const;
 template std::vector<double> csvm::predict_values_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, const double, std::vector<double> &, const std::vector<std::vector<double>> &) const;
 
-// TODO: order
+template <typename real_type>
+std::vector<real_type> csvm::generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const {
+    std::vector<real_type> q(data.size() - 1);
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
+            device_kernel_q_linear(q, data);
+            break;
+        case kernel_function_type::polynomial:
+            device_kernel_q_poly(q, data, params.degree.value(), params.gamma.value(), params.coef0.value());
+            break;
+        case kernel_function_type::rbf:
+            device_kernel_q_radial(q, data, params.gamma.value());
+            break;
+    }
+    return q;
+}
+template std::vector<float> csvm::generate_q<float>(const detail::parameter<float> &, const std::vector<std::vector<float>> &) const;
+template std::vector<double> csvm::generate_q<double>(const detail::parameter<double> &, const std::vector<std::vector<double>> &) const;
+
+template <typename real_type>
+std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha) const {
+    const typename std::vector<std::vector<real_type>>::size_type num_data_points = support_vectors.size();
+    const typename std::vector<real_type>::size_type num_features = support_vectors.front().size();
+
+    // create w vector and fill with zeros
+    std::vector<real_type> w(num_features, real_type{ 0.0 });
+
+// calculate the w vector
+#pragma omp parallel for default(none) shared(support_vectors, alpha, w) firstprivate(num_features, num_data_points)
+    for (typename std::vector<real_type>::size_type feature_index = 0; feature_index < num_features; ++feature_index) {
+        real_type temp{ 0.0 };
+#pragma omp simd reduction(+ \
+                           : temp)
+        for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < num_data_points; ++data_index) {
+            temp = std::fma(alpha[data_index], support_vectors[data_index][feature_index], temp);
+        }
+        w[feature_index] = temp;
+    }
+    return w;
+}
+
+template std::vector<float> csvm::calculate_w(const std::vector<std::vector<float>> &, const std::vector<float> &) const;
+template std::vector<double> csvm::calculate_w(const std::vector<std::vector<double>> &, const std::vector<double> &) const;
+
+template <typename real_type>
+void csvm::run_device_kernel(const detail::parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
+            openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
+            break;
+        case kernel_function_type::polynomial:
+            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree.value(), params.gamma.value(), params.coef0.value());
+            break;
+        case kernel_function_type::rbf:
+            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma.value());
+            break;
+    }
+}
+template void csvm::run_device_kernel(const detail::parameter<float> &, const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float) const;
+template void csvm::run_device_kernel(const detail::parameter<double> &, const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double) const;
 
 }  // namespace plssvm::openmp

From 4250d62677a6d203d5fb93425cd40cef2bd72bf2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 11:39:34 +0200
Subject: [PATCH 0385/1010] Add CG test (fails currently).

---
 tests/backends/OpenMP/mock_openmp_csvm.hpp |  1 +
 tests/backends/OpenMP/openmp_csvm.cpp      | 42 ++++++++++++++++++++--
 2 files changed, 41 insertions(+), 2 deletions(-)

diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 6e8e14a2a..ad78ba711 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -38,6 +38,7 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type::generate_q;
     using base_type::calculate_w;
     using base_type::run_device_kernel;
+    using base_type::solve_system_of_linear_equations_impl;
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index a603aa492..a704640b7 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -78,7 +78,41 @@ TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
 // TODO: test constructors?!
 
 template <typename T>
-class OpenMPCSVMGenerateQ : public OpenMPCSVM {}; // TODO: rename
+class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
+TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, parameter_types, parameter_definition_to_name);
+
+TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_diagonal) {
+    using real_type = typename TypeParam::real_type;
+    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
+
+    // create parameter struct
+    plssvm::detail::parameter<real_type> params{};
+    params.kernel_type = kernel_type;
+    params.cost = 2.0;
+
+    // create the data that should be used
+    // Matrix with 1-1/cost on main diagonal. Thus, the diagonal entries become one with the additional addition of 1/cost
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) } }
+    };
+    const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 }, real_type{ 4.0 }, real_type{ 5.0 } };
+
+    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::solve_system_of_linear_equations_impl is protected
+    const mock_openmp_csvm svm;
+
+    // solve the system of linear equations using the CG algorithm: (A + (I * 1 / cost))x =b  => Ix = b => should be trivial x = b
+    const std::pair<std::vector<real_type>, real_type> result = svm.solve_system_of_linear_equations_impl(params, data, rhs, real_type{ 0.00001 }, 1);
+
+    // check the calculated result for correctness
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(rhs, result.first);
+}
+
+template <typename T>
+class OpenMPCSVMGenerateQ : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMGenerateQ, parameter_types, parameter_definition_to_name);
 
 TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
@@ -104,7 +138,11 @@ TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
-TYPED_TEST(OpenMPCSVMGenerateQ, run_device_kernel) {
+template <typename T>
+class OpenMPCSVMRunDeviceKernel : public OpenMPCSVM {};
+TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, parameter_types, parameter_definition_to_name);
+
+TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
     using real_type = typename TypeParam::real_type;
     const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
 

From e4117548f6cd78611950f95c0f7a0ab7f7c708bd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 13:39:03 +0200
Subject: [PATCH 0386/1010] Add tests for the predict and score function.

---
 tests/backends/OpenMP/openmp_csvm.cpp         | 109 ++--
 .../data/predict/500x200_linear.libsvm.model  |  18 +
 .../predict/500x200_polynomial.libsvm.model   |  26 +
 tests/data/predict/500x200_rbf.libsvm.model   | 224 ++++++++
 tests/data/predict/500x200_test.libsvm        | 501 ++++++++++++++++++
 tests/data/predict/convert.py                 |  16 +
 6 files changed, 843 insertions(+), 51 deletions(-)
 create mode 100644 tests/data/predict/500x200_linear.libsvm.model
 create mode 100644 tests/data/predict/500x200_polynomial.libsvm.model
 create mode 100644 tests/data/predict/500x200_rbf.libsvm.model
 create mode 100644 tests/data/predict/500x200_test.libsvm
 create mode 100644 tests/data/predict/convert.py

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index a704640b7..62782463e 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -134,7 +134,7 @@ TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     // calculate the q vector using the OpenMP backend
     const std::vector<real_type> calculated = svm.generate_q(params, data.data());
 
-    // check the calculated result for correctness result for
+    // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
@@ -166,7 +166,7 @@ TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
         std::vector<real_type> calculated(data.num_data_points() - 1);
         svm.run_device_kernel(params, q, calculated, rhs, data.data(), QA_cost, add);
 
-        // check the calculated result for correctness result for
+        // check the calculated result for correctness
         EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
     }
 }
@@ -191,59 +191,66 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
     // calculate the w vector using the OpenMP backend
     const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
 
-    // check the calculated result for correctness result for
+    // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
+template <typename T>
+class OpenMPCSVMPredictAndScore : public OpenMPCSVM {};
+TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, parameter_types, parameter_definition_to_name);
+
+TYPED_TEST(OpenMPCSVMPredictAndScore, predict) {
+    using real_type = typename TypeParam::real_type;
+    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
+
+    // create parameter struct
+    plssvm::parameter params{};
+    params.kernel_type = kernel_type;
+
+    // create data set to be used
+    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
+
+    // read the previously learned model
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
+
+    // create C-SVM
+    const plssvm::openmp::csvm svm{ params };
+
+    // predict label
+    const std::vector<int> calculated = svm.predict(model, test_data);
+
+    // read ground truth from file
+    std::ifstream prediction_file{ PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict" };
+    const std::vector<int> ground_truth{ std::istream_iterator<int>{ prediction_file }, std::istream_iterator<int>{} };
+
+    // check the calculated result for correctness
+    EXPECT_EQ(calculated, ground_truth);
+}
+
+TYPED_TEST(OpenMPCSVMPredictAndScore, score) {
+    using real_type = typename TypeParam::real_type;
+    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
+
+    // create parameter struct
+    plssvm::parameter params{};
+    params.kernel_type = kernel_type;
+
+    // create data set to be used
+    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
+
+    // read the previously learned model
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
+
+    // create C-SVM
+    const plssvm::openmp::csvm svm{ params };
+
+    // predict label
+    const real_type calculated = svm.score(model, test_data);
+
+    // check the calculated result for correctness
+    EXPECT_EQ(calculated, real_type{ 1.0 });
+}
 
-//// check whether the device kernels are correct
-// TYPED_TEST(OpenMPCSVM, device_kernel) {
-//     // create parameter object
-//     plssvm::parameter<typename TypeParam::real_type> params;
-//     params.print_info = false;
-//     params.kernel = TypeParam::kernel;
-//
-//     params.parse_train_file(PLSSVM_TEST_FILE);
-//
-//     // create base C-SVM
-//     mock_csvm csvm{ params };
-//     using real_type = typename decltype(csvm)::real_type;
-//
-//     const std::size_t dept = csvm.get_num_data_points() - 1;
-//
-//     // create x vector and fill it with random values
-//     std::vector<real_type> x(dept);
-//     std::random_device rd;
-//     std::mt19937 gen(rd());
-//     std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-//     std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
-//
-//     // create C-SVM using the OpenMP backend
-//     mock_openmp_csvm csvm_openmp{ params };
-//
-//     // create correct q vector, cost and QA_cost
-//     const std::vector<real_type> q_vec = compare::generate_q<TypeParam::kernel>(csvm.get_data(), csvm_openmp.get_num_devices(), csvm);
-//     const real_type cost = csvm.get_cost();
-//     const real_type QA_cost = compare::kernel_function<TypeParam::kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
-//
-//     // setup data on device
-//     csvm_openmp.setup_data_on_device();
-//
-//     for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
-//         const std::vector<real_type> correct = compare::device_kernel_function<TypeParam::kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
-//
-//         std::vector<real_type> calculated(dept, 0.0);
-//         csvm_openmp.set_QA_cost(QA_cost);
-//         csvm_openmp.set_cost(cost);
-//         csvm_openmp.run_device_kernel(q_vec, calculated, x, csvm_openmp.get_device_data(), add);
-//
-//         ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
-//         for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-//             util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
-//         }
-//     }
-// }
-//
 //// check whether the correct labels are predicted
 // TYPED_TEST(OpenMPCSVM, predict) {
 //     generic::predict_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
diff --git a/tests/data/predict/500x200_linear.libsvm.model b/tests/data/predict/500x200_linear.libsvm.model
new file mode 100644
index 000000000..1e5a741ae
--- /dev/null
+++ b/tests/data/predict/500x200_linear.libsvm.model
@@ -0,0 +1,18 @@
+svm_type c_svc
+kernel_type linear
+nr_class 2
+total_sv 9
+rho 0.075993354792116025
+label 1 -1
+nr_sv 4 5
+SV
+3.2646689074018703e-05 1:7.7246431 2:-5.0410296 3:-4.2802085 4:-2.0863068 5:4.0680237 6:9.9573689 7:-11.459654 8:-6.1172644 9:6.2954185 10:5.5357769 11:-7.7261 12:2.5935613 13:-7.4564886 14:-8.563474 15:-5.7296373 16:3.7747131 17:5.5033687 18:3.3898127 19:-6.7373038 20:-1.5044816 21:-2.9094049 22:2.6232371 23:-7.4474231 24:6.8981241 25:-0.73951973 26:4.1532568 27:0.48651903 28:-2.3816644 29:4.736444 30:8.8338403 31:6.1814806 32:4.348832 33:5.7063596 34:5.262438 35:7.1132378 36:3.6033088 37:7.1989555 38:6.0887604 39:-7.2244305 40:-3.6520236 41:-1.4429154 42:-0.49371298 43:-0.76757834 44:-8.6753516 45:1.9579496 46:5.9837269 47:-7.5804973 48:-3.4362772 49:-7.3309012 50:7.9525864 51:3.2383064 52:-3.0130918 53:6.7086846 54:-9.0865902 55:-2.0695321 56:-1.4175398 57:7.868126 58:-8.1086168 59:-0.23264188 60:-5.9063289 61:7.1296617 62:-5.4646562 63:8.6786814 64:0.56469542 65:-0.62105384 66:-3.1043658 67:-7.6903016 68:8.7288163 69:9.2043045 70:-4.1140785 71:0.82517834 72:2.0949759 73:-2.3433204 74:5.0587232 75:-1.5707934 76:5.1815171 77:2.1962457 78:-8.8213518 79:-0.1341775 80:7.0274695 81:-5.1901599 82:-3.3973712 83:3.0615912 84:6.968946 85:5.3244716 86:6.6169981 87:-3.8443544 88:-8.8153942 89:-1.3900184 90:-5.8063362 91:-2.8472705 92:-5.7564942 93:7.3226176 94:-7.2631086 95:-5.1572876 96:-6.7830364 97:9.5177914 98:-9.9359123 99:-6.1424705 100:-1.9549633 101:4.5629912 102:-5.2701879 103:6.897528 104:-6.6276563 105:-4.9605597 106:-8.1635149 107:1.4719413 108:-2.8341862 109:-9.5544579 110:5.8352507 111:9.704101 112:5.7136092 113:9.5285977 114:-4.8806785 115:10.181279 116:-7.8468861 117:-3.0522486 118:4.71582 119:3.5120561 120:3.2791266 121:8.6595188 122:4.5817248 123:-7.7427427 124:-1.9773212 125:2.4229458 126:7.1668366 127:-8.3793942 128:-1.5284398 129:4.2127013 130:4.7866923 131:-3.9292723 132:-4.0193089 133:8.1149916 134:-0.4661824 135:-1.7431087 136:7.2846187 137:-3.555479 138:7.556212 139:-7.2951822 140:1.4197789 141:-10.188817 142:-6.9789346 143:4.0738441 144:2.3190015 145:1.0710794 146:-6.6792425 147:-1.8738623 148:-7.9431893 149:-1.4018396 150:-0.83904047 151:-3.8245035 152:3.3124659 153:3.0298789 154:-3.9319487 155:-8.5417241 156:-9.3698549 157:7.5917101 158:-2.8309113 159:-2.0716533 160:1.9453705 161:4.9426943 162:7.7310274 163:-9.0090886 164:2.9822573 165:9.443745 166:1.8106192 167:-4.4804045 168:-5.3126138 169:3.2920198 170:-0.85451654 171:-8.7604226 172:-6.5683788 173:-4.9190864 174:7.4839124 175:-3.7424255 176:-6.4191978 177:7.1039711 178:-4.3536591 179:-3.920313 180:-5.2075299 181:2.7707468 182:6.1397466 183:4.1333326 184:1.8803506 185:2.4932063 186:-4.4002942 187:-3.7178461 188:-1.6843652 189:9.0003499 190:6.7481533 191:-9.4588273 192:-2.5654988 193:8.7147381 194:-6.8394623 195:1.2737062 196:-7.3811139 197:-9.9546557 198:-8.1275804 199:-3.973956 200:-6.2792667 
+1.9033844669435079e-05 1:8.0293115 2:-2.1496309 3:-3.6131646 4:-3.0224928 5:4.1684521 6:11.147386 7:-9.1239917 8:-4.8911552 9:4.5557257 10:6.7047204 11:-7.5258184 12:4.1496232 13:-5.7607959 14:-8.8898216 15:-5.9937753 16:3.8679534 17:7.3410595 18:1.9572964 19:-5.6983139 20:-1.4458475 21:-3.4086222 22:3.6963375 23:-5.6313289 24:7.2820416 25:1.8280631 26:4.2533528 27:-0.83040858 28:-2.8388075 29:5.3202303 30:6.5465548 31:5.3934415 32:4.2865601 33:6.0416516 34:4.8399235 35:5.7934827 36:3.5717602 37:4.7339855 38:5.4390448 39:-7.727032 40:-4.7994286 41:-0.22467565 42:1.2684975 43:-1.4180753 44:-9.5778767 45:1.760349 46:7.5973376 47:-9.287874 48:-4.1521838 49:-6.4515192 50:6.797536 51:3.6611555 52:-2.9089074 53:7.5826791 54:-8.9204563 55:-1.8521561 56:-4.7705678 57:6.479092 58:-7.1039359 59:-2.9710312 60:-5.8629289 61:6.9306768 62:-5.425457 63:7.0641578 64:0.25043534 65:0.83657265 66:-0.82813679 67:-5.0173616 68:7.8395625 69:8.7174857 70:-3.5681696 71:-0.18005999 72:2.8160204 73:-0.98969829 74:5.7976201 75:-3.7589356 76:3.775389 77:1.0719845 78:-9.3451813 79:0.94185023 80:4.7398945 81:-4.6980599 82:-2.8786111 83:1.9359646 84:7.516022 85:6.845526 86:6.112435 87:-2.1517081 88:-9.3218569 89:-2.1323084 90:-7.8258074 91:-4.7742154 92:-6.0200428 93:8.8730918 94:-8.1348116 95:-4.6098329 96:-6.4009788 97:10.187591 98:-8.4682825 99:-7.6845691 100:-0.95114459 101:4.5563158 102:-2.5154661 103:6.4557314 104:-4.9695463 105:-4.4736704 106:-6.5443515 107:1.3814111 108:-4.1301504 109:-9.3598013 110:5.4338356 111:11.185111 112:5.5497551 113:9.5830485 114:-6.3297417 115:9.5052887 116:-7.11138 117:-5.1207194 118:4.7030696 119:2.2348628 120:2.6865272 121:8.5039259 122:4.3182702 123:-7.7162592 124:-2.2722827 125:3.313922 126:6.1797415 127:-7.42322 128:-1.5641301 129:6.0170004 130:5.2546275 131:-3.5984111 132:-4.1134519 133:10.288284 134:-0.55789628 135:-3.1252302 136:5.9918408 137:-1.9667576 138:5.9820929 139:-8.4900487 140:1.7746381 141:-10.293442 142:-5.4257183 143:5.7505007 144:5.181531 145:2.1176996 146:-7.398312 147:0.059868781 148:-7.8475076 149:-0.48776428 150:-2.182522 151:-1.9876365 152:4.1633792 153:4.9781413 154:-3.4421157 155:-9.2782753 156:-8.9585314 157:7.578282 158:-1.1391055 159:-2.9027195 160:0.63684916 161:4.298524 162:5.0985819 163:-9.2022907 164:2.3256213 165:8.3046231 166:0.95934742 167:-5.0324616 168:-6.858562 169:2.5338869 170:-2.2698678 171:-8.2755718 172:-8.2329595 173:-6.3946387 174:6.3677847 175:-3.2880948 176:-5.4365816 177:7.1631073 178:-2.325776 179:-4.7418771 180:-3.8672081 181:3.5998402 182:5.8856796 183:5.9096294 184:0.098218661 185:1.3713421 186:-5.1522951 187:-3.2388186 188:-0.69795854 189:8.4813969 190:5.2466652 191:-9.5603485 192:-3.31201 193:5.1928196 194:-7.5698243 195:0.33882881 196:-8.4616043 197:-8.5350119 198:-6.9098946 199:-4.7537841 200:-7.0780736 
+7.4247688037905861e-05 1:7.9884288 2:-4.4087894 3:-4.3343475 4:-3.6773452 5:4.8071588 6:9.0621191 7:-9.677478 8:-3.9839681 9:5.4574955 10:5.6274429 11:-5.154522 12:2.8271984 13:-7.9631447 14:-11.210211 15:-3.5029615 16:5.0697237 17:5.9447454 18:1.9710268 19:-6.1183864 20:-0.5535709 21:-1.1886454 22:1.3676554 23:-7.0366559 24:9.3015923 25:1.2925489 26:6.4729119 27:0.84291761 28:-1.9708059 29:3.3585232 30:7.0346168 31:7.5472453 32:3.6098927 33:5.1359811 34:6.7863958 35:7.0287138 36:3.8841593 37:7.9564921 38:5.4918514 39:-7.5120424 40:-4.5534648 41:-2.5091478 42:1.581336 43:-1.1011389 44:-8.3969896 45:1.0839746 46:7.9422759 47:-9.6407269 48:-3.9613958 49:-9.2474402 50:6.9254112 51:4.6058855 52:-3.8453366 53:8.0506903 54:-9.1305586 55:-1.7459855 56:-3.269108 57:9.3301541 58:-7.66596 59:-2.7148566 60:-6.404131 61:8.1715541 62:-4.8510079 63:7.3995611 64:0.17052123 65:1.8252893 66:-1.0760409 67:-5.4002374 68:7.7260686 69:9.1857221 70:-2.6648508 71:2.145731 72:4.7502387 73:-0.54057808 74:4.9926218 75:-1.3521692 76:2.7511003 77:1.60172 78:-9.3501443 79:1.731464 80:5.7776144 81:-5.555898 82:-2.0145323 83:2.6251451 84:5.072971 85:6.4083846 86:8.135624 87:-2.3604169 88:-7.2864284 89:-2.5814206 90:-4.7046999 91:-4.4797989 92:-7.1025566 93:9.8208144 94:-6.8405728 95:-5.5109939 96:-6.4680658 97:8.5464086 98:-8.5550624 99:-6.1400882 100:-0.8860173 101:4.3818385 102:-3.4899844 103:5.1541336 104:-6.5164098 105:-5.5206241 106:-7.5805547 107:1.5449991 108:-2.6294458 109:-9.622428 110:2.6088705 111:8.5741719 112:3.864475 113:7.8696856 114:-5.2303733 115:10.323989 116:-9.3863211 117:-3.8662479 118:5.8247126 119:1.8606806 120:4.4016551 121:10.168834 122:2.6598815 123:-5.3697672 124:-5.3841117 125:2.1837035 126:7.6821068 127:-6.8441809 128:-0.91558858 129:6.4776442 130:6.6386664 131:-0.24595069 132:-2.2259553 133:10.420666 134:0.36053082 135:-1.0328388 136:5.2703042 137:-0.50157963 138:8.7926518 139:-8.1604649 140:1.0633558 141:-7.4982916 142:-7.0828491 143:5.0314155 144:1.9564545 145:0.90232083 146:-4.9941271 147:-2.2922787 148:-7.5808122 149:-0.060100351 150:0.00091815408 151:-4.6055809 152:4.870795 153:4.1076998 154:-3.7470274 155:-9.4803335 156:-8.2319031 157:8.4265595 158:-1.490615 159:-1.9381732 160:1.0719557 161:5.1788008 162:7.195684 163:-6.9834586 164:2.985658 165:9.1873053 166:2.840547 167:-4.8894711 168:-4.6923052 169:3.0637856 170:-2.6888616 171:-10.546337 172:-9.6826994 173:-5.3812785 174:7.1640504 175:-2.4342052 176:-4.6071907 177:8.6119797 178:-2.192549 179:-3.9146843 180:-4.9279458 181:2.6830522 182:6.9154349 183:7.1831997 184:-0.74833423 185:1.5034052 186:-5.3587333 187:-4.956424 188:-1.3970694 189:8.7524106 190:5.8824032 191:-8.4661762 192:-3.7605872 193:6.9043196 194:-7.3473154 195:0.97182866 196:-7.7217857 197:-7.2000731 198:-7.7359406 199:-2.9269016 200:-7.6105242 
+5.0967476869780489e-05 1:8.4277511 2:-4.2734454 3:-4.8887568 4:-2.235119 5:6.5223566 6:8.9629759 7:-10.235475 8:-6.1509262 9:8.0413675 10:5.5755244 11:-7.7416339 12:4.6747092 13:-6.5498614 14:-9.7411905 15:-4.9434184 16:2.3286983 17:5.645787 18:1.882646 19:-5.6811248 20:-1.7555172 21:-2.5075725 22:1.3297997 23:-5.7707807 24:9.6704121 25:1.2661005 26:5.9262292 27:0.62297014 28:-0.1859193 29:3.0988228 30:5.8975268 31:5.5963637 32:3.63916 33:5.9140443 34:6.5982759 35:7.5801766 36:2.9199811 37:5.2269842 38:5.6927736 39:-7.1484606 40:-2.8801543 41:-0.75346028 42:0.37200653 43:-4.751164 44:-7.9266385 45:3.9231568 46:6.1017533 47:-10.451283 48:-5.5656121 49:-9.6991398 50:6.8256859 51:3.8743564 52:-2.1149772 53:6.8985543 54:-10.677787 55:-0.51263428 56:-2.4159816 57:7.1368324 58:-7.9652057 59:-0.77395044 60:-4.9269122 61:9.7936695 62:-5.5932787 63:8.5630864 64:0.87013423 65:0.35479909 66:-2.279898 67:-5.2309559 68:7.5986196 69:8.2619101 70:-4.6229381 71:0.16287908 72:2.8867437 73:-2.4704929 74:3.770598 75:-3.8640794 76:0.76914542 77:1.7661871 78:-7.6276477 79:0.39430619 80:5.8291229 81:-5.178958 82:-3.4909057 83:2.8342988 84:4.8325625 85:6.7838066 86:6.1562749 87:-4.6885209 88:-8.0504938 89:0.3889018 90:-5.3146002 91:-5.0814237 92:-8.3370864 93:7.1755858 94:-6.79548 95:-4.2126948 96:-8.8631697 97:8.2901228 98:-7.3082671 99:-7.5729775 100:-0.94107855 101:3.9946585 102:-4.0630803 103:6.4480805 104:-7.0401801 105:-5.8538217 106:-6.6941715 107:0.79081036 108:-4.1421109 109:-8.5130416 110:5.3042592 111:10.791807 112:5.1927569 113:7.6002808 114:-4.8469182 115:11.245988 116:-7.2152256 117:-3.9840986 118:5.7778067 119:4.4789336 120:3.8758286 121:8.2038675 122:3.7424448 123:-7.2891224 124:-4.0101504 125:4.4485316 126:6.2595042 127:-6.0779714 128:-0.04712064 129:7.3398935 130:4.3110124 131:-5.2025256 132:-2.0910029 133:9.5966278 134:0.11117087 135:-2.5379223 136:5.5157379 137:-3.586764 138:5.8240072 139:-8.993319 140:2.2145436 141:-9.3859902 142:-5.3640158 143:6.1318775 144:2.7570137 145:-0.19358883 146:-5.2957935 147:-1.6570365 148:-8.217426 149:-1.7323143 150:-1.0562212 151:-2.1575266 152:5.4182819 153:4.3414988 154:-4.3416065 155:-8.8515643 156:-6.9742556 157:8.0556772 158:-0.15159319 159:-3.6018148 160:3.1091485 161:4.6767519 162:8.018193 163:-9.4546505 164:3.6095646 165:9.6713931 166:0.70091073 167:-4.0962936 168:-6.0753506 169:2.3668919 170:-1.5457844 171:-10.294725 172:-7.0516863 173:-4.7291362 174:8.3464573 175:-4.0425998 176:-6.2192688 177:5.8656928 178:-3.8086026 179:-4.5849855 180:-3.5739965 181:2.2048577 182:5.9591216 183:4.2865428 184:-0.82626917 185:1.6107402 186:-5.14202 187:-3.2075997 188:-1.4984145 189:8.316763 190:7.5695672 191:-9.4405474 192:-0.05976722 193:6.7604084 194:-6.4567085 195:0.53794552 196:-6.2933919 197:-9.8535728 198:-8.2480699 199:-3.5086881 200:-8.4711023 
+-1.6205130710414069e-05 1:3.853161 2:3.6883024 3:7.2965093 4:8.1685732 5:-8.1956193 6:1.0140873 7:-3.6149901 8:-3.4142985 9:-7.4534995 10:-5.5202874 11:6.8161909 12:-6.0771771 13:-6.7734072 14:-4.360981 15:-5.4422574 16:6.1705662 17:-4.0965081 18:5.3323036 19:-1.2093393 20:-2.9633333 21:-0.36542689 22:-8.5958432 23:-9.4407718 24:-5.2029731 25:-1.8644268 26:5.1255064 27:7.4291896 28:-1.333704 29:-7.0434317 30:10.36398 31:0.21748464 32:-1.5241612 33:-9.2446599 34:3.8104135 35:-3.2540872 36:-0.47620013 37:6.8734422 38:4.7293927 39:4.4500651 40:-8.7134972 41:-4.0974104 42:3.0751124 43:-8.3028604 44:8.9795799 45:10.158478 46:-2.6522965 47:5.1505127 48:-7.6855276 49:-2.7667747 50:1.2142224 51:-7.8039311 52:6.1085044 53:7.5115405 54:-7.267105 55:8.4016492 56:3.4791202 57:-2.7667331 58:6.1678112 59:3.1564892 60:-2.9005436 61:6.8348692 62:-1.0711519 63:-3.7507005 64:-3.0346758 65:-1.7260652 66:-5.0503518 67:-9.1315826 68:-7.3568229 69:9.6262705 70:6.9814529 71:8.1200499 72:9.6006816 73:-0.40027689 74:7.7448979 75:-0.29369053 76:5.3669955 77:-3.9993849 78:-2.1085605 79:8.7536525 80:8.3185735 81:-0.51622662 82:-0.86610827 83:-8.4694917 84:-2.6685086 85:2.2463255 86:6.6558591 87:2.8936083 88:-5.2684029 89:-2.7086966 90:0.46102385 91:-5.5277181 92:-6.3842134 93:-0.02903887 94:-0.78991995 95:-3.4620512 96:4.0171512 97:5.6142863 98:-10.362465 99:-4.0889371 100:-4.4624052 101:3.6984657 102:3.8239646 103:2.4854854 104:-3.9645838 105:-6.3798194 106:-0.33756356 107:1.3467474 108:0.76184921 109:-3.361533 110:-2.3476834 111:4.5581811 112:8.2258995 113:7.747819 114:3.8433616 115:7.1487137 116:8.5210182 117:-6.1295482 118:1.9172004 119:8.5752965 120:1.1871928 121:3.1605031 122:-3.1338414 123:2.5810997 124:8.6463457 125:4.7602977 126:1.1714269 127:6.9344195 128:8.1813389 129:5.3286213 130:-0.074149214 131:2.048998 132:-2.6272196 133:0.45670632 134:3.5299147 135:9.7140827 136:-6.046435 137:-4.5692155 138:-3.2656907 139:-1.5993226 140:-2.1311716 141:-2.1836605 142:3.9691407 143:-1.6743596 144:-5.4400527 145:0.46065945 146:-6.3417733 147:9.6142679 148:-1.3982447 149:4.2698054 150:2.809308 151:5.3200633 152:-10.654017 153:-3.2935064 154:1.9990416 155:5.1667561 156:0.58570918 157:-5.4813436 158:3.4027596 159:2.6082269 160:7.7782073 161:-2.1024605 162:-2.5434947 163:-6.1370065 164:9.0138336 165:5.6678315 166:3.7473242 167:6.4828139 168:0.52842091 169:-5.7719495 170:4.0420232 171:3.497408 172:-1.4103777 173:3.8072615 174:-9.8500051 175:3.6404114 176:4.576504 177:5.9237143 178:1.5216059 179:-2.7997834 180:0.71270573 181:0.13127358 182:5.1542971 183:5.0944811 184:-5.2345025 185:-8.5473429 186:-7.0866265 187:-2.4135227 188:2.3396355 189:-9.2701961 190:1.6518438 191:0.68712312 192:7.895519 193:10.380267 194:7.8288076 195:3.6916128 196:4.9370183 197:7.864775 198:1.3512248 199:2.5174145 200:-2.681604 
+-3.933402188514466e-06 1:5.2670705 2:5.0911915 3:7.0938247 4:7.266957 5:-9.9404065 6:0.31592123 7:-4.8498383 8:-4.406064 9:-5.2111657 10:-5.7297417 11:7.9543335 12:-5.0628092 13:-7.8729337 14:-4.3892519 15:-7.0034395 16:4.4085522 17:-4.0571541 18:4.0911844 19:0.17741149 20:-1.7313754 21:-3.6371133 22:-10.828772 23:-9.4547835 24:-2.7112466 25:-1.664423 26:5.856531 27:7.9705641 28:-0.91655951 29:-10.393634 30:6.2556554 31:-1.5240979 32:-2.5375611 33:-8.7571682 34:2.1861229 35:-5.5317633 36:-2.0747241 37:5.12293 38:4.0180572 39:1.8602936 40:-8.7207797 41:-3.3763288 42:2.7215505 43:-7.6891267 44:9.1391478 45:8.3351714 46:-1.9184303 47:7.6654707 48:-7.8452543 49:-3.4190436 50:1.3523275 51:-7.2136001 52:4.8401713 53:6.7586663 54:-6.4526881 55:6.0723408 56:4.0240486 57:-2.2765839 58:7.1368478 59:2.7881131 60:-1.1354076 61:6.4050289 62:-0.37780465 63:-2.2567676 64:-2.3210287 65:-2.2881703 66:-6.1635766 67:-8.9557112 68:-8.4854515 69:8.8285794 70:6.8402615 71:7.1491675 72:8.7088441 73:-0.15352686 74:6.450047 75:-0.79291999 76:5.444743 77:-1.4451283 78:-3.3006616 79:8.2949354 80:9.4078061 81:-0.81719459 82:3.0235236 83:-9.2158078 84:-1.5406453 85:1.8032934 86:7.4685953 87:2.2872714 88:-4.4911844 89:-3.6846796 90:0.60301185 91:-4.5115428 92:-5.0110986 93:-0.52009232 94:-2.4556646 95:-4.9398959 96:4.4338644 97:6.5554851 98:-9.0178743 99:-4.9564327 100:-1.2648854 101:2.9351171 102:4.6196419 103:0.002313705 104:-2.8552393 105:-6.5557561 106:-3.0985375 107:0.57594405 108:-0.74609651 109:-0.567749 110:-0.67637554 111:5.5302744 112:6.7973651 113:8.8591899 114:2.7665603 115:7.7272356 116:8.3729311 117:-11.120337 118:0.60617177 119:9.8451294 120:0.43979705 121:1.1574703 122:-4.824654 123:1.520672 124:9.1301581 125:5.3122446 126:0.15392453 127:6.9664599 128:8.9597078 129:4.7693582 130:-0.043838209 131:0.66819675 132:-2.1477763 133:0.12119083 134:1.4652836 135:8.4110118 136:-7.9969299 137:-3.8692437 138:-4.0367464 139:-5.2241124 140:-0.11727302 141:-4.0057796 142:6.3666139 143:-1.3978131 144:-6.8054981 145:0.7354438 146:-7.0627764 147:7.9350416 148:-2.6250421 149:6.4325689 150:4.827395 151:7.1524125 152:-9.8283896 153:-1.9231921 154:4.6246083 155:6.7874295 156:1.3455814 157:-4.6564534 158:1.1330323 159:3.8257168 160:6.7090425 161:-3.2588123 162:-1.8632145 163:-4.7673178 164:7.3911081 165:4.106706 166:6.1645433 167:6.1657658 168:0.56925923 169:-5.9753027 170:3.5926168 171:2.898413 172:-1.8891808 173:2.8331567 174:-6.8293462 175:3.938921 176:3.3073448 177:6.1342826 178:1.6691931 179:-4.7718013 180:-1.9835707 181:-0.18812399 182:6.0627535 183:3.5389846 184:-4.5675034 185:-6.5340199 186:-3.6857631 187:-2.6025523 188:1.7555456 189:-10.278291 190:2.6796127 191:-0.039568471 192:8.3872178 193:9.9083954 194:7.0841442 195:2.5335338 196:5.2693011 197:5.8353359 198:1.1196208 199:0.68463717 200:-3.1761195 
+-2.0761477674468851e-05 1:2.5133299 2:5.1844387 3:5.840132 4:8.6340701 5:-8.1392439 6:0.68152468 7:-3.9233742 8:-3.5214075 9:-5.7517312 10:-6.938233 11:7.2361556 12:-5.584579 13:-7.59519 14:-4.916039 15:-7.5417585 16:2.5437155 17:-3.0376821 18:5.5423735 19:0.46266331 20:-2.7805926 21:-0.9134521 22:-9.7861734 23:-8.9193031 24:-4.1406114 25:-2.5538873 26:4.776597 27:7.8047459 28:-1.2324563 29:-7.1381074 30:7.2325198 31:-1.5053811 32:-0.46494287 33:-10.112878 34:3.1673602 35:-6.2169956 36:-1.6769743 37:4.6469844 38:4.485021 39:2.2117585 40:-8.264994 41:-1.8642361 42:2.3800324 43:-7.8526797 44:7.3953234 45:10.108998 46:-2.6181474 47:7.4466938 48:-6.8133264 49:-3.8554833 50:2.7056386 51:-8.058408 52:6.0637131 53:7.4592576 54:-5.3496857 55:7.3348932 56:3.7411118 57:-2.485634 58:7.1260317 59:2.2353495 60:-3.2017595 61:5.7723247 62:-0.71747188 63:-4.039361 64:-0.025234748 65:0.2313634 66:-4.9047237 67:-10.100219 68:-6.6140541 69:9.4046518 70:7.10765 71:8.584236 72:7.9396962 73:0.72134928 74:5.8232129 75:0.29989613 76:5.2888267 77:-2.5106093 78:-0.77408482 79:9.0904901 80:9.799376 81:-1.9118948 82:0.1715013 83:-7.8590102 84:-3.9288826 85:1.680014 86:8.6983862 87:0.86080793 88:-6.2687608 89:-3.4066911 90:0.051039583 91:-4.990037 92:-6.9296869 93:3.1341548 94:-2.3171519 95:-5.6411923 96:5.3377345 97:8.587434 98:-11.210367 99:-4.634328 100:-2.8383949 101:3.2243098 102:4.2103255 103:0.21002585 104:-2.3294711 105:-4.2648479 106:-2.1556226 107:0.9394038 108:0.82298394 109:-1.0687205 110:-0.19585145 111:5.0480403 112:7.0558384 113:9.3258189 114:2.7563474 115:8.3340086 116:6.9905979 117:-9.7940873 118:0.74194831 119:10.502311 120:-0.15695563 121:3.0357281 122:-4.0827056 123:1.079728 124:9.7266526 125:4.6143003 126:-0.33927807 127:7.6248496 128:8.4189095 129:7.6464406 130:-1.4592032 131:1.7067887 132:-0.49376959 133:-0.79149565 134:2.7232389 135:8.8862856 136:-6.0675926 137:-4.0613467 138:-2.4571598 139:-3.1571972 140:-0.83597385 141:-2.4820374 142:5.8184176 143:-2.2993407 144:-4.4706234 145:0.14620535 146:-5.9548863 147:8.7667159 148:-3.7441991 149:4.5936784 150:4.8308224 151:7.364098 152:-9.268258 153:-4.006112 154:3.2114886 155:5.9661226 156:2.4336526 157:-4.7453908 158:0.89971774 159:6.330809 160:6.5008625 161:-4.0306065 162:-0.97306467 163:-6.866134 164:8.8781742 165:5.7241088 166:5.6851895 167:8.6884503 168:0.058450248 169:-6.576084 170:3.5067274 171:2.0236947 172:0.32316311 173:4.1531222 174:-6.3308668 175:0.4398752 176:1.3455807 177:6.9313086 178:0.86829768 179:-2.0792776 180:-1.2824928 181:-0.1757218 182:6.0332186 183:4.5804979 184:-4.8032201 185:-5.4996028 186:-6.7401912 187:-1.5491753 188:5.7998456 189:-9.4946773 190:1.1287288 191:-0.21840467 192:9.6197475 193:8.0502706 194:7.3510601 195:2.5971713 196:3.2327558 197:10.437076 198:1.0259026 199:1.9937668 200:-3.5119488 
+-5.499564245868537e-05 1:3.1128993 2:3.9370677 3:6.598049 4:7.8217434 5:-8.1349402 6:-0.36563122 7:-3.0287661 8:-3.0247734 9:-6.6086755 10:-6.3251472 11:6.9749667 12:-5.2941792 13:-7.9663678 14:-5.8879503 15:-7.5367195 16:4.3113134 17:-4.3609873 18:3.9814552 19:-1.3059321 20:-2.9414808 21:-1.0468243 22:-8.2482601 23:-9.4509907 24:-2.8775015 25:-3.1813504 26:4.1673898 27:7.4614012 28:-0.68327892 29:-8.7197043 30:7.7748432 31:-2.6240823 32:-1.2268723 33:-12.143285 34:1.8988471 35:-2.5419763 36:-2.2360681 37:6.1781156 38:3.296965 39:1.4234489 40:-9.0655413 41:-2.048066 42:3.5694721 43:-7.8962041 44:8.0639295 45:6.612809 46:-2.4240772 47:8.7131359 48:-8.0390984 49:-5.0369025 50:2.3298104 51:-7.3280792 52:6.8288848 53:6.8283373 54:-8.2084012 55:7.9667668 56:3.0996059 57:-0.10105137 58:6.348924 59:1.8073778 60:-4.3032195 61:6.0184934 62:-1.1405923 63:-2.5701525 64:-2.5601167 65:-1.5053522 66:-5.021112 67:-8.5827457 68:-7.7813203 69:9.5314592 70:7.8257123 71:10.293434 72:9.2960583 73:1.1036042 74:7.0346549 75:-0.11989149 76:4.4017575 77:-2.5596808 78:-1.6920213 79:8.6751119 80:9.866781 81:-1.9015055 82:1.2111136 83:-10.085453 84:-1.2644084 85:-0.35896401 86:7.0019146 87:2.3575253 88:-6.2973781 89:-4.3560008 90:-1.2982808 91:-6.3602034 92:-5.7481597 93:1.7290729 94:-3.1063719 95:-3.1898156 96:4.0896156 97:6.2881759 98:-7.6642246 99:-4.1117878 100:-4.9929283 101:5.9663911 102:3.9019832 103:-0.16362714 104:-4.9279835 105:-5.7108997 106:-0.55580718 107:1.6893205 108:-1.8247364 109:-1.1626184 110:0.3709262 111:4.6890398 112:7.513874 113:8.1722432 114:1.0616923 115:8.8617419 116:8.9143972 117:-8.3035693 118:1.1312584 119:8.5028869 120:2.0931698 121:1.7867439 122:-4.1083438 123:1.6745984 124:9.5136776 125:4.8401534 126:-0.37091143 127:9.4540322 128:7.0980499 129:4.4955468 130:1.5105145 131:0.8620778 132:-2.2685973 133:-0.92330045 134:3.0533212 135:9.5930361 136:-7.0274175 137:-5.3169701 138:-4.5626558 139:-3.0241012 140:-0.82395936 141:-2.744321 142:5.1134591 143:-2.610308 144:-3.8180197 145:-0.44381866 146:-8.5671079 147:7.5638999 148:-2.7525571 149:5.2782797 150:5.6777894 151:8.2567395 152:-9.3188308 153:-3.3479359 154:3.161658 155:3.5387029 156:1.3785811 157:-4.8817769 158:1.4830293 159:4.5551785 160:9.1886469 161:-1.4875715 162:-3.1870859 163:-7.136755 164:8.8810582 165:5.7710777 166:7.0395159 167:6.2636488 168:-0.2740106 169:-6.2724102 170:1.8141496 171:1.773429 172:-0.065105089 173:6.1188784 174:-7.6473362 175:2.5144877 176:2.345693 177:6.6655789 178:2.003428 179:-2.2684934 180:-1.6708438 181:-0.67312333 182:4.9329699 183:3.7371489 184:-4.7779761 185:-6.5473477 186:-4.1372917 187:-3.4729484 188:2.7467485 189:-7.8304239 190:1.7294311 191:1.5454978 192:7.8388043 193:11.255465 194:7.9408615 195:2.3701324 196:4.1829067 197:7.3776446 198:0.87098156 199:1.8013185 200:-0.95606904 
+-8.1000045619057377e-05 1:4.8317694 2:2.9293671 3:6.2782252 4:8.3045929 5:-7.4924454 6:1.0497829 7:-1.4313937 8:-2.9714571 9:-7.190213 10:-4.9013794 11:8.8762238 12:-5.5997957 13:-6.7568429 14:-4.1311806 15:-9.512259 16:4.3251556 17:-2.8375244 18:4.5894508 19:1.4361488 20:-2.6176535 21:-1.9512071 22:-9.2704196 23:-10.627305 24:-2.0626256 25:-2.2871412 26:4.2499032 27:7.937037 28:0.31781159 29:-7.9560501 30:8.589659 31:-0.062888043 32:-0.0074207278 33:-7.4106976 34:1.4971183 35:-4.2170404 36:-2.0664909 37:6.1275302 38:4.0605992 39:2.7348275 40:-7.8231147 41:-3.8414234 42:2.3654326 43:-5.979949 44:9.8795752 45:7.2737272 46:-2.1763684 47:7.7601709 48:-8.6907887 49:-3.033621 50:1.7406013 51:-6.4681445 52:5.1395027 53:7.3200781 54:-6.6372787 55:5.8378844 56:5.8517402 57:-2.4256116 58:6.2899922 59:3.4311809 60:-2.1439481 61:7.3082401 62:-1.7872091 63:-2.4549736 64:-4.3885933 65:-2.2814732 66:-4.9732699 67:-10.567922 68:-7.7141339 69:7.8721551 70:8.5346112 71:7.4498326 72:9.1524679 73:-0.25092622 74:8.5850199 75:0.21751458 76:4.7674799 77:-2.1084873 78:-2.569763 79:6.3119793 80:8.711545 81:-2.4400765 82:1.0564015 83:-8.0079044 84:-2.7514364 85:1.2965544 86:6.5062905 87:2.2456667 88:-5.7083101 89:-3.1649293 90:1.1217337 91:-6.9569182 92:-5.7957574 93:1.4017959 94:-2.5741831 95:-5.1909596 96:5.7798195 97:6.249914 98:-9.3269129 99:-2.7014997 100:-2.1967685 101:2.5882576 102:2.7392336 103:2.1894965 104:-1.59537 105:-5.6486927 106:-1.7773868 107:4.4402572 108:-0.72328424 109:-1.8471026 110:-1.2075553 111:5.0004043 112:7.5883187 113:11.519268 114:3.0833945 115:8.234513 116:8.1890154 117:-6.754856 118:1.6814141 119:7.6961197 120:2.8130041 121:2.617812 122:-3.2854696 123:2.6248564 124:9.8557206 125:3.6793468 126:-0.28032611 127:7.0329092 128:9.0851769 129:6.1903486 130:1.6298424 131:0.40447784 132:-2.9192529 133:-1.102952 134:1.3626421 135:10.855479 136:-5.6026304 137:-3.9145994 138:-4.000358 139:-4.7458732 140:-1.0817537 141:-2.4272441 142:5.3918177 143:-0.88787854 144:-5.1423782 145:-0.14664267 146:-6.1585734 147:8.6606897 148:-2.3774925 149:5.4590792 150:4.8584226 151:6.1455149 152:-8.4939809 153:-2.5414804 154:3.3971503 155:5.6732842 156:0.47923179 157:-4.146605 158:0.84998647 159:4.7637737 160:8.8722738 161:-6.2203741 162:-1.0792509 163:-5.3821714 164:8.2984851 165:4.5504632 166:6.3976015 167:7.0322967 168:0.88531937 169:-6.8245362 170:2.1315811 171:2.0276198 172:-2.7534095 173:3.8564406 174:-6.3513459 175:3.4854317 176:2.7497654 177:5.5085316 178:4.1499917 179:-3.1352154 180:0.80261631 181:-1.4179972 182:4.7370364 183:3.2334578 184:-7.2033509 185:-6.634218 186:-6.4845581 187:-2.7968662 188:4.9687714 189:-10.754 190:1.0529309 191:0.31708487 192:7.753026 193:8.8272396 194:6.8050053 195:2.2152952 196:5.7001377 197:6.5944783 198:2.3207753 199:1.7917038 200:-1.3085279 
+
diff --git a/tests/data/predict/500x200_polynomial.libsvm.model b/tests/data/predict/500x200_polynomial.libsvm.model
new file mode 100644
index 000000000..ef03234b7
--- /dev/null
+++ b/tests/data/predict/500x200_polynomial.libsvm.model
@@ -0,0 +1,26 @@
+svm_type c_svc
+kernel_type polynomial
+degree 3
+gamma 0.0050251256281407036
+coef0 0
+nr_class 2
+total_sv 14
+rho 0.21072138483333189
+label 1 -1
+nr_sv 8 6
+SV
+3.5085212826934289e-06 1:6.6160454 2:-3.8531197 3:-3.7760366 4:-2.4118162 5:3.5858516 6:9.5141779 7:-9.9900834 8:-5.5681801 9:5.2348503 10:7.8638364 11:-8.9048993 12:3.6843931 13:-7.4952228 14:-9.3129016 15:-3.1474977 16:4.6546974 17:6.197582 18:3.8052937 19:-5.0840091 20:-0.38503988 21:-2.9994385 22:2.4979577 23:-7.7625884 24:8.6001313 25:-1.4058966 26:3.2062396 27:-0.52843669 28:-1.5766689 29:6.4320584 30:4.7815937 31:8.0663267 32:3.7148684 33:6.0976369 34:7.5640636 35:5.281543 36:5.1620653 37:4.5030705 38:4.9927998 39:-7.5079428 40:-4.1201974 41:-1.6752116 42:1.5960234 43:-2.0950363 44:-8.2957516 45:2.1287694 46:8.7359276 47:-9.3184821 48:-3.3580835 49:-7.0167283 50:8.1354208 51:4.9598091 52:-2.5574318 53:6.6377694 54:-6.13858 55:-1.13443 56:-2.6911555 57:6.4793444 58:-5.7211905 59:-1.0153685 60:-6.5990334 61:6.4372825 62:-5.4653651 63:9.7719709 64:1.0558696 65:2.5914382 66:-1.4302297 67:-4.9497436 68:6.723812 69:8.6234151 70:-5.1253888 71:-0.48302104 72:3.347662 73:-0.83985986 74:4.9031463 75:-3.3382659 76:1.0887599 77:1.5150109 78:-12.138197 79:0.5267912 80:5.0195757 81:-4.4524175 82:-2.2715442 83:2.7892911 84:5.6361317 85:7.7220126 86:6.8383887 87:-3.8486579 88:-8.7346152 89:-0.87951043 90:-7.2051589 91:-4.5903487 92:-6.8053077 93:7.8321615 94:-8.0551694 95:-6.8342118 96:-5.3425626 97:10.912557 98:-8.0277205 99:-7.7595843 100:-2.529012 101:4.2827832 102:-4.5908709 103:6.7917031 104:-6.5248176 105:-5.6912873 106:-8.0640774 107:1.5004345 108:-4.6264204 109:-10.160762 110:6.2647524 111:8.6387119 112:6.0918203 113:7.3867745 114:-4.8482961 115:7.4157148 116:-9.8222787 117:-2.8125446 118:3.6884071 119:2.2110695 120:2.5271545 121:8.1571644 122:2.5892567 123:-7.0119861 124:-2.4264071 125:3.5129481 126:5.1345234 127:-9.9215938 128:-0.88747883 129:5.1961175 130:4.6484043 131:-4.004267 132:-2.9630938 133:8.70692 134:0.55319464 135:-4.3231362 136:6.7297593 137:-3.9785848 138:6.4475068 139:-8.5862746 140:-0.62733938 141:-11.380892 142:-6.4584758 143:5.791779 144:3.1068026 145:-0.24310527 146:-4.5487266 147:-1.881986 148:-8.338479 149:0.014947037 150:-2.8191071 151:-4.1984517 152:3.6997321 153:2.1766713 154:-3.4567352 155:-6.4723443 156:-6.8067931 157:6.2534348 158:-3.0549201 159:-3.4533973 160:1.9127106 161:5.4752023 162:6.50424 163:-10.547095 164:0.63831201 165:8.3877025 166:0.93585512 167:-3.7300651 168:-5.7522061 169:3.31378 170:-3.0092033 171:-8.0681331 172:-9.7648873 173:-6.0920024 174:6.9827926 175:-1.694872 176:-5.6830338 177:8.4655058 178:-4.5814412 179:-2.6542848 180:-4.9766613 181:1.9338957 182:5.2226771 183:4.766865 184:-0.14654833 185:3.5003792 186:-4.6122456 187:-3.8917252 188:0.36080895 189:9.9199341 190:6.7515023 191:-10.081673 192:-1.8813441 193:6.9913265 194:-6.4542103 195:1.7915049 196:-7.4792508 197:-9.0931033 198:-6.9516847 199:-5.0202311 200:-6.9258076 
+1.38818801699838e-05 1:8.0293115 2:-2.1496309 3:-3.6131646 4:-3.0224928 5:4.1684521 6:11.147386 7:-9.1239917 8:-4.8911552 9:4.5557257 10:6.7047204 11:-7.5258184 12:4.1496232 13:-5.7607959 14:-8.8898216 15:-5.9937753 16:3.8679534 17:7.3410595 18:1.9572964 19:-5.6983139 20:-1.4458475 21:-3.4086222 22:3.6963375 23:-5.6313289 24:7.2820416 25:1.8280631 26:4.2533528 27:-0.83040858 28:-2.8388075 29:5.3202303 30:6.5465548 31:5.3934415 32:4.2865601 33:6.0416516 34:4.8399235 35:5.7934827 36:3.5717602 37:4.7339855 38:5.4390448 39:-7.727032 40:-4.7994286 41:-0.22467565 42:1.2684975 43:-1.4180753 44:-9.5778767 45:1.760349 46:7.5973376 47:-9.287874 48:-4.1521838 49:-6.4515192 50:6.797536 51:3.6611555 52:-2.9089074 53:7.5826791 54:-8.9204563 55:-1.8521561 56:-4.7705678 57:6.479092 58:-7.1039359 59:-2.9710312 60:-5.8629289 61:6.9306768 62:-5.425457 63:7.0641578 64:0.25043534 65:0.83657265 66:-0.82813679 67:-5.0173616 68:7.8395625 69:8.7174857 70:-3.5681696 71:-0.18005999 72:2.8160204 73:-0.98969829 74:5.7976201 75:-3.7589356 76:3.775389 77:1.0719845 78:-9.3451813 79:0.94185023 80:4.7398945 81:-4.6980599 82:-2.8786111 83:1.9359646 84:7.516022 85:6.845526 86:6.112435 87:-2.1517081 88:-9.3218569 89:-2.1323084 90:-7.8258074 91:-4.7742154 92:-6.0200428 93:8.8730918 94:-8.1348116 95:-4.6098329 96:-6.4009788 97:10.187591 98:-8.4682825 99:-7.6845691 100:-0.95114459 101:4.5563158 102:-2.5154661 103:6.4557314 104:-4.9695463 105:-4.4736704 106:-6.5443515 107:1.3814111 108:-4.1301504 109:-9.3598013 110:5.4338356 111:11.185111 112:5.5497551 113:9.5830485 114:-6.3297417 115:9.5052887 116:-7.11138 117:-5.1207194 118:4.7030696 119:2.2348628 120:2.6865272 121:8.5039259 122:4.3182702 123:-7.7162592 124:-2.2722827 125:3.313922 126:6.1797415 127:-7.42322 128:-1.5641301 129:6.0170004 130:5.2546275 131:-3.5984111 132:-4.1134519 133:10.288284 134:-0.55789628 135:-3.1252302 136:5.9918408 137:-1.9667576 138:5.9820929 139:-8.4900487 140:1.7746381 141:-10.293442 142:-5.4257183 143:5.7505007 144:5.181531 145:2.1176996 146:-7.398312 147:0.059868781 148:-7.8475076 149:-0.48776428 150:-2.182522 151:-1.9876365 152:4.1633792 153:4.9781413 154:-3.4421157 155:-9.2782753 156:-8.9585314 157:7.578282 158:-1.1391055 159:-2.9027195 160:0.63684916 161:4.298524 162:5.0985819 163:-9.2022907 164:2.3256213 165:8.3046231 166:0.95934742 167:-5.0324616 168:-6.858562 169:2.5338869 170:-2.2698678 171:-8.2755718 172:-8.2329595 173:-6.3946387 174:6.3677847 175:-3.2880948 176:-5.4365816 177:7.1631073 178:-2.325776 179:-4.7418771 180:-3.8672081 181:3.5998402 182:5.8856796 183:5.9096294 184:0.098218661 185:1.3713421 186:-5.1522951 187:-3.2388186 188:-0.69795854 189:8.4813969 190:5.2466652 191:-9.5603485 192:-3.31201 193:5.1928196 194:-7.5698243 195:0.33882881 196:-8.4616043 197:-8.5350119 198:-6.9098946 199:-4.7537841 200:-7.0780736 
+5.0872788088355664e-06 1:10.151148 2:-4.8876817 3:-2.9999514 4:-4.474562 5:4.3786873 6:11.359625 7:-9.2545416 8:-6.2987094 9:7.8390793 10:6.2288004 11:-8.2521172 12:2.8461431 13:-8.3923488 14:-9.7641949 15:-5.851652 16:3.6019003 17:5.2800075 18:0.58856736 19:-7.1325897 20:-2.8700104 21:-0.75496533 22:1.2170901 23:-6.9050521 24:7.8541415 25:-0.08524645 26:3.5567932 27:0.30989109 28:-1.9636679 29:5.0638768 30:6.4450967 31:6.0505017 32:3.4187126 33:6.6351952 34:5.3568808 35:6.7423666 36:4.3076093 37:8.069552 38:6.1980736 39:-6.9119561 40:-4.4915821 41:-0.81327791 42:0.83933533 43:1.0118155 44:-8.751966 45:3.1451927 46:6.080527 47:-9.3828179 48:-3.7407192 49:-7.9946854 50:7.9845753 51:3.5519739 52:-2.4663119 53:6.7080417 54:-9.6577506 55:-2.7288022 56:-3.714442 57:8.4656475 58:-8.4231095 59:-0.72447568 60:-6.0175683 61:6.2772102 62:-5.6315931 63:10.75162 64:0.22075742 65:2.7043151 66:0.80603366 67:-4.8354772 68:8.0381212 69:8.8227815 70:-4.0680248 71:-0.24891972 72:2.9916066 73:-2.775943 74:4.3557309 75:-3.9310842 76:1.5460435 77:1.4041619 78:-9.0677783 79:2.0260101 80:5.6168799 81:-3.9028963 82:-4.0535552 83:3.4137608 84:5.3694089 85:6.9286991 86:7.1522127 87:-2.8860813 88:-9.7276584 89:-1.5071543 90:-7.9201527 91:-3.4509743 92:-7.7523973 93:8.5808853 94:-8.7617967 95:-2.4216245 96:-6.9068317 97:8.8351141 98:-7.4027212 99:-5.8734136 100:-2.6196022 101:5.3739412 102:-3.5910843 103:8.1054466 104:-7.5513337 105:-5.6353996 106:-6.2625754 107:0.30683739 108:-2.7295649 109:-9.9693537 110:7.1137583 111:6.6145481 112:7.2761545 113:6.9819503 114:-6.7822016 115:6.9954703 116:-8.0131149 117:-4.9298294 118:4.2424852 119:1.6296566 120:5.2460375 121:7.7256246 122:3.2083463 123:-6.0298401 124:-2.7206184 125:3.135885 126:3.9307691 127:-7.9643777 128:-0.75513548 129:7.2281859 130:6.7806436 131:-3.8305957 132:-2.1259678 133:9.6843534 134:1.1322097 135:-2.1206305 136:8.0364673 137:-2.7671594 138:6.4477799 139:-9.0114923 140:-1.0542043 141:-9.7106329 142:-10.31355 143:6.0047586 144:2.4137885 145:1.0383977 146:-5.6010264 147:-2.1570467 148:-7.8172094 149:-2.8338971 150:-1.5992698 151:-3.7590675 152:4.1779257 153:5.4070609 154:-3.299576 155:-6.5453617 156:-6.6048965 157:6.3733943 158:-2.6597321 159:-2.1228989 160:2.7395562 161:5.282293 162:6.3948527 163:-9.193898 164:1.2501135 165:7.9060922 166:1.9895907 167:-4.1167769 168:-5.2751099 169:2.3877871 170:-2.3142668 171:-8.12347 172:-7.44652 173:-5.9465357 174:7.4343282 175:-1.2847503 176:-4.8848534 177:6.4679357 178:-4.2548996 179:-3.9811989 180:-4.2350045 181:2.5672343 182:5.7489205 183:4.5663212 184:-0.21897898 185:2.2690975 186:-3.5578362 187:-4.6420662 188:-1.1832506 189:8.3412037 190:7.4243455 191:-10.603454 192:-4.8821711 193:3.50152 194:-5.6419765 195:-0.44327358 196:-5.7517061 197:-7.0536738 198:-7.587567 199:-4.4877611 200:-6.219119 
+1.4341015886419322e-06 1:7.8532768 2:-3.747933 3:-3.8767319 4:-4.1548005 5:2.7340912 6:9.5382853 7:-11.456504 8:-4.492883 9:8.4002442 10:4.7375024 11:-7.4218438 12:3.0615457 13:-8.7995646 14:-7.5440048 15:-2.87862 16:2.7315112 17:5.0125413 18:4.2009346 19:-6.1232845 20:-1.1629839 21:-2.1772495 22:4.8842376 23:-7.0637603 24:9.0969338 25:0.22203315 26:4.6100945 27:-0.80509074 28:-2.4194631 29:6.5742711 30:6.8546894 31:6.9166581 32:4.3796415 33:6.5210548 34:3.9828928 35:6.4206208 36:4.2429163 37:5.006035 38:3.8930438 39:-6.9128018 40:-1.8275032 41:1.4375826 42:1.3521485 43:-0.61543516 44:-7.9428487 45:3.3659095 46:6.6725205 47:-9.0947929 48:-2.713582 49:-6.9219668 50:7.9901012 51:2.6018757 52:-3.3191867 53:5.0619836 54:-8.4502834 55:-2.9356709 56:-5.2338085 57:7.6431591 58:-10.046827 59:-0.55138125 60:-4.172082 61:8.7744797 62:-4.6551483 63:9.8851113 64:0.98797791 65:1.8584114 66:-3.312616 67:-6.9258075 68:6.4684919 69:9.0944415 70:-4.1187818 71:-0.45461436 72:3.5369038 73:-0.14906358 74:3.4159654 75:-2.4606393 76:2.4091628 77:2.4611202 78:-6.5811336 79:0.2759444 80:6.6199456 81:-5.4671975 82:-3.2871797 83:2.5066806 84:6.8749205 85:6.0882146 86:7.6910307 87:-2.2771614 88:-9.0929736 89:-0.90002087 90:-4.8237958 91:-6.0835475 92:-6.8943978 93:8.36597 94:-8.0131541 95:-6.3713507 96:-7.3037745 97:9.1374981 98:-8.3631957 99:-7.2833855 100:-1.3514623 101:6.0392184 102:-2.2016063 103:5.7044388 104:-7.5432935 105:-6.25647 106:-7.6839475 107:1.5662338 108:-3.0754377 109:-9.2692751 110:5.4933939 111:7.9994625 112:7.1721731 113:8.8249258 114:-5.6644887 115:8.1590268 116:-7.562477 117:-3.7502107 118:4.6183992 119:2.3449281 120:3.6597306 121:8.6991428 122:4.4916252 123:-5.8630317 124:-3.7806553 125:4.8662719 126:5.8629425 127:-9.366047 128:-0.64973922 129:5.8377297 130:7.3737942 131:-1.4224627 132:-3.3463112 133:9.9606271 134:-1.4995377 135:-2.6191025 136:8.2325199 137:-2.5053967 138:6.9460293 139:-7.8070059 140:0.15773271 141:-10.826305 142:-6.9476477 143:6.3727741 144:4.6530243 145:-1.2120007 146:-5.8480236 147:-1.3850151 148:-6.0094734 149:-3.7401141 150:-2.7126368 151:-3.5439056 152:6.4571406 153:1.8685129 154:-2.4129275 155:-8.665625 156:-6.0340494 157:6.0380281 158:-0.46934623 159:-4.0450158 160:1.6658509 161:3.265463 162:8.8078297 163:-8.4204186 164:2.3420791 165:8.263178 166:2.5551984 167:-4.5539142 168:-4.3826348 169:3.9935936 170:-2.2467997 171:-8.6229519 172:-9.8976699 173:-6.3462062 174:7.3309358 175:-4.8292268 176:-5.1666546 177:8.6392978 178:-2.9554128 179:-4.0274609 180:-3.7060842 181:1.2075825 182:5.086552 183:7.1663672 184:-2.0173837 185:1.2335103 186:-4.6555216 187:-3.056199 188:-1.1245058 189:9.2449178 190:7.6195511 191:-10.841306 192:-3.6523044 193:6.8187532 194:-5.6359651 195:0.22900461 196:-6.3895331 197:-9.7353203 198:-7.3396055 199:-3.9046303 200:-5.8266888 
+5.0416573376285225e-07 1:7.9884288 2:-4.4087894 3:-4.3343475 4:-3.6773452 5:4.8071588 6:9.0621191 7:-9.677478 8:-3.9839681 9:5.4574955 10:5.6274429 11:-5.154522 12:2.8271984 13:-7.9631447 14:-11.210211 15:-3.5029615 16:5.0697237 17:5.9447454 18:1.9710268 19:-6.1183864 20:-0.5535709 21:-1.1886454 22:1.3676554 23:-7.0366559 24:9.3015923 25:1.2925489 26:6.4729119 27:0.84291761 28:-1.9708059 29:3.3585232 30:7.0346168 31:7.5472453 32:3.6098927 33:5.1359811 34:6.7863958 35:7.0287138 36:3.8841593 37:7.9564921 38:5.4918514 39:-7.5120424 40:-4.5534648 41:-2.5091478 42:1.581336 43:-1.1011389 44:-8.3969896 45:1.0839746 46:7.9422759 47:-9.6407269 48:-3.9613958 49:-9.2474402 50:6.9254112 51:4.6058855 52:-3.8453366 53:8.0506903 54:-9.1305586 55:-1.7459855 56:-3.269108 57:9.3301541 58:-7.66596 59:-2.7148566 60:-6.404131 61:8.1715541 62:-4.8510079 63:7.3995611 64:0.17052123 65:1.8252893 66:-1.0760409 67:-5.4002374 68:7.7260686 69:9.1857221 70:-2.6648508 71:2.145731 72:4.7502387 73:-0.54057808 74:4.9926218 75:-1.3521692 76:2.7511003 77:1.60172 78:-9.3501443 79:1.731464 80:5.7776144 81:-5.555898 82:-2.0145323 83:2.6251451 84:5.072971 85:6.4083846 86:8.135624 87:-2.3604169 88:-7.2864284 89:-2.5814206 90:-4.7046999 91:-4.4797989 92:-7.1025566 93:9.8208144 94:-6.8405728 95:-5.5109939 96:-6.4680658 97:8.5464086 98:-8.5550624 99:-6.1400882 100:-0.8860173 101:4.3818385 102:-3.4899844 103:5.1541336 104:-6.5164098 105:-5.5206241 106:-7.5805547 107:1.5449991 108:-2.6294458 109:-9.622428 110:2.6088705 111:8.5741719 112:3.864475 113:7.8696856 114:-5.2303733 115:10.323989 116:-9.3863211 117:-3.8662479 118:5.8247126 119:1.8606806 120:4.4016551 121:10.168834 122:2.6598815 123:-5.3697672 124:-5.3841117 125:2.1837035 126:7.6821068 127:-6.8441809 128:-0.91558858 129:6.4776442 130:6.6386664 131:-0.24595069 132:-2.2259553 133:10.420666 134:0.36053082 135:-1.0328388 136:5.2703042 137:-0.50157963 138:8.7926518 139:-8.1604649 140:1.0633558 141:-7.4982916 142:-7.0828491 143:5.0314155 144:1.9564545 145:0.90232083 146:-4.9941271 147:-2.2922787 148:-7.5808122 149:-0.060100351 150:0.00091815408 151:-4.6055809 152:4.870795 153:4.1076998 154:-3.7470274 155:-9.4803335 156:-8.2319031 157:8.4265595 158:-1.490615 159:-1.9381732 160:1.0719557 161:5.1788008 162:7.195684 163:-6.9834586 164:2.985658 165:9.1873053 166:2.840547 167:-4.8894711 168:-4.6923052 169:3.0637856 170:-2.6888616 171:-10.546337 172:-9.6826994 173:-5.3812785 174:7.1640504 175:-2.4342052 176:-4.6071907 177:8.6119797 178:-2.192549 179:-3.9146843 180:-4.9279458 181:2.6830522 182:6.9154349 183:7.1831997 184:-0.74833423 185:1.5034052 186:-5.3587333 187:-4.956424 188:-1.3970694 189:8.7524106 190:5.8824032 191:-8.4661762 192:-3.7605872 193:6.9043196 194:-7.3473154 195:0.97182866 196:-7.7217857 197:-7.2000731 198:-7.7359406 199:-2.9269016 200:-7.6105242 
+1.1554233642833516e-06 1:6.5428584 2:-3.5214899 3:-5.4005969 4:-4.4816982 5:4.1156484 6:9.986493 7:-9.6973822 8:-6.5065191 9:8.3680498 10:6.2736965 11:-6.501486 12:2.7357325 13:-7.3554477 14:-9.6628391 15:-4.4414576 16:3.9498124 17:5.3921298 18:1.5407836 19:-6.4713836 20:-2.3694583 21:-1.8368792 22:3.6607333 23:-7.2571524 24:10.048671 25:-0.47786137 26:3.9456037 27:1.7554954 28:-2.9798661 29:4.8336778 30:8.5260177 31:5.6998827 32:5.7135402 33:5.6706881 34:4.883232 35:6.2027816 36:3.1926036 37:4.5438813 38:6.1697177 39:-8.9570964 40:-3.7314195 41:-1.0117985 42:1.3778022 43:-0.64415952 44:-8.3086217 45:4.2106618 46:6.0630709 47:-9.4539943 48:-4.922082 49:-8.0272078 50:8.9743472 51:4.188579 52:-4.0318412 53:5.9738157 54:-7.1667973 55:-3.205324 56:-2.4210428 57:8.4351236 58:-7.8367985 59:-1.1928326 60:-5.1399244 61:6.5990965 62:-5.9017404 63:8.780129 64:1.4121845 65:0.034969936 66:-1.9850957 67:-6.8422494 68:8.4212757 69:7.8846675 70:-5.2936228 71:-0.79230122 72:4.3210867 73:-2.5552392 74:6.1358129 75:-5.4501257 76:2.5239281 77:2.1196392 78:-8.6152838 79:0.59876363 80:4.5329848 81:-4.550539 82:-3.2935061 83:1.5019576 84:4.7658515 85:6.1275291 86:8.0270185 87:-2.1820966 88:-8.9333731 89:1.7124479 90:-6.775039 91:-3.3407106 92:-7.4923894 93:5.5230094 94:-7.7144421 95:-4.6848811 96:-6.8178517 97:9.8795763 98:-9.3927295 99:-7.2835278 100:-1.7537705 101:2.8439335 102:-5.1069463 103:6.5107624 104:-7.1675192 105:-5.6787489 106:-7.4800276 107:0.81065018 108:-3.6192547 109:-9.2148885 110:4.2754698 111:8.7390391 112:8.5721641 113:8.6280806 114:-6.2255341 115:9.1157594 116:-6.5571216 117:-3.3643288 118:2.9331007 119:2.2161385 120:3.2767256 121:7.9684663 122:0.77158013 123:-6.4480282 124:-3.8845248 125:4.5878542 126:5.095995 127:-7.6474646 128:-1.5051838 129:5.7599899 130:4.9716075 131:-4.8386259 132:-2.7145505 133:7.008008 134:-0.53830061 135:-2.8035497 136:5.7210948 137:-2.5953682 138:6.7589707 139:-8.3288404 140:1.9317515 141:-10.330357 142:-8.1096488 143:6.1795022 144:3.5742572 145:2.6701321 146:-4.3161708 147:-1.3261015 148:-7.5099936 149:-1.4501011 150:-2.1829544 151:-1.7446388 152:4.9972118 153:3.8056677 154:-4.3586933 155:-8.8951448 156:-7.7113972 157:7.3305879 158:-1.934223 159:-2.9907944 160:3.4045657 161:3.9542323 162:8.6896873 163:-8.8937295 164:1.3774179 165:8.530459 166:1.5319582 167:-2.0421954 168:-5.2665723 169:4.7931345 170:-1.893202 171:-9.9642862 172:-8.5170555 173:-7.0870543 174:7.4288436 175:-3.2955228 176:-4.0974916 177:6.1641648 178:-3.1648512 179:-2.3862301 180:-3.219506 181:2.8914382 182:6.2909382 183:4.759146 184:-0.77229638 185:3.7917526 186:-5.7250652 187:-3.4207465 188:0.0034849191 189:10.253061 190:5.3998876 191:-9.5031965 192:-2.3605067 193:7.5351006 194:-5.9250504 195:1.6467816 196:-8.6355837 197:-9.2996491 198:-8.3255012 199:-2.8780449 200:-6.6228315 
+7.3220762281658968e-06 1:8.0920397 2:-3.0612417 3:-4.3277481 4:-2.2215751 5:3.4298269 6:9.6320798 7:-9.0404131 8:-4.836922 9:5.4728751 10:4.0476531 11:-7.2880684 12:3.2624407 13:-7.4401282 14:-9.3403655 15:-5.1293749 16:4.1827805 17:7.4631076 18:2.2675553 19:-7.8294469 20:0.10068165 21:-0.37848112 22:0.87433715 23:-5.567283 24:8.1239438 25:1.0679197 26:3.4059148 27:1.5368263 28:-1.3398779 29:5.5584201 30:6.8707854 31:5.4634318 32:3.2568167 33:5.7470731 34:5.6360248 35:8.0806426 36:4.9758469 37:5.588035 38:7.8774943 39:-9.3513878 40:-3.3785392 41:-2.6414476 42:0.23159366 43:-1.3554688 44:-8.6680432 45:2.3076494 46:6.1480026 47:-9.275362 48:-4.7161747 49:-8.1561899 50:6.9564354 51:5.8108044 52:-3.0886842 53:6.3436124 54:-8.5353998 55:-2.154391 56:-3.8870627 57:8.179602 58:-8.7851468 59:-1.5923343 60:-7.9482245 61:7.0425584 62:-4.6799328 63:9.8019559 64:2.5134228 65:2.1240147 66:-1.8360151 67:-4.2349215 68:7.4564355 69:8.5958513 70:-3.5612594 71:0.29650794 72:2.2295236 73:-1.415293 74:2.8546598 75:-3.7555938 76:1.1117586 77:0.16139293 78:-9.8821817 79:1.428686 80:6.6536288 81:-4.4744588 82:-3.3354051 83:2.0570015 84:6.3819343 85:8.1189671 86:5.9466281 87:-1.7772164 88:-6.3939452 89:-1.0514241 90:-7.4159191 91:-4.737449 92:-6.1507953 93:7.8347053 94:-9.9309454 95:-6.2631061 96:-6.3460468 97:11.101753 98:-7.128604 99:-5.4038117 100:-1.6443373 101:3.6888936 102:-3.8630895 103:5.9349642 104:-6.8983795 105:-4.9084496 106:-6.7692991 107:2.5599097 108:-2.7239451 109:-7.736605 110:6.1193261 111:8.8220451 112:4.958015 113:8.1966098 114:-7.1782061 115:7.9980886 116:-8.5176878 117:-3.74536 118:5.0253519 119:3.151569 120:2.0979784 121:9.1505604 122:2.1519182 123:-7.0754084 124:-3.1648724 125:3.168644 126:7.3465586 127:-6.2360223 128:-1.0505288 129:5.7465031 130:6.8000853 131:-3.5372895 132:-2.8172366 133:8.3265103 134:-0.43323972 135:-2.8972128 136:5.9153914 137:-2.1542312 138:8.1704375 139:-9.1330166 140:0.95665592 141:-10.043496 142:-4.9696095 143:6.1835809 144:4.467136 145:2.0775261 146:-6.5406737 147:-4.4070154 148:-6.0087709 149:-0.68564305 150:-2.7284918 151:-2.9188536 152:5.9656952 153:3.7476357 154:-4.21045 155:-7.6763231 156:-9.1311211 157:7.6080637 158:-1.8581598 159:-1.5570501 160:0.90097333 161:4.4162275 162:7.2836151 163:-7.9661227 164:1.6036081 165:9.4151591 166:2.0931627 167:-3.6023458 168:-5.0437568 169:3.410515 170:-3.316172 171:-10.592921 172:-7.1171302 173:-7.5790018 174:7.7533373 175:-3.5063374 176:-3.9800372 177:7.8211995 178:-3.9472022 179:-2.41658 180:-6.1912209 181:3.6668341 182:6.2240526 183:4.7768218 184:0.063098696 185:3.1586456 186:-3.2754966 187:-4.9237176 188:-0.70878145 189:9.6714535 190:7.5202263 191:-8.9353466 192:-3.2808419 193:7.1599337 194:-5.148616 195:1.1386553 196:-8.0706321 197:-8.5817339 198:-5.7538342 199:-3.1809355 200:-5.7388329 
+2.1833975554190037e-06 1:8.4277511 2:-4.2734454 3:-4.8887568 4:-2.235119 5:6.5223566 6:8.9629759 7:-10.235475 8:-6.1509262 9:8.0413675 10:5.5755244 11:-7.7416339 12:4.6747092 13:-6.5498614 14:-9.7411905 15:-4.9434184 16:2.3286983 17:5.645787 18:1.882646 19:-5.6811248 20:-1.7555172 21:-2.5075725 22:1.3297997 23:-5.7707807 24:9.6704121 25:1.2661005 26:5.9262292 27:0.62297014 28:-0.1859193 29:3.0988228 30:5.8975268 31:5.5963637 32:3.63916 33:5.9140443 34:6.5982759 35:7.5801766 36:2.9199811 37:5.2269842 38:5.6927736 39:-7.1484606 40:-2.8801543 41:-0.75346028 42:0.37200653 43:-4.751164 44:-7.9266385 45:3.9231568 46:6.1017533 47:-10.451283 48:-5.5656121 49:-9.6991398 50:6.8256859 51:3.8743564 52:-2.1149772 53:6.8985543 54:-10.677787 55:-0.51263428 56:-2.4159816 57:7.1368324 58:-7.9652057 59:-0.77395044 60:-4.9269122 61:9.7936695 62:-5.5932787 63:8.5630864 64:0.87013423 65:0.35479909 66:-2.279898 67:-5.2309559 68:7.5986196 69:8.2619101 70:-4.6229381 71:0.16287908 72:2.8867437 73:-2.4704929 74:3.770598 75:-3.8640794 76:0.76914542 77:1.7661871 78:-7.6276477 79:0.39430619 80:5.8291229 81:-5.178958 82:-3.4909057 83:2.8342988 84:4.8325625 85:6.7838066 86:6.1562749 87:-4.6885209 88:-8.0504938 89:0.3889018 90:-5.3146002 91:-5.0814237 92:-8.3370864 93:7.1755858 94:-6.79548 95:-4.2126948 96:-8.8631697 97:8.2901228 98:-7.3082671 99:-7.5729775 100:-0.94107855 101:3.9946585 102:-4.0630803 103:6.4480805 104:-7.0401801 105:-5.8538217 106:-6.6941715 107:0.79081036 108:-4.1421109 109:-8.5130416 110:5.3042592 111:10.791807 112:5.1927569 113:7.6002808 114:-4.8469182 115:11.245988 116:-7.2152256 117:-3.9840986 118:5.7778067 119:4.4789336 120:3.8758286 121:8.2038675 122:3.7424448 123:-7.2891224 124:-4.0101504 125:4.4485316 126:6.2595042 127:-6.0779714 128:-0.04712064 129:7.3398935 130:4.3110124 131:-5.2025256 132:-2.0910029 133:9.5966278 134:0.11117087 135:-2.5379223 136:5.5157379 137:-3.586764 138:5.8240072 139:-8.993319 140:2.2145436 141:-9.3859902 142:-5.3640158 143:6.1318775 144:2.7570137 145:-0.19358883 146:-5.2957935 147:-1.6570365 148:-8.217426 149:-1.7323143 150:-1.0562212 151:-2.1575266 152:5.4182819 153:4.3414988 154:-4.3416065 155:-8.8515643 156:-6.9742556 157:8.0556772 158:-0.15159319 159:-3.6018148 160:3.1091485 161:4.6767519 162:8.018193 163:-9.4546505 164:3.6095646 165:9.6713931 166:0.70091073 167:-4.0962936 168:-6.0753506 169:2.3668919 170:-1.5457844 171:-10.294725 172:-7.0516863 173:-4.7291362 174:8.3464573 175:-4.0425998 176:-6.2192688 177:5.8656928 178:-3.8086026 179:-4.5849855 180:-3.5739965 181:2.2048577 182:5.9591216 183:4.2865428 184:-0.82626917 185:1.6107402 186:-5.14202 187:-3.2075997 188:-1.4984145 189:8.316763 190:7.5695672 191:-9.4405474 192:-0.05976722 193:6.7604084 194:-6.4567085 195:0.53794552 196:-6.2933919 197:-9.8535728 198:-8.2480699 199:-3.5086881 200:-8.4711023 
+-1.3790250297778653e-05 1:4.5298149 2:2.2054182 3:8.5287882 4:9.3255839 5:-6.8680759 6:0.30683739 7:-2.205222 8:-1.6359122 9:-5.0772742 10:-7.1465884 11:6.1311022 12:-6.4304094 13:-8.3170104 14:-5.4728257 15:-5.7423612 16:5.7482504 17:-2.2246114 18:4.5933025 19:0.57564324 20:-1.8203462 21:-1.7901839 22:-9.0960246 23:-8.3909809 24:-3.8002254 25:-4.1875823 26:4.9261814 27:6.6541573 28:-0.023266894 29:-8.361463 30:7.967831 31:-2.2901576 32:-2.3698745 33:-7.8466403 34:2.0648271 35:-5.0136399 36:-2.7954701 37:4.8998524 38:3.3722248 39:2.4420441 40:-8.1009898 41:-2.3602077 42:2.4192323 43:-6.3584257 44:8.949116 45:10.292725 46:-1.3019602 47:6.8454497 48:-6.9533435 49:-4.2343284 50:2.2712406 51:-7.646185 52:6.2518232 53:5.4140502 54:-7.4885873 55:8.6840858 56:4.6174735 57:-2.0243121 58:5.839286 59:4.09084 60:-3.8380922 61:5.5247899 62:-0.088156546 63:-2.9196293 64:-2.2846534 65:-2.1827061 66:-5.9040171 67:-10.312614 68:-9.212173 69:9.44864 70:9.9350169 71:7.2945019 72:6.3419018 73:-0.54445643 74:8.5423059 75:0.2619404 76:4.2845602 77:-2.8586102 78:-2.5631536 79:8.6743266 80:8.0908297 81:-0.32308986 82:2.8945155 83:-7.1642505 84:-2.3628015 85:0.059821467 86:7.8106703 87:1.3255349 88:-1.4578628 89:-2.8501532 90:1.5889687 91:-4.1456876 92:-5.8830953 93:-0.38232889 94:-3.2139736 95:-3.6651498 96:3.4140904 97:6.2708834 98:-11.405301 99:-5.7327749 100:-4.5386842 101:2.9092031 102:5.6316927 103:0.70092856 104:-3.1039038 105:-4.2787651 106:-2.9514881 107:-0.013293151 108:-0.99323779 109:-1.5093617 110:-2.0315877 111:5.1064491 112:7.5561731 113:10.334178 114:1.2119722 115:6.4379005 116:7.8390498 117:-6.7434746 118:1.1654174 119:9.7560268 120:0.67530126 121:3.140776 122:-5.7175333 123:1.5951457 124:9.4240576 125:3.7848591 126:1.3252571 127:6.859442 128:7.9819277 129:4.5522846 130:0.65171141 131:-0.89565912 132:-3.5789281 133:-1.6084073 134:0.56548991 135:9.5057897 136:-5.8680872 137:-4.5687047 138:-3.9215311 139:-2.2858025 140:-1.9267973 141:-3.8741591 142:3.7708829 143:-1.7532463 144:-2.2785975 145:-0.34372784 146:-4.222826 147:6.7325294 148:-2.8371631 149:3.7858606 150:4.3457724 151:4.7919053 152:-8.7057364 153:-4.37221 154:5.4887085 155:5.4623542 156:1.4906045 157:-3.9247691 158:3.1440613 159:3.4216705 160:8.092883 161:-4.4929328 162:-3.8244568 163:-5.2199252 164:9.1965095 165:5.9611727 166:6.6399775 167:8.2125506 168:1.9976127 169:-8.0498678 170:1.2267408 171:3.5604567 172:-0.30665746 173:2.6934898 174:-8.7604128 175:1.4820822 176:2.8431892 177:7.0850409 178:1.9500051 179:-3.7660925 180:0.15120283 181:-0.12628116 182:6.4001458 183:2.8296339 184:-5.2678016 185:-7.0283069 186:-5.7214099 187:-1.6654573 188:3.3254008 189:-9.3582595 190:2.0192097 191:0.5656157 192:8.8003657 193:9.082139 194:6.6388502 195:2.7212622 196:4.6331169 197:9.1742266 198:3.451342 199:1.7168481 200:-2.585196 
+-4.1233172228480299e-06 1:5.2670705 2:5.0911915 3:7.0938247 4:7.266957 5:-9.9404065 6:0.31592123 7:-4.8498383 8:-4.406064 9:-5.2111657 10:-5.7297417 11:7.9543335 12:-5.0628092 13:-7.8729337 14:-4.3892519 15:-7.0034395 16:4.4085522 17:-4.0571541 18:4.0911844 19:0.17741149 20:-1.7313754 21:-3.6371133 22:-10.828772 23:-9.4547835 24:-2.7112466 25:-1.664423 26:5.856531 27:7.9705641 28:-0.91655951 29:-10.393634 30:6.2556554 31:-1.5240979 32:-2.5375611 33:-8.7571682 34:2.1861229 35:-5.5317633 36:-2.0747241 37:5.12293 38:4.0180572 39:1.8602936 40:-8.7207797 41:-3.3763288 42:2.7215505 43:-7.6891267 44:9.1391478 45:8.3351714 46:-1.9184303 47:7.6654707 48:-7.8452543 49:-3.4190436 50:1.3523275 51:-7.2136001 52:4.8401713 53:6.7586663 54:-6.4526881 55:6.0723408 56:4.0240486 57:-2.2765839 58:7.1368478 59:2.7881131 60:-1.1354076 61:6.4050289 62:-0.37780465 63:-2.2567676 64:-2.3210287 65:-2.2881703 66:-6.1635766 67:-8.9557112 68:-8.4854515 69:8.8285794 70:6.8402615 71:7.1491675 72:8.7088441 73:-0.15352686 74:6.450047 75:-0.79291999 76:5.444743 77:-1.4451283 78:-3.3006616 79:8.2949354 80:9.4078061 81:-0.81719459 82:3.0235236 83:-9.2158078 84:-1.5406453 85:1.8032934 86:7.4685953 87:2.2872714 88:-4.4911844 89:-3.6846796 90:0.60301185 91:-4.5115428 92:-5.0110986 93:-0.52009232 94:-2.4556646 95:-4.9398959 96:4.4338644 97:6.5554851 98:-9.0178743 99:-4.9564327 100:-1.2648854 101:2.9351171 102:4.6196419 103:0.002313705 104:-2.8552393 105:-6.5557561 106:-3.0985375 107:0.57594405 108:-0.74609651 109:-0.567749 110:-0.67637554 111:5.5302744 112:6.7973651 113:8.8591899 114:2.7665603 115:7.7272356 116:8.3729311 117:-11.120337 118:0.60617177 119:9.8451294 120:0.43979705 121:1.1574703 122:-4.824654 123:1.520672 124:9.1301581 125:5.3122446 126:0.15392453 127:6.9664599 128:8.9597078 129:4.7693582 130:-0.043838209 131:0.66819675 132:-2.1477763 133:0.12119083 134:1.4652836 135:8.4110118 136:-7.9969299 137:-3.8692437 138:-4.0367464 139:-5.2241124 140:-0.11727302 141:-4.0057796 142:6.3666139 143:-1.3978131 144:-6.8054981 145:0.7354438 146:-7.0627764 147:7.9350416 148:-2.6250421 149:6.4325689 150:4.827395 151:7.1524125 152:-9.8283896 153:-1.9231921 154:4.6246083 155:6.7874295 156:1.3455814 157:-4.6564534 158:1.1330323 159:3.8257168 160:6.7090425 161:-3.2588123 162:-1.8632145 163:-4.7673178 164:7.3911081 165:4.106706 166:6.1645433 167:6.1657658 168:0.56925923 169:-5.9753027 170:3.5926168 171:2.898413 172:-1.8891808 173:2.8331567 174:-6.8293462 175:3.938921 176:3.3073448 177:6.1342826 178:1.6691931 179:-4.7718013 180:-1.9835707 181:-0.18812399 182:6.0627535 183:3.5389846 184:-4.5675034 185:-6.5340199 186:-3.6857631 187:-2.6025523 188:1.7555456 189:-10.278291 190:2.6796127 191:-0.039568471 192:8.3872178 193:9.9083954 194:7.0841442 195:2.5335338 196:5.2693011 197:5.8353359 198:1.1196208 199:0.68463717 200:-3.1761195 
+-7.4151768775358225e-06 1:4.0072241 2:4.9919686 3:7.5846275 4:10.963141 5:-7.8584648 6:0.54590042 7:-3.6022016 8:-0.39992457 9:-5.870557 10:-5.0805352 11:6.5136772 12:-5.6316505 13:-5.8372926 14:-3.344629 15:-7.5424486 16:2.83333 17:-4.2124059 18:5.5450476 19:-0.72450854 20:-3.2771688 21:-0.254631 22:-8.583598 23:-9.5082574 24:-2.6731527 25:-1.0375167 26:4.7950719 27:7.1008015 28:-0.89065681 29:-9.6274556 30:7.0746671 31:-1.5945971 32:-0.081052289 33:-7.8230827 34:3.8040216 35:-5.2475129 36:-3.571464 37:6.2010144 38:3.0849858 39:3.4609577 40:-8.3716304 41:-3.7701472 42:3.7669303 43:-7.1719588 44:8.8462681 45:9.4653112 46:-2.3713769 47:5.7952421 48:-8.7565574 49:-5.8528677 50:2.1870629 51:-6.0161931 52:5.3045404 53:5.9443603 54:-7.5338325 55:7.3079225 56:4.4421897 57:-1.7816574 58:8.2118585 59:0.61424516 60:-2.3026016 61:6.2041572 62:-1.6472706 63:-5.2421855 64:-3.8871373 65:-1.0692207 66:-4.8177432 67:-9.7891485 68:-10.150465 69:9.9330849 70:9.069904 71:9.0774732 72:8.0885746 73:-0.13535926 74:8.1446155 75:-1.4692513 76:5.5930718 77:-3.2308148 78:-1.4113491 79:8.313774 80:8.5139704 81:-2.9620621 82:1.6342627 83:-9.4100545 84:-2.7843787 85:-0.40244882 86:7.7640226 87:4.3424869 88:-5.2395954 89:-3.4305914 90:1.0241185 91:-5.1468369 92:-4.3252153 93:2.0269608 94:-3.9924037 95:-3.765215 96:2.4908734 97:7.0699486 98:-9.7403844 99:-3.5503734 100:-5.0998773 101:3.5547883 102:3.2829493 103:0.086561845 104:-3.0342113 105:-6.4763248 106:-1.4352282 107:2.0310369 108:-0.65995691 109:-2.9677383 110:-1.4546383 111:5.1352013 112:8.2230658 113:7.8068213 114:-0.23252049 115:7.4182219 116:8.2670379 117:-6.7268587 118:1.0248583 119:7.3868172 120:0.71246759 121:1.4697797 122:-3.2140658 123:3.525317 124:7.9555001 125:4.1364803 126:0.99250567 127:6.6463717 128:8.1429359 129:5.5382341 130:0.66804109 131:0.70242117 132:-2.4656473 133:-1.2297987 134:2.5665606 135:9.7528334 136:-5.9429024 137:-2.4095068 138:-3.864724 139:-2.6542481 140:-1.6050765 141:-4.1638296 142:4.3522715 143:-2.8405496 144:-2.9619279 145:0.057651891 146:-4.2976822 147:8.8834813 148:-1.1750089 149:3.7140335 150:5.597522 151:6.3591956 152:-10.762913 153:-2.6884089 154:3.2212848 155:5.9975449 156:1.8472993 157:-5.5405912 158:3.6168756 159:4.747846 160:8.0777951 161:-4.3040395 162:-1.5629307 163:-6.7112185 164:7.5987364 165:5.0944361 166:5.3798637 167:6.6117943 168:-0.023270133 169:-6.7507719 170:2.1691511 171:2.6861239 172:-1.2765327 173:4.0393282 174:-9.2547673 175:1.2699747 176:3.6035075 177:4.5276655 178:2.0996222 179:-3.9009918 180:-0.00055551637 181:0.67957333 182:5.2326695 183:1.9120587 184:-4.2723528 185:-5.9238676 186:-6.1383787 187:-3.4450129 188:2.7019495 189:-10.788885 190:-0.33606043 191:-0.020924822 192:8.2677131 193:8.6870537 194:7.6593278 195:1.8456286 196:5.5109471 197:7.3923247 198:2.5422775 199:1.524097 200:-1.1468956 
+-1.0552575507786544e-06 1:4.8318882 2:2.9018672 3:7.6738618 4:9.002196 5:-8.0638064 6:1.6377979 7:-2.0481755 8:-2.457785 9:-4.5276311 10:-4.9208555 11:7.0407473 12:-5.8185315 13:-7.9871219 14:-5.2390936 15:-6.3572865 16:1.7334802 17:-4.2148723 18:4.8597086 19:-1.4439849 20:-2.5377291 21:-0.079300253 22:-9.260457 23:-10.430276 24:-2.9575767 25:-2.7407272 26:2.8746418 27:8.901857 28:0.7859297 29:-7.9400438 30:7.7311586 31:-0.73358271 32:-1.0055026 33:-7.5733402 34:3.8563072 35:-4.2846274 36:-3.645066 37:6.8654074 38:4.8153935 39:3.473953 40:-8.4123721 41:-3.9934332 42:4.8122959 43:-5.935178 44:10.212147 45:8.0140555 46:-2.3183072 47:5.9722761 48:-8.1417195 49:-2.6724927 50:1.9497802 51:-7.3965702 52:6.3211049 53:7.3784751 54:-5.7824829 55:7.6022974 56:5.1697414 57:-1.7571544 58:5.1525677 59:2.2857103 60:-2.7700541 61:6.4028593 62:-0.12516828 63:-3.9552196 64:-2.868376 65:-0.39606258 66:-4.6811847 67:-11.309325 68:-7.1618573 69:9.2265191 70:6.7416731 71:6.553789 72:9.7785227 73:-1.0695785 74:6.7146407 75:-0.32059214 76:7.887831 77:-2.6895845 78:-2.786695 79:8.0949054 80:9.06264 81:-2.9095702 82:1.689074 83:-8.5806446 84:-2.5063188 85:-0.16009828 86:6.9950303 87:2.6853844 88:-5.4144031 89:-5.3838708 90:0.80788277 91:-5.9976291 92:-3.3338422 93:0.41179438 94:-3.0847453 95:-3.3516703 96:4.8582974 97:6.1538744 98:-10.732716 99:-4.4434257 100:-2.9730985 101:3.9486161 102:5.3960354 103:1.399899 104:-1.3106167 105:-6.9035707 106:0.16959575 107:3.7979991 108:-0.45914003 109:-0.27533459 110:-0.51788477 111:6.1861111 112:6.1834615 113:7.4425624 114:1.769177 115:8.1704512 116:7.6949538 117:-9.4008522 118:0.98209815 119:9.5780301 120:-0.77996584 121:2.2412415 122:-3.0251718 123:3.3745896 124:7.0981328 125:3.9645132 126:0.02124814 127:8.0554079 128:7.7763579 129:6.2082109 130:-0.016843929 131:0.3924564 132:-2.1423824 133:-2.1184516 134:2.9101436 135:10.801353 136:-6.5675935 137:-4.0712155 138:-3.6768431 139:-2.841407 140:-0.16333215 141:-2.1490113 142:4.8246146 143:-1.6543447 144:-5.0410475 145:1.164258 146:-7.6524273 147:6.3229443 148:-4.6348135 149:5.9800669 150:5.68452 151:6.5641393 152:-9.1268997 153:-3.6282186 154:3.4186746 155:6.3589771 156:1.7128305 157:-5.919975 158:2.4199566 159:4.6611476 160:8.0013495 161:-3.0993559 162:-0.411248 163:-4.083386 164:7.2103782 165:3.430637 166:7.0824953 167:6.422986 168:-0.47772252 169:-7.0926439 170:4.3069902 171:1.844066 172:-1.519651 173:4.2785872 174:-7.9981698 175:1.7278623 176:4.3145019 177:5.8702761 178:2.0041671 179:-2.9606177 180:-1.7748385 181:1.0588349 182:5.4307499 183:2.9890735 184:-6.5363132 185:-5.2747317 186:-8.0939423 187:-1.7529605 188:3.0790176 189:-10.074035 190:3.3100095 191:1.2155685 192:9.1262092 193:9.2481391 194:7.6306576 195:2.7280331 196:3.8705222 197:8.7252115 198:3.6176449 199:0.96526402 200:-2.6886821 
+-4.8207531120178752e-07 1:3.5532553 2:5.0913281 3:7.4280257 4:9.5365234 5:-7.781318 6:0.34248686 7:-3.0147033 8:-3.6144397 9:-4.7603247 10:-7.0949921 11:6.492492 12:-6.6673574 13:-8.9044142 14:-4.2755539 15:-5.8472926 16:6.0146859 17:-4.3337651 18:4.9047056 19:0.62851744 20:-1.167809 21:-0.60268629 22:-6.753688 23:-9.5215324 24:-3.4495757 25:-1.1498899 26:3.9751412 27:6.2795873 28:-0.63651644 29:-8.015318 30:7.6540163 31:0.20739165 32:-3.4832496 33:-10.2216 34:2.6649426 35:-5.2202949 36:-1.1010285 37:6.441316 38:3.4026771 39:2.8396884 40:-7.3477481 41:-4.7324409 42:3.1346407 43:-6.3761155 44:9.2795496 45:8.2188993 46:-3.6232474 47:7.1917054 48:-7.8581045 49:-3.0293885 50:1.5243532 51:-7.4058899 52:6.1800252 53:7.3180966 54:-8.0000024 55:6.5950825 56:3.8505891 57:-1.7354097 58:6.645459 59:2.3419108 60:-3.2923157 61:6.201075 62:-2.6117986 63:-1.9145899 64:-4.2173912 65:-2.2981644 66:-5.3636584 67:-8.7014011 68:-9.993541 69:7.2508682 70:7.4255856 71:6.9733621 72:8.7347023 73:1.7198638 74:6.4973693 75:-1.8640328 76:6.692767 77:-3.0324216 78:-3.2127869 79:8.9130059 80:8.3355119 81:-1.6301749 82:1.668013 83:-7.1933815 84:-2.7652819 85:2.2053324 86:6.0889197 87:0.71776064 88:-5.4391612 89:-3.6133335 90:2.2560754 91:-5.2451532 92:-4.5253755 93:0.91011102 94:-3.0914413 95:-4.7590668 96:4.1522647 97:6.9874676 98:-9.3971489 99:-3.2044939 100:-2.3101931 101:3.6703266 102:5.1968993 103:0.94251808 104:-3.43225 105:-6.8210478 106:-1.5427099 107:2.0588277 108:-2.3442892 109:-2.5934399 110:-1.5445949 111:4.3724195 112:7.4592456 113:9.3632615 114:1.2416229 115:8.306923 116:7.3245653 117:-9.7089251 118:2.5146315 119:9.3623795 120:1.613553 121:2.4308215 122:-3.255901 123:3.5920491 124:8.7036025 125:4.4909605 126:0.79725706 127:8.6225394 128:7.92231 129:4.9839891 130:1.5453987 131:0.23620612 132:-1.6527012 133:-1.8019078 134:2.6532351 135:7.8331575 136:-5.1120251 137:-2.702533 138:-4.8625895 139:-3.147426 140:2.3938492 141:-3.576887 142:5.3720046 143:-1.825029 144:-3.6609889 145:-0.31917665 146:-6.3291528 147:7.136794 148:-2.0808227 149:6.460444 150:5.7704877 151:5.4985316 152:-10.477873 153:-3.9168694 154:3.7583527 155:3.4047325 156:2.933541 157:-5.6730942 158:1.9080259 159:4.06133 160:8.3732867 161:-5.0365735 162:-4.5285538 163:-6.5246661 164:8.6824796 165:3.3619422 166:5.8065691 167:5.5492265 168:1.8220467 169:-6.2282258 170:4.5936153 171:1.7895745 172:-1.7554902 173:4.7873002 174:-8.7651862 175:2.0586568 176:3.529856 177:7.006709 178:1.5874323 179:-2.3559767 180:-1.0315295 181:0.56537058 182:4.2942114 183:1.5827474 184:-5.6351071 185:-6.7331392 186:-6.8670294 187:-3.4646706 188:3.1318232 189:-10.631526 190:2.052427 191:-0.34056622 192:8.199415 193:11.083835 194:7.3365694 195:1.7996875 196:6.4123018 197:10.506795 198:-0.061768698 199:-0.85625574 200:-2.3201227 
+-8.2107674716428858e-06 1:4.8317694 2:2.9293671 3:6.2782252 4:8.3045929 5:-7.4924454 6:1.0497829 7:-1.4313937 8:-2.9714571 9:-7.190213 10:-4.9013794 11:8.8762238 12:-5.5997957 13:-6.7568429 14:-4.1311806 15:-9.512259 16:4.3251556 17:-2.8375244 18:4.5894508 19:1.4361488 20:-2.6176535 21:-1.9512071 22:-9.2704196 23:-10.627305 24:-2.0626256 25:-2.2871412 26:4.2499032 27:7.937037 28:0.31781159 29:-7.9560501 30:8.589659 31:-0.062888043 32:-0.0074207278 33:-7.4106976 34:1.4971183 35:-4.2170404 36:-2.0664909 37:6.1275302 38:4.0605992 39:2.7348275 40:-7.8231147 41:-3.8414234 42:2.3654326 43:-5.979949 44:9.8795752 45:7.2737272 46:-2.1763684 47:7.7601709 48:-8.6907887 49:-3.033621 50:1.7406013 51:-6.4681445 52:5.1395027 53:7.3200781 54:-6.6372787 55:5.8378844 56:5.8517402 57:-2.4256116 58:6.2899922 59:3.4311809 60:-2.1439481 61:7.3082401 62:-1.7872091 63:-2.4549736 64:-4.3885933 65:-2.2814732 66:-4.9732699 67:-10.567922 68:-7.7141339 69:7.8721551 70:8.5346112 71:7.4498326 72:9.1524679 73:-0.25092622 74:8.5850199 75:0.21751458 76:4.7674799 77:-2.1084873 78:-2.569763 79:6.3119793 80:8.711545 81:-2.4400765 82:1.0564015 83:-8.0079044 84:-2.7514364 85:1.2965544 86:6.5062905 87:2.2456667 88:-5.7083101 89:-3.1649293 90:1.1217337 91:-6.9569182 92:-5.7957574 93:1.4017959 94:-2.5741831 95:-5.1909596 96:5.7798195 97:6.249914 98:-9.3269129 99:-2.7014997 100:-2.1967685 101:2.5882576 102:2.7392336 103:2.1894965 104:-1.59537 105:-5.6486927 106:-1.7773868 107:4.4402572 108:-0.72328424 109:-1.8471026 110:-1.2075553 111:5.0004043 112:7.5883187 113:11.519268 114:3.0833945 115:8.234513 116:8.1890154 117:-6.754856 118:1.6814141 119:7.6961197 120:2.8130041 121:2.617812 122:-3.2854696 123:2.6248564 124:9.8557206 125:3.6793468 126:-0.28032611 127:7.0329092 128:9.0851769 129:6.1903486 130:1.6298424 131:0.40447784 132:-2.9192529 133:-1.102952 134:1.3626421 135:10.855479 136:-5.6026304 137:-3.9145994 138:-4.000358 139:-4.7458732 140:-1.0817537 141:-2.4272441 142:5.3918177 143:-0.88787854 144:-5.1423782 145:-0.14664267 146:-6.1585734 147:8.6606897 148:-2.3774925 149:5.4590792 150:4.8584226 151:6.1455149 152:-8.4939809 153:-2.5414804 154:3.3971503 155:5.6732842 156:0.47923179 157:-4.146605 158:0.84998647 159:4.7637737 160:8.8722738 161:-6.2203741 162:-1.0792509 163:-5.3821714 164:8.2984851 165:4.5504632 166:6.3976015 167:7.0322967 168:0.88531937 169:-6.8245362 170:2.1315811 171:2.0276198 172:-2.7534095 173:3.8564406 174:-6.3513459 175:3.4854317 176:2.7497654 177:5.5085316 178:4.1499917 179:-3.1352154 180:0.80261631 181:-1.4179972 182:4.7370364 183:3.2334578 184:-7.2033509 185:-6.634218 186:-6.4845581 187:-2.7968662 188:4.9687714 189:-10.754 190:1.0529309 191:0.31708487 192:7.753026 193:8.8272396 194:6.8050053 195:2.2152952 196:5.7001377 197:6.5944783 198:2.3207753 199:1.7917038 200:-1.3085279 
+
diff --git a/tests/data/predict/500x200_rbf.libsvm.model b/tests/data/predict/500x200_rbf.libsvm.model
new file mode 100644
index 000000000..327e05a9d
--- /dev/null
+++ b/tests/data/predict/500x200_rbf.libsvm.model
@@ -0,0 +1,224 @@
+svm_type c_svc
+kernel_type rbf
+gamma 0.0050251256281407036
+nr_class 2
+total_sv 214
+rho 0.000868060939319636
+label 1 -1
+nr_sv 110 104
+SV
+0.066847789428567783 1:7.0434358 2:-5.1954731 3:-3.788248 4:-1.7098536 5:4.54531 6:9.6287297 7:-9.3641193 8:-5.4266496 9:6.1674476 10:5.9080861 11:-6.3142434 12:3.5989639 13:-7.3056442 14:-10.000081 15:-4.9324957 16:4.2359111 17:6.5127447 18:2.6057201 19:-7.583242 20:-1.5905111 21:-2.2582085 22:2.642049 23:-9.040855 24:9.7436919 25:-1.4408061 26:3.8506982 27:-1.4207411 28:-2.203153 29:4.273776 30:6.7038109 31:5.8848194 32:4.1127225 33:5.8749026 34:7.0965757 35:7.0033467 36:3.4447487 37:6.5207492 38:6.5988939 39:-9.6646324 40:-3.2891552 41:-1.4666994 42:-0.70717586 43:0.45830076 44:-11.68771 45:1.2585707 46:7.0309483 47:-11.324085 48:-5.4700993 49:-6.7837887 50:6.6820454 51:1.2362366 52:-1.932952 53:5.5695769 54:-8.7002768 55:-1.0454872 56:-3.7262399 57:10.376861 58:-10.234505 59:-1.3582745 60:-6.9214148 61:4.7681547 62:-4.9580831 63:9.6028928 64:0.78970236 65:1.7651935 66:-2.1408213 67:-4.4177507 68:9.2288716 69:10.835435 70:-3.685866 71:0.7148067 72:4.0718832 73:-0.45517346 74:5.1988214 75:-5.2713798 76:2.342326 77:0.89312375 78:-9.792083 79:1.5019466 80:6.6781025 81:-4.6210608 82:-2.518792 83:4.0915139 84:5.0743614 85:7.4639078 86:7.2141788 87:-3.4036357 88:-6.8595215 89:-0.5494613 90:-7.1266149 91:-2.7039814 92:-7.6402528 93:7.7658331 94:-7.6421276 95:-8.6808945 96:-7.7800543 97:9.7589631 98:-8.9031212 99:-6.1842895 100:-1.5680615 101:3.1135923 102:-5.7190698 103:8.1817872 104:-5.7270467 105:-5.8701079 106:-7.2358803 107:3.0417896 108:-4.1952476 109:-9.4677582 110:3.4171979 111:9.4113282 112:6.4081517 113:9.0331789 114:-7.7835349 115:8.1971899 116:-8.282486 117:-5.1906692 118:3.7655028 119:1.661864 120:3.352418 121:8.0463214 122:4.3014254 123:-8.2774351 124:-3.4251652 125:2.992569 126:6.2390254 127:-7.1809177 128:0.54079583 129:5.6083964 130:5.4577083 131:-2.4560339 132:-0.804155 133:9.9292461 134:1.4437819 135:-1.6505342 136:6.353853 137:-3.7805676 138:7.5694604 139:-10.99319 140:0.87934679 141:-10.896905 142:-7.9503579 143:6.4384129 144:2.8678059 145:2.6322633 146:-4.3847818 147:-2.680291 148:-7.8429375 149:-1.5700934 150:-0.81947742 151:-4.6284152 152:4.3832502 153:4.2237199 154:-4.2170536 155:-7.7199078 156:-8.5105921 157:6.5898006 158:-2.8826765 159:-2.4660415 160:0.26699778 161:5.1855769 162:8.2353625 163:-8.9155186 164:0.75593124 165:8.3424873 166:1.1804049 167:-4.1565848 168:-6.3541018 169:1.8269288 170:-2.4790705 171:-8.6108 172:-7.8164875 173:-5.0138051 174:8.6260108 175:-1.9141562 176:-4.9698351 177:8.4596576 178:-4.0355963 179:-2.9812028 180:-5.3873402 181:3.5653064 182:6.0479874 183:6.7425165 184:-0.042166966 185:1.1974447 186:-4.2721437 187:-4.7278277 188:-1.4871577 189:9.8275302 190:6.912358 191:-9.7453865 192:-2.1259144 193:5.687809 194:-8.392163 195:2.8151243 196:-7.6999411 197:-9.2792312 198:-6.337644 199:-4.1753467 200:-6.0454227 
+0.0088545297191882019 1:7.6385483 2:-5.1060962 3:-5.0462546 4:-3.6263115 5:4.4875598 6:11.179121 7:-10.837607 8:-5.3820648 9:6.1768313 10:4.9800532 11:-6.3638041 12:2.9289734 13:-6.3401003 14:-11.513963 15:-6.204416 16:6.0564323 17:5.6518486 18:1.5663655 19:-6.4289078 20:-1.5046469 21:-3.1550114 22:2.294716 23:-6.290314 24:8.8450594 25:0.1865142 26:6.0283427 27:-0.71295597 28:-2.2608213 29:4.9936952 30:7.0920741 31:6.3341855 32:4.5725479 33:5.6165551 34:6.1277119 35:6.2468837 36:3.8339038 37:4.4139298 38:5.2222013 39:-7.5860035 40:-4.366992 41:-0.24476967 42:1.1831362 43:-1.1118368 44:-7.5773885 45:4.2196167 46:7.1635453 47:-9.5573211 48:-3.6650644 49:-7.2598035 50:7.3917747 51:2.2529803 52:-3.1801495 53:6.9519818 54:-10.539668 55:-3.5164222 56:-4.2564607 57:8.1688578 58:-10.09911 59:-2.6761901 60:-8.0834351 61:6.8051803 62:-7.5888578 63:10.175163 64:-0.14963601 65:1.478736 66:-3.2059176 67:-5.4906444 68:9.6970386 69:10.655093 70:-6.3372711 71:0.78655289 72:3.1571248 73:-2.4476991 74:5.2414439 75:-4.5499504 76:4.2091565 77:1.3266368 78:-8.6759703 79:1.7787073 80:4.4712816 81:-5.0058123 82:-5.0120777 83:3.4859849 84:6.4747651 85:6.9167739 86:5.5682658 87:-3.2145133 88:-7.3386524 89:-1.2446406 90:-6.1695829 91:-3.3045672 92:-7.4850153 93:6.2000843 94:-7.5319872 95:-4.676785 96:-7.7259786 97:10.264505 98:-7.9739161 99:-8.1044684 100:-1.9135485 101:4.9049974 102:-5.7196455 103:7.3945135 104:-5.5095181 105:-5.1071961 106:-7.6682354 107:1.3291393 108:-3.123557 109:-8.0796347 110:6.6709131 111:8.9309699 112:6.8541433 113:9.619922 114:-5.4677195 115:8.7060548 116:-7.0281116 117:-4.1382818 118:4.4174368 119:0.68817088 120:1.3108704 121:7.9839111 122:2.5601013 123:-8.6323014 124:-3.0907264 125:4.0311114 126:6.7330108 127:-9.4660084 128:-1.5030348 129:6.3515896 130:4.7894671 131:-4.4798101 132:-2.8411757 133:8.7199758 134:0.6757318 135:-4.7840252 136:5.2676832 137:-1.5898817 138:7.141054 139:-8.4121713 140:1.0743708 141:-11.142333 142:-5.620796 143:6.9279314 144:3.4721693 145:0.33944804 146:-6.6483011 147:-1.2767486 148:-9.7133854 149:-2.2390507 150:-1.9641603 151:-3.2482606 152:6.1569642 153:4.9323814 154:-4.9868199 155:-8.5318683 156:-5.5255707 157:8.060718 158:-2.254195 159:-2.5647757 160:2.8983371 161:4.6793165 162:7.5639015 163:-8.1532758 164:3.7883119 165:7.6715167 166:3.1789949 167:-4.7653112 168:-6.1123914 169:2.2176596 170:-1.9950619 171:-12.068217 172:-9.8344703 173:-5.1234403 174:7.866729 175:-3.7601552 176:-6.0573213 177:8.4863081 178:-2.7700963 179:-2.646345 180:-4.4603792 181:2.6918468 182:8.7584 183:5.5309803 184:-0.4435404 185:1.4499445 186:-5.75657 187:-4.3785225 188:-2.4815037 189:9.0105064 190:5.3615691 191:-8.9232239 192:-2.0450798 193:5.5282393 194:-6.6547232 195:0.070687163 196:-6.1336384 197:-12.098943 198:-7.8753082 199:-5.2979354 200:-5.2882696 
+0.092339866527792053 1:7.3162874 2:-2.4019854 3:-5.2611115 4:-4.1886222 5:4.1881977 6:9.4645314 7:-9.7371022 8:-5.8122966 9:7.3726536 10:5.6779137 11:-7.8647095 12:1.8500971 13:-7.8422881 14:-10.114408 15:-4.678664 16:5.3956069 17:6.1218847 18:3.1214765 19:-6.7140329 20:-2.1091142 21:-2.2015663 22:0.51538054 23:-6.6022495 24:8.7419301 25:-1.4652235 26:5.8702719 27:-0.33622701 28:-2.8465368 29:4.8490204 30:4.5930888 31:7.4885479 32:5.2516861 33:7.4074256 34:6.3395397 35:6.5983397 36:4.5916347 37:7.9695114 38:5.8952661 39:-9.562593 40:-6.3615418 41:-1.2868383 42:-0.064366994 43:-2.3513559 44:-9.3647243 45:2.2358967 46:8.4521197 47:-8.0596421 48:-2.6792124 49:-7.9966377 50:7.0661692 51:3.5705255 52:-1.6054354 53:7.8968769 54:-7.8892269 55:-2.6963326 56:-3.3884227 57:9.0617519 58:-8.897315 59:-2.8071685 60:-6.5490719 61:7.7907579 62:-7.8899656 63:8.7192241 64:0.76903752 65:0.33183458 66:-2.1122333 67:-6.3331606 68:7.6976883 69:8.2329774 70:-3.9765857 71:1.3740784 72:0.80960653 73:-2.3840794 74:5.6461815 75:-3.428577 76:1.185651 77:1.024126 78:-6.5301122 79:0.75715735 80:7.5528623 81:-4.5324153 82:-4.9202772 83:1.6191402 84:6.1637748 85:7.9644861 86:9.2432623 87:-2.6998091 88:-7.8041014 89:-0.61566811 90:-5.6642053 91:-4.2580478 92:-5.5010979 93:8.769338 94:-6.8240768 95:-5.3587592 96:-7.4552491 97:9.1123869 98:-6.7245063 99:-6.6915606 100:-1.3372627 101:4.046137 102:-3.2194588 103:5.647282 104:-5.9373769 105:-5.1014985 106:-7.2030111 107:2.1824531 108:-1.9894968 109:-8.9556403 110:5.736237 111:8.8672449 112:5.2718958 113:6.8251987 114:-5.7659725 115:9.4387029 116:-7.879267 117:-3.5893929 118:5.1871594 119:2.4253486 120:4.101227 121:6.4156794 122:5.6511524 123:-7.9547829 124:-3.8535872 125:3.4860112 126:7.1407512 127:-8.2484104 128:-1.6402922 129:6.2603725 130:3.9163361 131:-3.8040184 132:-2.2760982 133:9.413285 134:1.2154141 135:-6.1819479 136:6.1341574 137:-1.1949524 138:7.0019241 139:-8.0157488 140:1.778797 141:-9.2975522 142:-7.0438481 143:6.1690371 144:1.9759212 145:0.38649847 146:-6.0924984 147:-2.8443156 148:-6.4597465 149:-2.314176 150:-1.0538674 151:-3.5955498 152:4.7088513 153:1.3067303 154:-4.2617415 155:-8.9311262 156:-5.1076575 157:7.9439915 158:-2.9411474 159:-1.2921997 160:0.90493251 161:3.8580225 162:7.1825893 163:-8.5492055 164:4.1253993 165:7.0629298 166:1.7449652 167:-4.6585988 168:-8.0437262 169:1.9965668 170:-3.4574101 171:-8.7189896 172:-8.3760707 173:-5.6279449 174:8.1816137 175:-3.3253004 176:-8.419814 177:6.7165962 178:-1.8934332 179:-4.6296047 180:-4.4442412 181:2.2123515 182:6.3618129 183:4.9575615 184:0.52159853 185:2.4990095 186:-2.3942811 187:-1.9853253 188:-0.77380125 189:7.9046993 190:6.2038831 191:-8.552872 192:-2.0343308 193:7.1302761 194:-8.7140998 195:1.4466104 196:-9.8700865 197:-9.1493432 198:-6.7139031 199:-3.8528658 200:-8.2548451 
+0.025158710049174523 1:7.5887856 2:-3.6724873 3:-4.5696039 4:-2.7068709 5:3.5932732 6:11.947832 7:-8.8214102 8:-5.3415921 9:7.3115378 10:5.2153182 11:-6.8924536 12:3.3796658 13:-6.9401787 14:-8.1270501 15:-5.1373947 16:3.8422234 17:6.0329542 18:3.5005454 19:-7.5123841 20:-0.47950811 21:-1.9764101 22:3.7218929 23:-8.1316026 24:9.3351248 25:-0.179508 26:2.6518321 27:0.29796955 28:-1.3588518 29:3.5063492 30:6.1401847 31:5.8667886 32:2.8729459 33:4.407074 34:6.3982168 35:8.873428 36:4.4223046 37:5.8320124 38:6.2143319 39:-7.679135 40:-4.1003277 41:0.18340066 42:0.11724842 43:0.78388955 44:-7.4854761 45:1.3307977 46:5.8748663 47:-10.133197 48:-4.4263283 49:-9.2539639 50:7.3619576 51:3.0854731 52:-2.0524014 53:5.2334801 54:-8.1820302 55:-1.8681443 56:-6.7445536 57:9.3434425 58:-6.9921759 59:-2.0507238 60:-4.5022372 61:8.8804475 62:-6.8157372 63:8.56693 64:0.86242323 65:1.4629458 66:0.91440239 67:-4.2582958 68:7.3314909 69:10.831604 70:-4.2693237 71:-0.41290846 72:1.7758407 73:-0.90008165 74:5.948471 75:-3.1651261 76:1.356623 77:3.9080991 78:-8.9396357 79:0.36825308 80:6.5735176 81:-6.4035956 82:-3.6868308 83:3.4253846 84:6.0053456 85:8.7419855 86:6.2248213 87:-2.9771519 88:-7.431075 89:-0.84814641 90:-5.8166999 91:-5.4187565 92:-6.5615745 93:8.0227441 94:-6.6903867 95:-5.7847157 96:-8.8781842 97:9.9038464 98:-5.8192261 99:-7.0745725 100:-1.8377322 101:4.434508 102:-3.8352874 103:7.3052524 104:-8.2300322 105:-6.0255827 106:-7.8344571 107:-0.60593812 108:-5.0770455 109:-10.361107 110:5.3938758 111:8.6173843 112:6.938249 113:8.7522767 114:-5.4579042 115:7.6563952 116:-7.8739506 117:-4.9848668 118:5.225263 119:0.9200837 120:2.6819184 121:9.0490603 122:2.3915929 123:-5.8061036 124:-2.8310007 125:3.4862765 126:7.7863563 127:-7.2020698 128:-0.75409887 129:6.8508122 130:5.4555771 131:-0.21664176 132:-1.7228967 133:7.9680154 134:0.53831014 135:-3.9524694 136:6.5847953 137:-2.5376594 138:7.1039013 139:-9.0413897 140:0.43589233 141:-9.9490548 142:-6.8110173 143:7.4112865 144:4.0479677 145:-0.24095777 146:-5.6537665 147:-1.9666809 148:-8.5046647 149:-2.2865371 150:-1.6480638 151:-4.4900397 152:5.1533354 153:2.5281602 154:-2.9030524 155:-8.8137892 156:-7.3414713 157:6.8589628 158:-1.4996631 159:-1.0893501 160:2.2167491 161:4.8776884 162:7.790667 163:-9.8622629 164:1.1889987 165:9.8185641 166:1.0389941 167:-3.1683892 168:-5.4120845 169:4.3046424 170:-1.1581283 171:-10.495029 172:-8.0301945 173:-5.5573657 174:6.2370984 175:-4.2699501 176:-6.787529 177:4.8500248 178:-4.7053033 179:-4.7290569 180:-3.7005691 181:1.9374555 182:7.5590277 183:5.8080808 184:2.1264476 185:1.55358 186:-4.7750943 187:-4.4322706 188:-1.394725 189:6.8139707 190:6.21711 191:-9.8219153 192:-0.98367954 193:4.9949367 194:-7.8170733 195:0.12094655 196:-7.2212912 197:-9.8694182 198:-7.4048809 199:-3.4222721 200:-7.5091097 
+0.13610375915202808 1:7.3694185 2:-4.1805541 3:-5.8576078 4:-2.6553889 5:2.1372537 6:9.6665926 7:-7.5470626 8:-5.1919563 9:7.6285173 10:5.4893433 11:-7.334116 12:4.9825219 13:-6.719249 14:-8.3685987 15:-5.4532196 16:3.2789928 17:5.0554945 18:3.3858922 19:-7.1564367 20:-3.0991704 21:-2.1953585 22:1.6580498 23:-7.4800985 24:6.820432 25:-0.049673036 26:2.102889 27:-1.197777 28:-1.5087742 29:3.7087218 30:6.6211364 31:6.3545504 32:4.2248164 33:6.6408463 34:6.3025568 35:5.8911222 36:4.315338 37:5.7826191 38:4.5477874 39:-6.4686121 40:-4.2247676 41:-1.1031928 42:-1.9396026 43:-1.7366621 44:-10.090302 45:3.3729925 46:4.7761556 47:-8.0698432 48:-6.0939408 49:-7.8110329 50:7.1071901 51:4.7373128 52:-0.029430845 53:7.207116 54:-8.4844787 55:-2.7496567 56:-2.0354985 57:8.8352975 58:-9.1080754 59:-0.84179762 60:-6.8524815 61:8.2683978 62:-5.0960202 63:8.8191152 64:0.30360469 65:-0.5033823 66:-2.2579463 67:-3.9676502 68:9.5627676 69:8.8206291 70:-5.1238999 71:-0.17127432 72:3.7307329 73:-1.5804851 74:3.9052485 75:-3.493879 76:1.8910635 77:2.2269123 78:-9.0428595 79:2.7691195 80:5.9393034 81:-4.8550888 82:-3.8547753 83:3.1686387 84:4.6032694 85:5.5731958 86:5.0875705 87:-5.3586552 88:-8.0633845 89:-0.66424404 90:-7.3585327 91:-4.8945061 92:-7.4922364 93:9.6927226 94:-9.6851641 95:-6.0969907 96:-7.9940289 97:9.0560875 98:-8.7009943 99:-7.4570737 100:-2.1771635 101:5.2129885 102:-4.4456326 103:6.9380628 104:-5.8728328 105:-5.7290145 106:-6.0090614 107:2.6963187 108:-1.9616023 109:-10.053112 110:5.4580838 111:9.4045974 112:6.4092529 113:7.9593062 114:-6.8042457 115:10.624353 116:-9.0993639 117:-5.2070138 118:4.8783468 119:2.2594286 120:5.0514973 121:9.9287345 122:2.4511297 123:-6.413052 124:-4.6928507 125:4.0009976 126:9.4415399 127:-7.9218804 128:-0.12777319 129:4.4403542 130:5.6568314 131:-2.8350423 132:-1.2531661 133:9.5571302 134:-1.0344483 135:-4.3875251 136:6.6903277 137:-3.7557763 138:7.0635383 139:-8.5705146 140:1.6097366 141:-9.2893901 142:-5.9489675 143:6.9888566 144:1.4224923 145:1.0030844 146:-4.6518068 147:-1.3268595 148:-9.0173543 149:-3.0745466 150:-2.4207932 151:0.25090168 152:3.5123587 153:3.6382691 154:-2.7188128 155:-8.8804936 156:-8.3464267 157:6.6921818 158:-1.3519847 159:-3.6413308 160:2.7536067 161:4.3021816 162:9.2213702 163:-9.667812 164:4.5745434 165:9.2989223 166:0.29039828 167:-5.6509778 168:-7.5500553 169:5.1593313 170:-2.9253293 171:-8.9622556 172:-10.069854 173:-4.5590844 174:8.5190673 175:-4.4077281 176:-5.3808524 177:6.8913646 178:-4.1940191 179:-2.2343076 180:-4.3971277 181:3.0820366 182:5.7100729 183:6.1442475 184:-0.5507702 185:2.9111616 186:-3.5860344 187:-3.6695917 188:-3.0243642 189:9.6324759 190:7.3880874 191:-8.5732776 192:-3.9738882 193:7.6824613 194:-7.130114 195:1.5238259 196:-8.8424572 197:-9.3656859 198:-9.229562 199:-3.5863298 200:-6.0614816 
+0.11254056239415117 1:8.0205351 2:-3.4526168 3:-2.5681154 4:-2.3006935 5:4.8406568 6:8.3763313 7:-7.7779881 8:-7.3007859 9:6.1180003 10:4.7457174 11:-9.2955907 12:4.2125412 13:-7.4535869 14:-10.328267 15:-4.9765544 16:3.5291824 17:6.0244069 18:0.62881934 19:-6.6336139 20:-2.3014966 21:-2.897214 22:0.7064158 23:-7.8150441 24:7.4941491 25:0.44891869 26:4.5476991 27:0.39959639 28:-3.216199 29:3.9820076 30:4.81239 31:4.6319671 32:4.4324008 33:5.8640322 34:6.6448129 35:6.285448 36:4.5716244 37:4.131423 38:6.0367569 39:-9.0309568 40:-2.07049 41:-2.4500833 42:-0.76161306 43:-2.1010015 44:-8.7465661 45:2.7541605 46:4.6958838 47:-10.555199 48:-2.8122589 49:-7.9012232 50:7.2720718 51:3.5892212 52:-1.3575956 53:6.8745044 54:-9.1980827 55:-1.8336542 56:-3.4919801 57:8.5714949 58:-7.6936023 59:-0.84803991 60:-4.7682934 61:5.4951511 62:-4.8108594 63:8.8939391 64:0.96770513 65:0.93372496 66:-1.5301391 67:-6.8679866 68:9.339247 69:9.3586263 70:-4.6437055 71:-0.0078723199 72:3.8481632 73:-1.2563027 74:5.4440429 75:-4.3142967 76:1.0390103 77:4.0542315 78:-7.8599247 79:1.2742337 80:8.0952836 81:-4.2107195 82:-5.7953824 83:2.8426163 84:5.3412654 85:7.7256297 86:7.6601417 87:-1.7820983 88:-8.8187524 89:1.3582383 90:-5.8591342 91:-4.6773602 92:-6.9997755 93:8.6835187 94:-9.0297427 95:-4.7990616 96:-7.9552413 97:9.2168149 98:-9.0817926 99:-7.3830595 100:1.0989638 101:4.61403 102:-5.4191097 103:6.345839 104:-4.9651103 105:-4.6040341 106:-7.2680394 107:2.6211624 108:-3.5148275 109:-8.9710811 110:5.5660934 111:11.004801 112:5.9526944 113:7.5650712 114:-7.0020209 115:10.42379 116:-7.8186751 117:-3.3151062 118:3.1370571 119:2.4193508 120:2.3078025 121:10.889519 122:4.5575767 123:-6.4416661 124:-2.3317514 125:5.0722506 126:4.9073093 127:-6.922213 128:-1.5593664 129:6.4745827 130:4.8495113 131:-2.3027665 132:-1.6739881 133:10.304574 134:0.51111416 135:-5.0066397 136:6.9129808 137:-3.274081 138:6.3874506 139:-7.7290186 140:-1.1266345 141:-9.9464366 142:-8.6873815 143:6.3139637 144:2.9165064 145:0.62671176 146:-6.8270974 147:-2.5658593 148:-8.5558714 149:0.36180407 150:0.83474713 151:-2.0012107 152:5.4119789 153:4.1980126 154:-5.1573011 155:-9.5472609 156:-7.1883429 157:9.1059461 158:-3.8178343 159:-1.2025307 160:2.2076857 161:3.3612653 162:6.4290539 163:-9.9650935 164:3.8406451 165:10.703054 166:2.0161612 167:-3.8387208 168:-3.7369622 169:3.8711324 170:-2.9340703 171:-8.6624607 172:-7.746077 173:-5.8853232 174:7.8114818 175:-2.9430888 176:-6.4844389 177:5.9400174 178:-3.9761286 179:-3.3965161 180:-5.2185685 181:1.0652139 182:7.5537341 183:4.5953966 184:0.41478988 185:3.4435368 186:-5.2935058 187:-3.2640181 188:-0.57495854 189:9.7604165 190:4.9489061 191:-9.5889298 192:-4.5760516 193:8.2472053 194:-5.7896419 195:1.4354741 196:-6.7740619 197:-9.3123414 198:-6.3839881 199:-3.5257674 200:-7.4103165 
+0.059656784931167238 1:7.9169151 2:-3.4980471 3:-4.8344167 4:-3.1818957 5:5.3952463 6:10.975233 7:-8.3379968 8:-4.4759667 9:4.6546727 10:6.9279185 11:-8.528705 12:1.8391122 13:-7.6238518 14:-10.20934 15:-3.479932 16:3.6155691 17:4.9374162 18:2.4808566 19:-7.0047766 20:-0.26796192 21:-3.2534858 22:0.9690456 23:-6.6591404 24:8.1990986 25:-0.054027052 26:3.9291366 27:0.41198674 28:-1.4525975 29:4.8903798 30:8.2349667 31:7.8267402 32:3.0164995 33:6.3048355 34:5.9628743 35:6.2797118 36:4.0289324 37:5.1800766 38:4.0935704 39:-10.756049 40:-4.0966029 41:-1.040365 42:2.932379 43:-1.6418641 44:-7.8594448 45:3.6149551 46:7.950217 47:-10.454178 48:-6.0359003 49:-9.4611169 50:9.0771922 51:3.8954784 52:-3.2735957 53:8.7298727 54:-8.1129873 55:-2.7285331 56:-2.3772922 57:7.4663026 58:-7.8382875 59:-1.330818 60:-5.8045287 61:7.467237 62:-5.8883911 63:8.5420698 64:1.9910652 65:0.15198878 66:-1.0168513 67:-4.4787291 68:9.3715785 69:8.8884185 70:-5.7396813 71:0.12487069 72:1.8791201 73:-1.4759083 74:4.7213351 75:-2.7580612 76:1.5947163 77:2.3444337 78:-10.843123 79:0.18129193 80:7.38396 81:-5.7982063 82:-2.6734448 83:0.57530183 84:5.3171755 85:8.5130761 86:7.437149 87:-3.0603623 88:-8.5580903 89:-0.27348143 90:-7.4709759 91:-4.2135765 92:-6.6879143 93:8.2588141 94:-6.8680695 95:-6.0126489 96:-8.9971454 97:10.079969 98:-7.5755055 99:-6.9519178 100:0.40678814 101:5.1268293 102:-3.8909941 103:5.226574 104:-8.6052475 105:-5.9429364 106:-7.4370651 107:1.0554246 108:-4.5510291 109:-11.354531 110:3.9549961 111:9.0831037 112:4.4089623 113:7.8278711 114:-5.1943057 115:8.1556983 116:-7.4578017 117:-3.908064 118:3.4357968 119:2.7287894 120:1.8023982 121:7.8920981 122:3.5857112 123:-7.0875797 124:-3.3926529 125:5.1447468 126:6.4480562 127:-10.556461 128:0.5248473 129:6.3305934 130:4.5766913 131:-2.5181854 132:-4.2536764 133:8.7727587 134:-1.0281451 135:-3.4898023 136:7.3916317 137:-2.418087 138:8.7026895 139:-7.8034606 140:1.3535875 141:-12.399635 142:-6.4624807 143:6.8463903 144:2.5893702 145:0.65341433 146:-7.4141379 147:-0.26919313 148:-9.0977249 149:-2.6837595 150:-0.019109497 151:-3.2728419 152:5.3912434 153:2.7255764 154:-3.0481058 155:-8.5612868 156:-6.8245137 157:8.0744589 158:-2.2904295 159:-1.5466849 160:1.8495785 161:3.8176858 162:6.3204047 163:-7.903635 164:3.6415228 165:8.4060297 166:1.845479 167:-3.9645054 168:-6.9839837 169:2.4011057 170:-1.6807867 171:-10.683032 172:-7.3362004 173:-3.8113351 174:6.1723108 175:-2.8085108 176:-6.4857553 177:5.6537795 178:-0.92464424 179:-4.257963 180:-5.3005103 181:2.4243569 182:8.4196029 183:5.4576204 184:1.2847039 185:1.218443 186:-5.7845161 187:-3.269035 188:-1.3096397 189:7.8243994 190:6.3038406 191:-10.807717 192:-3.6366443 193:8.2341631 194:-5.8373728 195:0.78056368 196:-9.4135215 197:-8.587732 198:-9.0351113 199:-2.991467 200:-7.3124439 
+0.042376899199082094 1:6.5693505 2:-3.5643526 3:-4.2075215 4:-2.9622463 5:4.1043228 6:10.658962 7:-8.6275144 8:-6.2092203 9:6.4623374 10:6.9935309 11:-6.6179281 12:3.9487816 13:-8.3334042 14:-9.663741 15:-4.2456823 16:3.8322705 17:4.3906365 18:2.034759 19:-4.9633411 20:-0.3510287 21:-2.8323545 22:1.5602053 23:-6.5723974 24:8.9377612 25:-1.1532482 26:3.3421796 27:-0.75762391 28:-2.331696 29:4.5706999 30:7.4168699 31:7.7367251 32:5.6922207 33:7.1634595 34:5.9593856 35:6.8755194 36:4.1732318 37:7.5240514 38:6.703273 39:-7.3301826 40:-3.6404183 41:-0.85529362 42:0.57290281 43:-1.8483606 44:-7.1300183 45:2.9122811 46:5.4505638 47:-10.640676 48:-4.3060198 49:-6.1950122 50:7.8629923 51:2.611167 52:-2.8198742 53:4.8366885 54:-10.353238 55:-2.4415923 56:-4.1758268 57:8.4337355 58:-9.2013729 59:-2.5336026 60:-8.0997531 61:10.456493 62:-4.5547668 63:10.196835 64:0.47256163 65:0.045476577 66:-2.4759037 67:-6.1772623 68:9.1619816 69:9.7084531 70:-4.6315027 71:1.1110331 72:3.071946 73:-1.4384983 74:5.011957 75:-4.2405636 76:3.1161286 77:0.71965827 78:-10.921215 79:2.1459832 80:5.8079149 81:-6.1850965 82:-4.0435106 83:2.3856821 84:5.5321602 85:9.162085 86:7.1298191 87:-2.0271082 88:-7.7319078 89:-1.6887165 90:-8.4789047 91:-5.684019 92:-5.7291387 93:5.9741231 94:-5.6785941 95:-5.1446914 96:-8.0956459 97:9.3887438 98:-7.2228419 99:-6.5277702 100:-1.024709 101:5.5203146 102:-3.0718612 103:6.0128983 104:-7.8247858 105:-4.6420535 106:-8.5947342 107:-0.66174267 108:-1.3518375 109:-11.138077 110:6.1782716 111:10.844032 112:5.3996082 113:7.8788775 114:-5.1781704 115:8.8899571 116:-8.3236253 117:-4.73744 118:4.4242573 119:1.6135349 120:3.3011817 121:7.82704 122:4.4697029 123:-7.6430081 124:-4.223919 125:3.1858101 126:6.1819049 127:-9.2857127 128:-0.62117957 129:6.606764 130:4.7985953 131:-3.436771 132:-1.2345049 133:9.6474112 134:-0.0040644313 135:-2.6585562 136:7.6872067 137:-2.3928726 138:4.5288836 139:-8.0631572 140:-1.0908497 141:-10.093188 142:-8.1204044 143:6.2431474 144:2.2714688 145:-0.27128228 146:-6.2037874 147:-1.4452315 148:-7.9084211 149:-1.7900029 150:0.9811781 151:-3.8478806 152:5.3287481 153:2.983596 154:-3.8305115 155:-9.8489344 156:-10.211924 157:7.8267886 158:-1.4232286 159:-1.1159877 160:3.0162666 161:5.1159674 162:8.7492626 163:-8.1451075 164:3.6305003 165:10.121236 166:0.66090832 167:-5.2167383 168:-5.1891205 169:2.8888542 170:-3.2314501 171:-9.0547497 172:-9.3523293 173:-5.9035088 174:7.0896658 175:-3.706959 176:-5.3721604 177:6.9637919 178:-2.7594276 179:-3.7937637 180:-3.2910606 181:2.1815119 182:5.9911306 183:5.8171939 184:0.36347143 185:5.0820533 186:-6.652395 187:-3.6374816 188:-0.44109372 189:10.997002 190:6.8224438 191:-10.772084 192:-1.6932389 193:5.5044573 194:-8.1225722 195:0.3333883 196:-8.9848821 197:-9.8040314 198:-7.3827702 199:-5.0229455 200:-8.6769802 
+0.091110290560319079 1:8.0966834 2:-3.2322044 3:-4.8448411 4:-2.4177871 5:4.9961729 6:8.4366852 7:-12.041132 8:-3.2060354 9:5.8844559 10:5.1185897 11:-6.909807 12:2.9718233 13:-6.9383777 14:-11.411608 15:-6.399525 16:3.327721 17:6.8731663 18:3.4071172 19:-6.5950449 20:-1.0508047 21:-3.286293 22:1.7198956 23:-7.3700875 24:8.1593328 25:3.1484727 26:5.7275134 27:0.94148962 28:-3.1081588 29:4.110187 30:6.7540903 31:7.5570126 32:4.4108627 33:6.3612036 34:8.1521874 35:4.9682218 36:4.2541434 37:6.6922321 38:6.6694739 39:-9.051789 40:-4.087942 41:-1.9141918 42:0.19141757 43:-1.7142069 44:-9.5720597 45:2.2191584 46:6.0761692 47:-10.343673 48:-4.9614713 49:-9.5824176 50:7.1687034 51:5.0509415 52:-3.181954 53:9.1218648 54:-8.7237648 55:-1.9564218 56:-4.0035944 57:7.7557918 58:-9.0366748 59:1.1819463 60:-8.2031699 61:7.6620144 62:-5.8019304 63:10.565019 64:0.49842287 65:-0.14494607 66:-3.5927274 67:-3.7248843 68:7.8261563 69:8.3664729 70:-3.5229917 71:2.0004604 72:2.2650328 73:-0.16821445 74:5.9488055 75:-3.3934284 76:2.3050293 77:0.55440036 78:-10.491358 79:2.3405718 80:5.745536 81:-4.9511501 82:-2.8532072 83:0.38016118 84:5.5343856 85:7.7263468 86:8.4811084 87:-1.441028 88:-8.1095593 89:-1.2789802 90:-7.9996429 91:-5.3602884 92:-6.874027 93:8.6729732 94:-7.1400726 95:-6.2779496 96:-6.2807022 97:11.299233 98:-7.9868459 99:-5.5536993 100:-2.313201 101:4.6861174 102:-5.8837843 103:6.6047847 104:-7.3949954 105:-7.2619537 106:-8.5792118 107:-0.18553637 108:-4.686952 109:-10.887714 110:5.4176362 111:10.399755 112:6.064195 113:7.5141082 114:-6.4806366 115:7.5055041 116:-7.501317 117:-4.3309838 118:2.6449942 119:2.8505036 120:2.2724436 121:9.6183233 122:4.7076904 123:-6.9440861 124:-2.4656403 125:5.838187 126:4.9604118 127:-8.5320215 128:-1.0167685 129:7.0807415 130:4.7651223 131:-3.6131137 132:-2.3425886 133:10.128934 134:-0.49429561 135:-3.56212 136:8.8478741 137:-2.0421202 138:5.8378046 139:-6.6594731 140:1.8616524 141:-10.540075 142:-8.1994017 143:6.3533508 144:4.7032945 145:0.21148151 146:-8.2865749 147:-1.7323498 148:-8.3882484 149:-0.75654642 150:0.28112571 151:-4.124324 152:4.4678184 153:3.2275486 154:-3.5957079 155:-7.5392411 156:-6.5628233 157:8.7929245 158:1.0629253 159:-2.8790284 160:2.5500146 161:4.9184419 162:9.1370229 163:-7.7998402 164:3.1848226 165:8.3248028 166:1.1147753 167:-4.9432985 168:-6.5587708 169:3.8933341 170:-1.4450864 171:-8.3327436 172:-7.8348931 173:-4.1766028 174:7.4760778 175:-3.4412059 176:-6.0455656 177:9.0261077 178:-2.4293381 179:-4.9390591 180:-3.201457 181:2.4962503 182:4.9576363 183:5.9190705 184:-2.8208486 185:2.0755462 186:-4.7804123 187:-3.4331052 188:-1.6448262 189:8.0887453 190:7.2153783 191:-8.9499219 192:-1.6054354 193:6.5487516 194:-6.8980671 195:0.36249804 196:-7.9011291 197:-8.9409902 198:-5.8662517 199:-4.155675 200:-8.1584744 
+0.1194112533887673 1:6.6752529 2:-2.9092671 3:-5.1353701 4:-2.540381 5:3.2387185 6:10.79001 7:-8.8662126 8:-5.7484099 9:7.3261717 10:6.1498601 11:-7.3298099 12:4.1346727 13:-7.2550259 14:-9.0534949 15:-3.509925 16:3.0469461 17:7.8267851 18:1.5785141 19:-5.7179036 20:-1.4923361 21:-1.6555148 22:2.1345055 23:-7.084697 24:8.8720615 25:0.31241306 26:2.937753 27:1.6544725 28:-2.9447742 29:6.2626264 30:6.8725021 31:6.6039829 32:3.6265741 33:7.0311698 34:6.886787 35:6.2982219 36:4.5562462 37:6.5465867 38:7.4349695 39:-6.8520467 40:-2.0203641 41:-1.1283277 42:-0.54489081 43:-1.0277788 44:-6.9537637 45:2.241635 46:6.3675377 47:-8.0654732 48:-5.2100545 49:-7.8490679 50:6.1059396 51:5.0502456 52:-1.3783669 53:7.533091 54:-10.355647 55:-4.5714797 56:-2.3645316 57:8.972292 58:-9.511133 59:-3.8355353 60:-4.2025847 61:6.8617319 62:-5.3796447 63:8.895929 64:-0.084657965 65:1.4355263 66:-2.2509374 67:-7.1011453 68:8.052241 69:7.6106484 70:-4.7446709 71:0.73155008 72:1.3335644 73:-1.7735742 74:7.2753253 75:-3.0844198 76:3.0131884 77:0.97336534 78:-9.1178523 79:1.9812447 80:6.2266813 81:-4.54912 82:-2.0627468 83:3.2071483 84:4.9269234 85:8.0528492 86:7.1754647 87:-2.5807847 88:-8.7090878 89:-0.3832762 90:-9.1966638 91:-4.1685157 92:-7.1100451 93:9.0815614 94:-6.4187469 95:-6.6824333 96:-7.2974148 97:11.207035 98:-7.3717844 99:-6.681093 100:0.4324176 101:5.0960136 102:-2.8374023 103:5.8985302 104:-9.4901227 105:-3.1806582 106:-6.3461057 107:0.46116459 108:-3.8851695 109:-10.582755 110:5.0337762 111:8.5534863 112:6.4844287 113:8.1391193 114:-3.9490038 115:7.8071572 116:-7.34524 117:-3.3045477 118:4.1877709 119:4.3305902 120:2.0766759 121:8.1870347 122:3.1546894 123:-9.368414 124:-4.6882729 125:5.7640073 126:5.1982167 127:-8.8131887 128:-0.74429919 129:6.5429927 130:2.7466657 131:-3.5645288 132:-3.5406826 133:7.0417823 134:-1.6290501 135:-1.6182778 136:6.328754 137:-4.8207626 138:7.1690001 139:-9.7302282 140:-0.73598862 141:-9.9241293 142:-8.4530248 143:7.4868039 144:3.6943644 145:1.2862199 146:-6.4111234 147:-1.2964188 148:-7.2364072 149:-1.4436839 150:-0.8150607 151:-3.4169657 152:5.8519494 153:3.3875363 154:-3.1870455 155:-9.8620574 156:-6.7270266 157:7.0673119 158:-3.6532232 159:-3.2188339 160:4.8765035 161:2.5409107 162:8.4235696 163:-9.4227187 164:2.2354326 165:8.2669066 166:0.69586454 167:-3.947599 168:-5.9504002 169:3.2401884 170:-1.0710061 171:-8.9272684 172:-7.7754882 173:-5.5112421 174:8.7719209 175:-3.1828729 176:-4.9367389 177:9.3884651 178:-4.3121999 179:-3.7520826 180:-4.0654103 181:3.0085404 182:6.0742985 183:4.8074256 184:0.993113 185:2.6887266 186:-4.2473755 187:-3.7291728 188:0.78796789 189:10.30681 190:7.6586818 191:-8.9027155 192:-2.8375118 193:6.2395154 194:-7.6095149 195:0.34892154 196:-7.8670186 197:-10.216069 198:-7.5861355 199:-4.7264368 200:-6.6796902 
+0.14824579760455284 1:8.9943857 2:-3.6132521 3:-4.780375 4:-3.2602142 5:6.253612 6:11.568013 7:-9.3750973 8:-4.8074693 9:6.104411 10:4.6955464 11:-9.7711541 12:4.1899071 13:-8.5708564 14:-9.2001376 15:-3.3171338 16:5.0446712 17:4.8023265 18:2.0152572 19:-7.7104927 20:-1.0244725 21:-2.1351876 22:2.2621938 23:-7.5398713 24:7.422162 25:-1.2284239 26:4.3493542 27:-0.88010258 28:-2.3341724 29:4.0800018 30:7.1050706 31:6.2299212 32:3.3196126 33:6.0023869 34:6.6078392 35:7.8336612 36:4.3272346 37:4.807573 38:6.9015736 39:-8.5964305 40:-4.1462697 41:-1.0378355 42:0.92763585 43:-0.1689027 44:-9.2148658 45:1.1283974 46:5.9024219 47:-9.544819 48:-4.5967477 49:-9.8377509 50:7.6412312 51:2.3154945 52:-0.57137476 53:7.4969445 54:-7.9035572 55:-3.7670494 56:-4.1389417 57:6.6697352 58:-9.4463135 59:-1.5093637 60:-3.7093024 61:7.4818839 62:-4.5527525 63:8.0811393 64:-1.1082658 65:0.18343962 66:-0.58140529 67:-5.6066614 68:9.5616406 69:9.5506494 70:-4.6180436 71:-0.20281541 72:4.3829611 73:-0.68171367 74:5.523499 75:-3.7655867 76:1.6559336 77:2.0207872 78:-10.397903 79:2.1233076 80:6.9764442 81:-5.6417221 82:-3.8029699 83:1.7632876 84:5.6890338 85:7.7850347 86:5.2045719 87:-2.3112616 88:-7.7878668 89:-3.4058742 90:-5.7101909 91:-5.4769775 92:-8.0846181 93:9.1483913 94:-6.1407863 95:-3.6732422 96:-7.1176523 97:9.0175308 98:-8.4540831 99:-7.7717949 100:-2.5541616 101:6.923837 102:-5.498403 103:5.9018867 104:-6.8223132 105:-6.3675214 106:-6.6076722 107:2.2875213 108:-4.8882965 109:-10.446679 110:4.7980259 111:9.9261861 112:8.3627297 113:8.0253504 114:-6.1207808 115:8.8517811 116:-9.0543087 117:-5.9064036 118:4.2735144 119:3.6688536 120:3.5819787 121:7.5065792 122:3.3203393 123:-7.4362146 124:-4.1011095 125:6.8347804 126:6.1006294 127:-9.0232599 128:-1.2985366 129:6.6105852 130:4.0134032 131:-2.091836 132:-1.7752158 133:9.8798746 134:-0.45477742 135:-2.6504675 136:8.1280636 137:-3.847696 138:7.1803986 139:-9.1025289 140:1.8582243 141:-10.567959 142:-6.0286553 143:5.9801786 144:5.1495249 145:1.0240945 146:-7.3715228 147:0.19223024 148:-7.6839376 149:-2.6888846 150:-1.3452682 151:-1.5435903 152:5.8564409 153:3.1878111 154:-3.6232005 155:-8.1288535 156:-6.4433202 157:6.4432967 158:-2.2445073 159:-2.8566129 160:0.037716508 161:6.0430991 162:7.5941257 163:-9.4099375 164:3.2981591 165:9.2543327 166:1.9432616 167:-3.5002262 168:-6.4987821 169:4.1528348 170:-2.6442196 171:-9.8983561 172:-9.1882868 173:-5.481645 174:8.2414513 175:-3.8899989 176:-3.6304674 177:6.2236079 178:-4.0641834 179:-2.4826458 180:-4.7487197 181:3.6390196 182:7.2417437 183:4.4427837 184:-0.40504065 185:1.9275577 186:-6.1003203 187:-4.7500666 188:-1.0359952 189:13.206168 190:5.5359617 191:-12.628835 192:-3.6888162 193:8.5700752 194:-7.0900659 195:1.5849175 196:-8.5759804 197:-11.481554 198:-9.1390226 199:-3.8825561 200:-9.1209701 
+0.036089907229854265 1:6.7171997 2:-4.9571543 3:-3.6082841 4:-3.4179032 5:4.4842048 6:10.912847 7:-10.732548 8:-3.3987934 9:6.0213259 10:4.5752688 11:-7.329852 12:4.3119299 13:-7.4193977 14:-10.124122 15:-4.5904341 16:2.6251852 17:5.6927003 18:0.46946436 19:-9.6083074 20:-1.4986629 21:-2.6249444 22:3.4676825 23:-7.0383907 24:10.033397 25:1.4544036 26:3.1387217 27:-0.63703019 28:-1.3045446 29:4.6721142 30:6.7218579 31:4.4887485 32:4.3263292 33:5.7202565 34:5.136166 35:6.3455805 36:4.8492166 37:4.74138 38:5.3546663 39:-8.9046006 40:-5.92174 41:-0.93309209 42:0.032989392 43:-1.6822852 44:-8.5939141 45:0.45176644 46:5.3649483 47:-11.044121 48:-2.3354476 49:-9.3534257 50:6.6096276 51:4.4609513 52:-2.7261116 53:8.7469938 54:-7.9115 55:-2.2386343 56:-2.253023 57:7.8909443 58:-10.627781 59:-2.528656 60:-6.8605009 61:8.0214492 62:-4.2204468 63:9.691368 64:0.067982653 65:1.6320658 66:-0.53138783 67:-4.7153858 68:7.9937743 69:8.7521056 70:-5.1690857 71:0.86214573 72:2.7770596 73:-1.1742931 74:3.8592376 75:-2.2667272 76:2.9112387 77:1.4796325 78:-9.4572436 79:1.6120488 80:7.2858436 81:-4.0814472 82:-4.7731742 83:2.2106898 84:5.6335005 85:6.8165717 86:6.7100582 87:-1.9846799 88:-9.2775424 89:-1.4482541 90:-7.4896603 91:-2.996028 92:-5.2833186 93:7.3950902 94:-6.8941152 95:-4.0544925 96:-6.2015995 97:10.060701 98:-8.0857154 99:-6.7018161 100:-0.16920745 101:4.6426331 102:-4.0918047 103:8.6158816 104:-6.1186099 105:-4.9478271 106:-7.8022671 107:0.67575129 108:-4.5054259 109:-10.083658 110:5.6659882 111:7.4792607 112:7.975495 113:9.0191217 114:-6.5318209 115:10.252172 116:-7.234403 117:-3.9267608 118:3.6552795 119:2.7450049 120:2.6250423 121:7.6849918 122:3.8353719 123:-8.8292295 124:-4.0400988 125:4.1592682 126:7.439437 127:-9.3587218 128:-1.6277347 129:4.2014917 130:7.4084997 131:-2.0082069 132:-2.7876255 133:9.2139241 134:-0.35765883 135:-3.4230833 136:6.6514869 137:-3.7526518 138:7.0741893 139:-7.6595499 140:1.8327278 141:-9.8841571 142:-6.7073206 143:5.9124773 144:5.6464725 145:1.7174621 146:-6.0141487 147:-3.5724526 148:-7.3621142 149:0.68311357 150:-2.0635375 151:-1.5897658 152:5.2776765 153:5.2600029 154:-3.8447009 155:-10.68512 156:-5.7063645 157:6.2438794 158:-0.16307456 159:0.023373109 160:1.7403333 161:5.2898836 162:7.8539522 163:-8.3048976 164:2.2437668 165:9.2448371 166:0.81377937 167:-4.5123557 168:-6.1926066 169:2.8768345 170:-1.4444424 171:-9.8191859 172:-9.378808 173:-3.4592762 174:7.1672661 175:-3.0347295 176:-5.3558661 177:6.9421297 178:-3.6027602 179:-3.3538132 180:-3.8060507 181:2.9534913 182:7.9296081 183:7.0413 184:0.79175429 185:3.4478955 186:-3.1154097 187:-4.8730527 188:-1.6460967 189:8.5862301 190:6.7676114 191:-10.207102 192:-2.548751 193:6.1935851 194:-7.1736565 195:1.1186111 196:-7.2276511 197:-8.6156216 198:-8.1058592 199:-5.3104251 200:-6.0953525 
+0.16302335757627023 1:7.4100485 2:-5.7351947 3:-4.1131014 4:-2.5532054 5:5.1064521 6:10.80516 7:-10.205616 8:-5.6332375 9:6.5118435 10:6.5666095 11:-7.74841 12:3.1674959 13:-8.9544756 14:-9.5347414 15:-5.4714464 16:1.5047851 17:6.7525703 18:1.0893831 19:-8.6394305 20:-1.3709744 21:-2.7242263 22:3.5087833 23:-7.2706729 24:9.9680446 25:2.8772342 26:3.8311496 27:-0.90891615 28:-1.1947779 29:6.1693969 30:9.7759541 31:5.7669456 32:2.6346397 33:5.6820751 34:5.367214 35:8.0624386 36:5.7719194 37:5.4005763 38:7.8303055 39:-8.9516381 40:-3.6249033 41:-0.81559862 42:1.0815319 43:1.0156238 44:-10.83566 45:2.4878707 46:6.8212172 47:-9.3078019 48:-2.7115136 49:-8.0009436 50:6.6212402 51:6.4229086 52:-3.5811013 53:5.7710505 54:-7.8667693 55:-1.2892575 56:-3.6302308 57:8.6122547 58:-8.9588419 59:-1.7128799 60:-6.9944303 61:7.5519655 62:-6.9310392 63:7.9544579 64:0.55448989 65:-0.41765196 66:-1.2503007 67:-4.2384538 68:8.0343468 69:10.321968 70:-4.0674625 71:0.30998735 72:2.7849794 73:-1.2846046 74:3.0159175 75:-3.4043728 76:2.8887647 77:0.98091762 78:-10.251987 79:2.6074665 80:7.471441 81:-5.7000017 82:-4.4270667 83:2.1360121 84:6.5555289 85:5.2050715 86:7.3129835 87:-2.6381822 88:-8.5967541 89:-1.3801771 90:-6.5156209 91:-6.5101186 92:-5.9784099 93:9.875042 94:-9.2448331 95:-5.186467 96:-7.218184 97:10.642995 98:-7.2973569 99:-8.0686865 100:-1.1104296 101:3.6575724 102:-4.8425219 103:6.2029349 104:-7.3664171 105:-5.225617 106:-5.3517162 107:-0.29528329 108:-2.4918519 109:-9.0798368 110:3.8843917 111:11.09784 112:6.8541445 113:10.531623 114:-5.6897875 115:9.4011257 116:-9.3510533 117:-2.5750145 118:3.2149545 119:0.80597304 120:3.9080664 121:7.7630697 122:4.1047765 123:-6.3152446 124:-2.8652051 125:6.657532 126:5.1588603 127:-8.8719559 128:-1.4344686 129:4.9781689 130:4.7417194 131:-4.2901156 132:-2.2259197 133:8.4677884 134:-0.831117 135:-3.9937892 136:7.3042177 137:-3.0334089 138:6.9077476 139:-9.4027926 140:0.84240133 141:-9.7205053 142:-6.7527513 143:4.9379619 144:2.2605512 145:1.3880114 146:-6.071346 147:-3.4873681 148:-8.6557854 149:-2.3333318 150:-1.1048284 151:-4.9245866 152:4.9464755 153:2.1187903 154:-4.2621876 155:-8.243512 156:-7.3028888 157:6.7643195 158:-2.2991639 159:-3.5237968 160:3.2567016 161:4.5523985 162:6.9254385 163:-9.5430306 164:4.1740691 165:7.9571485 166:-0.087661698 167:-4.1180081 168:-6.5658453 169:3.6194181 170:-3.1527191 171:-10.3033 172:-8.6490645 173:-6.2626153 174:8.8550546 175:-3.5733373 176:-5.3023006 177:8.4459204 178:-3.0245384 179:-3.8557959 180:-2.7469601 181:2.9844232 182:6.859478 183:4.6182832 184:0.69442207 185:3.9415401 186:-6.3433849 187:-1.2262619 188:-2.8746505 189:10.306516 190:5.6774544 191:-9.9732352 192:-3.8040972 193:6.7399294 194:-7.9127106 195:0.69989171 196:-7.1372558 197:-8.3838445 198:-7.6911225 199:-5.5306287 200:-10.724815 
+0.15192472327359249 1:6.9923986 2:-3.189363 3:-4.5614904 4:-2.3934346 5:3.3889887 6:11.355954 7:-10.009077 8:-5.7784465 9:5.3945921 10:7.7425514 11:-9.5606909 12:2.5854224 13:-6.8575917 14:-10.6656 15:-5.8058123 16:4.6013563 17:5.2039881 18:2.6183318 19:-5.5862831 20:0.1759902 21:-0.79630046 22:2.1614825 23:-8.6917026 24:7.7230807 25:1.3558644 26:4.2795053 27:0.71827666 28:-1.4283282 29:4.0294246 30:5.2051101 31:6.5601178 32:4.2901804 33:7.0973946 34:6.3049499 35:6.1312157 36:5.0558797 37:5.6636839 38:7.0095863 39:-5.5934251 40:-3.3852489 41:-1.9999097 42:-1.533222 43:-0.93482586 44:-8.6832896 45:1.1331068 46:7.7983858 47:-11.176879 48:-5.2875423 49:-8.3583004 50:6.8187302 51:4.2009206 52:-2.4042473 53:6.9931388 54:-8.9478274 55:-3.4569506 56:-4.1571515 57:9.1679863 58:-8.7204541 59:-0.94497156 60:-8.289142 61:6.4973392 62:-6.4344695 63:9.2414029 64:2.2637005 65:-0.14630653 66:-1.5298116 67:-5.1160924 68:6.8397414 69:9.6094653 70:-4.9104477 71:-1.5674466 72:2.6606244 73:-1.2942352 74:6.6622291 75:-3.8457715 76:1.4386141 77:4.1198556 78:-10.028933 79:-0.18494988 80:6.0486466 81:-6.1583503 82:-4.4210744 83:2.4133992 84:6.5371541 85:8.5517537 86:5.9586622 87:-1.8929656 88:-9.3035103 89:-0.16722275 90:-7.1508926 91:-5.3047735 92:-6.9408645 93:9.1171032 94:-7.2178404 95:-5.4302262 96:-9.0475475 97:11.102202 98:-6.5744083 99:-5.568856 100:-0.1734486 101:2.7863441 102:-5.6643063 103:9.3248724 104:-8.3561084 105:-6.8260941 106:-6.5877359 107:2.0055487 108:-3.3409218 109:-9.771478 110:5.6896678 111:9.6352655 112:7.5885657 113:8.1296725 114:-5.5140289 115:8.3082253 116:-9.2708837 117:-2.831489 118:2.7266274 119:1.7531875 120:3.3414138 121:7.7607258 122:3.5478028 123:-5.6535804 124:-2.7628555 125:3.3298222 126:5.3712537 127:-9.0170733 128:-1.3720055 129:4.5584217 130:4.3225709 131:-3.8140935 132:-2.6044484 133:9.2677756 134:0.74854977 135:-1.6933829 136:8.5488364 137:-2.2098702 138:6.6314929 139:-8.4473524 140:1.3976045 141:-8.5948904 142:-6.7865268 143:4.2721748 144:4.7949804 145:-0.52185482 146:-7.3189669 147:0.9974387 148:-6.8916618 149:-1.3376433 150:0.39237229 151:-3.0652561 152:5.9634459 153:1.5529272 154:-5.6582749 155:-9.7978135 156:-6.3035758 157:6.2254867 158:-2.9339901 159:-4.3503755 160:2.2751899 161:2.8709639 162:6.2209572 163:-9.8394898 164:1.5410623 165:9.7167017 166:2.2237463 167:-3.7097319 168:-7.8915249 169:2.4594435 170:-3.8726727 171:-11.073726 172:-9.2122668 173:-6.2444825 174:7.0593877 175:-3.9321039 176:-3.5056299 177:6.3683433 178:-2.6149664 179:-5.0473259 180:-3.9507713 181:2.7040787 182:7.7050336 183:6.6597675 184:-1.1320203 185:1.6973113 186:-4.8958051 187:-4.8339013 188:-1.2942682 189:9.6260944 190:5.9317115 191:-10.017729 192:-2.1213187 193:4.6224785 194:-4.9474416 195:0.096745928 196:-8.6800804 197:-8.8855992 198:-7.7893842 199:-3.6629487 200:-7.769309 
+0.22010384093993929 1:7.6994283 2:-4.7086866 3:-5.3932657 4:-1.5122008 5:4.6821696 6:10.509816 7:-11.987176 8:-4.6244264 9:7.3032459 10:4.6271543 11:-7.4609202 12:4.1781224 13:-8.6719373 14:-11.443072 15:-4.3611013 16:3.6220205 17:5.8082517 18:2.4817711 19:-6.8522354 20:0.11463958 21:0.1786961 22:3.0741082 23:-7.8637668 24:8.7946956 25:0.95247282 26:1.8409083 27:-0.42998038 28:-3.6954967 29:3.8263521 30:7.0007797 31:6.7324786 32:5.838276 33:5.3215345 34:6.9951805 35:7.0363659 36:3.6065045 37:7.6392511 38:7.8479464 39:-6.2704697 40:-4.6886867 41:-1.6816361 42:-0.36904722 43:-1.5725413 44:-6.6308534 45:2.2058352 46:7.3064011 47:-9.4877363 48:-3.7409301 49:-7.6455376 50:7.3379584 51:4.3034468 52:-2.1784366 53:9.0850008 54:-8.5351117 55:-2.4613481 56:-2.4834307 57:7.5067695 58:-9.092243 59:-2.4534297 60:-5.8130406 61:7.0800462 62:-5.3814136 63:7.6508527 64:1.1883976 65:-1.0709285 66:-3.3269874 67:-5.1118331 68:7.7382689 69:10.555592 70:-4.0859806 71:-1.4322712 72:1.1310463 73:-1.2044586 74:6.5570844 75:-5.3120649 76:3.3476276 77:2.7403087 78:-8.1588034 79:1.5428233 80:7.3579525 81:-6.6415073 82:-2.882689 83:1.5164368 84:5.4986461 85:8.6509752 86:4.8208397 87:-2.0004803 88:-6.3057828 89:0.50337464 90:-6.2492888 91:-7.615269 92:-7.4222341 93:6.6988223 94:-10.579674 95:-3.7915928 96:-6.2535179 97:10.057422 98:-8.6541071 99:-6.2110559 100:-1.9897143 101:4.5582451 102:-4.3259939 103:5.7247431 104:-7.0311229 105:-3.8671439 106:-9.1533506 107:0.8295366 108:-2.8039914 109:-9.480393 110:6.3839996 111:10.452032 112:7.8905846 113:7.4015243 114:-4.721769 115:8.8075991 116:-5.8852634 117:-2.0676446 118:4.2782224 119:2.650336 120:3.9425286 121:8.112855 122:3.8730651 123:-8.7770439 124:-1.1285272 125:4.1440186 126:7.0843664 127:-10.183678 128:-0.3436767 129:5.7594233 130:5.6223629 131:-3.4799721 132:-2.7812968 133:10.312557 134:1.0879307 135:-4.1533801 136:6.707131 137:-4.3896392 138:6.2901567 139:-9.097856 140:-0.73407222 141:-8.3714548 142:-7.4816645 143:6.4454545 144:3.0744491 145:-0.28931803 146:-7.6905734 147:-2.4289548 148:-8.5360615 149:-2.7473277 150:-2.0342539 151:-3.5345529 152:4.535855 153:2.2904052 154:-4.8104564 155:-6.9456961 156:-5.5748146 157:8.708587 158:-1.8141077 159:-2.3940476 160:-0.054669875 161:3.4112355 162:9.3677222 163:-8.4333651 164:1.9088309 165:11.248019 166:3.219674 167:-4.8484069 168:-8.5948798 169:3.6448453 170:-2.8534274 171:-7.9789698 172:-9.8034242 173:-7.0575475 174:9.0148076 175:-1.7965953 176:-5.3393577 177:7.9079133 178:-2.4581273 179:-3.8437034 180:-4.1619052 181:1.6253595 182:5.573384 183:4.0386536 184:-0.29468466 185:0.90379327 186:-2.3173819 187:-4.3281233 188:-1.5297665 189:8.8115689 190:5.7488939 191:-7.7072099 192:-1.5300417 193:6.9785715 194:-5.4042078 195:2.0845771 196:-7.651426 197:-8.8569092 198:-9.0380581 199:-4.0389667 200:-8.4821585 
+0.049810987777577719 1:6.9042712 2:-4.976607 3:-4.2991288 4:-3.0862051 5:4.3270424 6:11.990643 7:-9.8615294 8:-6.8189458 9:8.7618568 10:3.9037766 11:-8.1961101 12:3.7574308 13:-9.3424807 14:-12.627318 15:-4.6714561 16:3.7923655 17:4.962535 18:2.8228157 19:-7.0628197 20:-0.89808405 21:-1.8801777 22:1.7790903 23:-6.6799007 24:8.3938488 25:-0.41674256 26:3.9432336 27:1.1517464 28:-2.0160175 29:5.4215899 30:7.4200815 31:5.6606764 32:4.0465939 33:6.5976509 34:4.9336244 35:6.3325983 36:4.4881713 37:6.2743639 38:7.1875492 39:-6.9221301 40:-4.3132869 41:-2.0674624 42:-0.14788309 43:0.97072627 44:-8.3183059 45:0.43750534 46:7.8744395 47:-8.6257211 48:-4.0637333 49:-7.7817027 50:7.6897744 51:4.8965802 52:-2.4529774 53:6.2151687 54:-8.1903564 55:-2.4803063 56:-3.6293448 57:8.7027122 58:-8.2130754 59:-0.56646856 60:-6.0735879 61:6.943174 62:-5.7268212 63:10.86488 64:-0.11269803 65:1.370702 66:-2.789252 67:-5.6961548 68:6.6607774 69:9.27427 70:-3.593153 71:0.96385467 72:2.0693419 73:0.86447106 74:5.8902007 75:-3.5876789 76:1.639569 77:1.8228685 78:-8.2194534 79:2.7284483 80:6.0945494 81:-5.458004 82:-2.6011312 83:1.7157426 84:6.2858692 85:7.8150626 86:5.5537085 87:-3.4693787 88:-6.3505565 89:-1.5564844 90:-5.0870056 91:-3.3557212 92:-7.643501 93:8.4613115 94:-8.154305 95:-3.7108695 96:-7.8704849 97:9.8792832 98:-7.0652632 99:-7.091685 100:-0.28934133 101:5.0461286 102:-3.9719541 103:5.498313 104:-7.8264568 105:-6.2000314 106:-6.8408648 107:-0.070457248 108:-3.632311 109:-8.8365538 110:6.5896943 111:7.8402146 112:7.0457265 113:8.7961104 114:-3.520449 115:8.2427294 116:-7.1840489 117:-4.321343 118:4.3075519 119:-0.43668875 120:1.5671103 121:8.5972753 122:3.2082688 123:-9.4470795 124:-4.0211194 125:3.5554371 126:8.6777707 127:-8.8880483 128:-0.71271297 129:4.5427358 130:5.3202374 131:-3.6226794 132:-2.914366 133:9.5784664 134:0.91183809 135:-3.496641 136:5.8551222 137:-2.9780451 138:6.27411 139:-9.3349529 140:-0.71763578 141:-11.299469 142:-7.1563307 143:7.826271 144:3.2321456 145:2.2237832 146:-4.2553939 147:-1.0368739 148:-7.9514404 149:-2.4734117 150:-0.43465024 151:-2.6855508 152:5.5576057 153:3.2556438 154:-3.4297781 155:-10.819416 156:-5.2927599 157:7.640074 158:-1.2683732 159:-3.4368301 160:2.5654747 161:4.203613 162:7.6125761 163:-10.510608 164:2.8530762 165:7.8174558 166:1.7167313 167:-5.2325559 168:-5.4386882 169:4.6233125 170:-3.5234934 171:-7.5496315 172:-7.0100115 173:-7.096663 174:7.8332776 175:-4.3243822 176:-3.7646743 177:6.0317926 178:-3.8154488 179:-3.2411479 180:-3.1470212 181:2.8937205 182:6.7797801 183:6.447864 184:-3.0076251 185:2.2472799 186:-4.2641598 187:-6.3718357 188:-1.4213131 189:9.4008715 190:7.4391423 191:-8.8941562 192:-1.3346583 193:4.8124187 194:-7.4529736 195:1.915508 196:-6.2762266 197:-9.1147379 198:-9.0381086 199:-5.7976357 200:-6.5473581 
+0.11985536184368054 1:7.970382 2:-4.517874 3:-5.5429452 4:-5.5064115 5:3.9804447 6:7.9027931 7:-10.870273 8:-6.4452671 9:4.9678399 10:4.3653442 11:-5.7413509 12:2.8733346 13:-7.2479642 14:-8.1711933 15:-6.8364557 16:2.5309634 17:6.208349 18:4.3889855 19:-7.0601475 20:-1.6955128 21:-1.2329445 22:-0.29515841 23:-7.644579 24:8.8804223 25:0.90460809 26:3.1816464 27:0.45499948 28:-2.1140366 29:4.6014275 30:5.1930329 31:5.6951751 32:3.7857641 33:7.3504096 34:6.3148041 35:7.9017174 36:4.3244874 37:4.8893537 38:6.7131778 39:-7.6061951 40:-4.1354519 41:-0.86165147 42:1.6585006 43:-0.84922249 44:-8.9828873 45:1.9537696 46:6.7990095 47:-10.092118 48:-5.2117609 49:-8.5381035 50:7.351131 51:4.4001273 52:-3.5129497 53:6.9142115 54:-7.5500693 55:-2.353246 56:-3.9650295 57:9.488848 58:-8.7768812 59:1.3944838 60:-8.0276295 61:6.8426673 62:-6.3556389 63:9.4314344 64:-0.38107827 65:-1.2492044 66:-1.3512338 67:-4.0801976 68:7.4083809 69:10.049509 70:-6.4727231 71:1.3226483 72:2.9272182 73:-1.2550172 74:3.8623562 75:-3.1028787 76:1.0009646 77:4.6262362 78:-8.9958338 79:-0.31904871 80:4.5554957 81:-3.355418 82:-3.2480839 83:3.3343308 84:7.2022717 85:7.0748125 86:8.9274839 87:-3.1965236 88:-7.8890469 89:-1.413189 90:-7.6670085 91:-5.8324765 92:-5.3152664 93:9.1111888 94:-8.5471273 95:-5.9690623 96:-6.916614 97:7.8175762 98:-7.8233078 99:-6.5855411 100:-1.6263889 101:2.5740851 102:-4.9130162 103:5.8904166 104:-5.8425269 105:-4.1416182 106:-8.189785 107:1.2698987 108:-4.0453857 109:-10.007291 110:4.0171573 111:10.088586 112:7.4296284 113:7.6375767 114:-7.117327 115:9.52676 116:-7.1992443 117:-2.6697751 118:3.6749097 119:2.1555246 120:1.9576864 121:9.1372532 122:3.1861903 123:-5.2040015 124:-2.3147631 125:5.0940084 126:7.2107022 127:-8.2753142 128:-0.40860959 129:7.5587952 130:7.2149736 131:-5.1849154 132:-1.959331 133:9.402367 134:0.48006479 135:-3.8422009 136:8.1170551 137:-1.3278101 138:5.2199321 139:-9.2764451 140:0.56645029 141:-10.525771 142:-9.3138804 143:6.632302 144:2.1451388 145:0.58523086 146:-5.6553568 147:-1.4153103 148:-8.3169155 149:-2.8773855 150:-3.0447628 151:-2.6702326 152:5.9206755 153:3.0612871 154:-5.2869205 155:-8.8826346 156:-5.6367639 157:6.3232733 158:-1.8530087 159:-2.4152736 160:3.3226484 161:4.6287632 162:7.6425259 163:-7.8322191 164:3.1609639 165:10.228789 166:1.7165701 167:-3.1051317 168:-4.9039004 169:2.0901727 170:-1.2924707 171:-11.147288 172:-8.4704545 173:-6.1628072 174:5.2117643 175:-5.6755678 176:-4.0598434 177:6.4000889 178:-3.0591406 179:-4.6999603 180:-2.499525 181:3.1098517 182:7.6787617 183:6.3791761 184:0.12002643 185:1.3828995 186:-3.8324638 187:-5.7830141 188:-3.3912589 189:10.065221 190:6.0765959 191:-9.1603584 192:-3.962334 193:6.8086538 194:-8.4010447 195:1.1927617 196:-7.393218 197:-8.3018904 198:-8.0371974 199:-4.5759805 200:-7.1729454 
+0.12142140628941586 1:9.1658506 2:-5.3423189 3:-5.4654823 4:-3.3346756 5:5.2207007 6:8.9037069 7:-8.9024467 8:-4.8781828 9:5.2176546 10:4.7559844 11:-7.0583458 12:3.159173 13:-8.6042508 14:-9.0580429 15:-5.089262 16:3.9448865 17:5.9828606 18:3.0955514 19:-7.6477381 20:-1.996844 21:-4.6048041 22:2.4006757 23:-7.0078087 24:7.8157524 25:2.1197759 26:4.664411 27:0.35036919 28:-1.045951 29:5.3596499 30:7.0129219 31:3.441406 32:4.3431279 33:6.4749729 34:6.0204876 35:6.3153611 36:4.3872268 37:6.5706928 38:4.8300202 39:-8.0331426 40:-4.4979259 41:-1.2710296 42:1.0180299 43:-0.87127845 44:-10.215891 45:1.1417422 46:5.0379564 47:-8.0839273 48:-5.0919672 49:-7.0924963 50:8.0986619 51:3.5582463 52:-2.6680898 53:6.0358901 54:-7.5249471 55:-2.5926861 56:-3.3448819 57:8.8107726 58:-10.304819 59:-0.52866709 60:-5.1819686 61:6.5782406 62:-5.883488 63:10.767752 64:1.1152228 65:0.23041955 66:-2.7264918 67:-5.3632967 68:8.098923 69:9.1494092 70:-3.001398 71:-0.95930387 72:2.4079102 73:-0.035144846 74:4.9374267 75:-4.609994 76:1.8293159 77:1.9872683 78:-8.8975018 79:1.2364271 80:4.3974973 81:-6.9247791 82:-2.4055928 83:0.73589042 84:6.6945203 85:7.6558606 86:8.1363531 87:-2.6590224 88:-8.6399964 89:-0.54810201 90:-6.989096 91:-5.2746333 92:-7.1793812 93:10.701898 94:-7.4472107 95:-4.9700654 96:-9.2257464 97:8.8091199 98:-9.4886181 99:-5.1572511 100:-0.89788388 101:3.7496135 102:-5.4568227 103:7.364084 104:-7.7529505 105:-3.2499001 106:-5.4781931 107:2.9349231 108:-2.4442559 109:-9.5454026 110:2.8659062 111:12.094968 112:5.1739695 113:10.065526 114:-4.7401395 115:8.998438 116:-5.9807291 117:-2.5797671 118:4.3713804 119:1.1123226 120:0.86804034 121:8.0193553 122:3.9572302 123:-5.4288469 124:-5.1681128 125:5.6014107 126:8.1146138 127:-6.9989493 128:-0.76151293 129:6.3982812 130:5.7045971 131:-7.431895 132:-3.1934044 133:10.802445 134:0.40943405 135:-4.6516527 136:7.7830064 137:-4.4406697 138:7.3287991 139:-8.3742447 140:1.6239034 141:-8.1228792 142:-7.4410801 143:6.503785 144:3.7360497 145:0.52645668 146:-6.3166566 147:-2.0205255 148:-7.366521 149:-2.196049 150:-2.3060867 151:-3.9841953 152:4.8397894 153:4.6981215 154:-4.0421408 155:-8.6339112 156:-7.6007462 157:7.0677158 158:-2.0511849 159:-1.5657736 160:1.3486441 161:4.3111607 162:6.7918555 163:-8.8891229 164:1.5574532 165:9.0337388 166:0.63222107 167:-3.996935 168:-4.4667878 169:3.3471297 170:-1.7425686 171:-10.967688 172:-8.7949037 173:-3.6544074 174:8.171207 175:-4.6382384 176:-4.8457673 177:8.272058 178:-3.2647015 179:-3.6589741 180:-4.2498262 181:3.5118664 182:6.4830951 183:3.8917279 184:-0.35595274 185:1.4569217 186:-2.5760482 187:-5.8194404 188:-0.82766356 189:7.708744 190:6.5671973 191:-8.2108498 192:-4.4110801 193:5.0670419 194:-8.2472132 195:0.48132571 196:-5.7342712 197:-9.3801444 198:-7.937537 199:-2.7116736 200:-7.3288238 
+0.051786497757353687 1:6.0186351 2:-3.6398158 3:-4.6656824 4:-2.5225654 5:4.8484888 6:9.215418 7:-8.510824 8:-4.3988496 9:5.324943 10:4.6735428 11:-4.8926642 12:1.8761197 13:-8.4571584 14:-9.6768825 15:-7.1609127 16:3.603736 17:4.6164906 18:1.9362796 19:-6.7692478 20:-2.8364203 21:-1.0890398 22:3.2924309 23:-7.3115669 24:8.6238636 25:-1.0972314 26:4.7406696 27:-0.56782086 28:-0.06435186 29:4.8030484 30:6.584682 31:6.1287086 32:3.9009607 33:7.7164838 34:6.7427925 35:6.7030439 36:4.4735714 37:4.607173 38:5.3221466 39:-8.7345168 40:-2.4446937 41:-1.9257259 42:1.5477838 43:-1.0777504 44:-8.8839628 45:5.0443306 46:7.0536767 47:-8.1212743 48:-6.4143534 49:-8.5270211 50:5.4961576 51:3.88625 52:-1.9286874 53:6.7154435 54:-8.2746228 55:-3.3894003 56:-4.7856611 57:8.0168131 58:-8.1427082 59:-1.5773917 60:-6.8885015 61:6.0968614 62:-7.0246128 63:9.7437685 64:0.83508015 65:0.15455235 66:-3.4450627 67:-6.4029872 68:6.9708154 69:7.3436924 70:-4.7943124 71:1.0613482 72:1.7580903 73:1.1777153 74:5.7903505 75:-3.0349973 76:3.065026 77:2.6561689 78:-10.875403 79:2.3259224 80:5.0292048 81:-5.8690699 82:-2.3571696 83:3.3133676 84:6.1389857 85:8.4199332 86:6.0088164 87:-3.1020498 88:-7.2634639 89:-0.64859517 90:-6.971749 91:-5.6741005 92:-6.7479059 93:9.3459976 94:-7.2808509 95:-7.0868577 96:-8.1810315 97:9.9937197 98:-6.8935996 99:-6.6765691 100:-0.76576425 101:7.415294 102:-4.1764109 103:7.2671276 104:-8.6021292 105:-5.7156716 106:-6.3869438 107:-0.22266839 108:-2.958661 109:-8.8209946 110:6.6744972 111:9.6259654 112:6.62463 113:8.5837632 114:-6.6162805 115:9.7217585 116:-5.7401004 117:-4.0876376 118:6.2302819 119:3.1177691 120:2.9679687 121:8.226309 122:4.2736443 123:-6.5229491 124:-4.1535502 125:5.7338497 126:6.1875032 127:-8.4460004 128:-1.7274714 129:6.4047949 130:5.6162979 131:-3.8513034 132:-3.1211453 133:9.4910138 134:-1.6842732 135:-3.8412926 136:8.5126487 137:-2.4686531 138:8.6530277 139:-8.9055856 140:0.78831013 141:-8.2059151 142:-8.2856409 143:6.8595571 144:3.1982178 145:1.9112579 146:-3.9272135 147:-1.4516041 148:-7.3358648 149:-3.5373696 150:0.12174805 151:-3.0558692 152:6.9137508 153:2.4595711 154:-4.8921982 155:-8.1296736 156:-7.4381053 157:6.0526639 158:-1.4977951 159:-3.2953571 160:0.276859 161:2.5124148 162:8.4019915 163:-9.3235277 164:3.1627337 165:8.384286 166:2.4751553 167:-3.5722512 168:-5.1075935 169:4.1228117 170:-0.94143082 171:-8.7201975 172:-6.7784099 173:-4.9219466 174:7.727113 175:-1.3613791 176:-6.8517323 177:6.7549326 178:-4.1116444 179:-4.7285336 180:-3.6171416 181:3.3859695 182:7.6646029 183:5.9900331 184:-0.98182665 185:1.7588742 186:-4.6065623 187:-3.4431467 188:-3.0694951 189:9.7759849 190:7.8809363 191:-8.2757385 192:-4.2362955 193:6.2882455 194:-7.0466292 195:1.3986275 196:-6.7217961 197:-9.3430117 198:-7.5139862 199:-2.534182 200:-6.6556382 
+0.021460113624578649 1:8.6842426 2:-2.8041364 3:-5.6173377 4:-2.3311176 5:1.5831842 6:11.284144 7:-9.4872285 8:-6.7287112 9:7.2905516 10:3.2197568 11:-8.031313 12:1.8868651 13:-7.7339972 14:-9.3131985 15:-5.6038611 16:4.8483389 17:6.8559365 18:0.8188967 19:-8.4259812 20:-0.67753426 21:-3.1343176 22:2.1029974 23:-5.4821541 24:8.7540219 25:0.21887995 26:3.5923621 27:-0.34370772 28:-0.96156664 29:5.0106289 30:6.4949684 31:5.1632839 32:3.5565648 33:6.3686913 34:5.0808447 35:7.1424024 36:3.1979078 37:6.4465272 38:6.8149443 39:-8.5694613 40:-2.2734124 41:-1.130524 42:-1.0657366 43:-2.6995479 44:-9.3193503 45:1.5681652 46:6.4330039 47:-9.4095633 48:-4.5840779 49:-6.3844919 50:8.8146269 51:4.0856742 52:-0.7591308 53:9.2633901 54:-9.9722025 55:-1.1775338 56:-2.5548849 57:8.9878401 58:-9.2365653 59:0.3893081 60:-5.7251908 61:6.8848288 62:-5.2287131 63:8.6489528 64:1.8837829 65:-0.22266422 66:-1.5456075 67:-6.206545 68:9.2576936 69:10.703783 70:-4.5829341 71:1.9089035 72:2.7082732 73:-1.4701204 74:5.4183843 75:-3.039177 76:1.3066313 77:-0.25238543 78:-11.689157 79:2.9844899 80:6.3205367 81:-3.2639043 82:-3.4990933 83:3.3956416 84:5.4318053 85:7.1272173 86:5.9494491 87:-2.5796314 88:-8.2879199 89:-1.0655119 90:-8.1734209 91:-2.7574825 92:-8.9950607 93:8.4026877 94:-8.1175571 95:-3.708738 96:-6.2453314 97:8.4052592 98:-6.7448074 99:-5.7150622 100:-0.80496765 101:7.0938076 102:-4.1962551 103:6.1110321 104:-7.2324058 105:-5.2933142 106:-7.2498406 107:1.6068168 108:-4.4701627 109:-9.0566809 110:5.5986326 111:11.542091 112:7.095479 113:7.9215442 114:-5.2223071 115:9.2238568 116:-8.8594509 117:-3.2408077 118:3.8287826 119:2.1902112 120:2.3927061 121:9.6962636 122:2.9992665 123:-7.166703 124:-2.5171295 125:3.0013338 126:7.0128811 127:-7.0802153 128:-0.36796619 129:3.3401159 130:4.401984 131:-1.1738942 132:-1.6132008 133:10.069969 134:-1.3421078 135:-3.9020451 136:7.5540071 137:-0.58312873 138:7.5583793 139:-7.2433462 140:1.5250877 141:-10.735143 142:-8.7711475 143:4.9960433 144:4.8310484 145:1.0849593 146:-5.5047185 147:-0.7062959 148:-8.686297 149:-1.1393333 150:-0.76887664 151:-5.0128974 152:5.0515854 153:3.3464258 154:-3.0646074 155:-9.7910421 156:-6.4929225 157:8.2115736 158:-2.0731872 159:-1.9747907 160:3.5534306 161:5.2336891 162:7.664734 163:-9.7491228 164:1.0505087 165:9.5000801 166:2.0561973 167:-4.7498271 168:-5.0070178 169:3.419426 170:-2.0710374 171:-10.491679 172:-9.1786164 173:-5.594197 174:7.6358234 175:-4.3549159 176:-4.9643148 177:7.7372514 178:-4.4112297 179:-3.465201 180:-5.5379774 181:4.2760036 182:6.1167276 183:6.226429 184:-0.81021133 185:0.9079752 186:-5.60407 187:-4.4579445 188:-1.2100062 189:8.8247392 190:6.4190693 191:-10.03499 192:-0.89456471 193:6.7959926 194:-7.024449 195:-0.080220154 196:-7.6687074 197:-8.525081 198:-6.5131004 199:-4.9986718 200:-6.4495673 
+0.047481713425445535 1:7.2713458 2:-4.2920984 3:-5.2107108 4:-2.7262146 5:4.25489 6:9.2905308 7:-8.5891768 8:-7.4238658 9:7.2209154 10:5.7929584 11:-7.5328916 12:4.2875203 13:-7.0930392 14:-9.4973944 15:-4.9205831 16:3.1640759 17:6.0560521 18:1.7810888 19:-6.8747944 20:-0.91633274 21:-3.3683783 22:0.79886332 23:-6.3542168 24:9.7068344 25:0.27482268 26:2.84822 27:1.4687662 28:-2.7068026 29:4.6210328 30:8.271793 31:4.9397831 32:3.5167575 33:5.970501 34:4.5073045 35:6.6128371 36:3.8817086 37:5.8871087 38:5.8649247 39:-7.3412581 40:-4.6722967 41:0.61290489 42:0.75288566 43:-0.25827372 44:-8.1293773 45:2.1299089 46:6.480955 47:-9.1596321 48:-5.7158404 49:-8.6039663 50:7.4773002 51:2.6592971 52:-3.011866 53:8.878433 54:-8.8957035 55:-3.4467937 56:-2.8465236 57:8.7494972 58:-9.7374458 59:-2.1377465 60:-4.310488 61:5.0983803 62:-5.082687 63:9.2289457 64:0.75356727 65:-0.2733914 66:-2.5391621 67:-4.2846127 68:7.4375394 69:9.6205251 70:-4.5992782 71:1.7547677 72:0.33961833 73:-2.5493536 74:4.6164006 75:-2.5169768 76:2.0642419 77:1.8641793 78:-7.6437418 79:-1.4906827 80:6.049607 81:-5.5613553 82:-3.9527613 83:4.4605922 84:5.9213889 85:8.2260578 86:8.4291204 87:-2.1030458 88:-7.9691511 89:0.095862899 90:-7.0143718 91:-4.1631158 92:-5.6138144 93:9.1722805 94:-5.0250084 95:-5.457754 96:-7.7620744 97:11.410318 98:-9.2798655 99:-7.6571905 100:-1.9569939 101:5.4693235 102:-4.6221595 103:5.7365723 104:-5.2667428 105:-4.8088116 106:-6.7482107 107:0.40723137 108:-3.0526843 109:-11.300133 110:5.7839414 111:11.148275 112:6.6068681 113:9.3250505 114:-4.265514 115:8.4147077 116:-9.0871589 117:-3.5239118 118:3.9971795 119:2.6602155 120:3.375491 121:9.4073459 122:2.8434615 123:-7.1455793 124:-0.45393291 125:3.8660048 126:7.0242816 127:-8.9400906 128:-3.3804181 129:7.0990453 130:5.6212361 131:-2.1469981 132:-3.8428468 133:7.9843296 134:-1.2823917 135:-4.0313997 136:8.192851 137:-2.3425484 138:7.9154119 139:-8.5186262 140:1.0864023 141:-10.024752 142:-7.7566573 143:6.2333924 144:1.9478109 145:1.3615987 146:-5.4648044 147:-0.73696057 148:-8.6760024 149:-1.096431 150:-1.1538444 151:-3.0183151 152:6.1898395 153:2.9112727 154:-3.6944192 155:-9.5613421 156:-7.4644773 157:7.7341667 158:-3.0631519 159:-3.0169635 160:0.45822344 161:3.4295124 162:9.1829276 163:-8.2541793 164:2.8372015 165:9.5216287 166:1.0807852 167:-3.7791182 168:-4.6852349 169:3.6073228 170:-1.2317992 171:-12.290802 172:-9.7999521 173:-7.5093174 174:7.4388088 175:-5.2404999 176:-6.2971687 177:7.9513939 178:-3.5930981 179:-4.6647949 180:-3.8762246 181:1.4285843 182:4.8648746 183:6.8689847 184:-0.34129651 185:3.8803042 186:-4.1505621 187:-1.5732401 188:-2.8104593 189:9.9702249 190:6.9833112 191:-9.0327257 192:-3.6201179 193:7.427673 194:-5.8512177 195:0.82378977 196:-7.404269 197:-7.9861648 198:-7.7601133 199:-3.843095 200:-8.7814969 
+0.089568105880706975 1:7.6213596 2:-4.04559 3:-4.5140089 4:-5.0872909 5:5.4282465 6:12.274259 7:-8.2788271 8:-5.2873593 9:6.0789647 10:5.0318153 11:-7.2163554 12:3.3099189 13:-8.2715523 14:-11.058903 15:-4.0435843 16:3.3529232 17:4.3131352 18:3.9560274 19:-6.7968532 20:-3.576929 21:-2.1807419 22:2.048166 23:-7.8277797 24:8.7438728 25:1.8120274 26:3.5253163 27:0.88539613 28:-3.2037889 29:4.8359244 30:7.6464272 31:4.8546496 32:4.6269676 33:6.5813063 34:7.7306198 35:6.9675176 36:3.3143546 37:5.1649894 38:4.9742277 39:-8.1967139 40:-3.4449289 41:-0.83541685 42:-1.08821 43:-1.6861279 44:-9.6628215 45:2.0946471 46:5.7969441 47:-8.4448146 48:-7.3526654 49:-7.0853678 50:5.4761933 51:4.4148054 52:-3.7826787 53:8.7369436 54:-8.953916 55:-2.9349219 56:-4.2416094 57:9.8895077 58:-6.3083796 59:-1.132216 60:-6.9014392 61:7.8486488 62:-3.4780541 63:9.9977704 64:1.3840164 65:-0.25225669 66:-4.0130768 67:-5.9653493 68:7.2694033 69:8.8468061 70:-5.8382144 71:0.36317417 72:2.5931279 73:-2.6992931 74:4.4277795 75:-2.2029124 76:1.9559354 77:2.5235389 78:-9.81441 79:2.0527672 80:7.0359424 81:-6.2457613 82:-1.9727423 83:1.6258643 84:7.0432392 85:8.4473819 86:8.1438971 87:-2.6128438 88:-9.5257441 89:-0.35296091 90:-7.3517129 91:-4.5003842 92:-7.8671345 93:7.869767 94:-7.7851345 95:-5.9188158 96:-8.5713907 97:8.8895022 98:-6.5898384 99:-6.8184607 100:-0.43215194 101:4.4597963 102:-2.0460576 103:7.6675432 104:-7.5049256 105:-4.5252021 106:-8.2621167 107:2.400851 108:-2.5370613 109:-8.4710213 110:3.7635185 111:9.0688805 112:5.0031571 113:8.0855685 114:-7.1860941 115:8.7942814 116:-6.292515 117:-5.3009507 118:5.0449741 119:4.0224712 120:2.3582685 121:7.0970652 122:2.16851 123:-5.2059521 124:-2.2319572 125:3.7434866 126:4.8784267 127:-8.9329927 128:-1.0600193 129:8.0200946 130:7.2273109 131:-3.067045 132:-3.3575232 133:9.764506 134:3.0645965 135:-3.4638081 136:7.4633911 137:-2.082935 138:8.2504775 139:-7.577907 140:2.1055865 141:-10.09965 142:-7.1156819 143:7.1845148 144:4.0657453 145:0.50804698 146:-6.7086332 147:-2.1700933 148:-9.9633147 149:-1.701469 150:-2.2560364 151:-4.4772794 152:4.2232332 153:3.7078077 154:-4.0490254 155:-8.9444234 156:-7.2794071 157:7.0924561 158:-2.6932639 159:-1.6894218 160:0.2461684 161:4.3252508 162:7.5162867 163:-8.7121336 164:5.154839 165:9.2320455 166:1.6399611 167:-3.1911644 168:-5.210983 169:2.8437492 170:-3.6188845 171:-9.2187093 172:-8.4019626 173:-6.7410463 174:7.1266093 175:-2.5891358 176:-2.5788027 177:9.078049 178:-2.8832063 179:-3.0098214 180:-2.8747089 181:3.7068403 182:5.9503278 183:6.5294422 184:-0.34804277 185:2.9260461 186:-3.8337856 187:-6.3712935 188:-3.7723755 189:8.6913539 190:7.3035494 191:-10.573568 192:-2.0448532 193:6.9783352 194:-8.1955296 195:0.80296373 196:-8.1339515 197:-8.9051169 198:-7.9428169 199:-5.5657823 200:-7.3676256 
+0.057885509705069109 1:8.5136746 2:-3.5091952 3:-5.427351 4:-3.7041523 5:4.6797942 6:9.8867148 7:-9.5136176 8:-7.3622387 9:6.2935466 10:5.7926589 11:-7.6013774 12:4.4295634 13:-7.5247003 14:-9.8042281 15:-6.5207092 16:4.752734 17:6.4962443 18:2.4304626 19:-7.4149783 20:0.48290952 21:-2.3499793 22:3.5155468 23:-5.4454643 24:9.869516 25:0.10341626 26:3.4218884 27:0.076281927 28:-2.5479091 29:3.8843391 30:5.91924 31:5.8179733 32:3.052482 33:5.8410685 34:4.3144261 35:7.5300972 36:4.3925259 37:6.6315318 38:4.8158294 39:-7.4368143 40:-4.0663029 41:-1.5432035 42:-1.2859379 43:-2.1807316 44:-8.2544395 45:2.1604308 46:5.8267053 47:-10.233533 48:-5.3929742 49:-6.6927777 50:10.092343 51:4.3514153 52:-4.505576 53:6.3102077 54:-8.1071578 55:-2.2554971 56:-2.8967143 57:8.2207271 58:-7.5451075 59:-1.5116822 60:-4.6272317 61:7.0492133 62:-4.8216917 63:8.8997539 64:-0.6728697 65:-0.47798778 66:-3.3388452 67:-5.9610411 68:7.2738048 69:6.5095993 70:-5.2836176 71:0.18142698 72:2.5836035 73:0.437376 74:4.1613713 75:-4.9962024 76:2.9582541 77:1.0128116 78:-8.5659837 79:1.9180397 80:6.1378755 81:-5.0813584 82:-3.5171574 83:2.7063754 84:5.3904164 85:7.3384606 86:4.8760637 87:-3.6550289 88:-7.8311247 89:-2.9119027 90:-7.8065316 91:-4.4971238 92:-7.3166808 93:9.1217823 94:-8.416695 95:-4.8039166 96:-8.4329561 97:8.9779325 98:-8.2108875 99:-7.6829549 100:-0.72757102 101:4.9787263 102:-5.0172343 103:5.8169663 104:-4.3225393 105:-6.3247281 106:-7.3945876 107:0.025224481 108:-3.6439926 109:-9.6049262 110:6.2455231 111:8.2994133 112:5.5917295 113:7.2102867 114:-7.0619408 115:10.430442 116:-8.1540076 117:-3.2875886 118:3.083238 119:2.6254756 120:5.1431115 121:9.8254277 122:1.4674319 123:-6.5768478 124:-1.9336671 125:1.8167522 126:6.8786778 127:-7.9301448 128:0.58929127 129:6.1378269 130:5.2091767 131:-3.2528902 132:-2.3280857 133:11.221018 134:-1.7645744 135:-2.6304206 136:8.6713595 137:-1.4564123 138:7.6569285 139:-7.773939 140:-0.97190124 141:-9.9323659 142:-8.3551069 143:6.3436159 144:5.8040959 145:2.6734508 146:-6.324662 147:-0.77508269 148:-6.3144314 149:-1.6905057 150:-2.0711857 151:-4.2838939 152:6.088 153:3.5124509 154:-2.9174082 155:-8.965009 156:-5.631456 157:7.4468264 158:-1.9361132 159:-1.2060977 160:2.869837 161:3.8547073 162:5.060765 163:-9.3777348 164:3.0263499 165:8.9935461 166:2.1566973 167:-4.1152211 168:-3.8105177 169:2.7379738 170:-2.3998532 171:-9.0967888 172:-8.9485636 173:-3.5367911 174:6.9455099 175:-3.3998097 176:-4.1829004 177:6.5262286 178:-3.6330908 179:-3.6003864 180:-3.8402274 181:2.1660058 182:5.3356788 183:7.4249746 184:0.25585776 185:2.8279349 186:-3.9904931 187:-2.876971 188:-2.4489726 189:8.6142709 190:5.4906066 191:-10.077372 192:-4.3552021 193:5.940439 194:-6.2529925 195:0.10672265 196:-8.9583014 197:-8.2442169 198:-8.1013012 199:-5.143649 200:-7.5884635 
+0.051306665778985273 1:7.3607868 2:-3.3788499 3:-5.9896577 4:-2.1033127 5:3.7137826 6:9.5150983 7:-9.8454912 8:-6.0166928 9:7.8113012 10:4.3516583 11:-7.837274 12:1.2809424 13:-8.1334498 14:-9.6076638 15:-5.5362764 16:2.8114638 17:5.9388224 18:2.4239808 19:-7.3034989 20:0.093004272 21:-3.1924164 22:1.7035231 23:-8.6845165 24:8.167637 25:-0.11528585 26:3.7449601 27:0.64158683 28:-4.5706839 29:6.3226019 30:6.9073256 31:5.8291525 32:3.8071118 33:5.1224202 34:7.7058805 35:6.723347 36:7.5790134 37:4.650136 38:6.9196313 39:-7.5560253 40:-5.2123272 41:-0.72085794 42:1.4339372 43:-0.41433817 44:-9.7492084 45:1.9573524 46:7.5235622 47:-8.1782489 48:-4.7331803 49:-7.1546356 50:8.7068072 51:2.6360371 52:-2.5276749 53:5.0229397 54:-8.5011387 55:-4.4473646 56:-3.6977244 57:7.9872493 58:-10.112122 59:-1.7461474 60:-6.4753074 61:7.9265591 62:-5.0241501 63:10.224349 64:-0.46388725 65:-0.35054597 66:-2.9990383 67:-2.9949597 68:5.9450796 69:8.0964819 70:-5.8739115 71:1.5349165 72:2.4284218 73:0.97894647 74:3.9258393 75:-3.217612 76:2.3228714 77:0.77286355 78:-7.8191299 79:1.1403667 80:5.7878943 81:-4.4876825 82:-3.5375779 83:3.0547083 84:6.4501343 85:6.7799219 86:6.7692625 87:-5.7924289 88:-8.4526975 89:-0.81661289 90:-7.4538479 91:-5.1378079 92:-6.3969884 93:8.7719096 94:-7.661497 95:-5.401194 96:-7.1718487 97:10.312963 98:-7.7219115 99:-6.9299633 100:-1.5075413 101:4.8665306 102:-5.6565735 103:7.0638833 104:-7.4656039 105:-4.7133201 106:-8.5227804 107:0.29403105 108:-4.2583235 109:-10.396489 110:5.2181213 111:8.8243371 112:4.7403859 113:10.114064 114:-5.7212916 115:8.4628409 116:-8.5891519 117:-4.8659639 118:3.6166538 119:2.1596679 120:1.7897427 121:9.2781496 122:4.4059702 123:-6.6085863 124:-2.2334456 125:4.1613042 126:6.8563592 127:-6.2738578 128:-1.3598476 129:5.7421803 130:4.127848 131:-3.1195789 132:-2.6153772 133:9.5460906 134:1.6647749 135:-4.4225611 136:8.2418739 137:-3.8104029 138:7.3693614 139:-9.6725649 140:1.2735601 141:-11.896517 142:-7.9313856 143:5.056804 144:3.5819511 145:0.70847417 146:-6.4985871 147:-1.9220984 148:-5.7428932 149:-2.8834802 150:-0.23062481 151:-3.2068628 152:5.0130156 153:2.0852779 154:-5.0234324 155:-6.7557814 156:-7.3967839 157:7.1518725 158:-3.6050932 159:-2.3018454 160:2.2289662 161:3.8633678 162:9.1755788 163:-10.359927 164:2.7407796 165:7.6417331 166:1.5876633 167:-3.8562953 168:-3.287505 169:3.4821879 170:-2.7277625 171:-10.336322 172:-9.36718 173:-6.4745042 174:7.9387708 175:-2.0920382 176:-4.353646 177:7.1999131 178:-3.3770229 179:-2.8858191 180:-4.1040972 181:1.0063116 182:6.4668173 183:5.4798019 184:0.82483387 185:3.919725 186:-4.3886275 187:-4.2985124 188:0.33711291 189:10.500665 190:8.4636116 191:-11.342117 192:-2.0390369 193:4.9251623 194:-8.5105547 195:0.79441856 196:-8.6752688 197:-9.6597577 198:-7.4067186 199:-3.839402 200:-6.2480437 
+0.0026227885193762018 1:7.1821148 2:-4.6417455 3:-5.550618 4:-1.2448179 5:4.7104445 6:10.66793 7:-10.269203 8:-4.7531054 9:8.3056801 10:6.7435195 11:-7.0585706 12:3.9403761 13:-9.3052257 14:-8.9278263 15:-4.3775399 16:3.1612511 17:5.0031868 18:3.5875327 19:-6.2991485 20:-3.3626915 21:-0.86917191 22:2.9815215 23:-7.2823981 24:7.7301587 25:0.91539563 26:3.4849927 27:1.1783485 28:-3.7421314 29:5.4601092 30:6.523198 31:6.293162 32:3.6580398 33:5.4108824 34:5.0988895 35:5.8926967 36:5.4730211 37:8.1269526 38:5.0388535 39:-9.473202 40:-4.6077652 41:-1.381901 42:-1.2362085 43:-1.2716646 44:-8.5021304 45:1.3901826 46:5.8673273 47:-9.3595345 48:-4.2276683 49:-9.3469129 50:5.7639246 51:4.5092068 52:-3.5720234 53:5.5857895 54:-8.5840578 55:-2.0713918 56:-3.5399299 57:9.5247279 58:-8.5670657 59:0.40734962 60:-5.8637029 61:7.1745285 62:-6.5789576 63:10.915976 64:-0.023544756 65:-0.6992915 66:-1.5804842 67:-5.835279 68:8.2880611 69:10.067848 70:-5.5607531 71:-0.42196605 72:1.7682959 73:-0.10551038 74:6.5747331 75:-4.2499419 76:2.4659431 77:0.93516021 78:-9.0874518 79:0.91654703 80:3.9035115 81:-7.478184 82:-2.9248963 83:3.4950471 84:7.9002542 85:7.5343942 86:6.9623467 87:-5.3674716 88:-8.0311438 89:-0.81763229 90:-8.007726 91:-4.4252128 92:-5.0579892 93:7.9516898 94:-7.8844336 95:-4.7827364 96:-8.5127225 97:9.9684309 98:-8.5275695 99:-7.8590472 100:-1.4570218 101:3.917952 102:-3.7336585 103:6.6614958 104:-5.5774478 105:-4.191799 106:-8.9405121 107:3.4276948 108:-3.0025929 109:-7.8657805 110:4.8258309 111:9.4993423 112:4.7775095 113:9.2357794 114:-7.598508 115:9.0868173 116:-5.9939432 117:-3.8695729 118:5.9776249 119:1.9329098 120:2.7456208 121:8.7307272 122:4.5594889 123:-7.6114995 124:-2.4371675 125:4.7992158 126:7.5609597 127:-8.298377 128:-1.704937 129:5.3663989 130:6.7277809 131:-1.9200747 132:-4.4314938 133:10.105539 134:1.4896909 135:-3.896335 136:6.9318366 137:-1.7396566 138:5.4152537 139:-10.033763 140:-0.32621834 141:-10.328326 142:-9.8439358 143:6.0448026 144:3.505952 145:1.9423605 146:-5.9824128 147:-1.3029899 148:-8.3099555 149:-2.7354811 150:-1.9144445 151:-2.3904762 152:6.7056274 153:2.6641471 154:-3.3460774 155:-9.4931151 156:-5.5360696 157:7.4622778 158:-1.6452988 159:-1.3372564 160:3.3761687 161:4.2642626 162:5.901479 163:-8.9241931 164:2.0951183 165:7.8467362 166:2.2209343 167:-3.7595351 168:-6.5958313 169:3.9470158 170:-0.50222462 171:-9.7051582 172:-8.1595263 173:-5.2809395 174:7.2927702 175:-1.5797519 176:-7.2106374 177:7.3484817 178:-5.0206422 179:-3.0031212 180:-4.3224806 181:3.5419996 182:7.0231737 183:4.3049461 184:0.12392234 185:1.8652191 186:-4.4045496 187:-5.2583663 188:-0.26949255 189:10.199427 190:5.3223392 191:-10.034119 192:-4.4187593 193:7.5684565 194:-5.7753283 195:2.6089345 196:-9.3525695 197:-8.1465841 198:-7.6946667 199:-4.9488102 200:-7.8251767 
+0.030984519621655267 1:7.0890641 2:-4.5153659 3:-5.5784328 4:-0.51613633 5:6.8588716 6:11.259521 7:-8.8618485 8:-5.5618555 9:8.6787867 10:4.5770269 11:-8.2005924 12:3.2957584 13:-9.4723324 14:-9.2525366 15:-3.0769442 16:6.3863567 17:4.37535 18:3.9271758 19:-6.9780553 20:-1.1263596 21:-1.5986777 22:2.7774103 23:-7.8033313 24:8.5850045 25:1.6327381 26:3.7060833 27:0.4380993 28:-1.9769393 29:2.9138501 30:5.5376414 31:5.3149974 32:5.1155131 33:7.2644147 34:7.2605792 35:6.2308393 36:2.7036016 37:5.6286643 38:6.4463001 39:-7.8096912 40:-5.1366884 41:-1.6361539 42:-0.021393029 43:-0.19922301 44:-10.343105 45:3.2008039 46:6.1536845 47:-9.6813939 48:-4.8538174 49:-6.9720905 50:6.1202352 51:4.5542945 52:-1.9302296 53:6.4833631 54:-8.7767752 55:-3.4794555 56:-4.7009092 57:9.2286318 58:-7.1853853 59:-3.6177579 60:-5.7572726 61:6.428789 62:-5.9183276 63:8.5838835 64:-0.051892187 65:0.94568388 66:-2.1649504 67:-6.9742189 68:7.123202 69:9.6994413 70:-6.1259601 71:1.4508294 72:1.9198537 73:-1.0593008 74:6.352732 75:-2.7613683 76:3.6391235 77:2.2298592 78:-9.9136009 79:0.63728137 80:4.525655 81:-3.9065762 82:-4.3879181 83:2.7733454 84:6.7697636 85:8.0889604 86:6.3755655 87:-2.434251 88:-8.2549717 89:-0.41146526 90:-8.1524049 91:-4.4301707 92:-6.2901487 93:9.7240971 94:-7.1361027 95:-4.8643285 96:-7.3102073 97:9.6423018 98:-8.106273 99:-6.365182 100:-1.786688 101:4.6287189 102:-5.31867 103:7.4242568 104:-7.6695236 105:-5.478734 106:-7.0710547 107:1.1482238 108:-3.5122716 109:-10.303191 110:6.0384733 111:8.9060654 112:6.0949918 113:9.3806969 114:-6.7344864 115:9.6627649 116:-6.886951 117:-3.2594681 118:5.7887438 119:5.0766583 120:0.93386234 121:8.0685136 122:3.5791351 123:-7.6070255 124:-3.6944859 125:2.4285342 126:6.5658504 127:-10.054276 128:-0.17786675 129:5.8902364 130:5.4633545 131:-3.7772724 132:-4.6618751 133:10.358294 134:-0.045800332 135:-3.0842478 136:6.7663722 137:-3.3837619 138:7.7066425 139:-8.8826898 140:0.48921464 141:-10.367066 142:-6.1204204 143:6.0439235 144:2.9102949 145:0.48998226 146:-5.5360284 147:-4.0920007 148:-9.3092308 149:-2.5844564 150:-2.7567698 151:-4.2132241 152:8.533848 153:2.8426539 154:-3.8923995 155:-10.457871 156:-6.2506691 157:8.2143998 158:-1.1605774 159:-3.0959351 160:3.0444107 161:4.2644408 162:6.5023982 163:-9.7814851 164:1.9162486 165:9.3532605 166:3.6824732 167:-5.4174946 168:-4.2019641 169:3.8156517 170:-2.3661535 171:-10.395228 172:-10.138835 173:-4.9691602 174:9.2487024 175:-2.9187802 176:-5.2706005 177:8.9940813 178:-4.8321994 179:-3.0302517 180:-4.5508526 181:1.0696314 182:5.4532965 183:6.0872834 184:-0.060780014 185:2.1653805 186:-5.0891829 187:-4.0972071 188:-3.3929556 189:10.641254 190:5.909168 191:-9.3599779 192:-4.020193 193:6.0839117 194:-6.124864 195:-0.38472097 196:-6.4114491 197:-9.4738942 198:-6.7059355 199:-5.1939458 200:-6.3911323 
+0.055064924202822767 1:8.9210624 2:-5.5071015 3:-3.5819304 4:-4.0612076 5:5.4565826 6:10.320092 7:-10.940149 8:-6.9109478 9:6.4283156 10:5.6945355 11:-8.1167127 12:4.0484729 13:-7.6216999 14:-9.3371489 15:-4.8041051 16:2.4590399 17:5.9450422 18:3.155568 19:-6.9704307 20:-2.0343198 21:-2.2541473 22:0.25383903 23:-5.0495921 24:8.5454012 25:0.37280405 26:4.1058192 27:0.44513488 28:-4.513129 29:6.0739395 30:5.7511447 31:7.5183886 32:4.3365411 33:5.2499113 34:6.0213507 35:7.743138 36:4.3090353 37:6.3331743 38:7.3369725 39:-8.1161092 40:-3.4502668 41:0.30664004 42:0.099965037 43:1.3819635 44:-8.5923009 45:2.3937694 46:6.7668142 47:-9.2414409 48:-7.1006868 49:-6.534713 50:7.4871178 51:5.7892916 52:-1.6835243 53:8.2502587 54:-6.7518395 55:-2.0444141 56:-2.5016419 57:7.183917 58:-7.7712442 59:-1.0515037 60:-6.9374817 61:6.0308765 62:-5.3702454 63:9.4020988 64:1.328098 65:0.42688162 66:-2.606522 67:-6.3633495 68:8.4167353 69:8.4404025 70:-3.9416137 71:0.26939886 72:2.235584 73:-1.1931727 74:4.3084126 75:-4.0560092 76:0.35002454 77:2.4720843 78:-8.860083 79:1.6391656 80:7.3073841 81:-5.6277019 82:-3.7492938 83:1.6914825 84:3.9473149 85:8.1070479 86:7.5735177 87:-4.6585807 88:-7.1516165 89:-0.37803459 90:-6.6571199 91:-4.0503689 92:-7.4152806 93:7.5058599 94:-8.5999207 95:-4.4817276 96:-5.4994377 97:10.884795 98:-5.5159813 99:-8.0064986 100:-1.2968805 101:4.5053265 102:-3.1853503 103:6.0913461 104:-6.9770344 105:-2.927462 106:-7.9988139 107:0.74696763 108:-3.1009343 109:-8.7469082 110:6.6047531 111:10.404353 112:6.8098705 113:8.8025796 114:-8.1892633 115:9.8287155 116:-8.3576491 117:-4.0136097 118:3.4691495 119:3.6562383 120:5.0182402 121:7.0331362 122:3.9895131 123:-7.2287203 124:-1.5232198 125:3.5440868 126:5.5320964 127:-6.6837913 128:-0.69100077 129:5.8627194 130:4.9346249 131:-3.8052715 132:-0.8468193 133:9.9394455 134:-1.5482666 135:-3.3256278 136:6.5322453 137:-1.7802333 138:7.2111472 139:-9.4714637 140:-0.57977861 141:-10.098932 142:-5.9711995 143:7.5766964 144:2.3305852 145:-0.30652372 146:-6.9466209 147:-2.30231 148:-6.3531476 149:-2.069521 150:0.21171628 151:-3.5608885 152:7.1954894 153:3.5362945 154:-4.2385592 155:-8.6511812 156:-7.4487616 157:9.1957767 158:-1.3034736 159:-2.0106085 160:0.23631985 161:5.891887 162:7.5199932 163:-7.2026794 164:4.4590221 165:8.6632985 166:3.7174193 167:-3.613009 168:-7.0295817 169:4.6904784 170:-2.7823193 171:-11.396415 172:-7.9124592 173:-5.8907518 174:8.0917648 175:-3.7244462 176:-6.383363 177:6.1677305 178:-3.1479859 179:-5.3236082 180:-3.7751186 181:2.9472591 182:7.9863201 183:3.6705286 184:-2.0326004 185:3.2651518 186:-4.4520346 187:-3.7518131 188:-1.3067697 189:9.1179947 190:5.5119321 191:-8.6439685 192:-3.0007206 193:6.6572559 194:-5.8887419 195:0.98732041 196:-7.9248831 197:-11.134219 198:-9.3596002 199:-3.6815927 200:-6.1721564 
+0.036993416705390691 1:8.1664981 2:-4.024461 3:-5.8784182 4:-2.4878684 5:6.2478487 6:10.47182 7:-7.9301251 8:-5.8493635 9:6.0138354 10:6.0692339 11:-6.5111879 12:5.1379567 13:-8.3771038 14:-9.3900477 15:-5.2958592 16:4.0098062 17:7.3569869 18:3.4427271 19:-7.0395687 20:-2.8068576 21:-2.3932385 22:3.2983033 23:-7.3341999 24:8.7549432 25:-0.083442644 26:3.9051098 27:-1.9167944 28:-2.6484705 29:5.1668083 30:7.0370349 31:5.233064 32:5.2063419 33:6.8133617 34:6.599532 35:5.4079041 36:3.2949671 37:5.8044804 38:7.103471 39:-10.685252 40:-2.9829293 41:-1.5721934 42:1.3441105 43:-2.1963665 44:-9.2130537 45:2.4281795 46:6.9589164 47:-9.4476755 48:-5.0124708 49:-7.2264759 50:7.806649 51:4.2459725 52:-2.6927412 53:6.0912229 54:-11.629032 55:-2.8039737 56:-4.4616773 57:10.031616 58:-10.365683 59:1.6160086 60:-4.6646582 61:5.0962463 62:-6.3682354 63:10.235365 64:1.7553095 65:0.16759817 66:-2.6807393 67:-5.2030545 68:6.6985988 69:9.2961827 70:-3.140269 71:0.41368724 72:3.6105527 73:-1.9379156 74:4.283096 75:-4.3685798 76:-0.97508094 77:1.5993952 78:-9.8088179 79:2.7713641 80:6.0690687 81:-6.885432 82:-4.342295 83:2.7774004 84:6.0114042 85:6.1228095 86:7.3907533 87:-0.86103166 88:-7.4667517 89:-3.0400235 90:-7.0935374 91:-6.1514306 92:-6.3445747 93:7.8712351 94:-9.0900305 95:-4.4230671 96:-5.3121434 97:9.74143 98:-8.0818737 99:-7.0473598 100:-2.142714 101:5.0475845 102:-5.1597712 103:7.8156928 104:-7.1169126 105:-5.4921967 106:-6.361487 107:4.2410959 108:-3.7750465 109:-8.9310765 110:5.1123863 111:11.114484 112:5.731078 113:9.7789749 114:-5.3554866 115:9.3038669 116:-8.4024241 117:-3.0439644 118:4.0563118 119:2.0600442 120:4.6895218 121:8.6795007 122:4.1950602 123:-8.0192072 124:-3.3250086 125:4.1852833 126:5.4457105 127:-7.7654308 128:-0.88903723 129:6.1028202 130:5.7125274 131:-3.0638669 132:-3.0480457 133:9.8535376 134:-1.0122056 135:-4.5227895 136:7.0115572 137:-3.177208 138:8.1751328 139:-8.2579893 140:0.36919979 141:-9.3159216 142:-9.1046482 143:5.5434267 144:3.7679896 145:1.7029621 146:-7.3263106 147:-2.6841224 148:-8.6017373 149:-1.3550405 150:-1.5153454 151:-3.053489 152:6.6425171 153:3.7385407 154:-5.8188986 155:-10.321647 156:-5.8096519 157:6.9403144 158:-1.7340587 159:-1.6357699 160:1.8501317 161:5.7622182 162:7.8358819 163:-8.3015722 164:2.8447692 165:10.368647 166:2.5566098 167:-3.2671358 168:-4.5055004 169:3.3514333 170:-1.6218029 171:-8.3478592 172:-9.9276955 173:-4.5956403 174:9.4843455 175:-1.4553541 176:-3.8522453 177:7.975802 178:-3.9151998 179:-5.2132996 180:-4.272499 181:2.7192146 182:6.7911504 183:5.7064124 184:-0.50758786 185:2.5341083 186:-6.0811996 187:-3.1959476 188:-2.7592831 189:9.9056708 190:5.5597596 191:-10.734291 192:-2.5803316 193:8.1489802 194:-7.5527448 195:0.60052232 196:-6.5986359 197:-7.8919784 198:-7.3089202 199:-2.5594592 200:-4.9073388 
+0.21203395394274177 1:9.4276255 2:-2.2973384 3:-4.1280371 4:-5.0580624 5:3.4948562 6:9.7510628 7:-10.889243 8:-5.5757062 9:5.1374126 10:3.2841976 11:-8.5050322 12:1.1532717 13:-7.7346563 14:-8.0557602 15:-5.5244158 16:4.3191783 17:6.5593004 18:2.3616328 19:-8.6261953 20:-3.2820345 21:-1.9529149 22:5.1693441 23:-7.0867963 24:9.6257285 25:0.99695654 26:3.5830061 27:-0.5045461 28:-3.2405184 29:4.5975099 30:7.1027108 31:6.9620151 32:4.3065986 33:4.7044186 34:5.5267173 35:6.7747412 36:6.5395068 37:4.5940654 38:7.179083 39:-6.9698019 40:-3.1657056 41:0.53226231 42:0.64082151 43:0.67093802 44:-9.8237119 45:1.0625656 46:7.0828991 47:-10.150016 48:-5.1762417 49:-7.3432822 50:8.5444107 51:4.8847103 52:-1.3384705 53:4.3118711 54:-9.9958189 55:-2.985245 56:-3.1939718 57:8.6019145 58:-7.9435412 59:-1.9000563 60:-6.6927021 61:7.0582576 62:-4.7848804 63:10.03433 64:2.0169951 65:-0.26750426 66:-2.0795066 67:-7.0223896 68:7.9460186 69:8.9165839 70:-4.5165492 71:2.1318014 72:2.635744 73:-0.30476017 74:6.8130259 75:-3.616806 76:0.96521833 77:1.5130369 78:-10.313173 79:0.21326059 80:7.6210271 81:-4.7027807 82:-2.7809211 83:2.7767329 84:5.1664004 85:6.9433452 86:6.7843534 87:-2.2477732 88:-8.873834 89:-0.75340769 90:-4.9741963 91:-5.7366751 92:-6.2421346 93:8.138305 94:-7.3660256 95:-5.6495583 96:-6.5171253 97:10.103874 98:-7.2434891 99:-7.4993263 100:-1.9173123 101:3.59952 102:-5.3043274 103:7.2001925 104:-9.3565379 105:-4.8260912 106:-8.1815826 107:-0.13074724 108:-2.5653665 109:-8.0896732 110:5.5279162 111:10.396576 112:5.8962878 113:8.0682047 114:-6.7612909 115:7.8623746 116:-8.0863496 117:-2.8266987 118:5.0642754 119:0.81596223 120:2.7256186 121:9.3339235 122:3.0768181 123:-7.4029987 124:-3.4287945 125:4.1387019 126:5.6939366 127:-9.0095127 128:0.87565788 129:6.1392982 130:4.6921244 131:-3.6023228 132:-1.6771741 133:9.3964852 134:0.79205454 135:-4.58172 136:7.2414729 137:-3.3828222 138:8.0504555 139:-9.1414463 140:-0.70095233 141:-6.7451169 142:-8.5085216 143:5.4745983 144:2.7705691 145:0.98663674 146:-4.6131529 147:-1.5344783 148:-9.7998114 149:-1.2261993 150:-2.2987485 151:-6.0001827 152:1.8743483 153:2.8551074 154:-4.5104717 155:-9.1867129 156:-7.2482772 157:6.6725193 158:-3.6351353 159:-4.925499 160:1.2291757 161:3.0924813 162:8.210933 163:-10.659165 164:1.3092872 165:8.3429059 166:0.33404753 167:-5.0847845 168:-6.3234823 169:3.2400052 170:-1.1104854 171:-11.107249 172:-7.3843927 173:-4.9793926 174:7.6532272 175:-2.9164931 176:-5.2753048 177:7.3773472 178:-4.3521869 179:-2.2288425 180:-4.9884908 181:1.7373245 182:7.5515273 183:5.9474061 184:0.49273807 185:3.3297298 186:-7.1517813 187:-4.3326774 188:-2.3731421 189:8.070573 190:8.5406679 191:-8.6347731 192:-5.2200875 193:5.9963516 194:-6.6414209 195:-0.99268688 196:-8.6511668 197:-10.629746 198:-7.6413655 199:-3.8914043 200:-7.0511976 
+0.045027243638432697 1:8.8497765 2:-3.774051 3:-6.8645296 4:-2.5514534 5:5.4511348 6:9.4800384 7:-9.291758 8:-4.0925522 9:7.6166911 10:7.5346586 11:-6.9937854 12:0.86680533 13:-7.7924157 14:-10.199652 15:-3.7774967 16:5.313834 17:6.4994795 18:2.423001 19:-7.0555624 20:-0.70829693 21:-1.3669486 22:2.8759198 23:-7.6682327 24:7.4797824 25:0.7556538 26:2.6116449 27:-0.53632323 28:-0.83614697 29:5.1854201 30:8.2657807 31:6.6189715 32:5.080937 33:7.3426534 34:4.740976 35:6.3914529 36:4.6771757 37:6.1662514 38:5.5659598 39:-8.0656226 40:-3.0157904 41:-0.88394749 42:-1.8465368 43:-1.1979441 44:-8.9321155 45:2.964234 46:7.1679145 47:-10.446113 48:-4.5719264 49:-8.317374 50:7.5913753 51:5.3365769 52:-2.2717694 53:7.0364876 54:-9.2216309 55:-2.1626128 56:-4.38877 57:7.1530399 58:-8.7345387 59:-1.0396248 60:-6.7474591 61:7.8131654 62:-6.6560033 63:10.638446 64:2.0779467 65:-0.69687145 66:-4.3189558 67:-4.4036971 68:8.5415545 69:9.3570239 70:-3.8691687 71:-1.6779176 72:2.7691253 73:-2.5807553 74:3.4151017 75:-4.6765007 76:0.95834263 77:2.7701417 78:-12.642913 79:0.56293193 80:7.2095845 81:-4.6189449 82:-2.8607192 83:3.2560302 84:5.5074287 85:6.4260361 86:6.4743667 87:-1.9950112 88:-7.1558354 89:-2.6237783 90:-6.5572681 91:-3.6073122 92:-7.6955041 93:6.3911135 94:-9.1764508 95:-5.7082463 96:-6.0831644 97:7.7849039 98:-9.9220408 99:-6.1078868 100:-1.8957731 101:2.8502364 102:-3.412957 103:8.5824237 104:-7.1276837 105:-3.7632269 106:-6.9781024 107:0.80810382 108:-2.3815626 109:-7.8845614 110:6.4153343 111:7.7373606 112:6.1166984 113:9.1094046 114:-7.3456138 115:9.770447 116:-8.6112886 117:-3.190658 118:4.8560036 119:3.3544165 120:2.6079313 121:8.7722848 122:3.99836 123:-6.8460338 124:-2.1645182 125:3.1365729 126:6.4891008 127:-8.9322158 128:0.12318382 129:6.2623655 130:4.3983639 131:-2.0538874 132:-0.64790485 133:8.4199306 134:-0.40588809 135:-4.2186029 136:7.1077962 137:-1.6950884 138:5.3081656 139:-8.8288854 140:-0.93423085 141:-8.1263187 142:-8.1916236 143:6.017743 144:2.8344427 145:-0.33810132 146:-6.6950448 147:-2.1197787 148:-8.3442883 149:-0.68376241 150:-1.4536334 151:-1.3777082 152:4.7743519 153:2.1592251 154:-4.8996607 155:-8.3691697 156:-8.9250861 157:7.3192082 158:-1.8064311 159:-1.3171003 160:3.3233263 161:2.878079 162:5.8193314 163:-10.134765 164:2.3559094 165:8.0830435 166:1.5671348 167:-4.8118152 168:-6.0389419 169:3.1851998 170:-1.3239948 171:-10.102267 172:-8.4137615 173:-7.1893569 174:8.4129104 175:-3.4875647 176:-4.4502613 177:7.8552953 178:-3.3081766 179:-3.4419806 180:-3.9099496 181:1.8750749 182:7.2218927 183:5.2434486 184:-1.7824609 185:4.5000685 186:-4.0872579 187:-4.9097561 188:-1.800606 189:7.6100987 190:7.5548167 191:-8.9849349 192:-3.6247967 193:6.7585417 194:-6.5624129 195:-0.19679201 196:-8.8524677 197:-8.8124141 198:-8.1234095 199:-2.9867135 200:-7.3737678 
+0.023518721163269751 1:7.5646405 2:-4.2480363 3:-3.5941848 4:-2.5879962 5:3.6329815 6:8.6710177 7:-8.3705949 8:-4.9735116 9:4.7217545 10:6.0670342 11:-6.605008 12:3.760026 13:-9.8077272 14:-10.076111 15:-5.9272727 16:4.9334897 17:7.3903197 18:3.1793522 19:-5.0210226 20:0.13764679 21:-3.5828788 22:0.80473083 23:-8.863271 24:9.8105371 25:-0.63127771 26:4.585771 27:0.45005954 28:-2.2844537 29:4.7157781 30:7.3673802 31:6.6765507 32:3.948076 33:5.8539649 34:7.533525 35:8.130055 36:3.5886026 37:5.4052207 38:6.9082277 39:-8.5575706 40:-4.349496 41:-1.843598 42:0.53814427 43:0.089099045 44:-10.095101 45:2.5280419 46:6.4223159 47:-9.5376107 48:-4.2756435 49:-9.0545814 50:7.2921848 51:3.3063285 52:-2.752006 53:6.2095 54:-8.6968356 55:-4.4605307 56:-4.2204727 57:8.7223102 58:-8.1430417 59:-1.8722157 60:-7.3128278 61:6.1256645 62:-5.0075141 63:12.511766 64:-0.35766271 65:0.50905921 66:-1.1367272 67:-5.3667221 68:8.2465221 69:8.6211489 70:-2.5015405 71:0.95078976 72:3.1402306 73:-0.079310268 74:6.020164 75:-1.9975626 76:1.7988208 77:2.4438329 78:-8.0890791 79:1.295881 80:7.2280142 81:-6.5881482 82:-4.8544606 83:2.6705162 84:6.6659779 85:8.5014886 86:6.7519902 87:-3.4949154 88:-8.1272415 89:-1.2875299 90:-5.696062 91:-4.6483753 92:-7.5321314 93:8.9523041 94:-7.5332 95:-4.1540382 96:-7.4348131 97:10.21487 98:-6.6421392 99:-6.6024874 100:-0.62380474 101:5.0850654 102:-4.2197794 103:5.2257623 104:-6.6433259 105:-5.0535464 106:-8.4914091 107:0.32391068 108:-5.0989874 109:-11.514221 110:5.5223028 111:7.9314947 112:5.5497845 113:10.006953 114:-7.1158921 115:9.0999813 116:-7.1184026 117:-3.068733 118:3.272058 119:2.980158 120:4.4250046 121:10.948593 122:3.3379454 123:-7.1419837 124:-2.18784 125:5.1051003 126:8.5168641 127:-7.0354332 128:0.31081238 129:7.6562286 130:4.8779659 131:-4.2066076 132:-2.0958956 133:10.982721 134:2.4082757 135:-4.6863461 136:6.451355 137:-3.0661316 138:6.761348 139:-9.8940749 140:0.53827574 141:-9.793923 142:-9.1490793 143:5.9961487 144:3.6026848 145:0.29783385 146:-5.5694563 147:-2.3863911 148:-9.2277149 149:-1.1787705 150:-1.5053537 151:-3.8072751 152:4.7237455 153:1.5903436 154:-4.0558738 155:-8.5651865 156:-6.0535786 157:7.9616136 158:-0.68898596 159:-4.1955119 160:1.7682583 161:6.3558339 162:6.9041197 163:-8.4504032 164:4.2708196 165:9.7556399 166:1.8562182 167:-2.00346 168:-5.5647293 169:4.2604478 170:-1.7268121 171:-11.301982 172:-8.327812 173:-6.7548928 174:8.914124 175:-4.5556743 176:-6.5425641 177:6.0746216 178:-2.7682346 179:-2.4067034 180:-3.1524924 181:4.6686144 182:6.4082207 183:6.113963 184:-1.5788085 185:1.9436288 186:-6.0078371 187:-6.4134293 188:-1.9192873 189:9.1140877 190:5.4345542 191:-9.4198068 192:-2.4767971 193:5.3961801 194:-6.64812 195:0.11180228 196:-7.2926623 197:-8.1828128 198:-7.9627303 199:-6.0249294 200:-8.1762277 
+0.054465605350848337 1:6.6160454 2:-3.8531197 3:-3.7760366 4:-2.4118162 5:3.5858516 6:9.5141779 7:-9.9900834 8:-5.5681801 9:5.2348503 10:7.8638364 11:-8.9048993 12:3.6843931 13:-7.4952228 14:-9.3129016 15:-3.1474977 16:4.6546974 17:6.197582 18:3.8052937 19:-5.0840091 20:-0.38503988 21:-2.9994385 22:2.4979577 23:-7.7625884 24:8.6001313 25:-1.4058966 26:3.2062396 27:-0.52843669 28:-1.5766689 29:6.4320584 30:4.7815937 31:8.0663267 32:3.7148684 33:6.0976369 34:7.5640636 35:5.281543 36:5.1620653 37:4.5030705 38:4.9927998 39:-7.5079428 40:-4.1201974 41:-1.6752116 42:1.5960234 43:-2.0950363 44:-8.2957516 45:2.1287694 46:8.7359276 47:-9.3184821 48:-3.3580835 49:-7.0167283 50:8.1354208 51:4.9598091 52:-2.5574318 53:6.6377694 54:-6.13858 55:-1.13443 56:-2.6911555 57:6.4793444 58:-5.7211905 59:-1.0153685 60:-6.5990334 61:6.4372825 62:-5.4653651 63:9.7719709 64:1.0558696 65:2.5914382 66:-1.4302297 67:-4.9497436 68:6.723812 69:8.6234151 70:-5.1253888 71:-0.48302104 72:3.347662 73:-0.83985986 74:4.9031463 75:-3.3382659 76:1.0887599 77:1.5150109 78:-12.138197 79:0.5267912 80:5.0195757 81:-4.4524175 82:-2.2715442 83:2.7892911 84:5.6361317 85:7.7220126 86:6.8383887 87:-3.8486579 88:-8.7346152 89:-0.87951043 90:-7.2051589 91:-4.5903487 92:-6.8053077 93:7.8321615 94:-8.0551694 95:-6.8342118 96:-5.3425626 97:10.912557 98:-8.0277205 99:-7.7595843 100:-2.529012 101:4.2827832 102:-4.5908709 103:6.7917031 104:-6.5248176 105:-5.6912873 106:-8.0640774 107:1.5004345 108:-4.6264204 109:-10.160762 110:6.2647524 111:8.6387119 112:6.0918203 113:7.3867745 114:-4.8482961 115:7.4157148 116:-9.8222787 117:-2.8125446 118:3.6884071 119:2.2110695 120:2.5271545 121:8.1571644 122:2.5892567 123:-7.0119861 124:-2.4264071 125:3.5129481 126:5.1345234 127:-9.9215938 128:-0.88747883 129:5.1961175 130:4.6484043 131:-4.004267 132:-2.9630938 133:8.70692 134:0.55319464 135:-4.3231362 136:6.7297593 137:-3.9785848 138:6.4475068 139:-8.5862746 140:-0.62733938 141:-11.380892 142:-6.4584758 143:5.791779 144:3.1068026 145:-0.24310527 146:-4.5487266 147:-1.881986 148:-8.338479 149:0.014947037 150:-2.8191071 151:-4.1984517 152:3.6997321 153:2.1766713 154:-3.4567352 155:-6.4723443 156:-6.8067931 157:6.2534348 158:-3.0549201 159:-3.4533973 160:1.9127106 161:5.4752023 162:6.50424 163:-10.547095 164:0.63831201 165:8.3877025 166:0.93585512 167:-3.7300651 168:-5.7522061 169:3.31378 170:-3.0092033 171:-8.0681331 172:-9.7648873 173:-6.0920024 174:6.9827926 175:-1.694872 176:-5.6830338 177:8.4655058 178:-4.5814412 179:-2.6542848 180:-4.9766613 181:1.9338957 182:5.2226771 183:4.766865 184:-0.14654833 185:3.5003792 186:-4.6122456 187:-3.8917252 188:0.36080895 189:9.9199341 190:6.7515023 191:-10.081673 192:-1.8813441 193:6.9913265 194:-6.4542103 195:1.7915049 196:-7.4792508 197:-9.0931033 198:-6.9516847 199:-5.0202311 200:-6.9258076 
+0.09314881765986649 1:8.3673753 2:-5.3087935 3:-3.5657548 4:-3.2511957 5:3.9023705 6:11.345465 7:-10.434712 8:-4.9593837 9:7.9016732 10:7.5527097 11:-7.7300891 12:3.9519684 13:-8.0945836 14:-11.217571 15:-4.3762824 16:3.2768296 17:4.779042 18:2.2621247 19:-6.6460019 20:-0.82539164 21:-1.2244306 22:1.1884618 23:-8.642046 24:8.6234291 25:2.0742023 26:5.28298 27:-0.17824751 28:-3.5536732 29:3.9452035 30:6.821829 31:7.198512 32:4.6650226 33:6.1726124 34:7.4995668 35:7.8810706 36:2.8928733 37:5.8916945 38:5.1950794 39:-10.057395 40:-5.3359667 41:-0.47248546 42:-0.60620789 43:-1.4851054 44:-7.3478169 45:1.1487492 46:7.0542101 47:-10.379854 48:-5.1208948 49:-7.378867 50:8.1063394 51:5.1779472 52:-3.4923592 53:6.866249 54:-9.0612864 55:-2.7022047 56:-2.5463094 57:9.2051644 58:-11.394014 59:-3.1814775 60:-7.9939549 61:7.4436761 62:-5.144883 63:9.6096011 64:-1.5017923 65:-0.1767621 66:-2.1308474 67:-6.6006723 68:7.7179731 69:7.9718878 70:-3.6837434 71:-0.97090836 72:1.8068505 73:-1.5145582 74:4.6768661 75:-3.3553935 76:1.6688737 77:2.1880852 78:-7.368049 79:-0.54174337 80:6.807121 81:-5.1362264 82:-2.8528939 83:0.87572581 84:4.1783155 85:9.0110158 86:7.4429648 87:-1.8317347 88:-7.9243869 89:0.28114512 90:-6.248605 91:-4.2558838 92:-7.3901509 93:7.4169744 94:-9.2312376 95:-4.6260182 96:-6.6461451 97:9.3389434 98:-8.785516 99:-7.7303354 100:-1.4658252 101:5.0887251 102:-3.7400667 103:7.2068684 104:-6.4201492 105:-3.2321201 106:-7.7777451 107:3.3333956 108:-3.2175228 109:-9.3288502 110:4.4196874 111:10.251566 112:4.5545899 113:9.263606 114:-4.0497236 115:9.0847485 116:-8.6451506 117:-4.1062905 118:6.0760956 119:2.3003203 120:3.3062603 121:9.0479955 122:3.0697764 123:-8.0120243 124:-3.3254936 125:3.0561356 126:5.127272 127:-10.249701 128:0.12626451 129:6.9442407 130:5.5444331 131:-4.0313937 132:-3.3725677 133:9.2515999 134:-1.507705 135:-1.1286865 136:7.3569668 137:-1.9143667 138:8.0624212 139:-7.4699914 140:0.38868351 141:-7.9889883 142:-7.1722856 143:6.1376409 144:2.693884 145:3.5638912 146:-5.7913568 147:-3.1087326 148:-7.6631325 149:-1.765922 150:-2.8410637 151:-3.0465612 152:6.4938345 153:1.694766 154:-3.5541697 155:-9.5057781 156:-7.3593609 157:6.1737922 158:-2.6250625 159:-4.1500602 160:1.7967542 161:3.7294717 162:8.0323437 163:-8.9841947 164:3.6057368 165:7.8957337 166:-0.10798446 167:-4.8904393 168:-5.4414097 169:2.2711126 170:-1.2903003 171:-9.4982849 172:-7.0441581 173:-5.977886 174:8.1190829 175:-3.9556944 176:-4.9592497 177:7.6170542 178:-3.0508718 179:-3.0475303 180:-1.9039254 181:1.838237 182:7.4356018 183:5.557614 184:0.2910585 185:2.7205533 186:-4.1135973 187:-4.6074408 188:-0.97266119 189:10.367144 190:6.3675917 191:-10.873821 192:-1.8149962 193:7.1817573 194:-6.2905751 195:-1.0855914 196:-4.7840605 197:-9.353761 198:-6.7110231 199:-4.4128176 200:-5.5460587 
+0.085499621965316491 1:8.0179429 2:-5.5905293 3:-3.1334035 4:-1.2185934 5:3.5160978 6:9.5471631 7:-8.9151437 8:-6.1991257 9:5.4915221 10:3.3099144 11:-8.4762471 12:2.4159102 13:-9.271343 14:-10.891978 15:-2.7453215 16:3.5962666 17:4.8689063 18:5.4601101 19:-7.0766277 20:-1.8998744 21:-1.9956848 22:0.69507145 23:-9.0036341 24:9.8775827 25:0.893355 26:4.3501779 27:0.3869118 28:-3.2781894 29:6.4221266 30:7.8240446 31:6.3623542 32:4.5686238 33:5.879623 34:6.4639375 35:5.1368252 36:4.0939111 37:5.8315701 38:5.0923262 39:-8.9412451 40:-4.643749 41:-2.2932159 42:-0.1187492 43:-2.0212111 44:-8.9219649 45:3.053036 46:7.3090895 47:-9.497159 48:-4.6681618 49:-7.6724849 50:8.8527508 51:2.7716444 52:-3.5259037 53:8.1014183 54:-7.7507794 55:-1.5113178 56:-4.3861261 57:8.6874464 58:-7.3670576 59:-2.4789225 60:-5.4688563 61:7.9145342 62:-5.6399036 63:9.6113536 64:2.0480399 65:1.4413799 66:-1.0178261 67:-6.4343628 68:8.5922546 69:8.4040902 70:-4.5292844 71:1.5491087 72:2.8831831 73:-0.27921762 74:5.4113031 75:-3.1378528 76:2.1741884 77:2.5145566 78:-8.9835818 79:2.5792013 80:4.7648171 81:-6.2983474 82:-5.1026443 83:1.2051401 84:7.1876011 85:8.0878798 86:5.9824969 87:-1.0259871 88:-7.6055678 89:-2.7633081 90:-5.717405 91:-3.0426114 92:-5.1497433 93:7.8057861 94:-7.387622 95:-6.0583776 96:-7.0756755 97:9.7755889 98:-8.6557513 99:-7.2265653 100:-0.52149913 101:2.9681597 102:-4.1489938 103:5.5275694 104:-8.2448015 105:-5.5412684 106:-7.3742428 107:-1.0126864 108:-7.100668 109:-10.087436 110:4.2346375 111:9.9087054 112:4.6810452 113:7.6097364 114:-6.6288355 115:9.1802322 116:-5.4181684 117:-4.2909517 118:2.7560132 119:3.1486764 120:4.0010769 121:7.11785 122:4.5401382 123:-7.7925691 124:-2.2881601 125:3.5096847 126:5.940141 127:-8.7946076 128:-2.3646176 129:5.3424331 130:5.1653092 131:-4.251329 132:-1.2876827 133:11.339174 134:0.086723016 135:-3.9768004 136:7.2134974 137:-4.7978366 138:7.45094 139:-8.9284398 140:0.90540055 141:-9.3488026 142:-7.7798489 143:5.3566642 144:2.1900268 145:-1.5648821 146:-6.8008084 147:-2.5853543 148:-7.1980338 149:-0.51680724 150:-1.935095 151:-2.4880107 152:7.9486769 153:2.8633671 154:-3.978572 155:-8.9417789 156:-7.4385926 157:6.0014381 158:-1.5633853 159:-2.6235853 160:1.6024484 161:3.8663149 162:8.912304 163:-8.3376985 164:2.9990516 165:7.9942613 166:0.91482477 167:-4.1200203 168:-7.0388036 169:3.5854333 170:-1.6302418 171:-9.1776815 172:-9.6971255 173:-5.2959954 174:7.7365921 175:-4.6286128 176:-4.0286244 177:7.7821486 178:-2.324176 179:-2.51184 180:-4.700451 181:4.8329709 182:6.6996336 183:4.5174013 184:-1.5662435 185:3.0002753 186:-4.477011 187:-3.7215526 188:-0.042655657 189:9.6026611 190:8.0990521 191:-8.2044675 192:-2.6436669 193:6.7215193 194:-7.0904142 195:0.19716658 196:-6.9552287 197:-8.3858596 198:-7.5447905 199:-4.0221988 200:-6.1378158 
+0.15968188385414242 1:10.359832 2:-3.6691494 3:-6.3657662 4:-3.0934603 5:2.3798474 6:11.868506 7:-8.7956128 8:-3.6959297 9:7.1705408 10:3.8811103 11:-7.8322675 12:2.0102459 13:-9.0835012 14:-10.705018 15:-6.1541611 16:3.2965974 17:5.1785402 18:3.2477305 19:-8.0606459 20:-0.48559305 21:-0.30459285 22:2.687528 23:-7.2599083 24:10.182037 25:-0.22150767 26:3.4266307 27:0.98280842 28:-2.4328648 29:4.7047768 30:5.8629579 31:5.2751766 32:4.30833 33:5.0776204 34:8.4113662 35:7.1693823 36:3.1878547 37:6.625565 38:5.2351369 39:-10.72464 40:-4.0762293 41:-0.73313453 42:-0.44896539 43:-0.69892793 44:-8.6105626 45:1.7506318 46:7.2727725 47:-9.5047905 48:-4.9845497 49:-7.3075085 50:9.6383182 51:3.32065 52:-1.6341941 53:7.7460897 54:-10.85543 55:-1.6780947 56:-3.8481804 57:9.1029845 58:-7.6419949 59:-1.0047533 60:-6.4454654 61:6.6427158 62:-6.5440905 63:8.2736658 64:1.3051511 65:0.67843172 66:-0.2497597 67:-6.3365221 68:6.9450656 69:8.7702124 70:-4.5955482 71:1.7797945 72:4.3703702 73:-1.6361063 74:6.5734368 75:-4.7119372 76:3.2073071 77:1.9929266 78:-9.7386224 79:2.5239248 80:6.7039824 81:-3.7321646 82:-2.9672009 83:4.3392151 84:5.2033093 85:7.2546466 86:6.8094252 87:-2.9261422 88:-7.8040862 89:0.12355061 90:-7.1174719 91:-2.1121941 92:-7.3361623 93:10.268973 94:-9.3960259 95:-5.4077998 96:-7.7810366 97:9.6784963 98:-7.0519456 99:-7.2306976 100:-1.044185 101:5.8338629 102:-2.1003464 103:6.9967861 104:-7.8532039 105:-4.9057371 106:-8.7662201 107:-0.46547758 108:-4.194802 109:-9.3326997 110:6.3717266 111:9.3651402 112:6.0691741 113:8.2971191 114:-5.6898454 115:10.562906 116:-7.1764978 117:-4.4616079 118:5.6450923 119:3.3845 120:3.2421468 121:8.8964683 122:2.5001228 123:-7.8615836 124:-3.1344573 125:5.464205 126:6.022311 127:-9.1837726 128:1.2894512 129:3.2895764 130:3.818981 131:-2.577662 132:-3.3422134 133:7.2380986 134:-0.21408486 135:-2.7767932 136:5.0095709 137:-4.5679705 138:6.5337251 139:-8.4788605 140:0.067867812 141:-9.7455963 142:-7.0976095 143:6.0187881 144:3.1490455 145:0.38274921 146:-5.6969991 147:-1.2355523 148:-6.6860594 149:-0.35307434 150:-1.1291797 151:-3.3918143 152:6.7188953 153:4.568833 154:-1.6840947 155:-7.6960284 156:-5.5667713 157:7.6474555 158:-2.9206189 159:-2.9841731 160:1.812918 161:4.3474668 162:8.6753404 163:-8.7408311 164:1.3073915 165:8.7914169 166:0.52763169 167:-3.2030228 168:-4.3589237 169:4.0198977 170:-2.4051856 171:-9.1067818 172:-7.4475565 173:-5.2831706 174:7.649532 175:-5.991614 176:-6.0879969 177:6.3149675 178:-1.8885188 179:-2.9110583 180:-4.2817882 181:1.764 182:4.8901333 183:5.9577114 184:-1.2074933 185:1.4343857 186:-7.351821 187:-4.0512899 188:-0.18283721 189:10.245557 190:7.0321718 191:-9.1879348 192:-3.3854082 193:6.442688 194:-5.3149218 195:1.1335755 196:-6.8229403 197:-9.8602142 198:-7.2899593 199:-7.0285218 200:-6.8407421 
+0.01754084554068799 1:6.722826 2:-4.7021241 3:-3.5533891 4:-1.9227534 5:4.9463449 6:10.533488 7:-8.5428096 8:-6.6640064 9:7.4769636 10:4.2296583 11:-7.2902866 12:1.3719591 13:-7.6202967 14:-8.2630896 15:-3.1885286 16:4.9168619 17:5.9897944 18:3.1170294 19:-6.0488266 20:0.59801485 21:-2.1109866 22:1.6946658 23:-8.0679819 24:7.3813422 25:0.54490981 26:4.1371492 27:0.89376604 28:-3.2514523 29:4.6842424 30:6.1999641 31:6.1563014 32:3.479873 33:6.40971 34:6.1709835 35:6.5835301 36:3.2418067 37:6.8189449 38:5.9261442 39:-8.7870926 40:-3.7305448 41:-2.3499424 42:-1.0086228 43:-2.5098882 44:-9.7704329 45:1.7951608 46:5.1334878 47:-9.4811186 48:-5.3078038 49:-6.0570736 50:7.2231137 51:4.3064149 52:-3.2913699 53:6.2695954 54:-7.5347716 55:-2.9747304 56:-4.9547063 57:7.4918084 58:-9.1196093 59:-2.8838856 60:-6.0302173 61:6.6308232 62:-4.5942331 63:9.9815137 64:-0.068822692 65:0.87223554 66:-1.6106264 67:-4.6150218 68:9.3015363 69:8.6008873 70:-5.8004303 71:2.1511209 72:2.6046543 73:-1.2355225 74:4.9179614 75:-2.7878971 76:2.1435712 77:1.5621052 78:-10.283386 79:4.0700732 80:4.9111266 81:-3.802628 82:-1.6477107 83:1.4448704 84:5.2900355 85:7.623455 86:6.032965 87:-3.7085531 88:-6.380131 89:0.89994383 90:-6.8014048 91:-5.0486118 92:-8.2101433 93:8.884371 94:-9.3205439 95:-4.6612023 96:-6.8750403 97:9.5662474 98:-8.3472954 99:-7.9878597 100:-2.5137643 101:5.2636992 102:-3.0272607 103:5.5395664 104:-10.063348 105:-4.715386 106:-8.1343577 107:0.50679384 108:-2.7597154 109:-10.005806 110:5.6166027 111:11.125636 112:5.1058655 113:9.4298453 114:-5.1675399 115:8.8254457 116:-7.9120547 117:-3.5290139 118:6.7044884 119:3.1266879 120:3.8867616 121:8.109927 122:1.488307 123:-6.8962812 124:-2.5151492 125:4.2382057 126:5.4078301 127:-8.1355186 128:-0.839671 129:5.1307605 130:5.9822497 131:-4.4395465 132:-2.6891925 133:9.799378 134:-2.4677908 135:-4.5661685 136:7.5992233 137:-2.1007874 138:6.5258387 139:-7.8989327 140:0.52002991 141:-8.7825202 142:-7.5348411 143:7.2028884 144:3.2610552 145:1.4575968 146:-6.0850007 147:-1.4906654 148:-10.371398 149:-1.5303362 150:-0.34473637 151:-5.3587115 152:5.0284007 153:5.9510398 154:-2.8099096 155:-8.5767411 156:-6.3464481 157:7.0568437 158:-2.1742029 159:-1.1466063 160:1.5587059 161:5.0705255 162:4.7205106 163:-8.8831746 164:2.160613 165:7.6114403 166:1.6700767 167:-2.8261883 168:-6.234699 169:3.4424076 170:-1.7873913 171:-11.893032 172:-8.5504974 173:-5.4433784 174:7.0124741 175:-2.8070373 176:-4.8102842 177:7.5409709 178:-4.2302041 179:-3.1752112 180:-5.5575606 181:2.0144259 182:7.5860748 183:4.8655785 184:-1.4672624 185:2.1137643 186:-6.8136523 187:-5.2363429 188:-0.57835832 189:8.7347725 190:7.3414753 191:-9.0444033 192:-4.8979677 193:8.3235119 194:-6.93299 195:1.5504838 196:-9.1214664 197:-9.7316277 198:-8.1064939 199:-3.1611103 200:-6.2133145 
+0.055851176712519351 1:7.5554743 2:-3.6606332 3:-3.2082782 4:-3.6466556 5:3.6349193 6:9.6074167 7:-10.859236 8:-3.5957707 9:6.1791291 10:5.7091421 11:-7.6310285 12:5.0449156 13:-7.9911655 14:-9.7082213 15:-4.8599424 16:3.1089099 17:4.2842235 18:2.9517579 19:-9.464123 20:-2.7133905 21:-2.6062338 22:3.5581428 23:-6.6985743 24:9.0166862 25:-0.3570203 26:3.8310452 27:-1.3917855 28:-2.7847221 29:3.9879498 30:5.9258609 31:7.3335671 32:3.9072739 33:6.7053521 34:6.1856475 35:8.7822443 36:3.3265169 37:5.3173966 38:6.5897891 39:-6.7990468 40:-3.1948265 41:-0.88516622 42:0.1678765 43:-0.53541374 44:-8.076535 45:1.5197997 46:6.66669 47:-10.264758 48:-2.7633726 49:-7.2796757 50:9.0615605 51:2.6193298 52:-4.3997491 53:7.1852438 54:-9.3339003 55:-1.2552133 56:-4.0554921 57:9.3249021 58:-9.8864226 59:-0.52003729 60:-6.3468972 61:7.7532125 62:-5.6009915 63:10.41499 64:0.68587832 65:2.6117558 66:-0.17422888 67:-5.0092221 68:7.0880956 69:8.5073888 70:-5.3201068 71:-0.17715947 72:2.5969527 73:-0.28954338 74:4.2409954 75:-3.2653747 76:2.849434 77:0.61766533 78:-9.404213 79:1.5142491 80:6.7004354 81:-4.7618456 82:-2.9484684 83:1.8993415 84:5.836106 85:7.302502 86:6.3151569 87:-2.7266961 88:-7.7358199 89:-0.43875626 90:-9.1319862 91:-4.0958648 92:-8.2118943 93:8.1552889 94:-7.3209326 95:-4.2264014 96:-6.6827692 97:9.7686562 98:-7.6620459 99:-4.8179591 100:-1.9372651 101:5.0809235 102:-4.929157 103:7.5403505 104:-8.5721437 105:-5.4311568 106:-7.3340375 107:0.14094443 108:-3.9015715 109:-6.6158902 110:8.2548427 111:8.3860092 112:5.8072257 113:8.9229749 114:-5.9721662 115:8.1353773 116:-5.541233 117:-4.3565909 118:3.4781956 119:5.3414801 120:1.2517633 121:7.3166488 122:4.9879323 123:-7.4883575 124:-4.2913423 125:4.4525519 126:6.6445531 127:-9.1068977 128:-1.6846461 129:6.197029 130:4.5451866 131:-1.1471469 132:-3.922676 133:9.1438947 134:-1.1072398 135:-2.8399944 136:5.489056 137:-0.45283137 138:5.9408472 139:-7.5772864 140:1.3829003 141:-8.8819718 142:-8.1889648 143:6.0662906 144:3.654319 145:2.2860272 146:-5.5747313 147:-3.7388484 148:-6.6451633 149:-0.72209192 150:-0.93802131 151:-4.7154958 152:4.6639063 153:3.7183761 154:-5.0238161 155:-7.105416 156:-7.6826964 157:7.4468739 158:-2.3236705 159:-2.3663196 160:3.5722256 161:5.3478068 162:8.2287141 163:-7.4137368 164:3.0224287 165:9.0432417 166:0.96525761 167:-4.2847457 168:-5.2302325 169:3.9832735 170:-2.6913529 171:-9.3504615 172:-9.8023753 173:-6.3385586 174:7.6264726 175:-3.6000547 176:-5.0121731 177:8.3789949 178:-3.7025131 179:-5.2984572 180:-4.9237894 181:3.57715 182:7.8428238 183:4.3101605 184:0.7063214 185:2.0081386 186:-3.9881881 187:-5.0636753 188:-0.94190102 189:9.7684515 190:9.8500466 191:-8.2873363 192:-3.8130743 193:5.7432408 194:-7.7794597 195:0.99444816 196:-8.0598638 197:-9.8868428 198:-7.8488443 199:-4.324279 200:-6.8714263 
+0.017019026388479908 1:8.9624364 2:-3.9616137 3:-4.9063951 4:-1.2525992 5:3.9940878 6:8.5044522 7:-9.1563039 8:-4.691855 9:4.3652022 10:6.2714819 11:-8.4654756 12:3.999092 13:-6.8929181 14:-9.2873363 15:-3.2818387 16:4.4825332 17:3.6867553 18:2.7961621 19:-7.4285394 20:-2.119359 21:-1.3750859 22:1.1470421 23:-5.8908815 24:8.3408095 25:0.066301582 26:4.1358841 27:-0.44818153 28:0.24123358 29:6.4573314 30:7.6555568 31:7.3167351 32:4.560249 33:5.2599486 34:6.9163801 35:7.4938656 36:5.0397262 37:6.4453743 38:8.0769523 39:-7.6803868 40:-5.7195372 41:-0.38980904 42:-0.085081568 43:-3.0284392 44:-8.0073078 45:2.4666427 46:5.5206466 47:-9.7078859 48:-4.1050826 49:-7.7886187 50:7.4554448 51:1.6165598 52:-1.401825 53:7.0318737 54:-8.7393843 55:-4.1477214 56:-3.7574 57:8.5568874 58:-7.5845949 59:-2.100085 60:-6.4398531 61:8.432495 62:-5.061532 63:8.2032501 64:0.14618911 65:2.4672904 66:-2.4717936 67:-5.2235844 68:5.1442594 69:10.141781 70:-4.1920463 71:0.97754392 72:3.5043242 73:-0.12274992 74:6.0716978 75:-3.0262222 76:4.9805895 77:2.807767 78:-7.3736767 79:1.6078966 80:6.3711274 81:-5.7441031 82:-3.6126174 83:1.1160489 84:8.9830704 85:5.3253821 86:7.0001309 87:-3.4976877 88:-8.8254447 89:-1.1521592 90:-7.2243567 91:-6.1432145 92:-7.2558583 93:8.6602918 94:-8.7722702 95:-5.7461942 96:-8.9166018 97:9.3859803 98:-6.5389349 99:-9.7577554 100:-0.63481675 101:5.7288057 102:-4.8112972 103:7.0251135 104:-8.1360581 105:-5.3068175 106:-7.9363037 107:2.9593592 108:-2.5093805 109:-8.7717619 110:5.2912349 111:10.005221 112:6.5652768 113:9.2021108 114:-5.4557587 115:10.138274 116:-8.3522682 117:-3.8275402 118:3.4629408 119:4.1846156 120:3.6451626 121:8.2547528 122:3.6317202 123:-8.1008995 124:-3.9836027 125:5.0573213 126:7.662073 127:-7.9438297 128:-0.66535612 129:6.461046 130:4.1449958 131:-2.9418381 132:-3.5223944 133:8.8345667 134:1.291375 135:-3.7576146 136:6.0205277 137:-0.74226133 138:5.821827 139:-9.7189401 140:0.93129061 141:-11.559044 142:-8.4305692 143:6.3559837 144:3.3639383 145:1.1094185 146:-7.4176705 147:-0.27471308 148:-6.7530371 149:-1.2618583 150:-2.4694737 151:-3.1569615 152:6.9845203 153:2.691304 154:-4.4807681 155:-8.6352879 156:-7.9836587 157:8.3280178 158:-2.4880423 159:-3.6403837 160:2.0923378 161:3.7158009 162:7.297621 163:-8.5491613 164:1.4306825 165:8.2442171 166:1.5154235 167:-4.7771133 168:-5.2119486 169:5.2903042 170:-2.3369889 171:-11.607211 172:-7.4680985 173:-6.4637096 174:8.8321558 175:-2.5401479 176:-5.4161669 177:8.1468184 178:-3.0329105 179:-3.4354955 180:-4.8059394 181:2.1943693 182:7.4207012 183:5.8803384 184:0.2241496 185:2.3243742 186:-3.504341 187:-1.8162519 188:-1.456256 189:8.9037701 190:7.406689 191:-10.751498 192:-3.8821551 193:4.991441 194:-7.3755821 195:2.0464536 196:-7.8164172 197:-9.6061898 198:-7.8094245 199:-3.8984846 200:-7.3673914 
+0.20112865881650571 1:8.5516488 2:-5.0420105 3:-5.476575 4:-3.0559663 5:4.01073 6:9.2824602 7:-10.27106 8:-4.5204266 9:6.9832148 10:5.3280271 11:-8.3393426 12:1.3488658 13:-6.6370418 14:-10.18194 15:-5.7679225 16:3.1539804 17:8.0732287 18:3.211489 19:-6.3177408 20:-0.96866838 21:-2.5754244 22:2.6828059 23:-5.3503385 24:8.0988015 25:0.45176504 26:4.888343 27:-0.2941028 28:-3.6877135 29:5.4503396 30:6.7577018 31:6.3816945 32:2.280531 33:6.6897804 34:5.8074875 35:7.4549386 36:3.1409458 37:7.0909734 38:6.8947364 39:-7.1166366 40:-4.4374017 41:-1.4518623 42:0.82808567 43:-1.90895 44:-10.017481 45:4.2170539 46:7.6812637 47:-8.6326177 48:-7.5690441 49:-8.5923538 50:8.7399147 51:4.3409021 52:-2.4385647 53:7.8006534 54:-11.347487 55:-2.8632902 56:-4.7143394 57:8.3431395 58:-6.0125853 59:-0.18254591 60:-7.9447228 61:8.3885865 62:-4.9540686 63:9.6407098 64:3.3843922 65:-0.36331598 66:-0.89054006 67:-7.691818 68:7.831785 69:9.7261402 70:-4.5441266 71:0.43738735 72:3.6129468 73:-1.8861086 74:4.4902451 75:-3.5037105 76:4.2298105 77:0.20218899 78:-9.6412995 79:0.53629949 80:6.1820819 81:-6.0725147 82:-2.0839001 83:2.6250954 84:6.058041 85:7.8768731 86:5.5146572 87:-2.6628948 88:-8.4921876 89:-1.0899465 90:-4.9322389 91:-4.6021733 92:-4.9879519 93:8.7806124 94:-9.659903 95:-3.3036625 96:-6.5927917 97:9.6777479 98:-6.2524743 99:-8.21609 100:-0.22274828 101:5.3084831 102:-5.1919887 103:8.4898928 104:-7.5948314 105:-4.5458356 106:-8.0519591 107:3.486604 108:-1.6312185 109:-10.065538 110:4.8269752 111:9.5128152 112:4.451986 113:8.315907 114:-6.7749658 115:10.163474 116:-7.8603397 117:-3.9591303 118:5.7000155 119:3.6330022 120:2.7254038 121:9.4183276 122:3.2586064 123:-7.4447886 124:-4.3612802 125:4.3268371 126:7.0784732 127:-6.9263592 128:-2.1183972 129:5.9229249 130:3.7811063 131:-3.3245655 132:-4.2813072 133:11.507268 134:1.3781095 135:-1.6896883 136:7.9641026 137:-2.4880745 138:6.0954689 139:-8.0559616 140:0.97941196 141:-10.713045 142:-7.389378 143:3.8583624 144:3.6278919 145:0.46815301 146:-5.8301683 147:-2.1348533 148:-7.594417 149:-1.4225129 150:-0.85114654 151:-2.3111229 152:6.3047311 153:2.2547818 154:-3.5763309 155:-9.3416273 156:-6.7345129 157:7.5523506 158:-1.9470755 159:-1.9110431 160:3.7261207 161:2.4335772 162:6.517445 163:-9.1489384 164:1.6316861 165:9.4524445 166:2.1201975 167:-4.4007467 168:-6.8263693 169:3.2111065 170:-1.8496603 171:-9.3611118 172:-7.049371 173:-6.5391265 174:6.5360138 175:-1.2632542 176:-2.2828073 177:7.30131 178:-2.2137912 179:-2.7746046 180:-2.8309547 181:1.4048444 182:5.7851711 183:5.46308 184:-1.4840088 185:2.3484524 186:-3.9911616 187:-3.9451759 188:-2.0622064 189:11.465504 190:7.7487625 191:-10.146848 192:-1.52242 193:5.1386216 194:-8.0078406 195:0.40022597 196:-7.7089468 197:-9.6023248 198:-9.7244812 199:-3.2702276 200:-9.4836202 
+0.014868594390470891 1:7.07851 2:-3.7858408 3:-5.5189235 4:-3.009944 5:3.4373664 6:9.6027267 7:-11.34901 8:-6.0339621 9:6.1599899 10:5.9019933 11:-6.2140966 12:4.7479364 13:-8.7022846 14:-9.8792038 15:-5.0102701 16:3.3072843 17:7.4462877 18:3.2304465 19:-8.3377716 20:-1.7386382 21:-2.8207021 22:2.0197994 23:-8.3120629 24:8.3258823 25:-0.28959145 26:2.8015495 27:-1.7934897 28:-2.3294628 29:5.778589 30:5.9499623 31:5.6882735 32:4.8697016 33:7.8941311 34:5.2856775 35:7.7369048 36:3.7643742 37:4.8198006 38:3.6461836 39:-7.826648 40:-3.0244903 41:-1.0171543 42:1.2561747 43:-1.5011365 44:-9.027827 45:0.90407124 46:6.2782809 47:-10.560001 48:-4.1191061 49:-9.7442876 50:7.8950601 51:4.4757091 52:-4.1823242 53:6.196223 54:-9.1638718 55:-2.3229032 56:-3.8514425 57:7.7753952 58:-8.114273 59:-1.0836057 60:-5.8887945 61:7.6510085 62:-4.6234007 63:9.2743917 64:1.3483519 65:-0.48783014 66:-1.0634087 67:-6.2044164 68:6.6437953 69:8.2803212 70:-4.3594981 71:1.1673789 72:1.4821872 73:-0.80352858 74:4.0066989 75:-4.2333516 76:0.28001707 77:3.0172632 78:-8.6822538 79:2.0842102 80:6.7805769 81:-7.3127248 82:-2.6080524 83:3.2316794 84:5.5967955 85:7.6164999 86:6.1316226 87:-2.1013279 88:-8.7668323 89:-1.6415602 90:-7.2824013 91:-4.3541511 92:-7.5551525 93:7.812097 94:-7.8796293 95:-5.5253799 96:-8.2608998 97:10.85298 98:-9.2558929 99:-7.0345382 100:-1.7845961 101:4.7118963 102:-4.5252257 103:8.4244173 104:-5.3246705 105:-6.6802298 106:-7.831789 107:1.3179738 108:-3.5801639 109:-11.25973 110:4.3728872 111:10.260236 112:7.109892 113:7.8496931 114:-7.0423533 115:8.9571888 116:-8.2804467 117:-3.6807445 118:5.5986338 119:5.5644197 120:4.6423491 121:9.2463794 122:4.9953797 123:-6.6162794 124:-3.2816131 125:4.3666072 126:6.1124774 127:-6.905652 128:-0.4429108 129:4.5457504 130:5.7235342 131:-2.8348217 132:-2.1910053 133:12.604115 134:-1.0231156 135:-4.0625412 136:8.4532236 137:-4.3324401 138:7.4460003 139:-8.5296301 140:0.54653268 141:-8.904723 142:-7.6671681 143:5.6121584 144:3.7741597 145:-0.32282509 146:-7.449655 147:-1.8551633 148:-6.0522438 149:-0.73790199 150:-1.8769424 151:-2.6489037 152:6.641357 153:3.2237811 154:-3.4111505 155:-8.6511015 156:-8.4397222 157:6.4327494 158:-1.7014749 159:-2.9802507 160:1.0829768 161:3.7742952 162:6.9593302 163:-10.05092 164:4.6831405 165:7.3076355 166:2.7774545 167:-4.1482309 168:-5.929869 169:2.0083385 170:-3.0844447 171:-8.3803557 172:-6.3454269 173:-6.5562854 174:5.8281392 175:-2.870097 176:-4.2891742 177:6.8202332 178:-2.1418506 179:-5.9154818 180:-1.1945253 181:3.8170394 182:5.5110866 183:5.0811777 184:-0.6984402 185:0.77432569 186:-5.7246495 187:-4.3378169 188:-0.70362026 189:8.9595155 190:7.9770161 191:-10.012146 192:-1.7255307 193:6.4151483 194:-7.1314516 195:0.39885938 196:-8.9797603 197:-8.8424051 198:-7.5966405 199:-5.488979 200:-5.8555968 
+0.0039715694095504685 1:8.091166 2:-4.2137916 3:-4.2000565 4:-3.6334149 5:5.827599 6:8.1191952 7:-10.724294 8:-5.3977249 9:6.7477716 10:5.3881359 11:-6.9443931 12:3.2515107 13:-9.0782526 14:-9.8750275 15:-6.1647624 16:2.7998247 17:2.946951 18:1.863521 19:-7.3284552 20:-2.6751102 21:-1.1023215 22:1.9967147 23:-8.922091 24:10.166234 25:0.24400536 26:3.5359215 27:-1.2043383 28:0.48354392 29:5.16876 30:8.291509 31:8.1591742 32:4.762463 33:6.1135818 34:5.3396024 35:5.8323833 36:3.9593847 37:5.6220702 38:7.0498224 39:-6.26988 40:-5.0634707 41:-0.53595083 42:-0.034421872 43:-1.5216473 44:-8.707862 45:2.2542653 46:8.0793003 47:-10.255258 48:-5.2467786 49:-9.2824149 50:8.5514791 51:3.0577956 52:0.10499477 53:7.3411778 54:-8.2494564 55:-3.4328617 56:-1.8427753 57:8.8526612 58:-7.1638047 59:-2.2143935 60:-7.5151522 61:8.0863672 62:-6.2889989 63:9.0611764 64:0.74221312 65:1.1892952 66:-1.1490741 67:-7.5158987 68:7.7757553 69:8.1039147 70:-2.7841604 71:1.494694 72:3.428213 73:-0.44046163 74:4.9847101 75:-4.8217087 76:3.3436477 77:1.4584949 78:-8.3434805 79:2.9773712 80:4.8139911 81:-5.0725778 82:-1.8968671 83:3.4405971 84:5.4401357 85:6.8462679 86:7.8313858 87:-2.6799583 88:-8.1097562 89:-1.6411122 90:-7.8005409 91:-3.2180249 92:-7.0335348 93:8.5123282 94:-7.1270682 95:-6.0145303 96:-7.2460727 97:8.2771066 98:-7.8429212 99:-6.9408759 100:-1.2890594 101:5.9645688 102:-4.4233729 103:7.2275739 104:-6.0280722 105:-4.2550606 106:-7.8153256 107:2.6628059 108:-3.0664575 109:-10.413293 110:3.4870776 111:9.1787961 112:5.201536 113:8.3289547 114:-7.9530205 115:10.066802 116:-6.4042718 117:-4.3478989 118:3.1749375 119:1.2715028 120:2.526666 121:7.716177 122:3.2985211 123:-7.8767043 124:-2.5903686 125:5.676232 126:8.6192718 127:-8.4534041 128:-2.3405473 129:6.0883253 130:6.5865622 131:-5.438746 132:-1.9061376 133:10.893773 134:-1.1468956 135:-3.915719 136:7.0356964 137:-2.3551764 138:8.405679 139:-8.6846145 140:-0.94646939 141:-9.7585118 142:-7.6814919 143:6.3371925 144:1.9997588 145:0.43090507 146:-6.8076121 147:-2.7195391 148:-6.9682364 149:-0.91269452 150:-1.2519319 151:-0.97589239 152:6.1735539 153:1.7580137 154:-4.1049966 155:-6.699782 156:-7.0590087 157:8.2713415 158:-2.9154861 159:-2.3540922 160:2.0386728 161:3.3459334 162:8.7845216 163:-8.7372095 164:4.6601191 165:7.7789226 166:2.5755892 167:-4.1885068 168:-5.5017368 169:3.8684292 170:-2.2185651 171:-10.737196 172:-8.3961161 173:-6.831206 174:8.9850226 175:-3.5095068 176:-7.1994281 177:7.2690632 178:-2.9772161 179:-3.4073453 180:-3.6305546 181:3.4184585 182:6.4033235 183:5.5076717 184:-1.5003415 185:2.583961 186:-4.8319901 187:-2.5560162 188:-0.39854052 189:9.4562683 190:6.8430205 191:-8.1046889 192:-3.6776665 193:7.1170182 194:-5.630582 195:2.7509778 196:-9.2550776 197:-8.7659169 198:-8.6909213 199:-3.8164434 200:-6.4619603 
+0.10820105710275053 1:9.6281182 2:-3.6195707 3:-4.3675032 4:-2.2411063 5:3.1359197 6:9.3987229 7:-11.478685 8:-7.0731255 9:7.2162216 10:4.0673439 11:-8.3253192 12:4.5747214 13:-8.2198421 14:-10.423696 15:-5.0696969 16:4.6970725 17:6.8137127 18:4.3265439 19:-7.5606771 20:-1.9099523 21:-2.1056532 22:4.1777981 23:-7.0373588 24:7.6180568 25:0.71286289 26:4.47683 27:0.59244829 28:-2.4973599 29:6.8311492 30:7.261074 31:7.1461685 32:3.26518 33:6.5673082 34:7.9315297 35:7.2408274 36:4.6935982 37:6.7453847 38:5.7485938 39:-7.0161543 40:-3.9930396 41:0.25602132 42:0.78133714 43:-3.2326187 44:-7.4076103 45:4.3032991 46:4.8751754 47:-10.129857 48:-4.0184029 49:-8.1698441 50:6.4473919 51:4.5993652 52:-3.4135282 53:7.1052015 54:-8.2280829 55:-1.9083057 56:-4.6813571 57:7.820733 58:-9.1370938 59:-1.2029375 60:-6.8526577 61:7.2824368 62:-6.5984671 63:9.7965295 64:-0.1949613 65:0.76982621 66:-2.131803 67:-6.6336098 68:6.8512449 69:8.826829 70:-3.4530289 71:1.6122488 72:4.6920318 73:-0.23909854 74:4.8277306 75:-3.9538566 76:3.4541508 77:1.7127698 78:-9.0860109 79:1.2235123 80:5.5627104 81:-4.6932384 82:-4.5167205 83:2.0336506 84:5.1736785 85:6.9849453 86:7.3153842 87:-2.2297883 88:-7.9910386 89:-0.78024717 90:-7.1497629 91:-8.416866 92:-7.4688592 93:7.8565029 94:-7.4877842 95:-5.967582 96:-6.6977889 97:10.293512 98:-8.5197389 99:-6.9952414 100:-0.91278001 101:7.4292053 102:-3.404071 103:5.7964543 104:-5.4547462 105:-4.9683259 106:-7.5870821 107:2.153082 108:-3.3360118 109:-10.350357 110:6.0343922 111:9.0294281 112:5.6376007 113:8.7447553 114:-6.7597299 115:6.9579819 116:-5.7273993 117:-3.3047607 118:4.9772772 119:1.0126228 120:5.1877847 121:9.12096 122:2.525661 123:-6.5441473 124:-2.224913 125:2.7894891 126:5.6491603 127:-9.2748398 128:-0.69016562 129:3.9429443 130:3.9667707 131:-4.3052777 132:-2.1194801 133:11.591932 134:-1.2020191 135:-4.2902133 136:6.6764847 137:-2.3834534 138:8.1869919 139:-9.0525367 140:-0.32843563 141:-9.6533187 142:-8.3481438 143:7.6722226 144:2.1056802 145:0.50392984 146:-5.7010945 147:-0.89413504 148:-8.8073081 149:-1.2124701 150:1.6236266 151:-3.448725 152:5.1182536 153:3.3281789 154:-4.0231882 155:-8.299187 156:-6.5290171 157:7.9726139 158:-2.4171873 159:-2.117392 160:2.6215355 161:3.838645 162:6.8411524 163:-9.4311731 164:3.6128573 165:10.07777 166:0.56675932 167:-3.2426891 168:-6.3720388 169:1.83407 170:-4.1222838 171:-9.8207734 172:-7.6078113 173:-7.0888338 174:7.6139677 175:-4.4727723 176:-5.2778343 177:5.3500769 178:-4.3073985 179:-3.8267031 180:-5.235567 181:2.8202902 182:6.3853047 183:4.3689502 184:1.260105 185:3.4884354 186:-3.7007492 187:-5.2435187 188:-0.7382018 189:8.3281779 190:5.3723172 191:-9.7139439 192:-2.5502934 193:6.9931405 194:-6.5650618 195:0.3793156 196:-10.799759 197:-11.653717 198:-6.0751443 199:-5.4997138 200:-4.7126772 
+0.022097254232758864 1:9.7709362 2:-4.8815294 3:-4.1385125 4:-1.3976624 5:5.7778295 6:10.127339 7:-8.5556936 8:-5.7454871 9:5.6529767 10:4.5213252 11:-6.6772476 12:4.1553837 13:-5.9192272 14:-9.1607531 15:-5.1949238 16:5.4853136 17:5.0995152 18:6.1321278 19:-6.3159771 20:-0.30855036 21:-0.90998462 22:2.9657065 23:-6.0118904 24:9.3008957 25:-1.24176 26:3.2056643 27:0.9820366 28:-1.1848504 29:5.1836905 30:7.2220129 31:6.8648757 32:5.0799713 33:8.0004585 34:5.2432831 35:7.9479991 36:4.512124 37:6.3399192 38:6.3730428 39:-10.043661 40:-4.2192035 41:-1.605032 42:0.20227045 43:-3.066374 44:-7.6086161 45:0.6513067 46:6.7892351 47:-9.1913573 48:-5.8844873 49:-7.5718047 50:7.358802 51:1.9069848 52:-2.4794518 53:6.6166863 54:-8.0566073 55:-2.5933656 56:-4.1367577 57:9.0076669 58:-9.711749 59:-1.8538198 60:-6.4433162 61:7.8245543 62:-6.8429354 63:8.6850989 64:0.9319171 65:1.1460144 66:-1.9889049 67:-4.3174032 68:7.1401569 69:9.0285656 70:-5.1271489 71:0.68564784 72:2.8874342 73:-0.51185691 74:5.9969633 75:-3.3330348 76:2.1789698 77:0.27118123 78:-9.3338596 79:1.8234001 80:6.5936236 81:-6.0016023 82:-2.4225978 83:1.3765767 84:7.1876571 85:7.6702074 86:6.3773047 87:-2.4649505 88:-6.0643479 89:-1.4954775 90:-6.0814311 91:-3.9283133 92:-7.1231118 93:8.1956319 94:-7.9369942 95:-2.8365843 96:-7.5791609 97:10.647524 98:-8.2258549 99:-7.3858515 100:-1.8384191 101:5.5682455 102:-3.1194105 103:6.5390372 104:-6.2491413 105:-6.4374311 106:-7.7363974 107:2.4130349 108:-2.8036454 109:-9.9853522 110:5.2490769 111:9.3261691 112:6.9654375 113:8.1960689 114:-4.6419708 115:6.4846571 116:-8.2173363 117:-3.3038591 118:6.3572939 119:3.3989399 120:3.8594833 121:9.6852118 122:2.7274355 123:-8.1353551 124:-5.0004407 125:4.4822716 126:6.0511073 127:-8.9076562 128:0.0036910492 129:6.2340397 130:6.2030545 131:-4.4918266 132:-3.4365521 133:11.135482 134:-0.80935913 135:-4.3603001 136:8.6278552 137:-3.1228967 138:4.5419638 139:-8.8300082 140:1.6037701 141:-8.4674304 142:-6.0280332 143:7.7464234 144:3.5849534 145:0.75624763 146:-6.5533663 147:-2.258223 148:-6.9616332 149:-0.41421825 150:-1.9506094 151:-4.2300613 152:6.1216307 153:4.0583997 154:-6.2776409 155:-8.1833026 156:-7.93375 157:8.3292695 158:-3.1300792 159:-3.3382032 160:0.60778388 161:4.6057838 162:7.5125817 163:-9.0838608 164:3.6335165 165:9.2229173 166:0.92723198 167:-5.139453 168:-6.7211224 169:2.4346614 170:-1.8109478 171:-11.966992 172:-9.5582 173:-5.0045396 174:6.997162 175:-5.3840832 176:-4.3310682 177:8.4242112 178:-3.4023619 179:-2.4050536 180:-1.277367 181:2.0395845 182:7.0373745 183:5.5219848 184:-0.22187053 185:3.5702124 186:-6.0161946 187:-3.2025977 188:-0.24512211 189:9.6281936 190:8.2489786 191:-9.8480024 192:-1.9456494 193:5.048635 194:-6.6260108 195:0.37329682 196:-7.01551 197:-7.2939839 198:-7.8043116 199:-4.8791804 200:-7.6556312 
+0.1617552454315547 1:8.8128235 2:-3.5491989 3:-4.2871046 4:-3.8742926 5:2.4871328 6:10.597167 7:-8.2478 8:-6.1425331 9:7.6990955 10:4.5283755 11:-8.2847776 12:2.9823701 13:-7.9179852 14:-11.994477 15:-4.4603387 16:4.5014385 17:4.8047103 18:3.7021473 19:-5.4678538 20:-1.4628013 21:-1.9817983 22:1.9067555 23:-8.0781286 24:7.150769 25:2.0171131 26:3.7566158 27:-1.0047911 28:-3.8202216 29:5.9643263 30:7.1959779 31:6.1522767 32:4.1697645 33:4.9955983 34:7.5528285 35:6.2267536 36:3.4919411 37:7.208856 38:3.8717046 39:-9.0609243 40:-5.3459165 41:-3.6116254 42:-2.106643 43:-1.3453834 44:-8.6242886 45:4.4017999 46:6.2133101 47:-9.1271131 48:-4.9631878 49:-8.2440243 50:6.4740702 51:3.8016223 52:-2.5578208 53:6.2577262 54:-7.9680767 55:-1.6715556 56:-5.1265412 57:8.1875745 58:-8.4845126 59:-4.2592887 60:-5.0345895 61:7.8420473 62:-3.8621043 63:8.6210839 64:0.50144046 65:0.21131629 66:-2.4306596 67:-4.4772749 68:6.9501643 69:10.158641 70:-3.8046602 71:0.22017041 72:1.2406592 73:-3.1911384 74:4.4956761 75:-6.2564773 76:1.8312858 77:0.63985508 78:-9.4471461 79:1.4483769 80:6.3124516 81:-5.4953365 82:-1.6575984 83:1.7962368 84:6.6231429 85:7.0529632 86:7.0755644 87:-2.9182852 88:-7.373543 89:-0.35548414 90:-7.8670503 91:-5.5883212 92:-8.3009993 93:8.0727225 94:-6.8875669 95:-6.0058001 96:-7.9567858 97:9.759574 98:-9.1700789 99:-6.680165 100:-2.0251836 101:4.1126664 102:-4.9203715 103:8.5446703 104:-8.0921037 105:-4.4691695 106:-9.2707484 107:2.2804336 108:-5.2836366 109:-9.6640245 110:5.4512287 111:10.000717 112:6.2979794 113:9.2582374 114:-6.4833396 115:8.2817348 116:-6.3295354 117:-4.4363305 118:4.9447281 119:2.2160526 120:1.9209729 121:6.5894767 122:4.5221537 123:-6.2175607 124:-2.9349007 125:4.0120406 126:8.4055006 127:-7.5119891 128:0.1524587 129:5.9803468 130:7.5196559 131:-3.0047703 132:-2.6963799 133:8.1777655 134:-2.1934626 135:-3.502924 136:6.1377369 137:-4.7206222 138:6.1890642 139:-9.2154221 140:0.074911775 141:-8.8751058 142:-6.7185161 143:7.5304232 144:1.493039 145:1.1342684 146:-6.0561547 147:-2.4352118 148:-8.3554676 149:-1.3457161 150:-0.63692053 151:-1.7015103 152:3.7788168 153:3.2816968 154:-4.032304 155:-10.42471 156:-7.2723485 157:7.9071247 158:-1.3724683 159:-3.1273942 160:2.3929221 161:6.0814514 162:7.7052872 163:-9.694335 164:2.5604304 165:7.9374191 166:-0.99682734 167:-5.1202637 168:-6.9066117 169:4.4174946 170:-2.7865015 171:-9.6728506 172:-9.0586916 173:-6.0112173 174:9.863848 175:-1.1125088 176:-7.3779479 177:5.8861672 178:-3.0955113 179:-2.9312854 180:-5.2266305 181:1.3257271 182:9.5079853 183:5.5239213 184:0.37067089 185:0.59454824 186:-3.8675214 187:-4.7713005 188:-2.0617313 189:8.0066994 190:5.9612361 191:-10.188278 192:-2.7860612 193:6.8554783 194:-7.0831903 195:1.0538891 196:-8.4337035 197:-9.6465578 198:-8.7837314 199:-2.9913998 200:-5.7966283 
+0.067452674345097621 1:6.7120528 2:-3.3850313 3:-6.3324795 4:-4.0419183 5:4.4795641 6:8.5372413 7:-10.306392 8:-6.7870953 9:6.2303998 10:4.5353096 11:-7.4998701 12:3.7660691 13:-5.9109171 14:-10.03731 15:-4.1432452 16:3.2938146 17:5.2814382 18:2.8453278 19:-7.5324563 20:-0.28333886 21:-4.2914501 22:3.0946804 23:-8.557807 24:8.1976469 25:1.8243986 26:5.0920292 27:0.41096324 28:-2.6129423 29:3.1740965 30:8.2490093 31:5.7409685 32:5.5949344 33:7.0259556 34:4.6159379 35:7.9851959 36:4.8924028 37:6.9175612 38:5.7320069 39:-7.6800362 40:-3.9061764 41:-1.8101064 42:0.56906917 43:-0.64817123 44:-9.4645768 45:3.3368892 46:6.3971445 47:-8.1239022 48:-5.4597576 49:-6.8841737 50:6.2000445 51:3.3505871 52:-2.9774354 53:8.0114511 54:-8.8896704 55:-2.7161367 56:-2.1794304 57:9.7152138 58:-9.0690896 59:-1.1237374 60:-6.6995753 61:8.009711 62:-5.0113205 63:9.42899 64:-0.080925598 65:0.2016957 66:-1.694318 67:-5.7088721 68:6.5060683 69:8.7171332 70:-4.5906045 71:0.2938741 72:2.2038634 73:-2.660432 74:5.423668 75:-5.5537133 76:2.8080245 77:0.96756337 78:-8.7477787 79:-0.47726808 80:6.5383425 81:-4.4569153 82:-3.4128851 83:3.3776592 84:8.9258633 85:5.5371262 86:7.2868 87:-5.4660676 88:-6.317179 89:1.2193865 90:-6.1413718 91:-4.6719645 92:-6.9104931 93:11.293452 94:-9.7806665 95:-5.7675315 96:-6.1236026 97:11.600723 98:-5.5354925 99:-7.5854583 100:-0.62277896 101:4.2088356 102:-6.2866033 103:7.0820516 104:-7.8790834 105:-5.0274599 106:-9.6943517 107:0.36181909 108:-3.6196211 109:-10.586595 110:6.1813849 111:9.1790439 112:7.6026696 113:8.4264581 114:-7.5884296 115:8.7936292 116:-7.2651397 117:-4.0671705 118:3.8928942 119:1.7735233 120:1.8035034 121:8.1122827 122:4.0325158 123:-6.4645765 124:-5.6991176 125:4.0808859 126:7.0837899 127:-8.05518 128:-0.5498251 129:6.3026062 130:4.5772909 131:-4.4019559 132:-2.758701 133:7.9794845 134:-0.26724667 135:-3.0688377 136:7.7400963 137:-2.6306178 138:6.0368679 139:-8.9687766 140:0.11978688 141:-10.242222 142:-9.0288805 143:5.0537855 144:4.8290471 145:-1.6367632 146:-4.0257082 147:-2.396239 148:-9.1318778 149:-1.9104282 150:-3.4466333 151:-2.0529113 152:5.0914068 153:3.7128528 154:-4.4134029 155:-7.9020957 156:-6.6157065 157:8.0634606 158:-1.4087081 159:-2.2581682 160:3.2485361 161:5.2162654 162:6.0925384 163:-10.130998 164:2.5225812 165:8.5132385 166:1.3576657 167:-4.8353321 168:-5.8947087 169:1.5709416 170:-1.9650333 171:-10.330751 172:-9.6857516 173:-6.5895572 174:10.420479 175:-2.3551521 176:-5.6221817 177:8.4807877 178:-3.8454401 179:-2.6496736 180:-3.132017 181:2.8382782 182:5.9025385 183:5.3024146 184:0.14595884 185:0.65792699 186:-4.0494464 187:-5.2472414 188:-2.0943589 189:10.582352 190:7.1851527 191:-10.131495 192:-1.7760192 193:7.0946505 194:-5.9152985 195:0.61591225 196:-7.4682581 197:-10.05807 198:-7.5793215 199:-4.9165085 200:-6.6911153 
+0.22994417577277398 1:8.9040842 2:-3.7485666 3:-4.7737243 4:-3.3551023 5:3.7582301 6:8.911694 7:-10.18497 8:-6.186011 9:7.4055267 10:2.8912116 11:-7.9710536 12:4.9873016 13:-7.0335032 14:-8.2408433 15:-5.0573744 16:4.1636721 17:5.6533894 18:1.1707715 19:-6.8214629 20:-2.1131404 21:-1.7723029 22:3.4546517 23:-8.5477138 24:9.6524458 25:0.032823127 26:2.2546034 27:0.40777186 28:-1.0237733 29:5.9118448 30:8.6669152 31:7.2487825 32:2.8652341 33:4.5111104 34:6.0613375 35:6.9048556 36:3.314277 37:7.8598815 38:7.2462803 39:-8.5442483 40:-3.6366966 41:-1.8973864 42:-0.7290111 43:-2.3655598 44:-6.9202011 45:-0.37092986 46:8.7854862 47:-8.1110518 48:-3.6154012 49:-7.4513265 50:6.9338989 51:3.4217733 52:-2.518807 53:7.8154538 54:-8.136447 55:-2.8851644 56:-1.9738297 57:8.8306124 58:-7.2863064 59:-2.2978844 60:-6.0442138 61:7.2575499 62:-5.7430235 63:9.8031511 64:0.81769498 65:1.4619499 66:-0.39189931 67:-3.5978917 68:8.1266384 69:8.4967896 70:-4.0292773 71:2.1988733 72:2.2419759 73:-0.37843446 74:3.9614041 75:-3.3104721 76:1.757757 77:2.1439661 78:-8.366403 79:1.7914625 80:5.5664527 81:-5.230334 82:-1.8256502 83:2.7039404 84:6.0049833 85:7.403273 86:6.2721037 87:0.16632725 88:-9.2468573 89:-0.053215302 90:-6.2541542 91:-4.1708439 92:-5.8893095 93:8.9058542 94:-8.1484821 95:-5.8368075 96:-8.6795836 97:10.897347 98:-5.8168664 99:-6.4732942 100:-0.42092562 101:6.5065371 102:-2.6569624 103:5.4620744 104:-8.2043124 105:-4.0964125 106:-9.0186128 107:3.0079038 108:-1.6905125 109:-7.2688027 110:6.1738861 111:11.549467 112:5.5333962 113:5.2522156 114:-6.8535821 115:10.474644 116:-7.2900906 117:-4.1700288 118:2.4342029 119:2.1260662 120:3.0548017 121:9.755133 122:2.1754937 123:-7.0058715 124:-1.5145833 125:3.1435328 126:8.6712664 127:-8.5407449 128:-0.98213633 129:7.5519925 130:4.6824583 131:-4.2626889 132:-3.9788574 133:9.9152989 134:-0.8117143 135:-4.7491662 136:7.5017925 137:-3.8866058 138:5.5889017 139:-7.7515711 140:0.9323892 141:-11.518012 142:-9.5450545 143:5.4440065 144:2.2226122 145:0.96565665 146:-7.3560851 147:-0.95741098 148:-6.9567242 149:-3.2796351 150:-2.5562469 151:-2.1060167 152:4.5664377 153:2.5371169 154:-4.4899395 155:-8.2409222 156:-6.4705328 157:8.5518788 158:-2.3931182 159:-2.359294 160:3.2004156 161:2.9114673 162:7.5591465 163:-8.083998 164:2.2208238 165:8.7233762 166:3.4202442 167:-5.3575036 168:-4.3421049 169:3.6851661 170:-2.1890667 171:-10.81669 172:-7.5600084 173:-6.132044 174:8.0182334 175:-3.1393548 176:-6.1678445 177:8.8927461 178:-3.540382 179:-0.711662 180:-4.7195737 181:2.2996356 182:6.9635867 183:5.031679 184:-0.44091198 185:3.453324 186:-4.4217219 187:-3.3033169 188:-0.0026033317 189:9.4262961 190:5.5588301 191:-8.8873018 192:-2.3375061 193:8.7494445 194:-5.9551953 195:0.37370984 196:-7.7581171 197:-9.2213257 198:-6.6201268 199:-4.6541821 200:-3.7698706 
+0.0069668600325203788 1:7.7941515 2:-4.286364 3:-6.5512796 4:-3.5464463 5:6.0944551 6:10.405106 7:-11.373195 8:-7.143901 9:8.1156398 10:3.9196107 11:-6.6045511 12:3.9887298 13:-7.1520711 14:-10.615234 15:-4.8504452 16:4.7883422 17:4.2713731 18:4.1474908 19:-7.8397669 20:0.20098665 21:-2.0432217 22:0.5034377 23:-6.6467831 24:8.8378149 25:-0.27409845 26:2.9813724 27:1.138826 28:-2.6882818 29:4.367886 30:6.2713218 31:5.218368 32:5.7249016 33:6.7348764 34:5.7568176 35:6.2756715 36:5.2865015 37:5.9403664 38:6.4732549 39:-6.4300752 40:-2.6558667 41:-1.3371737 42:1.6594635 43:-2.5970541 44:-9.7689456 45:1.8102667 46:7.9652704 47:-10.90495 48:-4.8443209 49:-8.3971911 50:7.141177 51:3.4360511 52:-1.0180539 53:8.4030604 54:-8.8314233 55:-3.3880498 56:-3.1744868 57:8.6886922 58:-7.3134099 59:-0.96170128 60:-4.7935123 61:5.8332305 62:-6.4189762 63:9.5979907 64:0.098280848 65:1.2215965 66:-1.9182409 67:-6.122422 68:7.2999653 69:8.5216993 70:-2.7546846 71:0.82884548 72:2.373587 73:-0.40431979 74:4.2129821 75:-4.9552517 76:1.8371906 77:0.077272043 78:-8.0417634 79:0.74268353 80:6.5648509 81:-6.7336814 82:-3.3516445 83:3.5365036 84:7.5627113 85:7.2356212 86:7.1620072 87:-1.000566 88:-7.1216172 89:-1.101772 90:-7.4709661 91:-5.3282658 92:-8.340719 93:7.6314704 94:-8.459393 95:-4.9666606 96:-9.152766 97:9.4710295 98:-8.2277469 99:-8.0850086 100:-0.46768897 101:4.1313922 102:-3.3765953 103:5.7863391 104:-7.4044545 105:-5.9558808 106:-6.0369128 107:1.3702796 108:-4.1951432 109:-10.410839 110:6.1074753 111:9.1806661 112:6.2990673 113:9.6978016 114:-6.4815168 115:9.3658535 116:-7.1142526 117:-5.290234 118:4.9404305 119:2.9767932 120:3.520718 121:10.546432 122:2.5026476 123:-5.4131158 124:-4.1299401 125:4.1820145 126:5.7077123 127:-7.5576611 128:1.3309151 129:6.2593883 130:5.7533575 131:-3.8766255 132:-4.0099482 133:10.286068 134:-0.0096762862 135:-2.7748332 136:7.227922 137:-1.9572499 138:9.1744666 139:-7.866381 140:0.31047344 141:-8.236163 142:-7.7647293 143:5.6757179 144:4.8984692 145:2.0885727 146:-5.8723798 147:-0.91012043 148:-7.215651 149:-1.7479882 150:-1.1345454 151:-3.4148877 152:5.7461709 153:3.3198812 154:-4.3130195 155:-6.5196248 156:-6.5788492 157:8.5311585 158:-1.910905 159:-4.7477942 160:1.2241312 161:2.9780684 162:6.4917482 163:-8.7229363 164:2.0835467 165:9.5288828 166:1.7961261 167:-4.2200923 168:-4.0716589 169:3.6530747 170:-3.0201349 171:-8.2539717 172:-7.2053136 173:-4.6414222 174:7.6728667 175:-4.3643103 176:-4.5336425 177:4.3260201 178:-2.976162 179:-2.0066878 180:-3.0953934 181:2.4088859 182:5.7423741 183:8.4078193 184:-0.14850551 185:3.240376 186:-2.9685412 187:-3.7416222 188:0.36816215 189:9.1761885 190:7.9049258 191:-10.034225 192:-3.4938779 193:6.1859123 194:-6.8332987 195:0.9904494 196:-6.8309984 197:-9.995746 198:-9.1007389 199:-3.4675056 200:-5.8236587 
+0.014468325764708186 1:7.980766 2:-5.8392512 3:-5.6809432 4:-3.7522992 5:5.0552499 6:10.049448 7:-10.471893 8:-4.2845766 9:7.423583 10:5.2177112 11:-7.8748503 12:3.1492227 13:-7.7308247 14:-8.7127454 15:-4.9302936 16:4.8907593 17:6.3282651 18:4.1474154 19:-8.5640071 20:-1.7378408 21:-1.8290461 22:2.3974341 23:-7.9367843 24:10.756312 25:0.7793216 26:5.2859291 27:0.37726436 28:-0.66493722 29:4.4376338 30:6.9560645 31:3.5549884 32:3.7385271 33:6.6786169 34:5.2933103 35:7.5273334 36:5.6427261 37:5.5503449 38:7.0644375 39:-8.3762982 40:-3.3378035 41:-0.16567979 42:-1.2418402 43:-0.1959284 44:-9.5389309 45:2.341869 46:6.3017504 47:-7.6556087 48:-3.9577415 49:-8.2801386 50:8.8439347 51:4.4615609 52:-5.1780362 53:7.7790624 54:-8.4392338 55:-1.0630737 56:-4.6502542 57:6.9222949 58:-7.975151 59:-3.9733276 60:-7.0495645 61:5.6204926 62:-6.3859289 63:9.5761012 64:0.4390497 65:-0.045384988 66:-1.180652 67:-3.5419703 68:7.5127438 69:7.7963526 70:-4.9024315 71:0.40220459 72:4.2267068 73:-2.5594043 74:5.7469524 75:-2.9834664 76:0.46405031 77:3.1254046 78:-9.728426 79:1.7320399 80:6.5202707 81:-5.8803085 82:-1.6414514 83:0.82020286 84:5.7838981 85:7.6528909 86:6.8143095 87:-2.9819372 88:-8.295543 89:-1.1498319 90:-6.5352787 91:-3.8030093 92:-7.9613737 93:7.86298 94:-7.9506773 95:-5.8054861 96:-7.7592158 97:9.7397881 98:-7.7988809 99:-5.0023332 100:-0.58777379 101:4.8000914 102:-4.5257356 103:6.8842669 104:-6.0011536 105:-6.3353586 106:-8.7380878 107:0.52970808 108:-5.2697183 109:-8.4841498 110:6.6988063 111:8.786446 112:7.8477001 113:9.2370411 114:-5.8287383 115:11.428143 116:-7.9515964 117:-3.959524 118:2.8191348 119:1.9402034 120:2.5373966 121:9.7206346 122:3.1177674 123:-5.7446582 124:-4.2948598 125:3.7306841 126:4.1526335 127:-8.1458992 128:-0.86342814 129:6.5403478 130:5.9701302 131:-4.7570203 132:-3.3397988 133:7.2292775 134:-2.1349709 135:-3.7404666 136:6.3128245 137:-3.3204983 138:8.9571384 139:-9.0087949 140:0.23563669 141:-8.954304 142:-7.8338792 143:6.1572284 144:2.9611995 145:1.2702501 146:-6.3270606 147:-1.752975 148:-7.5644902 149:-0.4073827 150:-1.7156272 151:-2.5183178 152:4.9417004 153:2.536699 154:-3.0078093 155:-8.6505202 156:-6.5167339 157:7.6603787 158:-0.6371025 159:-3.7612665 160:4.2028075 161:3.1567504 162:5.8849925 163:-10.383127 164:3.349919 165:10.18516 166:0.33870958 167:-3.5590224 168:-6.2039846 169:4.1513855 170:-3.1974936 171:-10.128496 172:-8.6984867 173:-5.9588208 174:5.4435931 175:-2.1887124 176:-4.8737139 177:7.974607 178:-4.0252058 179:-1.9174504 180:-4.2937303 181:3.8681627 182:5.5321856 183:4.7793681 184:-0.31749038 185:2.9504411 186:-4.9255338 187:-4.0297958 188:-1.9205417 189:8.2761871 190:6.3321583 191:-10.042456 192:-2.5926656 193:6.1859182 194:-5.4856774 195:0.30049589 196:-7.8073431 197:-10.115425 198:-8.5025872 199:-2.7971398 200:-8.6716562 
+0.012611651487003666 1:8.7856965 2:-1.4448939 3:-5.7131447 4:-3.515589 5:6.3607151 6:10.006802 7:-7.910909 8:-4.9059093 9:7.9610255 10:6.2303516 11:-7.6332396 12:2.7947929 13:-6.8483732 14:-10.171878 15:-5.02367 16:3.4971592 17:6.2555376 18:2.2591388 19:-6.2762942 20:-1.8726725 21:-3.0631409 22:1.9460368 23:-8.6726955 24:8.3605188 25:0.93320341 26:2.8226413 27:1.0112197 28:-5.4254939 29:4.2672227 30:4.9582677 31:5.481384 32:5.5259355 33:5.5130651 34:7.6597579 35:5.4785321 36:3.8210813 37:5.6451243 38:5.4266208 39:-7.0836427 40:-4.2475542 41:-3.20738 42:1.1077633 43:-2.247081 44:-8.0614361 45:0.69426272 46:6.3138842 47:-9.2831584 48:-5.3186727 49:-7.541025 50:6.0722109 51:3.3121523 52:-2.6601288 53:8.7189759 54:-9.1475381 55:-4.6197265 56:-2.9839005 57:7.3077233 58:-6.6710203 59:-0.77566538 60:-6.2859696 61:8.6078196 62:-6.2252561 63:8.1569418 64:2.4538973 65:1.0186293 66:-2.4804788 67:-5.302233 68:7.7027126 69:9.5302755 70:-3.1501331 71:-1.087087 72:-0.024142295 73:-1.1308621 74:6.1877583 75:-4.3593777 76:1.8437588 77:3.8386706 78:-8.7959009 79:0.78704266 80:6.2972877 81:-4.6385852 82:-1.2339894 83:3.0619285 84:6.6577723 85:5.5964487 86:9.6519502 87:-2.8755492 88:-8.5379252 89:-0.88871535 90:-6.3929024 91:-3.8691861 92:-8.2949316 93:5.5553708 94:-7.9154171 95:-5.7352914 96:-7.475311 97:8.7112357 98:-6.8634511 99:-5.6129561 100:-0.48501214 101:5.9919645 102:-6.4751513 103:5.3976054 104:-6.3857145 105:-4.430948 106:-7.1615768 107:1.104734 108:-3.2950136 109:-10.210496 110:5.6528163 111:9.277673 112:5.2647564 113:7.905378 114:-6.3668269 115:10.148867 116:-7.0575568 117:-4.3652082 118:4.7338646 119:3.8396686 120:3.7971438 121:8.2979894 122:4.5143192 123:-5.8289455 124:-1.6113019 125:2.4330033 126:7.945455 127:-7.8226733 128:-1.4068115 129:6.6565412 130:5.7896839 131:-2.3455361 132:-0.81022714 133:10.829356 134:0.81069384 135:-3.5334918 136:7.6665886 137:-2.5789399 138:7.3567439 139:-10.370928 140:1.1825372 141:-10.306597 142:-6.4847345 143:5.4134671 144:4.8830033 145:2.5433804 146:-6.9946175 147:-0.78889106 148:-7.7839254 149:-2.4920214 150:-2.1581219 151:-2.3413814 152:4.8639572 153:3.2708346 154:-5.6200308 155:-7.4200978 156:-7.3590077 157:7.0235714 158:-0.97477494 159:-2.2983127 160:1.8043891 161:3.9065056 162:6.813967 163:-7.6469314 164:3.3396671 165:8.9381754 166:1.7848634 167:-4.7407291 168:-6.5511169 169:3.8633873 170:-1.1538697 171:-10.041899 172:-7.7137315 173:-5.9392247 174:8.1537177 175:-2.2369884 176:-5.6405183 177:8.1197618 178:-4.6942447 179:-3.4701643 180:-4.0242169 181:2.5619353 182:5.7261543 183:5.9560917 184:-0.61424241 185:2.8836036 186:-4.4991312 187:-3.1538677 188:-1.3817239 189:8.7687287 190:8.8372494 191:-8.9456135 192:-3.5674804 193:5.952969 194:-6.7422184 195:1.6959513 196:-8.2675644 197:-8.6230804 198:-6.7885271 199:-3.4287056 200:-5.4887531 
+0.055552787056727559 1:9.062978 2:-3.9625973 3:-6.065422 4:-3.7812207 5:3.8935866 6:9.8369411 7:-10.519076 8:-4.4152605 9:7.8429933 10:5.4519631 11:-8.264597 12:3.7624339 13:-8.427473 14:-9.4366931 15:-3.979731 16:1.7694014 17:7.2343016 18:1.6730572 19:-5.757366 20:-1.3025151 21:0.62177119 22:1.3678464 23:-8.6718746 24:7.5413827 25:-0.0054168817 26:3.1782241 27:0.013679811 28:-2.4156448 29:5.2273173 30:8.7966267 31:5.2984233 32:6.9866874 33:5.2845037 34:7.498338 35:6.6213217 36:2.6154347 37:6.6056718 38:5.4183733 39:-8.7239231 40:-4.5534953 41:-1.0787085 42:-1.3562994 43:-0.89550002 44:-8.3690596 45:-0.038552498 46:4.96657 47:-8.9322637 48:-4.8514287 49:-8.3977925 50:6.9592994 51:4.8857204 52:-1.7092023 53:7.731717 54:-8.4377687 55:-2.3618607 56:-4.5215452 57:7.1272195 58:-8.7533675 59:-0.32781455 60:-6.3922999 61:7.0589419 62:-6.2580988 63:9.9514462 64:-0.37859406 65:0.70287371 66:-2.0193276 67:-3.6599153 68:8.8886199 69:8.4257696 70:-5.209004 71:-0.55350911 72:1.777176 73:-1.1549604 74:4.7388721 75:-3.1460534 76:3.3058662 77:3.3136612 78:-10.101014 79:1.0119567 80:5.7114399 81:-5.4836401 82:-3.7428527 83:3.4819664 84:8.3513264 85:6.9917043 86:8.2983205 87:-2.4096677 88:-6.5470847 89:-0.31860894 90:-5.5783212 91:-3.2930633 92:-7.0104896 93:6.8392497 94:-6.6994657 95:-5.3175244 96:-6.6073902 97:8.5214474 98:-7.470462 99:-8.3462004 100:-2.0219675 101:4.5721929 102:-4.6921852 103:7.3402585 104:-7.8124594 105:-6.205947 106:-7.2905762 107:0.046568777 108:-1.2738981 109:-10.575419 110:6.6272548 111:9.8218746 112:5.1932129 113:9.1091165 114:-4.288877 115:10.066729 116:-7.840004 117:-3.6297173 118:2.7651608 119:3.6284323 120:3.9182047 121:7.628889 122:3.4221676 123:-7.6614948 124:-2.6874276 125:5.2376899 126:7.6932115 127:-8.2586855 128:-2.1672886 129:6.4812981 130:8.0833199 131:-2.0103646 132:-2.4559648 133:9.4739904 134:1.7580478 135:-4.5828812 136:8.4653843 137:-3.1159963 138:5.3981286 139:-9.367808 140:0.58869334 141:-8.9424424 142:-8.2953862 143:7.8816861 144:4.4377459 145:1.2058245 146:-5.7944182 147:-1.7934011 148:-7.6207085 149:-2.2993226 150:-3.0893506 151:-3.5775374 152:5.2326435 153:1.3258324 154:-4.1419397 155:-9.0110632 156:-7.4357403 157:7.6504367 158:-2.9324863 159:-2.7288789 160:1.393113 161:3.7774292 162:6.3454799 163:-7.7559134 164:3.2490684 165:9.0500004 166:3.2943647 167:-4.616163 168:-5.7431977 169:4.902351 170:-1.1438603 171:-10.465505 172:-8.3385367 173:-5.4576262 174:10.03419 175:-2.8654587 176:-6.9722057 177:8.9555414 178:-2.348114 179:-2.6054856 180:-5.3015786 181:4.5658576 182:8.3256658 183:7.0145601 184:-1.2692221 185:1.3806127 186:-4.7902982 187:-2.9880524 188:-0.75171826 189:10.617243 190:8.113415 191:-10.932196 192:-3.7696669 193:7.4418696 194:-6.7331306 195:0.20563261 196:-7.0823482 197:-9.2309831 198:-8.1315102 199:-4.27902 200:-8.5315544 
+0.15017480404696637 1:6.9398058 2:-3.6417692 3:-5.1288504 4:-4.3206048 5:4.0701633 6:12.063387 7:-10.842445 8:-6.7806045 9:7.9103908 10:5.9853271 11:-8.0567917 12:3.9006037 13:-8.7115363 14:-10.020738 15:-7.001365 16:4.358188 17:5.2402893 18:3.1165425 19:-5.729903 20:-2.2083387 21:-3.1311987 22:1.8847041 23:-7.4985605 24:7.3523109 25:0.1757995 26:4.0718787 27:-1.3605449 28:-0.26806861 29:5.3429213 30:6.6198708 31:6.0382198 32:3.0689062 33:7.6982116 34:5.7720604 35:6.5849001 36:5.7706496 37:6.3705143 38:5.9861343 39:-9.0015978 40:-5.2075676 41:-1.9827907 42:1.1605232 43:-3.2005229 44:-8.4144549 45:1.0850757 46:6.969102 47:-9.1181588 48:-6.851898 49:-7.784646 50:6.3099377 51:1.3581513 52:-2.5674932 53:6.5375079 54:-9.478866 55:-2.3950033 56:-2.5579595 57:8.0836506 58:-10.215388 59:-2.0704906 60:-6.431402 61:8.0167927 62:-5.6405431 63:8.7526572 64:0.69256687 65:0.4043748 66:-0.99811357 67:-5.2825428 68:7.0411052 69:8.6895501 70:-2.9488928 71:-0.63761529 72:1.9081397 73:-2.5242843 74:5.2555538 75:-3.7032474 76:3.2133442 77:0.93936655 78:-7.3898356 79:3.011271 80:7.5869118 81:-4.5624783 82:-4.1210113 83:1.6037147 84:8.0058871 85:6.8599366 86:5.8750697 87:-4.214313 88:-7.5381997 89:-1.6390788 90:-7.8906584 91:-5.3736872 92:-7.0320168 93:9.1750769 94:-6.3825514 95:-6.1873256 96:-8.0141743 97:8.5046774 98:-9.8843465 99:-7.2772813 100:-0.36121981 101:5.5865343 102:-3.8108603 103:6.5684529 104:-7.479361 105:-5.7051482 106:-7.3505944 107:0.066870775 108:-3.1607552 109:-9.3012482 110:3.5590963 111:7.5502458 112:6.0200967 113:11.036067 114:-7.1332105 115:10.567263 116:-6.8931254 117:-3.2180518 118:4.08564 119:2.7358699 120:1.7766847 121:9.3824834 122:3.4353709 123:-6.1583648 124:-2.4007922 125:4.5305306 126:6.5211771 127:-9.0706721 128:-0.71976928 129:4.6933525 130:3.288928 131:-4.6434773 132:-4.3118184 133:8.9542618 134:-1.6431782 135:-2.8118969 136:8.6733133 137:-2.9651496 138:6.7350365 139:-8.6203719 140:2.0676444 141:-9.3128412 142:-6.1515911 143:5.3270476 144:4.2106498 145:1.3590949 146:-5.4134465 147:-1.3435398 148:-8.6724225 149:-1.963162 150:-0.29890384 151:-2.8488526 152:5.7645394 153:2.1116361 154:-2.3069541 155:-7.7182984 156:-4.962837 157:9.8533933 158:-0.518492 159:-2.4479036 160:0.85956789 161:3.0162702 162:7.8094672 163:-8.0831052 164:2.2002778 165:7.710674 166:2.7434315 167:-5.1835419 168:-3.8303952 169:4.4956628 170:-0.064673755 171:-10.389098 172:-9.6877324 173:-6.181088 174:5.9599497 175:-3.3853453 176:-3.7073541 177:6.4878571 178:-2.6809083 179:-3.0399034 180:-4.4947206 181:4.5152912 182:5.7110986 183:5.4914157 184:1.3075847 185:2.1147557 186:-4.8323594 187:-5.9041416 188:-2.6169913 189:8.032476 190:7.457445 191:-9.0837995 192:-2.6864061 193:7.3020554 194:-5.9744411 195:-0.64873322 196:-6.823792 197:-6.7163835 198:-7.6587986 199:-5.1438357 200:-6.8590659 
+0.092230717666697354 1:8.2622328 2:-5.3935484 3:-5.3716923 4:-4.0220027 5:3.3144809 6:11.534232 7:-9.9086412 8:-5.233627 9:7.5036241 10:5.6523734 11:-8.1734112 12:3.5873519 13:-8.1802338 14:-9.2459504 15:-2.6679443 16:3.361952 17:6.1455292 18:2.6702995 19:-6.574913 20:-1.4085517 21:-2.9061944 22:0.44107051 23:-7.0147844 24:8.1466682 25:-1.4544089 26:3.6968022 27:0.7969803 28:-1.1327626 29:4.956197 30:6.6494468 31:7.1257571 32:5.2475527 33:5.6703258 34:6.9605141 35:7.6852305 36:3.6500596 37:6.8842747 38:5.9228091 39:-9.0449662 40:-3.9404134 41:-1.2652068 42:0.68780642 43:-1.4355864 44:-9.8301785 45:3.179791 46:5.5214661 47:-6.6706431 48:-4.5992908 49:-8.3627973 50:7.5105669 51:5.8772277 52:-0.64355195 53:7.0552336 54:-8.4650884 55:-2.1812656 56:-3.9892882 57:9.6972281 58:-8.43591 59:0.38945315 60:-6.5424173 61:7.9222889 62:-6.2380928 63:10.88393 64:2.7027861 65:0.16695712 66:-0.76651371 67:-5.6125087 68:7.2837346 69:9.7748195 70:-2.747515 71:-1.0612111 72:2.8189366 73:-0.67007783 74:5.0838437 75:-5.2766466 76:1.8830099 77:0.474714 78:-8.3471033 79:-0.040946122 80:3.9039092 81:-4.8008683 82:-2.5034798 83:4.113741 84:5.4238505 85:8.0163201 86:7.7804754 87:-2.8017916 88:-6.8856704 89:0.39796282 90:-7.8597272 91:-5.4769391 92:-6.3741537 93:8.4725114 94:-10.661131 95:-4.022616 96:-6.7312123 97:10.013377 98:-7.8264891 99:-7.1726078 100:-1.2482798 101:4.1746712 102:-4.4041437 103:5.9379138 104:-5.9541363 105:-5.4536794 106:-8.8256631 107:0.68372625 108:-4.854941 109:-11.156135 110:5.1687708 111:9.5116559 112:5.4467337 113:7.3087905 114:-7.5555904 115:9.2802487 116:-8.4280379 117:-5.4739404 118:5.5306209 119:4.2750608 120:2.4777368 121:8.3303936 122:4.4865507 123:-7.4640176 124:-2.2774051 125:4.5965612 126:8.1172175 127:-10.000884 128:0.53690501 129:5.9182136 130:3.8631546 131:-2.7520895 132:-2.5816834 133:10.622217 134:0.30628243 135:-4.1215371 136:7.2601219 137:-2.7885359 138:7.5681201 139:-9.2491875 140:0.39389882 141:-9.831738 142:-8.9963561 143:5.832977 144:1.8326245 145:2.727009 146:-7.3272789 147:0.46213567 148:-9.7624927 149:-0.34244043 150:-0.41843741 151:-3.0802634 152:4.2169879 153:5.3009718 154:-4.5720855 155:-9.9270495 156:-7.4611634 157:7.7382646 158:-0.42735911 159:-3.3891988 160:3.8950544 161:5.2157366 162:7.0184649 163:-8.026111 164:4.095787 165:8.4375543 166:0.78586427 167:-4.3638617 168:-7.2873992 169:1.6469654 170:-3.6048124 171:-9.4972266 172:-8.298613 173:-6.7091784 174:8.334437 175:-3.8649772 176:-3.4117387 177:7.3149155 178:-5.4701937 179:-3.8569073 180:-4.9539707 181:3.3001468 182:6.9594226 183:5.4263116 184:0.51458494 185:2.5295288 186:-6.028717 187:-3.4976997 188:-2.5278046 189:11.154757 190:5.5121583 191:-9.6746075 192:-1.3770086 193:6.5520512 194:-7.7207686 195:-0.89587463 196:-5.9294563 197:-9.6959054 198:-7.496102 199:-1.9046706 200:-8.0357328 
+0.042574329207375514 1:9.5725146 2:-4.2143948 3:-5.3023467 4:-2.600423 5:3.591145 6:10.528918 7:-9.361932 8:-6.0313847 9:5.9602311 10:5.7898484 11:-7.4061523 12:4.3375417 13:-7.4225616 14:-8.7887084 15:-5.7594102 16:4.5736867 17:5.7864096 18:3.2566797 19:-7.743168 20:-1.2040865 21:-1.9768946 22:1.633961 23:-7.5391725 24:7.8430078 25:1.996482 26:3.3219811 27:0.24285373 28:-3.5559944 29:6.6004588 30:7.5750353 31:5.2371249 32:3.5645151 33:5.6830718 34:5.8920995 35:8.2271287 36:5.744523 37:5.4454489 38:4.2915472 39:-8.5734632 40:-5.086764 41:-2.8205936 42:0.29965756 43:-3.2485377 44:-7.8898911 45:2.6987069 46:5.9165251 47:-11.424717 48:-5.3225591 49:-7.9523396 50:6.495721 51:3.2852218 52:-2.9439448 53:8.1270453 54:-8.7698685 55:-0.90802944 56:-4.4407767 57:9.1014931 58:-9.1242146 59:-2.0708465 60:-6.185507 61:7.3283064 62:-3.9652458 63:10.091675 64:0.17990047 65:1.5004978 66:-1.0529398 67:-3.8528078 68:7.8444814 69:7.4666432 70:-2.6909398 71:0.52592936 72:1.0353924 73:1.9806709 74:4.6071826 75:-3.0013582 76:2.7382618 77:2.4225145 78:-9.054127 79:0.25080092 80:7.6383322 81:-8.3472004 82:-2.3878287 83:1.7453473 84:6.8654929 85:5.9642475 86:7.0327744 87:-3.9557208 88:-7.6699487 89:-1.5041265 90:-8.7622334 91:-5.4290404 92:-7.1152794 93:7.8862479 94:-8.1543137 95:-6.692247 96:-7.4511485 97:8.8545371 98:-9.0732001 99:-7.0302963 100:0.17267021 101:6.6938428 102:-4.2646034 103:6.4476044 104:-7.4594922 105:-7.8915702 106:-6.8607361 107:1.2554172 108:-2.3679273 109:-10.966801 110:6.3988878 111:10.071523 112:6.8962754 113:10.471248 114:-6.2971954 115:10.374498 116:-6.2957127 117:-4.2683886 118:4.8471423 119:2.8915364 120:3.299635 121:10.619175 122:3.2328682 123:-6.9389487 124:-2.9054968 125:4.0743266 126:5.5543541 127:-7.4305604 128:-1.1434676 129:4.5246329 130:6.7782703 131:-3.9181984 132:-3.6187547 133:9.9659129 134:0.35892225 135:-3.2950499 136:4.759926 137:-3.4090246 138:6.9189604 139:-7.6327799 140:2.1395221 141:-8.225883 142:-9.0001642 143:7.8792284 144:5.0789576 145:1.951753 146:-6.2691914 147:-1.5784853 148:-8.0161979 149:-2.8644791 150:-3.492137 151:-3.6269638 152:3.7326559 153:4.2290713 154:-4.5394124 155:-10.159528 156:-5.4334884 157:6.6289306 158:-3.7993266 159:-2.199352 160:3.2558832 161:5.9946338 162:7.3361054 163:-8.8472602 164:4.1582638 165:9.0124283 166:1.8752346 167:-3.4420903 168:-5.4040982 169:2.9613502 170:-2.1056533 171:-11.40371 172:-6.8379173 173:-5.1167422 174:8.0441437 175:-4.0633688 176:-5.0761979 177:7.0035226 178:-3.7689408 179:-4.2008623 180:-5.5827574 181:3.7913687 182:6.3723374 183:4.8228092 184:-1.0632759 185:2.0677872 186:-2.9398051 187:-4.1586956 188:-2.4356719 189:9.7957436 190:6.1182913 191:-9.5491999 192:-0.71563302 193:6.241092 194:-5.3802167 195:1.0185254 196:-7.1073472 197:-8.4516587 198:-7.1659699 199:-4.4710224 200:-7.8562436 
+0.016877980363673755 1:7.6508939 2:-3.6476646 3:-4.0363743 4:-2.4349446 5:5.4343719 6:9.4493666 7:-8.8059561 8:-4.2960363 9:8.2983078 10:6.072383 11:-6.4079798 12:3.4929261 13:-7.3973636 14:-9.1849898 15:-4.1047867 16:4.6102557 17:5.1472174 18:4.0424458 19:-5.8856667 20:0.1227861 21:-0.97185994 22:1.5656418 23:-6.6675237 24:7.9755817 25:-0.8528649 26:6.1518562 27:-0.94638193 28:-2.4651762 29:5.3656746 30:6.6416409 31:4.9565402 32:4.4214977 33:7.276736 34:8.2670756 35:7.5220655 36:5.1751796 37:6.8204911 38:3.3677772 39:-8.5390111 40:-4.1230448 41:-1.4938505 42:-0.10919933 43:-1.4246036 44:-10.389365 45:2.4123579 46:8.1933446 47:-9.7483213 48:-4.9520615 49:-8.2825891 50:8.7673472 51:5.7001974 52:-1.7543433 53:6.0411664 54:-9.1043128 55:-3.7638817 56:-1.9960476 57:6.9963385 58:-6.7372153 59:-1.6363133 60:-6.1778884 61:7.2087063 62:-4.4828679 63:7.3440591 64:1.040599 65:1.0203546 66:-1.7247725 67:-5.0024142 68:5.3190915 69:10.644196 70:-3.7190989 71:2.3840127 72:3.5053095 73:0.79800996 74:5.6644392 75:-3.6332551 76:1.5406713 77:0.73026128 78:-8.5132826 79:1.3435353 80:8.1266699 81:-4.1393399 82:-4.3994282 83:2.6951458 84:7.9584359 85:7.8025192 86:7.4634239 87:-1.8236335 88:-7.2989334 89:1.0727627 90:-5.9410574 91:-4.9231263 92:-7.6601918 93:8.4640864 94:-7.6581314 95:-6.3183049 96:-7.7316035 97:11.091364 98:-6.8519614 99:-6.3944612 100:-1.1768256 101:5.3769385 102:-3.0869373 103:5.5545191 104:-5.0498639 105:-2.8889041 106:-7.9133047 107:1.4822695 108:-3.460538 109:-9.5361597 110:6.3500654 111:7.9086755 112:7.8820145 113:7.5814196 114:-7.8525252 115:9.1954975 116:-6.239564 117:-5.2891565 118:3.6064988 119:3.1181859 120:3.8270937 121:9.2365873 122:2.7625633 123:-5.1805819 124:-2.2498647 125:5.4964843 126:7.0127508 127:-6.8227925 128:-1.6352876 129:5.7262446 130:5.8516083 131:-4.9827203 132:-5.2775557 133:9.3963929 134:0.0020679297 135:-4.1264023 136:7.8139997 137:-3.1074074 138:5.7709598 139:-9.682703 140:0.61683493 141:-10.205882 142:-7.3650634 143:5.3428102 144:1.8787207 145:2.0454619 146:-7.0397735 147:-2.9461093 148:-8.0909993 149:-1.659243 150:-1.3252605 151:-3.9984686 152:4.896097 153:1.4167187 154:-4.581203 155:-8.4659786 156:-5.7893409 157:8.3532921 158:-1.8849331 159:-1.7208642 160:1.6975011 161:4.2530737 162:7.9326675 163:-7.7439619 164:3.2428377 165:9.4915228 166:1.7538701 167:-4.087527 168:-5.2907161 169:3.0806559 170:-3.2648492 171:-9.9393887 172:-8.5868538 173:-5.4120301 174:9.1717175 175:-3.5676874 176:-5.2346909 177:7.929903 178:-3.0896354 179:-5.6142558 180:-5.7127741 181:1.1651893 182:7.8758955 183:6.3475595 184:-0.13283983 185:2.6949356 186:-2.9547633 187:-3.9223163 188:-1.9505935 189:8.9809924 190:5.0286823 191:-8.948564 192:-1.467476 193:6.9492716 194:-7.5587628 195:0.80427063 196:-6.834689 197:-8.6581184 198:-7.7066682 199:-5.137427 200:-7.2016944 
+0.062714717967835357 1:7.8121633 2:-4.1677846 3:-5.2587025 4:-2.7359351 5:6.4843276 6:8.0508974 7:-11.470737 8:-5.715432 9:7.7735819 10:5.9484053 11:-9.0522311 12:3.0991131 13:-8.1907174 14:-6.319223 15:-3.5654059 16:3.5329881 17:6.306039 18:4.3625151 19:-6.5793782 20:-1.2148156 21:-1.3431877 22:1.9303266 23:-6.363558 24:8.2733529 25:0.16503808 26:3.57241 27:1.010421 28:-2.8678598 29:4.0394462 30:6.5426169 31:4.9958179 32:3.956462 33:6.4679027 34:6.1838986 35:5.8996067 36:4.2458037 37:5.7942638 38:5.07272 39:-7.8012861 40:-4.1136484 41:-2.0865265 42:0.9836832 43:-0.17408625 44:-10.417814 45:3.7269414 46:8.6162881 47:-10.429917 48:-3.001806 49:-7.3791619 50:5.1384069 51:2.9435024 52:-1.1171155 53:9.2065917 54:-7.7778644 55:-1.4799851 56:-3.1617937 57:9.3889912 58:-5.7917779 59:-1.6442207 60:-5.8168456 61:6.3775561 62:-5.8044284 63:9.4815004 64:-0.57027683 65:1.3360625 66:-3.079219 67:-3.446868 68:7.5295781 69:8.5665998 70:-5.72259 71:-0.46233412 72:3.6824606 73:-2.633876 74:5.8567312 75:-4.5066978 76:2.6648121 77:1.9941386 78:-9.1644986 79:1.8428631 80:6.179251 81:-5.5772413 82:-2.1014058 83:4.750954 84:5.398068 85:7.3949936 86:6.0559083 87:-1.3948799 88:-9.7562359 89:-0.4641243 90:-6.9146737 91:-3.9792643 92:-5.3018476 93:10.210868 94:-7.9444029 95:-6.9856533 96:-7.9219297 97:9.9123867 98:-7.4120842 99:-7.9247377 100:-1.650094 101:6.6675141 102:-3.8431268 103:7.5393274 104:-6.362346 105:-4.5181924 106:-8.2986776 107:2.9521117 108:-4.7157098 109:-7.821056 110:5.6190444 111:9.8736743 112:6.7124455 113:9.8322208 114:-5.9535396 115:6.7530939 116:-8.4723831 117:-3.1693419 118:4.5195821 119:2.7847831 120:3.3494978 121:8.6934161 122:5.4705107 123:-7.2690083 124:-2.6463178 125:4.5644988 126:6.1114911 127:-8.7725237 128:0.8161242 129:5.6830831 130:5.1423879 131:-3.2984306 132:-3.719633 133:7.8927209 134:0.49541529 135:-3.1757184 136:7.4282769 137:-2.7201588 138:5.2032493 139:-9.6006519 140:-1.0231598 141:-10.382856 142:-7.3900377 143:6.6015105 144:2.3755914 145:0.116833 146:-5.3654649 147:-2.1095495 148:-8.8170809 149:-1.2875661 150:0.40161598 151:-3.8194325 152:3.704484 153:1.3338838 154:-5.1006022 155:-9.0994487 156:-7.1370799 157:8.2937948 158:-3.1683632 159:-1.3404884 160:1.3547354 161:7.0235631 162:9.4063224 163:-8.3408656 164:2.717332 165:10.49099 166:1.0974663 167:-4.4333542 168:-6.0535494 169:2.0606454 170:-0.71362991 171:-10.926376 172:-6.9462132 173:-6.2733082 174:6.8746726 175:-3.3614224 176:-4.7197248 177:7.9440052 178:-4.3120442 179:-3.9760362 180:-4.6099922 181:2.1990468 182:6.2207377 183:7.0087369 184:-0.41921705 185:2.2460369 186:-5.2304576 187:-5.1262625 188:-1.2083406 189:9.5064063 190:6.895195 191:-10.075784 192:-3.2191389 193:7.1542996 194:-7.7348146 195:2.1136205 196:-5.6857906 197:-10.909827 198:-6.7927388 199:-4.3567954 200:-6.6655805 
+0.12648471275738923 1:7.7465384 2:-4.7012346 3:-4.4417549 4:-1.4713873 5:4.0844514 6:8.8416294 7:-8.8848747 8:-4.4058433 9:7.2178415 10:7.3097973 11:-6.5115877 12:5.2321718 13:-8.2802119 14:-10.271026 15:-4.3598385 16:3.5303369 17:6.1001944 18:1.2886432 19:-7.0396948 20:-1.8320922 21:-5.1580732 22:1.1834643 23:-9.0364399 24:9.5201216 25:0.70268245 26:4.5375308 27:0.99919179 28:-1.5261967 29:6.308776 30:4.8889045 31:7.49969 32:4.9141256 33:6.3902411 34:7.1141935 35:6.2186444 36:5.2593884 37:6.7674665 38:5.642824 39:-8.5294572 40:-4.4018739 41:-1.5062542 42:1.7311911 43:-0.44170788 44:-7.1680063 45:2.3294708 46:5.1837495 47:-9.8400984 48:-5.3939076 49:-7.4831724 50:7.2521935 51:5.737612 52:-2.9601418 53:7.7997107 54:-8.8111025 55:-3.1847493 56:-4.6795484 57:8.6599871 58:-8.5780673 59:-1.2157922 60:-4.8654329 61:8.8644123 62:-3.6738477 63:10.915103 64:1.2832474 65:-2.116015 66:0.35719362 67:-5.7485665 68:8.6185441 69:9.1639497 70:-5.0301598 71:-0.72127173 72:1.4674682 73:-0.93711856 74:4.3182057 75:-5.3759932 76:1.7660413 77:0.56927843 78:-10.907801 79:2.7967987 80:4.9071996 81:-5.0390669 82:-1.1881438 83:1.9545166 84:4.4067719 85:6.2526663 86:5.8336003 87:-1.2944748 88:-7.4367622 89:-1.5343171 90:-5.1598286 91:-5.6492081 92:-7.3568435 93:7.7602893 94:-8.1007476 95:-4.8466385 96:-8.2502389 97:9.7977682 98:-7.7179403 99:-6.2563244 100:-1.9729372 101:5.480898 102:-4.3492033 103:6.0976234 104:-8.4094354 105:-5.9292214 106:-6.141362 107:1.8129247 108:-2.4217333 109:-8.6328115 110:5.1443764 111:9.4228155 112:6.7769191 113:8.3465941 114:-6.7757579 115:8.0722827 116:-6.7828373 117:-4.3806298 118:3.0695792 119:2.0553026 120:4.2587038 121:8.0080134 122:3.8807176 123:-7.5026769 124:-3.9144351 125:6.5401819 126:6.7262912 127:-7.5668878 128:-1.4242621 129:5.2608127 130:5.5702211 131:-1.7244811 132:-2.3240949 133:9.2410131 134:2.3828449 135:-4.882891 136:5.6061236 137:-4.8558845 138:7.86686 139:-9.6120012 140:0.59811316 141:-8.2270057 142:-8.0850696 143:7.2573912 144:3.1891522 145:0.98415187 146:-6.5679686 147:0.35711426 148:-7.5465279 149:-1.9432307 150:-1.1079863 151:-2.6261484 152:5.3293682 153:2.5527143 154:-4.9256636 155:-8.8678127 156:-6.5280557 157:8.6062967 158:-0.51981809 159:-2.0629197 160:0.38649692 161:5.3677053 162:8.665706 163:-8.0228846 164:1.3574679 165:8.4735773 166:3.5586744 167:-3.5171174 168:-5.0849738 169:2.6673663 170:-4.3274457 171:-10.406606 172:-8.8325573 173:-5.115451 174:8.525847 175:-4.7591904 176:-8.0301353 177:5.5722907 178:-4.8149281 179:-4.174909 180:-5.9070224 181:1.4164104 182:5.5243207 183:5.4782756 184:-1.4123153 185:1.4802991 186:-4.1335658 187:-3.5594899 188:-1.4326034 189:7.5045464 190:5.6573123 191:-7.9192701 192:-2.8455044 193:7.2165122 194:-8.8063504 195:1.5372384 196:-8.4816352 197:-9.5095307 198:-6.9856909 199:-3.2569512 200:-5.7341602 
+0.11398787158270332 1:8.1601222 2:-3.6604475 3:-6.2919466 4:-3.9602583 5:3.6038904 6:10.017586 7:-9.9410209 8:-7.2565507 9:4.9599734 10:4.959286 11:-5.564264 12:2.7694964 13:-7.5399889 14:-9.5256378 15:-5.3219372 16:2.5754471 17:6.2677878 18:3.1723424 19:-5.3619182 20:0.64947351 21:-2.9350057 22:2.9496486 23:-7.1754314 24:9.3171057 25:-1.1511991 26:3.4861713 27:-0.032865742 28:-2.2889773 29:6.2112136 30:7.6937525 31:7.7770174 32:3.0668933 33:6.2123789 34:8.6672644 35:6.48473 36:4.2472142 37:7.8620724 38:6.2350074 39:-8.6492727 40:-4.089902 41:-0.25605958 42:1.6482407 43:-2.1683236 44:-8.7116767 45:1.4428924 46:6.8960452 47:-9.6612803 48:-4.5070876 49:-7.2098812 50:5.152346 51:3.3947993 52:-1.4004173 53:6.6092642 54:-8.0881332 55:-2.0467324 56:-4.189336 57:8.9516283 58:-7.8302276 59:-0.25057928 60:-5.509111 61:7.2324741 62:-7.8117377 63:8.9210526 64:1.0826927 65:1.3161045 66:-2.2618252 67:-5.1920705 68:8.9852472 69:9.8057739 70:-4.2765468 71:0.46444151 72:3.1295748 73:-1.5100768 74:5.0564929 75:-4.023543 76:1.470951 77:0.19004485 78:-10.036362 79:1.1690676 80:5.2306361 81:-3.9376249 82:-3.8988145 83:2.7858556 84:5.9912361 85:6.1827977 86:7.4483815 87:-2.4274207 88:-6.2830175 89:0.75375875 90:-6.5636588 91:-3.9838593 92:-7.1031358 93:8.3030331 94:-8.615718 95:-5.4523799 96:-7.1435926 97:10.277885 98:-6.4346478 99:-6.1701604 100:-0.99954431 101:4.2365447 102:-2.0078045 103:6.66272 104:-5.60344 105:-7.0298708 106:-7.7024885 107:0.10655397 108:-3.6868691 109:-8.2757248 110:6.8928107 111:11.899256 112:8.5182088 113:9.5800856 114:-4.7292003 115:10.400586 116:-7.000053 117:-2.518566 118:5.2139524 119:1.9003515 120:1.7643062 121:8.9520241 122:2.2344954 123:-5.8351399 124:-3.434154 125:4.5020761 126:7.9807879 127:-8.1518669 128:-1.5196044 129:6.4267907 130:7.1596409 131:-4.4283329 132:-2.9350647 133:10.668563 134:0.67876697 135:-4.09044 136:8.69398 137:-1.7440934 138:9.4932879 139:-8.7063966 140:-1.4773032 141:-9.7872326 142:-9.7370684 143:6.3889512 144:1.754031 145:0.89933113 146:-6.9429334 147:-2.430081 148:-8.5890866 149:-1.5656467 150:-1.9383654 151:-1.8551485 152:4.9435434 153:4.8969281 154:-3.5195463 155:-9.4877592 156:-6.3763612 157:8.0217202 158:-1.9136468 159:-3.3255878 160:-0.18684065 161:4.9340214 162:6.9405087 163:-9.5653303 164:3.090868 165:8.3163911 166:0.93409267 167:-4.5683911 168:-5.4968745 169:3.3231345 170:-1.7250084 171:-10.948152 172:-9.4822594 173:-3.4032954 174:8.8465486 175:-3.5172698 176:-6.2281704 177:8.7046529 178:-3.5480636 179:-4.4830911 180:-3.537641 181:0.24924854 182:6.1127094 183:6.7401966 184:-0.041384232 185:3.8674659 186:-4.165428 187:-2.5869724 188:-0.46652896 189:9.0494417 190:4.7579873 191:-9.4851066 192:-2.5204369 193:8.160104 194:-5.4991196 195:1.7127939 196:-9.3576897 197:-9.4469342 198:-9.8983797 199:-4.939233 200:-8.9420003 
+0.082943863145587174 1:7.3947341 2:-3.4176382 3:-4.3822236 4:-2.770247 5:4.2971524 6:10.810398 7:-9.3342763 8:-5.9075244 9:7.3494299 10:6.5552733 11:-9.2161564 12:2.7703058 13:-8.3940095 14:-9.561173 15:-5.4016644 16:4.511623 17:7.1132778 18:2.9088306 19:-9.3847167 20:-1.9080388 21:-3.3608669 22:1.9806568 23:-6.9384225 24:8.8170038 25:0.79833972 26:7.1692537 27:1.4268316 28:-1.0616355 29:6.3899937 30:6.6410133 31:5.5941433 32:2.2137354 33:7.3672063 34:6.337905 35:4.938466 36:3.1090058 37:7.6218442 38:6.7528475 39:-7.8658806 40:-5.6034212 41:-3.6686702 42:0.79261392 43:-2.5650029 44:-9.1771814 45:2.4485678 46:6.2510632 47:-9.403204 48:-5.7181179 49:-8.0234486 50:7.4665853 51:2.2500551 52:-1.3950204 53:8.7506144 54:-8.9498478 55:-3.0925035 56:-3.0291349 57:7.9974115 58:-10.299414 59:-3.0229626 60:-4.7653546 61:8.0156565 62:-4.7269474 63:8.6509416 64:2.5946478 65:1.2498925 66:-0.33794103 67:-5.1439982 68:7.9668755 69:9.0054094 70:-4.8462344 71:-0.77196463 72:2.7760683 73:0.5218678 74:4.710639 75:-3.4137855 76:2.5595449 77:2.1995576 78:-9.206281 79:2.0608797 80:5.7997241 81:-4.7933674 82:-1.8336814 83:2.3345987 84:6.9349752 85:5.4464033 86:5.0358887 87:-4.9990017 88:-8.7143778 89:0.13901529 90:-6.2270637 91:-5.5536591 92:-6.5412937 93:9.2639668 94:-6.4239284 95:-4.7591943 96:-7.9275321 97:9.3410297 98:-7.9400859 99:-9.2486187 100:-0.075610103 101:5.8612567 102:-5.513895 103:5.6572853 104:-7.7968271 105:-6.5442634 106:-6.838789 107:3.0586637 108:-3.7436299 109:-8.018266 110:6.0769224 111:9.2956727 112:6.2490497 113:8.2052594 114:-5.9459217 115:8.4609057 116:-8.3571551 117:-3.9173803 118:5.2616353 119:4.3496264 120:3.3416904 121:8.1576262 122:2.07288 123:-7.894131 124:-2.8268756 125:6.0304047 126:6.1087636 127:-8.6901835 128:0.43895972 129:6.53982 130:6.1280331 131:-2.5449449 132:-4.2256921 133:9.658001 134:-0.11471079 135:-2.8652574 136:7.233804 137:-3.8307416 138:6.8246013 139:-8.8635234 140:0.09996862 141:-9.3989658 142:-8.4704265 143:6.4671272 144:0.091745419 145:-0.4775765 146:-5.4939947 147:0.28444472 148:-6.5329278 149:-2.4950759 150:-0.72446612 151:-1.786704 152:5.9547117 153:3.7469603 154:-6.1497848 155:-9.3671261 156:-8.6841096 157:7.1622249 158:-3.4013124 159:-3.7935393 160:2.3252989 161:6.6639277 162:8.3723464 163:-9.5788852 164:2.3044122 165:9.4207123 166:2.3210174 167:-4.6926603 168:-5.0438218 169:2.1645182 170:-1.4174839 171:-8.8623679 172:-7.6096498 173:-5.8762858 174:7.7294043 175:-3.9414959 176:-5.4472991 177:8.7727173 178:-2.5163688 179:-3.1694677 180:-2.8776264 181:2.3526493 182:5.7852256 183:7.5099424 184:-1.1990585 185:2.8630513 186:-6.1332626 187:-4.8773982 188:-2.0818216 189:8.0009087 190:7.7940365 191:-8.615035 192:-2.9947508 193:5.468866 194:-5.763389 195:1.7616244 196:-8.2991612 197:-8.5853043 198:-8.3909976 199:-3.2638667 200:-6.2056337 
+0.011872670692433564 1:10.249715 2:-3.3850934 3:-3.5767011 4:-2.2340458 5:4.7428835 6:8.7998931 7:-9.8576096 8:-5.6734023 9:6.5298545 10:6.6725539 11:-7.5146773 12:3.0934668 13:-6.4947725 14:-9.556558 15:-4.3350409 16:6.2004184 17:6.1127538 18:2.6948191 19:-7.031269 20:-0.247754 21:-1.2080891 22:2.1093882 23:-5.5330826 24:9.1329832 25:-0.10484601 26:2.849704 27:0.30099019 28:-3.335442 29:7.0201082 30:7.4709903 31:6.7747765 32:6.2739676 33:5.2090785 34:6.7153343 35:7.2724481 36:1.6379378 37:7.3165259 38:5.4002918 39:-7.6829153 40:-3.3102419 41:-1.4127249 42:-2.3338264 43:-0.90517439 44:-8.2947475 45:1.3694168 46:5.6703861 47:-9.8695472 48:-4.2342291 49:-5.1634166 50:7.284238 51:4.7221855 52:-1.9325226 53:7.5693958 54:-7.0324006 55:-3.1546587 56:-4.6212501 57:8.4393587 58:-7.7418779 59:-0.93516824 60:-5.0473821 61:7.3692565 62:-5.2338554 63:10.999661 64:-0.66304868 65:2.0679399 66:-1.0299613 67:-7.1407713 68:9.0889218 69:8.6447593 70:-5.0192927 71:0.38581417 72:0.77205613 73:-0.070410221 74:4.4210435 75:-2.7720169 76:2.0914387 77:1.3688551 78:-9.5288889 79:0.75780912 80:6.2111827 81:-6.6773746 82:-3.3070973 83:2.0180488 84:4.7527574 85:8.168584 86:7.524576 87:-2.0029251 88:-8.616078 89:-3.3320174 90:-6.2012548 91:-5.1595089 92:-7.7133131 93:8.6000916 94:-7.5319404 95:-5.449082 96:-7.0476318 97:8.9909808 98:-7.8236999 99:-5.3435573 100:-2.9812549 101:5.0268182 102:-4.881115 103:6.0276244 104:-7.4666876 105:-5.734465 106:-6.0850421 107:2.4422466 108:-3.0598253 109:-9.9898289 110:6.4250092 111:8.4883419 112:7.2294508 113:8.5222252 114:-6.7206078 115:7.8679159 116:-6.9567187 117:-4.001665 118:2.9571094 119:1.5440291 120:4.5300103 121:8.9625904 122:3.4227949 123:-6.9850944 124:-2.4665483 125:4.5872866 126:5.4826974 127:-7.9318738 128:-0.31189217 129:6.3774371 130:6.8975052 131:-3.4450782 132:-2.2672456 133:9.8116138 134:0.13160839 135:-5.1699667 136:6.7052732 137:-1.2514789 138:7.4731695 139:-9.034072 140:1.0363009 141:-9.6647422 142:-7.5586308 143:7.8098206 144:3.905805 145:1.8981134 146:-4.2818514 147:-2.8147338 148:-9.1522318 149:-1.4977116 150:-1.9203836 151:-2.0438808 152:5.5932004 153:3.9557484 154:-3.9208907 155:-10.284407 156:-6.0856781 157:7.5764261 158:-1.8512016 159:-2.5778453 160:0.50765937 161:5.9867467 162:7.803973 163:-10.743985 164:1.0566712 165:10.296091 166:2.8909981 167:-3.2621708 168:-4.225967 169:3.8089584 170:-4.707352 171:-10.872989 172:-8.3128704 173:-7.8478918 174:7.0497912 175:-3.4569712 176:-6.0735543 177:7.0256551 178:-4.0540793 179:-3.1870306 180:-3.3888678 181:-0.30745267 182:7.7224446 183:5.3010597 184:0.86343099 185:1.1404801 186:-4.9894937 187:-5.4332108 188:-0.9254758 189:9.1766333 190:5.8896047 191:-9.5671988 192:-3.3015164 193:6.1523053 194:-8.3478877 195:0.01240779 196:-6.5238228 197:-10.885057 198:-8.4221533 199:-4.1802573 200:-5.9083216 
+0.052332163337457285 1:9.5571069 2:-4.7448556 3:-5.2095331 4:-4.7427249 5:3.4492033 6:11.130348 7:-9.5434309 8:-6.4063029 9:6.5701777 10:5.3962853 11:-8.1491808 12:4.5261323 13:-7.5659558 14:-9.5250265 15:-6.9483341 16:4.8186624 17:6.154298 18:1.5727141 19:-5.7479001 20:-0.65654941 21:-1.4359381 22:2.044968 23:-6.5152651 24:8.9187588 25:2.3006422 26:6.6752808 27:-0.90103953 28:-2.1026534 29:4.3394875 30:8.2644966 31:6.1518856 32:4.5325627 33:7.9402682 34:7.028029 35:6.7689494 36:3.5412767 37:5.9014593 38:6.514263 39:-8.9791902 40:-5.1917918 41:-1.4064021 42:-0.13130381 43:-2.6145769 44:-9.2536355 45:1.488042 46:7.3033422 47:-9.2756207 48:-4.9335788 49:-9.0900624 50:5.9170866 51:3.3892076 52:-3.0034647 53:8.4974747 54:-7.7280013 55:-2.0428165 56:-3.9838261 57:8.8631938 58:-8.6164859 59:-0.9990505 60:-5.2029781 61:6.6826893 62:-4.5939505 63:11.950499 64:-0.058397119 65:-1.3411133 66:-2.3958536 67:-6.3363498 68:6.9934906 69:9.4585676 70:-4.8606829 71:0.34901365 72:2.2539948 73:-1.8295855 74:5.285789 75:-4.1188096 76:3.1330038 77:1.3535093 78:-7.5357837 79:-0.021144456 80:6.551058 81:-6.4180656 82:-3.2371641 83:1.6291639 84:6.4414823 85:6.8749925 86:7.7809749 87:-0.83558315 88:-7.0056745 89:0.3622658 90:-8.4423378 91:-4.5484481 92:-6.402451 93:7.7894964 94:-7.2876296 95:-7.1166715 96:-5.6092478 97:8.2000553 98:-6.8610886 99:-4.7544908 100:-1.8463518 101:3.8673568 102:-3.9743948 103:7.7448436 104:-9.7482732 105:-5.7005837 106:-8.024962 107:0.86065498 108:-3.4974659 109:-8.2787893 110:5.5649262 111:8.8215828 112:5.585061 113:10.157645 114:-5.9544848 115:7.7655832 116:-9.0422288 117:-4.5272932 118:2.5026963 119:1.7892148 120:4.0051342 121:8.9027717 122:4.3083438 123:-8.0090009 124:-2.5833071 125:2.564714 126:5.2579664 127:-9.4416526 128:-1.5692271 129:4.7023292 130:4.4664933 131:-4.6051889 132:-2.1807894 133:7.5196671 134:-0.28914656 135:-1.6074007 136:5.6487683 137:-3.271212 138:6.7047829 139:-10.147388 140:-0.081922511 141:-10.530331 142:-7.4294873 143:5.1175541 144:3.3429563 145:1.2831915 146:-6.6207336 147:-2.1506781 148:-8.3929733 149:-2.5444755 150:-1.5660893 151:-2.5608651 152:4.6771767 153:2.4868292 154:-4.3665643 155:-9.3939187 156:-7.7376766 157:6.9720457 158:-0.55142703 159:-3.3397587 160:1.1970355 161:4.5702113 162:8.6314651 163:-7.4535526 164:0.079133501 165:8.0318942 166:2.1712983 167:-3.0277498 168:-7.1558792 169:4.1169045 170:-3.3823097 171:-9.5519393 172:-8.8592795 173:-5.3513506 174:7.5627756 175:-3.933446 176:-5.1729859 177:8.337934 178:-3.6087289 179:-2.7567595 180:-4.7959369 181:2.8549415 182:8.3609009 183:4.7926043 184:0.41093135 185:1.6961389 186:-4.0074258 187:-5.309487 188:-2.9514341 189:9.55122 190:6.9409379 191:-8.6821817 192:-2.5568629 193:6.6124654 194:-9.5683158 195:2.3256836 196:-7.5726352 197:-11.042917 198:-6.7172004 199:-2.4168777 200:-4.5543553 
+0.08076280502786394 1:7.1115053 2:-4.7775576 3:-4.0908414 4:-1.8807663 5:5.4403523 6:9.3124926 7:-9.8130516 8:-6.7308131 9:6.8909474 10:4.5092612 11:-6.48009 12:4.3133561 13:-9.8025085 14:-9.054563 15:-4.2428369 16:3.638333 17:6.8486455 18:1.8373304 19:-7.6102379 20:-0.81238809 21:-2.1220379 22:1.987027 23:-6.8690815 24:10.519823 25:-0.32758062 26:2.2305646 27:-1.2569933 28:-1.7030016 29:5.0164072 30:9.0289895 31:5.3780851 32:5.9486242 33:5.1116897 34:5.9398224 35:6.7622379 36:4.234523 37:4.5679892 38:5.609555 39:-9.1177535 40:-3.3995655 41:-1.3720203 42:0.37556558 43:0.80977155 44:-6.8087659 45:3.852978 46:6.687618 47:-10.63561 48:-5.4228681 49:-9.1778917 50:7.7630743 51:1.7948622 52:-2.3453926 53:7.4483715 54:-9.4084693 55:-0.91856777 56:-2.9189151 57:6.8691783 58:-7.5542675 59:0.35482971 60:-5.9997375 61:7.5268082 62:-6.2544294 63:9.7921818 64:1.9578297 65:1.3024784 66:-3.3310299 67:-3.6389841 68:9.1148374 69:9.7221134 70:-4.0481809 71:-0.9018191 72:3.9415654 73:-0.85882404 74:4.4390909 75:-2.6314099 76:3.5323905 77:0.81890454 78:-9.9057643 79:0.44652257 80:5.1005598 81:-7.6003186 82:-1.8037383 83:2.6348531 84:7.5948583 85:7.8726286 86:6.0276566 87:-3.6921427 88:-5.8108316 89:-1.7563067 90:-8.6162272 91:-5.0873118 92:-7.0250459 93:7.0732573 94:-10.287134 95:-4.5105032 96:-7.4516585 97:9.0127907 98:-6.6033511 99:-5.5998021 100:-1.2626148 101:6.6784379 102:-5.5510397 103:8.3149615 104:-7.0658977 105:-5.7249805 106:-6.4304724 107:2.0162017 108:-3.3334202 109:-8.9562794 110:6.5390163 111:9.4762908 112:5.0393417 113:7.2894504 114:-4.8713113 115:8.7543218 116:-5.0452778 117:-5.6518534 118:3.7244527 119:3.0929253 120:3.1024343 121:6.7498308 122:5.1140794 123:-8.3186944 124:-2.7435591 125:5.4562172 126:5.4005045 127:-9.0311453 128:0.87073912 129:4.6471822 130:6.4340187 131:-2.4711933 132:-2.3943761 133:9.2673906 134:0.60153812 135:-3.2287478 136:7.4584431 137:-1.8276498 138:5.8948894 139:-7.9753346 140:0.47561208 141:-11.309419 142:-7.6360381 143:6.9109624 144:2.2162382 145:1.6895324 146:-7.0889964 147:-3.3588341 148:-8.3805255 149:-1.3258155 150:0.066004087 151:-2.3034933 152:5.1584878 153:3.6562057 154:-4.4252533 155:-8.3237452 156:-8.0485405 157:7.6279451 158:-0.86122675 159:-3.0031442 160:1.8316958 161:4.1956892 162:8.0369656 163:-9.3205302 164:1.9095783 165:8.8318628 166:1.2093842 167:-2.5256245 168:-5.3570121 169:2.4219066 170:-2.4053925 171:-9.910957 172:-8.3257094 173:-5.8558267 174:6.624475 175:-2.9396467 176:-6.6945827 177:8.1636693 178:-4.1719151 179:-0.90279727 180:-3.821612 181:2.7055672 182:5.5599867 183:5.4198032 184:-0.72835252 185:2.1734061 186:-4.3563209 187:-4.9205676 188:-2.6881184 189:8.9552683 190:7.3829166 191:-12.083999 192:-3.5248356 193:5.9933015 194:-5.2118383 195:1.1944118 196:-8.2239121 197:-7.8470021 198:-7.0218875 199:-5.5851145 200:-8.1564244 
+0.0055075436063384475 1:7.9421499 2:-3.5985673 3:-4.4922569 4:-2.8795591 5:7.4597263 6:10.164589 7:-9.2055399 8:-5.5192117 9:4.7663128 10:3.4974163 11:-7.2094576 12:3.7614976 13:-7.2461818 14:-8.1448818 15:-5.7787676 16:3.9620392 17:4.0400891 18:2.4702211 19:-7.4359852 20:0.095735505 21:-2.9879707 22:1.7527492 23:-7.6472791 24:10.547313 25:0.83923791 26:3.740342 27:1.8395903 28:-2.8732982 29:6.363843 30:6.5580782 31:7.1596004 32:3.7156578 33:6.67358 34:6.7600662 35:5.9827372 36:3.3284967 37:6.1212535 38:5.91499 39:-6.2171525 40:-4.1264326 41:-0.21647236 42:-0.43630475 43:-0.53394626 44:-8.778706 45:1.8133759 46:8.7303403 47:-9.0793381 48:-6.6754315 49:-6.3376495 50:7.7565915 51:4.9179665 52:-3.0316981 53:7.3143699 54:-9.342064 55:-2.4028274 56:-4.1985292 57:7.6867581 58:-9.08718 59:-3.5587594 60:-5.4768015 61:5.7648507 62:-6.8426821 63:8.41861 64:0.79944658 65:0.67219487 66:-0.52986799 67:-5.3326709 68:9.0201455 69:9.3637703 70:-3.7998247 71:1.4501607 72:2.3048397 73:-1.3256305 74:6.0650495 75:-2.9168031 76:0.71575449 77:2.24161 78:-8.574478 79:1.9983243 80:6.766625 81:-6.3383624 82:-2.6521443 83:2.0525247 84:5.9177441 85:8.9423384 86:7.5035545 87:-2.7441987 88:-8.4032614 89:-2.6076464 90:-6.7331759 91:-5.7377943 92:-7.1850166 93:8.1245203 94:-8.7150301 95:-4.3365702 96:-8.4163999 97:9.1162747 98:-7.4347595 99:-5.1140683 100:-1.0258796 101:3.5571975 102:-5.5284237 103:4.5611838 104:-8.6394458 105:-3.3454863 106:-7.7083139 107:2.124608 108:-2.1780469 109:-8.6426847 110:6.3815843 111:9.695177 112:5.6998381 113:7.0605623 114:-4.1881811 115:9.0437631 116:-7.140003 117:-4.0542141 118:4.1929592 119:1.9359302 120:3.6971302 121:8.3157701 122:4.1520211 123:-5.8025807 124:-3.7430502 125:4.2267527 126:8.4605733 127:-8.4607923 128:-0.071419994 129:5.5620396 130:6.0756346 131:-3.0403143 132:-2.1573332 133:8.5318814 134:0.56365571 135:-4.2536675 136:6.5147346 137:-4.5034929 138:7.6659324 139:-8.8482 140:1.2589495 141:-10.917395 142:-7.3883662 143:6.0685601 144:4.1043283 145:2.6332691 146:-7.1586087 147:-2.1683772 148:-6.538378 149:-3.0623431 150:-2.8702901 151:-1.979253 152:4.8507327 153:2.9741669 154:-3.8888753 155:-6.6843096 156:-6.9508303 157:6.216458 158:-1.9984952 159:-1.4031968 160:1.9183061 161:4.0085326 162:8.2923031 163:-9.3345816 164:2.3878883 165:11.41947 166:1.7486976 167:-4.1438481 168:-4.9175359 169:5.0395188 170:-3.1258563 171:-10.23999 172:-10.13327 173:-5.0319932 174:7.945706 175:-0.65726991 176:-3.5323306 177:7.295187 178:-2.8681751 179:-2.7575646 180:-5.7472364 181:5.6837853 182:6.3879217 183:5.547048 184:-0.89967199 185:2.3366508 186:-5.1949952 187:-2.8695068 188:-0.30199862 189:9.723173 190:6.0771106 191:-7.9238326 192:-1.7191194 193:7.0174629 194:-4.7536272 195:0.70854199 196:-7.828625 197:-9.2371222 198:-9.7620365 199:-4.1469011 200:-5.8141229 
+0.043449300530319084 1:9.3302776 2:-5.7204233 3:-3.9571395 4:-3.4713727 5:4.2656402 6:10.407165 7:-9.9419135 8:-5.7028838 9:5.125989 10:5.3065364 11:-6.5001918 12:5.1220794 13:-7.0229931 14:-11.65202 15:-4.1795928 16:2.9797651 17:4.3544038 18:3.9791855 19:-6.7326035 20:-2.6106571 21:-1.3987458 22:3.9653176 23:-7.9910871 24:7.4593835 25:-0.59309114 26:1.6152438 27:-0.41748251 28:-1.3888 29:4.2334171 30:7.7362606 31:4.9220604 32:5.1955124 33:7.1755485 34:6.3295003 35:7.0809591 36:4.1343053 37:6.1942293 38:6.6669937 39:-8.3716224 40:-3.8018638 41:-0.95871219 42:1.4405569 43:0.41308455 44:-8.6002378 45:1.7195772 46:5.8126412 47:-10.323529 48:-6.5839884 49:-7.5767256 50:7.2190798 51:4.1988731 52:-1.1301404 53:7.9527324 54:-9.1326515 55:-1.0304834 56:-2.7081374 57:7.3622952 58:-8.1692506 59:-0.35454714 60:-4.8607253 61:8.8246811 62:-5.3072445 63:9.0255098 64:1.6902933 65:0.46765476 66:-3.5326851 67:-5.3198431 68:9.445048 69:8.6248208 70:-3.8114859 71:-0.51529926 72:1.3130008 73:-0.86510911 74:5.5550639 75:-3.6828144 76:1.6011638 77:2.1511894 78:-8.4531214 79:0.45581233 80:5.668329 81:-5.0177205 82:-2.5573304 83:4.600062 84:4.3507696 85:7.5665608 86:8.555329 87:-2.5914931 88:-8.6849049 89:-1.53159 90:-7.509615 91:-7.0376526 92:-6.8670578 93:7.8812446 94:-6.3579028 95:-4.6866067 96:-8.3562561 97:10.289031 98:-9.2361022 99:-5.0124885 100:-1.0435136 101:5.4712566 102:-3.8291412 103:7.541872 104:-5.4723587 105:-5.5808485 106:-8.6611437 107:3.1822153 108:-5.0710394 109:-9.5298632 110:5.1397844 111:8.4323844 112:7.2820304 113:8.9280116 114:-6.2665707 115:10.173766 116:-6.9779238 117:-5.4949778 118:3.906488 119:3.270899 120:3.7288888 121:8.8333844 122:5.2790208 123:-7.6172245 124:-3.4867971 125:5.0951271 126:5.2300301 127:-8.6764609 128:-0.84492228 129:7.100468 130:5.1438571 131:-2.4653933 132:-1.0270654 133:10.346487 134:-0.56088601 135:-3.0685098 136:7.878106 137:-3.8345481 138:5.9163969 139:-7.3170006 140:1.9096295 141:-7.8447997 142:-9.5369918 143:7.0983146 144:3.1084405 145:1.9178207 146:-6.2958537 147:-2.5294083 148:-6.2473758 149:-0.50854052 150:0.94502397 151:-2.4139945 152:5.6758814 153:4.3171868 154:-3.8780185 155:-6.1146526 156:-5.5845631 157:6.1672146 158:-2.5697398 159:-3.907235 160:2.7365475 161:6.7506379 162:6.9086411 163:-8.3343986 164:1.5790085 165:9.4493717 166:3.1105817 167:-5.2940105 168:-4.2852101 169:3.6693 170:-2.6405749 171:-9.4760866 172:-9.3927369 173:-7.1232335 174:7.1796918 175:-2.3321584 176:-5.9115494 177:9.3621478 178:-2.4859935 179:-4.0908109 180:-5.0371405 181:1.4657314 182:5.426637 183:6.2443691 184:-0.073456425 185:2.7554755 186:-4.2635611 187:-5.0214291 188:-1.9701092 189:9.9212095 190:5.9800623 191:-11.747131 192:-2.2628165 193:7.3479535 194:-6.2865121 195:1.5910883 196:-8.6669711 197:-8.5101086 198:-9.1004583 199:-3.8510972 200:-7.8467277 
+0.083538368635853039 1:8.3897066 2:-2.821922 3:-6.3222327 4:-2.1210641 5:5.4244136 6:10.805187 7:-10.895987 8:-4.9752839 9:8.89443 10:5.3937686 11:-8.0676643 12:0.88717933 13:-10.158488 14:-8.5506909 15:-5.3429237 16:2.4989186 17:5.853446 18:2.7573715 19:-6.5813797 20:-1.1460538 21:-2.7790478 22:3.14736 23:-7.872711 24:8.1842915 25:-0.42279841 26:3.6129945 27:0.54100023 28:-1.4052873 29:4.36354 30:7.9203992 31:5.5304705 32:3.4296748 33:7.9671081 34:4.9622729 35:7.9564806 36:3.3408167 37:6.5980956 38:4.5632496 39:-8.2260179 40:-2.7044571 41:-1.4892087 42:2.0233907 43:-3.0448437 44:-9.3597259 45:1.1674067 46:7.5704746 47:-10.315851 48:-4.6585666 49:-7.1665365 50:7.4302229 51:3.6257202 52:-2.7690916 53:7.5227879 54:-8.6478739 55:-1.4874097 56:-3.5155603 57:7.7441518 58:-8.126051 59:-0.99835588 60:-6.2808854 61:7.0116197 62:-3.0332171 63:9.6320701 64:-0.67695983 65:1.8900464 66:-0.044705816 67:-5.2520413 68:8.7778493 69:9.5258258 70:-3.8780541 71:1.0272714 72:2.1605375 73:-3.1654325 74:5.9608728 75:-5.9934051 76:1.6808535 77:0.80424798 78:-9.424233 79:0.059611515 80:3.3277137 81:-6.4383224 82:-3.6257446 83:2.4903678 84:6.1828885 85:6.4634315 86:6.3665546 87:-1.5849363 88:-7.9665265 89:0.74590215 90:-8.4978234 91:-4.7440553 92:-6.3895228 93:10.294452 94:-8.6169853 95:-4.408847 96:-5.9941072 97:9.9732159 98:-8.8822752 99:-9.1691116 100:-0.27399372 101:4.0070546 102:-4.2641272 103:5.4836934 104:-6.295866 105:-7.5787169 106:-9.5129172 107:1.161391 108:-3.9408085 109:-9.4967791 110:4.6590291 111:10.102934 112:3.6852483 113:10.53273 114:-7.586111 115:9.7942004 116:-7.6391217 117:-2.582039 118:2.7947948 119:3.7727397 120:4.021744 121:7.6043082 122:2.3366594 123:-6.4524939 124:-3.8421135 125:5.1241069 126:7.2874766 127:-7.7833009 128:-0.51373723 129:5.4678012 130:4.6228245 131:-3.1309073 132:-0.61693735 133:9.6618036 134:0.97853297 135:-2.3612768 136:7.8994862 137:-2.881035 138:6.6857952 139:-11.113954 140:0.47295015 141:-10.24436 142:-5.2847477 143:5.9783402 144:3.9029646 145:1.0184162 146:-6.2684571 147:-0.75471266 148:-8.2127193 149:-0.92073118 150:-2.6469021 151:-3.8669874 152:6.2448634 153:3.8044793 154:-4.6934934 155:-9.915202 156:-6.2665432 157:7.1457204 158:0.045002932 159:-1.3859398 160:1.6418658 161:4.7529242 162:8.9370358 163:-10.719519 164:1.4922765 165:9.9432404 166:0.95015763 167:-4.6978734 168:-6.7437549 169:3.7559575 170:-2.8883003 171:-9.6057286 172:-10.130521 173:-5.5288997 174:7.6940893 175:-4.6561171 176:-6.9255121 177:7.5167391 178:-2.7685578 179:-2.5939083 180:-3.3808656 181:1.9796971 182:6.1310622 183:4.5769432 184:-0.33910647 185:3.2652287 186:-2.7721858 187:-4.1922009 188:-2.8173581 189:9.3001609 190:6.5811155 191:-11.234821 192:-2.3926819 193:7.0705519 194:-5.9810022 195:1.5194171 196:-8.5563646 197:-9.4906824 198:-7.1382995 199:-3.5440308 200:-6.7189891 
+0.085619562811584823 1:9.287283 2:-3.2919949 3:-5.913043 4:-0.94845246 5:6.3767217 6:8.8859523 7:-9.6983161 8:-4.7125829 9:5.0810607 10:6.6213037 11:-5.4703623 12:3.329728 13:-7.7117851 14:-9.6446717 15:-4.456471 16:2.6887643 17:7.4498108 18:1.7818607 19:-7.0734036 20:-1.1069529 21:-3.0354166 22:2.7767547 23:-6.2899072 24:8.6702881 25:0.9867343 26:4.0429885 27:-1.1326811 28:-1.6207849 29:3.5462046 30:5.8879562 31:5.9366583 32:3.2827332 33:6.581483 34:4.8992227 35:6.730351 36:3.6196619 37:5.6914288 38:5.6119656 39:-7.5235853 40:-3.8402704 41:-2.4195215 42:-0.12187579 43:-1.8479856 44:-7.68902 45:2.7643216 46:5.9369828 47:-8.2359909 48:-5.9420018 49:-7.3441499 50:6.9998865 51:3.768265 52:-2.5916888 53:7.9728001 54:-10.434158 55:-3.6004276 56:-3.9350193 57:7.7700454 58:-8.0407375 59:-0.39277663 60:-5.4543226 61:8.7480437 62:-4.4994057 63:10.44404 64:-0.028509532 65:0.76279267 66:-1.7244278 67:-6.2595683 68:6.5249327 69:11.190805 70:-4.7461789 71:1.5811688 72:2.0549762 73:-1.5739493 74:4.678498 75:-2.8769391 76:2.3737742 77:2.366347 78:-10.589395 79:2.9701059 80:6.5990311 81:-4.1111547 82:-3.249537 83:1.3280041 84:5.0052964 85:9.0298475 86:7.4766644 87:-2.1114283 88:-8.4347501 89:-1.2669876 90:-6.7369729 91:-4.1956027 92:-9.0635597 93:9.054734 94:-8.2134037 95:-2.1116112 96:-7.9392173 97:10.513906 98:-8.3988376 99:-7.0484708 100:-2.013815 101:4.9822393 102:-3.2633828 103:6.6556339 104:-7.8829513 105:-6.388828 106:-8.5616636 107:2.1657782 108:-2.8136065 109:-10.149834 110:5.3099521 111:9.7220676 112:5.3220725 113:7.9419779 114:-7.2625057 115:10.260018 116:-7.6598639 117:-3.6668113 118:4.5316351 119:2.3531655 120:3.6905563 121:7.5141861 122:3.7469746 123:-6.1659091 124:-0.92649496 125:5.4049264 126:5.6270816 127:-6.0259629 128:-0.34481 129:7.0537232 130:4.3800579 131:-2.8723998 132:-3.0341771 133:10.099834 134:0.68961358 135:-3.9438025 136:7.3296912 137:-4.5060515 138:6.9946015 139:-8.3815771 140:-0.81265265 141:-8.7520875 142:-5.9325243 143:4.8579684 144:3.5035091 145:2.1745355 146:-6.4666235 147:-1.7880744 148:-9.1104849 149:-0.035048564 150:-2.1542287 151:-3.3493644 152:6.8059759 153:1.3772422 154:-4.3611145 155:-8.8893019 156:-5.8128958 157:7.7646787 158:-2.7700789 159:-2.0562797 160:3.4171252 161:3.8030834 162:7.2240032 163:-10.716652 164:2.1304413 165:5.5752049 166:2.4843908 167:-2.1442202 168:-5.3755018 169:3.6687432 170:-1.3840879 171:-9.1133579 172:-9.3525089 173:-6.2441787 174:8.2366007 175:-4.2855065 176:-7.4777619 177:6.7509696 178:-4.3824589 179:-3.4836125 180:-2.894812 181:0.72291132 182:9.3904483 183:5.2197322 184:-1.1217804 185:2.0273938 186:-4.3919353 187:-4.2387276 188:-1.756401 189:9.458067 190:8.8033722 191:-10.802798 192:-4.5048676 193:6.4439148 194:-8.8559764 195:2.9613811 196:-6.3925225 197:-7.3399504 198:-8.6073146 199:-3.916224 200:-6.9035651 
+0.084951147323805307 1:6.2108634 2:-4.1792366 3:-3.4020684 4:-3.3839052 5:6.0383007 6:10.760856 7:-10.336488 8:-6.435479 9:7.0803461 10:4.7006435 11:-10.07645 12:3.0526083 13:-8.7932497 14:-10.123417 15:-5.073552 16:3.1878197 17:5.4273324 18:1.7460523 19:-7.5046608 20:-0.67770133 21:-1.4180844 22:3.7899696 23:-6.2570207 24:8.53735 25:-2.1579399 26:3.4052655 27:0.94284594 28:-1.5192406 29:5.1437713 30:7.6663424 31:5.0945016 32:5.8612875 33:7.4146495 34:5.8004581 35:7.3341549 36:4.4236899 37:4.8083133 38:6.2441744 39:-9.7796402 40:-5.3217502 41:-1.7684425 42:-0.11880404 43:-1.6382467 44:-9.6115552 45:2.4313096 46:6.8699451 47:-10.238596 48:-3.6382732 49:-6.8935502 50:8.0149189 51:3.8194411 52:-3.4552613 53:6.4324682 54:-6.8807852 55:-1.891487 56:-2.5852228 57:10.162087 58:-9.4546544 59:-1.0726761 60:-5.9570647 61:6.4485587 62:-4.3092311 63:9.1581648 64:1.2055034 65:0.72958628 66:-0.0064479318 67:-6.5831556 68:7.1881369 69:8.8286968 70:-2.6499583 71:-0.1965702 72:3.0671172 73:-1.1792079 74:4.6599403 75:-0.77746389 76:1.4726761 77:2.0978303 78:-9.2626582 79:1.9784684 80:5.5678676 81:-6.3896459 82:-3.0883305 83:1.596559 84:5.6677876 85:8.5733411 86:5.5542761 87:-1.9205576 88:-7.298905 89:-0.8584904 90:-5.2302128 91:-5.3762324 92:-7.3044358 93:8.6105782 94:-7.145785 95:-5.4175224 96:-7.8312294 97:9.2920312 98:-8.2590398 99:-7.798428 100:-2.9987396 101:5.2633771 102:-3.0489882 103:5.1898198 104:-5.5430194 105:-5.5711961 106:-7.6426046 107:1.5431516 108:-2.0753618 109:-9.62496 110:6.136832 111:9.7359727 112:5.7030959 113:8.0302522 114:-6.5315558 115:10.637364 116:-7.4128066 117:-4.8268026 118:4.2674851 119:3.4423251 120:5.4340788 121:8.8598534 122:3.9213493 123:-6.5685281 124:-3.3212155 125:3.0509504 126:7.8944459 127:-10.33955 128:-1.219411 129:5.7277071 130:7.693373 131:-4.4373999 132:-2.9585585 133:11.331886 134:1.8591035 135:-3.0065205 136:6.4519776 137:-1.5116228 138:6.8369042 139:-8.1823838 140:-1.0186233 141:-7.2861444 142:-7.1609368 143:4.1678536 144:2.3866841 145:1.9175401 146:-5.7603033 147:-0.32616986 148:-8.4738485 149:-1.0764598 150:-1.6412703 151:-2.3018491 152:4.4041448 153:5.2058818 154:-5.0442079 155:-8.6763274 156:-7.3286709 157:6.6885549 158:-0.21249666 159:-2.3782869 160:2.0166665 161:4.3305061 162:7.6489566 163:-7.8354712 164:0.88257963 165:9.4367694 166:2.0415008 167:-2.8558442 168:-3.24162 169:3.4358795 170:-2.1642064 171:-11.655977 172:-7.2608177 173:-5.0490552 174:8.3646062 175:-4.7919028 176:-7.0657975 177:7.6768729 178:-3.7534082 179:-2.0019959 180:-5.1904823 181:2.7971868 182:6.7172323 183:5.974751 184:-1.6864926 185:0.037706442 186:-3.4836161 187:-5.4256938 188:-1.088705 189:8.3858453 190:7.1433227 191:-10.770012 192:-4.0549875 193:7.3805099 194:-6.7654142 195:0.7669923 196:-7.0766239 197:-7.9519704 198:-6.9072721 199:-1.0537923 200:-5.5038416 
+0.13017716307136756 1:6.7982344 2:-2.3964911 3:-4.9241094 4:-3.060306 5:4.885039 6:9.9960976 7:-10.873573 8:-3.542523 9:7.6253115 10:5.303688 11:-8.5910837 12:3.391516 13:-9.3798494 14:-6.8458327 15:-4.538731 16:4.976232 17:4.8564025 18:2.117241 19:-4.4771525 20:-0.73777977 21:0.023618808 22:1.0410317 23:-8.3105187 24:7.6148279 25:-1.2135912 26:4.7660231 27:-2.6965083 28:-2.6905845 29:5.4409705 30:7.6201373 31:6.5876043 32:4.2350947 33:6.4759382 34:6.7758236 35:4.3702143 36:5.349342 37:6.4585835 38:7.4155588 39:-10.119657 40:-4.0070708 41:-1.6653874 42:-0.21063267 43:-2.7575702 44:-9.1919875 45:2.4767276 46:4.9802565 47:-8.692196 48:-4.6160782 49:-7.0917625 50:7.6563698 51:3.5977187 52:-4.7721158 53:6.4418954 54:-8.2389552 55:-0.32776349 56:-4.8226243 57:9.584578 58:-7.423372 59:0.13822 60:-6.3433781 61:7.399321 62:-5.3918675 63:10.072937 64:0.13565455 65:0.31172508 66:-0.3701367 67:-6.0195217 68:8.2449109 69:8.1808002 70:-3.7029258 71:0.068262432 72:2.9497877 73:-2.8655527 74:2.556892 75:-4.3177282 76:1.0407138 77:2.4926555 78:-9.879311 79:0.9249432 80:6.6665587 81:-6.7200078 82:-3.0454359 83:1.381271 84:5.4708585 85:7.9227368 86:6.4139497 87:-3.0869869 88:-8.4794808 89:-1.8228254 90:-5.1062146 91:-5.8132893 92:-5.1088981 93:8.4661958 94:-7.9695691 95:-5.0854376 96:-8.8090206 97:8.6655145 98:-8.1223274 99:-8.0533418 100:-1.3703551 101:5.091058 102:-3.7485094 103:5.9243806 104:-6.3392058 105:-4.6550739 106:-8.6685605 107:0.41132684 108:-2.316277 109:-8.9643996 110:5.038696 111:9.1527292 112:7.2289862 113:7.7554274 114:-6.5066889 115:10.167679 116:-7.6888258 117:-5.7508105 118:4.3589283 119:1.3707383 120:2.7976732 121:6.5210445 122:2.7385639 123:-7.173285 124:-2.753065 125:5.4610079 126:5.2071424 127:-7.6623846 128:0.006007461 129:6.3634642 130:7.2113345 131:-6.5614005 132:-2.9345717 133:12.193996 134:-0.36493018 135:-4.7589361 136:7.0750407 137:-3.3466554 138:7.6349796 139:-8.1717364 140:0.76360016 141:-10.022191 142:-5.4290363 143:8.9084147 144:4.0096349 145:1.5675032 146:-7.2774993 147:-1.2389682 148:-8.8802138 149:-2.722079 150:-1.9852513 151:-3.2340551 152:4.701747 153:2.078219 154:-2.8095397 155:-8.2156965 156:-5.365338 157:6.6271695 158:-2.7043245 159:-2.2343671 160:0.69281739 161:5.0102226 162:7.2967584 163:-7.8453544 164:1.8062812 165:9.2355055 166:1.2778278 167:-4.0169484 168:-8.3026782 169:1.8955409 170:-1.4882462 171:-8.7830838 172:-7.109608 173:-5.7109418 174:7.904595 175:-2.9649538 176:-5.4503016 177:8.9871933 178:-4.5266643 179:-3.8390804 180:-2.4840027 181:0.8971921 182:6.2183574 183:4.417899 184:-1.3175697 185:1.5761724 186:-5.4348149 187:-4.8811572 188:-2.0846409 189:8.9080166 190:5.9257382 191:-9.6386863 192:-2.3961928 193:6.3279683 194:-6.8462006 195:1.7248588 196:-6.5713367 197:-7.927919 198:-7.3278582 199:-3.7560046 200:-7.7848317 
+0.12165818863821178 1:8.1854369 2:-4.9359641 3:-4.7170764 4:-2.6089694 5:5.7454993 6:12.040037 7:-10.459422 8:-5.5377429 9:4.6180426 10:4.6067385 11:-7.8312658 12:4.7560182 13:-7.1124356 14:-10.040883 15:-2.7680748 16:3.3818872 17:6.3886855 18:1.1081809 19:-5.2671805 20:0.16485552 21:-2.0053331 22:2.2669447 23:-4.6055352 24:8.7036785 25:0.86427831 26:3.8742736 27:2.7297296 28:-2.0005776 29:4.8072547 30:6.4789463 31:8.0294769 32:1.1405188 33:8.092931 34:5.4283826 35:7.9823296 36:2.9334802 37:6.9613368 38:4.9446733 39:-8.2155953 40:-3.3061682 41:-0.99217279 42:-1.5825224 43:-0.77600464 44:-8.4932808 45:2.6503084 46:6.8569207 47:-9.2152438 48:-4.2551508 49:-8.2382851 50:8.1158434 51:3.4977651 52:-3.0222567 53:8.0810533 54:-8.3884901 55:-2.3564402 56:-2.2036626 57:10.333096 58:-9.250128 59:-1.6252689 60:-6.8653661 61:6.1883848 62:-5.7766009 63:10.188018 64:-0.15866632 65:-0.16971304 66:-2.361789 67:-5.8134339 68:9.2182246 69:7.1797066 70:-5.7461414 71:1.2185525 72:2.7192807 73:-1.7726746 74:4.4009247 75:-3.9224517 76:5.0692291 77:2.0951711 78:-9.3011104 79:2.4044857 80:9.3067042 81:-5.5884094 82:-2.6573061 83:2.774567 84:5.8336493 85:7.7834555 86:6.1156593 87:-1.2965768 88:-7.2810978 89:-0.83176929 90:-6.1562842 91:-4.2396796 92:-7.2488158 93:10.515846 94:-8.1158296 95:-3.8155699 96:-5.6744133 97:8.5805643 98:-5.7555187 99:-6.4812908 100:-1.0869458 101:3.7576382 102:-4.4264467 103:5.3291224 104:-5.7313331 105:-5.1642581 106:-7.0946275 107:1.7083131 108:-3.2558842 109:-8.8022371 110:4.1208669 111:9.8826692 112:6.5063862 113:9.4609807 114:-5.6396182 115:8.6243993 116:-7.823497 117:-2.5504485 118:2.933083 119:2.38518 120:4.4931224 121:10.128391 122:3.7494221 123:-4.8709002 124:-3.5262475 125:5.7173264 126:6.5062606 127:-9.3471794 128:-0.56488538 129:6.6512569 130:4.8147614 131:-2.3731389 132:-3.16108 133:9.1129439 134:1.0040607 135:-3.6224145 136:7.1750499 137:-3.1014819 138:8.6360046 139:-9.5807466 140:0.20807466 141:-10.657908 142:-6.5870701 143:7.0700615 144:2.4091964 145:1.306069 146:-4.1561855 147:-2.4129089 148:-7.9893546 149:-1.7283986 150:-3.0398249 151:-2.1666459 152:5.5027417 153:4.3440902 154:-5.948806 155:-8.8143337 156:-6.834088 157:7.8209042 158:-0.92567513 159:-2.3902812 160:2.5695976 161:5.1840501 162:5.3870725 163:-8.7538906 164:1.6659771 165:6.8946584 166:1.5726614 167:-3.5567805 168:-6.1860243 169:3.7154939 170:-1.2625936 171:-10.301765 172:-9.7373417 173:-7.5352779 174:6.9203101 175:-3.8015682 176:-6.6258063 177:8.2977187 178:-2.0792846 179:-3.7788197 180:-3.225777 181:2.6154122 182:5.4911975 183:5.8808299 184:0.039364965 185:1.1886027 186:-4.1988367 187:-3.2375935 188:-0.6752428 189:9.4218117 190:8.9050234 191:-9.1599298 192:-0.83210496 193:5.0263121 194:-5.2345047 195:0.67281187 196:-7.9315231 197:-10.326621 198:-9.620002 199:-5.6248052 200:-6.4707705 
+0.1358703706450988 1:9.4406102 2:-3.3879677 3:-4.6651753 4:-0.79801143 5:5.1086559 6:7.7630792 7:-11.781091 8:-4.7087739 9:5.5553882 10:4.8683019 11:-7.3782463 12:3.969766 13:-6.2023667 14:-7.7001311 15:-3.5341287 16:3.13056 17:5.0856437 18:3.3687802 19:-7.9075584 20:-1.19041 21:-3.5144291 22:0.49088758 23:-9.0616172 24:8.4556785 25:0.14365255 26:3.0216752 27:-1.1943645 28:-2.1943568 29:6.9341101 30:7.5946233 31:6.472382 32:4.7444914 33:6.8845499 34:6.1793498 35:8.0760831 36:4.9892404 37:5.3526264 38:5.6376213 39:-6.9098563 40:-2.1360464 41:-0.30662515 42:0.86753137 43:0.88661674 44:-10.084998 45:3.2287689 46:5.6923231 47:-8.9934964 48:-5.1838447 49:-8.6801865 50:6.1203497 51:4.6506073 52:-2.9615522 53:9.9683832 54:-9.1109942 55:-1.9669083 56:-5.8728599 57:10.630878 58:-6.9141011 59:-3.2762703 60:-5.1549108 61:6.0492368 62:-5.8494899 63:8.6136409 64:1.5711127 65:1.5182139 66:-1.0953962 67:-7.0304069 68:6.4598245 69:9.66162 70:-3.9096801 71:1.9011516 72:3.5989477 73:-1.2225695 74:3.4754831 75:-4.4864854 76:4.3647556 77:2.7328927 78:-11.285067 79:1.5629305 80:5.7288742 81:-4.5755001 82:-3.3141723 83:2.5952919 84:5.2245052 85:8.5293219 86:6.7111999 87:-2.9376758 88:-7.8354732 89:-1.4946196 90:-7.84435 91:-3.7876289 92:-6.1277835 93:7.0382641 94:-7.8684787 95:-5.8204171 96:-7.240901 97:7.7876604 98:-9.710824 99:-6.5493937 100:-1.6042799 101:3.7724693 102:-4.8968992 103:7.7509881 104:-5.616069 105:-6.0382569 106:-8.9741503 107:1.9725057 108:-3.162426 109:-9.590562 110:5.8271939 111:8.8595139 112:7.774898 113:7.6880727 114:-5.0788144 115:8.7812436 116:-6.3933467 117:-3.4025029 118:5.8884715 119:3.2590637 120:3.0571089 121:8.3433471 122:2.1356903 123:-7.5605202 124:-3.8052265 125:4.3320387 126:7.2726796 127:-8.8873711 128:-1.6067028 129:4.0638656 130:5.6949261 131:-2.1172331 132:-2.8635864 133:9.9044963 134:0.85053473 135:-3.4670831 136:7.0202387 137:-1.1322157 138:6.6726409 139:-9.0585166 140:2.9899559 141:-10.569227 142:-6.6419971 143:7.7340108 144:3.8205271 145:0.27949774 146:-5.449885 147:-1.1975976 148:-6.6265665 149:-2.20109 150:-2.4600811 151:-2.4267039 152:5.5610124 153:3.444686 154:-5.8838573 155:-7.6819559 156:-6.518998 157:6.9869614 158:-3.357943 159:-2.9199862 160:1.4260403 161:6.39787 162:6.4191096 163:-9.4652677 164:1.9836771 165:10.294021 166:1.7987114 167:-6.0257832 168:-6.5689678 169:2.8732049 170:-1.6046834 171:-10.410813 172:-8.4941147 173:-6.0455958 174:7.8347944 175:-1.6157808 176:-5.4374428 177:7.8629265 178:-4.2576335 179:-3.1185184 180:-4.6628997 181:2.6858146 182:7.9991867 183:4.5333429 184:-0.86890541 185:0.52013376 186:-3.0851051 187:-4.5429641 188:-0.87974435 189:9.0237465 190:5.8094513 191:-9.6838103 192:-2.0483513 193:5.9020158 194:-6.7501662 195:0.7850214 196:-5.0340941 197:-11.200746 198:-8.6370438 199:-4.0883304 200:-5.787947 
+0.013359550718393126 1:9.3668355 2:-4.1056728 3:-4.5236775 4:-4.8712815 5:4.1585167 6:9.7998855 7:-9.3978304 8:-5.0678921 9:5.6008776 10:4.3243261 11:-8.0856887 12:1.7626122 13:-5.6220222 14:-8.9014319 15:-7.2996769 16:3.0733696 17:6.0610647 18:3.6236149 19:-6.8623853 20:-3.7246498 21:-2.3693189 22:1.0026428 23:-7.4658076 24:8.4206375 25:0.82338348 26:2.0088595 27:-0.5548381 28:-1.9326427 29:5.8865 30:5.970548 31:5.2981668 32:6.0708551 33:6.5784082 34:4.1368145 35:8.25396 36:3.2663016 37:8.3139773 38:6.9137309 39:-8.818219 40:-4.1852624 41:-0.22732031 42:2.0233638 43:-1.0625014 44:-7.0161988 45:2.9002755 46:5.630001 47:-8.8470058 48:-4.9721829 49:-5.5410462 50:5.8912712 51:3.7257984 52:-3.2705944 53:6.7351878 54:-8.4307481 55:-3.4596671 56:-2.9277611 57:7.4688007 58:-9.9453309 59:-1.2576976 60:-5.7463617 61:8.3373779 62:-3.2671509 63:8.8784911 64:1.6132399 65:0.94500609 66:-3.8570802 67:-4.9460269 68:7.623596 69:9.6398505 70:-6.3523035 71:-0.2590742 72:3.0032151 73:-1.2311465 74:5.6694081 75:-3.6858998 76:1.9908873 77:2.3234364 78:-10.024161 79:0.82267494 80:4.8389427 81:-6.3430095 82:-3.5481195 83:4.0466258 84:6.8754948 85:8.6316975 86:6.6298251 87:-4.4262359 88:-7.8888011 89:-1.5837368 90:-8.4259196 91:-4.6370981 92:-7.5938316 93:7.3807135 94:-9.1878414 95:-5.6456376 96:-8.0510868 97:9.2400578 98:-7.3316104 99:-6.4090028 100:-0.36600586 101:6.5176102 102:-4.0911323 103:5.884908 104:-5.425427 105:-5.8485636 106:-7.3676303 107:2.010847 108:-4.2894979 109:-9.2659743 110:6.0889244 111:9.4684009 112:5.2567573 113:9.2888647 114:-6.7157039 115:7.9033691 116:-7.7018027 117:-2.4896348 118:3.8928058 119:3.6494679 120:2.838888 121:9.6894785 122:4.178923 123:-6.9120506 124:-3.2453363 125:4.7290546 126:6.373699 127:-8.3836835 128:-1.3414412 129:5.1672562 130:5.3740228 131:-4.2497071 132:-3.1505201 133:10.72437 134:0.71311601 135:-2.5183343 136:6.1942823 137:-3.9451852 138:6.0491825 139:-8.7990532 140:1.6725196 141:-10.813831 142:-7.7007841 143:6.9634415 144:3.7643425 145:-1.5570493 146:-4.6508447 147:-2.0381569 148:-8.7163932 149:-3.45219 150:-1.0088903 151:-3.6515177 152:4.0024614 153:3.3430014 154:-5.0644592 155:-7.4730174 156:-6.5735329 157:6.4083371 158:-1.5030429 159:-1.4788129 160:2.375135 161:3.3269709 162:6.146953 163:-7.1081416 164:2.6879322 165:9.0648997 166:1.9310551 167:-3.7612459 168:-4.1971212 169:4.7059735 170:-1.6535529 171:-10.054135 172:-7.4689806 173:-5.3727305 174:7.448309 175:-3.4752296 176:-5.2873609 177:4.3733073 178:-2.4222691 179:-2.3548896 180:-4.4364588 181:2.912422 182:6.6668363 183:6.3457949 184:-1.0818599 185:3.7340101 186:-4.6523423 187:-5.7496803 188:-1.7334347 189:7.4641985 190:4.8384738 191:-10.358952 192:-2.6002841 193:6.9419387 194:-6.6261216 195:1.4014431 196:-7.4704662 197:-8.8937767 198:-8.6838389 199:-5.7737887 200:-4.946965 
+0.099410749736891166 1:10.151148 2:-4.8876817 3:-2.9999514 4:-4.474562 5:4.3786873 6:11.359625 7:-9.2545416 8:-6.2987094 9:7.8390793 10:6.2288004 11:-8.2521172 12:2.8461431 13:-8.3923488 14:-9.7641949 15:-5.851652 16:3.6019003 17:5.2800075 18:0.58856736 19:-7.1325897 20:-2.8700104 21:-0.75496533 22:1.2170901 23:-6.9050521 24:7.8541415 25:-0.08524645 26:3.5567932 27:0.30989109 28:-1.9636679 29:5.0638768 30:6.4450967 31:6.0505017 32:3.4187126 33:6.6351952 34:5.3568808 35:6.7423666 36:4.3076093 37:8.069552 38:6.1980736 39:-6.9119561 40:-4.4915821 41:-0.81327791 42:0.83933533 43:1.0118155 44:-8.751966 45:3.1451927 46:6.080527 47:-9.3828179 48:-3.7407192 49:-7.9946854 50:7.9845753 51:3.5519739 52:-2.4663119 53:6.7080417 54:-9.6577506 55:-2.7288022 56:-3.714442 57:8.4656475 58:-8.4231095 59:-0.72447568 60:-6.0175683 61:6.2772102 62:-5.6315931 63:10.75162 64:0.22075742 65:2.7043151 66:0.80603366 67:-4.8354772 68:8.0381212 69:8.8227815 70:-4.0680248 71:-0.24891972 72:2.9916066 73:-2.775943 74:4.3557309 75:-3.9310842 76:1.5460435 77:1.4041619 78:-9.0677783 79:2.0260101 80:5.6168799 81:-3.9028963 82:-4.0535552 83:3.4137608 84:5.3694089 85:6.9286991 86:7.1522127 87:-2.8860813 88:-9.7276584 89:-1.5071543 90:-7.9201527 91:-3.4509743 92:-7.7523973 93:8.5808853 94:-8.7617967 95:-2.4216245 96:-6.9068317 97:8.8351141 98:-7.4027212 99:-5.8734136 100:-2.6196022 101:5.3739412 102:-3.5910843 103:8.1054466 104:-7.5513337 105:-5.6353996 106:-6.2625754 107:0.30683739 108:-2.7295649 109:-9.9693537 110:7.1137583 111:6.6145481 112:7.2761545 113:6.9819503 114:-6.7822016 115:6.9954703 116:-8.0131149 117:-4.9298294 118:4.2424852 119:1.6296566 120:5.2460375 121:7.7256246 122:3.2083463 123:-6.0298401 124:-2.7206184 125:3.135885 126:3.9307691 127:-7.9643777 128:-0.75513548 129:7.2281859 130:6.7806436 131:-3.8305957 132:-2.1259678 133:9.6843534 134:1.1322097 135:-2.1206305 136:8.0364673 137:-2.7671594 138:6.4477799 139:-9.0114923 140:-1.0542043 141:-9.7106329 142:-10.31355 143:6.0047586 144:2.4137885 145:1.0383977 146:-5.6010264 147:-2.1570467 148:-7.8172094 149:-2.8338971 150:-1.5992698 151:-3.7590675 152:4.1779257 153:5.4070609 154:-3.299576 155:-6.5453617 156:-6.6048965 157:6.3733943 158:-2.6597321 159:-2.1228989 160:2.7395562 161:5.282293 162:6.3948527 163:-9.193898 164:1.2501135 165:7.9060922 166:1.9895907 167:-4.1167769 168:-5.2751099 169:2.3877871 170:-2.3142668 171:-8.12347 172:-7.44652 173:-5.9465357 174:7.4343282 175:-1.2847503 176:-4.8848534 177:6.4679357 178:-4.2548996 179:-3.9811989 180:-4.2350045 181:2.5672343 182:5.7489205 183:4.5663212 184:-0.21897898 185:2.2690975 186:-3.5578362 187:-4.6420662 188:-1.1832506 189:8.3412037 190:7.4243455 191:-10.603454 192:-4.8821711 193:3.50152 194:-5.6419765 195:-0.44327358 196:-5.7517061 197:-7.0536738 198:-7.587567 199:-4.4877611 200:-6.219119 
+0.089465048263588781 1:8.5930668 2:-3.757923 3:-3.3104673 4:-2.5826668 5:5.5952793 6:10.924124 7:-8.2002407 8:-5.916866 9:7.7108436 10:5.8988832 11:-6.6260033 12:2.982107 13:-7.7799689 14:-10.555089 15:-3.7099673 16:2.8898179 17:5.8657713 18:3.1938833 19:-7.0342852 20:-0.70846933 21:-1.5652454 22:0.57736599 23:-9.9170758 24:8.5594217 25:0.31265213 26:2.698723 27:-1.6985792 28:-2.7687416 29:4.7730176 30:6.5292777 31:5.3444008 32:3.0196171 33:7.6284283 34:4.6973003 35:8.1086607 36:4.8602576 37:5.0380603 38:6.0686527 39:-6.7560029 40:-2.9059192 41:0.049969671 42:-0.24910287 43:-1.6142221 44:-9.0609834 45:3.2738586 46:6.5375862 47:-10.308107 48:-5.0912576 49:-9.7285303 50:4.957733 51:3.5330395 52:-2.6623136 53:8.4069346 54:-7.5683295 55:-1.3512632 56:-2.479226 57:9.5968657 58:-9.2125635 59:0.14882743 60:-7.2891466 61:6.794369 62:-4.4077322 63:7.8485762 64:0.85811026 65:1.3484763 66:-1.3719857 67:-6.2911147 68:7.2207453 69:9.8842503 70:-4.1618701 71:1.0594907 72:2.7727356 73:-1.5628632 74:5.7516037 75:-3.9346616 76:2.0187254 77:1.2899644 78:-9.1373005 79:0.43563842 80:5.295798 81:-6.0610252 82:-1.3011535 83:3.4618167 84:8.2482072 85:6.613638 86:6.7299573 87:-2.1308313 88:-7.2546865 89:0.08126276 90:-8.502766 91:-4.8634483 92:-8.1741288 93:9.9175578 94:-8.2322795 95:-5.9659582 96:-9.6599426 97:10.108944 98:-7.6243859 99:-8.4671842 100:-1.1630709 101:4.5347753 102:-4.2914974 103:6.476053 104:-7.7201036 105:-4.5027382 106:-7.624115 107:1.8563992 108:-1.9700497 109:-11.075261 110:5.5297877 111:9.8432217 112:4.9596979 113:9.8018191 114:-7.1336384 115:7.4329227 116:-8.1707733 117:-3.2298959 118:4.2127544 119:3.6670393 120:1.476602 121:8.7248675 122:3.4250868 123:-8.2552309 124:-3.0274754 125:3.5832918 126:4.4969246 127:-8.2822593 128:-1.8552462 129:6.0112287 130:7.4785861 131:-2.2271512 132:-1.9567499 133:10.916475 134:0.43162024 135:-4.2253695 136:7.378613 137:-3.7194005 138:6.6436342 139:-9.0334944 140:2.1258061 141:-7.4255179 142:-6.4892284 143:6.6813455 144:4.2833673 145:1.5379412 146:-6.2328374 147:-0.88198479 148:-9.1021736 149:-2.2910522 150:-4.59332 151:-2.1400388 152:6.1215971 153:3.3984677 154:-5.0013032 155:-7.1187758 156:-9.1571172 157:8.152307 158:-1.9392216 159:-3.145972 160:3.3308862 161:2.901614 162:8.9450036 163:-9.5384958 164:1.8730817 165:10.921855 166:1.4810189 167:-4.8810953 168:-4.8899954 169:5.2498857 170:-1.3276929 171:-10.026951 172:-8.4451917 173:-5.2949076 174:5.7568414 175:-2.0813532 176:-7.3896141 177:9.0156158 178:-2.5354248 179:-4.8031387 180:-4.1295694 181:2.8267086 182:6.9783925 183:3.0850083 184:-0.92190738 185:2.0294519 186:-2.8121418 187:-4.9549735 188:-1.8044394 189:9.3106293 190:6.1269117 191:-8.4452063 192:-3.234789 193:6.4302712 194:-7.4575868 195:0.19319485 196:-7.7451605 197:-10.755978 198:-6.4789119 199:-3.902342 200:-8.2629371 
+0.10434322049615577 1:6.8060233 2:-2.8199406 3:-5.8837059 4:-4.1438542 5:5.4978668 6:9.6180509 7:-9.6736037 8:-4.9364052 9:3.7639021 10:5.0446965 11:-8.6990183 12:3.2939622 13:-7.3528459 14:-10.49413 15:-5.720647 16:3.9445616 17:3.8605039 18:4.5596408 19:-6.5668695 20:-0.21463835 21:-2.0435021 22:-0.36316868 23:-6.1838208 24:9.0913273 25:0.20167615 26:2.9800536 27:0.37444894 28:-2.3103928 29:3.9029222 30:6.8156472 31:6.7080957 32:3.8886267 33:5.3903769 34:6.7390909 35:8.2515668 36:4.0447311 37:6.6968442 38:6.2991854 39:-9.1646437 40:-5.451964 41:-1.5988596 42:0.56323721 43:-0.8231269 44:-8.646753 45:1.8892074 46:5.4256958 47:-10.864326 48:-6.2853623 49:-8.1433228 50:8.6717799 51:4.1809693 52:-3.9197573 53:7.0489161 54:-8.6718384 55:-2.8111977 56:-4.401156 57:7.9988415 58:-7.5820788 59:0.98327605 60:-4.7873427 61:6.3127867 62:-5.8118597 63:8.9306036 64:1.6126181 65:-0.15563709 66:-1.3479355 67:-6.651624 68:8.2381716 69:7.8662749 70:-4.833443 71:2.164451 72:3.4507568 73:-2.1501398 74:4.3645098 75:-3.7855225 76:1.315997 77:2.5652601 78:-9.8947707 79:1.3677063 80:7.2487863 81:-4.7960506 82:-3.25826 83:2.2066247 84:5.9950163 85:7.4781816 86:5.048048 87:-2.4255311 88:-8.9687083 89:-0.40617636 90:-4.7966445 91:-4.2955829 92:-5.6500156 93:8.3719238 94:-7.4258942 95:-5.3965146 96:-7.179437 97:9.3980551 98:-7.5525447 99:-7.8563389 100:-3.1124963 101:4.4342609 102:-4.9127685 103:7.5355087 104:-5.0705999 105:-5.1436746 106:-7.7658444 107:1.6657659 108:-3.1194373 109:-10.065504 110:5.3811936 111:11.568982 112:5.0063657 113:9.5727836 114:-6.2328274 115:10.138045 116:-8.5118053 117:-4.0770002 118:3.5471008 119:1.8057965 120:3.1767055 121:10.261483 122:5.1631363 123:-6.508479 124:-4.2189196 125:2.8503627 126:5.7337551 127:-7.7515987 128:0.24178866 129:7.2324279 130:7.2513851 131:-4.8397927 132:-2.5766597 133:9.4374722 134:1.6937916 135:-3.6282825 136:5.5793943 137:-2.6751051 138:7.6140274 139:-9.5899787 140:-1.1243789 141:-11.001655 142:-8.8704409 143:5.6428027 144:3.1187119 145:0.51429378 146:-6.7933636 147:-1.2427023 148:-8.374821 149:-2.6689856 150:-3.0655732 151:-3.9761451 152:6.1269337 153:3.2613272 154:-4.0789776 155:-9.2452106 156:-8.9292206 157:8.4600568 158:-2.7592755 159:-2.4823367 160:4.4154262 161:5.7612984 162:7.7997858 163:-8.9567877 164:1.7522318 165:9.7564131 166:-0.58530012 167:-3.5273916 168:-6.8365093 169:3.8630146 170:-4.3445334 171:-8.9693415 172:-9.1104417 173:-5.8659046 174:6.9437804 175:-1.0784654 176:-7.0009784 177:8.2312008 178:-2.7594715 179:-4.1090069 180:-3.9101762 181:0.58404213 182:8.4567664 183:4.2158608 184:0.48372017 185:4.0724768 186:-5.12943 187:-3.4031931 188:0.52086266 189:9.3991777 190:5.7759521 191:-8.924482 192:-4.0764645 193:8.2393474 194:-5.2100183 195:-1.0440159 196:-9.016811 197:-9.0621382 198:-6.0753161 199:-4.6838875 200:-9.5588378 
+0.13011327013867988 1:9.5650149 2:-3.5990135 3:-4.5652777 4:-0.97165208 5:5.5588901 6:9.2527194 7:-8.4490763 8:-6.3648053 9:6.9615075 10:5.688043 11:-6.3119701 12:3.7445368 13:-6.9707991 14:-8.1626073 15:-5.8344667 16:4.4602638 17:4.9160406 18:1.96013 19:-7.5164904 20:-0.19616443 21:-4.3290033 22:3.415526 23:-6.36888 24:9.6237547 25:-0.63912115 26:2.4244923 27:0.16324676 28:-2.8474922 29:5.9800644 30:6.2919122 31:6.7669397 32:3.8055205 33:7.0989176 34:7.9529202 35:7.0612507 36:3.8620679 37:4.430236 38:6.6176194 39:-7.2244715 40:-2.9353205 41:0.28595795 42:-0.67789689 43:-1.1206235 44:-8.6358126 45:3.0377664 46:4.3593784 47:-10.673562 48:-3.5358237 49:-7.8158325 50:6.8967028 51:3.7935006 52:-3.2687935 53:7.0557755 54:-8.8543518 55:-1.55766 56:-1.6835148 57:8.6689757 58:-7.2626503 59:-1.0097484 60:-4.726571 61:7.5060238 62:-5.9982933 63:8.5249728 64:1.0694109 65:-0.93399415 66:-1.0466515 67:-7.3176544 68:6.6150523 69:8.6702092 70:-4.699202 71:0.40249384 72:0.686985 73:-1.5224552 74:5.7425794 75:-0.54904059 76:1.4913954 77:4.1075979 78:-9.4940467 79:2.0028469 80:5.5044261 81:-5.5873083 82:-2.4755927 83:3.21497 84:5.0762819 85:8.7423529 86:7.9196341 87:-2.9862026 88:-8.5947008 89:1.0004438 90:-7.5063997 91:-4.1925108 92:-6.9779505 93:9.3882713 94:-9.1203803 95:-4.8968101 96:-8.5538321 97:10.310391 98:-8.1842227 99:-8.7327471 100:0.33645364 101:5.3729034 102:-4.2494313 103:4.5691277 104:-7.049446 105:-4.209879 106:-8.1919954 107:3.0935673 108:-2.5780341 109:-10.02535 110:6.1607006 111:9.5529181 112:6.0265434 113:8.5927734 114:-5.2899092 115:9.1538764 116:-7.507676 117:-5.5011574 118:4.3145196 119:5.0060553 120:5.5121188 121:9.5166607 122:3.5901758 123:-7.2125046 124:-2.2292781 125:3.7181006 126:5.0681259 127:-7.3291619 128:-0.97676954 129:6.2538115 130:5.4087063 131:-3.6114502 132:-3.7799231 133:8.962132 134:0.34352531 135:-3.1853311 136:4.8200456 137:-2.5618509 138:6.1414468 139:-8.7155062 140:1.5883179 141:-10.357755 142:-6.9251817 143:6.2989115 144:4.3212018 145:2.1415558 146:-7.8994546 147:-4.0311805 148:-7.2765137 149:-0.64719589 150:-1.9730107 151:-2.8483819 152:4.4366348 153:2.6625239 154:-3.3421739 155:-7.9616138 156:-6.6196435 157:5.4875782 158:-1.1142469 159:-4.122658 160:0.77158557 161:6.0332767 162:6.1631451 163:-9.6967411 164:2.7782195 165:10.376417 166:4.1623122 167:-4.0344506 168:-6.020886 169:1.6688019 170:-1.5293874 171:-9.8858388 172:-8.6482094 173:-5.8163258 174:7.8949945 175:-5.6247644 176:-3.797868 177:8.2608651 178:-2.1524964 179:-3.9189619 180:-7.1990263 181:3.0415177 182:6.7780328 183:6.1336181 184:-1.245711 185:2.1875594 186:-6.4506569 187:-4.8088879 188:-2.3723576 189:8.3261232 190:8.8231335 191:-9.4239169 192:-5.3424459 193:6.3061437 194:-6.0182752 195:1.0682392 196:-7.4427525 197:-7.4924559 198:-7.2809478 199:-3.5370038 200:-7.4564583 
+0.16449260359797299 1:7.8532768 2:-3.747933 3:-3.8767319 4:-4.1548005 5:2.7340912 6:9.5382853 7:-11.456504 8:-4.492883 9:8.4002442 10:4.7375024 11:-7.4218438 12:3.0615457 13:-8.7995646 14:-7.5440048 15:-2.87862 16:2.7315112 17:5.0125413 18:4.2009346 19:-6.1232845 20:-1.1629839 21:-2.1772495 22:4.8842376 23:-7.0637603 24:9.0969338 25:0.22203315 26:4.6100945 27:-0.80509074 28:-2.4194631 29:6.5742711 30:6.8546894 31:6.9166581 32:4.3796415 33:6.5210548 34:3.9828928 35:6.4206208 36:4.2429163 37:5.006035 38:3.8930438 39:-6.9128018 40:-1.8275032 41:1.4375826 42:1.3521485 43:-0.61543516 44:-7.9428487 45:3.3659095 46:6.6725205 47:-9.0947929 48:-2.713582 49:-6.9219668 50:7.9901012 51:2.6018757 52:-3.3191867 53:5.0619836 54:-8.4502834 55:-2.9356709 56:-5.2338085 57:7.6431591 58:-10.046827 59:-0.55138125 60:-4.172082 61:8.7744797 62:-4.6551483 63:9.8851113 64:0.98797791 65:1.8584114 66:-3.312616 67:-6.9258075 68:6.4684919 69:9.0944415 70:-4.1187818 71:-0.45461436 72:3.5369038 73:-0.14906358 74:3.4159654 75:-2.4606393 76:2.4091628 77:2.4611202 78:-6.5811336 79:0.2759444 80:6.6199456 81:-5.4671975 82:-3.2871797 83:2.5066806 84:6.8749205 85:6.0882146 86:7.6910307 87:-2.2771614 88:-9.0929736 89:-0.90002087 90:-4.8237958 91:-6.0835475 92:-6.8943978 93:8.36597 94:-8.0131541 95:-6.3713507 96:-7.3037745 97:9.1374981 98:-8.3631957 99:-7.2833855 100:-1.3514623 101:6.0392184 102:-2.2016063 103:5.7044388 104:-7.5432935 105:-6.25647 106:-7.6839475 107:1.5662338 108:-3.0754377 109:-9.2692751 110:5.4933939 111:7.9994625 112:7.1721731 113:8.8249258 114:-5.6644887 115:8.1590268 116:-7.562477 117:-3.7502107 118:4.6183992 119:2.3449281 120:3.6597306 121:8.6991428 122:4.4916252 123:-5.8630317 124:-3.7806553 125:4.8662719 126:5.8629425 127:-9.366047 128:-0.64973922 129:5.8377297 130:7.3737942 131:-1.4224627 132:-3.3463112 133:9.9606271 134:-1.4995377 135:-2.6191025 136:8.2325199 137:-2.5053967 138:6.9460293 139:-7.8070059 140:0.15773271 141:-10.826305 142:-6.9476477 143:6.3727741 144:4.6530243 145:-1.2120007 146:-5.8480236 147:-1.3850151 148:-6.0094734 149:-3.7401141 150:-2.7126368 151:-3.5439056 152:6.4571406 153:1.8685129 154:-2.4129275 155:-8.665625 156:-6.0340494 157:6.0380281 158:-0.46934623 159:-4.0450158 160:1.6658509 161:3.265463 162:8.8078297 163:-8.4204186 164:2.3420791 165:8.263178 166:2.5551984 167:-4.5539142 168:-4.3826348 169:3.9935936 170:-2.2467997 171:-8.6229519 172:-9.8976699 173:-6.3462062 174:7.3309358 175:-4.8292268 176:-5.1666546 177:8.6392978 178:-2.9554128 179:-4.0274609 180:-3.7060842 181:1.2075825 182:5.086552 183:7.1663672 184:-2.0173837 185:1.2335103 186:-4.6555216 187:-3.056199 188:-1.1245058 189:9.2449178 190:7.6195511 191:-10.841306 192:-3.6523044 193:6.8187532 194:-5.6359651 195:0.22900461 196:-6.3895331 197:-9.7353203 198:-7.3396055 199:-3.9046303 200:-5.8266888 
+0.11781386735271818 1:8.6862628 2:-4.5368228 3:-5.4540204 4:-2.4172792 5:3.3329599 6:9.6572294 7:-9.982607 8:-2.8333359 9:5.510268 10:4.6700968 11:-9.1915848 12:2.8308889 13:-8.0068491 14:-9.3888225 15:-5.6557864 16:5.4398951 17:6.2521474 18:3.7189791 19:-7.0785072 20:-1.9379078 21:-3.2954719 22:3.4844363 23:-6.014654 24:9.9291033 25:-0.69407439 26:3.8129742 27:1.3412617 28:-3.2719941 29:5.6874889 30:6.3914854 31:5.3368563 32:3.0166859 33:7.7432865 34:7.0775375 35:6.6447274 36:1.5355439 37:6.6924525 38:5.5379277 39:-6.8384164 40:-4.0269404 41:-1.6541693 42:-0.16743051 43:0.42020543 44:-8.6542725 45:3.0151589 46:8.1130714 47:-9.7014022 48:-4.6565786 49:-9.0572334 50:6.7883288 51:2.9561675 52:-4.4184762 53:7.3195137 54:-8.9637725 55:-2.8030959 56:-2.4022103 57:9.1247013 58:-8.5186866 59:-2.9059051 60:-6.070578 61:8.9655382 62:-6.6334633 63:9.1099158 64:2.261645 65:1.4902467 66:-2.5288262 67:-5.2228332 68:6.0720613 69:10.070436 70:-4.0837076 71:1.5168837 72:3.0759966 73:-0.48642078 74:5.1275907 75:-2.1711655 76:1.1902752 77:2.9243376 78:-6.9401965 79:0.58143017 80:7.6246307 81:-6.1958108 82:-2.2479081 83:2.392661 84:8.2941782 85:7.9994368 86:8.5537501 87:-4.2675829 88:-6.2298141 89:1.5493369 90:-6.4894764 91:-4.3551517 92:-6.0750091 93:8.5434025 94:-7.9740524 95:-5.6804102 96:-7.9922747 97:9.5620823 98:-8.0357165 99:-8.6542885 100:-0.4720836 101:3.7571358 102:-4.2549236 103:6.3640116 104:-6.8405426 105:-5.8856231 106:-6.5896543 107:3.1123538 108:-1.433631 109:-8.9365168 110:6.5051847 111:9.3901267 112:6.6499468 113:8.169966 114:-6.1803549 115:8.2477011 116:-9.8477857 117:-3.2962729 118:5.883429 119:2.8753374 120:5.4547736 121:9.3984565 122:2.9625204 123:-6.382534 124:-3.7429621 125:5.7352602 126:6.2197656 127:-10.149506 128:-1.1240236 129:5.0892043 130:4.5347553 131:-2.7923572 132:-3.0704319 133:9.7032157 134:-0.032988786 135:-2.7990976 136:4.7041583 137:-3.8882142 138:5.69893 139:-10.862632 140:1.1224244 141:-9.8379852 142:-6.4057035 143:7.2841161 144:5.3349553 145:-0.7609762 146:-7.7116974 147:-2.0012406 148:-6.7276563 149:0.064678795 150:-0.67165343 151:-1.930857 152:2.5593299 153:1.9105102 154:-4.9509749 155:-7.3622729 156:-6.226007 157:9.4875989 158:-2.2681828 159:-3.6422473 160:1.5375402 161:4.4491503 162:7.5923529 163:-8.164049 164:2.0041114 165:9.3449984 166:2.1312442 167:-3.7428757 168:-4.5478702 169:4.4009394 170:-1.7484467 171:-7.3494696 172:-10.069016 173:-6.0909383 174:8.1666246 175:-2.6049384 176:-6.261351 177:7.6450913 178:-3.7164821 179:-4.2046551 180:-3.7872156 181:2.2770245 182:7.4014952 183:7.2456194 184:-0.33744603 185:3.5408412 186:-5.407346 187:-3.9378453 188:-2.4418979 189:8.2119673 190:7.5953232 191:-10.973857 192:-3.1639762 193:5.1180454 194:-7.3564261 195:1.0864063 196:-8.6255853 197:-7.308312 198:-7.8582552 199:-4.7806827 200:-6.527173 
+0.020912970326683801 1:9.9814324 2:-4.9631068 3:-1.323527 4:-3.2527031 5:4.5468617 6:11.705266 7:-9.4400246 8:-7.5456762 9:5.4684214 10:4.0675034 11:-7.2500307 12:2.2378751 13:-9.9612356 14:-10.211925 15:-6.2575157 16:3.4435106 17:6.5927198 18:1.192998 19:-6.9727105 20:-2.8520834 21:-0.6148607 22:1.3925205 23:-5.7767055 24:7.5131239 25:0.33217796 26:4.0034856 27:0.67456382 28:-3.3107075 29:4.7767842 30:7.6605624 31:6.5404512 32:3.9234847 33:7.2440876 34:5.6666372 35:7.1441157 36:3.2186961 37:6.7664782 38:6.3388255 39:-8.3425189 40:-4.4918731 41:-0.91985874 42:0.49873624 43:-1.8768239 44:-9.0518971 45:1.9091725 46:7.5590673 47:-9.443396 48:-3.4338968 49:-7.5711325 50:6.0875991 51:2.6923719 52:-3.3080114 53:9.9495608 54:-7.6031014 55:-1.6475166 56:-1.6840588 57:8.3649587 58:-8.7248756 59:-2.1195057 60:-5.7939407 61:5.5944239 62:-3.1426261 63:9.0425674 64:0.61252913 65:0.33921751 66:-1.9306683 67:-5.4903089 68:8.5668383 69:9.172123 70:-2.6124075 71:1.1505574 72:2.7881268 73:0.014942646 74:5.3842429 75:-3.8454923 76:1.1016052 77:2.1755816 78:-8.2783494 79:3.5690216 80:6.5997094 81:-4.3862395 82:-2.4592618 83:2.3795096 84:6.8043469 85:6.4975623 86:6.3529799 87:-4.7064107 88:-8.0559089 89:-1.0040337 90:-5.7996829 91:-4.5571789 92:-7.170828 93:6.9493941 94:-8.7176744 95:-4.4977187 96:-8.0521783 97:10.717878 98:-7.2702083 99:-6.8388952 100:-1.2646337 101:4.171879 102:-2.613669 103:7.0277924 104:-7.9991709 105:-4.6022845 106:-6.2076256 107:1.5492175 108:-3.0931164 109:-9.586933 110:5.9373616 111:10.671549 112:4.4894144 113:7.7058371 114:-6.1014664 115:11.222971 116:-8.9382119 117:-4.4871027 118:5.4487147 119:2.9937261 120:3.0327656 121:7.4331468 122:5.0171933 123:-7.1920774 124:-2.142327 125:4.5112083 126:7.14935 127:-8.9316983 128:-0.36141497 129:6.4459632 130:5.5853539 131:-6.3250189 132:-1.3638134 133:10.357714 134:0.74658028 135:-3.7844178 136:5.3862449 137:-4.0435049 138:6.2794373 139:-7.9849086 140:0.60190593 141:-10.385986 142:-8.2925355 143:6.0318469 144:3.1882385 145:0.4436556 146:-4.946218 147:-2.0545561 148:-6.6588281 149:-0.70057482 150:-1.0734736 151:-3.0660737 152:2.4144912 153:3.5199384 154:-2.6409625 155:-7.0767043 156:-7.2735811 157:7.3787089 158:-1.4050959 159:-2.2742691 160:3.0330398 161:5.9224046 162:7.2668332 163:-8.281125 164:1.8634837 165:8.1828791 166:2.6892517 167:-4.5263748 168:-3.8305203 169:3.1452881 170:-0.64388811 171:-11.025776 172:-9.9810189 173:-6.6372108 174:8.9607506 175:-1.5920276 176:-4.2313391 177:6.8893106 178:-2.7691109 179:-2.7193563 180:-4.1492308 181:2.0231137 182:8.1236985 183:4.7138892 184:-1.7947605 185:2.5059176 186:-4.4171535 187:-4.5802364 188:-2.2167461 189:9.8206251 190:6.2623917 191:-10.741138 192:-1.9933309 193:5.8160308 194:-8.9101749 195:0.31248895 196:-6.560601 197:-10.16719 198:-6.5313537 199:-2.2526402 200:-7.3833637 
+0.075090173778667335 1:7.3612806 2:-3.5975974 3:-4.7016541 4:-3.5712182 5:3.3624866 6:12.143977 7:-10.019557 8:-4.8043873 9:8.6609872 10:3.3342941 11:-7.6010302 12:4.1487073 13:-7.3631751 14:-9.1308358 15:-5.697724 16:3.7971383 17:5.0773646 18:4.9405744 19:-7.1965263 20:-1.3104838 21:-2.5504126 22:-0.29335005 23:-7.6420528 24:8.664105 25:0.035192558 26:4.2512156 27:-1.1903332 28:-1.3969219 29:3.8737385 30:8.4166768 31:6.3610607 32:5.2479704 33:6.2262186 34:3.8219948 35:6.0075304 36:5.8210854 37:7.191996 38:6.343139 39:-7.2248061 40:-5.0582448 41:-0.20388911 42:0.92107335 43:-1.3187941 44:-9.2152047 45:3.4996797 46:4.797926 47:-9.6554084 48:-5.1020265 49:-8.0551921 50:7.0810267 51:3.2189398 52:-1.9180857 53:8.0070838 54:-7.8037089 55:-1.8136093 56:-2.9862205 57:9.5681228 58:-8.633192 59:-2.6634894 60:-4.8205413 61:7.9822633 62:-4.9687764 63:10.240462 64:1.1198592 65:-0.54702616 66:-1.5330673 67:-6.579113 68:9.030095 69:10.734985 70:-2.8193186 71:0.25998467 72:0.17686567 73:-1.7450389 74:5.6724929 75:-3.6883586 76:1.7026408 77:3.5934813 78:-9.7007488 79:1.1066742 80:6.0695513 81:-4.8203871 82:-3.9510392 83:2.9416647 84:7.4054992 85:5.7590487 86:7.0586024 87:-2.530921 88:-5.6258523 89:-2.3242405 90:-4.7472962 91:-2.9918637 92:-8.2387083 93:8.3202987 94:-7.4500577 95:-5.1749794 96:-8.0501476 97:9.6913463 98:-7.2933033 99:-8.5029589 100:-1.4196109 101:5.6799238 102:-3.6241575 103:8.2919552 104:-7.4028987 105:-4.1109842 106:-8.2516504 107:1.0327771 108:-2.2879407 109:-10.277842 110:4.796555 111:9.0427699 112:6.3933539 113:10.246442 114:-6.5296018 115:8.5793909 116:-7.1269898 117:-5.385685 118:4.7519536 119:2.4761881 120:4.1481804 121:8.098141 122:3.8789576 123:-7.0907057 124:-3.1518775 125:4.7076766 126:5.9189163 127:-9.0010667 128:-0.74815005 129:6.4745416 130:5.7924404 131:-4.619345 132:-3.327998 133:9.3091941 134:0.45206295 135:-4.289502 136:9.3465532 137:-2.8601939 138:6.0397583 139:-9.0285523 140:2.2590774 141:-10.554126 142:-7.2587296 143:3.2804361 144:2.9400709 145:1.675282 146:-6.5790232 147:-1.6690812 148:-9.0218037 149:-2.8108943 150:0.93311085 151:-4.2606297 152:4.7767669 153:1.7611691 154:-5.1066233 155:-7.3844902 156:-7.7199901 157:6.485077 158:-4.5801485 159:-2.3384758 160:2.5946334 161:3.7822169 162:8.028388 163:-8.6777529 164:3.489672 165:9.9792549 166:0.72868105 167:-5.0542086 168:-5.0562808 169:4.0047937 170:-3.2591457 171:-8.7726567 172:-10.155676 173:-6.2869779 174:6.4114305 175:-3.2269715 176:-3.7591993 177:8.0654962 178:-2.9134074 179:-3.1830668 180:-4.3994833 181:1.7395506 182:6.7254035 183:4.0566135 184:0.96648518 185:-0.32027921 186:-4.1372923 187:-5.3568463 188:-0.99093538 189:9.7627279 190:8.2875838 191:-8.4437072 192:-3.3603636 193:5.5877568 194:-7.7457954 195:3.9135593 196:-7.4106263 197:-9.8870572 198:-7.12969 199:-4.8297616 200:-8.0699592 
+0.10853990554953148 1:7.8192971 2:-4.4893996 3:-3.2790607 4:-4.6314202 5:2.5139868 6:10.15355 7:-11.2418 8:-7.850349 9:6.6682153 10:3.5840638 11:-8.5180451 12:3.9901377 13:-7.1900363 14:-10.275048 15:-6.6169872 16:3.3725001 17:6.3502576 18:1.91219 19:-6.8772135 20:-1.6016113 21:-3.2817398 22:2.3170759 23:-8.7528983 24:8.6265354 25:0.65075487 26:3.5458344 27:-1.6377117 28:-1.9416239 29:4.7467734 30:6.2867639 31:7.6217496 32:5.2983387 33:7.0875163 34:6.9477827 35:7.1308777 36:5.1548636 37:7.3047492 38:7.4411364 39:-8.7629346 40:-2.88596 41:0.096014803 42:0.59370542 43:-0.73190627 44:-7.6664719 45:2.5013184 46:6.5733542 47:-8.7978886 48:-4.8212574 49:-9.7253685 50:6.3100499 51:2.3732474 52:-2.9640817 53:6.4375187 54:-9.6968998 55:-2.5323071 56:-1.6443778 57:10.335607 58:-8.1043373 59:0.42910352 60:-3.4728101 61:8.3382524 62:-6.0810965 63:9.236593 64:2.0287835 65:0.51805413 66:-2.0866514 67:-5.4683639 68:6.8085687 69:8.7378296 70:-3.3227815 71:0.51300695 72:2.2055401 73:-1.0064673 74:3.8847933 75:-3.8809553 76:3.9812698 77:1.0603089 78:-8.8570988 79:0.8723992 80:6.940834 81:-6.0159637 82:-4.1316414 83:4.7798146 84:5.9148431 85:7.58124 86:6.7739509 87:-1.5323596 88:-8.7923631 89:-0.88775807 90:-6.25927 91:-3.8444148 92:-6.5949687 93:8.5645402 94:-6.409067 95:-5.017985 96:-6.8837018 97:9.2676138 98:-5.8829274 99:-5.9481101 100:-2.3250614 101:5.5690795 102:-3.102956 103:6.6255235 104:-5.7340417 105:-3.5690615 106:-8.819435 107:2.7005846 108:-2.8262684 109:-8.7124021 110:4.284583 111:9.9243471 112:5.0835478 113:7.625142 114:-5.7291402 115:10.481452 116:-8.7354156 117:-4.8757039 118:3.8261502 119:2.4243192 120:2.4379543 121:9.2293658 122:4.0543649 123:-7.019106 124:-2.2218864 125:3.84779 126:7.4891215 127:-9.5764505 128:0.34073445 129:6.015656 130:6.5851302 131:-3.8805079 132:-1.4424629 133:9.0198605 134:-2.0601674 135:-5.5104316 136:6.01078 137:-3.9529241 138:9.1088124 139:-8.7380933 140:1.5145445 141:-10.779289 142:-8.2818155 143:6.4628321 144:1.3593438 145:-0.39168615 146:-5.8591484 147:-1.5970438 148:-7.3992112 149:-3.4047538 150:-1.6155571 151:-2.465923 152:4.750613 153:4.6999397 154:-4.6523332 155:-8.4999906 156:-5.8545233 157:7.1582937 158:-2.7353482 159:1.1518339 160:1.8568912 161:5.9737824 162:7.3694842 163:-8.7364691 164:2.434008 165:7.6339613 166:1.1252813 167:-6.3188055 168:-5.6195933 169:4.4111189 170:-1.899423 171:-11.092281 172:-9.0179605 173:-6.8497441 174:6.8261601 175:-1.3352328 176:-5.2843799 177:3.6583133 178:-4.9404906 179:-2.7552234 180:-3.5228579 181:2.4981878 182:6.8640164 183:4.306256 184:-0.9413365 185:2.2677399 186:-3.8376167 187:-4.8449383 188:-0.24566065 189:10.125445 190:7.0897689 191:-10.46401 192:-1.1338803 193:6.8695224 194:-6.8860088 195:0.575376 196:-9.1722922 197:-9.9283502 198:-6.6790657 199:-4.4976866 200:-7.6399497 
+0.048118497219186901 1:5.9729332 2:-2.9375056 3:-4.5636563 4:-4.019821 5:4.6324743 6:10.309439 7:-10.655363 8:-5.0644358 9:4.5743128 10:3.8341778 11:-6.0561706 12:4.7258171 13:-7.919883 14:-10.116344 15:-3.234406 16:4.9300443 17:6.2102596 18:2.8488594 19:-5.5015136 20:-0.47437909 21:-3.7247602 22:1.8643516 23:-6.7698792 24:7.4985886 25:0.02889662 26:5.0333523 27:0.28298909 28:-2.5819297 29:6.3763493 30:5.6941521 31:7.2651452 32:3.4511124 33:8.8345661 34:3.9511426 35:6.1521945 36:3.5663835 37:4.6758962 38:4.9268104 39:-7.9901066 40:-2.7976047 41:1.2374349 42:-0.21071914 43:-0.7178542 44:-9.5782848 45:3.0826981 46:5.6203353 47:-9.6981893 48:-5.587056 49:-7.9315741 50:7.5585054 51:4.5165808 52:-2.2475113 53:7.1517877 54:-8.1412722 55:-2.4858937 56:-3.5772307 57:7.5362829 58:-8.9086641 59:-0.8545388 60:-3.3860983 61:5.6165165 62:-5.6788509 63:9.0255735 64:1.5264363 65:0.33307352 66:-0.1413518 67:-4.977563 68:7.6638699 69:10.979038 70:-3.7911288 71:2.0184391 72:4.1623419 73:-1.7786354 74:4.9853724 75:-4.9259834 76:1.015696 77:3.5583527 78:-9.9640877 79:0.095658749 80:5.9182047 81:-4.9780171 82:-0.99724911 83:2.1354271 84:5.3563173 85:6.2803539 86:7.8552647 87:-1.8179957 88:-8.7508586 89:-0.53017056 90:-7.4993928 91:-5.4059645 92:-7.400578 93:7.5558571 94:-9.0128033 95:-6.4921108 96:-8.2318583 97:10.025005 98:-6.3302491 99:-8.0664831 100:-0.091988434 101:5.74333 102:-4.9169502 103:7.2962635 104:-8.3866343 105:-4.4053747 106:-8.2383384 107:3.4736127 108:-3.7160222 109:-8.1451531 110:5.6930078 111:10.391421 112:5.4705513 113:10.085815 114:-6.9745443 115:8.9200755 116:-6.2895962 117:-3.4428867 118:4.7537152 119:2.5499833 120:4.7398824 121:9.2790325 122:3.119112 123:-6.8042962 124:-3.2534661 125:4.4111756 126:7.1372438 127:-7.990464 128:-0.23607711 129:7.0681101 130:5.277689 131:-3.2537083 132:-0.60679352 133:10.564257 134:0.13807753 135:-4.8605267 136:7.7204644 137:-2.4096698 138:6.3319263 139:-8.6242828 140:-0.22979369 141:-9.2789802 142:-7.3175228 143:5.5061238 144:5.2094227 145:2.5460563 146:-5.1772829 147:-1.427119 148:-7.8076121 149:-2.1734076 150:-2.5901907 151:-0.89149533 152:5.1602456 153:4.6020701 154:-5.4508925 155:-9.0129139 156:-7.1278524 157:7.0630242 158:-1.3374116 159:0.1660236 160:2.3348241 161:5.7993217 162:7.6715446 163:-9.9736738 164:1.4358786 165:9.0030979 166:1.656082 167:-6.9750827 168:-6.2687916 169:2.9580692 170:-3.6083111 171:-9.786957 172:-8.0062808 173:-4.6021768 174:7.444284 175:-3.3445965 176:-5.0795945 177:7.5812466 178:-3.1257032 179:-5.060396 180:-4.4700707 181:0.37482009 182:5.2741067 183:5.1324098 184:0.67715364 185:2.7982241 186:-4.030474 187:-5.3030736 188:0.1390364 189:8.1290352 190:5.2730432 191:-8.1522991 192:-2.3422986 193:7.4713931 194:-7.0154621 195:-0.039638558 196:-9.0534207 197:-9.5108944 198:-8.0987361 199:-2.3414079 200:-7.5554977 
+0.082306429637210188 1:5.9370781 2:-3.5747442 3:-6.0961891 4:-3.0771094 5:5.6234583 6:7.6290023 7:-8.8447841 8:-4.1659827 9:5.2448492 10:3.969341 11:-6.7610757 12:1.6643725 13:-9.9546081 14:-10.002628 15:-5.1911137 16:5.8171289 17:6.0395893 18:3.4865517 19:-9.2311975 20:-1.457895 21:-0.80846616 22:2.2523882 23:-7.3062228 24:7.956965 25:1.170406 26:5.4862183 27:0.69710091 28:-3.3253493 29:4.4331481 30:6.6747897 31:6.2643222 32:5.2567886 33:5.1512386 34:5.6958199 35:8.0249101 36:2.8115006 37:4.2424975 38:6.8921958 39:-7.1207755 40:-2.2147382 41:0.60298008 42:0.10831705 43:-1.6242814 44:-8.0088716 45:1.2940047 46:4.793996 47:-8.8518822 48:-4.4471927 49:-7.1292529 50:7.2642105 51:5.1935045 52:-3.1337163 53:7.2788205 54:-8.0327643 55:-2.4018085 56:-3.1426036 57:9.6484933 58:-9.7005917 59:-0.11108038 60:-5.7998912 61:8.4093037 62:-4.8657673 63:8.9602667 64:0.35616244 65:0.83274297 66:-1.8339428 67:-5.4449768 68:7.2820822 69:7.865545 70:-5.1039819 71:1.3051449 72:3.7476921 73:-1.8873668 74:4.414526 75:-3.8613977 76:2.5154525 77:-0.061297077 78:-10.042049 79:2.0263305 80:5.476607 81:-5.0881648 82:-3.336321 83:3.8857582 84:6.9103346 85:7.4726799 86:6.8788162 87:-2.0881596 88:-8.9558031 89:-3.2313152 90:-7.06162 91:-5.2239718 92:-7.5333651 93:9.6390961 94:-9.6668559 95:-6.2901515 96:-7.4564388 97:9.0682505 98:-7.3232325 99:-6.0898821 100:0.24028317 101:6.9863354 102:-2.5531904 103:6.8136054 104:-6.8816113 105:-6.7924117 106:-7.9622124 107:2.6180018 108:-4.3630405 109:-9.2321038 110:5.3819829 111:10.55862 112:6.3051928 113:7.4505804 114:-6.0960206 115:8.6193848 116:-10.195448 117:-4.6790152 118:5.6235443 119:1.6788484 120:3.7279796 121:9.7914645 122:3.2492036 123:-7.103419 124:-3.1386831 125:3.3803011 126:6.2865619 127:-9.541607 128:-1.4682494 129:7.5556547 130:7.5866955 131:-3.311386 132:-2.1282616 133:10.514733 134:0.78380141 135:-3.1792991 136:5.8727871 137:-2.2763494 138:7.2399072 139:-7.7971563 140:1.1096551 141:-8.3420259 142:-7.8120895 143:6.2192256 144:5.6683941 145:-0.27781049 146:-6.0709551 147:-2.2252634 148:-6.7847511 149:0.27661521 150:-2.6152081 151:-3.5062495 152:4.3661682 153:3.1395336 154:-4.1909555 155:-8.7909989 156:-6.158594 157:6.2647805 158:-1.9279649 159:-1.2074007 160:2.9930507 161:6.3095694 162:5.9886148 163:-7.8744782 164:1.746443 165:8.5486511 166:2.8793937 167:-4.1254397 168:-4.3114892 169:3.9410249 170:-2.9537164 171:-8.9851007 172:-8.5562008 173:-5.7267063 174:10.829188 175:-2.5947524 176:-3.206115 177:5.8618281 178:-5.7305359 179:-4.1365734 180:-3.8115903 181:2.7114454 182:6.9204236 183:5.2173715 184:1.7187559 185:1.0839866 186:-6.0346558 187:-3.420176 188:-2.5995344 189:9.6467425 190:6.4835898 191:-10.006404 192:-1.4718554 193:6.4017603 194:-7.4206607 195:0.57747814 196:-9.1730564 197:-9.7143876 198:-8.0329904 199:-4.1270777 200:-7.4901155 
+0.16652172177841504 1:7.8866307 2:-4.3479535 3:-5.4821983 4:-1.0153683 5:5.1845849 6:8.1098459 7:-10.24795 8:-2.3514713 9:7.485862 10:3.4117342 11:-6.2910618 12:2.4008071 13:-7.974424 14:-9.8769487 15:-5.9914495 16:4.104227 17:6.5202689 18:0.88691281 19:-6.7625971 20:-1.6570697 21:-2.2422651 22:2.1044867 23:-7.3710684 24:8.8007751 25:-0.43151732 26:5.335676 27:-1.3315304 28:-1.491203 29:5.1030947 30:7.2002254 31:4.866739 32:4.3444269 33:5.4574685 34:6.0258656 35:6.6335873 36:4.7786619 37:3.7779561 38:6.2281354 39:-7.1880903 40:-3.0065374 41:-0.45493198 42:1.4680693 43:-0.64000964 44:-9.8421501 45:-0.094509296 46:6.6215502 47:-8.3857691 48:-4.9025989 49:-8.8774883 50:5.2822147 51:2.652331 52:-3.6471838 53:8.0451548 54:-7.2298294 55:-1.9942116 56:-3.5582719 57:7.8894201 58:-9.3574734 59:0.57517351 60:-6.9271676 61:8.6509205 62:-6.746837 63:8.8606658 64:-0.08050392 65:0.86352046 66:-2.2129986 67:-5.1085034 68:8.6879012 69:8.7320264 70:-3.2860632 71:1.9687694 72:2.7843931 73:-1.7171009 74:5.4973354 75:-1.9802847 76:2.2173644 77:2.003485 78:-10.074798 79:2.2123594 80:5.9593442 81:-7.1486854 82:-3.8975989 83:3.9869721 84:5.815195 85:8.2381616 86:6.6516604 87:-4.4965866 88:-7.5020908 89:-0.1818587 90:-6.489164 91:-4.124228 92:-7.3291193 93:7.8619094 94:-7.8591579 95:-5.0670734 96:-6.6220438 97:10.038734 98:-6.7264904 99:-5.2367748 100:-0.13909118 101:4.1033628 102:-5.764642 103:7.5421693 104:-7.8404549 105:-3.5903151 106:-8.61079 107:2.1632461 108:-2.1961674 109:-8.8384208 110:7.4993874 111:10.744595 112:6.2103218 113:7.9470602 114:-8.0254935 115:9.4417682 116:-10.19754 117:-3.1261174 118:4.2597049 119:1.2586705 120:2.8738339 121:9.0324364 122:5.5719273 123:-7.2700417 124:-2.8890345 125:3.228665 126:4.9012604 127:-7.8583182 128:0.49500064 129:5.3011278 130:4.3045628 131:-3.2535577 132:-1.8406088 133:9.9273229 134:-1.2941906 135:-4.70587 136:6.4621623 137:-0.99686263 138:7.371538 139:-9.1111957 140:1.6469453 141:-10.800051 142:-8.0381719 143:7.4314307 144:1.3966637 145:1.8850587 146:-5.2521647 147:-0.77103756 148:-8.677742 149:-1.9743163 150:-2.4300806 151:-0.30118574 152:3.4126501 153:2.3792484 154:-3.4476745 155:-5.9173915 156:-5.598795 157:6.9118254 158:-1.0222174 159:-3.9016334 160:3.3595988 161:4.8108928 162:6.8654118 163:-9.2743299 164:1.8938573 165:9.4769141 166:-0.22899656 167:-4.3597004 168:-6.8993641 169:3.2501837 170:-4.3632738 171:-9.5338255 172:-7.8678041 173:-4.1380788 174:7.6022649 175:-3.7154651 176:-5.677126 177:8.2162958 178:-4.6330831 179:-5.5786806 180:-7.7904325 181:1.4328739 182:7.0008508 183:6.7413938 184:-1.0001732 185:3.7441862 186:-3.812596 187:-2.7920582 188:-0.86628725 189:8.5467491 190:5.8823879 191:-8.8747103 192:-1.9649333 193:6.5810687 194:-6.3472299 195:0.710465 196:-6.7116423 197:-9.8367997 198:-7.4427824 199:-5.069366 200:-6.1641621 
+0.069391913885296419 1:7.880066 2:-5.0093924 3:-5.2410048 4:-6.043606 5:3.5744691 6:9.1988529 7:-8.9000047 8:-7.7503278 9:7.2668642 10:5.0327081 11:-5.3560511 12:2.6754653 13:-7.1853508 14:-10.69349 15:-4.37029 16:4.4296782 17:5.6505269 18:2.295652 19:-6.2158165 20:-2.104193 21:-2.7412747 22:0.52437687 23:-5.0862845 24:9.8589564 25:-0.87826418 26:3.5544288 27:-0.17406161 28:-2.9446971 29:3.6556623 30:5.7688366 31:9.1690307 32:5.288485 33:7.6859091 34:7.7605842 35:9.1160047 36:4.4836259 37:5.8937015 38:5.5214075 39:-8.1820389 40:-6.4141458 41:-1.0870195 42:-0.12553464 43:-1.9499201 44:-8.6273369 45:3.3617079 46:4.595851 47:-9.2312352 48:-4.2270156 49:-7.6929723 50:7.1757264 51:2.5039596 52:-1.7404264 53:6.9298845 54:-9.6213986 55:-1.481074 56:-2.3551215 57:7.5736275 58:-7.1043533 59:-0.57615545 60:-6.535094 61:7.660296 62:-6.2003282 63:10.658795 64:-0.63881094 65:0.1631197 66:-1.6254214 67:-3.4801051 68:7.3646107 69:8.2709016 70:-4.619761 71:1.2573063 72:4.9242677 73:0.2433172 74:4.7473775 75:-5.3053979 76:1.2286018 77:4.0128357 78:-8.1104901 79:3.4399199 80:6.2049973 81:-6.5420915 82:-3.2995745 83:2.8110282 84:6.9638109 85:8.3914466 86:8.0862721 87:-1.9394012 88:-7.9408317 89:-0.85504339 90:-7.8011992 91:-4.2940362 92:-7.8292666 93:8.1650707 94:-8.5338701 95:-4.5946324 96:-7.4254692 97:10.162815 98:-7.5495393 99:-7.6425319 100:-0.24702389 101:3.8471365 102:-3.2556151 103:5.0315149 104:-8.7066808 105:-3.8757788 106:-8.2340904 107:1.6206551 108:-2.8613787 109:-8.6101202 110:7.7837142 111:7.7561911 112:6.6459574 113:7.239298 114:-5.9561981 115:8.3671321 116:-6.9662606 117:-4.3035149 118:4.3866366 119:2.2192468 120:3.2868073 121:7.8993011 122:3.1052922 123:-7.6773943 124:-1.7553788 125:2.4966257 126:6.848954 127:-8.7411231 128:-1.5992996 129:5.1023369 130:4.2111641 131:-3.3979581 132:-1.5053323 133:11.168899 134:1.0791414 135:-3.3000682 136:6.9272822 137:-3.5869544 138:6.2410601 139:-8.4204449 140:1.6993511 141:-8.3280179 142:-8.1305554 143:6.3902826 144:3.3458174 145:1.2182157 146:-4.3246378 147:-1.899225 148:-7.7969696 149:-0.59529761 150:-3.4568546 151:-3.063398 152:3.6972017 153:3.5022139 154:-3.2684171 155:-9.1082519 156:-5.9441602 157:8.8962875 158:0.60634778 159:-1.4460423 160:1.2212994 161:5.3011828 162:8.6971002 163:-7.9794856 164:2.4144215 165:7.7201902 166:0.81408825 167:-2.8391779 168:-5.3076253 169:2.1195264 170:-2.066661 171:-10.280303 172:-7.0500867 173:-5.5908796 174:9.1704415 175:-4.0483066 176:-5.0808978 177:7.9242904 178:-4.0414539 179:-3.7499537 180:-4.4067854 181:0.21201462 182:6.3987294 183:5.632504 184:-0.84159153 185:2.8816716 186:-5.8465262 187:-4.0516595 188:-1.3637766 189:9.1223807 190:6.064469 191:-11.288464 192:-3.7773595 193:6.1452587 194:-5.4311819 195:1.7033746 196:-8.2184338 197:-9.5652115 198:-7.4082605 199:-4.4061794 200:-7.5980952 
+0.14817432792593854 1:9.0877608 2:-5.5795704 3:-5.2296107 4:-2.3672219 5:6.0488531 6:9.7184297 7:-8.9856758 8:-4.9759031 9:6.1919907 10:4.71163 11:-7.857714 12:1.4854426 13:-8.0135179 14:-9.3629629 15:-6.0301512 16:3.9964082 17:5.914535 18:4.5522932 19:-5.8600031 20:-0.93127145 21:-1.7557951 22:3.4973048 23:-8.6028427 24:8.6119302 25:1.0057036 26:3.4431526 27:2.4146162 28:-0.70431254 29:5.0656625 30:7.1351569 31:6.8079703 32:4.9859664 33:5.7082065 34:7.8458541 35:7.1254484 36:3.0679823 37:6.9245573 38:6.1434955 39:-8.0456374 40:-3.4082007 41:-0.15449916 42:-0.52531332 43:-0.61236221 44:-8.4612102 45:1.3745367 46:5.6063746 47:-9.0223632 48:-4.8705215 49:-7.3739838 50:7.1560656 51:3.2558941 52:-3.6323511 53:7.975667 54:-9.7623372 55:-0.45356007 56:-2.1498411 57:8.1521313 58:-9.014075 59:-0.27276767 60:-5.0340737 61:9.1672529 62:-6.5872063 63:7.9770619 64:-1.5581822 65:-1.313805 66:-2.7645348 67:-5.5433746 68:8.9644925 69:7.279055 70:-5.2388063 71:0.71866378 72:0.8733852 73:-1.0873056 74:5.6488081 75:-2.7724423 76:1.9004029 77:3.6054286 78:-8.8180895 79:2.4999536 80:5.2990069 81:-7.0345178 82:-2.803811 83:2.7774069 84:6.7044937 85:6.8650375 86:6.0637324 87:-3.3840929 88:-6.0945383 89:-2.5819837 90:-7.0231728 91:-3.573694 92:-6.1416338 93:9.4113893 94:-8.3703962 95:-3.8594092 96:-7.0480535 97:12.186385 98:-7.9534165 99:-5.1309181 100:1.3941919 101:4.9743898 102:-4.8113201 103:7.9365571 104:-7.780442 105:-5.8949515 106:-6.1157929 107:1.2008181 108:-3.0061114 109:-8.6981307 110:6.3571362 111:9.9048525 112:4.7875365 113:7.597375 114:-6.6006006 115:9.3740186 116:-8.5554162 117:-4.7475127 118:5.6589284 119:4.1821176 120:4.3396481 121:9.4479081 122:2.6758592 123:-7.9210441 124:-4.7808608 125:3.846293 126:5.2080507 127:-7.6007723 128:-0.07513379 129:6.99088 130:5.0505001 131:-2.1779966 132:-2.4030798 133:8.2582093 134:0.45146343 135:-4.7359208 136:8.0562364 137:-3.0401959 138:7.3160502 139:-9.6127963 140:2.5355327 141:-9.4868158 142:-5.4312209 143:5.7890652 144:3.9247669 145:1.2927488 146:-3.5776905 147:-2.0795614 148:-7.7170931 149:-0.7839222 150:-2.3790035 151:-4.1064894 152:3.3859428 153:2.96219 154:-3.0384206 155:-8.3430666 156:-7.4103116 157:8.6978417 158:-1.2861593 159:-1.4062247 160:2.7223217 161:5.4150795 162:8.4341773 163:-8.4357429 164:4.815363 165:7.8847837 166:0.022733448 167:-4.6117914 168:-5.5051019 169:2.9551989 170:-0.59409654 171:-11.265523 172:-10.277844 173:-5.6535031 174:10.473399 175:-4.3179876 176:-6.9780466 177:9.5817642 178:-2.4723051 179:-4.7226417 180:-5.029306 181:1.8215206 182:5.6793511 183:5.3141884 184:0.7750931 185:2.7856977 186:-5.1226717 187:-2.5835849 188:-2.4073437 189:9.7576752 190:7.1155551 191:-10.894399 192:-2.8301673 193:7.2704279 194:-6.3207983 195:0.33146304 196:-7.7338172 197:-8.16466 198:-5.9302005 199:-4.0454516 200:-10.028447 
+0.18010231334447591 1:7.9884288 2:-4.4087894 3:-4.3343475 4:-3.6773452 5:4.8071588 6:9.0621191 7:-9.677478 8:-3.9839681 9:5.4574955 10:5.6274429 11:-5.154522 12:2.8271984 13:-7.9631447 14:-11.210211 15:-3.5029615 16:5.0697237 17:5.9447454 18:1.9710268 19:-6.1183864 20:-0.5535709 21:-1.1886454 22:1.3676554 23:-7.0366559 24:9.3015923 25:1.2925489 26:6.4729119 27:0.84291761 28:-1.9708059 29:3.3585232 30:7.0346168 31:7.5472453 32:3.6098927 33:5.1359811 34:6.7863958 35:7.0287138 36:3.8841593 37:7.9564921 38:5.4918514 39:-7.5120424 40:-4.5534648 41:-2.5091478 42:1.581336 43:-1.1011389 44:-8.3969896 45:1.0839746 46:7.9422759 47:-9.6407269 48:-3.9613958 49:-9.2474402 50:6.9254112 51:4.6058855 52:-3.8453366 53:8.0506903 54:-9.1305586 55:-1.7459855 56:-3.269108 57:9.3301541 58:-7.66596 59:-2.7148566 60:-6.404131 61:8.1715541 62:-4.8510079 63:7.3995611 64:0.17052123 65:1.8252893 66:-1.0760409 67:-5.4002374 68:7.7260686 69:9.1857221 70:-2.6648508 71:2.145731 72:4.7502387 73:-0.54057808 74:4.9926218 75:-1.3521692 76:2.7511003 77:1.60172 78:-9.3501443 79:1.731464 80:5.7776144 81:-5.555898 82:-2.0145323 83:2.6251451 84:5.072971 85:6.4083846 86:8.135624 87:-2.3604169 88:-7.2864284 89:-2.5814206 90:-4.7046999 91:-4.4797989 92:-7.1025566 93:9.8208144 94:-6.8405728 95:-5.5109939 96:-6.4680658 97:8.5464086 98:-8.5550624 99:-6.1400882 100:-0.8860173 101:4.3818385 102:-3.4899844 103:5.1541336 104:-6.5164098 105:-5.5206241 106:-7.5805547 107:1.5449991 108:-2.6294458 109:-9.622428 110:2.6088705 111:8.5741719 112:3.864475 113:7.8696856 114:-5.2303733 115:10.323989 116:-9.3863211 117:-3.8662479 118:5.8247126 119:1.8606806 120:4.4016551 121:10.168834 122:2.6598815 123:-5.3697672 124:-5.3841117 125:2.1837035 126:7.6821068 127:-6.8441809 128:-0.91558858 129:6.4776442 130:6.6386664 131:-0.24595069 132:-2.2259553 133:10.420666 134:0.36053082 135:-1.0328388 136:5.2703042 137:-0.50157963 138:8.7926518 139:-8.1604649 140:1.0633558 141:-7.4982916 142:-7.0828491 143:5.0314155 144:1.9564545 145:0.90232083 146:-4.9941271 147:-2.2922787 148:-7.5808122 149:-0.060100351 150:0.00091815408 151:-4.6055809 152:4.870795 153:4.1076998 154:-3.7470274 155:-9.4803335 156:-8.2319031 157:8.4265595 158:-1.490615 159:-1.9381732 160:1.0719557 161:5.1788008 162:7.195684 163:-6.9834586 164:2.985658 165:9.1873053 166:2.840547 167:-4.8894711 168:-4.6923052 169:3.0637856 170:-2.6888616 171:-10.546337 172:-9.6826994 173:-5.3812785 174:7.1640504 175:-2.4342052 176:-4.6071907 177:8.6119797 178:-2.192549 179:-3.9146843 180:-4.9279458 181:2.6830522 182:6.9154349 183:7.1831997 184:-0.74833423 185:1.5034052 186:-5.3587333 187:-4.956424 188:-1.3970694 189:8.7524106 190:5.8824032 191:-8.4661762 192:-3.7605872 193:6.9043196 194:-7.3473154 195:0.97182866 196:-7.7217857 197:-7.2000731 198:-7.7359406 199:-2.9269016 200:-7.6105242 
+0.14025831843872819 1:7.047974 2:-5.7269663 3:-4.4118223 4:-3.5092684 5:4.7957398 6:11.558164 7:-10.34823 8:-4.8103451 9:6.224477 10:3.8422379 11:-8.2527445 12:2.4032104 13:-9.171462 14:-9.0763345 15:-4.1192485 16:4.4660385 17:6.4197623 18:3.1336799 19:-8.804564 20:-2.2395957 21:-2.2740337 22:2.6998947 23:-7.5846322 24:7.8923444 25:0.30348728 26:4.0070908 27:1.2981742 28:-1.629654 29:5.9735702 30:5.0601148 31:6.2337427 32:4.0993053 33:4.446144 34:6.0889812 35:6.191475 36:5.6308005 37:6.9272893 38:6.8378595 39:-9.273039 40:-2.8304954 41:-1.7513232 42:2.3824759 43:0.27098808 44:-8.6556841 45:1.6630556 46:4.5663755 47:-10.828529 48:-6.7478212 49:-8.3561053 50:7.2258588 51:3.1613389 52:-3.706698 53:9.3627126 54:-10.183307 55:-1.8054308 56:-3.6612001 57:6.6867986 58:-9.4156658 59:-0.86670719 60:-6.5268445 61:8.8097628 62:-6.5713632 63:7.047811 64:2.280241 65:1.2849393 66:-1.5062261 67:-7.5948142 68:9.2154554 69:9.1298943 70:-5.022569 71:-0.064169979 72:1.5995402 73:-1.0592352 74:7.1389858 75:-3.4253582 76:1.3941896 77:1.321356 78:-10.219453 79:3.9621732 80:5.2710235 81:-5.7610656 82:-2.7501165 83:4.8004988 84:5.8793551 85:7.8839 86:7.1510052 87:-3.888724 88:-6.7535516 89:-0.13007202 90:-7.773395 91:-4.1268515 92:-5.2727158 93:7.0835181 94:-7.3658664 95:-6.6585827 96:-7.0027786 97:10.659902 98:-6.7514803 99:-6.4017517 100:-3.2093158 101:6.6981997 102:-5.770334 103:5.9171587 104:-6.4922011 105:-3.8887442 106:-6.9070777 107:2.4786838 108:-3.9213614 109:-9.3312212 110:3.717228 111:8.351856 112:6.3966754 113:8.116025 114:-5.6550885 115:6.9884558 116:-6.7702691 117:-5.1630568 118:6.2318299 119:2.7633245 120:3.1843211 121:8.2318578 122:4.3287063 123:-8.7139226 124:-4.5448034 125:4.58329 126:8.1337946 127:-9.6427608 128:-1.8732107 129:6.0788477 130:5.2823082 131:-4.5784176 132:-3.4108807 133:9.121142 134:1.96796 135:-3.9240094 136:7.1472629 137:-2.9806097 138:6.7703854 139:-8.7371872 140:-0.61304453 141:-10.39226 142:-6.7538531 143:6.7488491 144:5.1404715 145:-0.69048927 146:-8.5654291 147:-1.7232406 148:-7.6209333 149:-2.4932561 150:-1.7236496 151:-3.3264761 152:5.2059975 153:4.5133267 154:-6.2650442 155:-8.3301592 156:-5.0515513 157:9.412887 158:-0.85521469 159:-0.6333858 160:2.5230227 161:5.6010164 162:7.1461395 163:-8.6642078 164:1.5612092 165:9.3103712 166:1.1288317 167:-5.0021293 168:-3.5704301 169:2.1539185 170:-1.5699322 171:-8.823715 172:-9.7080319 173:-5.0198735 174:6.9004023 175:-5.2555129 176:-4.4197997 177:7.5132723 178:-2.8922889 179:-2.5837771 180:-4.7290552 181:3.4777505 182:7.1086768 183:5.1557562 184:0.012661127 185:2.175113 186:-4.5175933 187:-4.4235371 188:-2.6083368 189:9.20288 190:6.5730273 191:-7.2237893 192:-3.2849813 193:8.2630243 194:-6.9975548 195:1.5228042 196:-7.8976709 197:-8.6457045 198:-7.4595422 199:-3.6638823 200:-7.2559213 
+0.1419288653082042 1:9.384084 2:-3.8078116 3:-4.5094449 4:-1.185289 5:5.2618298 6:10.868468 7:-10.551357 8:-7.9920922 9:6.1743408 10:6.1541338 11:-6.9271265 12:3.7543376 13:-9.1341438 14:-8.4860055 15:-4.0029114 16:4.2091895 17:4.2413743 18:2.6339789 19:-6.3707827 20:-1.3575215 21:-1.4803958 22:2.2253327 23:-7.0275939 24:8.3696167 25:-0.89568019 26:4.8702351 27:-1.3086455 28:-3.1912887 29:3.723172 30:8.7850389 31:3.8534675 32:2.9053436 33:5.184878 34:8.3363628 35:7.1220774 36:6.4072164 37:5.497223 38:7.3234606 39:-8.5326436 40:-3.2656528 41:0.8464813 42:0.83766013 43:-1.9326079 44:-10.440055 45:2.5502269 46:7.2476862 47:-9.4373772 48:-3.2250182 49:-7.8765078 50:5.3852492 51:2.8795766 52:-3.2700876 53:6.9339488 54:-9.4371057 55:-2.2368011 56:-4.5542945 57:8.6502414 58:-8.726573 59:-1.7596201 60:-6.4778868 61:6.77168 62:-5.2157203 63:11.167448 64:2.8159174 65:0.46095427 66:-2.0583396 67:-5.3141581 68:9.201453 69:8.4522099 70:-5.3849582 71:1.0937587 72:3.7380713 73:-2.0026816 74:4.0103127 75:-3.9121327 76:1.2830937 77:4.4318231 78:-10.299734 79:2.7746709 80:7.4597776 81:-7.1609147 82:-3.3059402 83:1.4713674 84:7.9303772 85:8.2049178 86:7.3022317 87:-2.4661682 88:-11.060284 89:-2.5823823 90:-7.5513835 91:-6.52337 92:-8.3848572 93:8.6242362 94:-9.424548 95:-5.9986574 96:-6.5341937 97:8.6020014 98:-7.8089037 99:-6.0769175 100:-0.67366671 101:5.7359432 102:-5.8358862 103:5.7808445 104:-7.8744215 105:-4.5816319 106:-6.9944161 107:2.1693447 108:-2.9515474 109:-8.7088803 110:6.2605685 111:10.672436 112:6.3487881 113:6.8146718 114:-6.7270067 115:9.0168457 116:-7.7631211 117:-2.789833 118:3.377153 119:2.1390074 120:3.9078657 121:8.4072821 122:4.9360597 123:-7.8866684 124:-3.5354701 125:4.1786761 126:6.6565893 127:-9.3709758 128:-2.0246103 129:4.431643 130:5.5237906 131:-3.9658764 132:-1.6225166 133:9.863556 134:0.27099227 135:-4.636259 136:6.495334 137:-0.75301955 138:7.7748627 139:-10.00799 140:0.25081133 141:-8.0492268 142:-6.7013862 143:5.7377973 144:3.2572169 145:-0.92523111 146:-6.4026413 147:-1.8349686 148:-9.5240747 149:-2.1932966 150:-2.6306967 151:-4.9313733 152:2.8481874 153:4.4461282 154:-3.097816 155:-10.186528 156:-5.8514478 157:7.0304923 158:-1.2950304 159:-1.7200412 160:1.7958698 161:5.9128349 162:7.3318957 163:-10.603115 164:2.7664864 165:9.0029004 166:1.5240834 167:-3.8045735 168:-7.5338339 169:4.5013838 170:-4.0142658 171:-10.352024 172:-9.2955476 173:-9.1022603 174:8.3455112 175:-3.859325 176:-6.2002551 177:6.5227836 178:-3.8299807 179:-2.6502236 180:-3.9549596 181:3.243572 182:6.6349077 183:4.3914466 184:-0.63915366 185:2.9173048 186:-5.6226563 187:-5.1845835 188:-1.0902734 189:8.8029752 190:7.5178641 191:-8.5888773 192:-3.4629276 193:6.1026909 194:-6.5693315 195:0.90525975 196:-7.3422098 197:-9.6910188 198:-9.5820999 199:-6.1038802 200:-5.3867391 
+0.044748777334220988 1:7.0208946 2:-4.1792124 3:-5.3615738 4:-2.7228333 5:4.2551814 6:10.022563 7:-11.023248 8:-5.2620415 9:7.6446004 10:4.4398309 11:-6.2519534 12:3.5168688 13:-5.5995767 14:-8.9722848 15:-5.8087031 16:3.5109157 17:6.587211 18:5.6955443 19:-8.4630863 20:-2.0137583 21:-1.7267064 22:3.1984979 23:-6.5896298 24:7.526178 25:0.34252267 26:3.1823136 27:-0.33183633 28:-3.428621 29:3.9617421 30:6.3803273 31:6.0723456 32:4.4989798 33:5.2529238 34:6.6144507 35:8.7266644 36:3.7475785 37:4.6339846 38:4.3117442 39:-7.9793183 40:-4.1650251 41:-1.7852202 42:-0.71805273 43:-1.3394832 44:-8.9245154 45:3.8614533 46:5.942087 47:-9.4298194 48:-3.8166299 49:-7.7721463 50:9.9805191 51:3.7678451 52:-2.5936219 53:8.7105178 54:-8.6102792 55:-0.51856538 56:-3.7531399 57:8.7172058 58:-11.265849 59:-3.0456278 60:-6.607764 61:7.2496355 62:-5.6299492 63:10.847197 64:1.4133088 65:1.1072992 66:-2.4311706 67:-4.8498798 68:7.1416545 69:9.1630694 70:-4.4644851 71:0.49464004 72:0.7645045 73:-1.4994173 74:6.3653075 75:-7.5787898 76:1.4336045 77:-1.0369856 78:-7.5974411 79:2.1228802 80:5.5436691 81:-5.6240429 82:-3.1132892 83:2.0051854 84:4.7472644 85:7.7655776 86:7.081698 87:-3.6431159 88:-7.89212 89:0.038328172 90:-8.361677 91:-5.4458095 92:-6.5690903 93:9.1064885 94:-8.3048212 95:-7.1467342 96:-6.0104707 97:9.5770011 98:-7.8441741 99:-8.2295824 100:-1.2218589 101:5.8664683 102:-3.6817764 103:6.6231271 104:-6.671569 105:-5.2006456 106:-5.4988027 107:0.75705973 108:-4.5424551 109:-10.96038 110:5.4299641 111:10.559874 112:4.8135312 113:8.4684717 114:-6.9384237 115:8.7274184 116:-7.2916878 117:-3.3659145 118:5.5180738 119:1.8248336 120:2.1189092 121:7.3631926 122:4.931652 123:-7.0760132 124:-1.6941109 125:5.0794283 126:4.9648792 127:-8.6386941 128:1.0742231 129:5.3846228 130:4.5448828 131:-4.4359384 132:-3.1564032 133:9.332803 134:-0.020791954 135:-4.3105306 136:7.2626481 137:-3.8141221 138:6.4838706 139:-8.3444281 140:1.1322197 141:-9.0452263 142:-7.1712208 143:6.3528654 144:2.2001522 145:0.41898401 146:-5.3384808 147:-3.138835 148:-7.6026121 149:-1.2601742 150:-2.5391325 151:-3.9925732 152:6.1864224 153:1.1099372 154:-3.9717039 155:-8.7061727 156:-5.3733359 157:6.857474 158:-0.67221727 159:-2.8779812 160:2.6862689 161:5.4557917 162:8.8722454 163:-8.5724342 164:2.0391159 165:9.9786778 166:3.0956751 167:-4.2620077 168:-6.0296471 169:3.4930492 170:-2.4546889 171:-8.321952 172:-10.290476 173:-6.2946867 174:6.5718586 175:-2.869439 176:-7.3086541 177:8.5355355 178:-3.0129739 179:-2.9062194 180:-2.9439459 181:1.5930991 182:6.3322944 183:7.3234641 184:-0.1199696 185:1.9748228 186:-2.859865 187:-3.8822584 188:-1.4913986 189:10.759372 190:6.5205631 191:-11.160519 192:-2.4696287 193:6.7950198 194:-7.7562618 195:-0.19218896 196:-6.8316267 197:-9.5977305 198:-8.238652 199:-4.781218 200:-6.2319098 
+0.066788251635170423 1:7.7273955 2:-4.4211272 3:-5.8163192 4:-3.0633535 5:5.0365414 6:11.017206 7:-10.718623 8:-6.5580321 9:8.0859129 10:5.9002047 11:-7.641473 12:1.6449064 13:-7.8063628 14:-10.057849 15:-4.3761886 16:4.0149404 17:6.6488847 18:2.4007046 19:-6.0900881 20:-2.8144059 21:-2.356596 22:1.7243548 23:-8.0949007 24:7.7178237 25:-0.65218216 26:5.9719429 27:-0.46593692 28:-0.71081549 29:4.9756384 30:8.2626231 31:8.0867935 32:6.0208568 33:6.3672563 34:5.2645078 35:5.4438957 36:4.030677 37:5.958032 38:4.683643 39:-7.1315723 40:-3.8245613 41:-2.0342628 42:-0.69152522 43:-1.7923213 44:-6.8587401 45:1.6049174 46:5.2195303 47:-10.460808 48:-5.2090217 49:-8.0909756 50:6.0436704 51:4.9253765 52:-3.0079809 53:9.4218718 54:-6.9559012 55:-1.7506403 56:-2.4175396 57:7.4679586 58:-7.2679119 59:-0.38766928 60:-5.7625413 61:6.5694308 62:-5.3081191 63:9.8166421 64:2.3664838 65:-0.42146669 66:-2.2728325 67:-5.9526701 68:8.7936268 69:8.3829188 70:-5.1181902 71:0.76734946 72:3.1810644 73:-1.6082571 74:4.3715059 75:-3.2375266 76:2.2814501 77:2.2371501 78:-10.344679 79:0.72992528 80:5.5329277 81:-4.8670407 82:-2.029926 83:1.8416165 84:6.5450395 85:7.0789309 86:6.4997437 87:-2.3577473 88:-7.1617329 89:-2.2293608 90:-7.6039207 91:-4.3968243 92:-6.5132459 93:8.9964537 94:-8.166367 95:-6.5604861 96:-7.3105438 97:9.1944329 98:-7.7469727 99:-5.9504357 100:-0.86855254 101:5.9393823 102:-3.654848 103:6.1671704 104:-5.903484 105:-5.9546286 106:-7.3522664 107:1.0723992 108:-2.8499726 109:-9.1117278 110:3.9975068 111:8.2892585 112:5.1743992 113:8.6279024 114:-8.3027565 115:10.741649 116:-8.7003278 117:-2.6198731 118:4.0743602 119:2.7410917 120:3.1059248 121:6.9544647 122:2.6351018 123:-7.5505878 124:-4.4655866 125:5.8602169 126:7.3250424 127:-8.6334929 128:-1.4863832 129:4.6676805 130:6.1591605 131:-2.5171717 132:-3.9088613 133:8.9924343 134:-0.45638141 135:-6.8682023 136:6.5787167 137:-2.9131764 138:9.3939807 139:-6.834141 140:1.2188583 141:-8.6442088 142:-7.2552579 143:6.0159361 144:1.6741887 145:1.9352447 146:-8.8690818 147:-1.795793 148:-6.8132699 149:-2.0790259 150:-1.7753277 151:-5.2573434 152:5.4644587 153:4.2825645 154:-4.9081015 155:-8.1862226 156:-7.6635297 157:7.1646834 158:-1.3250563 159:-3.5605046 160:3.1962718 161:6.7882709 162:8.9504675 163:-8.7224912 164:3.1600516 165:8.3841072 166:1.5642669 167:-5.1441752 168:-5.7950989 169:3.2137966 170:-2.2588571 171:-9.3793721 172:-10.888127 173:-5.795812 174:6.6994228 175:-3.8861937 176:-5.9640042 177:6.3439364 178:-4.9514024 179:-5.0984617 180:-5.7473122 181:4.3673818 182:6.4751229 183:7.9696197 184:-1.065987 185:3.7146124 186:-3.9326259 187:-3.729627 188:-2.3733321 189:8.5573232 190:5.5840551 191:-8.8656652 192:-2.4886381 193:7.5044866 194:-6.4202649 195:2.6836739 196:-8.9109623 197:-11.821823 198:-8.1887682 199:-3.2263564 200:-8.6239268 
+0.041402180590862682 1:9.6061105 2:-3.7956164 3:-6.2020903 4:-1.3986655 5:4.2331205 6:9.7236062 7:-10.366359 8:-5.5758499 9:6.9242306 10:4.8348524 11:-7.6545903 12:6.6079306 13:-8.2138528 14:-10.769619 15:-4.2638443 16:3.4494455 17:6.1259756 18:2.7242102 19:-6.4705263 20:-2.0238355 21:-1.0302029 22:1.0359407 23:-8.4788487 24:7.8413564 25:0.46740852 26:4.3866164 27:0.073676053 28:-1.8690442 29:5.3828823 30:8.4399145 31:6.0130133 32:5.1599062 33:8.5885064 34:7.2131327 35:6.4234338 36:3.9662282 37:6.0376353 38:6.516798 39:-7.4698335 40:-4.0021107 41:-2.1983145 42:0.57243876 43:-0.68638561 44:-11.331572 45:2.497817 46:7.8571148 47:-10.049219 48:-5.7941443 49:-8.2834229 50:8.3458603 51:2.337719 52:-2.4981235 53:9.3624991 54:-8.9561798 55:-3.6427442 56:-4.2875094 57:7.6514477 58:-8.5504532 59:-1.4425102 60:-6.6226321 61:8.0015872 62:-4.0306652 63:9.255024 64:0.0014314688 65:0.96613604 66:-0.24525751 67:-5.1655384 68:6.9536723 69:7.8261112 70:-4.0858209 71:0.35421629 72:2.2905483 73:-0.73724526 74:5.468199 75:-2.3696178 76:2.2641778 77:1.6290833 78:-10.292934 79:0.82363351 80:5.5322062 81:-5.391498 82:-3.8573053 83:-0.88682638 84:5.4286552 85:7.0626068 86:7.5322373 87:-2.4011192 88:-6.897287 89:0.077714943 90:-7.3240193 91:-5.1515739 92:-6.8083921 93:9.9016651 94:-7.1401254 95:-3.7334004 96:-6.8868667 97:9.914158 98:-7.1892748 99:-6.6003035 100:0.26036763 101:3.5583782 102:-3.895506 103:4.9853035 104:-8.7939496 105:-4.3939743 106:-4.2596283 107:0.95279738 108:-3.1242055 109:-8.2757588 110:5.1325628 111:10.516936 112:4.9486598 113:9.8943483 114:-5.3232843 115:9.5145344 116:-9.9134994 117:-4.6695942 118:5.1772003 119:2.030342 120:3.5305784 121:10.437331 122:2.5005366 123:-6.1598643 124:-4.1850122 125:4.4244229 126:6.7245783 127:-8.0688625 128:-2.4435992 129:6.1541155 130:5.8757813 131:-3.1078414 132:-2.0412921 133:9.095149 134:-0.021177367 135:-2.8705783 136:7.3106118 137:-3.3802657 138:6.1627521 139:-7.2841162 140:1.0172135 141:-9.8127806 142:-6.843308 143:5.1124656 144:2.5081964 145:0.23162486 146:-6.09099 147:-4.0673693 148:-9.0598414 149:-2.7678936 150:-1.9989646 151:-3.1906722 152:5.3108871 153:4.8138082 154:-4.1675273 155:-8.961561 156:-7.664318 157:7.7145181 158:-2.687313 159:-2.0173311 160:2.391368 161:4.7961011 162:9.0087296 163:-7.2943159 164:2.8929863 165:7.638692 166:2.0807191 167:-4.5770434 168:-6.4524856 169:3.6622928 170:-2.9029927 171:-11.784571 172:-10.465735 173:-5.7083608 174:6.4988537 175:-4.4318671 176:-5.1012626 177:7.2266223 178:-2.2592093 179:-4.5275284 180:-4.9721415 181:2.8386081 182:10.237088 183:5.663386 184:0.66749674 185:3.7626033 186:-4.3190386 187:-2.704768 188:-0.67920108 189:7.1681753 190:6.127052 191:-9.8094373 192:-2.5145632 193:5.1359438 194:-7.9694195 195:-1.0315121 196:-9.2966985 197:-8.2542903 198:-8.3035218 199:-3.529477 200:-6.8273976 
+0.11000653587685499 1:8.933815 2:-2.2029147 3:-3.7337818 4:-2.1106331 5:3.5860226 6:10.492463 7:-8.7652974 8:-5.5749862 9:7.7597053 10:4.7526223 11:-6.7430985 12:2.4468572 13:-9.1415959 14:-9.409104 15:-3.074652 16:4.7784204 17:4.654212 18:2.3419615 19:-6.7012776 20:-1.7483163 21:-2.5313248 22:2.912076 23:-6.4301748 24:8.5294146 25:2.2245166 26:2.4552233 27:1.1700732 28:-2.0502801 29:5.1929995 30:5.278446 31:5.5133627 32:4.3996369 33:8.7410037 34:5.905789 35:7.5535634 36:4.1929268 37:6.5925938 38:4.179882 39:-6.4608763 40:-5.9460482 41:1.204977 42:-0.51771059 43:-0.18194689 44:-8.5460348 45:2.6102113 46:7.4260273 47:-10.59751 48:-4.328123 49:-8.2202502 50:6.8111543 51:3.6341192 52:-0.80892964 53:8.1658817 54:-9.5603656 55:-1.8951436 56:-4.0441346 57:8.3724244 58:-8.1730456 59:-3.0126215 60:-7.1082552 61:6.3165497 62:-6.276836 63:7.2117179 64:0.17158439 65:0.7574112 66:-3.4799197 67:-4.0111052 68:7.4665293 69:8.9560835 70:-2.0581452 71:0.38920017 72:3.3450461 73:-1.054506 74:4.3531129 75:-3.1825694 76:1.603263 77:0.88591772 78:-10.215997 79:1.2156561 80:7.2713683 81:-6.7122803 82:-4.2470896 83:3.503286 84:6.7249088 85:8.9472948 86:8.8197572 87:-3.3360937 88:-8.0754147 89:-2.3459818 90:-6.3603873 91:-5.9244664 92:-6.8893595 93:8.6515999 94:-7.8391463 95:-7.3977981 96:-7.540038 97:9.4626437 98:-9.3090868 99:-6.3958074 100:-1.6220971 101:3.7806431 102:-4.2771389 103:5.6058659 104:-6.1670685 105:-3.9000045 106:-8.4688867 107:1.7466175 108:-2.9408425 109:-9.5709645 110:4.9227599 111:9.3407661 112:7.466422 113:10.231234 114:-7.478411 115:10.203466 116:-5.8270554 117:-3.7114168 118:3.5643119 119:2.6242001 120:4.3121924 121:8.7891727 122:1.4614284 123:-7.6332005 124:-2.8837335 125:4.5508121 126:6.061221 127:-7.3878814 128:-2.7267831 129:5.1409676 130:7.3598914 131:-2.4236595 132:-2.5116394 133:8.1500505 134:-1.1483473 135:-3.6394105 136:6.2127541 137:-1.2570058 138:5.057459 139:-9.9444511 140:0.045429428 141:-11.143733 142:-8.0600816 143:6.3025535 144:3.2064702 145:1.0683702 146:-6.7944498 147:-1.960686 148:-7.2078727 149:-1.0758612 150:0.255472 151:-3.4389865 152:5.8087644 153:4.1476001 154:-3.4760874 155:-9.6567364 156:-7.1167427 157:5.93824 158:-1.9381542 159:-4.1915534 160:1.3932044 161:3.5907269 162:7.2457113 163:-9.2088559 164:5.1707838 165:8.7539209 166:4.2836321 167:-4.779888 168:-4.189261 169:4.0299215 170:-3.8868219 171:-7.3140874 172:-9.4615329 173:-5.9401527 174:6.4044531 175:-2.0285984 176:-4.4138574 177:6.3816026 178:-4.7472327 179:-3.4285053 180:-4.2989713 181:2.2343961 182:6.4323496 183:4.8518081 184:0.87181591 185:1.7407175 186:-4.166873 187:-5.4461152 188:0.17985724 189:7.7529593 190:6.0405465 191:-11.512954 192:-2.2993798 193:7.3578031 194:-6.9925375 195:0.97238626 196:-7.8871217 197:-7.9629622 198:-8.1255435 199:-4.1475569 200:-6.6867995 
+0.14660239512832968 1:7.0813039 2:-4.6688172 3:-4.5943632 4:-1.9937398 5:6.2348064 6:10.132477 7:-8.267088 8:-4.1419646 9:6.2234362 10:4.2292719 11:-8.2547873 12:3.5939543 13:-8.5339482 14:-9.6094807 15:-6.4360532 16:3.0265961 17:4.2478815 18:0.54387226 19:-6.4720925 20:-1.4351132 21:-1.7355204 22:2.323986 23:-6.9168285 24:8.139143 25:-0.082849424 26:4.5319185 27:1.6298368 28:-1.5531608 29:3.8723438 30:5.6404061 31:6.570916 32:5.5737538 33:6.1478747 34:7.6627827 35:5.9076478 36:4.6869237 37:6.4793936 38:6.5650907 39:-8.0846233 40:-3.7632347 41:-1.6430822 42:1.3105138 43:-1.4432509 44:-9.2431429 45:2.7872929 46:4.7373089 47:-9.1650921 48:-4.1710017 49:-7.2214638 50:5.5193184 51:3.0116865 52:-3.7935541 53:9.3687107 54:-9.887595 55:-1.6386884 56:-2.3260599 57:9.8944348 58:-8.2757761 59:0.52498581 60:-5.3588004 61:8.2175095 62:-4.4375855 63:9.7445559 64:-0.3553151 65:-1.2342445 66:-3.7129905 67:-4.7189801 68:6.8811227 69:10.528964 70:-3.5427688 71:0.63403805 72:0.80915035 73:-2.471449 74:4.4968116 75:-3.8387278 76:0.75678213 77:1.7396536 78:-8.4758464 79:1.3769817 80:6.6526282 81:-4.5699642 82:-3.3106412 83:3.2433807 84:5.4414133 85:7.2385038 86:8.5950496 87:-4.0957321 88:-8.8566401 89:-0.045971511 90:-6.7702733 91:-3.9293941 92:-8.3573745 93:7.8058962 94:-5.9247714 95:-5.2984925 96:-7.7838271 97:10.06792 98:-7.326024 99:-7.4966378 100:-0.82042765 101:5.9984854 102:-4.4206507 103:7.3341387 104:-6.6811761 105:-5.2628488 106:-9.8670695 107:1.3968146 108:-2.166616 109:-10.254985 110:6.0265746 111:10.67727 112:6.0125485 113:8.4067292 114:-6.344157 115:9.8757089 116:-6.395084 117:-3.9962786 118:1.7702114 119:3.4441622 120:3.8990272 121:7.824817 122:3.4311793 123:-7.6197694 124:-2.0520059 125:5.6600368 126:3.9882704 127:-7.1559601 128:-1.9812088 129:5.5154072 130:6.0952445 131:-4.2250436 132:-2.9109734 133:8.7878633 134:0.28618531 135:-4.0443841 136:7.988358 137:-3.2376125 138:5.1479505 139:-9.9344491 140:0.13936478 141:-9.3333325 142:-5.9286988 143:5.0890967 144:3.7049737 145:0.53515261 146:-5.3187026 147:-1.8958449 148:-7.4370406 149:-2.0486934 150:-1.6386712 151:-4.3136436 152:5.4964693 153:5.0548191 154:-5.8184403 155:-8.1978024 156:-6.527307 157:7.1751271 158:-1.9008413 159:-3.528732 160:2.6770946 161:5.6340965 162:5.9979745 163:-7.3005281 164:3.6459585 165:5.9259633 166:3.0844532 167:-3.5277803 168:-3.9992509 169:2.6466515 170:-1.7806961 171:-9.1433909 172:-7.6217482 173:-5.7669897 174:6.5847575 175:-4.6776826 176:-5.9405513 177:5.0991419 178:-3.7248988 179:-5.2169422 180:-6.2583298 181:1.1682206 182:5.3153188 183:4.2651523 184:1.1288998 185:0.76445819 186:-7.1163168 187:-6.0416469 188:-2.3006459 189:7.071572 190:7.2503838 191:-11.252549 192:-3.7480302 193:4.8342951 194:-6.2877525 195:-0.011299608 196:-8.4161626 197:-9.9309186 198:-9.2748411 199:-2.6024052 200:-8.1083015 
+0.11143688208363554 1:8.4485182 2:-3.3016398 3:-5.1371796 4:-2.8385389 5:2.7210039 6:10.366799 7:-9.5169308 8:-6.5987552 9:4.5783604 10:5.3938538 11:-8.0993222 12:4.0950081 13:-6.9707355 14:-8.6184461 15:-5.759408 16:5.1291278 17:6.0839144 18:1.18292 19:-7.8867741 20:-2.1188896 21:-0.88644557 22:2.5092711 23:-5.7649154 24:9.4264013 25:1.0174745 26:4.1046013 27:-0.47544144 28:-3.5452928 29:4.5114966 30:7.7504519 31:6.6895284 32:4.4950997 33:4.8362284 34:6.9939468 35:7.5888018 36:4.5768679 37:6.7979654 38:8.4352477 39:-8.3179568 40:-2.2838148 41:-3.6579299 42:0.65242994 43:-1.2744509 44:-10.001452 45:2.7363938 46:6.5557668 47:-9.7093464 48:-5.1565476 49:-8.2326886 50:7.5286783 51:2.5105897 52:-2.8137439 53:6.4311811 54:-7.5535518 55:-1.867363 56:-3.4284064 57:7.5315724 58:-8.929209 59:-2.538142 60:-7.0478494 61:7.6440165 62:-5.460934 63:7.5675902 64:1.745261 65:-1.9769716 66:-0.67901844 67:-5.7230087 68:6.5362296 69:8.5452879 70:-4.8119825 71:0.55594945 72:1.6414548 73:-0.0013580131 74:4.4568714 75:-3.1786482 76:2.2510746 77:1.7094531 78:-7.6316822 79:1.8606837 80:6.5412454 81:-9.6781792 82:-3.0695729 83:1.3411904 84:5.7186487 85:7.7565271 86:5.6651702 87:-2.5823781 88:-6.7423255 89:-2.5140779 90:-7.1380291 91:-4.2298614 92:-6.4941319 93:8.9255588 94:-8.5746063 95:-6.4690536 96:-7.121094 97:8.9122935 98:-9.4300005 99:-7.8977035 100:-0.64116351 101:4.03441 102:-6.8076736 103:8.7054125 104:-6.3651303 105:-3.7625413 106:-6.1196121 107:1.6673091 108:-2.2654254 109:-8.4521353 110:5.6233034 111:10.679078 112:5.9223152 113:9.5271366 114:-6.5064898 115:9.3844053 116:-6.8695552 117:-4.0595309 118:4.5801396 119:2.9246033 120:4.464176 121:10.051787 122:5.2932601 123:-8.1438472 124:-2.0928351 125:5.6086497 126:7.4251078 127:-6.5571091 128:-2.150848 129:6.6805181 130:5.4663368 131:-4.9543803 132:-2.4582349 133:7.7650781 134:0.67614462 135:-4.8012584 136:6.3873701 137:-2.1926182 138:7.7399436 139:-10.389501 140:-0.74205516 141:-7.9302556 142:-6.6092182 143:4.9262749 144:5.0827108 145:1.7779243 146:-5.8872118 147:-4.8702336 148:-7.4557634 149:-1.5132962 150:-2.9262632 151:-3.0893469 152:5.4754473 153:2.4368647 154:-6.2419493 155:-8.8509635 156:-6.1700563 157:6.6147706 158:0.58659521 159:-2.0762382 160:2.3003653 161:5.9034448 162:6.9748429 163:-8.8121361 164:2.425067 165:8.7627103 166:0.33116436 167:-3.1106601 168:-5.139287 169:3.7218644 170:-0.86640614 171:-8.8377624 172:-8.4523707 173:-5.280173 174:7.5995722 175:-5.5969564 176:-5.300093 177:8.1892114 178:-3.4102407 179:-4.7432775 180:-3.6883164 181:2.8670021 182:8.1529826 183:5.73587 184:-1.3567463 185:3.4673782 186:-4.3657899 187:-4.2571767 188:-0.9561268 189:9.4416637 190:8.6733741 191:-10.408095 192:-2.376029 193:6.1497808 194:-5.4295367 195:1.1466117 196:-8.3813359 197:-9.6756774 198:-7.3458936 199:-4.9462785 200:-5.8204455 
+0.036011736456609322 1:6.6422012 2:-3.6997013 3:-5.288822 4:-1.7749323 5:5.9394291 6:8.9688326 7:-8.6852393 8:-3.0152224 9:8.0383811 10:5.4767894 11:-8.5779405 12:2.6582347 13:-7.4186168 14:-10.198778 15:-4.738818 16:3.0552088 17:5.8237264 18:2.4369274 19:-6.4879313 20:-1.5990512 21:-2.0067707 22:1.3613008 23:-5.3692919 24:7.8250724 25:2.1991137 26:3.3510845 27:0.94359406 28:-2.8129378 29:4.3727876 30:7.3906686 31:6.4110773 32:3.7570182 33:7.4748695 34:6.4013334 35:5.4767007 36:1.824761 37:6.3040259 38:4.6795076 39:-7.8524484 40:-4.6141915 41:-0.73991616 42:0.057515053 43:-1.3666389 44:-9.5376643 45:4.5981231 46:6.042501 47:-8.5240101 48:-4.552419 49:-8.473081 50:8.8094542 51:3.3417048 52:-4.0579849 53:9.668268 54:-8.1721834 55:-0.85813501 56:-3.4027154 57:6.8582229 58:-8.1608801 59:-0.56554467 60:-7.1414002 61:8.0626986 62:-4.5191443 63:11.246397 64:0.52241268 65:-0.071209271 66:-1.4542418 67:-3.6477583 68:9.0550599 69:9.4919094 70:-3.1348685 71:0.36467574 72:3.5230671 73:-3.2960394 74:5.8043119 75:-6.6837622 76:3.009781 77:2.410508 78:-8.933021 79:0.81969465 80:5.7824186 81:-4.419607 82:-2.7985281 83:3.1793544 84:7.7468954 85:6.0999495 86:6.7101647 87:-3.9381795 88:-9.0612951 89:-0.94485176 90:-6.8843703 91:-4.4061991 92:-6.6557589 93:8.3305497 94:-8.8650545 95:-4.7481564 96:-7.3380962 97:9.7337307 98:-7.5800561 99:-6.3731446 100:-0.89671498 101:6.3265578 102:-4.8804431 103:6.067538 104:-7.4553083 105:-4.5703312 106:-8.1787134 107:4.001219 108:-4.674408 109:-9.0735297 110:4.6580271 111:9.8697542 112:3.8977452 113:9.3730125 114:-5.601499 115:10.14984 116:-7.7946979 117:-3.0281991 118:4.2741584 119:2.9235083 120:4.4535592 121:7.5063828 122:3.7722385 123:-8.06603 124:-1.8655955 125:4.798491 126:6.3463754 127:-8.2242267 128:-2.2374089 129:6.6745338 130:6.3470951 131:-3.3654105 132:-4.4572941 133:9.9605674 134:-1.1289644 135:-4.2524234 136:7.9873759 137:-3.4787058 138:7.0311544 139:-8.9032416 140:-0.067431823 141:-9.3398009 142:-7.528042 143:4.8951578 144:4.2684462 145:1.0243797 146:-7.2016529 147:-1.0469945 148:-8.5858444 149:-1.8818089 150:1.2398206 151:-2.3749371 152:3.8737941 153:0.63459262 154:-3.9511223 155:-8.9416525 156:-6.6259708 157:7.1504551 158:-0.0054210497 159:-2.6361925 160:-0.22087477 161:5.1331171 162:9.1645171 163:-7.6520003 164:1.7526397 165:8.9932159 166:1.0693441 167:-4.4947288 168:-8.4342663 169:4.0008064 170:-2.2656442 171:-10.12799 172:-8.1060596 173:-7.2443554 174:8.4198308 175:-4.7990826 176:-5.9234491 177:7.4840074 178:-4.1916133 179:-4.7561195 180:-4.6182063 181:1.1328789 182:6.3642235 183:6.0779153 184:-0.41752019 185:4.120976 186:-4.4386338 187:-4.4036626 188:-3.113171 189:9.1397034 190:5.9197552 191:-7.8485149 192:-2.2108045 193:6.4692367 194:-4.686566 195:-0.011417862 196:-6.3693738 197:-9.2939576 198:-7.9845933 199:-3.4595757 200:-6.8049108 
+0.051131654899731475 1:6.6758659 2:-5.2984098 3:-5.7299373 4:-2.4898012 5:4.8007004 6:7.6039912 7:-9.5251691 8:-5.4560005 9:7.4809182 10:4.687994 11:-7.6991639 12:2.3997626 13:-8.6471874 14:-10.936146 15:-4.2110636 16:4.4376057 17:6.521253 18:4.7517078 19:-8.3968456 20:-1.4197588 21:-3.3172097 22:1.1343609 23:-5.7004059 24:9.7037516 25:-0.18241696 26:4.0631887 27:-1.1119568 28:-1.52861 29:6.2125164 30:7.1536959 31:6.7591197 32:4.1158655 33:6.0006135 34:4.7563845 35:6.6219663 36:6.1547499 37:4.7090646 38:5.8007933 39:-9.1301298 40:-3.0125042 41:-3.6281932 42:-1.0736838 43:-0.81368814 44:-10.829264 45:2.4679462 46:5.8764461 47:-10.512731 48:-5.1232589 49:-7.8130594 50:7.494149 51:3.3108658 52:-3.5612801 53:7.7396073 54:-10.448613 55:-2.6692714 56:-2.3746376 57:7.518746 58:-8.4092894 59:-2.3891975 60:-7.4048671 61:6.3623922 62:-7.1599223 63:9.4470175 64:0.71480698 65:2.3994954 66:-1.640931 67:-5.9669548 68:9.2152735 69:8.1810166 70:-4.5075545 71:0.93369678 72:2.2348445 73:0.59334676 74:5.6514867 75:-2.4333657 76:0.66160868 77:1.5837889 78:-8.3563672 79:0.68959373 80:5.1608125 81:-7.5952093 82:-2.4157748 83:2.881351 84:6.0655211 85:6.9576705 86:8.3314973 87:-4.1537435 88:-7.3521292 89:-1.4308896 90:-7.0098314 91:-4.6459388 92:-7.9199237 93:7.8584991 94:-7.8822631 95:-4.160173 96:-7.8210834 97:9.2777313 98:-7.3554459 99:-6.997931 100:-1.9585459 101:6.3039569 102:-4.5575793 103:7.1308923 104:-7.3988576 105:-6.9280787 106:-7.7809991 107:3.4060795 108:-4.3537252 109:-9.0676078 110:5.9281885 111:10.066996 112:6.9264201 113:9.4269847 114:-6.8731515 115:10.399376 116:-9.4401578 117:-4.3577097 118:5.2556423 119:3.9988187 120:1.2729873 121:8.1899039 122:4.4066074 123:-7.0043632 124:-3.9175132 125:2.3101189 126:7.5875552 127:-9.119729 128:-1.8527202 129:5.4512925 130:6.6677369 131:-3.7443006 132:-2.7202459 133:8.2085754 134:0.19692295 135:-4.0104922 136:9.2256204 137:-2.4106622 138:7.6508644 139:-8.0259437 140:0.71834292 141:-10.605089 142:-8.5589402 143:6.7107203 144:3.537555 145:0.79810642 146:-5.69924 147:-2.0326248 148:-8.1085978 149:-2.3306779 150:-2.0493524 151:-1.438657 152:4.8186403 153:4.5492239 154:-4.2166302 155:-9.0598296 156:-4.7065956 157:7.3136857 158:-2.6743093 159:-3.4377172 160:2.6173013 161:4.5634412 162:8.31642 163:-8.4602341 164:2.480827 165:10.411987 166:1.3825926 167:-2.9464411 168:-6.5335492 169:4.4028444 170:-3.444836 171:-8.2219869 172:-9.7245968 173:-5.7998175 174:9.3258571 175:-2.7562913 176:-3.0157332 177:7.5238298 178:-3.6160861 179:-4.4742517 180:-6.9292973 181:5.3255466 182:6.2279205 183:4.9633144 184:-1.2703572 185:4.3401752 186:-5.2747664 187:-3.1559779 188:-1.9980607 189:9.5864332 190:7.9364544 191:-9.9170912 192:-3.9818118 193:4.721676 194:-7.8542602 195:0.04957919 196:-7.7830313 197:-10.786097 198:-8.4606556 199:-3.6853217 200:-7.3701172 
+0.065543706338459129 1:9.7989046 2:-3.0953706 3:-5.4821556 4:-1.9612072 5:6.6639139 6:10.933991 7:-9.249 8:-6.3647666 9:7.2871098 10:5.296202 11:-7.4750864 12:4.2363602 13:-8.9116293 14:-11.176376 15:-4.8487562 16:3.5101948 17:5.8938385 18:2.3452691 19:-8.3514742 20:-2.082736 21:-1.9164212 22:3.4246839 23:-8.3792921 24:9.4270949 25:1.7346108 26:2.7988366 27:0.74237502 28:-3.3330775 29:3.8641661 30:6.8704448 31:7.5122807 32:6.5030775 33:6.3085472 34:8.0205717 35:6.6543744 36:4.1919975 37:5.4957226 38:7.2786808 39:-6.9772281 40:-6.0220426 41:-2.4790897 42:-0.53960325 43:0.060282677 44:-9.2380682 45:0.23261405 46:7.3672499 47:-8.673851 48:-5.1124248 49:-8.7737339 50:7.8231869 51:4.7816563 52:-1.6421735 53:8.2959979 54:-9.9023304 55:-1.989385 56:-3.7276309 57:7.4593043 58:-9.9354097 59:-1.2256706 60:-5.38853 61:7.2843624 62:-6.7228272 63:8.240561 64:2.0790624 65:2.0238096 66:-2.0129523 67:-4.8193781 68:7.6943066 69:7.9176776 70:-4.2762689 71:2.3233733 72:2.3772 73:0.71062783 74:5.3709672 75:-1.0005085 76:0.96367628 77:2.475264 78:-10.687503 79:3.6819532 80:5.8798738 81:-5.3513553 82:-2.0327902 83:3.6999041 84:4.8828205 85:7.2743242 86:7.7238195 87:-1.762079 88:-9.5391107 89:-0.53900964 90:-7.1600128 91:-5.2178983 92:-6.3856506 93:8.5694755 94:-9.1221263 95:-5.9661372 96:-7.3779725 97:9.0526601 98:-8.3722667 99:-6.366035 100:-1.622228 101:4.399491 102:-3.0071136 103:7.5721351 104:-7.6259533 105:-5.4421725 106:-7.7747683 107:1.8500549 108:-3.5650521 109:-9.3648964 110:6.655591 111:10.835149 112:7.0837039 113:9.1646928 114:-5.3776572 115:8.7881643 116:-6.931668 117:-2.9921948 118:4.5614608 119:3.8501799 120:2.8668369 121:9.6549569 122:3.9190648 123:-6.1116233 124:-3.881268 125:3.9464316 126:7.0937938 127:-7.6164306 128:-0.53960039 129:7.0907206 130:4.446901 131:-4.3728487 132:-3.9383464 133:9.3888567 134:0.96040415 135:-6.0781275 136:7.8117566 137:-0.52153707 138:6.4384357 139:-7.1169521 140:2.6472734 141:-9.3261642 142:-8.450115 143:6.0017461 144:3.2071903 145:1.0867537 146:-6.3941124 147:-3.0444431 148:-9.0653929 149:-3.2015734 150:-2.3200234 151:-2.0284838 152:4.8629449 153:5.2849319 154:-4.2398957 155:-7.659371 156:-6.4446608 157:10.023224 158:-0.2970144 159:-3.5455986 160:2.1777734 161:4.0380731 162:6.1436997 163:-7.6873719 164:0.317033 165:6.9745001 166:1.8516239 167:-4.2665281 168:-4.2843966 169:3.1647825 170:-2.6728603 171:-8.2179647 172:-8.9069294 173:-5.0874188 174:8.045378 175:-2.6152575 176:-3.5075362 177:7.2943917 178:-4.3640251 179:-4.6579255 180:-3.0807597 181:2.3845818 182:6.6592957 183:4.935493 184:-2.4860495 185:2.7703468 186:-3.5848272 187:-3.3414184 188:-0.88683334 189:9.8278688 190:6.8626746 191:-9.5276984 192:-2.9598764 193:7.8226631 194:-7.9509654 195:1.067146 196:-9.5547459 197:-7.0857233 198:-7.9924265 199:-2.8430515 200:-8.1114654 
+0.021710283235228139 1:7.404344 2:-2.6670753 3:-5.843126 4:-1.2530749 5:3.6321228 6:9.1257473 7:-8.6474237 8:-6.2126412 9:8.5029463 10:6.520197 11:-7.5644824 12:3.3603938 13:-9.5840403 14:-10.113173 15:-5.7979699 16:3.3451339 17:4.5405321 18:3.2551822 19:-7.2601385 20:-2.4700562 21:-3.1864243 22:1.8937583 23:-7.553184 24:7.9382127 25:1.1305738 26:4.6548173 27:0.31299105 28:-2.0879462 29:4.477038 30:6.4511199 31:5.8999194 32:3.8787544 33:6.1105214 34:6.4697762 35:7.3668789 36:2.9727324 37:3.8435334 38:5.5841547 39:-7.7716272 40:-2.4546956 41:-1.1684167 42:-0.59551249 43:-2.9026637 44:-8.9773739 45:4.3552255 46:5.1816822 47:-8.4261732 48:-2.8123772 49:-8.9334124 50:8.5624516 51:2.9129195 52:-4.2134405 53:6.0741699 54:-8.1942084 55:-3.0197734 56:-3.5014393 57:9.4912503 58:-8.8141999 59:-3.0503132 60:-7.2995997 61:7.9929528 62:-6.0789845 63:9.8845752 64:0.68191302 65:0.98044033 66:-0.39820121 67:-5.7747023 68:8.5439179 69:10.479188 70:-2.9123639 71:1.5513205 72:3.0391253 73:-3.0558991 74:4.5020261 75:-2.259209 76:1.9667616 77:1.622701 78:-10.580109 79:3.7113635 80:6.3648421 81:-4.310728 82:-2.5455233 83:4.7389525 84:4.6129459 85:7.5469099 86:7.6474531 87:-4.0251341 88:-8.0116252 89:0.22946477 90:-5.5925536 91:-5.2716589 92:-6.394278 93:7.9985904 94:-7.8643962 95:-4.447595 96:-8.0548037 97:10.270991 98:-7.1811864 99:-6.9208877 100:-1.2861799 101:5.6439541 102:-6.4211761 103:8.5853593 104:-6.7303909 105:-4.3004537 106:-9.1976612 107:2.8804683 108:-5.8570614 109:-8.5007211 110:4.6201274 111:9.8737051 112:6.375995 113:10.445994 114:-5.5788309 115:9.1050125 116:-5.8618846 117:-5.3803089 118:2.7075797 119:1.8675718 120:3.5786148 121:8.3645337 122:4.208522 123:-9.0187165 124:-1.9032977 125:3.8231272 126:7.1077186 127:-5.7784054 128:-0.82294302 129:5.9695558 130:4.2712177 131:-2.9066157 132:-1.0921199 133:9.8638789 134:-0.084394531 135:-4.5359128 136:7.8055434 137:-2.8967591 138:7.8178776 139:-9.223625 140:-2.1310858 141:-10.586836 142:-7.9515084 143:5.8671274 144:4.6499416 145:1.3124145 146:-5.4479039 147:-2.2338532 148:-8.7678319 149:-2.4583401 150:-3.1384589 151:-2.1426221 152:4.1145794 153:2.0966988 154:-5.3613025 155:-8.0243216 156:-7.0701248 157:7.2326889 158:-1.2471183 159:-0.44243814 160:1.0360658 161:5.0887501 162:8.5485542 163:-8.7981403 164:2.9574825 165:9.3467192 166:1.6062764 167:-3.2429944 168:-6.6116856 169:4.3195235 170:-3.1759873 171:-8.7676651 172:-7.5668558 173:-4.4966775 174:8.9404493 175:-2.9218531 176:-5.6453586 177:7.6807767 178:-3.5392166 179:-2.4013108 180:-5.5026477 181:1.2273227 182:7.3694679 183:5.4285842 184:0.42631146 185:1.7462143 186:-4.0988508 187:-4.1611177 188:-1.8128013 189:7.9035621 190:6.9826371 191:-8.8976764 192:-2.36872 193:6.9373129 194:-5.5507423 195:1.3983909 196:-7.7698539 197:-7.1438719 198:-8.2732596 199:-3.8269765 200:-7.0101678 
+0.07432715042492076 1:7.8259006 2:-4.2104955 3:-3.3425816 4:-2.720745 5:5.0598377 6:9.7844616 7:-9.8160843 8:-4.1224201 9:7.2708323 10:4.5185001 11:-7.8796486 12:2.8790182 13:-8.8428164 14:-10.388173 15:-4.5498966 16:3.5649954 17:6.2685367 18:1.6866667 19:-5.4488282 20:-2.7247777 21:-3.1566257 22:1.0102122 23:-5.7433977 24:8.1822921 25:-1.1207742 26:5.1734624 27:0.90983897 28:-2.2419436 29:4.5681527 30:4.8426812 31:5.3978163 32:5.0708553 33:8.3866619 34:8.2225734 35:6.7993604 36:4.6493451 37:7.8675913 38:6.8505258 39:-8.3119819 40:-2.7492222 41:-1.0307627 42:0.10317953 43:-1.7835133 44:-8.2323261 45:2.3638633 46:6.8664175 47:-9.1803601 48:-6.6175755 49:-7.61585 50:9.522451 51:3.0086843 52:-1.6586695 53:8.3798358 54:-9.4720342 55:-2.7888884 56:-4.3854662 57:8.9133518 58:-10.825495 59:0.53610071 60:-6.0868303 61:6.1228549 62:-4.365991 63:9.1981063 64:1.0128143 65:-0.057377938 66:-0.64200598 67:-6.7102703 68:8.5759912 69:8.1829558 70:-5.0402989 71:0.7032714 72:2.6732135 73:-1.9816399 74:4.4904327 75:-3.6404264 76:-0.36153262 77:4.7827627 78:-9.5127883 79:2.3391754 80:5.356989 81:-4.3311831 82:-1.7153505 83:0.13500143 84:6.1016663 85:8.9563676 86:7.613562 87:-2.3163049 88:-7.5015788 89:-1.6732964 90:-6.4878655 91:-3.646816 92:-5.9368704 93:9.2990301 94:-6.847512 95:-4.7923414 96:-7.0650503 97:8.8431865 98:-7.8363875 99:-7.5927761 100:0.21346023 101:5.3049222 102:-4.9538178 103:7.9110604 104:-8.3874826 105:-5.0037669 106:-8.903513 107:0.21939034 108:-3.1256564 109:-7.0535761 110:5.8015674 111:8.4714401 112:4.9667925 113:10.187666 114:-5.1311487 115:11.047601 116:-10.531542 117:-2.2266715 118:3.9356739 119:3.9496842 120:4.3488912 121:7.8974852 122:5.1851345 123:-7.7156365 124:-3.2518393 125:3.477509 126:6.5638078 127:-7.8734417 128:-2.1565018 129:6.1013011 130:5.767492 131:-3.5594441 132:-3.0377753 133:8.9129813 134:-0.3739797 135:-2.6516512 136:8.4559178 137:-3.2393676 138:7.359044 139:-8.0406238 140:-1.816388 141:-8.725249 142:-5.7254854 143:4.5575517 144:3.7850747 145:-0.8506489 146:-6.8609412 147:-2.2208901 148:-8.9371742 149:-0.61046579 150:-0.97167401 151:-3.437548 152:5.04026 153:3.4621371 154:-3.6465266 155:-7.9135146 156:-5.442241 157:6.6318633 158:-3.2030288 159:-2.6248329 160:2.0203965 161:5.3011541 162:5.7383024 163:-8.3760978 164:2.3918199 165:9.7712236 166:2.9628873 167:-2.2458919 168:-5.4129717 169:4.5809431 170:-0.57848541 171:-10.066449 172:-9.874751 173:-5.732382 174:7.0611384 175:-5.4967228 176:-4.4927618 177:6.0442323 178:-3.3384572 179:-4.5033131 180:-4.3974598 181:3.6923988 182:6.7928404 183:4.7267882 184:0.93739938 185:2.139698 186:-4.9726107 187:-5.4316775 188:-2.1066116 189:9.3324584 190:8.3315214 191:-8.4687805 192:-4.3878292 193:7.0828807 194:-6.1532357 195:1.1338542 196:-7.6374728 197:-10.124348 198:-7.5940905 199:-4.1836162 200:-5.9352407 
+0.035696099694294256 1:7.431207 2:-3.4234798 3:-3.6197071 4:-3.9936006 5:5.0089213 6:9.6209495 7:-10.270928 8:-5.6019069 9:7.1783675 10:5.1413999 11:-8.1831379 12:3.8428906 13:-8.3016917 14:-10.928635 15:-4.9962724 16:3.6870895 17:6.3327587 18:1.5255422 19:-5.4485031 20:-3.2433924 21:-2.0249143 22:2.1743504 23:-8.7556276 24:8.3300031 25:-1.9618571 26:4.5813196 27:-0.11720485 28:-3.610196 29:4.653972 30:5.9310871 31:5.7845079 32:4.6408272 33:7.7422379 34:6.2101705 35:8.3295877 36:5.4470189 37:6.2207508 38:7.2882606 39:-8.0769035 40:-6.0882159 41:-1.3322447 42:0.49332065 43:-1.6739906 44:-8.448978 45:1.3265548 46:6.8871764 47:-10.19394 48:-4.058584 49:-6.4958077 50:7.0876741 51:4.0065531 52:-1.897471 53:5.5399777 54:-9.2140885 55:-4.1634223 56:-3.5187452 57:7.8656994 58:-8.8310703 59:-0.61614848 60:-6.3857103 61:6.7012501 62:-5.6684026 63:10.264475 64:1.7524849 65:1.4644854 66:-3.3897595 67:-8.1014462 68:9.415853 69:9.4583613 70:-4.9554592 71:2.1950942 72:4.153186 73:-0.88712057 74:5.4796507 75:-2.7194172 76:1.7694468 77:1.7862495 78:-7.892338 79:2.0979354 80:6.4426198 81:-5.1158597 82:-3.8102614 83:3.1558893 84:5.6495793 85:6.78655 86:8.8193546 87:-3.7388755 88:-8.6176348 89:-0.97156737 90:-9.034994 91:-5.1978642 92:-7.0072021 93:7.4563762 94:-8.2180369 95:-4.9379246 96:-8.5603799 97:11.351148 98:-6.1843224 99:-5.7506674 100:0.82937898 101:7.2732619 102:-3.4421716 103:6.6412686 104:-6.9067692 105:-4.6768139 106:-7.9058706 107:2.4346496 108:-4.1320243 109:-10.180907 110:6.7584289 111:8.6685102 112:5.0489473 113:9.3447516 114:-8.0534623 115:9.2013881 116:-8.8377549 117:-5.0397967 118:3.6757239 119:1.2215481 120:2.9894816 121:8.6655552 122:3.321261 123:-7.9808455 124:-4.1911742 125:2.8198416 126:7.6744752 127:-10.543724 128:0.06310525 129:8.1713961 130:3.4229434 131:-3.5180796 132:-2.8175476 133:8.6149476 134:-1.4172605 135:-4.4190147 136:5.9579705 137:-3.8560254 138:6.5150237 139:-10.130714 140:0.83771442 141:-9.8913649 142:-7.3269311 143:6.7142248 144:5.0058556 145:1.1423956 146:-7.1403756 147:-0.83709247 148:-7.3386602 149:-2.9242138 150:-3.7132522 151:-4.2100876 152:5.1748021 153:3.4589011 154:-5.5054885 155:-9.852028 156:-8.2071364 157:7.2088046 158:-0.91996095 159:-3.7932801 160:1.9593509 161:5.2604538 162:7.063988 163:-6.9466389 164:3.0370034 165:8.928892 166:1.3766675 167:-5.9253525 168:-5.7410279 169:2.4742718 170:-2.1325721 171:-11.014699 172:-6.9246991 173:-4.4998525 174:8.8534569 175:-4.0618131 176:-6.2787417 177:5.82367 178:-4.4464312 179:-2.908304 180:-2.8186628 181:2.8292578 182:7.9106486 183:6.256365 184:0.32166322 185:4.2601464 186:-3.2659204 187:-4.506803 188:-1.9718912 189:9.6773399 190:5.4171401 191:-10.150001 192:-3.6311658 193:5.2745419 194:-6.2845384 195:-0.50884233 196:-8.1518075 197:-8.5531991 198:-6.3436675 199:-3.7169478 200:-7.5746937 
+0.013122140402335886 1:8.604459 2:-4.6300879 3:-4.6737494 4:-4.8455424 5:4.1441397 6:8.7163451 7:-9.0430794 8:-6.391486 9:7.5744078 10:5.9277732 11:-7.0114844 12:3.0843339 13:-7.356501 14:-9.9985157 15:-5.3278992 16:5.139786 17:5.6094833 18:1.8957822 19:-7.4133619 20:-0.66490515 21:-1.3299366 22:2.8570274 23:-7.3218958 24:8.5575609 25:-0.31551311 26:4.2609745 27:0.63174128 28:-2.3831297 29:6.666588 30:4.8278863 31:6.6858438 32:5.5092352 33:5.2063772 34:6.2565965 35:5.7524118 36:4.2246285 37:5.5532021 38:5.6148609 39:-8.6400024 40:-3.5417595 41:1.7180245 42:1.7916742 43:-3.0514932 44:-8.5410784 45:3.0634227 46:5.8867842 47:-9.3351681 48:-4.17309 49:-8.6456218 50:6.5952292 51:3.4742396 52:-3.1554446 53:6.9150466 54:-9.187704 55:-0.28012728 56:-2.6889344 57:8.5957755 58:-7.0860031 59:-3.5044719 60:-6.9925011 61:7.7780284 62:-5.2140563 63:8.8240426 64:0.64039236 65:1.1608681 66:-1.3301161 67:-4.3353809 68:8.9436603 69:9.0388155 70:-3.3995723 71:1.6223289 72:3.2173503 73:0.73742777 74:2.6980164 75:-1.9767721 76:2.7140094 77:0.66581335 78:-10.242389 79:2.3083924 80:6.6380318 81:-6.3008059 82:-3.981095 83:3.3239012 84:5.5443063 85:7.7706675 86:6.1600489 87:-0.93600701 88:-7.6807994 89:-2.2923184 90:-6.4649461 91:-5.285209 92:-5.4831956 93:8.5129957 94:-8.0462187 95:-4.1371224 96:-6.574546 97:10.347936 98:-7.9391091 99:-7.1154165 100:-0.68363513 101:3.2682053 102:-4.4745819 103:6.2302514 104:-7.880374 105:-6.2048478 106:-6.0325735 107:0.97775418 108:-4.7501206 109:-9.1491838 110:7.3337833 111:9.4086771 112:7.4786366 113:8.3994425 114:-5.0577057 115:8.9913407 116:-7.2891623 117:-3.4732713 118:4.0734135 119:1.5687707 120:3.6584105 121:6.3135355 122:4.0067401 123:-6.5452721 124:-2.9385565 125:3.3128014 126:6.0225501 127:-6.9929337 128:-0.9488481 129:5.5233574 130:4.2115387 131:-4.0346042 132:-3.333326 133:8.9051551 134:0.14050827 135:-5.3186816 136:6.1498264 137:-4.4134 138:5.0953016 139:-10.187888 140:0.7239917 141:-10.862681 142:-9.0414133 143:7.493228 144:4.5977362 145:1.6341466 146:-6.4452899 147:-1.8773011 148:-6.5156611 149:-1.5969148 150:-1.9634696 151:-2.6361966 152:4.1989084 153:4.6720254 154:-6.7187578 155:-10.743039 156:-7.2424153 157:7.8007886 158:-2.3853924 159:-1.5312362 160:0.97582291 161:5.0414768 162:8.8200052 163:-8.2858441 164:2.7025041 165:9.3439262 166:0.86669968 167:-5.1478005 168:-4.8114637 169:2.3764053 170:-2.8332517 171:-9.7103969 172:-11.462258 173:-6.9329269 174:7.7828463 175:-5.2839902 176:-4.2023224 177:10.008232 178:-3.5216953 179:-2.4813893 180:-4.3200694 181:2.6184747 182:7.1959501 183:3.2574152 184:-0.41396501 185:1.72841 186:-6.4886102 187:-5.1061819 188:0.16193208 189:9.0429682 190:7.3754422 191:-10.129345 192:-3.7844274 193:5.6453747 194:-6.5231672 195:0.60030365 196:-7.8376579 197:-7.9130826 198:-8.3023742 199:-3.3985129 200:-6.0587287 
+0.0743012524825169 1:6.3732541 2:-4.991465 3:-3.9380131 4:-2.6247342 5:5.3371389 6:8.2711015 7:-9.0785022 8:-6.1751303 9:6.0534369 10:6.8607288 11:-7.9105483 12:2.7191991 13:-7.5386118 14:-10.544139 15:-3.6058092 16:5.5637375 17:4.5712304 18:1.9428739 19:-5.1078818 20:0.049270855 21:-1.6009279 22:3.0736696 23:-8.1476449 24:9.321281 25:0.36489643 26:3.8041652 27:-0.84601564 28:-1.5301572 29:5.8685053 30:7.0155288 31:4.0192048 32:3.7445521 33:6.4787664 34:5.7098581 35:5.8082597 36:4.1144474 37:8.157646 38:5.3329177 39:-8.4954336 40:-6.3089256 41:-0.37309031 42:0.58265828 43:-1.2045945 44:-8.1045134 45:1.9223187 46:6.5010287 47:-10.487062 48:-3.81345 49:-6.22689 50:7.4054837 51:1.9376819 52:-3.734526 53:7.3298033 54:-9.2920039 55:-1.5754478 56:-4.2542996 57:8.0996517 58:-8.8285289 59:-0.79926546 60:-5.6146847 61:7.8169747 62:-6.5858272 63:9.9039418 64:0.064169545 65:1.8583873 66:-1.6390079 67:-6.0595193 68:8.5581904 69:10.297458 70:-3.9089228 71:-0.17523913 72:2.8500713 73:-1.1442128 74:7.4762682 75:-4.9598027 76:1.7646109 77:1.8808994 78:-9.5377029 79:1.5881401 80:7.204259 81:-6.0099922 82:-2.472705 83:2.5541235 84:7.0047409 85:5.9675814 86:6.4961995 87:-3.4105821 88:-8.1933834 89:-1.1503072 90:-7.4040925 91:-5.8254039 92:-5.146831 93:9.336214 94:-7.4067528 95:-4.2983124 96:-4.7586275 97:9.4189953 98:-8.2779357 99:-6.6318314 100:-2.9984161 101:4.956496 102:-3.6480053 103:8.4021568 104:-7.2848416 105:-3.2908584 106:-7.4883616 107:1.8764127 108:-2.529179 109:-9.9062411 110:6.151744 111:10.928189 112:6.9652442 113:10.295531 114:-6.1662547 115:6.5029634 116:-7.3328713 117:-2.6926142 118:3.1251719 119:2.4366622 120:2.9216592 121:8.0166628 122:3.9799768 123:-7.2946561 124:-4.185434 125:4.0603178 126:4.8726459 127:-10.744025 128:-0.79395893 129:5.6075649 130:5.7599076 131:-4.4407819 132:-1.1323763 133:10.442952 134:1.7306671 135:-3.8289274 136:8.0615095 137:-4.0707104 138:5.8970943 139:-8.8767903 140:-0.3960651 141:-10.448105 142:-9.4429176 143:6.9082706 144:4.3298984 145:0.84252763 146:-6.842478 147:-0.495951 148:-7.3472572 149:-1.4016626 150:-2.3225308 151:-4.0979183 152:5.5021106 153:3.787343 154:-4.9847126 155:-8.6904436 156:-5.8122119 157:8.5439684 158:-1.4093572 159:-5.3554639 160:1.9287989 161:4.4200383 162:7.1529395 163:-7.8429788 164:1.0985721 165:6.8282241 166:-0.33100869 167:-2.6930338 168:-6.8868247 169:3.379277 170:-1.5005969 171:-10.73028 172:-9.9241657 173:-5.8156485 174:9.4558182 175:-4.1396574 176:-5.0918719 177:8.5212139 178:-3.9812122 179:-1.4317314 180:-4.5814654 181:2.934879 182:6.7571393 183:4.8348286 184:0.38749911 185:3.9150847 186:-5.8419354 187:-4.4171744 188:0.5533829 189:9.9987933 190:8.3336148 191:-9.956959 192:-2.350647 193:7.2761587 194:-4.4187537 195:2.2630559 196:-7.1194144 197:-7.3157724 198:-8.5211411 199:-3.4606318 200:-7.0351225 
+0.071785346889023174 1:8.8429309 2:-3.3789741 3:-4.3934796 4:-4.8091713 5:5.6366537 6:10.123848 7:-8.692902 8:-5.1539324 9:4.3208153 10:4.3304158 11:-7.1236489 12:2.4717447 13:-8.3163603 14:-8.3666045 15:-7.7181927 16:3.2580596 17:6.5791921 18:2.0077678 19:-5.3345549 20:-1.3393902 21:-2.9803551 22:3.6923102 23:-4.7885279 24:6.3262218 25:1.7070022 26:1.736316 27:1.4790703 28:-2.3735977 29:5.254702 30:7.9833055 31:7.8501369 32:4.5164198 33:5.8384907 34:5.8086607 35:5.677777 36:4.1071531 37:4.9572649 38:4.3261074 39:-7.2729486 40:-3.961369 41:-1.8621385 42:-0.1079418 43:0.53284893 44:-9.9433155 45:1.4406322 46:7.6383005 47:-10.738466 48:-3.6848204 49:-7.7114491 50:6.9723641 51:2.6900764 52:-3.0278252 53:6.850615 54:-8.4090517 55:-2.8045994 56:-3.7503111 57:9.8793647 58:-6.8597183 59:-0.89347521 60:-6.8731317 61:7.0752725 62:-4.0589211 63:8.0351972 64:2.3376221 65:2.4262998 66:-2.1464245 67:-5.612389 68:9.520195 69:8.5771713 70:-4.7362792 71:1.6549534 72:1.1573177 73:-2.1285098 74:4.2605097 75:-2.1013905 76:3.2756865 77:1.8133031 78:-10.295596 79:0.37149783 80:6.1140136 81:-4.5018381 82:-4.1307835 83:1.7698464 84:5.4768571 85:8.6314674 86:7.8585102 87:-1.0829576 88:-7.9434428 89:-1.8780021 90:-6.1822698 91:-5.4971577 92:-6.936805 93:8.0807705 94:-10.343866 95:-4.254994 96:-8.2408641 97:9.1856112 98:-6.7927611 99:-6.9490105 100:-1.2488446 101:4.3022828 102:-4.8869819 103:7.3964194 104:-8.2088912 105:-4.9584306 106:-8.8263385 107:1.3369992 108:-2.6334953 109:-10.057066 110:7.1916347 111:8.3794351 112:5.2771066 113:9.097494 114:-5.4644947 115:10.497637 116:-7.5290363 117:-3.8677819 118:4.4181318 119:2.8704635 120:5.5777099 121:9.3768219 122:5.7550229 123:-8.2962718 124:-2.4327895 125:4.8691421 126:5.2239465 127:-9.1386664 128:2.2250026 129:6.4843974 130:6.9138016 131:-4.0064647 132:-2.6952831 133:9.5393365 134:1.0573896 135:-4.7671112 136:6.425321 137:-1.9923966 138:6.369177 139:-8.5202101 140:0.49508475 141:-8.8567963 142:-7.2422378 143:5.7054768 144:3.5867747 145:1.3777495 146:-6.3516786 147:-2.1577911 148:-9.0840754 149:-0.92860717 150:-0.39137267 151:-3.5010705 152:3.2221998 153:3.1553779 154:-2.4985685 155:-8.9163755 156:-6.5895512 157:7.2609541 158:-1.1016621 159:-1.3582293 160:1.6094986 161:3.9057696 162:7.4353404 163:-9.9073992 164:4.9882219 165:10.203046 166:1.1755916 167:-2.5701561 168:-5.9609544 169:3.5510719 170:-3.0891949 171:-10.188586 172:-7.4465738 173:-6.0651347 174:8.3167349 175:-3.8504171 176:-5.2289092 177:6.9334907 178:-3.2364992 179:-3.6626841 180:-1.9668722 181:3.5746346 182:5.9968158 183:6.5927373 184:1.3708043 185:2.8548275 186:-2.4991497 187:-5.430929 188:-1.5343253 189:7.9967846 190:5.6214986 191:-10.802623 192:-2.870542 193:7.1547956 194:-6.3567127 195:1.0818494 196:-8.0766826 197:-10.884784 198:-7.6855405 199:-3.8740966 200:-7.3519263 
+0.039757306166499827 1:6.6102174 2:-3.4983962 3:-3.1530966 4:-3.4201529 5:5.3011575 6:10.091249 7:-9.6093244 8:-3.5583371 9:6.3598643 10:4.7274504 11:-8.8897022 12:3.4242647 13:-8.7891991 14:-9.4155405 15:-4.8273628 16:3.9901362 17:6.6215587 18:3.5036635 19:-8.3061016 20:-2.3053248 21:0.12492621 22:3.2057122 23:-5.9220253 24:8.1932507 25:-1.7303719 26:4.6667064 27:2.3497477 28:-0.68352542 29:3.1324773 30:5.0107669 31:6.1255176 32:6.9558144 33:7.1774482 34:6.2351328 35:6.4814338 36:3.2419354 37:6.36801 38:5.9042921 39:-8.5873926 40:-2.0194422 41:-1.3756558 42:-0.026255026 43:-1.3767696 44:-7.1057697 45:1.236716 46:5.5423324 47:-8.655322 48:-6.515923 49:-6.3304413 50:8.1377348 51:3.318555 52:-3.1551485 53:7.1701373 54:-9.568081 55:-2.4821811 56:-3.2529242 57:7.3969375 58:-8.1468164 59:-2.2308186 60:-6.7415908 61:5.6089425 62:-7.1182309 63:10.514648 64:2.5731461 65:1.2628324 66:-2.3236913 67:-5.6566864 68:7.7346688 69:9.2900254 70:-4.5741157 71:-0.92076204 72:3.2689158 73:-0.40317464 74:5.2774855 75:-3.6474956 76:1.8242704 77:2.4261133 78:-9.1526346 79:1.1076973 80:6.4132369 81:-4.7329729 82:-4.2308379 83:3.4765264 84:6.6619502 85:7.5410968 86:7.6988123 87:-3.92793 88:-5.9161833 89:0.18188965 90:-9.187342 91:-5.8613526 92:-6.572422 93:8.442232 94:-7.4649007 95:-5.4354808 96:-6.6715672 97:9.8005678 98:-7.7244583 99:-7.1485333 100:-1.4406579 101:6.7131085 102:-4.0528832 103:8.2671651 104:-5.5511097 105:-4.6849808 106:-7.3695533 107:1.645291 108:-2.6833947 109:-6.4786012 110:6.8559681 111:7.5854637 112:5.4327133 113:8.4175548 114:-5.8313073 115:8.8957326 116:-8.5225118 117:-4.5660128 118:6.0176609 119:2.4656373 120:1.7773104 121:9.1131169 122:2.6720185 123:-6.3073739 124:-1.9603702 125:3.32705 126:7.8436651 127:-7.869384 128:-0.73200892 129:5.8600995 130:5.2830063 131:-3.0295583 132:-2.0781192 133:8.7801862 134:0.18615996 135:-4.6958832 136:6.6274535 137:-2.6467118 138:6.6171631 139:-6.6776433 140:1.5188971 141:-9.8793486 142:-6.7514291 143:6.1552526 144:3.0003775 145:0.12211195 146:-5.201385 147:-1.3291045 148:-8.667541 149:-0.84531092 150:-0.39172549 151:-2.252806 152:4.7160706 153:2.9233866 154:-5.4535949 155:-8.8310744 156:-8.1372482 157:8.029801 158:-1.3215005 159:-2.3448949 160:2.4009819 161:4.7053036 162:9.1576783 163:-8.8737176 164:0.52079119 165:9.2771245 166:-0.41683719 167:-4.0761053 168:-6.8523703 169:4.3727105 170:-2.9115367 171:-9.6185315 172:-7.86353 173:-6.4887485 174:8.0393688 175:-2.0724688 176:-6.4079858 177:8.7491534 178:-4.0304645 179:-2.8380302 180:-2.0452178 181:3.8975759 182:7.8720426 183:4.7733049 184:-0.92316242 185:1.5553236 186:-5.1386506 187:-4.0820657 188:-3.7511055 189:8.1442179 190:8.6832332 191:-10.206221 192:-1.4811258 193:6.1312142 194:-6.2725033 195:2.5461697 196:-7.8476857 197:-9.2972802 198:-5.9474752 199:-4.8044378 200:-7.1114006 
+0.11527430099587413 1:9.1731506 2:-3.7178255 3:-6.896806 4:-1.6211101 5:5.7652186 6:11.236101 7:-8.7771736 8:-5.3923997 9:8.7191731 10:3.6988759 11:-7.531586 12:2.0691014 13:-6.3107949 14:-9.1438794 15:-6.4679339 16:4.8958244 17:6.3055597 18:1.8563124 19:-9.2258032 20:-1.9970502 21:-3.1429521 22:1.9986256 23:-5.2636721 24:6.5224331 25:0.71753652 26:3.617344 27:1.3013204 28:-1.7962789 29:3.484626 30:5.7148295 31:4.6398319 32:4.949271 33:6.0135736 34:6.032781 35:7.2056199 36:5.764357 37:6.1729096 38:7.4915489 39:-8.1302599 40:-5.5433543 41:-0.74045113 42:-1.8219889 43:-0.98800315 44:-9.6142126 45:2.9372773 46:6.8120853 47:-9.6708436 48:-4.5642975 49:-7.1664178 50:7.7641596 51:4.2444544 52:-1.5247867 53:5.9540322 54:-10.135341 55:-1.2582754 56:-4.5017814 57:9.6150304 58:-7.6758156 59:-1.9050994 60:-6.5141487 61:5.7227183 62:-5.7348371 63:10.351819 64:1.8175882 65:0.76531344 66:-0.50198617 67:-6.0159996 68:8.887504 69:10.673027 70:-5.4924795 71:2.2351962 72:1.9587881 73:-2.5905157 74:4.9719456 75:-4.2608336 76:1.2281766 77:2.4642105 78:-9.3483656 79:0.47174189 80:6.7947082 81:-4.3987007 82:-3.0899499 83:2.5450281 84:4.7476535 85:6.9237724 86:5.8214711 87:-0.21915327 88:-7.4679146 89:-1.6366741 90:-7.4252612 91:-7.0666605 92:-5.7872559 93:8.52175 94:-6.8641179 95:-4.8004357 96:-8.4240213 97:9.9677747 98:-6.5016487 99:-9.4772342 100:-1.3786598 101:4.4217004 102:-2.7450833 103:5.9547689 104:-4.8259193 105:-3.3019272 106:-8.4427311 107:0.41858689 108:-2.3488938 109:-8.8439295 110:5.0670021 111:9.6348315 112:7.3470938 113:9.021947 114:-5.7573909 115:8.5562012 116:-7.5105844 117:-3.5335182 118:6.3994517 119:2.5573743 120:3.2113628 121:7.6530324 122:3.2688386 123:-7.2232987 124:-3.2549806 125:3.2487893 126:6.1091928 127:-8.8809374 128:-0.26255819 129:4.5430694 130:3.9657749 131:-3.0329887 132:-1.5547947 133:8.014127 134:-0.0043629051 135:-4.2773051 136:7.3876827 137:-1.8771347 138:7.175954 139:-9.1256938 140:3.0770416 141:-9.8580191 142:-6.1840354 143:4.60233 144:3.9909607 145:0.21728675 146:-8.1950365 147:-3.1956621 148:-8.3072166 149:-2.4889108 150:-2.6558769 151:-3.8594687 152:3.4298706 153:4.6994266 154:-4.6508459 155:-8.2445912 156:-8.8569287 157:6.6202545 158:-2.830237 159:-3.1531641 160:3.077157 161:4.9794402 162:7.992895 163:-9.2560255 164:3.0657657 165:8.4517298 166:1.2055205 167:-3.8404326 168:-6.6858958 169:1.4543796 170:-2.7755876 171:-9.7781473 172:-8.7179662 173:-5.0875437 174:6.7331403 175:-3.110621 176:-4.0054324 177:6.4144907 178:-1.3044083 179:-2.9819343 180:-3.5217297 181:3.6933912 182:7.2795308 183:6.5326113 184:0.78844156 185:3.4556805 186:-4.3286762 187:-4.0933281 188:-1.9198918 189:7.2861201 190:5.9728215 191:-9.6299892 192:-3.766123 193:8.3095338 194:-6.1464117 195:-1.1746511 196:-7.9522208 197:-8.2201884 198:-9.4052681 199:-4.0749963 200:-7.3835949 
+0.0058035066455440314 1:8.8742594 2:-3.6167703 3:-5.9762834 4:-4.3303581 5:4.5235596 6:10.04916 7:-9.2129228 8:-3.726927 9:5.7500132 10:7.5247395 11:-9.079665 12:1.8648765 13:-8.3805306 14:-11.195128 15:-4.9670924 16:4.5997283 17:6.6396461 18:2.9093821 19:-5.8344665 20:-0.8262205 21:-1.3074713 22:3.0164014 23:-6.6780604 24:8.3926496 25:0.19224346 26:4.6568407 27:1.2446145 28:-1.5270344 29:4.530528 30:6.8986064 31:5.7105743 32:4.2876967 33:6.8740559 34:5.6335745 35:7.2954014 36:4.2608929 37:5.4316349 38:5.1852489 39:-8.2838079 40:-5.3260114 41:-3.1824858 42:1.6401167 43:-0.66816163 44:-8.708209 45:4.2558274 46:6.0057738 47:-9.0197154 48:-4.4895414 49:-8.1917157 50:8.6376697 51:4.1859846 52:-2.7913692 53:6.9904076 54:-9.1672728 55:-0.74326782 56:-2.0899134 57:7.801016 58:-8.7459721 59:-1.5982514 60:-7.7364096 61:5.4322641 62:-5.1220487 63:8.8556011 64:2.1403324 65:1.4904768 66:-2.4164847 67:-5.879516 68:6.1594621 69:8.5493334 70:-3.7482948 71:0.011734194 72:2.6675634 73:1.5274674 74:6.1378121 75:-2.8690048 76:2.1553854 77:2.4963436 78:-9.3599324 79:2.9674942 80:6.550896 81:-5.0168673 82:-1.3865273 83:3.1514789 84:7.6360478 85:7.4525381 86:8.5364272 87:-3.1179774 88:-10.824548 89:-1.3592797 90:-6.3564927 91:-4.5840422 92:-6.7882835 93:8.9625861 94:-9.8596609 95:-7.7589012 96:-8.0366545 97:11.621155 98:-8.0778989 99:-5.4310451 100:-0.93153057 101:4.6721558 102:-3.254717 103:7.2361721 104:-6.0819386 105:-4.9947101 106:-7.7687725 107:0.79249728 108:-4.9191334 109:-8.4748719 110:5.9858453 111:10.495244 112:4.1462259 113:10.494472 114:-5.2125852 115:8.7815535 116:-7.3880353 117:-3.5814721 118:5.0519084 119:1.4443798 120:2.5442616 121:6.7720567 122:2.1768196 123:-6.6329973 124:-1.5588888 125:3.5545134 126:7.2791218 127:-8.9555192 128:-0.80254376 129:7.6549385 130:5.5994418 131:-1.8369157 132:-3.3029064 133:9.0647344 134:0.30319559 135:-4.3452869 136:5.9883294 137:-1.2888925 138:4.7426497 139:-9.6980774 140:2.5109878 141:-9.5308853 142:-8.4773581 143:6.4859818 144:3.9379529 145:0.88512444 146:-7.8612252 147:-2.3942845 148:-8.8680801 149:-0.57968514 150:-1.6601687 151:-4.0825452 152:3.4129403 153:4.5461431 154:-3.6864024 155:-7.2954961 156:-5.7891414 157:7.2916493 158:-3.0151724 159:-2.8019675 160:1.5333112 161:4.4948156 162:6.4060172 163:-8.9350248 164:1.9678844 165:9.0063821 166:2.3334369 167:-5.0681209 168:-5.6020946 169:4.9138609 170:-2.3723945 171:-8.9665187 172:-7.6690843 173:-5.0908676 174:8.3196327 175:-1.8252021 176:-4.7857497 177:7.3410658 178:-4.7454271 179:-2.973307 180:-3.556145 181:2.2497027 182:6.3247495 183:4.2836794 184:-1.5990432 185:1.53877 186:-3.5416809 187:-3.8497142 188:-0.37762023 189:8.2632044 190:7.8028646 191:-9.702703 192:-3.5579129 193:7.3930734 194:-8.6085205 195:1.9584063 196:-7.6658195 197:-10.706608 198:-6.8262751 199:-4.6070359 200:-7.5333201 
+0.046856921117654368 1:9.4180354 2:-5.9454235 3:-4.5795471 4:-2.6214986 5:5.8623253 6:9.3556014 7:-10.974306 8:-5.9455814 9:7.0949207 10:3.5734743 11:-7.8819058 12:3.4405935 13:-7.2285096 14:-10.494762 15:-3.4153965 16:3.8935478 17:6.3283043 18:2.7961176 19:-6.9111216 20:-2.2279802 21:-0.024712962 22:1.532681 23:-8.5363224 24:8.9735926 25:0.21008136 26:3.5155026 27:1.4144917 28:-1.3655794 29:3.8417794 30:6.0333073 31:5.8644476 32:3.2353901 33:6.5034525 34:7.1646255 35:6.65613 36:3.6693378 37:5.1494399 38:3.0629365 39:-8.005967 40:-2.3580973 41:0.7424174 42:0.48884251 43:-0.32419444 44:-8.1011955 45:1.7221084 46:7.9688813 47:-12.463368 48:-4.8538145 49:-7.0175813 50:6.2525914 51:4.7346514 52:-1.7993563 53:5.9918296 54:-7.8593261 55:-2.8661128 56:-3.5191228 57:6.9707728 58:-9.7766784 59:-0.89353237 60:-6.0150562 61:8.0074663 62:-7.7429367 63:8.9175734 64:0.16660349 65:2.1064785 66:-2.0117597 67:-5.5033929 68:7.8413799 69:9.6119867 70:-4.6651131 71:1.6851241 72:2.4921111 73:-0.68972292 74:5.6366494 75:-4.8448965 76:0.58186138 77:1.438585 78:-9.8448464 79:2.156517 80:6.8687847 81:-6.1761986 82:-1.904472 83:4.2118919 84:7.5380621 85:8.4900783 86:6.1984687 87:-1.9727156 88:-8.0274563 89:-1.0686677 90:-6.9529475 91:-6.9343413 92:-8.555112 93:7.7147408 94:-9.0120037 95:-5.4099292 96:-6.0558793 97:9.0259842 98:-8.2813992 99:-6.7444744 100:0.43149394 101:4.711328 102:-5.3511716 103:6.405743 104:-6.9139617 105:-3.4432616 106:-7.5454122 107:2.349884 108:-2.9992468 109:-8.7941665 110:5.473555 111:8.3780941 112:4.7920973 113:9.3765722 114:-5.8784361 115:9.8338734 116:-8.3338647 117:-1.1795617 118:5.265988 119:0.41764173 120:3.7230312 121:8.0465764 122:3.7794121 123:-7.9773092 124:-2.2996118 125:5.6365922 126:7.0351462 127:-8.6321081 128:-2.5215358 129:7.5304021 130:6.2321247 131:-3.9195291 132:-2.5932591 133:10.366221 134:1.1225112 135:-4.6677615 136:8.0917151 137:-1.6010709 138:5.6593121 139:-8.8639761 140:3.484463 141:-10.074688 142:-5.1091683 143:5.4552582 144:4.0948271 145:1.9860556 146:-5.9003873 147:-2.8181938 148:-7.4093533 149:-2.6616484 150:-2.9824711 151:-2.6584429 152:5.0813569 153:4.8781992 154:-3.4817154 155:-8.9952529 156:-8.235017 157:6.5982609 158:0.48297605 159:-1.8052345 160:1.0909485 161:3.569161 162:8.2314485 163:-8.6122209 164:1.7537449 165:8.8772516 166:0.31299094 167:-3.770129 168:-6.0612644 169:2.8047287 170:-2.5447062 171:-10.14269 172:-8.8326279 173:-7.0521596 174:7.6282492 175:-3.5367142 176:-5.22982 177:7.9266888 178:-2.7007273 179:-2.2174978 180:-3.3477877 181:2.9819706 182:6.2392216 183:6.1385447 184:-0.26466207 185:1.0530409 186:-6.2778184 187:-3.7333253 188:-1.7619981 189:10.065801 190:6.6703928 191:-8.4209676 192:-1.7686949 193:8.2037287 194:-5.507647 195:1.7854766 196:-7.3795471 197:-10.097874 198:-8.933768 199:-2.3678177 200:-8.1023532 
+0.0026015518087510641 1:7.4492534 2:-3.5184704 3:-3.9818634 4:-2.3159396 5:4.7645281 6:7.5386669 7:-9.0985814 8:-5.5721708 9:7.1805727 10:5.3010244 11:-8.4849701 12:2.0357633 13:-9.3726886 14:-9.2779791 15:-6.2561623 16:3.1476314 17:6.6667277 18:3.649677 19:-7.3221762 20:-3.0791113 21:-1.0842056 22:3.0433384 23:-7.6852909 24:10.376582 25:0.53571623 26:3.2255284 27:-0.080914951 28:-1.4833514 29:4.388958 30:7.8889755 31:4.7609778 32:4.9762525 33:6.1379855 34:6.2036737 35:8.2112993 36:4.4707252 37:6.9448949 38:6.594616 39:-9.0546924 40:-3.3376101 41:-0.85156808 42:-0.27537475 43:-1.500216 44:-9.1545727 45:3.505958 46:6.5355142 47:-9.4699756 48:-4.4910857 49:-7.751844 50:7.3603817 51:4.0990212 52:-3.8205942 53:7.8863088 54:-7.908977 55:-3.5836288 56:-4.4817958 57:8.6727863 58:-9.2898824 59:-2.1323209 60:-4.9177656 61:5.9822326 62:-5.2599077 63:8.8234622 64:1.2298349 65:0.00073835349 66:-1.6961862 67:-7.0667954 68:7.457928 69:7.206467 70:-7.4503641 71:1.6088496 72:2.9177826 73:-1.9364623 74:4.2651207 75:-5.4912745 76:4.3491826 77:3.8084537 78:-10.325224 79:2.4582092 80:4.5781191 81:-4.8852539 82:-4.8281573 83:4.5716849 84:7.3422406 85:7.0858613 86:5.9224826 87:-2.8666313 88:-8.9283303 89:-1.2136903 90:-6.4503217 91:-2.5649304 92:-5.1135881 93:7.8406716 94:-7.7969307 95:-5.1934627 96:-8.9844948 97:8.6984921 98:-6.8215583 99:-6.5650034 100:-0.88265719 101:4.5430761 102:-4.1149709 103:8.3599779 104:-7.3098214 105:-4.4961638 106:-7.2572496 107:2.0549933 108:-3.0894359 109:-10.899976 110:6.5953031 111:10.542839 112:6.4767989 113:9.0058911 114:-8.2605259 115:8.8884018 116:-7.7398533 117:-5.2595253 118:3.226985 119:3.403035 120:5.0515058 121:9.6341241 122:4.8887705 123:-6.3106721 124:-4.7234092 125:3.2868946 126:7.1766683 127:-8.8320218 128:-2.7685413 129:6.3697034 130:6.2398294 131:-4.0028398 132:-2.0542846 133:9.0249142 134:1.2077007 135:-2.2506666 136:7.4448267 137:-0.81415506 138:6.2813387 139:-9.6759016 140:0.65528743 141:-11.542421 142:-7.3374931 143:6.9464153 144:3.0207138 145:2.3347705 146:-6.6411496 147:-1.5008644 148:-7.7856318 149:-1.1832218 150:-1.9588629 151:-2.3007166 152:6.3908896 153:2.6091326 154:-2.5046809 155:-7.669195 156:-6.9109762 157:8.0938231 158:-2.7959677 159:-4.053222 160:0.9739808 161:5.745474 162:7.1099839 163:-10.564629 164:3.2796135 165:9.4955204 166:1.6080338 167:-4.747548 168:-6.6765759 169:2.9052782 170:-1.8174412 171:-9.731976 172:-7.9477289 173:-5.0554755 174:7.803082 175:-2.6221815 176:-6.5423904 177:8.0764131 178:-4.1321963 179:-3.4129083 180:-2.433074 181:1.2948476 182:6.6037668 183:4.6562296 184:-0.5191695 185:1.9321092 186:-3.1116955 187:-4.1503772 188:-2.1136075 189:10.190088 190:5.1530288 191:-10.501667 192:-0.62284135 193:8.4826604 194:-5.9636645 195:-0.95134326 196:-6.3083617 197:-8.5326845 198:-8.4262931 199:-3.7155945 200:-7.5068805 
+0.013001716806273149 1:8.7534226 2:-4.0351468 3:-5.4780462 4:-2.5785745 5:4.5450033 6:10.647705 7:-8.9753838 8:-4.7879092 9:8.6175966 10:6.8089617 11:-7.6359163 12:3.585512 13:-7.7887544 14:-10.293248 15:-5.5640602 16:3.0740202 17:5.2566408 18:1.1358163 19:-7.4102122 20:-0.82682847 21:-2.4204028 22:2.1058662 23:-8.2470593 24:8.1441889 25:1.8349943 26:5.9444753 27:-1.1811956 28:-3.9887288 29:4.3405482 30:5.8593678 31:4.9059373 32:5.1564145 33:7.1283058 34:6.2228169 35:6.1424123 36:4.5827054 37:5.5465793 38:4.5133346 39:-7.0901497 40:-5.5085543 41:-1.7188812 42:0.78793169 43:-2.1130417 44:-8.4666354 45:2.2902823 46:6.4748814 47:-8.7411908 48:-4.634212 49:-7.1934623 50:7.1796224 51:3.3668586 52:-2.3840104 53:9.2772282 54:-9.0038557 55:-2.4385912 56:-5.6849705 57:8.900268 58:-8.3280335 59:-0.87539818 60:-8.6429331 61:7.4165672 62:-6.0702091 63:11.930411 64:2.5956715 65:1.999985 66:-2.0751532 67:-4.2296334 68:8.8715672 69:10.225612 70:-2.3601982 71:-0.12981869 72:1.6550966 73:-1.2128739 74:4.2710983 75:-3.4004696 76:3.1920792 77:2.6854098 78:-9.3091546 79:2.3204431 80:5.0991561 81:-4.2187727 82:-2.2662317 83:3.2978964 84:5.5131974 85:7.3736566 86:6.883106 87:-2.870123 88:-7.2885204 89:-2.1651743 90:-6.6339454 91:-7.1466637 92:-7.5736375 93:8.4395763 94:-7.6446782 95:-6.0642772 96:-8.0413685 97:10.15597 98:-7.0662426 99:-7.0441929 100:-1.6792097 101:4.3717776 102:-3.3539394 103:6.8202909 104:-7.4319927 105:-5.6859107 106:-7.3861399 107:0.43851361 108:-1.6008492 109:-8.6285679 110:3.881757 111:11.970612 112:4.9042224 113:6.295151 114:-7.9223465 115:8.6396953 116:-7.8915439 117:-4.6488506 118:3.6702989 119:1.9652904 120:2.2138893 121:10.456692 122:3.7109051 123:-8.2291898 124:-2.0993776 125:5.5077708 126:6.4556382 127:-8.9680767 128:-0.9971472 129:6.0372779 130:4.0014183 131:-3.295218 132:-2.457497 133:9.5563075 134:-0.024523384 135:-4.8200805 136:9.199721 137:-3.1080616 138:5.4540465 139:-8.6486321 140:1.1891923 141:-10.513649 142:-8.4485232 143:5.9309778 144:4.1987773 145:1.9926605 146:-6.6356725 147:-0.98296286 148:-6.4630901 149:-2.7232878 150:-1.7019103 151:-1.918579 152:3.5914969 153:3.4891634 154:-6.3089515 155:-9.177103 156:-9.1954716 157:6.1242451 158:-1.7199535 159:-1.985384 160:-0.53801912 161:5.2613058 162:8.3896228 163:-9.6014627 164:2.0666984 165:10.176859 166:1.4566365 167:-5.0520134 168:-5.4441995 169:2.692049 170:-2.4004176 171:-9.3839284 172:-10.148138 173:-6.1752656 174:6.3965264 175:-3.3161318 176:-5.894231 177:6.6541224 178:-3.6777616 179:-5.7879173 180:-4.4785711 181:2.9492499 182:5.8026102 183:6.213839 184:2.3644666 185:3.0964702 186:-4.4077058 187:-4.0178364 188:-0.062372822 189:9.2198979 190:7.5978308 191:-10.260908 192:-3.8297547 193:5.8817115 194:-6.7374148 195:2.4324286 196:-6.270138 197:-10.652903 198:-8.5978992 199:-4.4560028 200:-6.8549212 
+0.030484303789881234 1:6.2403308 2:-3.5335673 3:-4.2860142 4:-4.5531982 5:5.5793451 6:10.374917 7:-9.1067224 8:-5.5380718 9:7.094181 10:3.6800578 11:-9.454724 12:4.6029586 13:-7.2062094 14:-10.082178 15:-4.191271 16:4.7324276 17:5.5627373 18:3.4436349 19:-7.6658016 20:-1.8703441 21:-1.1877314 22:1.2190106 23:-6.8695893 24:9.3071178 25:0.68150033 26:2.4720212 27:-0.40910273 28:-2.0889372 29:4.0488097 30:6.7249511 31:6.5522502 32:4.8109662 33:6.5523809 34:5.6938909 35:6.9518584 36:3.3922133 37:6.0291085 38:5.7467139 39:-7.6062182 40:-4.0144507 41:-0.72085396 42:1.3217268 43:-0.44551796 44:-8.0947797 45:1.5036185 46:5.9748834 47:-12.097234 48:-5.4865306 49:-8.7779145 50:8.6762051 51:5.1264811 52:-2.786421 53:6.7922691 54:-9.9911898 55:-1.9058152 56:-5.0920179 57:8.9788258 58:-9.4579083 59:0.5321641 60:-6.8219524 61:6.2194652 62:-5.1594695 63:8.2703967 64:0.09477742 65:1.1878902 66:-2.866315 67:-4.3925352 68:7.6310444 69:9.4354124 70:-3.4448154 71:0.51947505 72:2.8521088 73:0.62983954 74:4.4951823 75:-3.6952956 76:2.8201421 77:0.78801053 78:-9.5510374 79:1.9229156 80:7.5899509 81:-5.0857293 82:-3.3046158 83:2.102382 84:6.4276652 85:8.1112556 86:7.5080638 87:-3.6503218 88:-6.6188451 89:2.2861144 90:-7.4033115 91:-3.8107498 92:-6.0740813 93:8.4549228 94:-8.699591 95:-6.5981864 96:-6.5047918 97:11.256097 98:-7.9009143 99:-8.6103228 100:-2.7543436 101:6.7454643 102:-5.4785029 103:8.6273067 104:-8.4633441 105:-5.8859055 106:-9.0982067 107:3.7745837 108:-3.0576131 109:-10.103572 110:5.2711253 111:9.8620933 112:5.7988996 113:8.0030555 114:-4.4987917 115:8.4745101 116:-7.6095688 117:-4.2509417 118:4.0579599 119:2.0229122 120:1.9517938 121:6.2642918 122:5.5574962 123:-6.7183317 124:-3.4546584 125:6.8331904 126:6.5463594 127:-6.386647 128:-0.52752279 129:7.5603962 130:5.9792539 131:-3.6213928 132:-1.2768678 133:11.240985 134:0.22544489 135:-2.6977314 136:5.6271036 137:-3.273992 138:7.194141 139:-10.402613 140:2.0989135 141:-9.0553347 142:-8.5000665 143:6.9009344 144:2.8755071 145:0.23868896 146:-5.5540437 147:-2.0548904 148:-8.8863867 149:-1.7559811 150:-2.728074 151:-3.7070709 152:4.7757485 153:3.8399682 154:-4.0234963 155:-7.347276 156:-7.3480789 157:6.5487904 158:-1.006457 159:-2.6562131 160:1.938567 161:5.2080242 162:8.5135432 163:-9.9584237 164:1.5375503 165:6.5584845 166:3.4979792 167:-5.0502943 168:-5.630877 169:3.3309168 170:-1.1983347 171:-12.05269 172:-8.9878265 173:-6.7251136 174:7.9244285 175:-2.8368406 176:-5.2724758 177:7.2681545 178:-4.4607692 179:-3.739825 180:-4.6003847 181:2.683907 182:7.7152352 183:2.9258609 184:-0.98153933 185:0.16326761 186:-3.4106416 187:-3.3948039 188:-2.261564 189:8.727747 190:7.3971159 191:-10.334278 192:-3.3715841 193:5.7624119 194:-7.8326426 195:-0.13898436 196:-8.6774324 197:-9.2602901 198:-6.156466 199:-4.2546656 200:-5.5157689 
+0.068558382071585183 1:7.8322272 2:-4.9828482 3:-4.8013413 4:-1.8806951 5:5.6565196 6:9.5877075 7:-8.8471714 8:-5.5996368 9:7.7181334 10:6.801108 11:-6.4916703 12:3.8955653 13:-8.8059021 14:-8.766044 15:-6.4052024 16:3.1582926 17:6.2836336 18:3.2168175 19:-7.808717 20:-2.1290574 21:-1.6687588 22:1.7663958 23:-6.7668462 24:8.2922991 25:0.62031377 26:4.2879759 27:0.22108377 28:-0.60318692 29:2.8789651 30:7.8089637 31:7.704582 32:3.8412909 33:6.8105199 34:4.1869801 35:6.2603902 36:3.3821231 37:4.5542552 38:5.32828 39:-7.1369472 40:-4.9575703 41:-1.7711831 42:1.0579839 43:-0.99325788 44:-10.095797 45:0.80556728 46:6.8248021 47:-11.010477 48:-3.8668017 49:-7.552444 50:6.1925933 51:1.4843623 52:0.24483317 53:7.8273633 54:-8.8118144 55:-3.6530925 56:-2.6733255 57:8.4335059 58:-7.8497431 59:-1.6537288 60:-4.625386 61:5.9742497 62:-3.8779244 63:8.5044351 64:-0.32484764 65:1.2221708 66:-1.5007634 67:-6.1530272 68:7.0699297 69:10.158365 70:-3.5612019 71:-0.236433 72:3.9825636 73:-0.51655129 74:7.0135324 75:-3.7875705 76:0.83053469 77:2.2653101 78:-10.114564 79:1.1311474 80:6.4216713 81:-6.3477671 82:-4.188497 83:3.851481 84:7.2467282 85:9.0729246 86:6.8347562 87:-2.6649995 88:-8.5868623 89:-1.3300615 90:-7.1148651 91:-2.5811249 92:-6.4497881 93:8.331752 94:-8.5374191 95:-5.404363 96:-7.5646781 97:12.648172 98:-8.1677195 99:-6.3007501 100:-0.64959775 101:4.712487 102:-4.5296758 103:7.0322071 104:-5.6593778 105:-4.8399247 106:-8.7327719 107:2.19362 108:-3.9118325 109:-8.6032015 110:5.2892824 111:10.488609 112:7.3463649 113:8.0523406 114:-6.2148352 115:8.4694855 116:-7.1084949 117:-3.5314528 118:2.619401 119:3.236232 120:3.4137111 121:9.9383676 122:2.8412357 123:-7.3648489 124:-4.524646 125:6.3035106 126:5.200852 127:-9.4309207 128:0.32588229 129:7.9042829 130:6.5399547 131:-4.6544526 132:-1.1824195 133:11.502505 134:-0.76587923 135:-3.6712503 136:7.1152485 137:-1.6420413 138:6.6676496 139:-9.3552816 140:2.1773472 141:-8.9961614 142:-6.6650079 143:8.2076482 144:5.1987701 145:0.58156054 146:-7.0206466 147:-2.2483674 148:-7.5120887 149:-1.8170294 150:0.17008466 151:-4.1772572 152:4.8150219 153:1.6235701 154:-3.7188677 155:-9.012549 156:-7.8293161 157:7.5192985 158:-1.7594315 159:-2.0263624 160:1.7217551 161:6.1485652 162:8.4344656 163:-9.2016044 164:3.0411193 165:8.2259491 166:2.2616316 167:-2.415981 168:-5.1380888 169:2.9893212 170:-1.798052 171:-12.166991 172:-10.021138 173:-6.6716524 174:8.7835728 175:-5.6060876 176:-4.9723124 177:7.4412961 178:-2.831461 179:-2.4165212 180:-3.3938443 181:4.4727822 182:8.2186509 183:4.8093826 184:-2.1027689 185:1.9087473 186:-3.0898201 187:-3.7860807 188:-0.76398743 189:9.7145063 190:5.6906273 191:-9.0099551 192:-2.9662062 193:6.9908117 194:-6.2255625 195:0.51909843 196:-8.6149223 197:-7.968723 198:-7.996183 199:-5.8052787 200:-5.7649417 
+-0.010243327047230834 1:3.989705 2:4.5129765 3:6.3823974 4:8.7924991 5:-9.1302627 6:-0.68503407 7:-2.9118736 8:-2.1281984 9:-6.6820463 10:-5.2076637 11:6.7356334 12:-5.899803 13:-7.5800876 14:-4.9156326 15:-7.960001 16:4.0170176 17:-5.47964 18:5.9730068 19:0.5689145 20:-2.6425539 21:-0.99674303 22:-9.7428841 23:-9.9447859 24:-1.7152324 25:-1.9441586 26:4.219003 27:7.4806181 28:-0.67866522 29:-8.976833 30:8.7216438 31:-0.60521379 32:-0.91122784 33:-8.6307676 34:3.3066999 35:-3.4565522 36:-3.064452 37:7.1084541 38:4.3778618 39:4.0943482 40:-9.0445075 41:-3.3678026 42:4.8629956 43:-9.2695446 44:10.997194 45:9.8234898 46:-0.85168736 47:8.5056654 48:-8.3335757 49:-3.768928 50:2.7320338 51:-7.5979774 52:5.6073735 53:5.4867845 54:-6.7307569 55:7.4220153 56:5.7402684 57:-1.2296311 58:6.0993199 59:2.5454083 60:-2.6480772 61:7.3357074 62:-0.80343735 63:-2.5493971 64:-2.6108155 65:-2.7797108 66:-5.9462007 67:-9.9596262 68:-10.7776 69:8.3515577 70:8.5626408 71:7.4149268 72:10.589561 73:-0.40760817 74:7.1564168 75:1.1259029 76:3.9776807 77:-0.9676966 78:-2.8993105 79:8.6776977 80:8.7556227 81:-0.80163437 82:0.13911304 83:-8.0729743 84:-2.2854791 85:-0.48394356 86:5.7833753 87:-0.023842873 88:-5.798712 89:-3.7304022 90:0.96684075 91:-6.7408173 92:-4.2864156 93:-0.17311742 94:-2.0847484 95:-4.7256183 96:5.5103887 97:6.6807265 98:-9.9491577 99:-4.396363 100:-1.7828973 101:2.3443355 102:3.8164288 103:0.55270568 104:-3.766414 105:-5.8544532 106:-1.8939346 107:1.6364412 108:-0.63091338 109:-1.8707461 110:-0.07887791 111:6.3532013 112:5.8956728 113:9.4107314 114:0.99634856 115:9.108157 116:8.6680111 117:-8.0239267 118:1.634412 119:8.6273186 120:1.9051043 121:2.3063521 122:-4.5516462 123:1.937973 124:10.403259 125:2.9847546 126:-0.66424958 127:7.2692226 128:8.0199964 129:3.874978 130:-0.018184463 131:-2.8907575 132:-3.7418364 133:-1.5357193 134:2.2763642 135:9.425941 136:-3.9401132 137:-5.0573972 138:-3.302702 139:-2.9340143 140:0.30344869 141:-4.8821691 142:5.1524929 143:-3.4554396 144:-3.8930749 145:-0.50636525 146:-6.7524888 147:10.872188 148:-2.3983821 149:5.6019699 150:7.0123437 151:6.8192325 152:-10.209509 153:-4.0352156 154:4.3795328 155:4.6806434 156:0.64542811 157:-6.002486 158:1.1518976 159:3.9956829 160:7.792677 161:-3.7542582 162:-1.612972 163:-6.2172605 164:8.1893023 165:3.9447933 166:8.6739753 167:8.4795227 168:0.65533246 169:-6.4426158 170:5.5346788 171:2.6855921 172:-1.4077635 173:1.5937011 174:-7.6011898 175:0.74077986 176:3.8961468 177:6.5391067 178:2.047177 179:-4.1028763 180:-1.7415329 181:0.91868069 182:4.9666006 183:3.9088899 184:-5.6289038 185:-8.6525083 186:-4.965334 187:-1.9280686 188:2.807342 189:-10.773295 190:0.55614853 191:0.217798 192:7.3276332 193:8.3253761 194:6.761311 195:1.859387 196:5.5707587 197:11.416724 198:2.0468698 199:1.654845 200:-1.6095474 
+-0.14095490869946209 1:3.168486 2:3.7006044 3:6.3374558 4:10.485919 5:-6.4200012 6:-0.20597397 7:-3.9335228 8:-4.1448355 9:-5.8253409 10:-6.8106329 11:6.2730875 12:-5.5925977 13:-7.9175975 14:-6.2599992 15:-8.8157266 16:5.4534618 17:-2.1441555 18:4.0348185 19:0.40035316 20:-0.96317156 21:-2.5798732 22:-7.7399899 23:-10.63049 24:-4.220567 25:-2.4817166 26:2.9592273 27:10.455686 28:0.5780002 29:-8.9606438 30:5.8377364 31:-0.17720766 32:-0.61452636 33:-9.8083504 34:2.4437277 35:-4.3440274 36:-3.4891448 37:5.5228871 38:4.1396965 39:1.1431852 40:-8.8108705 41:-2.818533 42:4.975191 43:-8.04225 44:9.4131026 45:7.8641788 46:-3.6111632 47:6.5769417 48:-8.0795962 49:-4.4383286 50:0.3314868 51:-7.3508508 52:4.7077039 53:6.1709131 54:-8.9208392 55:7.6127651 56:4.1588726 57:-3.2869981 58:5.6420439 59:2.6682809 60:-5.152007 61:7.2622369 62:-0.049479419 63:-4.3062823 64:-3.9194574 65:-1.358625 66:-6.3415734 67:-11.561205 68:-9.5521938 69:7.9364921 70:7.1015525 71:6.2770359 72:9.9776931 73:0.90134596 74:6.9192479 75:-1.1085161 76:4.1083967 77:-1.5933397 78:-0.84934721 79:7.9115396 80:8.4441742 81:-0.77355702 82:1.0336265 83:-9.829554 84:-1.0357154 85:-0.02801498 86:7.5522754 87:2.631243 88:-6.2333235 89:-2.6843102 90:0.24232634 91:-2.9044172 92:-5.6588729 93:1.8054508 94:-0.75259951 95:-4.0189548 96:6.2677937 97:7.9657068 98:-10.209845 99:-4.3023678 100:-4.990845 101:3.6439559 102:4.9474398 103:1.7403457 104:-3.2776618 105:-4.4882684 106:-3.6996766 107:-0.91351069 108:0.1524167 109:-2.7297736 110:-1.1374048 111:4.9525329 112:7.6037967 113:9.495191 114:2.3503746 115:7.4383334 116:8.1904196 117:-9.2689575 118:3.2715934 119:10.567049 120:0.1989369 121:3.345181 122:-4.2495655 123:3.2820092 124:8.348209 125:3.2557946 126:-1.0356466 127:7.5952278 128:9.2183647 129:5.8812207 130:1.6158994 131:0.54470984 132:-0.22103127 133:-1.8515586 134:1.3278731 135:10.630667 136:-8.2020164 137:-0.99905461 138:-4.765778 139:-3.1850392 140:-1.8294663 141:-2.3770987 142:4.6217088 143:-1.7109253 144:-5.9437147 145:-0.79108348 146:-5.4496043 147:9.0832964 148:-2.9568186 149:4.6278786 150:6.4936593 151:8.0682109 152:-8.8315451 153:-5.0819097 154:4.031436 155:5.0675588 156:0.59252891 157:-4.9439741 158:2.3785309 159:4.240391 160:8.0246829 161:-2.8423905 162:-4.5708985 163:-5.4835781 164:9.8999147 165:4.8619995 166:6.5848367 167:5.6423586 168:0.69322357 169:-6.2757221 170:2.7628459 171:2.4832792 172:-1.8795716 173:2.9186223 174:-5.554881 175:1.726192 176:3.278624 177:6.2089064 178:1.6963893 179:-4.4662517 180:-0.31617453 181:0.70484148 182:5.5232416 183:2.123435 184:-6.3332602 185:-3.9569504 186:-5.8359574 187:-4.2223248 188:3.9051343 189:-8.6578709 190:-0.041153435 191:0.20256582 192:7.9492015 193:9.214996 194:5.5092711 195:4.4732585 196:6.16909 197:7.6617995 198:0.77949161 199:2.5457236 200:-0.89685651 
+-0.016081285853446019 1:3.375456 2:2.4219911 3:5.9425931 4:10.178474 5:-7.5830323 6:1.9159768 7:-1.701799 8:-1.3660371 9:-8.5836282 10:-5.7624721 11:8.5813695 12:-5.5319682 13:-8.4324832 14:-3.8546006 15:-4.7573857 16:2.9453467 17:-4.4934968 18:6.0137205 19:-0.19806617 20:-1.72205 21:-2.0585527 22:-9.3978623 23:-9.1549971 24:-3.9858711 25:-2.3864736 26:5.7103306 27:8.2952132 28:-0.74014455 29:-8.5465552 30:7.5788255 31:-1.5695424 32:-1.1941487 33:-7.9345681 34:3.0314571 35:-5.1210017 36:-1.5861375 37:6.6201756 38:4.8273109 39:3.353211 40:-7.8336922 41:-1.4360072 42:3.0692757 43:-6.7087066 44:11.081594 45:8.2267457 46:-3.0940576 47:6.9712078 48:-9.1860284 49:-2.586709 50:2.5157261 51:-7.5861596 52:5.4964171 53:6.4259167 54:-5.4918906 55:7.6629914 56:2.9616645 57:-3.147993 58:7.8585819 59:4.6140508 60:-3.9405338 61:6.895034 62:-1.0441433 63:-3.0810283 64:-1.8565765 65:-0.52829261 66:-6.9571827 67:-9.4975738 68:-7.392445 69:11.923569 70:6.9089443 71:8.3845724 72:11.451744 73:0.70308595 74:5.9849797 75:0.22754993 76:6.2403192 77:-3.1291181 78:-1.8937027 79:7.9363511 80:11.120763 81:-3.6391533 82:1.6070798 83:-7.3238038 84:-1.4021246 85:1.9277272 86:6.7582349 87:1.073063 88:-5.5217376 89:-4.1487997 90:-0.11184034 91:-4.8621481 92:-6.5812156 93:1.7556327 94:-1.8634615 95:-3.7228257 96:4.4099965 97:7.276319 98:-10.123716 99:-3.1833001 100:-3.6085072 101:3.16704 102:3.6323793 103:-0.70328176 104:-2.8993136 105:-7.3824096 106:-2.049943 107:2.1887962 108:0.060952701 109:-3.1086869 110:-1.4239928 111:6.314432 112:9.4648432 113:9.8185463 114:0.75422046 115:6.3803943 116:9.4350666 117:-9.9580179 118:0.84299217 119:9.0551794 120:-0.19080814 121:0.19266477 122:-3.8091044 123:1.4732975 124:10.05107 125:2.4225263 126:2.5188555 127:7.4693211 128:8.945525 129:4.7139033 130:0.46304674 131:-0.35136665 132:-2.257551 133:-2.8058693 134:2.649193 135:6.9386225 136:-8.7977841 137:-1.1171081 138:-4.8085529 139:-3.0696578 140:-1.2285407 141:-3.576636 142:4.0473642 143:-2.4492873 144:-3.6216568 145:1.4674964 146:-5.8039493 147:7.3561689 148:-3.0672215 149:5.1793741 150:5.4970022 151:6.0845162 152:-10.123393 153:-2.5365273 154:5.0616568 155:6.10319 156:1.2872715 157:-4.4242194 158:2.3001858 159:5.1469917 160:7.8073295 161:-4.037429 162:-2.912401 163:-6.0075599 164:9.4585805 165:4.9601859 166:5.3648084 167:7.6908599 168:-0.97584103 169:-6.7571019 170:3.0119156 171:3.0689424 172:-0.51203479 173:4.5517282 174:-7.0500825 175:2.2630376 176:4.4821924 177:7.0840597 178:0.78280101 179:-4.7789112 180:-1.4336503 181:0.18231469 182:5.773159 183:3.8041581 184:-3.4960626 185:-6.7698667 186:-6.7977528 187:-3.4857812 188:3.5387555 189:-10.337579 190:2.672438 191:1.1829856 192:11.215962 193:10.522394 194:8.7460633 195:1.9909504 196:6.3095681 197:8.1183609 198:2.3637482 199:2.1154979 200:-2.4376253 
+-0.25074392527223521 1:3.6137097 2:3.2225114 3:5.8000429 4:10.524314 5:-7.2771051 6:1.413091 7:-3.6622632 8:-2.1032037 9:-5.1552069 10:-6.4211918 11:6.7780114 12:-6.0154537 13:-8.033726 14:-4.686689 15:-7.8821103 16:4.0224638 17:-3.9266727 18:4.6206769 19:0.49162278 20:0.85825499 21:-2.5710338 22:-8.8213367 23:-8.9664359 24:-1.6778923 25:-3.3826016 26:4.7861529 27:8.5929825 28:-0.14982902 29:-7.9578015 30:6.8991685 31:-0.35078429 32:-1.4288932 33:-8.2805675 34:2.3419213 35:-4.1068834 36:-1.3339223 37:6.0100336 38:3.0246822 39:3.7902294 40:-9.4235916 41:-3.9076242 42:4.803725 43:-8.476672 44:11.855492 45:9.0900367 46:-3.5958829 47:7.0947365 48:-7.1872785 49:-4.34197 50:2.2511919 51:-6.4561976 52:6.013087 53:9.4709573 54:-8.0517969 55:6.2619548 56:5.5725399 57:-0.91558409 58:9.1893487 59:3.0313347 60:-1.9645956 61:7.2747719 62:-1.3219323 63:-2.2291035 64:-1.3878812 65:-2.013521 66:-6.3714723 67:-9.4254437 68:-8.5611656 69:8.3851587 70:9.5736804 71:10.094457 72:7.2597757 73:-1.5094693 74:7.9936244 75:0.37565286 76:4.9565028 77:-1.7587294 78:-1.1916985 79:6.2633809 80:9.7347119 81:-0.29899186 82:1.1888916 83:-7.7314237 84:-2.0192299 85:0.084417613 86:6.5077376 87:2.5156544 88:-6.1484054 89:-3.1179259 90:0.99881048 91:-6.3428703 92:-4.6542155 93:0.5176773 94:-3.152234 95:-4.0948278 96:4.1098771 97:8.1918879 98:-7.6056231 99:-4.2637706 100:-2.2601811 101:3.1531647 102:4.2337854 103:0.3576235 104:-2.4105015 105:-6.7057804 106:-2.2427535 107:1.9380244 108:-2.7557527 109:-2.8621677 110:-1.888317 111:4.7005271 112:9.8140096 113:10.26094 114:1.8730427 115:7.0313135 116:9.6993677 117:-9.4893017 118:2.3758052 119:8.1558777 120:-1.8187046 121:0.4855067 122:-2.7071865 123:0.74860095 124:9.2345921 125:3.9883505 126:-1.6220273 127:6.9258262 128:5.0717255 129:5.7765426 130:0.26974766 131:-0.15990533 132:-0.36934461 133:-3.3823181 134:3.4711263 135:9.6909028 136:-5.8365036 137:-4.3340479 138:-1.9424907 139:-3.3510853 140:-0.94832125 141:-2.124377 142:3.7277249 143:-5.4424045 144:-5.5869875 145:-1.0866965 146:-6.7519745 147:10.154918 148:-1.0538386 149:4.2471734 150:6.2859594 151:6.8966557 152:-9.3594462 153:-4.3177403 154:1.9913999 155:6.8534097 156:0.81303033 157:-4.308438 158:1.5281457 159:5.2239859 160:9.7974604 161:-3.3987546 162:-2.5773477 163:-4.9574763 164:6.9616144 165:6.3279258 166:5.6489189 167:7.5675068 168:3.2431736 169:-6.454922 170:4.3274937 171:1.6805072 172:0.20973003 173:4.1653282 174:-7.5064095 175:1.383605 176:3.8606489 177:6.5046533 178:1.1507885 179:-2.6174138 180:0.84543376 181:-1.8004585 182:7.0518019 183:3.850029 184:-4.0237493 185:-8.0671548 186:-5.6120353 187:0.28103218 188:4.0882915 189:-9.911193 190:2.2452532 191:0.83684102 192:8.8356295 193:9.897639 194:6.5323615 195:2.0087736 196:5.6517955 197:9.4404473 198:-0.68990661 199:0.4581001 200:-1.5297503 
+-0.0098044299390790349 1:4.7353371 2:5.1721857 3:7.1233928 4:10.65731 5:-9.0528503 6:0.91151648 7:-3.3579693 8:-1.4797057 9:-6.2129404 10:-8.7751509 11:6.5847864 12:-7.2308451 13:-6.6837124 14:-4.4222619 15:-5.9456213 16:5.6802641 17:-4.2831679 18:3.6351142 19:-0.13115386 20:-2.0176623 21:-2.4076587 22:-9.7197151 23:-7.1764674 24:-2.5846894 25:-3.2464398 26:3.7820676 27:9.4743307 28:-1.8801059 29:-8.025264 30:7.4330969 31:-0.62045836 32:-0.96101674 33:-8.4665217 34:2.048799 35:-3.8946931 36:-2.0755461 37:5.7797289 38:3.411667 39:3.5867656 40:-7.9478757 41:-4.4786593 42:6.0990652 43:-7.9579316 44:10.139514 45:9.5714907 46:-1.7552368 47:5.6064585 48:-8.4495942 49:-4.1616964 50:0.63527107 51:-6.4709762 52:5.5322013 53:6.7063057 54:-6.0847059 55:8.2059267 56:4.5425937 57:-3.8266731 58:7.2184193 59:3.407465 60:-2.9021349 61:6.5615164 62:-0.97013128 63:-1.0006962 64:-2.6111621 65:-1.8535728 66:-5.6440178 67:-10.277902 68:-7.7190519 69:8.8138969 70:8.2384963 71:7.8899628 72:9.5654757 73:-0.23177881 74:8.5858841 75:0.99298344 76:4.9688368 77:-3.2281442 78:-1.2510173 79:9.3551583 80:8.7728643 81:-1.3876268 82:0.51594599 83:-9.952382 84:-0.31621313 85:1.3875209 86:5.873037 87:3.7225568 88:-3.786719 89:-4.0890057 90:0.33880687 91:-4.7836333 92:-4.8926114 93:2.633256 94:-1.9805052 95:-3.8565669 96:4.1067647 97:6.8739137 98:-8.6632393 99:-4.3882258 100:-2.5161104 101:3.3633388 102:2.6232501 103:1.8657462 104:-3.2977961 105:-5.9988195 106:-2.0572588 107:1.3595231 108:-3.4300065 109:-2.9795712 110:-0.88865119 111:6.494472 112:8.7868231 113:9.1526741 114:2.4895141 115:7.3022659 116:6.7522568 117:-7.60279 118:2.097315 119:6.5313147 120:-0.77367403 121:2.8615238 122:-4.6052893 123:1.2743277 124:8.1635108 125:6.3045111 126:-0.80571293 127:8.2488816 128:9.3295558 129:5.9188113 130:1.3641691 131:-2.0733585 132:-1.3393604 133:-0.88195308 134:2.8308632 135:10.08327 136:-6.7872127 137:-2.5165627 138:-3.7962618 139:-4.5462157 140:-0.4730782 141:-0.87711158 142:6.3044267 143:-2.5748943 144:-3.6673376 145:-1.3802019 146:-7.8557617 147:7.3669975 148:-0.89016995 149:4.9074766 150:7.0198039 151:5.2318492 152:-8.312246 153:-3.4181449 154:2.7082283 155:6.3255589 156:1.9235881 157:-5.9362841 158:2.6167548 159:4.2471924 160:6.5636561 161:-2.3234892 162:-2.1495394 163:-6.030942 164:9.6593638 165:5.5816658 166:7.3077882 167:5.5277854 168:1.2961441 169:-6.9343914 170:4.3512219 171:0.97095568 172:-0.22599155 173:5.2934545 174:-9.5714518 175:3.4494929 176:2.2813336 177:6.9270241 178:1.4652025 179:-4.3099665 180:-1.5897352 181:0.78441774 182:6.0221627 183:2.2247329 184:-5.0533877 185:-5.6496051 186:-5.4241055 187:-3.9510783 188:2.7024538 189:-9.5600304 190:1.0519655 191:1.4516459 192:6.3091217 193:7.8974891 194:6.7648298 195:3.9216612 196:4.874043 197:8.9656709 198:2.5729803 199:1.9290947 200:-1.4661041 
+-0.069001389506778033 1:3.1279337 2:2.3547827 3:7.6217864 4:9.8509975 5:-6.6738071 6:0.47176002 7:-2.2208391 8:-2.9006867 9:-5.0504522 10:-5.9379978 11:5.8961565 12:-6.1796463 13:-10.234905 14:-4.7839542 15:-6.6373605 16:3.3968864 17:-4.3443954 18:5.9095213 19:0.41597177 20:-2.5650084 21:-1.0010398 22:-8.5803971 23:-10.251589 24:-2.2375791 25:-2.7051049 26:6.1095323 27:6.2281554 28:-1.3656311 29:-8.5803771 30:8.375603 31:-1.969843 32:-1.277496 33:-11.332165 34:3.068454 35:-2.9440202 36:-2.4702519 37:6.8634577 38:5.6563921 39:3.4629096 40:-8.4851377 41:-1.5440292 42:1.7338338 43:-7.5082382 44:8.2215551 45:8.1988125 46:-2.9003073 47:7.7350322 48:-8.6429463 49:-5.1113223 50:1.1345119 51:-6.8552283 52:6.6449977 53:7.5026361 54:-6.4419784 55:8.2893349 56:5.3560699 57:-1.8136797 58:5.0857027 59:3.0452383 60:-4.7775281 61:5.3043481 62:0.38484195 63:-3.6808191 64:-3.5596915 65:-1.0698389 66:-6.9060946 67:-9.2369225 68:-10.397807 69:8.6018927 70:7.9350068 71:7.3719933 72:8.2349058 73:-2.1799228 74:6.6807814 75:0.016096047 76:4.5063775 77:-1.5400312 78:-1.7846775 79:6.7366986 80:10.733088 81:-1.0075911 82:1.3478425 83:-9.9979473 84:-3.483095 85:-0.27569 86:7.6210569 87:1.767139 88:-3.8179483 89:-4.6401044 90:-0.26873493 91:-5.0036001 92:-4.3379405 93:0.55659115 94:-3.9911701 95:-4.7798029 96:4.6977239 97:8.6517768 98:-9.9720913 99:-3.3766201 100:-4.6278205 101:4.1612753 102:3.1204879 103:0.016514572 104:-4.1586313 105:-7.956608 106:-0.2889713 107:1.6889801 108:-0.86427093 109:-2.0783524 110:-1.1574992 111:5.5844144 112:7.7732954 113:8.3058255 114:0.7199905 115:9.8867748 116:5.6472711 117:-10.233714 118:1.7276437 119:6.8059881 120:-1.7018876 121:1.6808134 122:-2.8617786 123:1.6787884 124:10.086005 125:2.2889975 126:2.0823198 127:8.794031 128:10.480806 129:6.2241464 130:2.4943097 131:0.41943853 132:-2.0717628 133:-1.3792608 134:2.3548515 135:9.9431691 136:-6.4378358 137:-4.6446789 138:-1.7736901 139:-4.5509588 140:-1.7717335 141:-2.7292242 142:5.3056687 143:-3.7549774 144:-3.0483778 145:1.195579 146:-5.4603359 147:8.6351521 148:-1.2671734 149:6.7354094 150:7.0660085 151:6.3546017 152:-10.077019 153:-3.0876657 154:2.3996398 155:5.2407056 156:2.0661427 157:-4.395338 158:1.7752806 159:3.4084337 160:6.7987565 161:-4.0265488 162:-3.957192 163:-7.0201942 164:9.2140707 165:4.0055088 166:7.7736276 167:7.6055271 168:0.30555678 169:-6.1648278 170:3.472655 171:1.2657096 172:-0.84975797 173:4.2042058 174:-8.3524016 175:0.34645443 176:3.4832864 177:6.4271101 178:1.5466183 179:-1.5050827 180:-2.1316743 181:0.66505636 182:5.7083358 183:3.6309279 184:-5.2775337 185:-6.2995611 186:-6.4277871 187:-3.2603563 188:3.8098782 189:-8.7495567 190:2.8516115 191:0.88555434 192:6.3432318 193:10.685213 194:7.0224786 195:3.8398094 196:5.3039392 197:8.6311191 198:1.5616194 199:1.6514184 200:-2.1895237 
+-0.10181860793399056 1:3.7576381 2:3.8404005 3:6.693235 4:10.242374 5:-7.92272 6:0.41809957 7:-3.645955 8:-1.63299 9:-6.8602027 10:-6.8128101 11:6.7283492 12:-6.8227136 13:-7.4188287 14:-3.5548413 15:-8.3268932 16:5.6704353 17:-4.782741 18:4.4408379 19:-0.66123093 20:-1.5969803 21:-2.5843544 22:-6.7790957 23:-10.41583 24:-4.7551006 25:0.83106448 26:3.500261 27:6.2644051 28:-1.1827858 29:-7.8179279 30:8.4333834 31:-1.9424119 32:0.10570455 33:-8.0257688 34:0.91140223 35:-5.3621773 36:-3.8724892 37:6.2551712 38:3.3757026 39:2.1164051 40:-8.4736404 41:-1.82962 42:1.688679 43:-6.9277253 44:8.7585181 45:9.2003024 46:-1.331517 47:8.8626219 48:-6.154225 49:-4.7436097 50:1.0724614 51:-8.6533303 52:4.7602839 53:7.3677365 54:-7.294475 55:7.0628173 56:5.5067888 57:-1.0675458 58:7.8842096 59:3.1931401 60:-2.565396 61:6.1319715 62:-0.97348054 63:-1.3981489 64:-3.5378495 65:-1.6788714 66:-5.8920005 67:-9.42446 68:-7.5114059 69:9.6979088 70:6.4990092 71:8.5704148 72:6.9127412 73:-0.52195527 74:6.7551914 75:-0.82973081 76:5.2810608 77:-3.5465147 78:-2.6063599 79:7.8258921 80:9.3578286 81:-3.0492987 82:2.0323932 83:-7.4953692 84:-2.9089916 85:2.1810538 86:7.3971688 87:2.0648972 88:-5.0973365 89:-3.9666136 90:0.69785927 91:-5.3134821 92:-4.3918957 93:0.45267787 94:-3.3757918 95:-3.1650032 96:4.1156449 97:6.3840648 98:-7.5874225 99:-5.7658617 100:-4.5470973 101:3.6812367 102:3.0444879 103:1.1484179 104:-0.62688985 105:-5.2840072 106:-2.5517941 107:0.62906335 108:-0.57554879 109:-2.0137502 110:-0.70897753 111:4.0427992 112:8.5394537 113:8.0849323 114:-0.053031359 115:10.51498 116:7.3748615 117:-7.124971 118:0.99644292 119:7.6760045 120:-1.3124935 121:3.5644399 122:-4.4456493 123:3.0928151 124:7.8331192 125:5.8274026 126:0.89745263 127:8.7741533 128:9.6284529 129:5.8754056 130:0.021399643 131:0.7571895 132:-1.2526841 133:-0.77232823 134:2.4418102 135:10.465926 136:-7.3140253 137:-3.8229505 138:-3.7962837 139:-5.1466856 140:-0.4913858 141:-3.572537 142:6.044007 143:-1.9341881 144:-5.7759939 145:0.87432865 146:-6.140766 147:8.653695 148:-2.2219229 149:5.4015539 150:6.5353663 151:7.9079536 152:-9.9324476 153:-4.2558277 154:4.2893194 155:6.0247308 156:1.4504077 157:-5.9494383 158:0.85687636 159:6.3324617 160:8.0864727 161:-3.5415176 162:-2.8941467 163:-5.9748128 164:10.826109 165:6.1403665 166:5.5558982 167:7.4841716 168:4.6214673 169:-8.5702741 170:3.9725255 171:2.0454497 172:-1.1136182 173:3.3273322 174:-8.1571252 175:1.1289014 176:2.6638382 177:5.1390054 178:2.1099732 179:-4.8155407 180:0.47430771 181:0.35707127 182:4.8887511 183:3.9689022 184:-3.1832303 185:-4.8723461 186:-3.5395474 187:-2.4735117 188:4.0344715 189:-8.4536859 190:3.1048949 191:1.2649459 192:9.2328672 193:10.266309 194:7.6247157 195:2.8400605 196:7.4766313 197:8.1403275 198:0.98746823 199:0.082318031 200:-2.9622533 
+-0.0776166213419624 1:3.370919 2:4.5440474 3:8.4441277 4:8.3768068 5:-8.283019 6:0.46079812 7:-2.5879091 8:-2.6377689 9:-5.725823 10:-4.5452695 11:5.4801722 12:-5.832922 13:-7.419348 14:-7.0267744 15:-6.8139579 16:6.3015438 17:-2.1094066 18:6.1345853 19:-0.49982328 20:-3.4707399 21:-0.4497273 22:-8.5860346 23:-10.839066 24:-4.4201743 25:-1.2444638 26:4.8637264 27:7.9698651 28:-1.6466216 29:-7.7362656 30:8.4690116 31:0.68957232 32:-1.2549728 33:-8.0953332 34:0.80526716 35:-3.0967086 36:-1.1877263 37:5.2836572 38:5.9668944 39:2.6284812 40:-10.369919 41:-4.6699768 42:2.0712425 43:-6.3782849 44:9.7522007 45:8.2613697 46:-4.2102465 47:8.0029755 48:-5.9228723 49:-3.6615179 50:2.2016881 51:-5.3459029 52:5.5274296 53:6.8412002 54:-4.9634266 55:9.26123 56:3.9190863 57:-2.1834865 58:6.3346316 59:1.3558032 60:-3.6495388 61:7.3684635 62:0.012706492 63:-4.1656914 64:-1.9041398 65:-1.8573079 66:-4.5699965 67:-8.7522047 68:-7.5107617 69:9.1672536 70:7.4830591 71:8.0800909 72:9.8000426 73:-0.51782089 74:4.1899707 75:-0.63220168 76:6.6568398 77:-2.1509073 78:-2.3675227 79:7.4815747 80:9.0543081 81:-2.254412 82:1.3405822 83:-10.02146 84:-1.1293501 85:0.69659395 86:6.8094058 87:2.6293541 88:-3.6608201 89:-5.2324607 90:1.3112205 91:-5.4484724 92:-4.2473463 93:0.87614423 94:-2.4447271 95:-3.9386044 96:5.7927801 97:6.7453477 98:-9.7207497 99:-4.655382 100:-4.6384855 101:2.3481526 102:4.1666682 103:0.44571979 104:-3.1425019 105:-4.8400135 106:-2.4936067 107:0.18461564 108:-0.32983997 109:-2.0627733 110:-3.5552222 111:5.2113142 112:7.9038101 113:8.6132255 114:1.2914549 115:9.817552 116:7.8878309 117:-7.3853703 118:0.72370478 119:8.7474284 120:2.2942052 121:3.8489521 122:-2.3241311 123:2.4330921 124:7.9890895 125:5.5849549 126:1.0048816 127:9.4603733 128:8.9939114 129:6.4049147 130:0.64413463 131:1.1613658 132:0.5383119 133:-3.4824843 134:1.9535401 135:9.2282996 136:-5.3407995 137:-3.0729083 138:-4.2492069 139:-4.2922645 140:-1.4302772 141:-4.1346478 142:6.2201865 143:-2.7205098 144:-4.7107166 145:1.371489 146:-7.6914036 147:7.7283068 148:-2.0337673 149:4.602267 150:6.7805109 151:6.0629789 152:-9.5737823 153:-3.7406379 154:4.4003603 155:5.7210424 156:1.276916 157:-6.0006616 158:1.1826211 159:5.6029652 160:8.5035449 161:-5.6704985 162:-4.3264802 163:-5.8378935 164:8.0178034 165:5.3470522 166:6.4139916 167:9.7011175 168:0.46071555 169:-7.9878868 170:3.2253797 171:3.8147252 172:-1.9005854 173:5.607215 174:-8.0498434 175:2.4645346 176:3.8689818 177:3.9932953 178:2.8699368 179:-2.6506399 180:-1.4546529 181:-0.24899757 182:5.7469835 183:2.6012646 184:-6.4339072 185:-6.8397146 186:-5.7540166 187:-4.4805903 188:5.3369574 189:-11.891353 190:1.6780947 191:-0.070042766 192:10.02576 193:9.1004556 194:7.66799 195:0.71026372 196:6.1208606 197:9.6635049 198:1.7594496 199:0.95051106 200:-0.80794324 
+-0.095950543940645769 1:4.5298149 2:2.2054182 3:8.5287882 4:9.3255839 5:-6.8680759 6:0.30683739 7:-2.205222 8:-1.6359122 9:-5.0772742 10:-7.1465884 11:6.1311022 12:-6.4304094 13:-8.3170104 14:-5.4728257 15:-5.7423612 16:5.7482504 17:-2.2246114 18:4.5933025 19:0.57564324 20:-1.8203462 21:-1.7901839 22:-9.0960246 23:-8.3909809 24:-3.8002254 25:-4.1875823 26:4.9261814 27:6.6541573 28:-0.023266894 29:-8.361463 30:7.967831 31:-2.2901576 32:-2.3698745 33:-7.8466403 34:2.0648271 35:-5.0136399 36:-2.7954701 37:4.8998524 38:3.3722248 39:2.4420441 40:-8.1009898 41:-2.3602077 42:2.4192323 43:-6.3584257 44:8.949116 45:10.292725 46:-1.3019602 47:6.8454497 48:-6.9533435 49:-4.2343284 50:2.2712406 51:-7.646185 52:6.2518232 53:5.4140502 54:-7.4885873 55:8.6840858 56:4.6174735 57:-2.0243121 58:5.839286 59:4.09084 60:-3.8380922 61:5.5247899 62:-0.088156546 63:-2.9196293 64:-2.2846534 65:-2.1827061 66:-5.9040171 67:-10.312614 68:-9.212173 69:9.44864 70:9.9350169 71:7.2945019 72:6.3419018 73:-0.54445643 74:8.5423059 75:0.2619404 76:4.2845602 77:-2.8586102 78:-2.5631536 79:8.6743266 80:8.0908297 81:-0.32308986 82:2.8945155 83:-7.1642505 84:-2.3628015 85:0.059821467 86:7.8106703 87:1.3255349 88:-1.4578628 89:-2.8501532 90:1.5889687 91:-4.1456876 92:-5.8830953 93:-0.38232889 94:-3.2139736 95:-3.6651498 96:3.4140904 97:6.2708834 98:-11.405301 99:-5.7327749 100:-4.5386842 101:2.9092031 102:5.6316927 103:0.70092856 104:-3.1039038 105:-4.2787651 106:-2.9514881 107:-0.013293151 108:-0.99323779 109:-1.5093617 110:-2.0315877 111:5.1064491 112:7.5561731 113:10.334178 114:1.2119722 115:6.4379005 116:7.8390498 117:-6.7434746 118:1.1654174 119:9.7560268 120:0.67530126 121:3.140776 122:-5.7175333 123:1.5951457 124:9.4240576 125:3.7848591 126:1.3252571 127:6.859442 128:7.9819277 129:4.5522846 130:0.65171141 131:-0.89565912 132:-3.5789281 133:-1.6084073 134:0.56548991 135:9.5057897 136:-5.8680872 137:-4.5687047 138:-3.9215311 139:-2.2858025 140:-1.9267973 141:-3.8741591 142:3.7708829 143:-1.7532463 144:-2.2785975 145:-0.34372784 146:-4.222826 147:6.7325294 148:-2.8371631 149:3.7858606 150:4.3457724 151:4.7919053 152:-8.7057364 153:-4.37221 154:5.4887085 155:5.4623542 156:1.4906045 157:-3.9247691 158:3.1440613 159:3.4216705 160:8.092883 161:-4.4929328 162:-3.8244568 163:-5.2199252 164:9.1965095 165:5.9611727 166:6.6399775 167:8.2125506 168:1.9976127 169:-8.0498678 170:1.2267408 171:3.5604567 172:-0.30665746 173:2.6934898 174:-8.7604128 175:1.4820822 176:2.8431892 177:7.0850409 178:1.9500051 179:-3.7660925 180:0.15120283 181:-0.12628116 182:6.4001458 183:2.8296339 184:-5.2678016 185:-7.0283069 186:-5.7214099 187:-1.6654573 188:3.3254008 189:-9.3582595 190:2.0192097 191:0.5656157 192:8.8003657 193:9.082139 194:6.6388502 195:2.7212622 196:4.6331169 197:9.1742266 198:3.451342 199:1.7168481 200:-2.585196 
+-0.007772822107720386 1:5.3313287 2:4.4386848 3:7.0554502 4:10.246931 5:-6.9990498 6:1.7401914 7:-2.8829091 8:-2.0549094 9:-5.6989115 10:-3.4150151 11:6.8676729 12:-5.0068882 13:-6.8518175 14:-2.7995866 15:-8.1268591 16:3.3502113 17:-3.3932217 18:5.237567 19:-1.7993251 20:-0.29021067 21:-1.0632731 22:-9.2263233 23:-8.3286235 24:-2.9444967 25:-0.94640107 26:6.842183 27:7.5493883 28:-2.4567536 29:-10.051885 30:7.4003245 31:-0.11768139 32:-0.65077397 33:-9.4420819 34:3.7182453 35:-4.7325957 36:-3.2738935 37:6.4097496 38:5.4237208 39:3.0976958 40:-7.3955538 41:-2.695173 42:4.7568973 43:-5.8303712 44:11.083072 45:8.9362502 46:-1.1913591 47:6.0413243 48:-8.1711983 49:-3.9071777 50:3.1156754 51:-7.9930074 52:5.1726032 53:8.3058588 54:-6.2988486 55:6.1025486 56:3.3643913 57:-2.6817866 58:6.2888465 59:3.2456961 60:-3.4361618 61:6.2084966 62:-1.8900332 63:-2.5135406 64:-4.042218 65:-2.9001073 66:-4.6340139 67:-7.7820567 68:-7.6290003 69:8.8325421 70:9.7208118 71:8.634987 72:10.241276 73:1.499647 74:6.0767342 75:-1.7008219 76:6.1359707 77:-2.6516486 78:-2.5776823 79:8.1128887 80:8.9453946 81:-2.0804987 82:2.739277 83:-8.9737209 84:-3.8472919 85:0.98036326 86:8.576555 87:2.6027615 88:-5.4069894 89:-5.5191444 90:-0.22810654 91:-6.2008949 92:-3.8167429 93:1.1212012 94:-2.5611694 95:-3.1659168 96:4.2300891 97:8.4669715 98:-9.6753963 99:-5.5062697 100:-2.8034471 101:3.7512566 102:5.4985689 103:0.65159103 104:-2.6536333 105:-5.1765192 106:-1.0888237 107:1.4175654 108:-0.63150225 109:-1.9107684 110:-1.7297552 111:5.9481899 112:7.6381918 113:7.9774081 114:0.8923019 115:8.5940873 116:8.7644927 117:-8.1588727 118:3.8256391 119:7.2184972 120:-2.0406712 121:2.448019 122:-4.4105748 123:2.2129725 124:10.441621 125:3.8656269 126:0.18310618 127:6.5206621 128:8.554501 129:6.023719 130:1.9059729 131:1.8174946 132:-0.26770186 133:-2.7466979 134:1.7195389 135:10.905673 136:-6.8418242 137:-4.6440869 138:-1.8427465 139:-4.4831644 140:-1.83818 141:-1.8361742 142:6.3876026 143:-3.8558863 144:-4.5742077 145:-0.70543237 146:-6.7792367 147:9.3547357 148:-2.9209303 149:3.615964 150:6.2288172 151:5.9197563 152:-9.4881306 153:-3.5523792 154:1.9376408 155:5.7247924 156:1.2542988 157:-3.2194202 158:2.3445254 159:4.8562605 160:8.7245584 161:-3.9688598 162:-2.7184159 163:-7.3999175 164:7.4353559 165:5.4690794 166:5.0823269 167:6.411948 168:1.0814451 169:-6.6911071 170:3.3760068 171:1.4753607 172:-1.9246668 173:5.4736004 174:-7.8689555 175:3.2651973 176:3.6361895 177:5.4309159 178:3.3368219 179:-2.8726307 180:0.042820666 181:-0.08440135 182:5.3738965 183:3.1805852 184:-6.1338293 185:-6.0071841 186:-4.9314309 187:-1.8856912 188:5.4109875 189:-10.313708 190:2.4489898 191:1.6092551 192:6.9848617 193:8.9289927 194:9.2130602 195:1.3830353 196:4.38684 197:9.8434488 198:-0.64440118 199:0.99163274 200:-1.1057966 
+-0.12332426445055114 1:4.4902826 2:3.7189921 3:5.6931265 4:10.488496 5:-6.0913917 6:1.0668939 7:-3.7119793 8:-3.6666854 9:-6.7232007 10:-6.8236085 11:6.5833353 12:-6.5812703 13:-6.9840478 14:-5.4757648 15:-7.5755622 16:6.1456095 17:-6.0035765 18:4.7848279 19:1.9990796 20:-2.5663663 21:-0.91463536 22:-9.5668283 23:-9.0160476 24:-3.9038056 25:-1.4853433 26:4.2082408 27:7.3610208 28:0.13892692 29:-10.186838 30:5.9189776 31:-0.97213453 32:-3.0855333 33:-8.8524722 34:0.99404127 35:-3.6549206 36:-2.3297651 37:6.048149 38:4.1863523 39:3.4361537 40:-7.1196135 41:-5.3990041 42:4.3652196 43:-6.4058074 44:11.227452 45:9.6241395 46:-2.6834379 47:7.3595857 48:-8.5586319 49:-2.9363672 50:2.093735 51:-7.3621277 52:5.6634739 53:6.4446401 54:-7.6091432 55:6.8794423 56:6.3340512 57:-2.6074219 58:7.8660004 59:2.0758077 60:-4.0728202 61:6.3476506 62:-0.35283678 63:-3.2061329 64:-0.075837396 65:-2.1342068 66:-5.9535339 67:-9.4974815 68:-9.1426117 69:7.9482703 70:8.5630467 71:7.1457956 72:9.9084832 73:1.8168912 74:5.8694495 75:0.17059037 76:5.9486937 77:-1.9732355 78:-2.3780323 79:9.0804978 80:11.183545 81:-3.0552628 82:0.40005805 83:-9.0573639 84:-1.8382608 85:-0.48435734 86:5.8823434 87:3.175424 88:-4.3928947 89:-3.8362922 90:0.49271323 91:-7.543763 92:-4.6406953 93:0.17900659 94:-2.7986613 95:-5.0819386 96:4.2614297 97:5.5973931 98:-10.69673 99:-5.2322523 100:-4.7178517 101:2.6452198 102:3.0500902 103:0.38667643 104:-3.1888542 105:-7.1174071 106:-2.183519 107:0.31979173 108:0.70501809 109:-3.625551 110:-2.0978765 111:6.5310214 112:7.7707158 113:9.8857294 114:2.0780505 115:8.4598951 116:8.4081409 117:-8.8182108 118:3.4054605 119:6.6754721 120:0.083534452 121:3.9246502 122:-1.5228216 123:2.4145195 124:11.640856 125:4.6373699 126:0.38362915 127:8.1715485 128:8.599328 129:5.8909628 130:2.1431945 131:-0.10295043 132:-3.1277539 133:-2.2535571 134:3.2849056 135:8.4960057 136:-6.2060513 137:-2.4495984 138:-2.44137 139:-3.2942151 140:-0.106163 141:-3.4633487 142:5.6145818 143:-2.1103297 144:-4.1967569 145:-0.71984557 146:-6.2208489 147:7.6184818 148:-3.2937123 149:5.537886 150:6.7154731 151:5.0415533 152:-9.0950951 153:-3.8276728 154:2.9325635 155:4.8285839 156:1.5030738 157:-5.0544605 158:2.3607642 159:4.3207675 160:9.1771828 161:-4.1419911 162:-2.7458778 163:-4.859852 164:9.0658998 165:6.1696512 166:5.6070362 167:6.6314814 168:1.5329341 169:-6.320454 170:4.3286573 171:3.7755471 172:-0.33840511 173:5.0324362 174:-5.8200819 175:1.2425345 176:3.498035 177:5.2532969 178:1.5975416 179:-3.5457795 180:-1.7532774 181:0.53253517 182:6.5109677 183:4.5588496 184:-4.237703 185:-7.7324103 186:-7.5291766 187:-4.4673992 188:5.4996607 189:-12.994167 190:3.3858682 191:1.19983 192:7.3700944 193:9.6747669 194:6.5123327 195:1.4133895 196:7.4697453 197:8.9760547 198:4.897677 199:0.94510862 200:-0.79270691 
+-0.058279552149242637 1:4.9401903 2:5.1597585 3:7.1488972 4:7.8847613 5:-10.041606 6:1.3014724 7:-5.0767603 8:-1.9991808 9:-5.5920014 10:-7.5624235 11:7.0457895 12:-5.4639495 13:-9.3251602 14:-3.4052617 15:-8.194097 16:6.0790926 17:-2.1814446 18:5.566836 19:0.77528839 20:-3.5450292 21:-1.5786462 22:-10.599741 23:-9.6669628 24:-3.805977 25:-1.9911454 26:5.2046185 27:8.8160511 28:-0.51847794 29:-6.869691 30:9.4369909 31:1.1656229 32:-1.65996 33:-9.8395759 34:2.5211958 35:-4.509866 36:-3.8496831 37:5.2805797 38:4.3734393 39:3.6497371 40:-7.0643206 41:-3.4315949 42:2.3367109 43:-7.7263688 44:10.926428 45:7.4549463 46:-1.9334764 47:6.3524178 48:-7.5620534 49:-2.6902798 50:3.0107585 51:-8.4580699 52:5.479225 53:6.9336383 54:-7.2516018 55:9.1123938 56:5.3800527 57:-2.2870308 58:6.6851586 59:1.8640778 60:-2.0772255 61:5.7006238 62:-0.75547368 63:-2.8517694 64:-2.536786 65:-1.5576936 66:-5.245774 67:-8.9634424 68:-6.4358902 69:8.3574415 70:7.7936624 71:8.0911171 72:9.072145 73:0.033373494 74:5.570773 75:-0.9968933 76:2.6953798 77:-2.649854 78:-1.3943519 79:7.4128187 80:9.1819105 81:0.33548212 82:1.8494304 83:-9.7878774 84:-2.4233853 85:1.4448427 86:7.4099407 87:1.9542638 88:-6.319127 89:-3.7206247 90:1.1272923 91:-5.6786756 92:-5.4068921 93:1.4276543 94:-2.034323 95:-3.6058123 96:3.9412527 97:8.4113471 98:-10.80149 99:-5.9979796 100:-4.0880288 101:3.7293118 102:3.9660432 103:1.3307511 104:-3.0160947 105:-6.5799694 106:-2.0473355 107:1.0121709 108:-3.2883215 109:-2.0138507 110:-2.0134206 111:4.6532042 112:8.12342 113:8.7702059 114:2.1042299 115:5.9070689 116:8.5636502 117:-9.5422406 118:1.5685202 119:9.2093574 120:-0.73034471 121:2.5911164 122:-3.8228673 123:1.3480163 124:8.0761598 125:4.0483099 126:-0.85925144 127:7.0588888 128:8.9487794 129:5.1526208 130:0.97877809 131:2.7164765 132:-1.2263656 133:-1.307217 134:3.0230156 135:9.0926902 136:-5.6471959 137:-6.1418834 138:-3.4815087 139:-2.4146179 140:-2.1353903 141:-1.9606651 142:5.6754748 143:-3.1571408 144:-3.7723139 145:-2.1150862 146:-6.6103104 147:7.8114386 148:-2.15697 149:5.4576929 150:6.9422401 151:6.9316054 152:-9.504463 153:-2.133385 154:3.0580988 155:4.3269114 156:1.1658761 157:-5.522111 158:2.5256189 159:3.2773103 160:6.6042784 161:-4.6199172 162:-1.3587328 163:-5.6744715 164:9.3976673 165:4.8934629 166:7.5382516 167:7.7312753 168:-0.18535573 169:-5.6156236 170:2.7508264 171:1.365689 172:2.1124772 173:6.8706115 174:-7.4723996 175:1.823279 176:5.3592669 177:5.5581987 178:0.31168118 179:-2.3612007 180:0.94233692 181:-0.71999309 182:5.552227 183:3.2297817 184:-5.1843216 185:-6.341543 186:-6.0510447 187:-2.2969028 188:2.407349 189:-9.4797439 190:2.8831369 191:1.0103904 192:8.9033959 193:11.387829 194:6.8011888 195:2.3278597 196:7.1428397 197:8.2554742 198:4.5423959 199:3.6432008 200:-2.2239411 
+-0.12561042458279717 1:3.4324841 2:5.5122905 3:4.4917072 4:11.419897 5:-8.8452696 6:1.4206077 7:-3.2192288 8:-1.5189491 9:-5.6375022 10:-5.2460662 11:8.6765293 12:-5.4846603 13:-7.3645346 14:-3.9566035 15:-6.7929927 16:5.5560813 17:-3.9708844 18:4.7548654 19:-1.1571999 20:-3.537991 21:-1.9728891 22:-7.7330254 23:-9.7488118 24:-4.03061 25:-1.0926466 26:5.3806168 27:9.1742657 28:-1.0922756 29:-9.2659752 30:6.6945347 31:-0.93565565 32:-1.011755 33:-10.614303 34:1.7551769 35:-2.1698698 36:-2.5783739 37:4.0315137 38:3.4884343 39:2.0073209 40:-7.8071345 41:-1.8616766 42:3.3589761 43:-8.2629747 44:8.7423405 45:9.4223275 46:-1.0693259 47:8.8112399 48:-10.5509 49:-2.3244324 50:0.99558689 51:-8.8557292 52:6.4044431 53:9.2255543 54:-5.799908 55:8.3754318 56:5.2259213 57:-1.9067884 58:7.329009 59:1.9322034 60:-3.7615509 61:5.9940813 62:-1.1227006 63:-1.6257622 64:-2.8703959 65:-2.4220114 66:-3.1015405 67:-10.580184 68:-8.6764325 69:8.3095559 70:6.9717142 71:8.7839377 72:7.7230488 73:2.4953113 74:8.5104818 75:1.1011878 76:4.2574939 77:-1.872455 78:-3.0880877 79:8.598444 80:8.6833745 81:-0.44738482 82:3.4992676 83:-8.5848111 84:-3.9953116 85:1.8736908 86:7.1557631 87:1.7827881 88:-5.6704683 89:-3.0172741 90:0.1378126 91:-5.6047192 92:-5.5764832 93:0.82274321 94:-1.3252824 95:-4.8702848 96:5.9364384 97:7.9128155 98:-9.7570554 99:-3.5411592 100:-2.6458868 101:4.7835652 102:3.2004359 103:0.1355477 104:-3.5772912 105:-3.416902 106:-2.683193 107:3.7617153 108:-1.2253843 109:-2.4810098 110:-1.8818552 111:5.5431192 112:7.6720427 113:11.1164 114:2.2837988 115:6.7424296 116:6.9787823 117:-9.5836584 118:0.65317179 119:7.5400109 120:1.1558128 121:3.9685101 122:-3.8586289 123:3.2169102 124:10.016569 125:3.7765671 126:0.33515467 127:7.6449159 128:9.8913826 129:7.6186819 130:0.21163142 131:0.050211097 132:-1.6044318 133:-2.9011446 134:2.3313243 135:10.489026 136:-7.535207 137:-4.4702387 138:-4.47849 139:-2.8350265 140:-2.3938667 141:-1.5798016 142:3.1710451 143:-2.241106 144:-3.5306394 145:0.79237978 146:-5.3973182 147:6.9822568 148:-2.6759137 149:5.4835966 150:5.3015892 151:8.7130944 152:-10.231359 153:-4.4866651 154:3.6332317 155:5.5000077 156:2.2880452 157:-6.1744469 158:2.4773454 159:6.0944959 160:8.0856634 161:-3.2686711 162:-1.7915039 163:-5.4774567 164:8.2311708 165:4.184086 166:5.6042495 167:4.419646 168:0.4538732 169:-6.5108267 170:4.4294226 171:4.1159916 172:-0.76275074 173:2.6423365 174:-8.1472262 175:2.4484865 176:4.244875 177:6.9298468 178:2.5247589 179:-4.4145211 180:-1.0339349 181:-0.38126046 182:6.3255613 183:4.3899823 184:-6.3082014 185:-6.1399502 186:-5.3907759 187:-3.4197232 188:4.5652572 189:-9.4938584 190:2.7724062 191:0.55663662 192:10.820638 193:10.000014 194:7.9055786 195:3.7827272 196:7.8455664 197:10.125152 198:2.8030765 199:0.96810393 200:-2.2703865 
+-0.05762424848624545 1:2.3455467 2:4.0898417 3:5.702085 4:8.5298495 5:-8.3382186 6:-0.30593786 7:-1.0385411 8:-1.9707193 9:-5.0271322 10:-6.9182125 11:7.3752661 12:-4.3422089 13:-5.3324228 14:-3.2381579 15:-8.4180375 16:3.0642926 17:-4.7678108 18:5.4914042 19:-2.2851346 20:-3.163582 21:0.13056583 22:-7.8768743 23:-10.69487 24:-3.8679003 25:-2.5933378 26:4.0591443 27:8.7217597 28:-0.44848416 29:-8.1776238 30:9.2236619 31:-0.038293594 32:-2.5211652 33:-10.335864 34:2.3867151 35:-4.1364224 36:-2.7165545 37:7.6574064 38:7.2070189 39:3.9053009 40:-7.0926089 41:-0.93232785 42:1.9781091 43:-6.8456405 44:8.5531149 45:10.833907 46:-2.1809493 47:7.2904369 48:-7.0801509 49:-4.2984848 50:2.5173073 51:-5.5143296 52:5.6745968 53:5.8822605 54:-5.1964416 55:6.4712244 56:6.6914051 57:-3.1078043 58:8.3979645 59:4.0167428 60:-3.8407853 61:6.2825006 62:-0.6623385 63:-4.3493497 64:-2.8846687 65:-1.2955944 66:-6.0144239 67:-9.535851 68:-7.9498346 69:8.7154913 70:7.4506592 71:8.3507288 72:10.42584 73:0.06725644 74:7.2431812 75:-2.3253185 76:3.5599232 77:-2.9284254 78:-1.8247166 79:9.0984965 80:8.74706 81:0.92626678 82:2.0984869 83:-9.0814553 84:-0.99128288 85:0.64298207 86:7.8835108 87:4.3518544 88:-5.4863148 89:-4.3086615 90:-1.037583 91:-5.466439 92:-5.1259306 93:0.17110481 94:-3.3493952 95:-5.1080118 96:6.059177 97:6.0659736 98:-8.9450248 99:-3.3888358 100:-4.8601311 101:3.4389974 102:3.7882109 103:2.1370599 104:-1.7258559 105:-5.7497542 106:-1.5630061 107:0.27859163 108:0.32643233 109:-1.5305938 110:-0.16083341 111:4.6863281 112:8.4346981 113:8.1540859 114:1.140947 115:6.9547035 116:9.4818101 117:-9.4400368 118:1.0846069 119:8.346559 120:1.0260604 121:1.5707108 122:-5.7275728 123:0.903265 124:9.7508607 125:4.058301 126:-1.4361903 127:8.2974959 128:8.7604489 129:5.422201 130:1.6336611 131:0.49203528 132:-1.8984833 133:-2.1760793 134:0.83597618 135:7.4419746 136:-6.2342141 137:-4.4490341 138:-3.2932187 139:-2.5900366 140:1.6260967 141:-4.3508196 142:4.42091 143:-2.0520897 144:-4.8505793 145:1.0983129 146:-6.4076449 147:7.6658999 148:-2.9396111 149:5.9212493 150:7.1146194 151:7.7566879 152:-10.532776 153:-4.1101145 154:3.7614639 155:5.8691605 156:1.581667 157:-5.6395343 158:3.4934838 159:3.9760956 160:6.8419111 161:-3.5954456 162:-4.5798804 163:-6.8843659 164:8.3693807 165:4.9631792 166:6.2438264 167:7.8659431 168:2.8477237 169:-8.8993929 170:4.5109965 171:1.1559634 172:-1.0937559 173:2.6196647 174:-7.4136767 175:0.9057248 176:3.9171387 177:5.4417821 178:1.7698738 179:-2.8924358 180:-1.4981155 181:-1.1346243 182:4.7240243 183:2.8870162 184:-6.8482463 185:-6.3833757 186:-4.9336313 187:-3.5524096 188:3.6650474 189:-9.6689635 190:2.0191385 191:-0.62586351 192:7.8510543 193:9.7999044 194:8.2701753 195:2.2894586 196:5.1935517 197:8.5989304 198:3.2327084 199:1.4638649 200:-2.2645307 
+-0.18925313538311989 1:3.0130463 2:5.2948243 3:6.9751623 4:8.5008986 5:-8.2167 6:-1.4475979 7:-4.4163003 8:-0.55344732 9:-5.8168648 10:-8.5365204 11:6.0457359 12:-6.0744263 13:-9.9612051 14:-4.756326 15:-6.6691968 16:6.3432504 17:-2.9362584 18:4.2233199 19:0.69826413 20:-1.5079934 21:-1.9904595 22:-7.6933791 23:-11.809844 24:-4.0578831 25:-1.654159 26:5.1610898 27:9.1540036 28:-0.017810921 29:-6.6070154 30:8.2711622 31:-2.6001542 32:-0.79250653 33:-11.097766 34:2.2218932 35:-5.448059 36:-1.7129123 37:5.2185635 38:3.9091175 39:0.74475805 40:-9.1327459 41:-1.7944953 42:4.1860881 43:-5.6931109 44:8.8561632 45:10.142853 46:-3.1065935 47:6.2386129 48:-9.2061275 49:-2.0095422 50:1.8213155 51:-3.8218895 52:8.3599828 53:6.4024699 54:-6.1312134 55:8.5441139 56:4.4436748 57:-1.363342 58:6.9451313 59:3.8444146 60:-2.3348442 61:8.0030054 62:-1.0641653 63:-1.7320448 64:-2.38561 65:-3.1705002 66:-4.905873 67:-9.8085725 68:-10.320884 69:8.6064859 70:6.6249733 71:8.3496603 72:7.991016 73:0.75872819 74:8.0054501 75:-0.30328212 76:5.2456354 77:-2.8410697 78:-0.4642598 79:7.6209267 80:9.8022965 81:-0.53433933 82:0.69475883 83:-7.4055307 84:-2.7741121 85:1.2266058 86:10.049049 87:2.9603105 88:-4.6604935 89:-3.8723908 90:0.93991063 91:-4.9651958 92:-6.1339379 93:1.3996245 94:-1.0824588 95:-3.9327776 96:3.1402985 97:8.468869 98:-11.284681 99:-5.5792526 100:-3.7122642 101:3.3490286 102:3.9278871 103:1.0004417 104:-3.0607231 105:-5.191211 106:-2.4132114 107:2.0336088 108:0.070262457 109:-1.8608079 110:-4.5247348 111:5.9142273 112:7.2895319 113:10.448978 114:3.5106103 115:8.0057969 116:7.0791488 117:-8.803618 118:3.5483852 119:8.5438326 120:0.52349725 121:3.4246113 122:-3.0053043 123:3.9274023 124:10.202468 125:2.6985587 126:0.47171925 127:7.5622449 128:8.453434 129:7.2822747 130:1.2462114 131:0.4111208 132:-3.0185301 133:-2.5669868 134:1.5360173 135:9.6698471 136:-7.256058 137:-2.6730015 138:-5.384125 139:-1.7294513 140:-0.0050038558 141:-2.4421578 142:5.2421945 143:-2.6495415 144:-5.7411193 145:-0.78626173 146:-6.5237941 147:8.5608706 148:-4.2697752 149:5.119571 150:6.4630375 151:5.8062528 152:-9.9390672 153:-5.3187477 154:2.9266687 155:5.674602 156:0.57179434 157:-4.9214457 158:3.3944384 159:5.6649061 160:9.265727 161:-2.4570328 162:-2.7114148 163:-5.0832492 164:9.7960607 165:4.5670553 166:5.0833376 167:8.8291857 168:0.35530385 169:-5.090678 170:1.2603713 171:4.4359654 172:-2.3782795 173:4.0076707 174:-8.5196401 175:2.1604723 176:4.673666 177:6.5682004 178:4.2220695 179:-3.1500677 180:-1.1900089 181:0.53652127 182:6.7920215 183:1.4010265 184:-4.7449932 185:-5.8659014 186:-4.9485871 187:-1.54701 188:5.8786602 189:-9.9810463 190:2.6272672 191:-0.51021266 192:8.6564738 193:8.4711259 194:8.2697996 195:3.2140169 196:5.8168106 197:8.2966858 198:0.7750669 199:1.6516528 200:-2.2566612 
+-0.09924034408940946 1:5.5544704 2:3.4515078 3:6.3219656 4:8.4840199 5:-9.1046017 6:-0.18880323 7:-2.6469923 8:-2.8516383 9:-6.4735472 10:-4.6135103 11:7.6745191 12:-6.2814693 13:-8.4192837 14:-5.3133155 15:-4.2029208 16:3.4167547 17:-3.7251274 18:5.7428521 19:0.62891598 20:-1.6556999 21:-1.8006494 22:-7.0787058 23:-9.6090806 24:-2.2796486 25:-1.4606194 26:4.6129411 27:8.8438093 28:-2.3832263 29:-9.2181584 30:8.1496451 31:-2.3045821 32:0.15343 33:-8.363239 34:3.1076739 35:-3.240589 36:-2.8135182 37:6.2816289 38:3.189905 39:3.0476382 40:-9.4233812 41:-3.5818904 42:3.0756497 43:-6.7456791 44:9.4222135 45:7.7782363 46:-3.0248375 47:6.4969881 48:-7.1726477 49:-4.4117273 50:0.82224169 51:-6.2244174 52:5.8524624 53:6.1489792 54:-7.0796159 55:8.0667499 56:5.3225493 57:-2.4745 58:6.9535134 59:4.0226971 60:-2.8216913 61:6.0242527 62:-3.2153052 63:-4.360287 64:-2.4702931 65:-1.7226084 66:-3.5155449 67:-8.8447366 68:-9.578885 69:10.29151 70:7.746353 71:7.7641647 72:6.9831541 73:0.087999062 74:7.238304 75:0.78014246 76:6.2575251 77:-1.8853237 78:-3.2453409 79:9.4435798 80:8.3609545 81:1.7322221 82:0.30662215 83:-7.9893448 84:0.42863438 85:0.052206271 86:7.4889884 87:2.4570209 88:-4.9050834 89:-5.1950596 90:2.2356498 91:-4.5483542 92:-5.2740444 93:0.71698575 94:-2.1712978 95:-4.4251872 96:5.5562045 97:5.6008503 98:-9.5136431 99:-4.9944026 100:-3.127372 101:4.4786962 102:4.6036032 103:-0.017269331 104:-4.0884276 105:-5.1863855 106:-1.8729434 107:3.6461906 108:0.15962596 109:-1.8373176 110:-1.8841035 111:6.5689372 112:6.8055426 113:8.5605674 114:1.2314811 115:9.1578112 116:9.3313515 117:-10.21036 118:0.9866166 119:7.6921152 120:-0.76618324 121:1.8618715 122:-4.3492505 123:1.2860278 124:9.4702302 125:3.4224844 126:1.0918998 127:7.0678076 128:10.150462 129:6.9880846 130:2.1384509 131:-0.92940811 132:0.393747 133:-2.6880187 134:1.5710767 135:8.3628988 136:-6.8087336 137:-1.4561359 138:-3.7909446 139:-3.4303626 140:-1.919418 141:-2.4146187 142:4.2738796 143:-3.1548677 144:-2.3470328 145:-0.2022948 146:-6.2312345 147:6.2840238 148:-3.2155739 149:7.3054491 150:6.0581232 151:8.0972828 152:-11.194732 153:-4.0387383 154:3.2375856 155:6.7243433 156:0.070418766 157:-4.9751932 158:1.4233619 159:4.1793537 160:6.6663679 161:-3.7092638 162:-1.8526257 163:-7.9144733 164:6.4528776 165:5.477462 166:6.4237959 167:9.9876375 168:1.5129398 169:-6.956915 170:4.3207044 171:0.30595123 172:-0.7189138 173:2.9415791 174:-7.4465436 175:2.447462 176:3.3817629 177:4.4835392 178:2.4152524 179:-3.7222078 180:-1.3408923 181:2.1009638 182:5.6957765 183:4.2547128 184:-4.9951377 185:-6.86927 186:-7.2150931 187:-0.90826544 188:4.19579 189:-11.098572 190:0.50118419 191:0.68283352 192:8.4384283 193:8.3068287 194:7.0334483 195:1.5872853 196:3.3947883 197:9.0142768 198:2.0383436 199:0.90071834 200:-1.4559383 
+-0.096794647125680769 1:4.1108922 2:4.2237916 3:5.9322978 4:10.364847 5:-8.2642772 6:0.72699112 7:-3.0751882 8:-2.8032535 9:-6.9050095 10:-6.698581 11:5.3933945 12:-4.8063209 13:-9.0726837 14:-4.0756506 15:-7.4636973 16:3.0105301 17:-3.7075864 18:4.7834414 19:-0.68511754 20:-4.0426104 21:-1.2889092 22:-9.3564777 23:-9.2092431 24:-4.0621449 25:-0.7243496 26:3.3749493 27:9.6598745 28:-3.2210394 29:-9.925849 30:6.4975093 31:-0.86708855 32:-0.90924066 33:-9.0170057 34:4.2994256 35:-3.7035033 36:-2.593669 37:7.0702628 38:3.5164299 39:1.8312889 40:-6.3634164 41:-3.8519144 42:3.9040027 43:-7.6031501 44:7.7468954 45:8.1116474 46:-2.684669 47:8.0018189 48:-7.3501834 49:-3.3021106 50:-0.87155546 51:-7.8427163 52:7.2691988 53:7.9883368 54:-7.6081181 55:7.1078998 56:3.1826804 57:-1.5166777 58:7.2556735 59:3.2498372 60:-3.7792974 61:6.4178289 62:-2.738189 63:-2.9914805 64:-1.8207657 65:-2.7492262 66:-5.283439 67:-9.6095404 68:-9.3244848 69:6.8374348 70:8.5925945 71:9.9714545 72:8.204071 73:-0.27865318 74:8.5421194 75:-0.73167108 76:6.7485822 77:-1.804 78:-2.9666736 79:8.5014423 80:8.389811 81:-2.4765517 82:2.917576 83:-10.429289 84:-1.993701 85:-0.49650588 86:8.0352302 87:1.8967074 88:-3.1663592 89:-4.2440861 90:0.88071981 91:-3.9348435 92:-6.1279664 93:-0.85941456 94:-2.4018115 95:-5.7442595 96:3.519856 97:6.9460054 98:-9.2747611 99:-3.9143918 100:-2.9216578 101:3.0829272 102:4.6172019 103:2.9990137 104:-3.5050982 105:-7.2190569 106:-0.53060015 107:1.3764828 108:-1.798266 109:-3.1469597 110:-1.6845164 111:4.7707992 112:8.4367717 113:7.5966188 114:3.9565134 115:8.4116231 116:8.5368443 117:-8.2950711 118:2.5417397 119:9.5141735 120:-1.3883575 121:1.6192638 122:-3.3873617 123:1.7310672 124:9.181701 125:5.7965393 126:0.87268375 127:7.0663643 128:9.8409328 129:6.1496829 130:0.82945803 131:-0.20286571 132:-0.21402848 133:-2.2368333 134:2.6576653 135:10.309035 136:-5.3716952 137:-3.9744531 138:-4.1465771 139:-3.4848936 140:-1.2553542 141:-3.9665827 142:6.8239063 143:-3.6735149 144:-4.6063363 145:-1.6475208 146:-5.3561903 147:9.3127911 148:-1.764465 149:7.0365608 150:7.7311258 151:6.9399019 152:-10.991708 153:-4.2096973 154:5.5342281 155:5.3432025 156:1.7590167 157:-5.8106204 158:2.1878834 159:5.742092 160:7.4748847 161:-4.0781326 162:-2.1573007 163:-6.7736931 164:10.010209 165:4.1287564 166:6.7177027 167:9.5133817 168:-1.5137538 169:-5.9417987 170:3.5870728 171:2.4844366 172:-0.25210682 173:5.2151359 174:-7.3058286 175:0.34308751 176:2.7794284 177:7.1163171 178:1.3382121 179:-3.9258144 180:-1.364031 181:0.61059749 182:7.435525 183:4.1459635 184:-4.8736222 185:-6.9735723 186:-5.6859964 187:-1.7476671 188:2.9671022 189:-9.7861952 190:3.3334194 191:2.7708442 192:8.4870427 193:9.807468 194:7.1640683 195:2.7062425 196:4.5990036 197:8.2393322 198:2.6386768 199:1.8950935 200:-1.0258416 
+-0.18925998239169198 1:4.7883061 2:5.0436774 3:5.8719176 4:10.46563 5:-8.1930497 6:2.9936653 7:-3.6108654 8:-3.7488527 9:-6.6916068 10:-5.7218649 11:8.8582938 12:-6.2245802 13:-8.0090086 14:-5.3372161 15:-7.6633221 16:5.2817531 17:-5.5208436 18:3.4144125 19:0.48007009 20:0.16389131 21:-0.566233 22:-9.9680627 23:-10.387102 24:-3.6610585 25:-3.1725316 26:2.7689705 27:10.57869 28:-2.8011796 29:-8.0085312 30:8.6755051 31:-1.325554 32:-1.6562536 33:-7.9470898 34:3.3222621 35:-2.4969316 36:-3.5378734 37:6.1086358 38:3.9651942 39:2.2153284 40:-10.457768 41:-1.034422 42:1.7603668 43:-8.1058748 44:9.7323218 45:9.6096185 46:-3.4961222 47:5.5028021 48:-7.7965732 49:-2.7805982 50:0.28287644 51:-5.5283686 52:6.0413514 53:7.0775329 54:-6.4525382 55:6.9650536 56:4.5681094 57:-2.7516742 58:7.5973187 59:3.1721436 60:-3.9926788 61:7.2591931 62:-0.42093954 63:-3.091612 64:-3.1766215 65:-3.271936 66:-3.6561125 67:-7.3284352 68:-8.728651 69:9.0919037 70:9.1455017 71:7.1215116 72:7.4735746 73:0.14894018 74:5.4924277 75:-2.3318746 76:6.0315379 77:-1.3874487 78:-2.436191 79:8.3569144 80:9.0450211 81:-3.4950752 82:2.7590059 83:-7.0530421 84:-3.5491309 85:1.147197 86:7.8221234 87:1.7176526 88:-4.1541158 89:-3.2444951 90:1.0088104 91:-4.4089049 92:-4.27226 93:1.6598887 94:-4.665432 95:-4.4330319 96:2.9622296 97:6.6803704 98:-10.269643 99:-3.0250573 100:-3.8437711 101:3.8418763 102:5.7542764 103:0.92493616 104:-4.0734024 105:-4.8527192 106:-0.85673646 107:2.288222 108:-0.45145597 109:-2.4728522 110:0.35824312 111:5.2306593 112:9.232702 113:10.731836 114:1.6447278 115:6.2824739 116:9.7088012 117:-10.094677 118:1.1742468 119:8.5800571 120:2.3308763 121:3.1894007 122:-4.8884675 123:1.3741391 124:9.6153866 125:4.7413567 126:1.3738457 127:8.40554 128:8.1732757 129:5.3333134 130:-0.79089431 131:0.8176827 132:-2.2422805 133:-3.0323067 134:2.7061883 135:9.2847281 136:-7.6780024 137:-3.4811247 138:-4.4145902 139:-4.3625003 140:1.9038496 141:-3.2873692 142:7.6592684 143:-3.7123549 144:-3.6351552 145:0.5415725 146:-7.1175446 147:6.6664369 148:-2.6483565 149:3.8577312 150:4.1981114 151:6.3618467 152:-11.60051 153:-3.4484805 154:2.2552498 155:5.525454 156:-0.44981515 157:-3.9220299 158:0.34169701 159:5.4115366 160:7.9264269 161:-4.5386483 162:-2.972327 163:-5.784729 164:8.3280791 165:7.1665821 166:6.8687018 167:6.2417512 168:1.5763901 169:-7.6230936 170:3.3692043 171:3.2516594 172:-1.0700391 173:3.5719877 174:-8.7737183 175:1.6213292 176:3.351681 177:4.6901173 178:1.5983448 179:-3.3719727 180:-0.99272734 181:-0.86685991 182:5.0069618 183:3.3387217 184:-5.4281767 185:-5.5597458 186:-8.2604616 187:-4.6097412 188:2.6630127 189:-9.7375821 190:3.4140985 191:0.34384043 192:9.0814627 193:8.8942096 194:8.1385338 195:2.1190429 196:5.184768 197:10.721062 198:4.1272366 199:2.7003991 200:-2.9759925 
+-0.065084352122129888 1:5.7970491 2:4.3890631 3:7.2144757 4:11.279934 5:-8.9155656 6:0.021466872 7:-4.3638946 8:-2.6650199 9:-6.0714707 10:-7.2889792 11:6.3125709 12:-4.991038 13:-5.9695852 14:-2.4470871 15:-7.5734591 16:6.6649304 17:-2.5149431 18:5.3482084 19:-0.72825387 20:-2.0765596 21:-1.8374457 22:-9.9474658 23:-8.2900326 24:-2.1171159 25:-2.3091878 26:3.6784731 27:9.6558286 28:-0.36761821 29:-8.7250038 30:9.0944766 31:-1.3794069 32:-1.1160146 33:-8.9025415 34:1.9964758 35:-5.3076583 36:-1.5127185 37:7.2718102 38:5.3544097 39:4.737774 40:-8.547931 41:-3.2650719 42:3.9815548 43:-4.8266677 44:10.365231 45:9.2131745 46:-2.5365594 47:5.6094977 48:-8.1946527 49:-4.6913924 50:2.5938437 51:-6.8067436 52:5.1676778 53:7.1340604 54:-6.7716576 55:8.5093347 56:3.3363147 57:-0.81876749 58:7.2487565 59:3.288676 60:-2.3749801 61:6.3395144 62:-0.6021906 63:-2.4949859 64:-0.99968494 65:-2.564184 66:-5.2944986 67:-7.8097468 68:-7.3379777 69:9.7152326 70:6.3865444 71:8.0651048 72:9.3613068 73:0.61970394 74:8.258976 75:1.2542759 76:4.6100207 77:-2.3094546 78:-0.69329304 79:7.6248654 80:9.6511081 81:-0.93179243 82:2.3598407 83:-7.1948277 84:-0.16173397 85:2.9939698 86:4.9725661 87:2.7687519 88:-6.0202685 89:-4.3437618 90:0.383793 91:-4.9589513 92:-3.9018646 93:2.7289495 94:-4.2665806 95:-3.5506601 96:5.5053192 97:7.7625246 98:-9.9676166 99:-5.9921832 100:-3.5472946 101:4.7399359 102:5.110788 103:3.0861086 104:-3.3898057 105:-5.7873956 106:-4.6252093 107:2.4602912 108:-0.55794612 109:-3.0653834 110:-1.3817459 111:5.7708988 112:9.4701351 113:9.2493402 114:1.7687652 115:9.0139451 116:7.8973797 117:-9.093098 118:3.503789 119:7.7429405 120:-0.4777161 121:3.346283 122:-6.2489939 123:2.0767188 124:11.115762 125:4.0123978 126:-1.903914 127:8.5912127 128:9.0813781 129:7.2895225 130:0.53891623 131:1.6275274 132:-2.5118431 133:-2.063062 134:1.96442 135:11.341343 136:-7.3104058 137:-2.5070968 138:-4.7384563 139:-5.3489214 140:-0.25146596 141:-3.7160432 142:4.3875246 143:-2.386602 144:-4.6745442 145:1.4818545 146:-5.7856941 147:7.0915832 148:-4.1100165 149:4.4481455 150:5.7995089 151:6.3119935 152:-9.7348071 153:-2.9577273 154:2.1547425 155:5.4593142 156:0.092560017 157:-3.3186242 158:1.872158 159:4.0949105 160:7.7596153 161:-4.0283774 162:-2.9659013 163:-6.2269152 164:9.3857481 165:5.5391012 166:7.3798399 167:8.288378 168:0.66127016 169:-7.5865805 170:2.8269704 171:1.4249402 172:-1.0279067 173:4.054104 174:-8.5728294 175:1.5966992 176:3.8842248 177:6.4139741 178:3.5615354 179:-2.11052 180:-1.0350593 181:-0.36206888 182:6.394591 183:3.9424853 184:-6.8477752 185:-6.3883546 186:-4.9048789 187:-1.5676122 188:3.0172612 189:-10.386613 190:2.4434177 191:-0.71541513 192:7.1767841 193:9.8435134 194:8.5307971 195:2.964017 196:6.1429354 197:10.770615 198:3.9360119 199:1.6168179 200:-1.9242916 
+-0.079725237722949774 1:4.755301 2:4.7015188 3:6.8855096 4:9.3002174 5:-8.9970304 6:-0.18450546 7:-1.1704484 8:-1.5384843 9:-6.2933608 10:-6.7744027 11:7.1270788 12:-6.3871667 13:-8.4587423 14:-3.4239076 15:-7.9720974 16:4.2969391 17:-3.0642085 18:5.6800984 19:2.3529452 20:-2.4116442 21:-2.9108042 22:-7.6080094 23:-9.6301221 24:-2.3025128 25:-1.2188098 26:3.28086 27:8.650003 28:0.54452772 29:-7.5483037 30:8.0872404 31:0.11687175 32:-0.57628521 33:-9.7306292 34:2.1825101 35:-4.4441237 36:-1.6284596 37:6.8062426 38:6.2325381 39:2.669984 40:-7.3902507 41:-3.2250016 42:2.1368281 43:-7.3270776 44:8.4177088 45:10.423344 46:-3.2470275 47:6.7539533 48:-6.2395927 49:-1.3089612 50:3.1396189 51:-7.0132461 52:5.5018517 53:7.4364563 54:-6.5518103 55:7.1929416 56:5.5232414 57:-1.7737031 58:7.7067094 59:1.9775694 60:-1.986064 61:6.9639193 62:-1.1843844 63:-5.3522525 64:-2.7747855 65:-1.3214624 66:-3.4399868 67:-7.7707087 68:-8.1193174 69:7.0095666 70:8.2868175 71:7.4298122 72:9.0305356 73:-0.43935859 74:6.9059791 75:0.1078098 76:7.5894404 77:-3.1289627 78:-2.3721947 79:7.8526543 80:8.9818602 81:-1.2956579 82:0.406705 83:-7.8082484 84:-3.0587285 85:0.73083861 86:7.7923653 87:3.1304139 88:-4.0117962 89:-5.208843 90:0.51802145 91:-7.4164139 92:-6.601988 93:1.909345 94:-2.8364158 95:-3.0884366 96:5.9351305 97:7.4836481 98:-9.5329688 99:-2.5692701 100:-3.7368351 101:2.5663187 102:4.705874 103:-0.16038676 104:-3.2087606 105:-5.0152438 106:-5.0089418 107:2.3683674 108:-0.88084895 109:-2.0756545 110:-1.2194123 111:7.3469274 112:7.1152163 113:9.4697693 114:2.3131623 115:7.4462224 116:9.5969057 117:-7.7245954 118:0.69545963 119:9.9447623 120:0.13452748 121:3.9743935 122:-3.5024724 123:1.8979969 124:9.1557225 125:4.3137406 126:-0.45593253 127:7.536956 128:8.6619502 129:5.3798591 130:1.1659795 131:-0.240641 132:-2.3521821 133:-3.234735 134:3.2726072 135:8.6741793 136:-8.4432471 137:-0.95148062 138:-4.3280477 139:-5.0826582 140:0.36159417 141:-2.3475887 142:4.4348579 143:-2.0449797 144:-3.8646207 145:0.64729824 146:-4.6449472 147:10.752391 148:-2.507356 149:5.4894199 150:7.9431969 151:7.64388 152:-12.335872 153:-3.7133702 154:3.5332214 155:5.8584579 156:1.1059572 157:-4.4085228 158:3.6498217 159:3.2542618 160:7.9781246 161:-3.420135 162:-3.2457884 163:-7.3544759 164:10.258809 165:5.5099938 166:6.6271085 167:6.0364381 168:0.59578487 169:-6.9897723 170:3.8155958 171:4.3342684 172:-0.61272888 173:5.0547403 174:-10.401996 175:3.3081461 176:3.1007671 177:5.5405582 178:3.9224256 179:-2.8475117 180:-1.466748 181:-0.044886398 182:6.0024119 183:2.4329523 184:-4.3356369 185:-6.4484188 186:-6.4555114 187:-3.0679381 188:3.8237345 189:-9.0522905 190:2.5968772 191:-1.6731629 192:8.4641491 193:11.149437 194:7.2803569 195:3.7622862 196:2.9057086 197:9.0261856 198:2.4653618 199:0.52351363 200:-1.8245045 
+-0.11326287038124434 1:3.879772 2:6.0731524 3:7.6930388 4:11.173625 5:-10.63751 6:1.9904665 7:-3.0850947 8:-2.490657 9:-6.6263746 10:-7.1545147 11:6.0858073 12:-5.6271654 13:-6.9018945 14:-4.3665205 15:-7.1177186 16:5.3182371 17:-4.6115339 18:6.2592232 19:0.012068215 20:-2.9921671 21:-1.3681348 22:-8.7644969 23:-9.4469282 24:-2.7745691 25:-1.4200216 26:4.1069089 27:7.0457868 28:0.031896116 29:-7.746371 30:8.5295557 31:-1.9349972 32:-1.6065448 33:-9.0914434 34:3.2444012 35:-6.0495531 36:-0.8715804 37:8.3005587 38:3.5986557 39:2.2871979 40:-9.6363635 41:-1.7725844 42:3.1927899 43:-6.7979663 44:7.5053226 45:9.0302712 46:-4.0119032 47:8.0398999 48:-5.6756674 49:-2.796113 50:2.2666045 51:-5.8657527 52:5.0732123 53:6.1340072 54:-6.5301123 55:8.7058764 56:5.2060112 57:-1.9551641 58:7.7384469 59:3.138288 60:-2.8563083 61:6.6067249 62:0.12335268 63:-1.1520487 64:-3.8015559 65:-2.3463063 66:-4.2391812 67:-10.680179 68:-8.0561919 69:8.1057595 70:6.8593632 71:7.5215884 72:9.0212057 73:0.68768239 74:6.4259637 75:1.6610892 76:4.8154751 77:-2.2057434 78:-1.3639517 79:10.445386 80:10.53212 81:-1.3097596 82:0.7953856 83:-8.6436251 84:-0.60689577 85:1.9892382 86:6.5554639 87:1.93761 88:-4.6054753 89:-4.9683867 90:0.54124966 91:-4.7241189 92:-5.7761595 93:1.078259 94:-1.0316939 95:-4.6246753 96:5.1553413 97:9.1306883 98:-10.058931 99:-5.8636069 100:-1.7372218 101:3.7869551 102:5.7975839 103:1.1065086 104:-4.0391368 105:-8.0354753 106:-2.1709451 107:1.5841774 108:-1.065961 109:-2.1553471 110:0.31759659 111:3.8228137 112:5.8677646 113:10.314114 114:1.8517326 115:7.4657296 116:7.6831621 117:-8.9568358 118:-0.85176038 119:6.5500918 120:-0.45372611 121:2.6183103 122:-2.7269215 123:2.2539191 124:8.531852 125:2.5711911 126:1.1948277 127:6.5504363 128:9.8944245 129:6.9154929 130:-1.8525178 131:-1.5209414 132:-1.0226658 133:-2.6830343 134:1.6825998 135:8.8318488 136:-7.9474918 137:-3.5168856 138:-4.1106333 139:-2.5149683 140:-0.098420639 141:-2.315899 142:7.2409728 143:-2.9199302 144:-4.9186416 145:0.97331557 146:-7.2000491 147:8.9287773 148:-3.4162378 149:4.5334727 150:6.0588924 151:7.4590923 152:-9.7608902 153:-3.7310322 154:4.4445898 155:5.8555622 156:3.3920195 157:-5.6423432 158:2.2737636 159:2.7928969 160:8.9683425 161:-2.2526644 162:-1.483186 163:-7.8715152 164:9.1369928 165:5.7805886 166:5.1712647 167:7.6208078 168:1.9643831 169:-5.2011248 170:5.1748169 171:1.6196359 172:0.27371543 173:4.5183146 174:-9.7352699 175:0.93409955 176:3.846603 177:7.7934787 178:1.8777223 179:-5.1762604 180:-3.1292199 181:-0.4761743 182:6.5090011 183:1.130025 184:-7.0329036 185:-6.0437012 186:-5.0383686 187:-2.7261355 188:2.5508495 189:-10.87863 190:1.5468313 191:-1.0258924 192:8.1526264 193:9.1071177 194:9.0295167 195:3.6804877 196:6.5480271 197:8.6442804 198:1.3455959 199:2.0982791 200:-1.461187 
+-0.025137573455384424 1:4.1662064 2:5.515805 3:6.479332 4:10.10561 5:-8.6332718 6:-1.2341285 7:-2.6710673 8:-2.2346453 9:-5.2046206 10:-6.5952101 11:8.7057686 12:-5.1816859 13:-9.3219644 14:-5.4502553 15:-8.5873279 16:6.0466086 17:-2.8532165 18:4.5672758 19:0.35839037 20:-3.3656002 21:-0.068712817 22:-9.6031712 23:-9.9355719 24:-3.6701895 25:-3.7635468 26:3.2899049 27:7.9536986 28:1.3668764 29:-8.2987946 30:9.1075623 31:-0.53385478 32:-2.8935817 33:-9.2563083 34:2.6470424 35:-5.1741079 36:-2.5980786 37:5.47592 38:3.3202951 39:3.4317919 40:-7.7160587 41:-2.8964711 42:3.7032541 43:-6.84375 44:9.9781902 45:7.1084864 46:-1.5328141 47:5.7055147 48:-7.562021 49:-0.77112735 50:0.81108574 51:-9.1008509 52:5.9099161 53:7.6223497 54:-6.1466451 55:7.3742909 56:6.096949 57:-1.7385958 58:6.9126755 59:4.4240162 60:-2.1058775 61:5.4934505 62:-2.2157829 63:-2.5691427 64:-3.778987 65:-1.5709365 66:-5.3154382 67:-10.422357 68:-8.7001234 69:6.8348395 70:7.1739713 71:7.5539853 72:9.8239345 73:0.65701003 74:8.1728827 75:0.13370418 76:5.3989919 77:-2.2158813 78:-1.9481614 79:8.6058292 80:11.670738 81:-2.6676352 82:-0.29238861 83:-9.8568015 84:-2.5549349 85:0.98570337 86:7.1972239 87:2.0456294 88:-4.1158881 89:-6.6534638 90:2.0303334 91:-5.7020017 92:-7.6755601 93:2.2589236 94:-3.2741012 95:-4.4563179 96:5.3761153 97:7.3780962 98:-11.75296 99:-5.8921275 100:-3.8990442 101:1.4427774 102:2.6144738 103:-0.25418526 104:-3.8243182 105:-4.3149042 106:-0.33952641 107:1.8031983 108:-2.0024568 109:-1.6579463 110:-2.4304693 111:6.2732732 112:8.5049781 113:7.1544592 114:1.9660407 115:7.9811213 116:8.9262648 117:-6.9766667 118:3.3562831 119:8.2151271 120:0.63727438 121:3.6610193 122:-4.4636343 123:2.8715831 124:10.368059 125:4.2159077 126:-2.0318691 127:7.6234229 128:8.2592626 129:6.291 130:0.76918998 131:-0.35206813 132:-2.2354086 133:-2.7667977 134:1.7503796 135:10.625625 136:-6.652498 137:-2.5222505 138:-4.7647929 139:-4.6586153 140:-1.8688828 141:-2.5453098 142:4.4098415 143:-2.2664466 144:-5.4986798 145:0.014053927 146:-4.8589437 147:9.4245337 148:-1.5187864 149:5.9681781 150:5.9810929 151:7.4118065 152:-11.231249 153:-2.6810211 154:4.1491045 155:7.1554685 156:1.3529154 157:-4.3650559 158:1.8985309 159:3.3032654 160:8.1083301 161:-5.718081 162:-3.100635 163:-6.1117023 164:9.3349647 165:4.0454465 166:7.289824 167:7.1755265 168:0.040662725 169:-8.0445625 170:5.3154756 171:2.4242397 172:-0.43193096 173:3.3106805 174:-8.7034991 175:2.421002 176:3.9752338 177:6.951243 178:1.3921037 179:-4.3974427 180:0.70480867 181:-0.53898823 182:5.8936446 183:2.5380271 184:-4.7121614 185:-6.8824959 186:-5.4967051 187:-3.6167217 188:3.8558906 189:-9.9900992 190:2.6855247 191:-0.91820794 192:6.6055398 193:9.2198609 194:9.0192822 195:2.0178073 196:5.0617783 197:7.4424543 198:1.2830338 199:2.3732854 200:-1.8516025 
+-0.0062305304947287213 1:2.2606954 2:2.5981806 3:6.0246832 4:7.352085 5:-9.0841413 6:-1.4860463 7:-2.6097367 8:-0.87956088 9:-6.2640996 10:-6.4546855 11:4.0883274 12:-5.5658521 13:-7.1793994 14:-3.2568723 15:-5.79344 16:6.9630986 17:-4.1168011 18:5.5972325 19:-0.85444532 20:-1.1643026 21:-3.2243248 22:-10.621275 23:-9.5304667 24:-1.3835439 25:-2.0126813 26:4.0787643 27:8.2438031 28:-0.61329878 29:-8.5666942 30:7.888781 31:0.088772581 32:-2.2275146 33:-10.319454 34:2.2027015 35:-5.2876519 36:-2.7296454 37:3.5690529 38:3.351306 39:3.1235202 40:-9.0290649 41:-2.5833538 42:3.5030493 43:-7.7202712 44:9.3187572 45:7.3354462 46:-2.5237534 47:6.8498301 48:-6.4977716 49:-5.0363758 50:0.62537088 51:-7.734295 52:5.3405545 53:5.8534729 54:-7.1348173 55:5.2431466 56:3.0569039 57:-2.4912726 58:6.3338066 59:4.0020031 60:-4.4058805 61:7.3302837 62:-1.1562029 63:-2.8740727 64:-1.895833 65:-1.3432305 66:-6.1343174 67:-11.485041 68:-9.6426191 69:11.329384 70:7.5544074 71:7.4763799 72:9.5346236 73:0.86770402 74:7.2962717 75:-2.441833 76:5.3297288 77:-1.3272126 78:-1.4949159 79:8.3297328 80:10.906218 81:-2.2667703 82:1.806988 83:-8.9694851 84:-1.9100915 85:0.65659104 86:7.3593138 87:1.8364059 88:-4.9936217 89:-2.6869989 90:1.1508186 91:-5.46338 92:-5.0213321 93:0.51707814 94:-1.7073599 95:-3.7521919 96:5.5845052 97:6.7497892 98:-7.8868663 99:-3.6407628 100:-2.5338877 101:4.7215804 102:4.4783909 103:1.3276137 104:-3.3165662 105:-5.7026813 106:-2.2039259 107:3.0565306 108:-0.13859217 109:-2.3060106 110:-1.9372112 111:5.9232917 112:7.7028609 113:9.1946013 114:2.2549139 115:8.0059969 116:8.9178404 117:-10.526316 118:1.7895774 119:9.4487987 120:0.53871962 121:3.6604978 122:-3.0089462 123:2.452132 124:10.007186 125:4.346646 126:0.27240432 127:7.403144 128:7.3518939 129:5.1122207 130:-0.3884921 131:0.62814633 132:-2.0052886 133:-0.74732236 134:3.5333776 135:10.483275 136:-8.6948561 137:-5.6919365 138:-3.9786826 139:-4.0403255 140:0.18009133 141:-4.513105 142:4.4485655 143:-4.4211493 144:-4.1683387 145:0.81309543 146:-5.6813173 147:8.3301391 148:-2.4173037 149:4.6344554 150:5.3285304 151:9.0113678 152:-8.9052565 153:-3.5467305 154:2.702707 155:4.6970434 156:2.8954705 157:-6.8206528 158:2.0445615 159:4.6099967 160:9.3635585 161:-2.4430216 162:-1.9862143 163:-6.1376669 164:8.4510263 165:4.8087891 166:5.8805574 167:6.5450294 168:2.6231409 169:-6.3966678 170:3.4369887 171:1.3327337 172:-0.2251792 173:4.1768485 174:-7.7193534 175:1.7709623 176:3.567925 177:7.2032029 178:0.91249548 179:-2.7547741 180:-2.6059537 181:0.097294607 182:5.065005 183:0.44567619 184:-6.6454804 185:-4.519414 186:-5.3354706 187:-3.4051911 188:4.1235176 189:-10.636178 190:2.6345562 191:-0.86978903 192:9.9304362 193:9.5966979 194:7.5778812 195:4.3392697 196:5.5222822 197:8.6587703 198:1.3484508 199:1.1154486 200:-1.6210233 
+-0.099199279030987214 1:4.3447386 2:4.7697314 3:8.3480007 4:9.052927 5:-7.4936074 6:1.476398 7:-1.3247811 8:-2.7464749 9:-6.5547955 10:-5.6160014 11:7.1010086 12:-5.9607742 13:-8.6542798 14:-5.9770199 15:-7.7618675 16:4.5005553 17:-4.474025 18:3.7056766 19:0.046581228 20:-2.5717154 21:-1.5372579 22:-7.7239714 23:-10.08081 24:-3.5653846 25:-0.98644275 26:2.1309163 27:7.6574835 28:-0.54969441 29:-9.1015726 30:9.6187259 31:0.08094259 32:-0.19166034 33:-9.9101846 34:3.6172494 35:-4.0346821 36:-4.4635295 37:6.0563804 38:5.6581827 39:4.4413322 40:-6.3494945 41:-3.6588106 42:4.2735698 43:-7.7201164 44:8.702492 45:7.2889443 46:-2.5795805 47:6.4506327 48:-8.1227441 49:-2.4137845 50:1.1818056 51:-4.1663565 52:7.1868125 53:8.4258194 54:-5.4061044 55:7.8875836 56:3.6599368 57:-3.4697823 58:8.0909211 59:1.6773835 60:-2.657868 61:5.7999848 62:-1.8903525 63:-3.2061963 64:-3.0729537 65:-1.1699868 66:-3.4005874 67:-8.8015327 68:-7.8352639 69:10.519271 70:7.3478338 71:9.7258571 72:8.8006152 73:1.4547743 74:7.6580773 75:0.25119733 76:5.6790898 77:-2.1043765 78:-3.1474285 79:9.484146 80:10.877705 81:-2.2241843 82:2.2434291 83:-8.2614377 84:-0.73248975 85:0.95852038 86:8.2997206 87:2.6849284 88:-2.4839113 89:-4.4148109 90:2.4088709 91:-5.5050806 92:-5.1724589 93:1.7716687 94:-1.2169479 95:-3.14953 96:3.7474734 97:6.7740834 98:-10.066808 99:-4.5978791 100:-5.2152018 101:2.6868006 102:3.9977867 103:1.1954599 104:-1.0022389 105:-5.9400044 106:-0.75249144 107:2.0426946 108:-0.17038032 109:-3.1283243 110:-2.2079588 111:4.5179958 112:5.9202437 113:7.8863379 114:1.9718419 115:8.4064088 116:7.7026322 117:-9.8153748 118:1.5663627 119:9.3740377 120:2.3949958 121:1.8653605 122:-4.9316805 123:3.1801016 124:10.442396 125:3.4139515 126:0.15365048 127:6.0107901 128:10.974423 129:5.498176 130:2.6986157 131:1.6235192 132:-0.4538424 133:-1.5363127 134:2.5955332 135:9.9774412 136:-5.8545428 137:-3.6053133 138:-4.4780165 139:-2.4123767 140:-0.54015004 141:-3.7136948 142:5.2081093 143:-4.0797199 144:-4.9443513 145:-0.01626231 146:-5.2919 147:6.9374972 148:-2.363604 149:4.1827626 150:5.2303088 151:8.5048757 152:-10.285906 153:-3.1815914 154:3.1204348 155:5.0371631 156:2.3399006 157:-4.874487 158:3.2883279 159:5.4719326 160:7.9312759 161:-4.7514762 162:0.19311234 163:-8.1221314 164:7.1808237 165:6.5876725 166:7.6424369 167:7.7134385 168:0.7610182 169:-5.9997268 170:3.4320007 171:3.1541659 172:-0.88020688 173:5.6689622 174:-7.1182805 175:0.51584874 176:6.2386764 177:5.5671668 178:2.3018272 179:-1.4900637 180:-0.67250893 181:-2.0125453 182:4.4744898 183:3.0009891 184:-5.1863816 185:-6.8820496 186:-5.0771424 187:-3.4392407 188:4.5870981 189:-10.277793 190:2.3344445 191:0.96378665 192:7.2029837 193:9.2323257 194:8.0194911 195:1.3885859 196:4.8050574 197:8.3594724 198:2.8330872 199:2.9154785 200:-1.3043186 
+-0.043407115959648149 1:4.4338983 2:5.5751563 3:5.8989064 4:10.55844 5:-7.4926792 6:-0.014034606 7:-2.8682655 8:-2.9822659 9:-6.4048146 10:-5.7764192 11:7.3682343 12:-5.9036016 13:-7.4894332 14:-5.519648 15:-6.4825043 16:6.656011 17:-5.9091388 18:3.8124276 19:1.0401037 20:-1.2110968 21:-3.4097977 22:-8.7095829 23:-9.9699086 24:-4.7207669 25:-1.6422661 26:3.6954548 27:7.6753013 28:-1.4336656 29:-10.31039 30:7.8934897 31:-1.8625014 32:-2.0494053 33:-8.7079765 34:3.2233159 35:-3.4215002 36:-1.0222863 37:7.9447285 38:3.3936082 39:1.1144928 40:-9.4657649 41:-3.0448786 42:4.0523129 43:-6.1871324 44:8.8603974 45:7.4099834 46:-1.8375815 47:6.5734461 48:-8.5393149 49:-2.5195148 50:2.2122215 51:-5.8526739 52:6.0842819 53:7.3355031 54:-8.4130239 55:8.2217046 56:3.7746936 57:-2.8636424 58:6.3766374 59:2.0238785 60:-3.6635093 61:7.9215807 62:-2.6459157 63:-5.1515183 64:-3.83086 65:-2.5618953 66:-5.9928942 67:-7.4197555 68:-9.8943985 69:8.4751433 70:7.1792631 71:7.2519058 72:9.7668536 73:-2.4378445 74:8.1315235 75:-0.096437963 76:4.5861507 77:-2.4254272 78:-1.6062101 79:8.0226065 80:6.7675264 81:-2.36304 82:2.5157299 83:-9.2135979 84:-4.2566811 85:-0.19066723 86:7.9477801 87:2.0648057 88:-6.0344499 89:-4.4828998 90:-0.38904921 91:-6.0372209 92:-5.8535677 93:1.7829747 94:-2.2717116 95:-4.8099801 96:3.771514 97:6.605324 98:-10.105479 99:-5.7307087 100:-4.4408756 101:4.0596186 102:3.4064189 103:0.76523631 104:-1.356339 105:-4.0630286 106:-3.025312 107:0.8312673 108:-0.3077377 109:-2.9644276 110:-0.25419842 111:6.6120178 112:7.75444 113:8.715716 114:0.085937921 115:7.8999611 116:9.3849096 117:-8.8440122 118:0.61488864 119:10.633647 120:4.0549365 121:2.2374388 122:-4.8597044 123:1.7876799 124:9.5246931 125:4.103768 126:-0.55028958 127:8.2997854 128:9.0253095 129:6.2970925 130:0.21214899 131:0.36853482 132:-2.1046313 133:-1.0758226 134:4.7192143 135:9.5024638 136:-8.0691789 137:-3.8498247 138:-2.6453103 139:-3.3607403 140:-0.43369702 141:-2.9219235 142:5.3680481 143:-0.16088246 144:-4.0428088 145:0.38196951 146:-6.395662 147:7.3073972 148:-4.6787592 149:3.1164345 150:6.9313937 151:7.950172 152:-11.316282 153:-2.93618 154:3.197804 155:5.1427991 156:2.4960257 157:-7.2126979 158:1.7203804 159:4.2062767 160:6.0608122 161:-3.224231 162:-2.4563797 163:-6.1042283 164:8.841941 165:5.0906227 166:4.7778478 167:6.3756937 168:1.5784836 169:-5.9059996 170:3.9317106 171:1.4274021 172:-0.58413079 173:4.0747619 174:-8.8660479 175:1.8501337 176:3.2393983 177:6.9193975 178:1.5097467 179:-5.3227318 180:-0.83177151 181:-2.2406744 182:3.999901 183:3.6899293 184:-5.1027372 185:-7.6803174 186:-6.0396316 187:-2.6729381 188:2.9345102 189:-10.802039 190:2.2078041 191:1.208534 192:8.9704339 193:8.9685332 194:6.4778704 195:3.4596856 196:5.4852006 197:7.5804909 198:1.5063595 199:0.63294448 200:-1.7130652 
+-0.019270908895114024 1:2.9108695 2:5.8765494 3:6.1398588 4:9.0273259 5:-7.3978309 6:-1.2568715 7:-3.1380604 8:-1.8927638 9:-5.9197429 10:-6.3953126 11:7.3824006 12:-6.2874373 13:-8.1986837 14:-4.4567736 15:-8.0421245 16:5.8770336 17:-4.6447148 18:5.2143761 19:0.013994416 20:0.31622386 21:-2.0070765 22:-10.295996 23:-10.752659 24:-1.6846739 25:-2.8613893 26:6.924152 27:10.658916 28:-1.5887415 29:-10.660823 30:8.4612527 31:-1.2372118 32:-1.4645267 33:-9.5261248 34:3.2547067 35:-3.5441487 36:-1.383219 37:6.648475 38:4.7217266 39:1.6897066 40:-9.8135946 41:-2.1287866 42:1.2355371 43:-6.7943868 44:9.296024 45:9.7205971 46:-2.3122019 47:9.6336122 48:-6.658776 49:-1.9262982 50:0.66892983 51:-7.7635413 52:5.8033876 53:7.5877147 54:-8.0839485 55:7.4630332 56:3.7588893 57:-1.3312316 58:8.2462606 59:3.1811193 60:-3.7442514 61:6.9759084 62:0.057352204 63:-5.0818347 64:-3.2918557 65:-2.5737974 66:-5.356763 67:-8.0739614 68:-8.943128 69:7.4984506 70:8.7659943 71:9.0597408 72:10.915247 73:0.13112976 74:7.7130622 75:1.0596356 76:4.372359 77:-3.3181127 78:-1.6130624 79:7.2149631 80:8.9413972 81:0.25585332 82:0.57211088 83:-7.3359538 84:-2.0513844 85:1.4273731 86:6.4324513 87:1.842403 88:-5.8237884 89:-3.6355679 90:2.1740685 91:-3.8406092 92:-5.64295 93:-0.30645414 94:-3.5002464 95:-3.0857151 96:6.1182665 97:8.6886838 98:-9.2808439 99:-2.4297767 100:-2.9908942 101:2.7241393 102:3.719104 103:1.8612142 104:-0.73474712 105:-7.6517041 106:-1.062375 107:-0.1404743 108:-0.20658995 109:-3.7278935 110:-2.196137 111:5.2390745 112:7.7841881 113:9.7183354 114:2.1378687 115:5.977068 116:8.9022298 117:-10.432107 118:3.4597395 119:8.4621442 120:0.8538404 121:1.2726087 122:-3.3238369 123:2.8186623 124:10.951212 125:3.5874124 126:0.14751284 127:8.7598349 128:7.6056046 129:5.5552762 130:0.19856397 131:-1.0895615 132:-1.8936674 133:-2.1390035 134:3.0556131 135:8.2799814 136:-6.2691964 137:-2.9772714 138:-2.4679455 139:-3.5967666 140:-0.2612148 141:-4.4224834 142:6.0408131 143:-3.8170776 144:-4.663632 145:1.1610609 146:-6.7453775 147:8.1266598 148:-1.4812507 149:3.2696938 150:6.2828772 151:7.2791293 152:-11.540725 153:-4.067452 154:4.0268658 155:4.6436102 156:2.5833594 157:-4.7569781 158:1.025627 159:5.4292976 160:6.5872763 161:-5.2577474 162:-2.0334399 163:-4.6339013 164:8.2682449 165:4.0699548 166:6.6658964 167:7.0557597 168:1.313118 169:-7.9060778 170:3.2615426 171:3.1956247 172:-1.8343507 173:2.6373761 174:-10.697379 175:2.0768891 176:3.3495018 177:7.9069801 178:3.0177906 179:-3.5343542 180:-0.15923534 181:-1.812317 182:5.1192054 183:3.9630057 184:-5.3777195 185:-5.3570964 186:-6.323716 187:-3.5656946 188:4.1507737 189:-10.153193 190:2.2030725 191:0.63637151 192:8.2725664 193:8.2688415 194:7.6936799 195:1.8905406 196:6.040282 197:8.1030495 198:3.0388311 199:0.89013477 200:-2.8438641 
+-0.10464951382243305 1:2.9666577 2:4.3393362 3:7.3778462 4:8.0633834 5:-8.7913538 6:0.64023147 7:-4.0871858 8:-2.8422454 9:-7.5987526 10:-5.6153342 11:7.8929346 12:-4.6849657 13:-6.9150654 14:-5.0886078 15:-7.8037986 16:3.6066032 17:-5.4964546 18:4.2477657 19:-0.92334831 20:-2.6132748 21:-0.98361799 22:-9.7175645 23:-8.6124563 24:-4.6049998 25:-2.4293739 26:3.134896 27:8.7246617 28:-1.8652174 29:-7.2533215 30:7.904783 31:-1.4145038 32:-0.4076049 33:-9.2321516 34:2.1741191 35:-3.3872266 36:-2.0610863 37:5.7159779 38:6.1628341 39:2.9660015 40:-8.766758 41:-4.3025282 42:1.9225772 43:-7.3830949 44:9.8019641 45:11.019057 46:-0.83464256 47:7.8141621 48:-6.6061033 49:-2.0165095 50:1.9558741 51:-7.5114893 52:5.9429885 53:7.007444 54:-7.9361087 55:6.6955274 56:6.051041 57:-2.5689796 58:7.3824369 59:3.5818531 60:-3.0699856 61:7.2239427 62:-1.2930228 63:-3.6648701 64:-1.2305397 65:-2.2276462 66:-2.7961385 67:-10.072326 68:-8.48097 69:10.100881 70:9.0065601 71:9.5071485 72:9.8156405 73:0.8001016 74:8.5473756 75:-0.2144978 76:5.6035989 77:-2.2388755 78:-1.8462464 79:7.1310099 80:9.3899523 81:-3.6463633 82:2.8562438 83:-9.3569084 84:-2.2002784 85:1.7885387 86:7.8204751 87:1.27389 88:-7.6763777 89:-3.5783656 90:1.2742201 91:-5.4771121 92:-5.1866124 93:0.70973264 94:-0.15609561 95:-1.4287594 96:4.6073986 97:6.5040188 98:-9.1437982 99:-2.8071825 100:-2.873414 101:4.9368058 102:2.7903165 103:2.9194669 104:-3.3299807 105:-4.8469622 106:-2.3731951 107:1.8954676 108:-1.5225026 109:0.53935024 110:-1.4308547 111:4.5062755 112:8.3027272 113:8.8844173 114:0.69579151 115:8.2752084 116:8.6541377 117:-8.6582393 118:2.3003715 119:9.4879329 120:-0.00937174 121:0.18281172 122:-3.6258161 123:2.9212168 124:10.814703 125:4.4951893 126:-0.97796859 127:10.022279 128:8.1829719 129:5.2612456 130:0.89825432 131:1.126872 132:-1.8584122 133:-1.4922804 134:1.5405363 135:7.9991289 136:-5.733958 137:-1.5931447 138:-3.723875 139:-5.0521748 140:-2.4549886 141:-3.0573961 142:6.5867982 143:-2.3734938 144:-3.4106383 145:-1.4349295 146:-5.5016833 147:9.2492737 148:-4.3130905 149:1.765256 150:6.5279718 151:7.6296155 152:-10.314387 153:-2.0458586 154:2.3072102 155:5.0856675 156:1.4887693 157:-5.6072931 158:1.1512475 159:4.8612276 160:7.6925768 161:-3.7847786 162:-1.3017513 163:-5.5735377 164:8.7209106 165:4.828936 166:7.2422429 167:5.0045182 168:2.3426772 169:-6.7530511 170:2.3882073 171:4.0613613 172:-1.8618952 173:3.7121923 174:-8.7832366 175:1.582966 176:3.5252027 177:7.5042207 178:1.3935466 179:-3.3629268 180:-1.1312759 181:-0.8408735 182:7.4370412 183:1.9608636 184:-5.1770661 185:-5.485243 186:-5.0731979 187:-3.5571494 188:1.5310542 189:-11.095515 190:1.1604271 191:0.95637714 192:8.7664446 193:11.164626 194:6.905939 195:3.0919374 196:5.9783569 197:6.4709018 198:2.3841484 199:1.8531333 200:-1.8782856 
+-0.17286661492189317 1:4.1155359 2:3.6546098 3:6.2857561 4:9.7876001 5:-6.6271459 6:0.20427817 7:-3.6517514 8:-2.5879415 9:-8.3454118 10:-4.8252781 11:7.7300393 12:-6.0437702 13:-7.533098 14:-5.5416396 15:-5.6288804 16:5.1845327 17:-5.0141199 18:5.0752644 19:-0.2715301 20:-2.2908494 21:-1.2335293 22:-7.3165991 23:-8.9570553 24:-3.3134246 25:-0.85318909 26:0.89175878 27:10.130642 28:-1.2627355 29:-8.6095239 30:9.1802688 31:-1.529198 32:-1.3872471 33:-11.511565 34:0.98553271 35:-5.9041369 36:-1.9317388 37:5.449731 38:5.0194336 39:3.3104772 40:-7.6760446 41:-0.59700717 42:3.5963463 43:-7.1056018 44:8.5797322 45:9.1350921 46:-2.1963776 47:6.5586738 48:-8.1973746 49:-3.7218382 50:3.2606484 51:-7.507808 52:6.1301514 53:6.6941292 54:-7.4429283 55:7.3759481 56:4.7655427 57:-3.4380331 58:9.1530323 59:2.5334401 60:-1.8501348 61:5.078172 62:-1.0268676 63:-3.8761855 64:-1.4035012 65:-3.0760789 66:-5.1173651 67:-10.266406 68:-7.3018389 69:8.5274912 70:8.999925 71:7.1153556 72:8.9945062 73:0.25572347 74:9.0536121 75:-1.6791982 76:5.2830643 77:-4.58974 78:-2.3722127 79:8.2905417 80:8.7648991 81:-1.8705537 82:2.6583667 83:-8.9565231 84:-0.45328067 85:1.9553923 86:7.369815 87:2.5151419 88:-4.5245458 89:-3.1558738 90:-0.75714758 91:-5.1098252 92:-4.5534305 93:1.2531362 94:-3.2994283 95:-4.3947628 96:4.0905159 97:6.3324382 98:-11.584496 99:-4.6980779 100:-4.1667773 101:3.8889645 102:3.9196488 103:0.74245571 104:0.2844628 105:-6.0548137 106:-0.84197617 107:1.6434216 108:-2.2108042 109:-0.77985774 110:1.6398872 111:6.9827355 112:6.5042111 113:11.324535 114:1.5502936 115:8.338387 116:6.8300106 117:-9.3773409 118:0.82878384 119:7.6339682 120:0.1581086 121:3.4184382 122:-4.6018495 123:1.8601575 124:9.6467237 125:3.6877399 126:0.44830684 127:8.1524281 128:10.502305 129:6.5104927 130:0.66847767 131:-1.0875173 132:-2.3545104 133:-2.0170651 134:3.8416041 135:8.266264 136:-7.6011573 137:-3.595251 138:-2.4380757 139:-6.2205607 140:0.38350545 141:-2.0236319 142:3.6398559 143:-2.2348099 144:-4.6932077 145:-0.22604341 146:-7.536528 147:7.5850952 148:-1.5826428 149:4.3852095 150:5.5177301 151:6.7356789 152:-9.9444344 153:-4.6832762 154:1.2850767 155:5.7365971 156:2.9265308 157:-6.4549801 158:2.2150495 159:5.1310786 160:9.3482208 161:-6.0255446 162:-5.060448 163:-7.5630528 164:8.3781349 165:7.1861948 166:6.9324943 167:5.1145832 168:-0.082301786 169:-8.4394296 170:3.0905835 171:2.4609437 172:-0.89112564 173:4.3281717 174:-8.5720724 175:1.9422456 176:3.2854294 177:6.3055788 178:0.64232939 179:-2.4378049 180:-1.2581143 181:-0.84869053 182:5.3902954 183:1.0605974 184:-5.3017486 185:-7.648228 186:-6.8606662 187:-5.6880214 188:4.3670274 189:-10.114969 190:2.6707182 191:-0.078652752 192:7.5496476 193:10.037547 194:6.2070677 195:0.40478912 196:4.9939495 197:7.9534425 198:3.4454759 199:1.967279 200:-0.48908126 
+-0.053706058130190054 1:5.8549867 2:5.1686286 3:6.5143916 4:9.7106842 5:-10.103789 6:-2.0510582 7:-5.0688234 8:-1.6548341 9:-5.5545737 10:-6.8465992 11:7.0135128 12:-7.3667884 13:-8.1373876 14:-5.241703 15:-8.1918125 16:4.8737596 17:-5.3727407 18:4.7065083 19:-0.98499974 20:-1.9296337 21:-2.6728765 22:-8.887876 23:-9.847937 24:-2.7521362 25:-0.94985526 26:4.2700356 27:7.6485362 28:-0.56801825 29:-8.2034938 30:6.8748296 31:-0.92708498 32:-2.2269054 33:-8.6210648 34:2.4629197 35:-4.67078 36:-0.93633291 37:7.38174 38:3.8560353 39:2.2959839 40:-9.152823 41:-2.8136256 42:4.4432483 43:-8.4960939 44:9.2777641 45:7.0783551 46:-1.4410728 47:5.361901 48:-7.618006 49:-4.1868844 50:2.7944891 51:-6.6755021 52:5.2940276 53:7.2621893 54:-8.118485 55:7.1785742 56:4.8221319 57:-3.2922198 58:8.2740483 59:1.7234399 60:-3.5542955 61:6.5981481 62:-1.347314 63:-3.1077867 64:-2.0042943 65:-2.5658357 66:-5.0301997 67:-8.3712372 68:-8.2062598 69:8.9575809 70:8.2994087 71:7.6083094 72:7.7808905 73:1.4788148 74:8.2299188 75:-0.23371186 76:8.3647364 77:-4.0706982 78:0.82573391 79:7.8830832 80:9.9675688 81:-1.6099417 82:3.3486137 83:-6.4919354 84:-2.8440338 85:2.5368707 86:7.9384763 87:1.4611979 88:-1.8805392 89:-4.6530041 90:0.22191648 91:-5.1658845 92:-5.2787172 93:1.0750808 94:-0.88047978 95:-3.1089506 96:4.6551371 97:5.3096317 98:-9.7853097 99:-2.4024316 100:-2.459638 101:4.4178601 102:4.460992 103:-0.027803612 104:-2.4165437 105:-6.3159273 106:-0.6185622 107:3.4160435 108:-1.7747458 109:-2.0209464 110:-1.3107494 111:5.9658251 112:8.1841278 113:7.7607879 114:1.7652362 115:7.7321271 116:8.576234 117:-12.172209 118:2.791544 119:8.4569289 120:0.086312202 121:2.9952408 122:-4.7194805 123:1.7091155 124:7.5946786 125:2.8341996 126:1.2843599 127:7.4570309 128:9.0208198 129:5.7765974 130:1.0906798 131:1.6960554 132:-1.1852371 133:-1.902117 134:2.5432442 135:8.7527105 136:-6.4941143 137:-3.8076031 138:-4.5274768 139:-5.3491353 140:-2.2429565 141:-2.2198951 142:3.9194837 143:-3.0771808 144:-4.5464137 145:-0.64176975 146:-5.4372072 147:7.5928962 148:-2.2018301 149:3.8822153 150:7.8714057 151:5.8006542 152:-9.8043307 153:-2.5290613 154:4.1933234 155:4.6317068 156:3.6085718 157:-5.0086845 158:1.7784602 159:4.4835585 160:7.9437026 161:-3.3089028 162:-3.3487105 163:-5.8324163 164:7.8645555 165:4.6929116 166:4.4971541 167:8.0684493 168:1.1018849 169:-5.591986 170:4.3242543 171:1.4211963 172:1.4780639 173:4.5558444 174:-9.3425181 175:3.7926345 176:3.6401434 177:7.1369941 178:0.86144432 179:-5.1198076 180:-1.5827556 181:-0.4089307 182:4.996046 183:2.5757667 184:-5.5751004 185:-6.7520722 186:-6.5960522 187:-3.632497 188:3.0609416 189:-9.3968261 190:0.8607794 191:1.6147299 192:6.8666673 193:11.260192 194:8.3445168 195:3.4116137 196:6.1067909 197:8.5616779 198:3.7880333 199:2.0311214 200:-2.4792225 
+-0.013787909677859572 1:3.2613349 2:3.8474729 3:7.1660153 4:8.3512548 5:-9.1820361 6:0.3657689 7:-3.2729443 8:-3.1946335 9:-7.4387889 10:-7.3541482 11:6.6895531 12:-7.1844796 13:-8.0052394 14:-3.8592796 15:-6.088931 16:4.5003163 17:-5.360548 18:4.5511183 19:1.8945682 20:-3.0089098 21:-1.6746648 22:-8.1524627 23:-9.1499346 24:-2.9052927 25:-2.4169751 26:4.599905 27:9.6343703 28:-2.5597967 29:-8.5972708 30:7.4641805 31:-0.68949838 32:0.7671419 33:-9.4767581 34:0.52607825 35:-3.8186455 36:-3.7988502 37:8.0564208 38:2.6667201 39:5.0560095 40:-7.8862589 41:-3.2597194 42:2.5617262 43:-5.8310506 44:10.320828 45:8.8504543 46:-2.8683014 47:6.5737125 48:-8.3228549 49:-2.2868099 50:3.4442806 51:-8.1040206 52:5.9352453 53:7.2848215 54:-7.7566022 55:7.4018802 56:3.3367372 57:-1.1787323 58:7.2155133 59:5.098869 60:-2.865579 61:8.1413242 62:-1.0910632 63:-2.6395545 64:-4.0428374 65:-3.0879922 66:-3.8168844 67:-9.0800207 68:-11.401169 69:9.1119163 70:8.5360241 71:8.9350048 72:9.3359121 73:1.0603055 74:9.1091262 75:0.42073715 76:5.0289332 77:-3.1511733 78:-0.99702824 79:7.9263611 80:7.7404602 81:-1.0195741 82:1.0113772 83:-9.0827459 84:-1.629292 85:0.45132838 86:6.3542225 87:2.1455194 88:-5.8276021 89:-5.325791 90:2.7446362 91:-4.5200617 92:-6.5484264 93:0.49966226 94:-1.7226851 95:-5.2673215 96:2.2055314 97:7.4139575 98:-10.19644 99:-4.0389244 100:-2.4703754 101:3.0972775 102:3.2842556 103:0.85870384 104:-3.930076 105:-3.8150957 106:-1.6841798 107:1.7504167 108:0.30481994 109:-1.363244 110:0.1132511 111:5.4568075 112:7.6643564 113:8.920453 114:1.708912 115:7.9798826 116:9.1578715 117:-8.4458293 118:1.7093923 119:9.4353278 120:-0.23716135 121:3.469448 122:-4.1416333 123:1.5190556 124:8.3897684 125:2.1832292 126:-0.55177817 127:7.409744 128:10.142642 129:7.7966909 130:-0.34326279 131:0.26067125 132:-3.5726272 133:-0.84821245 134:1.6557873 135:9.6528082 136:-8.4623567 137:-3.5565546 138:-5.0984464 139:-2.8882761 140:-1.2392689 141:-3.2028652 142:6.6748723 143:-2.292347 144:-4.4776843 145:-0.2655862 146:-7.6005943 147:8.104149 148:-0.81997728 149:5.0092041 150:6.5537701 151:7.4918906 152:-9.8025673 153:-4.0162286 154:1.5617906 155:5.6033298 156:0.64262403 157:-5.7966855 158:0.9863785 159:5.3119911 160:10.621168 161:-4.3003585 162:-3.7545821 163:-5.5381321 164:8.8134238 165:4.1911762 166:5.1162588 167:7.6910259 168:1.3122621 169:-7.7482286 170:3.4044765 171:2.7830334 172:0.51426095 173:4.3940128 174:-7.2656765 175:1.833088 176:5.0708512 177:7.0594975 178:0.78553428 179:-3.166539 180:0.38748002 181:-2.0941797 182:7.2773114 183:3.1926476 184:-7.0544955 185:-6.53683 186:-5.0892866 187:-1.9612325 188:1.8949439 189:-10.806945 190:3.9377297 191:1.7296511 192:8.2171984 193:9.4808881 194:7.2359064 195:1.8937058 196:4.4908562 197:9.1200718 198:2.6043747 199:2.315256 200:-3.1029867 
+-0.27062971100295113 1:3.624823 2:2.8502934 3:7.5039889 4:9.3891043 5:-6.7366934 6:-3.6619449 7:-3.4553717 8:-2.2857215 9:-6.6770625 10:-6.2395379 11:6.8832468 12:-4.8699482 13:-6.6267602 14:-5.6521823 15:-7.5572204 16:5.0277258 17:-4.111579 18:4.3022595 19:-2.145099 20:-0.54186294 21:-1.604518 22:-7.685781 23:-9.012615 24:-5.1450403 25:-1.1424962 26:6.8337494 27:8.3248929 28:0.27871952 29:-9.1305477 30:7.7872444 31:0.66515023 32:-0.95603606 33:-10.469625 34:0.89941107 35:-4.6002628 36:-1.8348625 37:5.5197042 38:3.342888 39:4.4760046 40:-8.7539622 41:-1.302816 42:3.0386163 43:-5.821475 44:8.7926132 45:7.2963662 46:-2.5288295 47:7.4652599 48:-8.5848284 49:-3.8331225 50:3.590535 51:-8.8805949 52:7.0389698 53:8.761897 54:-8.2871251 55:6.9504852 56:5.2786338 57:-2.7587575 58:6.6439291 59:0.22005929 60:-3.0889032 61:5.860377 62:-0.4945156 63:-3.4509618 64:-4.080114 65:-2.0026741 66:-3.7998413 67:-9.9100696 68:-10.314179 69:9.4523622 70:8.9548177 71:7.9192916 72:11.538381 73:1.3378596 74:7.2746315 75:-1.1638297 76:6.0721147 77:-2.019664 78:-1.1170928 79:6.5542462 80:10.853263 81:-1.8422866 82:1.6727338 83:-9.3165148 84:-1.352702 85:2.0868506 86:6.6986568 87:2.0975002 88:-3.4576707 89:-4.0621196 90:0.9137802 91:-3.1177629 92:-3.8630734 93:0.86559493 94:-2.2352052 95:-4.6169299 96:3.3383388 97:6.5807433 98:-10.913704 99:-8.2151356 100:-2.2560849 101:2.8913618 102:3.7677241 103:-1.2152161 104:-3.6445283 105:-5.7515097 106:-2.1337085 107:1.5336075 108:-0.94640671 109:-1.1758256 110:-0.25662638 111:5.5708349 112:7.5253878 113:9.5326734 114:0.44258569 115:7.386565 116:7.8247199 117:-8.1491363 118:2.1430474 119:8.4023523 120:-0.14255348 121:2.0684405 122:-1.9221273 123:3.2113042 124:8.2664843 125:4.4413082 126:-1.2587848 127:7.1188752 128:8.2667716 129:7.186919 130:1.6175409 131:1.7100219 132:1.2130063 133:-0.199733 134:2.4734803 135:6.3536539 136:-7.2103303 137:-3.2731857 138:-5.0069033 139:-4.6865521 140:-1.9780932 141:-2.0259964 142:4.5284682 143:-2.156414 144:-4.3271217 145:1.523819 146:-6.4786564 147:7.8397195 148:-1.1768377 149:4.4678946 150:7.0254278 151:9.09872 152:-9.1440436 153:-1.9815959 154:3.8200954 155:7.1644646 156:4.5466968 157:-5.5929881 158:1.739074 159:3.2398452 160:6.0119262 161:-3.9261982 162:-1.0293011 163:-5.5670014 164:8.419633 165:4.6508339 166:5.8349117 167:7.7200209 168:-0.0078128406 169:-7.6559448 170:4.2826002 171:2.8266348 172:1.5040779 173:5.6554754 174:-10.073929 175:0.45346621 176:3.7939139 177:6.5580631 178:2.2876989 179:-4.8443526 180:-2.7760229 181:-0.44910896 182:4.7462336 183:3.8781421 184:-5.5485558 185:-5.6407457 186:-5.3844575 187:-2.2374712 188:3.8648746 189:-8.0998994 190:1.5908062 191:1.5879483 192:9.0879931 193:9.6447626 194:6.3333523 195:0.63382846 196:5.055947 197:8.7639813 198:0.98446857 199:2.2892673 200:-2.9951534 
+-0.076468968994048397 1:2.7305312 2:4.0008241 3:6.5774971 4:9.8940067 5:-7.3383358 6:0.094134722 7:-1.8447558 8:-4.4952716 9:-7.1649089 10:-6.2320035 11:7.0728525 12:-7.2453942 13:-7.8844563 14:-5.0463643 15:-7.1358144 16:5.1388757 17:-4.3045801 18:5.6226971 19:-2.1609196 20:-2.5257243 21:-1.6274589 22:-8.5069042 23:-10.494389 24:-3.2212694 25:-1.8334683 26:4.3253601 27:8.9680404 28:-0.73283471 29:-8.5203876 30:6.9539905 31:-0.28017321 32:-1.5507048 33:-9.7665794 34:1.9938827 35:-4.1402061 36:-2.6047306 37:5.2624383 38:3.5629692 39:3.3335395 40:-7.4850439 41:-5.1236165 42:2.829521 43:-5.5975358 44:11.503892 45:9.8325761 46:-2.3265652 47:7.5796297 48:-8.2750431 49:-3.9873298 50:1.488292 51:-8.7554261 52:7.3093458 53:6.4511851 54:-7.0142537 55:8.3840598 56:4.9166742 57:-2.3646619 58:6.8224059 59:1.7538206 60:-1.2754742 61:6.1227753 62:-1.3603078 63:-4.1089536 64:-3.757686 65:-1.1994384 66:-6.4491995 67:-8.2475353 68:-9.7964353 69:8.7334629 70:8.7745842 71:9.4810023 72:9.3199186 73:0.99121744 74:6.4637624 75:-1.18649 76:6.2213826 77:-2.6015842 78:-2.1645996 79:8.7454833 80:9.2869719 81:-1.36814 82:2.3442328 83:-9.8679629 84:-1.862839 85:0.64534485 86:6.960371 87:1.7633058 88:-5.9304843 89:-4.6962088 90:2.0349699 91:-5.695734 92:-3.8053199 93:0.82434485 94:-2.9211296 95:-4.4220961 96:2.413079 97:6.7544694 98:-9.7977444 99:-6.0755063 100:-4.3196472 101:4.4751677 102:4.5628789 103:-0.34917996 104:-3.4767923 105:-6.1349901 106:-1.8956121 107:-0.3504178 108:-1.2297905 109:-3.2082271 110:-0.91661947 111:4.1633585 112:7.8054431 113:10.041268 114:-1.1587819 115:7.5462976 116:7.348829 117:-9.2851183 118:2.0333256 119:8.7773618 120:1.9202096 121:3.4001247 122:-4.4547653 123:5.8435915 124:9.2719589 125:2.6595167 126:2.349312 127:6.8180783 128:10.064949 129:6.4657078 130:1.9936796 131:1.5359201 132:0.086286561 133:-1.4561803 134:4.5432531 135:7.1364043 136:-7.3527558 137:-3.6878836 138:-1.9516812 139:-3.5173631 140:-0.64558688 141:-3.4937017 142:5.3199225 143:-1.8970324 144:-4.5439939 145:-0.080604303 146:-6.7690047 147:8.2095732 148:-2.3705239 149:3.5437053 150:4.569054 151:6.1178577 152:-10.448984 153:-3.4338972 154:4.2761189 155:3.240965 156:1.1934653 157:-4.4950851 158:1.9632236 159:3.4924624 160:7.8873773 161:-4.5777133 162:-2.1421923 163:-7.3030893 164:8.3741642 165:3.4862797 166:3.9060848 167:9.2707884 168:1.6833164 169:-8.3288706 170:2.5789387 171:1.6976209 172:0.34084766 173:2.9241914 174:-9.0066345 175:2.1883858 176:2.4925383 177:3.8143885 178:-0.37011538 179:-3.4231867 180:-1.9797055 181:0.64169139 182:6.2986322 183:4.6182491 184:-5.2428411 185:-8.6803725 186:-5.1728865 187:-2.7801945 188:3.2320103 189:-9.4518507 190:0.55888457 191:1.6685965 192:7.2706917 193:11.415264 194:4.8145835 195:1.0900596 196:6.5237614 197:8.228772 198:1.5130205 199:1.8217751 200:-1.0864064 
+-0.11973251228922908 1:3.3798725 2:5.5799094 3:5.667182 4:11.546955 5:-7.2712868 6:0.38680262 7:-3.0754039 8:-1.3321144 9:-6.5925529 10:-5.2115145 11:7.1318947 12:-4.5822018 13:-7.5555995 14:-2.2783777 15:-6.6112496 16:5.2142897 17:-4.8833323 18:6.1937728 19:-0.24990932 20:-3.2916775 21:-2.5414149 22:-10.066869 23:-11.806976 24:-1.9500443 25:-2.9746168 26:5.7132333 27:9.3464478 28:-1.2046296 29:-9.9794593 30:11.363522 31:-0.15033243 32:-1.3590139 33:-7.9327161 34:1.7136225 35:-3.3828129 36:-2.1973406 37:5.4662111 38:3.8931862 39:1.6838641 40:-9.036563 41:-5.0958185 42:4.7901904 43:-8.5629107 44:9.4519145 45:10.254774 46:-2.9305211 47:7.4200569 48:-9.2835361 49:-3.392258 50:1.9024203 51:-7.4790755 52:5.616598 53:7.0936568 54:-8.0166742 55:6.5146635 56:3.9333957 57:-3.9597221 58:6.8030021 59:2.4322532 60:-2.1915978 61:8.4718036 62:-1.0301026 63:-4.0251237 64:-0.19046656 65:-2.8673449 66:-5.2953813 67:-10.684713 68:-6.7004167 69:10.454153 70:7.2511896 71:9.0187078 72:7.9594924 73:2.1387786 74:7.123791 75:0.13025338 76:5.4038386 77:-3.3301799 78:-1.7560205 79:6.1102222 80:7.8997098 81:-2.5225044 82:1.0889941 83:-7.618936 84:-2.1613915 85:0.20183408 86:5.1541845 87:3.0299199 88:-4.2927894 89:-3.2359869 90:3.0822247 91:-5.5830491 92:-3.8552514 93:1.1275533 94:-2.5101621 95:-4.4949425 96:3.4538811 97:6.5858051 98:-9.3067377 99:-2.9119076 100:-1.4835418 101:4.7589878 102:2.9511529 103:0.96146403 104:-2.7055124 105:-4.9840273 106:-1.8596248 107:2.1259907 108:-1.1055058 109:-3.8103697 110:-2.9352483 111:6.1049472 112:7.9503042 113:7.2572428 114:2.8960308 115:7.9025895 116:7.2671784 117:-9.513106 118:2.911499 119:9.6637147 120:1.4949663 121:1.7053822 122:-4.1772173 123:1.237622 124:8.1658003 125:4.5476773 126:1.1296945 127:8.132479 128:8.9782982 129:5.210768 130:0.96296506 131:0.68050272 132:-1.1410046 133:-1.2066147 134:4.8310944 135:8.7288821 136:-7.1555149 137:-3.126762 138:-2.1634141 139:-3.2745369 140:0.90798093 141:-2.2488545 142:3.2171873 143:-2.1079501 144:-4.4585662 145:1.4505285 146:-6.852477 147:7.4514969 148:-1.5129467 149:4.665727 150:4.5253672 151:6.4637554 152:-10.44269 153:-3.8667393 154:4.956987 155:3.802116 156:1.2414344 157:-5.5767112 158:2.164913 159:4.4991673 160:8.5432891 161:-3.0169853 162:-3.2479987 163:-6.2195204 164:7.7575976 165:6.7375946 166:6.402743 167:8.4316831 168:-0.84765253 169:-6.4721283 170:2.341588 171:3.2266529 172:-2.0603438 173:4.0158897 174:-10.205162 175:2.3988455 176:4.4190815 177:6.8488218 178:2.064953 179:-4.1270782 180:-1.211149 181:-1.0472227 182:4.3462585 183:1.9819412 184:-6.9983031 185:-5.8410405 186:-6.7510584 187:-2.6738637 188:4.1937633 189:-11.087277 190:3.390008 191:0.0040998548 192:7.8841286 193:8.8812773 194:7.1471187 195:1.3713941 196:4.6459833 197:8.9960895 198:1.2203949 199:1.804375 200:-4.5361095 
+-0.059598313065510819 1:4.0418195 2:4.7104698 3:7.7076076 4:9.4144659 5:-10.638971 6:0.72010326 7:-1.8964616 8:-4.4656271 9:-6.7557632 10:-6.8141196 11:7.8594209 12:-5.7915988 13:-5.9087844 14:-3.4627818 15:-6.8196012 16:4.9284058 17:-3.755189 18:4.0937508 19:-0.47305975 20:-3.676529 21:-0.4594627 22:-6.7095519 23:-8.6345688 24:-4.0213132 25:-1.4514827 26:5.3011468 27:9.2080895 28:0.37087832 29:-8.143381 30:7.2844351 31:-2.1860405 32:-0.85616685 33:-9.8812641 34:1.5253784 35:-4.7092555 36:-1.4695781 37:5.4998428 38:3.7086995 39:3.0018908 40:-8.5436298 41:-2.2917322 42:2.3044762 43:-7.90724 44:12.147534 45:9.4743996 46:-3.5506519 47:7.274388 48:-8.7959897 49:-4.4761984 50:1.8217328 51:-7.4793305 52:5.2594634 53:5.762192 54:-6.7151396 55:7.2251155 56:4.850533 57:-2.8515948 58:6.4506008 59:2.6864608 60:-2.7956296 61:4.9944861 62:0.83890062 63:-6.2564402 64:-3.320011 65:0.17559747 66:-5.6442565 67:-11.095642 68:-6.8202646 69:11.077388 70:7.8425804 71:8.7206111 72:9.0889846 73:-0.26646188 74:7.3020616 75:-0.73247122 76:4.8255215 77:-3.1233256 78:-4.0523449 79:6.8606388 80:9.0706991 81:-1.5083379 82:1.3237782 83:-8.3271121 84:-1.3040022 85:2.7907403 86:6.5004197 87:2.7250892 88:-5.8300094 89:-4.4472571 90:0.96044371 91:-5.2910394 92:-3.5269734 93:1.1296631 94:-2.0285926 95:-2.1724048 96:4.4143261 97:6.45973 98:-9.2186985 99:-3.1206525 100:-2.1962538 101:5.7338217 102:2.496403 103:0.20417516 104:-3.0340761 105:-6.2270719 106:-3.3403948 107:1.6453643 108:0.057302228 109:-4.1823517 110:-2.1040725 111:5.2314321 112:8.8833626 113:8.7281171 114:1.2661789 115:8.0204254 116:9.1465601 117:-8.6641146 118:2.8060816 119:8.7880913 120:1.2736542 121:1.1153935 122:-2.8945556 123:2.9006489 124:10.607262 125:4.4689968 126:-0.60843162 127:8.5555393 128:8.6342971 129:4.7154822 130:1.6352667 131:0.67326125 132:-1.7064893 133:-3.5000008 134:4.8187168 135:5.5139199 136:-6.1766468 137:-3.9564675 138:-3.3479887 139:-3.5843227 140:-1.3305915 141:-1.51831 142:5.7882044 143:-3.1387017 144:-5.4696733 145:0.18830472 146:-5.7109451 147:9.0527063 148:-1.5113597 149:4.9928851 150:6.8008654 151:8.4295562 152:-9.8903864 153:-4.2457507 154:5.3316237 155:4.7777316 156:-0.40821394 157:-4.0901742 158:0.4668292 159:4.8795827 160:9.2315474 161:-3.7745422 162:-1.1954052 163:-6.5888643 164:9.1983569 165:6.4912162 166:7.5599089 167:9.1921086 168:-0.38394622 169:-7.1545456 170:5.3180615 171:3.0105234 172:0.28996915 173:2.782818 174:-8.1301948 175:2.7755451 176:3.6882822 177:7.4357957 178:2.0100328 179:-3.6576575 180:-0.90308391 181:0.30083403 182:5.7887564 183:3.6444588 184:-7.2062058 185:-6.4397183 186:-6.0717719 187:-1.9423373 188:2.8711365 189:-9.1888076 190:1.9195437 191:-0.78243019 192:7.3531477 193:10.384482 194:7.9077432 195:3.2174666 196:4.322822 197:9.1037802 198:2.5600441 199:1.9868772 200:-0.76674048 
+-0.13975745359893221 1:4.9520557 2:3.0142737 3:8.1138493 4:10.345279 5:-7.5846022 6:-1.5716848 7:-4.8632631 8:-3.2731465 9:-6.3712318 10:-6.8239019 11:9.1237544 12:-5.9040717 13:-7.5487884 14:-6.0866539 15:-8.4554289 16:6.8946554 17:-3.4612183 18:5.8962079 19:-0.25150177 20:-2.2106575 21:-2.2449799 22:-9.4563842 23:-7.5110957 24:-4.5075295 25:-3.7380713 26:2.2404818 27:8.7054802 28:-0.91207675 29:-9.9177361 30:7.2676498 31:0.35241389 32:-3.3171862 33:-9.5110677 34:4.5321235 35:-4.8085382 36:-1.8914711 37:5.2187929 38:3.3542716 39:3.8356319 40:-8.8060329 41:-1.6844241 42:1.3342064 43:-5.854785 44:9.1840662 45:8.6576766 46:-3.1211401 47:8.428146 48:-7.4241034 49:-3.42748 50:1.3378545 51:-8.7775044 52:6.5978763 53:7.2145108 54:-6.5558193 55:8.3966127 56:6.5498226 57:-2.3978725 58:7.2335961 59:3.542445 60:-2.414323 61:4.8985455 62:0.026801158 63:-2.4597379 64:-1.862833 65:-2.5728643 66:-6.3437879 67:-8.7729051 68:-7.2210023 69:9.4976324 70:8.3795839 71:8.5459615 72:10.401513 73:-0.28111864 74:8.5602446 75:-0.43171142 76:5.5541748 77:-1.4317224 78:-2.2859419 79:8.1763943 80:9.8541913 81:-3.6888839 82:3.8629333 83:-7.1656827 84:-1.4409056 85:1.1804219 86:5.4025959 87:1.6972519 88:-5.9998526 89:-6.7196446 90:2.2246198 91:-4.3458541 92:-5.1961173 93:1.5086311 94:-2.9783891 95:-4.4892956 96:3.7798874 97:5.357844 98:-11.055357 99:-3.8722698 100:-4.2612706 101:2.8613246 102:5.2896324 103:-0.75861284 104:-5.3246228 105:-5.5219291 106:-2.1794731 107:-0.32220346 108:0.55042754 109:-2.266724 110:-2.1388209 111:4.8347799 112:7.6868621 113:8.5836154 114:0.43061202 115:6.1875603 116:9.0021715 117:-9.0297114 118:2.9698167 119:10.719089 120:0.59138708 121:3.3442357 122:-5.8739211 123:3.0535895 124:10.441144 125:3.668869 126:-0.40405247 127:9.8506014 128:8.6173279 129:6.1699555 130:-0.78260157 131:0.48438522 132:-2.7866498 133:-2.6482999 134:1.9875189 135:7.9344919 136:-7.4195727 137:-2.7735059 138:-3.4883121 139:-3.5855753 140:-1.4569252 141:-0.73558026 142:4.5166045 143:-4.2390132 144:-5.4600085 145:1.7355881 146:-5.7237472 147:7.3882625 148:-2.6993124 149:5.0373804 150:5.3033478 151:6.1558406 152:-10.037292 153:-3.1701324 154:3.6943294 155:3.3737625 156:-0.008201841 157:-4.7939761 158:2.5260932 159:2.5720964 160:8.2682231 161:-1.9871794 162:-2.9371218 163:-6.6625292 164:7.5619054 165:5.06035 166:7.1247093 167:7.9306508 168:1.0705317 169:-7.4198883 170:3.9553998 171:3.0384572 172:-2.2062242 173:5.203735 174:-8.2941086 175:1.7696628 176:2.4985076 177:7.1770544 178:2.9910247 179:-4.0021263 180:-2.1088956 181:-0.95038664 182:5.744214 183:2.846937 184:-7.7022997 185:-5.1960629 186:-6.5633434 187:-1.5324216 188:3.6332417 189:-11.00557 190:-0.35380222 191:1.5592252 192:8.0141783 193:9.7009804 194:7.3573922 195:2.4497651 196:3.9189245 197:9.2720195 198:1.6371988 199:2.8063416 200:-2.6663964 
+-0.088308181836160252 1:3.4600182 2:3.8461386 3:5.5863741 4:10.711927 5:-9.1149263 6:0.52944812 7:-3.9806389 8:-2.4858402 9:-5.6521497 10:-6.4539055 11:5.3623547 12:-4.5174055 13:-6.420554 14:-5.8915241 15:-6.8042603 16:4.1845797 17:-5.3842441 18:5.0956377 19:0.12362203 20:-4.0280718 21:-0.16533966 22:-8.6405905 23:-8.3571704 24:-3.3491004 25:-2.8958665 26:5.6567469 27:8.8343046 28:-0.73352679 29:-7.5494341 30:6.789605 31:-0.83796815 32:0.17103582 33:-8.3490297 34:1.5734869 35:-4.5224494 36:-1.0826789 37:6.7515708 38:5.9896512 39:3.2127659 40:-9.377794 41:-4.0316916 42:3.3745527 43:-8.2118234 44:10.236342 45:7.9386069 46:-3.2517302 47:7.4476294 48:-6.0027059 49:-3.6121756 50:2.3803728 51:-7.6406087 52:5.8911249 53:7.6218335 54:-6.6670612 55:5.8522722 56:4.1359195 57:-1.0692655 58:6.4444687 59:4.1359953 60:-2.045012 61:3.7549827 62:-1.3239085 63:-3.1847734 64:-1.7760761 65:-3.2086977 66:-3.9960634 67:-10.685934 68:-8.207665 69:8.9434702 70:9.31002 71:9.9339285 72:8.0034068 73:1.0291973 74:8.2628701 75:0.52500374 76:6.2833007 77:-2.1844993 78:-2.2613905 79:9.4899222 80:9.5314782 81:-2.8806488 82:0.056085674 83:-7.627711 84:-1.8089214 85:2.0900081 86:9.1997587 87:1.7203148 88:-4.3956416 89:-5.5337667 90:2.1985888 91:-3.0788122 92:-3.8126269 93:1.6877219 94:-0.74606996 95:-4.1812007 96:4.1661498 97:9.3322299 98:-7.9830531 99:-4.5420417 100:-2.9049112 101:3.8220228 102:2.3414029 103:0.11692547 104:-2.0545239 105:-5.2859134 106:-1.7706996 107:2.7283317 108:-2.5328778 109:-2.3987161 110:-1.7405752 111:4.0723218 112:7.7099352 113:11.184133 114:0.23299489 115:8.9196943 116:9.5797318 117:-8.0483137 118:1.0307428 119:6.735961 120:-0.11732796 121:1.4497748 122:-2.5854746 123:2.5480212 124:9.3597325 125:4.4809242 126:1.2808178 127:8.6427995 128:9.5472276 129:5.3756839 130:-0.18869511 131:0.1346486 132:-1.9046217 133:-1.2465372 134:1.603366 135:9.913101 136:-8.6193636 137:-2.5494853 138:-4.4962433 139:-5.1241953 140:-2.0921585 141:-0.45723086 142:5.3864298 143:-2.5307919 144:-6.4882191 145:-0.19770665 146:-6.0829781 147:8.5681672 148:-1.5227451 149:3.545658 150:4.5588973 151:5.1284258 152:-9.1139237 153:-4.2116568 154:4.0889274 155:5.9379744 156:2.8694648 157:-4.0096187 158:2.1491592 159:4.5613423 160:7.1577875 161:-1.2936939 162:-2.9679254 163:-7.2503552 164:9.6785974 165:6.1213161 166:6.522677 167:9.5761365 168:3.289498 169:-4.9716691 170:4.6993723 171:3.0457276 172:-1.5565778 173:4.0132545 174:-7.1532929 175:1.1646059 176:2.9800382 177:5.0532857 178:1.7984376 179:-3.3833029 180:-1.9571243 181:-0.16619393 182:6.1061826 183:3.9025215 184:-6.6247181 185:-7.3891936 186:-6.9355554 187:-3.7872521 188:4.5932994 189:-11.098289 190:3.1162455 191:0.53901133 192:8.754734 193:11.930411 194:6.8146698 195:1.979825 196:5.3854713 197:8.6351012 198:2.5916893 199:2.0393858 200:-2.5726446 
+-0.040285885267536681 1:5.7367617 2:4.2024802 3:6.5730976 4:9.1624638 5:-6.8944189 6:0.071710878 7:-4.2121701 8:-2.705007 9:-5.7664508 10:-7.7408979 11:7.3472293 12:-5.5640996 13:-7.8059087 14:-3.9314638 15:-8.5648174 16:5.6637656 17:-2.131262 18:3.5363416 19:-1.0859007 20:-3.5502624 21:-3.394509 22:-9.7361847 23:-8.1051965 24:-5.2155663 25:-1.7453782 26:2.8362148 27:9.204749 28:-1.5131655 29:-7.8476866 30:8.4158371 31:0.67581675 32:-1.4041797 33:-10.809516 34:2.0301083 35:-4.6260045 36:-1.8395406 37:5.7062531 38:5.9138219 39:3.1571671 40:-8.8765585 41:-3.1842214 42:4.0141829 43:-7.9358639 44:8.2752203 45:9.6962503 46:-1.5346313 47:6.3172796 48:-8.4679174 49:-3.7120138 50:0.77924735 51:-8.8464306 52:6.2580832 53:7.8339968 54:-6.3303395 55:9.5969229 56:5.7253209 57:-0.36070869 58:6.4420728 59:4.6321108 60:-1.755677 61:6.6662735 62:-1.7973688 63:-1.8702002 64:-5.0629278 65:-1.5627588 66:-6.1919563 67:-10.407015 68:-9.9332757 69:9.6773812 70:6.722486 71:9.3842857 72:7.0629449 73:-0.21034673 74:5.9535935 75:-0.020926975 76:3.1610978 77:-2.920716 78:-2.4496807 79:7.7521632 80:8.6023913 81:-1.2192012 82:2.2469603 83:-7.2102395 84:-1.9670707 85:-1.0370449 86:6.7075755 87:2.9774561 88:-5.4213865 89:-3.8740378 90:-0.70535511 91:-4.8431622 92:-3.3905023 93:1.3988897 94:-2.4006901 95:-3.820605 96:4.4064481 97:7.910794 98:-9.1445037 99:-4.1745667 100:-3.5706544 101:2.0390937 102:3.1490923 103:0.80287086 104:-2.1848456 105:-3.4263962 106:-1.5123243 107:2.4206708 108:-2.3227068 109:-2.7136465 110:-3.055297 111:5.5179702 112:7.5958579 113:11.45918 114:1.2592529 115:8.3173943 116:8.9964612 117:-9.2907938 118:1.8295696 119:9.1753279 120:2.4696121 121:1.6649882 122:-3.076508 123:0.60636964 124:8.4501427 125:3.8527576 126:2.1793149 127:9.0542034 128:9.1501853 129:5.8459774 130:0.59933142 131:0.30514024 132:-0.85134304 133:-2.1443282 134:1.2926965 135:8.8826225 136:-5.1592239 137:-3.9480532 138:-3.9469192 139:-4.2294357 140:-0.37427875 141:-1.8344719 142:5.0137109 143:-3.659513 144:-5.6522542 145:-1.429251 146:-8.0604089 147:7.206996 148:-5.1027936 149:5.530415 150:5.2066229 151:6.5967717 152:-9.9929032 153:-2.2407859 154:2.8588135 155:6.1320112 156:2.4161251 157:-4.5981838 158:1.3933776 159:3.3870099 160:6.1827373 161:-3.313896 162:-2.9519525 163:-5.3896289 164:8.5830569 165:5.5233369 166:6.2530714 167:6.3757585 168:1.0691064 169:-7.3346465 170:3.7143338 171:2.4398868 172:-0.57823734 173:4.9788195 174:-7.7413952 175:2.2154463 176:2.7515635 177:4.9193623 178:0.56445602 179:-3.2748772 180:-2.2176593 181:-0.025951619 182:6.7738077 183:2.5533701 184:-5.4100473 185:-4.9623636 186:-7.8260791 187:-1.8364754 188:3.5686516 189:-10.79882 190:2.0151646 191:-1.230006 192:7.8857822 193:8.9194781 194:7.3092678 195:1.1713813 196:6.6417591 197:8.5226434 198:2.589358 199:1.5522826 200:-2.3164175 
+-0.16896187235374205 1:3.2311894 2:4.6270075 3:7.8023295 4:9.2475588 5:-8.0408387 6:1.0994445 7:-2.5635032 8:-1.8910987 9:-7.0069575 10:-5.7466735 11:6.3378999 12:-5.447003 13:-7.4313913 14:-4.598574 15:-6.6420875 16:5.4473073 17:-4.3403201 18:4.3125168 19:-0.68779156 20:-1.7522127 21:-1.2468228 22:-8.4449505 23:-11.035146 24:-1.2932484 25:-2.2575237 26:4.7239856 27:9.8738744 28:-0.1090774 29:-6.5766685 30:8.0019519 31:-1.3511265 32:-2.47322 33:-10.569861 34:4.0082226 35:-6.0078473 36:-0.31155419 37:3.8902501 38:2.7847978 39:2.5761445 40:-11.058816 41:-3.2890841 42:3.2801765 43:-7.7123422 44:8.1182521 45:9.0869842 46:-3.6551919 47:6.1192752 48:-8.0794015 49:-1.8876216 50:2.8835443 51:-8.4394923 52:6.3352884 53:6.8353759 54:-6.6288002 55:10.440198 56:4.518807 57:-3.3765515 58:5.4766821 59:3.4332305 60:-1.2578875 61:5.3137654 62:-0.422272 63:-2.9012431 64:-1.866706 65:-3.606783 66:-5.3938563 67:-7.5462306 68:-9.2252143 69:10.172773 70:10.283423 71:8.0973179 72:8.6615697 73:0.74749016 74:7.8375554 75:-0.33626048 76:3.9130395 77:-3.0811054 78:-0.23131245 79:5.5030755 80:10.851382 81:-1.5031179 82:1.2065165 83:-6.936484 84:-2.4982855 85:1.6741775 86:7.0132052 87:1.3761982 88:-4.0163913 89:-4.9758635 90:-0.068455505 91:-5.9892015 92:-7.195997 93:-0.31353756 94:-2.8703199 95:-4.2258231 96:4.170107 97:6.5024496 98:-9.3012755 99:-3.8461246 100:-3.3894581 101:4.6909322 102:4.4249219 103:-1.0031857 104:-2.8025436 105:-5.5161112 106:-2.418604 107:2.6689766 108:-0.74903383 109:-2.1018641 110:-0.44783793 111:5.8224841 112:7.7036193 113:10.704719 114:2.8932659 115:7.2870443 116:8.114977 117:-9.0489194 118:0.65392823 119:7.6442435 120:-0.63788243 121:1.6419719 122:-2.6624906 123:3.4391306 124:9.5935136 125:3.3642301 126:1.4202104 127:5.3125711 128:11.731802 129:5.2778818 130:1.1821469 131:0.11627141 132:-2.3517979 133:0.96994955 134:1.9158073 135:10.910491 136:-5.8823406 137:-5.2319546 138:-2.2007842 139:-4.4358849 140:-0.47979973 141:-4.1983666 142:5.0660606 143:-5.0368738 144:-2.9899706 145:-0.66659483 146:-6.8737937 147:7.7893996 148:-1.3019893 149:4.9187487 150:7.5169996 151:8.038401 152:-10.663682 153:-4.2493064 154:3.45252 155:5.5262763 156:2.0179336 157:-4.4229018 158:1.9398214 159:3.5129281 160:8.4044332 161:-3.5484278 162:-3.50292 163:-6.4007801 164:6.2472569 165:7.2561863 166:6.1739027 167:5.9685116 168:1.6447594 169:-5.3005485 170:4.3168608 171:1.3268052 172:-2.738704 173:2.5999804 174:-8.1392294 175:1.4530432 176:4.6123857 177:4.6425259 178:1.0316452 179:-4.1608257 180:-2.1478701 181:0.093407141 182:6.044226 183:3.6337321 184:-6.8622686 185:-6.4828343 186:-5.7823998 187:-4.6594084 188:3.2745456 189:-8.9938939 190:4.0752887 191:0.39276366 192:8.448455 193:10.123146 194:7.4109543 195:2.2776458 196:5.7126811 197:9.6988909 198:0.87088577 199:2.868523 200:-0.66617978 
+-0.049129227265866424 1:3.2141471 2:4.6806306 3:8.2697752 4:11.274539 5:-8.0992155 6:-1.5052619 7:-4.0609604 8:-2.4072088 9:-4.4308859 10:-4.4565077 11:8.1029018 12:-7.2829013 13:-8.3794976 14:-6.0110598 15:-8.6989513 16:4.7630336 17:-3.105782 18:6.5140324 19:0.87306642 20:-1.923045 21:-1.8998747 22:-8.8837414 23:-9.7593304 24:-5.6051759 25:-1.8407482 26:4.2901406 27:8.6742422 28:-1.7826357 29:-7.9618381 30:7.1653603 31:-0.95728416 32:-1.5227542 33:-8.4545346 34:1.5552863 35:-2.5209828 36:-2.2269665 37:7.0404086 38:4.2811701 39:4.1755697 40:-9.4845164 41:-2.0476541 42:4.581101 43:-7.4918713 44:9.57839 45:8.6558603 46:-0.53941766 47:7.0948082 48:-8.3786336 49:-2.828162 50:1.9547196 51:-7.9454462 52:4.8697727 53:5.4744723 54:-8.1525868 55:7.2981248 56:2.1160217 57:-2.1912371 58:7.2795327 59:2.0999538 60:-2.0839727 61:8.3464993 62:-0.19935574 63:-3.0923726 64:-3.6107153 65:-3.3767368 66:-5.8229747 67:-6.2505393 68:-7.9863197 69:8.7712814 70:7.3874569 71:7.0584499 72:8.8259663 73:-0.81597843 74:7.4668261 75:2.4987389 76:5.5579725 77:-0.92245519 78:-2.0142582 79:7.7735205 80:7.7712123 81:-1.6316675 82:1.0468163 83:-7.8687896 84:-2.7442869 85:-0.22866649 86:8.6543956 87:2.6641692 88:-4.9841061 89:-4.2463118 90:-0.43357483 91:-5.75492 92:-4.7792683 93:0.080562766 94:-1.2176572 95:-3.9290327 96:2.2581534 97:8.3054522 98:-11.110233 99:-6.0504765 100:-3.6638207 101:5.0700681 102:3.6775416 103:1.9453193 104:-4.3541368 105:-5.7250182 106:-3.2078629 107:2.4995675 108:-0.81423418 109:-1.2229524 110:-2.5844288 111:6.6529534 112:8.9193343 113:8.2807961 114:-0.51146678 115:7.8981787 116:8.6049264 117:-9.6590677 118:1.1541544 119:9.5549616 120:0.028455721 121:4.0644542 122:-4.7985642 123:3.2998693 124:8.229637 125:4.1649957 126:0.28018692 127:5.9768752 128:6.6189395 129:3.9054833 130:0.89785168 131:-0.23952304 132:-0.51865296 133:-1.1119199 134:3.8100603 135:9.3467064 136:-6.3332651 137:-4.4155471 138:-2.8990929 139:-3.586865 140:0.6990923 141:-3.2909247 142:4.9738494 143:-3.5918616 144:-3.44544 145:0.81615028 146:-5.6223634 147:8.0149835 148:-3.6891848 149:5.2200826 150:4.5383908 151:5.4269661 152:-10.44551 153:-2.5519494 154:2.5816219 155:5.8087245 156:2.0451676 157:-6.0997025 158:2.5454228 159:4.675343 160:7.0032209 161:-2.985878 162:-3.317242 163:-6.6437187 164:8.3525286 165:6.1658392 166:6.4493455 167:7.8176078 168:1.2934785 169:-6.4391413 170:3.2036043 171:1.7188994 172:-1.0155245 173:5.1382757 174:-7.0516462 175:1.4601557 176:3.6326742 177:6.6726699 178:2.2125251 179:-3.1096145 180:1.3228007 181:-0.32755492 182:5.9135133 183:2.86652 184:-5.2596565 185:-7.0127702 186:-8.1811658 187:-3.5219709 188:3.0668128 189:-9.5299435 190:1.8885117 191:0.80575945 192:9.6105035 193:9.8472296 194:10.466077 195:4.0497466 196:4.1763795 197:9.1154373 198:3.3095097 199:3.222529 200:-1.541878 
+-0.023986126028617407 1:4.9004791 2:5.2351468 3:5.4157457 4:8.798422 5:-6.3474056 6:-0.66809954 7:-2.6549356 8:-2.5829178 9:-7.4677992 10:-2.8936738 11:5.8073262 12:-6.9918972 13:-6.8159406 14:-2.7022695 15:-6.7425571 16:5.454047 17:-3.4664795 18:7.0414134 19:-0.57364873 20:-2.5865565 21:-0.61538343 22:-8.4468877 23:-10.592708 24:-3.3012889 25:-1.5042539 26:4.9027007 27:7.8286204 28:0.87458008 29:-9.3161411 30:7.6564991 31:-0.90683875 32:-2.0112663 33:-9.5957451 34:2.8253118 35:-4.73454 36:-3.1574851 37:6.2961596 38:5.0876843 39:3.4540477 40:-7.8955564 41:-2.7826976 42:4.609602 43:-6.4488488 44:9.5896727 45:7.4992688 46:-1.8366294 47:6.1326304 48:-5.649469 49:-5.579318 50:2.6932363 51:-5.7119325 52:4.2208553 53:7.3094488 54:-7.0560732 55:7.1899011 56:3.9224896 57:-2.7020196 58:8.3956232 59:1.6921743 60:-3.8188346 61:4.8524643 62:-2.5786882 63:-3.4430598 64:-4.3939376 65:-3.3725677 66:-5.1965273 67:-9.1150533 68:-7.7535847 69:9.8968151 70:9.8224331 71:6.9331575 72:8.1563214 73:-1.8498574 74:8.1526379 75:-1.6597464 76:6.2033741 77:-3.2108691 78:-3.6127977 79:6.1750488 80:10.470822 81:-1.821829 82:1.7988468 83:-6.0216761 84:-3.0205061 85:0.92794139 86:5.5339186 87:2.1627681 88:-6.7498928 89:-4.1700277 90:0.8043407 91:-5.039973 92:-5.0954298 93:2.2861858 94:-1.6413842 95:-2.1887279 96:3.2986477 97:7.4119753 98:-8.8263736 99:-5.2616482 100:-3.1035241 101:2.612296 102:4.438925 103:-0.19802228 104:-1.9302254 105:-4.9054746 106:-0.88682008 107:1.7243216 108:-1.0596476 109:-1.4024892 110:-1.2843046 111:7.1147972 112:8.0707839 113:8.357053 114:2.3089112 115:7.4583435 116:7.8837896 117:-9.1536795 118:3.7576212 119:8.012242 120:1.0529677 121:2.3374844 122:-2.3087076 123:1.6375849 124:10.447176 125:4.4601021 126:-0.27180394 127:8.6220666 128:8.3892695 129:6.6387565 130:1.5253194 131:-0.65880904 132:-1.5904319 133:-2.2440867 134:2.2391194 135:8.7991341 136:-7.4148447 137:-5.0467233 138:-4.7321504 139:-4.6681253 140:-1.4170259 141:-3.8618124 142:5.977306 143:-1.6547016 144:-2.8380479 145:0.60628642 146:-5.9634192 147:7.1776542 148:-2.4740777 149:4.3058933 150:6.8980388 151:7.3846773 152:-10.358003 153:-4.5568486 154:3.2547632 155:6.4269783 156:0.61348059 157:-6.1387664 158:1.1277507 159:3.8859538 160:9.1098164 161:-3.4206277 162:-4.1845686 163:-6.452114 164:9.8780242 165:6.3271113 166:4.8207834 167:6.3290387 168:0.10421111 169:-7.1020103 170:3.734921 171:1.451196 172:0.77705031 173:2.3705854 174:-9.5357243 175:2.8498838 176:4.1233996 177:7.2517579 178:3.2253704 179:-2.8869462 180:-1.8962455 181:-1.310205 182:4.3279377 183:3.2516691 184:-6.6326403 185:-7.0577546 186:-4.0774092 187:-3.2235666 188:4.5975688 189:-10.551755 190:1.361137 191:1.5950094 192:8.3763571 193:7.9983182 194:7.7593596 195:2.813762 196:5.443848 197:8.3396274 198:1.5653099 199:3.1753379 200:-3.2823502 
+-0.14468634500358363 1:4.5812759 2:6.3533101 3:5.2677384 4:9.4904763 5:-7.7517795 6:-0.79360463 7:-2.6041583 8:-2.5522264 9:-5.1455783 10:-4.3146459 11:8.8144988 12:-6.5617007 13:-8.3583185 14:-4.7296325 15:-6.2266166 16:2.8719606 17:-6.3058947 18:4.4197901 19:-0.22629963 20:-1.8956298 21:-2.4272867 22:-8.081702 23:-9.6872322 24:-2.8577201 25:-1.6486085 26:5.0069436 27:6.7427584 28:0.12007176 29:-7.9112032 30:9.9803422 31:-0.65835237 32:-0.15934574 33:-9.1260895 34:4.5569252 35:-3.7583631 36:-0.97229 37:8.2210255 38:6.3093207 39:3.4475203 40:-9.4879532 41:-0.95769392 42:3.3563746 43:-5.9721993 44:8.3219466 45:7.918176 46:-2.2013583 47:6.2828205 48:-8.3535813 49:-4.5241821 50:0.73559845 51:-7.4994959 52:3.2753581 53:5.9206217 54:-6.5935879 55:7.0502018 56:4.5160628 57:-1.2014408 58:6.6539729 59:1.8585938 60:-3.3096661 61:6.5601441 62:-0.15229026 63:-4.0497125 64:-3.7539885 65:-2.2984453 66:-6.7725205 67:-10.352608 68:-6.8866172 69:6.8811079 70:7.4028186 71:8.4921976 72:8.9694757 73:0.67663511 74:8.9739185 75:-0.38522989 76:4.7678397 77:-2.6463925 78:-2.0300269 79:8.3216881 80:9.7679186 81:-2.1372447 82:1.2779237 83:-8.1136919 84:0.39334349 85:0.17291882 86:6.8275201 87:2.5171839 88:-4.901997 89:-5.6518705 90:1.0902208 91:-5.1651824 92:-4.8946586 93:-0.11239921 94:-1.8343917 95:-3.3991342 96:3.3586283 97:7.6309209 98:-10.671706 99:-4.6966864 100:-3.9464603 101:2.7005653 102:4.7425967 103:3.2948272 104:-0.80762951 105:-5.5792799 106:-2.7116102 107:1.7440577 108:1.5836824 109:-1.0136798 110:-1.1229182 111:5.1168091 112:7.7155724 113:9.5410403 114:2.2165946 115:6.2006836 116:8.1761377 117:-7.7010791 118:0.058018329 119:9.0040395 120:0.66132405 121:1.6665032 122:-3.8106076 123:3.5519045 124:10.275092 125:3.8802424 126:-0.69568829 127:8.2014357 128:7.7449675 129:4.5644427 130:0.60045135 131:0.058928496 132:-1.9450762 133:-1.1901005 134:4.7252609 135:10.431387 136:-6.4072045 137:-4.0106722 138:-4.5519834 139:-3.5068689 140:-3.1534731 141:-2.246965 142:4.893159 143:-2.1337528 144:-3.3196898 145:0.36593692 146:-7.9132669 147:9.0875115 148:-3.4272627 149:3.729443 150:5.5367282 151:6.8379224 152:-11.860142 153:-3.053479 154:4.2372211 155:7.2112481 156:1.8538158 157:-5.1636229 158:1.0514849 159:3.2691939 160:7.3381449 161:-4.9985221 162:-1.6743763 163:-6.3269671 164:5.5250712 165:6.7265428 166:8.3903009 167:6.6886301 168:1.8044141 169:-4.4112733 170:5.3346833 171:3.2294881 172:0.4219563 173:2.0740486 174:-8.2138195 175:2.1684258 176:5.2613102 177:5.7845331 178:1.6054373 179:-4.6244195 180:-1.1829254 181:0.096090039 182:5.0911329 183:3.3988376 184:-5.0136881 185:-6.7253549 186:-4.445599 187:-5.0526508 188:2.5077398 189:-10.157942 190:0.71907156 191:0.1588869 192:8.1104797 193:9.4841303 194:7.2759317 195:2.2724427 196:7.0000402 197:9.5515107 198:0.5386431 199:0.9263166 200:-0.89596537 
+-0.066322443341158097 1:2.3733453 2:5.8104924 3:6.6796839 4:9.3478027 5:-9.0500949 6:0.17425865 7:-1.961579 8:-1.4812777 9:-7.1222922 10:-6.1119234 11:7.342464 12:-5.728533 13:-8.8530785 14:-4.9916411 15:-7.3795989 16:1.8401759 17:-2.5916134 18:4.2159003 19:-0.18113698 20:-2.6961059 21:-1.9068253 22:-7.3811349 23:-9.865021 24:-0.55809056 25:-3.5817656 26:4.1288372 27:7.6636736 28:-2.3623674 29:-8.5808225 30:9.8150822 31:-3.3179457 32:-1.1353759 33:-10.065794 34:3.3212268 35:-5.3940879 36:-1.7458963 37:7.8423147 38:4.7103116 39:1.7355785 40:-7.9264674 41:-2.7849977 42:1.7280761 43:-8.5833836 44:11.130363 45:7.8425037 46:-5.510564 47:8.04834 48:-8.5330739 49:-3.7002928 50:2.0509143 51:-7.586612 52:5.3997706 53:6.4182676 54:-6.4144152 55:7.5382898 56:4.2836827 57:-2.4528765 58:8.3474588 59:2.438549 60:-4.8257233 61:5.002004 62:-1.455423 63:-4.2190301 64:-4.0150565 65:-0.82718192 66:-4.9713756 67:-9.5911108 68:-8.5418576 69:10.191575 70:7.315246 71:8.4052051 72:8.8411517 73:0.85608973 74:6.4396978 75:-1.8960897 76:5.2903678 77:-3.3051905 78:-1.6099309 79:8.1510545 80:9.7812112 81:-1.961426 82:1.5492482 83:-7.3329807 84:-0.61658573 85:-1.3474946 86:8.7021749 87:2.446452 88:-4.2885608 89:-3.815003 90:2.5855054 91:-5.212466 92:-4.1391826 93:1.7995198 94:-4.7711464 95:-5.5624725 96:3.2911363 97:7.3448005 98:-9.3007257 99:-4.3007675 100:-2.0900367 101:3.8208505 102:3.4309804 103:1.2358289 104:-3.0621321 105:-5.9551792 106:-0.39237376 107:0.37873004 108:-1.0312329 109:-1.7913503 110:-1.2950224 111:5.7277736 112:6.5836277 113:9.035619 114:2.1769191 115:8.4246781 116:8.6665731 117:-11.379611 118:0.020234495 119:10.262588 120:1.366106 121:0.95589987 122:-1.9065168 123:3.0188911 124:9.8714166 125:0.68251935 126:0.84730042 127:6.4955164 128:8.6442445 129:6.0638227 130:2.7540817 131:1.4517274 132:-1.3145322 133:-2.7570247 134:2.9760697 135:10.06527 136:-7.188019 137:-3.5848341 138:-3.854565 139:-2.907912 140:-0.19385535 141:-5.1735499 142:5.353755 143:-1.1642662 144:-3.5307303 145:1.2202829 146:-7.1491094 147:9.3139762 148:-3.8391074 149:7.0074288 150:6.1378455 151:6.7755805 152:-9.9326724 153:-5.0517232 154:3.1313672 155:5.4380359 156:1.206285 157:-5.6998097 158:3.7944001 159:3.0425058 160:7.3013102 161:-5.3471394 162:-2.5550945 163:-6.3907135 164:9.0293158 165:5.3301329 166:7.0951561 167:6.5050917 168:-0.2165962 169:-8.6412048 170:3.9821835 171:2.8065326 172:-1.4653937 173:4.3808135 174:-7.2390593 175:2.2286359 176:2.759727 177:6.3607112 178:1.4303058 179:-3.3328298 180:-1.8375823 181:-0.42925397 182:5.4226291 183:3.0220036 184:-4.7847814 185:-6.6713722 186:-6.6022415 187:-3.9284582 188:4.953572 189:-9.3310538 190:1.2786474 191:-0.55844113 192:8.2090852 193:7.7433723 194:6.261804 195:2.324668 196:5.5108958 197:8.9811281 198:2.8036833 199:2.0332611 200:-2.9060304 
+-0.10027185989284523 1:4.6103024 2:4.3101515 3:7.070386 4:10.371124 5:-7.8448646 6:-0.54300207 7:-2.8138797 8:-2.8580623 9:-4.2431347 10:-5.7959849 11:7.1639401 12:-6.3701497 13:-7.0920766 14:-4.6489174 15:-7.7933404 16:5.011809 17:-5.0336886 18:5.0993704 19:-1.9275616 20:-0.60686054 21:-0.63503331 22:-7.2292849 23:-10.334486 24:-3.0726391 25:-3.6947261 26:5.0317506 27:7.955196 28:0.19374139 29:-10.887269 30:7.8946181 31:-1.2927837 32:-0.8597072 33:-9.4951653 34:2.0265563 35:-4.9183164 36:-1.8145736 37:7.7269915 38:4.6369393 39:4.6572227 40:-8.6547677 41:-2.487954 42:4.4419835 43:-8.1427639 44:10.26552 45:8.2893067 46:-2.5853573 47:7.3076812 48:-7.7224679 49:-5.0129342 50:1.5298033 51:-7.4197072 52:7.2371182 53:6.7862198 54:-4.8621025 55:6.2329358 56:4.1627979 57:-0.99538428 58:8.4057345 59:4.3709368 60:-4.3887426 61:7.0831246 62:-1.0174834 63:-4.5379715 64:-2.4420959 65:-2.5943912 66:-4.1006501 67:-8.5870373 68:-7.561007 69:8.3923358 70:9.9478217 71:8.3654192 72:8.4058721 73:1.6842122 74:7.5183616 75:-2.1165752 76:5.0462853 77:-2.9993494 78:-2.0403774 79:9.3357539 80:8.725574 81:-1.2451181 82:0.73079324 83:-6.0615166 84:-1.8553057 85:3.1458965 86:7.3717236 87:1.2159565 88:-4.2788403 89:-3.1130172 90:0.82030927 91:-4.5236822 92:-5.5537408 93:-0.18937975 94:-2.1970792 95:-2.7089175 96:4.8758083 97:7.634559 98:-9.6549972 99:-5.2052901 100:-2.6164032 101:4.9976499 102:1.8792195 103:2.7008822 104:-1.7373052 105:-8.7783224 106:-1.6155446 107:1.6092895 108:-2.1085164 109:-1.4719177 110:-2.210499 111:5.4755434 112:9.2983923 113:6.8642548 114:1.4823056 115:10.241292 116:7.3892993 117:-9.172922 118:1.8967748 119:9.0311204 120:0.048291178 121:1.3517487 122:-3.4281971 123:1.7158201 124:11.587012 125:3.5402586 126:1.0064893 127:7.5258172 128:8.7307183 129:5.7008703 130:-2.9016762 131:0.78002357 132:-1.7039031 133:-0.74516283 134:5.0413705 135:7.8623803 136:-8.3447375 137:-2.503539 138:-4.7153225 139:-1.8233194 140:-1.154831 141:-2.9582535 142:3.9523614 143:-2.5097345 144:-2.5458286 145:-0.92446761 146:-7.8173056 147:6.8019124 148:-1.2270943 149:4.7744224 150:5.4240831 151:5.8922856 152:-10.00421 153:-3.4367634 154:3.8463082 155:5.0310867 156:2.2741982 157:-4.9837663 158:1.9420049 159:4.2768943 160:9.3746735 161:-3.7551329 162:-2.0056457 163:-5.4024976 164:8.1463614 165:5.3684736 166:5.5107937 167:7.0816785 168:1.3604141 169:-6.9026625 170:3.67531 171:3.7937027 172:-2.1088181 173:4.0233017 174:-9.4720502 175:2.2858727 176:3.412571 177:7.1661325 178:3.1202633 179:-3.0501202 180:-2.2425313 181:0.82663793 182:6.7376201 183:4.6483602 184:-6.4491928 185:-5.7004772 186:-4.9019545 187:-0.96762008 188:3.7003935 189:-11.695082 190:2.8672531 191:0.82483942 192:7.3536513 193:11.31005 194:8.9893622 195:4.3031259 196:5.2149744 197:9.408125 198:3.0089784 199:3.2460216 200:-2.9732324 
+-0.021294571820290428 1:2.5847412 2:5.2544307 3:6.6882755 4:11.663753 5:-7.8513623 6:0.097457498 7:-2.0879277 8:-3.3427788 9:-6.2225811 10:-4.982107 11:7.1529986 12:-3.7653008 13:-6.2424814 14:-5.0628078 15:-8.9135004 16:6.5216975 17:-5.5653262 18:7.0447702 19:-0.60112584 20:-2.8080272 21:-1.1907788 22:-6.9261433 23:-10.439951 24:-2.2459625 25:-1.6094423 26:6.6473843 27:9.1641664 28:0.08041992 29:-8.3366238 30:7.7962432 31:-0.46347532 32:-2.4084481 33:-10.242533 34:2.3580609 35:-3.8536083 36:-2.8309779 37:5.5186369 38:4.2679045 39:3.6267665 40:-6.9308538 41:-3.5583561 42:3.8016636 43:-6.75792 44:9.9104182 45:10.762231 46:-0.028046066 47:8.8279349 48:-7.0939241 49:-3.0880954 50:1.1831434 51:-5.7978349 52:5.5694725 53:6.065164 54:-6.5017284 55:7.5460971 56:4.3618309 57:-2.2890034 58:6.0192948 59:3.3784043 60:-2.8859328 61:6.1314157 62:-1.2106375 63:-2.691206 64:-0.30619567 65:-3.5070188 66:-3.908945 67:-9.006573 68:-9.781508 69:9.7818639 70:7.5777792 71:9.1327276 72:8.0910141 73:0.52392158 74:5.8224202 75:-1.0828364 76:4.1219921 77:-3.1698582 78:-3.1089432 79:9.4033134 80:7.9577378 81:-2.0634359 82:0.71001122 83:-8.861232 84:-1.4495219 85:0.6622828 86:7.2498611 87:0.56574726 88:-3.7454715 89:-5.513054 90:0.23896085 91:-6.1114798 92:-6.5787519 93:-0.038371125 94:-2.5357622 95:-4.4916158 96:4.3900505 97:6.8420469 98:-10.439659 99:-3.3960996 100:-1.6466609 101:5.1640004 102:4.2642409 103:-0.94217355 104:-2.3972955 105:-4.6985085 106:-2.212052 107:2.0672312 108:0.35371496 109:-1.0464922 110:-2.2826786 111:6.6701247 112:7.2964457 113:7.1452237 114:1.8163177 115:9.4617175 116:9.3265553 117:-8.2754985 118:1.2979657 119:10.453839 120:2.4828777 121:2.4394626 122:-3.4416692 123:2.0298201 124:9.689847 125:2.390324 126:-0.77425308 127:10.366618 128:8.8412459 129:5.382888 130:1.7088818 131:0.20089002 132:-0.22254987 133:-1.6824507 134:2.1415962 135:9.4164271 136:-8.4494471 137:-3.1151869 138:-2.6964753 139:-3.0018918 140:0.20386546 141:-2.6356856 142:5.7606881 143:-1.9754221 144:-3.9929234 145:-2.1896846 146:-4.9233006 147:8.3853993 148:-1.6020948 149:4.9848266 150:6.4866838 151:6.5833947 152:-9.8798867 153:-3.0037374 154:3.2961303 155:5.0101511 156:0.70262393 157:-6.2200648 158:3.0119576 159:6.3299978 160:8.8241442 161:-3.5795849 162:-3.9676152 163:-5.7549287 164:8.4968176 165:5.7915516 166:4.3231173 167:8.2650991 168:-0.26400924 169:-8.1687166 170:1.4269577 171:2.7444377 172:-1.63673 173:3.1808429 174:-9.3221223 175:3.1669591 176:2.5215971 177:7.0550837 178:2.7209195 179:-3.0150342 180:-2.9478328 181:-0.57938434 182:6.5979918 183:2.0023756 184:-4.1643536 185:-7.0233494 186:-5.9329554 187:-3.3798147 188:3.9218714 189:-10.080626 190:2.1139955 191:-1.2000898 192:8.6213648 193:11.006005 194:6.2929778 195:3.0388744 196:5.9190741 197:8.4697664 198:1.2682023 199:2.9833941 200:-2.4719262 
+-0.21559247544940421 1:5.5097468 2:4.8075078 3:7.8431481 4:10.565274 5:-8.5363887 6:0.55532857 7:-4.5492554 8:-1.8277488 9:-7.4253206 10:-5.379042 11:7.7132947 12:-5.5448351 13:-5.980916 14:-2.9463829 15:-8.7488363 16:3.6586348 17:-2.8828198 18:7.1052015 19:-0.059106986 20:-0.85887161 21:-1.3659613 22:-8.5848346 23:-10.634457 24:-3.4301 25:-1.8108384 26:4.687641 27:8.2127232 28:0.5666937 29:-10.798525 30:8.820039 31:0.6546087 32:0.52305929 33:-9.7514956 34:1.2382564 35:-4.1575018 36:-3.1527645 37:5.165395 38:2.1512983 39:3.5248507 40:-10.918687 41:-2.9029551 42:2.1862445 43:-7.8357962 44:10.760621 45:7.3789401 46:-2.805598 47:7.8847517 48:-6.859666 49:-3.0678966 50:2.019814 51:-7.6880109 52:4.5393854 53:5.447489 54:-5.8200623 55:8.215805 56:6.2172117 57:-0.77395488 58:7.7828642 59:2.9728194 60:-2.91111 61:5.0859788 62:-1.1285062 63:-3.2486475 64:-2.4076371 65:-3.8248233 66:-5.7713111 67:-9.5668617 68:-8.1310764 69:9.2853221 70:9.0169354 71:6.3060718 72:8.1264491 73:-2.6232106 74:7.3189441 75:0.17072241 76:6.2546384 77:-2.7638769 78:-1.9396484 79:7.0285717 80:9.0198584 81:-2.5594363 82:1.360287 83:-10.123168 84:-2.0888871 85:-0.3486043 86:6.7790348 87:2.638489 88:-6.2245268 89:-5.0010708 90:1.7246253 91:-6.0621338 92:-5.1409427 93:2.0670064 94:-0.86542422 95:-4.6582566 96:3.3413648 97:6.6336389 98:-8.9833141 99:-4.5923739 100:-2.292367 101:1.8670242 102:4.6850565 103:3.0386909 104:-0.56755398 105:-4.6704241 106:-1.4772826 107:-0.045549954 108:-0.83877532 109:-1.6881054 110:-2.927883 111:5.5871802 112:7.3123526 113:8.2526679 114:3.6855829 115:7.5856637 116:8.3861617 117:-9.7693518 118:0.91259358 119:10.774873 120:2.0370925 121:2.0413937 122:-5.7420555 123:2.1271902 124:10.557983 125:5.7187602 126:-0.42345777 127:5.2553336 128:7.3792474 129:4.8459983 130:-0.53749833 131:2.0926456 132:-0.49590609 133:-3.2817235 134:3.9514476 135:10.08615 136:-6.5494885 137:-2.0493681 138:-2.8386481 139:-3.6370265 140:0.13890079 141:-3.3332259 142:4.7209758 143:-2.9300548 144:-4.3523939 145:-1.1734096 146:-6.5859607 147:8.4537621 148:-2.7559219 149:6.0697426 150:3.4098558 151:7.0627757 152:-10.190468 153:-4.5455677 154:4.9564341 155:3.9041251 156:0.56427784 157:-4.2249313 158:3.3789956 159:5.6379741 160:8.7384217 161:-4.5315369 162:-4.4457298 163:-6.158035 164:9.8315825 165:5.0805279 166:4.2558348 167:7.2884126 168:-0.38234306 169:-8.5327046 170:4.7295071 171:4.5421667 172:0.24675187 173:3.7893886 174:-9.413378 175:2.073049 176:5.1812918 177:7.2913347 178:-0.27762029 179:-3.1558365 180:-0.21257692 181:-1.1952315 182:4.831796 183:2.5584188 184:-5.7260785 185:-6.2632236 186:-8.2884408 187:-3.3577368 188:3.588786 189:-9.3976354 190:4.2700526 191:1.720147 192:8.6810965 193:9.0452615 194:8.4782199 195:2.409738 196:5.2338083 197:8.8983913 198:1.2138113 199:1.9930286 200:-3.9322894 
+-0.13275066020343815 1:3.9896901 2:5.837447 3:8.036305 4:10.20891 5:-6.7245126 6:-1.1715145 7:-1.6611203 8:-3.8723262 9:-7.3604109 10:-5.7398697 11:7.8846128 12:-5.9017599 13:-7.0498558 14:-4.0000938 15:-9.5112334 16:6.5010912 17:-2.7605801 18:5.1353071 19:0.26087091 20:-3.3139475 21:-1.4445111 22:-6.4505764 23:-9.8448904 24:-2.6410845 25:-0.87266781 26:4.1021521 27:9.3646857 28:-0.97884977 29:-7.2895242 30:9.6264341 31:-2.3408477 32:-2.3929192 33:-8.4247891 34:2.3791048 35:-4.9594094 36:-1.4994558 37:8.022803 38:4.4477621 39:4.4149691 40:-9.4728874 41:-4.7548477 42:2.3842637 43:-8.1311188 44:9.7644075 45:7.0672296 46:-3.5105097 47:6.7663059 48:-6.7656428 49:-4.2445492 50:1.8895383 51:-6.3531954 52:7.8911459 53:6.2064848 54:-5.7787107 55:7.6501297 56:5.7989498 57:-3.4928519 58:6.5136937 59:2.8042763 60:-2.915618 61:7.099505 62:-1.5767175 63:-2.6603513 64:-3.3548534 65:-0.79464126 66:-5.267834 67:-9.7572442 68:-7.8346523 69:7.1790067 70:7.53619 71:9.0481416 72:7.1968672 73:-1.7871299 74:6.4785543 75:0.70835807 76:5.1356485 77:-2.4543784 78:-0.73057296 79:8.7656174 80:8.8505725 81:-1.0261633 82:0.043538691 83:-8.5817987 84:-0.51062863 85:1.787977 86:7.9055102 87:2.9707579 88:-6.514666 89:-4.2051728 90:1.3467884 91:-3.364384 92:-4.8577976 93:2.0888603 94:-3.7656112 95:-3.5202661 96:4.5948863 97:6.828222 98:-11.421507 99:-2.9703469 100:-3.1014892 101:4.0832565 102:4.2644336 103:-0.9832751 104:-3.2838986 105:-5.8852847 106:-2.2630934 107:1.1926781 108:-1.0296003 109:-1.1571964 110:-2.5352813 111:3.7708384 112:7.270514 113:6.5372464 114:1.5330399 115:8.9372356 116:9.2099082 117:-9.1464262 118:1.9444504 119:9.2447731 120:0.39096205 121:3.201443 122:-3.5890611 123:3.0076795 124:8.4813162 125:5.1510148 126:-1.5724029 127:7.5904151 128:9.0349068 129:4.415442 130:0.71041655 131:0.8898121 132:-2.0564096 133:-2.1218415 134:2.0104862 135:10.416557 136:-5.7503992 137:-3.1817969 138:-3.7524173 139:-5.5083276 140:0.69842141 141:-1.8507524 142:6.8411023 143:-2.0555163 144:-3.955279 145:0.48200521 146:-6.9110752 147:8.20443 148:-3.8197158 149:4.3269358 150:6.326883 151:8.9518085 152:-8.4302793 153:-2.1222244 154:4.9111354 155:5.1573149 156:1.2638153 157:-4.3286174 158:4.9711228 159:4.0350244 160:6.5873747 161:-0.97150992 162:-1.7248459 163:-7.3749055 164:8.7289624 165:5.0135121 166:5.3284863 167:5.6310433 168:0.048979298 169:-6.552896 170:3.9136123 171:3.3211159 172:-1.8535054 173:3.0267865 174:-8.6043689 175:1.8604193 176:1.8310237 177:6.9777362 178:1.8026427 179:-4.5790261 180:-2.261535 181:0.15200644 182:7.9038572 183:5.7292122 184:-6.0521023 185:-6.3995837 186:-7.4448574 187:-2.6500351 188:3.4154918 189:-10.913641 190:2.0443927 191:0.85791852 192:9.1810904 193:10.704639 194:6.9443056 195:3.4883436 196:3.7434671 197:10.296048 198:1.7962899 199:0.54823884 200:-2.3878416 
+-0.12423025547629644 1:3.3149421 2:3.9831013 3:6.1756813 4:8.6463945 5:-8.218879 6:0.73312494 7:-3.7588443 8:-2.364613 9:-7.3148099 10:-4.9828654 11:9.4369612 12:-5.0610451 13:-10.297325 14:-4.8019717 15:-7.3953752 16:6.0851761 17:-3.9138609 18:6.064601 19:0.067932876 20:-1.9780969 21:-1.8652678 22:-8.4581689 23:-10.799337 24:-3.4779684 25:-2.2780036 26:4.3410462 27:8.4073198 28:-0.97269661 29:-8.3954959 30:10.656608 31:-0.70124357 32:-1.7407825 33:-10.250653 34:0.63849089 35:-4.6584601 36:-2.2228672 37:6.4562372 38:3.9108382 39:2.7884907 40:-7.9293256 41:-1.0594363 42:4.587322 43:-5.2492192 44:10.090031 45:9.2767252 46:-3.1202532 47:7.6524378 48:-7.5678176 49:-5.5089102 50:2.8246143 51:-8.5174778 52:5.2560113 53:7.8710639 54:-6.1266823 55:9.4777573 56:6.4031537 57:-3.0984479 58:7.8786523 59:3.9506889 60:-2.8926768 61:6.7280152 62:-0.82413091 63:-3.4419958 64:-3.485028 65:-2.4123534 66:-5.2944386 67:-8.01818 68:-9.5454026 69:9.2789766 70:9.8731752 71:8.9758668 72:9.3929371 73:1.7139566 74:4.7922993 75:-1.035763 76:4.8996521 77:-2.5819051 78:-2.8556144 79:6.6556224 80:9.3776496 81:-1.8013605 82:2.7698386 83:-8.1577145 84:-3.0286161 85:-0.76337261 86:6.5572049 87:0.88816087 88:-6.1198004 89:-3.4004528 90:0.70910481 91:-8.2488459 92:-4.696898 93:0.83276663 94:-3.2077848 95:-4.9377715 96:5.8086622 97:6.9551875 98:-8.2393091 99:-3.5848919 100:-2.3726043 101:4.2302646 102:4.0101876 103:0.40181983 104:-1.2198169 105:-5.767898 106:-1.2962072 107:-1.9534372 108:-0.9461324 109:-1.8966811 110:-0.68674606 111:6.7965976 112:8.2603427 113:8.6620967 114:3.0177137 115:10.850995 116:8.1624335 117:-10.036216 118:1.9632042 119:9.3952931 120:0.59270374 121:1.1167986 122:-4.20762 123:1.4500815 124:10.999699 125:4.7229048 126:1.3650088 127:7.2989945 128:8.7215743 129:4.3100981 130:-1.0390321 131:0.31785937 132:-1.0263948 133:-0.77604961 134:3.9220162 135:10.967502 136:-6.3299202 137:-3.2296936 138:-4.3859268 139:-3.4031069 140:-1.5470727 141:-1.4035752 142:5.2357185 143:-2.6819634 144:-4.9615086 145:1.1013186 146:-6.3009409 147:8.394337 148:-1.9644553 149:5.2424302 150:6.4516915 151:7.8515105 152:-9.4156503 153:-2.9050864 154:4.1244781 155:6.3897687 156:-1.102344 157:-4.6973715 158:2.8421045 159:4.5992216 160:6.8695436 161:-1.7328705 162:-2.7609945 163:-8.473148 164:10.20839 165:6.1375828 166:6.3644274 167:9.9542551 168:1.7534434 169:-5.8800661 170:1.523707 171:2.7119347 172:-0.6394068 173:4.0814542 174:-8.9849411 175:1.2738916 176:5.2671337 177:6.3210913 178:0.38693077 179:-2.3858194 180:-0.64316888 181:0.6456536 182:6.7093155 183:2.7185703 184:-5.6761479 185:-6.5082086 186:-4.9419621 187:-1.8617256 188:1.6413531 189:-9.922797 190:3.4670442 191:-1.5098377 192:8.4616546 193:9.9318792 194:8.7019916 195:3.877156 196:6.5280373 197:8.6036885 198:2.7529235 199:3.4843319 200:-0.51429391 
+-0.0079108909636737453 1:2.1100477 2:3.7313538 3:5.6447319 4:10.119691 5:-7.5908719 6:-1.432225 7:-2.8807125 8:-3.0516773 9:-5.1801047 10:-4.1059062 11:5.5687875 12:-5.5509557 13:-8.1571844 14:-4.4689629 15:-7.5701827 16:5.7977193 17:-3.0474874 18:4.4711845 19:-1.0692333 20:-1.7757759 21:0.31944165 22:-7.7256442 23:-7.9891386 24:-3.7649129 25:-2.1447682 26:5.0984075 27:7.6247705 28:-2.106142 29:-8.2935811 30:7.236886 31:0.65132954 32:-1.2256266 33:-9.9791422 34:1.6806481 35:-6.1478571 36:-1.8003926 37:4.7421663 38:6.2952685 39:4.1807584 40:-9.2017287 41:-2.3835441 42:2.2732077 43:-7.4813651 44:9.5534138 45:8.2940554 46:-2.3921413 47:6.5894261 48:-8.7605709 49:-2.8564784 50:0.60895107 51:-6.8101372 52:6.8261716 53:4.6494418 54:-8.774763 55:8.2532429 56:6.1011689 57:-0.69588924 58:8.016053 59:2.0438787 60:-2.5069886 61:4.2569176 62:0.2761908 63:-2.3344168 64:-1.8028355 65:-1.8240752 66:-2.890214 67:-11.752676 68:-8.2118448 69:9.5198734 70:6.7521654 71:7.8732977 72:10.260006 73:-1.0772536 74:9.1015659 75:-1.2800519 76:5.1916205 77:-1.8001266 78:-2.0074326 79:8.5083017 80:9.617651 81:-0.084148435 82:2.035715 83:-9.075067 84:-2.9216568 85:-0.47003579 86:7.8556912 87:2.9663094 88:-5.2684038 89:-3.7467124 90:1.423346 91:-5.7353919 92:-4.6476127 93:1.8476446 94:-2.8838901 95:-3.1168383 96:6.5323145 97:7.369077 98:-10.032784 99:-4.9063421 100:-2.11916 101:3.5654298 102:2.7720915 103:2.1122934 104:-4.3100389 105:-7.0613455 106:-2.6056699 107:1.6962724 108:-1.5599748 109:-1.2448077 110:-1.4626744 111:4.9032511 112:8.0291654 113:7.5558597 114:1.7698616 115:8.4139022 116:8.6649318 117:-9.1642226 118:1.0002713 119:7.9989604 120:1.2300246 121:2.5327238 122:-2.6103611 123:1.5470447 124:7.6072908 125:3.0779893 126:-0.28868944 127:6.7684656 128:9.649183 129:3.8753276 130:1.5470562 131:1.7547543 132:-1.3654313 133:-1.9837006 134:1.2521116 135:8.2612164 136:-3.8450339 137:-5.4648003 138:-4.2630862 139:-4.6817594 140:-0.86154729 141:-2.3989827 142:5.3551337 143:-2.5221604 144:-4.9867634 145:-0.2275268 146:-6.7849395 147:7.1419131 148:-1.2554747 149:4.0715441 150:7.3999041 151:6.2190931 152:-10.924421 153:-4.4834799 154:4.8503479 155:4.0190121 156:0.77081674 157:-5.0575873 158:1.2704164 159:4.1454497 160:7.5439417 161:-4.2321862 162:-1.536156 163:-4.7280886 164:7.5989538 165:4.7311981 166:5.6929008 167:7.6440265 168:1.8424485 169:-7.8059705 170:3.6364869 171:2.612973 172:-1.2799641 173:4.6511503 174:-8.4530964 175:1.9207073 176:2.7234188 177:5.3163673 178:3.0812281 179:-3.1755461 180:-1.7685503 181:-2.5378126 182:4.3883038 183:3.0508341 184:-4.2096684 185:-5.9972821 186:-4.7757512 187:-2.2467686 188:3.8498764 189:-11.381686 190:4.6339805 191:-0.25491423 192:7.4494854 193:10.600139 194:8.4663751 195:2.5309565 196:6.1921332 197:8.3552146 198:1.6263339 199:2.328591 200:-1.0463653 
+-0.060010964759949735 1:3.853161 2:3.6883024 3:7.2965093 4:8.1685732 5:-8.1956193 6:1.0140873 7:-3.6149901 8:-3.4142985 9:-7.4534995 10:-5.5202874 11:6.8161909 12:-6.0771771 13:-6.7734072 14:-4.360981 15:-5.4422574 16:6.1705662 17:-4.0965081 18:5.3323036 19:-1.2093393 20:-2.9633333 21:-0.36542689 22:-8.5958432 23:-9.4407718 24:-5.2029731 25:-1.8644268 26:5.1255064 27:7.4291896 28:-1.333704 29:-7.0434317 30:10.36398 31:0.21748464 32:-1.5241612 33:-9.2446599 34:3.8104135 35:-3.2540872 36:-0.47620013 37:6.8734422 38:4.7293927 39:4.4500651 40:-8.7134972 41:-4.0974104 42:3.0751124 43:-8.3028604 44:8.9795799 45:10.158478 46:-2.6522965 47:5.1505127 48:-7.6855276 49:-2.7667747 50:1.2142224 51:-7.8039311 52:6.1085044 53:7.5115405 54:-7.267105 55:8.4016492 56:3.4791202 57:-2.7667331 58:6.1678112 59:3.1564892 60:-2.9005436 61:6.8348692 62:-1.0711519 63:-3.7507005 64:-3.0346758 65:-1.7260652 66:-5.0503518 67:-9.1315826 68:-7.3568229 69:9.6262705 70:6.9814529 71:8.1200499 72:9.6006816 73:-0.40027689 74:7.7448979 75:-0.29369053 76:5.3669955 77:-3.9993849 78:-2.1085605 79:8.7536525 80:8.3185735 81:-0.51622662 82:-0.86610827 83:-8.4694917 84:-2.6685086 85:2.2463255 86:6.6558591 87:2.8936083 88:-5.2684029 89:-2.7086966 90:0.46102385 91:-5.5277181 92:-6.3842134 93:-0.02903887 94:-0.78991995 95:-3.4620512 96:4.0171512 97:5.6142863 98:-10.362465 99:-4.0889371 100:-4.4624052 101:3.6984657 102:3.8239646 103:2.4854854 104:-3.9645838 105:-6.3798194 106:-0.33756356 107:1.3467474 108:0.76184921 109:-3.361533 110:-2.3476834 111:4.5581811 112:8.2258995 113:7.747819 114:3.8433616 115:7.1487137 116:8.5210182 117:-6.1295482 118:1.9172004 119:8.5752965 120:1.1871928 121:3.1605031 122:-3.1338414 123:2.5810997 124:8.6463457 125:4.7602977 126:1.1714269 127:6.9344195 128:8.1813389 129:5.3286213 130:-0.074149214 131:2.048998 132:-2.6272196 133:0.45670632 134:3.5299147 135:9.7140827 136:-6.046435 137:-4.5692155 138:-3.2656907 139:-1.5993226 140:-2.1311716 141:-2.1836605 142:3.9691407 143:-1.6743596 144:-5.4400527 145:0.46065945 146:-6.3417733 147:9.6142679 148:-1.3982447 149:4.2698054 150:2.809308 151:5.3200633 152:-10.654017 153:-3.2935064 154:1.9990416 155:5.1667561 156:0.58570918 157:-5.4813436 158:3.4027596 159:2.6082269 160:7.7782073 161:-2.1024605 162:-2.5434947 163:-6.1370065 164:9.0138336 165:5.6678315 166:3.7473242 167:6.4828139 168:0.52842091 169:-5.7719495 170:4.0420232 171:3.497408 172:-1.4103777 173:3.8072615 174:-9.8500051 175:3.6404114 176:4.576504 177:5.9237143 178:1.5216059 179:-2.7997834 180:0.71270573 181:0.13127358 182:5.1542971 183:5.0944811 184:-5.2345025 185:-8.5473429 186:-7.0866265 187:-2.4135227 188:2.3396355 189:-9.2701961 190:1.6518438 191:0.68712312 192:7.895519 193:10.380267 194:7.8288076 195:3.6916128 196:4.9370183 197:7.864775 198:1.3512248 199:2.5174145 200:-2.681604 
+-0.0059110306274531565 1:2.1871674 2:5.0544347 3:6.5090564 4:9.3440433 5:-9.1177665 6:-0.10769839 7:-4.428703 8:-2.0726016 9:-6.2978443 10:-6.0074769 11:8.7400299 12:-8.0111885 13:-9.7929008 14:-5.2146954 15:-7.4758202 16:4.7592334 17:-4.3104209 18:4.557877 19:0.39514255 20:-1.0320967 21:-1.8909883 22:-7.398765 23:-6.9090267 24:-1.9738662 25:-2.0300763 26:3.1666338 27:8.409345 28:-1.6221343 29:-9.7657421 30:6.9297716 31:-0.51260423 32:-0.25063682 33:-9.8337555 34:3.1809326 35:-4.5026704 36:-2.3999807 37:5.2182363 38:4.618632 39:1.2349216 40:-8.981631 41:-3.7914594 42:3.042331 43:-8.8038115 44:10.325593 45:8.3281687 46:-3.7656186 47:7.3387349 48:-7.0264307 49:-2.4570377 50:2.1759412 51:-6.1173337 52:4.8584226 53:7.3737818 54:-6.6578759 55:7.787916 56:5.3206138 57:-2.5813771 58:5.9785026 59:3.8090407 60:-4.3792347 61:8.2542497 62:-0.56266056 63:-3.4874329 64:-2.2605135 65:-2.48901 66:-5.118922 67:-9.649532 68:-6.9653271 69:7.8438202 70:7.9091137 71:8.3406868 72:9.0416853 73:-0.8700734 74:8.5495126 75:1.3889279 76:4.1767602 77:-3.1659033 78:-1.9102863 79:8.5322763 80:10.064942 81:-2.6488 82:0.78719745 83:-8.0483356 84:0.2318406 85:0.46275531 86:6.1867468 87:3.9458592 88:-4.161405 89:-4.8107286 90:0.53158323 91:-6.9197245 92:-3.9430158 93:2.5988057 94:-2.4129987 95:-5.5336027 96:4.894085 97:7.4366358 98:-9.9768887 99:-2.9234482 100:-4.9516725 101:3.5657192 102:5.5181884 103:1.4438636 104:-3.0570571 105:-4.8040898 106:-0.80981076 107:1.0998415 108:-1.5573619 109:-2.5920612 110:-0.1045385 111:5.0108917 112:7.2708742 113:9.040745 114:0.051593562 115:7.2701054 116:10.957691 117:-11.102756 118:-0.76609586 119:8.3220232 120:0.2036556 121:2.0444208 122:-1.3113519 123:2.2761334 124:9.4180684 125:3.0306971 126:0.48892672 127:7.5718543 128:9.2532143 129:5.0220785 130:-0.13931141 131:0.36697547 132:-2.199834 133:-3.1566718 134:2.1898628 135:7.9036318 136:-6.6827359 137:-3.9759558 138:-4.434477 139:-2.5480617 140:-0.20576002 141:-3.0292403 142:5.1352027 143:-3.0500011 144:-4.1724403 145:0.16461428 146:-5.3314575 147:9.046253 148:-0.21314698 149:4.5410968 150:5.4345134 151:7.0006133 152:-10.134458 153:-4.6920401 154:2.2817649 155:6.2988588 156:0.93613621 157:-3.1932277 158:2.2394233 159:5.2339291 160:8.8081489 161:-5.6227564 162:-1.7584341 163:-7.2602832 164:9.5312101 165:6.1893128 166:5.6549254 167:7.2646635 168:-0.46277864 169:-7.0550795 170:3.2057118 171:3.4814319 172:0.88822457 173:4.5887976 174:-7.5095172 175:1.8492998 176:3.1732194 177:6.9395868 178:2.1398251 179:-2.3654001 180:-2.0206817 181:-1.7621751 182:7.319011 183:2.2418359 184:-6.1276587 185:-5.1586387 186:-6.1908946 187:-1.4210494 188:6.2040319 189:-9.6432443 190:1.242595 191:1.3627604 192:8.5671214 193:11.327859 194:7.6126504 195:0.62341375 196:5.1969612 197:8.6566744 198:3.039884 199:2.2100032 200:-2.8864568 
+-0.059700885838489898 1:1.4824271 2:5.3856032 3:7.3875402 4:9.3621571 5:-8.8306391 6:-0.72926067 7:-3.4519062 8:-2.8174938 9:-6.2218616 10:-6.7553319 11:5.2430039 12:-4.6409968 13:-7.7214651 14:-3.6728467 15:-6.5451821 16:4.5316035 17:-4.3363484 18:5.5823378 19:0.52371832 20:-1.7075168 21:-2.9465 22:-6.5638423 23:-10.382641 24:-3.9719292 25:-2.4602809 26:4.9296549 27:6.849233 28:-2.7164696 29:-9.5191854 30:6.7582317 31:-2.1930653 32:-1.724924 33:-11.339332 34:0.89143693 35:-3.7026668 36:-2.4780809 37:5.0578533 38:4.3630251 39:2.9429958 40:-10.462893 41:-2.2175886 42:2.2044173 43:-7.5383135 44:12.044283 45:8.0192959 46:-2.7414678 47:7.6543163 48:-6.3183057 49:-2.1028165 50:1.0125427 51:-7.3656015 52:6.230375 53:6.9107135 54:-7.5718931 55:7.6587223 56:5.208969 57:-2.4052021 58:7.0185516 59:2.0571996 60:-2.8916989 61:4.9848371 62:-0.95359199 63:-3.3244877 64:-0.43542184 65:-1.7665859 66:-5.1340667 67:-10.619504 68:-10.4312 69:9.9156459 70:9.1164762 71:8.9631056 72:9.5150268 73:-1.1127661 74:7.6789992 75:0.95510316 76:5.9482856 77:-2.6607482 78:-1.401046 79:7.0875998 80:9.1513914 81:-1.1589897 82:2.1601124 83:-9.4060132 84:-1.2037226 85:0.24678838 86:6.1713184 87:2.2770356 88:-5.7505003 89:-2.3735638 90:-0.19634162 91:-4.0943941 92:-5.3547608 93:1.0190894 94:-3.8280542 95:-3.5413369 96:3.6958269 97:7.9681634 98:-9.304345 99:-5.0163792 100:-3.6981114 101:4.8259804 102:5.9276435 103:-0.35864283 104:-3.6614307 105:-5.7614929 106:0.03824466 107:1.7202166 108:-1.3670736 109:-2.8809972 110:-1.3214076 111:5.6865565 112:5.8131399 113:9.5601338 114:2.4551423 115:9.0182143 116:8.5150259 117:-6.7788329 118:1.7744082 119:7.5092545 120:-0.22257589 121:2.6354457 122:-4.5512415 123:0.77924259 124:9.1500251 125:3.4141562 126:0.49319005 127:8.7486832 128:9.2893467 129:6.0234588 130:0.3920305 131:-0.90227453 132:-0.42163319 133:-0.75056143 134:3.9922615 135:7.7802851 136:-6.4907477 137:-2.65778 138:-6.7817407 139:-3.5483172 140:-1.4013802 141:-2.4097687 142:7.0927579 143:-4.7700294 144:-4.6597506 145:1.8182568 146:-7.0318147 147:8.7566788 148:-0.42568134 149:4.0395669 150:6.5671401 151:6.7291714 152:-9.1425084 153:-2.5152608 154:3.4847723 155:5.1585172 156:3.4556272 157:-4.0002891 158:3.0707599 159:2.6705391 160:8.4629931 161:-5.1185769 162:-3.3049615 163:-8.5058301 164:8.9811327 165:4.9806526 166:6.3325942 167:8.1324788 168:1.6647345 169:-6.5541707 170:3.8182372 171:3.1957067 172:0.2405537 173:3.8316842 174:-7.5211246 175:2.2615373 176:4.3406573 177:5.9823646 178:3.3035325 179:-4.887535 180:-3.1484029 181:2.4134642 182:6.5115006 183:2.6986746 184:-6.1584195 185:-5.8865261 186:-5.6009731 187:-3.2882136 188:3.9859315 189:-9.9898684 190:1.5688906 191:1.8627162 192:9.4622204 193:10.070937 194:6.3882505 195:2.1053097 196:6.3692236 197:8.1942938 198:3.8635516 199:1.6680336 200:-0.46719275 
+-0.13585208233294557 1:5.471085 2:4.3157158 3:6.3714483 4:7.5591165 5:-8.5039968 6:-1.0429023 7:-2.2781761 8:-3.7702412 9:-7.4986255 10:-6.9085234 11:5.6305726 12:-5.397813 13:-5.6477389 14:-4.2894362 15:-8.4678658 16:4.8692225 17:-3.6982143 18:5.1693672 19:-0.1758881 20:-2.4202701 21:-1.837702 22:-8.5134737 23:-10.892303 24:-3.8043807 25:-1.8263167 26:4.5821139 27:8.7416494 28:-2.1439472 29:-9.3217896 30:9.314509 31:-1.5742378 32:-0.90824306 33:-9.0116832 34:2.8413704 35:-3.4306046 36:-0.64658415 37:7.4290905 38:3.7766577 39:1.4055078 40:-9.6641448 41:-3.8135637 42:3.6551684 43:-5.6436832 44:11.187102 45:8.282485 46:-1.7002303 47:5.4951887 48:-6.7447762 49:-0.14021536 50:2.7747099 51:-7.0681967 52:5.1225141 53:6.5023247 54:-6.8099916 55:5.7684111 56:5.5562424 57:-1.800561 58:8.7237566 59:2.851584 60:-2.1227726 61:5.3291697 62:-1.3293346 63:-2.1383694 64:-5.2135791 65:-3.4296148 66:-5.9475916 67:-11.080317 68:-7.0021426 69:8.7065815 70:9.8165473 71:8.3246498 72:8.10649 73:-0.69547687 74:7.3066324 75:-1.3777248 76:4.8949554 77:-0.84850555 78:-2.5995765 79:7.8038457 80:9.47605 81:0.6823459 82:1.9896667 83:-10.306551 84:-1.651826 85:0.91733075 86:9.3242397 87:1.9188002 88:-6.3863111 89:-3.7283409 90:0.20081023 91:-4.6904973 92:-2.4951256 93:2.0679622 94:-2.4028393 95:-5.2155909 96:6.1135549 97:7.606835 98:-7.2183373 99:-3.5431606 100:-2.6190259 101:6.1765973 102:4.2240354 103:1.1305919 104:-3.3835184 105:-4.985509 106:-2.5405909 107:2.2636902 108:-0.51425442 109:-2.4898548 110:-1.2578665 111:5.0619922 112:8.8079036 113:9.927176 114:1.3704696 115:9.0617168 116:7.35989 117:-9.796658 118:-0.69645105 119:8.7879775 120:-0.40554719 121:2.3190158 122:-3.5826448 123:3.1224308 124:10.705573 125:3.9414933 126:0.3718999 127:9.8266694 128:8.8827701 129:6.06385 130:0.086455424 131:0.61388302 132:-2.5711077 133:-3.809791 134:2.6866751 135:9.1574087 136:-5.747397 137:-3.5504442 138:-3.7801695 139:-2.8699537 140:-0.88508841 141:-0.042428838 142:5.4486715 143:-2.5696206 144:-4.7382125 145:-0.76952523 146:-6.0190422 147:7.0635459 148:-2.1605114 149:4.2296737 150:5.7304007 151:8.4052671 152:-9.9064803 153:-2.5560607 154:2.9333244 155:6.9539923 156:3.5134346 157:-5.2101845 158:1.9757895 159:5.653524 160:9.0950742 161:-4.4914191 162:-2.3417605 163:-6.9440695 164:9.6343467 165:5.7576962 166:5.3604105 167:7.8276546 168:-0.17220898 169:-7.2391913 170:4.6153341 171:2.5281376 172:-0.31204116 173:3.6794077 174:-7.8382363 175:-1.1953499 176:4.5400651 177:5.6352427 178:1.1468694 179:-5.9085192 180:-0.34868299 181:-2.074857 182:6.88592 183:4.7145355 184:-6.0467801 185:-7.587857 186:-4.7267333 187:-2.2411202 188:4.1238243 189:-10.27225 190:1.0010902 191:1.2949614 192:7.7935494 193:10.468524 194:7.1820651 195:2.1247484 196:5.0709093 197:7.6818624 198:2.752723 199:1.1327657 200:-1.1564841 
+-0.06575526443504176 1:3.9788812 2:5.1967596 3:6.8348412 4:8.2912951 5:-8.0488765 6:0.29157641 7:-4.0536743 8:-4.4086336 9:-6.3265418 10:-5.7634802 11:3.7436074 12:-5.3293177 13:-6.9842265 14:-6.8201444 15:-6.7659776 16:5.6736806 17:-5.5054496 18:5.9342408 19:0.54868685 20:-0.79661796 21:-1.5893505 22:-8.321092 23:-8.8657496 24:-1.2101004 25:-2.8351292 26:5.63637 27:8.3081986 28:-0.98812785 29:-8.9432737 30:9.178885 31:0.68142411 32:-3.2310967 33:-9.6581926 34:3.5209391 35:-4.7867779 36:-1.3490703 37:5.4874417 38:4.4810229 39:3.6180237 40:-8.9533656 41:-2.9126563 42:1.642372 43:-6.868343 44:9.3715035 45:8.2067038 46:-3.2189999 47:6.6756267 48:-6.4969738 49:-4.4823883 50:2.0960321 51:-6.5976507 52:5.8580142 53:7.3155301 54:-7.46161 55:7.7785324 56:4.5333644 57:-2.8040808 58:7.7138613 59:3.0751097 60:-3.3551264 61:4.9266401 62:-1.0973996 63:-3.7877759 64:-2.8755226 65:-4.3520049 66:-3.8922668 67:-9.1527757 68:-7.8985433 69:10.295229 70:8.8463438 71:7.0174633 72:8.0509018 73:0.60323012 74:8.1370738 75:-0.84202486 76:5.1901519 77:-2.7691224 78:-3.5145926 79:8.3820219 80:10.368864 81:-2.3011226 82:0.086063129 83:-7.5557013 84:-3.2175683 85:0.55880855 86:6.941089 87:1.6341523 88:-5.990373 89:-7.0040751 90:1.7662328 91:-4.9535645 92:-4.2775071 93:0.96292965 94:-0.5839312 95:-1.6833944 96:3.7767598 97:8.3954454 98:-9.9701178 99:-5.3571466 100:-3.8687946 101:3.2603993 102:3.3988748 103:-0.22913523 104:-2.4483438 105:-4.3016116 106:-2.4021647 107:0.89070025 108:0.0093183348 109:-1.1101056 110:-0.71091594 111:4.7269076 112:7.2365783 113:9.0918038 114:1.5040796 115:8.140899 116:8.8838624 117:-9.7384838 118:2.7110993 119:9.0903943 120:0.60221597 121:3.3504325 122:-3.090358 123:2.4367432 124:11.533137 125:4.6989757 126:0.78693215 127:7.3009329 128:9.4343857 129:6.0962688 130:0.27569272 131:0.98153993 132:-3.8445587 133:-0.56031163 134:0.56153936 135:10.621884 136:-5.8604495 137:-1.7804837 138:-5.2883816 139:-1.7630597 140:-0.35029465 141:-2.9160209 142:4.704517 143:-0.97253757 144:-5.2080529 145:0.7036253 146:-4.8414102 147:6.8252339 148:-1.0954849 149:3.384553 150:5.648178 151:7.174716 152:-9.6361522 153:-3.5522739 154:3.6889374 155:7.9643593 156:1.8622145 157:-5.6033543 158:2.6934057 159:5.0842916 160:9.2430503 161:-3.850866 162:-2.1804573 163:-7.1356516 164:9.4494653 165:2.2998655 166:5.092987 167:5.4892423 168:-1.1572008 169:-5.210874 170:4.7621942 171:4.7405036 172:-1.3735306 173:4.7597889 174:-8.0313241 175:2.8289086 176:4.75313 177:7.6375478 178:0.60688691 179:-3.9032493 180:-0.5903549 181:-1.1549453 182:7.7909853 183:2.5183355 184:-5.4703915 185:-6.4123355 186:-5.4388932 187:-2.5006242 188:4.0829445 189:-9.5924682 190:2.3040748 191:1.1966822 192:6.9270191 193:7.9979787 194:6.9962816 195:2.5673881 196:6.0905389 197:7.7732211 198:1.9600091 199:2.5866633 200:-1.2656609 
+-0.071201814261046145 1:4.4384408 2:5.5727347 3:6.7337123 4:11.354293 5:-6.4740664 6:-0.039207312 7:-2.8372596 8:-2.2271049 9:-3.0956105 10:-6.2509914 11:8.7288218 12:-4.9793479 13:-7.3721088 14:-5.8486533 15:-8.2030392 16:5.9937087 17:-3.4264509 18:5.5458605 19:0.7203938 20:-3.3657115 21:0.29800821 22:-7.911647 23:-8.9711125 24:-2.6399465 25:-2.9727018 26:4.6979262 27:7.3291481 28:0.80404417 29:-8.0846263 30:8.2725296 31:-0.38403761 32:-1.3683856 33:-8.4905047 34:0.49783703 35:-3.795127 36:-2.5315103 37:5.2837335 38:3.2958265 39:1.8131927 40:-9.5256691 41:-3.021687 42:3.9999127 43:-6.3752888 44:11.89662 45:10.873983 46:-2.6395122 47:7.6664064 48:-7.7954915 49:-4.0415976 50:2.2299895 51:-7.3989821 52:5.411877 53:7.5345423 54:-8.5237942 55:7.9931727 56:5.3283713 57:-2.7571997 58:8.3941878 59:4.085295 60:-2.1700165 61:7.0474142 62:-1.1523165 63:-4.496827 64:-3.6353229 65:-2.2468609 66:-5.0503851 67:-11.261883 68:-7.4852483 69:8.8623271 70:9.0906123 71:9.4452432 72:9.9273416 73:-1.0891313 74:5.9836575 75:1.4275317 76:4.0327955 77:-0.93448044 78:-3.7917878 79:9.1366773 80:9.3152733 81:-1.759849 82:2.2557065 83:-7.7233828 84:-0.61941676 85:-0.84705958 86:6.763856 87:2.629771 88:-3.7256693 89:-4.6280683 90:0.55976423 91:-5.5087929 92:-6.8147327 93:2.6130516 94:-2.9705889 95:-2.0061881 96:6.1344442 97:8.2200212 98:-10.967322 99:-5.7133485 100:-4.2605968 101:5.06717 102:3.3896039 103:-0.16487823 104:-2.9433521 105:-5.0690835 106:-1.8204595 107:0.15456805 108:0.096617501 109:-3.0349581 110:-1.5568469 111:5.5307387 112:5.9935031 113:8.3340881 114:1.2367667 115:7.4374896 116:10.599225 117:-9.7559708 118:3.6836627 119:9.7874967 120:-0.30407946 121:2.0219763 122:-3.6223257 123:3.6052903 124:10.085212 125:6.2555699 126:1.870613 127:8.2518925 128:8.5366607 129:5.7748427 130:0.84124196 131:2.2080326 132:-1.479643 133:-1.8577112 134:2.6251042 135:9.7071693 136:-6.9780722 137:-3.7980149 138:-3.3348259 139:-3.7725197 140:-1.3503477 141:-3.0867816 142:4.5626861 143:-3.0107652 144:-3.4742669 145:1.6291975 146:-7.7671462 147:8.5205806 148:-2.5027655 149:4.6967192 150:5.3284377 151:4.7649279 152:-8.4059676 153:-2.9748046 154:2.5986894 155:5.7869922 156:0.61887039 157:-5.9007062 158:1.5351586 159:3.7796009 160:6.8058049 161:-4.7203156 162:-2.1127393 163:-6.4823177 164:7.3347476 165:6.4496995 166:5.4751394 167:7.4962606 168:0.45332782 169:-6.5093655 170:4.9840928 171:1.9875238 172:1.0849133 173:3.1915742 174:-9.8176414 175:1.2620484 176:2.4977019 177:5.9150681 178:2.843157 179:-3.4494105 180:-1.299797 181:0.39842039 182:5.8314341 183:5.3230938 184:-3.7373649 185:-7.6726066 186:-7.4520668 187:-1.5155993 188:4.4731603 189:-10.167641 190:2.9058717 191:1.1169892 192:7.4473239 193:8.4207347 194:7.8422779 195:1.793694 196:5.79896 197:9.3264214 198:0.81457566 199:3.3452725 200:-2.7183267 
+-0.0060000353181847684 1:3.7845851 2:5.510678 3:7.6552876 4:9.7868016 5:-7.2833492 6:-0.33594578 7:-3.4077928 8:-2.0916685 9:-7.5091941 10:-5.9460681 11:5.412763 12:-5.0410275 13:-6.0678172 14:-5.3682801 15:-7.0719334 16:4.6669892 17:-4.6920543 18:5.8662812 19:0.53654117 20:-2.6806117 21:0.115306 22:-7.1859742 23:-9.3416796 24:-3.87671 25:-3.4102 26:4.4870903 27:9.7153149 28:-1.4777592 29:-10.010337 30:7.1113384 31:-2.7897564 32:-1.1816815 33:-9.5348672 34:3.583968 35:-4.9183256 36:-0.59653265 37:6.9450579 38:3.2449577 39:-0.10339268 40:-8.4544547 41:-3.7130672 42:3.3673821 43:-6.8081122 44:9.0160254 45:9.1193893 46:-3.1419735 47:7.9100265 48:-8.6121747 49:-3.8065265 50:3.1453096 51:-7.5043982 52:6.997028 53:6.6594735 54:-8.2673961 55:6.7668733 56:3.2322237 57:-3.532703 58:6.8488468 59:3.9503437 60:-2.8119494 61:6.168533 62:1.3242454 63:-2.5006795 64:-4.3033738 65:-1.4872985 66:-4.3827912 67:-7.3041226 68:-9.1409518 69:8.7850015 70:9.9632867 71:7.0529678 72:10.153188 73:1.0103735 74:5.1257664 75:-0.70036813 76:3.7628223 77:-2.9231238 78:-0.45307034 79:9.6121603 80:11.043588 81:-0.32432523 82:1.8155855 83:-8.5164888 84:-2.4930994 85:2.5735819 86:8.8788908 87:2.5925143 88:-3.1633408 89:-4.2838785 90:1.4960966 91:-5.7573616 92:-4.6101639 93:1.33227 94:-1.2598268 95:-5.0255823 96:6.0594726 97:7.814531 98:-9.2793262 99:-4.8068157 100:-3.3268242 101:3.9263829 102:5.0528026 103:1.4268944 104:-3.4094095 105:-4.6341476 106:-1.0403311 107:2.0429866 108:-0.57316484 109:-0.19422336 110:-0.34051211 111:4.4673682 112:9.0581182 113:9.7983106 114:1.7582658 115:7.160535 116:9.0301384 117:-9.6512344 118:1.8001688 119:8.6797101 120:1.1044293 121:1.8914491 122:-4.9146741 123:2.1562595 124:8.8478435 125:4.9249436 126:-0.55711927 127:8.2682799 128:8.9573014 129:5.7150545 130:0.2393151 131:0.95250934 132:-1.8820125 133:-1.1027962 134:2.7878349 135:8.8363691 136:-7.7467846 137:-3.7584506 138:-3.3877708 139:-2.2024866 140:-0.054247485 141:-1.5827269 142:6.2841646 143:-3.3308971 144:-5.7714966 145:-0.77051768 146:-7.3431594 147:6.3175944 148:-3.9227355 149:4.6619385 150:6.0167919 151:6.0040634 152:-10.306781 153:-2.6034209 154:2.8044876 155:5.8685148 156:1.9891628 157:-2.3251894 158:2.3010782 159:4.0734754 160:7.6044951 161:-1.9539624 162:-4.7344078 163:-8.0838833 164:9.0760363 165:5.2087681 166:6.0188686 167:9.7990041 168:1.3111593 169:-7.6011834 170:2.8657561 171:2.953505 172:-0.42895591 173:3.5821225 174:-8.9259749 175:3.7895462 176:4.3540838 177:7.3903661 178:1.4861379 179:-4.1790777 180:-1.1479332 181:-2.4473541 182:6.8218262 183:2.7476634 184:-4.5001495 185:-7.2875367 186:-7.3819026 187:-2.0171234 188:2.6866711 189:-11.54483 190:1.5789944 191:1.5245932 192:9.0760295 193:9.4291065 194:5.6274171 195:2.0607911 196:6.0011254 197:10.552495 198:1.067681 199:2.3907235 200:-2.1297527 
+-0.12171493396837026 1:3.4108821 2:4.321792 3:7.7595053 4:7.6453634 5:-7.7397083 6:-0.72051261 7:-4.352149 8:-1.2234704 9:-7.5979895 10:-5.026798 11:9.4994514 12:-6.8593554 13:-9.1384534 14:-3.3166176 15:-5.5795951 16:7.6050386 17:-4.5638471 18:3.8220369 19:-1.3645176 20:-4.158018 21:-2.333208 22:-9.2125045 23:-10.638862 24:-2.1766421 25:-2.1731609 26:4.7177873 27:8.7653475 28:0.31357186 29:-7.6376838 30:9.2235841 31:-1.0732065 32:-0.015142388 33:-9.8374281 34:4.8150965 35:-3.5269575 36:-2.594441 37:6.4782156 38:3.450486 39:4.1370068 40:-9.1241929 41:-0.92716112 42:2.958567 43:-7.3038065 44:9.0569142 45:8.2069097 46:-3.498852 47:6.655565 48:-6.3203756 49:-3.0366555 50:1.4507704 51:-8.2616942 52:5.7719337 53:5.8258005 54:-7.4484365 55:7.9581776 56:5.1838751 57:-0.022784348 58:8.9577711 59:1.2505521 60:-2.386171 61:5.5324122 62:1.6314721 63:-2.9719585 64:-3.4887871 65:-1.5033233 66:-4.6775598 67:-9.8973666 68:-7.5680615 69:6.796562 70:9.1931286 71:8.2568579 72:8.1314285 73:2.0904713 74:7.8907916 75:1.7382887 76:5.4309914 77:-2.9885053 78:-1.1632212 79:10.065764 80:10.416433 81:-2.680948 82:2.0084778 83:-6.5855764 84:-0.63827166 85:-0.79490553 86:8.5192675 87:2.628574 88:-5.3208309 89:-5.7371066 90:0.66861316 91:-5.9259325 92:-3.6573911 93:1.1049215 94:-1.782823 95:-3.5048041 96:5.2991541 97:7.5930571 98:-12.21458 99:-3.8573623 100:-2.4063872 101:4.370084 102:4.4664958 103:2.0621928 104:-3.5404718 105:-7.5294218 106:-1.8599718 107:0.011114527 108:1.4872566 109:-1.5437468 110:-2.2762247 111:7.176287 112:7.044644 113:8.959298 114:3.5744181 115:9.2778217 116:8.2480988 117:-8.1300008 118:1.2147743 119:9.0732907 120:0.27824712 121:4.286115 122:-2.4517349 123:3.1469343 124:8.9521552 125:4.4937199 126:2.1747031 127:6.9355812 128:9.1951379 129:5.6475008 130:0.13981186 131:-0.29395595 132:-2.6217745 133:-1.1790618 134:2.536289 135:9.7336827 136:-7.4791612 137:-4.0593755 138:-3.6471035 139:-2.8819336 140:-0.81506656 141:-0.73865599 142:4.242521 143:-1.6102059 144:-5.3500988 145:-0.88109015 146:-7.1521472 147:9.5788016 148:-1.9239723 149:4.5176444 150:6.8520163 151:6.001885 152:-11.198636 153:-3.7766501 154:5.2085732 155:6.1468339 156:1.6500039 157:-2.2114868 158:2.7574809 159:3.0592407 160:9.1391688 161:-3.661259 162:-1.3832678 163:-7.3740899 164:8.2603905 165:5.8463444 166:7.3055337 167:8.2538981 168:0.36464746 169:-6.783763 170:2.040595 171:3.1914388 172:0.80390472 173:4.3473561 174:-9.0987926 175:2.2966543 176:2.7357249 177:5.5785598 178:3.4714259 179:-4.2317274 180:-1.1648959 181:-0.59645996 182:5.0779104 183:3.4186934 184:-5.6686409 185:-5.2141703 186:-5.7789158 187:-2.1158548 188:4.2249339 189:-10.086492 190:2.1018643 191:0.17502062 192:9.2353975 193:9.2837287 194:7.9273073 195:2.5422793 196:5.7923616 197:9.6289603 198:0.25027562 199:2.0903914 200:-0.691943 
+-0.04228606863274402 1:3.9705884 2:3.3264733 3:8.6762342 4:9.8745194 5:-8.3119138 6:0.12608563 7:-3.1607445 8:-2.4058675 9:-5.8279385 10:-8.0098192 11:6.8661216 12:-4.9739503 13:-9.7793815 14:-4.7062627 15:-6.8560526 16:4.3310792 17:-4.0430346 18:3.4750884 19:-1.0497701 20:-4.9062763 21:-1.4909034 22:-8.7417706 23:-9.9396355 24:-3.1938732 25:0.36165532 26:2.9127518 27:9.2397127 28:0.94834873 29:-9.4107164 30:9.6933168 31:0.052335118 32:-0.23686549 33:-8.2347715 34:1.2057542 35:-3.6784387 36:-0.44677872 37:5.9961256 38:5.3669394 39:2.8618841 40:-8.438744 41:-1.4938796 42:1.8794194 43:-4.6762871 44:11.300408 45:8.7452622 46:-0.44162588 47:7.0097787 48:-7.701087 49:-5.1312743 50:3.1057298 51:-6.9220213 52:5.9868006 53:7.3602337 54:-7.2801223 55:6.390639 56:5.7386369 57:-2.6903523 58:6.5015308 59:2.9398516 60:-2.0358672 61:5.9667744 62:-0.716019 63:-4.1268685 64:-4.5472561 65:-2.7199873 66:-5.7477885 67:-8.7410414 68:-9.3255498 69:8.6584864 70:7.1486083 71:8.6599515 72:8.4075566 73:-1.3759292 74:6.2203441 75:-1.7203743 76:4.2813067 77:-3.218423 78:-2.4523944 79:7.3955199 80:10.027448 81:-0.42252498 82:-0.18873751 83:-9.2835432 84:-1.7753371 85:0.077036178 86:8.9437299 87:1.5608695 88:-6.2353816 89:-4.9814807 90:-0.29464568 91:-5.5012252 92:-5.9892044 93:0.34878164 94:-2.8654025 95:-3.9905305 96:4.5848068 97:6.2729331 98:-9.2137675 99:-3.7152929 100:-2.7057179 101:5.5237316 102:3.1347672 103:1.6308765 104:-2.3475745 105:-4.3309746 106:-2.0394841 107:3.9764972 108:0.33646216 109:-1.5991526 110:-2.7255746 111:5.8593491 112:6.2818842 113:8.7576223 114:1.24758 115:7.0805252 116:8.2015436 117:-10.008902 118:1.4074947 119:9.10305 120:2.7844605 121:1.6636877 122:-2.9718521 123:2.2907934 124:9.157426 125:4.1376611 126:-0.033247598 127:9.5215449 128:10.212313 129:6.7586363 130:0.0037685562 131:0.1935613 132:-0.11935588 133:-2.0844482 134:2.7581852 135:8.7925433 136:-7.4374974 137:-4.7675464 138:-3.3474928 139:-3.3696118 140:1.0027776 141:-3.7864257 142:5.6321877 143:-2.1363195 144:-4.1797481 145:2.2544072 146:-7.9083005 147:7.7849058 148:-3.0914899 149:5.3374037 150:6.7062897 151:6.7112516 152:-11.549266 153:-3.3840037 154:4.6974509 155:6.1001823 156:1.3173604 157:-8.3063451 158:4.1420301 159:3.5886624 160:7.745186 161:-4.2698888 162:-3.2943099 163:-6.3105757 164:9.8172308 165:3.9473715 166:7.6310878 167:7.7162628 168:0.62234534 169:-6.26169 170:2.761021 171:1.943894 172:-2.5769826 173:4.578526 174:-8.2503422 175:2.5891094 176:4.7293653 177:6.6979039 178:1.2543793 179:-4.4376629 180:-0.41828222 181:-0.32615117 182:5.3507403 183:2.6811339 184:-8.0644101 185:-6.0377174 186:-6.8657085 187:-3.12405 188:3.3532243 189:-10.897323 190:3.6046879 191:-0.49301534 192:8.7113816 193:11.331438 194:5.9484978 195:3.1213584 196:6.5061456 197:9.9095927 198:1.7367524 199:2.7769203 200:-1.1844178 
+-0.0013250345413052707 1:4.3878309 2:3.8259485 3:7.7121605 4:9.6235413 5:-8.3332279 6:-2.264167 7:-4.0507003 8:-2.514854 9:-5.3297526 10:-6.0729789 11:7.4657456 12:-6.7927851 13:-6.9281696 14:-5.1942799 15:-6.4550921 16:5.7883864 17:-4.4004096 18:5.3864043 19:0.029664162 20:-1.5618169 21:-1.052159 22:-8.076636 23:-9.2041297 24:-2.5262564 25:-2.8303848 26:5.291408 27:6.5179026 28:-0.92677144 29:-9.0202738 30:8.5590701 31:-0.98886679 32:-1.8975431 33:-8.0202467 34:1.3613739 35:-5.3686834 36:-0.99098627 37:6.311495 38:3.118835 39:2.6805926 40:-9.559289 41:-2.6683879 42:0.9436474 43:-5.6716953 44:10.697404 45:9.4003789 46:-0.73060522 47:6.0041835 48:-8.8844578 49:-3.40663 50:0.91328557 51:-7.8929678 52:5.2852252 53:6.8529136 54:-6.5641509 55:7.3724679 56:3.4266321 57:-2.3437436 58:7.4167248 59:3.2558659 60:-1.6389803 61:4.7229537 62:0.39690122 63:-2.3560989 64:-3.7253585 65:-0.63353781 66:-3.7848987 67:-11.562361 68:-8.1995502 69:10.162117 70:8.0774834 71:8.6498935 72:9.2182301 73:0.020751679 74:7.1895881 75:-0.71497401 76:5.1105202 77:-0.2088245 78:0.94652054 79:6.7683494 80:7.8415944 81:-0.73848112 82:2.275371 83:-8.537332 84:-0.37803327 85:1.1832979 86:7.807532 87:2.3488066 88:-2.9967123 89:-5.6949374 90:1.9116153 91:-5.0691619 92:-5.9069414 93:0.74904019 94:-2.1149474 95:-3.7079924 96:4.4594529 97:8.3466975 98:-10.796513 99:-4.3216249 100:-3.3398492 101:5.5261032 102:2.5589969 103:0.16604936 104:-1.3437214 105:-6.8396275 106:-1.5103251 107:1.809266 108:-0.39905318 109:-2.3758998 110:-0.27087934 111:5.8136868 112:7.6380949 113:8.2381705 114:1.9765149 115:9.6021213 116:7.3942096 117:-9.1689255 118:1.8228877 119:8.7685393 120:-0.58995367 121:2.2802799 122:-4.3471221 123:2.5903858 124:9.3138842 125:3.9649222 126:0.10528233 127:7.8099499 128:9.363328 129:3.3582459 130:-0.46612873 131:-0.8948789 132:-1.3261732 133:-2.8750446 134:2.2228981 135:6.8334354 136:-6.9883468 137:-3.28412 138:-5.039832 139:-3.8820203 140:-1.8998455 141:-4.0422278 142:4.5940768 143:-1.5582331 144:-5.1360753 145:-0.093531368 146:-6.9517578 147:8.4950783 148:-3.2756865 149:4.6186968 150:5.9761686 151:5.6378004 152:-8.3107237 153:-2.7958816 154:3.3584137 155:5.0258246 156:1.6158114 157:-5.5288603 158:2.6841661 159:5.7274758 160:8.7092956 161:-2.4278792 162:-1.8730699 163:-6.9326538 164:7.6503749 165:5.5150677 166:5.6535939 167:10.659636 168:2.4049663 169:-7.0260819 170:3.4760666 171:2.7762079 172:-0.21933475 173:4.4517712 174:-6.3874696 175:-0.18771836 176:1.8121147 177:6.2409551 178:3.9325075 179:-3.4265939 180:-0.68320799 181:1.205292 182:5.1559745 183:2.5122051 184:-6.6615019 185:-6.5833288 186:-5.7840733 187:-3.0701821 188:4.1455308 189:-9.768108 190:1.971341 191:-2.3781417 192:7.6575355 193:6.8775368 194:6.1249913 195:2.6252193 196:5.1086919 197:7.6461894 198:0.27866977 199:2.2470103 200:-0.40184609 
+-0.039333838754536866 1:5.1763599 2:4.4748418 3:7.766611 4:9.2690303 5:-9.0904986 6:-0.044968361 7:-3.7882559 8:-2.4120589 9:-5.695872 10:-4.8053326 11:7.0782579 12:-4.9816926 13:-8.0951298 14:-5.1134841 15:-7.7491446 16:5.0578575 17:-3.9719552 18:5.8802001 19:1.7862178 20:-3.1711604 21:-3.553769 22:-9.3315321 23:-8.3377782 24:-3.6449157 25:-2.7929387 26:6.2091519 27:8.8284813 28:-2.6064479 29:-8.7043584 30:9.8307959 31:-0.85478424 32:-0.37326342 33:-10.048481 34:3.3122015 35:-4.6550911 36:-2.0298127 37:5.1225451 38:4.2931928 39:3.8596638 40:-8.039624 41:-4.0301107 42:1.9755408 43:-7.1591152 44:8.224052 45:9.332459 46:-4.0103932 47:7.1781074 48:-8.3745636 49:-2.2451192 50:0.67023959 51:-6.7616533 52:4.0528862 53:8.6127651 54:-7.7102659 55:7.2335374 56:4.9466944 57:-2.5380369 58:5.2825437 59:2.5026101 60:-3.6103742 61:5.059668 62:-0.41531435 63:-1.5398061 64:-2.9079749 65:-3.170706 66:-2.3949945 67:-9.077619 68:-8.3226657 69:9.5151859 70:8.0942157 71:6.9264441 72:8.1011838 73:-0.44117036 74:6.8782629 75:-0.014960079 76:6.4897669 77:-3.1837732 78:-3.8453387 79:9.9627171 80:8.2378566 81:-2.0312262 82:1.2547153 83:-8.732115 84:-2.3313923 85:1.7900475 86:6.7824123 87:1.2809869 88:-2.8249853 89:-5.0810633 90:0.9826071 91:-5.8063203 92:-6.1750768 93:0.73925322 94:-1.4057733 95:-3.3028528 96:4.3238985 97:7.1084641 98:-8.730051 99:-5.8165532 100:-3.045696 101:4.4658828 102:3.9480634 103:1.0806969 104:-4.3926299 105:-5.606988 106:-2.6202387 107:0.97605906 108:-1.1195661 109:-2.9069956 110:-2.0066323 111:6.1767759 112:6.9339993 113:8.1550973 114:3.0870514 115:7.8859534 116:9.4321466 117:-9.4926814 118:3.046699 119:6.7730812 120:1.5242252 121:2.8005576 122:-4.8246061 123:4.0035794 124:7.4239944 125:4.7301635 126:1.5314541 127:7.0729053 128:10.15399 129:2.9036494 130:0.21015759 131:-2.729509 132:0.33077561 133:-1.782275 134:2.0156479 135:9.3217972 136:-8.7028908 137:-4.0981415 138:-5.0518948 139:-2.904934 140:-0.53021288 141:-3.7262478 142:6.2400492 143:-3.9889898 144:-5.1226591 145:0.52035321 146:-4.716931 147:7.6056106 148:-3.3201675 149:5.4165701 150:6.2399848 151:7.4550694 152:-10.187693 153:-3.95863 154:6.2204707 155:6.3076317 156:1.3369246 157:-5.0228969 158:2.3938707 159:3.6047818 160:7.9363683 161:-4.5293174 162:-3.3596987 163:-4.6254947 164:6.6930757 165:4.7990877 166:5.0932577 167:7.4905819 168:1.7026462 169:-5.5953014 170:2.4662883 171:3.8757157 172:-0.8879892 173:5.1647358 174:-9.1820223 175:1.6945242 176:4.0329287 177:3.5412452 178:1.0164219 179:-4.1105435 180:-0.51059341 181:-2.7350764 182:5.1711537 183:1.7606584 184:-4.9817801 185:-5.8006742 186:-4.8389415 187:-2.3720899 188:3.2850648 189:-10.344735 190:2.0776782 191:0.34444326 192:7.5448002 193:10.412421 194:7.4812977 195:2.351585 196:6.0809078 197:8.5178943 198:2.2595598 199:3.3651713 200:-1.2891551 
+-0.12526676002559295 1:5.1290807 2:5.1058902 3:5.2429062 4:10.296583 5:-7.3620074 6:-0.3267073 7:-3.7288705 8:-0.72039561 9:-7.040945 10:-6.7647037 11:8.4959989 12:-2.6507779 13:-8.2909768 14:-4.1779219 15:-6.6996965 16:1.5609148 17:-4.4973647 18:4.6366828 19:-0.35384793 20:-2.9618649 21:-0.28531711 22:-9.2964059 23:-8.7066624 24:-3.292877 25:-1.8760162 26:3.4589696 27:8.0499889 28:-0.67243332 29:-9.8683461 30:9.4801449 31:-0.93216972 32:-1.7386555 33:-9.106095 34:1.8535884 35:-3.1517815 36:-1.1831885 37:5.7122558 38:4.4140659 39:1.8327884 40:-8.4271367 41:-3.8178758 42:4.8036429 43:-7.9472211 44:9.0816741 45:8.8020514 46:-1.6248542 47:7.4302952 48:-6.5157113 49:-2.4019482 50:3.0455421 51:-8.7028592 52:5.2629015 53:6.1265544 54:-7.6226468 55:6.4456719 56:4.8192049 57:-2.3831597 58:8.1244527 59:2.340038 60:-3.3904633 61:7.4817943 62:1.1725404 63:-2.502422 64:-2.233298 65:-2.6541699 66:-3.3539771 67:-11.192546 68:-8.7255644 69:9.2895276 70:9.3537385 71:8.4611612 72:7.6827925 73:0.6757355 74:7.1260164 75:0.70414525 76:5.2504463 77:-2.3607268 78:-0.74052414 79:6.5348512 80:9.5327548 81:-2.6897984 82:-0.69271691 83:-7.3705846 84:0.51146703 85:-0.42708173 86:8.5980024 87:2.8867603 88:-6.4860596 89:-5.4347943 90:1.3572787 91:-6.6848489 92:-6.2338239 93:2.0391589 94:-2.7843043 95:-3.3022436 96:5.0411162 97:6.9301431 98:-10.264853 99:-4.7349946 100:-2.9988315 101:2.4881993 102:5.0499681 103:0.020355379 104:-0.057624046 105:-6.7582359 106:-2.6938127 107:0.44518334 108:-1.3665541 109:-0.59362442 110:-1.9114654 111:6.1409592 112:6.5349234 113:8.0985033 114:2.3684227 115:7.8082204 116:8.1823158 117:-8.8874376 118:1.181894 119:8.6122358 120:0.48392322 121:2.3286639 122:-3.3910636 123:3.4498912 124:9.3491555 125:3.0486622 126:0.27527521 127:7.2007293 128:8.3715958 129:6.8775468 130:1.1281433 131:-0.72005041 132:-2.6438781 133:-3.2446282 134:3.2192542 135:8.9483237 136:-5.0476079 137:-4.2269882 138:-5.0985133 139:-2.4114906 140:-2.2496996 141:-3.058885 142:4.8078719 143:-3.9465533 144:-6.0793487 145:-0.39797006 146:-6.7556126 147:7.4957781 148:-0.98063943 149:5.2485115 150:7.0019929 151:7.8625395 152:-11.944827 153:-2.7226439 154:2.912044 155:5.8942527 156:0.31835888 157:-6.0396565 158:1.7048207 159:3.4416014 160:6.1440179 161:-5.3675899 162:-3.2818633 163:-8.326866 164:9.3552813 165:4.1384216 166:8.4514372 167:8.5628482 168:0.11256554 169:-6.3073652 170:2.2279068 171:2.729921 172:-1.4667842 173:4.7655867 174:-7.0760303 175:3.3307619 176:3.3506873 177:6.5637211 178:2.5163626 179:-3.5350402 180:-1.6268342 181:-0.83045249 182:7.7010214 183:2.8101808 184:-4.9542459 185:-5.5749841 186:-6.4898849 187:-2.3624867 188:5.7458161 189:-9.4789718 190:1.3037694 191:-0.15687686 192:9.384815 193:10.056296 194:8.5266915 195:2.8491807 196:7.1299864 197:10.020091 198:-1.3130415 199:2.7696406 200:-2.3515182 
+-0.33422551056021471 1:2.1432176 2:3.4693296 3:7.6953695 4:9.5531137 5:-7.9255165 6:-1.6397153 7:-4.4492987 8:-2.4576256 9:-6.9982888 10:-7.945714 11:8.1073819 12:-5.0804326 13:-8.9196853 14:-2.4630689 15:-7.8970559 16:3.2292409 17:-5.503283 18:4.6511525 19:-0.65422654 20:-2.1651041 21:-1.0320076 22:-7.5779604 23:-10.13434 24:-4.0953055 25:-0.32360009 26:1.6811433 27:7.2462587 28:1.7082005 29:-8.2932627 30:7.9794851 31:-1.5685073 32:-2.0335462 33:-7.0419344 34:-0.68334108 35:-4.4693413 36:-3.1857995 37:4.857266 38:2.657771 39:1.5807463 40:-8.3170283 41:-0.87964664 42:3.5491775 43:-6.9208685 44:9.1475816 45:8.4836206 46:-3.3013601 47:7.66855 48:-6.547214 49:-3.9961799 50:4.5870431 51:-8.7450482 52:6.8414845 53:6.2708872 54:-6.9583683 55:6.9846142 56:4.7900812 57:-1.8214916 58:6.0562675 59:2.8705368 60:-4.203214 61:5.7832333 62:-0.85728373 63:-1.8941234 64:-2.9106285 65:-2.5683913 66:-5.2175307 67:-8.7467493 68:-9.909893 69:9.28822 70:6.0971013 71:6.6751484 72:10.058315 73:1.2661317 74:6.990236 75:-0.01009223 76:4.7421166 77:-2.886153 78:-4.2918019 79:10.146468 80:10.78711 81:-1.3289936 82:-1.7795493 83:-6.6553375 84:-1.173846 85:-0.70880236 86:7.5910817 87:0.52408154 88:-4.1888584 89:-4.119819 90:1.7594881 91:-4.2690172 92:-4.0269821 93:-0.37235628 94:-3.2995403 95:-5.0932958 96:2.123131 97:6.3517369 98:-9.9641105 99:-4.8331077 100:-4.9194602 101:4.3653032 102:3.6308246 103:3.220449 104:-4.384815 105:-6.5707653 106:-3.3774701 107:0.94775812 108:0.64631127 109:-0.89703698 110:-1.939726 111:5.7547748 112:9.6949785 113:8.6647268 114:3.2477258 115:8.5264735 116:6.9781978 117:-9.7807681 118:1.3260426 119:8.7970757 120:-0.66787405 121:2.6427677 122:-4.647742 123:2.4160118 124:9.4880829 125:3.7385325 126:-0.75350718 127:7.200899 128:9.3113537 129:4.3083693 130:0.65881164 131:-2.355282 132:1.0896617 133:-1.9339924 134:2.0417591 135:8.164928 136:-7.9481939 137:-4.9592803 138:-4.5781563 139:-4.5401668 140:-2.0960613 141:-2.9896422 142:4.6658174 143:-2.1399439 144:-5.9186499 145:-0.34494152 146:-4.6811806 147:8.7837282 148:-2.1562409 149:5.4975921 150:4.8711699 151:6.9901527 152:-9.8731992 153:-4.6210799 154:3.7124771 155:5.187526 156:1.7837181 157:-7.1717324 158:4.2426112 159:3.8761898 160:8.2229549 161:-4.5730284 162:-1.2839067 163:-7.3323983 164:9.5452692 165:6.3901486 166:6.1633225 167:4.3556464 168:0.9138437 169:-6.0997859 170:0.98875196 171:1.2075148 172:-2.5032584 173:2.4749521 174:-8.4059337 175:5.4011967 176:2.9673778 177:6.8290663 178:1.6034424 179:-3.0704876 180:-0.64222225 181:-1.205727 182:6.1494197 183:2.2390192 184:-5.2529747 185:-6.6299928 186:-4.8932494 187:-3.2350784 188:1.6262664 189:-10.174767 190:0.99712412 191:-0.40284749 192:8.352782 193:10.473572 194:8.9521518 195:3.6829282 196:6.4553754 197:8.6245707 198:0.85463069 199:2.6457305 200:-1.7484713 
+-0.2203738869016649 1:4.6852246 2:2.6129776 3:6.211387 4:10.08329 5:-6.6367616 6:-2.0615675 7:-4.7974723 8:-1.0872044 9:-6.7419632 10:-6.737183 11:7.8575179 12:-5.7429153 13:-7.1003839 14:-3.5951232 15:-6.7849102 16:5.7379465 17:-3.823736 18:5.9899065 19:-0.60510662 20:-2.030353 21:-0.94076701 22:-10.685828 23:-9.5826828 24:-2.630103 25:-2.7657692 26:4.018488 27:8.4280612 28:-3.2492292 29:-10.257956 30:8.1893854 31:-0.76667373 32:-2.6133069 33:-10.177926 34:3.8058554 35:-3.9878988 36:-3.2874874 37:5.9942621 38:5.4157392 39:0.93665013 40:-10.265073 41:-3.0814553 42:1.955063 43:-9.122667 44:9.0420317 45:9.0420424 46:-2.8587545 47:8.6680342 48:-9.9088851 49:-3.4316261 50:0.8190238 51:-6.6755165 52:5.4358542 53:6.3912705 54:-6.9534628 55:5.9400926 56:6.4503465 57:-1.2616809 58:9.1589258 59:2.1781677 60:-2.8123907 61:6.8841203 62:-0.60367372 63:-2.5200438 64:-2.6283768 65:-1.9365144 66:-4.6989931 67:-7.3385307 68:-5.307697 69:10.074102 70:7.8888815 71:8.0931819 72:9.8246685 73:1.0599515 74:6.6610536 75:-1.5901841 76:5.5925819 77:0.22424725 78:-1.4234332 79:10.076732 80:10.275264 81:-1.6431006 82:1.3081548 83:-8.0574429 84:-2.2795896 85:0.61329864 86:7.2251987 87:-1.1761446 88:-3.5565461 89:-2.9677373 90:2.7061682 91:-6.4961764 92:-5.8362923 93:1.5448669 94:-2.7013964 95:-5.47834 96:3.3557635 97:5.8632224 98:-11.382071 99:-4.3598125 100:-3.4137109 101:1.7991317 102:4.7814404 103:3.6289445 104:-4.448176 105:-4.1604837 106:-3.9044373 107:2.2241208 108:-0.70086485 109:0.023546812 110:-0.95748584 111:4.4538566 112:7.7654425 113:7.3256242 114:1.328869 115:8.319236 116:6.735789 117:-9.8788411 118:0.047610701 119:7.1816391 120:0.51321839 121:1.3447108 122:-1.791442 123:0.95748751 124:9.9028046 125:4.082946 126:0.58305873 127:7.5255805 128:9.3747008 129:4.3636847 130:0.62144464 131:-1.4528115 132:-0.23361416 133:-1.0717787 134:3.2463148 135:9.3597196 136:-7.1871449 137:-1.9446733 138:-3.4131892 139:-2.7245729 140:-1.8504029 141:-2.3179858 142:5.642267 143:-1.2962181 144:-3.3992654 145:-0.64748276 146:-5.8522336 147:8.1693899 148:-3.0195456 149:6.4563825 150:7.745925 151:6.4353476 152:-10.593099 153:-4.2891248 154:4.8865656 155:5.7758674 156:2.095719 157:-4.4344209 158:1.665517 159:4.7752565 160:8.1530139 161:-3.7380841 162:-3.3520276 163:-7.1788773 164:8.826078 165:5.0356108 166:6.3421491 167:7.7444288 168:2.7668262 169:-6.7603022 170:4.5988649 171:3.7248281 172:0.65079469 173:4.1631296 174:-7.7540688 175:3.1748539 176:2.8544597 177:5.9456904 178:1.8790807 179:-3.0399954 180:-0.64105403 181:0.73436799 182:6.0571158 183:4.7153208 184:-7.5355277 185:-6.4791922 186:-4.8051539 187:-2.9249353 188:3.4696433 189:-11.682589 190:3.6806974 191:-0.38499658 192:7.825819 193:8.9935885 194:5.7165691 195:2.8308554 196:5.951895 197:6.7651787 198:2.4631461 199:0.71050479 200:-1.3847013 
+-0.04092006370102428 1:4.9920564 2:4.2460623 3:4.971702 4:11.699177 5:-7.4801857 6:-0.098603202 7:-3.3055437 8:-3.1029304 9:-6.7951719 10:-5.2018231 11:7.7580034 12:-4.7844562 13:-6.9463545 14:-4.121502 15:-8.2290965 16:4.5096149 17:-3.9803362 18:6.484122 19:-0.45970254 20:-4.1999765 21:-1.4812812 22:-8.9356655 23:-10.17898 24:-5.5287928 25:-1.4159023 26:4.5385565 27:6.8483168 28:0.50364116 29:-9.2913893 30:8.5925376 31:-1.0290766 32:-2.2120975 33:-10.875069 34:2.6262034 35:-5.3199917 36:-1.6024653 37:5.1148085 38:3.5621089 39:3.1302328 40:-8.2145448 41:-2.3070591 42:2.2078511 43:-7.8963339 44:9.9620454 45:8.3394349 46:-4.422231 47:7.1202917 48:-6.4964487 49:-4.5054237 50:1.2551291 51:-8.549149 52:5.1088069 53:6.908165 54:-8.0030259 55:5.9462637 56:4.4617019 57:-1.7553289 58:7.2556661 59:1.5481208 60:-3.5121849 61:6.9840875 62:-2.9585742 63:-2.3092937 64:-2.3185034 65:-3.1372098 66:-5.7793038 67:-8.2051717 68:-9.5828413 69:8.8898374 70:9.7611437 71:8.6734855 72:9.3823014 73:-0.77874527 74:7.7882811 75:1.6055484 76:3.8568093 77:-1.9014677 78:-2.49492 79:7.8587266 80:9.2919079 81:-1.693336 82:0.050943756 83:-7.7066172 84:-1.2900265 85:1.3313074 86:9.1785924 87:1.7814491 88:-5.90406 89:-3.6238795 90:0.92049461 91:-5.8146237 92:-6.1596325 93:2.9636598 94:0.6272459 95:-4.0096338 96:4.3181383 97:6.7263557 98:-9.4130386 99:-5.5846425 100:-4.4659593 101:3.0717067 102:4.1419249 103:0.91454636 104:-2.3567615 105:-6.5939712 106:-2.2031624 107:3.1353775 108:-0.80166272 109:-2.1134799 110:-2.1888673 111:4.3838694 112:7.5691806 113:9.4366627 114:0.37845281 115:8.3679634 116:8.0210619 117:-7.9091345 118:2.0173163 119:9.2399593 120:0.6219782 121:-0.11822972 122:-2.6092634 123:3.8435016 124:7.4402343 125:4.6147942 126:0.70899501 127:6.8359987 128:8.0343873 129:5.4857813 130:1.6816882 131:-0.86285242 132:-2.2075137 133:-1.8907916 134:1.8276757 135:10.482107 136:-8.2481234 137:-4.2866659 138:-5.8910224 139:-3.0372826 140:-1.9094706 141:-2.5611453 142:4.7749699 143:-3.7814149 144:-4.406134 145:0.28237975 146:-6.5647157 147:8.2263032 148:-1.2212893 149:5.6163653 150:5.2621246 151:6.6175025 152:-9.1400832 153:-3.9276979 154:3.7016039 155:6.050666 156:2.5807824 157:-4.4077479 158:2.8142912 159:2.6628944 160:8.4750899 161:-3.3680138 162:-3.2791631 163:-6.2164257 164:8.9494027 165:4.4337277 166:3.9315273 167:8.1210667 168:-0.13553765 169:-5.494515 170:1.7440278 171:0.91896591 172:-1.91374 173:2.3564335 174:-6.5313098 175:3.0438025 176:4.2698659 177:6.723764 178:2.186308 179:-4.4714095 180:-2.918572 181:0.72154495 182:4.098001 183:1.2987867 184:-6.8549983 185:-6.9242078 186:-6.2081243 187:-1.1643973 188:4.8269615 189:-8.7970181 190:2.8697473 191:-2.6450678 192:9.4655848 193:9.4899405 194:8.1891907 195:4.5023618 196:4.1708153 197:8.678268 198:2.0480844 199:1.3431639 200:-2.1118512 
+-0.081833941662001017 1:3.8406243 2:3.5023425 3:8.6301564 4:8.6295105 5:-7.9496624 6:1.4406669 7:-2.9973252 8:-4.3332782 9:-5.9871528 10:-7.2508352 11:7.0287904 12:-4.104755 13:-7.6108858 14:-3.9801382 15:-7.2615822 16:4.1377012 17:-3.7294399 18:6.128311 19:-0.8026727 20:-2.605787 21:-1.1542221 22:-9.2838434 23:-9.1266412 24:-2.8947585 25:-2.6045534 26:4.2961875 27:9.1899403 28:-1.3772588 29:-9.4981322 30:6.3575301 31:-0.10044093 32:-2.3421388 33:-10.00519 34:2.7059395 35:-5.2270019 36:-2.6582725 37:5.8467271 38:2.3747712 39:3.1106399 40:-9.1984477 41:-1.6380537 42:4.0298288 43:-6.6795159 44:10.04257 45:7.473207 46:-2.7155193 47:5.3119731 48:-7.7629899 49:-4.2372306 50:0.34750231 51:-8.2513625 52:5.6268155 53:7.3868589 54:-7.4092802 55:7.0897144 56:6.3398532 57:-3.6568903 58:5.1724997 59:3.1212056 60:-1.259535 61:4.8362653 62:2.2013785 63:-5.4691833 64:-3.7069138 65:-4.0105963 66:-6.3310481 67:-9.3362786 68:-8.7921102 69:9.9525737 70:8.1130161 71:7.6014286 72:8.1074989 73:1.0297366 74:3.6118784 75:-0.45244551 76:3.6760197 77:-2.4882714 78:-1.6582484 79:6.8467812 80:7.9123186 81:-1.8188768 82:1.7409093 83:-7.1216925 84:-3.0406288 85:0.58269006 86:8.2257984 87:3.2481482 88:-5.2147482 89:-3.5198156 90:0.86705279 91:-6.9659074 92:-4.6977311 93:1.4299868 94:-2.5651274 95:-5.7212288 96:3.479114 97:7.4109098 98:-8.0201807 99:-4.045744 100:-2.2187279 101:3.0978945 102:3.9839843 103:2.2052745 104:-2.4852371 105:-7.7210798 106:-0.44638147 107:1.6363901 108:-1.0848277 109:-1.1466813 110:-1.1977363 111:5.5322865 112:8.7849393 113:9.3984436 114:2.0732906 115:7.0202669 116:8.6370074 117:-8.8567638 118:0.98720668 119:8.7585544 120:-0.24362604 121:2.3855976 122:-2.6521682 123:1.5142778 124:8.6438931 125:3.7012195 126:-1.3298712 127:8.8189801 128:7.962397 129:5.6966698 130:-0.18134269 131:2.1932413 132:-1.2345185 133:-2.078797 134:4.3501279 135:9.2136118 136:-6.5053702 137:-2.9686655 138:-1.6099251 139:-3.9689076 140:-1.7225279 141:-1.7573572 142:7.8838154 143:-2.8064545 144:-5.3489993 145:-0.54170061 146:-4.8253726 147:7.7155637 148:-1.9478327 149:5.4322279 150:5.3372197 151:5.8117597 152:-9.8906742 153:-3.1289972 154:5.3441173 155:3.6493308 156:2.4041859 157:-6.3479126 158:4.0326767 159:4.5823485 160:8.6691032 161:-3.020576 162:-3.1378917 163:-6.2115086 164:6.6151206 165:4.894663 166:7.3309264 167:8.0752092 168:-0.12388015 169:-6.1298419 170:4.3180697 171:2.9389167 172:-2.7105977 173:4.4168627 174:-8.2945108 175:3.6935148 176:3.4916514 177:7.3997671 178:3.0873879 179:-2.346463 180:-0.52011843 181:0.50266921 182:4.4071083 183:2.5295886 184:-6.6632819 185:-6.7483334 186:-4.554946 187:-3.2504221 188:3.9860682 189:-9.4912787 190:2.7565619 191:2.0131349 192:7.7327591 193:12.031491 194:6.6202387 195:2.8651201 196:5.3471187 197:10.736433 198:1.929612 199:1.2391203 200:-2.4799403 
+-0.0028864872654096449 1:4.1626724 2:5.4358876 3:6.7643736 4:9.2615989 5:-7.5820019 6:-0.55560059 7:-2.4555842 8:-1.5365135 9:-5.6885336 10:-3.0515032 11:6.5204845 12:-4.4181899 13:-9.1130846 14:-2.6993159 15:-7.2116281 16:5.771481 17:-4.4701464 18:5.1570437 19:0.24110715 20:-3.0637269 21:-3.0849159 22:-7.0091913 23:-11.577329 24:-4.3296541 25:-3.993443 26:3.0862146 27:9.0145258 28:-1.75727 29:-9.3932522 30:6.6316968 31:-0.58121314 32:-2.1442098 33:-8.663717 34:3.8908457 35:-4.6353908 36:-1.5076019 37:6.8639922 38:2.9050714 39:2.0898953 40:-8.6998543 41:-2.5039432 42:2.6182569 43:-6.078851 44:9.5081296 45:7.7982803 46:-2.7239776 47:6.0888068 48:-8.3183462 49:-2.460077 50:2.2925996 51:-4.8044998 52:6.7233065 53:6.8412165 54:-8.5717513 55:7.2285186 56:4.4745784 57:-1.9051664 58:7.817379 59:2.788389 60:-2.6330986 61:5.7851933 62:0.44658707 63:-2.0041783 64:-2.6269279 65:-2.2729955 66:-2.6341171 67:-10.651325 68:-7.5078786 69:9.0832854 70:8.4583546 71:10.329234 72:10.002633 73:-0.53234844 74:5.8452955 75:0.0815798 76:4.8411103 77:-1.5107139 78:-2.0633636 79:8.23048 80:9.1950365 81:-2.0272039 82:1.831008 83:-8.3794411 84:0.89237277 85:2.1805938 86:6.8435903 87:2.766107 88:-4.7737847 89:-4.2194948 90:-1.1934966 91:-6.2159721 92:-6.6988836 93:-0.085424324 94:-4.598194 95:-4.6690896 96:3.8734825 97:6.9436001 98:-11.684701 99:-3.7521653 100:-2.3904679 101:4.4553275 102:4.430833 103:0.75023801 104:-2.7967797 105:-5.7821164 106:-0.79490077 107:3.1113838 108:-0.65802976 109:-4.0388178 110:-1.0167482 111:6.332537 112:7.6680644 113:10.602235 114:2.010096 115:7.6990158 116:10.113475 117:-9.1485471 118:1.8890039 119:8.6383548 120:0.92991108 121:2.365491 122:-5.489069 123:-0.14078145 124:10.031872 125:5.1336706 126:1.6281692 127:7.1719414 128:8.9996396 129:4.7983486 130:0.42919296 131:0.63729936 132:-1.6765819 133:-1.6511168 134:3.3833068 135:9.4593438 136:-7.0131327 137:-4.8353124 138:-2.1422411 139:-2.9065879 140:-0.48066745 141:-3.7897471 142:5.6027896 143:-1.7349533 144:-5.461553 145:-0.45835358 146:-6.0881562 147:7.8479301 148:-3.9074435 149:5.9520419 150:7.2887669 151:7.0096466 152:-10.577541 153:-4.4275374 154:5.2628544 155:6.1039378 156:0.94739543 157:-4.3410205 158:1.5374277 159:3.554265 160:8.5589881 161:-5.1502981 162:-3.009054 163:-6.3457405 164:7.6675229 165:5.8392521 166:5.7586935 167:6.7642224 168:-1.0060732 169:-6.9194069 170:3.2899136 171:4.2654184 172:-0.53685524 173:4.0727458 174:-8.8263804 175:2.2931131 176:3.6705419 177:6.5171986 178:1.7061279 179:-2.7834991 180:-2.9124047 181:1.4440898 182:5.0472879 183:1.8845687 184:-5.7741981 185:-6.054516 186:-4.9223343 187:-4.0490712 188:3.7489963 189:-9.6919056 190:2.1736773 191:2.5093815 192:8.0195823 193:9.2941867 194:7.0033172 195:1.9611336 196:6.5793531 197:7.3035455 198:0.83118459 199:2.5257414 200:-0.018426282 
+-0.18251169802600925 1:4.0552601 2:3.6128333 3:7.5553543 4:9.1458712 5:-8.6834223 6:0.096027784 7:-3.0090474 8:-2.4278058 9:-6.7588755 10:-7.1428119 11:8.7289313 12:-5.5022931 13:-7.5047739 14:-4.4388644 15:-8.3321955 16:3.9688696 17:-3.4979055 18:4.0393558 19:-2.0257136 20:-3.6839152 21:-1.191722 22:-7.304035 23:-10.722189 24:-3.9254974 25:-0.65918735 26:5.1858628 27:7.3001711 28:-0.15501473 29:-8.0449868 30:7.4513581 31:0.25833385 32:-0.98062114 33:-7.7759132 34:1.1569968 35:-3.3121302 36:-4.3699085 37:6.712732 38:2.0806816 39:2.1105336 40:-9.0973477 41:-1.2479303 42:2.8561527 43:-8.3879561 44:12.163453 45:7.7314007 46:-2.2926352 47:7.6226044 48:-7.4052566 49:-1.1835669 50:2.4205529 51:-9.7236034 52:6.3248123 53:7.1118791 54:-7.2001366 55:7.6204156 56:4.1584566 57:-1.0890557 58:6.1543507 59:2.9639019 60:-4.6182017 61:7.2329176 62:-1.5112574 63:-2.2425305 64:-3.0793678 65:-2.8522915 66:-3.8521864 67:-9.2074465 68:-9.9316926 69:10.95815 70:9.6059544 71:8.7616473 72:10.56535 73:1.2374191 74:8.3806388 75:-1.307906 76:4.7397495 77:-2.7094451 78:-2.2857229 79:9.6954552 80:10.186891 81:-1.8063892 82:0.18186676 83:-9.0783835 84:-2.6699408 85:1.0565145 86:7.6227463 87:2.2974974 88:-5.7575152 89:-5.1511899 90:3.3305516 91:-6.8392652 92:-4.9733091 93:1.7620709 94:-2.4343765 95:-4.6220366 96:3.7643857 97:7.6559293 98:-10.457492 99:-5.6384485 100:-0.69132233 101:4.1132576 102:4.6237372 103:0.68171538 104:-1.7183991 105:-6.4912035 106:-1.7419757 107:4.4819279 108:0.12249244 109:-2.7769199 110:-0.58623159 111:4.8831406 112:8.2800754 113:8.7377825 114:3.6641316 115:9.2062525 116:8.4465369 117:-9.1172467 118:2.3371938 119:10.497898 120:0.71228225 121:2.2540091 122:-4.8582997 123:3.4095137 124:9.9247745 125:4.4929794 126:0.0020386633 127:8.9050194 128:8.4820097 129:3.5965397 130:0.38779439 131:1.0622191 132:-1.2161806 133:-2.3819165 134:2.2400758 135:10.31964 136:-6.3627783 137:-2.2723695 138:-2.6440414 139:-3.8602996 140:-0.60349522 141:-3.8416291 142:6.7715694 143:-2.1462707 144:-3.5730273 145:0.77042721 146:-5.8640566 147:9.6096515 148:-2.6364775 149:3.171924 150:6.1736823 151:7.3430249 152:-10.792028 153:-4.6310888 154:6.9576811 155:4.033824 156:0.9423969 157:-5.0663759 158:2.3190879 159:5.2083767 160:7.074843 161:-1.6400089 162:-1.1497053 163:-5.8469006 164:7.6694276 165:4.590836 166:5.3747621 167:6.0605691 168:2.7407867 169:-6.724203 170:4.7013676 171:4.2740387 172:-1.8209057 173:2.6465991 174:-6.8698774 175:1.7797277 176:3.1415813 177:6.0191575 178:0.61504546 179:-3.2069021 180:-3.222576 181:-2.0087746 182:4.2121747 183:4.6062169 184:-4.6472376 185:-8.1462349 186:-6.9312993 187:-3.7847189 188:4.0408853 189:-10.165533 190:3.3109524 191:-0.7595645 192:8.0304439 193:8.0428266 194:6.0896441 195:2.0829463 196:6.6460703 197:7.7283326 198:2.4667439 199:2.8794634 200:-4.7881159 
+-0.022810495147375296 1:3.8536866 2:3.792984 3:6.3796676 4:8.7505633 5:-8.0775442 6:0.4580378 7:-5.0872974 8:-0.85737585 9:-5.7143757 10:-6.3830601 11:9.1024329 12:-5.3612422 13:-6.346639 14:-5.1045716 15:-8.1419755 16:4.6250012 17:-4.6726601 18:2.5451577 19:-0.35045369 20:-1.3732703 21:-1.955501 22:-8.1142457 23:-7.1573175 24:-2.0141697 25:-1.3938738 26:3.2470402 27:9.3960423 28:0.034799669 29:-9.1135821 30:5.6363029 31:-0.76644785 32:-1.318204 33:-9.0475425 34:2.6009598 35:-3.6310185 36:-1.9975237 37:6.1783265 38:3.8512093 39:2.4658463 40:-9.4017189 41:-1.2547381 42:3.0048901 43:-8.1144533 44:8.0100687 45:9.4648166 46:-2.9010371 47:8.0459557 48:-5.5444213 49:-2.7568809 50:2.5813338 51:-8.799275 52:4.7671296 53:7.3891105 54:-5.6811478 55:8.5398644 56:4.4254101 57:-1.8275604 58:7.5976093 59:4.0007699 60:-4.3290476 61:5.1731463 62:-1.7427034 63:-2.2740701 64:-3.6625788 65:-1.6494591 66:-5.6289708 67:-10.338888 68:-9.7435834 69:9.2113703 70:7.0584095 71:8.7518309 72:8.4058898 73:-0.21307365 74:6.0253517 75:-0.65669958 76:4.626108 77:-0.60876271 78:-3.721751 79:8.5231987 80:8.5600857 81:-1.9280603 82:2.6998066 83:-9.6877933 84:-1.7392113 85:0.19974108 86:7.6410788 87:1.3844443 88:-6.1780258 89:-4.9496376 90:1.7691463 91:-5.4903825 92:-4.33033 93:1.4903913 94:-3.8214703 95:-6.5182151 96:3.8443188 97:7.3709086 98:-9.4395071 99:-4.4605441 100:-2.2637617 101:6.0081618 102:3.9987391 103:-0.35950723 104:-1.9607207 105:-5.5487321 106:-2.0271676 107:1.4414318 108:-0.87669641 109:-2.2423786 110:0.81226027 111:5.4327104 112:7.4645272 113:8.2269916 114:0.27170179 115:8.198691 116:7.9625401 117:-8.1014367 118:2.2279607 119:9.4461626 120:0.62847608 121:3.3491342 122:-4.9479457 123:1.3852119 124:8.0070502 125:2.7149573 126:1.4165994 127:5.378316 128:8.296001 129:6.0539735 130:-0.18028245 131:1.6493276 132:-0.82953435 133:-3.068565 134:3.7558775 135:9.0148882 136:-9.2100131 137:-3.4213772 138:-3.2262065 139:-2.8046313 140:-0.8877732 141:-3.706229 142:5.219261 143:-3.5380894 144:-5.488574 145:1.3835852 146:-6.2206703 147:6.1484478 148:-2.4657376 149:5.1348373 150:5.1240258 151:8.8100858 152:-9.9877025 153:-3.6048318 154:3.3504372 155:4.899633 156:2.9464076 157:-5.8435843 158:2.485236 159:5.4719052 160:7.8059358 161:-3.3081322 162:-3.8608832 163:-6.1394833 164:9.8911437 165:5.1455552 166:7.0915892 167:7.2939485 168:2.0140685 169:-3.9968072 170:2.1143556 171:4.6455027 172:-1.0396081 173:6.50972 174:-9.1492298 175:2.7470255 176:3.6471696 177:6.4978481 178:0.51891972 179:-5.1192339 180:-0.80635716 181:-0.35881046 182:5.9544972 183:2.5181725 184:-5.3581423 185:-7.0080141 186:-5.6215582 187:-2.358504 188:4.165782 189:-10.238202 190:1.6794406 191:3.3774554 192:9.1416695 193:9.0577147 194:7.0327736 195:3.0844671 196:6.2859391 197:7.4006177 198:2.3280614 199:3.3857763 200:-2.6539661 
+-0.013344687844942232 1:4.9048509 2:4.4975669 3:5.8850661 4:10.022442 5:-6.2711495 6:-0.0077644527 7:-1.0156105 8:-3.2020837 9:-6.8994913 10:-5.8084033 11:8.2696546 12:-5.940517 13:-6.9296845 14:-5.2115788 15:-6.6039397 16:4.6938141 17:-4.274546 18:4.6890201 19:0.025197379 20:-2.1550473 21:-1.6213384 22:-8.9485444 23:-10.848495 24:-3.7124831 25:-2.6281106 26:5.3804363 27:9.3721006 28:1.3115736 29:-9.3814344 30:7.9612393 31:1.040904 32:-1.4125202 33:-11.14445 34:3.2506568 35:-6.3086037 36:-3.1463036 37:7.94887 38:5.1973842 39:1.4927482 40:-8.4727619 41:-2.1315174 42:4.0528075 43:-6.8999972 44:9.2110562 45:7.1157947 46:-1.2643574 47:7.4814266 48:-7.2889393 49:-2.7537022 50:2.4697606 51:-6.6686656 52:6.3804992 53:6.9724312 54:-4.6189568 55:7.3891874 56:5.8153636 57:-2.737873 58:8.0508199 59:1.3252398 60:-4.3315055 61:8.15805 62:-1.6365988 63:-4.784132 64:-4.0201891 65:-0.25646376 66:-4.998659 67:-9.9692714 68:-9.2589415 69:8.7426654 70:8.0821232 71:8.254235 72:7.4946547 73:-0.82558783 74:6.5156358 75:0.1406684 76:4.3230532 77:-1.4572769 78:-3.1230717 79:8.211681 80:10.242585 81:-1.8083706 82:0.87788376 83:-9.1551661 84:-1.382351 85:0.23231774 86:4.8105575 87:3.5505069 88:-5.6968384 89:-4.2853837 90:0.059688695 91:-6.7837125 92:-5.095969 93:1.1859932 94:-2.8112891 95:-4.8529655 96:6.9607241 97:4.8311133 98:-10.54202 99:-6.3343076 100:-3.2849204 101:2.5397124 102:5.0891164 103:0.91194914 104:-2.6546612 105:-8.1082846 106:-1.2376555 107:2.4201036 108:-1.4563668 109:-2.6073796 110:-0.54093577 111:6.6683368 112:8.0542852 113:9.8263516 114:1.5610225 115:9.6980777 116:8.4323515 117:-9.5099477 118:0.7932159 119:8.8210094 120:0.79617576 121:2.7512223 122:-2.6070823 123:1.0149933 124:8.9408121 125:3.6325958 126:1.9096059 127:8.7956959 128:10.042855 129:6.0654263 130:1.3228189 131:0.39312597 132:-2.5787868 133:-1.0545769 134:1.8032289 135:11.261121 136:-6.4820342 137:-2.6338306 138:-3.3310208 139:-1.9992738 140:-2.1194303 141:-3.2687064 142:4.1286527 143:-2.1018758 144:-6.2939565 145:2.0311816 146:-7.2470648 147:7.863616 148:-4.0392185 149:4.0524468 150:5.3426687 151:7.0788104 152:-10.416661 153:-4.8130742 154:3.1488653 155:6.3006713 156:2.3139576 157:-5.3656553 158:4.241545 159:4.0158939 160:6.8464188 161:-3.770323 162:-3.2707308 163:-6.7800896 164:7.8203411 165:5.7093952 166:5.8193241 167:7.6609319 168:0.70232955 169:-8.2689841 170:4.6044312 171:1.8287548 172:-2.4522004 173:3.9370199 174:-8.8747738 175:-0.48344112 176:3.4706341 177:6.2322689 178:1.7134606 179:-2.591212 180:-0.56361857 181:-0.68577469 182:6.0567128 183:3.5454061 184:-4.9337073 185:-6.691768 186:-5.5333115 187:-2.077194 188:4.2004302 189:-10.840306 190:3.939171 191:0.065701848 192:7.3358116 193:7.9401607 194:8.8843692 195:3.2480603 196:4.5886064 197:9.4020529 198:1.9649694 199:1.4939691 200:-0.41581931 
+-0.037736197272465667 1:3.43065 2:3.5597712 3:8.6349566 4:7.9542019 5:-9.3388815 6:0.11307349 7:-4.7680895 8:-3.0430548 9:-6.3695639 10:-6.730336 11:8.2042738 12:-5.6345225 13:-7.2457652 14:-4.4133433 15:-8.4579064 16:3.532827 17:-5.2488227 18:5.7786609 19:0.52298381 20:0.22884677 21:-1.9836461 22:-7.9209819 23:-10.169569 24:-2.7290937 25:-1.4664247 26:3.3278524 27:7.6603365 28:-1.7891256 29:-8.5777972 30:7.7301721 31:-0.9401325 32:-3.3702187 33:-8.9203371 34:5.1910813 35:-4.7060217 36:-2.2728521 37:6.1965841 38:4.3989385 39:3.5307509 40:-7.8785675 41:-1.7641665 42:4.3860417 43:-6.2230126 44:7.8737395 45:9.4941808 46:-1.499059 47:7.5876528 48:-7.8784922 49:-3.7499387 50:2.6288323 51:-6.3004958 52:6.4425561 53:7.6957583 54:-8.5065378 55:6.8660419 56:5.10517 57:0.2947003 58:6.8294993 59:3.8082931 60:-4.5516145 61:5.6195989 62:-1.6352746 63:-3.5225538 64:-3.0649124 65:-1.9766193 66:-5.5084118 67:-8.4862058 68:-8.8049328 69:8.7588042 70:6.8354251 71:7.2006127 72:9.6848884 73:0.039649031 74:6.3295012 75:-1.0260889 76:7.1909804 77:-2.1704635 78:-1.0389234 79:7.9108923 80:7.9628118 81:-0.54729063 82:1.423961 83:-7.8963733 84:-1.6402957 85:0.19500532 86:8.0737695 87:3.2320069 88:-5.9271642 89:-6.2344584 90:1.8045857 91:-3.8906115 92:-6.8783543 93:2.5341074 94:-3.0875415 95:-3.6755674 96:4.9332688 97:6.1244552 98:-10.468236 99:-3.6673004 100:-4.6596017 101:4.3628117 102:3.2581823 103:0.79174919 104:-3.4370121 105:-6.8788419 106:-2.4059124 107:0.43226395 108:2.000495 109:-1.4690769 110:-0.59131758 111:6.4298625 112:9.0900788 113:7.0236281 114:1.9799769 115:9.221935 116:9.8546227 117:-10.396216 118:1.0183318 119:10.446334 120:2.235854 121:2.0837542 122:-2.9603683 123:1.2759809 124:11.482504 125:5.5138961 126:1.0081901 127:6.458294 128:9.2843724 129:3.9226656 130:-0.25706864 131:0.33521705 132:-2.5157055 133:-3.0987606 134:0.62744205 135:8.4428226 136:-5.7088779 137:-2.4065077 138:-5.0498122 139:-3.2078936 140:-0.6372469 141:-2.170962 142:4.7553375 143:-4.5068488 144:-4.0985773 145:0.45272864 146:-5.2083871 147:8.4240583 148:-0.11291337 149:4.6319318 150:5.5502943 151:7.5689734 152:-9.5037966 153:-1.7924212 154:3.1542419 155:6.6022212 156:1.5018365 157:-7.1611468 158:2.4882012 159:6.1354282 160:7.9985418 161:-3.7080653 162:-2.4001649 163:-5.0159306 164:9.5243649 165:5.0368048 166:7.3428955 167:9.859729 168:1.0114745 169:-6.7081021 170:3.0853198 171:2.5607193 172:-1.980148 173:3.912209 174:-7.3955064 175:2.4483592 176:3.0855799 177:5.4815614 178:1.4477709 179:-4.2157237 180:-0.21290824 181:0.99164021 182:5.3149435 183:1.3164796 184:-3.7790222 185:-5.8357124 186:-5.3940041 187:-2.8902663 188:3.2369223 189:-10.827882 190:2.409871 191:0.41608263 192:7.7263422 193:9.0403359 194:7.1604654 195:1.5278105 196:5.9725969 197:9.1977916 198:3.2113868 199:1.7899354 200:-2.6482669 
+-0.11285086245247357 1:3.5750685 2:3.0524393 3:7.0659583 4:7.4371923 5:-9.3458719 6:0.82575353 7:-2.4408545 8:-2.7898462 9:-6.7392679 10:-6.2861158 11:6.5159587 12:-5.6182871 13:-7.8514106 14:-4.1031678 15:-6.3383963 16:5.5718832 17:-4.674613 18:3.4343763 19:-0.56620389 20:-2.2620635 21:-2.6642374 22:-7.7199105 23:-9.0134943 24:-2.7223196 25:-1.0132206 26:5.7327153 27:9.9244048 28:-1.0965145 29:-8.0426475 30:7.3803 31:-2.9193821 32:0.30821414 33:-10.147141 34:4.5148012 35:-5.1103067 36:-2.9351263 37:5.3485265 38:4.9792824 39:2.1176312 40:-9.5348516 41:-1.2619255 42:4.3607549 43:-5.7668236 44:10.902703 45:6.4251468 46:-1.5577141 47:7.1008567 48:-7.3062526 49:-4.8503987 50:3.4120696 51:-7.271894 52:5.7918185 53:4.7574015 54:-8.2773425 55:6.4330119 56:3.3130111 57:-0.9733104 58:6.6320414 59:2.7970573 60:-3.0428671 61:6.1613069 62:-2.2999117 63:-4.8436316 64:-2.996925 65:-1.7598627 66:-7.99584 67:-9.7172496 68:-7.8724164 69:10.009682 70:7.3932928 71:7.0845509 72:8.2100539 73:-0.78580939 74:6.712869 75:-2.6176199 76:6.2100209 77:-2.0138664 78:-2.4786459 79:7.6258027 80:9.0933922 81:-1.3048275 82:0.67981429 83:-9.1963895 84:-1.914489 85:-0.16856922 86:6.1744507 87:1.2836479 88:-5.7338 89:-4.4108708 90:1.0104503 91:-5.7796679 92:-6.0257841 93:2.8914366 94:-1.9088854 95:-3.9720268 96:4.385431 97:7.5448274 98:-10.109643 99:-2.8222269 100:-4.8120462 101:4.4694965 102:2.2924907 103:1.9547317 104:-2.4286969 105:-7.6513794 106:-2.3953415 107:1.9486599 108:-0.69710356 109:-1.6975467 110:-0.66180764 111:5.4447593 112:7.6236381 113:9.7301177 114:2.1642162 115:6.1539008 116:6.826979 117:-7.9638824 118:0.81477411 119:7.4773049 120:2.8156153 121:1.5985489 122:-2.4218762 123:3.4570341 124:8.6757503 125:3.3353481 126:-0.81656857 127:8.6674953 128:8.5914753 129:6.450504 130:1.1752044 131:0.61029703 132:-2.1197395 133:0.16697225 134:2.6252221 135:10.688815 136:-7.8284457 137:-2.6047216 138:-4.1296049 139:-2.6447875 140:-0.88553284 141:-2.7159317 142:6.4584748 143:-2.6078036 144:-5.1518255 145:0.82153908 146:-7.2549828 147:7.9980618 148:-2.2653789 149:5.0034583 150:5.0391188 151:7.266766 152:-8.9547332 153:-2.0177964 154:2.5374866 155:5.502778 156:1.3409649 157:-5.9830797 158:1.9978485 159:4.4342422 160:7.1067945 161:-2.31136 162:-4.3978902 163:-7.0958427 164:8.7042044 165:5.178175 166:4.1057314 167:7.1680907 168:0.53399103 169:-8.0493196 170:0.43328573 171:3.1396298 172:-0.062868594 173:4.8681411 174:-7.7851351 175:2.3823696 176:3.565372 177:6.4505195 178:2.1000619 179:-2.171601 180:1.1461165 181:0.31456019 182:5.7492232 183:3.6166025 184:-6.5251315 185:-3.3165249 186:-7.2916896 187:-2.2882848 188:3.8348645 189:-10.99973 190:3.2303054 191:-0.22941404 192:6.9232197 193:10.780741 194:7.7056348 195:1.1398595 196:5.393657 197:8.3530668 198:2.7292629 199:-0.62198976 200:-2.6940442 
+-0.065836433114217788 1:4.9483525 2:3.7049981 3:6.8971767 4:8.0631802 5:-7.956469 6:-0.13706653 7:-2.6663186 8:-3.310682 9:-5.1772019 10:-4.6185194 11:5.8693176 12:-6.5284152 13:-7.0774375 14:-4.1464382 15:-7.7715505 16:5.1066951 17:-5.325995 18:5.6634141 19:-1.1823034 20:-2.3515511 21:-1.2179502 22:-9.2667895 23:-11.31563 24:-1.3439105 25:-5.3979822 26:3.2569299 27:7.2081113 28:-1.277105 29:-8.0247613 30:8.8312945 31:-1.8473835 32:-1.4828786 33:-8.8426956 34:3.2588818 35:-5.4369758 36:-1.4773007 37:5.4561363 38:2.9123334 39:3.2920987 40:-7.4904109 41:-2.7398226 42:3.2037488 43:-6.090363 44:9.2525733 45:7.3944615 46:-1.8129817 47:7.6388285 48:-6.7866021 49:-0.84050169 50:2.8874239 51:-7.7971301 52:4.2362845 53:6.3252048 54:-6.5380094 55:6.6783352 56:5.4369335 57:-1.8168225 58:5.0282313 59:4.0666792 60:-1.5785464 61:6.5915934 62:-3.7280569 63:-4.4499092 64:-0.79367546 65:-2.9201924 66:-6.3586102 67:-9.2342848 68:-8.0917999 69:8.6887198 70:7.5633802 71:9.3643539 72:9.0734358 73:-1.5089535 74:4.8785907 75:-1.8832924 76:5.3338329 77:-1.9955602 78:-2.6868864 79:8.6334523 80:9.6144978 81:-1.005908 82:0.60999981 83:-8.6484458 84:-1.4634182 85:1.9362992 86:7.3763667 87:3.2820396 88:-5.6936383 89:-4.9571227 90:-0.40313067 91:-5.7819887 92:-4.0890883 93:-0.98442041 94:-2.6674062 95:-5.1106413 96:3.9317649 97:8.3756818 98:-9.4049113 99:-5.0238837 100:-2.1651675 101:4.0467562 102:3.4100721 103:-1.699071 104:-1.0402931 105:-6.4270829 106:-3.7522934 107:3.0679881 108:0.14843705 109:-1.8789942 110:-1.7700371 111:5.7170942 112:8.7227397 113:8.3236641 114:1.4450996 115:7.6089657 116:8.2395851 117:-9.9261514 118:3.0601622 119:8.8475715 120:-0.030678546 121:1.0710868 122:-2.7130689 123:1.82134 124:10.34185 125:3.9907305 126:0.22223635 127:7.7749767 128:8.7751965 129:5.6901896 130:0.89715933 131:2.1026467 132:-0.64358625 133:-2.8544551 134:3.0818667 135:9.1553443 136:-5.3981359 137:-2.6186209 138:-4.3933476 139:-4.4810112 140:-1.4062447 141:-2.4053198 142:4.3869291 143:-1.5306317 144:-3.5511556 145:2.6350919 146:-8.2349152 147:8.3970897 148:-3.2996612 149:4.8934981 150:6.6774397 151:7.6345194 152:-8.4641694 153:-4.7326404 154:4.9375437 155:6.7437156 156:1.6763824 157:-4.2379053 158:1.3225062 159:5.0275375 160:7.2190754 161:-4.0240273 162:-2.8805001 163:-5.1284637 164:9.4846754 165:4.0432316 166:5.7316718 167:8.1461769 168:2.5285343 169:-6.2903431 170:2.2782283 171:2.5431498 172:-0.27396765 173:3.7169958 174:-8.0553151 175:2.7382288 176:3.8711367 177:6.3277424 178:2.0190254 179:-4.5528707 180:-0.072711235 181:-0.45663883 182:5.6150215 183:2.3707717 184:-8.2559973 185:-7.414668 186:-4.2133421 187:-3.2863709 188:1.6675996 189:-9.8332724 190:2.9175243 191:0.44453654 192:8.7869687 193:9.195263 194:6.8451128 195:3.0674658 196:5.9382754 197:8.8487674 198:2.2807844 199:0.54658244 200:0.91654828 
+-0.092329026928062927 1:6.4258684 2:3.0762612 3:8.9854049 4:8.5473634 5:-8.1054858 6:-0.35097386 7:-2.667011 8:-3.4019991 9:-6.1296847 10:-6.8938905 11:7.5329446 12:-5.80486 13:-7.7274888 14:-4.2414318 15:-9.5443977 16:5.0853628 17:-3.1160741 18:4.6003992 19:-0.2494765 20:-1.961487 21:-0.26688403 22:-10.00519 23:-10.850743 24:-4.1446956 25:-2.5644209 26:4.4730441 27:7.1749191 28:-0.27612283 29:-10.292735 30:10.13211 31:-1.5566817 32:-1.6378331 33:-8.7619662 34:2.6362223 35:-4.1833282 36:-2.6920537 37:6.5385531 38:4.1287212 39:3.1525339 40:-8.5100782 41:-2.3056273 42:2.8701205 43:-7.1010345 44:9.2021236 45:10.254736 46:-3.9969863 47:6.7553496 48:-7.9989686 49:-3.7035039 50:0.067524433 51:-6.6663594 52:4.7447778 53:3.8742405 54:-8.2784859 55:5.7591659 56:2.2584495 57:-2.4450138 58:5.7685293 59:2.727278 60:-2.1875055 61:6.7526615 62:-1.849125 63:-1.8190115 64:-4.2614551 65:-0.92572095 66:-4.8990639 67:-9.2273714 68:-8.1177324 69:9.2177208 70:7.8005033 71:9.5998769 72:7.8187483 73:1.3164851 74:5.7003512 75:-0.21505481 76:5.5344311 77:-3.9723327 78:-2.0780926 79:9.3621431 80:7.1457856 81:-1.9282233 82:1.3493715 83:-7.5864372 84:-2.5056246 85:0.091089746 86:8.4157261 87:2.7664038 88:-4.7652233 89:-4.2618401 90:1.0938447 91:-6.1724822 92:-5.2173156 93:0.88695727 94:-0.063046858 95:-3.7440349 96:3.2825711 97:5.3638388 98:-10.45787 99:-3.2361901 100:-1.3806479 101:2.693515 102:4.8327582 103:2.5613662 104:-2.4021457 105:-5.6924464 106:-1.4392121 107:2.1777063 108:-0.45010791 109:-2.9391554 110:-2.1587326 111:5.2172013 112:6.4021781 113:9.3759423 114:1.7163878 115:7.4870143 116:7.3725888 117:-9.9600445 118:2.6527511 119:10.164231 120:1.0148378 121:2.8644524 122:-4.1172234 123:2.1316946 124:9.1384116 125:6.030727 126:0.14932957 127:8.3440182 128:8.7546197 129:6.8275881 130:2.5721279 131:1.5963868 132:-1.2459756 133:-1.3627338 134:1.8614372 135:8.7300843 136:-5.8505338 137:-5.2177953 138:-3.4407932 139:-3.9100615 140:-3.1060744 141:-4.3550598 142:5.9968516 143:0.031449071 144:-4.9273545 145:0.30834073 146:-7.2489689 147:8.5012608 148:-2.5999252 149:5.1272074 150:7.0908937 151:7.3933741 152:-8.2487804 153:-3.4689083 154:3.9890556 155:5.490258 156:2.4599989 157:-4.6338558 158:2.9480274 159:4.8372755 160:8.0841493 161:-2.7043827 162:-1.9027913 163:-4.3742745 164:7.3714829 165:5.2818984 166:5.6126437 167:8.5440755 168:2.0974864 169:-5.5599652 170:1.5905129 171:1.6457295 172:-1.2979514 173:5.7881435 174:-8.5777931 175:3.5012817 176:3.4678997 177:5.5186033 178:1.6836793 179:-3.4453729 180:0.47132312 181:-1.021481 182:5.3844664 183:2.8423218 184:-7.666864 185:-5.035097 186:-4.8398677 187:-4.0292046 188:2.8141998 189:-12.035891 190:2.886374 191:-1.4864863 192:7.7697941 193:7.940014 194:5.8901863 195:2.6086543 196:4.9883404 197:7.3539611 198:1.3891291 199:1.2817793 200:-2.4733088 
+-0.14125102114028404 1:4.0220476 2:5.5016179 3:6.8246995 4:9.8427825 5:-7.5083735 6:-1.1258373 7:-1.8391601 8:-2.2783243 9:-6.2772455 10:-6.5695776 11:9.3893899 12:-6.3192801 13:-8.2651494 14:-6.0504473 15:-8.7145454 16:2.1920751 17:-5.1355761 18:6.9108114 19:2.237729 20:-1.9005773 21:-2.5015923 22:-7.027329 23:-9.2802118 24:-1.2441747 25:-3.5740173 26:4.6819412 27:7.6732209 28:-1.8667853 29:-9.0266336 30:8.2293958 31:-0.27292284 32:-0.015345501 33:-8.8875305 34:3.3948057 35:-3.9256806 36:-2.2774109 37:6.0166027 38:6.5683982 39:2.2875823 40:-8.2668024 41:-3.0087174 42:4.2640881 43:-6.6925851 44:9.0658394 45:8.6042453 46:-2.5057663 47:6.207073 48:-6.8029386 49:-3.74248 50:1.2679112 51:-8.6684711 52:6.2865003 53:7.0797384 54:-4.3571789 55:9.0296989 56:4.9542788 57:-2.525744 58:5.5719721 59:3.1444368 60:-2.9863602 61:6.4816663 62:1.905202 63:-4.148303 64:-3.8607696 65:-1.1256325 66:-6.6193751 67:-9.2095594 68:-6.2116801 69:8.6274547 70:8.8204178 71:7.3705698 72:8.5374563 73:-1.1131666 74:9.0783808 75:0.44973236 76:5.6593031 77:-2.9744799 78:-4.033865 79:9.940973 80:8.0602342 81:-0.50097492 82:0.35770212 83:-9.3875056 84:-0.46067909 85:3.4144599 86:8.5160786 87:3.3105174 88:-6.2170277 89:-6.0725114 90:1.1798139 91:-5.555248 92:-4.1734534 93:0.11479203 94:-2.4975963 95:-3.2342736 96:4.5189363 97:7.2855385 98:-10.784471 99:-4.7059753 100:-2.8503569 101:3.4894236 102:5.2359448 103:0.13934142 104:-3.7450632 105:-4.1193385 106:-3.5911708 107:1.6021033 108:0.036589916 109:-1.8580222 110:-0.6054273 111:4.2657934 112:8.3770386 113:8.4045657 114:2.9424637 115:8.1965166 116:8.7445443 117:-9.1849045 118:1.3488289 119:7.3879361 120:0.47070571 121:1.2481708 122:-3.3122397 123:3.6845108 124:9.7123499 125:4.2612906 126:0.52208126 127:8.4547055 128:10.628691 129:5.3420622 130:0.73866605 131:0.4443966 132:-1.1696077 133:-0.92086819 134:1.9108109 135:8.5170066 136:-5.9805366 137:-5.3708073 138:-3.2827187 139:-5.9259589 140:-0.4426344 141:-4.7998886 142:4.720126 143:-4.7032365 144:-6.3371493 145:0.14313572 146:-6.5762124 147:7.2244998 148:-1.9814697 149:5.732714 150:7.6588 151:7.3306035 152:-9.8526355 153:-2.2846403 154:4.5412811 155:4.5128952 156:1.4484876 157:-4.5692002 158:2.2704847 159:5.3775299 160:8.6863722 161:-2.4235881 162:-2.5539575 163:-6.4176199 164:9.4692433 165:5.0328706 166:8.1964796 167:6.2771615 168:1.8561725 169:-6.9055298 170:4.2703787 171:1.1095802 172:-0.68573731 173:6.5045296 174:-6.9749844 175:1.2373497 176:2.7771296 177:6.9186946 178:1.7478322 179:-4.2912071 180:-0.93024004 181:-1.2446638 182:4.0620597 183:2.0413409 184:-5.1539981 185:-4.8013577 186:-6.9230716 187:-3.5399292 188:4.1866107 189:-8.8515118 190:2.0532811 191:-0.8534025 192:8.1284147 193:8.8224834 194:6.9476624 195:2.1292671 196:4.9562963 197:9.663166 198:3.3993377 199:2.4384465 200:-2.2182381 
+-0.076218782795731202 1:3.6060822 2:4.0993824 3:6.4460253 4:8.6365638 5:-7.7442745 6:0.074689631 7:-3.7514953 8:-1.8782126 9:-5.7365912 10:-5.542212 11:7.5941905 12:-5.1274989 13:-8.5713064 14:-5.9342943 15:-8.0323556 16:5.7922395 17:-3.8014768 18:3.1910446 19:-1.0824822 20:-3.0529037 21:-0.38006065 22:-8.2684307 23:-9.5418238 24:-2.6760792 25:-2.7640487 26:4.4025471 27:8.6455551 28:-1.1975383 29:-9.6927284 30:8.9719878 31:1.0748416 32:-2.2980823 33:-11.433581 34:5.0166123 35:-4.6954974 36:-1.2780205 37:6.969977 38:3.8521228 39:2.3303888 40:-9.8573086 41:-2.7459154 42:1.7523771 43:-5.9601109 44:8.2278658 45:7.5126602 46:-3.7220953 47:5.3505819 48:-8.9685085 49:-3.2214163 50:1.624003 51:-7.3337664 52:5.294191 53:4.9320337 54:-7.2335008 55:7.6898044 56:3.9629511 57:-1.6069867 58:6.6432605 59:3.5666883 60:-1.3382901 61:6.3477091 62:-0.19263513 63:-1.2288858 64:-3.0890709 65:-1.7684929 66:-5.0509212 67:-9.7412526 68:-9.7846507 69:8.9994777 70:6.645235 71:8.4340439 72:7.0223136 73:-1.1581645 74:6.5874431 75:-1.5046609 76:3.7567835 77:-3.043499 78:-3.101973 79:6.4021709 80:10.336144 81:-1.010968 82:0.68995112 83:-8.4552987 84:-3.7930924 85:1.7837275 86:7.0038344 87:0.73115997 88:-5.678734 89:-3.9130231 90:0.72290727 91:-3.9517921 92:-3.2212807 93:1.8470508 94:-1.0903984 95:-2.7212353 96:2.5179782 97:8.1114141 98:-9.7783907 99:-3.5285714 100:-3.4572924 101:3.0510766 102:4.5899723 103:2.9444984 104:-4.3579515 105:-6.5332603 106:-0.90361854 107:-0.07341514 108:0.60007549 109:-2.3907182 110:-2.4471931 111:4.8922685 112:8.0813977 113:10.615316 114:1.6384092 115:7.8899555 116:8.6039977 117:-10.794368 118:-0.44844821 119:10.373677 120:-0.66597724 121:1.5254524 122:-4.7810053 123:2.8621533 124:9.2073452 125:5.6483658 126:0.18209533 127:6.5570745 128:9.4286703 129:4.0482904 130:1.2566496 131:-0.54801576 132:0.69314796 133:-0.74812747 134:2.0828953 135:9.4095405 136:-6.6446636 137:-3.6824272 138:-4.0110468 139:-4.4559782 140:-1.7299295 141:-0.46223318 142:6.1781214 143:-2.9710244 144:-2.7456461 145:-1.3122849 146:-6.6367721 147:6.9510092 148:-3.5606617 149:2.6506437 150:6.6976139 151:7.6192062 152:-10.610926 153:-5.282601 154:4.6313521 155:5.3776259 156:2.670574 157:-6.4573626 158:0.14819459 159:5.1742807 160:7.2599897 161:-3.3596757 162:-3.282056 163:-5.6403306 164:6.9031968 165:5.3774738 166:5.4508891 167:6.5393219 168:0.34698358 169:-5.167979 170:3.5487033 171:0.96492279 172:-1.0997921 173:4.3637703 174:-9.0724886 175:1.7570332 176:2.922814 177:5.6644247 178:0.94546368 179:-2.956761 180:-1.0928293 181:-1.0692307 182:4.3397084 183:2.5703613 184:-4.4251253 185:-7.4866174 186:-6.0848415 187:-1.6805939 188:4.7259623 189:-11.373632 190:2.5473558 191:-0.10648348 192:7.4791406 193:9.5358683 194:7.851645 195:2.8601387 196:7.2948173 197:6.590626 198:2.2778314 199:1.5494383 200:-2.5257363 
+-0.15081327271307354 1:3.4840703 2:5.0121554 3:8.264659 4:9.7490068 5:-7.7594603 6:-0.32723115 7:-3.4481544 8:-1.8379277 9:-7.5322632 10:-5.9988433 11:6.033477 12:-4.6419327 13:-7.3054639 14:-4.8607165 15:-7.2532078 16:5.4953885 17:-5.3157204 18:5.408062 19:-0.27327827 20:-2.9799824 21:-0.12485547 22:-9.6001376 23:-10.745947 24:-4.0275865 25:-2.9054577 26:4.7782394 27:9.7812367 28:-0.56955922 29:-9.9503597 30:6.0663152 31:0.16842919 32:-3.1336315 33:-8.5028075 34:3.1185437 35:-5.7116264 36:0.60758434 37:5.3459896 38:3.6114214 39:3.1865095 40:-8.1759783 41:-0.03913327 42:3.8479263 43:-6.927096 44:8.7365837 45:9.6469056 46:-3.7344841 47:7.4228878 48:-7.9051887 49:-1.1158178 50:0.27056321 51:-6.9502997 52:5.1384654 53:3.6843249 54:-7.8375991 55:9.7167057 56:2.8998486 57:-2.9612696 58:7.8457683 59:3.284096 60:-2.4635372 61:5.0087145 62:-2.1251056 63:-2.8883065 64:-5.1894305 65:-2.811817 66:-4.6613392 67:-8.6584545 68:-9.6842026 69:10.013424 70:8.9510968 71:6.7724386 72:9.8189025 73:0.55263422 74:6.3523178 75:-0.96443927 76:6.8831476 77:-2.5325769 78:-1.3855442 79:10.872197 80:8.7264899 81:-1.5226498 82:0.77595834 83:-7.7069749 84:-2.1651778 85:1.5914549 86:7.1408896 87:2.485176 88:-4.3344876 89:-5.2680882 90:0.41321754 91:-5.4686731 92:-3.2295348 93:0.93751936 94:-3.162533 95:-5.0527285 96:2.6342063 97:7.6639396 98:-9.3271775 99:-3.6901534 100:-2.3657472 101:2.5097911 102:2.5513106 103:0.20398029 104:-3.5737429 105:-4.5685985 106:-2.5725162 107:1.3574013 108:-0.40073762 109:-0.18334765 110:-1.1048444 111:5.3227547 112:8.2464154 113:7.14184 114:2.7037999 115:7.5726096 116:7.7562712 117:-8.7415307 118:1.5123761 119:8.9563246 120:1.1817149 121:3.1222191 122:-2.9783935 123:0.92891953 124:9.3733912 125:2.5215123 126:-0.039504186 127:6.4500412 128:8.804392 129:6.7747411 130:0.53924617 131:1.6090993 132:-1.4203566 133:-3.1464989 134:2.7132269 135:9.5567563 136:-8.1600171 137:-3.9559901 138:-4.4164473 139:-3.459685 140:-0.93005514 141:-4.108512 142:5.6544793 143:-1.1180298 144:-5.3378399 145:1.1636477 146:-4.5888798 147:9.2944045 148:-1.0665252 149:4.8021054 150:4.671637 151:4.8422013 152:-8.3167012 153:-4.0349772 154:2.1530677 155:6.0806634 156:2.2418703 157:-5.7792217 158:2.3144261 159:5.009329 160:9.3193126 161:-5.021001 162:-2.6335018 163:-3.8359182 164:8.2838574 165:3.807984 166:5.0589631 167:7.9292892 168:0.90760809 169:-9.3502 170:2.8307987 171:0.96094807 172:-1.7281348 173:4.8374105 174:-8.1977818 175:1.2209585 176:4.2483087 177:5.0625764 178:0.41859587 179:-2.9447937 180:-0.21857656 181:-0.99616579 182:5.7971596 183:1.7888307 184:-5.537213 185:-6.9657282 186:-3.8103791 187:-1.9759631 188:2.4856043 189:-10.077295 190:1.0331287 191:1.9701172 192:6.4478432 193:10.19295 194:7.8020398 195:2.7488158 196:5.9966319 197:8.6794173 198:-0.4504433 199:2.709563 200:-3.6817794 
+-0.035504732935740357 1:2.8656745 2:2.7617484 3:5.2554375 4:11.234144 5:-8.1418291 6:0.26467182 7:-2.565396 8:-2.1316424 9:-5.9126804 10:-5.3765763 11:6.6661041 12:-4.9289393 13:-7.5941066 14:-5.9064729 15:-8.781393 16:6.616018 17:-5.6198222 18:5.094406 19:1.1403918 20:-2.4067477 21:-0.89567633 22:-6.9645187 23:-9.2199828 24:-5.0003239 25:-3.7699717 26:6.1364582 27:8.9433738 28:0.32419894 29:-8.0257739 30:6.6247285 31:-1.4432338 32:-1.3540406 33:-8.8018989 34:1.3613375 35:-4.6264543 36:-0.57372204 37:8.0176755 38:5.043651 39:2.1187749 40:-9.6441914 41:-3.5893083 42:3.2141076 43:-6.3981082 44:9.7306875 45:8.4145052 46:-2.6692065 47:6.9947861 48:-7.1827254 49:-3.8086002 50:2.3889609 51:-6.8272086 52:5.1480628 53:7.3677388 54:-5.3692286 55:8.5406507 56:4.3074952 57:-2.7251408 58:7.9230652 59:3.0749808 60:-3.9799896 61:5.8531809 62:0.027937468 63:-2.1856752 64:-2.3923208 65:-0.89439258 66:-6.1057441 67:-8.6456291 68:-8.6453834 69:10.030154 70:7.4811249 71:9.8039792 72:8.2249344 73:2.0995324 74:7.1404428 75:-3.281761 76:4.1519531 77:-3.4127882 78:-2.9625739 79:9.5768904 80:9.4003238 81:-2.1365105 82:2.2611614 83:-8.470257 84:-0.72611965 85:2.8730022 86:7.7668674 87:1.7100894 88:-5.1847869 89:-5.3180592 90:1.2498394 91:-6.2703706 92:-3.979002 93:1.1627651 94:-0.37324003 95:-2.5593099 96:4.2787039 97:6.9307735 98:-9.3609416 99:-4.9761193 100:-2.5903505 101:2.7075101 102:4.1495091 103:1.3884533 104:-3.1119464 105:-4.2924785 106:-1.643934 107:0.078864921 108:-2.1065486 109:-3.5127834 110:-3.8009578 111:6.5835164 112:9.0115396 113:8.6423495 114:3.3869245 115:7.7655832 116:7.9038146 117:-8.9239025 118:1.3131295 119:7.9271104 120:-1.2456359 121:2.0412469 122:-3.1316201 123:3.7288394 124:10.177402 125:4.6679942 126:-0.61620139 127:5.7228855 128:6.9309343 129:4.9415743 130:1.8091571 131:2.4461807 132:-0.77945455 133:-1.9450366 134:0.43423334 135:8.4696382 136:-7.7228798 137:-4.6164979 138:-4.4724539 139:-3.9238074 140:-2.2604152 141:-3.6338382 142:4.6158923 143:-2.9950989 144:-6.2895602 145:-2.3639335 146:-6.8531162 147:9.9017978 148:-1.5664159 149:3.8478972 150:5.4822094 151:7.7222895 152:-9.1797721 153:-4.6112631 154:3.1076193 155:7.190022 156:0.98152892 157:-5.8895711 158:2.1917619 159:4.5534496 160:7.4834971 161:-1.6994318 162:-2.2111804 163:-7.8099199 164:9.0347546 165:6.1749559 166:6.7033328 167:6.9995495 168:1.6841675 169:-7.1845506 170:2.8478917 171:3.55294 172:-0.83502372 173:3.8627146 174:-8.5535161 175:1.2992389 176:1.8329123 177:5.948987 178:2.4587328 179:-2.8335678 180:-1.4271707 181:-0.73054384 182:5.3192559 183:3.5025624 184:-4.3299433 185:-5.586506 186:-5.6166478 187:-3.7565685 188:4.7547466 189:-10.584349 190:2.6062748 191:0.44199074 192:10.188244 193:9.6960376 194:6.1336338 195:1.7752053 196:4.459371 197:8.5253121 198:2.3358625 199:-1.0042499 200:-1.4710812 
+-0.062916771043472236 1:4.5548836 2:4.3332616 3:7.6543392 4:10.500936 5:-8.9107007 6:-0.1126185 7:-2.4644675 8:-1.2423857 9:-6.6904867 10:-5.2468653 11:8.5271862 12:-6.4228733 13:-8.9779542 14:-5.5432752 15:-7.567769 16:3.3235238 17:-3.7061007 18:4.4924578 19:-0.3995274 20:-2.4510117 21:-1.1706067 22:-5.9988489 23:-8.9663848 24:-4.2249025 25:-1.4803486 26:4.0692808 27:6.9596963 28:-0.63946436 29:-9.8149497 30:9.3264489 31:-3.1936119 32:-0.71809657 33:-9.1403395 34:1.7163516 35:-4.7459925 36:-1.4379206 37:7.3985625 38:3.1621588 39:4.5338875 40:-9.3852169 41:-2.5947133 42:3.5219553 43:-7.5825537 44:10.092235 45:9.4423969 46:-1.2244291 47:8.8733365 48:-7.8980076 49:-2.9738216 50:0.8102533 51:-7.5449229 52:6.0179958 53:6.8884684 54:-6.4393325 55:9.662227 56:5.7182808 57:-0.90759567 58:8.069622 59:2.8424504 60:-0.25211228 61:5.5274254 62:-1.0634408 63:-1.8536284 64:-3.0873379 65:-2.1133857 66:-5.1298042 67:-10.139869 68:-7.1961842 69:8.0874421 70:6.2964431 71:7.4781278 72:7.0091169 73:1.083867 74:7.4581132 75:-0.12579347 76:4.4978404 77:-1.3639568 78:-1.9868689 79:8.5116144 80:9.6048461 81:-2.3436568 82:1.7661748 83:-8.727526 84:-1.6205188 85:1.630751 86:6.0068472 87:2.1126768 88:-2.9330655 89:-4.2437678 90:2.4389485 91:-4.5556277 92:-5.2274993 93:0.81676518 94:-3.535815 95:-5.1155073 96:2.6067636 97:6.8384012 98:-10.664352 99:-3.2579003 100:-5.0129785 101:2.3290821 102:3.9578978 103:2.5918557 104:-4.2606294 105:-7.3568113 106:-0.81468628 107:2.0650451 108:0.56865397 109:-1.2580814 110:0.39270681 111:6.5220314 112:10.484632 113:9.297089 114:2.4077322 115:7.3131362 116:7.3998177 117:-9.4840378 118:3.558265 119:8.5802347 120:0.42598065 121:4.1865144 122:-6.0546613 123:1.8503333 124:9.7687235 125:2.8008876 126:-0.64127989 127:6.6106808 128:7.6335714 129:6.01564 130:-0.37310185 131:1.9401311 132:-0.57535404 133:-2.5570314 134:2.8373498 135:8.5156176 136:-7.6891626 137:-4.6288317 138:-4.1188996 139:-1.9371654 140:0.13942848 141:-3.805696 142:6.4174688 143:-3.8981499 144:-4.617288 145:0.88362955 146:-5.289587 147:9.6807153 148:-3.8975278 149:3.9902235 150:6.0201892 151:5.6799449 152:-10.896636 153:-3.353076 154:3.5867487 155:7.427351 156:2.6305663 157:-4.94432 158:1.4539156 159:4.5183104 160:6.5705577 161:-2.8697396 162:-1.2569589 163:-6.3963421 164:10.105205 165:5.3041717 166:6.7559546 167:5.1536496 168:1.8754326 169:-5.3456361 170:2.8332166 171:2.3674967 172:-1.8803882 173:6.300504 174:-8.3599514 175:2.2666833 176:3.336653 177:6.0634211 178:2.2956159 179:-2.8062518 180:-1.3058984 181:-0.66249993 182:5.676132 183:2.1112104 184:-7.0762327 185:-7.43787 186:-4.4155444 187:-3.5130288 188:2.6524626 189:-8.5564464 190:0.22293187 191:0.30008221 192:8.0545274 193:11.073182 194:5.8987442 195:2.1868298 196:4.7159405 197:8.9177223 198:3.2357267 199:1.4717479 200:-2.4306449 
+-0.04205826233736 1:4.7753375 2:5.7890339 3:7.3342304 4:10.549834 5:-10.040232 6:-0.52014681 7:-2.0419149 8:-1.3001369 9:-6.0348691 10:-5.7275331 11:7.0153568 12:-5.5549557 13:-4.5789139 14:-4.4733872 15:-7.8355396 16:5.1169978 17:-4.1283256 18:4.3694448 19:-0.59873656 20:-2.7331318 21:-2.5572342 22:-7.6506358 23:-10.860757 24:-4.3948266 25:-1.0175104 26:4.3385921 27:9.2145639 28:-2.010042 29:-10.006699 30:6.6519764 31:-2.6755377 32:-1.8144896 33:-9.255705 34:2.2424689 35:-5.2036801 36:-1.8457667 37:5.5498114 38:3.4345716 39:2.8788143 40:-8.7065709 41:-2.0948573 42:1.7180297 43:-5.2593037 44:10.122062 45:10.116356 46:-1.2809223 47:6.7739461 48:-7.1507611 49:-3.2887637 50:0.15003624 51:-7.1228818 52:6.2302133 53:6.4092814 54:-8.6663231 55:7.5829434 56:5.1255077 57:-0.59701648 58:7.0066633 59:2.4746745 60:-4.1438612 61:5.8687142 62:-2.7122053 63:-3.0999576 64:-2.4774265 65:-2.4380189 66:-6.2143323 67:-10.099573 68:-8.7950962 69:9.2266847 70:7.6894162 71:8.168577 72:9.1599257 73:-2.7843246 74:6.0386679 75:-1.3430826 76:3.8246466 77:-3.6575484 78:-1.8537389 79:7.6361298 80:9.8598963 81:-2.4698141 82:2.8675628 83:-8.5585787 84:-2.2944637 85:-0.75097191 86:5.6050662 87:3.275773 88:-4.1408754 89:-4.6718624 90:0.40400666 91:-5.695714 92:-4.7718254 93:1.0762125 94:-2.3065143 95:-4.3654718 96:3.5074386 97:5.8922721 98:-9.3387816 99:-6.4662786 100:-2.8761068 101:3.5272373 102:5.4346891 103:1.4085663 104:-1.715902 105:-5.828414 106:-3.7462115 107:1.7799852 108:-0.44837894 109:-0.55276008 110:-0.31476037 111:8.4752231 112:9.4106807 113:8.4446684 114:1.3107367 115:8.8911218 116:8.4343853 117:-7.9677169 118:2.832542 119:10.874042 120:1.1218807 121:2.8830222 122:-3.7461447 123:2.6211655 124:8.85027 125:3.3298702 126:1.4880153 127:6.9021621 128:8.5085509 129:5.2272373 130:1.5771322 131:0.38548999 132:-0.68927519 133:-1.9518903 134:1.7407474 135:10.404196 136:-5.4746506 137:-2.5339829 138:-3.3015206 139:-1.8494492 140:-1.6890586 141:-1.0659343 142:4.4101936 143:-3.7645577 144:-5.0351179 145:-0.5287592 146:-6.5825526 147:9.1991327 148:-3.1973735 149:4.1974099 150:5.1089837 151:8.1276784 152:-8.2493811 153:-4.3691184 154:4.472653 155:4.418536 156:1.2583646 157:-6.5140136 158:5.5253033 159:5.6051213 160:8.4723778 161:-2.498512 162:-2.9146056 163:-6.2130554 164:7.9346132 165:3.7559225 166:6.7183418 167:7.1558676 168:0.39986944 169:-6.8524668 170:4.4396005 171:2.2056357 172:1.4210567 173:4.2473135 174:-6.9045667 175:1.0063434 176:4.0466284 177:4.9275698 178:1.6402749 179:-4.8991106 180:-1.3863037 181:0.41604116 182:5.1075766 183:1.8841641 184:-4.7546689 185:-6.6360863 186:-5.883558 187:-5.0074368 188:4.0625613 189:-11.77489 190:3.1566392 191:-1.2318267 192:6.8853585 193:8.2678272 194:6.6643334 195:2.4572232 196:4.8667387 197:10.28329 198:2.015592 199:2.0785286 200:-3.2738159 
+-0.036804728451539287 1:4.632915 2:3.7597913 3:7.2933448 4:10.385611 5:-7.6950598 6:0.97298856 7:-2.5596054 8:-2.0763253 9:-6.8787936 10:-6.3007852 11:7.4426774 12:-3.8948188 13:-8.0685099 14:-5.3070433 15:-7.389707 16:4.806954 17:-2.9879162 18:4.2628466 19:-0.13826845 20:-2.3638523 21:-1.0676916 22:-8.2518027 23:-7.1967106 24:-4.3859709 25:-2.6367375 26:3.7991363 27:7.8271939 28:0.30327009 29:-8.8508071 30:8.1973651 31:-1.1151892 32:-0.35598047 33:-9.2790108 34:2.9309992 35:-6.2203461 36:-3.3154673 37:6.0816975 38:4.6533021 39:3.4275183 40:-9.3880937 41:-3.5851907 42:1.5571363 43:-6.2562254 44:10.58292 45:8.4019572 46:-2.4252521 47:7.1483422 48:-8.333123 49:-6.8198014 50:2.3115275 51:-6.6227709 52:5.79099 53:4.778089 54:-6.8976852 55:7.7042919 56:4.9377476 57:-1.1902069 58:7.56571 59:4.969121 60:-2.9751051 61:8.571452 62:-1.9778903 63:-3.4261938 64:-5.1361191 65:-2.5952539 66:-4.1039814 67:-10.6358 68:-7.7947068 69:9.2067031 70:8.6542197 71:6.9368057 72:8.9213645 73:2.0742229 74:6.0205335 75:-0.64110589 76:5.5190093 77:-1.4482704 78:-2.5522327 79:6.9589366 80:10.573086 81:-2.5309804 82:-0.26204995 83:-7.2912474 84:-1.3608323 85:-1.010153 86:5.877462 87:3.0534096 88:-5.1732577 89:-6.9158318 90:0.12424497 91:-5.7800708 92:-6.6566397 93:0.59140098 94:-2.1423679 95:-5.5678686 96:2.7548979 97:8.1304557 98:-11.251171 99:-4.8170354 100:-5.075502 101:1.392334 102:3.2979094 103:2.4780905 104:-2.339763 105:-5.7423337 106:-1.981079 107:2.1350361 108:-0.49798472 109:-3.0175187 110:-0.57969607 111:6.063446 112:7.0872467 113:8.8355989 114:2.1158673 115:7.5316453 116:8.9669387 117:-9.0091721 118:2.6064569 119:9.6946089 120:1.0699406 121:4.4158681 122:-5.6816466 123:3.6177402 124:10.303588 125:3.8130972 126:-0.47843087 127:8.1134998 128:10.626645 129:5.0278035 130:0.5678228 131:1.1536423 132:-4.0550065 133:-1.2919339 134:3.1216179 135:8.6771815 136:-7.1552073 137:-3.4560143 138:-3.4966397 139:-3.5581835 140:-0.32269972 141:-5.005431 142:4.9161337 143:-2.7629725 144:-4.9914808 145:-1.0309596 146:-7.0681733 147:7.7230066 148:-4.6943927 149:5.2820055 150:5.5862599 151:6.9264318 152:-11.166132 153:-3.3228408 154:3.0834267 155:5.1674889 156:2.4647057 157:-5.3452028 158:1.7821796 159:5.7550056 160:9.1141321 161:-3.3346414 162:-1.7957561 163:-5.139413 164:10.186051 165:6.7545539 166:7.058283 167:7.6216074 168:2.4563542 169:-5.4242424 170:3.442383 171:2.4457807 172:-0.40277295 173:4.0017787 174:-8.4702808 175:1.1799199 176:4.7196927 177:5.7650175 178:3.35303 179:-3.2944108 180:-1.3575742 181:-0.16625104 182:5.2775099 183:2.7937426 184:-4.4761719 185:-5.0163133 186:-6.6250537 187:-3.8435885 188:2.2008353 189:-10.419458 190:2.4192134 191:-0.33510178 192:7.6304844 193:10.501667 194:6.9445678 195:2.8549049 196:3.9565661 197:9.2126082 198:1.7572982 199:0.34270279 200:0.93381942 
+-0.124875367940197 1:3.5320296 2:3.5195307 3:7.8137479 4:8.7630961 5:-5.8094971 6:2.7534364 7:-3.5771564 8:-2.7542652 9:-7.3571172 10:-5.2575035 11:5.5340502 12:-5.753895 13:-8.7729122 14:-6.0143993 15:-6.2554907 16:3.6885982 17:-4.8042892 18:7.4186924 19:1.5231376 20:-4.053085 21:-2.8950637 22:-9.7480713 23:-10.90833 24:-3.5461136 25:-2.6104374 26:2.9943222 27:8.9075297 28:1.8729617 29:-9.5432906 30:9.0823081 31:-1.1689109 32:-1.6370553 33:-8.9464885 34:1.971552 35:-3.8285794 36:-1.2196574 37:3.4407283 38:3.3679752 39:2.2598495 40:-9.502374 41:-2.0128908 42:4.2737988 43:-7.3417692 44:10.655856 45:9.6711776 46:-2.5037529 47:6.8066437 48:-6.7804649 49:-4.1317993 50:2.5516107 51:-9.3698363 52:4.9980821 53:5.4272971 54:-5.997237 55:9.6854092 56:4.7845413 57:-2.3218025 58:6.9841295 59:3.5462239 60:-3.6596705 61:7.2891738 62:-2.5596143 63:-2.9424785 64:-1.6213829 65:-2.9974789 66:-6.5380998 67:-9.8307326 68:-9.0368693 69:7.8967807 70:8.3442918 71:7.0659829 72:9.1539883 73:0.33077865 74:8.239812 75:-0.8378567 76:5.4496015 77:-3.1330394 78:-1.1633723 79:7.8816961 80:7.9669941 81:-1.7683194 82:0.54732141 83:-8.7214817 84:-2.0267835 85:-0.98325556 86:4.862124 87:1.905172 88:-5.1279155 89:-5.2061811 90:-0.61820754 91:-4.1857585 92:-4.5954123 93:2.1151637 94:0.72725074 95:-4.4934111 96:5.6738618 97:7.4708878 98:-8.4345206 99:-5.4834294 100:-3.4246973 101:4.0445005 102:5.047322 103:0.28740168 104:-3.2068547 105:-6.1656103 106:-2.3962226 107:0.15066553 108:-1.0608545 109:-2.4297161 110:-1.8096425 111:5.4392581 112:7.1661817 113:8.0610902 114:2.225495 115:7.9341147 116:7.8508318 117:-9.0057323 118:2.8718496 119:10.950611 120:2.1198186 121:1.6594818 122:-4.449715 123:0.15551283 124:9.9676376 125:4.5435366 126:1.2804854 127:5.7864524 128:8.2660315 129:6.5833085 130:0.86868113 131:-0.38654347 132:-0.54012018 133:-0.39610771 134:1.8616777 135:9.3181849 136:-8.6963283 137:-2.5340726 138:-2.05947 139:-3.137474 140:-2.0024287 141:-3.1586538 142:6.176979 143:-2.9702188 144:-4.454134 145:-1.3033306 146:-7.9306987 147:7.7889922 148:-4.663618 149:4.2007221 150:5.9601975 151:6.0578626 152:-9.0682118 153:-1.8618138 154:5.4662101 155:5.4156546 156:2.444736 157:-5.0239533 158:4.4946122 159:6.1507677 160:6.4454391 161:-3.5730675 162:-2.4062969 163:-6.0545196 164:8.5189834 165:5.4799558 166:6.4049583 167:7.0466643 168:1.914054 169:-6.8571421 170:3.1004313 171:2.3119357 172:-0.43999603 173:4.1020998 174:-8.3243068 175:0.20120341 176:3.7496811 177:4.2620781 178:1.1796011 179:-2.3068929 180:-1.769714 181:-1.3776369 182:5.3464576 183:2.6408857 184:-4.1305401 185:-6.1011467 186:-7.3712472 187:-2.227598 188:4.3485309 189:-8.7228925 190:1.6767826 191:1.1131894 192:6.6462895 193:11.262617 194:8.2059102 195:2.9115844 196:5.6814902 197:8.5633956 198:3.0653787 199:0.5875564 200:-1.6532412 
+-0.030831935532871026 1:4.7113975 2:3.6763578 3:7.7842297 4:10.479114 5:-5.8422298 6:0.22180758 7:-2.0719561 8:-3.3889151 9:-4.4733029 10:-6.0355768 11:7.473435 12:-5.4651448 13:-7.1191782 14:-3.6564147 15:-8.248789 16:5.0737606 17:-4.8750799 18:5.240957 19:-1.4074305 20:-2.420749 21:-1.898454 22:-9.4639599 23:-9.4252464 24:-5.2267443 25:-2.1334319 26:4.355176 27:8.9669605 28:0.91454831 29:-8.7475329 30:7.4186012 31:-1.8535167 32:-1.6213454 33:-11.242984 34:1.3720966 35:-2.4474219 36:-2.5418817 37:5.2761466 38:3.0446497 39:3.7693967 40:-7.331755 41:-2.5063538 42:4.7400383 43:-5.7867687 44:8.7050045 45:8.9937719 46:-1.6395939 47:7.7552414 48:-6.0512829 49:-3.2531835 50:0.85233537 51:-8.137007 52:4.6543198 53:6.7249814 54:-7.7508698 55:7.5895438 56:4.0971765 57:-0.65972516 58:6.6860734 59:2.6748258 60:-5.1856683 61:6.7510406 62:-0.15084175 63:-1.6624911 64:-2.5250577 65:-1.3029624 66:-5.2180234 67:-10.778744 68:-9.0466106 69:8.5907296 70:8.2645478 71:9.3692949 72:8.7076491 73:0.08567429 74:7.442863 75:-1.596306 76:4.2704257 77:-3.649028 78:-1.7772998 79:8.3110453 80:10.929689 81:-0.73472297 82:0.90461235 83:-7.5532546 84:-1.8805874 85:0.38184148 86:7.9156742 87:2.8892036 88:-4.9479331 89:-4.0998339 90:0.70532469 91:-4.8497349 92:-5.9005937 93:0.52334346 94:-3.8605666 95:-3.3426536 96:3.8681317 97:6.9406011 98:-9.2512853 99:-3.1264334 100:-4.2069552 101:4.0421202 102:5.1612146 103:0.74617351 104:-1.2227207 105:-5.6155553 106:-2.0252784 107:0.14955969 108:-1.884838 109:-0.30140221 110:-3.2785659 111:3.6209677 112:8.443777 113:9.944428 114:0.26564917 115:7.6041778 116:8.3773915 117:-8.7594065 118:3.3540404 119:6.17787 120:0.81280096 121:3.5936672 122:-1.4792194 123:1.195681 124:9.3017413 125:5.0249945 126:0.39756107 127:7.3281954 128:8.6787937 129:4.1701879 130:1.6550316 131:0.96184945 132:-3.3108454 133:-2.952447 134:0.89678362 135:10.348081 136:-5.8101409 137:-2.8715596 138:-2.9292331 139:-3.0875809 140:-3.1988093 141:-4.1816441 142:4.617616 143:-2.736796 144:-3.3128485 145:-0.41088919 146:-7.0125443 147:8.9646706 148:-1.6742785 149:4.5260872 150:6.9098778 151:6.9112667 152:-10.621255 153:-3.9871256 154:4.0818596 155:6.2341574 156:0.0091651023 157:-4.5245473 158:2.0457568 159:4.8539399 160:6.9161159 161:-4.3323876 162:-3.389425 163:-9.0752281 164:8.1518562 165:6.0030411 166:5.9832033 167:5.4063807 168:-0.53223596 169:-7.3736333 170:3.6304057 171:1.1028857 172:-2.2036747 173:3.7248865 174:-7.1575807 175:3.1393718 176:3.7803714 177:7.1596031 178:2.4132008 179:-3.2843913 180:-1.7555537 181:0.48650475 182:7.1029134 183:1.8581343 184:-4.8538265 185:-7.8755341 186:-4.8492454 187:-3.0406872 188:2.9154251 189:-8.4885995 190:-0.66498296 191:0.88148826 192:6.6467244 193:9.9618075 194:7.9553718 195:1.1880292 196:3.6262362 197:10.27133 198:2.8217666 199:2.0511984 200:-1.6285945 
+-0.013982378608757843 1:3.314251 2:3.9382115 3:8.9401386 4:11.005354 5:-7.0791338 6:0.29909585 7:-6.7961942 8:-2.0766691 9:-6.5108623 10:-6.5889702 11:7.4557326 12:-6.4804516 13:-7.7255206 14:-5.8665358 15:-6.8506887 16:4.2080909 17:-2.293196 18:3.8035776 19:-1.0889104 20:-1.0152756 21:-0.81502978 22:-8.1316958 23:-9.1561387 24:-3.3558597 25:-3.4432682 26:3.8415255 27:10.481611 28:-1.3073266 29:-7.5302533 30:9.9118271 31:-0.014752282 32:-2.6707191 33:-9.2302261 34:2.3975152 35:-4.1799346 36:-3.6437333 37:4.650878 38:4.0413487 39:3.4622281 40:-10.682836 41:-1.3627105 42:4.4937887 43:-5.3980491 44:8.7450997 45:9.0550079 46:-2.1805185 47:6.8743277 48:-7.9951115 49:-3.4316708 50:0.63105433 51:-8.2126865 52:4.9700319 53:6.3630108 54:-5.6900089 55:9.0137338 56:5.0086499 57:0.12186954 58:7.9346826 59:1.3719744 60:-3.452643 61:5.3711662 62:0.68124418 63:-3.6569624 64:-3.4750448 65:-2.6270576 66:-4.4062151 67:-10.523062 68:-9.8336946 69:10.08115 70:10.508072 71:9.133717 72:9.1271355 73:0.79733214 74:6.4564724 75:0.36654643 76:3.2698198 77:-2.5474681 78:-0.71459636 79:8.5469264 80:6.9659804 81:-2.7381743 82:0.40844455 83:-8.0492956 84:-1.7891522 85:0.60950667 86:7.0977703 87:2.190497 88:-4.9600914 89:-3.6360281 90:0.69034264 91:-5.1441967 92:-4.884195 93:0.82994797 94:-2.7766162 95:-3.902157 96:2.0187937 97:8.4886395 98:-10.90816 99:-3.3746854 100:-3.6042556 101:4.7371455 102:5.1665858 103:0.65231099 104:-2.375412 105:-5.2004497 106:-1.7241124 107:1.2970143 108:-0.99227934 109:-3.5237216 110:-2.3964454 111:4.5727399 112:6.0644924 113:9.3450537 114:1.7915157 115:8.1782779 116:7.8703584 117:-10.05547 118:2.2751615 119:8.4748603 120:0.27592939 121:2.8027341 122:-5.5539233 123:2.5191774 124:10.668963 125:3.229914 126:0.24763572 127:7.1765185 128:8.7894936 129:5.0929177 130:-0.11788881 131:0.33070591 132:-1.425644 133:-1.2353199 134:1.5744665 135:8.3545072 136:-6.1184217 137:-3.6138353 138:-5.4639081 139:-2.9037192 140:-1.1149949 141:-3.8046365 142:4.3079169 143:-3.8062762 144:-6.2052756 145:1.2886156 146:-7.9011316 147:9.0720237 148:-2.1364493 149:3.4400504 150:5.0646991 151:5.3631656 152:-10.872259 153:-2.7896795 154:5.0958019 155:7.1349167 156:2.7346566 157:-2.8973897 158:4.0426603 159:3.785276 160:7.3427207 161:-5.4606595 162:-2.241446 163:-7.1290085 164:9.4668096 165:4.8682526 166:6.4466542 167:6.2918485 168:1.7548995 169:-5.8885432 170:3.7490571 171:2.6156022 172:0.33119567 173:3.9796081 174:-5.8065876 175:2.4963008 176:4.6655323 177:6.2723985 178:2.8050599 179:-3.4728213 180:-1.4059897 181:0.020443823 182:5.809279 183:2.1292511 184:-4.0388458 185:-7.1870062 186:-5.1541433 187:-2.8318707 188:3.5721432 189:-11.535432 190:1.9257176 191:0.13903725 192:10.169571 193:8.8166115 194:7.6219436 195:1.9390254 196:6.6213753 197:9.8900701 198:0.7223001 199:1.0283642 200:0.13350701 
+-0.0023515305680003183 1:2.5133299 2:5.1844387 3:5.840132 4:8.6340701 5:-8.1392439 6:0.68152468 7:-3.9233742 8:-3.5214075 9:-5.7517312 10:-6.938233 11:7.2361556 12:-5.584579 13:-7.59519 14:-4.916039 15:-7.5417585 16:2.5437155 17:-3.0376821 18:5.5423735 19:0.46266331 20:-2.7805926 21:-0.9134521 22:-9.7861734 23:-8.9193031 24:-4.1406114 25:-2.5538873 26:4.776597 27:7.8047459 28:-1.2324563 29:-7.1381074 30:7.2325198 31:-1.5053811 32:-0.46494287 33:-10.112878 34:3.1673602 35:-6.2169956 36:-1.6769743 37:4.6469844 38:4.485021 39:2.2117585 40:-8.264994 41:-1.8642361 42:2.3800324 43:-7.8526797 44:7.3953234 45:10.108998 46:-2.6181474 47:7.4466938 48:-6.8133264 49:-3.8554833 50:2.7056386 51:-8.058408 52:6.0637131 53:7.4592576 54:-5.3496857 55:7.3348932 56:3.7411118 57:-2.485634 58:7.1260317 59:2.2353495 60:-3.2017595 61:5.7723247 62:-0.71747188 63:-4.039361 64:-0.025234748 65:0.2313634 66:-4.9047237 67:-10.100219 68:-6.6140541 69:9.4046518 70:7.10765 71:8.584236 72:7.9396962 73:0.72134928 74:5.8232129 75:0.29989613 76:5.2888267 77:-2.5106093 78:-0.77408482 79:9.0904901 80:9.799376 81:-1.9118948 82:0.1715013 83:-7.8590102 84:-3.9288826 85:1.680014 86:8.6983862 87:0.86080793 88:-6.2687608 89:-3.4066911 90:0.051039583 91:-4.990037 92:-6.9296869 93:3.1341548 94:-2.3171519 95:-5.6411923 96:5.3377345 97:8.587434 98:-11.210367 99:-4.634328 100:-2.8383949 101:3.2243098 102:4.2103255 103:0.21002585 104:-2.3294711 105:-4.2648479 106:-2.1556226 107:0.9394038 108:0.82298394 109:-1.0687205 110:-0.19585145 111:5.0480403 112:7.0558384 113:9.3258189 114:2.7563474 115:8.3340086 116:6.9905979 117:-9.7940873 118:0.74194831 119:10.502311 120:-0.15695563 121:3.0357281 122:-4.0827056 123:1.079728 124:9.7266526 125:4.6143003 126:-0.33927807 127:7.6248496 128:8.4189095 129:7.6464406 130:-1.4592032 131:1.7067887 132:-0.49376959 133:-0.79149565 134:2.7232389 135:8.8862856 136:-6.0675926 137:-4.0613467 138:-2.4571598 139:-3.1571972 140:-0.83597385 141:-2.4820374 142:5.8184176 143:-2.2993407 144:-4.4706234 145:0.14620535 146:-5.9548863 147:8.7667159 148:-3.7441991 149:4.5936784 150:4.8308224 151:7.364098 152:-9.268258 153:-4.006112 154:3.2114886 155:5.9661226 156:2.4336526 157:-4.7453908 158:0.89971774 159:6.330809 160:6.5008625 161:-4.0306065 162:-0.97306467 163:-6.866134 164:8.8781742 165:5.7241088 166:5.6851895 167:8.6884503 168:0.058450248 169:-6.576084 170:3.5067274 171:2.0236947 172:0.32316311 173:4.1531222 174:-6.3308668 175:0.4398752 176:1.3455807 177:6.9313086 178:0.86829768 179:-2.0792776 180:-1.2824928 181:-0.1757218 182:6.0332186 183:4.5804979 184:-4.8032201 185:-5.4996028 186:-6.7401912 187:-1.5491753 188:5.7998456 189:-9.4946773 190:1.1287288 191:-0.21840467 192:9.6197475 193:8.0502706 194:7.3510601 195:2.5971713 196:3.2327558 197:10.437076 198:1.0259026 199:1.9937668 200:-3.5119488 
+-0.16770760105231891 1:2.4650341 2:5.8501316 3:7.9649412 4:9.2395661 5:-7.5571312 6:-2.2099086 7:-2.4778175 8:-2.6635455 9:-5.4627323 10:-8.4638684 11:5.6751252 12:-6.4670201 13:-5.8130919 14:-4.3518225 15:-5.8884043 16:4.961671 17:-4.1927118 18:2.8587005 19:1.0007861 20:-1.9921687 21:-1.0002 22:-9.533488 23:-9.5669243 24:-3.5949384 25:-1.3514057 26:5.6004352 27:10.340194 28:-0.23046352 29:-8.5746521 30:7.6180079 31:-0.14460517 32:-1.2175737 33:-9.9188322 34:3.9607709 35:-6.8880189 36:-0.82355121 37:6.2022151 38:3.7240266 39:4.1934121 40:-8.2501203 41:-1.4387784 42:5.2633693 43:-5.7092375 44:9.8941625 45:9.7794121 46:-2.005432 47:8.5005188 48:-8.7304212 49:-2.4100044 50:-0.10589956 51:-7.0801778 52:5.7407263 53:5.9295865 54:-6.3783459 55:7.3981905 56:5.4176774 57:-1.6266831 58:6.6008538 59:2.274512 60:-4.3351771 61:5.7827935 62:-1.6698086 63:-3.4487475 64:-2.8434082 65:-3.3277686 66:-5.1783506 67:-8.9275166 68:-10.5569 69:8.0649108 70:10.70449 71:8.7321675 72:10.095378 73:0.49146843 74:7.467449 75:-0.5594153 76:5.6211151 77:-2.6228708 78:-2.3576587 79:10.27848 80:7.7772092 81:-1.0781239 82:1.8058657 83:-8.3913566 84:-3.4770787 85:0.65957807 86:9.7670016 87:3.9067759 88:-3.3471677 89:-4.6066845 90:1.2262616 91:-4.1210109 92:-3.5392084 93:2.6793796 94:-3.0720794 95:-2.9534458 96:3.793719 97:8.1594782 98:-10.477055 99:-6.1390871 100:-1.8373506 101:4.7261737 102:2.1152904 103:0.61921194 104:-4.4129118 105:-4.2745041 106:-3.871568 107:2.737082 108:-1.254856 109:-2.4170008 110:-1.3751902 111:3.5649969 112:8.3204066 113:11.271069 114:0.90853515 115:8.1015227 116:7.9365831 117:-9.5604306 118:0.86475026 119:7.7671065 120:0.1121152 121:2.7176306 122:-4.8107283 123:4.7513458 124:9.5945981 125:3.8975611 126:0.50883391 127:8.6878602 128:8.8402544 129:3.9134713 130:0.27079255 131:-0.11702593 132:-0.13851174 133:-1.7307725 134:1.8726366 135:8.3336373 136:-6.7871193 137:-2.0239119 138:-2.24839 139:-4.3086148 140:-1.889745 141:-3.3879218 142:5.196399 143:-2.6199849 144:-3.642472 145:0.19384113 146:-8.0252756 147:8.2197412 148:-2.0617952 149:6.2304157 150:5.6909668 151:7.2842823 152:-10.956449 153:-2.9805888 154:3.3081923 155:7.2307801 156:-0.19208178 157:-6.9147491 158:2.9915474 159:5.6102642 160:6.1840019 161:-3.0154035 162:-3.9246514 163:-6.5962157 164:11.326965 165:5.809596 166:6.7387564 167:7.7287898 168:1.7332773 169:-7.1834625 170:3.3389367 171:2.3998993 172:-0.014865369 173:5.438482 174:-9.4022515 175:0.61256552 176:3.9695271 177:6.1443468 178:0.89591015 179:-1.8704609 180:-1.1323604 181:0.93657793 182:5.5277341 183:3.1934541 184:-5.1983288 185:-5.4469883 186:-5.7782335 187:-4.4725661 188:5.6768999 189:-9.5871289 190:1.4839278 191:-0.24760501 192:7.5306847 193:10.84412 194:6.4602952 195:4.277929 196:3.4276889 197:8.2173936 198:2.3943188 199:1.5911027 200:-1.7765753 
+-0.048118497219186901 1:3.1141555 2:4.4033113 3:6.8564198 4:8.8636968 5:-8.8830138 6:0.60723618 7:-3.2587078 8:-3.2093163 9:-4.8209108 10:-6.6904188 11:5.7063816 12:-4.9648171 13:-8.7770127 14:-5.2036731 15:-7.1982653 16:2.7574309 17:-4.4162852 18:6.5686687 19:0.15753106 20:-2.0835862 21:-0.085813075 22:-9.5104468 23:-9.6146855 24:-4.7531889 25:-0.64050011 26:4.8214284 27:8.7101291 28:-0.72053581 29:-9.4668627 30:9.0221835 31:-0.12321693 32:-2.3157555 33:-9.1418285 34:3.9719094 35:-4.5684705 36:-2.5792154 37:4.3401179 38:3.9848659 39:0.51303636 40:-9.3422642 41:-1.1034575 42:3.7395578 43:-5.1555168 44:10.757357 45:9.3481581 46:-1.5209278 47:9.1614424 48:-5.797159 49:-3.5012628 50:3.4402095 51:-6.7129665 52:4.8424695 53:5.7432928 54:-5.8106245 55:7.5026168 56:3.6520733 57:-2.3134425 58:6.4849325 59:0.78462525 60:-2.4998903 61:5.2581669 62:-1.8666712 63:-2.9438147 64:-3.2496905 65:-3.7490178 66:-5.4941467 67:-9.0892201 68:-8.377474 69:9.5485153 70:8.7228312 71:7.0904353 72:7.8247866 73:2.269404 74:8.4394026 75:-1.418881 76:4.4391651 77:-2.5114968 78:-2.4352274 79:7.6031463 80:10.381352 81:-2.186115 82:0.51637988 83:-8.3630887 84:-0.81970829 85:0.62109867 86:7.7458723 87:3.7166671 88:-5.4075413 89:-5.7006169 90:1.0603225 91:-5.4448928 92:-6.8181388 93:0.56231485 94:-2.1659424 95:-4.1483964 96:4.0160648 97:7.8070213 98:-7.8696148 99:-4.308532 100:-3.6697849 101:4.2908705 102:3.8388957 103:1.2795535 104:-3.5117828 105:-7.3771512 106:-2.1477019 107:0.93772661 108:-1.3370138 109:-2.5490838 110:-1.4049073 111:6.2220186 112:9.1031284 113:8.6174082 114:1.8593404 115:7.4822372 116:9.3483699 117:-8.3963607 118:1.2627647 119:7.8849094 120:0.67228639 121:3.0915529 122:-4.1444761 123:0.36353886 124:8.4376781 125:3.1728919 126:0.95855411 127:8.165241 128:10.217905 129:4.3414479 130:0.43175605 131:1.3174349 132:-2.4820513 133:-1.1601818 134:0.24042258 135:9.3116492 136:-4.9337443 137:-1.7145611 138:-5.6369975 139:-3.1098817 140:-0.81097475 141:-2.5615019 142:3.9911432 143:-3.0700546 144:-2.9539742 145:-0.29181118 146:-7.5769145 147:8.6711637 148:-3.1337509 149:5.4609572 150:7.1737608 151:5.4206696 152:-10.134077 153:-4.6315116 154:3.0037765 155:6.1501299 156:-0.26447787 157:-5.1742928 158:-0.53243991 159:4.3253642 160:6.634563 161:-5.0471969 162:-1.2431294 163:-7.0475231 164:8.8895641 165:3.9540258 166:5.1740406 167:5.2903586 168:1.4559855 169:-5.9880064 170:2.2119063 171:3.1244776 172:-1.0640232 173:2.2193403 174:-8.1620181 175:3.1825082 176:3.7928881 177:6.0939227 178:2.7442982 179:-1.6513947 180:0.88174619 181:0.88314095 182:4.1062966 183:3.5818467 184:-3.2977822 185:-7.2369634 186:-7.2233786 187:-3.2248281 188:5.016632 189:-10.567527 190:2.4737852 191:1.8062847 192:8.8859336 193:10.727642 194:7.5520469 195:3.4636383 196:4.9486533 197:9.3053405 198:2.211733 199:0.50959659 200:-2.2218579 
+-0.051223075616146765 1:3.0797859 2:3.9785289 3:7.2606004 4:8.4467867 5:-7.4530651 6:-1.7589857 7:-4.5309071 8:-4.0364443 9:-8.7882945 10:-5.5834344 11:6.7314336 12:-6.1798546 13:-7.8720192 14:-5.1782127 15:-8.2708271 16:5.4533949 17:-3.2732104 18:5.5946328 19:-2.6503275 20:-2.7999906 21:-1.468288 22:-8.4815382 23:-11.030273 24:-4.255337 25:-1.6603847 26:4.4033634 27:5.9617626 28:-1.8944734 29:-8.0286739 30:8.6821295 31:-0.093907114 32:-2.1130534 33:-7.9070335 34:0.76412319 35:-5.7460033 36:-0.65783955 37:5.7610685 38:4.611412 39:2.9944329 40:-8.8416066 41:-3.0490606 42:3.0517461 43:-6.4932361 44:9.5935947 45:8.7899959 46:-2.8516763 47:8.5230741 48:-7.0694284 49:-1.9837834 50:2.2139104 51:-6.8508765 52:5.6576563 53:8.1804683 54:-7.3992779 55:8.2628265 56:4.4125102 57:-0.98210136 58:6.2282654 59:2.6256763 60:-0.92427009 61:6.0065076 62:-0.37123673 63:-1.7706653 64:-1.0639802 65:-1.3930277 66:-5.2895433 67:-10.165662 68:-9.3171039 69:10.175969 70:8.9351953 71:8.8029694 72:10.804552 73:-0.42978092 74:7.0756856 75:-1.0369519 76:5.3849988 77:-1.8121969 78:-2.9331582 79:8.2351385 80:8.731496 81:0.071344065 82:1.2168357 83:-9.0180074 84:-3.1280602 85:0.46430284 86:7.4274655 87:2.9129431 88:-3.5948996 89:-3.7208662 90:1.2719903 91:-4.2519188 92:-4.8938245 93:1.2867605 94:-2.69095 95:-5.9040814 96:5.9299114 97:6.9075575 98:-9.7392291 99:-4.1839139 100:-1.7169829 101:3.2997911 102:4.4096955 103:3.105249 104:-2.4171736 105:-7.1080271 106:-1.2872331 107:4.4166805 108:-2.3925817 109:-0.38563448 110:-0.76936322 111:5.5501566 112:10.41982 113:8.4568937 114:3.120034 115:6.9581278 116:7.6095706 117:-11.267536 118:0.71747383 119:8.8942275 120:-1.4097987 121:2.8331036 122:-2.5965571 123:1.4728266 124:9.9976329 125:5.7060924 126:0.44696934 127:5.9147208 128:8.2977774 129:6.3156874 130:1.113029 131:-0.57853886 132:0.019402857 133:-2.2639462 134:2.4790141 135:7.7656195 136:-6.9581327 137:-3.4950081 138:-3.3361405 139:-1.8769543 140:-0.45404908 141:-3.7457302 142:4.0789236 143:-3.282491 144:-4.0047928 145:-0.92811252 146:-8.3321402 147:6.7262816 148:-1.7811193 149:4.0167222 150:6.9275072 151:4.9075232 152:-10.543849 153:-3.4148652 154:3.955895 155:7.2218877 156:1.9014136 157:-5.1492597 158:1.4671235 159:3.4463022 160:6.5717889 161:-4.2818549 162:-0.67363103 163:-7.6578735 164:9.1870081 165:5.1297855 166:5.7374505 167:8.3592066 168:2.1600041 169:-6.2186614 170:1.8183308 171:1.5122754 172:1.2268528 173:3.8622458 174:-6.5829466 175:1.595395 176:4.0906909 177:7.028648 178:2.506238 179:-2.3773091 180:-0.070602523 181:-0.6566068 182:6.7284511 183:1.0624798 184:-5.2054999 185:-7.2129206 186:-4.8726555 187:-2.8872546 188:3.882595 189:-10.496396 190:2.896041 191:1.2302429 192:8.1077437 193:11.549515 194:7.2327075 195:2.1539542 196:6.2564722 197:7.5977636 198:1.6833579 199:2.8593196 200:-2.5305407 
+-0.03703270936514419 1:3.773627 2:5.4829034 3:6.8480457 4:8.3182784 5:-9.3631497 6:-0.54663496 7:-2.7033855 8:-2.9185119 9:-5.3968962 10:-6.6980425 11:6.3221922 12:-7.0022095 13:-7.0211632 14:-2.8848477 15:-8.5774581 16:6.0247267 17:-4.8303575 18:5.0799519 19:0.38174923 20:-4.8996235 21:0.8137159 22:-7.3530873 23:-11.160325 24:-5.3491391 25:-2.7558458 26:2.5926664 27:7.6477551 28:0.26594195 29:-8.243784 30:10.370147 31:-1.6604288 32:-1.2189561 33:-7.4576469 34:2.2169356 35:-4.8279059 36:-1.6150232 37:4.9044124 38:4.5939586 39:1.8373658 40:-8.5406055 41:-3.4529843 42:3.0397148 43:-7.4500558 44:10.002396 45:8.9568525 46:-1.0412435 47:6.0765697 48:-7.5095732 49:-3.0144972 50:3.2197369 51:-7.2012276 52:6.0990037 53:7.0444732 54:-5.9925785 55:7.8489576 56:4.6299368 57:-2.9684019 58:5.020656 59:2.8547053 60:-4.5082981 61:6.670494 62:-0.90441716 63:-3.4690119 64:-3.6859846 65:-2.4799415 66:-5.21647 67:-12.779864 68:-7.7777452 69:7.9906593 70:7.7985952 71:7.8164323 72:8.6244259 73:1.9661751 74:7.7949183 75:1.7575358 76:5.8524972 77:-2.066421 78:-3.7076776 79:7.5084033 80:9.761092 81:-2.1884448 82:2.5797779 83:-7.8811195 84:-0.20372899 85:0.41685241 86:8.6131856 87:3.1969232 88:-7.4588589 89:-4.1794249 90:1.2182359 91:-4.4095119 92:-5.0106431 93:0.73002013 94:-3.6705844 95:-4.4756984 96:4.6130039 97:8.7937348 98:-9.9637543 99:-3.3776862 100:-3.8646988 101:2.0840128 102:4.8177207 103:1.2537875 104:-2.1538594 105:-4.6759666 106:-0.86002332 107:1.4971069 108:-0.78282496 109:-3.8208258 110:-1.9984355 111:4.4471547 112:6.1577952 113:7.7052364 114:1.2145656 115:9.5089815 116:7.4509456 117:-10.503195 118:2.3948813 119:9.3072701 120:-1.283555 121:2.4022665 122:-3.9347041 123:3.1139429 124:10.730435 125:5.3249215 126:-0.9167252 127:9.2850919 128:8.1973732 129:6.1965801 130:0.093113456 131:2.0293054 132:-0.42857325 133:-1.7602876 134:1.9531943 135:8.2893501 136:-7.5312714 137:-3.4695459 138:-3.5415082 139:-3.9951777 140:-1.719583 141:-3.2547997 142:5.9708831 143:-3.0586909 144:-4.1908494 145:0.12182564 146:-7.7606988 147:8.1281378 148:0.0050816791 149:5.8229816 150:4.9567525 151:6.8078753 152:-9.4194551 153:-3.7910051 154:5.1555942 155:6.5458693 156:0.77627723 157:-5.4056729 158:2.7350165 159:4.2703711 160:7.1319027 161:-2.9994281 162:-1.0922429 163:-7.5506961 164:7.3855265 165:5.5730328 166:6.0117256 167:7.4137696 168:0.017356791 169:-7.1064325 170:5.0095637 171:1.132534 172:-0.38940845 173:5.2190905 174:-7.8697785 175:1.61906 176:4.0892612 177:7.589505 178:2.0697332 179:-4.4204662 180:-2.0592739 181:-0.73695918 182:5.5574156 183:2.5729612 184:-5.1791118 185:-4.9347907 186:-6.8260024 187:-3.910069 188:3.8843747 189:-10.906709 190:1.7709654 191:2.4346821 192:8.1492303 193:9.6178251 194:6.9927613 195:3.0115005 196:4.6069784 197:10.551077 198:3.6913416 199:0.52252753 200:-3.1621227 
+-0.082475415887808198 1:3.2071219 2:2.9351987 3:7.2646912 4:10.422662 5:-7.1790922 6:-2.9588089 7:-2.5471603 8:-1.4615357 9:-6.4168855 10:-7.3054138 11:6.0208592 12:-5.5271923 13:-6.5057549 14:-3.5594851 15:-6.6021079 16:3.8821233 17:-4.2683275 18:4.6904436 19:-0.46657492 20:-1.429029 21:-1.6709864 22:-9.100011 23:-9.8989485 24:-2.1907799 25:-2.7456926 26:4.5385883 27:9.5131319 28:0.42871697 29:-8.3680222 30:8.0423441 31:-1.3505086 32:0.78865815 33:-9.7183623 34:0.85631505 35:-3.0472534 36:-3.1846939 37:4.8681523 38:4.030354 39:4.3127464 40:-9.5821799 41:-3.6186527 42:0.79052271 43:-5.3097625 44:8.5257155 45:9.6228276 46:-3.4400506 47:7.4437629 48:-8.9454277 49:-2.3359647 50:0.12794512 51:-7.9459589 52:3.6375731 53:7.1254703 54:-6.9381547 55:6.7865548 56:4.9780539 57:-3.6704224 58:7.2131982 59:3.8647327 60:-3.9106765 61:7.4483759 62:-0.66737736 63:-2.4918374 64:-2.4815415 65:-1.8971985 66:-4.842717 67:-9.3962794 68:-10.467376 69:9.0518354 70:9.1192039 71:8.7144988 72:10.027164 73:-1.701678 74:6.1175295 75:-0.21861297 76:4.5234664 77:-2.2608737 78:0.52386401 79:9.4419984 80:8.7966042 81:0.10472748 82:1.8647321 83:-8.5604476 84:-2.6905099 85:2.2647128 86:8.7598362 87:2.8537864 88:-4.5671891 89:-5.5113465 90:0.52032253 91:-3.6045879 92:-4.1579884 93:1.2643817 94:-5.2692502 95:-5.7800625 96:3.5077093 97:7.7884734 98:-10.736161 99:-3.9917867 100:-4.5998747 101:3.7067564 102:4.7087936 103:0.28020525 104:-2.8824476 105:-6.19845 106:-1.7490562 107:1.5686521 108:-1.4966297 109:-1.5229651 110:-1.4327346 111:5.1840885 112:8.4911008 113:9.6743227 114:0.91951378 115:7.4311084 116:8.7559332 117:-10.594547 118:1.3437673 119:8.1625197 120:0.93752653 121:1.6273574 122:-5.7129715 123:1.9267741 124:10.845303 125:4.3509592 126:0.2478869 127:6.6661008 128:10.037423 129:5.3523909 130:-0.053356387 131:-0.80543221 132:-3.0702168 133:-4.3131315 134:1.2985219 135:10.058514 136:-8.1666232 137:-1.9572876 138:-3.6240257 139:-2.9937972 140:-1.4722882 141:-3.297667 142:5.0050483 143:-3.3060441 144:-5.3699405 145:-0.19001381 146:-6.604058 147:7.0216703 148:-1.5001854 149:4.8749113 150:5.6912282 151:6.7898657 152:-10.521196 153:-3.080215 154:3.9383958 155:4.6441767 156:0.41131275 157:-6.388826 158:4.8397604 159:4.4947705 160:6.2995497 161:-4.7156256 162:-2.8123191 163:-5.8006107 164:6.8779334 165:4.5187798 166:6.5769289 167:6.2642221 168:0.56257381 169:-5.6811824 170:1.9909158 171:3.7770758 172:1.7954147 173:4.7367279 174:-6.4804009 175:2.2347292 176:3.9646394 177:7.9158575 178:1.6084183 179:-2.5507759 180:-1.5652492 181:-1.024326 182:5.9377508 183:2.3742982 184:-7.4126284 185:-8.0836937 186:-5.8588809 187:-0.53165326 188:2.7813768 189:-10.485022 190:3.5407614 191:1.5543005 192:8.8361309 193:9.9050452 194:7.3665987 195:4.3155688 196:6.5154105 197:8.4550239 198:0.84236451 199:2.2836043 200:-2.6512726 
+-0.12159913887313453 1:4.8439896 2:4.4630795 3:5.7768014 4:10.633711 5:-6.6415302 6:-0.69561636 7:-3.3432982 8:-3.2834099 9:-6.0290085 10:-6.180608 11:7.5569683 12:-5.5159925 13:-8.5384836 14:-4.2027691 15:-7.1353635 16:5.3010703 17:-5.4381213 18:6.0444425 19:-0.041061182 20:-1.0010096 21:-1.6595793 22:-7.0599153 23:-9.8446158 24:-2.9380866 25:-2.0198636 26:4.8749215 27:10.147282 28:-1.6628152 29:-9.3594625 30:9.1820058 31:-1.9852524 32:-0.94848754 33:-11.944327 34:1.0423778 35:-5.9484463 36:-3.3044755 37:5.7752954 38:3.5558337 39:5.2251044 40:-8.6769894 41:-2.1919954 42:3.2987673 43:-5.5586463 44:11.129488 45:9.2095795 46:-1.8586552 47:6.7892155 48:-6.5817286 49:-2.8933908 50:2.5675044 51:-8.7960462 52:5.3403297 53:7.8991588 54:-6.1647391 55:7.8508628 56:5.7672631 57:-0.40705808 58:8.1408263 59:3.2057192 60:-2.2864816 61:6.1613836 62:-0.61542898 63:-3.978726 64:-3.2422314 65:-1.6579797 66:-5.0590902 67:-7.8797431 68:-7.0763459 69:8.7851314 70:6.8031439 71:6.6472405 72:10.408981 73:-0.12407177 74:7.1944193 75:-0.30023421 76:5.6814922 77:-1.9184557 78:-1.5633782 79:7.8721656 80:7.7602942 81:-2.422025 82:2.7722789 83:-8.773049 84:-2.0226184 85:1.6606013 86:4.8717127 87:1.4874733 88:-4.7253792 89:-4.0725108 90:-1.3877262 91:-5.4029312 92:-4.9134218 93:1.057378 94:-4.1115312 95:-4.1157831 96:4.8602237 97:7.3110451 98:-10.75844 99:-4.8810799 100:-4.5358344 101:5.1879617 102:4.0839437 103:1.8777927 104:-1.5892298 105:-4.1515594 106:-2.587246 107:2.5819842 108:-1.5534554 109:-1.8174846 110:-1.2189692 111:7.017656 112:7.3364427 113:8.2243382 114:1.4970093 115:6.7786544 116:10.220622 117:-9.8466751 118:2.6721174 119:9.0775354 120:0.55812345 121:0.83396058 122:-4.2557558 123:2.2357389 124:10.554473 125:3.7579444 126:-1.5052527 127:5.7145182 128:10.630231 129:5.8574362 130:0.22605339 131:0.94899245 132:-1.3543792 133:-1.6917018 134:1.6703063 135:8.6072079 136:-7.2519089 137:-3.6544404 138:-3.2751138 139:-2.219075 140:-0.25675418 141:-2.3434477 142:4.3718728 143:-4.1097523 144:-2.4475999 145:2.4534645 146:-6.4083395 147:6.073778 148:-3.6526786 149:5.3029188 150:5.9626732 151:9.0992516 152:-6.2655136 153:-4.0865995 154:5.6848382 155:6.8950569 156:2.8262088 157:-5.4253405 158:2.1157862 159:6.0021265 160:6.834506 161:-4.9366538 162:-0.60607833 163:-4.7250951 164:7.5224275 165:5.1531615 166:4.7572947 167:8.3500005 168:-0.4782398 169:-6.8208038 170:2.9294513 171:0.79091112 172:-0.46880301 173:5.7555016 174:-6.9826153 175:1.6301462 176:4.7615272 177:6.5456444 178:4.2122829 179:-5.1264034 180:0.022842841 181:-0.51218019 182:5.9287226 183:2.5421485 184:-5.8952227 185:-6.0882135 186:-6.1841116 187:-3.2530754 188:4.2126497 189:-10.644885 190:0.93035319 191:-1.2696588 192:8.5219221 193:8.5233125 194:5.9119509 195:1.371603 196:4.8646666 197:8.6691338 198:1.7626891 199:0.40869318 200:-2.3557059 
+-0.13135304496296846 1:3.2557563 2:5.2359955 3:6.8770079 4:8.1018186 5:-6.7783319 6:-2.2044123 7:-2.2394787 8:-1.5129659 9:-4.8545635 10:-5.6216543 11:7.1193076 12:-5.6082547 13:-8.8240614 14:-5.3967918 15:-5.648282 16:4.378638 17:-4.30663 18:6.6632027 19:0.038076054 20:-3.1416337 21:-1.855837 22:-8.4423664 23:-9.8240512 24:-3.5472639 25:0.58669473 26:5.0299299 27:7.6947534 28:-1.8830882 29:-9.0889473 30:7.623187 31:0.038601252 32:-1.4027322 33:-8.4361068 34:2.3877149 35:-5.4120288 36:-2.5125491 37:6.156062 38:3.7219464 39:2.8210626 40:-8.4230132 41:-0.098825077 42:3.9503164 43:-7.5530345 44:10.586873 45:9.8058939 46:-2.2055695 47:5.7799127 48:-8.4249639 49:-3.7654498 50:1.9899013 51:-7.2492647 52:3.1046849 53:8.9067901 54:-7.5944744 55:7.5667633 56:4.9601492 57:-2.315813 58:9.0917341 59:3.2594221 60:-4.2036984 61:6.0605984 62:-0.6746708 63:-6.1783046 64:-3.3094521 65:-4.4325317 66:-5.4455122 67:-9.4771422 68:-8.4922412 69:8.1673882 70:7.6593559 71:8.7903326 72:9.818159 73:-0.37061105 74:7.6334703 75:-1.1712532 76:4.3043208 77:-1.5885068 78:-3.4489788 79:6.8997548 80:8.730884 81:-0.59115512 82:0.95140106 83:-7.7237365 84:-0.81306038 85:1.0436498 86:5.8192109 87:1.9846835 88:-4.4531996 89:-4.1713661 90:4.0978408 91:-5.1054766 92:-4.0346284 93:2.020497 94:-4.3216399 95:-3.2941899 96:3.2224383 97:7.9825095 98:-9.9174185 99:-3.9152526 100:-4.320514 101:3.2770168 102:4.3393977 103:1.739491 104:-3.4328243 105:-5.588987 106:1.0317146 107:0.60975495 108:-2.1746709 109:-2.292176 110:-1.5763831 111:6.5648624 112:7.082189 113:9.2171995 114:3.0945379 115:7.5080483 116:8.5733098 117:-9.1056078 118:2.1393763 119:7.8754598 120:-0.010597165 121:2.2658416 122:-2.2346002 123:1.9562425 124:8.454866 125:3.8404891 126:-0.27263371 127:5.5734956 128:8.8044282 129:7.0967251 130:1.677794 131:1.1752374 132:-0.70439794 133:-2.7512563 134:2.2581796 135:9.2021566 136:-5.9874068 137:-2.4605673 138:-2.56312 139:-2.2815878 140:-0.99494655 141:-2.7043288 142:3.7298676 143:-2.3458161 144:-4.7381882 145:2.0623517 146:-7.8199486 147:8.6106813 148:-1.1182471 149:5.3608672 150:4.2953965 151:6.7062758 152:-8.4939717 153:-2.8416762 154:3.5272317 155:6.625641 156:0.92837218 157:-4.5489833 158:2.2873623 159:3.7651553 160:7.3906108 161:-3.233722 162:-2.8540476 163:-5.4678812 164:7.7352944 165:4.8302766 166:8.1891788 167:7.608754 168:2.1032705 169:-5.821318 170:3.6058768 171:2.9014118 172:1.4170562 173:2.6836937 174:-7.9211415 175:1.9110954 176:3.6116559 177:6.1022715 178:2.9903189 179:-3.0863888 180:-0.71196172 181:-0.24835662 182:5.8748781 183:5.3693379 184:-5.1537723 185:-7.2469119 186:-5.7528038 187:-6.6374458 188:3.0307325 189:-9.4201596 190:1.649468 191:-3.3959405 192:9.7002756 193:10.848889 194:6.9521444 195:1.9349292 196:5.1242244 197:10.451861 198:1.9418837 199:1.1877132 200:-2.558509 
+-0.0045557510566754129 1:4.9000663 2:5.1503229 3:5.395097 4:11.108919 5:-7.7046157 6:-1.0201058 7:-2.8785696 8:-1.2603419 9:-5.1984429 10:-6.6677875 11:7.622249 12:-4.5819785 13:-6.8501507 14:-5.3725923 15:-7.9237883 16:5.6565294 17:-5.0873509 18:3.7889811 19:2.693473 20:-3.4772504 21:-2.3544442 22:-9.4677475 23:-10.266888 24:-2.5791844 25:-2.0173673 26:4.1069446 27:8.1012347 28:0.21590108 29:-9.1732144 30:8.1227072 31:-0.7206605 32:-0.59420502 33:-10.965187 34:1.6301554 35:-4.6202587 36:-3.4325358 37:6.63901 38:3.6711925 39:6.8023189 40:-8.1297769 41:-0.55600385 42:4.9010644 43:-7.5543937 44:8.4701753 45:7.6446804 46:-3.0249451 47:7.1749299 48:-9.1458454 49:-2.6643048 50:3.6172587 51:-6.7814308 52:5.2901935 53:6.4946208 54:-7.6161108 55:7.6872249 56:5.8947462 57:-3.3088287 58:7.6865351 59:2.6264112 60:-4.3711413 61:6.5018591 62:-1.8024314 63:-3.0711627 64:-2.9569302 65:-2.7028035 66:-4.949447 67:-9.8454824 68:-9.0030775 69:9.5458067 70:9.0416523 71:6.2161559 72:7.1039944 73:0.48322271 74:8.0642367 75:0.48888991 76:4.1871515 77:-4.635401 78:-3.0778402 79:7.0481597 80:10.709634 81:-1.3920661 82:0.90023153 83:-5.9957492 84:-2.0137639 85:-0.40350476 86:7.2100154 87:1.8515199 88:-4.0089526 89:-3.750267 90:2.5880719 91:-4.2042502 92:-5.3752822 93:0.43540912 94:-3.1301722 95:-4.3829403 96:4.4290509 97:6.0196734 98:-10.83266 99:-5.0415977 100:-4.3023678 101:1.9788498 102:3.2564273 103:2.9733216 104:-2.8796342 105:-5.6516764 106:-1.7265623 107:3.7843982 108:-0.85939383 109:-2.649817 110:-2.055181 111:5.8265139 112:8.4656459 113:9.1022786 114:1.0911175 115:8.0260038 116:7.479521 117:-8.6633237 118:0.6994894 119:9.2376679 120:-0.37765061 121:2.7095528 122:-3.9984864 123:2.7321889 124:7.9116665 125:4.0280324 126:0.8026141 127:7.4517395 128:10.302216 129:3.8585684 130:1.1674829 131:-1.0776329 132:0.053108532 133:-1.4687931 134:1.0678086 135:6.5892115 136:-7.1455595 137:-3.5043568 138:-1.7136132 139:-3.7221453 140:-1.2285975 141:-4.0923188 142:4.925638 143:-2.5518251 144:-4.4917161 145:1.168586 146:-5.9743183 147:9.5103032 148:-4.139523 149:4.4434515 150:7.4238105 151:5.013748 152:-10.211935 153:-3.1780273 154:5.3589929 155:4.4560112 156:2.3659274 157:-4.6952667 158:1.5360071 159:4.3682907 160:8.5687688 161:-3.8179473 162:-0.8275833 163:-5.5698949 164:10.927371 165:5.2544876 166:5.8332271 167:6.6433892 168:1.8047727 169:-5.9583873 170:3.4879494 171:2.4851184 172:-2.3801177 173:3.7963849 174:-8.7224106 175:1.8666777 176:3.4936415 177:5.4148097 178:1.8553536 179:-2.7286723 180:-1.6023338 181:-0.17539171 182:6.1874282 183:2.5986563 184:-6.3600669 185:-6.4270292 186:-5.2594532 187:-2.1637267 188:4.9023832 189:-9.9947482 190:1.8435636 191:1.0608121 192:6.2339048 193:10.747833 194:8.5360658 195:3.6545122 196:5.4046603 197:9.2437879 198:1.0776326 199:2.2837022 200:-3.6923184 
+-0.043435752685683608 1:5.2954706 2:2.6842367 3:8.763716 4:8.8665676 5:-8.8958061 6:-1.1475882 7:-3.5725076 8:-3.3660645 9:-8.0232048 10:-7.4866371 11:7.4575986 12:-4.0855664 13:-7.4085701 14:-5.413516 15:-8.1367041 16:6.6227636 17:-4.2558703 18:4.3761953 19:1.6806571 20:-2.0229555 21:-0.76691029 22:-9.820571 23:-8.9014782 24:-3.9500731 25:-3.4776178 26:4.9412024 27:11.202163 28:-0.62579258 29:-9.9448408 30:9.0607052 31:-0.011134036 32:-2.1417747 33:-9.1045908 34:2.7812529 35:-4.0864094 36:-1.0676595 37:5.1004651 38:4.062403 39:1.62245 40:-7.6183964 41:-1.5047285 42:3.0239326 43:-6.1004536 44:8.8356375 45:10.103675 46:-2.4835732 47:7.5366172 48:-7.5273761 49:-2.4304763 50:1.024349 51:-8.611125 52:6.6706914 53:8.5674467 54:-8.9790443 55:8.8914757 56:5.7177341 57:-1.1871903 58:8.1503629 59:0.79470528 60:-1.4247523 61:6.8800004 62:-1.827537 63:-3.8067343 64:-0.96623319 65:-1.6472724 66:-4.9688233 67:-8.8125042 68:-10.357754 69:10.257413 70:9.7377858 71:7.7743772 72:8.3545617 73:0.052697167 74:7.2881042 75:0.091166147 76:5.0450616 77:-1.9923816 78:-2.1062024 79:8.5750083 80:8.0537235 81:-1.7905808 82:3.0991504 83:-6.7490211 84:-3.2932932 85:2.5409218 86:7.8630337 87:0.94465844 88:-5.2307644 89:-4.3660881 90:1.3941974 91:-4.8652192 92:-6.696285 93:2.8546614 94:-3.8622055 95:-4.2816718 96:4.0625397 97:6.9046878 98:-11.661543 99:-2.7894012 100:-2.8439514 101:2.3781151 102:3.354175 103:-0.30527952 104:-1.9429121 105:-6.3134143 106:-3.7639862 107:2.2288727 108:-1.3846071 109:-2.1128872 110:-1.2870573 111:7.263156 112:8.9911103 113:7.4764178 114:1.1673247 115:8.3344362 116:9.7654252 117:-8.9286929 118:2.0198656 119:8.1685759 120:1.1172127 121:2.108201 122:-3.6432462 123:2.8115439 124:9.3031974 125:3.0189911 126:0.43155806 127:8.2671539 128:8.3860615 129:5.3231462 130:-0.33450138 131:-1.3701048 132:-1.7945542 133:-2.0048686 134:1.7621297 135:10.128689 136:-7.179935 137:-2.983337 138:-4.3247738 139:-4.4287479 140:0.04351361 141:-2.3483941 142:6.9110083 143:-2.6698051 144:-4.5829964 145:1.4203499 146:-5.0256261 147:8.0029005 148:-3.3768461 149:5.6148356 150:6.9322896 151:7.7139894 152:-9.3484712 153:-4.638494 154:4.9759741 155:4.522379 156:0.61430211 157:-4.4955869 158:1.2490218 159:3.0390332 160:9.1840187 161:-3.9920431 162:-3.9529749 163:-5.5155113 164:8.081371 165:5.3593586 166:7.2551312 167:6.9605327 168:-0.019731096 169:-4.7316608 170:3.6486831 171:0.2495301 172:-0.46382917 173:3.6448052 174:-8.0266802 175:2.6495524 176:3.7698637 177:8.7440751 178:3.2702348 179:-2.1774337 180:-1.8119384 181:0.96472702 182:4.8869304 183:1.4240272 184:-6.0413756 185:-6.9366 186:-6.1027624 187:-3.47192 188:4.0737203 189:-9.0725914 190:2.4931216 191:2.0533139 192:7.6578128 193:9.2749392 194:6.7127532 195:2.9207091 196:4.0015233 197:7.9541123 198:1.3359194 199:0.10018491 200:-1.0231165 
+-0.027401574801353964 1:2.9248243 2:4.1724828 3:3.4718439 4:10.179584 5:-7.9845746 6:-2.0762334 7:-2.8906311 8:-3.8838986 9:-6.5235702 10:-7.1909907 11:6.5105693 12:-5.3449625 13:-8.5121127 14:-5.4459115 15:-8.0131735 16:4.6617716 17:-4.3052936 18:4.3219329 19:-0.0097793861 20:-1.4617908 21:-1.0240159 22:-8.983297 23:-9.8906067 24:-3.5023907 25:-3.5040543 26:4.4734208 27:7.4767934 28:-0.43497703 29:-8.7716938 30:8.491315 31:-0.23965999 32:-3.1504935 33:-9.7003946 34:3.0303814 35:-3.7920436 36:-2.3030665 37:6.8526824 38:5.3985855 39:0.92260214 40:-9.7497196 41:-1.8024047 42:4.6402977 43:-7.5540848 44:11.105123 45:7.5813433 46:-2.1983 47:6.5169253 48:-7.9007853 49:-3.1873207 50:3.1462244 51:-7.8957921 52:5.6531517 53:6.3781913 54:-6.4709133 55:7.455702 56:2.9858188 57:-4.2067405 58:8.409924 59:2.6480689 60:-3.043026 61:7.1061223 62:-2.7024078 63:-3.7355197 64:-4.4377813 65:-0.1978434 66:-5.6476506 67:-10.435416 68:-7.7643804 69:9.3920306 70:7.1400475 71:10.1329 72:10.360476 73:-0.99043083 74:5.7960319 75:-0.69271747 76:4.1832875 77:-3.7031526 78:0.42318878 79:9.2229563 80:10.219462 81:0.23433646 82:-0.61346234 83:-9.262384 84:-1.8790946 85:0.61327348 86:7.1151883 87:2.8964023 88:-4.9555868 89:-4.8339027 90:3.164108 91:-4.9774782 92:-6.1128289 93:0.40900349 94:-1.9434723 95:-2.973287 96:3.7483384 97:7.0071907 98:-9.2382581 99:-5.7675392 100:-4.3211114 101:4.0295801 102:4.9717155 103:1.4567046 104:-1.0170813 105:-4.7628147 106:-1.1560792 107:-0.1862598 108:-1.5419734 109:-0.56660458 110:0.7658241 111:5.9589728 112:9.0040764 113:9.615046 114:3.0180788 115:8.1525037 116:8.7227565 117:-9.7103702 118:1.8821737 119:8.5270864 120:1.6871374 121:2.5317053 122:-3.5675323 123:1.3650562 124:8.9129918 125:4.3204142 126:0.96340868 127:6.6549424 128:8.9760952 129:4.0880738 130:-1.7951288 131:0.88409069 132:-0.12220389 133:-2.9156527 134:2.9172785 135:9.0863691 136:-6.5890267 137:-4.8881067 138:-4.6044586 139:-3.9332682 140:0.68795903 141:-3.0691729 142:4.4540078 143:-3.0086943 144:-5.2423618 145:0.0013665566 146:-6.2594768 147:8.8118086 148:-2.2939686 149:6.0580709 150:5.8172973 151:7.8022516 152:-9.1895863 153:-2.4145033 154:3.7632353 155:5.1584457 156:0.78841545 157:-4.4383608 158:2.9600305 159:4.8012841 160:9.2977425 161:-2.1497075 162:-1.4034297 163:-8.108713 164:8.3707405 165:5.3875939 166:5.4588378 167:8.1647924 168:1.160565 169:-6.843305 170:3.1797327 171:2.231814 172:-0.26932261 173:2.3934858 174:-7.374918 175:1.3346134 176:3.6841078 177:6.8974827 178:3.6451873 179:-3.8420494 180:-2.6505253 181:0.40170582 182:5.9909238 183:3.1977795 184:-6.3620978 185:-6.3686998 186:-3.6885292 187:-4.4554234 188:4.053793 189:-11.54631 190:1.6968059 191:1.5191618 192:7.8858205 193:9.1000242 194:7.928334 195:3.661994 196:3.3778785 197:7.2119188 198:0.7383328 199:0.77142876 200:-1.2739737 
+-0.11206687031327114 1:4.2000732 2:5.4341629 3:6.3956115 4:10.570066 5:-9.4377504 6:0.093911758 7:-3.7746135 8:-3.2012691 9:-5.7638656 10:-5.8866574 11:8.6386741 12:-6.2036587 13:-8.5907519 14:-5.4860206 15:-7.1923809 16:5.9547131 17:-5.3572218 18:5.4662355 19:0.18542726 20:-1.1662043 21:-0.28436009 22:-9.5916063 23:-10.331363 24:-5.0289992 25:-2.499174 26:3.762814 27:8.0020812 28:-1.9652071 29:-7.926887 30:8.843182 31:-0.60961374 32:-1.6719986 33:-9.8005326 34:1.4861827 35:-3.2291704 36:0.38163007 37:5.8014271 38:3.5605043 39:2.5074498 40:-9.290314 41:-1.4365048 42:2.0555305 43:-7.9669486 44:9.9734564 45:8.928182 46:-2.9756034 47:8.8085177 48:-9.5465818 49:-4.7069459 50:2.0486277 51:-6.7759347 52:5.0658328 53:6.0544495 54:-6.2704343 55:8.2089334 56:2.8251081 57:-2.4574782 58:8.6002566 59:2.7882824 60:-5.2896823 61:5.7462721 62:-0.0017135923 63:-1.0151756 64:-2.6889107 65:-2.1120748 66:-6.0867008 67:-9.1848132 68:-7.5468578 69:8.8709704 70:8.4679491 71:7.8760265 72:9.2429979 73:0.78923567 74:6.8714165 75:-0.73242766 76:5.6115339 77:-2.0639823 78:-2.40878 79:8.4712647 80:8.226978 81:-0.80146092 82:2.9637176 83:-7.4922087 84:-3.8428579 85:0.055516981 86:9.4686094 87:3.152222 88:-4.6678372 89:-3.6715065 90:0.90800032 91:-5.7917845 92:-4.4978298 93:-0.45568894 94:-0.28380822 95:-3.6293506 96:5.3103246 97:8.5716088 98:-9.4812643 99:-4.9579868 100:-3.5602957 101:5.4468156 102:5.298397 103:0.42589264 104:-2.8016679 105:-8.8362034 106:0.84574874 107:2.1223314 108:-1.6818522 109:0.43288816 110:-2.1238217 111:4.5565995 112:7.9330628 113:8.0356017 114:0.34534644 115:7.7082498 116:7.9276865 117:-8.2786597 118:1.2503953 119:7.784412 120:2.1941625 121:2.4213987 122:-2.9415737 123:3.290692 124:10.195487 125:4.9349999 126:0.13954823 127:7.1991756 128:8.2753328 129:4.7197162 130:1.3518272 131:0.29862639 132:-2.9570707 133:-0.37595075 134:2.5276617 135:7.7927363 136:-5.4539555 137:-2.8577904 138:-4.9490871 139:-2.5142666 140:-1.6033004 141:-4.3629219 142:5.4084678 143:-4.7418959 144:-3.1853376 145:0.59563931 146:-6.9558466 147:7.296565 148:-2.0852727 149:3.6222405 150:4.5684249 151:5.6630272 152:-9.9261153 153:-5.1690213 154:3.3450834 155:4.2867236 156:2.1113058 157:-2.1825263 158:1.913179 159:4.6697595 160:8.1943811 161:-3.5560252 162:-2.1128685 163:-6.6674067 164:8.7639684 165:5.8061188 166:5.9016345 167:4.8603065 168:0.92343426 169:-5.9874914 170:3.2367567 171:0.35304502 172:-0.77997719 173:3.8403511 174:-7.6356536 175:1.6602103 176:0.95265142 177:5.7267232 178:2.992952 179:-3.4592179 180:-0.70521908 181:1.5049839 182:7.2468378 183:2.8481198 184:-8.0911822 185:-7.6787688 186:-7.1567034 187:-3.1690433 188:3.5995576 189:-9.7271462 190:2.3154056 191:0.85580136 192:7.2932706 193:9.0556645 194:6.2059518 195:3.0939683 196:3.6718364 197:9.8482143 198:1.8145919 199:1.4956109 200:-1.5320726 
+-0.10105807454026318 1:3.7197768 2:4.2223677 3:7.5158011 4:9.4976576 5:-9.0014863 6:1.0053179 7:-2.9206178 8:-0.10475697 9:-6.1439001 10:-6.0376829 11:6.8742013 12:-5.5184576 13:-9.1644472 14:-5.3883316 15:-8.2461809 16:3.970568 17:-6.7910363 18:5.0265456 19:0.075824099 20:-1.9281266 21:-2.7856283 22:-8.3521731 23:-9.5254944 24:-1.3899813 25:-1.2717399 26:5.2842314 27:8.3460862 28:-0.13794308 29:-9.0186502 30:6.5005736 31:-1.3576282 32:-0.60770578 33:-10.972444 34:4.0932155 35:-5.3551876 36:-2.1333197 37:4.4282273 38:3.0923885 39:1.6001746 40:-9.3619894 41:-1.4817534 42:0.94922894 43:-5.5514343 44:11.075058 45:9.7521466 46:0.19377286 47:6.9703396 48:-6.4983362 49:-3.7051438 50:1.9642491 51:-9.3629945 52:3.586163 53:5.8056642 54:-7.3614287 55:7.9940267 56:3.1411908 57:-2.7636969 58:8.272685 59:3.2968713 60:-2.807186 61:6.6414276 62:-2.0135349 63:-2.1990336 64:-0.84376906 65:-3.8279194 66:-5.6822473 67:-10.471215 68:-8.9886505 69:8.2138714 70:9.9038159 71:9.9281489 72:11.640492 73:1.236514 74:8.654232 75:1.1967075 76:6.1529196 77:-1.4280224 78:-1.3552303 79:8.113984 80:8.5281658 81:-0.89816665 82:0.88449376 83:-6.6498244 84:-2.0089594 85:-0.22868369 86:6.4541082 87:1.0848706 88:-4.9269118 89:-3.1984019 90:0.02102033 91:-5.6036621 92:-5.6794828 93:0.34376531 94:-4.0029498 95:-5.1303217 96:3.9604584 97:7.0062064 98:-9.5797469 99:-3.9724125 100:-2.5325201 101:2.5158949 102:3.5496219 103:2.4648203 104:-1.7199579 105:-4.8844734 106:-1.4762116 107:-0.70354978 108:0.068298211 109:-3.085988 110:-2.6105261 111:5.7603443 112:6.0406386 113:8.8295101 114:2.1606488 115:8.9759483 116:9.8638023 117:-9.6363542 118:1.033698 119:8.2557743 120:1.6024049 121:2.5010859 122:-3.118822 123:0.94609156 124:8.7118178 125:4.3623102 126:-2.7973037 127:10.021013 128:9.4028245 129:6.8690782 130:1.1601071 131:-0.62990624 132:-0.60095151 133:-1.7907295 134:4.1197407 135:8.2474795 136:-7.383972 137:-3.8687226 138:-3.4100252 139:-3.2522347 140:-2.2453136 141:-1.2952818 142:5.5235906 143:-2.8782503 144:-4.4124812 145:0.037858282 146:-6.0519284 147:8.6971358 148:-2.0908585 149:5.7655683 150:6.6821746 151:7.3249064 152:-10.878274 153:-3.2647358 154:3.6625641 155:4.7522454 156:0.19190843 157:-4.6238618 158:3.3507221 159:3.9784679 160:7.3593066 161:-4.2918513 162:-4.1899144 163:-5.4718401 164:9.0326026 165:5.0788841 166:6.5134404 167:7.2392088 168:1.2578766 169:-5.8155958 170:2.9945854 171:3.4772812 172:-1.6962223 173:2.3236306 174:-9.1819266 175:1.6142952 176:1.9739158 177:6.0411008 178:0.67224759 179:-2.3515013 180:-2.2099543 181:0.2467731 182:4.692605 183:2.5313247 184:-6.1775297 185:-5.8060769 186:-4.9799204 187:-3.6520753 188:3.1730883 189:-9.8411951 190:3.6708947 191:-0.16106788 192:7.4946133 193:10.76306 194:7.246618 195:3.6123157 196:2.4169368 197:8.8900956 198:2.463631 199:2.038302 200:-1.7044403 
+-0.075705788132044524 1:1.9041957 2:5.6377945 3:6.0348338 4:8.3204143 5:-8.3385922 6:-0.50323216 7:-1.8490379 8:-4.7640775 9:-7.9799896 10:-6.4228794 11:6.072394 12:-5.5222844 13:-6.1957852 14:-4.8931898 15:-5.4481159 16:4.4251018 17:-3.1928837 18:3.8599087 19:-1.0022424 20:-3.8427142 21:-3.8418295 22:-10.019463 23:-10.362394 24:-3.596706 25:0.69371253 26:5.8335761 27:8.8846502 28:0.40365733 29:-7.7798729 30:8.403907 31:-1.5126546 32:-0.3945344 33:-11.688767 34:1.4989715 35:-2.6591364 36:-2.1294197 37:6.4613604 38:2.5772862 39:2.8713377 40:-8.9161858 41:-1.9602601 42:3.6118724 43:-6.8571915 44:11.308684 45:7.511702 46:-1.234027 47:6.0326317 48:-9.5444914 49:-3.3824374 50:1.1852137 51:-6.7864794 52:5.9097914 53:6.6802625 54:-6.8431019 55:10.855924 56:3.012322 57:-4.059412 58:7.4695058 59:1.7255178 60:-4.1022747 61:6.1433167 62:0.71135248 63:-3.1861101 64:-1.346476 65:-2.1276057 66:-5.0516387 67:-7.2003872 68:-9.5257839 69:9.8509627 70:9.3297275 71:7.165886 72:9.0703186 73:1.2405011 74:6.4922801 75:0.84917991 76:6.1857912 77:-1.2917186 78:-4.255337 79:10.073568 80:9.4968023 81:-1.6932128 82:1.3001642 83:-9.4616677 84:-3.0144205 85:-0.58067177 86:7.4780481 87:2.1153681 88:-4.3804289 89:-4.3364641 90:0.94933785 91:-6.6341834 92:-5.3596455 93:-0.16735047 94:-1.6705987 95:-3.4262391 96:4.0525462 97:5.994788 98:-9.0568893 99:-2.6621844 100:-2.9078299 101:4.314124 102:4.9188644 103:1.1544827 104:-3.579974 105:-5.3603744 106:-1.8310746 107:0.68399045 108:-0.15332962 109:-1.4314081 110:-1.5332945 111:5.7681809 112:7.4235689 113:9.0602464 114:1.8159694 115:7.0169093 116:8.3382063 117:-8.9534534 118:1.4852468 119:8.2276909 120:0.67529917 121:1.4919107 122:-5.0196694 123:2.298026 124:9.3579341 125:4.0279502 126:1.5101241 127:8.0415058 128:9.9195494 129:7.1596384 130:2.0449391 131:1.0767876 132:-1.3385304 133:-1.7288399 134:1.4366394 135:8.0972428 136:-7.2104875 137:-2.6887252 138:-3.6101579 139:-1.6742252 140:-1.6307008 141:-2.3679099 142:4.286204 143:-2.2236049 144:-4.0185653 145:0.86252902 146:-5.940247 147:9.9978911 148:-3.195786 149:4.6273633 150:6.2982369 151:6.9764799 152:-7.6506004 153:-4.3237346 154:4.3633772 155:5.3742941 156:2.262682 157:-6.1877156 158:2.6133674 159:1.7602481 160:7.5963419 161:-3.7500382 162:-2.9857036 163:-7.8150862 164:7.1874297 165:5.0919675 166:6.1886754 167:8.6152855 168:0.52168943 169:-6.5110979 170:2.767203 171:0.75762591 172:-0.73571497 173:4.6687859 174:-7.7287853 175:1.216427 176:1.7306136 177:6.5153381 178:1.4692537 179:-2.7232375 180:-2.787881 181:-1.7095633 182:5.3252136 183:4.1067894 184:-4.5035331 185:-6.8783066 186:-4.9614368 187:-2.3982841 188:1.9284629 189:-10.422119 190:2.7651235 191:1.9874238 192:8.9147411 193:8.7006213 194:6.6724441 195:2.863767 196:4.676638 197:8.8437478 198:1.699704 199:3.1905616 200:-2.502975 
+-0.10843880012715619 1:2.9291127 2:5.0907373 3:6.1603301 4:8.7795913 5:-9.4517117 6:-0.59763934 7:-5.1821007 8:-2.4089767 9:-6.8768858 10:-4.859413 11:6.5851604 12:-6.8839997 13:-7.5727109 14:-3.8609218 15:-9.5335271 16:4.6657331 17:-2.0634373 18:6.1177722 19:0.70336712 20:-1.2365819 21:-0.11611491 22:-9.7961336 23:-10.228465 24:-2.6087182 25:-3.3948663 26:5.0480524 27:8.1943883 28:-0.62720711 29:-10.385856 30:6.6949061 31:-1.3743804 32:-1.3026789 33:-8.9463669 34:1.5430991 35:-5.0096224 36:-2.6598492 37:7.0537783 38:4.2914575 39:4.3959157 40:-8.693814 41:-2.2222166 42:2.9387646 43:-7.5996447 44:8.2299544 45:7.5061862 46:-2.4234614 47:7.813558 48:-7.8985957 49:-1.7139151 50:2.090456 51:-7.3869296 52:5.1488709 53:7.0637206 54:-6.7707826 55:7.4881346 56:3.4313095 57:-3.0485716 58:7.7880109 59:4.1107029 60:-2.7801108 61:7.9701233 62:-1.5844637 63:-1.6700547 64:-1.4838709 65:-3.0550411 66:-7.6327557 67:-9.4163343 68:-10.057047 69:8.7271975 70:9.4605319 71:9.2683316 72:10.967464 73:-0.72775772 74:7.4258778 75:1.5332775 76:4.5615175 77:-2.633642 78:-1.4280805 79:8.8198374 80:9.6788843 81:-1.1444292 82:0.40072548 83:-8.6282969 84:-1.7565206 85:1.5439209 86:7.5233602 87:1.9269031 88:-5.5051062 89:-1.6111808 90:2.5296537 91:-3.5619083 92:-5.4700168 93:-0.60856984 94:-2.6352307 95:-3.1205035 96:2.8015546 97:8.191301 98:-10.853346 99:-4.7858075 100:-3.6604806 101:5.278891 102:3.5884476 103:1.2405284 104:-4.676573 105:-6.0985819 106:-1.0017477 107:0.14020008 108:-1.4179482 109:-1.917459 110:-2.2443537 111:4.6158906 112:8.5415149 113:9.7538357 114:2.0899792 115:10.092515 116:10.367036 117:-9.7789806 118:1.8447166 119:8.702624 120:0.87321684 121:3.638263 122:-3.0221212 123:2.5554034 124:9.579032 125:2.7657629 126:0.28739833 127:7.9224374 128:8.2718165 129:4.36777 130:0.88837263 131:-0.84296283 132:-2.267805 133:-2.8405157 134:1.1293274 135:7.8401073 136:-7.9630519 137:-4.0508298 138:-4.1985668 139:-2.3293715 140:-1.3906675 141:-2.9798072 142:6.4486211 143:-1.7509862 144:-3.8374465 145:0.09617848 146:-4.2376569 147:6.4782401 148:-2.8703942 149:3.99062 150:6.5080569 151:7.900505 152:-9.3648837 153:-5.3143764 154:3.133412 155:6.8252832 156:3.0910951 157:-3.9152604 158:1.1635425 159:3.5572322 160:7.9342559 161:-4.1996844 162:-3.0338939 163:-6.2792145 164:7.6382701 165:4.2232177 166:7.703552 167:7.1837466 168:1.6084309 169:-6.6532506 170:2.1589814 171:1.9862823 172:-3.127647 173:3.7147529 174:-7.2303855 175:-1.1654994 176:4.1541108 177:7.816008 178:2.9131645 179:-1.2178459 180:-1.1552113 181:-0.53621575 182:5.5319901 183:1.3040417 184:-4.3535744 185:-6.2673717 186:-7.2192252 187:-2.8670984 188:3.0923191 189:-8.6136024 190:2.925263 191:0.72102361 192:9.7944646 193:11.873826 194:6.966998 195:2.3707123 196:5.3507741 197:7.0460158 198:2.4280054 199:1.4614384 200:-1.1298816 
+-0.094631022453167304 1:2.6593138 2:4.0913522 3:6.7127482 4:9.6705375 5:-9.1081873 6:1.2412061 7:-2.4777868 8:-3.750063 9:-5.7879417 10:-4.4646544 11:5.9171394 12:-6.2273145 13:-6.6261643 14:-5.3848674 15:-8.0210084 16:5.7992728 17:-6.3659495 18:5.9737901 19:2.0586503 20:-1.2321353 21:-1.6367864 22:-7.0087024 23:-8.4099625 24:-3.2684813 25:-2.010379 26:4.0510298 27:9.952872 28:-0.82592198 29:-7.8810771 30:6.3910181 31:-1.7300355 32:0.22522891 33:-9.366832 34:2.1167971 35:-5.2162099 36:-2.215713 37:5.3471988 38:6.6418956 39:4.2612334 40:-9.4635135 41:-3.2290181 42:1.9794656 43:-7.4501528 44:9.0408731 45:10.326821 46:-1.3775115 47:8.5793352 48:-6.9655335 49:-2.4826 50:0.07049069 51:-7.7599479 52:5.4495283 53:6.7421794 54:-6.7368906 55:7.8272249 56:5.6024358 57:-4.3403527 58:5.853363 59:4.953198 60:-1.0634751 61:6.7437901 62:-0.74860408 63:-3.8739858 64:-2.8123083 65:-1.8423049 66:-3.3059846 67:-9.0800086 68:-9.1725401 69:9.0245395 70:8.6179564 71:9.527677 72:9.8284145 73:0.42937501 74:7.7581597 75:-2.4261267 76:6.8507467 77:-3.0179961 78:-1.4165286 79:9.3076619 80:8.2757285 81:-1.3971775 82:1.150532 83:-9.4656 84:0.11690236 85:1.0057637 86:7.9030157 87:0.87270521 88:-4.3804689 89:-5.8229163 90:0.73885821 91:-5.6709607 92:-6.1394027 93:1.4108177 94:-3.7648884 95:-4.293189 96:3.5680683 97:8.4082541 98:-10.423108 99:-5.3699366 100:-2.4152234 101:5.1011209 102:3.5505718 103:-0.15644312 104:-1.4587246 105:-6.3407252 106:-4.2078252 107:0.65862209 108:-0.87421926 109:-0.85749098 110:-0.759693 111:8.1812205 112:7.179461 113:8.4454489 114:0.89558165 115:9.0912181 116:7.9723518 117:-8.7857018 118:0.033150147 119:8.733291 120:-0.50303383 121:3.0748319 122:-5.7557036 123:0.3300242 124:8.5795646 125:4.2183759 126:1.0849281 127:7.1390728 128:7.3793896 129:5.8011106 130:1.0993827 131:1.9493514 132:-1.3428758 133:-1.9821677 134:1.8078024 135:9.1094743 136:-6.0962066 137:-6.1883454 138:-1.0744461 139:-4.4094236 140:-0.62091666 141:-2.0310386 142:7.9344199 143:-1.8025775 144:-3.8849561 145:-0.098732702 146:-6.3028542 147:8.6454663 148:-3.0195289 149:4.2236006 150:6.9814908 151:6.7264327 152:-8.7908746 153:-3.467925 154:3.2872217 155:5.2199941 156:1.4502264 157:-4.1602911 158:2.2439102 159:4.3396512 160:7.5447493 161:-5.0339365 162:-2.8861743 163:-6.455999 164:8.2783592 165:6.4162786 166:4.0137237 167:6.8290311 168:2.1406952 169:-6.0089525 170:3.1037621 171:2.2316903 172:-0.67248042 173:4.7122452 174:-8.1799316 175:2.004174 176:4.2046345 177:5.9878786 178:0.53163437 179:-4.0584253 180:-2.427683 181:0.19630729 182:4.4756024 183:3.6234724 184:-3.4094217 185:-5.1200217 186:-5.971761 187:-2.614067 188:4.3126236 189:-10.476964 190:1.8908037 191:1.4630858 192:7.0221465 193:9.6475493 194:8.7331723 195:3.7328704 196:4.6862238 197:9.8814445 198:2.039136 199:1.965605 200:-3.0522584 
+-0.094154404322169719 1:3.3037338 2:3.9206425 3:6.3355604 4:9.6840398 5:-8.0937642 6:-1.9086199 7:-3.6876514 8:0.15040665 9:-6.9323756 10:-5.831815 11:6.302529 12:-4.0746796 13:-8.4556778 14:-3.7223946 15:-7.9753844 16:5.6635296 17:-1.9875008 18:5.6147569 19:-0.22965947 20:-2.2277498 21:-3.7306554 22:-6.6312645 23:-9.5363362 24:-5.3671877 25:-2.9468748 26:4.689157 27:9.6206626 28:-1.979696 29:-8.750108 30:8.626538 31:-0.54256662 32:-0.25723988 33:-9.7814414 34:2.0716274 35:-7.3810527 36:-2.602118 37:5.49156 38:3.2817262 39:1.58802 40:-8.5781114 41:-0.68306425 42:5.3163816 43:-5.6258058 44:10.027615 45:8.8223598 46:-1.4305431 47:4.9888122 48:-8.1200698 49:-3.4443945 50:0.62934622 51:-8.3374447 52:7.5593327 53:6.7234808 54:-7.0222571 55:7.7138 56:4.2987681 57:-2.6523427 58:8.7334486 59:2.8145751 60:-3.0602485 61:6.1261264 62:-1.6605688 63:-2.9883573 64:-3.343362 65:-0.15948504 66:-5.4199846 67:-10.696576 68:-6.6066773 69:9.6793559 70:9.0802755 71:8.9403436 72:10.356725 73:-1.2476224 74:7.949145 75:-2.6199682 76:6.9837432 77:-3.4904965 78:-2.9785396 79:6.9721332 80:9.6935879 81:-0.60955065 82:0.94261616 83:-8.566288 84:-1.0492425 85:1.3669237 86:8.6286031 87:4.3143929 88:-3.3756064 89:-4.112216 90:-0.20531699 91:-5.9868946 92:-5.4658203 93:2.0832608 94:-2.5918562 95:-4.1331178 96:4.5639569 97:7.6758151 98:-8.5201623 99:-5.0723172 100:-3.6355962 101:5.2526268 102:2.0620433 103:-1.4768492 104:-3.7222769 105:-5.9443543 106:-1.323473 107:1.5678817 108:-0.78602922 109:-0.71551986 110:-0.82865182 111:4.4806709 112:7.2696044 113:8.3436193 114:2.3214859 115:7.5380068 116:8.9372378 117:-8.5686086 118:1.2351547 119:8.641813 120:-0.52768532 121:3.8246096 122:-4.2175041 123:3.3224542 124:10.479228 125:5.0157037 126:-0.75196993 127:7.7004509 128:7.7988277 129:6.9055618 130:-0.61028986 131:2.151734 132:-2.54815 133:0.92593085 134:2.2381643 135:8.8659346 136:-6.7015456 137:-4.3539303 138:-4.900636 139:-3.2314551 140:-2.4408966 141:-2.7995699 142:5.6638212 143:-1.7138022 144:-3.5453447 145:0.6993448 146:-6.9273444 147:9.0359862 148:-5.2290779 149:4.4847694 150:5.5686765 151:5.3824535 152:-9.1468187 153:-3.3320605 154:4.0684267 155:4.7010808 156:2.0097918 157:-5.9655121 158:2.9763866 159:3.6398706 160:8.0196949 161:-3.689967 162:-4.1053338 163:-8.781644 164:8.0191409 165:5.9881216 166:4.8720148 167:8.1651737 168:-1.2244218 169:-7.9067749 170:4.3057419 171:2.8573624 172:-1.0038111 173:5.2469412 174:-7.6212258 175:2.3591219 176:4.0063353 177:6.3058653 178:0.36432491 179:-3.5127269 180:-0.95080057 181:0.16640578 182:7.6660116 183:2.4162015 184:-5.8995229 185:-6.7478777 186:-6.5934504 187:-2.8985814 188:5.0258403 189:-10.056107 190:1.932463 191:1.2084787 192:8.3384691 193:9.2681633 194:8.1632391 195:3.6211172 196:5.6747236 197:8.5087279 198:0.74620717 199:2.1422691 200:-2.7816623 
+-0.066085937408356582 1:4.2103803 2:4.9375106 3:8.7101559 4:10.308175 5:-8.0041775 6:0.92899974 7:-5.232748 8:-2.6232822 9:-5.3071978 10:-5.6445511 11:7.6387837 12:-6.3753907 13:-7.7803374 14:-3.8865676 15:-6.8731079 16:5.2581689 17:-3.9018111 18:4.6553263 19:-1.9120166 20:-1.9185747 21:-2.6785006 22:-8.6900174 23:-11.989482 24:-2.8551988 25:-0.62674875 26:3.4266417 27:7.0509478 28:-0.56482825 29:-8.9845292 30:5.6658666 31:-0.33520579 32:0.35089119 33:-9.6956444 34:2.8150957 35:-6.0500134 36:-2.9273218 37:6.1329413 38:3.9495328 39:2.0220216 40:-11.426478 41:-4.0888524 42:3.8541068 43:-7.4776219 44:11.011933 45:8.7087769 46:-2.2802395 47:5.7535905 48:-6.9129111 49:-4.9654998 50:0.49946972 51:-6.5347077 52:5.0711898 53:6.6402794 54:-7.4347636 55:8.3572278 56:3.8297997 57:-3.2532027 58:8.6193547 59:3.0533033 60:-4.8575787 61:5.780499 62:0.50976533 63:-3.9235061 64:-3.1593372 65:-1.3936131 66:-3.3886376 67:-8.9933677 68:-7.6905755 69:8.5992466 70:7.0105959 71:8.1885919 72:8.322597 73:1.914819 74:6.7597957 75:0.038900884 76:4.9607367 77:-4.6437547 78:-0.65831334 79:8.0148587 80:10.37061 81:-1.2762264 82:2.1536054 83:-8.4760353 84:-1.6626643 85:0.67928925 86:4.6674029 87:1.278525 88:-5.8862354 89:-4.9214577 90:-0.13168768 91:-5.3726054 92:-4.2328433 93:-0.23782199 94:-2.4184257 95:-2.8846933 96:4.6330986 97:7.5486798 98:-10.913194 99:-4.3265661 100:-3.7409349 101:3.9347168 102:5.0849996 103:-1.1274791 104:-3.3781067 105:-7.9334655 106:-1.2006383 107:1.7621066 108:1.204919 109:-3.1378085 110:-0.64520285 111:5.6319004 112:8.5770183 113:7.8064647 114:0.4926256 115:8.4405575 116:10.307869 117:-8.726445 118:2.6713591 119:9.0814609 120:0.60449771 121:2.5950816 122:-5.869339 123:0.88198503 124:10.10541 125:4.2013613 126:1.616053 127:7.9447398 128:9.5351588 129:5.1652387 130:1.670607 131:-0.9143082 132:-2.2278959 133:-1.7061599 134:0.68274838 135:9.4460806 136:-7.0987938 137:-4.4927071 138:-5.4057191 139:-4.1209396 140:-1.4485582 141:-2.6877668 142:4.8919768 143:-1.5295342 144:-4.1096868 145:1.021412 146:-5.3672431 147:9.5409652 148:-2.3425409 149:5.6653846 150:5.9305143 151:5.3330737 152:-8.734993 153:-2.9932864 154:4.426217 155:6.9420645 156:-0.70859189 157:-5.9925483 158:2.4728977 159:3.1829931 160:9.3514095 161:-5.3872525 162:-3.3695515 163:-7.6877645 164:8.5175819 165:5.6525007 166:5.0506835 167:8.883479 168:-0.26353696 169:-7.2911941 170:4.4044802 171:3.886856 172:0.073420757 173:4.275897 174:-7.0381432 175:1.0844589 176:3.2126444 177:5.1091782 178:4.4363276 179:-2.5324397 180:-1.4283401 181:-0.64748099 182:5.0871656 183:3.1721109 184:-6.2195749 185:-4.8468399 186:-6.4261527 187:-3.7283777 188:4.4741202 189:-10.10031 190:1.3350672 191:-0.17925528 192:7.7055905 193:8.2108727 194:8.576382 195:2.1785984 196:6.0583048 197:7.8160008 198:1.6125383 199:1.487312 200:-2.4148298 
+-0.04711905854325861 1:3.3160265 2:4.2652562 3:7.4284368 4:8.6922255 5:-8.7635148 6:1.49087 7:-5.292919 8:-2.6131665 9:-6.1934507 10:-6.3924017 11:8.2194233 12:-5.6695219 13:-7.0395202 14:-4.3207836 15:-6.3625165 16:4.7820614 17:-5.1627057 18:3.7440158 19:-0.61206165 20:-1.0795138 21:-1.2128985 22:-7.6403824 23:-8.4950795 24:-2.6001332 25:-0.82771102 26:3.5003355 27:8.4847794 28:-1.4864773 29:-8.8851286 30:8.3963987 31:-2.5268795 32:-0.32417708 33:-9.0004367 34:2.1529103 35:-3.6286866 36:-2.5037153 37:6.3731787 38:5.0104507 39:3.5331998 40:-7.1803695 41:-4.1318827 42:5.2687045 43:-4.9596255 44:10.787405 45:8.4809619 46:-2.4869823 47:7.9557988 48:-8.7122476 49:-2.7055608 50:1.5335017 51:-8.194368 52:5.0125963 53:7.878821 54:-5.9506537 55:6.9877969 56:3.881229 57:-0.57896403 58:8.2108282 59:4.5953633 60:-3.549594 61:8.0137907 62:-0.022763898 63:-3.6755557 64:-1.9251111 65:0.095306279 66:-4.7686991 67:-9.7650683 68:-9.1190367 69:10.561612 70:9.0948145 71:7.4141033 72:9.5251202 73:1.8967075 74:7.6505574 75:0.0093410505 76:5.1856537 77:-2.1177657 78:-2.2054022 79:9.5407898 80:8.0521874 81:-3.1295257 82:1.732809 83:-7.739565 84:-0.69463826 85:-1.6479797 86:7.9872747 87:1.9852718 88:-5.1716819 89:-4.5647616 90:0.061343194 91:-5.5941957 92:-4.7491935 93:2.9352045 94:-2.2919183 95:-3.2555858 96:4.5785272 97:7.1878683 98:-9.8897453 99:-4.9846264 100:-2.7038096 101:2.7555115 102:5.1587851 103:1.2211415 104:-1.5663887 105:-6.0819945 106:-0.98319001 107:-0.30790837 108:-3.4981119 109:-1.105613 110:-1.3724914 111:5.9973216 112:8.138386 113:10.046897 114:1.5439053 115:8.6274278 116:7.7942936 117:-9.0072494 118:1.4581404 119:9.3918569 120:-0.087556446 121:1.154598 122:-3.0006129 123:2.4121488 124:9.714873 125:2.7512446 126:0.82508224 127:6.0858481 128:8.2370972 129:5.5929045 130:1.413239 131:-0.042248003 132:-2.3380497 133:-0.90927014 134:3.0222427 135:8.2898922 136:-6.7874466 137:-4.4418428 138:-5.0697075 139:-3.6379907 140:-1.1322788 141:-4.2119624 142:4.0816695 143:-2.3701889 144:-4.0232737 145:0.46291793 146:-5.8454929 147:6.6689935 148:-4.8837323 149:4.9333586 150:6.9437688 151:6.7041036 152:-10.633763 153:-3.7298743 154:2.7957623 155:6.5686923 156:2.6051516 157:-3.946498 158:1.0539245 159:4.0341381 160:8.4006901 161:-6.4941555 162:-3.1708765 163:-4.7452448 164:9.3444433 165:4.5591308 166:5.6863502 167:9.9158339 168:0.31150962 169:-7.0374755 170:2.1894537 171:2.239764 172:-0.96566647 173:5.3624865 174:-8.5191493 175:2.3092811 176:4.6644014 177:7.9038704 178:1.4106185 179:-2.6765452 180:-1.2769781 181:0.34365548 182:4.7516246 183:1.1712352 184:-4.0939221 185:-6.5359806 186:-6.6860405 187:-2.5168489 188:3.9059764 189:-9.1755404 190:0.12671237 191:0.57709792 192:5.7604072 193:7.4327382 194:8.3179973 195:2.8110128 196:4.5688386 197:7.3305114 198:1.7276342 199:-0.87602402 200:-2.7231274 
+-0.041971248750806996 1:3.1332747 2:4.2100985 3:5.885967 4:10.265706 5:-8.3053257 6:-0.14980584 7:-3.3499671 8:-0.60533977 9:-6.8814637 10:-5.8645282 11:5.2191168 12:-5.5988474 13:-7.5092542 14:-4.7077154 15:-6.9456779 16:4.8853227 17:-3.8758189 18:3.435843 19:0.94620884 20:-2.4798771 21:-2.775381 22:-7.9067322 23:-9.2950317 24:-5.2195021 25:-1.6840209 26:2.8940644 27:9.0418503 28:-2.9637236 29:-7.8958712 30:8.2264097 31:-0.31290522 32:-0.55642152 33:-9.9086677 34:2.8863932 35:-5.8521153 36:-2.4691991 37:7.3840626 38:4.0513705 39:3.4745883 40:-10.498836 41:-2.0861946 42:0.8090577 43:-5.8602288 44:7.9772682 45:9.6046837 46:-2.9992422 47:8.1501176 48:-8.6642639 49:-3.3463436 50:2.5475313 51:-8.1166595 52:2.7314997 53:8.2362722 54:-8.360249 55:6.6173812 56:4.9286118 57:-1.9581097 58:8.1415166 59:1.7417996 60:-1.7672848 61:5.323352 62:-0.87697092 63:-4.1935238 64:-3.2588804 65:-2.1917531 66:-4.5572031 67:-10.379705 68:-9.8832327 69:9.45259 70:9.5757867 71:7.82459 72:8.8545886 73:-1.9410516 74:5.8957795 75:-0.75396418 76:6.1876099 77:-2.3379902 78:-1.6611043 79:6.6582677 80:8.240909 81:-1.7036922 82:1.379642 83:-9.2835291 84:-2.7843242 85:-0.39528635 86:6.1906342 87:3.2951814 88:-4.8978456 89:-4.967508 90:-0.72648631 91:-5.5133866 92:-6.2196046 93:0.11433099 94:-3.7236089 95:-3.6555493 96:3.3336744 97:7.3104509 98:-8.9673963 99:-6.2096359 100:-3.1526324 101:5.9990457 102:2.851788 103:1.5642282 104:-1.2153411 105:-6.4600324 106:-2.9121997 107:2.4803861 108:-0.87380632 109:-0.53714125 110:-3.2231018 111:6.9707475 112:8.97778 113:8.9657253 114:1.6527881 115:9.091545 116:11.063596 117:-9.2227657 118:2.1394183 119:7.2877585 120:-0.91406351 121:2.1776251 122:-4.6712703 123:2.7827001 124:8.5967981 125:4.435643 126:1.4654083 127:8.1138108 128:8.0198237 129:5.720829 130:1.4268478 131:0.90276616 132:-0.39006538 133:-2.3079026 134:4.1093652 135:8.2631603 136:-7.2413626 137:-5.0917324 138:-3.4882035 139:-3.1952029 140:-1.2213903 141:-2.4734614 142:3.5957872 143:-3.4564779 144:-4.4553168 145:-0.41607551 146:-7.9056413 147:10.126124 148:-1.387342 149:5.0125098 150:4.8499637 151:5.2315805 152:-11.168069 153:-4.1689585 154:2.9822197 155:6.3522112 156:1.6630225 157:-6.4169967 158:1.6645697 159:4.0157184 160:6.8734176 161:-4.9063525 162:-3.1578614 163:-6.0758995 164:7.6477119 165:5.3727854 166:4.5887652 167:7.3228241 168:1.3425177 169:-9.5035447 170:4.2438949 171:2.1012846 172:-1.7506282 173:4.2658286 174:-6.1246966 175:1.5686329 176:3.1434661 177:5.8622869 178:2.4015213 179:-4.1665903 180:0.30435956 181:-0.62336811 182:5.2026664 183:2.9889622 184:-5.2029372 185:-7.0460482 186:-7.805548 187:-3.6304096 188:2.966922 189:-8.6962542 190:2.0410977 191:-0.99480727 192:8.9302384 193:10.912102 194:5.2397029 195:2.5729314 196:6.1508163 197:9.0243749 198:2.6876379 199:1.5886487 200:-1.3155349 
+-0.018785400210244628 1:5.6682488 2:3.5817684 3:5.5800866 4:8.6260796 5:-9.2487188 6:-1.6501769 7:-3.5736148 8:-2.1662344 9:-6.7382132 10:-5.6022457 11:8.6943184 12:-5.054559 13:-7.7949293 14:-3.3952136 15:-7.6264147 16:5.4726715 17:-3.8464201 18:5.3251112 19:-0.48379828 20:-2.1996648 21:-1.65634 22:-8.5207592 23:-10.824918 24:-1.4779822 25:-2.9622034 26:4.9531875 27:8.5267413 28:-1.1175115 29:-5.9106959 30:9.5135963 31:-1.0232686 32:-2.4746919 33:-10.601453 34:2.8085713 35:-3.1309189 36:-1.7678783 37:5.1287728 38:4.1666995 39:2.3436443 40:-8.0092075 41:-0.3098741 42:3.9082535 43:-7.840698 44:8.1989893 45:8.2138581 46:-1.3145142 47:7.0339477 48:-9.204464 49:-3.5273402 50:2.4917726 51:-6.7326635 52:5.5794183 53:6.8994714 54:-5.3343245 55:6.4779614 56:6.3735971 57:-0.78352789 58:7.4060351 59:2.9144567 60:-2.7243484 61:6.9341139 62:-0.9378793 63:-3.8330237 64:-2.1483789 65:-3.4484457 66:-4.4581684 67:-9.0508186 68:-10.525076 69:9.4619147 70:7.6362815 71:7.6864342 72:9.7159372 73:-0.34189054 74:6.4540574 75:0.23477742 76:5.2602835 77:-3.0451691 78:-3.581797 79:9.3817374 80:7.293568 81:-1.6424767 82:2.9262862 83:-8.7033775 84:-2.1750712 85:0.0097000729 86:6.6691487 87:2.8242681 88:-4.0229368 89:-4.419015 90:0.21586663 91:-4.9313551 92:-4.3603091 93:2.8452317 94:-3.2640546 95:-2.7632973 96:4.4558088 97:7.4812179 98:-11.345286 99:-4.0007992 100:-3.2545576 101:4.1091933 102:5.1971213 103:-0.56868863 104:-3.0944114 105:-4.783149 106:-1.0549169 107:0.7329394 108:0.86185937 109:-0.92364051 110:-1.8688099 111:5.8615405 112:7.9434076 113:8.3095896 114:4.3603584 115:8.8422228 116:8.4353599 117:-10.278874 118:1.3098568 119:8.1959759 120:-0.17461636 121:3.7348509 122:-4.5056039 123:4.5925316 124:9.2204387 125:4.0333089 126:0.7939294 127:5.3566576 128:10.813951 129:5.1108261 130:1.2360026 131:0.097164379 132:-0.3586498 133:-2.2115816 134:0.30444066 135:10.98205 136:-7.7128542 137:-3.7722227 138:-3.3118208 139:-2.6690439 140:-2.1262347 141:-3.7795494 142:5.1493383 143:-2.2699034 144:-6.7352794 145:-0.33990804 146:-5.7583411 147:8.5120246 148:-2.9646498 149:5.6444982 150:6.1630306 151:8.6116852 152:-10.085436 153:-1.9351341 154:2.5273811 155:6.0971628 156:3.6965818 157:-5.8183089 158:2.5159138 159:5.0478827 160:8.0141625 161:-3.7457524 162:-3.5001059 163:-6.1245583 164:8.9395562 165:5.4133574 166:3.9757166 167:8.1557311 168:2.9209597 169:-6.2560997 170:3.9223347 171:2.0288087 172:-1.4967588 173:4.4258471 174:-6.8972884 175:2.0637211 176:1.6838905 177:5.2860906 178:1.8542371 179:-3.0575015 180:-1.389998 181:-0.90886329 182:6.4107368 183:3.4639976 184:-5.0583291 185:-7.7917147 186:-4.4154042 187:-0.46882466 188:2.8826238 189:-9.7649802 190:1.8465783 191:2.9258187 192:6.6569196 193:9.0363264 194:7.2192567 195:1.9769192 196:5.7684312 197:7.7898296 198:1.4501874 199:1.2071385 200:-0.15619914 
+-0.083694111065944821 1:4.9056767 2:5.0056818 3:5.913723 4:11.373081 5:-9.1228317 6:1.1043693 7:-2.263736 8:-2.1214437 9:-5.3337742 10:-5.3941781 11:5.7026298 12:-6.1971295 13:-10.828313 14:-6.8305973 15:-8.1708994 16:6.2283378 17:-4.5586802 18:6.2878836 19:-1.3211078 20:-2.303017 21:0.77876253 22:-7.5178514 23:-10.266493 24:-3.4929354 25:-3.3599374 26:3.3553758 27:10.879063 28:-1.1076214 29:-8.9504422 30:7.1406452 31:-1.9877632 32:-2.3088026 33:-8.8521521 34:2.1046338 35:-3.8323246 36:-3.2748557 37:6.8565883 38:4.7930707 39:1.9706911 40:-9.3376093 41:-3.9056644 42:3.9687354 43:-8.0595061 44:9.5819404 45:9.8537646 46:-2.8377166 47:5.5282738 48:-8.6221742 49:-3.2872517 50:1.7719344 51:-6.8012967 52:7.5228707 53:7.4575447 54:-6.673694 55:8.5702604 56:3.1063115 57:-3.8312153 58:7.3785025 59:1.7096123 60:-2.9628996 61:5.3312973 62:-0.49872667 63:-2.548205 64:-4.015118 65:-1.6519447 66:-5.9116903 67:-8.4085226 68:-9.6383421 69:8.0085508 70:8.5012784 71:7.626679 72:8.4814082 73:0.96110758 74:6.0446687 75:-1.3422821 76:5.2295402 77:-0.30450869 78:-2.6030094 79:8.2445332 80:10.214013 81:-0.74747748 82:1.6437085 83:-9.5766842 84:-2.8825423 85:2.3841928 86:8.1180618 87:2.6393856 88:-3.4580479 89:-2.2206847 90:1.162981 91:-6.1680195 92:-5.4375518 93:1.3168185 94:-2.2657083 95:-5.9944931 96:5.8914835 97:7.6367601 98:-9.264419 99:-4.6344837 100:-5.076679 101:2.479434 102:5.0365853 103:0.72303178 104:-4.5484415 105:-6.8418272 106:-2.4387309 107:2.2358299 108:0.20762053 109:-1.7599729 110:-0.99326739 111:7.4441936 112:8.1436741 113:7.2130426 114:0.17748261 115:8.6218146 116:9.7848963 117:-8.5291877 118:0.98667149 119:9.4064348 120:-0.067869713 121:2.447608 122:-4.6759037 123:3.4360189 124:9.8888713 125:4.171314 126:0.52862637 127:8.5041311 128:8.9363429 129:4.7394164 130:0.28953707 131:-0.90121999 132:-1.8962465 133:-1.8431808 134:1.904834 135:9.3419209 136:-4.6770314 137:-4.65385 138:-4.0799687 139:-4.9385949 140:-1.7023242 141:-2.411119 142:5.0202915 143:-2.0466721 144:-3.5697667 145:0.15920826 146:-6.9586113 147:8.1654358 148:-3.2955216 149:4.3709704 150:5.50705 151:8.531332 152:-9.8387562 153:-3.061386 154:4.4832982 155:4.8041146 156:0.18123452 157:-8.0296847 158:3.921019 159:4.9934049 160:7.4482274 161:-4.4801867 162:-4.6567752 163:-8.2968326 164:11.579656 165:6.1555243 166:6.2943622 167:5.9673379 168:1.3272328 169:-7.2411845 170:5.3683597 171:1.7048304 172:-1.2079792 173:5.0096249 174:-7.7178911 175:3.5238884 176:2.9402422 177:6.184116 178:1.2649365 179:-2.6355685 180:-2.5152331 181:-0.89019856 182:5.6836314 183:3.5712388 184:-6.3690188 185:-6.49739 186:-6.7988134 187:-2.6197272 188:2.1788337 189:-8.7847837 190:2.7252006 191:-0.65638201 192:9.3702253 193:9.0699371 194:7.7089233 195:1.5926026 196:6.0226006 197:9.3364126 198:0.9476901 199:2.4064288 200:-1.5189586 
+
diff --git a/tests/data/predict/500x200_test.libsvm b/tests/data/predict/500x200_test.libsvm
new file mode 100644
index 000000000..bcf047141
--- /dev/null
+++ b/tests/data/predict/500x200_test.libsvm
@@ -0,0 +1,501 @@
+-1 1:3.573324840118169 2:4.585144357079666 3:5.827615793016552 4:10.82874817296946 5:-7.639744108864453 6:1.691626071232369 7:-3.877469561789419 8:-5.416449075055302 9:-6.528543087350091 10:-5.329407455842372 11:9.259784972836629 12:-2.654317602691414 13:-6.539933276583309 14:-5.762523791324139 15:-7.522154769188459 16:5.027794523199627 17:-4.156547192010644 18:6.030349095497817 19:-1.458428952080749 20:-1.984250643879328 21:-2.999254233869155 22:-7.726540160578969 23:-9.267566010588849 24:-2.468823781202261 25:-1.768823256835575 26:3.366853372786064 27:9.740695724284553 28:0.5959653682451183 29:-6.913260339073265 30:8.694390171593561 31:-1.610516293717173 32:-1.237453036780526 33:-9.089482563779558 34:2.523482500497903 35:-4.209684165260844 36:-2.460767193652951 37:6.998432492768192 38:4.861291421480332 39:1.691641865896993 40:-9.453794189332344 41:-2.871139166584759 42:3.917047418240615 43:-6.89335676092398 44:9.627606390771033 45:9.852571760154795 46:-2.202563234705459 47:7.223214183859072 48:-7.153118005167715 49:-3.416619627096749 50:3.635285062947145 51:-5.736726556350482 52:5.768607118194091 53:8.568820534345411 54:-6.662898506692041 55:6.108034691913153 56:3.784180790790661 57:-2.584569024376089 58:7.957183977227805 59:2.004708574185637 60:-2.705503297819711 61:5.938451392307742 62:-0.6778425495964238 63:-1.884702193987059 64:-2.183208330673871 65:-1.612833728587017 66:-5.638620991075468 67:-9.416607298261178 68:-8.868417553857116 69:10.76345707967632 70:8.674228633037199 71:6.295236119645558 72:9.354455689359535 73:1.163597681214786 74:6.39165067531104 75:-0.1413585005280575 76:5.322371735269846 77:-3.0092034697369 78:-1.254386344447616 79:9.206305669804673 80:9.027095478699461 81:-1.725293069683447 82:0.07836832210718647 83:-9.070681403487626 84:-3.791288851820149 85:-0.2440389821273049 86:7.692225557567596 87:2.916279578454483 88:-4.538230303358739 89:-4.711153857238765 90:1.390418720024323 91:-3.481455423989185 92:-5.79917623967928 93:-0.7866727290594386 94:-2.277725644039377 95:-5.033126742072366 96:5.404911415264351 97:6.275068027526855 98:-10.38745196501529 99:-4.116838407147503 100:-2.004056370232868 101:4.358504639129949 102:4.713688942949114 103:0.5328501080444488 104:-2.478836227084429 105:-4.930115378771378 106:-1.031142503160273 107:2.419867813934454 108:-2.017375675318038 109:-1.169259553034202 110:-3.241031423672233 111:5.626384530753939 112:6.968990584202552 113:8.53781404847245 114:0.5533725928163344 115:8.735000205285985 116:9.645548774676231 117:-9.794614777423483 118:1.909685773529281 119:7.632542215465533 120:0.5954605144958741 121:2.792937917884717 122:-4.683766057693671 123:2.73408331120359 124:8.150588291159625 125:3.280705158661975 126:-0.4010151686907788 127:8.196811300910214 128:9.410135377071224 129:6.413555582321147 130:-0.8495009824273319 131:-0.5867995154330576 132:-1.747462436853108 133:-0.7134207764129339 134:-0.09184115712186403 135:8.817068406194455 136:-7.526727396990625 137:-4.150915903775441 138:-4.861104368588985 139:-2.805734829361657 140:-0.3245898009462588 141:-4.103993138256291 142:5.891732048317033 143:-2.162265041321406 144:-5.77146701806131 145:-1.440795380930934 146:-6.720960594175931 147:8.7640955259431 148:-1.845747899553853 149:5.347928210188128 150:6.512700150769713 151:5.661911169802046 152:-10.3062764598537 153:-2.720357834126528 154:3.483442153416657 155:5.000610831127887 156:0.948859869731983 157:-3.991946211290652 158:0.8252049824619538 159:3.787397897349882 160:5.854210997538669 161:-2.453282032432466 162:-4.46068452284594 163:-5.805154759130035 164:8.158049674043733 165:4.264641734446601 166:6.424016493191241 167:6.504428682338849 168:-0.1616307402515726 169:-5.444929645381828 170:4.264916965768091 171:3.489318582589031 172:-1.770560572022061 173:4.118902222647186 174:-9.040319671671625 175:2.393011389269545 176:2.789354641305954 177:7.379760982719684 178:1.088337263757652 179:-3.865961420363195 180:-1.542788581567515 181:-0.5017888158420691 182:7.569816067445195 183:4.85225046391206 184:-4.465707022983692 185:-7.359926094684733 186:-6.963354145117928 187:-4.419483982505376 188:3.555307196938727 189:-7.970496453029535 190:3.692309729230198 191:0.6289968154673969 192:7.833889535776086 193:8.71357459661359 194:7.196856283486048 195:1.721266301399087 196:6.4748028161379 197:9.449117795738509 198:2.542215983456931 199:1.734638105023482 200:-2.43189565190591
+1 1:6.827366733307894 2:-4.156128685313485 3:-5.424263502406898 4:-3.04443792563108 5:6.994755992927259 6:8.696065198257358 7:-11.26475729035216 8:-4.700119744346667 9:6.23419673218906 10:5.733215585870496 11:-5.742032607738519 12:3.352172374782743 13:-7.872107260711857 14:-10.07826271004117 15:-3.607120662968249 16:3.0194506746818 17:6.980076270741386 18:3.405067423774892 19:-6.693076385675311 20:-0.7951602687046374 21:-2.181882058903284 22:2.343768460355295 23:-6.130546236081122 24:8.848850112996297 25:-0.1563912651784463 26:2.100807940882491 27:0.9634193193652854 28:-2.74772593056267 29:5.388805846631521 30:7.140817645103718 31:6.64146234805246 32:4.847600333479562 33:5.525660946361893 34:5.159368085008202 35:6.895840072057347 36:5.379450129117601 37:4.301324734551881 38:5.756725197544352 39:-6.647789360565406 40:-2.630607780493546 41:-1.574837426840357 42:-1.282692043413946 43:-0.6116558628014742 44:-9.844983489729797 45:1.919164668428629 46:7.332766488544194 47:-9.133990277527943 48:-4.059005547325903 49:-6.135631507091837 50:8.44354794101563 51:4.896431510364983 52:-3.134468868033404 53:6.46464959125062 54:-8.964552691986931 55:0.2790828002886494 56:-4.51544561795956 57:7.619963727106778 58:-7.393631983527143 59:-1.472490676067687 60:-7.237392215504055 61:6.801500922429952 62:-5.669751776763158 63:10.16217562269037 64:0.8220521749064974 65:0.3430022508396134 66:-1.770105218325235 67:-4.537344412000675 68:8.402045386862373 69:8.282988159428522 70:-2.380567025841342 71:2.97429961614026 72:3.684735443001373 73:-1.76855190715378 74:4.731028658474973 75:-1.62143470182628 76:1.123262175590248 77:3.543627372839747 78:-8.581339098476739 79:1.801722047467827 80:3.852572125294335 81:-5.014471071107899 82:-3.303202064285042 83:3.353311232392217 84:7.560604748960425 85:7.049074556004272 86:6.152357293236243 87:-2.462460793675791 88:-6.898982903857453 89:0.2032029605070841 90:-7.320993904025498 91:-4.405154825104852 92:-7.498750672193909 93:7.920894106372855 94:-6.839060656793921 95:-4.384264269085858 96:-8.41312826960721 97:9.079253501019123 98:-7.030839281683993 99:-6.129373124038451 100:-0.5811393348042317 101:5.010616606204109 102:-6.550994515203521 103:6.243611612036728 104:-5.884140803419593 105:-5.819836407716482 106:-7.202707539706791 107:2.709415278798884 108:-3.162911050225844 109:-10.30529476001444 110:4.75072255928993 111:8.923205498254239 112:8.958120652091996 113:9.162658376880415 114:-7.945079002733266 115:7.929252351870856 116:-7.385385020942441 117:-3.689727147344464 118:5.320621036135177 119:3.569561608505214 120:3.971255639814166 121:10.05404886161128 122:2.83818608176391 123:-7.634618733018631 124:-3.314484318505921 125:5.823576788586033 126:7.164524587088275 127:-7.986087643309955 128:-2.193584469799609 129:6.271400913850463 130:5.605131955215857 131:-4.485445402509292 132:-2.047913724408353 133:9.445880052226917 134:0.3705169994087878 135:-4.830012074570697 136:6.329832903183664 137:-3.101751020301612 138:5.172139917787205 139:-6.32790314086341 140:-0.4145747589898428 141:-10.99625054563689 142:-9.329675770122611 143:4.596716775837653 144:4.268152019740253 145:0.854565321649177 146:-6.004501524602387 147:-2.86034006978709 148:-7.297232367451749 149:-1.159025634380138 150:-1.587650601582156 151:-2.14293169281223 152:4.303509517531495 153:3.630089089033143 154:-4.806219492387529 155:-8.749870241055955 156:-7.894631217287353 157:7.088582409747675 158:-0.04336263107189708 159:-4.164427018687888 160:2.430836518038998 161:3.955013720370873 162:7.237170699557911 163:-8.184997552732799 164:2.63862701451534 165:7.682828117398706 166:2.258112026469493 167:-3.53930538302275 168:-4.854032972351977 169:3.431815384749131 170:-2.023003453310948 171:-10.55293136409273 172:-8.594078209650325 173:-6.243779684987746 174:6.94020794703591 175:-1.882453038671859 176:-4.834980259391517 177:6.169395416883826 178:-3.36133544184642 179:-2.971297969098441 180:-5.032092962826191 181:3.769607809662304 182:6.55359815045375 183:5.353548610862356 184:0.9990234634910575 185:1.961037457243066 186:-5.784577595920067 187:-4.491394206158515 188:-1.848450896857726 189:9.342942606506513 190:7.418298415655123 191:-9.350234433231597 192:-0.9909779520079844 193:7.891188270758618 194:-6.045017625310494 195:2.334289484943721 196:-5.620924214476545 197:-10.31225810311414 198:-8.968153206538149 199:-3.806750011490793 200:-5.878422562735
+1 1:7.043435825689217 2:-5.195473118169201 3:-3.788247965059105 4:-1.709853554831876 5:4.545309978914402 6:9.628729680235622 7:-9.364119341872264 8:-5.426649626165543 9:6.167447554213018 10:5.908086137819812 11:-6.31424335473923 12:3.598963916187798 13:-7.305644247105458 14:-10.00008139877108 15:-4.932495667419486 16:4.235911061232369 17:6.51274473332056 18:2.605720054528565 19:-7.583241961799686 20:-1.590511060974485 21:-2.258208481155023 22:2.642048966506052 23:-9.040854983186648 24:9.74369193128023 25:-1.440806086457137 26:3.850698244046251 27:-1.420741077432679 28:-2.203153031925285 29:4.273776041790206 30:6.703810888840392 31:5.884819412720595 32:4.112722549231566 33:5.874902580864758 34:7.09657569195446 35:7.003346660639533 36:3.444748749246593 37:6.520749173546452 38:6.598893928052486 39:-9.664632388941911 40:-3.289155198097186 41:-1.466699402143482 42:-0.707175855613372 43:0.4583007577833413 44:-11.68771022212096 45:1.258570721780458 46:7.03094830409497 47:-11.32408474705441 48:-5.470099261604561 49:-6.783788689111831 50:6.682045412447324 51:1.236236632218511 52:-1.932952019829244 53:5.569576928184532 54:-8.700276779037786 55:-1.045487218106868 56:-3.7262399359739 57:10.37686135988163 58:-10.23450489178562 59:-1.358274452064175 60:-6.921414809216875 61:4.76815468096408 62:-4.958083084257554 63:9.602892786063999 64:0.7897023640479132 65:1.765193466839029 66:-2.140821271306552 67:-4.417750683344102 68:9.228871589996361 69:10.83543546753051 70:-3.685866044769837 71:0.7148066966778691 72:4.071883198523038 73:-0.4551734561716307 74:5.198821414574409 75:-5.271379829240589 76:2.342325988471164 77:0.8931237478695599 78:-9.792082959308402 79:1.501946606258629 80:6.67810249255577 81:-4.621060814192044 82:-2.51879196340096 83:4.091513860716369 84:5.07436140514204 85:7.46390781042003 86:7.214178780180421 87:-3.403635663227054 88:-6.859521542080354 89:-0.5494613036412219 90:-7.126614876184063 91:-2.703981419547639 92:-7.640252752329326 93:7.765833109061727 94:-7.642127568438364 95:-8.680894453376059 96:-7.780054321965028 97:9.758963117912353 98:-8.903121204210557 99:-6.184289490347902 100:-1.568061499373643 101:3.113592338987452 102:-5.719069821686325 103:8.18178717201266 104:-5.727046713779206 105:-5.87010793484771 106:-7.235880319266451 107:3.041789592010038 108:-4.195247560194923 109:-9.467758210147275 110:3.417197926036457 111:9.411328213503346 112:6.408151661766746 113:9.033178904475328 114:-7.783534890515421 115:8.197189883031765 116:-8.282486014332056 117:-5.190669204515103 118:3.765502840141164 119:1.661863984313032 120:3.352417962246288 121:8.046321433867963 122:4.30142539246563 123:-8.277435056306514 124:-3.425165192299308 125:2.992569024238601 126:6.239025422413289 127:-7.180917726979724 128:0.5407958339373076 129:5.608396359196765 130:5.457708260805205 131:-2.456033927741092 132:-0.8041549983435603 133:9.929246123924848 134:1.443781853150209 135:-1.650534249816858 136:6.353853013499914 137:-3.780567586475797 138:7.569460394898053 139:-10.99318980087868 140:0.8793467904753812 141:-10.89690519870509 142:-7.950357862221284 143:6.438412948644848 144:2.867805879087352 145:2.632263268384837 146:-4.384781825455959 147:-2.680291025489682 148:-7.842937523190214 149:-1.570093370646761 150:-0.8194774164737841 151:-4.628415211758698 152:4.383250241893314 153:4.223719868698749 154:-4.217053560208894 155:-7.719907807371728 156:-8.510592113277355 157:6.589800648313618 158:-2.88267650314418 159:-2.466041514883163 160:0.2669977812615731 161:5.185576905119107 162:8.235362465906922 163:-8.915518610502978 164:0.7559312365085691 165:8.342487265015551 166:1.180404863006016 167:-4.156584839461282 168:-6.354101838501437 169:1.826928763006869 170:-2.479070511744951 171:-8.610800032983004 172:-7.816487542676623 173:-5.013805068855911 174:8.626010841921842 175:-1.914156208071599 176:-4.969835079781055 177:8.459657607849035 178:-4.035596261792769 179:-2.981202793935866 180:-5.387340212942494 181:3.565306363282828 182:6.047987383767175 183:6.742516504181745 184:-0.04216696640762663 185:1.19744468709861 186:-4.272143702003956 187:-4.727827699886772 188:-1.487157698145778 189:9.827530233415048 190:6.912357964670703 191:-9.745386543212049 192:-2.12591444623867 193:5.687809018113946 194:-8.392162989925094 195:2.815124280264933 196:-7.699941141668388 197:-9.279231164773504 198:-6.337643956836673 199:-4.175346656514201 200:-6.045422674039255
+-1 1:3.989704994652497 2:4.512976479241575 3:6.382397416985135 4:8.792499054622466 5:-9.130262684938495 6:-0.6850340719951323 7:-2.911873617577198 8:-2.128198426730439 9:-6.682046345761317 10:-5.207663659139861 11:6.735633362159806 12:-5.899803049474401 13:-7.580087556519939 14:-4.915632642782229 15:-7.960001028365981 16:4.017017635888726 17:-5.479640019743041 18:5.973006752336307 19:0.5689145037552092 20:-2.642553938885889 21:-0.9967430255897043 22:-9.742884067630866 23:-9.944785881244915 24:-1.715232361216584 25:-1.944158599505648 26:4.219002957258792 27:7.480618142311145 28:-0.6786652177230575 29:-8.976832981694873 30:8.721643771927942 31:-0.6052137869539163 32:-0.9112278385656696 33:-8.630767635533521 34:3.306699930497311 35:-3.456552181375237 36:-3.064452048485259 37:7.108454067995451 38:4.377861814946283 39:4.094348210955689 40:-9.044507464670344 41:-3.367802617645181 42:4.862995557534513 43:-9.269544614823593 44:10.99719397275087 45:9.8234897936306 46:-0.8516873630347224 47:8.505665440111636 48:-8.33357570786556 49:-3.768928033253243 50:2.732033819589437 51:-7.597977439535125 52:5.607373531695827 53:5.486784472154064 54:-6.73075686486149 55:7.422015270266933 56:5.74026838138338 57:-1.229631058808192 58:6.099319858895556 59:2.545408284578181 60:-2.648077208143078 61:7.335707397478558 62:-0.8034373507705695 63:-2.549397061620991 64:-2.61081554224884 65:-2.779710766908287 66:-5.946200652500226 67:-9.95962615644269 68:-10.77760027804552 69:8.351557729465881 70:8.562640839682146 71:7.414926847441682 72:10.58956092058368 73:-0.4076081668521058 74:7.156416775973956 75:1.125902882271277 76:3.977680673620564 77:-0.9676966033450896 78:-2.899310493805907 79:8.677697669147799 80:8.755622691904456 81:-0.8016343690569189 82:0.1391130359188331 83:-8.072974326651671 84:-2.285479091827705 85:-0.4839435581878062 86:5.783375334342024 87:-0.02384287300678167 88:-5.798711970760143 89:-3.730402183156881 90:0.9668407505385612 91:-6.740817301615643 92:-4.286415603902988 93:-0.1731174164410074 94:-2.084748372435067 95:-4.725618322757717 96:5.510388693572225 97:6.680726453867726 98:-9.949157675013854 99:-4.396362983449015 100:-1.782897325206247 101:2.344335456958576 102:3.816428830834275 103:0.5527056834361588 104:-3.766414025299021 105:-5.854453185817581 106:-1.893934644481775 107:1.636441247494002 108:-0.6309133757021894 109:-1.870746140770284 110:-0.07887791015525947 111:6.35320131546321 112:5.895672784459554 113:9.410731402988672 114:0.996348559821071 115:9.108156995079275 116:8.668011064272532 117:-8.023926686035658 118:1.634411995904794 119:8.627318643927962 120:1.905104339279321 121:2.306352112542667 122:-4.55164624370648 123:1.93797295363666 124:10.40325900311885 125:2.984754601056122 126:-0.6642495755946022 127:7.269222628578016 128:8.019996408718326 129:3.874977967593765 130:-0.01818446280459085 131:-2.890757512682876 132:-3.741836444153161 133:-1.535719326476435 134:2.276364167218025 135:9.42594100772072 136:-3.940113203008713 137:-5.057397181022481 138:-3.302702028103978 139:-2.93401429728565 140:0.3034486929768061 141:-4.88216908080422 142:5.152492899443208 143:-3.455439639700685 144:-3.893074932683662 145:-0.5063652474428291 146:-6.752488792992035 147:10.87218763598173 148:-2.398382141019388 149:5.601969869654427 150:7.012343693358321 151:6.81923248087939 152:-10.20950897076439 153:-4.035215597115412 154:4.379532759322919 155:4.68064342948043 156:0.645428113653707 157:-6.002486045376549 158:1.151897604902968 159:3.995682931014392 160:7.792676992450862 161:-3.754258182458427 162:-1.612972011884562 163:-6.217260496996813 164:8.189302317524982 165:3.944793312051506 166:8.673975316551015 167:8.479522663161648 168:0.6553324638253866 169:-6.442615786480107 170:5.534678788602033 171:2.685592080343778 172:-1.407763534011369 173:1.593701060300778 174:-7.601189790635076 175:0.7407798628075193 176:3.896146766570573 177:6.539106717270338 178:2.047176950831352 179:-4.102876250296576 180:-1.741532858178633 181:0.9186806933524423 182:4.966600568878367 183:3.908889920943016 184:-5.628903808354933 185:-8.652508298993107 186:-4.965334036351017 187:-1.928068609513341 188:2.807342030556616 189:-10.77329474337023 190:0.5561485272148019 191:0.217797997106614 192:7.327633225573265 193:8.325376140929359 194:6.761310956884577 195:1.859386963170007 196:5.57075869215234 197:11.41672371354406 198:2.04686980562959 199:1.654844959327338 200:-1.609547434282408
+1 1:7.638548343329785 2:-5.10609623542518 3:-5.046254564678661 4:-3.626311509322781 5:4.487559762225347 6:11.17912054934079 7:-10.8376069437625 8:-5.38206477480762 9:6.176831308847611 10:4.980053214398465 11:-6.363804132410798 12:2.928973391846849 13:-6.340100346220606 14:-11.51396262886939 15:-6.204415953377934 16:6.056432331346818 17:5.651848565308017 18:1.566365466878005 19:-6.428907824638295 20:-1.504646932760931 21:-3.155011376723843 22:2.294715999412274 23:-6.290313990544514 24:8.845059428556258 25:0.1865142015905993 26:6.028342728037133 27:-0.7129559715977094 28:-2.260821303001288 29:4.993695206596176 30:7.092074069928954 31:6.334185492875088 32:4.572547938764465 33:5.6165550697472 34:6.127711863910071 35:6.246883738119664 36:3.833903771196843 37:4.413929803552808 38:5.222201279733238 39:-7.586003525816363 40:-4.366992044483077 41:-0.2447696650074646 42:1.183136181285705 43:-1.11183684812531 44:-7.577388491223699 45:4.219616679507666 46:7.163545336991553 47:-9.557321050179022 48:-3.665064378766974 49:-7.259803484854755 50:7.391774707633195 51:2.252980333570642 52:-3.180149530589243 53:6.951981824097729 54:-10.53966757161202 55:-3.516422203389007 56:-4.256460709283323 57:8.168857815213533 58:-10.09911022049341 59:-2.676190058677152 60:-8.083435069901283 61:6.805180274375165 62:-7.58885780673846 63:10.17516283383781 64:-0.1496360101908775 65:1.478735990203865 66:-3.20591761582922 67:-5.490644420430264 68:9.697038633059577 69:10.65509302387145 70:-6.33727113762358 71:0.7865528874419641 72:3.157124756653179 73:-2.447699063875449 74:5.241443874650132 75:-4.549950437256339 76:4.209156490862934 77:1.326636818822227 78:-8.675970347634294 79:1.77870727515418 80:4.471281607962118 81:-5.005812300810336 82:-5.012077677303973 83:3.48598490441613 84:6.474765072173054 85:6.916773946322752 86:5.568265842290264 87:-3.214513320959715 88:-7.338652428768828 89:-1.244640581921921 90:-6.169582879734253 91:-3.304567218585039 92:-7.485015347292466 93:6.200084325916739 94:-7.531987193706538 95:-4.676784987035851 96:-7.72597862400873 97:10.26450456904044 98:-7.973916091834264 99:-8.104468361343743 100:-1.913548523102353 101:4.904997354189043 102:-5.719645525504429 103:7.39451350949678 104:-5.509518103034927 105:-5.107196060984478 106:-7.668235380482775 107:1.329139295476993 108:-3.123557035303466 109:-8.079634667745745 110:6.670913124785806 111:8.930969916186823 112:6.854143328771208 113:9.619921957347962 114:-5.467719461772747 115:8.706054764933372 116:-7.028111640860557 117:-4.138281807428174 118:4.417436797626848 119:0.6881708809808875 120:1.310870408555074 121:7.983911086977146 122:2.560101314657518 123:-8.632301412497299 124:-3.090726402612166 125:4.031111391866578 126:6.733010788037971 127:-9.466008443493486 128:-1.503034752623695 129:6.3515895521641 130:4.789467130884893 131:-4.479810101465628 132:-2.841175688707692 133:8.719975810118724 134:0.6757317993303723 135:-4.784025199967333 136:5.267683188909941 137:-1.589881692699343 138:7.14105403076848 139:-8.412171281856915 140:1.074370816343986 141:-11.14233306323166 142:-5.620795981142384 143:6.927931361116899 144:3.472169269974291 145:0.339448035437435 146:-6.648301132173634 147:-1.276748645059849 148:-9.713385448416298 149:-2.239050670640154 150:-1.964160310071873 151:-3.248260648584365 152:6.156964222736956 153:4.932381354080087 154:-4.986819891148967 155:-8.531868276018246 156:-5.525570720494899 157:8.060718031651492 158:-2.254194961574126 159:-2.564775670123257 160:2.898337110719659 161:4.679316463030833 162:7.563901545402989 163:-8.153275843619106 164:3.788311862724228 165:7.671516718196378 166:3.17899488500074 167:-4.765311229921244 168:-6.112391394380275 169:2.217659557123862 170:-1.995061908486214 171:-12.06821726548895 172:-9.834470310504479 173:-5.123440263589707 174:7.866728971440062 175:-3.760155186955747 176:-6.057321333027121 177:8.486308146954585 178:-2.770096270248088 179:-2.646345035738562 180:-4.460379180712134 181:2.691846812026631 182:8.7583999890971 183:5.530980256820401 184:-0.4435403994327181 185:1.449944537683607 186:-5.756570037980769 187:-4.378522461417291 188:-2.481503717071778 189:9.010506370174067 190:5.361569060083552 191:-8.923223905787074 192:-2.045079785514025 193:5.528239297314818 194:-6.654723151715709 195:0.07068716251243157 196:-6.133638441707706 197:-12.09894258909774 198:-7.875308207671087 199:-5.297935399083586 200:-5.288269629740425
+1 1:7.316287356803413 2:-2.401985401262233 3:-5.261111515017401 4:-4.188622233883267 5:4.188197718096584 6:9.464531399444915 7:-9.737102190637014 8:-5.812296605891428 9:7.372653622148906 10:5.677913714673198 11:-7.864709504930934 12:1.850097077933524 13:-7.842288050196335 14:-10.11440830713814 15:-4.678664045311657 16:5.395606912957216 17:6.121884663462185 18:3.121476474053033 19:-6.714032930212062 20:-2.109114182231289 21:-2.201566317009467 22:0.5153805397614377 23:-6.602249478999172 24:8.741930070814821 25:-1.465223502855995 26:5.870271872328376 27:-0.3362270147307482 28:-2.846536756026466 29:4.849020442650885 30:4.593088818886045 31:7.488547875741498 32:5.251686070745325 33:7.407425557991829 34:6.339539661100348 35:6.598339741143831 36:4.591634742445607 37:7.969511441290336 38:5.895266083573222 39:-9.562593030148145 40:-6.361541846108967 41:-1.286838291706552 42:-0.06436699360802178 43:-2.351355923154725 44:-9.364724305274892 45:2.235896659215684 46:8.452119691953285 47:-8.059642079487693 48:-2.679212429855384 49:-7.996637708215914 50:7.066169198217843 51:3.570525511166983 52:-1.605435366314272 53:7.896876938674003 54:-7.889226876397304 55:-2.69633255528543 56:-3.388422681412958 57:9.061751891170573 58:-8.897314953813703 59:-2.807168473775257 60:-6.549071903728851 61:7.790757932404431 62:-7.889965596037956 63:8.719224097983608 64:0.7690375192899493 65:0.3318345780829262 66:-2.112233271600048 67:-6.333160625112653 68:7.697688287307341 69:8.232977370374783 70:-3.976585667685374 71:1.374078409845211 72:0.8096065331578886 73:-2.384079396281021 74:5.646181452476305 75:-3.428576975352763 76:1.185651039560034 77:1.02412597567765 78:-6.530112164111813 79:0.7571573490640844 80:7.552862253137949 81:-4.532415262632022 82:-4.920277152149007 83:1.61914021137815 84:6.163774846988794 85:7.964486099905468 86:9.243262293799166 87:-2.699809102731347 88:-7.804101357429048 89:-0.6156681097145043 90:-5.664205348285833 91:-4.258047844382646 92:-5.501097917541077 93:8.769338033896632 94:-6.824076768108553 95:-5.358759161738503 96:-7.455249104185447 97:9.112386931938618 98:-6.724506303441346 99:-6.691560568635895 100:-1.337262673717036 101:4.046136985501446 102:-3.219458762640479 103:5.647281974910335 104:-5.937376902207062 105:-5.101498470443858 106:-7.203011060687555 107:2.182453102166909 108:-1.989496785264351 109:-8.955640261028943 110:5.736236966594817 111:8.867244943105858 112:5.271895829140452 113:6.825198731693992 114:-5.765972456281457 115:9.438702851310765 116:-7.87926701513055 117:-3.589392890723124 118:5.187159414404976 119:2.425348556732595 120:4.10122697532191 121:6.415679370830563 122:5.65115242288135 123:-7.954782938312627 124:-3.853587206402396 125:3.486011211708447 126:7.140751221579899 127:-8.248410414382166 128:-1.640292155410771 129:6.260372547457609 130:3.916336104169679 131:-3.804018377304403 132:-2.27609818105936 133:9.413285048471483 134:1.215414057614874 135:-6.181947901957866 136:6.134157352035592 137:-1.194952430727121 138:7.001924136973054 139:-8.015748753623958 140:1.778797044028124 141:-9.29755224524966 142:-7.043848104303245 143:6.169037104848957 144:1.975921234531099 145:0.3864984702028839 146:-6.092498432862453 147:-2.844315567332088 148:-6.459746475979562 149:-2.314175952431698 150:-1.053867403259732 151:-3.595549835174396 152:4.708851265197315 153:1.306730348899932 154:-4.261741458323994 155:-8.931126235047872 156:-5.10765747560766 157:7.943991472877062 158:-2.941147444784618 159:-1.292199691618876 160:0.9049325140923454 161:3.85802250193288 162:7.182589268714978 163:-8.549205540819777 164:4.125399288102602 165:7.062929836305296 166:1.744965225655895 167:-4.658598763511714 168:-8.043726197704734 169:1.996566782021584 170:-3.457410052743268 171:-8.718989570043753 172:-8.376070661501046 173:-5.627944925851642 174:8.18161365939185 175:-3.325300436500934 176:-8.419813986753713 177:6.71659624087335 178:-1.893433200384298 179:-4.629604746621474 180:-4.44424120074463 181:2.212351523010886 182:6.361812897663433 183:4.957561500404061 184:0.5215985328794746 185:2.499009528780069 186:-2.39428106875797 187:-1.985325277649007 188:-0.7738012528295031 189:7.90469925767945 190:6.203883148600219 191:-8.552871978298693 192:-2.03433076968299 193:7.130276084807019 194:-8.714099805437401 195:1.446610396583736 196:-9.870086507787695 197:-9.149343222455158 198:-6.713903073689954 199:-3.85286578662956 200:-8.254845097151884
+-1 1:3.168486008849861 2:3.700604413395984 3:6.337455825434016 4:10.48591854604098 5:-6.420001235804758 6:-0.2059739686821937 7:-3.933522834069883 8:-4.144835525130966 9:-5.825340866336042 10:-6.810632927655665 11:6.27308746362885 12:-5.592597720691947 13:-7.917597504536474 14:-6.259999153319075 15:-8.815726614918074 16:5.453461750957161 17:-2.144155520617335 18:4.034818455256437 19:0.4003531611104707 20:-0.9631715581162557 21:-2.579873156556057 22:-7.739989863216362 23:-10.63049037194894 24:-4.22056702502944 25:-2.481716584115292 26:2.95922725859494 27:10.4556856615211 28:0.5780001950716829 29:-8.960643815270606 30:5.837736358207477 31:-0.1772076629740541 32:-0.6145263604666393 33:-9.808350367961662 34:2.443727703745422 35:-4.344027398910242 36:-3.489144823062476 37:5.522887077535627 38:4.139696545414726 39:1.143185175402863 40:-8.81087046390348 41:-2.818533042726646 42:4.975191047517281 43:-8.042249978182863 44:9.413102606795636 45:7.864178801237615 46:-3.611163230989783 47:6.576941706132763 48:-8.079596208556122 49:-4.43832864160664 50:0.3314867989426107 51:-7.350850776030168 52:4.707703932545772 53:6.170913102357845 54:-8.920839248265143 55:7.612765121391916 56:4.158872609924112 57:-3.286998116102188 58:5.642043852400507 59:2.668280888748773 60:-5.152007037187532 61:7.262236892131142 62:-0.04947941904845798 63:-4.306282251172141 64:-3.919457388552355 65:-1.358625038601429 66:-6.34157343896544 67:-11.56120505274673 68:-9.552193755504899 69:7.936492051749275 70:7.101552492199881 71:6.277035869372092 72:9.977693115393762 73:0.9013459579407931 74:6.919247925343339 75:-1.108516119642864 76:4.108396680787303 77:-1.59333968332804 78:-0.8493472141667111 79:7.911539556080001 80:8.444174177538745 81:-0.773557018530395 82:1.03362654722549 83:-9.829553982723105 84:-1.035715423911369 85:-0.02801498007078151 86:7.552275350055971 87:2.631243036930889 88:-6.233323526271963 89:-2.684310161829517 90:0.2423263410942877 91:-2.904417188749239 92:-5.658872867908565 93:1.805450768331775 94:-0.7525995080051944 95:-4.018954805699243 96:6.267793680144098 97:7.965706829945902 98:-10.20984477214827 99:-4.30236782257361 100:-4.99084495070853 101:3.643955901030047 102:4.947439811980878 103:1.740345738255513 104:-3.277661800943148 105:-4.488268442980095 106:-3.699676614674317 107:-0.9135106942339792 108:0.1524167028532235 109:-2.729773623913354 110:-1.137404837488506 111:4.952532867121439 112:7.603796673439989 113:9.495191048737734 114:2.350374615376863 115:7.438333402202683 116:8.19041962350885 117:-9.268957523357113 118:3.271593358232019 119:10.56704852521403 120:0.1989368975183368 121:3.345180967577604 122:-4.249565521913204 123:3.282009210127245 124:8.348209027499049 125:3.255794632310222 126:-1.035646574033926 127:7.595227770823578 128:9.218364680405951 129:5.881220741627147 130:1.615899423407475 131:0.544709838881077 132:-0.2210312661701002 133:-1.851558577135956 134:1.327873121200658 135:10.63066660608281 136:-8.202016405285283 137:-0.9990546132390432 138:-4.765777988861624 139:-3.185039244433858 140:-1.829466336704749 141:-2.377098735941972 142:4.621708822012007 143:-1.710925340785853 144:-5.943714736162475 145:-0.7910834773701445 146:-5.449604311539449 147:9.083296418598525 148:-2.956818591256966 149:4.627878629500144 150:6.493659282467404 151:8.06821090664357 152:-8.831545105218687 153:-5.081909717390866 154:4.031435989060046 155:5.06755879063174 156:0.5925289056796734 157:-4.943974068032798 158:2.378530856494864 159:4.240390993614558 160:8.024682861784319 161:-2.842390460072383 162:-4.570898485709511 163:-5.483578069634555 164:9.899914674604386 165:4.861999456518125 166:6.58483669468587 167:5.642358649047127 168:0.6932235711210557 169:-6.275722120730626 170:2.762845895519158 171:2.483279197706259 172:-1.879571591131374 173:2.918622325484609 174:-5.554881000064087 175:1.72619195673432 176:3.278624035699114 177:6.20890642079172 178:1.69638929933819 179:-4.466251749791883 180:-0.316174527600632 181:0.7048414804730438 182:5.523241584488478 183:2.123434987344196 184:-6.333260187096858 185:-3.956950433291458 186:-5.835957413508125 187:-4.222324773457123 188:3.905134311872139 189:-8.657870886968396 190:-0.04115343518859937 191:0.2025658218343018 192:7.949201493231667 193:9.214996026583721 194:5.509271127782847 195:4.473258527922118 196:6.169090028659799 197:7.661799460361264 198:0.779491613114057 199:2.545723565036381 200:-0.8968565055109208
+1 1:6.666670574872169 2:-4.386060730224695 3:-5.766548252210233 4:-2.603377285905641 5:4.54515295307508 6:11.63748702892014 7:-9.975161787815402 8:-5.79693873499369 9:6.600899534042202 10:5.778630354030561 11:-6.440490386869135 12:2.850872339362486 13:-6.467248515989034 14:-11.90515762249349 15:-4.460150665875297 16:4.7761350194331 17:5.457014590802946 18:3.455685883369348 19:-7.549173232677576 20:-2.721097855199967 21:-2.832088742995988 22:3.123664570304737 23:-7.434876080578083 24:9.086793918706253 25:1.190378371990785 26:4.79090159655324 27:-0.9957545892777018 28:-3.108304783456588 29:4.982704344376445 30:6.891578064807895 31:4.401344819981395 32:1.381604762496184 33:5.578930990490988 34:6.920588790611482 35:6.542540218819295 36:4.37056426747145 37:6.595086988611124 38:3.652684906131509 39:-8.444561067281832 40:-4.123928182670075 41:0.1836579309523998 42:-1.021039076313747 43:-0.7285606451243858 44:-8.916339181084021 45:0.9637232557785635 46:6.994929448491148 47:-11.10550913584839 48:-4.607354976362201 49:-7.108901917101171 50:6.410431721618179 51:3.211377558688822 52:-2.039405703798716 53:7.976870287799968 54:-8.894988872501749 55:-2.245197534528073 56:-2.280935437619088 57:8.098176913311473 58:-7.599449723886786 59:-1.115502850392937 60:-6.277300435017723 61:7.291099476232349 62:-5.439695759564244 63:10.16897610946897 64:0.8306564589339454 65:-1.800995732007182 66:-0.2448025601188659 67:-5.080041057410054 68:8.454449613212571 69:9.073773908593752 70:-4.087351227063464 71:-1.221961824947818 72:2.327098985775735 73:-1.251729893663904 74:3.645816836367938 75:-4.372055056091948 76:2.431394057327375 77:2.843142453803512 78:-9.102442639318141 79:0.6186534790582039 80:4.70803417756539 81:-2.902817251373912 82:-3.48409255218213 83:1.90925410436457 84:8.192360675836305 85:7.723654603075055 86:8.753853113947478 87:-2.672997226398069 88:-8.57618445900323 89:-2.187926828608686 90:-6.943955025119634 91:-4.898543773345336 92:-5.943785033703595 93:8.889803640040499 94:-9.08737032081091 95:-5.65736231986538 96:-8.74945010839518 97:10.09307466833781 98:-6.806137573542599 99:-5.600477157805017 100:-1.349299197817051 101:5.994348295445104 102:-4.613704723682586 103:5.425717593525637 104:-7.043119451591878 105:-4.402855566490095 106:-7.225008060410133 107:2.240866496555716 108:-3.014570379837892 109:-10.903243625446 110:5.120848205357613 111:11.25728340211034 112:4.753646463161518 113:10.77564944969794 114:-6.711059532757599 115:9.899525132259196 116:-7.618717976424088 117:-2.917706468909407 118:4.963016340047826 119:1.915597351073371 120:3.774429942477401 121:8.627710772298993 122:4.351945957891985 123:-5.471905028285278 124:-1.405748750644286 125:3.829040567341713 126:6.669053840239085 127:-8.213410056409504 128:-0.501782794040482 129:4.737401767430064 130:6.451566865443707 131:-3.440886106731499 132:-4.408342049084581 133:9.75043121770136 134:0.7753597999559563 135:-5.115080120068317 136:7.018944946640983 137:-1.595393837378543 138:5.885140580328536 139:-8.213486707634477 140:1.853153158203223 141:-10.58645932841393 142:-7.989497535998803 143:5.369709247926465 144:2.29889364342374 145:2.247317567199035 146:-5.39068680904388 147:-0.5410831580860107 148:-5.701546358252814 149:0.04524661575937361 150:-1.857109652686873 151:-3.903063270168504 152:5.557302450984512 153:2.572061779561873 154:-4.733562333844853 155:-9.880405797778215 156:-6.892815978917273 157:6.857363189184016 158:-2.181956931568726 159:-2.235139545561381 160:3.858007797539662 161:5.949619248912295 162:6.773968966795612 163:-11.22769989901686 164:1.15642759012567 165:7.464477525029613 166:1.934513522880622 167:-5.20914089231756 168:-6.548460397884004 169:3.412271844744377 170:-2.806770992676816 171:-8.516890554781622 172:-8.32305584941018 173:-5.842430971591047 174:6.954205885046705 175:-2.706165832151973 176:-6.882189170415897 177:7.63462884868826 178:-2.580922711979224 179:-4.38170679711118 180:-2.143786417028853 181:1.676828976747643 182:6.507078078777568 183:6.833442736844283 184:-1.283143127102402 185:1.827074692002621 186:-4.822659986232559 187:-3.239651484279614 188:-1.77911258782163 189:9.241112979436876 190:6.970955533919651 191:-7.742318800960349 192:-3.334726537741242 193:6.754621742396687 194:-6.501130132921565 195:0.9934938963317446 196:-6.030120258867319 197:-8.709514920389987 198:-6.825651820097866 199:-3.658421396257108 200:-6.630812216872565
+1 1:8.411563494378219 2:-4.69746258110725 3:-4.92647766113734 4:-4.556279459471863 5:3.253317920913995 6:9.993169505202991 7:-9.264805842825711 8:-4.462295735044655 9:6.866718050822601 10:6.279658106881508 11:-6.793002275961654 12:2.596538361405363 13:-6.303044782114389 14:-8.983836513217241 15:-6.782390788038471 16:5.108119078953797 17:6.062206526400456 18:2.300121424616083 19:-4.526918250971558 20:-0.8082661636403061 21:-2.2391695260131 22:2.060171923026669 23:-9.232374412169177 24:8.98508380461158 25:0.5286562050864854 26:4.388815237445948 27:-1.310294847726321 28:-2.020523395500406 29:4.795754275227792 30:5.148354946291427 31:6.78538663775239 32:4.322193509595358 33:7.572448432047639 34:6.47692663952946 35:6.516645467227489 36:3.52635360732693 37:6.936346149815418 38:5.975305389328319 39:-8.942358667899068 40:-3.594827873948816 41:-0.8329804350472937 42:-0.2865534854673302 43:-1.331779465621624 44:-8.74536977980549 45:2.183195497528039 46:6.693101947834854 47:-10.99753804230479 48:-5.147066286087422 49:-5.581892036881957 50:7.815075133893039 51:5.095865438905983 52:-3.197507113353528 53:6.86186947408205 54:-8.02721922898435 55:-3.442994527851906 56:-2.773200264772861 57:8.602325472595197 58:-7.235279104572324 59:-1.324342390878382 60:-6.979670223981899 61:9.118393311227237 62:-5.654291266401759 63:9.077449067516078 64:1.071432454604255 65:0.002454135983262717 66:-1.593588406064733 67:-6.867842581557818 68:8.114870734329427 69:9.852068279987488 70:-4.132075185945841 71:0.5842544849142424 72:1.992270723724454 73:-1.69497376024337 74:6.111760560768451 75:-1.969615160901686 76:-0.06681562958059439 77:4.988735933791753 78:-10.78567324318501 79:0.5731733359587071 80:7.472663172180749 81:-4.817220962510705 82:-2.537858246321438 83:2.754120770385911 84:6.776039434998602 85:7.797646506679465 86:7.719530377078916 87:-3.407528741641223 88:-7.303046821584331 89:-0.7051522148501878 90:-6.661128997458252 91:-4.554028115345215 92:-7.107513437515398 93:8.772812270565309 94:-8.578683358413299 95:-5.210478952595321 96:-8.475080013143518 97:8.812555204608136 98:-9.813420982239229 99:-9.065401648641922 100:-1.274028725222238 101:5.93996163782257 102:-3.948611022897759 103:5.995250758258532 104:-7.130238420697768 105:-5.68632539228889 106:-7.496027235591579 107:1.608381266366165 108:-2.68195114520667 109:-10.04583558269846 110:4.127409134654157 111:9.879463629653729 112:7.193020043285587 113:9.541327169591963 114:-6.549642699302469 115:10.3475323605042 116:-5.558479538093358 117:-4.082682496802495 118:2.25668314808365 119:3.628029438744161 120:3.853330309594558 121:7.052112161137495 122:4.765562810652971 123:-5.819205685578922 124:-3.447895267732569 125:4.318570156001372 126:6.179845460668307 127:-9.319793221172961 128:-1.621795749412864 129:6.525363809232541 130:7.152877382249052 131:-3.081200536848487 132:-1.370444097812969 133:11.63006157484914 134:0.09165564276824642 135:-3.434951658673236 136:6.441494974968083 137:-0.6657683044843266 138:6.213534535210099 139:-7.425578934672975 140:1.777827205435052 141:-11.12612487726605 142:-7.946209691175619 143:6.181338039783689 144:3.016763835111083 145:0.5069288712884545 146:-5.530686664347678 147:-2.091813227318025 148:-7.649854042741423 149:-0.1306958494511103 150:-0.6137221308048988 151:-2.789404475905133 152:6.136671816474796 153:3.151631920589388 154:-4.055217407748941 155:-10.34208252944181 156:-5.713675260102629 157:7.470850555854579 158:-1.33358443970377 159:-2.358147046596403 160:0.6062662896351061 161:3.492203809503113 162:7.642849283384533 163:-7.795023818318998 164:3.035220708652929 165:9.782415981694195 166:1.579613215656144 167:-6.154825760464942 168:-5.512108514817883 169:4.337033543252157 170:-1.440675382498993 171:-11.08554626358057 172:-7.934877535574792 173:-6.548091175765845 174:7.60612605291197 175:-3.929856786486719 176:-5.416149988219893 177:7.239890235901062 178:-2.55970526806507 179:-5.039285723405864 180:-2.827783013028321 181:3.198796596614194 182:8.395913371330982 183:6.811158740043954 184:-0.850827813791956 185:2.507171003776 186:-4.86209402241747 187:-5.325420407685817 188:-2.703852473956088 189:8.463936926138993 190:9.031603623176043 191:-9.342645838675642 192:-3.109209102192513 193:5.324007892971439 194:-5.390605285234297 195:2.74488050147935 196:-7.095027817266567 197:-8.972222727154255 198:-8.669026827173763 199:-3.633933236328364 200:-5.894212261379025
+1 1:7.588785550404241 2:-3.672487326640574 3:-4.569603917776234 4:-2.706870850982187 5:3.593273183716995 6:11.94783191669853 7:-8.82141023452937 8:-5.341592114348808 9:7.31153777601292 10:5.215318159568413 11:-6.892453562494333 12:3.379665791696981 13:-6.940178674427297 14:-8.127050091807925 15:-5.137394714434066 16:3.842223435111984 17:6.032954187500533 18:3.500545355562932 19:-7.512384066098229 20:-0.4795081121488872 21:-1.976410130324251 22:3.721892854150163 23:-8.131602607820739 24:9.335124759892793 25:-0.1795080043520693 26:2.651832108055471 27:0.2979695493529729 28:-1.358851808280925 29:3.506349203158645 30:6.140184677470175 31:5.866788570832338 32:2.872945902732834 33:4.407074045866097 34:6.398216773068901 35:8.873427972212466 36:4.422304553421268 37:5.832012403597536 38:6.214331939246944 39:-7.679134976557131 40:-4.100327706425581 41:0.1834006598431972 42:0.1172484160374511 43:0.7838895531302621 44:-7.485476069698915 45:1.330797728585802 46:5.874866256327144 47:-10.13319728371114 48:-4.426328336855533 49:-9.253963942946756 50:7.361957607102616 51:3.085473092368853 52:-2.052401412017601 53:5.233480135039913 54:-8.182030211884639 55:-1.86814427112202 56:-6.744553610020608 57:9.343442482687308 58:-6.992175897762582 59:-2.050723808084398 60:-4.502237181602916 61:8.880447537550902 62:-6.815737177748641 63:8.566929977944545 64:0.8624232328897263 65:1.462945827102242 66:0.9144023874318026 67:-4.258295762898372 68:7.331490932640973 69:10.83160369898985 70:-4.269323655121784 71:-0.4129084553207041 72:1.775840663367304 73:-0.9000816548926827 74:5.948471024875217 75:-3.165126118261977 76:1.356622961840004 77:3.908099129820057 78:-8.939635674951747 79:0.3682530811615921 80:6.573517573569178 81:-6.403595580626753 82:-3.686830764077416 83:3.425384567509424 84:6.005345560295562 85:8.741985505945234 86:6.224821273915788 87:-2.977151901885571 88:-7.431074984045536 89:-0.8481464094157493 90:-5.816699879772755 91:-5.41875650096773 92:-6.561574542157285 93:8.02274405756817 94:-6.690386668745224 95:-5.784715664774869 96:-8.878184165862477 97:9.903846436741937 98:-5.819226085320922 99:-7.074572481308527 100:-1.837732157904838 101:4.434508011773692 102:-3.835287368726137 103:7.305252381136148 104:-8.230032241483347 105:-6.02558270547989 106:-7.834457090774904 107:-0.6059381150314551 108:-5.07704547520555 109:-10.3611066766773 110:5.39387581004537 111:8.617384252238317 112:6.938249025121195 113:8.752276665060025 114:-5.457904245981337 115:7.65639523302796 116:-7.873950616099624 117:-4.984866762494805 118:5.225262963922187 119:0.9200836959990282 120:2.681918440624639 121:9.04906031324249 122:2.391592885754643 123:-5.806103591522839 124:-2.831000725867681 125:3.486276453429696 126:7.786356257719312 127:-7.202069825895575 128:-0.7540988656084392 129:6.850812166437594 130:5.455577069365614 131:-0.2166417577336781 132:-1.722896702163219 133:7.968015366611777 134:0.5383101406369083 135:-3.952469388808865 136:6.584795319168081 137:-2.537659434190001 138:7.103901299506897 139:-9.041389657478765 140:0.4358923340557517 141:-9.949054818993865 142:-6.811017257473534 143:7.411286549059174 144:4.047967705611116 145:-0.2409577708684723 146:-5.653766479169754 147:-1.96668091799101 148:-8.504664699198743 149:-2.286537146698864 150:-1.648063765247622 151:-4.490039673358379 152:5.153335425210631 153:2.528160233921117 154:-2.90305240151023 155:-8.813789172791154 156:-7.341471302802317 157:6.858962762260066 158:-1.49966310446596 159:-1.089350097574618 160:2.216749111492812 161:4.877688375618156 162:7.790667027938046 163:-9.862262923738854 164:1.188998705196508 165:9.81856414125363 166:1.038994076163184 167:-3.168389195199254 168:-5.412084522765507 169:4.304642364464593 170:-1.158128298505949 171:-10.49502869375708 172:-8.030194511684371 173:-5.557365720665401 174:6.237098370248809 175:-4.269950099619796 176:-6.787528950703425 177:4.850024753531081 178:-4.705303260289424 179:-4.729056884406129 180:-3.700569146977465 181:1.937455462620854 182:7.559027654954256 183:5.80808081036755 184:2.12644763985726 185:1.55357996599927 186:-4.775094256210366 187:-4.432270644578984 188:-1.394725038101578 189:6.813970684512614 190:6.217109990776919 191:-9.821915302134423 192:-0.9836795364897164 193:4.994936655919699 194:-7.817073343605175 195:0.1209465473177997 196:-7.221291158290369 197:-9.869418150191267 198:-7.404880858862068 199:-3.422272134407821 200:-7.509109680901556
+1 1:8.522319073487941 2:-2.751339242281788 3:-3.770012674753032 4:-0.4168101462053113 5:4.633125855297973 6:10.08473333919413 7:-11.09894847224993 8:-4.606321338143496 9:6.402981951083517 10:5.236687977269784 11:-7.283764693775712 12:3.837084538590728 13:-10.36332586602351 14:-8.771437205379449 15:-5.646056937926517 16:5.588261691136002 17:5.206252782204562 18:3.37852091955318 19:-7.307494299745827 20:-0.7912211305088022 21:-0.2806878193710198 22:1.869533506486452 23:-7.504996298747378 24:8.630306134103334 25:1.675428586954986 26:2.659981531382043 27:-0.1978337838117389 28:-2.666554472031885 29:4.771257572668594 30:7.375754475798928 31:6.944338083361711 32:3.729885104109899 33:6.77602682650949 34:7.163219604090489 35:7.433305794406682 36:3.263734188629117 37:6.454827417068512 38:5.564179540452196 39:-5.484320935922118 40:-3.230744774836055 41:-0.8795086603733699 42:0.4062411716264233 43:-0.1175256296640563 44:-9.699112086278634 45:2.983497739276389 46:5.410163312295622 47:-8.509634975079544 48:-4.833997666936384 49:-6.348100071683749 50:9.707675038281851 51:5.001516805711927 52:-3.57837471039075 53:8.271348265341061 54:-8.796465730141602 55:-3.209704515811925 56:-2.629306065860934 57:7.037718089275916 58:-6.553942957874946 59:0.005771324244337794 60:-6.601659798665671 61:7.922172760508997 62:-4.706074634391457 63:9.169382584920562 64:-0.2730818232988121 65:0.115588383296093 66:-3.395219147205307 67:-4.911448935997463 68:8.485408879365485 69:9.192323213058998 70:-6.268209123808042 71:2.045973118734385 72:3.583753243412592 73:-0.3200322125607107 74:6.556414589990987 75:-3.736894829933594 76:2.697743150029249 77:3.435625992966748 78:-9.058027058590648 79:2.06610952422468 80:6.164621631900326 81:-4.215741096623985 82:-3.882228476245433 83:0.7843477099363161 84:6.576469658461953 85:7.67200813016796 86:7.190085422780268 87:-2.5183286009881 88:-8.435497638284563 89:-1.038605005902961 90:-7.035300453983652 91:-3.442256832183395 92:-6.799392245257327 93:9.113312301827646 94:-7.456602602058218 95:-6.633983002259418 96:-6.708060452771516 97:10.38931582470251 98:-7.087548309263251 99:-5.33093036339999 100:0.1240313917099152 101:3.712102258888147 102:-3.505148322031806 103:6.48181232918083 104:-5.641532851505802 105:-4.363810029898824 106:-7.633230587622699 107:2.305468845220042 108:-3.097577367732417 109:-11.38438229073129 110:5.638003358345325 111:9.52647822160873 112:6.191421069210614 113:7.460808626616575 114:-8.186587816382236 115:9.597595965889546 116:-8.925626803949404 117:-3.785584484308328 118:3.018251718828416 119:2.99709165185537 120:2.415007337417762 121:9.862767162346172 122:4.410175998709017 123:-5.764594867148344 124:-2.309753455630676 125:5.555443640633321 126:6.701377436926889 127:-8.667000957741831 128:-1.858226614384737 129:4.426300628947761 130:4.923490824771314 131:-4.787280400726071 132:-0.9215568245914685 133:9.363191295992364 134:2.08137381961552 135:-2.127609456277048 136:8.505790532952291 137:-2.279543951484364 138:3.991659238957522 139:-9.262181100488133 140:0.2197056000507912 141:-11.36585201393586 142:-7.70613579913284 143:5.466883161990541 144:2.735848764457939 145:2.258675667932605 146:-6.618086479436313 147:-1.462528886957688 148:-6.334141056892403 149:-0.7593533854784406 150:-2.24264940975888 151:-2.170020321639946 152:3.887916692326367 153:1.652196423022575 154:-2.697118394215097 155:-10.17600546126235 156:-6.243724538878305 157:7.28101814076504 158:-1.871876721035417 159:-1.424794717825504 160:1.506857028281094 161:3.283871018682633 162:7.507861216296821 163:-8.252104410032372 164:2.225233669909121 165:8.111478833006061 166:2.008209870674084 167:-4.016582683337988 168:-6.140155731135584 169:2.638127031208309 170:-3.402214202224132 171:-10.46812996871074 172:-8.246634722558047 173:-4.624141670916639 174:7.147433312260779 175:-4.154560353850766 176:-6.135802243223242 177:6.398770928744105 178:-4.298986149578825 179:-2.297846323962541 180:-3.63890879874195 181:1.257118184955986 182:7.866217181380563 183:2.957010443935432 184:-0.2983112561076003 185:2.471388144633667 186:-4.122132414009784 187:-4.618890305984953 188:-1.057572009434925 189:8.29664018776476 190:6.055518969029685 191:-9.867968902429311 192:-3.000352372481541 193:7.772668196550345 194:-6.89878394348109 195:0.4168039352034742 196:-7.471865848418704 197:-9.378043804085454 198:-7.332370578322469 199:-6.208884386382589 200:-7.775915936441742
+1 1:10.10757820278306 2:-2.501752819880798 3:-5.671194257622168 4:-3.352658645668886 5:6.936091375494314 6:8.283088341828007 7:-10.26753203650109 8:-6.869787038184291 9:5.152135055993755 10:5.928582400681328 11:-7.527104627130285 12:4.33753953160032 13:-8.110223151183529 14:-8.384601475564091 15:-5.177982863551632 16:4.856260562301867 17:5.698379411560929 18:2.693462265847287 19:-8.276353813310987 20:-1.898701710393198 21:-2.493323430488746 22:1.806722640726891 23:-7.481519604534832 24:7.954185083333518 25:-0.7072204191898075 26:3.278704515897601 27:0.7622789097372944 28:-0.5677587836050391 29:4.307461286107914 30:7.611047241385453 31:6.348526836453677 32:4.17853839675995 33:6.57507644667726 34:6.313191058770741 35:6.390807068973821 36:4.303175942590657 37:7.106444498343706 38:4.987075483311936 39:-6.344025575017595 40:-2.86807625616721 41:-1.067601593391317 42:1.284350259890746 43:-1.586076521397538 44:-9.391052249513406 45:3.374674000278831 46:6.663033711801698 47:-8.47087648272867 48:-4.439530517721362 49:-7.530327373167562 50:8.150939766588506 51:4.584369225302221 52:-0.9737039366228963 53:5.245402822474923 54:-6.970204061270842 55:-0.5534626967854215 56:-2.496716870533777 57:9.292034193139065 58:-8.809301761843845 59:-2.852855464563435 60:-6.875857458722996 61:7.71928917821514 62:-6.328573223290451 63:9.535670998369886 64:2.39847324822601 65:1.293317737835376 66:-1.581743942757138 67:-7.46436260866481 68:8.575036811515551 69:9.154150713353971 70:-3.662284868207204 71:1.12241149602632 72:1.276445310993698 73:-1.53028483048366 74:3.610633346255276 75:-4.459195017134576 76:2.270038709463592 77:3.083922627096134 78:-10.87452089881951 79:0.9482852898918512 80:4.668341953126448 81:-5.260118364882783 82:-3.18821434635092 83:2.814730574554109 84:6.546125720869767 85:8.324186998546709 86:10.10660718949383 87:-2.966031117756574 88:-7.986331068664058 89:-1.018834898022875 90:-8.192032488529138 91:-5.461913595027902 92:-7.565534816125066 93:8.493969322896609 94:-9.233770636206922 95:-5.632579344553457 96:-8.46078417385551 97:9.214339571453195 98:-8.825330803808626 99:-8.458753407428878 100:0.2848292224394471 101:4.616323211227943 102:-3.953294858343154 103:8.25369400840278 104:-6.294469652589752 105:-4.061671395375287 106:-7.747635125973696 107:1.53145061803835 108:-2.437918524409118 109:-9.255004943295663 110:5.223765230983387 111:10.70171190716106 112:7.119549730625401 113:8.625173850817701 114:-7.157214466023767 115:8.997456271857924 116:-7.564167474595289 117:-3.472127407986275 118:2.964232344249432 119:0.9109321684838001 120:5.208924079783183 121:7.749056421891424 122:2.636522858747885 123:-8.89853304274164 124:-4.917682401411637 125:5.747631820225971 126:5.881716975353417 127:-9.200419196138958 128:-1.167352389535929 129:6.225219081180843 130:6.388187210247361 131:-3.107896413586347 132:-2.348872315862796 133:10.30645175742143 134:0.5686067457076069 135:-4.800181451050306 136:7.895211312934368 137:-2.920556795745819 138:5.831674333820237 139:-8.629529214213038 140:0.2248939336069842 141:-9.335267166768196 142:-9.294680529379558 143:5.930713678549307 144:3.157852263396709 145:1.708235441907442 146:-5.591461368846403 147:-2.048349215935336 148:-7.29821766395728 149:-0.7665568083215724 150:-0.3214276112495031 151:-4.495061883417171 152:2.745765590545296 153:2.819551444646139 154:-4.538827299095287 155:-9.691824851119646 156:-7.717688997525666 157:7.726594254148305 158:-1.859676145519495 159:-2.607622636979795 160:2.396432931993403 161:5.060614434665571 162:6.466366136462818 163:-9.343719599231349 164:0.7685406664145606 165:8.645107742271215 166:2.265160084897534 167:-1.155803337885764 168:-5.559241707129938 169:3.840862207274587 170:-1.028961987309107 171:-11.41625080720843 172:-9.128665604237588 173:-5.369316644123547 174:7.934889348142462 175:-2.787355449650952 176:-5.32553197542176 177:8.301833674325302 178:-3.398982515306581 179:-4.899562675102749 180:-4.372518470568996 181:2.341413647926101 182:7.231475908415086 183:3.472866644415234 184:1.04989750144574 185:2.124061926249409 186:-4.402475178099934 187:-5.32793304917329 188:-2.502973937603335 189:9.831023602935518 190:5.662349882455981 191:-9.524957453513441 192:-1.937901896718635 193:6.257582579538121 194:-7.451808930734509 195:-0.184020179571777 196:-6.759550117751979 197:-11.65522100719915 198:-7.46673815784247 199:-2.861951043885363 200:-5.771763543959736
+-1 1:3.783356432366807 2:4.741794268789025 3:6.074932142929908 4:9.869862298449481 5:-7.414201429922631 6:0.1899939189265791 7:-2.058008729871582 8:-1.694570797768183 9:-6.172684901751134 10:-5.064793665651423 11:7.695649234062584 12:-5.572690321462514 13:-7.30527960295066 14:-4.515493412771942 15:-7.641219868087156 16:4.963442790410483 17:-6.051732999062336 18:3.433934403536313 19:0.02446998259184496 20:-2.636911109994231 21:-1.757128173805315 22:-7.516688298576365 23:-11.78376996066258 24:-3.234609206186018 25:-0.9075760774113066 26:4.089846273731066 27:9.04816902540666 28:-0.9963449638595721 29:-8.335813617284767 30:7.489627375193267 31:-1.84480167065789 32:-1.636020825152761 33:-8.812655606077293 34:1.882062372264598 35:-5.498184725711317 36:-2.680693557604552 37:6.078646127857913 38:4.567865100095254 39:3.881673059757877 40:-7.681007458381767 41:-2.710051848009165 42:2.359078488373388 43:-7.007499804701073 44:9.969806209293061 45:9.263595608445256 46:-3.103164013246964 47:7.020782452256344 48:-8.588592553364091 49:-3.651331132870084 50:0.895522439464999 51:-8.528976520723111 52:4.915349781533587 53:6.491819521223195 54:-6.9136236937234 55:8.14149003169457 56:4.892300756331067 57:-2.054334728944389 58:7.566728316501603 59:1.612251348184499 60:-2.404627886639652 61:7.029931196843335 62:-1.69470428476328 63:-3.303797329388229 64:-2.48753860124951 65:-2.827335497139259 66:-5.780132326177242 67:-10.4704693754133 68:-6.83449765396368 69:8.684985833939091 70:8.660404831192926 71:9.571995389841351 72:8.07715517214243 73:0.003361211731530728 74:5.125054802845364 75:-2.129664525334823 76:6.306764164073717 77:-3.919749485310198 78:-4.136074620500025 79:8.058115632076452 80:7.545690946318759 81:-2.639475963986383 82:3.230751193627066 83:-8.658513167865339 84:-0.6683072846330405 85:1.013254838611449 86:7.841226855311849 87:1.526141922637395 88:-4.842372954626065 89:-4.579902155537807 90:2.484497492038892 91:-4.475180505389075 92:-5.962791163246689 93:1.310467735184566 94:-1.114059949388343 95:-3.700238420678112 96:4.814978506528373 97:6.210944426120063 98:-9.708158275231144 99:-2.650136829131577 100:-2.121481775713519 101:2.819059525422689 102:4.257977300336873 103:-0.01104173499761518 104:-2.55890099431957 105:-4.832077926656137 106:-2.314583703670019 107:1.772674172025168 108:0.6821192011820261 109:-1.92009643288911 110:-2.018255437201515 111:6.693629588697512 112:7.341149915761648 113:8.677324643815433 114:1.62806052801859 115:8.233746532320568 116:10.24397757249946 117:-10.34185160147855 118:1.448107397919228 119:6.505552698164973 120:-0.004333299022077741 121:2.162705987765416 122:-6.028049574865264 123:1.617495224359341 124:10.30672890264927 125:5.36887346304225 126:-0.08266430973269367 127:8.553727784252565 128:9.265088612596621 129:6.536824660985758 130:-0.06460117710304591 131:1.863891534808648 132:-0.05712530994286613 133:-3.187337592496992 134:1.461124556727866 135:10.33445681625139 136:-7.699312568842872 137:-5.107669312966362 138:-3.237820013025944 139:-5.570826830951912 140:0.1259935791796287 141:-1.807403261534476 142:5.689869104858168 143:0.04588962019534559 144:-6.643565637780144 145:-0.2470927442088313 146:-7.084927442919951 147:9.021112802510324 148:-2.052072369773802 149:3.749662618826322 150:5.709503391717674 151:8.458878075004577 152:-9.345343567372073 153:-3.444942960862678 154:4.268801759175355 155:3.423494659999536 156:0.5938044253933865 157:-4.138051852528797 158:3.748592146507137 159:3.782421854784959 160:7.495343965196782 161:-4.108511691248586 162:-3.525878627165109 163:-5.253450455191616 164:6.682316223807364 165:5.338865937777324 166:5.571390640023104 167:8.451853258754637 168:2.074891657004224 169:-4.914079478676626 170:2.719603897628467 171:2.330365313065792 172:-0.2518852617436961 173:2.480793191227261 174:-7.653535161256422 175:1.80704346496645 176:1.767383175269192 177:7.447045909480011 178:2.751743581822392 179:-4.274943817811002 180:-1.751533794090613 181:-1.473188758811545 182:7.055573147229326 183:2.17353032474074 184:-5.183451640573213 185:-5.138120519372865 186:-6.713484735643966 187:-3.873674967099968 188:3.002264197316166 189:-12.4147622886758 190:3.986149654825136 191:-1.280820475047486 192:8.18258675378817 193:9.503451461605085 194:8.091762874070131 195:3.728878681432047 196:6.885319762845391 197:7.623363602501055 198:2.927169070395942 199:0.1229641901495167 200:-2.028838068106174
+1 1:7.369418511026062 2:-4.180554116897032 3:-5.857607804034064 4:-2.655388875158772 5:2.137253709240704 6:9.666592627014451 7:-7.547062637965515 8:-5.191956318415249 9:7.628517284419894 10:5.489343278275748 11:-7.334115958045269 12:4.98252187844392 13:-6.719249021037558 14:-8.36859874596874 15:-5.453219558954032 16:3.278992826889393 17:5.055494519117046 18:3.385892185915545 19:-7.156436741841732 20:-3.099170434336973 21:-2.195358538471093 22:1.658049762195105 23:-7.48009847272324 24:6.820432047758359 25:-0.04967303624298697 26:2.102889029437808 27:-1.197776960467061 28:-1.508774202758482 29:3.708721758396349 30:6.621136354247049 31:6.354550428346561 32:4.224816403291968 33:6.640846267636357 34:6.302556843818631 35:5.891122236852782 36:4.315338035183464 37:5.782619085885972 38:4.547787351517202 39:-6.468612129207655 40:-4.224767638705656 41:-1.103192826550247 42:-1.939602571151107 43:-1.736662062391236 44:-10.09030203871866 45:3.372992458856699 46:4.776155610686749 47:-8.069843190293929 48:-6.093940831401195 49:-7.811032913308916 50:7.107190103179772 51:4.737312751991733 52:-0.02943084486196401 53:7.207116039072338 54:-8.484478724987371 55:-2.749656737533892 56:-2.035498497436522 57:8.835297538929279 58:-9.108075411411475 59:-0.8417976180962234 60:-6.852481526331864 61:8.268397839700681 62:-5.096020164001636 63:8.819115168434056 64:0.3036046893638872 65:-0.5033823000424476 66:-2.257946297398882 67:-3.9676502062302 68:9.562767628239078 69:8.82062909986765 70:-5.123899948257293 71:-0.1712743210282418 72:3.730732940944545 73:-1.580485124941369 74:3.905248528052598 75:-3.493879007983424 76:1.891063548818383 77:2.22691226619478 78:-9.042859492962243 79:2.769119451581863 80:5.939303405194503 81:-4.855088817585578 82:-3.854775281401496 83:3.168638684980805 84:4.603269430865354 85:5.573195844389378 86:5.087570476533232 87:-5.358655188695325 88:-8.063384540546751 89:-0.664244038948885 90:-7.358532657790805 91:-4.89450606390323 92:-7.49223638683016 93:9.692722623724869 94:-9.685164116913949 95:-6.096990720615524 96:-7.994028865113326 97:9.056087475267971 98:-8.700994264125796 99:-7.457073687630355 100:-2.1771635028562 101:5.212988549196466 102:-4.445632562444829 103:6.938062834619426 104:-5.872832780604059 105:-5.729014461172705 106:-6.009061420549024 107:2.69631871374844 108:-1.961602262711209 109:-10.05311231696997 110:5.458083809436793 111:9.404597417080698 112:6.409252850091779 113:7.95930615552193 114:-6.804245667831431 115:10.62435279475501 116:-9.099363894528343 117:-5.207013771965951 118:4.87834680329459 119:2.259428582219682 120:5.051497288401321 121:9.928734502897571 122:2.451129690413725 123:-6.413052039818844 124:-4.692850683687303 125:4.000997558033291 126:9.441539934410539 127:-7.9218803580962 128:-0.1277731945403013 129:4.440354165189641 130:5.656831353817241 131:-2.835042304263325 132:-1.253166058468337 133:9.557130154850453 134:-1.034448251853222 135:-4.38752507645496 136:6.690327651058777 137:-3.755776254230367 138:7.063538254192203 139:-8.570514564623988 140:1.609736579156644 141:-9.289390149688778 142:-5.948967474316875 143:6.988856605866778 144:1.422492331100209 145:1.003084354027916 146:-4.65180683555287 147:-1.326859519561618 148:-9.017354290993485 149:-3.074546559901782 150:-2.420793221152977 151:0.2509016784997957 152:3.512358662994756 153:3.638269086118589 154:-2.718812758881286 155:-8.880493605255527 156:-8.346426677690499 157:6.692181830908885 158:-1.351984726913361 159:-3.641330837923577 160:2.753606704130157 161:4.302181626244927 162:9.221370176900136 163:-9.66781202085779 164:4.574543405257276 165:9.298922303577131 166:0.2903982846478852 167:-5.650977754356978 168:-7.550055289097443 169:5.159331282330739 170:-2.925329295638733 171:-8.962255557206785 172:-10.06985414850089 173:-4.559084438637442 174:8.519067305842173 175:-4.407728070859278 176:-5.38085243213032 177:6.891364559361521 178:-4.194019107925284 179:-2.234307600576219 180:-4.397127717813276 181:3.082036551396764 182:5.710072934588208 183:6.144247532635618 184:-0.550770201592653 185:2.91116163903321 186:-3.586034424177945 187:-3.669591684723635 188:-3.024364194890265 189:9.632475943635367 190:7.388087402639137 191:-8.573277585412999 192:-3.973888239250795 193:7.682461254084725 194:-7.130114005537685 195:1.523825893474681 196:-8.842457161368698 197:-9.365685946488822 198:-9.229561996010545 199:-3.586329767548412 200:-6.061481581394614
+1 1:8.26668352826589 2:-4.212970805398373 3:-5.092889344941077 4:-3.487713661409738 5:5.737373686751202 6:9.887091198767248 7:-12.1987608319958 8:-5.45352853658589 9:5.289330747147885 10:6.518989840996575 11:-7.412036230598964 12:2.453557184779539 13:-7.861819555271389 14:-9.711259264615242 15:-3.635998110170163 16:3.550538830491319 17:5.423064990180798 18:2.107700206477094 19:-7.862793885929357 20:-2.014082334653237 21:-2.804633564858647 22:1.797960525504194 23:-6.715644113004671 24:9.660125948806703 25:-1.193939530691278 26:4.869674697226343 27:1.380249494850575 28:-1.471922257562378 29:3.975566211540559 30:7.713397868810552 31:5.0596290147689 32:4.50068601465154 33:6.356796052946723 34:7.085638061381825 35:8.467709909862711 36:3.055646379555544 37:5.743123568746341 38:4.609148767695714 39:-6.843353345962462 40:-3.64734362631483 41:-1.976708908737085 42:-1.475008975058279 43:-2.743781798506365 44:-7.713969576364752 45:3.052032304126954 46:7.088905817460039 47:-9.843078872573129 48:-4.918872414959962 49:-8.090584177913231 50:7.817058373658059 51:2.818563741588437 52:-1.841423395121205 53:7.738922170585807 54:-10.02836955336056 55:-2.08336854199728 56:-3.868715638648911 57:9.296188452792675 58:-8.443552442140614 59:-1.288925692632071 60:-8.276104970418775 61:7.666248578498759 62:-6.869720014900136 63:11.18069563819104 64:2.47160293215026 65:2.060387457337238 66:-3.674941187400277 67:-6.218678081963642 68:6.220334978845638 69:10.86908152555868 70:-3.551615690368355 71:1.094078011126395 72:2.088829286160797 73:-1.351290528907586 74:3.591161509436217 75:-6.682293029728722 76:2.197222515113112 77:1.215438061842543 78:-8.728884503778779 79:2.78913255299215 80:6.860290166562623 81:-6.520989957555924 82:-3.705904511763606 83:3.880974245884663 84:5.961801640311563 85:5.951386970836903 86:6.160255057075903 87:-2.488544932281451 88:-8.4721813303541 89:-0.8516908020504613 90:-6.431980901013131 91:-4.501116633534749 92:-7.616973660723911 93:9.291732819510937 94:-8.534037330972343 95:-5.385067027840087 96:-5.65683738124929 97:10.42514238606404 98:-9.573714808839147 99:-7.978507084643994 100:-0.6138984380097994 101:4.1867992568949 102:-3.856585542500094 103:5.821524084825676 104:-8.734400481144434 105:-6.290035521022118 106:-6.05388167359056 107:1.921692722949867 108:-3.045058934826817 109:-9.106343101079291 110:5.047875018885991 111:8.981747082537208 112:7.330740434693405 113:8.556603898753279 114:-6.941495966709476 115:8.309806806592395 116:-6.566075004724516 117:-5.640320112463945 118:7.089428624784506 119:1.830562579634755 120:5.517943387087247 121:9.526565697023678 122:4.518492634814818 123:-6.914276337482517 124:-4.323325180989958 125:3.711527086307538 126:6.729808049508141 127:-8.217347675799529 128:1.776638792381926 129:5.417670694929549 130:4.648544628680172 131:-3.225905959764906 132:-2.594784547522961 133:10.45213649749737 134:0.304431104143318 135:-1.281770223430136 136:7.186306982786649 137:-2.046736385033316 138:5.529254836770376 139:-8.180804441577129 140:0.485853238145681 141:-11.06720961275346 142:-6.647956217123006 143:4.898147333474473 144:2.660410751904675 145:0.4465290150120663 146:-6.93488021321062 147:-2.188956987547579 148:-6.729940085934579 149:-2.228845421609468 150:-1.722444974119049 151:-3.232651079421168 152:5.629113403592729 153:3.298905112776076 154:-2.946262299841427 155:-9.043129831338831 156:-7.224863681712794 157:6.332038646866073 158:-1.251028056525917 159:-1.611942650595815 160:1.288937652192746 161:5.374792140894994 162:7.449566526027667 163:-9.657004784291351 164:3.475037869083882 165:8.852890301544354 166:2.307575203578207 167:-4.943774318081237 168:-4.403860320156261 169:2.343951460124104 170:-1.874373063343766 171:-11.44916527413871 172:-7.825756929480601 173:-4.178396061627765 174:10.40510853283418 175:-3.303824116834226 176:-6.244907443068485 177:8.045369738700874 178:-3.969372109717014 179:-4.504951130693712 180:-3.942198204331277 181:2.708024471421238 182:7.985505762335586 183:6.171564319498164 184:0.3259167110565856 185:2.547186961635065 186:-3.843111223315761 187:-4.931513790025044 188:-2.557165758819633 189:10.24155106596236 190:6.226988680846024 191:-10.18530562410214 192:-2.422231639592873 193:8.094939715239297 194:-6.391523984658884 195:0.7012018828191392 196:-7.427599355650544 197:-9.090856282698077 198:-8.818178081991277 199:-3.767634430078374 200:-6.958679565492305
+-1 1:4.812061903927859 2:3.16174532604439 3:8.168719553468529 4:7.268415395260929 5:-8.478997456217098 6:-1.07746149586832 7:-5.177744079612366 8:-2.749619442060347 9:-5.457146036445359 10:-4.137133011040341 11:6.486129897401374 12:-6.222555030796769 13:-8.202965579519937 14:-4.578486314809507 15:-8.238424372850123 16:5.758137088132015 17:-3.86371715367583 18:6.21643698685773 19:-1.246324462151899 20:-1.803224631479227 21:-0.4934290365076228 22:-7.814017990589055 23:-9.413423308443441 24:-3.162651211767159 25:-0.9189867857206779 26:3.865515402089494 27:8.707799735924665 28:0.4251666833166436 29:-8.104941466748063 30:7.930991370410273 31:0.1174174560693313 32:-1.721048657088154 33:-9.83302522027604 34:2.598285033509612 35:-4.546561427092849 36:-3.426831373783656 37:6.069674576688082 38:2.241850614067533 39:2.531309551386289 40:-10.07071303352778 41:-1.876605581261831 42:1.829543584521943 43:-6.629262952668608 44:7.69872394985978 45:8.617270961915919 46:-1.775086546265838 47:9.4345064216308 48:-9.389131817875437 49:-3.077307291407259 50:2.03859854869441 51:-7.537141823543062 52:6.06280449701165 53:4.734664339818776 54:-8.128185046624001 55:6.893069882846565 56:3.798640900966046 57:-1.135296760202284 58:8.014799753672147 59:2.010903673583146 60:-1.878779688046507 61:6.325758555605886 62:-2.199276666352846 63:-4.328183665489847 64:-2.999064315265159 65:-0.3974575712397508 66:-6.728578267918206 67:-8.408574102447329 68:-9.10567519582842 69:8.858191401583902 70:6.691917348409068 71:9.02413649368642 72:9.334381693442117 73:0.6131413813374639 74:7.410275592107621 75:0.2145840795102 76:6.202195755703181 77:-3.459496125099107 78:-3.189665435527468 79:7.264299849717244 80:9.992233764919321 81:-2.477110435093514 82:1.13539420277558 83:-8.712125901676426 84:-1.489122968312592 85:1.487920661600067 86:8.747488174335132 87:3.136040237841838 88:-4.901740186721451 89:-5.268538196950613 90:0.230153130626091 91:-5.910365759674605 92:-6.946965026473795 93:2.1065797953339 94:-1.684295441956451 95:-2.826238421551533 96:3.546221885703378 97:6.653248482232101 98:-9.522693020762318 99:-2.206740067111258 100:-3.06559807210028 101:2.348895225386958 102:1.879255216421575 103:3.181308872455302 104:-3.153768855253389 105:-4.385799659835573 106:-3.425121675104878 107:1.925857532235097 108:-0.02895291876560691 109:-1.706053815898851 110:-0.9074379259968895 111:4.275250843021573 112:6.528470666811041 113:8.003230520802591 114:2.474725567972683 115:7.347254540814282 116:8.591019914911874 117:-9.752897814947366 118:1.156856730462742 119:9.320778651235161 120:0.7471347255199583 121:2.441151855928387 122:-3.308163989841538 123:1.231645703714226 124:9.207807975351963 125:3.734848976979014 126:0.4590006577653291 127:8.242359428191453 128:10.25469288820713 129:5.978047711251741 130:1.506368195989896 131:-2.215782494902616 132:-0.8358158587776956 133:-3.367010517994925 134:2.182785407305296 135:8.95819692995874 136:-7.539202288320732 137:-3.907665744946921 138:-5.405714301834823 139:-3.710741991122291 140:-1.754157615133592 141:-4.479244124379363 142:4.670268883918794 143:-2.396102086001763 144:-5.986328055476002 145:1.022770646623426 146:-7.286707366933054 147:7.595359822309989 148:-2.341734353681246 149:3.873012900256898 150:5.156771047353948 151:7.194080093214456 152:-9.494712104524698 153:-3.722146804183591 154:2.963243738168503 155:6.223993225039125 156:1.783142103875739 157:-6.309224301315139 158:1.781527892870348 159:4.920395046950492 160:7.376421273462079 161:-4.583124494225995 162:-3.244923119070392 163:-5.85334550440714 164:9.464157210656834 165:5.843720544374666 166:5.717405474686094 167:7.095366120114718 168:1.543381859461218 169:-5.055656888105576 170:4.381155157225051 171:2.386380139234541 172:-0.973864501118733 173:2.527125465112946 174:-7.449999135621532 175:1.300336468756422 176:3.818373879355385 177:7.559788371301302 178:0.9593763680307247 179:-5.346571736458055 180:-0.254873349621811 181:-2.277819816353124 182:4.035297569432698 183:2.388382251218059 184:-5.681909307045999 185:-6.018636087879449 186:-5.561737900975295 187:-1.970879403636074 188:4.69182167242929 189:-9.198492497412305 190:0.8317495506678005 191:1.018749708629714 192:8.719468080666291 193:9.467331112058073 194:6.465503470240582 195:2.602478230932236 196:6.236899166491969 197:7.429129527547257 198:3.69080699576051 199:0.8687915452443949 200:-2.384401780830799
+1 1:9.821896284477953 2:-2.676533761282369 3:-6.574521998552241 4:-3.83438937781082 5:5.46213323553654 6:9.93905587201313 7:-11.09406209128719 8:-5.248137265864444 9:6.920773039939324 10:3.697214338500736 11:-6.596111437838551 12:4.64637630133316 13:-9.436192759127163 14:-8.78040202032944 15:-5.249110221501081 16:3.622491918055742 17:7.423611741455836 18:1.079208182441896 19:-5.324040574613205 20:-0.2338297922758639 21:-1.059647605004851 22:1.643888718811142 23:-8.344387057300732 24:7.110809655847582 25:1.21462453575923 26:5.240565257638409 27:1.510649665584487 28:-0.7072183818640292 29:4.893664267364747 30:7.604751200124753 31:6.326912337185623 32:5.521842444022635 33:6.55248912411864 34:7.778458941351081 35:6.675496537075688 36:3.770572581461323 37:5.104894605905619 38:5.460374136887443 39:-9.226551986327706 40:-4.529808285247295 41:-0.5318306441598162 42:-0.3293945761562973 43:0.5602153709829081 44:-7.077086693384252 45:1.315391573482545 46:6.717142488050909 47:-7.354538682257195 48:-3.691333896686104 49:-7.169074265684546 50:7.27381446056965 51:3.223187214269593 52:-3.436365153205327 53:7.884816139187716 54:-8.207701940808022 55:-2.431263026151208 56:-4.073117414687262 57:9.055328682601415 58:-7.502737175053571 59:-0.3415689532667739 60:-6.708428417059342 61:7.91396511127618 62:-4.721449853460174 63:11.52958226636712 64:2.388168618051534 65:0.8157540169682092 66:-1.188533779677714 67:-4.99862502350032 68:8.925859672344643 69:7.884853541036472 70:-4.783905739570606 71:0.3613588445449959 72:1.461667112313046 73:-1.83805823452141 74:5.627541803136433 75:-1.975918125192305 76:2.059203410175054 77:1.135060713585035 78:-8.922810283962873 79:1.65595478655799 80:5.83971783635615 81:-5.375812096202289 82:-2.847145134861186 83:2.019734604349528 84:6.231282143909883 85:5.816039174541389 86:7.832109397499991 87:-2.370436405254204 88:-8.218098982128229 89:-0.4435345527672163 90:-7.663282761992789 91:-5.301610677267795 92:-7.225864481751474 93:8.584263260573753 94:-7.377873197661664 95:-6.493050283449021 96:-7.227124593805167 97:9.559217981160293 98:-7.351703662608693 99:-6.844778995901445 100:-1.590863215946213 101:5.436381340140353 102:-2.156380393599827 103:6.879841343481835 104:-7.520229440670247 105:-6.344525257104562 106:-8.604433459458637 107:1.709621938737659 108:-1.931471371375049 109:-8.815745668160105 110:5.403224219993128 111:10.59613780938142 112:3.813649065003305 113:7.99420943865278 114:-7.826365522316324 115:9.06706681742032 116:-8.672941914926842 117:-3.911465809477821 118:4.833592530419874 119:2.264821046570107 120:2.615775444868745 121:9.337326732649318 122:4.251335645775276 123:-6.775075616456443 124:-3.197533352791232 125:4.286319006728846 126:5.961595496571991 127:-8.16809806418199 128:-0.8569083616080012 129:4.267868043043562 130:5.073646742016691 131:-3.743800982340408 132:-1.769328413192792 133:7.741215245186501 134:0.03061454855559734 135:-5.280533962156986 136:8.659021642395597 137:-3.596030521850001 138:6.100960236971976 139:-8.758942847252687 140:-0.8965745539606449 141:-9.823237127824029 142:-7.321172185477638 143:6.170306046148949 144:2.611255079207105 145:1.189012806567336 146:-7.462368918459816 147:-0.3576987010805694 148:-7.623202284005779 149:-3.172759683019391 150:-3.453017228316043 151:-2.791035733520141 152:4.674254870333347 153:2.187486089214757 154:-6.129552451466505 155:-7.461534988665169 156:-8.245884629544246 157:6.152422737491712 158:-3.414514496695098 159:-2.646985366876297 160:1.93355194160036 161:3.859124795000125 162:6.642976141208633 163:-7.327385059950659 164:3.75378094316284 165:9.219894594837893 166:2.356764041089359 167:-5.547786512369282 168:-4.795298395902754 169:3.165191445617082 170:-2.814815037112866 171:-8.46000923627553 172:-9.223285405421537 173:-5.768942468383235 174:7.639788859580054 175:-2.899029308952578 176:-4.395836944356627 177:7.545650472586461 178:-4.08304334345301 179:-5.279910060216344 180:-3.813352478574592 181:2.970458644383482 182:7.953590653734018 183:5.926589271292517 184:-1.216756688104451 185:4.258041776552627 186:-4.928198688280229 187:-5.954271146640922 188:-1.420989026967071 189:9.172098622597417 190:6.824157077543858 191:-10.7951906709424 192:-2.247429227736022 193:5.080122186796526 194:-7.889189358697553 195:0.6611269218019428 196:-8.218575239112646 197:-9.148718981737602 198:-8.218326166874849 199:-5.332580173843116 200:-6.649066896933885
+-1 1:2.908507478622597 2:3.559322073442828 3:6.11938172125555 4:8.711355525115124 5:-8.998172342062091 6:-0.2589578905313547 7:-3.444285151269457 8:-3.516348115453867 9:-5.324360151019128 10:-5.523396457821994 11:6.365003733619523 12:-5.588235157742582 13:-7.299622831976758 14:-6.771447124415758 15:-8.527702986088117 16:4.68250313043356 17:-4.255951261780617 18:5.749659283097459 19:-0.5466599970124819 20:-3.182092596859951 21:-1.852830454693973 22:-9.22227387964293 23:-10.61598927862309 24:-4.624787851046048 25:-1.192056942614827 26:3.584029820106388 27:9.485145964998239 28:-1.817018862810591 29:-6.791203548351509 30:8.53586533891246 31:-0.6732962421270117 32:-1.209266971881798 33:-9.342147501612924 34:2.582353046721407 35:-3.533046995273746 36:-2.140417677019799 37:6.757446829870122 38:3.464227039494502 39:3.267283495555483 40:-7.319555627146209 41:-2.373371587199202 42:4.341485638903977 43:-6.511573694261559 44:10.58959912910668 45:8.566429589032689 46:-1.6069379038486 47:6.315477676284918 48:-9.120763001787036 49:-4.30269993855719 50:2.919330256665987 51:-7.818189682629132 52:7.828943439262474 53:6.122008375716912 54:-5.572328883277014 55:8.080362401330076 56:4.768096897322825 57:-0.8319241394434889 58:7.96491346727804 59:3.463877238870005 60:-3.688108482131449 61:7.013089478643838 62:0.08198640066068941 63:-3.39777932605766 64:-1.063039789454985 65:-1.055077259953758 66:-6.642014101031796 67:-7.219224365114393 68:-9.317948991175847 69:8.798125579459439 70:9.45592231035997 71:8.085237711173182 72:8.789388907112151 73:0.4207897649515953 74:7.490814293817333 75:-0.01952427708524646 76:4.841459389131749 77:-3.078336361871471 78:-2.854520031248399 79:8.205069558690322 80:9.733888497147362 81:-0.8780656122078268 82:0.2254910441311115 83:-9.572830946278861 84:-0.2079418589567101 85:-0.6046831710880187 86:8.696289430013893 87:3.089810610842938 88:-2.875341647266576 89:-5.608959056449508 90:0.1665145511229253 91:-5.560505273447269 92:-5.248732569390786 93:0.1689304478851145 94:-2.014656153308896 95:-5.441401060317489 96:6.854426708741574 97:7.442143994072772 98:-10.84618402237498 99:-2.667506248185313 100:-2.549333445733613 101:3.399893850399936 102:5.090768342201635 103:0.07622304522205603 104:-0.9306743421820736 105:-3.932510537725375 106:-1.459767497201177 107:1.179532770496453 108:-2.437113385041909 109:-2.021355190935733 110:-1.769368739659252 111:6.433145006657736 112:7.152552714262915 113:8.609907514690208 114:2.889907025531899 115:7.534303685465662 116:7.391791419048466 117:-8.668867373930739 118:1.588555183849554 119:8.366017426527002 120:-1.661837735955666 121:3.708934291069518 122:-2.806861520961282 123:1.680381383994235 124:11.37667164274188 125:2.318155018951127 126:0.6747329541466274 127:9.187078214999168 128:7.354231666269831 129:7.494474471745432 130:-0.7064854436621255 131:0.6429188904583485 132:-1.562951649575407 133:-0.5318584939868347 134:3.939733629807226 135:9.693962968606881 136:-7.997737134661627 137:-4.003817001712831 138:-4.365949831252026 139:-2.353430208992102 140:-0.8235960023544114 141:-3.250990930599564 142:3.752892436139305 143:-1.919315441363765 144:-5.861508185597329 145:1.133493495018111 146:-7.444188498155603 147:7.682497067007006 148:-2.366355167075009 149:5.695685688610284 150:4.81061007626522 151:6.592410627051565 152:-9.390330634230589 153:-4.349665070043883 154:4.339752344028978 155:5.001958446868643 156:1.062447598111347 157:-3.993895322380629 158:0.4267850006320482 159:4.051184522146809 160:6.058943110732548 161:-3.97038092590577 162:-2.259328876751151 163:-6.99880917349997 164:8.220027645733778 165:5.057258021660522 166:6.787248917896172 167:7.013100259588098 168:2.260295281769869 169:-7.09973685915 170:1.691327904784793 171:4.04365549980292 172:-0.241235462876355 173:3.956199489038832 174:-7.59678873073973 175:2.352788764174772 176:3.912032688898855 177:7.107447998822408 178:2.037776919825216 179:-3.70211931020599 180:-0.03734600784473652 181:-0.6778437391736145 182:5.792029168129619 183:2.363795955597482 184:-4.728796662649057 185:-7.776268926171992 186:-6.674986720364273 187:-0.8289687742543246 188:5.45319692061523 189:-9.557549345565338 190:3.28874467813703 191:0.5065432606407166 192:8.368917837848608 193:10.11078616561775 194:7.662362301274709 195:2.360370085359336 196:6.591960978882189 197:9.827948115263663 198:2.450385860717952 199:1.526727805868046 200:-1.701110013808303
+1 1:7.010400504384728 2:-3.791875533251899 3:-4.699078471737279 4:-2.094057839202675 5:5.696679587715637 6:10.47837265631808 7:-9.32449938147988 8:-5.218939252773809 9:5.642883176767709 10:5.106751900512343 11:-7.217744129559935 12:3.272917777799033 13:-6.826452776817614 14:-9.770399541907585 15:-5.7113600321056 16:3.404430819147131 17:6.131508827901299 18:3.231276825171553 19:-5.645258570176209 20:-0.8347820548475087 21:-1.476029275084596 22:1.471085043166555 23:-7.304808108984286 24:7.890042993957922 25:-0.5481146270516346 26:3.914030171703134 27:-0.4769400387726516 28:-2.409561231703465 29:4.286146988495067 30:7.087253791969312 31:6.787430450503093 32:4.735759566440628 33:6.055738767405206 34:6.847146686378603 35:5.719542012015896 36:4.555495001632848 37:5.987461519368677 38:6.711251423257048 39:-7.924722493038672 40:-4.596419754281786 41:-3.157438293757054 42:0.7662841747891281 43:-0.3007452035279768 44:-11.4357653469922 45:1.799617529201084 46:8.283663985182823 47:-9.476625235490932 48:-5.553371317207524 49:-8.563845030283057 50:8.976971144111671 51:3.896095320590215 52:-2.938333804706961 53:7.417580674852901 54:-10.21232248002111 55:-2.23804091194784 56:-2.254571202161299 57:7.844653621165079 58:-6.482186350521264 59:-1.130864996523848 60:-8.539284074540715 61:7.489060319517816 62:-5.017468249144077 63:9.573654097887868 64:-0.117599790684514 65:0.03283325788964686 66:-0.8015039087926072 67:-4.060736870795632 68:7.745553952030016 69:9.891160335044166 70:-4.297893515389336 71:1.471217914314495 72:0.6980489026804384 73:-0.7161619509376165 74:7.652997907725068 75:-2.792749083878132 76:2.530146130318318 77:3.278016882888228 78:-8.746666888344489 79:1.511446413138696 80:6.119209665140979 81:-7.222134778739016 82:-3.493745854087611 83:3.40092149647222 84:5.697657501034163 85:8.050163084399154 86:6.714611219355421 87:-2.70376192646521 88:-8.387281450027524 89:-2.565132670694106 90:-6.146224356023062 91:-3.774864631426573 92:-5.676986240907389 93:7.421583876581968 94:-6.883364114600925 95:-5.736838388775537 96:-8.125795178079077 97:10.61949503069777 98:-7.943298928558294 99:-9.652482179423309 100:-3.485126953747636 101:4.420901523273227 102:-4.053786217075045 103:7.74934561027406 104:-8.047697164963974 105:-5.513443804618617 106:-7.750002671543006 107:2.716574376140204 108:-3.520789555630878 109:-8.960297530441339 110:6.768361165467574 111:8.339001008176615 112:6.477983677501287 113:6.927720005256679 114:-6.815010614252982 115:7.525925707193387 116:-7.73459913025666 117:-3.70382368334401 118:6.067587902327875 119:2.618885590028562 120:2.454779534190212 121:7.677856858556307 122:4.108565790963086 123:-8.09087778782281 124:-4.014607158715781 125:4.215105382818827 126:5.536486910227244 127:-9.642202633474074 128:-0.6884158413706044 129:5.011420910566929 130:3.894820792790837 131:-3.709646749404314 132:-3.818621737075181 133:10.54969700363972 134:0.8715134532110884 135:-3.362557368018431 136:7.391470875394087 137:-3.720513200671997 138:6.690201659589037 139:-8.217571850617947 140:1.476492455879981 141:-9.184959159890155 142:-7.797378038283108 143:6.245915611518273 144:2.072648811237274 145:0.8628189839769462 146:-6.724965466234742 147:-1.829146731857616 148:-7.292864922123616 149:-0.6160947032964406 150:-0.6498591366475395 151:-2.558512336356831 152:4.565014804137968 153:3.992694607500554 154:-3.073285580694657 155:-8.318019417803466 156:-7.332838653602689 157:7.797703379040649 158:-2.161613525059615 159:-2.065855204656616 160:3.644535759196845 161:4.912920843734996 162:6.376755219970805 163:-10.23174000504226 164:3.516587296307855 165:9.086570112510479 166:1.457133012121174 167:-5.144023363827596 168:-5.443227647822264 169:3.494251486816349 170:-1.754291619991074 171:-8.927717790105421 172:-9.954888019184173 173:-4.032273449725442 174:7.088665784474019 175:-3.367594313409414 176:-5.574679873027853 177:5.717443925026524 178:-1.649104354842462 179:-1.473621144091592 180:-3.182881711600245 181:1.341757414455401 182:5.748921367308616 183:4.729990541304723 184:-2.083838005366025 185:0.7429294042209753 186:-3.880116265257108 187:-4.108863728148942 188:-0.6470524560739249 189:9.056278489369898 190:6.360930075128405 191:-10.25722373992423 192:-3.990072649250893 193:7.45023407880622 194:-7.062576850853571 195:2.536559611951597 196:-6.31859293998803 197:-10.16305143489256 198:-7.676066292197154 199:-3.494799083282679 200:-5.814517805769139
+1 1:8.020535073728286 2:-3.452616752329212 3:-2.568115373721788 4:-2.300693488757433 5:4.840656794974974 6:8.376331280250318 7:-7.777988120317344 8:-7.300785873873277 9:6.11800032501369 10:4.745717436628059 11:-9.295590742397716 12:4.212541182493341 13:-7.453586930056652 14:-10.32826745146944 15:-4.976554409101876 16:3.529182364418833 17:6.02440691904032 18:0.6288193423262809 19:-6.633613891108272 20:-2.301496597971998 21:-2.897214000759297 22:0.7064157988789512 23:-7.815044073135157 24:7.494149069733737 25:0.4489186867363257 26:4.547699055918885 27:0.3995963910201444 28:-3.216199018350778 29:3.982007600575849 30:4.812390003464118 31:4.631967127675876 32:4.432400753981773 33:5.864032163684054 34:6.644812874596815 35:6.285447983516585 36:4.571624422260793 37:4.131422980865583 38:6.036756856075897 39:-9.030956845056865 40:-2.070489984469427 41:-2.450083280983133 42:-0.7616130642851044 43:-2.101001499241859 44:-8.746566084071246 45:2.754160505461879 46:4.695883767495959 47:-10.5551991331083 48:-2.81225887287896 49:-7.901223236969318 50:7.272071776218325 51:3.589221248246103 52:-1.357595558238861 53:6.874504373246015 54:-9.198082724336896 55:-1.833654193439939 56:-3.491980076687282 57:8.571494941694361 58:-7.693602285418114 59:-0.8480399130314724 60:-4.768293357296272 61:5.495151083245244 62:-4.810859366826995 63:8.893939080996439 64:0.9677051300292151 65:0.9337249629591942 66:-1.530139111014624 67:-6.867986609163818 68:9.33924699618165 69:9.358626331577273 70:-4.643705485016749 71:-0.007872319917196613 72:3.848163222948187 73:-1.256302681979695 74:5.444042931194074 75:-4.314296650712197 76:1.039010284601489 77:4.054231454613749 78:-7.859924655239691 79:1.274233657451858 80:8.095283550885023 81:-4.21071947905218 82:-5.795382448929194 83:2.842616262452384 84:5.34126543077607 85:7.725629748795549 86:7.660141719493878 87:-1.782098339662976 88:-8.818752448595351 89:1.358238298313436 90:-5.859134151311133 91:-4.677360204104622 92:-6.999775535611878 93:8.683518729090844 94:-9.029742726738874 95:-4.799061608552575 96:-7.955241347580571 97:9.216814853934224 98:-9.081792649196048 99:-7.383059458850212 100:1.098963776952764 101:4.614030027319042 102:-5.419109676979231 103:6.345839029802399 104:-4.965110312144722 105:-4.604034095568634 106:-7.268039390362247 107:2.621162390177028 108:-3.51482745313219 109:-8.971081134582365 110:5.566093404001726 111:11.00480052253822 112:5.952694408379452 113:7.565071238257135 114:-7.002020904972172 115:10.42378963383109 116:-7.818675070117266 117:-3.315106230633669 118:3.137057091221116 119:2.419350764488164 120:2.307802526344176 121:10.88951909801492 122:4.55757672596694 123:-6.441666112868251 124:-2.331751418647928 125:5.072250566506123 126:4.907309251825261 127:-6.922213002223955 128:-1.559366378484427 129:6.474582720059464 130:4.849511281480839 131:-2.302766476742301 132:-1.6739881044708 133:10.30457351278087 134:0.5111141555402681 135:-5.006639714269125 136:6.912980777095696 137:-3.274080975667121 138:6.387450620803317 139:-7.72901858892733 140:-1.126634514504338 141:-9.946436633541888 142:-8.687381468148853 143:6.313963695119685 144:2.916506398668647 145:0.6267117605005681 146:-6.827097359163435 147:-2.565859276201123 148:-8.555871386173171 149:0.3618040664976463 150:0.8347471278767853 151:-2.001210731222038 152:5.411978863263581 153:4.198012554914492 154:-5.157301069730355 155:-9.547260927682954 156:-7.188342855966072 157:9.105946096758874 158:-3.817834291101156 159:-1.202530691667825 160:2.20768569028004 161:3.361265289998963 162:6.429053903034712 163:-9.965093517485148 164:3.840645107179939 165:10.70305431559991 166:2.016161179371562 167:-3.838720784772188 168:-3.736962196261787 169:3.871132390353469 170:-2.93407034575048 171:-8.662460667769917 172:-7.746076981193602 173:-5.885323192751888 174:7.811481756160126 175:-2.943088819018012 176:-6.484438900589572 177:5.940017402800437 178:-3.976128589389325 179:-3.396516069595091 180:-5.218568544131013 181:1.065213851970755 182:7.553734135595235 183:4.595396635996233 184:0.4147898750852553 185:3.443536816645179 186:-5.293505810340779 187:-3.264018108960564 188:-0.574958541942959 189:9.760416519614814 190:4.948906140018492 191:-9.588929799413505 192:-4.576051578415736 193:8.247205295883576 194:-5.789641911273349 195:1.435474095537724 196:-6.774061917600028 197:-9.312341419296182 198:-6.383988121656703 199:-3.525767404969838 200:-7.410316524259459
+1 1:8.182433288809765 2:-3.292775387593246 3:-2.536237241329032 4:-3.703015443923547 5:5.429224831549459 6:8.816291292038743 7:-8.890400547554938 8:-4.641825722325256 9:6.3683026101825 10:5.565615730346101 11:-8.932195241127472 12:3.811359845669747 13:-7.291920990832121 14:-9.446652989504988 15:-4.060845903519118 16:4.085160914795585 17:6.297042079095806 18:1.255374225690271 19:-6.994145071789773 20:-2.03744362966004 21:-3.21230127538667 22:1.458236018864126 23:-5.957036972913498 24:7.465293214012545 25:1.108676846477237 26:3.224216781711927 27:-0.6262852023408939 28:-3.040718973818852 29:3.13785314730025 30:7.861171406308852 31:6.457526410697909 32:6.279555860292017 33:5.563119714569853 34:5.375473693527733 35:6.807137538743223 36:4.639745129909766 37:6.4317962110858 38:4.920025987494127 39:-9.170658671029475 40:-3.684568759438561 41:0.03678460243769366 42:0.9780442146414411 43:-0.8300217068298079 44:-9.299808056310042 45:1.935491836351295 46:8.26350710588442 47:-9.513361851336162 48:-3.36369111257725 49:-7.164335835327851 50:8.239809727091814 51:4.592832080242519 52:-4.261106873974769 53:7.588014805976561 54:-9.573033126740398 55:-1.968469104387628 56:-4.370053380669165 57:5.550903299028946 58:-8.172294424065822 59:-1.470969074494587 60:-6.373759313233077 61:8.663983115295178 62:-6.087394747760632 63:10.38011991293712 64:0.3273196072165883 65:1.557265710053493 66:-0.4559488809364061 67:-6.332950674743507 68:7.589463964865793 69:7.967811476425373 70:-5.230531689295178 71:0.968060491069186 72:4.702123231624215 73:-1.971286117683687 74:5.876328130361925 75:-4.289629192583065 76:2.393571003474902 77:3.028775060634253 78:-8.686963205358873 79:0.01619073567566032 80:6.264807572673001 81:-5.213107014747616 82:-3.247104249465695 83:1.316566473922478 84:5.405650632727272 85:5.810081873911925 86:6.653322287263292 87:-1.37212441213447 88:-6.92431699629033 89:-0.6124193722900457 90:-7.254930991609662 91:-2.703757262102163 92:-6.431916247880475 93:8.116963038742913 94:-6.825998712065354 95:-5.39215925540102 96:-7.062225543808783 97:9.085429222195282 98:-8.138195798588216 99:-7.278676613882205 100:-0.6936087139212107 101:3.553783364554768 102:-4.434173144601712 103:6.322704797907043 104:-6.240163755030283 105:-4.589730689676276 106:-7.148408204888852 107:2.473736542782263 108:-1.364762572191581 109:-8.749480395828561 110:4.840005289242195 111:9.916447517984238 112:6.000285202287216 113:7.488514478460948 114:-6.229337480747685 115:10.22486559584126 116:-7.469172961990874 117:-4.970838106907052 118:4.726988854379637 119:2.017760276208386 120:4.095039961980051 121:8.389612624483856 122:4.617704295785787 123:-7.713605336805615 124:-1.247467306872548 125:6.305627072593429 126:5.871404123259375 127:-7.948970947612884 128:-1.427165931991554 129:4.755005007740244 130:4.493716690954709 131:-2.426669539545809 132:-3.087120388700373 133:10.6298455462361 134:0.2740235488528877 135:-3.996524034921946 136:8.000491827383076 137:-2.680412583776023 138:7.497511108779325 139:-8.709038975064896 140:0.4437953900722562 141:-9.462518361174112 142:-6.789188646227464 143:5.773872185632765 144:3.072190452416772 145:2.185343320839571 146:-5.801557407966772 147:-1.243934670350149 148:-6.842960266599208 149:-2.385524554181185 150:-1.59843016968277 151:-6.062918324298828 152:5.886713534910565 153:3.702251519388222 154:-4.037394633589133 155:-8.543071689348533 156:-5.632479226941285 157:8.663057060221821 158:-2.74790526950036 159:-2.135272263336358 160:1.068158990628206 161:3.485065359460222 162:7.743244554627159 163:-7.997927824276353 164:1.023763026152678 165:9.582740099522773 166:0.2653145035525348 167:-3.982251260964092 168:-7.173441432764093 169:1.552298471403788 170:-1.926128420573415 171:-9.581539972182023 172:-7.052269009203999 173:-4.426188255411104 174:7.379611497642107 175:-2.964535292696167 176:-7.306114098835927 177:8.594970843388495 178:-2.450324584475555 179:-4.207627769972349 180:-4.950183113658404 181:3.350945659652695 182:7.134475911194599 183:6.270265050917811 184:1.549557159725754 185:1.034423490712074 186:-3.732114893253233 187:-4.319768087400064 188:-0.5767677494361918 189:9.648061331268112 190:6.640454226760894 191:-11.06132748376778 192:-2.237870224250508 193:6.027503324017735 194:-5.767858358032445 195:1.22755207183969 196:-5.822070589691765 197:-10.18989404065789 198:-9.235204913822237 199:-3.833982552792815 200:-6.191495352006925
+-1 1:4.099320093118584 2:3.864611526201629 3:6.064962536853415 4:9.096314282150129 5:-8.069488242041313 6:-0.663643327611144 7:-3.218150135092995 8:-3.148247896552745 9:-7.190335485656181 10:-5.394303153455731 11:7.548130973552269 12:-6.461675487370836 13:-8.67040631637045 14:-3.664953764366236 15:-6.249698730832093 16:4.141780147019461 17:-5.255256290260894 18:6.390234934062558 19:0.3905395614853042 20:-1.761199874837171 21:-1.473235689123715 22:-8.130867427071163 23:-9.463668142051242 24:-2.399440930984194 25:-2.055303927719359 26:5.39835824578726 27:7.090563441609119 28:-1.074426754138146 29:-10.7919642528772 30:7.98611368854912 31:-0.9556888149069945 32:-0.454551714123437 33:-9.328153610490061 34:2.570839207673003 35:-4.420897188124527 36:-0.3642922440637462 37:4.720097450618583 38:4.647818027255941 39:2.367210292919963 40:-8.094801501186529 41:-2.237144330802855 42:3.277919312347513 43:-7.962431557930794 44:9.642619961591183 45:6.562512946345972 46:-2.38235043823442 47:8.171871632484152 48:-8.665873312593932 49:-2.819354986244619 50:0.6848143983042276 51:-7.115033623396876 52:5.770892510484036 53:7.089580844552609 54:-7.93836311710508 55:6.941533720336736 56:3.65168812914173 57:-1.843157394492111 58:8.188147514918937 59:4.905819908410248 60:-3.333584394608479 61:5.548311847726271 62:-0.8870966573311421 63:-4.368096520521732 64:-4.454677616377874 65:-2.401134787580291 66:-5.70362004549405 67:-9.411777854338247 68:-8.288944312711759 69:8.163144829559046 70:9.451267766465413 71:9.750519341892961 72:9.86541110513366 73:-1.791605269540042 74:6.834961678470551 75:0.5734927034478396 76:6.347910689150275 77:-2.762441334551593 78:-1.773468088002489 79:9.560341085090164 80:10.06110176250692 81:-0.536592231719952 82:2.014676384897653 83:-7.093985126636718 84:-3.371767656263239 85:1.240946203559716 86:7.132678133745211 87:-0.07722577178328338 88:-6.212759314659293 89:-5.774019296853783 90:-1.165518930395663 91:-5.753278484253531 92:-4.974406862747739 93:1.119413946927131 94:-0.9438208224944704 95:-4.83670082754661 96:4.460344905664977 97:9.995137717884298 98:-10.2668904688227 99:-5.29517362942641 100:-3.446013634723155 101:3.806273522262721 102:3.679256242660489 103:0.3940695422502752 104:-3.451588909775298 105:-5.740199862583594 106:-1.219958946336675 107:1.536743095257804 108:-1.267738119450743 109:-2.40087392786602 110:-1.302566848123106 111:7.468081179569716 112:8.294560804622805 113:9.384817436244925 114:3.32177741127899 115:10.32932981809476 116:8.121361591620335 117:-8.357697701525176 118:1.312771620158219 119:9.028628730541559 120:1.788839345764373 121:2.119835767364231 122:-3.799649539152713 123:2.920027341056423 124:9.145011385477634 125:4.447332065497464 126:-0.5252241606336349 127:7.395763168574513 128:9.608161759703432 129:6.124572733866247 130:0.3253219674237425 131:-0.730050202779173 132:-1.588484229562569 133:-2.877688964607039 134:1.484944252593543 135:10.11676989414282 136:-5.327475092234548 137:-3.656670627479059 138:-3.60897674766887 139:-1.836386598404076 140:-1.571130164891893 141:-2.805796157387143 142:4.755143790680272 143:-2.175395959577963 144:-3.583898255899573 145:2.536825933874391 146:-6.920425901600264 147:5.617815857419025 148:-2.152246753840346 149:4.67691365721712 150:7.569052895199968 151:7.184742197712334 152:-9.483808930159178 153:-3.725101943793113 154:4.952335093660293 155:4.231980843867158 156:1.961730679194196 157:-4.455200278217582 158:0.5896879589178021 159:5.041338452369976 160:6.971122743240314 161:-4.459114319098905 162:-3.161833721420361 163:-5.790876536472837 164:8.356597189066212 165:8.662775533121449 166:5.926296330487173 167:7.129634579200549 168:1.72530554501119 169:-6.88970735907807 170:4.242677196879876 171:3.691382158518051 172:-0.5785726986076363 173:4.365327983341124 174:-8.54538037041192 175:1.347398367129923 176:4.502688115875242 177:6.339097391784004 178:2.985671268922303 179:-2.518475193932413 180:-2.821239660150617 181:-0.309037640218101 182:4.970710220000416 183:3.754804051858246 184:-4.28362339321956 185:-5.861145716464972 186:-6.329780356481196 187:-4.463345550095896 188:2.649153927563802 189:-9.22569521386491 190:1.757182296646552 191:-0.06096252658952372 192:9.437020490867864 193:9.560607051944295 194:6.995739574036868 195:3.630314613587187 196:4.884552118429184 197:9.129845745029208 198:0.9711307520639489 199:3.19084194214011 200:0.8928068258947413
+-1 1:1.283125369120525 2:3.40769798270668 3:6.663521198861055 4:9.782489832919868 5:-8.430369185721588 6:1.768661628876518 7:-2.610212303140828 8:-3.635925762077167 9:-6.984606467868737 10:-5.372825707991358 11:7.237812041562134 12:-6.116485270184009 13:-8.206132933925677 14:-5.405120223242236 15:-7.508522189470796 16:4.361634828502909 17:-4.101451089780494 18:5.849103686993343 19:-0.2380231700908992 20:-2.325835770678072 21:-1.958441287695199 22:-10.14919222659172 23:-9.282029939640738 24:-2.866897320777507 25:-3.20578192170261 26:4.458278091536393 27:9.623547999169991 28:0.2893392845712275 29:-9.372365639117236 30:5.673418188980701 31:-1.392343371867879 32:-1.487288121854621 33:-9.272604463566237 34:2.316622268860032 35:-5.875152446818621 36:-2.982614993330252 37:5.834520066285013 38:4.097006166394671 39:1.44991378564228 40:-8.81211942566987 41:-1.793992075491939 42:2.563625328657154 43:-6.018854894676634 44:9.324691609063114 45:7.821966209298947 46:-1.309429000097251 47:8.29136834778021 48:-9.190183453809686 49:-4.076904090425149 50:0.7199141802656288 51:-8.701691297542261 52:5.218824309980108 53:7.262803096137092 54:-6.679003200326639 55:7.123527999915831 56:3.4789888604091 57:-1.774280236839687 58:8.198733940895266 59:2.272441358929128 60:-3.702030116315342 61:7.380202822362584 62:-1.856889957146184 63:-3.685958600873084 64:-3.085300969862526 65:-3.167194284327836 66:-4.79952911173192 67:-9.492307772037851 68:-7.87128528660243 69:8.013503086394394 70:8.326056961717983 71:7.134492945330237 72:8.858786729231223 73:-1.765991178804845 74:7.850753276331409 75:0.8394122607682051 76:5.081530525240419 77:-1.45741545840017 78:-0.7663705193714099 79:7.656489783620982 80:11.02884791353311 81:-1.393027379444244 82:1.171099203068459 83:-10.04955585794698 84:-1.916408592128388 85:1.72586914409444 86:8.401097323025576 87:0.709870422797058 88:-6.377434173673095 89:-5.041929336367455 90:1.871121133051552 91:-5.900508650200079 92:-5.516243361238902 93:2.95142177568232 94:-3.154926529464904 95:-4.146180934205816 96:4.178636056369858 97:7.087103398126529 98:-8.999031550881282 99:-3.920062216998406 100:-3.578702895524605 101:3.908535128767187 102:2.94866053610644 103:2.094919190179442 104:-2.866146471882721 105:-5.329857677953585 106:-2.215940214786909 107:0.3585507233539944 108:-1.619249984798915 109:-1.809587243408153 110:-2.055156548890741 111:6.739201324867514 112:7.934155499913406 113:8.656128186875195 114:-0.3809822712014985 115:7.926872057083056 116:8.45192220182029 117:-7.745661179822663 118:1.567727506709406 119:8.238917645955652 120:-0.3749635037828652 121:1.788810266336484 122:-3.838437907943728 123:2.873080415756085 124:11.02252461503531 125:3.993305659260642 126:0.06139746377099997 127:7.053969328733655 128:8.028864427001324 129:6.974019120982511 130:0.9984449112075076 131:0.6064427438961077 132:-2.397978302621102 133:-1.730237406736559 134:2.408196380471102 135:9.729067704064597 136:-6.849779026910087 137:-3.128459997924936 138:-3.222003678086304 139:-1.845920079879079 140:-1.626686908534927 141:-2.336609101428928 142:4.93781516831665 143:-0.6354685259273336 144:-3.733740122271802 145:0.9061180395774866 146:-6.667237660513724 147:7.646114368749507 148:-2.200016688688559 149:3.54807058538848 150:7.601451239232312 151:7.734541082327564 152:-8.159110468293628 153:-3.888513644952301 154:4.426406120618047 155:4.219628770618095 156:0.5650396899903707 157:-4.210852391887285 158:4.518963020218598 159:5.574359228772511 160:8.405560335826046 161:-4.22944080551955 162:-2.33627935458628 163:-6.818521184153557 164:8.972508437550522 165:7.105819382984709 166:5.953186304818658 167:7.564172888355364 168:1.516321510154559 169:-6.546070766531473 170:1.299792963605277 171:2.748566506251121 172:-0.1102170877984338 173:3.247988434413044 174:-7.126055202563187 175:0.724951806024261 176:3.187345896558742 177:7.253677788033169 178:3.708012024948569 179:-3.195031249031882 180:-1.520291847272453 181:-0.8914421510782516 182:5.645280475324442 183:3.114717349450589 184:-3.976849634706128 185:-5.736885906924936 186:-4.181333420871682 187:-3.53129595518479 188:2.4843366535691 189:-10.19441181418582 190:2.817320087403049 191:0.0116744457449196 192:7.911994343910752 193:10.40701678498419 194:7.236680376836264 195:1.851273208132858 196:6.246865282436254 197:9.333515098524291 198:3.776745156363719 199:1.718885882842981 200:-2.357190871203661
+-1 1:3.726627286938505 2:3.152317825817124 3:7.24355828837227 4:10.37163811944875 5:-6.518117974867417 6:-0.2162722621752143 7:-3.266628631226001 8:-1.413492577865857 9:-8.045633591252011 10:-7.662698184515987 11:6.904023308443987 12:-7.050002649103317 13:-8.616166461259548 14:-4.889994409210626 15:-6.162415881620921 16:2.417749028715686 17:-3.674847976442467 18:3.829422994957448 19:-1.46321590587029 20:-4.310323244486766 21:-1.142265440405396 22:-5.788511388105256 23:-8.648732495333263 24:-2.011938751794979 25:-1.95080413347209 26:4.377598056185559 27:7.503865380852565 28:-0.5259367185171444 29:-8.274613007388027 30:7.518276028625398 31:1.270032463084787 32:-3.105361727042867 33:-7.669472360846993 34:2.05567030484491 35:-4.312514821118174 36:-3.364764389131349 37:5.750291583194717 38:3.116942711335096 39:3.490508834547965 40:-9.113266158820627 41:-3.660483797971537 42:2.729449018687522 43:-5.484842085780407 44:10.36563758192235 45:7.334621709328742 46:-3.055669920292174 47:5.945675016518482 48:-8.334930370879022 49:-3.752930592335923 50:1.867348973350879 51:-7.627594920511785 52:6.415920369046038 53:7.038442521141627 54:-7.083367096721142 55:6.725880497378999 56:4.076294934705935 57:-2.715138940044515 58:6.641411160566689 59:2.566743414151472 60:-2.37347525901228 61:5.928244771113999 62:-1.810458982623302 63:-4.205478198746719 64:-0.6942533354474691 65:-4.415867077470859 66:-4.581083007524655 67:-8.60879473299979 68:-8.306779081465303 69:8.633671672206948 70:9.347251876410214 71:8.369455483200825 72:9.991394125357772 73:1.300571178430938 74:8.835383214973966 75:-0.3416069035203556 76:6.742737807406154 77:-2.487773537318197 78:-1.198825113939593 79:9.784220948467022 80:9.326358672667789 81:-1.134912913338351 82:3.060214673762593 83:-9.127975234613096 84:-1.897198234977218 85:-0.9918157321232739 86:7.491651444286506 87:2.45438682378837 88:-6.621440308577416 89:-4.054278906384186 90:-0.278993565421894 91:-4.612417366333323 92:-6.909542941710072 93:0.0378581644198015 94:-3.002365995185037 95:-3.788596736696778 96:3.935010772277057 97:5.776972581340387 98:-11.34850012589514 99:-4.262512485143925 100:-4.127126825409537 101:5.561318661196256 102:4.207388803766371 103:0.2668379960382774 104:-1.857471522719133 105:-6.473636409326334 106:-2.36553765933872 107:2.123702584080202 108:-0.3795274338684372 109:-1.980335834724704 110:-0.8485209110497062 111:5.751728277462688 112:8.450784684945615 113:10.08503106363719 114:0.6775598579268071 115:7.310241249074285 116:8.200702180935171 117:-10.9860350674239 118:2.463965591830791 119:9.488308621134866 120:0.3150676146847008 121:3.798447427397144 122:-4.178227074987615 123:1.760775569582261 124:8.483025489568483 125:4.602658386341418 126:1.344061018471175 127:7.008579223599374 128:8.9071359216441 129:7.478450832047285 130:-0.03674307539892574 131:1.097869358234363 132:-1.548749486740251 133:-2.546286203504212 134:1.102550301483917 135:9.667560038178902 136:-9.423327890187494 137:-2.418063283722279 138:-4.219296917891326 139:-4.387038173114348 140:-1.312937072474643 141:-2.476914530584913 142:6.471946124450479 143:-2.905847232829421 144:-3.713314692960256 145:0.7969996000453097 146:-5.659157167106192 147:7.875146788552451 148:-2.497821613702899 149:4.780215071801655 150:4.864120521677687 151:7.516227171527914 152:-10.78407961975365 153:-3.0325602628262 154:4.877055797000632 155:5.497019861182873 156:2.962053383884841 157:-6.613761442357078 158:1.949723220173282 159:4.06501351978278 160:6.981383349146616 161:-4.071714772534215 162:-4.176998751606749 163:-7.336825320863699 164:9.272596491417231 165:5.436977205134375 166:7.115251707990007 167:7.081272849319037 168:1.189539061207113 169:-7.758152675930382 170:4.274488599084991 171:1.662294146456149 172:0.9361557405637546 173:3.35243143844484 174:-7.901868488035467 175:3.145156374663339 176:4.056310441262752 177:6.172053820286436 178:1.360069214273755 179:-3.719773712058895 180:-0.7122282394178159 181:-0.9838680474867367 182:7.396832020787572 183:4.468780541784282 184:-5.954188208086967 185:-5.195865304238528 186:-5.079796241004328 187:-2.515760363563604 188:4.116597979217913 189:-10.79464052720444 190:1.669114480827675 191:-0.7699577513236899 192:7.003923375600625 193:10.10791044149093 194:8.335858570763575 195:4.204476739449754 196:4.060267909005189 197:6.362686533638247 198:1.947415947979699 199:2.913454253460294 200:-2.040185397873608
+-1 1:3.375455994504958 2:2.421991130779366 3:5.94259313886135 4:10.17847431930716 5:-7.583032307027494 6:1.915976846852884 7:-1.701798977995267 8:-1.366037099742625 9:-8.58362820169415 10:-5.762472108253927 11:8.581369507518042 12:-5.531968191053576 13:-8.432483189790203 14:-3.854600599952782 15:-4.757385672344128 16:2.945346692771667 17:-4.493496817345862 18:6.013720511868642 19:-0.1980661735775307 20:-1.722049969882857 21:-2.058552738201296 22:-9.397862299859655 23:-9.154997118157127 24:-3.985871136295708 25:-2.386473608594945 26:5.710330639360365 27:8.295213182819628 28:-0.7401445481706386 29:-8.54655524818271 30:7.578825537387183 31:-1.569542415858792 32:-1.194148685370391 33:-7.934568061754385 34:3.031457131426714 35:-5.121001707971761 36:-1.58613748207019 37:6.620175564300042 38:4.827310892144427 39:3.353210986449691 40:-7.833692190567882 41:-1.436007218191566 42:3.06927573979115 43:-6.708706582974869 44:11.08159427076729 45:8.22674574976074 46:-3.094057582509433 47:6.971207776957492 48:-9.186028395026469 49:-2.586708966407932 50:2.515726129384709 51:-7.586159627704272 52:5.496417094568153 53:6.42591668629714 54:-5.491890648115656 55:7.662991430263818 56:2.961664489049601 57:-3.147993009061481 58:7.858581877782481 59:4.61405084921594 60:-3.940533821648531 61:6.895033987744198 62:-1.044143304965364 63:-3.081028274860416 64:-1.856576483211458 65:-0.5282926072480869 66:-6.957182684281476 67:-9.49757380842742 68:-7.392445015881569 69:11.92356851418602 70:6.908944337948117 71:8.384572410113732 72:11.45174420259351 73:0.7030859481013866 74:5.984979658583235 75:0.2275499272526821 76:6.240319179038423 77:-3.129118088315254 78:-1.893702722064087 79:7.936351052663378 80:11.12076282812958 81:-3.639153264687412 82:1.607079849674997 83:-7.323803795093801 84:-1.402124574952655 85:1.927727189575126 86:6.758234935195094 87:1.073062977445335 88:-5.521737639364339 89:-4.14879967738085 90:-0.1118403370692652 91:-4.86214812066604 92:-6.581215593176605 93:1.755632734079859 94:-1.863461456522289 95:-3.722825735555275 96:4.409996495209505 97:7.27631902645026 98:-10.12371592729764 99:-3.183300055807503 100:-3.608507205918392 101:3.167040007604481 102:3.632379343156045 103:-0.7032817635651774 104:-2.899313587728617 105:-7.382409599740344 106:-2.049943038206085 107:2.188796170071385 108:0.0609527006651428 109:-3.108686913307615 110:-1.423992767796046 111:6.314432040408906 112:9.464843196308758 113:9.818546322179371 114:0.7542204574130907 115:6.380394341122212 116:9.435066570626001 117:-9.958017888742754 118:0.8429921678076204 119:9.055179365284399 120:-0.1908081373173286 121:0.1926647715064074 122:-3.809104446654455 123:1.473297476442477 124:10.05107016407104 125:2.422526316823236 126:2.518855453279458 127:7.469321120609692 128:8.945525009797835 129:4.713903347671582 130:0.4630467439346221 131:-0.3513666538360425 132:-2.257551038434103 133:-2.805869277900327 134:2.64919295599935 135:6.938622544161409 136:-8.797784059128599 137:-1.117108108037173 138:-4.80855292815287 139:-3.069657785244915 140:-1.228540673790476 141:-3.576635989286815 142:4.047364168763058 143:-2.449287328221461 144:-3.621656788242124 145:1.467496360129028 146:-5.803949263377072 147:7.356168934933025 148:-3.067221474382177 149:5.179374144101595 150:5.497002159302841 151:6.084516188841278 152:-10.12339320412562 153:-2.536527250706062 154:5.061656768975094 155:6.103189977723676 156:1.287271521103146 157:-4.424219365940934 158:2.300185813003922 159:5.146991674400782 160:7.807329502293321 161:-4.037429014308595 162:-2.912400983854647 163:-6.007559905448658 164:9.458580545632019 165:4.960185874461978 166:5.364808361818322 167:7.690859912572292 168:-0.9758410331329495 169:-6.757101894771964 170:3.011915621785031 171:3.068942364388479 172:-0.5120347867611609 173:4.551728202701018 174:-7.050082538700841 175:2.263037607895045 176:4.482192357102441 177:7.084059728729288 178:0.7828010108447092 179:-4.778911246003712 180:-1.43365030039398 181:0.1823146948679824 182:5.773159017039412 183:3.80415806874457 184:-3.496062575177635 185:-6.769866667970448 186:-6.79775282296829 187:-3.485781165836149 188:3.538755524920468 189:-10.3375786365396 190:2.672437989933942 191:1.182985612752402 192:11.21596155130046 193:10.5223941144357 194:8.746063283182279 195:1.990950377566711 196:6.309568104189019 197:8.118360874452828 198:2.363748172588072 199:2.115497948686894 200:-2.4376253254045
+1 1:7.916915087978987 2:-3.498047132905668 3:-4.834416677032261 4:-3.181895738188773 5:5.395246335912395 6:10.97523272860632 7:-8.337996777722715 8:-4.47596671145717 9:4.654672695899365 10:6.927918470784184 11:-8.528705038567724 12:1.839112178888138 13:-7.623851840113473 14:-10.20933966573597 15:-3.47993203294494 16:3.615569091899841 17:4.937416248690804 18:2.480856641427181 19:-7.004776588637881 20:-0.2679619224019529 21:-3.253485759084961 22:0.9690456028120822 23:-6.659140386521092 24:8.199098594385422 25:-0.05402705247172451 26:3.929136613676063 27:0.4119867427268163 28:-1.452597517301068 29:4.890379816236184 30:8.234966729483727 31:7.826740198815355 32:3.016499453399751 33:6.304835477645391 34:5.962874287258841 35:6.279711774318925 36:4.028932402729989 37:5.180076637387559 38:4.093570371514772 39:-10.75604900126168 40:-4.096602949794162 41:-1.040364956923953 42:2.932378993658488 43:-1.641864118883643 44:-7.859444764565694 45:3.614955145427649 46:7.950217042796517 47:-10.45417824223737 48:-6.035900259536284 49:-9.461116881321258 50:9.077192227838982 51:3.895478351615276 52:-3.273595701339503 53:8.729872670817892 54:-8.112987329415693 55:-2.728533124459376 56:-2.377292242280066 57:7.466302553557558 58:-7.838287507507044 59:-1.330817970605937 60:-5.804528662585754 61:7.467237048808618 62:-5.888391070250849 63:8.542069759799338 64:1.991065205656231 65:0.1519887829442828 66:-1.016851302589407 67:-4.478729104454312 68:9.371578469114075 69:8.888418548215764 70:-5.739681278080797 71:0.1248706876334627 72:1.879120087669714 73:-1.475908329068573 74:4.721335145905373 75:-2.758061194349003 76:1.594716349289306 77:2.344433711390774 78:-10.84312347117801 79:0.1812919344653108 80:7.383960026497013 81:-5.79820628915926 82:-2.673444819310568 83:0.5753018308633784 84:5.317175513528667 85:8.513076078295279 86:7.437148959034841 87:-3.060362286794917 88:-8.558090289211375 89:-0.2734814281805606 90:-7.470975862108421 91:-4.213576532937165 92:-6.687914264020099 93:8.258814128179704 94:-6.868069450126941 95:-6.012648919306392 96:-8.997145426108306 97:10.07996867487635 98:-7.575505547658965 99:-6.951917818536845 100:0.406788137487105 101:5.126829252164927 102:-3.890994087285317 103:5.226574018939447 104:-8.605247549530468 105:-5.942936375817874 106:-7.437065094242872 107:1.055424606486731 108:-4.551029095596224 109:-11.35453099025319 110:3.954996089734157 111:9.083103657620072 112:4.408962266628814 113:7.827871064136766 114:-5.194305697634348 115:8.155698255649167 116:-7.45780174253238 117:-3.908064016179173 118:3.435796790830391 119:2.728789426244249 120:1.802398171578881 121:7.892098087427656 122:3.585711157372465 123:-7.087579725727549 124:-3.392652926633618 125:5.144746802845821 126:6.448056211062702 127:-10.55646127130208 128:0.5248473042942861 129:6.330593378892321 130:4.576691287196133 131:-2.518185376155025 132:-4.253676422729701 133:8.772758703731007 134:-1.028145059729918 135:-3.489802255222263 136:7.39163169729251 137:-2.418086989713882 138:8.702689504485086 139:-7.803460569409848 140:1.353587501948768 141:-12.39963450059412 142:-6.462480661277541 143:6.846390287233505 144:2.589370204771861 145:0.6534143257461238 146:-7.414137921987826 147:-0.2691931326198704 148:-9.097724850720295 149:-2.683759472003398 150:-0.01910949713286647 151:-3.272841856932502 152:5.391243386178679 153:2.725576380307371 154:-3.048105808219734 155:-8.561286784613275 156:-6.824513683674772 157:8.074458880199389 158:-2.290429453552246 159:-1.546684908396647 160:1.849578504650141 161:3.817685752017036 162:6.320404659684533 163:-7.903634953574548 164:3.641522802928209 165:8.406029727732879 166:1.845478994023796 167:-3.964505352590655 168:-6.983983736764078 169:2.401105682043081 170:-1.680786689787753 171:-10.68303171819657 172:-7.336200423558213 173:-3.811335126592736 174:6.172310799299484 175:-2.808510838773256 176:-6.485755315034517 177:5.653779464969286 178:-0.9246442354816984 179:-4.257963029242068 180:-5.300510254987822 181:2.424356875456333 182:8.419602908942563 183:5.457620398982439 184:1.284703850724619 185:1.218442984749834 186:-5.784516115670616 187:-3.269035005885243 188:-1.30963971821798 189:7.824399365121908 190:6.303840596050919 191:-10.80771709025293 192:-3.636644342305232 193:8.234163093984264 194:-5.837372837434379 195:0.780563675408394 196:-9.413521523301302 197:-8.587732010447857 198:-9.035111286551187 199:-2.991467032810828 200:-7.312443930890932
+1 1:6.569350460925613 2:-3.564352626180966 3:-4.207521487977036 4:-2.962246316824912 5:4.104322751731052 6:10.65896166897477 7:-8.627514353899866 8:-6.209220340178508 9:6.462337372703319 10:6.993530880617154 11:-6.6179281043602 12:3.948781642213021 13:-8.333404177968617 14:-9.663741007514627 15:-4.245682326611675 16:3.832270501600324 17:4.390636477835667 18:2.034758960051957 19:-4.963341087483202 20:-0.3510286953830353 21:-2.832354469591746 22:1.560205299025814 23:-6.572397434106048 24:8.937761191081359 25:-1.153248200745882 26:3.342179644042911 27:-0.7576239073900766 28:-2.331696042230357 29:4.570699940676903 30:7.416869850722081 31:7.736725070237812 32:5.692220719416037 33:7.163459467389123 34:5.959385617678207 35:6.875519431583826 36:4.173231791028137 37:7.524051367417391 38:6.703272982963292 39:-7.330182627448917 40:-3.640418329159189 41:-0.8552936163120294 42:0.5729028122810715 43:-1.848360565953347 44:-7.130018287295844 45:2.912281135218795 46:5.450563800677066 47:-10.64067602042297 48:-4.306019760289639 49:-6.195012193339421 50:7.862992296756728 51:2.611166973146784 52:-2.819874198733515 53:4.836688473250039 54:-10.35323844982027 55:-2.441592257114138 56:-4.175826750161107 57:8.433735509923173 58:-9.201372945373187 59:-2.533602552470779 60:-8.099753065771292 61:10.45649294179672 62:-4.554766779348656 63:10.19683454956478 64:0.472561629276561 65:0.04547657740251099 66:-2.475903680268273 67:-6.177262347308996 68:9.161981585384424 69:9.708453062056996 70:-4.63150271442817 71:1.111033112957037 72:3.071945995074853 73:-1.438498293150525 74:5.011957000294397 75:-4.240563595785126 76:3.11612860444788 77:0.7196582716823514 78:-10.92121475344902 79:2.145983195506811 80:5.807914899910212 81:-6.185096475098503 82:-4.043510615468965 83:2.38568205378366 84:5.532160167076473 85:9.162085040061994 86:7.129819115558465 87:-2.027108217601818 88:-7.731907829615938 89:-1.688716520674408 90:-8.478904736592543 91:-5.684018988919609 92:-5.729138721019938 93:5.974123097920909 94:-5.678594077018166 95:-5.144691402720596 96:-8.095645853978455 97:9.388743783983678 98:-7.222841945030289 99:-6.527770230567312 100:-1.024709024315132 101:5.520314635019564 102:-3.071861201619154 103:6.012898334265071 104:-7.82478578332933 105:-4.642053485076879 106:-8.594734151527987 107:-0.6617426732425167 108:-1.351837538519008 109:-11.13807654906667 110:6.178271558300176 111:10.84403221562885 112:5.39960824345054 113:7.878877535497415 114:-5.178170403206582 115:8.889957070498813 116:-8.323625342434507 117:-4.737440020492561 118:4.424257257036585 119:1.613534910593369 120:3.301181706442993 121:7.827039965851739 122:4.469702945589081 123:-7.643008081854486 124:-4.223918978479715 125:3.185810058083214 126:6.181904881605774 127:-9.285712729053456 128:-0.6211795657781971 129:6.606763979322732 130:4.798595307769038 131:-3.436770994338909 132:-1.234504947534505 133:9.647411176841702 134:-0.004064431291749888 135:-2.658556163676228 136:7.687206652004488 137:-2.392872644706811 138:4.528883606202246 139:-8.063157202438738 140:-1.090849720493336 141:-10.09318777329576 142:-8.120404413715862 143:6.243147401065227 144:2.271468777590499 145:-0.2712822778743988 146:-6.20378739445848 147:-1.445231505121052 148:-7.908421062376467 149:-1.790002884834716 150:0.9811780991914798 151:-3.84788056057993 152:5.328748120247677 153:2.983596030821921 154:-3.830511474039008 155:-9.848934381592013 156:-10.21192365407532 157:7.826788620699852 158:-1.423228585740505 159:-1.115987678298699 160:3.016266641032728 161:5.115967426683246 162:8.749262641122478 163:-8.145107503450992 164:3.630500256292147 165:10.12123584913461 166:0.660908324375058 167:-5.216738263206779 168:-5.189120526032424 169:2.888854230629841 170:-3.231450130649754 171:-9.054749688027366 172:-9.35232931294111 173:-5.903508829485822 174:7.08966583724067 175:-3.706958975758072 176:-5.372160403134709 177:6.963791885204237 178:-2.759427593278533 179:-3.793763735534605 180:-3.291060578168414 181:2.181511902789574 182:5.991130564297031 183:5.81719388966587 184:0.3634714316404515 185:5.082053309331284 186:-6.652394962060087 187:-3.6374815520353 188:-0.4410937238437077 189:10.9970018823981 190:6.822443827208607 191:-10.77208444120223 192:-1.693238943793928 193:5.504457321205141 194:-8.122572155934472 195:0.3333882962057351 196:-8.984882067448696 197:-9.80403135955512 198:-7.382770206917566 199:-5.022945492081595 200:-8.676980152555924
+1 1:8.096683359881739 2:-3.232204411004464 3:-4.844841137915025 4:-2.417787086083895 5:4.996172882878717 6:8.436685203410416 7:-12.04113226133081 8:-3.206035412000206 9:5.884455870306513 10:5.118589679903264 11:-6.909806996553463 12:2.97182332002498 13:-6.938377714210801 14:-11.41160820343784 15:-6.399524976800659 16:3.327720973327138 17:6.87316625852978 18:3.407117211057883 19:-6.59504487582896 20:-1.050804747201965 21:-3.28629295005498 22:1.719895596789615 23:-7.370087511504754 24:8.159332799529428 25:3.148472718674727 26:5.72751340873066 27:0.9414896234009525 28:-3.108158758394273 29:4.110187041005971 30:6.754090268696475 31:7.55701260974012 32:4.410862699322799 33:6.361203571624644 34:8.152187375133444 35:4.968221838169756 36:4.254143379022366 37:6.692232132443612 38:6.669473883078974 39:-9.051789034001814 40:-4.087942000868368 41:-1.914191811945093 42:0.1914175724237733 43:-1.714206905621634 44:-9.572059682940976 45:2.219158401421508 46:6.076169201209259 47:-10.34367268176756 48:-4.961471304949738 49:-9.582417572747209 50:7.168703420669665 51:5.05094149655011 52:-3.181953986545685 53:9.12186483269263 54:-8.723764782496451 55:-1.956421804773204 56:-4.003594377703172 57:7.755791753122131 58:-9.036674795927963 59:1.181946302568789 60:-8.203169910662965 61:7.662014375681063 62:-5.801930426059698 63:10.56501898765235 64:0.4984228687961651 65:-0.144946073315721 66:-3.592727413323819 67:-3.724884330456079 68:7.826156254180294 69:8.366472898181078 70:-3.522991747515235 71:2.000460430453342 72:2.265032813266088 73:-0.1682144520773622 74:5.948805516781876 75:-3.393428352394082 76:2.305029289567251 77:0.5544003592188231 78:-10.49135823786601 79:2.340571766597455 80:5.745535960033856 81:-4.951150149349533 82:-2.853207161319363 83:0.3801611752473479 84:5.534385605335166 85:7.726346827437012 86:8.481108409372064 87:-1.441028002779839 88:-8.109559333869422 89:-1.278980247009341 90:-7.999642894008664 91:-5.360288377642239 92:-6.874026964897961 93:8.672973190322972 94:-7.140072551927795 95:-6.277949648334688 96:-6.280702188330727 97:11.29923344705507 98:-7.986845889401644 99:-5.553699261516668 100:-2.313201008030648 101:4.6861173617589 102:-5.883784302752471 103:6.604784736648573 104:-7.394995425804629 105:-7.26195374297281 106:-8.579211831075797 107:-0.1855363728121038 108:-4.686952041583412 109:-10.88771415304706 110:5.417636220392729 111:10.39975477503362 112:6.064195001810741 113:7.514108241072078 114:-6.480636648982633 115:7.505504101264055 116:-7.50131701205151 117:-4.33098380475711 118:2.644994199132567 119:2.850503573275154 120:2.272443604764486 121:9.618323268479257 122:4.707690359805938 123:-6.944086054776049 124:-2.465640288341033 125:5.838187041810512 126:4.960411790076519 127:-8.532021533183373 128:-1.016768461137386 129:7.080741546157433 130:4.765122294604535 131:-3.613113659599978 132:-2.342588610413748 133:10.12893424083697 134:-0.4942956140740169 135:-3.562120024328577 136:8.847874103910339 137:-2.042120157585837 138:5.837804642575692 139:-6.659473094919498 140:1.861652373531698 141:-10.54007527554769 142:-8.199401707202727 143:6.353350832117385 144:4.703294505832057 145:0.2114815096979565 146:-8.286574947776362 147:-1.732349792981328 148:-8.388248414916124 149:-0.7565464174966584 150:0.2811257097153126 151:-4.124324010520604 152:4.467818412095187 153:3.22754857922274 154:-3.595707933055162 155:-7.539241149338096 156:-6.562823278253473 157:8.792924525323095 158:1.062925311419963 159:-2.879028442497774 160:2.550014591059144 161:4.918441863618278 162:9.137022879728653 163:-7.799840213013944 164:3.184822608810307 165:8.32480276269442 166:1.114775332189859 167:-4.943298525124291 168:-6.55877076411106 169:3.893334053662021 170:-1.445086386513029 171:-8.332743582097807 172:-7.834893052570187 173:-4.17660282613574 174:7.476077811904362 175:-3.441205942055845 176:-6.045565591428243 177:9.026107738304209 178:-2.429338145115366 179:-4.939059135777062 180:-3.201456978120666 181:2.496250264676828 182:4.957636284197545 183:5.919070474648726 184:-2.820848649432195 185:2.075546229294236 186:-4.780412346614534 187:-3.433105170492213 188:-1.644826152451308 189:8.088745341520282 190:7.215378321102671 191:-8.949921943651926 192:-1.605435429045807 193:6.548751609556697 194:-6.898067061806356 195:0.3624980366922563 196:-7.901129129870105 197:-8.940990161699679 198:-5.86625170397249 199:-4.15567496404938 200:-8.158474428150109
+1 1:8.738054820297988 2:-4.439350835552893 3:-4.676810396478738 4:-3.358855242382512 5:4.632702523873688 6:9.88902266182939 7:-9.476826577319773 8:-6.137723426183961 9:6.588065042497826 10:5.730434632306854 11:-6.73524607393965 12:3.620761098667329 13:-9.168797193817801 14:-11.16571808281478 15:-5.66570321132638 16:5.340628319874387 17:5.980060556632274 18:1.10197124082644 19:-6.816880542243765 20:-0.6227453764113432 21:-2.915824252895601 22:2.589326753719899 23:-8.286118882387612 24:7.828087076238822 25:-0.114763105453679 26:3.234717093390869 27:1.193197358076036 28:-2.997656357311528 29:6.023036220588917 30:6.169466794945554 31:7.599171386951363 32:3.646778822453012 33:7.382037786665127 34:4.021919525231104 35:5.948718122388556 36:3.001896582602581 37:4.840815238899292 38:4.774707666349353 39:-7.524844427338106 40:-5.429288473888594 41:-1.311873826211597 42:1.062433401647795 43:-1.580776021399796 44:-8.868617497213584 45:1.661164102639598 46:7.164239335430077 47:-9.496580416237563 48:-3.604866077127594 49:-6.378395850265512 50:6.275903071674648 51:3.778172061230726 52:-3.343624156301066 53:7.500766727423746 54:-8.566025032806705 55:-2.801656102801986 56:-4.094971901093096 57:9.921068808460104 58:-8.290690195854072 59:-1.543204905448683 60:-5.7092334900822 61:7.466379601620754 62:-6.14316213424524 63:7.712319446777929 64:1.772620212035802 65:-0.8387682731945005 66:-1.588223879319468 67:-4.983100297360421 68:8.337175937663357 69:10.0566254723909 70:-3.351661765218011 71:0.3921352110878747 72:4.044806221295667 73:-0.5661685608883789 74:6.385441517357616 75:-4.779176183428653 76:1.121918185381417 77:0.7213568810380624 78:-10.30728086335249 79:1.373632565576201 80:5.051813958731498 81:-5.22488846023934 82:-2.770467572478795 83:4.811443592993339 84:5.742443446497949 85:8.554024960340312 86:6.917884544258454 87:-2.312313888972056 88:-7.956509126048041 89:-3.086231687286672 90:-7.090566874996088 91:-5.280812154264954 92:-7.633382685179734 93:10.2178383417691 94:-8.452477650463658 95:-6.271283765181915 96:-8.381022229408352 97:9.887717608135226 98:-6.770338301229252 99:-5.657045790391936 100:-0.7726401447812454 101:4.247088260688635 102:-4.415830346384839 103:7.944901761104182 104:-7.205151562443297 105:-4.820918833734866 106:-8.546581474917678 107:1.187157379947053 108:-2.537215773825633 109:-10.03758402828501 110:6.011297061675389 111:9.479830609298611 112:8.29810485986512 113:8.357371853528749 114:-7.058076770032613 115:9.347017500442201 116:-8.049731502022246 117:-3.817498354376138 118:4.254394866356385 119:4.376723563239423 120:2.753242465867032 121:7.998882594463605 122:4.293439352885889 123:-7.642726157650673 124:-2.535930476085667 125:3.785577735094285 126:5.63273850990365 127:-7.089399299192507 128:0.8321687145984209 129:6.506271513889983 130:5.292808320987796 131:-4.034867792050858 132:-2.289569976549872 133:10.61389988995394 134:-1.025776150253638 135:-0.9786579376456466 136:6.36300626816232 137:-2.901493247840436 138:6.375244797647176 139:-6.735663746268376 140:0.4386211074411569 141:-9.328612565237865 142:-8.459119370526373 143:3.553252983218414 144:4.809145994454379 145:0.2724735125415061 146:-5.08594989289904 147:-2.479519194235948 148:-9.683657326896794 149:0.09758090966094746 150:0.05459230523460534 151:-4.628040211314131 152:3.886073894680515 153:2.880665712404695 154:-5.850458684051141 155:-10.39293602147658 156:-5.585367428887157 157:7.276723488265325 158:-0.1975519062355626 159:-3.979976101685365 160:3.522433599847892 161:4.349211864423498 162:7.370223286566089 163:-10.1894322681485 164:3.509343046689312 165:8.445981430374296 166:0.1357493933179295 167:-2.211657584603711 168:-5.796659712788905 169:1.190882705260257 170:-3.216007423021695 171:-9.702946050583892 172:-8.456896260180576 173:-6.544552685850177 174:7.492386710999573 175:-4.373694471489152 176:-6.915096310594981 177:7.711978100217545 178:-5.627351679379982 179:-4.425910808846456 180:-5.768350171214577 181:1.493388467699574 182:6.329839697727721 183:4.933820856557705 184:-1.038417192399441 185:2.537516266405886 186:-4.951974161123037 187:-3.3336088694735 188:-0.1199276829502482 189:11.01012965900575 190:5.300901064012222 191:-8.904885020310598 192:-2.542922599342708 193:6.891497026044965 194:-6.160610090109369 195:-0.1489948266717609 196:-6.984899927594224 197:-9.083063818207997 198:-7.5694964328911 199:-4.882253209984778 200:-5.710813424004961
+-1 1:3.113535307265551 2:5.182962349129581 3:9.040322702171773 4:9.367917034135557 5:-7.043725054205439 6:0.5842778433851546 7:-3.093592970456308 8:-2.928986113872111 9:-6.029699987054864 10:-6.369501513384273 11:7.465506077934372 12:-6.298968219097917 13:-6.980016147356984 14:-4.808329756540787 15:-7.828609859530779 16:4.518172727232844 17:-4.594393171794956 18:5.502857584326134 19:-1.066728167898493 20:-3.236481947807115 21:-0.004832881768474406 22:-7.859101768398122 23:-8.490266019580583 24:-3.636660142705286 25:-2.381711274721471 26:4.703546560897339 27:8.042179166995425 28:-2.648039453066204 29:-6.136957909309807 30:6.639916391907205 31:-1.102488224243806 32:0.08028433659697165 33:-9.307856075911346 34:2.691042384683447 35:-3.422995141473312 36:-0.3922602445963421 37:5.73473029403469 38:4.440571317256877 39:2.039657579467624 40:-8.428038224031567 41:-2.732197939878585 42:4.407712695231684 43:-7.574918110266056 44:9.336614381728888 45:9.656410031310871 46:-3.142975490299811 47:5.861771289071955 48:-7.599621118046922 49:-4.957647307788769 50:1.401424894198273 51:-7.13244457516319 52:6.494105358601902 53:7.267566115549893 54:-7.792278580717099 55:7.168210571829092 56:3.444701645518062 57:-1.218846061956187 58:8.480955547212337 59:1.223886986280789 60:-2.012823024092347 61:6.014423726138494 62:-2.674821442202288 63:-3.512356356891939 64:-2.971131939531956 65:-1.378152806929257 66:-5.033785965882357 67:-10.16938472950576 68:-8.878980605868618 69:9.575552306812231 70:7.907026787771718 71:7.606630835822255 72:7.061171580236826 73:-2.056644186490411 74:7.320945842337182 75:-0.4571473481067547 76:5.303713392235908 77:-3.309958102044303 78:-2.625087016996924 79:8.880706121190668 80:8.278602287138003 81:-0.8289929587856296 82:0.3971693999931153 83:-8.205083049092918 84:-1.72498918327389 85:1.480411855846612 86:6.050161770094799 87:1.457437568564508 88:-5.132362638737937 89:-4.793794396694684 90:0.09181527580799898 91:-6.27849265439601 92:-4.376355536915716 93:-0.1961964565107399 94:-2.612684338284457 95:-4.003471980568506 96:4.565134529378695 97:7.630327973544174 98:-9.357556966410229 99:-3.459747502075605 100:-2.369806104348309 101:4.016532019464504 102:2.931278711396662 103:0.2299988984270438 104:-3.802047259960308 105:-4.344014059911954 106:-3.272056974338645 107:1.559896225909871 108:-2.702452308405948 109:-1.253319766068936 110:-1.96293916030411 111:5.626991532349388 112:8.110261292918366 113:6.909156111764303 114:3.173461217126623 115:7.579066029836747 116:10.39674791764653 117:-8.664406542669321 118:1.487300965739538 119:10.43172591878274 120:-0.8509370196551116 121:3.070113117151436 122:-4.39679668562982 123:3.937896021252572 124:9.760976273254167 125:5.008827466769636 126:-0.2641398314941045 127:6.141445242511804 128:10.24917161624479 129:6.344626986375202 130:1.867309900463088 131:-0.1168397077835454 132:-1.898029207928314 133:-2.691530568737917 134:2.686525289350345 135:9.406100298826075 136:-9.627408665775985 137:-3.974169964068712 138:-5.238237422781431 139:-4.06562821956951 140:-0.9460661298897514 141:-2.487051298975517 142:5.567852851697078 143:-1.837378515091461 144:-4.474579784178638 145:-0.5508842662620984 146:-6.309963625709023 147:5.710675184192316 148:-2.599949042825924 149:5.499688262756652 150:5.147240936116835 151:6.023254346098708 152:-7.714068261517976 153:-3.064723653109013 154:2.425071234371579 155:4.442155859214775 156:2.072942622732709 157:-5.133265067450968 158:1.418894375570923 159:3.262898692632387 160:8.214397112547685 161:-3.657708236679208 162:-2.348401417983628 163:-7.16053951593269 164:8.131506102849832 165:4.49634404418225 166:8.060191211882838 167:6.559310289418056 168:2.093656128865733 169:-8.501311257544113 170:5.114615783371672 171:3.034498131527998 172:-2.101896939511314 173:5.122718343699784 174:-8.072249758272676 175:0.09483573090992037 176:3.589216304067298 177:6.427795152350883 178:2.96856751941694 179:-3.009803561915218 180:-1.719979395585261 181:0.5095183788668283 182:4.902948276832726 183:4.09329951486336 184:-4.822815723800011 185:-7.137374517045712 186:-5.064497180048521 187:-4.039714019273665 188:2.884355536127553 189:-9.139958207909844 190:2.740206390047357 191:0.3552121444373999 192:7.360265643148926 193:10.21459111940081 194:6.992556051115365 195:1.572436442762704 196:4.456147310106204 197:9.625940840199259 198:1.703222091068613 199:1.28290511674621 200:-1.472308628050454
+-1 1:3.613709665554051 2:3.222511378559461 3:5.800042906768148 4:10.5243137987227 5:-7.277105074787064 6:1.413091010428978 7:-3.662263211874071 8:-2.103203668746123 9:-5.155206896320617 10:-6.421191791360426 11:6.778011412288683 12:-6.015453650622216 13:-8.033725955386648 14:-4.686688955383614 15:-7.882110265678949 16:4.022463839624966 17:-3.926672736713904 18:4.620676945505904 19:0.491622779387327 20:0.8582549869690195 21:-2.571033779411724 22:-8.821336727425834 23:-8.966435916697895 24:-1.677892310223066 25:-3.38260159917424 26:4.786152912085481 27:8.592982540725439 28:-0.1498290200377446 29:-7.957801543237673 30:6.899168540997698 31:-0.35078429202994 32:-1.4288932198363 33:-8.280567478563654 34:2.341921323391968 35:-4.106883407934785 36:-1.333922304418685 37:6.010033568288361 38:3.024682185540426 39:3.790229397781406 40:-9.423591580212941 41:-3.90762424130159 42:4.803725030386951 43:-8.476672045236604 44:11.85549172466181 45:9.090036650104746 46:-3.59588291099725 47:7.094736514972063 48:-7.187278541544281 49:-4.341969991903724 50:2.251191931459975 51:-6.45619764925598 52:6.013086964949638 53:9.470957253439851 54:-8.051796865454097 55:6.261954815880786 56:5.572539909227948 57:-0.9155840872299548 58:9.18934872611816 59:3.0313346809897 60:-1.964595595784573 61:7.274771889752848 62:-1.321932340810989 63:-2.229103507014175 64:-1.387881247645432 65:-2.013521033922816 66:-6.37147232423262 67:-9.425443670411555 68:-8.561165599819182 69:8.385158675177868 70:9.573680414513168 71:10.094457418945 72:7.25977573098528 73:-1.509469329647526 74:7.993624383180587 75:0.3756528558561839 76:4.956502846258172 77:-1.758729370618667 78:-1.191698458638404 79:6.263380895097628 80:9.734711866037493 81:-0.2989918633023325 82:1.188891584527163 83:-7.731423701361924 84:-2.019229886702285 85:0.08441761339282283 86:6.507737645470841 87:2.515654427903928 88:-6.148405444930217 89:-3.117925894537127 90:0.9988104781261352 91:-6.342870323351306 92:-4.654215461222382 93:0.5176772988600659 94:-3.152233991827906 95:-4.094827755549666 96:4.109877078467365 97:8.191887851340219 98:-7.605623076063379 99:-4.263770578977909 100:-2.260181055694183 101:3.15316471839407 102:4.233785434184509 103:0.357623497219265 104:-2.410501500037635 105:-6.705780420989261 106:-2.242753476144866 107:1.938024398942929 108:-2.755752675243334 109:-2.862167719463212 110:-1.888317003500619 111:4.700527076199424 112:9.814009635156113 113:10.26094007311838 114:1.873042672646898 115:7.031313491356232 116:9.699367704066525 117:-9.489301681666971 118:2.375805241299421 119:8.155877713820763 120:-1.818704584999762 121:0.4855066980404006 122:-2.707186480014837 123:0.7486009486650318 124:9.234592085548385 125:3.988350482301405 126:-1.622027291967093 127:6.925826178181492 128:5.071725485938246 129:5.776542610866064 130:0.2697476585086704 131:-0.1599053278936104 132:-0.3693446059318444 133:-3.382318061123566 134:3.471126284274385 135:9.690902840137383 136:-5.8365036062265 137:-4.334047911180731 138:-1.942490669892101 139:-3.351085288507246 140:-0.9483212516067129 141:-2.124376970688825 142:3.727724895050731 143:-5.442404515058406 144:-5.586987515986108 145:-1.086696522391092 146:-6.751974501379968 147:10.15491784998084 148:-1.053838613610796 149:4.247173430504905 150:6.285959436372961 151:6.896655694926744 152:-9.359446219181445 153:-4.317740251397161 154:1.991399874498819 155:6.853409711406465 156:0.8130303349855668 157:-4.308438006483721 158:1.52814566818791 159:5.22398592595356 160:9.797460361989886 161:-3.398754627891909 162:-2.577347695066703 163:-4.957476269122242 164:6.961614386681621 165:6.327925783600548 166:5.648918941274983 167:7.567506822273297 168:3.243173645247898 169:-6.454922008376635 170:4.327493679034697 171:1.680507178251046 172:0.2097300256433877 173:4.165328198352444 174:-7.506409524181564 175:1.383604970887113 176:3.860648898222331 177:6.504653268810951 178:1.15078847974037 179:-2.617413759080362 180:0.8454337647742673 181:-1.800458500314413 182:7.051801886860371 183:3.850028993025789 184:-4.023749269554498 185:-8.067154754410096 186:-5.612035305744013 187:0.2810321756572933 188:4.088291549877673 189:-9.911192983110594 190:2.245253174896564 191:0.8368410172023266 192:8.835629487730927 193:9.89763902772911 194:6.532361459800543 195:2.008773627398263 196:5.65179549225491 197:9.440447281642754 198:-0.6899066135798053 199:0.4581001032132594 200:-1.529750310198241
+1 1:7.034724545204229 2:-3.303642474137256 3:-4.659722695798203 4:-2.305334998469168 5:3.39463993565314 6:10.01945750622511 7:-10.13858403702187 8:-5.993268834169738 9:5.465202336473419 10:4.732827576941668 11:-7.643270563518565 12:3.690522908258021 13:-6.802018720219525 14:-8.391789028983514 15:-3.657611380939517 16:4.979107377889138 17:5.071748127155048 18:4.411818688424609 19:-8.195702602547318 20:0.1982525663380406 21:-2.961951447306772 22:2.144541159321875 23:-6.60785926433187 24:9.507650478797325 25:0.7369313666944356 26:2.376259942474381 27:0.4822937317352523 28:-2.355796782142589 29:5.855644644894673 30:6.918462976285546 31:6.576522511791768 32:6.117991682826113 33:6.213745789504009 34:6.529900332937043 35:6.783356841058634 36:6.29728711254674 37:5.278942730058631 38:6.345508525306417 39:-9.116685623300153 40:-2.855858531616783 41:-1.110567022435654 42:-0.822154287820501 43:-0.9518919455520649 44:-8.565214888404981 45:1.838786717294967 46:7.609294000350906 47:-11.53528872636456 48:-4.843966244009957 49:-8.018739562052648 50:7.829091995585231 51:4.501308753937656 52:-1.106136392223027 53:6.757323214705069 54:-8.72558743534573 55:-0.8572504761364501 56:-4.512592303967243 57:8.614675555033882 58:-7.489646274474302 59:-2.524984723650521 60:-4.727391281999035 61:6.51999131891767 62:-4.66963169971285 63:10.61317186373538 64:-2.227431846541735 65:-0.5797085890726572 66:-0.5988986704675094 67:-7.056925648841854 68:9.093087576377021 69:10.13231447141572 70:-6.395086415801353 71:0.2596977669336731 72:2.380062441648668 73:-1.273108501843345 74:4.062724616856773 75:-1.907857547774211 76:1.357851797623125 77:2.998476155499758 78:-8.711095420469196 79:2.436501573905785 80:5.532075516775805 81:-5.662210553807165 82:-0.07107269225748958 83:1.399377620995189 84:6.04828345152641 85:7.666914414795008 86:6.822628786998362 87:-0.8157261112894374 88:-8.447934833814621 89:0.3413677030738098 90:-7.555074719241278 91:-3.458193595736086 92:-7.805503407846444 93:9.095029228100334 94:-7.330256390112926 95:-4.569693076470889 96:-5.539869427841497 97:10.35889730746763 98:-6.29941491457979 99:-6.802608618480318 100:-1.799386033086899 101:5.896011570695243 102:-3.268520185029814 103:6.440546103281801 104:-6.884211771500168 105:-5.849412987538043 106:-7.523252783779651 107:2.336728259160808 108:-4.487948066198254 109:-8.845031279908339 110:6.572277476865922 111:10.54454855991424 112:3.706187029096273 113:9.152560306471642 114:-6.09775937247433 115:8.203814366440632 116:-8.517511619617949 117:-5.435697997606042 118:3.451877301631903 119:2.934024062050251 120:2.47913484256871 121:11.06275174533167 122:4.307838825981069 123:-9.442882138649868 124:-3.340035392148225 125:3.877257171598842 126:5.521958402496484 127:-8.726917862986987 128:-0.3656228942586842 129:5.448570338614989 130:5.461588737138152 131:-1.707684657138668 132:-1.835699979871342 133:9.123854719149175 134:-0.5798759316546878 135:-3.875233120215726 136:7.047022973124981 137:-2.671140416803082 138:9.135682826272525 139:-9.538191304648812 140:-0.07921888675113498 141:-9.266595622501372 142:-6.709425235438205 143:4.604574114042116 144:3.042920705924862 145:1.194596228804371 146:-5.905297795344612 147:-1.637940723665371 148:-7.671633905743739 149:-1.089171645186428 150:-1.281529782722511 151:-3.00302445827945 152:4.384032074761435 153:3.512802280965239 154:-3.465338771806943 155:-9.25820483140801 156:-7.99350581580679 157:8.940188584454537 158:-1.803189569537002 159:-4.33803648449938 160:2.40610763191567 161:4.976226798085443 162:8.282995581924453 163:-8.968613670405922 164:1.49520962767787 165:9.583692595460839 166:0.4333184486822772 167:-4.452711022931762 168:-5.237641596419259 169:1.571490661560713 170:-1.769742746323282 171:-10.31944277213319 172:-8.974632133866965 173:-5.223828904509419 174:8.51068923493219 175:-4.106194291812927 176:-6.974678916355373 177:7.563520260274004 178:-3.45896083316016 179:-2.799391870232543 180:-4.202103862469037 181:3.599618783181244 182:6.120887374944092 183:5.935063652657856 184:-0.370701609625781 185:1.269625339924111 186:-6.057500553683533 187:-5.758173317137009 188:-1.783013860273638 189:9.938297250944986 190:7.351356243100743 191:-10.2900186582546 192:-1.864721539112345 193:6.4674191133349 194:-8.082979237898309 195:0.911219777003873 196:-6.371998593275126 197:-9.824427112482663 198:-6.155335449785809 199:-4.302439630782358 200:-6.701863620650843
+-1 1:4.735337123370241 2:5.172185665313207 3:7.123392808950742 4:10.65731005792686 5:-9.052850282248643 6:0.9115164813194299 7:-3.357969259643093 8:-1.47970567569569 9:-6.212940386373417 10:-8.775150859094133 11:6.584786435686935 12:-7.230845132894722 13:-6.683712364318895 14:-4.422261931729524 15:-5.945621293550231 16:5.680264095542322 17:-4.28316790087546 18:3.635114249162758 19:-0.1311538620032931 20:-2.017662265814928 21:-2.407658675364607 22:-9.719715069801257 23:-7.17646736699204 24:-2.58468942428877 25:-3.246439815383297 26:3.782067617400344 27:9.474330728054941 28:-1.880105862270014 29:-8.025264010695329 30:7.433096921639745 31:-0.6204583550234634 32:-0.9610167401107649 33:-8.46652173906743 34:2.048798969533225 35:-3.894693097886035 36:-2.07554612545611 37:5.77972890892054 38:3.411666958478308 39:3.586765624109884 40:-7.947875728304544 41:-4.478659316345253 42:6.099065153132839 43:-7.957931551736488 44:10.13951367068125 45:9.571490723336044 46:-1.755236817003488 47:5.606458520363274 48:-8.449594177275479 49:-4.161696413106872 50:0.6352710736819909 51:-6.470976163136692 52:5.53220127574471 53:6.70630574253595 54:-6.084705871341325 55:8.20592665827267 56:4.542593651807 57:-3.826673101580897 58:7.218419263289967 59:3.407465026110577 60:-2.9021349133846 61:6.561516448372829 62:-0.9701312840745355 63:-1.000696220521553 64:-2.611162100403479 65:-1.853572782017081 66:-5.644017817730511 67:-10.27790158268549 68:-7.719051877949922 69:8.813896890105568 70:8.238496310772081 71:7.889962848685379 72:9.565475665852576 73:-0.2317788066808279 74:8.58588413609756 75:0.9929834440649439 76:4.968836754947511 77:-3.228144232388589 78:-1.251017334931313 79:9.355158254173517 80:8.77286427436095 81:-1.387626806537259 82:0.5159459918599397 83:-9.95238195877303 84:-0.3162131321386312 85:1.387520851071139 86:5.873037044911706 87:3.722556785152821 88:-3.78671897818451 89:-4.089005728197699 90:0.3388068691884883 91:-4.783633281559298 92:-4.892611424932893 93:2.633255959515201 94:-1.980505188466869 95:-3.85656692302266 96:4.106764667392929 97:6.873913736428429 98:-8.663239334883656 99:-4.388225766919639 100:-2.516110376488088 101:3.363338751379827 102:2.623250073239164 103:1.865746195258896 104:-3.297796062038982 105:-5.998819533325467 106:-2.057258839429566 107:1.359523111538655 108:-3.430006536796817 109:-2.979571201845909 110:-0.8886511929664754 111:6.494471998939765 112:8.786823065731582 113:9.152674139251845 114:2.489514056338017 115:7.302265909852643 116:6.752256813324849 117:-7.60279002333794 118:2.09731497470458 119:6.531314711483134 120:-0.7736740317188269 121:2.86152384274761 122:-4.605289300489281 123:1.27432765040509 124:8.163510765425002 125:6.30451110345435 126:-0.8057129315666829 127:8.248881589138794 128:9.329555832115766 129:5.918811330305104 130:1.364169139998138 131:-2.073358465448243 132:-1.339360359302531 133:-0.8819530767670616 134:2.83086324924756 135:10.08327032360623 136:-6.78721268047875 137:-2.516562660766279 138:-3.796261840161177 139:-4.546215714370389 140:-0.4730782000299699 141:-0.8771115781350967 142:6.304426676271194 143:-2.574894302986605 144:-3.667337644260907 145:-1.38020194680682 146:-7.855761659994258 147:7.366997528045531 148:-0.8901699536200347 149:4.907476575750885 150:7.019803894291568 151:5.23184923944069 152:-8.312245970429885 153:-3.418144907161789 154:2.708228259073979 155:6.325558939619203 156:1.923588121416783 157:-5.93628412309628 158:2.61675475543533 159:4.247192388055019 160:6.563656051505358 161:-2.323489225003543 162:-2.149539384819171 163:-6.030942030261619 164:9.659363751379269 165:5.581665814088672 166:7.307788166671345 167:5.527785449156369 168:1.296144050667553 169:-6.934391413625898 170:4.35122186892637 171:0.9709556763360461 172:-0.2259915513712131 173:5.293454500987493 174:-9.5714518428396 175:3.449492931879381 176:2.28133358662031 177:6.927024055433876 178:1.465202454879754 179:-4.309966481724426 180:-1.589735211993611 181:0.784417736297176 182:6.022162698704477 183:2.224732890802998 184:-5.053387701948274 185:-5.64960513876314 186:-5.424105493840743 187:-3.951078283654902 188:2.70245384352906 189:-9.56003035627262 190:1.051965539500326 191:1.451645878716442 192:6.309121683069699 193:7.897489107312419 194:6.76482976068296 195:3.921661228727286 196:4.874042997809401 197:8.96567092362241 198:2.572980296390133 199:1.929094695976314 200:-1.466104088663364
+1 1:6.631127104420288 2:-4.064752219995558 3:-4.415320486391346 4:-3.745161896930346 5:3.973757379523974 6:9.525405893066116 7:-11.22233338650721 8:-6.313413675658343 9:6.868048163506114 10:5.321462415972191 11:-6.87645977199153 12:4.623611053808533 13:-7.010536758184605 14:-9.801306024411288 15:-5.80045084872365 16:5.181314031949667 17:6.853369134362521 18:3.022671378467491 19:-7.484361202483372 20:0.1336491090534055 21:-2.19710298356352 22:3.005838034101463 23:-7.740113973438138 24:8.59693005412235 25:0.2522775627770347 26:4.566216919618491 27:0.7098014425545265 28:-2.04300594102945 29:6.099475257721774 30:7.499752245646308 31:6.55823322812723 32:4.97043740544312 33:7.192475230751521 34:5.292433480555978 35:6.119336952483262 36:4.601051821231675 37:7.969358184403768 38:7.650576352552973 39:-8.009140532001773 40:-3.564156364457664 41:-0.07557997433218722 42:-0.192813486864448 43:-0.9852817428465734 44:-7.972292758211078 45:3.428478450288002 46:7.068045575184294 47:-8.373204935059913 48:-4.788934921849052 49:-7.389231832360779 50:8.382736864720066 51:2.515625112087941 52:-3.514545101027594 53:7.654511828219596 54:-9.133106640487727 55:-0.1271404167579435 56:-4.682263198533725 57:6.837910530016359 58:-7.604885252815158 59:-3.101226482482966 60:-6.136160924488704 61:7.440716377466784 62:-4.805096689649976 63:10.4660836338238 64:2.602337965454066 65:0.2614029425761629 66:-1.520403519255906 67:-4.007651083159844 68:8.586191798961712 69:7.845432129424287 70:-3.88927964415695 71:1.788057687373645 72:1.565192908447457 73:-0.2079787338802973 74:4.232788225948499 75:-4.031262902309075 76:1.737791971554559 77:1.191571740325205 78:-10.38996472108247 79:2.581669779577723 80:6.486036048369896 81:-5.568327118034325 82:-3.673302808301281 83:3.0232855077578 84:6.731056282775635 85:7.808168074937808 86:7.150380301866162 87:-3.19623751339089 88:-7.616900796747998 89:-1.435218597436118 90:-7.640165034528495 91:-4.021088842631646 92:-7.097520359814768 93:8.777790633449413 94:-8.108230000408097 95:-4.145278063460139 96:-8.855986490469094 97:9.224797577132493 98:-8.45395842638198 99:-7.841705969144662 100:-2.420399536583768 101:5.150724324124606 102:-3.734279526601887 103:5.151243887614995 104:-7.494219227404835 105:-5.988017360421829 106:-7.473521301570577 107:0.9691746952061665 108:-2.993631551102148 109:-9.542698029029852 110:6.306818799299504 111:8.489389003327661 112:5.777618726233528 113:10.17933095714295 114:-4.942644123753309 115:9.303822293381767 116:-9.940084177159889 117:-3.625453119807159 118:4.606331985786824 119:2.165459234830483 120:4.136770620129315 121:8.822370379472892 122:5.718109454597155 123:-6.900241404315519 124:-3.15673807285075 125:5.289870801424867 126:7.616163508043694 127:-9.713097700691819 128:-0.5828182979376445 129:4.368548888815003 130:5.166813039846207 131:-4.414891134141848 132:-1.764354839713414 133:10.87234704242905 134:-0.06914469411351681 135:-3.084859332326494 136:7.524149765018377 137:-2.692984973871121 138:6.496307639679767 139:-7.983730949834522 140:0.8342369271842813 141:-10.01302965043638 142:-8.041305225234925 143:4.542091528795869 144:0.7613113179133095 145:1.944640241267398 146:-8.190458965279637 147:-2.506401790897858 148:-8.011526683010597 149:-1.875191702630031 150:-1.946744210821722 151:-2.425257900563193 152:5.490519798025912 153:2.104086121495025 154:-2.890822414820374 155:-8.033933169105934 156:-7.032717349577903 157:5.290147761590578 158:-2.552438504846593 159:-1.836502775427084 160:2.406761875576742 161:4.082183731919887 162:6.667105504455286 163:-9.715746609618781 164:0.5198369407582444 165:7.032112756688786 166:2.588753541137646 167:-3.712750899711547 168:-6.176226920246456 169:2.710592146543841 170:-4.187797720830538 171:-9.989976765855696 172:-8.529818900314806 173:-3.772900853148506 174:7.002633305575205 175:-2.737000556654279 176:-5.47018708821778 177:7.381440809572292 178:-4.721528410821545 179:-4.819403135448328 180:-4.552729433310571 181:1.930054603045853 182:7.571900765637273 183:4.43785121620204 184:1.236112133457387 185:2.711117254232684 186:-6.635264083215656 187:-3.038962575666895 188:-1.287506044934551 189:9.168523683795749 190:7.195232093011758 191:-9.66543933910665 192:-2.602119004620295 193:7.348424123738867 194:-8.865490757580249 195:1.683402515550059 196:-7.151889406743996 197:-9.090121195075925 198:-7.944298552338839 199:-4.016519591052668 200:-7.014937748367373
+1 1:6.675252879026591 2:-2.909267053114645 3:-5.135370090879769 4:-2.540381044776037 5:3.238718496297562 6:10.79001036428866 7:-8.866212591017295 8:-5.748409929818958 9:7.326171660005022 10:6.149860106471672 11:-7.329809929896108 12:4.134672677998528 13:-7.255025856239808 14:-9.053494874849267 15:-3.509925048571208 16:3.046946061997262 17:7.826785136799599 18:1.578514086507822 19:-5.717903647048271 20:-1.492336093438761 21:-1.655514824777826 22:2.134505475455963 23:-7.084697038492975 24:8.872061542498397 25:0.3124130627737477 26:2.937752967699486 27:1.65447248170969 28:-2.944774226874783 29:6.262626423744291 30:6.872502056154847 31:6.603982934453815 32:3.626574069792762 33:7.031169831390468 34:6.886787020183346 35:6.298221935603438 36:4.55624623898801 37:6.546586653026679 38:7.434969511122556 39:-6.852046714898942 40:-2.020364143959876 41:-1.12832774251617 42:-0.54489081141997 43:-1.027778845459137 44:-6.95376373579034 45:2.241635040504979 46:6.367537681994102 47:-8.065473218845339 48:-5.210054481503514 49:-7.849067939964232 50:6.105939555739515 51:5.050245626975599 52:-1.378366908976148 53:7.533091016226089 54:-10.3556474830121 55:-4.571479663313495 56:-2.364531591354573 57:8.97229197539774 58:-9.511132951869749 59:-3.835535276345498 60:-4.202584677811593 61:6.861731911731686 62:-5.379644684217661 63:8.895929013352099 64:-0.08465796461315067 65:1.435526302542494 66:-2.250937380382801 67:-7.101145299951201 68:8.052240973248997 69:7.610648393902089 70:-4.744670945429284 71:0.7315500830907262 72:1.333564360316183 73:-1.773574196328187 74:7.275325319411086 75:-3.084419771208055 76:3.013188444421098 77:0.9733653355470571 78:-9.117852326520733 79:1.981244681007389 80:6.226681290772522 81:-4.549120019118832 82:-2.06274675263824 83:3.207148294795929 84:4.92692343977049 85:8.052849200006714 86:7.17546467782924 87:-2.580784669570807 88:-8.709087788925299 89:-0.383276195324281 90:-9.196663839537587 91:-4.168515721664868 92:-7.110045130984068 93:9.081561381093724 94:-6.418746907669963 95:-6.682433266594685 96:-7.297414819745308 97:11.20703481368121 98:-7.371784424649104 99:-6.681092967029936 100:0.4324176017499106 101:5.09601356020138 102:-2.83740225541707 103:5.89853020722478 104:-9.490122651335161 105:-3.180658216901626 106:-6.34610565011705 107:0.461164588862865 108:-3.885169518439286 109:-10.58275484153984 110:5.033776164879177 111:8.553486259598479 112:6.484428704526743 113:8.139119313887026 114:-3.94900383262841 115:7.807157196379668 116:-7.345240001566455 117:-3.304547725828662 118:4.187770893805091 119:4.33059023099588 120:2.076675926613776 121:8.187034709194499 122:3.154689386022739 123:-9.368414003954861 124:-4.68827287988961 125:5.764007345933843 126:5.198216694426366 127:-8.813188729651054 128:-0.744299186092983 129:6.542992704211814 130:2.746665652405247 131:-3.564528830896722 132:-3.540682641755247 133:7.041782312627699 134:-1.629050109579973 135:-1.618277824170897 136:6.328753988963843 137:-4.820762601493266 138:7.169000112090316 139:-9.730228206717108 140:-0.7359886239453277 141:-9.924129285016155 142:-8.453024792918661 143:7.486803949344432 144:3.69436439070481 145:1.286219867184383 146:-6.411123405139205 147:-1.296418793872631 148:-7.236407179706892 149:-1.443683855943299 150:-0.8150606972821801 151:-3.416965657905267 152:5.851949374588473 153:3.38753625408992 154:-3.187045548705596 155:-9.862057403859684 156:-6.72702659989907 157:7.067311889906144 158:-3.653223165758913 159:-3.21883387607482 160:4.876503508628502 161:2.540910712794516 162:8.423569621434488 163:-9.422718669391129 164:2.235432572563513 165:8.266906580790428 166:0.695864543853739 167:-3.947598970430787 168:-5.950400163720779 169:3.240188365866799 170:-1.071006140862573 171:-8.927268411751864 172:-7.775488186383296 173:-5.511242091053498 174:8.771920857676921 175:-3.182872865846313 176:-4.936738897722205 177:9.388465065938917 178:-4.312199925958626 179:-3.752082594125697 180:-4.065410294516217 181:3.008540428106679 182:6.074298454746677 183:4.807425569724708 184:0.9931130005963742 185:2.688726628557215 186:-4.247375502695785 187:-3.729172814857194 188:0.7879678873623952 189:10.30680994731989 190:7.658681839717724 191:-8.902715549482821 192:-2.837511766721164 193:6.239515377962991 194:-7.609514949135788 195:0.3489215361545013 196:-7.867018607678014 197:-10.21606892024864 198:-7.586135451033419 199:-4.726436846315128 200:-6.679690174337877
+1 1:7.434913173848567 2:-5.063046177830814 3:-6.335681438026047 4:-2.372469837648263 5:4.565405983156357 6:11.05394918746079 7:-10.40408079915116 8:-5.302346827157076 9:7.925729610199415 10:4.314082691085495 11:-7.005061653406659 12:3.447080592470613 13:-7.876984729430171 14:-9.026655862465123 15:-5.894774283916863 16:4.40559161324795 17:6.52664030891173 18:1.246743261804883 19:-6.441372209134383 20:-2.463323272219069 21:-2.833388544672404 22:2.540266535177167 23:-4.45386744571428 24:9.99130253538037 25:0.9606059512888208 26:3.839488652881352 27:0.4797392377065796 28:-3.420199404125321 29:4.959175404960261 30:6.20499670425378 31:6.032424247242079 32:4.750245311760008 33:5.92586430050029 34:5.579287676307557 35:5.893027229230224 36:5.832728744662992 37:3.361961187739639 38:5.172761107151197 39:-8.050675178898189 40:-3.992234814762905 41:0.1154787082174626 42:0.2874324550902734 43:-0.7652323884625548 44:-9.657852921507075 45:4.033452994533848 46:5.941195644036299 47:-8.247804044673288 48:-5.556923391070634 49:-8.321063297870998 50:5.874871264767989 51:2.359577940299124 52:-3.390164992361731 53:7.954548396412221 54:-8.650739502517936 55:-1.739516498791551 56:-3.412451221949215 57:8.837684872778311 58:-7.829528003407026 59:-1.80804495911928 60:-6.15193292013199 61:6.80433332373285 62:-5.645431470961376 63:8.181990333079266 64:1.101264479126513 65:-0.4936397624202078 66:-3.910108227368434 67:-5.981538694051021 68:8.633522145340805 69:8.417249261414135 70:-3.483468929855147 71:3.002657092679388 72:3.889189250553116 73:1.12742758268989 74:4.882828171978886 75:-3.23442476637659 76:2.185445723525765 77:2.323006687854067 78:-8.853182540098194 79:1.188910825497913 80:4.99388464196977 81:-3.924780336105423 82:-4.622192720105925 83:2.545113083346448 84:5.245652562194326 85:7.922349469493826 86:7.158887947573167 87:-2.408899489064252 88:-7.534988071562567 89:-0.9843640802059724 90:-6.714935265942925 91:-5.16495417752691 92:-7.580948546900926 93:10.94400154612372 94:-7.02252374074296 95:-4.781540587793325 96:-8.111568597469963 97:8.550524386993636 98:-6.562901780437835 99:-5.352218844287576 100:-1.361899835135135 101:7.765002455780719 102:-4.733243969068323 103:7.525833796701917 104:-6.763634972054541 105:-4.037861752252383 106:-7.547942719534908 107:0.379232262173012 108:-2.159932171497893 109:-9.700060096159012 110:5.492716564211947 111:10.20712217925614 112:5.413819427117707 113:9.923557595954955 114:-6.352273334434991 115:11.07640711968946 116:-6.343965202863771 117:-4.887678367854721 118:4.917876220483869 119:1.831146826058636 120:4.593256362635483 121:8.821355946233586 122:3.615271342172341 123:-5.021566157190337 124:-2.610461288491238 125:3.227635638154947 126:6.929611610054442 127:-8.724770475274218 128:-1.128409300918112 129:8.752572313048887 130:6.827425675492137 131:-2.685578918402034 132:-2.325975636161856 133:9.953210525648082 134:-0.2299384129868384 135:-3.707173981208405 136:6.750358812563583 137:-1.627546586944338 138:6.565386247510716 139:-7.996195967126137 140:1.731668053169813 141:-7.693151247710155 142:-8.560060988165521 143:5.702032793520117 144:2.798024127607533 145:-0.1656658896929084 146:-5.362934859409933 147:-2.396717506170958 148:-6.714650093764241 149:-0.9595402436931583 150:-2.242908407806322 151:-0.7453461373523509 152:3.982183833653875 153:3.925275771571908 154:-3.764605854754908 155:-8.886939572140733 156:-7.564406603678178 157:7.152524772326356 158:-3.008165048695183 159:-2.655393656052597 160:0.7475229436560649 161:5.17791428460494 162:7.938948529762797 163:-9.068630418556113 164:2.961453691235772 165:8.229326583442672 166:1.121126077567202 167:-3.64756110792057 168:-5.596105382960704 169:3.547626353045843 170:-1.76331681231981 171:-9.736283726106574 172:-9.639983960298494 173:-6.924516823842303 174:7.941081443911705 175:-0.9399048109596162 176:-5.034502812943649 177:7.418617094814326 178:-2.195511162767134 179:-4.129377316131416 180:-4.213974073395514 181:2.816037132505424 182:7.062876717776718 183:5.127458290257799 184:-0.613735440578443 185:-0.3204802548519363 186:-2.887789485275462 187:-4.366978617826168 188:-1.793733686210601 189:9.637271862495975 190:6.984093555911891 191:-10.84008391689254 192:-1.522401441035059 193:7.007683664972934 194:-8.745599349976212 195:1.295177819631298 196:-7.726530360690941 197:-9.35141905195618 198:-6.554388353068524 199:-3.793939934513246 200:-6.879830456183904
+-1 1:3.127933692929558 2:2.354782741507825 3:7.621786439519252 4:9.850997532579095 5:-6.673807106780922 6:0.4717600213082876 7:-2.220839082657034 8:-2.900686662852521 9:-5.050452171124072 10:-5.93799777760273 11:5.896156496614216 12:-6.179646324702442 13:-10.23490540377994 14:-4.783954202399253 15:-6.637360535033198 16:3.396886423460152 17:-4.344395449627877 18:5.909521269026669 19:0.4159717717615613 20:-2.56500838626233 21:-1.00103980664444 22:-8.580397095982439 23:-10.25158912050786 24:-2.237579130187147 25:-2.705104874900825 26:6.109532328562119 27:6.228155353725524 28:-1.365631074190374 29:-8.580377073196814 30:8.375602970955432 31:-1.969843020010668 32:-1.277495979606793 33:-11.33216450297213 34:3.068454031981712 35:-2.944020222752728 36:-2.470251945906975 37:6.863457712213571 38:5.656392091246439 39:3.462909591020639 40:-8.485137739613283 41:-1.544029200313743 42:1.733833770503647 43:-7.508238160714022 44:8.221555058134797 45:8.198812461720648 46:-2.900307315101256 47:7.735032177781385 48:-8.642946285980855 49:-5.111322334228465 50:1.134511917302991 51:-6.855228329399412 52:6.644997706073343 53:7.502636100192803 54:-6.441978419499284 55:8.289334882237702 56:5.356069878342179 57:-1.813679703444144 58:5.085702747330606 59:3.04523832939426 60:-4.777528145460645 61:5.304348122089154 62:0.3848419463203732 63:-3.68081907644657 64:-3.559691495825462 65:-1.069838903025685 66:-6.906094629217263 67:-9.236922486156693 68:-10.39780742681156 69:8.601892700866413 70:7.935006768791696 71:7.371993326524521 72:8.234905796190915 73:-2.179922776397102 74:6.680781379058368 75:0.01609604666879827 76:4.506377510498565 77:-1.540031168982752 78:-1.78467750525425 79:6.736698587298761 80:10.7330876200424 81:-1.007591058795932 82:1.347842473041721 83:-9.997947315170329 84:-3.483095022171725 85:-0.2756899976615231 86:7.621056867934611 87:1.767139041418722 88:-3.817948283103686 89:-4.640104355377186 90:-0.2687349278829103 91:-5.003600086427192 92:-4.337940500872847 93:0.5565911486872914 94:-3.991170111365282 95:-4.779802927650421 96:4.697723863840021 97:8.651776766272031 98:-9.972091321537265 99:-3.3766200733182 100:-4.627820478166772 101:4.16127527779078 102:3.120487938702183 103:0.01651457221063757 104:-4.158631256697946 105:-7.956608014682257 106:-0.2889713035730719 107:1.688980066856295 108:-0.8642709325171308 109:-2.078352360572384 110:-1.157499158310793 111:5.584414448243123 112:7.773295376297894 113:8.305825462867736 114:0.7199904977339537 115:9.886774844225428 116:5.647271105600047 117:-10.23371379029227 118:1.727643737263733 119:6.805988050913377 120:-1.701887636088621 121:1.680813431799685 122:-2.861778577990969 123:1.678788445839962 124:10.08600547794253 125:2.288997522307027 126:2.082319828386798 127:8.794030977414947 128:10.4808057660453 129:6.224146368517613 130:2.494309712783389 131:0.4194385286696122 132:-2.071762847718724 133:-1.379260821807133 134:2.354851520988642 135:9.943169142803477 136:-6.437835757470395 137:-4.644678927744164 138:-1.773690128368472 139:-4.550958800396499 140:-1.771733456266481 141:-2.729224164010004 142:5.305668650230341 143:-3.754977404229757 144:-3.04837778142032 145:1.195578979679826 146:-5.460335930211164 147:8.635152082217079 148:-1.26717344419433 149:6.735409409795545 150:7.0660084913959 151:6.354601658241918 152:-10.0770191324541 153:-3.087665747305484 154:2.3996398282641 155:5.240705596226294 156:2.066142670030058 157:-4.395337969965367 158:1.77528058151783 159:3.408433701209187 160:6.798756477829526 161:-4.026548833197081 162:-3.957192023167595 163:-7.020194169570396 164:9.214070717900432 165:4.005508759763398 166:7.773627564831553 167:7.605527085997428 168:0.305556778294678 169:-6.164827821362757 170:3.472655002034299 171:1.265709561535959 172:-0.8497579724395172 173:4.204205821820623 174:-8.352401624386241 175:0.3464544347752196 176:3.483286400284816 177:6.427110124557817 178:1.54661825245936 179:-1.505082656941997 180:-2.13167429895395 181:0.6650563632329494 182:5.708335815753498 183:3.630927876568327 184:-5.277533732054254 185:-6.299561091485686 186:-6.427787085148994 187:-3.260356307832825 188:3.809878199629274 189:-8.749556738578844 190:2.851611528055539 191:0.8855543448630758 192:6.343231797729896 193:10.68521251365408 194:7.022478567382692 195:3.83980937210434 196:5.303939164969656 197:8.631119147834371 198:1.561619439946564 199:1.651418426354294 200:-2.189523665299688
+-1 1:3.757638083951146 2:3.840400517582277 3:6.693235036228493 4:10.2423738827323 5:-7.922719990502089 6:0.418099572785436 7:-3.645954957106321 8:-1.632989996433336 9:-6.860202685339198 10:-6.812810122816936 11:6.728349177572071 12:-6.822713626962329 13:-7.418828674348488 14:-3.554841317410319 15:-8.326893212468994 16:5.670435255197416 17:-4.78274099634944 18:4.440837892839943 19:-0.6612309340773883 20:-1.596980279268449 21:-2.584354390575704 22:-6.779095681225712 23:-10.41583010718234 24:-4.755100639268491 25:0.8310644781250169 26:3.500261025445839 27:6.264405092943926 28:-1.182785808030905 29:-7.817927874835351 30:8.433383361844546 31:-1.942411893102872 32:0.1057045514869603 33:-8.025768773766909 34:0.9114022279816529 35:-5.36217730546912 36:-3.872489196476208 37:6.255171190412719 38:3.375702611966698 39:2.116405147790074 40:-8.473640371947447 41:-1.829619996021047 42:1.688679037340352 43:-6.927725349432086 44:8.758518076149208 45:9.200302358877178 46:-1.331516980777326 47:8.862621875305997 48:-6.154225001867487 49:-4.743609677089436 50:1.072461359623482 51:-8.653330258318446 52:4.760283864329017 53:7.367736541667556 54:-7.294475044991339 55:7.062817344976957 56:5.506788770728332 57:-1.067545848145671 58:7.884209550802153 59:3.193140078956148 60:-2.565396027573739 61:6.131971497245234 62:-0.9734805380920738 63:-1.398148894614379 64:-3.537849526003902 65:-1.678871374674208 66:-5.892000457771696 67:-9.424459983957915 68:-7.511405869135949 69:9.697908832360794 70:6.49900921339114 71:8.570414826737993 72:6.912741226989118 73:-0.5219552740087453 74:6.755191390063796 75:-0.8297308104617493 76:5.281060824995449 77:-3.546514688631897 78:-2.606359888722577 79:7.825892116319676 80:9.357828562726446 81:-3.049298650738876 82:2.03239323980239 83:-7.495369217664413 84:-2.908991609426389 85:2.181053781168546 86:7.397168849120087 87:2.064897221018073 88:-5.097336514152737 89:-3.966613555981996 90:0.6978592682370882 91:-5.313482100380318 92:-4.39189574658243 93:0.452677873174801 94:-3.375791801693455 95:-3.165003203661719 96:4.115644921559831 97:6.384064776978033 98:-7.587422524660431 99:-5.765861719643997 100:-4.54709728964215 101:3.681236746459764 102:3.044487907590891 103:1.148417864224652 104:-0.6268898539474659 105:-5.284007238354886 106:-2.551794101133793 107:0.6290633527689756 108:-0.5755487878437204 109:-2.013750244982127 110:-0.7089775334879095 111:4.042799220996906 112:8.539453728252884 113:8.084932334460039 114:-0.05303135855912977 115:10.51498009065715 116:7.374861548642247 117:-7.124970988689641 118:0.9964429188724818 119:7.676004456621153 120:-1.312493490166984 121:3.564439942492963 122:-4.445649251863179 123:3.092815081935139 124:7.83311923481744 125:5.82740262761502 126:0.8974526287908048 127:8.774153269258303 128:9.628452927661833 129:5.875405605228829 130:0.02139964316524456 131:0.7571894963506426 132:-1.252684054193902 133:-0.7723282271464478 134:2.441810169597744 135:10.46592555174998 136:-7.31402534565516 137:-3.822950502575546 138:-3.796283717084832 139:-5.146685614943626 140:-0.4913858049473386 141:-3.572536993179986 142:6.044007020364011 143:-1.934188120066502 144:-5.775993863164315 145:0.8743286544447747 146:-6.14076600769556 147:8.653695031857358 148:-2.221922910104865 149:5.401553899430987 150:6.535366258569864 151:7.907953552567603 152:-9.932447610074265 153:-4.255827707854834 154:4.289319434376229 155:6.024730810055233 156:1.450407659116002 157:-5.949438349999538 158:0.8568763591166786 159:6.332461658268872 160:8.086472725711232 161:-3.541517612820414 162:-2.894146672250166 163:-5.974812799509714 164:10.82610947893628 165:6.140366524580656 166:5.555898158923752 167:7.484171612176734 168:4.62146734036161 169:-8.570274142506046 170:3.972525500617573 171:2.045449748736686 172:-1.113618206393084 173:3.327332224789799 174:-8.157125170379503 175:1.128901379898481 176:2.663838215623371 177:5.139005437186556 178:2.109973211749822 179:-4.815540740662512 180:0.4743077085816483 181:0.3570712693019058 182:4.888751101362214 183:3.968902181282647 184:-3.183230273317135 185:-4.872346148409028 186:-3.539547403382299 187:-2.473511729002577 188:4.034471485790974 189:-8.453685857052728 190:3.104894945014308 191:1.264945859371307 192:9.232867179877081 193:10.26630885623135 194:7.624715680072639 195:2.840060519764254 196:7.476631319269337 197:8.140327511934215 198:0.9874682259275029 199:0.08231803070112309 200:-2.962253294519827
+-1 1:3.370918979368949 2:4.544047392107545 3:8.444127716561209 4:8.3768068336799 5:-8.283018971336665 6:0.4607981198678596 7:-2.587909065564437 8:-2.637768889113321 9:-5.725823030343324 10:-4.545269497448182 11:5.480172249897901 12:-5.832921966927077 13:-7.419348009552632 14:-7.026774397362875 15:-6.81395788207823 16:6.301543785595847 17:-2.109406609236698 18:6.134585289088401 19:-0.4998232776861539 20:-3.470739919624493 21:-0.4497272998766231 22:-8.586034605072964 23:-10.83906557198639 24:-4.420174334739039 25:-1.244463777307999 26:4.863726410900397 27:7.969865121371973 28:-1.646621594419617 29:-7.736265636045429 30:8.469011587917011 31:0.6895723219622323 32:-1.254972809883097 33:-8.095333189125174 34:0.8052671645779066 35:-3.096708596455697 36:-1.18772629179527 37:5.283657245127715 38:5.966894383042739 39:2.628481194307262 40:-10.36991854004396 41:-4.669976822438439 42:2.071242456159205 43:-6.378284934152965 44:9.752200732435517 45:8.261369656631825 46:-4.210246463424031 47:8.002975477037868 48:-5.922872279615833 49:-3.661517943819342 50:2.201688127482493 51:-5.345902880354675 52:5.52742958343983 53:6.841200196051306 54:-4.963426621123938 55:9.261229963058803 56:3.91908625073027 57:-2.183486530438493 58:6.334631564668518 59:1.35580316150032 60:-3.649538813855604 61:7.368463539399227 62:0.01270649173706651 63:-4.165691412804767 64:-1.904139816307284 65:-1.857307886851401 66:-4.569996500114218 67:-8.752204664824061 68:-7.510761652134256 69:9.167253604737379 70:7.483059092950688 71:8.080090890076159 72:9.800042625832498 73:-0.517820891593848 74:4.189970742063178 75:-0.6322016833775522 76:6.656839754034379 77:-2.150907274791038 78:-2.367522661692611 79:7.481574721157926 80:9.054308123172008 81:-2.25441203566989 82:1.340582238744876 83:-10.02146036456414 84:-1.129350073537823 85:0.6965939535619048 86:6.809405790136583 87:2.629354145828163 88:-3.660820073151351 89:-5.232460678580014 90:1.311220490933827 91:-5.448472439324413 92:-4.247346322654121 93:0.8761442274243537 94:-2.444727111892217 95:-3.938604357739193 96:5.792780121176667 97:6.745347681357774 98:-9.72074966450956 99:-4.655382040275843 100:-4.638485538291286 101:2.348152621600414 102:4.16666818737953 103:0.4457197863066814 104:-3.142501854324575 105:-4.840013519908514 106:-2.493606700220891 107:0.1846156358315911 108:-0.3298399684635379 109:-2.062773307690859 110:-3.555222154630883 111:5.211314224820342 112:7.903810056743958 113:8.61322549737122 114:1.29145493047906 115:9.817552035276755 116:7.887830913393294 117:-7.385370269299758 118:0.7237047761160837 119:8.747428372282521 120:2.294205217913328 121:3.84895210379424 122:-2.324131130340701 123:2.433092128693803 124:7.98908949333936 125:5.584954881953745 126:1.004881607103049 127:9.460373296894899 128:8.99391143573872 129:6.404914663812784 130:0.6441346287233113 131:1.161365844916645 132:0.5383119009310127 133:-3.482484261314956 134:1.953540084177148 135:9.228299620088098 136:-5.340799512579317 137:-3.072908268496676 138:-4.249206949121588 139:-4.292264450260395 140:-1.430277238973702 141:-4.134647822445314 142:6.220186513994005 143:-2.720509821563683 144:-4.710716587140788 145:1.371488968285751 146:-7.691403624764284 147:7.728306843702978 148:-2.033767292095352 149:4.602266998336273 150:6.780510897807154 151:6.062978909350839 152:-9.573782339838536 153:-3.740637880278164 154:4.400360306017769 155:5.721042354089659 156:1.276916027833972 157:-6.000661635994029 158:1.182621147435965 159:5.602965197566283 160:8.503544866978434 161:-5.670498498974291 162:-4.326480212054497 163:-5.837893536703041 164:8.01780337865242 165:5.347052176879616 166:6.413991576311344 167:9.701117479486371 168:0.4607155543904052 169:-7.987886804441212 170:3.225379693273041 171:3.814725200212873 172:-1.90058544020026 173:5.607215029503557 174:-8.049843428279958 175:2.464534576562731 176:3.868981812515139 177:3.99329530593216 178:2.869936757791689 179:-2.650639899315432 180:-1.45465291753172 181:-0.2489975683694449 182:5.746983503429016 183:2.601264631979459 184:-6.433907167845319 185:-6.839714578018391 186:-5.75401657860453 187:-4.480590331634692 188:5.33695739945021 189:-11.89135349294307 190:1.678094687991948 191:-0.07004276554098687 192:10.02576048394667 193:9.100455576206116 194:7.667990036346048 195:0.7102637199245436 196:6.120860595199113 197:9.663504903030676 198:1.759449567980208 199:0.9505110638424356 200:-0.8079432356979415
+-1 1:5.416722045259752 2:4.67398440241046 3:7.984165440471461 4:9.795807959354175 5:-7.535368075835271 6:0.893826343066445 7:-2.557201864980002 8:-2.266159814295207 9:-6.263944993339408 10:-6.324179741933551 11:7.313569343294978 12:-6.799199117328734 13:-6.697255415027271 14:-4.775568831057972 15:-5.941126853850363 16:3.264825082764887 17:-6.187268936286868 18:4.496628938381505 19:-1.416364854544154 20:0.03986700073389793 21:0.8361173489697697 22:-7.30767396529823 23:-9.62023418290547 24:-3.464781303412987 25:-3.577211617850602 26:3.839102224866682 27:10.03319340790584 28:0.2919428926203957 29:-8.120405507308522 30:8.774003020659777 31:-0.7138107472931257 32:-0.4525347743394325 33:-7.852198491794374 34:2.262662491150314 35:-2.779450741336714 36:-3.018487818554357 37:5.887084103994511 38:4.743477681493713 39:2.762488283968366 40:-9.619336956613648 41:-0.5114706140571887 42:3.76906917570208 43:-4.236356822660261 44:9.951210662802447 45:8.044679492712095 46:-1.495070989849993 47:6.100169351528798 48:-6.490537541929298 49:-3.669332743889028 50:1.701172329177265 51:-7.905967282969383 52:4.388568654822002 53:6.472185574837265 54:-7.278702034172288 55:7.165700738231369 56:5.583994156112142 57:-2.091145209104432 58:7.193415799078812 59:2.494322598399701 60:-3.818738920029451 61:4.701820731652714 62:-1.063667797822081 63:-3.937510222019234 64:-4.936543216230454 65:-2.071698884102273 66:-6.744561388820972 67:-10.39602951136434 68:-7.855858477667548 69:8.952852682180314 70:9.784294880184905 71:9.092303567701356 72:8.031687162809158 73:-0.4659891646824602 74:8.641393548160632 75:-1.079913557338246 76:4.245005113411256 77:-1.369596116974068 78:-4.120133577351194 79:8.105844201740162 80:8.258670947222983 81:-0.8077990667498735 82:0.449616983896775 83:-6.830606677182397 84:-1.72387947212547 85:-0.3148284894783898 86:7.489813557984688 87:3.767745109237781 88:-4.129405990918466 89:-6.041398824003909 90:0.7173245050751391 91:-5.389966620913111 92:-3.958116790030587 93:1.614349610128385 94:-3.488736496484205 95:-2.425843775969138 96:4.919659531469864 97:8.575947446091188 98:-9.09643707991127 99:-3.806657053044854 100:-3.747104437838043 101:4.234936948971444 102:4.634562309538707 103:1.987429928026783 104:-2.362992757744564 105:-5.633011159445797 106:-2.233752659586322 107:-0.6208337626749749 108:-0.1654730104682079 109:-1.713788454988647 110:-2.758351156553237 111:7.005936892785606 112:7.809728184994498 113:7.819716262444034 114:2.688554487492313 115:9.512609919597999 116:7.804523481547672 117:-9.656849361234682 118:2.448657294384777 119:8.520429005113519 120:1.229983877829021 121:2.568303752493505 122:-2.673109972612079 123:1.604965445060027 124:8.337590545693518 125:4.285241761534302 126:-1.505421039141499 127:8.287663719836143 128:9.586857730395606 129:5.168539004406137 130:0.3582732212905333 131:-0.007755236551794387 132:-0.7443279795511856 133:-1.814991487869533 134:2.000681845315795 135:8.789637782718193 136:-9.29182031405985 137:-2.193255834868788 138:-4.372807930145786 139:-1.440167110929679 140:-1.418605432747349 141:-3.42885619711345 142:2.951143111462278 143:-1.892595532497141 144:-3.794200056706825 145:2.046509442768959 146:-5.883017838630598 147:8.122518565032971 148:-2.80738197064658 149:4.680841309369235 150:4.615926102318694 151:6.804068743910743 152:-10.15553365967858 153:-2.628753812091342 154:4.923099381404649 155:6.379519463724911 156:0.259208938171269 157:-5.569956927904153 158:1.718413876757698 159:6.03475067500875 160:9.00495685157572 161:-3.204184552987084 162:-2.287674827512575 163:-4.763242344335579 164:8.388947076945213 165:6.746684032138905 166:6.984882161118654 167:7.121676535641533 168:1.036425520871392 169:-7.816878743338828 170:3.45110847586103 171:0.6902112699047838 172:-0.5905038943890277 173:4.429508720480989 174:-7.84436516306982 175:0.8419222134670621 176:2.96421326285999 177:6.286609089199107 178:1.560050687750979 179:-4.201014259784243 180:-1.5193243849338 181:-2.304766965845899 182:6.407581952026553 183:3.17006248746789 184:-6.516821582115186 185:-6.518507192540184 186:-5.152103389128322 187:-2.63593520897735 188:5.031093207395478 189:-9.957054611360322 190:1.539229002201179 191:1.246947461947878 192:8.009619922257743 193:8.933188555704341 194:7.315991324235414 195:2.593555726316128 196:5.99477705281268 197:9.131818712945602 198:2.277559677890651 199:2.260884700854152 200:-0.8159693986926975
+1 1:8.994385730204989 2:-3.613252057698316 3:-4.780374956500021 4:-3.260214162911602 5:6.253611954397009 6:11.56801285246867 7:-9.375097334417843 8:-4.807469335440998 9:6.104411028197951 10:4.695546364406822 11:-9.77115410376171 12:4.189907090850888 13:-8.570856439241121 14:-9.200137611214442 15:-3.317133831086424 16:5.04467123456166 17:4.802326473260038 18:2.015257198129463 19:-7.71049269104585 20:-1.024472490119416 21:-2.135187622586306 22:2.262193839848515 23:-7.539871257640772 24:7.422162034545307 25:-1.228423921706462 26:4.349354156629645 27:-0.8801025828699998 28:-2.334172412484279 29:4.080001778349637 30:7.105070625522529 31:6.229921175565168 32:3.319612558639946 33:6.002386917212906 34:6.607839247762118 35:7.833661185421501 36:4.32723459820963 37:4.807573015570709 38:6.901573580847653 39:-8.596430511622575 40:-4.146269697205547 41:-1.03783546230891 42:0.9276358532467859 43:-0.168902695417708 44:-9.214865808333505 45:1.128397418596907 46:5.902421885122907 47:-9.544819024498134 48:-4.596747745038514 49:-9.83775090694335 50:7.641231174715755 51:2.315494462924758 52:-0.5713747618801435 53:7.496944464829013 54:-7.903557156112496 55:-3.767049366595773 56:-4.138941723160946 57:6.669735246480998 58:-9.446313547596969 59:-1.509363743590838 60:-3.709302418543482 61:7.481883937015576 62:-4.552752528398432 63:8.081139328837191 64:-1.108265843229808 65:0.183439618906421 66:-0.581405289978971 67:-5.606661359340589 68:9.561640591646453 69:9.550649392976014 70:-4.618043618664551 71:-0.2028154103796006 72:4.382961116958155 73:-0.6817136722893613 74:5.523499002143423 75:-3.765586662687491 76:1.655933610611696 77:2.020787226218423 78:-10.3979026924241 79:2.123307555126213 80:6.976444200471943 81:-5.641722064760134 82:-3.802969922961817 83:1.763287614183979 84:5.689033839625543 85:7.785034720473206 86:5.204571871440837 87:-2.311261607652736 88:-7.787866773465816 89:-3.40587424031107 90:-5.710190929516568 91:-5.476977525666838 92:-8.084618145344246 93:9.148391256896145 94:-6.140786348761181 95:-3.673242150226442 96:-7.117652311666438 97:9.017530811894034 98:-8.454083122511687 99:-7.7717948640906 100:-2.55416160326943 101:6.923836996044328 102:-5.498402989595388 103:5.901886706058932 104:-6.822313169258468 105:-6.367521387313587 106:-6.607672205326399 107:2.287521253296767 108:-4.888296531788487 109:-10.44667939923563 110:4.798025923233586 111:9.926186116134796 112:8.36272969173096 113:8.025350430749597 114:-6.120780829817331 115:8.851781065222262 116:-9.054308676367565 117:-5.906403639831741 118:4.273514396296004 119:3.668853593524817 120:3.581978744555829 121:7.506579182578571 122:3.320339310757721 123:-7.436214559284265 124:-4.101109476456844 125:6.834780433832549 126:6.10062935549163 127:-9.023259867429136 128:-1.298536586661205 129:6.610585232437274 130:4.013403173108122 131:-2.091836016999189 132:-1.775215849448837 133:9.879874640873012 134:-0.454777420105354 135:-2.650467504410978 136:8.128063569884723 137:-3.847695996738224 138:7.180398593604562 139:-9.102528945634047 140:1.858224261244583 141:-10.56795868802812 142:-6.028655263895987 143:5.980178611525611 144:5.149524865458199 145:1.024094479306332 146:-7.371522845098197 147:0.1922302421389042 148:-7.683937607711386 149:-2.688884573042503 150:-1.345268233024665 151:-1.543590348757447 152:5.856440906161525 153:3.187811073977404 154:-3.623200529072466 155:-8.1288535212838 156:-6.443320219927727 157:6.443296698132746 158:-2.244507321406954 159:-2.856612881719093 160:0.03771650786528591 161:6.043099135911953 162:7.594125686124057 163:-9.40993747720961 164:3.298159090444942 165:9.254332707852797 166:1.943261630272708 167:-3.500226232793354 168:-6.498782132363157 169:4.152834757363078 170:-2.644219571274671 171:-9.898356054154281 172:-9.188286765976564 173:-5.48164497761272 174:8.241451305711726 175:-3.889998928572084 176:-3.630467389805592 177:6.223607857018941 178:-4.064183391108907 179:-2.482645751829867 180:-4.748719688257073 181:3.639019590781575 182:7.241743675381489 183:4.442783677059392 184:-0.4050406525077154 185:1.927557704296664 186:-6.10032030905159 187:-4.750066610549312 188:-1.035995242652682 189:13.2061678145737 190:5.535961716405842 191:-12.62883465739732 192:-3.688816176485314 193:8.570075207500631 194:-7.090065871217293 195:1.584917536373351 196:-8.575980363058372 197:-11.48155395159045 198:-9.139022576409912 199:-3.882556054080077 200:-9.120970138698166
+-1 1:3.33013611729328 2:3.591676636942579 3:6.321192133339601 4:7.73086527885087 5:-8.190645877174532 6:1.316466481198381 7:-3.177428126424047 8:-3.861629076491239 9:-6.855613766715399 10:-7.081427662300668 11:7.821804181368119 12:-5.23748439492929 13:-6.868142132874558 14:-4.491317815108864 15:-6.731261725818355 16:6.360809319643199 17:-4.101462791316674 18:5.13484528411457 19:-0.4872260628090207 20:-3.040164924499726 21:-1.431818366973357 22:-8.718840128710747 23:-10.02565950332585 24:-5.027120943526155 25:-0.5078156951222172 26:2.297213040514004 27:9.930311944617605 28:-1.107520614565654 29:-10.02372077870209 30:7.293499970055465 31:-2.319141007055006 32:-1.744285634924634 33:-7.40018665496961 34:3.004457531659266 35:-5.283755487845161 36:-1.755237208386621 37:5.158359477134615 38:3.274589651907151 39:5.060325986081814 40:-7.584055182375121 41:-1.391361681388853 42:2.182922560807759 43:-7.337018003631807 44:10.69452261761342 45:9.003674957260234 46:-2.500008167327139 47:6.347443002560066 48:-9.495972772144398 49:-3.43535853486773 50:2.088795615058413 51:-7.693312237136731 52:4.132587790563367 53:6.961104772403721 54:-5.813722035173492 55:7.006655284011905 56:3.066964521642423 57:-1.327465599753239 58:7.620311729004787 59:2.744143325953818 60:-4.733236417882394 61:5.070278233145729 62:-0.4151143957644648 63:-3.029626647463839 64:-3.45604785208085 65:-2.720583311741796 66:-3.515930920507794 67:-9.815288443428596 68:-9.433276416033767 69:8.770119404883358 70:8.262238971474051 71:8.133914045125071 72:10.38650387784198 73:-1.241728035017668 74:7.280366362978123 75:-0.7163998308733136 76:5.322360712800398 77:-2.482515386972185 78:-1.836979860811932 79:9.32427663028502 80:9.951029020437179 81:-1.633956818432071 82:2.738203234807822 83:-8.491387821477216 84:-2.559909685058391 85:-0.3246079364588528 86:8.954371978185522 87:4.115929198521614 88:-2.999754588054367 89:-3.600914177896754 90:0.7269758587891553 91:-4.783112640126011 92:-5.19687566278579 93:0.5997781182646106 94:-2.384622285562662 95:-3.283919128663225 96:5.891453867491723 97:7.437776883736535 98:-10.66883047908817 99:-4.174997547947807 100:-2.831689284181449 101:5.299918440729103 102:5.246274556401437 103:-1.020732318222235 104:-1.983321886999518 105:-7.511642335618387 106:-2.525160502419881 107:0.9597453562956835 108:0.02216709809266548 109:-2.208574136560273 110:-1.271268632653074 111:5.414886338497063 112:8.687418152657646 113:6.373457143226705 114:1.511042508674776 115:7.109184847429942 116:9.63779217575151 117:-10.10746951406567 118:2.114079726648619 119:9.968014595735626 120:-0.1543446865209641 121:1.491328205840948 122:-4.867175419649652 123:2.879058942452764 124:8.310618424107396 125:3.476014353370342 126:0.1873099840962795 127:7.091754747912058 128:9.896647255235136 129:6.38248606439481 130:1.186255982764509 131:0.6910621089876366 132:-1.321822375133282 133:-0.1773781270958485 134:3.689238553319841 135:9.138871161272075 136:-6.701628838950265 137:-1.819637228434612 138:-3.049551779755686 139:-2.733053153963756 140:0.5292333478183944 141:-4.874716143122373 142:5.976723333160241 143:-3.42620776968017 144:-5.294940528655887 145:0.1896949258833037 146:-6.158518910260476 147:9.12298806422967 148:-4.203931610048286 149:5.357195555271007 150:7.529938468845637 151:6.748965893252378 152:-10.4153028274487 153:-4.012187841662529 154:4.020275893862406 155:4.58651323092807 156:1.420622417649703 157:-4.740153476213798 158:3.032865785031011 159:4.782007534408637 160:7.01798883376971 161:-4.444102469039515 162:-5.182160374446458 163:-7.364940390209083 164:9.25746126902599 165:6.120888073157251 166:6.240936514524144 167:8.007097854241772 168:2.00110799775902 169:-7.694473406491415 170:4.505059500168936 171:2.942623856533205 172:-0.4048176406041831 173:4.501804063991249 174:-8.264032277829662 175:3.891470800040559 176:3.851323141848166 177:6.627187481967604 178:1.862484777987034 179:-3.641358575489668 180:-1.566168593552083 181:0.1230123260608724 182:6.050628776567232 183:3.26453685131525 184:-5.532538222130569 185:-8.210040134738556 186:-6.810054010383414 187:-2.44883658067432 188:3.756220868408964 189:-9.867533689622507 190:2.114967794146033 191:0.7614737599641281 192:9.456630591701948 193:9.310000228822704 194:8.062024905592779 195:2.570592139076258 196:5.816293344939582 197:9.256159365970507 198:2.887329566768955 199:2.99747462298616 200:-1.940244726787655
+1 1:6.717199673477622 2:-4.957154273920716 3:-3.608284127036692 4:-3.417903209312639 5:4.484204811118955 6:10.9128472318703 7:-10.73254846138993 8:-3.398793356180872 9:6.021325858561419 10:4.575268770954058 11:-7.329851989764076 12:4.31192992650861 13:-7.419397722399901 14:-10.12412180494301 15:-4.590434137504496 16:2.625185160719964 17:5.692700254239934 18:0.4694643605936828 19:-9.608307360296289 20:-1.498662891033136 21:-2.624944408039943 22:3.467682533017999 23:-7.038390709874691 24:10.03339714507723 25:1.454403607204594 26:3.138721749769184 27:-0.6370301917811133 28:-1.304544552341307 29:4.672114191143894 30:6.72185793746511 31:4.488748546174162 32:4.326329154601013 33:5.720256534926425 34:5.136165999540121 35:6.345580487758974 36:4.849216576202662 37:4.741380044112037 38:5.354666323811735 39:-8.904600632963321 40:-5.921739968619073 41:-0.9330920880792892 42:0.03298939245951599 43:-1.682285157263272 44:-8.593914148898024 45:0.4517664404857613 46:5.364948312794842 47:-11.04412127609297 48:-2.335447638631944 49:-9.353425686014539 50:6.609627632129507 51:4.460951259385148 52:-2.726111573225386 53:8.746993798992651 54:-7.911499987543211 55:-2.238634325967241 56:-2.253023020493596 57:7.890944339206774 58:-10.62778092508033 59:-2.528656024535227 60:-6.86050088373856 61:8.021449182995616 62:-4.220446838990042 63:9.691368042404038 64:0.06798265259202896 65:1.632065837817458 66:-0.5313878304771678 67:-4.715385829544624 68:7.993774282073082 69:8.752105606536116 70:-5.169085727871458 71:0.862145730924662 72:2.777059573204181 73:-1.174293137107443 74:3.859237554551539 75:-2.266727183644921 76:2.911238691563761 77:1.479632458308263 78:-9.457243584550067 79:1.61204877778038 80:7.285843624156092 81:-4.081447245957364 82:-4.773174241491782 83:2.210689785957276 84:5.633500517499274 85:6.816571670109478 86:6.710058166053396 87:-1.9846799368995 88:-9.277542436971544 89:-1.448254103548367 90:-7.489660301178136 91:-2.996027956766513 92:-5.283318648403007 93:7.395090163613144 94:-6.894115231617539 95:-4.054492477641848 96:-6.201599545484505 97:10.06070133680972 98:-8.085715377057994 99:-6.701816081237458 100:-0.1692074450406685 101:4.642633140177885 102:-4.091804749200715 103:8.615881639643273 104:-6.118609868771161 105:-4.947827112517054 106:-7.802267126233831 107:0.6757512861514223 108:-4.505425867105387 109:-10.08365820794084 110:5.66598822667464 111:7.479260712809394 112:7.975494962514178 113:9.019121727434724 114:-6.531820919353532 115:10.2521722536963 116:-7.234403006570251 117:-3.926760820711734 118:3.655279508050713 119:2.74500491501062 120:2.625042312607273 121:7.684991830998532 122:3.835371946588914 123:-8.829229545349193 124:-4.040098775481398 125:4.159268240942562 126:7.43943704818483 127:-9.358721842464385 128:-1.627734705571088 129:4.201491656178524 130:7.408499663254244 131:-2.00820693507091 132:-2.787625479649635 133:9.213924102182432 134:-0.3576588254158535 135:-3.423083273911058 136:6.651486936451953 137:-3.752651831531026 138:7.074189270469143 139:-7.659549916518644 140:1.832727799523745 141:-9.884157057664115 142:-6.707320642033362 143:5.912477307100381 144:5.646472523489171 145:1.71746209055701 146:-6.014148716691706 147:-3.572452565449573 148:-7.36211420954103 149:0.6831135721503214 150:-2.063537476448862 151:-1.58976583374228 152:5.277676516175101 153:5.260002858832648 154:-3.844700857360403 155:-10.68512027467007 156:-5.706364492632512 157:6.243879401233049 158:-0.1630745556671416 159:0.02337310889490141 160:1.740333293908804 161:5.289883584486594 162:7.853952210549526 163:-8.304897619565988 164:2.243766767938049 165:9.244837088530419 166:0.8137793739909764 167:-4.512355688558043 168:-6.192606594697374 169:2.876834520119747 170:-1.44444241389451 171:-9.819185947812713 172:-9.378808016646438 173:-3.459276228259922 174:7.167266101487023 175:-3.034729549906258 176:-5.355866144640771 177:6.942129720579648 178:-3.602760161352943 179:-3.353813150920423 180:-3.806050726371977 181:2.953491344292767 182:7.929608106743252 183:7.041300007586253 184:0.7917542914664493 185:3.447895468209527 186:-3.115409689993314 187:-4.873052738791913 188:-1.646096734946052 189:8.586230074613635 190:6.767611445239715 191:-10.20710205038875 192:-2.548751038190961 193:6.193585105628726 194:-7.173656488270217 195:1.118611108880506 196:-7.227651113268282 197:-8.615621566651216 198:-8.105859201039047 199:-5.310425060045578 200:-6.095352459682092
+-1 1:3.537988820806492 2:5.175238130191548 3:8.439468980256198 4:10.34131100527371 5:-9.318791345600459 6:0.6115514012250338 7:-2.99021996468828 8:-2.619044062012203 9:-7.920852646056094 10:-7.763333981314908 11:5.512018115043129 12:-5.399894263560378 13:-8.530325948798746 14:-4.60869987136241 15:-8.152097077547442 16:3.862882808411024 17:-3.991846305303694 18:5.17111889029554 19:-0.9358517497158374 20:-1.354096732251625 21:-1.256811774819317 22:-8.434332190206423 23:-9.242677231935541 24:-3.449349188687387 25:-1.171981593366816 26:4.684444413461212 27:6.651561406735194 28:0.6579338313375196 29:-8.0558772246742 30:8.291386427949895 31:-0.6370569054265752 32:-0.9970884367368011 33:-10.25617528810897 34:3.819859445882948 35:-2.928360068591388 36:-2.435893778788131 37:5.387197413143397 38:5.452813944238491 39:3.108203864598961 40:-8.476970944263492 41:-2.81999542463163 42:4.400439319314732 43:-6.563934058548402 44:9.382918602173753 45:8.717173987217873 46:-3.64378599208571 47:6.103598518903611 48:-5.914473563239827 49:-3.184101306262505 50:0.9844693764199904 51:-6.810122874319081 52:4.70952833923318 53:6.123533423866262 54:-6.436379491303052 55:8.026443282899121 56:4.264057043617221 57:-2.153971967461747 58:6.919213227607949 59:1.936794272003787 60:-4.12470033078562 61:5.914452110655428 62:-0.03833605028508957 63:-5.056073561894141 64:-2.793458766325852 65:-2.116508544918492 66:-5.002205706200529 67:-10.11929082508632 68:-9.110675179504543 69:6.767690217174573 70:6.541925829646699 71:8.390194557095722 72:9.708009737719133 73:0.9417943201107014 74:7.182485129920959 75:-2.161949837641043 76:5.34491863531897 77:-4.269691561688861 78:-1.372999925920746 79:7.160741209093788 80:8.792259199381395 81:-0.01320180465501819 82:0.9824789034859428 83:-8.454511844497928 84:-1.520815891452201 85:0.6802528441987046 86:5.440604153210991 87:2.965059476941719 88:-5.186945598950334 89:-4.571183561023697 90:-1.072553589989642 91:-6.093605222283972 92:-5.624754237511652 93:-0.3818505452684833 94:-2.286050797128062 95:-5.016852606771494 96:2.932296410345739 97:6.800904709031394 98:-8.91842941266656 99:-4.288725531424042 100:-3.629191691037821 101:4.339300690446336 102:4.813748441695514 103:0.4288897213142777 104:-3.432686011151009 105:-5.296331685421183 106:-1.904890052388486 107:3.225551591057244 108:-0.3259113893928141 109:-2.57185261397284 110:-0.02590808150611434 111:6.094789445096897 112:7.144800112952639 113:9.891808449253739 114:1.785350305430228 115:8.24549187878252 116:8.500930941294884 117:-8.873057880571928 118:1.502616335708963 119:8.738858028637164 120:-0.1538661855759647 121:1.891554471253 122:-3.505875023486362 123:1.641040690137096 124:9.720547728295799 125:4.776826903831117 126:1.775332019472898 127:7.77672342186068 128:8.425803469736932 129:5.366379808640356 130:-0.5532930675946388 131:-1.85942318443638 132:-0.438849339097144 133:-2.127990675505742 134:0.983897683210859 135:10.57267478190806 136:-8.296381232374907 137:-3.548468647040299 138:-4.727512858184282 139:-2.148947686202127 140:-1.548798154998359 141:-2.721606096321207 142:5.492640708545917 143:-1.416057685385622 144:-5.530390642433773 145:-0.6016234071911085 146:-5.653852943577121 147:7.47831617417769 148:-0.2388348585327615 149:5.403878495660869 150:5.792206475303629 151:7.081422262445847 152:-9.269162527256299 153:-3.5410283006465 154:4.683846728028815 155:6.50823831795231 156:3.431077816070137 157:-4.619538081505598 158:2.496298849865259 159:5.425403727480342 160:6.874045629333379 161:-2.388340693002567 162:-4.803856613159203 163:-5.806944490521402 164:8.021237438153554 165:6.032336606199461 166:6.839576981748203 167:6.290360123863989 168:2.369221208562074 169:-6.424386382546624 170:3.877681946934268 171:2.89229480258737 172:-1.147691141385089 173:4.241548040935467 174:-5.448719236961429 175:3.498929058336533 176:3.99957978545002 177:6.450251280575321 178:1.935855351437197 179:-3.011118972761333 180:-1.476579232936349 181:-1.339772157271349 182:4.711308408110883 183:2.762768236793331 184:-4.792067818332248 185:-7.061559564855047 186:-7.481019624866672 187:-2.020657840433311 188:3.688480528964052 189:-9.047288720667069 190:3.200081228171374 191:0.05432114507410579 192:8.711621344780543 193:9.81304505985208 194:6.653524733460982 195:2.62050936817475 196:5.613588904153085 197:9.04687335017322 198:0.1958381579595763 199:2.836715397747475 200:-2.228799437126306
+-1 1:4.529814872431876 2:2.205418180777499 3:8.52878818401253 4:9.325583936926101 5:-6.868075940231479 6:0.3068373910813113 7:-2.205222042270679 8:-1.635912232057181 9:-5.077274241810678 10:-7.146588390951914 11:6.131102212483439 12:-6.430409448729071 13:-8.317010390621924 14:-5.472825711861915 15:-5.74236118004039 16:5.748250354774599 17:-2.224611355947602 18:4.593302498061451 19:0.575643241022284 20:-1.820346245210644 21:-1.79018391041747 22:-9.096024556939804 23:-8.390980887883257 24:-3.8002253848489 25:-4.187582335578687 26:4.926181405408559 27:6.654157341386222 28:-0.02326689449153962 29:-8.361463028213299 30:7.967830988829019 31:-2.290157597537691 32:-2.369874462944451 33:-7.846640259486608 34:2.064827104617058 35:-5.01363987924649 36:-2.795470129200209 37:4.899852365411774 38:3.372224834919341 39:2.442044067454954 40:-8.100989794914156 41:-2.360207683154079 42:2.419232297652267 43:-6.358425668912654 44:8.949116036595029 45:10.29272503570236 46:-1.301960172880223 47:6.845449700840382 48:-6.953343525515007 49:-4.234328381007083 50:2.271240567359837 51:-7.646184994630333 52:6.251823224829525 53:5.414050166089527 54:-7.488587269305036 55:8.684085844438746 56:4.617473548841577 57:-2.024312130903584 58:5.839285997731196 59:4.090839987367366 60:-3.83809217683052 61:5.52478994133324 62:-0.0881565463320676 63:-2.919629266118442 64:-2.284653431280863 65:-2.182706129432119 66:-5.90401713025299 67:-10.31261353939666 68:-9.212172988622772 69:9.44863995617721 70:9.935016927791054 71:7.294501925997612 72:6.341901836861698 73:-0.5444564283640339 74:8.542305934358955 75:0.2619404019754992 76:4.284560240510292 77:-2.858610219082105 78:-2.563153607882518 79:8.674326628532127 80:8.090829730780651 81:-0.323089863507708 82:2.894515546793197 83:-7.164250525096588 84:-2.362801490438514 85:0.05982146749413708 86:7.810670325050708 87:1.325534923110401 88:-1.457862759779887 89:-2.850153163874848 90:1.58896871371077 91:-4.145687592875403 92:-5.88309529396215 93:-0.3823288918968248 94:-3.213973588667157 95:-3.665149755708986 96:3.414090366252378 97:6.270883373975054 98:-11.40530123609162 99:-5.732774882109773 100:-4.538684186424494 101:2.909203071005565 102:5.631692682553028 103:0.7009285584339411 104:-3.103903830899621 105:-4.278765085341441 106:-2.951488055026673 107:-0.01329315140709197 108:-0.9932377908859313 109:-1.509361749017023 110:-2.031587732112548 111:5.106449052564824 112:7.556173092364062 113:10.3341784428379 114:1.211972174926069 115:6.437900530789434 116:7.839049753625386 117:-6.743474554185465 118:1.165417408450824 119:9.756026773948534 120:0.675301259468196 121:3.140775988604202 122:-5.717533277190494 123:1.595145700193197 124:9.424057575607847 125:3.784859109259308 126:1.325257109441591 127:6.85944198139234 128:7.981927658182722 129:4.552284560752468 130:0.6517114078561765 131:-0.8956591156979967 132:-3.578928117450918 133:-1.608407332446033 134:0.5654899130037292 135:9.50578967794044 136:-5.868087220427057 137:-4.568704714870348 138:-3.921531130380095 139:-2.285802528736661 140:-1.9267973221269 141:-3.874159122018209 142:3.77088294245359 143:-1.753246313141087 144:-2.278597471305612 145:-0.3437278421053942 146:-4.222826043128434 147:6.732529425819738 148:-2.837163145937012 149:3.785860607570495 150:4.345772375319324 151:4.791905323405842 152:-8.705736358022158 153:-4.372209986780053 154:5.488708467453246 155:5.462354161985421 156:1.490604469085259 157:-3.924769145208145 158:3.144061327909558 159:3.421670521841276 160:8.092883000530437 161:-4.492932799474135 162:-3.824456770694184 163:-5.219925248278484 164:9.19650950624824 165:5.961172746779263 166:6.639977533350368 167:8.212550635515354 168:1.997612663897373 169:-8.04986775959612 170:1.226740788244306 171:3.560456739756837 172:-0.3066574634119961 173:2.693489822294906 174:-8.760412773114645 175:1.482082200658062 176:2.843189168339886 177:7.08504092494879 178:1.950005135402905 179:-3.766092546731505 180:0.1512028308340398 181:-0.1262811627301219 182:6.400145833279301 183:2.829633852949057 184:-5.267801583412733 185:-7.028306881173466 186:-5.721409870853769 187:-1.665457341758576 188:3.325400797605671 189:-9.3582595004516 190:2.019209708649203 191:0.5656156954155631 192:8.800365679520619 193:9.082139027090461 194:6.63885017809042 195:2.721262207872992 196:4.633116936849489 197:9.174226620913288 198:3.4513420133018 199:1.716848056411235 200:-2.585195999194627
+-1 1:5.331328663956538 2:4.438684814132829 3:7.05545017038826 4:10.24693074706665 5:-6.999049767284541 6:1.740191392811223 7:-2.882909142065304 8:-2.054909446281764 9:-5.698911523164766 10:-3.415015072717223 11:6.867672858456661 12:-5.006888235129084 13:-6.851817503524933 14:-2.799586613446951 15:-8.126859139746315 16:3.350211268412189 17:-3.393221726235604 18:5.237567016352415 19:-1.799325111190208 20:-0.2902106705354284 21:-1.06327313690411 22:-9.226323325019635 23:-8.328623466392266 24:-2.944496715748278 25:-0.9464010728000711 26:6.84218301585453 27:7.549388333555672 28:-2.456753644652241 29:-10.05188479172975 30:7.400324507546997 31:-0.1176813877120708 32:-0.6507739682866299 33:-9.442081906252188 34:3.718245340980474 35:-4.732595676344228 36:-3.273893473243859 37:6.40974963330131 38:5.423720783921279 39:3.097695797619262 40:-7.395553801781421 41:-2.69517301598151 42:4.756897271013835 43:-5.830371224321818 44:11.08307225301979 45:8.936250167228852 46:-1.19135907388152 47:6.041324315904583 48:-8.171198280104319 49:-3.907177693120072 50:3.115675445358045 51:-7.99300737530173 52:5.172603240805546 53:8.305858785400993 54:-6.298848583661357 55:6.102548572611671 56:3.364391281383365 57:-2.681786555395722 58:6.28884650523253 59:3.245696121079908 60:-3.436161771366052 61:6.208496571192284 62:-1.890033204130243 63:-2.513540606811897 64:-4.042217985676514 65:-2.900107273428715 66:-4.634013927117659 67:-7.782056724226368 68:-7.629000269363333 69:8.832542120477182 70:9.720811829883813 71:8.6349870246632 72:10.24127577747932 73:1.499647022201669 74:6.076734249788089 75:-1.700821918370599 76:6.135970678484643 77:-2.651648648423393 78:-2.577682317657161 79:8.112888736007202 80:8.945394625005846 81:-2.080498681168955 82:2.739276961002294 83:-8.973720882780515 84:-3.847291914085575 85:0.9803632554066136 86:8.576555029531889 87:2.602761508138814 88:-5.406989363317321 89:-5.519144441688639 90:-0.2281065392593569 91:-6.200894917093503 92:-3.816742945437208 93:1.121201183538458 94:-2.561169404105107 95:-3.165916767389776 96:4.230089093272272 97:8.466971504935216 98:-9.675396267817982 99:-5.506269724659283 100:-2.803447064442556 101:3.751256645869246 102:5.498568887234594 103:0.6515910339940317 104:-2.65363327276759 105:-5.176519235526141 106:-1.088823700153726 107:1.417565425060733 108:-0.6315022539432007 109:-1.910768400253008 110:-1.729755249399214 111:5.948189894411105 112:7.638191805874618 113:7.977408127812282 114:0.8923019015988952 115:8.594087322002943 116:8.764492702175319 117:-8.158872665964475 118:3.825639060858029 119:7.21849718759042 120:-2.040671238502696 121:2.448019010684086 122:-4.410574846143568 123:2.212972483575815 124:10.44162059376933 125:3.865626862833581 126:0.1831061786798201 127:6.520662095283097 128:8.554500956378471 129:6.023718983596885 130:1.905972900931151 131:1.817494623344325 132:-0.2677018643974618 133:-2.746697884096839 134:1.719538897898726 135:10.90567330278555 136:-6.841824191188976 137:-4.644086898701389 138:-1.842746497284053 139:-4.483164415194779 140:-1.838179953654006 141:-1.836174196261763 142:6.387602602671219 143:-3.855886349993148 144:-4.574207665234067 145:-0.7054323665022221 146:-6.779236687836703 147:9.354735732743999 148:-2.920930262310055 149:3.615964025299784 150:6.22881723159941 151:5.919756267751122 152:-9.488130568085619 153:-3.552379211995453 154:1.937640758460934 155:5.724792365663814 156:1.254298783709326 157:-3.219420155043559 158:2.344525351292146 159:4.856260468597227 160:8.724558392986436 161:-3.968859831098217 162:-2.718415907480664 163:-7.399917525439465 164:7.435355902560832 165:5.469079407019804 166:5.082326939832125 167:6.411948013640457 168:1.08144508595623 169:-6.691107072689249 170:3.376006750526084 171:1.475360669206129 172:-1.924666817752108 173:5.473600434115097 174:-7.868955494576925 175:3.26519725159323 176:3.636189526379949 177:5.430915859294533 178:3.336821919269055 179:-2.872630718578843 180:0.0428206656281831 181:-0.08440134954242867 182:5.373896469009664 183:3.180585235437859 184:-6.133829251643189 185:-6.007184127645374 186:-4.931430889282706 187:-1.88569122022249 188:5.410987513219751 189:-10.31370811035945 190:2.448989814837334 191:1.609255148183379 192:6.984861683013651 193:8.928992723129332 194:9.21306022960038 195:1.383035299106525 196:4.386840024368509 197:9.843448801724119 198:-0.6444011807420624 199:0.9916327394618842 200:-1.105796585682199
+1 1:7.410048478781668 2:-5.735194663327801 3:-4.11310136934669 4:-2.553205410847863 5:5.106452138876469 6:10.80515992097549 7:-10.20561598512058 8:-5.633237545200667 9:6.511843546562233 10:6.566609498567453 11:-7.748409966662621 12:3.167495924520575 13:-8.954475596277874 14:-9.53474135744143 15:-5.471446384025409 16:1.504785108134542 17:6.752570265018342 18:1.089383069681341 19:-8.639430486130724 20:-1.370974410187165 21:-2.724226287322131 22:3.508783341939853 23:-7.27067285877466 24:9.968044550513987 25:2.877234178948151 26:3.831149585903323 27:-0.9089161529532777 28:-1.194777886000841 29:6.169396911107606 30:9.775954143015719 31:5.766945552416009 32:2.634639684920513 33:5.682075062516797 34:5.367214007432642 35:8.062438628491874 36:5.771919389489672 37:5.400576302308616 38:7.830305456067357 39:-8.95163814688731 40:-3.62490331899271 41:-0.8155986206404071 42:1.081531915023013 43:1.015623800413041 44:-10.83565968598781 45:2.487870670417888 46:6.821217214851576 47:-9.307801871844838 48:-2.711513636550442 49:-8.000943584637648 50:6.621240191118013 51:6.422908635594033 52:-3.581101316365938 53:5.771050492113527 54:-7.86676931342806 55:-1.289257527827667 56:-3.630230771982105 57:8.612254676396265 58:-8.958841929739041 59:-1.712879899008679 60:-6.994430319151197 61:7.551965524805309 62:-6.931039154645973 63:7.954457904713314 64:0.5544898910356488 65:-0.417651961172655 66:-1.250300715527092 67:-4.238453786064078 68:8.034346789521296 69:10.32196812102006 70:-4.067462521245342 71:0.3099873504416645 72:2.784979400750532 73:-1.284604588541779 74:3.015917493263613 75:-3.404372769518258 76:2.888764693209603 77:0.9809176225544796 78:-10.25198660396171 79:2.60746653891321 80:7.471441044044046 81:-5.700001716926262 82:-4.427066696948681 83:2.136012079332839 84:6.555528913022215 85:5.205071453464496 86:7.312983472418913 87:-2.638182240814528 88:-8.596754104564852 89:-1.380177089525345 90:-6.515620858633186 91:-6.510118646058349 92:-5.978409882113215 93:9.875041963852253 94:-9.244833053569543 95:-5.186466981311511 96:-7.218184044402064 97:10.64299510754465 98:-7.297356946769155 99:-8.068686492885586 100:-1.110429588149483 101:3.657572395053139 102:-4.842521876299205 103:6.202934933656726 104:-7.366417131527173 105:-5.225617015431927 106:-5.351716181978775 107:-0.2952832851885228 108:-2.491851855216081 109:-9.079836782911551 110:3.884391719089221 111:11.0978398110882 112:6.854144499196697 113:10.53162325386262 114:-5.689787510762715 115:9.401125739910297 116:-9.351053275219611 117:-2.575014451504811 118:3.214954549391167 119:0.8059730392156621 120:3.908066359915704 121:7.763069670304995 122:4.10477648411958 123:-6.315244648152139 124:-2.865205124216082 125:6.657532020818543 126:5.158860298630817 127:-8.871955910593041 128:-1.43446858661237 129:4.978168859528386 130:4.741719411572423 131:-4.29011558130601 132:-2.225919704215033 133:8.467788400914458 134:-0.8311169993814136 135:-3.993789204904632 136:7.30421769811362 137:-3.033408851251368 138:6.907747621036303 139:-9.402792602021774 140:0.8424013346757807 141:-9.72050533368493 142:-6.752751317344491 143:4.937961891602557 144:2.260551231689762 145:1.388011381752026 146:-6.071346017283697 147:-3.487368078008604 148:-8.655785440078013 149:-2.333331796922144 150:-1.104828352082352 151:-4.924586640890119 152:4.946475547830271 153:2.11879030154575 154:-4.262187586708929 155:-8.243511996617451 156:-7.302888762526234 157:6.764319494811646 158:-2.299163890567602 159:-3.523796806123904 160:3.256701583847975 161:4.55239850917893 162:6.925438497412465 163:-9.543030600740126 164:4.174069086660582 165:7.957148499735284 166:-0.087661698099188 167:-4.118008085150783 168:-6.565845336967258 169:3.619418099123622 170:-3.152719077431699 171:-10.30329996667452 172:-8.649064487740363 173:-6.262615278517066 174:8.855054587741476 175:-3.57333728958937 176:-5.302300588616994 177:8.445920424424543 178:-3.024538446667027 179:-3.855795910099014 180:-2.746960076182919 181:2.984423211183541 182:6.859477986888681 183:4.618283216521137 184:0.6944220719183731 185:3.941540093878029 186:-6.343384890440463 187:-1.226261898361948 188:-2.874650482506047 189:10.306515939359 190:5.677454379671694 191:-9.973235232674456 192:-3.804097216393651 193:6.739929383737485 194:-7.912710579489014 195:0.6998917121165691 196:-7.137255753929441 197:-8.383844483453593 198:-7.691122549301861 199:-5.530628671367048 200:-10.72481465819372
+1 1:6.992398559380549 2:-3.189363004313479 3:-4.56149043733319 4:-2.393434640765269 5:3.388988661079721 6:11.35595375907207 7:-10.00907746501521 8:-5.778446506031575 9:5.39459211226943 10:7.742551408259894 11:-9.560690916158464 12:2.585422388838859 13:-6.857591678747362 14:-10.66559953747883 15:-5.805812340742476 16:4.60135631419641 17:5.203988111130662 18:2.618331775732332 19:-5.586283122482018 20:0.1759901998103532 21:-0.7963004630269179 22:2.161482454560981 23:-8.691702638205539 24:7.723080731252296 25:1.355864435203409 26:4.279505326430354 27:0.7182766648636167 28:-1.428328225279431 29:4.029424550070758 30:5.205110119466742 31:6.560117812410997 32:4.29018037820032 33:7.097394562436255 34:6.304949913160097 35:6.131215719140654 36:5.055879678024888 37:5.663683928028172 38:7.00958632917613 39:-5.593425082943932 40:-3.385248865177953 41:-1.999909724064893 42:-1.533221993717043 43:-0.9348258617502013 44:-8.68328957650445 45:1.133106784581016 46:7.798385834183268 47:-11.17687928212485 48:-5.287542282732971 49:-8.358300449793893 50:6.818730169273333 51:4.200920649810624 52:-2.40424732148754 53:6.993138777079027 54:-8.947827435641505 55:-3.456950568039699 56:-4.157151524002662 57:9.167986304003957 58:-8.720454059333436 59:-0.944971557218816 60:-8.289141991810409 61:6.497339161252346 62:-6.434469517223871 63:9.241402948546511 64:2.26370047422147 65:-0.1463065333694246 66:-1.529811563049955 67:-5.11609239050596 68:6.839741366037512 69:9.609465260694087 70:-4.910447702495605 71:-1.567446607489526 72:2.660624371094577 73:-1.294235213329452 74:6.662229057716478 75:-3.845771517524343 76:1.438614115204101 77:4.119855564732969 78:-10.02893286055285 79:-0.1849498803090741 80:6.048646603546209 81:-6.158350322915606 82:-4.421074398060184 83:2.41339916503309 84:6.537154093684196 85:8.551753729416285 86:5.958662233989931 87:-1.892965556817599 88:-9.303510285540908 89:-0.16722274966168 90:-7.150892567121675 91:-5.304773536322431 92:-6.940864531960022 93:9.117103213471923 94:-7.21784036007817 95:-5.430226203291558 96:-9.047547476546496 97:11.10220186904529 98:-6.574408264558885 99:-5.568855963116885 100:-0.1734486013568788 101:2.786344058033361 102:-5.664306253152001 103:9.324872448691952 104:-8.356108410338972 105:-6.826094086994964 106:-6.587735900944324 107:2.005548659031359 108:-3.340921798886098 109:-9.77147800406199 110:5.689667848541182 111:9.635265516512753 112:7.588565658891698 113:8.129672470733114 114:-5.514028906233447 115:8.308225263690261 116:-9.270883672283123 117:-2.831489016456747 118:2.726627384562796 119:1.753187460081696 120:3.341413769502925 121:7.760725823098393 122:3.547802826600778 123:-5.653580386468795 124:-2.762855495748679 125:3.32982217972525 126:5.371253672920124 127:-9.01707328672925 128:-1.372005531777331 129:4.558421698984347 130:4.322570886035257 131:-3.814093478000634 132:-2.604448362396611 133:9.267775589590734 134:0.748549771213726 135:-1.693382899865845 136:8.548836383146147 137:-2.209870240255424 138:6.631492912333351 139:-8.447352444882968 140:1.397604473556084 141:-8.594890391373994 142:-6.786526751293973 143:4.272174847077041 144:4.794980429013521 145:-0.5218548163671057 146:-7.318966858850559 147:0.9974386951849867 148:-6.891661755664156 149:-1.337643322861309 150:0.3923722867467734 151:-3.065256107975731 152:5.963445856361889 153:1.552927194283672 154:-5.658274871775233 155:-9.797813518114712 156:-6.303575777802551 157:6.225486728466395 158:-2.933990107836903 159:-4.350375519397862 160:2.275189919383673 161:2.870963900252854 162:6.220957221632784 163:-9.839489772563427 164:1.541062275038952 165:9.716701662448402 166:2.22374625624701 167:-3.709731949510826 168:-7.891524925974548 169:2.459443478465463 170:-3.872672695049392 171:-11.07372619983758 172:-9.212266772283989 173:-6.244482531347993 174:7.05938766936699 175:-3.93210393939042 176:-3.50562987897144 177:6.368343279366647 178:-2.614966396152494 179:-5.047325930140746 180:-3.950771346404105 181:2.704078670074832 182:7.705033626799946 183:6.65976747532225 184:-1.132020295375112 185:1.697311333806279 186:-4.895805095143283 187:-4.833901295927753 188:-1.294268239900366 189:9.626094431453582 190:5.931711479003046 191:-10.01772885610569 192:-2.121318696780881 193:4.622478510624827 194:-4.947441637118765 195:0.09674592764437728 196:-8.680080385863782 197:-8.885599182563659 198:-7.789384248117676 199:-3.662948688402478 200:-7.769308952074669
+1 1:7.554164399983135 2:-2.893171980441958 3:-4.138254959340721 4:-5.057508347797899 5:5.836885870115909 6:8.962900761140984 7:-10.36494311514224 8:-6.095420341232328 9:7.054705705495097 10:4.647592421480322 11:-7.825315539284281 12:5.697305945036348 13:-9.228301046958325 14:-10.76172875797636 15:-5.035746193313337 16:3.243309183240993 17:7.172972922301914 18:3.772956161076614 19:-5.788258121339909 20:-1.989018603602984 21:-3.667297083627543 22:1.894914060743618 23:-7.944296925006762 24:8.577535934770179 25:1.109703064723632 26:6.065444822125106 27:0.7885939651319084 28:-2.918891638758511 29:4.029267308007378 30:6.427948273465084 31:7.279350354963509 32:3.050657109561389 33:7.485851792983151 34:7.41050968575586 35:6.590482187473305 36:3.301621821716915 37:6.859626313835522 38:7.933100438592206 39:-8.533369919075854 40:-3.367575935635105 41:-2.588404482202131 42:-0.2771058400714023 43:-2.18473631062223 44:-8.554553207471697 45:1.447958984950477 46:7.479944620085323 47:-9.691816308128615 48:-6.568509177583865 49:-8.660172885302018 50:8.557622118220863 51:5.127175544948107 52:-2.986786984247443 53:6.349501455392271 54:-9.136424472524784 55:-0.9274382524431677 56:-2.470698605001575 57:9.425767845741657 58:-7.67122161388548 59:-1.086024515194901 60:-6.207414362039376 61:7.853572786016565 62:-5.95335601229136 63:9.330221780656194 64:0.5031266774021645 65:2.276942672072414 66:-2.001843323270979 67:-6.320928537589558 68:9.055630235818654 69:6.701982008921131 70:-6.101481444471712 71:0.5088128887404564 72:2.01303830182197 73:-2.646398435056733 74:3.954077127113073 75:-4.587135071884175 76:1.731772971902094 77:1.626039565727847 78:-9.851986173284693 79:1.400242542631134 80:5.931726816587927 81:-5.726242158916906 82:-3.124394907204267 83:2.525916076307041 84:4.189523252280599 85:8.631638757105605 86:8.009025017614565 87:-1.734893230953593 88:-8.094155567839717 89:-1.27226540997372 90:-7.615823924113377 91:-5.111964885973714 92:-6.369844805857791 93:8.310915221662549 94:-8.2889724035253 95:-5.609453449208943 96:-6.685361944282187 97:7.640303666957273 98:-9.296315549089949 99:-6.701536614168941 100:-1.186550258029571 101:6.206337019723009 102:-3.085219005262324 103:6.785098379771096 104:-7.884980617636573 105:-4.430105798871052 106:-6.491819268117275 107:2.062166506141927 108:-3.483420887690713 109:-9.634144360668232 110:4.809800314238959 111:10.06467050427203 112:6.771634133236033 113:7.778457701666364 114:-7.398280184360399 115:10.41391378935981 116:-9.453934665422306 117:-6.136712384909032 118:4.21705344965901 119:2.65259666679721 120:2.480367125257879 121:8.186294569855681 122:4.452602312562878 123:-5.939235784885531 124:-2.705525256268317 125:4.661127235293336 126:7.154238403469088 127:-7.498991000863976 128:-2.31895381686181 129:5.114875760068347 130:6.16598536225651 131:-5.138736837117182 132:-2.268076483628816 133:9.021915838628724 134:0.2958869322846486 135:-2.249608469240966 136:6.459669209625012 137:-3.441061907742553 138:7.573374638499495 139:-8.819727253401084 140:0.8172929631020331 141:-10.00189965802692 142:-9.899365892801878 143:6.394761947630547 144:4.451660078281394 145:0.6097432444429519 146:-5.661172228761653 147:0.1023436811805709 148:-7.602802756691487 149:-2.306844593896715 150:-0.9829199019918941 151:-3.915884056039982 152:5.902979940695115 153:2.928511132457884 154:-3.444748168334437 155:-6.92644897403403 156:-4.311353857545452 157:7.550844253383611 158:-2.03821024164261 159:-3.475905408245426 160:3.786956176165536 161:3.8429405223444 162:6.852581017394316 163:-9.637498817993214 164:2.033128139284841 165:10.16675991633856 166:1.784789575253915 167:-5.749449337206425 168:-3.16924741342457 169:3.683850118212801 170:-3.716963739299621 171:-8.719558378197757 172:-8.576568117763212 173:-7.011563961534174 174:6.553785206477096 175:-3.752432866150544 176:-4.651625996839682 177:7.54721796397753 178:-1.73265729865693 179:-4.077556085583164 180:-4.024317541214756 181:0.7357226168245961 182:6.340669344172236 183:7.501408458482531 184:0.05302141456972764 185:0.7025015305839077 186:-4.320647455515632 187:-4.895640821858806 188:-2.492736531008538 189:9.100173497180453 190:7.055338510768719 191:-11.62649462279387 192:-2.874567420252218 193:6.904591628182579 194:-7.529449709281037 195:-0.9779404744000992 196:-7.834492535983809 197:-8.957242405143063 198:-7.300796821976818 199:-4.000679361749983 200:-7.351257159461477
+1 1:7.437145190797039 2:-3.859436123012361 3:-6.665853113605181 4:-3.169456935878032 5:4.228417934275799 6:10.85022222091838 7:-11.02618380594173 8:-4.603477163303688 9:6.639546600836409 10:6.101286743494654 11:-5.991499715040663 12:4.377310751248563 13:-7.36274848784527 14:-11.056918630207 15:-3.424884896352424 16:4.713245409514043 17:4.422302973954082 18:1.426013593486879 19:-5.920444116769426 20:-1.196381954990142 21:-1.080181224129755 22:2.17818820483354 23:-8.673758228736967 24:9.115202067286537 25:0.6231376940845103 26:3.407152897307883 27:0.064514078932328 28:-2.610544376903543 29:5.868637602089054 30:4.674141439429537 31:6.009209301193933 32:5.165032982643513 33:7.348609622284275 34:7.271454780195775 35:7.512377055772053 36:3.646215019041174 37:6.35030048101921 38:5.809067077319019 39:-7.906275311422743 40:-4.680502394073303 41:0.4075444999673465 42:-0.3005057345384007 43:0.3219948010343929 44:-7.021141225328776 45:3.875920551077341 46:7.822845267789581 47:-9.543963034968302 48:-4.896005851058557 49:-7.317460670037879 50:7.170445777446087 51:5.352753607320683 52:-2.04500928439925 53:7.906975066657726 54:-9.174711312267172 55:-1.088762946373893 56:-3.719210174168839 57:6.637968129459321 58:-9.274895200826379 59:-1.675272477999658 60:-5.860931144508146 61:7.138262443304428 62:-5.879293765136495 63:8.428610335995199 64:-0.176759414516003 65:2.538635520718824 66:-1.091659941059304 67:-5.169856418913649 68:7.225245877851759 69:9.259878888893065 70:-3.918792091834147 71:0.8458201116274847 72:2.787369014431592 73:0.4488628321955641 74:4.523904374014588 75:-2.801876949955028 76:1.448817606650794 77:1.934934969156658 78:-8.086053832439219 79:1.366107368136662 80:5.376999595999478 81:-3.433712203849035 82:-3.917729624601964 83:2.473091366992895 84:4.74082333186706 85:7.400884566740991 86:6.397460571011671 87:-2.909432225522687 88:-8.418324125642716 89:-1.167411865543259 90:-6.354147428484739 91:-4.52663778045772 92:-7.691381294950998 93:10.37937553524275 94:-7.512883147444812 95:-5.147139033310319 96:-8.531501709347854 97:7.826989599185885 98:-8.176381381652536 99:-5.400058861505301 100:-0.773835698055043 101:5.798038327682042 102:-4.647649713845007 103:8.263225950175967 104:-7.223077215400425 105:-5.113907995694331 106:-6.718912956821731 107:2.07290956045125 108:-2.721234254391661 109:-9.171448599900472 110:3.683697516586888 111:10.35663147202878 112:7.957712728768058 113:7.257119902178395 114:-5.81448133572508 115:9.091492897907813 116:-8.739651137176805 117:-5.195695707409667 118:4.872459703646485 119:2.798472485666589 120:2.788574895486083 121:8.940551606004382 122:2.126398238455351 123:-7.051585461504576 124:-2.553223512163244 125:3.996785455896798 126:5.536602615626795 127:-9.764535754851222 128:-1.75608583167242 129:5.092792810596858 130:4.409839039600042 131:-4.318997488381963 132:-0.7431503723750263 133:8.717366686557765 134:-0.177053266726638 135:-4.749557784680027 136:5.908579063227241 137:-1.799960007525619 138:7.028936830562011 139:-9.016908794986897 140:0.7064482679589029 141:-10.39768521201884 142:-7.574826099627418 143:7.181528481460655 144:3.429942996073732 145:1.185200664788644 146:-6.572022523192565 147:-3.227462635949002 148:-7.948727100802062 149:-3.261586798188919 150:-0.2621287356079112 151:-2.574275510670657 152:5.434095731598279 153:2.844043555439091 154:-4.980064604415293 155:-10.97044373459992 156:-6.189751791337675 157:6.812159470604266 158:-0.9808177706719958 159:-2.210556879115102 160:2.710442954620608 161:2.954151191132349 162:9.360680959290328 163:-9.643582676951025 164:3.190336898945331 165:9.05040214630908 166:2.082464467367443 167:-4.429116942940901 168:-5.97757366691263 169:4.936239354223309 170:-1.951425791919007 171:-10.26725580958477 172:-8.65666193181014 173:-4.457146227640951 174:8.321097297383741 175:-3.39395673911919 176:-7.577658419066093 177:8.42273949144662 178:-2.508278397594384 179:-2.051661373140964 180:-2.639312748423366 181:3.197867763470742 182:6.3009748526208 183:4.405509515854922 184:-1.06590766160906 185:2.17898436195031 186:-3.721691396273353 187:-3.222020122396918 188:0.4228163386199446 189:10.8263104047423 190:5.924915776761236 191:-9.432762623791955 192:-2.390209356764642 193:5.66411015072006 194:-7.270923423732094 195:1.035254854031881 196:-8.097640374475162 197:-8.211611833134326 198:-5.555954181043116 199:-4.150144932894187 200:-6.464048557944713
+1 1:7.501994297009857 2:-3.916260088304642 3:-4.037221844845352 4:-2.574657741058044 5:4.432409203013475 6:9.907322878161471 7:-8.192960400988127 8:-4.009958572866859 9:4.933617947442609 10:5.662479762806553 11:-6.968497033191872 12:2.376915134664943 13:-8.581286325281578 14:-9.428330117355538 15:-3.746769859457661 16:3.454740244636788 17:5.347076512557391 18:4.796263078957803 19:-8.51430746798861 20:-1.914693791606682 21:-0.945466169496052 22:1.240300946394902 23:-8.297635420698837 24:6.477398965362317 25:1.506235027213516 26:3.169205934398384 27:0.174958476553424 28:-0.07617808949251303 29:5.164909905918259 30:6.672201704869634 31:6.765528505443236 32:4.441410883660909 33:6.719248916657746 34:5.251945062587261 35:7.680001405736944 36:2.782170963229654 37:5.9307594934915 38:5.495596846486722 39:-6.380806177170292 40:-4.669231402724779 41:-1.342249870507044 42:1.347299022700568 43:-1.715854635968213 44:-7.997691348100526 45:2.798215662960324 46:5.390696106852978 47:-8.362110648759414 48:-3.746641674627637 49:-8.766171117878748 50:6.236946714475287 51:5.234184366480179 52:-3.708456471671626 53:7.222415614348999 54:-9.845635947167503 55:-3.003523246837083 56:-2.731691292955008 57:8.085110862057343 58:-9.932804120315856 59:-1.172693290464877 60:-5.415697562803851 61:8.169200666127786 62:-4.720156351882533 63:10.66827625104023 64:2.0552440244512 65:1.152463316001604 66:-2.148280140729149 67:-5.680064519217558 68:8.49880317662207 69:9.675296999580713 70:-4.300217498561071 71:1.584880202462849 72:1.986824837941627 73:-1.033784987596441 74:3.965021296572088 75:-4.496010891472493 76:2.013156987787689 77:2.456576918889777 78:-10.86997125689382 79:0.0513848833067021 80:5.767652265210214 81:-7.22036905565832 82:-4.219028466710449 83:4.12029807201004 84:6.693507748381432 85:7.628028212357513 86:7.717911276519991 87:-1.427991400675567 88:-7.079507849030055 89:-2.47495234574377 90:-6.683559722529609 91:-5.485884597993294 92:-8.298289883281855 93:7.418470865671529 94:-6.903912480407643 95:-5.354721134341287 96:-7.23236792101733 97:9.933045450576083 98:-7.873630803255971 99:-6.055312118076099 100:-1.506947968777761 101:5.52684360128293 102:-4.32329744455124 103:7.033345418272613 104:-6.082797615575556 105:-4.567573333859432 106:-6.683039467021243 107:1.197910852844118 108:-3.069704741095243 109:-8.306340243328041 110:3.586598520066961 111:10.09804172545825 112:5.681616292780813 113:7.612269238304713 114:-7.782263282206596 115:9.574252420945008 116:-8.078032880427919 117:-5.100237446036564 118:3.874771982090231 119:1.8380019006654 120:1.872286876760608 121:9.360188554887946 122:3.400963507837326 123:-6.176165924951018 124:-4.99796804920155 125:3.607271253781997 126:5.555586518259828 127:-7.511255987641958 128:-0.4061054031416157 129:5.844314327741577 130:7.065228039696379 131:-3.91443005656622 132:-2.008182161511378 133:9.544573081161984 134:1.897007717001266 135:-4.17643843906583 136:5.063360725633735 137:-3.483180402661191 138:6.598583832346035 139:-7.544782098500143 140:0.7229767375379226 141:-9.533378694747183 142:-8.236871154963247 143:6.640365712193034 144:3.781357929171554 145:0.9636084150524216 146:-7.020359148158056 147:-2.925910758273807 148:-9.514031185415163 149:-0.8551522332361908 150:-0.4305535107051206 151:-3.139238887553432 152:7.625554415805015 153:2.660760666727889 154:-4.886816858444968 155:-7.847941693844365 156:-7.159918671332496 157:5.919861348006638 158:-2.359327136580235 159:-2.547034086177931 160:2.420016237722134 161:5.477810276486482 162:6.716465788355373 163:-8.945224492496047 164:2.420994083541723 165:10.40781367568255 166:2.569590872338297 167:-4.523523079567177 168:-5.733962823199216 169:3.950479351782052 170:-2.264127489545106 171:-7.964777135918927 172:-7.159987193781693 173:-7.380793758560232 174:8.789074542756081 175:-3.213440064277336 176:-6.623191963306697 177:7.356069537411331 178:-3.492079697016809 179:-2.280811447143228 180:-4.666849562759912 181:4.35653212112577 182:9.126046956757527 183:5.228383716234081 184:-1.515241568778865 185:2.202009998393308 186:-5.876725787389102 187:-3.56630152853151 188:-1.4094939117764 189:9.155755412521664 190:6.141014684943142 191:-9.953884398445268 192:-3.568425832175205 193:7.598055598445458 194:-8.446872355139881 195:-0.3939601571638123 196:-7.384659338266281 197:-9.441843893449803 198:-8.002413757288204 199:-1.706192231931156 200:-6.390320791486156
+-1 1:4.813959059062181 2:5.458748870304884 3:7.281047373009112 4:9.493671469154023 5:-6.917458605458974 6:-1.25205104259813 7:-5.185521452896933 8:-2.211126458197526 9:-5.675429261325072 10:-6.11892378981162 11:7.135214041728637 12:-5.027147953947059 13:-6.781002720209002 14:-3.77013232247927 15:-6.445128887156805 16:5.065423564065936 17:-3.740070340945457 18:5.543892310986236 19:0.9896377261947633 20:-2.591685259898044 21:-2.334674069277308 22:-8.234680959705525 23:-10.02770700917368 24:-4.549429402060855 25:-2.08700205693569 26:3.851059194306774 27:8.378161473641873 28:-2.828091257764155 29:-10.17077594895649 30:7.34968809560581 31:-0.7725061233572252 32:-1.126125510463534 33:-9.980066959074245 34:3.509045302424296 35:-5.104969561740764 36:-2.382754422458831 37:7.282468647145079 38:3.973904916048336 39:2.46790456091089 40:-9.179764073960982 41:-1.538283665128669 42:4.729977714155514 43:-5.874473780970288 44:10.0406209099761 45:9.066088918147265 46:-3.223552975258676 47:7.475350281158216 48:-8.776590445034172 49:-4.409935402125246 50:1.357307283879293 51:-8.152647312470535 52:6.897843215039035 53:6.682694412358906 54:-7.14153504917711 55:7.643049314213348 56:5.564525612196104 57:-2.407949964894866 58:4.709248733992602 59:3.483825023594663 60:-2.255217030297056 61:6.330133037674996 62:-1.159427099956213 63:-5.792332544724669 64:-2.74585058270607 65:-2.804125022223457 66:-3.439510397790674 67:-9.8358581875142 68:-8.299219823373063 69:8.980899740072969 70:8.28439046313922 71:9.82078744101304 72:9.699461310965907 73:-0.5425137004497826 74:6.821491939984575 75:0.5233959309095633 76:5.342215854417208 77:-1.54696329907194 78:-0.3834124505530909 79:9.578889784760419 80:9.553743736358918 81:-2.91766685487843 82:0.4177993690663429 83:-6.08926080915203 84:-0.02277173612232364 85:0.6018605981078132 86:7.563181248555723 87:2.544345363008347 88:-4.933320831979648 89:-5.114928370254535 90:0.2079365806654693 91:-5.641900745075482 92:-6.5643001120975 93:1.46412784925468 94:-1.642393923837294 95:-4.573455690835431 96:4.213127178880334 97:7.078728429336369 98:-9.093468518507757 99:-2.996153117054104 100:-2.817367654077467 101:2.95721612921234 102:0.8655834934620534 103:1.147462871098992 104:-3.344490567486724 105:-6.165309840472324 106:-3.729192043109809 107:-0.2250481556207879 108:-1.207795375677559 109:-1.573185961774677 110:-3.087962699610733 111:5.629182521935981 112:8.437252600895178 113:8.828009209728933 114:0.72939940192923 115:7.612658568378854 116:8.303067437753409 117:-9.644710084955834 118:0.64753509481065 119:8.469519667468985 120:0.9385125659339448 121:3.589495560942189 122:-2.371366513319284 123:2.728659715436922 124:8.302227982397772 125:3.896898012548062 126:-0.8398935743461207 127:5.630696332100176 128:7.906696878094316 129:5.859663889927816 130:1.182862884943818 131:0.6957382229376452 132:0.1781052336591646 133:-2.286648412151215 134:0.7576585690695052 135:9.945539360252249 136:-6.27215481322273 137:-2.269789536295447 138:-3.102512238770685 139:-4.065271260252299 140:-0.9314859122906679 141:-4.091385929800267 142:5.04235254656464 143:-4.168333169543152 144:-5.181119132415549 145:1.088352364488379 146:-6.850227487308898 147:5.914105410968874 148:-3.010275605393868 149:4.222387031815015 150:5.321967491371031 151:5.773744080318338 152:-11.04828652396273 153:-2.370040410668945 154:3.719315418055049 155:5.56559889210758 156:-0.04506027722754946 157:-4.891492620812056 158:2.901897752247972 159:3.005797581733441 160:10.15699227187701 161:-5.16204522599039 162:-2.889288534213749 163:-6.579207723065175 164:7.758880116298142 165:4.984820792309614 166:6.943005943199712 167:8.225531839888184 168:1.818381746564441 169:-7.26141677270888 170:3.877113483093971 171:3.852746006969372 172:-0.07498031891762647 173:3.638024410779996 174:-7.787782807079527 175:3.693209768558567 176:3.934167445965458 177:6.730841134601476 178:3.6335248744468 179:-2.577088748764152 180:-1.167160715155085 181:-0.135690483813611 182:4.993335918950497 183:4.111503363553675 184:-6.904949731763869 185:-6.539255847501618 186:-5.177151717713567 187:-2.89347955672289 188:2.472335747357463 189:-10.22719375919076 190:0.8255777299489619 191:1.656477499944711 192:7.43619483895513 193:8.065733326283933 194:7.61538094056997 195:2.883448606210125 196:4.665359925522196 197:9.331822861597033 198:2.933263182703553 199:1.431663188873501 200:-1.80434617990362
+-1 1:4.490282564906914 2:3.718992106119009 3:5.69312651572012 4:10.48849575895941 5:-6.091391722561257 6:1.066893902278471 7:-3.711979261054896 8:-3.666685439503334 9:-6.723200692809122 10:-6.82360852587838 11:6.583335316782192 12:-6.581270293885321 13:-6.984047824714628 14:-5.475764797538101 15:-7.575562202215662 16:6.145609500437386 17:-6.003576540495187 18:4.78482787281065 19:1.999079594948303 20:-2.56636630542797 21:-0.9146353580415463 22:-9.566828347874269 23:-9.016047575713609 24:-3.903805552496575 25:-1.485343253009709 26:4.20824082084227 27:7.361020849445556 28:0.1389269159610231 29:-10.18683814030781 30:5.918977645267702 31:-0.9721345255734657 32:-3.085533251082437 33:-8.852472233789355 34:0.9940412704789612 35:-3.654920639980759 36:-2.329765122681178 37:6.048148961353361 38:4.186352272129612 39:3.436153718218942 40:-7.119613507732655 41:-5.399004139444912 42:4.365219605996964 43:-6.405807357064438 44:11.22745231855504 45:9.624139517010605 46:-2.683437902605409 47:7.359585700019228 48:-8.558631922285828 49:-2.936367160431532 50:2.093735009118728 51:-7.36212765232605 52:5.663473860576791 53:6.444640071004051 54:-7.609143193134008 55:6.879442288022858 56:6.334051242076427 57:-2.607421948925314 58:7.866000367061242 59:2.075807685773204 60:-4.07282015622043 61:6.347650632889585 62:-0.3528367781863482 63:-3.206132861680361 64:-0.07583739617063001 65:-2.13420677498841 66:-5.953533865320781 67:-9.49748147044529 68:-9.14261165753677 69:7.948270270536424 70:8.56304666198416 71:7.14579559554817 72:9.908483198619587 73:1.816891228909374 74:5.869449495461035 75:0.1705903657863412 76:5.948693729744098 77:-1.973235513541818 78:-2.378032300401219 79:9.08049784992366 80:11.18354492690423 81:-3.055262804651927 82:0.4000580457463573 83:-9.057363850111731 84:-1.83826075699456 85:-0.4843573424598211 86:5.882343412265273 87:3.175423983677865 88:-4.392894726853202 89:-3.836292209044867 90:0.4927132251901532 91:-7.543763034858905 92:-4.64069527538751 93:0.1790065875801121 94:-2.798661272829903 95:-5.08193857367147 96:4.261429712738895 97:5.597393094537721 98:-10.69673032545517 99:-5.232252311523874 100:-4.717851716488444 101:2.645219843853886 102:3.050090206560826 103:0.3866764337559186 104:-3.18885416829294 105:-7.117407144932894 106:-2.183519016514281 107:0.3197917331659055 108:0.7050180923771834 109:-3.625551000391917 110:-2.097876521098136 111:6.531021401639892 112:7.770715827546706 113:9.885729424185692 114:2.078050512257128 115:8.459895094631669 116:8.40814093689883 117:-8.818210824444344 118:3.405460545112502 119:6.675472077966917 120:0.08353445220633948 121:3.924650195848306 122:-1.52282155551405 123:2.414519492218086 124:11.64085565621881 125:4.637369872883109 126:0.3836291533478651 127:8.171548469347197 128:8.599327987542944 129:5.890962831357121 130:2.143194541318246 131:-0.1029504296476226 132:-3.127753853455291 133:-2.253557145679379 134:3.284905620087249 135:8.49600570503528 136:-6.206051262456949 137:-2.449598409878996 138:-2.441370034586081 139:-3.294215134745542 140:-0.1061629981025697 141:-3.463348711020846 142:5.614581847503351 143:-2.110329731267953 144:-4.19675687501038 145:-0.7198455702046505 146:-6.220848941241278 147:7.618481799264532 148:-3.293712306484204 149:5.537885962602232 150:6.71547311558758 151:5.041553285829391 152:-9.095095108210131 153:-3.827672771972242 154:2.932563489004211 155:4.828583871526589 156:1.503073765915362 157:-5.054460530178169 158:2.360764248408075 159:4.320767478586824 160:9.177182767007579 161:-4.141991123438586 162:-2.745877799170697 163:-4.859851972181243 164:9.065899816227695 165:6.169651155378631 166:5.607036201093839 167:6.631481363278777 168:1.532934092891379 169:-6.320453999269608 170:4.328657288716601 171:3.775547080023293 172:-0.3384051091136094 173:5.032436191989403 174:-5.820081873703382 175:1.242534502304633 176:3.498035034588007 177:5.253296929478475 178:1.597541628123276 179:-3.545779515672645 180:-1.75327739070656 181:0.5325351685640243 182:6.510967733414565 183:4.558849643905539 184:-4.23770302618351 185:-7.73241029248578 186:-7.529176558601562 187:-4.46739924056951 188:5.49966071938101 189:-12.99416729124195 190:3.385868247694288 191:1.199829986079999 192:7.370094404095568 193:9.674766878156984 194:6.512332729930309 195:1.41338945617139 196:7.469745262297312 197:8.97605467814325 198:4.897676958475218 199:0.9451086164160301 200:-0.7927069136204892
+-1 1:4.940190315692613 2:5.159758508280833 3:7.148897199413417 4:7.88476130007451 5:-10.041606473366 6:1.301472393878798 7:-5.076760256786728 8:-1.999180820277109 9:-5.592001445509948 10:-7.56242354880189 11:7.045789454728319 12:-5.463949547581096 13:-9.325160200343767 14:-3.405261682836272 15:-8.1940969920615 16:6.07909264995644 17:-2.18144456369572 18:5.56683595951266 19:0.7752883872707448 20:-3.545029237186895 21:-1.578646171279092 22:-10.59974085710882 23:-9.666962833925703 24:-3.805976999400425 25:-1.991145375758391 26:5.204618482561668 27:8.816051121397726 28:-0.5184779374753217 29:-6.8696910210744 30:9.436990925685548 31:1.165622895574259 32:-1.659959955175172 33:-9.839575926545759 34:2.521195846251855 35:-4.50986603041409 36:-3.849683120317341 37:5.280579693102793 38:4.373439321405322 39:3.649737109097161 40:-7.064320648091704 41:-3.431594937901592 42:2.336710855102895 43:-7.726368810258926 44:10.92642836295735 45:7.454946277737365 46:-1.933476360220909 47:6.35241775382551 48:-7.56205344183512 49:-2.690279766320697 50:3.010758523635655 51:-8.458069934223532 52:5.479225043048301 53:6.933638342772439 54:-7.251601776642598 55:9.112393798915637 56:5.380052688887945 57:-2.287030824168305 58:6.685158611754903 59:1.864077848952152 60:-2.077225466653158 61:5.700623778896898 62:-0.7554736830164596 63:-2.851769422430111 64:-2.536786046904088 65:-1.557693584705137 66:-5.245774011973184 67:-8.963442442516534 68:-6.435890166525594 69:8.357441540488697 70:7.793662403996111 71:8.091117053348528 72:9.072145020346888 73:0.03337349415795107 74:5.570773035589786 75:-0.9968932954289298 76:2.695379785929525 77:-2.649853999953375 78:-1.394351940772808 79:7.412818723943804 80:9.18191053033155 81:0.3354821158197694 82:1.849430444627576 83:-9.787877392460381 84:-2.423385310084111 85:1.444842679365948 86:7.409940727887372 87:1.954263767429713 88:-6.319126991515587 89:-3.720624677899949 90:1.127292296218993 91:-5.67867559585657 92:-5.406892083672719 93:1.427654305401048 94:-2.034322999514953 95:-3.605812337709938 96:3.941252679775796 97:8.411347082385893 98:-10.80149031656355 99:-5.997979552801461 100:-4.088028750795504 101:3.729311812683596 102:3.966043205965319 103:1.330751102319004 104:-3.016094677556249 105:-6.579969449299272 106:-2.047335516169386 107:1.012170862744494 108:-3.288321521238924 109:-2.013850725437219 110:-2.013420562059602 111:4.653204202312486 112:8.1234199696134 113:8.770205919621871 114:2.104229898145771 115:5.907068946221537 116:8.56365022013096 117:-9.542240620047945 118:1.568520221395584 119:9.209357382958565 120:-0.7303447109832943 121:2.591116437642505 122:-3.822867278674453 123:1.348016288122604 124:8.076159812059831 125:4.048309860332033 126:-0.8592514374704767 127:7.05888878536008 128:8.948779447109947 129:5.152620773893401 130:0.9787780887791957 131:2.716476529203383 132:-1.226365596228444 133:-1.30721697814215 134:3.023015586940083 135:9.092690208388273 136:-5.647195881884055 137:-6.141883374556981 138:-3.481508695166431 139:-2.41461788671934 140:-2.135390332871813 141:-1.96066511318945 142:5.675474793436703 143:-3.157140842716741 144:-3.772313898928902 145:-2.115086171108446 146:-6.610310351005938 147:7.811438617777193 148:-2.156969973169211 149:5.457692915507958 150:6.942240149788017 151:6.931605397364572 152:-9.504463047237742 153:-2.133385029075015 154:3.05809882161358 155:4.326911429113404 156:1.16587611755067 157:-5.522110950893596 158:2.525618925075953 159:3.277310348999036 160:6.604278439064088 161:-4.619917171374891 162:-1.358732792582021 163:-5.674471525852614 164:9.397667327678768 165:4.893462878890662 166:7.538251625745348 167:7.73127532330841 168:-0.1853557252825597 169:-5.615623595256574 170:2.750826364852702 171:1.36568895564035 172:2.112477172323319 173:6.870611508869665 174:-7.472399555679904 175:1.823279027837427 176:5.359266855328475 177:5.558198723194421 178:0.3116811818433864 179:-2.361200721728097 180:0.9423369218814575 181:-0.7199930907113534 182:5.552227042629309 183:3.229781657860909 184:-5.184321585221335 185:-6.341542990444756 186:-6.051044736731724 187:-2.296902776453862 188:2.407349048880556 189:-9.479743863827926 190:2.883136882049988 191:1.010390446508678 192:8.90339587557318 193:11.38782934893919 194:6.801188796626475 195:2.327859726389495 196:7.142839692947446 197:8.255474157777419 198:4.542395917396453 199:3.643200771430164 200:-2.223941122067277
+1 1:7.699428331445872 2:-4.70868664656235 3:-5.39326573499495 4:-1.512200845118274 5:4.682169634947258 6:10.5098155155428 7:-11.98717633265975 8:-4.624426424226116 9:7.303245928275924 10:4.627154316582499 11:-7.460920168960017 12:4.178122350909274 13:-8.671937303629273 14:-11.44307151384643 15:-4.361101261868345 16:3.622020511806662 17:5.808251670722028 18:2.481771088707505 19:-6.852235376407804 20:0.1146395840832317 21:0.1786960967723257 22:3.07410816506897 23:-7.863766795418453 24:8.794695552925038 25:0.9524728184896503 26:1.840908321270132 27:-0.4299803760186557 28:-3.695496680955006 29:3.826352059951059 30:7.000779687379685 31:6.732478578794767 32:5.838276016448222 33:5.321534462086161 34:6.995180541809627 35:7.036365877166784 36:3.606504454023308 37:7.639251142029103 38:7.847946384389608 39:-6.270469726204588 40:-4.688686710366129 41:-1.681636053632118 42:-0.3690472217294065 43:-1.572541266469321 44:-6.63085338794588 45:2.205835244047927 46:7.306401105383954 47:-9.487736271099488 48:-3.740930081921938 49:-7.645537569648774 50:7.337958381272762 51:4.303446756714806 52:-2.178436574831192 53:9.085000807099075 54:-8.535111735319003 55:-2.46134805181726 56:-2.483430677251068 57:7.506769530565396 58:-9.092242950547217 59:-2.453429718914046 60:-5.813040622434307 61:7.080046247378659 62:-5.38141359268239 63:7.650852716147194 64:1.188397639231051 65:-1.070928509313281 66:-3.326987402982271 67:-5.111833069647476 68:7.738268850315819 69:10.5555919699274 70:-4.08598056597241 71:-1.432271245505356 72:1.131046301386412 73:-1.204458607725348 74:6.557084435950856 75:-5.312064867734542 76:3.347627559276741 77:2.740308693719499 78:-8.158803428834805 79:1.5428233354366 80:7.357952530836688 81:-6.641507334895801 82:-2.88268896570424 83:1.516436819212668 84:5.498646140313062 85:8.6509751875347 86:4.820839719263182 87:-2.000480347225434 88:-6.305782755256856 89:0.5033746443421157 90:-6.249288788065747 91:-7.615268952414724 92:-7.422234100139367 93:6.698822324281798 94:-10.57967354122642 95:-3.791592813582808 96:-6.253517903604843 97:10.05742243774708 98:-8.654107114536824 99:-6.211055936167639 100:-1.989714278506288 101:4.558245100867905 102:-4.325993850371662 103:5.724743080199829 104:-7.031122889602221 105:-3.867143850741374 106:-9.153350592656036 107:0.8295366049780202 108:-2.803991435021192 109:-9.480392958873198 110:6.38399959509591 111:10.4520320004868 112:7.890584567841254 113:7.401524262102776 114:-4.721769017640558 115:8.807599121994977 116:-5.885263371708213 117:-2.067644648710576 118:4.278222426317847 119:2.650335965484618 120:3.942528586115367 121:8.112855044256289 122:3.873065085625413 123:-8.777043949882581 124:-1.128527242692266 125:4.144018585443008 126:7.08436640451899 127:-10.18367799153928 128:-0.3436767013579189 129:5.759423298172056 130:5.622362872387197 131:-3.479972122556855 132:-2.781296792192279 133:10.3125570181113 134:1.087930747782119 135:-4.153380145182402 136:6.707130978703978 137:-4.389639177008513 138:6.290156655876338 139:-9.097855977292438 140:-0.7340722225487901 141:-8.371454801845855 142:-7.481664452524336 143:6.445454521561318 144:3.074449051713972 145:-0.2893180320110162 146:-7.690573433009646 147:-2.428954787190182 148:-8.536061495893216 149:-2.747327684533011 150:-2.034253881969886 151:-3.534552865713342 152:4.535854991377422 153:2.290405202222111 154:-4.810456400548747 155:-6.945696106493146 156:-5.574814616814586 157:8.708586987051886 158:-1.814107708507085 159:-2.394047603465543 160:-0.05466987490752295 161:3.411235541752671 162:9.367722223073155 163:-8.433365143373898 164:1.908830875540549 165:11.24801893666964 166:3.219674040565384 167:-4.848406918257021 168:-8.594879765225306 169:3.644845311592246 170:-2.853427371169231 171:-7.978969763811211 172:-9.803424247893933 173:-7.057547517590923 174:9.014807641670359 175:-1.796595342507136 176:-5.339357725682837 177:7.907913255802257 178:-2.458127301968177 179:-3.843703398173243 180:-4.161905168102914 181:1.62535950255307 182:5.573384031705464 183:4.038653579423601 184:-0.2946846619704054 185:0.9037932659123218 186:-2.317381862101235 187:-4.328123262535878 188:-1.529766482356967 189:8.81156893918091 190:5.748893948419237 191:-7.707209885762496 192:-1.530041682211257 193:6.978571464293723 194:-5.404207813677129 195:2.084577066528911 196:-7.651425971857456 197:-8.856909199653472 198:-9.038058066900645 199:-4.038966657762485 200:-8.482158468573108
+1 1:8.410620156383068 2:-5.538082279345458 3:-3.287181623090543 4:-4.401543015324332 5:4.961124433733703 6:10.30615961090359 7:-9.677598482127124 8:-6.635006486454071 9:6.897284855323131 10:4.919053210985666 11:-6.222364605208793 12:5.805421351056882 13:-7.53797685034777 14:-10.68213087057072 15:-4.522999335751018 16:2.813013006200683 17:6.001976247692311 18:3.605385962584166 19:-3.921855484679106 20:-0.8984560438176765 21:-1.362283604735517 22:2.259282133358381 23:-6.449052307288107 24:8.035173235539308 25:0.7823672875813253 26:4.761393683268603 27:-0.08912587982831482 28:-1.811009937951195 29:6.814162381415847 30:4.663534849430921 31:5.284191003067286 32:5.88429530639724 33:5.746899433343044 34:7.240985777041402 35:8.009757966713233 36:1.684724622725028 37:7.223137240135926 38:6.180080614756274 39:-7.548445120990451 40:-2.535916721637007 41:-3.043940904960029 42:1.339727919626013 43:-2.292383093072184 44:-8.733925115610733 45:2.037438439166711 46:5.646363294266357 47:-10.25222188416183 48:-3.883412999575676 49:-9.364135616590513 50:7.24164929035698 51:3.708044078861746 52:-2.657265156678516 53:6.562634206872332 54:-6.937655019810093 55:-2.41653142870775 56:-2.677897181668201 57:8.71473467630463 58:-9.854950157103604 59:-1.554062567287602 60:-3.934681686137798 61:6.428750809982995 62:-5.096165953814107 63:9.973910509515921 64:1.129908186995318 65:0.2075613323531293 66:-1.598183211138785 67:-5.701287368286054 68:8.090599793768815 69:9.090870971026149 70:-4.65245647129105 71:0.6029211231601661 72:3.147167062702896 73:-2.580984477278769 74:4.970650226223445 75:-1.881802139840335 76:2.188983464027781 77:2.70851108383801 78:-9.374842574805642 79:1.012608996089215 80:7.890518910483487 81:-5.520660501569836 82:-2.706765527484289 83:3.514469478121557 84:7.285206780175439 85:7.008085863063074 86:7.234639433963571 87:-3.624339982924158 88:-7.783868425160545 89:-0.7413247780369229 90:-6.506024098720306 91:-5.736179235591671 92:-6.592118450968101 93:7.947687177120617 94:-7.777004574254028 95:-4.203361090173573 96:-7.347058531807617 97:9.081674156159789 98:-8.635635512843793 99:-7.107750926514258 100:-0.1876056748270536 101:6.059785868416187 102:-4.699177941562514 103:6.478142144176617 104:-4.458689129828299 105:-5.884665092481704 106:-7.237325392409231 107:0.7055291974892987 108:-3.298543839768119 109:-8.367234072366026 110:5.231215008748883 111:8.548231435666438 112:5.214724227371253 113:10.36068996902229 114:-5.240753456745815 115:8.253685123907749 116:-6.802388150241145 117:-3.670135318641592 118:4.296640542399809 119:4.143885451674498 120:3.236518392481725 121:7.454027204394778 122:2.168018995246171 123:-6.576463959264597 124:-0.6968093428761151 125:4.312634761534823 126:6.797986209038625 127:-9.18544072538962 128:-1.432263700998379 129:6.125449803402567 130:5.767660500150376 131:-3.276770577482032 132:-3.693795403830548 133:7.754102151272928 134:0.0334889530895555 135:-4.203934959962537 136:8.696688334891661 137:-3.743580271530342 138:5.557086712496873 139:-10.17295297045859 140:0.94989432545842 141:-10.30395005279609 142:-6.195670692851204 143:6.13818767327114 144:4.315834141033639 145:2.826826793953528 146:-5.527059202035128 147:-1.511136919557255 148:-8.853661949468751 149:-4.028395160650661 150:-0.3207321261424305 151:-3.284269254396565 152:6.128414945676954 153:2.285070365449617 154:-5.431143210152114 155:-9.559493563866512 156:-6.960035082052221 157:9.155565325539282 158:-1.695027220407645 159:-1.6866286084187 160:2.867201747684462 161:3.180166448498319 162:6.637689391714232 163:-8.248741826866629 164:3.846957199655811 165:8.47031414103504 166:2.005449497619794 167:-5.602677954546558 168:-5.104075743344587 169:2.320033410151764 170:-3.112776555496758 171:-9.235776070035037 172:-9.670609365373684 173:-4.728752261752445 174:8.426760589822699 175:-3.102382365207833 176:-5.904561167703844 177:7.071629622445057 178:-4.562451719294176 179:-3.770902934180955 180:-3.460753044748051 181:2.938253175348677 182:7.853323413233847 183:7.689496555066352 184:0.2578236773534325 185:3.624928561648305 186:-3.868025944455763 187:-3.725676066009368 188:-0.7846992271933498 189:6.575885857521073 190:6.344255541433498 191:-8.510671059007468 192:-2.734138041714478 193:7.521822086519522 194:-6.558213700062443 195:0.7992119634101806 196:-5.896296164519996 197:-7.966334152343587 198:-7.937277951050351 199:-3.97779418607628 200:-8.114061248940615
+-1 1:3.432484079213703 2:5.512290538358099 3:4.491707242390024 4:11.41989745573738 5:-8.845269634034464 6:1.420607654857717 7:-3.219228810796625 8:-1.518949075079278 9:-5.637502153578539 10:-5.246066199902625 11:8.676529323400986 12:-5.484660271138556 13:-7.364534594897971 14:-3.956603451908461 15:-6.792992669473949 16:5.556081282837331 17:-3.970884404191679 18:4.754865419282687 19:-1.157199925555368 20:-3.537990965925628 21:-1.972889106816525 22:-7.733025437011004 23:-9.748811797886658 24:-4.030609985267548 25:-1.092646563081746 26:5.380616776187671 27:9.174265746104306 28:-1.092275632883258 29:-9.265975233521662 30:6.694534729759249 31:-0.9356556472166053 32:-1.011755024886987 33:-10.61430293365039 34:1.75517686399848 35:-2.16986982561901 36:-2.578373885030406 37:4.031513674729716 38:3.488434317000296 39:2.007320890109844 40:-7.807134542989085 41:-1.861676558808424 42:3.358976102504101 43:-8.262974730391031 44:8.742340490302492 45:9.422327518960087 46:-1.069325861810681 47:8.81123988382264 48:-10.55090048298255 49:-2.324432420122927 50:0.9955868929684034 51:-8.855729191809679 52:6.404443079174698 53:9.225554267431232 54:-5.799908039430108 55:8.375431801869547 56:5.225921308465155 57:-1.906788412952294 58:7.329009015579683 59:1.932203444614435 60:-3.761550927301376 61:5.994081301631138 62:-1.122700625627086 63:-1.625762150386941 64:-2.870395890414811 65:-2.422011425667475 66:-3.101540549111351 67:-10.58018387539575 68:-8.676432498281752 69:8.309555875708604 70:6.971714164766153 71:8.783937691772154 72:7.723048843893498 73:2.495311325080794 74:8.510481812595328 75:1.101187776800787 76:4.257493897979209 77:-1.872455019294731 78:-3.088087664953999 79:8.598443953342199 80:8.683374539042985 81:-0.4473848207810824 82:3.499267553485634 83:-8.584811131748131 84:-3.995311612523344 85:1.873690751101411 86:7.155763117588107 87:1.782788089723065 88:-5.67046827625542 89:-3.017274134698875 90:0.1378126023797515 91:-5.604719224383532 92:-5.576483206057778 93:0.822743210497741 94:-1.325282375329267 95:-4.870284757614335 96:5.936438372987981 97:7.912815515944414 98:-9.757055416675716 99:-3.541159200873543 100:-2.645886839746354 101:4.783565154821473 102:3.200435859931551 103:0.1355477036488361 104:-3.577291233525259 105:-3.416901984617227 106:-2.68319300822924 107:3.761715310700392 108:-1.225384319918271 109:-2.481009761862254 110:-1.881855245896812 111:5.543119174174895 112:7.672042685022382 113:11.11640032646831 114:2.283798825692857 115:6.742429602420383 116:6.978782278832714 117:-9.583658385519078 118:0.6531717878175394 119:7.540010903840347 120:1.155812780444982 121:3.968510095561231 122:-3.858628891680462 123:3.216910151005178 124:10.01656935346214 125:3.776567121823807 126:0.3351546677223795 127:7.644915941863804 128:9.891382600216188 129:7.618681935714108 130:0.2116314212457336 131:0.05021109671276064 132:-1.604431809305611 133:-2.901144588276285 134:2.331324318875321 135:10.48902593036896 136:-7.535207027811025 137:-4.470238661094605 138:-4.478489956936958 139:-2.835026458482822 140:-2.393866713193884 141:-1.579801646093734 142:3.171045136258804 143:-2.241106036326366 144:-3.530639403761362 145:0.7923797793488832 146:-5.397318197119328 147:6.982256764663666 148:-2.675913725102848 149:5.483596577611601 150:5.301589211795614 151:8.713094431293396 152:-10.23135886060009 153:-4.486665098800272 154:3.633231712630086 155:5.500007727455221 156:2.288045219792693 157:-6.174446909984768 158:2.477345446676201 159:6.094495884833175 160:8.085663352514949 161:-3.268671112833819 162:-1.791503943120693 163:-5.477456747896212 164:8.23117077367939 165:4.184086019385481 166:5.604249513516083 167:4.419645954166183 168:0.4538732000096174 169:-6.510826745327432 170:4.429422556195696 171:4.115991562049885 172:-0.7627507361684656 173:2.642336527457093 174:-8.147226207141708 175:2.448486524432946 176:4.244875026247049 177:6.929846828356279 178:2.524758902387421 179:-4.414521130875479 180:-1.033934892927042 181:-0.3812604596012648 182:6.32556132259116 183:4.389982333877496 184:-6.308201423948524 185:-6.139950156232373 186:-5.390775890729151 187:-3.41972315071026 188:4.565257243878538 189:-9.493858432691539 190:2.77240615566636 191:0.5566366180510496 192:10.82063813895956 193:10.00001367095047 194:7.905578649035117 195:3.782727249648353 196:7.845566413508953 197:10.12515203279454 198:2.803076521292573 199:0.9681039348867095 200:-2.270386466314567
+-1 1:5.010271808421272 2:4.215675729037321 3:7.651260010616285 4:9.762526243733431 5:-8.762972320137427 6:0.3275441221254897 7:-3.811895160081171 8:-2.846504493249719 9:-6.491640677928982 10:-6.804811426949321 11:7.693346857404212 12:-4.165221884757108 13:-8.730523499480528 14:-4.785992960265729 15:-8.76470801245866 16:4.150929894642563 17:-3.421761090984151 18:3.776522372385931 19:-0.3644488482408159 20:-1.867904312274843 21:-0.9070192877734118 22:-8.363489850153233 23:-10.98023298165678 24:-4.124308958943219 25:-3.596015166359204 26:6.17149115996263 27:9.336393709581829 28:0.0592063158859244 29:-7.767658930777011 30:9.620739983811232 31:-1.15313495545515 32:-0.1880324544515322 33:-11.06995521677914 34:2.516957854469219 35:-5.470534281593996 36:-1.072451846546154 37:5.49504312217246 38:3.717688528459821 39:4.347453943420089 40:-9.870993536070223 41:-3.512750898037184 42:4.491683859666132 43:-7.329873470844988 44:9.009055787860968 45:8.181698531928594 46:-1.109509000711567 47:7.634989375025187 48:-5.785729669753417 49:-4.553675146296913 50:2.145868341075592 51:-7.39587554638085 52:6.393972464727344 53:7.040932491372035 54:-6.391717007130503 55:7.480881262405509 56:5.323494681634251 57:-0.4844544965783646 58:8.378390463865067 59:1.127035554534959 60:-4.115854397650211 61:6.153533796521698 62:-0.9087261518271431 63:-5.111464515084651 64:-3.042688570651835 65:-3.316190900651742 66:-4.806756040887031 67:-9.743289265086773 68:-9.803370388904449 69:9.013834859393537 70:8.429135207588091 71:7.756099769233886 72:9.75509477708232 73:0.9739357456204095 74:6.325171569718184 75:-0.09670045247347842 76:7.259138046782699 77:-3.495583581088562 78:-1.6894077993213 79:7.968338365013203 80:9.577820786834533 81:-1.771249413430769 82:1.030281262193711 83:-9.206180239310759 84:-2.510740655854946 85:1.027123829676814 86:7.554587263510296 87:2.200833017100688 88:-4.459155820836847 89:-2.912315538460415 90:-0.6786525171944007 91:-5.040338752734128 92:-5.27504227461546 93:1.783383750783742 94:-2.834871969244931 95:-4.058630050849696 96:3.788295629517228 97:7.067220867133602 98:-9.783720917986855 99:-5.009756244804481 100:-3.212501103255426 101:2.32913721210234 102:5.395538451957708 103:0.03182495506757965 104:-1.71125366188915 105:-5.798017946853506 106:-1.310996942810006 107:1.436252947086989 108:-2.596215364689192 109:-2.189767785420274 110:-2.476219243843359 111:4.663804687156015 112:8.512440269940798 113:9.115382981918511 114:1.571573198610373 115:8.194666323210873 116:8.777026395690267 117:-8.695114029810107 118:2.393226887515722 119:8.746891561938455 120:-1.467874271400134 121:3.323917218066125 122:-4.499154301531289 123:2.937364831125618 124:9.598996868356361 125:2.622185106649424 126:0.028165884797793 127:9.070889619228366 128:9.639083143957452 129:6.793246841103499 130:-0.7578697361926774 131:0.4599082896610782 132:-1.882582246306744 133:-2.603732965934465 134:2.439317255724794 135:7.445785133824845 136:-6.58031190316797 137:-3.430203034117199 138:-4.429648948456195 139:-2.375804707579687 140:0.293351779369968 141:-2.432155898276816 142:7.357854861732809 143:-2.623824236281027 144:-5.813985046499334 145:-0.8278848787648831 146:-6.9475887662606 147:8.277352615292919 148:-3.406472500825711 149:4.633842710572039 150:5.465602852112319 151:7.797789629646576 152:-9.267310468059632 153:-3.364631971496539 154:3.700581811140109 155:5.12870423903618 156:1.274654231026368 157:-6.43954252846767 158:1.912987326012156 159:5.553228965158485 160:7.777918684261437 161:-3.530767353969878 162:-2.784597466748426 163:-5.656945220967912 164:6.929183888497723 165:3.619430693452263 166:7.122515507171835 167:7.204448778007891 168:1.03345734025216 169:-7.818203070812215 170:3.671878373083096 171:1.179635785790045 172:1.153178494317361 173:4.647247657966734 174:-7.526470922818564 175:2.997597267527504 176:3.032626676016277 177:7.255131320820475 178:2.200418951515382 179:-3.689129740607278 180:-2.397345193011681 181:0.9928929134685125 182:7.806962866782927 183:3.84523272719529 184:-3.968497324135256 185:-6.609435970980032 186:-5.288838311770325 187:-2.076040340284044 188:2.586050165512108 189:-9.873569892899718 190:0.2541021274420241 191:-0.4833990025287622 192:7.92618957616465 193:9.536856659050574 194:7.574065358785244 195:3.228164644024003 196:5.234762731457573 197:8.694655440359023 198:2.791395776670952 199:2.858610785186325 200:-2.351147248360165
+-1 1:4.334463167656595 2:3.832069888377759 3:6.597005305985943 4:10.06747665678263 5:-9.259538772420754 6:-0.658865302323729 7:-3.051303932903211 8:-2.550049183365837 9:-6.477837706521151 10:-5.49786400055736 11:8.375996385312963 12:-6.718009866632852 13:-7.007875748327679 14:-6.675814349711731 15:-7.018661594017548 16:4.847828042690303 17:-3.829037029395364 18:3.972450556565291 19:-1.968282077531236 20:-2.345997507922153 21:-1.27702495569747 22:-8.265330236728614 23:-9.491406045872923 24:-3.054152132620541 25:-1.700341005836035 26:4.881562857026482 27:10.17795171917407 28:-0.9857985741781851 29:-8.807188483083598 30:7.674891926863187 31:-0.334238592438388 32:-1.205888470626982 33:-9.253032334895476 34:2.398545863815928 35:-4.861968010429312 36:-0.8010790706298672 37:6.083149171032411 38:3.810324107342638 39:3.263737370256294 40:-8.627861234961882 41:-4.029761253066141 42:3.485648084180948 43:-6.934058624552771 44:9.623516978156276 45:8.928271445130115 46:-2.85512092957638 47:5.474096682524742 48:-8.20175758198206 49:-1.199630681408624 50:2.137713472799367 51:-8.029776347473415 52:5.644850523343567 53:8.078260856320735 54:-5.775838967025798 55:7.095851763380574 56:6.833096370630506 57:-1.299790189276295 58:7.749980387566979 59:1.762295604898396 60:-2.486142607217564 61:5.869649042962484 62:-0.5146697095284221 63:-3.562760307360276 64:-3.195244096852901 65:-2.053523087051938 66:-3.295043090837646 67:-8.900543112170361 68:-8.349911321061059 69:7.401262652619315 70:8.067633186566816 71:8.848400182822969 72:9.443320791472861 73:0.36329376935424 74:6.862038143986424 75:-1.267774666688262 76:5.289029012948993 77:-1.199904032992733 78:-1.930530498926642 79:8.863631719141823 80:10.21174294316785 81:1.09705912962453 82:1.582958374640905 83:-7.450283685501616 84:-3.148897091998518 85:1.282881614354099 86:7.929982900488746 87:2.263875791232599 88:-5.172695099121187 89:-5.860632455002339 90:-0.9011846069496432 91:-5.127274944971853 92:-4.212866124034988 93:0.6212898880418483 94:-3.765809849397876 95:-4.620950119881141 96:3.701717753335015 97:7.684614536357611 98:-9.477267221170226 99:-6.365080828497028 100:-2.713760445522203 101:4.316762521539131 102:2.801954820183054 103:0.8708415651340784 104:-4.608554932343568 105:-7.101800976542303 106:-2.404541860689482 107:2.714062789474735 108:-1.23226707990134 109:-1.743977680214006 110:-2.767360991874942 111:6.100924488515844 112:7.503123733760965 113:8.964742388114049 114:0.6497595555286573 115:7.599707727955732 116:9.22264828874612 117:-9.2567208961704 118:2.542840892683943 119:8.576670789231237 120:0.8546428510880142 121:1.896713612528943 122:-1.026201658223489 123:3.299644033669045 124:9.723881119961796 125:2.613352452298795 126:0.7974712595506738 127:8.95797387857634 128:7.916485046086095 129:4.842205360617816 130:0.08210595392549436 131:1.602394930000742 132:-2.73852078210819 133:-3.334637947988281 134:4.008594381875831 135:10.10745814674833 136:-8.155968822827894 137:-5.471301321192188 138:-4.295739654188646 139:-4.216241776219114 140:0.4894424624547984 141:-1.037973517455522 142:4.522702737643989 143:-3.037716823655325 144:-5.169598362378171 145:0.3163149189615116 146:-5.971336766457766 147:7.924106190716002 148:-2.493602194855896 149:4.763776202440492 150:8.715319801817447 151:6.368998393044417 152:-10.23705377423833 153:-2.841089099750937 154:4.450298915792118 155:5.920064022961775 156:2.448543868551857 157:-4.277772862790549 158:1.123772382011869 159:5.133442800680418 160:8.605789538630267 161:-2.926713126682296 162:-3.252021813971846 163:-5.532403310720562 164:7.585896981935371 165:4.947271098377541 166:6.525173870177553 167:9.108175647719252 168:0.9542302110324064 169:-7.599729445069785 170:5.202924706231312 171:0.1005631700691962 172:-0.8221993822525134 173:5.441488394489727 174:-8.887892771918297 175:-0.9883797350791701 176:3.477617300945248 177:6.812725828073025 178:1.411113554397042 179:-3.133491912842083 180:-1.093296525560907 181:0.420471752997353 182:5.727389529818972 183:2.391967150053319 184:-5.483995153803283 185:-5.316637916862484 186:-5.78753760320286 187:-3.1753572854739 188:3.485792513310139 189:-11.43511618200733 190:2.688874031346958 191:1.661351233424753 192:9.181548219501039 193:9.458379508626331 194:6.698298682333284 195:2.473952708555688 196:6.185563856109171 197:9.048817938769893 198:2.733495242726282 199:1.223970831141931 200:-3.988618400589664
+1 1:8.279878980762703 2:-2.280291013567183 3:-4.745790334936465 4:-0.3804416460038822 5:5.101007043871298 6:9.557839226217952 7:-9.400522806226576 8:-5.802886317369269 9:5.878894366430631 10:5.160353672407799 11:-7.093045681670202 12:3.21852448126889 13:-8.068770605880738 14:-11.24941596732067 15:-5.849220038436819 16:4.696919898575921 17:5.017048032437022 18:1.510297342495863 19:-5.963516883119689 20:-1.776256495577698 21:-2.126141411556158 22:2.541593766557268 23:-8.256339018515163 24:8.802757805372584 25:0.6731365385878082 26:3.634825899068832 27:0.2822909503478468 28:-2.311789644638155 29:5.142051815000488 30:7.302852402701181 31:8.29411173825536 32:6.036129436403631 33:5.557835363993985 34:5.896188922236226 35:7.376952898910133 36:3.094863435990391 37:5.234858916149022 38:6.503432369320683 39:-7.095793632122046 40:-2.940405708557503 41:0.07657433896473043 42:0.4931751947263987 43:0.1853453993088341 44:-9.271559054058347 45:2.009715672066648 46:6.775991880770953 47:-10.3633913187758 48:-3.514900111110637 49:-8.331154030462164 50:9.243655373942582 51:4.185738616901744 52:-3.487902157714311 53:7.352653913495687 54:-7.124774060829486 55:-4.012011911810582 56:-3.380595336037615 57:10.19952659977744 58:-8.577490427882369 59:-1.142696809998684 60:-5.595357085117264 61:8.773302104111485 62:-6.154064109194866 63:8.776880468877565 64:2.422323617664739 65:-0.1228262070352347 66:-1.699326871855726 67:-5.74691405618164 68:8.557856261701884 69:8.505236017555902 70:-4.376212524895637 71:-0.01559682811815888 72:2.793785444749678 73:-1.591246012772122 74:5.003159423675718 75:-3.806797615385679 76:3.043447322840779 77:0.9703689299676628 78:-10.56856701963222 79:1.78664852876381 80:4.475877083461215 81:-6.025896196887395 82:-3.619198325900432 83:2.550429631143839 84:5.775878467763177 85:7.252150423197088 86:7.947064133009381 87:-2.179531833082979 88:-7.19809356666645 89:-0.1143479113663379 90:-6.166148925450726 91:-4.694719031901101 92:-5.131548779633259 93:9.371108231125374 94:-7.54186844148275 95:-3.918945410727996 96:-5.526629908326398 97:9.625712282317139 98:-7.339083748199205 99:-8.420213821307726 100:-2.807305334492357 101:5.929008069502036 102:-3.730424980616923 103:5.955223297175541 104:-6.808024139813143 105:-4.401362007902298 106:-6.736925253262409 107:1.163397518516933 108:-3.309565253574339 109:-9.313630302572248 110:5.463741354326571 111:8.679569894595863 112:5.93251404767638 113:9.119911859039954 114:-7.163095441168092 115:8.227755100654273 116:-7.249810788475248 117:-4.287809234036914 118:4.540569556628609 119:1.888111651391153 120:4.350691152664016 121:9.394632087502849 122:3.89923274502263 123:-7.675467307213127 124:-3.438182317925321 125:4.343717011582816 126:7.262374357051901 127:-8.257435166910858 128:-1.319475077932603 129:4.371371844800082 130:6.026880825442624 131:-1.70990361888024 132:-3.321628317898453 133:10.83772550443496 134:-0.32984454421184 135:-3.301582631763862 136:8.044833512582183 137:-2.550105863066556 138:7.527786504072779 139:-8.709946823122692 140:1.970083057095344 141:-9.437099318470302 142:-6.030641831794825 143:5.960707646502964 144:2.825795040823349 145:0.5991208013812223 146:-8.227042968945442 147:-2.370970115016652 148:-6.37936197832898 149:-0.8055529012475804 150:-1.376103164266653 151:-2.451600271532949 152:6.114250316019202 153:3.585400218496477 154:-2.6335426965608 155:-7.140181805814338 156:-6.776635546112863 157:8.571941876342796 158:-0.6051500375078041 159:-2.799037263171491 160:1.829445910891695 161:4.956813383314196 162:8.144765534175088 163:-7.55795044225575 164:3.666352274817493 165:8.537476513518254 166:1.538748680614992 167:-3.969048535460026 168:-6.297067446106148 169:3.455675928435749 170:-4.331149249656606 171:-9.457981784392572 172:-8.544349540497706 173:-5.811561418309209 174:6.604258321303971 175:-3.093646088259896 176:-4.549229747906228 177:5.871393029215816 178:-2.862268674659546 179:-4.208009620186127 180:-4.333986722793734 181:3.309861319045123 182:8.05143749399029 183:4.652832527588048 184:-0.4635200162349085 185:2.86226672564372 186:-4.788992541854216 187:-3.802041358682009 188:-2.369433782517109 189:9.440297823388228 190:7.387400941670861 191:-10.88117180531408 192:-2.029325585797889 193:7.046809383820721 194:-5.750200898274098 195:-0.5358267717057816 196:-7.549298404470052 197:-11.47117901289136 198:-8.296776807730618 199:-4.175964455746555 200:-4.998545516162758
+-1 1:3.367912313281805 2:4.50735304254998 3:6.855149351056312 4:10.99182650710813 5:-7.534540182961742 6:-0.1776943165633822 7:-2.518487157915249 8:-2.449366748642462 9:-7.39902425923987 10:-7.020393209999429 11:5.34100695661558 12:-4.667739134108834 13:-7.359293023268784 14:-4.102092184454251 15:-7.997335507261599 16:4.99369442050428 17:-3.879281493242743 18:4.901910522764394 19:1.043108161654035 20:-1.029763438273557 21:-1.738320591097812 22:-6.853652874928038 23:-8.284287731671727 24:-4.090370518814767 25:-2.567765411512224 26:4.52276995867123 27:10.21132235925923 28:-2.404875501097928 29:-9.3707849354461 30:9.181227913930403 31:-2.632414360669098 32:-1.802099816286705 33:-10.22402988606203 34:2.813854269890602 35:-5.53171399974202 36:-2.470584845359781 37:6.300746006151972 38:4.308668328125529 39:1.102958788710292 40:-8.876289121448826 41:-2.714328742901223 42:3.733943490416447 43:-6.328281330735734 44:7.999213490976598 45:9.381006004072781 46:-2.124949129738378 47:7.226279197350451 48:-9.345791806241792 49:-2.61855926473893 50:0.5444996776864028 51:-8.404403719605906 52:5.902986608875793 53:6.673493009930062 54:-7.710658127706737 55:9.014862157206714 56:4.446244775414997 57:-0.8064426368085211 58:5.461661199926953 59:3.553004593763206 60:-2.325614624278588 61:9.377197282318694 62:-1.522500574728781 63:-3.221992923781362 64:-1.956736647677978 65:-2.059325349074317 66:-7.202207685602911 67:-10.03163080093402 68:-9.219199475619357 69:9.687316745006536 70:8.281584246414678 71:7.784744364685561 72:9.51732768715387 73:1.397443924537823 74:7.497353959335883 75:-0.5984219953228395 76:5.094541822655981 77:-2.039941093587042 78:-3.571504072713864 79:8.217248643284266 80:7.667801773118462 81:-2.388762725424781 82:0.3216737735340816 83:-6.930080347178682 84:-2.04720891908585 85:-1.442499461078635 86:5.716304305966869 87:2.930402994773285 88:-3.37079365923237 89:-5.677941410239472 90:-0.1040559258320339 91:-4.88569566215838 92:-6.05853251333142 93:1.419164814184538 94:-2.607010273631493 95:-4.603525201129075 96:5.121850766770995 97:7.334075647310408 98:-10.91197805532047 99:-5.083457330689654 100:-4.306073976254474 101:5.234728008341651 102:3.173116174989576 103:-0.9316891473160425 104:-4.206369304945279 105:-5.449586064789977 106:-2.341362929057421 107:0.8529648015671831 108:-0.554645154414885 109:0.2517440307193044 110:-0.4997938195278572 111:4.728242791743206 112:8.062724086956807 113:9.031116973475688 114:2.354227981854893 115:9.430649364403882 116:6.849598065418805 117:-8.568430937704088 118:1.892030909628119 119:9.115593234985138 120:-0.9866063215960008 121:2.33541516806334 122:-3.759414311270848 123:0.4351639245499115 124:9.126839718305915 125:3.944366006730013 126:0.1460086238818947 127:7.11432991044423 128:8.464689470612342 129:5.33708449978367 130:1.189440210071252 131:0.8409277499007165 132:0.04645682554244224 133:-2.784084487850326 134:4.21902323551625 135:8.243989762749242 136:-5.970953715544774 137:-4.692982017121786 138:-4.071531390356868 139:-3.187631642430261 140:-0.5548571574778555 141:-3.051759650641588 142:4.104703613740961 143:-3.641145464408326 144:-4.227410695250521 145:1.038811436430267 146:-6.255069741771751 147:8.468528350482469 148:-3.391765495162186 149:4.40280437799028 150:6.456284612585894 151:7.824282282810682 152:-9.209201916143984 153:-1.887947437700733 154:1.951113479672665 155:4.724698043609068 156:0.5128735987717568 157:-5.791298668851017 158:2.188110252585921 159:4.167213920480274 160:6.572937074505763 161:-5.855796856169915 162:-1.606603756343074 163:-7.112897258798198 164:9.725945206262319 165:4.81595179898499 166:5.890955101941475 167:6.673683520298478 168:2.323323968561182 169:-5.915399760803018 170:3.309239992120719 171:2.056538489268527 172:-0.2713378417239019 173:3.358165720799196 174:-7.941200811337287 175:1.579512506604341 176:4.486941758303316 177:7.120470045993585 178:1.904979719063394 179:-4.308417753181095 180:0.6094976772614515 181:-1.338690251054848 182:7.603685774256011 183:4.169580839728511 184:-5.455071728822912 185:-3.933483584550713 186:-4.82361602697927 187:-2.122616039849536 188:2.166562956528648 189:-9.32334666609791 190:2.720865301902808 191:-0.09384821396875398 192:7.893137861004486 193:9.467673069762034 194:7.33423254209502 195:1.349047182786867 196:3.142042955669904 197:9.956351813668178 198:4.101941220836085 199:2.126269097491021 200:-2.555328564354985
+-1 1:4.651349376342279 2:3.314892960218353 3:7.256521949808125 4:10.12103240404645 5:-9.295450705985356 6:1.172860432400308 7:-2.988138590221911 8:-2.941650006552108 9:-6.240772235807244 10:-7.391364086829583 11:8.065699211636025 12:-3.807310610882301 13:-7.430320378513918 14:-4.499797004351785 15:-6.973126190871281 16:5.775628524291552 17:-3.830070676595584 18:4.244899234250345 19:-1.652497681868621 20:-2.970727103421267 21:-0.4480781855130916 22:-7.087639017465561 23:-8.501091319962566 24:-2.954279669025214 25:-0.6541138831050293 26:4.356168589024973 27:8.917253724521455 28:-1.462815011064939 29:-7.59282797295298 30:7.732172354197397 31:-0.9152516003840093 32:-1.095085097112059 33:-8.39654241673197 34:2.647774053849048 35:-4.904617871482222 36:-2.120152178948768 37:5.416812527378642 38:3.554385552401777 39:2.711181283071588 40:-8.788094117365105 41:-3.513428732839921 42:4.029956962995801 43:-5.70988125082684 44:9.554053894628721 45:8.714686067140814 46:-3.740570124644243 47:5.910593730604134 48:-8.242926496841214 49:-3.443125037934876 50:2.197376215095327 51:-7.754135610564443 52:6.158292871918214 53:7.270143201005355 54:-5.077627229776282 55:8.063621395841421 56:4.256702605804878 57:-3.663237519614033 58:7.095039110947306 59:3.496886937064857 60:-2.83691193193577 61:7.305031215177714 62:-1.761406065229197 63:-2.022613737213872 64:-1.197167059591167 65:-4.591441115948572 66:-6.407102595665115 67:-9.876010297090481 68:-8.220223167962608 69:9.123418312314023 70:7.066094432032362 71:8.213802835775667 72:8.62228802131521 73:0.0321926107467192 74:6.675601541882001 75:-0.5700313078518566 76:3.867299994510796 77:-3.293416843230296 78:-1.647309048269247 79:6.563713954360889 80:9.210656703354669 81:-0.8758050788096207 82:1.007989701543665 83:-8.141986043627794 84:-2.49336465549218 85:0.7816609204002266 86:8.344221146005022 87:1.475448395757625 88:-4.511720122313633 89:-4.391622833353011 90:0.1809509387685212 91:-3.901271176171748 92:-6.471816966449788 93:0.653431039224748 94:-5.325564898271859 95:-4.786906691358332 96:4.072022119623528 97:6.587093323278352 98:-9.687456713814674 99:-6.221576384289655 100:-4.260679731826348 101:4.04433086580553 102:3.140499513305568 103:1.790738505580945 104:-1.437716193250642 105:-4.874579793801344 106:-3.954007925574813 107:1.516315338079354 108:0.2003968416855194 109:-3.024906180917792 110:-2.308811198883038 111:4.452355149021914 112:7.020126838079938 113:9.244064850389018 114:0.6905248957333775 115:9.237648119308714 116:8.791298574867708 117:-8.583199232575142 118:0.07037070584621685 119:7.402861842820955 120:0.009940552407297132 121:2.250541558886957 122:-4.101162617751586 123:1.563563853854617 124:9.457471058254665 125:4.575285592760265 126:1.32175950207785 127:7.745072539604942 128:7.909840728349433 129:5.157883170756189 130:0.5276648619966433 131:1.444318404340249 132:-1.448212411807401 133:-0.9782121677273216 134:1.85531677255866 135:8.558856913445725 136:-7.347588349190446 137:-4.282868467951546 138:-4.498998680130414 139:-2.347360925708699 140:-0.8131123215442249 141:-2.8637808218077 142:6.083632456774039 143:-3.345514040186005 144:-4.03158261113447 145:-0.2370006472097352 146:-6.511539784495818 147:8.991726778414341 148:-1.171427026003524 149:6.685996052377927 150:3.908195503138074 151:8.123314192542672 152:-10.08759675317672 153:-3.745514090188333 154:2.381472626125055 155:4.41360133719091 156:0.5482405221946012 157:-5.349773709333991 158:1.940314411902083 159:3.366753680532858 160:10.01922495439302 161:-5.678859571442269 162:-2.826007143046053 163:-5.309345694843072 164:8.883613613403591 165:3.576019530394033 166:4.66283633911083 167:6.910500308907576 168:1.339864677345702 169:-6.617711242998615 170:3.78171913977987 171:0.9941688901867671 172:-1.327636534430181 173:3.334869493650089 174:-7.074534770108885 175:4.117691598928532 176:3.601549010700882 177:4.890102829026876 178:1.45856224167818 179:-3.378243282230599 180:1.291428172720595 181:1.511599203603786 182:7.755481119072424 183:2.151278669380853 184:-3.142474726737693 185:-7.881828281727467 186:-6.377380998329163 187:-4.052501138454073 188:2.573906433352223 189:-8.977101358912229 190:2.132587346275657 191:1.046893220981311 192:7.177192750634226 193:11.6866766278555 194:6.718620686302328 195:1.502757402788129 196:5.892018573056248 197:9.160550663950449 198:2.231566401137961 199:0.5920924760009816 200:-2.181306134500601
+-1 1:2.345546682431007 2:4.089841670356025 3:5.702085023432007 4:8.52984947556549 5:-8.338218607120002 6:-0.3059378646245267 7:-1.038541061571133 8:-1.970719301239511 9:-5.02713223079028 10:-6.918212484749462 11:7.375266069664113 12:-4.342208942099456 13:-5.332422833644767 14:-3.238157913617439 15:-8.418037473698712 16:3.064292647087394 17:-4.767810778245292 18:5.491404209622485 19:-2.285134642143426 20:-3.163581992766784 21:0.130565831494867 22:-7.876874303920217 23:-10.69486961622017 24:-3.867900262255016 25:-2.593337814239727 26:4.059144325752098 27:8.721759699680375 28:-0.4484841632126406 29:-8.177623828605709 30:9.223661908183452 31:-0.03829359351248995 32:-2.521165182517317 33:-10.33586357668188 34:2.386715111707547 35:-4.136422362356226 36:-2.716554548727866 37:7.657406413658869 38:7.207018933671465 39:3.905300870290719 40:-7.09260894220754 41:-0.9323278506627803 42:1.978109131836649 43:-6.845640540856148 44:8.553114866040026 45:10.83390722110826 46:-2.180949291351164 47:7.290436929113057 48:-7.080150878502778 49:-4.298484810544247 50:2.517307269399225 51:-5.514329640688697 52:5.674596832161548 53:5.88226047766656 54:-5.196441593379085 55:6.471224404693549 56:6.691405139789014 57:-3.107804280177357 58:8.397964531155175 59:4.016742822208044 60:-3.840785344137723 61:6.282500646157965 62:-0.662338495110643 63:-4.349349713148555 64:-2.884668703567665 65:-1.295594435190316 66:-6.014423852988299 67:-9.535851047178557 68:-7.949834629149408 69:8.715491317570061 70:7.450659219128289 71:8.350728838308681 72:10.42583997307088 73:0.0672564398153888 74:7.243181231268311 75:-2.325318508657059 76:3.559923188161081 77:-2.928425391138357 78:-1.824716649924117 79:9.098496478703543 80:8.747059992753451 81:0.9262667794354407 82:2.098486856612448 83:-9.081455250180593 84:-0.9912828832948933 85:0.6429820662323994 86:7.883510765121995 87:4.351854367365398 88:-5.486314787481732 89:-4.308661520502662 90:-1.037583042892463 91:-5.466438971224496 92:-5.125930567901764 93:0.1711048085770437 94:-3.349395181989895 95:-5.108011787590939 96:6.059177035909849 97:6.065973603393802 98:-8.945024776852202 99:-3.388835817700182 100:-4.860131055741513 101:3.438997405898542 102:3.788210871897299 103:2.13705992534075 104:-1.725855887656427 105:-5.74975424348218 106:-1.563006123855874 107:0.2785916268215725 108:0.3264323301386181 109:-1.530593822705831 110:-0.1608334133704878 111:4.686328148817645 112:8.434698120947832 113:8.154085864611133 114:1.140946983667795 115:6.954703501321979 116:9.481810113115172 117:-9.440036801892438 118:1.084606895110305 119:8.346558964183336 120:1.026060366299165 121:1.57071076961306 122:-5.727572786072565 123:0.9032649989635428 124:9.750860706535539 125:4.058300968362992 126:-1.436190324470664 127:8.297495925975063 128:8.760448914200376 129:5.422200974161313 130:1.633661138200536 131:0.4920352768375938 132:-1.898483287999414 133:-2.176079250702013 134:0.8359761775552446 135:7.441974620934101 136:-6.234214072097449 137:-4.449034093894115 138:-3.293218665403821 139:-2.590036572935329 140:1.626096702939423 141:-4.350819620955536 142:4.420910019702788 143:-2.052089721766993 144:-4.850579284635429 145:1.098312905087503 146:-6.407644879968951 147:7.665899881459894 148:-2.939611140547386 149:5.921249270406999 150:7.114619398053118 151:7.75668785531612 152:-10.53277566493235 153:-4.110114514842395 154:3.761463930381395 155:5.869160459427778 156:1.581667046633727 157:-5.639534278725165 158:3.49348383286129 159:3.976095618260983 160:6.841911054898718 161:-3.595445635826215 162:-4.579880425323841 163:-6.884365947114889 164:8.369380666156964 165:4.963179204517423 166:6.243826395920883 167:7.865943109944693 168:2.847723732222482 169:-8.899392872025714 170:4.510996535514995 171:1.155963374995412 172:-1.093755885495733 173:2.619664651650217 174:-7.413676652039585 175:0.9057247980692649 176:3.917138704097962 177:5.44178213468909 178:1.769873797234613 179:-2.892435829791123 180:-1.498115536466548 181:-1.134624331941298 182:4.724024294550045 183:2.887016239064268 184:-6.848246340856699 185:-6.383375705067394 186:-4.933631335679858 187:-3.552409558275458 188:3.665047416726771 189:-9.668963483173696 190:2.019138548442009 191:-0.6258635098146099 192:7.85105434697226 193:9.79990444106542 194:8.270175275693347 195:2.289458554801281 196:5.193551689184786 197:8.598930404405941 198:3.232708442444653 199:1.463864858009594 200:-2.264530675399372
+1 1:9.257903065106142 2:-3.5122565858476 3:-4.194319680016766 4:-2.455280644096888 5:3.72574746533301 6:10.96726934912813 7:-8.961363320453065 8:-4.953598186040963 9:6.962350196211521 10:4.152678088493379 11:-6.499027285749758 12:3.20608752838276 13:-8.475022770914546 14:-10.86377049673029 15:-6.042665286340169 16:3.219479729221162 17:5.052012057279889 18:3.728282093058012 19:-8.346612083096559 20:-0.9237630414685212 21:-1.984786126993953 22:2.271237000382608 23:-6.264218439884189 24:10.48253762524516 25:0.3503554162919649 26:2.100228412871878 27:2.202618854209316 28:-2.521196748687241 29:5.696821302877429 30:5.69781464948524 31:4.727858760060823 32:5.619673594279492 33:7.35158250638661 34:7.062288254719756 35:7.222386870679983 36:4.33960854988546 37:5.60761246915257 38:7.445973500185397 39:-6.639034409667872 40:-4.379610447474747 41:-0.6811096558466883 42:-0.3951720696189649 43:-0.4161167796903444 44:-8.194110041372202 45:1.555800890689802 46:6.143509828181753 47:-8.497891479185872 48:-5.353187611125299 49:-7.820361685123306 50:7.326890649445192 51:3.528539542505879 52:-2.984609487737917 53:6.987554564611873 54:-9.789773685572774 55:-2.878229189083438 56:-4.218233772432525 57:10.57774824054353 58:-8.868160062233873 59:-1.822683512422181 60:-6.947870668775522 61:7.060724844539076 62:-3.709095934674432 63:10.43987012439206 64:2.580580669316898 65:0.8974218247062089 66:-3.36023960000427 67:-6.286883272856928 68:8.470712081702921 69:8.630711161401507 70:-3.249228063722424 71:-0.4958464784964571 72:3.059550453761918 73:-1.330243922036417 74:4.540644348179235 75:-4.524525392038841 76:2.609703964619579 77:2.067034797878815 78:-8.318086275115283 79:1.276603736534493 80:4.961759088121595 81:-5.459908739159706 82:-1.404596687823469 83:2.165880399419978 84:5.170328160157158 85:7.580443933095324 86:6.926055330612784 87:-1.589026787128561 88:-8.466723110833215 89:-1.230608170746245 90:-6.263715593853414 91:-4.120816662632255 92:-6.979918376012828 93:10.5012941029777 94:-7.547768996168894 95:-6.265367796348429 96:-8.493316806728883 97:11.00353755244607 98:-8.048344354847039 99:-5.659093289295599 100:-0.6769677471441529 101:5.661101419241163 102:-5.850931812215522 103:6.610231415240924 104:-8.096799637042171 105:-5.900165277234951 106:-6.873770551479092 107:0.8180263349058544 108:-1.981540779695489 109:-9.063841936733978 110:5.386296654064295 111:7.977767505792339 112:7.38579532630193 113:8.696399513197139 114:-7.09852980394208 115:8.175211982973206 116:-6.876086405322191 117:-4.670271505985191 118:2.673338533320674 119:3.685636950385989 120:3.067006307443571 121:7.649803307724384 122:4.589936980689352 123:-9.069664811149673 124:-3.318008370979527 125:5.607552223038438 126:5.030236382065998 127:-8.11451621210974 128:-3.257515293483466 129:6.408027438823276 130:6.218725560034156 131:-1.830781634046855 132:-2.83837064906332 133:10.23430254558298 134:1.697677707170326 135:-3.361671373289345 136:7.39204870845882 137:-2.711437714364394 138:7.233623493655251 139:-7.226888606484682 140:-0.9864587788503536 141:-9.413985374210036 142:-8.415996092439261 143:6.438344741081566 144:3.532441625471798 145:0.664602996225564 146:-6.303097120872322 147:-1.755614407643837 148:-7.150402366238056 149:-2.135740786164246 150:-0.9880355155476548 151:-3.75328887268169 152:4.658130674336143 153:4.023108300118762 154:-4.329959845397599 155:-9.662730713263832 156:-7.9491936531764 157:6.634331909607535 158:-3.051466166912383 159:-3.988115139979834 160:2.103797190276106 161:3.335584588015905 162:7.224985530112528 163:-6.878236710449453 164:1.516968351622729 165:11.48655280178566 166:0.5587777431431427 167:-3.053681795886607 168:-5.948804360728015 169:3.546991957586602 170:-3.292209482993441 171:-10.14953147050944 172:-5.978747160875558 173:-6.359229246479049 174:7.566085149983247 175:-3.173275327772886 176:-4.141510459520294 177:9.115781523935315 178:-3.764747589293095 179:-2.539659329389675 180:-2.75244656795853 181:2.87486315516014 182:7.092298588283168 183:5.029865985670887 184:-0.7809372915278789 185:3.224808745859328 186:-4.415990121884237 187:-4.4219682532586 188:-2.638954795780475 189:8.407389178691139 190:6.975493311346026 191:-8.997033671265541 192:-5.144882540384197 193:7.063232573874616 194:-6.443519867686725 195:1.303113680534612 196:-7.037332192065193 197:-8.636926265569997 198:-5.881080233663269 199:-5.352494708019678 200:-6.043735076324039
+-1 1:3.827196117045631 2:3.677921814270086 3:7.892046188735213 4:7.92195761063189 5:-8.617763516863823 6:-0.9528184057759658 7:-2.297368478051335 8:-2.914004740349522 9:-6.654710669689283 10:-6.141510303998431 11:7.091556605305222 12:-4.732798696692989 13:-7.509654531946949 14:-4.534618913258773 15:-6.845215655711062 16:5.54854861330474 17:-4.829238826669537 18:7.08645604819365 19:0.7748162750587635 20:-2.059432161955456 21:-0.08254482265329721 22:-7.649551685797567 23:-8.747028465477541 24:-3.218142730071727 25:-1.487317689945713 26:4.040219636503124 27:8.495530161869157 28:-2.096630667381837 29:-7.581007570339231 30:7.563787055489845 31:0.7936090869992036 32:-1.491057048440727 33:-9.810957316678484 34:2.24563947853293 35:-5.558138466109932 36:-2.535786296486658 37:5.761736389516228 38:4.1230765838621 39:2.822053773822241 40:-8.729029427174602 41:-1.900460717726322 42:2.429471017073706 43:-6.937922611804905 44:10.42934260174137 45:9.061218571544389 46:-2.170260270326221 47:6.3629448892086 48:-8.302598514358012 49:-1.295896424362676 50:0.2381427059095884 51:-8.857145724642239 52:5.74564774743541 53:9.566049789547154 54:-8.282680789502558 55:6.941439104413647 56:4.9349333927156 57:-2.188973374745986 58:8.035705247477964 59:3.071133708234303 60:-3.303389964589377 61:7.607179354369181 62:-0.6488015738578601 63:-3.184891075999686 64:-2.409030208306651 65:-1.442267818513499 66:-6.118852322527177 67:-10.07941167478197 68:-9.115209563526927 69:10.7350620612795 70:8.324439820934128 71:8.141573896024115 72:8.002552067418954 73:0.5513839643888241 74:5.823658815276039 75:-1.370489384039453 76:4.446055234600053 77:-1.981104795433018 78:-1.966011410217109 79:8.124043170502922 80:10.08830739865537 81:0.1039421038414714 82:1.84891623412288 83:-9.437505545504056 84:-0.2076745421097457 85:0.418920117729181 86:5.915083687614347 87:2.068037869883402 88:-4.341804955040617 89:-3.027420674753395 90:0.6118038576043278 91:-5.185158469585203 92:-6.432997982762338 93:0.5475693209084024 94:-2.855794235137363 95:-5.429809113549696 96:3.812419161785144 97:8.060223014450818 98:-9.358223309369682 99:-4.247922117280585 100:-2.861784940453636 101:2.900843623865413 102:4.334931312169415 103:-0.7283844067466725 104:-3.600652471105702 105:-6.119196015731717 106:-2.18802972265869 107:0.7583936741010656 108:-0.8652616507958049 109:-1.580389268153159 110:0.5307488458096212 111:5.508890637614325 112:8.25736260984562 113:8.588338452015993 114:1.598931326787662 115:7.183618838324375 116:7.131679547720712 117:-8.766146457283423 118:2.742354598650669 119:7.303075159100009 120:1.905015776576019 121:3.580579735814127 122:-2.395785327842272 123:0.7267148612637884 124:10.47771979171049 125:4.612908270882947 126:0.05804156578970596 127:6.1975045849876 128:9.405325133924682 129:5.538842962549795 130:-0.0553045954302338 131:-0.1608061650696293 132:-2.336980437804279 133:-1.616649651815005 134:4.21306355986991 135:7.427420683384931 136:-5.283984231769367 137:-4.671172948458282 138:-3.978477080522211 139:-3.162944221081535 140:-0.594817800577947 141:-2.73710051015632 142:6.232351170991423 143:-2.973839606855727 144:-6.671874258664602 145:0.3355353630532576 146:-5.636203392626494 147:8.408706765223931 148:-3.2651113561451 149:5.872834253614423 150:3.832292097137679 151:8.607563727440652 152:-7.416673242418158 153:-4.958474128033078 154:2.738288180903128 155:5.999002548167926 156:1.450054624920892 157:-4.637759766693438 158:2.97551905443934 159:4.305436674324532 160:9.318575380880175 161:-4.092412247614921 162:-3.371829215613146 163:-5.755872085993509 164:9.202102952064999 165:7.989698456201076 166:6.338555743901557 167:8.305941380120018 168:0.7792977459032704 169:-6.635335685429704 170:2.422941168015341 171:1.318437007546302 172:0.1032262207157304 173:5.562887344547944 174:-7.534378067080292 175:0.4844546754800205 176:1.005299476758317 177:7.627405689876769 178:3.674814949259912 179:-3.915649322755732 180:-0.9299532512699277 181:-1.635731860545215 182:4.625887807744977 183:2.567602333716194 184:-6.806561710691716 185:-7.138527488352269 186:-4.827604230635886 187:-2.288564993040178 188:2.941078358168538 189:-10.23488134661141 190:1.80109689264904 191:0.2753120833618356 192:7.455846483197329 193:9.745199336078869 194:8.04568825693117 195:0.2546542651031185 196:4.200720104239246 197:8.725914668610805 198:2.42072995573739 199:2.216560925780822 200:-2.142379000400932
+1 1:8.848617716385915 2:-5.360293813908793 3:-5.361865755780526 4:-0.3802197891411256 5:3.087554440138088 6:10.36556385625467 7:-9.98303448115551 8:-6.703282086436182 9:6.756955494814621 10:6.1178021570901 11:-6.394341175753427 12:4.165630601012786 13:-6.917350116772771 14:-10.6223000094451 15:-6.056564518440538 16:3.306065340162257 17:6.167633372696148 18:3.215168585817368 19:-6.640513978976647 20:-1.011810350222514 21:-2.273518041784165 22:1.963201627807627 23:-7.103082050582205 24:7.951183225049069 25:-0.03599105582811418 26:3.978667769035238 27:0.533048609386939 28:-3.285294814358722 29:3.719794389793572 30:7.827602740646777 31:6.292814619791168 32:2.825962303304048 33:7.217040780995256 34:5.326395166487714 35:7.104317070152652 36:5.031559649569701 37:5.653926447067622 38:4.838457210126132 39:-7.322283840967139 40:-2.930506227631113 41:-1.490714424365193 42:1.362608506285672 43:0.2628088509033499 44:-8.210369664156012 45:1.723430662690399 46:6.025863496601316 47:-9.283609619064434 48:-4.086962812092972 49:-7.540308141923264 50:7.400530774436311 51:4.862321173425149 52:-3.382313856953499 53:6.632668099705917 54:-8.833244463353886 55:-2.156707506637974 56:-3.020201536774798 57:7.405595322388966 58:-8.351277299543382 59:-1.13344823118789 60:-6.94722982522868 61:6.900637188101713 62:-5.59189356119961 63:9.578876945049807 64:0.8958328723137907 65:0.3792664407463086 66:-2.002916913406772 67:-6.364189442422523 68:6.339982071300259 69:9.636888970764083 70:-3.164081779419397 71:0.1596038407271808 72:2.672229948996155 73:-1.068537760853536 74:4.607849748957018 75:-3.888271603437308 76:4.000191571924147 77:2.255282388743663 78:-9.574626757628211 79:2.953437315119135 80:5.154978137728969 81:-6.400928784900879 82:-4.265294070941579 83:3.190956681858109 84:6.919901055534713 85:8.5985497915793 86:7.097122175124202 87:-1.537416998733921 88:-9.528240656176473 89:-1.131641966763589 90:-8.012654283438019 91:-4.606328313065823 92:-6.719280649676342 93:9.410895921327565 94:-8.410195090890491 95:-8.480631117658593 96:-8.386252438753091 97:9.196797407392301 98:-7.68693804913663 99:-7.180492116170461 100:-2.279463734521662 101:4.089931540565217 102:-4.25635549893323 103:6.008604994194528 104:-7.756605903261473 105:-3.733566799472501 106:-8.664314174743787 107:2.556970749455324 108:-3.38649149172665 109:-9.947865600711125 110:4.336752781977839 111:7.647076595901142 112:4.929443679593676 113:9.387078186945592 114:-7.182516971783381 115:9.523693442917695 116:-8.706753425244624 117:-2.989812104530268 118:4.59404834773643 119:1.029006013610335 120:2.846009019700959 121:7.491727350623203 122:4.090172447150503 123:-10.02745238824474 124:-3.949490387368087 125:2.321247920974966 126:6.611125513824895 127:-8.247323122155089 128:-0.7036260162467166 129:5.702157852324981 130:4.138467915373943 131:-4.25133347679256 132:-2.416263982721784 133:9.901828896164872 134:0.4239370105153193 135:-4.455719870748485 136:7.214608104819581 137:-1.083748851944767 138:5.706755971369377 139:-8.416966402250827 140:1.282900420355936 141:-9.942206839385468 142:-6.881985033350236 143:6.465243239155913 144:3.716231239864919 145:0.4327105355562801 146:-6.969186582795332 147:-2.413535324150506 148:-6.978132395171838 149:-2.4167450671638 150:-2.117066575254401 151:-4.541669442491864 152:5.955182872967358 153:2.986536407138485 154:-6.035761267791166 155:-9.30108634465989 156:-7.670437073167768 157:6.82842718484468 158:-1.900970089192938 159:-4.64997281303046 160:0.9991433053901255 161:4.813436059367739 162:9.415867662857714 163:-8.59985044089237 164:1.199332977655343 165:9.796992747964421 166:1.124496590975761 167:-7.056504654394741 168:-2.664692405901352 169:4.190461029390301 170:-1.771670698157083 171:-10.63514800547413 172:-8.523388411667666 173:-7.489912624092669 174:6.558837403963276 175:-1.792739592077546 176:-7.814372461873779 177:9.409402435469042 178:-3.674520914546549 179:-3.795730359094934 180:-5.613950803376844 181:1.858108754202524 182:7.302907181078059 183:5.841903388001951 184:-0.4346099976633264 185:1.074853852372294 186:-3.381313878662894 187:-3.713313500138737 188:-3.126304105263307 189:10.35912014018087 190:7.809462288538531 191:-10.70396335726749 192:-1.553772253796568 193:7.68005033062771 194:-5.355580600032374 195:1.336203219528483 196:-8.617635100270553 197:-8.832220752932251 198:-7.580884115201635 199:-4.283602122250716 200:-5.888328046111794
+-1 1:3.013046346318122 2:5.294824262983871 3:6.975162346800872 4:8.500898551117571 5:-8.216699954958647 6:-1.447597944278814 7:-4.416300328543046 8:-0.5534473168916141 9:-5.816864828521414 10:-8.536520398725944 11:6.045735879688926 12:-6.074426263553762 13:-9.961205130495781 14:-4.756326016831496 15:-6.669196754369704 16:6.343250432841294 17:-2.936258407727776 18:4.223319887974197 19:0.6982641254400153 20:-1.507993370749578 21:-1.990459503088135 22:-7.69337906347399 23:-11.80984418835364 24:-4.057883133710011 25:-1.654159003907326 26:5.161089814247319 27:9.154003637699867 28:-0.01781092139201501 29:-6.607015397541657 30:8.271162225335328 31:-2.600154177657104 32:-0.7925065295005335 33:-11.09776595057992 34:2.221893186038016 35:-5.448059011390307 36:-1.712912306362005 37:5.218563514279253 38:3.909117533609093 39:0.7447580509533522 40:-9.132745930357116 41:-1.79449528389784 42:4.186088116183877 43:-5.693110939341976 44:8.856163234945932 45:10.14285251056045 46:-3.106593527850209 47:6.238612925884377 48:-9.206127543959283 49:-2.009542204445924 50:1.821315522073352 51:-3.821889515217854 52:8.359982804439134 53:6.402469870001569 54:-6.131213353258699 55:8.544113897072464 56:4.443674792185939 57:-1.363341981449816 58:6.945131340387309 59:3.84441463101416 60:-2.334844160169717 61:8.00300538360222 62:-1.06416533059234 63:-1.732044817454753 64:-2.385609969683798 65:-3.170500155651955 66:-4.905872953748186 67:-9.808572465137779 68:-10.32088365194055 69:8.606485884883408 70:6.624973329068029 71:8.349660294904549 72:7.991016019394188 73:0.7587281907925123 74:8.005450073598512 75:-0.3032821220686522 76:5.24563543092553 77:-2.841069693640081 78:-0.4642598001637392 79:7.620926720571741 80:9.802296494032056 81:-0.5343393306037986 82:0.6947588333409181 83:-7.405530675682465 84:-2.774112112876126 85:1.226605824074345 86:10.04904904931226 87:2.960310487109588 88:-4.660493515486039 89:-3.872390833666689 90:0.9399106256959766 91:-4.96519579610576 92:-6.13393789267694 93:1.399624528084024 94:-1.082458762668592 95:-3.932777570490271 96:3.140298506542042 97:8.46886896559003 98:-11.28468061847323 99:-5.579252631258797 100:-3.712264198364263 101:3.349028557300172 102:3.927887073214104 103:1.000441686356087 104:-3.060723104746968 105:-5.191211004398276 106:-2.413211438121289 107:2.033608755066865 108:0.07026245658616392 109:-1.860807902884536 110:-4.524734778460598 111:5.914227275676066 112:7.289531864632663 113:10.44897822273969 114:3.510610312279457 115:8.005796865578786 116:7.079148812072335 117:-8.803617958571706 118:3.54838519887603 119:8.543832616283773 120:0.523497248134747 121:3.424611254571916 122:-3.005304336160517 123:3.927402277027821 124:10.20246821592738 125:2.698558665667405 126:0.4717192496249018 127:7.56224486632802 128:8.453434024490891 129:7.282274720791087 130:1.246211403363641 131:0.4111208005311665 132:-3.018530092417635 133:-2.566986807177837 134:1.536017290829151 135:9.669847132639589 136:-7.256058034877051 137:-2.673001460615422 138:-5.384125032525824 139:-1.729451258381088 140:-0.00500385583044205 141:-2.442157777721398 142:5.242194455408912 143:-2.649541530889187 144:-5.7411193095745 145:-0.7862617262172222 146:-6.523794054101484 147:8.560870563614365 148:-4.269775198969292 149:5.119570965909345 150:6.463037518835421 151:5.806252821009353 152:-9.939067220958222 153:-5.318747699662588 154:2.926668728437589 155:5.674602009017867 156:0.571794335548043 157:-4.921445655367679 158:3.394438439027359 159:5.664906119536448 160:9.265727026328818 161:-2.457032801301676 162:-2.711414810681108 163:-5.083249195590737 164:9.796060742767683 165:4.567055325794033 166:5.08333758704894 167:8.829185698773813 168:0.3553038524794671 169:-5.090678032403609 170:1.26037133094468 171:4.435965418469102 172:-2.37827948960041 173:4.007670688368973 174:-8.519640107146138 175:2.160472296360137 176:4.673666036717691 177:6.568200359948913 178:4.222069497153649 179:-3.150067672183435 180:-1.190008947952092 181:0.5365212654928746 182:6.792021547206565 183:1.401026526112721 184:-4.744993226245807 185:-5.865901364594125 186:-4.948587112330739 187:-1.547010030013357 188:5.878660228025592 189:-9.981046305604579 190:2.627267235187423 191:-0.510212664508267 192:8.656473808411551 193:8.471125880562656 194:8.26979958049699 195:3.214016943151558 196:5.816810588303106 197:8.296685848684946 198:0.7750669022006482 199:1.651652803704041 200:-2.25666117111743
+-1 1:5.554470380133943 2:3.451507840712508 3:6.321965570296642 4:8.484019929858801 5:-9.104601717580362 6:-0.1888032343274796 7:-2.646992290163328 8:-2.851638297824826 9:-6.473547241254165 10:-4.613510318110175 11:7.674519054984861 12:-6.281469340815037 13:-8.419283661974188 14:-5.313315499996879 15:-4.20292084178346 16:3.416754711061299 17:-3.725127381510089 18:5.742852074212832 19:0.6289159825100897 20:-1.655699948232286 21:-1.800649414741663 22:-7.078705815918001 23:-9.609080649600926 24:-2.279648560970924 25:-1.460619359189566 26:4.612941135379788 27:8.843809294790487 28:-2.383226259283093 29:-9.218158441217886 30:8.149645136488511 31:-2.304582129601082 32:0.1534299980190967 33:-8.363239012575857 34:3.107673855415209 35:-3.240589029509012 36:-2.813518206554805 37:6.281628928259589 38:3.189905013627652 39:3.047638229696883 40:-9.423381214807032 41:-3.581890418089273 42:3.075649732216133 43:-6.745679102662424 44:9.422213457971555 45:7.778236276530775 46:-3.024837468137974 47:6.496988139583078 48:-7.172647653342377 49:-4.411727326010791 50:0.8222416867473907 51:-6.224417424914311 52:5.852462400820115 53:6.14897918266036 54:-7.079615882085583 55:8.066749894095954 56:5.322549327944243 57:-2.474500004587918 58:6.95351341248273 59:4.022697135463894 60:-2.821691298345323 61:6.024252654933208 62:-3.215305168852643 63:-4.360286975781854 64:-2.470293063438536 65:-1.722608361660124 66:-3.515544919538955 67:-8.844736601297992 68:-9.578884970615873 69:10.29150986721237 70:7.746353034103672 71:7.764164666149544 72:6.983154074621254 73:0.08799906167512389 74:7.23830399215131 75:0.7801424599450302 76:6.257525076963595 77:-1.885323670802058 78:-3.245340881102705 79:9.443579831004472 80:8.360954472145892 81:1.732222134183246 82:0.3066221519467429 83:-7.989344839675351 84:0.4286343750171393 85:0.0522062712912218 86:7.488988396962967 87:2.457020896524283 88:-4.905083422155668 89:-5.195059561915171 90:2.235649755710022 91:-4.548354195699446 92:-5.274044378281805 93:0.7169857510271205 94:-2.171297813324466 95:-4.425187167441234 96:5.556204530336932 97:5.600850293723681 98:-9.513643148838888 99:-4.994402588306085 100:-3.127371995479181 101:4.478696230889318 102:4.603603171011221 103:-0.01726933148728749 104:-4.088427580460133 105:-5.186385527323798 106:-1.872943362477397 107:3.646190622823907 108:0.159625957490468 109:-1.837317618157372 110:-1.884103454637115 111:6.568937171057973 112:6.805542595683646 113:8.560567351520172 114:1.231481146745989 115:9.157811157586462 116:9.331351546309401 117:-10.21036038338567 118:0.9866165955234387 119:7.69211522445442 120:-0.7661832444701222 121:1.861871531825865 122:-4.349250526778959 123:1.286027816891034 124:9.470230220702465 125:3.422484409137771 126:1.091899753028086 127:7.067807581175732 128:10.15046230274207 129:6.988084574269648 130:2.138450946147197 131:-0.9294081093360718 132:0.3937469950996058 133:-2.688018716188246 134:1.571076747916755 135:8.362898766400477 136:-6.808733615939762 137:-1.456135864635868 138:-3.790944628602496 139:-3.430362586982848 140:-1.919417959083653 141:-2.414618672780986 142:4.273879625504912 143:-3.154867746549812 144:-2.347032791488397 145:-0.2022948001141697 146:-6.231234450691595 147:6.284023763725421 148:-3.215573851578919 149:7.305449117293197 150:6.058123154136843 151:8.09728278369918 152:-11.19473249982245 153:-4.038738323412034 154:3.237585603347866 155:6.724343287980057 156:0.07041876550371584 157:-4.975193220086261 158:1.423361929721458 159:4.179353740957938 160:6.666367876341935 161:-3.709263765635475 162:-1.852625672378383 163:-7.914473318389335 164:6.452877564929262 165:5.477461953485542 166:6.423795929316423 167:9.987637476744784 168:1.512939836444962 169:-6.956914983486977 170:4.320704387133742 171:0.3059512339894477 172:-0.7189137999517743 173:2.941579109586819 174:-7.446543550230343 175:2.447462028585829 176:3.381762853666405 177:4.483539183142932 178:2.415252380905291 179:-3.722207764317916 180:-1.34089228080599 181:2.100963823420932 182:5.695776497001251 183:4.254712763267242 184:-4.995137668918351 185:-6.869269999504731 186:-7.215093108994684 187:-0.9082654447704914 188:4.195789991646842 189:-11.09857168971761 190:0.5011841886375172 191:0.6828335180955996 192:8.438428304029088 193:8.306828654350717 194:7.033448287419473 195:1.587285295868931 196:3.394788322306249 197:9.014276799070453 198:2.038343615857973 199:0.9007183354153702 200:-1.45593831286394
+-1 1:3.621340104227939 2:5.067106463412258 3:7.011573554968387 4:8.975441750557325 5:-7.122263416078217 6:-2.143531767449542 7:-2.849298619798401 8:-1.456480633155015 9:-7.063994570168586 10:-5.71632787881665 11:6.832152675602681 12:-6.407887615515075 13:-8.158007168967909 14:-4.912223012129398 15:-8.840657240287513 16:6.423718487999368 17:-4.13489878175816 18:6.72387898133316 19:-0.3001974718321117 20:-2.669024338411851 21:-0.1543174903150726 22:-8.479229839709021 23:-10.42689085349479 24:-3.313731645763239 25:-3.302679022690139 26:3.504739136011469 27:7.492801849548196 28:-1.825862637683618 29:-8.183049424795062 30:7.488141967454226 31:-1.341515758328103 32:-1.616283194983992 33:-11.74247950888613 34:2.540825334953281 35:-2.516399488454447 36:-2.898132501339094 37:5.662273424700717 38:4.627086706887125 39:1.143048555476234 40:-8.666108929741897 41:-0.9948169078990297 42:4.702216046220338 43:-6.869471537252513 44:11.00483563064444 45:7.503597885721248 46:-1.355622009574595 47:6.319540541678701 48:-8.400793262586433 49:-2.795889899446457 50:1.572009202164959 51:-8.277489512843259 52:3.785611363041594 53:4.407905485576933 54:-7.631950424845024 55:8.756739443800486 56:4.663637310297579 57:-2.457319894987918 58:7.130705434173437 59:2.342602002095858 60:-2.411709295721804 61:5.849096564233255 62:0.7022894102590722 63:-3.187188026306648 64:-1.333114943808623 65:-1.485767593193495 66:-4.132262509969831 67:-10.51115721902654 68:-8.634956562205103 69:8.118479514842669 70:8.300353967850086 71:8.750865589095124 72:9.163750578558373 73:-0.4580307993541315 74:5.540456425962476 75:0.1213198028834578 76:3.870661894435295 77:-2.826629255952523 78:-2.48042276793598 79:7.304962452873183 80:9.659889016144779 81:0.1024054856594721 82:1.140200391398881 83:-8.83395841302999 84:-1.065740613973775 85:-0.487086319977871 86:6.090834010311177 87:1.646928581847036 88:-5.072850809611801 89:-3.371575254073431 90:1.275877446614365 91:-5.452784480696703 92:-5.266384517716998 93:1.565331015719548 94:-2.553760235685519 95:-4.533972921231349 96:4.91631606883306 97:7.695481595264647 98:-10.92602015830392 99:-3.477915493268214 100:-0.8286987106239758 101:2.565199833201794 102:3.804561522479394 103:0.3811793378706779 104:-2.067406298931401 105:-5.977735325810071 106:-1.066058831635257 107:1.977109922793657 108:-0.6727140699516843 109:-0.1074962331675355 110:-1.299093152186028 111:6.275944056109367 112:8.788699770800974 113:9.704671608570482 114:1.701274920632681 115:8.749708640883659 116:8.275907741015345 117:-7.346374056865089 118:2.042988437889687 119:6.854022982197407 120:-1.350348704771704 121:3.2138609983244 122:-3.828384579242327 123:2.860763323853217 124:9.837895382070098 125:4.628170731371175 126:-0.48989071325722 127:8.870756616888055 128:10.24858655077 129:4.182589532707736 130:0.4487278098916387 131:1.729676991154112 132:-1.575445429705823 133:-1.425991635255983 134:2.247811765523587 135:9.998051316648926 136:-6.769595809496403 137:-3.153189333512345 138:-4.367107562119692 139:-5.05247023728546 140:-2.161188682594527 141:-5.312410251175708 142:6.001648007753255 143:-2.617224459713404 144:-4.455263414723617 145:-0.09660798549322164 146:-6.868205770647831 147:7.76923986615934 148:-1.047879774217352 149:6.156095138463803 150:5.87776801291564 151:6.555003802197819 152:-10.37677405630379 153:-3.317808509223784 154:3.933755368600884 155:4.98868864886246 156:2.165373329660002 157:-4.948686602277126 158:5.042996453858189 159:4.849059517767052 160:8.534592159162646 161:-3.837350447332379 162:-1.924414908087332 163:-6.890713906853393 164:7.062558542086963 165:5.216857545558548 166:3.809332534973277 167:8.122389764950308 168:0.6516385205206359 169:-5.661401361841202 170:2.630202750343852 171:2.11917004878062 172:-1.89932348731348 173:4.392830242151143 174:-8.466461277936256 175:2.376744590981847 176:3.750174814262964 177:5.942467391680169 178:1.383208826261765 179:-3.297477561443214 180:-0.3876361743233917 181:-2.001290255903871 182:6.618822365044596 183:5.302773840454449 184:-4.468419735616258 185:-6.225811350467923 186:-7.362755494872831 187:-3.402060435390953 188:3.741056334370467 189:-10.9180251270266 190:2.927276234382834 191:-0.1334052646067838 192:9.058874486958819 193:10.00454158296523 194:6.451843074885821 195:2.922837330790486 196:3.811044675757985 197:8.767587659014151 198:1.957932809580122 199:3.564001027461786 200:-2.927545159281569
+1 1:9.243703712336352 2:-2.667355997373528 3:-3.289142656208213 4:-2.749323600498594 5:3.574475826834828 6:9.636939182630154 7:-9.188732680069499 8:-4.647511111753547 9:5.157827972769524 10:5.10903336544646 11:-8.7250151043736 12:2.795305136308612 13:-6.85394290199564 14:-10.38404047334505 15:-6.134207851834169 16:4.536096780621844 17:6.904279185966191 18:2.432656515903407 19:-8.144182685252289 20:-0.3650223806123662 21:-0.3230686592703909 22:2.684997564888469 23:-9.288055157145331 24:9.692992504948645 25:0.8446145630523458 26:3.465429260986459 27:0.6274748880524934 28:-2.110174028749741 29:6.05352394974657 30:7.71878529996814 31:7.788825589170596 32:4.64340070742959 33:5.006986137310543 34:5.936103354450699 35:5.762365410996056 36:4.563764715926057 37:4.670240601886961 38:6.59848292174974 39:-8.3685405764588 40:-2.927590242376443 41:-1.358852225005608 42:0.4223437653750893 43:-1.930125764205364 44:-8.539589510336167 45:2.654421434067431 46:6.596014373774984 47:-8.350468266733586 48:-4.771279391583792 49:-7.064067549767825 50:6.967343622214575 51:3.369092528282476 52:-3.249280196284063 53:8.533774139528706 54:-8.329264506680044 55:-2.13310112819769 56:-3.058093698123543 57:7.993262918397683 58:-7.584931479559728 59:-1.409840734596105 60:-6.694705585929789 61:6.993703776129581 62:-3.526183092574835 63:7.836477393206298 64:-1.029010169231839 65:2.370992884039664 66:-2.382641594463837 67:-6.485925471742185 68:7.189942981016046 69:9.445168426022008 70:-3.568333558505876 71:3.950355342896021 72:2.923638447271867 73:-0.6924531214037843 74:5.495787896962764 75:-3.689504324685576 76:3.031156247101696 77:1.168307666873674 78:-10.00665175501396 79:0.8780152065049027 80:6.130788386116993 81:-4.621598497304139 82:-2.736610764541661 83:4.005394718268796 84:5.995441704976134 85:8.235344062109707 86:5.858144287879878 87:-3.73168387580407 88:-9.478281306856388 89:-1.03001471515833 90:-5.999715617937584 91:-3.962831526568529 92:-8.415956897193398 93:9.493492498249902 94:-8.905158474137712 95:-3.273495519118253 96:-7.646169365538922 97:7.92138177577236 98:-7.907490302443652 99:-7.322367533749817 100:-0.6088619993221012 101:6.486823748928751 102:-4.573683329949232 103:8.090054739401458 104:-6.260838124532496 105:-6.79602344312395 106:-7.943239374456995 107:2.103807811456991 108:-6.450466278454979 109:-9.892578845654459 110:5.940465483831894 111:7.263609036463686 112:6.412676217508611 113:9.461844895542056 114:-7.151524282914631 115:11.30793740865194 116:-9.639706862181168 117:-3.464875737033779 118:3.461349097900813 119:2.074404954539284 120:2.326634097504985 121:8.047624177240674 122:2.923972672302881 123:-8.577325680789874 124:-2.274095547419535 125:3.160496839851321 126:7.704852579070872 127:-9.375587084917875 128:-0.2454671518891824 129:5.95154943894124 130:5.662635136576303 131:-3.976661228419417 132:-3.801349553053289 133:9.588995820887449 134:0.07650311196613513 135:-3.614971122562027 136:6.369726339092666 137:-4.361592799400595 138:7.951246405085774 139:-7.616435716255853 140:2.72924251834321 141:-9.87863600347932 142:-8.46698481036508 143:4.661006357989809 144:3.825738092819865 145:1.011572094329737 146:-5.072450113989142 147:-3.08454078349051 148:-8.775486620486628 149:-0.6413267958740073 150:-2.205027551154338 151:-3.840345628519214 152:4.238132626722021 153:4.251096506285963 154:-4.707364265625384 155:-8.072573342524825 156:-7.696823906300928 157:6.992688818089881 158:-0.9104096531943457 159:-2.909442437383765 160:1.98537745683504 161:4.244446922617578 162:6.715384660439564 163:-10.80709313535552 164:2.223163935951495 165:8.758261895987426 166:0.9687949311981647 167:-3.613601026959568 168:-7.189015158959281 169:4.415333011849157 170:-1.38669509875367 171:-10.56439987468194 172:-9.269504974359037 173:-7.689572314102829 174:7.562479731379033 175:-2.902709724303989 176:-5.363111591429613 177:9.147486941724173 178:-4.573200839025358 179:-4.315251549880637 180:-5.795018271570685 181:2.064176898798169 182:6.986201467813811 183:4.168938814928029 184:1.143328611252873 185:2.320854044130082 186:-4.567942880923084 187:-5.3245163832814 188:-1.419965346055494 189:9.102881454569882 190:7.286885726312428 191:-11.67860775275913 192:-4.557339797342554 193:7.765545053377711 194:-6.975932699960818 195:1.644554657430226 196:-7.666741806517747 197:-8.917871985624211 198:-7.900699420379079 199:-5.278597467468851 200:-7.516008221080288
+1 1:8.005901856331342 2:-4.913343853599303 3:-5.736768010331632 4:-3.916391673429227 5:3.111592618938187 6:9.649751113315645 7:-8.50965927509756 8:-4.217418538021258 9:6.818198219057385 10:5.689069036270231 11:-8.501243247945469 12:1.900288212060347 13:-8.041935464415834 14:-8.772456832874038 15:-5.058524032164811 16:3.940694717182383 17:5.231139007345718 18:1.304367176733275 19:-4.638947121140196 20:0.01245767440249135 21:-1.450912537178783 22:2.040244173398001 23:-8.128266878939526 24:7.7215054146664 25:0.7807694510240336 26:4.33320304222889 27:1.111350480024673 28:-1.944083936261854 29:5.7496292985093 30:6.695093924637619 31:6.652446283605113 32:3.481673603151452 33:6.517270200716003 34:4.8386059572078 35:4.710908294475945 36:4.867824645133608 37:5.657084217507579 38:5.110743679181811 39:-7.956541327573492 40:-3.617583763552888 41:-1.438268156562615 42:1.284696568733042 43:-1.786087361615625 44:-7.895957614110794 45:1.335420976060914 46:6.270425727192993 47:-9.7878356351262 48:-6.8479985409787 49:-8.583996863253926 50:8.076561756681215 51:2.730529531480422 52:-3.772443788622046 53:8.68324152168397 54:-10.24676464115788 55:-1.906244789372078 56:-4.717946490207063 57:7.57074881960003 58:-7.275613404511712 59:-1.189026247346272 60:-7.171626074510646 61:6.147193152337669 62:-5.273685443831209 63:10.25607974066351 64:0.8664808397173205 65:1.713255560895226 66:-0.6862023042236014 67:-5.735704313817247 68:6.865910071571967 69:8.392077741160897 70:-3.892152427488194 71:-0.06868710577900006 72:2.465172979385069 73:0.0927297486903591 74:6.574182849295025 75:-3.772717794830909 76:2.900246747007321 77:2.526821431141833 78:-7.724125088716869 79:0.8903613049283219 80:7.060635910374287 81:-4.682609343338436 82:-3.702603156349634 83:1.207217112170116 84:6.872993507619353 85:6.071727832329808 86:5.07722788325739 87:-2.280063060173023 88:-8.650981255908043 89:-2.351799365861578 90:-8.817952817503139 91:-5.119912292118353 92:-5.912058778593863 93:8.390556183236251 94:-8.867595698496366 95:-4.223333278701989 96:-7.487358183445348 97:8.20590340051417 98:-7.091865394270041 99:-7.810015119988154 100:0.0230551210345562 101:5.215903332218375 102:-5.013467973104988 103:6.394389757366084 104:-5.961478126556879 105:-7.099692143461502 106:-8.693334536023025 107:1.882736948602962 108:-4.251843689768505 109:-8.884448741287851 110:4.835013230671351 111:9.102414167686225 112:5.61747276349523 113:8.449239901948367 114:-6.18535880617741 115:10.01821784618338 116:-6.875105581223138 117:-5.612002288315061 118:3.513763033914157 119:2.349527315828177 120:2.80122959598129 121:9.554320068585007 122:2.725390075636068 123:-6.901417149165776 124:-2.800272815547529 125:5.116550527870515 126:7.119561668634153 127:-8.66529644150296 128:-1.622604158517817 129:6.300784172465354 130:5.182871311809721 131:-5.655600480028722 132:-1.462853856622831 133:9.999382519082539 134:-0.4312913236725479 135:-3.181851904763504 136:8.166071503022359 137:-1.70589022174285 138:5.382792871931112 139:-9.015893041333493 140:1.31662297913853 141:-9.357554922440945 142:-8.212843008614337 143:6.303541433115763 144:2.448255252931831 145:1.411653432936359 146:-7.195214226633516 147:-1.381173519999861 148:-8.987753803930486 149:-2.194330520504576 150:-0.9793899817389965 151:-2.600047634564726 152:5.326888238228738 153:2.295265461022152 154:-5.701966683419901 155:-9.283467886497144 156:-6.695258807874864 157:7.060318700542004 158:-3.171102207035794 159:-3.617425767899208 160:2.632996950960735 161:5.241665085130953 162:6.37953612760304 163:-8.956957659668715 164:2.684426348878039 165:8.625258048355711 166:-0.7816418424940741 167:-5.085639782845239 168:-6.542975852240284 169:3.439711608710977 170:-3.229042721902929 171:-10.06677582705435 172:-9.76321466690805 173:-6.339198256399205 174:6.409201959257284 175:-2.456496109761672 176:-6.025213122875821 177:4.928531909018753 178:-2.227858646966196 179:-4.578744119523194 180:-4.069180516051601 181:1.135103991826689 182:6.613745703622508 183:3.675023026823834 184:-1.877773105723129 185:3.053253603580958 186:-5.339080165179645 187:-5.627821412461077 188:-2.127075978658814 189:9.589981453717282 190:5.918411892731717 191:-10.02747350775358 192:-1.285725086704326 193:7.394712383365443 194:-6.306921167310575 195:-0.454309290907674 196:-7.345989128414497 197:-9.393104522116841 198:-8.642142154383679 199:-3.701893223899281 200:-7.006421607899171
+-1 1:3.933856926471602 2:3.476316965292044 3:8.243511470327926 4:11.29701310614769 5:-7.362719800975547 6:-1.895869388799292 7:-3.179812519434028 8:-3.219914206265835 9:-7.438652064392918 10:-6.735150082137668 11:7.146583756935515 12:-5.527839375982412 13:-7.675889257001963 14:-3.100104629504286 15:-8.843617892080557 16:4.403346783375369 17:-4.593754147844859 18:6.601527292193627 19:-0.2908880324911053 20:-0.7059190881629518 21:-2.129382637761288 22:-7.295560790556643 23:-9.087810619042799 24:-3.964577959807107 25:-2.812582131155179 26:3.426957077368542 27:9.067083231588608 28:-0.07734514357002265 29:-10.15661517456953 30:8.362161654396942 31:-0.7686777147694446 32:-0.9017887621311104 33:-10.10718622350449 34:3.922769559767922 35:-5.569749766812433 36:-1.778853811652637 37:4.181872844423591 38:5.172714829501128 39:2.017214370952159 40:-9.513519366788392 41:-2.804072848459453 42:4.684055799929601 43:-7.558102216680433 44:10.2309222928135 45:9.051470144212864 46:-2.753688722219415 47:7.666199665670222 48:-6.503284295047895 49:-3.052879475205942 50:2.307550205075507 51:-8.092425792913481 52:5.950574061249409 53:4.599759756273805 54:-6.786475370450272 55:6.934824098017413 56:3.963584744875013 57:-3.324369456684209 58:8.163389094077605 59:3.136648774185166 60:-3.635216466074431 61:5.628013642358141 62:-1.338543089785583 63:-4.691916846178749 64:-2.505693918247325 65:-4.214538351440076 66:-4.634614583410804 67:-9.811276264029191 68:-8.663596963947457 69:9.318157334808163 70:7.657093160899745 71:8.690445909649007 72:9.48101351407195 73:-2.136985837729272 74:7.087032453731395 75:1.399371980128818 76:4.9790379005618 77:-2.964515657659194 78:-2.272672299314452 79:8.778949690670698 80:10.24858110545633 81:-1.156368335874745 82:0.9911205176076106 83:-8.696061136522351 84:-1.541662068496394 85:0.6742761931679464 86:7.228435537842446 87:2.64181548537332 88:-4.810949718647758 89:-3.884340354869415 90:0.08489282299087542 91:-5.653054014635181 92:-4.378381371925751 93:0.8216089706239911 94:-2.253464781850942 95:-4.191360424214129 96:6.342434802030647 97:6.146021542651137 98:-8.916813160351101 99:-6.606137257917117 100:-4.419983302856827 101:2.755023877242652 102:4.617836123677277 103:0.06945340292425783 104:-2.841045544302633 105:-7.406134414570595 106:-2.727963715893163 107:2.975441115449805 108:-1.408217431277882 109:-1.946438747487745 110:-1.993393519438782 111:5.38242959161979 112:9.066576692754952 113:9.211061521025512 114:3.210005515325148 115:8.938583675552811 116:8.15520332972266 117:-9.199945044305213 118:2.24110996501501 119:7.425714002784425 120:0.2599081593906609 121:2.003074257934204 122:-1.877657011701994 123:3.267055809570221 124:9.572411482503796 125:3.978636854006147 126:-0.8036696734524613 127:7.764470872849944 128:7.873646174152522 129:5.267782833461721 130:-0.4991368183782174 131:-0.1560666963731043 132:-1.613742506974248 133:-2.846067784745656 134:2.400736858840258 135:10.07450628584522 136:-9.748765355886865 137:-3.279080064972951 138:-5.112285472009078 139:-2.914263635510177 140:0.1336906778750759 141:-2.721513659009648 142:4.191619448205592 143:-3.974244281427371 144:-4.27839698352014 145:-0.04335476541861844 146:-7.61881375986647 147:8.071183196892758 148:-1.707282693524742 149:4.88938910127934 150:5.763914255140667 151:7.39139665798169 152:-9.359882960235431 153:-4.62834256257996 154:3.274877606334085 155:5.642630516093569 156:1.075603357506317 157:-4.638876309674142 158:1.700538656689788 159:4.808173199915629 160:5.537227212905066 161:-4.506888660628617 162:-2.746006333654315 163:-7.096490049518904 164:8.242163304389953 165:6.034800399695699 166:7.26295030817131 167:6.573480412037108 168:2.479622482480132 169:-6.705990779095612 170:3.292612110029888 171:1.290199460087519 172:-0.6012250050497652 173:4.846088609151092 174:-6.070132331986433 175:1.261113707903272 176:3.682009486549701 177:4.83084676189859 178:2.889975756564156 179:-3.540424352208639 180:0.1973050246362746 181:0.2820465600446268 182:7.675496479126022 183:1.871520976068463 184:-6.433605383029684 185:-7.217371662701088 186:-6.419526578775953 187:-2.356374510557067 188:2.789379237881347 189:-9.838332851253188 190:3.692971056718198 191:0.07553113135546963 192:10.04476506786457 193:10.61122086062517 194:7.932242093295907 195:3.000286615529468 196:6.359947644348932 197:8.389451852734927 198:0.6342913538056938 199:2.410087556223383 200:-2.831196602125844
+1 1:8.207747289466573 2:-4.142878551607473 3:-5.391237327622714 4:-3.040812632977577 5:5.592759332903142 6:10.99668800370164 7:-8.822138649087279 8:-7.404531095363331 9:6.604110729883574 10:6.126423450471757 11:-7.632672985402873 12:4.955462978961265 13:-7.070618896106166 14:-9.342466500530708 15:-3.818325907515165 16:3.303853471232721 17:6.065000631756909 18:0.6344288703729213 19:-6.620485075063198 20:-2.575572640880277 21:-2.42182131126111 22:1.950307148421825 23:-6.052522633456229 24:10.03337725282372 25:0.1268330624101008 26:2.914496509911441 27:0.5042556687100127 28:-3.043366649053338 29:4.733222273812939 30:5.889330555081801 31:6.747935617690854 32:5.204965142981589 33:6.226981241613966 34:4.416550171852184 35:6.729931003778163 36:4.761687263977383 37:6.415602629385838 38:4.48009129843004 39:-6.898092785488949 40:-5.233375068102093 41:-2.672949177357544 42:0.8909397294716598 43:-3.179740597278827 44:-9.138584084316548 45:2.188908273331789 46:6.188502121967598 47:-10.9652175168993 48:-4.283668887206344 49:-8.061590087905641 50:8.864378268854706 51:3.733249039624313 52:-2.032036370538457 53:7.296836384965844 54:-8.726479761925443 55:-2.58376476341337 56:-2.472166356555556 57:6.56237006424832 58:-8.371731251011258 59:-0.8393898694233519 60:-7.401784544505388 61:6.555917875288412 62:-5.317976441490202 63:10.86012170864819 64:2.632782293490152 65:1.214936092453151 66:-2.120438891575311 67:-3.272009495633386 68:8.748677566646469 69:8.106725526375692 70:-4.086043184962197 71:0.6133191813646055 72:3.377773670404525 73:-1.182726517734662 74:4.07132217896616 75:-3.922282026692179 76:3.006435479316037 77:1.982574243931146 78:-10.73785106723832 79:1.254762045882616 80:6.475866045785066 81:-6.652171682961104 82:-2.366125679557387 83:1.776110928291039 84:5.516982362359098 85:6.689307417277796 86:8.311856796146829 87:-3.674363352377226 88:-8.922499431513771 89:-0.9985941242277777 90:-7.644078801432862 91:-4.868332708832272 92:-6.171950365383697 93:8.561528137263254 94:-8.731934037208653 95:-4.066891159933037 96:-7.066749169255568 97:10.1220635310455 98:-7.149924405950479 99:-6.81620156594587 100:-1.020419571392149 101:4.838360380508007 102:-3.811986377298928 103:7.573614250698365 104:-5.978671891357649 105:-5.876417298713546 106:-8.063161922733808 107:1.117542089665757 108:-0.9399851234234022 109:-11.00353606372366 110:4.124647887650998 111:9.419468003219265 112:6.477319025429184 113:8.27743727553214 114:-6.632532212581895 115:7.991907950580221 116:-7.284171822096955 117:-3.923178328778793 118:4.709693088621494 119:2.658994208158286 120:3.270527149308071 121:9.425815465109556 122:4.492008554936202 123:-6.952242310323685 124:-2.564520331855653 125:5.533538579603863 126:6.296863129886479 127:-6.351836014243135 128:-1.646293331458526 129:6.230499673890093 130:4.469185862007866 131:-5.054786051420884 132:-3.195012913839843 133:9.328262945943059 134:1.079244673458437 135:-4.424485975591961 136:7.249379678948951 137:-2.211704530683114 138:7.335269469096131 139:-9.713100663443022 140:0.6483963003044941 141:-9.37499971699075 142:-7.310847350946274 143:5.391285311165086 144:3.814073919343538 145:2.427107303819785 146:-4.966443319067988 147:-1.847718710608265 148:-8.675150673719637 149:-2.47018687451211 150:-0.7118624328334863 151:-2.514128977681661 152:5.372864575229611 153:3.792202141976498 154:-4.970528255817136 155:-9.847120199466712 156:-6.014955041767712 157:7.806422569591679 158:-4.271419185063953 159:-3.523163132719545 160:1.473159259788901 161:5.305327539105098 162:8.092919376939859 163:-8.148920774294098 164:2.483278287194131 165:8.017971263868064 166:2.090255277880161 167:-4.877776619223935 168:-4.254404558910014 169:4.674754203782758 170:-2.68977443229538 171:-8.405944640906505 172:-9.090266906229408 173:-6.242978964265581 174:7.482639003885121 175:-4.02629610405847 176:-6.53319655535909 177:7.561511231655471 178:-2.919646202907372 179:-2.87751730899497 180:-4.197628864264022 181:1.58657594211823 182:6.79887133428441 183:4.665910938940575 184:-2.721065289636816 185:2.712905382194008 186:-5.57708115740397 187:-4.736608261762272 188:0.875967224344663 189:10.45648802443351 190:8.339355117985168 191:-9.821954518264189 192:-1.27305643747097 193:5.295529094051893 194:-7.654383270891407 195:2.11584500589141 196:-7.999433355013207 197:-10.14108136217549 198:-6.00300192717029 199:-5.186984744265821 200:-7.151138736286252
+1 1:6.904271179946973 2:-4.976607017059076 3:-4.299128804026411 4:-3.086205078001674 5:4.327042389560444 6:11.9906425538328 7:-9.861529380477572 8:-6.81894580894047 9:8.761856827310737 10:3.903776608591739 11:-8.196110145260048 12:3.757430753983728 13:-9.342480659565972 14:-12.62731825953466 15:-4.671456067492432 16:3.792365466057633 17:4.962534964602732 18:2.822815724358739 19:-7.062819737119353 20:-0.8980840507335546 21:-1.880177692135701 22:1.779090346987144 23:-6.67990066926596 24:8.393848826820147 25:-0.4167425648505707 26:3.943233556552868 27:1.151746435992445 28:-2.016017523739958 29:5.421589895872046 30:7.42008145375015 31:5.660676381432633 32:4.046593878178668 33:6.597650876502119 34:4.933624423511127 35:6.332598279845773 36:4.488171332128029 37:6.274363887262661 38:7.187549247414038 39:-6.92213011894715 40:-4.313286914047552 41:-2.067462378865806 42:-0.1478830912350417 43:0.9707262673158139 44:-8.31830593645161 45:0.4375053419351678 46:7.874439479033027 47:-8.625721116041685 48:-4.063733254116356 49:-7.781702738974049 50:7.689774398566567 51:4.896580182479479 52:-2.45297740853564 53:6.215168721927179 54:-8.19035636145823 55:-2.480306308676 56:-3.629344845998998 57:8.702712179509913 58:-8.213075425445631 59:-0.566468561949467 60:-6.073587938487838 61:6.943174008103932 62:-5.726821176159655 63:10.8648797332814 64:-0.1126980293804362 65:1.37070203136967 66:-2.789252012283868 67:-5.696154829932949 68:6.660777427530262 69:9.274270036888208 70:-3.593153031506386 71:0.9638546701540279 72:2.069341857975627 73:0.8644710577141184 74:5.890200723264037 75:-3.587678877896254 76:1.63956896370505 77:1.822868463041723 78:-8.21945341297746 79:2.72844833927926 80:6.094549374643639 81:-5.458004041166321 82:-2.601131195064082 83:1.715742573401789 84:6.285869194456071 85:7.815062566146635 86:5.5537084507256 87:-3.46937868520007 88:-6.35055649504419 89:-1.55648442461491 90:-5.087005590196436 91:-3.355721241696797 92:-7.643500967181416 93:8.461311462311183 94:-8.154304971526926 95:-3.710869509744343 96:-7.870484943060181 97:9.87928320096953 98:-7.065263155966544 99:-7.091685007495935 100:-0.2893413323438464 101:5.046128626545403 102:-3.971954082793085 103:5.498312967153226 104:-7.826456792060453 105:-6.200031425223393 106:-6.840864768895209 107:-0.07045724759894822 108:-3.632311010392515 109:-8.836553812684658 110:6.589694273563032 111:7.840214550401437 112:7.045726529173607 113:8.796110428139135 114:-3.520448955753374 115:8.242729375126327 116:-7.184048924229156 117:-4.321343027782324 118:4.307551916779653 119:-0.4366887537800093 120:1.567110333323433 121:8.597275278269326 122:3.208268794503701 123:-9.447079518548378 124:-4.021119385704216 125:3.555437116005268 126:8.677770716365364 127:-8.888048289917471 128:-0.7127129687046661 129:4.542735819032261 130:5.320237361574339 131:-3.622679413091645 132:-2.914365969806615 133:9.578466430785369 134:0.9118380892551496 135:-3.496640959202328 136:5.855122170080965 137:-2.978045116882004 138:6.274109971473841 139:-9.334952858404842 140:-0.7176357815133954 141:-11.29946930564083 142:-7.156330668165616 143:7.8262710429807 144:3.232145634036022 145:2.223783222015225 146:-4.255393917373059 147:-1.036873901162794 148:-7.951440391427723 149:-2.473411724699597 150:-0.4346502422457512 151:-2.685550804441403 152:5.557605678952539 153:3.255643810843882 154:-3.42977814982339 155:-10.8194159378067 156:-5.292759928371733 157:7.640074036705965 158:-1.268373189934404 159:-3.43683005194289 160:2.565474654443185 161:4.203612950139177 162:7.612576060509873 163:-10.51060818369159 164:2.853076225817627 165:7.817455807114996 166:1.716731296642186 167:-5.232555903961977 168:-5.438688227792471 169:4.623312482347053 170:-3.523493431798573 171:-7.549631467129448 172:-7.010011493232829 173:-7.096662984943717 174:7.833277587754465 175:-4.32438215735079 176:-3.764674256486842 177:6.03179256809417 178:-3.815448811050099 179:-3.241147930932426 180:-3.147021225761016 181:2.893720495071343 182:6.779780140137561 183:6.447863973983197 184:-3.007625130753541 185:2.247279901733687 186:-4.264159761376827 187:-6.371835652660423 188:-1.421313094723096 189:9.400871547752535 190:7.439142275699467 191:-8.89415616897246 192:-1.334658330660092 193:4.812418696370465 194:-7.452973577298541 195:1.915508014429533 196:-6.276226620170236 197:-9.114737869212696 198:-9.038108640911224 199:-5.797635728822668 200:-6.547358119005787
+-1 1:4.110892194853396 2:4.223791559258699 3:5.932297806977064 4:10.36484703225726 5:-8.264277245968472 6:0.7269911196020272 7:-3.075188235709087 8:-2.803253479383891 9:-6.90500951349377 10:-6.698580984622987 11:5.393394451408994 12:-4.806320890313662 13:-9.072683726952043 14:-4.075650579172091 15:-7.463697264665178 16:3.010530119385193 17:-3.70758642049313 18:4.783441368425139 19:-0.6851175402296706 20:-4.042610392636239 21:-1.288909179055733 22:-9.356477725704892 23:-9.209243064991369 24:-4.062144933330569 25:-0.7243495999156937 26:3.374949323051445 27:9.659874460144717 28:-3.221039399690799 29:-9.925849023354109 30:6.497509270882543 31:-0.8670885481169972 32:-0.9092406570123067 33:-9.017005746332165 34:4.299425564681579 35:-3.703503318689608 36:-2.59366902972564 37:7.070262805990856 38:3.516429906844694 39:1.831288948471278 40:-6.363416447925891 41:-3.851914407903867 42:3.904002652573008 43:-7.603150134778637 44:7.746895404555828 45:8.11164741153876 46:-2.684669042143649 47:8.001818924711531 48:-7.350183434603676 49:-3.302110558365908 50:-0.871555459377809 51:-7.842716254313718 52:7.269198797861609 53:7.988336809085272 54:-7.608118072834159 55:7.107899754408789 56:3.182680352359857 57:-1.516677673764031 58:7.255673505962561 59:3.249837160818728 60:-3.779297360232481 61:6.417828894827709 62:-2.738188993997933 63:-2.991480522416655 64:-1.820765688621846 65:-2.749226203589438 66:-5.283438999571999 67:-9.609540426575732 68:-9.324484849265174 69:6.837434777962728 70:8.592594453001244 71:9.971454455108223 72:8.204070988549507 73:-0.2786531822890779 74:8.542119351216476 75:-0.7316710834530363 76:6.748582204702367 77:-1.803999950730468 78:-2.966673621559642 79:8.501442282736871 80:8.389811026548292 81:-2.476551675795005 82:2.917576038353987 83:-10.42928888401352 84:-1.993701013716367 85:-0.4965058783512684 86:8.035230160659722 87:1.896707411625572 88:-3.16635924449559 89:-4.244086069212779 90:0.8807198055380862 91:-3.934843538040524 92:-6.127966434546513 93:-0.8594145574836975 94:-2.401811525650652 95:-5.744259490328797 96:3.519856002267329 97:6.946005395853465 98:-9.274761135811458 99:-3.914391832097133 100:-2.921657832834108 101:3.082927218032868 102:4.617201909801407 103:2.999013678513457 104:-3.505098239076401 105:-7.219056931063738 106:-0.5306001494472885 107:1.376482772186156 108:-1.798265957251271 109:-3.146959709276219 110:-1.684516377613582 111:4.770799183752805 112:8.436771710782409 113:7.596618790736375 114:3.956513443172827 115:8.411623105156082 116:8.536844273616961 117:-8.295071106709107 118:2.541739702591479 119:9.514173474807118 120:-1.388357500576301 121:1.619263814866198 122:-3.387361680765023 123:1.731067200202777 124:9.181700977942267 125:5.796539348410585 126:0.8726837453413259 127:7.066364251895757 128:9.840932770681057 129:6.149682866826941 130:0.8294580349343181 131:-0.202865710831365 132:-0.2140284842377422 133:-2.236833297968841 134:2.657665322432979 135:10.3090345229044 136:-5.37169517547665 137:-3.974453077529839 138:-4.146577097217621 139:-3.484893604206544 140:-1.255354179746429 141:-3.966582745245456 142:6.823906250300841 143:-3.673514929716752 144:-4.606336299663693 145:-1.647520813943703 146:-5.356190347496876 147:9.312791092830649 148:-1.764465041458491 149:7.036560788235363 150:7.73112582943782 151:6.939901855243448 152:-10.99170757993916 153:-4.209697264237955 154:5.53422812848922 155:5.343202536878189 156:1.759016747517043 157:-5.810620376494769 158:2.187883422750587 159:5.742091983510025 160:7.474884671049487 161:-4.078132553910159 162:-2.157300706783797 163:-6.773693055060708 164:10.01020866920305 165:4.128756351774507 166:6.71770274881183 167:9.51338165858623 168:-1.513753772604157 169:-5.941798719849331 170:3.587072783464133 171:2.484436555082614 172:-0.2521068228677506 173:5.215135896112431 174:-7.305828558350299 175:0.3430875070541359 176:2.779428361804719 177:7.116317084798204 178:1.338212052445896 179:-3.925814369092663 180:-1.364030968539774 181:0.6105974900975673 182:7.435525019310892 183:4.145963495886877 184:-4.873622241447548 185:-6.973572332236243 186:-5.685996383607742 187:-1.747667054553724 188:2.967102237535303 189:-9.786195235522396 190:3.333419436628797 191:2.770844160129692 192:8.487042685069916 193:9.807467990561811 194:7.164068279603645 195:2.7062424825278 196:4.599003594730314 197:8.239332196156868 198:2.63867678930357 199:1.895093514994503 200:-1.025841622836097
+1 1:7.829598649756119 2:-3.987745866049818 3:-4.273361963661239 4:-1.821832756206632 5:4.218096711124563 6:10.47245421304036 7:-8.35710237022283 8:-4.845901623667665 9:7.11002691502543 10:5.522900971334508 11:-9.073376642386682 12:4.14709596129866 13:-8.289608834455899 14:-10.25423795296309 15:-6.279897313702712 16:3.436376224886089 17:6.021914756788465 18:2.77605342540568 19:-6.123184115512782 20:-2.334321584772786 21:-3.066062897815369 22:0.237738982470433 23:-6.85954204332614 24:8.125935498798748 25:1.265715907019259 26:4.306000184468119 27:0.9860603287422327 28:-3.656307500569748 29:5.860703944655551 30:6.652434280635934 31:5.892455173753021 32:3.637187187769789 33:8.380647901707277 34:6.831318400464248 35:8.183210799342753 36:5.459985830446563 37:6.002998466401097 38:4.96216608354068 39:-7.388476915710679 40:-5.315870030473544 41:-0.3324815253057746 42:-1.017812419279904 43:-1.551937194670678 44:-10.01144407341915 45:3.231610515222847 46:5.656494604541062 47:-9.206931010368086 48:-5.123508876879108 49:-7.681467678032002 50:7.535402498871695 51:4.661218044658418 52:-1.56823853430065 53:8.308634269189364 54:-7.890575314705545 55:-1.495886475250986 56:-3.571256204783399 57:8.402963496708669 58:-8.686137671576063 59:-1.941991944327465 60:-5.267629187912637 61:6.77694391668781 62:-5.075668833787587 63:9.749245320763658 64:0.01119753539770663 65:2.273560337608235 66:-2.848782301561255 67:-4.117905878217322 68:7.319775470707463 69:8.083963282851061 70:-4.864350885684216 71:0.4296868264113717 72:2.113342512208047 73:-1.609326503466459 74:5.650704035226951 75:-3.984623367664671 76:2.560332800608264 77:2.994585945702928 78:-9.234624542054409 79:1.539235121593659 80:7.887162533257806 81:-3.993797921994594 82:-3.528269568907267 83:4.450092023877639 84:6.926503325904946 85:8.343027624470533 86:6.23641571599917 87:-3.006126189169084 88:-9.588279896072221 89:0.1061018074259169 90:-8.325020085237798 91:-4.102785014175253 92:-6.631236143815454 93:7.205128411495691 94:-7.459497048565003 95:-5.776561149944054 96:-6.18035761889468 97:12.98157333508036 98:-8.450050197784819 99:-5.779374306185016 100:-0.1716877217515911 101:4.096062491070594 102:-2.144437306011715 103:6.317198000616083 104:-7.828540810414846 105:-5.495781179734546 106:-7.298601441358954 107:3.070673815748846 108:-2.777737678186407 109:-9.279774254717013 110:6.08585375351914 111:10.9332893841589 112:8.299496807128651 113:9.327304768624908 114:-5.585831801550993 115:9.344237205264131 116:-8.735191480424058 117:-3.675675301902588 118:4.94781359824147 119:1.665031024247863 120:4.217203851148675 121:9.567928598256435 122:5.124921544160672 123:-6.997120645788941 124:-3.30366450399782 125:3.902055881516545 126:6.337592969932696 127:-6.698833708215434 128:-0.2971767377036942 129:4.977859174224987 130:5.945052403792374 131:-4.515987600935901 132:-2.204368922751821 133:10.07979701004538 134:0.8577076829025927 135:-2.610043833720145 136:7.289010548659784 137:-2.506532118309598 138:6.348717886698116 139:-8.888556211596457 140:1.574368839502461 141:-10.39223287100853 142:-6.970502033706124 143:4.716677349369544 144:3.683696596437182 145:0.4701716208250132 146:-4.701171922004446 147:-2.107728103563015 148:-8.484797807615296 149:-2.675790006253151 150:-2.279407987300466 151:-2.276076197844437 152:5.065768223856858 153:3.522057360503972 154:-3.059629008142573 155:-9.298254962536024 156:-8.663096801737723 157:7.156424805386046 158:-2.453047433206054 159:-2.263951324957431 160:2.324504499781863 161:4.862014511501144 162:6.17818687437753 163:-9.169566647432353 164:3.187397448946652 165:7.694219738886508 166:1.774111660987083 167:-3.724364190847986 168:-6.078122041538002 169:4.380722549744309 170:-4.147571402802836 171:-8.338361467073463 172:-8.241280854144087 173:-7.22012829383906 174:6.269315514392503 175:-5.121453695478841 176:-6.715186312662854 177:7.155886866588317 178:-2.736158156241836 179:-0.5382668059087572 180:-4.701798317467404 181:3.548185453075078 182:7.81346934082289 183:7.640133601419667 184:-0.6593175579174267 185:3.254567403715589 186:-5.329356539281358 187:-5.167774233100712 188:-2.045323090592788 189:9.146746418470894 190:8.347907901555368 191:-10.70824249760693 192:-1.207653723056614 193:7.050204987057135 194:-8.24988952227147 195:0.4121833921064786 196:-6.471260510646164 197:-10.1107438175706 198:-6.893515626050118 199:-3.23655363721908 200:-5.987845244527629
+1 1:7.970382019666522 2:-4.517873988348261 3:-5.542945158588894 4:-5.506411509986753 5:3.980444688681927 6:7.902793075857677 7:-10.87027274897104 8:-6.445267077709953 9:4.96783985504216 10:4.365344172407529 11:-5.741350866698146 12:2.873334579157548 13:-7.247964172820806 14:-8.171193293624796 15:-6.836455744102594 16:2.530963416623585 17:6.208348976158875 18:4.388985546472517 19:-7.060147540091946 20:-1.695512847635709 21:-1.232944527640076 22:-0.2951584109478449 23:-7.644579017365232 24:8.880422273624953 25:0.9046080915958296 26:3.181646380989595 27:0.4549994815814089 28:-2.114036611445672 29:4.601427494166774 30:5.193032874172533 31:5.695175062377948 32:3.785764093211562 33:7.350409591506807 34:6.314804051623182 35:7.901717400206953 36:4.324487352679883 37:4.889353665106238 38:6.713177791802392 39:-7.606195122344743 40:-4.135451912872 41:-0.8616514674235347 42:1.658500560145386 43:-0.849222485695694 44:-8.98288734443665 45:1.953769623962913 46:6.799009453182054 47:-10.09211763146897 48:-5.211760861342856 49:-8.538103463279111 50:7.351131002997363 51:4.400127301742478 52:-3.512949730801262 53:6.914211546195252 54:-7.550069305460752 55:-2.353245988761238 56:-3.965029495858594 57:9.488848011503032 58:-8.776881230208632 59:1.394483759418086 60:-8.027629471017141 61:6.842667288553496 62:-6.355638905961926 63:9.431434438651269 64:-0.3810782656165037 65:-1.249204384579473 66:-1.351233773157603 67:-4.080197603594688 68:7.408380890800179 69:10.04950908925169 70:-6.472723131651408 71:1.32264832879886 72:2.92721817421846 73:-1.255017182920119 74:3.86235622345628 75:-3.102878693495196 76:1.000964617532228 77:4.626236228258453 78:-8.995833836960433 79:-0.3190487127542836 80:4.555495725703819 81:-3.355417978657176 82:-3.248083912344382 83:3.334330819300792 84:7.202271701126568 85:7.074812456276483 86:8.927483947858967 87:-3.196523578274729 88:-7.889046874929812 89:-1.413189007134022 90:-7.667008460143641 91:-5.832476468430817 92:-5.315266440874032 93:9.111188805383515 94:-8.547127252107529 95:-5.969062345209363 96:-6.916613989854451 97:7.817576181835804 98:-7.823307774629226 99:-6.585541141081174 100:-1.6263888508051 101:2.574085127179377 102:-4.913016223092442 103:5.890416606825167 104:-5.842526925883559 105:-4.14161819883433 106:-8.189784998949182 107:1.269898749341465 108:-4.045385674876878 109:-10.00729088294259 110:4.017157349944226 111:10.08858567141042 112:7.429628373030559 113:7.637576673851181 114:-7.117326963423751 115:9.526759991643013 116:-7.199244299975096 117:-2.669775145166296 118:3.674909668597761 119:2.155524607765599 120:1.95768635461753 121:9.137253192168489 122:3.18619031179991 123:-5.204001477805941 124:-2.314763108193514 125:5.094008364997265 126:7.210702222553508 127:-8.275314208596736 128:-0.408609590311267 129:7.558795167747428 130:7.214973574326613 131:-5.184915442997173 132:-1.95933097445788 133:9.402366991026046 134:0.4800647911701955 135:-3.842200877226209 136:8.117055132624115 137:-1.32781012025346 138:5.219932080768145 139:-9.27644508569534 140:0.5664502907433384 141:-10.52577126005708 142:-9.313880384658145 143:6.632302027535348 144:2.145138805406493 145:0.5852308601642426 146:-5.655356758185938 147:-1.415310334293782 148:-8.316915543657435 149:-2.877385535344448 150:-3.0447627542774 151:-2.670232577316514 152:5.920675528225299 153:3.061287113480394 154:-5.286920472085058 155:-8.882634564081121 156:-5.636763918827135 157:6.32327331226203 158:-1.853008743933706 159:-2.415273602701838 160:3.322648392462186 161:4.628763182540443 162:7.642525866680325 163:-7.832219069392654 164:3.160963851675538 165:10.22878886737202 166:1.716570130007426 167:-3.105131744039046 168:-4.903900372836739 169:2.090172674751647 170:-1.292470709815607 171:-11.14728811910834 172:-8.470454467470997 173:-6.162807206055859 174:5.211764304945667 175:-5.675567763572985 176:-4.059843379354312 177:6.400088907042536 178:-3.059140632282458 179:-4.699960289878631 180:-2.499525018872361 181:3.109851655379563 182:7.678761727309869 183:6.379176067137694 184:0.1200264252519084 185:1.382899454667127 186:-3.832463810247892 187:-5.78301405641605 188:-3.391258942659647 189:10.06522136665998 190:6.076595942019122 191:-9.160358434165424 192:-3.962334004539175 193:6.808653757434298 194:-8.401044714594741 195:1.192761704455181 196:-7.393217970395594 197:-8.301890406465199 198:-8.037197432109648 199:-4.575980497279607 200:-7.172945447959312
+1 1:9.165850571228528 2:-5.342318923082262 3:-5.465482292109488 4:-3.33467559943785 5:5.22070074014635 6:8.90370690338554 7:-8.90244665508423 8:-4.878182844356003 9:5.21765456656727 10:4.755984403054142 11:-7.058345804232268 12:3.159172971623404 13:-8.604250767675808 14:-9.058042893313649 15:-5.08926199577115 16:3.94488654765923 17:5.982860577553679 18:3.095551398990055 19:-7.647738083683855 20:-1.996843951964502 21:-4.604804126282252 22:2.400675684509876 23:-7.007808693434894 24:7.815752375558677 25:2.119775940078116 26:4.664410992401221 27:0.3503691874255312 28:-1.045951008448556 29:5.359649928105678 30:7.01292188776542 31:3.441405999146418 32:4.343127943959106 33:6.474972941418852 34:6.020487648639214 35:6.315361073995732 36:4.387226820889577 37:6.570692796980701 38:4.830020204086601 39:-8.033142628795074 40:-4.497925890829435 41:-1.271029637313295 42:1.018029903160803 43:-0.8712784457377372 44:-10.2158907562414 45:1.14174224017042 46:5.037956438914079 47:-8.083927310461988 48:-5.091967173790396 49:-7.092496315143235 50:8.098661908418245 51:3.55824629599155 52:-2.668089781793324 53:6.035890108501929 54:-7.524947131379937 55:-2.592686087375059 56:-3.34488192537608 57:8.810772618848546 58:-10.30481946758415 59:-0.5286670912758152 60:-5.181968625669974 61:6.578240575269195 62:-5.883487992895397 63:10.76775195631686 64:1.115222752308335 65:0.2304195533005435 66:-2.726491810854107 67:-5.363296710095404 68:8.098923001148142 69:9.14940918655577 70:-3.001398037108593 71:-0.9593038703316219 72:2.407910179003487 73:-0.03514484600365231 74:4.937426684468749 75:-4.609993985089859 76:1.8293158881561 77:1.987268336631008 78:-8.897501830634127 79:1.236427117853044 80:4.397497342710119 81:-6.924779077663622 82:-2.405592777411638 83:0.7358904243119564 84:6.694520287249607 85:7.655860586511483 86:8.136353067894849 87:-2.659022377654445 88:-8.639996361135582 89:-0.5481020052533481 90:-6.989096026313063 91:-5.274633299611811 92:-7.179381236456927 93:10.70189788464897 94:-7.447210650882145 95:-4.970065369646016 96:-9.225746391572581 97:8.809119856173062 98:-9.48861807152652 99:-5.157251088414998 100:-0.8978838838568708 101:3.749613547811248 102:-5.456822715085655 103:7.36408400558205 104:-7.752950525092167 105:-3.249900071679203 106:-5.478193131575038 107:2.934923053513978 108:-2.444255898065109 109:-9.545402617882617 110:2.865906202542798 111:12.09496826812912 112:5.17396947538071 113:10.065525673964 114:-4.740139486078788 115:8.998437993299909 116:-5.980729129506942 117:-2.579767083858151 118:4.371380399490708 119:1.112322623907553 120:0.8680403436353492 121:8.019355303087067 122:3.957230247997493 123:-5.428846887136043 124:-5.168112803771828 125:5.601410690445114 126:8.114613759145023 127:-6.998949314195693 128:-0.7615129263870393 129:6.398281171838982 130:5.704597094446084 131:-7.431894963594966 132:-3.193404423116905 133:10.80244536828799 134:0.4094340501151209 135:-4.651652728784885 136:7.783006404950137 137:-4.440669695975901 138:7.328799107631088 139:-8.374244692760341 140:1.623903418329045 141:-8.122879154567524 142:-7.441080094091798 143:6.503785034708448 144:3.736049651069255 145:0.5264566799665786 146:-6.316656595905218 147:-2.020525483925742 148:-7.366520957755146 149:-2.196049041598673 150:-2.306086658178748 151:-3.984195261752392 152:4.839789413872094 153:4.698121454278122 154:-4.042140797802001 155:-8.633911224094756 156:-7.600746189437959 157:7.067715796744793 158:-2.051184912992075 159:-1.565773622109224 160:1.348644134205585 161:4.311160729753113 162:6.79185548249872 163:-8.889122863893899 164:1.557453220558221 165:9.03373882033762 166:0.6322210713887759 167:-3.996934972133764 168:-4.466787768430598 169:3.347129720872848 170:-1.742568550741196 171:-10.96768775568973 172:-8.79490365956201 173:-3.654407419543432 174:8.17120704770978 175:-4.638238352313057 176:-4.84576725938579 177:8.272058045141682 178:-3.264701458691105 179:-3.658974144499253 180:-4.249826197919565 181:3.511866359417199 182:6.483095068951198 183:3.891727885883746 184:-0.3559527362315087 185:1.456921745167548 186:-2.576048166416843 187:-5.819440376579509 188:-0.8276635563229746 189:7.708743953774098 190:6.567197325824062 191:-8.210849816856546 192:-4.4110800828366 193:5.067041928708826 194:-8.247213217955704 195:0.4813257091845907 196:-5.734271188306375 197:-9.380144441132744 198:-7.937536962102249 199:-2.711673564109017 200:-7.328823787018558
+1 1:6.018635059414613 2:-3.639815832903122 3:-4.665682366232404 4:-2.522565433525864 5:4.848488847760223 6:9.215418011559287 7:-8.510824041441429 8:-4.398849575576076 9:5.324943044564113 10:4.673542768465502 11:-4.892664223068921 12:1.876119658456374 13:-8.457158402914697 14:-9.676882502030249 15:-7.160912710872546 16:3.603736023100712 17:4.616490628976736 18:1.936279591782937 19:-6.769247774899593 20:-2.836420333808625 21:-1.089039824865558 22:3.292430918155709 23:-7.311566874755595 24:8.623863551677646 25:-1.097231352744347 26:4.740669646917135 27:-0.5678208605576759 28:-0.0643518604574842 29:4.803048374283067 30:6.584681972564932 31:6.128708586395086 32:3.900960650377588 33:7.716483804344538 34:6.742792512182293 35:6.7030439375906 36:4.473571409805892 37:4.607172981615522 38:5.322146579388351 39:-8.734516827923898 40:-2.44469365575206 41:-1.925725939110424 42:1.547783801712739 43:-1.077750442647371 44:-8.883962784850496 45:5.044330584760345 46:7.053676704612071 47:-8.121274276597092 48:-6.41435337610938 49:-8.527021113460377 50:5.496157628768567 51:3.886249985972563 52:-1.928687358721005 53:6.715443505247888 54:-8.274622812036968 55:-3.389400349836842 56:-4.785661093057025 57:8.016813071268043 58:-8.142708228093023 59:-1.577391692960433 60:-6.888501462309082 61:6.096861409525014 62:-7.024612755718241 63:9.743768494992214 64:0.8350801531758321 65:0.1545523483860725 66:-3.445062725295176 67:-6.402987189319506 68:6.970815384461249 69:7.343692368889652 70:-4.794312385593186 71:1.06134816873831 72:1.758090274981826 73:1.177715258152866 74:5.790350536368202 75:-3.034997341167009 76:3.065025993573693 77:2.656168940061011 78:-10.87540291371604 79:2.325922390974076 80:5.029204755725843 81:-5.869069916200035 82:-2.357169623257244 83:3.313367596960137 84:6.138985677024137 85:8.419933155817359 86:6.008816410184875 87:-3.102049803845486 88:-7.263463862335541 89:-0.6485951697213639 90:-6.971748986661013 91:-5.674100493521083 92:-6.747905882386575 93:9.345997643607557 94:-7.280850902144438 95:-7.086857663549153 96:-8.181031488192266 97:9.993719722531941 98:-6.893599645734213 99:-6.676569131758859 100:-0.7657642499674822 101:7.415293998526776 102:-4.176410910003716 103:7.267127622692692 104:-8.602129225758496 105:-5.715671559497904 106:-6.386943845898877 107:-0.2226683868776476 108:-2.958660968390654 109:-8.820994569956172 110:6.674497153089845 111:9.625965363123465 112:6.62463000890421 113:8.583763157662224 114:-6.616280458228149 115:9.721758511094801 116:-5.740100425663247 117:-4.087637621136992 118:6.23028192884369 119:3.117769078392989 120:2.967968749570948 121:8.226309005225138 122:4.273644259515102 123:-6.522949149720535 124:-4.153550159943718 125:5.733849655001658 126:6.187503203763246 127:-8.446000365023011 128:-1.72747140013729 129:6.404794864139451 130:5.616297878338864 131:-3.851303394193952 132:-3.12114534338017 133:9.491013766686955 134:-1.684273211395966 135:-3.841292625560346 136:8.512648653966927 137:-2.468653110264669 138:8.653027704241193 139:-8.905585594606245 140:0.7883101322057587 141:-8.20591507555512 142:-8.285640851013689 143:6.859557103017957 144:3.198217816879815 145:1.911257871991481 146:-3.927213486764098 147:-1.451604130478373 148:-7.335864831895758 149:-3.537369592478784 150:0.1217480490968019 151:-3.055869215720928 152:6.913750771251484 153:2.459571071624616 154:-4.892198150058325 155:-8.129673649037189 156:-7.438105258541505 157:6.052663939562086 158:-1.497795076360639 159:-3.295357109863237 160:0.2768590037369507 161:2.512414848135553 162:8.401991540227757 163:-9.323527745436554 164:3.162733741322318 165:8.384286013226168 166:2.475155312874036 167:-3.572251221479029 168:-5.107593486310589 169:4.122811681289529 170:-0.9414308200495236 171:-8.720197549023968 172:-6.778409854323888 173:-4.921946601913176 174:7.727112987123454 175:-1.361379090185601 176:-6.851732308984317 177:6.754932567291245 178:-4.111644414123114 179:-4.728533560629778 180:-3.617141646499475 181:3.385969460244116 182:7.66460286159779 183:5.990033106109205 184:-0.9818266510660989 185:1.758874237597567 186:-4.606562306924886 187:-3.443146653026552 188:-3.069495082285359 189:9.775984929527743 190:7.880936319377168 191:-8.275738523255768 192:-4.236295452184066 193:6.288245525833111 194:-7.04662920521455 195:1.39862750548013 196:-6.721796064245661 197:-9.343011687253314 198:-7.513986215124627 199:-2.534181967059133 200:-6.655638236997806
+1 1:6.866287543441904 2:-3.53076898432124 3:-5.469669773386096 4:-2.735624022951499 5:5.645287078750115 6:12.25268981659231 7:-8.486693604274508 8:-5.143326939856474 9:7.507392663998195 10:4.166227448646424 11:-6.696687314836389 12:3.425236684823076 13:-8.177223232713756 14:-9.808683725366336 15:-4.891264396987935 16:3.875987537929 17:6.193914598094416 18:3.285435191833419 19:-8.281322150075793 20:-1.013285845034321 21:-1.29239396924938 22:3.029431425614589 23:-5.369542736743819 24:8.924395914529393 25:1.727246749101829 26:5.904604652179096 27:1.615039259864314 28:-2.858696093969961 29:4.308432414548491 30:4.866008626973826 31:6.357594932808234 32:3.596035603554311 33:8.420546949757641 34:6.843713881652091 35:6.93189599357879 36:4.317385798005654 37:7.048648512204121 38:6.476345413739788 39:-8.980379141588767 40:-2.935546453565899 41:-0.7753223558316044 42:1.232802770336232 43:-1.367343444396597 44:-8.245824625425952 45:2.882749123604796 46:7.995348187246505 47:-10.38557418968392 48:-3.214573762426544 49:-8.50161357685349 50:7.351117002865337 51:4.700811415955284 52:-1.113219771757304 53:8.12770936118671 54:-8.895115740408864 55:-2.758400093259441 56:-3.949948584607637 57:9.085282233677942 58:-10.3437527687874 59:-1.116819449405118 60:-6.529975246745119 61:7.358558192045157 62:-5.630174546608506 63:9.750260581932826 64:0.2167907777344302 65:0.8548095952350991 66:-2.089165578882202 67:-4.832858190519863 68:8.142632980864402 69:9.518439599640715 70:-4.499882382954467 71:-1.668151486701754 72:4.259388738143352 73:-0.4267434186008447 74:4.673110340738166 75:-3.610930349832334 76:2.352976159172849 77:1.087763187306165 78:-9.997696135490473 79:2.58953606147168 80:7.720856682323074 81:-3.958084836428032 82:-2.62741124948626 83:2.569453988817697 84:5.394948898853976 85:7.760848972068674 86:9.125331520026357 87:-1.810557883461714 88:-8.454000743863208 89:-1.311195848498867 90:-7.342568002188676 91:-4.590059521586324 92:-5.937246771316524 93:6.801310839361362 94:-8.093824542202791 95:-5.18629169809252 96:-6.962167598000291 97:8.930176024794035 98:-7.595382451587533 99:-7.638893303349025 100:-1.547991735186437 101:3.828071335980537 102:-4.413445310281176 103:7.651627748321078 104:-6.727377455021538 105:-5.75444263628342 106:-6.533179951891554 107:1.73158048540738 108:-4.829095910419012 109:-8.147607270812987 110:4.667828568295108 111:9.601742364743433 112:5.812341781932609 113:8.441822124281641 114:-5.093563470160517 115:9.103473748133821 116:-7.420008803346052 117:-2.789590674312337 118:3.365323255665424 119:3.273424568152995 120:2.262648275861002 121:7.736699338208541 122:4.813511638109166 123:-6.872334844835434 124:-2.821533435176733 125:4.386160428931076 126:6.015927979729613 127:-8.972611458818555 128:-2.515198009988873 129:6.300290743909023 130:5.690209003690991 131:-3.375582254132382 132:-2.555145964860157 133:8.231536039113921 134:0.3754889122444011 135:-3.174099611135533 136:6.974511792820439 137:-3.738401219890122 138:6.0625267078835 139:-9.586587197642013 140:1.057714165755238 141:-10.07152718008528 142:-7.434965127002206 143:6.963149487492045 144:3.781825685139967 145:0.09409075115094223 146:-7.963288528295397 147:0.1972872744607679 148:-8.477297066021483 149:-2.90126516239424 150:-3.098695073802782 151:-3.057256384375562 152:4.790334318905211 153:3.306392662434293 154:-4.702357399282756 155:-8.245305484407382 156:-6.426482375775764 157:6.855809878383281 158:-2.41746450565027 159:-1.997569634124229 160:1.267720656679991 161:4.517037983221333 162:6.871446242477528 163:-10.48027365057618 164:4.413837524654456 165:9.532159594194315 166:3.200414173756092 167:-4.981209834145907 168:-4.554882119161439 169:3.021101098586241 170:-3.767579529525607 171:-10.59216205441423 172:-6.950658919896401 173:-6.56730515654765 174:6.823074122567165 175:-4.165074257651521 176:-6.512430794602984 177:6.825975978524455 178:-3.550908112705046 179:-2.360690617170044 180:-3.70677162091877 181:3.35272129841273 182:8.568556538243161 183:5.353648241122976 184:-0.5915777198019307 185:3.49180550283427 186:-5.929229593466932 187:-3.119733708442471 188:-0.841658127083293 189:8.86979827613945 190:6.922257100907133 191:-9.404865700243597 192:-2.987783166504884 193:6.480388119345065 194:-7.152948802428958 195:-0.168926062151957 196:-7.189512420121639 197:-10.50405382704674 198:-8.504585330417591 199:-6.142755918820743 200:-7.176372803015608
+1 1:7.516538475914617 2:-5.159333220103141 3:-3.922218466202806 4:-3.954957418432881 5:3.791195654256863 6:9.888314517809532 7:-10.38270396756663 8:-6.974207953147735 9:8.206718956620126 10:4.64569160057109 11:-7.128459265354173 12:3.543961944297939 13:-8.864730102750046 14:-10.38198414715728 15:-5.237369392051169 16:2.351814559059848 17:5.815104471234954 18:2.738990895952379 19:-6.650699046099151 20:-0.5603619081081804 21:-2.559901044856036 22:1.050645439973092 23:-8.086537862148631 24:8.370792538735179 25:0.1332630957068214 26:3.991227529520762 27:0.5078440403483537 28:-1.776841832998372 29:6.121509247803454 30:4.747677291984006 31:5.922474616455084 32:3.665524461973724 33:5.174129736970692 34:7.201584269621236 35:5.896111567743674 36:3.429928299474365 37:4.586022579714569 38:7.211789136392567 39:-8.191478099432265 40:-2.656082154399846 41:-1.676447773019968 42:0.5024671260266613 43:-2.535750399777545 44:-9.090062776655824 45:2.66174644070141 46:6.964751523970092 47:-8.444826421433433 48:-3.568036537819263 49:-5.442717605620416 50:9.437487795550506 51:3.724634760267278 52:-3.3402808840739 53:8.524979510285764 54:-6.848746329428782 55:-4.675431935598079 56:-2.717331448841682 57:7.230518793070997 58:-7.764507298368305 59:-1.120099294589289 60:-6.966354209943312 61:5.416533705720492 62:-5.33271597834731 63:9.220383878121874 64:-0.8476206876522765 65:2.284859920113838 66:-2.144725224365124 67:-6.755613170486508 68:8.460255362281108 69:8.915017547538952 70:-4.18823025272105 71:0.920230230152471 72:4.6025402018892 73:-2.3721829752148 74:7.050756411490358 75:-3.623003450639104 76:3.386892677056344 77:0.6566535739370842 78:-9.702631465004398 79:1.267301876949592 80:6.688209963008716 81:-5.421798549613352 82:-3.29767607512565 83:2.832314081351234 84:7.042522864658654 85:7.575473432668484 86:7.126045675681592 87:-2.945363304033639 88:-9.799675731468888 89:-2.048365185678707 90:-6.157817270104094 91:-4.034286917572091 92:-6.53713924000032 93:7.319620612865775 94:-9.382236237526024 95:-4.436122503864593 96:-6.07955309496019 97:9.848701153186452 98:-6.646430715970757 99:-6.916390940266623 100:-0.2152771646268157 101:4.856846303912342 102:-4.205268263436174 103:7.304077566807349 104:-6.804764788420227 105:-4.297872324286214 106:-7.153711606439202 107:1.697951564401999 108:-3.157266984841539 109:-9.402745993597826 110:6.362707344842263 111:9.721601848683433 112:5.322768926365073 113:8.13377646202955 114:-7.844740007326934 115:8.996126231909715 116:-7.854940260299577 117:-3.219365971478244 118:4.286918255172894 119:2.662900391018249 120:2.999450153760647 121:7.677897047419687 122:4.19973583245757 123:-6.535588229164834 124:-3.139442595064488 125:4.788378834247599 126:6.301086197118123 127:-8.88726874415547 128:-4.004539699996078 129:6.662086435409677 130:5.831366066112158 131:-3.59800071974012 132:-3.06574222795485 133:11.90930927333459 134:0.3262070809470627 135:-3.99559222830683 136:6.839116616929253 137:-3.134587146698358 138:7.290212083120215 139:-8.817516391142098 140:0.4025521512113351 141:-9.132919397447971 142:-7.591782851465578 143:6.977143420921495 144:3.33196242731445 145:0.06897883924270376 146:-7.654006108203545 147:-1.358280228665317 148:-8.337093162390214 149:0.6269083727045506 150:-1.332207103541023 151:-3.362275836097629 152:4.640001607028622 153:3.85501601499051 154:-4.135111527267203 155:-9.200015503740289 156:-6.308602265098877 157:5.810867317000511 158:-1.104781484292687 159:-2.795278891402644 160:2.831025378270613 161:2.575217195710028 162:8.365438180642521 163:-11.33342387199655 164:3.213542449961202 165:9.292738908363685 166:1.306998456582567 167:-5.509264294291381 168:-5.792148984726325 169:3.265042594611318 170:-2.315671918984368 171:-11.38390808261456 172:-9.296921381472806 173:-6.509391571278408 174:7.654391707413942 175:-5.020722175970276 176:-6.321318447233373 177:5.490257691761945 178:-3.383598193387818 179:-3.329501037092994 180:-4.902017828610696 181:1.822056632824361 182:6.129141869531015 183:4.565426112428154 184:-1.754117195139329 185:4.367185529219128 186:-4.348836203688321 187:-4.458568810171426 188:-1.999600489798005 189:9.503860395701025 190:7.544421297229825 191:-9.144214172730083 192:-3.036504615080019 193:5.368660674775041 194:-7.686761416966699 195:0.4315630789653035 196:-7.593483307337944 197:-8.535709842269638 198:-8.229831978466667 199:-5.240073694592587 200:-4.846540630572323
+-1 1:4.788306066040091 2:5.043677377099964 3:5.871917611626558 4:10.46562975440151 5:-8.193049693679001 6:2.993665326086027 7:-3.610865435017125 8:-3.748852729073817 9:-6.691606753304431 10:-5.721864915936139 11:8.858293769784339 12:-6.224580209777688 13:-8.00900859384268 14:-5.337216071522238 15:-7.663322091760721 16:5.281753143270083 17:-5.5208435773225 18:3.414412514931777 19:0.4800700879142816 20:0.1638913057522151 21:-0.5662330018020327 22:-9.968062680319248 23:-10.38710163900761 24:-3.66105850565264 25:-3.172531559760643 26:2.768970458949181 27:10.57868987723916 28:-2.801179620608882 29:-8.008531236535879 30:8.675505087444435 31:-1.325553997792039 32:-1.656253573881419 33:-7.947089759566987 34:3.322262061787151 35:-2.496931560288323 36:-3.537873375796925 37:6.108635815063471 38:3.965194202379342 39:2.215328405444358 40:-10.45776758382674 41:-1.034421991813283 42:1.760366816109377 43:-8.105874750747262 44:9.732321831807301 45:9.609618533323575 46:-3.496122163932786 47:5.50280207657737 48:-7.796573209423314 49:-2.780598180812581 50:0.2828764363509251 51:-5.528368592778331 52:6.041351368961682 53:7.077532868162667 54:-6.452538237609565 55:6.965053558525012 56:4.568109375905536 57:-2.751674154083573 58:7.597318666065815 59:3.172143617668554 60:-3.99267884139709 61:7.259193102900285 62:-0.4209395422259187 63:-3.091611981076622 64:-3.176621542932385 65:-3.27193598280009 66:-3.656112465483324 67:-7.328435214537156 68:-8.728650956360505 69:9.091903681225705 70:9.145501731179007 71:7.121511595136313 72:7.473574611094599 73:0.1489401830454295 74:5.492427691487644 75:-2.331874579317175 76:6.031537910624679 77:-1.387448680171024 78:-2.436191047341461 79:8.356914381930093 80:9.045021110402629 81:-3.495075209118509 82:2.759005912607066 83:-7.053042058475358 84:-3.549130912387287 85:1.147196981532695 86:7.822123384753933 87:1.717652637927296 88:-4.154115818397627 89:-3.244495143962872 90:1.008810385145402 91:-4.408904915981445 92:-4.272259988140832 93:1.659888728170036 94:-4.665432001304922 95:-4.433031876133642 96:2.962229599001398 97:6.680370409238803 98:-10.26964321275294 99:-3.025057263915119 100:-3.843771103205487 101:3.841876316771843 102:5.754276433474258 103:0.9249361591043869 104:-4.073402357188145 105:-4.85271924372016 106:-0.8567364590196391 107:2.288221982778328 108:-0.451455970573861 109:-2.472852232061034 110:0.3582431160837156 111:5.230659292194789 112:9.232701976047245 113:10.73183644786727 114:1.644727809219415 115:6.282473886550092 116:9.708801241811736 117:-10.09467689926961 118:1.174246828687459 119:8.580057088619665 120:2.330876285366865 121:3.189400672707247 122:-4.888467546451698 123:1.374139107697038 124:9.615386633774374 125:4.741356720995364 126:1.373845721386003 127:8.405540021992548 128:8.173275665143024 129:5.333313397159074 130:-0.7908943065624159 131:0.8176827034590279 132:-2.242280526473225 133:-3.032306653269119 134:2.706188258944129 135:9.284728104141262 136:-7.67800244569372 137:-3.481124723516262 138:-4.41459022076891 139:-4.362500291388834 140:1.903849567073523 141:-3.287369219319514 142:7.659268378353151 143:-3.712354887564634 144:-3.635155161869355 145:0.5415725021717774 146:-7.117544646268548 147:6.666436937469707 148:-2.648356529001439 149:3.857731198765811 150:4.198111372611697 151:6.361846654953295 152:-11.60051010406655 153:-3.448480450781662 154:2.255249754045786 155:5.525454044301195 156:-0.4498151454288162 157:-3.922029906233212 158:0.341697010691816 159:5.41153661920255 160:7.9264269289347 161:-4.538648268058839 162:-2.97232701328498 163:-5.784729013621385 164:8.328079106779633 165:7.166582068001257 166:6.868701844935422 167:6.241751226669352 168:1.576390111834902 169:-7.623093649959765 170:3.369204254901589 171:3.251659397814904 172:-1.070039064730747 173:3.571987679327216 174:-8.773718273582004 175:1.621329239923419 176:3.351680952550828 177:4.690117321206814 178:1.598344796752656 179:-3.371972674232013 180:-0.9927273392659044 181:-0.8668599097712373 182:5.006961756207474 183:3.338721707022031 184:-5.428176669130218 185:-5.559745830209514 186:-8.260461595771256 187:-4.609741245862566 188:2.66301267457532 189:-9.737582052252995 190:3.414098458003573 191:0.3438404311935203 192:9.081462736013563 193:8.894209570970535 194:8.138533790158107 195:2.119042892592196 196:5.184768002222394 197:10.72106193376416 198:4.127236593653562 199:2.700399078749988 200:-2.975992463918561
+-1 1:5.79704909765108 2:4.389063072426566 3:7.21447566839035 4:11.2799339576201 5:-8.915565626753303 6:0.02146687188306767 7:-4.363894550811398 8:-2.665019914245768 9:-6.07147065155567 10:-7.288979182666937 11:6.312570917927228 12:-4.991037957307333 13:-5.969585181338 14:-2.447087077227547 15:-7.573459083444066 16:6.664930375718005 17:-2.514943090881212 18:5.348208424026534 19:-0.7282538702659629 20:-2.076559634851153 21:-1.837445653826669 22:-9.947465840685904 23:-8.290032561778251 24:-2.117115884814674 25:-2.309187845066906 26:3.678473064054349 27:9.655828563328333 28:-0.3676182142597495 29:-8.725003757867205 30:9.094476582588852 31:-1.379406944428435 32:-1.116014574341218 33:-8.90254149618289 34:1.996475765003757 35:-5.307658293800682 36:-1.512718464722615 37:7.271810173387495 38:5.354409698115813 39:4.737773989759125 40:-8.547930994793273 41:-3.265071879143756 42:3.981554769694834 43:-4.826667701784793 44:10.36523103538363 45:9.213174462054203 46:-2.536559410946993 47:5.609497730280367 48:-8.194652663038871 49:-4.691392401300559 50:2.593843719810776 51:-6.80674364159925 52:5.167677836266678 53:7.13406035434197 54:-6.771657557542611 55:8.509334692047975 56:3.336314690463867 57:-0.8187674868681618 58:7.24875649837999 59:3.288675981728607 60:-2.37498005431573 61:6.3395144018253 62:-0.602190598783785 63:-2.494985863580481 64:-0.9996849438872055 65:-2.564183956520341 66:-5.294498616807911 67:-7.809746797001866 68:-7.337977712470106 69:9.715232589437708 70:6.386544386756647 71:8.065104797775142 72:9.361306807927166 73:0.6197039436459886 74:8.258975993498566 75:1.254275937680697 76:4.610020743438279 77:-2.309454550368221 78:-0.6932930350605859 79:7.62486543917414 80:9.651108143799737 81:-0.9317924292099817 82:2.359840672803001 83:-7.194827722080507 84:-0.1617339704059624 85:2.993969791139924 86:4.972566087308011 87:2.768751865170183 88:-6.020268498148485 89:-4.343761843073162 90:0.3837929969152755 91:-4.958951327997323 92:-3.901864553324805 93:2.728949476151185 94:-4.26658056195121 95:-3.550660099190393 96:5.505319178181767 97:7.762524627228667 98:-9.967616614372222 99:-5.992183184158198 100:-3.547294614580872 101:4.739935888431885 102:5.110788049659633 103:3.086108628829709 104:-3.389805658120049 105:-5.787395631489691 106:-4.62520927935504 107:2.460291207112871 108:-0.5579461239822413 109:-3.065383427141788 110:-1.381745908911572 111:5.770898830329655 112:9.470135129230803 113:9.249340153484894 114:1.768765172454598 115:9.013945135740999 116:7.897379664714075 117:-9.09309801716649 118:3.503788967115742 119:7.742940535427568 120:-0.4777161032154732 121:3.346283004037327 122:-6.248993899186869 123:2.076718802236659 124:11.11576206072287 125:4.012397816064983 126:-1.903914010877998 127:8.591212733304726 128:9.081378058539739 129:7.289522495361936 130:0.5389162323290079 131:1.627527400817702 132:-2.511843097753188 133:-2.063062028874697 134:1.964420004301042 135:11.34134253101398 136:-7.310405806133601 137:-2.507096811874162 138:-4.738456270652556 139:-5.348921408566096 140:-0.2514659611576568 141:-3.716043212241083 142:4.3875245580822 143:-2.386602029616009 144:-4.674544173172142 145:1.481854484973257 146:-5.785694103989949 147:7.091583200279842 148:-4.110016493628853 149:4.448145524501095 150:5.799508865375147 151:6.311993548281263 152:-9.734807117024323 153:-2.957727290957249 154:2.154742476133156 155:5.459314198671092 156:0.0925600166651126 157:-3.318624200529469 158:1.872157978980321 159:4.094910460458432 160:7.759615303965758 161:-4.028377426910534 162:-2.965901275265202 163:-6.226915244370874 164:9.385748124320566 165:5.53910124160601 166:7.379839915670148 167:8.288378024528219 168:0.6612701593656909 169:-7.586580461741195 170:2.826970355087175 171:1.424940240509738 172:-1.027906727997305 173:4.054104007494715 174:-8.572829353084085 175:1.596699171932877 176:3.884224817540629 177:6.413974140228672 178:3.561535377577549 179:-2.110519979943709 180:-1.035059327765439 181:-0.3620688811182133 182:6.394590982998839 183:3.942485296871224 184:-6.847775183253388 185:-6.388354556101522 186:-4.904878910146624 187:-1.567612237351235 188:3.017261188370395 189:-10.38661327588743 190:2.443417651130932 191:-0.7154151300794445 192:7.176784080346535 193:9.843513405597088 194:8.530797054446117 195:2.964016969967036 196:6.142935382161155 197:10.77061521628701 198:3.936011882866142 199:1.616817920940865 200:-1.924291646673673
+1 1:9.101280180831829 2:-4.798955288071754 3:-3.679778526048874 4:-2.972720870521119 5:4.388252866824828 6:9.760035926709119 7:-9.51447768574063 8:-4.433982994217284 9:8.013468787288096 10:4.309054398152918 11:-8.186280026101596 12:2.851514435282494 13:-8.20805604133837 14:-9.065213312992382 15:-7.209112958719073 16:4.099300093550548 17:5.718800798197166 18:1.125143951347079 19:-5.942457084993764 20:-1.646917373515387 21:-1.19580404637604 22:1.566952781379571 23:-8.113522869304978 24:7.347931580479037 25:0.2484108087982434 26:4.563578480800551 27:-1.198996420152884 28:-2.727811236985218 29:5.335346013619882 30:7.687879471616625 31:5.332160405250823 32:3.837112620198373 33:6.345088915372362 34:5.441427959728964 35:7.708670809779798 36:6.352031518341305 37:6.381955673163604 38:4.481322494847198 39:-7.995957212763349 40:-4.278917828321004 41:-1.036267447932148 42:0.2369055564983986 43:-0.9924041225660674 44:-8.02872976523766 45:2.868920565052405 46:7.306813422060229 47:-10.19072374773528 48:-3.590872019870007 49:-8.002887179520338 50:8.928387336554929 51:5.936996483234914 52:-3.852104445161411 53:6.964488053098567 54:-9.034865340324247 55:-3.512984234305804 56:-5.32378955981795 57:9.331798447759976 58:-8.742466230827121 59:-1.021978971595424 60:-7.09413432030671 61:6.556633370148882 62:-5.527619726040199 63:9.560480564498558 64:0.2735742882652528 65:0.008490216454989263 66:-1.861328754692922 67:-6.431197950279454 68:8.522190990312209 69:8.567879062877852 70:-4.077854977059469 71:1.984425818658379 72:3.356203102332169 73:-0.04491781085226232 74:3.663264137895377 75:-4.113845955372125 76:1.331943710859189 77:-0.260223640571867 78:-9.919339185346367 79:1.823867741598302 80:5.170436127685312 81:-5.176165152834274 82:-2.31032291782081 83:3.491636795250121 84:8.001214198919586 85:9.362287365519812 86:5.89398935591588 87:-3.030491082597034 88:-8.238601798772326 89:-0.2637182637845096 90:-7.041924309503014 91:-3.890880011915729 92:-6.702529922359288 93:8.794643410141205 94:-8.342018111220865 95:-4.897469003682806 96:-5.892200903575441 97:9.176800968948251 98:-8.918898171928497 99:-8.295825948312002 100:-1.60500974258539 101:4.14068890931555 102:-3.613964921959718 103:8.286122101807702 104:-7.668745685241723 105:-7.492460368458413 106:-6.636594842413378 107:0.8257894549980707 108:-3.611521330138008 109:-9.44939235511039 110:4.786962463009543 111:10.16783998745836 112:6.793922598348235 113:8.823559257288819 114:-5.998194407920408 115:10.32181341255203 116:-9.147861405179004 117:-4.466164324528625 118:5.004426760182442 119:4.305197450795283 120:2.356777678394049 121:9.921416860492503 122:3.658750709432943 123:-6.540349344504261 124:-3.277160787528974 125:5.478729771878208 126:4.556830161958898 127:-7.839248465977619 128:-0.4246682590542675 129:4.777205565246115 130:4.582132091823252 131:-3.613748659580096 132:-0.9340540021042778 133:9.848666996761182 134:0.08677482515426074 135:-2.822602229448734 136:8.411118128879377 137:-2.277955008717651 138:6.605697773141339 139:-9.136758837922148 140:-0.3176402476032736 141:-8.517835951325694 142:-7.505254983132343 143:6.91135877833056 144:3.549587470539213 145:3.853620319650986 146:-6.321767612178944 147:-0.2982142458518278 148:-6.306881099236668 149:-0.6380518740333405 150:-1.592443585077637 151:-2.473151021884318 152:4.479647888609067 153:4.346117395906983 154:-3.986566779421183 155:-9.873750735075248 156:-8.128725744419294 157:7.318552750037843 158:-4.057080475527931 159:-1.862688279294715 160:1.566408847489122 161:3.419981791747935 162:8.047758236105315 163:-9.467690376850662 164:3.7216173347871 165:7.944514516605699 166:1.089385222364121 167:-4.430668663621773 168:-7.546368132482622 169:3.921284478545862 170:-4.101074386467709 171:-9.804616773902746 172:-7.404400782649031 173:-4.320027098943631 174:7.100876835777284 175:-2.575823145790269 176:-5.039915853388535 177:7.893913494624664 178:-2.333216272870428 179:-2.950269871290203 180:-3.003917183553101 181:2.468522369205756 182:6.481368521389809 183:5.273243355532927 184:-0.0165948861369597 185:3.236787548512509 186:-5.432960248473972 187:-4.520034155394163 188:-1.919266210130654 189:10.91531896806843 190:5.930298562312734 191:-10.60122544998546 192:-1.236206444685649 193:6.964625479517868 194:-6.086484677262926 195:0.1083826723928298 196:-6.283065556905992 197:-9.816059992912393 198:-7.420977372491705 199:-4.688568333709337 200:-7.09076081594262
+1 1:8.684242636124468 2:-2.804136417559163 3:-5.617337685476361 4:-2.331117557934774 5:1.583184239741282 6:11.2841437399525 7:-9.487228469131807 8:-6.728711154004103 9:7.29055156379509 10:3.21975678708196 11:-8.031313045303616 12:1.886865078083495 13:-7.733997171975053 14:-9.313198526970186 15:-5.603861059402851 16:4.848338944209043 17:6.855936472832099 18:0.8188966991659554 19:-8.425981185052885 20:-0.6775342617744252 21:-3.134317618575031 22:2.10299744396289 23:-5.48215407932768 24:8.754021898056314 25:0.2188799482823862 26:3.592362148504148 27:-0.3437077169025958 28:-0.961566641684461 29:5.010628916209559 30:6.49496840982452 31:5.16328388008186 32:3.5565648286519 33:6.368691294275655 34:5.080844735485842 35:7.142402381959059 36:3.197907773924301 37:6.446527173773956 38:6.81494430580561 39:-8.569461324832425 40:-2.273412384216529 41:-1.13052399701289 42:-1.065736566992594 43:-2.699547948724288 44:-9.31935034573001 45:1.568165212262878 46:6.433003940221817 47:-9.409563325632448 48:-4.584077880520608 49:-6.38449193488907 50:8.814626914376339 51:4.085674203995326 52:-0.7591307961001277 53:9.263390133995895 54:-9.972202508929099 55:-1.177533847786553 56:-2.554884886639979 57:8.98784012870612 58:-9.236565290920597 59:0.3893080967669376 60:-5.72519080118014 61:6.884828786718058 62:-5.228713109829322 63:8.648952780624091 64:1.883782913080146 65:-0.222664218564546 66:-1.545607531587558 67:-6.206544972983016 68:9.257693599650743 69:10.70378347585543 70:-4.582934053983191 71:1.908903451952758 72:2.708273186630847 73:-1.470120381802568 74:5.418384260299474 75:-3.039176987064313 76:1.306631311618597 77:-0.2523854317963576 78:-11.68915708790052 79:2.984489909098137 80:6.320536714053747 81:-3.263904261817556 82:-3.499093326975878 83:3.395641631055223 84:5.431805299122289 85:7.127217264049514 86:5.949449118590705 87:-2.579631429363232 88:-8.28791986654149 89:-1.065511882688988 90:-8.173420902923032 91:-2.757482500149963 92:-8.99506074024902 93:8.402687696753858 94:-8.117557117920668 95:-3.708737987257937 96:-6.245331388699842 97:8.405259228240276 98:-6.744807366692212 99:-5.715062160134492 100:-0.8049676455730691 101:7.093807618607329 102:-4.196255072407947 103:6.111032106081248 104:-7.232405832901368 105:-5.293314247241049 106:-7.249840559714463 107:1.606816779388779 108:-4.470162714442683 109:-9.05668091741018 110:5.598632594999216 111:11.5420914205098 112:7.095479044081875 113:7.92154421466194 114:-5.222307141487569 115:9.223856839147128 116:-8.859450868663604 117:-3.240807697847846 118:3.828782565081207 119:2.190211176896455 120:2.39270614603149 121:9.696263638926496 122:2.999266520319584 123:-7.166703019517007 124:-2.517129484771393 125:3.001333789190544 126:7.012881144930364 127:-7.080215273478334 128:-0.3679661908805126 129:3.340115926526741 130:4.401984021390767 131:-1.17389419574271 132:-1.613200817226432 133:10.06996918122962 134:-1.342107772048184 135:-3.902045084974723 136:7.554007125210786 137:-0.5831287278610815 138:7.558379328224696 139:-7.243346240161043 140:1.525087651927274 141:-10.73514308936999 142:-8.771147520463474 143:4.996043262361576 144:4.831048401946079 145:1.084959276994089 146:-5.504718461589482 147:-0.706295904205317 148:-8.68629696178621 149:-1.139333278362865 150:-0.7688766446419866 151:-5.012897367886763 152:5.051585417505644 153:3.346425772355251 154:-3.06460739553193 155:-9.791042054037336 156:-6.492922463280315 157:8.211573633951883 158:-2.073187150121545 159:-1.974790663973333 160:3.553430598096981 161:5.233689060211266 162:7.664734005710788 163:-9.749122805717711 164:1.050508663898854 165:9.50008011755766 166:2.05619732559575 167:-4.749827081082001 168:-5.007017795466986 169:3.419426038221604 170:-2.071037376968846 171:-10.49167947553427 172:-9.178616362397774 173:-5.594196954120791 174:7.635823386368668 175:-4.354915892327432 176:-4.964314809690118 177:7.737251424021463 178:-4.411229662688075 179:-3.465200955084531 180:-5.537977391052915 181:4.276003562347136 182:6.116727628467773 183:6.226428987555536 184:-0.8102113268664388 185:0.9079751951103996 186:-5.604069972312796 187:-4.457944547793338 188:-1.210006243300168 189:8.824739197235134 190:6.419069252595839 191:-10.03498984031907 192:-0.894564714159457 193:6.795992592394922 194:-7.02444900061764 195:-0.08022015446572284 196:-7.668707374653034 197:-8.525080964256654 198:-6.513100405107464 199:-4.998671808881605 200:-6.44956730501564
+-1 1:4.37366340178342 2:2.517039649762367 3:6.469005330520778 4:10.05379338560116 5:-9.942266900939241 6:0.4149077843430531 7:-4.243754577175286 8:-0.9978964221972817 9:-6.292974277190726 10:-7.368518231955309 11:8.167848333080393 12:-4.752214111922072 13:-8.527813725988509 14:-2.735434817750095 15:-8.040362568722134 16:3.28542328167073 17:-3.810074233426087 18:5.117934756912775 19:-1.443543986260617 20:-3.121741668696796 21:-0.1092085405958148 22:-10.29191231561877 23:-9.960662122118611 24:-1.65584199867831 25:-1.579336165762935 26:6.709876257388657 27:5.849983049061763 28:-0.6684570231110596 29:-9.438029888464206 30:7.146498573214699 31:-0.8353427758415626 32:-0.6403846587537978 33:-9.119832468009802 34:2.257051604184993 35:-5.00974600312449 36:-1.64764962352001 37:6.606696011304527 38:4.181129888556017 39:3.850891527849497 40:-10.18484036771739 41:-3.317690236001052 42:3.086738275637292 43:-6.065462176602964 44:8.369999720501362 45:9.39839571534268 46:-0.8565263789315178 47:5.543115188772517 48:-6.769384612796306 49:-2.568104693454562 50:1.680919115432491 51:-8.411804685583316 52:6.306742367563681 53:8.006301968001187 54:-7.466150237871363 55:6.722978642963883 56:4.313477994944294 57:-2.174350371587056 58:7.299304051949667 59:0.9323297474635277 60:-3.012217956949193 61:7.334675654140982 62:-1.080389463630473 63:-3.029983724561326 64:-3.936194075743559 65:-3.164412939374753 66:-6.127664625137264 67:-7.806336011432025 68:-9.704997974405766 69:10.26948493438747 70:9.313576668485315 71:7.542740558951712 72:8.457342979803306 73:-0.2792623365550906 74:9.49976480747144 75:-1.125763567902884 76:5.886712375278976 77:-2.555905206572816 78:-1.587848365731869 79:8.548826491132324 80:8.920063975982702 81:-0.5793946310693671 82:1.417305862666459 83:-8.799149026757572 84:-1.430317897466443 85:0.372777253766606 86:8.04919722230127 87:1.789879324544284 88:-4.052096437173221 89:-3.45209106998221 90:-0.8065956159212018 91:-4.284312695808183 92:-6.014767973736088 93:-0.3172497430910541 94:-3.214449289066902 95:-3.856512015878487 96:2.517291111681876 97:6.809734303521735 98:-10.10517841914622 99:-5.499296891250244 100:-3.365275708284228 101:3.839366175850655 102:4.111804112404087 103:1.254720687079432 104:-2.683688480627957 105:-6.043211490288679 106:-2.177639883185408 107:0.6545127991799076 108:0.0238613113343672 109:-1.361591409413295 110:-2.545092910292148 111:6.800840352855724 112:7.872756588663457 113:10.59360310748242 114:1.769500099354898 115:9.402474913272203 116:9.280986782008288 117:-9.096492134022634 118:1.703740231062886 119:7.797844413827463 120:-0.2188480161355871 121:2.62632299635425 122:-4.030434609598266 123:2.481714834789762 124:10.21904240890366 125:3.536894783820543 126:1.687595433549463 127:7.45954765446834 128:7.907452282444182 129:6.003068067803576 130:-0.6872793518602351 131:0.9338153257075431 132:-0.8003891247360041 133:-1.798639149953747 134:3.1453455745721 135:8.642508165657143 136:-6.64365278206106 137:-1.702019814660341 138:-4.828305065251912 139:-3.495726915405752 140:-1.162353150475018 141:-2.184706806708735 142:4.10892731954114 143:-2.275703517218692 144:-4.473791032143857 145:0.7729015963495801 146:-8.765878514525903 147:8.196500219409552 148:-1.522918867269583 149:4.317882903154 150:6.539166506290532 151:8.716873418004198 152:-10.85206476153415 153:-2.817664488283962 154:4.193268858916032 155:5.222832157705474 156:2.423034202689291 157:-5.292700970920769 158:2.599589207565271 159:3.771686301266771 160:6.891992470464634 161:-4.480855267450736 162:-3.003470221693616 163:-8.832984748984476 164:8.325766273388746 165:6.332593333260709 166:6.09489571093967 167:5.621192063759954 168:-0.3072226432804881 169:-7.232775487029278 170:3.002690153110038 171:2.662814527103025 172:0.9284852424951271 173:3.610362490076632 174:-7.521010038317273 175:1.648005991513838 176:3.53651127437737 177:6.687370425570549 178:1.753510186455493 179:-2.886444885924371 180:-0.9801463859880883 181:0.9703378752917164 182:5.592749801310054 183:3.108934536717542 184:-5.55833091990748 185:-6.877480085620896 186:-5.253782465440504 187:-2.023345578088732 188:4.040795862065265 189:-8.667960354282309 190:1.940671303903704 191:1.22911130020718 192:9.872101484607962 193:9.41704252274339 194:9.319432600900369 195:3.878997751056181 196:3.816250334316997 197:9.437239359682664 198:3.431283918822007 199:2.062897759128146 200:-2.985964645749978
+-1 1:3.837104316100402 2:4.810249105734091 3:8.249865621554537 4:7.152169837406879 5:-9.431559645627877 6:-1.323933920102317 7:-3.64021803441395 8:-1.95802000059271 9:-7.710084708021888 10:-5.290574563286589 11:7.056042556064416 12:-4.305903103856379 13:-6.816974146183368 14:-4.268731231874441 15:-8.309482229616972 16:5.708104000830349 17:-4.591928613944223 18:4.547658036549049 19:-1.166239711897663 20:-2.637898879558433 21:0.7147290390507814 22:-8.784239321269855 23:-11.60781506613652 24:-4.46201119154375 25:-2.483104977292423 26:3.945417595224697 27:8.458171037305494 28:-0.5765856481038438 29:-7.549201210030989 30:8.673579115647552 31:-0.7052762238111923 32:-0.9921027512853335 33:-10.12413983813844 34:2.162593737205785 35:-5.771503528855698 36:-2.31099392653401 37:7.404879249248136 38:4.033320248317306 39:5.568820866620218 40:-10.67318260910574 41:-1.834910581315791 42:3.515434307805996 43:-5.607065043510842 44:10.02744143930453 45:10.22083408373391 46:-4.093900562265733 47:7.722938971799292 48:-7.315884976770001 49:-2.876974188089282 50:2.785739627494095 51:-7.591151107103214 52:5.752081922034217 53:6.024915781765154 54:-7.559799142551225 55:6.980023280893824 56:4.258818306394613 57:-0.6659083382634912 58:6.195993223646829 59:2.403364158047112 60:-2.360735614295884 61:7.291743837214122 62:-2.061111821393582 63:-2.349998693801141 64:-2.283430130049148 65:-3.770981223686528 66:-5.830339462580168 67:-10.45948780201468 68:-7.994259683126687 69:11.31495546621075 70:9.098145635517378 71:7.338528523624011 72:8.748757338794755 73:-0.08501517481732479 74:6.077708812295178 75:0.736674972416733 76:5.12314967510449 77:-3.75514615787047 78:-2.45609299279473 79:9.441436332508625 80:9.35491884782402 81:-0.8468655590350199 82:0.9996754604705274 83:-7.604740903238898 84:-1.444944517295733 85:0.2024067627622405 86:6.569715266076631 87:1.808193293633331 88:-4.654042363801881 89:-3.492835109472574 90:1.207369952868601 91:-6.367749461192719 92:-3.643674891931881 93:1.322261577693536 94:-3.562682282459811 95:-4.853279414732491 96:4.885989197254147 97:6.414583723970777 98:-9.5644417017502 99:-5.225190957979065 100:-4.043788088613284 101:4.220776742954026 102:3.276924043641372 103:1.003325949996181 104:-0.5858576468063887 105:-4.451159246803824 106:-1.621769334624483 107:1.088681495494626 108:-2.739838913019083 109:-2.15951328865144 110:-0.211070670624395 111:6.058125717419338 112:8.086058141776929 113:8.121221597058875 114:3.209611926018844 115:7.050294418391925 116:9.921490165404371 117:-7.887735109285265 118:1.722654548330376 119:8.908114085733997 120:-0.8413563489211997 121:2.754132717766638 122:-5.317885216179998 123:2.855105643843022 124:10.13914600313765 125:4.789082470629036 126:0.2017526505223446 127:8.178593391883441 128:10.93966031672304 129:7.41664183120018 130:-0.4725441348482236 131:-0.7071157067637422 132:-1.272226838710592 133:0.2462984570639319 134:3.296917819270477 135:8.255476151807249 136:-5.760183956754321 137:-3.291017812689803 138:-3.785518705694424 139:-2.883877143972123 140:-0.8423286194904155 141:-2.489692939947705 142:5.987589768955278 143:-1.992737447612527 144:-4.179383643911236 145:0.05282734690182844 146:-6.035197396615946 147:9.748691072803275 148:-3.918072469488554 149:6.894877634749694 150:5.997334737754116 151:7.917390100792346 152:-10.02729336033486 153:-3.484266315390803 154:4.059244271099924 155:5.518667379852695 156:2.378445947325756 157:-4.792086885757769 158:1.932753785683094 159:4.237072106125406 160:8.99757502416348 161:-4.04150807682329 162:-3.956292482051473 163:-5.935587974067094 164:8.167175097519948 165:6.266338334499231 166:5.620308407983953 167:5.917441285973137 168:0.3938889783504733 169:-7.125875871102956 170:2.915075986352137 171:2.52158317818373 172:-1.312460300832198 173:2.838622307594043 174:-9.444330522971855 175:2.849666740275819 176:5.208601120396586 177:5.72965294352591 178:2.32569384477797 179:-2.697802861587104 180:-1.846362424126055 181:-0.7749438460970289 182:4.905092710565019 183:3.12558818240341 184:-5.519016694443194 185:-7.417545881431796 186:-5.366895391528493 187:-3.256971036093665 188:3.632022667677244 189:-9.222598305268445 190:2.597358560770506 191:-0.2049264367153644 192:8.221033216259706 193:9.861604458129321 194:9.854805236507641 195:2.01926972379787 196:5.834595781413507 197:9.29337668822259 198:2.135720990995642 199:0.6582990534839359 200:-0.7427740012403385
+-1 1:4.755300986120389 2:4.701518762543383 3:6.885509561529252 4:9.300217405972797 5:-8.997030448493026 6:-0.1845054588377383 7:-1.170448386972995 8:-1.538484332200765 9:-6.293360796758162 10:-6.774402742903957 11:7.127078795732642 12:-6.387166740688047 13:-8.458742290868328 14:-3.423907551657211 15:-7.972097378380413 16:4.296939097409519 17:-3.06420854562797 18:5.680098369731987 19:2.352945232846955 20:-2.411644191370578 21:-2.910804167938515 22:-7.60800940896753 23:-9.63012211572148 24:-2.302512805258099 25:-1.218809835115388 26:3.280860016224233 27:8.650003007454783 28:0.5445277173083327 29:-7.548303735976779 30:8.087240355608282 31:0.1168717537020196 32:-0.5762852136312148 33:-9.730629179894423 34:2.182510101120287 35:-4.444123689765752 36:-1.628459610138145 37:6.80624263208512 38:6.232538135906283 39:2.669983964490719 40:-7.39025066617616 41:-3.22500164345417 42:2.136828091613184 43:-7.327077604129826 44:8.417708756016323 45:10.42334384403656 46:-3.247027518944936 47:6.753953292765491 48:-6.239592741410675 49:-1.308961175390218 50:3.13961888234901 51:-7.013246142981178 52:5.501851667372163 53:7.436456256337034 54:-6.55181026377475 55:7.192941622096464 56:5.523241408437316 57:-1.773703053582133 58:7.706709351938998 59:1.977569418724946 60:-1.986064036201809 61:6.963919342046156 62:-1.184384368553625 63:-5.352252461222035 64:-2.774785546274477 65:-1.321462394287887 66:-3.439986807506959 67:-7.770708741986801 68:-8.119317386240438 69:7.009566597012613 70:8.286817538764613 71:7.429812158274116 72:9.030535553787505 73:-0.4393585872111664 74:6.905979075032232 75:0.1078098000324361 76:7.589440369407281 77:-3.128962717771032 78:-2.372194719300142 79:7.852654270242027 80:8.981860169333206 81:-1.295657874170341 82:0.4067049955906565 83:-7.808248374491403 84:-3.058728540096522 85:0.7308386110189553 86:7.792365313926825 87:3.130413853001324 88:-4.011796151115142 89:-5.208843028773398 90:0.5180214537891635 91:-7.416413919575963 92:-6.601988009789496 93:1.909345021998158 94:-2.83641581852199 95:-3.08843657973115 96:5.935130549411662 97:7.483648114859583 98:-9.532968784080239 99:-2.569270057230152 100:-3.736835120875522 101:2.56631874254473 102:4.7058739628313 103:-0.1603867620342345 104:-3.208760627008076 105:-5.015243781738267 106:-5.008941765587743 107:2.368367406909281 108:-0.8808489504926534 109:-2.075654518057245 110:-1.219412298069638 111:7.346927368486224 112:7.115216287839788 113:9.469769299114725 114:2.313162315102964 115:7.446222383877738 116:9.596905695708854 117:-7.724595409529924 118:0.6954596324648958 119:9.944762337711236 120:0.1345274750537032 121:3.974393538243018 122:-3.502472408687629 123:1.89799685539139 124:9.155722525330866 125:4.313740641122043 126:-0.4559325316752137 127:7.536956012262966 128:8.661950238560532 129:5.379859107919955 130:1.16597948344293 131:-0.2406410021589576 132:-2.352182063315808 133:-3.234734970332485 134:3.272607203922926 135:8.674179270949404 136:-8.443247054299341 137:-0.9514806240190272 138:-4.328047736730398 139:-5.082658203884332 140:0.3615941739788557 141:-2.347588714220233 142:4.43485788697939 143:-2.04497974679278 144:-3.864620680614281 145:0.6472982352273501 146:-4.644947184440781 147:10.75239067937665 148:-2.507356019040231 149:5.489419874439935 150:7.9431969497818 151:7.643880007678889 152:-12.3358721127929 153:-3.713370205628264 154:3.53322141238633 155:5.858457935037684 156:1.105957203642999 157:-4.408522831641459 158:3.649821732479764 159:3.254261795090497 160:7.978124569315332 161:-3.420135014818963 162:-3.245788437942768 163:-7.354475924968018 164:10.25880927038748 165:5.509993831275325 166:6.627108522306945 167:6.036438093587909 168:0.5957848717846648 169:-6.989772294522883 170:3.815595817748866 171:4.334268416922979 172:-0.6127288762277241 173:5.05474032444153 174:-10.40199635894032 175:3.30814607938338 176:3.100767091610029 177:5.540558201473018 178:3.922425570891635 179:-2.847511672578809 180:-1.466748038229341 181:-0.04488639791413696 182:6.002411908138818 183:2.432952348590271 184:-4.335636929318477 185:-6.448418836615939 186:-6.455511449845791 187:-3.067938115057343 188:3.823734474441124 189:-9.052290493797182 190:2.596877197445367 191:-1.673162924132549 192:8.464149144667701 193:11.14943650712368 194:7.280356921869399 195:3.762286213526703 196:2.905708601626926 197:9.026185567064793 198:2.465361836469433 199:0.523513629341386 200:-1.824504503593564
+1 1:7.271345791990989 2:-4.29209839925004 3:-5.210710776387928 4:-2.726214646240369 5:4.254890002152587 6:9.290530842369678 7:-8.589176797651717 8:-7.423865805145976 9:7.220915407995115 10:5.79295840717411 11:-7.532891562973763 12:4.287520329199797 13:-7.093039155407839 14:-9.49739443612081 15:-4.920583123492003 16:3.164075924072432 17:6.056052120941538 18:1.781088829328702 19:-6.874794435807408 20:-0.9163327380086277 21:-3.368378263876323 22:0.7988633224742492 23:-6.354216844746198 24:9.706834363514966 25:0.2748226818937373 26:2.848220049291948 27:1.468766184682729 28:-2.706802614291211 29:4.621032828134449 30:8.271792953063933 31:4.939783123638863 32:3.516757453853049 33:5.97050098302329 34:4.507304538631089 35:6.612837148366199 36:3.881708611848298 37:5.88710874565684 38:5.864924713798529 39:-7.341258080182048 40:-4.672296725527117 41:0.612904888933284 42:0.7528856649752658 43:-0.2582737219271393 44:-8.12937732896336 45:2.129908882879152 46:6.480955022200538 47:-9.159632061705388 48:-5.715840386289987 49:-8.603966267286527 50:7.477300219502372 51:2.659297093728496 52:-3.011865977361382 53:8.878432962070743 54:-8.895703511830213 55:-3.446793691882219 56:-2.846523569610737 57:8.749497217334106 58:-9.737445816926069 59:-2.137746511119164 60:-4.310488002461038 61:5.098380326369698 62:-5.082686993922073 63:9.228945675868435 64:0.7535672655288601 65:-0.2733914005047728 66:-2.539162077708519 67:-4.284612733662385 68:7.437539390761818 69:9.6205251279448 70:-4.599278214508707 71:1.754767745617903 72:0.3396183329263622 73:-2.549353560177051 74:4.616400633726889 75:-2.516976849359534 76:2.064241855400268 77:1.864179313844294 78:-7.643741774729556 79:-1.49068272967073 80:6.049607029813737 81:-5.561355309247876 82:-3.952761328471087 83:4.460592173384124 84:5.921388877314371 85:8.226057844916369 86:8.429120397543606 87:-2.103045826712808 88:-7.969151103689146 89:0.0958628989115321 90:-7.014371767188221 91:-4.163115849797817 92:-5.613814424694294 93:9.172280526205519 94:-5.025008427475905 95:-5.457753989793278 96:-7.762074403647983 97:11.4103175162978 98:-9.279865530193323 99:-7.65719050614352 100:-1.956993920285405 101:5.469323515621545 102:-4.622159531481911 103:5.736572338645618 104:-5.266742777986634 105:-4.808811611211081 106:-6.748210702726598 107:0.407231372051249 108:-3.052684250752919 109:-11.30013335304646 110:5.783941379682052 111:11.14827523800337 112:6.606868082438679 113:9.325050497046771 114:-4.265513985362286 115:8.414707704364329 116:-9.087158864810366 117:-3.523911817198169 118:3.997179487980723 119:2.660215511703149 120:3.375491003147209 121:9.407345905845872 122:2.843461455840712 123:-7.145579262851285 124:-0.4539329095595326 125:3.866004848487504 126:7.024281647890047 127:-8.940090563549941 128:-3.38041807153632 129:7.099045325388976 130:5.621236101579116 131:-2.146998119260354 132:-3.842846828938338 133:7.984329603640845 134:-1.282391718666922 135:-4.031399653244439 136:8.192850983340765 137:-2.342548371330544 138:7.915411927126496 139:-8.518626157978453 140:1.086402345992407 141:-10.02475203638554 142:-7.756657250126747 143:6.233392426402469 144:1.947810931465219 145:1.3615986682809 146:-5.464804410224616 147:-0.7369605710072522 148:-8.676002382016879 149:-1.09643102904294 150:-1.153844377617703 151:-3.018315111558439 152:6.189839489501814 153:2.911272719402037 154:-3.694419248329486 155:-9.561342149407086 156:-7.464477274536476 157:7.734166705738798 158:-3.063151922871402 159:-3.016963538989629 160:0.4582234435184995 161:3.429512354000741 162:9.182927598317407 163:-8.254179275620775 164:2.837201486008846 165:9.52162866401644 166:1.080785151364354 167:-3.779118214051009 168:-4.685234872061089 169:3.607322782026438 170:-1.231799196148959 171:-12.29080196561753 172:-9.799952113281996 173:-7.509317418278105 174:7.43880878456724 175:-5.240499928257883 176:-6.297168681907877 177:7.951393934065949 178:-3.593098063534359 179:-4.664794918899421 180:-3.876224591129892 181:1.4285842905678 182:4.864874596664354 183:6.868984733509222 184:-0.3412965111132905 185:3.880304243465607 186:-4.150562083522206 187:-1.573240070143464 188:-2.810459306648792 189:9.970224876075475 190:6.983311210290198 191:-9.032725726841287 192:-3.620117860933249 193:7.427673008506789 194:-5.851217658841847 195:0.8237897699662676 196:-7.404268985101373 197:-7.986164800429285 198:-7.760113340414968 199:-3.843095029359947 200:-8.781496930290864
+-1 1:2.114693451781017 2:4.233549010733681 3:5.027057732460857 4:10.10893498064598 5:-8.159947909384547 6:0.5250746324396346 7:-3.122893221338145 8:-3.356870437965736 9:-7.250915945733671 10:-8.479471137810567 11:8.185187854408548 12:-4.694896759829748 13:-6.865398203746806 14:-5.686611177251534 15:-8.581590792689592 16:5.740979996357413 17:-4.084939232584831 18:3.902310579715947 19:0.7730619070250833 20:-1.728166338359189 21:-1.301328539843518 22:-10.14719338657858 23:-9.546020857932094 24:-3.235978197959162 25:-2.961390158370125 26:3.505957241359195 27:10.13111452718775 28:-0.406958570620331 29:-7.368788730515488 30:9.733794841796385 31:0.3168073924337089 32:-1.321758528362204 33:-9.521534261420227 34:1.806185692225416 35:-5.356398567371617 36:-2.209525789640996 37:5.336538800651229 38:4.325577446381869 39:1.187567367936271 40:-8.127584070801543 41:-2.413768118937224 42:3.067392550925568 43:-9.029298081707021 44:10.27320865487838 45:9.637062824598029 46:-1.642841381166545 47:7.711173340328257 48:-6.293265176044327 49:-2.702724486306623 50:3.582557963459271 51:-6.945886135564616 52:5.471660301740158 53:7.246289560713343 54:-6.718576362159236 55:8.767832824794146 56:4.165267506986202 57:-2.522050010091427 58:7.355982318741361 59:1.006703783920941 60:-3.535460193509786 61:5.740873239011767 62:-1.68354477385494 63:-2.814390767964685 64:-2.802965827347852 65:-2.322270354110309 66:-6.506054154120426 67:-9.46988086408753 68:-9.512892589359737 69:7.838664183656013 70:9.955935987102837 71:8.265299025795819 72:9.275799112605213 73:0.544635851724247 74:7.626175119753833 75:0.4099008301650534 76:5.012436987035263 77:-3.447027423124204 78:-1.648440476050466 79:8.504217621447626 80:8.606593552607068 81:-1.551705167824263 82:0.3440547074612499 83:-8.275850472050598 84:-0.9018546846497579 85:-0.1023959669893708 86:6.254211543977081 87:2.115226386380013 88:-5.58444429094447 89:-2.659838882241079 90:1.497721400530088 91:-5.050448894166443 92:-4.928918620463743 93:2.653817836821885 94:-3.61555933207829 95:-4.143534871724947 96:4.753567630037584 97:6.995735448450944 98:-9.277307004183138 99:-3.284617178769042 100:-4.276815617622214 101:4.725210531973832 102:5.41291552857269 103:-0.2568813197273958 104:-2.765798725207641 105:-6.16624368124354 106:-2.551809551754673 107:2.210084400170288 108:-0.4528148481593882 109:-1.485051283538469 110:-2.381840670073068 111:5.436511703128618 112:7.228172975820312 113:9.362709946577018 114:3.193559173701963 115:8.105173479460735 116:8.174598693288967 117:-9.190648036015373 118:2.430440045963954 119:9.69667469051962 120:1.624876423050043 121:3.29682786111586 122:-3.779072519429327 123:1.288388774629981 124:10.45953454832765 125:4.749922294130386 126:-1.125458186819862 127:8.131044465979871 128:9.815728551798237 129:6.449678349485611 130:2.127436915343343 131:-0.5091291732646169 132:-1.910554513793719 133:-1.264277446373848 134:2.792594169229239 135:10.71404600629398 136:-7.357674816367374 137:-4.76172008532286 138:-3.998502733068889 139:-1.727568284150937 140:-1.738791670002955 141:-0.4930077723981769 142:4.340910367864518 143:-0.7643245920647113 144:-6.215689983714437 145:-0.456251246970469 146:-5.26295387156765 147:8.137683757697715 148:-3.132349984184936 149:4.243528209334177 150:6.131224550048667 151:5.004660142598409 152:-9.766336023107408 153:-2.836670991154493 154:2.321287824608188 155:6.419103070363934 156:4.478100253326392 157:-6.599891216290342 158:1.129027603902278 159:5.070625965246689 160:8.508971425778627 161:-4.082958209738304 162:-4.098056479424596 163:-7.396075928742623 164:9.661431792743528 165:5.154102657175434 166:6.443974598072781 167:7.416319730538382 168:0.7808352924931917 169:-7.686311988703353 170:4.681176986556234 171:1.977646464761643 172:-0.8495765159512425 173:4.283126047236472 174:-8.787847011592481 175:2.125920414271475 176:3.718788482381544 177:6.428872749442786 178:0.4909206629881142 179:-3.083970932681093 180:0.4859358428289624 181:0.3937676307754496 182:4.958239649336113 183:2.546696548218656 184:-5.158962480891376 185:-4.588001857275029 186:-5.836243735973865 187:-3.407764082294962 188:3.243276758788356 189:-11.43614567862509 190:3.02361063270653 191:-0.2704967625283434 192:8.418146811708928 193:10.64150746872306 194:6.198865433029179 195:2.003084072699021 196:4.942912759752175 197:8.904926895531025 198:0.7588492053570732 199:1.342387915481276 200:-0.1210383769210603
+-1 1:2.619916047449949 2:3.675205578487641 3:7.793294382529004 4:9.795330339045497 5:-7.877662372301964 6:0.3726269519014992 7:-4.716551056423967 8:-4.093194431892023 9:-7.585957439508876 10:-4.408631752990781 11:7.506031397961549 12:-5.727248218014187 13:-6.891881080392074 14:-5.778309952419321 15:-8.560901542080781 16:4.536758035142914 17:-4.379998951157681 18:5.455620830061952 19:-0.7037641593652801 20:-1.339783431200297 21:-1.161417486791974 22:-7.670098012231051 23:-9.743827900827553 24:-4.457177096107458 25:-2.394350226483031 26:3.677305453384458 27:8.532884567280322 28:-0.2325861916195021 29:-9.605506557707658 30:7.40633627076741 31:0.8175056891406429 32:-2.412695158967145 33:-8.212331772889074 34:0.6682209276196946 35:-5.206387696522068 36:-1.643791526407875 37:4.110244772342648 38:4.568651620137567 39:3.10481479058809 40:-9.217197541137475 41:-1.986334681079035 42:2.543359415348671 43:-6.216320167520877 44:9.605688792996935 45:7.782639075574128 46:-4.893441103799918 47:7.251800769796085 48:-7.982680811165208 49:-2.568886882233511 50:3.209465145619665 51:-6.88691553604029 52:5.284008762634103 53:6.041932238510705 54:-7.73001510808882 55:6.95247573511516 56:4.055325081780879 57:-2.248643423971183 58:6.937366574717516 59:3.252334568161015 60:-2.355018015201716 61:5.935835231420444 62:-2.197306515666125 63:-2.888263630384529 64:-1.708804991615823 65:-1.500509774122662 66:-3.964792585895035 67:-10.65570688471887 68:-8.147820343492826 69:7.610382895746524 70:8.24393875433425 71:7.278022157375437 72:11.06405570685297 73:0.2550342004550488 74:8.621445276558951 75:-1.044299377235313 76:4.10038750032564 77:-1.49620674743486 78:-0.8760446243107016 79:7.248045172481791 80:11.58028126753775 81:-3.38868297899295 82:2.130532995177282 83:-7.522375931737053 84:-1.970369666615321 85:1.080109898616421 86:7.317791489526843 87:2.683220967588297 88:-4.43683210898513 89:-4.760270829387038 90:1.178822366149338 91:-4.907879565936649 92:-5.257009148764408 93:-0.08667321177388509 94:-2.700111925091872 95:-6.081906259144439 96:3.457256441607356 97:7.978858285437251 98:-9.649031440546251 99:-2.859343983191919 100:-4.274353472930191 101:1.372918345451074 102:4.63946957021385 103:0.501866858340517 104:-3.696048744424995 105:-5.118098767758362 106:-3.690600739183162 107:0.7665967593234431 108:0.06940808549637434 109:-2.163401606865945 110:-2.003367649881096 111:6.831903710966813 112:8.118896257591201 113:10.77991978808884 114:1.213488118734655 115:8.036714131976465 116:10.32516161860654 117:-7.682687825831402 118:0.7799065481399483 119:7.392688282327851 120:0.309857142353282 121:2.185625512197471 122:-4.374952433515048 123:1.936889198695994 124:11.29020152108541 125:3.70531058067073 126:2.077892558786876 127:7.425636849021839 128:8.108774007042667 129:6.857957989363554 130:1.498223795842673 131:0.880734887919016 132:-0.4272937162165327 133:-1.601087205046126 134:3.036920333586464 135:8.968166142985117 136:-8.592060942801762 137:-4.626920039889765 138:-2.962786541209439 139:-3.358654199644289 140:0.2859908908755213 141:-3.24740703798301 142:4.35814824150764 143:-3.795625444954402 144:-4.490236073156307 145:-1.151299178699927 146:-8.685043973216747 147:8.484940434790468 148:-1.194560551849924 149:4.322558778642424 150:6.46282820269057 151:5.788888562363564 152:-10.76038842368006 153:-5.387169232665585 154:5.124247491081223 155:5.010290390324033 156:0.8601853088361721 157:-4.140279335269231 158:1.255540789893298 159:6.200391129269874 160:7.504514711194616 161:-3.959636337548636 162:-2.592636392038845 163:-4.074908207633989 164:9.227776773181803 165:3.921374720478436 166:7.579460238095096 167:8.308962287448194 168:1.710370085879714 169:-7.089535954017422 170:3.645881307359534 171:1.478810702049386 172:-0.1542834230498915 173:3.386836623862091 174:-9.409687227361497 175:1.896329771691355 176:3.864307364355819 177:5.524190295789647 178:1.734039021987874 179:-2.835812820435619 180:-0.8155645537273237 181:-0.1218243073673598 182:3.98866400500292 183:3.216062795962004 184:-7.062222232053335 185:-8.406522655660996 186:-7.201146040001699 187:-1.266867165318337 188:3.270622206948222 189:-11.33585989600815 190:1.134703787322762 191:0.8151752871658001 192:8.914685569245107 193:10.28993061419919 194:4.858213987151828 195:0.9698454171252375 196:5.053927974452106 197:9.312962469984596 198:1.358109514969253 199:2.871354944690148 200:-2.763758225971831
+1 1:6.894571232803084 2:-4.024290903840906 3:-3.781873326729735 4:-3.626048455057817 5:4.363772657214442 6:10.47116056792083 7:-10.86869232125426 8:-6.439853743726279 9:7.127280571995733 10:5.491089801443454 11:-8.666772398223115 12:2.399380870788374 13:-7.754400369902106 14:-10.26781429513465 15:-3.783734582130838 16:2.559932301522501 17:6.866852411764534 18:0.7260898988128432 19:-7.864528313366713 20:-1.252521528332607 21:-2.68439561062966 22:1.987909244164433 23:-7.224935352427651 24:9.7433474911841 25:1.046328936352834 26:4.109539105980499 27:0.005526632633894635 28:-2.963693772706721 29:3.752968395735825 30:7.508282320277008 31:6.016351372299056 32:3.701559442541504 33:5.436919472144953 34:7.005650326452382 35:6.727252518944034 36:5.29266551226431 37:5.724410049568126 38:6.906187955548098 39:-9.559650932320308 40:-4.521922900390638 41:-1.447910745582133 42:-0.6220888581317585 43:1.660146294006579 44:-7.81665912206739 45:2.637141427344701 46:7.911706381174146 47:-7.968653857456317 48:-5.626521440319746 49:-7.373867507312565 50:6.238224100907871 51:3.816053520253125 52:-2.432239365723333 53:8.16710317074733 54:-9.938306795318795 55:1.406750991696236 56:-3.994303590576642 57:8.821479565491853 58:-8.376951284149374 59:-0.6477040316215185 60:-5.694418525770756 61:6.226543204165944 62:-6.836769931577004 63:9.652657331324123 64:1.066875554558725 65:0.6547502099574696 66:-0.9156515199526734 67:-5.674614070530778 68:8.426600199384731 69:8.919991772069292 70:-4.159707974215723 71:2.033536182533623 72:2.172163807929681 73:-2.791885188667176 74:3.655416126528169 75:-2.681690471081568 76:-0.2723128229289795 77:3.457177696740272 78:-8.423799524175742 79:1.050929707110933 80:6.304167583225173 81:-4.859410854035867 82:-3.001100793587574 83:1.620372628779892 84:5.766781057395363 85:5.805931622501184 86:6.946436932746543 87:-3.449556352287135 88:-7.543559589079548 89:-0.07078823539303614 90:-8.241664770555245 91:-4.51738837489247 92:-7.947686529888859 93:7.565176577276477 94:-7.888739581366819 95:-4.678640537131889 96:-6.148704811229428 97:10.53107562254541 98:-8.128519379742462 99:-5.577587337339692 100:-1.685742361330987 101:3.908303197045109 102:-4.083448889400944 103:7.512714513690531 104:-7.567768755824083 105:-5.053962205874371 106:-6.994838793215048 107:1.973894256453065 108:-2.214833746521717 109:-8.637080625370867 110:6.015282628767978 111:8.826383837418943 112:5.914058116033773 113:8.392872565598614 114:-5.629669181075755 115:11.43513890896915 116:-8.948318122203643 117:-4.362737509717118 118:4.992931326144946 119:4.080946876733905 120:4.381239222445991 121:8.493681695246977 122:4.644222349072725 123:-6.426366592909508 124:-2.438429075208733 125:2.809662902198085 126:6.73150842479841 127:-10.28337998957982 128:-0.8486348721860285 129:4.210622719386501 130:6.051550785297088 131:-3.890553432039837 132:-2.447265838027618 133:10.94460282895798 134:-1.008147235206586 135:-3.845515484400255 136:4.750051262485915 137:-3.383878616145442 138:6.181523084403889 139:-7.935632553026485 140:0.6465714277567146 141:-10.74566662659249 142:-8.091645736861125 143:7.992425192127547 144:4.232246151322008 145:2.175289930291004 146:-7.638352890452657 147:-0.4629785692921269 148:-6.814453279105028 149:-0.5132839224714831 150:0.1461922526153308 151:-3.26112279419617 152:7.061486768240348 153:4.226172267969069 154:-4.303773276802818 155:-7.436764050169623 156:-7.92863324230199 157:5.699495263279129 158:-1.074231436821 159:-2.987054424151642 160:2.531254951300807 161:5.310624999121914 162:8.948354732972398 163:-9.71935316807639 164:3.494157998959697 165:9.380647369326319 166:1.563314433091112 167:-5.680090090772448 168:-5.06831767174369 169:2.410136234113001 170:-2.611879066962339 171:-10.39002496938326 172:-8.654414452375546 173:-6.038780432781034 174:8.886356690546457 175:-3.189758214608553 176:-4.315936510429066 177:7.056646795705145 178:-3.600625805086158 179:-3.727268807501819 180:-3.155203014640603 181:4.079259329076987 182:6.528608956186273 183:5.404169668466114 184:-1.719390631000835 185:2.085078948830983 186:-4.722504171900848 187:-3.452423874689415 188:-1.27096955290139 189:9.81852884043972 190:6.485719482046938 191:-10.26469598151564 192:-4.345263284078032 193:5.274213062327641 194:-5.836779460921443 195:1.58774499683291 196:-6.540484589782532 197:-11.99520036472945 198:-6.133188394360293 199:-3.166741195421758 200:-6.25553913050323
+-1 1:5.229523430568321 2:4.452787019941229 3:4.993920399891268 4:8.608549523247516 5:-9.18529071567071 6:0.7260460353795434 7:-2.91644801259731 8:-1.59464289238195 9:-6.187622779498165 10:-6.800267869420869 11:7.500121256871124 12:-5.551976142650601 13:-8.99086392152881 14:-5.592394232886299 15:-6.73902261117803 16:5.05221010723775 17:-4.628169063157708 18:4.145412440306187 19:1.399464058924722 20:-1.897539356168443 21:-1.241573009884544 22:-8.112929559296045 23:-7.551005708191896 24:-3.897899258638582 25:-2.093953309335391 26:4.861176111308862 27:8.089197571809892 28:-1.695583466883141 29:-10.0584451807466 30:6.338207400092306 31:0.811615223139077 32:0.03850867972876171 33:-8.141888684654548 34:3.804217326055817 35:-5.235334442523922 36:-0.05973454319392602 37:6.296080413032301 38:4.122323043321138 39:0.8441714778664071 40:-8.975337751297308 41:-3.243210544024778 42:2.595627115371447 43:-5.992915446168452 44:11.54656156443232 45:9.702967945030345 46:-2.727220569206111 47:6.775495275786582 48:-8.015286470722174 49:-1.030874435010171 50:0.9229160998805671 51:-6.696506638840901 52:5.7006849841931 53:5.150297929601011 54:-8.195565078714793 55:7.204100229489492 56:5.046837223650753 57:-1.345230410490066 58:8.367915575253102 59:3.174469285686339 60:-3.375430084479714 61:7.408744847155667 62:-3.268530546188498 63:-3.358121284068663 64:-1.702260243130381 65:-1.083751672530431 66:-5.662395735144631 67:-9.38906323027582 68:-9.181970633180793 69:11.01054950440161 70:7.818411877211234 71:7.068584960710119 72:8.951751103713484 73:-1.646440378172554 74:6.619800305151655 75:1.589096458278288 76:4.614317986432985 77:-0.3667938741911017 78:-1.829626914189769 79:8.362788362835106 80:8.089512236664781 81:-1.006829166612125 82:0.9443114574640851 83:-7.877766030770148 84:-2.678191005572522 85:2.612093986022508 86:7.959276734111026 87:2.260870160565262 88:-6.572163193618644 89:-5.607622656410408 90:0.2523859276004801 91:-6.868750836297089 92:-5.467137999796789 93:0.4878016282922205 94:-4.084979646079812 95:-4.396050953070848 96:4.690151352416392 97:6.378817029660383 98:-11.40701023222188 99:-4.349669662963796 100:-3.450973177134999 101:3.286434929847597 102:2.16109932407959 103:0.4239321219569946 104:-1.218663608196644 105:-6.971697962047424 106:-3.306432167595769 107:1.35691420064087 108:-0.3072816381176834 109:-1.814709939620626 110:-2.642124634522176 111:5.025276851161077 112:7.488821557600176 113:9.512497735071834 114:1.228800787019124 115:7.882766813987602 116:10.2435443248266 117:-9.69995886492581 118:1.49700483475486 119:7.448784438634618 120:0.4156969099013533 121:0.9917278356450958 122:-3.076118742875387 123:1.526162295853262 124:11.26208024023139 125:5.477004269742548 126:0.935649743437571 127:9.771385479805446 128:8.16543980737378 129:4.400061847799448 130:0.6649823511985278 131:0.2832531779341602 132:-1.358739654870526 133:-1.854588574281298 134:2.427337075205187 135:8.429970760593196 136:-7.291375670097916 137:-2.099665884441195 138:-3.51495952294492 139:-2.11026623704317 140:-0.9548366842071488 141:-1.875059259087293 142:3.991793414437169 143:-1.610270336271696 144:-4.423324736769744 145:-0.330800599416503 146:-6.473729277300357 147:7.068269347955651 148:-3.104090831125172 149:6.224876808727651 150:6.910048308679039 151:6.558444227631748 152:-11.97336987437209 153:-4.532513341079857 154:4.075680539214396 155:4.378274361649151 156:1.364980441782322 157:-5.383770834045736 158:1.483945841002074 159:3.933924058613889 160:7.054483975088537 161:-3.438260357082272 162:-2.520859486102566 163:-7.591492436576564 164:9.041861087552155 165:4.401637684155583 166:5.921461127949724 167:5.976568802987322 168:0.5102126637377709 169:-5.302123308148159 170:2.979202556623522 171:2.822661643496559 172:-0.7824448036775884 173:4.276357914389315 174:-8.242747884732852 175:2.071588354902612 176:4.025626231976585 177:5.594375444845291 178:0.7980498523449413 179:-4.033086747982793 180:-0.8021105667695312 181:-0.8701203874137201 182:5.078037052041728 183:1.857441145564582 184:-4.594692295549849 185:-5.394992007463159 186:-4.094729868368728 187:-2.547249889113882 188:4.379234691337715 189:-9.143836014033553 190:0.9344191943507834 191:-0.04459985007033307 192:9.585540706362337 193:8.979860518428779 194:7.522284140852805 195:2.10611089289702 196:4.600830329808927 197:7.415061553614702 198:2.353082663929574 199:-0.2378151924911469 200:-1.150370227617826
+-1 1:3.779115274831754 2:4.93023233945981 3:6.693193748502735 4:11.04633269865938 5:-7.817764393188609 6:-0.1874092065237047 7:-4.560210925069029 8:-2.961184149533804 9:-4.559526952187697 10:-5.503404318233746 11:5.536676437950677 12:-6.919674993265431 13:-6.975332747374075 14:-3.612693380198899 15:-7.129656947105847 16:4.849869696952608 17:-3.042344544375178 18:6.03008625696228 19:-0.05741699165352193 20:-2.167552278236475 21:-0.07748931097252076 22:-7.40922214678453 23:-9.261912271670326 24:-3.023690329600876 25:-2.28799953774272 26:5.130682552007189 27:10.6191829988577 28:0.157737417577742 29:-8.963578902253728 30:9.045926060959683 31:-1.801860267971821 32:-2.706956040752001 33:-8.721961112882356 34:2.225669543840745 35:-3.798518661084053 36:-1.839745530445803 37:6.979799299153991 38:2.87482153628906 39:2.058129076267261 40:-9.556506866296665 41:-2.254357972418395 42:3.16031956042567 43:-6.23605303489965 44:10.14543490357084 45:8.284688357649079 46:-2.355253178282687 47:6.886888926762575 48:-7.500373912001987 49:-3.949857766990098 50:0.8253155932643532 51:-8.301029984818856 52:5.163332702663507 53:7.464166840643369 54:-6.291369667425188 55:6.544973769016114 56:4.831764265770102 57:-1.298222906436913 58:6.137625006988671 59:2.634400287270843 60:-1.915538915462962 61:7.455448616895375 62:-0.7287102232528482 63:-2.107507049183855 64:-1.33052249295305 65:-0.9855852166927459 66:-3.366654857235648 67:-7.835212747891867 68:-8.973996404150439 69:8.643962368312229 70:8.091891635523069 71:10.34187542705785 72:10.00628597193938 73:-0.06834518709371623 74:8.6549294925097 75:0.6545080396787231 76:6.199712337950618 77:-2.240738073635305 78:-2.906958375774017 79:9.366183375649069 80:9.527255607039573 81:-0.02943107645177978 82:2.562960290667317 83:-7.36965660969347 84:-1.607971541142453 85:0.8045219803922358 86:8.890221681276858 87:0.7960969453223676 88:-4.080181449539364 89:-5.110885841953626 90:1.235293623722912 91:-5.414523172503606 92:-6.313567018779093 93:1.875461292639171 94:-2.966293581658582 95:-3.705316080881459 96:4.128990343256133 97:7.80139485011318 98:-9.970301052364306 99:-4.410044585542923 100:-4.508718528820678 101:3.479808332808172 102:5.333365319277851 103:0.9850793434772465 104:-2.473216771996023 105:-6.742990457930059 106:-1.855671540032614 107:2.519745836551039 108:-0.9006723428293991 109:-1.458662633147498 110:0.1937983206234521 111:5.89364910665668 112:7.80040603120504 113:9.026349429342513 114:2.359622950223528 115:8.208236629801586 116:10.00875773220974 117:-7.653290576567494 118:-0.1363300109354673 119:8.209046746524775 120:2.661336037430001 121:3.141258146398619 122:-4.871658588412946 123:2.67554480093392 124:10.13426911337524 125:5.466275087224855 126:1.805626711104316 127:6.457752123888409 128:8.959364086421328 129:6.355762698824296 130:0.8411928887885654 131:1.298053108385761 132:-3.593882907403736 133:-3.090675394051977 134:2.871788694293906 135:10.55063353464177 136:-5.465925642169077 137:-4.124263643511176 138:-3.998549392926709 139:-2.052651588465351 140:-0.9306358059674027 141:-2.132274091629945 142:5.121662027531336 143:-3.599803397190727 144:-3.339599577298774 145:0.5229609020924955 146:-6.482548708316045 147:7.979740860951346 148:-1.196694848856836 149:3.735803639355647 150:5.257542057519116 151:6.647432910383801 152:-10.13357883488051 153:-3.437785432102576 154:4.614203350518656 155:6.07993523318747 156:-0.476569184800097 157:-3.993750158449449 158:1.826352709176476 159:5.774582034687224 160:8.212950070559925 161:-3.426705561341797 162:-3.238290883804543 163:-6.310345392421474 164:9.202935850118928 165:5.806193314759159 166:6.175943739804727 167:8.452639140865289 168:3.444972528182953 169:-6.748629686396479 170:2.928611521852883 171:2.446156913460737 172:0.1506718592692915 173:3.325229706980253 174:-6.595085026773132 175:2.420012850689731 176:4.52383971092343 177:5.381655374179043 178:2.548587910484873 179:-1.663479863833216 180:-0.1379059299557108 181:0.1077307400471877 182:4.100594769917945 183:4.031922085432029 184:-6.257108397471773 185:-7.642851727084336 186:-6.114376739014892 187:-2.452892574734408 188:5.278414267385684 189:-10.34179312756118 190:2.815720311770183 191:-0.2254672555039915 192:8.813242074476983 193:8.772009055928486 194:4.656470676446042 195:1.780752212810706 196:6.342774432913083 197:7.296466995973761 198:1.344753876545296 199:3.0847961224858 200:-3.16229335254211
+1 1:7.621359634535967 2:-4.045589993380777 3:-4.514008881159805 4:-5.087290887932456 5:5.42824648610276 6:12.27425852909411 7:-8.278827097140603 8:-5.287359269754329 9:6.078964709278725 10:5.031815321913153 11:-7.216355429457906 12:3.309918933477901 13:-8.271552299957204 14:-11.05890307745342 15:-4.043584347767845 16:3.35292320121653 17:4.313135161046092 18:3.956027425354699 19:-6.796853214305101 20:-3.576928955993318 21:-2.180741871683136 22:2.048165961502164 23:-7.827779664358328 24:8.743872769003877 25:1.812027437535055 26:3.525316299175585 27:0.8853961325480763 28:-3.203788897439762 29:4.835924355107053 30:7.646427151189596 31:4.854649597063725 32:4.626967634854505 33:6.581306333009971 34:7.730619790577899 35:6.967517571005644 36:3.314354627565628 37:5.16498944735799 38:4.974227716151685 39:-8.196713858741635 40:-3.444928860616888 41:-0.8354168457263104 42:-1.088209959040718 43:-1.686127909641379 44:-9.662821510847222 45:2.094647126108274 46:5.796944104423218 47:-8.444814619294741 48:-7.352665403972671 49:-7.085367787238456 50:5.476193334711174 51:4.414805369080626 52:-3.782678680806764 53:8.736943567797269 54:-8.95391603271492 55:-2.934921909397757 56:-4.241609352221195 57:9.889507697342195 58:-6.308379590255841 59:-1.132216018069211 60:-6.901439227991767 61:7.8486487548276 62:-3.478054090712002 63:9.997770357129998 64:1.384016405843491 65:-0.2522566880644347 66:-4.013076766456193 67:-5.965349266860891 68:7.269403336421641 69:8.846806082719104 70:-5.838214411870474 71:0.3631741695167492 72:2.593127940523753 73:-2.699293066971844 74:4.427779514300154 75:-2.202912407844643 76:1.955935440466707 77:2.523538880130383 78:-9.814409971085956 79:2.052767179862752 80:7.035942386097796 81:-6.245761322280348 82:-1.972742341732301 83:1.6258642916409 84:7.043239239133099 85:8.447381935476423 86:8.143897119963951 87:-2.612843834279618 88:-9.525744111122158 89:-0.3529609058952226 90:-7.351712859454078 91:-4.500384228289219 92:-7.867134477475091 93:7.869766951660235 94:-7.785134528206319 95:-5.91881580878983 96:-8.571390659808621 97:8.889502152359389 98:-6.58983842125536 99:-6.818460718862261 100:-0.4321519356914573 101:4.459796273767474 102:-2.046057616525724 103:7.667543216817143 104:-7.50492563241879 105:-4.525202142818213 106:-8.262116701941503 107:2.40085101587153 108:-2.537061328438259 109:-8.471021319715559 110:3.763518464745495 111:9.068880488005036 112:5.003157101727673 113:8.085568517891291 114:-7.18609413020666 115:8.79428141078672 116:-6.292514953599087 117:-5.300950702654331 118:5.044974073888637 119:4.022471174354844 120:2.358268463316255 121:7.097065195897667 122:2.16850999713742 123:-5.205952053384863 124:-2.231957165808298 125:3.743486590600776 126:4.878426699969756 127:-8.932992668618061 128:-1.060019298327485 129:8.020094619959908 130:7.227310920831615 131:-3.067044975353249 132:-3.357523183491674 133:9.76450598486859 134:3.06459649292475 135:-3.463808102413731 136:7.463391130722525 137:-2.082934953715175 138:8.250477501650673 139:-7.577907015448604 140:2.105586518385321 141:-10.09965006301064 142:-7.115681931419816 143:7.184514828759182 144:4.065745315273714 145:0.5080469806890071 146:-6.708633171783768 147:-2.170093258101276 148:-9.963314715725746 149:-1.701469034555949 150:-2.256036397677973 151:-4.477279385391931 152:4.223233206338628 153:3.707807725928684 154:-4.049025371308841 155:-8.944423427500848 156:-7.279407082335543 157:7.092456100847195 158:-2.693263930735772 159:-1.689421795584686 160:0.246168399498919 161:4.325250841621893 162:7.516286707783999 163:-8.712133552294762 164:5.154839028696315 165:9.232045480299709 166:1.639961092899444 167:-3.191164407415513 168:-5.210983005820928 169:2.843749186122071 170:-3.618884485565013 171:-9.218709253369843 172:-8.4019625974944 173:-6.741046347455108 174:7.126609262136923 175:-2.589135762829478 176:-2.5788027256131 177:9.078048991701536 178:-2.883206287574286 179:-3.00982138436594 180:-2.874708924172458 181:3.706840254210405 182:5.950327834863498 183:6.529442211645142 184:-0.3480427669621234 185:2.926046145138342 186:-3.83378560026415 187:-6.371293522123388 188:-3.772375471470409 189:8.69135388798599 190:7.303549397719415 191:-10.57356823559793 192:-2.04485320983266 193:6.978335231219734 194:-8.195529589378882 195:0.8029637336865899 196:-8.13395153970335 197:-8.905116930878433 198:-7.942816865576869 199:-5.565782325074212 200:-7.367625626567674
+-1 1:3.218619348549158 2:5.362515734110262 3:7.029806326972535 4:10.88011324329104 5:-7.303038250163686 6:-0.2927240743092377 7:-2.832879777447802 8:-2.569182735803245 9:-5.235054847024702 10:-6.420780187009903 11:6.043337971072747 12:-5.906448738244078 13:-7.737448528075784 14:-4.969949451411433 15:-7.078994584237722 16:4.909037469749702 17:-5.235778535142215 18:4.259833342337342 19:0.2882402980960013 20:-1.688166090566494 21:-1.26705204038099 22:-8.178586531063523 23:-10.29440863141376 24:-4.027821299371357 25:-1.903274833107758 26:5.746835397417844 27:8.257431208751122 28:-1.937191582887603 29:-8.892255109117375 30:8.995360316273274 31:-0.3960461424125343 32:-0.4606339142159149 33:-9.44820147062676 34:3.604149805180821 35:-5.004283451752121 36:-4.639877147528245 37:7.047517159798082 38:4.415603090450201 39:2.520922572008991 40:-6.755412835060502 41:-1.757901906372868 42:3.737379917480796 43:-8.052652133366468 44:11.8968307777026 45:9.130308072094747 46:-3.151168947383078 47:5.871787110759707 48:-7.499859324734796 49:-1.792156012748636 50:-0.2341833785375962 51:-6.6292708079372 52:7.209532259086191 53:7.207980573098422 54:-6.322759004519467 55:7.958093206411988 56:4.366346755667475 57:-2.442893149830757 58:5.845428934164941 59:3.372579533920537 60:-2.108796628949356 61:7.694163750129971 62:-0.7607470009473469 63:-2.514967983921411 64:-0.4441536869414096 65:-3.084701129624731 66:-5.561065578277974 67:-9.431851560637176 68:-9.150268326020049 69:9.62882788071377 70:9.809529673865745 71:9.924122643246719 72:9.412824491787642 73:3.042487115644302 74:7.57018597329518 75:0.09324334150514535 76:4.60780283856403 77:-1.764597226857791 78:-2.550523908320081 79:7.929535991369232 80:8.871094135228605 81:-0.6398971552890942 82:1.532070282928818 83:-9.444018388010072 84:-2.432430564817795 85:-0.1081773387746519 86:9.338242470944442 87:4.378615715509763 88:-4.775913943004846 89:-4.857557250088999 90:-0.01126824222414047 91:-4.831854346562584 92:-5.452058158407536 93:0.461075991863568 94:-2.989803846650613 95:-4.800098982773218 96:3.762460372808358 97:6.900549334017144 98:-9.308524698755697 99:-4.076729606774536 100:-2.564457088371797 101:3.297653327063414 102:3.838950325443742 103:1.611599535294284 104:-1.988433127707393 105:-6.393731850531931 106:-2.64760950841293 107:3.648256878076965 108:-1.426571277345577 109:-0.228319642108245 110:0.1762515263032713 111:7.44798872125493 112:9.043388248896667 113:8.707233703474939 114:1.409467982516734 115:8.932753366419764 116:9.064847289066229 117:-9.132284518521205 118:2.828818958783422 119:8.176720905971404 120:2.074648985324866 121:2.435030247526387 122:-4.07887688177319 123:3.039960887464651 124:8.875588198520271 125:3.866578750984996 126:-0.1956299902398844 127:8.609880607699621 128:9.992094539190949 129:5.154276430064702 130:0.176675190700312 131:0.3015168219000287 132:-1.920268243556422 133:-2.284756779084778 134:2.754791366709971 135:8.878294218538443 136:-7.868504406233969 137:-3.20057276868276 138:-3.376890155730675 139:-2.049954935166208 140:-1.426499931006229 141:-3.322370106779924 142:3.450053275561661 143:-2.998717952959511 144:-3.077616609754646 145:1.841075181114259 146:-5.874266364800855 147:7.962148021252928 148:-3.622787340731678 149:6.403299052767382 150:7.521265709365903 151:8.29939924806315 152:-10.80580650734928 153:-3.260390833612869 154:3.455175104061099 155:6.335558688166506 156:0.7113075877418642 157:-7.456149934515807 158:1.390877332019841 159:4.196248219214161 160:7.627997113772198 161:-4.409227145793587 162:-1.581626849092758 163:-5.199798905361219 164:8.300290032851498 165:7.468164874436805 166:5.894641204612427 167:7.500721107470177 168:0.2278384415230402 169:-6.649077812931711 170:4.875338224358276 171:4.782550612673163 172:-2.14798950334503 173:5.446348520607446 174:-10.13834047578266 175:2.023315917783651 176:3.840612635297575 177:6.677036918907062 178:2.302829084108775 179:-5.106458324412582 180:-3.36257240443679 181:-0.8361358689120533 182:6.975313650943098 183:1.723202458686926 184:-4.882907860676763 185:-5.118324947824103 186:-6.251712694904414 187:-2.671845295832708 188:3.031162927504074 189:-11.66639363541367 190:0.9122899476411757 191:1.626172508964267 192:8.355284768844021 193:10.43271099262095 194:8.525137399078755 195:2.792770267318727 196:4.407577113006537 197:9.932711907139341 198:3.617471312952674 199:3.718761914825798 200:-2.610040493225433
+-1 1:5.212000301764717 2:5.1706786854094 3:6.420079514076353 4:10.16616303405023 5:-9.099743181744067 6:0.01195059767176948 7:-3.708041595613426 8:-2.814656833918713 9:-6.929302380485121 10:-7.578498189437968 11:5.968868857807944 12:-5.648610998377266 13:-7.244242770830649 14:-4.460966414971049 15:-6.918740427621784 16:6.857120825607091 17:-5.485402110380182 18:6.625539410723672 19:-0.2386020862487078 20:-2.204240638741197 21:-1.499598572018302 22:-7.672559810327331 23:-9.371984646796118 24:-3.182848726061211 25:-3.28352455010765 26:3.958315757169833 27:7.973814521875926 28:0.5109772068491774 29:-10.437221507076 30:7.763672492966339 31:1.056954833286984 32:-2.348021426386715 33:-6.795213324465883 34:1.699744927020556 35:-4.258669678665698 36:-2.025182052873279 37:7.622033830840492 38:3.849399488477411 39:1.983653776056568 40:-10.36925172916358 41:-2.450713156456984 42:2.338822664784707 43:-5.943437739082635 44:7.946086245219053 45:8.264378893140531 46:-1.858835879108699 47:8.185636368615032 48:-8.022318788265636 49:-3.718201623181604 50:0.729143871193487 51:-7.746718647072962 52:5.539225334787083 53:6.386178847131411 54:-6.918591932464345 55:6.148654479821958 56:3.38539058208126 57:-0.3679623047246754 58:6.605115624520367 59:2.407470169037565 60:-3.341006685679583 61:6.474380395197616 62:-1.256332249207776 63:-4.597350113136897 64:-3.874069655950314 65:-4.023424056776727 66:-3.80891017154798 67:-10.45827297264546 68:-8.339702851261375 69:8.921902797544591 70:7.498462823836214 71:7.229092198719124 72:8.542947833261035 73:-0.7466577402384295 74:8.544860285709543 75:-1.778380690640856 76:5.268727946806483 77:-1.672716368413434 78:-3.50021280291892 79:10.5734457844457 80:6.423455601766204 81:-0.9579064107155842 82:2.147976800375288 83:-7.198569442516384 84:-1.742015638731904 85:0.9185630915517932 86:5.988053116457044 87:2.813496634087583 88:-4.538626100308302 89:-4.809422514271538 90:1.137540676943458 91:-5.550097044904541 92:-6.194209695265302 93:1.053623530198154 94:-4.445857088419977 95:-3.855645426603698 96:3.951548380626291 97:7.332840009802694 98:-10.8396197320499 99:-4.9817776541485 100:-3.941604926117777 101:4.035613895476577 102:4.512242787792693 103:0.9308640712361343 104:-0.9084830287409438 105:-5.045794893779154 106:-2.786630930473812 107:3.258508244134923 108:-0.8043627938466339 109:-1.677182544896109 110:-2.732020863732194 111:6.53739206698341 112:9.001985320817548 113:8.51122179614047 114:0.3132468840019631 115:7.966817257325203 116:9.348294120182853 117:-9.396593129567078 118:1.767551580309564 119:10.38533267039955 120:1.796136532535078 121:3.352298264273231 122:-3.144989037228112 123:2.980475216669995 124:9.412564362995372 125:4.922086101125046 126:2.371187805683884 127:7.395715008815483 128:7.107499325914017 129:3.257114401754214 130:-0.06244476745471295 131:-1.768981440677617 132:-0.0695274222432718 133:-1.257348025007083 134:2.723045348619137 135:9.822664253582378 136:-6.728289549217632 137:-2.778879389591801 138:-4.3546585522858 139:-2.617670183233999 140:-0.3203192534033673 141:-2.647865504479075 142:5.791156214858843 143:-3.240208054860802 144:-5.288627998870844 145:1.694733086345855 146:-4.233622923992111 147:9.019841504904347 148:-3.570033472306783 149:4.037559334903984 150:7.347892860701611 151:7.338494510180191 152:-9.246368020548076 153:-4.078592312424922 154:3.50527454717826 155:5.257641511338644 156:1.388011580903469 157:-5.096519788653594 158:1.614804466291168 159:4.80170953976767 160:7.632050803785018 161:-5.585794106607431 162:-3.93992612525586 163:-5.326547690067406 164:11.42156424601592 165:5.550262217025458 166:5.790575821470381 167:6.442690642542567 168:3.312376505686708 169:-7.022694736864302 170:1.835858325353722 171:3.310388809257266 172:0.4417264315399574 173:3.740356582985058 174:-9.148898947659349 175:2.062648604864574 176:4.050751151673891 177:6.774807969828069 178:1.915768654119025 179:-1.650552458331878 180:-1.071957677149217 181:-0.6336956078058142 182:5.760142376847529 183:2.572110543205409 184:-5.19288855613199 185:-7.948397056276727 186:-5.672637124459754 187:-2.6988517468931 188:3.007423037941982 189:-11.11887979610553 190:1.144240853199857 191:0.6228722026150827 192:8.121591742977358 193:8.694952741743991 194:7.375572436917825 195:2.74490774369727 196:4.104838584604352 197:9.046164223064 198:2.231450257188564 199:1.916582028640254 200:-3.116384068927089
+-1 1:3.879771987317525 2:6.073152430751011 3:7.693038782821302 4:11.17362450025198 5:-10.63750960445838 6:1.99046647972341 7:-3.085094705532411 8:-2.490656997176061 9:-6.626374615619966 10:-7.154514715742651 11:6.085807280978122 12:-5.627165359435059 13:-6.901894480810498 14:-4.366520536767792 15:-7.117718557927502 16:5.318237096845587 17:-4.611533945532241 18:6.259223199418062 19:0.01206821472544639 20:-2.992167140535813 21:-1.36813476062272 22:-8.764496878599841 23:-9.44692816915806 24:-2.774569091219427 25:-1.42002164119782 26:4.106908882469227 27:7.045786841779394 28:0.03189611591892016 29:-7.746371045698686 30:8.529555654594528 31:-1.934997246047465 32:-1.606544825166575 33:-9.091443423771834 34:3.244401175562305 35:-6.049553138361095 36:-0.8715804002027288 37:8.300558740668235 38:3.598655742682308 39:2.287197881292056 40:-9.636363513213031 41:-1.77258437715845 42:3.192789934381111 43:-6.797966295689653 44:7.50532258383023 45:9.030271150903395 46:-4.011903224484922 47:8.039899870659985 48:-5.675667351770573 49:-2.796112966886187 50:2.266604468737638 51:-5.865752658169194 52:5.073212339009334 53:6.134007214151906 54:-6.5301123218333 55:8.705876387095778 56:5.206011177666672 57:-1.955164055363458 58:7.738446873809353 59:3.138288042869372 60:-2.856308263012582 61:6.606724910543281 62:0.1233526769629905 63:-1.152048653974882 64:-3.801555865827968 65:-2.346306259373914 66:-4.239181233718658 67:-10.6801787883282 68:-8.056191937712299 69:8.105759467326342 70:6.859363194386539 71:7.52158835343081 72:9.021205731206631 73:0.6876823853489418 74:6.425963666402867 75:1.661089234234482 76:4.815475127930267 77:-2.2057433782393 78:-1.363951656200236 79:10.44538615017354 80:10.53212033743708 81:-1.309759604883725 82:0.7953856030882872 83:-8.643625131673495 84:-0.6068957669815089 85:1.98923818949607 86:6.5554639053583 87:1.937610025304943 88:-4.605475253980372 89:-4.968386710859543 90:0.54124966427913 91:-4.724118923950576 92:-5.776159541167964 93:1.078259014233011 94:-1.031693942894529 95:-4.6246752902403 96:5.155341313280042 97:9.130688297704589 98:-10.05893054426008 99:-5.863606946348651 100:-1.737221750483438 101:3.786955089247019 102:5.797583864021854 103:1.106508640382873 104:-4.039136779805339 105:-8.035475266292622 106:-2.170945068568164 107:1.584177432580179 108:-1.065961001135758 109:-2.155347072629241 110:0.3175965855869654 111:3.822813693309458 112:5.867764568619578 113:10.31411430178007 114:1.8517326337803 115:7.465729567729853 116:7.683162065760875 117:-8.95683577859101 118:-0.8517603801985554 119:6.550091794591581 120:-0.4537261071638937 121:2.618310329279349 122:-2.726921472078832 123:2.2539190916548 124:8.531851963756054 125:2.571191099539822 126:1.194827695128488 127:6.550436253759242 128:9.894424452781941 129:6.915492894273234 130:-1.852517755112788 131:-1.520941363023224 132:-1.022665847152628 133:-2.683034333245431 134:1.68259977123063 135:8.831848770427124 136:-7.947491810844822 137:-3.5168855809407 138:-4.110633339154977 139:-2.514968301069888 140:-0.09842063890186548 141:-2.315898991632083 142:7.240972761430744 143:-2.919930195863982 144:-4.918641631656127 145:0.9733155720285949 146:-7.200049072583941 147:8.92877728618376 148:-3.4162377505234 149:4.533472691115424 150:6.058892425460169 151:7.45909226127046 152:-9.760890172281258 153:-3.731032225498114 154:4.444589759612446 155:5.855562170767445 156:3.392019512542674 157:-5.642343184989792 158:2.273763595315605 159:2.792896855886686 160:8.968342494087961 161:-2.252664439339218 162:-1.483186014574168 163:-7.871515222856633 164:9.136992754396072 165:5.780588641864564 166:5.171264681644466 167:7.620807752306475 168:1.964383069705999 169:-5.201124767116504 170:5.174816912980152 171:1.619635891923999 172:0.2737154264178193 173:4.518314562339147 174:-9.73526992075373 175:0.9340995536117302 176:3.8466030134313 177:7.793478736214412 178:1.877722289418701 179:-5.176260416453131 180:-3.129219898958757 181:-0.4761742969416081 182:6.509001107721614 183:1.130025036203175 184:-7.032903597568053 185:-6.043701194974724 186:-5.038368631948068 187:-2.726135494779741 188:2.550849543461911 189:-10.87862979876627 190:1.546831323321218 191:-1.025892356634162 192:8.15262641896183 193:9.107117726774394 194:9.029516673353191 195:3.680487667137128 196:6.54802712977258 197:8.644280421931413 198:1.345595862349427 199:2.098279054963122 200:-1.461187016847573
+-1 1:4.166206395420836 2:5.51580501626679 3:6.479331961142801 4:10.1056103531246 5:-8.63327175784069 6:-1.234128517991322 7:-2.671067276827221 8:-2.234645266678515 9:-5.204620624766575 10:-6.595210126220826 11:8.7057685996968 12:-5.181685857478237 13:-9.321964428225556 14:-5.450255331284124 15:-8.587327913782261 16:6.046608589243686 17:-2.853216497486602 18:4.567275834532815 19:0.3583903664213859 20:-3.365600239266372 21:-0.06871281665945173 22:-9.60317117904658 23:-9.935571855938864 24:-3.670189495288667 25:-3.763546764050581 26:3.289904882692712 27:7.953698582878918 28:1.366876356524637 29:-8.29879456243885 30:9.107562316777855 31:-0.5338547788334919 32:-2.893581664252144 33:-9.256308254915096 34:2.647042421974101 35:-5.174107852661531 36:-2.598078589251557 37:5.475919974219209 38:3.320295078694091 39:3.431791868936671 40:-7.716058725045181 41:-2.896471064647606 42:3.703254078448924 43:-6.843749968847224 44:9.978190191321751 45:7.108486444643158 46:-1.532814111021591 47:5.705514745523006 48:-7.562020994742513 49:-0.7711273450034395 50:0.8110857413797192 51:-9.100850853360919 52:5.909916054655524 53:7.622349679846587 54:-6.146645053332061 55:7.374290876782156 56:6.096949036225374 57:-1.738595812624889 58:6.912675526331766 59:4.424016160281457 60:-2.105877486106469 61:5.493450534501501 62:-2.215782861634289 63:-2.569142696828374 64:-3.778986976974486 65:-1.570936493743396 66:-5.31543820624277 67:-10.42235721234726 68:-8.700123368327267 69:6.83483950816281 70:7.173971338269981 71:7.553985272173229 72:9.823934520582567 73:0.6570100283545383 74:8.172882698584415 75:0.1337041775991156 76:5.398991874418415 77:-2.215881292180853 78:-1.948161358752664 79:8.60582920077575 80:11.67073849322927 81:-2.667635196763069 82:-0.2923886064857781 83:-9.856801465373891 84:-2.554934941204662 85:0.985703373747165 86:7.197223881231781 87:2.045629418445824 88:-4.115888115296077 89:-6.653463833075995 90:2.030333365781021 91:-5.702001663409472 92:-7.675560067538072 93:2.258923583858851 94:-3.274101169667784 95:-4.456317857830367 96:5.376115306031954 97:7.378096180943316 98:-11.75296010095826 99:-5.892127474594095 100:-3.899044231367012 101:1.442777446444623 102:2.614473765999286 103:-0.2541852587299949 104:-3.824318236487061 105:-4.314904230208317 106:-0.3395264069841331 107:1.80319831770432 108:-2.002456830797222 109:-1.657946285130957 110:-2.430469324592403 111:6.273273219192683 112:8.504978115912204 113:7.154459163254049 114:1.966040735361474 115:7.981121285911008 116:8.926264773629866 117:-6.976666665824657 118:3.356283110205963 119:8.215127072398172 120:0.6372743800502282 121:3.661019288816189 122:-4.463634340817613 123:2.871583072660663 124:10.36805856567641 125:4.215907668046994 126:-2.031869110261602 127:7.623422928640712 128:8.259262623677897 129:6.290999971765182 130:0.7691899752282475 131:-0.3520681272839143 132:-2.235408574119327 133:-2.766797699672292 134:1.750379556701158 135:10.62562450200412 136:-6.652497956767895 137:-2.522250531513962 138:-4.764792948327236 139:-4.658615289046672 140:-1.86888280672204 141:-2.54530978518936 142:4.409841453217053 143:-2.266446630292894 144:-5.498679750193213 145:0.01405392686939927 146:-4.858943680930276 147:9.424533684840616 148:-1.518786446462269 149:5.968178068469255 150:5.981092869553411 151:7.41180647845276 152:-11.231248928932 153:-2.681021109681597 154:4.149104494846526 155:7.15546845225874 156:1.352915370151242 157:-4.365055904555973 158:1.898530859899121 159:3.303265445101578 160:8.108330079487347 161:-5.718080979274313 162:-3.100634995285823 163:-6.111702254673763 164:9.334964704317732 165:4.045446456593905 166:7.289824006251569 167:7.175526483877807 168:0.0406627249656053 169:-8.044562529071026 170:5.315475600569529 171:2.424239651135969 172:-0.4319309641219541 173:3.310680530377764 174:-8.703499063523479 175:2.421002024524078 176:3.975233775492066 177:6.951243036908801 178:1.392103692178049 179:-4.397442740202147 180:0.7048086682811512 181:-0.5389882323588009 182:5.8936445593891 183:2.538027103973562 184:-4.712161353652482 185:-6.882495922920024 186:-5.496705122551376 187:-3.61672168382767 188:3.855890569259552 189:-9.990099221269213 190:2.68552473587904 191:-0.9182079358720558 192:6.605539812815895 193:9.219860876592485 194:9.019282214067351 195:2.017807255903806 196:5.061778252947456 197:7.44245429193722 198:1.283033760848863 199:2.373285440920026 200:-1.851602476063539
+-1 1:2.260695356688442 2:2.598180598989712 3:6.024683194425501 4:7.352085024990298 5:-9.084141301661614 6:-1.486046304399736 7:-2.609736678315965 8:-0.8795608762388925 9:-6.264099649836893 10:-6.45468545527041 11:4.088327360065257 12:-5.565852148974566 13:-7.179399401042862 14:-3.256872330926983 15:-5.793440028111016 16:6.963098620394179 17:-4.116801097965261 18:5.597232515706636 19:-0.8544453203814422 20:-1.164302591062523 21:-3.224324811572232 22:-10.62127536371651 23:-9.530466700467594 24:-1.383543874437032 25:-2.012681338950029 26:4.078764344260581 27:8.243803112087461 28:-0.613298777525587 29:-8.566694211082387 30:7.8887809707061 31:0.08877258099292229 32:-2.227514629075626 33:-10.31945367108929 34:2.202701534003081 35:-5.28765193741899 36:-2.729645443040817 37:3.569052856524547 38:3.3513059677131 39:3.123520199746998 40:-9.029064947824006 41:-2.583353768915916 42:3.503049277105873 43:-7.720271154187625 44:9.318757154916399 45:7.335446246350976 46:-2.523753431081314 47:6.849830097591806 48:-6.497771612431583 49:-5.036375820956241 50:0.6253708761399834 51:-7.734294958456961 52:5.340554511507205 53:5.853472888779844 54:-7.134817325102828 55:5.243146647268904 56:3.056903944101056 57:-2.491272610275934 58:6.333806599915087 59:4.002003134312027 60:-4.405880452626791 61:7.330283748814177 62:-1.156202922883735 63:-2.874072739597905 64:-1.895833040122112 65:-1.343230463862071 66:-6.134317356049408 67:-11.48504092823211 68:-9.642619053755894 69:11.3293839825912 70:7.554407373034731 71:7.476379850660924 72:9.534623620632352 73:0.8677040180986449 74:7.29627173435349 75:-2.441832993008257 76:5.329728845465574 77:-1.327212649262894 78:-1.494915883087822 79:8.329732765384582 80:10.90621828155235 81:-2.266770278070958 82:1.806988013490889 83:-8.96948508759359 84:-1.910091502878176 85:0.6565910430378628 86:7.359313788724891 87:1.836405885757239 88:-4.993621732400515 89:-2.686998862204506 90:1.150818621380327 91:-5.463379989254056 92:-5.021332097466633 93:0.5170781397017167 94:-1.707359894124022 95:-3.752191942496701 96:5.584505157975896 97:6.749789245321447 98:-7.886866307679485 99:-3.640762797842773 100:-2.53388773517234 101:4.721580436250614 102:4.478390866923347 103:1.327613675203388 104:-3.316566224409186 105:-5.702681290616329 106:-2.203925904539945 107:3.056530605081552 108:-0.1385921732599594 109:-2.306010648794271 110:-1.937211243385063 111:5.923291719844752 112:7.702860896715801 113:9.194601314729063 114:2.254913908946168 115:8.005996871607209 116:8.917840412516938 117:-10.526316441786 118:1.789577359339565 119:9.448798724534893 120:0.5387196242157732 121:3.660497752970248 122:-3.008946152436821 123:2.452131999100002 124:10.00718639425707 125:4.346645964893294 126:0.2724043178604232 127:7.403143999029101 128:7.351893930760723 129:5.112220743670227 130:-0.3884920978051372 131:0.628146325178649 132:-2.005288580806026 133:-0.7473223611608097 134:3.5333775706023 135:10.4832754733218 136:-8.694856095515462 137:-5.691936516312605 138:-3.978682636229311 139:-4.040325498488586 140:0.1800913277149567 141:-4.513104967599969 142:4.448565468051988 143:-4.421149296765505 144:-4.168338732732342 145:0.8130954335214516 146:-5.681317285372421 147:8.330139125698617 148:-2.417303733881377 149:4.63445539880527 150:5.328530434547879 151:9.011367779817153 152:-8.905256494563552 153:-3.546730499210214 154:2.702706982290631 155:4.697043426830312 156:2.895470492466648 157:-6.820652785749813 158:2.044561531882478 159:4.609996651767338 160:9.363558497622794 161:-2.443021578290113 162:-1.986214287760712 163:-6.137666882827734 164:8.451026320786804 165:4.808789076191442 166:5.880557434531666 167:6.545029402911957 168:2.623140928302301 169:-6.396667771857788 170:3.436988687970332 171:1.332733713354628 172:-0.2251792035265539 173:4.176848489879571 174:-7.719353370889444 175:1.770962346842333 176:3.567924951230942 177:7.203202879628313 178:0.9124954833259213 179:-2.7547741498306 180:-2.605953749837798 181:0.09729460727425221 182:5.065004976426939 183:0.4456761870218968 184:-6.645480350828464 185:-4.519414024576603 186:-5.335470637332746 187:-3.40519110215688 188:4.123517569486448 189:-10.63617751900726 190:2.6345562492706 191:-0.8697890311612768 192:9.9304362140078 193:9.596697899394419 194:7.577881244388941 195:4.339269682738443 196:5.522282152751156 197:8.65877025329927 198:1.348450799515049 199:1.115448614006381 200:-1.621023330910315
+1 1:7.979098304164213 2:-5.531595948175785 3:-5.354957026639257 4:-5.447504491146475 5:6.328088675373048 6:9.901911582101258 7:-10.16349905502447 8:-5.121127983016576 9:5.85443600229278 10:5.420157427609419 11:-6.730344124737193 12:2.826661864639635 13:-8.33541740521683 14:-11.52743822063017 15:-5.86630642719147 16:2.284871482599891 17:5.168320470915869 18:2.848528269114143 19:-6.866742560728817 20:-1.555813876110208 21:-2.731316122149158 22:1.507601322612209 23:-6.976247496530134 24:9.33328859386892 25:-1.352642916144773 26:3.788432374700191 27:1.622877215596883 28:-2.500399417232639 29:4.227031437493173 30:6.026143467053114 31:5.353802795295966 32:4.288623034067247 33:6.524311538062364 34:5.114912444332437 35:8.731265881213814 36:4.516760039505082 37:5.88795407043989 38:4.631382747796426 39:-7.729537965163157 40:-4.325588850550333 41:-1.034211596703972 42:0.09194227836696672 43:0.06677914475566293 44:-9.462246109819288 45:2.134237421656755 46:5.710470672960415 47:-9.394008951618652 48:-6.544913082385902 49:-8.043736415103737 50:7.569373665995123 51:3.757857789392047 52:-0.558103779861872 53:9.472140696763734 54:-7.610300636144214 55:-3.21373232651166 56:-4.882877875703933 57:8.953832843511703 58:-9.982134911667384 59:-2.083766225827907 60:-5.111307806005633 61:7.395003506660291 62:-5.844693409076153 63:9.616819390262243 64:0.9367913908689961 65:1.732451305073387 66:-1.143760874872656 67:-3.70283751372463 68:7.686379551826677 69:8.089213521041273 70:-4.485044602944435 71:0.5349870529369314 72:1.440628600638717 73:-1.289284989967467 74:3.856907554181052 75:-5.99400651495017 76:1.798394122014566 77:2.330705399122693 78:-9.012180137404835 79:2.516573961252614 80:6.075991209564429 81:-4.366712679621628 82:-3.611836115293315 83:3.383123781188844 84:5.058756390805089 85:8.018567098339673 86:6.765429931206237 87:-3.386596778779705 88:-7.423801113816116 89:-2.804447624173422 90:-6.33771707782774 91:-3.501895886454175 92:-5.3023905354853 93:9.150003314650458 94:-8.574875972628368 95:-5.759715014101841 96:-5.748445656143464 97:10.31063931177905 98:-8.475418223128717 99:-7.745104375145919 100:-0.745207171235841 101:3.573799984379349 102:-3.470906986450537 103:7.798926774860673 104:-7.607604243334419 105:-4.239105326823647 106:-8.865108441297618 107:0.7857615819858382 108:-3.844327393966893 109:-9.296968058341028 110:5.258892170414824 111:9.50945471858695 112:5.036939388024453 113:8.070024239677721 114:-5.680630365964691 115:9.246609807043157 116:-6.267110318368738 117:-4.610232584949822 118:4.652374139343626 119:3.796899929230322 120:1.615455052694369 121:9.677503395112568 122:2.976678386813095 123:-9.116383308109755 124:-3.334310709560595 125:3.663412074861263 126:6.309880742101325 127:-10.26375413309671 128:0.3404926650243325 129:8.149359427368793 130:3.448382745449814 131:-2.592677512374337 132:-2.238505658305002 133:10.76535164971171 134:-0.7168953140488213 135:-5.722406843401144 136:7.135893723727437 137:-2.61908314693663 138:7.407785790508707 139:-9.096743808269066 140:1.296230489515206 141:-10.49873684874333 142:-6.450504665501115 143:7.81226985127533 144:4.673676330810379 145:-0.4273348034676023 146:-5.569752388800103 147:-2.018443783166984 148:-8.289609711710289 149:-1.177256552800003 150:-1.694343782364833 151:-4.17009580082255 152:6.107168237886951 153:1.483977235056467 154:-4.467847672493296 155:-9.533495600989292 156:-6.511020279521421 157:6.885993776289525 158:-2.426687226377201 159:-4.377383280892733 160:2.171870166683026 161:4.346206992107668 162:7.159495763688154 163:-9.400003859174699 164:2.849006863845596 165:6.818596645329137 166:2.406925616430617 167:-3.544362001163193 168:-6.464810370076679 169:3.33589535475613 170:-1.469933982326251 171:-8.613816620532448 172:-9.31815753724481 173:-4.729836693423841 174:8.653814082511317 175:-3.326433244211169 176:-6.394519052598783 177:5.267745397326301 178:-3.371682787231553 179:-3.288644119431384 180:-2.930478362045378 181:2.092119677541565 182:6.228277828140485 183:5.428258260088844 184:-0.2136271745279871 185:1.721229880480899 186:-5.130186835459693 187:-4.142698178796701 188:-1.810880537096483 189:8.227817458448699 190:6.480990071209563 191:-9.315075948545484 192:-2.566227334930854 193:6.181012505219127 194:-4.871477087672374 195:1.864206482156457 196:-6.027318070102188 197:-9.3460296856013 198:-7.241291203479236 199:-5.306884926838665 200:-6.187705489737925
+1 1:8.658557973164601 2:-4.429178366965934 3:-4.060841312356168 4:-4.870266409613363 5:4.585530306384878 6:8.576705853128979 7:-8.176955949669221 8:-5.751938459435333 9:5.576748246650118 10:7.492861986919262 11:-7.63970806080294 12:2.501645213004682 13:-8.790282427949812 14:-9.55277410264264 15:-5.552910967367633 16:4.932665637598636 17:6.443642176869528 18:2.708616709215245 19:-6.86975443301975 20:-0.8375441838199446 21:-2.928245788757698 22:3.320956601468962 23:-7.866908043562256 24:9.357383975436662 25:1.316116407533585 26:4.135576279872813 27:1.359922404701911 28:-1.003554680958609 29:5.179119885335404 30:6.498971144803567 31:7.416052939437672 32:4.575153095286129 33:6.74479496366681 34:6.93100407159387 35:5.88574268490912 36:4.19112517070324 37:5.656778350980726 38:7.464401223693633 39:-8.056240027059891 40:-4.45740089414151 41:-3.200326095716612 42:0.04144708235272193 43:-0.1354681343566244 44:-8.656791366269763 45:1.376270853873258 46:7.015243556027354 47:-9.497174355643674 48:-5.049609353269698 49:-5.862958978222752 50:7.747225466250447 51:4.621412068118507 52:-3.634929430451453 53:8.210797630057336 54:-9.05521935999964 55:-0.4413465637611063 56:-5.44181876354333 57:7.245396937834711 58:-7.885419392052804 59:-1.864225648505711 60:-6.082723773228709 61:8.138329733316725 62:-4.220977616560751 63:9.471449717876373 64:0.4480519870066145 65:2.337331142418662 66:-2.4677537090285 67:-7.572203037736074 68:7.510917305762546 69:5.959107470603782 70:-3.237173562054328 71:1.506304868222941 72:2.459958041411619 73:0.2214638331869265 74:4.619427751557325 75:-4.949505666408808 76:2.545180837124959 77:0.9191662453399805 78:-9.879304283211505 79:1.55171266100108 80:5.93006140992552 81:-7.037270060855287 82:-3.44847249549348 83:3.491549692893277 84:5.979959101742119 85:7.265077599450008 86:6.186406548984571 87:-2.832903438993419 88:-8.417113853539508 89:-1.312402293377331 90:-5.198335326398899 91:-4.622145330162475 92:-5.428393455596738 93:8.488144207720085 94:-8.604309277194098 95:-5.655638606256902 96:-7.383831731435247 97:6.982185408523577 98:-7.759146589470046 99:-6.412804189525875 100:-0.9402060351492822 101:5.480301773426317 102:-5.51915434117088 103:5.683707375171042 104:-6.570588861102763 105:-5.62229547745999 106:-6.342394211016841 107:1.396278107585445 108:-3.020075989638388 109:-9.608741146982814 110:4.463181518270082 111:9.769895162148721 112:6.140183116953581 113:10.14366555369453 114:-6.72312669569088 115:8.496562361213265 116:-9.985998798378077 117:-5.01562811005055 118:3.13145682434306 119:3.529802900908293 120:3.95663520625049 121:8.773874708386804 122:2.627209811463566 123:-7.420286166813727 124:-4.754060450666936 125:5.864294543843345 126:6.780832892156677 127:-9.664919426507247 128:-1.767477153404478 129:7.167535211198194 130:5.155529961254453 131:-4.325822802549635 132:-2.115786363171921 133:9.192553387067223 134:0.5586446958646871 135:-4.040153259501214 136:5.207293442802275 137:-1.376522703706909 138:5.448921174824809 139:-4.631974578711203 140:0.5788593991052039 141:-10.49481766490403 142:-7.899343345079597 143:6.005173056147643 144:3.410503681325022 145:0.9187360963484109 146:-6.681142297213181 147:-2.406256520086986 148:-8.404451077525653 149:-3.597586027433118 150:-0.2133618201598968 151:-4.700454552256044 152:3.987547356637616 153:2.296645959871096 154:-5.620852568418011 155:-8.603810276958448 156:-8.093502488603313 157:7.852843962344548 158:-3.19100638448707 159:-3.945227751305012 160:1.597866235725879 161:3.078788182614042 162:8.370712198685482 163:-9.137645667559045 164:2.346748335674099 165:7.084178149750329 166:2.762264472291211 167:-4.4069923377537 168:-6.455642292935482 169:3.037008492343422 170:-2.38877198586706 171:-10.09041506396474 172:-8.341894785876296 173:-5.369631043083376 174:8.449858200055861 175:-3.160065202713983 176:-6.927439713068386 177:5.183943433792171 178:-2.773535813469798 179:-3.265765942966762 180:-5.664754114613123 181:1.707001070288536 182:6.90752018968128 183:4.673116537953768 184:-0.2745575726220791 185:2.563038203000776 186:-3.829140684360931 187:-4.450363736258026 188:-3.20736502054479 189:8.226580145034388 190:6.770660280053526 191:-9.503825003817255 192:-3.661202294638159 193:5.490633015493589 194:-6.384519289559289 195:1.732332265195829 196:-8.735917711065117 197:-9.427653063813127 198:-7.750601071520689 199:-3.57025840684677 200:-6.542808851855503
+-1 1:4.344738635832362 2:4.769731436849182 3:8.348000745626408 4:9.052926982078146 5:-7.493607371876969 6:1.476397992019072 7:-1.324781065751186 8:-2.746474885565428 9:-6.554795547904581 10:-5.616001397525475 11:7.10100857804482 12:-5.96077424603867 13:-8.654279793950456 14:-5.977019936430166 15:-7.761867489753646 16:4.500555257787558 17:-4.474025040869575 18:3.705676566263465 19:0.04658122821409633 20:-2.571715430493381 21:-1.537257925061258 22:-7.723971433654095 23:-10.08081047602709 24:-3.565384600723555 25:-0.9864427521463197 26:2.130916275666075 27:7.657483538275859 28:-0.5496944084715941 29:-9.101572613776513 30:9.618725914053542 31:0.08094258976745183 32:-0.1916603357314723 33:-9.910184568160338 34:3.617249449447973 35:-4.034682079027715 36:-4.463529497964156 37:6.056380422721135 38:5.658182699762708 39:4.441332230898199 40:-6.349494494972065 41:-3.658810631752704 42:4.273569779225538 43:-7.720116401934556 44:8.702492044925352 45:7.28894431106079 46:-2.579580543013126 47:6.450632734860464 48:-8.122744095383016 49:-2.413784475905272 50:1.181805570279083 51:-4.166356506513965 52:7.186812534318433 53:8.425819405331501 54:-5.406104381279738 55:7.887583642822602 56:3.659936793827511 57:-3.46978230806678 58:8.090921146606586 59:1.677383459649029 60:-2.657867983529673 61:5.799984811851968 62:-1.890352534641826 63:-3.206196335169009 64:-3.072953695417989 65:-1.169986779326135 66:-3.400587370424024 67:-8.801532743870766 68:-7.835263861671574 69:10.5192706841473 70:7.347833769284117 71:9.725857121476896 72:8.800615183966586 73:1.45477425563242 74:7.658077282618729 75:0.2511973333175767 76:5.679089787879382 77:-2.104376523851776 78:-3.147428501569657 79:9.484145989531244 80:10.87770545687264 81:-2.224184343290127 82:2.243429063017 83:-8.261437660275398 84:-0.7324897549316038 85:0.9585203808551435 86:8.299720629797202 87:2.68492839801447 88:-2.483911251065746 89:-4.414810889494972 90:2.408870943517814 91:-5.505080556739441 92:-5.172458895953003 93:1.771668664375745 94:-1.216947866457706 95:-3.149529964660747 96:3.74747337368439 97:6.7740833966536 98:-10.06680793636981 99:-4.597879127401025 100:-5.215201757885401 101:2.686800557769851 102:3.997786667874303 103:1.195459875948819 104:-1.002238895385428 105:-5.940004441873721 106:-0.7524914414799455 107:2.042694550141468 108:-0.1703803169898513 109:-3.128324262915188 110:-2.207958814089408 111:4.517995789828759 112:5.920243743390991 113:7.886337878895224 114:1.971841926070565 115:8.406408788323541 116:7.702632244632013 117:-9.815374839674291 118:1.56636270900925 119:9.3740376538017 120:2.39499583455184 121:1.8653605301125 122:-4.931680540501794 123:3.180101613023299 124:10.44239586269479 125:3.413951501001173 126:0.1536504808823785 127:6.010790082485794 128:10.97442278225067 129:5.498175965293415 130:2.698615671667921 131:1.623519193913795 132:-0.4538423968376828 133:-1.536312741926827 134:2.595533192330966 135:9.977441175715075 136:-5.854542820849572 137:-3.605313300371108 138:-4.478016499585856 139:-2.412376707829072 140:-0.5401500438901339 141:-3.713694770665811 142:5.208109293641881 143:-4.079719893069596 144:-4.944351252575405 145:-0.01626230953796237 146:-5.291899957940952 147:6.937497231700411 148:-2.363603997770686 149:4.182762602458515 150:5.230308829936357 151:8.50487566278686 152:-10.28590585586056 153:-3.181591362141624 154:3.120434833784114 155:5.037163055700715 156:2.339900569745642 157:-4.874487018483279 158:3.288327853571374 159:5.47193262430587 160:7.93127586615283 161:-4.751476188750431 162:0.1931123358889066 163:-8.122131412579545 164:7.180823720811274 165:6.58767249389031 166:7.642436909986346 167:7.713438485321547 168:0.7610181964068816 169:-5.999726779335731 170:3.432000739805785 171:3.154165894551077 172:-0.8802068774399761 173:5.668962203191771 174:-7.118280527029283 175:0.5158487384428656 176:6.238676401788631 177:5.567166812150184 178:2.301827172806215 179:-1.490063702421892 180:-0.6725089336129489 181:-2.012545284662211 182:4.47448982080124 183:3.000989069520554 184:-5.186381573555408 185:-6.882049572495462 186:-5.077142438535041 187:-3.439240723643426 188:4.587098145920076 189:-10.27779339993049 190:2.334444540133665 191:0.9637866528475046 192:7.202983709212596 193:9.232325730903764 194:8.019491149960388 195:1.388585949695537 196:4.805057438758523 197:8.359472372432226 198:2.833087162435204 199:2.91547847559588 200:-1.304318616721408
+1 1:7.676959845851314 2:-4.64795079289993 3:-5.270016445060825 4:-5.412630640846293 5:5.842296652572123 6:11.45858532248107 7:-11.09573850231102 8:-5.038729315162278 9:5.672229910641203 10:5.542982988203518 11:-5.83981945060202 12:2.162671170126852 13:-7.421953542434207 14:-9.229486996053375 15:-4.439902029142148 16:4.937980214961123 17:6.819987971060833 18:2.155452333316792 19:-6.679250500191078 20:0.1958259557388635 21:-2.276065265093723 22:2.336867000288851 23:-7.052417710535696 24:8.634287901800739 25:0.5617030695693872 26:3.339924366807193 27:0.843541008081392 28:-2.189953654502251 29:4.819380208546468 30:8.332510164489801 31:4.987056253532643 32:5.157208675944871 33:7.173496905261224 34:6.292177996585875 35:5.620677612498435 36:3.609668868624075 37:5.904994290673643 38:6.487280267948044 39:-8.354388990900304 40:-4.227438359612078 41:0.3077252648789537 42:0.768813497575763 43:-1.571346795933594 44:-10.78302636720139 45:2.000873358959313 46:5.69080369662352 47:-10.30828956494138 48:-3.539184084524593 49:-9.355534830410825 50:7.235426766477361 51:4.321036867455252 52:-3.11874897360128 53:6.353611425411438 54:-6.863358416084829 55:-3.300912031119275 56:-3.648120702291534 57:9.687874241961557 58:-7.772317497368341 59:-1.624666025282665 60:-5.530892414003041 61:8.46084137607941 62:-5.905161125638103 63:8.562656883702543 64:1.177965196144801 65:-1.296138576904255 66:-2.946740189149944 67:-3.575432395055957 68:7.245741425530714 69:9.844291776927887 70:-4.376126476552757 71:1.228483028904088 72:3.025319435349812 73:-1.255545207008389 74:5.553356078590782 75:-4.059865538781836 76:2.951920094429991 77:2.809700592121205 78:-8.256417222202639 79:2.095517096986142 80:5.604420828189175 81:-5.772907926751546 82:-3.726020119956435 83:3.354286435911692 84:6.419095576988508 85:8.542773590398211 86:8.113897474365906 87:-1.849871137378984 88:-7.109630511978932 89:0.5617017349994089 90:-7.404027511803572 91:-5.632694679539186 92:-6.630091193350253 93:10.08332755582523 94:-9.556275985936747 95:-6.416586874074836 96:-7.567733175307145 97:9.84213985774538 98:-7.577468062549658 99:-8.158401145329686 100:-0.2842788179108016 101:4.463439783547702 102:-5.893468038442043 103:4.598077712702323 104:-6.308247942943557 105:-5.96291298495913 106:-7.307708458027833 107:1.068085843346338 108:-4.265592355702905 109:-10.06207339540888 110:4.044515104904027 111:8.607262407196899 112:6.242755100627114 113:8.488665994473349 114:-5.677323430674337 115:8.590429160794081 116:-7.831206745869964 117:-3.067578111510242 118:2.324548149336632 119:2.552811808035968 120:2.203037773373031 121:9.475148929541634 122:3.630621545069293 123:-7.41740143678525 124:-4.103914320133504 125:4.496620659939945 126:4.532203377134183 127:-8.656728582298802 128:-0.8311193566064689 129:6.758399962022713 130:7.151410044213827 131:-3.735258397635502 132:-1.952324579490616 133:9.868010751446629 134:-0.647698674473518 135:-2.886881145964536 136:8.935324685679015 137:-1.077023486736964 138:5.915819848986486 139:-8.668925289336288 140:0.3938651623972375 141:-10.70349524450695 142:-7.056031319241093 143:6.678522577778291 144:3.360920719170366 145:2.006297906246235 146:-5.677959131738458 147:-2.701603681721519 148:-8.345434390249608 149:-1.132616039477826 150:-0.5960287248992011 151:-4.890780130367315 152:6.065747206958404 153:3.139836624158237 154:-5.092771961071969 155:-7.701184405811688 156:-5.225530473026721 157:6.52779046498676 158:-0.4303711585131451 159:-2.582348995697016 160:-1.048730983895578 161:4.489799100439748 162:10.02130852233789 163:-8.41845655082477 164:2.542880047474636 165:9.350224611397401 166:1.686492163579584 167:-3.847875347072503 168:-5.974479396050669 169:2.676729781476619 170:-2.360547666649868 171:-9.957684044825355 172:-10.17625337829335 173:-5.998278173688516 174:8.080060143353359 175:-2.486193447806399 176:-4.827901093585329 177:7.279098623884157 178:-2.045552028052098 179:-3.191921481681598 180:-4.062275411163736 181:4.524522581481168 182:6.607639658114167 183:4.850329777281377 184:-1.754296950667151 185:3.479412939987643 186:-4.364913924454062 187:-4.707403561001437 188:-1.191320810287959 189:9.760751609343991 190:7.660401642587487 191:-10.31870852834212 192:-4.762492045589395 193:7.836067734900001 194:-5.798773622782237 195:-0.1981174102925782 196:-7.360557127812169 197:-8.339563932100148 198:-7.453934087150249 199:-1.790959494944057 200:-6.751625964360043
+-1 1:3.035712278936645 2:4.637701517637781 3:8.9635965799564 4:10.43023631509054 5:-8.368685478657635 6:-0.3351136099987387 7:-4.052128639673375 8:-2.927709623272125 9:-5.993366548705369 10:-3.918127133487062 11:9.37523220881306 12:-7.191596012971185 13:-7.632613149802301 14:-2.877916798356606 15:-7.054885225309233 16:4.382001284909172 17:-3.080926591905473 18:4.643261082078947 19:-0.6608623213098652 20:-2.217493817805346 21:-1.9534292801317 22:-9.631118991733496 23:-9.677252634777824 24:-1.906108447859667 25:-2.934695859882088 26:4.865465656968834 27:9.310877480249243 28:-0.8386084203719487 29:-9.285898773015813 30:7.970544027628009 31:-2.34292887282539 32:-3.158109134291394 33:-10.06672906499905 34:3.074745731368111 35:-5.330278815993608 36:-1.974346472750582 37:6.628229850325316 38:4.849932175003135 39:2.328053358714724 40:-9.169614035856942 41:-1.935376938049551 42:1.249926317710163 43:-7.334189444624502 44:12.16187177699568 45:7.895249142677502 46:-1.348963835290209 47:7.495799650799562 48:-8.404743213697792 49:-3.839309421552052 50:2.079538579111792 51:-7.197969376964058 52:7.278109949213872 53:7.285138630605877 54:-6.993650544064156 55:8.333646090982661 56:4.285368037043588 57:-0.1632558282815353 58:8.563818786055524 59:3.254807189591654 60:-1.121787863657686 61:6.555828989781544 62:-1.165377267587448 63:-4.103252021261709 64:-0.55892503025192 65:-1.284257715227235 66:-4.49751689250937 67:-11.02981741218414 68:-8.751864518963059 69:8.141808320306659 70:7.304329498968539 71:8.860121631945987 72:8.830140212259785 73:0.5902021381226512 74:7.473245676878431 75:-1.058137119109519 76:4.540154885385104 77:-3.727839484279724 78:-1.291140058765812 79:9.113195582640634 80:9.280522022906176 81:-2.5805165188836 82:0.4356105252201385 83:-7.491388397065769 84:-0.747888382391916 85:-0.062102654492736 86:8.177299450041348 87:2.824915699912926 88:-6.52760451860489 89:-4.179719517300798 90:0.03378909287127019 91:-5.461028730599458 92:-6.351247562973425 93:0.1532120319434358 94:-2.193903321113504 95:-3.79634043729408 96:3.282347825598436 97:6.193497592074513 98:-9.436759040625459 99:-2.61226463542908 100:-2.496994725833496 101:3.069918603915344 102:4.909907846738464 103:2.485411291762273 104:-2.264719561231614 105:-5.368526243340844 106:-4.060997452721351 107:1.547502969918721 108:-0.7636385269134157 109:-1.174383796435624 110:-0.05855787415703895 111:5.100115048306761 112:6.283964318028489 113:9.201638613563878 114:3.182150245585657 115:7.282638279912902 116:9.402306114864592 117:-8.142230862952333 118:1.424305170479852 119:8.304452604330395 120:-0.154494565523052 121:3.601029186932413 122:-3.266532114448108 123:0.9658229899578792 124:7.456046604857161 125:4.665767686799159 126:-0.615550206254344 127:8.079270630362023 128:9.609112934620306 129:7.375146250493032 130:0.6476193268206116 131:0.6849726888223154 132:-1.515199168667868 133:-1.314176453550947 134:1.773345628309771 135:7.867392277907966 136:-8.620950364220782 137:-2.601336458859117 138:-4.46813971051731 139:-2.078138199579781 140:-1.77630111042707 141:-4.094715855854728 142:4.802546530951961 143:-0.7092904157351614 144:-4.877777036513412 145:0.1562040703581925 146:-6.615171736577806 147:8.212492857293105 148:-1.694474838212308 149:5.815341389995456 150:6.838519007468672 151:7.055687374925655 152:-10.58139483431639 153:-3.924212877873403 154:4.819109112083853 155:4.887812104836136 156:1.943664855861452 157:-5.026016544151064 158:2.572485041674863 159:3.907666895961326 160:8.884007282021411 161:-3.109523854633125 162:-1.597986194619493 163:-7.120833838140477 164:8.275665438097606 165:4.819572410013397 166:5.759763406941452 167:7.790556008457284 168:-1.35433490689075 169:-5.581059498130334 170:3.449584805427012 171:3.036536580951477 172:0.2097421547869293 173:4.589009337136289 174:-8.696460388954572 175:1.829006227774301 176:2.679361068732429 177:5.751149150402505 178:2.863192823050183 179:-2.977392990066597 180:-3.280838575787529 181:0.2744605435112023 182:5.868010470191198 183:1.279645233179963 184:-5.059576004118351 185:-7.485531206256492 186:-6.352256301062461 187:-2.231753024642091 188:3.470360445486259 189:-10.11140153919026 190:2.008845599385751 191:-0.7036929368941274 192:8.92930989840205 193:8.509144679966317 194:6.726501205107339 195:3.520548799919858 196:4.444645068974843 197:7.828446904271446 198:2.60804131142389 199:1.352497538362079 200:-2.19374291125061
+-1 1:3.275894921476245 2:4.235592174432084 3:7.877511739325032 4:9.416427592764027 5:-9.240492789108266 6:-0.01957713245467821 7:-2.166894513113894 8:-0.5119368258961705 9:-4.703450437293176 10:-6.403595617988207 11:7.21521972066537 12:-4.800324814620857 13:-8.358931889045152 14:-3.562661391113178 15:-10.02591965787578 16:5.342537246697484 17:-4.85515201950593 18:4.751821927628396 19:0.8377399675660759 20:-2.853031360991007 21:-1.360092014199343 22:-10.4044789697534 23:-8.864411602717867 24:-2.974723783784635 25:-2.464044352580334 26:3.738331024545577 27:8.139987580107176 28:-1.059101451614318 29:-9.859479701192459 30:7.177531095206445 31:-2.343709535051186 32:-0.7404880010232362 33:-9.594392718654007 34:2.562134617003718 35:-5.267601406770321 36:-1.747787590781848 37:7.213610694182641 38:3.833391011851297 39:3.098103162210768 40:-8.573147422070688 41:-2.183357624044298 42:0.76089970161728 43:-8.261939391782487 44:8.852964547394938 45:8.137728969264515 46:0.1945427225393246 47:6.494785994353261 48:-7.771976801230133 49:-3.297983927115111 50:0.5008255350379491 51:-8.016530959478462 52:5.178276511919329 53:6.63474948464605 54:-5.870376211109098 55:7.877283393108166 56:4.12031069323384 57:-2.22071847982218 58:7.192968528614177 59:3.036768569481654 60:-2.83126811228121 61:7.082732731397715 62:0.09668741769549349 63:-1.424770204681124 64:-1.708257215977331 65:-2.521137233359823 66:-3.78285059046603 67:-9.573369146058017 68:-7.831011108269007 69:10.61676119636263 70:7.886226447681965 71:8.467823512418796 72:8.909968605832862 73:1.759307431089804 74:7.705063552171222 75:-0.3045525942093428 76:6.401930301495883 77:-1.886614233163668 78:-3.688178267440813 79:8.331045204430188 80:8.350780166579323 81:-1.483987869509393 82:1.028299552872969 83:-9.506340381613729 84:-1.406229892056793 85:2.00494800476949 86:6.410016402751354 87:2.67718434073517 88:-6.204645956041191 89:-4.414661255951948 90:-0.6595460020139798 91:-6.4768402427627 92:-6.058255924218033 93:1.565745553771876 94:-2.433005883499472 95:-4.747036925196364 96:3.056740465674023 97:7.302337779057151 98:-8.348196658406291 99:-6.070000262560342 100:-2.813993093694502 101:5.189767985801109 102:4.236657796683663 103:0.5057054538373409 104:-3.185982641799348 105:-5.969299864126706 106:-2.557108248075304 107:0.3191562261279068 108:0.4284341637472522 109:-2.073691856354418 110:-1.418580267551036 111:5.656962080881965 112:8.028412618839859 113:9.941981850818037 114:2.018214555745575 115:8.477890959820717 116:6.629474535961177 117:-10.52647356600849 118:1.431092711247662 119:8.874261643521027 120:-0.5348394182927705 121:1.568122107438563 122:-3.342338958135293 123:1.869099491379422 124:7.976145888578394 125:4.220680822408014 126:-0.06867545502955835 127:7.97818432178051 128:8.233703236716071 129:5.929581202788175 130:0.1330086609681195 131:-0.9709933607241039 132:-3.356749215127197 133:-2.351568819790077 134:3.886877136635817 135:8.957329386156292 136:-6.427376289927784 137:-3.128099761820312 138:-2.394873966694509 139:-3.905967456050658 140:0.2334862890244578 141:-4.018712112315006 142:5.341998363506596 143:-2.119840762771568 144:-4.196793289272894 145:0.1239702112813929 146:-7.337915330324046 147:9.093001251275606 148:-2.9162548885001 149:5.333415919520878 150:5.418912973521432 151:7.24317633750622 152:-9.421433682571589 153:-4.667791356422428 154:2.622994391916998 155:4.176670522286912 156:1.657591119070432 157:-4.009317710935038 158:3.623049649351477 159:4.225029598892937 160:8.088956312781754 161:-4.540994980115311 162:-2.178780436091191 163:-6.776417798622671 164:8.314084495965348 165:6.282830433757251 166:5.833036945660586 167:8.136486251885456 168:-0.6640892075069758 169:-5.971232583053098 170:4.793345652692954 171:1.954317179800884 172:-1.911819379520365 173:5.834180539010452 174:-7.749667884563745 175:2.294799092449463 176:4.147321955169051 177:7.167830538762725 178:0.3509507094909428 179:-1.598304265330549 180:-1.339389910997719 181:-1.111654133325645 182:5.306542820047926 183:1.923476040922997 184:-5.775286903508907 185:-6.423014090650841 186:-6.724937629187102 187:-3.03727516450417 188:3.797971051806031 189:-9.672991369943034 190:3.359455942174586 191:0.5560488544226287 192:7.926587288471733 193:9.915983906930775 194:6.301412908947468 195:2.712272674507838 196:4.396838483412174 197:9.576827648933081 198:4.364211591526892 199:2.180629045584582 200:-3.53332051284749
+1 1:8.513674553243206 2:-3.509195213630799 3:-5.427350954663804 4:-3.704152296302005 5:4.679794150769335 6:9.886714791908563 7:-9.513617550485442 8:-7.362238681982546 9:6.29354663697319 10:5.792658867677377 11:-7.601377378070048 12:4.429563434743979 13:-7.524700263738804 14:-9.804228098964321 15:-6.52070915348214 16:4.752734039228427 17:6.496244301534613 18:2.430462644847808 19:-7.414978275188655 20:0.4829095236006629 21:-2.349979309372396 22:3.515546825878494 23:-5.445464268174497 24:9.869516036866621 25:0.1034162597730763 26:3.421888405280483 27:0.0762819273133637 28:-2.547909136295386 29:3.884339112896427 30:5.919240027576448 31:5.817973346866413 32:3.052482026125023 33:5.841068527438932 34:4.31442608095567 35:7.530097188851303 36:4.392525900175818 37:6.631531760052694 38:4.815829356554804 39:-7.436814326923379 40:-4.066302933760214 41:-1.543203501002822 42:-1.285937867765598 43:-2.180731645655128 44:-8.254439516208997 45:2.160430763958043 46:5.826705302279448 47:-10.23353327486929 48:-5.392974162865095 49:-6.692777679573844 50:10.09234328027374 51:4.351415256782909 52:-4.505576048719889 53:6.310207653511589 54:-8.107157788129507 55:-2.255497051595709 56:-2.896714282687635 57:8.220727102959506 58:-7.545107506438607 59:-1.511682225271508 60:-4.627231681938156 61:7.049213262036258 62:-4.82169171927438 63:8.899753905729654 64:-0.6728697016958762 65:-0.4779877792412395 66:-3.33884520482421 67:-5.961041053644665 68:7.273804791774644 69:6.509599291777641 70:-5.283617577957344 71:0.1814269784349446 72:2.583603509780578 73:0.4373760049820561 74:4.161371253738326 75:-4.996202420044167 76:2.958254136955285 77:1.012811637042174 78:-8.565983656690147 79:1.918039660333075 80:6.137875487250087 81:-5.081358377259787 82:-3.517157362043435 83:2.706375416859784 84:5.390416404611262 85:7.338460613609687 86:4.876063692241376 87:-3.655028927403796 88:-7.831124744954533 89:-2.911902724206597 90:-7.806531635727238 91:-4.497123840757879 92:-7.316680786501969 93:9.121782324185778 94:-8.416695027715885 95:-4.803916573442383 96:-8.43295606097584 97:8.977932458860924 98:-8.210887474396774 99:-7.682954932804111 100:-0.7275710193041165 101:4.978726337744353 102:-5.017234283821733 103:5.81696630814965 104:-4.322539277855022 105:-6.324728094660723 106:-7.39458761098956 107:0.02522448097191976 108:-3.643992635436888 109:-9.604926197773676 110:6.245523135032269 111:8.299413285570008 112:5.591729500650391 113:7.210286719112228 114:-7.061940835323574 115:10.43044224579578 116:-8.154007597721176 117:-3.287588555918776 118:3.083238032241687 119:2.625475637134618 120:5.143111510411773 121:9.825427657484202 122:1.467431874811573 123:-6.576847781891193 124:-1.933667074122831 125:1.816752215340806 126:6.878677791813033 127:-7.930144763268577 128:0.5892912657226861 129:6.137826853430538 130:5.209176696155693 131:-3.252890191899279 132:-2.328085726195164 133:11.22101828371643 134:-1.764574382857207 135:-2.630420639110623 136:8.671359539055931 137:-1.456412259395543 138:7.656928511917185 139:-7.77393904209013 140:-0.9719012421843822 141:-9.932365892875612 142:-8.355106893760322 143:6.34361590726972 144:5.804095876355195 145:2.67345078261416 146:-6.324662034425993 147:-0.775082691618751 148:-6.314431364152496 149:-1.690505718132308 150:-2.071185729555907 151:-4.283893932805449 152:6.087999961443337 153:3.512450915890792 154:-2.917408226576832 155:-8.965009022512396 156:-5.63145602207759 157:7.446826438529345 158:-1.936113151182708 159:-1.206097728080929 160:2.869836987753977 161:3.854707268624225 162:5.060765026443633 163:-9.377734755310716 164:3.026349916927252 165:8.993546142699904 166:2.156697340621482 167:-4.115221126200145 168:-3.81051771798157 169:2.737973830256224 170:-2.399853164102455 171:-9.096788846914842 172:-8.948563618483114 173:-3.536791149304603 174:6.945509909560306 175:-3.399809724198537 176:-4.182900395101155 177:6.526228634994021 178:-3.633090849116074 179:-3.600386375104356 180:-3.840227418776033 181:2.166005838766598 182:5.335678790075107 183:7.42497464473767 184:0.2558577605192413 185:2.827934929450829 186:-3.990493140608686 187:-2.876971036400697 188:-2.448972633000967 189:8.61427092122301 190:5.490606569519364 191:-10.07737199347474 192:-4.355202092762083 193:5.940438968092052 194:-6.252992525891273 195:0.1067226499061368 196:-8.95830144338511 197:-8.244216876562968 198:-8.101301169195349 199:-5.143649022830528 200:-7.58846346292237
+1 1:6.65786867175331 2:-4.96329779012565 3:-5.084530301451319 4:-3.428264234576603 5:5.136355285518087 6:7.982421491459377 7:-10.18140176356077 8:-5.752172805588672 9:6.283317062070884 10:5.541500670192418 11:-8.368193027402453 12:4.694178883089475 13:-10.21139051098339 14:-9.982476844437192 15:-5.108770149598284 16:3.272219822359129 17:6.969448252929466 18:3.781523484394899 19:-5.941400161206251 20:-0.9399103547503751 21:-2.70900400653703 22:1.677739581573837 23:-7.102386528325332 24:9.565698608624183 25:0.5642952308652608 26:4.268516231629325 27:0.3514014119321996 28:-1.055848370605281 29:6.970718974836882 30:6.335189091077797 31:7.997342283979796 32:3.612842775043503 33:7.016896107163279 34:7.464745150212194 35:6.077115037714002 36:3.371739468161747 37:5.312012844510015 38:6.061430633755951 39:-7.293691806637053 40:-3.797402115529825 41:-0.3240052661717486 42:0.296668683286377 43:-0.2161641296368126 44:-8.632130650476274 45:2.859250625292272 46:7.38603257151262 47:-10.46683129382162 48:-4.550233546418025 49:-5.69426008238932 50:7.932273635212184 51:4.35780570510885 52:-2.792094380639717 53:7.891524922268152 54:-11.28534683547414 55:-1.760342073516317 56:-2.406868095251648 57:9.189901095610365 58:-9.334776460982667 59:-1.780954382429231 60:-4.98711924956989 61:7.460308622225605 62:-4.236015053965177 63:7.348045740979838 64:2.477539663737856 65:1.870563295051259 66:-0.3183383034328933 67:-4.335744029472009 68:8.854521461974034 69:9.671875986499694 70:-3.979348323123056 71:0.3243514267387533 72:3.196331608353252 73:0.07058386559921059 74:4.45186948178157 75:-3.792161262323696 76:2.40294452770958 77:1.075970538917462 78:-10.02966592308428 79:4.429262738432669 80:6.470385979580505 81:-6.17531128980205 82:-2.194186345129624 83:3.035703940310031 84:7.175210375510414 85:7.302701048908406 86:7.158612281828404 87:-4.536245558314969 88:-6.862802435421406 89:0.8979355020210817 90:-5.495914562970929 91:-2.208206047908595 92:-6.553146395831148 93:7.99369681695354 94:-8.085837565675854 95:-6.02018091983052 96:-8.729008127256634 97:11.42535400949855 98:-6.852607913897027 99:-8.369311894562591 100:-1.771907482460769 101:4.20999936901883 102:-5.674054025222433 103:5.090865436370185 104:-7.445555358798344 105:-5.323595143245168 106:-7.68690489593025 107:1.8025051249235 108:-2.590901621605255 109:-6.847369817638519 110:6.586710898158006 111:10.24983014770919 112:5.536774638745754 113:7.469803865131361 114:-5.874594059315765 115:7.702035120294475 116:-7.811307659729321 117:-4.14016404176798 118:4.665453531701671 119:0.8538930936575397 120:1.90592815716404 121:9.445057706741167 122:4.948862921271594 123:-6.995782119291015 124:-3.114339237505664 125:3.970967716385171 126:9.41116591062638 127:-6.813934797757785 128:-1.004494250474172 129:5.06067748071523 130:4.859348372668463 131:-3.176425962245383 132:-3.294134413021823 133:9.639882657562511 134:0.2450037894341361 135:-3.949009719261675 136:8.016958307423835 137:-3.270612573183309 138:7.901211619380567 139:-9.101458075106288 140:0.6950921956326657 141:-9.509317523472157 142:-7.636001266565713 143:7.589746271313548 144:1.835098443385462 145:1.646041807483677 146:-6.557292347093538 147:-0.9882589176593944 148:-6.748807848563441 149:-0.6857226895355234 150:-2.21150564380197 151:-3.289439382564921 152:4.775770298416063 153:3.016889763862287 154:-4.59824778415369 155:-7.113415676678859 156:-6.716896508369738 157:8.275557665172567 158:0.3974275656194326 159:-3.108919870700491 160:1.206606813439979 161:3.049348199528773 162:8.213531125483117 163:-8.620793628980289 164:2.626865772835401 165:8.253188402742371 166:1.594451427689073 167:-3.900581490828548 168:-6.46899628551814 169:3.46944685670875 170:-2.294290373973919 171:-9.632829490353007 172:-6.53413213378894 173:-5.216008600795785 174:8.613774896760045 175:-5.602599868081704 176:-6.521270629524395 177:7.070196899822316 178:-4.17490445478348 179:-1.882722504266365 180:-5.017608691187847 181:2.427880709922936 182:6.259597571377126 183:4.698810475711127 184:-0.3302586735514049 185:3.057644146892398 186:-3.986367335083579 187:-4.997730507020091 188:-1.923927003144705 189:9.220534078467196 190:7.301201908717609 191:-9.959555870201331 192:-3.064852009294043 193:6.144147631566813 194:-6.16641924512091 195:0.2167414439844494 196:-7.645892250896822 197:-9.305382814996047 198:-8.224497948820826 199:-2.488036827382076 200:-7.164593705470881
+-1 1:2.863641186059925 2:4.815705806855962 3:6.223128796734249 4:9.683126091809838 5:-9.412297399175634 6:0.9249089088317788 7:-4.138091077440753 8:-3.064192678119655 9:-5.995580763028792 10:-5.493157586191916 11:6.50962600635076 12:-4.473787146482415 13:-8.283101691576789 14:-5.066076728895704 15:-6.743722815613361 16:4.400956146427812 17:-5.810829861308443 18:6.254837538071987 19:-0.5862841944067501 20:-0.04867979310698711 21:-1.953185129615989 22:-8.193864972497332 23:-11.28441185353954 24:-3.263504169551994 25:-1.643105284486119 26:3.581470589978514 27:8.698356736094274 28:0.3084593815692089 29:-8.203109599975559 30:8.863390973541645 31:-0.3734746817904064 32:-2.315566330116973 33:-9.985458992745309 34:3.130884945800186 35:-4.174155767412509 36:-1.721276163955153 37:6.567522781376815 38:5.959177225446728 39:2.219269527216635 40:-8.873801131379199 41:-3.041043709216611 42:5.009296105163758 43:-5.511357039325695 44:7.50573087771825 45:10.69278852373237 46:-2.141507543647218 47:5.730243185670955 48:-8.266582729332434 49:-3.003316686059994 50:-0.1839222520703863 51:-9.399026657449541 52:4.319975589095709 53:6.455685654914804 54:-5.780411008942069 55:6.458725988238574 56:4.803591361563555 57:-2.012069045194698 58:5.448894287776049 59:3.708597742144833 60:-2.925548621990848 61:7.456772936215168 62:-2.404284933299631 63:-3.35469990077692 64:-1.075469308922047 65:-1.340330401522511 66:-4.220823206628912 67:-9.130296474349887 68:-10.06620482856294 69:9.657749134932578 70:8.073309044081473 71:7.69374321636725 72:9.650509456034191 73:2.2443177000633 74:6.915001803483984 75:-0.138719355755737 76:4.899657390082752 77:-2.285972409820686 78:-3.013951543148255 79:8.598947209869841 80:9.27915025720217 81:-2.882089453535059 82:1.715291698261084 83:-8.181531819505999 84:-2.476181659343758 85:0.3338770746578483 86:7.031929619994133 87:3.227171177679041 88:-5.676721117672922 89:-4.055661622751737 90:-0.8917437377342794 91:-7.02625808879285 92:-4.097482809107061 93:-0.2558475659640109 94:-3.383784023086261 95:-3.43812972068345 96:3.840342990716361 97:7.287879837352335 98:-9.141745776303578 99:-3.283041177118666 100:-2.680645374777068 101:1.452081693339936 102:3.537489850012894 103:2.481948185186765 104:-1.870397753933411 105:-4.224838695072481 106:-1.831238669450912 107:2.786042641851901 108:0.5650856106799769 109:-1.873942230217783 110:-2.035971656186006 111:5.608118082411072 112:6.436206983446069 113:10.66442547191662 114:0.5567216664059185 115:8.229525035178053 116:11.20724754793235 117:-8.531314639844869 118:1.532198331535422 119:9.740756204095273 120:1.742982764374919 121:2.781742159775046 122:-3.191633464233816 123:1.911526241745183 124:9.363400758022282 125:4.78084578424459 126:1.462404371160609 127:7.604274778402322 128:9.467777850962424 129:4.76071319407125 130:0.4751553243924065 131:-0.07805960049740035 132:-0.2243648872984094 133:-3.825948992798637 134:2.193428301737151 135:11.2072678803907 136:-7.804035714120014 137:-4.397800144287422 138:-4.582981695535405 139:-3.286406014029067 140:-0.5255975160054447 141:-3.359085906830594 142:4.672683016565002 143:-2.780151694997116 144:-4.798622471106618 145:0.06248055909669145 146:-5.878445285349255 147:7.216273166323589 148:-0.6215124093213464 149:6.690119573309457 150:6.179032778519113 151:7.436266469341398 152:-9.956438507385636 153:-2.32818331993638 154:3.000332627516148 155:4.116112829413165 156:-0.4211021941171662 157:-5.555960093994321 158:3.46566463542732 159:5.217282758122844 160:5.689003960102596 161:-3.604154625408685 162:-3.900955904217001 163:-7.599008993629419 164:9.287246989568663 165:5.034467696510422 166:6.522561882511217 167:6.803883562142787 168:2.248006012292972 169:-6.390695938479017 170:4.25581582108261 171:2.125869721442734 172:-0.3252029764245062 173:5.196416994885069 174:-8.203589700697792 175:1.718581882802996 176:3.882736222293311 177:8.012793382266796 178:1.7739652937904 179:-2.648653675612517 180:-1.252329338725316 181:-0.9959092454521418 182:5.068733617596587 183:3.055921740099317 184:-4.758484229033729 185:-7.258699007053954 186:-6.714769568380803 187:-4.392088798128454 188:4.647625954058772 189:-9.898542709751382 190:2.916601619371198 191:0.6821276171612877 192:10.04922964927341 193:10.52704757047429 194:7.563523223401039 195:2.975967267415298 196:5.586863504206383 197:7.113646593389641 198:1.743500685934945 199:1.578084951756878 200:-1.571561097437174
+-1 1:4.433898304823296 2:5.575156333074723 3:5.898906449314541 4:10.55843994196563 5:-7.492679160489507 6:-0.01403460638527457 7:-2.86826549091113 8:-2.982265887879216 9:-6.404814597385606 10:-5.776419155281213 11:7.368234288145536 12:-5.903601566005622 13:-7.489433230316875 14:-5.519647964939196 15:-6.482504295213094 16:6.656011037002765 17:-5.909138805422406 18:3.812427645276725 19:1.040103703086733 20:-1.21109681826993 21:-3.409797746851929 22:-8.709582946803801 23:-9.969908596816666 24:-4.720766935679966 25:-1.642266055758392 26:3.695454754166244 27:7.675301323112431 28:-1.433665583966644 29:-10.3103904342408 30:7.893489657917659 31:-1.862501370026616 32:-2.04940529148097 33:-8.707976518824202 34:3.223315885041917 35:-3.421500241450388 36:-1.0222863344232 37:7.94472850744681 38:3.393608156691593 39:1.11449276883595 40:-9.465764862344159 41:-3.044878635352465 42:4.052312902193028 43:-6.187132422937552 44:8.860397373595829 45:7.409983449068646 46:-1.8375815276923 47:6.573446128977094 48:-8.539314944936999 49:-2.519514833742217 50:2.212221480818653 51:-5.852673901133994 52:6.084281890153465 53:7.335503093823776 54:-8.413023890699705 55:8.221704625441337 56:3.774693636496476 57:-2.863642356362657 58:6.376637379988468 59:2.023878512197938 60:-3.663509286866355 61:7.921580652368278 62:-2.645915725335978 63:-5.151518275316598 64:-3.830860030188607 65:-2.56189528327772 66:-5.992894150165831 67:-7.419755537128968 68:-9.894398455647112 69:8.475143267647747 70:7.179263108535311 71:7.251905793917703 72:9.766853631135689 73:-2.437844467054498 74:8.131523528152165 75:-0.09643796338545413 76:4.586150725674036 77:-2.425427157107586 78:-1.606210118686254 79:8.022606493713363 80:6.76752641678415 81:-2.363039978952717 82:2.515729923118049 83:-9.213597893079179 84:-4.256681086012694 85:-0.1906672265879197 86:7.947780133462635 87:2.06480573607816 88:-6.03444991735361 89:-4.482899834264727 90:-0.3890492096247296 91:-6.037220898864156 92:-5.853567686819575 93:1.782974724761121 94:-2.271711628796787 95:-4.809980143074164 96:3.771514048574671 97:6.605324012066953 98:-10.10547919776973 99:-5.730708748816568 100:-4.440875645855555 101:4.059618595160312 102:3.406418863217116 103:0.7652363137792699 104:-1.356338996267978 105:-4.063028567066954 106:-3.025311970694228 107:0.8312672978920957 108:-0.3077377005840926 109:-2.964427565322291 110:-0.2541984180262309 111:6.612017842555926 112:7.754440043983275 113:8.715716027762104 114:0.08593792118320853 115:7.89996107560145 116:9.38490958904617 117:-8.844012208882747 118:0.6148886394843496 119:10.63364650608953 120:4.054936520930091 121:2.237438797645191 122:-4.859704394773914 123:1.787679928109245 124:9.524693086896431 125:4.103768045897077 126:-0.5502895762813524 127:8.299785350370341 128:9.025309534927134 129:6.297092468749849 130:0.2121489936765302 131:0.3685348245429322 132:-2.104631335911196 133:-1.075822616622714 134:4.719214342666504 135:9.502463768140705 136:-8.069178856836617 137:-3.849824653659563 138:-2.645310301455763 139:-3.360740253012968 140:-0.4336970224785511 141:-2.921923484372357 142:5.368048087824593 143:-0.1608824550530392 144:-4.042808784061738 145:0.3819695094661782 146:-6.39566198770954 147:7.307397163780105 148:-4.678759198413902 149:3.116434533034242 150:6.931393684478146 151:7.95017203840696 152:-11.31628208502127 153:-2.936180007170028 154:3.197803951259633 155:5.142799146119735 156:2.496025684819065 157:-7.212697898360084 158:1.720380402289317 159:4.206276729906933 160:6.060812178410313 161:-3.224230971656476 162:-2.456379730536994 163:-6.104228319651662 164:8.841941006254606 165:5.090622732646377 166:4.777847755508847 167:6.375693680133388 168:1.578483602903673 169:-5.905999565314637 170:3.931710641402344 171:1.427402110720647 172:-0.5841307874809885 173:4.074761905296332 174:-8.866047870382783 175:1.850133667981517 176:3.239398268170907 177:6.919397527299471 178:1.509746692006348 179:-5.322731761335874 180:-0.8317715094055197 181:-2.24067444162365 182:3.999900969699707 183:3.689929334613013 184:-5.102737156611468 185:-7.680317413375425 186:-6.039631633965462 187:-2.672938104745068 188:2.93451019612208 189:-10.80203895742202 190:2.207804061708194 191:1.208534041875736 192:8.970433889132856 193:8.968533219228272 194:6.477870386667345 195:3.459685556511526 196:5.485200614066224 197:7.580490859427355 198:1.506359457088632 199:0.6329444755471809 200:-1.71306523786769
+1 1:7.548675754157594 2:-3.850171352456528 3:-4.801564654889855 4:-2.084377598459215 5:4.511884389830742 6:11.86520726193761 7:-11.38757884605224 8:-4.912835970794342 9:7.012599193280652 10:2.488673790110843 11:-5.907772331350372 12:1.787594044296511 13:-7.873303117257184 14:-10.38831614427974 15:-4.637007993428378 16:3.946135334570009 17:6.826467233663008 18:2.561071027452418 19:-6.478427130755594 20:-0.5406276690206553 21:-2.496077772495271 22:3.48832671345797 23:-6.809926395277942 24:8.824459511121333 25:-0.8208389501923667 26:3.475423300582539 27:0.07661975854081687 28:-1.910789842589377 29:4.987372587164523 30:8.015629559413298 31:5.173659450806174 32:4.055002744857609 33:4.680478183457985 34:4.834261485978235 35:7.00421816391823 36:4.496906592286177 37:7.440432202780053 38:5.087600613100991 39:-7.6576860654877 40:-4.140731051449287 41:-2.665031002795462 42:0.2395639269401311 43:-1.197092161462903 44:-10.21285959917009 45:3.815777899333155 46:6.80794019457934 47:-8.217085110836502 48:-4.896971355364415 49:-7.411776827069555 50:7.314834215855458 51:3.333419320248467 52:-3.056349934963708 53:8.508385385236348 54:-8.660671302608451 55:-1.167894929546716 56:-4.003626933686329 57:10.53170603632686 58:-8.266628531465878 59:-0.08053855066797522 60:-5.873168840218744 61:7.626646279372872 62:-5.56977054930356 63:10.33860009669107 64:1.017974083826851 65:1.932802621472121 66:-1.765900279682918 67:-6.092545004708015 68:8.35447060592435 69:9.075059558834294 70:-4.451649976774331 71:1.4602941887813 72:1.315151923588713 73:-1.574903921978425 74:4.441576262512502 75:-5.74657001210025 76:0.7413903136611855 77:1.487769040658531 78:-9.328630663521876 79:1.818984480785346 80:4.584734357189312 81:-4.767551424345748 82:-3.421349687612331 83:2.850742142361361 84:5.836039166336172 85:7.198470636188926 86:9.710708854414021 87:-1.533581389482136 88:-8.629703826372177 89:-2.214003059235356 90:-9.269471494008856 91:-5.611948899758154 92:-5.885365532369319 93:8.47425264931292 94:-7.956194072662315 95:-5.422608602970313 96:-7.7540949707526 97:8.957152699322457 98:-9.272558376174883 99:-7.206902341330883 100:-0.1906135966151629 101:4.354235232710971 102:-4.660807905499627 103:7.148171070030456 104:-6.314247955913169 105:-4.423109385209228 106:-8.840461509255773 107:1.747486029093904 108:-3.260735320380393 109:-8.916236767456052 110:5.792280473551157 111:9.240245546519713 112:5.989282404545277 113:9.386674712529594 114:-7.158258556506407 115:8.605274564218503 116:-7.659320423678638 117:-4.192441390798077 118:6.437026126539228 119:3.326538958603321 120:3.378633652410389 121:8.283689148275192 122:1.922891092592567 123:-8.688343105186043 124:-3.371524165420566 125:4.818647848837779 126:6.206571826625325 127:-9.334281375136372 128:-1.642783139622489 129:6.49023728044876 130:5.981682029361155 131:-4.309986509876247 132:-1.813030207041743 133:11.35769061019304 134:0.5686944106785268 135:-4.155483521898269 136:7.433919262209738 137:-2.712676148420054 138:7.039827959309032 139:-9.463612977974813 140:1.175434991532922 141:-9.249593317031971 142:-7.080250998312569 143:8.063545914956718 144:3.140805450864601 145:1.934700510374921 146:-7.130205038737708 147:-2.639358966591449 148:-9.179482972888584 149:-1.387584066382106 150:-2.226211498112302 151:-5.17091442498503 152:5.373508631408335 153:5.370821294816114 154:-3.974976438287022 155:-7.253339341782561 156:-7.160482026855157 157:7.410938981728052 158:-2.714919330417344 159:-2.371033132473007 160:3.256295310448798 161:1.901586750323469 162:7.037827292019808 163:-9.813913222850502 164:0.3895089752056897 165:9.054908900472412 166:3.320762676004746 167:-3.260629753796621 168:-5.847729045477591 169:2.340611856187897 170:-2.783866568897563 171:-8.022902638895042 172:-10.44249885652863 173:-6.529112951243739 174:7.15362254524721 175:-2.62686863804081 176:-6.597374616091098 177:5.468636692403315 178:-2.485291729528699 179:-3.603997551725004 180:-3.067245880589557 181:3.764490729874876 182:5.492205681851487 183:3.775589721139647 184:-1.571679678428103 185:2.632426268542538 186:-3.76363621352205 187:-4.384986309617494 188:-1.96510657072002 189:9.394795734267451 190:6.130371999296599 191:-9.426952034183357 192:-1.83969703909638 193:7.993168834002798 194:-5.914736394657947 195:-1.813879996360976 196:-8.348603903103719 197:-9.70811578594132 198:-8.27102665629147 199:-4.118839222603335 200:-7.324851989060144
+-1 1:4.645131219589846 2:2.054526359973137 3:9.002506976201071 4:9.630036888281484 5:-8.093970670844886 6:0.1794819304433702 7:-3.469951810932629 8:-2.152761757665995 9:-8.962101336927484 10:-6.183320977260775 11:6.091162263096649 12:-6.333901038822894 13:-6.807960978663058 14:-4.60639968500532 15:-5.174348162377457 16:4.649484256074209 17:-5.318919406308046 18:5.338433235749158 19:-0.4330287835828014 20:-2.938658748459448 21:-0.7176685228929198 22:-9.272249841287699 23:-9.366838767499464 24:-3.409819633331549 25:-1.745050570101077 26:4.451617708298328 27:7.542420500525688 28:-1.452555762589242 29:-8.27844930239165 30:7.699550063715874 31:-1.00150606416082 32:-1.754420754729781 33:-8.967654480459666 34:1.729187463903999 35:-4.710801386227708 36:-3.042203116584715 37:7.35499829552387 38:3.718391800492697 39:2.584481095739806 40:-9.884137602870601 41:-3.979414830290095 42:3.366179485864264 43:-8.179919483847859 44:10.43824603233165 45:7.490533193677098 46:-2.346587570378423 47:6.608978854402863 48:-6.90805539341151 49:-3.564222882080858 50:1.268639304786444 51:-7.340817210836182 52:4.681980960512167 53:8.247201472991513 54:-5.878488424169086 55:6.668327768876671 56:4.993546351035927 57:-2.884365705591192 58:7.99613030496668 59:3.411349865626058 60:-3.729860905402874 61:4.468403000353883 62:-0.2753920306289707 63:-4.749314912278893 64:-3.525424985190772 65:-3.148919228770866 66:-4.104217587065003 67:-8.01449308441304 68:-9.938341060553554 69:9.321362999530537 70:7.996197147955495 71:9.325434756334889 72:8.365274982325934 73:2.103916442838221 74:6.609240027295956 75:-0.8564892139943383 76:4.696816784757659 77:-3.48235465973864 78:-1.402241628408196 79:7.523787771366361 80:10.08941618781273 81:-1.865513833508818 82:2.172486645102368 83:-7.128193868289591 84:-0.7285838123668305 85:-1.093227546631211 86:7.518396419054313 87:3.145639686953521 88:-6.200658017552083 89:-4.082499608123118 90:1.827987009659165 91:-5.78922560952422 92:-4.826641740127645 93:0.7416299914210551 94:-3.169070749628043 95:-3.874331058128287 96:5.931566686659547 97:6.1805500434245 98:-10.68261587326567 99:-3.306392276699547 100:-1.436569252332333 101:2.380776992990091 102:4.015911968365818 103:0.1827264049040727 104:-2.212451868780666 105:-5.854924330172994 106:-1.365661229501857 107:1.645364242541535 108:-0.7773369413302109 109:-1.049005315109114 110:-1.870595257816697 111:4.692749681246981 112:9.938717559629985 113:7.757210072441175 114:2.035105215967366 115:8.374614620679861 116:10.32364754890653 117:-10.05127308246503 118:1.286009689866968 119:8.709027741469164 120:0.3096917549503116 121:2.391799556442992 122:-2.552719363908626 123:1.979580114152151 124:7.267284017743146 125:4.240917213470759 126:0.396009362074884 127:8.818336952638235 128:8.769107775487992 129:4.725468488030495 130:0.6295762277421987 131:-1.171953913022908 132:-1.032381956295966 133:-2.418206093847401 134:3.037038425952123 135:8.053169631439568 136:-6.523073123349064 137:-5.71212763859152 138:-4.778511783711713 139:-0.9641113222733617 140:-2.149367135504136 141:-2.913068453367142 142:7.504487962006921 143:-1.21787853265304 144:-3.082436330234871 145:-0.5560378308159983 146:-6.870918421267925 147:9.328972974511533 148:-3.491651482726895 149:4.574028949979388 150:5.139945979351888 151:5.443364611624497 152:-9.941808325920674 153:-6.198499870306421 154:3.329578242840209 155:4.231665594697937 156:0.7837300587022126 157:-5.564225677623407 158:1.579984056252087 159:4.479479891030851 160:9.500447224154458 161:-5.922812307426245 162:-3.086683247889427 163:-6.593121550357011 164:8.722431992105925 165:5.338084694185011 166:7.594431898876985 167:6.923119386474258 168:2.082888280983894 169:-5.838036466377073 170:1.313742096414738 171:3.103784972846682 172:0.4430222448106169 173:2.766823700457137 174:-7.975704733573609 175:2.336970828540608 176:2.589164525920999 177:6.190618922066083 178:1.5985868263494 179:-2.335571002581951 180:-0.5266265874100111 181:0.1582365266219549 182:5.996549593184388 183:3.006623724286902 184:-5.070263836464886 185:-6.540024328033481 186:-5.21276957655397 187:-2.534251755406757 188:1.976360007671132 189:-9.989475810044793 190:2.402511754999613 191:1.236557564619589 192:7.587469740895891 193:10.20195307932935 194:8.549663607952553 195:2.860360931414859 196:4.525156347200167 197:8.766454612702978 198:2.734541227779737 199:0.5170634434424357 200:-0.8694356897839353
+-1 1:3.568492793992626 2:2.375209579430368 3:6.344203026677177 4:8.614435515498132 5:-7.741125098991018 6:0.8065677105892246 7:-2.69355636275598 8:-3.976838885245622 9:-6.882992756717603 10:-7.019416300903465 11:7.855336166822215 12:-5.838101579777932 13:-7.768713983802238 14:-4.489665481792016 15:-6.130384898067151 16:3.198567899217817 17:-2.400685848012327 18:5.705168265504997 19:-0.8468619942943617 20:-2.416915817681062 21:-0.187688653016602 22:-10.76994372507072 23:-9.45360879505782 24:-4.277107803545032 25:-2.792318224234112 26:3.312054979573059 27:9.014290783162224 28:-1.59505071500226 29:-8.708275008236614 30:6.307309537622571 31:-1.698525135781987 32:-0.5711340706407171 33:-9.031418926153046 34:0.7479057048351561 35:-4.561449290697442 36:-2.586266575720338 37:6.974628929892278 38:2.972587669368195 39:1.934480737972803 40:-9.098355430923526 41:-3.012463305939234 42:2.949044104726687 43:-7.275241790539511 44:10.56749151606142 45:9.198526689893409 46:-0.9020770376882981 47:7.719725242454595 48:-8.917692114534637 49:-1.970891908217781 50:3.313495578595901 51:-6.691615970929157 52:6.660525939859234 53:7.97505468180655 54:-8.212817043562312 55:7.695746061786513 56:4.58197012146032 57:-1.125907849255322 58:6.376358039166569 59:3.239004863051868 60:-3.741626837802952 61:6.021146880421194 62:1.109648601101701 63:-2.116103421897393 64:-2.480354737555859 65:-1.265505249370763 66:-6.081513069936512 67:-9.589762713872647 68:-7.529228911949277 69:10.04504407083875 70:8.309602676869304 71:9.653067302852126 72:9.365611365428098 73:0.3373207000530517 74:7.143480305230748 75:1.380272040432065 76:4.904404132070066 77:-1.332340619369699 78:-3.552086181015956 79:8.169565942896446 80:8.682357791240754 81:-1.414264088675717 82:2.358582237059276 83:-7.853465597532796 84:-1.543410149650535 85:0.4420951476110243 86:7.599013732608176 87:3.184986896729028 88:-3.073311010926143 89:-5.432648116099282 90:2.887812329021436 91:-4.202763537926922 92:-3.635140597364918 93:-1.026971419037786 94:-1.626083587287565 95:-4.88898409282768 96:3.623105860717499 97:6.638534848023933 98:-10.78951049572196 99:-5.31064855843672 100:-3.621394507170247 101:4.758337622517508 102:3.901068960836115 103:0.3946733495198213 104:-1.36226562561064 105:-6.535385853524081 106:-3.164487626313121 107:0.0471472568619451 108:-1.409626983943249 109:-2.675057174855377 110:-2.438766597568541 111:5.416285184493591 112:7.681782105779014 113:9.752454555494852 114:2.023460969771755 115:7.665856795426422 116:8.914799109550307 117:-8.469615859719532 118:2.60565204788804 119:8.526729896318855 120:0.8754371497818498 121:1.891447486285971 122:-3.591191403735037 123:1.839628756166121 124:9.087920653398147 125:4.040321055920872 126:-0.3016272105591522 127:9.007904266106678 128:7.292278860094665 129:5.51362392278243 130:-0.8874619673708966 131:1.218929958439426 132:0.4170222712029883 133:-2.760492320863604 134:1.552589704517222 135:8.691484757408986 136:-7.136256765302994 137:-4.548074971158879 138:-5.83539913831504 139:-2.921114159536206 140:-0.9426975473387399 141:-2.08609221947193 142:4.708693591506764 143:-2.663075471537977 144:-5.534219401918215 145:0.2637999410375185 146:-7.413078367523621 147:9.756497113164578 148:-2.351163444065395 149:6.097894956434247 150:7.908980839739394 151:7.042483446629283 152:-8.435102499694281 153:-3.699713574840674 154:3.242101591268783 155:6.935791148453255 156:1.582703431806861 157:-6.705287530730077 158:3.020156303235637 159:3.712604346500961 160:8.002564154374502 161:-3.902111581777453 162:-1.428331848488395 163:-8.677132988363457 164:9.611955306760814 165:6.09183731889118 166:5.588000419843349 167:5.573932017026826 168:1.325229891854786 169:-4.159106146713274 170:3.7627297296439 171:1.632540435544141 172:-1.793856022559023 173:4.725720459082615 174:-8.067859157464159 175:2.070115785830582 176:4.662174143600609 177:6.699420130774373 178:-0.2909384937138264 179:-1.689353435624555 180:-0.9338385474961514 181:-0.9770706905280775 182:2.733017076428274 183:2.827948975452456 184:-4.891594826031376 185:-6.681188707032898 186:-5.570131527894 187:-3.967221101861153 188:1.839426205083926 189:-8.941001208792601 190:2.960165666006151 191:1.658221094313626 192:8.530492697901146 193:9.108297170866582 194:7.425241663487701 195:3.057125630336516 196:6.499445985895025 197:8.600593965489566 198:1.64745084037413 199:2.025046846987967 200:-0.1070249855057788
+1 1:7.36078675698734 2:-3.378849855529301 3:-5.989657706909805 4:-2.103312739085816 5:3.713782577239312 6:9.515098313764044 7:-9.845491239132587 8:-6.016692766365256 9:7.811301152984735 10:4.351658340390749 11:-7.837273967913137 12:1.280942353740482 13:-8.133449817509989 14:-9.607663798687188 15:-5.536276417757263 16:2.811463797760972 17:5.938822431834447 18:2.423980824698277 19:-7.303498943612458 20:0.0930042721103268 21:-3.19241641012423 22:1.70352307809662 23:-8.68451652862349 24:8.16763701750177 25:-0.1152858492937963 26:3.744960050976551 27:0.6415868328974695 28:-4.570683875475202 29:6.322601883265527 30:6.907325592100319 31:5.829152519658745 32:3.807111783580668 33:5.122420177934274 34:7.705880455041171 35:6.723346976373944 36:7.579013362034222 37:4.650136036603516 38:6.919631268724878 39:-7.556025267442915 40:-5.212327214351875 41:-0.7208579416089516 42:1.433937240042411 43:-0.4143381679630589 44:-9.749208363028602 45:1.957352400072252 46:7.523562173259775 47:-8.178248862760249 48:-4.73318032062972 49:-7.1546355535446 50:8.706807187567764 51:2.636037139408423 52:-2.527674943312471 53:5.022939667645149 54:-8.501138720288163 55:-4.447364579799194 56:-3.697724445548563 57:7.987249295325826 58:-10.11212238057846 59:-1.746147405117221 60:-6.475307367700848 61:7.92655905733334 62:-5.024150093116183 63:10.22434910064492 64:-0.4638872524783595 65:-0.3505459739199848 66:-2.999038301363895 67:-2.994959730255079 68:5.945079551238517 69:8.096481935645325 70:-5.873911464677129 71:1.534916460566657 72:2.428421802522085 73:0.9789464695852992 74:3.925839313406551 75:-3.217611967724904 76:2.322871371069062 77:0.7728635532572643 78:-7.81912987626233 79:1.140366697557578 80:5.787894310167204 81:-4.487682475929779 82:-3.537577851772169 83:3.054708312829071 84:6.450134255406382 85:6.779921933813755 86:6.769262467802865 87:-5.792428949515567 88:-8.452697496638709 89:-0.8166128891461076 90:-7.453847855082535 91:-5.137807888149129 92:-6.39698842502256 93:8.771909638265061 94:-7.661496950615493 95:-5.401193980100887 96:-7.171848732094872 97:10.31296296089157 98:-7.72191152610417 99:-6.929963258286839 100:-1.507541346986155 101:4.866530614179085 102:-5.656573523348684 103:7.063883325507414 104:-7.465603916345255 105:-4.713320103423954 106:-8.52278038427122 107:0.2940310540284155 108:-4.258323491801218 109:-10.39648856744722 110:5.218121276567522 111:8.824337113483161 112:4.740385911371868 113:10.11406398010805 114:-5.721291611414133 115:8.462840902227663 116:-8.589151920328847 117:-4.865963852137019 118:3.616653816280858 119:2.159667868589933 120:1.789742737605787 121:9.278149639575874 122:4.405970164157026 123:-6.608586250606932 124:-2.233445629908435 125:4.161304248706636 126:6.856359172927662 127:-6.273857752109779 128:-1.35984762963449 129:5.742180271875648 130:4.12784796839729 131:-3.119578923609742 132:-2.615377154592838 133:9.546090606161092 134:1.664774876783229 135:-4.422561080562603 136:8.241873862162507 137:-3.810402852266968 138:7.369361386810713 139:-9.672564858191677 140:1.273560058987966 141:-11.89651746570571 142:-7.931385557534469 143:5.05680403432943 144:3.581951102003828 145:0.7084741651286477 146:-6.498587117662446 147:-1.922098415863886 148:-5.74289320304247 149:-2.883480247339576 150:-0.230624812537717 151:-3.206862828869987 152:5.013015647651435 153:2.085277894572364 154:-5.023432366189232 155:-6.755781435105664 156:-7.396783857094375 157:7.15187248191775 158:-3.605093191486053 159:-2.301845418955338 160:2.228966203830239 161:3.863367842147149 162:9.175578770278685 163:-10.3599274964621 164:2.740779586806881 165:7.641733140561977 166:1.587663326623658 167:-3.856295253994289 168:-3.287505029600237 169:3.482187908456138 170:-2.72776251178498 171:-10.33632171008417 172:-9.367180019965026 173:-6.474504202758024 174:7.938770832323644 175:-2.092038188763548 176:-4.353646042276364 177:7.19991310664753 178:-3.377022889387111 179:-2.885819143276859 180:-4.104097212322992 181:1.006311635646554 182:6.466817277414006 183:5.479801870987303 184:0.8248338747881787 185:3.919724997071658 186:-4.388627475016117 187:-4.298512423600827 188:0.3371129137025233 189:10.5006646780226 190:8.463611645225676 191:-11.34211659006442 192:-2.039036854964099 193:4.925162330464785 194:-8.510554684967696 195:0.7944185550033209 196:-8.675268845783831 197:-9.659757656210758 198:-7.406718592014866 199:-3.839401971085743 200:-6.248043717853568
+-1 1:3.698933290472386 2:4.833948551569693 3:6.35677952183908 4:10.17893337148861 5:-7.961224879245484 6:0.9842485869742728 7:-3.528623673821793 8:-2.718787501398715 9:-6.095245229421411 10:-7.497737985044787 11:8.231357604090135 12:-4.431385377842417 13:-6.401344114550259 14:-4.175436738906257 15:-6.903356454951733 16:3.818293289778794 17:-2.983135991129365 18:3.365406520393934 19:-0.1371556873478022 20:-1.885941470288812 21:-2.549258461207492 22:-8.843421911691445 23:-10.06813351731993 24:-4.131687843925308 25:-3.894101869553356 26:5.177015585067531 27:6.722304792378164 28:-0.5486335188020455 29:-8.084978552700086 30:9.215933892797949 31:-1.134064247647991 32:-0.2393486094400812 33:-8.64623622246139 34:2.949131208746683 35:-2.493675890954611 36:-1.534205716671983 37:5.207318137860753 38:3.918885994738213 39:2.599017525368958 40:-8.068098788306648 41:-3.263295191592177 42:3.351938376462409 43:-7.273302428273031 44:8.379618459931795 45:9.109392848797777 46:-3.433170503927515 47:7.318040854630461 48:-8.010274665149524 49:-3.775324577826749 50:2.493026295185304 51:-8.028479941080281 52:5.247446464120658 53:6.430983168463278 54:-6.407662147545584 55:6.785993894075621 56:6.339063473840476 57:-3.442940683366698 58:6.238692515696978 59:3.534753806514786 60:-3.540595983552994 61:8.110661221930469 62:-0.7852260356069743 63:-2.134746667094269 64:-1.971009035511087 65:-2.964912995864654 66:-5.000284068193297 67:-8.669430028034073 68:-9.765204641382073 69:9.361003843878434 70:8.778235192322063 71:8.68745663047588 72:9.762200815151131 73:0.2035044675219926 74:6.954555994825628 75:-0.8531650843201448 76:4.698680096664606 77:-0.9656073955369038 78:-0.626215053817718 79:9.95527028191888 80:11.20238146936319 81:-1.124594050917361 82:2.918706804603677 83:-9.524123198670909 84:-2.092689697334802 85:0.6726573639796574 86:7.833110041206314 87:2.263250486863405 88:-4.277813684843215 89:-3.414998333604937 90:0.8282846543101411 91:-5.058466847514166 92:-4.05322872298936 93:-0.227915054854634 94:-1.917559402565082 95:-3.302958786416381 96:4.912933783818538 97:8.970871352028272 98:-10.96339888609869 99:-3.97209519764703 100:-3.776696393433852 101:4.136346127683787 102:2.875093765560605 103:1.006914272463685 104:-3.221121096089392 105:-4.623265055274304 106:-2.840188286767361 107:2.557013627186859 108:-0.7542802506111392 109:-0.2118441588170059 110:-2.232703787436102 111:6.532162235131343 112:8.062557995631527 113:9.20215084366799 114:1.140369263187248 115:7.901406049518239 116:8.666163327070965 117:-10.0828558123126 118:2.209421904344295 119:8.876191436113743 120:1.301827486748232 121:1.559659314252486 122:-2.69477649369588 123:4.002135607197298 124:8.133960116146767 125:4.325248259290364 126:1.004373727965137 127:6.962729834711067 128:8.339724071901269 129:5.957228720867602 130:-1.645542951525233 131:0.7935643395750985 132:0.1614308707567982 133:-1.588481716841212 134:1.158284966810857 135:7.225433087961184 136:-8.208276542880519 137:-3.625556180773761 138:-1.387611749185684 139:-2.331121518439081 140:-0.9155169297539673 141:-2.993316984225536 142:3.270418711294569 143:-2.232611649011758 144:-3.630421455572205 145:-1.246973930911625 146:-6.044737221233519 147:9.113366992815431 148:-3.574226584040572 149:4.791996830895862 150:5.403278921482801 151:5.754795517108007 152:-10.92961947498369 153:-2.643384165293662 154:3.111980499849754 155:5.977725096728952 156:1.741661699069132 157:-6.260105174698827 158:2.403390150498452 159:3.894179863176405 160:5.094821421488763 161:-1.665509332129475 162:-3.790135432789769 163:-7.591141026300531 164:8.181658763322536 165:6.838398577410849 166:5.89317533451386 167:6.857210107458696 168:0.6985194978923088 169:-6.411753928728919 170:3.719396783966637 171:4.033323424228364 172:-1.438551948248679 173:3.863648034027532 174:-6.414625244674335 175:1.713230204601493 176:4.244929021066562 177:6.665613488096309 178:0.8290852455673166 179:-2.879656168842079 180:-2.144474908337497 181:-1.1285213282709 182:6.954833864390361 183:3.822918009870309 184:-4.302621430126313 185:-7.126170867143459 186:-4.277677254260627 187:-3.103140199796413 188:3.850035918035402 189:-9.330796801359011 190:2.735604187925046 191:1.703652090444809 192:7.627251270946894 193:10.35365276537201 194:6.307316474372926 195:3.421328015734876 196:6.052360669104495 197:7.949819279987269 198:1.840518243765805 199:3.760214517254934 200:-2.45993831707459
+1 1:8.825329118607275 2:-3.179805812560287 3:-4.604727294257769 4:-1.444914329233662 5:3.992218109614909 6:10.17201058414096 7:-9.278614663491679 8:-5.399537015198942 9:5.838928309917688 10:4.295122061870696 11:-6.248458179334952 12:2.426042615689672 13:-8.310766070359804 14:-9.709098211421592 15:-3.891007395993659 16:2.74826477364057 17:4.547818594951821 18:2.503102068424221 19:-6.479089577637199 20:-0.07590806445320286 21:-0.8421088560166163 22:2.511571002228721 23:-6.946682322745765 24:8.34282146339979 25:0.3550520708272314 26:4.098538759876439 27:0.3562164557718003 28:-0.05905394978838352 29:5.740457960234936 30:6.263271088968185 31:6.387922964363623 32:4.369834431314472 33:5.742807131573528 34:7.730319338101364 35:6.280769706286115 36:4.515781364985704 37:4.704527126344268 38:6.637158189905674 39:-7.413451525543322 40:-3.44021216749543 41:0.06057228388169866 42:2.775106484202112 43:-1.332305841309777 44:-9.587164515679342 45:1.310031776943899 46:6.082447929527651 47:-10.11078109621594 48:-4.247459957862342 49:-8.860850850996588 50:7.005106609085217 51:6.540056625274681 52:-3.33745890018212 53:8.70721738253634 54:-10.57952654806311 55:-1.577267203447048 56:-4.735886401785998 57:9.525577922527983 58:-8.722678044166514 59:-0.8416064881169618 60:-7.54228139144386 61:6.048237271916733 62:-5.625723621199521 63:9.100323600780209 64:0.01935816033390703 65:0.5430822690422568 66:-3.578502034341855 67:-5.19816848146523 68:7.897249211178261 69:9.320073409012155 70:-4.873366782101792 71:-1.768962946912901 72:2.742636881052642 73:-1.565304958092467 74:5.525607900520788 75:-3.818200947760381 76:2.895226688086591 77:2.76248277534149 78:-10.72107467151723 79:1.617890334627031 80:5.169639483456238 81:-4.672357662339545 82:-4.030273271825902 83:3.003849684436422 84:5.594468443248312 85:7.727540734871925 86:6.194845516252984 87:-2.467886897931625 88:-7.691582487894857 89:-0.5452972063567499 90:-7.347393387278885 91:-4.452229277329674 92:-5.983534699187192 93:8.749724852359934 94:-9.01601821568115 95:-5.380175809018001 96:-7.78673525996184 97:10.14142034285939 98:-9.018149216877415 99:-7.461791864652104 100:-1.902953951989576 101:6.624748425583774 102:-5.296989746713866 103:7.820225028533709 104:-4.47327897444266 105:-6.737134534291836 106:-7.42057454153781 107:0.8063824022052247 108:-3.244786632450533 109:-10.24782052380939 110:4.400266481862839 111:9.991081839414752 112:5.640048812518893 113:8.516509540080003 114:-6.700653819273956 115:11.63286239063477 116:-7.187710855777445 117:-2.26733447736833 118:3.988244459155621 119:1.098728802294992 120:1.862219483143773 121:7.494186432149766 122:3.072122482739717 123:-7.479284477911443 124:-4.047398643631831 125:4.427732323807676 126:5.507373407281459 127:-8.992670534325901 128:-1.265091374605789 129:5.388896506372619 130:5.686212744400785 131:-3.672520632749672 132:-3.480981951892279 133:10.67264019056675 134:-0.7258041260314609 135:-4.19178121370892 136:3.723407709891211 137:-1.990714856867982 138:6.214721471258287 139:-8.90440711918791 140:0.604722818378038 141:-11.21020140542733 142:-6.985275044395898 143:6.502227315304318 144:2.233732008122964 145:1.579079719131775 146:-5.673093523326399 147:0.1057732515458092 148:-8.07846046356717 149:-1.366288295840335 150:-1.714927579355993 151:-2.509785501082352 152:4.988595719581141 153:2.802433643225704 154:-3.915870747038002 155:-7.840827845595184 156:-7.852803173492595 157:6.984639596557724 158:-1.311593392289083 159:-2.644306448505155 160:2.729725693876876 161:5.108097420653523 162:7.499848801756767 163:-8.39480486131353 164:1.096004771082601 165:8.806261935576625 166:2.74286613961371 167:-4.940972128437331 168:-5.971338617200712 169:3.627058880625619 170:-4.788256977710432 171:-9.837954671043846 172:-7.476667094266167 173:-6.006894958860713 174:7.485775217858317 175:-4.598664510404364 176:-6.095573059921871 177:7.348976420221367 178:-1.836951581251708 179:-2.949674613932842 180:-4.361687565107172 181:1.161419766708295 182:6.382614593961138 183:5.499479643039738 184:-3.925586655686715 185:2.528342490120525 186:-5.49834780134479 187:-4.68101205503807 188:-1.00873503110879 189:10.2563376341406 190:6.840369007842249 191:-8.040097852120592 192:-1.880429670535554 193:6.448358658092848 194:-6.301869516888853 195:-0.5071346147243885 196:-9.246200288404276 197:-10.59031718906621 198:-7.726666974908046 199:-5.111351522837714 200:-4.864174995876731
+1 1:7.182114804293822 2:-4.641745458663351 3:-5.550617975922557 4:-1.244817940063712 5:4.710444462739676 6:10.667929885786 7:-10.2692032015569 8:-4.753105369683554 9:8.305680083642631 10:6.743519549620995 11:-7.058570577583405 12:3.940376110144083 13:-9.305225673486564 14:-8.92782628222791 15:-4.377539883950373 16:3.161251122044872 17:5.003186799068311 18:3.58753271006892 19:-6.299148511301913 20:-3.362691519995679 21:-0.8691719092819177 22:2.981521501507811 23:-7.282398124385686 24:7.730158689359544 25:0.91539563229495 26:3.48499265551668 27:1.178348476260171 28:-3.742131398743587 29:5.460109166496348 30:6.52319799900377 31:6.293162006033813 32:3.658039817014996 33:5.410882361664499 34:5.098889535089075 35:5.892696749909843 36:5.473021057430881 37:8.126952587170445 38:5.038853479928596 39:-9.473201990568002 40:-4.607765154272933 41:-1.381901017192955 42:-1.236208476341695 43:-1.271664638667103 44:-8.502130440997616 45:1.39018263860377 46:5.867327290455409 47:-9.359534487908652 48:-4.227668299770484 49:-9.346912943167389 50:5.763924582183474 51:4.5092067691171 52:-3.572023364998111 53:5.585789467581177 54:-8.584057835466098 55:-2.071391800118218 56:-3.53992994682253 57:9.524727922362036 58:-8.567065718826029 59:0.4073496198273359 60:-5.863702915324734 61:7.174528485423473 62:-6.578957616968189 63:10.91597596070654 64:-0.02354475557970026 65:-0.6992914972272357 66:-1.580484248587218 67:-5.835279035048545 68:8.288061114910157 69:10.06784752027379 70:-5.56075308374696 71:-0.4219660513378243 72:1.768295859994936 73:-0.1055103807291773 74:6.574733059650787 75:-4.249941856722533 76:2.465943120861741 77:0.9351602081231236 78:-9.087451755757519 79:0.9165470262300519 80:3.903511525705436 81:-7.47818396201006 82:-2.924896281439275 83:3.495047114171888 84:7.900254167163958 85:7.534394243972914 86:6.962346667103792 87:-5.367471608572645 88:-8.031143820122198 89:-0.8176322859546656 90:-8.007726027702549 91:-4.425212777313434 92:-5.057989218715216 93:7.951689786374931 94:-7.884433634032849 95:-4.782736395278846 96:-8.512722451945137 97:9.968430948515257 98:-8.527569530430874 99:-7.859047236688638 100:-1.457021757348 101:3.917951959579683 102:-3.733658469760117 103:6.66149579898078 104:-5.577447839827637 105:-4.191799035592402 106:-8.940512056941307 107:3.427694821691444 108:-3.002592874065444 109:-7.865780517807272 110:4.825830929303654 111:9.499342321073435 112:4.777509520893817 113:9.235779370551679 114:-7.598508015432296 115:9.086817251146739 116:-5.993943187619919 117:-3.86957293222736 118:5.977624894850214 119:1.9329097631032 120:2.745620778074597 121:8.730727239761936 122:4.559488853578478 123:-7.611499469685906 124:-2.437167506695935 125:4.799215800808695 126:7.560959704863521 127:-8.298377046743425 128:-1.70493701240115 129:5.366398902634492 130:6.727780945125845 131:-1.920074693551877 132:-4.431493787980433 133:10.10553919919629 134:1.4896909495945 135:-3.896334963915477 136:6.931836558195117 137:-1.739656594889965 138:5.415253659409792 139:-10.0337634119459 140:-0.3262183357208446 141:-10.32832575374243 142:-9.843935768181876 143:6.044802633684516 144:3.505951963359264 145:1.942360474065155 146:-5.98241280119657 147:-1.302989904555735 148:-8.309955456814963 149:-2.735481125585721 150:-1.914444468924813 151:-2.390476220343493 152:6.705627365515578 153:2.664147080563799 154:-3.346077434256362 155:-9.493115128870201 156:-5.536069612259463 157:7.462277761448084 158:-1.645298833792946 159:-1.337256388052494 160:3.376168677718246 161:4.264262552138946 162:5.901479011887661 163:-8.924193116074775 164:2.095118321235149 165:7.846736167253908 166:2.220934313441656 167:-3.759535065458536 168:-6.595831297001528 169:3.947015804573415 170:-0.5022246184664119 171:-9.705158161016188 172:-8.159526260001973 173:-5.280939468138987 174:7.292770246413983 175:-1.579751892714561 176:-7.21063743535647 177:7.348481652652407 178:-5.020642207834152 179:-3.003121178815527 180:-4.322480573935679 181:3.541999628175097 182:7.023173683918987 183:4.304946050213756 184:0.1239223358294989 185:1.865219080443927 186:-4.404549640261996 187:-5.258366252621704 188:-0.2694925520647422 189:10.19942698929531 190:5.322339215530767 191:-10.03411865302786 192:-4.418759301530489 193:7.568456507511669 194:-5.775328345661615 195:2.608934498143232 196:-9.35256950500626 197:-8.146584106503708 198:-7.694666661785782 199:-4.948810211564414 200:-7.825176701567804
+1 1:7.089064136669516 2:-4.515365925544732 3:-5.578432762205033 4:-0.5161363316306997 5:6.858871613426643 6:11.25952131524184 7:-8.861848514472761 8:-5.561855473321586 9:8.678786696306588 10:4.577026919226389 11:-8.200592410732826 12:3.295758362972738 13:-9.472332357465085 14:-9.25253662219553 15:-3.076944228363517 16:6.386356676848294 17:4.375349961279968 18:3.927175821414903 19:-6.978055301722087 20:-1.126359605575536 21:-1.59867771321231 22:2.777410316792935 23:-7.803331322338014 24:8.585004515239463 25:1.632738118530101 26:3.706083336066233 27:0.4380992963524545 28:-1.976939337872451 29:2.913850136612555 30:5.53764143537945 31:5.31499736770011 32:5.11551305220082 33:7.264414705366041 34:7.260579205421399 35:6.230839336034344 36:2.703601626880483 37:5.628664294032132 38:6.44630005071559 39:-7.809691211659644 40:-5.136688393946248 41:-1.636153945847747 42:-0.02139302862934589 43:-0.1992230122796977 44:-10.34310520592244 45:3.200803940427467 46:6.153684503200025 47:-9.681393871768464 48:-4.853817357273365 49:-6.972090501039251 50:6.120235221327578 51:4.554294506320459 52:-1.930229608448558 53:6.483363057496628 54:-8.776775200702289 55:-3.479455469065633 56:-4.700909176209382 57:9.228631775008775 58:-7.185385318762977 59:-3.617757886456329 60:-5.757272580375899 61:6.42878899606669 62:-5.918327600276766 63:8.583883509878305 64:-0.0518921869953417 65:0.9456838751036483 66:-2.164950406568501 67:-6.974218910868138 68:7.123202035967705 69:9.699441285381482 70:-6.125960066422545 71:1.450829433624778 72:1.919853679884409 73:-1.059300780664944 74:6.352731966795643 75:-2.761368268887731 76:3.639123482431933 77:2.229859185808761 78:-9.913600918045434 79:0.6372813721166253 80:4.52565504720109 81:-3.906576216853457 82:-4.387918101617204 83:2.773345416390996 84:6.769763622011846 85:8.08896036248653 86:6.375565484357638 87:-2.434250985576421 88:-8.254971718217208 89:-0.4114652584970042 90:-8.152404895328681 91:-4.430170683606937 92:-6.290148669462121 93:9.724097129605365 94:-7.136102707997263 95:-4.864328467469077 96:-7.310207322451281 97:9.642301821432554 98:-8.106273025954611 99:-6.365181965351189 100:-1.786687975796567 101:4.628718897634163 102:-5.318669960291484 103:7.424256762155581 104:-7.669523628048779 105:-5.478734039169935 106:-7.071054658874171 107:1.148223791314624 108:-3.512271563938412 109:-10.30319110531901 110:6.038473255022014 111:8.906065399943346 112:6.094991831672639 113:9.380696943034708 114:-6.734486385725205 115:9.662764867950591 116:-6.886951013267959 117:-3.259468147767289 118:5.788743833207017 119:5.07665828898535 120:0.9338623409316109 121:8.068513623118678 122:3.579135090771904 123:-7.607025468149061 124:-3.69448587819593 125:2.428534225569839 126:6.565850403545244 127:-10.0542758204752 128:-0.1778667529022939 129:5.890236367776972 130:5.463354467086514 131:-3.777272441223101 132:-4.661875119165712 133:10.35829389407204 134:-0.04580033221573604 135:-3.08424784670235 136:6.766372242507213 137:-3.383761918667413 138:7.70664249073349 139:-8.882689827370097 140:0.4892146382883415 141:-10.36706627937201 142:-6.120420441818686 143:6.04392347711619 144:2.910294887617968 145:0.4899822588889147 146:-5.536028387990319 147:-4.092000747753696 148:-9.309230761215879 149:-2.584456372153782 150:-2.756769753054714 151:-4.21322410804974 152:8.5338480226867 153:2.842653928995205 154:-3.892399472498367 155:-10.45787073570264 156:-6.250669107347804 157:8.214399767860712 158:-1.160577380957497 159:-3.095935140014449 160:3.044410691407083 161:4.264440848363813 162:6.50239820832276 163:-9.781485139968655 164:1.916248587402099 165:9.353260512562075 166:3.6824731970425 167:-5.417494595250328 168:-4.20196406601371 169:3.815651720774983 170:-2.366153507958957 171:-10.39522789900109 172:-10.13883485630859 173:-4.969160246103473 174:9.248702383704932 175:-2.918780193317073 176:-5.27060054223974 177:8.994081286628813 178:-4.832199371045721 179:-3.030251674843535 180:-4.550852615486412 181:1.069631385061025 182:5.453296473769284 183:6.087283416967349 184:-0.06078001385760051 185:2.16538047960609 186:-5.089182861078892 187:-4.097207055518584 188:-3.39295564698298 189:10.64125406493336 190:5.909168016946305 191:-9.359977898759482 192:-4.020192950457288 193:6.083911743137963 194:-6.124864008216178 195:-0.3847209675794998 196:-6.411449069673516 197:-9.473894221266427 198:-6.705935477444047 199:-5.193945837038356 200:-6.39113228155984
+-1 1:2.910869477686199 2:5.876549419519766 3:6.139858751563484 4:9.027325899101609 5:-7.397830936944247 6:-1.256871515635664 7:-3.13806035506763 8:-1.892763750950143 9:-5.919742877614675 10:-6.395312620117992 11:7.382400555673483 12:-6.287437330683831 13:-8.198683697963773 14:-4.456773573378885 15:-8.042124501874779 16:5.877033559119716 17:-4.644714836992081 18:5.21437612329346 19:0.01399441642098248 20:0.3162238612303159 21:-2.007076453893522 22:-10.29599645199054 23:-10.75265929555149 24:-1.684673928341397 25:-2.861389328236718 26:6.924152015640114 27:10.65891594012199 28:-1.588741482174442 29:-10.66082339287472 30:8.461252724779824 31:-1.237211837194413 32:-1.464526683293598 33:-9.526124837876965 34:3.254706733434647 35:-3.544148711255982 36:-1.383218970925222 37:6.648475021293311 38:4.721726558345913 39:1.689706618127384 40:-9.813594604711682 41:-2.128786551958055 42:1.235537126045171 43:-6.794386830542735 44:9.296023969010008 45:9.720597093940855 46:-2.312201863996732 47:9.633612207198201 48:-6.658776000814512 49:-1.926298162451493 50:0.6689298311920762 51:-7.763541297424916 52:5.803387601599732 53:7.587714702413571 54:-8.08394848793335 55:7.46303316079061 56:3.758889279480928 57:-1.331231559648204 58:8.24626057886061 59:3.181119336379175 60:-3.744251410052816 61:6.97590842280835 62:0.0573522038670482 63:-5.081834699710505 64:-3.291855670908551 65:-2.573797356081522 66:-5.356762974243354 67:-8.073961365146031 68:-8.94312798071847 69:7.498450556270378 70:8.765994297314508 71:9.059740838473202 72:10.91524657859833 73:0.1311297646140409 74:7.713062236662549 75:1.059635577464638 76:4.372359024548977 77:-3.318112704208594 78:-1.613062355501663 79:7.214963062052046 80:8.941397249803192 81:0.2558533221747554 82:0.5721108782220544 83:-7.335953796025055 84:-2.051384392966503 85:1.427373050612331 86:6.432451315859813 87:1.842403039395396 88:-5.823788383650062 89:-3.635567895899579 90:2.174068514308046 91:-3.840609247938469 92:-5.642950020401074 93:-0.3064541375942325 94:-3.500246407235056 95:-3.085715132728312 96:6.118266521171335 97:8.688683796096566 98:-9.280843868201629 99:-2.429776728614699 100:-2.990894192917092 101:2.724139304389528 102:3.719104024300975 103:1.861214217348476 104:-0.7347471193309598 105:-7.651704069255219 106:-1.062374955865573 107:-0.1404743045217607 108:-0.2065899527366344 109:-3.727893467954406 110:-2.196137033994279 111:5.239074517334914 112:7.784188087713185 113:9.718335388761199 114:2.137868654992815 115:5.977068024047167 116:8.902229756902726 117:-10.43210735084974 118:3.459739476858194 119:8.462144158893057 120:0.8538404033511109 121:1.272608684312693 122:-3.323836944208605 123:2.818662295800949 124:10.95121198303574 125:3.587412386628533 126:0.1475128420959336 127:8.759834947732498 128:7.605604642039717 129:5.555276217494759 130:0.1985639722976641 131:-1.089561526755123 132:-1.893667415645886 133:-2.139003513920473 134:3.055613059095907 135:8.27998144228069 136:-6.26919643152279 137:-2.977271350942763 138:-2.467945471260195 139:-3.596766586375927 140:-0.2612147958001684 141:-4.422483414764562 142:6.04081314026807 143:-3.817077617604066 144:-4.663631961257187 145:1.161060913308013 146:-6.745377499741514 147:8.126659848364582 148:-1.481250657933005 149:3.269693798955144 150:6.282877165322184 151:7.279129337367165 152:-11.54072508351601 153:-4.067451977664106 154:4.026865809118779 155:4.643610238880669 156:2.58335941933515 157:-4.756978104495935 158:1.02562697906459 159:5.429297581552878 160:6.587276319855572 161:-5.257747351073625 162:-2.033439897928697 163:-4.633901264636906 164:8.26824485642287 165:4.069954798469794 166:6.665896448167931 167:7.055759654508091 168:1.313117955246931 169:-7.906077836530518 170:3.261542582454519 171:3.195624668176125 172:-1.834350652610197 173:2.637376059123968 174:-10.69737944492869 175:2.076889070408249 176:3.349501763579275 177:7.90698006728765 178:3.01779057625712 179:-3.53435417802661 180:-0.1592353444942887 181:-1.812316969652989 182:5.119205418276384 183:3.963005698892728 184:-5.377719490903305 185:-5.357096368393397 186:-6.323716028492603 187:-3.565694575641465 188:4.150773708853704 189:-10.15319276460801 190:2.203072466810929 191:0.6363715130088071 192:8.272566424265651 193:8.2688414683996 194:7.69367990215718 195:1.890540618141436 196:6.0402820248254 197:8.103049525288284 198:3.038831100520432 199:0.8901347654674551 200:-2.843864149881902
+1 1:8.921062367812592 2:-5.507101505438928 3:-3.581930397885543 4:-4.061207597870149 5:5.45658260181524 6:10.32009237603847 7:-10.94014937136321 8:-6.910947830862248 9:6.428315573022715 10:5.69453546321243 11:-8.116712745878846 12:4.048472904792679 13:-7.621699913926079 14:-9.337148853432502 15:-4.804105068732671 16:2.459039927002187 17:5.945042231000976 18:3.155567998361744 19:-6.970430671373276 20:-2.034319841910182 21:-2.254147253761472 22:0.2538390253001248 23:-5.049592063185857 24:8.54540118843177 25:0.372804047824083 26:4.105819183974325 27:0.4451348798080964 28:-4.513128992890152 29:6.073939476001095 30:5.751144677059998 31:7.518388609072572 32:4.336541085151747 33:5.249911299218025 34:6.021350700453731 35:7.743137999308225 36:4.309035295152458 37:6.333174345705846 38:7.336972532167146 39:-8.116109217151722 40:-3.450266800132125 41:0.3066400445345654 42:0.09996503680145324 43:1.38196347095768 44:-8.592300850759765 45:2.39376939728929 46:6.766814150890595 47:-9.241440852851404 48:-7.100686796699911 49:-6.534713034296644 50:7.487117810300743 51:5.789291583211615 52:-1.683524304424721 53:8.250258713327703 54:-6.751839502709897 55:-2.044414092342265 56:-2.501641933635889 57:7.183917032968672 58:-7.771244238468412 59:-1.051503708510951 60:-6.937481746048366 61:6.030876459171066 62:-5.37024544170283 63:9.402098799809034 64:1.328098038156179 65:0.4268816205363912 66:-2.606522029238142 67:-6.363349532164405 68:8.416735331101998 69:8.440402542266202 70:-3.941613723282179 71:0.2693988579809409 72:2.235583971894497 73:-1.193172703097951 74:4.308412603072028 75:-4.056009234463594 76:0.3500245430754505 77:2.47208427154324 78:-8.860082977413093 79:1.639165576385342 80:7.307384077207002 81:-5.62770189459735 82:-3.749293816759443 83:1.691482502185503 84:3.947314896072279 85:8.10704791167802 86:7.57351769959145 87:-4.658580674823519 88:-7.151616494629568 89:-0.3780345859847278 90:-6.657119852222842 91:-4.050368890312399 92:-7.415280640125777 93:7.505859889053284 94:-8.599920694357312 95:-4.481727648278635 96:-5.499437684700777 97:10.88479495970098 98:-5.515981299237325 99:-8.006498551322446 100:-1.296880465199915 101:4.505326489647195 102:-3.185350271996901 103:6.091346124273453 104:-6.977034414670081 105:-2.927462038332019 106:-7.998813858036413 107:0.7469676268699528 108:-3.100934279986188 109:-8.746908244324878 110:6.604753066169605 111:10.40435276167229 112:6.809870542315231 113:8.802579620280184 114:-8.189263349197679 115:9.828715477446812 116:-8.357649131642294 117:-4.013609674510503 118:3.469149462648426 119:3.656238277572772 120:5.018240242143539 121:7.033136245085752 122:3.989513138679816 123:-7.228720338171913 124:-1.523219807547193 125:3.544086789897479 126:5.53209637562511 127:-6.683791314075501 128:-0.6910007686809339 129:5.862719441950738 130:4.934624894126119 131:-3.805271517952969 132:-0.8468193033034597 133:9.93944545404058 134:-1.548266598763304 135:-3.325627826782647 136:6.532245299788395 137:-1.78023330600253 138:7.211147224878356 139:-9.471463730568326 140:-0.5797786132278087 141:-10.09893172438026 142:-5.971199533991687 143:7.57669638531185 144:2.330585249817185 145:-0.3065237150553384 146:-6.946620882491113 147:-2.302309974708344 148:-6.353147570590368 149:-2.069520983444567 150:0.2117162770333223 151:-3.560888546693657 152:7.195489358026769 153:3.536294459713399 154:-4.238559249666017 155:-8.651181172802108 156:-7.44876155496222 157:9.195776700440664 158:-1.303473602842932 159:-2.01060846757293 160:0.2363198541178282 161:5.891886982916025 162:7.519993175785671 163:-7.202679426167221 164:4.459022067639631 165:8.663298487606683 166:3.717419266386349 167:-3.613008950242278 168:-7.029581675571194 169:4.690478357303107 170:-2.782319276357236 171:-11.39641463743999 172:-7.912459241974521 173:-5.890751806532207 174:8.091764752830381 175:-3.724446186964469 176:-6.383362977627157 177:6.167730462162616 178:-3.147985860011278 179:-5.323608204928213 180:-3.775118628392821 181:2.947259063316181 182:7.986320094944184 183:3.670528649965198 184:-2.032600432983313 185:3.265151819409549 186:-4.452034619903634 187:-3.751813124435504 188:-1.306769695668545 189:9.117994680497841 190:5.511932052400977 191:-8.643968461133332 192:-3.000720586368057 193:6.65725585873655 194:-5.888741850670273 195:0.9873204126185455 196:-7.924883058771187 197:-11.13421862720559 198:-9.359600233061814 199:-3.681592701497928 200:-6.172156416175951
+1 1:8.735107519840277 2:-4.264767384878115 3:-4.181475931003871 4:-2.598374693644097 5:5.634771668268385 6:9.156661207654444 7:-10.47410650967991 8:-4.837662668012531 9:6.108879314650614 10:4.934340662596741 11:-8.141648886553247 12:3.402578252101069 13:-6.956704272530691 14:-10.48632580183572 15:-4.095556959282554 16:4.29719807618434 17:5.667614318229993 18:3.522201528171964 19:-5.780594175009694 20:-1.393645114821709 21:-4.258871375070935 22:3.463269520454189 23:-7.543781698393953 24:8.948388348295591 25:0.5248785390804538 26:3.068379348120433 27:0.5750011460837614 28:-2.776375819564242 29:3.717974415187793 30:6.086277073348113 31:4.375940974728336 32:3.781031295827183 33:5.460894455398963 34:6.318796346683112 35:5.528245649814301 36:4.578090395593538 37:7.61934118697574 38:6.550813825743995 39:-6.256908642384901 40:-4.603022021891227 41:-1.360742800201025 42:-1.689175090555567 43:-1.966054819482623 44:-7.585692968087399 45:2.871635752256 46:7.820158017171763 47:-10.70594444152919 48:-5.051185575779154 49:-7.719758127937995 50:6.488942767667868 51:2.95679863033954 52:-2.286753103885035 53:7.273167630556025 54:-8.692313723558735 55:-0.8777929681180736 56:-5.165813582261965 57:9.196477330872462 58:-9.804738808111999 59:-1.496256907901172 60:-5.952040460179325 61:7.440521341572181 62:-5.872978280046283 63:11.88443036628514 64:0.7211378638020657 65:1.200973341012282 66:-3.339238978203664 67:-5.196077609447868 68:7.959379475301989 69:9.937435345065191 70:-5.369544476063089 71:0.2923650517346397 72:2.017546209772715 73:-1.208945708406836 74:4.952169651021411 75:-3.903837251885726 76:0.0420057890565344 77:1.628515100562119 78:-9.49243643009167 79:2.002477395335128 80:6.91388306241031 81:-6.118652388631084 82:-4.527387480356583 83:0.5473043119904584 84:4.845902128656363 85:7.4053815872716 86:6.739992959536285 87:-3.053981356812722 88:-8.525868332055344 89:-0.8641115481030514 90:-6.086638850974635 91:-5.476501379736126 92:-5.842074561343956 93:7.922140280674792 94:-6.426733730926196 95:-5.820987812143731 96:-7.786671604160601 97:9.932031047971543 98:-7.686787276768601 99:-7.679890458034269 100:0.6079106002196804 101:5.479361480095476 102:-3.669612856810054 103:7.901565492299498 104:-6.970108588597816 105:-5.698899522345737 106:-7.992001599907361 107:1.97822813237967 108:-2.998071199734621 109:-9.632947135931326 110:6.849878780115939 111:10.67500039263157 112:5.924760892626361 113:9.936288195150611 114:-5.803526396309826 115:10.27020344480547 116:-7.667774048111574 117:-3.996480094678712 118:5.546438956165734 119:1.921807454191875 120:4.896610539176748 121:8.520409520780404 122:2.190417650056597 123:-7.944891076222675 124:-4.358477552028943 125:5.317189633263088 126:6.959398500805508 127:-7.7201331470688 128:-1.724570052521389 129:3.61859661407307 130:5.342796533714547 131:-3.258271007184318 132:-0.7143214530963726 133:9.172679201054798 134:0.4272073202968508 135:-3.604863872768302 136:7.068675963534654 137:-3.850684915575646 138:5.805692795727007 139:-9.319086301122789 140:0.1519151745203466 141:-11.22426933347264 142:-7.551816642124242 143:6.977938994393281 144:3.249409846647574 145:0.2718305010038686 146:-4.631906652945711 147:-1.385892059610341 148:-7.68590003707675 149:-1.670859924615069 150:-3.185470300249746 151:-3.361196832711057 152:6.211198850215373 153:3.179332641773945 154:-5.216497574307608 155:-9.669285863832572 156:-7.272199729493694 157:7.899677327276935 158:-0.5142558793815102 159:-1.080918117297524 160:1.091036353868202 161:2.429411784183991 162:8.768372583977476 163:-8.630065014424366 164:3.475428735338679 165:8.493995686712108 166:1.6670064334509 167:-3.483326427127403 168:-5.551505429348734 169:2.458802202150165 170:-3.99706925605236 171:-9.900889936230689 172:-7.078653379963256 173:-5.019095176149154 174:9.469905087971728 175:-2.872575265058485 176:-5.604674591286191 177:6.365825191058718 178:-2.567189047786986 179:-2.701766358936361 180:-3.862980891196456 181:1.548713190668997 182:6.317655558384495 183:6.484724933500636 184:-0.04275417149587818 185:2.474600941382405 186:-5.282748092855607 187:-4.977101891985688 188:-2.943852488877638 189:9.952176706405087 190:4.850791393169331 191:-8.283412928918326 192:-3.375452028268162 193:4.873350442781889 194:-5.684328003175945 195:1.520868068561564 196:-6.421913205865943 197:-9.573044829910067 198:-7.922562847730365 199:-4.37285329689683 200:-7.670690497282531
+-1 1:2.56296584365091 2:4.210621763332185 3:6.679701784281734 4:10.34494374789232 5:-8.254204939022335 6:-1.472079024515514 7:-2.684181497231619 8:-3.809275164944552 9:-6.802634299986347 10:-7.408118331711792 11:6.94569853722191 12:-5.474429153288915 13:-8.012629039700874 14:-3.417369762665828 15:-7.356558146091689 16:4.303134530472689 17:-4.894578308047827 18:5.091998445719417 19:-2.092305747006003 20:-3.019382336296418 21:-1.718010176508166 22:-8.674310491847589 23:-10.23652684199396 24:-3.014503459257586 25:-1.373067781640958 26:3.575805390943723 27:8.403795859874389 28:0.7106140465752948 29:-7.742157580649558 30:8.852487247271592 31:-1.855008738555206 32:-2.947825612758333 33:-8.45535663930753 34:2.478667425190505 35:-5.494136729532252 36:-2.936823975355395 37:7.00936604677832 38:2.373801187470282 39:4.820773709155946 40:-8.336773197813191 41:-2.345584587236302 42:3.271143153315534 43:-8.265217361727917 44:9.758840434260129 45:9.008024616885466 46:-1.947867109807457 47:7.505121111867708 48:-8.352624469601141 49:-3.777152429432199 50:2.054812304593136 51:-7.13776611769203 52:5.545145836752204 53:7.751539672847101 54:-7.250385075063339 55:6.544815007377494 56:6.213516224503629 57:-1.82732674666279 58:8.703593813588657 59:3.432971175331709 60:-3.398102155697658 61:4.719432812479381 62:-1.380277652046298 63:-2.114174001783071 64:-1.903795338125836 65:-1.813706336855371 66:-3.993807117690717 67:-9.367911542695026 68:-7.603981927085417 69:9.439071420312841 70:7.098314563187785 71:10.43953328376369 72:9.305100137534476 73:-1.794848802387759 74:6.583190486881485 75:0.2948996981564157 76:4.887792301786321 77:-2.621256017352608 78:-0.2396484969178414 79:7.438718810177319 80:9.27450952104132 81:-3.543857712111524 82:0.08550558324793722 83:-9.832914048005074 84:-2.091146393422635 85:1.633387604204835 86:6.7008364895381 87:2.857029465595202 88:-4.089909023901419 89:-5.523147494328049 90:0.5076076817879105 91:-6.246361886146555 92:-4.828948363597875 93:2.161603049334782 94:-2.26774544778959 95:-4.476110415151923 96:2.447211746830034 97:7.627093817738027 98:-11.70149173381942 99:-4.18125667768914 100:-3.079021199762606 101:3.831706690019542 102:4.155347397481261 103:-0.668346868364031 104:-2.949384121134883 105:-5.622256127793647 106:-2.124497424708719 107:0.1699333040775977 108:-0.6884635201392665 109:-1.199249366150083 110:-0.6785766268244465 111:5.42581573936098 112:8.311854732294456 113:10.80896275464838 114:2.936616324198404 115:8.298855481606747 116:8.900585147256605 117:-9.223905061816293 118:1.956539632392827 119:11.12188045274004 120:1.423856291336851 121:2.177936544706365 122:-6.220841981284059 123:2.813137683708209 124:9.907198932270159 125:4.913450528159735 126:1.694898511327528 127:8.799582007491844 128:8.75944848608351 129:4.232654208827448 130:0.1091201761076914 131:0.2555961603283561 132:-1.939452644746196 133:-1.418545858448765 134:3.063393950326137 135:8.573530933617615 136:-7.745610046291926 137:-3.358090962214625 138:-4.7712471145051 139:-2.46231759807971 140:0.6635825055969604 141:-2.292609798930897 142:5.482500198723581 143:-3.861300588111249 144:-5.002516245391821 145:0.04273701201632379 146:-9.221027716732141 147:7.579083417328183 148:-1.516340813725274 149:4.67801501421171 150:6.778584706370708 151:5.874849433294878 152:-8.945241994372106 153:-3.627228957239047 154:2.744872313263454 155:5.959474647979296 156:1.500886539768175 157:-4.999726258280403 158:3.740618788192164 159:3.158702499201498 160:8.210937935736517 161:-2.182235872428214 162:-2.41702665269334 163:-6.959484001308643 164:9.826310352629866 165:6.677448074429965 166:5.95777040188691 167:7.413325399970479 168:0.76767704707258 169:-8.022211840074714 170:3.928721062633286 171:3.492344686943544 172:-1.228236971816672 173:3.504112701857945 174:-6.965192433017361 175:2.878254615788426 176:5.283764309269735 177:7.372412510390965 178:1.360837982651896 179:-2.797039646433574 180:-1.128063714016919 181:-0.7453580651449895 182:4.701893017558255 183:3.200723993371043 184:-5.901616650564497 185:-5.785987968130833 186:-5.795519933498399 187:-3.193358401255435 188:3.965902879527746 189:-10.94407963095428 190:1.160751672149929 191:-0.02906350873165153 192:8.89438449157738 193:9.807714147352415 194:5.141390620314104 195:2.759365002105053 196:4.778828971011114 197:8.213093986153575 198:2.683202828233348 199:0.5615397157665696 200:-1.838603603972123
+1 1:7.420720123203783 2:-4.912880818242535 3:-5.59499252761094 4:-2.521802971514346 5:4.707008993322732 6:9.911989515475668 7:-9.940817676430623 8:-6.764084591977913 9:8.043489623459266 10:6.298550930400265 11:-7.680632822493918 12:1.447134988830237 13:-9.839710364541739 14:-9.71729488298871 15:-6.262126620520577 16:4.004685573103921 17:6.270478961417854 18:3.050372328827331 19:-4.40596936490258 20:-0.6663342449663383 21:-3.286161046634511 22:1.916653441221723 23:-7.43854979652206 24:7.840698367380127 25:0.5414690935140203 26:3.844266954450197 27:-0.3268013013406869 28:-2.459633091783062 29:4.410352252895841 30:7.423144347853859 31:6.367134381411532 32:3.736706249007288 33:4.991339443969822 34:7.449969791441139 35:6.735871286162076 36:5.990939856292056 37:7.232018795067313 38:5.163924169612295 39:-8.323074380576754 40:-3.396226048996223 41:-2.777129226548946 42:0.8200770239141684 43:-1.389829450524939 44:-9.123068488586927 45:1.217129869394777 46:5.932711703950635 47:-8.111502794720327 48:-4.524939428495008 49:-8.335813504460548 50:7.110358381035263 51:3.465688924511197 52:-0.6611842617973549 53:6.778598345161497 54:-9.836398248715255 55:-3.420815719380492 56:-3.129480726278051 57:10.43257719062563 58:-8.649425571056756 59:-1.96362729972384 60:-5.190452384167254 61:6.417003707825522 62:-6.158676651058815 63:10.95410902289807 64:0.6380855576598448 65:0.7409282718274195 66:-1.912640203172873 67:-5.307195495231502 68:9.107339073684015 69:9.871601453225404 70:-3.811160606016035 71:-0.2396099228055244 72:4.97041865760732 73:-0.2311878717709496 74:3.62446494069628 75:-5.505173488643048 76:2.592436713038212 77:2.783012996917002 78:-8.883755425588484 79:1.86878042163746 80:5.02240166787141 81:-6.483335151252717 82:-2.531409487455476 83:2.858233440462439 84:6.340821744950928 85:9.095832648781814 86:7.308328102681573 87:-2.27107570986816 88:-7.078222234366267 89:0.7989971989624729 90:-7.201027448260842 91:-5.340308600262669 92:-8.38911189520495 93:10.37839338396647 94:-7.792299210147217 95:-6.001094465481073 96:-6.754633946126694 97:9.608533229635755 98:-8.032732971763107 99:-6.7113834941044 100:-0.9432825409795611 101:4.894234806160756 102:-3.213784549244892 103:6.347135189242079 104:-7.857360189938424 105:-4.718166365692464 106:-9.297398845108965 107:0.4754206846130336 108:-3.409761342884885 109:-10.38159180125259 110:5.272505090100174 111:7.979849836622434 112:5.418055004722486 113:9.595658829075088 114:-5.010937848097512 115:8.683204879121851 116:-8.75292271312358 117:-4.624668051999555 118:3.773344309460916 119:3.007005487926954 120:2.882572800514066 121:8.464698512055152 122:3.42065359169648 123:-7.293116855398623 124:-2.610617472990341 125:4.769722687145611 126:6.424669028093988 127:-9.198753228123698 128:-1.591147981067246 129:6.969132638060246 130:4.048445798292303 131:-2.706950149812432 132:-1.606695576358614 133:7.602148597845227 134:-1.434138010998916 135:-4.042381369320072 136:7.649276872900646 137:-4.475617093795472 138:6.144073736636464 139:-7.894380486106246 140:0.2197366280506557 141:-8.366122797730387 142:-8.007790297178458 143:7.911814428820513 144:2.019728645552618 145:1.385439986965048 146:-7.902162719049332 147:-2.471881565322934 148:-8.160485723491835 149:-1.912309375759803 150:-0.9388994638779397 151:-2.131596150761918 152:4.081361124641676 153:3.00469107463105 154:-3.020735962456224 155:-7.469304709488599 156:-6.416118619811379 157:7.976479899073086 158:-0.8642164230284303 159:-3.603675702334123 160:1.587205543822718 161:3.417958853640041 162:7.286125311669056 163:-10.63699924585307 164:3.404255010140933 165:9.756191573576993 166:-0.143734373810148 167:-4.04119526350653 168:-7.393288179946211 169:4.536739501404407 170:-1.796942742357288 171:-8.846330876785531 172:-8.731010673083251 173:-4.448175928923211 174:6.959087630490274 175:-2.032584472484922 176:-6.306567087343115 177:6.587918062963355 178:-4.984079535808968 179:-3.856515223762196 180:-4.785678928338324 181:2.835309480415881 182:6.303386066670665 183:5.645654543558551 184:-1.414340525599307 185:1.571047885500251 186:-3.242733372406377 187:-1.595657952433773 188:-0.8883850193447355 189:8.646253016220646 190:5.862646598843855 191:-10.37249727403452 192:-2.812320943524055 193:6.398874931065464 194:-6.796431366893666 195:1.460195802498376 196:-6.22614197813455 197:-9.589501560155014 198:-9.015675460476277 199:-4.305364485684184 200:-7.675619885417526
+-1 1:2.966657720985974 2:4.339336175539891 3:7.377846233242586 4:8.063383380156006 5:-8.791353815485701 6:0.640231465681932 7:-4.087185750606607 8:-2.842245412775486 9:-7.598752648455436 10:-5.615334239702693 11:7.892934610564516 12:-4.68496565526402 13:-6.915065357966554 14:-5.088607825094434 15:-7.803798612043741 16:3.606603156734757 17:-5.49645460870682 18:4.24776573480885 19:-0.9233483136899402 20:-2.613274756905636 21:-0.9836179912286385 22:-9.717564475598195 23:-8.612456332247623 24:-4.604999787440315 25:-2.429373881492021 26:3.134896035257539 27:8.724661656785166 28:-1.865217431930217 29:-7.253321536877761 30:7.904783033607728 31:-1.414503770379662 32:-0.4076048974658556 33:-9.232151571017315 34:2.174119050570595 35:-3.38722662055573 36:-2.061086331300451 37:5.71597790071728 38:6.162834079616513 39:2.966001520336242 40:-8.766757995042832 41:-4.302528204032393 42:1.922577152401606 43:-7.383094918101119 44:9.801964061830759 45:11.0190573305052 46:-0.8346425557582313 47:7.814162136460741 48:-6.606103259405968 49:-2.016509542687466 50:1.955874114661432 51:-7.511489279363212 52:5.94298845595663 53:7.007443964053777 54:-7.936108658466889 55:6.695527357034064 56:6.051041026867842 57:-2.568979605474888 58:7.382436921398281 59:3.581853130347107 60:-3.069985639615529 61:7.223942688103825 62:-1.293022755452818 63:-3.664870059196189 64:-1.230539733153346 65:-2.227646200478372 66:-2.796138460115966 67:-10.07232641839852 68:-8.480970040138009 69:10.10088121478804 70:9.006560060808274 71:9.507148495610034 72:9.815640546059173 73:0.8001015990637521 74:8.547375588958255 75:-0.2144978037782317 76:5.603598926800179 77:-2.238875539534925 78:-1.846246394322753 79:7.131009915328024 80:9.389952283145522 81:-3.646363287156539 82:2.856243803234058 83:-9.356908401976652 84:-2.200278418640079 85:1.788538711874647 86:7.820475115753837 87:1.27388999365176 88:-7.676377704481701 89:-3.578365573501562 90:1.274220143832239 91:-5.477112121564973 92:-5.186612383016984 93:0.7097326415902937 94:-0.1560956088816141 95:-1.428759407540281 96:4.607398598364767 97:6.504018814232599 98:-9.14379817716612 99:-2.807182517642604 100:-2.87341397592986 101:4.936805838242362 102:2.790316485640111 103:2.919466916325811 104:-3.329980696333703 105:-4.84696223104535 106:-2.373195105259852 107:1.895467602728841 108:-1.522502615111066 109:0.5393502387098854 110:-1.430854720437961 111:4.506275488154123 112:8.30272715581348 113:8.884417295023582 114:0.6957915100974866 115:8.275208436812507 116:8.654137715412144 117:-8.658239340035605 118:2.300371460384731 119:9.487932871677513 120:-0.009371739955600533 121:0.1828117227044035 122:-3.625816078360067 123:2.921216770643931 124:10.81470262516104 125:4.495189315136612 126:-0.977968593359017 127:10.02227857624713 128:8.182971928624823 129:5.261245574176723 130:0.8982543181601454 131:1.126871994590256 132:-1.858412230612659 133:-1.492280407731405 134:1.540536345848173 135:7.99912888952085 136:-5.733957986353513 137:-1.593144701536272 138:-3.723874955767071 139:-5.052174761244022 140:-2.45498862074433 141:-3.057396058060859 142:6.58679819495168 143:-2.373493770033049 144:-3.410638319219793 145:-1.434929521506971 146:-5.501683310042221 147:9.249273705107246 148:-4.313090524474428 149:1.765256014965673 150:6.527971827343321 151:7.629615493276533 152:-10.31438659632769 153:-2.045858597068483 154:2.307210175400302 155:5.085667531888383 156:1.488769275323222 157:-5.607293087876121 158:1.1512475349895 159:4.861227596486878 160:7.692576821523499 161:-3.784778581475724 162:-1.301751316945954 163:-5.573537673447245 164:8.720910649452925 165:4.828936026506498 166:7.242242852918305 167:5.004518234582635 168:2.342677161915625 169:-6.753051132361609 170:2.388207280032078 171:4.061361347964125 172:-1.86189518550587 173:3.712192319572689 174:-8.783236587624719 175:1.582965972902536 176:3.525202667112667 177:7.504220703592546 178:1.393546561698471 179:-3.362926768460627 180:-1.131275936917703 181:-0.8408735011857478 182:7.437041160320396 183:1.960863612209782 184:-5.177066105576595 185:-5.485243008729995 186:-5.073197944387502 187:-3.557149429672674 188:1.53105420111309 189:-11.09551527813953 190:1.160427131085169 191:0.9563771392661963 192:8.766444581724542 193:11.16462595083763 194:6.90593896150078 195:3.0919373742089 196:5.978356901546765 197:6.470901760916901 198:2.384148432509339 199:1.853133315632685 200:-1.878285613734926
+1 1:9.372087836385145 2:-2.629092611739394 3:-5.798271405832699 4:-1.171142723029994 5:4.880258793937815 6:10.20344769156072 7:-10.17875761205873 8:-5.692763448512339 9:6.390181669265168 10:5.310987608971799 11:-8.285257278656839 12:6.287176066669137 13:-6.300291921655605 14:-9.506876043047285 15:-6.485077284980461 16:4.245873390363799 17:6.219334874245907 18:2.904657976456094 19:-7.886457424420632 20:-1.324529415883521 21:-1.641382531363591 22:1.809676156180231 23:-6.145464531600059 24:9.229620491286282 25:-1.975021804853215 26:5.380880842232539 27:-0.3721502274761052 28:-2.653106500925887 29:5.888978432022764 30:7.269005292018326 31:6.066432377068977 32:5.742778490069459 33:6.165894027047369 34:7.965920556926292 35:6.69364476885537 36:2.633282390318761 37:6.648138337921427 38:6.972920043926042 39:-7.931708398853335 40:-4.003695316895573 41:-1.414773348309381 42:-0.2866349938913869 43:-1.870153516022679 44:-8.464168351187396 45:3.28332928531105 46:5.899575320044756 47:-8.219777486832662 48:-5.344677696719883 49:-7.748841735160318 50:8.347840149204908 51:4.137552785441079 52:-2.548323386292318 53:6.772310711264113 54:-9.375054829048672 55:-0.9995412874117091 56:-4.289721926364771 57:10.06057488665862 58:-7.940177953537607 59:-1.038200045362725 60:-6.095639708789316 61:7.630841463691234 62:-5.471332803047256 63:8.895105534123189 64:3.439924312486085 65:1.587200233206508 66:-0.8391809181859715 67:-5.575517317495724 68:9.305012905770642 69:8.813901535871249 70:-2.2440208927028 71:1.318443392658063 72:2.868318320906043 73:-1.284990141006007 74:4.249808716507189 75:-4.083408716034055 76:3.452764544149922 77:1.878938376347861 78:-10.48610789045645 79:2.889809061359699 80:4.945467623267811 81:-5.581155042471059 82:-4.213102994063608 83:1.98562684925165 84:6.892265459713057 85:7.606718423458344 86:6.543721184565951 87:-2.680515548649072 88:-8.214887847008093 89:-0.3147100629924094 90:-6.480758869628148 91:-5.438933686637487 92:-7.14953069454741 93:9.612586391258809 94:-9.617912557597258 95:-5.221356411484184 96:-8.157353856668784 97:7.525531633804628 98:-8.449070885473089 99:-6.874933288527253 100:-0.386942464898264 101:4.036272468469791 102:-4.310705201319955 103:7.658458198365453 104:-7.294047821429678 105:-5.505399040898408 106:-6.483215807933853 107:2.331389531757016 108:-5.4532384562481 109:-9.598601361829971 110:6.651996373238588 111:8.352481825744748 112:7.57785126139165 113:7.162197477771534 114:-5.54883275692515 115:9.750190851415113 116:-7.842816483498147 117:-3.919968072427005 118:4.61031170357975 119:2.224565620082951 120:2.573102837732084 121:7.561611182533392 122:5.20803457779859 123:-7.411018866320065 124:-4.215668754582249 125:4.591906415512912 126:7.399696608197675 127:-8.776204731604793 128:-0.1370107124284385 129:6.258307582246287 130:6.0378919336857 131:-3.824591229718774 132:-2.93682439589744 133:9.947768108854632 134:1.24864466037683 135:-3.253069703581515 136:8.376191701794006 137:-3.954773825021549 138:7.373469853101057 139:-8.032897948245338 140:1.329634801343381 141:-8.741464760924828 142:-7.638439748612897 143:6.433522961543691 144:3.435332382083533 145:-0.6150690610612088 146:-6.554943709245732 147:-0.1296941097876319 148:-6.54874560749128 149:-2.305012313571124 150:0.3090896183533443 151:-4.119990542903218 152:4.145233535368742 153:3.844775741246063 154:-2.041510693575692 155:-8.110390323309165 156:-8.032159911007598 157:6.41279324034465 158:-1.488342309790843 159:-2.208253386283447 160:2.806658827030918 161:4.978309976579658 162:7.417101346513937 163:-9.493306371668863 164:2.543646285505825 165:7.352209212156897 166:1.466249180633018 167:-4.150170192024493 168:-4.672029660285419 169:3.578017595070342 170:-0.3366252431943544 171:-10.08217618662264 172:-8.929161050442733 173:-4.03299439529723 174:7.34422056679165 175:-6.111559449090525 176:-6.062146988799476 177:7.711583899255142 178:-4.960613151152314 179:-4.253882059243915 180:-4.01128209933723 181:1.171864013352313 182:5.553197827362517 183:6.153190154419886 184:0.8729027391477759 185:2.737786321064657 186:-4.490781072383445 187:-5.701472967539346 188:-0.7251794028880598 189:8.758714533686932 190:5.92237335924951 191:-10.85068197623265 192:-3.193703437889701 193:6.687376714061076 194:-6.392859195633674 195:0.6020160498614858 196:-8.007103287331153 197:-10.06063574836653 198:-7.013468610989276 199:-4.129251900877453 200:-8.128540851989614
+1 1:7.096690598280304 2:-4.222208959081892 3:-4.816031497573994 4:-2.673686010370158 5:3.485253044765999 6:13.04477517288446 7:-9.150682891860738 8:-6.188874462070549 9:6.015310751776944 10:5.21995761614891 11:-8.281733743663276 12:1.739591527734569 13:-7.241192945219176 14:-9.973196983144472 15:-4.724630173051809 16:4.374518473435184 17:8.084882602344106 18:2.991731372939823 19:-7.308814041815707 20:-2.878254657268643 21:-2.405391408711838 22:-0.417343582905084 23:-7.619083875021635 24:8.061824355871162 25:-0.04531830374153356 26:3.341556704727848 27:2.167298032983829 28:-1.206035379485936 29:5.683069106364912 30:7.748832628437468 31:6.5255284019885 32:2.512255411804365 33:7.062128345028897 34:5.942659198877442 35:6.51753765898707 36:4.21605116490389 37:6.130913109145905 38:6.699108479144429 39:-7.45793548573353 40:-3.693930044230239 41:0.229693244638987 42:0.6824738623412637 43:-2.089154795049913 44:-7.529556232234929 45:2.119855611810135 46:6.294872598600254 47:-9.953879629224586 48:-6.146289292054799 49:-8.76070678586605 50:7.485654116884826 51:4.929383113657426 52:-1.548554049359957 53:6.283928883140705 54:-9.418258426443199 55:-1.934916102926347 56:-3.292062600637298 57:8.703492244263872 58:-8.73269779916834 59:-1.038294537008872 60:-5.898030354049113 61:6.251895952725768 62:-4.876877047821515 63:10.37985740599686 64:1.141718664074612 65:-0.1815282236924119 66:-0.8452843445063387 67:-6.075833165813155 68:8.37688153187659 69:8.589405948864069 70:-4.169659988657178 71:0.4167722825022395 72:4.353065049559286 73:-1.02494938804508 74:6.450125319690415 75:-2.480818651976938 76:3.183981361425912 77:1.929893270468649 78:-7.230272159763071 79:1.765153198462385 80:5.14055771403102 81:-4.690248952509535 82:-2.570137884454295 83:2.689604976028071 84:7.730314483883983 85:5.65049029558481 86:7.888473317603055 87:-3.685439933045816 88:-6.965317763783133 89:-0.1548509870485443 90:-7.321587909166127 91:-4.646156358118591 92:-7.194796744697257 93:7.349873665564197 94:-9.372772382816365 95:-5.579340236757995 96:-6.085912903114833 97:8.397653994940365 98:-7.080019443645129 99:-8.935145587118964 100:-1.079546301621678 101:4.867592855817279 102:-6.474999543726919 103:7.368490327884098 104:-4.849937966174958 105:-5.438782993174657 106:-7.588081114156125 107:2.467754081773992 108:-4.176138977114801 109:-9.521469558447187 110:5.748204721063893 111:9.960713821963997 112:5.596853312448107 113:8.931332022641707 114:-4.367448117046441 115:7.801587958148383 116:-7.529850870969583 117:-4.078890424398846 118:2.862726097547017 119:3.724424444185539 120:1.763620038421504 121:8.683703560716816 122:2.151678722854271 123:-7.039205786598889 124:-1.849352874253413 125:3.502859771059475 126:5.004832818037936 127:-10.1865686364447 128:0.2261180003969878 129:5.928154687117851 130:7.366295344128647 131:-3.157228848724874 132:-4.86498627207262 133:10.87344542408663 134:0.9107406140492432 135:-4.263263203524796 136:7.059310877587133 137:-3.323917407931865 138:7.437713484245233 139:-8.536685198246014 140:1.674100828590234 141:-9.696614999820211 142:-6.825195874672043 143:5.340811444115244 144:3.320507115859441 145:1.977052306271944 146:-5.294526807065957 147:-1.759567836477586 148:-7.947021953367922 149:-0.5367606916770618 150:-1.399737317900039 151:-4.305174862840079 152:6.547207591527933 153:3.147640732076855 154:-1.901067601313741 155:-8.945662167126699 156:-8.035964261571092 157:7.980200079333414 158:-1.311752934825101 159:-2.995890611441218 160:3.314422711446973 161:3.937599840657767 162:8.062453059856415 163:-8.782671798112387 164:1.036036023364441 165:7.836891257011053 166:1.999459303540465 167:-4.38003228288409 168:-5.883398567513425 169:3.593811563833568 170:-1.461555279102241 171:-10.20796691305483 172:-8.78984709458193 173:-7.179321324907581 174:9.09722469639604 175:-2.362063703264695 176:-6.174830638574714 177:6.411960208723486 178:-3.742990340774499 179:-5.599444840075261 180:-4.437342565658463 181:3.215285519033622 182:6.296773054918104 183:6.014837083702562 184:1.04996038439928 185:2.09463965854901 186:-3.808579338688779 187:-4.555479748070128 188:0.4811043323061668 189:8.758758944635174 190:6.646706479144224 191:-9.539124050149056 192:-2.671127054456321 193:6.942142711187729 194:-6.620128010723525 195:0.6087877805784412 196:-7.066215297702824 197:-9.839518743657196 198:-7.020735273077346 199:-4.448409855020733 200:-7.371054650618348
+1 1:7.713239877446606 2:-4.798776633738323 3:-4.518162588249173 4:-3.570546479748375 5:5.59443741938292 6:8.655309528742716 7:-9.627173386541227 8:-6.982269307754079 9:5.446904096930043 10:6.571337873145771 11:-6.945528781612536 12:2.028688961000771 13:-6.976042086564916 14:-9.948165226843722 15:-3.310264670280495 16:2.183332370200395 17:4.5591772587688 18:2.848144375295787 19:-7.230928954352452 20:-0.8740076477700299 21:-1.2966047242768 22:1.419866605577525 23:-7.633799961362133 24:9.136848334462874 25:0.8870772439499786 26:2.583317366067882 27:2.532678228755202 28:-1.920010689744656 29:2.730803361312924 30:5.765860497129279 31:6.209295721933056 32:3.705116885573478 33:5.510104523901095 34:5.651511857975056 35:6.18577581592534 36:3.358450695059521 37:4.771838947626756 38:6.894703933128796 39:-9.924495831121218 40:-4.254711822616301 41:-1.015014772727269 42:-0.4804393064566016 43:-0.8489973837083975 44:-8.751700599176532 45:2.945063286080544 46:5.610817652099981 47:-9.378658830311913 48:-5.209826534782126 49:-7.416381180032785 50:5.73379134104071 51:2.325252428531777 52:-2.373381552507534 53:8.927642334545435 54:-7.287375829569901 55:0.3328850367132143 56:-3.569688100760521 57:8.496505875926905 58:-8.711761446918819 59:0.7375521000023655 60:-7.55949903245862 61:6.33751924924511 62:-6.134636103767627 63:9.369684083883307 64:0.4359828559445203 65:0.1845103466354577 66:-1.711652539302033 67:-6.514066906966367 68:8.69658188397762 69:9.504932289919475 70:-5.121902419710548 71:1.296145713751951 72:1.808476444098388 73:-0.2515122927231128 74:6.040399927274994 75:-5.510463407244056 76:1.792438079178189 77:2.437175056766734 78:-9.430335459613849 79:2.123451443381807 80:5.319150563499996 81:-4.759521019360868 82:-2.414603772079401 83:2.309015124758341 84:5.682080096543748 85:7.332761413614647 86:8.277720936420696 87:-4.164280567582722 88:-7.899356715508318 89:-0.4911644411041386 90:-5.59034346473028 91:-6.417226693232674 92:-7.613522023009545 93:7.822576726705207 94:-6.794252374306769 95:-4.599567196863634 96:-5.882562773009969 97:9.59125184935213 98:-7.922587603214693 99:-8.657324552781015 100:-0.7316351791824851 101:4.079779333655255 102:-4.636068846266761 103:6.682265367983772 104:-7.060739701583048 105:-4.864947517125112 106:-7.973651072876974 107:2.491311764207495 108:-2.234560704644632 109:-9.507096471428357 110:5.491673467653665 111:8.997308685704358 112:5.89244521468998 113:7.457790621017022 114:-6.348181227498555 115:7.892255918046137 116:-7.664920330827827 117:-3.597303737284814 118:2.921490775580748 119:0.9220713423481348 120:3.52944323823223 121:8.047924798657021 122:3.230500456543906 123:-8.970147800270929 124:-5.325432349840806 125:3.453759398641023 126:6.059184149960889 127:-8.77764013206453 128:-2.54210741659061 129:6.751318320466297 130:3.645762968376445 131:-3.986021180868385 132:-2.660379785564621 133:9.670771056517415 134:-1.366764386907618 135:-4.217820407922869 136:7.324920714558345 137:-2.59587990313812 138:5.330033183410936 139:-7.112716435029075 140:0.2776550702069055 141:-9.39289361696021 142:-9.890523390838183 143:5.929544264691036 144:3.348163933109908 145:0.1892767014705388 146:-6.435527744417763 147:-2.263686670356351 148:-6.726034681572812 149:-1.631058829440228 150:-2.650262523906484 151:-2.971787847260993 152:5.214411134404113 153:4.409449607519675 154:-4.262140589276986 155:-9.80697454586506 156:-6.789941943189343 157:8.238735298423826 158:-1.373796106867423 159:-2.748432596188287 160:0.8798593045341117 161:4.871456880495463 162:6.759681626889911 163:-8.100170031797916 164:2.602762432911941 165:7.932081494059888 166:1.179817974539114 167:-5.795088305163354 168:-6.206063337270252 169:3.971729452178089 170:-3.95648453605097 171:-9.36944082375889 172:-8.097523519292311 173:-5.975108124021764 174:9.105921206061797 175:-4.681952626415709 176:-4.989624960180779 177:6.790948480431681 178:-4.217502361914201 179:-4.889124946986346 180:-5.386153948810155 181:4.10595002102179 182:6.683980157243146 183:7.185908499595622 184:-0.8681970208244272 185:0.1842679153831135 186:-5.219932882008989 187:-7.815180170825624 188:-2.579607196978324 189:9.009632854256845 190:7.165371304606346 191:-9.723192724125107 192:-2.035098134629043 193:6.392796632591244 194:-6.86941470812415 195:0.272469007124594 196:-6.617366584795928 197:-9.865219892530526 198:-8.138940413804839 199:-3.918292934506015 200:-7.679543688712558
+-1 1:4.115535940757233 2:3.654609844341364 3:6.285756075156207 4:9.787600106533816 5:-6.627145920535909 6:0.2042781720204518 7:-3.651751421322189 8:-2.587941518995792 9:-8.345411840057995 10:-4.825278107781777 11:7.730039326488583 12:-6.04377024432798 13:-7.533097951652894 14:-5.541639594705026 15:-5.628880359136846 16:5.184532713146667 17:-5.014119888555604 18:5.075264378791677 19:-0.2715301026696111 20:-2.290849443322709 21:-1.23352928008715 22:-7.316599122577404 23:-8.957055284710053 24:-3.313424611904903 25:-0.853189089404381 26:0.8917587765260064 27:10.13064214861286 28:-1.262735540783432 29:-8.609523909031763 30:9.180268769985927 31:-1.529197964538255 32:-1.387247138525889 33:-11.51156475584236 34:0.9855327106085561 35:-5.904136903431935 36:-1.931738772977362 37:5.449731043200461 38:5.019433617249659 39:3.310477168550178 40:-7.676044557695654 41:-0.5970071681787013 42:3.596346320843085 43:-7.105601828734416 44:8.579732169241145 45:9.135092124190125 46:-2.196377630089382 47:6.558673770260722 48:-8.197374586089488 49:-3.721838203168371 50:3.260648361691371 51:-7.507808018391432 52:6.13015136692721 53:6.694129185093047 54:-7.442928258294294 55:7.375948119953875 56:4.765542698891078 57:-3.438033088791351 58:9.153032313124172 59:2.533440134732329 60:-1.850134752870107 61:5.078171994592179 62:-1.02686764945586 63:-3.876185495396322 64:-1.403501199904655 65:-3.076078877548179 66:-5.117365050838417 67:-10.26640624792555 68:-7.301838874830877 69:8.527491167698495 70:8.999925021290492 71:7.11535564177021 72:8.994506220009255 73:0.255723468775817 74:9.053612066010968 75:-1.679198160306042 76:5.283064321464531 77:-4.589739953717054 78:-2.372212655762088 79:8.290541740848674 80:8.764899118312098 81:-1.870553706098011 82:2.658366740057676 83:-8.956523056128685 84:-0.4532806713206061 85:1.955392305373254 86:7.369814997652908 87:2.515141948754582 88:-4.524545796034595 89:-3.155873811428532 90:-0.7571475757858706 91:-5.109825239714273 92:-4.55343046520097 93:1.253136174704577 94:-3.29942834351672 95:-4.394762835707457 96:4.090515935659186 97:6.332438190525686 98:-11.58449590126006 99:-4.698077878111169 100:-4.166777340854029 101:3.888964525708671 102:3.91964877945935 103:0.7424557134648063 104:0.2844628041295336 105:-6.05481367624931 106:-0.8419761676992696 107:1.643421615250354 108:-2.210804224158152 109:-0.7798577387313743 110:1.639887232355328 111:6.982735539103731 112:6.504211066654468 113:11.32453455902467 114:1.550293623752691 115:8.338386983063153 116:6.83001056242726 117:-9.377340920697877 118:0.8287838436953456 119:7.633968211444466 120:0.1581085957207902 121:3.418438160586435 122:-4.601849519687231 123:1.860157528009802 124:9.646723690052594 125:3.687739888283317 126:0.4483068374896723 127:8.152428052252636 128:10.50230492381273 129:6.510492660444371 130:0.6684776716557883 131:-1.087517280474032 132:-2.354510417382065 133:-2.017065098178412 134:3.841604060413058 135:8.266263993732501 136:-7.601157331117089 137:-3.595250980143482 138:-2.438075728299763 139:-6.220560731299592 140:0.3835054464959906 141:-2.023631931461222 142:3.639855866939301 143:-2.234809853700683 144:-4.693207682328628 145:-0.226043412354501 146:-7.536528040012598 147:7.585095212102617 148:-1.582642773990765 149:4.38520948907797 150:5.517730129675981 151:6.735678911408507 152:-9.944434407394597 153:-4.68327619243872 154:1.285076710137718 155:5.736597083385349 156:2.926530795901022 157:-6.454980135146217 158:2.215049478252693 159:5.131078582549813 160:9.348220801847891 161:-6.025544554707405 162:-5.060447960621229 163:-7.563052828113034 164:8.378134899640468 165:7.186194784129817 166:6.93249432007808 167:5.114583180009541 168:-0.08230178566195456 169:-8.439429641269111 170:3.090583517756233 171:2.460943725577248 172:-0.8911256380889544 173:4.328171651547092 174:-8.572072381624633 175:1.942245602958166 176:3.285429448480961 177:6.305578815411414 178:0.6423293900740854 179:-2.43780488110427 180:-1.258114280670345 181:-0.8486905263406782 182:5.390295416412635 183:1.060597384185504 184:-5.301748588848056 185:-7.648228035310376 186:-6.86066618641918 187:-5.68802139265145 188:4.367027424056018 189:-10.11496859992772 190:2.670718202582168 191:-0.07865275248910752 192:7.549647642475713 193:10.03754670990757 194:6.207067745177238 195:0.4047891214697819 196:4.993949527551494 197:7.953442463551694 198:3.445475935739533 199:1.967279001103821 200:-0.489081255691818
+-1 1:4.583212413651824 2:4.89719733231069 3:7.802361300955678 4:11.2689704529355 5:-9.111299948369895 6:-1.645279947232205 7:-4.22225789075712 8:-2.279992204272781 9:-5.171055895817336 10:-5.913453857160095 11:8.142362300858512 12:-3.116586857821274 13:-8.693384378133924 14:-5.448247652011851 15:-9.055662491901591 16:6.166757375124465 17:-4.761479554369682 18:5.765556636583462 19:-0.04067234320753704 20:-1.936948847936101 21:-2.02842364996187 22:-8.79301557884439 23:-8.741182676032123 24:-3.646299719983372 25:-1.737806954696294 26:4.560254458668566 27:9.098546761792356 28:-0.2028344223411619 29:-8.674005787220212 30:7.602845079788593 31:-0.4156313508151767 32:-1.188903157056018 33:-9.817611354800812 34:2.965303936645869 35:-4.707163214179817 36:-3.588032119686904 37:6.69224167315545 38:3.844805788201283 39:3.852644319935129 40:-9.780127042423306 41:-2.16064665979135 42:3.075189231465045 43:-7.001493754417607 44:7.624927242762629 45:10.48363491912142 46:-3.166436026362231 47:5.877224661515833 48:-7.68255350494657 49:-2.184731291568915 50:1.974856223819088 51:-7.647388870139727 52:3.553469889570622 53:7.420439208807352 54:-6.558855878925586 55:7.001295176354891 56:5.7235865410341 57:-1.740198578000129 58:7.609758535386145 59:1.739644367287984 60:-3.017317789790702 61:6.241832507246133 62:-1.278700479991792 63:-4.449796092211759 64:-1.846415817261694 65:-1.663195509456676 66:-3.061597138990515 67:-10.91227484439333 68:-9.629700416416233 69:9.058519347539738 70:10.11543125141065 71:6.953764766461569 72:10.20030657298243 73:-0.5776506206553317 74:7.268706194593804 75:-0.02972753701604985 76:1.504060334743657 77:-1.060614233851079 78:-3.390239863187513 79:7.985628582611664 80:10.19638750863356 81:-2.319866820580069 82:2.149742275858502 83:-8.832027843966488 84:-0.8440816653205809 85:-0.09701602794779796 86:6.292757726680879 87:0.4426672632248754 88:-5.9609413922779 89:-4.946654392567769 90:1.731368570795299 91:-6.05861374320452 92:-5.79053558935699 93:-0.3863361552993718 94:-2.06229619330173 95:-3.837821158268973 96:3.828391607105536 97:6.776228848135055 98:-8.807213071032018 99:-5.253629632538051 100:-3.01758103283194 101:3.548050408136558 102:3.376545823212961 103:1.902419867272545 104:-4.027058507246064 105:-5.006816384551046 106:-3.072130071469652 107:1.264824626251187 108:0.5727418906154107 109:-0.1685525765654536 110:-3.432061814255571 111:6.266201612589198 112:6.913321137185724 113:8.858770358232016 114:1.155813972551997 115:8.039579168826355 116:8.173587228038985 117:-8.811696393054055 118:1.05843907021366 119:9.460751293710965 120:0.2447196078139248 121:1.421507993909605 122:-3.331420851757745 123:2.498283501485255 124:7.978741014957906 125:4.027955886565984 126:-1.755758311927703 127:6.331410200588588 128:8.722501629989694 129:5.834040906961137 130:1.411009299080181 131:1.908035897845802 132:0.1012682654420598 133:-2.03146666686746 134:2.610122432450567 135:8.397508555880705 136:-6.659838977053916 137:-3.675845188593341 138:-2.604490497572381 139:-3.354725995776881 140:-0.7704160850551047 141:-2.201298906061602 142:5.126116130194099 143:-1.822416575659752 144:-5.218904084458749 145:0.7196903322733974 146:-6.190592970888154 147:8.167405805647494 148:-0.1599189805731869 149:4.409517920406767 150:6.115204848553081 151:5.833965670737462 152:-9.760694689805067 153:-2.37010296042294 154:5.466013844737002 155:5.504832135554088 156:4.146454367155458 157:-4.590117234825662 158:2.586992094278127 159:3.606669796877858 160:7.453960466038261 161:-2.814876319338432 162:-2.69390508258528 163:-7.79382469850224 164:8.237712707745041 165:5.785366819883998 166:5.909618936912285 167:8.26614251889027 168:0.1033829608057614 169:-6.220499364437908 170:5.3147333321901 171:2.773495908379655 172:-0.9965040456039099 173:3.726539586106252 174:-9.126662707870477 175:0.7059898112211922 176:3.393004364235683 177:6.70879632181445 178:2.864589656165494 179:-3.59283761957832 180:-1.469540486580027 181:0.6743048370304447 182:6.595803743609176 183:3.212993968691088 184:-5.859871831382702 185:-6.248399492807566 186:-6.391115669850561 187:-2.891285445888265 188:2.970826851519445 189:-12.17256202747416 190:2.165817875469933 191:1.854114611887125 192:9.413996948951402 193:11.26706921423521 194:6.28680877205518 195:2.252946343104434 196:4.964307697111416 197:10.00621937513083 198:0.7824400927414226 199:2.790577750539997 200:-2.348975626913037
+-1 1:4.901898202121703 2:2.954480244540447 3:6.4190376720549 4:10.53680196212333 5:-7.449169862175694 6:1.092860445755739 7:-2.260589252294525 8:-0.9029121393587991 9:-5.899004341166906 10:-4.326364794130743 11:7.961711588542726 12:-5.303711311760966 13:-8.049946981437072 14:-4.596681404114148 15:-7.424379603169375 16:4.142410495788154 17:-5.005491081931949 18:3.839182455283162 19:0.9748290100313597 20:-1.656477365128486 21:0.5976742184850885 22:-7.860541383771627 23:-9.034650790689286 24:-3.205515874850072 25:-2.363836595112329 26:3.403904817036089 27:7.765240972498236 28:-0.2746355372251664 29:-7.240503542618626 30:7.351075773804622 31:-0.8028747975681452 32:-2.146281422255824 33:-8.442213551116636 34:3.30607644020401 35:-7.348569867669327 36:-0.9869457122195611 37:6.48181273282855 38:5.921961986982423 39:3.632239189367449 40:-6.07780898724544 41:-3.360193927861105 42:4.439936249769208 43:-6.932507301376281 44:10.08571529823328 45:8.540810299901322 46:-2.816974614342354 47:9.481527415696258 48:-7.605218560409586 49:-2.867395594274471 50:1.131909822191374 51:-7.975679748869392 52:5.272045725598414 53:8.541956739877998 54:-4.086438433514285 55:7.016103181372089 56:3.85432396464358 57:-2.39388640166899 58:7.58408610913875 59:2.812567690866002 60:-2.914654541834623 61:6.697634395483429 62:0.4362506463259603 63:-4.028696149096306 64:-4.370394950649659 65:-2.746158210114647 66:-5.647549290423423 67:-9.76661891757872 68:-8.786469011970462 69:9.499347651804014 70:8.909561240548571 71:7.423065950019835 72:9.660681865276397 73:-0.7722272705342108 74:9.96450623846159 75:0.2524229138149779 76:4.634814589606843 77:-3.00249912916635 78:-3.100814304452687 79:7.828164439984497 80:8.331895325336482 81:-1.561848591866931 82:0.4106583677106712 83:-8.940332547114773 84:-0.05167215478899223 85:2.223172731664127 86:8.976431621779563 87:1.389981065758885 88:-4.616287969760973 89:-2.622166694650937 90:1.546079441689238 91:-6.543356352619491 92:-5.909449665572891 93:1.910995241212475 94:-0.7312132045021813 95:-2.899948227223664 96:6.13884722647903 97:7.531738643095279 98:-8.995668603339968 99:-3.968722143229732 100:-2.305811748216817 101:2.992572745637004 102:2.820117351180325 103:2.106234256004767 104:-2.42348339596284 105:-6.501398315172239 106:-3.664785063176669 107:1.383800662434138 108:0.0211244425159306 109:-2.360698742129395 110:-1.76577269665123 111:6.178604145746549 112:7.95792851207587 113:8.339702454611997 114:1.153272057828378 115:8.784008044224166 116:8.727753703372397 117:-9.363779691027972 118:3.085020190629264 119:8.098576158698485 120:1.489140437077735 121:4.108610083413591 122:-3.520127483473281 123:2.881593301137399 124:9.378403125138306 125:3.297816846654701 126:-0.7891465374522668 127:7.537299462636279 128:8.811026435397039 129:6.451187419722491 130:0.02577223556618435 131:-1.14398896143547 132:-2.8928526275964 133:-2.986191392243499 134:4.195588028568645 135:8.735084263883998 136:-5.806052510495778 137:-2.137255547343462 138:-4.391550492123096 139:-4.054654711980723 140:-1.364747741201172 141:-2.455015439222075 142:5.527345262312629 143:-2.536658531678396 144:-4.384439726960982 145:0.2724386004931846 146:-5.201319187398337 147:8.477385341368144 148:-1.77161660983101 149:4.384806038498595 150:4.207688551344461 151:6.389423603650686 152:-9.806646965551073 153:-1.400754140859658 154:4.08475220529353 155:5.307553114657262 156:0.8479386621160303 157:-5.29492330353643 158:0.4336972631790901 159:5.363197486855647 160:7.147706929747507 161:-3.539571099343314 162:-1.968372273530643 163:-6.545345837591936 164:7.552556830057214 165:5.927823066602842 166:6.338635656305378 167:6.265228136553284 168:0.9717959072523759 169:-6.17891536651036 170:3.608501878726253 171:1.263755472341546 172:-1.214103215186076 173:2.83011527984244 174:-8.340632379495641 175:1.013976902550552 176:5.531382535062512 177:5.470120168644203 178:0.7984746649726593 179:-1.709083360593601 180:-2.763513568032056 181:0.2696169853246566 182:5.902926133929897 183:1.723241729467534 184:-5.283655543478861 185:-6.291779513630611 186:-6.159196621013163 187:-2.364673242446255 188:3.196077338238546 189:-9.452445495668439 190:2.653053518198788 191:0.273023126837091 192:8.075206450139591 193:8.345617486660146 194:7.817096271745755 195:3.072875489907046 196:3.572519048247421 197:10.14441262648559 198:0.8101627763096417 199:0.616274068033988 200:-1.022507229736825
+-1 1:5.85498666693472 2:5.168628637283753 3:6.514391626589387 4:9.710684152852419 5:-10.10378896194996 6:-2.051058191687521 7:-5.06882344933158 8:-1.654834114190681 9:-5.554573675793211 10:-6.846599191602657 11:7.013512827415835 12:-7.366788414943836 13:-8.137387602312858 14:-5.241703013997636 15:-8.191812465244002 16:4.873759560149268 17:-5.37274066767286 18:4.706508312303418 19:-0.9849997373924825 20:-1.929633716468725 21:-2.672876450265886 22:-8.887876031276914 23:-9.847936995451434 24:-2.75213615975338 25:-0.9498552639948461 26:4.27003563948075 27:7.648536164223272 28:-0.568018248149895 29:-8.203493828955573 30:6.8748296449669 31:-0.9270849778458188 32:-2.226905409827495 33:-8.621064800591807 34:2.462919688127977 35:-4.670780020207773 36:-0.9363329097670969 37:7.381739980432383 38:3.856035310578213 39:2.295983868445176 40:-9.152823029014911 41:-2.813625611454095 42:4.443248257962956 43:-8.496093860095977 44:9.277764090561822 45:7.078355103243121 46:-1.441072799907914 47:5.361900963816678 48:-7.618005997825855 49:-4.186884387717814 50:2.794489132660734 51:-6.675502069670964 52:5.294027584867044 53:7.262189287380282 54:-8.1184849554596 55:7.178574215911311 56:4.822131864444694 57:-3.292219795887907 58:8.274048308319605 59:1.723439928692079 60:-3.554295469812528 61:6.598148088655676 62:-1.347314028221674 63:-3.107786682553428 64:-2.004294323118236 65:-2.565835693190645 66:-5.030199654772428 67:-8.371237156119809 68:-8.206259771767272 69:8.95758094706235 70:8.299408695856615 71:7.608309433843998 72:7.780890474682442 73:1.478814805926103 74:8.229918801462265 75:-0.2337118641032057 76:8.364736417739564 77:-4.070698248952338 78:0.8257339096321226 79:7.883083219052835 80:9.967568808699392 81:-1.609941688049664 82:3.348613661154634 83:-6.491935444024804 84:-2.844033825620331 85:2.536870711362989 86:7.938476297311612 87:1.461197917559153 88:-1.880539211457614 89:-4.653004133985033 90:0.2219164784142222 91:-5.165884474600023 92:-5.278717205635844 93:1.075080833106894 94:-0.8804797789689183 95:-3.108950620385674 96:4.655137053852023 97:5.30963166674234 98:-9.785309703859275 99:-2.402431588346828 100:-2.45963800243909 101:4.417860082847917 102:4.460991967302331 103:-0.0278036124022546 104:-2.416543667221248 105:-6.315927300237566 106:-0.6185621975190558 107:3.416043530522978 108:-1.774745833006295 109:-2.020946398557595 110:-1.31074935744076 111:5.965825114024369 112:8.18412777082632 113:7.76078791212892 114:1.765236184178253 115:7.73212713545175 116:8.576233982588336 117:-12.17220937420799 118:2.791544024594282 119:8.456928941851672 120:0.08631220161578668 121:2.99524078104477 122:-4.719480503650891 123:1.709115532325721 124:7.594678569391767 125:2.83419955877998 126:1.284359898836789 127:7.45703087270071 128:9.020819768952318 129:5.776597408117352 130:1.090679777369024 131:1.69605538770509 132:-1.185237126236765 133:-1.90211703456174 134:2.543244229410599 135:8.752710539459867 136:-6.494114295302003 137:-3.807603089245697 138:-4.527476768500367 139:-5.349135250539003 140:-2.242956527659522 141:-2.219895132104156 142:3.919483682449141 143:-3.077180802292882 144:-4.546413671526484 145:-0.6417697528854334 146:-5.437207213404952 147:7.592896187805227 148:-2.201830148451561 149:3.882215278598737 150:7.871405712881963 151:5.800654212291399 152:-9.804330723131169 153:-2.529061313078432 154:4.19332337475603 155:4.6317067953252 156:3.608571784269132 157:-5.008684548588105 158:1.778460198785652 159:4.483558463181231 160:7.943702598353311 161:-3.308902792003216 162:-3.348710462381922 163:-5.832416283582485 164:7.864555451341726 165:4.692911619654688 166:4.497154062467323 167:8.068449271017858 168:1.101884868466464 169:-5.591985955814552 170:4.324254341414804 171:1.421196291533622 172:1.478063937403368 173:4.555844436312684 174:-9.34251808278122 175:3.792634486659069 176:3.640143366253085 177:7.136994100482014 178:0.8614443183465386 179:-5.119807627576495 180:-1.582755595269895 181:-0.4089307027114738 182:4.996046013243095 183:2.575766732241986 184:-5.575100391166844 185:-6.752072186733884 186:-6.596052187978632 187:-3.632497028492986 188:3.060941581115127 189:-9.396826089123245 190:0.8607794047319683 191:1.614729894877923 192:6.866667282108137 193:11.26019229888978 194:8.344516844979658 195:3.411613749346284 196:6.106790940142331 197:8.561677925501206 198:3.788033255504937 199:2.031121399816657 200:-2.479222533000836
+-1 1:3.261334888543852 2:3.847472871192012 3:7.166015290886419 4:8.351254836506572 5:-9.182036077640229 6:0.3657688974118818 7:-3.272944314761719 8:-3.194633531755084 9:-7.438788913379982 10:-7.354148196153748 11:6.689553137024149 12:-7.184479596844815 13:-8.005239439791216 14:-3.859279579775555 15:-6.088930976025472 16:4.500316294907935 17:-5.360547959695975 18:4.551118308261136 19:1.894568199247129 20:-3.008909764132151 21:-1.674664843150505 22:-8.152462714868086 23:-9.149934562588346 24:-2.905292684680245 25:-2.416975143472771 26:4.59990499096321 27:9.63437029066556 28:-2.559796658838879 29:-8.59727081378011 30:7.464180490050766 31:-0.6894983838024942 32:0.7671419031109838 33:-9.476758078222003 34:0.5260782540213986 35:-3.818645485774331 36:-3.798850153664795 37:8.056420812509359 38:2.666720128313282 39:5.056009531062523 40:-7.886258850180886 41:-3.259719414136157 42:2.561726225482388 43:-5.831050574299889 44:10.32082843777277 45:8.850454306390169 46:-2.868301427055216 47:6.573712505324821 48:-8.322854941514871 49:-2.286809919398336 50:3.444280594461427 51:-8.104020588925168 52:5.935245300760164 53:7.28482154929383 54:-7.756602175482757 55:7.401880211134335 56:3.336737223655177 57:-1.178732332027223 58:7.215513283809463 59:5.098868982701351 60:-2.865579044196774 61:8.141324231570222 62:-1.091063247504844 63:-2.639554509593992 64:-4.042837376767278 65:-3.08799216848216 66:-3.816884440539917 67:-9.080020738562105 68:-11.40116875309914 69:9.111916340548939 70:8.536024073071742 71:8.935004764053488 72:9.335912067033419 73:1.060305508053635 74:9.109126238567869 75:0.4207371537721016 76:5.028933167686998 77:-3.151173302636685 78:-0.9970282370717782 79:7.92636112657544 80:7.740460186712709 81:-1.019574052215332 82:1.011377155311023 83:-9.082745932505825 84:-1.629292006649191 85:0.45132837799028 86:6.354222538544724 87:2.145519401926575 88:-5.827602096295194 89:-5.325791026155303 90:2.744636213729562 91:-4.520061715128794 92:-6.548426408219497 93:0.4996622612552813 94:-1.722685056837272 95:-5.267321466302895 96:2.205531366314331 97:7.413957459583616 98:-10.19644025126102 99:-4.038924398074817 100:-2.470375449427092 101:3.09727749735978 102:3.284255587924172 103:0.8587038396062441 104:-3.930076045863785 105:-3.815095671399263 106:-1.684179838042042 107:1.750416661258507 108:0.3048199426530214 109:-1.363243999010644 110:0.1132510956805231 111:5.456807477125483 112:7.664356412888094 113:8.920453034301303 114:1.708911999750823 115:7.979882584949206 116:9.157871541782278 117:-8.445829292060594 118:1.70939225537396 119:9.435327820377573 120:-0.2371613495451341 121:3.469447994704922 122:-4.141633326121776 123:1.519055616883947 124:8.389768402648979 125:2.18322920475183 126:-0.5517781664263539 127:7.409743984419771 128:10.14264181061095 129:7.796690940362914 130:-0.343262786902612 131:0.2606712459419426 132:-3.572627192681438 133:-0.8482124538532374 134:1.655787251430362 135:9.652808238672494 136:-8.462356651653923 137:-3.556554617093392 138:-5.098446418766817 139:-2.888276096003103 140:-1.239268863212934 141:-3.202865201661556 142:6.674872270889352 143:-2.292347044546538 144:-4.477684340530474 145:-0.2655862030667701 146:-7.600594283910756 147:8.104148952373068 148:-0.8199772805446137 149:5.009204071740463 150:6.553770125311373 151:7.491890572026523 152:-9.802567346069335 153:-4.016228586200439 154:1.561790562956831 155:5.603329788293975 156:0.6426240332365261 157:-5.79668552089913 158:0.9863785003836607 159:5.311991128256931 160:10.62116772322404 161:-4.300358451213917 162:-3.754582069483456 163:-5.538132057043844 164:8.81342384752487 165:4.191176194931352 166:5.116258813975377 167:7.691025853858691 168:1.312262053762201 169:-7.748228611710898 170:3.404476482190223 171:2.783033410797233 172:0.5142609451610998 173:4.394012753976013 174:-7.265676511465266 175:1.833087997893125 176:5.070851173299082 177:7.059497542058711 178:0.7855342782250947 179:-3.166538951114272 180:0.3874800241759579 181:-2.094179704861064 182:7.27731136654722 183:3.192647601946876 184:-7.054495471212864 185:-6.53683004226514 186:-5.089286618331074 187:-1.961232547260225 188:1.894943925910547 189:-10.80694510795153 190:3.937729692765577 191:1.729651111958558 192:8.217198392997311 193:9.480888122856561 194:7.23590635844002 195:1.893705798239664 196:4.490856219731278 197:9.120071832797267 198:2.604374711950427 199:2.315256013449579 200:-3.102986725374413
+1 1:8.166498141430296 2:-4.024460987254716 3:-5.878418228964949 4:-2.487868428909119 5:6.247848671343639 6:10.47181974379378 7:-7.930125091868044 8:-5.849363480511353 9:6.013835407332841 10:6.069233886594956 11:-6.511187897493057 12:5.137956744062369 13:-8.377103842226928 14:-9.390047715849635 15:-5.295859191293028 16:4.009806217810467 17:7.356986948426055 18:3.442727127758276 19:-7.03956867932657 20:-2.806857592987154 21:-2.393238534895279 22:3.298303329986977 23:-7.334199909011923 24:8.754943165515215 25:-0.08344264361147624 26:3.905109768856875 27:-1.91679437199884 28:-2.648470518910539 29:5.16680834017585 30:7.037034870986632 31:5.233063988091498 32:5.206341911581216 33:6.813361732152211 34:6.599532047194136 35:5.407904076739248 36:3.29496711237724 37:5.804480429065575 38:7.103471040874643 39:-10.68525208971428 40:-2.982929336269759 41:-1.572193428699409 42:1.344110496054436 43:-2.196366524179232 44:-9.213053749849566 45:2.428179515213989 46:6.958916385601338 47:-9.447675525050929 48:-5.01247084483844 49:-7.226475945040144 50:7.806649027431719 51:4.245972538353305 52:-2.692741200551671 53:6.091222888831002 54:-11.62903156722713 55:-2.803973654011809 56:-4.461677336429843 57:10.03161551214141 58:-10.36568259339662 59:1.616008593235145 60:-4.664658201579124 61:5.096246295011809 62:-6.368235367053408 63:10.23536496347764 64:1.755309459908052 65:0.167598173266206 66:-2.680739316021342 67:-5.203054461238984 68:6.698598776261123 69:9.296182730198197 70:-3.140269032714992 71:0.4136872399041125 72:3.610552670234044 73:-1.937915553237124 74:4.283096018946357 75:-4.368579766007185 76:-0.9750809448975062 77:1.599395163436264 78:-9.808817868683377 79:2.771364085995926 80:6.069068685939893 81:-6.885431983559143 82:-4.342295031901324 83:2.777400383620965 84:6.011404184608288 85:6.12280946055809 86:7.390753256134619 87:-0.8610316560965809 88:-7.466751749195803 89:-3.040023454989491 90:-7.093537366300027 91:-6.151430611448081 92:-6.344574725656742 93:7.871235110467413 94:-9.090030469336661 95:-4.423067084456054 96:-5.31214338651474 97:9.741430006197035 98:-8.081873669307416 99:-7.047359847455485 100:-2.142714035765689 101:5.04758445104575 102:-5.159771192522585 103:7.815692815685792 104:-7.116912598594887 105:-5.492196698841274 106:-6.361486970800894 107:4.241095931653643 108:-3.775046510138026 109:-8.931076546517291 110:5.112386308128123 111:11.11448392315907 112:5.73107799152504 113:9.778974937341765 114:-5.35548663126579 115:9.303866936724816 116:-8.402424061144167 117:-3.043964364068483 118:4.056311823595474 119:2.060044157335906 120:4.689521766947412 121:8.679500665494176 122:4.195060163950241 123:-8.019207206481431 124:-3.325008636693129 125:4.18528333372416 126:5.445710549741833 127:-7.765430792986958 128:-0.889037231275863 129:6.102820175175246 130:5.712527438398971 131:-3.063866860475811 132:-3.048045688844745 133:9.853537551135881 134:-1.012205614858847 135:-4.522789540998245 136:7.011557161482878 137:-3.177208034637852 138:8.17513277979495 139:-8.257989334979568 140:0.3691997873693888 141:-9.315921600195811 142:-9.104648166853471 143:5.543426701699137 144:3.76798957849616 145:1.70296210265753 146:-7.326310593447993 147:-2.684122374060713 148:-8.601737337216264 149:-1.355040481992209 150:-1.515345404397418 151:-3.053488962057054 152:6.642517106650262 153:3.738540729793715 154:-5.818898649212136 155:-10.32164655986142 156:-5.80965193970463 157:6.940314397678472 158:-1.734058736708993 159:-1.635769895179107 160:1.850131713001759 161:5.762218208312417 162:7.835881935910785 163:-8.301572197585187 164:2.84476916219771 165:10.36864672127869 166:2.556609760400847 167:-3.267135837774962 168:-4.505500359987763 169:3.351433271312204 170:-1.621802855995914 171:-8.347859167615287 172:-9.927695517911577 173:-4.595640304037024 174:9.484345528678938 175:-1.455354068273197 176:-3.852245307146172 177:7.975801975369475 178:-3.915199841965239 179:-5.21329957399954 180:-4.272499012368231 181:2.719214642305707 182:6.791150435622449 183:5.706412365810464 184:-0.5075878571987569 185:2.534108274963491 186:-6.081199642282336 187:-3.195947619811975 188:-2.759283067901854 189:9.905670844667863 190:5.559759561784923 191:-10.73429099647704 192:-2.580331559712716 193:8.148980225155233 194:-7.552744755705294 195:0.6005223238778477 196:-6.59863585955244 197:-7.89197837179541 198:-7.308920173397089 199:-2.55945922643523 200:-4.90733881328496
+-1 1:3.624823021775995 2:2.850293372692726 3:7.503988938374381 4:9.389104305503542 5:-6.736693398279782 6:-3.661944878852236 7:-3.455371717115554 8:-2.28572146540803 9:-6.6770625084649 10:-6.239537850554802 11:6.883246797111119 12:-4.869948228108195 13:-6.626760232844939 14:-5.652182309683301 15:-7.557220407317311 16:5.027725771946026 17:-4.111578993887044 18:4.302259549462308 19:-2.145098995131602 20:-0.5418629387681138 21:-1.604517981610424 22:-7.685781000485328 23:-9.012615045106809 24:-5.145040329864664 25:-1.142496216120701 26:6.833749365254214 27:8.324892929207486 28:0.2787195206696136 29:-9.13054765112294 30:7.787244389059661 31:0.6651502326606169 32:-0.9560360618690229 33:-10.46962477420922 34:0.8994110671744064 35:-4.600262803922358 36:-1.834862504910016 37:5.51970422352436 38:3.342888017357525 39:4.476004614946588 40:-8.753962179989262 41:-1.302816045311557 42:3.038616261203629 43:-5.821474953044276 44:8.792613166061232 45:7.296366233970194 46:-2.528829497758691 47:7.46525992430935 48:-8.584828399678857 49:-3.833122494261554 50:3.590534965820161 51:-8.880594877220231 52:7.038969805974173 53:8.761897047518842 54:-8.287125072158082 55:6.950485247003208 56:5.278633842641301 57:-2.758757541715011 58:6.643929128953252 59:0.2200592896260516 60:-3.08890319017554 61:5.860377046760311 62:-0.494515600136446 63:-3.450961818666249 64:-4.080114044174927 65:-2.002674138983624 66:-3.799841334920879 67:-9.910069555473077 68:-10.31417855653382 69:9.452362215832807 70:8.954817716291744 71:7.919291561388018 72:11.53838117200086 73:1.337859648042527 74:7.274631527793018 75:-1.163829665892469 76:6.072114740858229 77:-2.019663971711021 78:-1.117092815548232 79:6.55424623685731 80:10.85326289394159 81:-1.842286626542496 82:1.672733762212638 83:-9.316514809124982 84:-1.352701997781817 85:2.08685057773919 86:6.698656823700277 87:2.097500244979695 88:-3.457670713052026 89:-4.06211956433531 90:0.9137802008022586 91:-3.117762933743083 92:-3.863073385886939 93:0.8655949349799095 94:-2.235205156751348 95:-4.616929887202414 96:3.338338773409707 97:6.580743250265811 98:-10.91370351642057 99:-8.215135641069127 100:-2.256084934109363 101:2.891361794355309 102:3.767724131033666 103:-1.215216144502592 104:-3.64452832567004 105:-5.75150967267466 106:-2.133708536114043 107:1.533607542398121 108:-0.9464067091865135 109:-1.175825612620819 110:-0.2566263782172755 111:5.570834858057965 112:7.525387770097242 113:9.532673433410018 114:0.4425856938982942 115:7.386565025324135 116:7.824719926491559 117:-8.149136337469038 118:2.143047421740715 119:8.402352295153108 120:-0.1425534820754079 121:2.068440514196053 122:-1.922127289002293 123:3.21130417308151 124:8.266484299068566 125:4.441308182861219 126:-1.258784750863663 127:7.118875230790771 128:8.26677155161633 129:7.186919000090223 130:1.617540931697932 131:1.710021949075461 132:1.213006345759384 133:-0.1997330018095511 134:2.473480297068171 135:6.353653915780225 136:-7.210330294510726 137:-3.273185731227141 138:-5.006903282480266 139:-4.686552095803608 140:-1.978093175181739 141:-2.025996409623056 142:4.52846822518233 143:-2.156414044745028 144:-4.327121739027987 145:1.523819033305481 146:-6.478656410195268 147:7.839719497218004 148:-1.176837699711277 149:4.46789455367261 150:7.025427843408854 151:9.098719968844531 152:-9.144043628424056 153:-1.981595851603962 154:3.820095362106795 155:7.164464620324461 156:4.546696790074538 157:-5.592988111920302 158:1.739074033492547 159:3.239845160966238 160:6.011926200804004 161:-3.926198176659514 162:-1.029301066586869 163:-5.567001360371615 164:8.419632975086781 165:4.65083390095284 166:5.834911736781744 167:7.720020897587382 168:-0.007812840622084871 169:-7.655944817920492 170:4.282600188939877 171:2.826634845059847 172:1.504077866635778 173:5.65547535374135 174:-10.07392918694446 175:0.4534662074388096 176:3.793913862115013 177:6.558063080468802 178:2.287698883691428 179:-4.844352612683205 180:-2.77602294847128 181:-0.4491089568770655 182:4.746233565666094 183:3.878142142498398 184:-5.548555793300965 185:-5.640745690301064 186:-5.384457465267366 187:-2.237471246604408 188:3.864874552534971 189:-8.099899384877739 190:1.590806201601682 191:1.587948346486344 192:9.087993125391129 193:9.644762556684336 194:6.333352270867008 195:0.6338284619898191 196:5.055946967733551 197:8.763981302626169 198:0.9844685722783846 199:2.289267336060666 200:-2.995153393231876
+1 1:8.379916047316252 2:-3.138639388388222 3:-5.079151070206537 4:-3.029406480980668 5:5.080651575081826 6:10.03637349666118 7:-10.57386728699388 8:-5.930598753725498 9:7.198534485167777 10:4.77131839958169 11:-7.214262524085366 12:4.333966998691999 13:-9.504724164799384 14:-10.70041511861685 15:-6.4843550453106 16:3.763808362120958 17:5.846568872543413 18:3.29196595925182 19:-7.823896103512595 20:0.6086833113724242 21:-3.187684564800896 22:2.330671837857661 23:-9.224484505846394 24:8.153933280912522 25:2.173606945926794 26:3.398612554968275 27:1.010261018530004 28:-3.315698741836925 29:3.608190766088112 30:8.608751363931002 31:5.227709766849676 32:3.604797679272896 33:6.249664939266109 34:5.861299043224871 35:7.488616625011659 36:4.210022138276919 37:6.014738193636145 38:6.530723772786656 39:-8.774630087551127 40:-3.96647677010412 41:0.7140722195804075 42:0.5239429741093811 43:-1.489025912920954 44:-7.682014769160157 45:3.746827065463379 46:6.155252851811127 47:-9.543125108268763 48:-4.605601935655214 49:-8.119003855993936 50:6.643323976248315 51:3.105728620555786 52:-3.50443217546912 53:6.005917588531384 54:-9.40649539553157 55:-2.370366694998988 56:-4.026471406546878 57:9.39803948867922 58:-8.14977448308151 59:-1.186258019033687 60:-5.996298459740047 61:8.478815128531153 62:-4.516593854420118 63:10.08498798920787 64:-0.9581281522811012 65:0.6172600870614795 66:-2.031963652113449 67:-5.949813011332115 68:7.632593227909994 69:8.075741164211511 70:-3.222753911994809 71:-0.7486210250492717 72:2.123915170670157 73:-3.019308931577853 74:6.803104266184119 75:-4.285339564447122 76:2.967206760090045 77:2.152521782406829 78:-8.46358478850804 79:0.9702981279933662 80:8.73017625198101 81:-5.703242575037522 82:-1.31358454071124 83:3.188327349685362 84:5.362843124591086 85:8.743103805559166 86:9.013493835789244 87:-4.48139013684941 88:-6.52989923368987 89:1.304492090070752 90:-8.030929161855374 91:-3.528064556083776 92:-6.870096328117334 93:9.295104856810951 94:-6.759789319126618 95:-6.754549451893665 96:-7.451622222581303 97:10.82057463826448 98:-8.315221568519885 99:-4.892926115014763 100:-2.473954750956985 101:4.944193796723605 102:-4.865894066773495 103:5.524250286815447 104:-5.909264098627014 105:-5.044004089122274 106:-6.705138546616628 107:2.059464149284152 108:-6.239950717747272 109:-9.273400628192373 110:6.036517978412085 111:7.954909454686407 112:8.520442523217108 113:7.01561827213829 114:-5.567240503824227 115:8.206208927447857 116:-6.915959591385693 117:-3.236545561079267 118:4.127320466294908 119:3.076087058037524 120:1.341037569675424 121:8.791158424475075 122:3.142673012533051 123:-6.13873393968055 124:-3.482620272745382 125:4.588707965352479 126:7.149238084375252 127:-6.798483025733153 128:-1.968473727293163 129:5.564794919322641 130:5.912171344062228 131:-2.51490362053806 132:-0.9121718589936592 133:9.232760289286965 134:1.3938843654152 135:-2.422989475961258 136:6.698117185292234 137:-3.48375914934591 138:6.98773898918322 139:-8.235759515823174 140:1.078615751383337 141:-9.422746439971151 142:-5.85699418912192 143:5.738258912137184 144:3.327428114849467 145:0.9634680322413046 146:-6.017014860873714 147:-0.3747359594112021 148:-7.468641644580403 149:-0.4873959844771723 150:-0.6702352161741383 151:-3.05766056104807 152:5.399199842598097 153:2.156867722348376 154:-4.291647185055633 155:-7.629197933292329 156:-5.401752181682666 157:6.718646231230104 158:-3.376623933706838 159:-3.12733039421918 160:2.872928929736681 161:5.890570705133262 162:7.255640519336072 163:-9.723376538129925 164:1.184765710972097 165:8.488933389166757 166:0.8832555163947614 167:-3.950109285665832 168:-7.544788333855914 169:4.315260373772734 170:-1.75417052596818 171:-11.28610495606667 172:-7.164744418276269 173:-5.620265409964898 174:7.794393817878014 175:-2.899072309858116 176:-5.412935457835515 177:8.141416496299408 178:-3.852180657975301 179:-4.135590880984071 180:-3.437200545849034 181:1.342068931313595 182:6.73068075512928 183:6.154435208388198 184:-1.130739984012894 185:1.230826927947167 186:-5.475805669317989 187:-2.774458633075885 188:-1.640670902641469 189:8.535667695236505 190:6.695708729738045 191:-10.82625119396328 192:-2.236046001302564 193:5.693387964855864 194:-7.852209638779723 195:-1.465547779286962 196:-7.251089091834828 197:-9.206640241794286 198:-6.906498329378181 199:-3.269832290523503 200:-9.153397639554782
+1 1:9.427625508840148 2:-2.297338371477545 3:-4.128037073239543 4:-5.058062415410122 5:3.49485617870781 6:9.7510627609628 7:-10.88924339797779 8:-5.575706223918105 9:5.137412595372123 10:3.284197560675143 11:-8.505032184877976 12:1.153271717809214 13:-7.734656271406942 14:-8.055760201434465 15:-5.524415810151043 16:4.319178292744671 17:6.559300430049483 18:2.361632846352915 19:-8.626195318013689 20:-3.282034536804651 21:-1.95291487943922 22:5.169344059044246 23:-7.086796289224787 24:9.625728526561844 25:0.9969565366223844 26:3.583006147396965 27:-0.5045460995926971 28:-3.240518382212094 29:4.597509861210976 30:7.102710813518422 31:6.96201513649416 32:4.306598591971996 33:4.704418566332211 34:5.526717311683095 35:6.774741214465947 36:6.539506840095035 37:4.594065404992254 38:7.179082980247705 39:-6.969801885464192 40:-3.16570562817395 41:0.5322623103013944 42:0.6408215090463174 43:0.6709380185470564 44:-9.823711899442158 45:1.062565640074393 46:7.08289906082273 47:-10.15001645511954 48:-5.176241730209971 49:-7.343282202403623 50:8.54441071525738 51:4.884710347644434 52:-1.338470456055031 53:4.311871075808599 54:-9.995818948846322 55:-2.985245025683265 56:-3.193971844581402 57:8.601914475377704 58:-7.943541239988109 59:-1.900056308663101 60:-6.692702072295726 61:7.058257597044642 62:-4.784880401503031 63:10.03433042565376 64:2.016995111161217 65:-0.267504256056287 66:-2.079506588611231 67:-7.022389554992915 68:7.946018569839955 69:8.916583926211345 70:-4.516549203816833 71:2.131801352832906 72:2.635743969312461 73:-0.3047601657252101 74:6.81302585341223 75:-3.616806029343971 76:0.9652183320431573 77:1.513036941390669 78:-10.31317293417549 79:0.2132605869960296 80:7.621027087696377 81:-4.702780718815511 82:-2.780921121473098 83:2.776732886072361 84:5.166400429539568 85:6.943345187425855 86:6.784353416461792 87:-2.247773200535681 88:-8.873833983267613 89:-0.7534076927249007 90:-4.974196301957178 91:-5.73667505443226 92:-6.242134634948248 93:8.138305019558031 94:-7.366025646069039 95:-5.649558254122022 96:-6.517125311833464 97:10.10387422237216 98:-7.243489068695638 99:-7.499326339058634 100:-1.917312339081132 101:3.599519955580015 102:-5.30432741414084 103:7.200192454278019 104:-9.356537924780451 105:-4.826091246822403 106:-8.181582570620131 107:-0.1307472409648363 108:-2.565366502478855 109:-8.089673231063141 110:5.527916238838452 111:10.39657633245697 112:5.896287765005085 113:8.068204675985083 114:-6.761290864599878 115:7.862374607981831 116:-8.086349641747843 117:-2.826698663316182 118:5.064275388764718 119:0.8159622265955886 120:2.725618601672273 121:9.333923494907133 122:3.076818147647093 123:-7.402998668523091 124:-3.428794461181346 125:4.138701941324162 126:5.69393664250117 127:-9.009512702117384 128:0.8756578798583645 129:6.139298233429375 130:4.69212443804464 131:-3.602322825783636 132:-1.677174128497197 133:9.396485175099887 134:0.7920545439107665 135:-4.581719981207995 136:7.241472852420136 137:-3.382822221768008 138:8.050455534109032 139:-9.141446277358341 140:-0.7009523279503713 141:-6.745116943547261 142:-8.508521577574202 143:5.474598339194449 144:2.770569072459383 145:0.9866367399353766 146:-4.613152854626303 147:-1.534478310802355 148:-9.799811390631659 149:-1.226199285048213 150:-2.29874846449364 151:-6.00018265504209 152:1.874348274360512 153:2.855107449411166 154:-4.510471707250963 155:-9.186712901944274 156:-7.248277201989533 157:6.672519341673102 158:-3.635135264528417 159:-4.925499039901432 160:1.229175681288462 161:3.092481346313808 162:8.210933039898745 163:-10.6591651357516 164:1.309287215063735 165:8.342905924722281 166:0.3340475301595727 167:-5.084784453450247 168:-6.323482325561154 169:3.240005189643578 170:-1.110485370042211 171:-11.1072493937328 172:-7.384392715826372 173:-4.979392565313312 174:7.653227159322206 175:-2.91649313082551 176:-5.275304760730962 177:7.377347239973354 178:-4.352186917321794 179:-2.228842492781413 180:-4.98849083418374 181:1.737324468817706 182:7.551527324639954 183:5.947406074453313 184:0.4927380667071211 185:3.32972978224933 186:-7.151781297821817 187:-4.332677369242504 188:-2.373142148952881 189:8.070573041285755 190:8.540667934244889 191:-8.634773114976438 192:-5.22008745894917 193:5.996351569448008 194:-6.641420870109508 195:-0.992686883915153 196:-8.651166841607617 197:-10.62974553837614 198:-7.641365457226587 199:-3.891404269588425 200:-7.051197569823503
+-1 1:2.730531199419505 2:4.00082407621302 3:6.577497140534694 4:9.894006663080162 5:-7.338335762133732 6:0.09413472224104319 7:-1.844755828675219 8:-4.495271613420899 9:-7.164908878589419 10:-6.232003482630041 11:7.072852541616684 12:-7.245394220162656 13:-7.884456252258124 14:-5.046364322053533 15:-7.135814380186634 16:5.138875712879639 17:-4.304580137571003 18:5.622697107613678 19:-2.160919567314915 20:-2.525724322050299 21:-1.627458903552647 22:-8.506904175000797 23:-10.4943889675917 24:-3.221269380704633 25:-1.833468302815217 26:4.325360128239447 27:8.968040446403938 28:-0.7328347050698777 29:-8.520387635673099 30:6.953990475926632 31:-0.2801732079747449 32:-1.550704782755543 33:-9.766579443938504 34:1.993882733150307 35:-4.140206064399147 36:-2.604730589333309 37:5.262438328375038 38:3.562969162070873 39:3.333539520367081 40:-7.485043949586021 41:-5.123616472627525 42:2.829521008630727 43:-5.59753583124311 44:11.50389207875188 45:9.832576079111497 46:-2.326565169442421 47:7.5796296586728 48:-8.275043123960995 49:-3.987329765805621 50:1.488292036162164 51:-8.75542606609222 52:7.309345805343027 53:6.451185066034467 54:-7.014253674950241 55:8.384059789107292 56:4.916674235341215 57:-2.364661945356118 58:6.822405861106847 59:1.753820622953683 60:-1.275474192984556 61:6.122775280772776 62:-1.360307776656939 63:-4.108953647832497 64:-3.757685982632801 65:-1.19943838667026 66:-6.449199492483988 67:-8.247535334424079 68:-9.796435323671613 69:8.73346288178741 70:8.774584230933664 71:9.481002286862118 72:9.319918555010764 73:0.991217442124101 74:6.463762354495461 75:-1.186490012766267 76:6.221382612545646 77:-2.601584241823466 78:-2.164599645273483 79:8.745483266219235 80:9.28697193921419 81:-1.368140008681601 82:2.344232817765088 83:-9.867962871918257 84:-1.862839013980744 85:0.6453448513860436 86:6.960370983382502 87:1.763305799098075 88:-5.930484273738528 89:-4.696208799668754 90:2.034969927429803 91:-5.695733983978336 92:-3.805319947178594 93:0.8243448456121512 94:-2.921129637159468 95:-4.422096069901529 96:2.413079012167753 97:6.754469429899181 98:-9.797744440384667 99:-6.075506302117225 100:-4.319647162497732 101:4.475167716451633 102:4.562878906301019 103:-0.3491799640731379 104:-3.476792344655734 105:-6.134990125693594 106:-1.895612134706697 107:-0.3504178003029925 108:-1.229790452277591 109:-3.208227062640107 110:-0.9166194713108952 111:4.163358521508993 112:7.805443088505629 113:10.04126757706327 114:-1.15878193834788 115:7.546297607534147 116:7.348828972418746 117:-9.285118325460633 118:2.033325561118088 119:8.777361776140468 120:1.920209610840051 121:3.400124715594546 122:-4.454765310747341 123:5.843591508755757 124:9.271958943361671 125:2.659516702603147 126:2.34931197355313 127:6.818078254949304 128:10.0649485534531 129:6.465707803243768 130:1.993679584248717 131:1.535920138892321 132:0.08628656073482621 133:-1.456180260207212 134:4.543253099524907 135:7.136404280037839 136:-7.352755847582207 137:-3.687883643626706 138:-1.951681228702698 139:-3.517363135969116 140:-0.6455868845334856 141:-3.49370166813144 142:5.319922540409864 143:-1.897032417694312 144:-4.543993853020574 145:-0.08060430329056517 146:-6.769004683964911 147:8.209573231591598 148:-2.370523891514546 149:3.543705317469981 150:4.569053963105523 151:6.117857677258852 152:-10.44898381452045 153:-3.433897154873749 154:4.276118945187109 155:3.240964967566843 156:1.19346525796875 157:-4.495085073584186 158:1.96322356807522 159:3.492462387044436 160:7.887377327432855 161:-4.57771334395809 162:-2.142192339303607 163:-7.303089294740618 164:8.374164218832847 165:3.48627967659159 166:3.906084785016488 167:9.270788404507046 168:1.683316445034873 169:-8.328870607029588 170:2.578938718840303 171:1.697620893042621 172:0.3408476577920545 173:2.92419141526175 174:-9.006634521845459 175:2.188385770143002 176:2.4925382530892 177:3.814388523029495 178:-0.3701153790640643 179:-3.423186653206206 180:-1.979705504967272 181:0.6416913885234468 182:6.298632218418406 183:4.618249125186863 184:-5.242841141837141 185:-8.680372465960641 186:-5.17288648604878 187:-2.780194546942981 188:3.232010285651292 189:-9.451850732434805 190:0.5588845707654768 191:1.668596499390332 192:7.270691741363242 193:11.41526357147777 194:4.814583481587208 195:1.090059569681831 196:6.523761359581758 197:8.22877202835436 198:1.513020508696547 199:1.821775087208049 200:-1.086406398486319
+1 1:7.208714612283398 2:-3.283874917169531 3:-4.785038698146154 4:-2.463380110066246 5:4.411138761731821 6:8.535654061083157 7:-9.858022569683584 8:-5.310435496954669 9:8.823557262355839 10:4.476157949379424 11:-8.931698731844717 12:2.83076145051072 13:-9.029003020810659 14:-10.26089315463256 15:-4.964692217538941 16:4.917131745507533 17:7.691517810407166 18:4.633890157473411 19:-6.7660231212783 20:-2.048141334686655 21:0.1257410463723132 22:1.076744786732184 23:-7.919216323284729 24:8.256164639688926 25:-0.07986389138413663 26:4.451142774258989 27:0.2045947420449966 28:-2.104142031702235 29:5.453798927716917 30:7.363173730717786 31:6.42459927133599 32:4.192723940247996 33:6.944786463526462 34:5.965591587736496 35:6.010064126051015 36:3.737402998058423 37:7.548981232519541 38:5.968254086937259 39:-8.401550024380121 40:-5.135403376736928 41:-1.630648809753114 42:-0.8727074695541592 43:-2.720009698081523 44:-9.563082513583792 45:2.500962640885994 46:6.256456412096106 47:-9.160289319454098 48:-5.013511814474336 49:-6.619517253273685 50:6.48083102870673 51:4.472482052852403 52:-3.096363638705206 53:6.980269668965533 54:-9.827005454750758 55:-1.514995152321017 56:-3.879581620307446 57:8.619506040073446 58:-9.078280276592412 59:-0.6709787220837697 60:-6.642963918418982 61:8.446161079425984 62:-5.125362054261376 63:10.62919169989501 64:1.389717747444965 65:0.8506734372190328 66:-0.4658132713610945 67:-5.995230543873163 68:7.629740933789767 69:10.42250693359251 70:-4.56372574947645 71:1.007464291017666 72:1.874596111417639 73:-0.1931201933170706 74:5.033868947917586 75:-4.639679159723162 76:3.177541625314509 77:2.644917193466714 78:-8.239165796757232 79:0.8393509693012539 80:6.170444061964405 81:-6.154805880770088 82:-3.691970543259127 83:1.509867183453623 84:6.18668344083274 85:7.924376987518976 86:5.023515229961594 87:-2.812532909954513 88:-9.976377728172283 89:-1.068913750390858 90:-7.855694378757208 91:-5.695452050238843 92:-5.477359986252032 93:9.539362456901937 94:-7.329791418567601 95:-5.22054436605936 96:-7.798587038082589 97:11.15555676448832 98:-9.768496911134374 99:-4.725413259811292 100:-1.814458401370965 101:5.846611991298705 102:-4.276687367132877 103:6.095247372593867 104:-5.256563759950525 105:-5.997310442092256 106:-6.422339325666675 107:1.48825316241236 108:-3.770280676462284 109:-8.883842604739499 110:6.310201537994295 111:9.525719190084198 112:4.940429759025628 113:7.951635192931474 114:-7.371675981361244 115:10.00035802940367 116:-6.480622406114103 117:-3.784578764953989 118:3.303492472087748 119:4.381310459632148 120:3.624780605940148 121:11.41311809688131 122:3.039982473445902 123:-7.046543207799226 124:-4.391514810310637 125:3.917984223965982 126:5.370076685445474 127:-7.89354945882264 128:-2.145865889203844 129:5.740740859170506 130:7.03489252244008 131:-2.834841337422398 132:-2.607136771182569 133:8.638168828726871 134:-1.587935191626234 135:-2.395276372968202 136:5.432312561718255 137:-3.589914864176114 138:5.582174557480354 139:-7.119783051219041 140:2.527810539200789 141:-10.46558257339044 142:-6.505709985397425 143:6.299549554319876 144:2.456633710885449 145:-0.9895122456390479 146:-7.839757016809067 147:-3.439249210786844 148:-6.990715452027704 149:-0.03539824685136672 150:-1.36985446883959 151:-2.941321374280386 152:6.102055079880206 153:2.240860197860446 154:-5.35329751970209 155:-9.733841226364015 156:-7.802649831672028 157:7.870628988676194 158:-2.086150560777259 159:-3.133071108825854 160:1.49605211850855 161:4.258839441232548 162:7.931461324008577 163:-9.402839600400378 164:3.416128853474463 165:8.848971488409886 166:1.508482610037476 167:-3.755523792712681 168:-5.715124175911011 169:2.996633389527676 170:-3.835573203775856 171:-9.329898479061775 172:-8.331538018125416 173:-8.532803970339076 174:6.500047547349631 175:-2.473885715351037 176:-6.60831105869551 177:6.212297390487139 178:-4.200797309979044 179:-2.79318107751328 180:-4.276799524262048 181:2.030197101761047 182:6.219492246493361 183:4.953503627305772 184:-0.3362970910014231 185:1.07534772675432 186:-3.340794474549019 187:-4.518821365276508 188:-2.788325831521125 189:8.504426226574234 190:9.703989365976243 191:-9.854573421067363 192:-3.907447440011554 193:6.929500738130434 194:-7.683824047062908 195:0.4941331928328757 196:-8.308495116981943 197:-9.457015063330646 198:-9.029274646856642 199:-3.765791024195161 200:-9.312331532897456
+-1 1:3.599516866675776 2:5.199074377218148 3:5.43786223570199 4:11.3799817249286 5:-8.347956748540978 6:0.9533068142875731 7:-3.165125613503457 8:-1.30549983984772 9:-6.332820687894547 10:-6.548552184814425 11:6.87806180320116 12:-4.300812978137787 13:-9.897555007678099 14:-4.031594023703194 15:-6.948481407017002 16:7.132007968554844 17:-4.013423390600704 18:2.923473579113273 19:-0.2738660285763097 20:-1.615829584488994 21:-1.416990571913671 22:-8.619681077006424 23:-10.65629822497054 24:-2.749247878197831 25:-0.9818338296648246 26:3.3474686471468 27:8.313165694593868 28:-1.163167513297731 29:-9.4378606517554 30:8.913622289169801 31:0.01228759923746847 32:-0.5567923176709795 33:-10.00462601055713 34:2.740430575063247 35:-3.158333680064562 36:-4.002551160018111 37:5.616601385223004 38:2.267704855379383 39:-0.09813065117260233 40:-9.184482740571495 41:-2.610773094810795 42:3.850514592184365 43:-9.162756629531454 44:9.771189958054771 45:8.250670994644226 46:-3.06155030280332 47:7.002683984191407 48:-7.162774540798069 49:-3.829019603627425 50:1.786568985010065 51:-8.213017412546092 52:5.029007218038921 53:5.356887371271969 54:-7.006284075662899 55:7.943461192499663 56:5.030672161981666 57:-2.598577078970648 58:7.697081466099021 59:3.913876411394727 60:-3.877882105818328 61:5.5218862242624 62:0.1171206695611471 63:-2.399682067997527 64:-2.460834297054757 65:-3.455475038641654 66:-4.090253791417457 67:-7.885278408790604 68:-9.54030326387899 69:9.706477451082353 70:8.085209991048643 71:7.800811522203904 72:8.572832324712818 73:-0.09527963677158713 74:8.482043270931355 75:-0.864989629811351 76:5.413054623439209 77:-2.583835967231745 78:-0.8442989154643101 79:7.063112618239955 80:9.967892799776141 81:-1.679383070113339 82:2.154152853875924 83:-6.827640731806603 84:-2.798102148169762 85:-0.01337682540715501 86:7.13031510735745 87:1.901443975115119 88:-5.653542840313822 89:-5.674238927386368 90:-0.3009804620928473 91:-4.929747778998514 92:-5.670424162518366 93:1.613373596048196 94:-2.488967128409155 95:-5.549070474654406 96:6.240026964929663 97:6.558032545319021 98:-9.248339208297773 99:-4.46422960673359 100:-2.125077003186114 101:2.010224910434451 102:2.749103570633383 103:-1.044178489337411 104:-4.029579456680411 105:-5.240473970817176 106:-0.07207118642571086 107:2.098742942864679 108:-0.09686877441322161 109:-1.1345644042842 110:-0.9767002478078195 111:6.065249253640354 112:8.871466888911611 113:10.09730309650536 114:1.733646610355511 115:7.334819858969438 116:7.302117222059898 117:-10.10054921147046 118:0.5127314692273286 119:8.282392779239602 120:0.3058996209610377 121:3.639214975449915 122:-2.657513584978308 123:0.691621094015759 124:9.826866929689601 125:3.552111998800505 126:-1.17058003765619 127:8.274334283298057 128:9.629547957959108 129:6.58688044343851 130:0.367276395727978 131:1.234108324256359 132:-1.730126839674841 133:-2.170224493700684 134:3.268980574239327 135:8.063936523428833 136:-8.32132816088401 137:-4.307177723831575 138:-5.380687964647173 139:-2.503625026645468 140:-0.02027289091564533 141:-1.991274184310099 142:4.876157172314722 143:-2.863934274521777 144:-3.151876823532664 145:-0.1023994705154632 146:-8.716492570490725 147:8.488402244353347 148:-2.853752076052359 149:5.58963857708031 150:4.732634194096997 151:5.788814720167598 152:-10.88906090809245 153:-1.446722718842248 154:2.413318734538311 155:5.200357634414647 156:2.109596592940507 157:-6.59641893450788 158:2.707618857638577 159:4.850642422524444 160:7.227304839112161 161:-3.595076011562039 162:-0.6991289197377686 163:-5.835329891414927 164:8.133554820922166 165:3.586124843395412 166:8.014085723749469 167:8.572413794083246 168:-0.293551899815292 169:-7.308800209067574 170:3.135768020116949 171:2.483807891920358 172:-0.8951892100525489 173:3.960561636983246 174:-6.152667306806459 175:1.77699995824936 176:4.39020964438086 177:6.311654132030524 178:2.368050394749956 179:-1.985981655604083 180:-1.552231306326182 181:-0.4210142065739159 182:7.427153182466588 183:1.36874052000094 184:-6.788283385053425 185:-5.816511606645273 186:-6.973865553589214 187:-2.431534306697056 188:2.656715884135741 189:-10.22127332173948 190:2.965707093607557 191:2.452095789462553 192:8.571418976643784 193:8.272222044359742 194:6.539882791795773 195:2.69791884982638 196:6.163462201614346 197:8.914936393118786 198:1.65700416364605 199:2.884585667933696 200:-1.918282682892247
+1 1:8.849776489773948 2:-3.774050962187115 3:-6.864529591885551 4:-2.551453370106114 5:5.451134788178803 6:9.480038438716806 7:-9.291757991880937 8:-4.092552249015888 9:7.616691062308305 10:7.534658632786881 11:-6.993785412177114 12:0.8668053313295836 13:-7.792415717953679 14:-10.1996520995091 15:-3.777496675560131 16:5.31383404251889 17:6.499479481786003 18:2.423000969971629 19:-7.055562404529486 20:-0.7082969318229408 21:-1.366948593559074 22:2.875919780495111 23:-7.668232738641196 24:7.479782371616523 25:0.7556537988182505 26:2.611644917914128 27:-0.5363232274882682 28:-0.8361469693113757 29:5.185420067640214 30:8.265780724700978 31:6.618971481515739 32:5.080937005379234 33:7.34265343438231 34:4.740975956557589 35:6.391452861916489 36:4.677175670976501 37:6.166251406035576 38:5.56595977914416 39:-8.065622641583932 40:-3.015790440669963 41:-0.8839474865541145 42:-1.846536820797121 43:-1.19794414455829 44:-8.932115527950437 45:2.964234012619217 46:7.167914493563651 47:-10.44611269895872 48:-4.571926433097736 49:-8.317373985566707 50:7.591375344635185 51:5.336576871786588 52:-2.271769395375571 53:7.036487608903214 54:-9.221630939523299 55:-2.162612823312718 56:-4.388769951440533 57:7.153039928491909 58:-8.734538702485811 59:-1.039624774365732 60:-6.747459140552466 61:7.813165379338028 62:-6.65600327980831 63:10.63844575813827 64:2.077946721387609 65:-0.6968714487490648 66:-4.318955764929813 67:-4.403697146470662 68:8.541554508294848 69:9.357023867959638 70:-3.869168688631992 71:-1.677917575249503 72:2.769125272351844 73:-2.580755254584412 74:3.415101715576846 75:-4.676500698827453 76:0.9583426294227797 77:2.770141697414494 78:-12.64291283825804 79:0.5629319271455089 80:7.209584524313692 81:-4.618944931930282 82:-2.860719243238204 83:3.256030158925574 84:5.507428706218118 85:6.426036092207212 86:6.474366738021477 87:-1.995011202682697 88:-7.155835400515267 89:-2.623778286970749 90:-6.557268061947072 91:-3.607312186865745 92:-7.695504141515517 93:6.391113542128759 94:-9.176450829519899 95:-5.708246256819733 96:-6.08316440391454 97:7.784903924497801 98:-9.922040778456743 99:-6.107886791979241 100:-1.895773120257599 101:2.850236406368218 102:-3.412957040026256 103:8.582423659965773 104:-7.127683651747573 105:-3.763226905101864 106:-6.978102448800423 107:0.8081038241117614 108:-2.381562641238913 109:-7.88456141585228 110:6.415334325356929 111:7.737360639054649 112:6.116698422817368 113:9.109404559458925 114:-7.345613750578045 115:9.770446963311363 116:-8.611288561507717 117:-3.190657991735018 118:4.85600363355797 119:3.354416520653289 120:2.60793129366625 121:8.772284789890005 122:3.998359992236817 123:-6.846033754432618 124:-2.164518204820548 125:3.13657286712318 126:6.489100831277029 127:-8.932215812997503 128:0.1231838231647078 129:6.262365533788434 130:4.398363931952789 131:-2.053887413521779 132:-0.6479048468734245 133:8.419930631247306 134:-0.4058880888289856 135:-4.218602899554797 136:7.107796205068065 137:-1.695088391717844 138:5.308165590208458 139:-8.828885398732499 140:-0.9342308476124657 141:-8.126318714714904 142:-8.191623610742628 143:6.017742990556756 144:2.834442686526406 145:-0.3381013216946851 146:-6.695044789113499 147:-2.119778744108784 148:-8.344288258459649 149:-0.6837624144139611 150:-1.453633445961801 151:-1.377708155200793 152:4.774351947211767 153:2.159225065649936 154:-4.899660652215067 155:-8.369169722555673 156:-8.925086094083539 157:7.319208195338438 158:-1.806431083368137 159:-1.317100293248139 160:3.323326305742404 161:2.878078997747602 162:5.819331395087364 163:-10.13476457321711 164:2.355909387171831 165:8.083043506315713 166:1.567134778125395 167:-4.811815171871417 168:-6.038941888670399 169:3.185199828794798 170:-1.323994785907594 171:-10.10226704701879 172:-8.413761495500459 173:-7.189356895412018 174:8.412910402627567 175:-3.487564684660451 176:-4.450261292316515 177:7.855295286345603 178:-3.308176648359746 179:-3.441980555040789 180:-3.909949630970017 181:1.87507489565472 182:7.221892666000737 183:5.243448569877868 184:-1.782460942091374 185:4.5000685069535 186:-4.087257857994397 187:-4.909756093445599 188:-1.80060602341566 189:7.610098692027488 190:7.554816746309781 191:-8.984934893965772 192:-3.62479665169315 193:6.758541737067367 194:-6.562412888342101 195:-0.1967920105771986 196:-8.852467655515071 197:-8.812414114554645 198:-8.123409488352136 199:-2.986713475979136 200:-7.373767821551947
+-1 1:3.601917491112357 2:4.003685977340057 3:6.59774889293908 4:9.002425372678596 5:-7.095897643300609 6:-0.53630054613793 7:-2.521282718703169 8:-1.887243736024665 9:-5.341358391281291 10:-7.983926118204856 11:7.625332919641093 12:-5.266766399077873 13:-8.171488536282284 14:-6.513709471362018 15:-8.823241122763051 16:5.307713389338531 17:-3.777983025759954 18:6.205013282289051 19:-0.6539501179252803 20:-1.946562904416655 21:-0.7265500844729541 22:-7.846270100090871 23:-9.985319767134063 24:-3.621271567823559 25:-1.95109329435556 26:4.073170028610613 27:8.598201021320724 28:0.05754764012028191 29:-7.322792536630465 30:8.14770937766821 31:-1.090047099455905 32:-1.753378760027496 33:-11.66671008399911 34:2.672240511051486 35:-2.47431557719345 36:-3.210005450113437 37:5.799339390122306 38:2.365592585578311 39:2.741212914891469 40:-7.608387769787953 41:-5.024616656406414 42:3.853136254292806 43:-7.303229000492241 44:9.208525797085796 45:9.784442448956275 46:-2.907543669872482 47:7.175759726602259 48:-9.090141001842611 49:-3.986335962376319 50:1.461261338400429 51:-6.875448564418446 52:6.861102289955657 53:5.399021954082546 54:-6.234428966515021 55:4.807406919543156 56:4.815978510590263 57:-0.8328578751437523 58:8.147124672852453 59:1.897239276200272 60:-3.554022681480663 61:7.05134954574716 62:-2.075024302456473 63:-3.577674930334309 64:-2.561748617572741 65:-1.47875541514689 66:-5.665596302380269 67:-9.213843180680957 68:-6.567266080266897 69:9.346264166631984 70:8.911951102347684 71:7.584513688463881 72:9.181656822055885 73:0.2097875492982277 74:7.081589304823279 75:-0.2788891840636485 76:4.866007660838489 77:-0.7786425216466313 78:-2.314260872280183 79:8.949622058498207 80:9.015893933848366 81:-1.452180679693815 82:1.376630470706525 83:-8.552827367793004 84:-2.010937464507387 85:1.714235850613012 86:6.737622339987405 87:2.533221946808964 88:-5.696786601323591 89:-4.130593847003066 90:-0.3407604224605283 91:-6.142784280267776 92:-4.989822123114707 93:1.987606103559322 94:-2.521762989274788 95:-5.329930369206452 96:5.005388867016894 97:9.37067430475869 98:-11.52816496462384 99:-4.213310114507986 100:-2.688939020837137 101:4.143757390337684 102:4.187223219041877 103:0.03462480759228526 104:-3.359090621121994 105:-6.781476974564409 106:-1.993984628470144 107:1.230126345080168 108:-1.488881265531898 109:-1.646530418944302 110:-0.6800554612646712 111:6.373423844701888 112:6.450091763430626 113:8.220304703572364 114:1.937825169989918 115:7.642901967332743 116:8.311500166100521 117:-8.457694294821895 118:1.88983960980873 119:10.14447418668189 120:-0.3624541816043974 121:3.037195777487188 122:-3.558805476304494 123:2.546228599993972 124:9.285011172939644 125:5.621804334340733 126:-0.03595044507485751 127:7.403842397454929 128:9.621423235209006 129:6.222084090349318 130:0.9527768206222026 131:0.6199254701500544 132:-1.271814210977946 133:-3.361809669895973 134:1.295576770519762 135:8.952134671594877 136:-6.257197460482272 137:-4.253954037096328 138:-2.278037934651076 139:-4.583759957901571 140:-2.210706041330007 141:-2.81300878059224 142:6.008549384058663 143:-3.407570966200089 144:-4.746255063688118 145:2.409999585102879 146:-7.711091520214566 147:8.945453701233944 148:-3.184228480888825 149:4.168255966740172 150:5.155909899263054 151:5.735747723941311 152:-9.296920628870154 153:-2.880639802780888 154:4.263266718073668 155:5.299082808353196 156:2.034375783473115 157:-4.832757864218469 158:1.93953528437667 159:4.204721111608596 160:8.680242361382966 161:-4.430244408739801 162:-2.803399664235044 163:-7.867099912099119 164:10.5322806305035 165:5.582570080025789 166:5.150139710662149 167:7.636547889918985 168:0.3050150337058962 169:-7.068660229806944 170:2.074162326937612 171:3.740415785274844 172:-0.0174563131941512 173:4.783019266098163 174:-9.68778426293329 175:2.774594320622611 176:4.98806486318983 177:5.836754697622033 178:2.363625579713801 179:-3.935212444620662 180:-0.7125630449660458 181:-1.107642088307699 182:5.828045391467778 183:2.704695860389017 184:-6.55736094981093 185:-6.342181399422906 186:-6.410122135786871 187:-2.719676884413774 188:3.257927768769111 189:-8.910562929025719 190:1.980350263864925 191:0.5977807174868796 192:9.380921232199283 193:10.77079850064422 194:7.627097443813367 195:3.044567021627363 196:4.065456954821943 197:10.21272146930362 198:1.91709527440224 199:2.067649266251741 200:-1.673091909475416
+1 1:7.564640465327672 2:-4.248036295789268 3:-3.594184772822709 4:-2.58799623056971 5:3.632981459357516 6:8.671017686223646 7:-8.370594906482454 8:-4.97351156031565 9:4.721754468809252 10:6.067034195929401 11:-6.605007967120684 12:3.760025989653391 13:-9.807727171954296 14:-10.07611130617416 15:-5.927272670430784 16:4.933489692788442 17:7.390319711322888 18:3.179352224681867 19:-5.021022593806496 20:0.1376467927105456 21:-3.582878792742787 22:0.8047308273398499 23:-8.863270997145953 24:9.810537126265087 25:-0.6312777095998161 26:4.585770981631208 27:0.4500595443237876 28:-2.284453749227988 29:4.715778056478768 30:7.367380170478732 31:6.676550725908768 32:3.948076044424601 33:5.853964890815596 34:7.533524964164393 35:8.130054985896496 36:3.588602643977794 37:5.405220680325509 38:6.908227716511103 39:-8.557570615252198 40:-4.349496023813383 41:-1.843597953754456 42:0.538144274245216 43:0.08909904464274798 44:-10.09510082483109 45:2.528041874572501 46:6.422315885725983 47:-9.537610739489693 48:-4.275643453077774 49:-9.054581369745955 50:7.29218482816558 51:3.30632848566842 52:-2.752005971515409 53:6.209499997310921 54:-8.69683564308237 55:-4.460530740547258 56:-4.220472740964119 57:8.722310233189951 58:-8.143041749481709 59:-1.872215695084516 60:-7.312827799167884 61:6.125664513060009 62:-5.007514085460342 63:12.51176555112411 64:-0.3576627103207037 65:0.5090592074893074 66:-1.136727249936035 67:-5.36672208111948 68:8.246522086515489 69:8.621148911281255 70:-2.501540484893765 71:0.9507897604163174 72:3.140230598094227 73:-0.07931026802370278 74:6.020164024564964 75:-1.997562577280595 76:1.798820756657553 77:2.443832921072073 78:-8.089079104861861 79:1.295881022488082 80:7.228014204080179 81:-6.588148228564386 82:-4.854460614697945 83:2.670516221645016 84:6.665977858094835 85:8.501488648617865 86:6.751990233710445 87:-3.494915449637782 88:-8.127241477735238 89:-1.287529910528141 90:-5.696061959799262 91:-4.648375280690265 92:-7.532131382921271 93:8.952304065984292 94:-7.533199973710575 95:-4.154038237656706 96:-7.434813092205912 97:10.21487036146303 98:-6.642139164826066 99:-6.602487401368122 100:-0.6238047432541929 101:5.085065442675534 102:-4.219779385109027 103:5.225762283403472 104:-6.643325910133342 105:-5.053546390888614 106:-8.491409059042841 107:0.3239106826164746 108:-5.098987395174737 109:-11.51422076313078 110:5.522302849833096 111:7.931494736202746 112:5.549784480429537 113:10.00695299233869 114:-7.115892068069828 115:9.099981279603588 116:-7.118402582777628 117:-3.068732962002731 118:3.27205802337957 119:2.980158032378517 120:4.425004628959668 121:10.94859322691605 122:3.337945405475614 123:-7.141983676607244 124:-2.187839964205037 125:5.105100287664664 126:8.516864125774068 127:-7.035433223469858 128:0.3108123783809922 129:7.656228591907872 130:4.8779658684396 131:-4.206607569097566 132:-2.095895562250972 133:10.98272077368346 134:2.408275726985213 135:-4.686346149711975 136:6.451355005249287 137:-3.066131587896301 138:6.761348008579398 139:-9.894074909802764 140:0.538275739524827 141:-9.793923014560496 142:-9.149079322629239 143:5.996148669822446 144:3.602684790917047 145:0.297833850384939 146:-5.569456316036033 147:-2.386391103468607 148:-9.227714894290465 149:-1.17877054177804 150:-1.505353687495231 151:-3.80727513618821 152:4.723745483054642 153:1.590343573726729 154:-4.055873793666198 155:-8.565186501944865 156:-6.053578598552545 157:7.961613558042687 158:-0.6889859642404415 159:-4.195511937856653 160:1.768258280888039 161:6.355833874732923 162:6.904119735462937 163:-8.450403234187227 164:4.270819601263512 165:9.755639919388411 166:1.856218176122656 167:-2.003459979260932 168:-5.564729341907907 169:4.260447837161471 170:-1.726812092724239 171:-11.30198233970755 172:-8.327811999914168 173:-6.754892789949625 174:8.914124018815945 175:-4.555674276108796 176:-6.542564112629909 177:6.074621624806962 178:-2.768234621372386 179:-2.406703378796875 180:-3.152492357852964 181:4.668614369985537 182:6.408220710859934 183:6.113963014790572 184:-1.578808521697425 185:1.943628759028184 186:-6.007837095341045 187:-6.413429309781632 188:-1.91928728015211 189:9.114087683267106 190:5.434554175094646 191:-9.419806786065815 192:-2.476797105696376 193:5.396180140307044 194:-6.648120036077861 195:0.1118022751010062 196:-7.292662272592419 197:-8.182812761175336 198:-7.962730304878459 199:-6.024929384885461 200:-8.176227678233651
+1 1:7.719931962529254 2:-3.279600187617239 3:-5.473170419474335 4:-4.350436575918772 5:4.730328374082259 6:9.385193611842622 7:-10.24024110962076 8:-5.350340797168554 9:7.213697978623618 10:6.406878077345762 11:-8.276735050223369 12:2.093385918377461 13:-7.635462562546181 14:-8.737600978871596 15:-3.590766473089864 16:5.303088627180034 17:6.218695380601587 18:2.945497413439205 19:-9.030431243917974 20:-1.322030088892044 21:-2.047114819049658 22:2.097200217392448 23:-8.131477438086408 24:8.519281874590307 25:0.652011187109611 26:5.29273951700775 27:2.004763225445348 28:-1.788412288522757 29:5.683873263747715 30:6.546987199436901 31:6.514430425793222 32:5.658294468092826 33:5.99226695557128 34:6.370340980044944 35:6.758364886704318 36:4.066716743369296 37:5.781798849691132 38:6.187885606240879 39:-8.358425763249194 40:-3.237406798290913 41:-2.19255402090135 42:0.1495697963685947 43:-1.503090103369412 44:-9.499639897950471 45:0.8536499554243517 46:5.466652330983123 47:-8.435962181085513 48:-2.88604405143328 49:-7.923185656166769 50:8.222390771854563 51:3.620489826977629 52:-2.852543966492658 53:6.06967198797646 54:-9.076764885509407 55:-1.121820933276018 56:-4.018592551996381 57:7.01558813912531 58:-10.08935764248583 59:-0.6821476645517435 60:-5.973698832155127 61:6.259693565715524 62:-6.535233931608101 63:9.462177512182434 64:1.765550762507958 65:1.884489418661178 66:-0.9896498391290448 67:-6.079185147173474 68:8.640114678959142 69:8.700359189984585 70:-5.347759351782658 71:1.462528793374413 72:2.254134993699133 73:-0.1150110783676743 74:4.16282294010992 75:-3.948509365604522 76:2.627190213686421 77:0.1135018454758432 78:-8.451211466272396 79:1.248878221158142 80:6.513715252771226 81:-6.903471611993375 82:-2.337772070763632 83:3.165357116096963 84:5.726153759164453 85:7.508376668590725 86:7.443902387427691 87:-3.839551515403377 88:-7.862039275213927 89:-0.4908872028384277 90:-6.937691358380998 91:-4.110512016898525 92:-7.944405584224632 93:8.272943145325343 94:-6.947118912854566 95:-4.396873198729091 96:-7.539666558447058 97:8.599686245193428 98:-8.393775907823034 99:-6.684512187917321 100:0.4351983528888843 101:5.639396828001761 102:-3.544479260288271 103:7.906316042770468 104:-6.097891662922159 105:-4.209300119975467 106:-6.369031151386672 107:1.610544909273233 108:-1.57777393933609 109:-8.184574825932335 110:4.978651912438656 111:11.12740735159079 112:7.570366769126432 113:10.42335441550235 114:-6.125877551991246 115:9.410812377844463 116:-6.634606864475397 117:-4.07667292909577 118:4.5706803578246 119:3.346261587862919 120:2.459259022534445 121:8.222456131395596 122:3.397479425397636 123:-7.738015326363239 124:-2.834190481805862 125:2.883734946280811 126:7.592189957054803 127:-7.284605968172504 128:-1.405664107864117 129:3.311387737913587 130:6.475669758247275 131:-1.986293823366245 132:-1.96482831556642 133:9.786326282827298 134:-0.4702168453236419 135:-3.004102980899062 136:7.133599904419465 137:-4.667911724572777 138:7.004741158752733 139:-6.485558220855414 140:0.7772580340767131 141:-7.80108427002147 142:-7.18822295846773 143:6.262885789851595 144:3.024058041731246 145:1.100708832848543 146:-6.448259116627136 147:-0.7891033433420116 148:-7.511594506762023 149:-0.3348233227361541 150:-1.960507596363778 151:-4.101858510842092 152:6.560560115007863 153:2.209142424418427 154:-3.879884715137474 155:-9.173739222986191 156:-4.321822317867639 157:7.744121844903107 158:-2.595594645534671 159:-2.190337530511634 160:0.6649360702493461 161:5.849333254434998 162:7.807587521401714 163:-9.153682288877016 164:3.342815869306902 165:9.594487269238705 166:3.584644591420326 167:-5.09575301944662 168:-4.895622850094298 169:1.682605570333605 170:-2.155549171457189 171:-11.16843888872356 172:-8.873075190992578 173:-4.643781393276503 174:8.085289015568204 175:-5.194070390570222 176:-5.256589965169288 177:6.871796374705851 178:-3.757627481392604 179:-3.36544974190836 180:-3.273541577627872 181:2.793826955874524 182:6.8219406557227 183:5.832086812553889 184:0.5906460133342178 185:2.519158864577546 186:-4.286580710414237 187:-3.831857550400036 188:-1.012166735864335 189:7.970519041423237 190:5.716375886805784 191:-10.56342700477197 192:-3.421187418400418 193:8.027076830023923 194:-6.144438789701414 195:-0.6805516877288695 196:-7.898125884497146 197:-9.551371586843688 198:-7.289646718542233 199:-3.569517678539642 200:-7.418147575538462
+1 1:6.711589777490354 2:-6.833316875287677 3:-5.253401768453187 4:-3.751761151137591 5:4.452996594146051 6:11.96997135279211 7:-10.71799063880017 8:-5.148679069597727 9:7.133804570816261 10:6.09805148268771 11:-7.849509257525585 12:2.34923813949136 13:-7.931969087699196 14:-9.06403104173071 15:-6.626125171300084 16:3.609319982915488 17:8.03787639920035 18:1.944300589426023 19:-6.2840004634966 20:-1.433270254442686 21:-2.488867609827032 22:2.980237552053323 23:-6.793008422133214 24:9.441946018199765 25:0.6682799792170069 26:3.259208415941166 27:0.1411183042579596 28:-2.095608817931662 29:5.165270672391988 30:6.633522343473529 31:5.930100195561108 32:4.550897931943962 33:7.015213472471437 34:7.331292445266986 35:7.393272304306516 36:5.008502347173717 37:7.625485821814105 38:6.357624926918988 39:-7.691453776428279 40:-5.648480174513461 41:-1.55549820164901 42:1.263602694918503 43:-0.6304591005098137 44:-8.800799360030005 45:4.169022956798387 46:5.48268793199807 47:-9.066545495852138 48:-4.310719188709235 49:-8.519553529882204 50:5.870300560016219 51:2.107810166874961 52:-3.374715391748952 53:6.250511674122578 54:-8.930118017664054 55:-3.060881309388281 56:-5.413232650406171 57:9.404796689849137 58:-9.269980572499179 59:-0.8068001444751089 60:-6.151091349699851 61:6.938394367680582 62:-6.250596548563467 63:10.12297343347288 64:0.3975584025799939 65:0.9918003584987289 66:-1.463241418934577 67:-4.381758785693858 68:7.94751388312187 69:10.05974365320933 70:-5.175229198281886 71:-1.087003125325131 72:1.607365560150755 73:-0.3849408482922249 74:4.667960063337426 75:-5.172712199780554 76:2.462296503998283 77:2.748054022282233 78:-7.396347650153977 79:1.625724556410406 80:6.836215184371948 81:-4.878441961563563 82:-3.857663926353181 83:0.9051511184192256 84:6.563172234843245 85:7.333795195747511 86:7.621316587487764 87:-1.670514897349036 88:-7.895447740936763 89:-1.431258899504094 90:-5.75512575233227 91:-5.143278931235228 92:-6.804729277731982 93:7.576325007736315 94:-7.899750000079242 95:-5.647131457373632 96:-8.378463193923318 97:8.333922505105647 98:-6.48861026883359 99:-6.175362832168759 100:-0.7755356288519544 101:4.808315626360292 102:-3.997502296944875 103:7.606666559188223 104:-6.168919380165637 105:-5.957151865050084 106:-6.899278036312449 107:1.618436858170744 108:-2.83802497815515 109:-8.886872410328909 110:5.933574377842652 111:11.52082374230343 112:5.389309956807259 113:8.605328144510167 114:-5.276986732543058 115:9.41224815227484 116:-6.587020160591647 117:-1.816257545585166 118:4.313320617907878 119:2.791822032870547 120:1.988519996131592 121:8.259684833611177 122:2.751853296316776 123:-6.258040086750038 124:-5.551306875089532 125:2.620037972599754 126:6.351160178759363 127:-7.719037858960398 128:-0.9105781368739081 129:5.795798373851309 130:5.656719193151956 131:-3.255678399995065 132:-2.597328696101332 133:10.22730360620603 134:0.6902924592837256 135:-2.789132660355231 136:8.719634791426575 137:-2.771988210331923 138:6.607632773876728 139:-9.711777188323909 140:-1.42946566535352 141:-11.32480857836398 142:-7.517419452842053 143:6.212771293961905 144:2.691282068463828 145:-0.1334767693572532 146:-6.237089437655904 147:-0.9033005674045517 148:-10.18406259018602 149:-2.091663576909083 150:-2.50871551140802 151:-3.660624947388936 152:3.693272317460084 153:2.805611009774168 154:-4.587130503175417 155:-9.233907095034448 156:-5.660351503972306 157:8.625315853795634 158:-2.283808084755906 159:-3.02237580829507 160:2.57803397061751 161:4.045261263563779 162:6.660000627474187 163:-9.457107316288722 164:3.279592251617619 165:7.872865879708088 166:2.248232549245831 167:-2.391328426563799 168:-6.053910007207277 169:1.810919217577827 170:-4.531017224689514 171:-11.28855389455499 172:-9.06290511253474 173:-4.881266378247489 174:7.294804838717232 175:-3.013482497112414 176:-3.444522639149291 177:6.845107154997479 178:-2.820990799334189 179:-3.060959193122228 180:-5.850156108834044 181:2.475016503107199 182:8.115782859435194 183:5.122302047140781 184:-0.4008339085101483 185:1.786887181543201 186:-3.652535651907395 187:-3.798556636978382 188:-1.006844710756668 189:10.52181269510033 190:7.472486739791884 191:-10.31585161691224 192:-4.189716814488256 193:8.152767634037165 194:-5.872136408315779 195:1.369659862960589 196:-6.977003266293141 197:-9.782214046598771 198:-9.338892275272505 199:-4.874094506762637 200:-6.046370291782235
+1 1:6.616045394141852 2:-3.853119653458573 3:-3.776036634005006 4:-2.411816176508558 5:3.585851637512544 6:9.514177850354775 7:-9.990083428535801 8:-5.568180074013672 9:5.234850300110054 10:7.863836443896059 11:-8.904899280269239 12:3.684393070612195 13:-7.495222789913798 14:-9.312901580369894 15:-3.147497694187887 16:4.654697376504389 17:6.197582032218834 18:3.805293683421039 19:-5.08400913210726 20:-0.3850398819114154 21:-2.999438523852363 22:2.497957713985018 23:-7.762588360125777 24:8.600131305094724 25:-1.405896551878167 26:3.206239569143502 27:-0.5284366891891581 28:-1.57666888572993 29:6.432058375319631 30:4.781593707873094 31:8.066326692565879 32:3.714868402428246 33:6.09763691065681 34:7.564063577338247 35:5.281543001972104 36:5.162065321731151 37:4.503070529259054 38:4.992799785183264 39:-7.507942826903401 40:-4.120197363284419 41:-1.675211628273098 42:1.596023433518176 43:-2.095036332904942 44:-8.295751551338082 45:2.128769434280619 46:8.735927579811456 47:-9.318482122437935 48:-3.358083464020257 49:-7.016728256210024 50:8.135420833197236 51:4.959809119803355 52:-2.557431787156302 53:6.637769382221993 54:-6.138580028897357 55:-1.134430024881565 56:-2.691155498597011 57:6.479344407432958 58:-5.721190460623374 59:-1.015368477213649 60:-6.599033444793857 61:6.437282534001189 62:-5.465365084298369 63:9.77197093949229 64:1.055869648452539 65:2.591438225170845 66:-1.430229707589914 67:-4.949743571219811 68:6.723811974000298 69:8.623415070453202 70:-5.125388791025851 71:-0.483021037931689 72:3.347661998591525 73:-0.8398598551740752 74:4.903146317913107 75:-3.338265893539074 76:1.088759890407772 77:1.515010924130209 78:-12.13819737538532 79:0.5267912041928895 80:5.019575661750436 81:-4.452417499027919 82:-2.271544197855551 83:2.789291096631357 84:5.636131693955063 85:7.722012615057476 86:6.838388719142132 87:-3.848657859011929 88:-8.734615247446069 89:-0.8795104263249302 90:-7.205158942912828 91:-4.590348704496071 92:-6.805307691660062 93:7.832161518863372 94:-8.055169399571215 95:-6.834211831437151 96:-5.342562574760175 97:10.9125572040045 98:-8.027720513410474 99:-7.759584341881951 100:-2.529012019746454 101:4.282783222559003 102:-4.590870881217215 103:6.791703056097303 104:-6.524817619435749 105:-5.691287335846807 106:-8.064077350603673 107:1.500434470447305 108:-4.62642044817206 109:-10.16076171368374 110:6.26475239771489 111:8.638711916707503 112:6.091820295031585 113:7.386774494242887 114:-4.848296050736323 115:7.41571476456126 116:-9.822278739196809 117:-2.812544581664683 118:3.68840706083642 119:2.211069508210994 120:2.527154525066248 121:8.157164399058445 122:2.589256651738704 123:-7.011986074345336 124:-2.426407148237301 125:3.512948090778945 126:5.134523383434098 127:-9.92159376375578 128:-0.8874788280516612 129:5.196117479859678 130:4.648404286462707 131:-4.004267003846294 132:-2.963093823995568 133:8.706920016260904 134:0.5531946375968433 135:-4.323136235559762 136:6.729759255695425 137:-3.978584830628257 138:6.447506818584222 139:-8.586274581460309 140:-0.6273393821227318 141:-11.3808918741695 142:-6.458475775475263 143:5.791778993299041 144:3.106802554413105 145:-0.2431052720333822 146:-4.548726630959963 147:-1.881985961232172 148:-8.33847903226191 149:0.01494703705634515 150:-2.819107115665443 151:-4.198451654548577 152:3.699732103864308 153:2.176671269989749 154:-3.456735214003616 155:-6.472344319837779 156:-6.806793062691312 157:6.253434753005773 158:-3.054920105264491 159:-3.453397338470525 160:1.912710613179692 161:5.475202261027533 162:6.504240003933461 163:-10.54709472737971 164:0.6383120075621753 165:8.387702475751052 166:0.9358551235969423 167:-3.730065145314269 168:-5.752206114190616 169:3.313780039507911 170:-3.009203340204172 171:-8.068133104569101 172:-9.764887348614437 173:-6.092002423604049 174:6.982792634124062 175:-1.694871989353381 176:-5.683033828450395 177:8.465505802609172 178:-4.581441247018885 179:-2.654284775512795 180:-4.976661271152039 181:1.93389565990517 182:5.222677098932125 183:4.766864985102373 184:-0.1465483330648927 185:3.500379160749789 186:-4.612245621464779 187:-3.891725220841675 188:0.360808953669717 189:9.919934105538648 190:6.751502347964363 191:-10.0816729801886 192:-1.881344128984279 193:6.991326492179082 194:-6.454210321153492 195:1.791504902466186 196:-7.479250811748342 197:-9.093103344701831 198:-6.951684713374098 199:-5.020231055410582 200:-6.925807590946709
+-1 1:3.379872529800803 2:5.579909427541656 3:5.667181984769666 4:11.54695493760698 5:-7.271286759730287 6:0.3868026152596903 7:-3.075403918763087 8:-1.332114382369229 9:-6.592552919210715 10:-5.211514530308712 11:7.131894747255338 12:-4.582201792928651 13:-7.555599465646007 14:-2.278377665613914 15:-6.611249614830618 16:5.214289701690412 17:-4.883332280917789 18:6.193772843312229 19:-0.2499093186865531 20:-3.291677456286767 21:-2.541414859048349 22:-10.06686887027367 23:-11.80697611856213 24:-1.950044287887083 25:-2.974616807519839 26:5.713233303107843 27:9.346447781319927 28:-1.204629631817266 29:-9.979459301306862 30:11.3635215864332 31:-0.1503324314974432 32:-1.359013897923964 33:-7.932716057267185 34:1.713622455960014 35:-3.38281294156491 36:-2.197340601226018 37:5.466211107272839 38:3.893186173448995 39:1.683864140342065 40:-9.036563049535554 41:-5.095818479677888 42:4.790190352458219 43:-8.56291074530909 44:9.451914464857254 45:10.25477435920639 46:-2.930521088170255 47:7.420056901601483 48:-9.283536106637321 49:-3.392257960119389 50:1.902420263657949 51:-7.479075506880349 52:5.616597960627693 53:7.093656757665944 54:-8.016674234279435 55:6.514663489002992 56:3.93339569480105 57:-3.95972207190981 58:6.803002067533559 59:2.43225321226055 60:-2.191597752564801 61:8.47180356272618 62:-1.030102597344459 63:-4.025123690773431 64:-0.1904665570906636 65:-2.867344895862464 66:-5.295381324283481 67:-10.68471274322541 68:-6.700416652477629 69:10.45415316688518 70:7.251189645334995 71:9.018707846472543 72:7.959492352806391 73:2.13877863276463 74:7.123790994771942 75:0.1302533836178833 76:5.403838563931147 77:-3.330179852230778 78:-1.756020476757586 79:6.110222204623319 80:7.899709792805139 81:-2.522504442314061 82:1.088994117022094 83:-7.618935991504417 84:-2.161391464172726 85:0.2018340801635329 86:5.15418454257796 87:3.029919889270524 88:-4.292789428169661 89:-3.23598690417471 90:3.082224689274645 91:-5.583049081812145 92:-3.855251354653164 93:1.127553296882969 94:-2.510162134106291 95:-4.494942472335056 96:3.45388105132695 97:6.585805091810768 98:-9.30673771814487 99:-2.911907575547449 100:-1.48354182812834 101:4.758987821492883 102:2.95115293750021 103:0.9614640265030906 104:-2.705512433007541 105:-4.984027265973136 106:-1.859624793130069 107:2.125990669702523 108:-1.105505763585485 109:-3.810369708460777 110:-2.935248273217768 111:6.10494719537832 112:7.950304190753818 113:7.257242821590129 114:2.896030760282955 115:7.902589546403975 116:7.267178439497978 117:-9.513106012803744 118:2.91149900561239 119:9.663714682196385 120:1.494966277379227 121:1.705382194270169 122:-4.177217310987309 123:1.237622035506856 124:8.165800323362626 125:4.547677292954045 126:1.12969445111466 127:8.132479012186923 128:8.978298166701794 129:5.210767967943378 130:0.9629650582807696 131:0.6805027185248587 132:-1.141004575433447 133:-1.206614678077838 134:4.831094422119349 135:8.728882147921611 136:-7.15551485447725 137:-3.126762038865786 138:-2.163414149150872 139:-3.274536936890077 140:0.9079809251385544 141:-2.248854502434178 142:3.217187330411208 143:-2.107950125603418 144:-4.458566239987813 145:1.45052848425786 146:-6.852477033655298 147:7.451496874474689 148:-1.512946673125683 149:4.665727008335603 150:4.525367227389094 151:6.463755435671776 152:-10.44269024191612 153:-3.866739291999987 154:4.956986978816506 155:3.80211596879331 156:1.241434407766191 157:-5.576711236922836 158:2.164913046710866 159:4.499167333539025 160:8.543289070285709 161:-3.016985313556224 162:-3.247998661282932 163:-6.219520413936998 164:7.757597550698318 165:6.737594579614704 166:6.402742983333601 167:8.431683122340745 168:-0.8476525322772299 169:-6.472128276642085 170:2.341588043811859 171:3.226652914153424 172:-2.06034383791122 173:4.015889692151765 174:-10.2051624138498 175:2.398845521375046 176:4.41908149257528 177:6.848821762025559 178:2.064952980589771 179:-4.127078167011713 180:-1.211149028432031 181:-1.047222671218131 182:4.346258476332368 183:1.981941217351491 184:-6.998303058542066 185:-5.841040542947195 186:-6.751058409340139 187:-2.673863654924328 188:4.193763261813319 189:-11.08727683079915 190:3.390008044402941 191:0.004099854771228983 192:7.88412862635842 193:8.881277253830476 194:7.147118722968915 195:1.371394053415185 196:4.645983286151152 197:8.996089515721463 198:1.220394920345786 199:1.804374979914284 200:-4.536109545425721
+1 1:7.724643084872691 2:-5.041029556657103 3:-4.280208537595586 4:-2.086306754967431 5:4.068023693016923 6:9.957368894093273 7:-11.45965385060118 8:-6.117264389095814 9:6.295418480746672 10:5.535776870253319 11:-7.726099968785751 12:2.593561298836886 13:-7.456488573402003 14:-8.563474048329624 15:-5.729637257364256 16:3.774713091467261 17:5.503368682703868 18:3.389812736692202 19:-6.737303776396425 20:-1.504481601261219 21:-2.909404859868493 22:2.623237057051924 23:-7.447423143624363 24:6.898124128973327 25:-0.7395197289335877 26:4.153256831492426 27:0.4865190290896506 28:-2.381664369157755 29:4.736444000633638 30:8.833840335585856 31:6.181480578495951 32:4.348832011362182 33:5.70635964025335 34:5.262437993487012 35:7.113237817173095 36:3.603308789741432 37:7.198955522501873 38:6.08876039337021 39:-7.224430461634905 40:-3.65202356158446 41:-1.442915368508465 42:-0.4937129783393092 43:-0.7675783375855729 44:-8.675351556166898 45:1.957949576118437 46:5.983726859034309 47:-7.580497252425088 48:-3.436277204102194 49:-7.330901151277621 50:7.952586366537795 51:3.238306417890634 52:-3.013091843014382 53:6.70868457028187 54:-9.086590151592096 55:-2.069532067993942 56:-1.417539817674877 57:7.868125967103361 58:-8.108616803107941 59:-0.23264187806125 60:-5.906328865750874 61:7.129661693475808 62:-5.464656202688222 63:8.678681400636112 64:0.5646954220852135 65:-0.6210538391106115 66:-3.10436578543553 67:-7.690301605683719 68:8.728816309673711 69:9.204304509406148 70:-4.114078484848186 71:0.8251783435757567 72:2.094975874945367 73:-2.343320357514887 74:5.058723162202089 75:-1.570793434635924 76:5.181517060302964 77:2.196245716739369 78:-8.821351803511055 79:-0.1341774954441173 80:7.027469471298189 81:-5.190159904280797 82:-3.397371151312229 83:3.061591200618677 84:6.968945971913469 85:5.32447159029745 86:6.616998079516939 87:-3.844354364081883 88:-8.815394243535371 89:-1.390018376706749 90:-5.806336181215478 91:-2.847270451147948 92:-5.756494154396422 93:7.322617573595351 94:-7.263108619237255 95:-5.157287559290237 96:-6.783036412188704 97:9.517791437160884 98:-9.935912335508387 99:-6.142470479910239 100:-1.954963281533709 101:4.562991170486574 102:-5.270187911533806 103:6.897528010085715 104:-6.627656326816799 105:-4.96055965007571 106:-8.163514942524513 107:1.471941308842957 108:-2.83418624034582 109:-9.554457934796975 110:5.835250737059422 111:9.704101049810379 112:5.713609170226863 113:9.528597726741612 114:-4.880678524050158 115:10.18127894265034 116:-7.846886114807135 117:-3.052248598654081 118:4.715819994264392 119:3.512056090614255 120:3.279126588303687 121:8.659518781659544 122:4.581724824502785 123:-7.742742731865388 124:-1.977321205076965 125:2.422945775789596 126:7.166836554354887 127:-8.379394246378151 128:-1.528439763687736 129:4.212701346082958 130:4.786692342538707 131:-3.929272301689772 132:-4.019308899343391 133:8.114991642902998 134:-0.4661824025139487 135:-1.743108680992394 136:7.284618668231402 137:-3.555478999040006 138:7.556212045799023 139:-7.29518215556512 140:1.419778856384558 141:-10.18881740273514 142:-6.978934565900606 143:4.073844116885928 144:2.319001453714034 145:1.07107942558952 146:-6.679242477544991 147:-1.873862305078931 148:-7.943189326860927 149:-1.40183957920193 150:-0.8390404737996477 151:-3.824503474713579 152:3.312465943619245 153:3.029878928264798 154:-3.931948664704222 155:-8.541724110706816 156:-9.369854949903011 157:7.591710078387015 158:-2.830911281780458 159:-2.071653311845012 160:1.945370529675929 161:4.942694261615493 162:7.731027374351344 163:-9.009088616762599 164:2.982257320497169 165:9.443745007273373 166:1.810619179165488 167:-4.480404533360534 168:-5.312613765855597 169:3.292019778338846 170:-0.8545165437403104 171:-8.760422627119238 172:-6.568378780808679 173:-4.919086376933768 174:7.483912373550447 175:-3.742425509248095 176:-6.419197836819388 177:7.103971124620509 178:-4.353659106905895 179:-3.920312979980823 180:-5.207529917471173 181:2.77074676677586 182:6.139746633737925 183:4.133332632981759 184:1.880350619555087 185:2.493206297688697 186:-4.400294176405336 187:-3.717846085370762 188:-1.684365215355468 189:9.00034985704194 190:6.748153300728791 191:-9.458827319763655 192:-2.565498803122507 193:8.714738135329885 194:-6.839462304764423 195:1.273706182554844 196:-7.381113899028183 197:-9.954655658063761 198:-8.127580430327122 199:-3.973956041885438 200:-6.27926672931792
+-1 1:4.041819450012954 2:4.71046979504536 3:7.707607553623058 4:9.414465863828127 5:-10.63897135927392 6:0.7201032618029404 7:-1.896461643868727 8:-4.465627149620251 9:-6.75576315882646 10:-6.814119621903392 11:7.859420880557359 12:-5.791598756850934 13:-5.90878443099221 14:-3.462781757532707 15:-6.819601168901269 16:4.928405840625786 17:-3.755188984757986 18:4.093750781219914 19:-0.4730597549182105 20:-3.67652900562518 21:-0.4594627027703752 22:-6.70955193335112 23:-8.634568821783844 24:-4.021313194619898 25:-1.45148272109921 26:5.301146789374131 27:9.208089460171381 28:0.3708783182751809 29:-8.14338103705461 30:7.284435101872385 31:-2.186040490861301 32:-0.8561668466128903 33:-9.881264145946492 34:1.525378444297057 35:-4.709255463877464 36:-1.469578057363304 37:5.499842769758009 38:3.708699542869886 39:3.001890848460444 40:-8.543629752872494 41:-2.291732233364406 42:2.304476246139054 43:-7.907240030939236 44:12.14753362925736 45:9.474399552641213 46:-3.550651863271084 47:7.274387990293585 48:-8.795989651395807 49:-4.476198448106033 50:1.821732834713412 51:-7.479330461484594 52:5.259463385221357 53:5.762192026579996 54:-6.715139570933034 55:7.22511553867148 56:4.850532987023801 57:-2.851594818354955 58:6.450600840530289 59:2.686460780334991 60:-2.795629620515146 61:4.994486100985311 62:0.8389006177884657 63:-6.256440188019763 64:-3.320011022914283 65:0.1755974683983212 66:-5.64425651511852 67:-11.09564165665032 68:-6.820264628418784 69:11.07738780457542 70:7.842580386491978 71:8.720611098713864 72:9.088984599441527 73:-0.2664618830078797 74:7.30206164438915 75:-0.7324712178746283 76:4.825521539931255 77:-3.123325580316219 78:-4.052344916766192 79:6.860638818059241 80:9.070699064757465 81:-1.508337898973224 82:1.323778225858638 83:-8.327112103159239 84:-1.304002164633939 85:2.790740314179544 86:6.500419735921358 87:2.725089179385688 88:-5.830009408531389 89:-4.447257118796067 90:0.9604437134776858 91:-5.291039391730643 92:-3.526973364476484 93:1.129663061823078 94:-2.028592562122205 95:-2.172404829378276 96:4.414326085912133 97:6.459729974338717 98:-9.218698473819874 99:-3.120652523373068 100:-2.196253799553537 101:5.733821733116547 102:2.49640296852031 103:0.2041751639628906 104:-3.03407614204829 105:-6.22707186239929 106:-3.340394807250528 107:1.645364252268386 108:0.05730222833774989 109:-4.18235174607287 110:-2.104072459562439 111:5.231432092235837 112:8.883362585836403 113:8.728117100435645 114:1.266178867418014 115:8.02042536152593 116:9.146560069370645 117:-8.664114586671232 118:2.806081649214774 119:8.788091318913786 120:1.273654188027567 121:1.115393513006951 122:-2.89455556812296 123:2.900648886802347 124:10.60726169357898 125:4.468996786840206 126:-0.6084316192690311 127:8.55553933797888 128:8.634297143843531 129:4.715482242623808 130:1.635266746662476 131:0.6732612453733602 132:-1.706489340873431 133:-3.50000080802335 134:4.818716814115739 135:5.513919944156921 136:-6.176646808868109 137:-3.956467471302575 138:-3.347988740529727 139:-3.58432271955934 140:-1.330591450338401 141:-1.518310004964443 142:5.788204416852144 143:-3.138701657325268 144:-5.469673310741429 145:0.1883047182436046 146:-5.710945099138867 147:9.052706328396944 148:-1.511359686836475 149:4.992885094536184 150:6.800865394116309 151:8.429556218110589 152:-9.890386411269052 153:-4.245750654031209 154:5.331623658755806 155:4.777731559855426 156:-0.4082139382868681 157:-4.090174171100618 158:0.4668291960221043 159:4.879582671725777 160:9.231547391593303 161:-3.774542163830021 162:-1.195405220030878 163:-6.58886431748375 164:9.198356859617274 165:6.491216221543559 166:7.559908875772782 167:9.192108624787165 168:-0.3839462191623164 169:-7.154545634195745 170:5.318061534058913 171:3.010523361768699 172:0.289969150348405 173:2.782817954573844 174:-8.13019479611545 175:2.775545094759839 176:3.688282172216886 177:7.435795728729679 178:2.010032814387896 179:-3.657657511006318 180:-0.9030839098619948 181:0.3008340300463953 182:5.788756429424839 183:3.644458814106001 184:-7.2062057617687 185:-6.439718335755486 186:-6.071771925867115 187:-1.942337288429457 188:2.871136479383476 189:-9.188807647280678 190:1.919543675750996 191:-0.782430192180245 192:7.353147691816268 193:10.38448160665228 194:7.907743180896905 195:3.217466609806479 196:4.322821964315892 197:9.103780193149882 198:2.560044080821787 199:1.986877185304918 200:-0.7667404836158738
+1 1:8.072006597553992 2:-1.735710018250264 3:-3.041303491388425 4:-4.371677906703647 5:5.475781057181555 6:9.557342023818808 7:-9.907994332415589 8:-4.317826252918757 9:7.044596776580367 10:6.702992789734735 11:-7.01555877967559 12:4.266362575007405 13:-6.761828426554705 14:-10.08412620584629 15:-5.228800212833298 16:2.738587435715346 17:6.599910928044066 18:2.793899378809662 19:-7.084993477882704 20:-0.8242353697554357 21:-3.572050464517632 22:0.8975837962107094 23:-8.750561115927264 24:7.370985143757483 25:-0.8476758755808254 26:4.628814613876446 27:-0.2693789356572537 28:-3.966602679613079 29:5.64087475972538 30:5.113455056041932 31:6.124674082223536 32:5.431567328840385 33:5.353453435041992 34:5.500784318306598 35:6.956678091092901 36:4.095734554814144 37:7.48302118340097 38:6.162257658136202 39:-8.290971964659953 40:-4.611170618876645 41:-2.002632661047267 42:-1.635272600111325 43:-1.068697129186085 44:-9.151084656806606 45:2.409203164294979 46:7.683584168359165 47:-8.162281840396748 48:-3.805004209053599 49:-6.68760616630979 50:7.187116204420446 51:3.443598089594243 52:-3.239608760334492 53:8.026878533426169 54:-8.856694019655839 55:-3.626939197519212 56:-5.090348025467543 57:7.217082914308504 58:-9.228278331317906 59:0.9480444250221782 60:-6.386654165257871 61:7.457041456508491 62:-6.312689032406529 63:8.6213211451416 64:1.386207571903291 65:1.180395959669549 66:-2.96574703081403 67:-6.956435340576492 68:8.109244438542573 69:10.0425891369086 70:-3.865712191621629 71:0.3037573528829585 72:3.634133697675642 73:-1.126386485043615 74:4.596112911557306 75:-3.738673141867764 76:3.17277145486949 77:0.7120983907286316 78:-10.20851068820416 79:2.345690306497497 80:6.528033235075515 81:-6.728684565440092 82:-2.906787456286414 83:2.722585051629079 84:4.37326795576112 85:7.706164568362531 86:8.077582635028673 87:-2.599417546248602 88:-9.373802905608331 89:-0.2096369877013351 90:-7.060403134625654 91:-5.185144047229618 92:-5.168869909501433 93:9.3010340478136 94:-6.025168854360951 95:-6.965664877264432 96:-7.036940070566805 97:9.748033971075792 98:-5.515828431222923 99:-6.37643592442842 100:-0.6282045505579581 101:5.994355938802485 102:-3.401686894818569 103:9.43355604023658 104:-5.974420218721321 105:-5.388226001598886 106:-8.134057698655617 107:1.768673738345212 108:-1.999797282510139 109:-9.265995689194886 110:5.268876453646059 111:9.933070769607129 112:6.33680416224152 113:7.373295849864287 114:-4.62812848953925 115:9.317575125488004 116:-7.92182026275484 117:-3.56081379336526 118:5.260461924118387 119:4.079724865142745 120:1.946752433859653 121:8.241390925147895 122:2.62604246557761 123:-9.030365316061047 124:-4.834856807556569 125:4.21199478059397 126:6.014885830607419 127:-9.014972339514667 128:-1.823965655619629 129:7.348118852632359 130:6.023499773726517 131:-2.744975400676934 132:-1.936889530784563 133:9.089892778434377 134:1.183853039731553 135:-3.856328207750162 136:5.819780940886313 137:-2.301060610574463 138:7.241202635467351 139:-7.885058931774989 140:0.7884165025355068 141:-10.15460237585883 142:-7.799391948255928 143:4.364515662085529 144:4.090317049185978 145:2.621461744512771 146:-7.785660689407875 147:-0.124350773203789 148:-8.465550340336078 149:-3.646786233219779 150:-3.577034196793781 151:-3.550608379359545 152:5.632513115533086 153:3.806579766469734 154:-3.563236290066264 155:-10.14038461824811 156:-7.76579872045357 157:6.756483096344891 158:-2.580746411274251 159:-2.627055423677649 160:2.952389956409939 161:2.876696684234768 162:8.134629814245852 163:-9.64932792017107 164:1.522850055159908 165:8.955494010840678 166:3.040894470790632 167:-4.792434844227536 168:-6.014148492616425 169:3.437133072229111 170:-0.6312618796364704 171:-10.97292743477233 172:-8.901773685909752 173:-7.16333566300001 174:8.641532948313124 175:-3.597674664350095 176:-6.509619298753296 177:8.941058583066331 178:-5.641362882841925 179:-3.680820473239408 180:-4.452503758192671 181:1.471878667053736 182:5.567049356061945 183:6.81917344564933 184:-0.5557816413026015 185:1.939248174070575 186:-3.955850782706118 187:-4.439604953620496 188:-0.9940828760927449 189:9.015501082980272 190:7.350118755247289 191:-9.092555170158635 192:-1.937122117331623 193:6.043558923947295 194:-8.246256544542277 195:0.889378232136968 196:-7.018216532150085 197:-10.30174570498554 198:-7.464232997725342 199:-3.333553413688857 200:-5.90317340410599
+-1 1:5.174593767578241 2:3.765661651365902 3:5.101041013283801 4:9.623021679031538 5:-8.557746797369351 6:-1.211111048609659 7:-3.525505773626383 8:-4.471205436661327 9:-6.643390743439144 10:-7.68018242621493 11:6.304076174118797 12:-6.937470707997846 13:-7.281099856300469 14:-3.539193378359035 15:-6.801090925369947 16:4.255337062021518 17:-3.534503580434031 18:4.861744744917264 19:0.5575760047480062 20:-3.222218993891967 21:-2.074191180571369 22:-8.581241586946955 23:-9.0005434150944 24:-2.635487845814594 25:-2.084629849506715 26:4.717505504820138 27:8.044866193012387 28:-0.4816120234038716 29:-8.883855158483991 30:8.856443029267808 31:-0.2897775926680914 32:-0.06223991739807144 33:-9.834091322734873 34:1.507854209064802 35:-5.651842418819793 36:-2.558142591046241 37:6.681973802102089 38:1.492187169952051 39:2.455145086137549 40:-6.637708425863469 41:-2.676706148114216 42:4.836365840283866 43:-7.179501981265012 44:8.332038423559016 45:9.572566097701237 46:-2.145442850782298 47:6.312670913631625 48:-8.426429366875992 49:-3.756428921566784 50:2.718542400178205 51:-6.86492826344408 52:5.666497317284817 53:6.304688691510616 54:-6.452052018750192 55:7.995329309969486 56:5.357468926523897 57:-3.204720555184244 58:8.114875400743909 59:4.209095903215517 60:-2.490111210861324 61:6.415998629247744 62:0.1548850563705393 63:-1.45302198234888 64:-2.678137905491385 65:-2.252763669369833 66:-5.338539367464725 67:-10.24748359497326 68:-7.725709722144809 69:9.565018606307518 70:8.221314649957913 71:9.541012721815651 72:9.94886028695128 73:1.532009528147789 74:7.849815085997253 75:0.4536721446977913 76:3.601696063251134 77:-3.748157139509878 78:-1.278476172292241 79:7.013041855724642 80:7.547311165742324 81:-1.214849262845909 82:-0.01597001565336775 83:-5.919775393955147 84:-2.371797646876752 85:0.01155708646386933 86:7.807144588479225 87:2.301755128893103 88:-3.403127624250766 89:-3.662248800735463 90:0.4737509941364146 91:-5.275287709480109 92:-4.791954373252939 93:1.484150030255112 94:-2.453448466392254 95:-2.797919711326354 96:4.276096249480942 97:7.48248995619564 98:-10.74832175164058 99:-4.506417558905508 100:-2.778719663238013 101:3.388961880973966 102:6.198085937028196 103:0.9483644901890966 104:-2.049988645078642 105:-6.804214479867281 106:-2.310853798815251 107:3.546799531969952 108:-0.2724225575516085 109:-2.407506002679908 110:-1.640708870992668 111:4.859833923422253 112:6.235268734965334 113:9.63114588993567 114:2.273746701310685 115:8.716812665906621 116:7.07158079058234 117:-10.67212667667855 118:0.5332984002019598 119:8.979192469101958 120:-0.6374543257256935 121:2.693425630786314 122:-4.432913577415277 123:2.670948003897577 124:9.398931868645596 125:5.783610650337081 126:-0.2428253676021538 127:7.297167391684324 128:9.464515081053586 129:5.83431467208846 130:-0.3211482835659722 131:-1.200024609164543 132:-1.518510765274703 133:-0.8516819471596144 134:2.249092287912128 135:7.640500911385476 136:-6.44269070288996 137:-1.491937711496311 138:-4.486167681310517 139:-2.358620021204942 140:-1.434830548858493 141:-1.422282907578249 142:4.55116822074265 143:-1.760820620650948 144:-4.701255176582768 145:1.146111161335181 146:-5.91482409041412 147:6.923056516547918 148:-1.683862937821004 149:3.935075596009068 150:3.142002256421697 151:6.803023703924758 152:-9.705161648720225 153:-3.580887390056982 154:1.69588795740289 155:4.08679486603772 156:0.7583930422549809 157:-5.449732981511329 158:2.622293454743142 159:5.130349870174589 160:6.893754209509996 161:-1.457091044300412 162:-1.322111330896788 163:-6.499012142807284 164:8.985169752362674 165:5.173440850274361 166:5.592064121459808 167:6.818294151369475 168:1.664289558596597 169:-7.459035512463463 170:4.131594890502449 171:4.299213338235888 172:-1.5712870733997 173:4.565784343590581 174:-8.854505145737855 175:3.285760633376348 176:4.227718968783414 177:6.890761077012509 178:1.307462651892453 179:-3.892285081034832 180:-0.5079236364009571 181:-1.726551729273616 182:4.695695453427169 183:1.649133762959218 184:-4.812392195309932 185:-7.240950181745326 186:-6.235117845946225 187:-1.351416037836781 188:5.102569030357063 189:-9.835776507822887 190:3.297024965729688 191:0.8060664479686162 192:9.215526755156906 193:9.249679138352487 194:7.45639988145235 195:3.565691683393454 196:3.645829891939347 197:11.34807876686923 198:1.879338135809313 199:1.879552272630327 200:-0.5923322613513202
+1 1:7.307826349330589 2:-4.443792463705211 3:-3.2431043923479 4:-2.867335673357918 5:3.635044563325606 6:8.350606944679956 7:-9.938438600050556 8:-5.497245220973688 9:5.65836686035414 10:4.862775437330183 11:-7.894685888145748 12:2.982582065620004 13:-9.501782646836102 14:-11.85918983448444 15:-3.879626447220403 16:2.881648205446202 17:5.875860375847886 18:3.410766449569974 19:-4.58963858331013 20:-1.236954350420149 21:-2.276922563755177 22:2.522083498553148 23:-7.135031796174399 24:10.27194181407654 25:1.188257768484645 26:2.683493895736448 27:-0.6098156030998353 28:-3.295237692452809 29:6.061369704956572 30:7.440512005035965 31:5.384250782824363 32:4.593069964629978 33:5.786651220225662 34:5.376343782666983 35:5.140103536966935 36:5.988220590711114 37:7.02520557936 38:4.900324517953786 39:-9.312776805285361 40:-3.540599111372583 41:-0.3345928914854519 42:-1.458784948748076 43:-0.642636228884127 44:-9.309925841232801 45:1.334773298039179 46:6.363902547960272 47:-9.63081119705047 48:-5.288537081215879 49:-8.691286773346491 50:8.39097899681531 51:4.665015214165772 52:-2.723476570079754 53:6.220753584962802 54:-9.053365846193604 55:-2.090500313634109 56:-4.789727967001058 57:8.824414446504111 58:-7.709987930431613 59:-0.9352247533501138 60:-5.938961168804919 61:8.344845466116567 62:-7.57420974734766 63:7.468300573588508 64:1.262770467453462 65:0.9711285526485461 66:-0.5866400375806469 67:-5.093693631957803 68:6.834236561443089 69:7.892716033706804 70:-5.102328856786453 71:1.182571974673839 72:1.26109706346818 73:-1.976749523339202 74:3.517496769714654 75:-2.398082599034759 76:1.745096362242035 77:3.307620991018951 78:-10.35177594754696 79:0.6556842998781224 80:6.431841828482018 81:-5.849952050768882 82:-1.768752701038957 83:3.848385490996252 84:4.197810307031347 85:7.407950042044963 86:7.743149505313615 87:-3.766023298074865 88:-8.220646407775357 89:-0.5587739521297579 90:-6.666548482549136 91:-5.424638115449206 92:-6.992309131891725 93:9.090791065590835 94:-9.564080907558964 95:-5.846218285236088 96:-6.871345232169747 97:9.662616700504081 98:-7.066218493998652 99:-6.325015536817925 100:-0.5568073965161829 101:5.52998020848236 102:-3.802733029071161 103:7.211094500605935 104:-6.792444653322412 105:-4.696055534668746 106:-7.287912120195019 107:0.4501861547117103 108:-3.760817242392513 109:-10.73295879881656 110:4.267422546748791 111:10.34724592818121 112:5.821486257548941 113:7.856436784416251 114:-6.28292426111689 115:9.481531874380313 116:-9.565447740123595 117:-3.401205755729338 118:5.674072051065221 119:2.236430607069933 120:4.84167377607241 121:6.949173380834725 122:3.321059880138883 123:-6.612296964082911 124:-4.308333278943495 125:3.222078053188071 126:4.914523916838192 127:-9.600516370014613 128:0.7016187096325042 129:5.462093509190528 130:4.8597419996287 131:-4.305942727024293 132:-1.121186028248911 133:10.24424868166719 134:-0.8801457350376638 135:-5.615624365790791 136:8.22363898750584 137:-2.716649006992105 138:8.19520030171398 139:-8.700547206083742 140:2.423908989167229 141:-9.402271582521683 142:-7.954684337815018 143:5.611385668023878 144:3.744292623995204 145:0.3993809624271742 146:-5.918528193972869 147:-2.496488806705968 148:-6.549508435805515 149:-3.307475146960991 150:-2.169429874135155 151:-2.955164039299902 152:4.241018116576551 153:3.784870986589396 154:-4.740370648538228 155:-10.05610784726112 156:-7.047190228963544 157:7.282952793168485 158:-2.033074522708269 159:-1.908923597296947 160:1.88846035545841 161:3.651861155863034 162:6.482674002026897 163:-8.174240772118624 164:2.92649381427109 165:9.458774124073756 166:3.303215561599358 167:-4.174506977130017 168:-6.98118723637084 169:3.075236717307589 170:-3.996662487697769 171:-10.60962483849183 172:-9.49504663498921 173:-5.126826387687366 174:8.016453380866096 175:-5.115291034038867 176:-5.786865075912782 177:6.114150075021484 178:-4.158324161768059 179:-4.333179166871421 180:-4.689818571864333 181:2.149279276855298 182:7.143043039082456 183:6.495618784650982 184:-1.792375182186278 185:2.069762733317951 186:-4.572433136271964 187:-3.727123657035658 188:-1.089805353740351 189:9.169319265953041 190:6.201129973088889 191:-9.019350735237076 192:-2.455438775023923 193:6.351953334771859 194:-6.545407910019811 195:0.5292863794323783 196:-7.605722644017336 197:-8.787476820768985 198:-6.020588201693755 199:-4.813655719487337 200:-6.257057036805628
+1 1:9.506932062829982 2:-3.837902917211593 3:-5.498588190480644 4:-2.183864185553519 5:4.781319247467525 6:11.01094253528486 7:-9.595432656998064 8:-3.37689696940549 9:5.198503383684903 10:3.592008413984681 11:-8.363840565735078 12:4.601712285685889 13:-7.289558579667881 14:-9.818772889338833 15:-6.995995301102973 16:3.964336594014375 17:8.428107731781608 18:0.8673188946425652 19:-8.358007175422925 20:-1.046301424168846 21:-1.040807897970394 22:1.63716806273218 23:-7.555886990113726 24:8.685398490922381 25:0.5584275006788632 26:3.838437305448396 27:1.015047533128967 28:-2.204867423569834 29:5.862292114953306 30:6.640775706064819 31:3.826693143205984 32:4.177942846040276 33:7.52656577994364 34:6.620331690169669 35:7.572549071491181 36:3.43357083176756 37:5.397615497897187 38:7.666602630279315 39:-8.532722330858618 40:-3.907562442884824 41:1.064493971395691 42:0.9569115537434404 43:-1.684457166910856 44:-9.92812489506032 45:1.740815407447202 46:5.423620791509851 47:-10.43492706631718 48:-2.888041790021781 49:-6.75455043651156 50:6.984302168421468 51:5.137675831732768 52:-1.641096907139355 53:5.60330943430545 54:-10.0659130260969 55:-1.82226103811271 56:-2.9798186640884 57:8.086704304277005 58:-7.035488846997879 59:-2.083171206105827 60:-7.107009945837657 61:7.530635590220791 62:-6.107209693668525 63:9.204051695417924 64:0.6591954678356092 65:1.752705985598281 66:-2.727392928867999 67:-5.453075444074119 68:7.787465130976332 69:9.303370212438145 70:-3.184674974567185 71:3.063390162473986 72:1.140585124296925 73:-0.7831883558707304 74:5.76311944313098 75:-4.172697839288205 76:2.103745923084591 77:1.030703571776504 78:-11.10169735633774 79:1.601786601205363 80:5.882131149130215 81:-6.44525727780761 82:-2.105030668452248 83:0.3762240036950248 84:5.467272357201507 85:7.238117824451104 86:8.727498186373657 87:-3.466815748224843 88:-8.758307829105028 89:-1.188278739061654 90:-7.644231062210655 91:-5.769274844896614 92:-6.952559063209753 93:7.940109798201942 94:-7.442666833195457 95:-6.173823052403362 96:-7.984251750006388 97:9.664572800835087 98:-8.429510809435959 99:-7.987000492175731 100:-1.424581122154419 101:3.855652484644988 102:-3.18990443932088 103:6.198442048630535 104:-5.997191241729913 105:-6.486396543874722 106:-6.017268648281172 107:1.341516721013135 108:-3.903880787610972 109:-10.26730816739292 110:4.504785799354602 111:8.714250583901942 112:6.306750508533814 113:9.825753204816236 114:-6.365598685422904 115:8.362979169056761 116:-7.519069991982304 117:-3.2839691992572 118:3.517570981138775 119:2.975906375004016 120:2.29165356474221 121:8.639971578586005 122:2.903395852281808 123:-7.363025894353993 124:-2.692203177413318 125:4.0617174953093 126:6.50022133811223 127:-8.606181554249016 128:-0.4280170451774793 129:6.380835207150775 130:4.947294333004208 131:-4.686720680604553 132:-3.654089267020026 133:10.88215749817624 134:-0.9813934137413698 135:-4.230203267818825 136:6.518018618630427 137:-3.096487216897608 138:6.875829769721432 139:-9.020891763433626 140:0.9069948118407457 141:-10.69684838921703 142:-5.41498216480522 143:4.193391681346601 144:4.488976652788971 145:2.099286270438197 146:-7.145507524432403 147:-0.9009275522703915 148:-7.56035677101951 149:-1.93404001147683 150:-2.555132097389513 151:-1.833202264875618 152:5.345691147523521 153:4.057197494426475 154:-4.682211333150775 155:-8.440534869337235 156:-8.703818235789949 157:7.571988094434634 158:-1.55100257482861 159:-1.510289954181631 160:2.972937311518117 161:5.46839495927508 162:5.724351841522331 163:-7.982111318793788 164:2.536005487348465 165:7.948433048935695 166:3.032821533637128 167:-3.335774242109924 168:-5.26419431927713 169:4.565848742395087 170:-1.028210968319319 171:-10.60899851072952 172:-10.06053599233081 173:-6.091541901977288 174:7.240158909484367 175:-2.839818937268968 176:-4.892803701488742 177:6.400353338592765 178:-4.439495053362134 179:-3.556201573540638 180:-3.367701490965042 181:4.39680413992378 182:7.29376634111671 183:3.815068162319365 184:0.876650994373616 185:1.542016691401371 186:-4.675464427234276 187:-3.023740986743053 188:-0.7445214828196625 189:10.14639344610748 190:8.09964879458988 191:-9.660061072841362 192:-2.346413466959044 193:7.505063652278613 194:-8.667933227038876 195:0.9832174302498773 196:-7.463276170037325 197:-9.353374883215931 198:-7.87528943593266 199:-3.020800349515785 200:-6.971983736721087
+1 1:9.339751676415659 2:-1.244371196964462 3:-3.953778065369043 4:-3.066568130839582 5:4.326601504760305 6:8.52391136608086 7:-8.650786376610814 8:-5.230285125560094 9:6.503445421100071 10:5.380785299785122 11:-7.24624909369856 12:1.686965859390156 13:-7.824981654001686 14:-7.710818103438211 15:-5.277838223957247 16:4.071929045655318 17:5.805467946623277 18:1.146126655196603 19:-7.620149292898489 20:-1.934250248762666 21:-1.988074235136051 22:2.725920391677332 23:-5.889365837526392 24:7.755990631917882 25:1.628281244746087 26:3.873335581869856 27:0.3334817050770176 28:-1.74083539163565 29:4.640129463664278 30:6.115209248866531 31:5.504800815616785 32:2.967847664202788 33:5.617226022612194 34:4.354505730578059 35:7.195656925665891 36:5.362078693931307 37:5.568998948371418 38:4.737306947241529 39:-8.822778265838942 40:-2.77968744895295 41:-0.4447977983646774 42:0.4594951345459115 43:-1.08339870393223 44:-7.71615960936365 45:0.06907078664761324 46:8.802567043386894 47:-8.836446647984502 48:-2.181218947100283 49:-7.855634951451024 50:8.281298853148712 51:2.438331643666346 52:-2.989346008968348 53:7.348360162561757 54:-7.484555678211972 55:-2.778185630896414 56:-2.412488530089854 57:8.805533805010347 58:-8.56798478797505 59:-1.196277290220748 60:-7.326219897240329 61:7.349856609024987 62:-5.427126579374492 63:7.369674213457102 64:2.24474917624087 65:-0.2008863455011517 66:-3.303169709747695 67:-5.872875071723307 68:8.77273400938887 69:9.894369689819463 70:-5.603164835897864 71:0.1916943193649068 72:2.923978092299561 73:-1.297921845209451 74:5.837607052457161 75:-4.732860669916561 76:2.551081693967574 77:0.8350573966064978 78:-8.806659600806592 79:3.121206113487395 80:5.361653624691519 81:-6.442571184939876 82:-4.439705968154612 83:3.649986809068503 84:6.662978702587632 85:9.416085859636706 86:7.883831629674137 87:-4.004229854585914 88:-7.801390826280869 89:-0.683202202413537 90:-7.774526373840557 91:-5.014962855801041 92:-7.044656817931693 93:9.20115552509332 94:-8.454698269373624 95:-5.201840495591037 96:-6.269704024721404 97:11.90061166933467 98:-6.854665210608273 99:-6.387077095995346 100:-0.7579984543260716 101:6.429116456867156 102:-6.436895528893661 103:6.816106465651484 104:-7.012064743089677 105:-4.298893175773392 106:-8.368530082048538 107:2.139914012606237 108:-4.280624594652123 109:-10.9232349027422 110:4.889292891479063 111:9.511978331859655 112:4.790585226238152 113:7.644171696296968 114:-5.635314270521898 115:8.695658148048016 116:-7.831917175673464 117:-3.765056140831272 118:4.031953855559738 119:4.443080352259262 120:4.450686285874387 121:8.352322259463905 122:3.459320253062866 123:-7.429021439457074 124:-2.600632283067689 125:4.98190011048491 126:5.395953948786204 127:-7.815710868491252 128:-1.645913901363521 129:4.438172744041171 130:4.951310680327874 131:-2.13581388692872 132:-1.010696380132011 133:9.706092493752024 134:-1.632543211381363 135:-3.585455307559402 136:6.566512852943786 137:-3.285114486211242 138:7.183977711171608 139:-8.955119535991356 140:2.451918708227371 141:-9.382360380843506 142:-5.170559872703711 143:4.60316617312032 144:3.690741470682159 145:0.4582496442878667 146:-5.859415858270502 147:-1.346384040978641 148:-7.548790358241411 149:-1.339768244080777 150:-1.712188890301282 151:-3.828365397376861 152:6.637767209654434 153:3.425987389183123 154:-2.287590083662551 155:-9.052960699761773 156:-7.855938128031896 157:7.914808565970763 158:-2.694828928854665 159:-1.491695736816227 160:1.218529811782237 161:5.31006816579334 162:7.662276295617038 163:-9.627906000719324 164:3.810890471597085 165:9.407245518701675 166:0.4641772759775968 167:-3.742823611554957 168:-6.996104408450985 169:3.846285095199113 170:-3.144111209734355 171:-10.07796768289313 172:-8.716407205534816 173:-4.941481770432118 174:6.400158440573928 175:-3.594621019252586 176:-6.432654551400574 177:7.08072416846027 178:-3.701929277504203 179:-2.116815326244861 180:-3.395590341353433 181:2.243523359246146 182:5.827829555374817 183:4.929138916058058 184:-0.6670836243534048 185:3.024509316059206 186:-4.157137039930054 187:-4.576836175142835 188:-3.495156013665173 189:11.30166967742668 190:5.313379504719546 191:-10.9482424236831 192:-4.504449161999153 193:6.055180953988868 194:-6.333912433349818 195:1.053203689935732 196:-7.780219418451286 197:-8.116607217623971 198:-8.927136080492669 199:-4.302706149205553 200:-5.508333537642746
+-1 1:4.157964537213918 2:3.161342197263915 3:7.09910781638678 4:7.300785628354055 5:-8.751961608015815 6:-1.759280858541307 7:-2.983241134755361 8:-2.649376196796021 9:-6.635537559888374 10:-7.363589681213513 11:7.090921707370677 12:-6.9510511234452 13:-8.128628924712331 14:-3.917813467884021 15:-7.657933463821249 16:5.998539082488718 17:-5.773392164439293 18:4.642449554347039 19:0.8803104721490107 20:-2.70400598893294 21:-2.180231958949489 22:-8.981234149119066 23:-10.85961765824346 24:-3.374722880395317 25:-3.652067280397133 26:4.301899852447641 27:9.665632969229026 28:-0.6864245425669068 29:-10.40042073138867 30:7.028184230490863 31:-0.2198824934954513 32:-3.384859736744174 33:-9.650587845974817 34:2.6549904965429 35:-5.094487244055616 36:-2.475638047501158 37:5.747528900521493 38:4.369743171766197 39:2.082724440684455 40:-8.331331760757307 41:-2.191861300619583 42:2.02677463896778 43:-5.703972994316387 44:10.64403877236339 45:7.998496975353502 46:-3.522628167017408 47:7.901432018298547 48:-8.076754967249657 49:-3.210083135426302 50:0.9993360044559197 51:-5.600644869108417 52:6.365155907409515 53:7.773357991335595 54:-6.190699725049123 55:6.604098726155535 56:4.551016345592362 57:-2.898977698945706 58:6.438790062687618 59:2.987394946660445 60:-3.127450132665179 61:7.300162786935008 62:-1.32756463240472 63:-2.600112895658663 64:-2.173696867757023 65:-2.387081720631942 66:-4.140364370715121 67:-9.019814710101604 68:-8.430030297409866 69:9.886971524250225 70:7.187609984580233 71:8.611224389265239 72:9.860856287604772 73:0.4956422142689771 74:8.449605369216153 75:-0.07891198083071804 76:4.626802838101192 77:-3.208799867173751 78:-1.553400680016244 79:9.087124403972176 80:8.052847340868929 81:-0.7735942788378987 82:-0.08316484715069428 83:-7.047492094007965 84:-1.3868675425698 85:0.9710364604162017 86:8.089589469363379 87:2.749084802129045 88:-5.340592092526865 89:-5.685549664001621 90:2.173387758889294 91:-7.200581934002351 92:-3.842321560115266 93:-0.04258918144034207 94:-4.077536896737735 95:-4.598260175505672 96:4.997737141173558 97:5.809138164383853 98:-10.96439402945366 99:-3.891338964893045 100:-3.890828284488258 101:3.517256044873232 102:5.19045043237936 103:1.471771153306207 104:-2.501241192695906 105:-7.23873086016972 106:-2.702484938025086 107:2.805937242528735 108:-1.390023668698048 109:-2.860217210958762 110:-1.882965364318652 111:5.671745897439085 112:7.229763982266432 113:9.129821845252449 114:0.49749885816852 115:7.794876318572832 116:7.381510898958142 117:-10.25810872363251 118:1.705796802794294 119:8.352026877090546 120:0.4553141750928171 121:1.647407136467474 122:-4.678612036795584 123:4.536964653222427 124:8.342611534384123 125:4.888817151832935 126:0.0990548427216118 127:8.413426991189056 128:8.093879060632245 129:4.603738334338042 130:0.4446117742609492 131:0.02340135456093462 132:-1.033127994926847 133:-1.113017812431774 134:3.595009631227651 135:10.35464094441763 136:-5.559298772333862 137:-3.377649813479088 138:-4.517483043843753 139:-5.139826480870131 140:-0.1614292054272364 141:-0.7439143545254061 142:5.263510530345018 143:-2.191024797808567 144:-4.858118329613918 145:0.7908830782670708 146:-5.724191365986847 147:9.273338268125107 148:-0.4441022100137544 149:3.669755599103048 150:5.980621169139588 151:7.422922450928649 152:-11.03280431399377 153:-3.81224630215325 154:3.184061614672923 155:4.200465158074512 156:2.12552144367807 157:-4.746136371530705 158:3.227180055395616 159:3.96317511852019 160:8.810950614332357 161:-5.090297449042121 162:-2.856742258731534 163:-6.11191484227928 164:6.919604327394266 165:4.001447043335157 166:6.033857651451438 167:5.548982870467101 168:1.332700615285461 169:-6.824880212671342 170:2.38084308518648 171:1.635824012150496 172:0.574609939793068 173:4.108746898751826 174:-8.490023023513146 175:0.8408893379415381 176:3.201790236271452 177:7.705236136800998 178:3.327973430134408 179:-2.094916957890286 180:-0.4397952285132283 181:-0.3830869216662188 182:5.949170714116492 183:2.820316919917014 184:-7.737316328983921 185:-6.131754745403333 186:-6.986024341365411 187:-2.126455010033678 188:3.46852730939893 189:-10.61974100706216 190:3.296419904179197 191:-1.291102274929099 192:7.926535318558197 193:10.26538819991463 194:5.831337201611152 195:3.18477434795616 196:6.822731477706842 197:8.493116141933715 198:1.750615105442866 199:1.739257578542475 200:-1.983632268578351
+1 1:8.367375298475316 2:-5.308793530481944 3:-3.565754759461369 4:-3.251195686243804 5:3.902370538757362 6:11.34546475468478 7:-10.4347124613163 8:-4.959383658553695 9:7.901673182258957 10:7.552709706736799 11:-7.730089137386561 12:3.951968352299255 13:-8.094583627190367 14:-11.2175712652093 15:-4.376282434784842 16:3.276829588456263 17:4.779041978369317 18:2.262124738172895 19:-6.646001949980916 20:-0.8253916393160806 21:-1.224430556091966 22:1.188461811502254 23:-8.642046047539669 24:8.623429111709289 25:2.074202318860865 26:5.282980003590796 27:-0.1782475060052454 28:-3.553673243612606 29:3.945203514162036 30:6.821828988175349 31:7.198512038175895 32:4.665022568576119 33:6.172612404896334 34:7.499566797658062 35:7.881070610315476 36:2.89287326733043 37:5.891694540694101 38:5.195079367396575 39:-10.05739502073198 40:-5.335966706843063 41:-0.4724854605715901 42:-0.6062078926537128 43:-1.485105364688314 44:-7.347816855960589 45:1.14874917795396 46:7.054210123768399 47:-10.37985405161479 48:-5.120894793126181 49:-7.378866962946786 50:8.106339388418531 51:5.177947161964989 52:-3.492359245633067 53:6.866249035175785 54:-9.061286412089251 55:-2.702204702901138 56:-2.546309365857979 57:9.205164416630286 58:-11.39401422234702 59:-3.181477504337247 60:-7.993954917995815 61:7.443676130132214 62:-5.144883040688997 63:9.609601115090191 64:-1.501792286540962 65:-0.176762101250272 66:-2.130847447398948 67:-6.600672275319781 68:7.717973098910306 69:7.971887780008352 70:-3.683743432532411 71:-0.9709083600419735 72:1.806850466063277 73:-1.514558217266033 74:4.676866119909938 75:-3.355393466274163 76:1.668873746023186 77:2.188085246661142 78:-7.368049005508353 79:-0.5417433682128863 80:6.807120991230817 81:-5.136226438383852 82:-2.852893919134146 83:0.875725814548346 84:4.178315508297781 85:9.011015820347946 86:7.442964815505036 87:-1.831734669988589 88:-7.92438688054262 89:0.2811451202045177 90:-6.248604950282312 91:-4.255883835422133 92:-7.390150916766574 93:7.416974389666799 94:-9.231237623437728 95:-4.626018176325956 96:-6.646145087757402 97:9.338943385566223 98:-8.785516029129676 99:-7.730335430666148 100:-1.465825235525337 101:5.088725138249013 102:-3.740066721064294 103:7.206868367864576 104:-6.420149175076819 105:-3.232120144429504 106:-7.777745081689816 107:3.333395606956103 108:-3.217522809641184 109:-9.328850234074345 110:4.41968735450191 111:10.25156593220125 112:4.554589917888804 113:9.263606022305925 114:-4.04972355257939 115:9.084748474685327 116:-8.645150635664814 117:-4.106290476746683 118:6.076095566471166 119:2.300320267121764 120:3.306260257979692 121:9.047995453779134 122:3.069776446154992 123:-8.012024297060982 124:-3.325493594054723 125:3.056135600407053 126:5.127271957914144 127:-10.24970050489999 128:0.1262645145553865 129:6.944240667165111 130:5.544433104782021 131:-4.031393732366572 132:-3.372567728752601 133:9.251599856621398 134:-1.507704954236203 135:-1.128686495852113 136:7.356966797865832 137:-1.914366681536635 138:8.062421241909631 139:-7.46999141142545 140:0.3886835067971049 141:-7.988988255901949 142:-7.172285577979336 143:6.13764093508963 144:2.693883964170848 145:3.563891240203323 146:-5.791356837653172 147:-3.108732601382785 148:-7.663132493116946 149:-1.765922040428514 150:-2.841063694139931 151:-3.04656115104211 152:6.493834506192225 153:1.694766018824499 154:-3.554169686464633 155:-9.505778080602244 156:-7.359360856667108 157:6.173792244559522 158:-2.625062473059027 159:-4.150060154057339 160:1.796754161265377 161:3.729471731017836 162:8.032343689192784 163:-8.984194651068925 164:3.605736822624726 165:7.895733721620079 166:-0.1079844563916084 167:-4.890439275875326 168:-5.441409730956482 169:2.271112575914321 170:-1.290300298428561 171:-9.498284890478391 172:-7.044158127061914 173:-5.977886031857197 174:8.119082925633785 175:-3.955694432637881 176:-4.959249725715193 177:7.61705418179294 178:-3.050871758835505 179:-3.047530295602303 180:-1.903925437328383 181:1.838236999009365 182:7.435601841117851 183:5.557614036483398 184:0.2910585046456304 185:2.720553299850349 186:-4.113597314008483 187:-4.607440815291419 188:-0.9726611939781947 189:10.36714386985466 190:6.367591698567796 191:-10.87382071932715 192:-1.814996237984345 193:7.181757317394696 194:-6.290575094675298 195:-1.085591434888858 196:-4.784060502579216 197:-9.353760984771874 198:-6.711023119391525 199:-4.412817610899398 200:-5.546058722894095
+-1 1:4.952055680345915 2:3.014273654985194 3:8.113849289753054 4:10.34527903873615 5:-7.584602173094352 6:-1.571684840740794 7:-4.8632630772991 8:-3.273146459550587 9:-6.371231794392332 10:-6.823901861052361 11:9.12375444544935 12:-5.904071700029534 13:-7.548788391204076 14:-6.086653855384176 15:-8.455428858402527 16:6.894655432283183 17:-3.461218319002233 18:5.896207876057439 19:-0.2515017661700682 20:-2.210657470361296 21:-2.244979943016557 22:-9.456384218559208 23:-7.511095670851513 24:-4.507529479988819 25:-3.738071288197534 26:2.240481832157816 27:8.705480232847682 28:-0.9120767528608292 29:-9.917736059554922 30:7.267649833783737 31:0.3524138876383629 32:-3.317186238871385 33:-9.511067734845273 34:4.532123524069498 35:-4.808538210426692 36:-1.891471100851864 37:5.218792930306066 38:3.354271615955594 39:3.835631936220016 40:-8.806032920951932 41:-1.684424128319897 42:1.334206371586526 43:-5.854784972944267 44:9.184066225918567 45:8.657676587211157 46:-3.121140129498172 47:8.428146037249933 48:-7.424103422499924 49:-3.427479979009656 50:1.337854509942587 51:-8.777504410899009 52:6.59787629477526 53:7.214510787522661 54:-6.555819303496269 55:8.396612660592151 56:6.549822577444223 57:-2.397872512153126 58:7.233596113064081 59:3.542444965265447 60:-2.414323044832734 61:4.89854547378549 62:0.0268011575253847 63:-2.459737926785494 64:-1.86283301853237 65:-2.572864263212068 66:-6.343787850607054 67:-8.772905101030306 68:-7.221002322831201 69:9.497632380976842 70:8.379583874961108 71:8.545961498544736 72:10.40151267998572 73:-0.2811186446513378 74:8.560244591989449 75:-0.4317114169745547 76:5.554174819254003 77:-1.431722432068602 78:-2.285941882982429 79:8.176394279625715 80:9.854191298157556 81:-3.6888839194216 82:3.862933308592547 83:-7.165682678643948 84:-1.440905598753398 85:1.180421939148018 86:5.402595925392738 87:1.697251877332923 88:-5.999852565343049 89:-6.71964460076728 90:2.224619822349618 91:-4.345854056425338 92:-5.196117348500246 93:1.508631067506999 94:-2.978389078156626 95:-4.489295586547887 96:3.779887381479991 97:5.357843979377109 98:-11.0553568374813 99:-3.872269838808822 100:-4.261270605927473 101:2.861324587219274 102:5.289632403783616 103:-0.7586128446842193 104:-5.324622799605896 105:-5.52192908341441 106:-2.179473055461358 107:-0.3222034561039868 108:0.5504275431420276 109:-2.266723966666256 110:-2.138820866834706 111:4.834779907155048 112:7.686862108374907 113:8.583615352831613 114:0.4306120209737836 115:6.18756034151754 116:9.002171548874481 117:-9.029711404260375 118:2.969816689108388 119:10.71908884810399 120:0.5913870793759615 121:3.344235682166749 122:-5.873921088749045 123:3.053589510356202 124:10.44114363948225 125:3.668868956602886 126:-0.4040524740051309 127:9.850601437454273 128:8.617327865206983 129:6.169955525486698 130:-0.782601568254276 131:0.4843852213031856 132:-2.78664983231045 133:-2.64829992829679 134:1.987518858030349 135:7.934491925719174 136:-7.419572660898263 137:-2.77350585661114 138:-3.488312106680818 139:-3.585575292545986 140:-1.456925222009141 141:-0.7355802641072615 142:4.516604513434924 143:-4.23901324638161 144:-5.460008466871755 145:1.735588098698109 146:-5.72374723307414 147:7.388262509513782 148:-2.699312367423688 149:5.037380372509237 150:5.303347771757791 151:6.155840632942946 152:-10.03729166794009 153:-3.170132368949068 154:3.694329448236128 155:3.373762529265743 156:-0.008201841036482138 157:-4.793976143570498 158:2.526093175170301 159:2.572096400068241 160:8.268223087010348 161:-1.987179432994738 162:-2.937121831912508 163:-6.662529172704849 164:7.561905401090138 165:5.060349978375118 166:7.124709324651784 167:7.930650802855263 168:1.070531679282115 169:-7.419888251917656 170:3.955399769218825 171:3.03845721037536 172:-2.20622415243806 173:5.203734960558823 174:-8.294108597531883 175:1.769662788895625 176:2.498507605708699 177:7.177054419580918 178:2.991024740432201 179:-4.002126251853293 180:-2.108895646866975 181:-0.9503866428972128 182:5.744214000807172 183:2.846936964576408 184:-7.702299697976927 185:-5.196062883957147 186:-6.563343373226167 187:-1.532421601143706 188:3.633241699973149 189:-11.00556955325779 190:-0.3538022243178585 191:1.559225167117896 192:8.014178311114144 193:9.700980406160202 194:7.357392187375293 195:2.449765113432066 196:3.918924456721726 197:9.272019497362043 198:1.63719877800858 199:2.806341572964415 200:-2.666396449665147
+1 1:8.017942947836522 2:-5.590529322393381 3:-3.133403544944525 4:-1.218593401113563 5:3.516097768513952 6:9.547163066271908 7:-8.915143746148255 8:-6.199125720121213 9:5.491522110425342 10:3.309914424044026 11:-8.476247117867013 12:2.415910198869013 13:-9.271342991657168 14:-10.89197824886872 15:-2.745321483187992 16:3.596266567655392 17:4.868906297094482 18:5.460110058374386 19:-7.076627685427304 20:-1.899874433979396 21:-1.995684817378641 22:0.6950714506460027 23:-9.003634125220936 24:9.877582735434185 25:0.8933550006031915 26:4.350177890133367 27:0.3869117987162087 28:-3.278189374359213 29:6.422126598271301 30:7.824044575724894 31:6.362354203543982 32:4.568623773884993 33:5.87962300030713 34:6.46393746217798 35:5.136825244537926 36:4.093911058238935 37:5.831570055360597 38:5.092326215234926 39:-8.941245139606226 40:-4.64374902846173 41:-2.293215859546149 42:-0.118749202543742 43:-2.02121106383922 44:-8.921964892028793 45:3.053035972607132 46:7.309089512386854 47:-9.497158995836537 48:-4.668161832734117 49:-7.67248491574793 50:8.852750792946074 51:2.771644386312898 52:-3.525903747881075 53:8.101418250909095 54:-7.750779394063581 55:-1.511317823328092 56:-4.386126095857903 57:8.687446415775614 58:-7.36705756244341 59:-2.478922495649272 60:-5.468856328738975 61:7.914534229922852 62:-5.639903618783303 63:9.611353565699565 64:2.048039881001832 65:1.441379914546306 66:-1.017826111918573 67:-6.434362841854327 68:8.592254643775748 69:8.404090245079161 70:-4.529284397545746 71:1.549108652772095 72:2.883183053652169 73:-0.2792176244367045 74:5.411303110269557 75:-3.137852809090192 76:2.174188411626569 77:2.514556599299489 78:-8.983581824125322 79:2.579201287473381 80:4.764817128378672 81:-6.298347439649954 82:-5.10264428354612 83:1.205140067635564 84:7.187601073455943 85:8.087879806093362 86:5.982496918724258 87:-1.025987124758475 88:-7.605567826354167 89:-2.763308079004893 90:-5.717405008634922 91:-3.042611365067979 92:-5.149743320545351 93:7.805786071153468 94:-7.387622003571118 95:-6.058377622973613 96:-7.075675545012152 97:9.775588855509923 98:-8.655751288033473 99:-7.226565329915386 100:-0.5214991261780374 101:2.968159713266782 102:-4.148993787654784 103:5.527569426096987 104:-8.244801488715787 105:-5.541268351394901 106:-7.374242807311735 107:-1.012686446623924 108:-7.100667994954359 109:-10.08743635192943 110:4.234637540670017 111:9.908705355473796 112:4.681045180565166 113:7.609736410202027 114:-6.62883547966362 115:9.180232161054208 116:-5.418168398819638 117:-4.290951653413089 118:2.756013231401512 119:3.148676398469573 120:4.001076949332105 121:7.117849999436443 122:4.540138152442919 123:-7.7925690810149 124:-2.288160135231557 125:3.509684693362041 126:5.940141036643671 127:-8.794607558766927 128:-2.364617569183184 129:5.342433134779597 130:5.165309187434357 131:-4.251328997182659 132:-1.287682718579646 133:11.33917422933292 134:0.08672301598992795 135:-3.976800434799652 136:7.21349743228625 137:-4.797836574951555 138:7.450939969326987 139:-8.928439765989845 140:0.9054005524176129 141:-9.348802593454291 142:-7.779848945232226 143:5.356664210391163 144:2.190026819739334 145:-1.564882093541218 146:-6.800808357314474 147:-2.585354299665052 148:-7.198033840179841 149:-0.5168072386165672 150:-1.935094983139233 151:-2.488010728834055 152:7.948676875975959 153:2.863367108972796 154:-3.978572035429625 155:-8.941778932728736 156:-7.438592616943787 157:6.001438124612823 158:-1.563385254939451 159:-2.623585297713128 160:1.602448374960915 161:3.866314912435632 162:8.912304032347203 163:-8.337698538244959 164:2.999051579515442 165:7.994261254646301 166:0.9148247712842149 167:-4.120020298376621 168:-7.03880355702347 169:3.585433310665195 170:-1.630241845283921 171:-9.177681502983617 172:-9.697125468094097 173:-5.295995444486655 174:7.736592092867711 175:-4.628612779734426 176:-4.028624412143692 177:7.782148567582062 178:-2.324175976664846 179:-2.511840035998064 180:-4.700451010149772 181:4.83297085784168 182:6.699633610651595 183:4.517401296423929 184:-1.566243480665886 185:3.000275339931259 186:-4.47701104787281 187:-3.721552647228259 188:-0.04265565738902288 189:9.602661137855877 190:8.099052117494209 191:-8.204467515167657 192:-2.643666884765672 193:6.721519310837137 194:-7.090414169747439 195:0.1971665779068069 196:-6.955228711840599 197:-8.38585960575271 198:-7.544790538877344 199:-4.022198750226424 200:-6.137815817346392
+1 1:10.35983155314736 2:-3.669149377496585 3:-6.365766150990796 4:-3.093460278592394 5:2.379847389686213 6:11.86850559971096 7:-8.795612752142411 8:-3.69592973194349 9:7.170540764430857 10:3.881110254762732 11:-7.832267500439409 12:2.010245896487089 13:-9.08350121698575 14:-10.70501782450347 15:-6.154161094615689 16:3.296597391529414 17:5.178540186132482 18:3.247730454981724 19:-8.060645879736908 20:-0.4855930499867575 21:-0.3045928520118923 22:2.687527960479558 23:-7.259908260726884 24:10.18203657057151 25:-0.2215076747143196 26:3.426630658751866 27:0.9828084233622678 28:-2.432864796619571 29:4.704776792280568 30:5.862957926489894 31:5.275176611440116 32:4.308330025739919 33:5.077620449219543 34:8.411366165042695 35:7.16938230048299 36:3.187854650946702 37:6.625565015712072 38:5.235136921306136 39:-10.72463974684311 40:-4.076229344632529 41:-0.733134525118574 42:-0.4489653882427257 43:-0.6989279313986203 44:-8.610562607945619 45:1.750631827595923 46:7.272772506037458 47:-9.504790494097197 48:-4.984549734515276 49:-7.307508500556356 50:9.638318203338951 51:3.320650000874303 52:-1.634194060763679 53:7.746089657083173 54:-10.85542996996271 55:-1.678094682656615 56:-3.848180364964838 57:9.102984475046254 58:-7.641994870105429 59:-1.004753343565702 60:-6.445465366453706 61:6.642715773350384 62:-6.544090478743888 63:8.273665827501366 64:1.305151141858635 65:0.6784317177246033 66:-0.2497597040696353 67:-6.336522090900588 68:6.945065644579813 69:8.770212358832513 70:-4.595548165523375 71:1.779794453148833 72:4.37037015916691 73:-1.636106339225557 74:6.573436751681906 75:-4.71193715056016 76:3.207307140128441 77:1.992926551212352 78:-9.738622396874728 79:2.523924828644097 80:6.703982416767588 81:-3.732164620753403 82:-2.967200875016044 83:4.339215084387434 84:5.203309263422901 85:7.254646595952987 86:6.809425170458697 87:-2.926142169933351 88:-7.804086234546033 89:0.1235506062516589 90:-7.117471852241392 91:-2.112194127632555 92:-7.336162325267618 93:10.26897252883969 94:-9.396025940895898 95:-5.407799819937726 96:-7.781036628083324 97:9.678496259094274 98:-7.051945613758899 99:-7.230697627685839 100:-1.044184992926234 101:5.833862884362244 102:-2.100346424432205 103:6.996786137935149 104:-7.853203939360201 105:-4.905737107283371 106:-8.766220072911251 107:-0.4654775802908993 108:-4.194802047828848 109:-9.332699732447184 110:6.371726593531823 111:9.365140206512946 112:6.069174149656756 113:8.297119092179349 114:-5.689845387692716 115:10.5629058927128 116:-7.176497828346126 117:-4.461607910946007 118:5.645092255161472 119:3.384500009368793 120:3.242146793045263 121:8.896468320360512 122:2.500122759286588 123:-7.861583620020101 124:-3.134457313163267 125:5.464205033234425 126:6.022311008518659 127:-9.183772571828291 128:1.289451189423286 129:3.289576381544807 130:3.818980956575508 131:-2.577662006465139 132:-3.342213411425713 133:7.238098635875309 134:-0.2140848557847927 135:-2.776793167525746 136:5.009570892214873 137:-4.567970536147582 138:6.533725138215789 139:-8.47886051287823 140:0.06786781155857602 141:-9.74559626756008 142:-7.097609511743075 143:6.018788059067777 144:3.149045469198383 145:0.3827492084851908 146:-5.696999128776753 147:-1.235552331984149 148:-6.686059362577986 149:-0.3530743430291661 150:-1.129179704514833 151:-3.391814287186891 152:6.718895337348189 153:4.56883304705293 154:-1.68409471235692 155:-7.696028380821218 156:-5.566771254195673 157:7.647455472884836 158:-2.920618900543354 159:-2.984173060121291 160:1.81291802784345 161:4.347466813582372 162:8.675340407762006 163:-8.740831127077977 164:1.307391543238064 165:8.79141689524994 166:0.5276316854194487 167:-3.20302282167586 168:-4.358923688402674 169:4.019897688461756 170:-2.405185641934379 171:-9.10678184125498 172:-7.447556457531227 173:-5.283170607230139 174:7.649531985077676 175:-5.991614012150237 176:-6.087996856933985 177:6.314967470244573 178:-1.888518782350584 179:-2.911058326836473 180:-4.28178816813341 181:1.763999951707764 182:4.890133294056244 183:5.957711358230032 184:-1.207493311018509 185:1.434385651316229 186:-7.351821016309952 187:-4.051289883189019 188:-0.1828372095566695 189:10.24555682516498 190:7.032171771201783 191:-9.18793480197327 192:-3.385408230870236 193:6.442688044892829 194:-5.314921796762158 195:1.133575454606631 196:-6.822940343858813 197:-9.860214246544633 198:-7.289959326059562 199:-7.028521808421344 200:-6.840742128876153
+1 1:6.722825973723497 2:-4.702124094173946 3:-3.553389136430298 4:-1.922753431978889 5:4.9463448939446 6:10.53348824648202 7:-8.542809597586018 8:-6.664006384181755 9:7.476963559900012 10:4.229658261075153 11:-7.290286598851835 12:1.371959133621127 13:-7.620296702864574 14:-8.263089616830781 15:-3.188528593137282 16:4.916861916533038 17:5.989794424070149 18:3.117029443998839 19:-6.048826617611449 20:0.5980148528734321 21:-2.110986592432328 22:1.694665844627317 23:-8.067981882246873 24:7.381342169037969 25:0.5449098121982482 26:4.137149211703019 27:0.893766037211556 28:-3.251452302372211 29:4.684242421861512 30:6.199964089220512 31:6.156301426321816 32:3.479872985752175 33:6.409710009321235 34:6.170983528197597 35:6.583530114529363 36:3.241806746046799 37:6.818944855204302 38:5.926144187487603 39:-8.787092569761148 40:-3.730544847049793 41:-2.349942391442776 42:-1.008622822316877 43:-2.509888204166894 44:-9.77043290803346 45:1.79516083302548 46:5.13348775502153 47:-9.481118579558572 48:-5.307803813826007 49:-6.057073646893888 50:7.223113651282389 51:4.306414880217647 52:-3.291369920538877 53:6.26959543234559 54:-7.534771613264295 55:-2.974730366875681 56:-4.954706255218658 57:7.491808431838765 58:-9.119609309675052 59:-2.883885552229591 60:-6.030217325817044 61:6.630823240515388 62:-4.594233077286217 63:9.981513728860664 64:-0.06882269157794041 65:0.8722355353261219 66:-1.610626358295828 67:-4.615021823607838 68:9.301536309498465 69:8.600887346036298 70:-5.800430299145766 71:2.151120912018842 72:2.604654344799505 73:-1.235522543533067 74:4.917961390052325 75:-2.787897067204837 76:2.143571244466906 77:1.562105241944948 78:-10.28338598892766 79:4.070073175681845 80:4.911126566756224 81:-3.802628048466737 82:-1.647710704435201 83:1.444870431384331 84:5.290035483178681 85:7.623454955809732 86:6.03296495848091 87:-3.708553073726794 88:-6.380130953915629 89:0.8999438273089306 90:-6.801404846185136 91:-5.048611838470762 92:-8.21014328943996 93:8.884370992290075 94:-9.320543863098228 95:-4.661202319727773 96:-6.875040263603045 97:9.566247412850055 98:-8.347295416268771 99:-7.987859709188721 100:-2.513764339829589 101:5.263699160916802 102:-3.027260654375688 103:5.539566426957204 104:-10.063347773808 105:-4.715385996066566 106:-8.134357652211486 107:0.5067938363448397 108:-2.759715424659793 109:-10.00580589763147 110:5.61660272912837 111:11.12563581820575 112:5.105865459908991 113:9.429845322728241 114:-5.16753985417817 115:8.825445670402813 116:-7.912054657974823 117:-3.529013914059316 118:6.704488437403811 119:3.12668785314499 120:3.886761558492636 121:8.10992702107465 122:1.488306963913005 123:-6.896281245483868 124:-2.515149212755651 125:4.238205682772414 126:5.407830091738642 127:-8.13551856331738 128:-0.8396710027681317 129:5.130760478022524 130:5.982249659491654 131:-4.439546453490034 132:-2.689192486357712 133:9.799377961923808 134:-2.467790835685898 135:-4.566168532575234 136:7.599223264566726 137:-2.100787416662494 138:6.525838663626535 139:-7.898932699310826 140:0.5200299091583407 141:-8.782520190544833 142:-7.534841110140488 143:7.202888399041877 144:3.261055233897189 145:1.457596816052443 146:-6.085000684204834 147:-1.490665432976151 148:-10.37139780214513 149:-1.530336162479081 150:-0.3447363727879666 151:-5.358711500801058 152:5.028400681605885 153:5.951039796752505 154:-2.809909575890115 155:-8.57674105212182 156:-6.346448067126155 157:7.056843702529361 158:-2.174202902355048 159:-1.14660632498129 160:1.558705902820061 161:5.070525524856563 162:4.720510578982164 163:-8.883174631976685 164:2.160612975051863 165:7.61144034782482 166:1.670076700176646 167:-2.82618833411094 168:-6.234698966265239 169:3.442407563945938 170:-1.787391255799195 171:-11.89303242591875 172:-8.550497369004118 173:-5.443378415043547 174:7.01247411913856 175:-2.807037289943271 176:-4.810284235070878 177:7.540970889301226 178:-4.230204132254471 179:-3.175211182179048 180:-5.557560602312719 181:2.014425851516061 182:7.586074834727417 183:4.865578500407893 184:-1.467262377404426 185:2.113764314618999 186:-6.813652292927548 187:-5.236342942352021 188:-0.5783583209846758 189:8.734772465732123 190:7.341475345633184 191:-9.044403295344081 192:-4.897967682778397 193:8.32351193542638 194:-6.932989996185906 195:1.550483822338514 196:-9.121466381224243 197:-9.731627707387318 198:-8.106493912672434 199:-3.16111026847645 200:-6.213314491206509
+-1 1:4.371380654453065 2:4.375592822579072 3:7.587329352606026 4:9.321634056827428 5:-9.216352296824533 6:0.4573759595247096 7:-3.007568557132311 8:-3.789853051619067 9:-7.236726353474753 10:-6.581783129741824 11:6.910448161498504 12:-5.71878772077967 13:-9.106105609705409 14:-7.480843221833872 15:-4.989403640907605 16:5.000927916039721 17:-3.798463359681499 18:4.937396322406487 19:0.05415646797984591 20:0.3154883003126576 21:-2.623296622333119 22:-8.532853826390101 23:-9.512555655791266 24:-2.991029883064861 25:-2.592877599017709 26:4.44633717090469 27:9.926102908890467 28:0.6098349402007919 29:-8.025419915292613 30:7.456364728991316 31:-1.014783276869345 32:-1.493297128997407 33:-9.769752764971068 34:3.185909249681399 35:-3.935403986858351 36:-2.662319635793646 37:5.951980715954244 38:3.428338296424911 39:2.528505900828874 40:-7.206811382185304 41:-3.405630305367835 42:4.201237829306844 43:-5.207170293077626 44:9.811776323066859 45:9.066523063543746 46:-3.696673359155677 47:7.390294204653012 48:-6.634460318195483 49:-5.425121589696814 50:1.319619128153022 51:-7.395570167371744 52:3.702900341077245 53:6.90516297957888 54:-7.705628038286851 55:8.414917153589991 56:4.401892700333354 57:-2.798145500964612 58:8.74925806061259 59:2.578450507044568 60:-4.357081262796848 61:7.527742500002676 62:-1.183117754693947 63:-3.935695824873239 64:-2.60758392169936 65:-1.174150140025258 66:-4.342918085502869 67:-10.6391022538668 68:-10.18788283689505 69:10.45810924372199 70:8.054553656208006 71:8.002329990644785 72:8.247386392930775 73:-0.4697897469618876 74:7.468397952302087 75:-2.268386153495006 76:4.532636334351377 77:-3.812626567536805 78:-0.769438452786489 79:8.661218348359588 80:7.407462063960438 81:0.3903304947715931 82:1.194564435294013 83:-7.528194054355766 84:-0.1190658490753644 85:1.445853931651434 86:7.540006125602827 87:2.939230750915084 88:-3.240019326911696 89:-4.889431492535679 90:2.083890007612589 91:-5.87155116979941 92:-3.761385324121608 93:-0.3621822667776815 94:-3.816076040475542 95:-3.824731023727564 96:4.841984080923609 97:7.435526049884849 98:-9.24770080424207 99:-4.882935319413821 100:-3.201823629097876 101:2.306236468790111 102:3.565379810980056 103:0.4115231678697955 104:-1.993484426150792 105:-5.213445730073438 106:-1.68305758347929 107:3.669382802314527 108:-0.7296146406346252 109:-2.17606137216692 110:-2.986088925436539 111:4.060027443424811 112:8.801723073724448 113:7.692070652560293 114:1.51489615342104 115:10.32394259754273 116:8.831483089205943 117:-8.014087056387298 118:3.22089773558352 119:7.760340299944886 120:-0.2959854109883405 121:1.153348040551583 122:-4.543920080561822 123:1.180489200609535 124:10.57550063313363 125:3.872998732099201 126:1.640490744227009 127:6.850231187582946 128:8.236996317955501 129:6.458779547817461 130:1.264867383584518 131:-0.6678451907132424 132:-1.195606917165764 133:-1.991687479191072 134:1.650501387644881 135:8.806995768589649 136:-6.189836052034464 137:-3.01476511662525 138:-3.960418327289811 139:-4.386433130589683 140:-2.436974801415881 141:-3.210873148325558 142:6.744679601614045 143:-3.543557911191344 144:-3.505077351021279 145:1.626889197185885 146:-6.961324927890263 147:9.351806169153727 148:-3.070846295516832 149:5.196894949105388 150:5.156272591705936 151:6.833984106643753 152:-11.07626069708743 153:-3.019001149758572 154:4.671234103836215 155:4.083631612782657 156:1.970740976812334 157:-5.489569925097758 158:1.467488236595726 159:4.541030637287982 160:7.778196880162588 161:-5.256824370411762 162:-1.249060574886653 163:-5.927964298855606 164:8.896857287001829 165:5.985176958992604 166:7.409905891823543 167:6.836990169599003 168:1.113108381626301 169:-8.57071969139284 170:1.934413197190086 171:1.837038710974727 172:-1.231246290946673 173:4.706139242555732 174:-8.511618183970723 175:2.224128654776404 176:3.610116300916799 177:7.764687567168294 178:2.748882478507082 179:-4.265039374715486 180:-1.098165084800109 181:0.292518751864296 182:6.65966446059452 183:2.270739421174705 184:-7.036532181355263 185:-5.730646597022197 186:-7.015656179382127 187:-2.942796231418278 188:4.953084218432002 189:-9.915340682085525 190:2.490273834816105 191:0.6338215560124616 192:8.651823233812209 193:9.777215362272688 194:6.410857013431663 195:1.347093380902712 196:6.939190956324892 197:8.502279880665364 198:2.834291398271638 199:1.945975754120191 200:-2.19265621341842
+1 1:7.555474262502524 2:-3.660633232177076 3:-3.208278206504868 4:-3.646655580191668 5:3.634919346385294 6:9.607416738787499 7:-10.85923579578327 8:-3.595770688834254 9:6.179129086853509 10:5.709142092470823 11:-7.631028517820207 12:5.044915611859633 13:-7.991165498700584 14:-9.708221305389008 15:-4.859942389596103 16:3.108909902119112 17:4.284223510287317 18:2.951757875104682 19:-9.464123016576492 20:-2.713390504272046 21:-2.606233772451122 22:3.558142812893265 23:-6.698574330058571 24:9.016686198095929 25:-0.3570202989859808 26:3.83104522137436 27:-1.391785489424461 28:-2.78472207783777 29:3.987949808961337 30:5.925860877905739 31:7.33356710593825 32:3.907273872201785 33:6.705352107451321 34:6.185647461527507 35:8.782244284469057 36:3.326516901300081 37:5.317396615235927 38:6.589789106967412 39:-6.799046753555412 40:-3.194826513552413 41:-0.8851662181883138 42:0.1678764964848448 43:-0.5354137376630439 44:-8.076534959556076 45:1.51979974154704 46:6.666690010438062 47:-10.26475808672847 48:-2.763372582314048 49:-7.279675687153181 50:9.061560466105709 51:2.619329752936832 52:-4.3997491332381 53:7.185243824033792 54:-9.333900267222909 55:-1.255213335952374 56:-4.055492074619933 57:9.324902073789659 58:-9.886422630908793 59:-0.5200372897614273 60:-6.3468971685225 61:7.7532124743713 62:-5.600991534480396 63:10.41499000028672 64:0.6858783170920861 65:2.611755763798164 66:-0.1742288762816113 67:-5.009222115017722 68:7.088095577714227 69:8.507388832173575 70:-5.320106760483942 71:-0.1771594714199426 72:2.596952670362587 73:-0.2895433824870056 74:4.240995434412462 75:-3.265374716182613 76:2.849434010529139 77:0.6176653272268768 78:-9.404212956579842 79:1.514249093773733 80:6.700435378930186 81:-4.761845596672869 82:-2.948468400965556 83:1.899341492417139 84:5.836105956653814 85:7.302501960383099 86:6.315156948776277 87:-2.726696102895819 88:-7.735819929161881 89:-0.4387562599586162 90:-9.131986181047369 91:-4.095864753838127 92:-8.211894340955784 93:8.155288900675286 94:-7.320932560898312 95:-4.226401385408995 96:-6.682769174491386 97:9.768656224819214 98:-7.662045856666981 99:-4.817959108542832 100:-1.937265146268661 101:5.080923549033781 102:-4.929157006006071 103:7.540350513050667 104:-8.572143688150513 105:-5.431156819815497 106:-7.334037455380995 107:0.1409444269578966 108:-3.901571508512208 109:-6.615890160530659 110:8.254842733121874 111:8.386009156830129 112:5.807225741022725 113:8.922974920134124 114:-5.972166195368224 115:8.135377266369353 116:-5.54123295898329 117:-4.356590927013663 118:3.47819560672641 119:5.341480098855808 120:1.251763279965021 121:7.316648801308979 122:4.987932256261365 123:-7.488357542557024 124:-4.291342313693167 125:4.452551857787052 126:6.644553077017845 127:-9.10689768476103 128:-1.684646074275557 129:6.197029012700844 130:4.545186612251229 131:-1.147146903435092 132:-3.922676012760065 133:9.143894684531819 134:-1.107239800593764 135:-2.839994422925452 136:5.489055952343457 137:-0.4528313734374132 138:5.940847229547189 139:-7.577286365707295 140:1.382900304413837 141:-8.881971758915327 142:-8.188964757556041 143:6.066290627887815 144:3.654319040156085 145:2.286027207660434 146:-5.574731337713005 147:-3.738848383002143 148:-6.645163272994113 149:-0.722091919355356 150:-0.9380213139103327 151:-4.715495768877265 152:4.663906308726367 153:3.718376086496265 154:-5.023816117350664 155:-7.105416003738351 156:-7.682696390989934 157:7.446873945565531 158:-2.323670480088029 159:-2.366319580084331 160:3.572225580019397 161:5.347806801431533 162:8.228714120794997 163:-7.41373678038021 164:3.022428695022507 165:9.043241719643204 166:0.965257611641628 167:-4.28474574201386 168:-5.230232507750835 169:3.983273496493196 170:-2.691352946438949 171:-9.350461460325835 172:-9.802375316155324 173:-6.338558591440413 174:7.626472587941894 175:-3.600054688756006 176:-5.012173117995881 177:8.378994888411762 178:-3.702513089012414 179:-5.298457215775335 180:-4.923789401027421 181:3.577149996194195 182:7.84282383969799 183:4.310160472834927 184:0.7063213974371778 185:2.008138567831977 186:-3.988188145366921 187:-5.063675263391762 188:-0.9419010169221392 189:9.768451467757739 190:9.850046627471098 191:-8.287336302880616 192:-3.813074342713496 193:5.743240812477735 194:-7.779459708742069 195:0.994448158377905 196:-8.059863780906582 197:-9.886842832961095 198:-7.848844257650995 199:-4.324279026372484 200:-6.871426257711847
+-1 1:3.208832227078342 2:5.439450224366031 3:6.45840100553082 4:8.98949687193071 5:-7.830275909329769 6:1.366579381341158 7:-3.733033456579735 8:-2.592228436812927 9:-6.162697344067558 10:-5.423029452728741 11:6.998809215972938 12:-7.197701474367346 13:-8.716647437165651 14:-3.962992164019005 15:-7.902645932776323 16:5.927283841048865 17:-3.262576430427913 18:5.101489946954914 19:0.9163812723091334 20:-2.672157187160499 21:-2.323471950522811 22:-7.268918269544757 23:-8.862156727447928 24:-4.101162338431612 25:-0.8269527287185412 26:3.8290591590443 27:7.455346566938388 28:-1.837766552683571 29:-8.928108980146101 30:6.36180735050697 31:-2.184184305353984 32:-0.8036129083575212 33:-8.132246310818635 34:2.991095236187776 35:-5.59699364456759 36:-2.014206034433837 37:7.256734910335934 38:3.700211773985317 39:2.879628027174013 40:-8.360803171608717 41:-0.4032997036917627 42:3.399540431575839 43:-6.32528173304912 44:10.42682832413054 45:9.368706973065599 46:-0.909665511637856 47:6.873403636165005 48:-7.814877977715716 49:-3.552129768834586 50:0.9072695373674058 51:-8.411714355145447 52:5.285293720286099 53:7.706466017232581 54:-6.571480374287783 55:7.685091871464016 56:4.942554799358701 57:-3.558606888732103 58:6.766591926525687 59:3.032498487559694 60:-1.95384628297936 61:6.779374634229374 62:-1.871208203554848 63:-2.56255267162483 64:-3.825233662963895 65:-3.402664517014135 66:-3.97393843196551 67:-10.75798620706579 68:-8.250897460616688 69:10.11144160269974 70:9.426881418792032 71:6.994635023507755 72:10.66138522009675 73:0.3174428955259242 74:7.075219162063417 75:-1.398997660725603 76:4.07475898837533 77:-2.287584734195333 78:-1.726043409533596 79:8.246320028832708 80:6.785237946591845 81:-1.53968484009824 82:0.06686133639713177 83:-9.568929775872888 84:-0.4592589989073494 85:2.157162998468351 86:5.737082533604148 87:2.982712461334525 88:-4.974466828816798 89:-3.925361261748418 90:-0.5111099643433106 91:-6.147742490787023 92:-4.410413762108513 93:1.256033676320338 94:-2.307532607345954 95:-3.522958967937031 96:3.705881543398879 97:7.523483996261994 98:-8.913807500732457 99:-2.770579975726623 100:-3.785316798406154 101:3.70046996452289 102:4.548277865526487 103:2.61505885406059 104:-2.033981758741793 105:-4.706951910091446 106:-1.677329546372631 107:0.7666598131728879 108:-0.9424203464315521 109:-1.299745658446687 110:-2.352491461666112 111:4.609253206847297 112:7.176451956333104 113:8.290322462218175 114:1.370370555007931 115:8.320371678695553 116:8.691598526031198 117:-8.724074190941904 118:2.491267324373174 119:11.65503891145398 120:-1.4731914076731 121:2.528896096624981 122:-4.702514344593211 123:0.2397329343318648 124:10.34834646502408 125:4.16522338839931 126:2.138705040974661 127:6.908007907884922 128:9.599245795746937 129:4.828093486457022 130:1.47745556202754 131:-1.098593735820534 132:-3.653631151320085 133:-2.088035881987846 134:1.280014262927591 135:9.994434654939488 136:-7.745952991200284 137:-4.906500443029842 138:-3.93564501096953 139:-2.143788468752101 140:-1.864765004591893 141:-5.650623901603874 142:6.08376073849433 143:-1.62861992891435 144:-6.211546518775189 145:1.468705914444053 146:-6.319507937084074 147:6.746050387330346 148:-2.715553421238783 149:4.492916638437042 150:4.287896339192983 151:7.081503201576857 152:-9.282513826053183 153:-4.510354739939872 154:4.733274855607922 155:4.937593763096312 156:3.228422792080455 157:-3.009820678623464 158:1.447133901466837 159:5.195767972003281 160:6.900667407070578 161:-3.253502884567058 162:-3.222634645057905 163:-7.42342382178682 164:9.188392963123542 165:5.338386966014063 166:6.143010629894961 167:6.93822805556154 168:0.3438557567801909 169:-8.432170069722247 170:3.152975828444231 171:0.4128795721460361 172:-0.5369089824884489 173:5.39699386439775 174:-8.017856007993602 175:2.938545882345467 176:3.435228147098725 177:7.155494522612756 178:1.104705240544773 179:-4.844531727375733 180:-0.5606689247304864 181:-1.158423330209912 182:5.245775518002808 183:3.833276431012049 184:-4.57022626159194 185:-7.00190755955917 186:-5.683022979266525 187:-3.176871382493343 188:4.471169134994048 189:-9.080424877511811 190:1.55915041335064 191:0.07816026930427245 192:9.102050148181734 193:10.4047849371817 194:8.325165129937076 195:3.22057287917317 196:5.184689786574216 197:9.727338490863351 198:2.391374346283512 199:1.290711351292579 200:-3.1246085535361
+1 1:8.435951475481195 2:-2.487816812372893 3:-4.620066818694208 4:-2.809242742678772 5:4.628460513638247 6:11.36832781812782 7:-9.78036919543649 8:-4.548565786922095 9:6.149302537868547 10:5.332347896395736 11:-7.872721269162898 12:3.224317681294732 13:-7.653117691005524 14:-9.761007164235805 15:-5.600851376509824 16:3.635013833042085 17:6.159225836368083 18:0.4279179449854804 19:-5.173921082433689 20:-2.400566524101762 21:-1.284207109276825 22:3.299381986687417 23:-8.652491920107384 24:9.417183376243505 25:1.350386571432105 26:3.521596501653269 27:0.4866675874843014 28:-1.691432428443761 29:7.641508093722948 30:5.969040775554343 31:6.876688951412263 32:3.358907864882483 33:6.758640247391101 34:6.773775851652553 35:7.048820089366493 36:5.327634229582345 37:6.180498981207203 38:5.03761704578035 39:-7.909268571076056 40:-3.79889110910321 41:-0.1764541410140076 42:0.6676733256468199 43:-2.998270480826778 44:-9.281565923876629 45:1.61706443996617 46:7.493847640244497 47:-11.51880930102458 48:-4.585368141319292 49:-9.311851508011395 50:6.28258176960802 51:6.178060356667726 52:-2.737002339022724 53:8.503544387223489 54:-9.853538572085252 55:-1.776554110872705 56:-4.118831155973655 57:7.096252857615916 58:-8.728314167852215 59:-2.005518513293727 60:-6.21291323096643 61:5.36089199463149 62:-4.370091287163646 63:7.656290566502233 64:-0.05470077226447123 65:-0.05815682608057549 66:-1.316290391115262 67:-4.178290915329754 68:8.899607995161666 69:8.91856942726594 70:-2.930496060250995 71:0.3083791702601183 72:2.19692248326284 73:-0.9213334171703675 74:5.234995064405767 75:-3.234396889017618 76:1.858022526928247 77:0.9676017319011465 78:-9.782643448400203 79:1.372413985766825 80:6.051253163557374 81:-3.299785183505763 82:-3.88590979221062 83:3.065094896910851 84:6.738917561083308 85:8.740062612350794 86:8.086487774088067 87:-2.340379582326143 88:-6.447657821454118 89:-1.591052591204955 90:-5.543241978048044 91:-5.194349790763276 92:-8.234045904978265 93:9.755935496192961 94:-7.528807944554688 95:-4.894534388031906 96:-8.516837774591066 97:9.490358450818437 98:-6.114456417687672 99:-7.626123064990615 100:-1.122837221162809 101:4.883269776898875 102:-3.004776029249341 103:7.370747513199725 104:-7.923587308325587 105:-5.628447068613018 106:-6.860324258758986 107:1.777049877214988 108:-3.473770483656337 109:-8.991804011932965 110:6.732604383078382 111:10.98094942308981 112:3.987220664386368 113:6.543886390895502 114:-5.219918281680242 115:8.737326844205558 116:-6.818641990585015 117:-3.98180776295448 118:5.16287190462667 119:2.720955633334438 120:5.455583264017339 121:8.725193736823336 122:2.257112636245054 123:-5.706516829046695 124:-4.432632377696862 125:4.058652621706697 126:6.134211334835783 127:-7.959378143690683 128:-0.03814908512105908 129:7.364726687936384 130:4.888294844824723 131:-3.018555778492765 132:-3.239574828455541 133:10.13379173271659 134:-0.9353018266995575 135:-4.371489359007204 136:6.389388562253861 137:-3.088730230658523 138:7.62470279108878 139:-9.318131611622281 140:-0.7505299140257231 141:-10.01245665563237 142:-8.514460979521202 143:4.582701773372656 144:3.413642900657112 145:0.09785947048011878 146:-6.448308422185989 147:-2.597650498959136 148:-9.325603439523473 149:0.8409108293507623 150:-0.6789710183059685 151:-4.795513769355468 152:4.335844469299584 153:4.231958777453136 154:-3.398961268951976 155:-7.963491085484321 156:-6.94349447035956 157:7.586690871599612 158:-1.344345831454785 159:-3.023950145912009 160:1.863299804564469 161:4.189737931966661 162:8.005161908140224 163:-8.931769669008339 164:3.701973861866616 165:7.093497548478489 166:1.426850413113254 167:-4.18313017712923 168:-4.94297727735532 169:2.600060539427503 170:-3.667648858091873 171:-9.460720872971722 172:-7.740425003421732 173:-5.785666202624147 174:6.810502221933207 175:-3.30452594019894 176:-6.912047241225446 177:8.17205138391216 178:-3.727697086334408 179:-4.161224661934212 180:-3.422568233567225 181:3.831573546998037 182:6.079924387710875 183:6.093319050282514 184:-1.279286203126788 185:1.014468271343136 186:-5.816527628720352 187:-3.904318521842501 188:-0.9057016618229722 189:9.916640031987441 190:7.440566052171846 191:-10.56146227981991 192:-3.42340105362165 193:8.486018011223278 194:-6.367722693403258 195:0.1500063712809833 196:-5.138713071538254 197:-10.6938849139217 198:-6.27225921545323 199:-2.034516785734061 200:-6.589548021657785
+-1 1:3.460018189049823 2:3.846138551612315 3:5.58637412667311 4:10.71192672855163 5:-9.114926285493853 6:0.5294481237496408 7:-3.980638915373759 8:-2.485840166452014 9:-5.652149684435642 10:-6.453905473024374 11:5.362354704747267 12:-4.517405455136521 13:-6.420553951217945 14:-5.891524066292887 15:-6.804260324608715 16:4.184579713602808 17:-5.384244114502697 18:5.09563769417624 19:0.1236220309963008 20:-4.028071841088542 21:-0.1653396559322471 22:-8.6405905253078 23:-8.357170361628693 24:-3.349100431094111 25:-2.895866494897637 26:5.656746915518722 27:8.834304607335982 28:-0.7335267895552912 29:-7.549434138729141 30:6.789605033091645 31:-0.8379681461952122 32:0.1710358193531285 33:-8.349029687205753 34:1.573486947874576 35:-4.522449444581844 36:-1.082678901209001 37:6.751570821051292 38:5.989651176752619 39:3.212765927656483 40:-9.377793991420742 41:-4.031691577876271 42:3.374552721138685 43:-8.21182343032601 44:10.23634199814195 45:7.938606881225891 46:-3.251730166513514 47:7.447629431612065 48:-6.00270592910671 49:-3.612175601083345 50:2.380372810762247 51:-7.640608701055036 52:5.891124923275751 53:7.621833502854009 54:-6.667061221527745 55:5.852272203097066 56:4.135919493831205 57:-1.069265516668758 58:6.444468665727239 59:4.135995303210608 60:-2.045012009522678 61:3.754982717912109 62:-1.323908535357443 63:-3.184773413871601 64:-1.776076079133021 65:-3.208697749357087 66:-3.996063350697911 67:-10.68593352554531 68:-8.207665013027238 69:8.943470237516065 70:9.310019999439369 71:9.933928533598705 72:8.003406837861178 73:1.029197316824896 74:8.262870135145954 75:0.5250037356337683 76:6.28330069197742 77:-2.184499320833009 78:-2.261390515562843 79:9.489922212047725 80:9.531478189559605 81:-2.880648759612531 82:0.05608567406630849 83:-7.627710969280509 84:-1.808921378702099 85:2.090008097062963 86:9.199758744661223 87:1.720314771940714 88:-4.395641577132054 89:-5.53376672258933 90:2.198588782229551 91:-3.078812183741114 92:-3.812626897141711 93:1.687721866257788 94:-0.7460699635487695 95:-4.181200676317359 96:4.166149836547611 97:9.33222988279705 98:-7.983053093507039 99:-4.542041660385446 100:-2.904911224793376 101:3.822022828393979 102:2.341402916369538 103:0.1169254691942928 104:-2.054523911709879 105:-5.285913403120279 106:-1.770699586862787 107:2.728331708156219 108:-2.532877773317485 109:-2.39871610823656 110:-1.740575158657829 111:4.072321802312276 112:7.709935151786973 113:11.18413323952211 114:0.2329948869825671 115:8.919694268287691 116:9.579731838009625 117:-8.048313700185606 118:1.030742795124983 119:6.735961039844155 120:-0.1173279646003459 121:1.449774838342724 122:-2.585474635114559 123:2.548021231403367 124:9.359732490595025 125:4.480924203167299 126:1.280817849585238 127:8.64279947707821 128:9.547227610360512 129:5.37568388387287 130:-0.1886951083332633 131:0.1346486026537536 132:-1.904621728839452 133:-1.246537245051006 134:1.603366042310779 135:9.91310100535436 136:-8.619363569814416 137:-2.549485306336215 138:-4.496243277643506 139:-5.124195325581711 140:-2.0921585251738 141:-0.4572308646056675 142:5.386429769911212 143:-2.530791851434083 144:-6.488219100452927 145:-0.1977066545913067 146:-6.082978143825531 147:8.568167203918172 148:-1.522745140772446 149:3.545658030803326 150:4.558897276588303 151:5.128425848130714 152:-9.11392371311676 153:-4.21165684014217 154:4.0889274294942 155:5.937974438509963 156:2.869464828321493 157:-4.009618681843287 158:2.149159235977001 159:4.561342338965817 160:7.157787529846141 161:-1.293693922805643 162:-2.96792544504659 163:-7.250355189367024 164:9.678597367265361 165:6.121316057577716 166:6.522677013729008 167:9.576136532300016 168:3.289498032329153 169:-4.971669077992019 170:4.699372277696043 171:3.045727575917207 172:-1.556577802918612 173:4.013254451066293 174:-7.153292940153632 175:1.164605879015097 176:2.980038203680382 177:5.053285679713325 178:1.798437577120696 179:-3.383302935477465 180:-1.957124341774525 181:-0.1661939296545415 182:6.106182553673127 183:3.902521524247374 184:-6.624718080930284 185:-7.389193607839403 186:-6.935555400032973 187:-3.787252096245172 188:4.59329936923937 189:-11.09828899661237 190:3.116245518968425 191:0.5390113273723768 192:8.754733962496772 193:11.93041112101042 194:6.81466981206372 195:1.979825015917116 196:5.385471341938405 197:8.635101201822453 198:2.591689261845693 199:2.039385835591541 200:-2.572644581926482
+1 1:8.962436448693401 2:-3.96161372529922 3:-4.906395108667703 4:-1.252599207023844 5:3.994087756911734 6:8.504452182941197 7:-9.156303854954515 8:-4.691855020385375 9:4.365202230256434 10:6.271481892646912 11:-8.465475555945078 12:3.999092029510492 13:-6.892918057028307 14:-9.287336267454913 15:-3.281838702347575 16:4.482533215824303 17:3.686755257244118 18:2.796162104164617 19:-7.428539440986859 20:-2.119358955912374 21:-1.375085894332367 22:1.147042147218862 23:-5.890881539834371 24:8.340809471317547 25:0.06630158249656898 26:4.135884069175444 27:-0.4481815330718543 28:0.2412335785529303 29:6.457331420873389 30:7.655556819032522 31:7.316735050116476 32:4.560249035203275 33:5.259948582314772 34:6.91638014665457 35:7.493865567686854 36:5.039726239582782 37:6.445374250846395 38:8.076952297691609 39:-7.680386847655233 40:-5.719537235587383 41:-0.389809035003596 42:-0.08508156823433821 43:-3.028439204650332 44:-8.007307823455703 45:2.466642740468117 46:5.520646578415469 47:-9.707885942778194 48:-4.105082600508376 49:-7.78861874326679 50:7.455444800620543 51:1.616559833448786 52:-1.401825005629638 53:7.031873660669289 54:-8.739384305608118 55:-4.147721419655046 56:-3.75739996986402 57:8.556887387749368 58:-7.584594878866433 59:-2.100084971821676 60:-6.439853102371442 61:8.432494972368378 62:-5.061532032227681 63:8.203250068803028 64:0.1461891080664084 65:2.467290400249539 66:-2.47179360167255 67:-5.223584393733424 68:5.144259367594688 69:10.14178054396848 70:-4.192046250894497 71:0.9775439196425135 72:3.504324218255389 73:-0.1227499156747376 74:6.071697809488189 75:-3.026222212205094 76:4.980589543939079 77:2.807767039345801 78:-7.373676735363526 79:1.607896593197187 80:6.371127430633626 81:-5.74410314257747 82:-3.612617369832605 83:1.116048940399568 84:8.983070430880543 85:5.325382094546386 86:7.000130905676103 87:-3.497687705508534 88:-8.825444724271955 89:-1.152159183635668 90:-7.224356708190019 91:-6.143214524874704 92:-7.255858319793774 93:8.660291795016761 94:-8.772270219685574 95:-5.746194238222113 96:-8.916601830766485 97:9.385980349698878 98:-6.538934886815234 99:-9.757755418191611 100:-0.6348167525672003 101:5.728805738957843 102:-4.81129717025193 103:7.025113529634149 104:-8.136058095141806 105:-5.306817457210795 106:-7.936303692843652 107:2.959359209890414 108:-2.509380526169917 109:-8.771761940561081 110:5.291234869035256 111:10.00522142388983 112:6.565276799713111 113:9.202110803559215 114:-5.455758683934148 115:10.13827364950304 116:-8.35226818830502 117:-3.827540197651813 118:3.462940754501735 119:4.184615641233191 120:3.645162634198027 121:8.254752756822345 122:3.631720157425523 123:-8.100899462299434 124:-3.983602661569113 125:5.057321294721234 126:7.662073002146546 127:-7.943829736506204 128:-0.6653561181560873 129:6.461046026097196 130:4.144995825206053 131:-2.941838103292703 132:-3.522394439156299 133:8.834566734211281 134:1.291374968180129 135:-3.757614565769525 136:6.020527721504346 137:-0.7422613284272455 138:5.821827021771762 139:-9.718940082051025 140:0.9312906099655673 141:-11.55904362273633 142:-8.430569222602239 143:6.355983691207437 144:3.363938334989527 145:1.109418544542651 146:-7.417670494093366 147:-0.2747130767426731 148:-6.753037078446062 149:-1.261858310909838 150:-2.46947372511144 151:-3.156961505549257 152:6.984520258363773 153:2.69130398352002 154:-4.480768116153705 155:-8.635287914146977 156:-7.98365871755505 157:8.328017832556903 158:-2.488042251762514 159:-3.640383742399524 160:2.092337769160788 161:3.715800852479776 162:7.29762103630153 163:-8.549161289347532 164:1.430682453446433 165:8.244217144221849 166:1.515423480540094 167:-4.777113312227256 168:-5.211948616805667 169:5.290304180091918 170:-2.336988906538726 171:-11.60721075684855 172:-7.468098485032623 173:-6.463709614837033 174:8.83215578920359 175:-2.540147911472727 176:-5.416166853910175 177:8.146818364919103 178:-3.032910501074497 179:-3.435495519662645 180:-4.805939409347713 181:2.194369342596389 182:7.420701235632287 183:5.880338412715799 184:0.2241496036920964 185:2.324374211753362 186:-3.504340977425656 187:-1.816251891491367 188:-1.456256028399559 189:8.903770055849805 190:7.40668899901106 191:-10.75149811920489 192:-3.882155141858106 193:4.99144104709101 194:-7.375582098342486 195:2.046453628837691 196:-7.816417170408548 197:-9.606189757474283 198:-7.809424535904058 199:-3.89848464723698 200:-7.367391405041897
+-1 1:5.736761667234253 2:4.202480157786312 3:6.573097553977092 4:9.162463843389885 5:-6.894418893954729 6:0.07171087828147388 7:-4.212170139863762 8:-2.705006981478309 9:-5.766450755995014 10:-7.740897942279437 11:7.34722934919425 12:-5.564099593003955 13:-7.805908671692748 14:-3.931463754275067 15:-8.564817357381491 16:5.663765627371117 17:-2.131261982689826 18:3.536341648651474 19:-1.085900745188253 20:-3.550262375474277 21:-3.394509015204247 22:-9.736184681397981 23:-8.105196516937692 24:-5.215566258684351 25:-1.745378153127588 26:2.836214813346571 27:9.204748966674332 28:-1.513165460676956 29:-7.847686623438029 30:8.415837111033158 31:0.6758167486458355 32:-1.404179655404213 33:-10.80951586980639 34:2.030108292495346 35:-4.626004544413693 36:-1.839540600023726 37:5.706253112524204 38:5.913821863823178 39:3.157167118237898 40:-8.876558544863171 41:-3.184221446876673 42:4.014182939088959 43:-7.935863929620786 44:8.275220306576426 45:9.696250311542819 46:-1.534631335749585 47:6.317279584935218 48:-8.467917425222007 49:-3.712013812615585 50:0.7792473515268536 51:-8.846430640572006 52:6.258083164083804 53:7.833996788316833 54:-6.330339499848363 55:9.596922943394171 56:5.725320891438557 57:-0.3607086907930248 58:6.442072816142372 59:4.632110762466176 60:-1.755676967649637 61:6.666273502792536 62:-1.797368809571992 63:-1.870200186586416 64:-5.062927815213845 65:-1.562758797724715 66:-6.191956316582987 67:-10.40701540430052 68:-9.93327573848172 69:9.677381189349498 70:6.722486024940389 71:9.38428568187048 72:7.062944858413207 73:-0.2103467322399492 74:5.953593469765133 75:-0.02092697525988435 76:3.161097812265974 77:-2.920716016460261 78:-2.449680681735025 79:7.752163163215238 80:8.60239125905534 81:-1.21920116676965 82:2.24696029642055 83:-7.210239470556637 84:-1.967070679890934 85:-1.037044874862684 86:6.707575459032701 87:2.977456116693084 88:-5.421386450053792 89:-3.874037765132774 90:-0.7053551096481152 91:-4.843162192012657 92:-3.390502320607399 93:1.398889731988593 94:-2.400690052974932 95:-3.820604972475779 96:4.406448138245261 97:7.910793968460742 98:-9.144503705810521 99:-4.174566720524269 100:-3.570654352126852 101:2.039093740600612 102:3.149092337557573 103:0.8028708608264772 104:-2.184845567767485 105:-3.426396211029247 106:-1.512324346785888 107:2.420670767454143 108:-2.322706773628552 109:-2.713646516068178 110:-3.055297001184212 111:5.517970204436248 112:7.595857923483726 113:11.45918042447705 114:1.259252924510452 115:8.317394328085188 116:8.996461187799367 117:-9.290793806113653 118:1.829569631259202 119:9.175327880383547 120:2.469612088678184 121:1.664988209520051 122:-3.076507990762462 123:0.6063696385105586 124:8.450142661944966 125:3.852757551920041 126:2.179314924794721 127:9.054203406094986 128:9.150185299439128 129:5.845977368184003 130:0.5993314233781095 131:0.3051402373527285 132:-0.8513430410199792 133:-2.144328211742252 134:1.292696450519262 135:8.882622453545153 136:-5.159223926786757 137:-3.948053229093686 138:-3.946919175166891 139:-4.229435747873996 140:-0.3742787523325309 141:-1.834471874729401 142:5.013710939634768 143:-3.659512956152388 144:-5.652254236926225 145:-1.429250963313133 146:-8.060408875048866 147:7.206996037648597 148:-5.10279363194517 149:5.530414990169771 150:5.206622904267362 151:6.596771706279877 152:-9.9929031776202 153:-2.240785873459155 154:2.858813489223725 155:6.13201121326237 156:2.416125098209395 157:-4.59818377844892 158:1.393377560229016 159:3.387009857741679 160:6.182737270183469 161:-3.313895951346493 162:-2.951952458824325 163:-5.389628914008747 164:8.583056942142537 165:5.523336885130124 166:6.253071429326548 167:6.375758521524871 168:1.069106440704666 169:-7.334646495997831 170:3.714333787551741 171:2.439886808342475 172:-0.5782373366865432 173:4.978819505972563 174:-7.74139515606119 175:2.215446332183906 176:2.75156353897757 177:4.919362274342319 178:0.5644560161246839 179:-3.274877179734276 180:-2.217659259694942 181:-0.02595161944978164 182:6.773807706771631 183:2.553370054395254 184:-5.410047338602678 185:-4.962363594134251 186:-7.826079116678302 187:-1.836475405819165 188:3.568651583883736 189:-10.79882001176045 190:2.015164589954616 191:-1.230006011779783 192:7.885782171031759 193:8.919478121521662 194:7.309267772502381 195:1.171381302502642 196:6.641759078758895 197:8.522643370243992 198:2.589358019004747 199:1.552282634121984 200:-2.316417453079179
+1 1:8.55164877795748 2:-5.04201048763001 3:-5.476574957972815 4:-3.055966285768516 5:4.010730023621422 6:9.2824601529143 7:-10.27105958331002 8:-4.520426606285619 9:6.983214784241967 10:5.328027066754989 11:-8.339342575347073 12:1.348865752318216 13:-6.637041751270331 14:-10.1819398905906 15:-5.767922522460581 16:3.153980447751715 17:8.07322871120993 18:3.211489027470501 19:-6.317740775126294 20:-0.9686683769295079 21:-2.575424393308787 22:2.682805929582513 23:-5.350338500358173 24:8.098801516555959 25:0.4517650416964391 26:4.888342958676163 27:-0.2941028009691623 28:-3.687713489174942 29:5.450339578192273 30:6.757701796862477 31:6.381694506596733 32:2.280531038950039 33:6.68978044329167 34:5.807487488127479 35:7.454938610334184 36:3.140945771073416 37:7.090973430693879 38:6.894736374750194 39:-7.116636587671032 40:-4.437401727280474 41:-1.451862345662847 42:0.8280856664452056 43:-1.908949984555858 44:-10.01748141841639 45:4.217053923067212 46:7.681263681104875 47:-8.632617693481761 48:-7.569044054792126 49:-8.592353792490394 50:8.739914687033918 51:4.340902114273468 52:-2.438564739417934 53:7.800653371800681 54:-11.34748715019858 55:-2.86329020407767 56:-4.714339429349264 57:8.343139471837098 58:-6.012585273374727 59:-0.1825459090685471 60:-7.944722791698386 61:8.388586538672119 62:-4.954068552302658 63:9.640709816656473 64:3.384392207099045 65:-0.3633159757785639 66:-0.8905400569890514 67:-7.691818032465111 68:7.831785030490217 69:9.726140211161004 70:-4.544126586858429 71:0.4373873525877041 72:3.612946782235487 73:-1.886108582871285 74:4.490245074303447 75:-3.503710505880518 76:4.229810546857206 77:0.2021889873940694 78:-9.641299485462719 79:0.5362994872057587 80:6.18208189160707 81:-6.072514724400723 82:-2.083900078879834 83:2.625095354163293 84:6.058040990221919 85:7.876873070510788 86:5.51465719860048 87:-2.662894792422301 88:-8.492187552190561 89:-1.08994646044766 90:-4.932238876318299 91:-4.602173348529107 92:-4.987951918663566 93:8.780612362740053 94:-9.659902955548313 95:-3.303662478680588 96:-6.592791674365011 97:9.677747895952267 98:-6.252474285840993 99:-8.216090005729905 100:-0.2227482814117483 101:5.308483052183568 102:-5.191988713284719 103:8.489892812365616 104:-7.594831361337832 105:-4.545835615721406 106:-8.051959133808726 107:3.486604040396283 108:-1.631218484823336 109:-10.06553763445783 110:4.826975175370481 111:9.512815229837866 112:4.451985975844739 113:8.315907035756956 114:-6.774965779337464 115:10.16347443427121 116:-7.860339653351953 117:-3.959130271457128 118:5.700015483793242 119:3.633002183938957 120:2.725403848861701 121:9.418327562215225 122:3.258606391147372 123:-7.444788604952102 124:-4.361280156471093 125:4.326837050328104 126:7.078473187280837 127:-6.926359214037552 128:-2.118397193391417 129:5.922924891385421 130:3.781106268389721 131:-3.324565511043946 132:-4.28130716495424 133:11.50726836594249 134:1.378109515659002 135:-1.689688262066548 136:7.964102602783929 137:-2.48807453453994 138:6.095468900005141 139:-8.055961629020029 140:0.9794119553952518 141:-10.71304504049406 142:-7.389377994313979 143:3.858362405498692 144:3.6278919230491 145:0.468153006731205 146:-5.830168333717775 147:-2.134853319043176 148:-7.59441702742571 149:-1.422512911642056 150:-0.8511465403253538 151:-2.311122933729483 152:6.304731123970171 153:2.254781812971408 154:-3.576330857385705 155:-9.341627333928711 156:-6.734512876185075 157:7.552350633847401 158:-1.947075545514201 159:-1.911043080618003 160:3.726120724382524 161:2.433577151328595 162:6.517445029286978 163:-9.148938440589495 164:1.63168610542618 165:9.452444527751393 166:2.120197549664196 167:-4.400746670180769 168:-6.826369269209758 169:3.211106468217152 170:-1.849660316043998 171:-9.361111792490597 172:-7.049370978391809 173:-6.539126515890405 174:6.53601379585362 175:-1.263254190452469 176:-2.282807301610513 177:7.301309991451266 178:-2.213791171061958 179:-2.774604556063687 180:-2.830954734690772 181:1.404844372987538 182:5.785171140183119 183:5.463079963647275 184:-1.484008786020715 185:2.348452394932915 186:-3.991161558439981 187:-3.945175926871021 188:-2.062206397952671 189:11.46550418165941 190:7.748762456703763 191:-10.14684814560372 192:-1.522419980719366 193:5.138621611424676 194:-8.007840582747916 195:0.4002259690336989 196:-7.70894678289813 197:-9.602324813853949 198:-9.724481242670482 199:-3.270227644907985 200:-9.483620241395201
+-1 1:3.23118940944837 2:4.627007492848194 3:7.802329453742831 4:9.247558771445798 5:-8.040838686096373 6:1.099444499157849 7:-2.563503227977042 8:-1.891098746558872 9:-7.006957493015872 10:-5.746673502928148 11:6.337899912639707 12:-5.447002980931256 13:-7.431391300753933 14:-4.598573977374618 15:-6.642087485377597 16:5.447307333019312 17:-4.340320091073147 18:4.312516784148566 19:-0.6877915626920514 20:-1.752212723289754 21:-1.24682281048511 22:-8.44495051211215 23:-11.03514576706733 24:-1.293248449353086 25:-2.257523664862354 26:4.72398556013027 27:9.873874446186159 28:-0.1090774049773483 29:-6.576668507911817 30:8.001951886799922 31:-1.351126513411529 32:-2.473220013594888 33:-10.56986081136747 34:4.008222552626228 35:-6.007847324332335 36:-0.3115541921151164 37:3.89025011486869 38:2.784797791030354 39:2.576144462903189 40:-11.05881588068631 41:-3.289084092637476 42:3.280176459550048 43:-7.712342236821099 44:8.118252055834137 45:9.08698417124614 46:-3.655191870651446 47:6.119275235518218 48:-8.079401499258262 49:-1.88762156592004 50:2.88354428307496 51:-8.439492344460424 52:6.335288416734495 53:6.835375870980474 54:-6.62880018480204 55:10.44019788267331 56:4.518806970560297 57:-3.37655147649828 58:5.476682113678149 59:3.4332305052404 60:-1.25788747878575 61:5.313765399865353 62:-0.4222719990386081 63:-2.901243095109047 64:-1.86670599176213 65:-3.606782993387246 66:-5.393856280530027 67:-7.546230647301852 68:-9.2252143157795 69:10.17277332899636 70:10.28342345727466 71:8.097317938538936 72:8.661569718340187 73:0.7474901595740845 74:7.837555426741725 75:-0.3362604818902317 76:3.91303949564259 77:-3.081105386186083 78:-0.2313124477862978 79:5.503075521254528 80:10.85138242649147 81:-1.503117935465478 82:1.206516456632293 83:-6.936483998498991 84:-2.498285541276608 85:1.674177490164559 86:7.013205246692488 87:1.376198201369941 88:-4.016391327131442 89:-4.975863476577461 90:-0.06845550466091488 91:-5.989201474002001 92:-7.195997020910982 93:-0.3135375550266917 94:-2.870319879597593 95:-4.22582310185628 96:4.170106968313812 97:6.502449584377786 98:-9.301275529807588 99:-3.846124550273569 100:-3.389458070799916 101:4.690932236750989 102:4.42492193951472 103:-1.003185741000979 104:-2.802543600044833 105:-5.516111172057959 106:-2.41860401633153 107:2.668976635607401 108:-0.7490338266311477 109:-2.101864072370157 110:-0.4478379259485175 111:5.822484142163299 112:7.703619264801698 113:10.70471910617617 114:2.893265909308753 115:7.287044348322698 116:8.114977013618571 117:-9.048919429576829 118:0.6539282299688283 119:7.64424349792052 120:-0.6378824337208635 121:1.641971918650106 122:-2.662490593119353 123:3.439130554900261 124:9.59351361517254 125:3.364230124649943 126:1.420210448539303 127:5.312571138878059 128:11.73180188344961 129:5.277881752501044 130:1.182146946927983 131:0.1162714134585045 132:-2.35179792232507 133:0.9699495526799184 134:1.915807257958965 135:10.91049135032137 136:-5.882340560062274 137:-5.231954637714091 138:-2.200784187414793 139:-4.435884910320858 140:-0.479799732631748 141:-4.198366602731634 142:5.066060586752892 143:-5.036873790433001 144:-2.989970564123035 145:-0.6665948348560483 146:-6.873793689730937 147:7.789399593748377 148:-1.301989343486061 149:4.918748739601186 150:7.516999639187379 151:8.03840095268343 152:-10.66368207853646 153:-4.249306447215046 154:3.452520015848601 155:5.526276338456193 156:2.017933568756564 157:-4.42290183827221 158:1.939821426225828 159:3.512928101449064 160:8.404433237439331 161:-3.548427779690352 162:-3.502919990575968 163:-6.400780134658532 164:6.24725687095505 165:7.256186345761202 166:6.173902697633478 167:5.968511574136896 168:1.644759448267292 169:-5.300548536735922 170:4.316860776229767 171:1.326805198298338 172:-2.738703954992504 173:2.599980407399747 174:-8.139229397805984 175:1.453043155027869 176:4.612385662243053 177:4.642525899592401 178:1.031645193361804 179:-4.160825743853051 180:-2.147870060690073 181:0.09340714127913963 182:6.044226003399045 183:3.633732099969726 184:-6.862268587099804 185:-6.482834254157348 186:-5.78239984568964 187:-4.659408414435967 188:3.274545592873895 189:-8.993893859178998 190:4.075288728729282 191:0.392763664423905 192:8.44845504588533 193:10.12314567319041 194:7.410954291643033 195:2.277645777219961 196:5.712681140486864 197:9.698890886323477 198:0.8708857676067079 199:2.868523046381939 200:-0.6661797842545973
+-1 1:3.169088069130545 2:2.719581468278938 3:7.398987200466934 4:10.40836857751023 5:-5.709933123093343 6:-0.5807006160754267 7:-4.05688877823042 8:-3.272633976379856 9:-7.416738901720771 10:-6.620078217841647 11:6.99142297111514 12:-4.391664652269102 13:-7.40297457472312 14:-5.530832056710305 15:-6.661098306033039 16:5.363059345824799 17:-4.552370059799841 18:5.090822260050702 19:-0.8245776762318059 20:-3.892623635909805 21:-2.566205608104031 22:-8.006101704272654 23:-10.73445072781334 24:-3.536877950836718 25:-2.220090868228927 26:4.239262518096083 27:10.77052821487823 28:-0.3236913919288302 29:-7.030544045559884 30:8.619806224595795 31:-1.963860202111774 32:-0.8306237150340542 33:-7.861556424749656 34:1.800587786666072 35:-5.210297294263258 36:-2.632198957908958 37:7.866402891894949 38:2.747399894919877 39:3.684068316996814 40:-8.917207278948908 41:-3.196807820364788 42:4.566901443519037 43:-5.412894557245722 44:9.637143305378718 45:7.950570291347872 46:-2.024345156177711 47:5.417970272894044 48:-6.967885242688923 49:-2.451835047074628 50:3.092999007868746 51:-7.699014974895472 52:6.937233680549163 53:7.724436777461525 54:-7.408269721790033 55:7.361042442897578 56:5.423665999676884 57:-2.82463664907569 58:6.882221600596302 59:1.775936367971603 60:-4.313160084201727 61:7.697532997718179 62:-1.826741269983085 63:-3.057455216080479 64:-2.191127656512639 65:-1.910612521061665 66:-6.637800084125368 67:-9.131562244194001 68:-8.106105158617806 69:8.169714660403205 70:7.286797531265578 71:8.85554258657182 72:7.654912549495279 73:0.1720345939636067 74:7.064985335986564 75:-1.280065486741393 76:4.596934612043042 77:-2.946572496295216 78:-1.550519989531306 79:10.64142321230164 80:9.167291709946623 81:-0.430713747936202 82:1.804853141714292 83:-8.04473080325721 84:-1.620590807187155 85:0.01353550045232332 86:7.018478161148379 87:2.982995306764731 88:-3.955108750960506 89:-4.628987738755251 90:1.294846907696689 91:-7.341069037449889 92:-4.275000017877464 93:1.330908354029591 94:-2.103922273866661 95:-2.932489561266336 96:3.06557703937221 97:6.936700828739375 98:-10.01641501225781 99:-4.432035320377337 100:-3.871790946596199 101:4.119045555432084 102:3.588171602959217 103:-1.07221238474747 104:-2.06872944720722 105:-6.493228626225405 106:-1.705059808590607 107:2.256595513534781 108:1.023118879128111 109:-3.818356148887092 110:-1.818392345537643 111:6.492906698031155 112:7.48229724005298 113:9.007148580832736 114:2.721932603562708 115:9.129771126542249 116:9.070145269727293 117:-8.216376278775664 118:2.878226040706639 119:6.890779433034988 120:0.6467200367421199 121:1.861236065510612 122:-5.137953189164247 123:4.820782987200184 124:8.381868624905202 125:3.398197150063512 126:0.5860066707673357 127:9.289751240658092 128:9.79018670589217 129:4.028396876451048 130:0.1849106922353128 131:-0.3641374086871529 132:-2.346802583000168 133:-0.9935991116155418 134:1.875210220812728 135:8.985611629220436 136:-7.646190168593004 137:-4.50438653765522 138:-3.073663784460315 139:-2.853768112470794 140:-0.1047430710196281 141:-3.367314360079663 142:4.578265945559591 143:-4.047339473894803 144:-3.573977355116333 145:-0.7974504301583276 146:-5.656917899627812 147:9.217652593457526 148:-3.582373624543313 149:4.817699739225821 150:5.437907281878649 151:6.437997381487599 152:-10.3748534092896 153:-3.124751185892142 154:4.109988689085191 155:5.990398821470658 156:1.761764289210936 157:-5.445501992595572 158:2.624450693426371 159:4.196898198161501 160:8.221944856985328 161:-4.524008148856674 162:-2.439186525069097 163:-6.404332331068461 164:8.655007482373142 165:4.761232629616165 166:4.930962120694262 167:8.186623983900905 168:0.9162310867668665 169:-7.150079257451469 170:2.843151621132439 171:3.739023782248392 172:0.04257969218352464 173:5.908503850643379 174:-5.906104704948826 175:2.341909255493717 176:6.547205030384902 177:7.782191337850303 178:1.813197041866258 179:-4.186526177771814 180:0.2988478908518246 181:0.5645019317954312 182:6.280448551953112 183:3.243375268389808 184:-5.126855594271217 185:-7.357913496453739 186:-3.990622299343583 187:-1.944673216218013 188:5.069179850166114 189:-10.60587628933384 190:4.004947524817051 191:-1.245551045047365 192:7.029679634991629 193:11.49597883073853 194:7.758583330614647 195:2.720900385007518 196:4.64342959505077 197:8.799918501650025 198:0.409422423623176 199:1.417549403399419 200:-2.73749055274624
+-1 1:3.27643524019985 2:5.803957135625335 3:8.535740026955397 4:9.94591508460622 5:-8.309966431827359 6:-0.02322856123642025 7:-3.045777284034608 8:-3.277498579704218 9:-6.075568883234165 10:-7.412241723983661 11:6.997384810874863 12:-6.723637873287485 13:-5.75754023523297 14:-3.525372101277342 15:-8.372731614882717 16:5.755820287865536 17:-5.151143189104549 18:6.5172890430516 19:-1.6067751879709 20:-1.249027575842059 21:-2.080721570159902 22:-6.150779659693765 23:-10.19456217924271 24:-4.129648020627334 25:-2.179503704428481 26:3.769636424680497 27:7.367528221572917 28:-0.2423839824867643 29:-10.62755074430682 30:9.132933904756891 31:-1.510044962798963 32:-1.630459690922232 33:-9.360431202804115 34:3.736267624657087 35:-6.159477641192994 36:-2.260960105559816 37:5.614820363799242 38:5.17304576990554 39:4.23184548699498 40:-7.324171315778536 41:-1.044046195346005 42:3.470624514020564 43:-6.667749331161108 44:8.484091249931884 45:7.880998143836068 46:-2.845905283207061 47:7.308376030711377 48:-7.830940527228688 49:-2.833872343515276 50:0.6937318705808837 51:-5.00099662922678 52:5.95364082117961 53:5.317980140199588 54:-6.572041658476492 55:7.702948726998024 56:4.309150599853732 57:-1.366609934343536 58:7.197751022463693 59:3.578497833694999 60:-2.789533341813244 61:6.615437198908434 62:-0.7878296986963362 63:-3.065314081540499 64:-2.87286852922521 65:-3.610076031508853 66:-3.416811162339003 67:-9.742081583745021 68:-8.325689037317705 69:8.947768802622976 70:7.879891504302988 71:9.815801766095909 72:8.690415351522162 73:1.119689714328275 74:7.170066874152522 75:-1.055025870260367 76:6.40943190035728 77:-2.459761369017544 78:-1.801093468972623 79:7.113522632977236 80:9.65115884266608 81:-1.577503159568851 82:2.809636235277744 83:-8.023783936897427 84:-1.624624606432462 85:1.872770806824183 86:8.36962275549639 87:3.057520976054175 88:-4.701611888279187 89:-4.372811105466421 90:0.3519894969570304 91:-4.482175369379442 92:-4.123198856999771 93:1.663043526379254 94:-2.743950068343131 95:-4.303384143849011 96:3.910481360425053 97:7.54128963480501 98:-10.20201215864324 99:-4.013767036986991 100:-4.187559810027284 101:3.481844784868049 102:4.166789677927373 103:1.663943031628741 104:-0.7339737627292702 105:-6.777010877802373 106:-2.107011199411383 107:2.250689057287112 108:-0.5145951531621891 109:-2.475760066297969 110:-1.393694714094009 111:6.182880280044918 112:8.346421164777334 113:7.398908880987697 114:2.006120243724555 115:8.077348430565223 116:7.942429814926512 117:-9.668151680361751 118:1.97622233374301 119:9.493614027892624 120:0.6215403664542785 121:2.901161622591944 122:-2.605581403146197 123:3.439857864176124 124:9.797471344775975 125:2.864714029638088 126:0.573670887963307 127:5.901213010063644 128:10.09275693251521 129:5.786070827572054 130:1.000084093067165 131:0.3984859803930598 132:-1.47489307995366 133:-2.435039619545316 134:2.811658828352871 135:8.478314491354224 136:-7.315701713358546 137:-5.168061438198301 138:-4.719295255479579 139:-2.705776098200423 140:0.1816225512207279 141:-1.610460535280898 142:5.397585011887087 143:-3.339985157279236 144:-4.00742458477154 145:1.7040899344017 146:-5.833469909895583 147:7.583415484160418 148:-4.001189926544162 149:4.930383689045116 150:6.504705021621807 151:7.716131398575688 152:-10.67208548052667 153:-2.81863983548555 154:3.99285669030589 155:4.830423047621359 156:1.696433787744178 157:-4.023734865605864 158:1.784379851233052 159:5.174204443350359 160:7.946766987240431 161:-5.058055485184037 162:-2.367663522121775 163:-6.92215176631982 164:6.998323350784897 165:4.470077987538458 166:6.398890152864454 167:7.077983369115386 168:1.160267562400386 169:-7.224763667078916 170:4.035703950002924 171:0.8156951249728206 172:-1.973464134440013 173:1.602610480774166 174:-9.185708387162428 175:2.377031156712186 176:4.24851058395777 177:5.520476793470163 178:1.236160617023778 179:-2.1437814911749 180:-1.751688729552887 181:0.04647519748399531 182:5.62360846703351 183:2.829202407879897 184:-5.122498213430827 185:-7.166916316985053 186:-3.589949929314945 187:-2.761391553625969 188:4.597190242292464 189:-8.582988154955697 190:1.332256872427859 191:0.05948062859741288 192:7.445187015079786 193:9.679653865183537 194:8.530983883861929 195:0.7787357606547336 196:3.096716148722995 197:8.364883686493021 198:1.250173414896339 199:1.481291050689102 200:-1.719319711851976
+-1 1:3.214147062267055 2:4.680630633109758 3:8.269775236546053 4:11.27453933572446 5:-8.09921554999608 6:-1.505261889215601 7:-4.060960359327734 8:-2.407208831264382 9:-4.430885914115533 10:-4.45650765519442 11:8.102901833313124 12:-7.282901331148012 13:-8.379497580610758 14:-6.0110597605489 15:-8.698951347122909 16:4.763033575240777 17:-3.105781958043754 18:6.514032425991929 19:0.8730664172535472 20:-1.923045028225779 21:-1.899874655423865 22:-8.883741430015377 23:-9.759330374009405 24:-5.605175884601644 25:-1.840748184992791 26:4.290140588747891 27:8.674242220351738 28:-1.782635686897508 29:-7.961838054331516 30:7.165360323063727 31:-0.9572841628702699 32:-1.522754205254744 33:-8.454534566752267 34:1.555286316380979 35:-2.520982804812493 36:-2.226966546810924 37:7.04040861818508 38:4.281170123411885 39:4.17556974703929 40:-9.484516383516251 41:-2.047654108159231 42:4.581101042614871 43:-7.491871334882441 44:9.578389961064197 45:8.655860313426853 46:-0.5394176597817175 47:7.094808163218859 48:-8.378633590764448 49:-2.828161990295988 50:1.954719623058982 51:-7.945446216303377 52:4.869772748828802 53:5.474472282539689 54:-8.152586813606739 55:7.298124796799381 56:2.1160217011879 57:-2.191237102962527 58:7.279532689096728 59:2.099953763515459 60:-2.083972680490677 61:8.346499257310278 62:-0.1993557382558149 63:-3.0923725957435 64:-3.610715313744553 65:-3.376736758615086 66:-5.822974657656346 67:-6.250539305109856 68:-7.986319677472649 69:8.771281439362413 70:7.387456859545752 71:7.058449948599612 72:8.825966298643507 73:-0.8159784298677358 74:7.466826124464933 75:2.498738890545476 76:5.557972469295709 77:-0.9224551857795567 78:-2.014258166807325 79:7.773520506130707 80:7.771212279095256 81:-1.631667524773099 82:1.046816325554686 83:-7.868789553503926 84:-2.744286874693092 85:-0.2286664894358629 86:8.65439564123016 87:2.66416924401231 88:-4.984106141767163 89:-4.246311839738324 90:-0.43357483193232 91:-5.754920012843509 92:-4.779268275385757 93:0.08056276564967635 94:-1.217657156813605 95:-3.929032674372269 96:2.258153429322098 97:8.305452205332022 98:-11.11023304564762 99:-6.050476478037709 100:-3.663820744570051 101:5.070068138731803 102:3.677541571549494 103:1.945319339987289 104:-4.354136805847455 105:-5.725018173448658 106:-3.207862917147171 107:2.499567476025595 108:-0.8142341799455738 109:-1.222952437643779 110:-2.58442880367863 111:6.652953422262772 112:8.919334265140748 113:8.280796095292621 114:-0.5114667840362062 115:7.898178732797649 116:8.604926361798066 117:-9.65906766849721 118:1.15415441837045 119:9.554961577747374 120:0.02845572138271907 121:4.064454178996577 122:-4.798564247625879 123:3.299869271942005 124:8.229636978999714 125:4.164995737815607 126:0.2801869178088955 127:5.976875210639796 128:6.618939533143585 129:3.905483251207287 130:0.8978516798396514 131:-0.2395230361111939 132:-0.5186529617436887 133:-1.111919938636754 134:3.810060282587787 135:9.346706385404516 136:-6.33326512990338 137:-4.415547050890781 138:-2.899092910333331 139:-3.586864978825064 140:0.6990922971015396 141:-3.290924655846988 142:4.973849365599316 143:-3.591861594763138 144:-3.445439966224472 145:0.8161502776936952 146:-5.622363406612767 147:8.014983547313099 148:-3.689184829270994 149:5.220082616796765 150:4.538390799794822 151:5.426966128299637 152:-10.44551033125854 153:-2.551949404325531 154:2.581621902881253 155:5.808724508016687 156:2.045167567171793 157:-6.099702471014409 158:2.545422817253427 159:4.675343048214351 160:7.003220949615282 161:-2.985877968434565 162:-3.317242000537063 163:-6.643718663888454 164:8.352528601972008 165:6.165839248817634 166:6.449345486407204 167:7.817607847919131 168:1.29347850947486 169:-6.439141324323857 170:3.203604312964648 171:1.718899413241077 172:-1.015524495493815 173:5.138275697581056 174:-7.05164620754853 175:1.460155721448349 176:3.632674199175229 177:6.672669914464167 178:2.212525074720785 179:-3.109614493452688 180:1.322800724600386 181:-0.3275549170295496 182:5.913513265390356 183:2.866519996496928 184:-5.259656468023567 185:-7.012770156136749 186:-8.181165796066274 187:-3.521970929446624 188:3.066812795196421 189:-9.529943475378726 190:1.888511733679443 191:0.805759450767719 192:9.61050346063565 193:9.847229582518375 194:10.46607716134797 195:4.049746589877241 196:4.176379535867015 197:9.115437252380387 198:3.30950971987315 199:3.222529049725824 200:-1.541877956167552
+1 1:7.078510043242106 2:-3.785840823553521 3:-5.51892350592524 4:-3.009943954616228 5:3.437366387805551 6:9.602726656273822 7:-11.34900985013093 8:-6.033962124510399 9:6.159989930958696 10:5.901993278588297 11:-6.21409661800319 12:4.747936351755979 13:-8.702284559551755 14:-9.87920381562123 15:-5.010270062121037 16:3.307284299915311 17:7.446287687306215 18:3.230446512384719 19:-8.337771552932235 20:-1.738638188505214 21:-2.820702097615754 22:2.019799391011736 23:-8.312062920836821 24:8.325882301390024 25:-0.2895914474137561 26:2.801549498294472 27:-1.793489661028235 28:-2.329462786614568 29:5.77858903177164 30:5.949962313775304 31:5.688273497541518 32:4.869701580269043 33:7.894131125604464 34:5.28567750093667 35:7.736904778983278 36:3.764374154186411 37:4.819800585977556 38:3.646183568984101 39:-7.826648026585771 40:-3.024490332716201 41:-1.017154338571029 42:1.256174670552469 43:-1.501136507668204 44:-9.027826979496618 45:0.9040712389820693 46:6.278280939837027 47:-10.56000098026435 48:-4.119106105430864 49:-9.744287598623952 50:7.895060138621917 51:4.4757091392068 52:-4.18232422387509 53:6.196223017527114 54:-9.163871759301601 55:-2.322903169152919 56:-3.851442469986145 57:7.775395198853728 58:-8.114272998498874 59:-1.083605740926192 60:-5.888794452501482 61:7.651008512055345 62:-4.623400666990966 63:9.274391725525859 64:1.348351946369132 65:-0.487830140559427 66:-1.063408650087699 67:-6.204416368810961 68:6.643795267199472 69:8.280321157130883 70:-4.359498129996696 71:1.167378927471636 72:1.482187167993721 73:-0.8035285820695284 74:4.006698932064836 75:-4.233351590242393 76:0.2800170663479948 77:3.017263229420897 78:-8.682253802290971 79:2.08421016626049 80:6.780576907816746 81:-7.312724783360911 82:-2.608052405918252 83:3.231679362135549 84:5.596795455814416 85:7.616499935707036 86:6.131622645375756 87:-2.101327905757016 88:-8.766832261029904 89:-1.641560196504982 90:-7.282401266931079 91:-4.354151066901323 92:-7.555152468110357 93:7.812097036864843 94:-7.879629337339525 95:-5.525379917123718 96:-8.260899808042407 97:10.85297973453538 98:-9.255892893955751 99:-7.034538216801074 100:-1.784596111884806 101:4.711896339880107 102:-4.525225655529757 103:8.424417301645931 104:-5.324670473161378 105:-6.680229843355519 106:-7.831789035089149 107:1.317973800319291 108:-3.580163937336296 109:-11.25973045201939 110:4.372887207781354 111:10.26023581101194 112:7.109892038876605 113:7.849693143116246 114:-7.042353280723659 115:8.957188826963595 116:-8.280446692369168 117:-3.680744465178384 118:5.598633756469101 119:5.564419738947675 120:4.642349094538994 121:9.24637941229709 122:4.995379680991173 123:-6.616279437247941 124:-3.281613074115127 125:4.366607192791124 126:6.112477350087143 127:-6.905651964485675 128:-0.4429108020771635 129:4.5457504372448 130:5.723534241242983 131:-2.834821663952847 132:-2.191005269452135 133:12.60411492159839 134:-1.023115575160972 135:-4.062541175785213 136:8.453223557840335 137:-4.332440106818899 138:7.446000276160891 139:-8.529630125621924 140:0.546532675084627 141:-8.904723043645914 142:-7.667168100627881 143:5.6121583821222 144:3.774159734415858 145:-0.3228250946807174 146:-7.449654989600303 147:-1.855163254820101 148:-6.052243848542942 149:-0.7379019936040042 150:-1.876942443154084 151:-2.648903748578872 152:6.641356992920345 153:3.223781102677923 154:-3.411150483102492 155:-8.65110147879726 156:-8.439722217601085 157:6.43274941853397 158:-1.70147486490555 159:-2.980250686806146 160:1.082976832563802 161:3.77429518503185 162:6.959330239375442 163:-10.05091954310875 164:4.683140530814978 165:7.307635543128857 166:2.777454521972938 167:-4.148230873616475 168:-5.929869042602951 169:2.008338469009757 170:-3.084444674068955 171:-8.38035572124998 172:-6.345426909581676 173:-6.556285413209791 174:5.828139202506994 175:-2.87009704878528 176:-4.289174194151151 177:6.820233221057147 178:-2.141850558015266 179:-5.915481834196201 180:-1.194525283222818 181:3.817039359187992 182:5.511086550685275 183:5.081177748281139 184:-0.6984401992626701 185:0.7743256897738462 186:-5.724649494085334 187:-4.337816879996957 188:-0.7036202592096111 189:8.959515472535315 190:7.9770161338053 191:-10.01214591998092 192:-1.725530664687382 193:6.415148256083927 194:-7.131451550448642 195:0.3988593773016622 196:-8.979760254728804 197:-8.84240510186927 198:-7.596640495191088 199:-5.488979003812174 200:-5.855596772285605
+1 1:8.091165968124574 2:-4.213791592010859 3:-4.200056492792007 4:-3.633414880454796 5:5.827598964374609 6:8.119195242705509 7:-10.72429354233087 8:-5.397724894823874 9:6.747771630487459 10:5.38813590223264 11:-6.944393131709681 12:3.251510714778281 13:-9.078252600564019 14:-9.875027524249274 15:-6.164762358987288 16:2.799824693681899 17:2.946951010148401 18:1.863520984029101 19:-7.328455211384284 20:-2.675110201441043 21:-1.102321537161818 22:1.996714741415962 23:-8.922091025088086 24:10.16623441268447 25:0.2440053616863544 26:3.535921477430723 27:-1.204338253573789 28:0.4835439205177283 29:5.168759954249109 30:8.291508993365202 31:8.159174219389625 32:4.762462985621432 33:6.113581769707046 34:5.339602364765605 35:5.832383279007973 36:3.959384660074527 37:5.622070180200131 38:7.049822390505901 39:-6.269880003883575 40:-5.063470720081732 41:-0.5359508291509342 42:-0.03442187184610884 43:-1.521647297852279 44:-8.707862033156971 45:2.254265325290311 46:8.079300334991631 47:-10.25525800810778 48:-5.246778579767711 49:-9.282414866869376 50:8.551479128762752 51:3.057795599076265 52:0.1049947703620897 53:7.34117776821885 54:-8.249456438840662 55:-3.432861718465658 56:-1.842775270235162 57:8.852661167301543 58:-7.163804730978953 59:-2.214393493417538 60:-7.515152235018007 61:8.086367190114052 62:-6.288998918863475 63:9.061176378076812 64:0.7422131191280503 65:1.189295157460463 66:-1.14907414091227 67:-7.515898675117897 68:7.775755339421316 69:8.103914703994505 70:-2.784160370608315 71:1.494693959575048 72:3.428212976868471 73:-0.4404616337385773 74:4.984710105320215 75:-4.821708735043889 76:3.343647742364957 77:1.458494855150878 78:-8.343480460727054 79:2.977371180179042 80:4.813991134087935 81:-5.072577810294028 82:-1.896867109562437 83:3.440597091528833 84:5.440135665506499 85:6.846267898545179 86:7.83138579126948 87:-2.679958301319796 88:-8.109756169975032 89:-1.6411121670663 90:-7.800540859774973 91:-3.218024900938528 92:-7.033534797729543 93:8.512328151338886 94:-7.12706820538321 95:-6.014530318231746 96:-7.246072679345825 97:8.277106640652782 98:-7.842921194312543 99:-6.940875911445461 100:-1.289059388757779 101:5.964568776592184 102:-4.423372892040089 103:7.227573902325148 104:-6.028072249098186 105:-4.2550606416762 106:-7.815325626137897 107:2.662805851757967 108:-3.066457544903757 109:-10.41329271276354 110:3.487077562048548 111:9.178796100304446 112:5.201536028363463 113:8.328954730746521 114:-7.953020497354505 115:10.0668021547972 116:-6.404271800236896 117:-4.347898912249547 118:3.174937495900601 119:1.271502775007476 120:2.526665978553343 121:7.716177014082756 122:3.298521088031253 123:-7.876704344033193 124:-2.590368589868856 125:5.676231952250549 126:8.619271839445373 127:-8.45340406063645 128:-2.340547291727027 129:6.088325272625103 130:6.58656219185399 131:-5.43874597951906 132:-1.90613757460927 133:10.89377324404382 134:-1.146895635163787 135:-3.915718952830773 136:7.035696357166014 137:-2.355176444696566 138:8.405679015393787 139:-8.684614536342734 140:-0.9464693940602509 141:-9.758511750219457 142:-7.681491949615232 143:6.337192528314652 144:1.999758799218405 145:0.430905070356902 146:-6.807612131762175 147:-2.719539128805589 148:-6.968236408110027 149:-0.9126945205653373 150:-1.251931859378111 151:-0.9758923924154033 152:6.173553925437075 153:1.758013682620331 154:-4.104996603463387 155:-6.699782045234768 156:-7.059008676443061 157:8.271341479796531 158:-2.915486082431682 159:-2.354092166620799 160:2.038672775423542 161:3.345933358915517 162:8.784521585987825 163:-8.737209530797934 164:4.660119141926277 165:7.778922572146435 166:2.575589212391022 167:-4.188506784451923 168:-5.501736817394709 169:3.86842917873887 170:-2.218565094305096 171:-10.73719550036355 172:-8.396116113344538 173:-6.831205969965232 174:8.985022562075827 175:-3.509506845153413 176:-7.199428131793832 177:7.269063194744293 178:-2.977216148853464 179:-3.407345261503 180:-3.630554637465317 181:3.418458504291239 182:6.403323492127885 183:5.507671675331904 184:-1.500341483838261 185:2.583961034090859 186:-4.83199009327741 187:-2.556016173784874 188:-0.3985405230098488 189:9.456268257058118 190:6.843020469808491 191:-8.104688851106067 192:-3.677666536508903 193:7.117018181928717 194:-5.630581950656696 195:2.750977831740459 196:-9.255077611805913 197:-8.765916915482356 198:-8.690921310103542 199:-3.816443396554154 200:-6.461960266337682
+1 1:9.628118196950631 2:-3.619570683188262 3:-4.367503202299821 4:-2.241106273177205 5:3.135919689145483 6:9.398722862479612 7:-11.47868460858979 8:-7.07312553831088 9:7.216221615814852 10:4.067343925733222 11:-8.325319188698023 12:4.574721372739443 13:-8.219842095048408 14:-10.42369584407943 15:-5.06969687438218 16:4.697072488090861 17:6.813712669119948 18:4.326543911915415 19:-7.560677062798339 20:-1.909952262501057 21:-2.105653215748564 22:4.17779809768859 23:-7.037358777571489 24:7.618056808798344 25:0.7128628853940776 26:4.476829954249231 27:0.5924482931623983 28:-2.497359869529748 29:6.831149186142578 30:7.261073976601805 31:7.146168455448196 32:3.265179970026601 33:6.567308220691689 34:7.931529731493928 35:7.240827417118331 36:4.693598152500529 37:6.745384721570142 38:5.748593837987332 39:-7.016154306076701 40:-3.993039614019649 41:0.2560213188916307 42:0.7813371370749307 43:-3.232618653206953 44:-7.407610327065493 45:4.303299144625279 46:4.875175403610565 47:-10.12985729732811 48:-4.01840286605834 49:-8.169844149545407 50:6.447391913358914 51:4.599365207575836 52:-3.413528192837571 53:7.105201476452305 54:-8.228082901859434 55:-1.908305725993447 56:-4.681357107493372 57:7.820732993227337 58:-9.137093818576819 59:-1.202937532249223 60:-6.852657703035627 61:7.282436782124287 62:-6.598467072528354 63:9.796529534139873 64:-0.1949612969610814 65:0.7698262104682758 66:-2.131803032856473 67:-6.633609849679796 68:6.851244890023096 69:8.82682895334449 70:-3.453028933418027 71:1.612248823220566 72:4.692031788888478 73:-0.2390985416218554 74:4.827730610926667 75:-3.953856632602767 76:3.454150838216456 77:1.712769772047828 78:-9.086010871297315 79:1.223512273158717 80:5.562710426617071 81:-4.693238395347988 82:-4.516720479288323 83:2.033650607653426 84:5.173678530556055 85:6.98494530785594 86:7.315384200231346 87:-2.229788267990569 88:-7.991038609052555 89:-0.7802471728826657 90:-7.149762940172571 91:-8.416866044957668 92:-7.468859190791614 93:7.856502895578116 94:-7.487784231785847 95:-5.96758202398188 96:-6.697788870387591 97:10.29351223593812 98:-8.519738879267699 99:-6.995241437160208 100:-0.9127800119504239 101:7.42920525568293 102:-3.404071041167039 103:5.796454319824018 104:-5.45474621887421 105:-4.96832585521814 106:-7.587082131110071 107:2.153082042928104 108:-3.336011810973261 109:-10.35035726953904 110:6.034392171422766 111:9.029428067092365 112:5.637600731814623 113:8.74475525150503 114:-6.759729890733493 115:6.957981917239758 116:-5.727399260522354 117:-3.304760729944483 118:4.977277211478842 119:1.012622815627813 120:5.187784725954677 121:9.120959981073462 122:2.525661009448105 123:-6.544147306986986 124:-2.224913040644 125:2.789489050727423 126:5.649160328524674 127:-9.274839818936805 128:-0.6901656207496069 129:3.942944332340725 130:3.966770680467891 131:-4.305277656370283 132:-2.119480051598852 133:11.59193214420754 134:-1.202019110096283 135:-4.290213280233538 136:6.676484683013033 137:-2.383453405755622 138:8.186991878325701 139:-9.052536705978486 140:-0.3284356299348001 141:-9.653318663913621 142:-8.348143784654296 143:7.672222565287993 144:2.105680170698584 145:0.5039298407331905 146:-5.701094536326718 147:-0.8941350404088296 148:-8.807308105360669 149:-1.212470094405913 150:1.623626554667681 151:-3.448724954962279 152:5.118253641414131 153:3.328178947081639 154:-4.023188226367039 155:-8.299187008747733 156:-6.529017118276371 157:7.972613863201497 158:-2.41718730804286 159:-2.117391961114018 160:2.621535487596065 161:3.838645020489997 162:6.841152374223792 163:-9.431173117613135 164:3.612857304116027 165:10.07776987414715 166:0.5667593170201646 167:-3.242689101211548 168:-6.372038764733288 169:1.83406998322216 170:-4.122283848168479 171:-9.820773372147714 172:-7.607811290402656 173:-7.088833809608782 174:7.61396773582967 175:-4.472772302740431 176:-5.277834292386567 177:5.350076853686511 178:-4.307398507026201 179:-3.826703135503255 180:-5.23556698153992 181:2.82029016197219 182:6.385304734988463 183:4.368950150084784 184:1.260105014129998 185:3.488435402137808 186:-3.700749232676367 187:-5.243518727126615 188:-0.7382017979666047 189:8.328177862137114 190:5.372317233507145 191:-9.713943899921285 192:-2.550293402675487 193:6.993140461152254 194:-6.565061770094889 195:0.379315596909938 196:-10.79975882417068 197:-11.65371689730484 198:-6.075144285742656 199:-5.499713787014427 200:-4.712677224865491
+1 1:9.770936194171748 2:-4.881529438366419 3:-4.138512531883205 4:-1.397662379006551 5:5.777829523646759 6:10.12733948495418 7:-8.555693572410735 8:-5.745487128032688 9:5.652976696835603 10:4.521325204521871 11:-6.677247633675487 12:4.155383710296425 13:-5.919227187256002 14:-9.160753126435116 15:-5.194923797173738 16:5.485313573436713 17:5.099515249748899 18:6.132127823986935 19:-6.315977102825148 20:-0.3085503568897097 21:-0.9099846155002933 22:2.965706537085871 23:-6.011890426366199 24:9.300895669345962 25:-1.241760042837985 26:3.20566432957658 27:0.9820366023228698 28:-1.184850418095287 29:5.183690454013419 30:7.222012896788699 31:6.864875708839664 32:5.0799712675827 33:8.000458493542784 34:5.243283071530888 35:7.947999112291719 36:4.512124047711882 37:6.339919199006755 38:6.37304276517379 39:-10.04366059980983 40:-4.219203534794383 41:-1.60503200182379 42:0.2022704529848388 43:-3.066374017977134 44:-7.608616099801607 45:0.6513067044894025 46:6.789235103687755 47:-9.191357268477171 48:-5.884487299184884 49:-7.571804721508657 50:7.358802003413188 51:1.906984826112833 52:-2.479451804847058 53:6.616686283828392 54:-8.056607263900256 55:-2.593365561491444 56:-4.136757687870263 57:9.007666870801627 58:-9.711749026729576 59:-1.853819780942914 60:-6.443316158539817 61:7.824554281072741 62:-6.842935412908058 63:8.685098939389801 64:0.9319170960518964 65:1.146014355614556 66:-1.988904927881641 67:-4.317403182032288 68:7.140156899875842 69:9.028565600416499 70:-5.12714885969687 71:0.6856478414262575 72:2.887434219978291 73:-0.5118569104159071 74:5.996963290204379 75:-3.33303477083181 76:2.178969783859511 77:0.2711812344772921 78:-9.33385956416533 79:1.823400090066499 80:6.59362359495992 81:-6.001602253871186 82:-2.422597759663748 83:1.376576668613014 84:7.187657050512829 85:7.670207410744616 86:6.377304679204045 87:-2.464950465591843 88:-6.064347948160149 89:-1.495477489206664 90:-6.081431118072426 91:-3.928313322824537 92:-7.123111840283322 93:8.19563191629881 94:-7.936994218985202 95:-2.836584254016062 96:-7.579160934259322 97:10.64752446789594 98:-8.225854945028303 99:-7.385851475715373 100:-1.838419122478806 101:5.5682455403713 102:-3.119410491079349 103:6.539037171372212 104:-6.249141295981239 105:-6.437431069088506 106:-7.736397410674419 107:2.413034872165147 108:-2.803645383638325 109:-9.985352197046559 110:5.249076935253311 111:9.326169085240462 112:6.965437467229182 113:8.196068875904102 114:-4.641970766642326 115:6.484657088493057 116:-8.217336264023359 117:-3.303859056725845 118:6.357293866521497 119:3.398939904924504 120:3.85948325283694 121:9.685211799632514 122:2.727435513422769 123:-8.13535510384934 124:-5.000440674228712 125:4.482271555747462 126:6.051107294368292 127:-8.907656212473343 128:0.003691049207710018 129:6.234039706907939 130:6.203054454664671 131:-4.491826616411283 132:-3.436552142493332 133:11.13548201405681 134:-0.8093591338484432 135:-4.360300121671688 136:8.627855220284975 137:-3.122896724881868 138:4.541963843623028 139:-8.830008152730217 140:1.603770123126002 141:-8.46743040803746 142:-6.028033220859154 143:7.746423444498926 144:3.584953412170996 145:0.7562476284483094 146:-6.553366318218796 147:-2.258222965404745 148:-6.961633180979354 149:-0.4142182477956569 150:-1.950609410577843 151:-4.230061282266226 152:6.121630724329799 153:4.058399664169163 154:-6.277640852373431 155:-8.183302591532392 156:-7.933749978123225 157:8.329269505040658 158:-3.130079220417106 159:-3.338203212776916 160:0.6077838847769701 161:4.605783777475295 162:7.512581727789565 163:-9.083860753635882 164:3.633516513573765 165:9.222917315733488 166:0.927231975481959 167:-5.139453035847613 168:-6.721122384786387 169:2.434661407462203 170:-1.810947838349592 171:-11.96699215558348 172:-9.558200030908383 173:-5.004539601486231 174:6.997161973881466 175:-5.384083230616445 176:-4.331068210776529 177:8.424211181220295 178:-3.402361945268039 179:-2.405053640905688 180:-1.277367000329143 181:2.039584503059247 182:7.037374509635153 183:5.521984785203167 184:-0.2218705292069762 185:3.570212373305352 186:-6.016194614966937 187:-3.202597654699247 188:-0.2451221079086736 189:9.628193640335896 190:8.248978606636006 191:-9.848002412374205 192:-1.945649367519553 193:5.048634989762391 194:-6.62601075568436 195:0.3732968223493019 196:-7.015509973833129 197:-7.293983893732214 198:-7.804311583623668 199:-4.879180351099089 200:-7.655631249142103
+1 1:7.25163537985435 2:-2.557693318174319 3:-3.914130586399893 4:-2.89456716670756 5:4.777529716097141 6:9.282344668054268 7:-9.307740870009832 8:-6.564519460089917 9:5.666202438610411 10:6.178017472644455 11:-9.698965531046943 12:3.343241823056201 13:-7.469119798361976 14:-9.444860426321487 15:-5.334868130313185 16:4.335432859013021 17:6.177393964573817 18:2.278905901687319 19:-7.548963124582337 20:-1.988380069557567 21:-1.875572921487884 22:1.797820270813207 23:-9.73920392396318 24:8.114183222843529 25:-0.4822620223327239 26:3.705879293416235 27:0.3867338835772119 28:-1.502097713009102 29:5.611704753303437 30:6.095637541484514 31:7.60855423263153 32:3.98333202291012 33:7.10294479536617 34:6.752554481439718 35:5.06731539072542 36:3.791243233798034 37:6.607950697781956 38:5.217855892050669 39:-7.355737952913813 40:-5.539160726196108 41:-0.9000190430922619 42:-0.00573305835062482 43:-1.873869521798437 44:-8.662555546646667 45:2.102045745439047 46:7.875273485283693 47:-11.72265013050641 48:-5.163295026707715 49:-7.798876816838092 50:8.046202886824778 51:5.732143028650172 52:-3.476260029646038 53:5.044468090512915 54:-8.743792770356206 55:-1.750283004734318 56:-1.986189263444871 57:7.902251189786815 58:-9.063305356141894 59:-1.936946776317357 60:-6.256000621908981 61:6.718418804323063 62:-5.378112171044036 63:9.609051357417247 64:0.2688037641554311 65:0.2373124130696501 66:-1.35731460854965 67:-6.221993891468529 68:7.83702683368902 69:9.007680461368309 70:-3.956106360335699 71:1.929330838789441 72:2.591465001553133 73:-0.9801823863082346 74:5.571277991243525 75:-3.504435168688023 76:2.124486731771279 77:1.966974068045571 78:-8.309400552502517 79:1.85744421471848 80:5.765444324427716 81:-3.775620353388809 82:-2.701640487922729 83:3.507857497904317 84:7.007504268950124 85:7.549223595066437 86:6.131246502844503 87:-2.680793834476014 88:-8.367305391277473 89:-2.031394676207331 90:-6.240851496017654 91:-5.82131085819027 92:-7.134567960969728 93:8.884700981810374 94:-7.356029081673665 95:-4.31136546150579 96:-6.562445470084631 97:10.4076865720834 98:-6.888209385416505 99:-6.032964326396359 100:-1.641890246436693 101:4.069324045810522 102:-3.554627796786536 103:6.202534350039835 104:-5.687836004081156 105:-5.313414202519999 106:-8.091310611408293 107:-0.5851501544843605 108:-2.929725652261151 109:-10.87670819876155 110:5.858373638557206 111:9.563103199308541 112:5.110902189609094 113:7.869817283373525 114:-5.490632461250645 115:9.412985607938085 116:-6.604571219697301 117:-2.897525562751238 118:5.135541432474366 119:4.259675670404486 120:1.932255729292849 121:8.111794780341917 122:4.862143843900133 123:-7.566511401620377 124:-3.071202930542795 125:4.255634534717321 126:5.790218852892917 127:-11.02657860190734 128:-0.02678443392723895 129:7.497785720430565 130:5.725611419933546 131:-4.164435506276913 132:-2.934965796067064 133:8.02794860329761 134:2.382692801672542 135:-4.099634896738822 136:7.868886699714395 137:-2.329814922737353 138:6.661528571562944 139:-7.717000287076278 140:-0.2598976682179923 141:-10.36093118156072 142:-6.436291701895741 143:7.025072666167588 144:2.285713535970357 145:0.8641582251474456 146:-5.319867664249216 147:-0.07651864734088054 148:-7.184492136088405 149:-0.4904754898497938 150:-1.433011594328535 151:-2.415887547585661 152:4.572684500458287 153:2.556054804981674 154:-5.908828001396433 155:-7.151199859001862 156:-6.508044163977371 157:8.090833839777527 158:-2.188538075449671 159:-4.983859241260679 160:2.312624952301657 161:4.051364902205751 162:9.200230020197962 163:-9.910132734310144 164:3.395077774102624 165:8.205719301384276 166:1.313013363308537 167:-3.837255943991271 168:-7.713113881853596 169:3.762865028053517 170:-4.134507269967342 171:-10.19945296065061 172:-6.935465744520112 173:-4.384451551213269 174:9.116548042157488 175:-3.160685613867064 176:-4.291881180943357 177:6.942568567407301 178:-3.652442628442794 179:-3.171776611743912 180:-4.429948149329719 181:1.726153115882738 182:7.009809482418442 183:5.524314828631848 184:0.1156127773997298 185:2.36032413970035 186:-4.405396333654044 187:-5.554771789756568 188:-0.912698274548539 189:9.872645762809974 190:5.985839754374442 191:-10.69538332913435 192:-4.524997723251876 193:8.116107114441728 194:-8.238419489649283 195:0.5363439242141139 196:-8.220094840757248 197:-8.788963004982781 198:-7.604665121035632 199:-4.480969166692191 200:-6.932796216283253
+-1 1:3.763195753765629 2:4.705600245339231 3:7.630622737235273 4:9.15695515963453 5:-7.138144011933947 6:-0.1015130181587852 7:-3.176969188002913 8:-3.71400667343375 9:-6.548261750424461 10:-6.996104442962817 11:6.893918222361101 12:-5.259563560603397 13:-7.815444741848516 14:-4.162343290593525 15:-6.311662297863881 16:4.820111769412288 17:-6.153634591950166 18:3.432612166203936 19:0.03315729793068595 20:-0.86179419449474 21:-1.415403408257477 22:-8.875302108828391 23:-10.228586173379 24:-4.044351942339363 25:-4.205744330770152 26:5.698269737179713 27:9.184452143517548 28:-0.1110994502267139 29:-9.307912724305039 30:6.315312391769989 31:-1.40453970490472 32:0.1467601719678528 33:-11.24569275156346 34:2.999240460135844 35:-3.355811343020554 36:-1.966248814122836 37:7.76733674798792 38:3.374634005729122 39:4.107541481806119 40:-9.340459668983726 41:-3.136129916497907 42:5.737959829267261 43:-7.408198961275243 44:10.53024449703495 45:8.680213707536176 46:-1.901805237112628 47:7.271362264682523 48:-6.792000018986856 49:-1.767338796032314 50:1.320425654953142 51:-8.535959479689323 52:6.759833552619301 53:7.557486089022307 54:-7.769194489889539 55:6.940700473727627 56:5.619085853602749 57:-2.389626928507634 58:8.836635736695241 59:3.318674623843138 60:-3.394351184176942 61:7.272537371697866 62:-0.3038644560775771 63:-2.185024313471626 64:-2.806005728678904 65:-2.953679700052174 66:-5.230979054740776 67:-10.15144115682958 68:-8.338763216671103 69:8.969612519696067 70:7.966274716124909 71:6.80737230208503 72:11.14497088649846 73:-1.043407013010965 74:7.92933105515108 75:0.150571952030955 76:6.22193013185732 77:-3.061022599134692 78:-2.569389553625638 79:6.526525832893969 80:7.516463867841686 81:-2.097360495799097 82:3.108378477129805 83:-8.621251929489935 84:-2.212535529421221 85:0.2187629374193751 86:6.700377639675676 87:2.700892785165108 88:-7.231429582957155 89:-4.525863862234442 90:0.8625027530051029 91:-4.460191176932281 92:-4.897950077635032 93:1.903051004477324 94:-2.810894784139495 95:-3.082301820003827 96:5.56447345731508 97:7.146291762263049 98:-11.01863947323389 99:-5.069354602038886 100:-3.236037094777278 101:5.681472398425549 102:3.735682164521761 103:-0.3028372743807848 104:-4.466202399448147 105:-6.807771737554972 106:-1.572400934756204 107:-0.3461965712346955 108:-1.019776804094861 109:-1.935015892756996 110:-0.5397087414305753 111:6.250925836290593 112:7.843129028846605 113:9.712993109884129 114:2.996164002088849 115:8.160843266837398 116:8.519927084621283 117:-10.74140145222145 118:1.186375815308455 119:8.403403442293024 120:2.907383996104004 121:0.3088279008079051 122:-3.446446083570959 123:1.96121394966795 124:10.77691425998259 125:2.82286491387831 126:-2.24801411449797 127:8.279793984979824 128:7.859272434184241 129:5.595480670978042 130:0.445120474430558 131:1.918619044053655 132:0.02928564479250095 133:-0.02737907400600204 134:2.38874273730239 135:7.917234698436904 136:-7.29620320612562 137:-3.667838434897097 138:-4.071136624933577 139:-4.750331146908767 140:-1.000048268330304 141:-1.027915924158229 142:5.254777148545776 143:-3.897091135011829 144:-4.598215610688286 145:-0.9434008433075405 146:-7.457689974143598 147:7.591389577373359 148:-2.254417809275385 149:4.836142378191443 150:6.390896368076075 151:7.299621761041692 152:-9.479418713011691 153:-3.664914909760742 154:1.530057335758506 155:5.002768377161864 156:1.96883016793607 157:-5.960754503361265 158:3.391330389968718 159:4.006364914634937 160:8.916956841021813 161:-3.82923659492914 162:-1.433991309650998 163:-6.498213464926157 164:9.970655934827679 165:5.242754662015341 166:5.660762988442678 167:5.00047964468463 168:1.907848129369082 169:-6.336686706790415 170:1.756156288073061 171:2.694797832785573 172:-0.9056668932124663 173:5.092172264874515 174:-6.415092819851258 175:2.441735345934198 176:3.966833836926801 177:7.208777483751507 178:3.817351321673891 179:-1.902409938996476 180:-0.7304418708691747 181:-1.131411532150279 182:5.337754735341933 183:2.746865062089755 184:-4.839795021080747 185:-6.385862106987561 186:-6.125684620446906 187:-0.237906407085319 188:3.166428254977425 189:-10.7425303674202 190:2.988816529029099 191:0.6021759099229725 192:9.267024623615109 193:10.52612776741822 194:7.609253179632086 195:3.568446018901337 196:5.433970981369883 197:10.43802917276578 198:1.539538475514486 199:3.28025959006433 200:-1.633099632962347
+-1 1:3.077794205639579 2:3.702737245410762 3:8.285476246191001 4:8.312186986687745 5:-8.36774184747086 6:-0.5097407593968205 7:-2.628578992016329 8:-2.195795176289263 9:-5.391746002157898 10:-4.851790992512194 11:7.918545990988524 12:-6.166814754843775 13:-6.353210577093833 14:-5.555491054112569 15:-7.661097690729683 16:3.396304745401851 17:-1.581070620732127 18:5.349442010312549 19:-0.1663501119922592 20:-4.67173368856613 21:-2.715823132314712 22:-8.156527975487514 23:-10.40410046652055 24:-4.085013737719823 25:-0.8153411272210287 26:4.184057713242974 27:8.065532317787024 28:0.4339735207473638 29:-8.223752935164887 30:8.253597135177408 31:-0.801815274992995 32:-3.713513155728488 33:-10.22866547927216 34:1.838803620465131 35:-5.169550945130704 36:-0.3530282060796022 37:6.497867586469007 38:3.713911380008518 39:2.561228733641099 40:-8.360270335130995 41:-3.425986239421003 42:2.917959215312805 43:-5.175053085853539 44:8.866159889213396 45:10.33496664963858 46:-3.020498869957539 47:6.9742185615618 48:-6.630274596962833 49:-2.225653425228336 50:0.6456801590048986 51:-7.20941264819996 52:4.100219654241076 53:6.510498460860668 54:-7.299005274562695 55:6.407077364027696 56:4.448193518355271 57:-2.78086319135798 58:6.368132103641529 59:2.709956223725991 60:-1.881235186357987 61:7.412552497007214 62:-0.1046935309782416 63:-1.229759696393899 64:-3.363774472192672 65:-3.076906009816401 66:-5.189310392341924 67:-8.459668588702124 68:-11.04401575045097 69:10.32833128335957 70:8.965875257866081 71:7.3150479669699 72:8.756802437812029 73:-0.06805040848234908 74:6.726287383455284 75:-1.232983359463092 76:5.015596173559975 77:-2.497898745028154 78:-4.087437981943538 79:7.669904030178432 80:9.186165362014219 81:-1.604216209122191 82:0.6702536027254096 83:-7.294141523381366 84:-0.5543699959779482 85:0.137752378544131 86:6.861459171372433 87:0.7834591056768292 88:-4.645083519326077 89:-4.383999898539992 90:0.8971467923345647 91:-4.916039202276845 92:-5.616693496544436 93:1.740949537905236 94:-2.718692537387611 95:-5.708693816829201 96:3.377716665148005 97:6.927551545616242 98:-11.25965015066017 99:-5.681716951664668 100:-3.080535711827282 101:3.468008573293937 102:3.187854489489788 103:-0.5313987572265257 104:-3.782356303118821 105:-4.915508401409101 106:-3.088829442528125 107:1.563480044384988 108:-0.07962353544590384 109:-1.878190766787687 110:-2.620709449589292 111:5.276493045518874 112:8.342302362508754 113:8.563846074074583 114:3.485626158243316 115:7.8069696688801 116:7.77573193820335 117:-8.643316295537637 118:1.336490489842451 119:9.486335940274524 120:0.4730027517422425 121:3.718083720374461 122:-4.529450096468069 123:0.8271813402521457 124:8.788450554472465 125:5.097352587389018 126:-0.3548583088198844 127:7.390277708870467 128:9.808082043505626 129:7.558516433011215 130:2.728505874519344 131:0.4376286282262722 132:-2.557539834201256 133:-1.204274241462501 134:3.412136749114473 135:10.29101317349907 136:-8.209510845940692 137:-3.95138219518326 138:-3.90533250874595 139:-3.548846317723239 140:-2.121103687920897 141:-2.73598410121611 142:4.654809584377089 143:-2.748790764785229 144:-4.753145677494492 145:-1.573722957904614 146:-6.247703995345148 147:8.308436757192025 148:-3.346559937037824 149:4.052348116923491 150:5.025194678795395 151:7.849184864407047 152:-10.70965828624775 153:-3.468439195716892 154:2.959502962035166 155:4.770398431409331 156:0.5112150181985786 157:-5.250893353079741 158:-0.2314666947650545 159:2.506493302782719 160:8.611263404566349 161:-3.522455553885727 162:-2.879736711320591 163:-7.082610631632425 164:9.890855923739529 165:6.03097177768133 166:4.828406906452624 167:7.958143574392318 168:1.16866984070759 169:-6.493169263530987 170:2.695550664376088 171:1.712472595888889 172:-1.187051167569011 173:5.347086861551968 174:-8.166018389874699 175:0.8624829662401248 176:2.535503113061063 177:5.868753292817116 178:1.915260141700845 179:-5.029055516845396 180:-1.154793344455403 181:-2.765815072363307 182:5.809907155567195 183:2.327292707501494 184:-6.025395050266804 185:-7.123976664918008 186:-8.054446347150252 187:-2.960954031844581 188:3.80363693899835 189:-8.230362857084085 190:2.650723463007751 191:-1.213951385403966 192:8.98754655350287 193:8.122209548437239 194:9.16549707856219 195:3.065314186930912 196:4.762650262470579 197:8.586777081842802 198:1.693341384384657 199:3.363116748302505 200:-1.909953423406593
+-1 1:3.5790459342972 2:3.753646409669747 3:5.657365069626693 4:9.704342288982946 5:-8.085375250682242 6:-0.9354293412191258 7:-2.813177118508979 8:-2.782667960179289 9:-6.354707576508146 10:-6.615959898507493 11:7.092177597360992 12:-6.508220621534258 13:-8.333933692760418 14:-5.755266528893266 15:-6.28111112758239 16:6.414208283383456 17:-3.770273103269582 18:4.521565549063647 19:0.2247106452133439 20:-2.926617506690806 21:-1.996655138851522 22:-10.18411354883503 23:-10.41936653109403 24:-3.656734114552737 25:-3.251506731642928 26:4.969476983138729 27:7.728611788942876 28:-0.3123033013303059 29:-6.763136022391515 30:6.387208676744462 31:0.1873696741832516 32:-1.670752506531245 33:-10.19544740719219 34:1.607541840166173 35:-6.015675849205371 36:-0.9483165115732768 37:7.374895782188685 38:4.43954682170994 39:2.99186773231959 40:-8.612519979128473 41:-1.79190010498245 42:3.650282228297939 43:-7.258433131518345 44:10.16949131370568 45:7.778169907002318 46:-3.252498574019752 47:7.599388891447825 48:-6.397276863860699 49:-2.644272319823146 50:1.203545121512506 51:-8.763629615481067 52:4.580601865024574 53:9.226064770735299 54:-7.528329578830084 55:7.260333374139046 56:4.88931728874791 57:-0.9347855085250969 58:6.480579235766695 59:1.72682007440261 60:-4.39926395159834 61:5.553024676383547 62:-1.038557841732342 63:-3.249041840085599 64:-2.039433923179545 65:-2.348561384787313 66:-4.600231322284155 67:-12.07434090173486 68:-7.458525697668377 69:8.37039772861106 70:8.004997141233856 71:8.678477545305906 72:10.94039227616729 73:0.1072759774548897 74:7.476480899887664 75:-1.451062404425507 76:5.582575231598632 77:-1.792942163096058 78:-1.121794212502535 79:6.431614735282869 80:7.553962337965427 81:-0.7533182117767941 82:1.573637092817202 83:-6.832170282113525 84:-1.098891522127168 85:0.3485822269037419 86:7.886261822641432 87:3.395540366769967 88:-4.117684582046326 89:-4.258899127820989 90:0.783897184197287 91:-3.97278995902425 92:-4.797817348267591 93:1.585169485999104 94:-3.148403973672865 95:-3.256121891897748 96:4.012704586947977 97:8.430595585998212 98:-9.786437099220784 99:-4.705991901865613 100:-4.370626851067195 101:3.086717547858354 102:4.126716314704463 103:1.872520971952509 104:-3.70965254999776 105:-6.115774522230812 106:-2.386528930111929 107:1.67956310341837 108:-0.02756464269497172 109:-2.417532976357922 110:-1.662484581034524 111:5.767995600262991 112:7.088201321508821 113:6.425117050188703 114:0.7688931947097082 115:9.25789062598837 116:9.795279449307341 117:-8.634933200592691 118:1.992499768967398 119:7.29299599080978 120:0.5901558880122615 121:2.250087715534351 122:-4.867252040006812 123:0.682857360253446 124:9.161493156466367 125:3.575136851859494 126:-0.3296072645216112 127:9.351020273705723 128:9.01362675387125 129:4.786406628029082 130:0.6762484660079133 131:-0.4960802404063733 132:-2.331840226700065 133:-1.865095516103983 134:2.321373844365383 135:6.510110834432195 136:-7.938656665317186 137:-4.894901489094979 138:-4.896392905189622 139:-3.616411377818753 140:-0.8338545025702101 141:-2.761012849380381 142:3.749311166272201 143:-2.446115112511408 144:-6.556237876056988 145:-1.189224659681221 146:-5.57037482180478 147:7.491696603461754 148:-5.159608549495292 149:5.65832022882983 150:4.766830099435843 151:7.253248577574547 152:-8.690287931006358 153:-3.121264821826487 154:5.323760720178868 155:6.721986020741617 156:2.324471175913537 157:-4.611561477302425 158:4.090406058763714 159:4.233371253199763 160:8.000319997670511 161:-4.29681389627406 162:-4.067113243223217 163:-6.635065662541916 164:8.257485704254199 165:4.781509460669966 166:6.297968312447681 167:6.290719602981139 168:-0.2396849350073149 169:-5.599121184083421 170:2.607656992699559 171:1.625846867379372 172:-0.3780233907318121 173:4.157931108388433 174:-7.728286449984548 175:0.7200561343469616 176:4.454629833039673 177:5.366029808741936 178:0.2898695581385073 179:-4.014623831248965 180:-1.036173591656118 181:-0.934757888885613 182:5.053653993907446 183:4.218862098703772 184:-6.138503538317902 185:-5.10832131285657 186:-6.23100526932303 187:-2.823996852545072 188:4.267892725668251 189:-11.58185127486825 190:2.773242546717807 191:0.445696919472058 192:8.260609023424458 193:10.88541671676119 194:8.009782917843417 195:2.898242556335054 196:4.429984837383682 197:8.552203711763516 198:3.077737849959988 199:0.1849600974494174 200:-1.116501495076242
+1 1:7.378419727692478 2:-2.930048239101283 3:-4.579168678536393 4:-3.061076492839244 5:4.461275003068272 6:10.49093567727015 7:-9.826682297783252 8:-7.765130063774043 9:8.034799475559325 10:6.259238017430146 11:-7.148714581101342 12:3.956779145073343 13:-6.325357449610517 14:-9.759381893485104 15:-4.35081713827608 16:3.712541364493303 17:4.963759258936781 18:0.9438156976515288 19:-6.499905983899658 20:-1.318263149243353 21:-1.755755600621522 22:1.083649840368534 23:-7.43642914119565 24:7.276244472967599 25:-0.03470577559368082 26:3.824423578351016 27:-0.4451914276182585 28:-0.790873160130511 29:5.13870685633115 30:7.843481523191828 31:4.371031891967123 32:5.806730866297011 33:6.017508827751779 34:6.554789875595156 35:7.863083468520916 36:3.706464932792622 37:5.917018007224572 38:4.925236615109277 39:-7.047941039183888 40:-4.558980916636813 41:-1.209002101835172 42:1.201247734264122 43:-1.026851359223151 44:-9.928515161578277 45:1.265897361593227 46:4.538715436846595 47:-10.26909152091531 48:-3.519286220333773 49:-7.52569571579966 50:7.17654005189813 51:4.948910468888288 52:-3.196484267193963 53:8.697700905222579 54:-9.156374841080513 55:-0.5770203840243946 56:-2.263901454160877 57:7.291008068481292 58:-9.728974656916169 59:-0.9899796668520598 60:-6.483589472240689 61:6.264660348649572 62:-4.944289377679183 63:8.254890519530104 64:0.6594537484692732 65:0.5205597049485102 66:-2.423893113088459 67:-5.469720538213254 68:8.033224885489771 69:9.035647462950367 70:-6.367100554934931 71:-0.8775446893913754 72:1.244650964913123 73:-2.812107930953593 74:2.456888996447835 75:-2.722311601165286 76:1.703639674595026 77:1.540233577447106 78:-9.704076569265101 79:0.6130824725571328 80:6.203773520266969 81:-5.499374386564226 82:-3.447421657687506 83:3.37201541144099 84:7.010289654871675 85:7.546283383517473 86:4.685572010513174 87:-0.7737227005390905 88:-7.633450573307289 89:-0.7018354162475046 90:-5.150551350299381 91:-5.169744945336676 92:-7.024343758465746 93:7.937782389068118 94:-7.224210207232542 95:-6.541848422827242 96:-7.128612878875985 97:9.547842143014492 98:-8.392348059236681 99:-7.306000313613921 100:-2.518414057136952 101:5.297948041263859 102:-5.34009815406944 103:6.180052119072524 104:-6.956225144817238 105:-4.087180027227198 106:-9.303007247959821 107:0.1712205909868323 108:-2.112711509449228 109:-8.922284785278356 110:5.172844713602717 111:7.404065230060228 112:6.897131154280634 113:7.562390890451522 114:-5.458194464541589 115:8.707666683379228 116:-6.650247556751474 117:-3.226909401669931 118:4.754247926467836 119:2.949332783128872 120:4.729790468498748 121:8.971156443773035 122:5.307821968494861 123:-7.091181962805524 124:-3.707847092397841 125:4.688084874577634 126:6.034735859790063 127:-7.51370558746145 128:-2.498178393327875 129:5.112762360948631 130:5.449829044905809 131:-3.513941744184798 132:-2.618768781559272 133:9.035800397905627 134:0.8890740133001357 135:-2.487605728393943 136:6.755020533832339 137:-5.498387680283416 138:7.075497928324594 139:-9.515269060740044 140:0.5346409775030985 141:-8.034958517452552 142:-8.241458170941703 143:8.170848366803131 144:3.365687075623395 145:1.377846008288101 146:-5.692853330778279 147:-1.20930343630317 148:-6.229476411822962 149:-2.635232653285826 150:0.05234148388071169 151:-3.618832991795564 152:6.900135678012969 153:3.294825038519139 154:-4.229439147015037 155:-9.167797540038714 156:-6.257490950314469 157:7.369006269449088 158:-1.860942275991534 159:-3.078419804088988 160:2.262007804356185 161:2.190570388576938 162:8.978385280795806 163:-10.65905875772122 164:1.195485511108988 165:9.903379986873036 166:3.201389684455187 167:-2.858525198674731 168:-4.641128470242765 169:4.880177582942437 170:-3.023508441716016 171:-10.92792154026607 172:-8.877033889721602 173:-4.884587723152729 174:8.251545768606622 175:-2.647294024180147 176:-4.51913313197251 177:7.62723658195153 178:-3.545957254376462 179:-4.553795488084156 180:-3.106925775656788 181:1.694964896824171 182:7.38841154054625 183:7.580721689167366 184:-1.513659112056233 185:2.461824624546304 186:-4.188978605847657 187:-4.766563783922949 188:-0.2648600744983498 189:8.543737298130345 190:6.595204083862249 191:-10.06556963279917 192:-4.022871853356744 193:6.823685865568376 194:-6.994592978579308 195:-0.2309126951521172 196:-4.824744589371874 197:-10.40772098137425 198:-7.048597584870245 199:-3.287632287294536 200:-7.359160867970346
+-1 1:2.968005050167258 2:3.021028709753507 3:6.616111929567238 4:10.52843627607351 5:-7.49849580039621 6:-0.5630459383983066 7:-3.907087483769967 8:-2.547004989077406 9:-6.394167020601381 10:-4.072249274787493 11:7.656960811999964 12:-6.234101994224104 13:-7.618768698123197 14:-2.611620583518073 15:-6.56333193567688 16:6.681995094071161 17:-3.228424645858463 18:5.3904959679152 19:0.4547593108053832 20:-1.697136182069783 21:-1.779171677575594 22:-7.746756947184533 23:-9.066272885473174 24:-3.29476907811912 25:-2.292633441165174 26:5.435319428638393 27:8.194087365366013 28:-0.2648875363409973 29:-8.804647101964212 30:8.285137696165513 31:-0.5757208886286594 32:-0.8737399277264533 33:-10.10513576036501 34:0.8142463328357321 35:-4.379259259778081 36:-1.30623100565708 37:4.965054640060281 38:3.318672739410193 39:3.184588084629538 40:-9.992038986439018 41:-2.830996429854967 42:2.600150866541014 43:-6.216801558566319 44:10.86901632333854 45:11.2977867651155 46:-2.170298375740451 47:6.846838346086099 48:-9.490385821825166 49:-3.60628702326812 50:2.338133173716026 51:-9.603181169053391 52:5.697356605823166 53:6.375144061056605 54:-8.261186091470677 55:8.01250490795969 56:3.243011403732081 57:-1.342884037262201 58:6.708880584430551 59:1.269444308526393 60:-4.090415483250161 61:6.157389833238096 62:0.7082524822925123 63:-3.175403152143475 64:-2.932467374373111 65:-2.446410308566946 66:-3.894838977670525 67:-9.80735910563139 68:-9.55473261790498 69:8.024834804768377 70:7.993131761806353 71:8.657459309738771 72:8.573789985692747 73:-1.853358722395332 74:6.489651640092249 75:-0.3597036051241581 76:5.544456141682702 77:-2.980185482971396 78:-1.116863576774827 79:7.354578858418005 80:10.50963968347397 81:-1.739206798338753 82:1.858133554089537 83:-8.510314926932317 84:-1.68864426487196 85:1.075860398244434 86:7.903535467907902 87:1.422386571241383 88:-4.784797822175339 89:-4.594571218791864 90:0.602758684124017 91:-5.681015088150896 92:-5.369352636490262 93:2.013998720187923 94:-2.661186840027168 95:-5.313267118275495 96:5.529291982708051 97:8.294563785086737 98:-10.31163148238226 99:-2.97561157798272 100:-3.739506865574159 101:3.33102004306402 102:3.017497673361606 103:0.9185571635170544 104:-2.818425763691449 105:-5.256653717439213 106:-2.600514014448173 107:0.8762538321684626 108:0.1797255930634475 109:-2.444560352661374 110:-2.496554989647843 111:7.33410586701214 112:8.14310794161581 113:8.022900526447494 114:2.7383504348084 115:7.34323323818125 116:6.983643238821132 117:-10.64981585680286 118:4.064703388695767 119:8.763754638668573 120:-0.8211455130359775 121:3.182071418738637 122:-4.9240087745708 123:3.047614513220856 124:9.218944922048545 125:5.81249922377434 126:1.458007182684126 127:9.787177591969069 128:9.667065716432685 129:6.9028999878678 130:1.606341648804849 131:0.1838870580859553 132:0.1726880452661523 133:-3.979812457216819 134:0.7528333608058302 135:8.11786405581892 136:-6.365245624220281 137:-2.450384935570332 138:-4.726401709853983 139:-3.324853794894005 140:-1.536091398562359 141:-3.138603188222972 142:4.379124078905753 143:-2.300776294654444 144:-4.806258094086107 145:-1.109647501754265 146:-5.699705965332834 147:7.792656559322702 148:-1.800216969799567 149:5.849473536490639 150:6.432514790981232 151:6.612081284509815 152:-9.097115356137897 153:-3.771833150388714 154:3.517572096562205 155:4.89736036578008 156:1.111081802397558 157:-7.34974146125003 158:2.555923464941818 159:5.242385318415299 160:9.919590535310849 161:-1.756391610980055 162:-2.433736101301248 163:-5.879540789678114 164:7.363348044274412 165:5.683449149931565 166:5.558769048065469 167:8.686822706722278 168:0.4708097675213844 169:-5.221223170708418 170:4.966175903752786 171:2.364590921921252 172:-0.7021303113396434 173:5.426860052056982 174:-6.722999588795004 175:0.5297857171463449 176:4.095209614800594 177:5.937560741943187 178:2.350476512851924 179:-3.261680706037359 180:-0.528587469138191 181:-0.02965568642875871 182:5.274404395087236 183:3.474900131735123 184:-4.952234095521645 185:-6.492072484778329 186:-6.073459287296618 187:-4.20101573386621 188:5.827696258417053 189:-9.693801700307446 190:2.315559766048721 191:2.779256159843519 192:8.309024522031191 193:9.536457124628882 194:9.667893813010679 195:4.191947700561107 196:8.252537525232755 197:9.369427323027569 198:1.760322522378929 199:1.888197169365282 200:-2.158152748726784
+-1 1:4.900479105030732 2:5.235146780338864 3:5.415745743360464 4:8.798421979491378 5:-6.347405587698632 6:-0.6680995390485502 7:-2.654935583418935 8:-2.582917809880045 9:-7.4677992086644 10:-2.893673770806035 11:5.807326204087567 12:-6.991897228216009 13:-6.815940566468652 14:-2.702269547499333 15:-6.742557074301417 16:5.454046973703037 17:-3.466479500714191 18:7.041413364145069 19:-0.5736487341064465 20:-2.586556453072921 21:-0.6153834287776968 22:-8.446887684886079 23:-10.59270759573229 24:-3.301288910407268 25:-1.504253881225685 26:4.902700711381432 27:7.828620357214996 28:0.8745800847517926 29:-9.316141057780538 30:7.656499094189877 31:-0.9068387519962937 32:-2.011266256979845 33:-9.595745146756318 34:2.825311754026381 35:-4.734540048365485 36:-3.157485054280633 37:6.296159576491214 38:5.087684330425419 39:3.454047651863245 40:-7.895556444518606 41:-2.782697574084688 42:4.609601977459545 43:-6.448848769401755 44:9.589672720747355 45:7.499268770304324 46:-1.83662942747084 47:6.132630354184623 48:-5.649469006871859 49:-5.579317980661365 50:2.693236282166676 51:-5.711932504209002 52:4.220855294932697 53:7.30944881478962 54:-7.056073164367898 55:7.18990107185804 56:3.922489599982742 57:-2.702019566587815 58:8.395623200378054 59:1.692174314639917 60:-3.818834617321413 61:4.852464347384862 62:-2.578688170692098 63:-3.443059754607479 64:-4.393937586009225 65:-3.372567684872507 66:-5.196527279864823 67:-9.115053299864741 68:-7.753584657809074 69:9.896815098054486 70:9.822433130135856 71:6.933157539239625 72:8.156321378747215 73:-1.849857384538594 74:8.152637904835453 75:-1.659746435067672 76:6.203374095096758 77:-3.210869128451024 78:-3.612797748906739 79:6.175048802279107 80:10.47082234394229 81:-1.821828978825436 82:1.798846842617704 83:-6.021676080612327 84:-3.020506067768645 85:0.9279413853263113 86:5.533918635999338 87:2.162768068438573 88:-6.74989276419275 89:-4.17002774267746 90:0.8043407045821916 91:-5.039972997957096 92:-5.095429794359364 93:2.286185766693754 94:-1.641384228501236 95:-2.188727929499314 96:3.298647745173667 97:7.41197533817574 98:-8.826373570265822 99:-5.261648189129001 100:-3.103524141010185 101:2.612296025077994 102:4.438924987205437 103:-0.1980222758758936 104:-1.930225353739224 105:-4.90547463585323 106:-0.8868200847772627 107:1.724321568074924 108:-1.059647643621697 109:-1.402489239404198 110:-1.284304570654553 111:7.114797222548746 112:8.07078387580952 113:8.357052960855766 114:2.308911234598274 115:7.458343477960412 116:7.883789573109241 117:-9.153679457565435 118:3.757621238468658 119:8.012241997798609 120:1.052967692205015 121:2.337484369290341 122:-2.308707590937884 123:1.6375849403258 124:10.44717603985178 125:4.460102069610359 126:-0.2718039366167296 127:8.622066623116966 128:8.389269517051897 129:6.638756474340588 130:1.525319424254746 131:-0.6588090443103073 132:-1.590431877224902 133:-2.244086728229112 134:2.239119415226384 135:8.799134112463623 136:-7.414844726033608 137:-5.046723312123186 138:-4.73215041195753 139:-4.668125287305251 140:-1.417025906230081 141:-3.861812441389395 142:5.977305993579955 143:-1.654701631438506 144:-2.838047944576887 145:0.6062864248420752 146:-5.963419235432698 147:7.177654175638473 148:-2.474077679090262 149:4.305893335384305 150:6.898038830536635 151:7.384677260046073 152:-10.35800273480782 153:-4.556848639720102 154:3.254763166158446 155:6.426978326928189 156:0.6134805947186863 157:-6.138766388582144 158:1.127750726271058 159:3.885953817912592 160:9.109816357946023 161:-3.420627741311433 162:-4.184568605159459 163:-6.452114041375103 164:9.878024236440789 165:6.327111334731347 166:4.820783426406369 167:6.329038650261671 168:0.1042111074712336 169:-7.10201028543509 170:3.734920951319126 171:1.451196046236454 172:0.7770503135902023 173:2.37058540363432 174:-9.535724302395449 175:2.849883769819775 176:4.123399646596252 177:7.251757867814152 178:3.225370431383087 179:-2.886946185324454 180:-1.896245511014595 181:-1.310205045659938 182:4.327937660436216 183:3.251669146574715 184:-6.63264034804738 185:-7.057754644430651 186:-4.077409193081039 187:-3.223566604542594 188:4.597568841113865 189:-10.55175468950769 190:1.361137041744228 191:1.595009414751676 192:8.376357071415358 193:7.998318157393792 194:7.75935959043093 195:2.813762042666593 196:5.443847978323191 197:8.339627350178176 198:1.565309874120139 199:3.175337928482545 200:-3.28235023948276
+-1 1:4.584278669583813 2:4.516555603742823 3:6.184907891028587 4:10.37092281720311 5:-8.772448153752693 6:-0.5433804691321791 7:-2.868009317018746 8:-2.649360661442409 9:-6.445541932819478 10:-5.205362908515946 11:8.1604706798881 12:-6.66828910304634 13:-8.00015651474264 14:-5.143990166218914 15:-7.729071232146772 16:3.965923908977174 17:-5.046705168392162 18:5.219213892169892 19:1.71058292321915 20:0.147145935917218 21:0.2199376676335991 22:-6.877267599853257 23:-9.383516547205046 24:-4.059565316100949 25:-1.048754197689117 26:4.414589266591227 27:8.961259524253903 28:-2.10475557232404 29:-8.393709138274707 30:9.687414196164012 31:1.07132944047924 32:-0.8134338797417613 33:-8.579837872379986 34:2.283072547110394 35:-5.172786055354189 36:-1.605737566325617 37:4.953537109009591 38:3.878429083558958 39:3.861447389004601 40:-7.455515210071498 41:-1.625668549473748 42:3.085465131247575 43:-8.814762654712791 44:8.518211729672261 45:8.620775289645552 46:-2.230609851729942 47:7.509720394895608 48:-7.274093805182916 49:-3.371090515936471 50:1.437366180065524 51:-6.629286497205306 52:4.350658525638932 53:5.399852704191296 54:-4.559672716275871 55:6.361959828997388 56:3.881744760339268 57:-2.498696772258046 58:7.159861048585623 59:2.458366849545896 60:-4.663323748093626 61:6.0369926605635 62:-2.370931332339406 63:-3.522952676871471 64:-3.448045055972366 65:-0.8849112699897017 66:-4.708579808904335 67:-11.63769303980452 68:-10.11070451524984 69:10.25909694673482 70:8.470309750139036 71:9.612453545252318 72:9.688369874292537 73:0.4788721691754564 74:7.550731190390193 75:-1.064067976537931 76:7.400359799531492 77:-2.432855347618247 78:-2.14766031046033 79:8.96423779868412 80:10.78667498081001 81:-2.419690883625393 82:0.5979580293285994 83:-7.374145780829124 84:-3.810576886638832 85:2.055095950389904 86:7.815651014761101 87:4.097975905825756 88:-3.456460897626679 89:-2.638959458923153 90:1.100383033189243 91:-5.813889456093672 92:-5.841055816512058 93:0.8569986454560543 94:-2.701745316413319 95:-2.940550851020826 96:6.751098656660502 97:5.358432960101664 98:-9.014311473267162 99:-2.522452815703607 100:-4.642022155166563 101:2.446231705139704 102:2.368815407030103 103:0.5200263194537811 104:-3.091643632914739 105:-5.670709101301859 106:-3.297989336051207 107:2.461087799464039 108:-1.457071121488185 109:-2.63443858807614 110:-2.073738477068603 111:3.990788845536588 112:8.755595324131619 113:10.03880319577282 114:3.186794837116098 115:9.131725501655909 116:9.203965676274263 117:-8.370033944932594 118:0.81755757616005 119:9.113829870950884 120:0.8520162608545727 121:2.361799908161899 122:-2.704823123483628 123:1.231391384068616 124:10.1083208128809 125:3.670422703902505 126:-0.6654006919333499 127:7.227029372229148 128:7.310170943824419 129:5.195104498036186 130:-0.5162409003833373 131:0.2941533252261452 132:-1.562503939891602 133:-2.374753013153046 134:2.070296083214363 135:9.374169933181047 136:-6.793712467426579 137:-3.495241598321283 138:-4.210911862691773 139:-5.084429985167893 140:-1.267788904926449 141:-2.500001738979743 142:5.123695969001416 143:-1.812436127289584 144:-4.076605851034272 145:0.2723245880786543 146:-6.252193407353561 147:8.222057150984734 148:-3.170850576019962 149:6.115793313183029 150:5.45193170281561 151:7.339040450105895 152:-8.776035875909143 153:-2.274563701931158 154:4.416545167715792 155:6.756677184715167 156:0.8836095470235467 157:-3.250803713509578 158:2.898896113929128 159:5.887301020428885 160:5.76707655506282 161:-4.332454834070354 162:-0.9961346057229736 163:-7.631072487291071 164:8.901102962344789 165:5.126721167209146 166:5.98705032572976 167:7.509718392702478 168:0.7297402124133842 169:-6.671020799102155 170:3.097541791547019 171:3.430166949867895 172:-1.237825558572984 173:4.024214952691256 174:-7.416419802430708 175:2.882766571541094 176:3.889282051189752 177:7.033603110404864 178:0.6450647761815578 179:-4.521994702464534 180:-1.297262423896189 181:-1.370489938816512 182:6.37760674450158 183:4.014242738136149 184:-5.29907827978801 185:-6.010654184686276 186:-6.860577489676237 187:-4.617178848937165 188:2.098016166990953 189:-9.370914992150377 190:2.613089137278336 191:0.3370245234397101 192:9.366173523650149 193:10.41033044405479 194:8.077872832211042 195:3.601263390964768 196:6.006520204124488 197:8.650523667402197 198:0.7516640254418945 199:0.9310880409911704 200:-2.980232598329654
+1 1:9.832629166441135 2:-3.806942188535045 3:-4.06780188663005 4:-3.153850525740097 5:3.221261050908976 6:8.548945445405778 7:-8.735732649467854 8:-6.446702750675216 9:7.735764350553696 10:5.311522075915012 11:-7.079802667799725 12:3.950762063042198 13:-7.337798098403043 14:-8.955279189238599 15:-3.880450117909266 16:5.015540770382669 17:6.393926805114732 18:2.321210117591797 19:-6.693102431785483 20:-0.4558720874708535 21:-4.293775834415756 22:1.084728465299151 23:-7.048173031276631 24:6.837353695924913 25:-0.3898683809954633 26:5.396335222853851 27:1.079067221384547 28:-3.331142207016329 29:3.846327797056926 30:8.143194412455438 31:5.937207058194929 32:4.584836890183486 33:4.716531841687905 34:5.703661099589264 35:6.863142405170248 36:5.512106482182046 37:6.556587243214046 38:5.952641444776948 39:-9.112450529314877 40:-4.314909340750436 41:-0.1222929069153611 42:-1.102999846360878 43:-1.354926061690801 44:-8.286406448916956 45:2.726215356126747 46:7.982916980408858 47:-8.753919308993151 48:-4.414068154023914 49:-7.974047821030344 50:8.198924141385802 51:4.578001299997387 52:-2.564085488221377 53:7.668592392977397 54:-8.497047967378037 55:-2.59926915058591 56:-3.478895492972648 57:7.606246316081469 58:-7.722791056272145 59:-0.6221917652454104 60:-7.496796388425025 61:8.057433083011773 62:-6.48538365439839 63:11.65631811032025 64:0.846904120025841 65:1.444696607667205 66:-3.035286764931387 67:-4.997904843478173 68:9.224600345695059 69:10.48303604650418 70:-6.54475027335268 71:0.1683931978669767 72:2.771696389758808 73:-1.494883360081499 74:5.706298146556224 75:-4.336477620256217 76:1.43347495037957 77:1.83042966884309 78:-9.672018152800057 79:2.454637717486199 80:8.087248568014335 81:-5.363276906387038 82:-3.069744469554082 83:1.890618671261002 84:6.4764319791767 85:7.425734139752816 86:8.677429801933803 87:-2.989527136767933 88:-7.193170508645028 89:-0.09603049671863206 90:-5.798740706386065 91:-5.485144996405609 92:-7.282299594884565 93:6.050225765434599 94:-7.332130893509171 95:-5.207973281830291 96:-6.441433749278179 97:10.99995714286083 98:-6.660838925949844 99:-8.53165349074229 100:-0.4507929877794028 101:3.851280410071693 102:-5.97893373042652 103:7.563191055742779 104:-5.190010319083489 105:-4.70501216063415 106:-8.844568825209743 107:1.746639681867658 108:-1.463901602553623 109:-9.840939519339727 110:6.31835499052888 111:9.609984406893302 112:6.385531244256792 113:8.036667395455408 114:-6.463023336625463 115:7.262516236809964 116:-6.41757880370005 117:-4.008134770785022 118:4.094623729763844 119:3.268850873532988 120:0.8138999937143274 121:7.29680578990172 122:4.894504206411616 123:-8.359153481275182 124:-4.133731388926216 125:4.240668487559634 126:6.344755446527993 127:-9.534680861593577 128:-0.6268094649351489 129:4.549169682004899 130:4.447826616039216 131:-3.958848213652972 132:-2.358646097845686 133:9.442714223056576 134:-1.363895407715856 135:-4.513017420049643 136:7.649106433083345 137:-3.184463214317696 138:5.666799172034729 139:-7.984951064495295 140:1.339492128351329 141:-10.14168999298312 142:-8.534986465505252 143:7.125091270297749 144:2.896452647888919 145:-0.6657589819581133 146:-6.372069089269089 147:-0.4855111417339677 148:-8.921860867053383 149:-0.8005702981360857 150:-3.1513843548247 151:-3.522903290983697 152:4.966058554552386 153:4.280816509239286 154:-3.687829292777561 155:-7.814544195200176 156:-5.997615621909882 157:5.555456092769627 158:-2.377130711975751 159:-1.239803735677018 160:2.339826419102939 161:5.446472866026823 162:6.68750674195141 163:-8.211531241465533 164:3.253326033661273 165:9.198094163809696 166:0.9990553824299709 167:-3.214061298167018 168:-4.89697381601107 169:0.9878742375269347 170:-1.629890249112671 171:-9.32940425102535 172:-10.20575423321008 173:-6.046711774050436 174:9.580539204712098 175:-2.703005928989155 176:-5.787758125439042 177:6.955687315680496 178:-1.551928127116425 179:-3.286390244718477 180:-4.140797663839715 181:1.322494193980928 182:5.9605381802022 183:4.698071564205427 184:-1.10449580341035 185:2.718777726191747 186:-5.542413864095247 187:-4.198830197229865 188:-0.220954534665962 189:10.02244127178921 190:6.42600306135282 191:-8.285339741144941 192:-3.038774964373186 193:7.993240496768037 194:-7.57554656759441 195:0.1029445701641207 196:-6.709122048393507 197:-8.402527581092784 198:-7.576408889657075 199:-3.785146683729852 200:-7.979703866426248
+1 1:9.819655804385782 2:-4.621804310603725 3:-2.569661239820634 4:-3.413815552948354 5:3.523230492462202 6:10.3839985734492 7:-9.111370281129346 8:-5.676065873756898 9:5.212297556844112 10:5.188703677342726 11:-6.184860994670498 12:3.973749400033233 13:-8.919279996901437 14:-11.39190051040871 15:-4.114006643066785 16:5.372705024969386 17:6.72071437624799 18:2.267863240428571 19:-7.07702425343133 20:-2.314110354831532 21:-1.767844410372 22:3.900117193799863 23:-6.082316001186761 24:5.916274197969638 25:0.1183704444289328 26:4.372080102820668 27:-0.6051654724523655 28:-3.501472221003755 29:5.308244308287358 30:6.398249468596523 31:6.310033265445342 32:4.864846271756382 33:7.605298722362527 34:7.087283628334119 35:5.083589477163926 36:5.149837452764346 37:4.932701244200683 38:5.618262695865365 39:-8.836983981327684 40:-3.598296211617686 41:-1.959905149128067 42:0.16535076005927 43:-2.993930812656873 44:-9.285496949435782 45:2.597098386793375 46:5.329086898131468 47:-10.2380391398113 48:-4.674806136061822 49:-9.600843938689964 50:7.052615975682134 51:4.162411865051344 52:-0.9999363801038212 53:7.249066928459269 54:-8.579567228114271 55:-2.637528628051166 56:-4.421490291935128 57:8.196380265058012 58:-8.664895560000469 59:-3.380074188907044 60:-5.683302337559454 61:7.917328577003254 62:-5.531170905283605 63:8.584540600759052 64:1.880551246121442 65:-0.1368377016631046 66:-0.3790900300429774 67:-4.545841385504481 68:6.008085550980132 69:7.819290335563938 70:-4.812323010244944 71:0.7307020940682918 72:2.947205664321261 73:-0.2390360517151264 74:6.177763618006874 75:-4.132671255336085 76:1.759063153275554 77:3.728385048391055 78:-9.768879866136743 79:0.8191278425973223 80:7.044371320493485 81:-7.522768340671508 82:-2.823149085415094 83:4.233195775780399 84:5.909570212914901 85:8.268484242158422 86:4.514223651567338 87:-4.124905053018678 88:-7.554862963794464 89:-0.08385383277887304 90:-6.91806413130373 91:-5.648991713949459 92:-8.068420542412273 93:8.013087568843378 94:-8.0968858526031 95:-6.503992878934272 96:-6.221359104817333 97:8.582531475286215 98:-8.726013593720063 99:-6.965350834112981 100:0.1451752695033812 101:4.108522084455746 102:-4.346892632042703 103:7.044565530286471 104:-6.32101955463457 105:-3.399262893918863 106:-9.436278648547692 107:2.409575110547598 108:-3.169409505965273 109:-9.221197672915601 110:5.314871919770244 111:8.780198714497867 112:6.329032525261673 113:6.223438360306214 114:-6.016634574505891 115:9.365242304770765 116:-6.649890484843229 117:-3.738851550918764 118:4.864630498959462 119:1.956927922902085 120:1.709606606110064 121:7.172994742036743 122:3.416929122312382 123:-8.540373651908604 124:-3.36116053007697 125:3.816783592444483 126:7.18036110612563 127:-10.05867211371779 128:-0.5480201567668339 129:6.38868616055701 130:6.584638008003774 131:-2.518260813454449 132:-0.7393373701745209 133:9.045738134397517 134:-0.4392890018987853 135:-4.167550607253756 136:7.304668658628636 137:-4.463991857057087 138:6.631847613265924 139:-8.659797716216101 140:-0.8282857166347752 141:-9.651245861648807 142:-5.747502058483143 143:5.960280162819683 144:3.71203908543741 145:0.7230658051454331 146:-7.885422664043533 147:-1.780157674008473 148:-7.310185768974206 149:-4.058569522433483 150:-3.441756843123135 151:-3.624616201140784 152:5.682715309146874 153:4.530552220941754 154:-4.186375335780151 155:-9.061026491515712 156:-6.216186773842225 157:6.240277581134457 158:-0.8670988200709856 159:-1.660367424992089 160:2.663761044206893 161:5.42252428582765 162:8.468974214417143 163:-6.545759652049045 164:1.303306883746677 165:8.770614610504644 166:2.304805591260851 167:-4.476436931390418 168:-6.414121806634207 169:3.627578989525814 170:-1.544042309100594 171:-10.11908741241453 172:-7.222169242264495 173:-6.184545247186137 174:8.317746498612035 175:-1.285305013055964 176:-4.353146293928013 177:8.344499263614836 178:-3.804543724733948 179:-3.663162380787621 180:-6.079224320625214 181:1.937985759821461 182:6.925538456478097 183:6.87461983115956 184:-1.341993612977658 185:1.348026635751419 186:-5.098543572751102 187:-4.431074178587082 188:-0.7553926578544956 189:8.83734446222531 190:8.306980420705637 191:-9.871403306691869 192:-0.9227813473455024 193:6.499689902776168 194:-5.810728958530846 195:0.2560980546601257 196:-7.70659849791383 197:-8.614898363124892 198:-9.170280391422168 199:-3.73323842594242 200:-7.643626675146779
+1 1:6.487861160436436 2:-4.162361695716731 3:-4.117744886324568 4:-3.873208549573688 5:4.373041153555206 6:10.85814178649535 7:-9.664453264192433 8:-5.796505723560301 9:7.50242598220547 10:5.762929125787349 11:-7.651388713473577 12:4.605622777929661 13:-7.434744740592582 14:-10.36365528856236 15:-5.63469689478587 16:4.353254803138204 17:5.636647544241625 18:3.570493841342198 19:-8.004925765624902 20:-0.9147907777479921 21:-3.402040788009122 22:2.184245723495381 23:-9.685177959916095 24:7.646115090767994 25:0.1135866586467093 26:3.257236913109987 27:1.006042685486071 28:-2.114882981579884 29:4.758891522784935 30:7.089314981821516 31:4.75935659532319 32:4.896909501761371 33:6.337384171429663 34:5.083098129338073 35:6.52335148168221 36:3.573712266189085 37:6.909735230674079 38:5.950152360652841 39:-6.675334928200842 40:-2.840730913604272 41:-1.60258443603313 42:-0.271448867456961 43:-1.178680964630229 44:-8.939813044224852 45:0.6831323027270151 46:6.494253057560899 47:-8.595260926441751 48:-3.423087596657041 49:-6.282890375919001 50:6.36213134793141 51:5.071993157539827 52:-2.67272383899726 53:7.480019750977564 54:-9.706893075244723 55:-3.621711375773557 56:-3.244983163797213 57:8.947687938955438 58:-8.077354315269648 59:-1.695781125605705 60:-5.783948294643709 61:8.908897231780568 62:-3.192806624054703 63:11.57831922615119 64:-0.02153348013933154 65:0.9780011032574369 66:-1.79236793446295 67:-4.867486401175385 68:7.544431649009337 69:8.832700292072316 70:-4.307942211730625 71:1.491157931141909 72:1.969816281915623 73:-1.080138849962907 74:2.64907620605291 75:-4.723386341345873 76:2.079170836357941 77:2.462455601315187 78:-10.49083471179899 79:-0.02641682412778357 80:6.969931636885292 81:-5.785577315218336 82:-3.814217086238479 83:3.253560536084693 84:5.8316343136955 85:6.394419360986962 86:5.92790873518715 87:-3.513427214957832 88:-6.965571605642625 89:-1.688051949139516 90:-6.115648536112468 91:-5.395244852108965 92:-7.04793937744116 93:8.723678838670789 94:-6.612330812359691 95:-4.971275283593829 96:-7.516498880703793 97:8.962415549953558 98:-6.663745508418045 99:-8.513423761885111 100:-1.690626857487086 101:5.427799168326557 102:-4.544642099406079 103:6.774703782726547 104:-7.187017447978246 105:-5.070152784905657 106:-7.178114530726988 107:2.594938526382721 108:-1.732472112374324 109:-8.031786321872634 110:4.354569609929034 111:10.17377710763632 112:6.329319658274757 113:8.677939484617186 114:-7.798450406558537 115:9.166205742022578 116:-8.265015811617946 117:-4.989832740991 118:4.992441707115587 119:2.331754582663717 120:2.278794162181446 121:8.188121272996481 122:2.976459207521127 123:-7.897573527131072 124:-3.055847395470069 125:3.492645128471468 126:6.350167208421129 127:-7.268725177997679 128:0.5678647282782356 129:4.259966715909702 130:6.119800408009897 131:-4.182240491369956 132:-1.495958134249754 133:9.932490024760877 134:0.3695259965911018 135:-3.416035736348701 136:6.238314208287632 137:-3.469933327151813 138:6.076658508836787 139:-9.324178869284793 140:1.613005983745166 141:-8.213761690700016 142:-8.695168494723182 143:5.438212244364538 144:3.520939877788436 145:0.3176800329425564 146:-6.969869924491066 147:-2.286957015802321 148:-7.546862883663869 149:-3.134554096406416 150:-2.807135485187095 151:-3.331464740024738 152:5.452265696912816 153:3.305950339531102 154:-3.948773679061059 155:-8.09767274813268 156:-7.1885409926919 157:9.130758870523634 158:-2.983299729533253 159:-2.622674261053648 160:2.821550364778477 161:2.843090295997381 162:7.723767016814849 163:-9.144098212609412 164:2.864535037300388 165:9.77847498508622 166:1.080183515841797 167:-3.336658642798508 168:-5.495757780940047 169:3.421208697294202 170:-1.817177965858319 171:-7.394241087375894 172:-8.375493548891388 173:-5.782614180811969 174:7.31007049614998 175:-2.153157006420797 176:-4.934843915178254 177:9.94120569634303 178:-3.327627739746631 179:-5.115616813490524 180:-2.530672370463106 181:2.455455732950279 182:6.649371684450823 183:4.810491624080188 184:-0.1105461013474638 185:1.480178375019842 186:-5.9106679604076 187:-3.953375092657375 188:-2.25516536024848 189:8.749347553941131 190:7.111814358264637 191:-10.08723859261039 192:-2.3720461427028 193:7.034698503793241 194:-8.050247152036533 195:0.7113570051382687 196:-8.48715864654981 197:-10.43472844547441 198:-8.124780644547283 199:-2.525177742341985 200:-6.198583546692246
+1 1:8.812823486760127 2:-3.549198924143954 3:-4.287104628560579 4:-3.874292570727923 5:2.487132838514585 6:10.59716711469194 7:-8.247799967577095 8:-6.142533115808034 9:7.699095466082066 10:4.528375535659966 11:-8.284777634261099 12:2.982370079625136 13:-7.917985188255249 14:-11.99447675336105 15:-4.460338678325318 16:4.501438476608788 17:4.804710292563064 18:3.702147280739692 19:-5.467853846262715 20:-1.462801308045783 21:-1.981798288919175 22:1.906755531114852 23:-8.078128595921724 24:7.150768995637877 25:2.01711305101008 26:3.756615813354538 27:-1.004791093618561 28:-3.820221609188886 29:5.964326325853693 30:7.195977913408622 31:6.152276737137888 32:4.169764514053996 33:4.995598342771528 34:7.552828460115941 35:6.226753617242017 36:3.49194105657522 37:7.208855962165353 38:3.871704626099518 39:-9.060924298161599 40:-5.345916535619173 41:-3.611625368663814 42:-2.106643012798586 43:-1.345383353891282 44:-8.624288641180083 45:4.401799886362311 46:6.213310072046774 47:-9.127113069967619 48:-4.963187794060733 49:-8.244024250690304 50:6.474070227841317 51:3.801622345365178 52:-2.557820791697924 53:6.257726237676936 54:-7.968076728983279 55:-1.671555553258225 56:-5.126541155716509 57:8.187574470644213 58:-8.484512587366956 59:-4.259288709652518 60:-5.034589460240608 61:7.842047274939651 62:-3.862104310101889 63:8.621083859882642 64:0.5014404573451587 65:0.2113162868172822 66:-2.430659642604824 67:-4.477274919352265 68:6.950164330360109 69:10.15864086388148 70:-3.804660196240215 71:0.2201704146386681 72:1.240659212991757 73:-3.191138398509793 74:4.495676136608929 75:-6.256477257271705 76:1.831285801448464 77:0.6398550760143433 78:-9.447146075676788 79:1.448376929821256 80:6.312451597961888 81:-5.495336493919796 82:-1.657598351049951 83:1.796236787099806 84:6.62314292422248 85:7.052963165293751 86:7.075564372206994 87:-2.91828515329864 88:-7.373542956436316 89:-0.355484136034358 90:-7.867050255793183 91:-5.588321190985971 92:-8.300999250891756 93:8.072722488873033 94:-6.887566860965884 95:-6.005800126446376 96:-7.956785780572132 97:9.759574025752741 98:-9.170078926260558 99:-6.680165034964003 100:-2.025183642412247 101:4.112666415520258 102:-4.920371492000698 103:8.544670251983028 104:-8.092103680131643 105:-4.469169516493912 106:-9.270748425394624 107:2.28043358574603 108:-5.283636596200171 109:-9.664024493681074 110:5.451228722558502 111:10.0007169468822 112:6.29797940694569 113:9.258237409130857 114:-6.483339630890338 115:8.281734827509579 116:-6.329535367430636 117:-4.436330450425893 118:4.944728056466557 119:2.216052623470798 120:1.920972927671357 121:6.589476660116359 122:4.522153699750094 123:-6.217560659690154 124:-2.934900660642459 125:4.01204055945372 126:8.405500550830629 127:-7.511989115350056 128:0.1524587009494613 129:5.980346753936398 130:7.519655900943633 131:-3.004770341476307 132:-2.696379894876868 133:8.177765472085538 134:-2.193462616578085 135:-3.50292404902653 136:6.137736939739798 137:-4.720622196346824 138:6.18906419240173 139:-9.215422061878709 140:0.07491177515461389 141:-8.875105825794414 142:-6.718516103538514 143:7.530423159620796 144:1.49303902093257 145:1.134268388769871 146:-6.056154665214246 147:-2.435211841403827 148:-8.355467585969418 149:-1.345716136498443 150:-0.6369205337542292 151:-1.701510291875155 152:3.778816793166158 153:3.281696756434254 154:-4.032303988132122 155:-10.42471023110224 156:-7.272348483169797 157:7.907124681789521 158:-1.372468306314321 159:-3.127394238959824 160:2.392922089774285 161:6.081451401763868 162:7.705287244218614 163:-9.694334950671307 164:2.560430408426805 165:7.937419064111881 166:-0.9968273364365152 167:-5.120263663377548 168:-6.90661173199363 169:4.417494624785527 170:-2.7865014878501 171:-9.67285055086116 172:-9.058691612334059 173:-6.011217276319747 174:9.863847977538761 175:-1.112508769479932 176:-7.377947862835097 177:5.886167165092558 178:-3.095511297930789 179:-2.93128541707891 180:-5.226630478909634 181:1.325727123627473 182:9.507985301967915 183:5.523921253481092 184:0.3706708851680176 185:0.5945482384017386 186:-3.86752137681038 187:-4.771300503134314 188:-2.061731259121425 189:8.00669936018727 190:5.961236129939625 191:-10.18827810251154 192:-2.786061174775188 193:6.855478273102942 194:-7.083190256607084 195:1.053889056965539 196:-8.43370347938105 197:-9.646557794944014 198:-8.783731387022103 199:-2.991399844691588 200:-5.796628313586893
+-1 1:4.5812758543986 2:6.353310138548924 3:5.267738400849736 4:9.490476301358122 5:-7.751779523029867 6:-0.7936046320096313 7:-2.604158280229368 8:-2.552226425031393 9:-5.14557832671935 10:-4.314645882244263 11:8.814498768412435 12:-6.56170069871296 13:-8.358318497140315 14:-4.729632491722713 15:-6.226616586580317 16:2.871960614761263 17:-6.305894701951472 18:4.419790071646716 19:-0.2262996303968264 20:-1.895629787853735 21:-2.427286718385006 22:-8.081702036583165 23:-9.687232178341599 24:-2.857720134911209 25:-1.648608488956895 26:5.006943598512148 27:6.742758378134056 28:0.1200717590700848 29:-7.911203156862377 30:9.980342232107718 31:-0.6583523669809055 32:-0.1593457358222776 33:-9.12608952065402 34:4.556925154192079 35:-3.758363116209136 36:-0.9722900000336154 37:8.221025513652611 38:6.309320715970378 39:3.447520346410104 40:-9.487953240380918 41:-0.9576939180290767 42:3.356374574364293 43:-5.972199304741539 44:8.321946627726865 45:7.918176035724637 46:-2.201358259974982 47:6.282820546031133 48:-8.353581310227197 49:-4.524182064005664 50:0.7355984543530578 51:-7.499495918098595 52:3.275358061262231 53:5.920621723870136 54:-6.593587949267302 55:7.050201781479432 56:4.516062807084186 57:-1.201440798907962 58:6.653972941560533 59:1.858593834116825 60:-3.309666100387131 61:6.560144142354105 62:-0.1522902566154598 63:-4.049712504361801 64:-3.753988538283977 65:-2.298445346242173 66:-6.772520479370209 67:-10.3526075514981 68:-6.886617200043591 69:6.881107901531523 70:7.402818581650418 71:8.492197591949882 72:8.969475712837738 73:0.6766351086015976 74:8.97391854450129 75:-0.3852298890324435 76:4.76783972444239 77:-2.646392463281041 78:-2.03002691101728 79:8.321688105099039 80:9.76791861449253 81:-2.137244708370106 82:1.27792371316116 83:-8.113691852694632 84:0.3933434924259935 85:0.1729188244763495 86:6.827520060987306 87:2.517183900615794 88:-4.901997039504131 89:-5.651870527229578 90:1.090220766478923 91:-5.16518244385996 92:-4.894658641806616 93:-0.1123992090649326 94:-1.834391696266047 95:-3.399134171954925 96:3.358628279153649 97:7.630920876901032 98:-10.67170598975574 99:-4.696686409879177 100:-3.946460285164454 101:2.700565262631136 102:4.742596662648538 103:3.2948271545289 104:-0.8076295070055393 105:-5.579279943831687 106:-2.711610170868196 107:1.744057743791085 108:1.583682411890142 109:-1.013679777246111 110:-1.12291818355635 111:5.116809090338761 112:7.715572391799918 113:9.541040257936753 114:2.216594574178169 115:6.200683604191761 116:8.1761376851679 117:-7.701079110347502 118:0.0580183285344984 119:9.004039516645628 120:0.6613240521249317 121:1.66650320198337 122:-3.810607630986459 123:3.551904470198723 124:10.27509171604485 125:3.880242359124396 126:-0.6956882912778678 127:8.201435732565173 128:7.744967467933725 129:4.56444273926889 130:0.600451346804597 131:0.05892849619493451 132:-1.945076232281637 133:-1.19010054480345 134:4.725260942245294 135:10.43138652902679 136:-6.407204483320683 137:-4.010672197834766 138:-4.551983430713775 139:-3.50686890694983 140:-3.153473053299945 141:-2.246965000225341 142:4.893159041535692 143:-2.133752823360061 144:-3.31968983855604 145:0.3659369190291909 146:-7.913266928368988 147:9.087511545335486 148:-3.427262680900027 149:3.72944300410397 150:5.536728247807066 151:6.837922397599265 152:-11.86014161780346 153:-3.05347901854051 154:4.237221105605148 155:7.21124808415477 156:1.853815816946493 157:-5.163622942619476 158:1.051484873153534 159:3.269193892308585 160:7.338144949805594 161:-4.998522116762948 162:-1.674376264045649 163:-6.326967093240948 164:5.525071223332892 165:6.72654276956442 166:8.390300904729253 167:6.688630069736876 168:1.804414105823266 169:-4.411273263063046 170:5.334683328965204 171:3.22948808544586 172:0.4219562994899793 173:2.074048602245088 174:-8.213819537237775 175:2.168425751774101 176:5.261310170233113 177:5.78453308895106 178:1.605437308759166 179:-4.624419466703538 180:-1.182925403670258 181:0.09609003871405719 182:5.091132880930946 183:3.398837570920178 184:-5.013688129950076 185:-6.725354941282686 186:-4.445598991869376 187:-5.052650814377741 188:2.507739799076053 189:-10.15794191843621 190:0.7190715631544422 191:0.1588868951266557 192:8.110479726789334 193:9.484130287363456 194:7.275931688191776 195:2.272442684267201 196:7.000040195756888 197:9.551510704193337 198:0.5386430995789826 199:0.9263165995703971 200:-0.8959653684060314
+1 1:6.712052800206568 2:-3.38503134088352 3:-6.332479534569619 4:-4.041918250731824 5:4.479564108120004 6:8.537241260703695 7:-10.30639231482407 8:-6.787095279045845 9:6.230399815544921 10:4.535309644090585 11:-7.499870079556379 12:3.76606910178963 13:-5.910917070641378 14:-10.03731043127257 15:-4.14324522257481 16:3.293814562129543 17:5.281438174016815 18:2.845327778390511 19:-7.53245634507146 20:-0.283338859421119 21:-4.291450139746587 22:3.094680431367475 23:-8.557806968849718 24:8.197646918036584 25:1.824398558791672 26:5.092029174180007 27:0.4109632354791655 28:-2.612942293275143 29:3.17409645722117 30:8.249009276631076 31:5.740968549346164 32:5.594934394328241 33:7.025955646335205 34:4.615937895338664 35:7.985195858667907 36:4.892402829653488 37:6.917561229354701 38:5.732006850239284 39:-7.680036187638013 40:-3.906176444547894 41:-1.810106406590904 42:0.569069171629334 43:-0.648171233443067 44:-9.464576818303547 45:3.336889194026692 46:6.397144546923152 47:-8.123902172698569 48:-5.459757616328595 49:-6.884173741942406 50:6.200044471405283 51:3.350587148319544 52:-2.977435386013979 53:8.011451083152732 54:-8.889670389917192 55:-2.716136698577476 56:-2.179430377967003 57:9.715213837820819 58:-9.069089589026467 59:-1.123737422771833 60:-6.699575343979402 61:8.009710955865661 62:-5.011320522114427 63:9.428990019763173 64:-0.08092559783913111 65:0.2016957047904028 66:-1.69431800285574 67:-5.708872064216814 68:6.506068275691359 69:8.717133201286195 70:-4.59060447471203 71:0.2938740967822648 72:2.203863402294762 73:-2.660432030379111 74:5.423668033141891 75:-5.553713270704466 76:2.808024525712181 77:0.967563371061855 78:-8.747778683664819 79:-0.4772680840008086 80:6.538342452357002 81:-4.456915291485454 82:-3.412885136920191 83:3.377659160091773 84:8.925863320252395 85:5.537126175072092 86:7.286799973110469 87:-5.466067622115736 88:-6.317178971332417 89:1.219386459826283 90:-6.141371783427016 91:-4.6719645061188 92:-6.910493083136381 93:11.29345165318859 94:-9.780666538721494 95:-5.767531517433701 96:-6.123602623269782 97:11.60072337558153 98:-5.535492529051208 99:-7.585458329900538 100:-0.6227789607177905 101:4.208835636369887 102:-6.28660328163725 103:7.082051591017459 104:-7.879083439319114 105:-5.027459880248979 106:-9.694351671383496 107:0.3618190930998986 108:-3.619621077868232 109:-10.58659484851404 110:6.181384909467486 111:9.179043914271748 112:7.602669584595692 113:8.426458128669886 114:-7.588429571281388 115:8.793629229060945 116:-7.265139690399837 117:-4.067170464183655 118:3.892894194929083 119:1.773523340618269 120:1.803503361473264 121:8.112282716746632 122:4.032515785127643 123:-6.464576489821901 124:-5.699117636500485 125:4.080885934821281 126:7.083789924666876 127:-8.055180042560048 128:-0.5498250993538356 129:6.302606221957393 130:4.577290857318146 131:-4.401955870977475 132:-2.758701025396352 133:7.979484455491976 134:-0.2672466719144675 135:-3.068837684090011 136:7.740096274371035 137:-2.630617804882454 138:6.036867940592489 139:-8.968776568239546 140:0.1197868811515477 141:-10.24222193635032 142:-9.028880452539077 143:5.053785523264061 144:4.829047111272796 145:-1.636763177499573 146:-4.025708227016478 147:-2.39623900398975 148:-9.131877832517439 149:-1.910428174940735 150:-3.446633320906827 151:-2.052911279746279 152:5.091406809788163 153:3.712852809159538 154:-4.413402897713976 155:-7.902095727497725 156:-6.615706496863569 157:8.063460587423933 158:-1.408708117202817 159:-2.25816817045682 160:3.248536082039735 161:5.216265432610583 162:6.092538417908598 163:-10.13099759554525 164:2.522581245637561 165:8.513238473174502 166:1.357665747261082 167:-4.835332097614657 168:-5.894708681645327 169:1.570941612599787 170:-1.965033262173958 171:-10.33075141576802 172:-9.685751612847582 173:-6.589557163020905 174:10.42047929673287 175:-2.35515211339206 176:-5.622181696295979 177:8.480787720752597 178:-3.845440061943741 179:-2.64967360532647 180:-3.132016971783944 181:2.838278173334368 182:5.902538471770466 183:5.302414566476594 184:0.1459588370107542 185:0.6579269878225826 186:-4.049446447606236 187:-5.247241356931536 188:-2.094358898485354 189:10.58235208651357 190:7.185152708654626 191:-10.13149470688765 192:-1.776019236860312 193:7.094650463914405 194:-5.915298536798243 195:0.6159122486132689 196:-7.468258084363285 197:-10.0580695375122 198:-7.579321539245497 199:-4.916508482900085 200:-6.691115267220816
+1 1:8.904084213202811 2:-3.748566628103665 3:-4.773724349902241 4:-3.355102292366993 5:3.758230064440378 6:8.91169404090059 7:-10.18497015173022 8:-6.186011020106905 9:7.405526688020394 10:2.891211595498874 11:-7.971053646489816 12:4.98730157009348 13:-7.033503159219144 14:-8.240843289654077 15:-5.057374361599045 16:4.163672092050336 17:5.653389402241634 18:1.170771491385958 19:-6.821462922243307 20:-2.113140396976073 21:-1.772302949986639 22:3.454651720426592 23:-8.547713776730236 24:9.652445787498223 25:0.03282312674862731 26:2.254603390530976 27:0.4077718595341283 28:-1.023773301743805 29:5.911844788516116 30:8.666915169789917 31:7.248782548563039 32:2.865234097699351 33:4.51111036010998 34:6.061337526452772 35:6.904855559783761 36:3.314276967529688 37:7.859881470496089 38:7.2462802535965 39:-8.544248288953465 40:-3.636696570519962 41:-1.897386382536208 42:-0.7290110984366893 43:-2.365559848589079 44:-6.92020111168625 45:-0.3709298568669253 46:8.785486152217445 47:-8.111051808610437 48:-3.615401221380867 49:-7.451326467006554 50:6.933898878714389 51:3.421773325846305 52:-2.518806973608711 53:7.815453815029175 54:-8.136447040084169 55:-2.885164383285463 56:-1.973829679430914 57:8.830612390056066 58:-7.286306390621235 59:-2.297884402688022 60:-6.044213782653276 61:7.257549885077438 62:-5.743023493222591 63:9.80315113203485 64:0.8176949825506212 65:1.461949858339267 66:-0.3918993104572355 67:-3.597891670186854 68:8.126638426773146 69:8.49678955673599 70:-4.02927727449595 71:2.198873349437196 72:2.241975880052598 73:-0.3784344552283553 74:3.961404140727817 75:-3.310472074011667 76:1.757756964113946 77:2.14396611815029 78:-8.366403032801891 79:1.791462490065468 80:5.566452716201848 81:-5.230333968942011 82:-1.825650188039533 83:2.703940400461363 84:6.004983301012485 85:7.403273015242728 86:6.272103668495273 87:0.1663272515398604 88:-9.246857335912541 89:-0.0532153020315359 90:-6.2541542473586 91:-4.170843946831338 92:-5.889309527351539 93:8.905854242217668 94:-8.148482105919999 95:-5.836807455669211 96:-8.67958358508273 97:10.8973469625207 98:-5.816866434823399 99:-6.473294188887204 100:-0.4209256219520484 101:6.506537121466916 102:-2.656962422070532 103:5.462074399131012 104:-8.204312449826434 105:-4.096412531818942 106:-9.018612785835687 107:3.007903849383576 108:-1.690512512612575 109:-7.26880271616152 110:6.173886129213188 111:11.54946700152157 112:5.533396247124206 113:5.252215608307822 114:-6.853582118475904 115:10.47464415606978 116:-7.290090619201067 117:-4.170028768964144 118:2.434202948373453 119:2.126066228304696 120:3.054801711936278 121:9.755133012010834 122:2.175493654189326 123:-7.005871469575489 124:-1.514583252628488 125:3.143532800164214 126:8.671266388584813 127:-8.540744852591331 128:-0.9821363321990996 129:7.551992511402264 130:4.682458344576659 131:-4.26268888853524 132:-3.978857444941653 133:9.91529894508226 134:-0.8117143048257243 135:-4.749166188855002 136:7.501792517748006 137:-3.886605753696876 138:5.588901659889157 139:-7.751571082940678 140:0.9323892048906048 141:-11.51801155436101 142:-9.545054488845013 143:5.444006457845227 144:2.222612249142002 145:0.965656647820621 146:-7.356085129345508 147:-0.9574109836370209 148:-6.956724217607662 149:-3.279635073486146 150:-2.556246902327194 151:-2.106016650886074 152:4.566437724055515 153:2.537116908809887 154:-4.489939507594127 155:-8.240922201705684 156:-6.470532795462523 157:8.551878779977194 158:-2.393118243807491 159:-2.359293955566884 160:3.200415586706236 161:2.911467252681483 162:7.559146462080146 163:-8.083998024378069 164:2.220823806622705 165:8.723376186585819 166:3.420244153499683 167:-5.357503619811472 168:-4.342104868194457 169:3.685166105791525 170:-2.189066714144302 171:-10.81668986057005 172:-7.560008420035884 173:-6.132044036863921 174:8.018233428274431 175:-3.139354771412204 176:-6.167844522159077 177:8.892746098529821 178:-3.540382031479648 179:-0.7116619950877272 180:-4.719573678849893 181:2.299635552200892 182:6.96358672696757 183:5.031679014546341 184:-0.4409119819620619 185:3.453324030001177 186:-4.421721939653057 187:-3.303316856198298 188:-0.002603331688380894 189:9.42629614421122 190:5.558830101898497 191:-8.887301818996868 192:-2.337506060488862 193:8.749444461433015 194:-5.955195291815971 195:0.373709840778725 196:-7.758117120753463 197:-9.221325732721565 198:-6.620126754962025 199:-4.654182141501761 200:-3.769870566671224
+1 1:9.788701504877618 2:-5.579440838130907 3:-5.304782359304636 4:-1.853709578614877 5:3.18885936626691 6:8.87080428213509 7:-10.33025404992624 8:-5.472401227288409 9:5.865773856609833 10:6.853631173785599 11:-7.453385933744881 12:3.846464724703532 13:-6.687969114773785 14:-8.709259059864722 15:-3.215947235581322 16:1.777337377801799 17:6.463598261914731 18:2.483778502885333 19:-6.502450083214722 20:-2.227593665038877 21:-4.17487656601066 22:2.391885072250035 23:-8.30643092807489 24:8.309323077143072 25:-0.2444655512837299 26:4.792394660325459 27:0.04635087328094031 28:0.7420304357776994 29:6.639743748327294 30:7.538180521465834 31:5.786830805538063 32:5.075117797700362 33:5.949162072236623 34:6.394298099978958 35:8.254571812089713 36:5.788418994299315 37:4.747603874867978 38:7.640783420950648 39:-7.443617900030158 40:-3.427751672697665 41:-0.572806959000032 42:-0.6920318853356358 43:-1.536461892471461 44:-8.785289040105315 45:0.7177321892456305 46:6.178982493421743 47:-9.77328996328929 48:-3.76418010642255 49:-6.874511387799896 50:7.109134509916427 51:4.005589165602133 52:-1.692557067422583 53:7.494530473637915 54:-8.280018455847927 55:-3.187310964370039 56:-3.944239462869567 57:8.456315641975779 58:-8.719159238203064 59:-3.086519161420128 60:-7.162888223334526 61:8.471402380150174 62:-4.210703003450736 63:8.166288055704342 64:0.4443118348488421 65:-0.5185542788390585 66:-1.378454985058301 67:-6.045051562915671 68:6.67084705391213 69:8.463437591238806 70:-3.204463292743277 71:1.293868972938583 72:3.174670128956818 73:-3.412207080869833 74:7.759677675039698 75:-3.061627566010503 76:4.347988789069631 77:2.522618884661715 78:-10.61531431552176 79:1.233361926722067 80:5.74440157533132 81:-3.930267995629534 82:-2.446381959430453 83:3.484320638885352 84:6.282877360393612 85:7.631180717618794 86:7.999672156223433 87:-2.501145822963794 88:-6.773277298389123 89:-1.753424892464337 90:-7.739062332464879 91:-5.827926514730175 92:-5.697680857299162 93:8.056401911074243 94:-6.819629224147736 95:-6.233305992640146 96:-8.708044898084554 97:11.70692447894448 98:-7.98938145521548 99:-7.730814668860226 100:0.2785343865900649 101:4.484406352465504 102:-4.367760861226623 103:5.752711188097206 104:-7.443389907425967 105:-5.52069867926334 106:-7.658315296987476 107:2.074037246907487 108:-4.267672628939517 109:-7.37586509530636 110:6.256150537535763 111:8.413868528994666 112:4.578914157759298 113:8.927252440971634 114:-5.146706567060789 115:9.704893095102872 116:-7.481314288447144 117:-4.724176094717455 118:5.103894791385072 119:3.052472329858333 120:4.41888405643901 121:8.982474860732484 122:3.469470537336096 123:-7.917783951649555 124:-3.692986687454795 125:4.804716904649461 126:6.67367504540521 127:-7.871948376476616 128:-0.3601656812413794 129:5.383638413535603 130:3.622859867734193 131:-3.513663151067411 132:-2.678906594556552 133:8.252335051232919 134:-0.3372328849860513 135:-3.257452002001831 136:5.863006633016399 137:-4.068168588823091 138:8.734851113503515 139:-8.771578390835392 140:-0.08573964058447836 141:-11.06344983371837 142:-8.155596923949568 143:6.473482442094602 144:2.830440557640379 145:-0.1711428878540671 146:-5.936461252707278 147:-2.954478278117119 148:-7.703969223874386 149:-3.142060934242271 150:-2.265245180058542 151:-3.863561340120357 152:4.239155090450375 153:4.189827220635387 154:-4.631983848722778 155:-7.811847079846792 156:-6.842178776903066 157:8.218704835857965 158:-1.148166120731696 159:-3.310803532128334 160:1.15061488888005 161:3.143605446655552 162:5.27340565171583 163:-9.507188808238595 164:3.77514202759397 165:8.564448677736108 166:2.449596459648905 167:-4.741694943505675 168:-6.575456444679731 169:4.844539500589706 170:-2.356695299845179 171:-9.554675086421167 172:-8.902238218836354 173:-5.468734541564717 174:9.132418256471105 175:-4.071778798895221 176:-3.727345079222331 177:6.946180827641872 178:-3.315428669218172 179:-3.866555288452473 180:-4.900251376458939 181:2.29274720758511 182:7.750047614480854 183:4.482133235757026 184:-0.8651766551873193 185:2.218266895781652 186:-4.527816845427098 187:-4.976251929462813 188:-0.9710610881715361 189:8.801081290896775 190:7.879972316953093 191:-8.071849416948838 192:-4.326433498739034 193:6.71623372682086 194:-6.291895510222224 195:-0.6197609327586653 196:-7.53672084618163 197:-8.938131874155067 198:-7.730451915978904 199:-3.992510188192089 200:-7.57618898133142
+1 1:7.794151491883444 2:-4.286364000842078 3:-6.551279597016535 4:-3.546446344876822 5:6.094455131756312 6:10.40510641949268 7:-11.3731946239371 8:-7.143900999568457 9:8.115639757820107 10:3.919610665466359 11:-6.604551070909428 12:3.988729794580058 13:-7.15207113985532 14:-10.61523389075935 15:-4.850445246559589 16:4.788342176489698 17:4.271373108886834 18:4.147490795264389 19:-7.839766931600504 20:0.2009866469867967 21:-2.043221666025277 22:0.5034377017746727 23:-6.646783115231974 24:8.837814944875328 25:-0.2740984459785235 26:2.981372398100253 27:1.138825966823423 28:-2.688281814800021 29:4.367886005224253 30:6.27132184562243 31:5.218367961366146 32:5.724901620631159 33:6.734876440826455 34:5.756817580386631 35:6.275671479649187 36:5.286501503542003 37:5.940366407718299 38:6.473254904055521 39:-6.430075187931772 40:-2.655866723563769 41:-1.3371736796333 42:1.659463539699056 43:-2.597054050781916 44:-9.768945609379651 45:1.810266695680392 46:7.965270422798043 47:-10.90495028421598 48:-4.844320921396623 49:-8.397191141720734 50:7.141177020777491 51:3.436051055763154 52:-1.018053922129921 53:8.403060357551773 54:-8.831423258496601 55:-3.388049835019229 56:-3.174486829162148 57:8.688692175397598 58:-7.313409946195129 59:-0.9617012830458955 60:-4.793512337473856 61:5.833230489815897 62:-6.418976204108965 63:9.597990654111582 64:0.09828084832987605 65:1.221596458654696 66:-1.918240899756292 67:-6.12242197964516 68:7.299965255979053 69:8.521699316317898 70:-2.754684555722135 71:0.828845477645089 72:2.373587041539454 73:-0.4043197908582047 74:4.212982100501857 75:-4.955251749861997 76:1.83719061018328 77:0.07727204287002376 78:-8.041763360367053 79:0.7426835299124179 80:6.564850910038231 81:-6.733681359928233 82:-3.351644487059429 83:3.536503570327211 84:7.562711311491348 85:7.235621166996255 86:7.162007225819008 87:-1.000566046391031 88:-7.121617165454885 89:-1.101771956862724 90:-7.470966101044837 91:-5.328265820723594 92:-8.340719033771222 93:7.631470389308511 94:-8.459392967611725 95:-4.966660622082147 96:-9.152765967696086 97:9.471029530043445 98:-8.227746877678435 99:-8.085008602091323 100:-0.4676889738980513 101:4.131392210867648 102:-3.376595281420245 103:5.786339085633498 104:-7.404454531660951 105:-5.955880815259484 106:-6.036912773512037 107:1.370279632823528 108:-4.195143195662358 109:-10.41083939497353 110:6.1074752734288 111:9.180666089600939 112:6.299067345860516 113:9.697801577510056 114:-6.481516828785145 115:9.36585353909175 116:-7.114252621858118 117:-5.290233992723497 118:4.940430510993734 119:2.976793197534062 120:3.520717999675125 121:10.54643232907296 122:2.502647644213554 123:-5.413115791464827 124:-4.129940067765899 125:4.182014525669189 126:5.707712331472105 127:-7.557661146920775 128:1.330915108299874 129:6.259388280883773 130:5.753357545149232 131:-3.876625520579532 132:-4.009948183753918 133:10.28606752871 134:-0.00967628618381651 135:-2.774833227761639 136:7.227922034772335 137:-1.957249922456294 138:9.174466576571897 139:-7.866380998267595 140:0.3104734375826514 141:-8.236163032093886 142:-7.764729312059273 143:5.675717884110949 144:4.898469220113633 145:2.08857268043676 146:-5.872379756433806 147:-0.9101204318590734 148:-7.215651031114439 149:-1.747988163762111 150:-1.134545365068414 151:-3.414887668776822 152:5.746170946048995 153:3.319881227384444 154:-4.313019472936659 155:-6.519624773440126 156:-6.57884919314125 157:8.531158526808571 158:-1.910904987862614 159:-4.74779418457503 160:1.224131167244031 161:2.978068425457521 162:6.491748220501174 163:-8.7229363152319 164:2.08354673331902 165:9.528882846380213 166:1.79612607702538 167:-4.22009225405867 168:-4.07165886298846 169:3.653074708762278 170:-3.020134861419262 171:-8.253971650417904 172:-7.205313610473434 173:-4.641422177007898 174:7.67286671656854 175:-4.364310329475401 176:-4.533642536742477 177:4.326020099149678 178:-2.976161995801667 179:-2.006687783691995 180:-3.095393381737699 181:2.408885893109506 182:5.742374113774662 183:8.407819328045226 184:-0.148505510921229 185:3.240376010439821 186:-2.968541221852521 187:-3.74162223499287 188:0.3681621505968939 189:9.176188530755617 190:7.904925773715849 191:-10.03422516167471 192:-3.493877895790266 193:6.18591231789786 194:-6.833298710399247 195:0.9904494011141691 196:-6.830998357970253 197:-9.995745955009061 198:-9.100738895704138 199:-3.46750559135339 200:-5.823658685675849
+-1 1:3.049515077325136 2:4.534856958936393 3:6.195456450814534 4:10.05988239272081 5:-8.783442468025905 6:-1.687335197588629 7:-4.515637183822432 8:-3.31195605822685 9:-5.414752449903289 10:-5.752715181550236 11:7.892947702504704 12:-7.040376029478407 13:-7.721298276242418 14:-4.654191593504438 15:-7.828219023891304 16:5.465272066567953 17:-4.017939355495696 18:6.739366683033737 19:-1.014613775867118 20:-2.424881885810336 21:-0.9912084123377976 22:-11.55367192441701 23:-9.511502554900618 24:-4.500769410639295 25:-2.37129291234129 26:3.836113488862744 27:8.18861591150578 28:-1.345980655015761 29:-10.32354506103304 30:8.418971645194574 31:-1.098848339133205 32:-1.45841069274172 33:-8.428800453645939 34:3.757369271279962 35:-4.544230714377928 36:-1.458395809300783 37:7.046593494298889 38:2.74605730857106 39:4.330770240314592 40:-9.273234446969056 41:-1.845827162014091 42:1.212136011126642 43:-7.672795898951188 44:10.23484292740909 45:7.632976805028665 46:-1.234618550095263 47:6.80404856288752 48:-7.489006044274372 49:-3.48730737944014 50:2.142604906157618 51:-7.065391710291079 52:5.923344979654648 53:7.123884794179444 54:-6.733117598332841 55:6.290174127455723 56:6.457805865992109 57:0.1080059249878955 58:8.412808047570541 59:2.606481824491494 60:-0.935452733328602 61:5.617529596829677 62:-0.5944370510634106 63:-2.349762015855356 64:-5.344609406255102 65:-3.637164140359617 66:-4.705799552514017 67:-9.13296533210146 68:-8.021090392981492 69:9.857211988672947 70:7.390033684853543 71:8.784352196801047 72:9.293683173106409 73:0.9211905941559811 74:8.292290924825179 75:0.1166114017482296 76:4.993791979488249 77:-2.25099539571608 78:-1.731232191611553 79:8.898129275522423 80:8.216908476664496 81:-1.98094244522283 82:1.191680981876788 83:-7.223224727201043 84:-2.2741485734229 85:1.493072553125692 86:8.781724378950463 87:3.06102071998399 88:-3.418434927642644 89:-4.050354767869052 90:2.191703081012122 91:-6.037081205945365 92:-4.893118075867835 93:0.4251264875127011 94:-0.9922637127517626 95:-4.395117156688015 96:3.338923293464173 97:5.73714975318862 98:-11.11655530395147 99:-3.190593986816977 100:-2.858129167381389 101:4.424819959807079 102:5.336108647485388 103:-0.5858788644634012 104:-3.66617272925077 105:-7.400821014648646 106:-1.482719412687915 107:1.152640428746797 108:-0.3960449978518217 109:-2.048784470553531 110:-1.681086955160458 111:6.22054504592449 112:7.781804452426509 113:8.074744747446646 114:2.752576415342254 115:8.343638625523802 116:7.523800549745149 117:-9.147097678921519 118:0.9139182438117447 119:8.210300644102889 120:-1.553473880159675 121:1.682757617390283 122:-2.981559826533194 123:2.207372925721781 124:9.818762956695641 125:4.085987080519584 126:0.9122561540364919 127:7.766047027528526 128:7.434111770750343 129:3.766008768850746 130:-0.8666135559233252 131:-1.104968111635638 132:-0.2197061139448022 133:-1.754158464821899 134:2.537959877513707 135:7.215042545343112 136:-7.540791753628183 137:-2.932209415300552 138:-4.359707035258557 139:-5.697329171238728 140:-0.6304123908628491 141:-2.34443183907291 142:5.039838007401514 143:-2.375924274115004 144:-4.754675921979703 145:-0.004558130947011352 146:-5.878344559614005 147:8.125789634530094 148:-2.460101375968661 149:5.599506203522656 150:5.206088394186322 151:8.715067714690187 152:-9.378750321765303 153:-3.199220526821589 154:2.700727987373607 155:4.618362655123321 156:1.875503477383378 157:-4.610487043127541 158:1.894422381637511 159:5.256010294088433 160:9.319004896009909 161:-5.395844663722257 162:-3.84097788593575 163:-5.836998819056862 164:10.69696024308297 165:6.714934016602109 166:7.689081413337608 167:7.153750375263521 168:-0.4926686081659883 169:-5.877340284808586 170:4.151618980469764 171:1.891539600301578 172:0.3670844538430829 173:5.593718115766789 174:-6.797611500897027 175:1.199535535117901 176:3.512409775723297 177:6.51623867091136 178:2.903881044450407 179:-4.653521260515777 180:-0.5454214702091342 181:0.9055820578877034 182:5.815252039805445 183:4.377985297411098 184:-5.65399618656366 185:-7.084757471385204 186:-6.814053518731382 187:-3.263241056459702 188:3.09728592089873 189:-11.07208774239072 190:1.919973752362541 191:-1.270429156898313 192:8.027270584889179 193:10.56859869786626 194:8.26708023237299 195:3.119575404500421 196:6.115802430428785 197:8.228964543751299 198:3.1304628950132 199:1.50270578802131 200:-1.704933546958276
+1 1:7.980765968412755 2:-5.839251175530035 3:-5.680943183623445 4:-3.752299210671077 5:5.055249869632317 6:10.04944796136832 7:-10.47189279053499 8:-4.284576574391811 9:7.42358304918929 10:5.217711230684374 11:-7.87485031450589 12:3.14922272185185 13:-7.730824678695763 14:-8.712745403665295 15:-4.930293646756903 16:4.89075925306516 17:6.3282650961194 18:4.147415425956584 19:-8.564007082587699 20:-1.737840815192395 21:-1.829046084159698 22:2.397434091054166 23:-7.936784346645968 24:10.75631208349893 25:0.7793215962747091 26:5.28592907700296 27:0.3772643624415242 28:-0.6649372184974249 29:4.4376337930154 30:6.95606448101036 31:3.55498835730205 32:3.738527090551873 33:6.678616884177032 34:5.293310342574265 35:7.527333429828468 36:5.642726084467652 37:5.550344896311304 38:7.064437508959132 39:-8.376298243872379 40:-3.337803490709611 41:-0.1656797878347125 42:-1.241840181251641 43:-0.1959284002027102 44:-9.538930878795369 45:2.341869000457939 46:6.301750408378923 47:-7.655608694255204 48:-3.957741494630124 49:-8.280138617021537 50:8.843934677820464 51:4.461560861508658 52:-5.178036170922432 53:7.779062428605307 54:-8.439233766943795 55:-1.06307369475356 56:-4.650254201822035 57:6.922294948956274 58:-7.97515101922868 59:-3.973327550874886 60:-7.049564508141358 61:5.620492591066268 62:-6.385928880689465 63:9.576101231369938 64:0.4390496952401811 65:-0.0453849883551134 66:-1.180652042485774 67:-3.54197029520369 68:7.512743783167627 69:7.796352600840803 70:-4.902431492938571 71:0.4022045859624682 72:4.226706813440314 73:-2.559404250209123 74:5.746952409417695 75:-2.983466418545072 76:0.4640503105411882 77:3.125404622950134 78:-9.728425980761443 79:1.732039859453723 80:6.520270678167751 81:-5.880308459781162 82:-1.641451421434561 83:0.8202028639687204 84:5.783898130005204 85:7.652890893043149 86:6.814309482288755 87:-2.981937248296268 88:-8.295542952383704 89:-1.149831929479563 90:-6.535278710033076 91:-3.803009324913839 92:-7.961373660401674 93:7.862980029756801 94:-7.950677277198646 95:-5.805486071085295 96:-7.759215814279838 97:9.739788098473062 98:-7.798880900217626 99:-5.002333218186765 100:-0.5877737880146698 101:4.800091352794146 102:-4.525735610080424 103:6.884266862123251 104:-6.001153597404168 105:-6.335358584848233 106:-8.738087818587234 107:0.5297080768237654 108:-5.269718290922325 109:-8.484149811842471 110:6.698806295576801 111:8.786446028793376 112:7.847700126860725 113:9.237041071956488 114:-5.828738275999084 115:11.42814251173183 116:-7.95159639618976 117:-3.959523984497315 118:2.819134812384521 119:1.940203353534837 120:2.537396560917751 121:9.720634600771433 122:3.117767428121937 123:-5.744658218762233 124:-4.294859786234914 125:3.730684052470338 126:4.15263350336188 127:-8.145899176045543 128:-0.8634281429285973 129:6.540347829033322 130:5.970130215250913 131:-4.757020334249284 132:-3.339798805978197 133:7.229277467716141 134:-2.134970911613204 135:-3.740466613388314 136:6.312824515767691 137:-3.320498291280022 138:8.95713837510819 139:-9.008794919346606 140:0.2356366899187489 141:-8.954303964020195 142:-7.833879178126404 143:6.15722837866412 144:2.961199521052842 145:1.270250130855407 146:-6.327060580001345 147:-1.752975023726514 148:-7.56449020889599 149:-0.4073826957660698 150:-1.715627229195154 151:-2.518317849431126 152:4.941700415126299 153:2.536698982057821 154:-3.007809310699348 155:-8.650520206939817 156:-6.516733884480217 157:7.660378685427019 158:-0.6371025045210605 159:-3.761266453057581 160:4.202807473802851 161:3.156750410515427 162:5.884992517547676 163:-10.38312659339651 164:3.349919049746559 165:10.18515954874012 166:0.3387095752460809 167:-3.559022403930712 168:-6.203984592647019 169:4.151385505294938 170:-3.197493622674676 171:-10.12849595056592 172:-8.698486704840116 173:-5.958820787232387 174:5.443593083970875 175:-2.188712418537992 176:-4.873713923106242 177:7.97460697044987 178:-4.025205764429671 179:-1.917450416053594 180:-4.293730282729373 181:3.868162714153431 182:5.532185641535947 183:4.77936806415948 184:-0.317490379420873 185:2.95044114338562 186:-4.925533768004001 187:-4.029795824025354 188:-1.920541670077975 189:8.27618706906336 190:6.332158346629549 191:-10.04245573910739 192:-2.592665564619025 193:6.185918245479821 194:-5.485677449046336 195:0.3004958851347758 196:-7.80734308349848 197:-10.11542517427107 198:-8.502587243839432 199:-2.797139801251515 200:-8.671656202681495
+1 1:6.04954301033758 2:-3.041581930445358 3:-5.710210474256884 4:-2.086348793303426 5:5.602734167006491 6:10.99489480751814 7:-9.727143588844124 8:-4.260360067253896 9:8.036526716962939 10:5.559811303402287 11:-8.099979076512186 12:2.052528013045759 13:-9.27432091538361 14:-9.538365047286042 15:-3.861884864587128 16:5.691584943749653 17:5.839521376078832 18:1.405602557417532 19:-5.190168010677822 20:-2.90495408806554 21:-2.282488217507019 22:2.196066542037374 23:-6.921560245882501 24:10.11974193708015 25:0.8183688287170023 26:4.67913549771117 27:0.7890408171898478 28:-2.657877577742088 29:4.742658263786948 30:6.234551307374125 31:6.339671510140106 32:3.777749995881239 33:7.096925905795585 34:5.965015668313452 35:7.72952127966374 36:7.185394283749901 37:5.612038109214213 38:7.457107844525083 39:-7.826562296803408 40:-4.766051556516174 41:-0.9949745290762143 42:0.09487277317904819 43:-1.145700573675169 44:-7.655033797442396 45:1.388013164506579 46:5.535339312760415 47:-9.569842321686938 48:-5.179076587245207 49:-8.692304868124545 50:7.38237868829844 51:5.164281157397773 52:-1.759381424518812 53:6.357058741659841 54:-8.507306388093905 55:-2.773293781344 56:-4.985519200590727 57:6.981678334465719 58:-7.252959037877039 59:-1.576386680942756 60:-7.976507463650186 61:7.821678555654101 62:-5.402441161548414 63:8.903541546730642 64:0.1906363995698845 65:0.6258999359161662 66:-1.839223532697536 67:-6.418974606401687 68:7.909813799866224 69:11.241582991166 70:-4.28215492815149 71:1.094253776614646 72:1.164104083998948 73:-1.632313407484848 74:6.139305210099942 75:-3.496371073309252 76:2.977625616336082 77:-0.3318032312583346 78:-10.98109801413054 79:1.942348927035766 80:7.735729557230616 81:-6.144069159802379 82:-3.374871809000267 83:2.230304773403298 84:4.24338417990814 85:9.206703564628006 86:6.454681049187173 87:-1.930412379185675 88:-6.843699342668316 89:-0.42810585961887 90:-7.459798246714874 91:-5.254248573791768 92:-6.21977811269439 93:8.861100238329541 94:-8.501465386936619 95:-6.614102886089701 96:-7.197498791787901 97:8.203005662884797 98:-7.51218920804236 99:-8.736724665208676 100:-0.8090626800932683 101:4.668677883346418 102:-2.898643743189737 103:5.780115587026925 104:-8.083625228810543 105:-4.924663518086549 106:-7.02055283327341 107:1.608570157171622 108:-3.27913369741638 109:-8.279097917451724 110:4.084921713389238 111:9.855901067463572 112:6.306010573139148 113:8.424087624541759 114:-6.51070859925245 115:8.909821949787361 116:-6.615466997209511 117:-5.308460639388626 118:3.086480005547042 119:2.239612104794878 120:2.749631503883053 121:6.476378237959911 122:4.096063702887461 123:-6.412779932805462 124:-2.015389917557591 125:4.044090381807214 126:6.735798510338619 127:-8.454720556524137 128:-1.705533530763279 129:5.743351450801583 130:5.545823394410219 131:-3.866641433430037 132:-3.092927980967161 133:9.769174758577689 134:1.383015318342793 135:-3.998247140384779 136:7.522738456087891 137:-2.774662738170168 138:6.898598454225636 139:-7.629141180211757 140:-0.5192326440973478 141:-10.92257534554878 142:-7.935921027973058 143:6.368864112322086 144:2.039986815373958 145:2.343462785464948 146:-7.305807359757344 147:-1.044228814499164 148:-6.400746963804441 149:-1.899120608549828 150:-2.159683367396236 151:-3.868182853793809 152:4.697719749356448 153:4.05354132825212 154:-2.983026328047674 155:-8.361634780542408 156:-6.461239863683128 157:6.977754009275742 158:-1.126354652968784 159:-3.458722743018894 160:2.476349403549474 161:3.035476107203727 162:7.621752899074619 163:-7.941970889621702 164:2.701256423652744 165:10.96715470427622 166:1.49474435594586 167:-3.153149023905267 168:-5.511981332075345 169:5.323956562271368 170:-2.323549134502654 171:-9.351126389673407 172:-8.765702944729121 173:-7.439912793706791 174:7.983185275532034 175:-4.544353993057236 176:-6.835751916027914 177:8.478110719753547 178:-4.331358718162301 179:-2.429139891196025 180:-4.948588492413217 181:2.812704610679947 182:7.665713512211873 183:5.622508722018042 184:-0.8782209003718684 185:2.124812133440169 186:-5.767526972103903 187:-5.897716634156923 188:-0.8319082231475583 189:8.997835307729151 190:6.333774645969408 191:-8.362354935834645 192:-0.9893751390230234 193:6.464182826598527 194:-6.827423583297987 195:0.8937976149760185 196:-6.103883418209687 197:-9.661902587673888 198:-7.434530121449336 199:-3.030008848256674 200:-6.328641184020961
+-1 1:2.373345272500733 2:5.810492375143928 3:6.679683908417361 4:9.347802737848042 5:-9.050094867046607 6:0.174258647581481 7:-1.961578985431935 8:-1.48127772684986 9:-7.12229224459316 10:-6.111923414962507 11:7.342463965517346 12:-5.728532993303724 13:-8.853078458607724 14:-4.991641094109303 15:-7.379598855340724 16:1.840175905443691 17:-2.591613350850368 18:4.215900307671453 19:-0.181136979161228 20:-2.696105941820291 21:-1.906825335796564 22:-7.381134860467391 23:-9.865020969353786 24:-0.5580905602657071 25:-3.581765647243689 26:4.128837200956221 27:7.663673599196527 28:-2.362367394392929 29:-8.580822450651745 30:9.815082191107221 31:-3.317945724708047 32:-1.135375884379791 33:-10.06579384980535 34:3.321226846970582 35:-5.394087901583613 36:-1.74589631740297 37:7.842314723306029 38:4.710311580380827 39:1.735578459522477 40:-7.926467403725814 41:-2.784997678937807 42:1.728076078631855 43:-8.583383603569334 44:11.13036340689834 45:7.84250372754658 46:-5.510564041850715 47:8.04833999630841 48:-8.533073934676313 49:-3.700292800491044 50:2.050914342743082 51:-7.586611998418312 52:5.399770607659716 53:6.418267621953817 54:-6.414415181990962 55:7.538289801919394 56:4.283682660763857 57:-2.452876490231035 58:8.347458764083777 59:2.438549028779946 60:-4.825723264856906 61:5.00200396881188 62:-1.45542302772851 63:-4.219030050296489 64:-4.015056489912164 65:-0.8271819233544477 66:-4.971375565601535 67:-9.591110845496367 68:-8.541857579025459 69:10.19157526130999 70:7.315246021090864 71:8.405205107985269 72:8.841151724773267 73:0.8560897322547367 74:6.439697838446078 75:-1.89608973664032 76:5.290367774109622 77:-3.305190457721227 78:-1.609930938628299 79:8.1510545038842 80:9.78121117684285 81:-1.961425978434252 82:1.54924817303903 83:-7.332980711590321 84:-0.6165857304729983 85:-1.347494605723283 86:8.702174911629896 87:2.446451992992311 88:-4.288560824227457 89:-3.815002994335995 90:2.585505421824509 91:-5.212466030139988 92:-4.1391825888976 93:1.799519752204824 94:-4.771146440694428 95:-5.562472496983958 96:3.291136283857158 97:7.344800544905281 98:-9.300725703186847 99:-4.300767495017139 100:-2.090036704128893 101:3.820850538678882 102:3.43098036296242 103:1.235828874126227 104:-3.062132060636668 105:-5.955179163770064 106:-0.392373762058011 107:0.3787300371253233 108:-1.031232854955889 109:-1.791350325276051 110:-1.295022389121494 111:5.72777362844166 112:6.583627650826434 113:9.035619047959214 114:2.176919125650979 115:8.424678092259867 116:8.666573059307192 117:-11.37961055295758 118:0.02023449528028465 119:10.26258793260318 120:1.366106013770973 121:0.9558998659858238 122:-1.906516768619905 123:3.018891143402501 124:9.87141657473421 125:0.6825193453636786 126:0.8473004179797606 127:6.495516414823642 128:8.644244495218409 129:6.063822739104447 130:2.754081679655638 131:1.451727374394164 132:-1.314532206143485 133:-2.757024680614794 134:2.976069727140143 135:10.06527047905085 136:-7.188019007775809 137:-3.58483408627056 138:-3.854565043253977 139:-2.907911977661708 140:-0.1938553468384288 141:-5.173549918637192 142:5.353754967006741 143:-1.164266249518775 144:-3.530730313512383 145:1.220282862580613 146:-7.14910937384536 147:9.313976240814988 148:-3.839107371513134 149:7.007428770788539 150:6.137845541507781 151:6.775580545272401 152:-9.932672390386278 153:-5.051723154400416 154:3.131367213204229 155:5.438035871265002 156:1.206284951166753 157:-5.699809733205969 158:3.794400091186061 159:3.042505824975431 160:7.301310181029118 161:-5.347139429643109 162:-2.555094519342366 163:-6.390713507254139 164:9.029315772056284 165:5.330132902641724 166:7.095156069623951 167:6.505091745561892 168:-0.2165961975172888 169:-8.641204776046166 170:3.982183467403951 171:2.806532621664553 172:-1.465393688000705 173:4.380813455183157 174:-7.2390592906158 175:2.22863592989634 176:2.759727015278244 177:6.360711194633146 178:1.430305831181975 179:-3.332829812605097 180:-1.837582341799602 181:-0.4292539703155331 182:5.422629080405494 183:3.022003626680251 184:-4.784781431451162 185:-6.671372241566823 186:-6.602241494753509 187:-3.928458221491136 188:4.953571988137795 189:-9.331053783669201 190:1.278647350487639 191:-0.5584411279911068 192:8.209085158492876 193:7.74337228401304 194:6.261804007883091 195:2.324667954219779 196:5.510895804316742 197:8.981128118689053 198:2.803683335497011 199:2.033261070057171 200:-2.906030364783407
+-1 1:4.610302385665836 2:4.310151472985303 3:7.070385984203231 4:10.37112397324482 5:-7.844864555686262 6:-0.5430020735765324 7:-2.813879726508547 8:-2.858062254620092 9:-4.243134709268569 10:-5.795984925332681 11:7.163940092595775 12:-6.370149692969933 13:-7.092076562163152 14:-4.648917437251296 15:-7.793340439530153 16:5.011809037764391 17:-5.033688645203932 18:5.09937036583949 19:-1.927561569752431 20:-0.6068605423775442 21:-0.6350333101910212 22:-7.229284937894247 23:-10.33448586178936 24:-3.072639148536793 25:-3.694726132026768 26:5.031750584902937 27:7.955196045754966 28:0.1937413887068332 29:-10.88726938956648 30:7.894618054587282 31:-1.292783667410879 32:-0.859707197378149 33:-9.495165337432361 34:2.026556282636872 35:-4.918316428400255 36:-1.814573646087154 37:7.726991475678175 38:4.636939315423648 39:4.657222740573689 40:-8.654767696292392 41:-2.487953960913344 42:4.441983546506219 43:-8.142763884830501 44:10.26552038110492 45:8.289306664090628 46:-2.585357306226667 47:7.307681186988859 48:-7.722467925715757 49:-5.012934164836588 50:1.529803262943836 51:-7.419707209732329 52:7.237118212663292 53:6.786219777923222 54:-4.862102466520733 55:6.232935823223476 56:4.162797864868439 57:-0.9953842781175553 58:8.405734498970149 59:4.370936751272947 60:-4.388742626578373 61:7.083124551441607 62:-1.017483409001969 63:-4.53797145733291 64:-2.44209593263652 65:-2.594391166624881 66:-4.100650139645317 67:-8.587037260826866 68:-7.561006959514193 69:8.392335819497054 70:9.947821726903436 71:8.365419248449303 72:8.405872117630862 73:1.684212171610211 74:7.518361618581028 75:-2.116575234744484 76:5.046285289266918 77:-2.999349420449051 78:-2.040377379287728 79:9.33575385626089 80:8.725574039962305 81:-1.245118139130682 82:0.7307932429824159 83:-6.061516593336174 84:-1.85530565158998 85:3.145896532518941 86:7.371723583683749 87:1.215956498722747 88:-4.278840305786297 89:-3.113017177642346 90:0.8203092682848012 91:-4.523682160703361 92:-5.553740786338957 93:-0.1893797520493445 94:-2.197079235468121 95:-2.708917503042457 96:4.875808336616414 97:7.634558983293471 98:-9.654997218992664 99:-5.20529006750301 100:-2.616403226574578 101:4.99764988919585 102:1.879219477130031 103:2.700882189124272 104:-1.737305175850814 105:-8.778322404730723 106:-1.615544638835139 107:1.609289521869604 108:-2.108516354069272 109:-1.471917743630191 110:-2.210499005861648 111:5.475543431947111 112:9.29839231777008 113:6.864254817309758 114:1.482305606516448 115:10.24129166465156 116:7.389299349697585 117:-9.172922041566373 118:1.896774765802994 119:9.031120356292764 120:0.0482911776546 121:1.351748663556389 122:-3.428197118803189 123:1.715820117073581 124:11.58701246137424 125:3.540258570261086 126:1.006489274618516 127:7.525817189177102 128:8.730718326823485 129:5.700870269830975 130:-2.901676166912285 131:0.7800235731878277 132:-1.703903058075539 133:-0.7451628322851209 134:5.041370523935868 135:7.862380342932632 136:-8.344737478291615 137:-2.503538969421191 138:-4.715322547224628 139:-1.823319448098097 140:-1.154831027254613 141:-2.958253497645839 142:3.95236144971212 143:-2.509734537088895 144:-2.545828649911639 145:-0.9244676127703855 146:-7.817305620712746 147:6.801912351235174 148:-1.227094291303171 149:4.774422381822744 150:5.424083075296088 151:5.892285614856249 152:-10.00420977953139 153:-3.436763360252915 154:3.846308190956552 155:5.031086742509278 156:2.274198245903283 157:-4.98376625663081 158:1.942004861391046 159:4.276894253287633 160:9.374673479630269 161:-3.755132874141988 162:-2.00564573369342 163:-5.402497648794913 164:8.146361400311593 165:5.368473562210266 166:5.510793699163617 167:7.081678527984693 168:1.360414126483347 169:-6.902662539721454 170:3.67530998928704 171:3.793702739291903 172:-2.10881812330938 173:4.023301721673782 174:-9.472050211425753 175:2.285872660989434 176:3.412570951539955 177:7.166132463553994 178:3.120263261819766 179:-3.050120213353452 180:-2.24253132651794 181:0.8266379286897685 182:6.737620061212995 183:4.648360171784773 184:-6.449192846350015 185:-5.700477219209469 186:-4.901954543807872 187:-0.9676200844774103 188:3.700393468890097 189:-11.69508177488804 190:2.8672530621179 191:0.8248394225836142 192:7.353651287483498 193:11.31005046266341 194:8.98936220898586 195:4.303125864396121 196:5.214974377730665 197:9.408124965150787 198:3.008978440788429 199:3.246021599012563 200:-2.97323243538882
+-1 1:2.584741227540824 2:5.25443073379076 3:6.688275458845201 4:11.66375299638331 5:-7.851362269433903 6:0.09745749816251298 7:-2.087927693868028 8:-3.342778837366692 9:-6.222581127723926 10:-4.982107045066629 11:7.152998610686581 12:-3.765300757574488 13:-6.242481442841184 14:-5.062807814727004 15:-8.913500356060785 16:6.521697540542202 17:-5.565326214421542 18:7.044770203037298 19:-0.6011258383874576 20:-2.808027191789151 21:-1.190778802678181 22:-6.926143278595557 23:-10.43995092894561 24:-2.245962544582814 25:-1.609442253893941 26:6.647384318660955 27:9.164166399596242 28:0.08041991978860119 29:-8.336623795630416 30:7.79624317576484 31:-0.4634753208295259 32:-2.408448055863833 33:-10.24253311701969 34:2.358060884005302 35:-3.853608327839087 36:-2.830977914751672 37:5.518636857306886 38:4.267904470786375 39:3.626766504315361 40:-6.930853808757427 41:-3.558356127843012 42:3.801663553781476 43:-6.757920042361185 44:9.910418197507958 45:10.76223078527381 46:-0.0280460658734234 47:8.827934864285361 48:-7.093924145281146 49:-3.088095373739875 50:1.18314338742795 51:-5.797834943987701 52:5.569472509272399 53:6.065164024301272 54:-6.501728374755421 55:7.546097070306702 56:4.361830922625985 57:-2.289003350286396 58:6.019294752089333 59:3.378404290695993 60:-2.885932781179726 61:6.131415662949672 62:-1.210637492562637 63:-2.691205962662519 64:-0.306195673564817 65:-3.507018814106041 66:-3.908944954452356 67:-9.00657303957054 68:-9.781508035888134 69:9.781863913538951 70:7.577779249846237 71:9.132727575178022 72:8.091014116228363 73:0.5239215808167325 74:5.822420220673919 75:-1.082836394549446 76:4.121992080738912 77:-3.169858191806673 78:-3.108943220298048 79:9.403313388704701 80:7.957737846653711 81:-2.063435850986401 82:0.710011219081823 83:-8.861231989703869 84:-1.449521865567926 85:0.6622828031721292 86:7.249861112387868 87:0.5657472550964247 88:-3.745471492619527 89:-5.513054017401616 90:0.2389608492445441 91:-6.111479848974987 92:-6.578751867071671 93:-0.03837112483501159 94:-2.535762237341546 95:-4.49161578549114 96:4.390050500926785 97:6.842046948899574 98:-10.43965860853768 99:-3.396099619957756 100:-1.646660858320221 101:5.164000385318634 102:4.264240879305246 103:-0.9421735452340954 104:-2.397295474884444 105:-4.698508536338571 106:-2.212052017397445 107:2.067231169501505 108:0.3537149555419112 109:-1.046492202032845 110:-2.282678551465342 111:6.670124747226913 112:7.296445666419116 113:7.145223690417205 114:1.816317654586851 115:9.461717522424291 116:9.326555347025403 117:-8.275498536849451 118:1.297965697491582 119:10.45383850620333 120:2.482877744499506 121:2.439462614091602 122:-3.441669192434397 123:2.02982006933639 124:9.689847046976793 125:2.390324010339062 126:-0.7742530814626992 127:10.36661798520652 128:8.841245854242919 129:5.382888011661271 130:1.708881835620442 131:0.2008900167457782 132:-0.2225498748184256 133:-1.682450670645527 134:2.141596196223297 135:9.416427116597239 136:-8.449447096394577 137:-3.115186934711066 138:-2.696475279287931 139:-3.001891801774625 140:0.2038654647342877 141:-2.635685632649701 142:5.760688144065888 143:-1.975422076488312 144:-3.992923388302692 145:-2.18968457650844 146:-4.923300616568534 147:8.385399305281426 148:-1.602094821959788 149:4.984826594850802 150:6.486683787412848 151:6.583394669375536 152:-9.879886651922382 153:-3.003737378225624 154:3.296130318659177 155:5.010151119068991 156:0.7026239347307758 157:-6.2200647825602 158:3.011957581380711 159:6.329997809288606 160:8.82414416391399 161:-3.579584934135977 162:-3.967615225706627 163:-5.754928707671604 164:8.496817610283442 165:5.791551597706365 166:4.32311729583083 167:8.265099056265523 168:-0.2640092360304505 169:-8.168716554081065 170:1.426957723586117 171:2.744437672701554 172:-1.636730026133816 173:3.180842874339614 174:-9.322122310593771 175:3.166959108646457 176:2.52159711463838 177:7.055083713003171 178:2.720919498247733 179:-3.015034246655064 180:-2.947832785250742 181:-0.5793843400820312 182:6.597991845833727 183:2.002375566254695 184:-4.164353559695745 185:-7.023349429572454 186:-5.932955385249189 187:-3.379814709969252 188:3.921871414841692 189:-10.08062602277984 190:2.113995482579116 191:-1.200089798831602 192:8.621364848236148 193:11.00600505629424 194:6.292977782116534 195:3.038874376938442 196:5.919074057886768 197:8.46976638788944 198:1.268202324253595 199:2.983394095271398 200:-2.471926162578199
+-1 1:5.509746837760163 2:4.807507763901754 3:7.843148111522536 4:10.56527415922388 5:-8.536388719143833 6:0.5553285694468877 7:-4.549255439774354 8:-1.827748796407481 9:-7.425320641319005 10:-5.379042018006647 11:7.713294688808018 12:-5.544835086499486 13:-5.980916010427103 14:-2.946382946176149 15:-8.748836293200853 16:3.658634758240559 17:-2.882819837861802 18:7.105201455606855 19:-0.05910698616450172 20:-0.8588716112672836 21:-1.365961338937879 22:-8.584834648830581 23:-10.63445737897053 24:-3.430099961303314 25:-1.810838419295709 26:4.687640981786761 27:8.212723211063942 28:0.5666936990133937 29:-10.79852499500534 30:8.820039001488826 31:0.654608701344964 32:0.5230592870750521 33:-9.751495622517677 34:1.238256366096526 35:-4.15750175062798 36:-3.152764526559197 37:5.165394954134774 38:2.151298336075349 39:3.524850691937976 40:-10.91868687981517 41:-2.902955093544341 42:2.186244481865177 43:-7.835796164788317 44:10.76062119032557 45:7.378940098959636 46:-2.805597965344942 47:7.884751700929009 48:-6.85966598742819 49:-3.067896586755849 50:2.019813982222933 51:-7.688010934224039 52:4.5393854243748 53:5.447488981975084 54:-5.820062308607428 55:8.215805042384149 56:6.217211707428908 57:-0.7739548763549129 58:7.782864208721223 59:2.972819437763203 60:-2.911109967506276 61:5.08597881058734 62:-1.128506205555663 63:-3.248647494953316 64:-2.407637118984141 65:-3.824823255418874 66:-5.771311113358632 67:-9.566861650285471 68:-8.131076355026687 69:9.285322082694286 70:9.016935418715107 71:6.306071778212692 72:8.126449067947096 73:-2.62321059862912 74:7.318944105273483 75:0.1707224074710865 76:6.254638387630169 77:-2.763876879488771 78:-1.939648435110976 79:7.028571712658612 80:9.019858409554335 81:-2.559436329442935 82:1.360287047016029 83:-10.12316754883406 84:-2.088887118081701 85:-0.3486043041625078 86:6.77903476110474 87:2.638488960517337 88:-6.224526763015509 89:-5.001070816285242 90:1.724625347134721 91:-6.062133838450367 92:-5.14094270684455 93:2.067006404444517 94:-0.8654242177568263 95:-4.658256598440722 96:3.341364790082285 97:6.633638904250474 98:-8.983314105864631 99:-4.592373909043898 100:-2.292366967109641 101:1.867024228387825 102:4.685056544903327 103:3.038690924957482 104:-0.5675539754794521 105:-4.670424125721773 106:-1.477282615921989 107:-0.04554995436019227 108:-0.838775323922121 109:-1.688105381273907 110:-2.927883001774405 111:5.587180215321541 112:7.312352601177754 113:8.252667949467178 114:3.685582924233652 115:7.58566367695113 116:8.386161665199042 117:-9.769351849219724 118:0.9125935781941674 119:10.77487326919675 120:2.037092462325663 121:2.041393696998118 122:-5.742055531765589 123:2.127190248875161 124:10.55798308994308 125:5.718760176271347 126:-0.4234577734275186 127:5.255333585021306 128:7.379247367759902 129:4.84599829263979 130:-0.537498331803774 131:2.092645641451045 132:-0.4959060933550927 133:-3.281723544772894 134:3.951447583535202 135:10.08615035696197 136:-6.549488532254902 137:-2.049368147847301 138:-2.838648111698277 139:-3.637026522211853 140:0.1389007906247572 141:-3.333225871020123 142:4.720975808061321 143:-2.930054839134195 144:-4.352393871217578 145:-1.173409578335619 146:-6.58596068690076 147:8.45376214702519 148:-2.755921870240396 149:6.06974257303774 150:3.409855794352544 151:7.062775651791087 152:-10.19046802774411 153:-4.545567708209477 154:4.956434064700911 155:3.904125109739664 156:0.5642778406574711 157:-4.224931274363886 158:3.378995620681028 159:5.637974114020656 160:8.738421654937293 161:-4.531536852512247 162:-4.445729823614759 163:-6.158035004899379 164:9.831582505015113 165:5.080527877530155 166:4.255834754112678 167:7.288412647864884 168:-0.382343062398655 169:-8.532704608705419 170:4.729507079773627 171:4.542166682672631 172:0.2467518714836876 173:3.789388554076767 174:-9.413377959473708 175:2.073049016572484 176:5.181291846287067 177:7.291334699459542 178:-0.2776202905072962 179:-3.155836514883556 180:-0.2125769170421934 181:-1.195231515230681 182:4.831796026191017 183:2.558418791861419 184:-5.726078538027411 185:-6.263223587495421 186:-8.288440793235416 187:-3.357736843903598 188:3.588785982257234 189:-9.397635435480359 190:4.270052626136669 191:1.720146982906225 192:8.681096516939771 193:9.045261496448457 194:8.478219911161291 195:2.409737966909691 196:5.233808323943188 197:8.89839129717225 198:1.213811345481068 199:1.993028571655942 200:-3.932289449596103
+-1 1:3.989690088686408 2:5.83744703917444 3:8.03630499816029 4:10.20890977308699 5:-6.724512600674746 6:-1.171514470495083 7:-1.66112031010397 8:-3.872326236728155 9:-7.360410879146088 10:-5.739869678469306 11:7.884612796727864 12:-5.901759868369231 13:-7.049855773113522 14:-4.000093805348584 15:-9.511233427518974 16:6.501091200834166 17:-2.760580056039065 18:5.135307124146474 19:0.2608709083033459 20:-3.31394750923766 21:-1.444511082995039 22:-6.450576441635169 23:-9.844890424462466 24:-2.641084502550857 25:-0.8726678059837982 26:4.102152129230599 27:9.364685655182438 28:-0.9788497669790279 29:-7.289524191560681 30:9.626434084168562 31:-2.340847709982614 32:-2.392919211254181 33:-8.42478912604156 34:2.379104843225697 35:-4.959409356279567 36:-1.499455767627717 37:8.022802952312654 38:4.447762063041553 39:4.414969105674175 40:-9.472887439110957 41:-4.754847741812546 42:2.384263652628147 43:-8.131118757976553 44:9.764407529598813 45:7.067229636644768 46:-3.510509653470393 47:6.766305903544202 48:-6.765642844872621 49:-4.244549152520887 50:1.889538309418551 51:-6.35319535331296 52:7.891145898849005 53:6.206484754653954 54:-5.778710656862469 55:7.650129678504738 56:5.798949755349717 57:-3.492851945861364 58:6.513693705060069 59:2.804276317942132 60:-2.915618048856991 61:7.09950495409765 62:-1.576717451855856 63:-2.660351281989531 64:-3.354853354991402 65:-0.794641263170331 66:-5.267833975873842 67:-9.757244233810033 68:-7.83465231064584 69:7.179006683421756 70:7.536189990914822 71:9.048141612729818 72:7.196867211412952 73:-1.78712989891641 74:6.478554348218222 75:0.7083580707254873 76:5.135648537705786 77:-2.454378364571652 78:-0.7305729560344902 79:8.765617350064657 80:8.85057254532377 81:-1.026163293955256 82:0.04353869072226568 83:-8.581798730421824 84:-0.5106286302286032 85:1.787977009735248 86:7.905510233244108 87:2.970757942456347 88:-6.514666034065021 89:-4.205172809958067 90:1.346788392015583 91:-3.364384001888687 92:-4.857797560352559 93:2.088860268532733 94:-3.765611162444934 95:-3.520266120530745 96:4.594886273983786 97:6.8282220400023 98:-11.42150723934836 99:-2.970346883331453 100:-3.101489229203327 101:4.083256491095825 102:4.264433560831625 103:-0.9832750967655177 104:-3.283898624973045 105:-5.885284732428275 106:-2.263093355387782 107:1.192678089363145 108:-1.0296003176523 109:-1.157196396696885 110:-2.535281265829916 111:3.770838359150377 112:7.270513955969114 113:6.537246440658596 114:1.533039908570254 115:8.937235642611219 116:9.209908174585557 117:-9.14642615093212 118:1.944450409026557 119:9.244773148868912 120:0.39096204621861 121:3.201443021900002 122:-3.589061133487195 123:3.007679475963678 124:8.481316218601348 125:5.151014817825426 126:-1.572402912558114 127:7.59041512876837 128:9.034906783465328 129:4.415441964361199 130:0.7104165481003605 131:0.889812097491859 132:-2.056409645176217 133:-2.121841478261334 134:2.010486244545556 135:10.41655668091348 136:-5.750399151279646 137:-3.181796944312704 138:-3.752417348127514 139:-5.508327630186761 140:0.6984214099511568 141:-1.850752365201187 142:6.841102279974224 143:-2.055516343534254 144:-3.955278979531025 145:0.4820052119585336 146:-6.911075188695929 147:8.204430009895548 148:-3.819715778445394 149:4.326935799467353 150:6.326883042998214 151:8.951808520119634 152:-8.430279344501487 153:-2.122224436069861 154:4.911135370670417 155:5.157314926144126 156:1.263815271191326 157:-4.328617356984092 158:4.971122806936707 159:4.035024381255559 160:6.587374706324239 161:-0.9715099179968916 162:-1.72484587723329 163:-7.374905539401606 164:8.728962423833231 165:5.01351207375429 166:5.32848629083434 167:5.63104325438453 168:0.04897929826144221 169:-6.552896024540869 170:3.913612347182623 171:3.32111585016598 172:-1.853505377449851 173:3.026786484142645 174:-8.604368880976669 175:1.860419304891852 176:1.831023685724543 177:6.977736169617678 178:1.802642729840667 179:-4.579026072368515 180:-2.261534998479638 181:0.1520064404314458 182:7.903857166493419 183:5.729212156787217 184:-6.052102340044316 185:-6.399583703719085 186:-7.444857380351977 187:-2.650035050236204 188:3.415491804247452 189:-10.91364054649255 190:2.044392684094814 191:0.8579185171147217 192:9.181090411631093 193:10.70463900151166 194:6.944305606994514 195:3.488343566076221 196:3.743467081558498 197:10.29604788221069 198:1.796289865286057 199:0.5482388424005287 200:-2.387841587178563
+-1 1:3.314942062039618 2:3.983101308857338 3:6.175681300149797 4:8.646394520523788 5:-8.218878964112276 6:0.7331249361490885 7:-3.758844297519808 8:-2.364613048112225 9:-7.31480988355746 10:-4.982865391930372 11:9.436961183916733 12:-5.061045052243307 13:-10.29732512139266 14:-4.801971676673216 15:-7.395375191738932 16:6.085176068283041 17:-3.913860907496298 18:6.064600994630228 19:0.06793287600648934 20:-1.978096888377523 21:-1.865267837060447 22:-8.458168942655092 23:-10.79933743941428 24:-3.477968373587127 25:-2.278003552394924 26:4.341046151114138 27:8.407319844813481 28:-0.9726966126441874 29:-8.395495853646345 30:10.65660758054814 31:-0.7012435674837851 32:-1.740782507277912 33:-10.25065320229803 34:0.6384908868173744 35:-4.658460109907185 36:-2.22286718597188 37:6.456237199399395 38:3.910838208954745 39:2.788490735561716 40:-7.9293255601009 41:-1.059436312976914 42:4.587321999564626 43:-5.249219230780697 44:10.09003070250559 45:9.276725150443944 46:-3.120253217548224 47:7.652437760872309 48:-7.567817597555618 49:-5.508910239755322 50:2.824614279365197 51:-8.517477794310983 52:5.256011277619478 53:7.871063891264502 54:-6.126682341776841 55:9.477757308308581 56:6.403153674319075 57:-3.098447920646541 58:7.878652283376343 59:3.950688909966855 60:-2.892676765958142 61:6.728015230692082 62:-0.8241309115694603 63:-3.441995809386655 64:-3.48502795655673 65:-2.412353371586881 66:-5.294438610439994 67:-8.018180009254621 68:-9.545402637133515 69:9.278976588737317 70:9.873175163847797 71:8.975866795381405 72:9.392937085125016 73:1.713956635628999 74:4.79229928374654 75:-1.035762983724047 76:4.899652110653584 77:-2.581905087083743 78:-2.855614367124256 79:6.655622408521745 80:9.377649634613899 81:-1.801360473491738 82:2.769838556544206 83:-8.157714504419209 84:-3.02861605702583 85:-0.763372614855671 86:6.55720487599649 87:0.8881608721380569 88:-6.119800362791032 89:-3.400452805309794 90:0.70910480558347 91:-8.248845935266548 92:-4.69689802015689 93:0.8327666300935873 94:-3.20778478934407 95:-4.937771519330711 96:5.808662232065127 97:6.955187472389871 98:-8.23930914172831 99:-3.584891875105426 100:-2.372604342086305 101:4.230264633453424 102:4.010187644185851 103:0.4018198273114423 104:-1.219816892377507 105:-5.767897951076757 106:-1.296207196380073 107:-1.953437156754295 108:-0.9461323983642611 109:-1.896681114157292 110:-0.6867460603421355 111:6.796597558371358 112:8.260342727642602 113:8.662096721867851 114:3.017713740530137 115:10.85099546958986 116:8.162433461886291 117:-10.03621572083103 118:1.963204173979713 119:9.395293052297363 120:0.5927037398874112 121:1.116798567778524 122:-4.207619957997569 123:1.450081524780511 124:10.9996990573682 125:4.7229047905076 126:1.365008764729362 127:7.298994485077703 128:8.721574279115984 129:4.310098059596186 130:-1.039032111590829 131:0.3178593707315538 132:-1.026394842402673 133:-0.7760496112156903 134:3.922016218114309 135:10.96750184350787 136:-6.329920207315338 137:-3.229693597223173 138:-4.385926830070828 139:-3.403106888766672 140:-1.547072681889069 141:-1.403575161453044 142:5.235718539433754 143:-2.681963384875945 144:-4.961508648085831 145:1.101318604445314 146:-6.300940927221548 147:8.394336961720949 148:-1.964455315957275 149:5.242430183093295 150:6.451691489560583 151:7.851510463225806 152:-9.415650262702304 153:-2.905086431450831 154:4.124478075070304 155:6.389768685839147 156:-1.102344042023408 157:-4.697371513053946 158:2.842104462269023 159:4.59922159797489 160:6.869543604475972 161:-1.732870508970343 162:-2.760994456364517 163:-8.473147950400659 164:10.20838973856206 165:6.137582760522567 166:6.36442738654449 167:9.954255127765325 168:1.753443390256113 169:-5.880066074303968 170:1.523707035964474 171:2.711934650899375 172:-0.6394068041537442 173:4.081454204248501 174:-8.984941054104844 175:1.273891596516489 176:5.267133748954455 177:6.321091345017029 178:0.3869307738827215 179:-2.385819359577982 180:-0.6431688801275194 181:0.6456536018761114 182:6.709315547722675 183:2.718570322489051 184:-5.676147900407948 185:-6.508208580811425 186:-4.941962097915896 187:-1.861725633128142 188:1.64135306252193 189:-9.922797038095119 190:3.467044155995131 191:-1.509837682799155 192:8.461654555089858 193:9.931879186343016 194:8.701991611849275 195:3.87715596807403 196:6.528037311748743 197:8.603688454171058 198:2.752923459202213 199:3.484331939790805 200:-0.5142939149590007
+1 1:7.821078364960608 2:-4.321234705137659 3:-3.007456781063394 4:-3.725231758861682 5:4.168778884454792 6:9.37871984578714 7:-9.733693922440747 8:-4.764433679462488 9:6.66843264791035 10:5.917691059547521 11:-6.463576354542694 12:3.661907118388058 13:-8.149095386619331 14:-10.93019662076088 15:-4.103710033871934 16:2.457017434433308 17:7.025724133482033 18:2.440869677268688 19:-6.917572137122142 20:-0.9801574383526355 21:-1.901840559254487 22:1.369728738630139 23:-6.684907944549408 24:9.384696668256909 25:0.1821837044451577 26:4.031058412203222 27:0.9814217084735143 28:-0.4929375317906228 29:3.832405407728916 30:6.203478146178162 31:6.86640284013804 32:3.408463909084461 33:5.081394745779599 34:6.310257594885448 35:5.321428471504774 36:4.798994467305087 37:6.486381636046856 38:6.670727018200498 39:-7.314050769392201 40:-3.24261588395579 41:-1.966108015805951 42:0.8182407852110782 43:-1.208400574726822 44:-9.78978667041641 45:2.296454867287654 46:6.973416909166712 47:-9.260005837155383 48:-5.329748566351762 49:-7.428290526561942 50:7.37660132889818 51:5.679261123829439 52:-2.383992698107244 53:6.939523299578 54:-7.355832638550387 55:-2.021787688192671 56:-1.819323951608711 57:6.835863505956786 58:-7.682860897553374 59:-1.664940528303321 60:-4.42503467606792 61:5.97253482244601 62:-4.909421984219568 63:9.951505157135765 64:-0.08919086500455309 65:0.1764316233555325 66:-1.490851894040272 67:-4.016968951671126 68:8.5574446245252 69:9.611140939377986 70:-4.114132639241411 71:-0.444309135511477 72:3.423348014290589 73:-1.356188712044895 74:5.404901123263597 75:-5.038942695838265 76:2.511086283170237 77:0.1322555147133451 78:-10.89448306106726 79:1.33691137577032 80:5.734489234614298 81:-5.258421106420946 82:-3.268202298260724 83:1.834817408306457 84:4.532957429451764 85:7.217970456461294 86:7.138272787820051 87:-3.668253553546942 88:-9.025601863502619 89:0.02750865933575064 90:-7.53385509596791 91:-5.459906746479851 92:-8.874465124597963 93:9.14953387350174 94:-9.571015178824847 95:-5.419061856850234 96:-7.882987655862545 97:8.601322824580139 98:-10.15200475266293 99:-7.966143971799427 100:-0.2995063032405411 101:5.578519269436014 102:-5.564523485321849 103:7.575315966891023 104:-6.588427618036901 105:-5.77785021642007 106:-9.181124968536947 107:1.458484108324565 108:-2.022583259750449 109:-9.670529700552528 110:3.120349782695022 111:10.13256986666738 112:8.238380924671468 113:9.141032079910264 114:-6.499548282459591 115:9.708856190819098 116:-8.347479266694521 117:-4.710138670977917 118:4.196220978262681 119:1.207164807576744 120:3.057009439492092 121:8.13662659397181 122:3.746846384008645 123:-7.20095002269619 124:-2.391484851332093 125:2.663634034810658 126:6.119662397552699 127:-8.248177657897401 128:-0.9382790758675005 129:6.221399069336312 130:6.535844725333632 131:-4.331839935458929 132:-2.806280278353153 133:10.58584745966808 134:0.3279435491151569 135:-2.543193669392696 136:8.54266600420323 137:-3.337652812828061 138:7.661950517752582 139:-10.08867878235485 140:-0.1316209397989276 141:-10.6260886737118 142:-8.296795132106199 143:7.241330501808411 144:3.824793835603853 145:1.0073046941769 146:-6.927597736979573 147:-1.279420616368273 148:-9.601863984543458 149:-1.617762166559101 150:-0.8659232770652424 151:-3.198677233434447 152:4.90801850422537 153:0.5472936416299268 154:-3.904444587163398 155:-7.658677907847704 156:-7.527297085343434 157:7.608209300722504 158:-0.2273702204682579 159:-3.451883179593803 160:1.909513030545468 161:3.26695370257961 162:7.678390106585858 163:-9.860117404316064 164:3.174711500185006 165:8.438971857346266 166:1.446648251115749 167:-3.636726979245646 168:-4.553678598953863 169:1.53917839248089 170:-1.873500473787541 171:-10.28389340561109 172:-7.109557263569464 173:-6.2438489454758 174:7.474067726999479 175:-4.626201430193754 176:-6.471813465408587 177:5.89467647451544 178:-1.474486844084836 179:-4.901064969702642 180:-2.998287073218262 181:2.628841434770258 182:6.048273055717019 183:3.186204304303964 184:-0.9612407204523289 185:3.102162141110109 186:-2.629819442205501 187:-4.186739748069056 188:-1.804585060749168 189:8.924745405885682 190:7.338043931453987 191:-7.971065880761335 192:-3.004231187762882 193:6.944552292105696 194:-5.562467047224613 195:-1.715041660209116 196:-7.56337422996649 197:-9.102219833143234 198:-5.757414336581367 199:-4.285272330742423 200:-7.403565300939658
+-1 1:3.858593024097749 2:4.141045827413381 3:7.5891363242137 4:9.44095355079703 5:-9.12503570066548 6:-0.3480019175384758 7:-4.279575748627117 8:-3.425166948769533 9:-6.652607469086375 10:-5.944181554366459 11:6.570185091917496 12:-4.423844614317101 13:-8.464771415790796 14:-3.959843989931244 15:-8.281163929391766 16:4.698716486735746 17:-4.620184019003487 18:5.763931133434861 19:-2.617285011228475 20:-2.347055022172978 21:-3.173454922801941 22:-8.179222575690916 23:-10.76637742647886 24:-4.197838027812216 25:-4.91375525706472 26:4.169400113837928 27:7.430770120967962 28:-2.13408130239611 29:-7.310871321960926 30:9.145406549854698 31:-2.126902154647507 32:-1.7657779605479 33:-9.026170840873979 34:2.394608907514585 35:-4.606490882267573 36:-3.431324875677534 37:6.296277674424035 38:3.764631700901747 39:3.468378759219932 40:-8.441236079236875 41:-1.606441456079511 42:3.684253879770824 43:-6.351414347315524 44:8.794868232281747 45:6.324155283733967 46:-1.681308565142172 47:6.154484361015877 48:-7.163509360150917 49:-3.200163406392519 50:2.932141301428151 51:-7.862784822747561 52:6.010176663291615 53:6.757633066380603 54:-6.560718169664032 55:5.271589328819823 56:6.314890770156072 57:-2.123825087567207 58:7.809112912277322 59:2.799805868919746 60:-3.930611095604515 61:5.992985183646176 62:-2.20539221080693 63:-3.844515992907215 64:-2.645698489331942 65:-1.495244103437409 66:-2.341568420431001 67:-10.23512594852771 68:-9.678986759732464 69:9.866611923491089 70:9.04596614743201 71:9.319123513495843 72:6.866031049699945 73:-1.471161258820618 74:4.982207821454572 75:0.3328502304721597 76:4.928103004035685 77:-2.959547194497013 78:-1.377749203122126 79:7.944450225756859 80:10.34874487945874 81:0.2771795694067387 82:3.04850825022429 83:-8.422059547112259 84:-2.899097397489193 85:2.016889629132145 86:7.668895879810226 87:2.024181429640686 88:-3.080425899858114 89:-4.385606274856411 90:0.9663751708535688 91:-5.113693372915896 92:-5.477296629119034 93:1.008976341841153 94:-1.631197324450396 95:-3.192597507158668 96:3.982494835448158 97:7.693192789886022 98:-10.87054240310811 99:-5.388207281103437 100:-3.595319005703726 101:3.129357329485741 102:3.402473320217672 103:-0.2343247655438632 104:-3.395767470046614 105:-6.41816035959898 106:-1.699381679823905 107:2.042364617612932 108:-1.060307678391568 109:-0.7483453761997281 110:-2.453143718020463 111:5.106663699391587 112:7.924583737761907 113:8.701886415166019 114:1.775253699269846 115:7.261042166837579 116:7.616660359185635 117:-10.03512061218363 118:-0.7697845192057446 119:8.97883142819714 120:1.483348652884092 121:3.526038562700045 122:-3.894221269448017 123:4.655752306107868 124:8.083951248114101 125:4.144679139107346 126:-0.4075760639956514 127:7.588565774327596 128:10.01796923526259 129:5.653823865997476 130:-0.4528296543080657 131:0.09203937504200552 132:-1.236599411415004 133:-2.700983201704046 134:3.104550705421726 135:8.845371589377649 136:-6.602332539919169 137:-4.416036941131551 138:-3.166371686769907 139:-3.71024977612004 140:-1.148624724529264 141:-1.547148337468135 142:5.582778936465314 143:-1.438368115377167 144:-4.4816789531171 145:0.8359228557452896 146:-6.051909481774 147:7.777237264605319 148:-2.575968289199094 149:6.212305087356048 150:5.020818484362401 151:6.830786941007397 152:-10.60561106441967 153:-3.342512747635178 154:3.895595541727152 155:7.573040050351699 156:2.616225718303745 157:-5.205598607032901 158:2.838754702616774 159:3.953207852620873 160:6.855864954512327 161:-6.002773923646307 162:-1.580745314211883 163:-7.579876323344439 164:8.398916827672888 165:5.688480948837431 166:3.871595408170187 167:7.390681381293341 168:-0.3309297219233411 169:-7.842637097688724 170:4.466908247812982 171:4.034609580687713 172:-0.09203513875436142 173:3.54203126713069 174:-8.788617856482734 175:1.105832797761189 176:5.41651646141144 177:6.437877501318752 178:4.649116711478117 179:-3.25021576713139 180:-1.088443188675473 181:-2.073663879813069 182:5.379302043059926 183:3.048839508870619 184:-5.61878356566362 185:-7.613338032815703 186:-6.072974441739919 187:-3.07980768557763 188:4.388819660518173 189:-8.214647095367745 190:3.381991201437013 191:0.02266352913285752 192:8.676377921248351 193:9.049717111433587 194:7.199683640589156 195:0.9621142912988849 196:4.950295896057882 197:9.377359710411328 198:0.7003408105740134 199:2.506265843581144 200:-2.409266724688241
+1 1:8.859561056417119 2:-2.57105706325512 3:-5.820936510672778 4:-2.439365835843052 5:4.535894028846779 6:8.826396194828092 7:-10.05657408800887 8:-5.475422936940721 9:6.606335472695871 10:5.910572681073948 11:-6.114727828396749 12:5.311726894911377 13:-6.794732110249083 14:-9.501533395180756 15:-3.583238659008645 16:4.725672613597869 17:6.492958254635011 18:2.086519203386166 19:-7.783577711295735 20:-2.706903409072735 21:-2.114140520970976 22:1.920461466631606 23:-6.209509542443325 24:9.508519806442512 25:2.857953636608079 26:6.297534467716993 27:0.5933452283885211 28:-3.117671843909426 29:5.220662127048461 30:6.005415195041333 31:6.94628949255063 32:6.442775038041875 33:7.327111638965557 34:6.132360242401084 35:7.811714764373391 36:5.558273259558902 37:5.418787482100934 38:5.30238873000285 39:-9.072929097292766 40:-3.525892800029441 41:-0.4386994130272123 42:-1.189879065150647 43:-1.595496326106345 44:-10.6508521276702 45:2.363500514926056 46:6.97478282178003 47:-8.551865396198307 48:-4.982328437334569 49:-9.580258429538471 50:7.24849100551489 51:4.38723231072002 52:-2.05129132904356 53:6.20232864258591 54:-8.822276552324839 55:-1.836969562993035 56:-4.711261853177235 57:8.054017150320295 58:-7.720164762483129 59:-0.4068163475761406 60:-5.744926548746745 61:9.107755430606892 62:-5.298827864412189 63:9.085893977207995 64:1.218505098672735 65:-0.2833440175939973 66:-0.7380803594126986 67:-5.512613366462478 68:6.855389620296309 69:7.822248223669469 70:-2.630426848017791 71:1.078325516560986 72:2.32536413973288 73:-1.912867779093325 74:3.48239522888146 75:-3.568267098080198 76:4.432383863850058 77:1.773016390049582 78:-9.150079844661832 79:2.098961349631683 80:6.704672136605757 81:-6.358868887736238 82:-4.822781088532607 83:1.77661658854776 84:5.396237113643194 85:8.455644141628316 86:6.504286600291191 87:-2.218428795037391 88:-6.951282287470883 89:-0.5821656614580001 90:-6.621610024041531 91:-5.07019473169025 92:-5.612078776807461 93:8.919305328870404 94:-7.345745174188391 95:-4.833727921391485 96:-8.259292205353589 97:8.8399683941661 98:-7.38381764265536 99:-7.828896727462356 100:-1.852441847325501 101:4.741976752190658 102:-4.76233883718815 103:6.423536374512945 104:-6.04124093321274 105:-6.380790865878637 106:-5.999036159567392 107:1.833057670829848 108:-3.869407837608266 109:-9.914299730821497 110:5.516456010599421 111:11.07806063622682 112:5.925365614638928 113:8.404365970399217 114:-7.825167172116441 115:9.717431400134867 116:-8.42387534645918 117:-4.284300807974404 118:3.348915649588072 119:2.119912713765722 120:2.479096808638925 121:8.292634152091441 122:5.169679061659939 123:-8.519998449496084 124:-3.65250359676886 125:2.998295187198107 126:6.18533124144771 127:-10.73717459612299 128:0.3158814906107028 129:8.16410283800386 130:6.190070853071682 131:-3.03117403031775 132:-1.493389316708907 133:10.41841899103695 134:0.4148888193952013 135:-4.566446011314816 136:7.213499813175541 137:-5.594067498344577 138:5.812784950246977 139:-9.312941831627919 140:0.6838229538145015 141:-9.671572496212775 142:-9.497593518462915 143:6.671501267860145 144:3.961293491254569 145:1.612120055353411 146:-6.319212975394568 147:-0.4860751630935853 148:-8.456511051325938 149:-3.085701115200855 150:-0.769065009943906 151:-3.538699755887911 152:5.497116308801226 153:2.488354594054595 154:-3.991449667064844 155:-10.1963264758893 156:-7.173393523996373 157:9.149185880821948 158:-1.685598458060378 159:-2.902490653263058 160:0.8462955880365901 161:4.546806783797877 162:8.12048258540009 163:-9.021081832449584 164:3.318975662468715 165:7.712402922009661 166:0.8473047636561991 167:-4.043679360145366 168:-6.98852798278228 169:3.945827767247105 170:-3.290177723709993 171:-9.109521232532893 172:-9.038453608837157 173:-4.357465634489867 174:6.759117990904527 175:-3.273265924502096 176:-3.782376692160001 177:8.030329713832366 178:-4.83759822035611 179:-3.572929630899154 180:-3.007761179701687 181:4.112265195603687 182:6.274449189927815 183:4.494845777243401 184:-0.6152839965634413 185:2.202255561020502 186:-4.47448108003012 187:-4.34250405179779 188:-1.5520649155846 189:10.53776038962978 190:6.357366805519685 191:-8.254089964727118 192:-3.02024051429941 193:6.670080618271634 194:-5.857446077607589 195:0.6576619205075218 196:-7.4299724207956 197:-10.96518233160853 198:-9.535749364014801 199:-5.777767934678307 200:-8.437441047418796
+-1 1:3.926167027032319 2:4.859041562765904 3:7.392727949387931 4:10.26454243871058 5:-8.861546274057179 6:-0.4303802905873241 7:-1.926140741460969 8:-1.817275593428576 9:-6.263417833228743 10:-6.097785658630584 11:6.547754751912389 12:-5.688814973000299 13:-7.000848981203017 14:-3.58120153348613 15:-8.716918043011916 16:5.033688799926489 17:-6.129542972780889 18:5.386862946613155 19:1.277017779511326 20:-2.019289126230228 21:-0.6628293114450308 22:-8.226982550330794 23:-8.789151472834286 24:-2.720491988563001 25:-1.661557756708786 26:3.463282902677101 27:7.530267818580666 28:1.090682797752537 29:-8.098253635998525 30:9.929825656986818 31:-1.323436889038866 32:-1.055482668273861 33:-9.660363065276025 34:4.013912010341697 35:-4.699763257514383 36:-1.962319965329416 37:6.138776334791762 38:4.331821873573077 39:3.968344000059368 40:-9.926485006770967 41:-3.238792484207988 42:1.858446895333648 43:-6.007378939643955 44:10.33640354363366 45:7.570112295975139 46:-3.291061834329167 47:7.634890696810669 48:-8.847285938144793 49:-4.708418126462575 50:3.250823162098408 51:-6.784840674086796 52:5.555676997484901 53:6.710452786185479 54:-7.970540376330922 55:7.117461733771124 56:3.161739111593255 57:-3.286052275767522 58:6.555713981657362 59:0.612867917956851 60:-5.324904999851888 61:4.565492369480753 62:-1.329626417970648 63:-3.151982534702462 64:-3.787271627881051 65:-2.828416710830938 66:-5.099857290517316 67:-10.63601893886965 68:-8.656680111453877 69:9.456227092496951 70:8.329492224203696 71:8.648134431028955 72:6.77602791988877 73:0.2118043619830855 74:8.061414402173433 75:-0.5149186369924157 76:7.112638130168109 77:-1.776570968452001 78:-3.220117452502648 79:8.067107420569558 80:9.298781113980496 81:-1.420526023217176 82:1.293662276897614 83:-8.771866359586717 84:-3.393570960579633 85:1.878405749798518 86:7.226849465064826 87:3.037279382465342 88:-4.982292476541569 89:-3.769950358690076 90:-0.2623326433542679 91:-6.463672065677796 92:-6.109285085407449 93:0.0488282254324035 94:-3.522757753764107 95:-3.731032871337983 96:4.365600995653614 97:6.82142531270699 98:-10.28600569757397 99:-2.926093294452791 100:-5.630962118610205 101:3.59308492237777 102:4.350733198071751 103:1.102639414115169 104:-2.967726461789168 105:-7.501446088107835 106:-1.972866277747971 107:2.081258443615979 108:-0.4036792365924204 109:-2.094320387355119 110:-1.102701025933667 111:5.713375362042076 112:7.603285034221131 113:9.547819740265924 114:1.318869030181168 115:8.717633046408316 116:8.962656008169404 117:-8.14300489945073 118:1.544530569760983 119:9.128301247250025 120:-0.5501575772480293 121:1.4564195643149 122:-2.884974200442867 123:4.154730681477417 124:8.784896355847636 125:2.995526843575044 126:0.2657570028701773 127:8.292633337286507 128:8.856519036406933 129:3.758132968051255 130:0.7106739861486071 131:0.5993294795941618 132:-1.845380105063826 133:-3.282412434903714 134:2.098735362151095 135:8.768533163266763 136:-8.095370027871216 137:-2.456291195668526 138:-4.377977482472676 139:-3.572872726376922 140:-0.471524203757734 141:-2.025563024317361 142:4.521369527105164 143:-2.335497250654039 144:-4.182985231016624 145:-0.7563815126039325 146:-6.121483003270336 147:7.165150037384314 148:-1.87253889321198 149:5.603896072534247 150:4.804935300525456 151:9.064914035063936 152:-9.688776300643406 153:-3.138684631079356 154:3.121841939344418 155:5.205992425496617 156:2.213125355282499 157:-7.078763523904755 158:3.025127165492931 159:4.482874235141443 160:7.92452536098242 161:-4.103235005012705 162:-3.517990734948591 163:-5.27992565976749 164:9.76244830975037 165:6.66028720575699 166:8.024247250929434 167:6.588071441359573 168:0.6919500276740299 169:-6.810148378182979 170:2.892256747063048 171:2.869036484078793 172:-0.8631981063004122 173:3.04499030495477 174:-9.225247970938053 175:2.394209651651325 176:2.097671065523499 177:5.788679115984027 178:2.536652154675012 179:-2.052374198155322 180:-1.20347539982788 181:-0.9257725677055975 182:6.82189649921198 183:4.176551766974892 184:-6.28899907929507 185:-6.912581449609509 186:-3.831923640962776 187:-1.7166031396916 188:3.414898469283822 189:-10.50851406370061 190:1.954501869507539 191:1.907106558795679 192:8.610662770502744 193:8.982984736391744 194:7.628762560468379 195:2.387222905869284 196:3.464917271214655 197:8.325181658829488 198:2.408761493792071 199:1.715292078161169 200:-0.870639495704449
+1 1:7.430684360050124 2:-3.441737835499204 3:-6.102960993182048 4:-1.562301528977161 5:4.333217644065344 6:10.46241206896209 7:-10.2772742730812 8:-6.530922057233177 9:6.942472191801574 10:6.127266509080589 11:-8.185885501114949 12:2.139169565603436 13:-8.823324759529928 14:-9.81729850794971 15:-4.811672091059532 16:3.649418713984282 17:6.285240473668884 18:2.183393035782971 19:-5.61532805342117 20:-0.7580181876813268 21:-2.577577410208899 22:0.8828401315280416 23:-8.084976507191667 24:8.722548293196848 25:0.2344895711641198 26:3.89390292200771 27:-0.4464576434502935 28:-2.240382982344126 29:5.075464551341599 30:5.651736949236535 31:6.000067900055403 32:3.191376297082019 33:6.121527251231464 34:6.533753036506511 35:6.350855067688615 36:5.110998361875667 37:6.911050454792548 38:4.062071955721675 39:-8.858905236220705 40:-3.892787182776236 41:0.5457957334816645 42:0.5009137709640364 43:-1.446094665118163 44:-8.734105376228674 45:1.778909109200555 46:7.316986432453536 47:-9.130774465269008 48:-7.044462949054186 49:-7.415197333263389 50:5.937449965477254 51:2.984692089231825 52:0.2579611903506414 53:8.050962848874173 54:-9.185973733293588 55:-2.553143277744059 56:-4.013638409992888 57:8.684571940820582 58:-9.061403994831444 59:-0.7946470190656112 60:-4.971424703194022 61:7.67645876455732 62:-5.454403816082345 63:8.776755804308477 64:-0.9247543554414346 65:-0.1196231575838813 66:-3.097428728141352 67:-4.994761110696127 68:8.302894926816055 69:9.791603311245364 70:-3.909522362304856 71:-0.4014848338994959 72:1.374039950117748 73:-2.400612157927144 74:6.887157586303683 75:-3.101858554212303 76:4.893714328927005 77:2.210844263526366 78:-9.712356787025399 79:2.023877152522624 80:6.190042081576188 81:-5.690117186320252 82:-2.202978545920946 83:1.657005388568278 84:4.624553980987815 85:7.344908180993891 86:6.698987485236816 87:-3.138856052337466 88:-8.810587906036403 89:-1.219899740492087 90:-5.589256368865321 91:-6.085575563737819 92:-8.04198235329808 93:9.617601948784786 94:-8.697255620198902 95:-5.264662533750774 96:-6.77812499332515 97:10.20078666469535 98:-8.770038129489345 99:-8.71131453408365 100:-3.631864694710376 101:4.465614460981209 102:-4.153122188992336 103:8.212488112277816 104:-7.325705039414537 105:-5.767182696271795 106:-7.635663202969137 107:2.106689808735402 108:-3.709733068607208 109:-8.116171515914871 110:6.004310471759571 111:9.167911508769684 112:6.743340230125447 113:10.27426269722669 114:-6.629932930752961 115:9.051697466894986 116:-7.941137788263095 117:-4.423200083283471 118:4.225537438929717 119:3.573573645196865 120:4.261925568211879 121:10.21248012091111 122:4.030068741895583 123:-9.022310384935949 124:-1.937046024513422 125:4.457978345651762 126:5.914174900129943 127:-7.976349731272477 128:-0.2125631698275524 129:4.612390838031052 130:6.475998082006862 131:-2.947232086216835 132:-2.659735371286431 133:8.956479744654253 134:-0.3621554869707675 135:-3.43513905083263 136:6.643940292250502 137:-1.440440113294138 138:8.090699104991455 139:-9.905308750681545 140:2.615843463673882 141:-11.73679748577963 142:-6.928947811649246 143:6.470870535485131 144:3.08198425902181 145:0.5759826621704043 146:-6.110061492388271 147:-2.565104863721774 148:-6.439077254270265 149:-1.429846709817957 150:-2.251549217265255 151:-3.324288624024415 152:5.230753978978316 153:1.457423127379383 154:-3.272977782861104 155:-9.448210619547265 156:-9.000085681812049 157:6.483709736011758 158:-2.721535437019948 159:-2.849750599654183 160:0.2834688675017984 161:2.586591435921909 162:8.288709796032895 163:-8.879520895835256 164:3.809686136982265 165:8.858066928981003 166:0.4316471409491223 167:-4.406261634559365 168:-7.225723862847948 169:2.369663857545834 170:-2.156389572420061 171:-8.899691131322887 172:-9.545733893231041 173:-6.078365451146429 174:9.324912213078177 175:-1.434167537964157 176:-5.935670153521567 177:8.442235603304999 178:-4.11093781395164 179:-3.917897378714352 180:-5.784258101439773 181:2.541719016766178 182:7.284503190985905 183:5.521353291645012 184:-0.3801672826134509 185:1.176662502239294 186:-3.411312002800531 187:-5.314638242067068 188:-0.2706217145706731 189:9.772791469946945 190:7.004788954113469 191:-9.637982247236154 192:-2.399501825501793 193:5.491442741802939 194:-9.266973888821596 195:-0.2848286950774749 196:-7.509293449131158 197:-9.245475145570389 198:-8.096668080596672 199:-5.082220231652544 200:-7.274578772518277
+-1 1:2.110047677264522 2:3.731353810464946 3:5.644731864111172 4:10.11969057716019 5:-7.590871869769565 6:-1.432225038151169 7:-2.880712517902963 8:-3.051677307556128 9:-5.180104678691029 10:-4.105906221557174 11:5.568787547564728 12:-5.55095567912494 13:-8.15718443497947 14:-4.468962869987298 15:-7.570182745225139 16:5.797719272998801 17:-3.047487403122695 18:4.471184494701237 19:-1.069233314922495 20:-1.775775923699788 21:0.3194416543586298 22:-7.725644180911125 23:-7.989138591792576 24:-3.76491286886643 25:-2.144768189986446 26:5.098407460527537 27:7.624770463124928 28:-2.106142046080821 29:-8.293581062478946 30:7.236885997470528 31:0.6513295419513816 32:-1.225626558023928 33:-9.979142184209142 34:1.680648098082464 35:-6.147857121410184 36:-1.800392646237338 37:4.742166319990092 38:6.29526848059739 39:4.180758437866674 40:-9.201728655835957 41:-2.383544147129572 42:2.273207691694408 43:-7.481365094574405 44:9.553413845146235 45:8.294055407312904 46:-2.392141290849661 47:6.589426066704841 48:-8.760570935886642 49:-2.85647844402838 50:0.6089510701477043 51:-6.810137171988442 52:6.826171568693191 53:4.649441840267434 54:-8.774762964542367 55:8.253242876395758 56:6.101168901069758 57:-0.6958892358942217 58:8.016053004967144 59:2.043878657057296 60:-2.506988623766873 61:4.256917571571259 62:0.2761908020858161 63:-2.334416835551243 64:-1.802835538178245 65:-1.824075248742773 66:-2.890214016056928 67:-11.75267583545934 68:-8.211844803659416 69:9.519873448815179 70:6.752165374354081 71:7.873297657246192 72:10.2600063503221 73:-1.077253648656223 74:9.101565907050569 75:-1.280051861064331 76:5.191620482068541 77:-1.800126610812199 78:-2.007432586494005 79:8.508301728431697 80:9.617650987112658 81:-0.08414843453646403 82:2.035715045926309 83:-9.075066985870553 84:-2.921656752861515 85:-0.4700357941515458 86:7.855691246395321 87:2.96630942850147 88:-5.268403751211443 89:-3.746712401596911 90:1.423346005561489 91:-5.735391855856883 92:-4.647612707941714 93:1.847644636647453 94:-2.883890145114886 95:-3.116838322911863 96:6.532314502751676 97:7.369076951249889 98:-10.03278435712974 99:-4.906342071118348 100:-2.119159954287759 101:3.565429787769916 102:2.772091454988218 103:2.112293380683418 104:-4.310038903904119 105:-7.061345453759605 106:-2.605669872361771 107:1.696272389837983 108:-1.55997481529054 109:-1.244807680873737 110:-1.462674425180324 111:4.903251100106167 112:8.029165363240919 113:7.555859672509467 114:1.769861583094271 115:8.413902175654169 116:8.664931842542579 117:-9.164222593611264 118:1.000271251746772 119:7.998960382678222 120:1.230024584297937 121:2.532723834948699 122:-2.610361117943031 123:1.54704469792892 124:7.607290826567512 125:3.07798934417402 126:-0.2886894394843871 127:6.768465616266315 128:9.649182978066305 129:3.875327595684522 130:1.547056246118443 131:1.754754329616635 132:-1.365431291416257 133:-1.983700637282839 134:1.252111612083936 135:8.261216361895251 136:-3.845033894711472 137:-5.464800315202942 138:-4.263086178838373 139:-4.681759414381012 140:-0.8615472926926394 141:-2.398982704608891 142:5.355133702570361 143:-2.522160444623265 144:-4.986763433901626 145:-0.2275268035293256 146:-6.784939468122785 147:7.141913064160944 148:-1.255474693898876 149:4.071544055213568 150:7.399904133438952 151:6.219093142697943 152:-10.92442104386926 153:-4.483479901099523 154:4.850347857345812 155:4.01901207594304 156:0.7708167383625828 157:-5.057587307472731 158:1.270416358636943 159:4.145449720634886 160:7.54394167638878 161:-4.232186180873245 162:-1.536155978012189 163:-4.728088568188233 164:7.598953823297548 165:4.731198050317067 166:5.692900767927402 167:7.644026504664343 168:1.842448509251816 169:-7.805970469823202 170:3.636486892390064 171:2.612972961104895 172:-1.279964114235859 173:4.651150250034312 174:-8.45309637419893 175:1.920707283058213 176:2.723418810696839 177:5.3163673458101 178:3.081228074662752 179:-3.175546122979501 180:-1.768550275137248 181:-2.537812560001815 182:4.388303801782719 183:3.050834120942583 184:-4.209668353330576 185:-5.997282098655137 186:-4.775751156428671 187:-2.246768630361517 188:3.849876403105648 189:-11.38168580059259 190:4.633980473593697 191:-0.254914226729773 192:7.449485376647974 193:10.60013869990721 194:8.466375099104409 195:2.530956485059177 196:6.19213316227147 197:8.355214625980487 198:1.62633385212205 199:2.328590973776661 200:-1.046365260361118
+-1 1:3.853160971636813 2:3.688302444143276 3:7.296509283080804 4:8.168573229081368 5:-8.195619282049211 6:1.014087312021849 7:-3.614990075588649 8:-3.414298513770516 9:-7.45349947967617 10:-5.520287418731327 11:6.816190902879485 12:-6.077177054694594 13:-6.773407212196747 14:-4.360981004017489 15:-5.442257357165644 16:6.170566175836198 17:-4.096508116211271 18:5.332303633949276 19:-1.209339269629369 20:-2.963333272220058 21:-0.3654268860999792 22:-8.595843246370752 23:-9.440771794644011 24:-5.202973093735965 25:-1.864426779419959 26:5.125506369826282 27:7.429189597965067 28:-1.33370404187739 29:-7.043431714661857 30:10.36397956358289 31:0.2174846440414078 32:-1.524161189597577 33:-9.244659901865825 34:3.810413525330266 35:-3.254087202286184 36:-0.4762001318603055 37:6.873442154557693 38:4.729392749862706 39:4.45006507978886 40:-8.713497158054324 41:-4.097410446436983 42:3.075112365800447 43:-8.302860377625997 44:8.97957993864795 45:10.1584783303062 46:-2.652296512926004 47:5.150512711381888 48:-7.685527605429377 49:-2.766774673808539 50:1.214222422941681 51:-7.803931128694047 52:6.108504449002916 53:7.511540470043998 54:-7.267104984879201 55:8.401649182443169 56:3.479120240383936 57:-2.766733116013201 58:6.167811211687539 59:3.156489153557231 60:-2.900543610674997 61:6.834869242048836 62:-1.071151867556592 63:-3.750700502720692 64:-3.034675790535893 65:-1.726065151233648 66:-5.05035176576873 67:-9.131582560641739 68:-7.356822893410301 69:9.626270528354103 70:6.981452874566656 71:8.120049946269395 72:9.600681632504424 73:-0.4002768874190885 74:7.744897879187272 75:-0.293690534721339 76:5.366995547093359 77:-3.999384894100557 78:-2.108560456202566 79:8.753652468854431 80:8.318573506711203 81:-0.5162266220031636 82:-0.8661082709334158 83:-8.469491737849895 84:-2.668508644656563 85:2.246325510131026 86:6.655859119603634 87:2.893608250923747 88:-5.268402868483895 89:-2.708696626530807 90:0.4610238475564379 91:-5.527718132545178 92:-6.384213366896048 93:-0.02903886997428962 94:-0.7899199526653327 95:-3.462051208518731 96:4.017151238643446 97:5.614286300235576 98:-10.36246481618658 99:-4.08893708313634 100:-4.462405226115667 101:3.698465690232404 102:3.823964646330031 103:2.485485422251505 104:-3.964583759192542 105:-6.37981936549318 106:-0.337563561305197 107:1.346747427432559 108:0.7618492146859293 109:-3.361532968015608 110:-2.347683412090617 111:4.558181050039431 112:8.225899462258775 113:7.74781901879345 114:3.843361584136856 115:7.14871372091606 116:8.521018218330383 117:-6.129548189345504 118:1.917200376306126 119:8.575296515156579 120:1.187192751739506 121:3.160503122442701 122:-3.133841411893859 123:2.581099720216846 124:8.646345696956629 125:4.760297743874981 126:1.171426899765475 127:6.934419512085936 128:8.181338886715489 129:5.328621319764034 130:-0.0741492144382 131:2.048997980157061 132:-2.627219603835125 133:0.4567063216354512 134:3.529914715893371 135:9.714082691108704 136:-6.046435026837174 137:-4.569215491996094 138:-3.265690695929355 139:-1.599322581346105 140:-2.131171604936569 141:-2.183660476653007 142:3.969140650102021 143:-1.674359621354874 144:-5.440052653774897 145:0.4606594466489831 146:-6.341773337530635 147:9.614267850445088 148:-1.398244689763644 149:4.26980536414656 150:2.809308023891949 151:5.320063290554302 152:-10.65401699141066 153:-3.293506406466635 154:1.999041572668725 155:5.166756083558292 156:0.5857091846104583 157:-5.481343621761727 158:3.402759592370912 159:2.608226912056496 160:7.778207269211719 161:-2.102460492149953 162:-2.543494730473434 163:-6.13700651944757 164:9.013833648845374 165:5.667831481235405 166:3.747324237376869 167:6.482813922380675 168:0.5284209052240766 169:-5.771949522194284 170:4.04202323295595 171:3.497408004305136 172:-1.410377714747803 173:3.807261511570192 174:-9.850005088272201 175:3.640411404828194 176:4.576503995386899 177:5.923714254651991 178:1.521605873790313 179:-2.799783392839161 180:0.712705733959472 181:0.1312735806166648 182:5.154297100015207 183:5.094481111494509 184:-5.234502493493086 185:-8.547342930365717 186:-7.086626518855693 187:-2.413522651139782 188:2.339635494716723 189:-9.270196087777204 190:1.651843766680647 191:0.6871231223986466 192:7.895519034957554 193:10.38026710559415 194:7.828807565151392 195:3.691612774588549 196:4.937018290842785 197:7.864775022632934 198:1.351224811009672 199:2.517414521827065 200:-2.681604034536262
+-1 1:2.187167403090667 2:5.054434747490745 3:6.509056356772613 4:9.344043268217206 5:-9.117766508618653 6:-0.1076983897670098 7:-4.428703037312149 8:-2.07260164836283 9:-6.297844259318015 10:-6.007476907398067 11:8.740029861737456 12:-8.01118850516978 13:-9.79290083847876 14:-5.214695380863784 15:-7.475820183092757 16:4.759233352149547 17:-4.310420864786127 18:4.557877002890803 19:0.3951425477796482 20:-1.032096651419823 21:-1.890988339246691 22:-7.398764962437078 23:-6.909026651956092 24:-1.97386621400069 25:-2.030076288633762 26:3.166633773586612 27:8.409344963644104 28:-1.622134331142859 29:-9.765742109302716 30:6.929771600426855 31:-0.5126042266240917 32:-0.2506368184404255 33:-9.833755459422392 34:3.180932589895621 35:-4.502670424294935 36:-2.399980714246043 37:5.218236279136235 38:4.618631959484567 39:1.234921609152412 40:-8.981631006950975 41:-3.791459397576047 42:3.04233101006262 43:-8.803811505607854 44:10.32559254283268 45:8.328168705409428 46:-3.765618634872441 47:7.338734919408825 48:-7.026430737755089 49:-2.457037659546333 50:2.175941153080169 51:-6.117333723652523 52:4.858422615971936 53:7.373781770815658 54:-6.657875928830317 55:7.787916049119135 56:5.320613804368588 57:-2.581377078186168 58:5.978502648957068 59:3.80904072763242 60:-4.379234725584742 61:8.254249714614824 62:-0.5626605564272523 63:-3.487432934405187 64:-2.260513513606636 65:-2.489009969458187 66:-5.118922025632656 67:-9.64953196829204 68:-6.965327127174229 69:7.843820177185759 70:7.909113698247419 71:8.340686802289023 72:9.041685331471026 73:-0.8700733967589469 74:8.549512574518218 75:1.388927910244989 76:4.176760235653639 77:-3.165903257204493 78:-1.910286282003675 79:8.532276269172918 80:10.06494226121152 81:-2.648800048682444 82:0.787197454275689 83:-8.048335613553567 84:0.2318405959678422 85:0.4627553139033467 86:6.186746770851799 87:3.945859234930118 88:-4.161405000084125 89:-4.810728644755775 90:0.5315832339842411 91:-6.919724476922323 92:-3.943015798559402 93:2.598805710023963 94:-2.412998718214368 95:-5.53360266370909 96:4.894085048067018 97:7.436635832229946 98:-9.976888733386815 99:-2.923448249063931 100:-4.951672533808194 101:3.565719216193559 102:5.518188447601822 103:1.443863566356509 104:-3.05705711164271 105:-4.804089768322633 106:-0.8098107619355743 107:1.099841501625268 108:-1.557361894582141 109:-2.592061236743134 110:-0.1045384962817106 111:5.010891662930766 112:7.270874155897095 113:9.040744979330036 114:0.05159356174110608 115:7.270105419144707 116:10.95769130398285 117:-11.10275614154741 118:-0.7660958636228155 119:8.32202323401973 120:0.2036556043808669 121:2.044420764783119 122:-1.311351921263666 123:2.276133370673756 124:9.41806836106457 125:3.030697078678219 126:0.4889267204423575 127:7.571854272800357 128:9.25321428119589 129:5.02207847815506 130:-0.1393114124207592 131:0.3669754715528672 132:-2.199833998296044 133:-3.156671763576971 134:2.189862826526648 135:7.903631814113606 136:-6.682735889777742 137:-3.975955789060838 138:-4.434477031982698 139:-2.548061716618547 140:-0.2057600170571838 141:-3.029240295942972 142:5.135202694238645 143:-3.050001134858981 144:-4.172440273037826 145:0.1646142759515215 146:-5.331457470188823 147:9.046253032307904 148:-0.213146980516612 149:4.541096777198996 150:5.434513399058832 151:7.000613293247334 152:-10.13445833367102 153:-4.692040073748747 154:2.281764907241669 155:6.29885884782658 156:0.936136214024748 157:-3.193227709079464 158:2.239423304713428 159:5.233929117751702 160:8.808148919965221 161:-5.62275639104182 162:-1.758434083301442 163:-7.260283214814733 164:9.531210079355372 165:6.189312773896077 166:5.654925362940377 167:7.264663484395505 168:-0.4627786378780201 169:-7.055079466127919 170:3.2057118304118 171:3.481431893594377 172:0.8882245710344672 173:4.588797623012531 174:-7.50951721401452 175:1.849299801240152 176:3.173219352413508 177:6.939586814391067 178:2.139825132756844 179:-2.365400100989927 180:-2.020681714127317 181:-1.762175062751189 182:7.319010962041069 183:2.241835903122041 184:-6.127658670522822 185:-5.158638739640666 186:-6.190894558849599 187:-1.421049356996283 188:6.204031860988407 189:-9.643244337794549 190:1.242594964163428 191:1.362760383880211 192:8.567121404645167 193:11.32785924667217 194:7.612650360804444 195:0.6234137548933112 196:5.196961233778298 197:8.656674445529818 198:3.039884003864657 199:2.210003183803066 200:-2.886456820551712
+-1 1:3.30869879837065 2:2.159449720497956 3:7.29595688873929 4:9.4409773486513 5:-7.499995054413069 6:-0.262672033984532 7:-3.045547049344155 8:-5.013575286152976 9:-5.637284562096251 10:-6.440692893029254 11:7.38768435533634 12:-5.142926531953675 13:-7.766066959892319 14:-4.574004659932342 15:-7.733635033472018 16:4.767120944124436 17:-4.422586060512379 18:5.895646154259204 19:-2.081437283343049 20:-2.551558238239935 21:-1.855226639432147 22:-9.71052351871937 23:-10.05146282829601 24:-2.369361752222712 25:-0.6278809863701551 26:4.881686890713477 27:8.88717266355493 28:-1.728580820394829 29:-8.713762462291299 30:9.340541301960224 31:-0.7826543917188282 32:-1.205534195717404 33:-9.675172234023137 34:2.728664775243863 35:-4.730958120537829 36:-1.195882681344306 37:5.603570957719828 38:4.001225077923448 39:1.338778628608293 40:-8.96642705742887 41:-3.346103101946627 42:3.243524254774696 43:-6.232649903745012 44:9.132297011977794 45:7.629423610820046 46:-2.288778001396745 47:6.814927516928185 48:-9.008060313834079 49:-3.40255170453021 50:1.944562673497622 51:-7.17170382914565 52:5.166397851760404 53:8.156196420058004 54:-7.81460541097618 55:5.922830917769082 56:5.027785136467282 57:-3.060893937428755 58:7.509412277632778 59:2.290052109791945 60:-3.670172367172923 61:6.067495157830767 62:-2.442612078133807 63:-4.084583095226549 64:-4.279885434881507 65:-2.057593326099244 66:-3.512313040668385 67:-9.726244589093561 68:-9.234316201094673 69:10.02239419637659 70:8.754612706158504 71:6.985701423774629 72:9.677001750953165 73:1.044220979487839 74:5.572718872093771 75:-0.6277165841991823 76:4.995857068151398 77:-2.901204246399693 78:-1.925108415165683 79:8.037774756541946 80:9.121898436971968 81:-0.6164291383670406 82:1.297578034574567 83:-6.906512195052096 84:-2.918418694358143 85:-0.02241924787144767 86:6.14670619749418 87:2.662426506979165 88:-7.533624659505877 89:-3.966835852193656 90:4.079881664606891 91:-4.175926245669904 92:-4.002866314434407 93:1.435433309707057 94:-2.305554581541507 95:-3.983447808329841 96:4.092377130210446 97:6.673052628401948 98:-11.24734296577903 99:-2.76458052305969 100:-4.406426457624025 101:2.495620477673997 102:1.843341162681381 103:2.184591539645869 104:-2.974711342825743 105:-6.087917558332154 106:-3.538467166173272 107:0.9518114505280709 108:-1.545397840861088 109:-2.483381903233423 110:-0.7929265309475363 111:5.273232121958324 112:7.554247025505145 113:10.61269741930171 114:2.46863629078014 115:8.571936115885167 116:8.295888390454076 117:-10.2385796595672 118:-0.1964883430445443 119:7.811167053227138 120:-0.6138759918921239 121:1.443988985281025 122:-4.601317479820442 123:3.918060411722254 124:8.942126770813434 125:3.4394714303053 126:0.2908757281248114 127:5.888760890158731 128:8.021942204387447 129:5.111542395061723 130:-0.2385045386533747 131:-0.2859187552431592 132:-1.770106997591066 133:-1.668046828862591 134:1.62089483613351 135:9.417217611189045 136:-6.795744684252515 137:-3.386004158365749 138:-2.56323070717752 139:-2.606060992792448 140:-1.570624843014866 141:-1.86108518761197 142:6.050565887163686 143:-2.903282767626914 144:-5.307969839418204 145:0.9411014076409051 146:-5.271461605422072 147:7.730020002930491 148:-0.9575739755008521 149:5.131286250096998 150:5.497971969505247 151:5.045798586912921 152:-11.11119088522941 153:-3.634540009119398 154:3.912160821179877 155:5.508851757059237 156:2.588049857379361 157:-5.330434373001986 158:2.969940126181929 159:5.116877289824552 160:8.242663716560608 161:-5.496446465371545 162:-1.069027085137354 163:-5.874393217899413 164:9.658073491894136 165:4.997910694238731 166:7.29742696327502 167:8.702908294052644 168:1.309138601890578 169:-7.439147445325493 170:4.189562612706963 171:2.159826722281795 172:0.02360723688335475 173:2.488818165547607 174:-7.877499561311113 175:2.312980950817178 176:3.001493389941701 177:5.614490100641376 178:0.4314053787532681 179:-3.305046506631857 180:-0.3548987389602506 181:0.2144482250045973 182:6.6649928163294 183:2.940518434629694 184:-5.321927367223644 185:-6.707345215815094 186:-3.961956304829015 187:-2.877855633403962 188:3.292830037834598 189:-10.85152771749845 190:2.880599736812589 191:0.6436152714463123 192:9.146124519054279 193:9.738006320696025 194:6.250439190947279 195:0.4163307537102563 196:5.230654350566504 197:10.21759941133715 198:2.736421949347099 199:0.5542067576932117 200:-1.305105908647556
+-1 1:1.48242706105352 2:5.385603245349812 3:7.38754016678825 4:9.362157063432454 5:-8.830639066418719 6:-0.7292606733559782 7:-3.45190620756221 8:-2.817493808655157 9:-6.221861612859768 10:-6.755331859316738 11:5.243003889426324 12:-4.640996815666771 13:-7.721465136413824 14:-3.672846663849503 15:-6.545182090964401 16:4.531603545205919 17:-4.336348386226749 18:5.582337786720431 19:0.523718322117387 20:-1.707516802904377 21:-2.946499953184522 22:-6.563842278440611 23:-10.38264051538459 24:-3.971929210961765 25:-2.460280919675579 26:4.929654907176662 27:6.849233032336837 28:-2.716469618549711 29:-9.519185386392625 30:6.75823173845772 31:-2.193065320902459 32:-1.724924027684947 33:-11.3393318838278 34:0.8914369313382915 35:-3.702666819166421 36:-2.478080902806938 37:5.057853250516036 38:4.363025138009938 39:2.942995756461115 40:-10.4628932938678 41:-2.217588565968982 42:2.204417342920709 43:-7.538313519514983 44:12.0442832500989 45:8.019295864879245 46:-2.741467775743494 47:7.654316274093706 48:-6.318305745456608 49:-2.102816530414425 50:1.012542699872841 51:-7.365601453507223 52:6.230374973734046 53:6.910713524848694 54:-7.571893087670158 55:7.658722306056449 56:5.208968956655269 57:-2.405202083377186 58:7.01855161851662 59:2.057199606842972 60:-2.891698892940963 61:4.984837066261742 62:-0.9535919936628773 63:-3.324487660966468 64:-0.4354218388679323 65:-1.766585886262254 66:-5.134066726706052 67:-10.61950431402296 68:-10.4311997416506 69:9.915645877045895 70:9.116476173684172 71:8.963105554663894 72:9.515026781319111 73:-1.112766061338662 74:7.678999169030942 75:0.9551031600657724 76:5.948285609398964 77:-2.660748172169074 78:-1.401045981659247 79:7.087599776572983 80:9.151391428724699 81:-1.158989681555849 82:2.160112409269605 83:-9.406013228106897 84:-1.203722583543064 85:0.2467883823436679 86:6.171318401551414 87:2.277035593396581 88:-5.750500343972163 89:-2.373563775560279 90:-0.1963416198280268 91:-4.094394145144136 92:-5.354760785086564 93:1.019089420532465 94:-3.828054211477246 95:-3.541336930279063 96:3.695826880575089 97:7.968163430871144 98:-9.3043449992077 99:-5.016379175385715 100:-3.698111440455429 101:4.825980436972756 102:5.927643491682447 103:-0.3586428327990423 104:-3.661430686795677 105:-5.761492883861703 106:0.03824466026523687 107:1.72021657346567 108:-1.367073558608709 109:-2.880997217220766 110:-1.321407555058392 111:5.686556491970675 112:5.813139909195508 113:9.560133846451116 114:2.455142254816367 115:9.018214250498806 116:8.515025900334813 117:-6.778832887414948 118:1.774408245817442 119:7.509254485047205 120:-0.2225758889947399 121:2.635445704243998 122:-4.5512415049256 123:0.7792425925684927 124:9.150025076005116 125:3.414156181140403 126:0.4931900526063309 127:8.748683243314892 128:9.289346666048949 129:6.023458831451368 130:0.392030499364688 131:-0.9022745250742017 132:-0.4216331858820024 133:-0.7505614325183636 134:3.992261474451891 135:7.780285115692901 136:-6.49074772677108 137:-2.65777999692856 138:-6.781740707286295 139:-3.548317220910688 140:-1.401380247065622 141:-2.409768706514652 142:7.092757867132936 143:-4.770029433434687 144:-4.659750624605896 145:1.818256758988411 146:-7.031814741202483 147:8.75667884906915 148:-0.4256813418244634 149:4.039566902346463 150:6.56714011263017 151:6.72917141366542 152:-9.142508410153228 153:-2.515260812914315 154:3.484772276408896 155:5.158517197763407 156:3.455627220941731 157:-4.000289098781134 158:3.07075988303698 159:2.670539112403374 160:8.462993115271185 161:-5.118576900974572 162:-3.304961546317458 163:-8.505830073422539 164:8.981132653412992 165:4.980652611963208 166:6.33259417966961 167:8.132478789111438 168:1.66473448824769 169:-6.55417072187061 170:3.818237195549164 171:3.195706682298414 172:0.2405537028641669 173:3.831684207171344 174:-7.521124584865129 175:2.261537316769847 176:4.34065730378779 177:5.982364586679532 178:3.30353250999048 179:-4.887535018265559 180:-3.148402890572146 181:2.413464163279008 182:6.511500575161427 183:2.698674616896468 184:-6.158419535666676 185:-5.886526054755014 186:-5.600973116634144 187:-3.288213566292609 188:3.985931547437823 189:-9.989868375735552 190:1.568890589886937 191:1.862716248619444 192:9.462220370118192 193:10.07093739717224 194:6.388250537350061 195:2.105309727976509 196:6.369223554179106 197:8.19429381852925 198:3.863551622783983 199:1.668033642200546 200:-0.4671927458275278
+-1 1:4.265570643499692 2:4.997727248985402 3:6.023104897725787 4:9.725414930992709 5:-6.897767244194347 6:-0.06034786613066154 7:-1.901053750822042 8:-2.930538719681416 9:-8.289991257525408 10:-6.23500908409947 11:5.70433865761814 12:-5.681917305550066 13:-6.613878388731021 14:-5.234105856574897 15:-9.686313886133552 16:5.436816033271604 17:-3.529432327323686 18:5.913521841439751 19:-0.1295335118127336 20:-2.796468781684162 21:-1.524289377885305 22:-8.966879959341599 23:-11.47666903795499 24:-3.439993767880316 25:-4.445865774191474 26:2.880749811124363 27:8.532803055198517 28:-2.135995070027609 29:-9.101525763729754 30:7.777145376794969 31:-0.8178615735456498 32:-2.175968969954081 33:-8.564173071307135 34:2.509019672852135 35:-6.878552229836257 36:-1.921507180626346 37:5.678401583251032 38:4.907381684211021 39:2.613777666476562 40:-7.889616759479915 41:-2.512124344628617 42:5.339524802202611 43:-5.117301865409654 44:9.771007195298287 45:8.537080124789304 46:-0.8664653584711837 47:8.423549033040178 48:-8.020731081267495 49:-3.690025615847616 50:1.70032878149849 51:-7.571623990472065 52:6.607314926388204 53:7.352370898457561 54:-7.629055687923115 55:8.016823546062847 56:5.569224579265372 57:-2.412288515591636 58:8.791370516135293 59:2.791569662502975 60:-1.606334357596982 61:5.404638838401117 62:-0.9713963554722355 63:-3.285148213012285 64:-3.039527223328584 65:-1.705039316742327 66:-5.172805035850379 67:-8.538199489997703 68:-9.500761300558128 69:7.965371842975847 70:8.317781809439047 71:7.918592441194944 72:8.525809074722142 73:-1.574587334202347 74:8.81386573873484 75:-2.248301189331243 76:7.254696800633181 77:-1.657634120373883 78:-0.8435960385416159 79:9.969353696849135 80:7.581556061456598 81:-1.151873540119268 82:1.666087901244288 83:-8.460928452310622 84:-3.411483052562021 85:-1.156768651893702 86:7.63277957995111 87:3.527121961946325 88:-5.267939200579089 89:-3.244856060482856 90:3.121108604574919 91:-6.008821687874069 92:-5.369142380474861 93:2.069997046026833 94:-2.571303549683437 95:-3.461842396111799 96:3.552389523848759 97:7.997664301850482 98:-9.924721876659902 99:-4.490971423884996 100:-4.423900550162958 101:3.707274827236902 102:4.237990912801362 103:1.627168777763526 104:-5.002084944970226 105:-5.13297583876136 106:-1.514075217243408 107:1.742001048013546 108:-0.5849899585265962 109:-2.811821013902402 110:-1.034775332251778 111:5.575677828925167 112:8.489504262885292 113:9.225594398636545 114:2.355080389964723 115:8.724641629712229 116:8.64665171643116 117:-9.880181531409082 118:1.651429243765399 119:7.628753831456448 120:-0.008121723254244095 121:4.796460161269689 122:-3.755841515728381 123:2.971341822007825 124:9.970905812765306 125:3.95453194350451 126:1.229173107066132 127:7.630509404031799 128:7.040863587523949 129:4.269988580427091 130:2.396104819783869 131:0.3662777205914318 132:-2.266284199148109 133:-1.553289527494028 134:2.669848607418883 135:9.211707105807069 136:-7.375542960832583 137:-4.300956430100189 138:-3.431541996559756 139:-4.336489054511569 140:0.7902615087360265 141:-2.58078553090138 142:5.635563673817016 143:-3.083632282046419 144:-4.189380383821133 145:0.05755046338292677 146:-5.192751773178538 147:6.815845636419762 148:-2.919416692792818 149:4.042624222012617 150:6.814116378228478 151:6.786385801694138 152:-8.713959162538066 153:-4.403612939648717 154:2.930520450579175 155:3.822328788496867 156:-0.022004585673016 157:-4.792621698292157 158:1.335901247141243 159:4.634963370560657 160:8.223014770996098 161:-3.447836407135354 162:-2.81532146054292 163:-5.869020312052956 164:8.688925352550401 165:5.62576879839101 166:4.647839692921362 167:7.864475663617769 168:-0.3706581797980251 169:-6.460003068007337 170:3.09015432950326 171:2.828481492854751 172:-1.079054310082056 173:2.80721178574542 174:-7.850015105186004 175:1.39303733836049 176:4.396436710277935 177:7.495593406013581 178:2.566128963909156 179:-3.170422107176747 180:-0.7597650620075296 181:0.4797209969787011 182:6.037770942042061 183:1.977031032000858 184:-6.282810905014879 185:-3.091726401015393 186:-6.751565395989767 187:-2.490337946078042 188:3.31041381545447 189:-7.939288977498356 190:2.562311522433201 191:0.3619487850868033 192:7.488179713746304 193:9.025521203882487 194:6.396356194255894 195:0.1702314399108005 196:5.518046858040218 197:9.84652728323489 198:1.722048404415983 199:2.125777804144624 200:-0.566387946367632
+1 1:9.589661613410179 2:-4.050871730509978 3:-5.861172976850922 4:-2.768549257422532 5:4.274281580401478 6:9.449884078944365 7:-10.14987241336122 8:-6.184728072437852 9:5.618559335734058 10:3.393680018787947 11:-8.417014932830142 12:4.39639495076827 13:-7.06836812561091 14:-8.097586816522373 15:-6.055910363985904 16:4.213575451285966 17:5.509765470172585 18:2.863187030187992 19:-7.544245090985415 20:-1.139673874337922 21:-2.747115786318368 22:3.401454742631102 23:-6.856746259756348 24:6.968894714844341 25:-0.3441081655707326 26:5.451178787474263 27:-1.726622022704706 28:-3.479088730604748 29:5.793496722597349 30:7.107541266253943 31:7.281430889639486 32:3.244943727115509 33:5.584979982402696 34:5.999685404197219 35:8.549283092343405 36:4.967868698201811 37:6.29491251818526 38:7.054349668607311 39:-8.272050169633216 40:-3.943760149897823 41:-2.022618051742821 42:1.37938498363961 43:0.1258204760998562 44:-9.537443741202461 45:3.05690613960847 46:5.638645954430531 47:-9.61933905458992 48:-4.273456557776038 49:-8.746479579433391 50:7.237206789421356 51:4.08259853672321 52:-3.596830879979647 53:6.300714975404015 54:-8.891320897717101 55:-3.444772552116485 56:-4.923107568906426 57:9.7340574897552 58:-8.130786577845981 59:-0.9311458814091794 60:-7.296715791350226 61:6.845683667247775 62:-4.399301064091574 63:9.1609945812197 64:0.7568409611762577 65:1.322004576937797 66:-1.140279050572551 67:-5.422520369387994 68:7.937215329440595 69:9.594679043612102 70:-4.96607135212439 71:0.3308129849514644 72:2.155380892664665 73:-1.992036025798821 74:3.847914655158697 75:-5.365554957204195 76:2.691342451181889 77:1.906457050029353 78:-9.61369134607385 79:1.498180532067536 80:6.355556622279566 81:-7.06301173424989 82:-3.226214232237909 83:2.467567230503201 84:4.36326173788747 85:6.327742817753681 86:5.723543349387765 87:-3.198866285142559 88:-9.635757280399442 89:0.1835128632496994 90:-7.388157773663023 91:-5.6586572393112 92:-7.846763768105392 93:10.01077472749112 94:-7.044616787334749 95:-5.995772795495173 96:-8.48625425894007 97:8.934834611913951 98:-8.380673111795579 99:-8.279446691562782 100:0.6281892016953108 101:4.322211962861146 102:-4.315022693100566 103:7.279167179747774 104:-6.646441006774996 105:-4.829035911680888 106:-7.6618963639838 107:0.2416641640169961 108:-4.353480989542084 109:-9.358249728562054 110:4.967119397669732 111:8.861514256010299 112:6.9285658440373 113:8.838768643181602 114:-5.057255988795553 115:8.421254957968268 116:-6.141106010620721 117:-3.832911737566077 118:6.799061778340613 119:1.876041693157176 120:1.944707903240465 121:9.382242875612556 122:3.853068509362569 123:-7.170072650127451 124:-1.597640261589914 125:2.353876984814542 126:5.730347080856729 127:-7.960873952616782 128:-1.48962967823683 129:4.931991394996646 130:6.353243451334349 131:-4.234404724917709 132:-3.346014541413361 133:9.898419377234573 134:-1.032750610140117 135:-4.034650577965762 136:7.75961376805678 137:-2.942309480964516 138:7.959631402408162 139:-8.252606454953547 140:0.6319112265948754 141:-9.622719336484268 142:-8.507945020245975 143:6.833151251716465 144:1.758938646272309 145:2.71898278836028 146:-7.240760289065191 147:-2.055513517086743 148:-9.285925545635319 149:-2.091027129286632 150:-0.6857572486765622 151:-1.283761349395836 152:5.363895352781105 153:2.794142746444732 154:-5.186355047009403 155:-9.176404444392091 156:-6.929453864306955 157:8.468795277148084 158:-0.6071960515872179 159:-1.609232622551502 160:2.191320381428905 161:5.974636966354137 162:7.806750270738711 163:-10.297782820203 164:3.730008326981613 165:8.6882326765122 166:1.281334500655714 167:-4.545418930817602 168:-5.036125924349963 169:1.368691965475099 170:-2.528247341137277 171:-11.07428925707889 172:-8.666935402639206 173:-6.675049524241611 174:9.153146895612091 175:-3.526600480784575 176:-6.960207529511167 177:7.4401481807879 178:-4.9652152309088 179:-3.662765233217967 180:-3.477572332916611 181:3.226039187694534 182:7.817955760274902 183:5.316706262837656 184:0.3485062359989196 185:2.01663963113143 186:-4.572664295589191 187:-3.709994009562009 188:-0.9111155772979257 189:8.572040639315897 190:6.406743391601509 191:-8.196180445270679 192:-3.55132422236031 193:6.49723187286361 194:-6.636778878494912 195:-1.116815016253297 196:-8.675457550821381 197:-8.037410516570491 198:-7.13981762800295 199:-4.037633919732426 200:-5.817373111962013
+-1 1:5.471085011679663 2:4.315715793702791 3:6.371448259023721 4:7.559116500433218 5:-8.50399678248813 6:-1.04290227404368 7:-2.278176098377512 8:-3.770241200643002 9:-7.498625523782591 10:-6.908523358507898 11:5.630572640048693 12:-5.397813024840595 13:-5.647738862868248 14:-4.2894362157715 15:-8.4678657673558 16:4.869222479330986 17:-3.698214268586405 18:5.169367166172647 19:-0.1758880951759739 20:-2.420270071305435 21:-1.837701980278732 22:-8.513473668795593 23:-10.89230344294546 24:-3.804380652617982 25:-1.826316701047788 26:4.582113934246485 27:8.741649403329033 28:-2.14394721125102 29:-9.321789621430993 30:9.314509031377922 31:-1.57423778381902 32:-0.9082430609508376 33:-9.011683190098598 34:2.841370386442423 35:-3.430604584645427 36:-0.6465841467898055 37:7.429090500610773 38:3.77665770384472 39:1.405507751345714 40:-9.664144809794118 41:-3.813563686225893 42:3.655168398596722 43:-5.643683199110622 44:11.18710224419483 45:8.282485026547073 46:-1.700230345718125 47:5.495188740428663 48:-6.744776229155052 49:-0.1402153616350681 50:2.774709874657026 51:-7.068196679045284 52:5.122514096570264 53:6.502324670856792 54:-6.809991612475096 55:5.768411129428461 56:5.55624239983858 57:-1.8005609804975 58:8.723756642212093 59:2.851584036881077 60:-2.122772646623825 61:5.32916968251263 62:-1.329334588780643 63:-2.138369390366551 64:-5.213579139924322 65:-3.429614820598083 66:-5.947591604190841 67:-11.08031726929084 68:-7.002142578885302 69:8.706581541878426 70:9.816547305562608 71:8.324649841423843 72:8.106490029859451 73:-0.6954768662305291 74:7.306632431650236 75:-1.377724848763334 76:4.894955374802382 77:-0.8485055470225964 78:-2.599576513911149 79:7.803845713474436 80:9.47604997958261 81:0.6823458956552058 82:1.989666663935632 83:-10.30655137978967 84:-1.651826033143375 85:0.9173307468085825 86:9.324239668265623 87:1.918800219688807 88:-6.386311120153447 89:-3.728340917531261 90:0.2008102320259173 91:-4.690497256466264 92:-2.495125646433237 93:2.067962159713481 94:-2.402839288762615 95:-5.215590927208504 96:6.113554867648858 97:7.606835021404028 98:-7.218337338611182 99:-3.54316064136552 100:-2.619025863725922 101:6.176597338352302 102:4.224035352833303 103:1.130591923491915 104:-3.383518420337948 105:-4.985509039112994 106:-2.54059086608159 107:2.26369017910687 108:-0.5142544165854042 109:-2.489854764672219 110:-1.257866505114403 111:5.06199220859003 112:8.807903562712013 113:9.927175987425494 114:1.370469630724064 115:9.061716831054829 116:7.359890032966293 117:-9.796658048031917 118:-0.6964510454190025 119:8.787977526043399 120:-0.4055471912965829 121:2.319015820435387 122:-3.58264484595376 123:3.122430752455853 124:10.70557282146108 125:3.941493252179418 126:0.3718999038237544 127:9.826669362885694 128:8.882770080097801 129:6.063850016011447 130:0.08645542355932967 131:0.6138830158867414 132:-2.571107651472865 133:-3.809790970197476 134:2.686675091909402 135:9.157408724527082 136:-5.747396956683818 137:-3.550444201965042 138:-3.780169536122635 139:-2.869953677650209 140:-0.8850884115269387 141:-0.04242883813079112 142:5.448671495395515 143:-2.569620609644391 144:-4.738212475629577 145:-0.7695252315097278 146:-6.019042224231575 147:7.063545910953377 148:-2.160511426117552 149:4.229673667771848 150:5.730400651816514 151:8.40526705999503 152:-9.906480334576596 153:-2.556060696474946 154:2.933324422932089 155:6.953992255372686 156:3.513434588911983 157:-5.210184505233817 158:1.975789454387319 159:5.653523984402158 160:9.09507417510526 161:-4.4914190558368 162:-2.341760517513841 163:-6.944069482682637 164:9.634346719252878 165:5.757696239910305 166:5.360410541269323 167:7.827654618054714 168:-0.1722089792241348 169:-7.239191297820804 170:4.615334083360567 171:2.528137644185539 172:-0.3120411632427598 173:3.679407718726476 174:-7.838236287511217 175:-1.195349896912091 176:4.540065145624181 177:5.635242742611648 178:1.146869423060355 179:-5.908519156590243 180:-0.3486829923141105 181:-2.074856955721522 182:6.885920017057425 183:4.714535488579372 184:-6.04678012579507 185:-7.587856990668588 186:-4.726733333041947 187:-2.241120218574085 188:4.123824282246635 189:-10.27224952233965 190:1.001090155650874 191:1.294961359704283 192:7.79354938227382 193:10.46852443138462 194:7.182065106797022 195:2.124748371843056 196:5.070909316653814 197:7.681862368159927 198:2.752723041900903 199:1.132765723772001 200:-1.15648412293964
+1 1:6.982680495664315 2:-4.620059619349097 3:-4.874584549562033 4:-2.86469251859707 5:4.289440546768289 6:9.27074841321604 7:-10.73384542020781 8:-4.930493325255894 9:6.998875208122636 10:4.711430703564599 11:-7.588738605617609 12:2.566652472115496 13:-8.54537131073884 14:-9.5661193805841 15:-4.747322271540944 16:4.971420923875234 17:5.618258364216936 18:2.879356552395053 19:-6.225099438983803 20:-0.3379343056108841 21:-2.813233864795763 22:0.2306713280431327 23:-6.221755411249958 24:7.091907615379671 25:0.4322565231841506 26:3.25063463538338 27:0.3831324215272303 28:-3.317365377820697 29:4.802701309427315 30:8.417261233465142 31:6.351127955980235 32:4.478674744578192 33:7.334237808688431 34:6.065453826602423 35:6.421654372206198 36:4.170088778920997 37:5.100285752705534 38:6.471514723440768 39:-9.013839433665797 40:-4.010264285429237 41:-0.3999708297923597 42:-0.1579831910584562 43:-0.5927975476317794 44:-8.526536108591849 45:2.083361059132556 46:5.885966080570195 47:-9.965605457584187 48:-4.010697542554258 49:-7.615865849111907 50:6.701798044300143 51:3.989581466873194 52:-4.979794712053396 53:7.386713086517378 54:-8.720056880260067 55:-3.112016484400435 56:-6.143643962029341 57:8.038916607943593 58:-8.938195084160453 59:-3.375991015665896 60:-6.964873556182497 61:7.290275706216758 62:-7.163791163964732 63:8.922317464929057 64:-0.6201087835174084 65:-1.054827475246388 66:-2.245447789189441 67:-3.651715674863194 68:8.355371742997193 69:9.474296514119636 70:-4.271929919164807 71:-0.3672720414237484 72:2.313867949685022 73:1.16047518531382 74:4.528241532616283 75:-2.60322694625407 76:2.560142791774906 77:5.037748552353228 78:-10.75868443945693 79:-0.1431942754802487 80:5.665193427956409 81:-5.728442728297844 82:-3.373189531021164 83:2.664501858933652 84:5.68898502027244 85:5.650820284580093 86:6.942562857814725 87:-2.291314100398964 88:-7.676020408777011 89:-0.9207773824085493 90:-7.537535392878063 91:-4.792522149730543 92:-5.222361561205411 93:7.683416286360327 94:-7.952740902316002 95:-5.968273863326714 96:-8.330194787730859 97:9.238887655887632 98:-7.712626088682742 99:-6.882056848015159 100:-0.4386267376733044 101:5.017262158456288 102:-2.893953416510704 103:4.956288402571166 104:-7.779282438550801 105:-3.004920705321206 106:-7.59994208500039 107:3.114877314245869 108:-2.791974029448583 109:-8.775495979419437 110:4.734900780967999 111:9.017408879628077 112:6.890525068292314 113:9.058315407608463 114:-7.15585535759286 115:9.78697452441352 116:-8.496499106483373 117:-4.46166511064249 118:4.416943236509758 119:2.626258023470342 120:3.06079852278839 121:8.331355857530788 122:4.852728004537936 123:-8.442460871228871 124:-3.280968436929694 125:4.816918285946178 126:6.993369243946075 127:-7.82799864977293 128:-2.443576779226814 129:5.914139392905427 130:5.033449425205592 131:-3.293783335227422 132:-5.23786183581655 133:10.0617690620163 134:-1.724746321209735 135:-2.31673491877551 136:7.435970163182742 137:-3.219294560158272 138:5.856183394117148 139:-9.615996865661225 140:0.7763262936877138 141:-11.44395622243345 142:-7.412308544905565 143:5.915202805063562 144:2.329337031883125 145:1.742389784801512 146:-6.352199009557777 147:-3.126706765551255 148:-8.448073224137046 149:-1.560106466217624 150:-1.001583563933565 151:-3.751194130999735 152:5.822383473956092 153:1.872725332564574 154:-3.789627073895823 155:-7.627513969669647 156:-7.199948559879479 157:8.729300609546705 158:-1.093143823701104 159:-1.849595543696389 160:1.841851793459204 161:5.767587935469754 162:7.709995320083977 163:-9.028494815846354 164:3.019595692373734 165:9.723209547741048 166:1.680290011668934 167:-4.152463284444973 168:-4.5763990891265 169:4.050949710555003 170:-0.7578392045073177 171:-10.95809718988661 172:-9.26737162352854 173:-6.451972728515375 174:8.512290907771449 175:-5.831076450586947 176:-4.967482681444495 177:6.786865968793173 178:-3.755072214472575 179:-3.418239401237317 180:-3.267152554301873 181:0.8648584491284679 182:7.221277558716825 183:5.564416976805902 184:-1.723218006666721 185:2.226126769290954 186:-4.469173041598096 187:-5.379604476367049 188:-0.9118331000592603 189:9.400165770823849 190:5.821474298771759 191:-9.30658659003703 192:-3.261451394993456 193:8.861031284911169 194:-6.342717868618404 195:0.5527092202282297 196:-6.893668992253408 197:-10.64277611590747 198:-7.033817689887911 199:-4.577549531705858 200:-6.419157749579538
+-1 1:2.975619862076074 2:1.530216064271587 3:7.37080396412285 4:9.938070273927893 5:-6.953896662516553 6:-2.223064017692815 7:-2.383643491381566 8:-1.934541491680429 9:-6.650584758296967 10:-6.857941202043393 11:5.637759220239554 12:-5.27272642131206 13:-6.893197152034547 14:-6.290642085224547 15:-6.99342028053495 16:3.280466186776755 17:-3.948461303280801 18:6.378115874820445 19:-0.1346432067244545 20:-2.831526338146354 21:-1.663054256872257 22:-6.871234474790406 23:-9.281882977221438 24:-2.804165546128804 25:-2.865873294630926 26:5.306074658281593 27:7.957188495116693 28:-1.241817536703425 29:-7.57530359445818 30:8.359374102444548 31:-0.4681858584321876 32:-0.9942923746550922 33:-10.0672929995806 34:4.648125845603635 35:-5.53649334200966 36:-0.8616221120691447 37:6.020443253179789 38:4.940513367612664 39:1.830272328962909 40:-9.658408936178576 41:-2.323202197440348 42:1.806508130502888 43:-7.314656246866196 44:8.753917730407979 45:8.266650460550999 46:-3.906943246810497 47:9.132345694788832 48:-6.898057593588701 49:-3.186118438597002 50:0.963688430123953 51:-8.41589077573448 52:5.894838201992556 53:5.691682765317431 54:-6.530621415564506 55:7.790815071882527 56:6.763450015097464 57:-2.390124803083801 58:6.377069361688963 59:3.283584857866233 60:-3.325722519236435 61:5.191203049192517 62:1.958459117892948 63:-4.535360014802965 64:-3.399439718870081 65:-2.693206115424218 66:-4.329472855157287 67:-8.541188700225229 68:-9.265810019811507 69:9.374275079508072 70:8.620316355310333 71:8.143069568846368 72:8.324302625146837 73:0.5511626423951588 74:6.771164072920658 75:1.235942995745008 76:4.922389602436186 77:-3.368134952761665 78:-1.237713390375575 79:8.593994591683908 80:8.933466159770379 81:-0.9417813541026382 82:1.191295696302245 83:-7.327077540130731 84:-2.324269979310698 85:-0.1072197286674285 86:7.198695208710743 87:0.5922040581794832 88:-4.247930814626832 89:-5.052270778390818 90:1.342646467191874 91:-5.41764633413745 92:-5.267185767102973 93:-0.6578547018809771 94:-2.155067058761624 95:-4.228822732368013 96:5.806163413515576 97:6.201327678588248 98:-10.28167302854656 99:-3.093081501320729 100:-0.3691556011527073 101:3.827735000597199 102:2.348180503839216 103:-0.08497347047523407 104:-1.664489039940027 105:-4.273565416041537 106:-1.854509667558976 107:0.5945459106585393 108:-0.7838115412831786 109:-3.169030818437295 110:-1.04457861369529 111:5.384571754579082 112:7.902140374403201 113:8.070814057514358 114:1.226790278037166 115:8.868791801572927 116:9.156625553171532 117:-8.864746077284208 118:1.516660083134424 119:10.44435333271651 120:0.52379154892086 121:2.970650524924014 122:-3.96789636765402 123:3.053712172129106 124:8.441538330524493 125:4.284935323571511 126:0.04292930730261152 127:7.481320465768131 128:9.832576558701835 129:5.660204675853984 130:-0.004612658012650317 131:-0.292165325614375 132:-1.925366635244253 133:-1.582353425686453 134:3.208094743780959 135:10.77576441089042 136:-6.610731703311346 137:-4.890566234580906 138:-5.943272646113886 139:-3.630171410378715 140:-1.068875490976086 141:-2.965275070752089 142:4.450674930604589 143:-2.485106975680466 144:-4.760596409817339 145:1.090247971288302 146:-7.513897354190372 147:7.448130038552518 148:-1.989485792589551 149:5.308986202115509 150:4.494881979588595 151:7.779919521216282 152:-9.140562657808918 153:-3.821808132339362 154:5.335614986386596 155:6.934292645734704 156:1.663549975626106 157:-5.920400744546323 158:1.968246502969486 159:4.532185868014499 160:8.197042332082967 161:-3.19147549824202 162:-1.937010136729589 163:-4.940645350793279 164:8.622896899584674 165:6.693378263305005 166:6.796443595241739 167:6.454442260516657 168:2.12920211997891 169:-6.741008691049754 170:4.050108242746923 171:2.375845353674177 172:-1.269503867797598 173:3.082821595789302 174:-8.836240687027743 175:1.712786643946282 176:3.842948822841041 177:6.009557192639508 178:-0.001629587227417906 179:-4.192527503949036 180:-1.150512824812531 181:-1.101627907140184 182:5.789672691991085 183:0.9468570683527411 184:-4.130359581198174 185:-6.886609736566116 186:-4.940015194187513 187:-2.828020259171886 188:4.710846357944425 189:-10.72852339329149 190:1.279807955300502 191:-0.3969728231691482 192:7.127921557911362 193:10.5716130101939 194:8.589700786112436 195:3.108204232368287 196:5.474940553135321 197:8.272584659405878 198:2.227870399006384 199:2.31681767994181 200:-1.75372736273737
+1 1:8.78569651966373 2:-1.444893920713887 3:-5.71314471033718 4:-3.515589000041047 5:6.360715120715786 6:10.00680214249512 7:-7.910908969557623 8:-4.905909342106643 9:7.961025471535737 10:6.230351637309604 11:-7.633239625189024 12:2.794792913151479 13:-6.848373181317166 14:-10.17187818541957 15:-5.023670034292733 16:3.497159183360904 17:6.255537631864118 18:2.259138770044856 19:-6.276294217777136 20:-1.87267250838298 21:-3.063140851745708 22:1.946036799961548 23:-8.672695507975622 24:8.360518844447132 25:0.9332034115226181 26:2.822641322865806 27:1.011219711285972 28:-5.425493916514561 29:4.267222653538293 30:4.95826771078014 31:5.481383960342671 32:5.525935460384169 33:5.513065098970127 34:7.659757949190116 35:5.478532060403831 36:3.821081333219904 37:5.645124311132133 38:5.426620836280709 39:-7.083642671309266 40:-4.247554160290538 41:-3.207380008020536 42:1.107763325931669 43:-2.247081003008371 44:-8.061436059721796 45:0.6942627151646539 46:6.313884239787961 47:-9.28315838116875 48:-5.318672680940225 49:-7.54102495653146 50:6.072210917800037 51:3.312152346551328 52:-2.660128767739074 53:8.718975910270899 54:-9.147538059594956 55:-4.619726522685553 56:-2.983900468385081 57:7.307723332146717 58:-6.671020307153616 59:-0.7756653820019791 60:-6.285969639083706 61:8.607819627518314 62:-6.225256093497014 63:8.156941752082759 64:2.453897294794542 65:1.018629255474047 66:-2.480478769510256 67:-5.302232957016416 68:7.702712576083268 69:9.530275468399234 70:-3.150133131321631 71:-1.087086968408971 72:-0.02414229508448162 73:-1.13086209556349 74:6.187758254411131 75:-4.35937770780932 76:1.843758813545704 77:3.838670623412608 78:-8.79590091703478 79:0.7870426648129694 80:6.297287738487396 81:-4.638585219901438 82:-1.233989441348849 83:3.061928505356404 84:6.657772346974294 85:5.596448691956827 86:9.651950158982618 87:-2.875549207273374 88:-8.537925216484014 89:-0.8887153486164714 90:-6.39290243596615 91:-3.869186121145838 92:-8.294931616701211 93:5.555370825918882 94:-7.915417071501596 95:-5.735291380421198 96:-7.47531098006572 97:8.711235686684136 98:-6.863451128265819 99:-5.612956050583973 100:-0.485012141002562 101:5.991964451906687 102:-6.475151291350361 103:5.397605443209066 104:-6.385714486938336 105:-4.430948046804867 106:-7.161576775515525 107:1.104733975485381 108:-3.295013605605681 109:-10.21049641488015 110:5.652816283411259 111:9.277673036332585 112:5.264756405330932 113:7.905378013547187 114:-6.366826858177253 115:10.1488667431167 116:-7.057556822319343 117:-4.365208224735458 118:4.733864575036163 119:3.839668603131027 120:3.797143829147941 121:8.297989386022063 122:4.51431918508285 123:-5.828945478918502 124:-1.611301895877973 125:2.43300325189353 126:7.945454998634183 127:-7.822673288951771 128:-1.406811517699283 129:6.656541220042159 130:5.789683856290382 131:-2.345536076342445 132:-0.8102271404844572 133:10.82935588018523 134:0.8106938374357573 135:-3.5334917512698 136:7.666588642665491 137:-2.578939940652741 138:7.356743851648597 139:-10.37092768302372 140:1.182537153205196 141:-10.30659697719408 142:-6.484734531523735 143:5.413467097089208 144:4.883003324253247 145:2.543380371671057 146:-6.994617540802497 147:-0.7888910597622452 148:-7.78392543896921 149:-2.492021431317794 150:-2.158121859974685 151:-2.34138140144821 152:4.863957249884567 153:3.270834568554793 154:-5.620030781937697 155:-7.420097770189276 156:-7.359007688711631 157:7.023571372281887 158:-0.9747749378146497 159:-2.298312686508109 160:1.804389067898083 161:3.906505588941131 162:6.813967024249494 163:-7.646931389232285 164:3.339667128356621 165:8.938175361425465 166:1.784863351322435 167:-4.740729146914568 168:-6.551116894319511 169:3.863387296092582 170:-1.153869745779217 171:-10.04189874341442 172:-7.713731484573134 173:-5.939224688832303 174:8.153717664082574 175:-2.236988369553357 176:-5.640518289749852 177:8.119761784026686 178:-4.694244739888469 179:-3.47016428415272 180:-4.02421690450716 181:2.561935264473894 182:5.726154280797253 183:5.956091667557752 184:-0.6142424126738542 185:2.883603573747259 186:-4.499131173598204 187:-3.153867744259597 188:-1.381723907785494 189:8.768728725733714 190:8.837249406193751 191:-8.945613473732251 192:-3.567480411408811 193:5.952969001300461 194:-6.742218398956665 195:1.695951307040189 196:-8.267564386703603 197:-8.623080412342857 198:-6.788527147181928 199:-3.428705649741669 200:-5.488753104365692
+1 1:7.836138589648419 2:-3.946581867512216 3:-4.299271965314825 4:-0.8557278275815103 5:5.883276478292428 6:9.747414327165908 7:-9.060748310937909 8:-5.088600239724991 9:7.299206441689802 10:5.582381663347176 11:-7.493671887744749 12:4.227880990949912 13:-7.259954744482715 14:-9.772929992769747 15:-4.703092324446688 16:4.630388863769335 17:6.967311214573588 18:2.324712219655139 19:-7.102050124021121 20:-0.9161842211953051 21:-1.800156315207287 22:0.6567877588713826 23:-7.441008822164708 24:9.714167288459409 25:-0.5365477679738021 26:4.371253665825872 27:1.425608140418447 28:-1.520098790702987 29:5.558626918923605 30:7.211322937151534 31:4.734482667411925 32:4.890715584534091 33:7.18546674162309 34:7.237649021160951 35:5.787234637473606 36:4.104278592064852 37:5.132902019573225 38:5.892214338546506 39:-10.14006578008554 40:-5.712003145333343 41:0.07160306101571878 42:1.950547140094185 43:-2.305403330992065 44:-9.546562198319394 45:1.513342696160853 46:5.483899194587618 47:-11.15854971092633 48:-4.228509442076203 49:-7.890471394831438 50:8.214242487728491 51:4.142489485114279 52:-4.594936014598087 53:8.124501157944904 54:-9.532892751441777 55:-2.437584842598213 56:-1.111532592133969 57:8.292446024106665 58:-8.056011336942971 59:0.07170313124999916 60:-6.685899322837233 61:8.295624320647267 62:-6.410542136808017 63:10.04793387941407 64:2.124324368993641 65:1.376763861807144 66:-1.707531252297966 67:-7.181161244918302 68:9.344820005611775 69:8.985091977850653 70:-3.544469707206779 71:0.8914590652968613 72:2.843972786777089 73:-1.052449309711007 74:4.074953475020102 75:-4.216233696935284 76:2.614521754779524 77:0.2097236618982246 78:-7.185166811349763 79:1.158194666030927 80:6.115051387680528 81:-5.582614881548831 82:-3.206731551182554 83:2.345654587286295 84:5.330337482781464 85:6.911544824095506 86:6.81644531634834 87:-3.114741287338537 88:-8.122063476479822 89:-0.2245049301672273 90:-6.815332049572731 91:-6.043563532318089 92:-5.150903337038414 93:8.088096120962689 94:-8.031130492024031 95:-6.972276409590275 96:-6.03958027087538 97:9.822398813557507 98:-9.223373842211725 99:-7.357157662149607 100:-1.601749986457089 101:4.42849126452254 102:-5.267633669040324 103:5.344302196326943 104:-7.88998116473738 105:-4.262147859393135 106:-7.803682787182716 107:1.1695398029159 108:-4.113543342407652 109:-9.953406500773291 110:4.929681945493567 111:9.124462760652754 112:6.350504472929112 113:6.987212066481265 114:-5.3869979822644 115:8.233222359618416 116:-9.749945689495956 117:-4.395557312042774 118:4.262450672936868 119:2.863063090292538 120:3.87687383531729 121:10.13352024384181 122:5.159075316763518 123:-6.472844550663107 124:-1.866991808755854 125:4.366551688184776 126:5.247835559404211 127:-8.660188911260656 128:-0.4316204026054488 129:4.102446861371506 130:5.306241089324094 131:-3.56538018468687 132:-0.9001797408811216 133:10.15469308997877 134:-0.2587775217041655 135:-3.324875294816958 136:5.21987030830777 137:-2.616734354765268 138:8.434715557965381 139:-9.031542459856624 140:1.596332970814166 141:-9.153471295010675 142:-7.965002964911033 143:3.819970023800628 144:1.705316000909366 145:1.614627100062287 146:-4.429307726236134 147:0.0422008128121989 148:-6.954765290818357 149:-1.107117802836238 150:-0.5435544148267772 151:-3.995281679739419 152:5.440405503637616 153:4.70378510676869 154:-3.845470609612456 155:-8.533147920312405 156:-7.48930042134193 157:9.856068075985313 158:-1.461701191785796 159:-2.500634467722304 160:3.421755153747833 161:5.416240159486937 162:5.924657134965901 163:-9.273451095534604 164:2.682577938666213 165:9.449171666366006 166:2.780258656172239 167:-3.422917533261473 168:-4.966493860776925 169:2.579307934316839 170:-3.733505390607271 171:-11.03478785586911 172:-8.386546230866591 173:-6.699298100828763 174:6.597722264711461 175:-2.735149343205526 176:-4.657638715065779 177:7.919866667738418 178:-2.681178803852005 179:-3.645198582272618 180:-3.77506699844352 181:2.891148168341269 182:6.279778672771748 183:5.713198060829363 184:-0.7490998849909273 185:2.851235277166137 186:-5.159722859379793 187:-6.361637365598812 188:-1.545380686340869 189:8.828798105065855 190:8.38000323885144 191:-11.24143480616563 192:-2.399391975802593 193:5.539741150007098 194:-8.533906524934103 195:1.046508122082429 196:-8.004006970044669 197:-8.72256067604247 198:-7.207078555086933 199:-4.476423668676621 200:-7.218688759645588
+1 1:8.463757495070626 2:-3.72906044298479 3:-4.406527405448418 4:-1.803697539776479 5:4.621671952471904 6:10.35005732935181 7:-9.540758571425146 8:-5.153541411976025 9:6.216892234167132 10:6.026604071630969 11:-6.960724403488197 12:2.966892448107337 13:-8.143752488323042 14:-8.564212126446495 15:-4.000788915561998 16:4.139481311393308 17:5.468936676165876 18:2.361060571144127 19:-7.475262526724913 20:-0.8929224615601037 21:-3.837410158816457 22:1.168853715557397 23:-7.317391414871737 24:7.640249852187141 25:-1.533220355580379 26:4.609976718592526 27:0.5506029036281993 28:-2.219147762359249 29:5.680286942876603 30:8.399415350535643 31:4.952977483660927 32:5.957952630220253 33:6.588205220036394 34:5.731677562774682 35:7.464174158453355 36:5.772696490658899 37:6.888711499436642 38:6.13021321329869 39:-6.710403435403448 40:-3.081140893651873 41:-1.794928190819965 42:-0.7636810164055106 43:-2.037504102060391 44:-8.205393833190831 45:2.892736939516682 46:4.81586459846889 47:-9.471170972675973 48:-2.932771368722959 49:-7.18744307424105 50:5.812284523788808 51:3.247524678738036 52:-2.676879482311186 53:8.54429827769615 54:-8.161674942491322 55:-3.420511835079687 56:-4.177112781664508 57:9.731622405230818 58:-8.949433201880257 59:0.6400472767800944 60:-6.612870993227548 61:7.314619660506282 62:-5.086191791720513 63:10.85991598371949 64:0.4117638811878122 65:2.794675470345164 66:-0.5957860397383667 67:-3.219985144070311 68:6.315514580134444 69:8.270298317841199 70:-2.802140980894777 71:-0.06669138916417627 72:2.400746962587026 73:-2.18531062877776 74:4.701373404494857 75:-4.784996393616636 76:1.223459342617942 77:2.06730793168262 78:-7.745292767384792 79:-0.3728807148267688 80:8.082522645533377 81:-6.782245314316403 82:-2.238659100837583 83:1.320326182352738 84:4.816646235233498 85:6.63397956520022 86:5.269905145275954 87:-2.043003775571013 88:-7.814590007092591 89:-0.903941646188487 90:-6.264814014636994 91:-4.344982602578231 92:-5.223956186107528 93:8.764505513395175 94:-9.39259052566185 95:-5.753087276378621 96:-7.804889685327804 97:9.013452201282824 98:-7.24721821307515 99:-6.714755465320765 100:-1.539625003288096 101:5.681425235625182 102:-4.847962643181546 103:5.540103485115504 104:-6.107127698815974 105:-5.966651592256445 106:-8.346729543680663 107:3.258980970873444 108:-2.930902588430003 109:-8.596308087789833 110:7.514469821404674 111:10.89243404135533 112:7.042439062911863 113:8.612734884808523 114:-6.826194841785087 115:10.41288798000413 116:-7.865362684986482 117:-3.481055894006621 118:5.360288545934099 119:2.243508632568995 120:2.068961242927503 121:7.720289291442031 122:1.99739254805256 123:-6.536173811458173 124:-2.729351194832036 125:4.690002403337616 126:6.388028207362279 127:-8.071711053597017 128:0.4753503667472265 129:6.376465411442883 130:5.281656089461339 131:-4.225902156865449 132:-1.835553004681615 133:8.789532665585911 134:0.447410203056556 135:-4.147819925812426 136:4.6689614187044 137:-2.643649873948752 138:6.606311282662964 139:-7.844189538125462 140:0.1375431534672883 141:-10.56375921650961 142:-7.544127020638483 143:6.667030893781972 144:3.367837969127591 145:0.7385650432287426 146:-5.194488592024361 147:-1.581240923609948 148:-7.538117885560673 149:0.8009112332668749 150:0.6120341869020609 151:-3.973774453849432 152:4.560250948913691 153:2.665934580087688 154:-5.063313360158187 155:-11.56280802245889 156:-6.101951475895109 157:7.836757872327228 158:-0.682778762613059 159:-2.401148085268475 160:2.209906373686437 161:4.121060166910272 162:6.465729583372484 163:-7.393942233140446 164:2.010069753370051 165:8.225625020232609 166:0.3698476965692969 167:-3.08564106064714 168:-6.385319888199671 169:4.052902974484641 170:-2.819189953037958 171:-9.533856106761853 172:-9.841115148447617 173:-5.685945607650501 174:6.216311163228076 175:-5.991059744865085 176:-5.157517737790668 177:6.877810562934105 178:-5.309649385131987 179:-2.755310799825933 180:-4.598304863537555 181:1.035266497647053 182:6.091288366883418 183:6.269996533892159 184:-0.254238493006012 185:1.238144162711769 186:-6.253385828939672 187:-4.667771669994989 188:-1.705218395653178 189:9.349660098621658 190:8.515654950931793 191:-11.39556195167712 192:-2.164607936445523 193:5.910635537857885 194:-5.116529027761628 195:0.8094624334651307 196:-8.63343651200827 197:-8.197762323751526 198:-8.990855479230657 199:-2.808400115048583 200:-7.263709029912434
+1 1:9.06297796826933 2:-3.962597270448435 3:-6.065422037950401 4:-3.781220706650989 5:3.893586585738228 6:9.836941136891687 7:-10.5190756007301 8:-4.415260462840116 9:7.842993297706941 10:5.451963072632241 11:-8.264596952678589 12:3.762433898164643 13:-8.427472959560893 14:-9.436693123506551 15:-3.979730973475453 16:1.769401433781685 17:7.234301623677981 18:1.673057226760569 19:-5.757366043484888 20:-1.302515125451627 21:0.6217711907594548 22:1.36784642966643 23:-8.67187457693375 24:7.541382736314281 25:-0.005416881663968698 26:3.178224096441407 27:0.01367981126050272 28:-2.415644751863075 29:5.227317327801573 30:8.796626727832789 31:5.298423314787326 32:6.986687378543046 33:5.284503735984019 34:7.498337961908283 35:6.62132169144745 36:2.615434686080251 37:6.605671765142416 38:5.418373322850061 39:-8.723923082923424 40:-4.553495346597166 41:-1.078708521973992 42:-1.356299387309057 43:-0.8955000202807144 44:-8.369059648322384 45:-0.03855249812201667 46:4.966569954898459 47:-8.932263652958168 48:-4.851428723327731 49:-8.397792472081608 50:6.959299409141463 51:4.885720430647645 52:-1.709202255493854 53:7.731717041421526 54:-8.437768704701883 55:-2.361860741519528 56:-4.521545179834618 57:7.127219522258383 58:-8.75336746718845 59:-0.3278145481176405 60:-6.39229994538261 61:7.05894194546742 62:-6.258098847508307 63:9.95144624846213 64:-0.3785940593531096 65:0.7028737110176025 66:-2.019327607191213 67:-3.659915261093293 68:8.888619891909645 69:8.42576956820418 70:-5.209004007269414 71:-0.5535091122919626 72:1.777176023714712 73:-1.154960350517627 74:4.738872113068554 75:-3.146053371078424 76:3.305866164183641 77:3.313661163685667 78:-10.1010139997132 79:1.01195667712777 80:5.711439857378594 81:-5.483640077151891 82:-3.742852668995084 83:3.481966372447526 84:8.351326435364633 85:6.991704291123914 86:8.298320461668141 87:-2.409667694092035 88:-6.547084712791134 89:-0.3186089356959514 90:-5.578321182596052 91:-3.293063338132718 92:-7.010489605327797 93:6.839249692428188 94:-6.699465714041162 95:-5.317524400652215 96:-6.607390171037155 97:8.521447436151279 98:-7.47046195845578 99:-8.346200432583027 100:-2.021967539230547 101:4.572192893480714 102:-4.692185228678861 103:7.340258529827165 104:-7.812459400977788 105:-6.205946962336065 106:-7.290576247686505 107:0.04656877654297031 108:-1.273898110059986 109:-10.57541936623758 110:6.627254766292926 111:9.821874551412325 112:5.193212883271603 113:9.109116452091655 114:-4.288877046888156 115:10.06672891687359 116:-7.840004033981532 117:-3.629717267844638 118:2.765160750151739 119:3.628432326786531 120:3.918204696294782 121:7.628889047629684 122:3.422167559534355 123:-7.661494803155493 124:-2.687427610904142 125:5.237689911965656 126:7.693211510588368 127:-8.258685483546198 128:-2.167288556829398 129:6.481298094369399 130:8.083319856822108 131:-2.010364639248298 132:-2.455964836780151 133:9.4739904101933 134:1.758047834672973 135:-4.582881212433159 136:8.465384263146801 137:-3.115996304239779 138:5.398128586839546 139:-9.367807959505038 140:0.5886933395960383 141:-8.94244237813969 142:-8.295386218234327 143:7.881686081275619 144:4.437745852026994 145:1.205824464018792 146:-5.794418194188728 147:-1.793401101481544 148:-7.620708516694523 149:-2.299322640930883 150:-3.08935061716747 151:-3.577537412542207 152:5.232643473880293 153:1.32583237501155 154:-4.141939687706236 155:-9.011063191538328 156:-7.435740265833116 157:7.650436703338908 158:-2.932486296187041 159:-2.728878899193963 160:1.393113010753674 161:3.777429244061526 162:6.34547989493122 163:-7.755913418978545 164:3.249068397604823 165:9.050000367559379 166:3.294364692549224 167:-4.616162977086771 168:-5.743197724897319 169:4.90235097554656 170:-1.143860343170918 171:-10.46550475836004 172:-8.338536652441258 173:-5.457626223482701 174:10.0341898286806 175:-2.865458747997084 176:-6.972205719691981 177:8.955541402443236 178:-2.348113951880831 179:-2.605485591767481 180:-5.301578553459818 181:4.565857625247446 182:8.325665821598218 183:7.014560113354708 184:-1.2692221431829 185:1.380612650383591 186:-4.790298240951254 187:-2.988052409193399 188:-0.7517182589639468 189:10.61724264786787 190:8.113414963084939 191:-10.93219584008187 192:-3.769666862299957 193:7.441869599407088 194:-6.733130635025316 195:0.2056326063668015 196:-7.082348216481244 197:-9.23098313591978 198:-8.131510236002141 199:-4.279020030894573 200:-8.531554371940114
+-1 1:5.908893289021121 2:4.835647493257694 3:8.656832143758779 4:10.07152341117298 5:-7.155582792074723 6:-1.307868446564842 7:-2.39403749876499 8:-3.403872204789963 9:-7.383276734363569 10:-7.717163406759296 11:6.140543866286893 12:-5.480993744968647 13:-7.22337880846881 14:-4.479568490993166 15:-7.11007439626842 16:5.111541921940993 17:-4.040750168490795 18:5.035698452278906 19:1.514171920680423 20:-3.930025736921587 21:-1.008007753474444 22:-9.499440432019499 23:-10.47602923834304 24:-4.369622863901427 25:-0.6829230836596536 26:3.39183474919597 27:7.482837148999106 28:-1.154086073793843 29:-8.707649375045087 30:6.902084901758386 31:-2.430064094939445 32:-1.130685713710877 33:-10.27829450775575 34:4.153305180987199 35:-5.841366607609265 36:-2.433578370915645 37:7.151677111112702 38:4.068467867106191 39:4.525881537359028 40:-9.583867838836737 41:-5.655569946265745 42:2.719203398117925 43:-6.521643392173172 44:8.079199553714787 45:9.52636795394011 46:-1.502074238092393 47:7.338000528859957 48:-7.70079085739862 49:-3.575517542815591 50:2.794029991798943 51:-8.438733965256299 52:5.915196209115342 53:7.003192116219893 54:-7.745234369903015 55:7.466822830659175 56:4.550153043523906 57:-3.525702820300534 58:6.635315982300184 59:3.449292522117968 60:-3.452241530091232 61:5.623021356356369 62:-1.930818119333694 63:-3.062463287409921 64:-2.370850301033232 65:-2.044578501553885 66:-4.112485276563287 67:-9.665411280522205 68:-9.137156756291807 69:7.734687232288724 70:8.271018136807893 71:7.551692083248452 72:10.49085000253574 73:-0.9645831479408604 74:6.869576288056063 75:0.3627028266782525 76:4.988653197436247 77:-0.2990602771571078 78:-1.501721908127174 79:7.998893857515603 80:8.960829189268541 81:-0.6428301700519575 82:1.497119358447566 83:-7.858051433824024 84:-4.063521717526986 85:0.4258944797189252 86:7.559827313680167 87:1.530647446257757 88:-4.494482636419427 89:-5.224016315308114 90:0.7041718076642823 91:-5.507695710383359 92:-4.985261405672375 93:-0.3164154464131428 94:-3.125860602110599 95:-3.918264843325589 96:5.66942250215921 97:8.109549553414224 98:-11.38110168617395 99:-4.153274535634726 100:-2.090341478144413 101:4.827753843955661 102:3.921419841000865 103:1.971517771920998 104:-1.638000590338314 105:-4.618011070889924 106:-1.818009785097114 107:2.077877918229182 108:-0.931195703100735 109:-3.020506512079642 110:-1.657444902676986 111:6.158171773712867 112:5.648564907320373 113:6.775388363772829 114:1.385892308789729 115:8.095515939126088 116:8.893258855667307 117:-8.774781451230021 118:1.432148803405537 119:8.376978060296681 120:1.007959050143985 121:2.228883388520595 122:-3.311548871274053 123:1.406896409612524 124:9.919970254609817 125:2.453865481297572 126:1.017523912078135 127:7.687090463582909 128:10.14317319398434 129:6.491644867401684 130:0.211617980814484 131:-0.2144551236713095 132:-0.6043077923681687 133:-1.844749735870907 134:1.694021643227155 135:7.991242194339934 136:-7.060986106032113 137:-4.174420147746112 138:-2.872962799461227 139:-3.652479549021124 140:-1.788482573976577 141:-2.893901349495662 142:4.295149026083926 143:-2.255568072595012 144:-3.460486267992514 145:0.4630434908088294 146:-6.647724001917358 147:7.568405750109518 148:-1.951180140840082 149:5.84849905708907 150:6.258831808169487 151:8.356401236369518 152:-8.565115704523826 153:-3.125242807411695 154:5.430503040382759 155:6.204661098595166 156:-0.7126472911201587 157:-5.828035360013306 158:1.83515660880568 159:4.984918368476812 160:7.564981556782969 161:-4.231891953421306 162:-2.446551323906788 163:-6.746400601797828 164:7.332893349531101 165:5.311995003096724 166:7.29618340665929 167:5.18813412696589 168:0.4338403531030582 169:-6.710331930538639 170:4.519779984341069 171:1.307289283568472 172:1.695450104039067 173:4.480425676399824 174:-7.793211648580714 175:3.487796635629659 176:3.899669609889389 177:6.827981684845548 178:0.6744386703810787 179:-2.990964988628497 180:-1.908408326297759 181:1.416021926470526 182:6.847634556967485 183:3.925636745321397 184:-5.392871383233451 185:-7.476347427555848 186:-6.861242797778125 187:-3.047853913764153 188:5.928462465727505 189:-11.37827929300714 190:3.31973217837318 191:-0.7815927814639603 192:7.802937750959633 193:9.268560054279568 194:9.400120691651134 195:2.718537051791316 196:4.444468506316074 197:9.417261108588747 198:2.65081808274962 199:1.239535071675998 200:-1.037970952956063
+-1 1:3.362378916445577 2:3.296122785028628 3:6.807724462138946 4:11.37598276816224 5:-6.985446241602153 6:0.6624374808579608 7:-3.362605378862114 8:-4.119063553755087 9:-5.923137595192531 10:-8.175714126922921 11:6.673861245488393 12:-4.288946185559777 13:-7.362429268526316 14:-5.104947254252261 15:-7.357448307910889 16:5.250193877863879 17:-6.788650111047343 18:3.543238600131993 19:0.3061379121052257 20:-0.3054768768526399 21:-1.603129405629624 22:-7.707894601174903 23:-10.67622684467318 24:-3.616105908764115 25:-1.571749332417828 26:5.039822983147945 27:7.088398225234808 28:-0.9700599492277191 29:-7.694964935345802 30:8.792482576449698 31:0.1216316809628482 32:-2.810912782912513 33:-7.819765457803459 34:3.514862688681806 35:-3.618486212873296 36:-2.400837882764496 37:4.851532784973939 38:6.208557457968229 39:2.808321273582613 40:-9.627423737965998 41:-4.418965104206718 42:3.893856012859302 43:-7.635552385271954 44:10.36816802346735 45:8.516463069135341 46:-3.981396338957295 47:6.929628097552262 48:-8.233807592297456 49:-3.993318126899146 50:2.513746722836676 51:-7.421918977268753 52:5.071719524784373 53:6.550334355269947 54:-7.660570137751918 55:5.965108164026372 56:3.556935204051174 57:-3.100598224207362 58:5.445006465777377 59:2.994670135829659 60:-2.744491062767604 61:5.479826385254698 62:-0.7191218607515826 63:-4.394448563400992 64:-0.9672855674755105 65:-3.083587493741171 66:-5.657025215280752 67:-8.530103730985093 68:-7.522390587552943 69:9.602070039026326 70:9.590394861763865 71:8.834641648794474 72:7.21677238255632 73:0.4636256365782102 74:6.692810939051268 75:-0.2774969039358181 76:5.781060158980386 77:-3.44694486354914 78:-2.242324873479982 79:7.632339619321439 80:9.56598492232451 81:-2.004832118466819 82:0.829100519156488 83:-8.678781749047083 84:-2.042194850735005 85:-1.42182136933192 86:8.706610329925203 87:2.169304141098413 88:-4.681095618785094 89:-3.514893042268903 90:2.597556576018861 91:-5.789405127115707 92:-6.69579805571939 93:1.369107957079624 94:-3.311248990283 95:-3.659156375921231 96:5.474781837267776 97:6.786241051490808 98:-10.08823909324231 99:-4.206925077965428 100:-3.982876970036101 101:4.627496389726003 102:3.427263105819811 103:-1.121540248574479 104:-2.774522405840046 105:-7.391109670413663 106:-3.501222967319266 107:0.8272441841985135 108:-1.195461514657178 109:-1.289555710714544 110:-2.555412528032103 111:6.856235918478868 112:8.858462921862293 113:9.082339259640293 114:1.890056699329796 115:6.837547742784981 116:8.815150200120673 117:-9.668450022256057 118:1.887369911492546 119:9.949167476080369 120:0.5978398485731212 121:2.363307443017691 122:-3.987500169463674 123:1.315913256123819 124:10.09244941312578 125:3.309708552606009 126:1.61714304446881 127:8.117213203846621 128:7.10815513790496 129:5.769541648963193 130:1.633666029241579 131:-0.1600078268180705 132:-1.835040303710837 133:-2.031153941890908 134:3.538768729862067 135:9.368360794644246 136:-9.628226609215345 137:-3.466890696117768 138:-4.122487996248648 139:-1.450637277250104 140:-1.161632540886251 141:-3.613616199829676 142:6.624547858838095 143:-1.730118253550529 144:-5.268122673630018 145:2.323376256298518 146:-5.770420882741666 147:7.824410528906883 148:-2.111629178766763 149:4.506606547074095 150:7.427656096912806 151:6.904103763888548 152:-10.18246328675024 153:-3.727011262269238 154:4.29503465341713 155:5.924616107408156 156:2.960196899833503 157:-3.901407218184441 158:2.178674736859234 159:4.291552498877582 160:7.621074212563249 161:-4.104722002196095 162:-4.282313036303584 163:-5.242972751734168 164:9.572245696325806 165:4.526631224543269 166:6.42862458267608 167:7.467156153635937 168:1.811360378405494 169:-6.355940043998181 170:3.687625242385013 171:3.375726823613391 172:-1.135288822385254 173:3.901587954238875 174:-7.609482346020638 175:0.8280644912698851 176:6.358035059256262 177:6.328450582777025 178:3.386017554532964 179:-2.046981388843952 180:-1.315628594564857 181:-2.311293288712848 182:6.565761773373258 183:1.464655311263687 184:-5.421871224256516 185:-5.789235626444865 186:-5.622884541977758 187:-2.723302411901054 188:4.403331571884921 189:-9.191310936843278 190:3.403271434570523 191:1.594340514631866 192:7.353614160572974 193:10.15815665736833 194:8.62627310425049 195:4.37361062906183 196:4.607768998432694 197:9.50360432710753 198:3.205223753814144 199:2.462347741795018 200:-2.074011495660353
+1 1:7.361900865807801 2:-2.312766165106993 3:-5.060029525472643 4:-3.30968091654738 5:3.564553526096034 6:9.474410234815466 7:-10.63120682379334 8:-3.176820480627323 9:6.476458354752894 10:3.424504420885714 11:-5.998929464947787 12:1.96736501506527 13:-8.787484384699606 14:-8.68874037651517 15:-4.718659641049254 16:4.448641221114778 17:4.914153031099319 18:1.791684578650865 19:-6.820723146553545 20:-0.6850623494506159 21:-2.425923454993588 22:3.120088098257608 23:-7.160998781643569 24:7.631528361577397 25:-0.04882413581236816 26:4.413665722714667 27:0.8268873479854766 28:-2.445174591927472 29:4.385578741880296 30:6.552424158840869 31:5.063756919490805 32:5.93481401578111 33:4.616965918057657 34:7.938796662447654 35:6.904637283038442 36:4.401404095499375 37:5.41691806515862 38:6.674003494906552 39:-7.187053822939845 40:-5.290921713702188 41:-0.6994158956467942 42:-1.118036771448445 43:-1.739913659057436 44:-8.431782749189725 45:1.639504735900266 46:6.242237795611818 47:-8.695001478953532 48:-5.343187989425843 49:-7.794892429183431 50:7.162082493033504 51:3.564608359701554 52:-2.653147813782662 53:9.021603795289503 54:-7.558303858280619 55:-2.281179858582315 56:-2.250403587427749 57:7.54034465641009 58:-7.280825407107749 59:-2.614689473756317 60:-5.334179584911714 61:8.050687064681389 62:-6.112937860730324 63:8.626728029978079 64:-0.7015592605090055 65:1.861223780004052 66:-2.997056677725248 67:-4.963777839276385 68:7.095122876042656 69:7.91321974659853 70:-5.55154740866832 71:0.3487946201186793 72:1.800391811935001 73:-1.455821669507099 74:5.027735464729619 75:-3.953671722402103 76:4.047294010671353 77:0.693372663535182 78:-9.796493923885832 79:-0.06542016104891646 80:5.199214264264111 81:-4.715533096896521 82:-2.675976747850351 83:1.857163193847374 84:6.290497742977096 85:8.467229602825535 86:7.953490865635639 87:-1.87669162244099 88:-7.287735367685647 89:-0.8571806946927145 90:-6.23265896202058 91:-4.68787536040417 92:-7.246564747001251 93:8.642639132048192 94:-8.181575318464906 95:-7.206310174146481 96:-6.467068882676326 97:10.46970670862791 98:-8.736974695177505 99:-7.310980680925265 100:-1.783045230713694 101:4.762679640916583 102:-3.891604481246974 103:6.408727307157974 104:-8.706883681311645 105:-4.449214387779138 106:-7.525985860169694 107:1.700840940943653 108:-2.502459011940905 109:-9.352407923037521 110:5.197093233701192 111:8.520489623036855 112:5.932272821824394 113:9.436188185911375 114:-7.1260960192976 115:9.144394702750084 116:-9.093290024960844 117:-4.820113899516699 118:4.628288436266178 119:3.461280107622716 120:2.565684557730564 121:9.341140732007172 122:3.484645859984566 123:-7.371468664095373 124:-4.016556846176922 125:3.632704514123784 126:5.901629060035859 127:-7.692078546247448 128:-1.388085174867297 129:5.766273818506418 130:5.316772482453834 131:-5.354178003906794 132:-1.050528975082349 133:9.807520815911642 134:-0.3646521842692018 135:-4.148121253568827 136:6.718227632965093 137:-3.008490603564008 138:5.829872317854722 139:-9.031351613010369 140:0.5043736319096851 141:-8.876483291093033 142:-6.81047464708671 143:6.406765730660665 144:4.26331229187139 145:0.8304861578738431 146:-6.564223240447747 147:-2.085474876309073 148:-7.081774651232882 149:-2.25367520059547 150:-2.450456476242324 151:-1.380341567947991 152:5.14888827427063 153:2.629545186696119 154:-3.224759678531034 155:-7.076872708991699 156:-5.878692332894067 157:5.953867993710488 158:-2.657004818629977 159:-2.034014267438175 160:2.102464960373255 161:4.163870653668456 162:9.536882063667287 163:-7.102797746731773 164:4.087664962725424 165:7.769701179318822 166:1.466069534601203 167:-4.520387073091499 168:-4.728971229486767 169:4.620445010468504 170:-2.127892079072664 171:-10.78886172918236 172:-9.554311178893656 173:-5.016724179648659 174:9.013864146053702 175:-2.79480735128196 176:-4.931440883354394 177:5.79155159176013 178:-5.266508297485108 179:-3.159761222746071 180:-2.71711985943483 181:2.934017389594128 182:6.604751992703496 183:4.961971685000769 184:-0.0529558143335172 185:3.790454185262967 186:-4.305890325080262 187:-3.501714313728306 188:-0.1996882419327501 189:10.24892980556529 190:7.264651334108691 191:-8.745870159497862 192:-3.205242181546668 193:7.360522930325127 194:-7.873970304787638 195:3.688651494371565 196:-9.144570899436825 197:-10.16135397995717 198:-5.327827405733824 199:-3.33983683978585 200:-6.154436885455858
+-1 1:3.691038129643663 2:3.649665940331338 3:8.378320898554 4:9.332081376174754 5:-9.568235171165412 6:-0.1058997787763628 7:-2.94845974244136 8:-2.834053873849912 9:-6.164304614640084 10:-4.919444918081085 11:5.409975122019119 12:-5.511732671678779 13:-8.760119219419742 14:-4.680725381025622 15:-7.059650653279791 16:5.26701603781641 17:-3.469747761962853 18:5.727524968138677 19:0.4067523758913001 20:-0.5164688892829632 21:-2.969095767619275 22:-9.404730057102872 23:-9.852503677029901 24:-3.303361959443924 25:-3.141562849785922 26:4.837548919710815 27:8.260253510538218 28:-0.2593981632656392 29:-9.385732721709816 30:10.22282282510969 31:-2.224908503504356 32:-1.292323812390706 33:-8.649700612668116 34:4.458665332575924 35:-3.209600619377344 36:-3.397705737936132 37:6.103782520345757 38:5.467528730505707 39:3.237038605207717 40:-9.918475517652249 41:-3.832835907891634 42:2.858478757018788 43:-7.922011084630686 44:9.970856754772065 45:9.434401938942829 46:-2.429107557878101 47:8.703326514216895 48:-8.110036908950738 49:-1.773441552020051 50:1.071353732292878 51:-7.583651571445311 52:7.392521960918288 53:7.432685299625184 54:-7.268277123454989 55:7.245265629489112 56:4.830995895831149 57:-2.381288468172269 58:7.675169004576913 59:3.596749558084343 60:-2.897774284480147 61:5.248885306021821 62:-1.316747934638985 63:-4.249182870211056 64:-1.399280806994047 65:-2.681119057803881 66:-5.361079072848403 67:-7.706162378937572 68:-8.271559890136501 69:9.782563011042736 70:9.051526642304971 71:8.545251795570406 72:9.207072500691039 73:0.6079800462296685 74:9.010530227726735 75:-0.8337211073259032 76:6.843770376562593 77:-1.488529359952721 78:-1.099535283876109 79:9.439122999463267 80:9.149322855883844 81:-1.234056882665642 82:2.008344508250772 83:-8.076598232458045 84:-1.691952134977945 85:0.6298401852972041 86:5.259066646621309 87:1.011780921929709 88:-4.93966926169201 89:-3.969025757466709 90:0.3388056683583393 91:-5.107749009243732 92:-5.324923146420083 93:1.574307896937815 94:-2.975440466102335 95:-4.140846637559659 96:4.512164711232117 97:6.422481715312674 98:-10.90246812123273 99:-3.696224858853053 100:-3.13102612501743 101:3.198932739617644 102:4.138205763870999 103:1.639469587384911 104:-2.425831323773081 105:-6.538395588206561 106:-1.854049449238741 107:1.777652501375123 108:0.5725291982993905 109:-0.7200629870316473 110:-0.5799442389979302 111:4.834651133516523 112:7.317590664204879 113:9.949948294420818 114:0.5162095539110645 115:8.529832747082299 116:9.688753444422867 117:-11.68218216637712 118:1.355321164242867 119:7.344462698835031 120:2.002441496762489 121:0.1730843378417704 122:-3.829205457428268 123:2.061731802249313 124:6.282989557625868 125:3.77516549080937 126:0.961025956067433 127:6.727024815729608 128:9.039775308728117 129:6.58167798395477 130:1.117125120969711 131:1.033393236939588 132:-1.907947974567272 133:-2.590150853545446 134:3.409710923326111 135:9.365070021116843 136:-6.363555637568917 137:-4.301003929108597 138:-4.025642669969638 139:-2.515114598803567 140:-1.951002197386964 141:-3.976182103220202 142:5.437325957683622 143:-2.679165995380028 144:-4.433762660673484 145:1.860544562216924 146:-8.61149417847505 147:8.483542435368149 148:-3.492967337626826 149:6.650161744192324 150:5.558449797472357 151:6.40709227191727 152:-10.78438714856255 153:-4.634626246118779 154:5.294278679651703 155:6.336351205462933 156:1.656144427732526 157:-7.687924647860413 158:2.3165606636958 159:3.7651091532419 160:8.820888060309173 161:-4.311351474419848 162:-0.7701142088039632 163:-4.871974479525636 164:7.994327581980889 165:5.699378011260305 166:5.679584789837826 167:6.697007146897104 168:2.279687268641511 169:-7.295241568181277 170:3.687944102009678 171:0.6613997766796802 172:-0.9998509761324128 173:3.171107570234903 174:-9.751543067070372 175:1.010671131452392 176:3.246016535994547 177:5.201573977644259 178:2.241144230466106 179:-4.16260802170828 180:-0.3142677036525316 181:-0.8309842588775466 182:6.00874994915655 183:3.850194779009034 184:-4.981187508512239 185:-8.849347701266865 186:-7.045293146883635 187:-4.449801425777547 188:3.535812362215038 189:-7.946408108451477 190:1.432314500220464 191:0.9239643394189068 192:6.890522796562085 193:9.84017147723144 194:8.074027968909668 195:2.64389162192751 196:4.263743543536179 197:8.05067633959743 198:2.495940376896037 199:2.369907900756055 200:0.4665447550045685
+1 1:7.005273185456542 2:-4.953028461551447 3:-5.025192675677273 4:-5.050438852003769 5:4.962794637636669 6:12.23362863498985 7:-8.373566992671833 8:-5.037015909229653 9:5.799250990743378 10:6.608515268033928 11:-5.60643663233304 12:2.44114872288475 13:-9.068918595107975 14:-7.699728333978721 15:-5.170759213885064 16:4.394607446576527 17:5.653253961397722 18:2.068481421685276 19:-8.066353700806106 20:-1.616991357258708 21:-3.176640728782274 22:1.843909577342725 23:-6.007368295204921 24:8.848145173377439 25:-0.5511975553226082 26:4.571009148143372 27:0.8284490532337759 28:-3.771087936237628 29:6.386302644504895 30:7.906775710564743 31:3.722480286633812 32:3.997523038554057 33:7.207200763975279 34:6.218385917582497 35:8.173272550152648 36:5.286176255288436 37:5.702290861400797 38:7.843893733282991 39:-6.447595426619181 40:-4.344549643792366 41:-1.655371134998819 42:-1.077325610096937 43:0.09158499672759035 44:-8.344350724098963 45:3.798765757890032 46:7.847560670167455 47:-10.05413740468997 48:-3.577618427982043 49:-8.305088530661955 50:9.39655565619573 51:5.916910934579814 52:-3.261268518277212 53:6.187634185678645 54:-8.104347077536861 55:-2.59059724783248 56:-2.990341988624704 57:9.405452596262643 58:-9.236850089944635 59:-0.6244521529851079 60:-7.311148679891025 61:8.601330952865887 62:-5.151136811525721 63:10.21432044146973 64:0.6886476978479041 65:0.6554114126107035 66:-0.9301719760411273 67:-6.749578024465651 68:7.792471096588642 69:8.54271431246295 70:-4.486448082275006 71:1.601832101565331 72:0.9491216836433962 73:-1.611431206529871 74:4.659496759330056 75:-4.748252302314185 76:2.680974207035718 77:0.516176550019412 78:-8.916590682700701 79:0.9441705889027942 80:5.826866228858307 81:-6.349804328425031 82:-2.719310364603717 83:4.225927598821591 84:4.240810452317918 85:6.751276578496254 86:8.993841503223747 87:-4.896004340405218 88:-7.571620135975102 89:0.3981542586914217 90:-6.811088247302168 91:-5.763718603954652 92:-5.940000743518287 93:7.393111225875092 94:-8.055957984126072 95:-6.232424184247065 96:-7.752527240570947 97:9.331146096115875 98:-8.855665737120839 99:-5.639596805071071 100:-0.9121167096199703 101:3.243062279378369 102:-4.761137797938265 103:7.249707094988592 104:-6.095709179768686 105:-4.115968954950457 106:-7.088352263209043 107:2.243821512318844 108:-2.502108800749376 109:-9.172317156970665 110:5.095136018697341 111:10.20489256272371 112:6.43946332789704 113:8.372395857324401 114:-6.413802528084639 115:8.41893730254162 116:-8.518378015642941 117:-4.117480740786185 118:3.642132400117426 119:3.224234087948389 120:5.125548616537086 121:8.056276985623194 122:4.394744868644467 123:-5.940476864439931 124:-1.080743131925935 125:4.49742247326251 126:6.950602440509545 127:-6.876764933654417 128:-1.465825004966804 129:6.948224902362876 130:6.271831965470756 131:-4.165803812217657 132:-2.863533936800258 133:9.900784781327989 134:-0.122564729630442 135:-4.165865925850349 136:5.239113200897713 137:-2.792920450107088 138:7.025727965032604 139:-8.369688759332689 140:1.316666261389512 141:-9.958084092271504 142:-7.209111303115986 143:7.316967855908582 144:5.031834503524251 145:-0.5911272015755895 146:-7.60880060879172 147:-2.057504809865843 148:-7.42489250680753 149:-2.825488110538811 150:-1.531681283735582 151:-2.228247403892132 152:5.645463741466167 153:3.919598581980645 154:-3.754867584816304 155:-9.42833307301626 156:-6.406858731732243 157:7.328136322151662 158:-2.379774424053192 159:-4.451707295088299 160:2.574750719306025 161:6.017813858549822 162:7.303892795734001 163:-8.584557482652867 164:1.751023594860805 165:9.59702895981709 166:0.3839938631889921 167:-5.677454824272659 168:-5.112376677279288 169:3.224353421180284 170:-0.9596656663957406 171:-9.777903813995032 172:-8.773882884958848 173:-5.68923407794057 174:8.03557805046113 175:-3.053745904740341 176:-5.247431068657528 177:8.509934096272767 178:-2.470925367298457 179:-4.16790550629111 180:-2.848932130962222 181:2.603607014751902 182:7.335463492793388 183:4.737777278136449 184:1.518587847735572 185:2.294484019494858 186:-5.846631127356737 187:-4.650508937375641 188:-1.365886056825143 189:8.639368101795444 190:8.464345830294498 191:-9.728490890863783 192:-2.230397506002795 193:6.329937651486491 194:-6.525641723191905 195:0.610929374119481 196:-7.705244330068797 197:-10.83538875163587 198:-7.625403379879106 199:-5.378892184513301 200:-7.619650346247335
+-1 1:3.978881179762034 2:5.196759641692131 3:6.83484116509114 4:8.291295055895876 5:-8.048876466766295 6:0.2915764124447446 7:-4.053674344589425 8:-4.408633617117691 9:-6.326541761429267 10:-5.763480238692185 11:3.743607382649436 12:-5.329317663547671 13:-6.984226483693696 14:-6.820144406396727 15:-6.765977592183948 16:5.673680603629059 17:-5.505449610409938 18:5.934240823495145 19:0.5486868460413099 20:-0.7966179562776221 21:-1.589350456219122 22:-8.321091985628486 23:-8.865749602602573 24:-1.210100439374057 25:-2.83512916379754 26:5.636370002047377 27:8.308198589855444 28:-0.9881278452452131 29:-8.943273690837792 30:9.178884998226192 31:0.6814241091918942 32:-3.231096740214177 33:-9.658192581343664 34:3.520939057458809 35:-4.786777901816885 36:-1.349070315238985 37:5.487441666308 38:4.481022927958894 39:3.618023724659132 40:-8.953365616192851 41:-2.912656288911616 42:1.64237197173884 43:-6.86834298868557 44:9.371503545762435 45:8.206703818429574 46:-3.218999924219426 47:6.675626665459862 48:-6.496973789326581 49:-4.482388256637323 50:2.096032069519569 51:-6.597650736695227 52:5.858014157900763 53:7.315530105359608 54:-7.461610021639721 55:7.778532412830841 56:4.533364405106719 57:-2.804080771113348 58:7.713861301987791 59:3.075109721929276 60:-3.355126436175642 61:4.926640142684912 62:-1.097399622007528 63:-3.787775882001705 64:-2.875522620574928 65:-4.352004854427358 66:-3.892266816205758 67:-9.152775707838307 68:-7.898543336761085 69:10.29522901265571 70:8.846343821135981 71:7.017463296400171 72:8.050901827860013 73:0.6032301153303368 74:8.137073797740374 75:-0.8420248563665267 76:5.190151947890976 77:-2.769122440845987 78:-3.514592615224095 79:8.382021882908795 80:10.36886369730537 81:-2.301122593067291 82:0.08606312874197664 83:-7.555701298442246 84:-3.217568317628055 85:0.5588085455043763 86:6.941089036175823 87:1.634152335692635 88:-5.990372977556404 89:-7.004075123901766 90:1.766232773978161 91:-4.953564483062386 92:-4.277507058174544 93:0.9629296515464746 94:-0.5839312027582231 95:-1.683394404569584 96:3.776759803496604 97:8.395445354428 98:-9.970117826992148 99:-5.357146626063528 100:-3.868794555962265 101:3.260399344072526 102:3.398874758798564 103:-0.2291352287428496 104:-2.448343807962612 105:-4.301611584541912 106:-2.40216473838031 107:0.8907002494062316 108:0.009318334826777686 109:-1.110105602583845 110:-0.7109159437345771 111:4.726907635980925 112:7.236578305920011 113:9.091803830621062 114:1.50407962643579 115:8.140899014586436 116:8.883862440834609 117:-9.738483760963478 118:2.711099270736854 119:9.090394279817232 120:0.6022159677963923 121:3.350432486446709 122:-3.090357970730861 123:2.436743198211714 124:11.53313745412355 125:4.698975741572778 126:0.7869321520355511 127:7.300932878516482 128:9.43438567413067 129:6.096268816574477 130:0.2756927193704466 131:0.9815399315410728 132:-3.844558663362883 133:-0.5603116303173079 134:0.5615393643716673 135:10.62188358640903 136:-5.86044954965489 137:-1.780483663466275 138:-5.288381618821232 139:-1.763059719105267 140:-0.3502946524601342 141:-2.916020920227855 142:4.704517035626594 143:-0.9725375682000985 144:-5.208052865660892 145:0.7036253023811442 146:-4.841410237686018 147:6.825233859846817 148:-1.095484903530462 149:3.384553034328754 150:5.648178008173232 151:7.174716039698434 152:-9.636152187349365 153:-3.552273928795413 154:3.688937368384245 155:7.96435931826927 156:1.86221449821173 157:-5.603354317139181 158:2.693405733866656 159:5.084291621478167 160:9.243050326868778 161:-3.850866026907382 162:-2.180457320820415 163:-7.135651648812282 164:9.449465331924509 165:2.299865465678283 166:5.092986994146255 167:5.489242260823324 168:-1.157200768607795 169:-5.210873960893794 170:4.762194168026417 171:4.74050363464784 172:-1.373530574357786 173:4.75978887992232 174:-8.031324127237879 175:2.828908608817542 176:4.753129988111566 177:7.63754775352174 178:0.6068869106197843 179:-3.903249262336924 180:-0.5903548985850297 181:-1.154945310205794 182:7.790985283722237 183:2.518335477490009 184:-5.470391531198648 185:-6.412335491506719 186:-5.438893170324219 187:-2.500624229442297 188:4.082944500020798 189:-9.592468240523923 190:2.304074813781388 191:1.196682215393377 192:6.927019126601541 193:7.997978728988178 194:6.996281581268438 195:2.567388090947791 196:6.090538930923181 197:7.77322110833528 198:1.960009102184029 199:2.586663277269675 200:-1.265660911321631
+-1 1:4.438440792703579 2:5.572734652994593 3:6.733712260011516 4:11.35429348294481 5:-6.474066399754005 6:-0.0392073123976262 7:-2.837259553350703 8:-2.227104898121584 9:-3.09561047002442 10:-6.250991439124435 11:8.728821812305506 12:-4.979347943358873 13:-7.372108836681068 14:-5.848653323123577 15:-8.203039204223352 16:5.993708663113486 17:-3.426450913952074 18:5.545860477804601 19:0.7203937982603767 20:-3.365711462520278 21:0.2980082087191311 22:-7.911647000564997 23:-8.971112468313706 24:-2.63994649280948 25:-2.972701808350497 26:4.697926172639538 27:7.329148149166401 28:0.80404417252315 29:-8.08462632650383 30:8.272529620894964 31:-0.3840376120223647 32:-1.368385633386879 33:-8.490504674761832 34:0.4978370259943516 35:-3.795126998331143 36:-2.531510307600279 37:5.283733472032583 38:3.295826483988965 39:1.813192689407258 40:-9.525669116819543 41:-3.021687035876776 42:3.999912657455246 43:-6.375288762683956 44:11.89662017836353 45:10.87398266214263 46:-2.639512214985099 47:7.666406449253667 48:-7.79549145270798 49:-4.041597592736356 50:2.229989493933573 51:-7.398982133481636 52:5.41187698037741 53:7.534542299651008 54:-8.523794217330883 55:7.993172696788174 56:5.328371262495989 57:-2.757199726061379 58:8.394187796493751 59:4.085294995268125 60:-2.170016453487903 61:7.047414182344746 62:-1.152316509138649 63:-4.496827048651182 64:-3.635322897166665 65:-2.246860869740742 66:-5.050385128783304 67:-11.2618832166113 68:-7.48524831481862 69:8.862327063165658 70:9.090612338862668 71:9.445243221710083 72:9.927341560668783 73:-1.089131278768396 74:5.983657457610493 75:1.427531719647955 76:4.032795501493233 77:-0.934480435830614 78:-3.791787845423499 79:9.136677276245297 80:9.315273268794359 81:-1.759849021166347 82:2.255706548565286 83:-7.723382759249519 84:-0.6194167568784061 85:-0.8470595753641497 86:6.763855994064171 87:2.629770985714495 88:-3.725669286559405 89:-4.62806828508935 90:0.5597642281950452 91:-5.508792882466381 92:-6.814732684433167 93:2.613051574227323 94:-2.970588920850634 95:-2.006188051245955 96:6.134444215551602 97:8.220021162807353 98:-10.96732232137753 99:-5.713348459365224 100:-4.260596793195963 101:5.067170004203287 102:3.389603946338579 103:-0.1648782280635332 104:-2.943352139018628 105:-5.069083531922549 106:-1.820459512663452 107:0.1545680460663907 108:0.09661750051740436 109:-3.034958140619725 110:-1.556846907315153 111:5.530738653094098 112:5.993503077683288 113:8.334088136877629 114:1.236766729971656 115:7.437489560385178 116:10.59922519454282 117:-9.755970795205885 118:3.683662676269747 119:9.787496712942701 120:-0.3040794624022022 121:2.021976285253731 122:-3.622325693732775 123:3.605290349179725 124:10.08521220498262 125:6.255569875463931 126:1.870613039768369 127:8.251892471736525 128:8.536660747580925 129:5.774842665626951 130:0.8412419569755066 131:2.208032570395228 132:-1.479642960363845 133:-1.857711193666835 134:2.625104152947768 135:9.707169333916562 136:-6.978072155243534 137:-3.798014881063168 138:-3.334825934638657 139:-3.772519686093679 140:-1.350347709730381 141:-3.08678157406156 142:4.562686109561469 143:-3.010765240754282 144:-3.474266924342375 145:1.629197487326974 146:-7.767146223517629 147:8.520580622957381 148:-2.502765534015317 149:4.696719202497807 150:5.328437653800136 151:4.764927871632161 152:-8.40596759141361 153:-2.974804627246223 154:2.598689358394952 155:5.786992152967105 156:0.6188703903064765 157:-5.900706182282255 158:1.535158594732296 159:3.779600863821632 160:6.805804885447522 161:-4.720315599664916 162:-2.112739284800879 163:-6.482317732655224 164:7.334747552279553 165:6.449699536514423 166:5.47513941082086 167:7.496260555363795 168:0.4533278156446362 169:-6.509365548511879 170:4.984092817836586 171:1.98752383019202 172:1.084913322349093 173:3.191574185201496 174:-9.817641362010606 175:1.262048430006684 176:2.497701901983389 177:5.915068145845165 178:2.843156997947646 179:-3.449410465230144 180:-1.299796974975997 181:0.3984203912566171 182:5.831434123578666 183:5.323093778813142 184:-3.737364907696238 185:-7.672606556554336 186:-7.452066759029535 187:-1.515599333631998 188:4.473160273926118 189:-10.16764103838267 190:2.905871709981739 191:1.11698916872421 192:7.44732392669262 193:8.420734694388974 194:7.842277927898519 195:1.793694027792923 196:5.798960019489343 197:9.326421384758433 198:0.8145756562660837 199:3.345272494056571 200:-2.718326713049673
+-1 1:3.794103840573329 2:4.587767433142219 3:6.934546376445881 4:9.386266888381201 5:-7.587634052367854 6:-1.450527432739468 7:-1.24822635834056 8:-2.43773789685556 9:-5.468034861292023 10:-5.914221486297431 11:7.955226096531193 12:-7.540318997077827 13:-7.254821617754323 14:-5.150524055972986 15:-7.250398379956933 16:3.311944890569169 17:-3.41742379694938 18:5.893478124147959 19:-1.557255880475397 20:-4.355845891388341 21:-1.583160272821901 22:-9.742766962633866 23:-10.96287740819523 24:-4.988182675537882 25:-1.989064425865567 26:2.900908532476683 27:9.504509725274623 28:-1.358109251247385 29:-8.597104605937716 30:7.798416502175733 31:-1.064303368492693 32:-0.141982064295239 33:-10.44814497296036 34:1.537275168235118 35:-4.88346707653936 36:-2.233120608136395 37:6.19299854309822 38:4.71825528667389 39:3.087143471035563 40:-6.645130009023871 41:-1.929320942477118 42:1.819142030519992 43:-7.965295159515929 44:9.126535120611543 45:10.01794789759233 46:-3.201817851912258 47:6.583806560319728 48:-7.887445873557473 49:-2.056462771428389 50:2.530607389132219 51:-7.572553930748974 52:5.948121222888287 53:7.180517042306331 54:-8.251131871718563 55:5.947221566393303 56:4.179788304450369 57:-3.00334667919863 58:8.524072172588845 59:2.369807990422077 60:-3.375045034015993 61:5.650406227558832 62:-2.386609236033666 63:-3.607245714370098 64:-3.243309400375806 65:-2.43595779640173 66:-6.334106660356236 67:-10.13318399425622 68:-9.356301180688369 69:11.35450592111951 70:8.614382981659766 71:6.905901045513976 72:7.721199639440539 73:1.439724876116091 74:7.323100905465575 75:-0.4628060453962796 76:4.572970087130468 77:-1.043712709152687 78:-1.847216644988681 79:9.641184926704213 80:9.436825794966595 81:-0.4841008045590163 82:0.5256402353715425 83:-9.327345462225798 84:-1.835144083468538 85:1.283381271928838 86:7.076043280261722 87:2.70183449377816 88:-4.117131453033888 89:-4.788418985489555 90:0.2512233658454318 91:-5.645508323890758 92:-4.01165102164723 93:1.311215735890942 94:-3.78630596621674 95:-3.50818356730252 96:3.057695455147197 97:6.258832137521189 98:-9.110771360341088 99:-4.111065697706041 100:-5.297432405776288 101:3.487029403658671 102:4.483556048095442 103:0.1819212087884063 104:-3.380422902888941 105:-6.131092742429611 106:-1.579915438835949 107:-0.06380709735196977 108:-0.5722714009038993 109:-1.059706725028182 110:-1.848645902580116 111:5.882977941356378 112:9.480937315440389 113:9.743908361545959 114:3.748400523288739 115:8.78135332302198 116:8.123152332868861 117:-8.946026361569302 118:-1.720335633702756 119:9.248695735835382 120:-0.2733228259307342 121:1.093744003268091 122:-2.871734682937565 123:1.999561723637096 124:10.41727782276065 125:4.045818828100096 126:-0.4756879928973516 127:8.171722386304905 128:7.964137382430271 129:4.571542149697421 130:-0.2859609318757942 131:-0.4130685581183686 132:-0.9003064926853872 133:-2.488735945159871 134:3.627410552013941 135:9.369806733071881 136:-7.36383043073062 137:-3.691961178953706 138:-6.43415713234662 139:-4.326555584761341 140:-0.3033244197193217 141:-3.331262770544629 142:5.568748420932512 143:-1.172554446786296 144:-5.26848466780694 145:0.09580590029246699 146:-8.39736118487817 147:6.491704348807033 148:-3.98720315762063 149:4.38529785218349 150:5.480456183923263 151:7.902394629742338 152:-8.798181609894673 153:-2.945407655053963 154:3.47548582223762 155:4.228712805808509 156:1.973574279302615 157:-5.235080251562166 158:1.905417529732273 159:4.122526652614805 160:7.909567762374997 161:-5.607881611362882 162:-1.313477300457919 163:-3.766745536374362 164:9.470995252471964 165:6.723850014796236 166:7.384633622489166 167:7.35180290309165 168:1.893466064941115 169:-7.951768523481796 170:3.371678702919235 171:3.876316935052053 172:0.6742461506096504 173:3.885425467327059 174:-7.252362078399665 175:2.700790791710033 176:5.069494845022177 177:7.971951648053901 178:3.014635868715222 179:-4.35003750667456 180:-0.138640357257479 181:-1.14375995479197 182:6.126269941603615 183:3.13780661011945 184:-5.4112470014407 185:-7.477782344410417 186:-7.494397099648661 187:-3.180302639055296 188:3.906014883495293 189:-11.28382956568466 190:2.146560893587156 191:-0.02399274365681214 192:7.52253364831794 193:9.652802499690832 194:8.593239100323705 195:3.995862802562043 196:4.082475374005188 197:9.786298472048882 198:0.3080767833067237 199:1.175918476348898 200:-3.659272695803473
+1 1:9.330187290468842 2:-5.287746721599324 3:-3.939585153692837 4:-1.079961715871518 5:2.910503264645789 6:10.0748005074407 7:-8.540947419055239 8:-5.012048658220949 9:6.267382818038796 10:7.413439928490788 11:-7.039550063496351 12:1.166313524218563 13:-8.36127106084335 14:-8.977911945947955 15:-3.927014004314218 16:3.346770159838364 17:8.238857916442585 18:2.545249230725214 19:-6.565734984051414 20:-2.457191051891857 21:-3.824398773457495 22:1.855620836609826 23:-7.072595170086339 24:8.824163753459947 25:-0.4099059162071754 26:3.305600971873171 27:-1.319751163208778 28:-2.896545508816496 29:4.618527993471289 30:6.404096514852085 31:4.046410895818013 32:4.793831602630729 33:6.094790618867397 34:6.474140625235504 35:6.095167458914091 36:4.533170548062651 37:4.349030685365856 38:6.909619179862714 39:-9.768552811823284 40:-5.323973222206635 41:1.050243747762571 42:2.282991664780778 43:-2.115898730453044 44:-10.45682165073647 45:1.585053017183712 46:5.926418707175782 47:-9.374140155242253 48:-6.015340224009623 49:-8.261446212390343 50:6.664703281274468 51:4.54580967778638 52:-2.051345005619158 53:8.37089476226342 54:-7.942910007482332 55:-2.471888788452103 56:-3.774544119743878 57:7.374398091682803 58:-10.01796467429759 59:-0.6818462755091446 60:-6.108442109014894 61:7.566771647340935 62:-4.852416738474411 63:11.09603048410994 64:-1.406114133124186 65:0.2233176209927923 66:-1.919863598639252 67:-6.837324627214959 68:7.935569852594085 69:9.798856780894123 70:-3.794453898133373 71:0.7812563668804096 72:2.790782382254374 73:-1.510956356674388 74:5.267271928485856 75:-5.244494106534723 76:3.631571963446466 77:2.296523799553766 78:-9.224773451789329 79:2.037901914472242 80:7.228425665568279 81:-5.575393897439825 82:-3.682579316969584 83:3.883615423849018 84:4.917061479885921 85:8.177062717988454 86:5.935878573841465 87:-2.135913213550363 88:-8.21867657390554 89:-0.4317358075076043 90:-7.925126279335255 91:-4.102106590099545 92:-8.134865969379595 93:8.578046209337717 94:-8.171645668342752 95:-4.630973632264269 96:-8.287334343247998 97:9.892337876796445 98:-7.832556684298861 99:-5.754857403948819 100:-0.658031592321191 101:5.670265723032402 102:-4.063367432068381 103:6.887512407589555 104:-6.681966530918574 105:-4.155836919077139 106:-9.190563565281915 107:1.513774389329422 108:-3.614203626204756 109:-10.3415159816193 110:4.176032255581694 111:9.374679852053688 112:6.504434817979989 113:9.392602414821329 114:-5.781664552129232 115:9.581568505285276 116:-7.01418454739586 117:-3.35639135296306 118:3.52116101184519 119:3.602001203922891 120:2.617635666515649 121:9.902570965480145 122:4.961737321898541 123:-6.806639683039473 124:-2.456377887540219 125:5.144075788047076 126:6.456356199369445 127:-7.97676259916228 128:-2.695296828551514 129:8.46712010264145 130:6.585711582444698 131:-3.991141739115629 132:-0.2446247984309187 133:9.658360324138062 134:1.685959092030426 135:-2.613087470081087 136:7.827272385374659 137:-3.440042040213903 138:6.444210678221172 139:-8.523257699169493 140:0.06926080861800732 141:-7.840319931570213 142:-9.023314611330957 143:4.130854653566608 144:4.071228673646563 145:0.5556638333118242 146:-6.846931719974161 147:-3.074756979614318 148:-5.998501984480077 149:-1.092310012362268 150:-1.361054110816518 151:-4.371338345245979 152:5.383197120779371 153:3.913131022431984 154:-4.794195126485201 155:-8.373684162330347 156:-7.231287708146011 157:7.451607442683595 158:-1.934411594943895 159:-1.968279927278161 160:2.297100299575608 161:4.920326700259502 162:9.90999625299904 163:-8.856324665327945 164:2.635251935143893 165:9.075064894961271 166:2.885452120066856 167:-5.203746565465185 168:-5.450541526367325 169:2.69283669029902 170:-2.739251682161084 171:-10.2758559418144 172:-8.087187689456735 173:-6.699634842352567 174:8.079787843805097 175:-5.308862004366343 176:-5.400059673501713 177:7.502113474512418 178:-2.766372460223258 179:-3.265017209869419 180:-3.638956983639291 181:0.7711102347108751 182:7.040943735119258 183:5.53478449592064 184:-0.0697393731206129 185:2.47309440447779 186:-2.975678843884883 187:-2.918595144948341 188:0.4897631875591433 189:9.390615835102048 190:7.914263894835328 191:-9.230390025119288 192:-3.331263874357098 193:7.058004801095665 194:-6.8965844467498 195:1.801712911225679 196:-7.516595158159683 197:-10.17471751283379 198:-8.619887668965882 199:-3.821461989912268 200:-7.162528634935433
+-1 1:3.784585140197824 2:5.510678026852442 3:7.655287603961976 4:9.786801640718167 5:-7.283349163275286 6:-0.3359457817008269 7:-3.407792827030972 8:-2.091668534512213 9:-7.50919405347102 10:-5.946068050983897 11:5.412763004373239 12:-5.041027454750905 13:-6.067817204511127 14:-5.368280108024693 15:-7.071933385264619 16:4.666989186341457 17:-4.692054310285744 18:5.86628120269166 19:0.536541166412234 20:-2.680611709973231 21:0.1153059957000426 22:-7.185974185021118 23:-9.341679618963601 24:-3.876709971837662 25:-3.410200002860273 26:4.487090335577038 27:9.71531492324479 28:-1.477759233607515 29:-10.01033714415363 30:7.111338367065962 31:-2.789756357872463 32:-1.181681513284221 33:-9.534867231439179 34:3.583968003651286 35:-4.918325610708115 36:-0.596532652887499 37:6.945057861621275 38:3.244957655834823 39:-0.1033926797424511 40:-8.454454705080314 41:-3.713067203911689 42:3.367382144929972 43:-6.808112168917598 44:9.01602543254859 45:9.119389303851989 46:-3.141973522421565 47:7.910026469877486 48:-8.612174718337801 49:-3.806526547590741 50:3.14530964637533 51:-7.504398230106907 52:6.997028036709446 53:6.659473517293856 54:-8.267396123726787 55:6.766873321312428 56:3.232223693739158 57:-3.532702971344314 58:6.848846758074239 59:3.95034372772212 60:-2.811949429929018 61:6.168533003593995 62:1.324245358726934 63:-2.500679482172187 64:-4.303373832707475 65:-1.487298454870272 66:-4.382791151072467 67:-7.30412263136895 68:-9.140951753676079 69:8.785001516685332 70:9.963286733887053 71:7.052967803171926 72:10.15318808703035 73:1.01037345329797 74:5.125766418938259 75:-0.7003681289834747 76:3.762822318320651 77:-2.923123803740531 78:-0.4530703375457494 79:9.612160304411429 80:11.04358797536109 81:-0.3243252274307455 82:1.815585450156775 83:-8.516488773635787 84:-2.493099425601919 85:2.573581948839352 86:8.878890848287783 87:2.59251429677552 88:-3.163340764368339 89:-4.283878498496284 90:1.496096596884886 91:-5.757361553714404 92:-4.610163903259725 93:1.332270048157471 94:-1.259826768614974 95:-5.025582285829213 96:6.059472600663963 97:7.814531045999932 98:-9.279326239055001 99:-4.806815655180137 100:-3.326824191454509 101:3.926382902445975 102:5.052802560469971 103:1.42689442732319 104:-3.409409519044196 105:-4.634147630945078 106:-1.040331080572367 107:2.042986565097185 108:-0.5731648432888689 109:-0.1942233575897565 110:-0.340512110310065 111:4.467368219289885 112:9.058118222919374 113:9.798310612550408 114:1.758265768609235 115:7.160535023425118 116:9.030138367056155 117:-9.651234386079942 118:1.800168839729562 119:8.679710107356946 120:1.104429255044178 121:1.891449140291612 122:-4.914674119028692 123:2.156259502390666 124:8.847843503351921 125:4.924943580941661 126:-0.5571192650039356 127:8.26827987987844 128:8.957301375573431 129:5.71505451152714 130:0.2393150984005032 131:0.9525093392329351 132:-1.882012504649457 133:-1.102796226736099 134:2.787834873701193 135:8.836369072296733 136:-7.746784556790223 137:-3.758450612691059 138:-3.387770772353278 139:-2.202486648564751 140:-0.05424748505975385 141:-1.582726856790748 142:6.284164575190847 143:-3.330897096885 144:-5.771496621943347 145:-0.7705176787907433 146:-7.343159402194032 147:6.317594400127387 148:-3.922735474650233 149:4.661938470901787 150:6.016791859671317 151:6.004063423616669 152:-10.30678109777316 153:-2.603420906223923 154:2.804487600160476 155:5.86851479451792 156:1.989162813607042 157:-2.325189367773073 158:2.301078249835975 159:4.073475393790186 160:7.604495061503074 161:-1.953962354345184 162:-4.734407760697293 163:-8.083883338579891 164:9.076036327644607 165:5.208768106179791 166:6.018868556589298 167:9.799004118424506 168:1.311159324746505 169:-7.601183445820804 170:2.865756144055744 171:2.953505003295384 172:-0.4289559140413308 173:3.582122519706729 174:-8.925974908267339 175:3.789546205541905 176:4.35408380945467 177:7.390366105940136 178:1.486137902497167 179:-4.179077681540597 180:-1.14793323923773 181:-2.44735405525614 182:6.821826201198206 183:2.747663364997394 184:-4.500149499580145 185:-7.287536659946477 186:-7.381902606204076 187:-2.017123429915336 188:2.686671124690243 189:-11.54482971249456 190:1.578994360771821 191:1.524593228962332 192:9.076029470752527 193:9.429106451858189 194:5.627417084446071 195:2.060791074874813 196:6.001125370329189 197:10.55249520226874 198:1.067680981347798 199:2.390723496951539 200:-2.129752679011591
+-1 1:3.220430809695742 2:5.793990866380644 3:6.255952334671242 4:9.072714718511163 5:-9.59300611068697 6:0.3032275158038179 7:-2.426734001538899 8:-2.737256643503213 9:-6.739039436243725 10:-6.683455096136883 11:6.058237851097227 12:-7.442761275511362 13:-6.049735967290401 14:-5.909467383720272 15:-7.984197229294096 16:5.093872746537879 17:-5.084622293802537 18:6.22317189830164 19:-1.593416194564239 20:-1.941144307585762 21:-1.849244548882932 22:-9.412096697564728 23:-9.931473311243929 24:-4.61739043772794 25:-2.157900767803077 26:5.696948006142005 27:7.904530722585315 28:0.3588645375195183 29:-8.3430234467861 30:8.190507706535445 31:-1.370114903258927 32:-1.510251309974742 33:-9.595477393699792 34:2.295894796309069 35:-2.997525551148163 36:-0.7382331038602628 37:5.832462748679645 38:5.722880771293765 39:2.47068003090514 40:-9.46540376661137 41:-4.041794032177118 42:2.966110514992917 43:-7.211696013635597 44:9.544919850022659 45:8.939306670963358 46:-2.750744973293892 47:7.39146944069542 48:-8.681469412548402 49:-3.553156254255587 50:2.960281601329723 51:-8.83050641903681 52:5.260399976287549 53:8.065119862947387 54:-6.807954947775584 55:7.371030931642648 56:5.24888161608779 57:-0.03247359566044539 58:7.035072812550621 59:2.57260292000092 60:-2.744497307296522 61:5.30807748793752 62:-1.997637139053888 63:-3.874794073750167 64:-3.606468568240333 65:-1.234301787312987 66:-4.690642659618462 67:-9.833239355637826 68:-7.483105403393529 69:8.85605420212169 70:7.673879460084347 71:7.706728853668717 72:9.196940017843833 73:-1.230432068451195 74:7.298046563267278 75:2.000170893339202 76:4.57570196977622 77:-2.675034100558636 78:-2.226811676019852 79:8.466101676322117 80:10.1449227786448 81:-1.174439215654572 82:2.004392363810497 83:-10.47891119832545 84:-3.547442401471488 85:-0.7930552127940735 86:7.797710720478618 87:0.3572002655643678 88:-5.095351685433696 89:-3.42523521438041 90:1.365125775347336 91:-5.161043105309472 92:-3.699467146513411 93:1.26663858740109 94:-1.520154662422258 95:-4.338404269956956 96:4.265965586507805 97:7.453972841685067 98:-11.25598445100229 99:-3.406576563104089 100:-2.686018076981365 101:4.224294472385029 102:5.981599556604364 103:2.841232586315135 104:-3.415169210452842 105:-5.43918352801495 106:-0.3660739400250357 107:1.808533887319547 108:-1.703581559832732 109:-3.02119497456448 110:-3.173080183169867 111:4.552949619151434 112:7.880833402812659 113:8.559018248260088 114:1.174452134289526 115:6.685594350072289 116:9.425654200730873 117:-9.261316995106604 118:1.334828005890955 119:7.930437821228436 120:-0.6956667954070728 121:2.712201862613393 122:-3.898659774644213 123:3.594295927559787 124:9.195226319352425 125:1.97539249703866 126:-0.9451761980486497 127:6.59849441504003 128:7.943371606670025 129:4.509270527572061 130:-0.1939213419068985 131:0.6111238737241695 132:-1.205226343783863 133:-1.53691148628765 134:2.123969887418749 135:8.898977833144242 136:-7.31228323857314 137:-2.677887417497465 138:-4.922063991828142 139:-6.031501313825828 140:0.02198100403308001 141:-2.751719400842334 142:4.455357107041039 143:-0.5455958542287322 144:-4.30283177697384 145:-0.2875407766462518 146:-6.268253864972616 147:7.633840232497015 148:-2.213060535462805 149:4.899427081082524 150:3.789872934476724 151:8.767804348354579 152:-9.323044280835202 153:-3.419522426392971 154:4.050874532190846 155:6.808884019350034 156:-0.4066460695325822 157:-6.351116663732935 158:3.03821495783508 159:3.966883454789627 160:7.257496316645397 161:-1.981481971516364 162:-1.358384356665889 163:-4.272957853976102 164:9.818095291926332 165:5.226797435912847 166:6.461831600499537 167:8.526715351983945 168:0.7578913811379354 169:-6.755860499958547 170:3.765486891790023 171:2.796168356924309 172:-1.112170240296516 173:4.827749742370774 174:-7.521690793111373 175:2.116279092350432 176:4.858037412831361 177:5.249308586483324 178:2.13960048603607 179:-3.30797915913353 180:-1.569855331392791 181:-0.8207688428036011 182:5.941032731689271 183:1.239739752360653 184:-5.706734678690704 185:-5.609443255324277 186:-6.054779829859417 187:-1.010717768448586 188:4.254544641536222 189:-10.50037021124911 190:3.384713730736631 191:0.3701301301545038 192:10.09146035905784 193:9.309523982149924 194:7.707919452916243 195:2.433662968157095 196:5.120173669619199 197:9.816214234310587 198:2.376177512867921 199:2.25176084625339 200:-0.3113057421783583
+1 1:7.277284890136109 2:-4.185255250604035 3:-4.05044061949268 4:-2.627842344606117 5:3.580317186574273 6:8.65447004643222 7:-11.31009424737593 8:-5.610136150257028 9:7.082458890227065 10:5.56868591980619 11:-8.513105420983996 12:3.198189548219551 13:-6.929644418900215 14:-8.312340537591261 15:-4.851641413246738 16:4.358096150545761 17:6.398092906139112 18:3.545944116433142 19:-6.411396774660028 20:-1.243833811320121 21:-1.068710669634054 22:3.129113728371162 23:-8.386113445093034 24:9.094188896799443 25:0.8326462247427696 26:1.7011933879042 27:0.1042079736665174 28:-3.081965269423378 29:3.359639523044536 30:7.961290211562764 31:4.846829357380937 32:5.285386227349517 33:5.020084195988355 34:5.614666388451741 35:7.630027084534863 36:4.144753735713256 37:4.806101199421547 38:5.204434390447367 39:-8.664103642516745 40:-4.421336776822299 41:-0.196860476129607 42:-0.1951109889182638 43:-1.902816437918776 44:-8.653224398686973 45:3.569572459332963 46:6.80369633877807 47:-9.333827645617035 48:-5.373357384765274 49:-7.745266846378406 50:8.252000884392599 51:4.545963940610346 52:-3.160619033697897 53:5.136336878740964 54:-7.270093714519597 55:-1.362523925869838 56:-2.465406712756129 57:9.12925323181317 58:-8.827627810173878 59:-1.899303394560038 60:-5.529451406259147 61:7.723587275024018 62:-5.591474303249544 63:10.00799643965066 64:0.1677964697209408 65:-0.03866815724025185 66:-0.8132111974957974 67:-5.095570803022752 68:9.326089357078027 69:8.717897026214761 70:-5.74744236067123 71:1.876117461698324 72:3.345882384821915 73:-1.56272875372021 74:4.067540502640419 75:-3.344140750775796 76:2.562249426212778 77:1.961512489840799 78:-10.37299832332135 79:2.001040750303989 80:6.288728262059994 81:-5.364113157540525 82:-3.448513960724477 83:0.6977626220154842 84:6.366866559714381 85:7.385275268204426 86:6.624694976557654 87:-1.490397368276625 88:-7.278661599749821 89:-1.150056025822582 90:-6.795515098591119 91:-3.704199803159647 92:-4.746754294060542 93:9.21053803934949 94:-8.203517609780187 95:-5.249459747844085 96:-8.532535064697875 97:9.174672790332684 98:-9.199272473920384 99:-7.192039824856401 100:-0.8167967751899032 101:4.815274462037513 102:-4.339095667314141 103:6.64573611667852 104:-7.224084889177895 105:-5.592666257569011 106:-8.463855620000977 107:1.966371825770238 108:-2.515147864771199 109:-9.291241511209561 110:4.899901329093111 111:7.732811219412016 112:5.270040794834657 113:9.045824794855429 114:-7.372776466018473 115:9.55211170107604 116:-7.903022826047496 117:-1.958284263419738 118:4.414894481064527 119:1.973732426607353 120:3.044800393236707 121:10.0253190648958 122:4.165328186202996 123:-8.118321044175305 124:-1.770060147648344 125:4.763061297157863 126:5.082639037699698 127:-9.697398775924055 128:1.316368754952951 129:6.082919795102422 130:4.933896805222967 131:-2.764185848853763 132:-3.929912122664867 133:8.878962990521329 134:1.711204695724181 135:-5.297983869320752 136:7.90449998607323 137:-3.405690980489505 138:4.98527620382997 139:-7.214628369920487 140:2.613088163904981 141:-10.55170051373363 142:-7.00061922442649 143:6.885489093649213 144:3.1108973869798 145:-0.7479013705602848 146:-7.039207518518047 147:-1.840934754231249 148:-8.786802527076697 149:-4.17520114811783 150:-0.4002819574079466 151:-4.290650821672494 152:4.951706858031646 153:3.794310877023781 154:-4.635296057431868 155:-8.520093884302588 156:-7.442265529782742 157:8.086056387089039 158:-1.444282484825589 159:-1.735835730086201 160:0.9647650921955788 161:3.498668215862943 162:8.219780800841987 163:-8.685200671493298 164:3.195191602547891 165:10.43542641661748 166:2.757904914559075 167:-1.918698921482513 168:-6.10150878295241 169:4.185657538597168 170:-3.060097479357032 171:-8.576054363019663 172:-7.699455700285752 173:-6.47032402792702 174:8.171414651568899 175:-2.835557410788464 176:-5.150296933689859 177:7.591100858662917 178:-3.356116990219199 179:-2.789532478569746 180:-4.906149602565246 181:0.5848789345927394 182:6.601024962085694 183:7.080607828781936 184:0.1004156141222613 185:1.24029400568785 186:-4.893609724459687 187:-4.286037707202763 188:-1.270263833022168 189:10.36321355546154 190:8.038947190616424 191:-10.32193919349226 192:-1.573142552802632 193:6.696793183255161 194:-7.532889490879222 195:0.4231203468679523 196:-9.228728175294933 197:-7.795250286261707 198:-7.405466233953691 199:-5.401949381537285 200:-7.00667494062655
+-1 1:3.410882119707829 2:4.321791989875587 3:7.759505267542997 4:7.645363431466992 5:-7.739708330295212 6:-0.7205126114617868 7:-4.352149038070985 8:-1.223470359060949 9:-7.59798952326962 10:-5.026797998305248 11:9.499451368994668 12:-6.859355379628425 13:-9.138453406377476 14:-3.316617608733368 15:-5.579595140022416 16:7.605038595815669 17:-4.5638470661309 18:3.822036910583633 19:-1.364517586579953 20:-4.158017998809791 21:-2.333208014926198 22:-9.212504507707621 23:-10.638861688999 24:-2.176642148654155 25:-2.173160877397608 26:4.717787283313043 27:8.765347530561144 28:0.3135718557775289 29:-7.637683772670758 30:9.223584074471679 31:-1.073206485301956 32:-0.01514238752903174 33:-9.837428061963132 34:4.815096541507487 35:-3.526957537505091 36:-2.594441038968946 37:6.478215623519356 38:3.450485989794231 39:4.137006793909062 40:-9.124192919633487 41:-0.9271611178378953 42:2.958566983334951 43:-7.303806469611689 44:9.056914153841651 45:8.206909748701978 46:-3.498851957104478 47:6.655564979884709 48:-6.320375578268904 49:-3.0366554541392 50:1.450770443126789 51:-8.261694244031963 52:5.771933691718649 53:5.825800523572821 54:-7.44843647432107 55:7.958177586232967 56:5.183875145432076 57:-0.02278434756356962 58:8.957771055795 59:1.250552120227135 60:-2.386171048644819 61:5.532412195179031 62:1.631472118332503 63:-2.971958450270901 64:-3.488787095614153 65:-1.50332332346791 66:-4.677559768223301 67:-9.897366569598228 68:-7.568061529951161 69:6.796561990367596 70:9.193128605528175 71:8.256857885171046 72:8.131428509432881 73:2.090471348930499 74:7.890791647845299 75:1.738288700436815 76:5.430991404489782 77:-2.988505329078679 78:-1.163221209559246 79:10.06576416660511 80:10.41643283865432 81:-2.680948016535586 82:2.008477817671732 83:-6.585576361087059 84:-0.6382716614349706 85:-0.7949055340115636 86:8.519267549610243 87:2.628573952010045 88:-5.320830904621628 89:-5.737106561506633 90:0.668613162405077 91:-5.925932475099133 92:-3.657391092196113 93:1.104921526665823 94:-1.782822967374827 95:-3.504804051476997 96:5.299154115954916 97:7.593057142841585 98:-12.21458009474373 99:-3.857362265276871 100:-2.40638724605347 101:4.370083989322449 102:4.466495837332336 103:2.062192751784258 104:-3.540471773669708 105:-7.52942181879 106:-1.859971779107024 107:0.01111452749908137 108:1.487256631200403 109:-1.543746829423525 110:-2.276224747934915 111:7.176287015578842 112:7.044644018162983 113:8.959297986961175 114:3.574418147624047 115:9.277821672000355 116:8.248098798985142 117:-8.130000830925182 118:1.214774278392749 119:9.073290719043538 120:0.2782471181452969 121:4.286115046746084 122:-2.451734923911492 123:3.146934268441095 124:8.952155194019873 125:4.493719867083771 126:2.174703073762758 127:6.935581174079163 128:9.19513789311385 129:5.647500804263883 130:0.1398118613807907 131:-0.2939559537248269 132:-2.621774491625616 133:-1.179061793587823 134:2.536289048364884 135:9.733682744707519 136:-7.479161231831891 137:-4.059375502893153 138:-3.64710346367983 139:-2.881933601483022 140:-0.8150665621838256 141:-0.7386559934661134 142:4.242520955153329 143:-1.610205896839412 144:-5.350098800594083 145:-0.8810901491817686 146:-7.152147247268824 147:9.578801622062452 148:-1.923972264213905 149:4.517644395320746 150:6.852016302043511 151:6.001884985023291 152:-11.19863617003414 153:-3.776650063582927 154:5.208573158944308 155:6.146833893614135 156:1.650003856891626 157:-2.211486772556693 158:2.757480941473482 159:3.059240674089682 160:9.139168840237593 161:-3.661259032101115 162:-1.383267818183327 163:-7.374089894875812 164:8.260390475978218 165:5.846344412435402 166:7.305533650054441 167:8.253898107685258 168:0.3646474574949471 169:-6.783763042040872 170:2.04059500833928 171:3.191438771144591 172:0.8039047188062529 173:4.347356091599663 174:-9.098792557947492 175:2.29665426988331 176:2.735724862777877 177:5.578559834697842 178:3.471425944648708 179:-4.231727414452501 180:-1.164895904227217 181:-0.596459963796251 182:5.077910380822479 183:3.418693414024541 184:-5.668640887620954 185:-5.214170275236525 186:-5.778915836161928 187:-2.115854770020698 188:4.22493390847028 189:-10.08649223381979 190:2.101864319380187 191:0.1750206173729644 192:9.235397523158609 193:9.283728673237269 194:7.927307308210986 195:2.542279261310655 196:5.792361575197731 197:9.628960296269652 198:0.2502756234577781 199:2.090391432765166 200:-0.6919429984485768
+1 1:8.589052523355413 2:-3.327027706706983 3:-5.086594270414635 4:-1.79248795160292 5:4.794392565927049 6:10.95952824938874 7:-8.035232170974982 8:-5.403413952271275 9:7.654940448723528 10:4.763213133036896 11:-6.789754649069096 12:3.849636086061047 13:-6.836634624224637 14:-7.809564851567302 15:-6.139495063983801 16:3.749235603358917 17:5.333732799173243 18:0.6329582186048035 19:-6.95429263568609 20:-0.6410535064346654 21:-2.709554178323167 22:1.827542860305705 23:-7.118473676051533 24:8.93433576341152 25:0.8922092822868493 26:0.8914241594463488 27:-0.3466656563784687 28:-2.032505377350946 29:6.694681374781805 30:8.102269582189715 31:5.534114666079597 32:3.636480032955857 33:7.75840135116067 34:6.574691810100676 35:7.828224886332175 36:3.03533315373505 37:6.9894161669321 38:5.283447108199449 39:-9.637817036881493 40:-3.056846388258093 41:-0.9703561514262832 42:0.2357316003634737 43:0.3710145951320196 44:-7.220190823386566 45:2.534933006949852 46:6.955170595856512 47:-9.423308239755778 48:-4.66496907399137 49:-6.643945238220447 50:7.461438539447093 51:3.193231909433036 52:-2.909189041104874 53:7.172353526508588 54:-9.274224591520575 55:-2.638405349387679 56:-3.449091586015021 57:9.188260265792794 58:-9.079985816615466 59:-0.9441139082085469 60:-7.613323652344207 61:8.410794489842242 62:-6.174633384751152 63:10.85527252796817 64:1.354637420150488 65:0.2239524938295498 66:-2.121785792268007 67:-5.917754901188803 68:5.954717240199401 69:8.616160960734796 70:-4.012463255254161 71:0.1834446885209012 72:1.85759458681422 73:-1.688154016434594 74:4.641950449777261 75:-3.429769937578395 76:2.173733029748715 77:1.380494075925375 78:-9.046493847128367 79:2.491067040383566 80:7.27325896002406 81:-5.449500215064073 82:-1.717790802830096 83:1.272464474521899 84:6.120890733606153 85:7.802367100929965 86:9.628936112196957 87:-2.978043841369578 88:-8.96405318216069 89:-0.8408373315443338 90:-5.624344798222401 91:-4.756560353920948 92:-7.14589846026717 93:8.155212466727725 94:-6.751912466057972 95:-4.775093492486921 96:-4.89389808097169 97:11.87978816288675 98:-7.81506371603187 99:-6.169327251920692 100:-1.190130333818359 101:4.323990209743727 102:-5.003684996360663 103:5.555469150669141 104:-5.583054101945724 105:-5.126760017150159 106:-8.259539201274247 107:0.1782414861234987 108:-4.04584657634548 109:-10.03305732800445 110:3.804390105948707 111:10.33398862384502 112:6.573239916731603 113:9.353577791243282 114:-7.273518089648398 115:9.017257100392744 116:-6.757729690122997 117:-1.396918190396681 118:3.431570531758165 119:3.171327954927731 120:3.111311210093427 121:8.242505928055788 122:3.429254640869906 123:-4.756040353176345 124:-2.524530602648429 125:4.244798659232627 126:4.549692604015203 127:-6.899468488755849 128:-1.257311708558264 129:6.261564911929336 130:4.10235184115636 131:-3.482405520062232 132:-3.391488683661821 133:10.16632772903296 134:1.594194432594585 135:-4.590981152626288 136:6.63269433550213 137:-1.579570283259029 138:6.390324497749601 139:-9.741156222353755 140:1.875144341361337 141:-8.844307592999785 142:-6.846872991829695 143:7.853335720795496 144:3.175783910722875 145:2.00578487298929 146:-5.186425311832499 147:-2.149157589032122 148:-7.204092450736344 149:-1.109736790015707 150:-1.160918129984015 151:-2.671034573060139 152:4.170591197449001 153:4.092134229431769 154:-3.159338688409349 155:-9.315546617931302 156:-5.260947517300206 157:6.723823039374872 158:-2.279372905985075 159:-2.484647190097521 160:1.130126745167577 161:3.707653300414377 162:8.795662555399145 163:-10.80824086188477 164:3.236841074507127 165:7.213156594008723 166:2.33540246062763 167:-3.699978762768656 168:-4.914695051153078 169:4.091749713397093 170:-1.612098803741077 171:-9.52079899000084 172:-9.272097130814812 173:-6.351615750287334 174:7.66165202717877 175:-2.249132114769281 176:-4.83105468652142 177:7.491757806037247 178:-3.691693839393725 179:-5.598275173347425 180:-4.735960610631623 181:2.582381877875791 182:6.889299396150836 183:6.176783865546542 184:0.01370346471048589 185:2.218745525345769 186:-5.232902566579622 187:-4.647413921129514 188:-1.31526539374999 189:8.926004338712431 190:6.784214724749279 191:-10.17397474975382 192:-4.497174961968367 193:6.474808656095716 194:-6.556094299596478 195:1.688905816418297 196:-6.507700275347377 197:-9.451660285331252 198:-7.992199325177258 199:-4.497475665777047 200:-8.691863729185613
+-1 1:3.970588374242131 2:3.326473336542293 3:8.676234177150757 4:9.874519368758284 5:-8.311913789596506 6:0.12608563017046 7:-3.160744477171863 8:-2.405867547464903 9:-5.827938468768492 10:-8.009819205543751 11:6.866121623414211 12:-4.973950291435204 13:-9.779381516798278 14:-4.706262678597406 15:-6.856052635133302 16:4.331079241068754 17:-4.043034569926762 18:3.475088431364784 19:-1.049770145776888 20:-4.906276303402645 21:-1.490903391021791 22:-8.741770612889283 23:-9.939635539065614 24:-3.193873192697084 25:0.3616553208019759 26:2.912751755097144 27:9.239712665393418 28:0.9483487321296085 29:-9.410716392951169 30:9.693316802949406 31:0.05233511810397773 32:-0.2368654903667107 33:-8.234771477635409 34:1.205754196584613 35:-3.678438651633038 36:-0.4467787203972871 37:5.996125575967866 38:5.366939409693066 39:2.861884110503986 40:-8.438743994850567 41:-1.493879598379568 42:1.879419382699797 43:-4.676287086219738 44:11.30040812210944 45:8.745262243398955 46:-0.4416258786139602 47:7.009778725578927 48:-7.701087024644571 49:-5.131274316356166 50:3.105729768398401 51:-6.922021319587359 52:5.986800620238846 53:7.360233665398032 54:-7.280122265128496 55:6.390638960800226 56:5.738636854964602 57:-2.690352286187667 58:6.501530818547314 59:2.939851585280624 60:-2.035867223670106 61:5.966774383474554 62:-0.7160190043306769 63:-4.126868474711346 64:-4.547256116007002 65:-2.719987281263273 66:-5.747788525467323 67:-8.741041406847879 68:-9.325549792289204 69:8.658486394251533 70:7.148608269428617 71:8.659951537627833 72:8.407556647604432 73:-1.375929159967801 74:6.220344087335115 75:-1.720374312633062 76:4.281306671921053 77:-3.218422975426376 78:-2.452394389233666 79:7.395519899704367 80:10.02744769807038 81:-0.4225249797455415 82:-0.1887375137685754 83:-9.283543163314416 84:-1.775337099769198 85:0.07703617755249625 86:8.943729854390179 87:1.560869532537699 88:-6.235381649868722 89:-4.981480682959108 90:-0.2946456766399663 91:-5.501225157860508 92:-5.989204411489837 93:0.3487816350589868 94:-2.865402472308299 95:-3.990530511879128 96:4.584806790036668 97:6.272933083997009 98:-9.213767508952515 99:-3.715292865870776 100:-2.705717906365011 101:5.523731644695766 102:3.134767222375658 103:1.630876475158905 104:-2.347574520489763 105:-4.330974604816064 106:-2.039484140792327 107:3.976497164078389 108:0.3364621555932306 109:-1.599152553655698 110:-2.725574555036695 111:5.85934913350914 112:6.281884167851715 113:8.757622310215124 114:1.247579980312994 115:7.080525168532424 116:8.201543642062688 117:-10.00890225325304 118:1.407494672814436 119:9.103049997608803 120:2.784460516386882 121:1.663687715562136 122:-2.971852091499503 123:2.290793439107578 124:9.157425964086439 125:4.137661145017237 126:-0.03324759809866212 127:9.521544880157487 128:10.21231277568137 129:6.75863628610273 130:0.003768556152441649 131:0.1935612987176991 132:-0.119355875887174 133:-2.084448225390992 134:2.758185185216579 135:8.792543312590823 136:-7.437497356432908 137:-4.767546386490762 138:-3.347492781331897 139:-3.369611763014864 140:1.002777563963396 141:-3.786425663345786 142:5.632187699885004 143:-2.136319492743755 144:-4.179748098087262 145:2.254407207521885 146:-7.908300541618108 147:7.784905786790885 148:-3.091489929710068 149:5.337403695506755 150:6.706289667783915 151:6.711251563487535 152:-11.54926608242335 153:-3.384003712929582 154:4.697450920707413 155:6.100182260884598 156:1.317360401148146 157:-8.306345099878286 158:4.142030145616153 159:3.588662363340604 160:7.745186013047991 161:-4.269888770994791 162:-3.294309870794646 163:-6.310575650932975 164:9.817230773989763 165:3.947371485908725 166:7.631087829752462 167:7.71626282368844 168:0.6223453448103073 169:-6.261690006596167 170:2.761020986485867 171:1.943894033854461 172:-2.576982575252321 173:4.578525951020566 174:-8.250342155670971 175:2.589109358212752 176:4.729365343942725 177:6.697903857272142 178:1.254379271686294 179:-4.437662945071589 180:-0.4182822219938648 181:-0.3261511697514135 182:5.350740340179552 183:2.681133899366918 184:-8.064410093026618 185:-6.037717427889155 186:-6.865708494286536 187:-3.124050017403257 188:3.35322429367268 189:-10.89732335715522 190:3.604687893628196 191:-0.4930153365986212 192:8.711381591109513 193:11.33143830783882 194:5.94849780691357 195:3.121358444262295 196:6.506145618745968 197:9.909592741134027 198:1.736752442478951 199:2.776920336501179 200:-1.184417759396971
+-1 1:3.905270016618503 2:4.159977752079528 3:5.690385686371656 4:10.38682805929479 5:-6.472180962356454 6:0.6914140416285521 7:-3.677852859380449 8:-2.892777890093126 9:-6.842306544178199 10:-5.297987800486117 11:7.36234647662799 12:-7.285034220678325 13:-8.367663516586944 14:-4.336649552662564 15:-7.372278574508728 16:4.40449668425201 17:-3.852190910519701 18:5.536846768296723 19:-1.879625245348443 20:-3.599209559704408 21:-0.8498955746516199 22:-9.079235529474953 23:-7.703548309563744 24:-5.973682106545184 25:-0.9624153477651918 26:4.214006968089306 27:7.898024045365865 28:-1.621421246002601 29:-9.296006219835839 30:7.895264089620006 31:-0.7495196321835251 32:-0.8821588937520055 33:-8.786324849174154 34:0.7784782690926506 35:-4.243633596557531 36:-3.263161928478249 37:6.870387310514961 38:1.896194921689905 39:2.982881307317138 40:-8.34225439124374 41:-2.404520438226234 42:4.939974688325479 43:-5.86771378773846 44:8.772871397682454 45:8.365239861907277 46:-0.8131923686396121 47:6.167241232332891 48:-8.444429120759191 49:-3.4580276833262 50:2.794196563652056 51:-7.857090262946079 52:7.305614920349043 53:5.714520764477954 54:-8.033357246589722 55:8.954851449418692 56:5.887145611537833 57:-2.108169320429342 58:5.761019719231942 59:3.167345951020599 60:-3.011459588687743 61:6.28466506090301 62:-1.5853263135906 63:-3.155678813681446 64:-3.563201949505966 65:-1.344016976127154 66:-4.330488506267499 67:-9.610962904859518 68:-8.978074964832494 69:8.113336033373082 70:8.955258217140333 71:9.272489793114385 72:9.820734599199051 73:1.377527680637327 74:6.740821511937144 75:-0.5928926078160663 76:4.290071634470427 77:-1.381233762627778 78:-0.2444442189980394 79:6.496098563658408 80:9.780324951851378 81:-1.376460418245681 82:1.583188635795416 83:-4.806098810328423 84:-2.714843882780178 85:1.129526466009555 86:8.804638200413532 87:3.236770669254629 88:-4.789647654551108 89:-5.099263769121692 90:1.658841544855596 91:-4.601193200250266 92:-5.537608048715504 93:1.205130687276275 94:-3.028002580600623 95:-5.254419122141989 96:5.218649980907164 97:7.78019137879957 98:-10.02863038620363 99:-5.160930112961172 100:-2.907214514262837 101:4.963530005596505 102:4.140434135667062 103:1.442399204357339 104:-3.202702036997418 105:-6.620634222322538 106:-2.709438882029592 107:4.089208205540642 108:-0.9664292838320552 109:-2.260981971578278 110:-2.405984991389248 111:4.581161844346246 112:7.910108583288615 113:8.346337726502052 114:1.284013716524108 115:7.512854142594463 116:7.048520162321646 117:-6.953038993097871 118:1.392164512825008 119:7.756575323731547 120:2.184601872286395 121:3.992440401617171 122:-3.273456843548572 123:3.665853906920843 124:8.110336128718421 125:2.989208513598514 126:-1.343139408046311 127:7.30841085263167 128:8.863933015189032 129:4.512185088097763 130:-0.2585876094418348 131:-0.3616513987041037 132:-1.285862801491826 133:-3.605133210639271 134:4.312706682403321 135:6.973634461403468 136:-6.127574062496503 137:-3.899293382525063 138:-3.464047674084464 139:-2.878840689152264 140:-2.20515372745078 141:-3.00734366962253 142:3.636020724013022 143:-3.666298993124576 144:-4.425075011435894 145:-0.4471531926942539 146:-5.238386583291085 147:11.0683967740889 148:-3.806894980293183 149:4.903762118186836 150:5.210554127555159 151:6.077920742106228 152:-10.89656257819605 153:-3.531505272887858 154:4.0241640241438 155:5.527476703913462 156:2.733738841079694 157:-5.060333632233727 158:2.141599407114466 159:2.81152971335522 160:7.25957053391659 161:-5.347273434318744 162:-2.069526295466887 163:-6.046508053730182 164:7.328369192173648 165:5.463214144079485 166:5.756827814071854 167:7.760448745972196 168:0.6698309163725746 169:-7.157247341194872 170:3.336188809088636 171:4.040794490649187 172:-1.166653205769563 173:3.057278800300078 174:-7.297446743346413 175:2.694554197479352 176:3.684487634113127 177:6.643410818773602 178:0.5438786723119235 179:-4.635385136668871 180:-1.822556806674922 181:0.6163978785169861 182:4.75030183848815 183:2.842801066246161 184:-4.901198543892361 185:-6.035900028569184 186:-5.164240442416137 187:-2.852044323873808 188:1.47784567048544 189:-9.650756875342422 190:2.560155250383349 191:2.261264905978348 192:8.069563621044702 193:9.732746243417111 194:7.380402813811958 195:1.921650105393887 196:6.147395929091804 197:9.02411964332903 198:2.12425062755964 199:2.469282086238626 200:-2.957412974063874
+1 1:6.93980576966439 2:-3.641769229864372 3:-5.128850413880227 4:-4.320604802399938 5:4.070163302211847 6:12.06338668451333 7:-10.84244511621322 8:-6.780604474887959 9:7.910390789624173 10:5.985327071374274 11:-8.056791661345539 12:3.900603739291181 13:-8.711536327370517 14:-10.02073755045772 15:-7.001364990644185 16:4.358187970262031 17:5.240289316801509 18:3.116542509517804 19:-5.729903044353079 20:-2.208338669552248 21:-3.131198688249105 22:1.884704085595564 23:-7.498560486840173 24:7.352310893011119 25:0.1757995013224314 26:4.071878711751712 27:-1.36054492950244 28:-0.2680686140083517 29:5.342921320560389 30:6.619870820202838 31:6.038219758630892 32:3.068906186502567 33:7.698211621009444 34:5.77206037888459 35:6.58490007620982 36:5.770649605689054 37:6.370514291108304 38:5.986134258925016 39:-9.001597761482838 40:-5.207567611185251 41:-1.98279071492661 42:1.160523153989135 43:-3.200522868214012 44:-8.414454860322245 45:1.085075685728107 46:6.969101999875025 47:-9.118158772322145 48:-6.851898020767091 49:-7.784645982132623 50:6.309937712296032 51:1.358151278654331 52:-2.56749322441792 53:6.537507884650212 54:-9.478866025009186 55:-2.395003326822157 56:-2.557959512939006 57:8.083650590841527 58:-10.21538786267815 59:-2.07049060891493 60:-6.431402012953479 61:8.01679270686637 62:-5.640543102183443 63:8.752657205448591 64:0.6925668701085801 65:0.4043748047508375 66:-0.9981135726769111 67:-5.282542795309788 68:7.041105212586592 69:8.689550092439445 70:-2.948892796552633 71:-0.6376152909337831 72:1.908139656810018 73:-2.524284334338314 74:5.255553763430104 75:-3.703247423548519 76:3.213344154599514 77:0.9393665491399874 78:-7.38983563569361 79:3.011270978098139 80:7.586911838215331 81:-4.562478337365688 82:-4.121011339192431 83:1.603714712224827 84:8.005887064392663 85:6.859936594742277 86:5.875069704040724 87:-4.214313015206302 88:-7.538199667791606 89:-1.639078820089005 90:-7.890658417053974 91:-5.373687198081953 92:-7.03201678300774 93:9.175076859675023 94:-6.38255139018305 95:-6.187325607373346 96:-8.014174323122534 97:8.504677396025198 98:-9.884346548046036 99:-7.277281258457482 100:-0.3612198101948385 101:5.586534288702559 102:-3.810860336204938 103:6.568452879377954 104:-7.479360974252717 105:-5.705148201896709 106:-7.350594385651844 107:0.06687077525421148 108:-3.160755182373209 109:-9.301248194927968 110:3.559096283168981 111:7.550245810422875 112:6.020096673499439 113:11.03606653787568 114:-7.133210483482362 115:10.56726253017149 116:-6.893125352591212 117:-3.218051821273845 118:4.085640030567636 119:2.735869900683607 120:1.776684717139166 121:9.382483376636259 122:3.435370871317835 123:-6.158364782183625 124:-2.400792206085002 125:4.530530625089527 126:6.521177101420046 127:-9.070672103581481 128:-0.7197692771368358 129:4.69335247568389 130:3.288928035253774 131:-4.643477257187433 132:-4.311818398225815 133:8.954261809400398 134:-1.643178174926768 135:-2.811896910414029 136:8.673313284630677 137:-2.965149577962879 138:6.735036451239568 139:-8.620371877847829 140:2.067644404992993 141:-9.312841187292427 142:-6.151591071168719 143:5.327047555540474 144:4.210649755787276 145:1.35909492281411 146:-5.413446541198037 147:-1.343539770214723 148:-8.672422521350315 149:-1.96316199818487 150:-0.2989038393093644 151:-2.848852596354527 152:5.76453941928068 153:2.111636063804708 154:-2.306954100986736 155:-7.718298406301213 156:-4.962837016218653 157:9.85339326188779 158:-0.5184920003892335 159:-2.447903637443315 160:0.8595678949574952 161:3.016270233872283 162:7.809467242330833 163:-8.083105193404704 164:2.200277843213335 165:7.71067404770131 166:2.743431527841995 167:-5.183541894450506 168:-3.830395151445625 169:4.495662794674784 170:-0.0646737552586476 171:-10.38909800087064 172:-9.687732423331335 173:-6.18108801324307 174:5.959949689065377 175:-3.385345315996548 176:-3.70735410971059 177:6.487857072524029 178:-2.680908270174773 179:-3.039903379319012 180:-4.494720589619019 181:4.515291159415932 182:5.711098630032664 183:5.491415651422034 184:1.307584664281453 185:2.114755659108681 186:-4.832359424366458 187:-5.90414157559807 188:-2.616991296346894 189:8.032476007752377 190:7.457445038844316 191:-9.083799514423802 192:-2.686406128445055 193:7.302055412497715 194:-5.974441068421632 195:-0.6487332189386201 196:-6.823791970073335 197:-6.716383516312391 198:-7.65879861694162 199:-5.143835651597274 200:-6.859065854746647
+-1 1:3.645930536676661 2:3.756260742960068 3:7.302465282302992 4:9.325881734819998 5:-7.816940167456401 6:-0.462965514977007 7:-1.306338348930415 8:-1.08220151384456 9:-7.601004011149178 10:-5.694389036659834 11:6.76949347848597 12:-5.947442896039054 13:-6.142801450047968 14:-4.530089154581325 15:-7.523817561860842 16:3.904014644143745 17:-4.052446852251388 18:3.542730311333057 19:0.8775588473896696 20:-3.990938416776318 21:-2.123963475264599 22:-9.05543646702966 23:-9.844532723515817 24:-1.077300903272534 25:-1.204828170467599 26:5.099770800444747 27:9.548957835410596 28:-0.5449283815654354 29:-7.875154944552036 30:9.953176737108629 31:-0.4901297217926044 32:-0.6670131523889636 33:-9.344242804644688 34:2.668955009565866 35:-2.61896633076193 36:-3.376842003580927 37:5.683959670109891 38:5.518723930991825 39:3.63767592083099 40:-5.493475542972407 41:-1.392381462997763 42:5.044432880616999 43:-6.725187848265639 44:10.30969397801706 45:8.688941106765068 46:-2.545024072069396 47:6.480400094441528 48:-8.08299548357058 49:-2.303697028790823 50:2.767205125082095 51:-7.625766360337056 52:6.24732732241607 53:6.193352881189848 54:-6.57060004532326 55:6.358640777641245 56:5.93826855382473 57:-2.817618138668489 58:6.122949695444209 59:3.949066279899623 60:-3.951490891039509 61:6.009607152166986 62:-2.098451344498198 63:-3.162308992510578 64:-2.736111086103608 65:-1.435783006783939 66:-5.071542957345112 67:-10.35513965806618 68:-8.634632561215859 69:9.178558702178181 70:7.658365822409888 71:7.825722388426981 72:9.868192921449506 73:-0.2752807323301868 74:8.061248770011751 75:0.6338936152884885 76:4.562275741211003 77:-2.381944577018023 78:-2.269990681933007 79:8.40707762164647 80:7.225545999699778 81:-1.35178482710941 82:1.510901280930405 83:-7.823157525945937 84:-2.890078537502015 85:0.6348812357468314 86:6.102957530669922 87:3.746967940042898 88:-5.422898033859815 89:-4.32621479304013 90:0.359670555594451 91:-5.614298004279383 92:-5.510743246210087 93:2.742825517081204 94:-3.815858133529053 95:-3.696777997849027 96:5.186159198238064 97:5.810593783125584 98:-9.082958220086192 99:-2.569080986269042 100:-3.992397143944743 101:4.461986560201412 102:3.315491706997125 103:-0.1006047533837272 104:-3.982239702672262 105:-3.936147767473804 106:-2.32728764641641 107:2.86419166012246 108:-1.75459704251713 109:-2.716038025182271 110:0.5463913797288265 111:7.132597263226366 112:6.521013758542844 113:8.634352688429642 114:1.963835719389837 115:9.500955166166833 116:8.536889967681002 117:-8.806007145569474 118:2.136632436867393 119:8.788325843444708 120:1.266861216272898 121:3.390880697197729 122:-4.116715205797504 123:3.37269394665742 124:10.54607980700854 125:4.281483684173431 126:-0.02537014400513254 127:8.228595550773974 128:9.533708226602812 129:5.534683578631076 130:1.293602630532675 131:-0.3374485494169089 132:-1.624093486538654 133:-1.79856130609037 134:2.435685467140322 135:8.56749776508571 136:-6.090679244033371 137:-6.505534974616755 138:-3.566085624733518 139:-3.51192278277734 140:-1.136190987565577 141:-2.810936927009818 142:4.479543467305525 143:-1.727709651961969 144:-4.001887687003388 145:0.6643149584460992 146:-5.198937169861287 147:8.587670885463048 148:-2.514592260515538 149:3.548503858798384 150:4.306107354775571 151:7.427368481099671 152:-10.74122243970523 153:-2.566091078722545 154:5.605321548802028 155:5.953319125304184 156:-0.7823587712197644 157:-6.983367882411862 158:3.124787589410219 159:3.396195886566968 160:8.384733405574952 161:-2.746209760969227 162:-4.693383316282495 163:-7.229619303490855 164:8.774592114970476 165:7.529699371117033 166:6.037704903736117 167:7.724224502444287 168:2.078688672211202 169:-9.002295173644963 170:3.878138490765057 171:2.193109348700407 172:-2.023071602784399 173:3.603748271119102 174:-7.785932040506665 175:4.557051924098625 176:4.286440310040392 177:6.635510527415392 178:1.271016900620686 179:-3.074753739789043 180:-2.588628278337437 181:0.4492818430335161 182:6.527217986534061 183:5.175375569084836 184:-4.472099734350918 185:-7.223441182826707 186:-5.881603060246626 187:-3.028471487281216 188:4.837306556952429 189:-10.37670842253236 190:2.750985834032575 191:1.059884365501084 192:8.139852768319269 193:10.05634647283749 194:7.376482580160639 195:2.921003087979245 196:5.845511747869193 197:10.00067070086238 198:1.275214472485832 199:2.817444842483871 200:-1.779843009736274
+-1 1:4.387830910269598 2:3.825948503589683 3:7.712160458662632 4:9.623541349175655 5:-8.33322792904573 6:-2.264167029815123 7:-4.050700349727101 8:-2.514853983803511 9:-5.32975261008874 10:-6.072978865448743 11:7.465745574576677 12:-6.792785063320767 13:-6.928169582479309 14:-5.194279888977592 15:-6.455092134430823 16:5.788386392340659 17:-4.40040960893584 18:5.386404326571507 19:0.02966416167255409 20:-1.561816878745188 21:-1.052158963194357 22:-8.076636007914335 23:-9.204129741251938 24:-2.526256437009788 25:-2.830384764623656 26:5.291407978042653 27:6.517902564292848 28:-0.92677144354237 29:-9.020273761039345 30:8.559070097306813 31:-0.9888667868325941 32:-1.897543079716053 33:-8.020246675595638 34:1.361373876638179 35:-5.368683388693528 36:-0.9909862684632686 37:6.31149497704271 38:3.118835004243247 39:2.680592583493373 40:-9.55928895137021 41:-2.66838786788293 42:0.9436474006456557 43:-5.67169533918939 44:10.69740393843968 45:9.400378857020005 46:-0.7306052232234743 47:6.004183528767957 48:-8.884457797831208 49:-3.406629981619416 50:0.9132855730388459 51:-7.892967764162944 52:5.285225234315046 53:6.852913630258341 54:-6.564150852086505 55:7.372467886276707 56:3.426632093476735 57:-2.343743607662374 58:7.416724790397819 59:3.255865862235837 60:-1.638980252728205 61:4.72295365340142 62:0.3969012228203395 63:-2.35609886505097 64:-3.725358455359545 65:-0.6335378118140034 66:-3.784898674229488 67:-11.56236092861704 68:-8.199550180719628 69:10.16211739193267 70:8.077483385921171 71:8.649893480033491 72:9.218230122328418 73:0.02075167858970171 74:7.189588055809967 75:-0.7149740113402105 76:5.110520231876492 77:-0.2088245025710971 78:0.9465205413714348 79:6.768349366212135 80:7.841594353330964 81:-0.7384811229095886 82:2.275371025042098 83:-8.537331974222052 84:-0.3780332720103552 85:1.183297904623523 86:7.807532029606604 87:2.348806622615967 88:-2.996712317038169 89:-5.694937350248541 90:1.911615306330529 91:-5.069161883012459 92:-5.906941382163284 93:0.7490401901998429 94:-2.114947439320322 95:-3.707992396146019 96:4.459452852315577 97:8.346697530015611 98:-10.79651277041402 99:-4.321624868986106 100:-3.33984922718907 101:5.526103243108541 102:2.558996905360199 103:0.1660493583970679 104:-1.343721439969966 105:-6.839627549117085 106:-1.510325065805243 107:1.809266043341666 108:-0.3990531762841367 109:-2.375899845262328 110:-0.2708793405028269 111:5.813686761922305 112:7.6380948523865 113:8.238170494668417 114:1.976514904464142 115:9.602121306005985 116:7.394209595866986 117:-9.168925514705348 118:1.822887739162283 119:8.768539256173078 120:-0.5899536691335232 121:2.280279876805074 122:-4.347122135365755 123:2.590385785518106 124:9.313884235536928 125:3.964922152762463 126:0.1052823302925139 127:7.809949946068479 128:9.363328013178466 129:3.358245850672536 130:-0.4661287314184015 131:-0.8948789029561988 132:-1.32617319115569 133:-2.87504462922503 134:2.222898060729982 135:6.833435413604502 136:-6.988346838055419 137:-3.284119978004232 138:-5.039832024085454 139:-3.882020304984023 140:-1.899845461115381 141:-4.042227820751002 142:4.594076828092899 143:-1.558233097845013 144:-5.136075348444486 145:-0.09353136789186589 146:-6.95175779672268 147:8.495078252443575 148:-3.275686462046397 149:4.618696822191088 150:5.976168597935812 151:5.637800364226194 152:-8.310723689575722 153:-2.795881638729618 154:3.358413729565522 155:5.025824638623519 156:1.615811435183876 157:-5.528860263992772 158:2.684166102942241 159:5.727475833825257 160:8.709295551447546 161:-2.427879194936234 162:-1.873069892513073 163:-6.932653807637778 164:7.650374900093436 165:5.515067664287818 166:5.653593899438645 167:10.65963637167829 168:2.404966267322997 169:-7.026081910688513 170:3.476066604108454 171:2.776207884534205 172:-0.2193347458074819 173:4.451771153558979 174:-6.387469581510295 175:-0.187718360194161 176:1.812114738202123 177:6.240955114096328 178:3.932507471796737 179:-3.426593860496104 180:-0.6832079869904581 181:1.205291983662615 182:5.155974542731868 183:2.512205071472084 184:-6.661501911543648 185:-6.583328814362128 186:-5.784073254351896 187:-3.070182147408813 188:4.14553081134823 189:-9.768108022472724 190:1.971341044454521 191:-2.378141744734529 192:7.657535535227094 193:6.877536820891221 194:6.124991342833842 195:2.625219310984471 196:5.108691913267303 197:7.646189397342834 198:0.2786697737825099 199:2.247010334036366 200:-0.4018460918582847
+-1 1:2.85070502697991 2:5.084936492454283 3:4.890886436278704 4:9.512829001345716 5:-8.694937198192289 6:0.6204293596596367 7:-2.551708783165479 8:-2.038489547855431 9:-8.063810583355433 10:-5.947453546476083 11:7.409089844090248 12:-5.941353329463451 13:-8.57042972603184 14:-5.330725965434764 15:-7.647780387484033 16:4.863641963476192 17:-5.812220877638212 18:5.030466505374245 19:-0.510314089278662 20:-2.184963294819669 21:-2.863753975122409 22:-9.06595563760218 23:-11.05895888800432 24:-3.505104780488383 25:-1.966011940084724 26:3.759355161691422 27:8.597795393705177 28:-0.6656037608519395 29:-8.178209759815848 30:7.879585857102968 31:-2.171533455795519 32:0.3506584756414326 33:-11.4369531164306 34:3.845843272704522 35:-5.016765773884953 36:-2.284927626258204 37:7.786780804549444 38:5.074101387299538 39:1.168807984140461 40:-7.434345531454174 41:-2.316364790072206 42:3.278932377679888 43:-6.629386598937314 44:8.300214459064758 45:8.480907696060248 46:-4.821981891635509 47:6.181623857702775 48:-6.956510112120231 49:-3.990356490864723 50:0.7141787028807931 51:-6.681293898938161 52:6.199306389089062 53:6.400826038068062 54:-5.720648521108742 55:6.532842362550609 56:2.99179062268937 57:-3.623238714337867 58:6.884229220191827 59:1.876038745854962 60:-2.574268747546087 61:5.371314447537366 62:1.125176621302387 63:-4.467656410248175 64:-1.987622740547959 65:-2.625560607170697 66:-5.601684371553164 67:-9.170364663484461 68:-8.600830927463255 69:8.159847077825571 70:7.533439089901553 71:9.127231787034713 72:9.19840640289789 73:-1.172474792962455 74:8.626333641373492 75:-1.397188739636472 76:5.375293316814699 77:-3.87194630339984 78:-3.283440890687771 79:10.11877635288289 80:7.887253956378859 81:-0.8238598853781187 82:0.1035285310682978 83:-7.804314100479172 84:-0.557396071061024 85:1.092667024949361 86:7.378414271813573 87:2.151684258741417 88:-5.123320816528924 89:-4.310155433725889 90:-0.4057889049257255 91:-4.727576643963149 92:-4.511358119034454 93:1.288102198567226 94:-3.338498074329397 95:-4.759701620354597 96:6.053558505693179 97:7.553146256324848 98:-9.395508796926098 99:-4.868117546334865 100:-2.81407216001366 101:1.836898162882281 102:2.968215574445018 103:0.4983598201193067 104:-1.507495467477498 105:-6.880369819162839 106:-2.765708535604086 107:0.1908166188902964 108:-1.05334314736826 109:-0.06368293715265216 110:-0.8607748795199914 111:4.885932770262418 112:7.854371733235693 113:8.567363574797321 114:2.799492750602628 115:6.608977491595149 116:9.05246049336241 117:-9.464812567641271 118:2.834569801362787 119:9.026392540278614 120:-0.5944524324701783 121:2.89831638740317 122:-4.950369948797319 123:2.035714049372585 124:9.713339914592002 125:2.839444454920909 126:-0.3791362132803955 127:9.113891203914058 128:8.342424106181973 129:4.840641488898718 130:0.994785581557056 131:0.3089546850524656 132:-0.6143087411070535 133:-1.316451124129832 134:1.217429173354745 135:10.68226519597036 136:-7.595243977984083 137:-3.289335776019376 138:-3.497819695762985 139:-3.532845861415525 140:-0.9872021606167237 141:-3.209993625650191 142:5.931935582813341 143:-3.179519530242481 144:-4.472300452626576 145:-1.306101191803778 146:-6.778830229764257 147:7.886762748189897 148:-1.814036769657069 149:4.6302923622182 150:6.723987653094952 151:8.24722833990479 152:-8.267286447165262 153:-4.399066184049043 154:5.021971913161574 155:6.281611958400092 156:0.9554191914671415 157:-5.482897900138926 158:4.748610961290392 159:4.544587377532664 160:7.86707322407183 161:-3.252474595340357 162:-2.931398219613513 163:-6.130353786323392 164:8.125888103281975 165:5.132247677872324 166:5.485881052613165 167:8.314560438737946 168:-1.14687879660614 169:-6.184275154061095 170:6.126280877901219 171:5.158058915755989 172:-0.04933033393677078 173:2.510284861551109 174:-6.978204714380157 175:1.191454677878203 176:3.752781786539846 177:5.910787998087402 178:1.159449393427154 179:-4.067670926982069 180:-2.076591883327001 181:-1.676829668907043 182:6.564759519643219 183:4.237574295020617 184:-5.520642489019905 185:-7.931637486363035 186:-6.532025847481721 187:-1.752156259926485 188:4.198136440261045 189:-10.49904759381153 190:2.251672262786224 191:-0.2680425880772972 192:7.393841417619304 193:9.421677278307683 194:7.625235762997389 195:2.246168633709633 196:5.348398050208043 197:9.137115047361492 198:1.850627772392142 199:3.526177580453492 200:-2.194672591084596
+-1 1:5.267070509926262 2:5.091191523395699 3:7.093824729809121 4:7.266956965052957 5:-9.94040652856272 6:0.3159212257830329 7:-4.849838274743174 8:-4.4060639564429 9:-5.211165723164701 10:-5.729741699391208 11:7.954333512841073 12:-5.062809234022 13:-7.872933688124167 14:-4.389251930781459 15:-7.003439535105474 16:4.408552176669109 17:-4.057154077566476 18:4.09118443491657 19:0.1774114871370645 20:-1.731375358711728 21:-3.637113260091272 22:-10.82877172173897 23:-9.454783470394718 24:-2.711246590340608 25:-1.664423039250492 26:5.856531012988484 27:7.97056411692409 28:-0.9165595094837927 29:-10.39363436550413 30:6.255655438036258 31:-1.524097927897988 32:-2.537561147162806 33:-8.757168245038425 34:2.186122948078804 35:-5.53176327892365 36:-2.074724095358822 37:5.122930017477691 38:4.018057195646347 39:1.860293603268793 40:-8.720779731818327 41:-3.376328767198639 42:2.721550473908509 43:-7.689126711355716 44:9.139147817213845 45:8.335171383307754 46:-1.918430322755752 47:7.665470711148301 48:-7.845254291872428 49:-3.419043644261926 50:1.352327508966025 51:-7.213600055376762 52:4.840171314360446 53:6.758666290762538 54:-6.452688099761458 55:6.072340751526002 56:4.024048556887207 57:-2.276583915946432 58:7.136847839432913 59:2.788113128984077 60:-1.135407590301884 61:6.405028854904783 62:-0.3778046478209529 63:-2.256767600122304 64:-2.321028715142284 65:-2.288170300908056 66:-6.163576631670104 67:-8.955711219836283 68:-8.4854514659177 69:8.828579427399678 70:6.84026149739274 71:7.149167458297047 72:8.708844089040042 73:-0.1535268612829349 74:6.450047047468369 75:-0.792919988930288 76:5.444743045058063 77:-1.445128287614557 78:-3.300661629403859 79:8.294935448064807 80:9.407806061055188 81:-0.8171945874321024 82:3.023523603526753 83:-9.215807849308089 84:-1.540645316197955 85:1.803293426284898 86:7.468595269584551 87:2.287271372050003 88:-4.491184432299789 89:-3.684679594583075 90:0.6030118518410975 91:-4.51154278355921 92:-5.011098609339947 93:-0.5200923241965352 94:-2.455664586249227 95:-4.93989594638832 96:4.433864350033835 97:6.555485058136204 98:-9.017874305901133 99:-4.956432716187912 100:-1.264885362854746 101:2.935117117021101 102:4.61964192650353 103:0.002313705009704736 104:-2.855239337427102 105:-6.555756096299918 106:-3.098537479927705 107:0.5759440494705073 108:-0.7460965095414108 109:-0.5677489951090058 110:-0.6763755363313932 111:5.530274446327303 112:6.797365127818383 113:8.859189904120951 114:2.766560285308861 115:7.727235649952338 116:8.372931142579235 117:-11.12033705880552 118:0.6061717668178641 119:9.845129406709265 120:0.4397970465774906 121:1.157470278307271 122:-4.8246540209623 123:1.52067196144486 124:9.130158118980514 125:5.312244587479033 126:0.1539245282256794 127:6.966459919892204 128:8.959707835947498 129:4.769358239479496 130:-0.04383820934672089 131:0.6681967542780421 132:-2.147776319621804 133:0.1211908347652844 134:1.465283578809 135:8.411011761636271 136:-7.996929863715891 137:-3.869243700532909 138:-4.036746354701474 139:-5.224112376135732 140:-0.1172730165314492 141:-4.005779553126938 142:6.366613926679436 143:-1.397813109141599 144:-6.805498125307613 145:0.735443796334609 146:-7.062776378104182 147:7.935041554463125 148:-2.625042083696352 149:6.432568927194332 150:4.827395029314054 151:7.152412499737178 152:-9.828389606185338 153:-1.923192068581234 154:4.624608292302172 155:6.787429519363147 156:1.345581383121625 157:-4.656453418402621 158:1.133032264556972 159:3.82571678603889 160:6.709042525837486 161:-3.258812346667784 162:-1.863214506552046 163:-4.767317797821168 164:7.391108138798231 165:4.106705975024004 166:6.164543266584806 167:6.16576581045907 168:0.5692592270946228 169:-5.975302733191336 170:3.59261675698601 171:2.898413045682787 172:-1.889180822613002 173:2.833156669165569 174:-6.829346205560862 175:3.938920969026135 176:3.307344780379789 177:6.13428261625604 178:1.669193105018504 179:-4.77180126942311 180:-1.983570721166527 181:-0.1881239875704861 182:6.062753524773787 183:3.53898456538928 184:-4.567503367189392 185:-6.534019891307667 186:-3.685763125434297 187:-2.602552324480808 188:1.755545559843707 189:-10.27829096854331 190:2.679612708664138 191:-0.03956847071049108 192:8.38721776792249 193:9.908395429713149 194:7.084144193960407 195:2.533533845746788 196:5.269301074350112 197:5.835335922991105 198:1.11962080955941 199:0.6846371682247194 200:-3.176119511103991
+-1 1:3.266835572322474 2:1.568545517581426 3:7.313599217469013 4:9.411873964193671 5:-7.4753327378241 6:-0.002649911323727078 7:-2.912627819940137 8:-4.147349063038241 9:-5.743664741704254 10:-5.868388695298217 11:7.114064658301714 12:-6.751532770756657 13:-7.756365009702151 14:-4.084308136098456 15:-7.716874585762919 16:5.49227669885453 17:-4.337548752840495 18:6.716524401528309 19:-0.7280581998964236 20:-1.312478077321884 21:-1.713667067761093 22:-8.500766878122251 23:-9.090883696896077 24:-3.670358206403481 25:-1.81262085513778 26:4.784966780020254 27:6.61987548165039 28:-0.9481040426532523 29:-8.388814314166197 30:9.127849779595136 31:-0.358489695390819 32:-1.001757897564412 33:-9.798625179298508 34:2.237460811136068 35:-5.083645465096251 36:-2.544780024251841 37:4.96280255538836 38:4.984076490234141 39:1.78616168920446 40:-7.66492837465038 41:-2.982239321949447 42:4.181856129441384 43:-5.042965472381959 44:11.70325785257459 45:6.385345485002469 46:-2.525189763837997 47:7.489580481457786 48:-8.630709286019927 49:-2.983814062771895 50:2.206067555852653 51:-7.980001649378937 52:5.607180214783516 53:6.223382472132694 54:-6.816659929734208 55:6.762515913573971 56:5.359915104888941 57:-3.148967481105416 58:7.191795030928454 59:2.788014814478668 60:-2.526014732041934 61:8.382546776615232 62:-1.050549902722335 63:-3.279096564529441 64:-3.327143987404464 65:-0.5556429154499356 66:-3.528931989670759 67:-11.026109431585 68:-9.564042881296794 69:9.673294941000194 70:8.750805187259107 71:9.929499791047979 72:9.336271348729012 73:-0.7284247320726278 74:6.868568744146712 75:-1.492054395485619 76:4.29345333533569 77:-4.546432123984271 78:-2.038297702218355 79:6.756801301525083 80:8.446578363048937 81:-1.972544618793267 82:0.2455599744335755 83:-9.240992632099733 84:-1.391495637436539 85:2.260153935189627 86:6.804475574806018 87:0.8905310012936123 88:-5.731962735477686 89:-4.994565602385252 90:0.9245522009109607 91:-5.153518615412475 92:-3.943077016622066 93:-0.3722755628468748 94:-2.072853816637405 95:-5.16635203848627 96:4.308720873865398 97:6.547008445636703 98:-8.073355999155272 99:-3.603796016053359 100:-3.545940642858936 101:5.409607860875052 102:4.229019394125822 103:2.177835508153635 104:-4.138635912998927 105:-6.30497204509792 106:-1.457789576089349 107:2.329594757870063 108:-1.675207033033374 109:-1.897782165423341 110:-0.6819168640703734 111:5.735020038446446 112:6.583862032928869 113:8.928209480818218 114:1.243742466575794 115:9.481343076708143 116:10.03404451357879 117:-8.316689864962154 118:0.7406543520502118 119:9.065622110022753 120:0.04550378071184075 121:2.088960491292017 122:-3.93110782325228 123:3.219371850348215 124:8.896424429257738 125:3.449987206040806 126:-0.8120637128959607 127:7.256121576891947 128:7.684897473917466 129:4.685950541965999 130:-0.01544941796374755 131:-0.1835210000700994 132:-0.2653139667928959 133:-0.6015880640877651 134:3.616927692871382 135:10.00355133579019 136:-7.121705362517382 137:-3.417256437144178 138:-4.758745440789512 139:-3.901818717794971 140:-0.0597777467833368 141:-0.813099485913106 142:4.075345295819698 143:-3.422180566600169 144:-4.312588736975389 145:0.4062468976585396 146:-6.08839466230881 147:7.204908531945112 148:-3.204857204883594 149:5.58461958260264 150:6.494384348371969 151:5.389532769345419 152:-9.705171281248973 153:-3.327460976639598 154:2.978682905574423 155:5.668014216499667 156:2.178068522154212 157:-4.88321569196256 158:2.188258946457635 159:5.766370182351055 160:6.785773429033006 161:-5.668654451414397 162:-3.519035169890773 163:-7.17916914569901 164:10.46606297954208 165:4.964957774897966 166:6.107149113925592 167:7.21309267819122 168:-0.6896253570272142 169:-6.340609086115922 170:3.697535199824716 171:2.838106639082164 172:-2.69590374271419 173:3.383935325629854 174:-7.722132578190184 175:3.838566482240089 176:3.164385612299247 177:7.675356703502285 178:0.148359513098101 179:-3.272146489557986 180:-0.4115041634032597 181:-0.5315607475810421 182:6.478318451894289 183:2.206527915755842 184:-5.679056465948102 185:-7.12235982214388 186:-6.647234696451822 187:-2.932067969920346 188:2.361670447208702 189:-9.569731798159363 190:2.057247972794647 191:0.8304608107360109 192:6.902083934428592 193:11.06272226506779 194:8.585602557457904 195:3.477735035567899 196:3.172524644415641 197:8.246796725783051 198:2.873029495156054 199:2.312988547162439 200:-1.654979882582378
+1 1:8.150052470972682 2:-4.669973007663174 3:-4.893565638309838 4:-3.641025103599797 5:5.11017430269241 6:10.63325558053317 7:-9.632594377429808 8:-5.474745544418493 9:4.864333211240039 10:5.788850056036012 11:-8.277829476821614 12:3.453143416324066 13:-9.525356738594395 14:-9.60059600406729 15:-5.429604434408692 16:2.857149103270867 17:5.381057817514129 18:2.404228431062244 19:-6.336292358691134 20:-1.325637119676075 21:-3.098186000643323 22:3.322363041220306 23:-7.085715399164687 24:8.871806649092285 25:0.06000358812200662 26:4.035446613331965 27:1.611179762072238 28:-1.578832025623602 29:7.295781152430445 30:5.643319427282492 31:7.783754890316555 32:4.757251738978106 33:8.054360079399407 34:6.583097712780178 35:7.99460979776523 36:5.218074469580431 37:8.405024527447145 38:5.425873211504788 39:-9.640466682952644 40:-3.024150698471755 41:-1.793333032039869 42:1.739408240531772 43:-1.559077675894652 44:-9.92190494862356 45:3.150853363055054 46:5.82174924851122 47:-9.80472754598058 48:-5.39828102731238 49:-8.399472502122121 50:8.40052819879253 51:3.629758482449893 52:-2.314385160025326 53:8.932075128145337 54:-9.300851807834732 55:-2.721201209305026 56:-1.859387625435113 57:6.366878200169444 58:-6.840082670959789 59:-1.85572600953923 60:-5.870856076889887 61:7.548909802359775 62:-5.663783607601542 63:10.64857672043984 64:0.1226796320458204 65:0.7760452934026276 66:-3.764660277098178 67:-6.867527192423373 68:8.113993866955507 69:8.610392599183406 70:-2.557374852062739 71:2.04529671413998 72:2.740387579066689 73:-0.2952339604099731 74:5.656841560981261 75:-3.896744646367933 76:2.980520347763428 77:1.194638850190818 78:-10.61294897476441 79:2.583451373756252 80:7.095923786513312 81:-4.805336140748406 82:-3.706225233750988 83:1.644699440501459 84:6.233194928576413 85:6.342442295346038 86:5.792973106719512 87:-3.420717723599249 88:-7.972076893554692 89:-1.251022513995295 90:-6.48699588419326 91:-4.836352896073334 92:-6.948223488567949 93:7.842531860548799 94:-9.666787494842058 95:-5.577717930122239 96:-8.600845076631957 97:9.013976800743848 98:-9.120108207371318 99:-6.57881576617002 100:-0.3768662202092018 101:4.447157616287209 102:-4.35690389506487 103:5.449085272896121 104:-6.91886183806299 105:-4.698848050512445 106:-7.259608924719915 107:0.4273941271023023 108:-2.896476874391771 109:-9.53611161109642 110:3.599328455404617 111:9.141920965939988 112:5.67059043614895 113:7.578477433433376 114:-6.364210789640609 115:10.5156038391734 116:-7.572904042962266 117:-5.082601084510493 118:5.595789705566881 119:3.270609025467385 120:4.067330389579126 121:10.04601781700679 122:3.001890981258518 123:-7.911977053853605 124:-3.816987603650594 125:5.475165572383138 126:7.239343564727631 127:-11.31037783817904 128:-2.612379696959306 129:5.670982099145044 130:7.558290906502657 131:-4.657770371796988 132:-1.324288130685946 133:9.24855606576328 134:0.2000073403484456 135:-4.792910838866926 136:7.196870343257098 137:-3.971756375028802 138:7.392853866884224 139:-8.180239184697509 140:-0.4243293260707188 141:-11.07915003359274 142:-8.353022706195912 143:7.184037653227682 144:2.113033956721192 145:1.905714649678704 146:-6.815640605378351 147:-2.277083504511105 148:-7.11138277060256 149:-2.334135986028821 150:-1.958348277734919 151:-0.5415169928684143 152:7.803312411808339 153:5.393990575755399 154:-4.166512477806109 155:-8.893636859917036 156:-5.247134333892183 157:8.229436313661457 158:-1.49040243367433 159:-3.443719186526321 160:1.933501897700229 161:5.357104434864766 162:7.52398114048229 163:-9.245409004709689 164:3.980061705776664 165:8.039492514634464 166:2.926762835653649 167:-2.889773831743176 168:-5.894663103268121 169:1.057375090602887 170:-2.212780194011343 171:-9.433876577048649 172:-8.846101310802698 173:-6.042482488179636 174:8.706641538817621 175:-2.994349748131061 176:-5.370535505356378 177:6.435545501319274 178:-3.084401334686829 179:-3.000761163377133 180:-5.255493071523342 181:2.367153462760333 182:7.173797915933159 183:6.441022752373429 184:-0.682822697631168 185:2.647074753612512 186:-3.990932089270783 187:-4.262485872753569 188:-1.574537166695316 189:9.197475450207211 190:5.590020945641546 191:-8.411680800141104 192:-2.870135853454863 193:5.771008771483694 194:-6.712051419307101 195:-0.546062435779314 196:-5.740281736235552 197:-10.40797375654342 198:-7.898125215063531 199:-5.603062079396576 200:-7.603827544033873
+1 1:8.26223281243313 2:-5.393548427075022 3:-5.371692271128921 4:-4.022002672547666 5:3.314480927191683 6:11.53423202653978 7:-9.90864118015913 8:-5.233626951597619 9:7.503624141339427 10:5.652373368046149 11:-8.173411245292717 12:3.587351869944699 13:-8.180233782491115 14:-9.245950365293645 15:-2.66794432666709 16:3.361951989971002 17:6.145529235223063 18:2.670299528202043 19:-6.574913028494182 20:-1.408551682706303 21:-2.906194403270803 22:0.4410705063268112 23:-7.014784405017941 24:8.146668202807446 25:-1.454408860776949 26:3.696802223881323 27:0.7969803016522645 28:-1.132762641964582 29:4.956197031301363 30:6.649446772327237 31:7.125757127958517 32:5.24755265907821 33:5.670325751003368 34:6.960514082655678 35:7.685230470552441 36:3.65005956245185 37:6.884274747345303 38:5.922809149987613 39:-9.044966179143286 40:-3.940413404726583 41:-1.265206832230345 42:0.6878064224887368 43:-1.435586381507089 44:-9.830178512093802 45:3.179790954530849 46:5.521466116455809 47:-6.670643054182666 48:-4.59929080266124 49:-8.362797305354936 50:7.510566934895667 51:5.877227748716787 52:-0.6435519536711594 53:7.055233642651436 54:-8.465088363960842 55:-2.181265579668904 56:-3.989288228194946 57:9.697228131108185 58:-8.435909955251871 59:0.3894531545706845 60:-6.542417289247055 61:7.922288881108655 62:-6.238092813287196 63:10.88392977668794 64:2.702786121456723 65:0.1669571154013742 66:-0.7665137091480212 67:-5.612508684524475 68:7.283734620727178 69:9.774819541105089 70:-2.747514978270615 71:-1.061211053226848 72:2.81893664758243 73:-0.6700778288045618 74:5.08384367898297 75:-5.276646623151793 76:1.88300985671666 77:0.4747139967025391 78:-8.347103281092247 79:-0.04094612152746646 80:3.903909174223528 81:-4.800868301980097 82:-2.503479774561158 83:4.113741027359779 84:5.42385052154517 85:8.016320076184345 86:7.780475388005292 87:-2.8017915806792 88:-6.885670410541631 89:0.3979628199541105 90:-7.859727179301558 91:-5.476939060751953 92:-6.374153704464174 93:8.472511393841367 94:-10.66113140668126 95:-4.022616014814058 96:-6.731212302268981 97:10.01337749810525 98:-7.826489119328172 99:-7.17260778046762 100:-1.248279787958591 101:4.174671180961685 102:-4.404143692048105 103:5.937913796924161 104:-5.95413634604893 105:-5.453679359602956 106:-8.825663069817578 107:0.683726249961047 108:-4.854941015816888 109:-11.15613520739966 110:5.168770842205682 111:9.511655858224666 112:5.446733669822915 113:7.308790467430106 114:-7.555590358757674 115:9.280248667046402 116:-8.428037871520317 117:-5.473940379035174 118:5.530620881535428 119:4.275060777120871 120:2.477736818932258 121:8.330393590188351 122:4.48655066934961 123:-7.464017554148488 124:-2.277405050076125 125:4.596561231411415 126:8.117217542081461 127:-10.00088356090292 128:0.5369050145882952 129:5.918213551201021 130:3.863154646148845 131:-2.752089466474152 132:-2.581683411768222 133:10.62221697141607 134:0.3062824287537643 135:-4.121537053593413 136:7.260121866158895 137:-2.788535917761423 138:7.568120066552744 139:-9.249187531561125 140:0.3938988172059831 141:-9.831738003339678 142:-8.996356081523754 143:5.832976995211075 144:1.832624466670795 145:2.72700895209737 146:-7.327278934610048 147:0.4621356689381311 148:-9.762492714046134 149:-0.3424404294794607 150:-0.4184374112637155 151:-3.080263435411319 152:4.216987914385256 153:5.300971825961473 154:-4.57208554208741 155:-9.927049548193612 156:-7.461163429642757 157:7.738264608387652 158:-0.4273591130155292 159:-3.389198834858364 160:3.895054372169213 161:5.215736577301216 162:7.018464912968867 163:-8.02611095251072 164:4.095786980363476 165:8.437554334996937 166:0.7858642747491975 167:-4.363861735051117 168:-7.2873992482866 169:1.64696536626175 170:-3.604812415738593 171:-9.497226579293939 172:-8.298613023724096 173:-6.709178377594014 174:8.33443700615698 175:-3.864977238721012 176:-3.411738666064654 177:7.314915524703146 178:-5.470193725196097 179:-3.856907316332764 180:-4.953970688455032 181:3.300146834599877 182:6.959422595993789 183:5.426311579262449 184:0.5145849377691298 185:2.529528811310324 186:-6.028717035391422 187:-3.497699695257375 188:-2.527804637675276 189:11.15475739399565 190:5.512158285867333 191:-9.674607549879713 192:-1.377008613707567 193:6.552051164735056 194:-7.720768567157162 195:-0.8958746283530485 196:-5.929456333373857 197:-9.695905372097842 198:-7.496102041251303 199:-1.9046705623984 200:-8.035732768401616
+1 1:9.648402416171404 2:-4.331329646938967 3:-4.797159830574717 4:-3.050823064078361 5:3.849764563225203 6:10.77401535388615 7:-10.2456701274947 8:-7.011989473957158 9:6.418686845805212 10:5.519708908153766 11:-8.229564870148979 12:4.200514107270767 13:-8.995609749854735 14:-9.469996677366405 15:-5.401422864539302 16:4.242726664068182 17:5.958326665845369 18:1.572784880812174 19:-8.132579070413794 20:-2.048832650320787 21:-0.3752143061285953 22:2.637766325240695 23:-7.591076532884612 24:7.27675138009577 25:0.943275178685425 26:4.296778086820537 27:0.5870939950081419 28:-2.37321458696403 29:4.416215520050893 30:8.021875733582629 31:4.993256582622076 32:4.438464664064627 33:5.48536838549395 34:6.416001091696637 35:6.352385660241086 36:5.291179818772179 37:6.183836488930506 38:6.722166171135867 39:-8.77310992547107 40:-4.429796032714795 41:-0.3316103274186535 42:0.3570740279078909 43:-1.001852777450877 44:-6.777048096434289 45:2.313655364282573 46:7.893440473578373 47:-9.36921388290086 48:-4.622222537693823 49:-7.309394731456107 50:7.432054939349451 51:3.217721662858724 52:-2.286208340228285 53:7.776118018088987 54:-11.20267512575492 55:-3.137361847645508 56:-2.616949282611417 57:8.830741929203057 58:-9.138597903329444 59:-0.4961492583630549 60:-7.203115956695874 61:9.480415274695499 62:-6.000076559650124 63:10.48220119284703 64:1.522865386604504 65:1.219988882600286 66:-3.675069459528017 67:-5.217100195853956 68:9.4286194806969 69:8.6098343266315 70:-5.203539907520744 71:3.703564416581 72:2.208848710654199 73:-1.053781602419374 74:6.246597216347726 75:-2.918621032030183 76:4.493079111971232 77:2.340854338854519 78:-9.477016875316663 79:-0.3335139749356393 80:5.231911322018105 81:-5.689029556691879 82:-3.215330722630089 83:1.81278434407206 84:8.273165951735379 85:7.930683456966569 86:6.404646862644509 87:-2.513499290103539 88:-7.685439117789654 89:-1.560016748829414 90:-7.0630067132802 91:-4.321039451417875 92:-7.04627650183917 93:9.784617226757671 94:-8.495338084783869 95:-3.831162639488871 96:-7.761071477620522 97:10.63641354528839 98:-8.319400986422226 99:-7.977679233617829 100:-1.680115844031866 101:5.189663816829838 102:-4.054499620357877 103:7.72183215120498 104:-6.649198381809353 105:-6.374623986019696 106:-6.320430888264521 107:2.13890563081259 108:-2.720465643333297 109:-8.328040194974477 110:5.786968720160798 111:10.43855460366904 112:6.149674738296761 113:9.230174362093953 114:-6.715791943667655 115:9.190791788026031 116:-8.43733562694503 117:-2.873070153865626 118:3.478953950610608 119:1.825113530153393 120:3.627244640292336 121:8.869087797608779 122:4.024526242465028 123:-7.72710728174711 124:-3.191017106753602 125:3.826524597403607 126:8.22933777780848 127:-8.241151550253168 128:-2.305394691842652 129:5.528905747685417 130:5.039745138864782 131:-2.182078286740553 132:-2.242627166623159 133:11.24283531612333 134:-0.9266170002421931 135:-3.442648737441931 136:5.537273312372691 137:-2.456655803741573 138:7.688109149019793 139:-8.519754585554129 140:1.761802426348384 141:-10.19547424311431 142:-7.832124464746843 143:7.295005117622893 144:2.401138254583963 145:-0.6614305030959975 146:-6.797798245467911 147:-2.789569281996878 148:-9.90226784479243 149:-2.074211577939065 150:-2.938976551697233 151:-4.24468228426661 152:5.496724894923454 153:3.201199151207327 154:-5.281091969861684 155:-9.720480217258711 156:-6.077702243059148 157:8.340931637512956 158:-0.2450472026153876 159:-5.306905756690442 160:2.806786084030664 161:3.293562752281819 162:5.721268495573249 163:-9.757883710628848 164:4.081855588930797 165:10.5227957744237 166:1.307374644614729 167:-4.84123103145038 168:-6.060716863123335 169:4.015639375816369 170:-1.314546504154682 171:-8.50013063249142 172:-9.470889108571294 173:-5.713015284604361 174:9.003653603675506 175:-3.359262231019034 176:-5.651367763048193 177:6.601660242212362 178:-3.563726413725381 179:-3.015755950378478 180:-5.506657482960614 181:3.229917948428491 182:7.412445539231509 183:6.20478600697676 184:-1.595654918909402 185:1.97796828901081 186:-3.954836864937104 187:-4.155714353281928 188:-0.9464093614098195 189:8.383129960417522 190:8.345002072703382 191:-8.100934493400727 192:-2.291918558684955 193:7.787715928107531 194:-7.475564327368431 195:2.219636353945734 196:-8.174407137084279 197:-10.24376681251307 198:-7.81942593003871 199:-4.412251564975471 200:-6.274741276230453
+-1 1:4.007224068847639 2:4.991968607902828 3:7.584627533095731 4:10.96314130581747 5:-7.858464769639558 6:0.5459004231067719 7:-3.602201578428161 8:-0.3999245660755082 9:-5.870557012065635 10:-5.080535153751844 11:6.51367721376689 12:-5.631650537858659 13:-5.837292551777018 14:-3.344629024891033 15:-7.542448646346728 16:2.833329993773963 17:-4.212405860752792 18:5.545047627294386 19:-0.7245085446427018 20:-3.277168771347921 21:-0.2546309975732364 22:-8.58359800627322 23:-9.508257416409242 24:-2.673152669109094 25:-1.037516734265024 26:4.795071937213722 27:7.100801532702957 28:-0.8906568122610524 29:-9.627455577827551 30:7.074667081702567 31:-1.594597066944304 32:-0.08105228904716077 33:-7.823082690583093 34:3.804021567955303 35:-5.24751294089346 36:-3.571463972345187 37:6.201014368574523 38:3.084985775670186 39:3.460957729954954 40:-8.371630386972534 41:-3.770147194419208 42:3.76693030070172 43:-7.171958828492038 44:8.846268091751597 45:9.465311168924002 46:-2.371376901647551 47:5.795242075938535 48:-8.756557375612612 49:-5.852867681314642 50:2.187062921574805 51:-6.016193097013812 52:5.304540398845205 53:5.944360301678087 54:-7.533832479558757 55:7.307922458772564 56:4.442189675872256 57:-1.781657385359921 58:8.211858508635132 59:0.6142451635270234 60:-2.302601629166775 61:6.204157246860542 62:-1.647270611324219 63:-5.242185535136969 64:-3.887137277172152 65:-1.069220670345628 66:-4.817743244086305 67:-9.789148454689762 68:-10.15046521233374 69:9.933084920217905 70:9.069903990809095 71:9.077473244737678 72:8.088574583903217 73:-0.1353592581825774 74:8.14461547074794 75:-1.469251286341617 76:5.593071806755598 77:-3.230814786111061 78:-1.411349130415546 79:8.313774010996617 80:8.513970440216491 81:-2.96206206476496 82:1.63426271694062 83:-9.41005446850046 84:-2.784378653652876 85:-0.4024488156981965 86:7.764022626004565 87:4.342486938395076 88:-5.239595368718625 89:-3.430591443513006 90:1.024118548637501 91:-5.146836928868065 92:-4.325215347810373 93:2.026960849760838 94:-3.99240367510238 95:-3.765214950686996 96:2.490873401840161 97:7.069948642158995 98:-9.740384385232042 99:-3.550373385463845 100:-5.099877253265603 101:3.554788323604461 102:3.282949292364511 103:0.08656184493385044 104:-3.034211343321392 105:-6.476324840310307 106:-1.4352282229722 107:2.031036918460086 108:-0.6599569081564837 109:-2.967738291684631 110:-1.454638303334824 111:5.135201264697866 112:8.223065818515728 113:7.806821324349835 114:-0.2325204939906231 115:7.41822185690791 116:8.267037865346142 117:-6.726858684543877 118:1.024858329869808 119:7.386817217217883 120:0.7124675867003387 121:1.469779654466982 122:-3.214065833264132 123:3.525316986506003 124:7.955500075482484 125:4.136480323693879 126:0.9925056667436648 127:6.646371720770307 128:8.142935883265462 129:5.538234054447193 130:0.6680410940272832 131:0.7024211667287199 132:-2.465647345132149 133:-1.229798722884245 134:2.566560619842653 135:9.752833410066136 136:-5.942902398049362 137:-2.409506821275332 138:-3.86472404227597 139:-2.654248090432459 140:-1.605076467203432 141:-4.163829550049612 142:4.352271470566337 143:-2.840549592337117 144:-2.961927937330933 145:0.05765189051646968 146:-4.297682181098012 147:8.883481288538928 148:-1.175008903392892 149:3.714033534263401 150:5.597521963565776 151:6.359195609123763 152:-10.76291317607025 153:-2.688408939966652 154:3.221284768231962 155:5.997544932848389 156:1.847299345890289 157:-5.540591203225803 158:3.616875579049798 159:4.747845954703823 160:8.077795079821868 161:-4.304039521126427 162:-1.562930735170216 163:-6.711218470631381 164:7.598736351133017 165:5.094436114770558 166:5.379863719209516 167:6.611794255022851 168:-0.0232701334410661 169:-6.750771917958839 170:2.169151086125183 171:2.686123916444792 172:-1.276532684522834 173:4.039328172087798 174:-9.254767262004718 175:1.269974704202978 176:3.603507471806782 177:4.5276654728538 178:2.099622213649868 179:-3.900991801078673 180:-0.0005555163722983369 181:0.6795733259727712 182:5.232669519522718 183:1.912058716504316 184:-4.272352779489226 185:-5.923867627926621 186:-6.138378744280044 187:-3.445012863417199 188:2.701949487689493 189:-10.78888502081366 190:-0.3360604310762678 191:-0.0209248219778555 192:8.267713072979376 193:8.687053736876418 194:7.659327816267122 195:1.845628603656549 196:5.510947051669357 197:7.392324663104652 198:2.542277527814721 199:1.524096989795775 200:-1.146895601635526
+-1 1:4.930582742635124 2:3.906405439121219 3:7.36324668323862 4:7.369038569729468 5:-7.43155687912198 6:-0.6928850398616837 7:-2.837325225938324 8:-3.990864056506531 9:-6.890165555632501 10:-6.05348039027277 11:6.823407034278989 12:-6.231504671678628 13:-7.666701408731488 14:-4.979330534250915 15:-8.718377863310975 16:3.6200350172185 17:-4.352488617450606 18:4.638521606267847 19:-1.51330369426603 20:-1.865154299607882 21:-2.570308163937957 22:-7.699841527205749 23:-8.915950745355572 24:-1.505521696931795 25:-2.992779730772988 26:4.447520569319999 27:7.490471413678173 28:-1.149057502409127 29:-9.556890958653085 30:8.103437986196772 31:-0.2711848307321983 32:-1.303071622592709 33:-11.18929928811755 34:3.119320360841672 35:-5.143555304977318 36:-1.469848926632573 37:6.355160107774173 38:3.700415565423313 39:3.162427961348039 40:-8.518241023530235 41:-1.541932357990365 42:2.773949858432143 43:-8.166542147160952 44:8.878056691109316 45:9.597236867577791 46:-3.027458166560971 47:7.113307998016615 48:-7.755016060250538 49:-4.391249034833123 50:1.443757889260864 51:-7.712544781169985 52:6.933646030719002 53:8.148138408839142 54:-6.417412321734616 55:7.903190160057637 56:5.35194762703229 57:-2.124856386911707 58:7.018556740192609 59:4.213777101431507 60:-2.839719863489565 61:6.292446372128751 62:-1.449767584185928 63:-2.705611209324589 64:-2.906110262498582 65:-2.575410022354794 66:-4.752360851390201 67:-8.810766610945571 68:-11.16312081111438 69:9.300520682172012 70:8.503800429726265 71:8.19730431337058 72:10.3759687430286 73:0.5153369438990389 74:8.377529523158351 75:0.5018107806836993 76:4.9393428920212 77:-4.059368638787582 78:-1.896766808686441 79:6.99803444371126 80:10.60070643125816 81:0.2006247112856412 82:0.8230261148131633 83:-8.604364596784491 84:-3.236963003650129 85:0.1935066561892552 86:6.880895394234402 87:1.153948307800816 88:-4.533366789483939 89:-4.773769122757908 90:1.05470690176423 91:-5.615137812536749 92:-4.804474563831779 93:3.278385789860724 94:-3.812536823188695 95:-3.616381604936271 96:4.490833983929019 97:6.108500939240903 98:-9.318814717313961 99:-1.3111409287267 100:-0.912136740571587 101:3.0336630919969 102:3.389534144134179 103:1.768419283894295 104:-1.582188896165995 105:-4.783471970667097 106:0.1343098292284388 107:2.710864351988754 108:-0.5427600636790881 109:-1.298862227892907 110:-2.750800128427813 111:4.46094245393996 112:8.335372918753926 113:9.752443784241059 114:1.925012129427774 115:9.156902967888678 116:9.068500358118353 117:-7.146622633351957 118:2.469122613054461 119:8.366944020604612 120:1.281183346844974 121:2.123814849712502 122:-3.650214909347133 123:0.9954370785467235 124:11.14285563777485 125:4.129613814547641 126:1.382651891336106 127:9.935032916936963 128:9.342882824235355 129:5.252891026968816 130:0.9703558533654779 131:-0.6722174378493748 132:-1.858777480423627 133:-2.347992321231595 134:3.520139848580108 135:8.074779736039664 136:-9.792555330303486 137:-3.485776275640927 138:-4.305234288107003 139:-3.657351952455731 140:-1.960961606695097 141:-2.948689546658585 142:3.389094262516416 143:-3.674612390233158 144:-3.700886530152444 145:-1.510952866829913 146:-6.327309130674394 147:9.743104017037457 148:-3.388753655960293 149:3.499179425698055 150:7.415305922097865 151:7.713502352880133 152:-10.40943500282448 153:-2.329814542000257 154:5.355109918356957 155:4.054172296620544 156:-0.1651921412706097 157:-3.800764247536668 158:1.59971198530376 159:5.40825407201285 160:7.593902202075149 161:-3.397964624259275 162:-1.221502267947865 163:-5.077070916697091 164:6.902218313645299 165:4.453046428138753 166:5.865356909388321 167:8.008090103498148 168:1.755547116661106 169:-8.233856118385086 170:4.013138671739129 171:2.512180830762193 172:0.2895173091131265 173:3.620731681017726 174:-6.961748026939588 175:0.7967262971578404 176:4.239581939264807 177:7.420885049101773 178:1.917274382667368 179:-4.455615331567715 180:-1.457158531968557 181:-0.8612862305423584 182:6.077381662111629 183:2.141072388533544 184:-4.887653296558097 185:-6.035508243623785 186:-5.682647572135783 187:-2.127435223898236 188:3.120819917965957 189:-8.57259059181278 190:1.704230952277179 191:0.0666625905599762 192:8.239568315373122 193:8.63721069947014 194:8.582079017946501 195:2.34527230224887 196:6.071190213441643 197:8.22731941768914 198:3.52611671554304 199:1.595978665174874 200:-1.026439634037434
+-1 1:4.460368539507343 2:4.019067117798227 3:7.888914770990955 4:8.864541508687962 5:-7.796527811108366 6:0.4725300500509655 7:-2.453279193548084 8:-3.650316020365722 9:-7.446719533184158 10:-6.803554757326662 11:8.86712504882138 12:-4.232602102768261 13:-6.905142401968906 14:-3.856633118893031 15:-7.401354894835741 16:3.947322828107599 17:-4.170954365487001 18:5.335855003176412 19:-0.1700404509787372 20:-1.683240190063824 21:-2.029941018297988 22:-9.149236319258586 23:-9.826050168091706 24:-3.61863219751653 25:-2.97720960399312 26:3.523155277976461 27:7.851604502631407 28:0.7217809231502641 29:-8.371910746602731 30:9.265276948867477 31:-1.688510606686673 32:-1.665402237461278 33:-9.124442661678405 34:1.803584219089999 35:-6.654625843228477 36:-2.297441283473778 37:8.032430241053614 38:4.311923215860071 39:2.910867411782736 40:-9.589631043490227 41:-3.895563819568284 42:4.061866112254002 43:-6.939384291858731 44:9.711516749338154 45:9.482029525191701 46:-2.571603336796415 47:9.717232573192417 48:-7.821424081168935 49:-4.598616113665503 50:1.210425987431624 51:-7.367928980127416 52:5.942003715843966 53:6.877088561606955 54:-5.991295785617575 55:7.886309134593024 56:5.57875963163008 57:-1.804056732173886 58:8.016238406956575 59:2.737593649863542 60:-2.618796039786408 61:6.869910589296381 62:-1.934481824285014 63:-3.100291741632724 64:-4.507260891427405 65:-3.683343798862807 66:-4.280773959634656 67:-10.50607808084535 68:-8.4764256940091 69:9.827370507534685 70:7.420863128718524 71:9.093714530676742 72:9.32426022784599 73:2.020290209820678 74:6.616724203149897 75:-1.237136753591617 76:3.729588531930933 77:-2.821428833241342 78:-1.782216102495842 79:7.240899077448057 80:9.475615325547396 81:-1.837742649678925 82:1.73006966820666 83:-8.754868516977705 84:-2.797755846227198 85:1.604959364301421 86:7.544143724196925 87:3.535017088367797 88:-5.279052070637907 89:-4.634086503100074 90:0.09846532847180423 91:-6.763987412674326 92:-5.908913478912478 93:0.8913830886843122 94:-2.881969665872401 95:-4.785525482861508 96:3.471760401337723 97:6.286605416645585 98:-9.373320375653801 99:-3.301336021879272 100:-4.142619371435666 101:5.763485477497233 102:4.478065648996835 103:1.530556269525464 104:-4.046114589385247 105:-5.503507571018724 106:-2.874490863114565 107:0.8045593810170399 108:0.8233020655162837 109:-1.612415118277121 110:-0.004094782540732478 111:6.790493985649154 112:9.014485165804917 113:7.016187770440999 114:2.274913822987449 115:8.44354132810213 116:8.576067001670538 117:-6.924607764773651 118:3.225298704489662 119:10.3238164161608 120:0.4379769659675842 121:2.910909084220562 122:-1.671011328309996 123:3.365699744116974 124:7.630687444667466 125:4.493632239909645 126:0.009201402743539255 127:7.323118498116608 128:8.468295666808208 129:4.791969157841603 130:0.5563649012069874 131:0.3899360828972832 132:-0.6261059127946615 133:-1.141322617445647 134:0.4354326940600675 135:7.833051893940305 136:-7.148373651395024 137:-5.186516263964887 138:-3.144591902253112 139:-1.934667374121355 140:-0.4058926285144899 141:-1.469396409131226 142:4.627765663642652 143:-2.598446571256821 144:-5.055845157257743 145:-0.1395005788280324 146:-5.717933568545354 147:7.752980225365544 148:-2.694004532684747 149:5.345976651383203 150:6.478312185871838 151:9.362346090973194 152:-10.37627854117878 153:-1.815906983196411 154:4.56654683531984 155:5.486503954183181 156:2.555587630682838 157:-5.052282391674773 158:2.559405575066238 159:3.353462835970912 160:7.935589691170469 161:-4.110141437765429 162:-2.687565193148226 163:-7.092207898460555 164:9.805012309538194 165:6.970216376664758 166:5.132110085801319 167:6.564636431214372 168:-2.554162606874102 169:-5.936132538989936 170:5.732344956068509 171:3.913423312091421 172:-2.477041406708742 173:4.394224876561232 174:-8.031844231781909 175:4.164053734256477 176:2.899768351317223 177:6.127781523246513 178:2.137907898749143 179:-3.871436191944349 180:-0.5578777665873299 181:-1.241860005861143 182:6.370450676519404 183:4.181068261557634 184:-6.315869484426942 185:-6.236945546635371 186:-6.606165745910698 187:-2.037253723024195 188:1.56321606415615 189:-10.55437294191685 190:3.205102187440438 191:0.1605222472428715 192:7.712328951252617 193:10.51452499629805 194:8.776933616140377 195:3.485816185793843 196:6.190387535566289 197:8.82365454496939 198:2.246351944912262 199:0.5532862285158651 200:-1.300023408953679
+1 1:9.572514598530717 2:-4.214394780700572 3:-5.302346735138862 4:-2.600423021148626 5:3.591145036414575 6:10.52891840660016 7:-9.361931987324416 8:-6.031384652752196 9:5.960231100056837 10:5.789848383822912 11:-7.406152293451087 12:4.337541698581083 13:-7.422561600043903 14:-8.788708430727365 15:-5.759410196523947 16:4.573686665160237 17:5.786409628966267 18:3.256679667271337 19:-7.743168019591666 20:-1.204086467179397 21:-1.976894614106079 22:1.633960996404212 23:-7.539172501225711 24:7.843007776113899 25:1.996482045051818 26:3.321981110533314 27:0.2428537338084457 28:-3.555994374047422 29:6.600458760308936 30:7.575035326915886 31:5.237124900551314 32:3.56451506504352 33:5.683071838286833 34:5.892099537599019 35:8.227128658077691 36:5.744522959876506 37:5.445448884301347 38:4.291547155928519 39:-8.573463166467018 40:-5.086763951003025 41:-2.820593616340143 42:0.299657555120992 43:-3.248537680571145 44:-7.889891136098607 45:2.698706913836276 46:5.916525090408687 47:-11.42471675555336 48:-5.322559070104965 49:-7.952339618043469 50:6.495720975159195 51:3.285221794920978 52:-2.943944816235791 53:8.127045256548845 54:-8.769868520738976 55:-0.9080294432533809 56:-4.44077667113683 57:9.101493083430421 58:-9.124214592463392 59:-2.070846519819115 60:-6.185506963807417 61:7.328306444051225 62:-3.965245844729146 63:10.09167462734014 64:0.179900466651681 65:1.500497758148832 66:-1.052939754667478 67:-3.85280779720586 68:7.844481388938203 69:7.466643183332396 70:-2.690939836288737 71:0.5259293603970967 72:1.035392361303897 73:1.98067088106576 74:4.607182600419899 75:-3.001358180070893 76:2.738261832191101 77:2.422514451229393 78:-9.054126962836321 79:0.2508009204008708 80:7.638332223942712 81:-8.347200367832237 82:-2.387828691295451 83:1.745347336195051 84:6.865492908567916 85:5.964247478506062 86:7.03277437922614 87:-3.955720761383208 88:-7.669948720289038 89:-1.504126531440162 90:-8.762233383839275 91:-5.429040373242364 92:-7.115279437113598 93:7.886247932822973 94:-8.15431368940617 95:-6.692246976233927 96:-7.45114854101225 97:8.854537072196671 98:-9.073200059464353 99:-7.030296334085802 100:0.1726702074795787 101:6.693842797080036 102:-4.264603385403538 103:6.447604447403413 104:-7.459492183684048 105:-7.891570241379967 106:-6.860736074685229 107:1.255417186230937 108:-2.367927311111324 109:-10.96680087906238 110:6.398887791523224 111:10.0715225049693 112:6.896275436638127 113:10.471248426715 114:-6.297195368602497 115:10.37449798242013 116:-6.295712692097912 117:-4.268388629851652 118:4.847142343358584 119:2.891536428011999 120:3.299634987488828 121:10.6191748023385 122:3.232868150217997 123:-6.938948676412888 124:-2.905496835808537 125:4.074326599393789 126:5.554354094598783 127:-7.430560449561864 128:-1.143467611649998 129:4.524632914973116 130:6.778270256251699 131:-3.918198441900286 132:-3.618754748614716 133:9.965912936433485 134:0.3589222492728982 135:-3.2950498679315 136:4.759926027504536 137:-3.409024591055406 138:6.918960353977646 139:-7.632779944269351 140:2.139522122567267 141:-8.22588296960765 142:-9.000164184891148 143:7.879228357308905 144:5.078957630259883 145:1.951753017636629 146:-6.269191392587426 147:-1.578485292848865 148:-8.016197868519889 149:-2.864479117890005 150:-3.492137005926053 151:-3.62696378827787 152:3.73265593622328 153:4.229071305483394 154:-4.539412419243903 155:-10.15952819481551 156:-5.433488447582771 157:6.628930568438277 158:-3.799326553244686 159:-2.199351964000679 160:3.255883190982512 161:5.994633792760533 162:7.336105445152463 163:-8.847260248550604 164:4.158263831452324 165:9.012428268067984 166:1.87523455654186 167:-3.442090287012256 168:-5.404098199517056 169:2.961350232079033 170:-2.105653300969536 171:-11.40371035297271 172:-6.837917268844518 173:-5.116742194322624 174:8.044143745697536 175:-4.063368780932532 176:-5.076197868010483 177:7.003522625950625 178:-3.768940833716129 179:-4.200862330055562 180:-5.582757425745097 181:3.791368719757486 182:6.372337371878602 183:4.822809172961232 184:-1.063275859927109 185:2.067787182870439 186:-2.939805140960878 187:-4.158695590908827 188:-2.435671881103525 189:9.79574356273451 190:6.118291332155283 191:-9.549199891220335 192:-0.715633019856913 193:6.241092025300189 194:-5.380216691969991 195:1.018525442928715 196:-7.107347199082611 197:-8.451658690671383 198:-7.165969947016563 199:-4.471022389678461 200:-7.856243616840248
+-1 1:2.804394426262615 2:4.907355077471067 3:7.85900641561622 4:10.35127691489912 5:-9.002687994873057 6:-0.03567579329391782 7:-3.612197674359085 8:-4.216999345375263 9:-7.54111424962969 10:-6.450861000685662 11:8.62285786559778 12:-5.23984642410227 13:-6.801085269164104 14:-3.844669706634611 15:-8.766904547107513 16:4.794797676693267 17:-2.462267371995708 18:7.055293245553196 19:-2.077425832479879 20:-0.3149069105708329 21:-1.550766761729404 22:-9.289640878249928 23:-8.004805240418516 24:-4.496559451054301 25:-1.549342719990986 26:4.04327995876359 27:7.878688277375385 28:-0.2514641542876942 29:-8.012216199216171 30:6.667393966221208 31:-1.872693338843598 32:-0.8289618756620012 33:-8.830808605469151 34:1.935978274878863 35:-3.175822574108182 36:-0.5772993408344496 37:6.198243394473287 38:3.797523626328919 39:0.4732160935360259 40:-8.832404705768882 41:-2.253406309335466 42:4.251313841592482 43:-6.771356110337505 44:11.83973173049052 45:9.026721322798885 46:-2.586300333646198 47:7.188211019293816 48:-8.919371857096802 49:-2.454016076754396 50:2.446431783080886 51:-7.91049333429641 52:4.682655726009317 53:6.113381196190591 54:-6.205971237104759 55:7.750172874407129 56:4.425090296341135 57:-0.6675910769720217 58:6.83764840225294 59:4.985117370687236 60:-3.08974811402537 61:5.780287161318806 62:0.247743269399989 63:-1.968055489067787 64:-3.613806648334224 65:-1.011410408630054 66:-5.225274569819195 67:-10.18893584087894 68:-8.705972926097694 69:9.432719960042284 70:8.132034044775084 71:8.367781343186834 72:6.74376995551874 73:0.0701444110262318 74:7.058959789001698 75:-2.53023298990972 76:3.447763693546335 77:-2.472614800794049 78:-1.507973214651884 79:6.76715664752495 80:9.579700066802568 81:-1.719868452141706 82:1.526257459262428 83:-9.428211280726261 84:-0.6687530139050042 85:0.358525929913722 86:5.468890754568656 87:2.477587251235461 88:-5.011222161033335 89:-3.869506521380016 90:2.182712375805724 91:-5.796309452009747 92:-6.551864462555596 93:2.578085834445715 94:-2.2494065884805 95:-4.816780348072395 96:4.748213230223504 97:7.410914587866627 98:-8.443330135794106 99:-5.590997332720862 100:-4.050592945298422 101:3.396201260682787 102:4.454593260764767 103:0.3905852673052211 104:-1.846281911170863 105:-8.400772947442853 106:-2.835963042019784 107:1.439320241324799 108:-1.953010277160737 109:-2.159904839165083 110:-2.663799847166792 111:5.655091899060111 112:8.560602964341424 113:9.741887087002402 114:0.7490755645694512 115:6.288717205209521 116:8.53284159457681 117:-7.923310832869389 118:0.1762827775759737 119:7.365249631850991 120:0.9681439411359056 121:1.77474824429728 122:-3.662265818735496 123:1.890250727011977 124:9.676970447892158 125:1.555326870616991 126:1.569157207676062 127:6.553673978407929 128:10.39304640799094 129:5.074824027953543 130:0.2040914030765896 131:0.4162385752954893 132:-0.4688620453462616 133:-3.916190347017582 134:1.427886043826692 135:8.914283966002641 136:-6.248603646319811 137:-3.599887787185365 138:-5.322118432192451 139:-3.789611459651968 140:0.2336650817500461 141:-2.414964138030218 142:5.489221382401642 143:-3.378640899450664 144:-4.695333460623966 145:1.592358695718221 146:-7.469684815107726 147:6.919062625607964 148:-2.377695784551536 149:5.764389551534034 150:6.201750057080423 151:7.376747499742397 152:-10.72319716931892 153:-3.699418153149582 154:1.971093373441578 155:6.087590477365596 156:1.840865755096678 157:-5.283562735118868 158:1.433740551395008 159:3.830525776762067 160:8.611472817946307 161:-4.549600131292256 162:-2.115374141784435 163:-4.492214087279278 164:8.530364368524884 165:6.141129354377064 166:6.377881764416036 167:9.479362151049855 168:1.091074508631746 169:-6.848435357988064 170:2.554209616948437 171:2.881878004156037 172:-1.975507871242533 173:4.676427559747637 174:-6.775356325969354 175:0.9320559271101924 176:2.300439145296695 177:6.815355419946033 178:2.637397262402303 179:-4.95445498228961 180:-1.894333988464678 181:-0.01870574084087639 182:3.474376742806549 183:4.238091157658138 184:-6.034613877036652 185:-6.502568376947388 186:-6.897600657082542 187:-1.027858590496488 188:3.49951273274021 189:-9.511273331227656 190:2.23995120644617 191:-0.7314648561647292 192:9.737440210212927 193:10.36813237973276 194:6.172500485594135 195:2.612646184553455 196:4.938739289413256 197:8.245178278698068 198:1.611329103747002 199:1.991642022481953 200:-2.028475587635314
+1 1:6.454952031791795 2:-4.316102850367371 3:-3.311170002464097 4:-1.486282184252758 5:6.046557165776797 6:9.930898251650598 7:-8.591868236159987 8:-4.858025267847808 9:5.884719680806714 10:1.781548834426069 11:-7.236114181184274 12:3.080079633168756 13:-8.351110123569629 14:-9.015269849819971 15:-6.623175624447853 16:4.767826851327573 17:4.576029776837867 18:2.082771574422958 19:-6.420888344619866 20:-2.403172436622019 21:-1.618345457822252 22:4.139177926171366 23:-8.19699644955808 24:8.708324004007526 25:1.349707400872551 26:5.337903934575469 27:0.5339922666627095 28:0.5332308560815817 29:3.625092312818009 30:8.42108735716806 31:6.729729415132327 32:4.660984675094889 33:5.569349125098499 34:8.204091523489664 35:6.17763563391306 36:2.095989450331979 37:4.597499789073716 38:5.576695273192316 39:-9.076377857405022 40:-4.127186881759287 41:-0.5458991051365885 42:-0.3353626194304103 43:-0.1942935442932967 44:-8.681768398789831 45:1.965895720551094 46:7.04526755473946 47:-10.46162137148955 48:-6.408048360874952 49:-7.75385408405895 50:8.036215959073061 51:4.68317419762889 52:-3.362723970433201 53:5.820008493507256 54:-7.329176806335377 55:-1.253865985385085 56:-4.161717004204986 57:7.717175135031932 58:-8.384314908914185 59:-0.9168835795441557 60:-5.471794257673768 61:9.492531288438 62:-6.252741943401143 63:9.194973815912997 64:0.9752377440546728 65:-0.8542929022497927 66:-2.263541088813558 67:-6.783376288021888 68:7.836219774711909 69:10.9245508506466 70:-3.444830344595463 71:0.7076262598057725 72:2.412159766089469 73:0.3647822954278088 74:6.456302386591078 75:-2.918098244765472 76:2.709986087812986 77:3.629518462920352 78:-9.810715507815321 79:1.391261129628733 80:5.365914888620281 81:-5.719167471541386 82:-3.188150738176926 83:2.961731463392428 84:6.04614421864441 85:7.637750213726174 86:7.8114433014646 87:-1.710696152547003 88:-7.346259248818443 89:0.1341664088560907 90:-6.27343488391621 91:-4.755489457692835 92:-7.124741431816081 93:8.918523820161553 94:-9.3321155412136 95:-4.15170414157466 96:-7.743479576539444 97:10.21457046071468 98:-7.209907945103371 99:-5.728013565844082 100:-0.5432911492977333 101:3.904253346574433 102:-3.615738658349411 103:6.197773785365444 104:-4.713114333488694 105:-3.989454206697104 106:-7.02811813854036 107:2.25889366776491 108:-4.696030674533718 109:-8.648655078543003 110:6.482081614223266 111:9.978327270678843 112:6.760556487204656 113:9.380874768805874 114:-5.975302400331688 115:7.888889504176843 116:-6.915000854857299 117:-5.320827991921679 118:4.44425173647782 119:2.789535798548496 120:3.01576104901485 121:8.99283783863893 122:2.280407199957758 123:-8.984333444559301 124:-3.948493507418582 125:4.583252160117115 126:6.465702822534638 127:-9.863314899337613 128:-0.3824047983720833 129:6.887377077861496 130:4.467680295485902 131:-4.065133980355965 132:-3.720763920599831 133:9.739583036616647 134:1.016554078070737 135:-2.378417748729321 136:6.168974908069689 137:-2.420653635984273 138:6.211335651707961 139:-8.854635353804724 140:-0.332937882616078 141:-10.40003579154101 142:-7.559296808898144 143:5.121376439000336 144:4.156596184857688 145:1.967776219970703 146:-5.52538533441935 147:-0.7346438845305368 148:-7.29268052667517 149:-2.092329221345737 150:-1.260639782891679 151:-2.193352889383457 152:5.513479814418995 153:3.271735292068322 154:-4.029433084592444 155:-8.505339718152001 156:-7.218221808798432 157:7.458151225769099 158:-1.667368361831402 159:-2.938265748244353 160:2.046802004425248 161:4.611340152828724 162:8.302196422801469 163:-9.433174981703363 164:1.949937394007797 165:7.823642073792689 166:2.008050537221407 167:-3.256700884370541 168:-4.012776162774012 169:3.511091038753929 170:-3.781285686050422 171:-10.70256923031086 172:-7.862814702244577 173:-4.892122368774435 174:8.557459802749582 175:-2.797813070126356 176:-4.361710736680107 177:7.747385015156372 178:-4.856271210819049 179:-3.181996947368927 180:-3.858818075718155 181:3.111974084748055 182:7.909959119334252 183:5.121172898765568 184:-0.739157573741037 185:1.417856332374842 186:-2.94583271539623 187:-5.625091095080936 188:-3.725979085584705 189:8.50443051209694 190:7.413185543812808 191:-8.667238509513306 192:-3.2007960611475 193:5.617582402184124 194:-7.243041562321135 195:0.9628356061650671 196:-8.467750268508638 197:-8.875205116718732 198:-8.503759204359429 199:-4.332921276145615 200:-9.114823349687633
+-1 1:4.79692146509019 2:4.894092890238709 3:6.725931581358744 4:8.281385566739125 5:-7.748710715397788 6:-0.08849302597321627 7:-4.543736643286321 8:-2.657037075687966 9:-6.397231212275221 10:-6.071045960682605 11:6.456742335422783 12:-3.185915803115667 13:-8.402786756774955 14:-5.261691722173472 15:-8.155453008831119 16:4.581644298215044 17:-5.57076781570621 18:5.595124802397691 19:-0.3148361428054302 20:-1.215209885050208 21:-2.691992806515971 22:-8.81777190873205 23:-10.15582799831171 24:-3.256032065372306 25:-2.376497816547195 26:4.024893262513308 27:7.969048592408448 28:-1.383654193781833 29:-9.940051155409682 30:8.30926184798774 31:-1.514221586127287 32:-0.7053885693173251 33:-8.378818299704433 34:3.218915156297184 35:-3.982153960137256 36:-2.928703537933578 37:6.143943968606052 38:3.626058223591598 39:3.162325854163142 40:-9.026003843495108 41:-3.581054840868081 42:4.369751940268538 43:-9.003863654885704 44:8.401479264492572 45:8.787870510624089 46:-2.8068682108787 47:8.055757619060822 48:-8.538297265220384 49:-4.653414177821839 50:2.547375626157561 51:-8.24541585656851 52:6.126914814348524 53:5.493183862300762 54:-8.179623036365211 55:5.831765022235292 56:4.279148212245222 57:-2.267614695281562 58:6.940287222792472 59:2.854206135162161 60:-1.975341137571299 61:7.279152924004107 62:-0.64029309002327 63:-4.681728468189077 64:-3.344778024387036 65:-0.7478989193627403 66:-5.260191996757628 67:-9.683780407805541 68:-9.137240597716012 69:8.542974039229643 70:10.24546416959401 71:8.819338127066386 72:9.819607756029745 73:-0.2805596871495411 74:7.234594848250742 75:-0.8327473376707359 76:6.134947135033421 77:-2.330812367128674 78:-1.169343068807016 79:8.499392043781508 80:7.05387695273806 81:0.1994911518765909 82:2.343891361822211 83:-6.678083893103986 84:-4.374450324314999 85:0.5390301217690544 86:6.860485384369021 87:2.099798261692223 88:-3.79465973290565 89:-4.355487428282365 90:1.207292958597205 91:-5.398209779458154 92:-6.243481725484201 93:2.411671872741708 94:-2.774773739830247 95:-4.293162969653092 96:5.065283823234032 97:9.02286898959127 98:-7.740216195647015 99:-5.898166432659893 100:-3.135941215317085 101:5.593905446265496 102:4.110777097473779 103:0.9990410374706904 104:-4.321305843061999 105:-6.304633838790902 106:-1.168350593039707 107:1.271121089251183 108:-1.008482173763745 109:-1.88053902858619 110:-1.884159269093812 111:6.758600931751568 112:7.080031724659005 113:8.302510066535243 114:0.05347324574584778 115:8.153435259519144 116:9.646802584236138 117:-9.34803966807644 118:1.922289158933581 119:7.201470638433288 120:-0.651352390460916 121:2.47312884772518 122:-1.443938487629309 123:1.82470554177922 124:10.70931375770612 125:4.177045523563979 126:0.2221200637806266 127:7.509875687549175 128:8.116108989356903 129:5.451714008572619 130:-0.5080002627876135 131:0.3842670670403614 132:-2.502501130518403 133:-1.120476144456444 134:3.842120751327626 135:8.712289131785942 136:-6.183659970771059 137:-4.211732471647356 138:-2.722805210302599 139:-2.817531725261127 140:-0.659925155638839 141:-0.8179615337011068 142:5.693377050758836 143:-3.338044830188823 144:-4.243961145418905 145:0.2438597295194904 146:-7.508272582658491 147:8.900458381571822 148:-1.107433269955557 149:3.60658813249614 150:7.021414170681116 151:6.076578322421722 152:-10.03636984843256 153:-3.584791233508462 154:2.33304668558049 155:3.684163996031372 156:1.430677178750029 157:-5.315333355547635 158:2.132725105639224 159:5.873650861101055 160:7.027796114437796 161:-3.027560425141863 162:-2.972114077260988 163:-5.622082400875698 164:9.12809200630924 165:4.904957609207114 166:6.081286903151971 167:5.487316162967094 168:2.410739490886894 169:-6.998552049288693 170:2.828717967830501 171:1.510525101408899 172:-0.7357563350570007 173:3.483382395277891 174:-7.201531924078595 175:2.186128672625208 176:3.268778131879737 177:6.544857352312374 178:2.331549462949742 179:-6.194819176335129 180:-1.793482370503096 181:-0.7486637296840146 182:6.669545802488877 183:3.480587006570289 184:-3.642683390847615 185:-3.991868844825415 186:-5.820061321411356 187:-2.763377595345331 188:2.357062625387331 189:-9.155500508417109 190:1.590278769444695 191:0.8589797534697963 192:7.767997127916566 193:10.67113548753732 194:7.792769720306373 195:3.020784359379717 196:3.977495221387976 197:8.777525302029677 198:2.050837683651016 199:1.601043357242681 200:0.05730410831272525
+1 1:7.650893888981971 2:-3.647664637726782 3:-4.036374283337919 4:-2.434944596809026 5:5.434371930803293 6:9.449366616708078 7:-8.805956072634382 8:-4.296036300999966 9:8.298307800626286 10:6.07238296087136 11:-6.407979825398645 12:3.492926063580384 13:-7.397363561596531 14:-9.184989774756181 15:-4.1047867446618 16:4.610255678560599 17:5.147217387611294 18:4.042445790087993 19:-5.885666671901621 20:0.1227860976575534 21:-0.971859943015553 22:1.565641772145856 23:-6.667523746881481 24:7.975581706431165 25:-0.8528649028109148 26:6.151856204980064 27:-0.9463819328305028 28:-2.465176200367531 29:5.365674604524962 30:6.641640923559675 31:4.956540181300175 32:4.421497684032795 33:7.276735993139862 34:8.267075649131375 35:7.522065472149719 36:5.175179558007648 37:6.820491110871875 38:3.367777249870655 39:-8.539011119070905 40:-4.123044840160204 41:-1.493850472282347 42:-0.109199333068983 43:-1.424603617449501 44:-10.38936532855036 45:2.412357854857102 46:8.193344553190524 47:-9.748321321728032 48:-4.952061468762516 49:-8.282589062851118 50:8.767347181771285 51:5.700197400983633 52:-1.754343349514124 53:6.041166384169752 54:-9.104312818289623 55:-3.76388165670353 56:-1.996047607983239 57:6.996338519168861 58:-6.737215263273028 59:-1.636313321534741 60:-6.177888379280347 61:7.208706251482027 62:-4.482867901756854 63:7.344059083238304 64:1.040599003289508 65:1.020354552122637 66:-1.72477245800612 67:-5.002414225719405 68:5.319091463058726 69:10.64419618402552 70:-3.719098946426678 71:2.384012666506503 72:3.505309540165286 73:0.798009964292927 74:5.664439234932221 75:-3.633255108696107 76:1.540671325487747 77:0.7302612827911632 78:-8.513282632579857 79:1.343535329711612 80:8.126669871012997 81:-4.139339872272998 82:-4.399428158527769 83:2.695145774948086 84:7.958435942821328 85:7.802519245187656 86:7.463423880783246 87:-1.823633479622605 88:-7.298933448756975 89:1.072762685578563 90:-5.941057409591123 91:-4.923126318112446 92:-7.66019176718714 93:8.464086387645191 94:-7.658131369147618 95:-6.318304881804057 96:-7.731603513708974 97:11.09136373104317 98:-6.85196136484559 99:-6.394461242416879 100:-1.176825574921951 101:5.376938514895719 102:-3.086937260029775 103:5.554519065630403 104:-5.04986386543863 105:-2.888904090149267 106:-7.91330467143675 107:1.482269522897089 108:-3.460537968108746 109:-9.536159667042808 110:6.350065375939412 111:7.908675450267795 112:7.882014537873173 113:7.581419598898883 114:-7.852525178084415 115:9.195497514354095 116:-6.239563952756115 117:-5.289156462112932 118:3.606498830627775 119:3.11818587351656 120:3.82709371148629 121:9.236587314353276 122:2.762563336437039 123:-5.180581897817053 124:-2.249864724696096 125:5.496484277468936 126:7.012750822344419 127:-6.822792543910448 128:-1.635287581252676 129:5.726244586279084 130:5.851608325849443 131:-4.98272025938722 132:-5.277555743398039 133:9.396392926087319 134:0.002067929704783658 135:-4.126402344169021 136:7.813999728796327 137:-3.107407372453804 138:5.770959787226401 139:-9.682703029635626 140:0.6168349345058604 141:-10.20588213580468 142:-7.365063427926669 143:5.342810231001859 144:1.878720749151291 145:2.045461925712539 146:-7.039773537689553 147:-2.946109305722672 148:-8.090999347610175 149:-1.659243044895669 150:-1.325260476530044 151:-3.99846856110018 152:4.896097015555612 153:1.41671867995219 154:-4.581202956081432 155:-8.465978568369716 156:-5.789340887973826 157:8.353292104590354 158:-1.884933091947983 159:-1.720864211318895 160:1.697501067176373 161:4.253073675671763 162:7.932667450829617 163:-7.743961898899051 164:3.242837726269256 165:9.49152280252896 166:1.753870122003994 167:-4.087526954189967 168:-5.290716114983224 169:3.080655945250891 170:-3.264849248379893 171:-9.939388669912649 172:-8.586853817329416 173:-5.412030050915148 174:9.171717489757011 175:-3.567687396657402 176:-5.234690912121157 177:7.92990297922922 178:-3.089635445747139 179:-5.6142558308471 180:-5.712774140097974 181:1.1651893019078 182:7.875895484900535 183:6.34755946933789 184:-0.1328398280776933 185:2.694935576517532 186:-2.954763321812778 187:-3.922316287027145 188:-1.950593523559481 189:8.980992441821762 190:5.028682329064206 191:-8.948564034694341 192:-1.467476032035923 193:6.949271574395 194:-7.558762830014498 195:0.8042706313100559 196:-6.834688968648209 197:-8.658118416261155 198:-7.706668226313059 199:-5.137426981985921 200:-7.201694428638548
+-1 1:3.027779126980092 2:5.125792738246638 3:5.933319880909655 4:8.617410555231762 5:-7.860549622933235 6:-1.013562989305884 7:-1.995500618775013 8:-2.817965076299365 9:-5.922851366003642 10:-7.744477106840414 11:7.785061315177177 12:-5.361969115560188 13:-6.265657793473688 14:-4.965119400896432 15:-7.287146099673148 16:4.407434063771369 17:-5.155082206688775 18:6.113871939201091 19:0.1468056671258807 20:-1.073445769619237 21:-2.901282689988472 22:-8.537474667093599 23:-9.505942276795821 24:-4.06625846972221 25:-2.028931025441957 26:3.62761814832343 27:7.628511230518441 28:-0.4238683116388331 29:-9.832677354833097 30:9.105409886369472 31:-1.009626837002259 32:-2.644282004776373 33:-10.38149399620437 34:2.470368320571966 35:-6.173437325874701 36:-1.547394158842702 37:6.077951650871793 38:4.513954516260473 39:3.183254753180056 40:-9.542795324737321 41:-2.140107280251126 42:3.368418273820789 43:-5.80734320720225 44:8.888291060350147 45:8.261684651112482 46:-0.617419251199645 47:7.53158032318838 48:-7.416999681858435 49:-3.899396166456299 50:0.9917465036523426 51:-6.235563529674074 52:4.605348126347404 53:7.599177751641741 54:-6.865107740344946 55:8.441842227049499 56:3.521544618377822 57:-1.098865622616492 58:7.567679539966685 59:2.084539629750976 60:-3.474900174212678 61:5.77292717846747 62:1.261345881796033 63:-3.281722945167215 64:-3.262690260899281 65:-2.268770013212691 66:-5.836303799774736 67:-9.464172286648235 68:-9.865839918644213 69:8.373143483374703 70:7.210916360622379 71:8.076243529191549 72:8.680308315574615 73:-1.766872763404598 74:6.202992107452759 75:-0.1947643340746638 76:5.130042497228584 77:-0.9372118520422199 78:-2.61517572205622 79:10.27760871482683 80:8.317613450056212 81:-1.401024474492239 82:1.807111044627395 83:-9.257729088554161 84:-3.134529963229917 85:0.5129827148303729 86:5.963618115625174 87:2.009595107228912 88:-4.820729796095184 89:-5.636011921170036 90:0.8227830265300505 91:-4.388253183231784 92:-7.180637412692613 93:2.616706267575537 94:-2.318147817015163 95:-4.337993849344425 96:4.068428909683287 97:6.648427107719832 98:-9.066619201519913 99:-5.328751806903239 100:-2.199499696580522 101:2.781332978084607 102:3.626079651946611 103:1.545944417818312 104:-2.915714748680976 105:-5.645404206253954 106:-2.365916104075612 107:0.7904932739928493 108:-2.286106831038063 109:-3.241604069715196 110:-1.779906223103536 111:5.389423981416902 112:7.914072562120799 113:7.876498555996028 114:1.462437567438188 115:7.77597751165265 116:7.680292422152581 117:-9.138399835967768 118:3.22294979484202 119:6.860835914179937 120:2.605538855204193 121:2.265674771348549 122:-5.278205543838977 123:3.507490001675846 124:9.932729193517103 125:4.687459304491857 126:1.072159857705885 127:8.316032016762032 128:9.85722922764722 129:6.348782764697736 130:-1.112815983750053 131:0.7644887598511534 132:-1.206097563401672 133:-2.992620503747895 134:2.992125847927701 135:7.96315737731533 136:-6.509411788768636 137:-4.748452826366959 138:-4.246847627432095 139:-3.145910840824106 140:-2.135764671708955 141:-2.320403638721032 142:4.400979425877875 143:-3.396108489652357 144:-5.242221991665931 145:1.487780640272711 146:-6.836500523966232 147:10.1481100253215 148:-2.510076736890217 149:5.69882018462716 150:4.686566622013214 151:7.615468714916849 152:-9.851946062805649 153:-2.693692223987856 154:2.389456304675349 155:5.883529260424695 156:3.715647002148125 157:-4.960993060303876 158:4.411707273481284 159:4.377149727100699 160:7.81579069332524 161:-3.630832010345649 162:-4.718992366540018 163:-6.994114180570219 164:7.849227276387941 165:5.614750982341191 166:5.744993253944497 167:7.114707070721942 168:0.05987538219907063 169:-5.76572850926437 170:2.859725181055698 171:2.387353977871147 172:-1.933432623888502 173:4.985745841539705 174:-9.021649673358233 175:1.872818225801269 176:3.695787364381206 177:6.531560694082035 178:0.4115601989770872 179:-3.500870418826623 180:-1.23456637100726 181:-0.7741835780915138 182:6.615452789812084 183:4.572206523048093 184:-5.019550974253107 185:-5.757592552714873 186:-4.580752714936418 187:-3.308282183251999 188:4.701767790757035 189:-10.59473615288768 190:2.339866020839451 191:2.845992760515792 192:6.535135994404538 193:8.507961470514115 194:7.56614885002163 195:0.8815334218890925 196:6.298139408188129 197:9.809834223123516 198:-0.265586179470449 199:1.775474137380411 200:0.07552268033145815
+1 1:8.661010383022742 2:-4.523573900754189 3:-4.151702917819793 4:-2.022223712256257 5:4.429134613181829 6:9.844829518807162 7:-8.88192091383943 8:-6.307109773568374 9:6.421221887016949 10:6.464125868395406 11:-8.729169010265549 12:4.235348432112834 13:-6.881508312144719 14:-8.634574124223008 15:-5.884620677706705 16:2.814996748881683 17:7.58936385649144 18:1.97971023676599 19:-7.927040564907782 20:-1.712018392999959 21:-2.700280019438717 22:3.214143065721366 23:-5.812287203938 24:8.672657006332393 25:0.6504649146650731 26:3.459117402958745 27:1.181762809497344 28:-1.082284681278035 29:4.819936122848742 30:5.908128048182974 31:6.164129532263624 32:3.736244748693635 33:5.432296104369878 34:6.04523280135205 35:7.15110312996151 36:5.444245249072428 37:4.29990546405199 38:4.049209792576052 39:-9.156231357747847 40:-3.40899388459429 41:-1.979450253890805 42:0.241990161458423 43:-1.633580945621152 44:-5.988367196055034 45:0.3845637367409713 46:6.388068881075244 47:-8.958092925070032 48:-4.088121154243271 49:-8.433887044484576 50:7.628676923421306 51:3.40145615275006 52:-2.637858709749313 53:6.056351627304467 54:-9.33817119727499 55:-1.31127768384254 56:-2.159343332343163 57:8.57039101593926 58:-8.356389243392741 59:-0.7097695565068923 60:-5.894481860714202 61:8.619897559426656 62:-3.91197903241373 63:10.69486761692904 64:1.476069523535021 65:0.5245877217980326 66:-1.049962011513673 67:-4.940917879645906 68:5.804497592268311 69:9.391744818517335 70:-3.716633379553942 71:-0.002707369846287722 72:2.626706437146593 73:-1.042122353706278 74:5.734721970952661 75:-2.956104860676183 76:2.139976037870356 77:1.288513066786104 78:-10.26566048126212 79:0.9981901492395174 80:6.913867606655851 81:-5.938604361041786 82:-2.453112674468466 83:2.558064197231451 84:5.920455467020332 85:5.968743878345993 86:9.007252811915862 87:-2.597487809380913 88:-6.560480879989179 89:-0.3215141458033624 90:-6.699172913003538 91:-4.758312065900215 92:-5.112878336113629 93:8.92903680982486 94:-7.08414723219997 95:-5.591272575238863 96:-6.127188919112598 97:9.247159142856747 98:-8.587246511478266 99:-6.936229368468919 100:-0.2545375312189758 101:6.549968976034082 102:-6.62699687885892 103:5.17012620855453 104:-7.923317519815464 105:-5.788651678009631 106:-7.070584626481907 107:0.05831258271449058 108:-3.601322031219953 109:-9.210276411140294 110:6.513065033071469 111:9.629054169699096 112:5.031840986657842 113:8.355380908594409 114:-5.06894554992212 115:8.997405278435853 116:-7.398417653404386 117:-3.225288025247152 118:3.535209119953171 119:2.511322079799536 120:4.544115765366479 121:7.639953724316193 122:4.86770369760346 123:-7.847391174974215 124:-2.94055701424389 125:4.305830505936938 126:8.185413519114231 127:-8.577637740515639 128:-2.034683669786927 129:7.030637162498943 130:5.117005884564406 131:-4.061741919205783 132:-1.805960781803651 133:9.171332856117386 134:0.3342627310764907 135:-3.114622587679355 136:8.329073553059827 137:-2.787241425210543 138:6.27556576250027 139:-9.158948787676664 140:-0.5530675342938447 141:-10.1914136591249 142:-6.564877381301712 143:5.573471743456604 144:1.934230705797918 145:-0.5911495177499202 146:-5.490386366263794 147:-2.308048391981782 148:-8.527277043562254 149:-0.9861595520438052 150:-1.611104039044429 151:-2.572159113799134 152:4.498058771388294 153:4.46043377596899 154:-3.552196717753545 155:-9.620781231476137 156:-7.197711916813987 157:8.349736418118123 158:-2.539325874235876 159:-1.849217459981403 160:2.472020128497305 161:5.407241347621583 162:7.496455998363752 163:-7.883701505023952 164:2.265458331201675 165:7.337763564008058 166:2.014849243429175 167:-2.925078261272569 168:-4.649289350365118 169:2.299928169889938 170:-0.442622451692871 171:-12.00184600019707 172:-9.201856052133039 173:-6.18518131715702 174:5.668017071581357 175:-3.045736714692703 176:-4.803027268817645 177:6.402586826930619 178:-4.630549007253597 179:-4.71489628687667 180:-4.291758656048913 181:3.462572424820511 182:6.782589689214351 183:4.713463679072181 184:0.7568543893307014 185:2.999654176069085 186:-3.422224956476753 187:-5.126500267495414 188:-2.214926681390464 189:8.331381480464335 190:7.298440850427567 191:-8.495887253324144 192:-3.253120621766133 193:6.223723598843346 194:-8.569087545138938 195:-0.4886433369550229 196:-6.051318637696454 197:-9.526746877780051 198:-8.581643737702086 199:-4.088701940958822 200:-6.27753801161087
+1 1:9.540659818408644 2:-4.044416766791674 3:-4.631238609431389 4:-1.905795925023843 5:6.8617200069673 6:9.294569893400537 7:-9.264970729348835 8:-6.186256303790589 9:5.409836961120467 10:4.015287245293122 11:-8.215147280183688 12:5.93821730029639 13:-7.467225707189135 14:-9.727573017261317 15:-6.913127941862157 16:3.473859705591058 17:5.582279237345657 18:4.030344658454853 19:-7.06323658958858 20:-2.241396283269732 21:-2.539455858403803 22:1.327063301335631 23:-7.014297652335657 24:8.847466874124008 25:-1.190125643047619 26:3.487116806570901 27:-0.8671701751570078 28:-1.767887022021446 29:5.029855047749717 30:8.824844477130661 31:5.112117483434247 32:5.639973399170372 33:3.382413953692901 34:6.703410297847158 35:4.073565446556131 36:5.276750821285949 37:6.737386708214819 38:6.570222447426445 39:-6.996475141173365 40:-2.974464499547409 41:-1.339913541230025 42:0.1974993583008824 43:-0.9970725423650207 44:-8.378549440474636 45:3.310267124185993 46:6.541418815852704 47:-11.21554307634361 48:-3.739686180558062 49:-9.186404491177303 50:7.958879903749406 51:4.789772774244388 52:-3.41536168607875 53:6.908828606069807 54:-8.745687956500401 55:-3.253747195125772 56:-1.608365338524796 57:8.205591593434509 58:-9.380940796506211 59:-1.736550977708985 60:-7.639483677909697 61:6.593276921042294 62:-5.158888964355585 63:9.797676965034633 64:0.7671384407761399 65:0.6412158433127468 66:-2.604056968938536 67:-3.769290264236273 68:6.854234003912456 69:9.475399408847279 70:-4.003908495186267 71:-1.478690416613593 72:1.75719199310212 73:-0.8407099671261042 74:6.663684348964321 75:-4.6627102356929 76:1.063843740071829 77:2.895330670012574 78:-8.303260725144773 79:2.204464560214089 80:6.146973128047196 81:-6.196025414947332 82:-1.384546815236394 83:2.118796305989358 84:6.114896877907591 85:8.542924472592968 86:7.317653725941741 87:-1.534135393721861 88:-7.8674797779026 89:-0.2317514203058095 90:-6.302304717002372 91:-3.888952808286965 92:-7.341485137579825 93:9.772143004681739 94:-7.907288463720803 95:-6.19625758515658 96:-7.867933708334744 97:9.157896364267186 98:-7.950996849255078 99:-7.830944485136749 100:-1.972604854741456 101:3.951324291966823 102:-4.135882024868266 103:7.46271199263397 104:-6.495244260511451 105:-5.137948286196646 106:-7.958291035864057 107:1.171462524963501 108:-3.706841859315005 109:-8.517795635788501 110:6.639958093837595 111:12.21251904850215 112:6.712639267636284 113:8.379980481772268 114:-5.767901100230644 115:8.451028431653539 116:-8.265219820448268 117:-3.271430797102796 118:5.192308291556565 119:1.97444923598514 120:3.314811531806051 121:8.403851945273603 122:3.536888452567639 123:-7.797021562820516 124:-1.86050310879781 125:5.035963336938813 126:5.196755528910972 127:-8.311333699064635 128:-0.08107869788707855 129:3.484501415211579 130:4.941872706030225 131:-4.992083772573926 132:-2.262995967928689 133:8.377094569274558 134:-0.3827825263683919 135:-1.490990554157363 136:6.758214613647658 137:-2.479354652008416 138:5.747751756928937 139:-7.460081004028268 140:0.8491554974363676 141:-10.20834694844543 142:-7.678702783438509 143:7.85148777453629 144:2.960959753687428 145:-0.07455415590296388 146:-5.596623941022193 147:-1.085253829154781 148:-6.984863977781332 149:-0.6260996522056768 150:-2.645693765817875 151:-3.607365299987395 152:4.392136441911604 153:4.626069593025684 154:-4.084524892554141 155:-10.14812107085562 156:-7.333098306262355 157:7.142700080236291 158:-2.638191451583639 159:-3.494729106853395 160:2.869475749390995 161:5.016153695337131 162:8.137683629514243 163:-8.918820023485642 164:2.160178212087832 165:7.878941887267399 166:1.868085331030933 167:-3.821876308139891 168:-7.245903067498185 169:2.468947769386275 170:-1.110514115031713 171:-10.39860700542292 172:-8.813580777290161 173:-6.497737179371141 174:8.584801782870656 175:-4.016636269502659 176:-5.753844223126598 177:7.959257767284075 178:-3.196904071638048 179:-3.708080716305227 180:-3.146408249032204 181:3.59368565710183 182:8.41474850042346 183:5.777494638582801 184:0.3673461975437585 185:3.035071300510575 186:-4.942914671284909 187:-4.096902761456699 188:-2.505325823506228 189:9.04352980383136 190:6.058413853491913 191:-8.669808530070547 192:-2.326922060290464 193:4.978587412105073 194:-5.626080804399014 195:2.501814446937348 196:-8.031670597505933 197:-8.219283189770705 198:-6.798343865015436 199:-4.931615823446834 200:-7.776349197047086
+-1 1:5.176359880114249 2:4.474841805649558 3:7.766610954066114 4:9.269030329700872 5:-9.090498554347599 6:-0.04496836077216915 7:-3.788255911519635 8:-2.412058877051899 9:-5.695872006496137 10:-4.80533255390518 11:7.078257946637047 12:-4.981692594249775 13:-8.095129779561445 14:-5.113484138023085 15:-7.749144556587266 16:5.05785745678595 17:-3.971955229045226 18:5.880200076177663 19:1.786217801014231 20:-3.171160362015437 21:-3.553769036812545 22:-9.331532123086413 23:-8.337778155338329 24:-3.644915659866035 25:-2.792938710486699 26:6.209151856530606 27:8.828481283382629 28:-2.606447930350771 29:-8.704358360149218 30:9.830795902607447 31:-0.854784236627873 32:-0.3732634187130913 33:-10.04848079063907 34:3.312201457475956 35:-4.65509106530193 36:-2.029812671375879 37:5.122545070768418 38:4.293192845204057 39:3.859663806043763 40:-8.039624030021269 41:-4.030110729429031 42:1.975540791540985 43:-7.159115157225322 44:8.224052035178499 45:9.332458960217696 46:-4.010393238421249 47:7.178107420446732 48:-8.37456361869166 49:-2.245119154117319 50:0.6702395852716754 51:-6.761653272332289 52:4.052886155551533 53:8.612765067132628 54:-7.710265937926672 55:7.23353740876002 56:4.946694425482772 57:-2.538036912395195 58:5.282543679952023 59:2.502610057722341 60:-3.610374195119125 61:5.059667986000601 62:-0.4153143533890167 63:-1.539806125693808 64:-2.907974863145969 65:-3.170705958761813 66:-2.394994494861172 67:-9.077618984655635 68:-8.322665661567287 69:9.515185870511072 70:8.094215695947886 71:6.926444131341108 72:8.101183837787003 73:-0.4411703624570086 74:6.878262910556585 75:-0.01496007916226189 76:6.489766901479097 77:-3.183773222739118 78:-3.845338698660496 79:9.962717130303446 80:8.237856607789478 81:-2.031226209516218 82:1.254715313876171 83:-8.732115028739253 84:-2.331392270695713 85:1.790047527911758 86:6.782412330147759 87:1.28098686776114 88:-2.82498530976887 89:-5.081063269889087 90:0.9826071039760764 91:-5.806320302867036 92:-6.175076795288949 93:0.7392532196350701 94:-1.405773336407342 95:-3.302852824026994 96:4.32389852009495 97:7.108464139957315 98:-8.730050980182371 99:-5.816553238898306 100:-3.04569595034187 101:4.465882759439055 102:3.94806337873204 103:1.080696886291157 104:-4.392629853102093 105:-5.6069879693738 106:-2.620238712706359 107:0.9760590568000741 108:-1.119566136423235 109:-2.906995623027874 110:-2.006632305724966 111:6.176775901213448 112:6.933999289204455 113:8.155097303049889 114:3.087051365240771 115:7.88595340882485 116:9.432146561765096 117:-9.49268144157227 118:3.046698960784194 119:6.773081214739336 120:1.524225193458059 121:2.800557563009435 122:-4.824606141526125 123:4.003579351890407 124:7.423994376663535 125:4.730163549858892 126:1.531454105093306 127:7.072905271834724 128:10.15399000826692 129:2.903649422582981 130:0.2101575855933449 131:-2.729509046394594 132:0.3307756088360339 133:-1.782274972013155 134:2.015647885461924 135:9.32179722849307 136:-8.702890752191776 137:-4.098141549419698 138:-5.051894788183083 139:-2.904933987826093 140:-0.5302128822138901 141:-3.726247832183021 142:6.240049241916746 143:-3.988989814053052 144:-5.12265910904292 145:0.5203532131457191 146:-4.716930974491835 147:7.605610612699085 148:-3.320167477667712 149:5.416570050798276 150:6.239984829126455 151:7.455069364035749 152:-10.18769286362878 153:-3.958630029188568 154:6.220470714399867 155:6.307631730493882 156:1.336924632211521 157:-5.022896881375529 158:2.393870747466628 159:3.604781821491281 160:7.936368253405327 161:-4.529317384548486 162:-3.359698696253314 163:-4.625494665756923 164:6.6930756824583 165:4.799087656406512 166:5.093257687764776 167:7.490581935047272 168:1.702646164795978 169:-5.595301424255688 170:2.466288309128552 171:3.875715697864391 172:-0.8879891967104152 173:5.16473579099694 174:-9.182022257289674 175:1.69452419295227 176:4.032928742927443 177:3.541245153730884 178:1.016421860970854 179:-4.11054353957509 180:-0.5105934056993924 181:-2.735076445889372 182:5.17115374873902 183:1.760658442603064 184:-4.981780097202261 185:-5.800674228886157 186:-4.838941519909604 187:-2.37208993763274 188:3.285064827502128 189:-10.34473456197291 190:2.07767822214859 191:0.3444432638455506 192:7.544800199174226 193:10.41242119656755 194:7.48129770214496 195:2.351584994950606 196:6.080907754889581 197:8.517894300067764 198:2.259559773878242 199:3.365171287227871 200:-1.289155135042912
+-1 1:5.129080718373432 2:5.105890158104497 3:5.24290616490797 4:10.29658255455586 5:-7.362007388691351 6:-0.3267072981776601 7:-3.728870492730022 8:-0.7203956142021581 9:-7.040945049094903 10:-6.764703690691078 11:8.49599893093589 12:-2.650777914132859 13:-8.290976845680031 14:-4.177921886226913 15:-6.699696464893742 16:1.560914803281839 17:-4.497364671974225 18:4.636682768967219 19:-0.3538479293172175 20:-2.961864916366453 21:-0.2853171125240661 22:-9.296405866545998 23:-8.706662430432093 24:-3.292877010679713 25:-1.876016193159897 26:3.458969552888997 27:8.049988910137481 28:-0.6724333160980993 29:-9.86834610057327 30:9.480144868019748 31:-0.9321697178063708 32:-1.738655527422043 33:-9.10609497431653 34:1.853588350616078 35:-3.151781518007806 36:-1.183188518487328 37:5.712255763990036 38:4.414065948759935 39:1.83278840926162 40:-8.427136667032416 41:-3.817875763075932 42:4.803642882833969 43:-7.947221056294351 44:9.081674050615513 45:8.802051395392255 46:-1.624854230945783 47:7.430295220309488 48:-6.515711316471101 49:-2.401948207481823 50:3.045542116316408 51:-8.702859227105979 52:5.262901450789218 53:6.126554402708384 54:-7.622646831287481 55:6.445671868674446 56:4.819204871360452 57:-2.383159741512444 58:8.124452662507784 59:2.340037976673373 60:-3.390463267060877 61:7.481794295707173 62:1.172540408030225 63:-2.502421993441802 64:-2.233298008489691 65:-2.65416987033504 66:-3.353977093729719 67:-11.19254562276988 68:-8.725564367828223 69:9.289527579252425 70:9.353738527998305 71:8.461161198088922 72:7.682792478241676 73:0.6757355003621905 74:7.126016414915798 75:0.704145249209621 76:5.250446273672963 77:-2.360726750315107 78:-0.7405241416069914 79:6.534851227102258 80:9.532754771623395 81:-2.68979841790738 82:-0.6927169075517434 83:-7.370584579783576 84:0.5114670339615706 85:-0.427081729599744 86:8.598002380631598 87:2.886760287268545 88:-6.486059601136156 89:-5.43479427748107 90:1.357278721061577 91:-6.68484893933546 92:-6.233823870173595 93:2.039158856334074 94:-2.784304349301975 95:-3.302243622854218 96:5.041116190015246 97:6.930143129804235 98:-10.26485316484083 99:-4.73499461202472 100:-2.998831469225033 101:2.48819934728513 102:5.049968071455618 103:0.02035537897224482 104:-0.05762404606276661 105:-6.758235908969706 106:-2.693812687163699 107:0.4451833359616024 108:-1.366554087072122 109:-0.593624415645911 110:-1.91146540406418 111:6.140959215845883 112:6.534923447464534 113:8.09850331206153 114:2.368422670886471 115:7.808220357741161 116:8.182315844824389 117:-8.887437572366759 118:1.181894003483921 119:8.612235843724237 120:0.4839232245368978 121:2.328663878118767 122:-3.391063646153056 123:3.449891225590266 124:9.349155471320765 125:3.048662246631005 126:0.2752752052914669 127:7.200729274046301 128:8.371595810075002 129:6.877546796304894 130:1.128143323365667 131:-0.7200504060548711 132:-2.643878115626701 133:-3.244628244471202 134:3.219254174934135 135:8.94832374752022 136:-5.047607883834628 137:-4.226988229387747 138:-5.09851331290186 139:-2.411490590944984 140:-2.249699623780696 141:-3.058884982224312 142:4.807871880340088 143:-3.946553304141847 144:-6.07934870945472 145:-0.3979700581242948 146:-6.755612639730916 147:7.49577809599763 148:-0.9806394302555534 149:5.248511473517267 150:7.001992892219121 151:7.862539510687139 152:-11.94482698363807 153:-2.722643923134823 154:2.9120439825137 155:5.894252718581014 156:0.3183588754901414 157:-6.039656459463138 158:1.704820659554363 159:3.441601402805198 160:6.144017886762089 161:-5.367589868037847 162:-3.281863315366438 163:-8.326865983958482 164:9.355281268569016 165:4.138421614620658 166:8.451437158314176 167:8.562848229299743 168:0.1125655425903132 169:-6.307365208221513 170:2.227906814677796 171:2.729920976608892 172:-1.466784156262063 173:4.765586735564376 174:-7.076030280885124 175:3.330761908289969 176:3.350687251337015 177:6.563721065624067 178:2.516362561617191 179:-3.535040227510992 180:-1.62683418919332 181:-0.8304524920607792 182:7.701021352516535 183:2.810180750913234 184:-4.954245889781664 185:-5.574984082568372 186:-6.48988485998076 187:-2.362486662030198 188:5.745816112628999 189:-9.47897177430511 190:1.303769415897344 191:-0.1568768596645165 192:9.384815007859205 193:10.05629602467254 194:8.526691478698579 195:2.849180664678217 196:7.129986424992483 197:10.02009144803105 198:-1.313041502760615 199:2.769640567116987 200:-2.351518223150181
+-1 1:4.078942359243166 2:6.093703690833304 3:6.96241947795128 4:8.299717655972792 5:-9.120827242395219 6:0.5207517676313224 7:-2.539337296254871 8:-3.160062045697862 9:-7.923596111895999 10:-4.889791281519844 11:7.61219328014506 12:-4.919463403704635 13:-5.994407502676254 14:-5.734079272648124 15:-5.549532894090924 16:5.418646743127908 17:-5.018136520318723 18:5.288117809933084 19:-1.243197769510624 20:-1.895161758268358 21:-1.363494855651843 22:-7.261642375923305 23:-9.836566483874892 24:-3.733302988671765 25:-2.800083539611414 26:5.416703636832994 27:7.804437188474793 28:-1.09055957662901 29:-8.499374901319813 30:9.214907984984814 31:-0.652765781259012 32:-1.066875049021965 33:-9.567134169080454 34:3.764698617140203 35:-5.287982449426298 36:-0.9171338527517356 37:6.393744296637167 38:3.808737114108236 39:4.52393657802748 40:-8.680950888029832 41:-3.622044655850436 42:1.800492195985486 43:-6.849136905543406 44:11.03857079839245 45:9.47932390861736 46:-1.490584733049086 47:6.551334092320936 48:-8.338851584415796 49:-3.325578087005121 50:0.9530332350495138 51:-7.90581301170028 52:6.93078141800969 53:7.517798167860063 54:-8.255823871768728 55:8.340586511483835 56:5.218837663860382 57:-2.104908659620074 58:5.068371003271203 59:2.261836748855976 60:-3.140965449713254 61:6.608581731902514 62:-1.073983163209966 63:-3.783950451656582 64:-3.585155308275114 65:-1.808559621723664 66:-4.503322486946799 67:-10.50399261142595 68:-9.471753054120548 69:7.918103492873996 70:7.900804108186171 71:8.722574230105772 72:7.678432305188591 73:0.2103880677340986 74:6.440527997822452 75:-0.1077585818303677 76:6.074975010649673 77:-1.377128122151114 78:-3.170441742815692 79:7.881837550145571 80:8.615773278200164 81:-2.382917633514933 82:2.560919891384192 83:-8.579668565033868 84:-2.586770562515244 85:0.9848916998929819 86:7.273886977469071 87:2.033936628244951 88:-6.744305861568861 89:-4.38158680157594 90:0.01515873254540245 91:-6.152625734978301 92:-6.008840926114832 93:-0.8843310682550838 94:-0.8391782203864477 95:-4.158206931731921 96:3.806263999552232 97:7.586392454435716 98:-10.42650100786194 99:-4.540027494935594 100:-3.833879109609755 101:2.762136665807458 102:4.995918145980517 103:1.278134217416842 104:-2.723223695785907 105:-5.63790321667843 106:-2.987792358044539 107:2.427606997448742 108:-0.3658595186106292 109:-1.264961714791577 110:-2.012276469483806 111:5.076588932599431 112:8.7094885735295 113:9.814937337121222 114:2.339885876821103 115:9.420059893531928 116:8.355839136043093 117:-10.35588117598698 118:1.477992350526796 119:7.983071657464654 120:1.160670466491175 121:1.591590862726761 122:-4.975492680943604 123:3.953695286710325 124:11.17489215082628 125:3.788320681023667 126:1.836338565293407 127:9.116525528772508 128:9.757270127368015 129:5.669969036945746 130:0.01428576831575035 131:0.9237959374214922 132:-1.960255118231414 133:-0.05102695914136546 134:2.164230550122995 135:9.711365187523219 136:-5.733147657213037 137:-4.852398141089994 138:-5.868582520595388 139:-3.980340094872513 140:-0.7960311975327091 141:-3.106625332650052 142:6.461517008917254 143:-2.257979677121036 144:-4.730426619783048 145:0.1885454556135064 146:-6.128265504665558 147:6.669297396401557 148:-1.821315814362179 149:5.346985871486333 150:4.242912900774666 151:7.100720197406239 152:-9.290701112743681 153:-2.735270967819174 154:3.619932553368377 155:6.56356702600177 156:1.667034880006842 157:-4.529644503858882 158:0.4528898905570402 159:4.320249576881713 160:6.839758766456161 161:-5.214764072315017 162:-2.067149260075723 163:-5.850141747512976 164:8.119667197847861 165:6.138718584919713 166:7.752916705248617 167:7.838069038547256 168:1.496913448612395 169:-7.169138174012071 170:3.275411077055465 171:0.6667274761144786 172:-0.1965774513407231 173:5.614777483287998 174:-8.961666897566259 175:2.102540392330681 176:4.189300300213096 177:6.533284698603938 178:0.4923274465178262 179:-4.003761165763613 180:-1.15794172098472 181:-1.368214047918044 182:5.516827369264285 183:3.475887051838515 184:-5.805894738522419 185:-7.412659434109444 186:-4.703342048197556 187:-3.551181408878249 188:5.305837511515794 189:-9.07767580637714 190:4.084930578535362 191:1.075354168617791 192:7.770084407952145 193:10.40120199987574 194:7.342025511994199 195:4.766222581686864 196:4.743365066094177 197:9.028627192336129 198:1.68127076778943 199:2.073331066461745 200:-3.175901493343738
+1 1:7.658538331634327 2:-4.720240895011858 3:-5.041240169809019 4:-2.601061168495168 5:4.618293694315378 6:9.595623176204178 7:-7.862199470413679 8:-4.796393921991606 9:7.55274578465812 10:4.19952010485434 11:-8.065152225040363 12:2.339436536280722 13:-7.532528445477173 14:-10.89976756454134 15:-8.012611067117733 16:3.824618825255536 17:6.395184409933017 18:2.729661762562097 19:-6.996243705918128 20:-0.5847616704390302 21:-3.056544655009154 22:3.873441700164583 23:-9.342759937080308 24:8.580160541403858 25:-0.2064840691834909 26:3.840830567260288 27:-0.7899342851627082 28:-3.154537071795229 29:4.055181422278562 30:5.720293277821428 31:6.602447516035216 32:4.817091817512161 33:6.24698136932966 34:5.391511671259446 35:6.174463630496783 36:4.754156867450118 37:6.844339691372066 38:6.091690310947846 39:-6.994334277554143 40:-3.292672959307922 41:-1.77903124298264 42:1.847380976151396 43:-3.137514218588642 44:-9.385407314718073 45:0.1932152017610922 46:7.021107618740443 47:-9.49727685898325 48:-5.050467439179477 49:-7.504590434732578 50:8.316870370188372 51:4.319608931421416 52:-2.350908967985837 53:6.109053575173645 54:-7.658366786578847 55:-1.184800804200512 56:-2.988311735515512 57:8.406308826214277 58:-9.421619988720733 59:-0.881848110561714 60:-6.6121619252108 61:8.144478988418955 62:-5.410161579327647 63:9.581179313115003 64:-0.1202110389613708 65:-0.7607875913338749 66:-3.691258320949871 67:-3.057264070399259 68:6.604106808661778 69:9.345926464127105 70:-4.25915025759389 71:1.055434125391584 72:1.854991255540449 73:-0.6517442333048302 74:5.387941662905501 75:-2.973932860290915 76:2.839589505308964 77:2.166316809255008 78:-10.59904708809422 79:2.698546890416351 80:5.1488716491755 81:-4.327493560298512 82:-3.715715428624433 83:2.601561728588769 84:7.159580971659918 85:5.906897505524526 86:5.506074735108333 87:-1.826103022542365 88:-6.755398677357296 89:-1.545705388079756 90:-6.248978251342773 91:-3.878432997587349 92:-8.091505065957229 93:6.530422843364134 94:-6.61174148279955 95:-4.363132222255921 96:-8.91783442435872 97:9.510920436778751 98:-8.594920042516128 99:-8.237138736798748 100:-1.051813138669606 101:5.183905480946771 102:-4.82003088603742 103:5.041979519194886 104:-6.869956988827369 105:-3.91615197192674 106:-8.884351671607604 107:0.8395818561434059 108:-2.730005880085997 109:-9.55817211033861 110:3.767071329354236 111:9.188718185448364 112:5.789417018350909 113:8.949769838745746 114:-5.455315181920077 115:8.061331121064789 116:-8.662590946994229 117:-4.104172458527179 118:2.778345898143774 119:1.540082595351832 120:2.658377763139158 121:7.488650929307578 122:2.230886725024839 123:-7.507434698969312 124:-2.61408654548568 125:3.947457204434019 126:7.312051090517042 127:-7.566975412455863 128:-0.9679843868470172 129:6.093499662234805 130:5.942232431388745 131:-1.369012217701074 132:-0.4436636112778651 133:7.190187839915477 134:0.9919733367363255 135:-3.836760552986146 136:7.754504628599889 137:-2.158590059377453 138:7.293255809604347 139:-10.00673481493204 140:0.3346495496158345 141:-9.59764782821102 142:-7.477375383406012 143:5.645342673908673 144:2.946133136233371 145:1.099714976351677 146:-6.107559645521902 147:-2.459889635403709 148:-8.263103307304672 149:-2.007910954787085 150:-1.427053235671841 151:-3.633571102230848 152:5.388963537582212 153:2.515456632952707 154:-4.129397368712588 155:-8.879514010861286 156:-9.323075184502311 157:7.586096935015422 158:0.3168183742523993 159:-1.547820609309527 160:3.252861961470157 161:3.653154471889188 162:8.214085136007794 163:-8.486951225121182 164:2.208468796896787 165:8.068739571105416 166:1.55032938412908 167:-2.886931302648035 168:-5.808402508002972 169:3.762760526530947 170:-2.471136909208015 171:-8.46324041353739 172:-8.412328180040873 173:-5.757787046240027 174:6.777119975041254 175:-2.919162846141528 176:-6.636919656904082 177:6.597395439604207 178:-2.899509334146472 179:-4.286919389466309 180:-5.407354234924444 181:1.398347265727789 182:6.529353187192347 183:5.383074284853246 184:0.8420741623127921 185:2.329907298821151 186:-3.918302640892542 187:-4.877011336032159 188:0.06176637673388607 189:10.58725555667453 190:5.677857018820969 191:-8.478819008865058 192:-1.760817040152366 193:5.259921787648537 194:-7.163988984984716 195:-0.08063126264739096 196:-8.396102266225705 197:-10.15673441240155 198:-7.912443794673664 199:-4.593228284670824 200:-6.484668689638084
+1 1:8.029311484769433 2:-2.149630883676232 3:-3.613164643398921 4:-3.02249283392482 5:4.168452068781406 6:11.14738579447714 7:-9.12399170519658 8:-4.89115520826062 9:4.55572571833085 10:6.704720433127799 11:-7.525818380942403 12:4.149623224411783 13:-5.76079593727793 14:-8.889821570396448 15:-5.993775269352184 16:3.867953437858662 17:7.341059476389241 18:1.957296385072801 19:-5.698313915262486 20:-1.445847542427637 21:-3.408622221371997 22:3.696337459491129 23:-5.631328886004106 24:7.282041589475075 25:1.828063138622631 26:4.253352782811258 27:-0.8304085763628497 28:-2.838807488923848 29:5.320230335167219 30:6.546554825655728 31:5.393441498922408 32:4.286560089687286 33:6.041651617520396 34:4.839923511020783 35:5.793482690399994 36:3.57176020895559 37:4.733985450599972 38:5.43904476652883 39:-7.727031994357836 40:-4.799428554502931 41:-0.2246756510253485 42:1.26849753424661 43:-1.418075272300577 44:-9.577876680304609 45:1.760349003686202 46:7.597337600895363 47:-9.287874046401299 48:-4.152183759247804 49:-6.451519193755169 50:6.797536018853394 51:3.661155471889852 52:-2.908907401583658 53:7.582679110812528 54:-8.920456336218964 55:-1.852156117657926 56:-4.770567753269017 57:6.479092016480092 58:-7.103935890794696 59:-2.971031236934338 60:-5.862928854498108 61:6.930676762678249 62:-5.425456979228823 63:7.064157777912225 64:0.2504353429143718 65:0.8365726499820899 66:-0.8281367889649291 67:-5.017361551886859 68:7.839562458668052 69:8.717485740157146 70:-3.568169585865928 71:-0.1800599922388024 72:2.816020395031044 73:-0.9896982868428095 74:5.797620054309504 75:-3.758935613384784 76:3.775388956416264 77:1.071984466578265 78:-9.345181347918462 79:0.9418502319378648 80:4.739894472616345 81:-4.698059875766468 82:-2.878611130213874 83:1.935964616508673 84:7.516021960070709 85:6.845526000497827 86:6.112435033556245 87:-2.151708132136374 88:-9.321856874917662 89:-2.132308381034361 90:-7.825807418546457 91:-4.774215416912654 92:-6.020042820046202 93:8.873091797359375 94:-8.134811553398375 95:-4.609832930966137 96:-6.400978767548361 97:10.18759147123617 98:-8.468282484699364 99:-7.684569124477538 100:-0.9511445862898426 101:4.556315819051106 102:-2.515466138355623 103:6.455731400597562 104:-4.969546274654405 105:-4.473670402360284 106:-6.544351499428192 107:1.38141112532762 108:-4.1301504412584 109:-9.359801286430402 110:5.43383560057556 111:11.1851107976799 112:5.549755145302434 113:9.583048464919255 114:-6.329741690240543 115:9.505288734921031 116:-7.111379975083843 117:-5.120719369212599 118:4.703069562778325 119:2.234862761531022 120:2.686527189817894 121:8.503925915547153 122:4.318270207289928 123:-7.716259249094283 124:-2.272282712054803 125:3.313921969615634 126:6.179741469832151 127:-7.423219995637032 128:-1.564130124588365 129:6.01700038480936 130:5.254627454723605 131:-3.598411113949644 132:-4.113451917033202 133:10.28828359461194 134:-0.5578962810966048 135:-3.125230180424694 136:5.991840849532672 137:-1.966757604901743 138:5.982092914933989 139:-8.490048742210986 140:1.774638139714574 141:-10.29344150957261 142:-5.425718320096723 143:5.750500748965594 144:5.18153101050085 145:2.117699595640818 146:-7.398311983995844 147:0.05986878141459528 148:-7.847507630435578 149:-0.4877642770427226 150:-2.182521988772018 151:-1.987636531590913 152:4.163379239099243 153:4.978141349573325 154:-3.442115711206235 155:-9.278275256084346 156:-8.958531374390054 157:7.578282048358425 158:-1.1391054632522 159:-2.902719522586413 160:0.6368491586189913 161:4.298524007672859 162:5.098581861668722 163:-9.20229065047775 164:2.325621329261724 165:8.304623086454649 166:0.9593474182999056 167:-5.032461648438203 168:-6.858562009193389 169:2.533886949136498 170:-2.269867755674754 171:-8.275571813955439 172:-8.232959501042377 173:-6.39463866026978 174:6.36778474287976 175:-3.288094820404263 176:-5.436581633899101 177:7.163107306615704 178:-2.325776002699743 179:-4.74187708361937 180:-3.867208077649447 181:3.599840160852605 182:5.885679627860819 183:5.909629350806032 184:0.09821866081186353 185:1.371342101318136 186:-5.152295061155474 187:-3.238818591026827 188:-0.697958538325723 189:8.481396875959982 190:5.246665210167704 191:-9.560348489689167 192:-3.312009991741968 193:5.192819610639628 194:-7.569824342975606 195:0.3388288091985405 196:-8.461604332413085 197:-8.535011854150616 198:-6.90989458504748 199:-4.753784136571872 200:-7.078073625867629
+1 1:7.812163263951099 2:-4.16778462365426 3:-5.258702462710803 4:-2.735935057561217 5:6.484327560870515 6:8.05089742994365 7:-11.47073736111556 8:-5.715432046750121 9:7.773581892020506 10:5.94840532143378 11:-9.052231094268377 12:3.09911310547654 13:-8.190717371917698 14:-6.319223028011852 15:-3.565405934646805 16:3.532988083268632 17:6.306038984318372 18:4.362515115874866 19:-6.579378238848394 20:-1.214815598735379 21:-1.343187725654493 22:1.93032662310929 23:-6.363558030486857 24:8.273352917500834 25:0.1650380809977425 26:3.572410033828253 27:1.010420980520818 28:-2.867859839725207 29:4.039446168422247 30:6.542616890039368 31:4.995817881438556 32:3.956462044669818 33:6.467902677509675 34:6.183898648747522 35:5.899606733227179 36:4.245803745177465 37:5.794263800149564 38:5.072720022257455 39:-7.801286149799531 40:-4.113648368221062 41:-2.086526489985274 42:0.9836831983515817 43:-0.1740862521119111 44:-10.41781442855373 45:3.726941350703027 46:8.616288103915501 47:-10.42991651850079 48:-3.001806029962291 49:-7.379161856040388 50:5.1384068871293 51:2.943502393891226 52:-1.117115473210513 53:9.206591716548141 54:-7.777864413844396 55:-1.479985061079481 56:-3.161793675555384 57:9.388991159792777 58:-5.791777947770887 59:-1.644220679148287 60:-5.816845599298673 61:6.377556126458241 62:-5.804428387856517 63:9.481500433886076 64:-0.5702768327395131 65:1.336062502918497 66:-3.079219012034108 67:-3.446868047088927 68:7.529578149317789 69:8.566599840166447 70:-5.722589992956102 71:-0.4623341233759595 72:3.682460617681676 73:-2.633875972518053 74:5.856731169407475 75:-4.506697784236952 76:2.664812052815396 77:1.994138618308829 78:-9.164498592309943 79:1.842863103766256 80:6.179251021418721 81:-5.577241291321934 82:-2.101405838647601 83:4.750954027319741 84:5.398067988882019 85:7.394993632084485 86:6.055908255244817 87:-1.394879854173818 88:-9.756235940556431 89:-0.4641242994887932 90:-6.914673739680296 91:-3.979264337336793 92:-5.301847557188134 93:10.21086849362332 94:-7.94440292989611 95:-6.985653303772628 96:-7.921929734842657 97:9.912386665847137 98:-7.41208419361767 99:-7.924737724168126 100:-1.650094019274056 101:6.667514120834126 102:-3.843126796177591 103:7.539327432974887 104:-6.362346011960762 105:-4.518192399692362 106:-8.298677645551551 107:2.952111666438037 108:-4.715709818611518 109:-7.821056007631702 110:5.619044365067669 111:9.873674261531779 112:6.712445467400805 113:9.832220840972434 114:-5.953539587611748 115:6.753093864653287 116:-8.472383084162518 117:-3.169341901937148 118:4.519582122045649 119:2.784783125686722 120:3.349497846145552 121:8.693416107444531 122:5.47051070420659 123:-7.26900828982637 124:-2.646317785682594 125:4.564498838221511 126:6.111491145550765 127:-8.772523738130815 128:0.8161242005471669 129:5.683083084045753 130:5.142387853661179 131:-3.298430550204552 132:-3.719632981780066 133:7.892720876656768 134:0.4954152886032758 135:-3.175718371760732 136:7.428276933389238 137:-2.720158773879536 138:5.203249329124811 139:-9.600651865161744 140:-1.023159800865033 141:-10.38285623864981 142:-7.390037675635265 143:6.601510459826809 144:2.375591380918466 145:0.1168330042405746 146:-5.365464851628892 147:-2.109549459087831 148:-8.817080925982882 149:-1.287566083441084 150:0.4016159792765257 151:-3.819432502695641 152:3.70448399183129 153:1.333883773897338 154:-5.100602199441305 155:-9.099448670865398 156:-7.137079905703988 157:8.293794799213874 158:-3.168363239128709 159:-1.340488405222597 160:1.354735369140491 161:7.02356312977528 162:9.406322414755289 163:-8.340865569319224 164:2.717331999195697 165:10.49099001150952 166:1.097466281402368 167:-4.43335416836094 168:-6.053549352564792 169:2.060645404968057 170:-0.7136299099327978 171:-10.92637615500088 172:-6.946213233288567 173:-6.273308199235644 174:6.874672639520242 175:-3.361422403170338 176:-4.719724832760771 177:7.944005167251266 178:-4.312044247193122 179:-3.976036242257565 180:-4.609992192082894 181:2.199046795426439 182:6.220737655675229 183:7.008736940492362 184:-0.4192170501985708 185:2.246036945029709 186:-5.230457646227232 187:-5.126262472391672 188:-1.208340573527214 189:9.50640634816641 190:6.895195030584275 191:-10.07578380050293 192:-3.219138887514577 193:7.154299609207117 194:-7.734814598159713 195:2.113620491273327 196:-5.68579055358871 197:-10.90982675011218 198:-6.792738758564926 199:-4.356795379823738 200:-6.665580515922674
+-1 1:2.143217587684404 2:3.46932955876738 3:7.695369493597676 4:9.553113737415019 5:-7.925516495776009 6:-1.639715321588012 7:-4.449298681495003 8:-2.457625621426058 9:-6.998288829961853 10:-7.945713999532471 11:8.107381925720869 12:-5.080432596103661 13:-8.91968528822777 14:-2.463068901962771 15:-7.897055933379156 16:3.229240906520237 17:-5.503282983855508 18:4.651152522574336 19:-0.6542265443275039 20:-2.165104113394352 21:-1.0320076070738 22:-7.577960441815034 23:-10.13433959828424 24:-4.095305458487862 25:-0.3236000877345426 26:1.681143303910277 27:7.24625865181621 28:1.708200533758446 29:-8.293262733614579 30:7.979485087918791 31:-1.568507297716344 32:-2.033546202073778 33:-7.041934365017553 34:-0.6833410786614396 35:-4.469341337609327 36:-3.185799525646118 37:4.857265971954711 38:2.657771029971792 39:1.580746314269494 40:-8.317028334439195 41:-0.8796466446371858 42:3.549177457301062 43:-6.920868549396071 44:9.14758156834861 45:8.483620586742395 46:-3.301360131665795 47:7.668550042499975 48:-6.547214038276367 49:-3.996179874773877 50:4.58704306938859 51:-8.74504821784382 52:6.841484450800783 53:6.270887171431268 54:-6.958368255585479 55:6.984614169464091 56:4.790081198714324 57:-1.821491575440247 58:6.056267500229302 59:2.870536827963462 60:-4.203213971194978 61:5.783233256131873 62:-0.8572837335538651 63:-1.894123413753109 64:-2.910628504403288 65:-2.56839127560278 66:-5.217530712975946 67:-8.746749337151883 68:-9.909892962349405 69:9.288219957132261 70:6.097101321678961 71:6.675148441416254 72:10.0583149348952 73:1.266131719206768 74:6.990235997200731 75:-0.01009223048819791 76:4.74211658820705 77:-2.886152971061505 78:-4.291801911099106 79:10.14646776535589 80:10.78710957946522 81:-1.328993565908796 82:-1.779549261205791 83:-6.655337524357114 84:-1.173845984805479 85:-0.7088023626707745 86:7.591081683152064 87:0.5240815366365799 88:-4.188858394825301 89:-4.119819045765789 90:1.759488068877856 91:-4.269017183838663 92:-4.026982098250508 93:-0.3723562814611019 94:-3.299540274394274 95:-5.093295799776646 96:2.123130998828191 97:6.351736875655901 98:-9.964110472362581 99:-4.833107656773942 100:-4.919460241996216 101:4.365303171784904 102:3.630824606256655 103:3.220449024830005 104:-4.384815020121022 105:-6.570765315640961 106:-3.377470103055265 107:0.9477581167101147 108:0.6463112721755897 109:-0.8970369750834397 110:-1.939725990746467 111:5.754774805115355 112:9.694978518604497 113:8.664726821826793 114:3.247725764552198 115:8.526473536337381 116:6.978197776994517 117:-9.78076811946026 118:1.32604263055373 119:8.797075686906588 120:-0.6678740494236375 121:2.642767683056191 122:-4.647741987185615 123:2.41601179057827 124:9.488082932733242 125:3.738532454926178 126:-0.7535071828721768 127:7.200899007604852 128:9.311353732598423 129:4.308369298206408 130:0.6588116356545248 131:-2.35528203831109 132:1.089661658375335 133:-1.933992409585706 134:2.041759066112961 135:8.164928039261536 136:-7.948193868408398 137:-4.959280319050684 138:-4.578156284583076 139:-4.540166761116703 140:-2.09606134484773 141:-2.98964217581936 142:4.665817416110619 143:-2.139943911822009 144:-5.918649923924239 145:-0.3449415225142626 146:-4.68118061228558 147:8.783728150908306 148:-2.156240922546463 149:5.497592099593682 150:4.871169883355335 151:6.990152703941045 152:-9.873199185917246 153:-4.62107992272136 154:3.712477099865658 155:5.187525968684434 156:1.783718145044867 157:-7.171732402116096 158:4.242611247350085 159:3.876189753384549 160:8.222954922891414 161:-4.573028412368437 162:-1.283906741444892 163:-7.332398254881078 164:9.545269167419191 165:6.390148589378765 166:6.163322543368445 167:4.355646418077145 168:0.9138436977735553 169:-6.099785944182051 170:0.9887519604370119 171:1.20751484188757 172:-2.503258440927433 173:2.47495211115016 174:-8.405933702678469 175:5.401196697947206 176:2.967377752044762 177:6.829066325418748 178:1.603442377404512 179:-3.070487594909743 180:-0.642222248979613 181:-1.205726994892748 182:6.149419665392201 183:2.239019191478611 184:-5.252974692469974 185:-6.629992790967852 186:-4.893249368108384 187:-3.235078374607083 188:1.626266403586835 189:-10.17476652937904 190:0.9971241165561504 191:-0.4028474920493527 192:8.352781968339759 193:10.4735722197005 194:8.952151803599337 195:3.682928208211811 196:6.45537539265865 197:8.624570718061202 198:0.8546306932521768 199:2.645730511308368 200:-1.748471318445556
+1 1:7.746538406390236 2:-4.701234620505309 3:-4.441754850675456 4:-1.471387332116838 5:4.084451411550115 6:8.841629362037848 7:-8.88487468255035 8:-4.405843348891606 9:7.217841484752952 10:7.309797321066439 11:-6.511587732299814 12:5.232171832984515 13:-8.280211917884881 14:-10.2710262207356 15:-4.359838491096356 16:3.530336866202215 17:6.100194393520404 18:1.288643175225114 19:-7.039694796990857 20:-1.832092200263033 21:-5.158073153302925 22:1.183464255203933 23:-9.03643989651804 24:9.520121622987949 25:0.7026824522672941 26:4.537530781176432 27:0.9991917900052325 28:-1.526196731082082 29:6.308775993575642 30:4.888904509064527 31:7.499690013131364 32:4.914125573684234 33:6.390241140968893 34:7.114193530164813 35:6.218644367582566 36:5.259388380121933 37:6.767466503801026 38:5.642824032223216 39:-8.529457228576364 40:-4.401873924847913 41:-1.506254172684246 42:1.731191124191819 43:-0.441707876624303 44:-7.168006309482129 45:2.329470849047287 46:5.183749514593808 47:-9.840098430574784 48:-5.39390759649348 49:-7.483172382001911 50:7.252193455018819 51:5.737611984108046 52:-2.960141789105955 53:7.799710662096929 54:-8.811102498421583 55:-3.184749311618444 56:-4.679548378546235 57:8.659987124070174 58:-8.578067287066228 59:-1.215792173971288 60:-4.865432880596133 61:8.864412281706899 62:-3.673847715853997 63:10.91510330251159 64:1.283247418823536 65:-2.116015049138761 66:0.3571936206747943 67:-5.748566514352067 68:8.618544130476632 69:9.163949681758492 70:-5.030159827728125 71:-0.7212717338408583 72:1.467468223694591 73:-0.9371185640538032 74:4.318205678350005 75:-5.375993195707868 76:1.766041275343165 77:0.5692784255888226 78:-10.90780081151941 79:2.796798687843488 80:4.907199599043108 81:-5.039066884770791 82:-1.188143826132407 83:1.954516648547732 84:4.406771878770783 85:6.25266634457934 86:5.833600256867365 87:-1.294474847710047 88:-7.436762155190992 89:-1.534317061102401 90:-5.15982855890681 91:-5.649208059516852 92:-7.35684351644622 93:7.760289318330072 94:-8.100747618082854 95:-4.84663852891931 96:-8.250238854113507 97:9.797768214452189 98:-7.717940314042069 99:-6.256324400620491 100:-1.972937182761148 101:5.4808979535078 102:-4.349203314338118 103:6.097623440957777 104:-8.409435430967802 105:-5.929221397306669 106:-6.141361961070365 107:1.812924650122487 108:-2.421733251556121 109:-8.632811520848787 110:5.144376441049856 111:9.422815527379052 112:6.776919081641653 113:8.346594121765321 114:-6.77575793207412 115:8.072282712660666 116:-6.782837286928261 117:-4.380629767009742 118:3.069579231173527 119:2.055302556401478 120:4.25870380526249 121:8.0080134204324 122:3.880717577485071 123:-7.502676860599541 124:-3.914435082570903 125:6.540181911558528 126:6.726291161053631 127:-7.566887826257487 128:-1.424262088131331 129:5.260812696355242 130:5.570221057628514 131:-1.724481093443154 132:-2.324094942842305 133:9.241013080525706 134:2.382844882946165 135:-4.882891037069557 136:5.606123633033386 137:-4.85588446768956 138:7.866859989545241 139:-9.612001240014305 140:0.5981131596832741 141:-8.227005687841018 142:-8.085069592942512 143:7.257391181727829 144:3.189152158153794 145:0.9841518687947068 146:-6.567968573989229 147:0.3571142572244956 148:-7.54652786562687 149:-1.943230740780435 150:-1.107986292505269 151:-2.626148381984323 152:5.329368212475933 153:2.552714287449126 154:-4.925663550948348 155:-8.867812661580301 156:-6.528055676869986 157:8.606296693048355 158:-0.5198180908838592 159:-2.062919688047578 160:0.3864969167779571 161:5.367705321153754 162:8.66570596980921 163:-8.022884568763258 164:1.357467935405882 165:8.473577271839057 166:3.558674381885625 167:-3.517117433097803 168:-5.084973801363112 169:2.667366257802893 170:-4.327445678226232 171:-10.40660613530425 172:-8.832557287884763 173:-5.115451012993161 174:8.525846981876555 175:-4.759190356355953 176:-8.030135269206866 177:5.572290749234939 178:-4.814928078845579 179:-4.174908990049023 180:-5.907022392305809 181:1.416410360969594 182:5.524320735774446 183:5.478275640662349 184:-1.412315300672336 185:1.480299138966586 186:-4.133565838746372 187:-3.559489926387637 188:-1.432603435995827 189:7.504546405114979 190:5.657312312941913 191:-7.919270119136094 192:-2.845504395553079 193:7.216512210770665 194:-8.806350385783936 195:1.537238372496568 196:-8.481635168912174 197:-9.509530678228067 198:-6.985690900284509 199:-3.25695117315184 200:-5.734160164714841
+1 1:8.160122197042799 2:-3.660447513428655 3:-6.291946613147184 4:-3.960258322326471 5:3.60389041520081 6:10.0175863498461 7:-9.941020862254568 8:-7.256550741839042 9:4.95997335813577 10:4.959285975533913 11:-5.564263974528343 12:2.769496420290403 13:-7.539988867803859 14:-9.525637776688738 15:-5.321937227125263 16:2.575447132801547 17:6.267787760116105 18:3.172342409211909 19:-5.361918166870374 20:0.6494735129388252 21:-2.935005688051024 22:2.949648566412974 23:-7.175431398956738 24:9.317105748834614 25:-1.151199102078162 26:3.486171252324924 27:-0.03286574155419542 28:-2.288977339265106 29:6.211213573857282 30:7.69375248755059 31:7.777017353115207 32:3.066893326968394 33:6.212378934789284 34:8.667264390068144 35:6.484730003812013 36:4.247214214258208 37:7.86207236837248 38:6.235007418903564 39:-8.649272701876084 40:-4.089901953229662 41:-0.2560595821777222 42:1.648240651479284 43:-2.168323602611474 44:-8.711676748745727 45:1.442892411101435 46:6.896045201643284 47:-9.661280349861112 48:-4.507087552267272 49:-7.209881231450985 50:5.152346042805331 51:3.394799258900194 52:-1.400417349009861 53:6.609264231184735 54:-8.088133184613218 55:-2.04673235293418 56:-4.189336048053167 57:8.951628331296842 58:-7.830227630007735 59:-0.2505792849777098 60:-5.509111014288194 61:7.2324740979798 62:-7.811737714138484 63:8.921052603837984 64:1.082692669659646 65:1.316104512954961 66:-2.261825219857455 67:-5.192070472593787 68:8.985247163021256 69:9.805773854945619 70:-4.276546767661339 71:0.4644415124338169 72:3.129574791547136 73:-1.510076806077494 74:5.056492881580833 75:-4.023543024294328 76:1.47095098438945 77:0.1900448457027415 78:-10.03636234512746 79:1.16906760133046 80:5.230636102337822 81:-3.937624881418062 82:-3.898814532584021 83:2.785855591498513 84:5.991236140212854 85:6.182797748088268 86:7.448381467338732 87:-2.42742067835411 88:-6.283017529902843 89:0.7537587459822062 90:-6.563658803103538 91:-3.983859328737116 92:-7.103135810711088 93:8.303033051631553 94:-8.615718013422386 95:-5.452379915916745 96:-7.143592590478476 97:10.27788545622964 98:-6.434647777524713 99:-6.170160402886781 100:-0.9995443118209899 101:4.236544692315838 102:-2.007804462974464 103:6.662720047635882 104:-5.603440013492946 105:-7.029870751559637 106:-7.702488529884095 107:0.1065539742453965 108:-3.686869081464438 109:-8.275724768458772 110:6.892810682340093 111:11.89925552998591 112:8.51820880130734 113:9.580085625735171 114:-4.729200278401188 115:10.40058586798384 116:-7.000052967016929 117:-2.518566015530627 118:5.21395240692808 119:1.900351469246017 120:1.764306225004499 121:8.952024121834308 122:2.234495434748346 123:-5.835139931426741 124:-3.434153955254469 125:4.502076063757019 126:7.980787886207311 127:-8.151866883546225 128:-1.51960442014425 129:6.426790701159961 130:7.159640854220333 131:-4.428332914781838 132:-2.935064712061022 133:10.66856320151713 134:0.6787669743701654 135:-4.090439974745616 136:8.693979987225347 137:-1.744093386596323 138:9.493287939527367 139:-8.706396612673133 140:-1.477303245032713 141:-9.787232558048517 142:-9.737068394676339 143:6.388951219754293 144:1.754031031082872 145:0.8993311302981195 146:-6.942933386683839 147:-2.430080966884379 148:-8.589086573647505 149:-1.56564665678008 150:-1.938365359218047 151:-1.855148547843015 152:4.943543405655713 153:4.896928065450929 154:-3.519546276454966 155:-9.487759159116518 156:-6.376361216056898 157:8.02172016833088 158:-1.913646831714121 159:-3.325587762784479 160:-0.1868406511805802 161:4.93402142329148 162:6.940508652542347 163:-9.565330338467087 164:3.090868009016761 165:8.316391061673666 166:0.9340926657119553 167:-4.568391051445051 168:-5.496874467143944 169:3.32313453403462 170:-1.725008430904163 171:-10.94815202418654 172:-9.482259360389692 173:-3.403295405953169 174:8.846548625095897 175:-3.517269805164942 176:-6.228170443370783 177:8.704652894115405 178:-3.548063615583978 179:-4.483091098956155 180:-3.53764102251447 181:0.2492485353902714 182:6.112709430244203 183:6.740196639081964 184:-0.0413842322961151 185:3.867465886767928 186:-4.165427973013453 187:-2.586972447762977 188:-0.466528961850291 189:9.049441701499777 190:4.757987317480581 191:-9.485106639817538 192:-2.520436915578157 193:8.160104044802514 194:-5.49911955732678 195:1.712793925762357 196:-9.357689749200233 197:-9.44693422820851 198:-9.898379659228791 199:-4.939232961067629 200:-8.942000344703466
+1 1:7.746245015784504 2:-3.097588930977886 3:-5.197821758966493 4:-3.682898539714905 5:4.683633337406432 6:10.62761322823442 7:-10.00426138213039 8:-6.236541208448765 9:7.20684658425982 10:6.650184723487175 11:-8.531953099518688 12:5.438535965462558 13:-8.15505605350817 14:-9.199880241960988 15:-4.546072560647673 16:4.353627815357172 17:5.510345797363755 18:2.755127149753903 19:-7.310891427865099 20:-2.404135455539064 21:-1.577829296531399 22:2.124655650873715 23:-8.12898453676727 24:10.26647331449681 25:-0.1301932341758069 26:3.729413037912689 27:0.1879856362495185 28:0.0104098254976881 29:6.335605358663671 30:6.271322746963325 31:6.194989275418303 32:3.926916306739738 33:6.146634712698702 34:5.742338253333029 35:7.049726909284167 36:4.20016782146307 37:5.949475365476478 38:6.213812229639375 39:-7.737133626522564 40:-4.360789369367869 41:-0.5454108283994439 42:-0.6659025283021049 43:-1.525313235025899 44:-7.929131148212321 45:2.427084588743601 46:6.920631118990079 47:-8.390251436480229 48:-5.622769551211499 49:-7.748633433758964 50:7.124940296170434 51:2.472567381387309 52:-2.499254770378752 53:7.053329483963021 54:-7.0503309471887 55:-2.748389614792839 56:-3.626492161489137 57:6.658869966753686 58:-7.971363456376989 59:-0.07448355100728188 60:-4.861568179827334 61:6.8861852105089 62:-5.261336302396244 63:9.238892300846487 64:0.7726106538975698 65:2.208132630678648 66:-1.300583180023112 67:-4.636923938513214 68:9.908242003078506 69:7.975376233257834 70:-3.994685390799175 71:-1.168881234641193 72:3.221862198428101 73:0.1881474486915462 74:4.899356742955993 75:-4.128645436519664 76:1.507253585330394 77:1.277018738027492 78:-7.670406183432416 79:2.187462022753779 80:6.918841101679535 81:-6.708409473905123 82:-4.252633342383242 83:2.012855773517916 84:5.233525848477621 85:8.06026385954004 86:5.927572506774307 87:-2.241429763206231 88:-9.155545522144932 89:-0.472554817165094 90:-5.327115486024449 91:-4.182545223226425 92:-7.864558865924017 93:10.00940475813955 94:-9.165695414360089 95:-6.386481230296986 96:-6.633390314749582 97:9.164488338924437 98:-8.281937251251833 99:-7.799523181344261 100:-0.09729683541412482 101:3.895854328765838 102:-4.916827001853556 103:7.397470081720471 104:-6.889783301221053 105:-3.578355012657744 106:-6.819837082348569 107:3.413857581490887 108:-4.227909264134917 109:-10.54306608906133 110:5.387066363871774 111:10.64340232594873 112:5.501636897442696 113:8.192610279069376 114:-6.197987619308583 115:8.589233823439002 116:-6.95805003132911 117:-4.333486384176632 118:4.198791795515006 119:2.982584548221076 120:1.708923797157535 121:8.066907103345351 122:4.566774202484521 123:-8.061323048680833 124:-2.676877477831086 125:3.535054900563853 126:5.516987150105566 127:-5.699407040051049 128:-2.33158230442315 129:5.928413674507729 130:6.446676965291319 131:-2.548810250416139 132:-2.664923692204752 133:10.66280923830784 134:-0.4129680716139163 135:-3.825542283591348 136:6.401735118050374 137:-2.598934821416025 138:5.195195629878597 139:-8.980445501391248 140:-0.1489092691353665 141:-9.633471491904862 142:-6.947839111686434 143:6.26705565206547 144:4.691134135331332 145:1.205824682031547 146:-5.175346461354343 147:-2.140587476550464 148:-8.774037794003004 149:0.05213710125881477 150:-0.5094549960572592 151:-1.961880365703657 152:5.243967634899771 153:3.376596094983805 154:-4.061697504509678 155:-8.028684142970542 156:-6.210805544726145 157:7.956989410927147 158:-1.463208118804384 159:-3.652215943188845 160:1.964207247481017 161:4.427641607277905 162:7.081124083273192 163:-8.362128938730159 164:2.431082121585026 165:9.657889472390236 166:1.142616461576717 167:-2.49042714805722 168:-5.963611131465217 169:4.40252261189567 170:-3.407022907988069 171:-10.82075847629306 172:-8.499968867314811 173:-4.06311030168567 174:8.728811444234811 175:-3.607378096920258 176:-5.035123746374952 177:6.633696609605716 178:-3.863868526340713 179:-4.82488132149273 180:-2.436038289510653 181:2.180176344879423 182:6.94659232869112 183:5.397761351917441 184:0.6948155575194648 185:2.647536307292796 186:-4.037503499587162 187:-5.142803978080223 188:-1.113225926054682 189:9.004269530029731 190:7.005736596958822 191:-9.618738355551637 192:-2.444240804009534 193:6.172365100852413 194:-7.693342777559843 195:-0.1396496927695552 196:-7.700011475790273 197:-10.28814221461819 198:-8.243931473335664 199:-5.361366797295525 200:-5.820371025173263
+-1 1:2.187788300373561 2:3.657294685788447 3:5.014320327724691 4:10.25953752466761 5:-8.191173329060101 6:0.5188137093990356 7:-3.220030227627794 8:-3.334030070938174 9:-4.480701482833176 10:-5.913882457959946 11:6.003739226566382 12:-4.985607782091948 13:-8.264916033899022 14:-4.680496851798078 15:-6.01142313060421 16:5.666722614560451 17:-4.765092583607498 18:3.4900711446675 19:-0.8409118559843682 20:-0.8684944595390098 21:-2.224428333843354 22:-9.864906497214063 23:-10.28421215420479 24:-2.071572054376225 25:-1.652404163507948 26:4.490310532396841 27:7.121981024858957 28:-2.233517604057249 29:-8.596457191233302 30:8.137087592437593 31:-0.7639998873467948 32:-2.003912711439058 33:-8.199396494342206 34:2.432321712455058 35:-3.789931662500725 36:-0.392715420416327 37:7.132500318381508 38:4.499889057943534 39:3.092744390611482 40:-8.10228910275749 41:-3.197972313544879 42:3.886647232395796 43:-7.008507823718545 44:9.854548292248079 45:10.40554285590527 46:-3.764320300087208 47:7.41041564157577 48:-7.790550288981352 49:-3.24169089754931 50:1.380020918153763 51:-7.762663314673993 52:6.024651947192161 53:6.237152613030393 54:-6.906265666673881 55:7.833083212554754 56:5.980621068328021 57:-1.971053763325882 58:7.27602925298935 59:1.056365542060424 60:-3.603589000713335 61:8.040154665895203 62:-2.907019311744917 63:-2.442372752528577 64:-2.432164772782584 65:-0.6288732831584141 66:-6.30429295032844 67:-10.44141366302684 68:-9.424028111101419 69:6.848838979936831 70:9.427631887990472 71:9.221392186149952 72:8.47925573607456 73:2.048900921622106 74:6.222801075399391 75:-2.02818537977917 76:5.241273481785369 77:-3.254494317132596 78:-1.560375612860724 79:7.096667637047157 80:9.126705948938071 81:-0.3738116832402933 82:1.535771099939848 83:-8.99143253517083 84:-1.261955443534262 85:1.832614957431161 86:7.402644101736836 87:2.406619900718643 88:-5.637713507730714 89:-3.565721046736472 90:-0.1221863889184718 91:-3.032162136868512 92:-3.866197711632704 93:2.630990018388923 94:-3.37671699635608 95:-4.743057998511744 96:5.107258091761283 97:7.332881754640396 98:-10.90578357272454 99:-5.734851678029472 100:-2.019122883082131 101:4.567391668930083 102:5.014881415458778 103:1.399737638832399 104:-4.694555281571918 105:-6.374506628394301 106:-1.544230102317036 107:3.006141221185356 108:0.2518837749089362 109:-0.8967635418064408 110:-2.027415403815522 111:6.2758905231008 112:8.088382867864043 113:7.666562781759433 114:0.9339285683268522 115:8.666508682375511 116:9.234026960468936 117:-9.043662698571111 118:1.557388075920977 119:8.511039834068717 120:0.9904863951274905 121:1.926542042842722 122:-4.284191499308214 123:4.111236736871064 124:10.27512568757016 125:5.078808263220902 126:-0.07325026045439054 127:7.040372020205383 128:8.652141157362442 129:6.124990835803015 130:-0.515545753300847 131:-1.171029220375404 132:-0.7120452063341363 133:-2.495334601152823 134:2.084619181095257 135:9.912670684284263 136:-6.251008296112778 137:-4.170305924876383 138:-4.068743400146521 139:-1.766218599064191 140:-1.302034448146367 141:-3.349214694983039 142:4.102982362358715 143:-1.306953970610615 144:-3.862628086768166 145:1.115440924976137 146:-5.847779501050141 147:9.068104872095763 148:-3.324503709641963 149:6.153913900292613 150:4.748194150198934 151:7.019257183330005 152:-10.61382773175785 153:-2.910027215926775 154:3.38586207814837 155:4.592856271752419 156:-0.6370969811909353 157:-5.89256483240213 158:1.571285123871956 159:3.272667789749195 160:6.243469995000087 161:-3.825071749857089 162:-1.750289496758873 163:-5.488843556002986 164:7.900703790655501 165:4.864056405711218 166:6.869304151729991 167:8.349285293002662 168:0.5696611156816488 169:-6.250095456226695 170:3.799519408212549 171:2.705692537251622 172:-1.083255167998056 173:5.556150446255931 174:-9.096746451809903 175:2.722440853752514 176:3.145889858161342 177:6.610405916691484 178:-0.03047116256288107 179:-3.861341125849124 180:-1.437676582723525 181:-0.2632952195969087 182:6.378928332364486 183:4.875342273036278 184:-5.455037173893923 185:-6.84450856359225 186:-6.162687222676599 187:-2.154025438927196 188:2.694352043672755 189:-11.1883658634335 190:3.667592812190304 191:1.044198085229319 192:8.056728747691231 193:10.06057517428123 194:5.499068902395928 195:3.870017295655794 196:6.613287189222351 197:9.264662203565669 198:2.893084759503691 199:3.356590932047589 200:-1.06367992741875
+-1 1:5.889847328639222 2:5.44000082331272 3:6.238178375189803 4:9.804033852555897 5:-8.410192426995618 6:-1.821552677514274 7:-2.354882190950941 8:-2.859627074831457 9:-6.237655402514425 10:-5.887251594771156 11:6.399797577655565 12:-6.351084897692335 13:-6.163135650269824 14:-3.690188371297543 15:-8.691009369643925 16:4.006254897012354 17:-4.39853954980822 18:4.971693278300243 19:0.1374102988250766 20:-0.7407041379384676 21:-2.914917129782796 22:-9.578623745181243 23:-9.024503542181909 24:-3.854740216248348 25:-2.241578011251195 26:4.893824485267812 27:8.236921968714512 28:-1.789236125754812 29:-6.56785869568831 30:7.115198865398681 31:-0.1143255944166404 32:-0.73222530356872 33:-9.868248904685208 34:2.480272676419869 35:-4.446495152428484 36:-3.65016429691811 37:7.410215163895914 38:5.331576099042919 39:3.953420522352015 40:-7.746021915480414 41:-2.707919933439426 42:3.400684879649738 43:-6.467037684563014 44:9.249253376725701 45:9.229641160506965 46:-1.653259734269172 47:6.893215926204574 48:-7.870968521175149 49:-2.449110914349232 50:4.409939598955029 51:-7.629119364070025 52:5.51659059816781 53:8.290204616715862 54:-8.313592381868258 55:10.16916350038226 56:4.162714039484979 57:-4.005790486769799 58:7.617201089428337 59:4.084492775028135 60:-2.107137021451754 61:7.479171220089453 62:-1.791629284553603 63:-3.649846969398202 64:-1.788467498998956 65:-2.25206683007484 66:-4.548550158018221 67:-8.803858007704502 68:-9.478808987959319 69:9.535027850953723 70:6.265083154301621 71:9.028977397745312 72:8.773644642892844 73:-0.6314647805161201 74:6.254953382193507 75:-0.2026697672229904 76:4.956884861721352 77:-3.413866228485328 78:-0.4940644782271011 79:9.931123898511283 80:9.489917042604381 81:-0.2821671611781957 82:0.8225091807602037 83:-8.511150009321421 84:-1.725499360723562 85:2.196425228371456 86:7.72489073295503 87:2.692905708323488 88:-5.089758664429207 89:-3.879299764446684 90:1.414465881718097 91:-5.715093591643872 92:-5.569920110617756 93:1.052740527055696 94:-4.437342312399273 95:-3.272957358965255 96:4.81389815300379 97:9.653115366187375 98:-10.71730008291264 99:-2.531972640602337 100:-2.978942541262346 101:2.660584406327612 102:3.488335804397779 103:2.734201398848791 104:-4.427752062849147 105:-7.105733430222845 106:-1.047210969012801 107:2.131108304405903 108:0.1826417076602916 109:-2.225763455695826 110:-0.4669049520412808 111:5.942177282404399 112:6.944866498584014 113:8.708219575776363 114:2.000142429326162 115:8.690371332785652 116:9.924069646102268 117:-9.99342151134061 118:1.189228847014683 119:9.384136472014786 120:0.3766233331638252 121:2.794529924209993 122:-4.899321749844666 123:1.586498727616581 124:8.811652755794244 125:4.914667873252587 126:1.562692111780062 127:7.199392494069274 128:9.179143470363913 129:6.472580803928796 130:-1.254211124804358 131:0.4830453575944075 132:-2.13569959604248 133:-1.23931292663644 134:2.728776509910217 135:8.293859868254106 136:-6.890491103377847 137:-4.096321415656126 138:-3.390532411403866 139:-4.103594266540689 140:0.1139695513527144 141:-3.064246473135166 142:5.224943347124017 143:-2.884069764846056 144:-4.746662467116003 145:1.440693478241035 146:-6.59193671467033 147:6.794435032507456 148:-2.497972972563512 149:5.354423429318651 150:6.600185036619399 151:8.837465485063216 152:-10.02529875025881 153:-2.155354798736538 154:3.1086268398406 155:6.054667141247148 156:2.167782975040685 157:-5.272322794000783 158:0.8018643195549584 159:3.671450274102194 160:7.480510538574038 161:-3.513948050552169 162:-1.496919975558601 163:-6.763075548427248 164:9.200434155831378 165:4.66276156196979 166:6.109213241885775 167:8.706202090763536 168:0.9424365376491288 169:-9.556008012846748 170:4.216219544763598 171:2.069157080528138 172:-0.01263799769540341 173:4.513965389140744 174:-6.316174971684104 175:1.510007282499209 176:2.11682361885264 177:7.429762339841599 178:0.6138618837577761 179:-2.967092906178712 180:-1.387176533758317 181:-1.169980642030912 182:6.753552096704198 183:3.672589110221942 184:-6.959998186752157 185:-6.236183362408549 186:-6.888044757223879 187:-3.504223699905514 188:1.653653191110466 189:-10.65832971369199 190:2.165182842264602 191:-0.4763611711401845 192:9.405243399573306 193:8.927205663138173 194:7.387932097203061 195:3.273914302615065 196:6.121874225506163 197:7.437109802628016 198:2.726393410492517 199:0.7099276922601268 200:-2.690488468065507
+1 1:7.39473410979252 2:-3.417638199403467 3:-4.382223562398595 4:-2.770247010574522 5:4.297152365529711 6:10.81039755088731 7:-9.334276252802521 8:-5.90752438223232 9:7.349429851666045 10:6.555273265772854 11:-9.216156428505208 12:2.770305753743742 13:-8.394009487404217 14:-9.561172976172534 15:-5.401664379816853 16:4.511623025415801 17:7.113277834161106 18:2.908830619231298 19:-9.384716708026982 20:-1.908038830909228 21:-3.360866907216578 22:1.980656809193146 23:-6.938422519357021 24:8.817003804233098 25:0.7983397214101227 26:7.169253699934218 27:1.426831598200118 28:-1.06163546257995 29:6.389993723537572 30:6.641013251322948 31:5.594143340794383 32:2.213735388009697 33:7.367206262282124 34:6.337904973798544 35:4.93846595150581 36:3.109005833028781 37:7.621844188790544 38:6.752847452378555 39:-7.865880550389669 40:-5.603421151412372 41:-3.668670182712542 42:0.792613919432323 43:-2.565002862204668 44:-9.177181351862824 45:2.448567841478711 46:6.25106321789707 47:-9.403203989431065 48:-5.718117936782305 49:-8.02344858163694 50:7.466585342518746 51:2.2500550921953 52:-1.395020428073594 53:8.750614380767708 54:-8.949847844698908 55:-3.092503526996487 56:-3.029134889383145 57:7.997411482216801 58:-10.29941443830356 59:-3.022962597945651 60:-4.765354561368186 61:8.015656461096505 62:-4.726947448323801 63:8.6509416218249 64:2.594647822864402 65:1.249892518195037 66:-0.3379410336390452 67:-5.143998172599092 68:7.966875483069797 69:9.005409430643251 70:-4.84623444300021 71:-0.7719646283461166 72:2.776068260434888 73:0.5218677958637803 74:4.710639028616197 75:-3.413785513413478 76:2.559544884544861 77:2.199557620604975 78:-9.206280966416287 79:2.06087969949061 80:5.799724139084572 81:-4.793367368073333 82:-1.833681446716618 83:2.334598691733528 84:6.934975181184925 85:5.446403346473504 86:5.035888707307964 87:-4.999001706987737 88:-8.71437779858053 89:0.1390152887122381 90:-6.227063737297747 91:-5.553659119665997 92:-6.541293660429607 93:9.263966776336753 94:-6.423928379273327 95:-4.759194287775395 96:-7.927532093792562 97:9.341029663162383 98:-7.940085885439802 99:-9.248618734785595 100:-0.07561010344994434 101:5.861256743934789 102:-5.513895040689349 103:5.6572852502427 104:-7.796827133182574 105:-6.544263415361772 106:-6.838789031300279 107:3.058663659766214 108:-3.743629854647406 109:-8.01826601015053 110:6.076922404658458 111:9.295672722261468 112:6.249049737233021 113:8.205259391941256 114:-5.945921660538083 115:8.460905745606597 116:-8.357155119659522 117:-3.917380340588326 118:5.261635286987285 119:4.349626384098569 120:3.341690351159588 121:8.157626193456306 122:2.072879980952244 123:-7.894130961787925 124:-2.826875592527825 125:6.030404703057457 126:6.10876358831552 127:-8.690183548327965 128:0.438959716527882 129:6.539820036587496 130:6.128033080720368 131:-2.544944886118413 132:-4.225692138907292 133:9.658000971609177 134:-0.1147107869578431 135:-2.865257434056089 136:7.233803950647049 137:-3.830741621272663 138:6.82460130098724 139:-8.863523412158575 140:0.09996861997078321 141:-9.398965756688147 142:-8.470426480370628 143:6.46712718422847 144:0.09174541922800383 145:-0.4775764995798113 146:-5.493994713062916 147:0.2844447209661869 148:-6.532927813410279 149:-2.495075869503031 150:-0.7244661158734775 151:-1.786704043062433 152:5.954711668547806 153:3.746960319430126 154:-6.149784787223298 155:-9.36712606655831 156:-8.684109642017185 157:7.162224877574584 158:-3.401312430601634 159:-3.793539287249619 160:2.325298899051066 161:6.663927712211819 162:8.372346390790861 163:-9.578885199143256 164:2.304412240513002 165:9.420712273067508 166:2.321017426329858 167:-4.692660252737501 168:-5.043821750992837 169:2.164518247687364 170:-1.417483868511382 171:-8.862367902752137 172:-7.609649784421078 173:-5.876285800350295 174:7.729404282741277 175:-3.941495914891409 176:-5.447299096845807 177:8.772717270211134 178:-2.516368831550027 179:-3.169467724807896 180:-2.877626389299047 181:2.352649330601366 182:5.785225619779801 183:7.509942376089819 184:-1.199058469689768 185:2.863051310967902 186:-6.133262581649518 187:-4.87739822842943 188:-2.081821554629022 189:8.000908672057063 190:7.794036516554618 191:-8.615035010306743 192:-2.994750819779491 193:5.468866039839661 194:-5.763388968589058 195:1.761624422842818 196:-8.299161246213039 197:-8.585304328791519 198:-8.390997602507012 199:-3.263866724289711 200:-6.205633725059777
+1 1:8.401508236326194 2:-3.424743408830356 3:-4.266596195306629 4:-2.730433480786647 5:6.580514263446357 6:8.962654100040918 7:-9.32326027097934 8:-4.891219159430279 9:6.968262525312145 10:5.623042579087979 11:-8.325319584539777 12:3.314086558587797 13:-7.752196383214184 14:-9.003692032287709 15:-5.15341217039192 16:4.204297899967425 17:6.480077692649341 18:1.874685527919256 19:-9.49829326812379 20:-0.7290594914238403 21:-1.531705651075987 22:2.648424688807035 23:-6.990763518584166 24:8.241594033147223 25:1.417848094038918 26:3.211733231693304 27:-0.3238729621364397 28:-4.503105162941793 29:5.547636287389691 30:6.872851548458665 31:5.869675343845794 32:5.153824808952993 33:6.3414413286385 34:5.672215019659223 35:6.341107696461503 36:4.7443054011734 37:3.861729685041959 38:7.240758683863586 39:-7.759724235741274 40:-5.187859564702024 41:-1.684610421190051 42:0.4918236493357273 43:-1.423027600835393 44:-7.798469893414836 45:1.755853018171458 46:7.25161505701986 47:-9.829456081384006 48:-5.262774608688961 49:-8.367267276703517 50:7.639207647078625 51:2.658183815452633 52:-0.5858827829445028 53:5.052586486647966 54:-9.987618410437689 55:-2.264327416267203 56:-4.132490687063012 57:9.024509554830791 58:-7.861650328596203 59:0.8130500528243965 60:-4.961834996038294 61:8.556633563934799 62:-6.070717473357245 63:8.941959121658174 64:3.080032626516729 65:2.016657674069824 66:-1.71984091773614 67:-5.668851143516378 68:7.564565910213975 69:7.882269365003394 70:-5.281793852057893 71:0.2159799454770779 72:2.77011778288424 73:-0.1959290523022436 74:4.732714994210567 75:-3.132555694781363 76:1.660007998980204 77:1.80983176770469 78:-9.158411328405084 79:1.149509796613331 80:6.807609264859847 81:-4.773642796427396 82:-2.754875267835145 83:2.774632945271218 84:5.395213880855725 85:7.789213326181619 86:6.414132893675899 87:-2.351383545134293 88:-7.791599292353484 89:0.1394970416631751 90:-6.390978571100123 91:-2.602060193392963 92:-6.493974291285394 93:8.130213199078758 94:-8.805779094989914 95:-4.627805654138538 96:-4.166287427948724 97:10.14888983128393 98:-8.064880766143956 99:-7.21471210179881 100:-2.453203873889882 101:6.327115140500401 102:-4.31441178742445 103:5.50414924515731 104:-6.885656694327472 105:-5.842914811413209 106:-8.932069732052707 107:1.923047332275156 108:-3.163147267245756 109:-6.246046885001022 110:5.917661697843513 111:10.71493072160007 112:7.199413933875821 113:8.370977559660815 114:-6.834830489186083 115:7.99329597974261 116:-6.70276794739369 117:-4.278795271612089 118:4.08016908221502 119:1.817926122736121 120:4.027789303161397 121:7.384281269516029 122:5.244975400089243 123:-6.79227098502081 124:-2.187025654268123 125:5.790409890080946 126:5.912518332945313 127:-7.684774907701888 128:-1.642055707029033 129:5.783897667651051 130:4.105916804367109 131:-3.876075686766173 132:-0.7051271095431615 133:10.89202359121003 134:0.2827508064830104 135:-6.795591451953686 136:5.314412606906552 137:-2.063046656565799 138:6.877352105471331 139:-9.099047554520665 140:1.508942514270246 141:-9.221690846448539 142:-7.65278294300388 143:6.173804521413062 144:2.180891342580918 145:0.5149005928025662 146:-7.956075390917293 147:-1.428688032124274 148:-7.818537157487456 149:-2.179436066056275 150:-2.636198429733361 151:-2.076891412682384 152:5.968958428436446 153:2.305936316295067 154:-5.211940524659124 155:-7.301063736879122 156:-6.845187256010765 157:8.275238332896386 158:-2.299530741667025 159:-2.650010662843548 160:1.085975414932639 161:4.458018497261297 162:8.993788929784831 163:-8.774795952071454 164:2.671636777701066 165:10.5396693580287 166:1.780170890822241 167:-4.374434155323686 168:-6.652702645761639 169:2.244535908431619 170:-2.245458953630108 171:-10.14799622336967 172:-8.502957138690322 173:-6.739171937978668 174:7.239413082674442 175:-2.186724959578243 176:-5.214645810744326 177:7.335813216264022 178:-2.846070721735128 179:-2.396022304837423 180:-3.565884478205113 181:3.049494413191246 182:5.78976700667191 183:6.343915348674854 184:1.13805269184105 185:0.7511364554507525 186:-2.656027031764456 187:-5.183313020777225 188:-1.860589835369509 189:8.560635980367266 190:7.430738609111052 191:-10.11473290405921 192:-4.099801196448912 193:6.950630708219706 194:-6.993729836469502 195:-2.562252265262705 196:-7.195481228338726 197:-9.486435424637603 198:-8.585918281264009 199:-6.052188175577848 200:-8.437264776894704
+1 1:10.2497152577344 2:-3.385093355278644 3:-3.576701147531182 4:-2.234045763587046 5:4.742883513078476 6:8.799893052717817 7:-9.857609629538526 8:-5.673402314002078 9:6.529854530237444 10:6.6725539482161 11:-7.514677261178239 12:3.093466837265955 13:-6.494772548831452 14:-9.556558037910566 15:-4.335040894497666 16:6.200418370586631 17:6.11275384484255 18:2.694819092916104 19:-7.03126903193964 20:-0.2477539977446408 21:-1.208089050564125 22:2.109388180560684 23:-5.533082559452085 24:9.132983178442155 25:-0.1048460145791577 26:2.849704002851849 27:0.3009901876697085 28:-3.335441975997505 29:7.020108221176368 30:7.470990337557556 31:6.774776464052459 32:6.273967576861057 33:5.209078492534501 34:6.715334348722878 35:7.272448129996096 36:1.637937756617551 37:7.316525852034793 38:5.400291769767197 39:-7.682915265028311 40:-3.310241887621364 41:-1.412724873732 42:-2.333826375859745 43:-0.9051743887319729 44:-8.294747459999357 45:1.369416769380219 46:5.670386141219281 47:-9.869547207660982 48:-4.234229123516941 49:-5.163416640621417 50:7.28423799551566 51:4.722185506506667 52:-1.932522640815828 53:7.569395839056282 54:-7.032400565260479 55:-3.154658674283016 56:-4.621250117979975 57:8.439358694440607 58:-7.74187794070943 59:-0.9351682421767333 60:-5.047382063496731 61:7.369256469741392 62:-5.233855370494915 63:10.99966094043132 64:-0.6630486832306566 65:2.067939853644896 66:-1.02996126277567 67:-7.140771292858508 68:9.088921775096026 69:8.644759315064226 70:-5.019292691622951 71:0.3858141676267532 72:0.7720561321739516 73:-0.07041022073446546 74:4.421043486748682 75:-2.772016881792753 76:2.091438655192613 77:1.368855128794721 78:-9.528888897020726 79:0.7578091184582078 80:6.211182689257338 81:-6.677374601405443 82:-3.307097320164842 83:2.018048812209777 84:4.752757436333779 85:8.168584002680653 86:7.524576008170094 87:-2.002925054507947 88:-8.616078026594641 89:-3.33201739241773 90:-6.201254789352577 91:-5.159508878465628 92:-7.713313077030578 93:8.600091561929785 94:-7.531940445394825 95:-5.449081994765717 96:-7.047631771729332 97:8.990980819965067 98:-7.823699870581789 99:-5.34355730268612 100:-2.981254946889035 101:5.026818159476113 102:-4.881115003999009 103:6.027624416285054 104:-7.466687620251268 105:-5.734465013970615 106:-6.085042112144009 107:2.442246595886468 108:-3.059825335808173 109:-9.989828860397783 110:6.425009180585527 111:8.488341948635645 112:7.22945081826589 113:8.522225195884273 114:-6.720607816142299 115:7.867915933559721 116:-6.956718678422895 117:-4.001665004221971 118:2.957109381471469 119:1.544029088752426 120:4.530010302751616 121:8.962590418770148 122:3.422794903443612 123:-6.985094423640279 124:-2.466548291460816 125:4.587286647175776 126:5.482697398156517 127:-7.931873810419422 128:-0.3118921695685267 129:6.377437069472395 130:6.897505177300562 131:-3.445078244062818 132:-2.267245603729599 133:9.811613774056061 134:0.1316083922496913 135:-5.169966686466386 136:6.705273177375215 137:-1.25147886963302 138:7.473169493334369 139:-9.034072043120858 140:1.036300930023121 141:-9.66474218020063 142:-7.558630838586947 143:7.809820614530393 144:3.905805038442362 145:1.898113399249964 146:-4.281851406826239 147:-2.814733806946241 148:-9.152231810093456 149:-1.497711614821744 150:-1.920383627156077 151:-2.043880823429469 152:5.593200378427737 153:3.955748431838443 154:-3.920890653301277 155:-10.28440693302775 156:-6.085678052346699 157:7.576426090406587 158:-1.851201560729725 159:-2.577845263775866 160:0.5076593730952692 161:5.986746733302122 162:7.80397299986932 163:-10.74398461916573 164:1.056671178557642 165:10.29609116938858 166:2.890998070192064 167:-3.262170752334783 168:-4.225966964454512 169:3.808958439318769 170:-4.707352025299157 171:-10.87298915414761 172:-8.312870404428162 173:-7.847891837373341 174:7.049791213178091 175:-3.456971209950512 176:-6.073554272945483 177:7.025655057914257 178:-4.054079304175679 179:-3.187030590874786 180:-3.388867756122283 181:-0.3074526716737394 182:7.72244459919048 183:5.301059743374953 184:0.8634309888135026 185:1.140480067483453 186:-4.989493675056147 187:-5.43321079934679 188:-0.9254758018244367 189:9.176633261713267 190:5.889604740563763 191:-9.567198764807804 192:-3.301516381009834 193:6.152305348181974 194:-8.347887733204217 195:0.01240778962701528 196:-6.523822810138779 197:-10.88505714555482 198:-8.422153315032599 199:-4.180257259439198 200:-5.908321641794728
+-1 1:2.698554270622569 2:3.834123337079022 3:5.834378902113833 4:10.27657923147494 5:-7.863585727129663 6:2.341350218258492 7:-1.183407205689035 8:-3.398127677315704 9:-7.337802918942502 10:-5.637355805201485 11:8.590946272247812 12:-6.689269262849855 13:-7.624415032703883 14:-4.446327983132745 15:-9.097158061818917 16:5.154019872300779 17:-2.645699432999876 18:5.689688619420087 19:0.3826429895916105 20:-2.237667461657073 21:-2.40673513754975 22:-9.21999962345593 23:-9.379118017684405 24:-3.471480047843061 25:-2.872847617479008 26:6.803385809013975 27:8.395644497582811 28:-0.02720174767531225 29:-7.893490742380721 30:7.162321418622919 31:-0.7034108445304807 32:-0.8425948341766125 33:-8.689782919573309 34:2.92830891118232 35:-4.049678426487184 36:-3.245639125950638 37:7.108982708318058 38:5.131743221741269 39:2.095235937495838 40:-11.12338447179921 41:-1.212651602817943 42:2.511961665918315 43:-6.701427667535071 44:11.33436028645393 45:8.011840602052924 46:-3.171422919460787 47:7.760648651858924 48:-8.878502050620101 49:-4.021150690386484 50:1.799399954846624 51:-6.303835603029166 52:3.834837844149143 53:7.474459986715806 54:-6.759611163609784 55:5.632646825895732 56:3.979901160883181 57:-1.747269663243965 58:8.901384781991057 59:2.576673960417764 60:-1.494381741938148 61:7.393903253623983 62:-1.335318046502772 63:-3.006237905941963 64:-3.592073630245531 65:-2.09091301955988 66:-5.212943584755087 67:-8.85591664894862 68:-7.083814817836503 69:9.385734196342034 70:7.163306339063094 71:7.844284434278614 72:9.061052623933756 73:0.267532625780985 74:7.923055982318737 75:1.330487626336296 76:3.533826002612864 77:-2.563719064201324 78:-0.9144923986939226 79:8.669555455887432 80:11.04051237159809 81:-1.174590265425193 82:0.6777950177599867 83:-9.135701972726814 84:-2.540949881400181 85:0.8398077638354245 86:5.59859576706895 87:1.444286840478377 88:-5.932361907403005 89:-4.096888382613714 90:1.619855977291551 91:-4.687692088259274 92:-4.916871722671865 93:1.388344442836871 94:-3.258165561923048 95:-2.952974923968129 96:6.588959549530695 97:8.332251730736379 98:-7.390846798442396 99:-4.891385883173351 100:-2.696710973680255 101:4.031695996400325 102:4.586628449371413 103:0.8570826421538887 104:-3.68097493435197 105:-5.484795109786502 106:-1.431601307423365 107:-0.1014887296489677 108:-1.334531720316634 109:-2.05656288933539 110:-1.908483016064671 111:6.254672504708937 112:7.377610224747811 113:9.369469875930209 114:1.626857954028224 115:7.970298292836081 116:6.82605246315649 117:-8.572157110471412 118:2.175561024496464 119:9.138096298723582 120:1.014506980143032 121:1.807262193535613 122:-2.164067327938751 123:4.317327078005902 124:9.411892591816919 125:3.194745961707322 126:-0.6595199822827811 127:7.908578052898321 128:8.038104230675405 129:5.175686634274312 130:1.7127039704786 131:1.348093623448044 132:-1.443599294688361 133:-1.801086670534108 134:2.540819515466905 135:8.705994750331829 136:-7.843098548045651 137:-3.290980564503263 138:-2.810890194733184 139:-5.086251558270963 140:-1.908771478439217 141:-4.474217635425916 142:6.096072617430241 143:-3.182333987044168 144:-5.871029652412512 145:0.5664813848917621 146:-5.814989818895417 147:7.432373258915628 148:-3.71601080933016 149:5.003046401004787 150:5.476911550901488 151:6.136879460168937 152:-9.748714976464379 153:-4.670289323896177 154:4.05453663624486 155:5.404661140239134 156:-0.01849581086580843 157:-6.45442959934888 158:3.484955044174347 159:4.899796645500696 160:7.810808132936386 161:-4.651265733907621 162:-2.148484790222509 163:-7.255331179429692 164:7.301538725700963 165:5.155956026448609 166:8.334052690438179 167:7.406293752412441 168:0.892928818095424 169:-6.462854037114261 170:2.033470815239882 171:2.171521580733267 172:-1.117925276515876 173:2.785821493404427 174:-7.597437571568111 175:0.9625794564008378 176:4.836577542557508 177:6.63139660101557 178:2.506496915721988 179:-3.425859976384495 180:-0.8888578228535173 181:0.5747150260829796 182:5.001317254816401 183:3.683067383292886 184:-7.980111696465883 185:-8.03963339299905 186:-5.141502613174038 187:-3.541475728776457 188:4.5018881502469 189:-10.69447868261432 190:1.71477031387913 191:-0.2399020933637068 192:7.880378076824856 193:9.670205977860666 194:9.023759448125416 195:3.934468927970746 196:6.086821691965193 197:10.01337875379478 198:1.872075830990505 199:2.409062247679782 200:-1.907579446007964
+1 1:9.253887371430967 2:-1.832169677570573 3:-4.754859049571911 4:-3.664400655615214 5:6.13579758267301 6:10.81774652334495 7:-9.17124266166603 8:-6.033107832801634 9:6.622241231935587 10:4.603205185571535 11:-8.713531580412731 12:2.613757420168173 13:-8.061284244846327 14:-10.46930980706794 15:-4.469172682752438 16:3.079345100102505 17:6.499087182674699 18:2.246224675948379 19:-6.607427305603464 20:-0.1350322998945945 21:-4.416599621967563 22:1.934844854676476 23:-8.064776530562959 24:9.345611728575381 25:-1.302601477839354 26:5.389230953615343 27:2.187169465768733 28:-1.820257701504812 29:3.90980136874041 30:7.357574966043043 31:6.432165263509338 32:3.235962101685653 33:5.799891529831511 34:7.411213471279432 35:8.056629983429257 36:4.764225539297232 37:6.226138156689554 38:5.777839417339936 39:-7.326851105271292 40:-5.088344242541004 41:-0.5599450643304015 42:0.1702785693157894 43:-3.08993046094201 44:-8.366139774838754 45:1.136712396384509 46:6.59146728421852 47:-9.032571539068147 48:-4.544033087429192 49:-7.877005722119317 50:7.52757198389188 51:5.072381731136949 52:-3.692986051250603 53:7.060108312719657 54:-7.361251764518874 55:-1.694902680826006 56:-4.202285988471443 57:9.536520143186827 58:-8.56477669350415 59:-3.90314086791371 60:-5.681380191126783 61:7.892100922100406 62:-4.508746457586026 63:9.804453284118194 64:2.695050820572464 65:-0.6896930350854258 66:-2.383463114021406 67:-5.177404068955373 68:9.052428858889616 69:8.737946218089055 70:-5.447521350788398 71:0.9162845558913885 72:1.784753148476136 73:-1.353386454135395 74:2.947718849323269 75:-3.373020372157109 76:3.527520437515481 77:3.296249870000816 78:-9.475337354759285 79:1.477416615247777 80:6.256921436578383 81:-5.171004045305074 82:-2.115537660833112 83:3.277258580726745 84:6.825756586840047 85:7.222277978094009 86:5.913043067890676 87:-1.728968625842014 88:-7.481702986505438 89:-1.21006961260551 90:-7.965116190404578 91:-4.866762671569876 92:-7.007693008671688 93:8.880817202668354 94:-8.942583216261404 95:-4.053530081658529 96:-8.680991632553534 97:7.766844634821182 98:-7.8724007655315 99:-7.334319224720598 100:-0.4834104992210502 101:6.426524310190608 102:-4.561659928251462 103:6.156044098724379 104:-7.014043949008979 105:-3.711541020868788 106:-9.213911322142541 107:1.518874846498516 108:-4.159880129841095 109:-9.196995344185451 110:5.517183113939821 111:8.758833543329748 112:7.526651278724501 113:6.265079587546516 114:-7.199823076024668 115:9.272439342532923 116:-7.826953755337662 117:-4.3315837481524 118:3.839672263771449 119:3.073194827911308 120:1.358988052064539 121:8.966532805675991 122:4.27132084587947 123:-6.767015274941828 124:-3.331372782003454 125:4.64012273161979 126:5.548770413454544 127:-8.567867273322546 128:-0.9655503237439536 129:5.60405074640138 130:6.801128090899557 131:-4.643939750445941 132:-1.748796608675864 133:10.66493002277423 134:-0.8885218220122371 135:-4.614323195239526 136:8.919126055063524 137:-0.3312854267020438 138:7.752307086827408 139:-7.832322664549564 140:0.9731561861877821 141:-10.47639619200023 142:-9.549716813758385 143:6.3294411207676 144:4.335342732084637 145:-0.4178721640410885 146:-4.561160162654191 147:0.02398489892074918 148:-8.721836807580365 149:-3.28827189478876 150:-1.776609324358888 151:-5.72204030333392 152:7.086478844480377 153:3.670195480283668 154:-4.48556657018703 155:-8.421831564477593 156:-7.237817520506134 157:8.031828367052267 158:-1.121193457033523 159:-1.433257224818958 160:1.323745734696129 161:4.806004727807921 162:8.634567524672317 163:-7.036715051485983 164:2.951528017578257 165:6.595144728091999 166:-0.05029033721400022 167:-4.966302800902754 168:-6.63544633843274 169:4.621841029298706 170:-0.8354072762245901 171:-10.65911556440535 172:-7.805348674901052 173:-5.040979308939983 174:7.643786339490361 175:-2.885155168263201 176:-6.149554689800103 177:5.816878436202449 178:-2.585980076592398 179:-3.343550674649171 180:-4.351794878978144 181:2.534067630590097 182:6.76121457669399 183:4.722311864697287 184:-0.4263603549413155 185:3.294040900864902 186:-3.432473733839101 187:-3.797948518785043 188:-1.205954109883106 189:8.355118568857076 190:6.086679325702999 191:-8.327945765446081 192:-3.899713692600629 193:5.823619744700623 194:-7.216403162684925 195:0.5575282920842265 196:-7.899484104222464 197:-8.075230081784303 198:-7.710324620195723 199:-5.997491786117446 200:-9.029382844658162
+-1 1:2.912202891982846 2:3.879494003749622 3:7.401386183309921 4:10.33719991064146 5:-7.565657595881767 6:-1.350075226101357 7:-3.872583583501582 8:-3.423937697825272 9:-7.574927711938972 10:-6.602949338679914 11:7.76110671667563 12:-4.922617720224264 13:-8.215564344157361 14:-5.302562829267371 15:-5.66006484741802 16:4.3076754928673 17:-2.873126509815944 18:7.744101147500222 19:-0.7242010894280172 20:-1.857020470861606 21:-2.053080483664433 22:-8.961950863521841 23:-9.047825057444756 24:-4.48855696762831 25:-1.939151729929745 26:6.769646586157387 27:8.396204659827591 28:-0.8154488652414751 29:-9.466927650922607 30:8.883911799382986 31:-0.8283023984672082 32:-1.213626016766651 33:-10.39100356059448 34:2.125660630275981 35:-5.304314604571522 36:-2.742531788156758 37:5.070463410032474 38:4.891443712594901 39:2.746639610443725 40:-7.569757021049019 41:-5.171524119928479 42:4.574639236321479 43:-7.813253591065917 44:8.806029681176357 45:9.096382407652058 46:-2.386832886978731 47:6.104973116573121 48:-7.602441871215233 49:-4.352700615405006 50:1.827748333906583 51:-8.538286737820673 52:7.291950460913348 53:6.939823749561545 54:-6.352821024325158 55:8.437026562897712 56:6.270224226251699 57:-2.587486004838769 58:9.171298880535998 59:2.670020487950704 60:-2.45451118671935 61:6.794567609433187 62:-1.069352263499002 63:-3.182796821443765 64:-3.521712045106456 65:-1.56186238388747 66:-5.373078037681209 67:-8.247036511343186 68:-7.821742473628807 69:8.317545549669711 70:8.062348629055251 71:8.610648111065649 72:8.572336272336239 73:-0.2566432476901582 74:6.974258347778449 75:0.2557155274723644 76:4.66916822169356 77:-3.196852194016302 78:-2.549314515982739 79:8.271045163740942 80:11.46002071359916 81:-1.955712293756257 82:1.93345425479778 83:-9.659352891010279 84:-2.605559801680799 85:0.8017367508209218 86:7.706375849352791 87:2.215471351462955 88:-5.039911520295061 89:-4.317994375187269 90:0.004316368433337381 91:-5.869158766375169 92:-5.272580018247343 93:2.938060714739179 94:-3.890636053748128 95:-4.110797916777217 96:5.977402215432057 97:8.456693329654442 98:-10.24284702386222 99:-5.770818278346935 100:-5.28172911035667 101:4.130105177162598 102:4.961904823177484 103:0.7826927294667887 104:-4.047687937069227 105:-5.994300179312976 106:-2.227537773809906 107:2.714988227803061 108:-0.2654998647417318 109:-3.499862817980179 110:-0.4044947848241156 111:5.58349776959957 112:8.03313920684929 113:8.818011101792278 114:2.430678243361066 115:6.199112293711437 116:8.495844055996121 117:-7.583982333136126 118:2.245091579174237 119:8.673566408363 120:0.9740134737791718 121:1.988145980191385 122:-3.379266150711498 123:3.417084783784894 124:10.94054031031061 125:2.35337577621778 126:-0.2761902724464037 127:7.732710105712523 128:9.47057376459728 129:6.377517546380386 130:-0.729843723005533 131:3.083332996464311 132:-0.7989743080146616 133:-1.193989242664679 134:1.867477882771356 135:7.894822172159214 136:-6.350175071274963 137:-3.487011721808727 138:-4.957295822205589 139:-3.286539200368128 140:-1.773524261643026 141:-2.33239740447346 142:5.327587866542843 143:-3.002187911337157 144:-3.442397571106171 145:1.527233507826048 146:-5.582907187293658 147:8.829148193135923 148:-2.259007041694062 149:5.08324680665659 150:5.278917510564859 151:7.996573875876414 152:-9.849942521460841 153:-3.915929544337135 154:3.270779473326943 155:8.069447279870852 156:1.806197836908894 157:-3.69460004043976 158:2.070360400488423 159:4.581962124682138 160:7.611261453306508 161:-4.413119664867173 162:-3.433544487316547 163:-4.543868721119809 164:7.240883507942674 165:6.363444182965067 166:5.430491487215861 167:6.248213497975888 168:1.544147185904298 169:-7.365582107458041 170:3.894607174679435 171:2.671141619791435 172:-0.1693213519657104 173:3.824590333589321 174:-7.193725252628019 175:0.8208125692072037 176:3.313462365320769 177:5.318552194547392 178:2.486093926174864 179:-1.021667744356194 180:-1.896538578270314 181:-0.3713475945446225 182:6.777774432402262 183:1.225857429218045 184:-5.441700806344057 185:-6.801885870071878 186:-6.373574907958328 187:-3.983065004758166 188:4.262589185657094 189:-9.022765090676833 190:3.238384248148837 191:0.6803667973529607 192:7.978503755696635 193:10.43694461605106 194:8.673161145038897 195:2.721488475393064 196:6.499340067970676 197:7.885635705728033 198:3.5075294728501 199:1.993537073320454 200:-0.7379972878650907
+1 1:9.557106946287057 2:-4.744855586761362 3:-5.209533109300843 4:-4.742724921263777 5:3.44920332799466 6:11.13034829998236 7:-9.543430910249834 8:-6.406302943374125 9:6.570177676694553 10:5.396285251330111 11:-8.149180756570294 12:4.526132283124541 13:-7.565955836855112 14:-9.52502650385529 15:-6.948334068861603 16:4.818662433877158 17:6.154297999354968 18:1.57271405946387 19:-5.747900075317316 20:-0.6565494106939221 21:-1.435938130870309 22:2.044967955103699 23:-6.515265082421047 24:8.918758825202227 25:2.300642212572745 26:6.675280773658459 27:-0.9010395277604832 28:-2.102653442033908 29:4.339487470933022 30:8.264496604109262 31:6.151885592073397 32:4.532562737157868 33:7.940268233114254 34:7.028028994460389 35:6.768949395534927 36:3.541276656305331 37:5.901459270227528 38:6.514262988522373 39:-8.979190233673988 40:-5.191791759030028 41:-1.406402125463595 42:-0.1313038149778257 43:-2.614576899132326 44:-9.253635497580122 45:1.488042033120141 46:7.303342196073541 47:-9.275620667908678 48:-4.933578758447713 49:-9.090062428193384 50:5.91708659059901 51:3.38920757164703 52:-3.003464676874881 53:8.497474666802965 54:-7.728001275348973 55:-2.042816461455019 56:-3.983826095729932 57:8.863193777869613 58:-8.616485918458107 59:-0.999050503231907 60:-5.202978093320699 61:6.682689250730345 62:-4.593950532006136 63:11.95049874399637 64:-0.05839711938526426 65:-1.34111330902549 66:-2.395853565462423 67:-6.336349789931921 68:6.993490596829551 69:9.458567609206213 70:-4.860682863757508 71:0.3490136530924481 72:2.253994761828822 73:-1.829585531485867 74:5.285788978664102 75:-4.118809551809766 76:3.133003826172649 77:1.353509331268151 78:-7.535783735877031 79:-0.02114445554614575 80:6.551058025645284 81:-6.418065550835215 82:-3.237164125916278 83:1.629163890491897 84:6.44148228223712 85:6.874992477825512 86:7.780974851262605 87:-0.8355831532251261 88:-7.005674538730707 89:0.3622658022005707 90:-8.442337769348875 91:-4.54844814328677 92:-6.402450993950984 93:7.789496416668217 94:-7.287629605483064 95:-7.116671516306643 96:-5.609247805555638 97:8.200055326847108 98:-6.861088607834976 99:-4.754490768935248 100:-1.846351840638362 101:3.867356812311678 102:-3.97439477450886 103:7.744843641747637 104:-9.748273248535856 105:-5.700583723921519 106:-8.024962012797351 107:0.8606549758175518 108:-3.497465915086138 109:-8.278789318878607 110:5.564926206335426 111:8.82158283474863 112:5.585061001407687 113:10.15764513903028 114:-5.95448484241698 115:7.765583226799942 116:-9.042228783671709 117:-4.52729320376191 118:2.502696253704797 119:1.789214845908109 120:4.005134206984364 121:8.902771734615238 122:4.308343782944704 123:-8.009000852188134 124:-2.583307100831616 125:2.564713972468286 126:5.257966393687147 127:-9.441652561120993 128:-1.569227144269567 129:4.702329185750621 130:4.466493335355321 131:-4.605188905672445 132:-2.180789402325758 133:7.519667124031121 134:-0.2891465570150483 135:-1.607400731105384 136:5.648768328759215 137:-3.27121201107124 138:6.704782937859773 139:-10.14738764764835 140:-0.08192251143509177 141:-10.53033051163522 142:-7.429487335952745 143:5.117554088621657 144:3.342956289849707 145:1.283191483746765 146:-6.620733642307703 147:-2.150678087625804 148:-8.392973335308657 149:-2.544475464720868 150:-1.566089294869582 151:-2.560865132186535 152:4.677176717063605 153:2.486829150915107 154:-4.366564313694127 155:-9.393918654221638 156:-7.737676637653498 157:6.972045742348126 158:-0.5514270296438257 159:-3.339758664350727 160:1.197035543675445 161:4.570211253429354 162:8.631465054393972 163:-7.453552585434199 164:0.0791335008529308 165:8.031894201485535 166:2.171298310513834 167:-3.027749843020489 168:-7.155879216169481 169:4.116904504957231 170:-3.38230965769057 171:-9.551939333835806 172:-8.859279476555265 173:-5.351350571810083 174:7.562775554654732 175:-3.933446014175052 176:-5.172985851219777 177:8.337933969583112 178:-3.608728910374865 179:-2.756759456377145 180:-4.795936906310084 181:2.854941501928736 182:8.360900937276757 183:4.792604269795006 184:0.4109313548423004 185:1.696138891062678 186:-4.0074257711746 187:-5.309487042703115 188:-2.951434054072179 189:9.551220024710339 190:6.940937881129035 191:-8.682181701331416 192:-2.556862909161902 193:6.612465368584931 194:-9.568315838690527 195:2.325683635413407 196:-7.572635233469707 197:-11.04291655354795 198:-6.717200418677068 199:-2.416877667194357 200:-4.554355292745122
+-1 1:4.685224595395415 2:2.612977570823364 3:6.211386982769976 4:10.08328981479579 5:-6.636761639733207 6:-2.061567459828567 7:-4.797472271606951 8:-1.087204414272171 9:-6.741963237255917 10:-6.73718303863733 11:7.857517937221092 12:-5.742915281432857 13:-7.100383923945995 14:-3.595123205360591 15:-6.784910154502835 16:5.737946520200843 17:-3.823735992465603 18:5.9899064680408 19:-0.6051066247594258 20:-2.030352998148536 21:-0.9407670116750696 22:-10.68582841432408 23:-9.582682779603321 24:-2.630103012754639 25:-2.765769173457083 26:4.018488012013076 27:8.428061229196913 28:-3.249229237697951 29:-10.25795637791419 30:8.189385355560306 31:-0.766673732806076 32:-2.613306876328726 33:-10.17792581706517 34:3.80585541452615 35:-3.987898776445986 36:-3.287487406395612 37:5.994262103057548 38:5.415739241753584 39:0.9366501321315654 40:-10.26507326513069 41:-3.081455317004392 42:1.955062979589912 43:-9.122667033721191 44:9.04203172772063 45:9.042042392363522 46:-2.858754516167131 47:8.668034163068736 48:-9.908885087460904 49:-3.431626088060673 50:0.8190237968119569 51:-6.675516465289832 52:5.435854168025124 53:6.391270462263368 54:-6.95346277381542 55:5.940092556349052 56:6.45034654453325 57:-1.26168093229354 58:9.158925812263348 59:2.178167687081805 60:-2.812390729203779 61:6.884120302636618 62:-0.6036737223603771 63:-2.520043766836449 64:-2.628376757043568 65:-1.936514444371284 66:-4.698993055873062 67:-7.338530738654468 68:-5.307696994892735 69:10.07410236400784 70:7.888881505275307 71:8.093181868669534 72:9.82466854156541 73:1.059951487260163 74:6.66105364577681 75:-1.590184054046824 76:5.59258192706192 77:0.2242472537608982 78:-1.423433193861856 79:10.07673195010901 80:10.27526402653338 81:-1.643100648599012 82:1.308154776145001 83:-8.057442864556688 84:-2.279589562451087 85:0.6132986406917836 86:7.2251986775324 87:-1.176144642449085 88:-3.556546068047371 89:-2.967737288693368 90:2.706168161709439 91:-6.496176428827306 92:-5.836292250096699 93:1.544866854378657 94:-2.701396435064958 95:-5.478339987776342 96:3.355763511573441 97:5.863222376336186 98:-11.38207108264499 99:-4.359812526203462 100:-3.413710896163395 101:1.799131714186047 102:4.781440395516399 103:3.628944511752163 104:-4.448176023878052 105:-4.160483692534795 106:-3.904437312914837 107:2.224120795246927 108:-0.7008648535003364 109:0.02354681196750574 110:-0.9574858447066392 111:4.453856616388986 112:7.765442535400254 113:7.325624206050321 114:1.328869009852548 115:8.31923599822627 116:6.73578904919526 117:-9.878841137062802 118:0.04761070054977767 119:7.181639120187607 120:0.513218390743068 121:1.344710768054956 122:-1.791441966899175 123:0.9574875139597192 124:9.902804573240617 125:4.082945952158217 126:0.5830587317923976 127:7.525580529374685 128:9.374700772137253 129:4.36368466150686 130:0.6214446393816073 131:-1.452811491876372 132:-0.2336141564047807 133:-1.071778683064831 134:3.246314835578345 135:9.359719639709605 136:-7.187144907669838 137:-1.944673258748337 138:-3.413189152866634 139:-2.724572894997695 140:-1.850402943910401 141:-2.317985786137959 142:5.642267013659424 143:-1.296218079422883 144:-3.399265369758261 145:-0.6474827616809333 146:-5.852233598353134 147:8.169389850830333 148:-3.019545622893035 149:6.456382460143823 150:7.745924962693878 151:6.435347649487299 152:-10.59309925502115 153:-4.289124801894613 154:4.886565636717251 155:5.775867438952892 156:2.095718997497746 157:-4.434420874034847 158:1.665517020697053 159:4.775256472406185 160:8.15301387282582 161:-3.738084100338535 162:-3.352027630531381 163:-7.178877309434363 164:8.826077989312745 165:5.035610799588674 166:6.342149111431321 167:7.744428814921834 168:2.76682616295581 169:-6.76030218879304 170:4.598864936226557 171:3.724828115717277 172:0.6507946936640276 173:4.163129614418437 174:-7.754068808086409 175:3.174853942238897 176:2.854459728180366 177:5.945690368343348 178:1.879080679450949 179:-3.039995383178779 180:-0.6410540320689379 181:0.7343679866870345 182:6.057115769782318 183:4.715320838119483 184:-7.535527709994518 185:-6.479192228457795 186:-4.805153943364604 187:-2.924935277450559 188:3.469643349762483 189:-11.68258933396564 190:3.680697389178635 191:-0.3849965765033653 192:7.82581898289441 193:8.993588519605902 194:5.716569059526705 195:2.830855435892175 196:5.951895021710405 197:6.765178691806737 198:2.463146135150454 199:0.7105047900152071 200:-1.384701280718137
+-1 1:2.240892541580098 2:5.017288152419499 3:7.186973470098564 4:11.91790226807182 5:-9.530129609692258 6:-0.9831099636131554 7:-3.639689267346113 8:-1.796794576936382 9:-5.387413159943772 10:-6.00732692303179 11:6.478621315184811 12:-6.478285245664758 13:-8.751417020618062 14:-3.06468290570977 15:-8.559282542261485 16:3.690760116048064 17:-5.066502299520224 18:5.414312123114433 19:0.3777566304699048 20:-1.257005300163311 21:-2.154299777863076 22:-8.277161217306652 23:-9.490169026817563 24:-2.839202974726672 25:-2.771640816998 26:3.985728430066272 27:7.339657804409418 28:0.1649197152190934 29:-9.266826826407021 30:7.743199875259671 31:-0.1060680324957313 32:-1.237202648836985 33:-10.40756098537856 34:1.700771651339947 35:-3.24680007881642 36:-0.355650963513455 37:6.421071710313124 38:3.320464894810556 39:0.9085229219742526 40:-7.929681345066357 41:-3.302824787355731 42:2.952578733622974 43:-7.960152908465943 44:8.939870071820852 45:10.93706345939069 46:-3.435824635512825 47:7.173336600210406 48:-7.308432462533608 49:-3.415455330732008 50:1.469187272913872 51:-6.554231913352688 52:6.087618117828902 53:7.527653522377207 54:-7.480333005567303 55:8.644232147167106 56:3.866581904406567 57:-0.564484388939215 58:7.031373932062913 59:2.269173901440079 60:-3.899103715477669 61:4.898413185769601 62:0.2159151639521815 63:-3.568709956406352 64:-2.474285816394584 65:-3.130569041770575 66:-5.716491359001985 67:-9.714718903900351 68:-8.919533099704921 69:7.604336604882143 70:7.157207232109396 71:7.852025846775636 72:9.361644004155583 73:0.2761743972175736 74:7.351718610803418 75:-0.05670863918423757 76:6.05827734591665 77:-1.825098938308383 78:-2.169719154878758 79:10.03560845063289 80:9.422591055146803 81:-2.882186398848619 82:1.204316189216007 83:-8.254611980412989 84:-2.528732496510412 85:0.3815602420701774 86:4.907070102186124 87:3.514482664379225 88:-4.280405873903999 89:-6.153248021828438 90:2.459583615252268 91:-5.45571725130434 92:-4.524445270044319 93:0.8350810768122057 94:-3.752782796973594 95:-3.662867497241931 96:4.783230499313142 97:6.850304100405513 98:-10.61409507263403 99:-5.243298361080956 100:-4.223592489427173 101:5.625073515199995 102:3.839375959530969 103:0.5604023956593522 104:-3.090167583254083 105:-5.470441571058315 106:-1.986686129176498 107:0.7416319776914536 108:0.1339011284414653 109:-1.784690381833933 110:-1.001274898749139 111:4.75686840235208 112:7.612471221008462 113:8.728684931217778 114:0.8761058145523037 115:7.313774949527275 116:9.501710691210494 117:-9.391054027399223 118:2.259980327312052 119:8.165923199678316 120:1.990001411543644 121:2.251337560124011 122:-5.356949369832058 123:2.639023287379339 124:10.16414125985354 125:4.964483214948084 126:-1.309001634240127 127:8.118559402300697 128:7.921718686116566 129:5.565477929137238 130:1.267588163327928 131:-0.7889544213574218 132:-1.64812426141282 133:-1.813111176869179 134:2.77372315268167 135:10.25370258029428 136:-7.128267055185494 137:-3.372548106700686 138:-4.184697677950723 139:-3.249754809622289 140:-1.541460914328174 141:-3.19900297172777 142:4.520757625653241 143:-1.290942460826656 144:-5.932278323427568 145:-0.936012364164009 146:-7.97986837500562 147:7.217027421947261 148:-3.857672938625059 149:5.475945219539527 150:5.961475774116631 151:4.797608044758972 152:-8.684863252344261 153:-3.242952247301076 154:2.804757618475092 155:4.987918154263693 156:1.890655131225244 157:-5.290834721216066 158:2.534575522827244 159:3.823612483601205 160:6.270197887801956 161:-3.015867238937629 162:-2.221770918654169 163:-7.459490029522909 164:7.477618781208603 165:5.003207392336224 166:6.254530050149244 167:8.45159105567318 168:0.8028330341682637 169:-5.226600483184157 170:3.571317130549881 171:3.108074022782452 172:-0.5464418822887855 173:4.500428806750082 174:-9.450689888353692 175:3.832214856475773 176:5.167343222668661 177:6.173348216395694 178:0.6758814477123958 179:-3.416034745311028 180:-1.176562113787295 181:0.9090146911866774 182:4.200145021960031 183:4.285971843778286 184:-5.808768119083492 185:-5.503844152678795 186:-5.519313888112 187:-1.884169499639518 188:4.680321022793924 189:-8.792904013306822 190:3.454348148897103 191:1.27301333381984 192:9.900324628811459 193:11.27894884265205 194:5.589429623409196 195:3.638030105260944 196:5.853393445230111 197:7.987162556113446 198:2.149368697624126 199:1.361801587761828 200:-0.3288439496990077
+1 1:7.260147722358024 2:-3.540704131001415 3:-6.317110056283062 4:-2.862713271964945 5:3.616756653038484 6:9.33338538642089 7:-10.35947175841871 8:-3.980304636429339 9:7.442077082552125 10:5.186800522599595 11:-7.956835243308215 12:1.040143311352318 13:-7.702379761573804 14:-10.49645414123388 15:-5.804005740024305 16:5.118372007825313 17:8.099071920875856 18:2.942263966534709 19:-6.093540798100904 20:-0.1425678597560787 21:-4.142231205731102 22:1.105309761514914 23:-8.298525900631029 24:7.092881808214392 25:-1.932174940797952 26:2.385180585332031 27:1.676725481154214 28:-2.915338264252633 29:3.173820164432784 30:6.274973886854356 31:6.664136827883576 32:5.265210706965475 33:4.928191871644332 34:6.614235671331099 35:5.618952887295285 36:5.280005826298804 37:5.904193440216261 38:7.065345023734677 39:-8.752807802517692 40:-3.157383136764389 41:0.009571461035132067 42:-0.0210098316868792 43:-2.077191870140066 44:-8.755489473852675 45:0.9338226015101248 46:6.820354570591629 47:-10.5927759471153 48:-5.304372455806631 49:-8.95568164278022 50:7.875217709726123 51:1.704318338726667 52:-3.978284375787988 53:7.151035967402293 54:-9.049813782051833 55:-3.572894727135373 56:-4.11660130804708 57:7.637081919909649 58:-7.529847469421465 59:-1.12294410229966 60:-4.607396510737957 61:6.551960131411972 62:-5.546958200744784 63:10.28878395975172 64:0.8467311284459403 65:1.919589112551978 66:-1.127103787809818 67:-6.218064115662465 68:7.975246150973486 69:8.627416365562556 70:-4.508728291868255 71:0.6211891725977268 72:2.371998921335513 73:-1.836243102301723 74:5.821268653806087 75:-4.242300752674887 76:2.553271810305206 77:0.8676092345924526 78:-9.085694403527313 79:3.346916937699634 80:6.120189615037852 81:-5.255681497895362 82:-3.613150590934018 83:1.787889390539874 84:6.089854360150879 85:6.302307836342258 86:6.103263593954091 87:-1.577649524127251 88:-8.885943145772872 89:-1.611036045632683 90:-7.00325415914095 91:-4.80078554368562 92:-8.294796139832048 93:9.669975555732531 94:-8.071882010541909 95:-6.31102743699687 96:-6.727814958382305 97:10.43557499910945 98:-7.744026258796087 99:-7.547123731305186 100:-1.161834114903037 101:3.99397738164081 102:-3.381098660714929 103:7.372261243642234 104:-6.641262249616927 105:-7.679053964440095 106:-5.170047142324353 107:1.361160399020381 108:-4.298629673808777 109:-8.673467326693672 110:6.860653658622762 111:9.689750731762741 112:7.675017889803161 113:9.903656002150401 114:-6.097102938215609 115:8.858761080532989 116:-8.343911468140673 117:-4.680299209924034 118:4.853541467428793 119:2.591517873016964 120:2.659391521821997 121:8.644013412468212 122:3.317287606646989 123:-7.302990063026406 124:-2.171864902820339 125:3.990071786912971 126:7.546625619089804 127:-5.649093007321333 128:0.4513499437196458 129:4.36231680849255 130:7.324638668260113 131:-4.508508112502676 132:-2.071742901667131 133:9.830960597214931 134:1.041916261648718 135:-4.437308826496396 136:6.655551593156196 137:-2.474498642252632 138:6.108991002996909 139:-8.194620138684019 140:-0.2601271140959693 141:-9.47541523004819 142:-8.02435426445866 143:5.669473895328111 144:2.151799572062634 145:0.1829480394856284 146:-5.863643498376904 147:-0.246626468557714 148:-7.63891510092056 149:-1.360035661197447 150:-1.118101047761305 151:-3.784779716923765 152:7.107727615534504 153:4.496850793976566 154:-4.839362300126903 155:-10.67552140930123 156:-7.233624610311133 157:8.395658439418694 158:-2.266568128647271 159:-1.481598343515089 160:1.870634083683482 161:4.238669944721881 162:7.713648838448177 163:-9.725079076414652 164:3.844699266419072 165:9.045488663568127 166:2.122106259823239 167:-4.195769259852304 168:-4.422736256475349 169:5.681204275860666 170:-1.951768882556113 171:-11.9689865800471 172:-9.018543547955334 173:-5.080055862988473 174:8.928464062025254 175:-3.838592680778924 176:-4.549026830553142 177:10.2562153170329 178:-3.815601364354001 179:-3.005405627709346 180:-4.049622920166517 181:1.379695947503979 182:6.906358225734253 183:6.568853215852626 184:0.1298914658648349 185:0.4452339260316183 186:-4.216381737675254 187:-3.646590920158111 188:-1.125329302700922 189:9.890608946338327 190:6.501435479875338 191:-8.110998546979401 192:-2.9487902357261 193:7.222652270501139 194:-5.862202002336487 195:1.596592980970702 196:-9.251669184146568 197:-9.201091803287477 198:-7.11777421951571 199:-3.665913736522433 200:-8.143135288731678
+-1 1:4.069988441178064 2:4.188401814886043 3:6.483564459489171 4:9.187867036066134 5:-8.909756736696776 6:-0.2952114440055539 7:-3.096722908546354 8:-3.436258507592332 9:-5.524382581205504 10:-7.518756646976975 11:7.049176743182612 12:-5.0229877375442 13:-8.062710203407548 14:-4.076519568426645 15:-7.836484316140015 16:5.783439541676411 17:-3.974644332341704 18:6.779771815785242 19:-0.01922262226346483 20:-3.214330844676455 21:0.4178709803771044 22:-8.742518974947576 23:-9.021428023766109 24:-4.286046702759525 25:-2.889780853469821 26:3.593575858713831 27:9.843456440454963 28:0.1419719840536038 29:-8.544113227850593 30:8.273330832352892 31:-2.152820294669483 32:-1.39922939305759 33:-9.428795077666084 34:2.761981484488058 35:-3.307256483652498 36:-2.099521347228627 37:6.284612807163467 38:5.185100036753828 39:2.511917485857763 40:-7.261680128010361 41:-1.704174787086132 42:3.080858502819264 43:-5.996498994978493 44:10.02169363648271 45:10.20169374076841 46:-3.384822728594125 47:8.135633447261537 48:-8.116259264290187 49:-3.942930163042088 50:2.500462392333801 51:-6.732598801281767 52:4.977879387046275 53:6.312494067094889 54:-8.587183997374616 55:8.497553487610835 56:4.288342474586676 57:-2.574373521385803 58:7.425418654967035 59:3.294829378143598 60:-3.578387780737309 61:5.828168040028674 62:-1.730038351370208 63:-2.984393795824541 64:-4.484936181243441 65:-2.776524501846393 66:-4.330375768349995 67:-9.947897823353197 68:-7.71310736663648 69:8.825355394897782 70:7.351371843921488 71:6.477520256685301 72:7.440640173847686 73:1.637641451931553 74:8.121540244204994 75:-1.261304018424029 76:6.033042830857767 77:-3.259561395483872 78:-2.049367744881828 79:7.400640280283454 80:8.640657841180978 81:-2.076817488142142 82:1.040760547786657 83:-8.610939550073939 84:-2.922814226666413 85:0.631140470728023 86:6.504888324456437 87:2.28886338095904 88:-4.514862503322668 89:-4.663240381454369 90:1.716846925136863 91:-5.453466310742877 92:-5.661532867229311 93:2.159218947872422 94:-3.183914869074737 95:-4.066500764709064 96:2.35826908417408 97:8.007459106432346 98:-9.955571450470989 99:-5.217956743977633 100:-4.077291278989517 101:3.575827256538854 102:4.600857154626024 103:1.368809813905184 104:-0.6877937237866396 105:-5.780875710848575 106:-2.467630174559554 107:2.366747899762805 108:-0.08723529396872332 109:-1.218639897722855 110:-0.4967061863019218 111:6.815541941908185 112:7.943881534519098 113:6.093819329547348 114:1.266510233195004 115:8.066410583415193 116:9.714808512882295 117:-9.568995882303472 118:1.464646057003302 119:10.9041770843434 120:-0.3234406104557946 121:1.924737668991689 122:-2.870099102730679 123:2.580967842335109 124:8.515154081383189 125:4.247446493597146 126:-0.4650697260856796 127:9.862258643292776 128:8.536291171684178 129:3.789808780850345 130:-0.6259447665699305 131:1.090081800162743 132:-2.803356525611377 133:-2.384451936787692 134:1.448788617794315 135:9.609481747547164 136:-7.959475740263874 137:-2.600760515309913 138:-4.484411926689019 139:-3.9191636027651 140:0.8981810790609439 141:-1.150951435269983 142:6.604654058268212 143:-2.951051498375214 144:-3.3320030034991 145:0.7286447506907262 146:-5.936961739599211 147:8.103895080127657 148:-1.730274227706149 149:5.435030359376784 150:6.96538066538411 151:6.301451963417636 152:-11.19479884035226 153:-4.331382089118829 154:4.991136310683914 155:5.245690196275911 156:2.581820282450962 157:-4.173347684362034 158:3.25822096548908 159:5.705008992235059 160:6.319199476570288 161:-4.659843704050514 162:-3.970266869402126 163:-6.025835139281544 164:7.304143563700445 165:4.617259684673352 166:6.06252433923178 167:8.105963317893359 168:0.2638199781264912 169:-7.328447059704408 170:3.254107638830381 171:2.719346005489519 172:-0.7547611882350134 173:4.225501418292016 174:-8.16775051520499 175:2.705243275038145 176:4.073071452391616 177:6.313103161696445 178:1.814837999251716 179:-3.537398744098658 180:-0.8782320417027905 181:-1.217205021837156 182:5.645576943870742 183:2.899614540542219 184:-4.856142994346339 185:-7.800712014157943 186:-6.238706320553076 187:-3.521753282641863 188:3.64777403029418 189:-9.667023455282695 190:4.197736749514072 191:1.234142818480715 192:6.138532842686844 193:10.30419552181938 194:5.848048223462524 195:3.935997795415966 196:5.217769003877033 197:8.92763308217285 198:1.794865809559551 199:3.234299721353077 200:-1.844781126881799
+1 1:7.111505337631399 2:-4.777557592862665 3:-4.09084136029683 4:-1.880766302272556 5:5.440352285406271 6:9.312492563884177 7:-9.813051575334146 8:-6.730813135658935 9:6.890947392458017 10:4.50926122049608 11:-6.480090006933389 12:4.313356131670067 13:-9.802508543848356 14:-9.054562988474986 15:-4.242836856735099 16:3.63833298845916 17:6.848645506025782 18:1.83733038018105 19:-7.610237912695069 20:-0.8123880900495593 21:-2.12203789836403 22:1.987027030891769 23:-6.869081498346526 24:10.51982325575094 25:-0.3275806207040137 26:2.230564611579632 27:-1.256993341259359 28:-1.703001569865616 29:5.01640720684177 30:9.028989514870119 31:5.378085103657693 32:5.94862421772494 33:5.111689669154923 34:5.939822439029419 35:6.762237877176877 36:4.234522998479953 37:4.56798915339439 38:5.609555015324602 39:-9.117753501047272 40:-3.39956553455971 41:-1.372020326202864 42:0.3755655755270789 43:0.8097715491533652 44:-6.808765860658177 45:3.852978021597719 46:6.687618000934759 47:-10.63560956633511 48:-5.42286814661024 49:-9.177891678485315 50:7.763074297930102 51:1.794862227994658 52:-2.345392592759149 53:7.44837150651316 54:-9.408469342885294 55:-0.9185677720271286 56:-2.918915072102608 57:6.869178310163364 58:-7.554267544260436 59:0.3548297122890884 60:-5.999737479494983 61:7.526808151991166 62:-6.25442941474607 63:9.792181768278935 64:1.957829734941875 65:1.302478399455429 66:-3.331029870254707 67:-3.638984144159479 68:9.11483742085756 69:9.722113378309551 70:-4.048180867834689 71:-0.9018191019834261 72:3.941565365711963 73:-0.8588240407663678 74:4.439090939251868 75:-2.631409881759517 76:3.532390456259759 77:0.8189045353904854 78:-9.905764349644311 79:0.4465225650183953 80:5.100559770240285 81:-7.600318641254677 82:-1.803738307148218 83:2.634853060907361 84:7.594858308033784 85:7.872628597525556 86:6.027656633756218 87:-3.692142650928205 88:-5.810831584434244 89:-1.756306745080151 90:-8.616227185705901 91:-5.087311777992214 92:-7.025045891632951 93:7.073257257656904 94:-10.28713400276538 95:-4.510503219473121 96:-7.451658506295083 97:9.012790706784061 98:-6.603351067110124 99:-5.59980211827068 100:-1.262614772135042 101:6.678437871263422 102:-5.551039663136313 103:8.314961539032888 104:-7.065897684345452 105:-5.72498051552941 106:-6.430472368990823 107:2.016201693539107 108:-3.333420182598194 109:-8.956279406162345 110:6.539016288402619 111:9.476290752100857 112:5.039341659673157 113:7.289450435213363 114:-4.871311318297564 115:8.754321763274016 116:-5.045277773699169 117:-5.651853373485629 118:3.724452724282624 119:3.092925327476002 120:3.102434256532991 121:6.74983075565846 122:5.114079435941824 123:-8.318694396542597 124:-2.74355912292036 125:5.456217212381809 126:5.40050452940646 127:-9.031145348206527 128:0.8707391225666632 129:4.647182246787166 130:6.434018665387573 131:-2.471193334820584 132:-2.394376141075619 133:9.2673906436038 134:0.6015381155369002 135:-3.228747787205115 136:7.458443122931006 137:-1.827649824474386 138:5.894889351246008 139:-7.975334603255366 140:0.475612080122388 141:-11.30941877127428 142:-7.636038082184782 143:6.910962382130865 144:2.216238190356034 145:1.689532359634735 146:-7.08899637351321 147:-3.358834091603532 148:-8.380525471056371 149:-1.325815536011419 150:0.0660040872192611 151:-2.303493331237346 152:5.158487819371486 153:3.656205741024955 154:-4.425253339136649 155:-8.323745227683609 156:-8.048540501977968 157:7.627945062521331 158:-0.8612267482221109 159:-3.003144179013204 160:1.831695808570636 161:4.195689197512822 162:8.03696558758482 163:-9.320530214800302 164:1.90957830506214 165:8.831862764195879 166:1.209384202114431 167:-2.525624544106493 168:-5.357012053641172 169:2.421906643450867 170:-2.405392470531205 171:-9.910957037147046 172:-8.325709423341294 173:-5.855826719452251 174:6.624475014674099 175:-2.939646734474462 176:-6.694582662306192 177:8.16366934123273 178:-4.171915083236645 179:-0.9027972655148715 180:-3.821612015891267 181:2.705567232271135 182:5.559986665024744 183:5.419803197602724 184:-0.7283525196508942 185:2.173406095602234 186:-4.356320927577284 187:-4.920567587542581 188:-2.688118447959684 189:8.955268323772401 190:7.38291658152966 191:-12.08399893322254 192:-3.524835624418981 193:5.993301542159696 194:-5.211838267764032 195:1.194411809715515 196:-8.223912119551247 197:-7.847002108085574 198:-7.021887476907914 199:-5.585114494191935 200:-8.156424383102621
+1 1:6.787415843154219 2:-4.432646158088453 3:-3.68882892495376 4:-4.359511679424891 5:3.302429647620703 6:10.98238534048129 7:-10.69312261940443 8:-6.260463688479962 9:7.220051025157733 10:5.656736928339865 11:-7.130408294052174 12:3.752213608622526 13:-7.437430106446937 14:-11.4321345283997 15:-3.803924242507971 16:5.196339277456715 17:7.372970302540629 18:3.14859744346604 19:-5.843707903098538 20:1.018104000105129 21:-2.033050577020268 22:1.686829363230502 23:-7.09194387922694 24:9.256905044488692 25:2.24482761976309 26:3.319065618634213 27:0.8611982876544485 28:-2.452465671300611 29:5.938264356814839 30:7.895100163895247 31:4.406476153403597 32:5.025903495474429 33:6.03849418400962 34:7.677474563472916 35:7.432802969541127 36:5.862278825550721 37:4.349431862809907 38:4.570007920915255 39:-7.829142417207 40:-3.598430177439095 41:-1.762061882903665 42:0.2114304045995949 43:-0.6331968247569085 44:-8.967984375971803 45:2.879837479049974 46:6.253683984944913 47:-8.155478503663012 48:-5.089895347992842 49:-7.645753371675347 50:7.040231472090849 51:5.032939303674252 52:-3.475431165879154 53:9.458944069617754 54:-9.268013220657975 55:-1.594664299354504 56:-3.796344639753131 57:9.013840670278364 58:-9.089794083896944 59:-1.738976819995812 60:-6.907934980419689 61:5.689418260742984 62:-3.78997734291733 63:10.14907195330985 64:-0.4860872645593806 65:0.5777527729264805 66:-1.679353494914414 67:-4.738652249435436 68:6.632093253722467 69:10.85398038490869 70:-4.218610077441753 71:0.6496599887915936 72:3.341564920744853 73:-1.637933970059954 74:3.471223152885669 75:-2.837695769117289 76:1.668789185389941 77:0.9796403601269157 78:-9.270050705908911 79:0.2870110886114996 80:7.353607475118422 81:-4.774511272249606 82:-3.699922970078155 83:2.070849969554246 84:7.138066378872441 85:7.468667467711605 86:6.743672061786063 87:-3.524743663580872 88:-6.393795724338766 89:-0.1898289960604552 90:-6.486214526998574 91:-5.0536031142513 92:-7.7770447795215 93:11.48327537783271 94:-6.26492290479954 95:-5.901669395285992 96:-7.664218919644151 97:10.29906170310315 98:-8.20480952903738 99:-6.953796424512144 100:0.8776127974885348 101:4.079499053638909 102:-4.250517655646616 103:6.683496642513595 104:-7.542785188527187 105:-4.287054878544907 106:-6.647170196212559 107:3.341185596800304 108:-2.202876450093706 109:-10.7294647403537 110:4.554191703057135 111:9.447627176812508 112:6.350395983451961 113:8.800208827569421 114:-4.023759403602982 115:8.144636718591121 116:-7.93633401243194 117:-3.13700253874237 118:5.49538565726102 119:1.833571248303846 120:4.559144673873197 121:9.408218801817354 122:3.557486289894874 123:-7.082519729923993 124:-3.784576045867431 125:2.745257809537614 126:9.087189955048981 127:-8.156474743547403 128:-0.2953179387546844 129:6.655343331662698 130:5.155684701669841 131:-3.511744299241803 132:-3.634037795543233 133:9.463135788719589 134:0.5228513253796351 135:-4.151617192509077 136:7.487764124211372 137:-3.232074364221255 138:6.307509582720022 139:-8.819020571938504 140:2.444732593901655 141:-9.8119383212127 142:-8.289932429354725 143:5.989876163568971 144:3.610408771325351 145:0.1246907500563719 146:-7.132986721662401 147:-0.2041965232564473 148:-7.69263488538168 149:-2.176345707561103 150:-2.283200435597127 151:-4.394099929142036 152:5.502307762568834 153:3.827522634637178 154:-3.159654689590583 155:-7.546129577120733 156:-7.639437783009225 157:7.72903278901176 158:-0.5671689616461388 159:-2.49955279922841 160:2.429664077034349 161:6.019108565067619 162:7.799937092941404 163:-9.90177426674526 164:2.461710732139601 165:7.914765082934363 166:1.472007678462644 167:-2.771347667207486 168:-6.233669947749132 169:3.268786815955015 170:-3.058739435139536 171:-10.04217842056404 172:-8.863849627893664 173:-5.98254078036451 174:7.423642645772304 175:-2.002248035270513 176:-4.432566125524118 177:6.721430688787531 178:-2.41150632502326 179:-5.073462955933777 180:-6.060525175394375 181:2.009475190844011 182:6.772972791985294 183:7.428373087743801 184:-1.958943987511847 185:0.4051782074257531 186:-6.703024929240781 187:-1.860096280242177 188:-0.2642691602752012 189:8.980148809862452 190:7.827015098843763 191:-7.673984348212374 192:-1.692006838725299 193:6.129814192964735 194:-6.201857102864436 195:0.5760652568289063 196:-8.848856693037879 197:-9.948134438576584 198:-7.481674889872998 199:-3.328912698615146 200:-5.278398399621426
+-1 1:4.992056421758603 2:4.24606234936103 3:4.971701960623736 4:11.69917673505003 5:-7.480185657164393 6:-0.09860320232617269 7:-3.305543681089644 8:-3.1029303775711 9:-6.795171861085043 10:-5.20182307480156 11:7.758003383797087 12:-4.784456159656814 13:-6.946354459724431 14:-4.121501969862599 15:-8.229096451621151 16:4.509614926552231 17:-3.980336227228927 18:6.484122030117088 19:-0.4597025370275816 20:-4.199976495128245 21:-1.481281239769451 22:-8.935665454044164 23:-10.17897978043083 24:-5.528792795880872 25:-1.415902251270422 26:4.53855645127265 27:6.848316750694099 28:0.5036411551366398 29:-9.291389257589378 30:8.592537609839301 31:-1.029076559009938 32:-2.212097469441997 33:-10.87506861848132 34:2.626203356109613 35:-5.319991706605384 36:-1.602465342427857 37:5.114808547597988 38:3.562108931424214 39:3.130232818821448 40:-8.214544828678648 41:-2.307059097127029 42:2.207851122497667 43:-7.896333936219812 44:9.962045436382194 45:8.339434944024612 46:-4.422231019267063 47:7.120291653656472 48:-6.496448741867275 49:-4.505423696404981 50:1.255129059916452 51:-8.549149015260298 52:5.10880692665093 53:6.908165049471309 54:-8.003025883845245 55:5.94626371340704 56:4.461701888583431 57:-1.755328915627056 58:7.255666122297521 59:1.548120771737676 60:-3.512184856922002 61:6.984087518005394 62:-2.958574163659982 63:-2.309293743501988 64:-2.318503427979308 65:-3.137209761666987 66:-5.77930381912227 67:-8.205171681553052 68:-9.582841341264963 69:8.889837440911322 70:9.761143667093403 71:8.673485530183756 72:9.382301446103366 73:-0.7787452747531495 74:7.788281135515091 75:1.605548357011908 76:3.856809331335784 77:-1.901467650733114 78:-2.49492003216447 79:7.858726585895941 80:9.291907872040941 81:-1.693336043472492 82:0.05094375592008182 83:-7.706617228111426 84:-1.290026482760854 85:1.331307389182235 86:9.178592370514973 87:1.781449148348244 88:-5.904060021084778 89:-3.623879488735865 90:0.920494610196618 91:-5.814623748763004 92:-6.159632462849959 93:2.963659785476628 94:0.6272459002096085 95:-4.009633845070265 96:4.318138307368615 97:6.726355669097495 98:-9.413038634530624 99:-5.58464254592033 100:-4.465959333090454 101:3.071706656293367 102:4.141924887625095 103:0.9145463563859499 104:-2.356761492380136 105:-6.593971173842726 106:-2.203162443372618 107:3.135377451602596 108:-0.801662721793006 109:-2.113479895288374 110:-2.188867278635278 111:4.383869377889119 112:7.569180577394864 113:9.436662743846867 114:0.3784528115256756 115:8.367963360764778 116:8.021061886395236 117:-7.909134455770989 118:2.017316308926375 119:9.239959296954744 120:0.6219782040052582 121:-0.1182297238781085 122:-2.609263387889246 123:3.843501648772197 124:7.440234257662013 125:4.614794222974806 126:0.7089950077821667 127:6.835998687999802 128:8.034387285694866 129:5.48578128622302 130:1.681688211980059 131:-0.8628524191070677 132:-2.207513652321524 133:-1.89079163800122 134:1.827675748429094 135:10.48210667429292 136:-8.248123375111032 137:-4.286665877727666 138:-5.891022412860994 139:-3.037282636126244 140:-1.909470560379999 141:-2.561145346773079 142:4.774969864338327 143:-3.78141488167205 144:-4.406133999249358 145:0.2823797509543972 146:-6.564715693992063 147:8.226303223431477 148:-1.221289273427205 149:5.616365276942451 150:5.262124635245399 151:6.61750250432559 152:-9.140083161196159 153:-3.92769794374969 154:3.701603945472092 155:6.050666018054829 156:2.580782446834736 157:-4.407747886363414 158:2.814291167378698 159:2.662894401495159 160:8.475089888296171 161:-3.36801375706804 162:-3.279163058388022 163:-6.216425688099688 164:8.949402740876589 165:4.433727681800994 166:3.93152726094995 167:8.121066675539943 168:-0.135537652838984 169:-5.494515037245691 170:1.744027788327364 171:0.9189659052018078 172:-1.913739954349782 173:2.356433463806341 174:-6.53130982594353 175:3.043802524783717 176:4.26986586180429 177:6.723764004008327 178:2.186307968658219 179:-4.471409515903611 180:-2.918572046705742 181:0.7215449470132553 182:4.098000977339516 183:1.2987866691204 184:-6.854998251378148 185:-6.924207753323754 186:-6.208124258705397 187:-1.16439725926115 188:4.826961524241262 189:-8.797018122702244 190:2.86974733354991 191:-2.64506781805557 192:9.465584788660253 193:9.489940516887533 194:8.189190711967814 195:4.50236181717692 196:4.170815342458205 197:8.678268003939696 198:2.048084446578517 199:1.343163921107358 200:-2.11185123032425
+-1 1:4.86600265571453 2:4.699360624482616 3:6.976600917103679 4:8.502653986100054 5:-9.094585108509175 6:0.4340261447305583 7:-4.018967847846597 8:-0.5628140098642644 9:-5.667743980321372 10:-5.163570368997326 11:7.157640948262198 12:-4.421227101460245 13:-7.443779810181242 14:-5.573102558255651 15:-7.447890168131241 16:4.602101675406157 17:-5.202108233579112 18:5.318695417620223 19:0.648968742542376 20:-3.365206117188915 21:-1.417106646640142 22:-9.69056485864699 23:-8.230815427958948 24:-2.107282834868593 25:-2.495623276240587 26:6.705300777513305 27:10.73737133140119 28:-0.580543179186809 29:-7.714891269072569 30:6.568890322222702 31:-1.724425079689444 32:-1.352237578666714 33:-8.401272654652619 34:1.908324667959956 35:-5.412250617268517 36:-2.466715562738593 37:4.659548684468175 38:3.942386091768012 39:3.389996540828795 40:-8.609155972024313 41:-2.024085871359995 42:4.14648814246325 43:-6.969358686495138 44:10.47148405521413 45:9.686359016131865 46:-0.7591534131832194 47:5.953578378831009 48:-7.102485525043613 49:-2.360367880267377 50:0.9110668264801329 51:-8.945659755740754 52:5.780322324470293 53:6.438609192870804 54:-8.394654132967574 55:7.427340647883597 56:4.316757691177746 57:-3.315992384474633 58:5.160263563639264 59:2.643815998963305 60:-2.263595612197389 61:7.116331834292877 62:-0.6733835521846067 63:-3.184805651313844 64:-3.892978779569565 65:-2.813360090138742 66:-2.647354793204401 67:-7.435787467137263 68:-8.576519433446437 69:10.15494664988405 70:8.375029188250172 71:8.989486019637203 72:9.930511473205877 73:0.5250255258698566 74:7.79024879702445 75:-2.061328501398864 76:5.080639139353818 77:-2.76854105084457 78:-1.170176858343687 79:7.293718505041302 80:8.702984205454175 81:-3.293521190940356 82:1.778321908515148 83:-9.755431607497464 84:-2.674603838279141 85:0.5940230711474441 86:7.39933340104958 87:0.819923286562285 88:-3.079953218995829 89:-3.734821784394319 90:1.351540952098061 91:-5.589042965516978 92:-5.275950020029216 93:1.102764221673723 94:-1.924895805170663 95:-5.139256199166685 96:4.284927495028448 97:4.731403974666202 98:-8.593429432531517 99:-3.660089271655382 100:-4.263040689783144 101:4.262141969454415 102:3.589365293370243 103:1.622952481934462 104:-5.654581459754064 105:-5.821068056171161 106:-1.097192489441163 107:1.295862250563234 108:-0.3213992380507585 109:-2.482693726721038 110:-1.661334553314627 111:4.502745947159575 112:8.826805572461767 113:10.3182643944877 114:1.23010424587447 115:7.634245255980844 116:6.757942423329768 117:-9.716554849199365 118:3.375445755220911 119:7.942842077439108 120:1.340493546810118 121:1.669838127891089 122:-2.606453900704324 123:4.104471950379056 124:11.02598763252585 125:2.272966278530106 126:-0.505355920093124 127:7.686624198090689 128:11.10060188142626 129:7.138448076432969 130:0.5683342012128326 131:1.019221762779637 132:-2.267043630480924 133:-0.7218922391494664 134:4.087117079194099 135:10.71295719060476 136:-6.528594626988343 137:-4.453654751855041 138:-3.7442143546481 139:-4.742697918421107 140:-0.9325025637202217 141:-2.17670601993932 142:5.148181993127623 143:-2.465252118870498 144:-4.503740901201398 145:0.1576991702364716 146:-6.11466916620554 147:7.170250250594705 148:-3.770611146547821 149:4.949145143790891 150:4.575304080948261 151:6.587203615863769 152:-9.567605673996061 153:-3.219964455161997 154:2.755297088857158 155:4.465961406195486 156:1.027222126422913 157:-4.462031106149551 158:3.143028872209919 159:5.347468404280364 160:6.679597056475604 161:-3.497126425696794 162:-2.56056423390151 163:-5.518565947012021 164:8.435360844283867 165:3.833464749073855 166:4.925040916568331 167:7.121353191661606 168:1.68571114527726 169:-7.900321671217756 170:2.627566007740863 171:2.772401111151924 172:-0.7177541916221564 173:1.845658279027377 174:-8.719061256621966 175:1.387380880092949 176:2.835165862985838 177:6.163145098298057 178:2.438165361391935 179:-2.406916674143411 180:-1.99881218561899 181:-0.5555060036850438 182:4.701371756300817 183:4.25147373073626 184:-5.042273852826804 185:-8.18709303667212 186:-6.187032922474416 187:-3.084660382082356 188:4.625043292145053 189:-9.785895429357168 190:2.583670182660016 191:1.621358219260104 192:8.977113283967025 193:9.305198334969859 194:5.738380450220609 195:1.376410383331592 196:5.081169177104993 197:8.22173826106429 198:3.484954126043896 199:1.633051211463979 200:-2.537152562775949
+-1 1:4.060105429824784 2:3.409148746633375 3:7.342826355527286 4:9.193424467851726 5:-6.922309637308024 6:-0.7194114534839358 7:-4.145641507407671 8:-2.81633485741835 9:-5.548139949206615 10:-6.536785722418792 11:7.815573548718804 12:-4.505414449188859 13:-7.796984407556113 14:-4.049942190954951 15:-7.812853936135386 16:5.81820794341283 17:-3.493268448736773 18:3.637271454990026 19:0.150124148552338 20:-3.369812535665554 21:-4.210142783034129 22:-7.584063484764346 23:-12.42906675736504 24:-3.322119010677266 25:-1.564250969656505 26:4.489876465640917 27:8.417089882347414 28:0.5786525759465817 29:-8.524695604363249 30:9.714853663459138 31:-1.155719123808469 32:-1.486075970492463 33:-9.388492138070403 34:2.269421619254967 35:-5.143676300362632 36:0.26677884047887 37:6.615415839532126 38:5.243960975977558 39:3.236930963570028 40:-8.510927491587809 41:-3.923055536242406 42:2.445643458549545 43:-7.536096213244683 44:9.052751412220069 45:8.485783887755309 46:-1.433962110267926 47:8.196181741902988 48:-6.742213988083304 49:-3.463632815278062 50:1.986693387955094 51:-7.757056814748535 52:5.734204689167671 53:5.412702020193504 54:-7.462633651187485 55:7.765768210015922 56:4.606378677825832 57:-2.561790700205308 58:6.972432060667574 59:2.737844368729502 60:-2.568864303338993 61:5.232369142154589 62:-1.864772795197813 63:-1.952686947233433 64:-2.456099818197233 65:-0.8722205271127748 66:-3.03778971867122 67:-10.81011464576641 68:-9.123212102841622 69:9.39741164926115 70:8.863196970377361 71:7.006933279081562 72:8.5097282488052 73:0.2749557067157555 74:6.519464013484304 75:0.6514084374805673 76:5.410876914519611 77:-1.69286626697729 78:-1.513070240365726 79:8.024429643318459 80:9.926196160931875 81:-0.4805303567817796 82:0.8773062154356797 83:-9.672577914588976 84:-3.053726347875038 85:0.08718644800896735 86:7.95504567777156 87:1.796124135818692 88:-5.9909359819998 89:-5.806908901301455 90:0.6446799264024945 91:-5.192775207302711 92:-4.216819482789183 93:0.0913857991952014 94:-3.702020927807539 95:-5.500646768609856 96:5.563545178415604 97:6.750590191838566 98:-11.03234600142062 99:-6.676493249552296 100:-3.964222712401282 101:5.342137547552619 102:2.773960177908211 103:0.895883024841244 104:-2.82461463457533 105:-4.746250785590842 106:-2.390608173494484 107:2.004769341716456 108:0.6740372419626175 109:-0.6460709069098158 110:-0.8497389633450667 111:6.014183195069245 112:8.917460848004371 113:9.546374503006934 114:1.411202604619688 115:7.50760663077903 116:7.614876886665225 117:-9.454067567669764 118:1.995892033593498 119:9.562513037928435 120:1.70892136912431 121:3.803164375429917 122:-3.723278139491248 123:3.295353653004576 124:9.933978613853327 125:5.661176671694252 126:-0.2289690223062285 127:7.539101183186999 128:9.64185659160397 129:5.34057512328273 130:2.613801195710747 131:0.242997332232687 132:-1.172700614432779 133:-2.14447710317382 134:3.40749581879759 135:8.724048477085587 136:-8.228243844616287 137:-5.004646659739436 138:-6.868396847769496 139:-3.783178240367139 140:-1.895907031236497 141:-3.594043085819806 142:5.280857910411698 143:-2.768690685503056 144:-4.89312146851556 145:0.521783605592768 146:-5.555755014730777 147:7.816374910643358 148:-2.620254549353063 149:3.899234139124828 150:6.78250697794675 151:5.215686297128831 152:-11.51793816974932 153:-6.430742371834969 154:2.916125800706042 155:5.009145756092044 156:3.111318264374873 157:-6.788245482994069 158:1.585867896371565 159:4.166496796712398 160:7.978644535423935 161:-3.8440229155523 162:-1.704469183723106 163:-7.14251078475283 164:10.20774467084786 165:5.432299612772635 166:6.496979648214768 167:6.813372866702776 168:1.39971953366911 169:-6.546043134308604 170:4.016129297647372 171:1.146577478446787 172:-1.678438630019821 173:5.424855842259775 174:-8.21058659271166 175:3.036597352525163 176:2.948412535447264 177:6.998622045010421 178:0.7516222275842148 179:-3.127545083487836 180:-1.641593375823107 181:-1.733906725801572 182:4.260101609907273 183:3.266600262854114 184:-5.637019566287761 185:-8.240298956889768 186:-6.789517905533178 187:-3.183437944057415 188:3.047503456896658 189:-10.25265080583524 190:3.14344217585315 191:1.601109251747887 192:9.166647647825439 193:10.57420256116091 194:7.018291499646986 195:4.997278414425159 196:6.460826270234746 197:10.65219140349976 198:1.023515548423019 199:2.724675261338538 200:-3.704009644624692
+1 1:8.674600095094089 2:-3.320345983185589 3:-5.562293326438772 4:-2.228856945827985 5:2.987029448064423 6:10.06711958859624 7:-10.47687526682592 8:-4.265131744090748 9:7.934350757899632 10:6.270229170338649 11:-7.546736751083239 12:1.945495920701065 13:-7.710504972346299 14:-8.936390671527755 15:-3.983392402011247 16:3.877453967037861 17:7.021917570600616 18:2.334335369089162 19:-7.250572678437599 20:-2.133117184224605 21:-3.317421489732154 22:4.306072148879053 23:-8.389089345212364 24:9.201567057924061 25:-0.4285253159063445 26:4.039147214937871 27:1.403989397986664 28:-2.80497743684293 29:5.280280441373971 30:6.887277943250855 31:6.392470553694984 32:4.997739008702557 33:6.165874078868568 34:6.461472606161102 35:6.803030315449292 36:5.476485824034874 37:7.356501282458137 38:7.317695199759885 39:-7.586703382155628 40:-3.475983749550366 41:0.8707615681574388 42:1.748174166467868 43:-2.069626142507083 44:-9.321892617259453 45:2.56402653577663 46:6.493984802462216 47:-8.672019491540132 48:-5.708836988961643 49:-8.070446190648729 50:7.331122842064397 51:2.149110896975793 52:-4.119561825239652 53:7.002641924158377 54:-10.3423378332931 55:-1.98064184760768 56:-3.974581624969001 57:8.54475470769893 58:-9.368938709785628 59:-0.2209789760186966 60:-6.162925605300065 61:7.664595013426303 62:-5.45915444039231 63:8.339382338748859 64:-0.3385195190017811 65:0.8448969066463137 66:-2.064593860943641 67:-5.198570646320572 68:7.562878367207789 69:10.10358081233377 70:-3.433897265986579 71:-0.6212389467762232 72:0.3535059463312376 73:-0.7442833041853785 74:4.690852460533065 75:-2.389837303095236 76:3.066057095423535 77:2.857624516086059 78:-9.413246693540431 79:0.3193260753903642 80:7.719969798495522 81:-5.354497921919958 82:-1.499380170828583 83:1.166292022911234 84:6.048852755270979 85:6.559972376275587 86:5.850654186862648 87:-1.581174007946242 88:-7.950006745217059 89:-0.4145841057628197 90:-7.074042351920766 91:-3.734735195123195 92:-7.163498508373588 93:8.171238898945592 94:-7.526966693566701 95:-5.411843926131612 96:-8.301438149266353 97:10.1109594283979 98:-8.193727285697966 99:-6.636380400415993 100:-1.085967949456236 101:5.362980860249776 102:-5.323574801138881 103:6.45405484049134 104:-7.874264943973325 105:-6.090146320027229 106:-6.963672278278491 107:1.037026682375167 108:-4.514546274654916 109:-9.457465542791413 110:3.333153067921877 111:9.72642628130933 112:4.248990015167425 113:6.808854271617052 114:-6.243600101810787 115:8.667263746506009 116:-8.392822078740858 117:-3.550186093523979 118:3.546827446935549 119:1.907899134206466 120:2.351850207964534 121:9.130745953263215 122:2.834540781657683 123:-7.369478834302619 124:-2.524201440916916 125:2.839524571895871 126:6.316268016768155 127:-8.334970100082296 128:-0.2246221188780237 129:6.048189635861593 130:5.138510766978296 131:-3.545772638764346 132:-3.116693032222589 133:9.551255569453833 134:1.705899146575208 135:-3.134751109926174 136:7.108628394446157 137:-4.018119792012667 138:8.030854462427117 139:-9.227713429167437 140:1.128124979639074 141:-9.09621935399236 142:-7.782956789933921 143:4.346471467937734 144:2.943862749146347 145:1.498321657062492 146:-4.492432249543655 147:-1.056562765899177 148:-8.708909973272837 149:-1.436209061553253 150:-2.634518197087282 151:-3.609994884461326 152:5.036749158181919 153:2.771431648839156 154:-4.381473740652877 155:-6.167778882378998 156:-8.96462808092374 157:10.87946508004153 158:-1.1705439893507 159:-2.008370819762358 160:1.632924888823605 161:5.635301912109922 162:7.912047976745488 163:-8.900109608434226 164:4.221647415124669 165:8.388669112286317 166:1.32804541389622 167:-3.636441800241418 168:-6.894602959498172 169:2.896332580384406 170:-2.052446204682501 171:-9.030416032572251 172:-8.717512607362748 173:-6.099169381639846 174:8.073996063327138 175:-4.432453652675181 176:-6.15686445101302 177:7.728161633346343 178:-3.762653034465332 179:-3.598507522284798 180:-4.30207668469 181:3.781760571288817 182:8.406541112849045 183:5.341241947156837 184:-2.855437493278299 185:1.350674508803235 186:-5.441679340460548 187:-5.155862640168692 188:-1.977392958739215 189:9.856708872177881 190:6.659908283485962 191:-10.01762703063125 192:-1.468771672172169 193:5.672830800991937 194:-7.212865340708285 195:-0.1733681852052942 196:-9.4443308968252 197:-9.027819716176701 198:-8.029021369757679 199:-2.908833224291062 200:-9.157762919627196
+-1 1:3.49560835790327 2:3.108423807474197 3:7.448522115638217 4:10.43272722505942 5:-6.889933706320055 6:-0.8162189901785306 7:-3.570606237878698 8:-3.51302744079801 9:-5.865936430950613 10:-9.576110092379674 11:7.272422068667669 12:-5.582412037092863 13:-6.759560505501308 14:-4.146830990279452 15:-7.34332372214554 16:4.641348165816904 17:-3.157927415543576 18:4.437278549096559 19:0.06745152175108537 20:-3.082676217672227 21:-1.593310891168305 22:-8.479031565960861 23:-10.08224552318752 24:-3.560686746603055 25:-3.369504117143002 26:5.016890664369428 27:8.584664766383529 28:-1.039775648987318 29:-7.620452968222671 30:9.023927066360745 31:-0.1950117350855654 32:0.04557709412939048 33:-8.538934180380616 34:1.880384425559567 35:-3.69219992185847 36:-0.7048793090835115 37:6.086858241540654 38:3.494913747805781 39:2.179273447783513 40:-9.191600360572769 41:-2.359814093775154 42:3.797609177136089 43:-5.495727484231304 44:10.06300587849332 45:5.575955733856718 46:-1.957769859078564 47:7.894930904890777 48:-7.703083605545613 49:-3.359602657310976 50:1.007431196583084 51:-8.097336544579894 52:7.026144299699869 53:7.622392088975926 54:-5.450393946720398 55:7.315836775810891 56:4.604729377349228 57:-2.019199575201478 58:8.54372617133567 59:3.972497928636209 60:-2.755830502449791 61:6.879256164729053 62:-2.599113850805173 63:-3.93543608388214 64:-1.966455700548064 65:-3.104397590431758 66:-3.868151312557573 67:-10.5289303476719 68:-8.558662924415495 69:7.028520764953212 70:8.316805641667571 71:6.817986250883992 72:8.734819220878489 73:0.1166301864410635 74:6.947586083588161 75:-0.05455944636969068 76:6.64101112244848 77:-3.950084714958372 78:-1.953175337128703 79:7.780115600225391 80:9.659001960731215 81:-1.94621715835228 82:2.534480143334337 83:-8.833176643605524 84:-2.276458462728511 85:1.06582878310569 86:9.411588645594513 87:2.76674305016551 88:-4.075942471830061 89:-4.5402400371466 90:2.972093302800364 91:-5.322340847251223 92:-4.432581048191317 93:0.5692130958822998 94:-1.682915600960286 95:-4.675451045965415 96:2.647779303190996 97:6.867726728276724 98:-10.69399778328477 99:-6.74943448733157 100:-5.046679181096032 101:2.918691380512755 102:5.243191068008729 103:0.8820907021777868 104:-3.451085423431827 105:-5.839471330073001 106:-2.830574750390893 107:3.053455430553337 108:-0.4534913319753816 109:-1.884306813306637 110:-1.772340440620376 111:5.837571975542286 112:7.987195762549873 113:9.003005466097063 114:0.4439025042260021 115:7.939150793713085 116:9.284035297759489 117:-8.287346450134503 118:1.902475284632038 119:9.706539632055808 120:1.147137197691588 121:1.582813303861157 122:-3.664536583480325 123:2.16526140187326 124:8.074417785836136 125:2.733588455694836 126:-1.212634374432821 127:5.516310966921473 128:10.61064892926698 129:6.183585535290399 130:-0.4323612235160881 131:-0.9480352119749151 132:-2.925722174324108 133:-2.344542431542393 134:2.43477373804322 135:8.76260778624088 136:-5.605506664781061 137:-4.412954024642339 138:-2.297787696634462 139:-3.01142182450309 140:-0.766490141239075 141:-2.409662997339616 142:6.235091676363032 143:-3.554943579784275 144:-2.964241299447816 145:0.3959165699249022 146:-6.021743852834613 147:9.560075683622562 148:-2.099706113432489 149:5.118576971492931 150:7.056304679456275 151:7.807942345666098 152:-10.90753309406646 153:-4.373653590880434 154:3.825149065924384 155:4.55880867141729 156:0.2710199895106455 157:-6.256578453542858 158:1.059449351916211 159:5.236701664780447 160:7.593252999086403 161:-4.096107454437012 162:-3.396034704902068 163:-6.701203685025905 164:7.765117852100461 165:6.11345412832457 166:6.4730633597264 167:7.853059800459518 168:2.35064839626211 169:-5.302503567581217 170:3.72740585728535 171:3.70211653839315 172:0.4023379231336921 173:4.17427371440442 174:-9.315384584209566 175:2.515682639200463 176:4.61074009269768 177:5.911834950286436 178:1.622246179179161 179:-2.744845168101182 180:-3.055388067626835 181:-1.105657620608818 182:8.33426100295825 183:1.94400980458654 184:-3.49516719508874 185:-7.455847562270423 186:-6.06931753473277 187:-2.899121322094607 188:4.41457613163217 189:-9.873096074517248 190:2.040428870239242 191:1.606631454942429 192:9.172698767083237 193:11.13819718415004 194:8.316711085703071 195:3.346056910617476 196:5.674266188516182 197:8.832020150934101 198:0.2484827383113184 199:2.760872321845688 200:-0.511264763910388
+-1 1:4.839408839120138 2:4.48918404795821 3:6.257926725561494 4:10.1680452303053 5:-8.263384332429339 6:-0.5054866962212756 7:-0.1213940160843565 8:-3.761294682337649 9:-5.429461065133667 10:-5.467206676527621 11:6.35595218791561 12:-5.763036479894604 13:-9.081761235220466 14:-5.20463770518655 15:-6.466604147377771 16:3.275668124971795 17:-3.97596716927061 18:5.728361665319852 19:0.2192741076286624 20:-1.7236812970612 21:0.301946079673524 22:-9.3910601488206 23:-7.769383047123068 24:-3.183315325922041 25:-1.080792201873478 26:6.06195448124244 27:8.461694815837932 28:-0.0462036862678914 29:-8.544486319731986 30:7.65727811958203 31:-1.378565409653758 32:-1.345559424914441 33:-9.828815605092776 34:2.626205568634066 35:-5.722869837162714 36:-2.462381093029396 37:5.736893849879262 38:4.872321446387972 39:2.994018232827933 40:-10.35145929567014 41:-2.815319029040182 42:4.253984148097846 43:-7.514365406499349 44:9.880145963127037 45:8.993264631768357 46:-2.128313183912448 47:5.630689217277105 48:-6.777933014197765 49:-2.854988841468654 50:2.048202229716048 51:-6.95518158387449 52:7.739373957486379 53:6.836189685111564 54:-8.618304814492316 55:7.717341590243383 56:4.059730382004945 57:-2.2104825160744 58:8.637100690740077 59:4.317270954020964 60:-3.257636405307882 61:7.346463669532873 62:-0.01541686153251975 63:-3.046562821826033 64:-3.511093200010587 65:-1.858435103802802 66:-5.703099258380893 67:-9.36818731469487 68:-8.363694713928943 69:8.707666033306147 70:7.893132242616239 71:7.328332388768142 72:10.16522708290518 73:-1.169799038511195 74:8.06002194560317 75:0.5879261008475274 76:4.128825678599412 77:-2.28779853402248 78:-1.416237458790767 79:7.615114234998105 80:9.246334685562413 81:-3.761763407429915 82:2.164276571357623 83:-8.154654800360426 84:-1.90957546754458 85:-1.386935867676411 86:6.352625961722904 87:2.154794877346048 88:-4.962837670054983 89:-4.380125422130574 90:0.5180971228130031 91:-3.590232589294855 92:-5.607867953444993 93:0.7755616698244328 94:-0.06210176735067474 95:-4.898216326956302 96:2.746899838060684 97:7.728996992691398 98:-7.906312783186196 99:-2.36493899933624 100:-3.92921786902524 101:3.247946501930535 102:1.790472419330577 103:2.819052484911746 104:-2.289912073582757 105:-6.224486113991605 106:-1.376415765638094 107:2.219049825045501 108:-1.956136328656653 109:-2.172909705857782 110:1.3475249606829 111:4.658667094229425 112:7.89846023228183 113:8.878315777775692 114:1.94737625084006 115:7.533750786413466 116:7.3396301677269 117:-9.314622009154036 118:-0.01562446385697336 119:7.543307893133714 120:0.8382984671726648 121:0.9517550208551986 122:-4.850358335701168 123:4.070942384646519 124:9.196615496351068 125:2.791215768573278 126:-0.3003278147410492 127:6.859864475821228 128:8.763407869986274 129:4.26389797692731 130:0.3977733378666841 131:0.7274613440848391 132:-1.702526977295984 133:-1.418016188676454 134:4.281120103078231 135:9.440883288456789 136:-6.540604176524165 137:-2.527628303727528 138:-3.17247079468173 139:-3.83729929992654 140:-1.340852193289145 141:-0.86564991466765 142:4.295565865271153 143:-2.457518649604431 144:-3.316408783380813 145:1.240670855042798 146:-6.38651527191766 147:7.415802179855902 148:-3.407775367173302 149:5.373915840539193 150:7.155418800480487 151:7.248159997958155 152:-10.56962682413404 153:-4.107165162352268 154:2.64386297786768 155:5.53023448908265 156:1.306479692527665 157:-4.115596939568169 158:3.67844014688558 159:4.486490482951637 160:7.466269050436869 161:-2.762133020552955 162:-2.665042796619419 163:-6.437321686935138 164:8.682053097755073 165:4.227407237570038 166:6.988958025593648 167:6.069486574547161 168:0.3683526585185776 169:-4.437612193716467 170:2.711787105386853 171:1.925449383982971 172:-0.4508745920394839 173:6.016741447626148 174:-9.484376942779154 175:-0.003037383198303267 176:3.354740679448752 177:8.731990745847703 178:2.665880032091198 179:-4.9257520102828 180:-2.042683218223256 181:-1.118573659554611 182:6.603171377899685 183:3.037269215051891 184:-5.004078403038553 185:-6.037102084656297 186:-5.903117504691554 187:-2.158211137513427 188:2.774604382961675 189:-10.61794369852058 190:1.29066915122521 191:-0.7891427073072868 192:7.78710431882283 193:8.931254062577638 194:8.704204699995545 195:2.236611731075505 196:4.68981454703176 197:7.817928178394159 198:3.281899371078644 199:2.144974431197663 200:-1.921717887152899
+1 1:7.044014862287898 2:-3.549309130196745 3:-5.262173443214833 4:-2.408172171866337 5:3.99680336677621 6:8.021680753866931 7:-10.9929441673432 8:-4.704039993044946 9:5.881059245539454 10:5.071517008911527 11:-8.351815072768384 12:3.943369539730627 13:-7.583824981221633 14:-10.69306963708254 15:-5.231285792165282 16:3.860851878818824 17:5.417722174321886 18:0.6837998916517172 19:-6.104580960424776 20:-1.400726998883048 21:-2.966670784992093 22:2.337419044766227 23:-6.224612540419401 24:8.987391431308142 25:0.5458880579134767 26:3.836253069775507 27:-0.3907130800329065 28:-2.101743024537048 29:3.189341305066117 30:7.480795821136914 31:7.890728159460984 32:4.243929142360148 33:4.621933424401119 34:5.252467966196269 35:8.877357948673989 36:4.597484436931201 37:5.600611749024283 38:6.205844120291983 39:-7.823121736247428 40:-5.352306759076291 41:-0.911978372836744 42:0.4904716767990379 43:-2.109598428390448 44:-7.704927428264651 45:1.447091736438753 46:6.412511351949578 47:-9.278876187211001 48:-4.25257035617072 49:-8.17816524298458 50:7.829720669466265 51:3.28231776960041 52:-1.622850045660208 53:7.464997198571259 54:-9.158753769634416 55:-2.270603150980342 56:-3.110454355476231 57:10.41360358576606 58:-8.691757242326428 59:-0.6530630033944577 60:-5.651247089053902 61:7.714888141423671 62:-6.180822534583147 63:10.92802780791174 64:0.7547508948013827 65:1.182689850019415 66:-1.683644125993477 67:-4.669713446543231 68:7.502029369895308 69:8.082626461332783 70:-4.688470311866908 71:-0.4019782312899247 72:3.113670565219517 73:-0.9968413640794429 74:6.462266843705761 75:-3.375049025573016 76:1.77236158557529 77:4.057029931024765 78:-10.99485703050971 79:4.339278348725191 80:4.465524048425166 81:-7.856810169818202 82:-3.22458635556653 83:2.862725799182262 84:6.121534392382356 85:9.081602172462933 86:7.963980569516115 87:-3.129180171964812 88:-9.578988019628333 89:-0.9247944286760643 90:-8.169837335139489 91:-4.14001027764353 92:-7.239320423710803 93:7.686090893044865 94:-7.52644028487523 95:-6.83189949975487 96:-7.938336743880328 97:9.046924557974245 98:-9.677360645721496 99:-7.407486543087249 100:-2.605909366458823 101:4.520793642127774 102:-5.188847697690079 103:8.740005897741618 104:-6.565822888804242 105:-5.136794113928019 106:-7.381969372250444 107:1.470683080117528 108:-3.475822570075002 109:-9.648185601831836 110:5.14779937580957 111:9.939615465956644 112:6.490630067783127 113:8.200024844871919 114:-5.862652172162781 115:10.01333019244647 116:-8.226931165565544 117:-3.982818659567574 118:5.003280388933994 119:3.327775616147026 120:3.457896267701216 121:10.37592324134314 122:3.185918455744599 123:-7.764609516611336 124:-1.888795329822223 125:4.885645883380119 126:6.061799283628002 127:-7.544132904556505 128:-1.703098123747137 129:4.807215731314477 130:4.505338319968857 131:-3.944139122409632 132:-2.683929037062324 133:8.83551661655963 134:-0.7324006421288248 135:-3.912193457883701 136:6.140997057441671 137:-2.028131223997171 138:8.026351208489766 139:-9.080180201679102 140:0.672286136458869 141:-9.216238268835795 142:-8.976201083167307 143:4.561835573438447 144:4.388731850665447 145:-1.134672596154741 146:-7.687574191553305 147:-1.946596406224927 148:-7.680664242634385 149:-0.4317117035735594 150:-2.339675228147678 151:-3.393649802458824 152:5.046864717521955 153:3.707060289301277 154:-3.398802692953197 155:-9.0108408247093 156:-7.057096558743519 157:6.611976380516098 158:-1.316380906712595 159:-0.1491829275119585 160:1.480305550148073 161:4.231751505806973 162:7.600118794195254 163:-8.004011450833255 164:2.355415408169544 165:8.895807656242024 166:1.905164953903454 167:-5.4429138439877 168:-7.00340650444721 169:3.438905181946798 170:-2.296850079714699 171:-10.54118621629104 172:-8.95919610448332 173:-6.732490998709283 174:8.852022120075523 175:-3.959796110258073 176:-6.053147649061863 177:5.938241033778562 178:-3.432002566120258 179:-4.534959943838084 180:-5.195352824911667 181:1.310796945200837 182:5.545521677337266 183:6.015207244752835 184:-0.3116546808118412 185:2.405638766295993 186:-2.629580227510385 187:-4.627795121880331 188:-0.3798068632573962 189:10.48769594786054 190:6.907926793994204 191:-9.768866891072417 192:-2.968611037356422 193:7.140100637019163 194:-8.52074266254307 195:1.343345623558362 196:-7.299923994827894 197:-7.396768864468196 198:-7.966426235232611 199:-3.667844958261099 200:-7.382139084789918
+-1 1:3.8406242693217 2:3.502342454537173 3:8.630156380744584 4:8.629510458157077 5:-7.94966240178921 6:1.440666895789541 7:-2.997325163465824 8:-4.333278217393186 9:-5.987152835745131 10:-7.250835234740482 11:7.028790407844404 12:-4.104754985571782 13:-7.610885809076146 14:-3.980138189741878 15:-7.261582219559359 16:4.137701164766437 17:-3.729439901181699 18:6.128310963746854 19:-0.8026726974429907 20:-2.605786991141827 21:-1.154222090831333 22:-9.283843370053866 23:-9.126641187128271 24:-2.894758506171621 25:-2.604553441738497 26:4.296187509267068 27:9.189940344639643 28:-1.37725880446989 29:-9.498132193389271 30:6.357530129678969 31:-0.1004409299019005 32:-2.342138815367225 33:-10.00519023459991 34:2.705939514154308 35:-5.227001922985635 36:-2.658272468985238 37:5.846727070312902 38:2.374771239515469 39:3.110639908224333 40:-9.19844774537313 41:-1.63805372183205 42:4.029828807831595 43:-6.679515852057096 44:10.04257007087106 45:7.47320701166653 46:-2.715519304822872 47:5.311973147857374 48:-7.762989860708732 49:-4.237230608819493 50:0.3475023095197469 51:-8.251362546191297 52:5.626815527815043 53:7.386858923769857 54:-7.409280244676435 55:7.089714352531622 56:6.339853151261305 57:-3.65689031871918 58:5.172499724939503 59:3.121205553393989 60:-1.259535007405612 61:4.836265277492724 62:2.201378530184505 63:-5.469183297131796 64:-3.706913826830268 65:-4.010596295492451 66:-6.331048104037782 67:-9.336278610652709 68:-8.792110191059907 69:9.952573650747459 70:8.113016104500744 71:7.601428611016565 72:8.107498920872464 73:1.029736575223095 74:3.611878350814266 75:-0.452445509488841 76:3.676019698642673 77:-2.488271368626963 78:-1.658248400197202 79:6.846781242375219 80:7.912318616817199 81:-1.818876779739485 82:1.740909250358027 83:-7.121692521028401 84:-3.040628760497426 85:0.5826900613574089 86:8.225798405812283 87:3.248148212652035 88:-5.214748212706042 89:-3.519815571241857 90:0.8670527920028528 91:-6.965907421349514 92:-4.697731100024194 93:1.429986846045651 94:-2.565127357502058 95:-5.721228787266811 96:3.479113975884577 97:7.410909843527695 98:-8.020180688330973 99:-4.045744040782625 100:-2.218727946376554 101:3.097894468721148 102:3.983984292544347 103:2.205274497824932 104:-2.485237090238429 105:-7.7210798039016 106:-0.4463814654650504 107:1.636390067798899 108:-1.08482768269038 109:-1.146681268093306 110:-1.197736262685404 111:5.532286530960518 112:8.7849392985575 113:9.398443631381665 114:2.073290589420005 115:7.020266944101943 116:8.637007378687299 117:-8.856763818162715 118:0.9872066839201247 119:8.758554391347349 120:-0.2436260399057616 121:2.385597624028592 122:-2.65216816061843 123:1.514277841035888 124:8.643893106751309 125:3.701219480804372 126:-1.329871171585388 127:8.81898014558508 128:7.962397010535814 129:5.696669813759454 130:-0.1813426937751186 131:2.193241265274081 132:-1.234518481191885 133:-2.078796981373763 134:4.350127937777351 135:9.213611834408905 136:-6.505370198599131 137:-2.968665517733036 138:-1.609925114462063 139:-3.968907568407405 140:-1.722527878558378 141:-1.757357168662371 142:7.883815432163384 143:-2.806454521085595 144:-5.348999344087729 145:-0.5417006090913966 146:-4.825372603169271 147:7.715563698939017 148:-1.947832741947102 149:5.432227946602109 150:5.337219652778627 151:5.811759726940114 152:-9.890674226452461 153:-3.128997208603943 154:5.344117264043181 155:3.649330834174363 156:2.404185912460796 157:-6.34791259340488 158:4.03267672513689 159:4.582348455582272 160:8.6691031591295 161:-3.02057597567909 162:-3.137891737290208 163:-6.211508576463215 164:6.615120588136779 165:4.894663045856557 166:7.33092639033547 167:8.075209200866315 168:-0.1238801450027689 169:-6.129841865769538 170:4.318069740452338 171:2.938916692121162 172:-2.710597739377932 173:4.416862705707366 174:-8.294510750691991 175:3.693514784941756 176:3.491651406064662 177:7.399767063138095 178:3.087387890134138 179:-2.346462968241645 180:-0.5201184283511006 181:0.5026692098112358 182:4.407108319599666 183:2.529588585518932 184:-6.663281914646874 185:-6.7483333566765 186:-4.554946048146354 187:-3.250422115171666 188:3.986068170518961 189:-9.491278746379987 190:2.756561911504027 191:2.013134883985601 192:7.732759108628407 193:12.03149086640924 194:6.620238678596369 195:2.865120119332387 196:5.347118665053647 197:10.73643318496228 198:1.92961204396645 199:1.23912030550412 200:-2.479940281058087
+-1 1:3.089260830076671 2:4.564889014995279 3:5.221788575862771 4:8.374051580092219 5:-7.569872902555399 6:1.216836978563082 7:-2.623446088080847 8:-3.775136309708818 9:-7.2304495548207 10:-7.668931727591321 11:7.53880125297149 12:-6.145901122289927 13:-8.158280277786073 14:-5.098472505481898 15:-7.769394356570884 16:6.777713212640199 17:-3.953600217280965 18:4.956019415903377 19:-0.3837702020844261 20:-1.115214439886433 21:-1.400612784013089 22:-8.053385609364966 23:-10.85900076937207 24:-4.123802541658034 25:-1.23816110463834 26:5.204715784518425 27:7.938119589530912 28:-1.375474221220492 29:-8.199214748965833 30:8.276399474290743 31:-0.6769698936703641 32:-0.3208068310627469 33:-8.912730185858189 34:2.360915241036797 35:-4.954938225159934 36:-1.076933205798563 37:4.238606482038485 38:3.929259326791193 39:1.040226776859639 40:-10.82097834446121 41:-2.356434613549999 42:4.02467845677662 43:-6.654510648375807 44:9.026843308030008 45:8.45133082319265 46:-2.192222407781972 47:6.936870839583389 48:-8.482723904509724 49:-2.498192874563175 50:0.2252450618010735 51:-8.983703465559879 52:5.480652614709556 53:6.814733574565198 54:-7.807357369510202 55:6.447516373323883 56:4.201167512429545 57:-1.998215984460898 58:7.886865664698009 59:3.152872094723266 60:-2.957825609033139 61:7.337744855266302 62:-1.012017033856665 63:-3.569328881180444 64:-4.398040348730417 65:-1.374631054875957 66:-4.682599880518699 67:-8.828673979667144 68:-7.298374456266581 69:9.468418778850401 70:8.51571574945949 71:7.284687063468664 72:9.363596122960933 73:-0.7944859641525281 74:7.732781523628516 75:-1.563981180284803 76:4.119210414601659 77:-2.824863602801641 78:-2.005239894293848 79:7.958570102494132 80:11.00698576641966 81:-2.32731595904078 82:0.1255274358377945 83:-7.576790254238309 84:-1.550265437762277 85:-0.2094085411694747 86:7.985748016334639 87:2.885650128413191 88:-5.129648678260558 89:-4.484402348218948 90:0.3137820081974414 91:-3.850488102421764 92:-5.025583203312661 93:-1.039346226518176 94:-1.631328734709101 95:-5.02977387051355 96:4.279515536562948 97:7.184991221062956 98:-11.26927102590469 99:-4.233744936429613 100:-2.257044380704843 101:3.159353670808563 102:4.431978751789396 103:-0.6046012580301448 104:-1.289270351761797 105:-5.412738138046774 106:-4.280860580877469 107:2.343949623564325 108:0.1516223174990675 109:-2.244268530454113 110:-1.176091953477548 111:6.866754404007827 112:8.332370700382624 113:9.929718879493237 114:0.384256172127251 115:8.45309054253438 116:9.080306813505773 117:-11.28836971739032 118:0.7865462869012394 119:7.707435866033717 120:0.0789973903580905 121:2.776709476997372 122:-2.880116477219279 123:3.266930258734492 124:7.845728808877647 125:2.380036036280127 126:1.401192569247712 127:8.01742570776036 128:9.1587933614628 129:5.522091510069792 130:1.758857710722341 131:0.2703474791380134 132:-0.49340870441669 133:-2.125186381135979 134:3.205317349890644 135:7.521170475076059 136:-6.766511493601272 137:-4.748758465904867 138:-3.204247766062212 139:-3.541096733590148 140:-0.8598046298044781 141:-4.338465602438602 142:4.668265662739237 143:-3.265029790573555 144:-3.767165072729679 145:0.7566634153505412 146:-6.342683783264033 147:8.293988750401912 148:-1.919990582449808 149:4.116628928970542 150:5.21569502952995 151:8.060814353392244 152:-10.25922534787803 153:-2.410710134737195 154:3.481839307315157 155:7.474965506776087 156:0.2091921756930866 157:-5.453658653946444 158:4.81358435520267 159:4.325549352186473 160:7.32443967129818 161:-4.22768007373566 162:-2.512521406822354 163:-4.692131864915558 164:9.169750388812247 165:5.499689235831656 166:5.506368753511382 167:7.613519460027449 168:3.586437287473114 169:-4.959585766576067 170:4.936951838894776 171:2.380106606388264 172:0.4011757214534499 173:3.800279452822375 174:-5.568143192159452 175:1.830506651639404 176:3.1363470719651 177:6.572175560681773 178:2.087834192914782 179:-4.30431955253011 180:-0.1369069107269063 181:-1.494567101343668 182:6.55441444623255 183:2.258076713387716 184:-4.913694867334775 185:-5.72648108144914 186:-5.571804815841957 187:-1.007390866624418 188:2.817035688676812 189:-10.60878023157508 190:3.16911784219457 191:1.150682905207738 192:9.248797558892868 193:9.460005597942216 194:7.610958599875773 195:0.8980707020496153 196:5.481402496412667 197:8.586219383289585 198:3.290500608169289 199:2.218409566244824 200:-1.776789912874583
+-1 1:4.16267241105761 2:5.435887626824433 3:6.764373567962825 4:9.261598887912015 5:-7.582001922539161 6:-0.5556005948378423 7:-2.455584203401648 8:-1.536513490395429 9:-5.688533596062502 10:-3.051503216474264 11:6.520484460516903 12:-4.418189916579373 13:-9.113084567374226 14:-2.699315877794577 15:-7.21162808632476 16:5.771481046535412 17:-4.470146429672084 18:5.157043743742745 19:0.2411071501254406 20:-3.063726909816038 21:-3.084915869452606 22:-7.009191346624412 23:-11.57732946606203 24:-4.329654093346865 25:-3.993443037372814 26:3.086214620132304 27:9.014525822979911 28:-1.757270025958742 29:-9.393252238493131 30:6.631696788630381 31:-0.5812131443722451 32:-2.144209843264285 33:-8.663717016667173 34:3.890845737917603 35:-4.635390831629636 36:-1.507601860335772 37:6.863992208971487 38:2.905071438765677 39:2.08989529708522 40:-8.699854309155942 41:-2.503943197931115 42:2.618256925272473 43:-6.078851001394757 44:9.508129635796582 45:7.798280313484977 46:-2.723977624904235 47:6.088806772676538 48:-8.318346219340187 49:-2.460077042666805 50:2.292599567258074 51:-4.804499752187308 52:6.723306512812864 53:6.841216496509756 54:-8.571751326134621 55:7.228518647875763 56:4.474578394628804 57:-1.905166411425425 58:7.817378957094282 59:2.788389040385927 60:-2.633098567508286 61:5.78519331502652 62:0.4465870672864212 63:-2.004178333761527 64:-2.62692791525042 65:-2.272995457567859 66:-2.634117108167393 67:-10.65132456499447 68:-7.507878608470175 69:9.083285436869422 70:8.458354637217518 71:10.32923374017889 72:10.00263283210439 73:-0.5323484418490527 74:5.845295512451048 75:0.08157980036444951 76:4.841110337646688 77:-1.510713938862304 78:-2.06336355638434 79:8.230479986425474 80:9.195036466452127 81:-2.02720388897028 82:1.831008021950693 83:-8.379441095628826 84:0.8923727746151986 85:2.180593809661072 86:6.843590263175256 87:2.766107037962914 88:-4.773784651642181 89:-4.219494789011671 90:-1.193496578641494 91:-6.215972127515601 92:-6.698883555560273 93:-0.08542432431934244 94:-4.598194010687022 95:-4.669089623455181 96:3.873482542150945 97:6.943600105497437 98:-11.68470142602792 99:-3.752165345815305 100:-2.39046790887844 101:4.455327525805889 102:4.430832961326281 103:0.750238007029069 104:-2.796779671809114 105:-5.782116399686887 106:-0.7949007725143591 107:3.111383827287347 108:-0.6580297571689231 109:-4.038817799429008 110:-1.016748242350804 111:6.332536987899948 112:7.668064421240079 113:10.60223475541775 114:2.010095986221959 115:7.699015797853495 116:10.11347476576481 117:-9.148547059811476 118:1.889003933397182 119:8.638354816386945 120:0.929911079951754 121:2.365491013813754 122:-5.489068982041329 123:-0.1407814504483045 124:10.03187160557888 125:5.133670551512385 126:1.628169211528928 127:7.171941353550842 128:8.999639631491613 129:4.798348583305442 130:0.4291929559334448 131:0.6372993613165385 132:-1.676581933598655 133:-1.651116823580159 134:3.383306790144319 135:9.459343751395105 136:-7.013132692124327 137:-4.835312367898925 138:-2.142241062894927 139:-2.906587908895268 140:-0.4806674488866243 141:-3.789747062922494 142:5.602789639106443 143:-1.734953270344575 144:-5.461552973534965 145:-0.4583535753391448 146:-6.088156243260473 147:7.847930067749315 148:-3.907443482752841 149:5.952041860735231 150:7.288766891049206 151:7.009646639984303 152:-10.57754110289662 153:-4.427537442931074 154:5.262854418754159 155:6.103937752258044 156:0.9473954283913876 157:-4.341020508179624 158:1.537427694893317 159:3.55426502583091 160:8.558988067602836 161:-5.15029806047276 162:-3.009053956796082 163:-6.345740519982171 164:7.667522914609032 165:5.839252126145548 166:5.758693531927328 167:6.764222384504565 168:-1.006073154025849 169:-6.919406855119705 170:3.289913592563407 171:4.265418353302422 172:-0.5368552383128989 173:4.072745792674229 174:-8.82638042557055 175:2.293113075436541 176:3.670541861683799 177:6.517198575347807 178:1.706127927489162 179:-2.783499102457942 180:-2.912404702438557 181:1.44408983125914 182:5.047287928751087 183:1.884568653299169 184:-5.774198101101796 185:-6.054515951595968 186:-4.92233426050671 187:-4.049071195743931 188:3.748996298268381 189:-9.691905554293481 190:2.173677264609017 191:2.509381546755418 192:8.019582317158575 193:9.294186742796684 194:7.003317168931208 195:1.961133586053475 196:6.579353122308319 197:7.303545504529527 198:0.8311845890608374 199:2.525741376899354 200:-0.01842628241137256
+1 1:7.942149911870874 2:-3.598567253747214 3:-4.492256939939895 4:-2.879559105586484 5:7.45972626955227 6:10.16458935779232 7:-9.205539862181141 8:-5.519211695655725 9:4.76631280931162 10:3.497416336390165 11:-7.209457638327486 12:3.761497592366304 13:-7.246181809853873 14:-8.144881764881465 15:-5.778767638508192 16:3.962039236299732 17:4.040089140795542 18:2.470221089480228 19:-7.435985249968507 20:0.09573550450030388 21:-2.987970742464005 22:1.752749242560571 23:-7.647279050660948 24:10.54731275661923 25:0.8392379072270304 26:3.740342031579425 27:1.839590346111611 28:-2.873298249944117 29:6.363842964129092 30:6.558078226220691 31:7.159600381067018 32:3.715657794880597 33:6.673580007849562 34:6.760066214651451 35:5.982737186419254 36:3.328496712027659 37:6.121253517622279 38:5.91498996188398 39:-6.217152548644291 40:-4.126432611836347 41:-0.2164723604341923 42:-0.4363047534339368 43:-0.533946258075909 44:-8.778705965454773 45:1.813375884691286 46:8.730340335810229 47:-9.079338059295582 48:-6.675431516279294 49:-6.337649505769924 50:7.756591543118811 51:4.917966543805521 52:-3.031698053312903 53:7.314369859744294 54:-9.34206397504671 55:-2.402827398661274 56:-4.198529249048649 57:7.686758143156152 58:-9.087179980872502 59:-3.558759427342676 60:-5.476801524516696 61:5.764850667748068 62:-6.842682062674799 63:8.418609958402063 64:0.7994465829510997 65:0.6721948661335782 66:-0.5298679908796764 67:-5.332670893652756 68:9.020145546741725 69:9.363770309529142 70:-3.799824686034867 71:1.450160725325613 72:2.304839692313371 73:-1.325630520874262 74:6.065049524188105 75:-2.916803140644709 76:0.7157544874103718 77:2.241609995601934 78:-8.574478049015017 79:1.998324283577847 80:6.766625018773794 81:-6.338362365634126 82:-2.652144263144463 83:2.052524702747887 84:5.917744064390346 85:8.942338357381631 86:7.50355451612633 87:-2.744198732808272 88:-8.403261445841157 89:-2.607646384798787 90:-6.733175876695325 91:-5.737794332211371 92:-7.185016550553733 93:8.12452026985282 94:-8.715030054603758 95:-4.336570242211918 96:-8.416399863417674 97:9.11627473813077 98:-7.434759503919628 99:-5.114068296335128 100:-1.025879628764572 101:3.557197459738436 102:-5.52842366067047 103:4.561183776022226 104:-8.639445810538637 105:-3.345486307776634 106:-7.70831389842011 107:2.124608012402231 108:-2.178046881243128 109:-8.642684735231965 110:6.381584334049148 111:9.695176978330966 112:5.69983812378057 113:7.060562311266786 114:-4.188181088255986 115:9.043763148215366 116:-7.140003043857939 117:-4.054214100407016 118:4.192959167215253 119:1.935930178357371 120:3.697130161045236 121:8.315770093193111 122:4.152021081150361 123:-5.802580671250855 124:-3.743050243710992 125:4.226752650168212 126:8.460573287068732 127:-8.460792256291315 128:-0.07141999352629158 129:5.562039569876227 130:6.075634635735825 131:-3.040314265571221 132:-2.157333176888965 133:8.531881417024676 134:0.5636557133179952 135:-4.253667513428117 136:6.514734605769695 137:-4.503492918041069 138:7.665932439158225 139:-8.848200014716246 140:1.258949549457238 141:-10.91739521781986 142:-7.388366164992146 143:6.068560138466805 144:4.104328292696634 145:2.633269061331434 146:-7.158608697797333 147:-2.168377179863926 148:-6.538377967921205 149:-3.062343107877093 150:-2.870290116253944 151:-1.979253046288698 152:4.850732707298822 153:2.974166927177408 154:-3.888875349602136 155:-6.684309552519162 156:-6.950830265370517 157:6.21645797432349 158:-1.998495200847044 159:-1.403196787240046 160:1.918306088209183 161:4.008532571174053 162:8.292303071780584 163:-9.334581576398945 164:2.387888290120987 165:11.41947032671693 166:1.74869758566099 167:-4.143848078928762 168:-4.917535852701159 169:5.039518847133569 170:-3.125856320730686 171:-10.23999011694347 172:-10.13326994905338 173:-5.031993159846873 174:7.945705991895249 175:-0.6572699058380795 176:-3.532330564367231 177:7.295186970346584 178:-2.868175099662134 179:-2.757564640773507 180:-5.747236445384306 181:5.683785342279885 182:6.387921739322453 183:5.547048040608488 184:-0.8996719855192857 185:2.336650842478277 186:-5.194995180969701 187:-2.869506776041523 188:-0.301998622014114 189:9.723172981934153 190:6.07711063032706 191:-7.923832616371323 192:-1.71911943447258 193:7.01746291413179 194:-4.753627161044101 195:0.708541989405582 196:-7.828625039021884 197:-9.237122231914075 198:-9.762036501229151 199:-4.14690110919209 200:-5.814122944059765
+1 1:9.330277553256836 2:-5.720423332890053 3:-3.957139476184152 4:-3.471372731266194 5:4.26564022661251 6:10.40716537778138 7:-9.941913537706128 8:-5.702883835777427 9:5.125989004375602 10:5.306536444869788 11:-6.500191816500172 12:5.12207944475014 13:-7.022993062635595 14:-11.65202028999111 15:-4.179592761093166 16:2.979765093698996 17:4.354403772510984 18:3.979185451183139 19:-6.732603503695914 20:-2.610657095265175 21:-1.398745825824704 22:3.965317567841894 23:-7.991087097062767 24:7.459383456416202 25:-0.5930911401058923 26:1.615243848826466 27:-0.4174825071715943 28:-1.388800018021483 29:4.233417089196766 30:7.736260644031977 31:4.922060385147764 32:5.195512382165211 33:7.175548505442121 34:6.329500338371213 35:7.080959129000969 36:4.134305292411997 37:6.194229289377647 38:6.666993707377741 39:-8.37162236886773 40:-3.801863771180679 41:-0.9587121856813153 42:1.440556865249963 43:0.4130845461622774 44:-8.600237820529586 45:1.719577170106871 46:5.812641160839371 47:-10.32352888631259 48:-6.583988399608508 49:-7.57672555971472 50:7.219079835854509 51:4.198873077369738 52:-1.130140350573728 53:7.952732435238994 54:-9.1326514728165 55:-1.030483434923485 56:-2.708137353778282 57:7.362295163946699 58:-8.169250554982895 59:-0.3545471377442957 60:-4.860725287585289 61:8.824681064877661 62:-5.307244517587351 63:9.025509775013131 64:1.690293262442446 65:0.4676547638024708 66:-3.532685058825719 67:-5.319843073138252 68:9.445048020644821 69:8.62482081750108 70:-3.811485877255549 71:-0.5152992644073173 72:1.313000831366181 73:-0.8651091068045189 74:5.555063897865017 75:-3.682814438873563 76:1.601163764878485 77:2.151189423344814 78:-8.453121375330541 79:0.4558123297038215 80:5.668328974206076 81:-5.017720509960446 82:-2.557330425469372 83:4.600061952757548 84:4.350769585023661 85:7.566560834299295 86:8.555328973506047 87:-2.5914931155154 88:-8.684904855987771 89:-1.531590010847182 90:-7.509615047842327 91:-7.037652610951164 92:-6.867057764369894 93:7.881244645478843 94:-6.357902797523546 95:-4.686606674778087 96:-8.356256134559864 97:10.28903109930062 98:-9.236102213666316 99:-5.012488528782058 100:-1.043513637851057 101:5.471256555330675 102:-3.829141232384091 103:7.541871977528439 104:-5.472358666661121 105:-5.580848549909105 106:-8.661143707018814 107:3.182215348966374 108:-5.071039449269012 109:-9.529863189110852 110:5.139784411934253 111:8.432384367866122 112:7.282030380881322 113:8.928011644246421 114:-6.266570674607615 115:10.1737661044871 116:-6.977923845711647 117:-5.494977763374643 118:3.906488040053669 119:3.270899026079407 120:3.728888780619921 121:8.83338440507757 122:5.279020847870497 123:-7.617224478822469 124:-3.486797123765951 125:5.095127105883684 126:5.230030080250323 127:-8.676460928432984 128:-0.8449222809248058 129:7.100468007646004 130:5.1438571488811 131:-2.465393250080421 132:-1.027065442115298 133:10.34648713457799 134:-0.5608860127730284 135:-3.068509812885553 136:7.878106028133558 137:-3.834548117398368 138:5.916396878468621 139:-7.317000643729224 140:1.909629491899057 141:-7.844799664514214 142:-9.53699176666159 143:7.098314582057456 144:3.108440482640611 145:1.917820658691278 146:-6.295853708588839 147:-2.529408268768476 148:-6.247375766680983 149:-0.5085405228033191 150:0.9450239696246214 151:-2.413994540633552 152:5.675881362423995 153:4.317186795994085 154:-3.87801850372034 155:-6.114652550229849 156:-5.584563097386917 157:6.167214614858293 158:-2.569739832800931 159:-3.907235027061076 160:2.736547503825703 161:6.750637947342852 162:6.908641143939774 163:-8.334398557358046 164:1.579008462749692 165:9.449371690748784 166:3.110581669442759 167:-5.294010479668735 168:-4.285210065187109 169:3.66930002588091 170:-2.640574897831131 171:-9.476086584884237 172:-9.392736866154983 173:-7.123233522862949 174:7.179691830328879 175:-2.33215836622033 176:-5.91154936904317 177:9.36214777715877 178:-2.485993491856318 179:-4.090810911641869 180:-5.037140491706122 181:1.465731355769818 182:5.426637020112077 183:6.244369148642905 184:-0.07345642460879936 185:2.755475471132098 186:-4.263561147025812 187:-5.021429103517985 188:-1.970109187315657 189:9.921209523991374 190:5.980062254470235 191:-11.74713067798678 192:-2.262816470949409 193:7.347953475101018 194:-6.286512071271622 195:1.591088330380737 196:-8.666971122494507 197:-8.510108579385111 198:-9.10045830925581 199:-3.851097238277059 200:-7.846727749857717
+-1 1:4.60655817130918 2:3.106725453847375 3:6.395780214668513 4:9.899486148381598 5:-9.062810559213148 6:-0.212359130724825 7:-1.806014781609687 8:-2.273404115649905 9:-5.218694820562763 10:-6.686200602719333 11:3.040860851451813 12:-4.306452337338508 13:-7.746482508225803 14:-4.266232633937843 15:-9.610629505076632 16:3.540041604054735 17:-4.602835003520871 18:5.865261945370328 19:0.8910854627598339 20:-0.5754996613117833 21:0.02329562067642099 22:-10.16869330487601 23:-9.11500795010727 24:-3.346570452454917 25:-0.7649541622287088 26:3.299067551656744 27:8.461457073350594 28:-1.281552239487027 29:-7.20429442796395 30:8.679510072403433 31:-2.249694956322528 32:0.06466182623959971 33:-9.779516712994807 34:1.330664587564615 35:-4.234529476927713 36:-3.127371209082298 37:6.174256560368521 38:3.38562235681002 39:2.918847332857495 40:-10.70467892968794 41:-2.142064125556959 42:3.857161378342132 43:-6.162988011190058 44:11.32817603275999 45:6.495761007008491 46:-0.8113834583204589 47:8.184799150838835 48:-6.91657973472482 49:-5.433344221678848 50:-0.9132592052555721 51:-8.431552483198463 52:5.753348648383729 53:8.049134897224453 54:-7.02499479875017 55:7.869385963818203 56:4.689479610415137 57:-1.736072037369058 58:8.179825502165995 59:2.865774534184933 60:-3.626108102373519 61:6.529530259455999 62:0.4095804482586152 63:-3.432725189891852 64:-3.301149215629804 65:-2.571056458064547 66:-4.015154649245565 67:-9.773117785241453 68:-7.51977863143898 69:7.195955794610566 70:7.123748525642595 71:8.1860512479638 72:9.318124729525678 73:-0.1008927007493802 74:8.799644330099268 75:1.374984955888589 76:6.139419161311323 77:-2.869497532953472 78:-0.8554467220131683 79:7.755038649557415 80:8.900331827273293 81:-0.4836600456609759 82:0.8128769591075735 83:-8.937707847658455 84:-3.308928488256946 85:1.279657784579483 86:5.660382596567306 87:1.771025293337154 88:-5.924801297371484 89:-4.224495424352711 90:2.045818334358347 91:-5.331447999175981 92:-4.834383801096616 93:1.354565207852049 94:-2.763736891926231 95:-3.765351789548081 96:3.588646731138823 97:7.624968002469929 98:-8.148553905501348 99:-4.168710726478494 100:-3.640214594870689 101:4.231860235659107 102:3.868832322970666 103:-0.6154270262591952 104:-3.533213127616216 105:-4.86019856420894 106:-2.676445672116582 107:1.955404861346108 108:-1.343844290284704 109:-1.895936799731406 110:-2.146008529299638 111:5.520526635897442 112:7.962956526534954 113:8.439717041141236 114:2.24184747663473 115:7.449206143279068 116:9.285990513715197 117:-10.52064084038274 118:2.1328537492848 119:7.848607006152805 120:-0.664727606516355 121:1.825805469072912 122:-3.71182633851639 123:1.023756477468628 124:8.846021263532917 125:4.967223389228053 126:0.8829978185663634 127:7.73694692418656 128:9.468827561775516 129:5.73903932891299 130:-1.021259642417401 131:1.198115443840297 132:-1.118175008771419 133:0.286341488576165 134:2.842782464227337 135:8.667186700907044 136:-7.72013086439718 137:-1.657417349997327 138:-3.615568513004606 139:-3.201142902579062 140:-3.026671137902391 141:-5.396810454854398 142:6.660233240914371 143:-2.802220866361048 144:-5.150756078354916 145:-0.2386673165269261 146:-6.224939204971212 147:6.853312038162521 148:-2.706481681957288 149:7.353961873027577 150:5.833654871991868 151:7.517372020279009 152:-9.762998595645691 153:-3.192501005358276 154:5.129562027437171 155:6.921447945800322 156:2.302848502435682 157:-5.215447837854529 158:3.028735869718662 159:4.005634724438266 160:8.561270685795474 161:-3.222136284318795 162:-3.729405608432399 163:-6.595842947593008 164:7.670985218976449 165:4.936508472957049 166:7.239685656536332 167:7.850384530791256 168:1.673284738005419 169:-5.823153160601616 170:3.344622850965643 171:1.518166618209395 172:0.4223681730048576 173:4.064324729620087 174:-7.034582404807768 175:1.342604691985604 176:3.568392471182777 177:6.541276172694143 178:1.680550886273668 179:-1.754134855639901 180:-1.8958594174273 181:-1.784286021539231 182:4.742433226367504 183:2.972648673169681 184:-4.75987312961455 185:-5.543155552974095 186:-4.557542520278115 187:-3.370770485228213 188:2.636814601279584 189:-11.09716097833988 190:2.836426400683657 191:-0.3340075716498477 192:8.186776221679006 193:11.07289249479492 194:7.432765431560066 195:2.201082977851716 196:5.91620843732504 197:8.667717504631575 198:2.202250255696173 199:2.200419491546716 200:-2.763429979880635
+-1 1:4.099494273597172 2:3.027916859336009 3:8.018627501743483 4:10.57550921854984 5:-9.272750295445 6:-0.849342896958699 7:-4.926706617865856 8:-2.413237041743538 9:-5.691091291723247 10:-4.680393134528733 11:6.549699447505034 12:-5.879573938306677 13:-7.525524355540223 14:-4.512189723791992 15:-7.764321876600241 16:4.697014977232005 17:-3.559768236424857 18:5.474290067121056 19:0.03183187356107819 20:-1.272784075503469 21:-2.031375773559492 22:-8.58230783047374 23:-8.10658375925545 24:-4.31486593545925 25:-1.6422857749093 26:3.709940967478331 27:8.629428735507766 28:-1.773914539538058 29:-7.265197195431275 30:9.293833322585769 31:-2.362555121231948 32:-3.03601296851173 33:-9.652271079475897 34:3.043781905648732 35:-4.702110686735277 36:-2.132262467733425 37:6.5212134311256 38:4.591190765127107 39:2.2196484435269 40:-8.397237868083705 41:-1.733408290480284 42:2.12137029719093 43:-7.77198431021522 44:9.241723742268592 45:9.762927869111103 46:-2.475793014681837 47:8.503279688121603 48:-6.895557324192509 49:-4.471892201377266 50:2.215191794019291 51:-7.377137277970645 52:6.149443447067303 53:5.569062664309073 54:-7.374754952714898 55:7.122027007774268 56:4.705596234112724 57:-3.780948528111685 58:8.291843218203752 59:1.818918334113477 60:-2.575428501801206 61:4.61363100393647 62:-0.7397512694390356 63:-2.929861352678562 64:-2.542248808984911 65:-2.595657982642617 66:-6.129961342446033 67:-9.553849363292858 68:-8.236516979729199 69:8.253233399465314 70:8.473477206432099 71:7.35008499069172 72:8.244277891848313 73:2.646747288763609 74:6.357100226023364 75:2.100372014605068 76:4.488281682242748 77:-2.515440742952673 78:-2.088769222770701 79:7.604656612956174 80:8.936623191139253 81:-1.467397277663895 82:1.502581287892783 83:-8.898825147374403 84:-4.04674578269855 85:2.034219267636004 86:6.457794579959774 87:3.019040270691498 88:-3.192830918347972 89:-3.777535478475454 90:1.559628117955974 91:-4.740573290814869 92:-3.348194838069361 93:0.7529106708076324 94:-3.655761452532135 95:-3.523466744612218 96:3.828978139209447 97:7.433151412453012 98:-9.127557248748369 99:-5.267130943048396 100:-1.117385900574805 101:2.202089948829639 102:4.791932476378794 103:1.318571203870466 104:-4.995650922059022 105:-4.903392289435903 106:-4.559537198509613 107:0.9183938127219322 108:1.888404467229455 109:-1.211245323929076 110:-3.293107528742698 111:5.06129555389214 112:6.63619010127524 113:8.388663313178403 114:0.8683399311930556 115:7.631047747935416 116:7.787557709793952 117:-9.533290406945234 118:2.169402257767079 119:9.023597396857964 120:-0.4554207639626244 121:1.884677724444718 122:-5.314327310804416 123:2.40244749872117 124:7.953004878607919 125:4.277093341032876 126:-0.2700759508717976 127:8.038368104065604 128:10.92599891438503 129:7.126016361841696 130:0.002862649622403235 131:0.843564247155398 132:-1.64945012455392 133:-1.615238753778 134:2.583273738942724 135:9.776276699856174 136:-5.941889604676867 137:-4.540935422493434 138:-4.37914543038276 139:-1.677182119555713 140:-0.7223538367735871 141:-3.071617970943092 142:4.206699645556831 143:-3.07133460006701 144:-5.633511010591159 145:-0.3154983297164398 146:-4.928055682558763 147:7.326946854811709 148:-3.003437243736748 149:4.958210146248483 150:4.95183527943001 151:7.028213532309582 152:-10.7453817629417 153:-4.779064809661569 154:4.522943993385814 155:5.409253842588188 156:0.3757305705491225 157:-5.442772401460551 158:1.778904656546723 159:5.253496273677555 160:7.143845289394221 161:-4.929806126473862 162:-2.608239304417012 163:-7.723500819467513 164:6.555579904988269 165:3.459198516031216 166:6.056606233641929 167:8.693883718571547 168:0.8223382084813384 169:-6.378538826474797 170:4.328960580471302 171:2.833717565349968 172:0.01871705196592255 173:2.517699325001583 174:-8.76947268541149 175:1.42597995192611 176:3.133677977115953 177:8.432834383151732 178:1.999841569832985 179:-2.563252429152563 180:0.3848352184280666 181:-1.416836350730603 182:6.115045716866861 183:3.892337839957618 184:-4.39446812962077 185:-6.526025684565908 186:-6.036885518732862 187:-1.638357609217436 188:3.973970435614023 189:-10.61766665452179 190:3.763297650902127 191:1.831627643043587 192:6.868212976838077 193:10.5864161508362 194:7.133027054210088 195:4.089448119766944 196:3.520415048380297 197:7.939672937783602 198:2.135154341565479 199:2.747290341930837 200:-1.309770422877298
+-1 1:4.055260100053993 2:3.612833337439356 3:7.555354250863608 4:9.145871196795069 5:-8.68342230525602 6:0.09602778426931108 7:-3.009047433981471 8:-2.427805833390035 9:-6.758875457057138 10:-7.142811934407635 11:8.728931276982561 12:-5.502293106147937 13:-7.504773933095088 14:-4.438864372822296 15:-8.332195477333434 16:3.968869558129581 17:-3.497905487363165 18:4.039355751503774 19:-2.025713592973122 20:-3.683915219854538 21:-1.191721969545502 22:-7.304035026532145 23:-10.72218874636019 24:-3.925497409180601 25:-0.6591873520016205 26:5.185862824881156 27:7.300171102012865 28:-0.1550147283194542 29:-8.044986847048287 30:7.45135810830669 31:0.2583338544034788 32:-0.9806211420248667 33:-7.775913223744849 34:1.156996782004197 35:-3.312130199302157 36:-4.369908465847846 37:6.712731962460905 38:2.080681600952461 39:2.110533572625283 40:-9.09734767468497 41:-1.247930340065973 42:2.856152744968789 43:-8.387956137289358 44:12.16345331060788 45:7.73140067909575 46:-2.292635213931324 47:7.6226043513407 48:-7.405256616979643 49:-1.183566912650852 50:2.420552904553821 51:-9.723603379382164 52:6.324812308792424 53:7.111879093926468 54:-7.200136619181834 55:7.6204156379861 56:4.158456556733164 57:-1.089055698921005 58:6.154350676248147 59:2.963901924837804 60:-4.618201655878757 61:7.232917598734311 62:-1.511257446752349 63:-2.242530472866198 64:-3.079367818742179 65:-2.852291467678771 66:-3.852186394226376 67:-9.207446531621223 68:-9.931692578983156 69:10.95815026177268 70:9.605954409420967 71:8.761647261013129 72:10.56535032291141 73:1.237419100342144 74:8.380638786732574 75:-1.307905972328829 76:4.739749464897928 77:-2.709445094458377 78:-2.285722921826554 79:9.695455246234854 80:10.18689075134769 81:-1.806389164356168 82:0.1818667598329755 83:-9.078383494263798 84:-2.669940800079224 85:1.056514497420715 86:7.622746270048448 87:2.297497356822924 88:-5.757515197258015 89:-5.151189926979368 90:3.330551557316495 91:-6.839265243724139 92:-4.973309115456028 93:1.762070943284354 94:-2.4343764564399 95:-4.622036592414433 96:3.764385705608655 97:7.655929264580638 98:-10.45749167331491 99:-5.638448463858193 100:-0.6913223326368088 101:4.113257591802213 102:4.623737230621498 103:0.6817153782658878 104:-1.718399147759032 105:-6.49120347914631 106:-1.741975666959101 107:4.4819279058599 108:0.1224924391751947 109:-2.77691994667223 110:-0.586231588685147 111:4.883140609311241 112:8.280075418743602 113:8.737782489829046 114:3.664131605060666 115:9.206252459390051 116:8.446536896112406 117:-9.117246710746382 118:2.337193750951769 119:10.49789829550734 120:0.7122822482084334 121:2.254009078774935 122:-4.858299705524334 123:3.409513653372208 124:9.924774538778287 125:4.492979407460211 126:0.002038663347142533 127:8.905019358441697 128:8.482009738585663 129:3.596539703363971 130:0.3877943895617352 131:1.062219058030464 132:-1.216180582170029 133:-2.381916485802778 134:2.240075769769741 135:10.31963970515857 136:-6.362778273962375 137:-2.272369527357974 138:-2.644041444899817 139:-3.860299643980123 140:-0.6034952176508157 141:-3.841629122662018 142:6.771569394470353 143:-2.146270723444394 144:-3.573027289614036 145:0.7704272139838955 146:-5.864056560754022 147:9.609651496843197 148:-2.636477474155589 149:3.171924001460154 150:6.173682331243061 151:7.343024853886883 152:-10.79202788128264 153:-4.631088799953293 154:6.957681119644137 155:4.033823980131068 156:0.9423968997633375 157:-5.066375906959998 158:2.319087935574805 159:5.208376714803634 160:7.074842996639786 161:-1.640008870959839 162:-1.14970534917008 163:-5.846900572306146 164:7.669427610069871 165:4.590835992057363 166:5.374762116585836 167:6.060569104479249 168:2.740786735448126 169:-6.724202973438753 170:4.701367646948822 171:4.274038723875128 172:-1.82090570591601 173:2.646599050403315 174:-6.869877405229927 175:1.779727692228249 176:3.141581321979613 177:6.019157451904529 178:0.6150454592812893 179:-3.206902062405119 180:-3.222576037933056 181:-2.008774567919629 182:4.212174670653384 183:4.606216922673908 184:-4.647237611671533 185:-8.146234925535808 186:-6.931299290608758 187:-3.784718906103286 188:4.040885284604362 189:-10.1655329959942 190:3.310952392886883 191:-0.7595645030354534 192:8.03044387900181 193:8.042826600547626 194:6.089644069249439 195:2.082946298010342 196:6.64607029734008 197:7.728332620029528 198:2.466743908795098 199:2.879463384043699 200:-4.788115928206091
+-1 1:2.588304367986698 2:4.806268095489854 3:8.899339877251602 4:10.48151186352569 5:-6.439739862046743 6:0.7775487836997684 7:-2.128319992858288 8:-2.336483650273522 9:-6.90925081081713 10:-4.917272857116183 11:8.454502156772069 12:-5.810977348824729 13:-7.932363917280181 14:-4.596895692441298 15:-7.599121274084226 16:6.170666888244888 17:-4.587000570340575 18:5.085563477672759 19:0.5679197552229546 20:-3.888047206403304 21:-1.146895732836117 22:-8.002088581155032 23:-10.72196273270195 24:-3.532535390658424 25:-3.7248233043241 26:3.204406535086069 27:9.301080819149192 28:-3.191800061705355 29:-9.367576815056765 30:8.393020878230004 31:-1.464780413819626 32:-0.5112550937676958 33:-10.30725368822745 34:1.948739421545742 35:-6.718241105500697 36:-2.76837747753937 37:5.707117407093765 38:4.599046814185587 39:3.894836454924717 40:-10.03352177044068 41:-3.293023181565607 42:3.520081220686348 43:-6.414127312722407 44:11.04444173175693 45:10.20136944730888 46:-2.686625871911716 47:7.141129708651667 48:-8.344494240171223 49:-2.95452535255581 50:2.582237140932409 51:-8.644108717678845 52:5.77337535467068 53:7.519757243313434 54:-7.602340867152034 55:7.993075359111913 56:4.817162154730747 57:-2.946151479356562 58:6.417626806564436 59:1.86753613603361 60:-3.09140406026465 61:6.546520319348295 62:-1.887395195384124 63:-3.44974610769959 64:-1.735301049848562 65:-1.812589824313544 66:-5.210418696635539 67:-9.223218488471824 68:-7.985552729209879 69:9.859554936619784 70:8.432194172435363 71:8.542639252459646 72:7.484476330914842 73:0.6960212652756694 74:6.62074265652086 75:0.7126048696288263 76:5.390247948581283 77:-1.431296394810356 78:-2.646357873527609 79:7.443575061389673 80:8.196564429509456 81:-0.499695805043366 82:-0.4005339314260059 83:-7.56156545637326 84:-0.4836207066980847 85:-0.1497480682624599 86:9.419256824221332 87:3.932640476541708 88:-6.454256080663469 89:-5.024817319104979 90:-0.4442763754044243 91:-5.058717837219113 92:-4.062914698803453 93:1.000906193712904 94:-3.336205827698858 95:-3.623232841660408 96:5.132684494102388 97:7.031171372818359 98:-8.9665216456245 99:-4.861089453854031 100:-4.011287226035454 101:3.701393405564654 102:5.010204443855435 103:-0.7670680385887325 104:-1.298326035229338 105:-4.95502588317759 106:-1.36403096394272 107:1.985952278440891 108:1.201813998228484 109:-3.05676326330496 110:-1.043172915012439 111:4.728626888130301 112:6.987172297500784 113:8.036548325644267 114:3.045029865360871 115:7.300839724051527 116:10.26820205500289 117:-9.186639746945156 118:0.6001687963209421 119:8.907688997630022 120:1.24756791311748 121:4.447803391409929 122:-5.332317062241912 123:1.729115133742046 124:8.859544137182215 125:3.417110539925825 126:-0.356861412334571 127:6.534008172890726 128:8.196801991718438 129:6.879951055876422 130:-0.0694790318129761 131:-0.9085345812561532 132:-2.092788315127562 133:-1.901037134814883 134:3.266485167645034 135:8.169566616990863 136:-7.515344320040301 137:-2.877835398858466 138:-4.438648293566823 139:-4.221732562065652 140:0.8467901077449393 141:-3.966156098910365 142:6.144666234321242 143:-3.793525128903873 144:-5.943490023780508 145:-0.7788876449653315 146:-6.473246450576187 147:7.030582876213559 148:-2.918452098576892 149:4.800285198834469 150:5.599022915687247 151:8.214896250473457 152:-8.647340435578117 153:-2.912385856432436 154:3.012171011235982 155:5.969453092863786 156:1.407452224578181 157:-5.265934942340571 158:2.536586685226829 159:2.650647374862494 160:9.115273904021347 161:-2.443041577981028 162:-4.209104641801171 163:-7.136095295343894 164:8.637587491100806 165:5.184942042230446 166:7.099626188474891 167:5.421850351288819 168:0.4713400069019247 169:-5.982048981667526 170:3.033233315200122 171:3.626933974114471 172:-0.3412438234556326 173:4.742009557258503 174:-5.630119081579911 175:1.067674741864673 176:3.864560010980996 177:6.69257606288791 178:2.235520633636851 179:-2.360862541728486 180:-1.069010990296858 181:-0.4382534271707477 182:6.690167068610573 183:2.749115522890604 184:-3.78760729535536 185:-5.213368056564434 186:-5.088684518503613 187:-5.002888784995205 188:2.853164811740657 189:-8.558281136072136 190:3.106614642790858 191:1.81463347983239 192:9.13980983909158 193:9.474726686906845 194:7.165729074541526 195:2.806025356205315 196:4.435831295776591 197:9.177660353374256 198:0.5313232631392473 199:1.720941041214122 200:-1.096258674106464
+-1 1:4.831888186469723 2:2.901867155802732 3:7.673861834167959 4:9.002196038108742 5:-8.063806358838534 6:1.637797912497414 7:-2.048175520309934 8:-2.457784982643723 9:-4.527631111140125 10:-4.920855494778948 11:7.040747295498268 12:-5.818531484040657 13:-7.987121911293148 14:-5.23909361573927 15:-6.357286518960659 16:1.733480234051266 17:-4.214872292330007 18:4.859708580017713 19:-1.443984903988484 20:-2.537729112905616 21:-0.07930025346104164 22:-9.260456980628373 23:-10.43027630137411 24:-2.95757668129815 25:-2.740727154274529 26:2.874641791904315 27:8.901857011982328 28:0.7859296985591104 29:-7.940043750281514 30:7.73115861567185 31:-0.7335827100716208 32:-1.005502597996214 33:-7.573340181665449 34:3.85630720882574 35:-4.284627396399895 36:-3.645066044309414 37:6.865407415008077 38:4.815393529760875 39:3.473953041365288 40:-8.412372058045614 41:-3.993433222494732 42:4.812295891889552 43:-5.935177967066473 44:10.21214660656435 45:8.014055456182023 46:-2.318307177260902 47:5.97227614892741 48:-8.141719476965026 49:-2.672492745040392 50:1.94978017680069 51:-7.396570177303501 52:6.321104947892211 53:7.378475083709185 54:-5.782482911783441 55:7.602297416647549 56:5.16974143497204 57:-1.75715441540246 58:5.152567672712092 59:2.28571033676131 60:-2.77005409760812 61:6.402859348151622 62:-0.1251682759463624 63:-3.95521963944242 64:-2.868375990598832 65:-0.3960625758941667 66:-4.681184679654081 67:-11.30932519841285 68:-7.161857257538825 69:9.226519076588362 70:6.741673095117713 71:6.553789005589261 72:9.778522705841148 73:-1.069578497336396 74:6.71464069969499 75:-0.3205921392142449 76:7.887831015323981 77:-2.689584456782891 78:-2.786694956568272 79:8.094905399697023 80:9.062639994930393 81:-2.909570172415628 82:1.689074011484769 83:-8.580644586628571 84:-2.506318842610653 85:-0.1600982775590718 86:6.995030349132006 87:2.68538435682981 88:-5.414403084965134 89:-5.383870818964701 90:0.807882765742846 91:-5.997629080595565 92:-3.333842211715659 93:0.4117943794928333 94:-3.084745290886847 95:-3.351670275157899 96:4.858297392782332 97:6.153874350060223 98:-10.73271573948041 99:-4.443425729937704 100:-2.973098458809319 101:3.948616148007895 102:5.396035380498214 103:1.399898974435222 104:-1.310616699712927 105:-6.90357071167308 106:0.1695957512594135 107:3.797999122348844 108:-0.4591400344060365 109:-0.275334591056055 110:-0.5178847729473711 111:6.186111090009067 112:6.183461460663497 113:7.442562390901764 114:1.769176964873258 115:8.170451248519253 116:7.694953782803674 117:-9.400852156306412 118:0.9820981476306054 119:9.5780300898034 120:-0.7799658443037882 121:2.241241535905655 122:-3.025171816089248 123:3.374589553289564 124:7.098132824704601 125:3.964513211502749 126:0.02124814016955681 127:8.055407930412542 128:7.77635793261633 129:6.208210907911699 130:-0.01684392935107237 131:0.3924563976241354 132:-2.142382440377078 133:-2.118451565749569 134:2.910143564123568 135:10.801353096741 136:-6.567593511549651 137:-4.071215498667266 138:-3.6768430621568 139:-2.841406978905699 140:-0.1633321523970674 141:-2.149011304809555 142:4.824614595138374 143:-1.654344702127151 144:-5.041047539080644 145:1.164257965244171 146:-7.652427304864363 147:6.322944323758493 148:-4.63481346746485 149:5.980066896571555 150:5.684520047088037 151:6.564139319302819 152:-9.126899734413399 153:-3.62821857590302 154:3.418674610409216 155:6.358977051074564 156:1.712830462752987 157:-5.91997499509784 158:2.419956622027586 159:4.661147624067159 160:8.001349541761561 161:-3.099355863492909 162:-0.411247998953999 163:-4.083385954574892 164:7.21037823064308 165:3.430636988714925 166:7.082495278608834 167:6.422985998061687 168:-0.4777225183284539 169:-7.09264386084661 170:4.306990228378475 171:1.844066046363152 172:-1.519651012973418 173:4.278587156163517 174:-7.998169814589424 175:1.727862297452012 176:4.314501941660629 177:5.870276072657678 178:2.004167069169837 179:-2.96061770369679 180:-1.774838501244519 181:1.058834880219103 182:5.430749891617614 183:2.989073471827651 184:-6.536313189102628 185:-5.274731695811695 186:-8.093942309300663 187:-1.752960484336608 188:3.079017590464684 189:-10.07403521325343 190:3.310009533006845 191:1.215568518028727 192:9.126209205479945 193:9.24813905809518 194:7.630657555272205 195:2.728033124491851 196:3.870522245803491 197:8.725211494928409 198:3.617644877915881 199:0.9652640161475149 200:-2.68868206085954
+-1 1:3.853686613813846 2:3.792984046180071 3:6.379667554065102 4:8.750563279566553 5:-8.0775442094701 6:0.4580377995620578 7:-5.087297356358233 8:-0.8573758506720737 9:-5.714375697681498 10:-6.383060057138941 11:9.102432876740105 12:-5.361242179982797 13:-6.34663903428226 14:-5.104571633807018 15:-8.141975539235823 16:4.625001165158502 17:-4.672660146369645 18:2.545157714303442 19:-0.3504536929056259 20:-1.373270343003734 21:-1.955501015195153 22:-8.114245655686096 23:-7.157317492132115 24:-2.014169713286812 25:-1.393873838169142 26:3.247040217730837 27:9.396042260820305 28:0.03479966873297846 29:-9.113582061526497 30:5.636302915834644 31:-0.7664478521544729 32:-1.318204038898401 33:-9.047542469017648 34:2.600959825429864 35:-3.631018546373152 36:-1.99752369823476 37:6.178326501423771 38:3.851209259386938 39:2.465846288809043 40:-9.401718862964239 41:-1.254738140554228 42:3.004890136088958 43:-8.114453259746437 44:8.010068713563198 45:9.464816566046338 46:-2.901037147011276 47:8.04595571143831 48:-5.544421313717443 49:-2.756880855905693 50:2.581333778984579 51:-8.799274988060477 52:4.767129602427005 53:7.389110523541661 54:-5.681147812775839 55:8.539864360087845 56:4.425410103181322 57:-1.827560400954079 58:7.597609270704539 59:4.000769926969477 60:-4.329047611844746 61:5.173146284694452 62:-1.742703414234374 63:-2.274070059814742 64:-3.662578833990927 65:-1.649459108363293 66:-5.628970765282363 67:-10.33888755181088 68:-9.743583431943579 69:9.211370293327258 70:7.058409457698931 71:8.751830869783996 72:8.405889772632992 73:-0.2130736462349096 74:6.02535170421555 75:-0.6566995828741504 76:4.626107950121491 77:-0.6087627136697165 78:-3.721750956659542 79:8.523198651091638 80:8.560085707184951 81:-1.928060281634602 82:2.69980655358847 83:-9.687793296705946 84:-1.73921126173517 85:0.1997410755518895 86:7.641078835682302 87:1.384444317821205 88:-6.17802581875046 89:-4.949637634735046 90:1.769146348198443 91:-5.490382545067677 92:-4.330329976098935 93:1.490391334273423 94:-3.821470318160624 95:-6.518215053161242 96:3.844318800245301 97:7.370908615152057 98:-9.439507082359894 99:-4.460544062994703 100:-2.263761681757954 101:6.008161821544189 102:3.998739109792663 103:-0.3595072294217534 104:-1.960720713030164 105:-5.548732085766594 106:-2.027167573887677 107:1.441431835421473 108:-0.8766964094220873 109:-2.242378634561871 110:0.8122602665318182 111:5.432710431576508 112:7.464527153084767 113:8.226991590289794 114:0.2717017889359754 115:8.198691024270175 116:7.962540100142375 117:-8.101436722050545 118:2.22796067571725 119:9.446162621628316 120:0.6284760826313585 121:3.349134183819407 122:-4.947945723897667 123:1.385211946099826 124:8.007050214415894 125:2.714957282413952 126:1.416599410188877 127:5.378316013149675 128:8.296000978896883 129:6.053973500659259 130:-0.1802824509359198 131:1.649327555452617 132:-0.8295343516080492 133:-3.068564952007251 134:3.755877536839177 135:9.01488821811374 136:-9.210013064357533 137:-3.421377231425462 138:-3.226206480295243 139:-2.804631343377875 140:-0.8877731962095216 141:-3.706228972131014 142:5.219261023275369 143:-3.538089446332211 144:-5.488574034231707 145:1.38358515147549 146:-6.220670321301041 147:6.148447782366242 148:-2.465737612456697 149:5.134837312163931 150:5.124025776161266 151:8.810085767358082 152:-9.98770250835266 153:-3.604831790795422 154:3.350437230097583 155:4.899633016852485 156:2.946407593586311 157:-5.843584346680803 158:2.485235957403022 159:5.471905189683417 160:7.805935828636319 161:-3.308132245198678 162:-3.860883175149364 163:-6.139483259321301 164:9.891143687836681 165:5.145555226229127 166:7.091589190638129 167:7.293948474811853 168:2.014068513355753 169:-3.996807160620059 170:2.114355647852629 171:4.645502685897093 172:-1.039608115478444 173:6.509720020492204 174:-9.149229766824096 175:2.74702549083754 176:3.647169550199138 177:6.497848138641418 178:0.5189197247379718 179:-5.119233852211378 180:-0.806357163072091 181:-0.3588104603627063 182:5.954497222431099 183:2.518172542664946 184:-5.358142313261181 185:-7.008014111646615 186:-5.621558155972751 187:-2.358504049328425 188:4.165782016053236 189:-10.23820224958739 190:1.679440566080454 191:3.377455430832404 192:9.14166951880498 193:9.057714735845069 194:7.032773612488875 195:3.08446712673906 196:6.285939104242804 197:7.400617683299926 198:2.328061393808946 199:3.385776336420383 200:-2.653966086556229
+1 1:8.389706574468548 2:-2.821922038284229 3:-6.322232703936301 4:-2.121064084571524 5:5.424413558587502 6:10.8051869460172 7:-10.89598667500077 8:-4.975283904821612 9:8.894430046082441 10:5.39376859120997 11:-8.067664301584088 12:0.8871793268998278 13:-10.15848824796983 14:-8.55069092299914 15:-5.342923739965672 16:2.498918555914961 17:5.853445983619692 18:2.757371505573935 19:-6.581379716325519 20:-1.146053823510983 21:-2.779047848750883 22:3.147360014881695 23:-7.872710952356477 24:8.184291498535982 25:-0.4227984093704706 26:3.612994460486759 27:0.5410002255454252 28:-1.405287289170256 29:4.363539951920446 30:7.920399170512142 31:5.53047048230348 32:3.429674796092379 33:7.967108069124921 34:4.962272885645465 35:7.956480584511032 36:3.340816686183659 37:6.598095590715358 38:4.563249599240017 39:-8.226017903379294 40:-2.704457053686931 41:-1.489208661202999 42:2.023390729093469 43:-3.044843658791764 44:-9.359725909373537 45:1.167406676776576 46:7.570474595677968 47:-10.3158510295496 48:-4.658566591278868 49:-7.166536542801003 50:7.43022293816136 51:3.625720214481021 52:-2.769091615228368 53:7.522787929598316 54:-8.647873865777758 55:-1.487409725384758 56:-3.515560297224255 57:7.744151767534322 58:-8.126050981924008 59:-0.998355878901797 60:-6.28088536720628 61:7.011619745895911 62:-3.03321706125282 63:9.632070086159317 64:-0.67695982774279 65:1.890046412673368 66:-0.04470581636395554 67:-5.252041266630684 68:8.777849333463315 69:9.52582583925637 70:-3.878054050479504 71:1.02727143586661 72:2.160537512193016 73:-3.16543248436317 74:5.960872822976963 75:-5.993405091051687 76:1.680853523236054 77:0.804247983227723 78:-9.424232990405558 79:0.05961151460369307 80:3.327713721907682 81:-6.438322360795787 82:-3.625744572509152 83:2.490367814590785 84:6.182888521982994 85:6.463431541924341 86:6.366554602772765 87:-1.584936262896296 88:-7.966526511004624 89:0.7459021458317392 90:-8.497823442505348 91:-4.744055253815702 92:-6.389522769475298 93:10.29445234875682 94:-8.616985266912923 95:-4.408846951731554 96:-5.994107246488564 97:9.973215882458183 98:-8.88227520530952 99:-9.169111592364501 100:-0.2739937181546076 101:4.007054564435983 102:-4.264127244849043 103:5.483693439366263 104:-6.295865987097013 105:-7.578716900729457 106:-9.512917229793125 107:1.161390974908972 108:-3.940808478102479 109:-9.496779089839679 110:4.659029148299658 111:10.10293421206424 112:3.685248321782867 113:10.53272963396829 114:-7.586111024316208 115:9.794200386837826 116:-7.639121722117607 117:-2.582039044509584 118:2.794794785959541 119:3.772739722985813 120:4.021744020726991 121:7.604308160882965 122:2.33665937201697 123:-6.452493881000369 124:-3.84211352560814 125:5.124106920567741 126:7.287476638612109 127:-7.783300912319987 128:-0.5137372317428783 129:5.467801243221874 130:4.622824488962101 131:-3.130907295685539 132:-0.6169373455433886 133:9.66180356635317 134:0.9785329684263296 135:-2.361276752340928 136:7.899486178513693 137:-2.881035040020273 138:6.68579517961152 139:-11.11395429371408 140:0.4729501527236399 141:-10.24436019164996 142:-5.284747653806678 143:5.978340201975373 144:3.902964560313329 145:1.018416208566471 146:-6.268457101649029 147:-0.7547126617277009 148:-8.212719335677839 149:-0.9207311826261855 150:-2.646902130172212 151:-3.8669874195686 152:6.244863416078189 153:3.804479309394443 154:-4.693493389949677 155:-9.915201997225285 156:-6.266543189997731 157:7.145720404965245 158:0.04500293216477758 159:-1.385939759289304 160:1.641865835965423 161:4.752924197145539 162:8.937035769358893 163:-10.71951851583734 164:1.492276500164611 165:9.943240400434517 166:0.9501576307424228 167:-4.697873413456142 168:-6.743754901552579 169:3.755957509256402 170:-2.888300299415667 171:-9.605728583538419 172:-10.13052101307897 173:-5.528899659704694 174:7.694089263719285 175:-4.656117138066223 176:-6.925512089532567 177:7.516739055722511 178:-2.768557849220207 179:-2.593908285166958 180:-3.380865585255536 181:1.979697110919739 182:6.131062154330111 183:4.576943183918296 184:-0.3391064733118475 185:3.265228721245724 186:-2.772185758347881 187:-4.192200879489691 188:-2.817358101566177 189:9.30016092761921 190:6.581115526654201 191:-11.23482131019139 192:-2.392681855106757 193:7.070551852859638 194:-5.981002181775473 195:1.519417096278819 196:-8.556364556484745 197:-9.490682394886733 198:-7.13829952221741 199:-3.544030781878674 200:-6.718989137479911
+1 1:9.287282987501673 2:-3.291994920247429 3:-5.913042964683271 4:-0.9484524550756857 5:6.37672172302176 6:8.885952261777843 7:-9.698316095493567 8:-4.712582921827568 9:5.081060733375356 10:6.621303720681444 11:-5.470362272022526 12:3.329728049095764 13:-7.711785059416827 14:-9.644671702689326 15:-4.456471009526701 16:2.68876428305557 17:7.449810772772556 18:1.781860742410458 19:-7.073403600770058 20:-1.106952889775682 21:-3.035416582772598 22:2.776754719930927 23:-6.289907192394944 24:8.670288081229682 25:0.9867343016776692 26:4.042988546552343 27:-1.132681107271363 28:-1.620784867576165 29:3.546204610013752 30:5.887956186652812 31:5.936658348089804 32:3.282733188276602 33:6.581482974209424 34:4.899222743745902 35:6.730351010847532 36:3.619661940820781 37:5.6914288458944 38:5.611965562939342 39:-7.523585284429208 40:-3.840270376781835 41:-2.41952148843617 42:-0.121875787372461 43:-1.847985574799637 44:-7.689020022117786 45:2.764321619108054 46:5.936982803677703 47:-8.235990923317118 48:-5.942001799280196 49:-7.344149904394496 50:6.999886468156087 51:3.768265030806921 52:-2.591688818237433 53:7.972800089855526 54:-10.43415753134362 55:-3.600427632165387 56:-3.935019342739811 57:7.770045425690054 58:-8.040737488669743 59:-0.3927766327905359 60:-5.454322601186832 61:8.748043682487149 62:-4.499405653361317 63:10.44403981046091 64:-0.02850953157405756 65:0.7627926685105363 66:-1.724427778694122 67:-6.259568265064907 68:6.524932673467717 69:11.19080531417804 70:-4.746178931649808 71:1.581168761422118 72:2.054976178591616 73:-1.573949347874839 74:4.678497953802345 75:-2.876939078842007 76:2.373774219985701 77:2.36634704289909 78:-10.58939461728351 79:2.970105936161852 80:6.599031105194716 81:-4.111154675964032 82:-3.249536995679846 83:1.328004135534643 84:5.005296399975206 85:9.029847513373367 86:7.47666436651236 87:-2.111428312133039 88:-8.434750076310884 89:-1.266987623779069 90:-6.736972911107881 91:-4.195602693374091 92:-9.063559658615052 93:9.054733964897059 94:-8.213403718547491 95:-2.111611165699941 96:-7.939217301824745 97:10.51390645994033 98:-8.398837565710034 99:-7.048470806530163 100:-2.013814998328778 101:4.982239343676953 102:-3.263382849962845 103:6.655633946602474 104:-7.882951293165387 105:-6.388828006089046 106:-8.561663570351021 107:2.165778189466067 108:-2.813606535605214 109:-10.14983421061545 110:5.309952137146586 111:9.722067556520919 112:5.322072538224873 113:7.941977912816798 114:-7.262505679610552 115:10.26001833356496 116:-7.659863904528454 117:-3.666811263859918 118:4.531635085222167 119:2.353165481034459 120:3.69055634074539 121:7.514186071259877 122:3.74697463396307 123:-6.165909146386403 124:-0.9264949590177376 125:5.404926353061768 126:5.627081588291553 127:-6.025962916595708 128:-0.3448099958706199 129:7.053723184174812 130:4.380057869424393 131:-2.872399766419614 132:-3.034177103481487 133:10.09983431581974 134:0.6896135779520312 135:-3.94380253890491 136:7.32969117910114 137:-4.506051464176391 138:6.994601514782897 139:-8.381577117483937 140:-0.8126526497225104 141:-8.752087498477346 142:-5.932524325049304 143:4.857968447315418 144:3.503509087677177 145:2.174535539136604 146:-6.466623484351052 147:-1.788074376794196 148:-9.110484862902871 149:-0.03504856445873261 150:-2.154228734949089 151:-3.349364366972342 152:6.805975921941354 153:1.377242217484784 154:-4.361114534435325 155:-8.889301854874434 156:-5.812895750894428 157:7.764678716654444 158:-2.770078933549656 159:-2.05627972709444 160:3.417125244869597 161:3.803083412806087 162:7.224003208753915 163:-10.71665164044876 164:2.130441348239442 165:5.575204888722071 166:2.484390779270812 167:-2.144220186921223 168:-5.375501796964678 169:3.668743249495686 170:-1.384087856976033 171:-9.113357913359064 172:-9.352508939400691 173:-6.244178696261808 174:8.23660074529467 175:-4.285506482188772 176:-7.477761879562644 177:6.750969569567332 178:-4.382458866729544 179:-3.48361245498841 180:-2.894812039474671 181:0.7229113196115127 182:9.390448284761288 183:5.219732161835711 184:-1.12178038079258 185:2.02739380980888 186:-4.391935333188121 187:-4.238727588215772 188:-1.756401003572436 189:9.458067016137049 190:8.803372246889875 191:-10.80279815662749 192:-4.504867602331678 193:6.443914844745329 194:-8.855976352572737 195:2.961381059883768 196:-6.392522500996913 197:-7.339950350608213 198:-8.607314635562252 199:-3.916224013581098 200:-6.903565116112687
+1 1:7.580028322483922 2:-2.825996304843904 3:-3.844358259717694 4:-3.849066714981445 5:4.648629294506175 6:11.31038129144724 7:-9.635604331033788 8:-4.599390762694147 9:5.508547912244715 10:7.337351927029053 11:-7.427676937674107 12:1.704557020054445 13:-6.714852589150778 14:-10.06421396029579 15:-5.419768739837427 16:4.486720185917275 17:5.09213447972872 18:1.183550022948559 19:-7.171914324791844 20:-0.9913526426889987 21:-3.182427586905741 22:3.431073529786372 23:-5.450266105315964 24:8.075699917154758 25:-1.35788443245143 26:5.900916349030513 27:0.5297089539096747 28:-2.511565036689203 29:5.533355907734562 30:6.984138702379608 31:5.337286886846234 32:3.589169767883079 33:7.169983619495624 34:7.281638381155537 35:7.536279209645608 36:3.889051572769144 37:5.083749145984184 38:7.34375293796015 39:-9.183612240536728 40:-3.257490526022827 41:-0.5143515469002825 42:-1.376188589355316 43:-1.589502106695905 44:-9.547047631479987 45:1.837097761827831 46:6.881774893523954 47:-10.62976460977229 48:-5.380131853737472 49:-6.977996622404238 50:8.108073410407982 51:4.454585708087643 52:-2.937854586737975 53:6.09379626461163 54:-7.703611916099391 55:-2.029254412704301 56:-3.206326162380254 57:9.296069027876733 58:-8.965221443086607 59:-2.740977662945674 60:-6.815421698180294 61:7.227565163825164 62:-4.800501691742822 63:9.523339570634754 64:1.529310849119127 65:0.9728679868187139 66:0.07471871195720792 67:-6.161733459005817 68:9.469237899261925 69:10.55663313109316 70:-4.586311043573001 71:0.8135584804741331 72:5.229295578021565 73:-2.929247840921641 74:4.574744619096858 75:-4.810347123284835 76:2.504034539197632 77:2.889749656327015 78:-9.384235100087796 79:1.281860646636797 80:7.67364315312296 81:-5.680838054833972 82:-3.699542088733891 83:2.670854915483226 84:4.137930486932849 85:8.711379633839426 86:6.705863998276647 87:-1.826891381964444 88:-7.546882744183581 89:-1.270973779138366 90:-6.865945618248208 91:-5.147652589891498 92:-8.254239883874414 93:8.861226968641445 94:-7.333789842014352 95:-6.281090097361011 96:-7.292433733506617 97:9.330186841700419 98:-8.335718063447709 99:-7.866637129497892 100:0.1835668143449798 101:6.533567034114785 102:-6.466552060153372 103:5.085059024111891 104:-6.351189230818132 105:-5.625083546305722 106:-6.769870177681208 107:1.356252020362964 108:-3.264190791848497 109:-7.265921161124185 110:5.166627169555594 111:8.564757422823305 112:5.838189723684795 113:8.140054672256005 114:-6.779621829270742 115:9.380176072542655 116:-7.568388723004078 117:-3.754685020400761 118:5.242879288051881 119:3.765254203456145 120:3.431885419580003 121:8.712032635561092 122:2.293605707647039 123:-6.531580465740312 124:-2.236138082535214 125:4.671911865342901 126:6.061678613788565 127:-7.415428403725024 128:-2.108080809457784 129:7.169354992684299 130:5.870764150818685 131:-4.595241195936221 132:-2.897880877664719 133:9.56118233739404 134:-0.7723444066875672 135:-5.532965984846793 136:6.717933763423208 137:-2.949734070353401 138:7.110897501210255 139:-8.54060111421416 140:0.7768707049017781 141:-10.08140298392557 142:-6.985923617263424 143:6.51803842990615 144:3.891366623004742 145:0.9238964611475983 146:-5.491759435111584 147:-0.9077702735719917 148:-7.978863433036984 149:-2.301702689889767 150:-1.584570646907618 151:-4.898169229512469 152:5.924797641871961 153:4.498690619292935 154:-4.645883651854888 155:-7.503853308514604 156:-6.988557474343706 157:7.455491071326953 158:-2.271077436887214 159:-1.891372766568855 160:1.012230141881219 161:3.024235760066921 162:5.84256690165806 163:-9.898287761776123 164:2.781778692783841 165:9.176938058237347 166:0.1941750668408952 167:-4.049595497960851 168:-4.528215309826509 169:3.878648119785556 170:-0.588638494084093 171:-9.235125490673244 172:-7.878889801715901 173:-4.601905593605474 174:7.465408022693293 175:-3.241198368963544 176:-6.977910276679656 177:7.40095843121715 178:-5.082616525385836 179:-4.614259224365388 180:-4.428547248869152 181:3.245247439165269 182:5.712924803548031 183:4.428312465812299 184:0.06917428587329 185:2.085735313817477 186:-5.021179352547748 187:-3.085209206550998 188:-1.834099789704412 189:8.452504739257025 190:7.672670837551136 191:-7.218369372343439 192:-1.652375793926285 193:8.084492442452525 194:-7.293192150403713 195:0.05002593383208342 196:-8.554451012920735 197:-9.372638378028975 198:-8.686646488760392 199:-5.187420121068308 200:-7.307329749000671
+1 1:6.210863378102806 2:-4.179236637990152 3:-3.402068353685949 4:-3.383905242383133 5:6.038300675790246 6:10.76085593428867 7:-10.33648814936287 8:-6.43547895717384 9:7.080346119950317 10:4.700643499591451 11:-10.07644957102755 12:3.052608339499593 13:-8.793249703566012 14:-10.12341659253988 15:-5.073552001447921 16:3.187819708875148 17:5.427332375774952 18:1.74605231905595 19:-7.504660815815443 20:-0.6777013316644065 21:-1.418084437574529 22:3.78996956828946 23:-6.257020695400008 24:8.537350016921581 25:-2.15793992113157 26:3.405265457412575 27:0.9428459387740491 28:-1.519240588780474 29:5.143771346445153 30:7.666342432805848 31:5.094501633899757 32:5.861287491216522 33:7.41464948396067 34:5.800458069523901 35:7.334154901265588 36:4.423689909383969 37:4.808313260709174 38:6.244174411388587 39:-9.779640180827043 40:-5.321750164009901 41:-1.768442493812326 42:-0.1188040385004498 43:-1.638246748560152 44:-9.611555174227973 45:2.431309619920965 46:6.869945050853928 47:-10.23859566934856 48:-3.638273240963806 49:-6.89355015441557 50:8.014918889052925 51:3.819441135018274 52:-3.45526128096759 53:6.432468241888956 54:-6.880785241526969 55:-1.891487011142226 56:-2.585222757862813 57:10.1620874759083 58:-9.454654423905035 59:-1.072676055414543 60:-5.957064730049601 61:6.448558726077747 62:-4.309231127582322 63:9.158164779200371 64:1.20550337829158 65:0.7295862811116363 66:-0.006447931770541482 67:-6.583155625279542 68:7.188136929465374 69:8.828696788240023 70:-2.649958255371442 71:-0.1965702009533123 72:3.067117179231703 73:-1.179207850864832 74:4.659940344208747 75:-0.7774638899207527 76:1.472676059082406 77:2.097830327290866 78:-9.262658173752646 79:1.978468418042695 80:5.567867591295489 81:-6.389645940259731 82:-3.088330460961628 83:1.596559031577242 84:5.667787633999517 85:8.573341121158888 86:5.554276051222841 87:-1.920557610514456 88:-7.298905043283519 89:-0.8584903977269696 90:-5.230212804712036 91:-5.376232366473981 92:-7.304435842754047 93:8.610578205578431 94:-7.145784986062922 95:-5.417522402698321 96:-7.831229429288493 97:9.292031217689528 98:-8.259039832156995 99:-7.798428039081659 100:-2.99873955274644 101:5.263377133884877 102:-3.048988224121933 103:5.18981981857384 104:-5.543019382262812 105:-5.571196084464813 106:-7.64260458159498 107:1.54315157164432 108:-2.075361807294242 109:-9.624960008433101 110:6.136831984073793 111:9.735972658306963 112:5.703095923811348 113:8.03025217637332 114:-6.531555836913483 115:10.63736365120104 116:-7.412806556027403 117:-4.826802620012861 118:4.267485145020911 119:3.442325052070788 120:5.434078817552658 121:8.859853396351003 122:3.921349313494176 123:-6.568528093598605 124:-3.321215475437975 125:3.050950437434484 126:7.89444592919414 127:-10.33954992487482 128:-1.219410977947034 129:5.72770714337032 130:7.693372952077048 131:-4.437399891002619 132:-2.958558501245487 133:11.33188552791725 134:1.859103537783823 135:-3.006520533194569 136:6.451977575061974 137:-1.511622767589914 138:6.836904194735618 139:-8.1823837765847 140:-1.01862331236312 141:-7.286144395277942 142:-7.160936793408313 143:4.167853603374812 144:2.386684141127983 145:1.917540072149176 146:-5.760303315595492 147:-0.3261698581799048 148:-8.473848498076059 149:-1.076459849389222 150:-1.641270265304147 151:-2.301849095348303 152:4.40414475003543 153:5.205881848940129 154:-5.044207872455688 155:-8.676327364248802 156:-7.328670936490689 157:6.688554939326186 158:-0.2124966574279463 159:-2.378286929913683 160:2.016666545670267 161:4.330506093408613 162:7.648956558319601 163:-7.835471204543522 164:0.8825796337020848 165:9.43676939839261 166:2.041500776411212 167:-2.855844215473121 168:-3.241620013469671 169:3.435879507455016 170:-2.164206386374 171:-11.65597743085701 172:-7.260817685845433 173:-5.049055161358817 174:8.364606180583262 175:-4.791902767254234 176:-7.065797537765784 177:7.676872859547153 178:-3.753408167246132 179:-2.001995941454623 180:-5.190482271365449 181:2.79718682558781 182:6.717232273961455 183:5.974751005664071 184:-1.686492640092263 185:0.03770644183548777 186:-3.483616058363663 187:-5.425693782156549 188:-1.088705045351152 189:8.385845278329699 190:7.143322741017887 191:-10.7700121053282 192:-4.054987510322449 193:7.380509935091613 194:-6.76541419289201 195:0.7669923037215114 196:-7.076623910391924 197:-7.9519704469269 198:-6.907272136352792 199:-1.053792275511667 200:-5.503841646887655
+-1 1:2.749248118060602 2:5.909366015353109 3:6.992111212603788 4:9.903641607860559 5:-8.848290204982447 6:-1.032882043914746 7:-2.906110850531446 8:-3.06294809006389 9:-6.889031614387292 10:-7.572241776171256 11:7.967222155528385 12:-5.413010689988156 13:-8.149009644143131 14:-6.772447863006432 15:-8.152024994926371 16:4.575383938544365 17:-4.460765471423212 18:5.886559435920933 19:-1.318221273691016 20:-3.098913363018855 21:-1.426033987631984 22:-8.647739330847983 23:-10.88864775223372 24:-3.492785985144616 25:-3.021483327514887 26:3.893205519579272 27:8.768578853236733 28:1.529205736168746 29:-10.59931027435413 30:6.711015405281758 31:-1.09462653908358 32:0.01877420384655082 33:-9.030714104868505 34:3.452794578512887 35:-6.410529380022015 36:-2.523402032230784 37:6.890488295480802 38:4.360364784532753 39:1.976643765582737 40:-9.682549972115069 41:-3.8881175859568 42:2.876462778670339 43:-8.38437819475523 44:11.35383540500408 45:8.207819195573412 46:-2.933474367566355 47:7.817737300262243 48:-8.456657926539803 49:-3.173974345069585 50:2.798991760263753 51:-7.874657177386158 52:6.135343613576021 53:8.195255435770598 54:-6.345935464585442 55:7.05137398035135 56:4.816772069306468 57:-2.550827656592786 58:7.50181838314391 59:1.169715254452028 60:-0.7267718367469662 61:6.287251306401716 62:-1.376893174085115 63:-4.783926313700662 64:-3.339578988664766 65:-2.017994702381283 66:-3.788464297052593 67:-10.2567665171112 68:-9.876880986998827 69:8.311016444115429 70:9.318811968387182 71:8.30029816076669 72:9.549261159437954 73:-0.6444668435557083 74:8.538669074027791 75:0.2608480872730774 76:6.949061129436483 77:-2.608285737010321 78:-0.7886601783643519 79:9.4098662648939 80:7.536822764738354 81:-2.404061612711933 82:1.528306368603386 83:-7.155526439785172 84:-0.7519948384761936 85:0.8292197094233443 86:6.557713923934507 87:2.178526742231983 88:-4.937727038234724 89:-5.016621784089964 90:1.824251940791962 91:-6.199200656688173 92:-3.382989511636403 93:-0.4353891590825212 94:-1.676496300631668 95:-3.68122603978564 96:6.031942090146116 97:6.598081269288556 98:-11.16021888007127 99:-2.93538957403952 100:-3.716138702426564 101:3.257890308126022 102:4.039163916783264 103:-1.120035027721503 104:-2.501684110556699 105:-5.110847105541747 106:-2.46959644128341 107:1.021427560324424 108:-1.02759183604326 109:-2.735357237959393 110:-1.431781819786758 111:4.961021123775532 112:8.633108771679787 113:8.497854797209571 114:0.835662409749569 115:8.720626494014589 116:8.454494275108004 117:-10.00339725914827 118:2.476710559155462 119:8.47747181785245 120:0.96511283349504 121:3.471410407034044 122:-4.873079607123946 123:3.159901522661307 124:10.51248393473085 125:3.87724670651187 126:0.4565920985329484 127:7.96898397340441 128:7.719016683384536 129:5.630968348496989 130:0.1960556378330343 131:0.08608043688367967 132:-2.064670180428119 133:-3.270964759861321 134:2.984575274233893 135:10.01775438140609 136:-6.664082282200406 137:-3.83666736251051 138:-2.348141778150786 139:-1.911388252973779 140:-1.046225641610311 141:-3.819586192262653 142:4.673639420643015 143:-2.555073472099987 144:-4.199940612054732 145:-0.1870456510450617 146:-5.765519409583016 147:7.77376393941531 148:-3.123379264637413 149:4.110249543479296 150:7.557798099522259 151:6.584265200291197 152:-9.120235365971991 153:-2.972861621895637 154:3.217919745805039 155:5.925867920852153 156:1.254626289126538 157:-5.139960178597063 158:2.727308985169418 159:3.25494357391689 160:7.310502388826513 161:-4.386656136331464 162:-2.143664124258839 163:-7.598194154139517 164:9.012797448562857 165:6.953300121804676 166:5.40516024114774 167:7.378379886377685 168:-0.3029427204664579 169:-7.858904904473651 170:2.630691994830407 171:1.795731966417376 172:-0.2023039140511826 173:2.848369185345588 174:-7.073023685439336 175:2.926951646383725 176:3.424904876037642 177:6.124183564568389 178:1.268845513594915 179:-3.722494953819468 180:-0.799345882257088 181:-2.567066867442441 182:6.524519917032179 183:3.376091859822818 184:-3.724704953828358 185:-7.182386903017144 186:-5.53806002661412 187:-1.504733829810127 188:3.753002708417849 189:-9.87763178605292 190:2.460582904924775 191:1.02779539606421 192:8.67293694984158 193:11.34381532687742 194:7.939939516954257 195:3.193240493071044 196:5.991066059405343 197:9.303290786953703 198:0.482974234370563 199:4.181840175610193 200:-2.506850274128554
+-1 1:4.904850911697508 2:4.497566938276739 3:5.88506607956188 4:10.02244187302231 5:-6.27114951863571 6:-0.007764452706538416 7:-1.015610462112718 8:-3.202083711450222 9:-6.899491307828428 10:-5.808403331133786 11:8.269654628053505 12:-5.940517017768951 13:-6.929684470228741 14:-5.211578773229316 15:-6.603939695197156 16:4.693814110853368 17:-4.274546005344803 18:4.689020098378454 19:0.02519737887041917 20:-2.155047348483872 21:-1.621338355141246 22:-8.948544389782828 23:-10.84849548818297 24:-3.712483090981891 25:-2.628110603424218 26:5.380436331344625 27:9.372100570547031 28:1.311573608101057 29:-9.381434356579117 30:7.961239309426637 31:1.040904040830803 32:-1.412520217468283 33:-11.14444987974106 34:3.250656843090951 35:-6.308603682470826 36:-3.146303588910021 37:7.948870004764556 38:5.197384221184115 39:1.492748227383704 40:-8.472761917481725 41:-2.131517376032593 42:4.052807512361414 43:-6.899997175838864 44:9.21105615155397 45:7.115794740812827 46:-1.264357448349077 47:7.481426577116212 48:-7.288939340111253 49:-2.753702150087913 50:2.469760566564096 51:-6.668665644617458 52:6.380499168393818 53:6.972431225156196 54:-4.618956754916946 55:7.389187423435037 56:5.81536364402454 57:-2.737872992426842 58:8.050819940118249 59:1.325239787306575 60:-4.331505546513296 61:8.158050046372992 62:-1.63659882218163 63:-4.784131961082337 64:-4.020189098371572 65:-0.2564637604089182 66:-4.998659007821249 67:-9.96927135964185 68:-9.258941535609981 69:8.742665428773874 70:8.082123236086334 71:8.254235007325294 72:7.494654667817645 73:-0.825587834446328 74:6.515635785921993 75:0.1406683956288817 76:4.323053220151254 77:-1.457276878608651 78:-3.123071669776849 79:8.211680982542305 80:10.24258525854999 81:-1.808370551445392 82:0.8778837638867871 83:-9.1551661081813 84:-1.382350962259262 85:0.2323177446237803 86:4.810557456463683 87:3.550506865770398 88:-5.696838371455859 89:-4.285383731922863 90:0.05968869460134363 91:-6.783712453781122 92:-5.095969017413304 93:1.185993160812458 94:-2.811289109029136 95:-4.852965546633472 96:6.960724076955393 97:4.831113299028764 98:-10.5420201126355 99:-6.334307627209997 100:-3.284920427854498 101:2.539712426282055 102:5.089116417506227 103:0.9119491433132263 104:-2.654661187700591 105:-8.108284574797166 106:-1.237655509581641 107:2.420103610717526 108:-1.456366792452376 109:-2.607379635855926 110:-0.5409357718278468 111:6.668336792423359 112:8.054285173602748 113:9.826351589728406 114:1.561022547326229 115:9.698077725900976 116:8.432351534619858 117:-9.509947738374208 118:0.7932159029731101 119:8.821009418430323 120:0.7961757599988248 121:2.751222261618468 122:-2.607082299616533 123:1.0149933204998 124:8.940812115175531 125:3.632595837024327 126:1.909605898775845 127:8.795695895103114 128:10.04285536147331 129:6.065426332021054 130:1.322818912887666 131:0.3931259659620016 132:-2.578786806841429 133:-1.054576876928709 134:1.803228948032171 135:11.2611211108726 136:-6.482034206257584 137:-2.633830601338282 138:-3.331020750679961 139:-1.999273802267121 140:-2.119430301912033 141:-3.268706416480578 142:4.12865274057127 143:-2.101875768052919 144:-6.293956461466184 145:2.031181633205934 146:-7.247064809059558 147:7.863615954670504 148:-4.039218485876709 149:4.052446792925546 150:5.342668659073496 151:7.078810446254237 152:-10.41666079964085 153:-4.813074188597758 154:3.148865338648679 155:6.300671260422366 156:2.31395761025067 157:-5.365655297031036 158:4.241545011744005 159:4.015893898841651 160:6.846418769609807 161:-3.770323034407987 162:-3.270730796834687 163:-6.78008964143898 164:7.820341051553314 165:5.709395236882388 166:5.81932405674528 167:7.660931873075386 168:0.7023295515640149 169:-8.268984106223851 170:4.604431159489728 171:1.828754773426193 172:-2.452200354025338 173:3.937019928478074 174:-8.874773762986742 175:-0.4834411194969506 176:3.470634095795198 177:6.232268926817152 178:1.713460621064696 179:-2.591211960687988 180:-0.56361856794146 181:-0.6857746935161837 182:6.05671276630511 183:3.545406141496912 184:-4.933707331400044 185:-6.691768046517304 186:-5.533311468439098 187:-2.077194048360044 188:4.200430181061003 189:-10.84030625935982 190:3.939170955502661 191:0.06570184804265844 192:7.33581164451749 193:7.940160747961462 194:8.884369225887742 195:3.248060264202671 196:4.58860639954543 197:9.402052896836331 198:1.964969395782042 199:1.49396913431884 200:-0.4158193086120499
+1 1:6.798234364444154 2:-2.396491090428539 3:-4.924109435368971 4:-3.060305985974508 5:4.885039041997349 6:9.996097617898336 7:-10.87357277262042 8:-3.542522997449723 9:7.625311485571354 10:5.303687978474581 11:-8.591083710777875 12:3.391516016692034 13:-9.379849399061811 14:-6.845832734860263 15:-4.538731031823406 16:4.976232033953856 17:4.85640252797027 18:2.11724096181341 19:-4.477152521646446 20:-0.7377797728676198 21:0.02361880756640433 22:1.041031704895898 23:-8.310518708865793 24:7.614827918891822 25:-1.213591234009141 26:4.76602310195109 27:-2.696508324571983 28:-2.690584502106591 29:5.440970535066992 30:7.620137332660108 31:6.5876043190322 32:4.235094713566719 33:6.475938161112547 34:6.775823632342513 35:4.37021429421466 36:5.349342007491487 37:6.45858347621306 38:7.415558796651093 39:-10.11965732723572 40:-4.007070812197471 41:-1.665387371037769 42:-0.2106326679234789 43:-2.757570200984047 44:-9.191987531563869 45:2.476727618991225 46:4.980256517804813 47:-8.692196015430293 48:-4.616078177266076 49:-7.091762526398321 50:7.656369754387559 51:3.597718729980688 52:-4.772115785976956 53:6.441895351438026 54:-8.238955179016052 55:-0.3277634906425009 56:-4.822624293409196 57:9.584577978257558 58:-7.423371970990452 59:0.1382200044114075 60:-6.343378087707362 61:7.399321010551803 62:-5.391867470647833 63:10.07293730531491 64:0.135654546529776 65:0.3117250809392525 66:-0.3701366987206081 67:-6.019521713595456 68:8.244910922209028 69:8.180800231042044 70:-3.702925754589571 71:0.06826243185995018 72:2.949787720716874 73:-2.865552732927226 74:2.556892012215466 75:-4.317728186814445 76:1.04071381588683 77:2.492655535575242 78:-9.879311038136921 79:0.924943196567891 80:6.666558693434219 81:-6.720007836857397 82:-3.045435943218597 83:1.381271020733715 84:5.470858487320436 85:7.92273682441399 86:6.413949687007214 87:-3.086986925439342 88:-8.479480848779344 89:-1.822825425426371 90:-5.106214584137627 91:-5.813289288848797 92:-5.108898116105151 93:8.466195754677177 94:-7.969569148077205 95:-5.085437589857952 96:-8.809020648412005 97:8.665514481560876 98:-8.122327399917857 99:-8.053341797506745 100:-1.370355091292009 101:5.091057950550836 102:-3.748509422047823 103:5.924380629462913 104:-6.339205779012654 105:-4.655073935691606 106:-8.668560460037609 107:0.4113268350470451 108:-2.316277006132134 109:-8.964399602741464 110:5.038695975325258 111:9.152729188712808 112:7.228986247229542 113:7.755427412850614 114:-6.506688903406217 115:10.16767932956509 116:-7.688825765556876 117:-5.750810477863297 118:4.358928301422881 119:1.37073829025146 120:2.797673245546763 121:6.521044483184923 122:2.738563852336234 123:-7.173285037427457 124:-2.75306496893826 125:5.461007908182038 126:5.207142386853159 127:-7.66238463690259 128:0.006007461048187945 129:6.363464231547294 130:7.211334502238164 131:-6.561400478013159 132:-2.934571700283195 133:12.19399641775019 134:-0.3649301766963648 135:-4.758936145838302 136:7.075040680401146 137:-3.346655418357788 138:7.634979638723968 139:-8.171736367394626 140:0.7636001647737386 141:-10.02219121240817 142:-5.429036254037719 143:8.908414686047548 144:4.009634895854069 145:1.567503196531505 146:-7.277499340109722 147:-1.238968150128573 148:-8.880213830337814 149:-2.722078967970023 150:-1.985251302014278 151:-3.234055139821908 152:4.701746997764423 153:2.078218976508819 154:-2.809539748963667 155:-8.215696476212621 156:-5.365337964342165 157:6.627169526665025 158:-2.704324502549776 159:-2.234367081707646 160:0.6928173944127685 161:5.010222576268271 162:7.296758430738834 163:-7.845354428907998 164:1.806281171200785 165:9.23550546823598 166:1.277827764478451 167:-4.016948395029375 168:-8.302678174447989 169:1.895540879216433 170:-1.488246151601251 171:-8.783083831492654 172:-7.109607964518938 173:-5.710941807628509 174:7.904594978061848 175:-2.964953797474499 176:-5.450301591377084 177:8.987193266404802 178:-4.526664253205377 179:-3.839080421808409 180:-2.48400266605519 181:0.8971921048807514 182:6.218357359836125 183:4.417898999267057 184:-1.317569721361102 185:1.57617238229526 186:-5.434814872028533 187:-4.881157154239704 188:-2.084640943251363 189:8.908016625981938 190:5.925738221841145 191:-9.638686251286813 192:-2.396192810779941 193:6.327968278342753 194:-6.84620056061651 195:1.724858794709291 196:-6.571336717652418 197:-7.927918982983451 198:-7.327858199916017 199:-3.75600456441301 200:-7.784831693134489
+1 1:8.185436935420187 2:-4.935964139380186 3:-4.717076410838195 4:-2.608969421062068 5:5.745499344804808 6:12.04003711121957 7:-10.45942242477144 8:-5.5377429489408 9:4.618042640155161 10:4.606738544114902 11:-7.831265761648716 12:4.756018201825821 13:-7.112435602589935 14:-10.04088339657816 15:-2.768074837226768 16:3.381887173322454 17:6.388685454212486 18:1.10818093835128 19:-5.267180482530192 20:0.1648555216249763 21:-2.00533308007263 22:2.266944711616397 23:-4.60553517166344 24:8.703678490323631 25:0.86427831278273 26:3.874273558006421 27:2.729729623933753 28:-2.000577557935001 29:4.807254718157903 30:6.478946265297331 31:8.029476910795497 32:1.140518750576175 33:8.092930966140271 34:5.428382552973646 35:7.982329587122531 36:2.933480228796951 37:6.961336843112519 38:4.944673300279296 39:-8.21559527620153 40:-3.30616824206003 41:-0.9921727880161193 42:-1.582522437367408 43:-0.7760046437061875 44:-8.493280797805307 45:2.650308439575512 46:6.856920736595183 47:-9.215243794118781 48:-4.255150829309375 49:-8.238285143162223 50:8.115843400809615 51:3.497765136829382 52:-3.022256657867171 53:8.081053291064778 54:-8.3884900757267 55:-2.356440181170001 56:-2.203662615141676 57:10.33309586389476 58:-9.25012799697538 59:-1.625268920977848 60:-6.865366094102845 61:6.188384786166127 62:-5.776600875729219 63:10.18801848297517 64:-0.1586663151571753 65:-0.169713041359457 66:-2.361789004517524 67:-5.813433922894263 68:9.218224634960633 69:7.179706617318217 70:-5.746141442274188 71:1.218552474906282 72:2.719280733368468 73:-1.772674607166985 74:4.400924677908646 75:-3.922451673020434 76:5.069229081762774 77:2.095171054474919 78:-9.301110379520081 79:2.40448574456347 80:9.306704193195058 81:-5.588409414390699 82:-2.657306091955293 83:2.774566989253455 84:5.833649316180161 85:7.783455454782979 86:6.115659269218331 87:-1.296576773177783 88:-7.281097776573738 89:-0.8317692921279434 90:-6.156284237385519 91:-4.239679578676797 92:-7.248815820505813 93:10.515846046506 94:-8.115829602911505 95:-3.815569946993891 96:-5.674413282930548 97:8.580564323712522 98:-5.755518675237252 99:-6.481290811801003 100:-1.08694575188384 101:3.757638165982069 102:-4.426446663548909 103:5.329122392061245 104:-5.731333094589812 105:-5.164258076986195 106:-7.094627544413732 107:1.70831306383269 108:-3.255884153604244 109:-8.802237070596517 110:4.120866888717991 111:9.882669185691345 112:6.50638620194954 113:9.460980714608922 114:-5.639618206255848 115:8.624399306662587 116:-7.823496952754782 117:-2.550448490030927 118:2.933083000906242 119:2.385179975864812 120:4.493122372274901 121:10.12839063362408 122:3.749422147810955 123:-4.870900152159724 124:-3.526247508541891 125:5.717326365734271 126:6.506260642134025 127:-9.347179435267357 128:-0.5648853816745418 129:6.651256924153642 130:4.814761420564235 131:-2.373138882795075 132:-3.161080019310825 133:9.112943851131194 134:1.004060698545875 135:-3.62241451815592 136:7.1750499298398 137:-3.101481942974039 138:8.636004556415084 139:-9.580746594097191 140:0.2080746613359524 141:-10.65790826805642 142:-6.587070124915208 143:7.070061535178077 144:2.409196425279811 145:1.306068957182073 146:-4.15618549839648 147:-2.412908869262351 148:-7.9893546379192 149:-1.728398582409376 150:-3.039824944066764 151:-2.166645869721229 152:5.502741694148246 153:4.344090165683419 154:-5.948806018329335 155:-8.814333738903478 156:-6.834087973178878 157:7.820904184095687 158:-0.9256751332477421 159:-2.390281244229847 160:2.56959758091048 161:5.184050093236727 162:5.387072495524501 163:-8.753890593585798 164:1.665977064212806 165:6.894658390083002 166:1.572661431580747 167:-3.556780489594945 168:-6.186024345773859 169:3.715493884533777 170:-1.262593586341235 171:-10.30176528341955 172:-9.737341725637188 173:-7.535277937968128 174:6.920310061798265 175:-3.801568165950444 176:-6.625806284630144 177:8.297718692287374 178:-2.079284642403473 179:-3.778819657783361 180:-3.225776981874227 181:2.615412221150468 182:5.4911975173457 183:5.880829903875586 184:0.03936496478622536 185:1.188602673800915 186:-4.198836743323148 187:-3.237593532762978 188:-0.6752427959148886 189:9.421811725750953 190:8.905023355200093 191:-9.159929798557 192:-0.8321049551963962 193:5.026312095234544 194:-5.234504727839756 195:0.6728118656655236 196:-7.931523146199909 197:-10.32662091063826 198:-9.620001980381385 199:-5.624805167166892 200:-6.470770494119412
+1 1:7.079615520810918 2:-3.839289766866723 3:-3.92226713174002 4:-1.848977016572909 5:4.434697170040643 6:9.908787007967815 7:-9.727306922118625 8:-5.021218985492513 9:6.198190997724395 10:6.046266296252176 11:-7.13203725523139 12:5.481831835056433 13:-7.214576027600512 14:-9.320281843880787 15:-4.009708142448545 16:3.968159983346355 17:7.859959325544335 18:3.008666008968782 19:-9.12957694493787 20:-0.4240794507226414 21:-1.721690412902668 22:1.176624372119138 23:-5.977105943161264 24:8.165087723586403 25:1.514143875769996 26:1.78946231629173 27:-0.7596881939072404 28:-1.694740841046405 29:5.159787969383204 30:7.239056872115862 31:6.997142314626031 32:5.022450307348408 33:6.858709333509113 34:5.915587519605852 35:7.289038786045239 36:3.915928390114533 37:6.938500394403661 38:6.619551746900863 39:-8.432703905588156 40:-4.031301982731795 41:0.1356640712441506 42:-2.040480354299575 43:0.2725769639921878 44:-8.815420570519134 45:0.9306678315579144 46:6.248428647027918 47:-9.712538576174591 48:-4.291943475152559 49:-7.103418752614496 50:6.222584925131762 51:2.825415087993337 52:-3.61616039560995 53:7.278347176555071 54:-9.358971624895444 55:-3.024923343391635 56:-2.45855628167471 57:8.656361633145389 58:-7.895375106390069 59:-0.1068618460794784 60:-5.62740231817055 61:5.687206510571363 62:-5.708747140938549 63:8.707827862573287 64:0.9130451749660072 65:1.207666705574031 66:-3.152480563550555 67:-6.301870169140792 68:7.77260561317589 69:7.044194755267074 70:-4.223478800618724 71:1.113318145027169 72:3.01248344500959 73:-0.860505175022457 74:6.666109011766558 75:-3.858595806620187 76:1.041539203554804 77:2.419104838857324 78:-10.41088526323536 79:0.6565225902354048 80:5.260053297799902 81:-5.937046888436494 82:-3.145839317853323 83:3.000453555639153 84:7.078486010267229 85:6.419249069632086 86:8.802952587661633 87:-3.530622831494338 88:-6.356390435166025 89:-1.56140617224323 90:-7.908148191331374 91:-3.916618338786154 92:-7.766877611706716 93:9.283139990125193 94:-7.270244744706968 95:-4.808025133054603 96:-8.052254637720857 97:9.516652872286729 98:-6.975364147081155 99:-7.623789447895088 100:0.4168944242166561 101:4.853984756842584 102:-4.148448647023742 103:9.044231672666328 104:-6.872330479411842 105:-4.998283752796062 106:-8.483176078521351 107:0.7940099441062738 108:-3.415326937134485 109:-11.173357866952 110:7.011435048405859 111:7.997507883837118 112:4.935358456430186 113:8.769549569523205 114:-5.706222797129614 115:9.079172176517822 116:-7.466825437222455 117:-4.872732948911619 118:4.282511280996375 119:3.525698768001323 120:3.589324211886912 121:9.429694492259348 122:3.52598550872424 123:-7.328567300864387 124:-3.152328153259425 125:4.216910767515281 126:7.945357006089299 127:-11.06112389291589 128:-1.921000995056768 129:7.020849872803646 130:4.352516151876192 131:-5.301496814927941 132:-4.060745166380375 133:8.040395796977213 134:-0.08392368325423191 135:-3.822572000595641 136:7.163295196106858 137:-2.391775771547298 138:6.286421786312491 139:-9.537308513729055 140:-0.1181763332517276 141:-10.39722968115962 142:-7.723017915821218 143:5.702883341268559 144:3.306393525916471 145:1.442954537746879 146:-8.075352470622732 147:0.2646324393075532 148:-10.08522413594936 149:-0.8802435398398836 150:-0.2171000886351573 151:-3.140970954740128 152:4.893739477516857 153:3.736541497499543 154:-5.2229859768795 155:-8.440174247573291 156:-7.327746748109391 157:6.139289139453579 158:-0.02560603471351208 159:-2.84292683021403 160:1.634583243289201 161:4.339210056697008 162:6.883349115429351 163:-9.914076116864722 164:3.264452078776582 165:8.043039323010358 166:0.001439259356393441 167:-4.271684132199133 168:-5.232437104487567 169:2.783097054673019 170:-1.685809163075859 171:-8.9695036120112 172:-7.03734141841618 173:-6.004258483546267 174:9.141740023236963 175:-3.371614440071755 176:-5.833001016801276 177:6.125313467539844 178:-4.14159546815066 179:-3.048056865269189 180:-3.616941018958246 181:5.178124033336259 182:5.201964868714565 183:7.374044852304803 184:-0.7135504583499278 185:2.606765502146034 186:-4.971629836236025 187:-2.201919226884525 188:-0.4450979280179544 189:9.042790185999165 190:5.328795999796707 191:-9.032963356439438 192:-2.878065298859349 193:5.743796231454695 194:-7.970032811158858 195:0.9876805717058764 196:-7.146976216741077 197:-8.97421830185794 198:-8.581719057723623 199:-4.877751095187739 200:-6.145088972713444
+-1 1:2.594327028096912 2:3.495731779903759 3:5.603725608251585 4:10.69797138523939 5:-8.809013569449045 6:-0.7119856772265226 7:-4.809653931194392 8:-4.482686290242384 9:-5.653133398429203 10:-6.107967605385402 11:7.926483867598648 12:-5.138497169896446 13:-7.681243555434129 14:-3.665017592715121 15:-5.854683715678388 16:5.878269296777119 17:-2.844736118074178 18:4.251667155273636 19:1.939459610070742 20:-1.150427060373979 21:-1.029055068434334 22:-7.090354346604158 23:-10.58428485265195 24:-2.441184135629274 25:-3.825239210100706 26:5.090422501026924 27:8.043173747534466 28:-0.4874623347657397 29:-10.72623616169625 30:6.143870225154261 31:0.01668644040240186 32:-0.6253357630929689 33:-8.321949401075743 34:2.556795228068789 35:-1.296468991208034 36:-1.746153737441316 37:4.22419493301189 38:4.178127640706804 39:3.175445983028465 40:-8.064456781898844 41:-3.631728454739153 42:3.623613747913945 43:-6.71641533672251 44:9.162293362076541 45:9.01967449620647 46:-0.08505217765245776 47:6.466264729483325 48:-7.635794898714489 49:-3.385183415610554 50:1.102589274590733 51:-6.9040945922137 52:5.810356224705595 53:6.68491424832671 54:-7.893827971839989 55:6.879251187561152 56:4.956250397563216 57:-1.312709061034769 58:7.832311469170517 59:1.415157276875019 60:-2.431771725354798 61:7.239419007127088 62:0.9502039725116245 63:-4.303959374247486 64:-2.969419087446243 65:-1.377393549361986 66:-5.512237176654598 67:-9.605015061514754 68:-8.918084752948941 69:10.71462804840186 70:8.238000945257182 71:8.268903632412844 72:9.119047507937118 73:0.01646764821568682 74:6.955408375027588 75:-2.606185407834214 76:5.656011074333686 77:-2.060089350026901 78:-1.537297301526329 79:7.082476266592042 80:9.452720294394652 81:-0.1598098195781243 82:1.402948550836505 83:-8.262517777271432 84:-2.140310755985093 85:1.334399169902456 86:6.814628230528954 87:2.074394139531303 88:-4.159703211707815 89:-4.648361429959013 90:-0.6790233054466464 91:-6.325661304324264 92:-4.794357543648595 93:-0.2244698762430768 94:-1.94764134621271 95:-5.233872171205697 96:6.062336841825031 97:7.405855173220477 98:-11.21468309800431 99:-3.304467041951252 100:-3.431132865972186 101:4.254289745592604 102:4.209484500401842 103:-0.3558952460042797 104:-2.590380073200625 105:-6.229217401961641 106:-1.562048006112199 107:1.357798146733624 108:-0.88452299754182 109:-2.450124012004983 110:-1.624241659169619 111:6.336456272048086 112:8.23176197790767 113:8.395192939574859 114:2.723788043802526 115:7.036954144322992 116:8.072223375489248 117:-9.335756276362822 118:1.50554782803408 119:7.339649173987419 120:-0.7254716729164303 121:3.30100300445134 122:-4.212092899207075 123:1.459829485806608 124:9.285525299147276 125:3.535466843226977 126:1.410267193238786 127:6.906756025642085 128:10.20194386721906 129:4.798945004506191 130:0.783240833575607 131:0.1676422806192729 132:-3.257707294343707 133:-1.134301265122206 134:2.81343925221064 135:9.94386783346935 136:-7.138015931771867 137:-4.084697802370136 138:-3.806490823524046 139:-2.80436718217618 140:-0.4807974121094913 141:-0.5649032966538061 142:6.656770637905373 143:-3.591011960441141 144:-5.375169582873636 145:0.02955088611393145 146:-6.149581877357908 147:6.887266622403686 148:-1.551903825477346 149:3.201029064743665 150:5.348815174199556 151:6.024514791367759 152:-10.49735451433913 153:-3.969159862988874 154:4.580709232492856 155:6.176039179229239 156:1.011876381751263 157:-4.778019263096215 158:2.780976817908174 159:3.41295906392491 160:7.62384389670743 161:-3.717323055703052 162:-3.116658217036672 163:-5.235534362265695 164:10.6335861066413 165:5.544394456611634 166:6.008662911420971 167:8.696863714259786 168:0.8826897103130973 169:-6.10855724883687 170:4.604955510047708 171:3.205828186296704 172:-2.527347839514482 173:4.24908504088365 174:-8.257611229675982 175:2.196997395125851 176:2.374045303181599 177:6.886029385732613 178:2.178093656417835 179:-5.085201647508779 180:-1.166052650468475 181:-1.372487297105868 182:3.869548555778894 183:2.05172575433684 184:-4.91321530513399 185:-5.119394701431055 186:-6.200934990710453 187:-4.213167959582716 188:4.950156006683837 189:-9.476859262731377 190:3.14330822946707 191:0.8803582054209934 192:8.450199596515182 193:8.888172020184998 194:7.034798080563069 195:0.2307065197485967 196:5.333567142020187 197:7.493241040610139 198:2.592483972431621 199:1.705166406986817 200:0.1863772015538934
+-1 1:3.430649980536932 2:3.559771158171987 3:8.634956616861515 4:7.95420191152211 5:-9.33888153406463 6:0.1130734886492368 7:-4.76808947550336 8:-3.043054843165522 9:-6.369563899670952 10:-6.730336022167084 11:8.204273779120649 12:-5.634522523601617 13:-7.24576523021666 14:-4.413343329861114 15:-8.457906422016681 16:3.53282700858581 17:-5.248822694809808 18:5.778660874780997 19:0.5229838112082168 20:0.2288467716877252 21:-1.983646096888918 22:-7.920981941779097 23:-10.16956936636818 24:-2.729093677218439 25:-1.466424692313789 26:3.327852363610902 27:7.660336491659398 28:-1.789125648540552 29:-8.577797170935888 30:7.730172129118591 31:-0.9401325015863518 32:-3.370218713838938 33:-8.920337103046617 34:5.191081323443747 35:-4.706021679181458 36:-2.272852055884734 37:6.196584090754167 38:4.398938456826091 39:3.530750923045933 40:-7.878567524319422 41:-1.764166451706748 42:4.386041706142396 43:-6.223012599315622 44:7.873739480598465 45:9.494180849867117 46:-1.499059044793411 47:7.587652804461691 48:-7.878492230570655 49:-3.749938735346158 50:2.628832347242989 51:-6.300495824972325 52:6.44255611536577 53:7.695758261190531 54:-8.506537809380873 55:6.866041924504827 56:5.105170030354362 57:0.2947003004630413 58:6.829499315660328 59:3.808293107269086 60:-4.551614453304509 61:5.619598929745536 62:-1.635274579889135 63:-3.52255379513443 64:-3.064912380291022 65:-1.976619258826923 66:-5.508411836115868 67:-8.486205793624809 68:-8.804932788549792 69:8.758804215461062 70:6.835425074011544 71:7.200612702554524 72:9.684888410706803 73:0.03964903073687462 74:6.329501183438827 75:-1.026088852687404 76:7.190980369148688 77:-2.170463468536635 78:-1.038923374812139 79:7.91089225536869 80:7.962811754842494 81:-0.5472906274209549 82:1.423961009952849 83:-7.896373259437818 84:-1.640295721014027 85:0.1950053230474257 86:8.073769474962312 87:3.232006945818008 88:-5.927164222858415 89:-6.23445836839872 90:1.80458572478251 91:-3.890611515138911 92:-6.878354298543884 93:2.534107381261436 94:-3.087541504720729 95:-3.675567439241382 96:4.933268755199664 97:6.124455227508038 98:-10.46823636347134 99:-3.667300366258556 100:-4.659601664527376 101:4.362811710384835 102:3.258182311503203 103:0.7917491866672307 104:-3.437012052759993 105:-6.878841907923588 106:-2.405912439713398 107:0.4322639454369255 108:2.00049496676198 109:-1.469076878055525 110:-0.5913175756919071 111:6.429862524153367 112:9.090078823201134 113:7.023628133385236 114:1.979976944432741 115:9.221934994712303 116:9.85462269086862 117:-10.3962159603774 118:1.018331753387533 119:10.44633392363167 120:2.235854045331443 121:2.083754220706296 122:-2.960368255257354 123:1.275980862205597 124:11.48250407660339 125:5.513896082986336 126:1.00819011999118 127:6.458293987629094 128:9.284372419202478 129:3.922665569033585 130:-0.2570686396059667 131:0.3352170541844323 132:-2.515705465215079 133:-3.098760570279421 134:0.6274420501022711 135:8.442822627001846 136:-5.708877904109268 137:-2.406507660433006 138:-5.049812227224599 139:-3.207893614402699 140:-0.6372469001670155 141:-2.17096202065808 142:4.755337528774627 143:-4.506848802336002 144:-4.098577251132662 145:0.4527286372828586 146:-5.208387064635771 147:8.424058287140967 148:-0.1129133675874034 149:4.631931814306351 150:5.550294316951619 151:7.568973379936296 152:-9.50379658250473 153:-1.792421175063899 154:3.154241925384103 155:6.602221205110366 156:1.501836529019491 157:-7.161146780823708 158:2.488201235072587 159:6.135428153192161 160:7.998541789602436 161:-3.708065315009224 162:-2.400164930114374 163:-5.015930639369724 164:9.524364947800736 165:5.036804818442139 166:7.342895500105097 167:9.85972896567058 168:1.011474519364712 169:-6.708102110878202 170:3.085319802336178 171:2.560719302133649 172:-1.980147950172896 173:3.912209031508429 174:-7.395506416501238 175:2.448359233814897 176:3.085579944376 177:5.481561390732377 178:1.447770856263505 179:-4.215723656892757 180:-0.2129082381838325 181:0.9916402145170062 182:5.314943486880215 183:1.316479577996018 184:-3.779022211202887 185:-5.835712420480215 186:-5.39400407360806 187:-2.890266311408133 188:3.236922291531921 189:-10.82788175981842 190:2.409870951451605 191:0.416082625865885 192:7.726342160992894 193:9.040335917517719 194:7.160465393566154 195:1.527810457648811 196:5.972596949511267 197:9.197791595451351 198:3.211386757270622 199:1.789935353838334 200:-2.648266887886634
+1 1:9.440610178998694 2:-3.387967693290522 3:-4.665175272572721 4:-0.7980114345901024 5:5.108655911959574 6:7.763079248133352 7:-11.78109095799073 8:-4.708773878952297 9:5.555388199226863 10:4.868301927896025 11:-7.378246254683662 12:3.969766037838017 13:-6.202366665700255 14:-7.700131090465549 15:-3.534128701602159 16:3.130560010503351 17:5.085643700236001 18:3.368780163978351 19:-7.907558378898806 20:-1.190409972540921 21:-3.514429099497506 22:0.4908875835679658 23:-9.061617207456974 24:8.455678489710746 25:0.1436525509375033 26:3.021675236947146 27:-1.194364475176574 28:-2.194356842978615 29:6.934110060660077 30:7.594623301973832 31:6.472381977162324 32:4.744491377111753 33:6.884549932777978 34:6.17934984922891 35:8.076083121676575 36:4.989240442122795 37:5.352626379903763 38:5.637621291117562 39:-6.909856270505407 40:-2.136046413448602 41:-0.3066251456582312 42:0.8675313695026186 43:0.8866167444634061 44:-10.08499776229124 45:3.228768934971693 46:5.692323073359734 47:-8.993496389702933 48:-5.183844682642341 49:-8.680186512820505 50:6.120349657123402 51:4.650607292963487 52:-2.961552174550162 53:9.968383203769871 54:-9.110994225231266 55:-1.966908259114439 56:-5.872859883712126 57:10.6308781139234 58:-6.914101125506152 59:-3.276270334127935 60:-5.154910820865602 61:6.049236849000043 62:-5.849489941232183 63:8.613640880360544 64:1.571112703353537 65:1.518213878566643 66:-1.095396197978264 67:-7.030406855767079 68:6.459824480261155 69:9.661619959982618 70:-3.90968009222604 71:1.901151642641798 72:3.598947690911937 73:-1.222569493384418 74:3.475483064035445 75:-4.486485407168503 76:4.364755605227427 77:2.732892735508382 78:-11.28506723822548 79:1.562930493454068 80:5.728874171373746 81:-4.575500122509259 82:-3.31417225027035 83:2.595291924964519 84:5.224505155597104 85:8.529321941491517 86:6.711199916623474 87:-2.937675845855611 88:-7.835473204562329 89:-1.494619573166004 90:-7.844350010408744 91:-3.787628868948106 92:-6.127783461388229 93:7.038264090108975 94:-7.868478650886664 95:-5.820417055075533 96:-7.240900997603198 97:7.787660379341719 98:-9.710824030498413 99:-6.549393670153119 100:-1.604279947142265 101:3.772469313215643 102:-4.896899150665973 103:7.750988101606903 104:-5.616069019400534 105:-6.038256867829316 106:-8.974150304414671 107:1.972505693310953 108:-3.16242604834072 109:-9.590562040522368 110:5.82719393536472 111:8.859513926158696 112:7.774898036269687 113:7.688072660233265 114:-5.078814367305751 115:8.781243633279749 116:-6.393346707863542 117:-3.402502946574559 118:5.888471482634298 119:3.259063729039416 120:3.057108876765215 121:8.343347129559316 122:2.135690287987953 123:-7.560520176425591 124:-3.805226482584279 125:4.332038704239202 126:7.272679553073067 127:-8.887371127666546 128:-1.606702840532714 129:4.06386556904273 130:5.694926097506912 131:-2.117233134112737 132:-2.863586358539033 133:9.90449626999675 134:0.8505347329689575 135:-3.467083132419179 136:7.020238655494997 137:-1.132215735785 138:6.672640879169721 139:-9.05851664051051 140:2.989955869373515 141:-10.56922693967088 142:-6.641997138776926 143:7.734010774672925 144:3.820527081293619 145:0.27949773973711 146:-5.449884973092933 147:-1.197597580505009 148:-6.626566511021081 149:-2.201090044628594 150:-2.460081072883471 151:-2.426703871713643 152:5.561012409618759 153:3.444686012140402 154:-5.883857349419476 155:-7.681955918171557 156:-6.518997990340377 157:6.986961383671185 158:-3.357943004468811 159:-2.919986173357472 160:1.426040284479432 161:6.397870019729847 162:6.419109613827958 163:-9.465267713096004 164:1.983677088333361 165:10.29402075483859 166:1.798711410989633 167:-6.025783217056971 168:-6.568967836865071 169:2.873204883531518 170:-1.604683436411159 171:-10.41081256975596 172:-8.494114670888271 173:-6.045595843170613 174:7.834794435354296 175:-1.615780803058887 176:-5.437442813974743 177:7.862926539059985 178:-4.257633535996993 179:-3.118518377390803 180:-4.66289968682661 181:2.68581457681949 182:7.999186671958523 183:4.533342930142759 184:-0.8689054144714359 185:0.5201337625518418 186:-3.085105073649303 187:-4.542964104569414 188:-0.8797443502899018 189:9.023746450612403 190:5.809451289354891 191:-9.683810321551489 192:-2.04835128865239 193:5.902015830348772 194:-6.750166244329385 195:0.785021404957573 196:-5.034094057082665 197:-11.20074635268184 198:-8.637043773811264 199:-4.088330446960194 200:-5.78794696153146
+1 1:9.366835454344979 2:-4.105672793964451 3:-4.52367752360811 4:-4.871281529398634 5:4.158516660561423 6:9.799885501153044 7:-9.397830433191999 8:-5.067892081672171 9:5.600877601829023 10:4.324326126882323 11:-8.085688747272915 12:1.762612207546886 13:-5.622022207423157 14:-8.901431892408036 15:-7.299676873736727 16:3.073369570253661 17:6.061064675958523 18:3.62361492234805 19:-6.862385319365917 20:-3.72464976661564 21:-2.369318876449406 22:1.002642763407995 23:-7.465807597283955 24:8.420637468058546 25:0.8233834766563211 26:2.008859546591132 27:-0.5548380980641731 28:-1.932642654378976 29:5.886499984109293 30:5.970547992452222 31:5.298166805887844 32:6.070855073112618 33:6.578408224355614 34:4.13681453035916 35:8.253959968924844 36:3.266301608953538 37:8.313977295039512 38:6.913730878877598 39:-8.818219030123254 40:-4.185262393303441 41:-0.2273203119677919 42:2.023363846363621 43:-1.062501363972628 44:-7.01619879705473 45:2.900275462702797 46:5.630001018259607 47:-8.847005845611267 48:-4.972182852011066 49:-5.541046187791087 50:5.891271182350994 51:3.725798388270246 52:-3.270594447602007 53:6.735187755777132 54:-8.430748111464426 55:-3.459667108572631 56:-2.92776106406974 57:7.46880065399531 58:-9.945330944076169 59:-1.257697583113827 60:-5.746361725048059 61:8.337377928688227 62:-3.267150867878659 63:8.878491135891068 64:1.613239901700626 65:0.9450060880099658 66:-3.85708024917404 67:-4.946026870160518 68:7.623595968445724 69:9.639850450857082 70:-6.352303455823763 71:-0.2590741993164161 72:3.003215095929935 73:-1.231146490212802 74:5.669408070030701 75:-3.68589981342283 76:1.990887274503583 77:2.323436436837192 78:-10.02416063640882 79:0.8226749398702271 80:4.838942730140438 81:-6.343009540972086 82:-3.548119508707294 83:4.046625802306512 84:6.875494825396189 85:8.631697524068908 86:6.629825080448934 87:-4.426235876510963 88:-7.888801122429157 89:-1.583736796777103 90:-8.425919556870022 91:-4.637098144553073 92:-7.593831632504664 93:7.380713511872571 94:-9.187841419424105 95:-5.64563755414879 96:-8.051086774824094 97:9.240057765034226 98:-7.331610356969747 99:-6.409002814936113 100:-0.3660058609997185 101:6.517610215443078 102:-4.091132335905732 103:5.884908007861258 104:-5.425426983301684 105:-5.848563551514413 106:-7.367630320859212 107:2.010846956068138 108:-4.289497856619976 109:-9.265974304774835 110:6.088924414579227 111:9.468400893345436 112:5.256757291253366 113:9.288864681892486 114:-6.715703947814929 115:7.903369088295976 116:-7.701802684650109 117:-2.489634783100542 118:3.8928057828203 119:3.649467850607324 120:2.838888001638425 121:9.689478481630877 122:4.178922960019065 123:-6.912050612397755 124:-3.245336311996318 125:4.729054602148564 126:6.373698954824402 127:-8.383683522385967 128:-1.34144121091027 129:5.167256206978011 130:5.374022827364228 131:-4.249707129683122 132:-3.150520060222191 133:10.72437022722991 134:0.7131160135174438 135:-2.518334319961816 136:6.194282326450196 137:-3.945185183372732 138:6.04918252339592 139:-8.799053179073438 140:1.672519597227367 141:-10.81383136662592 142:-7.700784071112513 143:6.963441532619943 144:3.764342531760585 145:-1.557049266410483 146:-4.650844662578368 147:-2.038156928966428 148:-8.716393163145712 149:-3.45219001887588 150:-1.008890286964782 151:-3.651517717442034 152:4.002461379283544 153:3.343001368211194 154:-5.064459193030896 155:-7.473017373142711 156:-6.573532898057969 157:6.408337066285313 158:-1.503042903889273 159:-1.478812912060428 160:2.375135016712706 161:3.326970928464165 162:6.146953037689285 163:-7.108141550566786 164:2.687932209473727 165:9.064899712854908 166:1.931055062284877 167:-3.76124591705047 168:-4.197121156037531 169:4.70597354066398 170:-1.653552886455445 171:-10.05413549032132 172:-7.46898063001788 173:-5.372730501463395 174:7.44830897668303 175:-3.475229643286148 176:-5.287360914274678 177:4.373307345921978 178:-2.422269061589231 179:-2.354889563959121 180:-4.43645882471473 181:2.912421982923271 182:6.666836337006235 183:6.345794935647927 184:-1.081859881250239 185:3.734010068400131 186:-4.652342279948227 187:-5.749680317956757 188:-1.733434676519693 189:7.464198486601516 190:4.83847375251124 191:-10.358952198559 192:-2.60028408511642 193:6.941938666555584 194:-6.626121604517854 195:1.40144305882764 196:-7.470466224717815 197:-8.893776722735943 198:-8.683838943725545 199:-5.773788686570636 200:-4.946965013543258
+-1 1:3.575068488809744 2:3.052439314455839 3:7.065958325842293 4:7.437192254666639 5:-9.345871850260014 6:0.8257535280680386 7:-2.44085446649119 8:-2.789846230146887 9:-6.739267871980577 10:-6.286115803436482 11:6.515958730851832 12:-5.618287071590679 13:-7.851410630891593 14:-4.103167801536808 15:-6.338396327588189 16:5.571883235969129 17:-4.674613026536897 18:3.434376342331703 19:-0.5662038896729737 20:-2.262063473827812 21:-2.664237422253469 22:-7.719910531814246 23:-9.013494260122762 24:-2.722319577564707 25:-1.013220622843374 26:5.732715333734316 27:9.924404752305914 28:-1.096514531047987 29:-8.042647453796295 30:7.380299976085413 31:-2.919382112534982 32:0.308214143823752 33:-10.14714055914511 34:4.51480122601213 35:-5.11030672565797 36:-2.93512633816716 37:5.34852654955412 38:4.979282391982959 39:2.117631174801647 40:-9.534851557214598 41:-1.261925526047162 42:4.360754873688615 43:-5.766823637851485 44:10.90270273446068 45:6.425146844127738 46:-1.557714058887932 47:7.100856690693432 48:-7.30625258326609 49:-4.850398685409043 50:3.41206957615253 51:-7.271893985895521 52:5.791818515332442 53:4.757401470841062 54:-8.277342514406874 55:6.433011892730302 56:3.313011129848177 57:-0.973310399637531 58:6.632041433279263 59:2.797057307905286 60:-3.042867148949788 61:6.161306876057069 62:-2.299911723757637 63:-4.84363156082653 64:-2.996925031194785 65:-1.759862715467121 66:-7.995840026139938 67:-9.717249600041713 68:-7.872416357326401 69:10.00968191280822 70:7.39329280609144 71:7.084550908140442 72:8.210053901413604 73:-0.7858093883110383 74:6.712868983862526 75:-2.617619856302791 76:6.210020895068691 77:-2.013866407294577 78:-2.478645893475679 79:7.625802683675628 80:9.093392174429132 81:-1.304827497024699 82:0.679814287632335 83:-9.196389520293719 84:-1.914488982087111 85:-0.1685692215688758 86:6.174450673497253 87:1.283647896530348 88:-5.733800012783559 89:-4.410870800588911 90:1.010450308611077 91:-5.779667922849461 92:-6.025784076316025 93:2.891436588096461 94:-1.908885391588413 95:-3.972026776899208 96:4.385430979742034 97:7.544827448609961 98:-10.10964271645297 99:-2.822226913726652 100:-4.81204617974814 101:4.469496477002812 102:2.292490652289046 103:1.954731728793813 104:-2.428696855681386 105:-7.651379443750166 106:-2.395341481969908 107:1.948659866829786 108:-0.6971035596317265 109:-1.697546713796066 110:-0.6618076414790092 111:5.444759315954856 112:7.623638109453287 113:9.730117675141408 114:2.164216181632075 115:6.153900789469284 116:6.826979001346124 117:-7.963882386802741 118:0.8147741144418441 119:7.477304947998494 120:2.815615282559334 121:1.598548894833177 122:-2.421876201484385 123:3.457034075211768 124:8.675750321529943 125:3.335348066792823 126:-0.8165685685979729 127:8.6674952757292 128:8.591475258815226 129:6.450504009332221 130:1.175204442133657 131:0.610297033960206 132:-2.11973949574142 133:0.1669722482087783 134:2.62522207106299 135:10.68881454093208 136:-7.828445696547535 137:-2.604721622673767 138:-4.129604913450834 139:-2.644787499673548 140:-0.8855328418402842 141:-2.715931735000995 142:6.458474825932123 143:-2.607803555819982 144:-5.151825454182924 145:0.8215390762660173 146:-7.254982802906596 147:7.998061763668037 148:-2.265378947970562 149:5.003458317415988 150:5.039118754628235 151:7.266766006674829 152:-8.954733224108505 153:-2.017796386183052 154:2.537486620682434 155:5.502777999346689 156:1.340964872531362 157:-5.983079749766172 158:1.997848510056607 159:4.43424222788068 160:7.106794543492065 161:-2.311360014050281 162:-4.397890151998719 163:-7.095842680260446 164:8.704204448844292 165:5.178174958606875 166:4.105731441114536 167:7.168090740335234 168:0.5339910338079852 169:-8.049319628775384 170:0.4332857311420844 171:3.13962975319046 172:-0.0628685939351149 173:4.868141132605933 174:-7.785135112588298 175:2.382369621350068 176:3.565371997906313 177:6.450519547473282 178:2.100061926818671 179:-2.171600988912937 180:1.146116535527895 181:0.3145601881579706 182:5.749223177963105 183:3.616602514612716 184:-6.525131500708614 185:-3.316524943180259 186:-7.291689615836857 187:-2.288284811131608 188:3.834864491010054 189:-10.99973048518198 190:3.230305448108571 191:-0.2294140406159624 192:6.92321974613186 193:10.78074054291035 194:7.705634826384996 195:1.139859459748759 196:5.393656950176584 197:8.353066782028508 198:2.729262903079015 199:-0.6219897578608329 200:-2.694044206426957
+1 1:9.965681899376124 2:-4.046094804643342 3:-6.95298296148983 4:-3.401634933929473 5:4.955292140717127 6:10.82121943618749 7:-9.22479522781426 8:-5.12204389857488 9:7.098018138981968 10:6.129812066332042 11:-8.246590885951052 12:2.703825958027195 13:-8.30985341404689 14:-7.899228399035539 15:-5.18807827406149 16:3.26884495891787 17:5.984189494544582 18:4.062271786197051 19:-6.218480989787079 20:-1.475931835034386 21:-2.074581986636365 22:1.788594068104225 23:-6.997359899983033 24:7.797716771098543 25:-0.1316511046078748 26:3.731700782717231 27:0.2998866363353926 28:-1.738045240004719 29:5.446878085990136 30:6.233319806603613 31:5.400728031305443 32:5.441388908033316 33:6.447939140963227 34:5.292482103802731 35:8.062119716062414 36:2.918240444055103 37:5.872322063930863 38:5.92045607697268 39:-9.531008322917772 40:-2.313990509316429 41:-1.899993087747178 42:1.214326796010536 43:-0.1331150650666981 44:-10.18309252161696 45:1.780323751139979 46:7.223623598672289 47:-9.650155269529121 48:-5.375629929418073 49:-8.974495221919248 50:5.763844204602695 51:4.275220105190465 52:-2.73319558938245 53:7.441492702661038 54:-7.980050310722714 55:-3.065358277125915 56:-4.51815572996124 57:8.493127549557583 58:-7.707392974949062 59:0.1322043068626326 60:-5.194799573366452 61:8.079562149015691 62:-5.497079275167624 63:9.955009246127426 64:-0.001808468025839116 65:0.8814324400840732 66:-0.422881355089034 67:-4.522511055023211 68:7.041809114988228 69:9.97048891447459 70:-4.632421291861356 71:0.698771452512904 72:0.9703400014569155 73:-2.271061190234828 74:4.39023510273039 75:-3.1302360083789 76:1.908429020488253 77:2.695921714889825 78:-9.035857047395288 79:2.448118329748157 80:5.463215288311426 81:-7.070760428652493 82:-3.575292078652434 83:4.331535593301081 84:5.256150340510151 85:9.407658925497909 86:8.606006775543131 87:-2.516321466171205 88:-8.269474264445972 89:-0.8552538206618209 90:-8.097003170993833 91:-5.919513158149014 92:-5.937261502511853 93:8.152302638818227 94:-9.451341000209631 95:-4.093252115030277 96:-7.897188837599304 97:9.395916077730988 98:-8.083915499219916 99:-6.630617751732537 100:-0.2903032640608497 101:5.012398194025349 102:-2.943025502416579 103:7.469572910025859 104:-6.865763230570957 105:-5.449483203936486 106:-9.607273693289253 107:0.2971369580272993 108:-3.253363411129306 109:-10.14659871874615 110:4.520670759251765 111:11.11950191034736 112:5.57511268741295 113:9.463154427979427 114:-5.514755557173719 115:8.378678300753984 116:-8.035311657891578 117:-2.503409443570479 118:2.39190659151892 119:2.842502821422593 120:4.640207674931743 121:10.61126187155195 122:2.957600665786277 123:-7.896064242426188 124:-4.168518725679214 125:6.191810409264413 126:6.22887507152067 127:-7.162113364793365 128:0.1619548707888645 129:3.656811169813156 130:5.93211685229613 131:-2.678857777048461 132:-1.231254845096091 133:9.843161834062451 134:1.343034478007817 135:-3.046063282480194 136:7.505831348421078 137:-2.035842871122496 138:8.088234065470811 139:-7.593127133923732 140:1.564700251349102 141:-9.764784801628673 142:-8.624597677242933 143:6.059918282702816 144:3.943636695822245 145:0.3082178732996947 146:-7.233865830960528 147:-3.38247477040101 148:-7.563566688812533 149:-2.304187758666506 150:-0.6466661668084519 151:-3.493882861193921 152:5.536873638219074 153:2.860813804255224 154:-4.993104521338303 155:-8.321061287035585 156:-5.909133767100381 157:7.394956675671432 158:-2.761802172809659 159:-3.353812591606917 160:3.629186578610351 161:5.148223443146038 162:7.061340436211855 163:-8.609537414728955 164:2.832894243627873 165:8.158008032634921 166:1.500388192978425 167:-5.06145826833122 168:-5.798785469996051 169:2.58360837488704 170:-1.046087891580999 171:-9.557141653256958 172:-9.436163588269174 173:-6.630717427238399 174:7.581751653892147 175:-3.416188366733592 176:-6.64954398243697 177:7.268916875782471 178:-3.250574896788786 179:-5.074297839203853 180:-3.601025352220506 181:2.524824347607371 182:3.578209345532249 183:4.789964957625522 184:1.056842937077005 185:2.681052608821273 186:-5.031833578579096 187:-6.504178278810881 188:0.1797294818891197 189:7.512062970034132 190:6.227055017582012 191:-10.62297954848544 192:-4.069197691438522 193:5.48826565177098 194:-7.1802951863071 195:0.3547193779633514 196:-8.409793605267778 197:-8.351579526823397 198:-8.068666159426614 199:-3.263765265813691 200:-7.881827215026738
+-1 1:4.948352535931362 2:3.704998077477899 3:6.897176660457922 4:8.063180210373105 5:-7.956468955902086 6:-0.1370665287952442 7:-2.666318635986515 8:-3.310682046998842 9:-5.177201863741971 10:-4.618519442296627 11:5.869317615641571 12:-6.528415244938492 13:-7.07743745000908 14:-4.146438238102092 15:-7.771550486534391 16:5.106695058893768 17:-5.325995047133583 18:5.663414124355109 19:-1.182303358669318 20:-2.351551109387172 21:-1.217950194094177 22:-9.266789454036608 23:-11.31562955451806 24:-1.343910473705825 25:-5.397982154263817 26:3.256929864943754 27:7.208111340141826 28:-1.277104998933642 29:-8.024761295056564 30:8.831294517552916 31:-1.847383531283844 32:-1.482878628128915 33:-8.842695623587328 34:3.25888179973789 35:-5.436975826345483 36:-1.477300671089249 37:5.456136261035445 38:2.912333419433601 39:3.292098705368031 40:-7.490410908622446 41:-2.73982261390282 42:3.203748814101155 43:-6.090362984085385 44:9.252573303277206 45:7.394461535207095 46:-1.812981746094446 47:7.638828533443279 48:-6.786602107759521 49:-0.8405016924463351 50:2.887423929307301 51:-7.797130051026325 52:4.236284508121458 53:6.325204771277228 54:-6.53800943842066 55:6.678335198067925 56:5.436933521091029 57:-1.816822479875997 58:5.028231287849843 59:4.066679154212817 60:-1.578546430297022 61:6.591593396231367 62:-3.728056898962299 63:-4.449909207674892 64:-0.7936754630117524 65:-2.920192441921516 66:-6.358610188543709 67:-9.23428484902065 68:-8.091799922735259 69:8.688719819657049 70:7.563380239663006 71:9.364353874931618 72:9.07343582242677 73:-1.508953452876156 74:4.878590650343937 75:-1.883292413234267 76:5.333832920663355 77:-1.995560181123132 78:-2.68688636298552 79:8.633452347563175 80:9.614497838412895 81:-1.005908015356568 82:0.6099998051568237 83:-8.648445766341107 84:-1.463418161722849 85:1.936299225796227 86:7.376366744747012 87:3.28203963320846 88:-5.693638283952119 89:-4.957122745050392 90:-0.4031306744957108 91:-5.781988720831398 92:-4.089088297093094 93:-0.9844204118704405 94:-2.667406184777844 95:-5.1106412850477 96:3.93176487125756 97:8.375681818967582 98:-9.404911280263359 99:-5.023883694452486 100:-2.165167459385906 101:4.046756187088452 102:3.410072109796085 103:-1.69907095412362 104:-1.040293073291817 105:-6.427082915379611 106:-3.752293398857627 107:3.067988148464722 108:0.1484370516714495 109:-1.878994195809573 110:-1.770037096645613 111:5.717094222288656 112:8.722739667498029 113:8.323664071326638 114:1.445099624997908 115:7.608965701716891 116:8.239585115206511 117:-9.926151375635595 118:3.060162169645241 119:8.847571497959471 120:-0.03067854573639339 121:1.07108681612918 122:-2.713068861242204 123:1.821339998964889 124:10.34184984399801 125:3.990730459865155 126:0.2222363496637478 127:7.774976671004547 128:8.775196495113214 129:5.690189590459656 130:0.8971593300873505 131:2.102646717853246 132:-0.6435862524673212 133:-2.85445507798215 134:3.081866741695304 135:9.155344318471606 136:-5.39813586097952 137:-2.618620859930502 138:-4.393347598858179 139:-4.481011215368826 140:-1.406244683827274 141:-2.405319778484477 142:4.386929083557071 143:-1.530631702042484 144:-3.551155564836145 145:2.635091923151303 146:-8.234915173774127 147:8.397089657724166 148:-3.299661206283159 149:4.893498064393203 150:6.677439677087231 151:7.634519403152384 152:-8.464169432555206 153:-4.732640400913764 154:4.937543716245685 155:6.743715621972662 156:1.676382392369467 157:-4.237905323030141 158:1.322506232358559 159:5.027537477059504 160:7.219075364694416 161:-4.024027276025558 162:-2.880500059216114 163:-5.128463712706205 164:9.484675413369214 165:4.043231592963727 166:5.731671750348193 167:8.146176855666068 168:2.528534307889839 169:-6.290343117391757 170:2.278228266398257 171:2.543149817930697 172:-0.2739676530348311 173:3.716995763031519 174:-8.055315090371707 175:2.738228826706359 176:3.87113673426057 177:6.327742438540194 178:2.019025392904184 179:-4.552870705025835 180:-0.07271123525528655 181:-0.4566388339523778 182:5.615021496110949 183:2.370771732784701 184:-8.255997253313602 185:-7.414667969897372 186:-4.213342051975189 187:-3.286370865026939 188:1.66759960507328 189:-9.83327235941597 190:2.917524300963257 191:0.4445365370078747 192:8.786968684244899 193:9.195263024551473 194:6.845112784848562 195:3.067465845924416 196:5.938275422842864 197:8.848767418270814 198:2.280784445762123 199:0.5465824374360793 200:0.9165482767511177
+1 1:8.91893224757227 2:-3.73288722244617 3:-4.441569718048322 4:-3.550536628611156 5:5.016839134866322 6:9.022466835458532 7:-10.12935427925348 8:-6.223808771547714 9:5.109946564168948 10:6.219490330053907 11:-6.008278529794596 12:2.133009218365622 13:-7.771131016162135 14:-10.10713451677761 15:-5.350813776864114 16:5.517949417393033 17:7.056800109640003 18:2.712259133599259 19:-6.45846960399016 20:-2.701665734985434 21:-3.397517254380338 22:3.583454829288868 23:-8.121242290099072 24:8.030748646446353 25:1.367881933403873 26:2.572082639801859 27:1.292227080526004 28:-2.034834887264688 29:4.163969038644164 30:6.533142536854121 31:5.066521089174005 32:2.753227984949915 33:6.085290687399981 34:5.851956219039662 35:6.876444385632815 36:4.72626742792389 37:7.27081159751998 38:4.55730629592769 39:-7.876392585746775 40:-5.130319672198309 41:0.5909610211029821 42:-2.323107870097116 43:-1.889589211810189 44:-9.015346262569384 45:3.170610953458011 46:5.228664778527418 47:-9.104163256429779 48:-4.378250567430507 49:-7.582053045205178 50:7.731513172620774 51:3.193872862477416 52:-3.960058512777584 53:6.51721248128944 54:-8.271682379120486 55:-2.040059175104439 56:-3.325784106880963 57:8.792609543887332 58:-8.439435388085627 59:-1.276253818510097 60:-6.883266687579646 61:6.149660260087575 62:-5.949868226376435 63:8.378203320886371 64:-0.2628976020989759 65:0.446307852634349 66:-1.337339610336943 67:-5.113110307994397 68:9.254781941524072 69:7.699442362236191 70:-4.041583768664323 71:2.565427737248083 72:0.8225036670621402 73:-0.8485950658914987 74:5.734726988066805 75:-5.215185590036505 76:1.686243484772523 77:1.364809728397423 78:-9.803663425566542 79:0.7436648490712218 80:4.126673684116488 81:-5.020728365108855 82:-4.028181177875599 83:3.913846644447894 84:6.304447479043655 85:6.216199117938398 86:5.794782371208652 87:-3.127854422849627 88:-7.957730452946481 89:-1.239796579098198 90:-6.191599553247414 91:-5.262971098043407 92:-6.121901167406538 93:8.812487283403247 94:-7.273185019015733 95:-5.802728463502521 96:-7.279558137468126 97:9.186802119012345 98:-8.670880260712293 99:-5.834980450807716 100:0.1042432459293423 101:4.684389165140558 102:-3.359889076301952 103:7.512484043317007 104:-5.925480461468933 105:-4.555364850523024 106:-8.20326214148645 107:3.137065825614043 108:-4.12636194925874 109:-8.580264523914694 110:8.23794849361942 111:9.796691995391143 112:8.259585741209328 113:8.823260224751275 114:-7.332493094936768 115:9.031038282278148 116:-7.574653906979257 117:-3.245098517511258 118:4.739201122810502 119:3.405156271390956 120:3.559128976116531 121:10.04688520968086 122:3.918322584758485 123:-7.969845388689562 124:-3.725668009618976 125:3.944480812490344 126:6.607030762377303 127:-8.334585823462568 128:-0.6240476200012472 129:5.061097108253084 130:4.155637449578848 131:-2.146908949578454 132:-3.690151022510999 133:11.46696469632889 134:0.06192436020198587 135:-3.311240137898238 136:7.754223653135374 137:-1.807755367621927 138:8.731485549520652 139:-9.118914997812823 140:0.8912260052453899 141:-9.749766647823147 142:-8.451576880209879 143:7.486058321976106 144:3.912038526095095 145:-0.3336405964865286 146:-8.292786769464053 147:-1.511541045975916 148:-8.457491404259949 149:-0.721081056555084 150:-1.663329356540026 151:-4.600025406160014 152:4.60434484909422 153:3.554465341852149 154:-3.623005909453539 155:-9.20099339822154 156:-7.083212968138885 157:7.749217244886375 158:-1.221416589318197 159:-2.577336839007021 160:3.153815644678723 161:3.092507219090137 162:7.243239598865096 163:-9.772776612503099 164:1.468708993245809 165:8.797650715075125 166:0.4334196759607751 167:-1.18819325512541 168:-5.91130614205968 169:3.076384300244311 170:-2.891624616720677 171:-7.938688152775589 172:-10.92634730328481 173:-6.365135357875918 174:7.745533711282179 175:-1.426990592919642 176:-6.74698463327841 177:8.793134138724675 178:-3.568807176084206 179:-3.882301370160274 180:-4.360377662061376 181:3.878921568901653 182:5.479691272972443 183:6.772068778519724 184:-0.2877255931220591 185:3.76118093895137 186:-4.530815308357254 187:-4.715404650492545 188:-0.4555796826088551 189:9.516000654563909 190:5.768099336735597 191:-11.51445359382744 192:-2.452438473539393 193:6.168440357164328 194:-7.10193649721695 195:0.7502514588819255 196:-6.694149832026332 197:-7.87215478660365 198:-6.619912466992909 199:-3.977926491801401 200:-6.427130669553765
+-1 1:6.425868420609556 2:3.076261169884311 3:8.985404891816865 4:8.547363356055317 5:-8.105485761465072 6:-0.3509738586839441 7:-2.667010968782773 8:-3.401999148794368 9:-6.12968470161411 10:-6.893890533232699 11:7.532944589137055 12:-5.804860046571995 13:-7.727488808147328 14:-4.241431804308493 15:-9.544397697387284 16:5.085362776867128 17:-3.116074075359438 18:4.600399200047919 19:-0.249476504737631 20:-1.961487044165122 21:-0.2668840337305538 22:-10.00518950936815 23:-10.85074292557215 24:-4.14469560229542 25:-2.564420893241812 26:4.473044088738575 27:7.17491914239759 28:-0.2761228251591339 29:-10.29273525384637 30:10.13211019469394 31:-1.556681697919479 32:-1.637833101235751 33:-8.761966179135058 34:2.636222303449227 35:-4.183328153156443 36:-2.69205373929482 37:6.538553068307589 38:4.128721194486259 39:3.152533912302136 40:-8.510078239509676 41:-2.305627331656992 42:2.870120500471 43:-7.101034495858864 44:9.202123587245294 45:10.25473604121149 46:-3.996986328809217 47:6.755349597988245 48:-7.998968609877525 49:-3.703503877001562 50:0.06752443254025042 51:-6.666359416651865 52:4.744777839712182 53:3.874240485528965 54:-8.278485872284207 55:5.759165912910097 56:2.258449455366591 57:-2.445013810750014 58:5.768529297721399 59:2.727278004121439 60:-2.187505453501772 61:6.752661459426568 62:-1.849124970690677 63:-1.819011521723589 64:-4.261455138617037 65:-0.9257209465735416 66:-4.899063869655237 67:-9.227371363446863 68:-8.117732417315056 69:9.217720845621921 70:7.800503301019358 71:9.599876888041553 72:7.818748273561998 73:1.31648511840658 74:5.700351243094033 75:-0.2150548105102917 76:5.534431125399818 77:-3.972332690517764 78:-2.078092643284343 79:9.362143146734677 80:7.145785589882899 81:-1.928223331831407 82:1.349371465509762 83:-7.586437169677639 84:-2.505624619856661 85:0.09108974605502207 86:8.415726138982659 87:2.766403784967333 88:-4.765223345668316 89:-4.261840070639541 90:1.093844742546412 91:-6.172482239577072 92:-5.21731561270435 93:0.8869572733456537 94:-0.06304685760337003 95:-3.744034924328178 96:3.282571085396627 97:5.363838806774249 98:-10.45787027147765 99:-3.236190108401352 100:-1.380647934109811 101:2.693514994991468 102:4.832758169688996 103:2.561366200137201 104:-2.402145676621902 105:-5.69244641362257 106:-1.439212084840686 107:2.17770629499569 108:-0.4501079076109623 109:-2.939155351687154 110:-2.15873262207844 111:5.217201269907687 112:6.402178134454303 113:9.375942276918265 114:1.716387770658877 115:7.487014253445942 116:7.372588798193261 117:-9.960044506493585 118:2.652751104636255 119:10.16423068894606 120:1.014837819644844 121:2.864452403733512 122:-4.117223448316097 123:2.131694557123677 124:9.138411641617719 125:6.030726953902521 126:0.1493295724429881 127:8.344018193284091 128:8.754619675222111 129:6.827588068137803 130:2.572127932369246 131:1.596386769469998 132:-1.245975575059471 133:-1.36273375975268 134:1.86143720580993 135:8.730084279713834 136:-5.850533827543786 137:-5.217795267016321 138:-3.440793166064803 139:-3.910061543735774 140:-3.106074361584635 141:-4.355059812602877 142:5.996851587176085 143:0.03144907141498976 144:-4.927354492600658 145:0.3083407278283091 146:-7.248968865509061 147:8.50126081967532 148:-2.599925208440017 149:5.12720744805097 150:7.090893748137496 151:7.393374141225151 152:-8.248780415083388 153:-3.468908332110625 154:3.989055556272187 155:5.490257953629907 156:2.459998878715679 157:-4.633855822289601 158:2.948027435142896 159:4.83727547396156 160:8.084149310085142 161:-2.704382694466589 162:-1.902791251749236 163:-4.374274486900967 164:7.371482942047188 165:5.28189843015538 166:5.612643721198196 167:8.544075518036516 168:2.097486388732665 169:-5.559965173394227 170:1.590512893162737 171:1.64572946105249 172:-1.297951403981084 173:5.788143490769071 174:-8.577793141880008 175:3.501281741594668 176:3.46789968764663 177:5.518603259526082 178:1.683679300109352 179:-3.445372912422639 180:0.4713231225971601 181:-1.021481037749782 182:5.384466428836929 183:2.842321827349977 184:-7.666864036962865 185:-5.035096953803311 186:-4.8398677100162 187:-4.029204563279522 188:2.814199834870927 189:-12.03589071491452 190:2.886373977316943 191:-1.486486301137011 192:7.769794114556134 193:7.940014020454073 194:5.890186307211194 195:2.608654323119114 196:4.988340402215938 197:7.353961064988543 198:1.389129095384636 199:1.281779314010873 200:-2.473308753370027
+1 1:10.15114847258894 2:-4.887681685004803 3:-2.999951396242099 4:-4.474561969639725 5:4.378687312707142 6:11.35962505347408 7:-9.254541613871362 8:-6.298709357027811 9:7.839079348226575 10:6.228800409591226 11:-8.252117180412364 12:2.846143084042221 13:-8.39234876181151 14:-9.764194886532056 15:-5.851652042226605 16:3.601900259628383 17:5.280007519041347 18:0.5885673579257675 19:-7.132589683757741 20:-2.870010440926857 21:-0.7549653253993924 22:1.217090062111621 23:-6.905052060784715 24:7.854141530392399 25:-0.08524645016747545 26:3.556793243021653 27:0.3098910948785648 28:-1.963667915286325 29:5.06387675318399 30:6.445096689298626 31:6.050501711465427 32:3.41871259092984 33:6.635195201043217 34:5.35688081933283 35:6.74236658548714 36:4.307609339914761 37:8.069552027107299 38:6.198073564651729 39:-6.911956082829577 40:-4.491582109191206 41:-0.8132779136495636 42:0.8393353308970281 43:1.011815548950059 44:-8.751965988592929 45:3.145192709923348 46:6.080527011104009 47:-9.382817943531334 48:-3.74071917637492 49:-7.994685432180637 50:7.984575279980846 51:3.551973910776244 52:-2.466311863511387 53:6.708041708500827 54:-9.657750625069866 55:-2.728802246672136 56:-3.714442004201338 57:8.465647465036104 58:-8.423109515740228 59:-0.7244756762134864 60:-6.017568348669248 61:6.277210160282948 62:-5.631593105445434 63:10.75162040332405 64:0.220757423572989 65:2.704315138343884 66:0.806033655392643 67:-4.835477168086387 68:8.038121180147165 69:8.822781454745707 70:-4.068024775548226 71:-0.2489197151632615 72:2.991606627211091 73:-2.775942999010099 74:4.355730855149718 75:-3.931084244517738 76:1.54604354702127 77:1.404161873040142 78:-9.067778318004223 79:2.026010133134805 80:5.616879853404293 81:-3.902896287568268 82:-4.05355515105788 83:3.413760829329449 84:5.369408923171099 85:6.928699141100678 86:7.152212695045463 87:-2.88608129783595 88:-9.72765837822239 89:-1.507154265333152 90:-7.920152677361916 91:-3.450974270647981 92:-7.75239732487306 93:8.580885309837397 94:-8.761796701946961 95:-2.42162452128966 96:-6.906831668293468 97:8.835114060636284 98:-7.402721227154004 99:-5.873413558411077 100:-2.619602161945153 101:5.373941226397998 102:-3.591084258051469 103:8.105446589308807 104:-7.551333678505953 105:-5.63539962878588 106:-6.262575376481584 107:0.3068373913925402 108:-2.729564887220617 109:-9.969353701886533 110:7.113758331284459 111:6.61454806347823 112:7.276154543568162 113:6.981950259516694 114:-6.782201632354372 115:6.995470314295789 116:-8.013114854732603 117:-4.929829383520984 118:4.242485150247679 119:1.629656607123102 120:5.24603752390775 121:7.72562459858666 122:3.208346319610758 123:-6.029840120985002 124:-2.720618379316541 125:3.135885026775004 126:3.930769124561436 127:-7.964377711175834 128:-0.7551354811987822 129:7.228185934589966 130:6.78064359125672 131:-3.830595742894277 132:-2.125967820530178 133:9.684353406317506 134:1.132209733850011 135:-2.120630471905028 136:8.036467265823898 137:-2.767159371098361 138:6.447779855065461 139:-9.011492323047602 140:-1.054204315238166 141:-9.710632887926073 142:-10.31355046575797 143:6.004758617648307 144:2.413788489933629 145:1.038397657587707 146:-5.601026432953433 147:-2.157046670816935 148:-7.817209353111668 149:-2.83389713103824 150:-1.599269791145737 151:-3.759067509675959 152:4.177925716830589 153:5.407060860366271 154:-3.299575997754666 155:-6.54536166262549 156:-6.60489653518454 157:6.373394303686172 158:-2.65973214649636 159:-2.122898912603912 160:2.739556226560944 161:5.282293005506864 162:6.394852742057877 163:-9.193897983603669 164:1.250113526013729 165:7.90609219295549 166:1.989590685773906 167:-4.116776919252184 168:-5.275109869589603 169:2.387787137513335 170:-2.31426679737889 171:-8.123470043616626 172:-7.446520006915895 173:-5.946535724446689 174:7.434328214596976 175:-1.284750258241334 176:-4.884853383062454 177:6.467935726017837 178:-4.254899575476852 179:-3.98119891786603 180:-4.235004521218245 181:2.567234295626217 182:5.748920502041284 183:4.56632117916227 184:-0.2189789776708142 185:2.269097466624296 186:-3.557836196727986 187:-4.64206616023884 188:-1.183250634234021 189:8.341203670849911 190:7.424345541875027 191:-10.60345353735804 192:-4.88217110647591 193:3.501520042812915 194:-5.641976546742682 195:-0.4432735829136971 196:-5.751706129491924 197:-7.053673847759321 198:-7.587566959184987 199:-4.487761124833898 200:-6.219118979176247
+1 1:8.593066819641194 2:-3.75792296654416 3:-3.31046733147565 4:-2.582666827941855 5:5.595279319618945 6:10.92412386626575 7:-8.200240691135305 8:-5.916865975841764 9:7.710843608537499 10:5.898883245477428 11:-6.626003317747386 12:2.982106956410806 13:-7.7799689219357 14:-10.55508924953012 15:-3.709967284393954 16:2.889817924437209 17:5.86577132393396 18:3.193883306527176 19:-7.034285154446155 20:-0.7084693256602269 21:-1.565245405456269 22:0.5773659884419773 23:-9.917075773614513 24:8.559421746714319 25:0.3126521285968596 26:2.698722979790287 27:-1.698579156216186 28:-2.768741616586126 29:4.773017648820852 30:6.529277716958692 31:5.344400825994331 32:3.019617084124212 33:7.628428324646537 34:4.697300283964013 35:8.108660661929054 36:4.860257605082202 37:5.038060335825104 38:6.068652701028405 39:-6.756002948139626 40:-2.905919218156359 41:0.04996967106867212 42:-0.2491028728231828 43:-1.614222140822957 44:-9.060983447632474 45:3.273858569375098 46:6.537586152370465 47:-10.30810699149164 48:-5.091257586107119 49:-9.728530329116721 50:4.95773295088483 51:3.533039496897532 52:-2.662313561408553 53:8.40693457876392 54:-7.568329522286556 55:-1.35126324036247 56:-2.479226028038008 57:9.596865697170808 58:-9.212563470871055 59:0.1488274268710092 60:-7.289146632283374 61:6.794369044999454 62:-4.407732203102557 63:7.84857620755538 64:0.8581102589319866 65:1.348476267340726 66:-1.371985724022176 67:-6.291114656848678 68:7.22074530931381 69:9.884250333299081 70:-4.161870053138764 71:1.059490738244653 72:2.772735593203622 73:-1.562863192110122 74:5.751603696875954 75:-3.934661551139935 76:2.01872541802957 77:1.289964363407976 78:-9.137300546785596 79:0.4356384183683797 80:5.295798034379758 81:-6.061025152578162 82:-1.301153453460332 83:3.46181667871722 84:8.248207243013701 85:6.613637978495897 86:6.729957258793332 87:-2.130831269196854 88:-7.254686516102701 89:0.08126275999630783 90:-8.502766044425655 91:-4.863448254429835 92:-8.174128818337563 93:9.917557768294129 94:-8.2322795179204 95:-5.965958219253206 96:-9.659942623286874 97:10.10894440008935 98:-7.624385892771286 99:-8.46718418722272 100:-1.163070909859876 101:4.534775340340853 102:-4.291497415808805 103:6.476053041008177 104:-7.720103646435751 105:-4.502738161624664 106:-7.62411500794666 107:1.856399199903756 108:-1.970049665112947 109:-11.07526127371689 110:5.529787686413799 111:9.843221650433668 112:4.95969790348355 113:9.801819118176606 114:-7.133638357800559 115:7.432922722871667 116:-8.170773285160545 117:-3.229895857626534 118:4.212754377300874 119:3.667039344957658 120:1.476601968605427 121:8.724867502505766 122:3.425086759029284 123:-8.255230918948092 124:-3.027475424875353 125:3.583291776726261 126:4.496924612340321 127:-8.282259290088692 128:-1.855246176781222 129:6.011228669999962 130:7.478586148338424 131:-2.227151236647945 132:-1.956749920338058 133:10.91647475828589 134:0.4316202440634561 135:-4.225369510247226 136:7.378613037011459 137:-3.719400549375121 138:6.643634158619923 139:-9.033494354390669 140:2.125806077174651 141:-7.425517850029005 142:-6.48922844955487 143:6.681345494266972 144:4.28336730011898 145:1.537941245181896 146:-6.232837404386438 147:-0.8819847915971043 148:-9.10217358903683 149:-2.291052229489741 150:-4.593320033418481 151:-2.140038843975627 152:6.12159711379279 153:3.398467668173327 154:-5.001303218370357 155:-7.118775826620761 156:-9.157117217956873 157:8.152307047204326 158:-1.939221630729907 159:-3.145971975515083 160:3.330886239112438 161:2.901613993038411 162:8.945003555434887 163:-9.538495760308683 164:1.873081665583795 165:10.92185501731336 166:1.481018934304025 167:-4.881095348936717 168:-4.889995434967221 169:5.249885701763361 170:-1.32769292047957 171:-10.02695096218101 172:-8.445191656290563 173:-5.294907595721913 174:5.756841400435071 175:-2.08135320330753 176:-7.38961411824431 177:9.015615789694758 178:-2.535424817678197 179:-4.803138665683984 180:-4.129569413729313 181:2.826708586673379 182:6.97839246177936 183:3.085008335907685 184:-0.9219073784825067 185:2.029451861415097 186:-2.812141757208153 187:-4.954973456070173 188:-1.804439365526554 189:9.310629288565247 190:6.126911681592309 191:-8.445206321423379 192:-3.234789049860233 193:6.430271224954851 194:-7.457586763558696 195:0.1931948451678231 196:-7.745160483258783 197:-10.7559782255518 198:-6.478911948164606 199:-3.902341987009873 200:-8.262937090496818
+1 1:8.471882948056441 2:-4.475392848210089 3:-5.777543045027082 4:-2.850436308044056 5:3.957168892673296 6:8.485666587790343 7:-9.580792882342671 8:-5.337572495793112 9:7.496683748413036 10:4.451601579155414 11:-8.649856796921396 12:2.924998666690618 13:-7.746422319707253 14:-11.65454690340549 15:-3.793736281662396 16:4.690963337419785 17:5.381534861735471 18:0.560845324775928 19:-7.27986632298074 20:-2.179182934368344 21:-0.2730697628849976 22:2.387747432547724 23:-7.884817370713745 24:8.690957762694159 25:2.175365424337167 26:3.615508626763719 27:0.1331126854748845 28:-2.985429672991446 29:5.423818355869637 30:7.527349327015052 31:6.132202015847017 32:5.643553767729856 33:6.59033919492658 34:5.056789613237112 35:7.973998994090719 36:5.519348570655231 37:4.701130270224437 38:7.156575635999221 39:-8.292627738392779 40:-2.760093421897778 41:-2.087163638884995 42:-2.167670707293268 43:-1.162119308104862 44:-7.677568730572698 45:3.327347919387696 46:5.571234692781096 47:-7.682202543327559 48:-5.047980894056527 49:-8.259997890680998 50:7.091097707905296 51:4.54891057892665 52:-2.135283098724078 53:8.270646520219547 54:-8.695501386093564 55:-4.156694055533725 56:-3.832481573447057 57:7.771702445019563 58:-8.299931008166791 59:-1.934954678178956 60:-5.675069381888356 61:7.223453636976004 62:-6.428542665069643 63:10.79097568331887 64:-0.7530625982818386 65:0.3913104604153463 66:-4.726749646344086 67:-5.938219218924798 68:8.539702255071131 69:8.709775497566762 70:-4.661051160627352 71:2.431151512731543 72:1.390245522581696 73:0.777075769672652 74:3.485194188494572 75:-4.596263797934105 76:2.103207580948294 77:1.231814794345119 78:-9.455779157243283 79:0.958531024568238 80:6.966688575199185 81:-5.058694765806061 82:-3.827845081557933 83:2.700609294706195 84:7.580235379398529 85:6.593986132837345 86:6.621259285142744 87:-1.36061542582451 88:-6.990346325823977 89:-1.15779474108118 90:-7.419749790974219 91:-4.172179177781734 92:-6.358495164285281 93:7.969583038500665 94:-8.843525981250643 95:-5.964105779631523 96:-6.347860436098045 97:10.86109091230044 98:-8.170629313341779 99:-8.184731026838762 100:-1.198696219306026 101:4.884541593342237 102:-5.69215177493324 103:8.82910243716324 104:-6.915129925713729 105:-4.656156013620571 106:-8.349181531803644 107:0.1750048665148494 108:-3.854705884393027 109:-9.565901139225412 110:5.670775498007396 111:7.510583106462001 112:6.134252595526762 113:7.95127958861621 114:-7.074481892202416 115:10.33555004117419 116:-6.809304785948516 117:-3.587730228982185 118:3.387349489665325 119:2.221825535392206 120:3.234959907162845 121:8.783336109964281 122:3.140290889998488 123:-9.078840692563126 124:-3.915479309174487 125:4.019041047571825 126:6.118541480355291 127:-9.513918785632844 128:-1.410359718138502 129:6.331415258999963 130:7.10525043292437 131:-4.889723248324291 132:-3.898922033378875 133:9.455878984926869 134:-0.09884502636263887 135:-3.272025499909129 136:7.255891089219728 137:-3.935840831462251 138:7.780421092116409 139:-9.303908681444703 140:0.3704367271654105 141:-8.250564809922427 142:-7.237484827656421 143:5.753787358407724 144:2.27218972812793 145:-1.658701486289906 146:-5.707469388401254 147:-0.7598083425799671 148:-7.121255506687531 149:-2.417625545498431 150:-2.867600858612168 151:-2.309283157473006 152:5.542164457246353 153:2.855177915041515 154:-3.122973720693708 155:-8.870489837864081 156:-6.034702236653075 157:6.711920477934796 158:-2.068024590930552 159:-2.038631895965526 160:0.001469063379742064 161:3.596968809387918 162:6.905005534819964 163:-8.379465184314638 164:3.740032579784677 165:8.908493266427906 166:1.745711901700075 167:-4.423914886966297 168:-7.47911828448888 169:5.319782509688944 170:-2.868435303472922 171:-12.54486885281383 172:-9.918806244047058 173:-4.640210893848258 174:5.402307200160557 175:-2.08010289274857 176:-5.237619010733729 177:7.513891300634707 178:-3.664458393513918 179:-5.415894622128888 180:-4.354192193489524 181:2.449385761020664 182:6.691698730266212 183:5.933566849087024 184:0.3212017115457763 185:2.660223420278975 186:-3.895190313372209 187:-4.881209461191064 188:-1.024311946935154 189:10.01838323507311 190:5.932176812050554 191:-9.288038872511617 192:-2.834218503908213 193:8.083301656816504 194:-7.781371763510061 195:2.604801758824581 196:-6.685537884403085 197:-9.230617786201412 198:-7.94511722879798 199:-3.847046318489141 200:-7.182036802888768
+1 1:6.806023337517414 2:-2.819940576037828 3:-5.883705915162446 4:-4.143854221211124 5:5.497866751169162 6:9.61805094898711 7:-9.673603698601474 8:-4.936405154150975 9:3.763902143192635 10:5.04469652903256 11:-8.699018300517807 12:3.293962235043055 13:-7.352845937478046 14:-10.49413028424011 15:-5.72064699463109 16:3.944561631270594 17:3.860503920982808 18:4.559640808768041 19:-6.566869484108002 20:-0.214638346428274 21:-2.043502052282827 22:-0.3631686836947714 23:-6.183820777406445 24:9.09132727571434 25:0.2016761481873826 26:2.980053595986216 27:0.3744489407728858 28:-2.310392805126517 29:3.902922239372848 30:6.815647220013909 31:6.708095744855162 32:3.888626698414159 33:5.390376864918741 34:6.739090863093784 35:8.251566779356885 36:4.044731146457953 37:6.696844157295103 38:6.299185439611589 39:-9.164643747719323 40:-5.451963967038528 41:-1.598859584890668 42:0.5632372098539117 43:-0.8231269029896894 44:-8.646753018374101 45:1.889207380162473 46:5.425695835608787 47:-10.8643260645948 48:-6.285362261947614 49:-8.14332278166709 50:8.671779948275098 51:4.180969295737317 52:-3.919757264570071 53:7.048916146738253 54:-8.671838440981267 55:-2.811197733522827 56:-4.401156022435279 57:7.998841529841288 58:-7.58207882336039 59:0.9832760469607122 60:-4.787342714720946 61:6.312786726734979 62:-5.8118596751224 63:8.930603634672506 64:1.612618058416072 65:-0.1556370901574027 66:-1.347935524972648 67:-6.651623961311532 68:8.238171591344219 69:7.866274850093662 70:-4.833442950047442 71:2.164451048183085 72:3.450756792898134 73:-2.150139844804789 74:4.364509822728356 75:-3.785522508158385 76:1.315997020520816 77:2.565260074014311 78:-9.894770695411896 79:1.367706285493883 80:7.248786333425235 81:-4.796050597428275 82:-3.25825997586329 83:2.206624727350668 84:5.995016286588225 85:7.478181610062972 86:5.048048020936454 87:-2.425531091123352 88:-8.968708306554459 89:-0.4061763567550525 90:-4.796644523827524 91:-4.295582872761223 92:-5.650015625866769 93:8.371923833903946 94:-7.425894193640435 95:-5.396514568695443 96:-7.17943701307442 97:9.398055106534365 98:-7.552544689205118 99:-7.856338915339903 100:-3.112496268934882 101:4.434260911834569 102:-4.912768493554741 103:7.535508650442297 104:-5.070599944994005 105:-5.143674563728893 106:-7.765844407726883 107:1.665765875603192 108:-3.119437330431899 109:-10.06550437498878 110:5.381193607220498 111:11.56898192959531 112:5.006365689998898 113:9.572783614971792 114:-6.232827425882541 115:10.13804543459576 116:-8.511805343654652 117:-4.077000187045019 118:3.54710077686642 119:1.805796547228314 120:3.176705489125065 121:10.26148279120091 122:5.16313626975971 123:-6.508479018756922 124:-4.218919614671393 125:2.850362696276831 126:5.733755056062677 127:-7.751598654284958 128:0.2417886644240039 129:7.232427943647262 130:7.251385090645225 131:-4.839792736477316 132:-2.576659690246261 133:9.437472187537695 134:1.693791587546968 135:-3.628282535338691 136:5.579394296799435 137:-2.675105059970507 138:7.614027437902613 139:-9.589978671904099 140:-1.124378949922676 141:-11.00165495942774 142:-8.870440924442349 143:5.642802746340197 144:3.118711893778223 145:0.5142937788884275 146:-6.793363573013418 147:-1.242702265144409 148:-8.374820969299149 149:-2.668985601300499 150:-3.06557321928645 151:-3.97614514927293 152:6.126933698546538 153:3.261327174874247 154:-4.078977575215339 155:-9.245210646446617 156:-8.929220647286037 157:8.460056799490991 158:-2.759275509473664 159:-2.482336746824515 160:4.415426226999271 161:5.761298361679308 162:7.799785783300817 163:-8.956787740737219 164:1.752231832372143 165:9.756413124200835 166:-0.5853001232730675 167:-3.527391572284557 168:-6.836509304916301 169:3.863014607697278 170:-4.344533395384996 171:-8.969341480417647 172:-9.110441748741994 173:-5.865904597608742 174:6.943780399334786 175:-1.078465409839947 176:-7.000978443148836 177:8.231200806580622 178:-2.759471547587722 179:-4.10900688268409 180:-3.910176166349844 181:0.5840421321048612 182:8.456766361950184 183:4.215860798085309 184:0.4837201671007659 185:4.072476849886552 186:-5.129429970195416 187:-3.403193087749933 188:0.5208626566558507 189:9.399177713640796 190:5.775952141975605 191:-8.924481964705516 192:-4.076464474550981 193:8.239347394112947 194:-5.210018274638466 195:-1.044015891556189 196:-9.016811033769855 197:-9.062138180418991 198:-6.075316097680453 199:-4.683887453674736 200:-9.558837814191911
+-1 1:5.383212283023334 2:5.25174460649841 3:6.438327061133038 4:9.088512013000729 5:-8.058640296501858 6:-1.574853736964464 7:-2.163624922723814 8:-3.517229044988976 9:-6.934660143198536 10:-5.627489370403617 11:7.547685947104781 12:-5.478090635661584 13:-8.705651317487 14:-6.104390695261507 15:-6.584583487841707 16:5.180490425880354 17:-4.919547909894574 18:5.205186493601214 19:-0.8232614070691311 20:-1.451518758907442 21:-2.280982160573692 22:-9.65656587284994 23:-10.87829254255513 24:-4.604536201826697 25:-1.195368553362445 26:4.334824947023668 27:7.586377067972923 28:-0.9978482729439482 29:-8.627463571925892 30:7.699331999599505 31:-1.556444402336689 32:-0.8847555099571691 33:-7.80378849398139 34:2.632472325076733 35:-4.562457409713551 36:-2.447921735188304 37:8.480188482020885 38:2.577912572866968 39:2.88292731861432 40:-7.706062042226191 41:-2.749512718059172 42:2.058279984722524 43:-8.001598610947216 44:8.455369513420532 45:9.555263777934686 46:-3.774933444196076 47:8.681315593031073 48:-9.98604012126073 49:-3.931300679526268 50:3.549127727976965 51:-8.162567356177084 52:5.309636266889641 53:7.575914335448552 54:-7.808442124378999 55:7.609013771957288 56:6.1706857698092 57:-3.810877311250783 58:8.399375545584187 59:1.429138890581175 60:-2.45599414934037 61:7.271964689788561 62:-1.322833411038783 63:-3.16827134815415 64:-3.110122777338081 65:-2.99178759389853 66:-3.401181908394574 67:-9.235175629099617 68:-9.203178182774254 69:9.021135313352319 70:7.982070868040556 71:8.181267009053178 72:8.962422460601074 73:-0.3864879918374606 74:7.998538349545407 75:-0.3259085739292877 76:4.23568293163391 77:-2.33246405205502 78:-2.631307335241746 79:8.276918940893525 80:8.534637999483381 81:-1.267538915553381 82:2.045376151262093 83:-9.412673027842505 84:-3.266631782498422 85:1.617100644485901 86:8.412454207871486 87:2.928169562860159 88:-4.164449929129193 89:-5.135201061354348 90:-0.6147974488369214 91:-7.150490093450749 92:-6.210009398568735 93:0.2146143037193702 94:-2.368030566879261 95:-3.465537021238175 96:4.317363311705963 97:7.20151521818746 98:-9.65089049967202 99:-4.813674853801144 100:-1.903900018883696 101:3.369364198297796 102:5.615313632296882 103:3.253073507840583 104:-4.158853350651902 105:-5.128570244909999 106:-2.513707177239178 107:0.2506564202420654 108:-1.465414757488455 109:-3.343217072741165 110:-1.995264492236918 111:5.501760009222552 112:7.535461954366297 113:10.54202136308704 114:0.2980692548497417 115:8.618420500285549 116:9.027868187406222 117:-9.961981038391793 118:1.255774364373339 119:8.342921241438656 120:0.4553265766405208 121:1.79117656051541 122:-4.648932257475385 123:1.909374706663666 124:10.17704624067816 125:3.788272436513502 126:-0.2130280360756158 127:6.840822007702428 128:10.56865429614565 129:5.440633378153314 130:0.9909647852811607 131:0.9652537095414082 132:-2.459806210197504 133:-2.685783341118649 134:2.015481599659828 135:9.087288834115144 136:-7.878111712033451 137:-3.559216595468758 138:-3.251093957998815 139:-4.646463303659711 140:-0.7030201724595458 141:-2.915950992155374 142:4.073694930359498 143:-3.408335229159867 144:-3.775747201223063 145:1.110879426174499 146:-6.915883252532855 147:8.54901081059915 148:-2.393190155563212 149:3.299838941752876 150:6.057428416704335 151:7.017392128369679 152:-9.345658900517813 153:-1.941055991401683 154:4.461988805845905 155:6.058395279021254 156:0.5030006329210224 157:-4.56322408570998 158:1.847248440113182 159:4.586467917937453 160:8.648915534091362 161:-5.125302452848665 162:-2.192908536779493 163:-7.200797221275531 164:8.007639436507374 165:6.131643081161617 166:7.174180010576078 167:6.835893301835653 168:0.2650619275253695 169:-7.177037041332615 170:3.632895061186114 171:2.29237712907896 172:-1.176800182954099 173:4.652969859582521 174:-8.130500451510795 175:1.511723320414673 176:5.005043522694191 177:6.042655656884564 178:2.394684640902277 179:-1.753962795839156 180:-1.768579444503209 181:0.7767818802988311 182:7.672944395352988 183:1.647278976311864 184:-4.995866713227732 185:-6.201937270839806 186:-3.486414391857911 187:-1.773103778585054 188:4.863153880291531 189:-9.259377944776046 190:0.8865620056934367 191:0.8334761596412353 192:6.822712535921124 193:9.93403906901948 194:7.798635083724672 195:2.496890216133937 196:5.584812893185333 197:7.392245562082814 198:1.61306304069351 199:3.503183012766145 200:-1.274126420508522
+-1 1:4.022047627573852 2:5.501617947139112 3:6.824699500846749 4:9.842782546615487 5:-7.508373482749633 6:-1.125837285360301 7:-1.839160123001862 8:-2.278324335711899 9:-6.277245531272128 10:-6.569577592795307 11:9.389389944134393 12:-6.319280126442168 13:-8.265149384788964 14:-6.050447256258453 15:-8.714545354253961 16:2.19207511193723 17:-5.135576080839529 18:6.910811367943884 19:2.237728994955162 20:-1.900577335680434 21:-2.501592313109855 22:-7.027329009682024 23:-9.280211821557096 24:-1.244174741972813 25:-3.574017337295652 26:4.681941169760104 27:7.673220905040559 28:-1.866785307548141 29:-9.026633621977686 30:8.229395750667003 31:-0.2729228426334275 32:-0.01534550078797525 33:-8.887530463315997 34:3.394805659097952 35:-3.925680564376697 36:-2.277410903845642 37:6.016602682460809 38:6.568398156105316 39:2.287582319238553 40:-8.266802444473811 41:-3.008717439932823 42:4.264088114515694 43:-6.692585141213113 44:9.065839421740888 45:8.604245267669608 46:-2.505766344907154 47:6.207073017902551 48:-6.802938636513976 49:-3.742480042926082 50:1.267911211407756 51:-8.66847108741899 52:6.286500332093243 53:7.079738388426986 54:-4.35717894527787 55:9.029698852998443 56:4.954278792871857 57:-2.525743996988153 58:5.571972077911573 59:3.144436784949778 60:-2.986360157311399 61:6.481666257146268 62:1.905202040622488 63:-4.148303019571475 64:-3.860769619723593 65:-1.125632457630771 66:-6.61937508742469 67:-9.209559368467712 68:-6.211680126251705 69:8.627454703622801 70:8.820417757671523 71:7.370569813468286 72:8.537456282028662 73:-1.113166617167497 74:9.078380849038339 75:0.4497323627171599 76:5.659303143107497 77:-2.974479935999881 78:-4.033865028806925 79:9.940973040197244 80:8.060234237494878 81:-0.5009749217164419 82:0.3577021177886652 83:-9.387505628326446 84:-0.460679085336875 85:3.414459935175626 86:8.516078621953877 87:3.31051740252262 88:-6.21702768906979 89:-6.072511444864741 90:1.179813945261903 91:-5.555248040587469 92:-4.173453442734228 93:0.1147920328027126 94:-2.497596269497105 95:-3.234273637945885 96:4.518936324700746 97:7.285538526551739 98:-10.78447143650109 99:-4.705975321948936 100:-2.850356896630762 101:3.48942363153497 102:5.235944843674738 103:0.1393414196148431 104:-3.745063155108409 105:-4.119338503959769 106:-3.591170819131155 107:1.602103342209948 108:0.03658991603603945 109:-1.858022181802289 110:-0.605427299325084 111:4.265793423048542 112:8.377038630489494 113:8.404565668400416 114:2.94246365130887 115:8.196516619883074 116:8.744544327589542 117:-9.184904456143244 118:1.348828945081255 119:7.387936061459242 120:0.4707057098598085 121:1.248170800419904 122:-3.312239685154865 123:3.684510843880997 124:9.712349917521523 125:4.261290576542955 126:0.522081262204983 127:8.454705461716072 128:10.62869140981906 129:5.342062201609174 130:0.738666054627425 131:0.4443966011280969 132:-1.169607737843597 133:-0.9208681920015471 134:1.910810908156545 135:8.517006600942869 136:-5.980536552589086 137:-5.370807330332706 138:-3.282718667495001 139:-5.925958891810872 140:-0.4426343965720482 141:-4.799888606664541 142:4.720125979021123 143:-4.703236461086764 144:-6.337149342031388 145:0.1431357167752398 146:-6.576212394776208 147:7.224499773353322 148:-1.981469712581535 149:5.732714036627367 150:7.658799990102403 151:7.330603543507754 152:-9.852635486730412 153:-2.284640335944883 154:4.54128113035819 155:4.512895229056101 156:1.448487551836243 157:-4.569200160958106 158:2.270484748725039 159:5.377529886692511 160:8.68637222688678 161:-2.423588107440666 162:-2.55395753625012 163:-6.417619895452735 164:9.46924330261194 165:5.032870609875321 166:8.196479591254139 167:6.277161507915932 168:1.856172515116763 169:-6.905529845007778 170:4.270378710050489 171:1.10958019081392 172:-0.6857373114863392 173:6.504529624876687 174:-6.974984443034323 175:1.237349674995431 176:2.777129557838469 177:6.918694572953028 178:1.747832227452079 179:-4.291207065111172 180:-0.930240041900583 181:-1.244663840496459 182:4.062059659501298 183:2.041340939970752 184:-5.153998064403455 185:-4.801357717943143 186:-6.92307161760206 187:-3.539929172251987 188:4.186610702282515 189:-8.851511752683194 190:2.053281138110205 191:-0.8534025010335078 192:8.12841466179723 193:8.822483385927416 194:6.947662400132494 195:2.129267103144886 196:4.956296282144208 197:9.663166041169212 198:3.399337675656296 199:2.438446493317521 200:-2.218238117654133
+-1 1:3.606082240937062 2:4.099382394490084 3:6.446025339451717 4:8.636563797681434 5:-7.744274478930098 6:0.0746896309543944 7:-3.751495348009648 8:-1.878212559107485 9:-5.736591209341301 10:-5.542212002526755 11:7.594190515121221 12:-5.127498938117113 13:-8.571306399511224 14:-5.934294284549178 15:-8.032355612254751 16:5.792239459987798 17:-3.801476774391679 18:3.19104455276321 19:-1.08248221900085 20:-3.052903650592461 21:-0.3800606547598631 22:-8.268430724131825 23:-9.541823752304419 24:-2.676079171294376 25:-2.764048662317015 26:4.402547052932051 27:8.645555095422226 28:-1.197538307909027 29:-9.692728371074642 30:8.971987758661793 31:1.074841649196851 32:-2.298082287143326 33:-11.43358106118107 34:5.01661226039222 35:-4.695497432299078 36:-1.278020473629169 37:6.969977040341268 38:3.852122802572391 39:2.330388763135009 40:-9.857308570541804 41:-2.745915437418498 42:1.752377092516194 43:-5.960110933957652 44:8.227865835056566 45:7.512660179721749 46:-3.722095312970889 47:5.350581851436015 48:-8.968508519042658 49:-3.221416267670159 50:1.624003020715529 51:-7.333766352283444 52:5.294190985081956 53:4.932033687463364 54:-7.233500791903156 55:7.689804435199262 56:3.96295114527178 57:-1.606986723029236 58:6.64326054796234 59:3.566688280371184 60:-1.338290112938328 61:6.34770914439102 62:-0.1926351262909918 63:-1.228885849108324 64:-3.08907090455776 65:-1.768492945266287 66:-5.050921171484828 67:-9.741252620309867 68:-9.784650674517588 69:8.999477688716965 70:6.645234975819669 71:8.434043914172667 72:7.022313594958431 73:-1.158164451339248 74:6.587443052637115 75:-1.504660906109384 76:3.756783529122321 77:-3.043499013112934 78:-3.101972997363359 79:6.402170889077755 80:10.33614426662879 81:-1.010968018654271 82:0.6899511243826792 83:-8.455298730789764 84:-3.79309243860369 85:1.783727524388629 86:7.003834390228135 87:0.731159970214039 88:-5.67873395555771 89:-3.913023065691705 90:0.7229072728384679 91:-3.951792142250972 92:-3.22128066959738 93:1.847050842425828 94:-1.090398435187895 95:-2.721235315179605 96:2.517978232492365 97:8.1114140628122 98:-9.778390720917027 99:-3.528571432205912 100:-3.457292411683696 101:3.051076551704231 102:4.589972257101724 103:2.944498437708266 104:-4.357951499880548 105:-6.533260311256948 106:-0.9036185397375209 107:-0.07341513994295856 108:0.6000754935784349 109:-2.390718199113897 110:-2.447193094509755 111:4.892268526687625 112:8.081397671574102 113:10.61531635577589 114:1.638409246983174 115:7.889955459487709 116:8.603997702797463 117:-10.79436781148265 118:-0.4484482069325253 119:10.37367693061483 120:-0.665977244165082 121:1.525452406799964 122:-4.781005309452924 123:2.862153295523072 124:9.207345217383789 125:5.648365811428693 126:0.1820953303049831 127:6.557074470666044 128:9.42867025984145 129:4.048290449062119 130:1.256649618209108 131:-0.5480157592929503 132:0.6931479641666267 133:-0.7481274672833194 134:2.082895259139844 135:9.40954051574367 136:-6.64466362361213 137:-3.682427240673626 138:-4.011046785174047 139:-4.455978228105458 140:-1.729929483670511 141:-0.4622331824189985 142:6.178121431995198 143:-2.971024442257279 144:-2.745646059777354 145:-1.3122848557832 146:-6.636772075883466 147:6.951009154357727 148:-3.56066172554647 149:2.650643716361638 150:6.697613918620707 151:7.619206192559022 152:-10.61092618171253 153:-5.282600968122283 154:4.631352083550428 155:5.377625863285737 156:2.670573974360586 157:-6.457362551354305 158:0.1481945897498744 159:5.174280712974308 160:7.259989676731085 161:-3.359675748718387 162:-3.282055967945222 163:-5.64033063152089 164:6.903196832212577 165:5.377473771441276 166:5.450889085850732 167:6.539321883862289 168:0.3469835831066813 169:-5.167978979769313 170:3.548703321991328 171:0.9649227884545704 172:-1.099792059030139 173:4.363770308135464 174:-9.072488629765301 175:1.757033239347182 176:2.922814002403189 177:5.66442468084741 178:0.9454636753610253 179:-2.95676101935693 180:-1.092829322684485 181:-1.069230732220417 182:4.339708387850013 183:2.570361290605744 184:-4.425125290856903 185:-7.486617441551403 186:-6.084841471509582 187:-1.68059385933509 188:4.725962282573994 189:-11.37363156212984 190:2.547355849973771 191:-0.1064834786311764 192:7.479140614748096 193:9.535868294327056 194:7.851644987880654 195:2.860138686860582 196:7.2948172893748 197:6.590625954730398 198:2.277831417305933 199:1.549438261501422 200:-2.525736298508961
+-1 1:4.145536771761487 2:4.091415779711085 3:8.085881704747246 4:8.385754362262441 5:-8.071521373903229 6:-2.084542651793561 7:-1.84158415548573 8:-2.013705473566464 9:-6.762535414256516 10:-6.563417906717494 11:8.220993427675889 12:-4.838726849658364 13:-8.286028047387868 14:-4.227640254582557 15:-7.486512983128979 16:4.863208762390691 17:-3.190161165508526 18:3.978217855916272 19:-1.082915020642561 20:-2.127197802401539 21:-2.544257684907969 22:-8.566162550822906 23:-10.5506453309196 24:-2.814451583064177 25:-0.01567715597999975 26:4.911914455630086 27:10.4310350295726 28:0.08700866768130944 29:-8.455323459046522 30:7.467094140112116 31:-0.4701826070455144 32:-0.5782048320099459 33:-9.378008389681806 34:0.8912870811463409 35:-3.728546475845981 36:-2.102304388947996 37:5.392272355013445 38:3.972492890961495 39:1.919798562095185 40:-7.908435583575953 41:-3.880504317602254 42:2.856343088981193 43:-4.879741580363277 44:10.4649227820795 45:9.34776320038281 46:-1.526976847561428 47:8.884184889133948 48:-8.799336298382901 49:-3.421756169474055 50:0.8207501892491194 51:-6.219129126888331 52:7.071431511555716 53:5.416157914375985 54:-5.982726866115814 55:8.372654591346132 56:5.288543805910884 57:-3.486995080075289 58:7.630894847418853 59:0.9100949166252237 60:-2.700060222194029 61:7.178866576032982 62:0.2710701376240501 63:-3.312704697571145 64:-4.241684539731394 65:-2.384574589528504 66:-4.620686912013488 67:-10.37444850980984 68:-7.583493636970156 69:7.960496416527587 70:8.557992019545345 71:7.611681193197528 72:8.976676211191341 73:0.185808802990365 74:7.579431143532315 75:0.4110457462266813 76:6.205729020053109 77:-3.067177946485218 78:-2.137076464742088 79:7.721380295204789 80:10.29844350725106 81:-1.042685331701521 82:1.718640518108795 83:-9.010537157255767 84:-1.538086821722966 85:0.464319868933893 86:7.402520305798711 87:2.182865025261215 88:-3.879677047291339 89:-4.640775840834769 90:1.598308333548046 91:-6.240807009380417 92:-3.815095267557363 93:0.7864804578691952 94:-0.5356590845589131 95:-3.945727092903226 96:4.172716282126991 97:7.301367027876596 98:-11.28050003886044 99:-4.532426769190335 100:-4.298666585597607 101:3.271888261166122 102:5.706996125446679 103:0.8131070629341866 104:-3.804616215640757 105:-6.050913918659353 106:-1.74636772379904 107:0.7393515433546458 108:0.8908706240643571 109:-2.922629270073458 110:-0.421163020137852 111:6.019001599188265 112:6.895740258097777 113:10.06110077317101 114:2.152040342822481 115:8.443874783185176 116:7.520784667880315 117:-10.00715851218517 118:3.605881020950122 119:9.260313515687301 120:0.2817278062285232 121:3.075807330752713 122:-3.0784678024007 123:4.371163027549246 124:9.809113589962191 125:2.878997737824426 126:0.6886345231234385 127:8.498145747389991 128:8.675243573040586 129:4.717183321154069 130:1.589631357627598 131:-1.00424065011263 132:-1.998792384709995 133:-1.496489063951231 134:1.549369940912497 135:9.090630018500674 136:-6.630211383270963 137:-4.30126203703509 138:-3.37517542520386 139:-4.103430018578933 140:-0.1207891671800354 141:-3.792338693700508 142:5.384942112260291 143:-2.409579631256237 144:-4.387656779984716 145:0.5755363251901204 146:-5.328978331395373 147:8.1246462776282 148:-2.672317306458465 149:3.979130991026446 150:5.373953366464555 151:5.989192086727156 152:-9.630609785107561 153:-4.061119348258801 154:3.148149614605846 155:6.948745195807402 156:0.9863445818280958 157:-4.285137432547759 158:4.318492670279722 159:6.126398050635824 160:8.271176579525699 161:-3.860896858334309 162:-2.89825588754153 163:-5.137546577143816 164:7.871603380503229 165:5.53913547615761 166:5.900202479094094 167:6.710372444637178 168:-0.1499866931385683 169:-6.119721061732292 170:3.299254008265522 171:2.83358091781671 172:-1.302452635916253 173:5.990969584608131 174:-7.238177597087149 175:0.6029677884532727 176:3.099454927165258 177:5.913200806312344 178:2.9643688901239 179:-3.786532281654696 180:-1.655553292023443 181:0.6238954614203422 182:4.192526314497437 183:2.34703156057386 184:-4.425393639325185 185:-7.382836854143612 186:-5.267118450074826 187:-2.818826549938607 188:3.719477287747197 189:-10.57413172917919 190:2.17849130263075 191:0.7515676769148348 192:9.229813045359496 193:11.39620187631625 194:7.065044281214552 195:4.013953848117392 196:2.669197257705402 197:9.730445895490496 198:2.743332476806287 199:3.622289726522986 200:-3.012148867196339
+1 1:8.282168485413081 2:-3.732742211370302 3:-4.526623304249965 4:-3.218881041596722 5:3.573249868225862 6:11.5453203968919 7:-9.619192555235529 8:-5.234387828807398 9:5.965619479648171 10:6.80811573684676 11:-8.031025870229747 12:3.01938231481645 13:-7.817466401983785 14:-8.979283654255317 15:-4.924142394903639 16:4.733564310165252 17:4.403273870598085 18:2.072223352334121 19:-5.87426068117666 20:-2.214198371745201 21:-1.538522711968859 22:2.030653241156384 23:-6.570431331148288 24:8.355375781613784 25:0.7482868917340497 26:4.958035985230261 27:1.088917050447797 28:-2.429887338908447 29:4.749561186456373 30:7.293523869818426 31:5.456305735367991 32:4.929040163994586 33:7.240351797776725 34:6.051173349311946 35:5.186564310146816 36:4.922445454024879 37:5.658643143602475 38:7.075419300446585 39:-8.494710250210407 40:-3.778563961027623 41:0.1383787063437147 42:0.04744196250744825 43:-0.3872733804391684 44:-8.405750723817356 45:2.53307770222179 46:7.094993748096822 47:-9.996274441445923 48:-4.975784693755616 49:-6.9883170482216 50:8.472099175681697 51:4.737602998979004 52:-0.9555195832974592 53:7.330066367951579 54:-9.344863938342666 55:-2.013863150459282 56:-2.465184561354955 57:8.485123428654731 58:-8.391832281271554 59:-1.874342811209565 60:-7.560799826931293 61:7.432131979590835 62:-4.535739900475971 63:8.58322510958029 64:1.945654308402973 65:0.2656989080339059 66:-0.2807360777181487 67:-5.57938050696947 68:7.112723610874709 69:9.616789567407244 70:-4.087590224171091 71:1.723680027536601 72:-0.4878758791571931 73:-0.5668795728787509 74:6.854404322772403 75:-4.240476535856417 76:2.490794756925068 77:1.339421565684502 78:-8.271919123948978 79:2.386577609533744 80:6.136841734564999 81:-7.982112082109177 82:-2.940017169682601 83:1.492607142859151 84:5.355647382870139 85:8.393893825397507 86:8.564609663038864 87:-1.80593262760323 88:-8.442827000743023 89:-1.71430284849221 90:-6.845059669542908 91:-4.964620973892703 92:-6.334400783277051 93:9.349910196964782 94:-6.882298730400684 95:-4.614540448519968 96:-6.59766537081269 97:9.317717618156227 98:-7.258818326275295 99:-7.424914292995918 100:-2.493781667375818 101:5.299927135464113 102:-4.667913672720064 103:7.391958447557823 104:-5.852181440436053 105:-5.277498145171875 106:-8.290972508821499 107:1.797913322699414 108:-4.141741628209689 109:-9.722081106701687 110:4.614440335766277 111:8.892663569705546 112:6.843924767667639 113:7.673388865628005 114:-7.472780564788049 115:8.392347311472214 116:-9.318131193967192 117:-4.106199930660762 118:2.815963433027429 119:4.639737638586862 120:2.465636301589494 121:9.47830007338003 122:4.426900421288035 123:-7.823732821519462 124:-5.738613748339369 125:3.736917295706294 126:6.102737855616459 127:-8.989049499919776 128:-0.4824596969513594 129:5.920029789896733 130:6.702095223297187 131:-4.113743494170323 132:-3.340050087705491 133:9.260788766521257 134:1.412724720239565 135:-2.814504888510201 136:7.952293523187524 137:-1.629258963335946 138:8.212936157597152 139:-8.813557168109568 140:1.305462106285379 141:-8.341570730060953 142:-5.4832834498023 143:6.098070089949164 144:3.594031617877652 145:0.9256306263065036 146:-5.969401766213529 147:-1.341988548092925 148:-8.678861365446656 149:-0.1231551330158469 150:-3.36596655334311 151:-3.360111302829701 152:5.611443711109759 153:3.624053138202726 154:-3.822906228618094 155:-9.158527064349148 156:-5.591482867540805 157:7.203948985701954 158:-0.4872103963435499 159:-4.069001119562067 160:2.268045712025807 161:5.144855008076317 162:8.25009807422683 163:-9.13791915718714 164:2.658422633960479 165:9.584662230093716 166:1.825703205686813 167:-3.933395512993792 168:-3.886630766943461 169:2.643694936315396 170:-1.622562457159411 171:-10.95111954698004 172:-8.738854486172787 173:-6.432591149520919 174:7.909377610133097 175:-3.205543713163244 176:-4.302919223210841 177:5.535075799635098 178:-3.34377769213816 179:-4.799465554426656 180:-5.587240630441215 181:1.271432811507161 182:7.40198092262577 183:4.847533900491992 184:-0.3822475963442353 185:1.179222350765029 186:-4.845154824143022 187:-4.117478643821069 188:-1.488697736619201 189:8.539771502375293 190:5.977578070089317 191:-9.721669341959638 192:-1.963216437318986 193:6.060788687349373 194:-7.043917788862007 195:-0.5686053413893177 196:-5.908686755900686 197:-9.613089008798973 198:-6.719861655197882 199:-4.799413771547834 200:-9.033562611098091
+1 1:6.072076948657394 2:-5.700574960470328 3:-5.315901437765109 4:-2.341696674748579 5:3.471622598783909 6:10.12866422465088 7:-10.90307830984338 8:-5.963538272832274 9:5.315280328966382 10:4.85865036962372 11:-8.306936883754689 12:3.397929564131176 13:-8.004571898736842 14:-8.068460677872435 15:-5.667320846329543 16:2.350483523426842 17:6.594175728053996 18:2.795066631308354 19:-7.153737713583761 20:-1.141439089877677 21:-1.816482636169888 22:2.069877430261338 23:-7.734101465514552 24:8.675808631995441 25:-0.2808313553413282 26:3.859164025172861 27:1.941789964087235 28:-2.875070159838766 29:6.569290454093355 30:5.952873697187752 31:8.452550293629697 32:4.243389022457375 33:7.900807460108918 34:5.752543538996268 35:6.990182103919263 36:4.430036578940049 37:7.2513020424071 38:6.990681342698458 39:-8.32946887664127 40:-4.116889433102377 41:-0.867198037760694 42:-0.5298519645221093 43:-1.298057714576458 44:-9.790140954569548 45:1.580659998364719 46:7.176842553549062 47:-11.12721770032673 48:-5.860919937662533 49:-8.377548455559973 50:8.351604911975212 51:3.240004161263247 52:-4.265683941773108 53:7.049161449172156 54:-8.588225023933555 55:-3.192175840318214 56:-3.637152246589292 57:9.115510600405241 58:-8.612517827193001 59:-0.2553742717399936 60:-6.729533089591192 61:8.517590852805293 62:-5.169490296489608 63:8.259913630778559 64:-0.8129453956232913 65:2.323146052741882 66:-1.653710209679984 67:-5.391320973717094 68:7.598472125658367 69:10.05375397248164 70:-4.825318211750551 71:2.030883922141343 72:2.506956194324205 73:-1.168069153407271 74:5.172845162190559 75:-4.958253508869515 76:3.082918617187083 77:1.937987185258122 78:-8.529401336011789 79:2.93161233276984 80:6.152921516006249 81:-4.770909178804003 82:-4.031222634175458 83:2.721682260657142 84:5.459348469956352 85:7.856157232390943 86:6.64316899620392 87:-3.47041309084403 88:-7.91633523306096 89:-1.132617177028988 90:-6.092652517356344 91:-4.786848391707742 92:-6.203121265454241 93:8.164845429410004 94:-6.640888321982654 95:-4.940222502544215 96:-8.13306518081848 97:8.973420753891876 98:-8.386192387292681 99:-4.723303058008707 100:0.2092994499306338 101:4.302044713937391 102:-4.149785708015021 103:5.645725291908387 104:-8.093700115011185 105:-3.981190551576975 106:-8.801267042506158 107:1.18102226388045 108:-1.86030324187326 109:-8.555853297699111 110:6.531073121321585 111:9.777746623660327 112:6.377214516948663 113:9.024166059843111 114:-5.043648860779269 115:9.336782345771901 116:-7.664585815077468 117:-4.555660544189121 118:4.008945175160258 119:3.654230022459151 120:3.586308450342702 121:7.315319495583664 122:2.173867085186986 123:-7.273270374885871 124:-4.203368613845125 125:3.742413462086004 126:7.236406380343809 127:-6.895658224437617 128:-0.889738311594955 129:5.728676230855297 130:5.13915166002179 131:-3.129219904843458 132:-4.220962335085265 133:7.969210578883967 134:1.241501309867176 135:-4.096117748244659 136:6.191625754183265 137:-2.330733506448972 138:7.313726855057897 139:-10.70183804747705 140:1.979873109458045 141:-9.480412795190494 142:-8.332034593579635 143:6.099635597465995 144:3.203980351171536 145:-0.1629890789516637 146:-8.283896353611768 147:-4.172520764820595 148:-7.148131989107976 149:-1.371959270386971 150:0.09301887697865108 151:-1.278038425988496 152:5.022864975922598 153:5.069107610786117 154:-5.225471592902763 155:-9.780109468711562 156:-7.429760065698213 157:7.985409332634572 158:-1.317903863389461 159:-2.715972292748359 160:3.959480003132624 161:4.839657456673461 162:5.851223321964849 163:-8.577852464700978 164:2.898154708565016 165:9.035839222412568 166:2.39629628333298 167:-4.739254535078556 168:-5.736230819903612 169:3.24172337393517 170:-2.218462479663683 171:-10.87831316816604 172:-9.000589649861313 173:-4.894122766612671 174:7.5979660321932 175:-3.192399144016965 176:-4.307754307641753 177:7.485880687324867 178:-4.942768849044368 179:-4.209915182192194 180:-4.061617375936966 181:2.162886089924366 182:6.340947188039455 183:5.931920013310267 184:-0.4338298345467562 185:3.037001769229322 186:-5.090990448808892 187:-3.522213621064354 188:-1.127729223086585 189:10.65197937619758 190:7.312740698324091 191:-10.40216179366048 192:-2.275909336482345 193:7.973853217926271 194:-7.043736454680071 195:2.585476725027301 196:-8.807089505061953 197:-10.44475868903448 198:-6.87697359217464 199:-5.950709963229542 200:-7.119449404068513
+-1 1:3.484070273395222 2:5.012155406868819 3:8.264658997338469 4:9.749006765127849 5:-7.759460266062057 6:-0.3272311525042124 7:-3.448154388075455 8:-1.837927653027297 9:-7.53226324080005 10:-5.998843301205566 11:6.033477047762752 12:-4.641932738750431 13:-7.305463937595923 14:-4.860716452904691 15:-7.25320782350621 16:5.49538849707368 17:-5.315720431142807 18:5.408061952693023 19:-0.2732782657022971 20:-2.979982357916832 21:-0.1248554655080298 22:-9.600137565013169 23:-10.74594676807763 24:-4.027586462732469 25:-2.905457706845839 26:4.778239381086072 27:9.781236731424611 28:-0.5695592240123104 29:-9.950359724792907 30:6.066315176955266 31:0.1684291859131928 32:-3.133631462049054 33:-8.50280745794376 34:3.118543688089785 35:-5.711626357054729 36:0.6075843406600367 37:5.345989558442996 38:3.611421411681432 39:3.186509534566562 40:-8.175978349317239 41:-0.03913327021731439 42:3.847926281240921 43:-6.927095976643949 44:8.736583736081004 45:9.64690555500124 46:-3.734484121686271 47:7.422887771140231 48:-7.905188694315576 49:-1.115817764622885 50:0.2705632134920133 51:-6.950299729570506 52:5.138465394509877 53:3.684324941391055 54:-7.837599059814086 55:9.716705686730508 56:2.899848566776144 57:-2.961269583578522 58:7.845768300702592 59:3.284095974928648 60:-2.463537188950223 61:5.008714481925188 62:-2.12510561986359 63:-2.888306542545526 64:-5.189430480339317 65:-2.811816998705084 66:-4.66133923351101 67:-8.658454549449003 68:-9.684202622584081 69:10.01342398284733 70:8.951096778989864 71:6.772438581934518 72:9.81890253132009 73:0.5526342178875402 74:6.352317848951753 75:-0.9644392668233031 76:6.883147573088959 77:-2.532576874929286 78:-1.385544244475713 79:10.87219682782509 80:8.72648986292265 81:-1.522649809139324 82:0.7759583428249995 83:-7.706974867262257 84:-2.165177792983471 85:1.591454886039163 86:7.140889629146606 87:2.485175972166041 88:-4.334487605480183 89:-5.268088217458578 90:0.4132175448140602 91:-5.46867310681188 92:-3.229534817421456 93:0.9375193636065837 94:-3.162533007814501 95:-5.052728509838217 96:2.634206341405521 97:7.663939594228554 98:-9.327177471534634 99:-3.690153408306251 100:-2.36574721042385 101:2.509791055487871 102:2.551310592060306 103:0.2039802876385509 104:-3.573742892999714 105:-4.568598497521196 106:-2.572516236907995 107:1.357401267758381 108:-0.4007376232753264 109:-0.1833476524223063 110:-1.104844444859989 111:5.322754650153652 112:8.246415420188786 113:7.141839997380499 114:2.703799946854421 115:7.572609572234267 116:7.756271233025129 117:-8.741530668256019 118:1.512376110015864 119:8.956324553797119 120:1.181714860107421 121:3.122219138628131 122:-2.978393536455463 123:0.9289195291028569 124:9.373391162054443 125:2.521512299305289 126:-0.03950418625061208 127:6.450041236966642 128:8.804392001614866 129:6.774741091314818 130:0.5392461726611295 131:1.609099271473991 132:-1.420356597137186 133:-3.146498882708525 134:2.713226855205035 135:9.556756268280399 136:-8.160017124548071 137:-3.955990109713114 138:-4.416447303657279 139:-3.459684954713751 140:-0.9300551433895045 141:-4.108512012412928 142:5.65447934737623 143:-1.118029792038154 144:-5.337839927011809 145:1.163647672966516 146:-4.588879759138374 147:9.294404506300028 148:-1.066525187948817 149:4.802105381876913 150:4.671637043226671 151:4.84220127799187 152:-8.316701227408382 153:-4.034977192570159 154:2.153067660575727 155:6.080663395991742 156:2.241870306821887 157:-5.779221691538051 158:2.314426140897652 159:5.009329044700126 160:9.319312598484812 161:-5.021000959062285 162:-2.633501800070972 163:-3.835918190468786 164:8.283857382785332 165:3.807984036052079 166:5.058963130212186 167:7.929289175298702 168:0.9076080879987266 169:-9.350200042354526 170:2.830798663119363 171:0.9609480693071681 172:-1.72813475679876 173:4.837410526473465 174:-8.197781795132775 175:1.220958545261696 176:4.24830872127154 177:5.062576427036685 178:0.4185958741103246 179:-2.944793697105282 180:-0.2185765600615125 181:-0.996165785872329 182:5.797159613923486 183:1.788830679381387 184:-5.537212991341097 185:-6.96572815863111 186:-3.810379053912945 187:-1.975963124121795 188:2.485604280554882 189:-10.07729494556432 190:1.033128686669125 191:1.970117230580872 192:6.447843213884853 193:10.19294984888008 194:7.802039827215779 195:2.748815838055597 196:5.996631903707788 197:8.679417276464694 198:-0.4504432976510504 199:2.709563033108561 200:-3.681779437046573
+1 1:9.565014868930856 2:-3.599013518446576 3:-4.565277681862463 4:-0.9716520773834305 5:5.558890146255854 6:9.252719364949623 7:-8.449076266440912 8:-6.364805348810063 9:6.961507521751511 10:5.68804301071401 11:-6.311970090627032 12:3.74453678877395 13:-6.970799129814022 14:-8.162607288310584 15:-5.834466687601601 16:4.460263828872216 17:4.91604059799725 18:1.960129977950484 19:-7.516490427237736 20:-0.1961644256502972 21:-4.329003334846995 22:3.415525973153199 23:-6.368879987881643 24:9.623754691419112 25:-0.6391211499915039 26:2.424492255196978 27:0.1632467614297581 28:-2.847492204077981 29:5.980064386444858 30:6.291912211948617 31:6.766939713694701 32:3.805520475677937 33:7.098917556563275 34:7.95292016472094 35:7.061250699227063 36:3.862067901845213 37:4.430236012219509 38:6.617619437617897 39:-7.224471476137302 40:-2.935320480867549 41:0.2859579499122489 42:-0.6778968883170278 43:-1.120623519120398 44:-8.635812638355931 45:3.03776636363252 46:4.359378405784763 47:-10.67356246674622 48:-3.535823707290305 49:-7.8158324691891 50:6.896702804142974 51:3.793500557131552 52:-3.268793529122961 53:7.055775453378064 54:-8.854351824753635 55:-1.557660003810212 56:-1.683514773031437 57:8.668975694013357 58:-7.262650251872413 59:-1.009748440990918 60:-4.72657095365159 61:7.506023838077542 62:-5.998293314729992 63:8.524972776303027 64:1.069410858100379 65:-0.9339941536467886 66:-1.046651524435943 67:-7.317654413030974 68:6.615052250172933 69:8.670209239982173 70:-4.699202026931779 71:0.4024938365876176 72:0.6869850026253133 73:-1.522455156496014 74:5.742579449774998 75:-0.5490405920664028 76:1.49139543187225 77:4.107597925127517 78:-9.494046742243423 79:2.002846862388486 80:5.504426102523295 81:-5.587308274613241 82:-2.475592670714861 83:3.214970049227113 84:5.076281885519837 85:8.742352935116843 86:7.919634105148723 87:-2.98620260033842 88:-8.59470077940192 89:1.000443810607344 90:-7.506399693813693 91:-4.192510824692345 92:-6.977950491925603 93:9.388271330100174 94:-9.120380287863233 95:-4.896810124226048 96:-8.553832121547636 97:10.31039124421065 98:-8.184222675846806 99:-8.732747067246478 100:0.3364536358413239 101:5.372903442076291 102:-4.249431331220018 103:4.56912772339345 104:-7.049445991463567 105:-4.209879015012309 106:-8.191995403752193 107:3.093567304691602 108:-2.578034115748283 109:-10.02535012353342 110:6.160700645871374 111:9.552918110760539 112:6.026543431765008 113:8.59277336482484 114:-5.289909214551438 115:9.153876355460051 116:-7.507675955783432 117:-5.50115744598848 118:4.314519633438115 119:5.006055310709051 120:5.512118764962057 121:9.516660722504509 122:3.590175840747548 123:-7.21250459040976 124:-2.229278122914307 125:3.718100601829192 126:5.068125850139812 127:-7.329161869614407 128:-0.97676954314493 129:6.253811537867517 130:5.408706267836004 131:-3.611450197117899 132:-3.779923052056714 133:8.96213198580239 134:0.3435253137949887 135:-3.185331140313969 136:4.820045622015302 137:-2.56185093859883 138:6.141446771155588 139:-8.715506194102414 140:1.588317907976508 141:-10.35775527098093 142:-6.925181709624463 143:6.298911514161506 144:4.321201808813512 145:2.1415558404178 146:-7.899454581518496 147:-4.031180506830451 148:-7.27651369834248 149:-0.6471958943440127 150:-1.973010739242881 151:-2.848381933747068 152:4.436634807605941 153:2.662523891043365 154:-3.342173892806305 155:-7.961613751123785 156:-6.619643474924347 157:5.487578174105911 158:-1.114246910371776 159:-4.122658043267243 160:0.7715855687873765 161:6.033276683863043 162:6.163145086435385 163:-9.696741050660421 164:2.778219492675563 165:10.37641714019442 166:4.162312194022091 167:-4.034450597841713 168:-6.020886034124764 169:1.668801903395746 170:-1.529387422555389 171:-9.885838805441088 172:-8.648209393000997 173:-5.816325786386811 174:7.894994528921283 175:-5.624764374354809 176:-3.797868018123141 177:8.260865095900471 178:-2.152496363863571 179:-3.918961938068289 180:-7.199026343913115 181:3.041517692848205 182:6.77803280326786 183:6.13361811318681 184:-1.245711002718197 185:2.187559383586828 186:-6.450656908146935 187:-4.808887897989607 188:-2.372357555828296 189:8.32612318226324 190:8.823133512342023 191:-9.423916937230288 192:-5.342445944899699 193:6.306143705138672 194:-6.018275155793567 195:1.068239151622565 196:-7.442752469960944 197:-7.492455871742422 198:-7.280947767392795 199:-3.537003846541118 200:-7.456458286832083
+-1 1:2.865674459411045 2:2.761748391820302 3:5.255437481317191 4:11.23414377493987 5:-8.141829052932511 6:0.2646718186624334 7:-2.565395965699757 8:-2.131642351114682 9:-5.912680396510186 10:-5.376576328268286 11:6.666104118022107 12:-4.928939327525605 13:-7.594106648910156 14:-5.906472931650743 15:-8.781392990383674 16:6.616017992904375 17:-5.619822209618391 18:5.094406030077655 19:1.140391844953861 20:-2.406747701257365 21:-0.8956763291560437 22:-6.964518710798952 23:-9.219982789178207 24:-5.000323918077009 25:-3.76997165737029 26:6.136458208442855 27:8.943373816038747 28:0.3241989433109176 29:-8.025773865473177 30:6.624728545808613 31:-1.443233829330382 32:-1.354040592659503 33:-8.801898895949256 34:1.361337497968216 35:-4.626454258328534 36:-0.573722039855995 37:8.017675531039991 38:5.043650974886263 39:2.118774895187483 40:-9.644191362489996 41:-3.589308345697557 42:3.214107582622868 43:-6.398108169864916 44:9.730687450857431 45:8.414505237925981 46:-2.66920650454051 47:6.994786072566833 48:-7.182725379084976 49:-3.808600219016871 50:2.388960926672989 51:-6.827208621752478 52:5.148062782482081 53:7.3677388214017 54:-5.369228632756896 55:8.540650672825196 56:4.307495212566023 57:-2.725140805592012 58:7.923065156361792 59:3.074980833049533 60:-3.979989634069741 61:5.853180878481715 62:0.0279374683251632 63:-2.18567522281366 64:-2.39232081719126 65:-0.8943925827623314 66:-6.105744081087924 67:-8.645629057011172 68:-8.645383394516793 69:10.03015397495856 70:7.481124893097717 71:9.803979156111058 72:8.224934414385968 73:2.099532447966011 74:7.140442803691059 75:-3.281761023619343 76:4.151953142116944 77:-3.412788203169642 78:-2.962573888764485 79:9.576890389912363 80:9.400323822314103 81:-2.136510542102805 82:2.261161389669247 83:-8.470257041685539 84:-0.7261196523930329 85:2.873002160887271 86:7.766867354593337 87:1.710089377560442 88:-5.184786860853281 89:-5.318059176445431 90:1.249839358690485 91:-6.270370642090406 92:-3.979001952367651 93:1.162765098420548 94:-0.3732400331883232 95:-2.559309898545239 96:4.278703893222462 97:6.930773471878444 98:-9.360941648436247 99:-4.976119332769622 100:-2.590350453120601 101:2.707510075391776 102:4.149509053735356 103:1.388453285308944 104:-3.111946354240876 105:-4.292478524643568 106:-1.643934043910419 107:0.07886492080992036 108:-2.106548646163509 109:-3.512783353148754 110:-3.800957776024462 111:6.583516429069692 112:9.011539583495257 113:8.642349486685347 114:3.386924498896843 115:7.765583195613191 116:7.903814645064337 117:-8.923902468741238 118:1.313129462120514 119:7.92711038179184 120:-1.245635885450951 121:2.041246893439577 122:-3.131620085606562 123:3.728839390123347 124:10.17740209233462 125:4.66799417909536 126:-0.6162013885837513 127:5.722885455521439 128:6.930934342787025 129:4.941574312350779 130:1.80915714657799 131:2.446180746281182 132:-0.7794545519450535 133:-1.945036566093688 134:0.4342333373614364 135:8.469638163121152 136:-7.72287982468387 137:-4.616497885295041 138:-4.47245387956109 139:-3.923807418593376 140:-2.260415151839113 141:-3.633838181683914 142:4.6158922747049 143:-2.995098946987734 144:-6.289560233983938 145:-2.363933497499131 146:-6.853116155225452 147:9.901797807945412 148:-1.566415927381406 149:3.847897183389127 150:5.48220941897495 151:7.722289468991601 152:-9.179772143722506 153:-4.611263083173916 154:3.10761931271107 155:7.190022041404007 156:0.9815289232128406 157:-5.889571077120551 158:2.191761857108893 159:4.553449617240314 160:7.483497121730506 161:-1.699431798518087 162:-2.211180383934453 163:-7.809919865642187 164:9.034754557167943 165:6.17495594195431 166:6.70333276571098 167:6.999549515766152 168:1.684167492978468 169:-7.184550640261848 170:2.847891652384281 171:3.55294003984545 172:-0.8350237160821187 173:3.862714552824811 174:-8.553516139118132 175:1.299238851872848 176:1.832912304881885 177:5.948986951179483 178:2.458732774817676 179:-2.833567824400786 180:-1.427170743944003 181:-0.7305438372092025 182:5.319255880017049 183:3.502562424743856 184:-4.329943291321954 185:-5.586505980996524 186:-5.616647772492684 187:-3.756568537840042 188:4.754746553754782 189:-10.58434876031053 190:2.606274786203427 191:0.4419907445085686 192:10.18824365457045 193:9.696037563821051 194:6.133633823906456 195:1.77520532457662 196:4.45937099633527 197:8.525312075527019 198:2.335862490672242 199:-1.004249889776796 200:-1.471081232028978
+-1 1:5.29675193051729 2:4.256447071856492 3:5.928592826199397 4:10.13862640146796 5:-8.500657015256694 6:-1.546278712306763 7:-4.509244927176268 8:-0.1807716944994775 9:-6.117541496036775 10:-6.042980929756224 11:7.172576652091072 12:-5.751787894456466 13:-6.467736736380973 14:-3.629742740603429 15:-7.355379048614587 16:4.616445952604124 17:-3.523009575580749 18:5.436657031205432 19:0.7773544580252483 20:-0.8752806933468642 21:-2.900365093919612 22:-8.92916944079523 23:-8.605982788293232 24:-4.60650490140037 25:-1.595679754392156 26:2.770553016218127 27:9.118295233861447 28:0.1408910168161153 29:-6.470263795525618 30:8.033791178662074 31:-0.6411952809457981 32:-0.6488446915188244 33:-9.762435388319648 34:2.098744744158159 35:-5.315554720409075 36:-0.8936438840800023 37:7.303439849484235 38:3.732477390888854 39:4.644113327752866 40:-7.980248312600661 41:-3.562707955529838 42:2.911352592552003 43:-6.006400204127782 44:8.397609283552008 45:6.934012809983944 46:-4.021245013854523 47:6.981486892583114 48:-9.474214608337896 49:-4.878031938805027 50:2.11724040220507 51:-7.361037424002942 52:6.31382879984333 53:5.700504022032261 54:-8.365337723312198 55:8.692610767328357 56:4.989313314125525 57:-1.286984887935062 58:6.602064730568551 59:1.928612230484109 60:-4.453119686270432 61:7.256001760062465 62:0.625962307550161 63:-3.795830636273541 64:-1.678981492935147 65:-2.242133020145803 66:-5.606261457254109 67:-9.232045044302199 68:-8.804430972104383 69:8.357755124404274 70:8.391156505732079 71:9.554526609512063 72:10.52858687476586 73:-0.3194003732266832 74:8.161894884102981 75:-1.352050299404633 76:5.132676153465205 77:-0.4947200208209921 78:-0.5590379237906746 79:7.474106314745407 80:8.581937244075835 81:0.1660591012839578 82:2.005752890839696 83:-8.911462042456231 84:-2.057179744158212 85:-0.6791260060912294 86:6.790193820707909 87:1.79271257452928 88:-3.856516927521969 89:-4.366533135030119 90:0.01868089101968129 91:-5.094237187107916 92:-5.00938036339924 93:0.316980329200369 94:-2.083257918238553 95:-5.111768920455305 96:3.664369987255564 97:6.895701757844225 98:-10.51762344608947 99:-3.518508326567426 100:-2.256634603516606 101:4.338783067397542 102:4.890970787728967 103:1.950344159919406 104:-1.892537836668199 105:-5.786364307798143 106:-1.111328099441321 107:1.031265827148826 108:-1.431096520943153 109:-2.168820149376442 110:-2.338727216452852 111:5.884849980521347 112:7.772711455548635 113:8.153978528483593 114:3.282004650725677 115:8.56162134717818 116:6.843095496220966 117:-9.229493736640045 118:1.734414834771765 119:7.800302544800402 120:0.8225689474725997 121:2.035293840693441 122:-4.245566203258579 123:1.030775578010416 124:11.16795927142904 125:4.203984107493753 126:-0.7794037669938133 127:8.128134987278054 128:9.748452418213837 129:5.635759481606684 130:-0.3139691578363507 131:-0.7354385941511062 132:-1.116470434821266 133:-2.753807025311087 134:2.856148418541784 135:8.706458040414622 136:-7.963640065684189 137:-2.583725693975302 138:-2.776466107555404 139:-3.019130211310537 140:0.4159987665325635 141:-3.316849870354449 142:3.101760010489135 143:-1.6387024066697 144:-3.758284410261135 145:1.118823839571554 146:-7.573839210726683 147:6.628010241506214 148:-1.473740891428706 149:6.289627846786439 150:7.154574467124407 151:6.832850364040657 152:-11.40734040393047 153:-4.295228892480775 154:4.567220886710588 155:5.573421429299782 156:2.921866063280666 157:-5.865542160741262 158:2.380382828528897 159:3.051692809193363 160:6.340636999150234 161:-4.836927411702361 162:-2.448398600855973 163:-9.181799666997222 164:9.115923387655032 165:6.002128918987054 166:4.467338956352946 167:8.718571760775266 168:0.4792623390299821 169:-6.210922271092064 170:5.456129916979867 171:2.426116687843506 172:-1.314247468982064 173:4.353853245382272 174:-8.95587600150893 175:3.063521887680037 176:1.498297229615232 177:6.812361143395854 178:3.790745219554375 179:-2.99222317022883 180:-0.2079623872806001 181:-1.673364583984508 182:6.81539494847902 183:3.293424550720633 184:-5.918024015290534 185:-7.371511186352344 186:-7.153056192375617 187:-3.727807664088354 188:2.976594297391521 189:-11.48909486272116 190:2.384965382920379 191:-1.237373698616742 192:8.822952408030636 193:9.488811206878925 194:7.714361488573323 195:4.021732214988372 196:4.758204000443039 197:7.940267675846486 198:1.291684854034295 199:2.206871653159306 200:-2.831489957069136
+1 1:7.853276765051284 2:-3.747932968487336 3:-3.876731919211001 4:-4.154800530744877 5:2.734091153213905 6:9.538285321243054 7:-11.45650369057268 8:-4.492883019096459 9:8.400244235828206 10:4.737502405292039 11:-7.42184378116941 12:3.061545693756769 13:-8.799564586983481 14:-7.54400484758307 15:-2.878619967339132 16:2.731511169776008 17:5.012541282714952 18:4.200934643503353 19:-6.123284474862983 20:-1.162983931264838 21:-2.177249472261554 22:4.884237602993799 23:-7.063760295596373 24:9.096933777118876 25:0.2220331541434361 26:4.61009450832718 27:-0.8050907443361082 28:-2.419463100929794 29:6.574271060281171 30:6.854689446556087 31:6.916658104298534 32:4.379641495496165 33:6.521054778797398 34:3.982892839899228 35:6.420620781281604 36:4.242916293821816 37:5.006034965850382 38:3.893043798056959 39:-6.912801794331023 40:-1.82750320947595 41:1.437582553026299 42:1.352148518425344 43:-0.6154351583544759 44:-7.942848671305625 45:3.365909472961185 46:6.672520489917836 47:-9.094792913187836 48:-2.713582007985716 49:-6.921966839533575 50:7.99010117626128 51:2.60187565461521 52:-3.319186651506936 53:5.06198355531415 54:-8.45028343480625 55:-2.935670929558099 56:-5.233808496224242 57:7.643159079171892 58:-10.04682730299098 59:-0.5513812525660412 60:-4.172081989170471 61:8.774479697337465 62:-4.655148345324958 63:9.885111259424493 64:0.9879779081883466 65:1.858411380575081 66:-3.312615989877524 67:-6.925807530209023 68:6.468491876702028 69:9.094441518981286 70:-4.118781844560507 71:-0.4546143569412751 72:3.536903773141426 73:-0.1490635795902633 74:3.415965380348855 75:-2.460639309063169 76:2.409162803318441 77:2.461120186965633 78:-6.58113357230067 79:0.275944400659951 80:6.619945591410641 81:-5.467197452851183 82:-3.287179652221123 83:2.506680571247487 84:6.874920494780814 85:6.08821464074825 86:7.691030738963671 87:-2.277161422810842 88:-9.092973644772339 89:-0.9000208721681313 90:-4.823795817895419 91:-6.083547456640785 92:-6.89439776430085 93:8.365970021401647 94:-8.013154098412713 95:-6.371350709955674 96:-7.303774472536313 97:9.137498144181389 98:-8.363195701315638 99:-7.283385530036285 100:-1.351462314962099 101:6.039218400397941 102:-2.20160630342994 103:5.704438787911389 104:-7.543293534277216 105:-6.25647001811804 106:-7.683947548210943 107:1.566233795378414 108:-3.07543766078934 109:-9.269275063187379 110:5.493393930214712 111:7.999462549284504 112:7.172173122188305 113:8.824925819427307 114:-5.664488695127346 115:8.159026815922884 116:-7.562477006709464 117:-3.750210738936974 118:4.61839915895164 119:2.344928050399411 120:3.659730602231639 121:8.699142808382724 122:4.49162516640939 123:-5.863031697725031 124:-3.780655292375091 125:4.866271891605765 126:5.862942477951379 127:-9.366047015745236 128:-0.6497392235307516 129:5.837729670633081 130:7.373794226474915 131:-1.422462696086494 132:-3.346311159427482 133:9.960627135130073 134:-1.499537719535515 135:-2.619102451955665 136:8.232519913717615 137:-2.505396686050653 138:6.946029312302155 139:-7.807005935732293 140:0.1577327102997812 141:-10.82630462827909 142:-6.947647699923656 143:6.372774069494995 144:4.65302429093394 145:-1.212000689172549 146:-5.848023623688744 147:-1.38501512768623 148:-6.009473425877634 149:-3.740114141747561 150:-2.712636796831205 151:-3.543905644887159 152:6.457140555021935 153:1.868512932917382 154:-2.412927494004727 155:-8.665625047055206 156:-6.034049367557585 157:6.038028053666689 158:-0.4693462259512062 159:-4.045015767148495 160:1.665850898506309 161:3.265462989383225 162:8.807829732867862 163:-8.420418596038898 164:2.342079132622636 165:8.263178028667566 166:2.555198378976908 167:-4.553914245849589 168:-4.382634774175319 169:3.993593597194543 170:-2.246799698916731 171:-8.622951919043688 172:-9.897669873797696 173:-6.346206194053904 174:7.330935796232472 175:-4.829226824876914 176:-5.16665459287049 177:8.639297751888304 178:-2.955412783001544 179:-4.027460870336445 180:-3.706084237199997 181:1.207582489021034 182:5.086551967632681 183:7.166367219864237 184:-2.017383746969704 185:1.233510296888635 186:-4.655521592387419 187:-3.056198967478169 188:-1.124505806388546 189:9.244917808415202 190:7.61955114068675 191:-10.84130588434454 192:-3.652304405413748 193:6.81875323177394 194:-5.635965075269786 195:0.2290046070868869 196:-6.389533133296183 197:-9.735320340442314 198:-7.33960549566843 199:-3.904630331046032 200:-5.826688781347656
+1 1:6.946334533205179 2:-6.298360585164589 3:-4.625809152479711 4:-2.899017427069473 5:5.356049778808414 6:10.57552935417913 7:-8.871015365837522 8:-5.978800039597046 9:6.188559217084297 10:3.760450545286758 11:-7.142756502364551 12:3.650519772466127 13:-8.473193001308116 14:-10.52976299955278 15:-6.127573236507875 16:3.616442544013444 17:6.066195126995652 18:2.972377281874719 19:-7.945088036569079 20:-1.344451262358792 21:-2.418502517902586 22:2.402339206658183 23:-6.400676421946981 24:9.232881250449619 25:0.2615210568738543 26:4.112124012295407 27:0.51021575840198 28:-1.617637262852883 29:6.67635658049322 30:7.304228511382068 31:4.637928034925443 32:5.334126233101555 33:6.333930451313495 34:6.637462461409807 35:6.53607804012168 36:5.489146222445254 37:6.254044536561449 38:5.826631613535742 39:-8.104714122331014 40:-4.676153659518458 41:-1.323054786278576 42:2.428197406524864 43:-0.2312844086381222 44:-9.639394410223399 45:2.086836456278615 46:5.756912962699153 47:-11.39140485179015 48:-2.824918263040887 49:-8.023208052399021 50:7.350726213249797 51:5.002889585732738 52:-3.579453371341804 53:7.284996157612148 54:-8.059070144043782 55:-1.708800504030098 56:-2.787834048615441 57:7.370942021394457 58:-6.740491748710463 59:-1.552906896995422 60:-6.017809215391541 61:7.788985486730712 62:-5.107636692702354 63:9.096168921805541 64:-0.07140186719659714 65:1.117467446891082 66:-1.312083510166238 67:-6.031544164154412 68:7.474134319002657 69:9.23807493097379 70:-3.333880274587808 71:-0.08305471727824998 72:3.361046825123032 73:-0.2864622563119745 74:4.859070666022943 75:-4.004898751875565 76:2.21121043991678 77:3.375899506635601 78:-7.666341444968286 79:2.060154005263834 80:5.686886371962343 81:-6.246381306469904 82:-2.597976698064724 83:2.123952995862437 84:7.65087741093426 85:8.789174489909463 86:7.357723721004827 87:-2.576849554832248 88:-7.883352069187606 89:-0.3753691967207638 90:-7.750093387849983 91:-3.582008830891468 92:-7.671101265208239 93:7.657360260049497 94:-8.334754054576953 95:-3.442131670950454 96:-7.841001654377747 97:11.08504308614809 98:-6.910557268273525 99:-6.123514165835889 100:0.3793266819067553 101:4.811579674490595 102:-4.576610217675501 103:6.079207451858991 104:-4.909408562985773 105:-6.136322284939498 106:-8.037827182421381 107:2.026937106585624 108:-4.411547174717679 109:-7.713215750022805 110:3.233630068040978 111:10.75085357848282 112:5.562023463089456 113:10.31053672412395 114:-5.514417421096036 115:8.866523292371852 116:-9.213668312142298 117:-4.75637405181377 118:4.512639402526943 119:2.167170393972089 120:3.59055860726581 121:9.036315247354517 122:1.4114838473865 123:-6.449118227395171 124:-2.333310289349078 125:4.279994201159623 126:5.65050935471795 127:-6.978778222883286 128:0.536877417723477 129:6.581046971486266 130:5.595876371764034 131:-3.663913372640023 132:-2.859121401065467 133:8.786877222998857 134:-0.342057521020724 135:-4.22958923540302 136:6.735534778586834 137:-3.098952776987371 138:8.422657054436268 139:-10.92154795289162 140:0.07663875284697286 141:-10.04385589010631 142:-6.9172314409432 143:5.554143820444916 144:3.618257540872542 145:1.71808064669426 146:-3.234771324449663 147:-1.585087148276425 148:-9.019235137730291 149:-1.361495191113782 150:-1.083499885576093 151:-0.5649636186185076 152:5.607275766074308 153:1.725839590029482 154:-4.020921516417904 155:-9.001689832415725 156:-7.747831559590694 157:7.818045460145357 158:-2.528409115525676 159:-2.892395248554413 160:1.627413783252433 161:3.926142589936113 162:5.218812410543982 163:-10.06368372451377 164:2.409457320067295 165:7.824081208633611 166:2.403772827577135 167:-4.262051826679997 168:-6.398219080520001 169:2.395767933174052 170:-0.8385610252963143 171:-10.4729460185561 172:-8.094514187132226 173:-5.878988998382727 174:6.519764162467705 175:-2.310366708762234 176:-4.754268030229217 177:7.820891952391772 178:-3.793756828531295 179:-3.81914715122896 180:-5.12243266755703 181:2.756544332857209 182:7.967205275519937 183:4.543032318842087 184:-0.856477189651571 185:2.210783472615859 186:-3.561881409825979 187:-4.345764799936456 188:-3.724671729355003 189:8.492838449842973 190:6.734706883372754 191:-9.076119375429743 192:-2.005364379295844 193:5.857382603129516 194:-6.255935987879307 195:-0.3392262997666875 196:-7.874577812427273 197:-9.639321865333113 198:-9.170803949168482 199:-5.230888643388116 200:-5.886463973271671
+-1 1:4.554883625229038 2:4.333261579872811 3:7.654339188404498 4:10.50093590954119 5:-8.910700692826495 6:-0.1126185011413862 7:-2.464467487678637 8:-1.24238567574403 9:-6.690486679782564 10:-5.246865307509696 11:8.527186234065784 12:-6.422873271144285 13:-8.977954179013045 14:-5.543275248646852 15:-7.567768950611847 16:3.323523832419839 17:-3.706100690816593 18:4.492457813410642 19:-0.3995274048842574 20:-2.451011691874823 21:-1.170606690278811 22:-5.998848880235546 23:-8.966384793266688 24:-4.224902498451451 25:-1.480348614968867 26:4.069280803234683 27:6.959696309235309 28:-0.6394643557219999 29:-9.814949724543986 30:9.326448910373314 31:-3.193611907990085 32:-0.7180965668098934 33:-9.140339523764643 34:1.716351553292134 35:-4.745992495433232 36:-1.437920569965306 37:7.398562535475392 38:3.162158763320791 39:4.533887453916909 40:-9.385216945149292 41:-2.594713286959165 42:3.521955276477688 43:-7.582553728589158 44:10.09223508556163 45:9.44239685197388 46:-1.224429123658679 47:8.873336524526225 48:-7.89800759295126 49:-2.97382159753301 50:0.8102533023200571 51:-7.544922908971262 52:6.01799577736134 53:6.888468372093144 54:-6.439332518902201 55:9.662227009189824 56:5.718280810675338 57:-0.9075956677727188 58:8.069622049820524 59:2.842450438307498 60:-0.2521122767185755 61:5.527425424092151 62:-1.06344084364828 63:-1.853628380669093 64:-3.087337905001405 65:-2.113385707160195 66:-5.129804168416176 67:-10.13986931177963 68:-7.196184179266368 69:8.087442131029039 70:6.296443112086354 71:7.478127770382045 72:7.009116885647561 73:1.083867020139542 74:7.458113249466216 75:-0.1257934736761489 76:4.497840423079525 77:-1.363956794119503 78:-1.986868920653385 79:8.511614356609609 80:9.604846100966672 81:-2.343656848634755 82:1.766174785583243 83:-8.727525984979865 84:-1.620518835485625 85:1.630751045416849 86:6.006847172394565 87:2.112676783006408 88:-2.933065504070291 89:-4.243767768650157 90:2.438948514404498 91:-4.555627717367305 92:-5.227499259932101 93:0.8167651750380227 94:-3.535815018558483 95:-5.115507333117117 96:2.606763594898644 97:6.838401212409362 98:-10.66435156490617 99:-3.25790030908068 100:-5.012978531824294 101:2.329082067913921 102:3.957897828386917 103:2.591855693125645 104:-4.260629445442378 105:-7.356811306398503 106:-0.8146862750623824 107:2.065045147613158 108:0.5686539687287453 109:-1.258081360555897 110:0.392706810491722 111:6.522031444887423 112:10.48463175136125 113:9.297088985246578 114:2.407732188164525 115:7.313136180707926 116:7.399817699910209 117:-9.48403780746559 118:3.558265017782638 119:8.580234662461558 120:0.4259806477695624 121:4.186514386802125 122:-6.054661307626013 123:1.850333317771467 124:9.768723536883588 125:2.800887555942315 126:-0.6412798890837962 127:6.61068079680813 128:7.633571439364931 129:6.015639986825191 130:-0.3731018525590812 131:1.940131127808075 132:-0.575354041600832 133:-2.557031389246431 134:2.83734984822655 135:8.515617627843634 136:-7.689162589131054 137:-4.628831743929497 138:-4.118899620900589 139:-1.937165357730373 140:0.1394284796392389 141:-3.805696013780082 142:6.417468786120621 143:-3.89814987922486 144:-4.617288016978934 145:0.8836295543372751 146:-5.28958695550326 147:9.680715283218941 148:-3.897527761400863 149:3.990223485890357 150:6.020189175318007 151:5.679944927248703 152:-10.89663553935937 153:-3.353076029851093 154:3.586748650814402 155:7.427351000337533 156:2.630566258580597 157:-4.944320044222039 158:1.453915567555871 159:4.518310411533343 160:6.570557736737041 161:-2.869739596031159 162:-1.25695894802839 163:-6.396342105152852 164:10.10520537806118 165:5.304171650430796 166:6.755954584199581 167:5.153649644648481 168:1.875432609247241 169:-5.3456361206838 170:2.833216633397819 171:2.367496742662596 172:-1.880388204539491 173:6.30050399385618 174:-8.35995143103886 175:2.26668325753583 176:3.336653038422815 177:6.063421079992154 178:2.29561592479016 179:-2.806251802609663 180:-1.305898430749408 181:-0.6624999346765881 182:5.676131991350183 183:2.111210447253272 184:-7.076232699874049 185:-7.437870012968557 186:-4.415544442804712 187:-3.513028828022541 188:2.652462565028039 189:-8.556446408817571 190:0.2229318669937195 191:0.3000822105070693 192:8.054527367094412 193:11.07318238403659 194:5.898744164842139 195:2.186829820059683 196:4.715940460680942 197:8.917722330345368 198:3.235726688851086 199:1.471747928896949 200:-2.430644930797241
+-1 1:2.777285898642876 2:3.873928201254699 3:7.786086439112282 4:8.661776814758895 5:-9.061842357458458 6:-0.316461688504257 7:-4.115288596930121 8:-2.497526413955508 9:-7.28100307023508 10:-4.650114359229544 11:7.97620125893108 12:-5.128573216672283 13:-7.271869730100918 14:-5.021942978868979 15:-6.092702632008598 16:5.531991769528092 17:-2.966310057825461 18:5.835222934633745 19:-0.8277415905794117 20:-0.8518022779358394 21:-0.5765163417336493 22:-10.60375375395401 23:-9.559789057165915 24:-3.094960977510782 25:-0.9105431019153192 26:4.14857168920306 27:7.565415885569671 28:-0.7033236916231148 29:-8.973771033664928 30:7.983894961851295 31:-2.291448982230113 32:-4.002190146540261 33:-8.721872799456969 34:3.570291838661151 35:-3.687659314474486 36:-0.9623300488225002 37:6.27858498668772 38:5.04232924792938 39:2.553195515190094 40:-8.834573421741947 41:-1.940244884469159 42:2.76826305661616 43:-5.965624540295297 44:10.03006277430173 45:8.292506143342241 46:-1.575464309097034 47:8.793876932684823 48:-7.234040560919194 49:-2.420838340670839 50:0.1069602630700934 51:-7.2110157223827 52:5.512726358036194 53:7.608307368296878 54:-5.204767590049103 55:6.981068906997649 56:4.149801063128035 57:-2.451948743825553 58:8.306924600479313 59:2.914595325724425 60:-2.34626204730356 61:6.342222587934498 62:-0.6007940987817797 63:-4.263416854985204 64:-2.247861840578373 65:-1.44391115953865 66:-6.306371325893045 67:-10.16406231866744 68:-10.34915345425966 69:7.664658425866434 70:8.691208978103887 71:9.129153809115216 72:8.744240452178889 73:0.7821650124546414 74:7.668958232800507 75:0.9401713178540367 76:5.817926277697135 77:-2.545587309342434 78:-1.766692678192805 79:8.9778629822332 80:8.827378689357742 81:-1.873477936399066 82:2.349501927955267 83:-7.55984555141965 84:-2.747016779555814 85:-0.9922343325481211 86:7.399934981206814 87:2.751539720542353 88:-4.215815058651386 89:-4.21662949301798 90:0.5933931269495716 91:-5.189063717662837 92:-4.717826653828577 93:1.582501344249776 94:-2.946754939927772 95:-2.923611536988281 96:3.829735994862734 97:6.577460943096521 98:-9.700177414791193 99:-5.551991120876674 100:-4.232430137037229 101:3.351090460150937 102:6.120960159627244 103:0.7030587126678846 104:-2.312257105849718 105:-5.728645414721248 106:-2.267166293065169 107:2.547843670265985 108:1.564474409909681 109:-3.449078341795722 110:-1.58378858133765 111:8.12672029323668 112:8.068639817764383 113:8.901823743183433 114:1.946397031015717 115:7.254040265053973 116:8.33458726944402 117:-8.027576240022672 118:2.001966384212877 119:7.587907212213182 120:0.9725204836431529 121:2.969689002790425 122:-3.920035715046355 123:3.487193482250682 124:10.19435231624747 125:2.593805239919051 126:0.6955305243325602 127:6.771899373672416 128:8.083205403821927 129:6.854410676076144 130:-0.3137169799720957 131:0.4373538983751789 132:-1.737684453342973 133:-1.404917526050745 134:2.108785992700951 135:9.13859777193213 136:-7.300069707284329 137:-1.908172147383282 138:-2.71277162597081 139:-2.337413120974255 140:-1.218824622209027 141:-4.079970337845261 142:4.132376978261716 143:-0.9879345411281462 144:-3.425978893510158 145:-0.4107938710252954 146:-6.977782492094532 147:8.907136214819406 148:-2.04128432675464 149:3.151611168841278 150:7.303611122944792 151:6.861150898513766 152:-8.379964493479465 153:-4.139313725573669 154:2.81159052718387 155:5.680765925714404 156:2.097745302393977 157:-4.388752207625926 158:2.189114310806736 159:5.245767156251689 160:7.865231936266855 161:-4.017624103412948 162:-2.369124545079048 163:-7.859781806591565 164:7.638371032037633 165:4.055956326076306 166:6.400424889957286 167:6.93718879020001 168:1.307694390846142 169:-6.993097511800014 170:3.390117191485208 171:1.323696326103291 172:0.3175062072929171 173:4.751203483455896 174:-8.989577572235488 175:0.9338872578548366 176:3.431604019702536 177:6.542883220915179 178:1.8447452462364 179:-2.89969384629163 180:-1.321668856889421 181:0.2857439120474027 182:5.604040678452026 183:4.201547194064688 184:-4.627798560308356 185:-7.200962444901492 186:-6.544874519091009 187:-1.828174609642256 188:5.770513646638062 189:-10.42487721469129 190:1.723258011551469 191:1.286862782959711 192:7.522100157302116 193:11.65187338850365 194:5.790195694914701 195:2.988846432192058 196:5.637664174140342 197:7.099130568093336 198:1.114973388708388 199:0.8723430340596164 200:-0.4157251953674999
+1 1:8.686262778251079 2:-4.536822790191356 3:-5.454020360097128 4:-2.417279180828908 5:3.332959908269533 6:9.657229370575561 7:-9.982607004993721 8:-2.83333589534003 9:5.51026799028944 10:4.670096790312207 11:-9.191584767446864 12:2.830888896014374 13:-8.006849137090537 14:-9.388822514312643 15:-5.655786362330407 16:5.439895123546099 17:6.252147418442203 18:3.718979130116281 19:-7.078507237704445 20:-1.937907759368564 21:-3.295471852807765 22:3.484436268516807 23:-6.014654029559393 24:9.929103287913241 25:-0.6940743949660606 26:3.812974191847288 27:1.34126168004598 28:-3.271994126078503 29:5.687488859428117 30:6.391485356955203 31:5.336856306470429 32:3.016685887749657 33:7.743286492009162 34:7.077537457887147 35:6.644727382555292 36:1.535543869827757 37:6.692452514191428 38:5.537927715451212 39:-6.838416373699505 40:-4.026940377964308 41:-1.654169273056861 42:-0.1674305108179148 43:0.4202054309086041 44:-8.654272497224026 45:3.015158928497554 46:8.113071357155706 47:-9.70140220612357 48:-4.656578605483333 49:-9.057233428374786 50:6.78832877348959 51:2.956167493379389 52:-4.418476200785404 53:7.319513709016346 54:-8.963772471364411 55:-2.803095889633679 56:-2.40221031180187 57:9.124701274018781 58:-8.518686591295051 59:-2.905905094925497 60:-6.070577960051907 61:8.965538202519054 62:-6.63346333250434 63:9.109915839299317 64:2.261644964003942 65:1.490246654855186 66:-2.528826221274105 67:-5.222833232566042 68:6.072061282283533 69:10.07043601832897 70:-4.083707584861486 71:1.516883661781702 72:3.075996632091221 73:-0.4864207750019813 74:5.127590749782212 75:-2.171165534460584 76:1.190275184200762 77:2.924337643583712 78:-6.940196466267794 79:0.5814301735825116 80:7.624630712827343 81:-6.195810805205969 82:-2.247908077217419 83:2.392660954390882 84:8.294178168858938 85:7.999436823951406 86:8.553750122112673 87:-4.267582894560062 88:-6.229814099089442 89:1.549336890465504 90:-6.489476381295811 91:-4.355151728205129 92:-6.075009091832261 93:8.543402547807437 94:-7.974052353479021 95:-5.680410154346191 96:-7.992274743151946 97:9.562082262629483 98:-8.035716539935457 99:-8.654288537190402 100:-0.4720835959228038 101:3.75713584278641 102:-4.254923584416041 103:6.364011634539224 104:-6.840542582811461 105:-5.88562313107998 106:-6.589654289185772 107:3.11235379310164 108:-1.433631000442017 109:-8.936516848009298 110:6.50518467462109 111:9.3901266578057 112:6.649946842853248 113:8.169965966242314 114:-6.180354911291391 115:8.247701106510945 116:-9.847785731877043 117:-3.296272915306407 118:5.883428953018537 119:2.875337400890208 120:5.45477355810223 121:9.398456471894171 122:2.962520406624739 123:-6.382533995515692 124:-3.742962094381004 125:5.735260223163811 126:6.219765604513655 127:-10.14950575083335 128:-1.124023587461199 129:5.089204347217637 130:4.534755275936735 131:-2.792357247614367 132:-3.070431935490879 133:9.703215745938067 134:-0.0329887859557907 135:-2.799097586821026 136:4.704158346071964 137:-3.888214206310703 138:5.698930011224864 139:-10.86263215007037 140:1.122424424389338 141:-9.837985236456138 142:-6.405703487459528 143:7.284116114252415 144:5.334955349863248 145:-0.760976195918267 146:-7.711697397626152 147:-2.001240615538633 148:-6.727656264081038 149:0.06467879508904617 150:-0.671653433694434 151:-1.930856981703136 152:2.559329914803131 153:1.910510167600512 154:-4.95097489013566 155:-7.362272861259618 156:-6.226006975498022 157:9.487598913458626 158:-2.268182838321033 159:-3.642247299961616 160:1.537540207664605 161:4.449150296910275 162:7.592352900669788 163:-8.1640490078618 164:2.004111400601224 165:9.344998438840205 166:2.131244153787928 167:-3.742875695807826 168:-4.547870171497046 169:4.400939365007606 170:-1.748446704791279 171:-7.349469556383015 172:-10.06901611481499 173:-6.090938277988677 174:8.166624596093481 175:-2.604938382846228 176:-6.261351021552117 177:7.645091288053949 178:-3.716482064610562 179:-4.204655074542709 180:-3.78721562836058 181:2.277024465102426 182:7.401495202692939 183:7.245619449047966 184:-0.3374460310389051 185:3.540841237059859 186:-5.407346044688738 187:-3.937845288567395 188:-2.441897919775799 189:8.211967295830661 190:7.595323228858687 191:-10.97385683343848 192:-3.163976150377051 193:5.118045441036152 194:-7.356426095591981 195:1.086406260629939 196:-8.625585273226831 197:-7.308312035865297 198:-7.858255219533201 199:-4.780682689483791 200:-6.527173041617647
+-1 1:2.977757268901719 2:3.543252824555027 3:7.765963559358115 4:8.953811226253812 5:-8.259906378080071 6:0.9237972916163002 7:-3.21529652859199 8:-3.858772379783965 9:-5.423752151589637 10:-3.307448507486814 11:5.892345794281235 12:-4.798030889264245 13:-7.309762023340466 14:-3.243477112944687 15:-6.687505526210243 16:4.939888060552244 17:-2.996886244791934 18:4.967876271577846 19:-1.764669500763882 20:-2.592646001091484 21:-3.018850765705834 22:-8.914640509759188 23:-10.07146245500726 24:-3.356898873362518 25:-2.612191033949948 26:5.48280854276427 27:7.465247067424559 28:1.065006018225287 29:-7.058706167399942 30:7.169222183672876 31:-1.449452708955847 32:-0.1730305349669281 33:-10.16646720952594 34:3.667621375410178 35:-4.636208221767112 36:-1.216749612216528 37:6.913535161415724 38:5.67154406001986 39:3.502523249426665 40:-9.527867584825483 41:-3.974897088481308 42:5.08842536569677 43:-7.816906428493271 44:8.985051993886051 45:9.211288257508741 46:-1.32299786853037 47:6.635001274213051 48:-7.209473225104068 49:-2.931011633100101 50:1.24977906162377 51:-7.137574300847289 52:7.054722901579753 53:6.148858648375477 54:-7.045867907354454 55:6.247842487594749 56:4.178159540809494 57:-1.460919002717188 58:7.263310873807939 59:2.177912544763436 60:-3.222097603307189 61:7.170913455300756 62:-0.5844312254621495 63:-3.209662234993725 64:-1.808140778686626 65:-1.680278395510808 66:-4.699401755000286 67:-10.51385645253847 68:-8.740318948221244 69:8.258189370241002 70:8.306130158966722 71:7.301048605410196 72:9.155036219798109 73:0.001646950729968927 74:6.900587960606646 75:0.1979263021577966 76:5.535726334352107 77:-0.4946575519466583 78:-1.564539573272453 79:6.041081984573528 80:10.06659968849589 81:-3.328646997596562 82:2.679212791923371 83:-7.476073478065632 84:-2.065957183320516 85:2.165710095555103 86:8.21214302069297 87:2.480319665470397 88:-3.902635462191189 89:-4.094299497827802 90:0.7007888114089278 91:-4.213661949851677 92:-5.197278391880378 93:0.3522834931188091 94:-1.009963834715547 95:-2.727465087067887 96:4.036508369720075 97:7.183996091332528 98:-8.7887827147194 99:-5.041071460343522 100:-3.216586807406034 101:3.712140787285136 102:3.847755802844848 103:2.541151837254216 104:-3.705224398666843 105:-4.681324454483536 106:-2.644234700798482 107:1.657142256030027 108:-1.458872792192503 109:-2.149619419013702 110:-1.246447933846508 111:6.19512956002224 112:6.590473074302046 113:9.940574993657224 114:1.951180123246471 115:6.972783179465319 116:8.925739247716386 117:-9.832569201222302 118:2.528878203640716 119:8.745452106475172 120:-1.638986847634486 121:2.946004198346668 122:-3.667920728339162 123:0.7187374324630764 124:10.37487248600132 125:3.640528999069559 126:-0.1463492225966939 127:7.074011570107959 128:8.45719862958093 129:4.411512114360538 130:0.8499574554842457 131:-0.7509455190147324 132:-1.562997706281718 133:-2.285523301201619 134:-0.008598376913832251 135:8.311507763729491 136:-6.29338074038301 137:-4.910198766547619 138:-3.238396719981731 139:-4.215775594478258 140:-1.350465093962352 141:-2.98291638942136 142:3.894448997472185 143:-1.549470773407678 144:-3.830727510069174 145:-0.5703645275639538 146:-5.197164758240421 147:7.978023078114789 148:-3.463865916750537 149:4.706628887472433 150:5.100155507010536 151:6.6010667485135 152:-10.89239950622698 153:-2.741560483324099 154:4.894132838941728 155:6.688270272985777 156:2.828888101129146 157:-7.000426951512666 158:2.864899516435521 159:4.253351184615366 160:5.542119865919622 161:-5.515529040821331 162:-2.305310279778288 163:-6.506466742762353 164:9.405017647637381 165:4.828157784793457 166:7.287539653286975 167:6.183687225788027 168:0.84166270156353 169:-6.331194621075049 170:4.224505337076383 171:3.214146681835719 172:-0.7786972934386651 173:5.169837956630301 174:-8.084489306559842 175:0.2080693106811637 176:5.284747572968696 177:6.965405811774627 178:2.778483321779107 179:-2.517656184119524 180:-0.9057079893281534 181:-0.8652265307667075 182:6.178709703741701 183:3.017436140863536 184:-6.507376910476154 185:-6.500997556395865 186:-5.269409218716753 187:-1.089669845050426 188:3.813721394944189 189:-10.30322399560416 190:4.466698782703189 191:0.001573810506200979 192:8.485774421174542 193:11.08560205828513 194:6.866964831474955 195:2.126823611307585 196:5.132301483697954 197:9.887881170408999 198:2.741210481268842 199:2.444925952213059 200:-2.953391241023948
+1 1:9.981432397008735 2:-4.963106844672589 3:-1.323526973309626 4:-3.252703084947589 5:4.546861664553949 6:11.70526552413381 7:-9.4400246016898 8:-7.545676189852232 9:5.468421441853991 10:4.067503422271082 11:-7.250030729902051 12:2.237875094061752 13:-9.961235621092188 14:-10.21192466428641 15:-6.257515731525353 16:3.443510630095016 17:6.592719848644455 18:1.192997982194788 19:-6.972710533894769 20:-2.852083360874527 21:-0.6148606970429091 22:1.392520458019598 23:-5.776705536377672 24:7.513123887147613 25:0.3321779647410678 26:4.003485619696668 27:0.6745638156719442 28:-3.31070749995506 29:4.776784212500765 30:7.660562433864987 31:6.540451226960866 32:3.923484712751146 33:7.244087557278517 34:5.666637189188079 35:7.144115718451199 36:3.218696089468851 37:6.766478235001482 38:6.338825488352856 39:-8.342518909824815 40:-4.491873139976308 41:-0.9198587435736324 42:0.4987362425235049 43:-1.876823874697585 44:-9.051897132623884 45:1.909172535044442 46:7.559067291790122 47:-9.443396042494378 48:-3.433896799695289 49:-7.571132543688362 50:6.087599074879498 51:2.692371941284412 52:-3.308011415238896 53:9.949560780609408 54:-7.603101369601953 55:-1.647516550087368 56:-1.684058793853072 57:8.364958706563911 58:-8.724875554783193 59:-2.119505725824723 60:-5.79394070081712 61:5.594423894730838 62:-3.142626144796146 63:9.042567383748276 64:0.6125291294779895 65:0.3392175087487264 66:-1.930668313741623 67:-5.49030894170556 68:8.566838339634401 69:9.172123041025962 70:-2.61240753232967 71:1.150557386153013 72:2.788126797140036 73:0.01494264600140083 74:5.384242898946089 75:-3.845492348412604 76:1.101605213508822 77:2.175581557411741 78:-8.278349355094303 79:3.569021612905607 80:6.599709407955521 81:-4.386239466616515 82:-2.459261821617128 83:2.379509626113525 84:6.80434692463229 85:6.497562317863945 86:6.352979905748528 87:-4.706410712679707 88:-8.05590886722397 89:-1.004033662044152 90:-5.799682909444988 91:-4.557178857706925 92:-7.170828005483213 93:6.949394056893706 94:-8.717674396942776 95:-4.497718661406887 96:-8.052178257268432 97:10.71787803382301 98:-7.270208319062498 99:-6.838895194697807 100:-1.26463366142146 101:4.171879032924774 102:-2.61366902141902 103:7.027792446359354 104:-7.999170913455288 105:-4.602284512459573 106:-6.207625631401797 107:1.54921752414549 108:-3.093116435452695 109:-9.586932979738986 110:5.937361577001689 111:10.67154852158802 112:4.489414406333348 113:7.705837064728891 114:-6.101466427190279 115:11.22297147587434 116:-8.938211872729658 117:-4.487102696531927 118:5.448714717844104 119:2.993726134856907 120:3.032765567244799 121:7.43314682995044 122:5.017193261754111 123:-7.192077350260923 124:-2.142326992709398 125:4.511208295230051 126:7.149350032080243 127:-8.931698260970382 128:-0.3614149735972342 129:6.445963177288525 130:5.585353925117279 131:-6.325018874451025 132:-1.363813354631069 133:10.35771412575068 134:0.7465802827179114 135:-3.78441779086533 136:5.386244890176124 137:-4.043504875660703 138:6.279437324042626 139:-7.984908590135182 140:0.6019059286108104 141:-10.38598623445722 142:-8.292535458346036 143:6.031846889330181 144:3.188238477424717 145:0.4436555952908441 146:-4.94621799995561 147:-2.054556094822523 148:-6.658828138339013 149:-0.7005748212281413 150:-1.073473606432728 151:-3.066073723705578 152:2.414491191897542 153:3.519938397354496 154:-2.640962540516056 155:-7.076704280650914 156:-7.273581141084262 157:7.378708903192089 158:-1.405095947979109 159:-2.27426910502145 160:3.033039796238646 161:5.922404566521506 162:7.266833221516007 163:-8.281125017136491 164:1.863483669963176 165:8.182879070706512 166:2.689251680250584 167:-4.526374800375491 168:-3.830520339106701 169:3.145288069981202 170:-0.6438881056532311 171:-11.02577616313227 172:-9.981018898116481 173:-6.637210758516234 174:8.960750590659904 175:-1.592027579522724 176:-4.231339092798835 177:6.889310620067977 178:-2.769110939204058 179:-2.719356309631189 180:-4.149230820056646 181:2.023113694976688 182:8.123698473283259 183:4.713889167852781 184:-1.794760474377855 185:2.50591762364397 186:-4.417153478113438 187:-4.580236366773744 188:-2.216746138273129 189:9.820625060093912 190:6.262391653586016 191:-10.74113811832414 192:-1.993330886054162 193:5.816030802094195 194:-8.910174877227561 195:0.3124889481978582 196:-6.560601038455493 197:-10.16718974888431 198:-6.531353725437821 199:-2.252640232844882 200:-7.383363729501198
+1 1:7.361280558226146 2:-3.597597372783679 3:-4.701654097352217 4:-3.571218177385898 5:3.362486610543591 6:12.14397734275301 7:-10.01955707477606 8:-4.804387268198727 9:8.660987218847062 10:3.334294142454286 11:-7.601030189640309 12:4.148707291403324 13:-7.36317508604119 14:-9.130835826079528 15:-5.697724045262201 16:3.797138273113013 17:5.07736463037967 18:4.940574400583056 19:-7.196526327916727 20:-1.310483750557169 21:-2.550412648072615 22:-0.2933500534163986 23:-7.642052837537329 24:8.664104995823957 25:0.03519255828390849 26:4.251215581716171 27:-1.190333155692149 28:-1.396921912951482 29:3.873738496722673 30:8.416676813472153 31:6.361060694847599 32:5.247970401917945 33:6.226218571386053 34:3.82199484290188 35:6.007530397478928 36:5.821085380352468 37:7.191995973368515 38:6.343138998626951 39:-7.224806107092494 40:-5.058244781614043 41:-0.2038891075685817 42:0.9210733515045522 43:-1.318794140960565 44:-9.215204671560212 45:3.499679657133721 46:4.79792597817783 47:-9.655408365514855 48:-5.102026515509047 49:-8.055192069199739 50:7.081026713477142 51:3.21893982336911 52:-1.918085716802989 53:8.00708375002443 54:-7.803708877129369 55:-1.813609349067704 56:-2.986220511802124 57:9.568122817167902 58:-8.633191969003972 59:-2.663489403229349 60:-4.820541286598923 61:7.982263309513693 62:-4.968776390397912 63:10.24046202231557 64:1.119859183711619 65:-0.5470261640412055 66:-1.533067296568636 67:-6.579112991546993 68:9.030094986476893 69:10.73498524615917 70:-2.819318601891591 71:0.2599846682585517 72:0.1768656725800479 73:-1.745038867645286 74:5.672492929608374 75:-3.688358571048365 76:1.702640832490529 77:3.593481297442654 78:-9.700748817818468 79:1.106674178367752 80:6.069551331909266 81:-4.820387110867153 82:-3.951039209872225 83:2.941664713028584 84:7.405499186453826 85:5.759048672305086 86:7.05860242550281 87:-2.530921003598316 88:-5.625852261075999 89:-2.324240500502546 90:-4.747296242759705 91:-2.991863748096564 92:-8.238708310579643 93:8.320298674202762 94:-7.450057665897194 95:-5.174979435863563 96:-8.050147611466352 97:9.691346294096311 98:-7.293303264801671 99:-8.502958931068386 100:-1.41961093154881 101:5.679923804663503 102:-3.624157542898806 103:8.291955217335516 104:-7.402898735473325 105:-4.110984150974145 106:-8.251650406706732 107:1.032777138377025 108:-2.287940708855697 109:-10.27784186746897 110:4.796554992985544 111:9.042769905010163 112:6.393353939025563 113:10.24644213755784 114:-6.529601799609652 115:8.579390881946292 116:-7.126989785831596 117:-5.385685030660989 118:4.751953600581113 119:2.476188051391579 120:4.148180351769364 121:8.098140982700423 122:3.878957592812274 123:-7.090705700011783 124:-3.151877492858011 125:4.70767662733921 126:5.918916269087624 127:-9.001066681003204 128:-0.7481500521055255 129:6.474541564252775 130:5.792440425737105 131:-4.619344968753027 132:-3.327997967589441 133:9.309194099367641 134:0.4520629546669597 135:-4.289501995220959 136:9.34655322076277 137:-2.860193910737512 138:6.039758329063066 139:-9.028552253508126 140:2.259077438110092 141:-10.5541259067271 142:-7.258729640551575 143:3.280436110227187 144:2.940070938193489 145:1.67528203473605 146:-6.579023204022753 147:-1.669081234959677 148:-9.021803667162198 149:-2.810894286566289 150:0.9331108459063726 151:-4.260629703032656 152:4.776766855104876 153:1.761169108242321 154:-5.10662329986473 155:-7.384490202028116 156:-7.719990132466799 157:6.485077012614179 158:-4.580148530179594 159:-2.338475754418956 160:2.594633402017723 161:3.782216860757396 162:8.028387997578339 163:-8.677752946745461 164:3.489671976095083 165:9.979254908579628 166:0.7286810466925964 167:-5.05420859647173 168:-5.056280803279833 169:4.004793747636742 170:-3.259145670137062 171:-8.772656662954851 172:-10.1556763932811 173:-6.286977941826035 174:6.411430534547605 175:-3.226971533235699 176:-3.759199259524809 177:8.065496249856274 178:-2.913407353859316 179:-3.183066805647955 180:-4.399483260732724 181:1.739550596993113 182:6.725403495934648 183:4.056613526497951 184:0.9664851788647593 185:-0.320279214650927 186:-4.137292301748314 187:-5.356846308844236 188:-0.9909353789506299 189:9.762727905701619 190:8.287583764378194 191:-8.443707199439526 192:-3.360363642258146 193:5.58775679219071 194:-7.745795393567733 195:3.913559284379816 196:-7.410626297230523 197:-9.887057198849497 198:-7.129689965440877 199:-4.82976162582949 200:-8.069959174332435
+1 1:7.81929714616516 2:-4.489399566471944 3:-3.279060697582552 4:-4.631420193764063 5:2.513986780901236 6:10.15355011329858 7:-11.2418004874641 8:-7.850348996855863 9:6.668215336362755 10:3.584063772532263 11:-8.518045055378728 12:3.990137723039038 13:-7.190036252589418 14:-10.27504794590823 15:-6.616987234180074 16:3.372500144435206 17:6.35025764844853 18:1.912190007376078 19:-6.877213488388161 20:-1.601611277306096 21:-3.281739816252284 22:2.317075862307255 23:-8.752898286675741 24:8.626535386025465 25:0.6507548673362111 26:3.545834418306768 27:-1.637711688864839 28:-1.941623897331976 29:4.746773380432731 30:6.286763854647453 31:7.62174958198204 32:5.298338655482634 33:7.087516299064411 34:6.947782666227518 35:7.130877675966618 36:5.154863597185642 37:7.304749181496565 38:7.441136357072726 39:-8.762934603051566 40:-2.885959965745198 41:0.09601480300325616 42:0.5937054154862702 43:-0.7319062666923457 44:-7.666471878042508 45:2.501318402548653 46:6.573354223554301 47:-8.797888581755753 48:-4.821257426477538 49:-9.7253684576729 50:6.310049865306201 51:2.37324742163414 52:-2.964081686162454 53:6.437518678865237 54:-9.696899782606184 55:-2.532307100076491 56:-1.644377776987193 57:10.33560736806159 58:-8.104337251932515 59:0.4291035181825316 60:-3.472810073945487 61:8.338252386959876 62:-6.081096494602154 63:9.236592950264226 64:2.028783524399608 65:0.5180541323283392 66:-2.086651415364654 67:-5.468363892291813 68:6.808568713508144 69:8.737829641615178 70:-3.322781517221432 71:0.5130069453948031 72:2.205540123687249 73:-1.006467293289192 74:3.884793324505235 75:-3.880955348654942 76:3.981269750001434 77:1.060308888369672 78:-8.857098813198938 79:0.8723992033640166 80:6.940833966360031 81:-6.015963665299254 82:-4.131641382548969 83:4.77981460139917 84:5.914843102272844 85:7.581239963067914 86:6.773950919514832 87:-1.532359621382374 88:-8.792363091899269 89:-0.8877580719086819 90:-6.259270047571187 91:-3.844414791949356 92:-6.594968681415811 93:8.564540226850768 94:-6.409066956466771 95:-5.017985003041875 96:-6.8837018013483 97:9.26761376705451 98:-5.882927419049174 99:-5.94811008918156 100:-2.325061413427165 101:5.56907954307392 102:-3.102955951329765 103:6.625523479011357 104:-5.734041725944917 105:-3.569061499918578 106:-8.819434977237517 107:2.700584636705086 108:-2.826268423970383 109:-8.712402119169546 110:4.284583008565551 111:9.924347099182027 112:5.083547824688273 113:7.625141951599604 114:-5.729140180252269 115:10.48145223323742 116:-8.735415598250963 117:-4.875703856064933 118:3.826150224644906 119:2.424319151830365 120:2.437954329827009 121:9.229365818117369 122:4.054364923869813 123:-7.019106035342648 124:-2.221886445276669 125:3.847790036380318 126:7.489121503549027 127:-9.576450459687337 128:0.3407344548106341 129:6.015655969579401 130:6.585130217603941 131:-3.880507917746975 132:-1.442462893570182 133:9.019860475283624 134:-2.060167415347288 135:-5.510431643276112 136:6.010780033058939 137:-3.952924060360711 138:9.10881242827881 139:-8.738093265435941 140:1.514544502303962 141:-10.77928904944091 142:-8.281815487686998 143:6.462832053103976 144:1.359343797089963 145:-0.3916861529555031 146:-5.859148449424948 147:-1.597043778940738 148:-7.399211202931036 149:-3.404753803055875 150:-1.615557079817398 151:-2.465922958920711 152:4.750613009192779 153:4.69993969684874 154:-4.652333153446306 155:-8.499990623196467 156:-5.854523291248935 157:7.158293673973748 158:-2.735348150372199 159:1.15183386622717 160:1.856891223783223 161:5.973782411976402 162:7.369484214702927 163:-8.736469132028617 164:2.434008042557946 165:7.633961285948772 166:1.125281345859221 167:-6.318805535253807 168:-5.619593298070367 169:4.411118904663487 170:-1.899423023660568 171:-11.09228055485346 172:-9.017960484902359 173:-6.84974408811043 174:6.826160128409287 175:-1.335232822053695 176:-5.284379863813814 177:3.658313285141808 178:-4.940490562831508 179:-2.755223432692291 180:-3.522857854732439 181:2.498187762053169 182:6.864016382000287 183:4.306256009014263 184:-0.9413364969741831 185:2.267739941203896 186:-3.837616656092388 187:-4.84493834780485 188:-0.2456606462557396 189:10.12544540965227 190:7.089768894593638 191:-10.4640102126199 192:-1.133880281151612 193:6.869522391618935 194:-6.88600880282653 195:0.5753759950026712 196:-9.172292162630134 197:-9.928350184458122 198:-6.679065729294202 199:-4.497686646141805 200:-7.639949739003675
+-1 1:4.775337479626774 2:5.789033890918533 3:7.334230439411449 4:10.54983363958411 5:-10.04023155554356 6:-0.5201468088914303 7:-2.041914856037233 8:-1.300136883545797 9:-6.034869080269572 10:-5.72753308164063 11:7.015356759385612 12:-5.554955672471621 13:-4.578913910570771 14:-4.473387173793603 15:-7.835539585282819 16:5.116997846408371 17:-4.128325592799356 18:4.369444753543982 19:-0.5987365558460923 20:-2.733131755911409 21:-2.557234156650834 22:-7.650635849377066 23:-10.86075731783962 24:-4.394826596064725 25:-1.017510379728601 26:4.338592088218221 27:9.214563877881435 28:-2.010042021923439 29:-10.00669928220127 30:6.651976436113985 31:-2.675537684509961 32:-1.814489560132293 33:-9.255704964411001 34:2.242468880168888 35:-5.203680129937714 36:-1.84576665353015 37:5.549811368344497 38:3.434571559355013 39:2.878814267871968 40:-8.706570853635951 41:-2.094857285419657 42:1.718029666517939 43:-5.259303681431274 44:10.12206190954817 45:10.11635623844311 46:-1.280922259486229 47:6.773946082119071 48:-7.150761053282489 49:-3.288763749618139 50:0.1500362372759307 51:-7.122881787517327 52:6.230213281985429 53:6.409281370489722 54:-8.666323099793036 55:7.582943381780813 56:5.125507667997997 57:-0.5970164800870128 58:7.00666326406323 59:2.474674483682203 60:-4.143861175698603 61:5.868714192647784 62:-2.712205314048852 63:-3.099957561366128 64:-2.477426514168708 65:-2.438018906396574 66:-6.214332277442391 67:-10.09957283188905 68:-8.795096161380991 69:9.226684657036287 70:7.689416224033219 71:8.16857703792669 72:9.159925652514923 73:-2.784324626178689 74:6.038667944625109 75:-1.343082569472858 76:3.824646581073242 77:-3.657548361296856 78:-1.853738940156495 79:7.636129761374431 80:9.859896258727789 81:-2.469814089222102 82:2.867562767064058 83:-8.558578653215871 84:-2.294463706198969 85:-0.7509719065432436 86:5.605066248928547 87:3.275772978031365 88:-4.140875444771476 89:-4.671862447449271 90:0.4040066636245008 91:-5.695714034093102 92:-4.7718254099615 93:1.07621251996879 94:-2.306514291304858 95:-4.365471767648607 96:3.507438570309374 97:5.892272055996442 98:-9.338781579756777 99:-6.466278614732153 100:-2.876106841449237 101:3.527237261986762 102:5.434689052119217 103:1.408566300515504 104:-1.715902037649521 105:-5.828414005046439 106:-3.746211452828733 107:1.779985176964206 108:-0.4483789413825409 109:-0.5527600765077192 110:-0.3147603740538183 111:8.475223079966892 112:9.410680671952516 113:8.444668385919302 114:1.310736727484081 115:8.891121835103627 116:8.434385273059355 117:-7.967716941322566 118:2.832542012130951 119:10.87404173274571 120:1.12188065595843 121:2.883022236592559 122:-3.746144653702144 123:2.621165506235959 124:8.850269979718938 125:3.329870180063462 126:1.488015290417559 127:6.902162059649037 128:8.508550916064872 129:5.227237260055431 130:1.577132175308335 131:0.3854899923028706 132:-0.6892751873134987 133:-1.951890276453423 134:1.740747366616714 135:10.40419610961846 136:-5.474650560132698 137:-2.533982871710923 138:-3.301520550731732 139:-1.849449239473868 140:-1.689058622492614 141:-1.065934315564426 142:4.410193589081069 143:-3.764557692035281 144:-5.035117872501385 145:-0.528759202699758 146:-6.582552622020704 147:9.199132687255728 148:-3.197373539537715 149:4.197409857121381 150:5.108983696580607 151:8.12767836922537 152:-8.249381059462575 153:-4.369118406468509 154:4.472652987453993 155:4.418536038316631 156:1.258364585600087 157:-6.514013571889476 158:5.525303255057088 159:5.605121330970177 160:8.472377773747963 161:-2.49851201367155 162:-2.914605607444729 163:-6.213055404945242 164:7.934613240729128 165:3.755922474335114 166:6.718341769933146 167:7.155867579906332 168:0.3998694425438025 169:-6.852466754537182 170:4.439600528015927 171:2.205635724552598 172:1.421056707117366 173:4.247313483943221 174:-6.904566656800249 175:1.006343377145538 176:4.04662837626699 177:4.927569798183333 178:1.640274905482154 179:-4.899110592822014 180:-1.386303712801235 181:0.416041158084963 182:5.107576573500831 183:1.884164092928317 184:-4.754668922806806 185:-6.636086342713229 186:-5.883557961948558 187:-5.007436761637111 188:4.062561307579881 189:-11.77489010505281 190:3.156639176638048 191:-1.231826724876437 192:6.885358549924242 193:8.267827179847401 194:6.664333418981744 195:2.457223209949806 196:4.866738661887734 197:10.28328964866984 198:2.01559196549196 199:2.078528594745857 200:-3.273815904848326
+1 1:6.901732685390012 2:-2.027967521611806 3:-6.35809460385148 4:-3.092625046340111 5:4.941066447285075 6:10.05596514406716 7:-8.848409569592899 8:-5.811426695266997 9:6.293744761314204 10:5.14120071346858 11:-6.274146632786319 12:3.121912908887286 13:-7.416764925762602 14:-8.075131957006267 15:-2.990057833490851 16:4.213077192920901 17:3.618889203751354 18:1.451359958499591 19:-6.649044014615537 20:-1.088581694166957 21:-1.825220697553399 22:1.81127684527924 23:-7.932669836715583 24:7.610728611909521 25:-0.9593740790991052 26:3.773854693286001 27:0.6609207430893037 28:-2.986094732574086 29:6.284200015394644 30:6.077804021715845 31:5.496575853750063 32:2.748054658218622 33:6.951526084496054 34:5.599269271956815 35:8.262142361260729 36:2.740903020494873 37:5.776187879681742 38:6.315134621080919 39:-6.817084375315158 40:-2.394669396752543 41:-1.881874588138898 42:0.1296290232841237 43:-1.733029389054221 44:-8.132854672309648 45:0.06454993766572592 46:7.910190846666625 47:-9.492977189213596 48:-5.22206295534607 49:-8.115180927302458 50:6.490679787587616 51:4.262869833880916 52:-2.383810029434171 53:6.147743553304015 54:-8.11077783207365 55:-2.02924612953315 56:-3.379649017078409 57:7.297531527216615 58:-7.865025734204453 59:-0.04520317101776317 60:-4.830367057457039 61:6.496397934270966 62:-4.68350933317838 63:8.745948288506364 64:0.6610638135413046 65:-1.006138693135633 66:-2.286045697169059 67:-5.349896738023724 68:8.182710484875953 69:8.543862164174948 70:-6.366634547180934 71:0.9581565820809481 72:1.401884286491108 73:-1.57103270725004 74:4.090478096660441 75:-3.918870723993167 76:1.813211721547034 77:1.612848663873579 78:-10.00335841078207 79:1.914196975075931 80:5.417739751677376 81:-4.564335815642537 82:-3.395315450717427 83:2.906584306444262 84:7.410042367501649 85:5.404684191184085 86:6.655656649083618 87:-4.390355113548807 88:-8.0086557314113 89:-1.273478962567557 90:-7.69165258387215 91:-3.543757084074929 92:-6.934983884378688 93:8.793101159617665 94:-9.988695449482929 95:-4.911003753379998 96:-6.346036711957411 97:8.864398056954068 98:-7.033198078840157 99:-6.067404188133383 100:-0.6459636905013288 101:5.721689029678196 102:-4.715270591068724 103:6.804329642631595 104:-7.265568520188122 105:-3.610632853502942 106:-7.101453338766986 107:0.9433142373260939 108:-2.361401955395416 109:-11.97752006958294 110:4.497233811356329 111:10.26304128765401 112:6.468549267977274 113:9.041938421177928 114:-6.395970984902164 115:10.6728086163376 116:-7.668940896352901 117:-2.078805614201089 118:5.581619654657457 119:2.05911123914609 120:3.689238932871855 121:9.958757002632007 122:3.836052129505527 123:-8.828297700865516 124:-2.622763398053035 125:3.876779921069986 126:7.299929902227329 127:-8.049869530327671 128:-1.196371512477612 129:6.659603004380756 130:3.795636203266597 131:-2.387080654773867 132:-2.37847176715639 133:10.47132931509892 134:1.275891686061215 135:-3.849702843466475 136:6.544323930218777 137:-3.811919813113527 138:6.782341679552869 139:-7.629924218744049 140:1.220775252827262 141:-8.931248614366947 142:-11.42798810527412 143:6.301499117646514 144:3.529490892286347 145:1.492771922244221 146:-7.665874602527057 147:-1.45580823074001 148:-7.623066186994345 149:-2.119229857893158 150:-1.017586916788046 151:-1.962116069082517 152:5.44288661058999 153:4.352226194543648 154:-2.909681574986831 155:-9.067779511700063 156:-6.741500924745773 157:8.017913079782268 158:-2.557810583066068 159:-4.210639121036509 160:1.344294763840336 161:6.527542829414037 162:7.2862359166337 163:-8.820462996302094 164:0.5969135180352567 165:8.334482326951548 166:0.2633253703856346 167:-6.840080400909951 168:-6.810905966638155 169:3.512602218312584 170:-2.633172389789964 171:-9.103936041674379 172:-9.196970263116894 173:-5.991232768636313 174:8.689540723972319 175:-3.076634766741992 176:-4.980566376091363 177:8.778067309628311 178:-3.622965961244025 179:-3.06153784071312 180:-3.982567840121306 181:2.57733681700094 182:6.551453518411363 183:3.868747263496771 184:-2.113015673626478 185:2.330183935174434 186:-5.817038039175293 187:-3.588384002074808 188:-1.753949013435863 189:6.964300504978612 190:6.188414967029814 191:-8.736105451400904 192:-2.163694660264712 193:5.348946006397402 194:-6.26852770173573 195:0.4239067519435945 196:-8.873162402553698 197:-9.732780737373387 198:-7.083419148815106 199:-4.5467999778176 200:-6.565408879423856
+-1 1:3.683622579613883 2:4.565864624585902 3:7.038372301968206 4:9.605068653337259 5:-7.661184664911809 6:-0.1823163107519751 7:-1.496277617824063 8:-2.596048137378398 9:-5.534093263860352 10:-6.589507334598204 11:9.172167177457426 12:-5.295484620540004 13:-8.330357477745315 14:-4.076685529090307 15:-5.542939955729591 16:4.908532764019406 17:-3.963460218126372 18:4.828072771464845 19:-1.843822019221354 20:-2.451641339429811 21:-0.5533804311655162 22:-10.12067659307171 23:-9.326740085168696 24:-3.152202942417267 25:-3.311308848387781 26:4.020452673193494 27:9.560190377153155 28:-1.069749626570511 29:-7.712519425591676 30:8.548278467427579 31:-1.522033750265847 32:-0.5320146914338658 33:-8.002730713791749 34:1.713071224520294 35:-5.237928498949568 36:-2.4345079161303 37:6.790235978971177 38:4.740373388957314 39:3.676721345948898 40:-9.523576073155674 41:-3.222724865075147 42:3.111393823773481 43:-6.410091623058539 44:8.220366211013483 45:8.908379085126077 46:-2.169900671020746 47:6.353761949278188 48:-8.294588865527293 49:-3.183894806083681 50:1.54575512072727 51:-8.917824668276161 52:6.429667897911399 53:7.671052781036535 54:-6.849822957255765 55:8.294486493474373 56:4.715667665356438 57:-1.332801167167222 58:8.194992234009796 59:2.93865119601431 60:-2.120168458498912 61:6.617081135406791 62:-2.829459536956761 63:-4.086459362006419 64:-0.2208007438490069 65:-2.549365064374785 66:-4.107420106515387 67:-10.89935164014484 68:-8.702171691276536 69:8.681821695858305 70:6.411820255368372 71:7.10682091144605 72:8.934821128543566 73:0.4213417464407578 74:7.720100287084415 75:-0.6039964606144953 76:6.167183206620614 77:-1.899695634114758 78:-2.22899053797223 79:8.217997819147584 80:9.619051424388021 81:-2.413148857691595 82:2.933430322215106 83:-7.357250860380944 84:-2.017824347921147 85:1.815107774937437 86:10.19317707800637 87:4.000275485960541 88:-5.344842115749898 89:-3.386294693128407 90:1.87304120854588 91:-5.806032200336086 92:-5.125005639004206 93:2.091911178690519 94:-2.980992280875948 95:-2.889443866960706 96:5.311134744172773 97:6.5269593859391 98:-11.11895917826318 99:-5.725022064825398 100:-2.432079058814657 101:4.204111906360089 102:5.57334917113481 103:-0.7745133753468234 104:-1.135597009557282 105:-5.664003717743386 106:-2.063865069853247 107:2.738630851870902 108:-1.777823192054539 109:-2.373922123183488 110:-1.018282672922885 111:6.98640163677462 112:7.864468851198033 113:8.067511392102773 114:1.167682152835674 115:6.430748679348945 116:8.50365892990142 117:-8.113177332156305 118:3.805356355182448 119:9.294949939213172 120:1.607437258167755 121:3.048916238701103 122:-3.720732037976052 123:0.9143158603393764 124:8.602487176180839 125:6.035375917221032 126:1.34578895708076 127:5.893932278680598 128:8.487979780171118 129:5.322700355837237 130:0.7892537680690033 131:0.6701064372172975 132:-0.889237784987714 133:-1.825165206549956 134:3.348047923448095 135:10.05380786328405 136:-7.372267885323319 137:-4.310605989053083 138:-4.292282407439793 139:-3.690559092398331 140:-1.301069750265519 141:-3.03822143096248 142:5.41605449560026 143:-2.19740109087258 144:-3.980601726702565 145:0.1264866516839068 146:-7.625485102570979 147:7.121720394023111 148:-0.8034572123196955 149:5.086907976507492 150:5.766982497694745 151:7.232121626793834 152:-9.114056467193162 153:-4.983657415588093 154:4.105884363009129 155:5.552620547570413 156:2.625966122023923 157:-5.739653526362787 158:2.096927216297638 159:5.057212986578145 160:8.443586389957684 161:-2.755067168735618 162:-1.955633288546215 163:-6.313035979540818 164:8.215191808463247 165:5.741694322383339 166:7.125921912243502 167:7.10105491849388 168:1.290132155341363 169:-5.753860573945317 170:3.641748447048804 171:2.010501282183172 172:-0.2923339669144307 173:4.255718361780178 174:-9.585494815929236 175:1.324603711127931 176:4.103392628977352 177:6.750171863992506 178:3.36095544064267 179:-3.214466419213402 180:-0.9424041007031723 181:-1.55065754760691 182:4.749603126860584 183:2.635909784373012 184:-5.133199231125026 185:-4.621526531049251 186:-4.663302016736294 187:-1.000904501707123 188:3.729717222019762 189:-10.53907111430705 190:-0.3205308910459577 191:0.7930864295973761 192:9.20037507442051 193:10.95420362170357 194:8.842530493491202 195:4.41948538374967 196:5.233048727720552 197:8.144788960143089 198:2.310365691559584 199:2.467724200314533 200:-2.541329368686808
+1 1:10.84118823821847 2:-2.768528648134572 3:-2.306470473769103 4:-3.393485633783845 5:3.737528070425093 6:9.459952780968097 7:-10.13284497827355 8:-6.12573213691433 9:5.346746665405647 10:4.148797558255653 11:-5.899863977460043 12:4.377138661239831 13:-7.810154310240145 14:-9.34848487881816 15:-6.144370175617692 16:3.908461187099737 17:7.224300608542315 18:3.013365878412507 19:-6.822179021812596 20:-2.227400010211179 21:-2.079639747671291 22:1.455350148598547 23:-8.900960952198414 24:8.790976235395028 25:0.230067911825084 26:4.174283010550005 27:-0.1729201261698821 28:-1.60241228176596 29:5.262424968839147 30:6.858225970832517 31:6.649213283026572 32:2.847791733451993 33:6.257433095360427 34:5.888268405041093 35:6.807268374500189 36:5.449084134985275 37:5.502738386462164 38:5.919718947066002 39:-7.405874346240335 40:-3.834387056746903 41:-1.174023850975621 42:1.408684990826983 43:-1.690928616996064 44:-8.681607167420557 45:1.518069955166714 46:6.399482101384039 47:-11.38908644195642 48:-6.573215593110506 49:-8.353644284494232 50:7.65295470454676 51:4.947045862920898 52:-3.512632367111365 53:6.814385854143033 54:-10.41664814816898 55:-2.245544151369093 56:-3.305047801747567 57:7.971613274120793 58:-7.865549662331961 59:-2.137065537297492 60:-5.547161493199782 61:6.539984314863926 62:-6.596434344471954 63:8.757425838554482 64:2.646077423596543 65:0.9691190747576832 66:-1.586771585048966 67:-5.098286419692418 68:7.894626510925971 69:7.987318578651514 70:-3.428159403758156 71:0.001459567307837695 72:2.539737820693731 73:-0.4496884192789208 74:4.955359987823347 75:-5.424914051415287 76:1.298248841348745 77:3.683882590810565 78:-9.869940466308382 79:0.1392780556430775 80:4.209869708031664 81:-7.020441455911482 82:-3.695176932995143 83:2.36120036217416 84:6.524481803700073 85:7.857402400887295 86:6.072877578038262 87:-2.798882416144119 88:-7.090274596611563 89:-2.918930234611834 90:-7.449755343141078 91:-3.762557554191571 92:-5.561949216907498 93:7.942463562780138 94:-8.138757656281843 95:-5.945337875549142 96:-9.656399497955393 97:9.622219796483353 98:-6.566992966097704 99:-8.608783075967402 100:0.9588469885962989 101:5.763743943249969 102:-4.689851212433485 103:6.162975752430272 104:-8.176397369558458 105:-4.907217339055463 106:-6.989894591814202 107:-0.05355757546352824 108:-3.769735216934985 109:-9.411656747301931 110:5.747435889073488 111:8.191317654089652 112:7.019626467163527 113:7.970359540933799 114:-7.110677498411181 115:10.59293863377844 116:-8.158463666987929 117:-3.874212052102828 118:4.654325264451092 119:1.677621996445839 120:2.423113056775745 121:7.510905197814202 122:2.555494183417229 123:-7.019904822216512 124:-2.831587317677983 125:3.397613199219581 126:3.662662060660044 127:-9.668720105394234 128:-1.498913244324413 129:6.411373039568733 130:6.125191950001009 131:-3.735049843583687 132:-2.399930525022281 133:9.553919199755612 134:-0.3602845767115237 135:-4.282724804740567 136:7.193271367758866 137:-2.083224001073758 138:6.055894701274743 139:-8.929110017456887 140:1.527418654911898 141:-11.00358520476147 142:-6.795932872682189 143:6.178643673720125 144:2.863399590587332 145:1.415593562402635 146:-6.643340028954142 147:-0.6598108665597782 148:-7.191297935570411 149:-2.150620951291186 150:-3.323101264699526 151:-2.697439010984815 152:6.130998909059527 153:3.814893060730405 154:-5.68756125777764 155:-7.517287887388187 156:-7.052040971784337 157:8.10924372846833 158:-0.1692950744905042 159:-1.821842475825551 160:1.931945895889754 161:3.343893876507214 162:6.092769598353769 163:-9.645722271644864 164:3.780264337355315 165:9.202891919905895 166:0.4476645004607385 167:-4.217461464377312 168:-3.641709127220272 169:4.975400452775542 170:-3.363294368849935 171:-8.871551212772744 172:-8.671256256538536 173:-7.182742338753166 174:6.405722826408178 175:-2.244882919902918 176:-6.099860152943343 177:7.537168226908537 178:-1.710355127698556 179:-3.543256135532991 180:-4.343116709423114 181:2.347296219243722 182:8.081779709276764 183:5.067139639549029 184:0.3119404555181995 185:0.3598398836531591 186:-4.206698657704228 187:-6.522592529275931 188:-1.317635803001824 189:9.358566471903272 190:6.605371442893532 191:-8.258575758826405 192:-2.319410715754613 193:6.14166230204619 194:-5.607640102852816 195:1.731602744374223 196:-7.452133074689533 197:-10.67939559179509 198:-9.211783798874771 199:-4.537299510261655 200:-6.778484773018497
+1 1:7.673249176568523 2:-4.48100414894289 3:-6.063290677678275 4:-3.345487724359756 5:4.223159267733049 6:10.47494525470538 7:-9.405459628743881 8:-6.997370520292423 9:6.922405013175605 10:5.766075392648325 11:-7.63273170194167 12:5.058549766870841 13:-7.160904542538603 14:-8.495905756464241 15:-5.053848741658173 16:3.326242120125824 17:4.577148401782678 18:2.206496158013441 19:-6.937214416831187 20:-1.780369060269746 21:-1.522309880190509 22:1.161865379779848 23:-7.533219201235663 24:9.221585787310769 25:-0.5973766397236422 26:3.290535464618615 27:-1.215746022140709 28:-2.547755255192802 29:4.501452803841444 30:6.974882095418002 31:8.874305664044652 32:4.142457759003642 33:6.099557825139769 34:7.005515441018222 35:6.015242885921006 36:4.966753870243044 37:5.372157242019488 38:6.510899931915106 39:-8.59717413390231 40:-4.781246235221083 41:-2.198319950688661 42:-0.06610256183473973 43:-1.447673167518992 44:-7.828776401824687 45:1.958633983496113 46:6.766353276469342 47:-10.53139783235527 48:-4.481413834257783 49:-8.232633914651673 50:7.386126486025021 51:3.726649842901264 52:-3.173999124318198 53:6.705240246941389 54:-7.487329807273601 55:-2.525910333642266 56:-1.019369856149423 57:6.801288325859606 58:-8.652263065281982 59:-1.374885558666485 60:-6.337476226945325 61:8.324171881906071 62:-4.962692844523158 63:9.940436046629969 64:0.9520309099531752 65:-0.194640022699774 66:-2.486390368519173 67:-6.483804661958033 68:8.450147811084253 69:9.605718880848295 70:-4.707027887512447 71:0.3763267730644564 72:1.839214920762748 73:-2.469519822179499 74:6.861811726800207 75:-5.335374513420488 76:1.885594038088287 77:1.974552880130142 78:-10.27634464769129 79:2.54169554151145 80:5.646864672158802 81:-5.470813013450796 82:-3.649441861340514 83:2.654852579762732 84:6.357670624179744 85:9.355282691356459 86:6.057643926878903 87:-4.30032932554739 88:-7.141656781840428 89:1.229547506467834 90:-5.981618815194352 91:-4.788386077308322 92:-7.91314051551097 93:8.9653644376539 94:-9.522913208108095 95:-6.607996282917282 96:-7.707206936609809 97:8.398457117484053 98:-7.479448558884106 99:-8.153124068151614 100:-0.8345025128068647 101:5.380557051531611 102:-3.344250037571095 103:6.711199156384437 104:-7.347936003092131 105:-4.527029405471636 106:-7.448858442032593 107:0.9112401209503926 108:-3.705792853187495 109:-11.46364294407049 110:4.969442292610994 111:8.835461079635651 112:2.616900623222011 113:8.496740143229175 114:-6.040277860077849 115:8.13335604911615 116:-6.945742541976487 117:-3.935743136910006 118:3.673390247807591 119:3.139717383128654 120:2.595517368499711 121:7.542540288795957 122:3.139491719757505 123:-6.831135207639616 124:-2.570843708085516 125:3.774047870441192 126:7.22521055723728 127:-7.949316426175282 128:-1.162931580906138 129:6.777654551512335 130:4.670021355420823 131:-1.996043971621449 132:-2.467951931832055 133:10.70799586196334 134:-0.1948395387766657 135:-4.465798298516531 136:5.412002147584276 137:-1.599539112815399 138:6.971440600888308 139:-8.178629805192768 140:3.250829182015943 141:-8.87630915725587 142:-7.52730269048064 143:5.437964607603515 144:3.877636166380983 145:0.5538568700666668 146:-5.948798114032853 147:-1.002304545615616 148:-8.439845826176942 149:-1.779724928918819 150:-2.233556793365772 151:-2.144443849241672 152:4.267649150392348 153:3.450510053907243 154:-3.378158762641208 155:-8.703867857654171 156:-7.466515452657454 157:8.012946769908529 158:-1.772400122567786 159:-2.901410628462223 160:1.852421992592227 161:3.495040266529818 162:7.095344498756134 163:-10.24295527223196 164:3.442019423092116 165:8.091813074306661 166:0.8735210090208696 167:-3.344007505246027 168:-5.136724616882343 169:2.320528984706439 170:-3.421967105200137 171:-9.577959715676833 172:-7.704425643936542 173:-5.757704969251154 174:8.101973585342161 175:-4.147406019795049 176:-6.532128521911906 177:7.214458647702758 178:-4.175913016658387 179:-2.33927555448625 180:-4.746457182231256 181:3.019581055250339 182:4.686267803469995 183:3.437374975086769 184:-0.6866671371024691 185:1.233104181080069 186:-4.762923485893809 187:-3.113240349396498 188:-1.804991381889793 189:10.96024525970235 190:6.827693967703951 191:-9.809695586827935 192:-4.384873516566095 193:7.666211977228909 194:-6.769170703839949 195:0.2491623424090032 196:-8.529610677989137 197:-8.594731269791907 198:-7.002254857948391 199:-4.132360494785311 200:-6.158131527249072
+-1 1:3.244390765775221 2:4.361083365763808 3:7.175529161055306 4:9.171092922999144 5:-8.427141441566009 6:-0.4330420837822526 7:-3.599115640020776 8:-3.749231109125716 9:-4.85376211566093 10:-5.856707833048342 11:7.97912122487229 12:-4.959290652707264 13:-7.853500260621914 14:-4.449818522235056 15:-8.691403991852487 16:6.578184426292912 17:-4.335558706100033 18:4.332018633168494 19:-0.2426693402593036 20:-2.028026218661893 21:-0.5063188287204833 22:-10.42234904645251 23:-10.27815144164654 24:-6.4938194663593 25:-2.697174122781149 26:4.506185421521629 27:10.74171673806252 28:-2.344309504116655 29:-8.131712428938165 30:7.439602144833303 31:-1.693730382832916 32:-2.058085251263238 33:-9.619053574439606 34:1.656839629138434 35:-5.925718673850771 36:-2.023805091004036 37:7.886287742804923 38:3.806373239596613 39:3.388694555424384 40:-6.446612114703198 41:-2.521583531690999 42:4.046638461359948 43:-6.631957241500605 44:9.12067655461421 45:9.326219818105677 46:-0.4426190358742155 47:4.519778517556475 48:-7.580896551689967 49:-2.399319886800989 50:2.256877909285166 51:-9.502501201611976 52:5.82460643082052 53:6.62185403073699 54:-7.301318159295617 55:6.472186602216055 56:3.973601532336639 57:-0.901860827218653 58:7.361798129361012 59:2.898259251897081 60:-3.190694748494719 61:5.629707265971236 62:-1.975043410749328 63:-0.6932169054081729 64:-1.540280345916088 65:-2.715825605162187 66:-5.451202627948104 67:-8.777817968727442 68:-8.379195412903451 69:7.608979964360621 70:6.898879511111879 71:9.577787130224625 72:8.316566535620547 73:-0.2349590525625874 74:7.635970440958541 75:-0.2775679415236944 76:5.916138816149748 77:-2.219141343329562 78:-4.010613794551116 79:8.866870215058375 80:9.780074247292154 81:-2.066013123796806 82:0.6847875633206865 83:-8.692405420348365 84:-0.9863565312093685 85:-0.6878628559701863 86:7.653609920428694 87:1.405153739338107 88:-6.49139262611194 89:-3.690516485220372 90:1.530938580776283 91:-5.968351641504721 92:-5.38730695384075 93:0.2576692136325092 94:-3.797780986686477 95:-3.650617039081253 96:5.20496056609757 97:7.496407501817912 98:-8.055675755106876 99:-4.130106542770938 100:-2.535481085937238 101:5.589037894646923 102:4.097329512771854 103:1.270891582514008 104:-1.468555910073368 105:-6.228442545713079 106:-3.163493657213439 107:3.690806318744027 108:-2.312109983899987 109:-1.118966267969328 110:-0.6082680570686422 111:6.542805847533985 112:8.42024720570666 113:8.509664026111791 114:-0.0580067906879016 115:7.474828811835804 116:8.535357897333474 117:-8.059188482524325 118:0.8675283661041512 119:8.113944785662559 120:0.3319938147616679 121:3.416695517660933 122:-2.592599691312079 123:2.074835765548839 124:10.01804961824004 125:3.684689132541391 126:0.6230876267144881 127:8.300055134654349 128:8.510808352061444 129:7.325309581465032 130:-0.08952660077411256 131:0.8660535574586313 132:-2.950499106510044 133:-2.643125309545287 134:2.084195883680756 135:7.946525782515334 136:-8.089873979768214 137:-3.722960795007275 138:-4.261334166011629 139:-4.499715422013415 140:-0.7060270636745372 141:-3.530694805094716 142:7.585504827730203 143:-3.77462326836424 144:-4.793010422446539 145:-0.7792079998585806 146:-5.645952100532708 147:9.199080489493511 148:-2.097011226237044 149:6.218370127597273 150:6.702211686756359 151:5.305366854705889 152:-8.851122801876226 153:-2.564063056713365 154:4.326574009380264 155:4.656646853553776 156:2.132583233780511 157:-4.804139089879047 158:2.454887035973115 159:5.127070414328337 160:8.643032949867962 161:-5.417766682809246 162:-3.172990424787905 163:-7.446538143371381 164:9.361596365236435 165:5.691743864291777 166:7.241008355047514 167:8.572776707270096 168:1.06289445352898 169:-6.490983206083038 170:2.388084361870144 171:1.30986301953931 172:-0.3291250930278627 173:5.311990893531901 174:-8.968654731481207 175:0.381035341530513 176:3.91055673664739 177:5.570572417754434 178:2.261366338223344 179:-3.985656994156316 180:-0.3354772398567532 181:-1.279171770737375 182:7.257978097261596 183:3.163385194237347 184:-4.855449250077309 185:-6.834987981777778 186:-6.933993769082363 187:-0.8275108532814606 188:4.86220527585537 189:-10.76644180097145 190:2.27244062347291 191:-0.1329974113077351 192:8.197036304743305 193:8.438473596964144 194:6.537001816912406 195:2.324344178410725 196:4.187302339348172 197:8.286825389672382 198:2.493366128178661 199:0.7401024130816556 200:-3.142319636757221
+-1 1:3.14998260136893 2:4.118119371638806 3:7.442716644755583 4:10.3899176701634 5:-10.25235772552019 6:-0.0663813788000378 7:-3.039023784127181 8:-4.406282716465491 9:-5.923042590648269 10:-6.197228871558876 11:8.028625398124079 12:-5.841066413467412 13:-7.961919837222797 14:-5.453627762789861 15:-9.572390176561443 16:4.545064669059544 17:-4.205923553228486 18:4.033381840280466 19:-0.5644913383800739 20:-1.992345976904462 21:-2.388844524310188 22:-9.249644102382238 23:-9.392093046685453 24:-5.629754014928785 25:-2.48195913400584 26:3.798440104875343 27:5.683678646828448 28:-0.5432088106417576 29:-10.96013780771134 30:6.423420767135065 31:0.7504995834169879 32:-1.646557153627442 33:-9.957162669573322 34:3.354429932787417 35:-4.46630368617577 36:-2.637829324708068 37:5.306314536963837 38:5.548614808420314 39:3.912833137324509 40:-7.820719967306246 41:-4.42965614512773 42:2.591354969558141 43:-6.780142269398769 44:9.400645179085895 45:8.048934075668335 46:-3.380283850026094 47:7.676098604318714 48:-8.256803152573291 49:-3.266801259183821 50:0.6794071188540545 51:-6.097305619486077 52:5.223395632305889 53:6.051221125471703 54:-6.823308931096745 55:7.837913134826421 56:4.534354143150078 57:-1.038432310719096 58:7.060878162198601 59:2.899642487891759 60:-2.891231642638262 61:6.081919631414796 62:-0.8848127077193252 63:-3.649790134506544 64:-0.935730030160093 65:-5.326313498120896 66:-4.548378033812711 67:-10.15697919123516 68:-8.02618262653478 69:9.26048845685334 70:8.668960004558876 71:9.008368975658577 72:9.560411546398194 73:-0.6217869775632479 74:6.884563712355414 75:-1.807728341659142 76:2.96568911692594 77:-2.360738464698543 78:-2.184070776781994 79:8.09648402009536 80:9.395612185200937 81:-1.461395014086676 82:0.1784991185544178 83:-8.615730796804549 84:-2.519608684984634 85:-0.4465028546265144 86:8.887682556600659 87:3.460127555811278 88:-5.462446616689173 89:-2.336025741855271 90:0.3193208637691325 91:-3.541948002479419 92:-4.991271675123174 93:1.377778161002677 94:-1.750727335531153 95:-3.927596251889057 96:4.572447086802 97:7.051948948578411 98:-10.63518694127738 99:-4.685529083552158 100:-3.412682296836413 101:4.801446334789791 102:5.165301692703292 103:1.659148148218418 104:-3.077943246620538 105:-5.862408840143996 106:-2.766155474875692 107:1.947434851100869 108:-0.05917845289734114 109:-2.265714607030928 110:-2.740824554208228 111:3.731355739272786 112:7.85057836287901 113:9.655506362064616 114:2.033019159091532 115:7.500842434287935 116:7.885792309572911 117:-9.530033247648142 118:2.672869852570543 119:8.038919497487845 120:1.694595595315859 121:1.408481843332219 122:-3.36830691597933 123:2.913856895957254 124:10.24015172113185 125:4.620474425145512 126:-0.1292418225470925 127:9.377507976468177 128:8.135117459357554 129:5.818977937538859 130:1.250531716227067 131:-2.174471628335483 132:-2.741174767514856 133:-0.1200582099569703 134:3.563277695730695 135:9.731086075378323 136:-7.033344576190345 137:-3.69331971336329 138:-2.929767015611683 139:-4.834131678415829 140:-2.160797094490645 141:-4.498459785512636 142:5.24953812464968 143:-2.164044669981322 144:-5.408085266248676 145:-1.060861351660275 146:-5.703127550640867 147:7.082410811724395 148:-3.722998800874367 149:6.383420624955349 150:4.773412268313521 151:7.921872171309046 152:-10.82198787394594 153:-3.057074630157475 154:3.137847171920215 155:5.491011321498526 156:0.8799547592957059 157:-5.35252636885584 158:2.637566987450521 159:5.016813551346498 160:9.525332739445044 161:-6.067190229355974 162:-3.554572867838571 163:-6.018537340938662 164:9.085714879384319 165:5.456816863694152 166:6.515956098355898 167:7.124888077855092 168:1.35943992593519 169:-6.464280719508102 170:4.422492766017227 171:2.966134025130522 172:-3.993288173998399 173:4.423675008383608 174:-7.611456244880287 175:0.9315348934587077 176:5.014921122592709 177:5.793717696910714 178:-1.908130529831467 179:-2.626634223166056 180:-0.4147010519585567 181:-0.9043712790632881 182:6.01346971204004 183:2.440523016989288 184:-6.59133527841899 185:-5.633502415044225 186:-5.846440916944898 187:-3.127106935242832 188:4.256610987916445 189:-9.770526806721081 190:3.947881022203098 191:-0.02054481808388708 192:9.248982502143214 193:10.19208623521052 194:8.187254101217199 195:3.610570417529184 196:4.43231935046557 197:8.541632774160503 198:1.451956249309031 199:0.692226936165738 200:-2.430800206732787
+1 1:5.972933174076333 2:-2.937505589302118 3:-4.56365629555794 4:-4.019821049261335 5:4.632474294324308 6:10.30943926649318 7:-10.65536336639921 8:-5.064435836935313 9:4.574312813784092 10:3.834177764809318 11:-6.056170593493848 12:4.725817099038814 13:-7.919883034480518 14:-10.11634437841829 15:-3.234406019284013 16:4.930044293949017 17:6.210259576957601 18:2.84885944897087 19:-5.501513642979655 20:-0.4743790896703686 21:-3.724760200441598 22:1.864351595092441 23:-6.76987916414328 24:7.498588616945173 25:0.02889661986126568 26:5.033352348974329 27:0.2829890858093627 28:-2.581929653863003 29:6.376349257373729 30:5.694152125121103 31:7.265145190976037 32:3.451112432495613 33:8.834566060703036 34:3.951142561869698 35:6.152194499732332 36:3.566383497753843 37:4.675896153816774 38:4.926810381839909 39:-7.99010656505881 40:-2.79760466442404 41:1.237434915639446 42:-0.2107191428990618 43:-0.7178541990312792 44:-9.578284777504701 45:3.082698132705783 46:5.62033525206768 47:-9.698189282394344 48:-5.587056006718928 49:-7.931574076256195 50:7.558505351117249 51:4.516580766150117 52:-2.24751126439495 53:7.151787683898591 54:-8.141272201998381 55:-2.485893685742258 56:-3.577230692625943 57:7.53628294827224 58:-8.908664115153732 59:-0.8545387999847439 60:-3.386098297043579 61:5.616516511017995 62:-5.678850881718696 63:9.025573455480981 64:1.52643628020707 65:0.3330735180598658 66:-0.1413518047893905 67:-4.977563032404642 68:7.663869932322128 69:10.97903811222505 70:-3.791128761927349 71:2.018439143394215 72:4.162341886433352 73:-1.778635390257837 74:4.985372372904674 75:-4.925983422526887 76:1.015695982377301 77:3.558352687427386 78:-9.964087696826615 79:0.09565874941117403 80:5.918204657485368 81:-4.978017113187357 82:-0.9972491120899192 83:2.135427143313731 84:5.356317337675703 85:6.280353856969715 86:7.855264695397547 87:-1.817995693628423 88:-8.750858597580153 89:-0.530170563601371 90:-7.49939276553178 91:-5.405964525976565 92:-7.400578029700445 93:7.555857140961638 94:-9.01280332293447 95:-6.492110799088582 96:-8.231858310449443 97:10.02500495269841 98:-6.330249138464008 99:-8.066483096127397 100:-0.09198843416005742 101:5.743330013629954 102:-4.916950167595754 103:7.296263496693644 104:-8.386634347663787 105:-4.405374709033413 106:-8.238338388739329 107:3.473612665155672 108:-3.716022178326134 109:-8.145153117311176 110:5.693007811744855 111:10.3914205854261 112:5.470551320322098 113:10.08581524304934 114:-6.974544317263106 115:8.920075537230044 116:-6.289596232069006 117:-3.442886650646982 118:4.753715247150605 119:2.549983309531679 120:4.739882388022418 121:9.279032501616062 122:3.11911195295664 123:-6.804296196548095 124:-3.253466135882076 125:4.411175623291738 126:7.137243812014036 127:-7.990463996083293 128:-0.2360771060924693 129:7.068110077599548 130:5.277689029327597 131:-3.253708326570062 132:-0.6067935167561678 133:10.56425712578622 134:0.1380775318907013 135:-4.860526695305964 136:7.720464419267069 137:-2.409669755294319 138:6.331926301967938 139:-8.62428277449394 140:-0.2297936907306521 141:-9.278980245805364 142:-7.317522780395834 143:5.506123822721384 144:5.209422730571731 145:2.546056345806079 146:-5.177282936797679 147:-1.427118957393682 148:-7.807612070063157 149:-2.173407627647919 150:-2.590190662914372 151:-0.8914953311329179 152:5.160245618388486 153:4.602070067804482 154:-5.450892450786744 155:-9.012913864703091 156:-7.127852393945756 157:7.063024220632714 158:-1.337411638968211 159:0.1660235958435141 160:2.334824078044714 161:5.79932170854834 162:7.671544625536176 163:-9.973673762401095 164:1.435878644229814 165:9.003097871683316 166:1.656082029459916 167:-6.975082653361241 168:-6.268791603271763 169:2.958069153588895 170:-3.608311087214114 171:-9.786956995805072 172:-8.00628075029891 173:-4.602176821687557 174:7.444283970278451 175:-3.344596451518709 176:-5.079594456644047 177:7.58124657293369 178:-3.125703196330123 179:-5.060396003828515 180:-4.470070662892189 181:0.3748200888683915 182:5.274106679118238 183:5.132409796408263 184:0.6771536411506511 185:2.798224074573025 186:-4.030473993855709 187:-5.303073601995092 188:0.1390363950394253 189:8.129035190075214 190:5.273043203468218 191:-8.152299085633993 192:-2.342298573143363 193:7.471393125473339 194:-7.015462127378028 195:-0.03963855845384434 196:-9.053420690174619 197:-9.510894378209633 198:-8.098736085196929 199:-2.34140787433639 200:-7.555497726393479
+-1 1:5.080607095991041 2:3.991931014186272 3:6.371571346642991 4:9.360537632176291 5:-7.473676307965171 6:0.07795424325833461 7:-2.606679610343719 8:-2.764957221000993 9:-5.636616698294602 10:-6.002499223434229 11:7.339735060437415 12:-5.552827626871625 13:-8.112006392742261 14:-4.509068525096515 15:-7.404162768121534 16:8.045463251047071 17:-2.387852944557937 18:6.561525262321165 19:0.8589455788334273 20:-1.265291256608269 21:0.2474510640373515 22:-8.618591139570468 23:-8.213310010244834 24:-5.364748422998034 25:-2.753966627216568 26:4.119221248849357 27:8.845746668458409 28:-1.49526969396069 29:-9.200820703043648 30:8.014734724909006 31:-1.096523171277005 32:-1.949272111093752 33:-9.899624865430251 34:2.847471929290343 35:-5.021960356471128 36:-1.446352755760979 37:6.384150810450945 38:3.944717448392609 39:4.338865643169946 40:-7.764995820427852 41:-2.534900155121339 42:2.211833015174101 43:-7.199097522778419 44:9.273667210343373 45:7.928763771896038 46:-2.908631948433663 47:7.273539728929444 48:-8.306897354457988 49:-2.285961904261335 50:2.918672004016181 51:-6.702860882130976 52:7.01146989994849 53:7.976270068218862 54:-6.248133132483663 55:7.209151803664601 56:2.563954961941818 57:-1.726491834449599 58:7.94369619030414 59:2.749463494481313 60:-3.2123255957284 61:7.738847958938878 62:-1.559012356125991 63:-1.866407777552081 64:-1.877754724943685 65:-2.177300692919924 66:-4.324797542734784 67:-9.380897429849306 68:-9.211679812245865 69:10.12490145378199 70:7.434887295384245 71:8.941141590174093 72:10.30712382238944 73:0.89311575549994 74:8.23594629952744 75:-1.513220222415825 76:5.422041528416116 77:-3.677598282925985 78:-1.806593378802598 79:9.16155057973012 80:8.042170903237899 81:-2.160100237735489 82:-0.06223945738977266 83:-7.958422790265735 84:-2.101582356569357 85:0.5488745612314703 86:7.015611341773424 87:4.08528690386135 88:-4.816516737123393 89:-4.174345641057783 90:1.348342122193728 91:-4.020484747531992 92:-5.680050239720174 93:2.284555818985361 94:-2.491647394032038 95:-4.426610703007875 96:4.496300396708272 97:7.258565232560835 98:-9.956425004537012 99:-5.379709931161558 100:-4.688632010118922 101:5.035296731918419 102:5.673856895041602 103:-1.149282165530768 104:-2.679241872873936 105:-5.83800682380625 106:-1.41632152976843 107:1.106099459615618 108:-1.020979223591032 109:-2.342813032190457 110:-0.8206127356538743 111:3.700578144291214 112:8.95850683626692 113:9.946221668105192 114:0.2616999026265099 115:9.378305433067545 116:8.839009181690837 117:-9.829929292677193 118:2.285763608080776 119:8.385837825909585 120:0.667923954266197 121:3.039021440439108 122:-3.969938521153832 123:1.193238669819617 124:8.827093272425959 125:4.306236224516794 126:1.277179205993694 127:8.577730928296218 128:8.284746564293943 129:4.504407643765644 130:0.9281124359461702 131:0.07762644491842127 132:-2.131693491540486 133:-0.9489098080266856 134:0.9970818906387611 135:9.170876862597774 136:-9.037277412985633 137:-3.904925293196043 138:-4.27036654319909 139:-3.481787922234783 140:-0.3550744536060089 141:-0.4914482094092043 142:6.564543275197813 143:-2.563317867489989 144:-4.856295783204944 145:1.607231009034313 146:-5.927360259800331 147:8.136399900214149 148:0.2299707332097416 149:5.511015043036024 150:5.956152559099308 151:5.798002616208815 152:-8.870899133495563 153:-1.580749246050353 154:5.199373723927444 155:5.75575405788922 156:1.405517003617562 157:-5.257540355370456 158:2.801772192432745 159:5.207893613635953 160:7.419591421483678 161:-3.858236120463709 162:-1.813120620679535 163:-5.348387029014641 164:8.620335737008247 165:6.169102144469056 166:6.03998428563971 167:6.330167876948039 168:-0.972381056540861 169:-6.589519292257027 170:5.04591662149307 171:4.411550058568254 172:-1.012997759440279 173:5.280166354716852 174:-8.922185989438429 175:1.081544920190388 176:3.331907698764312 177:5.675289562952265 178:2.580170308566806 179:-5.889445827840469 180:-1.689280546630532 181:-0.8206393925398725 182:5.953529496962631 183:3.214768064743678 184:-4.874618164993689 185:-6.61167642651587 186:-5.194093191265559 187:-3.311779736708907 188:3.877663027980619 189:-9.015487138260472 190:4.393576834748691 191:0.2681125259745505 192:9.64682530605281 193:8.09518101694543 194:8.587530698910095 195:5.341031920990204 196:7.127647389899032 197:8.964881698334528 198:0.636550526213423 199:2.155281541392774 200:-2.413458868320577
+1 1:5.937078097309788 2:-3.574744238945952 3:-6.096189081625543 4:-3.077109438077271 5:5.623458348856818 6:7.62900231202893 7:-8.844784102599558 8:-4.165982669082343 9:5.244849169310153 10:3.969341036002211 11:-6.761075662589928 12:1.664372508138475 13:-9.954608111473128 14:-10.00262757878237 15:-5.191113741039108 16:5.817128946464138 17:6.039589321435727 18:3.486551739703685 19:-9.231197542054138 20:-1.457894973920609 21:-0.8084661649384388 22:2.252388170194704 23:-7.306222786278225 24:7.956964951202375 25:1.170406017300216 26:5.486218280314611 27:0.6971009128749956 28:-3.325349310671784 29:4.433148132077871 30:6.674789711380992 31:6.264322151169776 32:5.256788587038737 33:5.151238571066859 34:5.695819861989555 35:8.024910117473294 36:2.81150061434642 37:4.242497481196718 38:6.892195788394671 39:-7.120775513533065 40:-2.214738167813529 41:0.6029800756369221 42:0.108317054058759 43:-1.624281417254097 44:-8.00887159481991 45:1.294004701485744 46:4.793995957241054 47:-8.851882213024004 48:-4.447192677300724 49:-7.129252941294961 50:7.26421050231929 51:5.193504535383375 52:-3.133716335931356 53:7.278820493197834 54:-8.032764276771639 55:-2.401808467531708 56:-3.142603621369317 57:9.648493320603952 58:-9.700591685439862 59:-0.1110803798861812 60:-5.79989115997958 61:8.409303748622055 62:-4.865767271243035 63:8.960266734857099 64:0.3561624446505923 65:0.8327429749571141 66:-1.833942785783059 67:-5.444976824808584 68:7.282082246356397 69:7.865545024534827 70:-5.103981911274843 71:1.305144949518534 72:3.747692099567353 73:-1.88736681861174 74:4.414526038165424 75:-3.861397670271283 76:2.515452485263822 77:-0.06129707724278699 78:-10.04204882975708 79:2.026330462893264 80:5.476607007926014 81:-5.088164804579432 82:-3.336320982795439 83:3.885758230859348 84:6.910334588427487 85:7.472679940896608 86:6.878816174272267 87:-2.088159586870469 88:-8.955803051174129 89:-3.231315217349441 90:-7.061620048533351 91:-5.22397182388673 92:-7.533365057827338 93:9.639096076209206 94:-9.666855909894474 95:-6.290151529461943 96:-7.45643882926293 97:9.068250492241976 98:-7.323232505252118 99:-6.089882105687968 100:0.2402831711009608 101:6.986335354564055 102:-2.553190405419856 103:6.813605422316453 104:-6.881611250003668 105:-6.792411684395238 106:-7.962212376854573 107:2.618001841233234 108:-4.363040463053844 109:-9.232103754264188 110:5.381982921204036 111:10.55861983394234 112:6.30519275176493 113:7.450580429683328 114:-6.096020637068573 115:8.619384832527535 116:-10.19544754696026 117:-4.679015220205633 118:5.623544297863264 119:1.678848405275352 120:3.727979643781004 121:9.791464527528021 122:3.249203609776982 123:-7.103418992931249 124:-3.138683120979984 125:3.380301072330044 126:6.286561869753174 127:-9.541606963929539 128:-1.468249391314609 129:7.555654680267105 130:7.58669554100214 131:-3.311385979448781 132:-2.128261590452644 133:10.51473283772562 134:0.7838014119026557 135:-3.179299059826554 136:5.872787114286387 137:-2.276349448174997 138:7.239907214261892 139:-7.797156303790431 140:1.109655073042587 141:-8.34202593668366 142:-7.81208954397583 143:6.219225646505498 144:5.668394145705362 145:-0.2778104858835395 146:-6.070955090268082 147:-2.225263353260643 148:-6.784751103228718 149:0.2766152114273124 150:-2.615208070692848 151:-3.506249450325322 152:4.366168216771025 153:3.139533572642834 154:-4.190955530320835 155:-8.790998869663946 156:-6.158593996069469 157:6.264780542203138 158:-1.927964874310869 159:-1.207400680240044 160:2.993050659108573 161:6.309569362653846 162:5.988614776763567 163:-7.874478202841555 164:1.746442962485139 165:8.548651053289475 166:2.879393696946162 167:-4.125439749109616 168:-4.311489195205112 169:3.9410248771355 170:-2.95371643936665 171:-8.985100720271024 172:-8.556200780399452 173:-5.726706319564223 174:10.82918797605715 175:-2.594752436465035 176:-3.206115031581978 177:5.861828089464593 178:-5.730535878309839 179:-4.136573356729949 180:-3.811590345321076 181:2.711445364139169 182:6.920423620946613 183:5.217371471597341 184:1.718755923797535 185:1.083986640451624 186:-6.034655787741006 187:-3.420176025240307 188:-2.599534371270543 189:9.646742549430732 190:6.483589781020542 191:-10.00640417069832 192:-1.471855367395487 193:6.401760262327134 194:-7.420660663522924 195:0.5774781409890198 196:-9.173056395124274 197:-9.7143875723183 198:-8.03299036661115 199:-4.127077714765979 200:-7.490115503413021
+-1 1:4.632915040514909 2:3.759791300639908 3:7.293344786549341 4:10.38561080299282 5:-7.695059796442614 6:0.9729885643190317 7:-2.559605407310207 8:-2.076325279612136 9:-6.87879359600681 10:-6.300785188946202 11:7.44267740318859 12:-3.894818803463246 13:-8.068509934820122 14:-5.307043255767407 15:-7.389706978032571 16:4.806954015554327 17:-2.987916227897089 18:4.262846633270732 19:-0.138268445813226 20:-2.363852266626421 21:-1.067691602866387 22:-8.2518026509939 23:-7.196710609524027 24:-4.385970908325032 25:-2.636737502897842 26:3.799136316542648 27:7.827193902125909 28:0.3032700939091497 29:-8.850807111825741 30:8.197365137548845 31:-1.115189158234041 32:-0.3559804655214721 33:-9.279010839686112 34:2.930999220924721 35:-6.220346096661091 36:-3.315467283719204 37:6.081697529098753 38:4.653302106011359 39:3.427518276335806 40:-9.388093716922558 41:-3.585190673745833 42:1.557136323112023 43:-6.256225415523962 44:10.58292008927567 45:8.401957227560654 46:-2.425252085799341 47:7.148342167183914 48:-8.333122987017616 49:-6.819801358445822 50:2.311527506834415 51:-6.622770945732259 52:5.790989960734073 53:4.778088982158261 54:-6.897685193566389 55:7.704291881726747 56:4.937747625949361 57:-1.190206936806907 58:7.565710049728743 59:4.969121002870827 60:-2.975105144432034 61:8.57145196972052 62:-1.977890323304656 63:-3.426193791097285 64:-5.136119075282803 65:-2.595253948197533 66:-4.103981412355509 67:-10.63580001770656 68:-7.794706822785834 69:9.206703104664101 70:8.654219691725221 71:6.936805709243451 72:8.921364466378314 73:2.074222906275428 74:6.020533473586557 75:-0.6411058891922897 76:5.519009296128913 77:-1.448270405782927 78:-2.552232716761273 79:6.958936555371221 80:10.57308598432344 81:-2.530980426392571 82:-0.2620499520633528 83:-7.291247377229134 84:-1.36083227038035 85:-1.010153040352319 86:5.877461976149553 87:3.053409613994186 88:-5.173257734299519 89:-6.915831762241595 90:0.1242449749883497 91:-5.780070773860034 92:-6.656639693314448 93:0.5914009782793923 94:-2.142367858754527 95:-5.567868551236735 96:2.754897887767452 97:8.130455664349274 98:-11.25117111404392 99:-4.817035366414751 100:-5.075501973733202 101:1.392334012423613 102:3.297909448074959 103:2.47809047583517 104:-2.339762953776641 105:-5.742333712259764 106:-1.981079010941289 107:2.135036082000767 108:-0.4979847239003143 109:-3.01751873140783 110:-0.5796960683903857 111:6.063446021346471 112:7.087246704358024 113:8.835598891670232 114:2.115867290991724 115:7.531645329938188 116:8.96693867346165 117:-9.009172140845468 118:2.606456920978374 119:9.694608930615058 120:1.069940571031984 121:4.415868114481858 122:-5.681646553556243 123:3.617740160529366 124:10.30358766225639 125:3.813097207548161 126:-0.4784308713604891 127:8.113499824527009 128:10.62664529985688 129:5.027803482362412 130:0.5678228039621938 131:1.153642332946418 132:-4.055006453955763 133:-1.291933913349298 134:3.121617860454569 135:8.677181478528569 136:-7.15520734402091 137:-3.456014326119932 138:-3.496639749175364 139:-3.55818354931168 140:-0.3226997176814412 141:-5.005431023840107 142:4.916133653720505 143:-2.762972524777559 144:-4.991480834901647 145:-1.030959571889949 146:-7.068173325120178 147:7.723006598215748 148:-4.694392737058719 149:5.282005545083046 150:5.586259893631348 151:6.926431811113329 152:-11.16613242388277 153:-3.322840792239119 154:3.083426711351845 155:5.167488904424892 156:2.464705728979529 157:-5.345202797137722 158:1.782179625289077 159:5.755005587964801 160:9.114132122271766 161:-3.334641433807746 162:-1.795756094860486 163:-5.139412972325605 164:10.1860510363509 165:6.754553917835585 166:7.058283021731472 167:7.621607439362349 168:2.456354167754315 169:-5.424242359216747 170:3.442383039056964 171:2.445780698089468 172:-0.4027729488006798 173:4.001778681938751 174:-8.470280812189085 175:1.179919934257693 176:4.719692653051161 177:5.765017534800668 178:3.35303002808918 179:-3.294410797460425 180:-1.357574212217561 181:-0.1662510421843806 182:5.277509916710512 183:2.793742559215306 184:-4.476171940344961 185:-5.016313264972525 186:-6.62505369800877 187:-3.843588527015719 188:2.200835289121147 189:-10.41945810421002 190:2.41921342854167 191:-0.3351017810120471 192:7.63048437420179 193:10.50166729141953 194:6.944567833014771 195:2.854904901522069 196:3.9565661007806 197:9.21260819379753 198:1.757298211769256 199:0.342702785737111 200:0.9338194235064194
+1 1:8.247000577861623 2:-4.043749312961735 3:-5.138226376115798 4:-3.231813756420182 5:4.169622173899191 6:10.87035423566334 7:-10.86409122483373 8:-5.780611086364091 9:5.251565030570296 10:4.427604981120407 11:-6.40950212418073 12:3.170457071551342 13:-6.420736354442056 14:-9.047498732167462 15:-5.377334159674485 16:5.31966767069758 17:5.022357800794298 18:1.253797362100322 19:-8.153285986183397 20:-0.9387071810678203 21:-0.06984334201626829 22:1.973451123532828 23:-5.540252051126338 24:9.02463186946483 25:0.926927160508987 26:2.520838118334708 27:-2.645313354374109 28:-2.321592232317283 29:4.002651512798805 30:6.347481771338512 31:5.321925442724786 32:3.273669772386659 33:7.576208955213295 34:5.543154029355094 35:6.676889962826064 36:5.808467564682521 37:6.656651580927633 38:6.163073647527103 39:-8.315679850456684 40:-3.642634779944011 41:-1.36476974509346 42:1.594575318288638 43:-0.3003271921796478 44:-8.120656932477143 45:2.668787492960083 46:5.736612166397382 47:-9.817397970209335 48:-6.946219089688639 49:-7.377968998728951 50:6.80690543767269 51:3.749856651243993 52:-2.061452884149134 53:5.52865003723521 54:-7.791367713879073 55:-1.863245262851607 56:-1.395262986566204 57:8.956895461900459 58:-7.718657986889251 59:0.1941849713309733 60:-5.786339092943594 61:7.114857405347593 62:-5.472418019791631 63:8.104042253932814 64:-0.4878062813306461 65:-0.794697664735593 66:-2.162124125967494 67:-3.704193446064039 68:7.085772672620828 69:6.900693937777531 70:-4.130239384438077 71:-1.041045851339296 72:3.238016962204178 73:-2.706426327028459 74:4.369710392086359 75:-4.851271898273303 76:3.242850006633911 77:2.51641230409908 78:-9.219110601619755 79:2.485734116817967 80:6.084711850282621 81:-5.678740727684236 82:-2.113597823273753 83:2.65351409961419 84:5.810536654046145 85:7.750557905924171 86:9.10670691277328 87:-2.0121169368356 88:-7.683451465782183 89:-1.915341247657794 90:-8.050945027078255 91:-5.08790834686882 92:-5.386087870503083 93:9.048189186107185 94:-10.32092391998235 95:-5.443251050399508 96:-6.559698345124761 97:9.544948960815343 98:-7.013842356378035 99:-6.284726591298526 100:-1.761783060786862 101:4.407653678974934 102:-4.787339170259709 103:6.585386755734365 104:-6.130569290678634 105:-3.692525368037791 106:-5.88308894257458 107:1.208816187361414 108:-3.954534828009393 109:-9.551095743992775 110:6.776625325392937 111:11.42622217086159 112:6.814898048687604 113:10.34686768929044 114:-4.789249818088849 115:8.919156130836011 116:-8.314387156405678 117:-5.31757444939507 118:3.315542045708948 119:2.07506848656622 120:3.643902536834128 121:8.951692656087712 122:3.74116718859437 123:-6.020791332820347 124:-2.862462664777689 125:4.144086828091868 126:8.694124669773293 127:-9.276116191979483 128:-0.7035335695707897 129:5.550643085575278 130:6.984467261899793 131:-3.857552416267293 132:-3.135516321561689 133:10.20454821887741 134:-1.000299569447567 135:-3.690459705367338 136:8.00983866968606 137:-2.183087314867132 138:6.100591314779902 139:-9.47691144972527 140:-1.265605764793918 141:-9.410054143536795 142:-7.943681368664062 143:7.673516382277326 144:4.092533939386318 145:1.100148095689452 146:-7.575639889899382 147:-2.367039447342147 148:-8.991310946728902 149:-1.011067378994731 150:-1.045098084582693 151:-4.040862337000753 152:4.241689973799392 153:4.243244718636411 154:-3.747668721608761 155:-9.428652466675452 156:-6.209472019322138 157:8.406783076717231 158:-1.079242062400623 159:-2.734189067626372 160:0.6986208516063261 161:5.11148191567296 162:7.682345179577322 163:-10.25140780852419 164:1.682570704219292 165:9.721363281787173 166:1.061724179739217 167:-3.528873233978365 168:-4.780747221852232 169:4.901282068647604 170:-2.060046296142861 171:-10.76157766270864 172:-8.57727160497749 173:-7.750395682253801 174:6.985522264203772 175:-3.106440901581878 176:-6.454740170330252 177:6.693950457392149 178:-3.032004710435922 179:-3.390718635965728 180:-5.870196124373694 181:3.019845066211932 182:7.600019612885602 183:4.250276272247692 184:0.4801418065855941 185:2.902978078329254 186:-4.489627271198183 187:-5.046319507813005 188:-0.6350043646703636 189:8.967107830108571 190:6.235643653214262 191:-10.22195343711179 192:-4.103979637518391 193:6.259717109473496 194:-4.265088498937124 195:-0.07551755279869743 196:-6.866873066985431 197:-8.495391475550823 198:-7.940468926261754 199:-5.163883884534451 200:-9.62988813008633
+1 1:9.135749589335779 2:-0.7304560648348311 3:-4.683901203993557 4:-3.73322791307156 5:3.900627458665268 6:11.64837562853796 7:-9.275473615390192 8:-6.801138453329909 9:7.111897864346189 10:5.82995158601377 11:-5.850985542621824 12:3.424077272840464 13:-7.891486495323932 14:-9.530892060247558 15:-4.167307993944757 16:5.242554822965587 17:5.946995555200887 18:1.858712582282697 19:-6.651459317431913 20:-2.198413292152713 21:-2.551411425545645 22:1.820116025901194 23:-8.892980087328619 24:7.878013267897606 25:0.185771967916306 26:4.051176250078651 27:-0.1813379145925399 28:-1.277540076616569 29:4.480586862663335 30:8.581443779426017 31:5.060168992288455 32:4.88718503729046 33:7.80326805394801 34:7.0812364565242 35:4.761022560165379 36:4.781183146529754 37:5.663255638046322 38:5.102903912602689 39:-7.93147148744824 40:-3.046695720333537 41:-3.464784245730656 42:2.040595081444018 43:-1.847179995692311 44:-8.740909744104483 45:2.560350046019444 46:8.344933070161062 47:-10.42239371090524 48:-3.878966496319927 49:-8.291682918841575 50:5.145215828706021 51:3.922321588387014 52:-2.868206217312347 53:7.459872780964221 54:-9.107487485216769 55:-3.097171793012768 56:-3.520094967666889 57:8.629247758255996 58:-8.395911543982217 59:-1.247630546914331 60:-7.819592918491967 61:7.340875907231806 62:-5.509028576857161 63:8.595647559425409 64:1.965514537564345 65:1.758003056072576 66:-2.627410608682573 67:-5.166667691610836 68:7.20587111933759 69:8.91200001254653 70:-3.834132920989968 71:1.701902553237586 72:2.871882743501942 73:0.7335405214089918 74:6.400369553660447 75:-2.878558240781463 76:2.473985563951091 77:1.317748414934889 78:-10.32549473366045 79:2.262842156065041 80:5.672778444218086 81:-3.258963810639815 82:-3.715168559052108 83:3.151379072685386 84:5.944236071528681 85:8.328158880800615 86:6.69799580048316 87:-2.471116274024093 88:-7.621302453757956 89:0.821750242252449 90:-6.218102796889411 91:-2.108059878757953 92:-5.966746616211497 93:8.779097513735785 94:-6.229523637256567 95:-6.384404127845603 96:-7.897097554238874 97:9.549891401567526 98:-7.249417778425667 99:-7.421857397239058 100:-0.4834872736408498 101:3.75784452430503 102:-4.704504399426147 103:9.443974239978584 104:-5.698925547497112 105:-3.876333204209534 106:-6.825601144787032 107:0.3098873051513111 108:-4.008017410024316 109:-10.42057109600888 110:6.329777452637479 111:9.082615115164527 112:4.949803492149908 113:8.545161299609882 114:-6.733793364790539 115:9.173274244199595 116:-6.606425602446156 117:-2.803473486608249 118:4.480131472702495 119:1.4598952512173 120:4.308808118724984 121:9.434250641578664 122:4.110957506209441 123:-6.213385751566114 124:-3.516213909638503 125:4.111899478597643 126:4.869436394796698 127:-8.024686993845608 128:-1.139672118290123 129:6.162465960738887 130:6.446921175436287 131:-5.080832818550582 132:-3.23554605794508 133:10.0708597973799 134:-0.4882469679524213 135:-3.363832907588685 136:8.642258052320397 137:-2.294941171147199 138:6.434495601858913 139:-7.645412124014156 140:-0.06484542083486922 141:-10.45820048020565 142:-8.033254360817033 143:4.95695902021154 144:0.9419425813144549 145:1.683807325536729 146:-6.037600408692929 147:-0.9285386650097042 148:-8.239175828074357 149:-1.722965594311654 150:-1.600464747371731 151:-5.175913927083482 152:5.090168965083529 153:3.787708487497123 154:-6.546724802909226 155:-7.656647334056348 156:-7.313773724325582 157:8.180829579974979 158:-1.939787552601759 159:-2.831701314651445 160:3.4738228636694 161:3.288287501499 162:7.642716119370753 163:-7.949787633202009 164:2.354397879485616 165:7.057091470021362 166:0.7509347162114739 167:-3.66166092543404 168:-7.052600436721296 169:5.264201475948409 170:-2.849559841283149 171:-11.33659126205034 172:-7.183169469179579 173:-4.5509054692955 174:8.476265272662932 175:-2.908751702778354 176:-5.930951309902801 177:7.256187789154262 178:-3.770633178315888 179:-2.392039796797248 180:-2.677626818593253 181:1.824052099569562 182:6.306082195022393 183:4.225980831620668 184:-2.054495171364698 185:2.12233075559141 186:-4.198368498227424 187:-4.018520189051789 188:-1.919944340154565 189:10.24657241747777 190:5.219690098220333 191:-8.947566802558681 192:-2.784606073029305 193:6.838787880386045 194:-7.323391476756028 195:0.6216665300093657 196:-7.275993424579396 197:-9.549339578361307 198:-7.401463739469627 199:-3.073729283982244 200:-6.221138161649889
+1 1:8.171069345674658 2:-4.155088111886752 3:-3.345665675291353 4:-4.394449428202903 5:6.339746611116287 6:10.11609952255238 7:-11.39845156803227 8:-3.541590421641025 9:7.496419990584743 10:6.00958311862845 11:-7.588911794311191 12:1.530632334666761 13:-7.40950253692735 14:-9.249118100828357 15:-4.103552724691095 16:4.434550418983282 17:5.837711176593034 18:3.168705006702368 19:-9.765900547680419 20:-0.01526700090341637 21:-3.951160095684433 22:1.4830836176397 23:-7.021029987753161 24:7.200967537287089 25:1.13840390358646 26:3.377605432759462 27:-1.265877730375628 28:-3.095743988214492 29:4.602424830455687 30:5.766223842409946 31:6.671361233603965 32:4.139430573962558 33:6.262061492529252 34:6.208831469528025 35:7.029351109146607 36:5.690625068778825 37:6.956294884946427 38:6.439887298385933 39:-8.309604323163169 40:-3.539730356293679 41:-2.073418327441502 42:0.2245898423226183 43:-0.1610220971743344 44:-8.642712100112231 45:0.8964223841355528 46:8.48049215410864 47:-9.448749521896714 48:-5.688936635433254 49:-6.330852528257171 50:6.697632533027246 51:3.448252907937352 52:-1.540544792848844 53:6.565408187931059 54:-8.856854576479986 55:-1.155534180694004 56:-2.699423724935704 57:6.6195182458886 58:-9.588114086707794 59:-0.9066322734958885 60:-6.35727147628135 61:8.293528095797971 62:-4.725235330846179 63:9.123598532577169 64:1.524048977710461 65:-0.7308970531730596 66:-1.598835079633913 67:-5.334394468890064 68:6.915225120350682 69:10.24856567146509 70:-4.383299824866714 71:-0.4324590551144769 72:2.419168644182804 73:-1.176441013218948 74:5.115185214441488 75:-2.525337939590884 76:1.499856659727664 77:2.970323193944099 78:-9.133059622042081 79:3.408742325805845 80:4.703137068790016 81:-5.551863431901336 82:-2.791549216239205 83:3.121572885036596 84:4.197689266468533 85:8.381754526288022 86:7.312800858519588 87:-1.20359026344442 88:-6.127828745408181 89:-2.217682879807929 90:-8.208174537056022 91:-4.732191622871436 92:-8.294740771922006 93:8.633776565495383 94:-6.927095947546942 95:-6.094025015146512 96:-6.298268125255081 97:9.347257574997002 98:-7.53016452059692 99:-8.9172833501308 100:-0.9240161736706022 101:5.31385492421072 102:-4.500782401475711 103:7.347438254296172 104:-7.218746607844845 105:-5.890008331661679 106:-8.443659934654134 107:3.312846076668273 108:-2.987157420179992 109:-10.0034688670976 110:5.232553424278552 111:8.046887643643153 112:6.84813937170577 113:8.707310806536821 114:-6.692125019952281 115:9.333011247338547 116:-8.371353375840631 117:-4.514788896580747 118:2.854387456900688 119:4.65671899908198 120:1.896020488958398 121:9.234179461380588 122:4.551033647499463 123:-7.205467467996152 124:-3.176356590313976 125:5.808708166043758 126:5.711433708906393 127:-9.078538432164315 128:-1.996626853714498 129:4.975854778799762 130:4.825603682230945 131:-2.801321386315573 132:-3.10241977249838 133:9.509741658377655 134:0.4530353501397963 135:-3.943157054255238 136:5.901556553221288 137:-1.695423960308699 138:6.982818506656146 139:-8.864743210572033 140:-0.01623885710597195 141:-11.1874165902684 142:-8.176775528091641 143:6.325244225803541 144:4.48416149483015 145:1.560222174191706 146:-6.752121488404324 147:-2.634159344904883 148:-7.384186654791535 149:-1.847213444354978 150:-0.8299881614750705 151:-3.996780979893919 152:4.93160372671915 153:2.782450767511456 154:-3.75384898496974 155:-8.616857518713296 156:-7.721439737695479 157:6.83832744213593 158:-1.85476794152671 159:-3.595682169491065 160:1.532995534743801 161:4.840084857329166 162:7.326448366424906 163:-8.049050734907189 164:2.860293079512487 165:6.936522766445669 166:1.565053379039192 167:-3.408976765177214 168:-6.364499408262226 169:2.354196277346872 170:-0.3077811636158407 171:-10.50256492017503 172:-10.31300590720984 173:-8.213939953213544 174:8.481639027915085 175:-2.295666031478062 176:-5.389687835596442 177:6.203316488317263 178:-3.391822502502124 179:-4.077368283311513 180:-5.64969748072637 181:3.95082724945927 182:4.970428462669698 183:4.409417524202911 184:-1.914092418572492 185:2.579799118011177 186:-6.216874186045918 187:-4.524472627137036 188:-0.9366068794286434 189:10.30517179826063 190:6.298336052802092 191:-10.60153479581816 192:-2.333197021872148 193:7.478042765834997 194:-4.899993557959661 195:-0.1688000035413889 196:-5.851908006394888 197:-9.76189576018826 198:-6.702271872048714 199:-4.330167826457824 200:-6.336874724114248
+1 1:7.886630672103056 2:-4.347953500997145 3:-5.482198317857212 4:-1.015368264711397 5:5.184584910400532 6:8.109845917922392 7:-10.24794953938346 8:-2.351471341694895 9:7.485862005476272 10:3.411734233675903 11:-6.291061752953911 12:2.40080712032255 13:-7.974423950227482 14:-9.876948748013263 15:-5.991449529258778 16:4.104227001396106 17:6.520268895729288 18:0.8869128055563509 19:-6.762597140617427 20:-1.657069653187284 21:-2.242265109964746 22:2.104486693327846 23:-7.371068377260219 24:8.800775122344062 25:-0.4315173246174303 26:5.335676015502647 27:-1.331530396035564 28:-1.491202974593584 29:5.103094708414684 30:7.200225377797862 31:4.866739009980853 32:4.344426931612897 33:5.457468543095953 34:6.025865553394408 35:6.633587298769299 36:4.778661936179991 37:3.777956102216394 38:6.228135394630837 39:-7.188090259551015 40:-3.006537374808804 41:-0.4549319801081046 42:1.468069269847128 43:-0.6400096382822625 44:-9.842150135401759 45:-0.09450929631252336 46:6.621550204378966 47:-8.385769103884765 48:-4.902598928179405 49:-8.877488319123923 50:5.282214734877135 51:2.652330971207272 52:-3.647183824138012 53:8.045154777709406 54:-7.229829387669788 55:-1.994211630913302 56:-3.558271877102813 57:7.889420114962675 58:-9.357473350987135 59:0.5751735138538567 60:-6.927167560306303 61:8.650920463966356 62:-6.746836959810509 63:8.860665802407169 64:-0.08050391972101223 65:0.8635204568125472 66:-2.212998553575603 67:-5.108503426871618 68:8.687901179139448 69:8.732026415438508 70:-3.28606318144058 71:1.968769448502804 72:2.784393052788753 73:-1.717100932224607 74:5.497335367468645 75:-1.980284696844864 76:2.217364431321009 77:2.003485042815822 78:-10.07479831559688 79:2.212359437334788 80:5.959344175988933 81:-7.148685431660513 82:-3.89759887308758 83:3.986972121159388 84:5.815194974845119 85:8.238161577230228 86:6.651660412796618 87:-4.496586559407156 88:-7.502090845668505 89:-0.1818586983680284 90:-6.4891640256312 91:-4.124228026251958 92:-7.329119328424804 93:7.861909417017705 94:-7.859157907892531 95:-5.067073436926857 96:-6.622043823557429 97:10.03873443336449 98:-6.726490403045034 99:-5.236774832580595 100:-0.1390911842257208 101:4.103362848276176 102:-5.764642030687812 103:7.542169301333686 104:-7.840454898160635 105:-3.590315149587815 106:-8.610790010320933 107:2.163246138282109 108:-2.196167358983349 109:-8.838420849358009 110:7.499387442958713 111:10.74459533318966 112:6.210321760136214 113:7.947060177399603 114:-8.025493459550837 115:9.441768206809542 116:-10.19753974525897 117:-3.126117394381094 118:4.25970487191892 119:1.258670475970746 120:2.873833884694772 121:9.03243637362934 122:5.571927335722281 123:-7.27004167553787 124:-2.88903448419162 125:3.228665020281768 126:4.901260426982154 127:-7.858318200740413 128:0.4950006375392262 129:5.301127842561361 130:4.304562795648787 131:-3.253557741734495 132:-1.840608788895771 133:9.927322858384265 134:-1.294190568088447 135:-4.705869974912987 136:6.462162269696474 137:-0.9968626262989353 138:7.371538045251549 139:-9.111195711898102 140:1.646945256084774 141:-10.80005140595462 142:-8.03817186517076 143:7.431430696165715 144:1.396663687563294 145:1.885058683614712 146:-5.25216470457103 147:-0.7710375574348838 148:-8.677742003947401 149:-1.974316330440438 150:-2.430080649709949 151:-0.3011857421403672 152:3.412650080743806 153:2.379248384181349 154:-3.447674459224924 155:-5.917391543499365 156:-5.598794955085602 157:6.911825374771397 158:-1.022217375543353 159:-3.90163340149564 160:3.35959880120337 161:4.810892826409707 162:6.865411764844971 163:-9.274329921694839 164:1.893857349158913 165:9.476914062028715 166:-0.2289965569954049 167:-4.359700438700895 168:-6.899364137360802 169:3.250183733623782 170:-4.363273768340499 171:-9.533825483090126 172:-7.867804062985909 173:-4.138078756294003 174:7.602264925552411 175:-3.715465148235108 176:-5.677125959246355 177:8.216295777564044 178:-4.633083140098613 179:-5.578680589688266 180:-7.790432459451621 181:1.432873900128116 182:7.000850803543737 183:6.741393789241391 184:-1.000173239564511 185:3.744186181422179 186:-3.812596007892595 187:-2.792058179820628 188:-0.8662872521168645 189:8.546749085800807 190:5.88238785546629 191:-8.87471025837319 192:-1.96493325892146 193:6.581068668970876 194:-6.347229905260718 195:0.7104649978707969 196:-6.711642270635066 197:-9.836799732116615 198:-7.442782428143211 199:-5.069366045946759 200:-6.16416209225678
+-1 1:3.532029555778139 2:3.519530727038321 3:7.813747929841586 4:8.763096088294629 5:-5.809497105996198 6:2.753436405206489 7:-3.577156379055463 8:-2.754265156800828 9:-7.357117156695485 10:-5.257503549805269 11:5.534050224838188 12:-5.753894951615041 13:-8.772912195269345 14:-6.014399255847706 15:-6.255490679609508 16:3.688598242505023 17:-4.804289223076005 18:7.418692417181276 19:1.523137569507239 20:-4.053085038984754 21:-2.895063672402923 22:-9.748071276073192 23:-10.90833005846506 24:-3.546113642959473 25:-2.610437414540633 26:2.994322186910845 27:8.907529668640016 28:1.872961680071037 29:-9.543290637526036 30:9.082308106024872 31:-1.16891087388382 32:-1.637055295425727 33:-8.946488498684628 34:1.971551958222364 35:-3.828579406392143 36:-1.219657387988713 37:3.440728294822157 38:3.367975177892034 39:2.259849547477754 40:-9.502373989324353 41:-2.012890841746732 42:4.273798762201342 43:-7.341769156857519 44:10.65585637677335 45:9.671177637781193 46:-2.503752926875412 47:6.806643715276036 48:-6.780464908224504 49:-4.131799251702644 50:2.551610721678111 51:-9.369836262931765 52:4.998082138175533 53:5.427297103421549 54:-5.99723695999128 55:9.685409176034447 56:4.784541323186249 57:-2.321802504331169 58:6.984129468920058 59:3.546223885012616 60:-3.659670532168957 61:7.289173818650322 62:-2.559614284611698 63:-2.942478491712338 64:-1.621382855736873 65:-2.99747894770229 66:-6.538099785441248 67:-9.830732593553289 68:-9.036869265583269 69:7.896780711313371 70:8.344291788666816 71:7.065982913140167 72:9.153988306676673 73:0.3307786546843902 74:8.239811978903639 75:-0.8378567038076619 76:5.449601478014467 77:-3.133039358131525 78:-1.16337228891305 79:7.88169607570341 80:7.966994051699926 81:-1.768319357656152 82:0.5473214138848645 83:-8.721481748792206 84:-2.026783545576818 85:-0.983255562122042 86:4.862124003893862 87:1.905171981814987 88:-5.12791553478247 89:-5.206181124231004 90:-0.6182075398957179 91:-4.185758547932334 92:-4.595412329358856 93:2.115163684511007 94:0.7272507357555176 95:-4.493411149131949 96:5.673861780277025 97:7.470887757684493 98:-8.434520585032899 99:-5.483429402728323 100:-3.424697300135781 101:4.044500524726281 102:5.047321967082383 103:0.2874016790860801 104:-3.206854692256028 105:-6.165610289680798 106:-2.396222559353024 107:0.1506655269585251 108:-1.060854482970826 109:-2.429716058021888 110:-1.809642542474855 111:5.439258052993195 112:7.166181707777413 113:8.061090246174206 114:2.225494978170418 115:7.934114722041527 116:7.850831784235957 117:-9.005732332975581 118:2.871849573251595 119:10.95061065331716 120:2.119818573370787 121:1.659481757457208 122:-4.449714982825598 123:0.1555128315804404 124:9.967637555057321 125:4.543536618458559 126:1.280485354278646 127:5.786452429047527 128:8.266031473891575 129:6.583308478067326 130:0.8686811344128246 131:-0.3865434685040771 132:-0.5401201763558686 133:-0.3961077091320078 134:1.861677749667753 135:9.31818488264914 136:-8.696328308811857 137:-2.534072574834381 138:-2.059469986901281 139:-3.137473990102013 140:-2.002428656307433 141:-3.158653825488034 142:6.176979047930571 143:-2.970218772292974 144:-4.454134048072832 145:-1.303330588199955 146:-7.9306986637901 147:7.788992203777455 148:-4.663617962804024 149:4.200722137019378 150:5.960197524436998 151:6.057862596291874 152:-9.068211806956638 153:-1.861813792140333 154:5.466210122766313 155:5.415654558498783 156:2.444735993631658 157:-5.023953347455211 158:4.494612196684667 159:6.150767721842788 160:6.445439056994385 161:-3.57306749831213 162:-2.406296926005133 163:-6.054519647681874 164:8.518983418627078 165:5.479955834596657 166:6.404958342006136 167:7.046664250066814 168:1.914053972423254 169:-6.857142123479241 170:3.100431310897994 171:2.311935660889183 172:-0.4399960307659777 173:4.102099768848926 174:-8.324306795551873 175:0.2012034056617527 176:3.749681094780315 177:4.262078147526902 178:1.179601070448476 179:-2.306892885813563 180:-1.769714023563239 181:-1.377636907745236 182:5.346457626427094 183:2.640885690733454 184:-4.13054006543716 185:-6.101146736466206 186:-7.371247217353466 187:-2.227598002645445 188:4.348530883456721 189:-8.722892503293174 190:1.676782637155683 191:1.11318941505928 192:6.646289544908026 193:11.26261668760953 194:8.205910209972403 195:2.911584406708859 196:5.681490192605018 197:8.56339563720171 198:3.065378672541482 199:0.5875563986305739 200:-1.653241182216112
+-1 1:3.811387382527178 2:5.385522618304019 3:7.052873268472032 4:9.660581191780372 5:-7.950098554614428 6:0.7860377412726914 7:-3.044287920165095 8:-1.334427752696493 9:-5.236816226293072 10:-6.723681030030573 11:6.608650737185475 12:-4.683574632425051 13:-9.983708911443529 14:-3.766184160131826 15:-7.74186430422677 16:5.33925439205903 17:-4.907116797240677 18:5.783462947101212 19:-0.7266960651173479 20:-3.25729534571022 21:-0.4171582661525117 22:-7.675434373384929 23:-10.08136628545319 24:-1.180138142818254 25:-2.436805493256557 26:5.720329719450535 27:10.13143819614922 28:-1.828128105623931 29:-9.376684366502383 30:7.286918012502429 31:-0.1596233561436881 32:-2.167245722332835 33:-9.001171452949896 34:2.125297810729049 35:-3.242179655877427 36:-1.246421878937691 37:4.707444881754416 38:4.667291450122925 39:3.668029388557039 40:-8.732054717762365 41:-1.904484460693427 42:2.671090995820809 43:-7.634628439214442 44:8.273185923212786 45:9.018570487222238 46:-2.370991673306668 47:7.990351525645201 48:-8.399111407200511 49:-3.9458977006809 50:0.9659028943042107 51:-8.610876336809628 52:5.315181189634845 53:8.694417499164329 54:-7.654585424506418 55:9.234094800062509 56:4.775096513924826 57:-0.5732694763168449 58:6.705815945942563 59:2.215129925773288 60:-1.660057580193329 61:5.7470279205117 62:-1.207650251048802 63:-5.54019134116313 64:-1.6132461290007 65:-3.319185084918414 66:-4.16403718281282 67:-9.421658676757927 68:-7.91407997383056 69:8.153300059162179 70:10.39978747925719 71:6.401401688849241 72:10.74757603161298 73:0.455033432437361 74:7.078248938076497 75:-1.259197561601565 76:5.462000962342096 77:-1.201514416845057 78:-3.065684479959953 79:8.047225829598407 80:9.264672564696667 81:-0.2204193875901761 82:0.7139925661261445 83:-10.14417764488926 84:-1.755540649620735 85:2.251665649745667 86:7.621581876539102 87:1.861909443697903 88:-4.422082640500228 89:-4.852090628484453 90:1.334067594874647 91:-4.307364826207414 92:-5.937169227363602 93:0.3877761182295899 94:-2.489070482892691 95:-5.34744384358847 96:5.604076231747124 97:7.971055485490939 98:-9.758742020447794 99:-3.317887154402251 100:-3.136458467199289 101:4.482106390168069 102:5.105053565478795 103:1.634568314329683 104:-3.604385815985811 105:-4.15028681645097 106:-1.123599474758984 107:0.7502576401693057 108:2.842250724266552 109:-3.073131624751436 110:-2.000701490111274 111:5.153148862958407 112:7.815225332106956 113:10.54942162157091 114:1.875019005364562 115:6.616815475306624 116:9.048787468041319 117:-8.531093884119976 118:1.557784653106605 119:7.076824280499642 120:-0.8237427410912082 121:3.616174125107765 122:-3.874134454875456 123:2.695107908841904 124:9.621075247097281 125:5.899036121135474 126:-0.1303936292749868 127:8.283292730997864 128:8.829331015639335 129:7.059256426155589 130:0.4036910701354167 131:-0.265256880536194 132:-1.059726522075702 133:-1.338933106859147 134:2.138763962121724 135:11.43571561978156 136:-8.713465434141698 137:-2.683062653243667 138:-2.95001855012192 139:-2.111264954503486 140:-2.566985879561673 141:-3.4250778603565 142:4.633429489944087 143:-0.9468064635266438 144:-3.636903514804995 145:0.9889185958257708 146:-6.223336682287639 147:8.373026136280968 148:-4.160249367515212 149:5.613422428870701 150:8.045079971296435 151:8.16870480183626 152:-10.56044263713329 153:-3.456771946938683 154:3.797157105348542 155:6.866847349174327 156:0.9947225487168343 157:-4.127806305340083 158:1.638280911912515 159:4.797952720995072 160:6.532460722579754 161:-4.073817469404968 162:-0.5808515037760205 163:-6.178433548865513 164:7.746795507753214 165:4.745028762737666 166:6.088672425777212 167:7.543914465995963 168:0.357712511226349 169:-8.853441103926563 170:2.662222497540343 171:3.978572203002822 172:-0.6206142041907287 173:4.58518150600963 174:-7.523221490877363 175:2.599289912360748 176:1.842203605916986 177:6.374649468072662 178:2.431933296086192 179:-3.287777926026605 180:0.5380163518518175 181:0.4100885015376964 182:4.959692837453751 183:3.467728290964207 184:-4.611270296291008 185:-5.093824895459609 186:-5.254610586391527 187:-3.571180706288773 188:2.983191729154486 189:-10.9961422002351 190:3.196948990184845 191:-0.008626948777531451 192:8.845049061021593 193:10.46102817570484 194:5.822725351450778 195:3.402170735779584 196:5.93259356998652 197:9.225260631803481 198:2.077616419690331 199:1.823902004655499 200:-2.720935651970085
+-1 1:4.71139754021642 2:3.676357809055665 3:7.784229748869678 4:10.47911350885695 5:-5.842229842434424 6:0.2218075790478433 7:-2.07195606221299 8:-3.388915090496126 9:-4.47330288830232 10:-6.03557681957186 11:7.473434997166363 12:-5.46514484572287 13:-7.119178213413426 14:-3.656414704165522 15:-8.248788951628523 16:5.073760614629268 17:-4.875079853456857 18:5.24095698007826 19:-1.407430475841602 20:-2.420748978478139 21:-1.898454044554407 22:-9.463959882367197 23:-9.425246405106932 24:-5.226744278505367 25:-2.133431855405271 26:4.355175969471027 27:8.966960538025003 28:0.9145483129046097 29:-8.747532879321897 30:7.418601170434592 31:-1.853516659703449 32:-1.621345419048658 33:-11.2429839305348 34:1.372096550789811 35:-2.447421934227355 36:-2.541881666822156 37:5.276146610692528 38:3.044649734950732 39:3.769396719955692 40:-7.331754957584677 41:-2.506353790856125 42:4.740038298799645 43:-5.786768702230999 44:8.705004509186255 45:8.993771861679832 46:-1.639593902390466 47:7.755241449084744 48:-6.051282869900191 49:-3.253183455705868 50:0.8523353656185122 51:-8.137006976504702 52:4.654319799161489 53:6.724981432643148 54:-7.750869794709337 55:7.589543819810581 56:4.097176463462363 57:-0.6597251619411832 58:6.686073416610894 59:2.67482582576585 60:-5.185668285924081 61:6.751040554693234 62:-0.150841746604377 63:-1.662491111364307 64:-2.525057698335309 65:-1.302962420257932 66:-5.218023379526491 67:-10.77874417432106 68:-9.046610634699714 69:8.590729628532303 70:8.264547782486117 71:9.369294901854495 72:8.707649107807807 73:0.08567428986998527 74:7.442862983258724 75:-1.596305968452481 76:4.270425728426295 77:-3.64902803169077 78:-1.777299814322042 79:8.311045271804204 80:10.92968881445873 81:-0.7347229703163157 82:0.9046123460617412 83:-7.553254582359759 84:-1.880587443118866 85:0.3818414771340469 86:7.915674229280004 87:2.889203646521308 88:-4.9479330707214 89:-4.099833860608589 90:0.7053246940275855 91:-4.849734919742851 92:-5.9005937449154 93:0.523343457907176 94:-3.860566578577188 95:-3.342653634685401 96:3.868131654145085 97:6.940601056274145 98:-9.251285312998544 99:-3.126433408354443 100:-4.206955213821486 101:4.042120160855323 102:5.16121461465652 103:0.7461735123860367 104:-1.222720701997913 105:-5.615555276510426 106:-2.025278400867646 107:0.1495596863105437 108:-1.884838002858991 109:-0.3014022078159757 110:-3.278565868918256 111:3.620967711367223 112:8.443777040208696 113:9.944428007412009 114:0.2656491683616162 115:7.604177774727062 116:8.377391460812094 117:-8.759406470130235 118:3.354040427688195 119:6.1778700366502 120:0.8128009591443455 121:3.59366719569708 122:-1.4792194250541 123:1.195681009170292 124:9.301741296667101 125:5.024994507015669 126:0.3975610712832466 127:7.328195400371071 128:8.678793723957098 129:4.17018794208444 130:1.655031562413235 131:0.9618494516743848 132:-3.310845430162124 133:-2.952446969371797 134:0.8967836191769358 135:10.34808062007686 136:-5.810140919233627 137:-2.871559614640887 138:-2.929233123262431 139:-3.087580904387367 140:-3.198809288837456 141:-4.181644128700746 142:4.617615955956352 143:-2.736795993213483 144:-3.312848454679047 145:-0.4108891874062912 146:-7.012544271998493 147:8.964670645055724 148:-1.67427847086129 149:4.526087201928759 150:6.909877848685003 151:6.911266705842032 152:-10.62125498173943 153:-3.987125551926504 154:4.081859604580464 155:6.234157439575262 156:0.00916510227184042 157:-4.524547266357118 158:2.04575677976546 159:4.853939888937509 160:6.916115900085435 161:-4.332387568008051 162:-3.389424994144458 163:-9.075228066892453 164:8.15185616746871 165:6.003041141314067 166:5.98320325038439 167:5.406380715157862 168:-0.5322359620956023 169:-7.373633287680249 170:3.630405725016475 171:1.102885748063379 172:-2.203674749055934 173:3.724886504862741 174:-7.157580748900676 175:3.139371840100805 176:3.780371362234358 177:7.159603080228321 178:2.413200837789925 179:-3.28439131081536 180:-1.755553679218012 181:0.4865047455313061 182:7.102913368879751 183:1.858134260728515 184:-4.853826489985564 185:-7.875534102599834 186:-4.849245367044817 187:-3.040687180945882 188:2.915425075064328 189:-8.488599467836995 190:-0.664982959544056 191:0.8814882625334939 192:6.646724355440144 193:9.96180747716396 194:7.955371826926751 195:1.188029188163436 196:3.626236248133804 197:10.27132998457915 198:2.821766611047161 199:2.051198372085028 200:-1.628594518877814
+-1 1:4.513582408786624 2:4.605790498178907 3:6.59683284684164 4:9.865065385895861 5:-8.82596417986087 6:-0.7014262548014356 7:-3.029341624118637 8:-2.855573026006265 9:-6.83716632527948 10:-5.037111900555032 11:7.30512374741965 12:-6.040949426028751 13:-5.024817624935131 14:-5.183323150123252 15:-6.900693162876963 16:4.632822902496909 17:-5.507237236881999 18:6.358516666722033 19:0.410243212646099 20:0.3870456671412401 21:-1.740060035209701 22:-8.065587262121092 23:-9.768537408248473 24:-3.759420806964953 25:-2.192512249335289 26:5.583467049135079 27:10.32161988233935 28:-1.074487882950897 29:-8.298986438593928 30:7.199415224117051 31:-0.9543790713909085 32:-1.382154444968593 33:-10.67127204917008 34:3.753340612483758 35:-4.205960162104031 36:-3.781871909053454 37:5.40782420338256 38:3.304566847469115 39:1.294277295175967 40:-9.044329953566672 41:-2.819230219826489 42:4.763435055396918 43:-7.784912595576388 44:9.408817271406674 45:10.11523364581737 46:-2.835149652515005 47:9.122493971047948 48:-7.073346575003131 49:-3.18881281857125 50:1.466805346364364 51:-7.575218991044182 52:5.832841417076938 53:6.362304351479228 54:-5.457366467950524 55:8.044690536848735 56:5.345033572044557 57:-1.817683030670094 58:7.162843689314063 59:3.241590996607436 60:-3.635966886494816 61:6.726928075547174 62:-2.02470899411975 63:-3.038580677911034 64:-4.179033218921779 65:-1.801334646892777 66:-4.046487309758553 67:-7.822100001680457 68:-9.226517594809041 69:8.518609390402085 70:7.614918995055355 71:8.164074601556855 72:8.223333595883926 73:0.02060457866930671 74:7.630617536817922 75:-0.297455125209626 76:3.789460078404746 77:-0.8705441217787724 78:-2.776762574904395 79:6.340613993026251 80:10.53363821531715 81:-1.772572081760445 82:0.324213227523318 83:-7.791239052395549 84:-2.588794413242042 85:1.304945019287926 86:7.727227629802734 87:3.008757028287086 88:-4.632970123890467 89:-6.531560049175946 90:1.97048140062677 91:-7.786260837286165 92:-4.982975424712721 93:0.1735387572567861 94:-2.775122923190573 95:-5.242804430310176 96:4.038262749984493 97:7.404878661663368 98:-10.20264204727791 99:-5.306478422061511 100:-2.541254815595299 101:3.274494813185004 102:3.464504263103022 103:0.7368080910268967 104:-2.525275848532206 105:-4.441201484756146 106:-3.317263280572143 107:2.429907008223033 108:-0.2745022356329804 109:-1.56981694759367 110:-3.219071870746801 111:6.515065957351212 112:7.356704494891941 113:7.665641819342643 114:0.526452689312034 115:9.061155578733246 116:8.888366627096969 117:-8.596250415733966 118:3.370124143189742 119:9.839102038546828 120:-0.7452804838386919 121:3.251427212449373 122:-4.519932556207384 123:2.87272432475153 124:9.089197118584112 125:3.581822110174385 126:-0.08019384688698666 127:6.941137067723479 128:7.473029040574456 129:6.314460640840069 130:-0.2721997009201529 131:0.1274418578940728 132:-0.7756844292693249 133:-2.624885593395967 134:2.699766828981472 135:9.938262235633507 136:-6.242019585873086 137:-3.475204929932586 138:-1.875132304337606 139:-3.346635598475093 140:-1.11900544232224 141:-2.342968787250866 142:5.087680616886597 143:-2.185829048614864 144:-5.615113754340927 145:-1.125180394596007 146:-6.71931613367874 147:7.532666684508198 148:-1.98924117894045 149:4.250231043601289 150:4.870426855401778 151:8.653852272725743 152:-9.174015717063929 153:-1.332604187557668 154:4.928966524238646 155:6.150083671565183 156:1.574168158485002 157:-4.27818045902742 158:2.806126446888059 159:4.017518613264242 160:8.32471887159206 161:-3.277878251819897 162:-2.378738876674113 163:-6.22649558507208 164:8.115339162434999 165:6.081719264010394 166:5.774214337464513 167:7.110992158015137 168:2.970288720842103 169:-6.43956296664837 170:3.310898447825094 171:3.602395339072638 172:-0.2653403112733753 173:3.046646673272104 174:-6.446636566948702 175:1.905461368371558 176:4.192439718406909 177:6.770703724545808 178:2.682684313979562 179:-3.609276696022817 180:-0.2608147186395464 181:-1.00097300164838 182:4.784565151938086 183:1.885094007315534 184:-3.816929041686401 185:-7.49571593131409 186:-6.444736421821515 187:-2.865832498461358 188:4.461737035552784 189:-10.32422586797212 190:3.231418859362926 191:0.2518221568221617 192:9.030848811676817 193:9.248563159553527 194:7.821242750230779 195:5.353289372722982 196:4.22644403987254 197:10.81782238975961 198:3.356765083131558 199:0.9495681612418069 200:-2.724084475183895
+-1 1:3.947553492928534 2:3.938196657031143 3:8.131948097347305 4:10.98353534009009 5:-7.690725372135816 6:0.7862799888753423 7:-4.546198803182454 8:-3.680956105963767 9:-7.083151971483165 10:-6.952143647690756 11:6.517573608566511 12:-4.00026201594057 13:-7.401315085148682 14:-2.565473891310851 15:-7.302451304557803 16:4.711988676083463 17:-2.994946119617909 18:5.237174706142568 19:-0.7619518146633719 20:-2.321826244707745 21:-3.140248703232912 22:-8.082268211258361 23:-9.536127677764201 24:-4.501626417158139 25:-2.200378317246344 26:4.318237107428867 27:5.900583140203402 28:-0.6698537087564327 29:-9.978711825398463 30:6.394109442526021 31:-0.1644630538439121 32:-2.389945384894546 33:-8.801535742608388 34:2.434155797081233 35:-4.518716566727187 36:-2.242673643420562 37:6.032462332670336 38:4.106624565403721 39:3.129874947539279 40:-8.794919270691029 41:-1.49598743489101 42:5.167945176371799 43:-6.56821679388458 44:9.215840083510891 45:7.045264953588653 46:-2.306626816361173 47:6.178456806148207 48:-7.529670496049434 49:-3.749589887449802 50:4.066023785016773 51:-8.039592964633362 52:6.270853949422741 53:8.199988258372507 54:-4.974840876256262 55:8.07760897366451 56:5.09728588026105 57:-1.996058542401565 58:7.710245747443349 59:3.555127022032405 60:-1.285232667132031 61:6.507630077509777 62:-1.412664527761238 63:-3.66589395334225 64:-2.420540346271075 65:-3.125292511939846 66:-5.454437336902106 67:-9.539848605383561 68:-9.107424670381082 69:7.266990469097777 70:9.961004081878059 71:8.014388918651699 72:8.782900571915105 73:0.501788050252552 74:7.099611655454624 75:0.5225346714361653 76:5.536036374420969 77:-3.778822637658285 78:-2.189684500734658 79:8.124569454980023 80:9.533815651444753 81:-1.305006595887181 82:2.841321413329788 83:-8.74835598644305 84:-2.831721856348371 85:2.222000056845664 86:8.898044965665006 87:2.977242119734348 88:-4.41253266721165 89:-5.918622213941576 90:1.128026397947126 91:-3.248860429764528 92:-5.712521493975677 93:2.001724588986966 94:-3.76857578720551 95:-4.380454676111421 96:3.804120066593981 97:3.751966387873065 98:-9.42053377024418 99:-5.499450651402862 100:-2.301742917742039 101:4.602657635715682 102:5.909552072435043 103:0.4655622652623788 104:-2.125133044253353 105:-5.626795836116822 106:-2.437382521338576 107:0.9290375915517262 108:-1.260797368609551 109:-1.579544115054559 110:-1.490901081858545 111:5.152615635867563 112:7.638599741742121 113:10.13350166933976 114:1.353008656973195 115:6.008210333947373 116:8.434574682992018 117:-7.405445151158939 118:1.795992840501396 119:8.676410377277676 120:0.9748347887995406 121:2.399740294176171 122:-5.447455594094878 123:1.528341097490449 124:8.477200056101447 125:4.620816440366493 126:1.934184907561237 127:6.984758755174489 128:8.644507627377321 129:7.425088106644514 130:0.9562066105478738 131:-0.05446201627961483 132:-1.066969293807186 133:-1.828652185234361 134:2.238264701437693 135:9.115555777099569 136:-6.130545823730387 137:-2.886012480575306 138:-2.849211057970259 139:-4.408832612851696 140:-1.211827055215293 141:-2.87587523457759 142:5.187718814615374 143:-2.321986051858341 144:-5.005690023826373 145:-0.2878410003759316 146:-6.127516837821516 147:8.604737615851677 148:-3.093331142399498 149:4.3426897417356 150:5.837554755560173 151:7.835979402948018 152:-9.524134508084986 153:-3.821509746150375 154:3.713519147210112 155:4.631156476628409 156:0.7184090912082945 157:-5.997877926029593 158:2.361572442484065 159:4.531233907914605 160:8.041081387229781 161:-3.051972041910934 162:-3.256280634166656 163:-5.474636834877699 164:7.400560605329288 165:4.467778267732547 166:8.034100503401161 167:10.81991641633782 168:0.8019799073909546 169:-7.170603926455168 170:3.407393152802539 171:1.335355348607164 172:-2.065359035278347 173:4.883306371184193 174:-7.590985135362449 175:0.9936014754664629 176:4.253170748834971 177:5.052867470501324 178:2.434360441345214 179:-3.0976840299291 180:-1.578564991373207 181:-1.597889268238851 182:5.878424125878984 183:1.163478520906662 184:-4.029969476006237 185:-5.873123131087522 186:-6.710839997317023 187:-2.653576226762544 188:1.632111107274298 189:-9.48611090966363 190:2.074973677487932 191:1.288537262372131 192:8.853374910631604 193:9.380156382708666 194:8.515266998473573 195:2.069581401347792 196:5.131102992089116 197:9.500201557609941 198:1.617116327628059 199:1.316074613199018 200:-3.107216198214053
+-1 1:3.314250988786847 2:3.938211497749144 3:8.940138608167292 4:11.00535368536198 5:-7.079133831665112 6:0.2990958511483333 7:-6.796194175796122 8:-2.076669132127391 9:-6.510862292201606 10:-6.588970197519318 11:7.455732620789843 12:-6.480451606962978 13:-7.725520564042228 14:-5.866535785929568 15:-6.850688728015105 16:4.208090907164753 17:-2.293195977406571 18:3.803577635620315 19:-1.088910443916787 20:-1.01527562525599 21:-0.8150297837396501 22:-8.131695754365674 23:-9.156138669413354 24:-3.355859746337597 25:-3.443268199148107 26:3.841525498535741 27:10.48161056401511 28:-1.307326637783081 29:-7.530253287031041 30:9.911827142697293 31:-0.01475228236540715 32:-2.670719112590769 33:-9.230226092096272 34:2.397515249626247 35:-4.179934649310729 36:-3.64373325721248 37:4.650878048712134 38:4.041348739654505 39:3.462228136582577 40:-10.68283551570653 41:-1.362710499413787 42:4.493788722889676 43:-5.398049078187071 44:8.745099741977896 45:9.055007851927728 46:-2.180518490825821 47:6.874327651395885 48:-7.995111528456577 49:-3.431670848751476 50:0.631054329991114 51:-8.212686542995236 52:4.970031853142867 53:6.363010752305035 54:-5.690008915536696 55:9.013733773621214 56:5.008649892977058 57:0.1218695355498478 58:7.934682593090513 59:1.371974384721782 60:-3.452642995965791 61:5.371166243460007 62:0.6812441811909435 63:-3.656962381647535 64:-3.475044845422196 65:-2.627057580446442 66:-4.406215123329932 67:-10.52306169160648 68:-9.833694567324264 69:10.08114987146073 70:10.50807213519268 71:9.133717045490526 72:9.127135467237322 73:0.7973321421602905 74:6.456472408073835 75:0.3665464324127715 76:3.269819835326933 77:-2.547468102203794 78:-0.7145963588082627 79:8.546926421577684 80:6.965980390099686 81:-2.738174333860416 82:0.4084445518466862 83:-8.049295617618389 84:-1.789152247703802 85:0.609506673848071 86:7.097770320528651 87:2.190497024711595 88:-4.960091359845035 89:-3.636028115369119 90:0.6903426391775276 91:-5.144196657126098 92:-4.884195014795733 93:0.829947965886235 94:-2.776616214612719 95:-3.902157028417039 96:2.01879368264583 97:8.48863948818251 98:-10.90816009854139 99:-3.374685433609551 100:-3.604255572822241 101:4.737145499812537 102:5.166585769920799 103:0.6523109931954569 104:-2.375412017438915 105:-5.200449723885106 106:-1.724112434728418 107:1.297014299324721 108:-0.9922793397309165 109:-3.523721572109786 110:-2.396445419838403 111:4.572739862938054 112:6.06449236400897 113:9.345053733550724 114:1.791515663644872 115:8.178277935332058 116:7.870358435801937 117:-10.05547047649793 118:2.275161468227682 119:8.474860340347186 120:0.2759293858043875 121:2.802734123657021 122:-5.553923296930519 123:2.51917743200953 124:10.66896336944654 125:3.229914000290282 126:0.2476357203695147 127:7.176518490179198 128:8.789493588371197 129:5.092917712645055 130:-0.1178888094378847 131:0.3307059056190831 132:-1.425644020428275 133:-1.235319901677256 134:1.574466519328137 135:8.354507181431567 136:-6.118421715360858 137:-3.613835265199716 138:-5.463908111073948 139:-2.903719205110464 140:-1.114994905382312 141:-3.804636532342149 142:4.307916852662474 143:-3.806276162404636 144:-6.205275557389027 145:1.288615640101429 146:-7.901131555500049 147:9.072023692845315 148:-2.136449280802014 149:3.440050351232892 150:5.064699054877542 151:5.363165642379228 152:-10.8722593258847 153:-2.789679502433795 154:5.095801923133044 155:7.134916692735517 156:2.734656609636549 157:-2.897389748374948 158:4.042660259354609 159:3.785275982586741 160:7.34272067043126 161:-5.46065953323814 162:-2.241446043379641 163:-7.129008498089285 164:9.466809560875573 165:4.868252588268043 166:6.446654212698642 167:6.29184846737911 168:1.754899454935462 169:-5.888543161564518 170:3.749057082120593 171:2.615602225858709 172:0.3311956672697833 173:3.979608136619294 174:-5.806587607014738 175:2.496300774432453 176:4.665532313127819 177:6.272398531444275 178:2.80505992236431 179:-3.472821300074364 180:-1.405989715823563 181:0.02044382326918848 182:5.809279003467194 183:2.129251065847814 184:-4.038845832021241 185:-7.187006230286568 186:-5.154143308569799 187:-2.831870705827885 188:3.572143239169225 189:-11.53543168714275 190:1.925717624726683 191:0.1390372462783139 192:10.16957108704864 193:8.81661154763969 194:7.621943560968703 195:1.939025383980117 196:6.621375328117493 197:9.890070069181903 198:0.7223000988373465 199:1.028364228264486 200:0.1335070078869158
+1 1:7.880065952775447 2:-5.009392431120908 3:-5.241004791255232 4:-6.04360595320338 5:3.574469094469648 6:9.198852874786434 7:-8.900004652269924 8:-7.750327750805161 9:7.26686418421142 10:5.032708125868771 11:-5.356051071811162 12:2.675465271216747 13:-7.185350765238615 14:-10.6934899121731 15:-4.370290011805534 16:4.429678168173425 17:5.650526918896242 18:2.295651996824473 19:-6.215816536762794 20:-2.104192969097904 21:-2.741274697760961 22:0.5243768654623853 23:-5.086284455184657 24:9.858956389747956 25:-0.8782641794737043 26:3.554428760582778 27:-0.1740616052362194 28:-2.944697110683118 29:3.655662283397793 30:5.768836582318105 31:9.169030703818844 32:5.288484954334431 33:7.685909066863285 34:7.760584163740339 35:9.116004709021285 36:4.483625887341093 37:5.893701488809609 38:5.521407472878352 39:-8.182038898537625 40:-6.414145824737693 41:-1.087019485665615 42:-0.1255346445780633 43:-1.949920076257952 44:-8.627336855776742 45:3.361707852089617 46:4.595850965978761 47:-9.231235167847421 48:-4.227015576078296 49:-7.692972257908008 50:7.175726400059162 51:2.503959630040024 52:-1.740426403648107 53:6.929884510576529 54:-9.621398557131478 55:-1.481074025712918 56:-2.355121463514259 57:7.573627451910154 58:-7.104353295650847 59:-0.5761554545048982 60:-6.53509399757225 61:7.660295975863331 62:-6.200328210142997 63:10.65879464749489 64:-0.6388109369679218 65:0.1631196969612019 66:-1.625421404630194 67:-3.480105054666593 68:7.364610684931311 69:8.270901565894675 70:-4.619760957083187 71:1.257306334586719 72:4.924267683560385 73:0.2433171993817329 74:4.747377488490656 75:-5.305397876161536 76:1.228601783566113 77:4.012835693082623 78:-8.110490066875212 79:3.439919943145545 80:6.204997283930394 81:-6.542091531483568 82:-3.299574484038179 83:2.811028216988896 84:6.963810907135407 85:8.391446644017153 86:8.086272090131684 87:-1.939401178174907 88:-7.940831722933969 89:-0.8550433914251212 90:-7.801199188859483 91:-4.294036187883226 92:-7.829266567518546 93:8.165070721017587 94:-8.533870115760251 95:-4.594632384877762 96:-7.425469167748426 97:10.16281510620635 98:-7.549539263369365 99:-7.642531906487525 100:-0.2470238929635432 101:3.847136478406968 102:-3.255615137736317 103:5.031514879095383 104:-8.706680812632127 105:-3.875778840479023 106:-8.234090441038958 107:1.620655058065499 108:-2.861378675202008 109:-8.610120246111027 110:7.783714161390285 111:7.756191095587008 112:6.645957430545357 113:7.239298006052584 114:-5.95619808912376 115:8.367132066778202 116:-6.966260620920458 117:-4.303514877668451 118:4.38663655173938 119:2.219246750427697 120:3.286807313781638 121:7.899301115075196 122:3.105292215943043 123:-7.677394305766471 124:-1.755378781980012 125:2.496625720784272 126:6.848954013405613 127:-8.741123103021007 128:-1.599299579097202 129:5.10233692537803 130:4.21116412290632 131:-3.39795812665148 132:-1.505332283801107 133:11.16889883871101 134:1.07914143714186 135:-3.300068245715909 136:6.927282160961669 137:-3.586954414867638 138:6.241060145337322 139:-8.42044485799588 140:1.699351134116817 141:-8.328017911673575 142:-8.130555392279422 143:6.390282596901542 144:3.345817418797375 145:1.218215670348667 146:-4.324637833674615 147:-1.899225009626795 148:-7.796969605314188 149:-0.5952976115926505 150:-3.456854574275174 151:-3.06339796349876 152:3.697201710977886 153:3.502213910037683 154:-3.268417090499675 155:-9.108251859215123 156:-5.944160230946811 157:8.896287522528201 158:0.6063477849462027 159:-1.446042269384195 160:1.221299352441219 161:5.301182816942953 162:8.697100231143651 163:-7.97948556152368 164:2.414421535155134 165:7.720190154413983 166:0.8140882466467925 167:-2.839177906603949 168:-5.307625348086616 169:2.119526388862376 170:-2.06666104722866 171:-10.28030266536278 172:-7.050086656056296 173:-5.590879566558576 174:9.170441537562533 175:-4.048306569820657 176:-5.080897764406362 177:7.924290432822807 178:-4.04145385672254 179:-3.749953655272111 180:-4.406785395323679 181:0.2120146232996856 182:6.398729352737693 183:5.632503965645548 184:-0.8415915348783092 185:2.881671622137763 186:-5.846526180044389 187:-4.051659547045531 188:-1.363776643794626 189:9.122380717742267 190:6.064469037885785 191:-11.28846430204285 192:-3.777359524166783 193:6.145258748244506 194:-5.431181862929579 195:1.703374574286564 196:-8.218433811494585 197:-9.56521145929038 198:-7.408260516390193 199:-4.406179438151231 200:-7.598095211475558
+1 1:8.673520420435835 2:-4.29922611651057 3:-6.327350742495767 4:-3.967877396332405 5:3.880429577834674 6:10.2812003768602 7:-8.828128148276601 8:-5.451507853014077 9:7.757248994876299 10:5.886266330207475 11:-8.470903457975124 12:3.322032079427913 13:-9.780694892171431 14:-11.01897175342297 15:-6.223938328597078 16:5.20427531558332 17:5.509994084361915 18:2.824301000977108 19:-8.793858246781436 20:0.1301537283180376 21:-2.886673111990738 22:2.832775788694753 23:-6.644618624512963 24:9.570385421682085 25:0.4379354249329379 26:2.587268002424222 27:-0.07827025420756023 28:-1.839561995369463 29:5.506631380823751 30:4.816127825953105 31:6.495292741186477 32:4.795921481238945 33:6.0559137275574 34:6.951407803290716 35:6.983162322917147 36:4.125530478369888 37:5.07556138237993 38:7.485182995170843 39:-8.715097888350172 40:-4.034459864026176 41:-2.562293252700285 42:1.112611977067415 43:-2.202353092382534 44:-9.55569183217947 45:1.64717983534326 46:7.038935220374997 47:-11.43222148124484 48:-4.801230537724774 49:-8.016916257875387 50:6.311001336942675 51:3.015698183114309 52:-4.618033796506818 53:6.785651529747311 54:-9.353386975121229 55:-3.914014627726196 56:-3.203660522183613 57:8.56713248253174 58:-8.521062015669468 59:-1.565631308437575 60:-6.540684090636769 61:7.830529496550596 62:-4.520290253411658 63:8.632646432731237 64:0.7749814003225226 65:0.9724350061689639 66:-1.090530108080481 67:-6.036879846006897 68:8.115245808785296 69:8.335392579333819 70:-3.985906295811925 71:0.1543246890727551 72:2.290142620715545 73:1.077024938429987 74:5.790488944932307 75:-2.992511852323056 76:4.525845237493229 77:3.484075185731221 78:-9.750905629853197 79:3.501166315602786 80:5.079466739295531 81:-4.221538957445559 82:-2.147464848884263 83:1.180576032722026 84:6.784234603891187 85:6.68751177710114 86:6.175462789889989 87:-3.998566752269095 88:-7.769440417599264 89:-0.4526051933036243 90:-6.124957101118341 91:-5.885772670221239 92:-6.407800121079444 93:7.658058061063334 94:-9.924571303489133 95:-4.695777505323788 96:-6.670093126353161 97:9.299499093451493 98:-8.236294215836779 99:-7.734949272833176 100:-0.2292307654259699 101:4.605299351721362 102:-5.424560812337154 103:7.359436760491656 104:-7.934197818526302 105:-5.795849307609047 106:-8.051762200313309 107:2.085061136099348 108:-3.029942104000126 109:-9.171869929033296 110:3.808475287591633 111:9.927580172927804 112:7.480937174854578 113:8.630979697692821 114:-6.499989857383763 115:9.180151042307591 116:-7.560807125647823 117:-3.757493406484063 118:3.450857718780836 119:3.990095114230731 120:3.287423991860352 121:8.42436543130502 122:3.906283736520854 123:-6.285904294964374 124:-3.510701059404473 125:4.17989904846072 126:8.555579477665615 127:-7.75998137298069 128:0.191418188916028 129:5.520647690717268 130:6.106582624206129 131:-2.328306170223491 132:-1.690082037680902 133:9.61129879046794 134:-0.7577721484247748 135:-3.542820423880873 136:7.713112054253592 137:-2.656804157894908 138:6.878326857629658 139:-8.139737800585928 140:3.592163073677503 141:-9.290711391017803 142:-10.54948770994827 143:7.34287632623767 144:2.735645732894072 145:0.3388889378928509 146:-7.058195021345155 147:-0.2738440634421959 148:-8.002226773283477 149:-2.478403176058623 150:-1.077212775190706 151:-2.166196380763215 152:6.194580944207093 153:2.74407627842581 154:-4.394192476217554 155:-9.040451935297087 156:-6.676104095769795 157:4.966932122369816 158:-1.99495423073972 159:-3.312174904775581 160:0.5291409823945821 161:3.829716900891959 162:10.29315052807217 163:-6.955333065046357 164:1.834043366129321 165:7.959993246850349 166:0.917131476761528 167:-3.967541767157254 168:-4.996180005812061 169:4.170311322342038 170:-2.34486217455573 171:-10.42036684305526 172:-8.320820409406711 173:-6.284183370912927 174:6.616801193932438 175:-3.898580509542273 176:-6.370885639843465 177:9.189540469458731 178:-1.938230207266576 179:-2.625164963382764 180:-4.466870521407292 181:2.949044185526858 182:6.557991928383703 183:6.678959529028976 184:0.6593327298838469 185:3.018129678880453 186:-5.130644804918316 187:-5.381736184563785 188:-3.279708723359652 189:8.487784616145023 190:6.088163308597832 191:-8.607234869180894 192:-4.003559419504564 193:7.631325872056141 194:-7.323494318096372 195:1.100108282041604 196:-8.558088021900764 197:-10.19052503447218 198:-7.559262854020687 199:-5.185855657390429 200:-6.256928754955823
+-1 1:2.513329853156499 2:5.184438721641677 3:5.840131967231372 4:8.634070089914292 5:-8.139243902979631 6:0.681524682849437 7:-3.923374156096461 8:-3.521407544379627 9:-5.75173122946261 10:-6.938233001537984 11:7.236155627171438 12:-5.584578999487009 13:-7.595189971779019 14:-4.916039045050961 15:-7.541758528713064 16:2.543715453105261 17:-3.037682120707046 18:5.542373498097114 19:0.4626633088079477 20:-2.78059259197949 21:-0.9134521012785637 22:-9.786173357811293 23:-8.91930311669957 24:-4.140611437894199 25:-2.553887254116881 26:4.776597032125649 27:7.804745887974365 28:-1.232456253737152 29:-7.138107376945497 30:7.232519817545106 31:-1.505381084368116 32:-0.4649428694026665 33:-10.11287779059034 34:3.167360177922029 35:-6.21699564272677 36:-1.67697427660412 37:4.646984392782972 38:4.485021030010738 39:2.211758508689312 40:-8.264994003929049 41:-1.864236092227731 42:2.380032351252793 43:-7.852679693896478 44:7.395323382501065 45:10.10899752840924 46:-2.618147377862277 47:7.446693824648705 48:-6.813326379872603 49:-3.855483258591276 50:2.705638564398833 51:-8.058408048460958 52:6.063713110678657 53:7.459257635508271 54:-5.349685677502171 55:7.334893176940349 56:3.741111816203497 57:-2.4856340236207 58:7.12603169084576 59:2.235349483468092 60:-3.201759523715385 61:5.77232471817296 62:-0.7174718772211888 63:-4.039361007606184 64:-0.02523474804304682 65:0.2313633976987579 66:-4.904723654122395 67:-10.10021873245333 68:-6.614054141297556 69:9.404651843430614 70:7.107650006055731 71:8.584235953248522 72:7.939696209637061 73:0.7213492753268103 74:5.823212898581806 75:0.2998961331257693 76:5.288826672391746 77:-2.510609277351142 78:-0.7740848185213689 79:9.090490088547247 80:9.799376016593021 81:-1.911894763027532 82:0.1715013041325739 83:-7.859010241475341 84:-3.928882603409667 85:1.680013974229464 86:8.698386190033352 87:0.8608079283769403 88:-6.268760780100001 89:-3.406691111766937 90:0.05103958346999338 91:-4.990036985096427 92:-6.929686949933582 93:3.134154787810577 94:-2.317151897818084 95:-5.641192259181368 96:5.337734547990131 97:8.587434007933153 98:-11.21036681828002 99:-4.634328025994563 100:-2.838394925250673 101:3.224309762135016 102:4.210325516787964 103:0.2100258538964757 104:-2.329471122763502 105:-4.264847910912474 106:-2.155622565865432 107:0.9394037982757173 108:0.8229839353727424 109:-1.068720502269336 110:-0.1958514508900755 111:5.048040324246319 112:7.055838436020784 113:9.325818946628079 114:2.756347425676014 115:8.334008580245573 116:6.99059794149282 117:-9.794087332453129 118:0.7419483050623019 119:10.5023114966682 120:-0.1569556299121493 121:3.035728052693702 122:-4.082705586974964 123:1.079728048277666 124:9.72665261611864 125:4.614300327855406 126:-0.3392780663393667 127:7.624849552402491 128:8.418909481078492 129:7.646440588345069 130:-1.459203155215241 131:1.706788664999651 132:-0.4937695932526855 133:-0.7914956484283717 134:2.723238921419235 135:8.886285648431302 136:-6.067592641650626 137:-4.061346710239902 138:-2.457159771642011 139:-3.157197229344448 140:-0.8359738457816436 141:-2.482037428275804 142:5.818417577990445 143:-2.299340701580612 144:-4.470623434139703 145:0.1462053457068796 146:-5.954886275730816 147:8.766715903895079 148:-3.744199114131876 149:4.593678391273937 150:4.830822401140909 151:7.364097995754959 152:-9.268258020208616 153:-4.006112008737247 154:3.211488555358957 155:5.966122616859829 156:2.433652636065821 157:-4.745390838536526 158:0.8997177387844384 159:6.330809042264514 160:6.500862512887055 161:-4.030606484630393 162:-0.9730646676453059 163:-6.86613402921883 164:8.878174165437573 165:5.724108764252335 166:5.685189524341292 167:8.688450330609204 168:0.05845024817126876 169:-6.576083964303179 170:3.506727446454671 171:2.023694680522978 172:0.3231631110761559 173:4.1531222012254 174:-6.330866839732332 175:0.4398752030077353 176:1.345580688550587 177:6.931308583357078 178:0.8682976783306213 179:-2.079277592548608 180:-1.28249284008744 181:-0.1757217973183409 182:6.033218594573031 183:4.58049787301246 184:-4.803220121508198 185:-5.499602822192606 186:-6.740191179754874 187:-1.549175250674202 188:5.79984557731917 189:-9.494677343073867 190:1.128728803489579 191:-0.2184046729553482 192:9.619747512959098 193:8.050270590197506 194:7.351060087922343 195:2.59717126137061 196:3.23275580344243 197:10.43707617265798 198:1.025902641282234 199:1.993766847961826 200:-3.511948754619853
+-1 1:2.465034106830066 2:5.850131625198207 3:7.964941235360932 4:9.239566122661017 5:-7.557131174273957 6:-2.209908635053989 7:-2.47781750766025 8:-2.663545458373837 9:-5.462732331851232 10:-8.463868399530703 11:5.675125224935847 12:-6.46702010832832 13:-5.813091949513056 14:-4.351822491387128 15:-5.888404262467605 16:4.961670972181771 17:-4.192711849702865 18:2.858700533276547 19:1.000786079535584 20:-1.99216873930681 21:-1.00020002916277 22:-9.533488030082225 23:-9.56692428406037 24:-3.594938351159624 25:-1.351405720781885 26:5.600435193793759 27:10.34019383445761 28:-0.230463517596365 29:-8.574652058861673 30:7.618007878275567 31:-0.1446051654281653 32:-1.217573709534603 33:-9.918832170161995 34:3.960770905333355 35:-6.888018897983121 36:-0.8235512142422885 37:6.202215096788401 38:3.724026612356231 39:4.193412113709393 40:-8.250120332122012 41:-1.438778399530455 42:5.263369305835239 43:-5.709237534388262 44:9.894162537722179 45:9.779412056230672 46:-2.005432004788669 47:8.50051878830687 48:-8.730421178369218 49:-2.410004416547365 50:-0.1058995552303659 51:-7.08017782852512 52:5.740726331448175 53:5.929586506196289 54:-6.378345932399357 55:7.398190549855417 56:5.417677382072505 57:-1.626683057218859 58:6.600853819872084 59:2.274511980766239 60:-4.335177138227008 61:5.782793498554421 62:-1.669808577805395 63:-3.44874750206094 64:-2.843408175706184 65:-3.32776860887846 66:-5.178350615060421 67:-8.92751656534687 68:-10.55689968490463 69:8.064910767219175 70:10.7044897586095 71:8.732167475376224 72:10.09537792637852 73:0.4914684295122565 74:7.467448974706645 75:-0.5594153030282308 76:5.621115136653952 77:-2.622870773738848 78:-2.357658657073471 79:10.27847962352016 80:7.777209186116587 81:-1.078123918804381 82:1.805865728350896 83:-8.391356604535959 84:-3.477078749865048 85:0.6595780697671105 86:9.767001625530725 87:3.90677594623939 88:-3.347167688781537 89:-4.606684519814735 90:1.226261639665247 91:-4.121010873239803 92:-3.539208398655613 93:2.679379590441814 94:-3.072079440989144 95:-2.95344578236124 96:3.793718979121171 97:8.159478246961338 98:-10.47705461838169 99:-6.1390870621664 100:-1.837350628417171 101:4.726173717197732 102:2.115290381783028 103:0.6192119425817018 104:-4.412911822150896 105:-4.274504114546197 106:-3.871567969245307 107:2.737081952950226 108:-1.254856030275166 109:-2.417000792798017 110:-1.375190198631764 111:3.564996890152838 112:8.32040656583874 113:11.27106909808607 114:0.9085351535241435 115:8.101522698749886 116:7.936583121384613 117:-9.560430564368259 118:0.8647502649904443 119:7.767106515940513 120:0.1121152012652072 121:2.71763058244029 122:-4.810728291324266 123:4.751345805539698 124:9.594598091076366 125:3.897561101417245 126:0.5088339119688758 127:8.687860154486676 128:8.840254440972396 129:3.913471329437059 130:0.2707925453592888 131:-0.1170259270700486 132:-0.1385117353374359 133:-1.73077248791306 134:1.872636580079691 135:8.333637304972484 136:-6.787119312219617 137:-2.023911931695021 138:-2.248389964341828 139:-4.308614752704459 140:-1.889744974050586 141:-3.387921829740862 142:5.196398981285109 143:-2.619984870146757 144:-3.642472019817224 145:0.193841129626429 146:-8.025275589475759 147:8.219741188581521 148:-2.061795214962046 149:6.230415706187067 150:5.69096683502431 151:7.284282303014255 152:-10.95644931463936 153:-2.980588846523199 154:3.308192320654775 155:7.230780078759103 156:-0.1920817827226993 157:-6.914749136903524 158:2.991547367226711 159:5.610264194095603 160:6.184001864683442 161:-3.015403513713437 162:-3.924651396078431 163:-6.596215678970766 164:11.326965101858 165:5.809596005238776 166:6.738756370237691 167:7.728789760917699 168:1.733277287416379 169:-7.183462459564931 170:3.338936722438362 171:2.399899285494475 172:-0.01486536852360509 173:5.438482011672308 174:-9.402251533311524 175:0.6125655184890602 176:3.969527094853466 177:6.14434684690071 178:0.8959101471562674 179:-1.870460875016543 180:-1.132360426512759 181:0.9365779307758559 182:5.527734061821206 183:3.193454143639505 184:-5.198328810986433 185:-5.44698832714218 186:-5.778233538398554 187:-4.472566069029039 188:5.676899913903901 189:-9.587128911905637 190:1.483927834607856 191:-0.2476050093558879 192:7.530684691496215 193:10.84412010928482 194:6.460295167828185 195:4.277928952400654 196:3.427688855502934 197:8.217393561712557 198:2.394318806895414 199:1.591102671269947 200:-1.776575307998997
+-1 1:3.307153766040098 2:2.85715689523949 3:6.331763065403732 4:10.59718885365841 5:-7.571571097341768 6:-0.2253299749683137 7:-4.118021780779137 8:-3.129149419605027 9:-6.489593173755462 10:-7.091077906589364 11:6.800899826028077 12:-4.964144062292152 13:-7.278640251573083 14:-4.014960197658885 15:-9.337814671164974 16:5.632600115781946 17:-4.362762936766718 18:3.798819382531389 19:1.131259419567894 20:-2.032438144159128 21:-2.617533152725002 22:-7.340975057831868 23:-8.313494840203706 24:-4.377851978206349 25:-2.043696834251369 26:6.256532585588809 27:9.111364836430036 28:-1.054975179637813 29:-7.797082714108099 30:6.8927446669424 31:-1.040543486436208 32:-1.060030058038447 33:-8.55614859072244 34:1.926610409145609 35:-5.155840554822209 36:-0.9597814750707718 37:5.170201339601254 38:4.930132573422306 39:2.642971029687191 40:-7.940322803187379 41:-2.806009424514562 42:2.538140994319212 43:-4.747812649917141 44:10.58889892411159 45:7.892086922000584 46:-2.043760563891432 47:7.171953777539891 48:-6.290361574042597 49:-3.942811936689395 50:0.8590225329910064 51:-8.982157589563744 52:4.891589684916369 53:7.46327275609668 54:-7.414939607907248 55:6.050038439252266 56:4.437907832388616 57:-1.716725134820195 58:8.111002805055836 59:3.69178843652089 60:-1.674614092616365 61:7.546203256231503 62:-1.792566670076449 63:-3.235328543060455 64:-2.00905713593448 65:-3.554284833504147 66:-6.985910593031999 67:-8.405035441853808 68:-6.890426808542546 69:8.442059064259482 70:7.087850703249304 71:8.029331176035294 72:7.633839435995477 73:-1.035041489160031 74:5.237068609064674 75:0.4279130266968254 76:4.335069413281448 77:-1.944116055190831 78:-3.272017680974374 79:7.200450476692301 80:8.932200573051979 81:-0.9861672594233548 82:2.0028775066707 83:-8.913846711715408 84:-1.542911418933368 85:0.2802382759275221 86:7.132065334360941 87:2.604092245199564 88:-5.598230850739966 89:-5.661224877899171 90:0.751381278061201 91:-5.24245682660827 92:-5.800210526559265 93:1.233471667739341 94:-2.75211461275416 95:-4.483258790109415 96:2.560652141026019 97:7.263591816779006 98:-11.30152046416674 99:-6.294554435002517 100:-0.5506888949516884 101:3.560624209344029 102:3.335888228585636 103:0.7643371042125071 104:-1.960569449385011 105:-5.878777858863827 106:-2.068060504335844 107:0.3648417905495132 108:-1.586594206212982 109:-1.82506259211077 110:-1.528471106809662 111:5.639357481526429 112:9.230462010975945 113:9.674288123413229 114:2.422969077002734 115:8.715314303405425 116:8.362110031860141 117:-8.362651010334421 118:2.117639204064909 119:8.11357268680505 120:0.0255637337298783 121:0.7388184040081833 122:-4.547860713060369 123:2.3721369611927 124:8.305566298958936 125:3.449843016494134 126:0.4015864270479612 127:6.749199020570973 128:9.059938927788931 129:3.585183972816172 130:2.121805366305352 131:1.204738160879395 132:-1.922035377174612 133:-1.729921635821772 134:3.112366779466223 135:9.843430476307628 136:-8.11547015284907 137:-4.142392493089437 138:-5.013552435756098 139:-4.023258218802026 140:-1.4540309351617 141:-4.039935704812059 142:6.57216996262408 143:-2.984235719076024 144:-5.045136355443272 145:0.4753845494027807 146:-7.619531505018271 147:7.982754003580991 148:-1.822700330844311 149:4.367208841598628 150:5.676880719499016 151:7.06783274163638 152:-11.96541738509779 153:-2.959999710894866 154:3.819233486966731 155:5.823977301749873 156:1.773090346033497 157:-4.065157691630445 158:2.939117914172791 159:5.385651349634206 160:7.219782395621658 161:-2.606063496066708 162:-2.115899800614658 163:-3.893394162795889 164:10.57512406627177 165:4.008257538148203 166:7.261649095735248 167:7.120075574440699 168:1.683434835256802 169:-7.947743081925766 170:2.471314738421778 171:3.057643503424468 172:-1.525843857806779 173:3.73447584159711 174:-6.506271924291637 175:3.133300699338795 176:2.593344242840559 177:6.276415086562618 178:1.465128141200979 179:-3.884077651750422 180:-0.2008318623236506 181:-0.3247155555532897 182:6.049216376922004 183:1.973290667449374 184:-6.21670484401181 185:-7.219125507452922 186:-5.869657106284522 187:-1.205099968844505 188:5.1873083627887 189:-9.639039522488204 190:3.121569017980392 191:-1.406057494958577 192:7.512086811555537 193:10.25155065293411 194:7.348322495727031 195:3.036281471917682 196:3.961474189174622 197:9.505608651103334 198:0.4891228955352247 199:2.015078970413357 200:-1.161562652060959
+-1 1:3.114155488705569 2:4.403311345954307 3:6.856419765422153 4:8.86369679084229 5:-8.88301375162979 6:0.6072361828030721 7:-3.258707803080065 8:-3.209316336981158 9:-4.820910844993278 10:-6.690418838804276 11:5.706381614368365 12:-4.964817062313891 13:-8.77701265998229 14:-5.203673093033214 15:-7.198265254698928 16:2.757430886776353 17:-4.416285201289587 18:6.568668680758006 19:0.1575310649150813 20:-2.083586215732777 21:-0.08581307530758697 22:-9.510446808444906 23:-9.614685514878966 24:-4.753188870642277 25:-0.640500107922737 26:4.821428415982149 27:8.710129057200028 28:-0.7205358109711838 29:-9.466862692699246 30:9.022183512239284 31:-0.1232169335546502 32:-2.315755492653764 33:-9.141828524038392 34:3.971909390653396 35:-4.568470471963449 36:-2.5792153508519 37:4.340117868751504 38:3.984865864708023 39:0.5130363626433723 40:-9.342264156489421 41:-1.103457500496913 42:3.739557767754832 43:-5.155516796055204 44:10.75735702365257 45:9.348158102421795 46:-1.520927788305696 47:9.161442436506436 48:-5.797159049810011 49:-3.501262804832475 50:3.440209463108927 51:-6.712966522058411 52:4.842469531151084 53:5.743292805231859 54:-5.810624528349645 55:7.502616775768631 56:3.652073287692172 57:-2.313442501379212 58:6.484932458007313 59:0.7846252519102164 60:-2.499890262375605 61:5.258166906517511 62:-1.86667119493341 63:-2.943814663486517 64:-3.249690544977303 65:-3.749017791968447 66:-5.494146695226847 67:-9.089220104566111 68:-8.377473950685406 69:9.548515306094325 70:8.722831241819112 71:7.090435281122661 72:7.82478663182343 73:2.269403963525896 74:8.439402608075095 75:-1.418880956447746 76:4.439165094149392 77:-2.511496836241056 78:-2.435227429939565 79:7.603146330667755 80:10.38135204315747 81:-2.186114963108553 82:0.5163798837334863 83:-8.363088737737927 84:-0.8197082907481905 85:0.621098668378867 86:7.745872261055813 87:3.716667143615178 88:-5.407541346927909 89:-5.700616869046506 90:1.060322537061069 91:-5.444892826775208 92:-6.818138773803084 93:0.5623148481212519 94:-2.165942442345057 95:-4.148396446656609 96:4.016064794990689 97:7.807021330383302 98:-7.869614781251506 99:-4.308532046241648 100:-3.669784889945984 101:4.290870547517957 102:3.838895696936762 103:1.279553481415481 104:-3.511782800319116 105:-7.377151212236725 106:-2.147701852576691 107:0.9377266078285138 108:-1.337013844091528 109:-2.549083794839735 110:-1.404907256552107 111:6.222018552795412 112:9.103128425261138 113:8.617408212229151 114:1.85934041120591 115:7.482237188385914 116:9.348369851588313 117:-8.396360713341407 118:1.262764663830756 119:7.884909417447764 120:0.6722863949933293 121:3.091552943714755 122:-4.1444761473585 123:0.3635388624940314 124:8.437678126506205 125:3.172891879588999 126:0.9585541088265345 127:8.165240998886556 128:10.21790498953751 129:4.341447919319536 130:0.4317560459618867 131:1.317434905119123 132:-2.482051305102467 133:-1.1601818405283 134:0.2404225811622975 135:9.311649207866976 136:-4.93374433310291 137:-1.714561143057251 138:-5.636997522336538 139:-3.109881664284494 140:-0.8109747475340954 141:-2.561501861477243 142:3.99114317549971 143:-3.07005459832554 144:-2.953974219538426 145:-0.2918111812366636 146:-7.57691451590888 147:8.671163656346168 148:-3.133750912781404 149:5.460957222074361 150:7.17376081300231 151:5.420669586629692 152:-10.13407738241653 153:-4.631511606360824 154:3.00377654696978 155:6.150129926722116 156:-0.2644778668064558 157:-5.174292846355478 158:-0.5324399081930298 159:4.325364165434668 160:6.634562956664324 161:-5.047196899468899 162:-1.243129390108411 163:-7.047523053414858 164:8.889564079667615 165:3.954025832396282 166:5.174040604862469 167:5.290358646098364 168:1.455985464281752 169:-5.988006397248602 170:2.211906261437906 171:3.124477583833585 172:-1.064023160481927 173:2.219340325807523 174:-8.162018147153651 175:3.182508176063273 176:3.792888070816149 177:6.093922668030642 178:2.74429819144979 179:-1.651394713161165 180:0.8817461916248059 181:0.8831409533331041 182:4.10629659950443 183:3.581846718256196 184:-3.297782170871816 185:-7.236963364935199 186:-7.223378615701516 187:-3.22482811767873 188:5.016632008857466 189:-10.56752681282964 190:2.473785212460218 191:1.806284682338459 192:8.885933628129646 193:10.72764237196644 194:7.552046919718204 195:3.463638327918879 196:4.948653268565645 197:9.305340541253139 198:2.211732965140305 199:0.5095965928180808 200:-2.22185792411357
+-1 1:2.454422674396539 2:5.26268895006865 3:5.11812288238108 4:9.171152700554003 5:-7.929118170876318 6:-1.311734525851569 7:-2.397692613611413 8:-1.112097938771325 9:-6.576169471858229 10:-7.464165462189067 11:8.101826308678564 12:-4.250962662578288 13:-7.298839200560797 14:-4.795769962153085 15:-7.376259814418304 16:6.595236900501733 17:-4.435580252488668 18:5.819594294863231 19:-0.04620782539672402 20:-1.990470388509433 21:-3.745364605171477 22:-8.879581360771251 23:-8.266381112996086 24:-4.498776735967621 25:-1.505560757293561 26:5.069111429880104 27:8.08141583177826 28:0.6475877582478384 29:-7.351720136031262 30:7.750517257058833 31:-2.284602474015399 32:-0.9616287681753217 33:-7.865519741162007 34:2.190618068461671 35:-3.784147994561935 36:-2.336113021699769 37:4.876125675155877 38:3.912804206519792 39:2.768824239133747 40:-9.769402407516301 41:-2.517499057332596 42:3.526212824248882 43:-6.952552699082983 44:8.286598820744434 45:10.79651003085181 46:-3.605107510566163 47:6.954559570091924 48:-7.427482054319229 49:-3.506307762243841 50:1.490724506774352 51:-7.924475430766236 52:4.861965834151393 53:6.476563516258462 54:-5.664315276311687 55:8.754772262347817 56:2.165338151559226 57:-2.253149402130683 58:7.040329514425651 59:3.288850675056945 60:-2.587947759315021 61:7.753438736387189 62:-0.6541632634045402 63:-3.525168554752903 64:-1.939289636785678 65:-1.194525469073896 66:-4.278852469139384 67:-11.67579857605072 68:-9.271276815558792 69:10.28904288862141 70:9.613813454796347 71:9.17358987395315 72:7.915851154749816 73:0.6819446084882321 74:7.82344549717974 75:-0.4066231432030034 76:6.139822259627866 77:-5.16186623898578 78:-2.148809587797865 79:7.723442271125376 80:9.910235061849866 81:-0.992779213127274 82:0.5550622167231393 83:-8.003599813254217 84:-0.5474476665829793 85:-0.4942808036041677 86:6.250167082209111 87:1.167624426890105 88:-6.738917998683327 89:-4.721289219885088 90:1.379671284911167 91:-6.543925299826894 92:-5.317498943179465 93:3.14667095915766 94:-2.467397268557133 95:-3.740415004807129 96:3.65827412263196 97:5.669594092008821 98:-10.98508352124712 99:-2.739031443463267 100:-2.904822980923178 101:5.097718203644606 102:4.030098238068556 103:0.3873075600819429 104:-3.701159453430643 105:-6.512591036213141 106:-2.683421296876637 107:2.507515132690897 108:0.3607383912814639 109:-1.033829502789838 110:-1.815524264438198 111:5.379984436281481 112:5.438797954853282 113:9.728661274268516 114:1.793405839562903 115:9.17375968887335 116:9.768478590808488 117:-9.124380814848893 118:1.778892065223334 119:9.046468929466162 120:1.756109415342618 121:0.5662087999131311 122:-3.802279900579819 123:1.842291841069683 124:9.289219227680833 125:4.522613741791192 126:0.3419808412963925 127:7.942075768806475 128:7.658608029538613 129:3.537571365974522 130:-1.081906045602079 131:1.246679538774942 132:-1.808714133570248 133:-2.201311241962185 134:3.045592655064569 135:8.341940474996665 136:-5.993482905992412 137:-3.541970510658174 138:-4.142043281116104 139:-3.172028868295945 140:0.1803277231502054 141:-3.509115313020188 142:4.861658891100262 143:-1.907450370700384 144:-5.394671120144372 145:1.509177192773853 146:-7.057640113813848 147:7.497115696410066 148:-2.958699891905415 149:3.904045718657626 150:5.049012097743867 151:7.622885646161563 152:-9.701992121399877 153:-2.700972977505248 154:2.181856790570243 155:4.873580240554057 156:2.217745917182941 157:-5.97025030659622 158:2.230821431637746 159:4.8330325973279 160:8.596506886192083 161:-5.131986225728242 162:-2.364500930202047 163:-6.524479636719104 164:7.251269465313988 165:5.578824223570691 166:5.338727421443767 167:6.416664712634437 168:0.9493887391527641 169:-6.017240238840238 170:3.44754718238528 171:4.338097059184522 172:0.6996712288951303 173:4.544064942518397 174:-8.282718850131529 175:2.285239586687047 176:2.914003371436193 177:5.541590985276072 178:2.08684904233411 179:-2.739594377262208 180:-0.9357336729288819 181:-2.011919814020469 182:6.88453306473128 183:1.626726891296474 184:-4.041409245775812 185:-6.341522217752359 186:-6.172831803830996 187:-1.745742122320663 188:4.147239808113454 189:-8.809339831873563 190:1.647555679115624 191:-1.163778451153811 192:9.457293978798724 193:8.229553404535423 194:6.887496144391316 195:4.110302787812063 196:5.821753798791464 197:9.655417177421805 198:1.651918879507948 199:1.84656317748616 200:-2.919827926049903
+-1 1:3.2031489315354 2:4.515791377159442 3:6.514325013596721 4:10.07752179422933 5:-8.489378992712489 6:-1.086427639321786 7:-3.898137806939508 8:-2.394567155482929 9:-7.109699267313793 10:-7.382128687634527 11:6.481289980746597 12:-4.198815762141551 13:-8.824271199618972 14:-3.903377337854911 15:-7.833806567581163 16:4.294020491986419 17:-4.338139548098586 18:6.231788434947644 19:-0.9744564735478711 20:-3.374789213635303 21:-2.218350804340592 22:-6.771848595196645 23:-8.401767664893443 24:-2.380621701993919 25:-1.02920703751582 26:3.286835560637904 27:10.14433569587841 28:-0.4480777121421264 29:-9.735609768002643 30:9.057854814120569 31:-0.8043804839497966 32:-1.85338367516793 33:-9.521013058358879 34:3.153506241683314 35:-4.47795565218086 36:-2.552278095000009 37:7.28628210550811 38:5.317222852628246 39:2.032019538621817 40:-7.621465417720859 41:-1.416492490142773 42:4.473721724701385 43:-6.986595520258177 44:8.811028780584161 45:9.222881076458036 46:-3.978440315949561 47:6.586951996707566 48:-6.960240721964668 49:-2.895881320792029 50:1.822806709917591 51:-7.743292476619425 52:7.558078014794916 53:7.006992034061827 54:-7.320143443922021 55:8.856908894226093 56:4.84845582960562 57:-2.188606322239398 58:9.56812716046224 59:1.982968778226922 60:-3.083918450152567 61:4.69650971109294 62:-1.830228351489629 63:-2.780572501166241 64:-2.883775059180115 65:-1.627317485545633 66:-4.731141303548068 67:-9.416142822231397 68:-7.458848139478928 69:9.465153028482074 70:9.109859116569281 71:8.441269409695719 72:9.08009711829944 73:1.300102489796082 74:8.299494279803168 75:-0.5341121864268404 76:4.320146213056607 77:-3.629581397642844 78:-3.249423885190736 79:6.883797576821482 80:7.776129274275597 81:-1.169167439752094 82:3.433645322176241 83:-9.126824142537092 84:-3.779353271715232 85:0.5151299145618539 86:7.139336457912597 87:2.033151761466701 88:-4.903179366834662 89:-1.980823401638409 90:1.177715031778406 91:-4.531042160386255 92:-7.4238274424415 93:0.8402150273896314 94:-2.255895409675466 95:-3.640942759869819 96:3.986235486914006 97:8.84253338580778 98:-9.501440888444414 99:-4.583519086726499 100:-3.895547950208441 101:2.107609418508625 102:2.954096074837914 103:-0.26730560300448 104:-3.285980753679473 105:-5.169707761322102 106:-2.031070472534449 107:1.4665533947865 108:-0.3383995333900668 109:-2.09968773689164 110:-2.150296604786313 111:6.472007996790479 112:9.638732809874151 113:9.928415179351866 114:0.1544536336419811 115:7.813120637082802 116:10.92272056967434 117:-7.939546448468575 118:2.897678177735692 119:9.217065178871483 120:1.923708848237391 121:2.242889940985633 122:-4.131384011372339 123:1.708757371300132 124:9.274331884933567 125:4.752386851823609 126:-0.1981320308734624 127:7.400709252265633 128:9.924626418209284 129:5.132876261120396 130:-0.2132620119666749 131:-0.01483479730254522 132:0.2188557922453001 133:-2.813537547434608 134:2.066769726036565 135:11.41750348475822 136:-8.068335588385974 137:-2.717808529636542 138:-3.312145803321694 139:-3.806460562728515 140:0.03244070419549905 141:-4.56989337368459 142:5.433595827840902 143:-3.202560626259469 144:-5.055479755153909 145:-1.816448492420065 146:-5.389348618620881 147:9.188915876670938 148:-2.970133033806222 149:4.99528119940146 150:4.722453028294563 151:8.181337094933404 152:-10.71482307227632 153:-2.72559657916648 154:1.710469417299733 155:5.435305025833149 156:2.858687864715042 157:-6.033513762189078 158:1.621039960674623 159:3.920504604416111 160:7.638248823921595 161:-3.180862036844746 162:-2.01676172756696 163:-6.446656308340266 164:6.851216397633534 165:6.333423466093127 166:5.241991142490514 167:7.380488583891068 168:-0.5375824459318406 169:-7.172102317502097 170:5.569364527362637 171:2.907203850355067 172:-0.1670748310933461 173:6.123363256202252 174:-9.344447953755141 175:1.190004557126847 176:2.60744812923145 177:6.238107926578173 178:2.209338554256383 179:-3.09942528358303 180:-0.8833735148096893 181:-1.133427549057308 182:5.906053240126392 183:3.247657079164599 184:-4.737328960072611 185:-5.905437211433942 186:-5.930717512745465 187:-0.8983353241343506 188:4.17333501469788 189:-10.21993013447912 190:3.389918106847354 191:0.8607510561784759 192:10.0018400552618 193:9.07505957085993 194:8.379903424676071 195:3.76402982890307 196:5.101980424102146 197:7.212696067799774 198:1.041537267291339 199:1.024146718546878 200:-1.801523199027912
+1 1:8.279543518297642 2:-3.023997708359967 3:-4.297339034681824 4:-0.7248099645922608 5:4.703261750468013 6:11.07893735230705 7:-9.559391508551709 8:-2.43748399205219 9:6.335452218830192 10:4.740253756899837 11:-4.965992710681679 12:3.083632456592114 13:-8.803359878179947 14:-9.806611586496382 15:-5.967181775686325 16:2.224346417828349 17:6.010984266890238 18:2.542759226999024 19:-8.053718954260747 20:-1.076149491656068 21:-2.02994728463646 22:1.0765468861866 23:-5.642979903535742 24:9.122839104455794 25:1.052835569780479 26:2.426254384266326 27:0.3409979773218663 28:-2.7815706333963 29:3.726172782037261 30:7.822157146092822 31:5.810994800805165 32:5.162612668529058 33:6.616228649487979 34:6.595353484978443 35:7.604285615243813 36:4.031505925525022 37:6.22209667901532 38:4.625062409600265 39:-8.48151530107541 40:-5.659547686793918 41:-0.1491086695773139 42:1.268281256432301 43:-0.4710398465823146 44:-8.799869393474026 45:2.717021722446437 46:5.904645416707997 47:-10.0926716410021 48:-3.280523079305468 49:-8.588367501879661 50:7.918024827095512 51:5.469097242654297 52:-0.2093901521551715 53:7.909133878347494 54:-9.492137797558776 55:-3.313194929017664 56:-2.299479695024443 57:9.316697887848937 58:-7.748517889468605 59:-0.6440943895123129 60:-7.713166151428387 61:8.275544080537108 62:-4.011276659307287 63:10.17954044417417 64:0.4142891174512181 65:2.847205257176615 66:-0.6850654821906432 67:-4.895781888179459 68:5.841775444611258 69:8.977553983264929 70:-3.664685744111118 71:0.5521233614121982 72:2.855820672575957 73:-0.8997130599809127 74:5.255730210427067 75:-3.993635823921065 76:2.30855052203973 77:1.776783171788102 78:-9.969068939648222 79:1.96033379165594 80:5.931602771080994 81:-5.632729671808426 82:-2.572150304003699 83:3.852636857904696 84:5.804443141602044 85:7.690068528306697 86:7.550763700078332 87:-4.290998018592578 88:-7.688910302819339 89:-1.006981234212713 90:-7.103692226317929 91:-5.166118596554274 92:-5.901297150630849 93:8.04215391155347 94:-7.371881952068678 95:-7.066890210716897 96:-7.024118814345137 97:7.635577562644349 98:-7.838239509279904 99:-6.699866743794657 100:-0.2363490387147075 101:5.156762100103274 102:-5.418186299702115 103:8.187729696357017 104:-5.99303755014861 105:-5.678253073906542 106:-7.832116556262626 107:1.574296928999455 108:-3.516024654725372 109:-8.089750723793975 110:4.1824691623898 111:11.2072303770162 112:5.423288971084039 113:8.200506551507521 114:-5.811621145218235 115:9.977306215631181 116:-7.509016706090026 117:-3.690550719275983 118:5.94906168862431 119:3.444225164706079 120:2.585465893324357 121:9.664011667927458 122:3.335094558523238 123:-7.918162549724849 124:-4.780766916096746 125:3.793298041741485 126:5.360496647992312 127:-9.102087163956998 128:-0.5118528404475 129:5.194834348742678 130:5.614947699998326 131:-3.948374043604985 132:-3.199343258630226 133:11.97212423918847 134:-1.079369499286251 135:-3.168518894220849 136:6.122272793897458 137:-0.7173120268281292 138:7.550569737245657 139:-9.661519310059299 140:-0.4381103101272117 141:-8.749288865192344 142:-7.292356486922019 143:6.239008446952669 144:3.926713357571255 145:2.021885859279352 146:-4.990903131414742 147:-2.135584368371337 148:-7.533666666339127 149:-2.508147252074933 150:-0.9149433362448642 151:-0.9286398095265049 152:5.123293553692384 153:2.936131595597249 154:-4.338959238345827 155:-8.760516520158049 156:-6.641830085288996 157:6.580914085091154 158:-0.8941440661683712 159:-0.3654569584163299 160:1.80223993658824 161:5.461351494594571 162:8.821439086376573 163:-8.176537748521499 164:1.337206985158849 165:10.31554439938621 166:2.18615065666577 167:-5.145098426955943 168:-6.204210352704883 169:4.111066569150598 170:-2.548825287518536 171:-12.5722156774977 172:-10.41947280746439 173:-6.682665317136473 174:8.428938593169075 175:-3.601299345059481 176:-6.694118734456542 177:7.064559717269124 178:-3.963360260814156 179:-2.989643471583439 180:-5.249605548262396 181:2.018640870908118 182:6.87822382310426 183:5.805597027122507 184:-0.4749354569729457 185:2.423037361748846 186:-3.22685251116903 187:-5.277145074717676 188:-0.9742878127082717 189:10.81887270641079 190:6.663419805114923 191:-9.912834195784729 192:-1.874580403321736 193:5.950067588273705 194:-5.172293898818301 195:2.08249749479535 196:-6.652598936854866 197:-10.00460451268255 198:-7.660613930838252 199:-3.756865986147541 200:-8.120021446296484
+-1 1:3.788242912410761 2:1.829543571629674 3:7.274823007985517 4:10.97973975253889 5:-8.602821251334339 6:-0.04804622075044165 7:-1.906425296333363 8:-2.352455997023545 9:-6.020469692469285 10:-7.486904685508971 11:7.230839090479241 12:-5.644908158749617 13:-7.120233084871137 14:-5.057094287619218 15:-7.122394161290341 16:5.36637437697374 17:-4.520870612849493 18:4.266690644355545 19:0.2882548293724849 20:-0.696053054532207 21:-2.200979573752214 22:-7.74707683497381 23:-12.715541520396 24:-3.817792535984085 25:-2.517616390986894 26:5.273847151659441 27:8.822797959410279 28:-1.97566314598588 29:-10.38396809408076 30:8.351159354983043 31:-0.2550124460424613 32:-0.9712985843864863 33:-9.699779305679364 34:3.674086062496378 35:-6.725875025252132 36:-4.169640061734013 37:7.42192577154994 38:4.161163594322156 39:3.268517396252773 40:-8.810644423503421 41:-3.168647882946541 42:4.469342002717731 43:-5.916184604295943 44:9.368959469798853 45:7.20471705935306 46:-0.3737180459347098 47:7.299530825766833 48:-8.488335650242746 49:-3.974543673296954 50:3.497862861121387 51:-8.269422819491332 52:4.143945748509013 53:6.482013432881348 54:-7.439452130029754 55:7.241624231667055 56:5.098577707343631 57:-2.862035579456683 58:6.341695261005275 59:3.253092856043645 60:-5.008061731849153 61:5.482455194463656 62:-1.14337789105257 63:-3.462315192860616 64:-1.558795527713726 65:-3.220026823169865 66:-5.507728834860009 67:-10.28012497816357 68:-7.901196515411937 69:9.021572455163945 70:8.090863518196613 71:8.380997386915386 72:10.60755283297524 73:-0.4113331294396269 74:7.015164735968192 75:1.204831246433628 76:5.01542741046361 77:-3.293459214682145 78:0.2867868003702672 79:8.180388166163469 80:10.27007275638439 81:-0.3190434296393883 82:0.8507017594165358 83:-8.644524809129674 84:-3.007895745073821 85:0.5328620803222046 86:5.298112697866301 87:2.091192731414196 88:-6.047682843987115 89:-3.499558295988089 90:1.834461326855555 91:-4.182803991190705 92:-5.996221978631239 93:0.4849433235150041 94:-3.141192198432169 95:-5.040703471974003 96:3.248602499021622 97:7.61777525108924 98:-9.217109232703056 99:-3.009565888219323 100:-4.358179867367433 101:4.659032172015985 102:3.165032897898017 103:0.7503529896387906 104:-2.845416275678212 105:-6.556820781624893 106:-1.139935060485513 107:3.02479777664303 108:0.9057540665383959 109:-2.501207725282691 110:-2.54187464735676 111:5.61041195344971 112:9.075746147053328 113:8.103807026949969 114:2.405581713185236 115:9.965175147990086 116:8.260035942435726 117:-8.855277177988805 118:1.422509181912068 119:8.414250546031973 120:0.1777040444801893 121:1.388503909425227 122:-3.131709700357531 123:1.34615031120088 124:11.23484512584056 125:3.701009664365936 126:-1.031687591463903 127:6.282490725908329 128:8.312990849727516 129:6.80503733892396 130:0.592385930291213 131:2.164124562391369 132:-0.7630790670971473 133:-3.156781650971275 134:2.346779754507411 135:8.394956939608695 136:-6.763464297932696 137:-4.660042438001454 138:-2.847375816861271 139:-3.410552259879132 140:-2.617722351994549 141:-1.954674339845131 142:6.528512053252054 143:-2.848468908799071 144:-3.977507916346527 145:1.416640497294819 146:-7.373771490160077 147:8.430497684833858 148:-2.62421768394175 149:5.200564546000916 150:6.00367453593052 151:7.43418865388854 152:-10.24164531851159 153:-3.421097332931344 154:3.230790554486194 155:5.347916136890888 156:1.779209763176042 157:-2.743204535140487 158:0.8573160854825037 159:5.798248061750888 160:7.211923097671688 161:-2.845142324488018 162:-3.26365847922123 163:-6.871424230352609 164:9.014826714201352 165:5.866843664541491 166:7.025295649035396 167:7.632130574270444 168:1.3883922138068 169:-4.24725982094926 170:2.545843602638389 171:3.824035804374352 172:-0.2185093876443913 173:1.979663553004527 174:-8.075842978935768 175:-0.5113736762098968 176:3.172486546026186 177:5.232768732819335 178:2.11298410202913 179:-4.833709710407377 180:0.005873595399222831 181:-1.089589336027907 182:5.711501053959417 183:3.62246587213912 184:-5.266697352455796 185:-5.521108710778593 186:-6.10206470791832 187:-3.640799948811186 188:2.733481369723113 189:-9.106019291239605 190:2.003011503203074 191:0.1928025599580785 192:6.786282309335647 193:8.210621406578014 194:8.347117545777612 195:0.1886458175535375 196:4.794205963913567 197:9.112612884855324 198:2.420137991995007 199:0.7163546479279443 200:-2.129721772106673
+1 1:9.087760841647475 2:-5.579570390783255 3:-5.229610654572006 4:-2.367221907573149 5:6.048853082262672 6:9.718429722455509 7:-8.985675816944831 8:-4.975903080279391 9:6.191990683025169 10:4.711629972129596 11:-7.857713978183797 12:1.485442604233903 13:-8.01351790003916 14:-9.36296286688272 15:-6.030151174253922 16:3.99640820840385 17:5.914535004518757 18:4.552293200885186 19:-5.860003140549284 20:-0.9312714453819831 21:-1.755795126086321 22:3.497304752601505 23:-8.602842740658975 24:8.611930185383386 25:1.005703630763548 26:3.443152641853585 27:2.414616201077458 28:-0.7043125361138445 29:5.065662532870088 30:7.135156858396469 31:6.807970325460369 32:4.985966357165346 33:5.708206463163516 34:7.845854060087662 35:7.125448378156744 36:3.06798227609724 37:6.924557332293067 38:6.143495497247206 39:-8.045637373491147 40:-3.408200706594379 41:-0.1544991630229653 42:-0.5253133154239007 43:-0.6123622120009699 44:-8.461210224705555 45:1.374536704570491 46:5.606374648508091 47:-9.022363197238098 48:-4.870521529480922 49:-7.373983768668502 50:7.156065610712232 51:3.255894070727259 52:-3.632351142250482 53:7.975667038220086 54:-9.76233715884781 55:-0.4535600670860258 56:-2.149841064783942 57:8.152131259835633 58:-9.014075038784242 59:-0.2727676719461491 60:-5.0340737456622 61:9.167252895310995 62:-6.587206271706128 63:7.977061882129338 64:-1.558182150262224 65:-1.3138050476209 66:-2.764534776076097 67:-5.54337463682975 68:8.964492477407509 69:7.279054973709014 70:-5.238806349155492 71:0.7186637772728911 72:0.873385202680184 73:-1.087305630300437 74:5.648808071273204 75:-2.772442323150364 76:1.90040292911975 77:3.605428615322344 78:-8.818089465570852 79:2.49995360901171 80:5.299006925769226 81:-7.034517765640007 82:-2.803810964464488 83:2.777406880059023 84:6.704493746042914 85:6.865037520353814 86:6.06373236229146 87:-3.384092876155352 88:-6.094538341800721 89:-2.581983746375576 90:-7.023172816325865 91:-3.573694015331204 92:-6.141633751993529 93:9.411389285823159 94:-8.370396215047439 95:-3.85940924111356 96:-7.048053499639485 97:12.18638480346561 98:-7.953416462491039 99:-5.130918096435941 100:1.394191918028299 101:4.974389776210437 102:-4.811320096022884 103:7.936557092785586 104:-7.780441950154645 105:-5.894951490538698 106:-6.115792904449275 107:1.200818103984735 108:-3.00611138260803 109:-8.698130656401318 110:6.357136201998803 111:9.90485253739978 112:4.787536495538453 113:7.597375026485675 114:-6.600600589217194 115:9.374018619662349 116:-8.555416164265074 117:-4.747512697966626 118:5.658928400633473 119:4.182117633612237 120:4.339648057269721 121:9.447908090093454 122:2.675859236099284 123:-7.921044100394694 124:-4.780860843572087 125:3.846292981409369 126:5.208050673931174 127:-7.6007723030815 128:-0.07513379013356614 129:6.990880047610563 130:5.050500140675949 131:-2.177996622843354 132:-2.403079829340951 133:8.258209266023503 134:0.4514634266909797 135:-4.735920800363524 136:8.056236402452321 137:-3.040195912713029 138:7.316050231881436 139:-9.612796260219563 140:2.535532693330496 141:-9.4868158007676 142:-5.431220902263965 143:5.789065190984632 144:3.924766914887292 145:1.292748807132918 146:-3.577690506177774 147:-2.079561352067203 148:-7.71709310707438 149:-0.783922204335076 150:-2.379003508427235 151:-4.106489395908466 152:3.385942784929878 153:2.962189977628621 154:-3.038420558135738 155:-8.343066629497917 156:-7.410311588196969 157:8.697841724715737 158:-1.286159309841778 159:-1.406224721219527 160:2.722321665564856 161:5.415079517128351 162:8.434177311472387 163:-8.435742857809403 164:4.815363006487116 165:7.884783668362551 166:0.02273344826141144 167:-4.611791381008488 168:-5.505101895878248 169:2.955198933387921 170:-0.594096541991854 171:-11.26552303650208 172:-10.27784396362267 173:-5.653503144867511 174:10.47339889675849 175:-4.317987611209086 176:-6.978046610160913 177:9.581764177577412 178:-2.472305092970329 179:-4.722641692230082 180:-5.029305993215097 181:1.82152058511536 182:5.679351139759692 183:5.314188419157663 184:0.7750931033336679 185:2.785697687876189 186:-5.122671688827248 187:-2.583584863232258 188:-2.407343670346088 189:9.757675241333082 190:7.115555118569967 191:-10.89439919698082 192:-2.830167287666812 193:7.270427882817354 194:-6.320798348638946 195:0.3314630386643093 196:-7.73381718206765 197:-8.16466003205478 198:-5.930200519897175 199:-4.045451591292503 200:-10.02844684470189
+-1 1:3.079785913429886 2:3.978528923007878 3:7.260600351314063 4:8.446786736040401 5:-7.453065104321428 6:-1.758985727749185 7:-4.53090707406089 8:-4.036444342729294 9:-8.788294462674083 10:-5.583434369303917 11:6.731433557355247 12:-6.17985464220004 13:-7.872019177063656 14:-5.178212722564609 15:-8.270827145947457 16:5.453394938602115 17:-3.273210361891976 18:5.59463280642897 19:-2.650327464792965 20:-2.79999056352763 21:-1.468288016476844 22:-8.481538206456934 23:-11.03027336007965 24:-4.255337013338402 25:-1.660384673659992 26:4.403363406140913 27:5.96176258769777 28:-1.894473415449796 29:-8.028673855603197 30:8.68212946523488 31:-0.09390711431223431 32:-2.113053405219561 33:-7.907033521354707 34:0.7641231864336737 35:-5.746003333507021 36:-0.6578395495999005 37:5.761068467040682 38:4.611411966934561 39:2.994432926724995 40:-8.84160657700639 41:-3.049060618604754 42:3.051746060752583 43:-6.493236129418134 44:9.593594697751412 45:8.789995942817731 46:-2.851676343930577 47:8.523074094036767 48:-7.069428416837166 49:-1.983783429463093 50:2.213910359094104 51:-6.850876481143074 52:5.657656328548058 53:8.180468320323364 54:-7.399277920805051 55:8.262826546895486 56:4.412510178099653 57:-0.9821013554554527 58:6.22826535772828 59:2.625676251501399 60:-0.9242700923277165 61:6.006507630904696 62:-0.3712367269870827 63:-1.77066531853142 64:-1.063980234842012 65:-1.393027703220483 66:-5.289543299021406 67:-10.16566166623596 68:-9.317103909229907 69:10.17596896999467 70:8.935195341722574 71:8.802969352992971 72:10.80455160509384 73:-0.4297809171293665 74:7.075685589131088 75:-1.036951860452521 76:5.384998824468132 77:-1.812196946871994 78:-2.933158167334146 79:8.235138474609002 80:8.731495955211171 81:0.07134406495740486 82:1.216835720170648 83:-9.018007366358477 84:-3.128060177850426 85:0.4643028379836102 86:7.427465499847279 87:2.912943084017575 88:-3.594899587979969 89:-3.720866207243454 90:1.271990316742903 91:-4.251918819158023 92:-4.893824521881675 93:1.286760493061339 94:-2.690950008246333 95:-5.904081356288332 96:5.929911440396189 97:6.907557528593479 98:-9.739229067688804 99:-4.183913862129222 100:-1.716982930267265 101:3.299791113271441 102:4.409695531405223 103:3.10524902168696 104:-2.417173610609735 105:-7.108027120022244 106:-1.287233143784341 107:4.416680495896883 108:-2.392581700175429 109:-0.3856344792454454 110:-0.7693632154488034 111:5.550156633977871 112:10.41982011642486 113:8.456893659563079 114:3.120034027554739 115:6.958127756183934 116:7.609570648129661 117:-11.26753593799808 118:0.7174738285043507 119:8.894227468255059 120:-1.409798693177621 121:2.83310355226625 122:-2.596557095614918 123:1.472826629667032 124:9.997632921669474 125:5.706092445350345 126:0.4469693435259785 127:5.914720848123551 128:8.297777437613355 129:6.315687356280637 130:1.113028953184892 131:-0.5785388634317721 132:0.01940285691698462 133:-2.263946151520504 134:2.479014144106982 135:7.765619496282731 136:-6.958132691007648 137:-3.495008134839285 138:-3.336140531181553 139:-1.876954319997216 140:-0.4540490757263183 141:-3.745730248124898 142:4.078923591413777 143:-3.282490958026886 144:-4.004792772845861 145:-0.9281125234125769 146:-8.332140170896322 147:6.726281576661193 148:-1.78111929789492 149:4.016722232313335 150:6.927507194367024 151:4.907523159196813 152:-10.54384860453125 153:-3.41486515308236 154:3.955895034006196 155:7.221887699475752 156:1.901413612390959 157:-5.149259748112046 158:1.467123533378865 159:3.446302227967205 160:6.571788879046013 161:-4.281854938136521 162:-0.6736310301661459 163:-7.657873457157857 164:9.187008143197206 165:5.12978554233381 166:5.73745047405045 167:8.359206621412547 168:2.160004086527347 169:-6.218661357434832 170:1.818330767429528 171:1.512275367901789 172:1.226852822453446 173:3.862245807390985 174:-6.58294663008629 175:1.595395006500987 176:4.090690944507164 177:7.028647972946169 178:2.506238036627415 179:-2.377309064570511 180:-0.0706025226313356 181:-0.6566068034032976 182:6.728451101307298 183:1.062479813524018 184:-5.205499919852837 185:-7.212920635918881 186:-4.8726554735602 187:-2.887254611992111 188:3.882594959156416 189:-10.4963955652103 190:2.896040999242096 191:1.230242868371939 192:8.10774374906762 193:11.54951504030373 194:7.232707544325997 195:2.15395423522348 196:6.256472240888205 197:7.597763567374049 198:1.683357903051656 199:2.859319616363685 200:-2.530540653939721
+-1 1:3.112899315820589 2:3.937067730090403 3:6.598048950276617 4:7.821743414456839 5:-8.13494020597002 6:-0.3656312179830625 7:-3.028766089634574 8:-3.02477341240209 9:-6.608675539076954 10:-6.325147194733762 11:6.974966741323327 12:-5.294179200265765 13:-7.966367800465767 14:-5.887950295440046 15:-7.536719493050012 16:4.311313409651777 17:-4.360987306971545 18:3.981455154723712 19:-1.305932052163597 20:-2.941480822450786 21:-1.046824320969439 22:-8.248260102496126 23:-9.450990749678445 24:-2.877501496735397 25:-3.181350403656829 26:4.167389822663681 27:7.461401171252015 28:-0.6832789151063681 29:-8.71970426312803 30:7.774843204303982 31:-2.624082287244134 32:-1.226872337861163 33:-12.14328502365296 34:1.898847122609258 35:-2.541976278790455 36:-2.236068051384222 37:6.178115600743439 38:3.296965040969288 39:1.423448937874667 40:-9.0655413445667 41:-2.048066046970686 42:3.569472080425387 43:-7.896204060646149 44:8.063929488903804 45:6.612808983659567 46:-2.424077211147001 47:8.71313592784503 48:-8.039098402393256 49:-5.03690253863518 50:2.329810367538157 51:-7.328079208425844 52:6.828884789907437 53:6.828337280167796 54:-8.208401213539505 55:7.96676684667691 56:3.099605854467416 57:-0.1010513675197169 58:6.348924046151224 59:1.80737779578351 60:-4.303219528664241 61:6.018493409947337 62:-1.140592272061955 63:-2.570152547022288 64:-2.560116734376741 65:-1.505352204949643 66:-5.021112029402239 67:-8.582745743097025 68:-7.781320321735262 69:9.531459230450411 70:7.825712319520015 71:10.29343350849094 72:9.296058340473325 73:1.103604179130119 74:7.034654941654859 75:-0.1198914938083909 76:4.401757461884828 77:-2.559680829584743 78:-1.692021319215806 79:8.67511186723705 80:9.866781019065375 81:-1.901505513326994 82:1.211113611348729 83:-10.08545269012901 84:-1.264408445101359 85:-0.3589640108582328 86:7.001914575119677 87:2.357525268516136 88:-6.297378097258995 89:-4.356000774289472 90:-1.298280790986286 91:-6.360203362384322 92:-5.748159745672373 93:1.729072933430862 94:-3.1063718776989 95:-3.189815590943857 96:4.08961557164081 97:6.288175897114519 98:-7.664224614619211 99:-4.111787776800582 100:-4.992928268285075 101:5.966391112455795 102:3.901983169241471 103:-0.1636271409828536 104:-4.927983459852931 105:-5.710899745440279 106:-0.5558071770934649 107:1.689320452545808 108:-1.824736405330754 109:-1.162618434403494 110:0.3709262048257627 111:4.689039793367432 112:7.513873951444337 113:8.172243175332149 114:1.061692318137156 115:8.861741896201217 116:8.914397154181726 117:-8.30356931955281 118:1.131258402477678 119:8.502886948263347 120:2.093169832919412 121:1.786743905440604 122:-4.108343763689788 123:1.674598448439068 124:9.513677558597417 125:4.840153428335744 126:-0.3709114278694328 127:9.454032154385795 128:7.098049889211306 129:4.495546805771502 130:1.510514469486453 131:0.8620777997797178 132:-2.268597326168303 133:-0.9233004486072747 134:3.053321189028199 135:9.593036106754397 136:-7.027417528332217 137:-5.316970083142909 138:-4.562655828912832 139:-3.02410119140053 140:-0.8239593639271845 141:-2.744321035170969 142:5.113459097987194 143:-2.610307978530608 144:-3.818019729222725 145:-0.443818658321638 146:-8.567107856931756 147:7.563899890764961 148:-2.752557127409085 149:5.278279671710513 150:5.677789357265866 151:8.25673950677389 152:-9.318830757498153 153:-3.347935857254465 154:3.161657955319942 155:3.538702863385351 156:1.378581054221475 157:-4.881776931810673 158:1.483029253134358 159:4.555178531875328 160:9.188646863214009 161:-1.487571467947649 162:-3.187085922279107 163:-7.136754982408197 164:8.881058249555293 165:5.771077700274266 166:7.039515887454353 167:6.263648820045955 168:-0.2740105987197223 169:-6.272410155490821 170:1.814149635654793 171:1.773428953475298 172:-0.06510508854451913 173:6.118878355261431 174:-7.647336241285422 175:2.514487700414959 176:2.345693022226576 177:6.665578920957533 178:2.003427998458647 179:-2.268493380031514 180:-1.67084384205658 181:-0.6731233274261843 182:4.932969940315836 183:3.737148891010235 184:-4.777976148741486 185:-6.547347739973809 186:-4.137291709704767 187:-3.472948395407296 188:2.746748523851505 189:-7.830423923888688 190:1.729431097065191 191:1.545497832525567 192:7.838804283901468 193:11.25546482936122 194:7.940861455453319 195:2.370132388999556 196:4.182906676625583 197:7.377644554179216 198:0.8709815635801055 199:1.801318514129791 200:-0.9560690437557919
+1 1:7.988428805400681 2:-4.408789359019984 3:-4.334347547042374 4:-3.67734524458061 5:4.807158835367718 6:9.06211914685243 7:-9.67747797771711 8:-3.983968116418527 9:5.457495546056447 10:5.627442898806478 11:-5.154521985436038 12:2.827198414313982 13:-7.963144702128826 14:-11.21021069615826 15:-3.50296153109733 16:5.069723676928496 17:5.944745448957373 18:1.971026808934984 19:-6.118386355480228 20:-0.5535708996652607 21:-1.18864543655743 22:1.367655392833414 23:-7.036655875225884 24:9.301592306993159 25:1.292548868583307 26:6.472911934385758 27:0.8429176052449017 28:-1.970805916648611 29:3.358523216472469 30:7.034616774754293 31:7.547245288291974 32:3.609892653653239 33:5.135981086639851 34:6.78639577301795 35:7.028713820860599 36:3.88415932137928 37:7.956492108636828 38:5.491851415941562 39:-7.512042443094138 40:-4.5534648077252 41:-2.509147753169223 42:1.581336037690529 43:-1.101138945985754 44:-8.396989556657996 45:1.083974550040488 46:7.942275889425789 47:-9.640726888888718 48:-3.9613957606089 49:-9.247440201028159 50:6.925411204761285 51:4.605885487707134 52:-3.845336639148924 53:8.050690257763502 54:-9.130558621249937 55:-1.745985528904538 56:-3.269108018905173 57:9.330154125291319 58:-7.665959997712106 59:-2.714856624072936 60:-6.404130973454237 61:8.171554088486204 62:-4.851007940146089 63:7.399561052674859 64:0.1705212287355853 65:1.825289286091115 66:-1.076040935945927 67:-5.400237378923801 68:7.726068563665231 69:9.185722060950267 70:-2.664850835578492 71:2.145730995800153 72:4.750238719962104 73:-0.5405780795368126 74:4.992621823712974 75:-1.352169173475799 76:2.751100346612413 77:1.601720000758809 78:-9.35014432950714 79:1.731464008502127 80:5.777614408825361 81:-5.555898006806761 82:-2.014532333564917 83:2.625145066050778 84:5.072971020660921 85:6.408384580000377 86:8.135624029205495 87:-2.36041690213318 88:-7.286428400843512 89:-2.581420576814578 90:-4.704699940054976 91:-4.479798939309605 92:-7.102556604739679 93:9.820814412990764 94:-6.840572771018176 95:-5.510993860415527 96:-6.468065784149385 97:8.546408593830657 98:-8.555062417924107 99:-6.140088184020367 100:-0.8860173046649049 101:4.381838544441322 102:-3.489984350781014 103:5.15413355637317 104:-6.516409822450868 105:-5.520624137164628 106:-7.580554732751571 107:1.544999088835594 108:-2.629445800352836 109:-9.622427999859116 110:2.60887050528402 111:8.57417191601701 112:3.864475021068605 113:7.869685555529364 114:-5.230373261293628 115:10.32398851320811 116:-9.386321145286693 117:-3.866247902675064 118:5.824712556529843 119:1.860680623676028 120:4.401655128807912 121:10.16883407475677 122:2.659881538757807 123:-5.369767236627946 124:-5.384111729654579 125:2.18370351150624 126:7.682106849730008 127:-6.844180936967116 128:-0.9155885829765369 129:6.477644236452043 130:6.638666384425067 131:-0.2459506948140926 132:-2.225955298815192 133:10.42066646146522 134:0.3605308206645443 135:-1.032838765942407 136:5.270304211052355 137:-0.5015796264862713 138:8.792651792743779 139:-8.1604649301743 140:1.0633557685093 141:-7.498291579431109 142:-7.082849076143959 143:5.031415495013275 144:1.956454479277507 145:0.9023208336741233 146:-4.99412708232694 147:-2.292278748991834 148:-7.580812172812395 149:-0.06010035104619682 150:0.000918154078106026 151:-4.605580875682298 152:4.870794988852369 153:4.107699818520412 154:-3.747027433990611 155:-9.480333462419772 156:-8.231903126611188 157:8.42655948629616 158:-1.490614960476675 159:-1.93817321477228 160:1.071955675487228 161:5.17880081958986 162:7.1956839942068 163:-6.983458586844308 164:2.985658045716257 165:9.187305304921535 166:2.84054704617732 167:-4.889471060717137 168:-4.692305239588985 169:3.063785571203448 170:-2.688861584378095 171:-10.54633700540789 172:-9.682699368765242 173:-5.381278462315747 174:7.16405035017075 175:-2.43420520410019 176:-4.607190673499941 177:8.611979670342246 178:-2.192548963928523 179:-3.914684273424799 180:-4.927945751377051 181:2.683052238561014 182:6.915434859870173 183:7.183199665758679 184:-0.7483342325467159 185:1.503405150411017 186:-5.358733332959519 187:-4.956424018877534 188:-1.397069392994122 189:8.75241056770211 190:5.882403197487886 191:-8.46617624206144 192:-3.760587219354485 193:6.904319569323906 194:-7.347315373112743 195:0.9718286557124596 196:-7.7217857122102 197:-7.200073135597234 198:-7.735940578341326 199:-2.926901585038365 200:-7.610524231757008
+-1 1:4.113763769754197 2:2.581199539672202 3:7.163484409859049 4:8.720026168366752 5:-8.597512034827679 6:-0.7713992860871307 7:-2.899077629222238 8:-2.498126649535274 9:-7.156788427677565 10:-6.95675794810905 11:6.71555279522202 12:-5.57696193628458 13:-7.801435979328238 14:-5.377227193117049 15:-8.754770317300535 16:5.899173642660247 17:-4.370987381078185 18:5.053819307217218 19:0.6584230294391025 20:-1.701681721493292 21:-0.5875280285439689 22:-8.164042073039033 23:-9.358990874346624 24:-3.229696630768663 25:-1.42892543007347 26:6.616893833740374 27:9.714124675233695 28:-1.445862461045141 29:-8.516868804732447 30:8.218247088051012 31:-0.5452104475004927 32:-0.6732896982215896 33:-10.15565289298886 34:3.154224006479767 35:-4.415390594503982 36:-3.118077260838887 37:5.573266097033987 38:2.629255635344268 39:4.146771665377244 40:-9.644290435661024 41:-3.151951979412135 42:2.035486250851797 43:-6.05278690892597 44:9.158415605663812 45:9.074568917682827 46:-1.665436226101729 47:7.897204143280582 48:-6.016890766960016 49:-5.281666775801919 50:1.988265202732003 51:-6.826536843573241 52:5.474970823303677 53:8.305335309303139 54:-7.606822191076155 55:8.416289892019881 56:3.481725997791032 57:-3.274874729395616 58:7.685303096259176 59:4.01767779318101 60:-2.629697956286752 61:6.66152646235995 62:0.03406829200013739 63:-2.602288869996713 64:-3.418747460109066 65:-3.18624970882417 66:-5.059361901010612 67:-9.28307800033177 68:-8.997985600998522 69:9.309499534936707 70:7.661817083742146 71:8.555843008517863 72:9.423289795071435 73:-0.2524684651527827 74:6.642370494963048 75:0.2829578897910763 76:5.296100578208486 77:-2.604308831869776 78:-2.433086305480858 79:8.18854511848472 80:9.369152122974972 81:-4.060762680322579 82:-0.1104843190005167 83:-8.061454765772554 84:-3.279109285463847 85:0.401773304090016 86:8.19402479130521 87:0.848647784388278 88:-4.95823550504738 89:-5.168553114188948 90:-0.3676844625873747 91:-5.505740979108374 92:-4.973987717208548 93:0.9002309848910497 94:-0.03551143048014671 95:-4.918597647081333 96:3.018696563632557 97:7.554072311862879 98:-10.15207295272741 99:-6.130058061465109 100:-1.003411216188979 101:3.020440336016131 102:2.636105775041528 103:0.1570706739919817 104:-3.234872376889911 105:-4.629371010975935 106:-2.55039486750201 107:1.066541013622972 108:0.2187091829237835 109:-0.573028423091926 110:-3.461412867329287 111:5.355495452610443 112:9.223241694548811 113:7.805062742024882 114:1.220773993079826 115:8.755593150983373 116:7.001891044327344 117:-8.739796771008344 118:1.25246919754566 119:9.929745366224099 120:1.921915746460805 121:3.963386428009969 122:-3.572817307263416 123:1.149669572575622 124:9.940730760932468 125:2.996877660735809 126:1.595203609150195 127:8.436861266275766 128:8.792312845877888 129:5.805965674578329 130:-0.1353556149198167 131:-0.5031421567359676 132:-1.79330460745394 133:-2.416502415642929 134:2.133721734948793 135:9.161210882295618 136:-8.49939059623861 137:-3.729572023714373 138:-3.306074437701823 139:-3.658035489026376 140:-0.7071263574702678 141:-2.304471110667552 142:4.821766069835775 143:-2.389361789781677 144:-4.097442372106036 145:2.047932096159565 146:-6.593547073019631 147:8.823479776563405 148:-3.647652159450601 149:5.101036055711308 150:7.603690584984758 151:4.555003955593683 152:-9.416694857959305 153:-2.543750760567439 154:3.9665860251187 155:5.619314496157799 156:2.553785356535272 157:-6.477247007676729 158:2.827466239528269 159:6.538796313893508 160:8.180109844239867 161:-3.598202999322314 162:-3.676059918204379 163:-7.082747722441471 164:8.193571933339584 165:3.44896690428812 166:5.196884793847195 167:6.940609337965527 168:0.6001821542837791 169:-6.551095429308377 170:3.476265681371195 171:1.905862134768869 172:-2.183413638571521 173:4.722815651354773 174:-10.08812431062017 175:2.871159678518608 176:3.933777528905337 177:7.313084729159732 178:1.672673026695394 179:-3.813390866908275 180:-1.347014373826647 181:-0.688914074763794 182:4.911505042149694 183:3.968157493049265 184:-4.785034516084863 185:-6.682682799400142 186:-5.419527599174129 187:-3.511499735685805 188:3.982919324923148 189:-9.994314282587222 190:1.646434176872104 191:-0.05808311877441275 192:9.153611281605782 193:10.6239538813438 194:8.24938045450963 195:1.391328956208034 196:4.56278325240473 197:8.129676293981268 198:3.153516270603715 199:1.591409671093838 200:-1.681511459178746
+-1 1:4.179019576163713 2:5.070981602222763 3:7.733023101234445 4:10.68544408378777 5:-9.68174306689362 6:0.284075302277661 7:-3.940399295322371 8:-4.939760957622737 9:-6.869600736873501 10:-7.027746871126197 11:7.98667286827807 12:-6.694751686468702 13:-8.634419475020048 14:-3.621566935947104 15:-7.360409369391998 16:5.341641511963074 17:-3.312546770823079 18:4.744782532968943 19:-0.09392455812373218 20:-1.885935401701458 21:1.164843023415981 22:-8.5312149518605 23:-9.432763672824793 24:-4.361429024963385 25:-5.10863535372587 26:4.193285750912099 27:7.376865068292097 28:-1.139663342906909 29:-9.171512338927643 30:8.140772183620911 31:0.1180348166564107 32:-2.039494351405533 33:-9.177257984616771 34:3.421455615469063 35:-5.29245083445249 36:-2.353421245751005 37:5.574718107194172 38:4.32058115561377 39:3.539666317139188 40:-8.741471782803131 41:-3.339146120593779 42:3.433513277105973 43:-6.481098140887217 44:8.502556621452754 45:8.257356387235621 46:-4.160434930559902 47:6.158366082775831 48:-6.33552270664793 49:-2.209655173737151 50:1.236603702277093 51:-6.059929811750616 52:6.851609455586816 53:6.65935505802256 54:-6.685035688764374 55:7.160523130463572 56:3.576315376569421 57:-1.691232225001316 58:7.949895210082354 59:2.862573919563139 60:-3.601509762584743 61:6.153359126925447 62:-0.7117106640270143 63:-2.941313326177481 64:-3.219398078535261 65:-1.368961367117522 66:-4.103304450079643 67:-10.48126513863845 68:-8.524908431809374 69:8.788609254175791 70:9.503007119198934 71:9.601754944570464 72:9.93083790708698 73:0.3157949963323579 74:7.643144146635065 75:-0.2749398664780647 76:6.061570317010211 77:-3.054271604868511 78:-0.7739740156242922 79:6.608613293185348 80:9.065664342208612 81:-0.9686216040714112 82:2.787842862556569 83:-8.655335591369891 84:-1.041571412171021 85:2.35460434744928 86:7.976622768837769 87:1.578202587147035 88:-5.11366539887617 89:-4.832178342594415 90:0.8495910925114869 91:-5.893387646027971 92:-5.287638126246414 93:2.086292909586223 94:-1.491149803857192 95:-3.901621411413929 96:3.851673017272324 97:6.62411540255056 98:-9.441661764333633 99:-3.449527826857414 100:-4.256447199522206 101:4.651571492888005 102:4.400818862445653 103:0.9425266094802002 104:-3.885172736479015 105:-7.765489928864511 106:-1.282235912097013 107:0.990205429239558 108:-2.116777310377552 109:-2.595784911960723 110:0.04538941688916531 111:5.869641944391568 112:9.24608694055539 113:7.475587006231718 114:1.098515256620015 115:7.226579232856566 116:9.40119878508443 117:-8.262860217411262 118:2.406114510178416 119:8.40222398649337 120:1.64675412240936 121:3.89260903401363 122:-5.152970851525907 123:0.410488341259855 124:9.3900827354255 125:3.97908400721626 126:2.576160296784526 127:6.054865727839276 128:10.73296722663047 129:3.400134612247566 130:-0.9310276312447578 131:-1.037505756048551 132:-1.101017357907893 133:-2.443466387979062 134:2.648653526290582 135:9.493477859077112 136:-6.476651544219797 137:-3.025162311876564 138:-5.348000883559019 139:-4.279280900123215 140:-1.096830759491394 141:-4.044524140725308 142:4.715090225442397 143:-2.73215997795283 144:-5.379053255979822 145:0.4948694999568377 146:-5.969514558151871 147:10.18982526119167 148:-0.8567035617507346 149:5.073131647774366 150:6.234377627128505 151:5.76452476036315 152:-8.531454284311206 153:-3.905142229889656 154:3.043770049105468 155:6.49900212328887 156:2.834755640267407 157:-5.982615458033223 158:2.1214059828939 159:4.111237127858153 160:10.03126524160642 161:-3.656623104920325 162:-2.021317504504152 163:-6.361391704511627 164:9.441693494941754 165:6.275713469659583 166:6.467412309988567 167:6.505149025629929 168:2.047817586114297 169:-6.450224138541413 170:4.365529746482275 171:2.990383002029751 172:-0.7173641307693112 173:3.387016626784117 174:-8.595018556107339 175:2.03014124893314 176:1.71993158398895 177:5.08352364020902 178:2.117152465991021 179:-2.564583843708535 180:-1.679090412217028 181:-3.722791400158258 182:5.239778134432266 183:2.356006343648821 184:-5.89993291998889 185:-7.868648085747359 186:-4.526069921871306 187:-4.052739690389952 188:4.304943105614517 189:-10.1115070424325 190:2.998926275796387 191:0.01384343769059038 192:8.88242280299878 193:10.22809171985898 194:7.03805790748564 195:3.860561053428773 196:4.653521935566555 197:6.87548070646525 198:3.206912624897239 199:2.143164653554186 200:-3.194388087501949
+1 1:7.047974003560438 2:-5.726966282742273 3:-4.411822287854509 4:-3.509268422847604 5:4.795739832046825 6:11.55816410240574 7:-10.34823040925605 8:-4.810345065692776 9:6.224477004398167 10:3.842237868122071 11:-8.252744542933799 12:2.40321043824941 13:-9.171461953409665 14:-9.076334455556795 15:-4.119248527839765 16:4.466038533137512 17:6.419762287618152 18:3.133679905118945 19:-8.804563981699721 20:-2.239595737047191 21:-2.27403369802252 22:2.699894692903274 23:-7.584632154952925 24:7.892344425886646 25:0.3034872761831858 26:4.007090751455894 27:1.298174238294037 28:-1.629653955977824 29:5.973570224872029 30:5.060114830290463 31:6.233742666342019 32:4.099305326004056 33:4.446144038760204 34:6.088981219925319 35:6.191475001523754 36:5.630800543307165 37:6.927289284816697 38:6.837859534461042 39:-9.273038969709381 40:-2.830495353060581 41:-1.75132315498827 42:2.382475920897398 43:0.2709880838153056 44:-8.655684132979218 45:1.663055647616654 46:4.566375546970511 47:-10.82852925167876 48:-6.747821210187506 49:-8.35610527129916 50:7.225858759591378 51:3.161338873298808 52:-3.706697982407176 53:9.362712612587856 54:-10.1833066003636 55:-1.805430817715618 56:-3.661200098565812 57:6.686798587209163 58:-9.415665765016286 59:-0.8667071861352672 60:-6.526844471629982 61:8.80976279842865 62:-6.571363186824021 63:7.047811014597573 64:2.280241020976581 65:1.284939261209956 66:-1.506226110451236 67:-7.594814188566302 68:9.215455431548996 69:9.129894309062975 70:-5.022568973775575 71:-0.06416997906642374 72:1.599540193864383 73:-1.059235163770283 74:7.138985843503714 75:-3.425358157351607 76:1.394189613161877 77:1.321355993075472 78:-10.219453494673 79:3.962173164620624 80:5.27102349763028 81:-5.761065612603399 82:-2.750116515370779 83:4.800498815573906 84:5.879355085021665 85:7.883900019283534 86:7.151005150791756 87:-3.888724013359137 88:-6.753551561992804 89:-0.1300720183513059 90:-7.773394951416288 91:-4.126851482886662 92:-5.272715754173874 93:7.083518052583512 94:-7.365866363508235 95:-6.658582653237785 96:-7.002778640204367 97:10.65990236099476 98:-6.751480325224868 99:-6.401751724547255 100:-3.209315844255193 101:6.698199736392455 102:-5.770334022522907 103:5.917158679141453 104:-6.492201136303208 105:-3.888744214949798 106:-6.907077708958095 107:2.478683762737354 108:-3.921361390200832 109:-9.331221233031631 110:3.717227999765386 111:8.35185603601613 112:6.396675426773316 113:8.116025031428052 114:-5.655088482029934 115:6.988455834837377 116:-6.770269135977842 117:-5.163056773509552 118:6.231829901057525 119:2.763324500486647 120:3.184321108164238 121:8.23185784978231 122:4.328706297259752 123:-8.71392262859152 124:-4.544803419453347 125:4.583290003056884 126:8.13379456211581 127:-9.642760782034095 128:-1.873210740971264 129:6.078847701713844 130:5.282308229603765 131:-4.578417597625962 132:-3.410880739313428 133:9.12114197374774 134:1.967959997807856 135:-3.924009428554497 136:7.14726286078682 137:-2.980609703038168 138:6.770385431059788 139:-8.737187231658631 140:-0.6130445253315171 141:-10.39225995408915 142:-6.753853110212978 143:6.748849084698167 144:5.140471469194063 145:-0.6904892692919031 146:-8.565429122788441 147:-1.723240630590582 148:-7.620933268346437 149:-2.493256082437679 150:-1.723649550873576 151:-3.326476111794523 152:5.205997464036034 153:4.513326731930226 154:-6.265044219512529 155:-8.330159239265079 156:-5.051551260680032 157:9.412887022728816 158:-0.8552146884676588 159:-0.6333858037915157 160:2.523022705739047 161:5.601016443069183 162:7.146139527976498 163:-8.664207798078762 164:1.561209176503901 165:9.310371226095524 166:1.128831731403947 167:-5.002129346190211 168:-3.570430087702124 169:2.153918480651922 170:-1.569932216930949 171:-8.823715046225256 172:-9.708031855788597 173:-5.019873518028748 174:6.900402262717976 175:-5.255512907522672 176:-4.419799670526723 177:7.513272300195778 178:-2.892288865277708 179:-2.583777112196302 180:-4.729055245653704 181:3.477750462867853 182:7.108676796160205 183:5.155756191419273 184:0.01266112704513417 185:2.175112991560694 186:-4.517593323946497 187:-4.42353710257481 188:-2.608336830603074 189:9.202879951686862 190:6.573027313444889 191:-7.223789299031411 192:-3.284981284508649 193:8.263024280540789 194:-6.997554797825921 195:1.522804239559075 196:-7.897670943286757 197:-8.645704523365753 198:-7.459542200952415 199:-3.663882273447774 200:-7.255921294779368
+-1 1:4.225010856114444 2:4.901892236466789 3:6.55875982595207 4:9.650027891916411 5:-8.175529712606663 6:-0.7599342155836163 7:-2.513425205118404 8:-3.198948588611642 9:-8.015155481855542 10:-5.47692239597601 11:7.335957874567898 12:-5.978644106234127 13:-8.387255144510421 14:-4.906076164166357 15:-7.233672899983969 16:5.135646230146318 17:-3.690195315372623 18:6.68515637553313 19:0.4022328174564237 20:-3.490072038293112 21:-0.6132540912976012 22:-9.37348945469825 23:-10.22592131872998 24:-2.894370754770466 25:-1.630413447280035 26:5.602881055133011 27:7.915898305332192 28:-1.159023244152172 29:-9.371931540069738 30:8.563172796772749 31:-0.9027282721748232 32:-0.8447189481301587 33:-9.431346694279314 34:2.705013847825696 35:-4.195335284102502 36:-1.453904739260182 37:4.57189152919986 38:4.99416678713703 39:4.289401060463514 40:-7.535631530032584 41:-3.601093937265048 42:0.9281758299125857 43:-6.27113282110986 44:8.908654408758975 45:8.866420015441083 46:-3.579515761520167 47:9.304880798597033 48:-5.962965293864466 49:-3.753845710315888 50:1.621251622183587 51:-7.630591629557647 52:5.628350259726715 53:6.969586404187794 54:-6.718417468358578 55:7.784526289584666 56:4.889929084473764 57:-1.111267277473402 58:6.536644815263429 59:3.829938051579236 60:-3.488718471693847 61:6.238232030462441 62:-0.3188024162031911 63:-3.603859216274579 64:-3.41641553900853 65:-2.461283060651053 66:-5.06226296202749 67:-10.73082530658343 68:-8.905378860926186 69:8.917793925949457 70:8.269401871151548 71:7.940906448906494 72:9.722574143543641 73:-0.02092777510194302 74:6.973290352365948 75:-1.08092703247341 76:5.115922834154955 77:-3.158520430432454 78:-2.773680506030704 79:9.008183209264075 80:9.882550190578506 81:-0.6797300539450197 82:2.648757332027007 83:-8.550718044493324 84:-0.7297567790421831 85:0.9163767007712798 86:7.402857239944795 87:2.033030634384442 88:-5.328176302046903 89:-4.753140718686061 90:1.984131840162274 91:-4.911140755238472 92:-5.338645547181078 93:0.943505912041858 94:-3.070011975116052 95:-3.020562467533414 96:4.343202973250459 97:7.195280171978771 98:-10.05558308691956 99:-2.92724124469248 100:-4.031166610885319 101:3.120774927713529 102:4.281940587039021 103:-0.2705162906423688 104:-1.516160618183181 105:-6.162090576039643 106:-2.133268212035082 107:2.154419486572541 108:-0.9442065594136504 109:-1.937300828792872 110:-2.436222803184225 111:6.147607841067033 112:9.450763733706857 113:8.185944465501445 114:-1.771471451690825 115:7.671315325451698 116:8.050784294369141 117:-8.173120259848313 118:2.663034496619381 119:9.072115709889706 120:1.209408739332063 121:1.438196804910106 122:-2.412369545522022 123:3.762916776858381 124:8.74450702838497 125:4.228752553897855 126:0.2490269572949126 127:8.336116889869746 128:8.942366538121432 129:5.107684230934939 130:0.913189527548123 131:0.2968264665623045 132:-0.9642584923545763 133:-0.4830696748716528 134:3.180185913205552 135:8.922563556686088 136:-6.706689591220678 137:-4.302433112868783 138:-2.590365488614729 139:-3.990922595908271 140:-2.165467281551472 141:-2.732262926362889 142:5.632247825709143 143:-1.724985134815212 144:-2.57245774969608 145:-0.6918868815691509 146:-5.500783871387704 147:6.832178121291221 148:-3.256496128760467 149:5.303306527563127 150:3.81509736180888 151:4.737560876909178 152:-10.91950464808001 153:-2.436876369474715 154:4.176808713246936 155:4.885191277870367 156:1.387436493427199 157:-5.586670826637711 158:1.087429827304511 159:5.256832045961795 160:7.401464194331189 161:-5.120632068914338 162:-1.419276342071643 163:-6.818791963959679 164:8.024918638733663 165:3.449345781346275 166:6.562950496753153 167:6.571690506310012 168:1.668374088217329 169:-5.592406503426614 170:3.456788480361433 171:3.587566399539786 172:-1.405584520227464 173:4.179167998974617 174:-8.74132339103457 175:3.040893971542937 176:3.381705353797557 177:7.396351332371566 178:2.191224770113532 179:-5.269497845123107 180:0.2667471567094171 181:-0.1141801551033164 182:5.144646071644487 183:3.964955865113838 184:-5.15436005003392 185:-5.600860950037443 186:-5.531584815763373 187:-2.404229620930185 188:4.263013197188678 189:-10.37763075905764 190:3.077337563625522 191:-0.1863204956443025 192:8.263815885449587 193:10.31655080305663 194:7.426036757127047 195:1.918773883342607 196:6.874631425906126 197:9.710980216979298 198:2.348987312133671 199:2.090828466062996 200:-2.458919959333243
+-1 1:3.773627045411542 2:5.48290341749753 3:6.848045691520151 4:8.318278368786673 5:-9.363149651629247 6:-0.5466349572726312 7:-2.703385488916137 8:-2.918511881796426 9:-5.396896221341652 10:-6.698042516387495 11:6.322192193716091 12:-7.002209450716566 13:-7.021163205134897 14:-2.884847714729801 15:-8.577458113343514 16:6.024726656702461 17:-4.830357509349512 18:5.079951884470113 19:0.3817492316360037 20:-4.899623472015884 21:0.8137159034368504 22:-7.353087311013863 23:-11.16032455251661 24:-5.349139067581307 25:-2.755845804346178 26:2.59266641506707 27:7.647755140918455 28:0.2659419450809242 29:-8.243783986429293 30:10.37014744553557 31:-1.660428848202997 32:-1.21895609929137 33:-7.457646850008331 34:2.216935629985027 35:-4.827905876173174 36:-1.615023242906989 37:4.904412382692638 38:4.593958609191032 39:1.837365822350158 40:-8.540605532823124 41:-3.452984289874873 42:3.039714789798804 43:-7.450055841189247 44:10.00239596742977 45:8.956852499307727 46:-1.041243520595007 47:6.076569711958554 48:-7.509573246852288 49:-3.01449721196163 50:3.219736857557622 51:-7.201227563324819 52:6.099003680953442 53:7.04447318040526 54:-5.992578484882981 55:7.848957613553132 56:4.629936797108592 57:-2.968401928133411 58:5.020656047390887 59:2.854705308566269 60:-4.508298070418758 61:6.670493964067997 62:-0.9044171642295468 63:-3.469011876181968 64:-3.685984568713631 65:-2.479941464034381 66:-5.216469988445877 67:-12.77986390062144 68:-7.777745214735894 69:7.99065934281521 70:7.798595210017549 71:7.816432276220898 72:8.624425854241359 73:1.966175085771481 74:7.794918252571946 75:1.757535799923042 76:5.852497223427726 77:-2.06642102513825 78:-3.70767760207361 79:7.508403277293098 80:9.761092042813923 81:-2.188444781390899 82:2.579777878117313 83:-7.881119519840873 84:-0.2037289942155849 85:0.4168524129823585 86:8.613185557607949 87:3.196923194762956 88:-7.458858923822612 89:-4.179424851979587 90:1.218235914847159 91:-4.409511879437465 92:-5.010643140792653 93:0.7300201291756095 94:-3.670584432122882 95:-4.475698370799315 96:4.613003928729279 97:8.793734753639885 98:-9.963754293210357 99:-3.377686163182485 100:-3.864698840629244 101:2.08401283469659 102:4.817720653800245 103:1.253787465136566 104:-2.153859421475233 105:-4.675966550404543 106:-0.8600233237585158 107:1.497106863923578 108:-0.7828249625310775 109:-3.820825835293402 110:-1.998435525766851 111:4.447154699102787 112:6.157795200525856 113:7.70523640826163 114:1.214565635291472 115:9.508981492074271 116:7.450945611977629 117:-10.50319466431704 118:2.394881273065514 119:9.307270097663581 120:-1.283555037318905 121:2.402266461300258 122:-3.934704084368699 123:3.113942864669436 124:10.73043491182413 125:5.324921454745668 126:-0.9167251950016073 127:9.285091875533093 128:8.197373185562292 129:6.196580105508408 130:0.09311345624714618 131:2.029305423193301 132:-0.4285732489331087 133:-1.760287551699633 134:1.953194309911674 135:8.289350104588678 136:-7.531271416020001 137:-3.469545873793644 138:-3.541508207398502 139:-3.995177658154246 140:-1.719583016169834 141:-3.254799741288191 142:5.970883067556812 143:-3.058690889565769 144:-4.190849374764312 145:0.1218256410275009 146:-7.760698793570755 147:8.128137755809696 148:0.005081679077262535 149:5.822981615647118 150:4.956752489275924 151:6.807875252092281 152:-9.419455089404588 153:-3.791005124153352 154:5.155594222050114 155:6.545869313017077 156:0.776277234000983 157:-5.405672907311314 158:2.735016531876066 159:4.270371066942769 160:7.131902749014644 161:-2.999428144770037 162:-1.09224291843493 163:-7.550696123433671 164:7.385526516101059 165:5.57303281775864 166:6.011725561450042 167:7.41376958791143 168:0.01735679105387311 169:-7.106432532123767 170:5.009563725523342 171:1.132533970667484 172:-0.3894084539657264 173:5.219090458447038 174:-7.869778516487742 175:1.619059984185784 176:4.089261178035086 177:7.589504973359563 178:2.069733231018508 179:-4.420466234706019 180:-2.059273886249148 181:-0.7369591842543015 182:5.557415644955062 183:2.572961199690367 184:-5.179111753902643 185:-4.934790698720226 186:-6.826002362656195 187:-3.9100690399376 188:3.884374675457835 189:-10.90670926258803 190:1.770965358618325 191:2.434682117978493 192:8.149230254176068 193:9.617825104382748 194:6.992761277529958 195:3.011500548800206 196:4.606978355296563 197:10.55107728552939 198:3.691341608302423 199:0.5225275320823173 200:-3.16212268828378
+1 1:9.270772353089175 2:-3.27130079108286 3:-5.290320759493735 4:-0.9931342978239659 5:5.310036590294763 6:9.446355837613 7:-9.263678202890453 8:-6.68349294581891 9:6.248657154942302 10:5.917316060106316 11:-8.470970614073172 12:2.71822831635635 13:-8.811564570433251 14:-9.056670756613469 15:-7.092969922041426 16:4.040078563264174 17:5.990472324070236 18:1.929381661279789 19:-6.141587002522465 20:-1.672183701526114 21:-3.038244690869309 22:2.923433739315319 23:-6.357328929893549 24:8.421697421646938 25:0.3295654198305894 26:4.398263268442411 27:0.007440000974488825 28:-3.169368652310331 29:5.472433373384158 30:7.143658013964259 31:7.467859808570926 32:2.960818102390565 33:6.002367268644923 34:7.442063976057246 35:7.306360453304171 36:5.730606941373004 37:7.455354060784583 38:6.712528528230593 39:-7.470123905391725 40:-3.204590591475002 41:-1.577708371294527 42:-1.270605416963534 43:-1.180834207687762 44:-10.01109285308563 45:1.25148058787108 46:7.786919663460491 47:-9.762773427801074 48:-3.970080213032094 49:-5.341809725015168 50:8.736374770935749 51:3.871035727193886 52:-3.32692768051747 53:8.981072298763749 54:-9.101436876811929 55:-4.249289134634477 56:-2.272661513773361 57:9.345484822512484 58:-9.792803734349903 59:0.8839603004333929 60:-6.339103610221229 61:7.88531929049447 62:-5.02420957396847 63:9.478150306579991 64:0.3556887138887926 65:-0.681401029764853 66:-3.413145904598658 67:-5.31123150881858 68:7.75216831613208 69:7.8733031058432 70:-3.414958031693592 71:0.182119452440525 72:2.075640410916278 73:-2.23202605927043 74:5.054203747094874 75:-2.726256759974998 76:2.562367070513435 77:1.114828915227488 78:-7.272556787485339 79:2.396823932515662 80:5.425551436441487 81:-5.542866152137115 82:-1.735922970528835 83:3.383811752939739 84:8.061375588603827 85:6.715705504875777 86:6.116089336104566 87:-4.464955867311209 88:-9.11193977651307 89:-1.302831632351122 90:-7.159589083535816 91:-4.500085847183737 92:-7.581351349384703 93:8.307935548557687 94:-6.535121701837153 95:-4.465268443222689 96:-8.136423929538026 97:10.86949249741523 98:-8.581347626885004 99:-5.8937140116252 100:-1.136266727584397 101:4.630635251658687 102:-5.791738067278228 103:8.200490083460521 104:-8.336745253159545 105:-3.471476717288654 106:-7.043618539815473 107:1.403676953844212 108:-3.484046024988323 109:-9.346154555711687 110:6.995969938344919 111:9.70897677763239 112:5.428851489218896 113:7.907682492219887 114:-7.41689410273673 115:8.74337119269658 116:-8.766709024948454 117:-4.584700239562494 118:5.243036430451225 119:2.370096642980388 120:2.294187053772097 121:9.166526324530187 122:3.538950564557666 123:-6.672675849404048 124:-3.237229719880552 125:3.685298942019827 126:6.572151017990642 127:-7.685958783790527 128:-1.846831934799931 129:5.168274342281494 130:6.609802367633652 131:-3.385561332272845 132:-1.551815426964043 133:8.933270689211826 134:-0.2884329870389247 135:-2.42458771215037 136:7.210880170004337 137:-2.400494370539623 138:8.012482789048041 139:-8.521704760383706 140:0.2987023327853131 141:-9.425171209520528 142:-8.339136919022236 143:5.402775629099728 144:2.621156996992646 145:1.66928161706169 146:-6.987863756889093 147:-0.6250718998087463 148:-6.2834634889256 149:-2.757737394968273 150:-1.322212134714796 151:-3.828785636623151 152:6.013203751702687 153:4.142133999546677 154:-4.933398684387007 155:-9.530190755608068 156:-8.089581382862113 157:8.945452971547812 158:-1.770866973490996 159:-1.522671155498433 160:1.343727488214609 161:3.00462161076727 162:9.584085026347349 163:-8.301786079812951 164:0.4706045064325926 165:9.530657402087686 166:1.121866181311201 167:-3.887882382037803 168:-7.214391807809012 169:4.346791322438887 170:-1.884356408102785 171:-10.26533834469903 172:-7.962497557552084 173:-6.515728222545748 174:8.438010511471282 175:-4.253457335586988 176:-5.407734658127472 177:6.026794256299817 178:-2.147056588921672 179:-4.393922399830571 180:-4.68648021062578 181:4.21298652612217 182:3.991199650249106 183:3.818634488391682 184:-1.251259179661015 185:0.2903026371347517 186:-3.125007295958055 187:-5.987653131655012 188:-1.436720753299196 189:9.903573256144156 190:7.19143651073722 191:-9.115034156504109 192:-3.836732264598708 193:7.355916340762814 194:-7.144311718550132 195:-0.4129513707767265 196:-6.728645984539853 197:-7.895897970191456 198:-6.567899302649853 199:-4.341931021037372 200:-5.713022595968187
+1 1:6.325921094445432 2:-4.420382824747456 3:-3.609045121399665 4:-3.187620043295026 5:5.898099433181748 6:9.161570879817432 7:-11.6063894374378 8:-4.700575964461693 9:8.469526434678272 10:5.535435607230298 11:-7.122485172499093 12:4.555678316947025 13:-7.868137134951349 14:-8.037425662957942 15:-6.737117184832584 16:3.829804904226247 17:6.297342723233911 18:3.570507307911971 19:-4.98702773170859 20:-2.018600736172639 21:-2.406825699631872 22:2.632755639439881 23:-8.451498916907479 24:8.443729938656949 25:-0.1049189673303791 26:3.273414332961578 27:0.3600757808985948 28:0.1411854274544555 29:5.133848044030688 30:7.288576297838584 31:8.155207917422901 32:3.79282954040964 33:3.543229701628602 34:5.610156874927645 35:7.971332302870555 36:3.716861789670038 37:6.933305803462631 38:5.55402046773332 39:-7.698632484768583 40:-4.137111269740785 41:-2.800825891203053 42:0.5485111646518834 43:-0.8530774781960127 44:-9.105684235982649 45:2.697466523420918 46:6.543188398732421 47:-9.574529184437143 48:-5.759394269758672 49:-9.569946470027134 50:6.477804868081091 51:3.510994821085989 52:-2.730687231404324 53:7.553686534017681 54:-9.197348862197144 55:-1.839271812065404 56:-4.206418113971537 57:8.660428093079069 58:-7.951560853773272 59:-0.1909510873678504 60:-7.853830243285332 61:8.187524007544003 62:-5.189491506484488 63:10.47733123802031 64:-0.3244014298345836 65:-1.02312898873628 66:-0.5344060473775889 67:-6.071118171261158 68:8.146774583865801 69:9.097889393407131 70:-4.180340851046724 71:0.3942598445555158 72:3.359926486243276 73:-2.68278274273881 74:4.951321003685607 75:-2.620679408893731 76:3.574406370439476 77:1.852128559733021 78:-10.37836072064172 79:2.985962730365498 80:5.90744288220203 81:-5.605449576519964 82:-2.851970736183375 83:3.338547676358929 84:6.015296012138995 85:9.525691838157654 86:7.356600946226442 87:-3.413721966583958 88:-8.631495655506546 89:-0.5619709523196084 90:-6.037780492759527 91:-3.309533607186839 92:-5.86183024796828 93:7.543401078851186 94:-8.104144303616355 95:-4.508573045318108 96:-7.753356542270607 97:10.26528729517163 98:-7.545174344278607 99:-7.888258796473084 100:-1.89369892780677 101:5.410379642886341 102:-4.677801127894369 103:7.382474432066667 104:-6.510705707888069 105:-5.668208834595917 106:-8.002464075598416 107:2.235346774192937 108:-3.117769936804504 109:-7.593555958900822 110:5.717937441144854 111:9.836951296801734 112:6.283947062378112 113:8.807957835794388 114:-7.381489619881135 115:8.744293114833795 116:-5.611596905810679 117:-3.656247084288259 118:4.908873921087165 119:2.63617264330715 120:3.401207893489046 121:9.162478640765119 122:6.622724206180542 123:-9.400645311459105 124:-2.457742891460143 125:3.718216484793198 126:5.758686528275954 127:-8.056126496546616 128:-2.046348234929496 129:3.83808072908406 130:3.294703079810694 131:-3.946586488535869 132:-1.730626628288314 133:8.657677767925016 134:0.02898277222510852 135:-3.218095150869475 136:8.115195453874181 137:-4.513251624275085 138:7.430376365268193 139:-8.480866093670162 140:1.067363500542995 141:-10.4093887544956 142:-8.683902489148096 143:5.529703343768479 144:4.314653746096275 145:1.745679550611417 146:-6.856870676246675 147:-2.156840452171188 148:-7.277377828820971 149:-1.570751620120424 150:0.05725356910008106 151:-2.181117362059786 152:5.719382487681365 153:2.796666481579501 154:-4.215671247198959 155:-7.981862896566762 156:-4.161750535696956 157:6.85579552558633 158:-1.872332027412953 159:-0.01720847077687848 160:3.852362853670339 161:4.204553913403479 162:7.622556894612105 163:-8.161316472506952 164:3.49510210996566 165:9.384730378155375 166:2.279447098692616 167:-2.172630607116796 168:-5.243861322470119 169:3.279224422095765 170:-2.289320708243483 171:-11.758478695405 172:-8.02551851300098 173:-6.365973739824755 174:7.307229816868264 175:-2.014488702932995 176:-5.376577275828391 177:7.591944624110557 178:-3.99204259911055 179:-4.418971596064551 180:-3.556297767681804 181:3.690618790894593 182:7.695460124520348 183:5.010810467113818 184:-1.532125330211631 185:1.585663795998664 186:-5.206785121128424 187:-4.532101882878261 188:-2.178466564468379 189:10.56905156725184 190:6.292725130679615 191:-10.10469510200575 192:-3.379805185997095 193:6.51501229574563 194:-6.819307812001334 195:1.197161227886456 196:-9.24570007665875 197:-9.609683971002887 198:-7.268086363622215 199:-3.662525716945605 200:-6.531226245087385
+1 1:9.384084048241132 2:-3.807811618287938 3:-4.50944492325633 4:-1.185288952089118 5:5.261829786154134 6:10.8684682060826 7:-10.55135720029221 8:-7.992092239953155 9:6.174340755386153 10:6.154133763191216 11:-6.927126522504102 12:3.754337562608542 13:-9.134143794994937 14:-8.486005486703821 15:-4.002911376126558 16:4.209189494247528 17:4.241374263464132 18:2.633978860523056 19:-6.370782687678129 20:-1.357521543107579 21:-1.480395794460021 22:2.225332723912425 23:-7.027593872827438 24:8.369616729255924 25:-0.8956801896498359 26:4.870235078712248 27:-1.308645521559628 28:-3.191288667392624 29:3.723172024867699 30:8.785038927555767 31:3.85346748776678 32:2.905343574834006 33:5.184878039352312 34:8.336362825378997 35:7.122077405116745 36:6.407216373970926 37:5.497222960708688 38:7.323460561666543 39:-8.532643595192429 40:-3.265652837634218 41:0.8464813043744508 42:0.8376601261489733 43:-1.932607947539309 44:-10.44005518132801 45:2.55022691933487 46:7.247686164265064 47:-9.437377156579002 48:-3.22501822940965 49:-7.87650776682954 50:5.385249232971637 51:2.879576632033039 52:-3.270087635101205 53:6.933948771390108 54:-9.437105745116545 55:-2.236801135200216 56:-4.554294499892045 57:8.650241354488745 58:-8.726573047416402 59:-1.759620102190826 60:-6.477886813429614 61:6.771679980370755 62:-5.215720300673164 63:11.16744750787949 64:2.815917424500018 65:0.4609542677926337 66:-2.058339595312825 67:-5.314158082495295 68:9.201452989861023 69:8.452209874310782 70:-5.384958164495138 71:1.093758672527458 72:3.738071327246671 73:-2.002681594438011 74:4.010312673797628 75:-3.912132701714782 76:1.283093707366812 77:4.431823063173375 78:-10.29973413243505 79:2.774670875776573 80:7.459777559241011 81:-7.160914681124668 82:-3.30594020160126 83:1.471367358059281 84:7.93037718074293 85:8.204917834210839 86:7.302231699103759 87:-2.466168191145752 88:-11.06028355109952 89:-2.58238232949534 90:-7.551383465448049 91:-6.52336998619265 92:-8.384857160678518 93:8.624236205517148 94:-9.424547981461368 95:-5.998657356921314 96:-6.534193657383194 97:8.602001377937075 98:-7.808903658126615 99:-6.076917512681341 100:-0.6736667087232475 101:5.735943223232107 102:-5.835886171925148 103:5.780844468320791 104:-7.874421549396619 105:-4.581631929123608 106:-6.994416081810667 107:2.16934469468594 108:-2.951547377761427 109:-8.708880309148572 110:6.260568451805483 111:10.67243599497216 112:6.348788093099205 113:6.814671838031202 114:-6.727006702576662 115:9.01684567068253 116:-7.763121095233094 117:-2.789832989293909 118:3.377153007175052 119:2.139007392616135 120:3.907865722676714 121:8.407282140279714 122:4.936059691762532 123:-7.88666844308993 124:-3.535470116465646 125:4.178676080811921 126:6.656589268558418 127:-9.370975816710773 128:-2.024610284221571 129:4.431643020833646 130:5.52379057021746 131:-3.965876412575732 132:-1.62251661035435 133:9.863555980524094 134:0.270992268968152 135:-4.636259007791966 136:6.495334037582897 137:-0.7530195522675083 138:7.774862724347452 139:-10.00798955753047 140:0.2508113289067138 141:-8.049226765800716 142:-6.701386181072512 143:5.737797318325828 144:3.257216911205195 145:-0.9252311102797064 146:-6.402641281347258 147:-1.834968641896058 148:-9.524074691121923 149:-2.193296597521254 150:-2.630696652178537 151:-4.931373291891008 152:2.848187419868161 153:4.446128193582823 154:-3.097815990296647 155:-10.18652831186103 156:-5.851447821412666 157:7.030492271932565 158:-1.295030416498836 159:-1.720041201812669 160:1.795869794628415 161:5.912834852441167 162:7.331895689324815 163:-10.60311497028305 164:2.766486367772305 165:9.002900413057976 166:1.524083411486122 167:-3.804573477959044 168:-7.533833890093213 169:4.501383816097476 170:-4.014265849846359 171:-10.35202351503915 172:-9.295547588739815 173:-9.102260346596562 174:8.345511158236476 175:-3.859325035707623 176:-6.20025511229829 177:6.522783600829396 178:-3.829980737089507 179:-2.650223553854956 180:-3.954959593965242 181:3.243572048526533 182:6.634907679394466 183:4.391446590604538 184:-0.6391536626596572 185:2.917304812720058 186:-5.622656325465416 187:-5.184583546056545 188:-1.09027339018876 189:8.802975184896203 190:7.517864077705035 191:-8.588877349356929 192:-3.462927591601598 193:6.1026908797065 194:-6.569331507031263 195:0.9052597482288991 196:-7.342209782904864 197:-9.691018750743815 198:-9.582099874910693 199:-6.103880189058724 200:-5.386739102554269
+1 1:7.020894649579187 2:-4.179212414032564 3:-5.361573802606334 4:-2.72283334550588 5:4.255181366518975 6:10.02256296693901 7:-11.0232479498772 8:-5.26204153436473 9:7.644600432201102 10:4.439830862702838 11:-6.25195336965416 12:3.516868816091089 13:-5.599576684808922 14:-8.97228482706139 15:-5.808703050840904 16:3.510915716229578 17:6.587211043629255 18:5.695544252045359 19:-8.463086277659441 20:-2.013758316874834 21:-1.726706373102296 22:3.198497911191714 23:-6.589629778742363 24:7.526177985169256 25:0.3425226680558752 26:3.182313638907567 27:-0.3318363269987756 28:-3.428621010651417 29:3.961742132985646 30:6.380327296735036 31:6.072345555835601 32:4.498979785644663 33:5.252923849027256 34:6.61445073502731 35:8.726664389790304 36:3.747578519030523 37:4.633984579900145 38:4.311744248358517 39:-7.979318287059685 40:-4.165025084960858 41:-1.785220202126074 42:-0.718052734615604 43:-1.33948321479645 44:-8.924515443982925 45:3.861453293843352 46:5.942086953203986 47:-9.429819358195502 48:-3.816629896753061 49:-7.772146343139789 50:9.980519119066457 51:3.767845119708706 52:-2.593621889380603 53:8.710517804629118 54:-8.610279179702848 55:-0.5185653832906063 56:-3.753139897919888 57:8.717205761703021 58:-11.26584902990209 59:-3.0456278207108 60:-6.607764035039385 61:7.249635486718415 62:-5.629949176246273 63:10.84719694445277 64:1.413308808274788 65:1.107299239191565 66:-2.43117062305486 67:-4.849879802432047 68:7.141654452511246 69:9.163069357823279 70:-4.464485053833007 71:0.4946400445409289 72:0.7645045039774803 73:-1.499417306284402 74:6.365307503548989 75:-7.578789842964966 76:1.433604452649887 77:-1.036985606048401 78:-7.597441090825089 79:2.122880248855034 80:5.543669102406517 81:-5.624042861464386 82:-3.113289172570278 83:2.005185429328917 84:4.747264350040905 85:7.765577556674277 86:7.081698008820571 87:-3.64311590551739 88:-7.892119963061305 89:0.03832817234922459 90:-8.361676968849888 91:-5.445809514250505 92:-6.569090323195301 93:9.106488470993872 94:-8.304821203800843 95:-7.146734237389698 96:-6.010470706949405 97:9.577001135788381 98:-7.844174055274372 99:-8.229582352447951 100:-1.221858870987912 101:5.866468288898177 102:-3.681776443268639 103:6.623127052686155 104:-6.671568965520461 105:-5.200645620230159 106:-5.498802724157493 107:0.7570597253362951 108:-4.542455080474729 109:-10.96037991792124 110:5.429964100287605 111:10.55987404679717 112:4.813531203917023 113:8.468471669544055 114:-6.938423707513053 115:8.727418408430404 116:-7.291687800883836 117:-3.365914483144567 118:5.518073781873881 119:1.824833638856224 120:2.118909217419746 121:7.363192601390359 122:4.931651958468708 123:-7.076013238922313 124:-1.694110944323322 125:5.079428251350182 126:4.96487922398689 127:-8.638694112221829 128:1.074223144405976 129:5.38462278178906 130:4.544882825014906 131:-4.435938407016274 132:-3.156403208523804 133:9.332802967608982 134:-0.02079195407919686 135:-4.310530647855177 136:7.26264806895802 137:-3.814122090547176 138:6.483870607205363 139:-8.344428119441705 140:1.132219742043179 141:-9.045226281936898 142:-7.171220817299664 143:6.352865398090953 144:2.200152165528266 145:0.4189840130258544 146:-5.3384808414569 147:-3.138834988497184 148:-7.602612120766877 149:-1.260174217119512 150:-2.539132479811019 151:-3.992573155031489 152:6.186422356890446 153:1.10993724559098 154:-3.971703932847807 155:-8.706172716751325 156:-5.373335929209238 157:6.85747397656621 158:-0.67221727147871 159:-2.87798120180134 160:2.686268906206072 161:5.455791717702467 162:8.872245443378125 163:-8.572434221630571 164:2.03911590458997 165:9.978677767449451 166:3.095675144695953 167:-4.262007743963371 168:-6.029647132860705 169:3.493049237293556 170:-2.454688902988564 171:-8.321951957183389 172:-10.29047574579691 173:-6.294686732560514 174:6.571858646971784 175:-2.869438969062615 176:-7.308654118698843 177:8.535535482404091 178:-3.012973892544925 179:-2.906219351206121 180:-2.943945891408559 181:1.593099084041384 182:6.332294433391546 183:7.323464098791981 184:-0.1199695955445406 185:1.974822789559143 186:-2.859864983589447 187:-3.882258448517601 188:-1.491398622858593 189:10.75937185749303 190:6.520563103564562 191:-11.16051882276863 192:-2.469628728175541 193:6.795019815491191 194:-7.756261795208802 195:-0.1921889614318613 196:-6.831626748411293 197:-9.597730513912451 198:-8.23865198326652 199:-4.781217968800803 200:-6.231909755275613
+1 1:9.637086936806636 2:-3.427282690751112 3:-5.323824111429162 4:-2.057898404741894 5:4.710896550007888 6:10.50993930402564 7:-8.627588038023054 8:-5.292610805348736 9:6.252073983397625 10:4.50270520688806 11:-7.619961514110514 12:3.013815749815463 13:-7.47920267676645 14:-9.76118852986847 15:-4.161650900610429 16:3.041114717487246 17:7.618298210799146 18:2.548280764647481 19:-6.26302930125959 20:-2.031958951553034 21:-3.358243432611993 22:1.798310560926801 23:-8.261924405976464 24:7.982183987261408 25:2.031606527845971 26:2.702996786153345 27:0.03832457365184297 28:-3.112476142615743 29:5.710682671628112 30:5.125275723049025 31:6.765295250129548 32:4.349996079690914 33:6.101158736095667 34:6.330371833149533 35:7.274908118174707 36:3.7462912463374 37:3.502039295674451 38:5.822498007634868 39:-6.834504503121003 40:-4.336089071226322 41:-1.187829907989638 42:1.236321858734177 43:-1.137534845056793 44:-7.984263942604144 45:0.3932791415996444 46:8.087930478883656 47:-9.36435719983502 48:-3.820378249515769 49:-7.380778383060023 50:6.548477668854391 51:2.98346364775503 52:-4.750321466525127 53:7.547952594637295 54:-8.422494373681856 55:-1.119649065160432 56:-4.36582468206709 57:7.884439418704766 58:-9.568942612986659 59:-0.131756736980134 60:-5.49093348371186 61:6.002642228192055 62:-4.949356522447903 63:10.69577783637061 64:2.926522750857006 65:0.2638467486970558 66:-2.110451424036981 67:-3.284194259297731 68:7.036280570235095 69:11.33675700577063 70:-3.625305692925494 71:0.004424386218635723 72:1.953812137625062 73:-1.216039136107313 74:5.459674405610852 75:-4.584139349213716 76:1.798750064556686 77:1.548378986116907 78:-10.25342927032784 79:-0.3665776105339797 80:5.694816773024314 81:-5.709350848066223 82:-2.124902742669936 83:3.692723873527764 84:5.878387348842467 85:8.82038760009581 86:8.037678792006954 87:-3.376296727608441 88:-9.13481248035631 89:0.1725278789879837 90:-6.827785634865549 91:-4.322202120307031 92:-4.991651431850023 93:10.185351265357 94:-7.028961011153475 95:-5.438676325757132 96:-7.872398700771262 97:9.826964973384419 98:-8.592406849213509 99:-6.568076418949054 100:-2.713035934423982 101:3.987100643011001 102:-5.16454151528192 103:6.098301156056399 104:-6.344428615571409 105:-4.216035357309001 106:-8.874388271028717 107:2.792562675445446 108:-3.634977674158455 109:-10.71616755640903 110:4.213310107842367 111:9.34680806742365 112:6.001050186389547 113:8.430867181079821 114:-6.370534998666649 115:7.280425177083173 116:-6.910835207430147 117:-4.650392007035006 118:3.764217430425372 119:3.017524474136995 120:2.671669977715042 121:8.313693229890937 122:2.351901020589283 123:-8.372468042499632 124:-1.85048688837666 125:3.948279440685575 126:5.149726725516713 127:-8.111342623277705 128:0.7080125158131454 129:7.189471845750123 130:4.144734349590767 131:-3.035836333260517 132:-2.877848862593904 133:9.463515239944599 134:-0.6109315984758213 135:-2.191157444185499 136:8.513384852074529 137:-2.157603491824434 138:6.48840784589791 139:-8.815793331613134 140:1.544830803169077 141:-11.10288133206687 142:-8.034233137063046 143:7.106985359931631 144:5.170350225953586 145:0.1204834132723317 146:-5.831666627233962 147:-1.904274773308419 148:-7.383500719396332 149:-1.546602611415947 150:-0.8162765322156588 151:-3.191812175464701 152:4.91183161396194 153:1.321015810107209 154:-4.895466177111982 155:-8.811327268743273 156:-7.968465446275101 157:7.219963325741813 158:-3.250325029336381 159:-2.145201880320955 160:2.288636515946433 161:5.390501299770644 162:6.891619114487334 163:-7.094377593429604 164:1.287655356773707 165:9.915261172802079 166:1.726627729229195 167:-4.114407503390078 168:-4.702928611240778 169:4.712428701085873 170:-1.954376942471967 171:-10.87090474781435 172:-7.576147730344914 173:-6.149739089975443 174:7.19397337307307 175:-3.084224384920986 176:-5.059130028997339 177:7.198601044246332 178:-4.93274606100672 179:-2.528455738459463 180:-4.54193370408479 181:2.40750831808444 182:6.534900893687558 183:5.780998158992341 184:-1.499340713790439 185:3.002120293124356 186:-4.067148134819914 187:-5.268904299793018 188:-1.334629062600947 189:8.912996617864032 190:7.555475056498568 191:-9.699317028920508 192:-1.693252396516068 193:7.89624288133523 194:-6.760984042961947 195:1.473964717928415 196:-6.723041140179101 197:-9.105131555334147 198:-8.04571632082679 199:-3.711736568664565 200:-7.478381591817783
+-1 1:3.207121909095137 2:2.935198665011416 3:7.264691214283866 4:10.4226617460079 5:-7.179092196884626 6:-2.958808912680349 7:-2.547160314698254 8:-1.461535691314074 9:-6.416885462547203 10:-7.305413777694856 11:6.020859204153458 12:-5.527192275127395 13:-6.505754936759922 14:-3.55948510354113 15:-6.602107942961553 16:3.882123293393229 17:-4.268327532050928 18:4.690443627401296 19:-0.4665749223523545 20:-1.429028979947614 21:-1.670986379357092 22:-9.100010991005822 23:-9.898948507969006 24:-2.190779894813514 25:-2.745692577986917 26:4.538588287462241 27:9.513131891328303 28:0.428716965376553 29:-8.368022216067883 30:8.042344096385076 31:-1.350508592135249 32:0.7886581517137228 33:-9.718362312305672 34:0.856315049275878 35:-3.047253399742797 36:-3.18469386103871 37:4.868152340585611 38:4.030353971411844 39:4.312746367134281 40:-9.582179903565557 41:-3.61865271430591 42:0.7905227081627735 43:-5.30976250708154 44:8.525715477669925 45:9.622827611688377 46:-3.440050625435725 47:7.443762939005982 48:-8.945427695848952 49:-2.33596471190988 50:0.1279451163227014 51:-7.9459589085274 52:3.637573095650986 53:7.1254702711541 54:-6.938154702207573 55:6.786554813039349 56:4.978053932078732 57:-3.670422407579301 58:7.213198159917081 59:3.864732700121791 60:-3.910676515236707 61:7.448375899316155 62:-0.6673773603596183 63:-2.491837381797487 64:-2.481541532352828 65:-1.897198523731279 66:-4.84271703982534 67:-9.396279445520904 68:-10.46737614557609 69:9.051835401936241 70:9.11920394866873 71:8.714498774480205 72:10.02716398949789 73:-1.701677982495613 74:6.11752953337072 75:-0.2186129670542937 76:4.52346640123711 77:-2.260873663741906 78:0.5238640067757023 79:9.44199840272757 80:8.796604150584454 81:0.1047274758716701 82:1.864732129275793 83:-8.560447590937311 84:-2.690509909521013 85:2.264712828063163 86:8.759836226157059 87:2.853786375850956 88:-4.56718908905962 89:-5.511346542021041 90:0.5203225331532306 91:-3.60458789848435 92:-4.157988374212976 93:1.264381734569762 94:-5.269250189139287 95:-5.780062509128122 96:3.507709274301418 97:7.788473386320454 98:-10.7361607837216 99:-3.991786694043576 100:-4.599874666729444 101:3.706756400511825 102:4.708793616571359 103:0.2802052466125308 104:-2.882447620413977 105:-6.198450041935068 106:-1.74905621408185 107:1.568652147476482 108:-1.496629700546524 109:-1.522965081167414 110:-1.432734571449224 111:5.184088526846121 112:8.491100827979238 113:9.674322688373145 114:0.9195137774391381 115:7.431108399902844 116:8.755933239000596 117:-10.59454732531271 118:1.343767334240691 119:8.16251968497563 120:0.9375265341892891 121:1.627357444920714 122:-5.712971481453772 123:1.926774076232868 124:10.84530260385805 125:4.350959158093978 126:0.2478869041139385 127:6.66610083487513 128:10.03742343011181 129:5.352390853451287 130:-0.05335638739409743 131:-0.8054322103985385 132:-3.070216841222374 133:-4.313131490757708 134:1.29852187862859 135:10.05851441232855 136:-8.166623196227114 137:-1.957287593363068 138:-3.624025679166258 139:-2.993797154140751 140:-1.472288164115845 141:-3.297666972196653 142:5.00504829690774 143:-3.306044066982323 144:-5.36994054102556 145:-0.1900138058105468 146:-6.604057977246262 147:7.021670345251993 148:-1.500185353824969 149:4.874911258739743 150:5.691228174074434 151:6.789865650600901 152:-10.52119599247937 153:-3.080214978693139 154:3.938395751172438 155:4.644176659909506 156:0.4113127480656662 157:-6.388826033796207 158:4.839760409981576 159:4.494770456384811 160:6.299549719318393 161:-4.715625612039768 162:-2.812319139085494 163:-5.800610664713134 164:6.877933361286333 165:4.518779792850406 166:6.576928929010949 167:6.264222126985733 168:0.5625738113535611 169:-5.681182398748499 170:1.990915811000791 171:3.777075799599447 172:1.795414651745201 173:4.736727905965726 174:-6.480400945467409 175:2.234729190353472 176:3.96463935943487 177:7.915857500940312 178:1.608418345534189 179:-2.550775943329727 180:-1.565249232688186 181:-1.024325982672933 182:5.937750756037557 183:2.374298210902303 184:-7.4126283928964 185:-8.083693705277931 186:-5.858880915898913 187:-0.5316532648979737 188:2.78137677937793 189:-10.48502182622321 190:3.540761407392737 191:1.554300510986075 192:8.836130924242109 193:9.905045183810302 194:7.366598655634275 195:4.315568755164079 196:6.515410484575423 197:8.455023931082735 198:0.8423645114975866 199:2.283604311691198 200:-2.651272574415447
+-1 1:4.843989600523323 2:4.463079489514883 3:5.776801366940775 4:10.63371074366808 5:-6.641530157819535 6:-0.6956163613449309 7:-3.343298176986839 8:-3.283409872298451 9:-6.02900851868804 10:-6.180607999560786 11:7.556968348436744 12:-5.515992549268974 13:-8.538483578241214 14:-4.202769060910918 15:-7.13536348364445 16:5.301070261653824 17:-5.438121315865749 18:6.044442528839536 19:-0.04106118202607889 20:-1.001009585931802 21:-1.659579259981709 22:-7.05991527244426 23:-9.844615816088711 24:-2.938086566216607 25:-2.019863631593543 26:4.874921470722788 27:10.14728221969349 28:-1.662815244319614 29:-9.359462462227839 30:9.182005758560695 31:-1.985252429753839 32:-0.9484875394692366 33:-11.94432690963774 34:1.042377796185048 35:-5.948446305911769 36:-3.304475533307444 37:5.775295411727612 38:3.555833722548147 39:5.225104361616587 40:-8.676989439012914 41:-2.191995414781586 42:3.298767277897189 43:-5.558646268312476 44:11.12948753218797 45:9.209579479747381 46:-1.858655184425761 47:6.789215537601744 48:-6.581728563001599 49:-2.893390788058051 50:2.567504402311905 51:-8.796046155051418 52:5.340329715197968 53:7.89915880069753 54:-6.164739115659393 55:7.850862829820274 56:5.76726306040822 57:-0.4070580848934215 58:8.140826309065936 59:3.205719204605994 60:-2.286481635625619 61:6.161383642568839 62:-0.6154289765576078 63:-3.97872599840716 64:-3.242231406421209 65:-1.657979667866895 66:-5.059090155564737 67:-7.879743116115779 68:-7.076345891635237 69:8.785131386199582 70:6.803143888232766 71:6.647240522895263 72:10.40898072574531 73:-0.1240717685168881 74:7.194419324167406 75:-0.3002342099328232 76:5.681492224099188 77:-1.9184557061909 78:-1.563378214151371 79:7.872165605517766 80:7.760294162370724 81:-2.422025018387601 82:2.772278886011729 83:-8.773048959747459 84:-2.022618422815238 85:1.660601315033453 86:4.871712721055517 87:1.487473284013342 88:-4.725379157882482 89:-4.072510836934494 90:-1.387726156725676 91:-5.402931233243804 92:-4.913421785899941 93:1.057377998600304 94:-4.111531215821458 95:-4.115783053963819 96:4.860223734149255 97:7.311045131710912 98:-10.75844032867657 99:-4.881079916070741 100:-4.535834366354626 101:5.187961704721883 102:4.083943748897447 103:1.87779265068298 104:-1.589229756971133 105:-4.151559449872293 106:-2.58724602792105 107:2.58198423744227 108:-1.553455370703644 109:-1.817484580155406 110:-1.218969181777885 111:7.017656043672371 112:7.336442685963828 113:8.224338227108008 114:1.497009252715027 115:6.7786544271869 116:10.22062219159242 117:-9.846675119932224 118:2.672117411316122 119:9.077535374471861 120:0.5581234488909812 121:0.8339605773836687 122:-4.255755750530231 123:2.23573894600966 124:10.55447299696321 125:3.757944446004051 126:-1.505252698835578 127:5.714518234771838 128:10.63023146221366 129:5.857436212576373 130:0.2260533901728358 131:0.9489924502190746 132:-1.3543792037476 133:-1.691701760644444 134:1.670306275977797 135:8.607207895355796 136:-7.251908921897551 137:-3.65444039852221 138:-3.275113802901215 139:-2.219075036403925 140:-0.2567541846131046 141:-2.343447665757204 142:4.371872793357633 143:-4.109752306801955 144:-2.44759994730037 145:2.453464483431171 146:-6.408339465397868 147:6.073777992970869 148:-3.65267857150731 149:5.302918849138007 150:5.962673175952099 151:9.099251613389518 152:-6.265513553472235 153:-4.086599547626394 154:5.684838188832348 155:6.895056932947004 156:2.826208803963957 157:-5.42534047984028 158:2.115786160756425 159:6.002126495598998 160:6.83450598656052 161:-4.936653764400084 162:-0.6060783311755324 163:-4.725095149332047 164:7.522427470990481 165:5.153161522010082 166:4.757294719713935 167:8.350000517202306 168:-0.4782397956125604 169:-6.820803830714917 170:2.929451289884787 171:0.7909111208356745 172:-0.4688030112680903 173:5.755501621151503 174:-6.982615344315437 175:1.630146176457479 176:4.761527210325422 177:6.545644422361368 178:4.212282874408038 179:-5.126403447040103 180:0.02284284065751319 181:-0.512180191057359 182:5.928722564108552 183:2.542148545241618 184:-5.895222688833873 185:-6.08821348336002 186:-6.184111581397346 187:-3.253075376048692 188:4.212649720986645 189:-10.64488464944541 190:0.9303531868203911 191:-1.269658783843288 192:8.521922118194462 193:8.523312515643182 194:5.91195085179923 195:1.371603047399584 196:4.86466663928203 197:8.669133797988604 198:1.762689111092597 199:0.4086931845311108 200:-2.355705947302191
+1 1:9.417743090264679 2:-5.506785625976027 3:-4.782203310826815 4:-4.008055420336056 5:4.93477875146348 6:9.446273398164092 7:-8.925749618400486 8:-6.003748576204099 9:7.721335848410921 10:6.037079758562232 11:-7.167340898945576 12:1.408086836287748 13:-7.537502532407231 14:-9.510104492856252 15:-4.407351053506403 16:3.523021157411148 17:4.826289671844057 18:2.446376196664925 19:-6.05452599933473 20:-1.308187304015852 21:-1.306826788192267 22:2.879145041306572 23:-10.39599183784137 24:9.505576317774413 25:-0.1376760103939279 26:3.852894170265137 27:-0.7667316534776802 28:-0.3229836681824554 29:4.049536659509842 30:8.290861854048204 31:6.2817067048851 32:4.208395390455025 33:7.266333780394659 34:5.846600674645633 35:6.326323287486234 36:3.497259463600863 37:5.194640180381445 38:6.734428845580826 39:-7.498241917252374 40:-3.961663681274333 41:-0.724667122249032 42:-0.8078631579209758 43:-2.132604632974758 44:-8.427383151708639 45:3.620604781348677 46:5.408666484306304 47:-10.7943814257927 48:-4.497873729751772 49:-8.460554745358198 50:9.283097279985615 51:4.014116429351163 52:-1.911819239765089 53:6.337847921177063 54:-8.409040689903868 55:-3.90494797953371 56:-4.148946241890569 57:8.584772725386317 58:-9.1081915286714 59:-1.083661553151078 60:-5.79556817290808 61:7.279939346574967 62:-4.887261467051458 63:10.67080638534052 64:1.550525110698538 65:1.792565737715097 66:-2.742464773292218 67:-5.42072010277722 68:8.588117232111076 69:8.818533641161519 70:-4.790356359288887 71:-1.142299474587736 72:1.36119219433992 73:-2.70310957111557 74:5.076785238708365 75:-3.788623331443524 76:2.210710871654027 77:2.015576083447274 78:-7.560494093150925 79:1.127048648794362 80:7.075570994368306 81:-6.341354833828555 82:-3.960335685086892 83:3.269795627159592 84:6.220969537342135 85:7.772386634515202 86:7.184235556778122 87:-2.946675491751706 88:-8.800811795358905 89:1.346754110370986 90:-7.200288225181361 91:-4.082745828722701 92:-7.473370358126465 93:8.008921199703371 94:-7.48595878921334 95:-4.519467493024311 96:-5.503339688801558 97:10.32300594177774 98:-8.107099866683013 99:-7.933598941514392 100:-1.581038968799213 101:5.17542528455318 102:-5.479816609676877 103:6.949585150627382 104:-5.388009633685312 105:-6.674686099118357 106:-6.975887023639825 107:2.689483494076965 108:-1.568416029617153 109:-9.875142252388073 110:5.124083674585372 111:8.555631725098369 112:5.315801361832091 113:7.99849076431596 114:-7.269730515195596 115:11.56404462260786 116:-6.943719268341363 117:-2.338507033144497 118:5.387520161209921 119:1.077270507097539 120:1.863373143003608 121:9.348996595812991 122:3.394293254323219 123:-7.020419197265582 124:-2.148629408543824 125:4.253244189191363 126:9.223498326457582 127:-9.192602548488702 128:-1.518852075323954 129:6.862305807219233 130:5.001619651425326 131:-3.367978043034592 132:-2.237326230327692 133:10.86938306155068 134:0.09976555961141913 135:-4.933785626082783 136:5.24304793812943 137:-2.667300207404944 138:8.876511940931509 139:-9.154217775084886 140:3.240497420881753 141:-9.071931518413756 142:-6.337379586474603 143:5.306337936715088 144:3.137192802455884 145:0.4768977336481503 146:-5.862527142774475 147:0.9297078633664104 148:-7.283426959053384 149:-2.484996324643061 150:-1.907600656080776 151:-2.095762653717481 152:4.804512076691031 153:2.76444843675656 154:-5.173710217807533 155:-7.779621541039448 156:-6.365715738324868 157:7.435703333112647 158:-0.8778279400859047 159:-2.952736860153315 160:1.414190965561354 161:5.046915094863652 162:5.409329361557 163:-9.425501112967801 164:1.878467477616252 165:8.873671310121868 166:0.263002585136046 167:-5.816115490949739 168:-4.715057740027656 169:3.568417686738163 170:-3.327122163334688 171:-11.00593065813706 172:-7.975466444180007 173:-4.427110297728128 174:6.776883751733632 175:-1.932029933167519 176:-4.745362282433937 177:8.943561504907853 178:-2.735601475818419 179:-2.573993084554199 180:-2.699035740584219 181:0.9429930314443939 182:7.124142330099448 183:5.86136266438603 184:-0.1975758828373084 185:2.433001658398555 186:-4.14244266717045 187:-3.317468525515655 188:-0.4534884464222243 189:9.552290809907445 190:6.830338203016204 191:-9.910199285313267 192:-2.429159985820824 193:5.447231266614571 194:-7.390013819215242 195:2.006020413616872 196:-8.180374176908217 197:-8.456350273586562 198:-6.398219916442148 199:-5.918840455597272 200:-7.973090161170903
+-1 1:3.255756304053169 2:5.23599548790777 3:6.877007860322673 4:8.101818588293323 5:-6.778331947180276 6:-2.204412349849967 7:-2.239478746241767 8:-1.512965942794249 9:-4.854563534968521 10:-5.621654334628524 11:7.119307644042669 12:-5.608254744675584 13:-8.824061430377505 14:-5.396791767204218 15:-5.64828200168264 16:4.378638024432915 17:-4.306629971653805 18:6.66320266330735 19:0.03807605395240848 20:-3.14163372483994 21:-1.855837005884954 22:-8.442366393739768 23:-9.824051178275614 24:-3.547263873022005 25:0.5866947321995224 26:5.029929946947556 27:7.694753388627867 28:-1.883088189724923 29:-9.088947266246556 30:7.623187017564066 31:0.03860125156361494 32:-1.402732154820703 33:-8.436106840300875 34:2.387714883673744 35:-5.412028799186054 36:-2.512549136231403 37:6.156062030446492 38:3.721946430744849 39:2.821062569959548 40:-8.423013164069488 41:-0.09882507665621398 42:3.950316351267142 43:-7.55303453754458 44:10.58687304921846 45:9.805893946330531 46:-2.205569490465332 47:5.779912681876528 48:-8.424963896840152 49:-3.765449818690434 50:1.989901328643604 51:-7.249264724819494 52:3.104684896807877 53:8.906790144710998 54:-7.594474423720392 55:7.566763305416953 56:4.960149226474704 57:-2.315812952588684 58:9.091734122904658 59:3.259422122765251 60:-4.203698411039597 61:6.06059843878532 62:-0.6746708019934374 63:-6.178304638201038 64:-3.309452143118226 65:-4.432531736176793 66:-5.44551223902791 67:-9.477142225048418 68:-8.492241238607432 69:8.167388233090286 70:7.65935589557834 71:8.790332627756259 72:9.818159047666208 73:-0.3706110534321173 74:7.6334703416381 75:-1.171253213904597 76:4.304320780489959 77:-1.588506782685045 78:-3.448978814606114 79:6.899754822108352 80:8.730883997638021 81:-0.5911551231454226 82:0.9514010579391498 83:-7.723736461682097 84:-0.8130603785901958 85:1.043649768400169 86:5.819210892583004 87:1.984683509927927 88:-4.453199646856161 89:-4.171366135906995 90:4.097840756750384 91:-5.10547656060966 92:-4.034628440983818 93:2.020497045071306 94:-4.321639944549099 95:-3.294189881403743 96:3.222438322121921 97:7.982509500074502 98:-9.917418546928127 99:-3.915252561352289 100:-4.320514020302579 101:3.277016783039818 102:4.339397736195083 103:1.739490994166153 104:-3.432824271016013 105:-5.58898702188423 106:1.03171461644475 107:0.6097549469764794 108:-2.174670936522332 109:-2.292175974666617 110:-1.576383080754837 111:6.564862388424329 112:7.082189025937442 113:9.217199524423972 114:3.094537894600673 115:7.508048331320375 116:8.5733097671793 117:-9.105607792573442 118:2.139376274466474 119:7.875459798455066 120:-0.01059716488506129 121:2.265841634434282 122:-2.234600247399884 123:1.95624252078444 124:8.454866019314878 125:3.840489073568129 126:-0.2726337063305189 127:5.573495611439782 128:8.80442818157869 129:7.096725147358786 130:1.677793977353244 131:1.175237427560954 132:-0.7043979413856074 133:-2.751256268883618 134:2.258179633202069 135:9.202156585267163 136:-5.987406806393968 137:-2.460567332108245 138:-2.563120041771228 139:-2.281587797023667 140:-0.9949465516877697 141:-2.704328812757612 142:3.729867643690755 143:-2.345816063832509 144:-4.738188209688709 145:2.062351696643267 146:-7.81994863382515 147:8.610681321045952 148:-1.118247051708755 149:5.360867187717591 150:4.295396463035688 151:6.706275755911193 152:-8.493971740555619 153:-2.841676178314928 154:3.527231670130737 155:6.625640975308203 156:0.9283721801063355 157:-4.548983290231829 158:2.287362258212798 159:3.765155290562133 160:7.390610814688203 161:-3.233721999192649 162:-2.854047595394973 163:-5.467881196050898 164:7.735294449595358 165:4.830276648887985 166:8.189178755038352 167:7.608754029634702 168:2.103270517883208 169:-5.821317980038593 170:3.605876778005954 171:2.901411835680444 172:1.417056174413967 173:2.683693680455915 174:-7.921141506052748 175:1.911095365851945 176:3.611655875751037 177:6.102271541021753 178:2.990318872248607 179:-3.086388792080812 180:-0.711961717492956 181:-0.2483566222711475 182:5.874878145832103 183:5.369337922655809 184:-5.153772261278703 185:-7.246911850845823 186:-5.752803831465776 187:-6.637445792636325 188:3.030732514698595 189:-9.420159647889109 190:1.649467953873942 191:-3.395940475659233 192:9.700275592797087 193:10.84888858649981 194:6.952144403043512 195:1.934929249125848 196:5.124224447808974 197:10.45186117840862 198:1.941883664437803 199:1.187713153225606 200:-2.558509001362889
+1 1:8.997707818884287 2:-4.433358013978791 3:-4.313495362556049 4:-1.511907817003614 5:4.162761063652881 6:10.8216629442802 7:-10.66690282112579 8:-6.606849011256564 9:7.196813009035173 10:5.280813432081388 11:-6.544324191967933 12:4.25755419345109 13:-6.883170333078016 14:-9.912696490621217 15:-5.265155119992808 16:2.97831805683804 17:6.119778087564502 18:1.961065065729469 19:-7.732354197868071 20:-1.722162160668052 21:-2.619163327519419 22:3.261961226290631 23:-7.177332770955151 24:8.284387475870998 25:1.83730021822107 26:3.367830683673301 27:0.3180086689932098 28:-3.31144716715509 29:5.498954370180185 30:7.46091956621615 31:5.624544664223024 32:4.825074284608728 33:7.086737761887091 34:6.342041443694336 35:6.096431776476368 36:4.547065079343317 37:8.264977096291727 38:5.403191360036041 39:-7.601853737508555 40:-4.024001735494742 41:-1.531555730406771 42:0.5514559339667683 43:-0.6853029480196853 44:-9.535461670037648 45:1.575399668881656 46:6.542139467680084 47:-8.964197116705654 48:-5.066742725144613 49:-9.410539980366364 50:6.209094170198984 51:3.693328263343491 52:-2.344633788368953 53:9.957646354205407 54:-11.19241487413827 55:-3.409036073357134 56:-3.515277390596212 57:11.14940566060969 58:-7.28480397895017 59:-1.658584292564926 60:-5.597682866797243 61:6.601993484453693 62:-5.389833212561869 63:9.739305758572824 64:-0.8375833290089247 65:0.9000358167176534 66:-1.137505709612548 67:-4.649181806701812 68:8.758573510413962 69:9.586438617046607 70:-4.780784265624556 71:0.209898000907511 72:1.919104356746614 73:-1.398537700756449 74:6.433850834556122 75:-1.887646737540038 76:2.817077647897857 77:3.41582447099542 78:-9.855135825232384 79:0.9238435554733299 80:6.282240519093817 81:-5.156996055267943 82:-3.069103821758305 83:5.155738208252227 84:5.679145256605414 85:9.82112925236479 86:6.326251695609806 87:-1.470636746438656 88:-7.593599751374194 89:-1.59699983428226 90:-6.54045405335891 91:-5.409921886536571 92:-7.135634969758741 93:8.268123161895497 94:-8.11103297039007 95:-4.534724494627362 96:-6.728471172392557 97:10.30674647367288 98:-8.302273486057729 99:-8.230011801099522 100:-2.055168728952632 101:3.232133241546311 102:-4.989607820699661 103:6.178989943073121 104:-8.102211772474515 105:-3.594362840065259 106:-6.119435262157459 107:-1.336827738739688 108:-2.796702877403751 109:-8.291950958681388 110:4.539051695611207 111:8.319716615988831 112:6.063114360341172 113:9.378200357651863 114:-6.544879754784837 115:8.59435856310221 116:-7.528452867109884 117:-3.135059285199762 118:3.060174316697309 119:2.173232982640414 120:1.643007957807206 121:7.866057765049794 122:3.358833551755708 123:-9.688621480678172 124:-2.58305101212361 125:3.248688217378939 126:6.699851301573355 127:-7.010383882675111 128:-0.2398551774681967 129:5.012558175282721 130:4.719768425825231 131:-1.849168672279388 132:-3.818111948358489 133:9.459902799555143 134:1.583329377154141 135:-6.700185694454634 136:7.95546658664318 137:-3.5709417842794 138:6.071100374968104 139:-8.618605872211903 140:0.2312325393836234 141:-10.31092522113069 142:-7.612138349067401 143:6.555936350725445 144:3.361291548635225 145:0.4629491896969349 146:-6.549181462438559 147:-2.661789531288314 148:-6.954864275032323 149:-1.475798962202222 150:-0.7402209440165093 151:-4.959049953212004 152:5.571637831762217 153:3.632928595891955 154:-4.265802690500232 155:-10.36964764378251 156:-8.690280721485768 157:6.957904329222155 158:-1.696254955253392 159:-2.21937711134695 160:1.534089120498493 161:4.059944867541727 162:6.539550146067501 163:-8.262253013672742 164:2.754627631500632 165:8.800853109723679 166:1.425677573413229 167:-4.838083570438654 168:-5.834922016618658 169:2.266718638219256 170:-1.886913936150469 171:-8.180388990770258 172:-7.694343862164774 173:-6.065069642592468 174:9.076470588449425 175:-2.746363506696742 176:-4.760158541214922 177:6.502125096171088 178:-2.739370504020783 179:-4.850615022750008 180:-4.215665069147074 181:4.212697123744249 182:8.271859012813197 183:6.061031356633357 184:-2.527365656261478 185:3.117629502084324 186:-4.857712321140916 187:-3.932973603890917 188:-1.60128416503181 189:8.513438621604697 190:6.860295198602458 191:-10.95664700747374 192:-3.986180227648764 193:6.762873680770283 194:-6.885154858316318 195:-0.55062345876789 196:-9.081399303531597 197:-9.496089397626445 198:-5.814793384005563 199:-5.421198597173346 200:-8.129373914767315
+-1 1:3.563691574353284 2:5.207090020558408 3:8.016391034075413 4:11.06428751018617 5:-8.032638334580387 6:0.9772181906838815 7:-1.705733972978281 8:-2.615301662754486 9:-5.043923952772078 10:-5.853877793404854 11:6.690196506777726 12:-5.528782219748961 13:-7.443506761160157 14:-4.157738838995623 15:-7.430670245406536 16:5.345416969926458 17:-2.120351583276245 18:5.544165397014385 19:0.886697394310711 20:-2.31543360480508 21:-3.429020525770299 22:-8.271372308164587 23:-8.249310665531555 24:-3.300199739941574 25:-1.033465427278218 26:5.571908238946176 27:8.521100058313484 28:-1.727675587891551 29:-7.080590987097006 30:7.536908727251317 31:-2.141149666389792 32:-0.6654171067600122 33:-10.22514146522562 34:2.737549850884301 35:-4.945157238662561 36:-0.6743073769640742 37:6.373680530742325 38:4.810186035550148 39:0.9750276196832413 40:-8.614755891845748 41:-2.144754667824188 42:3.914830195138945 43:-4.494011469350502 44:9.249259124351452 45:8.39420209869961 46:-3.549002415425791 47:8.196725866953182 48:-8.839929378652531 49:-4.002548666676157 50:2.044953002953481 51:-6.326901934554488 52:5.153962885635762 53:5.892089379840472 54:-7.382882009308422 55:8.171239398508767 56:4.564670872136106 57:-3.118398249319631 58:7.647005416136444 59:3.778782365776718 60:-1.065883575530968 61:6.624658273114693 62:-0.6133530691665607 63:-4.483642377436519 64:-3.107883478672126 65:-2.99690196974236 66:-4.469280266632927 67:-9.633601083584109 68:-9.497149367119981 69:9.938618517746317 70:7.250016886785985 71:6.7003794466212 72:11.17227306542661 73:-0.7107730918498119 74:5.177783499436372 75:-2.193247829081612 76:4.268502555194285 77:-1.68786706568403 78:-3.687612587829927 79:8.787570649001347 80:10.8607656538801 81:-3.360216163944359 82:1.783509385579668 83:-7.458913112826949 84:-1.616733948275273 85:0.4680667286981758 86:7.283337092921901 87:1.916456193233833 88:-3.150097681553124 89:-3.740099855109196 90:-0.1519473073000437 91:-2.954448458420967 92:-6.194779412499612 93:1.033940057333863 94:-3.016921619149775 95:-3.148499698758735 96:6.460121854604534 97:6.954024382211761 98:-11.48519306732196 99:-5.117577178010164 100:-4.301545858449765 101:3.363294814745311 102:6.136905014333236 103:-0.7599124912414339 104:-2.099398144232405 105:-5.174013624143239 106:-0.7235154231391263 107:0.3355399173651903 108:-0.1422383443561546 109:-1.57219492218833 110:-1.906286822286983 111:6.167391449282197 112:7.861460732234969 113:6.801657841894046 114:0.8750221181718575 115:8.362882672216195 116:7.133975990757764 117:-8.974295109396255 118:2.76439038165214 119:11.24539246858758 120:-0.7524878585865802 121:2.113671144665111 122:-2.557375610991205 123:2.51163683029987 124:7.34110601224087 125:3.411338793634834 126:0.4377652745354653 127:7.23993893950696 128:7.744212487756394 129:4.131812469217161 130:0.11259185089654 131:0.05919480744056568 132:-1.990677240823753 133:-2.011286061532141 134:2.662114332851253 135:9.507147209352944 136:-6.144029226301536 137:-4.214154705672973 138:-4.058353307033402 139:-4.727209306708013 140:-0.06871403968081913 141:-3.369090048589515 142:6.581575234948925 143:-1.684109897479616 144:-6.368720914366427 145:0.930188209888648 146:-5.423183905221443 147:6.521927937591237 148:-1.485505947484894 149:4.005156436031913 150:5.584389243932077 151:6.611966370485417 152:-9.90394265852059 153:-3.056624837380855 154:3.208197079619117 155:6.587749733380931 156:2.215471294917214 157:-4.515626895533142 158:1.568542270753968 159:3.932553710286285 160:7.972297314264051 161:-4.274535915536194 162:-4.223449599310352 163:-5.55456884169033 164:8.466177640844419 165:5.683289580856 166:5.974409342344102 167:6.84796272649912 168:1.33346792923505 169:-6.181274404739704 170:3.124266873902294 171:2.192487402662096 172:-0.9967416052570357 173:4.202344241475593 174:-6.680143380785522 175:2.05339139392499 176:3.369382605276317 177:6.570757220818082 178:0.5555314090643877 179:-3.833446692853915 180:-3.27870760600407 181:-0.3716093219078359 182:5.994780720384003 183:2.938219337020118 184:-6.781865795796937 185:-7.098079467191465 186:-6.557260764093682 187:-1.893608549125917 188:3.697526714083473 189:-10.44506457891885 190:2.07400030667513 191:1.08990964253888 192:7.821344152571137 193:10.46335355761785 194:7.640653083976546 195:3.112840794560006 196:4.56705090972902 197:9.833903821798101 198:2.545195707482836 199:2.33988144377438 200:-3.01591156997479
+-1 1:4.422590205764487 2:2.996936869361185 3:7.082397529051995 4:7.550644910329869 5:-8.064226120905213 6:0.6535506686065314 7:-3.050253108251991 8:-2.150150693863687 9:-7.441740592375246 10:-5.707279570255776 11:6.556159342608117 12:-5.533935915440075 13:-6.595949168835037 14:-2.864224720439763 15:-7.726160642033971 16:4.901243206583696 17:-3.424372287556709 18:5.051025791026873 19:-0.438271624445541 20:-3.337885864123129 21:-1.513595530545459 22:-7.752887150855491 23:-10.02938699669468 24:-1.790235010464989 25:-1.035232470162627 26:5.184199745647011 27:8.409828421497483 28:0.1801281648130738 29:-9.650792943913027 30:10.02965523001041 31:0.5283577362427001 32:-3.46178879937553 33:-10.40052020502753 34:2.441289632924849 35:-4.867273710282526 36:-2.154279740010472 37:6.608907925186712 38:4.608144942628265 39:2.104827671637585 40:-9.501863105908102 41:-2.031832085583686 42:4.172052351370856 43:-8.911992596883572 44:11.12679595616679 45:9.331922703384299 46:-2.246875976515644 47:6.840710630838002 48:-7.978515476921664 49:-2.297061539371664 50:1.699188421884798 51:-7.764747575910222 52:6.073023598369114 53:5.634395216139523 54:-6.197100656640012 55:6.538021209825572 56:7.84037429419056 57:-1.13523086366786 58:7.295648823870595 59:1.73189608039126 60:-1.991407185565427 61:6.04682133914446 62:-1.186652723282556 63:-3.77747667034891 64:-2.459574028484011 65:-1.755031693211166 66:-5.094297810581186 67:-9.21332823362096 68:-8.220917357168425 69:9.656651375992739 70:8.121711611139986 71:8.180903002739537 72:9.323812442643364 73:-0.9779220256279197 74:7.6968844066753 75:-2.982855510702541 76:5.953925304866592 77:-1.6927680802422 78:-1.850171508620837 79:7.791413486422624 80:8.715956915625302 81:0.768577135025982 82:0.6648069978318087 83:-7.399521771924048 84:-2.103600369654234 85:1.797069022568127 86:8.087203716352258 87:2.997452850147253 88:-5.21907671523605 89:-4.550837461640211 90:-0.3452901629797716 91:-4.325281531015646 92:-5.72291513869045 93:0.5981069877582194 94:-3.464548973956936 95:-3.258843268668099 96:6.056140783573795 97:7.235425284570693 98:-8.29525615177608 99:-3.93678515441036 100:-3.727159943778712 101:4.633780195704763 102:6.080301321819197 103:1.570129343811716 104:-3.306931256698151 105:-6.871398933425884 106:-0.3147908156876065 107:1.591581553719446 108:-0.8233435200223201 109:-0.8298421385452388 110:-3.189964028507354 111:5.295559565734767 112:8.824827069993626 113:7.080994763211178 114:2.359832898875712 115:7.813807852809735 116:8.305166441468083 117:-7.452337558571157 118:2.159004730700262 119:6.926930283451827 120:0.2897464295199856 121:1.172373330939279 122:-2.605567923862091 123:3.109471651699251 124:10.79195395613207 125:3.961170417561599 126:-1.205016253153744 127:7.409133887960595 128:7.857125633210626 129:7.766913256451846 130:-1.220693587601274 131:1.236368586869566 132:-2.815116646293206 133:-2.115660123304652 134:3.343035880132275 135:9.90563761354608 136:-6.278967815604791 137:-2.690032749757843 138:-5.447978754333577 139:-3.731452417325618 140:-1.375051437617075 141:-3.018141565978491 142:5.728806918453916 143:-4.105303869283057 144:-4.645210437616281 145:1.224263468004757 146:-5.884832856634885 147:8.548215569240234 148:-1.985450350284392 149:3.632308323558656 150:5.90156048295627 151:6.669448042308865 152:-9.283344373234863 153:-2.064472759206636 154:3.789132528103593 155:6.840709476346081 156:2.569949715642144 157:-6.094086738554232 158:4.335116424658119 159:4.1367784839029 160:7.381228584790007 161:-4.505991281605825 162:-2.782074758487545 163:-3.943197524115908 164:9.439591481848559 165:5.374732214417645 166:6.132439711510276 167:6.892929162125623 168:0.5893343521900547 169:-6.444113310015576 170:4.287605965069786 171:1.334942577101763 172:-2.016948714828531 173:3.398913238568094 174:-7.148386108031045 175:-0.08653627233861694 176:3.93233905764118 177:6.226084038492152 178:4.512337903272196 179:-3.013504041708214 180:-1.61049189818346 181:-0.8006078288308101 182:5.591646912154836 183:1.218817145461613 184:-3.757673574786651 185:-5.081660918793194 186:-6.817515347311907 187:-3.270578119411889 188:2.024450987198646 189:-9.641228839778977 190:2.614321960650876 191:0.2781285877090156 192:7.493778678798753 193:9.157981673136918 194:7.399379981842427 195:3.274269539387764 196:4.86675676188137 197:7.573311933150591 198:1.153169817848509 199:1.392828990048936 200:-2.179077986426261
+-1 1:4.90006634743139 2:5.150322945323648 3:5.39509702252209 4:11.1089186917763 5:-7.704615670638054 6:-1.020105757353288 7:-2.878569595346534 8:-1.260341931648041 9:-5.198442886381768 10:-6.667787464612406 11:7.622249009879062 12:-4.581978457551976 13:-6.85015070529726 14:-5.372592303845241 15:-7.923788320373338 16:5.656529389412345 17:-5.08735093177067 18:3.78898109461582 19:2.693473024176547 20:-3.47725036317409 21:-2.354444226033814 22:-9.467747455203607 23:-10.26688830062683 24:-2.579184433076106 25:-2.017367254433001 26:4.10694462338006 27:8.101234708902201 28:0.2159010767097358 29:-9.173214393564704 30:8.122707187820925 31:-0.7206604973496604 32:-0.5942050203150219 33:-10.96518737864734 34:1.630155411828881 35:-4.620258652851688 36:-3.432535787896043 37:6.639009964627214 38:3.671192549008645 39:6.802318885572706 40:-8.129776865203617 41:-0.5560038517872719 42:4.901064448192789 43:-7.554393683148834 44:8.470175299124003 45:7.644680382028544 46:-3.024945112378344 47:7.174929910799799 48:-9.145845410174216 49:-2.664304812987612 50:3.617258703695822 51:-6.781430794619013 52:5.290193502182254 53:6.494620763198118 54:-7.616110755777972 55:7.68722493405013 56:5.894746234941802 57:-3.30882874314945 58:7.686535098028595 59:2.626411188374176 60:-4.371141277697131 61:6.501859081343844 62:-1.802431377013494 63:-3.071162681238546 64:-2.956930183248963 65:-2.702803489903769 66:-4.94944697890279 67:-9.845482359219734 68:-9.003077531508053 69:9.545806653353194 70:9.04165229338343 71:6.216155867935641 72:7.103994370391804 73:0.4832227076512361 74:8.064236696975838 75:0.4888899135443763 76:4.187151526164588 77:-4.635400992612885 78:-3.077840232913522 79:7.048159697184552 80:10.70963354942464 81:-1.392066088846067 82:0.9002315295169495 83:-5.995749208725729 84:-2.013763863234655 85:-0.4035047584405698 86:7.210015395318967 87:1.851519941644356 88:-4.008952551667779 89:-3.750266982057071 90:2.588071891638475 91:-4.204250190360167 92:-5.375282217665317 93:0.4354091241983576 94:-3.130172225937536 95:-4.382940293877499 96:4.429050934053851 97:6.019673424091634 98:-10.83265992537287 99:-5.041597732680362 100:-4.302367846185377 101:1.978849800931058 102:3.256427349174797 103:2.973321565539233 104:-2.879634227287503 105:-5.651676431251126 106:-1.726562253985364 107:3.784398243829026 108:-0.8593938295915464 109:-2.649816963695614 110:-2.055181028976337 111:5.826513932002265 112:8.465645877538954 113:9.102278645134392 114:1.091117469301496 115:8.026003835694073 116:7.47952097862893 117:-8.663323713681503 118:0.699489399796519 119:9.23766790496518 120:-0.3776506117720411 121:2.709552804694826 122:-3.998486442430911 123:2.732188863474105 124:7.911666502892555 125:4.028032437942904 126:0.8026141041691482 127:7.451739498701415 128:10.30221612244609 129:3.858568392255395 130:1.167482875494287 131:-1.077632884051426 132:0.05310853173184582 133:-1.468793065076036 134:1.067808555848742 135:6.589211481952624 136:-7.145559534064826 137:-3.504356779932924 138:-1.713613207707656 139:-3.722145274102719 140:-1.228597471150473 141:-4.092318790145842 142:4.925638006876628 143:-2.551825123751085 144:-4.491716141649351 145:1.168586014183145 146:-5.974318311397086 147:9.510303169234295 148:-4.139522994495993 149:4.443451533735741 150:7.42381051885099 151:5.013748026304285 152:-10.21193471010568 153:-3.178027273222952 154:5.358992893316123 155:4.456011171327591 156:2.365927400958492 157:-4.695266727126849 158:1.536007124546438 159:4.368290728580964 160:8.568768775671529 161:-3.817947251764864 162:-0.8275833007419369 163:-5.569894855020331 164:10.92737149353326 165:5.254487648908534 166:5.833227095326237 167:6.643389213166329 168:1.804772704457108 169:-5.95838730091417 170:3.487949414608874 171:2.485118449615675 172:-2.380117708638847 173:3.796384853479214 174:-8.72241060268346 175:1.86667769002601 176:3.49364150361796 177:5.414809685767739 178:1.855353610104126 179:-2.728672313873029 180:-1.602333781700604 181:-0.1753917108050954 182:6.187428247135588 183:2.598656254965062 184:-6.360066860890969 185:-6.427029152935337 186:-5.259453232644925 187:-2.163726724467751 188:4.902383244256728 189:-9.994748164716556 190:1.843563598858623 191:1.060812088730154 192:6.233904792210923 193:10.74783266739411 194:8.536065750471881 195:3.654512200106691 196:5.404660295980011 197:9.243787945956971 198:1.07763255940367 199:2.283702194606901 200:-3.692318428602767
+1 1:7.727395493313238 2:-4.421127236720198 3:-5.816319215600165 4:-3.06335352209571 5:5.036541412776148 6:11.01720629837169 7:-10.71862313230433 8:-6.55803207291993 9:8.085912914349846 10:5.900204709612313 11:-7.641473011553705 12:1.644906414495846 13:-7.806362844802106 14:-10.05784852087054 15:-4.376188557318939 16:4.014940366783434 17:6.648884743751106 18:2.400704592324421 19:-6.090088138602105 20:-2.814405941484289 21:-2.356596043493647 22:1.7243547568105 23:-8.094900706777752 24:7.717823746801516 25:-0.6521821581990181 26:5.971942928912704 27:-0.4659369234802855 28:-0.7108154909379882 29:4.97563844070853 30:8.262623050553868 31:8.086793533807009 32:6.020856831260971 33:6.367256314209606 34:5.264507843582816 35:5.443895741460176 36:4.030676964727618 37:5.958032019262137 38:4.683643012223326 39:-7.13157232883961 40:-3.824561334834019 41:-2.034262844881021 42:-0.6915252177323565 43:-1.792321340087168 44:-6.858740104579436 45:1.604917433601477 46:5.219530306914566 47:-10.46080781083373 48:-5.209021685523688 49:-8.090975560079738 50:6.04367039977475 51:4.925376522300048 52:-3.007980916547719 53:9.421871790156104 54:-6.95590118333023 55:-1.750640300144908 56:-2.417539625969201 57:7.467958562101735 58:-7.267911920577089 59:-0.3876692849979733 60:-5.762541313632076 61:6.569430797419099 62:-5.308119100414606 63:9.816642123978221 64:2.366483834823837 65:-0.4214666893995631 66:-2.272832531008253 67:-5.952670106446059 68:8.793626822620686 69:8.382918814665162 70:-5.11819019619764 71:0.7673494628763122 72:3.181064370853544 73:-1.608257064389824 74:4.371505948947151 75:-3.237526591800857 76:2.281450125678521 77:2.237150131316231 78:-10.34467852929034 79:0.7299252803466981 80:5.532927699389808 81:-4.8670406782945 82:-2.029925980473357 83:1.841616536694308 84:6.545039545548489 85:7.078930897105397 86:6.499743678815037 87:-2.35774731127865 88:-7.161732867506189 89:-2.229360809618372 90:-7.603920695443756 91:-4.396824319532109 92:-6.513245945353839 93:8.996453713252389 94:-8.166367029658053 95:-6.56048612983422 96:-7.310543849782421 97:9.19443291132225 98:-7.746972656657939 99:-5.950435720752464 100:-0.8685525414437816 101:5.939382313420996 102:-3.65484803320684 103:6.167170416492715 104:-5.903483985113265 105:-5.954628557200438 106:-7.352266429368971 107:1.072399154315135 108:-2.849972592416795 109:-9.111727796247051 110:3.997506807836976 111:8.28925847979767 112:5.174399207821453 113:8.627902379474758 114:-8.302756513029845 115:10.74164894616871 116:-8.700327807249867 117:-2.619873105333908 118:4.074360161616852 119:2.741091734482544 120:3.105924764974809 121:6.954464662053369 122:2.63510178013497 123:-7.550587757049861 124:-4.465586632545334 125:5.860216886162363 126:7.325042384094304 127:-8.633492880827985 128:-1.486383201147304 129:4.667680462529938 130:6.15916047722158 131:-2.517171669493662 132:-3.908861292936028 133:8.992434312600322 134:-0.456381413229765 135:-6.868202272628018 136:6.578716697496597 137:-2.913176380454169 138:9.393980705291602 139:-6.834140969439215 140:1.218858315361272 141:-8.644208780481536 142:-7.255257856188788 143:6.015936104648297 144:1.674188690191548 145:1.935244747946463 146:-8.869081768585767 147:-1.795793016232288 148:-6.813269900732304 149:-2.079025884556573 150:-1.775327739896824 151:-5.257343419778934 152:5.464458654516251 153:4.282564499590887 154:-4.908101465513036 155:-8.186222601379658 156:-7.663529655294691 157:7.164683425612575 158:-1.32505628341228 159:-3.560504591282433 160:3.196271815545287 161:6.788270879607188 162:8.950467452123885 163:-8.72249115649803 164:3.160051618015563 165:8.384107206067446 166:1.564266918243751 167:-5.144175186819218 168:-5.795098874021965 169:3.213796595623876 170:-2.258857080075264 171:-9.3793720501819 172:-10.88812745035821 173:-5.795812038167018 174:6.69942279068904 175:-3.886193671801121 176:-5.964004184655577 177:6.343936436613565 178:-4.951402359658172 179:-5.09846166574335 180:-5.747312175025057 181:4.367381764328005 182:6.475122895518136 183:7.969619673021302 184:-1.065986956891626 185:3.714612404564848 186:-3.932625921219703 187:-3.729627036613988 188:-2.373332065508819 189:8.557323245014445 190:5.584055089099412 191:-8.865665171856756 192:-2.488638088439328 193:7.504486606550119 194:-6.420264878255108 195:2.683673888073403 196:-8.910962326367512 197:-11.82182277780069 198:-8.188768202896973 199:-3.226356375022915 200:-8.623926834809762
+-1 1:2.195183809759042 2:4.237017009437301 3:7.815161474559513 4:9.39341112554456 5:-9.177817883840785 6:0.134513691230999 7:-1.63760989353737 8:-2.088439743753952 9:-7.225689015701516 10:-6.786708407564581 11:7.159981462756407 12:-5.453794987806392 13:-8.388897781402637 14:-5.140709648353574 15:-8.382098713734122 16:3.100104468850399 17:-3.538529317464162 18:5.244407749102779 19:0.7911201642105148 20:-1.813459699268036 21:-1.791386286137091 22:-8.213154487842498 23:-8.460570279390144 24:-3.199439796012234 25:-1.345042261904591 26:5.401431458445458 27:8.746807387507054 28:-0.208094822003369 29:-6.823460605422438 30:8.886858491296525 31:-0.8008501130906432 32:-2.1784467152167 33:-9.568940930751836 34:1.63532164880064 35:-5.910982573421454 36:-1.464319650546332 37:5.73837600543018 38:5.339036081205622 39:4.159440572638754 40:-9.419426820646731 41:-1.070132748822803 42:1.957624930722969 43:-8.271316777543454 44:10.3369975295451 45:7.789264917382445 46:-1.760238758114279 47:7.058522378919788 48:-7.732168887716401 49:-3.215256157410379 50:1.665585702191977 51:-9.509240574148604 52:5.708784007810977 53:7.427835060713692 54:-6.290866925867751 55:6.267561727904988 56:4.550782425246692 57:-2.064218123626677 58:6.166924029944848 59:3.14211785003728 60:-4.685597283255945 61:7.134502293895506 62:0.1094941263224591 63:-3.190297575371261 64:-3.101638355242519 65:-0.8833162194401791 66:-7.401775655048542 67:-11.32696857345172 68:-8.927104943641044 69:9.074132365166125 70:8.824285772865844 71:7.706532159292731 72:8.61712271235305 73:0.4417131553121574 74:6.873741345952497 75:-1.651735849394882 76:8.458996895052943 77:-0.7960911786228346 78:-1.37919768919601 79:7.197026009275817 80:7.751469621282109 81:-0.814382396424752 82:0.8842196898492827 83:-7.785818355603574 84:-0.3810740846244265 85:0.2446549957214149 86:6.575531790000117 87:2.080391988373369 88:-6.263409131910107 89:-3.035816793519925 90:1.744773880588801 91:-4.278631546049629 92:-5.498353469837218 93:0.1811121029280961 94:-2.592315332757165 95:-2.701832197569749 96:5.027119886561259 97:7.312648095083205 98:-10.5390603303985 99:-5.370308500945096 100:-2.152889717358498 101:4.322600512788271 102:3.976707809444998 103:0.9675039969291261 104:-3.622263302878975 105:-5.606721596105166 106:-1.893379418700656 107:0.5357500607142303 108:-1.163981917106294 109:-4.545890619672173 110:-1.865931670339366 111:5.660271756296355 112:5.634877167533046 113:8.346790207527597 114:3.264264756792101 115:8.903963210010231 116:8.413525419961159 117:-7.824271697185107 118:1.702574803841641 119:5.924210508711889 120:1.594934900835594 121:2.580751724383723 122:-2.781836461691404 123:3.44417254058842 124:11.01259782640621 125:3.390905535768449 126:0.09629413632004141 127:9.613340984040047 128:8.952211472471442 129:6.178200534641991 130:1.280839039023 131:0.7859659689277325 132:-0.5104959236419401 133:-3.009014213820732 134:2.883398046982283 135:8.452093799261297 136:-6.84451846602578 137:-2.806429715621292 138:-4.071310373156162 139:-2.616554354050095 140:-0.5626021804935654 141:-2.451674611312353 142:4.536681765540663 143:-2.258123503397239 144:-4.984712071425203 145:-0.5833367210754585 146:-6.618818285575736 147:6.740191964421815 148:-1.081184798728229 149:5.813006375578796 150:6.658366042028418 151:7.15021022285964 152:-9.484683296822917 153:-5.032449112540862 154:4.185894926073956 155:7.323087075583372 156:2.474255308915501 157:-3.948596519726565 158:1.956824381931902 159:5.583538052776147 160:6.60937474496898 161:-2.659919941630362 162:-2.318870705572882 163:-6.43918193887404 164:8.374746631579821 165:5.373288674901489 166:7.175186175507867 167:5.710490574610956 168:0.3106774189588778 169:-5.797306413725474 170:2.056613595912421 171:2.246624234292976 172:0.1532740882506237 173:3.448826595025724 174:-7.062794831523165 175:1.306825153718637 176:3.657101148702977 177:6.203676818445748 178:2.243572169994504 179:-2.278425132077005 180:-1.307801111310123 181:-1.412242829363891 182:6.099703994681656 183:2.319610485585868 184:-5.681454758439381 185:-5.815964382896189 186:-8.060134085954919 187:0.398241539667934 188:3.294879458943803 189:-9.821310026161857 190:1.904672673386137 191:0.2831575976373985 192:9.415838918736151 193:9.888088283864983 194:6.400691963046371 195:2.728272243116566 196:6.294861414257906 197:8.993385412856229 198:2.774914149768277 199:1.386056091243776 200:-1.225798264885846
+-1 1:5.295470570544701 2:2.684236674292666 3:8.763715957863884 4:8.866567592040399 5:-8.895806125294257 6:-1.147588227830856 7:-3.572507598961563 8:-3.366064465872818 9:-8.023204759333815 10:-7.486637089762427 11:7.457598631824435 12:-4.085566416353346 13:-7.408570095071229 14:-5.413516005099923 15:-8.136704074925342 16:6.622763562750199 17:-4.255870349322582 18:4.376195316316347 19:1.680657133475962 20:-2.022955471795681 21:-0.7669102911128418 22:-9.820571026979707 23:-8.901478196626039 24:-3.950073092205926 25:-3.477617802961395 26:4.941202425924151 27:11.20216270180794 28:-0.6257925790335388 29:-9.944840792108064 30:9.06070516532365 31:-0.01113403648080014 32:-2.141774660580736 33:-9.104590754701062 34:2.781252874920801 35:-4.086409417586004 36:-1.067659512077691 37:5.100465134648863 38:4.062402952332188 39:1.622449985209851 40:-7.618396395443079 41:-1.504728490158803 42:3.02393259604893 43:-6.100453559592934 44:8.835637478160953 45:10.1036747452073 46:-2.483573209004038 47:7.536617188224699 48:-7.527376050904483 49:-2.430476328566624 50:1.024348999790568 51:-8.611124960894456 52:6.670691384457692 53:8.567446708017588 54:-8.979044257404626 55:8.891475672356881 56:5.717734067295531 57:-1.187190330387676 58:8.150362887421645 59:0.7947052844961808 60:-1.424752316326599 61:6.880000418218761 62:-1.82753701447369 63:-3.806734328402848 64:-0.9662331900423298 65:-1.647272374339307 66:-4.968823325469038 67:-8.812504229691772 68:-10.35775438836739 69:10.25741302246482 70:9.737785817190051 71:7.774377205535648 72:8.354561669279031 73:0.05269716746165569 74:7.288104214439468 75:0.09116614690304436 76:5.045061589061602 77:-1.992381613591401 78:-2.106202402388297 79:8.575008329598157 80:8.053723486399056 81:-1.790580786861374 82:3.099150361213114 83:-6.749021107152801 84:-3.293293164034719 85:2.540921807670645 86:7.863033650805781 87:0.9446584424060722 88:-5.230764365173295 89:-4.366088059486008 90:1.394197407489587 91:-4.865219177579003 92:-6.69628500770725 93:2.854661362480365 94:-3.86220546513385 95:-4.281671848550587 96:4.062539720588905 97:6.904687778503099 98:-11.66154305059806 99:-2.789401180704401 100:-2.843951439673248 101:2.378115087622296 102:3.354175010403678 103:-0.30527951730278 104:-1.942912105500223 105:-6.313414282045809 106:-3.763986241248276 107:2.228872733977476 108:-1.384607107740604 109:-2.112887231299549 110:-1.287057257662233 111:7.263156025264053 112:8.99111031086035 113:7.47641778045328 114:1.167324703609004 115:8.334436232114461 116:9.765425216274242 117:-8.92869292098035 118:2.01986562176076 119:8.168575927026708 120:1.117212716784039 121:2.108201025005755 122:-3.643246151351295 123:2.811543909298159 124:9.303197445339215 125:3.018991060858306 126:0.4315580617463221 127:8.267153917240297 128:8.386061534571292 129:5.323146174593871 130:-0.3345013834587153 131:-1.370104840733965 132:-1.794554157113814 133:-2.004868564465131 134:1.762129670526751 135:10.12868891893135 136:-7.179934970218125 137:-2.983336976573293 138:-4.324773759861111 139:-4.428747933223997 140:0.04351361038498935 141:-2.348394124486563 142:6.911008253825769 143:-2.66980505908102 144:-4.582996361270069 145:1.420349918506824 146:-5.025626081424537 147:8.002900457734146 148:-3.376846141862941 149:5.614835606394839 150:6.932289618472096 151:7.713989373915429 152:-9.348471167515745 153:-4.638493974354732 154:4.975974084726372 155:4.522379007540428 156:0.6143021078277804 157:-4.495586894639117 158:1.249021839223164 159:3.039033177674925 160:9.184018735616789 161:-3.992043115023235 162:-3.952974905039776 163:-5.515511301127372 164:8.081370990557959 165:5.35935860111085 166:7.255131236064797 167:6.960532739850682 168:-0.01973109618037683 169:-4.731660829388427 170:3.648683079063594 171:0.2495301041849216 172:-0.4638291720609496 173:3.644805181987018 174:-8.026680242562518 175:2.649552429959398 176:3.76986368763209 177:8.744075106825065 178:3.270234814311098 179:-2.177433725986245 180:-1.811938373739912 181:0.9647270212527583 182:4.886930444382867 183:1.424027159756093 184:-6.041375631700745 185:-6.936600023033933 186:-6.102762430068008 187:-3.471920005478235 188:4.073720259532593 189:-9.072591425155586 190:2.493121645400249 191:2.053313869021158 192:7.657812761687393 193:9.274939206095107 194:6.71275319343649 195:2.920709076480998 196:4.00152328672337 197:7.954112321371905 198:1.335919364781832 199:0.1001849123006713 200:-1.023116451632399
+1 1:9.606110451289151 2:-3.795616426008418 3:-6.202090299330128 4:-1.398665501552978 5:4.233120546948125 6:9.723606192069484 7:-10.36635854268193 8:-5.575849906412381 9:6.924230628618964 10:4.834852381383853 11:-7.654590306829281 12:6.60793057025145 13:-8.213852806361496 14:-10.76961852659373 15:-4.263844327020172 16:3.449445517627961 17:6.125975626260571 18:2.724210209969346 19:-6.470526267816101 20:-2.023835511136707 21:-1.030202886412502 22:1.035940675363143 23:-8.478848709484964 24:7.841356448794497 25:0.4674085164826132 26:4.386616388381614 27:0.07367605313042128 28:-1.869044220681864 29:5.38288234342127 30:8.439914483372975 31:6.013013253419039 32:5.159906235090188 33:8.588506361933145 34:7.213132746099417 35:6.423433781458344 36:3.966228212112253 37:6.037635275685467 38:6.516797999284597 39:-7.469833543462751 40:-4.002110682785657 41:-2.198314524025119 42:0.572438760980581 43:-0.686385614653755 44:-11.3315723397238 45:2.497816963347898 46:7.857114775395558 47:-10.049218932657 48:-5.794144252971775 49:-8.283422877547276 50:8.345860256883913 51:2.337718979991791 52:-2.498123463619735 53:9.362499107672084 54:-8.956179800664415 55:-3.64274417690085 56:-4.287509439610407 57:7.651447749373931 58:-8.550453180230638 59:-1.442510206827193 60:-6.622632110375505 61:8.001587243543204 62:-4.030665242259422 63:9.255023994558069 64:0.001431468760963006 65:0.966136038437603 66:-0.2452575134287411 67:-5.165538395871018 68:6.953672322641829 69:7.826111212242113 70:-4.085820939088442 71:0.3542162863888752 72:2.29054828724807 73:-0.7372452636251041 74:5.46819895827748 75:-2.36961780271509 76:2.264177838195165 77:1.629083322901675 78:-10.29293360294974 79:0.8236335115749792 80:5.53220618506823 81:-5.391497952560787 82:-3.857305346388803 83:-0.8868263770700904 84:5.428655247565663 85:7.062606813127499 86:7.532237263476483 87:-2.401119244712046 88:-6.897286950800829 89:0.07771494257898026 90:-7.324019310288559 91:-5.151573876204689 92:-6.808392111532694 93:9.901665078893192 94:-7.140125404246231 95:-3.733400406877145 96:-6.886866714417642 97:9.914158027290693 98:-7.189274802231872 99:-6.600303463808587 100:0.2603676277616076 101:3.558378244207554 102:-3.895506004344159 103:4.985303521412296 104:-8.793949632487825 105:-4.393974344492833 106:-4.259628298617422 107:0.952797379510305 108:-3.124205508005816 109:-8.275758831832242 110:5.132562779325053 111:10.51693555628209 112:4.948659800226961 113:9.894348341442811 114:-5.323284258487811 115:9.514534386891471 116:-9.913499417735501 117:-4.669594155050524 118:5.177200349178932 119:2.03034195688089 120:3.530578366787022 121:10.43733113067643 122:2.500536623729248 123:-6.159864326931734 124:-4.185012151921459 125:4.424422916821974 126:6.724578329370008 127:-8.068862482985649 128:-2.443599194021124 129:6.154115484126412 130:5.875781342982785 131:-3.107841440623809 132:-2.041292117657307 133:9.095148986225999 134:-0.02117736714887554 135:-2.870578336835318 136:7.310611846126283 137:-3.380265746650201 138:6.162752148426177 139:-7.284116215113648 140:1.017213501532597 141:-9.812780646050882 142:-6.843308032524549 143:5.112465636094448 144:2.50819636830111 145:0.231624857838434 146:-6.090989979081257 147:-4.067369262922826 148:-9.059841417818792 149:-2.767893612751281 150:-1.998964586268452 151:-3.190672166545044 152:5.310887054031159 153:4.813808157738143 154:-4.167527288114757 155:-8.961561023178485 156:-7.664317953989411 157:7.714518121135951 158:-2.687312955565501 159:-2.017331090367508 160:2.391367995866992 161:4.796101052053277 162:9.00872960357939 163:-7.294315916334039 164:2.892986252881893 165:7.638691991716072 166:2.080719112344618 167:-4.577043442668108 168:-6.452485593519834 169:3.662292754655441 170:-2.902992697687071 171:-11.78457094931311 172:-10.46573460968254 173:-5.708360761761017 174:6.498853670813983 175:-4.431867118997078 176:-5.101262573227069 177:7.22662229778908 178:-2.259209287040476 179:-4.527528373262845 180:-4.972141476183824 181:2.838608145816258 182:10.23708809124174 183:5.663385982736192 184:0.6674967355049841 185:3.762603347468806 186:-4.319038627310008 187:-2.704767992753134 188:-0.6792010799493111 189:7.168175310301017 190:6.127052002706542 191:-9.809437253431316 192:-2.514563172847738 193:5.135943834327148 194:-7.969419503762927 195:-1.0315120820504 196:-9.296698547988402 197:-8.254290262403929 198:-8.303521753369246 199:-3.529477029823458 200:-6.827397591095632
+1 1:8.364489933812177 2:-4.456547386049293 3:-5.496988098447378 4:-2.190497408708521 5:2.913733484637446 6:8.906803878156543 7:-9.859478151105705 8:-6.399245651040627 9:6.327739825301294 10:4.351344256360818 11:-7.852341945887757 12:2.245163451058533 13:-9.664733152026292 14:-9.430734961896846 15:-5.027341062931209 16:3.235479983615877 17:4.70015490730373 18:4.251085278882023 19:-6.561669176083047 20:-1.361952702324916 21:-3.573049217196331 22:2.639896629908014 23:-8.787262254218492 24:8.159577418043099 25:1.102147461092682 26:5.369261406765204 27:0.1813118386575811 28:-2.38445153735344 29:5.386243347472071 30:6.883143066549688 31:7.134742837193601 32:3.855355020971843 33:5.178269889558524 34:7.740716415277767 35:7.126710796519647 36:4.389250910554286 37:6.443336103621908 38:6.073920241367785 39:-9.477578123897636 40:-3.500762537051762 41:-1.349193938618039 42:-0.1981989953177143 43:-1.012695210509329 44:-8.301853297547348 45:4.055456406258423 46:5.603526714202338 47:-9.608603845334933 48:-6.226974732595147 49:-7.341228559074322 50:7.052676935341413 51:3.929446815141163 52:-4.910548943326778 53:9.164292174935531 54:-7.577780911746607 55:-2.353799120521582 56:-4.412594803773298 57:9.540671939572967 58:-6.79339018571697 59:-1.184692983008409 60:-5.616557837464271 61:7.148325044474475 62:-7.601471839588427 63:9.857839001929181 64:1.414796769984309 65:0.1676612853298063 66:-2.477936427872903 67:-6.326496796254675 68:8.343658478054385 69:10.08176748599537 70:-3.905285982850616 71:0.4546677050934205 72:2.974452180749635 73:-1.17803653788497 74:5.49248683148272 75:-3.883012338090707 76:3.050308299922143 77:0.2299737378144993 78:-8.866333491118043 79:3.506745839289984 80:4.704704200463357 81:-4.89909400478301 82:-0.477704591793489 83:2.703591306484825 84:5.453969128478028 85:8.04418899399526 86:7.093613248295441 87:-2.468305398743232 88:-7.917381852118495 89:-0.5561440112089339 90:-6.325215451951687 91:-5.542144574002977 92:-6.909549261013258 93:5.625912370629122 94:-7.621479489079432 95:-6.328980183325539 96:-8.662327770994157 97:9.326347361623098 98:-9.661841727123731 99:-7.631772386723148 100:-2.549495417732553 101:3.755775249283313 102:-5.494753834533344 103:6.603031774492351 104:-5.043764151526307 105:-6.302742698224144 106:-8.419267737476096 107:0.7242048775166176 108:-2.413814129356709 109:-7.143415926760564 110:5.466671037588707 111:9.633719656456009 112:6.872432438482457 113:8.948045791909529 114:-6.931412221833329 115:10.29041077591903 116:-8.5535024831184 117:-4.672624424536418 118:4.678562447779988 119:1.739682303483135 120:1.788629349346384 121:8.469600969487425 122:3.546443248615163 123:-7.218838996366967 124:-3.746224629397456 125:4.06370999524676 126:4.523289194755398 127:-7.977611249194486 128:-3.461250786696143 129:5.745425957205253 130:5.383047337243841 131:-2.724055628603856 132:-4.414353850481418 133:11.56559406040421 134:-0.7303697786845845 135:-4.366068129486826 136:6.502859010773363 137:-4.270463328280482 138:6.988476088585459 139:-8.262407406003321 140:-0.7491761648979851 141:-9.355244358607766 142:-8.983151326482892 143:6.503887952827822 144:3.656079808892292 145:-0.151344076830679 146:-5.913732399205594 147:-0.6489468863907828 148:-7.59559337391579 149:-1.286136628057675 150:-1.90008380532043 151:-3.824698336669139 152:5.017043497682399 153:3.64550437282104 154:-4.236434199312876 155:-9.757845755408232 156:-8.805296950586085 157:8.407511070371992 158:-1.639120798576041 159:-3.172255076892704 160:0.9019568043891304 161:6.26573537898218 162:6.250293707097414 163:-8.266050573309803 164:1.80407715803563 165:8.756588461844922 166:2.186308340232719 167:-4.309342965732816 168:-5.230766153905119 169:4.30656654081859 170:-1.934651302506457 171:-8.270137504147272 172:-9.529645444775012 173:-7.201767300514797 174:7.625726360144933 175:-2.93801645278052 176:-4.906194105246477 177:7.92386527084769 178:-4.73615818592368 179:-3.574634592069101 180:-4.965129249003003 181:1.831965633970678 182:8.163495050937446 183:6.080221030827506 184:-2.021337883024146 185:3.443119093819355 186:-6.031848575370929 187:-3.078195302912765 188:-1.87211625635171 189:9.433129956267969 190:6.845896983527861 191:-7.786788615240077 192:-1.87083037924333 193:6.185243197763437 194:-7.269277667929692 195:0.2889472146637529 196:-7.452373411786655 197:-9.451003041883633 198:-7.40826225838134 199:-5.650093851224146 200:-6.376388478368741
+1 1:7.735526272647451 2:-2.840192115132527 3:-3.503502645401889 4:-3.465594441740197 5:3.962938614586669 6:9.460341756191342 7:-10.95301591744452 8:-5.397338046974025 9:7.245589116536022 10:5.38706580601845 11:-7.944091052325414 12:2.289330181964403 13:-7.320546306888764 14:-9.090626942904146 15:-4.615218599213923 16:3.492429429422536 17:5.780794208305164 18:4.479570914064678 19:-7.588639473132663 20:-2.518434909866144 21:-3.508535926086812 22:2.386449664286181 23:-7.383364629672013 24:9.113997315501583 25:1.986410529423533 26:3.135690563259246 27:0.4262494408296784 28:-1.216425586367573 29:4.835275798660127 30:6.325345958174592 31:5.709836289732244 32:4.884053698461173 33:7.941194413140257 34:6.459422535880015 35:7.348977084987246 36:4.124060642660547 37:6.116634928103046 38:6.029413866432671 39:-7.537966142245264 40:-3.765893708546457 41:-0.06604563454391776 42:1.329334684714534 43:0.1285571241780583 44:-8.904190173297046 45:3.226571959901506 46:6.798027583988365 47:-8.283025318288544 48:-3.800262526936218 49:-7.610898405286533 50:7.65691012371437 51:4.265069578200175 52:-3.264773799339087 53:5.303979013895333 54:-7.558263983596579 55:-0.9075030005067604 56:-4.60610760564988 57:7.393333377468672 58:-10.86691880804667 59:-0.2455798543564682 60:-6.826446452929742 61:5.063021638726767 62:-6.479457252795211 63:9.771393405490281 64:1.514400124701749 65:0.9886460893603087 66:-1.620577361498293 67:-6.060980940199771 68:7.555364752053104 69:9.632188932344972 70:-3.478849892705033 71:0.2570208860063413 72:3.149501258877653 73:-2.15491771151618 74:5.044416471542638 75:-2.924078712366094 76:1.64626346842486 77:2.42124725606157 78:-10.58519244754991 79:1.00598134558252 80:5.205514709449301 81:-4.519906613108486 82:-2.07360287610457 83:2.795744015438723 84:6.945899774402916 85:8.12475500905423 86:5.217781957780699 87:-3.862691999498187 88:-7.910585837642201 89:0.4042725896121999 90:-6.546863981139955 91:-4.800665803625222 92:-6.725827486237227 93:8.725286667767685 94:-7.706259908131566 95:-5.43955705275846 96:-7.921799312226482 97:9.627475699398019 98:-8.999033414156148 99:-5.67096270742032 100:-0.8488002736903245 101:5.174405984767362 102:-4.123015758899271 103:7.775097874443142 104:-6.411544425052422 105:-5.619526111676779 106:-7.108416845853633 107:2.653168623487604 108:-3.147061486980991 109:-8.643191634443227 110:7.402573194806165 111:8.850981967076594 112:6.438457093502431 113:7.181071404935719 114:-6.44201634988445 115:8.037602191133743 116:-8.700245568118834 117:-3.04216486459439 118:4.929912505755665 119:3.937078126411409 120:3.069815285165404 121:8.111275614915483 122:4.018855754096015 123:-5.577091273264514 124:-3.535235784586794 125:4.126292262823849 126:6.656459509469615 127:-7.743094129110982 128:-0.6258355788747769 129:6.411802705729451 130:4.170614593964119 131:-1.483926233832387 132:-2.323459338212243 133:8.888377895979977 134:1.900934410250161 135:-4.232156774184911 136:8.128600658893061 137:-1.557534099898324 138:7.428905992856818 139:-9.346846735411413 140:2.238812450200081 141:-8.162559878045428 142:-6.874868409924156 143:5.199562198501764 144:2.942765344073429 145:0.5880113488883469 146:-6.093745539197273 147:-2.165828353570288 148:-8.658593047315014 149:-2.898006588261755 150:-1.849592782103163 151:-3.218705891417854 152:3.595131098174369 153:2.645253087561287 154:-5.476282320431125 155:-6.889922983851395 156:-5.984494587876195 157:7.573386913242611 158:-2.369179701730653 159:-1.907507274520356 160:0.5192082157798097 161:4.339080916623963 162:6.341395818822106 163:-9.563403799651034 164:3.875852580018844 165:9.020130717417238 166:2.356956755164451 167:-3.92686453386341 168:-7.860156375006119 169:2.11611275107133 170:-1.951880856700132 171:-9.451523012121845 172:-9.653478321323764 173:-6.543654754602263 174:7.586012379951136 175:-4.033612295146327 176:-6.451949046491301 177:5.469813608134571 178:-2.594959613085261 179:-4.359530918048324 180:-4.143723528525485 181:3.656754247878967 182:4.156248553068238 183:5.460090813648572 184:-1.016692861347591 185:2.432942495254244 186:-4.823137638876775 187:-4.765688115545657 188:-2.684163735610465 189:8.160967272642273 190:7.368149093770518 191:-10.31269201926306 192:-2.937850317672963 193:6.848131676814138 194:-9.245891199181086 195:0.9196593435672833 196:-8.834751298324397 197:-7.775809525493323 198:-7.235977672156428 199:-5.379992182184763 200:-7.565638338810307
+-1 1:2.924824258060273 2:4.172482772612562 3:3.471843924509529 4:10.17958380477998 5:-7.9845746354003 6:-2.076233379364947 7:-2.890631115854756 8:-3.883898630619967 9:-6.523570166622019 10:-7.190990710486839 11:6.510569321228777 12:-5.344962466382741 13:-8.51211272833573 14:-5.445911488219156 15:-8.013173507960863 16:4.661771600945273 17:-4.305293554650607 18:4.321932860417601 19:-0.009779386083787422 20:-1.4617907557279 21:-1.024015943880849 22:-8.983297006048394 23:-9.890606677351961 24:-3.502390693785129 25:-3.504054287418842 26:4.473420844104647 27:7.476793414460806 28:-0.4349770250045532 29:-8.771693763147093 30:8.491314988037196 31:-0.23965999453603 32:-3.150493538421975 33:-9.70039461205528 34:3.030381449358936 35:-3.792043599321183 36:-2.303066546991759 37:6.852682373717549 38:5.39858552673439 39:0.9226021406839922 40:-9.749719558179692 41:-1.802404672020657 42:4.640297684985247 43:-7.554084759607665 44:11.10512303989811 45:7.581343309480142 46:-2.198299989228362 47:6.516925293663051 48:-7.900785322396696 49:-3.187320715506487 50:3.146224415296461 51:-7.89579207071225 52:5.653151742405277 53:6.378191294393612 54:-6.470913316552334 55:7.455701964697564 56:2.985818755346211 57:-4.206740470093948 58:8.409923953749106 59:2.648068864518783 60:-3.043025984856136 61:7.106122272244041 62:-2.702407811463647 63:-3.735519712845336 64:-4.437781250316265 65:-0.1978433983108887 66:-5.647650576739715 67:-10.43541569665606 68:-7.764380373649517 69:9.392030610242182 70:7.140047535432363 71:10.13290006317519 72:10.36047635121291 73:-0.9904308326198104 74:5.796031869968828 75:-0.6927174709134394 76:4.183287469273218 77:-3.703152558469926 78:0.4231887831166432 79:9.222956298544647 80:10.21946213246079 81:0.2343364552873839 82:-0.6134623366240324 83:-9.262384042575043 84:-1.879094627097209 85:0.6132734790468997 86:7.115188264674403 87:2.896402278222387 88:-4.955586798232634 89:-4.833902723773869 90:3.164108032173495 91:-4.977478232907378 92:-6.112828912590679 93:0.4090034921048317 94:-1.943472279998797 95:-2.973286963816513 96:3.748338386824733 97:7.007190681283536 98:-9.238258116682687 99:-5.76753917928169 100:-4.321111414177605 101:4.029580054732467 102:4.971715477372253 103:1.456704629715964 104:-1.017081261671647 105:-4.76281467909201 106:-1.156079197967371 107:-0.1862598008829335 108:-1.541973371658329 109:-0.566604582160503 110:0.765824100896829 111:5.958972793091897 112:9.004076376847809 113:9.615046016539818 114:3.018078773901637 115:8.152503737850902 116:8.722756517381447 117:-9.710370198137179 118:1.882173666485635 119:8.527086363140874 120:1.687137442564395 121:2.531705254229411 122:-3.567532284638871 123:1.365056187094801 124:8.912991801663024 125:4.320414242461764 126:0.96340868425905 127:6.654942397865264 128:8.976095184658487 129:4.088073757623144 130:-1.795128807538 131:0.8840906869331457 132:-0.122203893083308 133:-2.915652653800755 134:2.917278520547729 135:9.086369078162022 136:-6.589026658712552 137:-4.888106736561404 138:-4.604458595275733 139:-3.933268183879151 140:0.6879590286900374 141:-3.069172926629765 142:4.454007836990643 143:-3.008694300303123 144:-5.242361770822867 145:0.001366556637164923 146:-6.259476789175868 147:8.811808611481265 148:-2.293968567079193 149:6.058070947532441 150:5.817297302444602 151:7.802251635959569 152:-9.189586283862152 153:-2.414503271580417 154:3.763235266549684 155:5.158445697507554 156:0.7884154508902688 157:-4.438360768598883 158:2.960030545219398 159:4.801284085777448 160:9.29774246204051 161:-2.149707502591497 162:-1.403429734083306 163:-8.108713020688016 164:8.37074051765453 165:5.387593901420533 166:5.45883775582393 167:8.164792419391206 168:1.160565029715914 169:-6.843304972167865 170:3.179732657360558 171:2.231813978386588 172:-0.2693226127868174 173:2.393485822933856 174:-7.374918031938572 175:1.334613351912165 176:3.684107804735078 177:6.897482723237841 178:3.645187303603219 179:-3.842049388372879 180:-2.650525342790908 181:0.4017058223182014 182:5.990923831321123 183:3.197779498782929 184:-6.362097806076131 185:-6.368699784957282 186:-3.688529206456282 187:-4.455423355456499 188:4.053793038471742 189:-11.5463098699381 190:1.69680594328667 191:1.519161827796402 192:7.885820530912659 193:9.100024170818031 194:7.928334036543248 195:3.661993954718283 196:3.377878547123235 197:7.211918820266927 198:0.7383327978277476 199:0.7714287585577986 200:-1.273973709922335
+1 1:8.933815026873187 2:-2.202914737750361 3:-3.73378184539786 4:-2.110633099667387 5:3.586022588274053 6:10.49246301489566 7:-8.765297372382951 8:-5.574986232251511 9:7.759705344734718 10:4.75262233075913 11:-6.743098505854497 12:2.446857153162062 13:-9.141595872612974 14:-9.409103993326511 15:-3.074651954215359 16:4.778420369164177 17:4.654211957129517 18:2.341961450803354 19:-6.701277609696184 20:-1.748316263986505 21:-2.531324826109041 22:2.912076017762418 23:-6.430174805051154 24:8.529414618451288 25:2.224516602637711 26:2.455223327776625 27:1.170073182555557 28:-2.050280115412652 29:5.192999470859748 30:5.278445972054921 31:5.513362703959098 32:4.399636931946125 33:8.741003669502009 34:5.905788969956251 35:7.55356342866074 36:4.192926796862039 37:6.592593810869482 38:4.179882041457386 39:-6.460876347677415 40:-5.946048203267853 41:1.204977029055682 42:-0.5177105862291133 43:-0.1819468876649202 44:-8.546034793069893 45:2.610211310352633 46:7.42602727556807 47:-10.59751037955819 48:-4.328122973693783 49:-8.22025016713029 50:6.811154315219087 51:3.634119178136147 52:-0.8089296411263367 53:8.16588167769072 54:-9.56036557925365 55:-1.895143642096638 56:-4.044134596549572 57:8.372424427511962 58:-8.173045640678509 59:-3.012621540067906 60:-7.108255235276055 61:6.316549660485544 62:-6.27683598428299 63:7.211717907501795 64:0.1715843884430249 65:0.7574111961878047 66:-3.479919734638754 67:-4.011105243685225 68:7.466529314811833 69:8.956083525023216 70:-2.058145172265611 71:0.3892001698474032 72:3.345046106145051 73:-1.054506018012985 74:4.353112948039344 75:-3.182569448363448 76:1.603263009901006 77:0.885917716575283 78:-10.21599701991114 79:1.215656104520983 80:7.271368252995332 81:-6.712280252361042 82:-4.247089556188897 83:3.503286030117701 84:6.724908839959616 85:8.947294794175582 86:8.819757184078478 87:-3.336093693219653 88:-8.075414712899027 89:-2.3459818434587 90:-6.360387279715072 91:-5.924466382799455 92:-6.889359488513908 93:8.651599938987026 94:-7.839146288126133 95:-7.397798067673859 96:-7.540038034196385 97:9.462643650836657 98:-9.309086774617676 99:-6.395807358776365 100:-1.622097061821485 101:3.780643106263165 102:-4.277138934390786 103:5.60586591414489 104:-6.167068468476105 105:-3.900004481160324 106:-8.468886731958328 107:1.74661748527153 108:-2.940842500602968 109:-9.570964467234157 110:4.92275989348291 111:9.340766144477115 112:7.466421995430339 113:10.23123352101858 114:-7.478410985236428 115:10.20346610648753 116:-5.827055381047181 117:-3.711416789841182 118:3.564311903749898 119:2.624200094390614 120:4.312192434499027 121:8.789172731149318 122:1.461428415556413 123:-7.633200519746908 124:-2.883733534008371 125:4.550812057708848 126:6.061220953725718 127:-7.387881421430937 128:-2.726783149565469 129:5.140967578178165 130:7.359891432394029 131:-2.42365952869052 132:-2.511639362670261 133:8.150050491885633 134:-1.148347285773902 135:-3.639410528271234 136:6.212754066336487 137:-1.257005801766228 138:5.057459010167737 139:-9.944451104779155 140:0.04542942830072505 141:-11.14373299641837 142:-8.060081576192783 143:6.302553480331286 144:3.206470198780865 145:1.06837023073136 146:-6.794449804992351 147:-1.960686038408156 148:-7.207872714238087 149:-1.075861189810648 150:0.2554719972194328 151:-3.438986488838625 152:5.808764433890443 153:4.14760014119542 154:-3.476087392249415 155:-9.656736386844305 156:-7.116742687010533 157:5.938239975924027 158:-1.938154185675875 159:-4.191553395732068 160:1.393204355444668 161:3.590726889828042 162:7.245711299855818 163:-9.208855930079217 164:5.170783787176905 165:8.753920922767806 166:4.283632068582843 167:-4.779888035197213 168:-4.189260975405598 169:4.029921488849217 170:-3.88682190936473 171:-7.314087374640962 172:-9.461532857402439 173:-5.940152741686899 174:6.404453143161145 175:-2.028598416483983 176:-4.413857428400364 177:6.381602641037622 178:-4.747232650063841 179:-3.42850527382479 180:-4.298971261628943 181:2.234396085369935 182:6.432349619845905 183:4.851808114741491 184:0.8718159054484536 185:1.74071745186096 186:-4.166873041363242 187:-5.446115191493766 188:0.1798572400173388 189:7.752959299898622 190:6.040546483551671 191:-11.51295383481372 192:-2.299379842954135 193:7.357803075498533 194:-6.992537538029174 195:0.9723862636268867 196:-7.887121717894706 197:-7.962962218028744 198:-8.125543465690376 199:-4.147556882843009 200:-6.686799518266729
+-1 1:4.200073150804818 2:5.434162889201934 3:6.395611472424743 4:10.57006557383384 5:-9.437750424272631 6:0.09391175751812375 7:-3.774613451058499 8:-3.201269086434566 9:-5.763865557683697 10:-5.886657376101734 11:8.638674137165626 12:-6.203658670815211 13:-8.590751877812444 14:-5.4860206463176 15:-7.192380878178953 16:5.954713143800372 17:-5.357221808839699 18:5.466235548161658 19:0.1854272622317855 20:-1.166204289485578 21:-0.2843600896479717 22:-9.591606271041254 23:-10.33136322022117 24:-5.028999228815426 25:-2.499173967642141 26:3.762813967056258 27:8.002081228782099 28:-1.965207078366858 29:-7.926887002928648 30:8.843181967501398 31:-0.6096137403328555 32:-1.671998551555707 33:-9.800532576015282 34:1.486182708211016 35:-3.229170373481971 36:0.381630070756048 37:5.801427119124512 38:3.56050432484271 39:2.507449787926244 40:-9.29031402644766 41:-1.436504806416763 42:2.055530520148895 43:-7.966948619354775 44:9.973456395801254 45:8.928182033646532 46:-2.975603437079641 47:8.808517695375626 48:-9.546581759988564 49:-4.706945940252557 50:2.048627699686493 51:-6.775934703911037 52:5.065832791353208 53:6.054449477542764 54:-6.27043428200694 55:8.208933447594703 56:2.825108073594149 57:-2.457478238194458 58:8.600256584653639 59:2.788282431126408 60:-5.289682330608642 61:5.746272126072377 62:-0.001713592261658126 63:-1.015175556689687 64:-2.688910682784122 65:-2.112074848959307 66:-6.086700799060448 67:-9.184813202146792 68:-7.546857847288921 69:8.870970373773021 70:8.467949141667113 71:7.876026454326368 72:9.242997949245002 73:0.7892356740253569 74:6.87141654109082 75:-0.7324276584422991 76:5.611533915612332 77:-2.063982275274713 78:-2.408779981296518 79:8.471264662565433 80:8.226977976978317 81:-0.8014609232218987 82:2.963717578155081 83:-7.49220866874674 84:-3.842857865024238 85:0.05551698124321069 86:9.468609391241648 87:3.152221970181045 88:-4.667837211096253 89:-3.671506519940557 90:0.9080003235932445 91:-5.791784486739829 92:-4.497829765388548 93:-0.4556889405012234 94:-0.2838082164677322 95:-3.629350589977126 96:5.310324639995912 97:8.5716087719721 98:-9.481264263254351 99:-4.957986810580642 100:-3.560295741509331 101:5.446815643488002 102:5.298396998497884 103:0.4258926380077953 104:-2.801667936165504 105:-8.836203387534551 106:0.8457487380053026 107:2.122331430526434 108:-1.681852209203071 109:0.4328881634845319 110:-2.12382167453572 111:4.556599531171534 112:7.93306276208394 113:8.035601672818938 114:0.3453464418682533 115:7.70824981208676 116:7.927686512079631 117:-8.278659652358421 118:1.250395324227046 119:7.784412020620903 120:2.194162488997741 121:2.421398736609434 122:-2.941573723640043 123:3.290691952697865 124:10.19548664953299 125:4.934999890636806 126:0.1395482287594023 127:7.199175563979773 128:8.275332798299011 129:4.719716244589052 130:1.351827199604481 131:0.2986263937298583 132:-2.957070658202476 133:-0.3759507482246889 134:2.527661723420904 135:7.792736339326573 136:-5.453955463587035 137:-2.857790368112831 138:-4.949087051302797 139:-2.514266608150877 140:-1.603300353298618 141:-4.362921926948088 142:5.408467781268204 143:-4.741895870403534 144:-3.185337645913035 145:0.5956393097402712 146:-6.955846581399582 147:7.296564979949988 148:-2.085272669794146 149:3.622240456358824 150:4.568424882517638 151:5.66302721034851 152:-9.926115265132578 153:-5.169021273509482 154:3.345083429994018 155:4.28672359977454 156:2.111305764480893 157:-2.182526267531187 158:1.913178951056938 159:4.669759505510392 160:8.19438113730177 161:-3.556025214103805 162:-2.112868488663592 163:-6.667406691102692 164:8.763968382114133 165:5.806118802089606 166:5.901634483391109 167:4.860306484987905 168:0.9234342564984357 169:-5.987491441983295 170:3.236756722573626 171:0.3530450224941601 172:-0.7799771864665594 173:3.840351145728196 174:-7.635653641052762 175:1.660210346767477 176:0.9526514226914058 177:5.726723179393058 178:2.992951997879158 179:-3.459217940538597 180:-0.7052190832450302 181:1.504983913059684 182:7.246837832027567 183:2.84811975307276 184:-8.091182225320894 185:-7.678768819171468 186:-7.156703368114735 187:-3.169043300769169 188:3.599557598770353 189:-9.727146185147216 190:2.315405589552584 191:0.8558013595584372 192:7.293270555113713 193:9.055664490668585 194:6.205951827681657 195:3.093968287777136 196:3.671836365163467 197:9.848214260512188 198:1.814591929955874 199:1.495610851733038 200:-1.532072641822841
+-1 1:4.440730373148878 2:2.815919301966039 3:5.41245793864177 4:9.727450551551298 5:-8.071951086570442 6:0.6451417852213516 7:-2.936697257752491 8:-3.553691386323767 9:-4.139409578703318 10:-5.605856554442953 11:7.510603263016209 12:-5.105345842829472 13:-7.70674906243866 14:-7.185029132620613 15:-8.062872171272716 16:5.079993761385371 17:-4.498605181405674 18:6.573538262409264 19:1.114795097388814 20:-1.766867839322063 21:0.4837567953840201 22:-9.676295183623264 23:-10.17511159251689 24:-2.715171490902278 25:-1.869325333291018 26:5.678693192123085 27:8.064480517836783 28:-0.2761314133294407 29:-7.071297404684545 30:7.66608483682533 31:-1.446081581342666 32:-1.623380415220769 33:-8.650400826397266 34:1.572807462521959 35:-2.93221019708195 36:-1.298583672945148 37:5.119885520170398 38:5.051117884628262 39:2.09117079348697 40:-10.5751100290717 41:-3.141970047853215 42:3.99299217630999 43:-6.901592477757885 44:7.656202211956596 45:8.697821888115003 46:-2.327340178584768 47:6.705670304576356 48:-7.585882365675424 49:-1.756764951271327 50:3.088834226012177 51:-7.439227402605611 52:5.258414177990616 53:6.414132741211191 54:-5.903428620248579 55:8.489993990279023 56:5.830261482837042 57:-2.548580133436416 58:8.655867318019197 59:1.452529322601358 60:-3.368813164099612 61:6.768745166061108 62:-1.831270986705218 63:-3.148213882159932 64:-4.542546601532926 65:-1.031355472126272 66:-4.238124135271175 67:-9.238356918152737 68:-8.672405152588608 69:9.39534122451454 70:7.167445993257984 71:8.418954830815759 72:9.62877579032571 73:1.15699821751954 74:6.892865685068862 75:0.09692641982860112 76:2.486465005374061 77:-2.286582389714215 78:-1.811728230394929 79:8.738436993019581 80:10.05544437646527 81:-0.3725508392105874 82:2.921629791947698 83:-9.543434099961944 84:-1.323332176153862 85:-0.2847974174557073 86:8.408121568587255 87:1.123370251140974 88:-5.250708631549358 89:-4.739153725975079 90:0.6331976772809309 91:-6.091906971866183 92:-3.68823268456231 93:1.558559947525771 94:-2.28737444680676 95:-4.907413633762522 96:6.423573404072992 97:8.125902919806498 98:-9.663627337612025 99:-3.885994727312037 100:-2.882256626021122 101:3.458176978384621 102:4.142327876062781 103:-0.4108513130077955 104:-1.09798970709325 105:-5.458697608378941 106:-2.556615296801189 107:2.404788306328155 108:-2.842775627738085 109:-2.527305931651022 110:-1.728744030299961 111:7.177575411834956 112:7.349313592037953 113:11.35834710802232 114:3.4391391035599 115:7.225680060341997 116:9.10040605389756 117:-8.367339427588188 118:2.961639861469438 119:9.45888852546307 120:-0.8472579989837239 121:1.479022056078807 122:-2.152627642100313 123:2.81044434812374 124:8.905970791201932 125:4.01842946424909 126:-0.2904899363840865 127:7.176053469025682 128:9.545807145117593 129:4.849181169991338 130:0.3278808037039709 131:-0.9361887128305311 132:-0.6556817839432487 133:-4.904902818076689 134:2.756950906298297 135:10.43599724531412 136:-7.670681118633611 137:-3.78569806581349 138:-3.437424961273596 139:-5.261144479023967 140:-1.160915061052456 141:-3.043067308818363 142:5.592443895561177 143:-3.008121274014765 144:-3.705843743364261 145:-0.1671637052949723 146:-6.109203755732321 147:9.202640380493685 148:-1.004601316357871 149:3.268069440223249 150:7.114368132278518 151:6.901688058797718 152:-9.558104167901979 153:-3.215365468720323 154:5.646941689335312 155:6.185122777181392 156:3.395521436552019 157:-4.656205971639873 158:2.367496823673557 159:3.399981209231108 160:7.531373940056273 161:-3.654219438090421 162:-2.479397792662668 163:-6.3103467484488 164:8.294032128949734 165:5.51432209748172 166:6.589117998676374 167:7.732434545520526 168:0.2195984390442336 169:-6.530607119150816 170:2.925023441549508 171:2.339510409885996 172:-0.6267884673177653 173:4.162673139262069 174:-6.686284770606191 175:2.184432743324584 176:3.630676165442107 177:4.03019305397137 178:4.032832160734399 179:-5.349728614399605 180:-0.9746620068913527 181:-1.144155868178745 182:6.323698917477876 183:2.611334722911237 184:-5.739159000406524 185:-5.927456110037403 186:-7.260395098631938 187:-3.810629964018545 188:5.100335362891707 189:-11.33654138353308 190:0.3518448705727959 191:0.03109894127751578 192:7.604952077071208 193:11.07757098855563 194:7.456948674813159 195:2.015179664949588 196:4.054540799636182 197:8.049964343460006 198:2.143558008092017 199:3.174302518588874 200:-1.578528334533313
+-1 1:4.697799853332754 2:5.221833028966358 3:9.178741819241656 4:9.071459140067375 5:-9.136702944362685 6:-0.9878838262122637 7:-3.302074374840766 8:-3.69651651322822 9:-6.715364564833138 10:-4.670139637480479 11:5.444494607040847 12:-5.332810331546238 13:-9.130558456510023 14:-5.065484252707826 15:-7.04926320534689 16:5.555582040390052 17:-7.21777031127968 18:3.194388335590753 19:-1.903852273964541 20:-0.9669866588092479 21:-1.629253034119773 22:-8.599994664255055 23:-9.771492018343388 24:-2.195006908946602 25:-0.5695406594647057 26:5.518100956360122 27:9.994341736999125 28:0.4526213915119011 29:-8.529557642058071 30:8.218763926174004 31:-1.174668021136994 32:-1.370921167663642 33:-10.39252030750726 34:2.587552422107125 35:-4.351703859122343 36:-2.839493082298859 37:5.405338281479802 38:1.797758979729764 39:4.552787145308492 40:-8.953144258336293 41:-4.401317241175335 42:3.445640697499406 43:-7.043200424543071 44:10.10616111661076 45:10.79109010403679 46:-1.710584630785466 47:7.166707025272491 48:-8.20615903759704 49:-3.109295368604591 50:2.829508068041247 51:-7.507297595710555 52:5.913962842883913 53:6.929900788499168 54:-6.719350243838535 55:7.839561743220726 56:4.657792032422986 57:-2.782734153253757 58:6.784660649418939 59:2.877733044425905 60:-4.556184853657472 61:5.353137333293716 62:-0.3733692470808686 63:-4.141373861438791 64:-0.6413765084081886 65:-2.430228985704911 66:-3.944769295280789 67:-10.52493431280338 68:-7.311451488531881 69:8.432109439650825 70:8.346006160206475 71:10.77398555602013 72:9.123942795665384 73:-1.601997335373076 74:5.799374254831527 75:-1.37765452168249 76:5.340114619040448 77:-3.002395433312815 78:-1.7474187768437 79:8.899086399992443 80:9.202439245570707 81:-2.645974831128614 82:0.7761610625838704 83:-8.600519319982782 84:-3.778932691958842 85:0.2907948170860573 86:6.212235432403776 87:2.336989717206367 88:-4.28602026962598 89:-5.863468006068544 90:1.716605639891965 91:-5.866656023905561 92:-4.850675057660686 93:1.183415994662432 94:-3.832086698384399 95:-5.070527215153724 96:4.745946588416916 97:8.684820418885201 98:-8.176660668456599 99:-4.332296805085457 100:-3.39384990023037 101:4.139367244979832 102:4.387056213509918 103:1.933612472545581 104:-3.502143557227524 105:-4.875373288455832 106:-2.427963174299967 107:2.437205905741191 108:0.001828122528663378 109:-2.637893844219939 110:-1.692156026228399 111:4.930742563097333 112:8.125648366181357 113:9.866986425030975 114:1.25521223849529 115:9.432902565482625 116:9.961216528332876 117:-10.98081368522633 118:1.940062116054696 119:7.522206333230632 120:0.1590228662727561 121:3.943088147472155 122:-4.354799510469218 123:3.370251928695346 124:9.234223123269524 125:1.810059596572258 126:0.7728220705443453 127:9.515125037514185 128:8.536130167179909 129:6.05932421350056 130:0.003540129366053191 131:0.2713542031102958 132:-0.7657846753192599 133:-1.265158184389742 134:2.463436228030192 135:8.999207874955133 136:-8.296980174068322 137:-2.555651062140258 138:-3.067759564849245 139:-3.050171117025058 140:0.02335666770416933 141:-2.486245911092082 142:5.541660160803028 143:-3.241060127169866 144:-5.532184749339256 145:0.5389367763510517 146:-5.928600063823691 147:8.383827936000795 148:-1.982893156352274 149:3.559765582487113 150:6.110143709021043 151:6.060579688913579 152:-9.260522771356593 153:-3.792341973797706 154:2.789552052245257 155:6.779569132853345 156:0.3148507669885077 157:-5.683253769960245 158:1.841287057970803 159:3.478809847660852 160:8.930005001852448 161:-2.910946308940472 162:-3.379731625019825 163:-6.616024305585124 164:7.642802994817649 165:5.296987486255903 166:6.467447980353862 167:6.945232602651398 168:1.919748112553195 169:-8.208262452767769 170:3.7716043441761 171:3.18048655043127 172:-0.1308691638355702 173:4.641128452981539 174:-8.645962532422844 175:2.30800923837429 176:5.349848997301333 177:7.646909973007543 178:2.638711957947447 179:-3.805900689598469 180:-1.738301047768564 181:-0.1170917528013293 182:4.639944808782299 183:3.997491735715331 184:-6.293488826393618 185:-7.15435524183194 186:-5.836212495210606 187:-3.447648271280238 188:5.507583010192251 189:-8.898368818155893 190:1.422561316039765 191:-1.801419689705882 192:7.843795874305877 193:10.50708225810752 194:8.814468501962507 195:2.079028759629466 196:4.067077181498044 197:10.00309967173563 198:2.186282904144392 199:0.2071010385193215 200:-2.152098407072511
+-1 1:4.016125357755777 2:3.743662528506658 3:5.65804947563019 4:6.746254600923312 5:-9.142266786967399 6:0.3905370459188648 7:-3.845056782213855 8:-1.382281793194671 9:-5.114554609194419 10:-6.030572878947996 11:7.98244023726352 12:-5.632791009196721 13:-6.253181425566456 14:-5.739865036666112 15:-6.877565589327439 16:3.190182721472424 17:-3.703767716133283 18:4.75780520107288 19:-0.03524652460169125 20:-2.102383707396416 21:-1.901509836164223 22:-8.65919702429119 23:-10.05917922596751 24:-4.027000493162477 25:-2.411326165862305 26:4.472336481494179 27:7.822124079213298 28:0.4036244252593892 29:-10.31527848555322 30:7.958189192213682 31:-0.3550469215460004 32:-0.7909498448247502 33:-9.13689978155295 34:1.579523889414921 35:-3.624343881362389 36:-0.5660131369128845 37:6.709106610484552 38:2.342149778673924 39:2.875102696334312 40:-8.858281864653646 41:-3.351104034638894 42:2.782577188991479 43:-8.263882718533738 44:9.088764986828226 45:8.914035894142341 46:-2.472079339249142 47:5.604212668358994 48:-6.196218323355524 49:-3.115917435749321 50:3.798635514771888 51:-6.453181077381402 52:6.642787576376183 53:5.8854908170016 54:-7.250769762317275 55:9.156176635429992 56:4.068276725038229 57:-3.29698906949681 58:8.096531202140833 59:3.773325073429048 60:-4.007599141279148 61:6.595249480620883 62:-0.205065173327782 63:-4.146860869701692 64:-1.856619646016033 65:-3.009455894398902 66:-3.118588329919022 67:-11.25473086804909 68:-8.768398886459851 69:8.534979255101613 70:7.979060439044775 71:7.211947458552518 72:9.008199869720393 73:0.355521727913342 74:7.085757453446483 75:-0.6155815758127665 76:6.023013583165238 77:-3.246072719803064 78:-1.862134523281311 79:7.907334720022841 80:10.06458640032333 81:0.5112907608429378 82:1.605749635473522 83:-8.369858791223924 84:-2.472714301485858 85:-0.2279145593288848 86:6.097304530544723 87:2.724982758975448 88:-4.994133185863204 89:-4.22313576414487 90:0.00888816828950667 91:-5.907202729971392 92:-4.676232818392378 93:0.6761023982460769 94:-2.161353144818158 95:-4.092054966475384 96:3.478102088819704 97:7.176413942470104 98:-9.014887283237998 99:-4.891959246514907 100:-4.501168065120854 101:2.929026774539627 102:3.628793416306543 103:1.705161502218639 104:-2.973374093028854 105:-5.850993482428307 106:-3.370161730014614 107:-0.2389929631788899 108:0.2215230163901584 109:-2.697291496112165 110:-1.561405921498032 111:6.613577894017507 112:7.302903817861209 113:7.413142486981059 114:3.114683654282465 115:7.387408150806525 116:8.809132694737892 117:-8.587650344125286 118:2.943348238118001 119:9.615019417494242 120:0.154847022606148 121:1.407672569649208 122:-1.679268964718245 123:0.6450064756465144 124:11.38868597053861 125:3.744643948323081 126:0.06488486694136866 127:9.261398927012017 128:10.19004701535119 129:4.563401053642893 130:0.1696764513801508 131:-0.05242221399621683 132:-1.303572506035219 133:-2.713824250749787 134:2.330404810519294 135:7.692554311572541 136:-7.463547329530927 137:-4.103162068070789 138:-2.886868380141665 139:-2.461055124560676 140:-1.010134120529871 141:-2.587620241318398 142:4.571300104218468 143:-2.844427801572737 144:-5.255577958186988 145:0.5870331137903417 146:-5.439001703078033 147:6.878358887702376 148:-3.61582288588073 149:4.816759067098944 150:5.55969012565712 151:8.673428255282063 152:-9.991322767866643 153:-4.457523746116078 154:4.0297952992509 155:5.713640667826718 156:2.737330546886914 157:-4.556334157815485 158:0.4022325384715477 159:3.397941857424666 160:9.048974794665659 161:-4.596656073505824 162:-2.230297978657299 163:-5.982861522267011 164:9.006843688446939 165:6.719891524773669 166:7.957914833495252 167:7.548582014714904 168:-0.3530306470317548 169:-4.48763765699732 170:2.971681223039426 171:2.205410186525691 172:0.507259642418461 173:4.053491434017488 174:-8.838173949330191 175:1.156088595177586 176:2.750850784742553 177:5.378381190302244 178:2.033269147098097 179:-1.916141429094369 180:-1.209356943636371 181:-0.9249112345014721 182:6.100689180363071 183:1.749767856296303 184:-7.057130688698376 185:-7.046403371637005 186:-5.365777759982522 187:-3.003628759039516 188:3.95458419452298 189:-9.446962642972846 190:1.341610642997088 191:0.5522581381616026 192:7.866166469524425 193:9.108525421288514 194:7.640374345980506 195:5.62307936003649 196:5.458428207988927 197:9.75008363242778 198:0.3930233510964984 199:2.930548615254605 200:-3.23005249691307
+-1 1:4.586924753369206 2:3.261099490078998 3:6.547783820445447 4:9.559461812787621 5:-7.946023050180856 6:0.5281133300886678 7:-3.653575954114927 8:-2.419119389629404 9:-5.616429411966571 10:-3.713675641697193 11:6.926936124493817 12:-6.676690623671763 13:-8.115520776480475 14:-3.21713867008909 15:-7.235053462293348 16:3.033896417830121 17:-4.993519784160269 18:3.45728440906575 19:-0.2042008326922751 20:-3.11273894586447 21:-1.955674886980444 22:-8.37126461107079 23:-10.69412693848038 24:-3.422340089780605 25:-0.8680612528709286 26:5.169099393113465 27:7.507381449086887 28:-1.091216933157077 29:-8.02221334496296 30:8.893394434717973 31:-3.432431169643271 32:-1.229259354178294 33:-8.13391248585974 34:2.107242177147322 35:-4.500727671000432 36:-1.576031175977947 37:5.384705218200596 38:3.667625766699537 39:2.301869938781357 40:-8.727658792659129 41:-4.315437097062494 42:2.357754171130045 43:-7.850896868291177 44:10.04780666467219 45:7.311850494064917 46:-2.543992254415276 47:6.652806230176308 48:-8.532024055866662 49:-3.541860223895168 50:1.658256453717477 51:-8.232896096766888 52:4.426645474060173 53:7.409137509056612 54:-6.46975053210847 55:7.877006599495947 56:5.236269369738512 57:-1.48928073506204 58:8.305572429204965 59:2.620623259437111 60:-4.19333967728645 61:6.126161039253901 62:-0.3925424945042595 63:-5.198646139881062 64:-4.411881018450205 65:-2.222103800414279 66:-5.161338346584494 67:-9.537205367355199 68:-7.269182220236621 69:8.224987652936804 70:7.320742901224328 71:7.629241635233254 72:7.11700148811971 73:0.6893126122563418 74:7.271254559101507 75:2.403425806922777 76:4.630989186476246 77:-1.909164803114343 78:-3.098187811192575 79:8.232743945344218 80:9.37177247755525 81:-2.107030401731971 82:0.4839518005720769 83:-8.542821022703295 84:-1.514366180061481 85:0.4662087349135236 86:7.807614176063105 87:2.154199344108557 88:-4.556010861116786 89:-3.998568951179822 90:2.261753263894229 91:-4.533672256546515 92:-5.82555695841162 93:0.9826886431684398 94:-0.5168167012508453 95:-4.145927624818663 96:5.6586877277075 97:6.432558173048056 98:-9.823883554359323 99:-3.754242751959891 100:-3.835040993374631 101:2.972488156216631 102:2.702701178419862 103:2.250800836602176 104:-3.445954557152942 105:-6.194941593360215 106:-4.316770124383701 107:1.837031374159404 108:-0.3740393152718001 109:-2.109422998839272 110:-0.6769128726465484 111:4.647592595839566 112:7.656787402876914 113:8.848735573283857 114:3.395773896223409 115:7.118180626877734 116:8.729551753438132 117:-8.346611863996619 118:3.801277626422536 119:7.552646527914466 120:1.674428003050254 121:1.365313546507103 122:-4.142176762326994 123:3.573213901927652 124:10.58078870903493 125:3.899099283684245 126:0.3752909405726293 127:8.265303291510094 128:8.942191777170335 129:5.747813388699859 130:0.562326834504324 131:-0.3135677466236495 132:-1.653963845088764 133:-0.9879337544980452 134:1.418193737644896 135:7.68578106485467 136:-6.475155487274852 137:-4.664007109908524 138:-4.250249326260001 139:-3.794532068831138 140:-2.156416592694977 141:-2.719245765879503 142:6.533567231987199 143:-1.97308828250587 144:-5.637986142093619 145:1.658328150559607 146:-5.855262840098524 147:10.58795375367923 148:-3.924980232007021 149:5.686853862376639 150:5.720232574341708 151:6.368703935053174 152:-9.014863026914787 153:-3.635732593668362 154:4.512698858520254 155:7.136978617424735 156:2.310597762636827 157:-5.104029903774659 158:2.715663655401172 159:4.883789406363966 160:6.338637943297276 161:-4.412302640723466 162:-2.48603326835324 163:-4.960057478756237 164:8.15619647480486 165:5.710949633570502 166:5.836759071544972 167:6.423290604649748 168:-0.4694275154133845 169:-4.819939248659791 170:4.882850199021336 171:2.560250676692251 172:-0.0287854080372838 173:3.218633979918888 174:-7.620573114713743 175:2.816853639603654 176:2.613813760518303 177:6.159900066661033 178:3.246814356944345 179:-3.419824221453942 180:-1.85610467539431 181:-0.9059649693676753 182:5.811929115850321 183:3.469028214371726 184:-4.980553938012841 185:-4.715490852220888 186:-7.154484548602297 187:-3.645416113965025 188:3.716869809808939 189:-9.84762197850735 190:2.363172497111887 191:0.04333555996674882 192:7.143579065897575 193:11.79992835655087 194:6.879492091257596 195:2.471968437497855 196:4.009695477756976 197:7.987047763666428 198:2.949135423167096 199:1.713562676487263 200:-3.66495186629543
+-1 1:3.380333108940007 2:3.769842889838603 3:7.733831045910882 4:9.546191689178606 5:-7.329104087117567 6:-2.605597965835027 7:-2.863364835608061 8:-0.8536516727869661 9:-6.770408842796328 10:-6.557306103188365 11:7.951717516387301 12:-5.979772300313565 13:-7.128762652921494 14:-2.724360877927975 15:-6.123139593277021 16:4.436754788398168 17:-3.527885671682307 18:3.241912972157255 19:0.94671108139458 20:-2.763405132456487 21:-0.9703653479769737 22:-8.625244970926467 23:-10.00644053370157 24:-3.054549311005141 25:-0.7213303283960386 26:2.679930453607594 27:8.495669809324594 28:-1.048445940171769 29:-9.042344355998932 30:9.022583434674061 31:-2.533115070706905 32:0.1870336653776892 33:-10.8546026080455 34:3.963007129608811 35:-4.203484538614577 36:-2.263349260820612 37:8.534191067302602 38:4.085699808924761 39:3.230985988505074 40:-7.863480645775637 41:-2.394010818033487 42:5.192794362300127 43:-6.934720677355765 44:11.23119852778461 45:9.373179268989421 46:-3.58291255373193 47:6.629801197501424 48:-7.62049890790611 49:-3.895886360383745 50:1.956641780233995 51:-7.298722014273014 52:5.879153047014658 53:8.236875306175207 54:-7.34868050665387 55:7.499513238316922 56:6.193643888813944 57:-1.880063983670543 58:8.423425902374944 59:1.371166995785816 60:-1.077473665240962 61:4.935084271991347 62:0.04838705196608339 63:-3.350629420690628 64:-3.594100869576633 65:-3.302492178881967 66:-3.62015677312413 67:-10.1286094771307 68:-10.405375156167 69:7.544629027058812 70:8.638321831990762 71:8.782067056728019 72:9.884491399428923 73:-0.7563552301571497 74:6.842662656859334 75:-0.964003922130676 76:7.179696360752145 77:-1.839857653726782 78:-2.877111079970759 79:8.823078938271237 80:9.820580805829749 81:-1.248226548654636 82:0.333520796467732 83:-7.770905995744767 84:-0.1631451691895263 85:1.675189366762484 86:6.974416512186389 87:1.482965592763239 88:-5.262936930026187 89:-3.9674677038405 90:0.6449455618366774 91:-4.763340518540654 92:-7.041835928611481 93:-0.4549236518386441 94:-1.799988947278 95:-4.390770442404419 96:5.069132013220315 97:6.923726038953942 98:-11.23386363101016 99:-2.961660726338889 100:-1.560444615263845 101:5.061419047144263 102:3.036415825003243 103:1.379737722993654 104:-2.230540534113496 105:-5.539028405807683 106:-2.40469167350405 107:-0.3041090293607105 108:-1.16284490432242 109:-1.564510998778931 110:-1.061308763016811 111:4.003725306555812 112:7.838404916621561 113:7.368363664949307 114:2.187681044465628 115:7.464216987956314 116:9.144488452513524 117:-10.23350712158184 118:2.512225416239703 119:8.643810881802885 120:-0.4638852838779443 121:1.78233250572989 122:-4.223787149234703 123:3.604193576856482 124:9.937863889750965 125:4.878112173263824 126:0.3278145552041463 127:7.553989745195837 128:8.739225681208577 129:4.625658918095651 130:0.7792556830966679 131:1.902935427482731 132:-1.862288967457115 133:-0.7895457594768871 134:4.790338213097717 135:8.643942603581005 136:-8.028108922007318 137:-3.168046213576593 138:-2.781197533791123 139:-3.101470672890197 140:-1.777523381566834 141:-2.748508263062618 142:4.489872261498789 143:-2.613347309347138 144:-6.301402456145803 145:-0.6042936522770552 146:-6.734043575663625 147:8.703608570442929 148:-3.116955971072676 149:4.588943999563047 150:4.927578995793551 151:6.974389909167343 152:-9.755378156178727 153:-2.055967195803253 154:3.827130551786063 155:6.932419446590764 156:1.828998087561154 157:-4.876815913989057 158:0.235429200131414 159:3.907069483155098 160:7.832954783123783 161:-4.354468161366715 162:-1.115677300111624 163:-4.440467767653568 164:10.41913582077083 165:4.0216637681755 166:7.412711565484206 167:7.356420934504624 168:1.867418008932693 169:-7.523578925713482 170:2.637654981880715 171:1.055006516596353 172:0.03683052308977453 173:4.32811280103744 174:-8.743139380173744 175:2.865777506610533 176:4.182935454090821 177:6.583483639546545 178:1.674459642313946 179:-3.945847903176701 180:-1.574046178573697 181:1.223090290992225 182:5.519961313628928 183:3.533042583648732 184:-5.462367111487644 185:-6.846090334086464 186:-5.251206092469696 187:-1.049684906751975 188:5.307615286387616 189:-8.671704075304557 190:2.475151944637929 191:0.9146368313393247 192:8.785459042001813 193:10.31314352546037 194:7.476298518671818 195:1.270538029992314 196:6.564186976659806 197:6.765696046340302 198:1.784638330087593 199:2.794232981450845 200:-2.200415213623782
+-1 1:3.719776821663606 2:4.222367734292152 3:7.515801084165938 4:9.497657553358481 5:-9.00148632552099 6:1.005317902788681 7:-2.92061780108466 8:-0.1047569747099382 9:-6.143900110139633 10:-6.037682910505817 11:6.874201255724878 12:-5.518457616756175 13:-9.164447217598795 14:-5.388331558290857 15:-8.246180863447893 16:3.970567990480467 17:-6.791036336245302 18:5.026545602821849 19:0.07582409917349064 20:-1.928126593656398 21:-2.785628296142834 22:-8.352173129365562 23:-9.525494430937515 24:-1.389981257394807 25:-1.271739852054351 26:5.28423143429344 27:8.346086196377412 28:-0.1379430833052221 29:-9.018650240090004 30:6.500573560777331 31:-1.357628152453685 32:-0.6077057824875888 33:-10.97244440111376 34:4.093215513825938 35:-5.355187617051008 36:-2.133319740771962 37:4.428227346763817 38:3.09238853614151 39:1.600174573907204 40:-9.361989418539554 41:-1.481753357570098 42:0.9492289395795068 43:-5.551434320465519 44:11.0750577189092 45:9.752146645159025 46:0.193772856203116 47:6.970339582820548 48:-6.498336160010502 49:-3.705143791872755 50:1.964249143599706 51:-9.362994494609653 52:3.586163023928493 53:5.805664222949105 54:-7.361428680728102 55:7.994026729482085 56:3.141190819504128 57:-2.763696931332498 58:8.272684976188058 59:3.296871314226162 60:-2.807185974044756 61:6.64142760243334 62:-2.01353486588487 63:-2.199033629114471 64:-0.8437690595535041 65:-3.827919429382598 66:-5.682247270443146 67:-10.47121480326075 68:-8.988650486556342 69:8.213871437025825 70:9.903815934627799 71:9.928148909445849 72:11.64049208328887 73:1.236514003867739 74:8.654232017181569 75:1.196707483632448 76:6.152919618110986 77:-1.428022421706365 78:-1.355230322253949 79:8.113983960024175 80:8.528165751340925 81:-0.898166648281541 82:0.884493757539474 83:-6.649824377291258 84:-2.008959444946662 85:-0.2286836940614039 86:6.454108213520083 87:1.084870605974356 88:-4.926911796972768 89:-3.198401880752977 90:0.02102033009626691 91:-5.603662109955949 92:-5.679482813063646 93:0.3437653060379121 94:-4.002949843618785 95:-5.130321678351262 96:3.960458404272437 97:7.006206368592206 98:-9.579746880342956 99:-3.972412488451467 100:-2.532520095831853 101:2.515894905996206 102:3.549621900898423 103:2.464820289510538 104:-1.719957859367034 105:-4.884473365284326 106:-1.476211606506417 107:-0.7035497849188106 108:0.06829821084483823 109:-3.085987956932142 110:-2.61052609765892 111:5.760344254613239 112:6.040638595592775 113:8.8295100623737 114:2.160648761895628 115:8.975948346449444 116:9.863802343883556 117:-9.636354202289441 118:1.033698008777738 119:8.255774344657047 120:1.602404903892498 121:2.501085851630119 122:-3.118822029488813 123:0.9460915587887058 124:8.711817752894817 125:4.362310185992345 126:-2.797303717460335 127:10.02101339836961 128:9.402824509275337 129:6.869078173679558 130:1.160107120501184 131:-0.6299062381258322 132:-0.6009515120107426 133:-1.790729534247714 134:4.119740679107858 135:8.247479510791418 136:-7.383971985944622 137:-3.868722567495204 138:-3.410025179223191 139:-3.252234679825652 140:-2.245313648790113 141:-1.29528179335379 142:5.523590562057783 143:-2.878250251016144 144:-4.412481189342064 145:0.03785828215526688 146:-6.051928412613075 147:8.697135777154729 148:-2.090858547767504 149:5.765568298115314 150:6.682174627848846 151:7.324906361891771 152:-10.87827398335425 153:-3.264735820767556 154:3.662564134821733 155:4.752245386464249 156:0.1919084301939753 157:-4.623861800235312 158:3.350722058162629 159:3.978467942476444 160:7.359306558013436 161:-4.291851306863697 162:-4.189914442540115 163:-5.471840125440266 164:9.032602600001717 165:5.078884061470346 166:6.513440380237326 167:7.239208823850048 168:1.25787662023421 169:-5.81559582947382 170:2.994585377167823 171:3.477281175585656 172:-1.696222261574528 173:2.323630574223326 174:-9.181926583193656 175:1.61429519777219 176:1.973915805764957 177:6.041100844125419 178:0.6722475891162285 179:-2.351501343323895 180:-2.209954334438883 181:0.2467731047131249 182:4.692604953788199 183:2.53132474579889 184:-6.177529739165354 185:-5.806076866588754 186:-4.979920428381553 187:-3.652075272482644 188:3.173088255764958 189:-9.841195057904239 190:3.670894743164694 191:-0.1610678824246922 192:7.494613255979355 193:10.76305951013482 194:7.246618006722484 195:3.612315728704205 196:2.416936823552243 197:8.890095640454678 198:2.463630997695303 199:2.038302034576794 200:-1.70444032952469
+1 1:7.081303933204688 2:-4.668817243237397 3:-4.594363247606675 4:-1.993739788024576 5:6.234806448741457 6:10.13247720171344 7:-8.267087988205242 8:-4.141964601611449 9:6.223436210174055 10:4.229271881988678 11:-8.25478731903093 12:3.593954251192928 13:-8.533948227292056 14:-9.609480676278805 15:-6.436053182970765 16:3.02659609151018 17:4.247881526889657 18:0.5438722647590666 19:-6.472092500687676 20:-1.435113161662102 21:-1.735520420681748 22:2.323985974194698 23:-6.91682851937598 24:8.139143022115988 25:-0.08284942413759938 26:4.531918547283852 27:1.62983679944972 28:-1.553160780907437 29:3.872343765846684 30:5.640406110754823 31:6.570916007655116 32:5.573753800719536 33:6.147874651493703 34:7.662782723452115 35:5.907647751772219 36:4.686923664520797 37:6.479393617412803 38:6.56509070811257 39:-8.084623267882403 40:-3.76323470901667 41:-1.643082150815473 42:1.310513807104294 43:-1.443250948120768 44:-9.243142904981513 45:2.787292856422662 46:4.737308916114251 47:-9.165092139357682 48:-4.171001738653665 49:-7.221463804117913 50:5.519318443577831 51:3.011686470993619 52:-3.793554121632723 53:9.368710705739607 54:-9.88759496395112 55:-1.638688434689395 56:-2.326059944346419 57:9.894434840908042 58:-8.275776054352235 59:0.5249858149390183 60:-5.358800359665865 61:8.217509530974382 62:-4.437585512695223 63:9.744555885964921 64:-0.3553151048448944 65:-1.234244536563856 66:-3.712990513255804 67:-4.718980092588916 68:6.881122707687641 69:10.52896379408839 70:-3.542768758656192 71:0.6340380508321376 72:0.8091503548869474 73:-2.471448994107715 74:4.49681157685279 75:-3.838727770301692 76:0.7567821276771873 77:1.739653590523027 78:-8.475846401123285 79:1.376981687208676 80:6.652628224756461 81:-4.569964202200695 82:-3.310641198574216 83:3.243380655826682 84:5.441413266153575 85:7.238503844729831 86:8.595049588017458 87:-4.095732087623867 88:-8.856640144831751 89:-0.04597151116830078 90:-6.77027330102033 91:-3.929394095912286 92:-8.357374506141095 93:7.80589619115953 94:-5.924771445842964 95:-5.298492543087566 96:-7.783827123738282 97:10.06792013668329 98:-7.326024022442625 99:-7.496637792670861 100:-0.8204276454062198 101:5.998485435893651 102:-4.420650741476965 103:7.334138738133247 104:-6.681176117716657 105:-5.262848791675934 106:-9.867069538652046 107:1.396814605528775 108:-2.166616036175433 109:-10.25498469721756 110:6.026574565067749 111:10.67726955755747 112:6.012548498615182 113:8.406729210923485 114:-6.344157048021759 115:9.875708905202668 116:-6.395084042900249 117:-3.996278606396733 118:1.770211360036457 119:3.444162237236993 120:3.899027178171096 121:7.824817029355599 122:3.431179323297879 123:-7.619769422628728 124:-2.052005939940705 125:5.660036805777742 126:3.988270402607104 127:-7.155960079874559 128:-1.981208779983966 129:5.515407185011408 130:6.095244537110045 131:-4.22504364719798 132:-2.910973408620162 133:8.787863331480152 134:0.2861853105594183 135:-4.044384121603949 136:7.988358037570717 137:-3.237612529606898 138:5.147950483259378 139:-9.934449135777978 140:0.1393647795409176 141:-9.333332456288458 142:-5.928698797279797 143:5.089096656646523 144:3.704973671890277 145:0.5351526106699624 146:-5.318702617117277 147:-1.895844878020641 148:-7.437040635000462 149:-2.048693384702055 150:-1.638671194328203 151:-4.31364357435759 152:5.496469341121944 153:5.054819128492656 154:-5.818440294710726 155:-8.197802370503927 156:-6.527306978236679 157:7.175127052455355 158:-1.900841272329817 159:-3.528732025040798 160:2.677094607725178 161:5.634096475345716 162:5.997974518310732 163:-7.30052814689946 164:3.645958481150654 165:5.925963293981704 166:3.084453162845837 167:-3.527780335330625 168:-3.999250949116283 169:2.646651452807504 170:-1.780696070825999 171:-9.143390916085522 172:-7.621748247768841 173:-5.766989729405718 174:6.584757537658117 175:-4.677682579753538 176:-5.940551281947101 177:5.099141932449736 178:-3.724898783133979 179:-5.216942183927186 180:-6.258329773291782 181:1.168220636591736 182:5.315318830376222 183:4.2651523354748 184:1.128899751930489 185:0.7644581898993066 186:-7.116316824299499 187:-6.041646869912262 188:-2.300645900020312 189:7.071571977642546 190:7.250383802997533 191:-11.25254910981591 192:-3.748030227416404 193:4.834295129561673 194:-6.287752526367349 195:-0.01129960773468086 196:-8.416162551573787 197:-9.930918649105347 198:-9.274841101850376 199:-2.602405238582413 200:-8.10830152792796
+-1 1:3.518471493999351 2:6.532236400652888 3:6.847811006921018 4:8.911113984346192 5:-8.087826536329855 6:0.2147800875622595 7:-2.114927604758373 8:-1.151044113525786 9:-8.143836158862648 10:-5.183848431894144 11:9.2892437517635 12:-5.275811868633586 13:-6.622424705829943 14:-4.770992045065258 15:-6.882055986439793 16:3.187301590143374 17:-5.951084636658747 18:4.405177280338498 19:-1.335296519816277 20:-2.078202778093702 21:-1.008938992943672 22:-8.153403164195948 23:-10.33007960189184 24:-3.877597935166609 25:-0.704524750181527 26:4.170573555276059 27:9.96852391518415 28:-0.2417365716305839 29:-8.474178021900553 30:7.984919638328873 31:-0.6931430229219692 32:-1.137850160145716 33:-9.791748015751853 34:0.8869280824793071 35:-5.347302182123729 36:-2.840536648108891 37:5.079199008837475 38:3.603990621863283 39:2.535313905493985 40:-7.542566769181732 41:-0.765431528420887 42:3.282417897820083 43:-7.415481421488705 44:10.16120696220609 45:10.89683180397124 46:-1.469902902837667 47:6.808128385245961 48:-7.550401149737834 49:-2.718535402300418 50:2.991628128800901 51:-8.548481603989883 52:3.81470404970719 53:6.8516081939244 54:-5.496050770037353 55:7.553166836825738 56:4.406348584371929 57:-1.995384849538823 58:6.615385655917443 59:3.281605318935401 60:-3.758397000139358 61:6.510898934848868 62:-1.327045745739381 63:-3.840205833651974 64:-2.723037485493134 65:-2.340286141489994 66:-4.566828528000859 67:-10.33669287610747 68:-9.508904787586728 69:9.676215917809571 70:8.260493430555989 71:7.983373023866773 72:8.108503301792862 73:0.2269927670130991 74:6.107405521003496 75:0.8293700437772902 76:3.768244708401154 77:-3.392306628917243 78:-3.099962506838935 79:8.917528294823121 80:8.720117430180558 81:-2.133076564143797 82:2.518478112718618 83:-7.305121888682654 84:-3.842854188933881 85:1.51775606382603 86:6.80937720121491 87:2.577591833660625 88:-3.712013991705594 89:-3.984853490336697 90:-0.5138522554578091 91:-6.907618324514257 92:-5.277416226962466 93:2.059269196941393 94:-3.339275435559719 95:-2.668252865589409 96:3.280652020974927 97:6.684597603662878 98:-9.134166730909346 99:-3.070353753142355 100:-2.681839182670136 101:2.824227395438984 102:3.270933914294435 103:0.4723756504579645 104:-4.016386978756684 105:-5.82612503698028 106:-0.3787307056494493 107:1.611855593536299 108:-0.6866852805476504 109:-1.278221170344736 110:-1.323256949659905 111:4.7500067546081 112:8.3585224458424 113:8.709469879934643 114:0.6707225799512992 115:6.890857767983302 116:8.589625884077366 117:-8.80091482025648 118:3.067647272484079 119:9.1850884212763 120:-0.936818436944522 121:4.513466277342928 122:-1.889383800305298 123:1.515281108709678 124:9.838965208202193 125:4.455733578926286 126:0.009914333721230073 127:6.972603372981772 128:8.643910296865648 129:4.490671445369855 130:-0.8481140978430057 131:2.112000354975842 132:-2.312440230459638 133:-3.825962896205773 134:1.896950271089699 135:9.785858033968474 136:-6.805428690726171 137:-3.435232829734933 138:-4.104981027495194 139:-3.773120358624098 140:-0.1304236180725277 141:-3.248021843295381 142:4.735548868638525 143:-3.133760675968936 144:-3.221731944186013 145:0.5810632521483627 146:-7.014343839675369 147:6.43236100396093 148:0.4345779159166399 149:5.630166342310982 150:5.100462929364244 151:7.321507016152623 152:-10.22775801791444 153:-5.799440245661527 154:3.198446058254508 155:5.205504680873269 156:2.323957482895465 157:-6.907436315040512 158:0.9038577044559615 159:4.193681728296689 160:8.056893619756854 161:-5.19676915700369 162:-2.72748341384035 163:-5.841330351464938 164:8.92555790000568 165:4.701918558996709 166:7.056907595231489 167:7.800610351333652 168:3.057311887834999 169:-6.685238680630878 170:2.268596432003855 171:3.261626915957774 172:0.4938658095590478 173:2.741158946504545 174:-7.708487470610249 175:2.951974115068093 176:3.502333257735907 177:6.907096044924774 178:1.915331744156464 179:-2.63178004399583 180:-1.303581357801337 181:-1.92030513743023 182:4.549349210086777 183:2.909373886243223 184:-4.268926795947023 185:-6.275205735796328 186:-6.42219190070491 187:-4.2425250454377 188:3.032517412218517 189:-9.577733786538472 190:2.554910064990699 191:0.8586624658150609 192:9.042139073833726 193:8.599461420350927 194:8.062925112020878 195:2.890938720499993 196:5.581619321175878 197:10.03319012923238 198:0.5427933841731454 199:2.792886489125332 200:-2.148681626532652
+-1 1:3.553255324098416 2:5.091328140109828 3:7.428025733804795 4:9.536523360467266 5:-7.781317961658515 6:0.3424868636719516 7:-3.014703327101268 8:-3.614439661354039 9:-4.760324671911458 10:-7.094992122773569 11:6.49249201664399 12:-6.667357383770358 13:-8.904414193765527 14:-4.275553935186566 15:-5.847292645173605 16:6.014685898095621 17:-4.333765108313882 18:4.904705582681276 19:0.6285174404571325 20:-1.167809000746762 21:-0.6026862927470616 22:-6.753687990153039 23:-9.521532420118154 24:-3.449575733452483 25:-1.14988987617943 26:3.975141245431333 27:6.279587325123256 28:-0.6365164418977843 29:-8.015317968766198 30:7.654016259972932 31:0.2073916545732519 32:-3.483249628729953 33:-10.22159970856722 34:2.664942563092993 35:-5.220294878949372 36:-1.101028543802606 37:6.441316046572903 38:3.402677102321451 39:2.839688433573562 40:-7.3477481176557 41:-4.732440928576397 42:3.134640671492469 43:-6.376115471299187 44:9.279549621939365 45:8.218899348883278 46:-3.623247362285603 47:7.191705357578776 48:-7.858104480453273 49:-3.029388480895816 50:1.524353168124662 51:-7.405889878560959 52:6.180025154749381 53:7.318096621625646 54:-8.00000239553539 55:6.5950824888818 56:3.850589053911942 57:-1.735409659219382 58:6.645459046833754 59:2.341910768060534 60:-3.292315746236514 61:6.20107504585478 62:-2.6117985946547 63:-1.914589867207699 64:-4.217391188008344 65:-2.298164400921304 66:-5.363658447898753 67:-8.701401149647689 68:-9.993541036704928 69:7.250868168499595 70:7.425585567761403 71:6.973362113295372 72:8.734702308005511 73:1.719863823250486 74:6.497369332052468 75:-1.864032826697378 76:6.692766953953791 77:-3.03242157421667 78:-3.212786861551952 79:8.913005877754017 80:8.335511874403371 81:-1.6301749179089 82:1.668013041219168 83:-7.193381534754474 84:-2.765281853691358 85:2.205332379523164 86:6.088919667735254 87:0.7177606435162123 88:-5.43916115793796 89:-3.613333530946522 90:2.256075428572032 91:-5.245153204337941 92:-4.525375466158067 93:0.9101110158195241 94:-3.091441272757961 95:-4.759066775266769 96:4.152264699915249 97:6.987467624452223 98:-9.397148853899456 99:-3.204493855709714 100:-2.310193099151198 101:3.670326627898773 102:5.196899291885853 103:0.9425180760923733 104:-3.432249959061788 105:-6.821047798909581 106:-1.542709878516666 107:2.058827746571875 108:-2.344289166513065 109:-2.593439851468279 110:-1.544594895043643 111:4.372419480134528 112:7.459245631790958 113:9.363261535493997 114:1.241622888297458 115:8.306923001221662 116:7.324565298297619 117:-9.708925081912549 118:2.514631516642745 119:9.362379511078551 120:1.61355300798685 121:2.430821549553706 122:-3.255900951237414 123:3.592049085181197 124:8.703602508423485 125:4.490960505520738 126:0.7972570551920509 127:8.622539435812401 128:7.92231004435948 129:4.983989118703199 130:1.545398661465808 131:0.236206116681368 132:-1.652701187978632 133:-1.801907751192402 134:2.653235095747801 135:7.83315748391545 136:-5.112025139157577 137:-2.702533016680277 138:-4.862589452330656 139:-3.147425965821427 140:2.393849168361165 141:-3.576887015124038 142:5.372004634288225 143:-1.825028972843649 144:-3.660988945653345 145:-0.3191766488051405 146:-6.329152844513604 147:7.136794019344832 148:-2.080822739778817 149:6.460444005627148 150:5.770487708853575 151:5.498531595394198 152:-10.47787315321864 153:-3.916869356766887 154:3.758352705334438 155:3.404732492186283 156:2.933540959670678 157:-5.67309419233339 158:1.908025946591845 159:4.061330025628705 160:8.373286678082453 161:-5.036573504742667 162:-4.528553761081227 163:-6.524666101002517 164:8.682479620122109 165:3.361942196028718 166:5.80656905034952 167:5.549226496707541 168:1.822046719797431 169:-6.228225798880331 170:4.593615299174217 171:1.789574520297553 172:-1.755490194136066 173:4.787300159295012 174:-8.765186230340481 175:2.058656801427061 176:3.529856042732165 177:7.006709011590471 178:1.587432266672724 179:-2.355976671309969 180:-1.031529458134544 181:0.565370582750562 182:4.29421138485648 183:1.582747373207253 184:-5.635107099484842 185:-6.733139159077322 186:-6.867029433603289 187:-3.46467064827147 188:3.131823198920856 189:-10.63152600187027 190:2.052427036379863 191:-0.3405662219667303 192:8.199414991463735 193:11.08383481520272 194:7.336569372889942 195:1.799687547605592 196:6.41230177543414 197:10.50679524396424 198:-0.06176869817439146 199:-0.8562557423426091 200:-2.320122737186974
+1 1:8.448518199765584 2:-3.301639803853267 3:-5.137179646758377 4:-2.838538891828343 5:2.72100390715317 6:10.36679914030508 7:-9.51693076107345 8:-6.598755226111863 9:4.578360362027922 10:5.393853773667842 11:-8.099322199663336 12:4.095008106046264 13:-6.970735543683354 14:-8.618446139239413 15:-5.759407963838761 16:5.129127789606575 17:6.083914366929425 18:1.182920026713892 19:-7.886774116262605 20:-2.118889614161011 21:-0.8864455697830222 22:2.509271050943645 23:-5.764915402344553 24:9.426401265270245 25:1.017474481009172 26:4.104601296850448 27:-0.4754414362684961 28:-3.545292761467366 29:4.511496561317887 30:7.750451915079721 31:6.689528407296661 32:4.495099683635801 33:4.836228369611332 34:6.993946759972541 35:7.588801779175991 36:4.576867918323203 37:6.797965393326507 38:8.435247696830459 39:-8.317956815745779 40:-2.283814799179019 41:-3.657929913668007 42:0.6524299417139208 43:-1.274450864898677 44:-10.00145244655905 45:2.736393839925515 46:6.555766783299448 47:-9.709346391670957 48:-5.1565475538691 49:-8.232688634375174 50:7.528678325953417 51:2.510589715995864 52:-2.813743899052572 53:6.431181149841117 54:-7.553551822722281 55:-1.867362966095129 56:-3.428406405127851 57:7.531572406560256 58:-8.929208984758294 59:-2.538141975914261 60:-7.047849448121802 61:7.644016477205186 62:-5.46093401671602 63:7.567590229225766 64:1.745260984059659 65:-1.976971631120778 66:-0.6790184371078913 67:-5.723008668609365 68:6.536229571122531 69:8.545287943120316 70:-4.811982511789044 71:0.5559494488270367 72:1.641454837904016 73:-0.001358013147293002 74:4.456871426750483 75:-3.178648170574502 76:2.251074641654594 77:1.709453093917722 78:-7.631682237818657 79:1.860683658497944 80:6.541245407246725 81:-9.678179184762634 82:-3.069572902777138 83:1.341190386638926 84:5.718648733729414 85:7.756527104190286 86:5.665170195443519 87:-2.582378078983738 88:-6.74232545389766 89:-2.514077925989627 90:-7.138029116545719 91:-4.229861426139395 92:-6.494131938208252 93:8.925558846505577 94:-8.57460632219351 95:-6.469053568627581 96:-7.121093961351843 97:8.912293502685493 98:-9.430000533201666 99:-7.897703490232606 100:-0.6411635052928242 101:4.034410028466052 102:-6.807673553174664 103:8.70541248099401 104:-6.365130257787296 105:-3.762541302015578 106:-6.119612141448077 107:1.667309133051146 108:-2.26542538390468 109:-8.452135307322369 110:5.623303361045694 111:10.6790777282414 112:5.922315205360025 113:9.527136640593051 114:-6.506489792670499 115:9.384405288923901 116:-6.869555213738582 117:-4.059530916418782 118:4.580139615161462 119:2.924603290584086 120:4.464176042257051 121:10.05178698507583 122:5.29326011630295 123:-8.143847197739287 124:-2.092835118801187 125:5.608649744538463 126:7.425107825146085 127:-6.557109069426307 128:-2.15084801618132 129:6.680518139766574 130:5.466336786635705 131:-4.95438029829006 132:-2.458234943526489 133:7.765078061257199 134:0.6761446184235727 135:-4.801258367441536 136:6.387370116087315 137:-2.192618173953439 138:7.739943641547863 139:-10.38950082873919 140:-0.7420551626620653 141:-7.930255594090933 142:-6.609218232995338 143:4.92627491568634 144:5.082710806690348 145:1.777924317662949 146:-5.887211837347078 147:-4.870233587283431 148:-7.455763399960768 149:-1.513296216411679 150:-2.926263196530263 151:-3.089346857589037 152:5.475447323657566 153:2.436864696061737 154:-6.241949317117501 155:-8.850963474001146 156:-6.170056333032234 157:6.614770590694857 158:0.5865952059305752 159:-2.07623821200644 160:2.300365252288735 161:5.903444821111399 162:6.974842946895103 163:-8.812136102132877 164:2.425067037408781 165:8.762710306240264 166:0.3311643598641536 167:-3.110660090013509 168:-5.139287014091285 169:3.721864416700863 170:-0.8664061373944325 171:-8.837762375413618 172:-8.452370676125435 173:-5.280172992628485 174:7.599572189861685 175:-5.596956425105912 176:-5.300093004105142 177:8.189211416930068 178:-3.410240733300763 179:-4.743277532242463 180:-3.688316400019823 181:2.867002144679317 182:8.152982569628957 183:5.735870008307653 184:-1.356746293067784 185:3.467378164776171 186:-4.36578986471777 187:-4.257176708018182 188:-0.9561267955858425 189:9.441663719196981 190:8.673374146338917 191:-10.40809529058596 192:-2.376029019827351 193:6.149780780487087 194:-5.429536746420256 195:1.146611662529896 196:-8.381335918930677 197:-9.675677394525417 198:-7.34589358799033 199:-4.946278452857641 200:-5.82044552083215
+1 1:7.511521319725443 2:-2.933950055230431 3:-5.705706484178127 4:-3.497233697112358 5:3.492479743298092 6:9.589684144443297 7:-9.390102654116662 8:-5.349410457915033 9:8.858959003345406 10:6.222688278292111 11:-6.57614639368035 12:2.367467306738876 13:-6.359221934601452 14:-9.218127189895753 15:-3.926164171387249 16:3.261678429009258 17:5.63841829453463 18:3.776870924143845 19:-6.634023572566051 20:-2.323656670654241 21:-3.654222354608887 22:2.724125642339507 23:-7.192112211589024 24:10.68199370249217 25:0.3149822487579047 26:3.601703627084471 27:1.072738731241595 28:-1.270328403915605 29:3.782090740121231 30:6.448097367582968 31:4.865552584935395 32:5.536585367477874 33:6.830564574152682 34:6.154276099968923 35:6.805061957446936 36:3.461230108737535 37:6.839700367449804 38:6.287474550908069 39:-8.958134419125509 40:-3.454826404988621 41:-1.043637774155759 42:1.073617813418122 43:0.0885804774553236 44:-10.57435847441505 45:0.2905853600321151 46:5.595124265754237 47:-8.850368938176052 48:-5.350627233419734 49:-7.536673777351834 50:5.577184647665121 51:4.569455371995389 52:-2.972974349116644 53:6.558165259260496 54:-7.302505499098954 55:-1.663993539353738 56:-2.401827073946959 57:8.477975104588953 58:-8.619784457752026 59:-1.498112783355659 60:-6.432869934976798 61:6.871757726201193 62:-6.770681046196238 63:8.684032582758377 64:1.441367755165678 65:-0.4142827889602196 66:-0.6513344851735507 67:-7.319291374627329 68:7.75242402174217 69:9.684328084801553 70:-3.523575912925817 71:-1.010560593663977 72:1.302083852343735 73:-0.8068681643775144 74:4.17716631004431 75:-4.573552735893591 76:2.822161261613872 77:0.9703151134925783 78:-9.085716889714609 79:0.9548305457167672 80:5.959392523265119 81:-4.928030905384388 82:-4.866039967151538 83:2.596622537994987 84:5.80475110220414 85:8.405514874583879 86:7.78109210077621 87:-4.446787494378317 88:-8.170236609185002 89:-0.8378873180485324 90:-6.222408793786918 91:-4.345749575191764 92:-7.515606120831421 93:6.277048969726547 94:-8.466610439500521 95:-5.221752711762633 96:-7.074892666836619 97:9.532027454244497 98:-6.990593915259497 99:-6.650125437145801 100:-0.6166937646475235 101:5.265734794101114 102:-5.598050791270554 103:7.320459720948464 104:-7.205055069013326 105:-6.303805227532206 106:-7.295303650220569 107:0.7877236346053845 108:-4.93930047623938 109:-9.070971273899117 110:4.747356834593622 111:8.459696324467735 112:6.714827096171208 113:7.93672557307836 114:-7.177251369643923 115:9.797998776203574 116:-9.063845849717577 117:-4.823823505723903 118:1.954502973707012 119:2.299149361936655 120:5.167527048547395 121:9.035770515610752 122:2.580072051730227 123:-8.593591225065703 124:-1.365697707782216 125:5.248198627409332 126:7.248964645487304 127:-8.602421438876547 128:0.271374320613718 129:7.035907495531275 130:6.130745217483211 131:-2.764690857607688 132:-3.384970987336628 133:8.970972216169248 134:2.217745139107658 135:-3.759145398853333 136:6.087832324986334 137:-1.999209780792468 138:7.872679001298357 139:-8.512662057824066 140:2.027558749441047 141:-9.571030535097282 142:-7.861247201897587 143:4.460115679349687 144:4.613750311218809 145:1.492481978949142 146:-7.18678559660935 147:-1.862132775945265 148:-8.561593668788166 149:-3.510069511230806 150:-1.686443400570457 151:-2.851427367213864 152:5.586980052892701 153:2.567287980302252 154:-5.055566534925944 155:-9.552309621623635 156:-5.97127038998163 157:6.81512018326984 158:-1.779728311031829 159:-3.163196690497846 160:0.8625460036043335 161:3.124339434677804 162:7.198890523219876 163:-8.256790316083688 164:2.47586650916578 165:8.93023070622815 166:-0.7662870674101887 167:-1.899702377828942 168:-5.579340840260989 169:4.068835194551259 170:-2.799431273521845 171:-8.957375053323167 172:-7.547228878743133 173:-7.373887364782062 174:8.075356338940697 175:-2.322381225089361 176:-6.333940008318017 177:6.840894653050325 178:-2.598402431902178 179:-2.715068084172628 180:-5.370212309777128 181:1.782922862785241 182:5.631066817421103 183:8.841627432726053 184:0.05503387202980625 185:4.239887728367647 186:-5.694631937893574 187:-3.94278688316316 188:-0.7415236254889643 189:8.823473584782757 190:7.175113578721864 191:-9.709276214241022 192:-3.05393510894304 193:6.696692216735841 194:-7.243737165536051 195:-0.6210341927831597 196:-6.896254715727689 197:-8.772964095260441 198:-7.156871760111944 199:-3.685847079762731 200:-6.74959017255496
+1 1:8.995076009475431 2:-1.969638695450632 3:-4.464669932876013 4:-3.810484736746966 5:4.756666063713251 6:8.728515797990886 7:-10.00288058725779 8:-6.276912317208266 9:7.450538564745394 10:4.392605080013944 11:-6.612652258539953 12:2.77019561450687 13:-5.534703969782306 14:-10.91471802643082 15:-6.595652367929907 16:3.577220320299533 17:4.702407095716276 18:3.019829542250597 19:-7.28010238765706 20:-0.5924269598521664 21:-1.761794448981574 22:1.792053013198597 23:-7.997780122766619 24:10.16862643666821 25:-0.228294188003204 26:3.090066517527355 27:0.2963060400203658 28:-2.157329513236214 29:5.39379596231577 30:6.774032879010822 31:6.500171777046617 32:5.458422041784395 33:6.856577433227841 34:6.492255374310872 35:7.904547972459224 36:4.188438920466659 37:6.710924182503427 38:5.496813237643676 39:-9.514424181900406 40:-3.799086956418005 41:-2.464178034762215 42:1.393438075828998 43:-1.527032417905412 44:-8.316625566616981 45:3.049603257624744 46:7.284381227287295 47:-9.973561973947261 48:-5.560992830920664 49:-6.587908706199204 50:9.385992134549111 51:3.814104590712816 52:-3.241635426729887 53:5.216013424786826 54:-8.279651108191324 55:-1.73838002006723 56:-3.285955475457854 57:9.851482735979703 58:-8.494778600593124 59:-0.5811836765839999 60:-5.816677040507954 61:8.947024843835395 62:-4.678955870860754 63:10.95772175580855 64:0.09913416174452738 65:1.801601974128411 66:-0.9717147702313226 67:-6.551813602945057 68:8.725443005341836 69:8.749608887548012 70:-3.881216050030902 71:-0.5545864071663895 72:1.93750402835368 73:-1.444201860160968 74:6.179523124049135 75:-3.6869300077083 76:3.474866325819397 77:2.00482633298686 78:-8.868034698403779 79:0.6257693845453208 80:6.109255881221623 81:-6.340839785542475 82:-4.028309951455082 83:3.586402492638156 84:5.284432435858965 85:7.800375498133605 86:6.438305969112962 87:-1.60198031626735 88:-7.081930452592306 89:-0.2491730488744119 90:-6.494690231449134 91:-4.206158073013545 92:-8.124559788305174 93:7.863435110664547 94:-8.955828519816665 95:-4.587886814291032 96:-7.819819374186662 97:8.505562918610513 98:-9.096953206899702 99:-8.561052119879438 100:-1.646596648329546 101:5.29438416815897 102:-3.546412530434261 103:7.253409433387048 104:-6.831576873934351 105:-5.358260897217978 106:-6.98182210250139 107:3.520924635094193 108:-2.65544341088944 109:-10.04963770250817 110:6.679939808130738 111:9.239814136340359 112:6.711224765485325 113:9.146571768744606 114:-6.092412716235794 115:7.369250500498312 116:-8.729479315558052 117:-3.512897304989073 118:3.648171723596864 119:4.980424230325355 120:2.811408157082075 121:8.575266962971657 122:2.955382906625757 123:-8.047114580540857 124:-2.769016754315444 125:2.856464325016283 126:5.024937050449637 127:-7.118007096984545 128:0.2706630089423236 129:5.145102948127272 130:7.968618551059262 131:-5.367510562371673 132:-2.126585928133016 133:9.834407637648932 134:1.378460649832139 135:-3.080906517155027 136:6.033117526167532 137:-0.7677685946106687 138:5.783990057079787 139:-7.950851054869393 140:0.9111756894484391 141:-10.37233245574761 142:-7.012478234683144 143:5.989955791734978 144:2.92313234073342 145:-0.8270668847018618 146:-5.700522108208405 147:-2.432310306253946 148:-7.102576263224522 149:-2.150696619391518 150:-1.476936376487023 151:-3.30129699404921 152:4.811997342384807 153:4.486374521203565 154:-3.627080934644109 155:-10.17126852903203 156:-7.427709686721559 157:7.705296981058692 158:-3.042278268116896 159:-3.059616116059997 160:2.786288860901564 161:5.242434411992685 162:8.076272872946298 163:-8.803848593807157 164:2.053236935242214 165:7.249869816274 166:1.422749725805556 167:-3.923338254770252 168:-4.774112603569311 169:3.61521973255364 170:-1.538487991042696 171:-9.942818279133762 172:-8.478338394908048 173:-7.852909577752966 174:7.249312260979988 175:-4.261992795839351 176:-4.1970231673873 177:6.510078174241126 178:-4.354737453947562 179:-2.8226202522478 180:-4.100279133218273 181:1.253889532044536 182:8.711811081499157 183:3.213038974551324 184:-3.384469780715049e-05 185:0.9561326082757113 186:-4.469975611817305 187:-3.176490589785191 188:0.6815196770290357 189:7.400788312323018 190:6.885938178839431 191:-9.366737195437903 192:-4.669445647660696 193:6.180879870794123 194:-6.816460409396208 195:0.7695652133966699 196:-6.235668466775889 197:-9.724963518616986 198:-6.669993900623972 199:-2.779813553179571 200:-6.748013649680251
+1 1:8.153990475407038 2:-3.260832156332472 3:-6.471662807855282 4:-3.914715588019721 5:4.591366604247197 6:10.07613676531607 7:-9.80484609969678 8:-6.880010193680929 9:6.494603630725588 10:6.567630089868379 11:-8.049096136264808 12:2.681574534552659 13:-7.824068955970515 14:-8.604897674216987 15:-4.84202712105479 16:2.542701886078936 17:6.542316630765506 18:3.623292324891419 19:-6.086120997504666 20:-0.8038109401283351 21:-0.6631775417703041 22:1.81496957199925 23:-7.450193923918024 24:9.022012564273107 25:-0.1772321376676441 26:2.714975870608621 27:0.04078706574932109 28:-1.631586449425401 29:3.800639889346093 30:6.04744050434273 31:5.63437623485809 32:4.499920651301784 33:6.736332768116466 34:7.145397890425246 35:7.886977284646025 36:5.106397664170576 37:6.746471829055347 38:6.495949930196621 39:-6.455739057206884 40:-2.46271655038066 41:-0.1679443418529927 42:0.4612271814864639 43:-3.243474759520107 44:-7.558300587630185 45:1.694428607082824 46:9.626080541854956 47:-9.551904266049878 48:-4.900860343905094 49:-7.873875669788159 50:10.01873563753161 51:3.097204612186187 52:-2.20405153618679 53:8.133170663701653 54:-8.787211300718964 55:-3.225821470481517 56:-5.852914351006962 57:8.424823838351921 58:-7.802613819815324 59:-0.6044740111436282 60:-6.568879241533681 61:8.205189514937965 62:-6.369467899371747 63:10.05735960078499 64:0.5866508961980876 65:-0.1716008697284185 66:-2.22559542399802 67:-4.925461971759511 68:6.512272008129154 69:9.085353000306029 70:-4.410237777197492 71:-1.057124911826006 72:2.17113164450401 73:-0.1052083429936268 74:3.543688516784832 75:-2.793866904003449 76:2.124696313638114 77:2.513632872219893 78:-10.13938026832288 79:1.398115140860808 80:5.07692456122665 81:-4.684807405829323 82:-2.232456222327265 83:1.42541275413682 84:5.132240896664809 85:8.514099495791891 86:6.893618532803033 87:-2.051756565142142 88:-8.716784356518552 89:-0.04107486494591461 90:-6.645163412173996 91:-5.757562342473736 92:-6.080026034244626 93:9.378137209260327 94:-8.54942604316598 95:-6.281264193210427 96:-6.55813729230527 97:9.558887183556372 98:-7.764030441930516 99:-6.558802251039454 100:-0.7551732586032882 101:5.685155746998242 102:-5.78238842612147 103:6.493657896122018 104:-7.946776272684012 105:-3.882568321706612 106:-6.72336188825303 107:1.360381314749704 108:-3.962768999378056 109:-9.117553199354276 110:6.058866276480699 111:10.6070674932349 112:7.697043355179221 113:10.22272489301307 114:-7.081384843718938 115:10.00981334698153 116:-6.472288745641215 117:-5.342509992124974 118:5.357361638895172 119:1.773610536801669 120:4.038440132396969 121:9.702938119072041 122:3.391125526661633 123:-6.815090531601768 124:-3.856826256451544 125:4.849664493118568 126:4.994117145600025 127:-7.150062638486422 128:-0.8882963566616335 129:6.19453509528485 130:5.480043071742699 131:-4.887953632912614 132:-2.669502867876013 133:10.67855713070853 134:1.182830754461821 135:-3.173653214705426 136:7.471976232419993 137:-1.299159133032088 138:4.447647043885092 139:-8.3137196690745 140:0.5937005345003439 141:-9.650474229919157 142:-8.83853281891939 143:5.987147463292771 144:5.477155486230961 145:1.989058132328643 146:-5.271065426095793 147:-2.180348243496795 148:-8.065298089986447 149:-2.856307084769153 150:-1.451733343831995 151:-3.21671859969296 152:6.616857242096546 153:3.425939233527756 154:-3.952199465532617 155:-8.706827224332637 156:-6.790086005600251 157:8.946264363527909 158:-3.565631157710652 159:-3.92553199513833 160:1.151998453799314 161:4.865400408313564 162:7.342020426390442 163:-9.514902352626287 164:1.395416304427045 165:7.535564494791911 166:0.9945033590804664 167:-3.954386798712777 168:-5.494312987141897 169:3.375769181261771 170:-3.098650474227725 171:-8.707411688943054 172:-8.726504264139693 173:-6.77636899862286 174:6.52607662524801 175:-2.837354951388931 176:-5.07564299353759 177:6.175138266894153 178:-4.863143396813527 179:-2.784181625491227 180:-3.794165382223905 181:0.847046176963393 182:8.212388185772969 183:6.365778930570631 184:-1.675659090217251 185:2.690889440867462 186:-4.304805183912081 187:-5.750736914957477 188:-1.248830702018924 189:8.932046547459226 190:7.030331853003435 191:-10.1751500016143 192:-4.534211866929388 193:6.608110828522513 194:-6.947250342847914 195:0.749234873144366 196:-7.884423843472171 197:-9.843804469864567 198:-7.013759558798696 199:-4.987662083058565 200:-7.044441192321023
+1 1:5.947333391760147 2:-5.148835561900352 3:-4.64941429238096 4:-4.045008293924254 5:5.110250809022383 6:8.649357493607804 7:-8.508640572661792 8:-5.445032817028848 9:6.704673758748376 10:5.23922752784674 11:-8.570647589869592 12:4.717897292834628 13:-8.873662720525505 14:-9.243614995387352 15:-4.434069247293941 16:2.612203417926644 17:6.438928293720085 18:1.069152747290998 19:-7.150330135340503 20:-0.6200219009978361 21:-2.297941062018059 22:3.145098216500199 23:-7.460868516833013 24:9.428408371814214 25:0.8436357739242784 26:4.433784904282922 27:-0.2971046586616657 28:-1.799725387035992 29:6.741540594157497 30:7.209118474518699 31:7.353318657117702 32:4.676237487322656 33:6.788870736741122 34:6.081848304356639 35:8.433594324261179 36:6.908467740118111 37:5.363518847173804 38:5.672051534296479 39:-8.425126144725679 40:-4.250876885948674 41:0.460597208335938 42:0.3704152928952996 43:-1.262436875646171 44:-9.450255363936019 45:1.195623288796136 46:6.968570313911391 47:-9.36964298080016 48:-5.781766932328428 49:-7.902952922574664 50:7.580099894414487 51:4.005976645823604 52:-3.56816580059795 53:6.957659313052911 54:-6.999609769182777 55:-2.312059688264661 56:-2.077249372579326 57:8.857632483429994 58:-7.380856593051247 59:-1.075762252757731 60:-5.982461317996994 61:8.265354313457378 62:-5.008575742341591 63:8.614205848244676 64:1.636895133796047 65:1.872448852289572 66:-1.143514836206308 67:-6.207290917137797 68:6.906033172704227 69:9.516691746853551 70:-3.750886568416327 71:-0.565287362158553 72:1.687954016785339 73:-2.102484076735682 74:4.525433380020007 75:-4.43047562256623 76:1.030235171631233 77:3.147028220458524 78:-10.53191735460795 79:1.516052479647859 80:6.640611590096223 81:-6.116615639997398 82:-3.103154025584582 83:3.638841871131496 84:6.449506280651664 85:8.288919609663834 86:6.521075750095097 87:-2.855263049823506 88:-8.246426859417635 89:-0.8802156850560443 90:-5.096164154705539 91:-4.75867927260382 92:-5.97313938184615 93:9.27060342083672 94:-7.365768399758112 95:-5.860386128086663 96:-7.181676139194876 97:10.44816012381861 98:-7.912785036441124 99:-5.946291468450022 100:-0.7144201695418639 101:4.551007223474584 102:-4.784732395024451 103:6.133280511346763 104:-8.606278489743339 105:-4.066500242585744 106:-7.34769941714031 107:2.273426626628528 108:-2.710619257579575 109:-9.733846646459519 110:6.139093751112012 111:10.34517177384038 112:5.688122929919032 113:9.670205144771639 114:-7.072105214281309 115:7.801612671862037 116:-7.309113906202482 117:-4.846096643730595 118:4.574047046065676 119:4.314773641703275 120:4.6945689027232 121:7.592596468054182 122:3.854082568407251 123:-7.304165321898453 124:-3.085231150281117 125:4.005961615863596 126:5.390883558232558 127:-6.779673101988209 128:-0.02712253204635173 129:5.291822751576034 130:6.421051917586994 131:-2.028729668418003 132:-4.020969093863199 133:8.296524277642584 134:1.490757348455056 135:-3.443978495837493 136:5.912284038046403 137:-2.663705527544419 138:7.003879701106703 139:-8.913097548794518 140:-0.7391166676482153 141:-8.31378556922829 142:-6.344214595102408 143:5.724003963078789 144:2.324824958416851 145:0.6439973352867876 146:-6.429193678268366 147:-3.298171170493787 148:-6.694515440035342 149:-2.980568006503595 150:-3.371307775148304 151:-3.055416279267574 152:5.381605946194833 153:4.170879490506342 154:-3.184595290041483 155:-9.16377933381496 156:-7.98542140091805 157:9.512629676904172 158:-1.971271679092521 159:-2.741828525527016 160:1.566254221293053 161:6.740424171730041 162:8.317638733223061 163:-10.08616448817396 164:4.400455556062873 165:9.428673859873211 166:2.852032399630684 167:-4.70287198080881 168:-4.99307144171831 169:5.556661217303464 170:-2.605624962023253 171:-10.29073824833698 172:-7.866898291439805 173:-4.122232503440233 174:9.512368582134958 175:-2.962558850833874 176:-5.273164259157483 177:9.361694394725053 178:-0.4228334849790873 179:-3.183346017386972 180:-2.976883679849157 181:2.868788364998037 182:6.765798083048823 183:6.559268937588148 184:-0.5567254269844522 185:2.012960339275398 186:-5.457561550426682 187:-4.547389899615525 188:-3.431046076740304 189:9.550362156397437 190:8.173279625122634 191:-9.140532803341918 192:-2.633025890073874 193:7.577767968489007 194:-7.641509850718268 195:-1.225918569734495 196:-8.287878607217332 197:-8.148710924501469 198:-7.080426856362172 199:-4.845888130105194 200:-6.646471480404327
+1 1:7.441475927236836 2:-3.601993921483586 3:-4.183415820556692 4:-2.865902162158342 5:4.114340197627697 6:9.094024477197324 7:-9.611399945088472 8:-5.663875017741946 9:5.240933757019228 10:5.869423633279326 11:-7.61206712997808 12:2.259992818555694 13:-8.532626308954116 14:-9.200487749066006 15:-4.674382298492653 16:1.987134592233897 17:6.364208964293078 18:1.773353619469018 19:-8.03963353417922 20:-0.5464204860730196 21:-0.978569574211253 22:0.9088041185403448 23:-6.354801198535674 24:8.257429279309266 25:2.133646990331767 26:3.631890681833536 27:-0.5141690061974692 28:-3.675785820533676 29:4.897871966968006 30:6.166126032756421 31:6.596415411732295 32:3.609927995081819 33:6.934864618667527 34:7.002969514562943 35:6.8911122403157 36:4.051988956504775 37:4.764086879161412 38:7.237509841203187 39:-9.164190847002896 40:-5.363448294722103 41:-0.2720420950781978 42:1.353629814372388 43:-2.039748355820754 44:-9.54193023159897 45:3.354991282747182 46:6.14431137635167 47:-9.681080618011052 48:-4.636598413304212 49:-8.213420287381416 50:7.654541184057887 51:3.786633111299394 52:-3.506862091050608 53:7.84319574908549 54:-9.812293141191827 55:-1.144716214594599 56:-2.291882220685873 57:9.480495339109028 58:-8.380671667846617 59:-1.785576661106029 60:-6.715783533714316 61:6.490269680954596 62:-5.204478188400382 63:9.277775509565588 64:1.807252012403472 65:0.4330856713011852 66:-1.171365189587297 67:-6.776843244220834 68:7.42348823203883 69:8.87647230261191 70:-3.366400243373579 71:0.9146406639799213 72:1.98164519813211 73:-1.848432891546328 74:5.782054756208846 75:-3.398795937759088 76:2.017790546213252 77:0.394753608114321 78:-9.655240310510434 79:2.089788250457386 80:7.005919226974356 81:-6.321897438254929 82:-2.583230928554149 83:3.917704583410324 84:5.692297867212772 85:8.398985621722005 86:7.471965046985799 87:-4.249386788303294 88:-6.839635441028538 89:-2.300413716840557 90:-6.31774312863237 91:-3.831536921207487 92:-6.09915128973467 93:7.548148531837897 94:-8.763759523409911 95:-6.190049096428067 96:-5.255168287947311 97:10.21546524498519 98:-7.306393203656667 99:-7.671383274337075 100:0.3120235120073946 101:6.814693403677382 102:-6.384059106244211 103:7.395818053665679 104:-6.396179061336364 105:-7.424389345028056 106:-6.828592895610774 107:1.546872736759082 108:-2.664561353599828 109:-9.798935943159998 110:5.36906094634813 111:8.702650204708737 112:5.684250279990231 113:7.158945424008397 114:-4.488149415186218 115:7.720714683259425 116:-8.906397235520286 117:-3.350631307620665 118:3.247152391658576 119:2.477013760918738 120:3.080834462556616 121:7.921767957236154 122:2.233540494266016 123:-5.776886118543382 124:-5.20197454805403 125:3.421282668455787 126:5.206533579687054 127:-9.299909462124919 128:-0.5754304184220125 129:5.563076247593369 130:6.399377030402382 131:-4.201828988297354 132:-3.109117631133787 133:10.215315816006 134:0.06274053582155889 135:-4.542398820368305 136:6.425566787835924 137:-1.747854351651986 138:7.496765495927196 139:-10.01974513069384 140:0.9321649253813175 141:-10.93969670870677 142:-7.893343112606197 143:7.335551873170044 144:2.25460823900909 145:-1.027938396696966 146:-6.265744960906345 147:-2.134506485867589 148:-8.408398544403228 149:-0.3800335564451491 150:-3.538959205089598 151:-3.549319012140719 152:5.099254725518583 153:3.592037689520964 154:-4.314278710427371 155:-7.867329710451272 156:-7.24631400250641 157:7.906356845179911 158:-0.2013438189496062 159:-1.000336654902292 160:3.288712589860193 161:6.037531704685033 162:7.073972198332406 163:-9.66297368061409 164:4.521407063081981 165:8.520773194261379 166:1.876164439231755 167:-5.590436123156321 168:-5.310958028355986 169:4.012464354181028 170:-2.206924867342879 171:-10.25515803786821 172:-6.312795411301696 173:-6.724076466000374 174:7.083757389444592 175:-3.30117511449677 176:-5.400609564421624 177:7.759063340405831 178:-4.9068485343643 179:-2.740678719548582 180:-4.508185523089747 181:1.736181728267715 182:6.165805126928561 183:6.094801068802309 184:1.178860611526227 185:2.870452283685199 186:-2.492996299217571 187:-4.416898699094632 188:-1.435133172689327 189:9.01497653244418 190:5.632024213613041 191:-9.977081139498694 192:-2.08518326929758 193:5.592959126403986 194:-6.563551549658037 195:2.071114939334173 196:-6.646264575976508 197:-10.74396192565587 198:-8.039019881105524 199:-4.510547706107276 200:-6.637807323187111
+1 1:8.526779703794736 2:-5.725779074180571 3:-3.938812698361744 4:-5.125854042597778 5:5.156276294080873 6:10.23116034837714 7:-10.70884707197272 8:-4.775176116908257 9:8.644535048653982 10:4.186092091969268 11:-6.406182103740579 12:2.180231796677008 13:-6.374093111426465 14:-8.937523940819831 15:-3.769956988498666 16:3.201981694735216 17:4.903054098413633 18:0.8101400519525812 19:-7.162032478167 20:-1.935861606126227 21:-3.239508851746766 22:1.57744708568825 23:-8.505744636851659 24:7.782902383049438 25:0.1409672949791366 26:5.105214572571709 27:0.314026864251618 28:-3.165583924306855 29:4.322936608788628 30:4.924208885398995 31:5.788760504659969 32:4.232784889450347 33:5.496515880494368 34:7.562506979538584 35:5.782861649812216 36:5.234558328961743 37:7.401709376538558 38:6.083426542617432 39:-8.200252339702637 40:-2.801583674464934 41:-0.1297145528593311 42:0.9542697965357441 43:-1.162714245920921 44:-7.446259716487028 45:2.747606413730606 46:5.662188744178377 47:-8.337316012043489 48:-3.58638229742248 49:-8.576901698043544 50:9.422278613582185 51:2.054177309505398 52:-3.870456913892303 53:7.122853834919913 54:-9.397705130999336 55:-1.287931813839066 56:-4.686917645249233 57:7.550658725137648 58:-7.901815465900924 59:-0.06266681627227633 60:-6.595118855049511 61:6.590062800768886 62:-6.768630398518978 63:9.556522064309432 64:0.5426374970631173 65:0.3487799275490703 66:-0.8806393045623861 67:-3.935374848824663 68:8.798507356349161 69:8.985848205498966 70:-4.096187313696796 71:0.5833769034160567 72:2.865267478776008 73:0.1154421123612144 74:3.707231309975615 75:-3.034289109982202 76:-0.1143255746237393 77:2.676705443922648 78:-10.83073659686907 79:0.05899120833849913 80:4.841670411473159 81:-4.208757120004515 82:-1.391100992616925 83:2.340181148020229 84:5.610773450280843 85:8.503438974186015 86:6.722973262469481 87:-3.087865562401741 88:-9.271617345058049 89:0.495243500696263 90:-6.520316480211783 91:-5.298826995303872 92:-7.406682424462182 93:8.212875550087025 94:-7.485682871650971 95:-3.616719023248974 96:-8.196857241697504 97:9.627565266459881 98:-7.211951780758406 99:-7.094972245974371 100:-1.69103672807065 101:5.66763983222102 102:-3.870877057446475 103:6.491332484473676 104:-8.459097518307093 105:-5.441742794626716 106:-6.648102848607945 107:1.155324020056549 108:-4.073875839143932 109:-9.913730825725812 110:5.325588136644797 111:10.64671374337218 112:5.964269148161426 113:8.09889360583991 114:-5.573371132349386 115:9.191373646700526 116:-8.249211721835897 117:-4.618969006263706 118:6.703846060223251 119:2.808732153540222 120:5.296987099479065 121:9.597440330191196 122:3.29481757750946 123:-6.650417084117687 124:-3.377480124270108 125:3.176876676766885 126:5.841565306602583 127:-8.560857667642441 128:0.4782641595361825 129:5.06114050040255 130:4.424851635645761 131:-2.477708275516486 132:-1.957244936646848 133:9.560249031839403 134:0.1064695757789384 135:-5.153236810285621 136:6.54997632195886 137:-2.501187883608991 138:6.17940099716068 139:-6.394839106929291 140:1.224194741244803 141:-10.6213823269137 142:-8.361011380546843 143:6.292369777929367 144:3.323809765797752 145:0.9914057259178214 146:-4.85454775462356 147:-3.020269508286852 148:-7.538982054998097 149:-1.855655522959213 150:-1.822894267441676 151:-4.023797076034091 152:8.344480414279882 153:2.936302448566018 154:-4.995367154654403 155:-7.155379010573209 156:-4.723029794599855 157:6.064485126903966 158:-0.7929141100816974 159:-1.863317244017986 160:2.080955050679869 161:2.932538932774353 162:7.571003325674726 163:-8.11023943230081 164:4.891863309119145 165:9.225076318666545 166:2.344815841882721 167:-4.972450517072763 168:-5.753706967083561 169:4.363618385677849 170:-3.262742923722382 171:-10.19187989868178 172:-7.810681498230077 173:-6.437554583175928 174:7.256408742374519 175:-3.74197599680531 176:-3.417702057250841 177:6.791058629896162 178:-1.839660338489882 179:-3.514577803792312 180:-4.424135187828512 181:1.819036088919225 182:7.752793273292347 183:6.066401801380392 184:-1.355773150351732 185:2.989347005948693 186:-4.492306003545357 187:-4.053425631060043 188:-2.567035306303001 189:7.739082699855741 190:5.251706741915928 191:-10.59518629467328 192:-3.708942053319214 193:7.787371242476473 194:-7.552958883039446 195:0.01105582927928705 196:-6.721523075580548 197:-9.349757318381743 198:-7.376379683190786 199:-4.211551197052205 200:-9.283312560746495
+1 1:9.806175153069287 2:-3.742366905585639 3:-2.599484881634418 4:-3.108781208754786 5:5.366192365370233 6:10.20446540780398 7:-7.777392409302875 8:-6.409030320632269 9:6.188085929077841 10:6.221549768513964 11:-7.144364645361883 12:3.049145275910379 13:-8.367659390340741 14:-10.65245393810105 15:-4.191730483447115 16:2.497312781962089 17:5.679539503129521 18:2.804712362677267 19:-8.179236692818918 20:-2.284033135642412 21:-1.145765618450868 22:3.091526889787709 23:-5.634042153752287 24:10.31788236379236 25:-0.5281207892816384 26:1.776683967622251 27:0.8163938150243288 28:-2.921456961001814 29:5.570597904443622 30:7.404769453481822 31:6.583157567940077 32:5.290296402933901 33:6.578752267684986 34:7.21635643484647 35:6.337706635673188 36:3.601323315740606 37:5.745904050802339 38:6.522907073746508 39:-8.45185181431019 40:-3.91887981529183 41:-2.835100223197051 42:0.09781313419181942 43:-2.615526006938031 44:-9.551914389894264 45:3.145907976057663 46:8.171797351954279 47:-9.158837455841935 48:-5.418067412933566 49:-9.083157499224065 50:6.883925557891392 51:3.558598719437994 52:-2.540099337200108 53:7.444390323070925 54:-8.926324140873373 55:-5.894142259970589 56:-3.231230933129871 57:7.296316788638082 58:-9.784607410612708 59:-1.007662431055204 60:-5.633766638115197 61:8.76233537592968 62:-6.293587653511118 63:9.767069725927128 64:-0.04339052667351218 65:2.300767930602568 66:-0.3331028323102019 67:-6.089153112879253 68:8.603408943773205 69:8.291923914662716 70:-2.314560772769756 71:-0.2733555107040259 72:3.749995374172169 73:-2.370853561030238 74:4.748538385660952 75:-2.891148545302269 76:2.400063251777158 77:0.9089845033138357 78:-8.485678749672298 79:0.8692263782562126 80:5.074711578995259 81:-5.69029096670025 82:-4.465185034575071 83:1.761501287354025 84:7.424241135989207 85:8.060520858620807 86:6.208725001151979 87:-2.894319545555593 88:-8.351982072447321 89:-1.337946005659219 90:-6.578334519932496 91:-3.236690902995782 92:-5.902827632081172 93:9.108774758429798 94:-8.434572927432233 95:-6.451216310299377 96:-7.363088428464746 97:8.778331909516693 98:-6.108723800770478 99:-7.050960991503594 100:-0.06776533524362183 101:4.859587115806311 102:-5.670680947294937 103:7.554063667814042 104:-7.006772428211976 105:-5.668484316067465 106:-7.804011983946271 107:1.497899663507555 108:-2.173516818236348 109:-8.748999589559336 110:5.506397429047735 111:8.67974123028227 112:7.702202466813845 113:9.17902974649669 114:-6.916592455318223 115:9.744383713823909 116:-7.105277075199558 117:-4.437600256461558 118:4.024206103292346 119:3.418342289168216 120:2.703918313948241 121:7.087223273969581 122:4.318555163472925 123:-8.126068457947595 124:-3.898931504427917 125:2.228950115767454 126:5.520954108965959 127:-9.002249473983117 128:-0.06978723610581905 129:6.725950929267135 130:5.584651833816318 131:-4.970602613148255 132:-3.122614399944757 133:9.849836441256761 134:0.8001822405793697 135:-2.620560994153333 136:6.592461756065086 137:-3.172182804564808 138:6.511449258709452 139:-10.26570239450287 140:-0.1964745352310131 141:-8.245132905316277 142:-7.985596840301112 143:8.252913415722757 144:2.477580698431198 145:2.354962214781009 146:-5.209851793854366 147:-1.206006338281288 148:-7.983465453433541 149:-1.057042500939712 150:-4.095631360778162 151:-3.101243881100188 152:4.722912467986516 153:3.186006023860532 154:-2.737029247994759 155:-7.470610529673218 156:-7.332424356775204 157:7.318764027250626 158:-2.937239904700939 159:-3.736739327947681 160:2.577094231050065 161:4.127863317943258 162:7.521077868110689 163:-7.215564101538224 164:-0.007984199982461693 165:7.620770896435125 166:0.6834915575629543 167:-4.513672997790034 168:-6.917832001939118 169:5.463847254002786 170:-1.795125094716397 171:-8.201003283009882 172:-8.325283217752174 173:-4.611429806275032 174:8.014415770082 175:-4.265839053711399 176:-4.483861817920167 177:8.311543585433379 178:-2.497799875014994 179:-4.484724414372218 180:-4.576491405362257 181:2.045045857423279 182:7.779499140340825 183:5.500207957483734 184:-1.194470548637171 185:0.775017812149005 186:-4.582177758424848 187:-4.138730062207187 188:-2.664333356173393 189:9.220669182345878 190:7.040938439544899 191:-9.545475067123684 192:-2.983491949061975 193:5.544360892853421 194:-6.204664252969749 195:-0.1134106912991865 196:-7.758978856938985 197:-7.401321429978577 198:-6.888575745612737 199:-2.703046497379457 200:-8.151681246452897
+1 1:6.642201190306811 2:-3.699701341579205 3:-5.288822014847767 4:-1.774932342860045 5:5.939429098154777 6:8.968832622186376 7:-8.68523931674315 8:-3.015222426194088 9:8.038381096646519 10:5.476789405671768 11:-8.577940529186382 12:2.658234733824239 13:-7.418616846486543 14:-10.19877792729805 15:-4.738817982575412 16:3.055208804887519 17:5.823726407683519 18:2.436927360287811 19:-6.487931259873929 20:-1.59905124868286 21:-2.006770700273066 22:1.361300807859757 23:-5.369291946192008 24:7.825072416393264 25:2.199113709871716 26:3.351084492896683 27:0.943594061854508 28:-2.812937830584552 29:4.372787613628395 30:7.390668553785527 31:6.41107733578539 32:3.757018201245087 33:7.474869464931948 34:6.40133341998331 35:5.476700683608069 36:1.82476095597782 37:6.304025851878026 38:4.679507600487982 39:-7.85244836715703 40:-4.614191526775492 41:-0.7399161647944759 42:0.05751505296829912 43:-1.366638876976614 44:-9.537664301679149 45:4.598123098253966 46:6.04250099043077 47:-8.524010067329458 48:-4.552419010306808 49:-8.473081014352202 50:8.809454166029221 51:3.341704755928818 52:-4.057984945179927 53:9.668267959743616 54:-8.172183433864411 55:-0.8581350079235874 56:-3.402715413838142 57:6.858222929630305 58:-8.160880122505249 59:-0.5655446725440113 60:-7.141400229572209 61:8.062698642902085 62:-4.519144262293982 63:11.2463970791226 64:0.5224126765917265 65:-0.07120927097889873 66:-1.45424183852049 67:-3.647758332667902 68:9.055059880115188 69:9.491909449929189 70:-3.134868541613999 71:0.3646757387403009 72:3.523067122020533 73:-3.296039360317613 74:5.80431193837735 75:-6.68376220282899 76:3.009780960236325 77:2.410507976647906 78:-8.93302101956599 79:0.8196946456832555 80:5.782418579498085 81:-4.419607042562047 82:-2.798528149261604 83:3.17935444415002 84:7.746895402263977 85:6.099949486584499 86:6.710164684647726 87:-3.938179460577686 88:-9.061295108394766 89:-0.9448517578025042 90:-6.884370324305568 91:-4.406199113626713 92:-6.655758869007672 93:8.330549702626074 94:-8.865054461444434 95:-4.748156361264767 96:-7.338096211504054 97:9.733730659418118 98:-7.58005609365824 99:-6.373144588957471 100:-0.8967149769180095 101:6.326557759031318 102:-4.88044313153179 103:6.067538044896154 104:-7.455308340038282 105:-4.570331219294557 106:-8.17871341377144 107:4.001218985066266 108:-4.67440797390962 109:-9.073529671688483 110:4.658027141678454 111:9.869754191624345 112:3.897745154308262 113:9.373012497410098 114:-5.601499029203177 115:10.149839874219 116:-7.794697900685208 117:-3.028199058996296 118:4.274158435195066 119:2.923508251691413 120:4.453559245858864 121:7.506382805479674 122:3.772238457039896 123:-8.06603001599979 124:-1.865595471519856 125:4.798490963600064 126:6.346375438894527 127:-8.224226674798876 128:-2.237408909551083 129:6.674533809140351 130:6.34709506409209 131:-3.365410452147007 132:-4.457294057937431 133:9.960567407111075 134:-1.128964412583021 135:-4.252423444594517 136:7.987375901612667 137:-3.478705798037248 138:7.031154367790599 139:-8.903241604801318 140:-0.06743182273622161 141:-9.33980092814658 142:-7.528042036128473 143:4.895157849560171 144:4.268446237309788 145:1.024379731401931 146:-7.201652862671884 147:-1.046994460156572 148:-8.585844434759021 149:-1.881808900284938 150:1.239820550116304 151:-2.374937135384734 152:3.873794116075119 153:0.6345926230761632 154:-3.951122322243042 155:-8.941652500579082 156:-6.625970820993826 157:7.150455073747727 158:-0.005421049689405821 159:-2.636192451894972 160:-0.2208747662860779 161:5.133117079928362 162:9.164517105515117 163:-7.652000330653504 164:1.752639665530171 165:8.993215946401921 166:1.069344147650986 167:-4.494728772101461 168:-8.434266254022031 169:4.000806375663309 170:-2.265644170200451 171:-10.12798993626455 172:-8.10605958144655 173:-7.244355446055487 174:8.419830757677566 175:-4.799082570634431 176:-5.923449073918947 177:7.484007382825028 178:-4.191613326791604 179:-4.756119466404078 180:-4.618206251363671 181:1.132878918479132 182:6.364223472900925 183:6.077915292034694 184:-0.4175201916678031 185:4.120975972192126 186:-4.438633762918166 187:-4.403662564211709 188:-3.113170996963304 189:9.139703449633741 190:5.919755208158334 191:-7.848514907794566 192:-2.21080453052545 193:6.469236713434064 194:-4.6865660140881 195:-0.01141786238588294 196:-6.369373821910624 197:-9.293957607976587 198:-7.984593269487041 199:-3.459575654957367 200:-6.804910761237441
+1 1:6.675865937493398 2:-5.298409784809218 3:-5.729937286310846 4:-2.489801214061132 5:4.800700434521028 6:7.603991155812689 7:-9.525169131890484 8:-5.456000528673731 9:7.480918168890687 10:4.687993986808527 11:-7.699163883758153 12:2.399762604194493 13:-8.647187427110442 14:-10.93614609881777 15:-4.211063579817427 16:4.437605731405635 17:6.521252968690704 18:4.751707768675817 19:-8.396845577947204 20:-1.419758781482319 21:-3.317209745392557 22:1.134360906762069 23:-5.700405910989266 24:9.703751649358651 25:-0.1824169579677819 26:4.063188696151446 27:-1.111956779587627 28:-1.528610003471672 29:6.212516425042631 30:7.153695935841342 31:6.759119703275699 32:4.115865483394269 33:6.000613468004347 34:4.7563844618711 35:6.621966314199481 36:6.154749880370995 37:4.709064583798752 38:5.80079332287264 39:-9.130129819329964 40:-3.012504209320364 41:-3.628193200493476 42:-1.073683805702897 43:-0.8136881415472104 44:-10.82926400909363 45:2.467946224851731 46:5.876446117922304 47:-10.51273112610891 48:-5.123258894225494 49:-7.813059414025146 50:7.494148960977199 51:3.310865781237236 52:-3.561280069796401 53:7.739607283256495 54:-10.44861336525403 55:-2.669271365886607 56:-2.374637626233283 57:7.518746043813595 58:-8.409289355013135 59:-2.389197549934984 60:-7.404867100309011 61:6.36239217257169 62:-7.159922329198135 63:9.447017504562846 64:0.714806984047337 65:2.399495403417133 66:-1.640930951056764 67:-5.96695480931993 68:9.215273549599395 69:8.181016576043202 70:-4.507554533041087 71:0.9336967761783974 72:2.234844476918664 73:0.5933467603239055 74:5.651486703966025 75:-2.433365691710028 76:0.6616086831174086 77:1.583788933878809 78:-8.356367165090544 79:0.6895937307380869 80:5.160812475762972 81:-7.595209342430909 82:-2.415774790721958 83:2.881351042141608 84:6.065521083724383 85:6.957670523815087 86:8.331497304122342 87:-4.153743467755918 88:-7.352129198030642 89:-1.430889560523223 90:-7.009831409621716 91:-4.645938812969574 92:-7.919923688497738 93:7.858499062765428 94:-7.882263061699321 95:-4.16017296364625 96:-7.821083369993399 97:9.277731340478306 98:-7.355445943311461 99:-6.99793103126289 100:-1.958545902495574 101:6.303956918333283 102:-4.557579279217048 103:7.13089234498683 104:-7.398857569389372 105:-6.928078664527462 106:-7.780999062297526 107:3.406079525108571 108:-4.353725151727147 109:-9.067607761066057 110:5.928188484269195 111:10.06699559385718 112:6.926420097786874 113:9.426984709318459 114:-6.873151521115825 115:10.39937557866525 116:-9.440157792690293 117:-4.357709711577996 118:5.255642253024005 119:3.998818716512439 120:1.272987274688567 121:8.189903896815053 122:4.40660739124794 123:-7.004363153154097 124:-3.917513247566805 125:2.310118878291925 126:7.58755519816858 127:-9.119729029931159 128:-1.852720249259724 129:5.451292454690236 130:6.667736943493185 131:-3.744300647958256 132:-2.720245880781692 133:8.208575357543864 134:0.1969229508165661 135:-4.010492171436599 136:9.225620404238402 137:-2.41066220448975 138:7.650864380798786 139:-8.025943721643724 140:0.7183429193992623 141:-10.60508939909541 142:-8.558940238120316 143:6.710720250011169 144:3.537554989335219 145:0.7981064218990542 146:-5.699240019535471 147:-2.032624802234567 148:-8.108597842976179 149:-2.330677905064104 150:-2.049352409285504 151:-1.43865697179969 152:4.818640259787223 153:4.549223932038784 154:-4.216630190868478 155:-9.059829623035414 156:-4.706595573097587 157:7.313685655649211 158:-2.674309270482631 159:-3.437717203482819 160:2.617301282176764 161:4.563441205349354 162:8.316420039471987 163:-8.460234137045298 164:2.480826996761206 165:10.41198749300085 166:1.382592645147851 167:-2.946441141820224 168:-6.533549247470878 169:4.402844373288576 170:-3.444836021747598 171:-8.221986939745094 172:-9.724596842169488 173:-5.799817488237341 174:9.325857136297572 175:-2.756291322587381 176:-3.015733195799148 177:7.523829755047755 178:-3.616086055307947 179:-4.474251727751509 180:-6.92929731626956 181:5.325546602362083 182:6.227920514797574 183:4.963314351545613 184:-1.270357184800671 185:4.340175175888429 186:-5.274766435566749 187:-3.155977944679733 188:-1.998060719111419 189:9.58643322850077 190:7.93645439051906 191:-9.917091150742094 192:-3.98181182509605 193:4.721676025423132 194:-7.854260197640768 195:0.04957918962252639 196:-7.783031327416058 197:-10.78609729203376 198:-8.460655558627625 199:-3.685321721118348 200:-7.370117225855622
+1 1:8.256919616252107 2:-3.129615422074687 3:-4.353736336507522 4:-1.301935833568726 5:3.706014131406437 6:9.177689596096911 7:-8.597133138046823 8:-7.12110622965284 9:6.742990894671619 10:5.212607765437933 11:-6.989846858772374 12:4.553319115759149 13:-8.135567616700952 14:-10.7897810525787 15:-5.00479314011038 16:5.016967612497526 17:6.252881699929323 18:0.2778300247662027 19:-6.726396568876321 20:-2.498716810366034 21:-0.5835463927984739 22:1.528697469713434 23:-7.933250308799367 24:8.751416225920945 25:0.3581792060846835 26:4.486563592451413 27:-0.5463057752612278 28:-2.749985887383626 29:6.389646846912589 30:6.80617804720198 31:5.112574344426941 32:6.025179430066816 33:6.282390105253811 34:5.475334727722621 35:6.75414508722513 36:5.381473351064775 37:4.051260969187202 38:7.450143148795346 39:-8.766394454221533 40:-4.665901592144116 41:0.9728796098134849 42:0.2372003124583048 43:1.01084554573776 44:-8.03607028182971 45:3.754585591076431 46:6.925960607962451 47:-9.152544836776466 48:-6.149121544352207 49:-6.650433073305479 50:6.686598601740595 51:3.67443966897169 52:-2.456560603389596 53:7.517144966403133 54:-11.0100502705074 55:-1.838988029854924 56:-3.095945618671542 57:5.8903321909893 58:-9.809346751361955 59:-1.492077755296815 60:-6.987551401144648 61:7.542379762942326 62:-6.434833094222111 63:9.203585389886859 64:2.608099880275686 65:1.3202993322901 66:-2.122869032199757 67:-4.66301391695863 68:7.568407072711674 69:8.838534964766193 70:-3.990249005641457 71:0.6857043332949141 72:0.7045230171220753 73:-0.7050404798003507 74:6.378347187239615 75:-2.531435597020255 76:1.199015193620123 77:3.805044111979441 78:-9.042026947246296 79:2.241355228158193 80:6.80657474724809 81:-5.287001694776818 82:-1.467250945421238 83:1.159538204372443 84:7.604661534658867 85:6.120768095650266 86:7.519822968537994 87:-2.986381463874991 88:-7.423339543157701 89:-1.041403475068609 90:-6.597937477111148 91:-4.516767763527808 92:-6.71334503620205 93:9.220359495218579 94:-7.539522846994906 95:-7.448360694794529 96:-7.257009842429415 97:10.91885633828222 98:-5.50253049981111 99:-5.949392918195959 100:-2.265461349474213 101:7.096662509537627 102:-4.753928558190349 103:7.541311549758577 104:-7.386794620334203 105:-6.505002967045046 106:-7.562600687983344 107:3.381153737899234 108:-3.236954736652422 109:-9.42147944478657 110:3.770561453158038 111:10.05480295388675 112:6.459808414924606 113:6.386104444931757 114:-5.473289064307954 115:9.148321551470643 116:-7.659043051027733 117:-4.871184110202428 118:3.234009864594777 119:3.948104941063274 120:3.03472362736193 121:8.857610291176618 122:1.445198825613361 123:-7.908672416555035 124:-1.676014798404881 125:3.259326065273938 126:7.089896468981847 127:-8.890468281639452 128:-0.9029575241522632 129:5.891644213538687 130:6.560290397134286 131:-2.156429513971552 132:-4.043431653714922 133:9.840349098465007 134:1.52600083119673 135:-4.496422942319764 136:7.643115905715194 137:-2.503688404703583 138:6.902574785827154 139:-8.93164008866124 140:-0.2668296010674394 141:-8.930029839581715 142:-9.262635452595587 143:5.063460922112188 144:3.471049743384837 145:1.243695607368847 146:-6.928221638762053 147:-2.633494145481954 148:-7.367109613481912 149:-0.735704216281051 150:-0.9217893145580182 151:-1.926845854094454 152:5.302465230905771 153:2.086545217839272 154:-3.527384762559698 155:-7.769689504860563 156:-6.804321706078428 157:8.016558890436041 158:-2.977486835913453 159:-1.791145918000892 160:3.325318864598815 161:4.136884757443664 162:6.495854681600427 163:-8.277853531311141 164:2.412713642284853 165:8.851453436588349 166:0.7224595557455162 167:-3.694573389335216 168:-5.841879842735119 169:2.630809456982941 170:-1.751350644810023 171:-10.63115735661724 172:-10.25970430013277 173:-6.166450292947042 174:7.267417342040339 175:-3.425699076856811 176:-4.472529162359182 177:6.029959990131222 178:-4.694369605932303 179:-3.669425723680307 180:-3.543772931133748 181:2.223761530797137 182:7.085511272935967 183:5.705492289551527 184:0.4900036565989998 185:4.297315662469716 186:-3.853637070738131 187:-3.833440026253971 188:-0.3427981698248255 189:10.86840956636188 190:7.185748108636766 191:-9.137808075108994 192:-1.208645047189723 193:6.442848565118545 194:-6.129130868810342 195:-0.5165365342322339 196:-7.633489810135259 197:-8.717967862682306 198:-7.771750636401428 199:-5.390600640258615 200:-7.079047942129013
+1 1:7.43065789045225 2:-3.352380412030617 3:-5.210650643858466 4:-1.757425205393659 5:4.579214752864355 6:9.576068798863862 7:-11.64297729190624 8:-5.715774247612196 9:6.824960207716058 10:3.337723270277206 11:-7.620384955454556 12:1.533810285484648 13:-9.424667513938324 14:-9.873627675760464 15:-6.032951129313275 16:2.517019229477253 17:3.828228912169267 18:4.101406427076491 19:-5.630129495756604 20:-1.005750563770599 21:-2.242523232956226 22:2.338853106683335 23:-7.453686901134762 24:6.230554829769789 25:-1.746562213483022 26:2.840105862651502 27:0.1829911271748039 28:-2.264394498187113 29:5.201299850562463 30:4.976966458985359 31:5.134992986203695 32:5.833179570423901 33:5.931426588543002 34:8.018092005475872 35:6.776267013298347 36:5.352463880195407 37:5.30372341218523 38:3.67297936799504 39:-6.476819772943641 40:-3.619407226287147 41:-1.787606447663094 42:0.05741320199506295 43:-2.381805516671221 44:-8.865691569051259 45:2.667634036758711 46:5.184856854183971 47:-11.58572943472244 48:-4.256374149467718 49:-7.141420686091775 50:7.164672028353662 51:4.362989413602843 52:-3.230316419978166 53:7.914521608745348 54:-8.044755351153732 55:-1.381637728504042 56:-2.439485336533122 57:8.631493646959287 58:-8.796200103129383 59:0.09469846459532238 60:-6.14890677227648 61:7.066737736429421 62:-5.68398379348676 63:8.881231233353265 64:0.429370157839423 65:0.2855242062799256 66:-1.68002727486239 67:-4.387456211760541 68:6.159158983510348 69:8.501877868563662 70:-3.022648496606036 71:-0.2696281303851682 72:3.581553018765344 73:-1.501352578308903 74:3.545539374454629 75:-3.044205127144729 76:2.090398260472323 77:1.605756000716126 78:-9.053673887420731 79:0.9530628321946482 80:5.051171013140554 81:-6.905122182522003 82:-2.531201136553373 83:1.569392424320433 84:8.060408965844772 85:6.016576405573245 86:8.458865071529475 87:-3.937097460677101 88:-9.538886808626724 89:-1.320545085105275 90:-6.544035099358346 91:-5.11464980729089 92:-7.057323418763366 93:9.12581876420569 94:-8.217078854550738 95:-6.500209244617912 96:-5.959415209149822 97:8.403192442019925 98:-7.9624284834711 99:-7.680937758397824 100:-2.566735391253425 101:5.804811321910985 102:-2.92256558668755 103:6.146933353846952 104:-5.67115508904584 105:-5.990553070389293 106:-6.996107481970362 107:0.08842756282522224 108:-4.003852586956331 109:-9.878585487047367 110:4.642439937107985 111:10.16639041913384 112:7.038650071125017 113:9.668499837146022 114:-6.189083007001538 115:8.654018147658281 116:-8.082672996336239 117:-3.321662915666458 118:5.026970761076977 119:2.54107153886061 120:2.258251781158566 121:7.97652695380011 122:4.144335095365753 123:-6.383377953248863 124:-3.569513113768427 125:3.147917274726373 126:6.317507104419493 127:-7.993812229239043 128:0.8092060006976949 129:6.705396516506615 130:6.336423754733389 131:-2.638562101743253 132:-3.80277840965334 133:10.32787582559631 134:0.3988655619668887 135:-3.917781112361459 136:6.714971114284958 137:-3.297274228000489 138:6.574636085725407 139:-9.144674845953572 140:0.4331764898748278 141:-10.82775902324652 142:-8.159282936111712 143:6.56485464792974 144:4.553869465324839 145:0.9557759343791209 146:-5.748138620215592 147:-5.336195742402138 148:-8.214882395170164 149:-1.553524002801226 150:-1.904191631714608 151:-3.884914528643866 152:4.841758898723623 153:2.93087446067971 154:-4.36310645210414 155:-9.09379995932956 156:-7.466123860239235 157:8.515342075561032 158:-1.768015734712429 159:-2.571011284531822 160:1.768423562322863 161:4.684561788322643 162:7.004069911130974 163:-9.803068344597444 164:1.789053559868695 165:8.264579458919702 166:1.283228258109627 167:-5.976359524396834 168:-4.974288079354118 169:2.50879550811722 170:-2.402256016090858 171:-9.134345677204783 172:-10.68710735654431 173:-4.816516773876105 174:7.616911572987211 175:-2.12982708943364 176:-5.697652443032752 177:6.845080679714338 178:-2.290461210082845 179:-0.8406825064025845 180:-3.85926743241206 181:2.578384235967189 182:6.614473020606494 183:5.8645205481658 184:-1.369445557073001 185:2.832380902215945 186:-4.518239070698346 187:-4.367992162598709 188:-2.444393736909311 189:8.709502791720679 190:7.285801265181019 191:-10.04702212060146 192:-2.315308891369231 193:8.753730342832624 194:-6.20417577858165 195:0.2449142304762942 196:-8.266545776031661 197:-7.691961850425132 198:-6.078819279279159 199:-5.372439697846039 200:-6.347240293122734
+1 1:9.798904618848315 2:-3.095370627908073 3:-5.482155617482889 4:-1.96120723638106 5:6.663913917407706 6:10.93399108537903 7:-9.249000036059968 8:-6.364766568201515 9:7.287109808814273 10:5.296202018827549 11:-7.475086398310098 12:4.236360160809913 13:-8.911629333782084 14:-11.1763758987973 15:-4.848756220307688 16:3.510194844331512 17:5.89383853975165 18:2.345269128629222 19:-8.351474205297833 20:-2.082735962365472 21:-1.916421181587871 22:3.424683914045093 23:-8.379292135642476 24:9.427094904197128 25:1.734610774174238 26:2.798836553370363 27:0.7423750198781216 28:-3.333077474225369 29:3.864166115692082 30:6.870444819919459 31:7.512280749596526 32:6.503077479592507 33:6.308547236244508 34:8.020571725815902 35:6.654374382650692 36:4.191997468751189 37:5.495722582242961 38:7.278680822666303 39:-6.977228086227077 40:-6.022042620933377 41:-2.479089732553304 42:-0.5396032538577813 43:0.06028267693108247 44:-9.238068181635583 45:0.2326140521909958 46:7.367249924100399 47:-8.673851048813495 48:-5.112424779232138 49:-8.773733906367051 50:7.823186942562793 51:4.781656293176615 52:-1.642173487395164 53:8.295997880457216 54:-9.902330427920505 55:-1.98938501751886 56:-3.7276309058055 57:7.459304300922885 58:-9.935409743132599 59:-1.225670553689007 60:-5.388529978696974 61:7.284362437878543 62:-6.722827166298893 63:8.240560972396864 64:2.079062390007851 65:2.023809569544966 66:-2.012952314177524 67:-4.819378055755245 68:7.69430660912605 69:7.917677603284758 70:-4.27626885333239 71:2.32337332859452 72:2.377199956637543 73:0.7106278281517981 74:5.370967172060693 75:-1.000508533630486 76:0.9636762768201419 77:2.475263956867562 78:-10.68750321484098 79:3.681953176830662 80:5.879873821604193 81:-5.351355278987057 82:-2.032790152461507 83:3.69990412756359 84:4.882820520863093 85:7.274324201597739 86:7.723819522650096 87:-1.762078991672495 88:-9.539110700568664 89:-0.5390096376414377 90:-7.160012788033794 91:-5.21789830798645 92:-6.385650614152819 93:8.569475504142195 94:-9.122126269304125 95:-5.96613720161622 96:-7.377972519068361 97:9.052660050507082 98:-8.37226670913036 99:-6.366034951956281 100:-1.622228031771237 101:4.399491017567385 102:-3.007113629826057 103:7.572135094923613 104:-7.625953313635471 105:-5.442172508427933 106:-7.774768320814118 107:1.850054944454226 108:-3.565052064726309 109:-9.364896400234754 110:6.655591026637363 111:10.83514873768838 112:7.08370393874799 113:9.164692788083569 114:-5.377657160796158 115:8.78816430875686 116:-6.931667978761052 117:-2.992194751632449 118:4.561460752251203 119:3.850179908848167 120:2.86683688131453 121:9.654956873713541 122:3.919064790660213 123:-6.111623257482358 124:-3.881268006296107 125:3.946431616863872 126:7.093793797362567 127:-7.61643057700965 128:-0.5396003891128011 129:7.090720626017426 130:4.446900957725168 131:-4.372848723480153 132:-3.938346444103916 133:9.388856725220283 134:0.9604041517100489 135:-6.078127451523898 136:7.81175657694379 137:-0.5215370719569039 138:6.438435704358367 139:-7.116952051244974 140:2.647273352349267 141:-9.326164219506911 142:-8.45011502399538 143:6.001746057234254 144:3.207190287282627 145:1.086753703321006 146:-6.394112363413475 147:-3.044443110138247 148:-9.065392867758669 149:-3.201573379690505 150:-2.320023410472219 151:-2.028483846195846 152:4.862944899482916 153:5.284931904078743 154:-4.239895748552209 155:-7.659370979832947 156:-6.444660753705781 157:10.0232241481886 158:-0.2970143992666467 159:-3.545598633148678 160:2.177773431421758 161:4.038073129382822 162:6.143699748372663 163:-7.68737191934888 164:0.3170330002266901 165:6.974500065419834 166:1.851623922086252 167:-4.266528095635359 168:-4.284396649470767 169:3.164782487724318 170:-2.672860329815209 171:-8.217964717082355 172:-8.906929367231115 173:-5.087418823242046 174:8.045377987848568 175:-2.615257497511097 176:-3.507536193205198 177:7.294391747839006 178:-4.364025088058366 179:-4.657925474410806 180:-3.080759702552874 181:2.384581769308059 182:6.659295696347108 183:4.935492999037966 184:-2.486049510911583 185:2.770346770507956 186:-3.584827225860415 187:-3.341418369093251 188:-0.8868333366357959 189:9.82786875808708 190:6.862674581275868 191:-9.527698432047259 192:-2.959876371147704 193:7.822663140002238 194:-7.950965395420717 195:1.067146048067039 196:-9.554745870341085 197:-7.085723291728184 198:-7.992426527141967 199:-2.843051544986049 200:-8.111465383212691
+1 1:7.404344040324668 2:-2.66707534052959 3:-5.843125965773929 4:-1.253074856970779 5:3.632122759970971 6:9.12574725939168 7:-8.647423658996921 8:-6.212641181404521 9:8.502946268982544 10:6.520196952213395 11:-7.564482399873097 12:3.360393832994065 13:-9.584040260021785 14:-10.11317265593022 15:-5.797969917263858 16:3.345133872758432 17:4.540532063067262 18:3.255182152931757 19:-7.260138548052307 20:-2.470056212552878 21:-3.186424320618083 22:1.893758332590457 23:-7.553184038439674 24:7.9382126837101 25:1.130573806915521 26:4.654817312188007 27:0.3129910497801813 28:-2.087946218246688 29:4.477038005257771 30:6.451119865188025 31:5.899919371670601 32:3.87875438000473 33:6.110521406795629 34:6.469776152751981 35:7.36687887201291 36:2.972732425489396 37:3.843533404751713 38:5.584154660232168 39:-7.77162719281618 40:-2.454695616956913 41:-1.16841667578648 42:-0.5955124932917955 43:-2.90266369828464 44:-8.977373885392987 45:4.355225519759751 46:5.181682230162366 47:-8.426173234609571 48:-2.812377201257978 49:-8.933412417015345 50:8.562451588555499 51:2.912919510272495 52:-4.213440485938553 53:6.074169871026692 54:-8.194208428670999 55:-3.019773420669561 56:-3.501439286605055 57:9.491250323575153 58:-8.814199895431896 59:-3.05031321217039 60:-7.299599666478769 61:7.992952776062776 62:-6.078984451902128 63:9.884575230119848 64:0.6819130243406251 65:0.9804403313192112 66:-0.3982012120224325 67:-5.774702280917976 68:8.543917867274402 69:10.47918842418013 70:-2.912363879838103 71:1.551320519483986 72:3.039125348328773 73:-3.055899103599937 74:4.502026083488881 75:-2.25920897162161 76:1.96676161436199 77:1.62270103586562 78:-10.58010908092563 79:3.711363499615493 80:6.36484210591166 81:-4.310727960279578 82:-2.545523270710031 83:4.738952517253843 84:4.612945923429247 85:7.546909880197554 86:7.647453077430275 87:-4.025134086582832 88:-8.011625200933814 89:0.2294647691821472 90:-5.592553565141159 91:-5.271658910063522 92:-6.394278003544347 93:7.998590367844361 94:-7.86439621449097 95:-4.447595048675641 96:-8.054803673495902 97:10.27099145287914 98:-7.181186397035728 99:-6.920887660953396 100:-1.286179929230817 101:5.643954060892072 102:-6.421176105002329 103:8.585359260216677 104:-6.730390903697743 105:-4.300453652843465 106:-9.197661207609039 107:2.880468335754314 108:-5.857061379550855 109:-8.500721149422212 110:4.620127370532684 111:9.873705061555805 112:6.375995008722131 113:10.44599398613286 114:-5.578830861928427 115:9.105012464243112 116:-5.861884641694225 117:-5.380308852723047 118:2.707579704437595 119:1.867571776165791 120:3.578614828870283 121:8.364533733789491 122:4.208521990642778 123:-9.018716461846893 124:-1.903297736275432 125:3.823127230434778 126:7.107718571991572 127:-5.778405416796609 128:-0.8229430173414655 129:5.969555771144873 130:4.271217673322001 131:-2.906615703519556 132:-1.092119910377786 133:9.863878934739013 134:-0.08439453132630331 135:-4.535912779254387 136:7.80554343373509 137:-2.89675909316422 138:7.81787762407163 139:-9.22362501774135 140:-2.131085817451706 141:-10.58683617722773 142:-7.951508375012819 143:5.867127445752393 144:4.649941591361008 145:1.312414487364157 146:-5.44790386093829 147:-2.233853193200106 148:-8.767831910543594 149:-2.458340103222437 150:-3.138458878033019 151:-2.142622061800006 152:4.114579385989332 153:2.096698807051814 154:-5.361302494918139 155:-8.024321626840303 156:-7.070124801548021 157:7.232688855314374 158:-1.247118270877091 159:-0.442438140164545 160:1.036065814921754 161:5.088750069605843 162:8.548554155389677 163:-8.79814033845453 164:2.957482450385266 165:9.346719169297744 166:1.606276377649822 167:-3.242994381825481 168:-6.611685602904254 169:4.31952346105223 170:-3.175987255135128 171:-8.767665105005856 172:-7.566855773356482 173:-4.496677518931866 174:8.940449302108989 175:-2.921853094074111 176:-5.645358571281125 177:7.680776686677763 178:-3.539216607398463 179:-2.4013107877306 180:-5.502647686888467 181:1.227322723421527 182:7.369467902363694 183:5.428584193627633 184:0.4263114635787707 185:1.746214283632525 186:-4.098850826250076 187:-4.16111773847167 188:-1.812801309620032 189:7.903562089721223 190:6.982637142816021 191:-8.897676422428338 192:-2.36872001873779 193:6.937312852504394 194:-5.55074232862422 195:1.398390935957428 196:-7.769853850699286 197:-7.143871948365621 198:-8.273259641153418 199:-3.826976482241692 200:-7.010167774303516
+-1 1:3.555260225509602 2:4.148732920569108 3:7.070423688180051 4:11.24534114528527 5:-9.456692224353862 6:-0.5332169098480679 7:-5.400990682030499 8:-2.691423986314649 9:-6.684098861364922 10:-6.334742123823213 11:6.635041140501412 12:-6.146060545301274 13:-9.250781406575248 14:-4.135069815469119 15:-6.983314392124275 16:4.5264400969497 17:-3.431284077296912 18:3.998584381437988 19:0.3635892789664192 20:-2.124980988186055 21:-1.105221570703968 22:-10.0617720399622 23:-9.728147032710233 24:-2.99548306878636 25:-1.152040669361517 26:3.574201451134855 27:8.605989931129532 28:0.5883217027070879 29:-9.813516100993809 30:6.498319190105809 31:-0.5506446605046491 32:-1.359559365649142 33:-8.87413993989478 34:3.361663384543365 35:-5.192941086641058 36:-0.2648231053138632 37:6.661728799287511 38:2.707429867406433 39:4.481357537556124 40:-8.356122571041553 41:-1.093630684577706 42:5.059783216688746 43:-7.331857982761847 44:10.02944083767538 45:8.850286392209716 46:-2.985145639047337 47:6.393654837704283 48:-7.137914607031281 49:-3.156791690204931 50:1.660896031412554 51:-5.124858398614933 52:5.852534967871572 53:5.423315596035026 54:-7.515753081073379 55:9.33338073465227 56:4.89119713473456 57:-2.70675136953552 58:8.496989882733669 59:3.675518171489463 60:-3.0209048369831 61:5.000356181513433 62:-2.358346977334898 63:-3.622274469215172 64:-4.198651033104186 65:-1.247688024612078 66:-4.148220146500986 67:-9.26756035183665 68:-11.46126918609553 69:8.21209114991626 70:7.64468101227502 71:7.879579467681834 72:7.923266211107895 73:-0.02737145166465016 74:7.613608327026453 75:-1.382645745255394 76:5.900816308879163 77:-3.080291712461507 78:-2.795808284212014 79:8.258891981264046 80:8.030442454061648 81:-2.098220664743606 82:2.207381799597365 83:-8.995298607812595 84:-1.439493436618984 85:-0.08280997806383794 86:6.787718466846285 87:2.164881692651296 88:-5.579012198982675 89:-4.463165538878285 90:0.5745787669952583 91:-4.076953301692846 92:-4.468072495422746 93:-1.299270603275722 94:-1.409108407686505 95:-4.403997774533686 96:2.604330822290335 97:7.430742691778757 98:-9.896715643872929 99:-3.255061470964141 100:-2.526252123454187 101:4.017896630349 102:5.457224845365245 103:3.524593270105345 104:-3.537074501255825 105:-6.451938422862545 106:-2.168056409423448 107:2.452240609276112 108:-0.8505145568592878 109:-2.650646274705438 110:-2.449021070618413 111:7.482115626949045 112:7.479152031352842 113:8.597209052794328 114:-0.1008958497038177 115:7.262008741225422 116:8.073698890895853 117:-8.960847161697275 118:0.8888454020609582 119:8.288372950457214 120:1.853910429070815 121:0.3263511977048332 122:-4.56530943289884 123:0.5032652545163416 124:10.69360209411832 125:3.077249091496781 126:0.3300001830017544 127:7.573385865316231 128:9.027510632154469 129:5.320450102693827 130:2.278379448487653 131:-0.4220319089724057 132:-1.779349484527382 133:-2.772099689717269 134:2.131578744705019 135:9.150459135084041 136:-7.495268818282391 137:-4.491489381082353 138:-4.590626279804816 139:-3.357260710731165 140:0.5126589009393465 141:-4.000147316178079 142:4.721472139931782 143:-1.294723886574152 144:-5.257020268587269 145:0.2399763154768118 146:-6.372552690307329 147:6.1295852932899 148:-3.237621510077509 149:3.98138923952559 150:7.04823528959526 151:7.180005671772085 152:-12.59127507235279 153:-3.205764948235429 154:3.983217480887901 155:6.581513668767389 156:0.3137166390438186 157:-4.654465659328757 158:2.759531645603136 159:5.42734910443676 160:7.914458795466016 161:-3.235894802739546 162:-2.776567312032907 163:-7.66606168245816 164:9.10922768193775 165:4.770960989685124 166:6.648336084414728 167:9.217109351786615 168:2.262780588078003 169:-6.430601352769425 170:1.749872704015496 171:2.835170935656895 172:-2.067548647453273 173:4.301750264816651 174:-9.274119468505418 175:0.3519411845649842 176:2.427888247165084 177:5.78033153566656 178:2.193819697793721 179:-2.691823070918631 180:-1.529936851679787 181:-0.2496804050131735 182:6.125386220532459 183:2.359282858511205 184:-3.754886032880471 185:-5.658381241474304 186:-6.050129298120582 187:-2.399801839604693 188:3.592129849618165 189:-7.971062967048489 190:2.460501058227979 191:2.345762246955239 192:9.454049086921781 193:11.00477876276967 194:7.587413724639243 195:4.737725426156923 196:6.391811345873354 197:10.05603230495156 198:1.461064096559235 199:1.529096860178713 200:-1.346322805117468
+-1 1:1.904195691619884 2:5.637794461308006 3:6.034833805737195 4:8.320414338335063 5:-8.338592196322356 6:-0.5032321577770673 7:-1.84903794810807 8:-4.764077450155594 9:-7.979989597158816 10:-6.422879367115273 11:6.072394011233897 12:-5.522284361667406 13:-6.19578517766829 14:-4.893189843364814 15:-5.448115855261541 16:4.425101760739332 17:-3.192883734498321 18:3.859908716760894 19:-1.002242372147893 20:-3.842714211008166 21:-3.841829506166632 22:-10.019462653223 23:-10.36239382601931 24:-3.596705955639473 25:0.6937125306458634 26:5.833576136949163 27:8.8846501769789 28:0.4036573277187132 29:-7.779872949304423 30:8.403906992337058 31:-1.512654643589383 32:-0.3945343969143883 33:-11.6887668335823 34:1.498971471237155 35:-2.65913639878366 36:-2.129419697473963 37:6.46136040855183 38:2.577286236320462 39:2.871337674799535 40:-8.916185764964107 41:-1.9602601353093 42:3.611872375204743 43:-6.857191509004979 44:11.30868402041828 45:7.511702020838258 46:-1.234026990506249 47:6.032631714023223 48:-9.544491414778564 49:-3.382437401673844 50:1.185213654707808 51:-6.786479370925425 52:5.909791398231825 53:6.6802625210915 54:-6.843101919969824 55:10.85592381459223 56:3.012321984044408 57:-4.059411968461036 58:7.469505808376535 59:1.725517825085961 60:-4.102274703658035 61:6.143316718801349 62:0.711352480211122 63:-3.186110080952783 64:-1.346475982576935 65:-2.12760566848705 66:-5.051638668301592 67:-7.200387173384893 68:-9.525783918967397 69:9.850962721876197 70:9.329727450288146 71:7.165886032251201 72:9.070318643213584 73:1.240501075725286 74:6.492280059636569 75:0.8491799088918297 76:6.185791216552758 77:-1.2917186171333 78:-4.255337042373576 79:10.07356845743263 80:9.496802335438925 81:-1.693212839012431 82:1.300164155576941 83:-9.461667688284026 84:-3.014420515400457 85:-0.5806717656780356 86:7.478048118028439 87:2.115368105079491 88:-4.380428855174202 89:-4.336464146727648 90:0.9493378484621942 91:-6.634183375953857 92:-5.359645526014988 93:-0.1673504657372378 94:-1.670598662251844 95:-3.426239061008106 96:4.052546231194414 97:5.994788032245921 98:-9.056889297595884 99:-2.662184435471235 100:-2.907829875781138 101:4.314123994688718 102:4.918864359686409 103:1.154482666745381 104:-3.579974004473586 105:-5.360374446911512 106:-1.831074567004862 107:0.6839904472176864 108:-0.1533296151806125 109:-1.431408133408474 110:-1.53329449058197 111:5.768180857988457 112:7.423568932021412 113:9.060246359480416 114:1.815969422774952 115:7.016909274543824 116:8.338206290385989 117:-8.953453434989173 118:1.485246767595909 119:8.227690870592717 120:0.6752991687894443 121:1.491910695270393 122:-5.019669414419372 123:2.298026032144245 124:9.357934113900599 125:4.027950203631385 126:1.510124085030772 127:8.041505848248281 128:9.919549445080154 129:7.15963837785966 130:2.044939148402164 131:1.07678757305783 132:-1.338530419075011 133:-1.728839871585692 134:1.436639377822551 135:8.097242752577195 136:-7.210487498037303 137:-2.688725177150297 138:-3.610157864037419 139:-1.674225241957767 140:-1.630700776586014 141:-2.367909907109623 142:4.286204044150765 143:-2.223604862574994 144:-4.018565337663396 145:0.8625290175112164 146:-5.940246958165635 147:9.997891074769017 148:-3.195785964110335 149:4.62736331234932 150:6.298236886404192 151:6.976479874154471 152:-7.650600374095539 153:-4.32373462105711 154:4.363377182659724 155:5.374294058422539 156:2.262681961847569 157:-6.187715625798617 158:2.613367365888136 159:1.760248065499519 160:7.596341917889316 161:-3.75003824928612 162:-2.985703628959893 163:-7.815086174104785 164:7.187429651739402 165:5.091967484035032 166:6.188675390218228 167:8.615285510622334 168:0.5216894275170786 169:-6.511097868164225 170:2.767202962243368 171:0.7576259057160051 172:-0.735714967277788 173:4.668785885427141 174:-7.728785304367277 175:1.216427037127689 176:1.730613616402611 177:6.515338113502502 178:1.469253743392274 179:-2.72323745223033 180:-2.787880963535387 181:-1.709563258728884 182:5.325213620452664 183:4.10678942486499 184:-4.503533121988781 185:-6.878306603171136 186:-4.961436837766879 187:-2.398284128247249 188:1.928462860863695 189:-10.42211918618969 190:2.765123515357776 191:1.98742383753654 192:8.914741096068928 193:8.700621312140182 194:6.67244412084017 195:2.863767034825702 196:4.676637983534275 197:8.843747761164121 198:1.699703984183316 199:3.190561617836808 200:-2.502975003258607
+1 1:8.579175472237118 2:-3.470074559330818 3:-6.660664621665788 4:-2.873203154082743 5:3.346484254956358 6:9.731343405793933 7:-10.52969390556279 8:-6.40228391732513 9:6.709234009627839 10:6.615284151002273 11:-8.024784902802335 12:4.366506995471848 13:-8.849145868521054 14:-10.71293188174389 15:-6.018811060029908 16:2.255404053826869 17:6.630760463305134 18:3.527163628963163 19:-6.607149464075883 20:-4.163196602013342 21:-2.305154771389139 22:3.121874213544531 23:-7.340335796631318 24:7.814907898709324 25:0.62797262855136 26:4.189662661301851 27:-0.3279077211728686 28:-3.353047838294678 29:5.751674106414861 30:5.868370906988378 31:5.914540416988907 32:4.158874861131475 33:8.215315184665553 34:6.504941797961148 35:6.823613444569403 36:3.909048868175878 37:5.152890154230496 38:5.170209694326179 39:-7.77656762214535 40:-4.149968256472829 41:-1.630704743337846 42:0.1345216927034977 43:-2.422216450321248 44:-8.252841118262433 45:1.725628242416808 46:7.522614579978547 47:-10.58411527387649 48:-3.426030901367872 49:-7.486055080664342 50:7.112989051170377 51:4.768669576879783 52:0.08540101244432075 53:7.804746457216815 54:-8.401798119925667 55:-1.14450702490305 56:-3.286908974444763 57:6.873495224432776 58:-7.713488308373641 59:-3.47085006458495 60:-6.733324079213573 61:7.408169360499125 62:-6.189911124743182 63:9.291558690111165 64:0.411720690725197 65:0.0903222190812768 66:-1.778221167150118 67:-7.630274686724416 68:10.05939389235409 69:10.08553798752827 70:-5.162908384406506 71:1.451217650841226 72:2.750854410023895 73:-0.5920746004506289 74:5.023286308972635 75:-4.110124843300807 76:1.003450758619388 77:2.484030981828509 78:-8.886297447376979 79:-0.005224880094535145 80:6.146113037248702 81:-4.817597417045222 82:-2.712228779804805 83:1.444748392262014 84:5.366594295236292 85:8.25769587986502 86:7.401928529826924 87:-1.877694543287615 88:-8.933050475845752 89:-0.6582841438617413 90:-8.145375175852454 91:-4.691943054567063 92:-5.788431491145507 93:9.357104918256042 94:-7.348798513367373 95:-4.793508540092641 96:-7.068175949986607 97:10.97817594493358 98:-6.97436162028936 99:-8.100482335499764 100:0.4924811269303599 101:3.363190152343897 102:-3.64266830109079 103:8.458121222111753 104:-5.824946972004801 105:-5.142666431960961 106:-6.32105323333267 107:1.412248592497096 108:-4.053804429208379 109:-8.999127028237071 110:6.248116873163077 111:9.495345000594634 112:5.784190954794916 113:9.33387016833016 114:-5.84060271266173 115:9.854789389678086 116:-7.898457062990479 117:-5.001021248708994 118:6.101714625984554 119:1.698367231243888 120:3.801440530152361 121:7.703586877301972 122:5.114484773108151 123:-6.510462431136544 124:-4.869160737943608 125:3.956965516131028 126:5.183404039549321 127:-8.565163932193867 128:-0.5601410843722275 129:6.047928809285673 130:4.496914782769147 131:-3.339258094276254 132:-3.427554497798852 133:10.46757919300437 134:-0.4095204022418015 135:-3.071104278150171 136:8.553559694702049 137:-3.460500653589001 138:7.793288642743935 139:-8.385719288262422 140:0.06603885721348668 141:-10.40016175438214 142:-7.202795075902087 143:6.27270749239025 144:3.26610166808955 145:0.5983622772952704 146:-5.176755089281754 147:-2.556489471007889 148:-8.268834449334076 149:-0.8855111484993198 150:-1.245894587789808 151:-3.277061940276688 152:4.901227516262683 153:4.146140625630379 154:-3.060790145859065 155:-8.870336193748404 156:-7.564117337408371 157:6.89772360521989 158:-1.844851489551958 159:-2.53001826590115 160:1.286392034370281 161:4.068631756349333 162:6.775110606218066 163:-9.879906328217984 164:0.8289266944763851 165:9.694799219592767 166:0.5415821659708686 167:-4.780379960838273 168:-5.19894637671345 169:3.644720462296095 170:-0.9242230584784943 171:-8.28172476509009 172:-6.864361688471512 173:-5.388428017858556 174:8.029109780385642 175:-4.552112357112285 176:-5.952126776478311 177:7.078390841540269 178:-4.7898696125717 179:-5.199542073374511 180:-4.184156998730938 181:1.987674305765069 182:4.085126330215648 183:4.855166498705709 184:-0.2106887268937675 185:3.48611728102121 186:-4.48152034557871 187:-3.844447658436751 188:-1.456782092769846 189:9.90839731988004 190:6.297359273840057 191:-9.039927553745764 192:-3.384955184896819 193:8.152563752499416 194:-5.825654047786413 195:3.061322387446709 196:-7.206326918091613 197:-9.037057139054021 198:-8.470543738051051 199:-3.415867228047797 200:-6.165782551395026
+1 1:8.426454880259595 2:-2.997286254579957 3:-3.690867777272311 4:-2.49096973813788 5:4.574851177878432 6:9.629446820064196 7:-9.779545185841448 8:-5.376608505921067 9:7.061200850997755 10:3.700031015597947 11:-5.680784846571317 12:3.193418806112501 13:-7.124077128307885 14:-8.987826663253422 15:-3.821214649766055 16:2.931605207016939 17:5.532540830953256 18:3.307581548099305 19:-7.032128350886343 20:-0.6705230891145241 21:-2.613356972888919 22:2.221944390342195 23:-7.909541092700081 24:8.032564909664838 25:0.9313049139794737 26:2.668034410202657 27:-0.4525406747948745 28:-0.902445839689701 29:4.98216734302948 30:5.170076652557839 31:6.340427919411766 32:5.744913073695506 33:5.59979494260805 34:6.136372109810383 35:5.765223642208431 36:3.955905479224776 37:6.842597913617664 38:4.870105653764581 39:-7.51532217334838 40:-3.802578613956619 41:0.5004798058062168 42:1.036482938066118 43:-1.64448966623011 44:-8.515632313293386 45:1.202969436156273 46:5.909728188157406 47:-10.41932226566938 48:-4.566345947564165 49:-7.609042966581587 50:6.624973645659042 51:4.934959300974592 52:-3.405113701599388 53:6.526193810412581 54:-8.276882716224993 55:-1.536876363512779 56:-4.741768315958382 57:9.365015155061434 58:-7.997057726257128 59:-0.7171700398964476 60:-6.113630100734018 61:6.351660534554452 62:-5.35027433275708 63:9.427128909627271 64:1.200786301830695 65:-0.6907056341782225 66:-1.855820316899175 67:-4.957463948224631 68:8.316785512678322 69:9.338071050000279 70:-3.209037866988779 71:-0.00955641082128289 72:3.852185653502558 73:-1.226424857659316 74:6.915991318723804 75:-4.338367058478783 76:1.199297461191436 77:2.294568445939067 78:-9.40844012506885 79:2.816211240961605 80:5.986855171344053 81:-5.208352788631895 82:-4.857430752815668 83:1.331370733932955 84:6.130493183882646 85:7.023077158765941 86:6.383160608503289 87:-2.658805566503172 88:-9.168487343729112 89:-1.895003764520626 90:-5.493699326629154 91:-4.501705666006482 92:-7.440050991809444 93:7.755686977477952 94:-8.555213589252562 95:-5.565490092552463 96:-6.104173713262614 97:8.904912745359075 98:-7.948971050258768 99:-7.034533750414159 100:0.4021777843567447 101:3.871213356805908 102:-5.03862699747185 103:7.02533109253942 104:-5.691651470411886 105:-6.21785813784161 106:-8.125904375180625 107:2.452524507686197 108:-2.681236631793864 109:-8.897846327658709 110:6.837635683068457 111:9.772177249470133 112:6.10303634332885 113:9.407483444709898 114:-6.951174630322243 115:7.937905487589061 116:-7.468873270600541 117:-3.875039810675347 118:5.227059519045817 119:2.691123347774977 120:2.444434490311926 121:9.336560688993487 122:5.696788194641413 123:-6.481069139470248 124:-2.93931894372203 125:2.628625396254019 126:5.666082420751535 127:-8.721570495089141 128:-1.835061307410867 129:4.381822621111326 130:5.378918854877796 131:-1.796044664903926 132:-3.773765560602745 133:8.00779326565543 134:-0.385495594490055 135:-3.463666127218433 136:8.069666051290209 137:-2.510664427923552 138:5.201644783306886 139:-10.35432377216007 140:0.305710292170877 141:-8.955216736499246 142:-7.655966323535412 143:6.017924455724293 144:4.598150058633286 145:0.9953484749677374 146:-5.488933037310306 147:-1.451596983556721 148:-8.189167370498568 149:-1.127039059961771 150:-1.175391154602125 151:-3.272949356569833 152:5.861241354956743 153:3.668612917330176 154:-5.514193829303347 155:-9.552542138775653 156:-7.225717114663139 157:6.676610570342841 158:-1.789957866158738 159:-2.751495166099355 160:2.68133551045685 161:5.697364979844139 162:8.328502421455198 163:-9.758271576953417 164:3.161307087983287 165:10.01477563247544 166:1.077695218365122 167:-3.968818348012782 168:-5.468670494781693 169:3.481897047082135 170:-2.436334692776529 171:-8.720168397952843 172:-8.297712823873081 173:-6.566655846481136 174:6.660989320253052 175:-3.382936755785107 176:-5.058998890048898 177:7.397577485427558 178:-5.394105886100911 179:-1.038245521096612 180:-3.71563273054022 181:3.111132348865867 182:7.004963546004164 183:5.919524265746775 184:0.5652977593791666 185:3.401309647423986 186:-5.993581127642949 187:-3.895177938670813 188:-0.501618883511505 189:10.84078880898547 190:6.967240317021233 191:-10.4546960876767 192:-3.970531725271273 193:7.334482385317759 194:-7.958686293407434 195:1.231589882697196 196:-6.529179464261578 197:-8.334897674546314 198:-8.855301687645868 199:-2.763170655646667 200:-7.721485873734629
+-1 1:4.831769439253522 2:2.929367119624946 3:6.278225247103887 4:8.30459293688673 5:-7.492445425936491 6:1.049782902001794 7:-1.431393687753315 8:-2.971457073190126 9:-7.190212970449456 10:-4.901379377373159 11:8.876223780529745 12:-5.599795655188572 13:-6.756842865104996 14:-4.131180612672332 15:-9.512258997625631 16:4.325155601334362 17:-2.837524412815087 18:4.589450776740691 19:1.436148813780376 20:-2.61765352133352 21:-1.951207142412696 22:-9.270419641935653 23:-10.62730530223089 24:-2.062625578080722 25:-2.287141159552427 26:4.249903244600307 27:7.937036956060264 28:0.3178115850869756 29:-7.956050101454025 30:8.589658990586978 31:-0.06288804326775033 32:-0.007420727817942785 33:-7.410697619745954 34:1.497118286248083 35:-4.21704042554468 36:-2.06649092295693 37:6.127530192962799 38:4.060599174780966 39:2.734827516194329 40:-7.823114705974446 41:-3.841423448952791 42:2.365432621182333 43:-5.979948983245645 44:9.879575208145054 45:7.273727175251347 46:-2.176368429016974 47:7.760170909834676 48:-8.69078871235771 49:-3.033621010328545 50:1.740601305185113 51:-6.468144538013885 52:5.139502681370771 53:7.320078091722049 54:-6.637278690696363 55:5.837884431919137 56:5.851740154720876 57:-2.425611600106641 58:6.289992173152214 59:3.431180902778393 60:-2.143948095278233 61:7.308240123281719 62:-1.787209063665952 63:-2.454973641180635 64:-4.388593320411621 65:-2.28147318811672 66:-4.973269947909948 67:-10.56792226549385 68:-7.714133940002859 69:7.872155143405668 70:8.534611220865324 71:7.449832618618876 72:9.15246790425474 73:-0.2509262207896848 74:8.585019850273403 75:0.217514579549702 76:4.767479925190742 77:-2.108487315857818 78:-2.569762981633883 79:6.311979296811664 80:8.711544995231858 81:-2.440076471818476 82:1.056401496343117 83:-8.007904420649398 84:-2.751436400517291 85:1.296554414284925 86:6.506290506400862 87:2.245666654470843 88:-5.708310072717568 89:-3.16492929034968 90:1.121733685575083 91:-6.956918198089081 92:-5.795757379431847 93:1.401795854792748 94:-2.574183096755152 95:-5.190959604023415 96:5.779819467976302 97:6.249914003965501 98:-9.32691290673754 99:-2.701499650886067 100:-2.196768479746464 101:2.588257622723979 102:2.739233587056062 103:2.189496490653542 104:-1.595369964874445 105:-5.648692738168931 106:-1.777386778884249 107:4.440257152577794 108:-0.7232842366965324 109:-1.847102627095587 110:-1.207555293282847 111:5.000404339878787 112:7.588318745412717 113:11.51926793650146 114:3.083394518350675 115:8.234513001064126 116:8.189015390664757 117:-6.754855991579162 118:1.681414062367341 119:7.696119678789207 120:2.813004110926829 121:2.61781196138051 122:-3.285469619218893 123:2.62485644432642 124:9.855720569413625 125:3.679346774258978 126:-0.2803261126685754 127:7.032909213677017 128:9.085176902999757 129:6.190348578039883 130:1.629842356443806 131:0.4044778429152118 132:-2.919252931290247 133:-1.102951953929709 134:1.362642074326684 135:10.85547853865436 136:-5.602630351468456 137:-3.914599415778644 138:-4.000357956359063 139:-4.745873179515142 140:-1.081753682560822 141:-2.427244088270677 142:5.391817693017121 143:-0.8878785412265955 144:-5.142378209911689 145:-0.1466426674297773 146:-6.158573432016487 147:8.660689743152377 148:-2.377492482333722 149:5.459079243123394 150:4.858422627993978 151:6.14551491210934 152:-8.49398086155192 153:-2.541480410740111 154:3.397150263332907 155:5.673284185351691 156:0.4792317891725348 157:-4.146604987800481 158:0.8499864684073577 159:4.76377367865665 160:8.872273781381349 161:-6.220374116086282 162:-1.079250907830437 163:-5.382171350707208 164:8.298485067286588 165:4.550463188344093 166:6.397601464653642 167:7.03229667230115 168:0.8853193692503929 169:-6.824536242287017 170:2.131581140233152 171:2.027619833813341 172:-2.753409543679232 173:3.856440578332377 174:-6.351345850210861 175:3.485431748541971 176:2.749765360347165 177:5.508531638450606 178:4.149991669439034 179:-3.135215415983946 180:0.8026163131594879 181:-1.41799719797531 182:4.737036446225197 183:3.233457782200723 184:-7.20335091568622 185:-6.634218001846803 186:-6.484558097046801 187:-2.796866207585992 188:4.96877140390267 189:-10.75399999058701 190:1.052930883743776 191:0.3170848701535953 192:7.75302598723497 193:8.827239649250973 194:6.805005276156946 195:2.215295228348203 196:5.700137671950163 197:6.594478333272546 198:2.320775307462753 199:1.791703803437117 200:-1.308527901003874
+-1 1:3.25416437900635 2:4.81157779415548 3:6.506691445349312 4:9.649902531212089 5:-7.344280562404631 6:-0.4283478801018084 7:-3.649853059617375 8:-3.180762343861338 9:-6.565023045211943 10:-5.270120848169229 11:7.811483911081102 12:-5.497853978952129 13:-6.4356544521317 14:-5.520247679359376 15:-6.756383451460088 16:5.288190659414794 17:-4.129700635604056 18:5.218374095676039 19:0.0389115538127856 20:-2.816594767707272 21:-1.685294137958756 22:-8.379828595369988 23:-9.028596980860344 24:-3.82649108988582 25:-1.897405875908062 26:3.230852274320368 27:9.42564313162984 28:-1.381391106097546 29:-9.036397995868235 30:7.675549548537883 31:-1.184445745188735 32:-1.764170941393437 33:-8.996340401844488 34:3.726834553792607 35:-3.1047414737131 36:-3.07466044688486 37:5.604236934242067 38:2.22307596588095 39:2.826699400048006 40:-7.121940182515127 41:-2.303682524805478 42:3.68164082504846 43:-6.840117272380985 44:10.14802075196583 45:11.45687201532049 46:-1.316212790309758 47:6.012389946667009 48:-5.750050147389826 49:-2.989427421196301 50:2.513557187686084 51:-7.413186147745522 52:4.248197616597858 53:7.824799570006315 54:-9.131635154111706 55:8.414940213226572 56:6.442392671619178 57:-5.005403832836524 58:8.089408886769776 59:2.144495111069863 60:-2.166016561547022 61:7.603617218942167 62:-0.4685839774931032 63:-4.310109747545034 64:-2.930062278154145 65:-3.593981803727659 66:-2.826572824064101 67:-7.780143498532629 68:-9.089703014984046 69:8.466889522177645 70:6.583856241897843 71:8.393374331777963 72:7.989059305562646 73:0.9337084247975264 74:7.352390402690312 75:0.7432635169813497 76:4.220176907200279 77:-2.737845648079406 78:-1.695136679657432 79:7.557958410860663 80:9.230076620730372 81:-1.251292586757904 82:1.188566723813466 83:-6.892362886951286 84:-1.489542004780334 85:1.702241775742657 86:7.588281067036188 87:3.501520292361427 88:-4.419448323316896 89:-4.718322338768547 90:0.5511407428828866 91:-5.860146615344955 92:-5.858178838876498 93:0.75923743761858 94:-1.517264143159298 95:-4.666698216580699 96:3.254400979428354 97:7.669260627226694 98:-8.963148427183043 99:-4.246638035260459 100:-3.954169451775056 101:3.677291212644428 102:3.456041505138799 103:1.362890030292967 104:-3.431993851925689 105:-6.313310761722887 106:-2.804649407448096 107:-0.2849715694034298 108:-1.85230185088746 109:-0.3674130213993567 110:-3.475519167075249 111:5.928778556514661 112:7.476525032986158 113:8.334781471528384 114:0.9057444270610859 115:5.494475725295995 116:8.17981345903581 117:-8.430149645392458 118:2.561076886272641 119:8.178611301925725 120:1.230001464067829 121:2.371455457937433 122:-4.482626231292745 123:3.230090010375857 124:9.678747229108358 125:3.485134712809415 126:1.236231444934906 127:7.276926336154442 128:9.288775544735554 129:5.45486906118033 130:1.828895757724147 131:0.6428049187860538 132:-0.8438580288768255 133:-0.4152478152586307 134:2.420022285805183 135:8.423853585851919 136:-6.641474064380587 137:-3.430802993402615 138:-4.318642673999034 139:-3.432456924271564 140:-1.234681959876198 141:-2.21983533288266 142:5.683247500042944 143:-3.162159296309544 144:-3.638352146571567 145:0.7169165326785567 146:-8.032694869514822 147:6.543249156552051 148:-3.031011541761476 149:5.811207924432097 150:4.178696715974441 151:6.935731225286969 152:-10.32638833153857 153:-4.408850795062932 154:4.484878464178166 155:5.284520146905707 156:2.185625735739813 157:-3.607380963659703 158:1.474564933440343 159:5.51002639655541 160:9.244487319162877 161:-3.111027089797867 162:-2.831098934036314 163:-6.452424656593666 164:8.898640334966208 165:5.25004218313006 166:5.249550162537254 167:6.987078627060586 168:0.26740373484865 169:-5.842566846593976 170:3.846546457332025 171:2.135581409536588 172:-0.1543910217228328 173:4.634813666992144 174:-6.471101198130597 175:0.3514554270876902 176:5.090096423542319 177:6.035432080821261 178:2.054625077500835 179:-3.763483005365028 180:-0.4239379820711284 181:-1.519584807380415 182:6.674075743886406 183:3.511714415532484 184:-4.086720214839559 185:-7.677792517575459 186:-4.752596163923181 187:-1.317376058685376 188:1.667407337777898 189:-9.896742374970836 190:2.39412243123323 191:0.7622474836050575 192:9.249318540976496 193:8.752628800851593 194:7.390738457142358 195:1.53751034991624 196:5.651302570762203 197:9.304190484511217 198:2.141755425032497 199:1.350741179438697 200:-2.028686827777202
+-1 1:2.929112660227771 2:5.09073730229617 3:6.160330113762559 4:8.779591262210319 5:-9.451711707797754 6:-0.5976393429694107 7:-5.182100704343704 8:-2.408976702880604 9:-6.876885816531748 10:-4.859412973776355 11:6.585160396344031 12:-6.883999657494374 13:-7.572710890783706 14:-3.860921828586477 15:-9.533527100273911 16:4.665733079826806 17:-2.063437310386623 18:6.117772184815862 19:0.7033671171998102 20:-1.236581930292916 21:-0.1161149118345086 22:-9.796133648958254 23:-10.22846502092233 24:-2.608718241186229 25:-3.394866328613149 26:5.048052376184742 27:8.194388300857623 28:-0.627207110063524 29:-10.38585590222608 30:6.694906131917302 31:-1.37438042219448 32:-1.30267888601396 33:-8.946366871342491 34:1.543099079272002 35:-5.009622372688789 36:-2.659849157791176 37:7.053778255155373 38:4.291457492574187 39:4.395915708933405 40:-8.693814000887032 41:-2.222216589822906 42:2.938764562398545 43:-7.599644745547374 44:8.229954425560638 45:7.506186160992076 46:-2.423461405651584 47:7.813558035237401 48:-7.898595733998254 49:-1.713915069525637 50:2.090455988445846 51:-7.386929620181768 52:5.148870906372165 53:7.063720555501299 54:-6.770782600871848 55:7.488134568058143 56:3.431309525387687 57:-3.048571595703776 58:7.788010941397878 59:4.110702916829244 60:-2.780110820587502 61:7.970123310667597 62:-1.584463659938654 63:-1.670054676303716 64:-1.483870854041965 65:-3.055041149474435 66:-7.632755655171513 67:-9.41633427559856 68:-10.05704709698732 69:8.727197520186856 70:9.460531859805414 71:9.268331637509622 72:10.96746377026809 73:-0.7277577249679319 74:7.425877837217621 75:1.533277543081761 76:4.561517532452688 77:-2.633641994281986 78:-1.428080536351946 79:8.819837354935114 80:9.678884257111505 81:-1.144429183491597 82:0.4007254800079834 83:-8.628296908751816 84:-1.756520586069543 85:1.543920859961285 86:7.523360186240867 87:1.926903089927165 88:-5.505106249610631 89:-1.611180824288366 90:2.529653735999915 91:-3.561908317631834 92:-5.470016842572193 93:-0.6085698355789735 94:-2.635230712685715 95:-3.12050346460117 96:2.801554612026365 97:8.191301045365732 98:-10.85334569652753 99:-4.785807523407321 100:-3.66048058555719 101:5.278891028286248 102:3.588447601362684 103:1.240528421416387 104:-4.676573037839889 105:-6.098581905001057 106:-1.001747711016331 107:0.1402000762108058 108:-1.417948227044117 109:-1.917459039593169 110:-2.244353744176277 111:4.615890611872866 112:8.541514926100739 113:9.753835650419106 114:2.089979245953903 115:10.09251541773946 116:10.36703635179729 117:-9.778980562670807 118:1.844716572996787 119:8.702623961240871 120:0.8732168408747207 121:3.638263000522102 122:-3.022121242599748 123:2.55540339632517 124:9.579031992149142 125:2.765762928001999 126:0.2873983250522361 127:7.922437373925799 128:8.271816531164616 129:4.367770020108127 130:0.8883726267914638 131:-0.8429628318751698 132:-2.267804989407292 133:-2.84051573621265 134:1.129327358301227 135:7.840107344597064 136:-7.963051871674906 137:-4.050829842136814 138:-4.198566830804986 139:-2.329371545226977 140:-1.390667504066788 141:-2.979807164440814 142:6.448621074603969 143:-1.750986210233197 144:-3.837446543602835 145:0.09617848014026573 146:-4.237656869778979 147:6.478240082465774 148:-2.87039421811549 149:3.990619967355501 150:6.50805693418102 151:7.900504980894127 152:-9.364883694669716 153:-5.314376365706417 154:3.133411996051446 155:6.825283247068569 156:3.091095115111451 157:-3.91526042670258 158:1.163542496710355 159:3.557232203975685 160:7.934255927986295 161:-4.199684362677383 162:-3.033893901968631 163:-6.279214542936425 164:7.638270148653758 165:4.223217666535305 166:7.70355200240494 167:7.183746642617893 168:1.608430920733207 169:-6.653250609980791 170:2.158981412925433 171:1.986282280637341 172:-3.12764698013021 173:3.714752859476869 174:-7.230385459945875 175:-1.165499395227156 176:4.154110838077232 177:7.816008036490887 178:2.913164547067166 179:-1.21784587210174 180:-1.155211298515719 181:-0.5362157490534396 182:5.531990059689671 183:1.30404166156634 184:-4.353574364393364 185:-6.267371706367782 186:-7.219225164013903 187:-2.867098350542547 188:3.092319102789838 189:-8.613602448094268 190:2.925263037421247 191:0.7210236144624105 192:9.794464578226709 193:11.87382554285735 194:6.966997996414435 195:2.370712324443699 196:5.350774131983608 197:7.046015795695117 198:2.428005360460166 199:1.461438364315294 200:-1.129881601296627
+-1 1:3.676803169489808 2:5.728117636033363 3:7.032798461080352 4:9.767069722115448 5:-8.708941578634199 6:-0.4985725623204189 7:-3.67732947009266 8:-4.057886918386108 9:-9.919530353584758 10:-5.518432139032961 11:8.974610109464139 12:-5.717054818948633 13:-8.96426347564759 14:-3.330924754401224 15:-7.900245149831096 16:5.377709107082685 17:-4.326459355550837 18:5.218673190414408 19:0.9866669296204431 20:-1.509291687117403 21:-0.8031987708512365 22:-7.909007828221436 23:-10.38604932734658 24:-3.683483841849776 25:-1.769287876206601 26:5.781859295456069 27:8.674561529738828 28:-0.6163024986405892 29:-7.7106168730989 30:9.067718725462967 31:-0.4921000711444985 32:-0.8833826766294115 33:-10.51399886726955 34:3.06852627015228 35:-5.322831130706073 36:-3.175054826628831 37:5.850465798033195 38:4.552794823089088 39:1.312431333194793 40:-7.823883861863862 41:-2.30190142120733 42:2.517063534013609 43:-5.877147812237499 44:11.10254491316122 45:6.702855719721516 46:-3.202163011980898 47:4.961642792353238 48:-8.242426339358051 49:-3.162060594981268 50:2.330999020115617 51:-7.66469069256944 52:5.236692839118063 53:6.356550069385951 54:-7.696366527269076 55:5.938019699049834 56:3.844522268007158 57:-2.610005036231528 58:7.886233821163362 59:3.445864587221521 60:-2.337221089017941 61:7.355736101533628 62:0.3366583196283981 63:-2.459738964758833 64:-2.587377759294099 65:-2.078890147462598 66:-5.845189327198597 67:-9.449031846835075 68:-8.799220997822379 69:9.216759382002708 70:8.505740448401871 71:7.735602484926497 72:9.417537735341037 73:-0.4191151216135356 74:8.058881261834539 75:-0.4406669397528274 76:6.964198418625376 77:-4.107063391147636 78:-2.023525339852428 79:9.417106578936803 80:7.926654616369873 81:-2.604090341112564 82:0.200876273204573 83:-7.951046912552445 84:-3.52824872642219 85:1.875029694284109 86:7.21150236075045 87:0.3083656847074265 88:-3.221830294035652 89:-4.604118136280711 90:0.9481150886706817 91:-3.514935264840327 92:-4.043808519705416 93:1.778791599255531 94:-3.540999424023392 95:-4.365260038313067 96:4.91777755691074 97:7.699104063280582 98:-10.50035599066232 99:-6.010180074904709 100:-3.83724743718729 101:4.758688941149758 102:3.12842141587805 103:0.3091071462691968 104:-3.013912381484029 105:-5.167036898670998 106:-3.070841062558526 107:1.230133438407656 108:0.806594434011024 109:-1.496895519368532 110:-1.786990155759333 111:4.02315944046379 112:9.448389164824421 113:9.243315144134248 114:1.796644636528022 115:6.666548715087729 116:7.049413261263258 117:-10.7579649125374 118:4.326835197788373 119:8.395556861071585 120:2.13246789105158 121:1.147114077179029 122:-3.197192681721353 123:1.938129801677801 124:10.26141795291179 125:5.279673000143569 126:-0.9386156087094744 127:7.638161041632931 128:7.16808488322533 129:5.915918373549816 130:0.1796468980120304 131:-1.160369041646281 132:-1.801689737099639 133:-2.774404892656344 134:1.067009728993416 135:9.799202182519723 136:-8.223214230490445 137:-5.314066265702288 138:-5.168101785201414 139:-4.282317189688463 140:0.445138395334598 141:-3.196447821190762 142:4.835588235726549 143:-2.067993053676019 144:-4.584396488712736 145:0.7373758840315039 146:-5.504000004885426 147:8.07694006153543 148:-2.828379212314982 149:5.339899001964304 150:6.043447980058843 151:7.445772524062244 152:-11.33302115109265 153:-3.309397433345985 154:3.423286859792209 155:6.469356615878891 156:1.788548400111308 157:-6.367266181800916 158:3.110266281765862 159:5.142246984511641 160:6.552314189685189 161:-3.501916584768194 162:-2.706413257640238 163:-4.582914464368802 164:7.594078339645403 165:7.076031144704533 166:6.813884154681553 167:7.26438102657898 168:-0.1257066507484585 169:-7.562863022335002 170:3.892413383122338 171:2.982917209073372 172:-0.3197385075770565 173:3.783899034364067 174:-9.170346968459874 175:3.957155468362594 176:4.909644695822002 177:5.256298835072371 178:2.77350665424781 179:-3.241466494129706 180:0.9209901192976311 181:-0.8495311051387577 182:6.83526997857633 183:1.228713940973078 184:-5.992954992741322 185:-7.795170482457269 186:-5.250494190908045 187:-2.407775909872574 188:3.423883842887152 189:-9.47562193345949 190:0.1018660455042451 191:1.900066897088607 192:8.852292545693842 193:9.58806946149967 194:7.046939040823109 195:2.81595721390651 196:4.968516940766079 197:8.886859850162903 198:0.6941461435853631 199:1.544947154090912 200:-1.398921431013161
+1 1:8.736237147346836 2:-3.268949028254278 3:-5.989743417651868 4:-3.398521661854171 5:5.031009691712116 6:10.1767624202794 7:-11.09791556605135 8:-5.776271521202391 9:7.580670344854385 10:5.381676802822107 11:-7.324556059894044 12:2.081622815603224 13:-7.737649574004419 14:-8.412924436335082 15:-4.838999541328031 16:3.662473710375164 17:7.816427104290337 18:2.986027401847103 19:-7.152099374855811 20:-1.285251875367943 21:-2.004559281325921 22:2.567074065438338 23:-7.4420141034301 24:9.953165906514348 25:-1.589732470416515 26:4.838993105854447 27:1.548098231223208 28:-2.425302251320131 29:5.834359446774984 30:8.14160597077541 31:6.37325423189009 32:4.176801062999175 33:6.084535036809662 34:6.166498725471986 35:7.625562625394386 36:3.244844457885149 37:5.095423449803043 38:5.536818805347704 39:-6.558436013303717 40:-4.892911273464118 41:-1.591687970478912 42:0.5741195618262933 43:-0.4875800937396504 44:-8.571851180185268 45:1.368695160040575 46:6.907850400111785 47:-7.213882786595215 48:-4.04718844479288 49:-8.290239449154177 50:7.588362191159579 51:4.756964432077289 52:-1.453146364297459 53:8.722620891283029 54:-6.951227221738643 55:-2.798119184732736 56:-3.334837529642385 57:9.146923706797605 58:-9.38696724063559 59:-2.487956509501284 60:-6.747540936035241 61:6.861400894438111 62:-5.439185954719561 63:8.252025471795076 64:1.779315291731223 65:-0.8652352242824861 66:-1.911315245021675 67:-3.622616600171918 68:7.403329968170899 69:10.80000087226611 70:-3.222991917567575 71:2.548303829474037 72:3.193420022655041 73:-3.43994627080599 74:6.825412640191417 75:-3.19417007819488 76:1.307644502101255 77:1.373796008853054 78:-9.488832776589428 79:1.449848551761009 80:4.854306040986843 81:-5.111777390537235 82:-3.475438305571684 83:2.832431043660768 84:7.247348542425154 85:7.778181815095321 86:8.474234385067005 87:-3.312740559676409 88:-6.253613594831641 89:-1.017894079178375 90:-6.524234250534979 91:-3.346788129714269 92:-6.783016573371249 93:6.328890237070699 94:-7.818165641195796 95:-5.682987192578214 96:-8.13916434629707 97:9.341934897004229 98:-7.699574491290187 99:-6.14741877715022 100:-1.861731216121534 101:5.898798496922294 102:-5.072638199776255 103:4.470678906543119 104:-7.02049217455884 105:-5.855467484729729 106:-7.171889529450438 107:0.1363828319691931 108:-3.085957305198971 109:-10.21166935138971 110:4.307310528238929 111:8.178596992163607 112:5.676423229160964 113:8.550465102153915 114:-6.185123271089388 115:8.767657358821372 116:-7.450177924259589 117:-3.525024713855375 118:1.925127780347652 119:1.953214534493117 120:2.579023449575045 121:9.356783331199303 122:3.646756428067089 123:-5.998577031134161 124:-2.083703224118187 125:5.021770040792608 126:5.27250898801657 127:-9.060191138856826 128:0.5434147323943843 129:5.544845263894197 130:5.323716008840927 131:-2.350409614561515 132:-3.546595324762404 133:10.66757901747444 134:-0.3636704885635338 135:-2.424863971154865 136:8.531774284225961 137:-3.981921928942844 138:5.929219570093851 139:-8.491091241653479 140:0.7912985306494749 141:-9.233141579085466 142:-8.156243275394669 143:4.872888758982442 144:3.110067784881992 145:-0.08282954104495277 146:-5.373253807727832 147:-0.3541951478978675 148:-9.117308550518802 149:-1.093796168500962 150:-1.921494343418578 151:-3.281576818217515 152:5.016450628988462 153:3.721581470646636 154:-4.109652047874351 155:-9.161070674208627 156:-6.057793146672056 157:7.944399143267622 158:-0.2051696202325983 159:-2.277444862738008 160:0.6065772245777619 161:4.979535759169596 162:8.224231901420159 163:-9.125165545760831 164:3.303896934746432 165:8.977019225261971 166:-0.09952666527065701 167:-6.027086347079644 168:-4.785332820980197 169:5.616989789274708 170:-3.990412815746682 171:-9.428872266825101 172:-9.110640791246031 173:-6.722624855448015 174:7.396195369066264 175:-3.455415979957004 176:-5.615335203783483 177:5.970844284935614 178:-3.84757500969484 179:-3.804471588755767 180:-4.422155593154208 181:3.201981775813963 182:6.930100104872364 183:5.549818531795403 184:-0.5790188189170864 185:3.202498588693549 186:-4.409447763875128 187:-5.960894524305712 188:-1.336152065556112 189:9.732147597016468 190:6.152528795084069 191:-10.01713103769165 192:-3.367268059488351 193:7.614179970439578 194:-7.028173485105526 195:1.081194291314775 196:-8.65310893888071 197:-10.00992002133149 198:-8.717634684525018 199:-2.74131395867946 200:-7.345330592356873
+-1 1:2.659313846905821 2:4.091352209114753 3:6.712748234626713 4:9.67053754904401 5:-9.108187322121902 6:1.241206080949913 7:-2.477786783859289 8:-3.750063027968013 9:-5.787941706828473 10:-4.46465442676317 11:5.917139367367613 12:-6.227314467820602 13:-6.626164296793217 14:-5.384867445301659 15:-8.02100839055608 16:5.799272804649872 17:-6.365949462939011 18:5.973790063515224 19:2.058650281630106 20:-1.232135328399937 21:-1.636786354104508 22:-7.008702422583585 23:-8.409962529011047 24:-3.268481308429385 25:-2.010379015342453 26:4.051029808897282 27:9.952871960268089 28:-0.8259219842676755 29:-7.881077074913485 30:6.391018116848349 31:-1.730035472980001 32:0.225228910524748 33:-9.366832017743565 34:2.116797092256096 35:-5.216209895378769 36:-2.215713031091357 37:5.347198773282367 38:6.641895605026843 39:4.261233439080446 40:-9.46351350467223 41:-3.22901811130827 42:1.979465617624229 43:-7.450152773032944 44:9.040873066344135 45:10.32682091195782 46:-1.377511490447289 47:8.579335195129046 48:-6.965533521685258 49:-2.482600014691589 50:0.07049069038292299 51:-7.759947926217733 52:5.4495283108238 53:6.742179410708529 54:-6.73689063836553 55:7.827224856786266 56:5.602435826595403 57:-4.340352737501128 58:5.853363004218171 59:4.953198024300236 60:-1.063475123277799 61:6.743790086883616 62:-0.7486040754435804 63:-3.873985824244659 64:-2.812308301485503 65:-1.842304933404066 66:-3.30598458733379 67:-9.080008603365581 68:-9.172540146092874 69:9.024539528446448 70:8.617956376450071 71:9.527676985228387 72:9.828414549037985 73:0.4293750055528989 74:7.758159686003864 75:-2.426126689836644 76:6.850746658253676 77:-3.017996086548036 78:-1.416528597283014 79:9.307661905569299 80:8.275728452233336 81:-1.397177489846299 82:1.150531963292226 83:-9.465600000152779 84:0.1169023623747134 85:1.005763726380611 86:7.90301567219093 87:0.8727052124415626 88:-4.380468852014591 89:-5.822916291809703 90:0.7388582074505444 91:-5.670960727033186 92:-6.139402672111812 93:1.410817727498461 94:-3.764888378079011 95:-4.293189037990482 96:3.568068296290101 97:8.408254134273317 98:-10.42310800588126 99:-5.369936633407121 100:-2.415223432581465 101:5.101120908018238 102:3.550571754268664 103:-0.156443117840134 104:-1.45872463753508 105:-6.340725238806971 106:-4.207825209371638 107:0.6586220934873694 108:-0.8742192622748005 109:-0.8574909755980449 110:-0.7596929968353796 111:8.181220476694605 112:7.179460980861696 113:8.44544892997563 114:0.8955816476491519 115:9.091218083625082 116:7.972351810382579 117:-8.785701823007933 118:0.03315014683722461 119:8.733291007047741 120:-0.5030338300954798 121:3.074831883390964 122:-5.755703618124504 123:0.3300242034485632 124:8.579564631558785 125:4.218375920602707 126:1.084928138304628 127:7.139072770367575 128:7.379389646705198 129:5.801110576862908 130:1.099382713503408 131:1.949351360322061 132:-1.342875789255257 133:-1.982167735319956 134:1.807802360480846 135:9.109474338029218 136:-6.096206580717745 137:-6.188345447435703 138:-1.074446076106777 139:-4.409423606857271 140:-0.620916663876194 141:-2.031038583875465 142:7.93441990106345 143:-1.80257750647767 144:-3.884956105291727 145:-0.09873270170126408 146:-6.302854201804803 147:8.645466345865316 148:-3.019528862833459 149:4.223600618692276 150:6.981490753731005 151:6.726432732949883 152:-8.790874566220403 153:-3.467925008591403 154:3.287221694942133 155:5.219994123277393 156:1.45022642321311 157:-4.160291105565372 158:2.243910171390329 159:4.33965118384131 160:7.544749335258357 161:-5.033936528704868 162:-2.886174345822988 163:-6.455998953424526 164:8.278359205439543 165:6.416278562131509 166:4.013723717636131 167:6.829031136231219 168:2.140695229815488 169:-6.008952490428453 170:3.103762090098349 171:2.231690269716577 172:-0.672480415624738 173:4.712245164555486 174:-8.179931640833273 175:2.004173996799889 176:4.204634490038082 177:5.987878561703361 178:0.5316343721197945 179:-4.058425314941847 180:-2.427683017009566 181:0.1963072904287769 182:4.475602371344515 183:3.623472422240297 184:-3.409421744406715 185:-5.120021723003719 186:-5.971761024410304 187:-2.614066987557846 188:4.312623619774362 189:-10.4769639919857 190:1.890803736920882 191:1.463085846453823 192:7.02214646597475 193:9.647549312066708 194:8.733172253260458 195:3.732870405683147 196:4.686223789078391 197:9.881444462464579 198:2.039136024071463 199:1.965604969358484 200:-3.052258442063425
+-1 1:5.787116698807186 2:4.691891914922196 3:6.122518170201763 4:10.1137545652791 5:-8.383009621196047 6:-1.429566535338235 7:-1.303846288778652 8:-2.810566699338981 9:-8.477890268298765 10:-5.016137774248701 11:5.645191034106234 12:-5.676307329060259 13:-6.833188090562997 14:-3.43001167231089 15:-8.926391662123457 16:5.919137165899532 17:-3.982481988196611 18:4.51627678914372 19:0.2109142256948772 20:-2.435104760633254 21:-0.3423930220210996 22:-9.238790429892651 23:-10.02646396444216 24:-4.204093177118183 25:-1.523259429803701 26:5.398676022771287 27:7.581986238901878 28:-0.1017092594619597 29:-9.395460861339179 30:8.093194072031471 31:-0.7357888563663753 32:-1.664257944637964 33:-9.077979315244422 34:2.108105885539787 35:-2.577401497948374 36:-4.109283523939366 37:5.550937047068091 38:4.485214484619185 39:2.241231399721768 40:-8.974948453581822 41:-2.585488691017275 42:2.745684978634075 43:-7.516027113565386 44:10.84560511481728 45:9.292660889799727 46:-3.086548915320948 47:8.644194179478001 48:-9.951608568523056 49:-3.816353438704797 50:1.504889955681672 51:-10.39376769644311 52:5.127870352301832 53:7.612617585594885 54:-7.841991776098367 55:7.609178468881841 56:4.654112867833877 57:-3.161897368825031 58:5.113752244187618 59:3.732114833734129 60:-2.576766207810723 61:6.393091724876141 62:-2.975088172601231 63:-4.177773122528841 64:-4.470547803182084 65:-1.011730901677365 66:-4.902767430416054 67:-9.279675366371851 68:-8.406807604171071 69:9.085224328142063 70:6.880724252658486 71:8.993459735228456 72:8.17419075710529 73:0.2982309752990956 74:6.212580484979003 75:-0.7790552257920603 76:5.28145410857105 77:-2.089909301157283 78:-3.545041331810667 79:7.972241422554107 80:10.08098696070382 81:-1.466734868510177 82:0.2855396042368816 83:-8.330462654298067 84:-1.841138982449362 85:0.2589796537801866 86:5.606785668105194 87:2.924257674341375 88:-5.711669855850758 89:-4.836888206001684 90:0.009768753580985834 91:-6.585910792936662 92:-6.842223578613346 93:0.2998346769022243 94:-2.087043520886181 95:-3.176265905067028 96:5.804741087767029 97:6.173029692960212 98:-10.07067314203795 99:-4.905165539990341 100:-2.555971196219435 101:4.19868009006301 102:3.659280134553705 103:1.08768247312739 104:-1.634572186769141 105:-5.926095270723655 106:-2.051377230901417 107:0.6701288595474827 108:-1.170967320289845 109:-1.197444389641666 110:-2.805158416734153 111:4.007629454975723 112:7.44798021066738 113:10.04756796910613 114:2.689362242915455 115:8.682156437957625 116:7.901144488129511 117:-8.530476465812708 118:1.502809949922111 119:8.810552914238301 120:-1.150949171449372 121:2.347674851900624 122:-3.876078533962928 123:0.8946818017724245 124:8.806084671877437 125:4.829741474319194 126:-1.198959505503401 127:8.605505889875456 128:8.01177090697713 129:6.090239706558476 130:-0.6097265596974166 131:-0.6343382366376651 132:0.3113814755528832 133:-3.799144118516719 134:1.996393185799745 135:7.840392401714452 136:-6.823766751606923 137:-3.860085078213505 138:-3.045574582393963 139:-4.107334523345453 140:-0.3372132724208809 141:-4.322033110739621 142:4.412571388481388 143:-2.77711076618649 144:-4.588017813709524 145:-1.990580424611111 146:-7.860834905014906 147:9.247307043752645 148:-1.756275390512341 149:3.019837897986754 150:3.301969531603867 151:7.332185711134186 152:-11.13841162588894 153:-5.183515803311889 154:3.881334286657121 155:4.600871565955273 156:1.397714625377023 157:-4.970860990948736 158:1.807167349363348 159:4.206305497995257 160:6.56156042991752 161:-4.668035207163573 162:-3.313381107560015 163:-5.9996206689347 164:8.184787664495632 165:5.308770338842548 166:4.841074733406755 167:5.177404398233302 168:2.725699541550761 169:-6.105202173199628 170:3.982104752310938 171:2.120179889734156 172:-0.3367821284838141 173:4.146605273149682 174:-7.017299539843799 175:1.27692002641102 176:5.746078085932953 177:7.313503367672902 178:1.427922058752291 179:-3.336945433287016 180:1.026733768799772 181:-1.440728351423654 182:5.08591014069114 183:2.093253198224493 184:-6.022550172744018 185:-6.654213352892079 186:-4.871064671051876 187:-5.144318811122981 188:4.452596887551269 189:-11.06867510764837 190:2.969936184155258 191:0.05225590992729706 192:9.728670113870928 193:9.878404756113968 194:6.618987808554846 195:2.104782851094579 196:5.679970629468871 197:7.798221159125958 198:1.65186596123959 199:2.467211882416743 200:-2.544544864136402
+-1 1:4.102757347031758 2:6.23626767515195 3:5.922727229033303 4:10.43666630169426 5:-9.039128216273324 6:0.6362857244539 7:-3.878564811256658 8:-2.075282392011105 9:-6.704418475530137 10:-6.190630115898989 11:6.209884275740297 12:-4.428362578102138 13:-6.701976148547322 14:-4.2642097184291 15:-7.437267513689829 16:5.210239281443178 17:-3.467025231896768 18:4.556534512589166 19:1.658579697942598 20:-2.106626619543917 21:-1.696080925912509 22:-10.81587624890064 23:-10.61409504580906 24:-3.205264682406816 25:-1.3898366979164 26:3.518268391436724 27:8.431854474759959 28:-1.435274789486502 29:-8.37601149388545 30:7.649477717923385 31:-0.385679878926571 32:-1.296433426304996 33:-12.37488132457866 34:2.740827061118364 35:-4.062888319951357 36:-0.8073325844715658 37:6.431400070417059 38:2.995588950563301 39:1.642280245518947 40:-9.77801763940694 41:-2.963588138469562 42:2.529771713813442 43:-5.154009543635434 44:11.59384694075926 45:10.6811290681101 46:-4.516244893827 47:8.485263145733423 48:-9.242506023842019 49:-2.759876919301394 50:2.479300350765531 51:-6.789630304427117 52:5.537506004454696 53:6.777098719108731 54:-6.053921854173116 55:7.016030799187253 56:4.078184614520175 57:-2.785653404946698 58:7.42942844530479 59:3.706896735784549 60:-3.152115357573004 61:8.400107154226047 62:-0.8292017961938518 63:-2.881281563617081 64:-2.825718444320852 65:-3.051850696052419 66:-4.30604828303552 67:-9.516386658649465 68:-8.327359652601061 69:9.192626366107291 70:7.847546837653907 71:9.403787166351421 72:10.10223344769618 73:0.5234742531029197 74:6.801670623978451 75:-1.068594983056052 76:4.548727002497929 77:-1.747044006416683 78:-2.246973577379075 79:9.178526647265279 80:7.880893153327317 81:-1.927892280330921 82:1.768019199881244 83:-6.702988657967052 84:-1.039452107137486 85:0.5763233092618305 86:6.469003794840366 87:1.909927596960703 88:-4.593023489882098 89:-4.777797695220982 90:0.7660070865304315 91:-4.942058534779223 92:-4.251939175551057 93:0.8142933180838086 94:-3.564611805916954 95:-4.954419773913688 96:5.137272263883633 97:7.696453192457801 98:-10.63394798562455 99:-4.392007737439217 100:-2.42128945683386 101:4.654760397754552 102:5.057481143595874 103:1.557594263456435 104:-4.026756419526851 105:-6.424365532251612 106:-2.593274992794521 107:1.797972835743847 108:-1.613508507053223 109:-2.052265999736481 110:-1.652294891820307 111:7.021154142362997 112:8.05295419392028 113:9.505020292605931 114:-0.7020461845762496 115:9.720329008833836 116:7.997897716823012 117:-8.379042961405213 118:1.714282272946908 119:6.690115137931473 120:1.686548895549335 121:3.403383267152135 122:-3.871754855361033 123:2.101561902211525 124:10.67270075945169 125:3.001843271798521 126:-1.301278668603701 127:7.824769320263978 128:9.341397955013175 129:3.987879210290366 130:0.1585709233130912 131:1.023539290204652 132:-1.88579721902919 133:-2.111473458426459 134:1.820321460436957 135:8.507877570977714 136:-6.915745160288977 137:-3.098807096449653 138:-3.014574725224655 139:-3.218947255234476 140:-0.4682544942239233 141:-4.202907891015476 142:4.543360765130429 143:-2.955030661921298 144:-4.445204202190528 145:1.01636538486004 146:-5.695173212217652 147:7.405762038020146 148:-2.231591680924008 149:4.261745617339127 150:6.568076137520235 151:5.354565273794458 152:-9.69753560316164 153:-3.928547124276188 154:3.118118503059518 155:6.182348894233724 156:4.336852650370322 157:-5.857481995743425 158:3.382756936315188 159:2.806832650791657 160:6.272414647416316 161:-3.463815716800226 162:-4.415329927209915 163:-4.85677214492236 164:6.337762677372598 165:4.354228339937912 166:8.393045732807998 167:6.171392900313153 168:3.180337264320353 169:-8.214373673551087 170:2.806342754464918 171:3.001671795725747 172:-0.5517332935922687 173:4.819191767571001 174:-8.679441385314648 175:0.9482939065833178 176:0.5805293084331393 177:7.032972091657934 178:1.554910981482193 179:-2.499322309218419 180:-2.377551288534756 181:-0.09477672044980806 182:5.314141706377497 183:2.301777017892224 184:-5.505378593818723 185:-7.363393408617378 186:-5.461221082769558 187:-2.100491056249421 188:3.782298415780404 189:-10.0303646451763 190:2.52211050654685 191:-0.32602961188987 192:10.17860657678862 193:8.971024800088326 194:7.157723735396007 195:2.259735312550883 196:5.931008092380794 197:8.454715579013051 198:1.465211623399459 199:0.8461287769417417 200:-1.066805277409462
+-1 1:4.52243593711108 2:4.815067155863789 3:6.946972996603602 4:9.485600953060011 5:-7.954719524699306 6:1.01757817102065 7:-2.256267425565597 8:-3.319235920916253 9:-4.602559904460014 10:-6.644808407872635 11:7.867105325312243 12:-6.596708761783671 13:-8.726165044628139 14:-4.92961451664643 15:-9.135385643894907 16:4.926640752833671 17:-4.790234057852547 18:4.729528279230311 19:-0.2655048180755888 20:-1.844514603888534 21:-0.904719880210768 22:-8.114049876765852 23:-8.594209633983052 24:-3.496103069924601 25:-0.469515432423756 26:5.650614211252421 27:8.897835981314842 28:-0.1131397512053233 29:-9.761035372260153 30:9.277213929395298 31:-2.624287840206869 32:1.289216735161292 33:-8.900222987444964 34:1.487065076650592 35:-5.151718481832736 36:-0.7572746757109687 37:4.718119054778603 38:4.849369758891338 39:2.370969828349359 40:-8.469372943865471 41:-2.237574035630281 42:3.184905185403732 43:-8.074357664221367 44:11.31999324961217 45:7.602111657664365 46:-1.834364914940281 47:7.779204860355568 48:-7.770738130301714 49:-3.381385019890862 50:0.9929832423506439 51:-6.824059662962942 52:4.982159652150918 53:6.352972966320103 54:-6.631382188742654 55:8.251369308940779 56:4.460426457795291 57:-2.284026172446667 58:7.20112917276002 59:1.429049821272913 60:-1.958301925258906 61:6.24138410197587 62:0.4864251948237139 63:-3.433266213989105 64:-3.347208357042398 65:-3.064599863713641 66:-5.419429090572107 67:-9.439759891977909 68:-9.022938028984816 69:8.194022658631964 70:7.912163465025414 71:7.754083530611525 72:8.588498942449229 73:-1.152813385913108 74:7.346953197860247 75:0.5752828602951554 76:4.059141261990058 77:-2.396414170566592 78:-0.7800188311465202 79:8.633784894780309 80:8.800923593623752 81:-2.233317210379901 82:-0.9014057641912485 83:-9.152533854410724 84:-0.4363885371076637 85:1.311159043912077 86:8.734559732683389 87:2.968961889912043 88:-5.5660152634302 89:-2.662222756518919 90:1.319738140564492 91:-4.837931028914727 92:-4.393475825493422 93:-0.6295063587359331 94:-2.763040280286598 95:-3.558264696755797 96:6.221864965628413 97:7.544896589069042 98:-11.75155288391868 99:-3.384876967630196 100:-3.928688772752627 101:3.158264999995354 102:5.763347602717388 103:-0.156026000033942 104:-2.190500241159462 105:-6.773934656058169 106:-0.4127324925955504 107:2.903133867402436 108:-1.53551118313307 109:-3.028167299074342 110:-2.782744170481527 111:6.941974865480635 112:6.894227197919916 113:9.067340557683659 114:2.429960870281222 115:8.397667436687929 116:7.050561054084859 117:-9.119689185012774 118:1.984623568847313 119:8.383701324642123 120:1.82277493157234 121:3.677884669342676 122:-2.949505164841449 123:2.314389953416161 124:8.641608890524736 125:3.714937345499261 126:1.20549683141667 127:10.02685846889391 128:10.44435245732033 129:7.05894299491551 130:1.121403103689677 131:0.2348536988751271 132:-0.03748471547758947 133:-3.840607521981939 134:2.571618667355717 135:10.22526314735257 136:-6.613992538889179 137:-3.848436121664104 138:-1.133124557041647 139:-2.795933595465686 140:-0.5465955654671852 141:-4.258549846188639 142:5.064827884342845 143:-3.428531137736982 144:-5.012514903554102 145:-0.4479697045778407 146:-6.234126363359866 147:8.199322743361792 148:-2.54911388171987 149:5.376609853576606 150:5.852078795585632 151:6.99522717336133 152:-10.1004110399968 153:-5.02972138288921 154:3.846598218819118 155:5.768762880621015 156:1.829920694691237 157:-6.219258321450312 158:2.387174913493111 159:5.902063199467291 160:9.14726939652072 161:-4.085587955290429 162:-3.155556539877589 163:-5.640808621072514 164:6.941198591683984 165:4.55503576175516 166:5.946693111551725 167:7.18762116330732 168:0.4221145753735525 169:-5.97224914658597 170:3.425805036399363 171:4.752260241315422 172:-0.9188178719883042 173:4.313041961812049 174:-9.193763437787304 175:3.302632339678095 176:4.134251701913546 177:4.928263966308108 178:1.135831967927246 179:-5.766195966438449 180:-2.155139840818303 181:-0.5498096195169033 182:7.353722098340982 183:3.137538587841896 184:-5.409348676173804 185:-5.740783859629885 186:-5.498622730808438 187:-2.650069425296699 188:5.779990783356506 189:-9.899032955944985 190:3.141668797788869 191:-0.5166773610651716 192:8.572661634631009 193:8.703704438193245 194:7.055506880949022 195:0.9207732853895318 196:4.465288663515049 197:7.29112625510236 198:0.7190010580377877 199:2.647178587522035 200:-0.924167490377805
+1 1:7.825900621455991 2:-4.210495466550642 3:-3.342581564677496 4:-2.720745042219611 5:5.059837699030758 6:9.784461573500209 7:-9.816084270019225 8:-4.122420066042949 9:7.270832329473485 10:4.518500101141804 11:-7.879648639346078 12:2.879018220314956 13:-8.842816359056446 14:-10.38817341087963 15:-4.549896569967331 16:3.564995393282784 17:6.268536665783452 18:1.686666653196231 19:-5.448828232476193 20:-2.724777732490692 21:-3.156625700399835 22:1.010212161799881 23:-5.743397678505971 24:8.182292055217937 25:-1.120774187343636 26:5.173462405265203 27:0.9098389746011895 28:-2.241943611653543 29:4.568152656177168 30:4.842681198409872 31:5.397816279090168 32:5.070855266154792 33:8.386661891550318 34:8.222573396049254 35:6.799360361589364 36:4.649345073625668 37:7.867591302995482 38:6.85052575855012 39:-8.311981874659613 40:-2.749222194081786 41:-1.030762716021491 42:0.1031795283112703 43:-1.783513289483281 44:-8.2323261364657 45:2.363863334834433 46:6.866417490529244 47:-9.18036005657712 48:-6.6175754892552 49:-7.615849966821465 50:9.522451032576621 51:3.008684316594255 52:-1.658669490440873 53:8.379835824679889 54:-9.472034188237851 55:-2.78888840322728 56:-4.385466152005509 57:8.913351828783654 58:-10.82549479959182 59:0.5361007121935306 60:-6.086830340846435 61:6.122854872990384 62:-4.365990979987046 63:9.198106304467242 64:1.012814304491606 65:-0.05737793842047578 66:-0.6420059761202939 67:-6.710270331871335 68:8.575991206764439 69:8.182955828030426 70:-5.040298909371663 71:0.7032713964216318 72:2.673213536341171 73:-1.981639856107376 74:4.490432736430688 75:-3.640426417635017 76:-0.3615326241319687 77:4.782762742789797 78:-9.512788257296569 79:2.339175397433215 80:5.356988977514166 81:-4.331183053544777 82:-1.715350525523368 83:0.1350014272953914 84:6.101666292641217 85:8.956367643056776 86:7.613562022946523 87:-2.316304936518797 88:-7.50157875054803 89:-1.673296430809679 90:-6.487865538052105 91:-3.646816042693321 92:-5.936870416459367 93:9.299030066122436 94:-6.847511953917762 95:-4.792341444801324 96:-7.065050307439018 97:8.84318648254596 98:-7.83638754690269 99:-7.592776059145904 100:0.2134602336085962 101:5.30492221820602 102:-4.953817789122107 103:7.911060443503698 104:-8.387482641146011 105:-5.003766941455995 106:-8.903512988394567 107:0.2193903444347201 108:-3.125656358844273 109:-7.053576123355471 110:5.801567397937498 111:8.471440060467437 112:4.96679246999135 113:10.18766570889422 114:-5.131148713801823 115:11.04760091629676 116:-10.53154218019164 117:-2.226671474570537 118:3.935673894792173 119:3.949684234732458 120:4.348891186755627 121:7.897485151391538 122:5.185134547124868 123:-7.715636494620741 124:-3.251839331863363 125:3.477508984725923 126:6.563807811218481 127:-7.873441672978065 128:-2.15650175057842 129:6.101301105127146 130:5.76749199810421 131:-3.559444095169239 132:-3.03777532619999 133:8.91298128356688 134:-0.3739796960609902 135:-2.651651163650692 136:8.455917820480414 137:-3.23936763710959 138:7.359044043700483 139:-8.040623773853177 140:-1.816387999467769 141:-8.725249018375576 142:-5.725485419411401 143:4.557551706223722 144:3.785074651235327 145:-0.8506488957689824 146:-6.860941187681539 147:-2.22089014588955 148:-8.937174190189396 149:-0.610465787258317 150:-0.9716740082869829 151:-3.437547973989096 152:5.040260010834787 153:3.462137093017839 154:-3.646526623765703 155:-7.913514604648451 156:-5.442240986434686 157:6.631863263322181 158:-3.203028831371637 159:-2.624832935543194 160:2.020396473397651 161:5.301154145232823 162:5.738302354214462 163:-8.376097817290376 164:2.391819909978282 165:9.771223559300754 166:2.962887282632618 167:-2.245891920486756 168:-5.412971680594941 169:4.580943061005661 170:-0.5784854090901348 171:-10.06644858559145 172:-9.874751029431252 173:-5.732381955181055 174:7.061138376565316 175:-5.496722777245303 176:-4.4927617622892 177:6.04423228069046 178:-3.338457239293172 179:-4.503313089622823 180:-4.39745976850827 181:3.692398832736338 182:6.792840397916089 183:4.72678822369931 184:0.9373993829469827 185:2.139698030225066 186:-4.972610730987165 187:-5.431677481222457 188:-2.10661159033695 189:9.332458389341273 190:8.331521355751338 191:-8.468780488478659 192:-4.387829231766722 193:7.082880740540783 194:-6.153235726766601 195:1.133854168936186 196:-7.637472845554059 197:-10.12434803893955 198:-7.59409053367375 199:-4.183616177688951 200:-5.93524066652089
+1 1:9.292817112264709 2:-4.164073584148529 3:-5.106847953267924 4:-4.696091194478563 5:4.011399703872971 6:10.16987011794956 7:-8.99916096493306 8:-4.321706911563323 9:7.090237029307335 10:6.590056891431479 11:-7.11412923039669 12:1.623511900489648 13:-7.96824893495809 14:-10.06463068554242 15:-6.370358482741674 16:3.943526378881985 17:5.244824889125985 18:5.770902145088344 19:-7.986584952249864 20:-1.704428788414639 21:-0.9614942175722248 22:1.729449562811452 23:-6.548310599190601 24:9.945708860083327 25:2.781234936626028 26:4.413167599657771 27:0.3674468952282448 28:-0.940838772113104 29:4.596584586267369 30:7.708874820030546 31:4.30199227756708 32:3.062150920912122 33:5.668875604878672 34:5.758129809298779 35:7.319159204401322 36:4.816451119062344 37:5.78123986501368 38:5.587061732886236 39:-7.079683987357174 40:-4.514910565254216 41:-1.608226177571356 42:1.795104272461578 43:-1.508307677958261 44:-8.136212013424176 45:2.77324906126976 46:4.460943836617851 47:-8.373606644965943 48:-4.222445608372102 49:-8.191629604337487 50:6.946819822021916 51:3.826399290726926 52:-3.207346081197132 53:7.383539845294432 54:-9.40222602251345 55:-3.5793209595246 56:-4.066070147828509 57:7.604789743131523 58:-8.862029344052095 59:-1.962572309388449 60:-6.159287350958301 61:6.474628503945246 62:-6.833891335404231 63:12.71689960631346 64:0.5956610796695621 65:0.8506515338817252 66:-2.251169241346228 67:-5.065677037470965 68:8.355820219218156 69:7.557450439912535 70:-4.180925331851796 71:0.458512035281886 72:0.6308357456753739 73:-1.492883736158311 74:5.66717522738262 75:-3.852008022491534 76:1.905866360184827 77:0.4133381584771587 78:-8.948082559324284 79:-0.5174622210245836 80:5.670668357544043 81:-5.434846597129072 82:-4.158665969352485 83:3.142485789243322 84:4.63356360329148 85:6.577545645784968 86:5.808478590625953 87:-1.930448340249801 88:-7.406175040045488 89:-0.06911606264782333 90:-7.563521073139968 91:-4.340054576079574 92:-5.942558804416167 93:8.325868304069369 94:-7.593616936106662 95:-5.993369153544601 96:-6.721445291215421 97:10.47290589911315 98:-7.425428574618695 99:-6.359435326415348 100:-1.683614791320102 101:3.698084033863989 102:-4.933418818193985 103:8.384603406625729 104:-7.391843884439385 105:-4.660623062345127 106:-8.07838683104737 107:1.143125622367576 108:-1.840977791048883 109:-9.562195330443915 110:5.856129464187916 111:9.284521961139689 112:5.64926813554021 113:8.649078944010673 114:-6.881923494790466 115:9.130510966057985 116:-7.111784444138205 117:-4.560856564904848 118:5.106329950676015 119:2.173831009162078 120:2.500763774687591 121:8.147169151329811 122:4.562218023835407 123:-6.275156077855599 124:-2.659962307125434 125:3.055139860478485 126:6.308684304459483 127:-8.50226359890198 128:-2.293669446535522 129:6.930956930891365 130:5.326843170937757 131:-3.771740838903729 132:-3.928256544904594 133:9.328026794419621 134:1.276631817512977 135:-4.753234231959306 136:6.880025774011435 137:-3.740849213274328 138:5.431789356512784 139:-9.328128896709407 140:1.309461954484334 141:-9.77162512248136 142:-9.373437550521754 143:6.525482863159072 144:4.502269509855888 145:0.8437930005647919 146:-4.764953618011705 147:-2.395778865416201 148:-8.593962399508641 149:0.9874322730718412 150:0.1929948356122981 151:-2.076278709794008 152:5.557715207398515 153:3.826817478173054 154:-3.698430488912725 155:-9.773511064846939 156:-6.701181010081125 157:7.961090590248093 158:-2.003484887256195 159:-4.800073419883244 160:1.546972382177198 161:5.627648334681104 162:7.703079384942353 163:-9.735035724982149 164:3.184019312337377 165:9.946389147321421 166:0.8568091058372116 167:-4.299718929377168 168:-5.679126612059756 169:4.916407959316846 170:-0.8469246883454351 171:-10.09523739119004 172:-9.43323858700654 173:-5.45994359572391 174:7.039269232910427 175:-1.328870823393171 176:-2.923366424017947 177:8.289414908467016 178:-3.431842791354354 179:-3.111899663859745 180:-4.660675738425815 181:1.043866523991923 182:7.510666606278987 183:6.490015673502694 184:-0.7159226255141841 185:3.801340133914947 186:-4.047616780579699 187:-3.357506718019884 188:-1.601379467690041 189:10.07068638767201 190:6.275770704782164 191:-10.08673256766706 192:-2.238928132288613 193:6.96728822432013 194:-6.750589006697331 195:-0.8342400071091987 196:-5.977500478453241 197:-8.961235912877122 198:-7.53680466190137 199:-5.197468404971512 200:-7.256379153342844
+1 1:7.431206970379947 2:-3.423479798257409 3:-3.619707105355392 4:-3.993600602291759 5:5.008921302992143 6:9.620949521814772 7:-10.27092777978603 8:-5.60190691008541 9:7.178367467652695 10:5.141399865541002 11:-8.183137888098758 12:3.842890550467962 13:-8.301691676424529 14:-10.92863506274075 15:-4.996272384783338 16:3.687089483686115 17:6.332758652869362 18:1.525542221622481 19:-5.448503102188971 20:-3.243392358528388 21:-2.024914292010982 22:2.174350447301424 23:-8.755627553055948 24:8.330003131422385 25:-1.961857084603763 26:4.581319648842113 27:-0.1172048477143039 28:-3.610196015369523 29:4.653972009272547 30:5.931087112133936 31:5.78450790671122 32:4.640827163961498 33:7.742237882046139 34:6.210170511675845 35:8.329587720634056 36:5.447018934556437 37:6.220750832875146 38:7.288260622565715 39:-8.076903479333765 40:-6.088215881666576 41:-1.332244731475707 42:0.4933206493614965 43:-1.673990599208771 44:-8.448978002450842 45:1.326554817923236 46:6.887176430542557 47:-10.19393962731457 48:-4.058583988810655 49:-6.495807731674715 50:7.087674071616441 51:4.006553136031083 52:-1.897470973561385 53:5.539977714450876 54:-9.214088470062102 55:-4.163422308165823 56:-3.518745187646891 57:7.865699374119341 58:-8.831070330536512 59:-0.616148475183836 60:-6.38571034772712 61:6.701250058151907 62:-5.66840260043045 63:10.26447478044269 64:1.752484916547678 65:1.464485392309171 66:-3.389759546302975 67:-8.10144620086982 68:9.415853047002601 69:9.45836125837161 70:-4.955459247312692 71:2.195094219444127 72:4.153185985560171 73:-0.8871205737277073 74:5.479650694399513 75:-2.71941720543569 76:1.769446759870833 77:1.786249478858977 78:-7.892337989499985 79:2.097935384588234 80:6.44261983039657 81:-5.115859739822453 82:-3.810261351692067 83:3.155889340405594 84:5.649579316697688 85:6.786550009247238 86:8.819354628760102 87:-3.738875464783734 88:-8.617634780862442 89:-0.9715673677999632 90:-9.034994034877268 91:-5.197864231362122 92:-7.007202083757235 93:7.456376160232752 94:-8.218036882126444 95:-4.937924607384888 96:-8.560379884618678 97:11.35114752746634 98:-6.184322389053185 99:-5.750667427700008 100:0.8293789828478051 101:7.273261937710242 102:-3.442171553901401 103:6.641268621320896 104:-6.906769171128276 105:-4.676813861560406 106:-7.905870643220847 107:2.434649604250574 108:-4.132024330297913 109:-10.18090740398961 110:6.758428888407567 111:8.668510221817925 112:5.04894732153738 113:9.344751562098478 114:-8.053462313269183 115:9.201388085537539 116:-8.837754856296858 117:-5.039796735957778 118:3.675723865117984 119:1.221548122785892 120:2.989481566519449 121:8.665555205176785 122:3.321260987487738 123:-7.98084549108805 124:-4.191174162172265 125:2.8198416204974 126:7.674475173924165 127:-10.54372423625441 128:0.06310525046843307 129:8.171396133300444 130:3.422943435187632 131:-3.518079563877074 132:-2.817547604282233 133:8.614947625865941 134:-1.417260519207548 135:-4.419014718530502 136:5.957970524873966 137:-3.856025392755152 138:6.515023671882383 139:-10.13071437704763 140:0.8377144174552299 141:-9.891364927351525 142:-7.326931078960673 143:6.714224831169171 144:5.005855600948043 145:1.142395563239167 146:-7.140375588043014 147:-0.8370924679911246 148:-7.338660185272719 149:-2.924213759713601 150:-3.713252182169023 151:-4.210087638411003 152:5.174802100059295 153:3.458901145577535 154:-5.505488480372845 155:-9.852028018429225 156:-8.207136376719113 157:7.208804622215246 158:-0.9199609499077764 159:-3.793280068365578 160:1.95935090229069 161:5.26045380091922 162:7.063987999282618 163:-6.946638892202236 164:3.037003406183957 165:8.928892043804403 166:1.376667474178519 167:-5.925352541053428 168:-5.741027894640911 169:2.474271837758071 170:-2.132572088137385 171:-11.01469856462096 172:-6.924699107306676 173:-4.499852477996344 174:8.853456904575522 175:-4.061813080431145 176:-6.278741710065025 177:5.82366997389755 178:-4.446431223611101 179:-2.908304033156655 180:-2.818662782552354 181:2.829257842205606 182:7.910648580086022 183:6.256364988166288 184:0.3216632238822354 185:4.260146420822561 186:-3.265920401438846 187:-4.506802974364354 188:-1.97189121221574 189:9.677339854540506 190:5.417140085411543 191:-10.15000117252954 192:-3.631165817942939 193:5.27454192017653 194:-6.284538432173107 195:-0.5088423275978466 196:-8.151807526948872 197:-8.553199052573161 198:-6.343667456288244 199:-3.716947820563439 200:-7.574693667880936
+1 1:8.916676264380619 2:-4.067662132300304 3:-5.67428919079879 4:-3.648965516400855 5:4.317697297817134 6:10.6451871763962 7:-9.183484382507427 8:-4.014404330267009 9:6.76824138463102 10:4.951401090744511 11:-9.516862535310864 12:1.407099343883231 13:-8.91715784941729 14:-9.527542307791148 15:-4.538467791836412 16:3.27487269794753 17:6.414110849732801 18:2.491854069339317 19:-7.548496959378979 20:-0.02000474779182215 21:-2.909815831562434 22:1.32572478554159 23:-5.326756538052191 24:10.05010561103566 25:1.729187339481454 26:3.451152717645197 27:-0.9356889751402384 28:-2.680045580630733 29:5.548318614892383 30:6.656234917677794 31:6.746489741824237 32:4.975643035588671 33:6.279159638774121 34:6.807324956636675 35:6.745414651160631 36:3.971288431244974 37:7.259083425132638 38:8.995473335088322 39:-6.968218011319914 40:-3.772609816597538 41:-1.697926665851759 42:0.9438194509497297 43:-0.6244433135514146 44:-9.917211352946559 45:1.814055178381111 46:7.228596048641103 47:-9.011099098876768 48:-4.657257829349949 49:-6.687231066030053 50:8.490093023337669 51:4.388929955605026 52:-3.069983028498587 53:6.900395459158669 54:-7.883722475730694 55:-2.410654573727608 56:-5.072304942352268 57:7.855029864032231 58:-10.41859915280466 59:-0.5354187917903815 60:-6.180607909197463 61:7.055070994263631 62:-5.841304647294907 63:8.882926394651744 64:0.6155235739450839 65:0.6889062440576502 66:-1.512789179943514 67:-3.121074808307705 68:9.023504185840242 69:10.03069512993314 70:-5.479644818527669 71:-0.3245212374821387 72:2.290880713182969 73:-1.393631855069993 74:5.643452882137856 75:-3.290245115363214 76:2.228447541490328 77:3.256059331338094 78:-9.166562888462556 79:1.813920548583055 80:5.212487290599843 81:-5.524596125786951 82:-3.893720055028147 83:3.185815924106945 84:4.602113483919779 85:6.801436800087482 86:6.500321790593743 87:-3.139566079486674 88:-8.039231262138177 89:-0.5523753350983396 90:-7.117667706572208 91:-3.774281104775379 92:-7.191639582870692 93:7.862369035674029 94:-8.041728969991834 95:-5.860474948160279 96:-8.094048965195922 97:9.691038078683324 98:-7.518711450561734 99:-8.43922431777067 100:0.03251648287130848 101:5.034238512677817 102:-4.141111452248275 103:8.332397203770858 104:-6.800515556019993 105:-6.368149561522378 106:-5.904267336577394 107:1.193552935932248 108:-2.042517706915926 109:-8.683148110343094 110:6.03989159238812 111:9.874591990347945 112:5.664983064700565 113:9.835937645868915 114:-7.526479271156937 115:8.161689042193141 116:-5.154444687535257 117:-3.555321662179314 118:3.326177402114581 119:2.523023467223767 120:2.710770352963346 121:8.422551181715352 122:2.664355941465989 123:-8.118768058552751 124:-1.749408981296985 125:4.83487230943536 126:6.546018736799367 127:-8.230172119274364 128:-1.351382969665831 129:6.544579891916495 130:6.453367849612814 131:-2.335891416033569 132:-1.383275033529971 133:9.745672158416633 134:-0.3442603850682099 135:-3.437430398825462 136:7.61018796442966 137:-2.843357405830899 138:7.577006450706552 139:-8.213800199314221 140:0.478794682737799 141:-9.404377977269201 142:-8.449239841087881 143:3.767827654705253 144:4.537642191501321 145:0.001489649368497048 146:-4.888491900679543 147:-2.477599909254731 148:-8.868296702706379 149:-2.415068995012208 150:0.013730969515934 151:-5.111889166301347 152:5.816591407025145 153:3.550248225136328 154:-3.628464474642083 155:-9.065683091498901 156:-6.626707234048275 157:7.163122496316675 158:-2.064516134870237 159:-3.191949886606353 160:2.919677120752811 161:3.369831915752646 162:8.264669402022271 163:-10.3037620322527 164:3.89336158518505 165:8.928759502010099 166:1.66706862365678 167:-5.318183064815429 168:-6.328768069088226 169:4.43572876688636 170:-2.005457456205143 171:-9.106311209054152 172:-8.903568974375428 173:-6.259497096824402 174:7.450416175059633 175:-2.347159069946476 176:-5.950514374364136 177:7.037672045269099 178:-3.583166704426281 179:-3.482503381949166 180:-5.995967483433073 181:1.988100148026227 182:6.106522611238693 183:5.985929558234915 184:-1.287925307017369 185:2.918991638294249 186:-4.127340420527968 187:-3.270403012562477 188:-2.188858159673333 189:8.772519291225214 190:8.073975598918183 191:-10.33678238264286 192:-2.381361391864281 193:6.570246028435651 194:-6.265794773077403 195:0.3027136852883649 196:-6.962445988478368 197:-9.814833726240007 198:-6.732841075278142 199:-4.258143247908724 200:-6.098865104015086
+-1 1:4.035897793318616 2:5.264111981729999 3:6.475263964234339 4:9.267594276207296 5:-8.282306903054844 6:-0.7021044145394633 7:-2.616295987424914 8:-2.92644902155884 9:-5.646614355643702 10:-6.021122663608293 11:6.952787763148161 12:-6.067485978508404 13:-8.685089742019244 14:-4.612321961109778 15:-8.18613740707162 16:5.995973508328092 17:-3.695186344104014 18:4.262923978492687 19:-0.388658781883962 20:-1.907954210094493 21:-0.2467860755270279 22:-9.305092496478753 23:-10.25241856727571 24:-3.745732777408562 25:-2.46570052186584 26:4.925502066622179 27:9.104129213929939 28:-2.194697217506404 29:-9.520010601311716 30:8.517930308590334 31:-1.192192624131865 32:-2.513294617126924 33:-9.651946319592016 34:1.946641786789978 35:-5.863511033161659 36:-1.394642513036372 37:6.630065139835458 38:2.762859657439446 39:3.275221378101053 40:-7.680018946835183 41:-4.325596417289608 42:3.819165981633371 43:-7.927035776085308 44:10.34369036524009 45:8.44054894445895 46:-2.236466749186709 47:8.487480037711569 48:-8.034835822877682 49:-3.050260359497256 50:-0.009517667466054647 51:-8.071754295055705 52:5.708134790078677 53:6.046190398672025 54:-7.543644057504876 55:6.192869890569802 56:3.779478683307403 57:-0.797984418423769 58:8.218472211215023 59:3.431505146461347 60:-4.003168889230329 61:6.921099717276125 62:-0.7083305895885106 63:-3.011102363857369 64:-4.928078603264193 65:-1.799591700648191 66:-5.250426899637098 67:-9.843455948890382 68:-7.940334367922657 69:8.565251247471517 70:7.635947679153617 71:9.285663106327492 72:9.117148265708078 73:2.396708850849568 74:6.213717416183053 75:-0.9006446730366378 76:4.800415161992838 77:-4.333541288525467 78:-2.899241485075219 79:7.943364123849348 80:9.530746595409209 81:-1.092612002050629 82:-0.7415050736622333 83:-8.445977393962631 84:-0.7039555679466365 85:-0.05677094859099374 86:8.380993017860844 87:0.4117154781150771 88:-3.7765875641799 89:-5.697966437897213 90:0.4633962079562899 91:-4.803770483409352 92:-4.243326190377132 93:1.53735336933542 94:-3.376380641593816 95:-4.588091687114975 96:3.397687928482646 97:6.507958727490267 98:-10.58540199825205 99:-4.813384492380504 100:-3.107296593708475 101:3.953892190337965 102:2.897989198073288 103:1.866231365403674 104:-1.593154325325109 105:-5.183765781403519 106:-1.546368358567362 107:1.27133256028478 108:-0.8157538483899531 109:-2.109730850470455 110:-1.154862010106368 111:5.871976292538524 112:9.058118031451265 113:9.106095649747669 114:2.040862133597556 115:7.284682571035215 116:7.753635206299939 117:-10.10731601391179 118:4.323984298818146 119:9.037276585644113 120:1.379990188179549 121:3.994776936730242 122:-5.677478773775468 123:1.739460753871786 124:8.749745617712261 125:3.450972389752264 126:-1.248221428510944 127:7.067016677332821 128:8.643453907620637 129:4.91075401386735 130:2.783014205796742 131:-0.2905273922242367 132:-1.04436664723716 133:-1.70721896441462 134:2.88697651819108 135:9.300674013265013 136:-7.069457204016062 137:-4.195637383419665 138:-4.656301222425464 139:-1.721511936868329 140:-3.468574388624934 141:-3.347154994062009 142:5.951095361767204 143:-2.672318389143868 144:-3.66571313697973 145:0.4655205241567641 146:-6.341410250853448 147:8.168229412689529 148:-1.953222032601747 149:5.29551907191532 150:5.948625218353098 151:6.134710110648429 152:-10.53071256401194 153:-2.537757786104761 154:2.478604123517095 155:6.275906072633965 156:1.365148756064338 157:-3.44320760606274 158:0.6392557615050296 159:4.922118139603394 160:8.536243879652373 161:-2.768612010879262 162:-3.373627734802298 163:-6.395454699965033 164:8.898749077257772 165:6.92345297335319 166:6.356152722086648 167:7.21746436212597 168:1.998465682781982 169:-6.292797325043752 170:3.082352839633479 171:2.329817549773372 172:-0.5760792666209624 173:3.328943115735553 174:-8.030491293413061 175:1.155327756163012 176:3.152793155976767 177:4.846378631519149 178:2.022434427672239 179:-3.299326351899313 180:-0.6425374206172942 181:-0.9081623282889599 182:4.009348901702204 183:3.132574856493133 184:-4.913987508599529 185:-6.91746873095567 186:-6.234440812481682 187:-4.597732053201484 188:3.251681829465998 189:-10.32432226410668 190:3.235155115087283 191:0.09185414919170054 192:7.505661876293376 193:10.53811151347445 194:9.265561179550073 195:1.598631372614169 196:5.543568969795989 197:8.068076325183451 198:2.801118696645624 199:3.314503070265679 200:-2.726692109572053
+-1 1:4.812503536581512 2:6.621094052624738 3:5.726415888183081 4:8.782420366310019 5:-7.731113138706346 6:0.1867067651807503 7:-1.935736579080589 8:-3.262299159344174 9:-7.07937337172658 10:-3.898872967936363 11:7.73307486809192 12:-5.18439344434829 13:-8.22094241187539 14:-6.031953316883431 15:-8.703720953663051 16:5.466869020148376 17:-3.397007841127864 18:5.11567120033367 19:-1.0026724703588 20:-2.704802172446371 21:-0.9174648664371234 22:-7.415054890532071 23:-8.894493084686806 24:-1.661418270890294 25:-1.663185834581982 26:3.964873835260156 27:7.761230919253406 28:-1.990528484230421 29:-10.76918599408697 30:8.92984163775443 31:-1.278170486526056 32:-1.032453128381235 33:-9.517752983365918 34:2.356661026989838 35:-5.987998814500592 36:-2.59834927046894 37:5.703458980427365 38:4.24942839754119 39:3.053812930544619 40:-9.01598299652335 41:-2.437383119438131 42:3.042624364521818 43:-7.162584389551325 44:10.47799760785851 45:8.831245962699708 46:-4.378690958740906 47:5.792849852195218 48:-6.825541149465612 49:-4.580577132341153 50:2.485391589850005 51:-6.573997420992304 52:4.553719932043077 53:6.321914783245842 54:-8.077274469733332 55:9.369884820861277 56:3.469960204254128 57:-4.552655125904799 58:5.960233860347387 59:2.705581528351904 60:-0.9415219217085169 61:6.520311749412106 62:-1.570654590180889 63:-2.362092036005213 64:-3.857823430465683 65:-1.382926771373749 66:-3.038521375545031 67:-9.808722362203692 68:-11.22790134512005 69:8.60132618798546 70:8.709163641466931 71:8.037371846723834 72:8.919711325716335 73:-0.3648259320462115 74:8.44591093621327 75:-0.7537481980119951 76:6.233885902145078 77:-2.591888163570206 78:-2.830086683169107 79:5.609494971100034 80:9.862763471365268 81:-3.252106174742658 82:1.727663160295879 83:-9.48307626269116 84:-2.488622296843605 85:0.2032012814855023 86:7.383660078680414 87:2.620531617424526 88:-5.332811299020183 89:-5.363128148308266 90:-1.830782878635365 91:-4.895835676428483 92:-5.146362687255038 93:1.221097187074262 94:-2.566940018797212 95:-4.226487359747643 96:3.235130372628891 97:7.9652711228992 98:-9.567092253894154 99:-4.271569535050662 100:-3.070829452467267 101:4.220096943170337 102:3.275056599788928 103:0.2897309748749953 104:-4.623905719745277 105:-6.12594843345212 106:-3.150913199731378 107:1.99696773179987 108:-0.1192914291344561 109:-2.268069803335205 110:-1.995867854158623 111:6.296391608587008 112:7.791233742609287 113:9.936884930269255 114:1.365331622626875 115:6.60134400440058 116:8.32142843945168 117:-9.225351981973175 118:2.81977099980074 119:9.193759884697243 120:0.6772148164016776 121:3.776323165923472 122:-3.528769584200299 123:1.641614220553163 124:9.785118913659572 125:3.886518618188684 126:0.8033965230297059 127:6.77838767625911 128:9.434271616775682 129:3.577531013278759 130:-0.3409596478135791 131:-0.3296907436524981 132:-0.001691917970332524 133:-0.7990193302838826 134:1.697381811676083 135:9.219634808383836 136:-7.740665719533331 137:-2.918396368036702 138:-4.391469505580566 139:-4.651649359078283 140:-2.154705145950735 141:-0.7893142862315163 142:4.990000811422647 143:-3.16970249606108 144:-3.832020421448069 145:2.767871871759222 146:-7.684963366024258 147:6.607183188117166 148:-3.305231068070432 149:5.062735793708399 150:4.665264702666956 151:6.822480797689057 152:-10.823950102976 153:-3.962541554194897 154:2.392599523055601 155:7.492025777339397 156:2.585458602899236 157:-5.179046790998209 158:2.367691119146369 159:4.127686883304848 160:9.940426096130073 161:-3.296562235895584 162:-2.486773281052628 163:-7.074306965248749 164:9.007784778058303 165:5.765388116963774 166:7.161736801692589 167:6.934907226934949 168:1.602955831841408 169:-6.331469999954894 170:3.092236892782624 171:2.974612585148657 172:-0.6023146915043407 173:4.889989486453275 174:-8.208473010646305 175:-0.179550536959824 176:2.270268507768868 177:7.617031829920412 178:0.8956924176302836 179:-3.993410008860008 180:-1.399385018752148 181:-0.6218079213221226 182:6.402806847905577 183:1.664717181150941 184:-4.652399461921502 185:-6.647410459949525 186:-6.655547593521203 187:-3.415425855526316 188:4.446681686117055 189:-9.061658992427263 190:1.681665540858488 191:0.3464865883466402 192:8.096727855240163 193:8.470440779643882 194:6.150021047391327 195:1.610475698622232 196:5.685657538212221 197:8.715868897409175 198:3.068353577293748 199:2.115243887623234 200:-2.434521941664921
+-1 1:3.303733842988696 2:3.920642460131692 3:6.335560396810561 4:9.684039776224619 5:-8.093764234443929 6:-1.908619877083226 7:-3.68765136632151 8:0.1504066521495977 9:-6.932375588348442 10:-5.831814956990524 11:6.302529033214316 12:-4.0746795781191 13:-8.455677758682061 14:-3.722394636707515 15:-7.975384448813543 16:5.663529624988324 17:-1.987500817468843 18:5.614756926950646 19:-0.2296594748602808 20:-2.227749787305136 21:-3.73065540904112 22:-6.631264505930007 23:-9.536336195950206 24:-5.367187731011716 25:-2.946874828814506 26:4.689156998111419 27:9.62066263940838 28:-1.979696006982506 29:-8.750107989552024 30:8.62653799050651 31:-0.5425666211251232 32:-0.2572398754864487 33:-9.781441361885191 34:2.071627415080527 35:-7.381052654917086 36:-2.602117980594484 37:5.491559955415868 38:3.281726217197634 39:1.588019986682365 40:-8.578111405479294 41:-0.6830642522007759 42:5.316381625690378 43:-5.62580579284886 44:10.02761525044384 45:8.822359821738047 46:-1.430543058881352 47:4.988812223809145 48:-8.12006976552628 49:-3.444394540045089 50:0.6293462167721304 51:-8.337444729917143 52:7.559332719899211 53:6.723480791956995 54:-7.022257064413004 55:7.713800046273707 56:4.298768087991703 57:-2.652342708391921 58:8.733448644163852 59:2.814575134652978 60:-3.06024852242448 61:6.126126372718104 62:-1.660568766797316 63:-2.988357313407231 64:-3.343361960041515 65:-0.1594850447751721 66:-5.41998460388035 67:-10.69657555335795 68:-6.606677264692561 69:9.679355882298589 70:9.080275533521711 71:8.940343599879364 72:10.35672468168467 73:-1.247622423761529 74:7.949144994860936 75:-2.61996819901326 76:6.983743178446783 77:-3.490496531577828 78:-2.978539564194975 79:6.972133170635937 80:9.693587869933737 81:-0.6095506502645829 82:0.9426161580875286 83:-8.566287975957053 84:-1.049242499390671 85:1.366923744603354 86:8.628603128925251 87:4.314392894727293 88:-3.375606396753617 89:-4.112215979509738 90:-0.2053169924415912 91:-5.986894624268713 92:-5.465820255385053 93:2.083260770902682 94:-2.591856208925879 95:-4.133117823361625 96:4.563956924634791 97:7.675815146816672 98:-8.520162275729751 99:-5.072317194988369 100:-3.635596219667551 101:5.252626812512184 102:2.062043279750727 103:-1.476849180516234 104:-3.722276934776334 105:-5.944354273432372 106:-1.323473026269441 107:1.567881701046793 108:-0.7860292223768302 109:-0.7155198597599239 110:-0.8286518150942012 111:4.480670928963747 112:7.269604449112214 113:8.343619316305272 114:2.321485901879609 115:7.538006774216536 116:8.93723778367189 117:-8.56860858373642 118:1.235154662168129 119:8.641812965493379 120:-0.5276853247804092 121:3.824609649531822 122:-4.217504069776399 123:3.322454209522977 124:10.47922767609532 125:5.015703737602055 126:-0.7519699301390675 127:7.700450870047421 128:7.798827745322827 129:6.905561835021491 130:-0.610289864599374 131:2.151733975977915 132:-2.548149961639475 133:0.9259308526989565 134:2.238164318499258 135:8.865934585055111 136:-6.701545568367221 137:-4.353930307164814 138:-4.900635969282344 139:-3.231455095166687 140:-2.44089660038363 141:-2.799569919087288 142:5.66382117120987 143:-1.713802197530307 144:-3.54534466700527 145:0.6993447965874671 146:-6.927344385706738 147:9.035986221434438 148:-5.22907791343348 149:4.484769375133268 150:5.568676490985267 151:5.38245346039826 152:-9.146818676753767 153:-3.332060511144908 154:4.068426722571681 155:4.701080834146667 156:2.009791778251861 157:-5.965512133876438 158:2.976386614891096 159:3.639870632173649 160:8.01969486339771 161:-3.689966979379427 162:-4.10533383185497 163:-8.781644005401922 164:8.01914088493961 165:5.98812163485077 166:4.872014760592195 167:8.165173746234275 168:-1.224421762199789 169:-7.90677491109381 170:4.305741912193207 171:2.857362386887142 172:-1.0038110930221 173:5.246941200722201 174:-7.621225764582979 175:2.359121932088071 176:4.006335286103684 177:6.30586526425853 178:0.3643249077984838 179:-3.512726941181948 180:-0.9508005658946312 181:0.1664057834182698 182:7.666011649917344 183:2.416201459680077 184:-5.899522888379322 185:-6.74787767699091 186:-6.593450403599823 187:-2.898581380024918 188:5.025840309423891 189:-10.05610704928082 190:1.932463028154587 191:1.208478710157594 192:8.338469074895126 193:9.268163346291361 194:8.163239053713015 195:3.621117193642348 196:5.674723589092789 197:8.508727930411869 198:0.7462071721006591 199:2.142269094576056 200:-2.781662252666711
+1 1:6.722978165761393 2:-3.548765448703576 3:-4.733034287377461 4:-2.646897292336212 5:1.612855140673055 6:8.587677007745407 7:-9.038737207683875 8:-5.005063923242275 9:7.992048942224389 10:4.578385583182159 11:-6.905014163652934 12:3.633557386020009 13:-7.519520471117668 14:-11.11544829105325 15:-3.604589281678392 16:4.033283923425795 17:5.63769593700606 18:1.706122192839366 19:-6.342908245070261 20:0.2541003573885543 21:-2.858308457635785 22:2.661142024182016 23:-7.291277351829761 24:7.681647862037386 25:1.651869864723469 26:3.674195754020613 27:0.01450697262056094 28:-1.911786450387341 29:4.619737110653917 30:6.52623377095937 31:7.456535462870914 32:3.988706768777375 33:6.639363430672519 34:7.0126598868522 35:7.784627557943971 36:3.512929909973586 37:5.533176573932449 38:6.011252098521608 39:-7.808290531511076 40:-4.88544956212166 41:-1.851772889295578 42:1.484857368031856 43:-1.419851745557953 44:-7.383931630666243 45:1.673797749865433 46:6.28545439395161 47:-10.29661654609762 48:-5.305509822805963 49:-7.35899998401865 50:7.881328595572985 51:4.13286128917501 52:-3.713216892945021 53:7.54353936936409 54:-8.621953418219531 55:-1.943344887809458 56:-3.21159853741406 57:7.489656807138242 58:-10.06741784405108 59:-1.363740415857192 60:-5.324230145129921 61:6.850843383360242 62:-7.178294408539689 63:9.458405314295851 64:-0.008968749283967736 65:0.1089199708378383 66:-2.957652909973981 67:-5.530382610948652 68:7.71880041070019 69:9.111847688839374 70:-6.148574818138229 71:0.8189770963330034 72:4.325510785326438 73:-1.235197047883615 74:7.047909321659568 75:-2.053633425823751 76:2.905272718293958 77:3.422446017079054 78:-7.484518932941395 79:1.192610702397257 80:6.082687972615994 81:-3.759048419468077 82:-4.151689449215445 83:3.345887883881265 84:5.994419762054857 85:7.229690739549161 86:7.369760075301995 87:-3.400486923355156 88:-6.570603300980418 89:-2.025589241150861 90:-7.121399901506943 91:-6.641254709121988 92:-5.67359933161004 93:10.70170240602707 94:-7.173547497447665 95:-5.934584717826672 96:-6.041129056694794 97:7.834176018194954 98:-9.773830410884486 99:-6.1988373327579 100:-1.106861996139931 101:3.105850987860845 102:-3.362495786019228 103:5.264909519578474 104:-7.576494042908186 105:-4.243579931821654 106:-9.005886595194609 107:0.2833415092523679 108:-4.10947627166369 109:-10.29751200771923 110:5.322855368677967 111:10.94667880094704 112:5.56251800976073 113:8.939504146620076 114:-6.372396459534809 115:7.910394813970483 116:-5.789922916488889 117:-3.135569383740522 118:4.926409729022165 119:0.5708431370341023 120:3.063879005812675 121:6.812133493019784 122:3.99498690683992 123:-6.260408947797298 124:-2.434074626902645 125:4.960725118465164 126:7.714403940075753 127:-7.925078815193028 128:-0.5538991523111914 129:7.258781198531559 130:6.711791364635495 131:-2.225027142469933 132:-3.406013260599832 133:9.221477656506684 134:0.3174965505043981 135:-3.622844266533811 136:7.547972369721182 137:-1.477495621280917 138:7.970071685019829 139:-8.562917539831021 140:0.1625245089976025 141:-8.525850432950911 142:-6.468107322146325 143:8.307486922178333 144:5.057331696226129 145:-0.5301964837593667 146:-8.049173564741407 147:-2.255015911245811 148:-9.687988198832816 149:-0.7021246367247941 150:-1.543327316146876 151:-3.903251573644228 152:4.995750447789131 153:2.676518802722383 154:-4.55141644231206 155:-7.014504415975977 156:-4.905002058969633 157:6.99882562637645 158:-2.584084915589894 159:-3.577994162800997 160:4.093349589727358 161:4.926529088106773 162:8.603198814471577 163:-7.904418549325529 164:2.501151278859707 165:9.570461451903206 166:1.420823373908166 167:-5.510236037403595 168:-5.769963336824739 169:4.02695403278272 170:-1.164711396893981 171:-7.928582298650227 172:-8.311819661516777 173:-5.737241810243233 174:7.368540103062129 175:-2.284585161386501 176:-4.508687742130405 177:7.421774485726766 178:-3.707733271012789 179:-4.848114552872738 180:-3.082959907879681 181:3.193028706554166 182:6.759717344408064 183:3.662950497970815 184:0.4983636210093393 185:2.501611831594609 186:-4.11575092176438 187:-2.385902526182922 188:-1.189112094625693 189:8.961172010428328 190:7.242518355529059 191:-9.640441373402926 192:-4.124319898900792 193:6.961299047273585 194:-6.550807459380871 195:0.2308758485012023 196:-8.033915512554939 197:-8.744428015577318 198:-7.396667645871753 199:-3.569379876098165 200:-7.260685131952599
+1 1:6.201563032247244 2:-3.544198047504509 3:-4.252083714773463 4:-2.017581639479508 5:3.841763264800282 6:9.713116490928181 7:-9.455279055065002 8:-6.831503731712127 9:6.717276341221744 10:5.852950714233891 11:-7.126456010908207 12:3.82977438964686 13:-7.986450555731168 14:-11.73923534152863 15:-3.722762676694779 16:5.869771004914849 17:6.270478463097725 18:1.135994521189661 19:-5.85993547368985 20:-1.073763994472682 21:-1.467994511525935 22:3.875132331690162 23:-7.680485876533002 24:9.689301822072778 25:-2.246204133123384 26:2.871622556791014 27:-1.474490225351236 28:-2.909468673322137 29:2.64552299342312 30:6.439904760217234 31:5.710335306101063 32:3.276123058987371 33:7.100080385238282 34:6.395212235046302 35:8.384859388431945 36:5.546066830415896 37:5.638531761288188 38:5.561290549342377 39:-7.508894478506989 40:-5.141599995614145 41:-1.639605825821246 42:-1.032418167075364 43:-0.8122622693805026 44:-9.100226241397085 45:2.013052412100191 46:7.015929011168406 47:-10.02314879414818 48:-6.17737408883321 49:-7.812372538121193 50:7.236086489910011 51:5.041746055528359 52:-0.4645219960440787 53:7.068648374171965 54:-10.10329401092876 55:-2.684934261385074 56:-3.74082508790146 57:10.11924241120608 58:-7.071994840670494 59:-1.683153553683371 60:-5.708257869110692 61:5.913509441470289 62:-5.474977153685577 63:10.07219557471029 64:1.080654023445854 65:0.7250734787460142 66:-1.453446405142506 67:-6.317959086386759 68:7.333096672416086 69:8.687708448614762 70:-3.747096618407605 71:-0.5247115207443451 72:4.233299209884688 73:-0.4633401259467114 74:5.409757812714503 75:-3.765134352616107 76:1.104788188427268 77:3.233050788061214 78:-8.974602567826446 79:1.638547518219286 80:6.618030614456009 81:-5.494834098904049 82:-5.760600232886009 83:3.286250761241316 84:4.121529121072723 85:5.859920932769937 86:6.057649990809526 87:-1.995250099179666 88:-8.605493858886168 89:-0.1680040940040948 90:-6.778799454231144 91:-3.164812602744337 92:-5.784539555898606 93:7.751335746058569 94:-6.567578033556563 95:-4.423452693968306 96:-6.540995991068812 97:8.584706203531546 98:-7.374208425438169 99:-6.387411541297064 100:-0.0232382174600656 101:4.011971959522439 102:-2.248344319558299 103:6.823931453566788 104:-6.786023911055823 105:-4.680342680930103 106:-7.911386109134098 107:2.957686938355257 108:-4.11864019578406 109:-8.06376685288944 110:5.196487502151731 111:10.4248239019098 112:5.539834970237178 113:8.379320633782735 114:-5.107260275834227 115:6.868121346759576 116:-9.490552988392807 117:-3.296492013674594 118:4.942027082188869 119:2.388182511075716 120:2.614061489998396 121:8.940160045344102 122:4.278903359147042 123:-5.605051707022756 124:-0.9828115027620226 125:4.062415557390362 126:6.011603116910688 127:-9.206844053003183 128:-2.129482050315635 129:6.791503691531193 130:5.357946031227519 131:-4.124412761494539 132:-2.745872218670636 133:8.509843819437972 134:0.5405269729611212 135:-4.089112837747408 136:7.751670317677771 137:-3.342330522836119 138:6.318464782741771 139:-9.29768323765091 140:-0.3750707468269598 141:-8.980085726087015 142:-7.421229645656794 143:5.080800210081732 144:4.231193223598755 145:1.321022010067568 146:-6.079940907297326 147:-2.341313235809168 148:-6.362394657754686 149:-2.228230451397483 150:-1.7927877573612 151:-4.335112889634619 152:4.356358283615407 153:4.718065962596009 154:-2.518242728152577 155:-8.846117448763449 156:-7.099972486999026 157:5.949333492164 158:-1.032980366806825 159:-3.640575545022875 160:2.177184303192707 161:4.768565469294241 162:8.83183156552882 163:-9.393689614571736 164:3.424888533883428 165:9.136459961987287 166:0.9715033527783817 167:-6.262263248869411 168:-5.47985281093517 169:3.540500510898094 170:-3.023484985953698 171:-9.330362282695656 172:-8.005864514624117 173:-4.780443537827914 174:8.813607708232603 175:-3.84320329236721 176:-5.216439496511623 177:7.850251364603325 178:-3.009599248139732 179:-4.030511059108933 180:-5.086436724445641 181:4.205903459860448 182:7.716058190150602 183:4.822068530017141 184:-0.01410997718712725 185:2.930698649473931 186:-5.813792124793164 187:-4.523748524659776 188:-0.6671601150809682 189:8.972368680474286 190:6.320296276272845 191:-10.19386540782608 192:-4.000883315026304 193:6.897740049573814 194:-6.602078511397034 195:-0.945888241788623 196:-8.296742577221824 197:-10.94550555560685 198:-7.990484176542598 199:-3.629427107319265 200:-9.271752940480765
+-1 1:3.490827094911042 2:4.561941291913281 3:6.712859285938608 4:10.67974301794415 5:-7.807369875549471 6:-0.04854456778665134 7:-2.440371811344648 8:-3.296355193245289 9:-7.07763480574733 10:-5.853021239618744 11:7.705233785050256 12:-5.971189565571908 13:-8.149864740656298 14:-3.204075633619498 15:-5.983278043336663 16:4.911154958187126 17:-4.056521063505611 18:6.487127107350472 19:-1.381711300638316 20:-1.946259142398443 21:-0.9907922946566141 22:-8.318919201650932 23:-9.868467972221923 24:-3.221629383844562 25:-2.074848354170953 26:4.618688626964956 27:6.929285240580157 28:-1.290433665433218 29:-8.807033939887202 30:7.366256765328777 31:-1.189476392251924 32:-2.803521250091262 33:-8.859786014166787 34:2.215848489350118 35:-4.91898230965838 36:-2.772881489621215 37:6.584641111323386 38:6.739276931894508 39:2.646082869831996 40:-9.256985164999479 41:-0.914533574253146 42:2.595736579816876 43:-6.354332568788859 44:8.441509516005608 45:9.432193982626634 46:-2.030929156754093 47:5.832093586590107 48:-9.08815748109013 49:-3.013621155613619 50:2.447249961593792 51:-7.506629963909391 52:4.227475055094724 53:4.9367284678565 54:-6.99749013895097 55:6.923404681364839 56:5.457786756883197 57:-1.26079225904122 58:9.340095672553502 59:1.415835231129015 60:-2.73849007125393 61:6.708062982407103 62:-0.4189129879668525 63:-2.636814174163804 64:0.0332222729644065 65:-0.1337468220419007 66:-5.833978925327447 67:-9.469611072491265 68:-9.53415506358828 69:10.11112309466921 70:7.987150540724824 71:5.906517063658065 72:9.859059574235532 73:-0.004267795091230292 74:8.21696957316086 75:1.635873820775638 76:4.837669952514806 77:-2.786920144372746 78:-2.383203595532839 79:6.465348772420286 80:9.395341247850382 81:-1.840937024338068 82:1.646034094302312 83:-7.710431035768915 84:-2.307964730814027 85:2.028556936888992 86:7.891924062018641 87:1.974565252992558 88:-3.993162704003579 89:-5.194087391749715 90:-0.08730484991259202 91:-6.678436239697892 92:-5.172421542531048 93:1.158028065771351 94:-0.6446821503703453 95:-5.248155284575006 96:4.55899802782689 97:8.257037400787377 98:-10.17634911268542 99:-3.54628725759766 100:-3.149393394404928 101:3.4249829061726 102:2.961152873734374 103:0.639110281046904 104:-2.872943784515742 105:-5.442383332397807 106:-1.288402482649722 107:2.423109547060382 108:-0.0190964529746398 109:-2.387216666778421 110:-1.052084287259569 111:5.823159582514969 112:8.397553923306852 113:9.376235989610867 114:1.658967320220643 115:7.730874622467792 116:8.264976608735756 117:-9.490290160365111 118:0.2206179081607114 119:6.926434072521562 120:0.7762996527416599 121:3.805287799475886 122:-2.619872153558649 123:4.071032243035456 124:9.114085762560924 125:4.56572778043456 126:0.08353834598477511 127:6.966596745070365 128:7.319405453913052 129:5.855721007864457 130:-0.4125667777090158 131:0.4627059278629893 132:0.1439085456625278 133:-2.76812900860399 134:2.721481557208292 135:7.621757069890541 136:-6.651879154036259 137:-4.17309946051132 138:-2.804353562081911 139:-2.603872724932959 140:-2.217998917067455 141:-3.310914042219479 142:4.441307906418307 143:-3.280725295486838 144:-4.331407696204455 145:0.7602797399011301 146:-5.754599780390318 147:6.889376589768363 148:-1.05365349293828 149:5.197016532837058 150:5.458647292220937 151:8.08270922380003 152:-9.179080325847057 153:-3.437595146188051 154:5.543964193159766 155:4.852875937374819 156:3.330875503962079 157:-6.582402495327363 158:0.5883580077951602 159:4.38936393529706 160:7.639534914506275 161:-3.75962386913871 162:-2.748581845007775 163:-6.648990559757221 164:7.631996557782515 165:4.979029430495801 166:4.574833515790676 167:7.592376235573425 168:0.5275104865626168 169:-6.507631622893184 170:2.264347498385662 171:1.386446051259025 172:-0.7800089126714908 173:4.411905564328925 174:-9.206623521781234 175:1.173483545195399 176:3.681613013831165 177:6.237267997809905 178:4.654185462704247 179:-4.064898992500133 180:-1.064507933498129 181:0.7248490841845181 182:4.714233205454394 183:3.246652377502769 184:-6.216526643227798 185:-6.635226750053794 186:-4.01323483474184 187:-3.056613628821708 188:2.491488059262074 189:-9.097007962697663 190:3.542492571418253 191:-0.2755717989898501 192:7.875523437175547 193:10.50619703387262 194:9.046295043044676 195:1.890815074777987 196:5.798646551901755 197:9.742339576400546 198:0.9459294533258011 199:3.175845511403204 200:0.003152943098103655
+1 1:8.604459025649764 2:-4.630087883050383 3:-4.673749366221601 4:-4.845542415885284 5:4.144139736374068 6:8.716345089334236 7:-9.043079405536044 8:-6.391485952054524 9:7.574407784618834 10:5.927773215533501 11:-7.011484402274354 12:3.084333862257824 13:-7.356500993443626 14:-9.998515701836661 15:-5.327899170214314 16:5.139785997310006 17:5.609483309786266 18:1.895782178834448 19:-7.413361876003588 20:-0.6649051488147858 21:-1.3299365877887 22:2.857027448727492 23:-7.321895813655547 24:8.557560871705119 25:-0.3155131110607409 26:4.260974523254501 27:0.6317412837436933 28:-2.383129650047097 29:6.666587982862707 30:4.827886329161243 31:6.685843750223289 32:5.509235212779602 33:5.206377245953593 34:6.256596506188101 35:5.752411816136334 36:4.224628520257086 37:5.553202084731079 38:5.614860941177414 39:-8.640002363013815 40:-3.5417595487358 41:1.718024536642873 42:1.791674195983893 43:-3.051493180931029 44:-8.541078412667037 45:3.063422668734035 46:5.886784170649813 47:-9.335168133944531 48:-4.173090023631843 49:-8.645621814425704 50:6.595229221413708 51:3.474239619842899 52:-3.155444636070438 53:6.915046561073583 54:-9.187703994888588 55:-0.2801272823129477 56:-2.688934363153987 57:8.595775520709839 58:-7.086003139804721 59:-3.504471855817168 60:-6.992501119695861 61:7.778028401454037 62:-5.214056277942924 63:8.82404263218538 64:0.6403923563845744 65:1.160868063207704 66:-1.330116053876243 67:-4.335380925479376 68:8.943660260518479 69:9.038815493494216 70:-3.399572305829924 71:1.622328885327744 72:3.217350265164638 73:0.7374277736477881 74:2.698016361471147 75:-1.976772076674821 76:2.714009350852091 77:0.6658133460407414 78:-10.24238909080447 79:2.308392426567678 80:6.638031785175157 81:-6.300805912759264 82:-3.981094951519022 83:3.323901197692611 84:5.544306291270769 85:7.770667521102145 86:6.160048907622029 87:-0.9360070065797554 88:-7.680799362501761 89:-2.292318413065186 90:-6.464946137855534 91:-5.285208973126659 92:-5.483195570513799 93:8.51299570496638 94:-8.046218657521164 95:-4.137122440361627 96:-6.574546011308857 97:10.34793562570847 98:-7.939109071078417 99:-7.115416543325924 100:-0.6836351297707015 101:3.268205290259639 102:-4.474581882337482 103:6.230251429211125 104:-7.880374037996754 105:-6.204847832361436 106:-6.032573465542447 107:0.9777541792302273 108:-4.75012059896281 109:-9.149183799980422 110:7.333783330507105 111:9.40867711361715 112:7.478636618930058 113:8.399442505325103 114:-5.057705664994804 115:8.991340721406992 116:-7.289162273685668 117:-3.473271316338161 118:4.073413492746099 119:1.568770684740355 120:3.658410514803106 121:6.313535460017257 122:4.006740142205976 123:-6.545272115780335 124:-2.938556540833646 125:3.312801383996073 126:6.022550118865663 127:-6.992933652331683 128:-0.9488480984917684 129:5.523357403518975 130:4.211538746357608 131:-4.03460420289893 132:-3.333326016788248 133:8.905155114798323 134:0.1405082721809187 135:-5.31868161355974 136:6.149826370225347 137:-4.413400000653963 138:5.095301590526455 139:-10.18788756356021 140:0.7239917034471159 141:-10.86268120505668 142:-9.041413290407078 143:7.493227976421897 144:4.597736236987092 145:1.634146592601478 146:-6.445289936937139 147:-1.877301089254995 148:-6.515661118787082 149:-1.596914834165415 150:-1.96346964896258 151:-2.636196554734283 152:4.198908402839826 153:4.672025369331442 154:-6.718757817664272 155:-10.7430394483956 156:-7.242415315043515 157:7.800788628274407 158:-2.385392381342981 159:-1.531236245530074 160:0.9758229061135042 161:5.041476754174657 162:8.820005237874588 163:-8.285844133118637 164:2.702504133534329 165:9.343926223131181 166:0.8666996803787845 167:-5.147800455287678 168:-4.811463691567566 169:2.376405299022879 170:-2.833251726660725 171:-9.71039689061319 172:-11.462258190848 173:-6.932926893371981 174:7.782846311859232 175:-5.283990248914115 176:-4.202322352661384 177:10.0082323675058 178:-3.521695257579973 179:-2.48138929533254 180:-4.320069362716934 181:2.618474664707872 182:7.19595014105697 183:3.257415214071602 184:-0.4139650116548215 185:1.728410026418372 186:-6.488610169468947 187:-5.106181884712846 188:0.1619320802929911 189:9.042968218898588 190:7.375442215982322 191:-10.12934538933648 192:-3.784427387341547 193:5.645374697728441 194:-6.523167177707191 195:0.6003036488597279 196:-7.837657943283485 197:-7.913082605459488 198:-8.302374178062895 199:-3.398512931914353 200:-6.058728691708555
+-1 1:3.503242389128611 2:4.779377115256147 3:7.171792673476471 4:10.95418503097134 5:-8.86924050079563 6:-0.8521685305315561 7:-4.340090001089838 8:-2.493809532870447 9:-8.4637548377122 10:-6.789344436431276 11:7.543933111584769 12:-6.074948934281602 13:-7.522595129930963 14:-5.086808876163915 15:-6.517097561604269 16:6.150632474595517 17:-3.12057491395786 18:5.961683798285869 19:-1.261584223294471 20:-2.009700908028433 21:-1.976839704084133 22:-9.697139784920989 23:-8.815224656652578 24:-3.082032721619747 25:-1.777495361257898 26:4.701978127699889 27:6.876152555657431 28:-1.016871684154791 29:-9.389414357333951 30:8.510241518705044 31:-1.301579479180241 32:-1.422134018632099 33:-8.300414025350547 34:0.302861121367767 35:-4.636699970526201 36:-2.040561434654368 37:6.19571502011337 38:4.634567284172725 39:4.412621593415826 40:-9.781495700009964 41:-2.78378430294754 42:2.294785406628371 43:-7.432068691153373 44:10.13202241312321 45:8.899236133678318 46:-3.884790370986288 47:7.856287596659028 48:-8.596132781454678 49:-3.387461497203312 50:0.6338821361381226 51:-7.887537258492773 52:6.853241604050311 53:6.910396013500349 54:-8.536501587461938 55:7.588668813915448 56:2.838168962336372 57:-3.128622337111158 58:6.369770060965847 59:3.51745516885091 60:-2.685837709884968 61:6.621910615835112 62:-1.420555812562118 63:-3.593039241746923 64:-3.552579989068172 65:-2.811095913057506 66:-1.642241003389286 67:-10.32821492617498 68:-9.100265780316001 69:10.52697024771598 70:9.7288182832398 71:10.51520089435066 72:10.28687227711418 73:0.9482134942269521 74:9.151460837417062 75:-0.4594744847669301 76:6.134277081298835 77:-2.315871145700357 78:-2.317446415039088 79:7.190844082576123 80:8.375942746246585 81:-2.084061247665618 82:0.692039452491629 83:-9.252173560468444 84:-2.069745529916582 85:0.1758898553569441 86:5.682864840966506 87:1.713979292425377 88:-6.065693470917843 89:-6.186801828738504 90:2.190048977617602 91:-7.065090609536758 92:-5.422141809190106 93:0.3266288728437107 94:-2.591858257046919 95:-3.679930299331707 96:4.748923022630052 97:5.881574966688463 98:-9.862204336602172 99:-4.788794319083435 100:-2.959468939445724 101:5.285136093603972 102:5.000677260668716 103:0.6253983158413371 104:-3.91531910704976 105:-4.576966055189411 106:-1.159102299565508 107:2.629935522084123 108:-0.902120220712897 109:-2.023902915448552 110:-3.928721674914886 111:6.584199446002747 112:8.321006651915908 113:7.850419998966606 114:0.07427859564376948 115:6.971908265490382 116:8.882967042339612 117:-9.536449196248739 118:1.905509976641632 119:7.940635828668773 120:0.4545414791689702 121:0.3921045410971411 122:-3.301378889016284 123:1.912152032524799 124:9.14649772628842 125:2.056019020336929 126:2.038849143936776 127:8.120157116032601 128:9.148667987758584 129:5.105003524519662 130:-0.4709298236962269 131:0.9767073343138279 132:-1.500679711061575 133:-2.39807529131283 134:2.099005185112076 135:9.255375380635531 136:-8.614852534658503 137:-3.407317567367817 138:-4.222623547696247 139:-4.112715414609291 140:0.5473306261412727 141:-1.63782134326908 142:6.382412830519525 143:-3.220116047189284 144:-5.748039025720264 145:0.4162512127595951 146:-7.035590674039933 147:9.420652183686281 148:-2.030115761167909 149:4.74748265367842 150:5.602302768027224 151:6.789934181733151 152:-9.579993569742898 153:-2.601804724009562 154:4.625544028574798 155:3.833745913692299 156:1.503661990043771 157:-6.013315915591821 158:1.472288487026646 159:4.599109122629272 160:8.155547289695324 161:-4.458311401114674 162:-1.031658760186013 163:-6.156844277438645 164:8.532847541085335 165:5.134426205449887 166:7.01884716929087 167:5.639744864063962 168:-1.531632426486964 169:-5.87975388632435 170:1.722026287465153 171:2.153490144391626 172:0.1513238887030592 173:4.868332804213829 174:-7.689331727858959 175:2.947607458394775 176:3.488949243571398 177:8.082916128768389 178:-0.07153051017363721 179:-4.536099716674559 180:-1.159965006009678 181:-1.267683893583507 182:5.741829015727844 183:1.99233367434987 184:-6.987822807866564 185:-6.507984655657947 186:-6.710250813709841 187:-1.427869844558675 188:4.004996563445057 189:-10.25982259815604 190:1.817116388142819 191:0.6853466006047906 192:7.812790685886547 193:8.910319257744353 194:5.39451605950932 195:2.597174942802028 196:6.718600031766024 197:8.231537287166395 198:1.434137439646102 199:0.8928406167541953 200:-1.829761617308606
+1 1:6.37325406626417 2:-4.991465025570777 3:-3.938013076150487 4:-2.624734248423498 5:5.337138909081091 6:8.271101501114449 7:-9.078502237265596 8:-6.175130298530562 9:6.053436943795262 10:6.860728847448969 11:-7.910548311252733 12:2.719199117306087 13:-7.538611787178579 14:-10.54413948745747 15:-3.60580923031651 16:5.563737470816671 17:4.571230373206349 18:1.942873926949519 19:-5.107881779467276 20:0.04927085471560999 21:-1.600927856541985 22:3.07366963684575 23:-8.147644884921911 24:9.321280964864645 25:0.3648964347995107 26:3.804165231380863 27:-0.8460156389740434 28:-1.530157241266542 29:5.868505337819746 30:7.015528751696025 31:4.019204846467769 32:3.744552053711619 33:6.478766405327085 34:5.70985814824098 35:5.808259673526429 36:4.114447423600046 37:8.157646016197411 38:5.33291771997125 39:-8.495433609807572 40:-6.308925641376879 41:-0.3730903066393603 42:0.5826582825547905 43:-1.204594528543318 44:-8.104513449303086 45:1.922318746091674 46:6.501028732383213 47:-10.48706184258987 48:-3.813449956241403 49:-6.226889952740299 50:7.405483698714252 51:1.937681878009381 52:-3.734526002268129 53:7.329803277080311 54:-9.292003909678922 55:-1.575447844307069 56:-4.254299563554102 57:8.099651653035158 58:-8.828528943000967 59:-0.7992654617968973 60:-5.614684656249973 61:7.816974722188123 62:-6.585827246186138 63:9.903941798263 64:0.06416954516908613 65:1.858387286455121 66:-1.639007930656394 67:-6.059519307726061 68:8.558190430306528 69:10.29745834842298 70:-3.908922766853167 71:-0.1752391313587697 72:2.850071259841656 73:-1.144212826428555 74:7.476268247775396 75:-4.959802667782092 76:1.764610943218101 77:1.880899366581778 78:-9.537702875038217 79:1.58814010129967 80:7.204258954632516 81:-6.009992246353917 82:-2.472705018698119 83:2.554123501964332 84:7.004740914065725 85:5.967581445899212 86:6.496199526358284 87:-3.410582138022798 88:-8.19338338412725 89:-1.150307175972647 90:-7.404092489693436 91:-5.825403929641274 92:-5.146830987827168 93:9.33621397608859 94:-7.406752801866531 95:-4.298312422994169 96:-4.758627460859318 97:9.418995299336553 98:-8.277935720006015 99:-6.63183137601195 100:-2.998416128679444 101:4.956495965033412 102:-3.648005257221015 103:8.402156828870236 104:-7.284841610764189 105:-3.290858410452038 106:-7.488361643874272 107:1.876412682209419 108:-2.529178971249955 109:-9.906241074409376 110:6.1517440153272 111:10.92818887887982 112:6.965244219687309 113:10.29553101604519 114:-6.166254670838891 115:6.50296338437372 116:-7.332871261783579 117:-2.692614159754984 118:3.125171927291277 119:2.436662183063413 120:2.921659240565273 121:8.016662846083552 122:3.979976791634293 123:-7.294656064685109 124:-4.185434042527127 125:4.060317806308389 126:4.872645859532002 127:-10.74402467227665 128:-0.7939589332797561 129:5.607564916201532 130:5.759907615838166 131:-4.440781943683172 132:-1.132376320086324 133:10.44295238837375 134:1.730667056636493 135:-3.828927388569761 136:8.061509489524571 137:-4.070710417337077 138:5.897094269632316 139:-8.876790296617564 140:-0.3960651015944712 141:-10.44810480985376 142:-9.442917626984334 143:6.908270642822315 144:4.32989840367676 145:0.8425276289732556 146:-6.842478042604022 147:-0.4959509951856176 148:-7.347257153826456 149:-1.401662647280361 150:-2.322530802138159 151:-4.097918264701813 152:5.502110642032221 153:3.78734296496796 154:-4.984712628992535 155:-8.690443561565173 156:-5.812211904827098 157:8.543968414491946 158:-1.409357229170145 159:-5.35546394704896 160:1.928798928342015 161:4.420038262070635 162:7.152939478456014 163:-7.842978792336026 164:1.098572090771941 165:6.828224061631177 166:-0.3310086898480209 167:-2.693033812346458 168:-6.886824713734539 169:3.379277001137353 170:-1.500596856718583 171:-10.73027974813894 172:-9.924165681718062 173:-5.815648510173167 174:9.455818160885981 175:-4.13965740041024 176:-5.09187190319804 177:8.521213851031684 178:-3.981212194891939 179:-1.431731411142247 180:-4.58146538769997 181:2.934879005011925 182:6.757139311830538 183:4.834828594574649 184:0.387499112752915 185:3.915084724865139 186:-5.841935426074782 187:-4.417174413026627 188:0.5533828992248475 189:9.998793266906215 190:8.333614780761833 191:-9.956959017205598 192:-2.350646968285964 193:7.276158718181434 194:-4.418753685143493 195:2.263055869027711 196:-7.119414411468854 197:-7.315772363694967 198:-8.521141148248866 199:-3.46063176663233 200:-7.035122491183303
+-1 1:3.537602774068952 2:3.82094005594307 3:6.824493483878862 4:9.800627165912916 5:-7.679769476637998 6:1.09928398875607 7:-2.705826687303942 8:-4.145437622213519 9:-5.315218050515685 10:-5.846932692160058 11:6.686582124218372 12:-4.167284763336614 13:-7.433493323732022 14:-5.222155832525194 15:-7.282272820995565 16:3.057638828357344 17:-3.725855936629213 18:6.1685463430399 19:0.3722806920902332 20:-2.826689558954428 21:-0.5932826930152564 22:-8.410194207690104 23:-9.762196355672829 24:-3.432989200070821 25:-1.46241736325764 26:3.265051987652868 27:6.928009519568556 28:0.2375994823950917 29:-9.902783747951062 30:8.276081892207737 31:-0.7142682721522333 32:-1.815078069716316 33:-9.359947344997433 34:1.381731675012153 35:-5.32486356356146 36:-1.962230263252979 37:4.927365326745845 38:2.938883991637616 39:2.381427526144345 40:-8.398501357950725 41:-2.558664194163585 42:2.448343104150827 43:-7.922258172976061 44:10.13556170342468 45:8.520273983739813 46:-2.088062240415582 47:7.177460791638334 48:-7.86095609253544 49:-3.508749927180403 50:4.31732784171536 51:-6.661944457216644 52:6.300917617662312 53:7.797334510274174 54:-5.270714380682216 55:7.002294608118024 56:5.880947750033506 57:0.9739653508766577 58:6.874622772285573 59:2.443577558078454 60:-2.96290183538059 61:5.609256514896318 62:-1.905435993387362 63:-4.382583923288411 64:-3.584774717702326 65:-3.728307445181536 66:-4.224205161571996 67:-9.241401581136548 68:-8.086715143307908 69:9.906594085245541 70:7.92232498393908 71:8.427574167124765 72:8.257042720771121 73:-0.1843002918232354 74:5.585422045857535 75:-0.7376895901533201 76:5.147688416067917 77:-3.004700460312644 78:-2.319621203561953 79:7.086167438272595 80:9.146446458966162 81:0.3960885015898254 82:3.510976137585732 83:-8.325946410562384 84:-3.027212224673766 85:1.426776487998215 86:7.009815703994977 87:1.309151174623476 88:-4.456861495363223 89:-2.252587222814124 90:1.210690896328422 91:-5.393772343959766 92:-4.576203376363357 93:0.5747904581566698 94:-2.071723721734112 95:-4.817440655639452 96:3.245155268599605 97:8.002969680652066 98:-9.084909210899557 99:-4.076277105869435 100:-2.776019689571557 101:5.409129747777904 102:6.001617338138081 103:1.829272533113599 104:-3.388072084155 105:-6.429781043245728 106:-1.559486197202593 107:-0.1176868520169871 108:1.037188519099884 109:-2.099840209967117 110:-0.5979394422961938 111:5.685299813154951 112:7.827856721819199 113:9.419438689353221 114:1.249806476997606 115:7.694682551182209 116:9.572758418129972 117:-8.613639548493815 118:1.706942097762332 119:9.920899054692542 120:0.02811205225059699 121:0.6677200014281675 122:-2.593928181021394 123:2.944843846098523 124:9.199071013050087 125:3.704992294119949 126:1.051448948714864 127:8.340213066178686 128:8.110824047306226 129:4.340398101893013 130:0.6860792930517262 131:-1.143432456384513 132:-1.917335376671991 133:-3.421073678991812 134:1.620253274733348 135:10.52727864159492 136:-6.729775391322135 137:-4.669651426544315 138:-3.003237606886987 139:-3.004773137944671 140:-0.9101444135557561 141:-2.494789486650115 142:5.713467919091807 143:-1.452724520510634 144:-3.068770179879067 145:1.481528070097265 146:-7.027309149386815 147:7.172038475947209 148:-0.5972897841837177 149:4.079671807841779 150:6.66993027427185 151:7.734561560123725 152:-10.83538012363116 153:-3.134234240212311 154:3.36979096182327 155:5.392875575970363 156:0.1463205846595135 157:-5.428124521372472 158:2.854223341671106 159:3.511937420851445 160:8.26712432443664 161:-5.353867565125715 162:-1.923695828334147 163:-5.952767287586395 164:9.189970600956473 165:5.204045874736849 166:6.150505310636311 167:7.798436160035025 168:1.854347853262389 169:-8.049690292904133 170:2.333207542997683 171:1.009735983067374 172:-0.374824136327738 173:5.073448690006404 174:-8.40615942803686 175:1.114384649468853 176:3.544739200402661 177:6.971674916754794 178:2.511232429804467 179:-4.911162685902649 180:-0.4897919340437308 181:-2.331672525876544 182:6.374940342959253 183:2.495675008633566 184:-5.81463003779432 185:-8.101302088886055 186:-6.651555805170554 187:-0.5303228683557659 188:4.252521756781925 189:-10.38270836810833 190:0.320570449011008 191:-0.2551536054876687 192:8.267921051054667 193:10.03559348021374 194:8.014976888546833 195:2.261649710002705 196:4.026773718043305 197:10.29951683059663 198:3.533721278952775 199:3.806394900773122 200:-2.665859155216696
+1 1:6.542858359194527 2:-3.521489862124552 3:-5.400596927378292 4:-4.481698245340776 5:4.115648380302509 6:9.986492959725263 7:-9.697382159682313 8:-6.506519100974484 9:8.368049830230945 10:6.273696523005008 11:-6.501486003785162 12:2.735732527617738 13:-7.35544765124371 14:-9.662839080390526 15:-4.44145756283698 16:3.949812402999221 17:5.392129822956639 18:1.54078356047893 19:-6.471383576271679 20:-2.369458332911911 21:-1.836879221756293 22:3.660733306453954 23:-7.257152405983478 24:10.04867143481537 25:-0.4778613662636267 26:3.945603745638913 27:1.755495431209924 28:-2.979866147028982 29:4.833677821811095 30:8.526017723139041 31:5.69988269817976 32:5.713540171761267 33:5.670688088980278 34:4.883231954293558 35:6.20278155765983 36:3.192603641377348 37:4.543881271842743 38:6.169717735331145 39:-8.957096386167155 40:-3.73141954143873 41:-1.011798473767802 42:1.377802189212397 43:-0.644159515382233 44:-8.308621655051086 45:4.210661806107767 46:6.063070948712318 47:-9.453994298148565 48:-4.922082042511435 49:-8.027207826378273 50:8.974347237065741 51:4.188578982394279 52:-4.031841211933146 53:5.973815742883334 54:-7.166797319094752 55:-3.205324005295585 56:-2.42104277956664 57:8.435123626330812 58:-7.836798459751106 59:-1.192832642847651 60:-5.139924434166755 61:6.599096483337875 62:-5.90174038714223 63:8.78012900228976 64:1.412184547589393 65:0.03496993635702927 66:-1.985095721139248 67:-6.842249355811573 68:8.42127567444906 69:7.884667541091176 70:-5.293622812003318 71:-0.7923012210874985 72:4.321086678509131 73:-2.555239249103408 74:6.135812867496726 75:-5.450125650926536 76:2.52392807484518 77:2.1196392158477 78:-8.615283781068364 79:0.5987636280667594 80:4.532984818701411 81:-4.550538970520749 82:-3.293506066358651 83:1.50195759070423 84:4.765851459015346 85:6.127529122759816 86:8.027018494491369 87:-2.182096551550599 88:-8.93337311644931 89:1.712447866793609 90:-6.775038972607784 91:-3.340710588097868 92:-7.492389382551078 93:5.523009413996408 94:-7.714442102508599 95:-4.684881083784001 96:-6.817851703428665 97:9.879576343195192 98:-9.39272946138073 99:-7.283527779496421 100:-1.753770534235756 101:2.843933544654063 102:-5.106946283625172 103:6.510762419304411 104:-7.167519151229062 105:-5.678748853185478 106:-7.48002764969175 107:0.8106501792535715 108:-3.619254713237578 109:-9.214888526286563 110:4.275469775910956 111:8.739039050825774 112:8.572164062050513 113:8.628080583862873 114:-6.225534102236567 115:9.115759373570986 116:-6.557121570223167 117:-3.364328785987091 118:2.933100720277896 119:2.216138450051647 120:3.27672557058987 121:7.968466253602619 122:0.7715801347431586 123:-6.448028221023595 124:-3.884524754903251 125:4.587854192340004 126:5.095994963745443 127:-7.647464587745793 128:-1.505183846233852 129:5.759989948618172 130:4.971607475046324 131:-4.838625900790557 132:-2.714550540206559 133:7.008008037328402 134:-0.538300611964353 135:-2.803549742541961 136:5.721094755156546 137:-2.595368216928555 138:6.758970735553471 139:-8.328840350247537 140:1.931751479415269 141:-10.33035697336922 142:-8.10964878698794 143:6.179502205018698 144:3.574257216367216 145:2.670132063736212 146:-4.316170774440428 147:-1.326101500282498 148:-7.509993557594503 149:-1.450101131339487 150:-2.182954423753578 151:-1.744638834097527 152:4.99721183698555 153:3.805667652585737 154:-4.358693315459418 155:-8.895144788585176 156:-7.711397189744705 157:7.33058792028242 158:-1.934222950623373 159:-2.990794426069409 160:3.404565747088683 161:3.95423232990853 162:8.689687320597351 163:-8.893729544116178 164:1.377417906288961 165:8.530458966577658 166:1.531958210972491 167:-2.042195360265971 168:-5.266572266011808 169:4.793134494803011 170:-1.89320195291886 171:-9.964286188604364 172:-8.517055467458839 173:-7.087054284237674 174:7.428843562371478 175:-3.295522836370792 176:-4.097491593916624 177:6.164164777128061 178:-3.164851172889545 179:-2.386230113471609 180:-3.219505964459472 181:2.891438196115176 182:6.290938159689637 183:4.759145973597582 184:-0.7722963787162946 185:3.791752596058785 186:-5.725065223086316 187:-3.420746489088221 188:0.003484919098085681 189:10.25306127330052 190:5.39988763205912 191:-9.503196531384521 192:-2.360506696354481 193:7.535100637470741 194:-5.925050445067284 195:1.646781634946357 196:-8.635583657296401 197:-9.299649098544608 198:-8.325501188447532 199:-2.878044900178947 200:-6.622831505448308
+1 1:8.206288053138588 2:-2.967819446335955 3:-2.727647760978172 4:-2.109587632490975 5:6.509168369067035 6:10.01916907830555 7:-9.512327347810274 8:-5.018535933403785 9:6.527062708021065 10:3.231196180141884 11:-6.229088533847139 12:2.914686639448211 13:-7.66187683507536 14:-10.81274280873169 15:-4.537304222039746 16:4.758839108574879 17:5.085895570365152 18:2.994724418513437 19:-7.167039471250561 20:-2.261717223244794 21:-1.735710534001952 22:1.949472842462118 23:-7.306245475956225 24:7.158178921305732 25:0.5127644905260489 26:3.100192523812336 27:1.839455697689227 28:-0.9763846108881078 29:5.384813580123287 30:5.468487221997275 31:5.589265954845017 32:4.277611724580405 33:5.869006321503863 34:6.890188060226442 35:6.694951377244332 36:4.485730262360828 37:4.93330794169396 38:5.689160225977561 39:-7.067334447671202 40:-4.35826317853986 41:-0.3617488880947988 42:1.582797592302954 43:-1.198812762819803 44:-7.321578829817639 45:2.562197127543429 46:6.567821352065404 47:-8.854219456684989 48:-4.822425323868456 49:-6.6893491488417 50:7.703026336220073 51:3.880249361170349 52:-2.869283495806249 53:8.167542577335979 54:-7.913156359688183 55:-1.606739525276756 56:-3.172974207207083 57:8.55536590536914 58:-9.461420722673825 59:-0.2522956899746884 60:-5.642530592754252 61:6.928024604805739 62:-5.734917269550635 63:9.290556326584774 64:-0.08523723975252295 65:0.9826479623889983 66:-2.198480350670066 67:-7.875734082563424 68:8.904523390837385 69:10.12218846158071 70:-4.789288245586151 71:0.09683417142011097 72:1.991727199258703 73:0.7072282786668798 74:5.382495253711936 75:-2.818085399094389 76:1.804143412308256 77:3.904370317298523 78:-11.09034438395641 79:1.678761612859587 80:5.367048543313794 81:-5.955802474607638 82:-4.504670026868203 83:2.741936948747849 84:5.640662414125515 85:4.271613552602693 86:7.337394067231851 87:-2.566560386059075 88:-7.428461552825709 89:-0.24670340768299 90:-6.358524698512044 91:-4.925878920101953 92:-6.337237969667787 93:7.850893603949067 94:-8.686667543245047 95:-5.626803330958404 96:-8.577898965433809 97:10.67778554291832 98:-8.816277199597959 99:-7.021300354154297 100:-1.708615446947148 101:3.434548030438441 102:-3.606274424066529 103:6.462721475689237 104:-5.614131957043469 105:-3.921305738757323 106:-9.291859450679285 107:-0.05436009130393593 108:-4.485068411828512 109:-10.26652689377956 110:5.852920653056183 111:9.863816499716627 112:6.880225101502012 113:9.092971089223928 114:-6.126016070344061 115:8.783140503244507 116:-8.059998127372165 117:-4.72131325024869 118:4.740983650617705 119:3.777620032510646 120:2.696066917639708 121:8.665307691832155 122:3.686760925304589 123:-7.874705514509124 124:-2.163043222940789 125:4.897309940390385 126:5.824930791006695 127:-7.173126309740583 128:-0.587649358428908 129:7.49450666851295 130:6.247020833231998 131:-2.997405177566458 132:-3.395183557625608 133:11.4432044462314 134:0.8243336819903252 135:-3.297921408493049 136:7.233831758047513 137:-1.90924961248586 138:6.208034656037701 139:-8.687159708810277 140:0.2160500111429656 141:-10.9963601130406 142:-8.449719989136049 143:4.96367604297455 144:2.756033563526598 145:1.09915172856072 146:-7.907234699745123 147:-2.169913910857232 148:-7.744563535648498 149:-0.7267430304557149 150:-2.05690847816323 151:-3.920956498295707 152:6.584501138636653 153:2.585236089478173 154:-6.096047804377464 155:-8.088833963450659 156:-7.933507042614787 157:7.646163016061052 158:0.3799069859093849 159:-2.089427319344662 160:1.376876110227168 161:4.763156553052657 162:6.874980601835317 163:-8.56900480843597 164:1.735074952115366 165:9.283144640333481 166:2.132652286915854 167:-5.66813369314219 168:-4.510503709296944 169:3.460790902252475 170:-4.155942138021594 171:-8.676175224001053 172:-7.247491295652534 173:-4.995158963263282 174:9.427467739992887 175:-2.590426433122226 176:-6.682464732639432 177:7.030983638485323 178:-3.123490769347681 179:-4.238924837129979 180:-3.851714269732865 181:2.964175757997245 182:6.329672680870281 183:6.155337567010309 184:-0.1134923848366323 185:1.503185677919584 186:-4.857435840176532 187:-3.346530739131961 188:-0.3641695085769747 189:10.76369747211225 190:6.561845835183948 191:-9.441492239903322 192:-4.045389089612428 193:8.239481192653519 194:-6.652804051253924 195:1.515519716099117 196:-7.268658426767493 197:-9.115101380893265 198:-9.345164064898675 199:-2.91179550517496 200:-7.381612542068131
+-1 1:4.54835180884369 2:6.103769888142935 3:8.249403819771905 4:9.759566089437561 5:-7.283797718889019 6:-1.405074800236762 7:-2.083313051186891 8:-2.775828558962303 9:-6.207950184735529 10:-6.755090311442804 11:7.344115570963101 12:-5.776110193617327 13:-7.109852107176849 14:-3.920163829368865 15:-8.032907668163157 16:5.363358728982321 17:-5.077118573244545 18:4.967040078215684 19:-0.2322221157908028 20:-3.254563486163957 21:0.6717427287754711 22:-8.027391318786574 23:-8.676482944065077 24:-3.989484990998616 25:-4.014718047501921 26:4.688777253785275 27:9.809402012138538 28:-1.453533811226757 29:-9.962901428435339 30:7.05203017631089 31:-1.920848490963611 32:-0.463638111891665 33:-9.359145598095694 34:4.359941314220695 35:-3.681584837927267 36:-0.2984447302573923 37:7.242184146975702 38:3.471624748705583 39:2.600576081824907 40:-7.977283404816069 41:-2.145689775630712 42:4.102279796509318 43:-6.836616001783201 44:10.35508911892624 45:9.89299052405987 46:-1.422950188829793 47:6.087244747567345 48:-7.595867470719138 49:-3.99519733054529 50:2.752086274665528 51:-7.37156849141188 52:5.756036771769439 53:6.265710254169363 54:-7.795446208241278 55:7.706563447831346 56:4.168820057119103 57:-1.734261970689043 58:7.423192497831135 59:4.193607314374298 60:-3.301613106540456 61:5.750629476898479 62:-1.845619167193791 63:-4.776304386181732 64:-2.067471527044368 65:-2.419258862528515 66:-5.520349832395364 67:-9.816235680976508 68:-9.431952620723866 69:8.497873745573589 70:10.11132142227687 71:8.663183503717505 72:7.282579167542655 73:0.3520722312702208 74:6.659700244012587 75:-1.055027745200415 76:3.948242741815146 77:-1.457049173800012 78:-2.090017726073258 79:7.416827424278687 80:9.504378803473315 81:-1.697118621837596 82:1.323483831071706 83:-9.258166208166713 84:-1.708928849205333 85:0.1544816508043299 86:8.589941303902167 87:2.801619909938139 88:-3.846684226295161 89:-3.182232715717295 90:-0.1009979835894625 91:-3.919446546637667 92:-5.601984693640533 93:0.1559936968055519 94:-4.181347617943442 95:-3.053865909869416 96:3.32699494611794 97:7.985110183573197 98:-10.24887037675894 99:-5.255306047557989 100:-3.147567385747194 101:4.415641940574003 102:4.385709797616969 103:0.04065771991693501 104:-4.188785236463408 105:-6.0209444048866 106:-0.7182846557276259 107:2.336291849540116 108:-2.06430411011859 109:-2.476577688003308 110:-1.635616860225092 111:5.848598657686608 112:7.146561556023981 113:10.23233798155644 114:1.702851555803429 115:8.314228535246366 116:9.560927056663882 117:-9.003532118651055 118:0.9696991338812883 119:9.336555430049557 120:1.236675022436408 121:1.819309094533605 122:-2.784107362901382 123:2.359301202604464 124:8.26555318032119 125:5.174405743200949 126:0.2262839865909278 127:10.04873351731644 128:8.48275459957255 129:4.427549669359716 130:-0.116591890988928 131:0.6666798982032861 132:-0.6503287002318859 133:0.7315927429733549 134:2.306140058286953 135:8.164261307594613 136:-8.48410318248806 137:-3.197459626463812 138:-1.218759359570315 139:-3.237376935192232 140:-1.898742161012292 141:-4.75511365671345 142:5.241961452078235 143:-3.940231705411316 144:-5.31079473359311 145:0.3179248822738271 146:-5.114821376273423 147:7.517838274583931 148:-1.509336448669867 149:5.737105871637095 150:5.002189485097638 151:5.615633973759632 152:-10.59001781986382 153:-3.847685098781 154:2.946628328302967 155:5.255587836073416 156:1.948504117729497 157:-5.048314248137697 158:1.319045347936071 159:4.53891268088931 160:6.789298668547511 161:-5.281453266977562 162:-2.729269472169291 163:-6.389779400828575 164:8.495817844481953 165:6.419658045507966 166:7.070821129576769 167:8.571107056582042 168:1.581008966890463 169:-6.97937116143701 170:3.85933448530915 171:1.59883426388006 172:-0.257654630476542 173:4.716722433126536 174:-8.112867492445769 175:1.48788176005711 176:3.141911207696627 177:7.106646943321795 178:1.969201441975451 179:-3.983060018984204 180:0.8078022179448154 181:0.08983072455644603 182:4.95163016937346 183:2.314626928211181 184:-6.684614553962063 185:-6.304144651129642 186:-4.987179012341985 187:-1.241230106261803 188:3.859121834181069 189:-8.646549081580543 190:0.8760863795523661 191:-0.2916086107180145 192:9.181703617335897 193:7.825051770651416 194:6.587111658550612 195:3.769081711378096 196:5.760647775117508 197:9.677399900075626 198:1.304038514319561 199:2.047075961897022 200:-0.9190476863701087
+1 1:7.822275481796495 2:-3.566780009586738 3:-4.472763786514406 4:-3.706676356434337 5:5.124646380529779 6:9.006365066728156 7:-10.51279611421096 8:-3.964029280586845 9:6.481093889138017 10:1.739164084233201 11:-6.323853344649248 12:2.526106194318199 13:-8.847676378924112 14:-9.914343594384439 15:-4.427872566744552 16:4.277629761938079 17:6.01518483745398 18:0.5896867024853798 19:-6.887856704977049 20:-3.045586447904099 21:-0.5690818832930933 22:0.6856148099933146 23:-8.926606413349372 24:8.945457893348651 25:0.01989386530673765 26:2.695768001862332 27:0.8978274070056302 28:-2.763680977608035 29:4.096020144703823 30:6.830314947384553 31:6.85770287931453 32:3.858924145759963 33:6.010216030352126 34:7.890631709730022 35:7.372467837472414 36:4.016803829754379 37:5.955169260537584 38:5.348147519112455 39:-8.835804139850739 40:-3.536258569991885 41:-0.5454573166408624 42:0.351986045143249 43:-1.720324630583417 44:-7.412635382919853 45:0.5306502594683531 46:5.011793133495745 47:-11.19039167285567 48:-5.241532536195885 49:-8.675591865981016 50:8.041209056328247 51:2.719145432199373 52:-4.41789478291737 53:8.022814001552398 54:-7.314165231860828 55:-2.272982673781271 56:-3.943753793871872 57:9.145647768983425 58:-9.025248490101799 59:-2.232752347708314 60:-7.510330630511644 61:8.830892593546425 62:-5.627631292104737 63:10.51182741926224 64:1.671232323600865 65:-0.02790139425988047 66:-1.984433865123335 67:-3.872517269069133 68:7.091678377233376 69:9.751945427145968 70:-4.713198163029893 71:-0.8942277593072803 72:1.301218791425766 73:-1.229401140869402 74:4.105120587848933 75:-3.558362819383895 76:1.286556822656961 77:2.068095711789672 78:-8.194203792119675 79:0.6523812676880832 80:6.154197075851634 81:-6.666080549849923 82:-4.532710186541239 83:2.122431320597545 84:7.278250489201357 85:7.817509191854195 86:7.088764950305141 87:-4.813653708455699 88:-6.858629037934094 89:-0.3098408640695501 90:-5.979105421150966 91:-5.992574117991141 92:-7.482114509278434 93:8.546491061335772 94:-7.148063547021046 95:-5.188483915763553 96:-5.964107487763264 97:9.906690738988846 98:-8.23619730352474 99:-6.633924743658151 100:-1.550482515461862 101:5.143312680772286 102:-6.184356377058773 103:5.829071098168901 104:-6.038692101565088 105:-4.882215777845007 106:-9.645035258764818 107:1.551789315592931 108:-3.281778874261972 109:-7.5171570028008 110:4.152698429952038 111:10.57895132169539 112:5.335230701362033 113:7.665973001987211 114:-5.553176859850548 115:8.398792977643263 116:-7.093663039129545 117:-5.967358886096915 118:4.591678577637341 119:3.337422059971169 120:1.607306960815609 121:8.140033277456132 122:2.538200733045642 123:-6.28898026001489 124:-2.585775664922365 125:3.890389814415514 126:4.622920139748947 127:-8.794176431144814 128:-2.659529180666524 129:5.888714184226857 130:4.353303747288186 131:-3.683958376266225 132:-1.921138348038582 133:9.366712156225578 134:0.3745243272427278 135:-4.684436686068596 136:6.500752769731797 137:-4.190913712174648 138:6.920643529079948 139:-8.743639527406868 140:1.823467681182577 141:-10.9665308001935 142:-7.254226090226763 143:7.921846056826181 144:2.71939219379759 145:1.298647639528919 146:-7.11123016553197 147:-0.5023619408166731 148:-6.985249569590413 149:-2.091454153632062 150:-1.115393286100401 151:-3.23562782225792 152:5.161675924818809 153:3.462671688882338 154:-4.066325402894543 155:-9.993198784616538 156:-6.161384802216763 157:7.473651948919521 158:-1.577085438134222 159:-3.87707623124413 160:0.9686556568910931 161:6.508654720188645 162:8.863746662120445 163:-9.054427103202082 164:2.601552337053923 165:8.532384147680201 166:0.1349957313451606 167:-4.596998632812681 168:-5.46650998487392 169:2.115142884793883 170:-1.34107388185302 171:-10.59648621855156 172:-7.982695003023504 173:-5.286164086213411 174:7.426709031927085 175:-5.175103143331603 176:-5.428557995505236 177:7.316443242145646 178:-3.009372702252657 179:-3.833083775460024 180:-3.770930168403407 181:2.154083522542482 182:6.330362472984417 183:7.05484095530801 184:-2.151660248170487 185:2.910123341271154 186:-2.662434261818655 187:-4.430460299831724 188:-2.483772169449253 189:9.986718995806925 190:7.755617069075795 191:-10.41938983031726 192:-2.583794520598672 193:6.706305125435899 194:-7.687994859906475 195:1.440069329714568 196:-6.749978912803173 197:-8.012110734199657 198:-7.469321898449442 199:-2.005264833095286 200:-6.438074647653274
+1 1:8.953576133326983 2:-3.42403196612562 3:-5.196689918339366 4:-3.172205934137943 5:4.84888169787551 6:10.57630206597859 7:-8.972305337240796 8:-5.382446998719315 9:6.599247424162407 10:5.727335409644277 11:-7.887079194559232 12:2.839086583631866 13:-7.029109202250385 14:-9.48529208053337 15:-3.583823018941724 16:5.079641754831886 17:6.189912513731302 18:4.948799088380384 19:-7.652032715822693 20:-1.675817819757234 21:-1.276476768794999 22:1.216099798989539 23:-9.249455673932008 24:8.916257774989226 25:1.443071848039417 26:4.43263770475563 27:-0.276477810104922 28:-2.28729201705869 29:5.650894075923349 30:7.522005186808879 31:4.054974238554172 32:6.190186897035655 33:6.484347061863244 34:6.476371988106616 35:7.476779475945044 36:3.56828443658505 37:6.012850034392137 38:6.973183436225529 39:-6.447231558278345 40:-2.904294438081901 41:-1.904918128335069 42:0.2460557884616173 43:0.5287918937185891 44:-8.410726773565347 45:3.165336390146087 46:5.822321108469974 47:-10.26865927715038 48:-4.529709685491433 49:-6.514886742178589 50:7.741318893912972 51:4.891726016246515 52:-1.885283180681841 53:5.832802253416856 54:-8.930580307562353 55:-2.532200647663069 56:-3.731463269339978 57:8.150376540195332 58:-10.57300808342942 59:-0.5209148607789065 60:-6.510024224226195 61:8.841759913295904 62:-4.776134477756695 63:10.52803042408125 64:0.9886299906839197 65:1.590731183118158 66:-2.388893230258536 67:-4.881293416574716 68:5.382739076119755 69:8.200500541289379 70:-4.254972923148005 71:1.304458725573137 72:2.656893441412877 73:-0.9297084307110617 74:5.015057373013582 75:-1.469991473077405 76:1.950597310040612 77:1.759671489761208 78:-8.292861171374003 79:3.105159241294383 80:5.920433889160718 81:-4.540029518023942 82:-3.710875090717228 83:2.341213668271145 84:6.937094697009509 85:7.073608745487171 86:8.021927660596589 87:-4.436897708867376 88:-8.698704597453574 89:-1.794492866635081 90:-8.36036337758722 91:-5.594018259639462 92:-4.522287363899538 93:6.563347752089364 94:-8.703470124966936 95:-4.861666108609948 96:-7.79728447403359 97:8.142006116944714 98:-8.823406283142917 99:-6.382059337886485 100:-2.288522961234772 101:2.979257782745646 102:-3.735483373521494 103:8.045968825515622 104:-8.582089017952773 105:-4.936936567701101 106:-7.934588721282188 107:1.770804895511277 108:-3.506251687002138 109:-9.668607563742881 110:5.63512974939175 111:9.294622499129025 112:4.047155088007858 113:7.351596350363379 114:-7.746845202184917 115:8.532873243812743 116:-7.469043614111905 117:-4.929123581265538 118:3.578862900109969 119:2.888921324566459 120:2.13267206002129 121:9.123734589088626 122:3.785025135440749 123:-8.08357556546553 124:-2.820738495180557 125:4.340131510529324 126:7.947974183633747 127:-7.571494309755735 128:-1.15315873960014 129:6.779990512778664 130:5.563291326848227 131:-4.109244753416627 132:0.0791457520308918 133:8.914347511613355 134:0.6900431827623323 135:-3.668649177271127 136:6.383035996560912 137:-4.126869270216798 138:7.647243837583077 139:-8.706940322013807 140:0.4891426610308246 141:-11.00291815210831 142:-6.71064235747388 143:6.48493219589993 144:4.759709630280975 145:0.2112028524924817 146:-7.881846550262779 147:-2.191794809764176 148:-7.557644307427691 149:-2.035686951464004 150:-2.135195845519244 151:-4.921868761460088 152:5.040785007880569 153:1.635233063825695 154:-4.591738928838606 155:-7.442617506870748 156:-5.675939523645502 157:7.284955134403544 158:-0.4425647497712584 159:-2.893952824777947 160:2.511450736354347 161:4.993053163290914 162:8.201452016967972 163:-9.70875997735244 164:2.818414751950237 165:9.944659368110701 166:1.098931160146986 167:-4.508737735385542 168:-4.900617128485103 169:4.017036878081076 170:-1.316200479101549 171:-9.704842141987855 172:-9.074398046198615 173:-5.787917564431845 174:9.542478129196535 175:-2.162732217849861 176:-6.067694685849738 177:8.344932659872104 178:-2.07823169134848 179:-4.828203448181639 180:-2.862424609511483 181:1.636920935116133 182:6.649201235348605 183:7.416521078426803 184:-0.4811555889662336 185:2.785048911912227 186:-4.08803164985524 187:-5.581357471146103 188:-2.808314800173725 189:9.984029427951015 190:6.872512600374121 191:-10.76043057376993 192:-1.259037879237958 193:8.90474920057677 194:-8.972988298280171 195:0.4984971799703628 196:-7.577490379493508 197:-10.92484573959456 198:-7.612883232972195 199:-4.095351373031662 200:-6.504586349603292
+1 1:8.001829675344394 2:-3.734261360518575 3:-5.460544070995457 4:-3.677995403224175 5:5.84437946248579 6:7.615741812529531 7:-10.2172333684496 8:-6.726081086411693 9:6.4336305887307 10:4.635667381323392 11:-7.361265638668945 12:2.231789592589914 13:-7.967428112022761 14:-10.78156319262832 15:-4.635294779025564 16:3.428658942288331 17:4.393412700360236 18:2.988226699001661 19:-5.856208825219388 20:-0.8409163923058964 21:-0.1381342764320932 22:2.001561531865039 23:-8.019402308284169 24:8.382002398670625 25:1.388871059193101 26:3.770286182210707 27:0.1564832642814782 28:-1.285474811681592 29:2.202637443264974 30:6.89519670604982 31:4.109163793066943 32:5.52361760534822 33:5.748353538087319 34:7.45514216066493 35:5.783974756230547 36:7.06156970126833 37:6.684080790510177 38:6.056085253216576 39:-7.88265514698807 40:-3.354925349317006 41:-0.4495793559740724 42:0.4260545792031128 43:-1.083973890730587 44:-10.03637998222294 45:1.916117234712861 46:6.034939755913184 47:-10.57939600021243 48:-5.427381926278477 49:-8.676237307905955 50:5.797861883049279 51:4.92533918617008 52:-3.376595196035026 53:8.457886985100739 54:-9.728709656938486 55:-2.103316862752775 56:-3.743280650547848 57:8.315999169958644 58:-8.930290143994606 59:-1.15783037506509 60:-5.6803670115305 61:7.539045522868888 62:-5.372690960019892 63:8.839432079825778 64:1.475811624505929 65:-1.422271496515255 66:-1.438843604063883 67:-5.131239904210895 68:7.477514105894217 69:8.930753909434069 70:-4.851376494736751 71:1.993353020168828 72:0.1444025397995312 73:-1.309938422373519 74:4.468846496966126 75:-2.980611193289011 76:3.259565457531651 77:0.8361806496917623 78:-11.26724696805965 79:1.100209799938122 80:6.523397203762478 81:-5.319639379823693 82:-3.918505710113452 83:1.882718240259774 84:7.61711419894295 85:7.665290172631614 86:8.650336819658731 87:-3.706322482310411 88:-8.438763733237115 89:-2.250152801315019 90:-6.764936047703309 91:-4.710199320689532 92:-6.60167023340506 93:8.862718005982444 94:-8.559854463922994 95:-6.567402020959408 96:-8.657224143375805 97:9.064999144213086 98:-7.498161137007582 99:-5.619728147867121 100:-0.5195919977358501 101:4.804619958655804 102:-3.676023687138054 103:5.353367290586296 104:-6.418702533948767 105:-5.539117338734192 106:-6.585935044665248 107:1.567620575897646 108:-3.834579592857805 109:-9.733852317711156 110:4.343386790592612 111:10.87311734621151 112:5.938706239204514 113:8.845660614896904 114:-4.880260060136218 115:9.949094638186317 116:-7.910324652098261 117:-4.308596822128909 118:3.962908979147024 119:3.367064074564934 120:3.878728145440375 121:8.857115733225827 122:3.523122665096384 123:-7.343059855618685 124:-4.232688610440148 125:6.395057199244377 126:7.173266676834661 127:-8.834165242707865 128:-4.165253629034783 129:5.027980072444559 130:4.953482878084992 131:-2.852137602271155 132:-0.8109165246626093 133:10.71393952160995 134:0.9096251763389623 135:-3.443352398293545 136:7.352249021395889 137:-2.316283052897507 138:7.638774910775404 139:-9.099549034014915 140:-0.09155476622457237 141:-9.20194215069121 142:-6.307215502934228 143:6.884401070409258 144:3.418372486487713 145:1.107559995549873 146:-7.24210558789642 147:-2.146915167518821 148:-6.409259444963829 149:-2.253232021193958 150:-2.670094556269311 151:-3.834243722128779 152:6.040243181484445 153:2.822865022340813 154:-5.528306915946532 155:-8.25254875100411 156:-7.230357094756886 157:7.309466260686738 158:-1.850654860847426 159:-2.544787135434597 160:3.811840159668661 161:5.427080500644367 162:7.393773142683017 163:-8.490021201405934 164:3.326078324925715 165:11.41935371527468 166:1.692545794565123 167:-2.902836984542462 168:-5.825521485242443 169:3.111730630825266 170:-2.013840448837807 171:-8.782643632438267 172:-9.531975247795266 173:-4.094426308714611 174:8.670856335061831 175:-2.412093894402198 176:-6.936016233455846 177:6.074622665915016 178:-3.486887243931555 179:-2.603382114145929 180:-3.584659327710729 181:1.798029573883573 182:7.58243546435481 183:4.837888911886487 184:-1.523320796264355 185:3.43693022643984 186:-5.407560152046353 187:-4.173116658514085 188:1.227622870511662 189:9.443070543706307 190:8.374302904355293 191:-10.379273957529 192:-2.182670192596369 193:7.064661411426952 194:-6.978835511750872 195:0.7757926796169872 196:-8.462013714795466 197:-9.212349933902996 198:-7.984935320742116 199:-2.413498979650415 200:-7.106897239581464
+-1 1:3.468672858542202 2:5.383722734144485 3:7.81212058402803 4:9.206022782424721 5:-6.602998526394961 6:0.005057809226204024 7:-3.450747798853287 8:-2.487450169469083 9:-7.036637679307841 10:-8.728515793533564 11:7.804759834207919 12:-6.39098079048945 13:-8.115800630866808 14:-3.937415409401897 15:-7.934461642488579 16:7.771804786052202 17:-3.378849793461064 18:4.267434605285714 19:0.4896464773389103 20:-2.250387676997268 21:-2.775943144732127 22:-8.423844693680648 23:-8.771009551982521 24:-3.268963978686276 25:-2.301325243668414 26:5.518784166031387 27:8.58365008721438 28:-1.063466051252685 29:-7.964008976213024 30:9.07241344961982 31:-1.554051660619636 32:-0.648135880683132 33:-9.764364555878231 34:0.7325335556173238 35:-6.61627799835065 36:-3.082201684202694 37:4.882169512128971 38:6.247135719452356 39:2.892405677957873 40:-10.9024924244563 41:-2.483393167831001 42:3.966352715468125 43:-8.985796795940191 44:9.829761716971548 45:10.34746632868026 46:-0.9297444665159686 47:8.364800756311197 48:-8.253699922240459 49:-4.687463189728613 50:0.9324059026927343 51:-5.580052289629442 52:7.052227844843483 53:8.00960332135997 54:-6.659269632565096 55:6.539191683665681 56:5.430616033521175 57:-1.555317130449024 58:6.375056023123522 59:3.642671336630996 60:-3.706264002512943 61:5.914129802667538 62:-2.012460190285757 63:-3.024073161962993 64:-1.772733387674015 65:-4.137293097695112 66:-3.940251453644968 67:-11.71825633790914 68:-8.930218852294765 69:8.727748313779086 70:9.395802377073487 71:7.766449802184102 72:8.883563781299124 73:0.3129766722644515 74:7.33016831765963 75:0.628957413622298 76:5.47940852277654 77:-1.452520828347583 78:-1.10232553473098 79:8.291183914606492 80:10.20516653704142 81:-0.5435799096399208 82:1.934623105060572 83:-8.08686996046916 84:-1.519721959355247 85:0.8106901643522758 86:6.025892244560954 87:3.398864508014408 88:-4.138782291066708 89:-4.193151723333492 90:0.5156071163326928 91:-4.296593611649564 92:-4.619813042760351 93:0.1348060347888232 94:-2.184055552569349 95:-4.852297659948267 96:3.872610699890285 97:6.293030149407212 98:-9.714854525380073 99:-4.578496541054101 100:-3.423965137981082 101:3.659046776377604 102:3.356587002769579 103:-0.6417343009153089 104:-3.196445727121925 105:-6.469234809054219 106:-2.637949667172181 107:-0.1147396839924548 108:-2.332273194740218 109:-1.76678982139911 110:-1.508059615132406 111:6.508719879399354 112:7.202147711013069 113:10.31014104646834 114:1.655508634928317 115:6.622404266637852 116:7.467593873789094 117:-8.011837411397405 118:3.026177417306456 119:8.630050327532611 120:0.2197762382801259 121:3.186451541522652 122:-4.073940416404525 123:2.024445634181749 124:8.407486341018949 125:2.641575789657931 126:2.199367974918531 127:10.47809855470648 128:9.561609876437101 129:6.420362337607533 130:1.084635681943066 131:-0.8761573390318862 132:-1.114103990248797 133:-0.9763332615295306 134:3.785531342590073 135:9.268098852877984 136:-6.127483170555322 137:-3.343871053211704 138:-2.382320934798003 139:-5.06842967839051 140:0.1732798684047758 141:-2.085468676584744 142:5.178116968290923 143:-2.27189889163522 144:-4.340797144782776 145:0.08786359875369071 146:-6.851651227402424 147:8.23329159053541 148:-3.870385468422322 149:4.877664003811844 150:8.254264256124346 151:5.994032990289327 152:-11.01277153130688 153:-4.885906304892989 154:4.315886038118565 155:5.508752997236227 156:-0.004796817010785936 157:-6.151108819339186 158:2.574436083115204 159:5.481858451550885 160:7.722462212435281 161:-2.142083731840096 162:-3.418401160724992 163:-5.811941782424879 164:7.094173377996052 165:6.502513475312853 166:5.148557611369134 167:5.547872927192816 168:-0.1221941780792986 169:-6.710943979897189 170:3.681051781573265 171:3.233151896774166 172:-0.8885611936474964 173:5.676559011790252 174:-8.158481281090143 175:3.2077752984719 176:3.871324444668788 177:6.111401097152235 178:0.9823700800673499 179:-1.578038503733209 180:-2.318374799052884 181:-0.530029054126629 182:6.985586193029997 183:1.027020114205982 184:-5.948192897775424 185:-6.178872584091886 186:-6.238760470837757 187:-2.233931873269838 188:4.877591581059923 189:-9.445369029452264 190:1.69415391331283 191:-0.2616760066255454 192:8.765637295342559 193:9.308893508662655 194:6.824835298904562 195:3.263647975546311 196:4.999504284733711 197:9.112914896968395 198:2.743804910247508 199:2.296052074615079 200:-0.5636426987959997
+1 1:7.949937616641855 2:-7.106460115159505 3:-4.116158715346145 4:-3.070187214827186 5:3.903037755969948 6:10.46555628041054 7:-8.874494658978437 8:-3.468951571448672 9:6.796318871419025 10:6.911195975999064 11:-7.912492794611606 12:2.580706874984388 13:-9.807534408214934 14:-9.971942167473694 15:-4.246267922964787 16:2.784914082616276 17:5.683725561870949 18:2.497288451252007 19:-7.015414104947141 20:-1.486843598690094 21:-3.593977373272562 22:2.206291560995565 23:-6.548001618845761 24:8.691499620054033 25:0.3246691375779515 26:3.189124392208455 27:-0.2953549487649254 28:-3.077417090670475 29:4.885951287629213 30:8.493638735458918 31:6.746149202151821 32:4.550879462314125 33:5.950736176632638 34:7.924186456354962 35:7.936001775053847 36:4.449177426368622 37:5.865521953089212 38:7.890694431514489 39:-8.242708425379396 40:-4.432686342248449 41:-3.480873177957881 42:-0.1213548406779446 43:0.333574716829157 44:-7.169663125896971 45:3.244735209410817 46:8.30215228827562 47:-8.655913635208202 48:-4.604110689003997 49:-9.75208535963996 50:7.088021868766945 51:4.230487831158918 52:-4.037350738838482 53:7.987519854337826 54:-10.191527677449 55:-1.361952204138595 56:-1.958258178657168 57:8.078471577552387 58:-7.037455787029403 59:-1.890284727762838 60:-5.820943665478866 61:8.398118199607332 62:-6.0379388085504 63:8.678476915753892 64:-0.6510029092599894 65:2.294963833079804 66:-1.269851751074541 67:-5.280868242747412 68:7.511538494294576 69:10.10459256021286 70:-4.123080956724446 71:-1.150923667555144 72:2.875918856775439 73:-1.653805017169407 74:5.252942694186948 75:-4.057898871876874 76:2.385687915104143 77:1.762891120901354 78:-6.764383573957462 79:3.466765793942727 80:6.244575286124518 81:-4.407920036298651 82:-3.668944527953726 83:2.386026947019823 84:6.463743360526115 85:5.961012701217793 86:7.145987718928438 87:-3.83240371406857 88:-8.662520990361591 89:0.3922449418870886 90:-5.563134397535345 91:-4.955789100486133 92:-6.582833317946629 93:8.680193906786492 94:-8.502462566557076 95:-5.858292440116492 96:-6.404151159781367 97:11.41866904601572 98:-7.071127334033704 99:-7.258919375445238 100:-0.4640305359938455 101:3.575153934906643 102:-4.286059152938133 103:6.479709628826896 104:-6.126068858216457 105:-5.085402565251069 106:-7.682962728064391 107:0.8469936165607059 108:-3.251738606909935 109:-9.156668534366915 110:4.208507609629484 111:9.289267642700725 112:4.988679172910774 113:9.138743492671455 114:-6.240664732866161 115:8.583648108103155 116:-9.032261813311127 117:-5.245931840702174 118:4.709306703048481 119:5.168096026816782 120:2.651447242218102 121:8.116103276990536 122:4.1979163622503 123:-7.145702117307652 124:-2.640141534409346 125:3.818695277851484 126:6.448628345655277 127:-8.593228837557133 128:-3.047591006281794 129:6.715969829958605 130:5.622117723612598 131:-4.381521425993411 132:-3.360993771248474 133:9.799579320587219 134:-1.600565963773814 135:-2.262394696091651 136:6.085912261125721 137:-1.577405548814181 138:7.590361678265771 139:-10.31544023266104 140:0.9217501494954234 141:-9.096567120308423 142:-6.496739536978532 143:5.24944027044846 144:2.325040226157708 145:2.24500628437886 146:-5.220745778912592 147:-1.970104254902693 148:-7.906770302377276 149:-2.412374725354121 150:-0.2487013492731482 151:-1.302663655110327 152:5.864280143589267 153:1.713929263605242 154:-5.259138742566817 155:-9.081289846037087 156:-7.296258116175583 157:7.410769616265071 158:-2.703313336320833 159:-2.40937626994504 160:1.148227816061878 161:6.008288254482946 162:5.121023855478033 163:-7.976391026638793 164:2.212236015849651 165:8.237313532157978 166:1.650358104551983 167:-5.961305663411906 168:-7.424152075638958 169:2.58788768117181 170:-4.172328169955788 171:-8.660064893094095 172:-7.493727987692945 173:-5.270345294119143 174:6.252163583025275 175:-2.379133421273476 176:-4.999748532771761 177:7.975104413456076 178:-3.7047477364209 179:-2.049711645279077 180:-4.152299114326063 181:2.103408333396089 182:6.976632635198905 183:5.946732472581671 184:0.8291181214429699 185:2.232812075606626 186:-2.749797326407473 187:-5.582508349833758 188:-3.629093453040779 189:9.321897762624671 190:5.991152035037756 191:-9.961324417871399 192:-0.8180883867072677 193:6.749448801064607 194:-6.999812834503719 195:0.8115336211388833 196:-8.787054933522324 197:-8.988734128712712 198:-7.82371062832023 199:-3.752576345990918 200:-6.010169140351644
+1 1:8.586750228873939 2:-1.945510496983747 3:-4.502199817025966 4:-1.726893251480387 5:4.051172160113471 6:11.24970273141449 7:-9.840155020461989 8:-5.508669992805736 9:6.599666350830469 10:5.137822309869873 11:-9.136784713985609 12:3.416141158516476 13:-8.183180962377198 14:-9.447826021702172 15:-4.559949718085438 16:7.10887735268674 17:4.975153875739792 18:2.030459159683376 19:-8.545706846740618 20:-2.334260693207885 21:0.8705360803128204 22:2.670145724945666 23:-6.034885823750772 24:9.184528425958618 25:1.188198722350519 26:3.772404219517363 27:0.5128911409663069 28:-2.751619319987856 29:4.257737878508201 30:4.388161081123969 31:6.322504998148627 32:5.02706411092531 33:4.359524689211272 34:8.63653779664237 35:7.059648326648221 36:4.014100109468624 37:5.957572364140318 38:6.166338424184338 39:-8.807714193019333 40:-3.791269102140296 41:-0.5137176861832293 42:0.3405689952774532 43:0.5434886100125844 44:-8.682604715450445 45:0.9411820081657112 46:8.346017455504889 47:-10.37976552578879 48:-3.557662442117586 49:-8.117307967532685 50:6.934099920454304 51:4.910996994067632 52:-3.852562698196673 53:6.476097684195725 54:-6.577222750428472 55:-3.152838312933215 56:-2.616176295722966 57:10.63789666591718 58:-8.503868106014012 59:-1.825848841495355 60:-5.392245867572067 61:8.6895328894092 62:-5.045303050476679 63:7.565736801116761 64:0.6282653980450985 65:1.101495351255438 66:-2.787287103976316 67:-4.846608413867426 68:7.21810364440105 69:8.301354394574457 70:-1.823799536647809 71:0.742060271004146 72:2.473989107248494 73:-4.067408349088161 74:5.147840631766042 75:-3.817270787830473 76:2.606657630248679 77:4.39745580120918 78:-8.729076001791633 79:2.350332142652487 80:7.245625615277833 81:-5.11476472818886 82:-2.060753625957875 83:4.104517212737486 84:5.909427060610227 85:6.827213364073642 86:4.860817814308065 87:-1.99720242664656 88:-8.250922248202153 89:0.1628975873697255 90:-7.946289515484699 91:-4.20002724694061 92:-8.059108813115312 93:7.880603353773609 94:-6.916162085934936 95:-5.292722057450625 96:-6.622211145852787 97:9.527261658256363 98:-7.068580661488732 99:-6.649549687198276 100:-1.229213266303534 101:4.086552670643721 102:-5.743652632577277 103:6.838545322795687 104:-7.687950868370418 105:-4.643176612061093 106:-7.763729205175729 107:2.70041088489283 108:-2.965943052477505 109:-8.317236813551489 110:5.810471923406562 111:9.567018745034513 112:5.707366634908061 113:7.726212470819477 114:-5.905331859585256 115:10.65740585184356 116:-8.972619266667589 117:-6.531516552707316 118:5.735930617649218 119:3.706841725616759 120:3.417880471442174 121:9.321707452809314 122:4.275238959697844 123:-6.269743907112624 124:-3.909166868826155 125:5.532333928977539 126:5.895687697755013 127:-8.202475554790052 128:-3.080078682495468 129:4.437851413937882 130:5.915937934371899 131:-3.772002418233679 132:-0.6737191210885216 133:9.968283511946119 134:-0.5083870620517589 135:-4.07162316068043 136:5.130492063841451 137:-3.51325720159842 138:5.631531835320336 139:-8.221627449790367 140:1.37431435758447 141:-8.978498125943409 142:-7.318593952757313 143:5.84171303935456 144:3.658941629887474 145:0.4451055068383534 146:-6.6522822906815 147:-3.293947545156529 148:-8.600254715074678 149:-2.549088026473041 150:-0.62059923781756 151:-5.316844366329647 152:3.564267723365659 153:2.393934162831453 154:-3.974275444664433 155:-8.040055837011032 156:-5.770431832687994 157:7.342001659977306 158:-2.940798907584039 159:-2.305493357312046 160:1.238509441749364 161:3.900633362427139 162:7.848641783220822 163:-8.898524474698505 164:2.745432823032672 165:8.705446911608345 166:2.281104122666314 167:-4.257687323539963 168:-4.579828754166078 169:4.194623571550134 170:-2.32251426483767 171:-9.476979062197156 172:-7.620691190877302 173:-5.900960834863876 174:8.111151259611125 175:-4.267039774047363 176:-5.868945078218985 177:7.882628267421333 178:-3.451514430001893 179:-2.982883294272921 180:-3.692535446493624 181:0.9929742572049747 182:6.599238818736795 183:4.557214899870864 184:0.627327557099826 185:3.00970574023706 186:-4.592691374844161 187:-4.685206341182102 188:-1.592575964234187 189:8.587020585106451 190:5.967603561888597 191:-10.42196141344423 192:-2.594739219769234 193:7.837741800340972 194:-8.09955198093213 195:0.7747953150897392 196:-8.06772776873548 197:-9.834363360671791 198:-7.455047662508572 199:-4.091499970968035 200:-6.460775085076609
+-1 1:2.934778989453888 2:4.917417562671702 3:7.45230610743862 4:9.031224222785244 5:-9.050808892606938 6:-0.9867564600595429 7:-3.075773125246744 8:-4.237400418793413 9:-6.11585581784339 10:-4.730004285758294 11:7.882650152621366 12:-4.7590893004635 13:-6.704731201362767 14:-4.728798302501531 15:-7.346525597426023 16:6.564249121002115 17:-3.527971246637139 18:5.959382125431604 19:0.5414951111369869 20:-1.862296943617127 21:-1.267061599964046 22:-9.136397347281923 23:-10.08725556512032 24:-3.947162239447454 25:-2.345025065408441 26:4.716793794513255 27:8.282124551989885 28:-2.123689657889623 29:-7.90589138334601 30:8.618360443568186 31:-0.8155670575967733 32:-0.8135816886585174 33:-9.337385410924865 34:2.012083733544574 35:-6.353555478971723 36:-1.559868703794506 37:4.832848470186286 38:3.211783163589276 39:2.25267478986496 40:-9.374527794882505 41:-2.650392793414027 42:2.448930722365742 43:-6.412032979098194 44:12.49118990674937 45:8.909497989496785 46:-3.719987196298971 47:8.001625548315893 48:-6.838620227352559 49:-4.51533294563315 50:1.238021885478293 51:-7.266385280801827 52:6.818850917231289 53:7.298594321125514 54:-8.17573936917994 55:7.107595832189082 56:5.041075163858691 57:-1.097219016796083 58:7.037402956380878 59:2.32835114972698 60:-3.724199577201387 61:7.200159445704288 62:-0.7434199679529978 63:-1.637598104781453 64:-3.582668709117073 65:-1.350152526213604 66:-4.54262161297937 67:-11.0426469697485 68:-8.167410696660431 69:7.748806645772757 70:8.414858425134161 71:7.729234540051965 72:9.272906431176684 73:1.217912467980653 74:7.408818291604755 75:-0.480297392934725 76:3.552107565063162 77:-2.111254196732619 78:-1.387543032652747 79:7.695373737059744 80:8.480648801183229 81:-2.278139300210744 82:0.07632936630671416 83:-8.037861565023778 84:-0.1966010177666759 85:-0.1687967379005073 86:5.86081456038616 87:2.288450352059514 88:-5.065811292136417 89:-6.710250661752825 90:1.538061838655235 91:-3.870287667599436 92:-4.116707088432919 93:1.452661197065367 94:-3.169789043991069 95:-2.649944864255045 96:3.339521045804157 97:6.656018567750571 98:-10.32066974805693 99:-3.942318315712456 100:-3.729369314743894 101:4.287434996491322 102:6.182986858485776 103:0.8422286331711738 104:-3.023638069272276 105:-6.077622187810607 106:-1.061067078917176 107:0.09822160345905706 108:-1.822601093094549 109:-0.1605788348832551 110:-1.507372407506776 111:6.79872005516305 112:9.69048219706286 113:7.2580914816386 114:2.926789506231251 115:10.04675503249091 116:6.569492411639889 117:-8.4850697074056 118:3.637733370445696 119:7.894542888783167 120:0.5523513714008655 121:2.706450379979683 122:-2.412876708726924 123:0.9366753839330832 124:9.92619741126785 125:2.882936128252506 126:-0.2990760596260201 127:9.521365484862153 128:8.236189862330658 129:4.648322931261678 130:0.9666043931157027 131:1.141919552818111 132:-2.796712661247244 133:-3.025873617642719 134:2.809543933208269 135:8.297838148721079 136:-7.596332824105112 137:-2.08939648288799 138:-4.082535652649825 139:-4.072196577254042 140:-0.2339663268988139 141:-2.672060550903649 142:5.700428294921891 143:-2.899048405683545 144:-6.32925843189601 145:1.391841597238102 146:-6.303091821374064 147:8.404630956775023 148:-1.167010600536232 149:5.066116341650543 150:6.876980182265742 151:5.018050168869557 152:-9.257635275446315 153:-2.907543251603744 154:4.092259478603903 155:6.066431812683931 156:0.1427764949129495 157:-3.452500474854717 158:2.863351266040144 159:4.320727055662823 160:8.52898638322873 161:-4.986134044300253 162:-3.733114104228056 163:-6.099050589959891 164:9.318342963101577 165:4.743416355994567 166:4.437794910159822 167:8.798657726131935 168:1.072142257798784 169:-8.351434702127849 170:1.927506856444253 171:4.038629143068039 172:-0.836779689481401 173:4.804277501844588 174:-8.264677701403629 175:0.5558651041340903 176:3.543781824311019 177:6.745182640818493 178:2.813100219050093 179:-1.423332197742825 180:-1.129159764682854 181:-3.591596522850699 182:6.425661049925429 183:2.381867602519987 184:-5.52285498258286 185:-6.802642424536595 186:-6.328279139381038 187:-4.362453666172077 188:4.495797704309774 189:-11.77491301145882 190:2.57790472588359 191:-0.2640117383817341 192:9.630173778905039 193:10.88370088581911 194:7.370282916445116 195:2.149429341988346 196:4.369900998942206 197:10.75944451158247 198:1.815476973720216 199:1.492625070006943 200:-2.321855785641204
+1 1:8.842930938735705 2:-3.37897413147206 3:-4.393479624089847 4:-4.809171256507284 5:5.636653727220562 6:10.12384770530261 7:-8.692901979471007 8:-5.153932353391848 9:4.320815286425271 10:4.330415798592145 11:-7.123648900270262 12:2.471744722362861 13:-8.316360295224657 14:-8.366604458890087 15:-7.718192709485458 16:3.258059603517358 17:6.579192075421849 18:2.007767788174434 19:-5.334554889241379 20:-1.339390243088845 21:-2.980355056810454 22:3.692310184957916 23:-4.788527882065535 24:6.326221761808208 25:1.707002192229766 26:1.73631597890299 27:1.479070263993531 28:-2.373597733646791 29:5.254701964795065 30:7.98330551085017 31:7.850136864024375 32:4.516419804761074 33:5.838490737749098 34:5.808660714557876 35:5.677777041977741 36:4.107153119664235 37:4.957264874926928 38:4.326107379497273 39:-7.272948560310729 40:-3.9613689914505 41:-1.8621385193285 42:-0.1079417968367561 43:0.5328489325886507 44:-9.943315505081442 45:1.440632204386457 46:7.638300534720752 47:-10.7384658937217 48:-3.68482037232351 49:-7.711449065291025 50:6.97236407584945 51:2.690076393689695 52:-3.027825237548459 53:6.850614980106608 54:-8.40905170494891 55:-2.80459944624643 56:-3.750311062299835 57:9.879364718742348 58:-6.859718336947101 59:-0.893475214443431 60:-6.87313173288541 61:7.075272523269284 62:-4.058921087362872 63:8.035197236450299 64:2.337622084442549 65:2.426299768229971 66:-2.146424549040441 67:-5.612388998889778 68:9.520195009084727 69:8.57717126056736 70:-4.736279234734316 71:1.654953369174735 72:1.157317715651672 73:-2.128509758227834 74:4.26050965929464 75:-2.101390547283952 76:3.275686506628414 77:1.813303088211654 78:-10.29559592265555 79:0.3714978281992145 80:6.114013582071887 81:-4.501838144940257 82:-4.13078347086571 83:1.769846388472185 84:5.476857068366987 85:8.631467418550386 86:7.858510185449018 87:-1.082957602141313 88:-7.943442754649962 89:-1.878002061272735 90:-6.182269805991313 91:-5.4971576857033 92:-6.936804968599253 93:8.080770450289634 94:-10.34386630335571 95:-4.254994030427575 96:-8.240864138187776 97:9.185611243736014 98:-6.792761077368907 99:-6.949010480389007 100:-1.248844636984229 101:4.302282778636579 102:-4.886981923395647 103:7.396419416266843 104:-8.208891194119387 105:-4.958430599139745 106:-8.826338470691235 107:1.336999243204771 108:-2.63349533196754 109:-10.05706620793929 110:7.191634658149617 111:8.379435061963969 112:5.27710664457822 113:9.097493985658794 114:-5.464494694173198 115:10.49763714272385 116:-7.529036349990651 117:-3.867781921516222 118:4.418131814870913 119:2.870463468859212 120:5.577709880047998 121:9.376821867176147 122:5.755022896793607 123:-8.296271786552312 124:-2.432789474286168 125:4.86914209449768 126:5.22394649683276 127:-9.138666372987128 128:2.22500262221711 129:6.484397437391703 130:6.913801554759976 131:-4.006464743423766 132:-2.695283126438732 133:9.53933649376525 134:1.057389560644026 135:-4.76711117174135 136:6.425321013800986 137:-1.992396580581486 138:6.369177017782208 139:-8.520210073417132 140:0.4950847483187011 141:-8.856796307243714 142:-7.242237815735802 143:5.705476789152469 144:3.586774728475865 145:1.377749459445413 146:-6.351678641146616 147:-2.157791068320587 148:-9.084075402740327 149:-0.9286071696681839 150:-0.3913726702944218 151:-3.501070475404235 152:3.222199791970647 153:3.155377870764941 154:-2.498568458723272 155:-8.916375492699117 156:-6.58955120517863 157:7.260954119670323 158:-1.101662069157277 159:-1.358229314784779 160:1.609498580502872 161:3.905769553330807 162:7.435340358783029 163:-9.907399205660933 164:4.98822188892475 165:10.20304558563007 166:1.175591585278924 167:-2.57015609632632 168:-5.960954353877057 169:3.551071920275275 170:-3.089194918039052 171:-10.18858602788982 172:-7.446573839813718 173:-6.065134709105336 174:8.316734856982997 175:-3.850417103362485 176:-5.228909245357305 177:6.93349073030102 178:-3.236499223566776 179:-3.662684059894647 180:-1.966872247154634 181:3.574634645218265 182:5.996815785059194 183:6.592737332742486 184:1.370804320947818 185:2.854827501696132 186:-2.499149728789988 187:-5.430929022744097 188:-1.534325263291253 189:7.996784604052673 190:5.621498630389007 191:-10.80262299547033 192:-2.870542011364285 193:7.154795615850659 194:-6.356712734304603 195:1.081849425545006 196:-8.076682634706934 197:-10.88478364214432 198:-7.685540548693484 199:-3.874096627328249 200:-7.351926291997833
+-1 1:4.210380269262614 2:4.937510648858903 3:8.710155866336988 4:10.30817512251823 5:-8.004177452218233 6:0.9289997410485951 7:-5.232748044485684 8:-2.623282206437761 9:-5.30719781081931 10:-5.644551096570231 11:7.638783671148709 12:-6.375390723206587 13:-7.78033744683121 14:-3.886567552297335 15:-6.873107867795557 16:5.258168936953197 17:-3.901811109619814 18:4.655326314216525 19:-1.912016568358845 20:-1.91857472282352 21:-2.678500634920161 22:-8.690017413151407 23:-11.98948234930158 24:-2.855198778316176 25:-0.626748751719354 26:3.426641731712067 27:7.050947777414132 28:-0.5648282488361953 29:-8.984529153005806 30:5.665866635025232 31:-0.3352057944663767 32:0.3508911948295761 33:-9.695644350422892 34:2.815095703756002 35:-6.050013449474452 36:-2.92732176996194 37:6.132941342101949 38:3.949532753025626 39:2.022021644193575 40:-11.42647792632606 41:-4.088852418730815 42:3.854106778570788 43:-7.477621925756591 44:11.01193345623392 45:8.708776870486854 46:-2.280239487237732 47:5.753590534583034 48:-6.912911098545758 49:-4.965499818283642 50:0.4994697234548775 51:-6.534707739711871 52:5.071189776407292 53:6.640279382460326 54:-7.434763568685843 55:8.357227780460471 56:3.829799745666278 57:-3.253202694524304 58:8.619354747514386 59:3.053303312585629 60:-4.857578695074205 61:5.780498982400192 62:0.5097653256977046 63:-3.923506081628433 64:-3.159337190177426 65:-1.393613114139693 66:-3.388637616301807 67:-8.99336771208535 68:-7.690575498123435 69:8.599246625907194 70:7.010595880951415 71:8.188591865016353 72:8.322597047785402 73:1.914819000044609 74:6.759795730200294 75:0.03890088352287946 76:4.960736712095873 77:-4.64375471093593 78:-0.6583133359703544 79:8.014858690038265 80:10.370610356478 81:-1.276226398194921 82:2.153605363198331 83:-8.476035329965843 84:-1.662664340178991 85:0.6792892546314477 86:4.667402934605757 87:1.278525030112236 88:-5.886235444302445 89:-4.921457696768393 90:-0.1316876767706971 91:-5.372605350273496 92:-4.232843278808749 93:-0.2378219890982787 94:-2.418425686019386 95:-2.884693274042782 96:4.633098564091423 97:7.54867976851562 98:-10.91319438069965 99:-4.326566052763637 100:-3.740934938214423 101:3.934716756039729 102:5.084999637535652 103:-1.127479139764008 104:-3.378106728561615 105:-7.933465527158122 106:-1.200638251452034 107:1.762106643828345 108:1.20491904488135 109:-3.13780849698611 110:-0.6452028498879592 111:5.631900427338369 112:8.577018297770152 113:7.806464695646694 114:0.4926255950098204 115:8.440557468663409 116:10.30786862090629 117:-8.72644504607851 118:2.671359110691747 119:9.08146087233947 120:0.604497710445555 121:2.595081632095935 122:-5.86933902739128 123:0.8819850325396306 124:10.10541042732862 125:4.201361324281518 126:1.616053005038253 127:7.944739772942881 128:9.535158782540815 129:5.165238748407444 130:1.670607015182067 131:-0.9143082024732363 132:-2.227895874942521 133:-1.706159935468165 134:0.6827483771252978 135:9.446080596633223 136:-7.098793797504553 137:-4.492707148859914 138:-5.405719079867646 139:-4.120939630432607 140:-1.448558204919561 141:-2.687766771080627 142:4.891976842494751 143:-1.529534249433903 144:-4.109686755006521 145:1.021412004434706 146:-5.367243130055398 147:9.540965234305727 148:-2.342540938401879 149:5.6653845533395 150:5.930514259798379 151:5.333073672592053 152:-8.734993041789105 153:-2.993286411195391 154:4.426217012283161 155:6.942064549686105 156:-0.7085918932740043 157:-5.992548293734618 158:2.472897736224197 159:3.182993135533792 160:9.351409490700002 161:-5.387252541298036 162:-3.369551529906076 163:-7.687764511568846 164:8.517581880617289 165:5.652500682945579 166:5.050683520323273 167:8.883479009284851 168:-0.2635369635813201 169:-7.291194137647005 170:4.404480206987746 171:3.886855978922587 172:0.07342075717644081 173:4.275897002469312 174:-7.038143236979059 175:1.084458868614774 176:3.212644424221935 177:5.109178160303562 178:4.436327621725663 179:-2.532439659711741 180:-1.428340114794019 181:-0.6474809888769143 182:5.087165585964093 183:3.172110868354098 184:-6.219574850063061 185:-4.846839931008738 186:-6.426152686411875 187:-3.728377683202674 188:4.474120213868797 189:-10.10031019553543 190:1.335067157800175 191:-0.179255280993151 192:7.705590515040891 193:8.210872665622743 194:8.576382004596448 195:2.178598441011828 196:6.058304785651138 197:7.816000831914657 198:1.612538330262429 199:1.487311968000453 200:-2.414829828725772
+-1 1:3.316026529479775 2:4.265256179755222 3:7.428436818510109 4:8.692225531191189 5:-8.76351483600515 6:1.490870034885005 7:-5.292918962329144 8:-2.613166469833643 9:-6.193450694930162 10:-6.392401680963716 11:8.21942334817783 12:-5.669521852882417 13:-7.039520239804161 14:-4.320783566870968 15:-6.362516540695098 16:4.782061449073082 17:-5.162705738137777 18:3.744015838033487 19:-0.6120616494256197 20:-1.079513838527473 21:-1.212898518979512 22:-7.640382378543748 23:-8.495079516309765 24:-2.600133152837013 25:-0.8277110237674339 26:3.500335528486524 27:8.484779364631558 28:-1.486477343269634 29:-8.885128601138899 30:8.39639870335724 31:-2.526879455122018 32:-0.3241770790117851 33:-9.000436653429929 34:2.152910288729723 35:-3.62868662276007 36:-2.503715325575893 37:6.373178661698875 38:5.010450711635771 39:3.533199833103969 40:-7.180369504908045 41:-4.131882714293946 42:5.268704527108168 43:-4.959625460603955 44:10.78740451655664 45:8.480961914997886 46:-2.486982294587412 47:7.95579883009149 48:-8.712247620581762 49:-2.70556080577414 50:1.533501670770769 51:-8.19436798842403 52:5.012596251634048 53:7.878820981672163 54:-5.95065374579875 55:6.987796874510927 56:3.881228996104126 57:-0.5789640342394227 58:8.210828234296306 59:4.595363296653863 60:-3.549593958379729 61:8.013790691312867 62:-0.02276389832006487 63:-3.675555705984305 64:-1.925111059965251 65:0.09530627928763513 66:-4.768699148970612 67:-9.765068319370517 68:-9.119036722585546 69:10.56161242256032 70:9.094814546858741 71:7.414103252784519 72:9.525120225925001 73:1.89670746029102 74:7.650557428460758 75:0.009341050533969608 76:5.185653726656625 77:-2.117765718121292 78:-2.205402243679649 79:9.540789776215773 80:8.052187352027106 81:-3.129525691297594 82:1.73280897008784 83:-7.739564973675932 84:-0.6946382591525997 85:-1.647979710982279 86:7.987274675290128 87:1.985271817689262 88:-5.1716818978267 89:-4.564761581614206 90:0.06134319420580658 91:-5.594195742129951 92:-4.74919345409918 93:2.935204548654242 94:-2.291918271607051 95:-3.255585787055661 96:4.578527225284708 97:7.187868278251968 98:-9.889745323710434 99:-4.984626400391062 100:-2.703809613763638 101:2.75551150111628 102:5.158785113008221 103:1.221141499060553 104:-1.566388659406128 105:-6.08199454405249 106:-0.9831900068036299 107:-0.307908365968383 108:-3.498111872904242 109:-1.105612998477971 110:-1.372491429490735 111:5.997321606727844 112:8.138386026705748 113:10.04689746945183 114:1.543905310921722 115:8.627427777294178 116:7.794293555594912 117:-9.007249356227259 118:1.458140398145827 119:9.391856893874428 120:-0.08755644643600102 121:1.154598004694271 122:-3.000612925885618 123:2.412148824342675 124:9.714872969996399 125:2.751244580047876 126:0.825082243326098 127:6.085848055852271 128:8.237097192944317 129:5.592904451883618 130:1.413238992050345 131:-0.04224800274890145 132:-2.338049710511772 133:-0.9092701352743204 134:3.022242745565587 135:8.289892204772041 136:-6.787446646298666 137:-4.44184279083076 138:-5.069707538094015 139:-3.637990686375478 140:-1.132278836238132 141:-4.211962350345492 142:4.081669512334269 143:-2.370188897913673 144:-4.023273740165539 145:0.462917928740027 146:-5.845492932534182 147:6.668993471119118 148:-4.883732306402052 149:4.933358562133144 150:6.943768755584379 151:6.704103603655116 152:-10.63376336941324 153:-3.72987429323096 154:2.795762293089803 155:6.568692257630593 156:2.605151607270416 157:-3.946497957149484 158:1.053924546591433 159:4.034138053971845 160:8.4006900903266 161:-6.494155468445852 162:-3.170876496159082 163:-4.745244836325034 164:9.344443266013371 165:4.559130825650342 166:5.686350197115626 167:9.915833859483225 168:0.3115096151814821 169:-7.0374754666872 170:2.189453685156262 171:2.239764024177391 172:-0.9656664689811074 173:5.36248647935411 174:-8.5191493184787 175:2.309281082666312 176:4.664401424798665 177:7.903870378162757 178:1.410618508830615 179:-2.676545217256375 180:-1.276978070709997 181:0.3436554817458011 182:4.751624633984494 183:1.171235204541565 184:-4.093922142281547 185:-6.535980585008926 186:-6.686040457193237 187:-2.516848903292172 188:3.905976407475326 189:-9.17554035178142 190:0.126712371556271 191:0.5770979212283699 192:5.76040721526171 193:7.432738198950594 194:8.317997277668653 195:2.811012818232167 196:4.568838606605985 197:7.330511424634501 198:1.727634193552855 199:-0.876024021629088 200:-2.723127364749169
+1 1:7.381523946726963 2:-4.062394556817853 3:-3.927920477949595 4:-1.821998496091281 5:4.997044675671532 6:7.584910731718461 7:-10.48300446452175 8:-6.184718225183891 9:6.555356387345125 10:3.758647716496374 11:-7.887575111200332 12:2.73955492506033 13:-7.760637490347794 14:-11.08669194063333 15:-4.458140718418285 16:5.653659182468456 17:6.526512402777545 18:1.976579621072903 19:-7.201297095422264 20:-2.61842696570875 21:-2.603339612219674 22:1.89797637505652 23:-6.930863412008606 24:8.451402833394551 25:-0.205045046203383 26:2.186699664867601 27:-0.7651244019588337 28:-1.910817491648392 29:3.205902982383801 30:5.469055611142089 31:7.069623360453492 32:5.643520867801681 33:6.184550951106112 34:5.842438737375216 35:7.670834552261301 36:4.792093863587652 37:7.243099012169899 38:6.845862905051662 39:-8.990836377910508 40:-3.995516988352036 41:0.002300227866210092 42:0.4648061195918399 43:-1.145439111302106 44:-9.964137600579649 45:2.068465897098437 46:5.54660763414555 47:-10.06059531906692 48:-5.465956912595497 49:-7.997955258374227 50:7.195299734008787 51:5.674607315216941 52:-3.256879940614586 53:8.426765838315532 54:-7.503062702692493 55:-2.965005620360311 56:-4.009538121033946 57:7.84344537940878 58:-7.992172550713065 59:-0.8893413448349019 60:-7.828086861515571 61:6.8835480304251 62:-6.237851055150559 63:10.23148582398405 64:0.5947409169237365 65:1.912559146999054 66:-0.4596114004331671 67:-4.697242555223058 68:8.580485947991393 69:9.256676439411809 70:-4.703224940067278 71:-0.7375766777122288 72:2.160710847317949 73:-1.304559400202626 74:5.791941404377674 75:-3.760009266847959 76:3.13483835905051 77:0.6697908784377491 78:-10.17257109538127 79:2.126750831151961 80:6.754764246243382 81:-3.083868808807881 82:-4.208824950941814 83:2.175748952275397 84:8.195304383988184 85:8.674149440333732 86:6.566191216078745 87:-2.215970157626278 88:-7.992136762804631 89:0.326342684345664 90:-7.323735372339494 91:-4.812355729380291 92:-6.558954491311296 93:8.120930317089757 94:-9.651152022577671 95:-5.938020903811969 96:-6.754612590249583 97:10.4538084606241 98:-9.007228641660877 99:-8.23140924505579 100:-0.5685251418319163 101:5.055348368538815 102:-3.570058434203406 103:5.508294174882248 104:-6.986445862914093 105:-5.649257291074639 106:-7.729449852295313 107:1.991225488358258 108:-2.414572349821404 109:-8.822901234838996 110:5.431234050693897 111:8.905982029457808 112:6.446587127579724 113:9.445305710203749 114:-5.332498250682546 115:8.537207323448138 116:-7.707534613731508 117:-3.849971371969864 118:6.093046150371968 119:1.084046776533144 120:4.574844950384207 121:9.129424069067493 122:2.553405633589218 123:-6.934567143720321 124:-3.165384995934201 125:4.567906259068931 126:4.12295750439411 127:-7.300778247390158 128:0.2616077139580266 129:5.159114261882809 130:5.483215122816455 131:-3.540447023211056 132:-2.015229212284861 133:8.42770432948724 134:0.973000905858682 135:-3.278820672255773 136:8.22025223208772 137:-3.574360011081376 138:7.614054266546191 139:-7.367377090038348 140:0.6004076612197419 141:-10.21729867476525 142:-7.326940848946713 143:6.897113045556143 144:3.891978888083472 145:0.4272511190305063 146:-6.043843319796082 147:-1.296678900577452 148:-7.587053852059205 149:-1.962694426684709 150:-2.257449278741023 151:-3.200309596103554 152:4.627619112777546 153:3.650054152363751 154:-2.529416618774623 155:-7.972986264435038 156:-8.14011800739611 157:7.650536334416101 158:-2.893131710900415 159:-3.672783553515168 160:2.30263290965933 161:3.32781352476784 162:7.473867383828445 163:-8.817774473534971 164:0.5339712790228415 165:7.903166159900558 166:1.373681690563662 167:-5.65989225879177 168:-3.790950506082905 169:1.596509808315326 170:-1.932880538127244 171:-10.96600185057799 172:-9.630878155717401 173:-7.763321212870234 174:6.957705305152897 175:-4.275231543232664 176:-4.971844755062015 177:7.760147162067933 178:-4.628798972398633 179:-3.418871545161805 180:-4.960756492583849 181:1.073351555654126 182:8.191155227312818 183:5.767007511172731 184:-0.07023795737619964 185:0.9226387790041957 186:-5.036884345969964 187:-4.186822112075577 188:-2.20672121553633 189:9.334373506478327 190:5.980100518835334 191:-11.00229238186943 192:-4.06935117185882 193:6.293729339232571 194:-5.066756247198297 195:-0.8532566186634569 196:-6.468349421771524 197:-7.732909301059287 198:-8.115980043263539 199:-3.83954505270465 200:-7.561507372864477
+1 1:8.092039715583804 2:-3.061241653191827 3:-4.327748084727689 4:-2.221575091928005 5:3.42982685852214 6:9.632079818466892 7:-9.04041305932869 8:-4.836922035250605 9:5.472875113325769 10:4.047653120539546 11:-7.288068397661526 12:3.262440678737682 13:-7.440128238652077 14:-9.340365502614905 15:-5.129374856392466 16:4.182780483538782 17:7.463107647510155 18:2.267555287429254 19:-7.829446906389559 20:0.100681652638257 21:-0.3784811180285867 22:0.8743371488052851 23:-5.567282979509628 24:8.123943768936801 25:1.067919706270424 26:3.405914824835604 27:1.536826291588471 28:-1.339877868602065 29:5.558420069159503 30:6.870785375711861 31:5.463431799423462 32:3.256816673696784 33:5.747073118941509 34:5.636024828472581 35:8.080642626659957 36:4.97584693403226 37:5.588034996972151 38:7.877494300288533 39:-9.35138777771142 40:-3.378539159837564 41:-2.641447590548495 42:0.2315936562214774 43:-1.355468780199106 44:-8.668043172917429 45:2.307649377854061 46:6.14800262613196 47:-9.275362022829015 48:-4.716174713201835 49:-8.156189897189575 50:6.956435377051367 51:5.810804432466352 52:-3.088684166207174 53:6.343612386323136 54:-8.535399792956085 55:-2.154391023499312 56:-3.887062654163585 57:8.179601997239336 58:-8.785146797782261 59:-1.592334324458152 60:-7.948224525193019 61:7.042558442361527 62:-4.679932766664538 63:9.801955929368392 64:2.513422767547932 65:2.124014663505597 66:-1.836015072118536 67:-4.234921452451108 68:7.45643553089528 69:8.595851300042993 70:-3.561259433388 71:0.2965079449235086 72:2.229523615743569 73:-1.415293008026659 74:2.85465981490553 75:-3.755593825509755 76:1.111758595538853 77:0.1613929338487459 78:-9.882181655008338 79:1.428685975947977 80:6.653628750146398 81:-4.474458816394287 82:-3.335405067655658 83:2.05700153504149 84:6.381934261377822 85:8.118967104173532 86:5.94662807629383 87:-1.777216417083665 88:-6.393945219046351 89:-1.051424061384035 90:-7.415919137897542 91:-4.737449020086445 92:-6.15079534555333 93:7.834705277633916 94:-9.930945368809358 95:-6.263106060894046 96:-6.346046845000623 97:11.10175328483437 98:-7.128604036829381 99:-5.403811683793932 100:-1.644337338323898 101:3.688893649910791 102:-3.863089505158165 103:5.934964223614086 104:-6.898379507402933 105:-4.908449584160499 106:-6.769299110442061 107:2.559909720921674 108:-2.723945133266092 109:-7.736605028398825 110:6.119326109220523 111:8.82204505416709 112:4.958015033656426 113:8.196609829571036 114:-7.1782060917689 115:7.998088611693558 116:-8.517687843434025 117:-3.745359966314417 118:5.025351900311053 119:3.151568967954586 120:2.09797839153713 121:9.150560371691887 122:2.151918195730494 123:-7.075408436875963 124:-3.164872360872927 125:3.168644020017794 126:7.34655858119639 127:-6.236022292462339 128:-1.05052878756887 129:5.746503132189344 130:6.800085283256024 131:-3.537289546205509 132:-2.817236613840366 133:8.326510276302523 134:-0.4332397182972678 135:-2.897212817832967 136:5.915391411008182 137:-2.154231223842147 138:8.17043749966447 139:-9.133016568886175 140:0.9566559172874451 141:-10.04349593716077 142:-4.969609455404227 143:6.183580902959548 144:4.467135997994744 145:2.077526105340311 146:-6.540673689540717 147:-4.407015394985029 148:-6.008770902886927 149:-0.685643053432782 150:-2.728491830648997 151:-2.918853608345068 152:5.965695228398401 153:3.747635666560092 154:-4.210449995073494 155:-7.676323144290619 156:-9.131121113114578 157:7.608063743589216 158:-1.858159751408279 159:-1.557050131653206 160:0.9009733336970487 161:4.41622750457001 162:7.283615101626073 163:-7.966122721101859 164:1.603608124994606 165:9.415159082186941 166:2.093162732295944 167:-3.602345811996983 168:-5.043756776682052 169:3.41051502561371 170:-3.316172022142584 171:-10.59292128552981 172:-7.117130229118136 173:-7.579001769741087 174:7.753337255216824 175:-3.506337382012716 176:-3.980037213552138 177:7.821199524873056 178:-3.947202184796619 179:-2.41658000999908 180:-6.191220857806805 181:3.666834095373737 182:6.224052602498694 183:4.776821822784913 184:0.06309869620191477 185:3.158645589373179 186:-3.275496640383433 187:-4.923717626696404 188:-0.7087814490937779 189:9.671453459377846 190:7.520226270793379 191:-8.935346607269352 192:-3.280841896066768 193:7.159933727542604 194:-5.148615988676792 195:1.138655340691451 196:-8.070632129142684 197:-8.581733931157489 198:-5.753834163691515 199:-3.180935535567679 200:-5.738832866240379
+1 1:6.610217372386253 2:-3.498396191034389 3:-3.153096598905941 4:-3.420152934941255 5:5.301157533100421 6:10.09124911046014 7:-9.609324443783557 8:-3.558337102167781 9:6.35986431166915 10:4.727450350330566 11:-8.88970224623389 12:3.424264716472187 13:-8.789199067488006 14:-9.41554047782766 15:-4.827362840706325 16:3.990136157717986 17:6.621558707555026 18:3.503663489234368 19:-8.306101593680085 20:-2.305324830888469 21:0.1249262105303748 22:3.205712164905177 23:-5.92202528246025 24:8.193250685435924 25:-1.73037188681891 26:4.666706422545655 27:2.349747730082556 28:-0.6835254172343721 29:3.132477349642592 30:5.010766940440465 31:6.125517551953824 32:6.955814423873116 33:7.177448190737079 34:6.23513284219069 35:6.481433790719305 36:3.241935415088201 37:6.368009964747496 38:5.904292077494438 39:-8.587392628109843 40:-2.019442202141529 41:-1.375655825471096 42:-0.02625502617636566 43:-1.376769625327173 44:-7.105769665058617 45:1.236715955864163 46:5.542332366443279 47:-8.655322023039586 48:-6.515922951509895 49:-6.330441273954611 50:8.137734832271166 51:3.318555030000285 52:-3.15514853744793 53:7.170137330828475 54:-9.568081049547896 55:-2.482181140682168 56:-3.252924152411225 57:7.396937517705865 58:-8.146816363202811 59:-2.230818648076916 60:-6.741590784811419 61:5.608942535465022 62:-7.118230907737841 63:10.51464826393847 64:2.573146107142471 65:1.262832426424924 66:-2.323691252902365 67:-5.656686382231177 68:7.734668790298437 69:9.29002542953185 70:-4.574115685974359 71:-0.9207620406407557 72:3.268915845078446 73:-0.4031746351153769 74:5.27748545835148 75:-3.647495596918906 76:1.824270363793511 77:2.426113300530715 78:-9.152634565274646 79:1.107697258147377 80:6.413236940098158 81:-4.732972870028248 82:-4.230837922407642 83:3.476526379782991 84:6.661950176506124 85:7.541096773480219 86:7.698812336679992 87:-3.927929998631266 88:-5.916183286183175 89:0.1818896540347485 90:-9.187341959890443 91:-5.861352636557468 92:-6.572421971794976 93:8.442231968940629 94:-7.464900705167352 95:-5.435480794887952 96:-6.671567187386723 97:9.800567781933724 98:-7.724458310362802 99:-7.148533318679217 100:-1.440657918723005 101:6.713108503031576 102:-4.052883209958614 103:8.267165066682837 104:-5.551109659802407 105:-4.684980771787057 106:-7.369553305730199 107:1.645291028796432 108:-2.683394728717705 109:-6.478601192502715 110:6.855968114100144 111:7.585463658772674 112:5.432713344427288 113:8.417554785687404 114:-5.831307284105195 115:8.895732556908555 116:-8.522511790799109 117:-4.566012828971485 118:6.017660923894108 119:2.465637349527502 120:1.777310356823153 121:9.113116927353278 122:2.67201847971169 123:-6.307373912013031 124:-1.960370169356388 125:3.327050029656649 126:7.843665094366297 127:-7.869384041212038 128:-0.7320089172587063 129:5.860099543023547 130:5.283006289344636 131:-3.029558327780015 132:-2.07811919143206 133:8.780186179568236 134:0.1861599562579566 135:-4.695883209876653 136:6.627453524179578 137:-2.646711799216591 138:6.617163109104908 139:-6.677643307452063 140:1.518897095002746 141:-9.879348557539201 142:-6.751429101209205 143:6.155252578551946 144:3.00037752946308 145:0.1221119523799741 146:-5.201384996602284 147:-1.329104546552129 148:-8.66754095649862 149:-0.8453109229872738 150:-0.3917254925497555 151:-2.252805956037165 152:4.716070605580218 153:2.923386581438361 154:-5.453594919294202 155:-8.831074373615282 156:-8.13724819905916 157:8.029801001974043 158:-1.321500526519226 159:-2.34489491238983 160:2.400981899468034 161:4.705303552628887 162:9.157678298379317 163:-8.873717578481836 164:0.520791189899251 165:9.277124499051885 166:-0.4168371863659566 167:-4.076105321754976 168:-6.852370308326075 169:4.37271048513623 170:-2.911536670541707 171:-9.618531504967768 172:-7.863530014733865 173:-6.488748549577599 174:8.039368787451652 175:-2.072468811157495 176:-6.407985798441753 177:8.749153440263029 178:-4.030464521732259 179:-2.838030196763653 180:-2.045217845992882 181:3.897575935373348 182:7.872042621535732 183:4.773304888471776 184:-0.923162417180303 185:1.555323564729484 186:-5.138650591604177 187:-4.082065688112019 188:-3.751105526375245 189:8.14421792938686 190:8.68323321665987 191:-10.20622141110354 192:-1.481125793973512 193:6.131214238155776 194:-6.272503289562369 195:2.546169679578805 196:-7.847685711060516 197:-9.297280196657146 198:-5.947475200660929 199:-4.804437801407047 200:-7.111400552984697
+-1 1:4.289257668860053 2:4.951219270348464 3:7.075847764678847 4:7.721781108602038 5:-5.787443810387552 6:-1.412986365588158 7:-2.853841291095513 8:-2.132643634237323 9:-6.512209193127086 10:-5.045641441420936 11:7.862484049885105 12:-5.503802392215886 13:-6.657883283898618 14:-3.448312544569045 15:-6.985247966731873 16:4.10417834060894 17:-5.961851601712764 18:6.974177159988589 19:0.9380433318380583 20:-1.571393525652977 21:-2.094009279494506 22:-8.588366232059979 23:-10.26884359785805 24:-3.816972432700077 25:-2.396273310128781 26:6.273182051476162 27:8.471339144471667 28:-1.003971435305857 29:-8.307387383832806 30:8.325930463269325 31:-0.3403566465674187 32:-1.905256838020598 33:-9.262220005201904 34:2.350027281669907 35:-4.704175274645796 36:-3.667881192222608 37:6.61001432510689 38:5.444017549349931 39:1.510224735208054 40:-8.599061687022418 41:-2.664818533758411 42:1.839521342651668 43:-6.995616550304232 44:8.717132001450334 45:9.061100387095383 46:-3.111898814770126 47:4.769850885832573 48:-6.560193551904351 49:-4.246879156519952 50:3.101018507203274 51:-6.638586437771561 52:5.969030388051566 53:7.554124261800903 54:-7.254441299660772 55:6.481100526252081 56:5.475985440205343 57:-2.404586445205323 58:7.492067682613676 59:2.494804935912358 60:-3.990244978860873 61:5.532766045811642 62:-0.8968997507516363 63:-3.087556654789807 64:-3.277646999607382 65:-1.882368508299372 66:-4.838486750455364 67:-10.65127245844131 68:-9.654181423850821 69:9.179088275622426 70:8.148158324181262 71:9.685538349110079 72:7.337197231988642 73:-0.2474106443184166 74:8.299371404580604 75:0.2658266991435322 76:5.469443867122976 77:-2.935359207143751 78:-2.35031023386522 79:8.626512375427172 80:9.342964089940788 81:-2.3032143717808 82:3.282680668420059 83:-7.828143028469737 84:-1.999321146479911 85:2.578410340452222 86:7.370319417957939 87:2.08534302671894 88:-6.30788169433307 89:-3.664775571817452 90:0.8046665885119872 91:-5.866699753515197 92:-5.267139813648566 93:0.196198748841048 94:-3.313256932680521 95:-3.812607937876325 96:4.097896162972467 97:9.90749974785529 98:-10.09272175512303 99:-4.765662835234494 100:-1.993165175514408 101:6.334303325222809 102:1.287269769016843 103:-0.2770502293580064 104:-2.105949280710396 105:-6.034791565037107 106:-3.434457353995644 107:0.8022926058689652 108:-2.094572065981853 109:-3.449567183177661 110:-3.294676610175335 111:5.125808581729393 112:5.623905609518841 113:8.483051416101118 114:1.784614197920577 115:7.788496838075284 116:9.816222469444931 117:-11.32741594832362 118:2.880938336150311 119:8.143774599458318 120:0.6786481274021015 121:4.064103366920951 122:-6.134179269837869 123:1.967470833941917 124:10.32474161760405 125:3.50010664173998 126:0.591986212737211 127:7.44154712471201 128:8.403972771511786 129:4.240665114281745 130:1.429204700605543 131:0.3514619677297752 132:0.1805567660686618 133:-2.811486971033123 134:3.349943989995513 135:8.175175881258115 136:-7.525203394197979 137:-4.853600540177915 138:-5.970829142508523 139:-3.442256592929757 140:-0.5280000635536151 141:-2.637958551202699 142:4.775814209042974 143:-1.704159803318801 144:-4.526099095290605 145:0.5832503428511249 146:-7.047612148805844 147:8.321759386776948 148:-1.921504456431024 149:5.082829699917419 150:6.243646207423888 151:7.43006924093614 152:-10.0337467592773 153:-5.978526435687115 154:2.52344675224685 155:4.554002409091622 156:1.239043599795071 157:-4.655462790538484 158:2.21635652964545 159:4.488563424795148 160:7.146185807533554 161:-3.365228643669378 162:-2.241339782795177 163:-6.944527177300903 164:7.179142823144725 165:5.778699264167807 166:6.570556035823852 167:7.012908348338278 168:-0.7223735740654604 169:-6.991727630769581 170:3.656504022410065 171:3.982428025838729 172:0.4740174185393649 173:2.601432113031756 174:-8.510208942965232 175:2.688059754605624 176:3.855547238841847 177:6.372022424398327 178:3.191287424421327 179:-5.354995680724476 180:-1.015033608218318 181:0.3002969740407184 182:6.923049515341344 183:3.763490028574787 184:-4.910525477515284 185:-4.830200493761834 186:-6.576342924873204 187:-0.8491872357906436 188:3.663080059308274 189:-8.163056760557398 190:1.904332800568825 191:1.026770006365196 192:9.031098827576931 193:8.671491231925597 194:7.989561814305447 195:2.418033511253546 196:5.582977708261391 197:8.872546250140925 198:2.272687248696762 199:3.11437652746257 200:-1.568512761686402
+-1 1:5.23215094414265 2:4.499711101901415 3:5.94000120620844 4:9.141023850583156 5:-7.694814200644329 6:-2.397067200409919 7:-3.2772404563413 8:-2.931442551171048 9:-6.645855972862304 10:-6.805415959970342 11:8.338902172082605 12:-6.371342825348188 13:-9.410790063554899 14:-3.946415348429048 15:-7.703662741300265 16:4.318026850456609 17:-4.947870382603217 18:3.800532221668138 19:2.16060189545407 20:-1.56713843876043 21:-1.087784572627642 22:-7.976671305776894 23:-8.723156897584509 24:-3.472222149111243 25:-3.163492648440102 26:5.60602315839836 27:8.403997880003052 28:-0.8984040846880086 29:-8.983794483863907 30:7.049176386565676 31:-1.287752913295008 32:-1.726308222623403 33:-7.222843919448158 34:1.758595212647915 35:-3.930309185895361 36:-2.625691543915889 37:8.40120202753176 38:5.15929474979919 39:3.289294575966594 40:-7.62929479409294 41:-4.965091789230119 42:3.82842918922029 43:-6.444371338673692 44:9.354422992211898 45:9.061734003007453 46:-2.46085126717812 47:7.553095513673654 48:-7.515434610474626 49:-3.468590580911155 50:2.652660923363518 51:-8.559926073157081 52:4.988404009735 53:5.059732034290432 54:-4.465386487242101 55:7.347451520686213 56:4.117385663302493 57:-1.102673756518996 58:6.80634031300891 59:3.289246843713044 60:-5.002262678225384 61:6.619379354398976 62:-1.58123271254517 63:-2.909092847670772 64:-1.768402482664208 65:-1.607632406360713 66:-3.43775679732417 67:-7.666092234548847 68:-8.303399436586659 69:9.70865001071369 70:9.161165009638074 71:7.301843975138385 72:9.677552711210483 73:1.417962978129017 74:4.677126001344615 75:0.8910033639525503 76:4.600742494941226 77:-3.395134149073557 78:-1.733515181006672 79:7.428051666446569 80:8.423483212678642 81:-2.418021947233861 82:2.02569462035747 83:-7.823285485536936 84:-3.119188414670216 85:1.662267986105398 86:9.391653220068568 87:1.121556426566504 88:-3.457654530583395 89:-5.482350603083239 90:0.4793177274292816 91:-5.115914058220851 92:-4.074253353909639 93:2.788876271867816 94:-2.362766854443186 95:-4.145390209883138 96:4.044362881593318 97:7.487807595053618 98:-8.673517762011741 99:-5.916789426947297 100:-3.693216482344905 101:3.489614871655604 102:5.748757993315101 103:0.7128958041378726 104:-2.179458138586963 105:-4.445565912402208 106:-1.056361831448315 107:1.51170304710436 108:-0.8926391320244667 109:-1.877763705297377 110:-1.408804593588076 111:6.299064022466519 112:8.799764078193061 113:7.820106238930914 114:2.851576296353354 115:9.064772702467353 116:8.811935567533711 117:-9.295449660062541 118:2.931174336294807 119:7.736577442572997 120:0.8545447832655615 121:1.9830336646479 122:-4.788610226677101 123:1.414276180491773 124:9.76045622326771 125:3.832042179557794 126:-1.419918098601446 127:5.693974618203105 128:8.999565437125097 129:7.102331111963559 130:0.7456305005591939 131:0.1925818459562502 132:-1.678773151205478 133:-0.9588579454372625 134:3.311319480515332 135:8.060276998506737 136:-7.677726487479336 137:-2.339371800292059 138:-3.99272883915813 139:-5.357966192817055 140:1.801179705348126 141:-0.9166390629748349 142:4.010099644590429 143:-1.554660828916676 144:-4.026711836672034 145:-1.267599289420624 146:-5.673166848680181 147:7.452467936388507 148:-2.720112806049649 149:4.681857851840029 150:5.14715072181912 151:6.085793939309979 152:-9.69066256055507 153:-3.158263792669873 154:1.397466616097995 155:5.38798569733668 156:2.228355795378089 157:-5.057546802863975 158:2.537812553160789 159:5.403572013643986 160:6.666626627384733 161:-3.724015565437458 162:-1.385621572849145 163:-6.782835933411422 164:9.050919365159936 165:5.990323177918431 166:7.1415028844844 167:6.376823926002801 168:1.176919076969428 169:-6.27399989626281 170:2.520379579542114 171:2.499252460119052 172:-0.4435165230227052 173:7.055115816509307 174:-8.977249618055547 175:2.026278397075493 176:3.354108025408911 177:6.487669796999731 178:2.309406283382939 179:-3.126160228739383 180:-1.292637290763617 181:0.9429942201815678 182:7.250119630392559 183:1.97687789745732 184:-6.426924755909213 185:-6.624429729681196 186:-6.936191320459897 187:-3.923870670743844 188:3.010286932984807 189:-10.64463094358411 190:2.716705783711761 191:0.4353336930396283 192:8.34807123841116 193:11.01735031875538 194:7.601712317048242 195:2.099368302897072 196:4.47421705894476 197:8.461071431738931 198:1.139721480759518 199:2.033840946615648 200:-3.618597631152562
+1 1:8.069676581700746 2:-3.331514438413906 3:-4.318989298551768 4:-2.633079241078025 5:4.129205229975751 6:8.751867040840953 7:-9.479010154258686 8:-5.766745947660276 9:8.907823787492532 10:4.475456537331715 11:-6.235936240398932 12:3.244045031449877 13:-8.063655097932273 14:-8.069862886398351 15:-5.11134649230554 16:3.707775675130097 17:5.967438957732707 18:3.158282333181113 19:-6.196063328047334 20:-1.411270313174682 21:-2.289047815633797 22:2.268370617747446 23:-5.279759467565226 24:8.791375755889852 25:0.1541118416236812 26:4.04504328339692 27:1.623215616229337 28:-2.092493668463536 29:4.735294703184864 30:7.224593670659774 31:5.549752048747539 32:4.273741901574577 33:5.969515617957613 34:7.110279874811724 35:7.903663042331443 36:4.63280885642391 37:4.667449458085523 38:5.589571007765207 39:-8.703938576660045 40:-4.4890317008165 41:-0.6323448321345919 42:-0.6062336559825275 43:-2.058556977284192 44:-7.439841262690352 45:2.63812337863084 46:6.945435925230226 47:-11.08648184712483 48:-4.402626651038192 49:-7.617021703975873 50:5.932779464126805 51:2.272224199793696 52:-3.925781963569571 53:7.167943675154927 54:-8.459741257449759 55:-3.449073769550931 56:-4.695639678709238 57:9.308820048200028 58:-8.792696740235147 59:-1.427286206166825 60:-8.320454322550884 61:8.836361117364765 62:-5.30273109813401 63:10.16840740982427 64:1.738675111822262 65:-0.05440151005861771 66:-3.079263075372874 67:-3.845718255619226 68:8.734296957069299 69:9.258400705296005 70:-3.036666629663811 71:0.7817973855336966 72:3.159978989832544 73:-3.108366645479302 74:6.730516528834127 75:-2.276200055507707 76:2.693786114028483 77:1.874141777865077 78:-8.880360188324875 79:1.993314408374354 80:6.994380964110351 81:-5.154260645116691 82:-3.221318180525353 83:2.531694691701535 84:7.304312967283263 85:7.351660717879433 86:5.692616716456441 87:-2.63136907960858 88:-8.507231737779335 89:-1.635091523825211 90:-5.914655584228987 91:-3.943337582081002 92:-6.482528413476149 93:7.906900772769468 94:-7.054412655347766 95:-5.65290306817366 96:-6.793031935474025 97:10.19569397127062 98:-6.553314543751114 99:-7.550775270471718 100:-1.219927056361246 101:4.65624295254964 102:-5.194536654689773 103:6.552681883272007 104:-7.820013418526885 105:-5.669533604952631 106:-7.095704503978772 107:2.128016043985323 108:-2.300462157471845 109:-10.35196855285015 110:6.669750144554699 111:9.125114993547369 112:7.591633348580187 113:10.57463745980353 114:-6.678725535459227 115:10.23040250831096 116:-8.745164809758656 117:-4.518707736227011 118:4.320797999251597 119:3.536246799287218 120:3.748058083949082 121:8.341980912283047 122:5.259047730917182 123:-7.981355836958921 124:-3.810161788023191 125:5.570260900531585 126:4.096298502846546 127:-7.333713808412351 128:-2.940808564609112 129:5.586324132344166 130:5.326147592443286 131:-2.723025240923747 132:-1.567177703274929 133:7.621955618648197 134:2.191215179231182 135:-3.327269921392769 136:6.421202256948409 137:-1.589588770285724 138:6.2508853006708 139:-10.00116569955147 140:0.6815928097612571 141:-9.145723747789472 142:-7.499589209636436 143:5.902848122603744 144:4.014575720127035 145:0.4404566345890972 146:-6.667100279463951 147:-0.5344807844963804 148:-9.3261204147264 149:-2.639196672078346 150:-2.022982024071715 151:-4.771896779658689 152:5.339270165488586 153:3.347056136975752 154:-4.195470253200998 155:-8.674949867300038 156:-4.648085604202755 157:7.288460092985327 158:-2.39012232151192 159:-1.897958401543868 160:1.953052319871323 161:4.85041640885176 162:6.864060589536461 163:-7.589722536714099 164:3.713719792797429 165:10.41942814319712 166:2.24142785227122 167:-4.165666259424899 168:-4.2625119696959 169:2.44788851356676 170:-2.700382674057539 171:-10.41700042906874 172:-7.459524842159076 173:-6.476245181107716 174:7.175859289103037 175:-2.989434003979064 176:-4.394175766266216 177:7.139330935268585 178:-3.108588973571938 179:-2.801544852699037 180:-4.640155176155786 181:4.24130254150322 182:6.08762406916645 183:6.585420152448012 184:0.4077119264597183 185:2.557003790993272 186:-2.183381653047999 187:-4.755762011282029 188:-0.926209936435042 189:10.15287893944919 190:5.440625526251891 191:-8.813056605874777 192:-3.330854840219116 193:7.332409769419811 194:-6.827366523050385 195:0.4496388382354511 196:-8.011079310874427 197:-8.985303336717388 198:-8.809489205635025 199:-4.884913349092767 200:-6.340596875413205
+1 1:7.615582827654063 2:-3.144805313393504 3:-4.230372213081393 4:-2.546603357280167 5:5.016553116264615 6:10.79171256883402 7:-10.59153785518009 8:-5.473380027234342 9:7.034532233290159 10:5.40853803048364 11:-8.771285174697873 12:2.18673010248214 13:-10.11809986149769 14:-7.832750633536106 15:-4.988219216057206 16:3.843371279752067 17:7.035150613329625 18:2.356345995110269 19:-6.802158487725121 20:-0.09946160880949328 21:-1.914723510741793 22:3.754198077231549 23:-4.581417313635304 24:7.841710516324654 25:-0.8348693563635039 26:5.165008936749225 27:0.3309276101481907 28:-4.410606006800956 29:3.486564498784323 30:6.768385794219547 31:6.004658540330909 32:3.796543719374704 33:6.221508818539166 34:7.669703531479543 35:9.022068224119396 36:3.779635804443125 37:3.981383277861372 38:4.740753377165353 39:-7.426528078822697 40:-3.619184320612899 41:-2.243948474625051 42:1.999932290432826 43:-1.993319141813132 44:-8.673001446161379 45:3.929904827589167 46:6.671094563769926 47:-11.0054959638449 48:-5.557096295928001 49:-6.427112414611182 50:6.21125124187824 51:2.629824304776049 52:-1.741828159202891 53:6.976692731097473 54:-7.911146491028084 55:-4.351831060409928 56:-4.4303488457442 57:7.709041303933537 58:-9.93554058062457 59:0.3248726757992286 60:-5.570534514759922 61:6.424224506337614 62:-5.396189941620086 63:10.67109039584 64:0.1273655674143414 65:0.6730709218102746 66:-2.462210537676089 67:-4.447588160634414 68:7.338653913243149 69:9.761451080819839 70:-4.252473654263113 71:-0.09247184386330842 72:1.51107085690873 73:-1.373897080750674 74:5.459519989286815 75:-2.635663089732182 76:1.380060049656876 77:2.671798338787108 78:-9.748560070554996 79:0.9319912281311828 80:6.633179675122351 81:-5.924615578811325 82:-1.629323522544488 83:2.1367364772176 84:6.543670744949395 85:6.39839730006832 86:6.024236341508974 87:-2.186439345494996 88:-9.165897726351814 89:-0.6875540726592446 90:-6.117026860659288 91:-3.678815165839207 92:-6.786446400949502 93:7.642373434383478 94:-7.995598119074571 95:-5.413849170655696 96:-7.481948262955109 97:8.666992397842316 98:-8.171356505836938 99:-6.032768244505275 100:-1.395739714515315 101:6.097836312455447 102:-5.304654116823209 103:5.865969418422712 104:-8.189468218775499 105:-3.771703583183152 106:-8.405760672163055 107:2.133462885683257 108:-3.334561596643209 109:-9.27675340637143 110:3.255701732636194 111:9.91287225224192 112:4.502104687192808 113:8.261618245756324 114:-6.20305906071258 115:9.492084313214168 116:-6.937770764825775 117:-3.427643208972581 118:4.54229072590895 119:3.370868061990898 120:3.750199544486966 121:9.376250093654265 122:4.536127536592229 123:-6.269767829885713 124:-3.613533007724022 125:3.419167591439926 126:7.169157509692287 127:-8.157551494280874 128:-1.289063177645133 129:5.617735554576069 130:6.886916138211577 131:-1.824389171151555 132:-2.97310076523741 133:9.268500540583515 134:-1.096642282811748 135:-3.68159408810371 136:7.107529280308029 137:-4.315029477622507 138:6.840814039996528 139:-9.795499228237983 140:1.464985196901309 141:-9.700954314662461 142:-6.626948034593274 143:7.263542264007282 144:4.591116659554896 145:1.203250222230732 146:-5.856182605556603 147:-3.44174538227508 148:-6.883646235372484 149:-2.354495488929 150:-2.127208826824728 151:-4.181229445601804 152:4.15433797175762 153:5.338966474629497 154:-3.618410195674855 155:-8.753503159441696 156:-7.614621106982135 157:6.348587396583726 158:-1.468087799616191 159:-2.532645372816894 160:1.26748443305245 161:4.975591140291942 162:8.666842164680618 163:-7.441894731553786 164:1.068775131452042 165:9.131577109867697 166:2.048294514662171 167:-4.094522136655771 168:-5.859362820213676 169:2.333416240977471 170:-1.582456300281512 171:-8.751135108768086 172:-8.29715923809648 173:-7.108245975715132 174:7.627203188498245 175:-3.645732020568986 176:-5.287692465461745 177:7.593388994299664 178:-3.120653184865481 179:-2.89432343195783 180:-3.875973658998058 181:3.027767352998275 182:5.228604188684316 183:4.665512227145475 184:-0.3508284973100574 185:0.978344701758852 186:-5.562047025640996 187:-3.664400684954659 188:-0.9327379375584472 189:9.758903109448218 190:6.194661882275622 191:-10.84093005936137 192:-1.426567375343812 193:8.724717433085079 194:-6.102295828372226 195:-0.2221011897789223 196:-8.299937428957323 197:-9.305085772233861 198:-8.311715267123837 199:-5.776107949005946 200:-7.661946385901434
+-1 1:4.94190127447421 2:4.868829371019593 3:6.442039428131848 4:10.18723974274734 5:-9.633421053129553 6:1.659502031101351 7:-2.213557652697599 8:-3.34818402794817 9:-7.306322516540688 10:-5.083635688353414 11:8.075609197509474 12:-3.193926028515698 13:-8.945743725883519 14:-6.077261807146852 15:-7.890533027217512 16:5.231913381084231 17:-2.635739612942884 18:3.938672786026086 19:-1.322922970235117 20:-1.75389051805574 21:-2.497840204555211 22:-9.696532266823105 23:-8.033569339180479 24:-3.496473214939493 25:-1.281189146366909 26:3.994920608565011 27:8.332173115932534 28:-0.6890736032023855 29:-12.11519136996009 30:9.580246681648473 31:-0.2121953485378701 32:-2.37836364472319 33:-7.657868482654112 34:2.824948433637311 35:-4.054835013826684 36:-1.206535658233074 37:6.864281797559016 38:4.300198177717752 39:3.229468668730588 40:-9.186622788316209 41:-3.729749552451604 42:3.711467899079332 43:-6.043362483202598 44:10.31300747743831 45:7.140984846557182 46:-1.222789509777065 47:7.545075120303723 48:-9.306674757498531 49:-2.471903103902248 50:2.167134123074817 51:-5.889985821308064 52:6.048926460804686 53:6.492341587223852 54:-7.160234291386595 55:7.644444257269427 56:4.942966813489574 57:-1.149079371263891 58:8.073933528026959 59:3.307772888924932 60:-3.292911260595067 61:7.27782843401969 62:-0.8366447959612875 63:-2.794307512112417 64:-1.287660826606254 65:-2.060532896925066 66:-4.378534465999095 67:-10.1413487668005 68:-8.021582493003116 69:10.07639255610211 70:7.762326413880974 71:8.912657472426973 72:8.075481917156427 73:-1.517773269674422 74:5.935299452982719 75:-0.8103113260637795 76:5.343358405673671 77:-2.307328651707533 78:-2.89435324946397 79:9.132021311183438 80:6.641424153598877 81:-2.722351830524546 82:2.019019663681375 83:-8.27822100717634 84:-3.031421829123465 85:1.249839880799403 86:8.694229137981957 87:1.368509577098331 88:-4.653130926939967 89:-4.730923962975075 90:1.748614054045645 91:-4.293943126879012 92:-5.300045549456243 93:1.016003091843641 94:-2.230335046867586 95:-4.548532341981891 96:4.869118699182772 97:5.857686793529731 98:-9.056647222616277 99:-3.156354325833448 100:-2.743797200278675 101:3.168548565108757 102:5.860982198370089 103:0.4760728432807355 104:-2.91872036007625 105:-5.696333231715055 106:-2.811082370362352 107:0.5244074627209554 108:-1.854047593287396 109:-2.316707726400288 110:-1.230990989675791 111:4.37680802929559 112:8.017466771510156 113:9.175328580979883 114:1.315929084402208 115:6.984336457407807 116:9.770068265666637 117:-9.226262149139645 118:2.459769368099307 119:7.195992343685528 120:-1.741053136382262 121:2.966597858129662 122:-4.323718768910179 123:3.031675247875129 124:9.67253246203029 125:3.246321031064776 126:-1.642936169955548 127:7.463324568532218 128:8.308698307872245 129:5.748261924632121 130:-0.1934383563369254 131:3.028977309043204 132:-1.180790647160952 133:-1.367579683258328 134:3.145323104867236 135:10.06465757501419 136:-7.955136651573354 137:-2.651392311416989 138:-3.58023725943989 139:-3.635658739250137 140:-1.316751573180228 141:-4.757039865240433 142:4.934171189199017 143:-3.425277683645267 144:-5.187791966756499 145:2.887310032141118 146:-7.005179290523099 147:6.553200321966123 148:-2.184075976405778 149:5.915346864629692 150:5.467766567620903 151:6.237027441197749 152:-11.28488088837927 153:-4.403315919377218 154:4.376648949876215 155:5.369222536759652 156:0.940470768698547 157:-4.567486902585367 158:3.248899584855464 159:4.472625960442192 160:7.168451583161714 161:-3.762768202843041 162:-2.980089920222733 163:-7.30242913085719 164:8.585226472310728 165:4.632146159057939 166:6.363776807014014 167:7.41970997053442 168:0.1053178589556882 169:-6.831945699548951 170:3.200513693819304 171:2.831052073722429 172:-0.6391877986660307 173:4.856453949701639 174:-8.350010785492337 175:1.998358484708129 176:2.36505309114601 177:6.558338356889268 178:1.820521363037335 179:-4.197210668253815 180:-1.302876613279743 181:0.3766389073485751 182:6.951490505098548 183:2.257406213913437 184:-5.900801790139223 185:-5.56716595055359 186:-6.215888712907153 187:-2.761347351245505 188:4.76852609759541 189:-9.430144452752915 190:3.154956815445253 191:-0.3788274222424861 192:8.905097133217234 193:7.925443455603511 194:5.879138959749191 195:2.23059774919508 196:5.518017421552494 197:10.95866189588822 198:2.659116098530561 199:1.576142477018976 200:-2.189686405866126
+-1 1:3.133274660476887 2:4.210098527239447 3:5.885966999722724 4:10.2657064940386 5:-8.305325721289334 6:-0.149805841210241 7:-3.349967067781601 8:-0.6053397730817851 9:-6.881463680026203 10:-5.86452820471074 11:5.219116834518864 12:-5.598847436040255 13:-7.509254163145456 14:-4.707715356973054 15:-6.945677891762058 16:4.885322659790709 17:-3.875818940028545 18:3.435843044501322 19:0.946208836176168 20:-2.479877059105678 21:-2.775381033443936 22:-7.906732168792989 23:-9.295031717746355 24:-5.219502121449884 25:-1.684020910279764 26:2.894064361091329 27:9.041850257582078 28:-2.963723649342035 29:-7.895871239526954 30:8.226409746244549 31:-0.3129052156362571 32:-0.5564215153537408 33:-9.908667689615287 34:2.886393208628952 35:-5.852115299439228 36:-2.469199090292524 37:7.384062632735661 38:4.051370544972851 39:3.474588314283675 40:-10.49883560615251 41:-2.086194643406261 42:0.8090576992700393 43:-5.860228818818337 44:7.97726818911101 45:9.604683667534466 46:-2.999242157463999 47:8.150117584428644 48:-8.66426386714009 49:-3.346343587071618 50:2.547531286160755 51:-8.116659462490086 52:2.731499709578909 53:8.236272157238517 54:-8.36024901634155 55:6.617381160478905 56:4.928611824663652 57:-1.958109667491153 58:8.141516562864572 59:1.741799611556172 60:-1.767284827863189 61:5.32335198523252 62:-0.8769709185992528 63:-4.193523802704117 64:-3.258880359658419 65:-2.191753065658565 66:-4.557203054763523 67:-10.37970500669788 68:-9.883232699728756 69:9.452590042688698 70:9.575786653844101 71:7.824589955164626 72:8.854588561577179 73:-1.94105162531756 74:5.895779495203686 75:-0.7539641807193167 76:6.18760986458708 77:-2.337990198791092 78:-1.6611043154184 79:6.658267664256287 80:8.240909009149957 81:-1.703692183368372 82:1.379642036095418 83:-9.283529083954884 84:-2.784324167526652 85:-0.3952863545587602 86:6.190634187499141 87:3.295181435820282 88:-4.897845581161596 89:-4.967507982430428 90:-0.7264863126935235 91:-5.513386637425477 92:-6.219604630874816 93:0.1143309948809483 94:-3.723608863436185 95:-3.655549311472041 96:3.333674399536128 97:7.310450862637893 98:-8.967396306736418 99:-6.209635863619402 100:-3.152632385695628 101:5.999045688905095 102:2.851788041704162 103:1.564228210383557 104:-1.215341081348884 105:-6.460032437851559 106:-2.912199716152639 107:2.480386137878941 108:-0.8738063196532977 109:-0.5371412466706242 110:-3.223101804072012 111:6.970747511647053 112:8.977780042384692 113:8.965725261905028 114:1.652788100780409 115:9.09154496007336 116:11.06359636679406 117:-9.22276566584417 118:2.139418256032954 119:7.287758522734291 120:-0.9140635095782945 121:2.17762507279015 122:-4.671270280804472 123:2.782700119968066 124:8.596798139994826 125:4.435642988021994 126:1.465408297315322 127:8.11381079315464 128:8.019823724326933 129:5.720828951938302 130:1.426847790485615 131:0.9027661601887118 132:-0.390065382199912 133:-2.307902646917477 134:4.109365185645101 135:8.263160328273667 136:-7.241362581157369 137:-5.091732424009561 138:-3.488203532625689 139:-3.195202889024055 140:-1.221390284288787 141:-2.473461439977902 142:3.595787175906918 143:-3.456477936842673 144:-4.455316798199241 145:-0.4160755111669465 146:-7.905641276740944 147:10.12612406567192 148:-1.387342020364849 149:5.012509828236724 150:4.84996370693344 151:5.231580489797107 152:-11.16806863752199 153:-4.168958541404373 154:2.982219655737968 155:6.352211158613278 156:1.663022508376659 157:-6.416996684393557 158:1.664569678029976 159:4.015718409586232 160:6.87341762194348 161:-4.906352451252991 162:-3.157861360548639 163:-6.075899519495458 164:7.647711854349124 165:5.372785357351836 166:4.588765242450126 167:7.322824092859831 168:1.342517694138872 169:-9.503544694902951 170:4.243894886036252 171:2.101284589214329 172:-1.750628193579276 173:4.265828606377508 174:-6.124696590739359 175:1.568632893226903 176:3.143466122708392 177:5.862286854126221 178:2.401521307535951 179:-4.166590258170227 180:0.3043595613199335 181:-0.6233681119496716 182:5.202666393711372 183:2.988962219976554 184:-5.202937167833532 185:-7.046048185892251 186:-7.805547988272114 187:-3.630409571157461 188:2.966922031627393 189:-8.696254205882481 190:2.041097744777157 191:-0.9948072727547081 192:8.930238435943165 193:10.91210193135636 194:5.239702897121298 195:2.57293135959825 196:6.150816258680481 197:9.024374869179319 198:2.687637878203577 199:1.588648692242722 200:-1.315534916375411
+-1 1:3.513139438109228 2:4.474315561993494 3:6.590198425005496 4:10.27057063049016 5:-9.051406429423208 6:-1.999009151974832 7:-3.740948770754029 8:-2.329390560195446 9:-6.993862430687427 10:-6.520966766700393 11:8.02003452348815 12:-4.649611791491302 13:-7.208104585850226 14:-4.693203355016011 15:-7.312928862744366 16:3.188441122647635 17:-4.432643176412086 18:6.043114307064441 19:0.4873729297064399 20:-1.660063732845426 21:-2.065542609518956 22:-7.431994809076433 23:-9.378197065204397 24:-2.597144182954149 25:-1.045644578070883 26:5.952035348902227 27:7.57155047403735 28:-0.4522132933984614 29:-8.216409157730956 30:7.75260018256865 31:-0.8718938790606356 32:-2.65503504377316 33:-8.41495350652251 34:2.667383283079971 35:-5.606227354251473 36:-0.1072942221484894 37:5.942258004273191 38:4.744138141555532 39:4.361250837315112 40:-9.089155430657838 41:-3.602903132125735 42:2.89303015218658 43:-7.010885419386197 44:9.83823289811378 45:8.744090698685545 46:-1.131113264503735 47:7.587451436818803 48:-6.942569215024189 49:-2.901043831687396 50:1.447266309126993 51:-8.352847241638178 52:6.953560497817937 53:5.922621294662441 54:-8.170088470097069 55:7.013509637892215 56:5.221285116867544 57:-1.66229697763212 58:7.851566198525246 59:4.081454284606753 60:-3.291788169286288 61:6.119652200170324 62:-0.5017948540928898 63:-4.915951921122574 64:-3.464276329184525 65:-3.863628775290256 66:-5.401589265057469 67:-7.492367098553731 68:-8.880439569261455 69:8.113178257117344 70:8.243283484291311 71:9.533781944556427 72:7.378454839569796 73:-0.3456415274491999 74:7.334980688401688 75:-0.1302526913443218 76:6.848194812716152 77:-2.029586861615624 78:-2.443497707266768 79:7.434512517128559 80:10.48187593544496 81:-0.7933558381278797 82:1.111448835814412 83:-8.616092522249065 84:-0.7009992443904565 85:-1.528926911330347 86:6.165712630003629 87:2.680206748576945 88:-6.518695685137675 89:-5.24386715192647 90:0.9942404779194289 91:-5.284199148287576 92:-5.312753342284263 93:1.454614876517862 94:-1.830462775065231 95:-3.679588209444105 96:4.369679698769228 97:7.397073005006429 98:-9.545280427729473 99:-4.627957479914786 100:-2.683634841538537 101:2.598668456509434 102:4.188873911481796 103:0.2103723747653655 104:-4.051371071682922 105:-5.621158803074604 106:-3.443811628470623 107:-0.3630974340697626 108:0.03174829916687383 109:-1.824144359591333 110:-0.7334549328859741 111:4.717463838747153 112:7.384509384633479 113:8.171551074597133 114:1.20560812567629 115:8.550949094768514 116:8.602742620422129 117:-8.996759241633482 118:1.791182125242247 119:10.07131192717008 120:1.077826443590655 121:3.732495043308397 122:-6.157708973927082 123:2.260728609594075 124:10.84919584884804 125:3.551868696080984 126:-0.4791722859813655 127:7.753777619451736 128:10.39667901787804 129:7.783631758072509 130:1.036142501407142 131:-0.04379138145226941 132:-2.914276905462992 133:-2.474240952206939 134:3.70179128492859 135:10.00958889274849 136:-7.022814151710364 137:-2.731664592084015 138:-3.624373266711702 139:-3.025668883301856 140:-3.013653177757908 141:-3.957233211494759 142:6.720273191970703 143:-2.123338330234667 144:-3.725084801053654 145:1.910000944348035 146:-6.691833037918762 147:7.469915199032164 148:-4.243489291595454 149:6.307237889467564 150:5.370925315921747 151:7.355303497061156 152:-8.363224568204267 153:-3.440097851905118 154:3.764336749030334 155:6.555030085209535 156:0.534209990580147 157:-5.140172102235767 158:3.271724695870753 159:3.780939520181126 160:9.212670056973781 161:-3.836190196725809 162:-2.699193536406594 163:-6.447087505196312 164:7.792545266394579 165:4.120655040754815 166:5.840474266692218 167:6.822031859350155 168:2.633914948196146 169:-8.387912098096528 170:3.99618282921306 171:3.556344342807608 172:-0.2025023648624887 173:3.859485545612795 174:-8.540871796674949 175:1.008847905513202 176:5.183364798814399 177:8.073403478323868 178:0.5476572896137688 179:-2.794420199143368 180:-0.380430444996675 181:-1.275423184445717 182:5.495188782402594 183:2.333513088124838 184:-5.01737741535561 185:-7.026423020613538 186:-7.391944179945455 187:-3.550574277930036 188:4.599655086637254 189:-10.53499601034821 190:1.97496712944956 191:3.05269113878624 192:6.883467785707071 193:10.25688460813243 194:6.147807014748356 195:3.142515399630857 196:5.863291692968342 197:7.892017723882097 198:3.129695005356197 199:1.286997503538253 200:-2.2630941512384
+1 1:6.482319156490587 2:-6.00015579593739 3:-3.494367408106833 4:-2.587702605361064 5:5.233217515459014 6:9.93845453991581 7:-9.469105824456156 8:-4.786773405307653 9:4.5035258382082 10:5.850578820205825 11:-6.924298906418699 12:3.966298586767065 13:-8.609269674394413 14:-11.68363231175224 15:-6.152555500966935 16:3.108362343598102 17:7.237246788019985 18:2.616849764620374 19:-6.368973350257518 20:-1.573432592484267 21:-2.211927364379283 22:1.846092838460783 23:-7.090086625003455 24:8.456286813792479 25:-1.474916933895727 26:3.100760404935805 27:0.5873172891975371 28:-1.017494221229243 29:3.738262481527192 30:7.140306201639398 31:6.280236401687588 32:3.815352772827681 33:6.728458404053183 34:5.64861711215122 35:7.212937202359299 36:1.122055818786991 37:5.420295575479132 38:4.612930490497467 39:-7.360790435503214 40:-5.710737495441264 41:-0.04862158390870275 42:-0.982786285756557 43:0.3808775115507403 44:-9.829967744930805 45:2.04166354594393 46:6.370413472004807 47:-9.311147845616119 48:-3.75540870999752 49:-9.040374012208964 50:5.614046465222868 51:4.771480690795257 52:-2.480795573591848 53:7.772524110930244 54:-9.147124544571483 55:-1.953454220012538 56:-4.3133021648939 57:9.403327071152495 58:-8.498663773382694 59:-2.509011267242513 60:-5.358571486951602 61:6.373721976109159 62:-4.788396620816194 63:9.776752265572302 64:-0.1415164680828659 65:0.0144180049461361 66:-1.339298108865 67:-4.863592413030647 68:8.04195869190703 69:8.461135811312388 70:-4.556342815885943 71:0.6834155151650486 72:3.180438503081672 73:-1.237088541134732 74:5.20150552305252 75:-4.099608380017274 76:2.751441529642097 77:4.351104431964909 78:-8.805388718719648 79:-0.1840874028530637 80:5.048401848079 81:-5.418286463435326 82:-3.632093947545509 83:3.339268598077367 84:5.917195793671715 85:6.808639476576592 86:7.54214116468699 87:-2.946937928400638 88:-10.38050946799557 89:-2.834362194658131 90:-5.256114120648745 91:-3.529456363278169 92:-7.050418811338472 93:8.891772856130089 94:-7.984886294647396 95:-5.176618531199862 96:-8.351096754531012 97:11.37002709583198 98:-7.497530266939036 99:-7.306534067840172 100:-1.045113899159375 101:4.41148798710221 102:-5.084790470046153 103:7.48809707876764 104:-6.550790958533012 105:-5.809703896172404 106:-7.765590166736537 107:2.649225400963821 108:-3.17222168117295 109:-9.068621055525288 110:5.224575707620056 111:10.61528907901369 112:8.167070535787266 113:8.753916773502819 114:-4.516351153329307 115:9.778741397006339 116:-7.633653401539084 117:-3.14740452170239 118:3.293589569836878 119:2.833870036045302 120:2.693558673492233 121:9.16504779401048 122:3.145817663994036 123:-6.458436909913946 124:-2.350541035474995 125:5.226343075519596 126:6.38155750147715 127:-7.887130625447289 128:0.4801079016832641 129:5.800291280451141 130:6.978242761858581 131:-3.587341219056174 132:-3.244795881338562 133:10.37245952580336 134:1.77495315524158 135:-5.194783876003044 136:7.470585764608749 137:-3.366200336621318 138:6.414583753068182 139:-7.233367191249238 140:0.7602700531213815 141:-10.27145280361574 142:-7.303274753531515 143:6.012232790871158 144:2.030421489262496 145:1.014235857823375 146:-4.10625560188819 147:0.12656631171416 148:-8.448445978021965 149:-1.673914702449712 150:-2.704486554721325 151:-4.906685389158326 152:6.438984563520142 153:2.152928444097338 154:-3.140703884465717 155:-7.004293095537339 156:-6.941490058507263 157:5.123640199062072 158:-1.413870320907511 159:-2.264540967317487 160:2.553394503588468 161:3.204132951732996 162:7.315056760603632 163:-8.519397217289878 164:2.997732162166021 165:8.853281264834285 166:1.538932016664593 167:-3.724450997035275 168:-4.224821193206909 169:3.068559178832101 170:-3.045459567821092 171:-11.62092191852846 172:-10.22569582613164 173:-5.319167626349667 174:7.180561965104255 175:-4.243693515417331 176:-5.393527269408493 177:8.14607176531606 178:-3.021932963966336 179:-3.725864364834633 180:-3.057979579471691 181:1.032350511961751 182:8.015627573484197 183:6.910980100288208 184:-0.1226987853697303 185:2.85189360668357 186:-5.257718108267693 187:-5.492613297562917 188:-0.4658974166098865 189:9.170619793425058 190:8.63328632676185 191:-9.082540382105394 192:-2.537988414287548 193:7.857438328447977 194:-6.355006807129333 195:1.752983813557218 196:-7.98726827433869 197:-8.751347104631963 198:-6.857771852669084 199:-4.501566005776903 200:-5.968928076648632
+1 1:9.173150605533856 2:-3.717825454112362 3:-6.896806012290517 4:-1.621110059213183 5:5.765218638061564 6:11.23610116455632 7:-8.777173632447191 8:-5.392399687915193 9:8.719173140474446 10:3.698875878030742 11:-7.53158600437837 12:2.069101403418642 13:-6.310794892276452 14:-9.143879355264637 15:-6.467933930872883 16:4.895824393186976 17:6.30555974678102 18:1.856312423310392 19:-9.22580323038275 20:-1.997050178140106 21:-3.142952054963969 22:1.998625573550337 23:-5.263672117205422 24:6.522433147502793 25:0.7175365203137267 26:3.617343951512739 27:1.301320428125428 28:-1.796278889303662 29:3.484625989580919 30:5.714829479033103 31:4.639831942911081 32:4.94927103651361 33:6.013573564790845 34:6.032781026102021 35:7.205619895438257 36:5.764357003046097 37:6.172909615583497 38:7.491548921534558 39:-8.130259943136476 40:-5.543354293080659 41:-0.7404511255262305 42:-1.821988931668177 43:-0.9880031495922834 44:-9.614212588475395 45:2.937277309288379 46:6.812085254501707 47:-9.670843551020859 48:-4.564297496708195 49:-7.166417775234983 50:7.764159559291087 51:4.244454398347869 52:-1.524786722920226 53:5.954032171129152 54:-10.13534055938111 55:-1.258275447906674 56:-4.501781401795062 57:9.615030405336038 58:-7.675815599470976 59:-1.905099431080771 60:-6.514148686050786 61:5.722718301088265 62:-5.734837092839443 63:10.35181907104089 64:1.817588235799229 65:0.7653134398564807 66:-0.5019861730809627 67:-6.015999554155542 68:8.887504027489836 69:10.67302717874398 70:-5.492479464459572 71:2.23519621326641 72:1.958788084035693 73:-2.590515684855463 74:4.971945630337851 75:-4.260833618590557 76:1.22817657467848 77:2.464210499978115 78:-9.348365556139889 79:0.4717418935848181 80:6.794708180111305 81:-4.39870071853506 82:-3.089949896643179 83:2.545028112118322 84:4.747653514153412 85:6.923772356080112 86:5.821471115396749 87:-0.2191532702087402 88:-7.467914648822445 89:-1.636674120513906 90:-7.425261189980535 91:-7.066660542589141 92:-5.787255937263889 93:8.521750029252251 94:-6.864117916514132 95:-4.80043571081738 96:-8.424021295448526 97:9.967774717877202 98:-6.501648672532577 99:-9.477234226972783 100:-1.37865981964161 101:4.421700444867513 102:-2.745083317277223 103:5.954768873771836 104:-4.825919306271881 105:-3.301927150243979 106:-8.442731136943749 107:0.4185868853722137 108:-2.348893799802093 109:-8.843929456616227 110:5.067002056700818 111:9.634831475517053 112:7.347093757981544 113:9.021946987367691 114:-5.75739092662562 115:8.556201238282283 116:-7.510584352601446 117:-3.533518172686533 118:6.399451684896416 119:2.557374278539704 120:3.211362811529551 121:7.653032440194218 122:3.268838566374547 123:-7.223298675902198 124:-3.254980592392143 125:3.248789256489002 126:6.10919278848209 127:-8.880937419500668 128:-0.2625581880267658 129:4.543069398878081 130:3.965774871808889 131:-3.032988657987167 132:-1.554794668613871 133:8.014127010860243 134:-0.004362905113919985 135:-4.277305124530621 136:7.387682712381569 137:-1.877134729260345 138:7.175954035087899 139:-9.125693805336425 140:3.077041587563815 141:-9.858019101398797 142:-6.184035360037072 143:4.602330048208707 144:3.990960726164757 145:0.2172867450477355 146:-8.1950364781964 147:-3.195662136375305 148:-8.307216595498408 149:-2.488910769729156 150:-2.655876893147589 151:-3.859468747362072 152:3.429870574966377 153:4.699426577148723 154:-4.650845888069915 155:-8.24459124953712 156:-8.856928722769176 157:6.62025451611497 158:-2.830236977612851 159:-3.153164105397398 160:3.077156993570635 161:4.979440191685459 162:7.992895021867211 163:-9.256025528703903 164:3.065765729345405 165:8.451729765605673 166:1.205520534666949 167:-3.840432612128182 168:-6.685895821668258 169:1.454379599121808 170:-2.775587638255617 171:-9.778147325804131 172:-8.717966187058131 173:-5.087543696992046 174:6.733140317446324 175:-3.11062095875119 176:-4.005432386788511 177:6.414490733928468 178:-1.304408276608445 179:-2.98193427394067 180:-3.521729681222002 181:3.693391204224861 182:7.279530815267327 183:6.532611275868519 184:0.7884415617243525 185:3.455680470130099 186:-4.328676219126851 187:-4.09332813300122 188:-1.919891757853418 189:7.28612014487805 190:5.972821538164081 191:-9.629989150607015 192:-3.766123006539766 193:8.309533753310987 194:-6.146411697029512 195:-1.174651070197375 196:-7.952220813379262 197:-8.220188422679643 198:-9.405268053288797 199:-4.074996268265039 200:-7.383594911638471
+-1 1:5.706533887826504 2:4.399705966757013 3:5.786631856180298 4:9.232508783041151 5:-6.258459790427586 6:-0.7011083972296033 7:-2.900599451174223 8:-3.031023868499834 9:-7.53053841237964 10:-6.397347641559166 11:7.314026547123958 12:-5.724035862601765 13:-7.949776749637619 14:-6.944967919611662 15:-6.931683043035306 16:2.935801399387723 17:-3.90602036808226 18:5.731621151212389 19:0.2399199266949293 20:-3.210977710222648 21:0.433548852618945 22:-9.105860729801972 23:-10.52638886901681 24:-2.290090084362081 25:-1.120609650155547 26:5.10818594123197 27:8.466412940627718 28:-2.514985013129058 29:-9.743333682708037 30:8.979059673542263 31:-2.783328531022953 32:-0.2935218560209366 33:-10.25550199221522 34:2.36158431244063 35:-6.033537533396832 36:-2.574667503996946 37:6.792340297923664 38:3.902681033081178 39:5.634510245930691 40:-8.69738434924751 41:-3.073912710269672 42:3.617321903134946 43:-7.976343055264566 44:9.596577602218053 45:6.970123039659401 46:-3.132487010785057 47:8.046684202231509 48:-6.578370196491711 49:-3.190202227445962 50:3.35986135360776 51:-6.205428193588729 52:4.954901130473417 53:6.814386506412258 54:-4.969977869114442 55:9.505191848683925 56:5.71009280174026 57:-2.208393075590117 58:5.148586335707359 59:2.314335133444459 60:-3.957695703816697 61:8.734945458480777 62:-1.238856020246689 63:-3.295506505855525 64:-2.838097379131108 65:-2.581705037667632 66:-3.950825839956232 67:-10.11466303139349 68:-7.750008461072385 69:9.09368298888171 70:9.042655361329402 71:7.689666491094533 72:8.018178865169734 73:-0.5307545691226191 74:6.584633409901387 75:-0.1935322102700875 76:4.141489830010878 77:-3.430139956982375 78:-2.149678895368216 79:8.506989152789046 80:9.831096937307194 81:-1.648314560020587 82:2.282688982516027 83:-8.111702571769717 84:-2.564997884559358 85:0.899644880299213 86:7.757038411793269 87:3.126573480669842 88:-5.416250732701085 89:-4.198041914043188 90:2.884185261770654 91:-5.665158361411092 92:-6.830688775724053 93:1.720952135733702 94:-3.409528077338527 95:-4.234774041860695 96:5.389316454524749 97:6.921001054793121 98:-10.49872939192389 99:-3.137121499734429 100:-2.682409580301126 101:2.602963531817352 102:1.653957486520325 103:0.4820676487715233 104:-2.40043557198292 105:-4.592422544706574 106:-1.221242843304517 107:3.074686782220317 108:-0.9526568570792509 109:-2.025982256941037 110:-2.324783011398894 111:4.994795081150812 112:6.794057329274446 113:7.782072384462056 114:1.78393617091602 115:8.034953742661912 116:8.811442076593584 117:-8.237190248107305 118:1.832421047090915 119:8.991765952802087 120:-0.223542460853584 121:3.306520366889246 122:-3.051655808404766 123:2.777654841037834 124:9.449625577011206 125:3.590635269872053 126:0.6923839900865457 127:5.523327463400843 128:9.273482511723886 129:7.257709656041834 130:2.423483675435645 131:0.4216812469883693 132:-0.01922332011838002 133:-1.021460024013573 134:2.653309960423094 135:7.966106782445897 136:-4.446469806637751 137:-3.639689575591122 138:-4.095016556448019 139:-3.51856060474997 140:-1.006383687574258 141:-1.36611649358098 142:4.34239517498085 143:-2.71674235887552 144:-5.612006545264931 145:1.165531159217605 146:-7.064140849841073 147:9.307896403451167 148:-3.334308777045727 149:4.579733010781759 150:5.472169726453679 151:5.347183205614238 152:-9.085847801524494 153:-3.341977978816275 154:3.584673854628489 155:6.38595687745579 156:2.433761144706936 157:-4.914688744147313 158:1.287436646462632 159:5.244190454617742 160:9.190166948695751 161:-5.146539702236674 162:-1.61665746066524 163:-4.914344105517885 164:8.781066188156407 165:6.269860368176539 166:4.801310671132083 167:8.931545324245933 168:3.827365999780634 169:-6.069517382459527 170:3.177329600599663 171:3.079857158153918 172:-2.248084336137874 173:4.676807738636922 174:-7.514871909994437 175:2.495200090870236 176:4.35763151046006 177:5.717553006605145 178:1.822230784048119 179:-3.774787176483239 180:-0.9228553109043736 181:-0.5508209135894143 182:6.666671900765353 183:4.061423582214069 184:-4.052434642467788 185:-6.505605028456494 186:-4.565064415950943 187:-2.25850070712802 188:4.38431552434413 189:-9.456305645310497 190:0.5214438835262509 191:0.4866703480195777 192:7.229464944417927 193:9.518276887461974 194:7.381565035837122 195:1.209675467063739 196:4.591841641077741 197:10.50769889689861 198:1.633010716586342 199:2.250573404775044 200:-1.11829311669385
+-1 1:5.500095213731292 2:4.3444901320337 3:7.535699605977796 4:9.105100396965613 5:-7.428974425790394 6:0.4706081738799963 7:-2.528626310268056 8:-2.984087503082196 9:-6.083536461494695 10:-4.801797661316957 11:7.664977959213146 12:-4.38553108890031 13:-7.68741061443975 14:-5.295657753037769 15:-7.924753707908032 16:4.61368146950511 17:-5.750121843461706 18:6.601961864496575 19:-1.21615268433528 20:-2.483280731355026 21:-1.579515105703594 22:-8.558713092151001 23:-11.30552348465085 24:-4.361044772626328 25:-2.921762314327812 26:4.022673637373379 27:8.673316202411927 28:-0.6377484017971438 29:-9.845928425065123 30:8.714896624943545 31:-0.7081860423305194 32:-1.700004198579543 33:-11.2584394963795 34:3.3773594436865 35:-3.954495776760076 36:-4.431959205889333 37:6.715995918436512 38:5.583654469219667 39:2.36130917036133 40:-7.327143005070964 41:-2.941489557250041 42:4.031936908947606 43:-7.552092082640781 44:9.174264304237623 45:8.865012521890272 46:-1.730378596494838 47:7.506841722952679 48:-9.18406565084533 49:-4.595839747040181 50:1.380658001466307 51:-8.5884238561791 52:5.447621361960027 53:6.883367521527775 54:-7.823903819460163 55:6.459044192629874 56:4.495269858875806 57:-1.828279994381602 58:5.41102130378479 59:2.39954170659062 60:-3.516440402758543 61:6.228166212832504 62:-1.458635461478475 63:-3.164432805445822 64:-2.723634973759835 65:-1.121716412341179 66:-4.925619397387524 67:-10.85639876269163 68:-8.005142414298795 69:7.989511621121171 70:8.808999013409368 71:7.924552453453845 72:8.333595360047864 73:0.7380691237710799 74:6.945800356978912 75:-0.1490425795134158 76:4.870626092691135 77:-3.476215571092186 78:-0.295776459241742 79:9.730555648399799 80:10.07300503073595 81:-1.608762430890625 82:-0.6523320029307196 83:-8.899356128270231 84:-1.908270060029841 85:1.246179207536334 86:6.240065264446932 87:2.113670574060279 88:-5.273954853000999 89:-3.902098056995257 90:1.540921016680443 91:-4.25083703382463 92:-5.512004728164311 93:-1.072434779021952 94:-2.726779938137054 95:-4.959283587886338 96:3.593964323315203 97:6.801227928579912 98:-10.54624677774489 99:-5.966884704228205 100:-1.971585267945571 101:5.6058707710881 102:2.625442535214427 103:1.521172129759396 104:-3.480495868755773 105:-6.199019615209033 106:-3.068000392597024 107:0.9391341308719381 108:-2.433089460265736 109:-0.8515835567198147 110:-1.801973494874064 111:5.685555503593934 112:6.556854676564354 113:6.767209105039274 114:3.635687300221294 115:8.662597129049328 116:9.42252218386704 117:-10.07954098467157 118:1.250889209668461 119:8.634076068443118 120:1.235773054514978 121:3.321145916366929 122:-4.116131768757976 123:3.885755712063752 124:7.377306876392606 125:4.101568500151419 126:0.8369571105090218 127:6.129654423825762 128:9.506875853532868 129:5.258431648431387 130:0.9358918124042375 131:-1.395425784659843 132:-1.335967277211842 133:-0.1674078762528279 134:3.938111899923376 135:8.64465674324159 136:-5.73674038558309 137:-2.283636695403318 138:-2.141804299231035 139:-2.779211555098529 140:-0.5687701558989341 141:-2.581518067122502 142:5.944252943854478 143:-3.291843329604415 144:-4.93791509748216 145:-0.8391118730949756 146:-6.464413651274967 147:8.464376701551718 148:-3.615888482619821 149:5.058597033987526 150:7.689006022134078 151:5.903532597651983 152:-9.053270996539178 153:-2.872872159867313 154:2.534604425729832 155:3.210277958534014 156:0.8696778819321663 157:-4.91480958538277 158:2.844925143566889 159:4.250416433839727 160:8.581920450287377 161:-2.656542888599438 162:-2.712634348005261 163:-5.072094310352016 164:8.365128729483414 165:3.974038831758965 166:5.883597859988656 167:8.029865599577391 168:-0.8815016878810273 169:-7.176307163999359 170:2.398148906135579 171:3.710862002312741 172:-0.9298183869117032 173:3.912502858898069 174:-9.014936607731823 175:1.940361276793765 176:5.096759124558973 177:6.215154781330547 178:1.865431649286197 179:-3.919839339185943 180:-0.3258063407437782 181:-1.417549753232318 182:4.549137307395219 183:2.766051477608907 184:-6.261275716865031 185:-6.407396674953676 186:-7.001772900513019 187:-3.349797564545609 188:4.456056147615938 189:-11.21491849246816 190:1.439423317735846 191:1.373781297723569 192:8.002715848735763 193:9.764877844583776 194:6.760566139821264 195:1.922353399050101 196:6.24507675612614 197:11.27060041426996 198:3.778993945131823 199:2.929178230773146 200:-4.074169259331141
+1 1:8.874259429041329 2:-3.616770299608399 3:-5.976283389135963 4:-4.33035813527485 5:4.523559633739202 6:10.04916010519361 7:-9.21292279759705 8:-3.726926965690125 9:5.750013247093 10:7.524739462237505 11:-9.079664979536634 12:1.864876522952021 13:-8.380530556680192 14:-11.1951282071438 15:-4.967092449388201 16:4.59972832254885 17:6.639646129061967 18:2.909382140678035 19:-5.834466513101423 20:-0.8262205010149676 21:-1.307471260163235 22:3.016401449069672 23:-6.678060380580338 24:8.39264955232597 25:0.192243456031748 26:4.656840651867866 27:1.244614486448665 28:-1.527034365940751 29:4.530528024128694 30:6.898606447765378 31:5.710574331921324 32:4.287696687457229 33:6.874055897516733 34:5.633574531715879 35:7.295401430565875 36:4.26089289699295 37:5.43163490174345 38:5.185248855440384 39:-8.283807926657641 40:-5.326011422167062 41:-3.182485775046883 42:1.64011666164252 43:-0.6681616286342823 44:-8.708209039527643 45:4.255827364760326 46:6.005773767692865 47:-9.019715381643062 48:-4.489541423494083 49:-8.191715731485807 50:8.637669738199239 51:4.185984551104873 52:-2.791369169825702 53:6.990407572482305 54:-9.167272827562556 55:-0.743267824350311 56:-2.089913428239584 57:7.801015967945533 58:-8.7459720860421 59:-1.598251408814712 60:-7.736409594999921 61:5.4322641173813 62:-5.122048707087529 63:8.855601145092994 64:2.140332383195535 65:1.490476781721746 66:-2.416484691869011 67:-5.879516039923065 68:6.159462112932691 69:8.549333363364664 70:-3.748294775296815 71:0.01173419365987205 72:2.667563442766125 73:1.527467400841817 74:6.137812054586768 75:-2.869004776860975 76:2.155385419394328 77:2.496343630102235 78:-9.359932359510216 79:2.967494214536635 80:6.550895965859461 81:-5.016867258721557 82:-1.386527341967296 83:3.151478933923795 84:7.636047846968548 85:7.452538080466235 86:8.536427201519842 87:-3.117977387475099 88:-10.82454828133846 89:-1.359279745607625 90:-6.356492739640137 91:-4.584042183646051 92:-6.788283532675821 93:8.962586070327653 94:-9.859660930149943 95:-7.758901170611007 96:-8.036654533559394 97:11.62115492707408 98:-8.077898947627421 99:-5.43104507443519 100:-0.9315305686474018 101:4.672155777133595 102:-3.254716972028111 103:7.236172101386117 104:-6.081938574220327 105:-4.994710101053447 106:-7.768772516394574 107:0.7924972826837433 108:-4.919133406244491 109:-8.47487185320103 110:5.985845280944759 111:10.4952441360354 112:4.146225912996492 113:10.49447226190844 114:-5.212585194742697 115:8.7815535203887 116:-7.388035260848397 117:-3.581472066930679 118:5.051908447373507 119:1.444379763316671 120:2.544261582194248 121:6.772056661522357 122:2.176819586250944 123:-6.63299731967661 124:-1.558888824343815 125:3.55451341095634 126:7.279121785252578 127:-8.955519215572371 128:-0.8025437570161935 129:7.654938462715712 130:5.599441770234419 131:-1.836915651343863 132:-3.302906376553529 133:9.064734384664025 134:0.3031955922370915 135:-4.345286918217829 136:5.988329364260275 137:-1.288892460800902 138:4.742649711418902 139:-9.698077379316011 140:2.510987821299592 141:-9.530885336039987 142:-8.477358096199728 143:6.485981804137786 144:3.937952924011451 145:0.8851244429283468 146:-7.861225237013983 147:-2.394284543501672 148:-8.868080123075236 149:-0.5796851399911429 150:-1.660168690588756 151:-4.082545238528413 152:3.412940282477964 153:4.54614305629668 154:-3.686402354466393 155:-7.295496071452144 156:-5.789141407569038 157:7.291649251172175 158:-3.015172391119124 159:-2.801967472766434 160:1.533311218425489 161:4.494815614843997 162:6.406017163167339 163:-8.935024842423218 164:1.967884368805755 165:9.006382128186971 166:2.333436887135094 167:-5.068120944457369 168:-5.602094583238508 169:4.91386091155584 170:-2.372394456815101 171:-8.966518657249331 172:-7.669084262306464 173:-5.090867613704434 174:8.319632714753878 175:-1.825202128245394 176:-4.78574971272135 177:7.341065828313372 178:-4.745427138697705 179:-2.973306965568013 180:-3.556145020947466 181:2.249702680204506 182:6.324749495545671 183:4.283679366984253 184:-1.599043242697004 185:1.538770014635091 186:-3.541680918017903 187:-3.849714226592189 188:-0.3776202311487872 189:8.263204437652274 190:7.80286464924809 191:-9.70270298692037 192:-3.557912948295196 193:7.393073362891307 194:-8.60852045026283 195:1.958406253804662 196:-7.665819492232142 197:-10.7066080575351 198:-6.826275088498335 199:-4.607035943575946 200:-7.533320100590863
+-1 1:5.668248823168828 2:3.581768354802027 3:5.580086617365689 4:8.626079611096742 5:-9.248718790348111 6:-1.650176891348579 7:-3.573614803266086 8:-2.166234420254425 9:-6.738213236320673 10:-5.602245683020357 11:8.69431841227434 12:-5.054559006864147 13:-7.79492931324719 14:-3.395213605258036 15:-7.626414700092934 16:5.472671481347047 17:-3.846420065301263 18:5.325111164149564 19:-0.4837982769102718 20:-2.199664806942012 21:-1.656340000104816 22:-8.520759169651932 23:-10.82491786905688 24:-1.477982160517641 25:-2.962203351833869 26:4.953187466560047 27:8.526741300913928 28:-1.117511493276639 29:-5.910695909535998 30:9.513596273209476 31:-1.023268647011081 32:-2.474691942343124 33:-10.60145316997269 34:2.808571301786218 35:-3.130918887919025 36:-1.767878263418035 37:5.128772842599386 38:4.166699545337055 39:2.343644269680806 40:-8.009207534688388 41:-0.3098740973350735 42:3.9082535450997 43:-7.840698001165602 44:8.198989295981058 45:8.213858113775073 46:-1.314514247099512 47:7.033947676264733 48:-9.204463973966517 49:-3.527340237414652 50:2.491772594166795 51:-6.732663501035421 52:5.579418336274507 53:6.899471383550421 54:-5.334324537752917 55:6.477961433088492 56:6.373597118714203 57:-0.7835278891129136 58:7.406035120887508 59:2.914456661477269 60:-2.724348448657737 61:6.934113882754407 62:-0.937879295588875 63:-3.833023673053089 64:-2.148378913560672 65:-3.448445708595693 66:-4.458168411759674 67:-9.05081856401689 68:-10.52507579155821 69:9.461914723221417 70:7.636281470031951 71:7.686434242057514 72:9.715937193353025 73:-0.3418905369362411 74:6.454057433349142 75:0.234777422985011 76:5.260283453447644 77:-3.045169081898991 78:-3.581797021669398 79:9.381737446157947 80:7.29356797129242 81:-1.642476740521476 82:2.926286186816624 83:-8.703377518020933 84:-2.175071189767644 85:0.009700072934769932 86:6.669148700329266 87:2.824268140384036 88:-4.022936802192286 89:-4.419014953044662 90:0.2158666344340956 91:-4.931355084344926 92:-4.360309075941807 93:2.845231732403069 94:-3.264054581019465 95:-2.763297272167894 96:4.455808841173999 97:7.481217921359506 98:-11.34528566866008 99:-4.000799243302229 100:-3.254557556822233 101:4.10919326340664 102:5.197121304797478 103:-0.5686886328267364 104:-3.094411433899146 105:-4.783148960480957 106:-1.054916940763969 107:0.7329394026121144 108:0.8618593708015596 109:-0.9236405073921417 110:-1.868809944382099 111:5.861540532888433 112:7.943407599018166 113:8.309589586614587 114:4.360358423893453 115:8.842222795141554 116:8.435359889500347 117:-10.27887358563928 118:1.309856806397159 119:8.195975912259064 120:-0.1746163634028726 121:3.734850905871574 122:-4.505603919848967 123:4.592531646056554 124:9.220438696411838 125:4.033308863621707 126:0.7939293992634243 127:5.356657609400213 128:10.81395102839187 129:5.110826081317899 130:1.236002607486123 131:0.09716437923391974 132:-0.3586497979455612 133:-2.211581563451333 134:0.3044406597407909 135:10.98205003425127 136:-7.712854184932769 137:-3.772222652798182 138:-3.311820772462355 139:-2.669043867964743 140:-2.126234745432245 141:-3.779549424188913 142:5.149338314111096 143:-2.269903394463867 144:-6.735279404395921 145:-0.3399080392390256 146:-5.758341074962249 147:8.512024567915807 148:-2.964649837732792 149:5.64449819580934 150:6.163030647754459 151:8.611685178493723 152:-10.08543574698486 153:-1.93513408949625 154:2.527381131962668 155:6.097162810072443 156:3.696581752343138 157:-5.818308934198685 158:2.515913775947283 159:5.04788274545792 160:8.014162527505642 161:-3.745752446149556 162:-3.500105867637248 163:-6.12455828322166 164:8.939556243301999 165:5.413357412907653 166:3.975716593389673 167:8.155731126804685 168:2.92095965667347 169:-6.256099667811969 170:3.922334680084037 171:2.02880871391915 172:-1.496758837563612 173:4.425847144089925 174:-6.897288393522162 175:2.063721100239863 176:1.683890461347735 177:5.286090550351275 178:1.854237119075036 179:-3.057501506531979 180:-1.389997987277136 181:-0.9088632857880292 182:6.410736781085542 183:3.463997600420982 184:-5.058329113062898 185:-7.791714694135648 186:-4.415404159907166 187:-0.4688246554161766 188:2.882623821674342 189:-9.76498021196816 190:1.846578329058798 191:2.925818707528632 192:6.656919564925742 193:9.0363263646029 194:7.219256655536633 195:1.976919157427338 196:5.768431249265356 197:7.789829562602428 198:1.450187368161366 199:1.2071385097958 200:-0.1561991448766484
+-1 1:4.905676741960503 2:5.005681789153514 3:5.913722961716277 4:11.37308126714971 5:-9.122831650845919 6:1.104369340127612 7:-2.263736034237979 8:-2.121443689218039 9:-5.333774243581576 10:-5.394178130028448 11:5.702629817615966 12:-6.197129530603783 13:-10.82831303059993 14:-6.830597295493046 15:-8.170899394310837 16:6.228337799525871 17:-4.558680246979384 18:6.287883605040129 19:-1.321107758118198 20:-2.303016983685177 21:0.7787625340397879 22:-7.517851436331162 23:-10.26649329590219 24:-3.492935438477872 25:-3.359937409399574 26:3.355375769394403 27:10.8790629509026 28:-1.107621397444789 29:-8.950442192633021 30:7.140645189417416 31:-1.987763161370762 32:-2.308802588770561 33:-8.852152055739188 34:2.104633777888989 35:-3.832324572243216 36:-3.274855730203323 37:6.856588341625518 38:4.79307072232457 39:1.97069114661682 40:-9.337609347230682 41:-3.905664443693725 42:3.968735437899494 43:-8.059506149674778 44:9.581940391288045 45:9.853764578185718 46:-2.837716589022931 47:5.528273796004131 48:-8.622174209857858 49:-3.287251696649962 50:1.771934432441206 51:-6.801296737131331 52:7.522870747890447 53:7.457544670314265 54:-6.673693951191785 55:8.570260447278848 56:3.106311489503571 57:-3.831215348339896 58:7.37850246661684 59:1.709612321821069 60:-2.962899579623714 61:5.331297253324283 62:-0.4987266727378237 63:-2.548204986492955 64:-4.015117962138995 65:-1.6519447274367 66:-5.911690272523021 67:-8.408522574448844 68:-9.638342103266503 69:8.008550804686303 70:8.50127840014671 71:7.626678951783957 72:8.481408239909117 73:0.9611075823318226 74:6.044668676529205 75:-1.342282061735951 76:5.229540187594644 77:-0.3045086913887372 78:-2.603009405424926 79:8.244533172773092 80:10.21401264181494 81:-0.7474774764193008 82:1.643708477957816 83:-9.576684165680458 84:-2.882542275245235 85:2.384192822962608 86:8.118061788212774 87:2.639385603036942 88:-3.458047925654308 89:-2.220684654208552 90:1.162981001324212 91:-6.16801948238575 92:-5.437551806677383 93:1.316818486831671 94:-2.265708298060078 95:-5.994493074777757 96:5.891483546340094 97:7.636760118559764 98:-9.264419013524549 99:-4.634483674861281 100:-5.076678968718716 101:2.479433982726128 102:5.03658531245423 103:0.7230317793986312 104:-4.548441472895429 105:-6.8418271826568 106:-2.438730852523992 107:2.235829876440908 108:0.2076205304308557 109:-1.759972872182033 110:-0.9932673935563399 111:7.444193647160755 112:8.143674090607636 113:7.213042581870082 114:0.1774826123233535 115:8.621814595394957 116:9.784896322640755 117:-8.529187729843827 118:0.9866714901854784 119:9.406434836933922 120:-0.06786971322177593 121:2.447608038290409 122:-4.675903715729219 123:3.43601893602746 124:9.888871261947353 125:4.171314047927432 126:0.528626370857797 127:8.504131119358426 128:8.936342888461235 129:4.739416358179683 130:0.2895370650975655 131:-0.9012199852449616 132:-1.896246515865013 133:-1.84318079189118 134:1.904833977102059 135:9.341920939576946 136:-4.677031387780401 137:-4.653849951394355 138:-4.079968680109914 139:-4.938594918806434 140:-1.70232422035088 141:-2.411119017034718 142:5.020291526560612 143:-2.046672102388431 144:-3.569766695859577 145:0.1592082616708444 146:-6.958611256645283 147:8.165435811857211 148:-3.295521562992498 149:4.37097035748616 150:5.507050042103552 151:8.531332032428224 152:-9.838756222165035 153:-3.061386018863887 154:4.483298159616955 155:4.804114594815854 156:0.1812345244963602 157:-8.029684705355161 158:3.921019015082007 159:4.993404862252151 160:7.448227408064347 161:-4.480186665727264 162:-4.656775178001227 163:-8.296832572497214 164:11.57965596501885 165:6.155524303258549 166:6.294362235620892 167:5.967337905498904 168:1.32723278078816 169:-7.241184473634485 170:5.368359685541806 171:1.704830385388635 172:-1.207979242751905 173:5.009624930984165 174:-7.717891073579423 175:3.52388836888106 176:2.940242214441882 177:6.184115955378634 178:1.264936475599495 179:-2.635568508769997 180:-2.515233098785241 181:-0.8901985592692423 182:5.683631394520194 183:3.571238769632357 184:-6.369018843065675 185:-6.497389957321218 186:-6.798813351627489 187:-2.619727176135104 188:2.178833655983764 189:-8.784783734442669 190:2.725200604110265 191:-0.6563820093091719 192:9.370225292835647 193:9.06993709816628 194:7.708923252456448 195:1.592602639117533 196:6.022600567982033 197:9.336412590826498 198:0.9476901034971892 199:2.406428767303062 200:-1.518958641024477
+-1 1:4.657967677055473 2:3.399273875271125 3:8.328075897032745 4:8.623263994159437 5:-8.102488211710279 6:0.2839795657082478 7:-4.368034579497505 8:-3.873287616750213 9:-6.669855855394808 10:-7.512040509083623 11:6.834170187532737 12:-5.613910270118548 13:-9.516051979531317 14:-5.354233522526398 15:-8.232528800095558 16:4.421308351002444 17:-3.882907738514593 18:4.315813457355707 19:0.3037816904742947 20:-1.51710317067438 21:-1.195631389191893 22:-9.308391627354476 23:-8.573895176082154 24:-2.611422539747512 25:-1.970390004587934 26:3.4784173635566 27:9.289515718841834 28:0.3797971906742785 29:-9.382196466353227 30:7.409790106234981 31:-1.885643211070221 32:-3.069084363064369 33:-9.703607751529862 34:3.68096766102365 35:-3.270524952671047 36:-3.264194390591923 37:6.355458928045119 38:4.547327146550646 39:3.380472682519826 40:-8.335541851341901 41:-2.000278650141969 42:4.096863676613987 43:-5.703900927139435 44:10.27627423106884 45:9.631925250646157 46:-2.829217498632389 47:7.808410561823677 48:-8.432916113663822 49:-0.9479189039280227 50:1.612090921284237 51:-9.132255063369348 52:5.870784907103539 53:6.217518249870334 54:-7.451481169073969 55:7.80705658734947 56:6.487113903187405 57:-2.75028097780323 58:7.26773051120643 59:2.426791200070609 60:-3.71053614468198 61:7.03387253730119 62:0.3531161635177853 63:-2.568052186216925 64:-2.937171569308237 65:-2.195021981521021 66:-3.478344194277937 67:-11.21639163604037 68:-7.617012167644279 69:7.968345467083568 70:9.061064565339782 71:9.4593461438267 72:9.298776716720406 73:0.18839922143077 74:8.470975681915723 75:-1.727533878060145 76:5.069049910314359 77:-2.02970473462998 78:-1.346840075647021 79:8.646784388126806 80:9.851522400889975 81:-0.7637425867013855 82:1.186829002967175 83:-7.632375832176745 84:-2.627420910097159 85:0.2884982429792078 86:7.904254304720956 87:4.175580259098162 88:-5.727368969512514 89:-4.265178643527382 90:0.451132208587754 91:-4.757202799045746 92:-4.843244706196987 93:2.76293305140889 94:-2.459197819226328 95:-5.146296023422315 96:5.806513201487375 97:6.836358687025572 98:-10.10510131898577 99:-5.519849713729294 100:-3.596352348727601 101:3.690237992413657 102:3.995711257920744 103:1.326402203425161 104:-2.343274971966652 105:-5.642148091987205 106:-4.151464892062071 107:2.557236680856726 108:0.5510572403912091 109:-3.390100306721751 110:-1.952652526362845 111:6.06417712851502 112:7.591597812526849 113:9.059878135144945 114:1.0213448747575 115:7.742159041438219 116:9.122897131052362 117:-7.384890398601561 118:2.935717852498777 119:8.567866051932652 120:0.8735493721364529 121:2.330892335638216 122:-5.410562274088292 123:1.903509952056369 124:10.81159027570437 125:3.830866066936361 126:-1.24440465080509 127:7.00385183633604 128:8.71943689316222 129:5.578349333947326 130:1.029588184748939 131:0.3398297658708216 132:-1.085585610176316 133:-4.001219774399142 134:2.129983027288251 135:9.335318898388612 136:-7.280054560938991 137:-2.757522305219508 138:-2.480344792812044 139:-4.194836600655528 140:1.653254055111598 141:-0.651697598890963 142:6.150498532822462 143:-4.141685380492484 144:-4.780059787680615 145:-0.1509148258874735 146:-5.916319248931971 147:8.893224038889347 148:-1.81915147709461 149:4.798214633345446 150:7.081874797853769 151:6.31233373740216 152:-11.0343363620112 153:-3.374007117696421 154:2.526371720298638 155:3.807309594694427 156:-0.8054891058672333 157:-7.585525063527467 158:4.288384273094061 159:5.244836204634581 160:8.103489186634254 161:-2.665870152414962 162:-2.644044905504682 163:-5.076927271162026 164:8.668809735714467 165:4.570273373919078 166:4.699258150233949 167:7.354108481912293 168:1.2792955347382 169:-6.924728390366369 170:2.901767226491281 171:2.524710641843478 172:1.219254609318179 173:2.897336284111882 174:-6.230862173347179 175:2.514476493447578 176:5.069380428104564 177:6.01991109694946 178:3.730023934721864 179:-2.953224306658943 180:-2.198421972043184 181:0.7823097939648966 182:5.803053088773905 183:3.278922551215929 184:-6.138118140660655 185:-6.954324445388906 186:-5.719263346829073 187:-1.840558855055798 188:4.894971095905229 189:-11.41236226184478 190:3.301574265651078 191:-0.2095412978367739 192:8.64081580059203 193:10.98118446963061 194:6.182926480798242 195:2.838981417191195 196:5.738419102896516 197:9.052930508184589 198:1.08731736115814 199:3.644609616267152 200:-0.7731049319594347
+1 1:9.418035391025674 2:-5.945423522011485 3:-4.579547128444014 4:-2.621498584707403 5:5.862325270128443 6:9.35560138915757 7:-10.97430633652678 8:-5.945581438952562 9:7.094920667653149 10:3.573474251019146 11:-7.881905773166539 12:3.440593548138854 13:-7.228509602357028 14:-10.4947621929751 15:-3.415396483461862 16:3.893547782272906 17:6.328304345590706 18:2.796117621423389 19:-6.911121573005181 20:-2.22798017779673 21:-0.02471296213973373 22:1.532681021374598 23:-8.536322437922806 24:8.973592551458042 25:0.2100813582276202 26:3.515502557210794 27:1.414491742605559 28:-1.365579376754411 29:3.841779418348795 30:6.0333073168776 31:5.864447593368502 32:3.23539011873312 33:6.503452485602636 34:7.164625547807891 35:6.656130000693476 36:3.669337832876488 37:5.149439924925464 38:3.062936461438252 39:-8.00596700203471 40:-2.358097329947577 41:0.7424173952187385 42:0.4888425061349282 43:-0.3241944418756429 44:-8.101195477847611 45:1.722108375328976 46:7.968881296245357 47:-12.4633682918633 48:-4.853814477122988 49:-7.01758133582326 50:6.252591409811142 51:4.734651371838746 52:-1.799356338488414 53:5.991829622827582 54:-7.859326125047843 55:-2.866112849240524 56:-3.519122803780956 57:6.970772830485131 58:-9.776678446673857 59:-0.8935323730329836 60:-6.015056187019012 61:8.007466292539316 62:-7.742936653277473 63:8.917573420234278 64:0.1666034867143902 65:2.106478486258756 66:-2.011759699159226 67:-5.503392914525724 68:7.841379870337029 69:9.611986696948446 70:-4.665113065436456 71:1.685124057240736 72:2.492111094001762 73:-0.6897229232950736 74:5.636649418014173 75:-4.844896466523626 76:0.5818613768654364 77:1.438585004242514 78:-9.844846449017522 79:2.156517018940067 80:6.868784653177871 81:-6.176198621951301 82:-1.904471985973194 83:4.21189190699152 84:7.538062127883686 85:8.490078261871378 86:6.198468694852865 87:-1.972715642367534 88:-8.027456309945636 89:-1.06866765031555 90:-6.952947527067026 91:-6.934341278556954 92:-8.555112031890019 93:7.714740797329155 94:-9.012003699290334 95:-5.40992920140055 96:-6.055879284606477 97:9.025984208947104 98:-8.281399181828073 99:-6.744474389610527 100:0.431493943604659 101:4.71132799624334 102:-5.351171567769179 103:6.405743047512368 104:-6.91396171423724 105:-3.443261631415054 106:-7.545412183046852 107:2.349883995752013 108:-2.999246768392525 109:-8.794166533078663 110:5.473554989072901 111:8.378094139772157 112:4.792097341372789 113:9.376572154449542 114:-5.878436078479075 115:9.833873432209877 116:-8.333864661144911 117:-1.179561685921594 118:5.26598798013493 119:0.4176417292034449 120:3.723031183645057 121:8.046576425894688 122:3.779412051345228 123:-7.977309180149081 124:-2.299611763408153 125:5.636592167822744 126:7.035146208134471 127:-8.632108058543087 128:-2.521535809264097 129:7.530402098741869 130:6.232124700826335 131:-3.919529054508279 132:-2.593259115340478 133:10.36622100842255 134:1.122511175274614 135:-4.667761547999743 136:8.09171505218063 137:-1.601070918659329 138:5.659312075008893 139:-8.863976064075155 140:3.484463018543774 141:-10.07468834642976 142:-5.109168281686134 143:5.455258185520014 144:4.094827147456318 145:1.986055620772516 146:-5.900387321513147 147:-2.818193790084679 148:-7.409353294300723 149:-2.661648401904714 150:-2.982471146338902 151:-2.658442861604488 152:5.081356850755688 153:4.878199249325977 154:-3.481715376344638 155:-8.995252933423991 156:-8.235017042653343 157:6.598260910980422 158:0.4829760472120381 159:-1.805234504312146 160:1.090948517605531 161:3.569160956520209 162:8.231448549198531 163:-8.612220908626192 164:1.753744875885876 165:8.877251562411868 166:0.3129909371262802 167:-3.770129003903319 168:-6.061264403222737 169:2.804728720594284 170:-2.544706221814347 171:-10.14269026142636 172:-8.83262793499352 173:-7.052159638074449 174:7.628249181087088 175:-3.536714239978088 176:-5.229819991953232 177:7.926688794251445 178:-2.700727285819999 179:-2.21749784814883 180:-3.347787654995846 181:2.981970551533383 182:6.239221600958634 183:6.138544736530537 184:-0.2646620721754962 185:1.053040893169139 186:-6.27781843219171 187:-3.733325338292492 188:-1.76199809641821 189:10.06580117855066 190:6.670392830962935 191:-8.420967649207173 192:-1.768694904691808 193:8.203728742620655 194:-5.507646978723552 195:1.785476589977855 196:-7.379547127847765 197:-10.09787412762085 198:-8.933767965459774 199:-2.367817680526658 200:-8.102353205337984
+1 1:7.449253394651187 2:-3.518470429552286 3:-3.981863368594843 4:-2.315939584982804 5:4.764528117774722 6:7.538666858314206 7:-9.098581376434558 8:-5.572170778230027 9:7.180572737979224 10:5.301024365205974 11:-8.484970087506522 12:2.035763313444259 13:-9.372688586694437 14:-9.277979055589416 15:-6.256162318554383 16:3.147631361860695 17:6.666727665541996 18:3.649676952673068 19:-7.32217618298395 20:-3.079111283240758 21:-1.084205647397227 22:3.043338355879607 23:-7.685290945318799 24:10.37658160952648 25:0.5357162251569036 26:3.22552837856761 27:-0.080914950849371 28:-1.48335139512202 29:4.388957995430571 30:7.888975515676037 31:4.760977820044566 32:4.976252451772593 33:6.137985467084577 34:6.203673673245985 35:8.211299297236218 36:4.470725231344608 37:6.9448949279991 38:6.59461597596527 39:-9.05469235048708 40:-3.337610107319223 41:-0.8515680756848303 42:-0.2753747503189832 43:-1.500215980597007 44:-9.154572734319448 45:3.505957973162095 46:6.53551417709891 47:-9.469975563780672 48:-4.491085721748221 49:-7.751843984835225 50:7.360381696849645 51:4.099021221578148 52:-3.820594195608036 53:7.886308824774934 54:-7.908977035860675 55:-3.583628752720931 56:-4.481795776558367 57:8.672786301971163 58:-9.289882446318252 59:-2.13232089099143 60:-4.917765633339928 61:5.982232588349056 62:-5.259907688775349 63:8.823462188657871 64:1.229834854648679 65:0.0007383534864292551 66:-1.696186241054444 67:-7.0667954174688 68:7.457928025878112 69:7.20646703072271 70:-7.450364125122031 71:1.608849624301133 72:2.917782564388819 73:-1.936462330629128 74:4.265120717219681 75:-5.491274498454867 76:4.349182629822129 77:3.808453713773718 78:-10.32522361027957 79:2.45820923637347 80:4.578119057652754 81:-4.885253859647388 82:-4.828157320697025 83:4.571684930896401 84:7.342240613674035 85:7.08586125312897 86:5.922482569128995 87:-2.866631347352603 88:-8.928330336896064 89:-1.213690270513579 90:-6.450321671486463 91:-2.564930401109528 92:-5.113588091040238 93:7.84067161693424 94:-7.79693073277402 95:-5.193462735998483 96:-8.984494750246887 97:8.698492068086662 98:-6.821558341371877 99:-6.565003388095097 100:-0.8826571868946196 101:4.543076085071148 102:-4.114970906455183 103:8.359977867217331 104:-7.309821382771394 105:-4.496163841067806 106:-7.25724958670381 107:2.054993274206535 108:-3.089435889313165 109:-10.89997591476316 110:6.595303082250549 111:10.54283860273727 112:6.476798924850266 113:9.005891114745461 114:-8.260525931905129 115:8.888401845338864 116:-7.739853330974053 117:-5.259525325267036 118:3.226984982351717 119:3.40303496599384 120:5.051505807293299 121:9.634124055891251 122:4.888770451141918 123:-6.310672082796982 124:-4.723409212029945 125:3.286894577009766 126:7.176668320376344 127:-8.83202176232647 128:-2.768541333465604 129:6.369703422362599 130:6.23982935349165 131:-4.002839793675338 132:-2.054284577518926 133:9.024914203047125 134:1.207700741976751 135:-2.250666608667547 136:7.444826716551572 137:-0.8141550608349062 138:6.281338666615722 139:-9.675901647544753 140:0.6552874322757937 141:-11.54242087367405 142:-7.337493075987608 143:6.94641530959307 144:3.020713750224242 145:2.334770474933084 146:-6.641149558145825 147:-1.500864444696351 148:-7.785631848156599 149:-1.18322181775965 150:-1.9588628782815 151:-2.300716639986777 152:6.390889644349991 153:2.609132566197872 154:-2.504680863519547 155:-7.669195029521255 156:-6.910976233398305 157:8.093823144061812 158:-2.795967731662527 159:-4.053221953644094 160:0.973980797874282 161:5.745474003974677 162:7.109983857534741 163:-10.56462923506539 164:3.279613512598302 165:9.495520360299993 166:1.608033810566452 167:-4.747547950152974 168:-6.676575865098164 169:2.905278158663808 170:-1.817441201227159 171:-9.731976024201309 172:-7.947728923298336 173:-5.055475485692412 174:7.803082042105815 175:-2.622181535029518 176:-6.542390434794482 177:8.076413120322798 178:-4.132196310906331 179:-3.412908314997917 180:-2.433073953644814 181:1.294847584220487 182:6.603766836136984 183:4.656229641215534 184:-0.5191695029076258 185:1.932109195067488 186:-3.111695457911543 187:-4.150377180281009 188:-2.113607494367047 189:10.19008813493757 190:5.153028774520156 191:-10.50166655353914 192:-0.6228413467920788 193:8.48266041158384 194:-5.963664498915197 195:-0.9513432624179876 196:-6.308361715669099 197:-8.532684468885069 198:-8.426293075346598 199:-3.71559454444216 200:-7.506880535004965
+1 1:8.504756832767495 2:-3.838067216665447 3:-4.170199959371827 4:-4.535387542157489 5:6.243223838506412 6:8.555615127003204 7:-12.15398848825357 8:-4.34004271534302 9:9.111991741509488 10:5.534252992221122 11:-7.328819755568848 12:3.86271553367884 13:-6.543316174273462 14:-9.415319335978729 15:-5.7088100604396 16:3.95441682791114 17:6.517857532944809 18:2.446608929369342 19:-6.784814173470485 20:-2.970006560357757 21:-1.381887521228202 22:2.252719301903124 23:-7.019243544032467 24:6.65979649036619 25:0.1166228310207554 26:4.786855423269188 27:1.299552320823236 28:-3.251912044690432 29:4.855230276340383 30:4.487376317151686 31:6.696964235559193 32:4.048682928905246 33:7.062796036830214 34:5.63753606155637 35:5.329387713588257 36:4.843270705091807 37:6.038449198059641 38:5.727099782423591 39:-7.81868887978378 40:-4.31451966321334 41:-1.545881849281093 42:0.5404331929346311 43:0.3025780152565025 44:-8.072146420099774 45:1.835906973175822 46:7.278886979417416 47:-8.406317691952236 48:-5.341560920622736 49:-7.944716462901097 50:6.473259744273865 51:3.155412884581649 52:-4.093515427228593 53:7.231199150396029 54:-8.221515929480686 55:-0.5934665804287789 56:-2.303333996428051 57:7.557038706266034 58:-8.466639349036013 59:-0.3607105637447952 60:-7.505822530105568 61:6.855145692934167 62:-3.628380030744835 63:8.915150240851156 64:1.102452796877849 65:0.04597797023871575 66:-2.448086402895976 67:-6.246434869256918 68:6.856583278428655 69:8.463921825195863 70:-4.193451630853649 71:1.091847905648404 72:3.363610707093973 73:-0.7419836800398243 74:6.216127654215088 75:-3.531924627205596 76:1.21664092844838 77:2.614981490536203 78:-9.257164813930274 79:2.091366823226697 80:6.418080532366444 81:-5.530370197613227 82:-2.411734440059159 83:2.145155566731557 84:5.444948724283834 85:8.768197405391206 86:7.251428657843266 87:-4.003135422837187 88:-7.72604453305298 89:1.064408874804981 90:-8.258665696016845 91:-2.471208618950953 92:-5.792247325325489 93:7.677378059331336 94:-8.990984289503308 95:-5.14112074075322 96:-7.814867766030886 97:9.73571870751328 98:-7.860562955434239 99:-7.090160291802134 100:-0.8670184089902012 101:6.464939064754178 102:-4.093144207236168 103:5.807570255341832 104:-7.051049159650777 105:-5.572949290417321 106:-6.860046657667885 107:1.711102776723724 108:-1.36690237879848 109:-10.11289205703404 110:6.489894685843825 111:9.47902151590772 112:6.282483367935821 113:9.132077901458942 114:-8.002260337432734 115:9.694042699940724 116:-8.553849707585584 117:-2.814748752711248 118:3.496234480828257 119:4.132478311967331 120:3.89239698320388 121:7.915911820064602 122:3.242762011132237 123:-6.547015710442636 124:-4.085469586470635 125:2.821298985860367 126:8.326524405387744 127:-8.563417144418237 128:-2.827902054030679 129:5.476149767080154 130:5.252873598520258 131:-6.138923309383916 132:-2.938992919913868 133:9.428352178765104 134:0.8093609912711168 135:-4.879209163388207 136:6.474737119867005 137:-2.145753544484561 138:6.843415524222046 139:-8.714998243662146 140:0.320765443950689 141:-10.63384756891036 142:-9.334727050696676 143:6.644773514675235 144:2.561853152549345 145:1.047401039860433 146:-5.257459680047868 147:0.6779406938169852 148:-8.5550286639072 149:-2.763787846362068 150:-2.122615987178803 151:-3.31736301774144 152:6.878110898003443 153:2.505361124180336 154:-3.214837838625736 155:-7.914986333541106 156:-5.477915788740332 157:7.301194401743162 158:-2.127829182706825 159:-2.959882968403182 160:1.383221468453387 161:5.769299754576153 162:6.948357185450535 163:-9.308701476649926 164:2.019311563101966 165:8.999255851991103 166:1.873607939405662 167:-2.222521828282084 168:-4.305118893269585 169:3.867083267360714 170:-0.9926609558558144 171:-9.346859102429452 172:-7.822557856243063 173:-6.825935083499391 174:7.517953494612343 175:-2.145491583248566 176:-4.467049222840319 177:7.832640645417834 178:-3.750873445443181 179:-2.272684849588855 180:-4.174628109299205 181:3.37313375234004 182:7.192535115083438 183:5.836685931993015 184:-0.03989964168035237 185:1.741628289472654 186:-4.899586932575565 187:-5.132561361063058 188:-2.048389445130629 189:9.772079738255703 190:6.702255164251588 191:-7.675908331415922 192:-2.323086537676762 193:4.666142364195115 194:-7.698088124336392 195:1.486689990412204 196:-7.835744686145742 197:-8.252720497810085 198:-7.689158976884766 199:-2.985090546785795 200:-6.831178339034302
+1 1:8.753422584871618 2:-4.035146796850926 3:-5.478046209405965 4:-2.57857453588461 5:4.545003307597666 6:10.64770488316936 7:-8.975383839009469 8:-4.78790918081877 9:8.61759656717242 10:6.808961726160708 11:-7.635916259051019 12:3.585511999838795 13:-7.788754415189627 14:-10.29324828017299 15:-5.56406023973307 16:3.074020181489601 17:5.256640812504516 18:1.13581631832005 19:-7.41021215997703 20:-0.8268284658592089 21:-2.420402781743732 22:2.105866175067529 23:-8.247059264544367 24:8.144188882466562 25:1.834994335301271 26:5.944475304566115 27:-1.181195610477027 28:-3.988728751544482 29:4.340548238198718 30:5.859367783261404 31:4.905937339182862 32:5.156414477951981 33:7.128305766320743 34:6.222816921997012 35:6.142412339044049 36:4.582705383639482 37:5.546579310979707 38:4.513334565925822 39:-7.090149719290498 40:-5.50855434355232 41:-1.718881246426517 42:0.7879316869134688 43:-2.113041729610377 44:-8.466635392881162 45:2.290282263886388 46:6.474881417324333 47:-8.741190802614064 48:-4.634211972916083 49:-7.19346226792435 50:7.179622439911645 51:3.366858566130965 52:-2.384010439959152 53:9.27722815143655 54:-9.003855665437735 55:-2.438591205259607 56:-5.684970477339071 57:8.90026796293944 58:-8.328033523408866 59:-0.8753981814318337 60:-8.642933066710174 61:7.416567237060911 62:-6.070209129918661 63:11.93041107247575 64:2.595671536021889 65:1.999984951012781 66:-2.075153201235702 67:-4.229633436370747 68:8.871567184463339 69:10.2256124720225 70:-2.360198181812607 71:-0.1298186869537081 72:1.655096599169404 73:-1.212873919081326 74:4.271098282784128 75:-3.400469641394449 76:3.192079244619325 77:2.685409754022668 78:-9.309154603498969 79:2.320443071999144 80:5.099156088363357 81:-4.218772717659814 82:-2.266231711430924 83:3.297896448276055 84:5.513197421578376 85:7.373656593537765 86:6.883106023393415 87:-2.870122986808475 88:-7.288520414024147 89:-2.165174262681891 90:-6.633945357798432 91:-7.146663678056425 92:-7.573637509130503 93:8.439576293747317 94:-7.644678202757127 95:-6.064277211039456 96:-8.041368531719412 97:10.1559698458536 98:-7.06624264145376 99:-7.044192902487531 100:-1.679209659680575 101:4.37177762204828 102:-3.353939408419404 103:6.82029094108194 104:-7.431992706937066 105:-5.685910670982107 106:-7.386139929746314 107:0.4385136051887555 108:-1.600849249348003 109:-8.628567934530338 110:3.881757015263745 111:11.97061213971185 112:4.904222405050306 113:6.295151028887245 114:-7.92234651302596 115:8.639695329593172 116:-7.89154386324011 117:-4.648850550058123 118:3.670298946189086 119:1.965290423422564 120:2.213889285443263 121:10.45669181700013 122:3.710905075810905 123:-8.229189807511034 124:-2.099377601413779 125:5.507770764868589 126:6.455638153381924 127:-8.968076669220375 128:-0.9971471955063914 129:6.037277907760687 130:4.001418333099846 131:-3.295217968474184 132:-2.457496980445117 133:9.556307516148751 134:-0.02452338391731157 135:-4.820080491716668 136:9.199720985083953 137:-3.108061551192607 138:5.454046495088537 139:-8.648632088824579 140:1.189192343763422 141:-10.51364906729927 142:-8.448523248928502 143:5.930977824024195 144:4.198777327565892 145:1.992660493838071 146:-6.635672466635651 147:-0.9829628568840797 148:-6.46309009443878 149:-2.723287809099831 150:-1.701910282933676 151:-1.918579001754604 152:3.591496863704337 153:3.489163428327445 154:-6.308951480634986 155:-9.177102971120954 156:-9.195471576528298 157:6.124245090299376 158:-1.719953512644009 159:-1.985384021468845 160:-0.5380191234383438 161:5.261305793154007 162:8.389622761667821 163:-9.601462705485828 164:2.066698376099346 165:10.17685867698393 166:1.456636526131453 167:-5.05201335559055 168:-5.444199500694998 169:2.692049039622316 170:-2.400417646685158 171:-9.383928353714751 172:-10.14813763455451 173:-6.175265647195683 174:6.396526360060911 175:-3.316131800132412 176:-5.894230956394285 177:6.654122379556577 178:-3.677761648493712 179:-5.787917266618487 180:-4.478571077455331 181:2.949249931791418 182:5.802610195930067 183:6.213839041560314 184:2.364466600052511 185:3.096470211658401 186:-4.407705784951251 187:-4.017836434289239 188:-0.06237282240759812 189:9.219897922988448 190:7.597830818485258 191:-10.26090806339697 192:-3.829754696082621 193:5.881711494322703 194:-6.737414838608132 195:2.432428578626067 196:-6.270138045004054 197:-10.6529033173448 198:-8.597899194851243 199:-4.456002815323125 200:-6.854921181951413
+1 1:6.240330811855033 2:-3.533567347556641 3:-4.286014164530833 4:-4.553198231496793 5:5.579345103740597 6:10.37491746486412 7:-9.106722386896312 8:-5.538071781374595 9:7.094180985695385 10:3.680057822207141 11:-9.454724039104358 12:4.602958562035128 13:-7.206209437744634 14:-10.08217834543185 15:-4.191270951324233 16:4.732427642448321 17:5.562737326307129 18:3.443634889204319 19:-7.665801600457097 20:-1.87034409230876 21:-1.187731360140227 22:1.219010617229044 23:-6.869589268609368 24:9.307117811223589 25:0.6815003313435756 26:2.472021239977219 27:-0.4091027338167066 28:-2.088937211057028 29:4.04880966994564 30:6.724951111807547 31:6.552250245519979 32:4.810966234798078 33:6.552380870468207 34:5.693890926939853 35:6.951858402835589 36:3.39221332736856 37:6.029108459648396 38:5.746713916993464 39:-7.606218205784188 40:-4.014450736557885 41:-0.7208539645236471 42:1.321726818304072 43:-0.4455179645989867 44:-8.09477970748596 45:1.503618512530058 46:5.974883405533633 47:-12.09723442486309 48:-5.486530628255582 49:-8.777914536126792 50:8.676205104662031 51:5.126481063135945 52:-2.786421035484443 53:6.792269141876134 54:-9.991189751027324 55:-1.905815198894506 56:-5.092017946806027 57:8.978825820033601 58:-9.457908265548475 59:0.5321640974454516 60:-6.821952370913724 61:6.219465218091964 62:-5.159469537142415 63:8.270396669863587 64:0.09477741962023933 65:1.187890181508162 66:-2.866315045617193 67:-4.392535220341798 68:7.631044365569578 69:9.435412351933611 70:-3.444815375867962 71:0.5194750538089581 72:2.852108808263822 73:0.6298395439126456 74:4.495182258025999 75:-3.695295585343917 76:2.820142139226747 77:0.7880105336051137 78:-9.551037380769451 79:1.922915564223964 80:7.589950930701729 81:-5.085729322818485 82:-3.304615797209815 83:2.102381964657113 84:6.427665229552683 85:8.111255635471442 86:7.508063813052101 87:-3.650321772515843 88:-6.61884514800821 89:2.286114441640038 90:-7.403311520365696 91:-3.810749826686394 92:-6.074081349103666 93:8.454922836178762 94:-8.699590997768571 95:-6.598186360030282 96:-6.504791808895656 97:11.2560971515274 98:-7.900914331908377 99:-8.610322774830497 100:-2.754343594189537 101:6.74546433243385 102:-5.478502892269597 103:8.627306717759597 104:-8.463344081633142 105:-5.885905468524609 106:-9.09820670645518 107:3.774583747102167 108:-3.057613066963132 109:-10.10357167059431 110:5.271125313830515 111:9.862093312730394 112:5.798899604034694 113:8.00305546246525 114:-4.498791696486146 115:8.47451006578121 116:-7.609568829528491 117:-4.250941671927522 118:4.057959946574682 119:2.022912162213106 120:1.951793827636306 121:6.26429180340853 122:5.557496182529961 123:-6.718331652006818 124:-3.454658424454949 125:6.833190383461332 126:6.546359387210055 127:-6.386646963494021 128:-0.5275227892480661 129:7.560396152258447 130:5.979253898087006 131:-3.621392756258455 132:-1.276867830209371 133:11.24098450091208 134:0.225444890221153 135:-2.697731439706116 136:5.627103552051506 137:-3.273991991905527 138:7.194141043622695 139:-10.40261251964526 140:2.09891353044642 141:-9.055334651165117 142:-8.500066490335358 143:6.900934448410704 144:2.875507058596823 145:0.238688958506353 146:-5.55404367389292 147:-2.054890426747951 148:-8.886386685275943 149:-1.755981106225187 150:-2.728074034161343 151:-3.707070873899348 152:4.775748514706966 153:3.839968221134641 154:-4.023496323200487 155:-7.347275979967177 156:-7.348078875893605 157:6.5487904298107 158:-1.006456972925379 159:-2.656213101287741 160:1.938566972911266 161:5.208024153973472 162:8.513543182294942 163:-9.958423676477782 164:1.537550281889795 165:6.558484528448227 166:3.497979183092967 167:-5.050294341664143 168:-5.630876962856246 169:3.330916798959441 170:-1.198334692116152 171:-12.05268975433423 172:-8.987826466442188 173:-6.725113609106512 174:7.924428459233538 175:-2.83684057244775 176:-5.272475837852975 177:7.268154497884883 178:-4.460769153058005 179:-3.739824997290756 180:-4.600384722147004 181:2.683906966472156 182:7.715235233353093 183:2.925860852911826 184:-0.9815393272297889 185:0.1632676058435552 186:-3.410641588629448 187:-3.394803931210781 188:-2.261564037718436 189:8.72774704964103 190:7.397115864314927 191:-10.33427816334822 192:-3.37158411518713 193:5.762411856874173 194:-7.8326425726682 195:-0.1389843626336229 196:-8.677432427842655 197:-9.260290131665618 198:-6.156466044907433 199:-4.254665619149133 200:-5.515768921391216
+-1 1:5.21998494163945 2:4.731548040068819 3:5.906840407791116 4:10.28633220586621 5:-6.849713146894906 6:-0.2087193875815543 7:-2.727106859230402 8:-3.11561012927442 9:-5.3829623539027 10:-7.363705992703975 11:7.019525122215842 12:-6.114310153480765 13:-9.548250770303422 14:-4.654381055693024 15:-7.976325562554073 16:4.885638873923368 17:-2.910020325850359 18:5.478411158346685 19:-0.5135568124779375 20:-1.894614722295345 21:-1.702126024574782 22:-8.455215600991542 23:-9.113962818859742 24:-2.518733968309288 25:-1.002421910756013 26:4.539011466718979 27:7.51096210871104 28:-0.6086013668346898 29:-8.177311379340797 30:8.346439116671879 31:-2.3093634608605 32:-1.270752941378108 33:-9.784042153725352 34:3.204844643247901 35:-5.698373499903004 36:-2.443892318640322 37:7.123340682134919 38:3.480841676940178 39:3.54812234661953 40:-9.477206563127426 41:-2.466258762967747 42:2.215326393713009 43:-5.951464148431072 44:8.358867583284429 45:10.8813147659774 46:-2.170304707589803 47:5.075558865657297 48:-8.386307426218968 49:-3.884604482388327 50:1.986845570339613 51:-7.534793094021915 52:6.608895443457836 53:7.312520146528314 54:-7.46809616414472 55:6.251819652054779 56:3.58723366227745 57:-1.031102239095445 58:7.324540840624762 59:4.212640645733332 60:-2.377171558934927 61:6.083386630936411 62:-0.8178325478369932 63:-4.358681416284773 64:-0.5392784515439062 65:-0.6622004566419784 66:-3.537947781060642 67:-9.959641110060497 68:-8.252165249303655 69:8.065248200892372 70:6.853471215099732 71:7.389014397984329 72:9.420650614851196 73:0.7713596593402442 74:6.19727538594597 75:0.06090112294502148 76:6.10036338013022 77:-3.197247734464144 78:-0.9885255674134577 79:6.8154537819926 80:8.804668481626157 81:-1.670648947563169 82:0.9128398607885382 83:-7.785816079594032 84:-1.367403775112926 85:0.5892028539227232 86:7.320971292723196 87:3.086275293577353 88:-5.680198504373783 89:-4.483430396761091 90:0.5133924931041253 91:-4.049904372890196 92:-4.342720316112283 93:1.378993467080309 94:-2.307009550222616 95:-5.994427772202104 96:4.766237230120561 97:7.486869906415548 98:-8.639254153267069 99:-4.183708789882663 100:-2.538080131378732 101:2.530636671018883 102:3.984973900365025 103:1.107899499799194 104:-2.736765290422523 105:-7.912957292542831 106:-1.520627773652006 107:3.257499700870797 108:-0.4625993580473335 109:-1.293710178704257 110:-1.731607820558226 111:7.026275950780906 112:7.724505626928558 113:9.559731862934921 114:1.069312494423881 115:7.466783698932025 116:7.675773613750279 117:-8.882074141671566 118:3.617794888825617 119:8.014971723206356 120:1.852740998536384 121:2.555829881986277 122:-3.375683106186308 123:1.721752906739412 124:8.50890064079459 125:2.91809635185909 126:1.415878871427478 127:6.627476012590528 128:10.02544588931233 129:4.791007493738471 130:0.7893134211049943 131:0.3877738836968623 132:-1.812766583735081 133:-0.6318510294871709 134:0.6949723307438616 135:8.521875176241039 136:-8.413335081266748 137:-3.892053087819017 138:-3.281607173855305 139:-3.131353088202983 140:-2.359133851726019 141:-2.660138025011864 142:4.077643021345589 143:-3.308132219276339 144:-4.431897048801133 145:-0.3530391153730974 146:-5.139768648077966 147:8.709377291815127 148:-1.678328139979264 149:5.046129577682601 150:5.629505467754847 151:8.109584875347734 152:-10.60199171038415 153:-3.842928723389802 154:2.256937618048314 155:5.560096085983076 156:1.495756933398725 157:-5.798428809865692 158:0.9449692917980141 159:4.159380496354939 160:8.451683037465763 161:-5.643118217240517 162:-3.980584593161439 163:-5.160896648823194 164:9.106661708580031 165:5.202170508323586 166:4.624703901436682 167:6.201801451980883 168:1.315212165179158 169:-7.309935704550041 170:3.642472359587225 171:3.974609030280813 172:-1.686018399536676 173:3.762255402194199 174:-5.772191758728705 175:0.83686992435417 176:3.848163881403277 177:9.327703849482154 178:2.955755766347125 179:-4.426361848164583 180:-1.143670040510618 181:-1.796598190830079 182:5.994382186202603 183:1.908672261274492 184:-5.790337183048597 185:-7.990070890019543 186:-3.305519749015036 187:-1.586197668806583 188:4.585584039414631 189:-9.737448881996817 190:2.071035157657425 191:1.358352917366468 192:9.505137779370203 193:10.00083336433807 194:7.953238738458308 195:2.6694320590861 196:5.217933827641771 197:9.772664153691071 198:3.489519927778824 199:2.373871014154013 200:-2.674485695481222
+-1 1:3.954790300758444 2:3.870343757609681 3:5.506956421902887 4:9.243364681417878 5:-9.504627445881813 6:1.475839472875207 7:-2.177688855357555 8:-2.551760505043903 9:-6.071270304464814 10:-6.846205645117989 11:6.2791082568004 12:-5.464621976764466 13:-5.945136849049709 14:-4.022062838648155 15:-7.568536236472157 16:4.214504311116686 17:-1.658615443686104 18:5.798968302176119 19:-1.725559680281625 20:-3.439927057984987 21:-1.079184202388632 22:-7.501000611838686 23:-9.567350717430244 24:-3.712827591395464 25:-1.581816327652494 26:4.620915274089849 27:9.691540211023886 28:-1.388416103755156 29:-9.151099222950196 30:9.738972625125754 31:-1.643844644534325 32:-2.555381584850244 33:-10.14968697599911 34:1.557054445642787 35:-3.323046867797411 36:-0.6772932820789468 37:5.07995559213806 38:3.027225347647213 39:2.901305449678116 40:-8.746838355504146 41:-2.683994731853693 42:3.082024465408006 43:-8.493827339346188 44:8.824335398699988 45:7.53191206079932 46:-2.452898685623763 47:5.777333377026689 48:-8.880782334522991 49:-3.941064688330583 50:2.406992299472954 51:-9.125149827616104 52:6.038860117943537 53:6.938668540989105 54:-6.829257761610274 55:7.372183960774191 56:5.271476783309983 57:-1.600421435142323 58:7.830307444943511 59:3.106356152969021 60:-4.258705250510985 61:6.623965090882035 62:-0.2458708180876865 63:-3.258305362338168 64:-2.105409779847212 65:-2.810314751640337 66:-3.99494866297737 67:-9.49505374988288 68:-7.726212021976053 69:11.70920573946884 70:9.331036833180622 71:7.758285422959883 72:8.398339410942969 73:0.01103551873426784 74:8.853639588687402 75:-0.09092907378198117 76:4.706594185175654 77:-2.156232591464606 78:-1.874106559463891 79:8.906201068232191 80:9.202259009686896 81:-1.907857218938125 82:0.8877007471142431 83:-8.723801792719053 84:-1.94790827328951 85:-0.2964551476871113 86:6.607657163406827 87:3.200207144989634 88:-6.610940175313269 89:-4.998953817114877 90:-0.8747722355105112 91:-5.761078242041453 92:-4.564754554397988 93:-0.0794182087239752 94:-4.855157936746226 95:-4.718869693916553 96:3.339849344964455 97:6.791414160671812 98:-9.667059393682386 99:-4.237018327252416 100:-2.81705550404439 101:4.467835377131977 102:3.60177611602274 103:0.8299395578789093 104:-3.646284519586817 105:-5.112982174272749 106:-0.8888548520168433 107:1.362563098461264 108:-0.2631058344820774 109:-3.171415553000276 110:-0.6447195263058634 111:4.859818191659589 112:6.623913361013222 113:9.807698856748143 114:2.415900422730211 115:10.29613959226547 116:9.373548975247131 117:-10.21198953864318 118:2.09878562888314 119:9.006163125355483 120:1.106195397914296 121:3.58153533774805 122:-3.024111027611173 123:2.321245426938795 124:10.24478763964105 125:3.297991213234308 126:-0.09971671226812856 127:8.570097878497068 128:9.297005736124843 129:3.974445991264463 130:-1.268956527225762 131:0.2225176041416423 132:-0.4729751751129558 133:-2.593028383102115 134:2.200501011523055 135:10.21456160708176 136:-7.197752615562992 137:-4.216664866884031 138:-4.362056221916942 139:-2.515069319412669 140:-1.195236384461518 141:-3.974785440488736 142:4.438453648057088 143:-2.528680404386563 144:-3.013145902872201 145:0.1526104850623867 146:-7.441659150240922 147:8.760149097960914 148:-4.037158081356457 149:4.795495589831648 150:5.023952670604027 151:6.275996419977702 152:-9.322609863804495 153:-3.69548990425244 154:4.345787087705192 155:5.260450554278114 156:2.159577410767008 157:-4.339476433137125 158:0.475192991312227 159:5.208332918006875 160:7.316662992840417 161:-4.326992433491021 162:-2.615401914475857 163:-5.528583322845593 164:6.137703584747029 165:5.395908870316566 166:5.026979702541277 167:8.209342980973915 168:-0.03752456930035719 169:-7.080110669150351 170:2.829471695644263 171:2.779706776601794 172:-0.7669149325257452 173:3.513596813376309 174:-8.884226097609391 175:2.380497112308525 176:2.047477021016915 177:6.871863574551076 178:1.827326625835359 179:-2.295848850386655 180:-2.029584632916715 181:-1.791193148741316 182:7.400370501338856 183:4.801997264806348 184:-5.774623944815363 185:-6.422678724399228 186:-6.445721381686341 187:-2.263929576780741 188:5.438730574023162 189:-10.76784582805302 190:2.000461476469523 191:1.903739501736095 192:7.412833068212923 193:9.804695871646132 194:7.670821567666061 195:3.070473266588887 196:5.817061371412827 197:9.908808051636179 198:0.7694892135824765 199:2.730492845390375 200:-2.376195239522417
+1 1:7.832227190186763 2:-4.982848188114593 3:-4.80134125054952 4:-1.880695073224188 5:5.656519568796922 6:9.587707450776882 7:-8.847171439154641 8:-5.599636849769789 9:7.718133363807512 10:6.801108015534274 11:-6.491670282479887 12:3.895565329740794 13:-8.805902055596189 14:-8.766043983660467 15:-6.405202360975328 16:3.158292565495474 17:6.283633561214187 18:3.216817544585108 19:-7.808717006434542 20:-2.129057409396695 21:-1.668758843881728 22:1.766395773549643 23:-6.766846157950118 24:8.292299091930039 25:0.6203137682421909 26:4.287975851387452 27:0.2210837687935674 28:-0.6031869197017776 29:2.878965074315721 30:7.80896365230268 31:7.704582037550992 32:3.841290914283982 33:6.810519934391429 34:4.186980078744516 35:6.260390228280324 36:3.38212312995023 37:4.55425524571268 38:5.328280022999477 39:-7.136947204783715 40:-4.957570287321067 41:-1.771183131619482 42:1.057983883851719 43:-0.9932578829533738 44:-10.09579651585128 45:0.8055672764054735 46:6.824802109780973 47:-11.01047654737235 48:-3.86680170253236 49:-7.552443983006906 50:6.192593256666956 51:1.484362338285591 52:0.2448331659974783 53:7.827363345216553 54:-8.811814425325512 55:-3.653092494345292 56:-2.673325508953514 57:8.433505889452332 58:-7.849743077502011 59:-1.653728815291939 60:-4.625386016328577 61:5.974249745743606 62:-3.877924404022492 63:8.504435095534925 64:-0.3248476382950729 65:1.222170755244842 66:-1.500763410960225 67:-6.153027216153639 68:7.069929662888522 69:10.15836452005775 70:-3.561201896824616 71:-0.236433004557987 72:3.982563613691016 73:-0.516551293557824 74:7.013532438602112 75:-3.787570499052718 76:0.8305346856972864 77:2.265310051337943 78:-10.11456409050355 79:1.131147368675558 80:6.421671291763515 81:-6.347767087348093 82:-4.18849702937298 83:3.851480998479468 84:7.246728180625074 85:9.072924600310166 86:6.834756202817753 87:-2.664999531913828 88:-8.586862318411514 89:-1.330061538514144 90:-7.114865138428303 91:-2.581124891439545 92:-6.449788147611574 93:8.331752002479497 94:-8.537419132510056 95:-5.404363012337318 96:-7.564678089753034 97:12.64817230217413 98:-8.167719504655743 99:-6.30075010299205 100:-0.6495977537098063 101:4.712486992345428 102:-4.529675767770782 103:7.032207138726563 104:-5.659377810980264 105:-4.839924657599421 106:-8.732771885952715 107:2.193619978573311 108:-3.911832451717978 109:-8.603201459341088 110:5.28928242406879 111:10.48860888500488 112:7.346364944644773 113:8.052340609704014 114:-6.214835185708092 115:8.469485538463818 116:-7.108494853402417 117:-3.531452769419391 118:2.619401009465274 119:3.236231955884649 120:3.413711093488194 121:9.938367627901155 122:2.841235661050019 123:-7.364848934161669 124:-4.524645954075727 125:6.303510556102866 126:5.200851959803279 127:-9.430920681458819 128:0.3258822878158936 129:7.904282901711863 130:6.539954700638795 131:-4.654452644931315 132:-1.182419510069892 133:11.50250530970081 134:-0.7658792282901801 135:-3.67125033701107 136:7.115248519905598 137:-1.642041327204357 138:6.667649572168791 139:-9.355281646352715 140:2.177347238467037 141:-8.996161412761614 142:-6.665007932945461 143:8.207648166867052 144:5.198770062683989 145:0.5815605444727463 146:-7.020646628652459 147:-2.248367421807405 148:-7.512088689339511 149:-1.81702937088746 150:0.1700846564818794 151:-4.177257245930559 152:4.815021866687981 153:1.623570090204728 154:-3.718867661290675 155:-9.012549046445773 156:-7.829316144354973 157:7.519298461861414 158:-1.759431459543989 159:-2.026362377190433 160:1.721755090776714 161:6.148565205215842 162:8.434465566689362 163:-9.201604399304385 164:3.041119320774231 165:8.225949122700831 166:2.26163160127348 167:-2.415980970128274 168:-5.138088820677204 169:2.989321164742828 170:-1.798052038486539 171:-12.16699116105342 172:-10.02113755008457 173:-6.671652427393491 174:8.783572755902526 175:-5.60608756813466 176:-4.972312371986819 177:7.441296111498921 178:-2.83146100957257 179:-2.416521164006215 180:-3.393844293423561 181:4.472782197418723 182:8.218650864854082 183:4.809382632859869 184:-2.102768923468457 185:1.908747260653977 186:-3.089820111047835 187:-3.786080716936769 188:-0.7639874261512541 189:9.714506286375368 190:5.690627279859281 191:-9.009955080724348 192:-2.966206248563945 193:6.990811702732699 194:-6.225562494725323 195:0.5190984340252474 196:-8.614922340655056 197:-7.968722990972526 198:-7.996183020307329 199:-5.805278652337486 200:-5.764941725300213
+-1 1:3.387419099187002 2:5.030136334669589 3:9.161992011760706 4:9.736963591847692 5:-9.039103154099989 6:0.6636894679295231 7:-2.638254799581214 8:-4.272667973504117 9:-6.841587045564879 10:-6.274628431877115 11:5.116888447134907 12:-4.392401391276246 13:-7.769502091819311 14:-3.535481340713757 15:-7.99050608550689 16:4.012933909437964 17:-2.177021312445875 18:5.291781643007589 19:0.6572172869109375 20:-2.087356589749387 21:-0.8023324553691914 22:-9.615232854458029 23:-7.500568423919614 24:-2.47488637208804 25:-0.2663104104557568 26:5.188282702218846 27:9.962432511828005 28:-1.574918230088278 29:-7.042867400072542 30:8.394623386117017 31:-1.454812809880728 32:-0.772959272535878 33:-10.29061564784337 34:1.708600427316816 35:-4.439745076751065 36:-2.120556400335534 37:6.93514710010442 38:4.748384881393574 39:4.109662936452684 40:-9.830491671799184 41:-2.230367254038794 42:5.093237850796534 43:-8.160762613627918 44:9.902929389507763 45:8.079030624245084 46:-1.696372086104473 47:7.281719049333387 48:-6.355413427252153 49:-2.228629110723481 50:1.28723000472015 51:-6.640208477805958 52:5.562758782175145 53:8.376147745201205 54:-7.45249290947459 55:5.767918431349965 56:4.505261601683047 57:-2.852554505977443 58:7.346942685739332 59:3.671552883095591 60:-2.532471885789123 61:4.836600638466261 62:-2.656435037883614 63:-2.819518817374714 64:-1.929473338802035 65:-1.864455485108011 66:-5.573713543462037 67:-10.55726938308959 68:-9.178595843445663 69:9.718534269886078 70:7.54625403505187 71:7.280867708902507 72:6.836250851433883 73:-0.8553022600797657 74:7.004565757050184 75:0.9042901546011184 76:4.196747702757611 77:-4.250192457127266 78:-1.57632524771148 79:8.319508443168241 80:8.149444447758373 81:-2.131160151972548 82:-0.8479628914165325 83:-8.403330172372144 84:-1.49894468512918 85:1.584442272303814 86:7.406870288770695 87:2.992239210260877 88:-4.099022326137882 89:-5.149075759541125 90:0.05019085271082901 91:-3.234353880000405 92:-4.376057936362312 93:2.031662447712265 94:-4.384915704651209 95:-3.321947960146699 96:4.958613684024765 97:7.886626059370403 98:-10.49597043109462 99:-3.296215833853855 100:-2.877419044664359 101:3.875108979432769 102:6.336056689796809 103:1.897434865247703 104:-2.971063902642325 105:-5.458308655458906 106:-1.085950599634471 107:0.896006252081341 108:0.6442214837924449 109:-3.648294023691479 110:-0.2731864550906948 111:5.068077375224146 112:7.365416050267876 113:7.802237049233482 114:-0.46929218159974 115:8.085377471784996 116:8.401661737303582 117:-7.676485317156013 118:2.117265495214534 119:8.067619929907185 120:1.722039528385739 121:1.890260827633112 122:-3.735611237712645 123:2.968681104494546 124:11.05540776102852 125:5.066675116573273 126:0.3664515227749388 127:7.79594479715624 128:8.299738968264567 129:6.06629590926615 130:-1.12923210761312 131:0.1805281320414296 132:-1.306017731569173 133:-1.020491621065566 134:3.160497850869835 135:9.001389757337984 136:-6.083079766858103 137:-1.542599372856845 138:-3.30098684669353 139:-4.009435304004308 140:-1.172601001647796 141:-3.74905292966244 142:3.937814829864795 143:-3.735913955279065 144:-4.674156541696184 145:-0.1638041063512815 146:-6.335106543815508 147:7.923290012346702 148:-3.211648360151572 149:5.149216993899968 150:6.175154221093861 151:5.567980149278064 152:-11.18720990001707 153:-3.628865246763495 154:4.073925752096405 155:5.646279409344962 156:0.3183915225842364 157:-5.646090585100581 158:2.914407447728525 159:6.176610046648332 160:7.555011451899907 161:-3.588188502372716 162:-4.074410543555982 163:-5.690138791124521 164:9.174005170531231 165:3.93139031169941 166:6.447206869423447 167:7.618999445230291 168:0.7355031737748057 169:-8.697457410292355 170:1.941455044943885 171:1.618809118075744 172:-0.9960025910470676 173:2.562437285540904 174:-9.152294814560921 175:1.159421134091952 176:4.131453965618677 177:6.808160089811969 178:1.932560756703931 179:-3.004744707499346 180:0.2090288843360282 181:-0.2325145559042047 182:4.727924267840573 183:4.879083852022617 184:-5.15462327406359 185:-5.520572449571273 186:-6.339205378539923 187:-2.084911929652845 188:3.382686682805244 189:-10.72394605913965 190:2.06554149063885 191:-0.5264299390758336 192:7.634829173667335 193:10.58851745599646 194:5.574695395055429 195:2.623197736295928 196:6.183807135972953 197:7.663277420651044 198:1.314469225620448 199:3.24625001817038 200:-3.704656744580043
+1 1:7.186860774332205 2:-4.72701562783411 3:-2.910178319406517 4:-2.400225655023527 5:3.835276473311203 6:9.6460589816698 7:-10.18188544793693 8:-5.074149156417015 9:7.259760528731608 10:3.86440719025048 11:-8.814549622357994 12:2.80990272225823 13:-9.363284663106489 14:-10.97245482123339 15:-5.434168321884669 16:2.616282943096617 17:6.068558013095218 18:3.75535846807283 19:-7.328981213921146 20:-1.651471067539831 21:-3.443000527939225 22:2.446505822177477 23:-7.893129655934484 24:8.256515272111663 25:-0.6772981538069971 26:2.775320138727294 27:1.519761420015185 28:-3.679204051617238 29:5.84744228503479 30:6.364156957177038 31:6.220257196631072 32:3.698560047740015 33:6.768554454598898 34:6.355115381381154 35:7.158259422771369 36:4.000755048577094 37:5.956824203194051 38:5.744279493768731 39:-9.389954412325935 40:-4.110034273327125 41:-0.4882245977245431 42:1.013859632532933 43:-1.341180298484694 44:-7.657217604191834 45:1.002535963227036 46:6.768683044800974 47:-8.266080904427561 48:-5.037338540915096 49:-7.460512759206074 50:7.404800982779673 51:3.561464070488531 52:-1.739783224075863 53:8.519089985105747 54:-8.685831005835126 55:-3.501318938381238 56:-3.624319020077545 57:8.343765731690279 58:-8.147150105384195 59:-1.113433009929823 60:-5.956770733336353 61:8.786830731519755 62:-5.250539307319347 63:8.865384976408887 64:-1.08753322339538 65:-0.7762118462553802 66:-2.799683525172697 67:-7.3010242896729 68:10.23080452439314 69:9.733249280957178 70:-4.132457836979792 71:-0.658420590265985 72:2.18714542478615 73:-0.4614159397365118 74:4.606306844904118 75:-4.188168161056293 76:0.8023351206201452 77:1.798542821340829 78:-9.455526369839296 79:-0.02367122253382292 80:8.144994660310598 81:-7.132008561529203 82:-2.416573734967648 83:1.204673690553375 84:6.673590451235491 85:7.464082421581372 86:8.991031366321858 87:-2.655722826263465 88:-7.440740808484198 89:0.4218341511827886 90:-8.140559861518899 91:-2.671125368777682 92:-6.870248437018475 93:8.964016731749634 94:-8.257934492899032 95:-5.47770887595181 96:-7.46097069179598 97:10.62842906392181 98:-5.983310461156692 99:-7.637327368559764 100:-1.263261062629573 101:3.952585684394652 102:-3.140757700982886 103:6.741623864817997 104:-7.840248775450331 105:-5.396537244756551 106:-8.951366365155973 107:1.96814176478826 108:-1.655741534757568 109:-9.901678237798201 110:6.155251817953969 111:9.414505252425688 112:6.911388739471972 113:9.410790191139217 114:-5.634398800953604 115:9.023101328865065 116:-7.586120759306704 117:-2.986930876380248 118:5.432060738026285 119:4.027750223810536 120:2.421533626313606 121:9.559606916755591 122:4.157781662250959 123:-6.837072142591953 124:-2.522090983003969 125:2.517338305309963 126:6.465855649090587 127:-8.08047826202462 128:-2.730038695290255 129:5.816084319171083 130:7.103397705339346 131:-2.478001954820089 132:-3.230509557248014 133:9.322774923534126 134:-0.0875674067308454 135:-3.878457018963847 136:8.075530643706808 137:-2.625586569899091 138:6.331689923140398 139:-9.021698884981813 140:-1.244261275070953 141:-9.266328791585929 142:-6.255887273333213 143:7.523468201105397 144:3.293052122218751 145:1.135271698067517 146:-6.668864381871373 147:-2.196048444938625 148:-8.675515789269003 149:-1.119876614123866 150:-1.226550408007867 151:-3.037597652164161 152:6.973126080572841 153:3.962666264768318 154:-2.346761160453652 155:-7.906364659397131 156:-6.747582449821125 157:8.078489402872346 158:-2.161013770899632 159:-2.078237665760668 160:1.668575285880166 161:5.871195648799686 162:7.709050658072319 163:-10.64700917089938 164:2.823646769960032 165:9.592211538113022 166:1.794534483517325 167:-3.824094058268901 168:-5.475343346810298 169:5.115114252752599 170:-2.704743865303586 171:-10.16303095157197 172:-8.548759102965349 173:-6.755245860363551 174:7.520401081352573 175:-1.954687758839288 176:-4.999578933410471 177:6.859487479148703 178:-2.396851887210352 179:-1.944664517004749 180:-3.832223565469778 181:1.981249979389199 182:6.948805264546884 183:4.763054980803247 184:-1.260791842664362 185:1.141860195923764 186:-5.447967435884234 187:-5.189738246649232 188:-1.672804861532076 189:8.138473650621316 190:7.01386948226724 191:-8.915185285165197 192:-3.022712706080363 193:7.250240722320618 194:-7.247341874925461 195:2.004584896189295 196:-6.985100342305747 197:-10.2102546962449 198:-8.77762539462727 199:-6.459497099408242 200:-7.955799542123347
+1 1:6.960125271201226 2:-2.684330738170998 3:-3.441434631292824 4:-2.093136527666715 5:4.88081093790359 6:10.32485127057664 7:-10.63636825067497 8:-4.450929734200489 9:5.856206279450316 10:4.002713253708388 11:-7.079425182203369 12:3.120025584861752 13:-6.43955249912808 14:-10.15490690214746 15:-3.195909488958792 16:5.085460820695995 17:6.976717464345588 18:2.165908899823087 19:-7.886547627710087 20:-3.006372569856525 21:-3.180789118643789 22:2.719463877969711 23:-6.435919142331075 24:7.352365338873649 25:0.9971702292223149 26:4.223535590573959 27:0.2294779301716071 28:-3.09344591424944 29:5.689832318889702 30:6.901519116737376 31:6.579076134513601 32:5.208015475949459 33:6.697520487932304 34:7.777308247401145 35:6.555250577449113 36:5.387247668547867 37:5.745436313058342 38:5.979431895880897 39:-7.723433071066682 40:-3.096171217693172 41:-0.8780577655215445 42:-0.934465109240455 43:-2.034722817568888 44:-8.354728349193655 45:1.793136966178267 46:6.836300632419692 47:-8.799466961406495 48:-3.148058122294725 49:-7.56710975551631 50:7.310592028588686 51:2.826527416008176 52:-4.395556786691994 53:7.626538389638667 54:-8.893380093340756 55:-2.247078685673511 56:-2.712785939856656 57:8.926404619293582 58:-6.869393737263744 59:-0.1925304713841913 60:-6.17488026443163 61:6.220144402480459 62:-6.205374680937799 63:10.60209353982782 64:0.1872993426081306 65:1.353928486712235 66:-2.531117165486237 67:-5.529967728872255 68:7.858755973069012 69:7.439903654487921 70:-3.635320055504828 71:2.100756033905921 72:2.199060893605579 73:0.3807372433908613 74:5.116337555649234 75:-2.63218743694432 76:1.764860361075931 77:0.6749018097944104 78:-8.303886960999669 79:1.204248601877006 80:5.057888393576607 81:-6.431352268529706 82:-3.699504149023936 83:3.954730027675946 84:3.561693430877156 85:6.049065482538639 86:7.521305381681674 87:-2.840497031215348 88:-6.50130881998501 89:-0.4528123625813855 90:-6.415121367703413 91:-4.174759530947393 92:-6.405248344713248 93:8.723716559538486 94:-8.7215192609772 95:-4.629737291148896 96:-6.486130872807207 97:10.07123382698775 98:-8.257634575806659 99:-7.711230494016299 100:0.3236563591468451 101:4.392758364041053 102:-4.457988375280708 103:6.069210666386061 104:-5.916092523302265 105:-5.265504849733778 106:-7.009266720122984 107:2.033221812476202 108:-2.117540276697194 109:-10.75612726397436 110:5.005410450514521 111:10.39312338248736 112:5.956715468245476 113:9.549804658918998 114:-6.184842818815886 115:9.486759952361165 116:-7.495604272582939 117:-4.093551993432269 118:3.836992243386968 119:2.491755688379548 120:2.535701410483001 121:8.745965429633316 122:2.751235094459532 123:-6.034242133461241 124:-1.871136792602102 125:4.410305670677491 126:8.101333720035598 127:-8.867372003446322 128:-0.7336801897766976 129:5.020655416217748 130:4.534233037051099 131:-2.128108964228902 132:-1.354332047902319 133:8.611728663920898 134:0.3486594089775188 135:-3.277766849378458 136:7.596495679551075 137:-3.084702118203652 138:7.301617711226255 139:-9.04393513869417 140:1.114901171613302 141:-8.896921508160318 142:-8.159648388749515 143:6.480347403814345 144:2.545267950550057 145:0.5419016619099294 146:-6.321411378688663 147:-1.788296203999197 148:-8.368557166127754 149:-2.576004731544123 150:-1.721640994936901 151:-4.776729499324249 152:6.216871440425781 153:2.683372607041411 154:-3.130400277915172 155:-7.088890534202593 156:-7.343182049461202 157:7.802878376669915 158:-0.8653029242467174 159:-2.875326447254159 160:1.416413236325603 161:5.297595966934434 162:7.549128235114329 163:-7.289346403236215 164:2.386626785271591 165:7.178187199672164 166:0.06980861682365913 167:-3.123112415532809 168:-6.87910834252287 169:3.237319340813799 170:-3.373018900323324 171:-10.05413679448822 172:-8.534166689483115 173:-6.210015949658446 174:7.100090044504642 175:-2.715759418977203 176:-5.132362461985218 177:7.749484989357473 178:-3.723278734265613 179:-3.437605779088098 180:-1.244652468695853 181:3.151211699866673 182:7.755123806879253 183:5.527187010620599 184:-1.703697398885014 185:1.794623906025358 186:-4.447015427992155 187:-5.012867553022941 188:-0.6729733832664374 189:8.063256963365687 190:5.384040500022205 191:-11.15910140294862 192:-3.102486476730434 193:5.780316060779171 194:-4.658520439617078 195:0.3889036619853127 196:-8.349813724158698 197:-8.887924105675706 198:-8.632779575114268 199:-4.791273914863915 200:-7.761069773414055
+1 1:8.42775112838075 2:-4.273445422217772 3:-4.888756800970642 4:-2.235118955517598 5:6.522356555207974 6:8.962975922475692 7:-10.2354745812068 8:-6.150926207692473 9:8.041367472902609 10:5.575524413074655 11:-7.741633886605373 12:4.674709150277309 13:-6.549861397758837 14:-9.741190499350493 15:-4.943418407078012 16:2.328698321974527 17:5.645786958465854 18:1.882646043884617 19:-5.681124817309481 20:-1.755517166010625 21:-2.507572497045416 22:1.32979970019776 23:-5.770780707433594 24:9.670412081098034 25:1.26610053706914 26:5.926229216709991 27:0.6229701402566231 28:-0.1859193030498418 29:3.098822847397795 30:5.89752681978333 31:5.596363700645917 32:3.639159952465642 33:5.914044310329352 34:6.598275915910909 35:7.580176643543494 36:2.919981067007777 37:5.226984157623804 38:5.692773624395242 39:-7.148460573582498 40:-2.880154319146442 41:-0.753460275915032 42:0.3720065274887959 43:-4.751163980247595 44:-7.926638506565554 45:3.923156835382883 46:6.101753256312142 47:-10.4512825506426 48:-5.565612051860621 49:-9.699139799347043 50:6.825685861357915 51:3.874356406411602 52:-2.114977187650961 53:6.898554323623381 54:-10.67778735419784 55:-0.5126342809010842 56:-2.415981624994853 57:7.136832446363162 58:-7.965205681005846 59:-0.7739504403847662 60:-4.926912197001875 61:9.793669477963656 62:-5.593278688902533 63:8.563086360106951 64:0.8701342266593269 65:0.3547990869927676 66:-2.279898033228004 67:-5.230955913134368 68:7.598619603972608 69:8.2619101087181 70:-4.62293812349781 71:0.1628790845439531 72:2.886743748905543 73:-2.470492908272064 74:3.770598044734952 75:-3.864079355153211 76:0.769145424139444 77:1.766187133743747 78:-7.627647692820149 79:0.3943061908153542 80:5.829122920599373 81:-5.178958008255973 82:-3.490905703526568 83:2.834298765330959 84:4.832562543505789 85:6.783806557819986 86:6.156274880372015 87:-4.688520893646749 88:-8.050493759738906 89:0.3889018036165839 90:-5.314600210521619 91:-5.081423743412653 92:-8.337086440653852 93:7.175585840482882 94:-6.795480009103804 95:-4.212694815561257 96:-8.86316966319545 97:8.290122812151074 98:-7.308267113657879 99:-7.572977497761948 100:-0.9410785537364028 101:3.994658517111726 102:-4.063080341791738 103:6.448080531424599 104:-7.040180078191227 105:-5.853821666081987 106:-6.694171486582515 107:0.7908103631294988 108:-4.142110893816213 109:-8.513041628757819 110:5.304259182049476 111:10.7918065364742 112:5.192756901475031 113:7.600280831628229 114:-4.846918241348167 115:11.24598825450873 116:-7.215225641756065 117:-3.984098582616486 118:5.777806661484759 119:4.478933642330285 120:3.87582859526078 121:8.203867459497546 122:3.742444757492408 123:-7.289122385727739 124:-4.010150350745483 125:4.448531640097628 126:6.259504243754735 127:-6.077971359118013 128:-0.04712064022255991 129:7.339893548414183 130:4.311012372847963 131:-5.202525552630686 132:-2.091002926506285 133:9.596627765262241 134:0.1111708734256914 135:-2.537922314175981 136:5.515737863753388 137:-3.586763992961763 138:5.824007180589698 139:-8.993318969550149 140:2.214543550537133 141:-9.385990214154189 142:-5.364015766226432 143:6.131877468107183 144:2.757013690085571 145:-0.1935888253167308 146:-5.295793521650444 147:-1.65703654492368 148:-8.217425967014981 149:-1.732314324472644 150:-1.05622117710011 151:-2.157526608390868 152:5.418281885022983 153:4.341498778370721 154:-4.341606523920831 155:-8.851564273548384 156:-6.974255582997257 157:8.055677182381283 158:-0.1515931873630776 159:-3.601814758741053 160:3.109148547315322 161:4.67675185025294 162:8.018193048188779 163:-9.454650469998906 164:3.609564632681185 165:9.671393102447553 166:0.7009107324689927 167:-4.096293624147543 168:-6.075350598334278 169:2.366891934504324 170:-1.545784371232968 171:-10.29472480474036 172:-7.051686301069134 173:-4.729136201508805 174:8.346457321371812 175:-4.042599764699117 176:-6.219268799786478 177:5.865692750803637 178:-3.808602577833025 179:-4.584985489032116 180:-3.57399650143298 181:2.20485771339253 182:5.959121570669823 183:4.286542800631644 184:-0.8262691693989234 185:1.610740230632278 186:-5.142020031298749 187:-3.207599680270684 188:-1.498414527175642 189:8.316762996923151 190:7.569567217924011 191:-9.440547432807977 192:-0.05976722020694014 193:6.760408436878957 194:-6.456708498621086 195:0.5379455221457565 196:-6.293391872818589 197:-9.853572775657124 198:-8.248069940151067 199:-3.508688093700411 200:-8.471102318868148
+1 1:7.745364499285522 2:-4.6043647597558 3:-4.603365595865131 4:-2.112170917836548 5:5.233817107276045 6:9.987263707886047 7:-9.738445554358689 8:-4.590221354333973 9:5.704710362290033 10:5.945328076658153 11:-6.52497434685458 12:5.6851009477086 13:-6.737828077339849 14:-9.132726908907673 15:-3.300244169184054 16:6.000506803873877 17:7.503061639794947 18:3.951530402228126 19:-5.305367465737842 20:-1.272102881676362 21:-2.38169253156147 22:0.7738433101186601 23:-5.710866390082952 24:8.774847226164342 25:1.569142997638298 26:4.123154500239866 27:1.161423709309945 28:-3.504268313435131 29:4.342603590945634 30:6.045939710229831 31:8.087358666528457 32:5.404825003219438 33:6.702233814809042 34:5.743650704740064 35:6.710379606553313 36:3.350698585849936 37:6.484215833678585 38:6.700299083017206 39:-8.783617621228858 40:-3.31415258256086 41:-1.467367542916616 42:-0.09857845301233548 43:-0.5699759239078913 44:-10.69516046290145 45:2.352377258251036 46:6.537484326419593 47:-9.567259335943252 48:-5.186030427121064 49:-8.635920289875266 50:7.95273240656883 51:4.594246099376682 52:-3.118978630997165 53:8.438903426111036 54:-8.609378305647517 55:-0.1301924193522863 56:-1.88126126302489 57:8.329726155296656 58:-7.886983847015507 59:1.291253189100973 60:-5.801473370082835 61:7.105734911614737 62:-6.059934289730437 63:9.819840510608207 64:-1.141507189475389 65:-1.048094556832913 66:-1.380994373952509 67:-4.03897766031895 68:7.187508591774162 69:8.66432569319803 70:-5.018472522041072 71:-0.0721734177631671 72:2.863250511602412 73:-0.4886005455089582 74:5.651203891245498 75:-3.981880013676078 76:2.829860370393701 77:1.370372193193802 78:-8.705119937616315 79:2.539001843079671 80:5.599686817630864 81:-5.717048597624193 82:-3.29371541211154 83:1.038168343999139 84:8.285308139418749 85:7.686701199745658 86:7.362647254303568 87:-1.985400067203817 88:-7.43320305671889 89:-1.080476875440298 90:-5.858178213498551 91:-2.936464436203994 92:-7.569667391780248 93:8.429652623618537 94:-6.339077734391443 95:-4.805100300390666 96:-7.473496243243101 97:9.561222695517936 98:-8.863171549854711 99:-7.530004066689012 100:-1.196233945868755 101:4.766787001680479 102:-5.437034615002155 103:7.810594481661587 104:-7.705297353833878 105:-6.052003884040736 106:-8.209743557138047 107:1.26254996533836 108:-3.137766639004696 109:-8.910234263021071 110:4.439601248727301 111:10.55497041990179 112:6.00363138172849 113:9.258713198187676 114:-6.318947827378879 115:9.114723866116337 116:-7.612382776594647 117:-2.958267733075396 118:4.102272146477905 119:1.519939388705163 120:2.344440758703813 121:9.37650332937501 122:3.486850262755993 123:-6.206308092433146 124:-2.159708855729322 125:2.736425488519875 126:4.729521609387323 127:-8.535964497761741 128:-0.5507810701417849 129:6.059589608535784 130:4.777893792777194 131:-2.700483963282593 132:-4.246282785664778 133:8.237922222502018 134:0.5516644511848913 135:-3.282822473249375 136:8.295956855808061 137:-2.759140378009176 138:5.990992994431461 139:-8.328773204198475 140:2.36089507324763 141:-10.47460833608558 142:-8.558327199844934 143:6.368528429889392 144:3.025071646667731 145:1.942715815539642 146:-7.689520747175566 147:-1.465519981016866 148:-9.286966132950226 149:-1.02105117771762 150:-1.516006534528081 151:-2.118730219563958 152:7.183916594826298 153:4.589866242024225 154:-5.270945697664677 155:-9.080490277935803 156:-8.87656360262465 157:6.787607314974711 158:-1.673721178454361 159:-1.597404457165908 160:2.533210174928848 161:2.400129413762646 162:7.427077389473772 163:-8.37252614371446 164:2.626418652464774 165:9.919461581177533 166:2.269118398863053 167:-5.000871326207433 168:-5.825520108045851 169:2.424937092116103 170:-2.009463865093903 171:-9.30154349027093 172:-8.384113116233319 173:-6.114491067696624 174:7.865396688188616 175:-3.076463735934492 176:-6.488661832595532 177:6.773012657539244 178:-3.824602633698869 179:-2.12718164709518 180:-4.365071209158973 181:3.240040271924176 182:4.860469757316308 183:4.958168022611021 184:-0.9305877933571641 185:1.62197047198588 186:-5.698817947417129 187:-3.272145622527702 188:-2.49740258942807 189:11.72165789380714 190:5.834380179816279 191:-9.697120236474495 192:-2.892356006067057 193:4.671550763290353 194:-7.580617888429336 195:0.6914772178101454 196:-8.344767592260338 197:-9.633843788517771 198:-5.670457797827287 199:-4.142736516176307 200:-6.821122250870334
+-1 1:4.376030089762917 2:5.142369860667462 3:5.822511434197901 4:10.03135508528088 5:-7.328914311358845 6:0.4400152678455097 7:-1.30599218939653 8:-2.15226328081872 9:-6.912289537045301 10:-6.310908482910044 11:6.080131423363975 12:-6.551397432530726 13:-7.149274463759573 14:-2.001606588137132 15:-7.686400251382631 16:5.431066041569709 17:-3.683941387487264 18:7.089186858042737 19:0.8327361324707816 20:-3.094391132707237 21:-1.707670804910693 22:-9.479839945773277 23:-10.91699040782834 24:-3.211319907300826 25:-3.266518230777638 26:5.582254167703609 27:7.417554867561927 28:-0.7887882771917866 29:-6.934006705681382 30:8.067025579693217 31:-0.7160141428016162 32:-2.165384371666372 33:-10.42100074764541 34:3.523211245217126 35:-5.18144457066848 36:-2.965817039390314 37:5.137761671664042 38:3.963531756731602 39:2.617087306197776 40:-6.768595573474815 41:-2.936415698312195 42:3.275316283188321 43:-7.650179131102112 44:12.23664648044984 45:8.5167790409331 46:-1.78292414513513 47:5.867222995738955 48:-9.078339281538186 49:-4.016918205235383 50:2.193149631477213 51:-7.34223739633895 52:6.829248836910588 53:6.541395691017049 54:-8.103934217285024 55:8.640994604477243 56:6.289028678888417 57:-1.656969095235505 58:6.675361503268562 59:1.870721038645648 60:-3.411508267329704 61:5.30985515705912 62:-1.753535109822227 63:-2.560001300548177 64:-2.036401542267949 65:-2.94100872601184 66:-5.469129750293595 67:-8.253914434506029 68:-8.871241221030845 69:9.500918152505184 70:9.567181883077474 71:7.499241147562401 72:9.279169692015113 73:0.4779708695739935 74:6.628758798282709 75:-0.9823227902863786 76:5.814601895499376 77:-1.099757616375315 78:-1.225709384989069 79:6.704808543687133 80:8.078111541324422 81:-1.757782792001882 82:2.445778040746569 83:-7.837870925877255 84:-1.196861065012151 85:1.565698221468454 86:8.858260084338262 87:4.124182213910166 88:-5.092852696303662 89:-3.154477711625582 90:0.7007658182757999 91:-5.963367713424885 92:-4.846069101705263 93:0.7930948800236771 94:-2.99787631629074 95:-3.808465397761643 96:3.454706753652045 97:6.998670675424296 98:-9.758649973537114 99:-4.948455530217242 100:-3.205830308086817 101:4.088060393669577 102:4.517739705588236 103:0.742561816905706 104:-2.444831016019011 105:-5.313784838967647 106:-1.0521845252818 107:-1.382332345304583 108:0.6856278553646369 109:-1.814251956572329 110:-3.664110838585582 111:4.780817004836157 112:7.052775485808405 113:8.259615428175724 114:0.3167443403337677 115:9.163854545507995 116:7.870405399500552 117:-8.885619918105082 118:1.083512245920428 119:9.11321632033 120:0.06756787750821786 121:3.652300085282313 122:-5.495244561415244 123:4.008284291437392 124:8.928676509204159 125:5.020210984878039 126:0.01584842147334542 127:6.633957205555726 128:10.92168051313126 129:5.089312644836129 130:1.368938781613291 131:0.4370347117031909 132:-2.71875426429583 133:-1.10513358392226 134:2.732396013078657 135:8.368320131349215 136:-8.510157296500555 137:-4.675034768355615 138:-3.314235215365537 139:-6.237385728026469 140:-1.851369289320203 141:-3.804333040227262 142:5.475047295814806 143:-1.845193477156862 144:-4.968148584031788 145:-2.017219068429191 146:-6.598524397935747 147:9.387306673707393 148:-2.238868984137302 149:5.376462156938422 150:5.383583668347518 151:7.082022023128993 152:-10.05453072126474 153:-3.49657265055431 154:3.20804044653386 155:4.701192073584862 156:0.7593437047573356 157:-5.298797965282597 158:2.857273733277188 159:3.992339253950216 160:8.465667584220963 161:-2.630789465509236 162:-1.911166288967793 163:-5.633727284003021 164:8.647221080288826 165:4.37989426186176 166:7.395513729670851 167:8.395089757489702 168:1.078366635273361 169:-6.871178920136411 170:5.007130074245392 171:-0.4228280123985915 172:0.4868876258804431 173:4.985467846090336 174:-7.514363831500408 175:1.792010529839218 176:2.911890753139864 177:7.461902092983318 178:0.7620776975752845 179:-2.852134862737532 180:-2.484767478840554 181:-1.024467089130136 182:4.06098045641229 183:3.959988092123791 184:-4.488476284235695 185:-5.192894585267374 186:-5.54292150540146 187:-2.550291367161203 188:4.977573181961367 189:-9.367130820062524 190:3.075009303924404 191:-0.4591774634597283 192:7.028666821210114 193:8.378980579307745 194:7.346159393748514 195:1.965365155329666 196:6.849595557199379 197:8.220793226774447 198:3.180665281448654 199:1.846224260805073 200:0.7529037023345055
+-1 1:2.222270225456914 2:3.713472783870675 3:7.561945519024204 4:9.733286531939312 5:-8.202708647413816 6:0.9663489773952334 7:-4.196175116872394 8:-3.803584327228542 9:-6.242719030654584 10:-6.245591073664883 11:7.079684239359028 12:-6.835665003739807 13:-7.983994355244125 14:-5.134038386444288 15:-8.941783671935809 16:5.003442187957987 17:-4.053906354816327 18:5.56103199784896 19:-1.07993349291345 20:-3.345757165744337 21:-2.572727162715938 22:-7.163528166781684 23:-8.658714715130088 24:-2.55140987953075 25:-3.323555243163918 26:4.92613618787711 27:10.79594315730399 28:-2.131628099466459 29:-8.010090659294013 30:8.180063775392167 31:-0.9725608104066034 32:-1.810116620098975 33:-8.837394845635055 34:2.634930120339301 35:-3.587940385550084 36:-2.612677252256284 37:6.069529842867968 38:3.640090381655222 39:2.57229833984398 40:-7.883516860645491 41:-3.590284722119945 42:2.740599923604849 43:-7.469508356051781 44:9.68271899264929 45:8.114610112798641 46:-0.6691167432097542 47:8.570565527452452 48:-7.580272592716706 49:-3.269450489462536 50:0.7665512700532691 51:-6.530522521523893 52:5.078907583586713 53:7.198093625531061 54:-6.473695085203305 55:7.179741258300561 56:5.016175213886097 57:-2.429405228997285 58:7.411030808644357 59:1.74857748786988 60:-2.65838696767582 61:5.178779964039022 62:-0.6170033493388092 63:-3.901842704110444 64:-2.220232286187363 65:-3.397254326137696 66:-4.277997359567241 67:-10.57961019966105 68:-9.022045036926659 69:9.362476045889288 70:9.905145517271158 71:7.161178003167188 72:6.488096631881525 73:0.4546170088693536 74:8.628884427286909 75:-1.616596488735816 76:4.311899776157231 77:-1.759677566403693 78:-1.429866226846084 79:7.452132606845448 80:9.303604293425499 81:-0.2617729433116152 82:1.85048556457871 83:-8.763007441721602 84:-1.237295505524788 85:1.552857598232519 86:5.953190534435055 87:1.269489357029994 88:-3.446004520282591 89:-3.516487412926703 90:0.8326497042038921 91:-4.410535894919661 92:-4.904005872890904 93:0.9246455553219621 94:-2.183256855786062 95:-5.376936044129476 96:4.284328657860743 97:8.655289619265551 98:-7.715275272523264 99:-4.803455767703018 100:-3.548321608320877 101:4.765766676296923 102:4.658837240249451 103:0.5621744873037744 104:-2.22403990899142 105:-7.319981340940149 106:-2.698041945359013 107:1.721348211246847 108:-1.1462676509512 109:-1.141390180975769 110:-1.811232579439101 111:5.300124819914539 112:9.040738413640227 113:8.272992100764384 114:1.225200709935587 115:8.509097739076285 116:8.686910500982247 117:-8.374666921312347 118:1.311276091030601 119:8.865242245903463 120:1.829365275638258 121:2.740485403653623 122:-5.776646283692571 123:4.633511164794594 124:8.770177296562137 125:3.452266304586748 126:0.5903369984093826 127:8.145717551258485 128:8.637259321923416 129:6.273225305912518 130:0.5430854568786239 131:0.5861631641445795 132:-0.9599771648314694 133:-0.6883224756580952 134:1.247547171752041 135:8.842205179230355 136:-4.650796195532175 137:-2.967720945001658 138:-2.726053260274825 139:-3.954858138392702 140:-0.1533506353401813 141:-4.209044555750015 142:4.110422153418842 143:-2.498491958501438 144:-4.712783966124318 145:0.2975330546441469 146:-6.785749207798657 147:8.513764589601745 148:-3.895666701815366 149:5.983418621620347 150:5.424309788998387 151:5.987668952898235 152:-10.01866189867035 153:-3.684350519374225 154:2.629816729583572 155:6.914843092982666 156:1.829816876970735 157:-5.350077875109564 158:0.226708585209614 159:3.324105576372793 160:8.059345066870428 161:-2.694276868213208 162:-2.89714153207949 163:-8.478035493208109 164:8.788720079562566 165:7.558046846778644 166:6.742557797739205 167:8.572000210528079 168:1.07974310148788 169:-7.402103249109929 170:3.012712901561835 171:2.39721433623972 172:-1.584994570106156 173:3.793941245341856 174:-8.580689474069651 175:1.144994526412543 176:2.951006030388998 177:6.293745650515046 178:1.515781227361983 179:-4.70811102822667 180:0.24150452391576 181:-0.0275405234800391 182:4.858913681709689 183:3.028128826799528 184:-6.603047402492208 185:-6.968346808413583 186:-4.465465764252111 187:-2.092591997981282 188:3.39651954437947 189:-10.46683139261259 190:4.552144104640373 191:-0.1634854410096249 192:7.35171926014428 193:10.37624713895702 194:6.613827245341276 195:2.384532562073234 196:4.50811318711698 197:8.151315736464618 198:1.475801592632962 199:1.133490430597482 200:-2.297703517619737
+1 1:7.747952937858428 2:-5.504352796002867 3:-4.894816622637527 4:-2.523134203959423 5:4.323684402755668 6:9.541339826484846 7:-10.93997060303605 8:-5.209638750907312 9:7.271922361398235 10:5.302304493226668 11:-9.137207846148907 12:3.166162138927242 13:-7.791772538146426 14:-10.76345671788505 15:-5.029019131220781 16:3.726950144529644 17:4.718905557111946 18:2.767990585759788 19:-6.726078642503716 20:-0.0611651890769529 21:-3.32820866760137 22:3.243822820493935 23:-7.650913008652627 24:8.792158373724856 25:0.9865187674312235 26:3.612505240415917 27:0.9704931561191686 28:-3.080948126182993 29:4.881599795554341 30:6.543246615186407 31:6.030710567023316 32:4.570806059137888 33:6.997381565894161 34:6.244820285156039 35:5.303737585039236 36:5.103979126233254 37:4.976264278872079 38:4.975748169443429 39:-7.99213272671301 40:-4.897552878312279 41:-2.199175608256311 42:1.560751395049129 43:-0.9512080345676504 44:-7.792724839053585 45:1.088038410574031 46:6.649491441880118 47:-10.79539258091549 48:-3.360035434653045 49:-7.666582193936234 50:7.076742125968019 51:4.828010674629431 52:-3.891123232880259 53:7.125961034277312 54:-8.448455759840686 55:-3.763203893023298 56:-3.744534260802171 57:9.556120280659606 58:-9.728251221557906 59:-0.1254953124777625 60:-6.727063290786923 61:6.967760644850808 62:-4.948582636556797 63:8.958515401350541 64:1.686959104419532 65:0.8211063183394678 66:-1.875069708512919 67:-4.894955404355809 68:8.898092097868155 69:8.513668883337672 70:-3.117161111323355 71:-1.526249114116836 72:2.58177900072016 73:-1.793836915430073 74:5.313516586988217 75:-4.54127197697488 76:3.30384295122553 77:1.462105272522024 78:-9.76634148076144 79:1.907663319805113 80:7.334135972942986 81:-4.343579212383358 82:-3.430374970760241 83:2.679605334725144 84:6.47730314447189 85:7.429737823023823 86:6.547603389834297 87:-3.295462867703239 88:-9.600444839602698 89:0.105680494092838 90:-8.498589599211133 91:-5.364418917950916 92:-6.864903445369967 93:8.261228554302743 94:-7.211260165984152 95:-5.234973554956417 96:-6.093330616524936 97:10.23800563647569 98:-9.236738601810121 99:-5.765273161205037 100:-1.516970208701325 101:4.148724945657057 102:-4.86252357922897 103:6.095023003363339 104:-8.196467999295614 105:-4.423189948944271 106:-6.712360932199287 107:0.5700970299542675 108:-1.959246371290385 109:-8.520563197676529 110:6.266512810414897 111:10.04430391428671 112:7.914185444320314 113:9.851980188381001 114:-3.614827643757836 115:10.22801999904332 116:-7.933495345389467 117:-2.627751581289879 118:4.311842260162909 119:1.575866818475926 120:5.111865517930099 121:8.025537022924166 122:3.671903021607529 123:-8.387396780466108 124:-1.858435233759958 125:5.040096344027788 126:8.156529449105177 127:-10.24187653033436 128:0.7048273679213648 129:5.465394303528245 130:7.087651102089485 131:-1.850508795913472 132:-2.903693301419755 133:9.056888611462989 134:1.478303047017903 135:-2.784096952070102 136:7.981236802524172 137:-3.478013928988621 138:6.781394165074556 139:-9.367100442415451 140:1.342409559140223 141:-9.764406244689789 142:-8.527960210510994 143:7.857030330726957 144:1.711325767717493 145:0.8401209347019308 146:-5.375305199960975 147:-0.8242201281347118 148:-6.913855979966161 149:0.03322773539245083 150:-2.212828496706552 151:-3.46139400387597 152:3.448156229273329 153:4.670941610341707 154:-4.394998926223603 155:-7.540712245765982 156:-6.829655840288021 157:8.285282712623522 158:-1.573362942524378 159:-2.686886211120743 160:3.347356146373506 161:3.736139194634227 162:7.160592168007986 163:-9.224125684541248 164:3.119163897373421 165:7.56856367456675 166:1.813733677851737 167:-4.742936119190686 168:-2.743299161164199 169:4.521077367213188 170:-4.318762786187875 171:-10.44123473131315 172:-7.551322161973722 173:-5.431689393561151 174:9.292510072583269 175:-2.379673497494073 176:-5.520044008279537 177:6.375074124551907 178:-2.983743437139804 179:-3.182389935652604 180:-4.060194003280015 181:1.774626559717569 182:6.895561941841931 183:6.574856816510656 184:-2.59032106256163 185:3.437874956809507 186:-5.821477363654647 187:-3.071925964328327 188:-1.525356264482254 189:9.243549737771954 190:7.510206672338878 191:-9.857091836648966 192:-3.066120742854685 193:5.654689926456795 194:-7.333675724304379 195:1.478029631809953 196:-8.861594721860362 197:-10.13010826061764 198:-7.514994600738492 199:-4.687928242202296 200:-8.227968843143056
+1 1:8.074214915479162 2:-5.012110093866713 3:-4.220889339194565 4:-2.573353655256433 5:4.504173985804998 6:9.420660996175757 7:-10.02007299381433 8:-5.526737035202003 9:7.936398939751632 10:3.826903202223482 11:-7.783638777554187 12:3.552875593655733 13:-6.000672568139583 14:-8.721376199456124 15:-5.334945936692382 16:3.036684867022695 17:3.778786499069874 18:1.682823225347589 19:-4.769093040885184 20:-0.8460425218156086 21:-2.520033590791577 22:3.324693807705767 23:-4.76157727576599 24:8.87567745563392 25:0.004434003343128212 26:4.845440534062304 27:-0.4951135782924381 28:-3.830722185325888 29:5.010976696742839 30:8.01775714705612 31:4.991016482258546 32:5.068737114116734 33:5.802906282137663 34:8.088914506708928 35:7.853968231287973 36:4.113080255774435 37:6.192980344526527 38:5.339630115071256 39:-7.777207549652901 40:-4.886032384957004 41:-0.6990306934082828 42:0.237609326570685 43:-1.239239221711515 44:-8.385282330588572 45:1.889477440939183 46:5.657108036034265 47:-10.66593379145717 48:-3.258205168534702 49:-7.114710316463518 50:8.933036355243058 51:3.921073345348685 52:-4.287819016028589 53:7.380385978643631 54:-8.318596905868606 55:-2.646905219174236 56:-3.081988561293151 57:8.883906564018675 58:-8.383127650948049 59:-0.2486491027632258 60:-6.806974062677554 61:6.581605207110454 62:-4.610758742591392 63:10.10801150861991 64:2.314048097739034 65:-1.214508374096901 66:-1.618926790772729 67:-5.852424471540009 68:6.826859243133085 69:10.05488701136875 70:-2.933329458709609 71:1.856225718809082 72:4.379303006584857 73:-1.559668399357133 74:6.041664940707203 75:-4.018393646978869 76:3.055635199596693 77:1.45379834834076 78:-9.382222436610181 79:3.243148042394098 80:6.412774718886444 81:-3.373874736624191 82:-3.331650051035054 83:0.7107152150820168 84:4.019033236179376 85:9.846438706811526 86:7.344361816197931 87:-3.616746217018587 88:-8.725906539174217 89:-0.4746505434860097 90:-7.457269275928689 91:-4.912372688524175 92:-6.775985768702914 93:8.033354565044728 94:-8.922185693015559 95:-4.595719093826899 96:-7.947584319919081 97:9.694284523278547 98:-7.854838526525422 99:-7.113716549669685 100:-2.296001080909695 101:3.775145151167723 102:-4.476125585230142 103:8.737677076405037 104:-7.726061098192507 105:-4.95094467017903 106:-7.604036247495539 107:0.732405145394512 108:-3.638997255896545 109:-7.869971936223275 110:5.360066531972278 111:10.42155603235647 112:5.901213666761832 113:9.496245423718626 114:-6.416031002023448 115:8.865455313607589 116:-5.308993476347236 117:-5.047032937814635 118:4.631550774732334 119:2.508313275276316 120:4.814978245841042 121:9.718612268053374 122:3.622763545630722 123:-9.012755049467263 124:-3.355875986470346 125:4.49447763272841 126:7.198111950004222 127:-9.434680676488378 128:-0.5954020592222664 129:6.460022643195266 130:4.361744042453755 131:-4.062780194631998 132:-2.027053611303872 133:8.926591958198671 134:0.8662282391053927 135:-3.664215546220505 136:6.314397986831804 137:-2.511862940468798 138:5.913168811394742 139:-8.598521268049506 140:0.3239650993177596 141:-9.281615604067349 142:-8.938164824931143 143:5.548070694268092 144:3.371525472051997 145:-0.3276729471427087 146:-4.922170030031218 147:-1.06695540827038 148:-6.931239470780349 149:-3.49656819617586 150:-0.6399519061948391 151:-3.744439975869025 152:5.224624207800781 153:5.170805124817339 154:-3.696768494119367 155:-7.438775823626887 156:-7.361688072344701 157:6.783266143197378 158:-1.971560976330384 159:-2.468942560768932 160:2.73059105659645 161:3.662971062796074 162:7.837552817125658 163:-8.82929404368924 164:1.053080355350722 165:11.55888680441529 166:0.7577316690150803 167:-5.063663155071279 168:-5.489028613042273 169:2.612288058804392 170:-1.519396973238488 171:-11.32762604106069 172:-7.222813980366053 173:-6.114233934023378 174:7.559813739575755 175:-2.364409660265288 176:-3.344965027744374 177:8.783235292164052 178:-1.847565798941383 179:-2.729504665530754 180:-3.275482330363557 181:2.878843368955908 182:6.146112084863795 183:4.798179777673014 184:-0.7522690462573103 185:1.47931201357942 186:-3.314836997573014 187:-4.400978289851873 188:-0.7248044834840602 189:9.003942993101882 190:5.914740158008652 191:-9.158592630983732 192:-3.077180391719381 193:5.578890399513211 194:-6.237211731067763 195:0.4257710737060106 196:-5.849544136505997 197:-9.580654334296206 198:-6.793166457065507 199:-4.744711516995818 200:-7.420469807859875
+
diff --git a/tests/data/predict/convert.py b/tests/data/predict/convert.py
new file mode 100644
index 000000000..3340bb77c
--- /dev/null
+++ b/tests/data/predict/convert.py
@@ -0,0 +1,16 @@
+#open text file in read mode
+text_file = open("500x200_rbf.libsvm.model", "r")
+ 
+#read whole file to a string
+data = text_file.read()
+ 
+#close file
+text_file.close()
+ 
+
+for i in range(199, -1, -1):
+  data = data.replace(" {}:".format(i), " {}:".format(i + 1))
+
+
+with open('500x200_rbf.libsvm.model', 'w', encoding='utf-8') as f:
+    f.write(data)

From 5a599798712de032486911ff6e750fad159b2972 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 13:57:19 +0200
Subject: [PATCH 0387/1010] Move test content to generic header (to make it
 also usable for the other backends).

---
 tests/backends/OpenMP/openmp_csvm.cpp |  88 +----
 tests/backends/generic_tests.hpp      | 485 +++++++++++++++-----------
 2 files changed, 285 insertions(+), 288 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 62782463e..6deb02632 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -82,33 +82,7 @@ class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, parameter_types, parameter_definition_to_name);
 
 TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_diagonal) {
-    using real_type = typename TypeParam::real_type;
-    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
-
-    // create parameter struct
-    plssvm::detail::parameter<real_type> params{};
-    params.kernel_type = kernel_type;
-    params.cost = 2.0;
-
-    // create the data that should be used
-    // Matrix with 1-1/cost on main diagonal. Thus, the diagonal entries become one with the additional addition of 1/cost
-    const std::vector<std::vector<real_type>> data = {
-        { real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) } }
-    };
-    const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 }, real_type{ 4.0 }, real_type{ 5.0 } };
-
-    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::solve_system_of_linear_equations_impl is protected
-    const mock_openmp_csvm svm;
-
-    // solve the system of linear equations using the CG algorithm: (A + (I * 1 / cost))x =b  => Ix = b => should be trivial x = b
-    const std::pair<std::vector<real_type>, real_type> result = svm.solve_system_of_linear_equations_impl(params, data, rhs, real_type{ 0.00001 }, 1);
-
-    // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(rhs, result.first);
+    generic::test_solve_system_of_linear_equations<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -200,63 +174,9 @@ class OpenMPCSVMPredictAndScore : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, parameter_types, parameter_definition_to_name);
 
 TYPED_TEST(OpenMPCSVMPredictAndScore, predict) {
-    using real_type = typename TypeParam::real_type;
-    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
-
-    // create parameter struct
-    plssvm::parameter params{};
-    params.kernel_type = kernel_type;
-
-    // create data set to be used
-    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
-
-    // read the previously learned model
-    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
-
-    // create C-SVM
-    const plssvm::openmp::csvm svm{ params };
-
-    // predict label
-    const std::vector<int> calculated = svm.predict(model, test_data);
-
-    // read ground truth from file
-    std::ifstream prediction_file{ PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict" };
-    const std::vector<int> ground_truth{ std::istream_iterator<int>{ prediction_file }, std::istream_iterator<int>{} };
-
-    // check the calculated result for correctness
-    EXPECT_EQ(calculated, ground_truth);
+    generic::test_predict<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);
 }
 
 TYPED_TEST(OpenMPCSVMPredictAndScore, score) {
-    using real_type = typename TypeParam::real_type;
-    const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
-
-    // create parameter struct
-    plssvm::parameter params{};
-    params.kernel_type = kernel_type;
-
-    // create data set to be used
-    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
-
-    // read the previously learned model
-    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
-
-    // create C-SVM
-    const plssvm::openmp::csvm svm{ params };
-
-    // predict label
-    const real_type calculated = svm.score(model, test_data);
-
-    // check the calculated result for correctness
-    EXPECT_EQ(calculated, real_type{ 1.0 });
-}
-
-//// check whether the correct labels are predicted
-// TYPED_TEST(OpenMPCSVM, predict) {
-//     generic::predict_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-// }
-//
-//// check whether the accuracy calculation is correct
-// TYPED_TEST(OpenMPCSVM, accuracy) {
-//     generic::accuracy_test<mock_openmp_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-// }
+    generic::test_score<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);
+}
\ No newline at end of file
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 78d28df99..f239fdc28 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -19,11 +19,13 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/constants.hpp"                             // plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
-#include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::convert_to
-#include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/csvm_factory.hpp"
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
+#include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
+
+#include "custom_test_macros.hpp"
 
 #include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
@@ -40,206 +42,281 @@
 
 namespace generic {
 
+template <typename real_type, typename csvm_type>
+inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel_type) {
+    // create parameter struct
+    plssvm::detail::parameter<real_type> params{};
+    params.kernel_type = kernel_type;
+    params.cost = 2.0;
+
+    // create the data that should be used
+    // Matrix with 1-1/cost on main diagonal. Thus, the diagonal entries become one with the additional addition of 1/cost
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) } }
+    };
+    const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 }, real_type{ 4.0 }, real_type{ 5.0 } };
+
+    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::solve_system_of_linear_equations_impl is protected
+    const mock_openmp_csvm svm;
+
+    // solve the system of linear equations using the CG algorithm: (A + (I * 1 / cost))x =b  => Ix = b => should be trivial x = b
+    const std::pair<std::vector<real_type>, real_type> result = svm.solve_system_of_linear_equations_impl(params, data, rhs, real_type{ 0.00001 }, 1);
+
+    // check the calculated result for correctness
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(rhs, result.first);
+}
+
+template <typename real_type, typename csvm_type>
+inline void test_predict(const plssvm::kernel_function_type kernel_type) {
+    // create parameter struct
+    plssvm::parameter params{};
+    params.kernel_type = kernel_type;
+
+    // create data set to be used
+    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
+
+    // read the previously learned model
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
+
+    // create C-SVM
+    const csvm_type svm{ params };
+
+    // predict label
+    const std::vector<int> calculated = svm.predict(model, test_data);
+
+    // read ground truth from file
+    std::ifstream prediction_file{ PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict" };
+    const std::vector<int> ground_truth{ std::istream_iterator<int>{ prediction_file }, std::istream_iterator<int>{} };
+
+    // check the calculated result for correctness
+    EXPECT_EQ(calculated, ground_truth);
+}
+
+template <typename real_type, typename csvm_type>
+inline void test_score(const plssvm::kernel_function_type kernel_type) {
+    // create parameter struct
+    plssvm::parameter params{};
+    params.kernel_type = kernel_type;
+
+    // create data set to be used
+    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
+
+    // read the previously learned model
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
+
+    // create C-SVM
+    const plssvm::openmp::csvm svm{ params };
+
+    // predict label
+    const real_type calculated = svm.score(model, test_data);
+
+    // check the calculated result for correctness
+    EXPECT_EQ(calculated, real_type{ 1.0 });
+}
 
-//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-//inline void generate_q_test() {
-//    // create parameter object
-//    plssvm::parameter<real_type> params;
-//    params.print_info = false;
-//    params.kernel = kernel;
-//
-//    params.parse_train_file(PLSSVM_TEST_FILE);
-//
-//    // create base C-SVM
-//    mock_csvm csvm{ params };
-//    using real_type_csvm = typename decltype(csvm)::real_type;
-//
-//    // setup C-SVM based on specified backend
-//    csvm_type csvm_backend{ params };
-//    using real_type_csvm_backend = typename decltype(csvm_backend)::real_type;
-//
-//    // calculate q vector
-//    const std::vector<real_type> correct = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
-//
-//    // check types
-//    testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
-//
-//    // calculate q vector
-//    csvm_backend.setup_data_on_device();
-//    const std::vector<real_type> calculated = csvm_backend.generate_q();
-//
-//    ASSERT_EQ(correct.size(), calculated.size());
-//    for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-//        util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}", index));
-//    }
-//}
-//
-//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel, plssvm::sycl_generic::kernel_invocation_type invocation_type = plssvm::sycl_generic::kernel_invocation_type::automatic>
-//inline void device_kernel_test() {
-//    // create parameter object
-//    plssvm::parameter<real_type> params;
-//    params.print_info = false;
-//    params.kernel = kernel;
-//    params.sycl_kernel_invocation_type = invocation_type;
-//
-//    params.parse_train_file(PLSSVM_TEST_FILE);
-//
-//    // create base C-SVM
-//    mock_csvm csvm{ params };
-//    using real_type_csvm = typename decltype(csvm)::real_type;
-//
-//    const std::size_t dept = csvm.get_num_data_points() - 1;
-//
-//    // create x vector and fill it with random values
-//    std::vector<real_type> x(dept);
-//    std::random_device rd;
-//    std::mt19937 gen(rd());
-//    std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-//    std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
-//
-//    // create C-SVM using the specified backend
-//    csvm_type csvm_backend{ params };
-//    using real_type_csvm_backend = typename decltype(csvm)::real_type;
-//    using device_ptr_type = typename decltype(csvm_backend)::device_ptr_type;
-//    using queue_type = typename decltype(csvm_backend)::queue_type;
-//
-//    // create correct q vector, cost and QA_cost
-//    const std::vector<real_type> q_vec = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
-//    const real_type cost = csvm.get_cost();
-//    const real_type QA_cost = compare::kernel_function<kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
-//
-//    // check types
-//    testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
-//
-//    // setup data on device
-//    csvm_backend.setup_data_on_device();
-//
-//    // setup all additional data
-//    const std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
-//    std::vector<device_ptr_type> q_d{};
-//    std::vector<device_ptr_type> x_d{};
-//    std::vector<device_ptr_type> r_d{};
-//
-//    for (queue_type &queue : csvm_backend.get_devices()) {
-//        q_d.emplace_back(dept + boundary_size, queue).memcpy_to_device(q_vec, 0, dept);
-//        x_d.emplace_back(dept + boundary_size, queue).memset(0);
-//        x_d.back().memcpy_to_device(x, 0, dept);
-//        r_d.emplace_back(dept + boundary_size, queue).memset(0);
-//    }
-//
-//    for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
-//        const std::vector<real_type> correct = compare::device_kernel_function<kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
-//
-//        csvm_backend.set_QA_cost(QA_cost);
-//        csvm_backend.set_cost(cost);
-//
-//        for (typename std::vector<queue_type>::size_type device = 0; device < csvm_backend.get_num_devices(); ++device) {
-//            csvm_backend.run_device_kernel(device, q_d[device], r_d[device], x_d[device], add);
-//        }
-//        std::vector<real_type> calculated(dept);
-//        csvm_backend.device_reduction(r_d, calculated);
-//
-//        for (device_ptr_type &r_d_device : r_d) {
-//            r_d_device.memset(0);
-//        }
-//
-//        ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
-//        for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-//            util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
-//        }
-//    }
-//}
-//
-//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-//inline void predict_test() {
-//    // create parameter object
-//    plssvm::parameter<real_type> params;
-//    params.print_info = false;
-//
-//    params.parse_model_file(fmt::format(PLSSVM_TEST_PATH "/data/models/500x200.libsvm.{}.model", kernel));
-//    params.parse_test_file(PLSSVM_TEST_PATH "/data/libsvm/500x200.libsvm.test");
-//
-//    // create C-SVM using the specified backend
-//    csvm_type csvm{ params };
-//
-//    // predict
-//    std::vector<real_type> predicted_values = csvm.predict_label(*params.test_data_ptr);
-//    std::vector<real_type> predicted_values_real = csvm.predict(*params.test_data_ptr);
-//
-//    // read correct prediction
-//    std::ifstream ifs(PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict");
-//    std::string line;
-//    std::vector<real_type> correct_values;
-//    correct_values.reserve(500);
-//    while (std::getline(ifs, line, '\n')) {
-//        correct_values.push_back(plssvm::detail::convert_to<real_type>(line));
-//    }
-//
-//    ASSERT_EQ(correct_values.size(), predicted_values.size());
-//    for (typename std::vector<real_type>::size_type i = 0; i < correct_values.size(); ++i) {
-//        EXPECT_EQ(correct_values[i], predicted_values[i]) << "data point: " << i << " real value: " << predicted_values_real[i];
-//        EXPECT_GT(correct_values[i] * predicted_values_real[i], real_type{ 0 });
-//    }
-//
-//    // empty points should return an empty vector
-//    std::vector<std::vector<real_type>> points;
-//    EXPECT_EQ(std::vector<real_type>{}, csvm.predict(points));
-//
-//    // test exceptions
-//    [[maybe_unused]] std::vector<real_type> acc_vec;
-//    // the number of features of the prediction points must all be the same
-//    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 } } };
-//    EXPECT_THROW_WHAT(acc_vec = csvm.predict(points), plssvm::exception, "All points in the prediction point vector must have the same number of features!");
-//
-//    // the number of features of the prediction points must match the number of features of the data points
-//    points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 }, real_type{ 4 } } };
-//    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(points), plssvm::exception, fmt::format("Number of features per data point ({}) must match the number of features per predict point (2)!", params.data_ptr->front().size()));
-//
-//    // alpha values must not be nullptr in order to predict
-//    csvm.get_alpha_ptr() = nullptr;
-//    EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(*params.test_data_ptr), plssvm::exception, "No alphas provided for prediction!");
-//}
-//
-//template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-//inline void accuracy_test() {
-//    // create parameter object
-//    plssvm::parameter<real_type> params;
-//    params.print_info = false;
-//    params.kernel = kernel;
-//
-//    params.parse_train_file(PLSSVM_TEST_FILE);
-//
-//    // create C-SVM using the specified backend
-//    csvm_type csvm{ params };
-//
-//    // learn
-//    csvm.learn();
-//
-//    // predict label and calculate correct accuracy
-//    const std::vector<real_type> label_predicted = csvm.predict_label(*params.data_ptr);
-//    ASSERT_EQ(label_predicted.size(), params.value_ptr->size());
-//    unsigned long long count = 0;
-//    for (typename std::vector<real_type>::size_type i = 0; i < label_predicted.size(); ++i) {
-//        if (label_predicted[i] == (*params.value_ptr)[i]) {
-//            ++count;
-//        }
-//    }
-//    const real_type accuracy_correct = static_cast<real_type>(count) / static_cast<real_type>(label_predicted.size());
-//
-//    // calculate accuracy using the intern data and labels
-//    const real_type accuracy_calculated_intern = csvm.accuracy();
-//    util::gtest_assert_floating_point_eq(accuracy_calculated_intern, accuracy_correct);
-//    // calculate accuracy using external data and labels
-//    const real_type accuracy_calculated_extern = csvm.accuracy(*params.data_ptr, *params.value_ptr);
-//
-//    util::gtest_assert_floating_point_eq(accuracy_calculated_extern, accuracy_correct);
-//
-//    // check single point prediction
-//    const real_type prediction_first_point = csvm.predict_label((*params.data_ptr)[0]);
-//    const real_type accuracy_calculated_single_point_correct = csvm.accuracy((*params.data_ptr)[0], prediction_first_point);
-//    util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_correct, real_type{ 1.0 });
-//    const real_type accuracy_calculated_single_point_wrong = csvm.accuracy((*params.data_ptr)[0], -prediction_first_point);
-//    util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_wrong, real_type{ 0.0 });
-//}
+// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
+// inline void generate_q_test() {
+//     // create parameter object
+//     plssvm::parameter<real_type> params;
+//     params.print_info = false;
+//     params.kernel = kernel;
+//
+//     params.parse_train_file(PLSSVM_TEST_FILE);
+//
+//     // create base C-SVM
+//     mock_csvm csvm{ params };
+//     using real_type_csvm = typename decltype(csvm)::real_type;
+//
+//     // setup C-SVM based on specified backend
+//     csvm_type csvm_backend{ params };
+//     using real_type_csvm_backend = typename decltype(csvm_backend)::real_type;
+//
+//     // calculate q vector
+//     const std::vector<real_type> correct = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
+//
+//     // check types
+//     testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
+//
+//     // calculate q vector
+//     csvm_backend.setup_data_on_device();
+//     const std::vector<real_type> calculated = csvm_backend.generate_q();
+//
+//     ASSERT_EQ(correct.size(), calculated.size());
+//     for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
+//         util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}", index));
+//     }
+// }
+//
+// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel, plssvm::sycl_generic::kernel_invocation_type invocation_type = plssvm::sycl_generic::kernel_invocation_type::automatic>
+// inline void device_kernel_test() {
+//     // create parameter object
+//     plssvm::parameter<real_type> params;
+//     params.print_info = false;
+//     params.kernel = kernel;
+//     params.sycl_kernel_invocation_type = invocation_type;
+//
+//     params.parse_train_file(PLSSVM_TEST_FILE);
+//
+//     // create base C-SVM
+//     mock_csvm csvm{ params };
+//     using real_type_csvm = typename decltype(csvm)::real_type;
+//
+//     const std::size_t dept = csvm.get_num_data_points() - 1;
+//
+//     // create x vector and fill it with random values
+//     std::vector<real_type> x(dept);
+//     std::random_device rd;
+//     std::mt19937 gen(rd());
+//     std::uniform_real_distribution<real_type> dist(1.0, 2.0);
+//     std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
+//
+//     // create C-SVM using the specified backend
+//     csvm_type csvm_backend{ params };
+//     using real_type_csvm_backend = typename decltype(csvm)::real_type;
+//     using device_ptr_type = typename decltype(csvm_backend)::device_ptr_type;
+//     using queue_type = typename decltype(csvm_backend)::queue_type;
+//
+//     // create correct q vector, cost and QA_cost
+//     const std::vector<real_type> q_vec = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
+//     const real_type cost = csvm.get_cost();
+//     const real_type QA_cost = compare::kernel_function<kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
+//
+//     // check types
+//     testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
+//
+//     // setup data on device
+//     csvm_backend.setup_data_on_device();
+//
+//     // setup all additional data
+//     const std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+//     std::vector<device_ptr_type> q_d{};
+//     std::vector<device_ptr_type> x_d{};
+//     std::vector<device_ptr_type> r_d{};
+//
+//     for (queue_type &queue : csvm_backend.get_devices()) {
+//         q_d.emplace_back(dept + boundary_size, queue).memcpy_to_device(q_vec, 0, dept);
+//         x_d.emplace_back(dept + boundary_size, queue).memset(0);
+//         x_d.back().memcpy_to_device(x, 0, dept);
+//         r_d.emplace_back(dept + boundary_size, queue).memset(0);
+//     }
+//
+//     for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
+//         const std::vector<real_type> correct = compare::device_kernel_function<kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
+//
+//         csvm_backend.set_QA_cost(QA_cost);
+//         csvm_backend.set_cost(cost);
+//
+//         for (typename std::vector<queue_type>::size_type device = 0; device < csvm_backend.get_num_devices(); ++device) {
+//             csvm_backend.run_device_kernel(device, q_d[device], r_d[device], x_d[device], add);
+//         }
+//         std::vector<real_type> calculated(dept);
+//         csvm_backend.device_reduction(r_d, calculated);
+//
+//         for (device_ptr_type &r_d_device : r_d) {
+//             r_d_device.memset(0);
+//         }
+//
+//         ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
+//         for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
+//             util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
+//         }
+//     }
+// }
+//
+// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
+// inline void predict_test() {
+//     // create parameter object
+//     plssvm::parameter<real_type> params;
+//     params.print_info = false;
+//
+//     params.parse_model_file(fmt::format(PLSSVM_TEST_PATH "/data/models/500x200.libsvm.{}.model", kernel));
+//     params.parse_test_file(PLSSVM_TEST_PATH "/data/libsvm/500x200.libsvm.test");
+//
+//     // create C-SVM using the specified backend
+//     csvm_type csvm{ params };
+//
+//     // predict
+//     std::vector<real_type> predicted_values = csvm.predict_label(*params.test_data_ptr);
+//     std::vector<real_type> predicted_values_real = csvm.predict(*params.test_data_ptr);
+//
+//     // read correct prediction
+//     std::ifstream ifs(PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict");
+//     std::string line;
+//     std::vector<real_type> correct_values;
+//     correct_values.reserve(500);
+//     while (std::getline(ifs, line, '\n')) {
+//         correct_values.push_back(plssvm::detail::convert_to<real_type>(line));
+//     }
+//
+//     ASSERT_EQ(correct_values.size(), predicted_values.size());
+//     for (typename std::vector<real_type>::size_type i = 0; i < correct_values.size(); ++i) {
+//         EXPECT_EQ(correct_values[i], predicted_values[i]) << "data point: " << i << " real value: " << predicted_values_real[i];
+//         EXPECT_GT(correct_values[i] * predicted_values_real[i], real_type{ 0 });
+//     }
+//
+//     // empty points should return an empty vector
+//     std::vector<std::vector<real_type>> points;
+//     EXPECT_EQ(std::vector<real_type>{}, csvm.predict(points));
+//
+//     // test exceptions
+//     [[maybe_unused]] std::vector<real_type> acc_vec;
+//     // the number of features of the prediction points must all be the same
+//     points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 } } };
+//     EXPECT_THROW_WHAT(acc_vec = csvm.predict(points), plssvm::exception, "All points in the prediction point vector must have the same number of features!");
+//
+//     // the number of features of the prediction points must match the number of features of the data points
+//     points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 }, real_type{ 4 } } };
+//     EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(points), plssvm::exception, fmt::format("Number of features per data point ({}) must match the number of features per predict point (2)!", params.data_ptr->front().size()));
+//
+//     // alpha values must not be nullptr in order to predict
+//     csvm.get_alpha_ptr() = nullptr;
+//     EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(*params.test_data_ptr), plssvm::exception, "No alphas provided for prediction!");
+// }
+//
+// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
+// inline void accuracy_test() {
+//     // create parameter object
+//     plssvm::parameter<real_type> params;
+//     params.print_info = false;
+//     params.kernel = kernel;
+//
+//     params.parse_train_file(PLSSVM_TEST_FILE);
+//
+//     // create C-SVM using the specified backend
+//     csvm_type csvm{ params };
+//
+//     // learn
+//     csvm.learn();
+//
+//     // predict label and calculate correct accuracy
+//     const std::vector<real_type> label_predicted = csvm.predict_label(*params.data_ptr);
+//     ASSERT_EQ(label_predicted.size(), params.value_ptr->size());
+//     unsigned long long count = 0;
+//     for (typename std::vector<real_type>::size_type i = 0; i < label_predicted.size(); ++i) {
+//         if (label_predicted[i] == (*params.value_ptr)[i]) {
+//             ++count;
+//         }
+//     }
+//     const real_type accuracy_correct = static_cast<real_type>(count) / static_cast<real_type>(label_predicted.size());
+//
+//     // calculate accuracy using the intern data and labels
+//     const real_type accuracy_calculated_intern = csvm.accuracy();
+//     util::gtest_assert_floating_point_eq(accuracy_calculated_intern, accuracy_correct);
+//     // calculate accuracy using external data and labels
+//     const real_type accuracy_calculated_extern = csvm.accuracy(*params.data_ptr, *params.value_ptr);
+//
+//     util::gtest_assert_floating_point_eq(accuracy_calculated_extern, accuracy_correct);
+//
+//     // check single point prediction
+//     const real_type prediction_first_point = csvm.predict_label((*params.data_ptr)[0]);
+//     const real_type accuracy_calculated_single_point_correct = csvm.accuracy((*params.data_ptr)[0], prediction_first_point);
+//     util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_correct, real_type{ 1.0 });
+//     const real_type accuracy_calculated_single_point_wrong = csvm.accuracy((*params.data_ptr)[0], -prediction_first_point);
+//     util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_wrong, real_type{ 0.0 });
+// }
 
 }  // namespace generic
\ No newline at end of file

From 78028915d4d3247380af8fc59f2aaed816835a77 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 15:34:14 +0200
Subject: [PATCH 0388/1010] Add dummy test for the predict_values function.

---
 tests/backends/OpenMP/mock_openmp_csvm.hpp |  1 +
 tests/backends/OpenMP/openmp_csvm.cpp      | 64 ++++++++++++----------
 tests/backends/generic_tests.hpp           | 42 ++++++++++++--
 3 files changed, 74 insertions(+), 33 deletions(-)

diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index ad78ba711..72656fc5d 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -39,6 +39,7 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type::calculate_w;
     using base_type::run_device_kernel;
     using base_type::solve_system_of_linear_equations_impl;
+    using base_type::predict_values_impl;
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 6deb02632..b1e6ef37b 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -16,12 +16,12 @@
 #include "plssvm/parameter.hpp"                   // plssvm::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
-#include "naming.hpp"
-#include "types_to_test.hpp"
 #include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::predict_test, generic::accuracy_test
 #include "custom_test_macros.hpp"
 #include "mock_csvm.hpp"  // mock_csvm
-#include "utility.hpp"    // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
+#include "naming.hpp"
+#include "types_to_test.hpp"
+#include "utility.hpp"  // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
 
 #include "fmt/core.h"
 #include "fmt/ostream.h"
@@ -82,7 +82,15 @@ class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, parameter_types, parameter_definition_to_name);
 
 TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_diagonal) {
-    generic::test_solve_system_of_linear_equations<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);
+    generic::test_solve_system_of_linear_equations<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
+}
+
+template <typename T>
+class OpenMPCSVMPredictValues : public OpenMPCSVM {};
+TYPED_TEST_SUITE(OpenMPCSVMPredictValues, parameter_types, parameter_definition_to_name);
+
+TYPED_TEST(OpenMPCSVMPredictValues, predict_values) {
+    generic::test_predict_values<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -112,6 +120,30 @@ TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
+template <typename T>
+class OpenMPCSVMCalculateW : public OpenMPCSVM {};
+TYPED_TEST_SUITE(OpenMPCSVMCalculateW, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
+    using real_type = TypeParam;
+
+    // create the data that should be used
+    const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
+    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
+
+    // calculate the correct w vector
+    const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
+
+    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
+    const mock_openmp_csvm svm;
+
+    // calculate the w vector using the OpenMP backend
+    const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
+
+    // check the calculated result for correctness
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+}
+
 template <typename T>
 class OpenMPCSVMRunDeviceKernel : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, parameter_types, parameter_definition_to_name);
@@ -145,30 +177,6 @@ TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
     }
 }
 
-template <typename T>
-class OpenMPCSVMCalculateW : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMCalculateW, util::real_type_gtest , naming::real_type_to_name);
-
-TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
-    using real_type = TypeParam;
-
-    // create the data that should be used
-    const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
-    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
-
-    // calculate the correct w vector
-    const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
-
-    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
-    const mock_openmp_csvm svm;
-
-    // calculate the w vector using the OpenMP backend
-    const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
-
-    // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
-}
-
 template <typename T>
 class OpenMPCSVMPredictAndScore : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, parameter_types, parameter_definition_to_name);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index f239fdc28..25a8657de 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -42,7 +42,7 @@
 
 namespace generic {
 
-template <typename real_type, typename csvm_type>
+template <typename real_type, typename mock_csvm_type>
 inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel_type) {
     // create parameter struct
     plssvm::detail::parameter<real_type> params{};
@@ -60,14 +60,46 @@ inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_
     };
     const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 }, real_type{ 4.0 }, real_type{ 5.0 } };
 
-    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::solve_system_of_linear_equations_impl is protected
-    const mock_openmp_csvm svm;
+    // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
 
     // solve the system of linear equations using the CG algorithm: (A + (I * 1 / cost))x =b  => Ix = b => should be trivial x = b
-    const std::pair<std::vector<real_type>, real_type> result = svm.solve_system_of_linear_equations_impl(params, data, rhs, real_type{ 0.00001 }, 1);
+    const std::pair<std::vector<real_type>, real_type> calculated = svm.solve_system_of_linear_equations_impl(params, data, rhs, real_type{ 0.00001 }, 1);
+
+    // check the calculated result for correctness
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(rhs, calculated.first);
+    // TODO: test rho
+}
+
+template <typename real_type, typename mock_csvm_type>
+inline void test_predict_values(const plssvm::kernel_function_type kernel_type) {
+    // create parameter struct
+    plssvm::detail::parameter<real_type> params{};
+    params.kernel_type = kernel_type;
+
+    // create the data that should be used
+    // TODO: meaningful data
+    const std::vector<std::vector<real_type>> support_vectors{ { real_type{ 1.0 } } };
+    const std::vector<real_type> weights{ real_type{ 0.5 } };
+    const real_type rho{};
+    std::vector<real_type> w{};
+    const std::vector<std::vector<real_type>> data{ { real_type{ 2.0 } } };
+
+    // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
+
+    // predict the values using the previously learned support vectors and weights
+    const std::vector<real_type> calculated = svm.predict_values_impl(params, support_vectors, weights, rho, w, data);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(rhs, result.first);
+    ASSERT_EQ(calculated.size(), data.size());
+    // TODO: add other tests
+    // in case of the linear kernel, the w vector should have been filled
+    if (kernel_type == plssvm::kernel_function_type::linear) {
+        EXPECT_EQ(w.size(), support_vectors.front().size());
+    } else {
+        EXPECT_TRUE(w.empty());
+    }
 }
 
 template <typename real_type, typename csvm_type>

From 8f887cf23a87b60430d9b507f694c66d275bce93 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 15:49:59 +0200
Subject: [PATCH 0389/1010] Move type and name functions to the correct
 headers.

---
 tests/backends/OpenMP/openmp_csvm.cpp | 36 ++++-----------------------
 tests/naming.hpp                      | 11 ++++++++
 tests/types_to_test.hpp               | 21 ++++++++++++++++
 3 files changed, 37 insertions(+), 31 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index b1e6ef37b..68fed50ac 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -23,36 +23,10 @@
 #include "types_to_test.hpp"
 #include "utility.hpp"  // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
 
-#include "fmt/core.h"
-#include "fmt/ostream.h"
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ
 
-#include <random>  // std::random_device, std::mt19937, std::uniform_real_distribution
 #include <vector>  // std::vector
 
-template <typename T, plssvm::kernel_function_type kernel>
-struct parameter_definition {
-    using real_type = T;
-    static constexpr plssvm::kernel_function_type kernel_type = kernel;
-};
-
-class parameter_definition_to_name {
-  public:
-    template <typename T>
-    static std::string GetName(int) {
-        return fmt::format("{}__{}", plssvm::detail::arithmetic_type_name<typename T::real_type>(), T::kernel_type);
-    }
-};
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    parameter_definition<float, plssvm::kernel_function_type::linear>,
-    parameter_definition<float, plssvm::kernel_function_type::polynomial>,
-    parameter_definition<float, plssvm::kernel_function_type::rbf>,
-    parameter_definition<double, plssvm::kernel_function_type::linear>,
-    parameter_definition<double, plssvm::kernel_function_type::polynomial>,
-    parameter_definition<double, plssvm::kernel_function_type::rbf>>;
-
 // TODO: kernel??!??!?
 
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
@@ -79,7 +53,7 @@ TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
 
 template <typename T>
 class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, parameter_types, parameter_definition_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_diagonal) {
     generic::test_solve_system_of_linear_equations<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
@@ -87,7 +61,7 @@ TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equati
 
 template <typename T>
 class OpenMPCSVMPredictValues : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMPredictValues, parameter_types, parameter_definition_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMPredictValues, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMPredictValues, predict_values) {
     generic::test_predict_values<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
@@ -95,7 +69,7 @@ TYPED_TEST(OpenMPCSVMPredictValues, predict_values) {
 
 template <typename T>
 class OpenMPCSVMGenerateQ : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMGenerateQ, parameter_types, parameter_definition_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMGenerateQ, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     using real_type = typename TypeParam::real_type;
@@ -146,7 +120,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
 
 template <typename T>
 class OpenMPCSVMRunDeviceKernel : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, parameter_types, parameter_definition_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
     using real_type = typename TypeParam::real_type;
@@ -179,7 +153,7 @@ TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
 
 template <typename T>
 class OpenMPCSVMPredictAndScore : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, parameter_types, parameter_definition_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMPredictAndScore, predict) {
     generic::test_predict<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);
diff --git a/tests/naming.hpp b/tests/naming.hpp
index 0857f45eb..88564c836 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -209,6 +209,17 @@ class real_type_label_type_combination_to_name {
     }
 };
 
+/**
+ * @brief A class used to map all real type and kernel function combinations to a readable name in the GTest test case name.
+ */
+class real_type_kernel_function_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}__{}", plssvm::detail::arithmetic_type_name<typename T::real_type>(), T::kernel_type);
+    }
+};
+
 ////////////////////////////////////////////////////////////////////////////////
 ////                   PRETTY PRINT PARAMETERIZED TESTS                     ////
 ////////////////////////////////////////////////////////////////////////////////
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 0844f92fd..83dafb565 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -15,6 +15,7 @@
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::replace_all
 #include "plssvm/detail/utility.hpp"         // plssvm::always_false_v
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // ::testing::Types, FAIL()
@@ -125,6 +126,26 @@ using real_type_label_type_combination_list = detail::cartesian_type_product_t<r
 /// The cartesian product of all real types and label types usable in google test
 using real_type_label_type_combination_gtest = detail::tuple_to_gtest_types_t<real_type_label_type_combination_list>;
 
+/**
+ * @brief Encapsulates a combination of a used `real_type` (`float` or `double`) and a `plssvm::kernel_function_type`.
+ * @tparam T the used `real_type`
+ * @tparam kernel the `plssvm::kernel_function_type`
+ */
+template <typename T, plssvm::kernel_function_type kernel>
+struct parameter_definition {
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+/// A type list of all supported real_type and kernel_function_type combinations.
+using real_type_kernel_function_gtest = ::testing::Types<
+    parameter_definition<float, plssvm::kernel_function_type::linear>,
+    parameter_definition<float, plssvm::kernel_function_type::polynomial>,
+    parameter_definition<float, plssvm::kernel_function_type::rbf>,
+    parameter_definition<double, plssvm::kernel_function_type::linear>,
+    parameter_definition<double, plssvm::kernel_function_type::polynomial>,
+    parameter_definition<double, plssvm::kernel_function_type::rbf>>;
+
 /**
  * @brief Get two distinct labels based on the provided label type.
  * @details The distinct label values must be provided in increasing order (for a defined order in `std::map`).

From 2105fa291764c551302e6f348d51ec0547e1b569 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 15:56:54 +0200
Subject: [PATCH 0390/1010] Update includes.

---
 tests/backends/OpenMP/openmp_csvm.cpp | 26 +++++++++++++-------------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 68fed50ac..64beab77e 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -12,18 +12,18 @@
 
 #include "plssvm/backends/OpenMP/csvm.hpp"        // plssvm::openmp::csvm
 #include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
+#include "plssvm/data_set.hpp"                    // plssvm::data_set
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                   // plssvm::parameter
+#include "plssvm/parameter.hpp"                   // plssvm::detail::data_set
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
-#include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::predict_test, generic::accuracy_test
-#include "custom_test_macros.hpp"
-#include "mock_csvm.hpp"  // mock_csvm
-#include "naming.hpp"
-#include "types_to_test.hpp"
-#include "utility.hpp"  // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, util::gtest_assert_floating_point_near, EXPECT_THROW_WHAT
+#include "backends/generic_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
+#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
+#include "types_to_test.hpp"           // util::{real_type_kernel_function_gtest, real_type_gtest}
+#include "utility.hpp"                 // util::{redirect_output, generate_random_vector}
 
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, ASSERT_EQ
+#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
 
 #include <vector>  // std::vector
 
@@ -53,7 +53,7 @@ TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
 
 template <typename T>
 class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_diagonal) {
     generic::test_solve_system_of_linear_equations<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
@@ -61,7 +61,7 @@ TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equati
 
 template <typename T>
 class OpenMPCSVMPredictValues : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMPredictValues, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMPredictValues, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMPredictValues, predict_values) {
     generic::test_predict_values<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
@@ -69,7 +69,7 @@ TYPED_TEST(OpenMPCSVMPredictValues, predict_values) {
 
 template <typename T>
 class OpenMPCSVMGenerateQ : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMGenerateQ, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMGenerateQ, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     using real_type = typename TypeParam::real_type;
@@ -120,7 +120,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
 
 template <typename T>
 class OpenMPCSVMRunDeviceKernel : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
     using real_type = typename TypeParam::real_type;
@@ -153,7 +153,7 @@ TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
 
 template <typename T>
 class OpenMPCSVMPredictAndScore : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, util::real_type_kernel_function_gtest , naming::real_type_kernel_function_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(OpenMPCSVMPredictAndScore, predict) {
     generic::test_predict<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);

From 789fbbfe56403a5d5b7b3d79558e857d2fecb015 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 16:05:31 +0200
Subject: [PATCH 0391/1010] Fix wrong csvm_type.

---
 tests/backends/generic_tests.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 25a8657de..514743b21 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -141,7 +141,7 @@ inline void test_score(const plssvm::kernel_function_type kernel_type) {
     const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
 
     // create C-SVM
-    const plssvm::openmp::csvm svm{ params };
+    const csvm_type svm{ params };
 
     // predict label
     const real_type calculated = svm.score(model, test_data);

From 581e4f5935d7bb726758a93797bd47216a407092 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 18 Oct 2022 16:05:39 +0200
Subject: [PATCH 0392/1010] Update and fix includes.

---
 tests/backends/OpenMP/openmp_csvm.cpp |   1 +
 tests/backends/generic_tests.hpp      | 126 +++-----------------------
 2 files changed, 12 insertions(+), 115 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 64beab77e..ad5d1e479 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -17,6 +17,7 @@
 #include "plssvm/parameter.hpp"                   // plssvm::detail::data_set
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
+#include "backends/compare.hpp"        // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
 #include "backends/generic_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
 #include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
 #include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 514743b21..841f5970d 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -11,34 +11,22 @@
 
 #pragma once
 
-#include "backends/compare.hpp"  // compare::generate_q, compare::kernel_function, compare::device_kernel_function
-#include "mock_csvm.hpp"         // mock_csvm
-#include "utility.hpp"           // util::gtest_assert_floating_point_near, util::gtest_assert_floating_point_eq, util::gtest_expect_correct_csvm_factory, util::create_temp_file
+#include "plssvm/data_set.hpp"               // plssvm::data_set
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/model.hpp"                  // plssvm::model
+#include "plssvm/parameter.hpp"              // plssvm::detail::parameter
 
-#include "plssvm/backend_types.hpp"                         // plssvm::backend_type
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
-#include "plssvm/constants.hpp"                             // plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
-#include "plssvm/csvm_factory.hpp"
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception
-#include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                 // plssvm::parameter
-
-#include "custom_test_macros.hpp"
+#include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_VECTOR_NEAR
 
 #include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
-#include "gmock/gmock.h"  // EXPECT_THAT
-#include "gtest/gtest.h"  // ASSERT_GT, ASSERT_TRUE, ASSERT_EQ, EXPECT_EQ, EXPECT_GT, testing::ContainsRegex, testing::StaticAssertTypeEq
+#include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE
 
-#include <algorithm>   // std::generate
-#include <filesystem>  // std::filesystem::remove
-#include <fstream>     // std::ifstream
-#include <random>      // std::random_device, std::mt19937, std::uniform_real_distribution
-#include <regex>       // std::regex, std::regex_match
-#include <string>      // std::string, std::getline
-#include <vector>      // std::vector
+#include <cmath>     // std::sqrt
+#include <fstream>   // std::ifstream
+#include <iterator>  // std::istream_iterator
+#include <utility>   // std::pair
+#include <vector>    // std::vector
 
 namespace generic {
 
@@ -258,97 +246,5 @@ inline void test_score(const plssvm::kernel_function_type kernel_type) {
 //         }
 //     }
 // }
-//
-// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-// inline void predict_test() {
-//     // create parameter object
-//     plssvm::parameter<real_type> params;
-//     params.print_info = false;
-//
-//     params.parse_model_file(fmt::format(PLSSVM_TEST_PATH "/data/models/500x200.libsvm.{}.model", kernel));
-//     params.parse_test_file(PLSSVM_TEST_PATH "/data/libsvm/500x200.libsvm.test");
-//
-//     // create C-SVM using the specified backend
-//     csvm_type csvm{ params };
-//
-//     // predict
-//     std::vector<real_type> predicted_values = csvm.predict_label(*params.test_data_ptr);
-//     std::vector<real_type> predicted_values_real = csvm.predict(*params.test_data_ptr);
-//
-//     // read correct prediction
-//     std::ifstream ifs(PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict");
-//     std::string line;
-//     std::vector<real_type> correct_values;
-//     correct_values.reserve(500);
-//     while (std::getline(ifs, line, '\n')) {
-//         correct_values.push_back(plssvm::detail::convert_to<real_type>(line));
-//     }
-//
-//     ASSERT_EQ(correct_values.size(), predicted_values.size());
-//     for (typename std::vector<real_type>::size_type i = 0; i < correct_values.size(); ++i) {
-//         EXPECT_EQ(correct_values[i], predicted_values[i]) << "data point: " << i << " real value: " << predicted_values_real[i];
-//         EXPECT_GT(correct_values[i] * predicted_values_real[i], real_type{ 0 });
-//     }
-//
-//     // empty points should return an empty vector
-//     std::vector<std::vector<real_type>> points;
-//     EXPECT_EQ(std::vector<real_type>{}, csvm.predict(points));
-//
-//     // test exceptions
-//     [[maybe_unused]] std::vector<real_type> acc_vec;
-//     // the number of features of the prediction points must all be the same
-//     points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 } } };
-//     EXPECT_THROW_WHAT(acc_vec = csvm.predict(points), plssvm::exception, "All points in the prediction point vector must have the same number of features!");
-//
-//     // the number of features of the prediction points must match the number of features of the data points
-//     points = { { real_type{ 1 }, real_type{ 2 } }, { real_type{ 3 }, real_type{ 4 } } };
-//     EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(points), plssvm::exception, fmt::format("Number of features per data point ({}) must match the number of features per predict point (2)!", params.data_ptr->front().size()));
-//
-//     // alpha values must not be nullptr in order to predict
-//     csvm.get_alpha_ptr() = nullptr;
-//     EXPECT_THROW_WHAT(acc_vec = csvm.predict_label(*params.test_data_ptr), plssvm::exception, "No alphas provided for prediction!");
-// }
-//
-// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-// inline void accuracy_test() {
-//     // create parameter object
-//     plssvm::parameter<real_type> params;
-//     params.print_info = false;
-//     params.kernel = kernel;
-//
-//     params.parse_train_file(PLSSVM_TEST_FILE);
-//
-//     // create C-SVM using the specified backend
-//     csvm_type csvm{ params };
-//
-//     // learn
-//     csvm.learn();
-//
-//     // predict label and calculate correct accuracy
-//     const std::vector<real_type> label_predicted = csvm.predict_label(*params.data_ptr);
-//     ASSERT_EQ(label_predicted.size(), params.value_ptr->size());
-//     unsigned long long count = 0;
-//     for (typename std::vector<real_type>::size_type i = 0; i < label_predicted.size(); ++i) {
-//         if (label_predicted[i] == (*params.value_ptr)[i]) {
-//             ++count;
-//         }
-//     }
-//     const real_type accuracy_correct = static_cast<real_type>(count) / static_cast<real_type>(label_predicted.size());
-//
-//     // calculate accuracy using the intern data and labels
-//     const real_type accuracy_calculated_intern = csvm.accuracy();
-//     util::gtest_assert_floating_point_eq(accuracy_calculated_intern, accuracy_correct);
-//     // calculate accuracy using external data and labels
-//     const real_type accuracy_calculated_extern = csvm.accuracy(*params.data_ptr, *params.value_ptr);
-//
-//     util::gtest_assert_floating_point_eq(accuracy_calculated_extern, accuracy_correct);
-//
-//     // check single point prediction
-//     const real_type prediction_first_point = csvm.predict_label((*params.data_ptr)[0]);
-//     const real_type accuracy_calculated_single_point_correct = csvm.accuracy((*params.data_ptr)[0], prediction_first_point);
-//     util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_correct, real_type{ 1.0 });
-//     const real_type accuracy_calculated_single_point_wrong = csvm.accuracy((*params.data_ptr)[0], -prediction_first_point);
-//     util::gtest_assert_floating_point_eq(accuracy_calculated_single_point_wrong, real_type{ 0.0 });
-// }
 
 }  // namespace generic
\ No newline at end of file

From 1df058d9b268a9b72ba4f0fd8e2dec681f3c0d5a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 09:10:45 +0200
Subject: [PATCH 0393/1010] Add constructor to the parameter class that accepts
 named parameter. Simplify, csvm function using this new constructor.

---
 include/plssvm/csvm.hpp          | 104 +++++++-----------------------
 include/plssvm/parameter.hpp     | 105 ++++++++++++++++++++++++++++---
 tests/backends/generic_tests.hpp |  21 +++----
 tests/parameter.cpp              |  62 ++++++++++++++++++
 4 files changed, 190 insertions(+), 102 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index dae636113..5a1bb2339 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -22,7 +22,7 @@
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 #include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::get_value_from_named_parameter
 
 #include "fmt/core.h"     // fmt::format, fmt::print
 #include "igor/igor.hpp"  // igor::parser
@@ -78,7 +78,7 @@ class csvm {
      * @brief Return the currently used SVM parameter.
      * @return the SVM parameter (`[[nodiscard]]`)
      */
-    [[nodiscard]] parameter get_params() const noexcept { return params_; } // static_assert
+    [[nodiscard]] parameter get_params() const noexcept { return params_; }
 
     /**
      * @brief Override the old SVM parameter with the new @p params.
@@ -180,18 +180,6 @@ class csvm {
      */
     void sanity_check_parameter() const;
 
-    /**
-     * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.
-     * @tparam ExpectedType the type the value of the named argument should be converted to
-     * @tparam IgorParser the type of the named argument parser
-     * @tparam ProvidedType the type of the named argument (necessary since their are struct tags)
-     * @param[in] parser the named argument parser
-     * @param[in] named_arg the named argument
-     * @return the value of @p named_arg converted to @p ExpectedType (`[[nodiscard]]`)
-     */
-    template <typename ExpectedType, typename IgorParser, typename ProvidedType>
-    [[nodiscard]] ExpectedType get_value_from_named_parameter(const IgorParser &parser, const ProvidedType &named_arg) const;
-
     /// The SVM parameter (e.g., cost, degree, gamma, coef0) currently in use.
     parameter params_{};
 };
@@ -202,58 +190,33 @@ inline csvm::csvm(parameter params) :
 }
 
 template <typename... Args>
-csvm::csvm(kernel_function_type kernel, Args &&...named_args) {
-    this->set_params(kernel_type = kernel, std::forward<Args>(named_args)...);
+csvm::csvm(kernel_function_type kernel, Args &&...named_args) :
+    params_{ plssvm::kernel_type = kernel, std::forward<Args>(named_args)... } {
+    this->sanity_check_parameter();
 }
 
 template <typename... Args>
 void csvm::set_params(Args &&...named_args) {
-    igor::parser parser{ std::forward<Args>(named_args)... };
+    static_assert(sizeof...(Args) > 0, "At least one named parameter mus be given when calling set_params()!");
 
-    // compile time check: only named parameter are permitted
-    static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
-    // compile time check: each named parameter must only be passed once
-    static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
-    // compile time check: only some named parameters are allowed // TODO: SYCL
-    static_assert(!parser.has_other_than(kernel_type, gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
-
-    // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
-    [[maybe_unused]] const auto print_warning = [](const std::string_view param_name, const kernel_function_type kernel) {
-        std::clog << fmt::format("{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_function_type_to_math_string(kernel)) << std::endl;
-    };
+    // create new parameter struct which is responsible for parsing the named_args
+    parameter provided_params{ std::forward<Args>(named_args)... };
 
-    // compile time/runtime check: the values must have the correct types
-    if constexpr (parser.has(kernel_type)) {
-        // get the value of the provided named parameter
-        params_.kernel_type = get_value_from_named_parameter<typename decltype(params_.kernel_type)::value_type>(parser, kernel_type);
+    // set the value of params_ if and only if the respective value in provided_params isn't the default value
+    if (!provided_params.kernel_type.is_default()) {
+        params_.kernel_type = provided_params.kernel_type.value();
     }
-    if constexpr (parser.has(gamma)) {
-        // get the value of the provided named parameter
-        params_.gamma = get_value_from_named_parameter<typename decltype(params_.gamma)::value_type>(parser, gamma);
-        // runtime check: the value may only be used with a specific kernel type
-        if (params_.kernel_type == kernel_function_type::linear) {
-            print_warning("gamma", params_.kernel_type);
-        }
+    if (!provided_params.gamma.is_default()) {
+        params_.gamma = provided_params.gamma.value();
     }
-    if constexpr (parser.has(degree)) {
-        // get the value of the provided named parameter
-        params_.degree = get_value_from_named_parameter<typename decltype(params_.degree)::value_type>(parser, degree);
-        // runtime check: the value may only be used with a specific kernel type
-        if (params_.kernel_type == kernel_function_type::linear || params_.kernel_type == kernel_function_type::rbf) {
-            print_warning("degree", params_.kernel_type);
-        }
+    if (!provided_params.degree.is_default()) {
+        params_.degree = provided_params.degree.value();
     }
-    if constexpr (parser.has(coef0)) {
-        // get the value of the provided named parameter
-        params_.coef0 = get_value_from_named_parameter<typename decltype(params_.coef0)::value_type>(parser, coef0);
-        // runtime check: the value may only be used with a specific kernel type
-        if (params_.kernel_type == kernel_function_type::linear || params_.kernel_type == kernel_function_type::rbf) {
-            print_warning("coef0", params_.kernel_type);
-        }
+    if (!provided_params.coef0.is_default()) {
+        params_.coef0 = provided_params.coef0.value();
     }
-    if constexpr (parser.has(cost)) {
-        // get the value of the provided named parameter
-        params_.cost = get_value_from_named_parameter<typename decltype(params_.cost)::value_type>(parser, cost);
+    if (!provided_params.cost.is_default()) {
+        params_.cost = provided_params.cost.value();
     }
 
     // check if parameters make sense
@@ -278,7 +241,7 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
     // compile time/runtime check: the values must have the correct types
     if constexpr (parser.has(epsilon)) {
         // get the value of the provided named parameter
-        epsilon_val = get_value_from_named_parameter<typename decltype(epsilon_val)::value_type>(parser, epsilon);
+        epsilon_val = detail::get_value_from_named_parameter<typename decltype(epsilon_val)::value_type>(parser, epsilon);
         // check if value makes sense
         if (epsilon_val <= static_cast<typename decltype(epsilon_val)::value_type>(0)) {
             throw invalid_parameter_exception{ fmt::format("epsilon must be less than 0.0, but is {}!", epsilon_val) };
@@ -286,7 +249,7 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
     }
     if constexpr (parser.has(max_iter)) {
         // get the value of the provided named parameter
-        max_iter_val = get_value_from_named_parameter<typename decltype(max_iter_val)::value_type>(parser, max_iter);
+        max_iter_val = detail::get_value_from_named_parameter<typename decltype(max_iter_val)::value_type>(parser, max_iter);
         // check if value makes sense
         if (max_iter_val == static_cast<typename decltype(max_iter_val)::value_type>(0)) {
             throw invalid_parameter_exception{ fmt::format("max_iter must be greater than 0, but is {}!", max_iter_val) };
@@ -381,8 +344,7 @@ inline void csvm::sanity_check_parameter() const {
     }
 
     // gamma: must be greater than 0 IF explicitly provided, but only in the polynomial and rbf kernel
-    if ((params_.kernel_type == kernel_function_type::polynomial || params_.kernel_type == kernel_function_type::rbf) &&
-        !params_.gamma.is_default() && params_.gamma.value() <= 0.0) {
+    if ((params_.kernel_type == kernel_function_type::polynomial || params_.kernel_type == kernel_function_type::rbf) && !params_.gamma.is_default() && params_.gamma.value() <= 0.0) {
         throw invalid_parameter_exception{ fmt::format("gamma must be greater than 0.0, but is {}!", params_.gamma) };
     }
     // degree: all allowed
@@ -390,24 +352,6 @@ inline void csvm::sanity_check_parameter() const {
     // cost: all allowed
 }
 
-template <typename ExpectedType, typename IgorParser, typename NamedArgType>
-ExpectedType csvm::get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) const {
-    using parsed_named_arg_type = detail::remove_cvref_t<decltype(parser(named_arg))>;
-    // check whether a plssvm::default_value (e.g., plssvm::default_value<double>) or unwrapped normal value (e.g., double) has been provided
-    if constexpr (is_default_value_v<parsed_named_arg_type>) {
-        static_assert(std::is_convertible_v<typename parsed_named_arg_type::value_type, ExpectedType>, "Cannot convert the wrapped default value to the expected type!");
-        // a plssvm::default_value has been provided (e.g., plssvm::default_value<double>)
-        return static_cast<ExpectedType>(parser(named_arg).value());
-    } else if constexpr (std::is_convertible_v<parsed_named_arg_type, ExpectedType>) {
-        // an unwrapped value has been provided (e.g., double)
-        return static_cast<ExpectedType>(parser(named_arg));
-    } else {
-        static_assert(plssvm::detail::always_false_v<ExpectedType>, "The named parameter must be of type plssvm::default_value or a built-in type!");
-    }
-    // may never been reached
-    detail::unreachable();
-}
-
 namespace detail {
 
 /**
@@ -417,7 +361,7 @@ namespace detail {
 template <typename T>
 struct csvm_backend_exists : std::false_type {};
 
-}
+}  // namespace detail
 
 /**
  * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any const, volatile, and reference qualifiers.
@@ -433,8 +377,6 @@ struct csvm_backend_exists : detail::csvm_backend_exists<detail::remove_cvref_t<
 template <typename T>
 constexpr bool csvm_backend_exists_v = csvm_backend_exists<T>::value;
 
-
-
 }  // namespace plssvm
 
 #endif  // PLSSVM_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 696ee1b75..4befa9617 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -13,14 +13,18 @@
 #define PLSSVM_PARAMETER_HPP_
 #pragma once
 
-#include "plssvm/default_value.hpp"          // plssvm::default_value
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::is_default_value_v
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::{remove_cvref_t, always_false_v, unreachable}
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 
-#include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // be able to output custom types with an operator<< overload using fmt
+#include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT, igor::parser
 
 #include <iosfwd>       // forward declare std::ostream
-#include <string>       // std::string
-#include <type_traits>  // std::is_same_v
+#include <iostream>     // std::clog, std::endl
+#include <string_view>  // std::string_view
+#include <type_traits>  // std::is_same_v, std::is_convertible_v
 
 namespace plssvm {
 
@@ -46,6 +50,33 @@ IGOR_MAKE_NAMED_ARGUMENT(sycl_kernel_invocation_type);
 
 namespace detail {
 
+/**
+ * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.
+ * @tparam ExpectedType the type the value of the named argument should be converted to
+ * @tparam IgorParser the type of the named argument parser
+ * @tparam ProvidedType the type of the named argument (necessary since their are struct tags)
+ * @param[in] parser the named argument parser
+ * @param[in] named_arg the named argument
+ * @return the value of @p named_arg converted to @p ExpectedType (`[[nodiscard]]`)
+ */
+template <typename ExpectedType, typename IgorParser, typename NamedArgType>
+ExpectedType get_value_from_named_parameter(const IgorParser &parser, const NamedArgType &named_arg) {
+    using parsed_named_arg_type = detail::remove_cvref_t<decltype(parser(named_arg))>;
+    // check whether a plssvm::default_value (e.g., plssvm::default_value<double>) or unwrapped normal value (e.g., double) has been provided
+    if constexpr (is_default_value_v<parsed_named_arg_type>) {
+        static_assert(std::is_convertible_v<typename parsed_named_arg_type::value_type, ExpectedType>, "Cannot convert the wrapped default value to the expected type!");
+        // a plssvm::default_value has been provided (e.g., plssvm::default_value<double>)
+        return static_cast<ExpectedType>(parser(named_arg).value());
+    } else if constexpr (std::is_convertible_v<parsed_named_arg_type, ExpectedType>) {
+        // an unwrapped value has been provided (e.g., double)
+        return static_cast<ExpectedType>(parser(named_arg));
+    } else {
+        static_assert(detail::always_false_v<ExpectedType>, "The named parameter must be of type plssvm::default_value or a built-in type!");
+    }
+    // may never been reached
+    detail::unreachable();
+}
+
 /**
  * @brief Base class for encapsulating all important C-SVM parameters.
  * @tparam T the used real_type, must either be `float` or `double`
@@ -78,6 +109,62 @@ struct parameter {
         coef0 = coef0_p;
         cost = cost_p;
     }
+    /**
+     * @brief Construct a parameter set by overwriting the SVM parameters' default values that are provided using named arguments.
+     * @tparam Args the type of the named-parameters
+     * @param[in] named_args the potential named-parameters
+     */
+    template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+    constexpr explicit parameter(Args &&...named_args) noexcept {
+        igor::parser parser{ std::forward<Args>(named_args)... };
+
+        // compile time check: only named parameter are permitted
+        static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
+        // compile time check: each named parameter must only be passed once
+        static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
+        // compile time check: only some named parameters are allowed // TODO: SYCL
+        static_assert(!parser.has_other_than(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost, plssvm::sycl_implementation_type, plssvm::sycl_kernel_invocation_type),
+                      "An illegal named parameter has been passed!");
+
+        // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
+        [[maybe_unused]] const auto print_warning = [](const std::string_view param_name, const kernel_function_type kernel) {
+            std::clog << fmt::format("{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_function_type_to_math_string(kernel)) << std::endl;
+        };
+
+        // compile time/runtime check: the values must have the correct types
+        if constexpr (parser.has(plssvm::kernel_type)) {
+            // get the value of the provided named parameter
+            kernel_type = get_value_from_named_parameter<typename decltype(kernel_type)::value_type>(parser, plssvm::kernel_type);
+        }
+        if constexpr (parser.has(plssvm::gamma)) {
+            // get the value of the provided named parameter
+            gamma = get_value_from_named_parameter<typename decltype(gamma)::value_type>(parser, plssvm::gamma);
+            // runtime check: the value may only be used with a specific kernel type
+            if (kernel_type == kernel_function_type::linear) {
+                print_warning("gamma", kernel_type);
+            }
+        }
+        if constexpr (parser.has(plssvm::degree)) {
+            // get the value of the provided named parameter
+            degree = get_value_from_named_parameter<typename decltype(degree)::value_type>(parser, plssvm::degree);
+            // runtime check: the value may only be used with a specific kernel type
+            if (kernel_type == kernel_function_type::linear || kernel_type == kernel_function_type::rbf) {
+                print_warning("degree", kernel_type);
+            }
+        }
+        if constexpr (parser.has(plssvm::coef0)) {
+            // get the value of the provided named parameter
+            coef0 = get_value_from_named_parameter<typename decltype(coef0)::value_type>(parser, plssvm::coef0);
+            // runtime check: the value may only be used with a specific kernel type
+            if (kernel_type == kernel_function_type::linear || kernel_type == kernel_function_type::rbf) {
+                print_warning("coef0", kernel_type);
+            }
+        }
+        if constexpr (parser.has(plssvm::cost)) {
+            // get the value of the provided named parameter
+            cost = get_value_from_named_parameter<typename decltype(cost)::value_type>(parser, plssvm::cost);
+        }
+    }
 
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
     default_value<kernel_function_type> kernel_type{ default_init<kernel_function_type>{ kernel_function_type::linear } };
@@ -93,10 +180,10 @@ struct parameter {
     /**
      * @brief Convert a `plssvm::parameter<T>`to a `plssvm::parameter<U>` (i.e., conversion between float <-> double).
      * @tparam U the type to convert to
-     * @return the `plssvm::parameter` values converted to @p U
+     * @return the `plssvm::parameter` values converted to @p U (`[[nodiscard]]`)
      */
     template <typename U>
-    constexpr explicit operator parameter<U>() const {
+    [[nodiscard]] constexpr explicit operator parameter<U>() const {
         if constexpr (std::is_same_v<U, real_type>) {
             // no special conversions needed
             return parameter<real_type>{ *this };
@@ -114,7 +201,7 @@ struct parameter {
      * @param[in] other the other parameter set to compare this one with
      * @return `true` if both parameter sets are equivalent, `false` otherwise (`[[nodiscard]]`)
      */
-    constexpr bool equivalent(const parameter &other) const noexcept {
+    [[nodiscard]] constexpr bool equivalent(const parameter &other) const noexcept {
         // equality check, but only the member variables that a necessary for the current kernel type are compared!
         // cannot be equal if both parameters have different kernel types
         if (kernel_type != other.kernel_type) {
@@ -185,7 +272,7 @@ template <typename T>
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 
-}
+}  // namespace detail
 
 using parameter = detail::parameter<double>;
 
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 841f5970d..dabc12fb4 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -60,10 +60,9 @@ inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_
 }
 
 template <typename real_type, typename mock_csvm_type>
-inline void test_predict_values(const plssvm::kernel_function_type kernel_type) {
+inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     // create parameter struct
-    plssvm::detail::parameter<real_type> params{};
-    params.kernel_type = kernel_type;
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
 
     // create the data that should be used
     // TODO: meaningful data
@@ -83,7 +82,7 @@ inline void test_predict_values(const plssvm::kernel_function_type kernel_type)
     ASSERT_EQ(calculated.size(), data.size());
     // TODO: add other tests
     // in case of the linear kernel, the w vector should have been filled
-    if (kernel_type == plssvm::kernel_function_type::linear) {
+    if (kernel == plssvm::kernel_function_type::linear) {
         EXPECT_EQ(w.size(), support_vectors.front().size());
     } else {
         EXPECT_TRUE(w.empty());
@@ -91,16 +90,15 @@ inline void test_predict_values(const plssvm::kernel_function_type kernel_type)
 }
 
 template <typename real_type, typename csvm_type>
-inline void test_predict(const plssvm::kernel_function_type kernel_type) {
+inline void test_predict(const plssvm::kernel_function_type kernel) {
     // create parameter struct
-    plssvm::parameter params{};
-    params.kernel_type = kernel_type;
+    const plssvm::parameter params{ plssvm::kernel_type = kernel };
 
     // create data set to be used
     const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
 
     // read the previously learned model
-    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
 
     // create C-SVM
     const csvm_type svm{ params };
@@ -117,16 +115,15 @@ inline void test_predict(const plssvm::kernel_function_type kernel_type) {
 }
 
 template <typename real_type, typename csvm_type>
-inline void test_score(const plssvm::kernel_function_type kernel_type) {
+inline void test_score(const plssvm::kernel_function_type kernel) {
     // create parameter struct
-    plssvm::parameter params{};
-    params.kernel_type = kernel_type;
+    plssvm::parameter params{ plssvm::kernel_type = kernel };
 
     // create data set to be used
     const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
 
     // read the previously learned model
-    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel_type) };
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
 
     // create C-SVM
     const csvm_type svm{ params };
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 30731f76a..b2f4af12c 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -68,6 +68,68 @@ TYPED_TEST(Parameter, construct) {
     EXPECT_FLOATING_POINT_EQ(param.cost.value(), real_type{ 0.05 });
     EXPECT_FLOATING_POINT_EQ(param.cost.get_default(), real_type{ 1.0 });
 }
+TYPED_TEST(Parameter, construct_named_args_all) {
+    using real_type = TypeParam;
+    // construct a parameter set explicitly overwriting the default values using named parameters
+    const plssvm::detail::parameter<real_type> param{
+        plssvm::kernel_type = plssvm::kernel_function_type::polynomial,
+        plssvm::degree = 1,
+        plssvm::gamma = -1.0,
+        plssvm::coef0 = 2.5,
+        plssvm::cost = 0.05
+    };
+
+    // test default values
+    EXPECT_FALSE(param.kernel_type.is_default());
+    EXPECT_EQ(param.kernel_type.value(), plssvm::kernel_function_type::polynomial);
+    EXPECT_EQ(param.kernel_type.get_default(), plssvm::kernel_function_type::linear);
+
+    EXPECT_FALSE(param.degree.is_default());
+    EXPECT_EQ(param.degree.value(), 1);
+    EXPECT_EQ(param.degree.get_default(), 3);
+
+    EXPECT_FALSE(param.gamma.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.gamma.value(), real_type{ -1.0 });
+    EXPECT_FLOATING_POINT_EQ(param.gamma.get_default(), real_type{ 0.0 });
+
+    EXPECT_FALSE(param.coef0.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.coef0.value(), real_type{ 2.5 });
+    EXPECT_FLOATING_POINT_EQ(param.coef0.get_default(), real_type{ 0.0 });
+
+    EXPECT_FALSE(param.cost.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.cost.value(), real_type{ 0.05 });
+    EXPECT_FLOATING_POINT_EQ(param.cost.get_default(), real_type{ 1.0 });
+}
+TYPED_TEST(Parameter, construct_named_args) {
+    using real_type = TypeParam;
+    // construct a parameter set explicitly overwriting some default values using named parameters
+    const plssvm::detail::parameter<real_type> param{
+        plssvm::kernel_type = plssvm::kernel_function_type::polynomial,
+        plssvm::cost = 0.05,
+        plssvm::gamma = -1.0
+    };
+
+    // test default values
+    EXPECT_FALSE(param.kernel_type.is_default());
+    EXPECT_EQ(param.kernel_type.value(), plssvm::kernel_function_type::polynomial);
+    EXPECT_EQ(param.kernel_type.get_default(), plssvm::kernel_function_type::linear);
+
+    EXPECT_TRUE(param.degree.is_default());
+    EXPECT_EQ(param.degree.value(), 3);
+    EXPECT_EQ(param.degree.get_default(), 3);
+
+    EXPECT_FALSE(param.gamma.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.gamma.value(), real_type{ -1.0 });
+    EXPECT_FLOATING_POINT_EQ(param.gamma.get_default(), real_type{ 0.0 });
+
+    EXPECT_TRUE(param.coef0.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.coef0.value(), real_type{ 0.0 });
+    EXPECT_FLOATING_POINT_EQ(param.coef0.get_default(), real_type{ 0.0 });
+
+    EXPECT_FALSE(param.cost.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.cost.value(), real_type{ 0.05 });
+    EXPECT_FLOATING_POINT_EQ(param.cost.get_default(), real_type{ 1.0 });
+}
 
 TEST(Parameter, conversion_double_to_float) {
     const plssvm::detail::parameter<double> from{};

From e200a415c227f6fd21c795c5fab984870b0f5a14 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 09:29:16 +0200
Subject: [PATCH 0394/1010] Replace fmt::print with std::cout << fmt::format.

---
 src/plssvm/backends/OpenMP/csvm.cpp | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 3e321bdda..2935f6e73 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -99,14 +99,14 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     const auto output_iteration_duration = [&]() {
         std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        fmt::print("Done in {}.\n", iteration_duration);
+        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
         if (verbose) {
-            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
+            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         }
         iteration_start_time = std::chrono::steady_clock::now();
 
@@ -152,11 +152,12 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         }
     }
     if (verbose) {
-        fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                   std::min(iter + 1, max_iter),
-                   delta,
-                   eps * eps * delta0,
-                   average_iteration_time / std::min(iter + 1, max_iter));
+        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
+                                 std::min(iter + 1, max_iter),
+                                 delta,
+                                 eps * eps * delta0,
+                                 average_iteration_time / std::min(iter + 1, max_iter))
+                  << std::endl;
     }
 
     // calculate bias

From d0153bc135d81c899ecd4c4717729e271ef66846 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 09:46:42 +0200
Subject: [PATCH 0395/1010] Add header guards and OpenMP data sharing
 attributes (where possible).

---
 include/plssvm/backends/OpenMP/exceptions.hpp |  6 +++++-
 include/plssvm/backends/OpenMP/q_kernel.hpp   |  6 +++++-
 include/plssvm/backends/OpenMP/svm_kernel.hpp |  6 +++++-
 src/plssvm/backends/OpenMP/q_kernel.cpp       | 10 +++++-----
 src/plssvm/backends/OpenMP/svm_kernel.cpp     |  6 +++---
 tests/backends/generic_tests.hpp              |  6 ++----
 6 files changed, 25 insertions(+), 15 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/exceptions.hpp b/include/plssvm/backends/OpenMP/exceptions.hpp
index b5ccf67c5..5a440ebb7 100644
--- a/include/plssvm/backends/OpenMP/exceptions.hpp
+++ b/include/plssvm/backends/OpenMP/exceptions.hpp
@@ -9,6 +9,8 @@
  * @brief Implements custom exception classes specific to the OpenMP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENMP_EXCEPTIONS_HPP_
+#define PLSSVM_BACKENDS_OPENMP_EXCEPTIONS_HPP_
 #pragma once
 
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
@@ -31,4 +33,6 @@ class backend_exception : public exception {
     explicit backend_exception(const std::string &msg, source_location loc = source_location::current());
 };
 
-}  // namespace plssvm::openmp
\ No newline at end of file
+}  // namespace plssvm::openmp
+
+#endif  // PLSSVM_BACKENDS_OPENMP_EXCEPTIONS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenMP/q_kernel.hpp b/include/plssvm/backends/OpenMP/q_kernel.hpp
index aeb800c6a..266e6062f 100644
--- a/include/plssvm/backends/OpenMP/q_kernel.hpp
+++ b/include/plssvm/backends/OpenMP/q_kernel.hpp
@@ -9,6 +9,8 @@
  * @brief Defines OpenMP functions for generating the `q` vector.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENMP_Q_KERNEL_HPP_
+#define PLSSVM_BACKENDS_OPENMP_Q_KERNEL_HPP_
 #pragma once
 
 #include <vector>  // std::vector
@@ -46,4 +48,6 @@ void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vect
 template <typename real_type>
 void device_kernel_q_radial(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, real_type gamma);
 
-}  // namespace plssvm::openmp
\ No newline at end of file
+}  // namespace plssvm::openmp
+
+#endif  // PLSSVM_BACKENDS_OPENMP_Q_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenMP/svm_kernel.hpp b/include/plssvm/backends/OpenMP/svm_kernel.hpp
index 0a09cdf62..76da59c2f 100644
--- a/include/plssvm/backends/OpenMP/svm_kernel.hpp
+++ b/include/plssvm/backends/OpenMP/svm_kernel.hpp
@@ -9,6 +9,8 @@
  * @brief Defines the kernel functions for the C-SVM using the OpenMP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENMP_SVM_KERNEL_HPP_
+#define PLSSVM_BACKENDS_OPENMP_SVM_KERNEL_HPP_
 #pragma once
 
 #include <vector>  // std::vector
@@ -61,4 +63,6 @@ void device_kernel_poly(const std::vector<real_type> &q, std::vector<real_type>
 template <typename real_type>
 void device_kernel_radial(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type cost, real_type add, real_type gamma);
 
-}  // namespace plssvm::openmp
\ No newline at end of file
+}  // namespace plssvm::openmp
+
+#endif  // PLSSVM_BACKENDS_OPENMP_SVM_KERNEL_HPP_
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenMP/q_kernel.cpp b/src/plssvm/backends/OpenMP/q_kernel.cpp
index bb49a89a2..45f9e2d19 100644
--- a/src/plssvm/backends/OpenMP/q_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/q_kernel.cpp
@@ -8,8 +8,8 @@
 
 #include "plssvm/backends/OpenMP/q_kernel.hpp"
 
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function
+#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function
 
 #include <vector>  // std::vector
 
@@ -19,7 +19,7 @@ template <typename real_type>
 void device_kernel_q_linear(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data) {
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(q, data)
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
         q[i] = kernel_function<kernel_function_type::linear>(data[i], data.back());
     }
@@ -31,7 +31,7 @@ template <typename real_type>
 void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const int degree, const real_type gamma, const real_type coef0) {
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(q, data) firstprivate(degree, gamma, coef0)
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
         q[i] = kernel_function<kernel_function_type::polynomial>(data[i], data.back(), degree, gamma, coef0);
     }
@@ -43,7 +43,7 @@ template <typename real_type>
 void device_kernel_q_radial(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const real_type gamma) {
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
 
-    #pragma omp parallel for
+    #pragma omp parallel for default(none) shared(q, data) firstprivate(gamma)
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
         q[i] = kernel_function<kernel_function_type::rbf>(data[i], data.back(), gamma);
     }
diff --git a/src/plssvm/backends/OpenMP/svm_kernel.cpp b/src/plssvm/backends/OpenMP/svm_kernel.cpp
index 435a69dea..f5d347eb6 100644
--- a/src/plssvm/backends/OpenMP/svm_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/svm_kernel.cpp
@@ -22,7 +22,7 @@ template <kernel_function_type kernel, typename real_type, typename... Args>
 void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, Args &&...args) {
     const auto dept = static_cast<kernel_index_type>(d.size());
 
-#pragma omp parallel for collapse(2) schedule(dynamic)
+    #pragma omp parallel for collapse(2) schedule(dynamic)
     for (kernel_index_type i = 0; i < dept; i += OPENMP_BLOCK_SIZE) {
         for (kernel_index_type j = 0; j < dept; j += OPENMP_BLOCK_SIZE) {
             for (kernel_index_type ii = 0; ii < OPENMP_BLOCK_SIZE && ii + i < dept; ++ii) {
@@ -34,12 +34,12 @@ void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret,
                             ret_iii += (temp + cost * add) * d[ii + i];
                         } else {
                             ret_iii += temp * d[jj + j];
-#pragma omp atomic
+                            #pragma omp atomic
                             ret[jj + j] += temp * d[ii + i];
                         }
                     }
                 }
-#pragma omp atomic
+                #pragma omp atomic
                 ret[ii + i] += ret_iii;
             }
         }
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index dabc12fb4..0f3ea923e 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -31,11 +31,9 @@
 namespace generic {
 
 template <typename real_type, typename mock_csvm_type>
-inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel_type) {
+inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel) {
     // create parameter struct
-    plssvm::detail::parameter<real_type> params{};
-    params.kernel_type = kernel_type;
-    params.cost = 2.0;
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::cost = 2.0 };
 
     // create the data that should be used
     // Matrix with 1-1/cost on main diagonal. Thus, the diagonal entries become one with the additional addition of 1/cost

From f67ea0a0aa461f8aab9da67258cb5272054ef170 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 09:59:50 +0200
Subject: [PATCH 0396/1010] Fix a bug where the git_metadata file wasn't
 configured if we are not inside a Git repository (if this is the case now,
 sets the values to empty strings).

---
 CMakeLists.txt                              | 21 +++++++++++----------
 cmake/git_watcher.cmake                     |  6 +++---
 tests/version/git_metadata/git_metadata.cpp |  4 ++--
 3 files changed, 16 insertions(+), 15 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 1f3bebbc1..c8bb3e0c4 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -28,7 +28,7 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
-        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_function_types.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_function_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -536,15 +536,16 @@ endif()
 ########################################################################################################################
 ##                                               configure version file                                               ##
 ########################################################################################################################
-#message(STATUS "Configuring version and git metadata.")
-#set(PRE_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp.in")
-#set(POST_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp")
-#include(cmake/git_watcher.cmake)
-#configure_file(
-#        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp.in
-#        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp
-#        @ONLY
-#)
+message(STATUS "Configuring version and git metadata.")
+set(PRE_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp.in")
+set(POST_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp")
+set(GIT_FAIL_IF_NONZERO_EXIT FALSE)
+include(cmake/git_watcher.cmake)
+configure_file(
+        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp.in
+        ${CMAKE_CURRENT_SOURCE_DIR}/include/plssvm/version/version.hpp
+        @ONLY
+)
 
 
 ########################################################################################################################
diff --git a/cmake/git_watcher.cmake b/cmake/git_watcher.cmake
index 32042687d..c3725a0c3 100644
--- a/cmake/git_watcher.cmake
+++ b/cmake/git_watcher.cmake
@@ -135,7 +135,7 @@ macro(RunGitCommand)
         # Most methods have a fall-back default value that's used in case of non-zero
         # exit codes. If you're feeling risky, disable this safety check and use
         # those default values.
-        if(GIT_FAIL_IF_NONZERO_EXIT )
+        if(GIT_FAIL_IF_NONZERO_EXIT)
             string(REPLACE ";" " " args_with_spaces "${ARGV}")
             message(FATAL_ERROR "${stderr} (${GIT_EXECUTABLE} ${args_with_spaces})")
         endif()
@@ -227,7 +227,7 @@ function(GetGitState _working_dir)
     # Get output of git describe
     RunGitCommand(describe --always ${object})
     if(NOT exit_code EQUAL 0)
-        set(ENV{GIT_DESCRIBE} "unknown")
+        set(ENV{GIT_DESCRIBE} "") # empty string.
     else()
         set(ENV{GIT_DESCRIBE} "${output}")
     endif()
@@ -250,7 +250,7 @@ function(GetGitState _working_dir)
     #    to the "_state_variable_names" list.
     RunGitCommand(config --get remote.origin.url)
     if(NOT exit_code EQUAL 0)
-        set(ENV{GIT_REMOTE_URL} "unknown")
+        set(ENV{GIT_REMOTE_URL} "") # empty string.
     else()
         set(ENV{GIT_REMOTE_URL} "${output}")
     endif()
diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index 5c2197164..73c7ff729 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -104,8 +104,8 @@ TEST(GitMetadata, branch) {
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(@\\{)+")));           // must not contain @{
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(@|\\\\)+")));         // must not contain a single @ or backslash
     } else {
-        // if we are outside a Git repository, the branch must be empty
-        EXPECT_TRUE(git_metadata::branch().empty());
+        // if we are outside a Git repository, the branch name is HEAD
+        EXPECT_EQ(git_metadata::branch(), "HEAD");
     }
 }
 

From 8cb4d7f3ad31ad59365d3011bd6d9f618da4d370 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 10:10:24 +0200
Subject: [PATCH 0397/1010] add missing test case file

---
 .../invalid/inconsistent_scaling_interval_values.txt           | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 tests/data/scaling_factors/invalid/inconsistent_scaling_interval_values.txt

diff --git a/tests/data/scaling_factors/invalid/inconsistent_scaling_interval_values.txt b/tests/data/scaling_factors/invalid/inconsistent_scaling_interval_values.txt
new file mode 100644
index 000000000..bc4143a5e
--- /dev/null
+++ b/tests/data/scaling_factors/invalid/inconsistent_scaling_interval_values.txt
@@ -0,0 +1,3 @@
+x
+1.4 -2.6
+a 0.0 1.0
\ No newline at end of file

From ae0027b60447a6e9f384e331718a5e73b66f5214 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 10:28:52 +0200
Subject: [PATCH 0398/1010] Add tests for the OpenMP backend specific
 exception.

---
 tests/backends/OpenMP/CMakeLists.txt |  1 +
 tests/backends/OpenMP/exceptions.cpp | 62 ++++++++++++++++++++++++++++
 2 files changed, 63 insertions(+)
 create mode 100644 tests/backends/OpenMP/exceptions.cpp

diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index bdf42159a..87f3d04f6 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -9,6 +9,7 @@ set(PLSSVM_OPENMP_TEST_NAME OpenMP_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENMP_TEST_SOURCES
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
         ${CMAKE_CURRENT_LIST_DIR}/openmp_csvm.cpp
 )
 
diff --git a/tests/backends/OpenMP/exceptions.cpp b/tests/backends/OpenMP/exceptions.cpp
new file mode 100644
index 000000000..f77c573e8
--- /dev/null
+++ b/tests/backends/OpenMP/exceptions.cpp
@@ -0,0 +1,62 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom exception classes related to the OpenMP backend.
+ */
+
+#include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::split
+
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+
+#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
+
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
+
+// helper function returning an exception used to be able to name the source location function
+plssvm::openmp::backend_exception dummy(const std::string &msg) {
+    return plssvm::openmp::backend_exception{ msg };
+}
+
+// check whether throwing exceptions works as intended
+TEST(OpenMPExceptions, throwing_excpetion) {
+    // throw the specified exception
+    EXPECT_THROW_WHAT(throw plssvm::openmp::backend_exception{ "exception message" }, plssvm::openmp::backend_exception, "exception message");
+}
+
+// check whether the source location information are populated correctly
+TEST(OpenMPExceptions, exception_source_location) {
+    const plssvm::openmp::backend_exception exc = dummy("exception message");
+
+    EXPECT_EQ(exc.loc().file_name(), __FILE__);
+    EXPECT_THAT(exc.loc().function_name(), ::testing::HasSubstr("dummy"));
+    EXPECT_EQ(exc.loc().line(), 26);   // attention: hardcoded line!
+    EXPECT_EQ(exc.loc().column(), 0);  // attention: always 0!
+}
+
+// check whether what message including the source location information is assembled correctly
+TEST(OpenMPExceptions, exception_what_with_source_location) {
+    const plssvm::openmp::backend_exception exc = dummy("exception message");
+
+    // get exception message with source location information split into a vector of separate lines
+    const std::string what = exc.what_with_loc();
+    const std::vector<std::string_view> what_lines = plssvm::detail::split(what, '\n');
+
+    // check the number of lines in the "what" message
+    ASSERT_EQ(what_lines.size(), 5);
+
+    // check the "what" message content
+    EXPECT_EQ(what_lines[0], "exception message");
+    EXPECT_EQ(what_lines[1], "openmp::backend_exception thrown:");
+    EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
+    EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
+    EXPECT_EQ(what_lines[4], "  @ line       26");
+}
\ No newline at end of file

From 78d1e468dd2be5f2fcf468c3494fafaf931d4698 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 10:29:24 +0200
Subject: [PATCH 0399/1010] Fix broken python lib check

---
 tests/CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 062ad184d..047b1f0eb 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -49,7 +49,7 @@ if(PLSSVM_GENERATE_TEST_FILE)
         include(${PROJECT_SOURCE_DIR}/cmake/check_python_libs.cmake)
         set(PLSSVM_TEST_REQUIRED_LIBS argparse sklearn humanize)
         message(STATUS "Checking required Python3 libraries (${PLSSVM_TEST_REQUIRED_LIBS}) to to generate the test file.")
-        check_python_libs(${PLSSVM_TEST_REQUIRED_LIBS} "or set PLSSVM_GENERATE_TEST_FILE to OFF.")
+        check_python_libs("${PLSSVM_TEST_REQUIRED_LIBS}" "or set PLSSVM_GENERATE_TEST_FILE to OFF.")
 
         # generate test file
         message(STATUS "Generating test file: ${PLSSVM_TEST_FILE}.")

From 91ce872c1326e97843b40c5354ddb7c279f7174c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 10:37:47 +0200
Subject: [PATCH 0400/1010] Add additional sanity checks.

---
 src/plssvm/backends/OpenMP/svm_kernel.cpp | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/plssvm/backends/OpenMP/svm_kernel.cpp b/src/plssvm/backends/OpenMP/svm_kernel.cpp
index f5d347eb6..a8c5a4639 100644
--- a/src/plssvm/backends/OpenMP/svm_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/svm_kernel.cpp
@@ -20,6 +20,11 @@ namespace detail {
 
 template <kernel_function_type kernel, typename real_type, typename... Args>
 void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, Args &&...args) {
+    PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
+    PLSSVM_ASSERT(q.size() == ret.size(), "Sizes mismatch!: {} != {}", q.size(), ret.size());
+    PLSSVM_ASSERT(q.size() == d.size(), "Sizes mismatch!: {} != {}", q.size(), d.size());
+    PLSSVM_ASSERT(add == real_type{ -1.0 } || add == real_type{ 1.0 }, "Add must either be -1.0 or 1.0, but is {}!", add);
+
     const auto dept = static_cast<kernel_index_type>(d.size());
 
     #pragma omp parallel for collapse(2) schedule(dynamic)

From 06cdec1dd3a522abc1a60c55e23dde9309c417a0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 11:44:09 +0200
Subject: [PATCH 0401/1010] Fix an error where an exception is thrown if {} is
 used in the PLSSVM_ASSERT condition.

---
 include/plssvm/detail/assert.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/assert.hpp b/include/plssvm/detail/assert.hpp
index 1838e77f8..13db352f3 100644
--- a/include/plssvm/detail/assert.hpp
+++ b/include/plssvm/detail/assert.hpp
@@ -46,7 +46,7 @@ inline void check_assertion(const bool cond, const std::string_view cond_str, co
                    "  in function  {}\n"
                    "  @ line       {}\n\n"
                    "{}\n",
-                   fmt::format(fmt::emphasis::bold | fmt::fg(fmt::color::green), cond_str),
+                   fmt::format(fmt::emphasis::bold | fmt::fg(fmt::color::green), "{}", cond_str),
                    loc.file_name(),
                    loc.function_name(),
                    loc.line(),

From dc9f1fa6aba45f03fd09685c17e0288c3a8203d3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 11:44:53 +0200
Subject: [PATCH 0402/1010] Add new assertions and corresponding death tests.

---
 src/plssvm/backends/OpenMP/q_kernel.cpp   | 10 +--
 src/plssvm/backends/OpenMP/svm_kernel.cpp | 20 ++++--
 tests/backends/OpenMP/CMakeLists.txt      |  2 +
 tests/backends/OpenMP/q_kernel.cpp        | 66 +++++++++++++++++++
 tests/backends/OpenMP/svm_kernel.cpp      | 78 +++++++++++++++++++++++
 5 files changed, 165 insertions(+), 11 deletions(-)
 create mode 100644 tests/backends/OpenMP/q_kernel.cpp
 create mode 100644 tests/backends/OpenMP/svm_kernel.cpp

diff --git a/src/plssvm/backends/OpenMP/q_kernel.cpp b/src/plssvm/backends/OpenMP/q_kernel.cpp
index 45f9e2d19..4ad75ef5d 100644
--- a/src/plssvm/backends/OpenMP/q_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/q_kernel.cpp
@@ -30,25 +30,27 @@ template void device_kernel_q_linear(std::vector<double> &, const std::vector<st
 template <typename real_type>
 void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const int degree, const real_type gamma, const real_type coef0) {
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
+    PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
 
     #pragma omp parallel for default(none) shared(q, data) firstprivate(degree, gamma, coef0)
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
         q[i] = kernel_function<kernel_function_type::polynomial>(data[i], data.back(), degree, gamma, coef0);
     }
 }
-template void device_kernel_q_poly(std::vector<float> &, const std::vector<std::vector<float>> &, const int, const float, const float);
-template void device_kernel_q_poly(std::vector<double> &, const std::vector<std::vector<double>> &, const int, const double, const double);
+template void device_kernel_q_poly(std::vector<float> &, const std::vector<std::vector<float>> &, int, float, float);
+template void device_kernel_q_poly(std::vector<double> &, const std::vector<std::vector<double>> &, int, double, double);
 
 template <typename real_type>
 void device_kernel_q_radial(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const real_type gamma) {
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
+    PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
 
     #pragma omp parallel for default(none) shared(q, data) firstprivate(gamma)
     for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
         q[i] = kernel_function<kernel_function_type::rbf>(data[i], data.back(), gamma);
     }
 }
-template void device_kernel_q_radial(std::vector<float> &, const std::vector<std::vector<float>> &, const float);
-template void device_kernel_q_radial(std::vector<double> &, const std::vector<std::vector<double>> &, const double);
+template void device_kernel_q_radial(std::vector<float> &, const std::vector<std::vector<float>> &, float);
+template void device_kernel_q_radial(std::vector<double> &, const std::vector<std::vector<double>> &, double);
 
 }  // namespace plssvm::openmp
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenMP/svm_kernel.cpp b/src/plssvm/backends/OpenMP/svm_kernel.cpp
index a8c5a4639..0b47cd379 100644
--- a/src/plssvm/backends/OpenMP/svm_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/svm_kernel.cpp
@@ -9,6 +9,7 @@
 #include "plssvm/backends/OpenMP/svm_kernel.hpp"
 
 #include "plssvm/constants.hpp"              // plssvm::kernel_index_type, plssvm::OPENMP_BLOCK_SIZE
+#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function
 
 #include <utility>  // std::forward
@@ -23,7 +24,8 @@ void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret,
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
     PLSSVM_ASSERT(q.size() == ret.size(), "Sizes mismatch!: {} != {}", q.size(), ret.size());
     PLSSVM_ASSERT(q.size() == d.size(), "Sizes mismatch!: {} != {}", q.size(), d.size());
-    PLSSVM_ASSERT(add == real_type{ -1.0 } || add == real_type{ 1.0 }, "Add must either be -1.0 or 1.0, but is {}!", add);
+    PLSSVM_ASSERT(cost != real_type{ 0.0 }, "cost must not be 0.0 since it is 1 / plssvm::cost!");
+    PLSSVM_ASSERT(add == real_type{ -1.0 } || add == real_type{ 1.0 }, "add must either be -1.0 or 1.0, but is {}!", add);
 
     const auto dept = static_cast<kernel_index_type>(d.size());
 
@@ -57,21 +59,25 @@ template <typename real_type>
 void device_kernel_linear(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add) {
     detail::device_kernel<kernel_function_type::linear>(q, ret, d, data, QA_cost, cost, add);
 }
-template void device_kernel_linear(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float, const float);
-template void device_kernel_linear(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double, const double);
+template void device_kernel_linear(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float, float);
+template void device_kernel_linear(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double);
 
 template <typename real_type>
 void device_kernel_poly(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
+    PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
+
     detail::device_kernel<kernel_function_type::polynomial>(q, ret, d, data, QA_cost, cost, add, degree, gamma, coef0);
 }
-template void device_kernel_poly(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float, const float, const int, const float, const float);
-template void device_kernel_poly(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double, const double, const int, const double, const double);
+template void device_kernel_poly(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float, float, int, float, float);
+template void device_kernel_poly(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double, int, double, double);
 
 template <typename real_type>
 void device_kernel_radial(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const real_type gamma) {
+    PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
+
     detail::device_kernel<kernel_function_type::rbf>(q, ret, d, data, QA_cost, cost, add, gamma);
 }
-template void device_kernel_radial(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float, const float, const float);
-template void device_kernel_radial(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double, const double, const double);
+template void device_kernel_radial(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float, float, float);
+template void device_kernel_radial(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double, double);
 
 }  // namespace plssvm::openmp
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 87f3d04f6..2ca548fb5 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -11,6 +11,8 @@ set(PLSSVM_OPENMP_TEST_NAME OpenMP_tests)
 set(PLSSVM_OPENMP_TEST_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
         ${CMAKE_CURRENT_LIST_DIR}/openmp_csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cpp
 )
 
 # add test executable
diff --git a/tests/backends/OpenMP/q_kernel.cpp b/tests/backends/OpenMP/q_kernel.cpp
new file mode 100644
index 000000000..e8e44ec63
--- /dev/null
+++ b/tests/backends/OpenMP/q_kernel.cpp
@@ -0,0 +1,66 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functions generating the q vector using the OpenMP backend.
+ */
+
+#include "plssvm/backends/OpenMP/q_kernel.hpp"
+
+#include "../../naming.hpp"         // naming::real_type_to_name
+#include "../../types_to_test.hpp"  // util::real_type_gtest
+
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_DEATH, ::testing::Test
+
+#include <vector>  // std::vector
+
+template <typename T>
+class OpenMPQKernelDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(OpenMPQKernelDeathTest, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(OpenMPQKernelDeathTest, linear) {
+    using real_type = TypeParam;
+
+    // create vectors with mismatching sizes: note that the provided out vector is one smaller than the data vector!
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 0.0 }, real_type{ 1.0 } },
+        { real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 } }
+    };
+    std::vector<real_type> q(1);
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_linear(q, data), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
+}
+TYPED_TEST(OpenMPQKernelDeathTest, polynomial) {
+    using real_type = TypeParam;
+
+    // create vectors with mismatching sizes: note that the provided out vector is one smaller than the data vector!
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 0.0 }, real_type{ 1.0 } },
+        { real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 } }
+    };
+    std::vector<real_type> q(1);
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_poly(q, data, 2, real_type{ 0.1 }, real_type{ 1.0 }), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
+
+    q.resize(data.size() - 1);
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_poly(q, data, 2, real_type{ 0.0 }, real_type{ 1.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+}
+TYPED_TEST(OpenMPQKernelDeathTest, rbf) {
+    using real_type = TypeParam;
+
+    // create vectors with mismatching sizes: note that the provided out vector is one smaller than the data vector!
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 0.0 }, real_type{ 1.0 } },
+        { real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 } }
+    };
+    std::vector<real_type> q(1);
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_radial(q, data, real_type{ 0.1 }), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
+
+    q.resize(data.size() - 1);
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_radial(q, data, real_type{ 0.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+}
\ No newline at end of file
diff --git a/tests/backends/OpenMP/svm_kernel.cpp b/tests/backends/OpenMP/svm_kernel.cpp
new file mode 100644
index 000000000..dcd09fafc
--- /dev/null
+++ b/tests/backends/OpenMP/svm_kernel.cpp
@@ -0,0 +1,78 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functions performing the actual kernel calculations using the OpenMP backend.
+ */
+
+#include "plssvm/backends/OpenMP/svm_kernel.hpp"
+
+#include "../../naming.hpp"         // naming::real_type_to_name
+#include "../../types_to_test.hpp"  // util::real_type_gtest
+
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_DEATH, ::testing::Test
+
+#include <vector>  // std::vector
+
+template <typename T>
+class OpenMPSVMKernelDeathTest : public ::testing::Test {};
+TYPED_TEST_SUITE(OpenMPSVMKernelDeathTest, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(OpenMPSVMKernelDeathTest, polynomial) {
+    using real_type = TypeParam;
+
+    // create vectors with mismatching sizes: note that the provided out vector is one smaller than the data vector!
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 0.0 }, real_type{ 1.0 } },
+        { real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 } }
+    };
+    const std::vector<real_type> q(data.size() - 1);
+    std::vector<real_type> ret(data.size() - 1);
+    const std::vector<real_type> d(data.size() - 1);
+    const real_type QA_cost{};
+    const real_type cost{ 1.0 };
+    const real_type add{ 1.0 };
+    EXPECT_DEATH(plssvm::openmp::device_kernel_poly(q, ret, d, data, QA_cost, cost, add, 2, real_type{ 0.0 }, real_type{ 1.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+}
+TYPED_TEST(OpenMPSVMKernelDeathTest, rbf) {
+    using real_type = TypeParam;
+
+    // create vectors with mismatching sizes: note that the provided out vector is one smaller than the data vector!
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 0.0 }, real_type{ 1.0 } },
+        { real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 } }
+    };
+    const std::vector<real_type> q(data.size() - 1);
+    std::vector<real_type> ret(data.size() - 1);
+    const std::vector<real_type> d(data.size() - 1);
+
+    EXPECT_DEATH(plssvm::openmp::device_kernel_radial(q, ret, d, data, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 1.0 }, real_type{ 0.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+}
+
+TYPED_TEST(OpenMPSVMKernelDeathTest, device_kernel) {
+    using real_type = TypeParam;
+
+    // create vectors with mismatching sizes: note that the provided out vector is one smaller than the data vector!
+    const std::vector<std::vector<real_type>> correct_data = {
+        { real_type{ 0.0 }, real_type{ 1.0 } },
+        { real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 } }
+    };
+    std::vector<real_type> correct_q(correct_data.size() - 1);
+    std::vector<real_type> correct_ret(correct_data.size() - 1);
+    const std::vector<real_type> correct_d(correct_data.size() - 1);
+
+    EXPECT_DEATH(plssvm::openmp::device_kernel_linear(std::vector<real_type>(1), correct_ret, correct_d, correct_data, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 1.0 }), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
+    std::vector<real_type> ret(1);
+    EXPECT_DEATH(plssvm::openmp::device_kernel_linear(correct_q, ret, correct_d, correct_data, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 1.0 }), ::testing::HasSubstr("Sizes mismatch!: 2 != 1"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_linear(correct_q, correct_ret, std::vector<real_type>(1), correct_data, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 1.0 }), ::testing::HasSubstr("Sizes mismatch!: 2 != 1"));
+
+    EXPECT_DEATH(plssvm::openmp::device_kernel_linear(correct_q, correct_ret, correct_d, correct_data, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 1.0 }), ::testing::HasSubstr("cost must not be 0.0 since it is 1 / plssvm::cost!"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_linear(correct_q, correct_ret, correct_d, correct_data, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 0.0 }), ::testing::HasSubstr("add must either be -1.0 or 1.0, but is 0!"));
+}
\ No newline at end of file

From 8f22d796b59812eee71588a1dd2e7100d4ee9b7c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 11:52:49 +0200
Subject: [PATCH 0403/1010] Rename functions to be in line with the
 plssvm::kernel_function_type notation.

---
 include/plssvm/backends/OpenMP/q_kernel.hpp   |  4 ++--
 include/plssvm/backends/OpenMP/svm_kernel.hpp |  4 ++--
 src/plssvm/backends/OpenMP/csvm.cpp           |  8 ++++----
 src/plssvm/backends/OpenMP/q_kernel.cpp       | 12 ++++++------
 src/plssvm/backends/OpenMP/svm_kernel.cpp     | 12 ++++++------
 tests/backends/OpenMP/q_kernel.cpp            |  8 ++++----
 tests/backends/OpenMP/svm_kernel.cpp          |  4 ++--
 7 files changed, 26 insertions(+), 26 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/q_kernel.hpp b/include/plssvm/backends/OpenMP/q_kernel.hpp
index 266e6062f..8d7e2031c 100644
--- a/include/plssvm/backends/OpenMP/q_kernel.hpp
+++ b/include/plssvm/backends/OpenMP/q_kernel.hpp
@@ -36,7 +36,7 @@ void device_kernel_q_linear(std::vector<real_type> &q, const std::vector<std::ve
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, int degree, real_type gamma, real_type coef0);
+void device_kernel_q_polynomial(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, int degree, real_type gamma, real_type coef0);
 
 /**
  * @brief Calculates the `q` vector using the radial basis functions C-SVM kernel.
@@ -46,7 +46,7 @@ void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vect
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-void device_kernel_q_radial(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, real_type gamma);
+void device_kernel_q_rbf(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, real_type gamma);
 
 }  // namespace plssvm::openmp
 
diff --git a/include/plssvm/backends/OpenMP/svm_kernel.hpp b/include/plssvm/backends/OpenMP/svm_kernel.hpp
index 76da59c2f..d4943e0f8 100644
--- a/include/plssvm/backends/OpenMP/svm_kernel.hpp
+++ b/include/plssvm/backends/OpenMP/svm_kernel.hpp
@@ -46,7 +46,7 @@ void device_kernel_linear(const std::vector<real_type> &q, std::vector<real_type
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-void device_kernel_poly(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type cost, real_type add, int degree, real_type gamma, real_type coef0);
+void device_kernel_polynomial(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type cost, real_type add, int degree, real_type gamma, real_type coef0);
 
 /**
  * @brief Calculates the C-SVM kernel using the radial basis function kernel function.
@@ -61,7 +61,7 @@ void device_kernel_poly(const std::vector<real_type> &q, std::vector<real_type>
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-void device_kernel_radial(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type cost, real_type add, real_type gamma);
+void device_kernel_rbf(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, real_type QA_cost, real_type cost, real_type add, real_type gamma);
 
 }  // namespace plssvm::openmp
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 2935f6e73..71491d996 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -213,10 +213,10 @@ std::vector<real_type> csvm::generate_q(const detail::parameter<real_type> &para
             device_kernel_q_linear(q, data);
             break;
         case kernel_function_type::polynomial:
-            device_kernel_q_poly(q, data, params.degree.value(), params.gamma.value(), params.coef0.value());
+            device_kernel_q_polynomial(q, data, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
-            device_kernel_q_radial(q, data, params.gamma.value());
+            device_kernel_q_rbf(q, data, params.gamma.value());
             break;
     }
     return q;
@@ -256,10 +256,10 @@ void csvm::run_device_kernel(const detail::parameter<real_type> &params, const s
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);
             break;
         case kernel_function_type::polynomial:
-            openmp::device_kernel_poly(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree.value(), params.gamma.value(), params.coef0.value());
+            openmp::device_kernel_polynomial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
-            openmp::device_kernel_radial(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma.value());
+            openmp::device_kernel_rbf(q, ret, d, data, QA_cost, 1 / params.cost, add, params.gamma.value());
             break;
     }
 }
diff --git a/src/plssvm/backends/OpenMP/q_kernel.cpp b/src/plssvm/backends/OpenMP/q_kernel.cpp
index 4ad75ef5d..98d455399 100644
--- a/src/plssvm/backends/OpenMP/q_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/q_kernel.cpp
@@ -28,7 +28,7 @@ template void device_kernel_q_linear(std::vector<float> &, const std::vector<std
 template void device_kernel_q_linear(std::vector<double> &, const std::vector<std::vector<double>> &);
 
 template <typename real_type>
-void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const int degree, const real_type gamma, const real_type coef0) {
+void device_kernel_q_polynomial(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const int degree, const real_type gamma, const real_type coef0) {
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
     PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
 
@@ -37,11 +37,11 @@ void device_kernel_q_poly(std::vector<real_type> &q, const std::vector<std::vect
         q[i] = kernel_function<kernel_function_type::polynomial>(data[i], data.back(), degree, gamma, coef0);
     }
 }
-template void device_kernel_q_poly(std::vector<float> &, const std::vector<std::vector<float>> &, int, float, float);
-template void device_kernel_q_poly(std::vector<double> &, const std::vector<std::vector<double>> &, int, double, double);
+template void device_kernel_q_polynomial(std::vector<float> &, const std::vector<std::vector<float>> &, int, float, float);
+template void device_kernel_q_polynomial(std::vector<double> &, const std::vector<std::vector<double>> &, int, double, double);
 
 template <typename real_type>
-void device_kernel_q_radial(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const real_type gamma) {
+void device_kernel_q_rbf(std::vector<real_type> &q, const std::vector<std::vector<real_type>> &data, const real_type gamma) {
     PLSSVM_ASSERT(q.size() == data.size() - 1, "Sizes mismatch!: {} != {}", q.size(), data.size() - 1);
     PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
 
@@ -50,7 +50,7 @@ void device_kernel_q_radial(std::vector<real_type> &q, const std::vector<std::ve
         q[i] = kernel_function<kernel_function_type::rbf>(data[i], data.back(), gamma);
     }
 }
-template void device_kernel_q_radial(std::vector<float> &, const std::vector<std::vector<float>> &, float);
-template void device_kernel_q_radial(std::vector<double> &, const std::vector<std::vector<double>> &, double);
+template void device_kernel_q_rbf(std::vector<float> &, const std::vector<std::vector<float>> &, float);
+template void device_kernel_q_rbf(std::vector<double> &, const std::vector<std::vector<double>> &, double);
 
 }  // namespace plssvm::openmp
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenMP/svm_kernel.cpp b/src/plssvm/backends/OpenMP/svm_kernel.cpp
index 0b47cd379..a616c292b 100644
--- a/src/plssvm/backends/OpenMP/svm_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/svm_kernel.cpp
@@ -63,21 +63,21 @@ template void device_kernel_linear(const std::vector<float> &, std::vector<float
 template void device_kernel_linear(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double);
 
 template <typename real_type>
-void device_kernel_poly(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
+void device_kernel_polynomial(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
     PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
 
     detail::device_kernel<kernel_function_type::polynomial>(q, ret, d, data, QA_cost, cost, add, degree, gamma, coef0);
 }
-template void device_kernel_poly(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float, float, int, float, float);
-template void device_kernel_poly(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double, int, double, double);
+template void device_kernel_polynomial(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float, float, int, float, float);
+template void device_kernel_polynomial(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double, int, double, double);
 
 template <typename real_type>
-void device_kernel_radial(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const real_type gamma) {
+void device_kernel_rbf(const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type cost, const real_type add, const real_type gamma) {
     PLSSVM_ASSERT(gamma > real_type{ 0.0 }, "gamma must be greater than 0, but is {}!", gamma);
 
     detail::device_kernel<kernel_function_type::rbf>(q, ret, d, data, QA_cost, cost, add, gamma);
 }
-template void device_kernel_radial(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float, float, float);
-template void device_kernel_radial(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double, double);
+template void device_kernel_rbf(const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float, float, float);
+template void device_kernel_rbf(const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double, double, double);
 
 }  // namespace plssvm::openmp
diff --git a/tests/backends/OpenMP/q_kernel.cpp b/tests/backends/OpenMP/q_kernel.cpp
index e8e44ec63..075fafdbf 100644
--- a/tests/backends/OpenMP/q_kernel.cpp
+++ b/tests/backends/OpenMP/q_kernel.cpp
@@ -44,10 +44,10 @@ TYPED_TEST(OpenMPQKernelDeathTest, polynomial) {
         { real_type{ 4.0 }, real_type{ 5.0 } }
     };
     std::vector<real_type> q(1);
-    EXPECT_DEATH(plssvm::openmp::device_kernel_q_poly(q, data, 2, real_type{ 0.1 }, real_type{ 1.0 }), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_polynomial(q, data, 2, real_type{ 0.1 }, real_type{ 1.0 }), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
 
     q.resize(data.size() - 1);
-    EXPECT_DEATH(plssvm::openmp::device_kernel_q_poly(q, data, 2, real_type{ 0.0 }, real_type{ 1.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_polynomial(q, data, 2, real_type{ 0.0 }, real_type{ 1.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
 }
 TYPED_TEST(OpenMPQKernelDeathTest, rbf) {
     using real_type = TypeParam;
@@ -59,8 +59,8 @@ TYPED_TEST(OpenMPQKernelDeathTest, rbf) {
         { real_type{ 4.0 }, real_type{ 5.0 } }
     };
     std::vector<real_type> q(1);
-    EXPECT_DEATH(plssvm::openmp::device_kernel_q_radial(q, data, real_type{ 0.1 }), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_rbf(q, data, real_type{ 0.1 }), ::testing::HasSubstr("Sizes mismatch!: 1 != 2"));
 
     q.resize(data.size() - 1);
-    EXPECT_DEATH(plssvm::openmp::device_kernel_q_radial(q, data, real_type{ 0.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_q_rbf(q, data, real_type{ 0.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
 }
\ No newline at end of file
diff --git a/tests/backends/OpenMP/svm_kernel.cpp b/tests/backends/OpenMP/svm_kernel.cpp
index dcd09fafc..576c04555 100644
--- a/tests/backends/OpenMP/svm_kernel.cpp
+++ b/tests/backends/OpenMP/svm_kernel.cpp
@@ -37,7 +37,7 @@ TYPED_TEST(OpenMPSVMKernelDeathTest, polynomial) {
     const real_type QA_cost{};
     const real_type cost{ 1.0 };
     const real_type add{ 1.0 };
-    EXPECT_DEATH(plssvm::openmp::device_kernel_poly(q, ret, d, data, QA_cost, cost, add, 2, real_type{ 0.0 }, real_type{ 1.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_polynomial(q, ret, d, data, QA_cost, cost, add, 2, real_type{ 0.0 }, real_type{ 1.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
 }
 TYPED_TEST(OpenMPSVMKernelDeathTest, rbf) {
     using real_type = TypeParam;
@@ -52,7 +52,7 @@ TYPED_TEST(OpenMPSVMKernelDeathTest, rbf) {
     std::vector<real_type> ret(data.size() - 1);
     const std::vector<real_type> d(data.size() - 1);
 
-    EXPECT_DEATH(plssvm::openmp::device_kernel_radial(q, ret, d, data, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 1.0 }, real_type{ 0.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
+    EXPECT_DEATH(plssvm::openmp::device_kernel_rbf(q, ret, d, data, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 1.0 }, real_type{ 0.0 }), ::testing::HasSubstr("gamma must be greater than 0, but is 0!"));
 }
 
 TYPED_TEST(OpenMPSVMKernelDeathTest, device_kernel) {

From 9ba1bb84b87419cbcf1162ab26156fdfa2d22fd7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 11:57:10 +0200
Subject: [PATCH 0404/1010] Change from _impl to the overloaded functions.

---
 tests/backends/OpenMP/mock_openmp_csvm.hpp | 4 ++--
 tests/backends/generic_tests.hpp           | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 72656fc5d..8305a47c3 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -38,8 +38,8 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type::generate_q;
     using base_type::calculate_w;
     using base_type::run_device_kernel;
-    using base_type::solve_system_of_linear_equations_impl;
-    using base_type::predict_values_impl;
+    using base_type::solve_system_of_linear_equations;
+    using base_type::predict_values;
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 0f3ea923e..6188ae41b 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -50,7 +50,7 @@ inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_
     const mock_csvm_type svm{};
 
     // solve the system of linear equations using the CG algorithm: (A + (I * 1 / cost))x =b  => Ix = b => should be trivial x = b
-    const std::pair<std::vector<real_type>, real_type> calculated = svm.solve_system_of_linear_equations_impl(params, data, rhs, real_type{ 0.00001 }, 1);
+    const std::pair<std::vector<real_type>, real_type> calculated = svm.solve_system_of_linear_equations(params, data, rhs, real_type{ 0.00001 }, 1);
 
     // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(rhs, calculated.first);
@@ -74,7 +74,7 @@ inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     const mock_csvm_type svm{};
 
     // predict the values using the previously learned support vectors and weights
-    const std::vector<real_type> calculated = svm.predict_values_impl(params, support_vectors, weights, rho, w, data);
+    const std::vector<real_type> calculated = svm.predict_values(params, support_vectors, weights, rho, w, data);
 
     // check the calculated result for correctness
     ASSERT_EQ(calculated.size(), data.size());

From 748a14ba977d84c70cca7d4840f94ed28b1de8c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 13:26:43 +0200
Subject: [PATCH 0405/1010] Add missing constructor tests.

---
 src/plssvm/backends/OpenMP/csvm.cpp        | 28 +++++----
 tests/backends/OpenMP/mock_openmp_csvm.hpp | 20 ++-----
 tests/backends/OpenMP/openmp_csvm.cpp      | 66 ++++++++++++++++++----
 3 files changed, 71 insertions(+), 43 deletions(-)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 71491d996..01e89587f 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -31,7 +31,7 @@
 namespace plssvm::openmp {
 
 csvm::csvm(const target_platform target, parameter params) :
-    ::plssvm::csvm{ std::move(params) } {
+    ::plssvm::csvm{ params } {
     this->init(target);
 }
 
@@ -42,14 +42,14 @@ void csvm::init(const target_platform target) {
     }
     // the CPU target must be available
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-    throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+    throw backend_exception{ "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!" };
 #endif
 
     // get the number of used OpenMP threads
     int num_omp_threads = 0;
-#pragma omp parallel default(none) shared(num_omp_threads)
+    #pragma omp parallel default(none) shared(num_omp_threads)
     {
-#pragma omp master
+        #pragma omp master
         num_omp_threads = omp_get_num_threads();
     }
 
@@ -181,7 +181,7 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
         w = calculate_w(support_vectors, alpha);
     }
 
-#pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
+    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
         switch (params.kernel_type) {
             case kernel_function_type::linear:
@@ -190,8 +190,7 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
             case kernel_function_type::polynomial:
             case kernel_function_type::rbf: {
                 real_type temp{ 0.0 };
-#pragma omp simd reduction(+ \
-                           : temp)
+                #pragma omp simd reduction(+ : temp)
                 for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
                     temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params);
                 }
@@ -202,8 +201,8 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
     return out;
 }
 
-template std::vector<float> csvm::predict_values_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, const float, std::vector<float> &, const std::vector<std::vector<float>> &) const;
-template std::vector<double> csvm::predict_values_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, const double, std::vector<double> &, const std::vector<std::vector<double>> &) const;
+template std::vector<float> csvm::predict_values_impl(const detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, float, std::vector<float> &, const std::vector<std::vector<float>> &) const;
+template std::vector<double> csvm::predict_values_impl(const detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, double, std::vector<double> &, const std::vector<std::vector<double>> &) const;
 
 template <typename real_type>
 std::vector<real_type> csvm::generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const {
@@ -232,12 +231,11 @@ std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type
     // create w vector and fill with zeros
     std::vector<real_type> w(num_features, real_type{ 0.0 });
 
-// calculate the w vector
-#pragma omp parallel for default(none) shared(support_vectors, alpha, w) firstprivate(num_features, num_data_points)
+    // calculate the w vector
+    #pragma omp parallel for default(none) shared(support_vectors, alpha, w) firstprivate(num_features, num_data_points)
     for (typename std::vector<real_type>::size_type feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
-#pragma omp simd reduction(+ \
-                           : temp)
+        #pragma omp simd reduction(+ : temp)
         for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < num_data_points; ++data_index) {
             temp = std::fma(alpha[data_index], support_vectors[data_index][feature_index], temp);
         }
@@ -263,7 +261,7 @@ void csvm::run_device_kernel(const detail::parameter<real_type> &params, const s
             break;
     }
 }
-template void csvm::run_device_kernel(const detail::parameter<float> &, const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, const float, const float) const;
-template void csvm::run_device_kernel(const detail::parameter<double> &, const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, const double, const double) const;
+template void csvm::run_device_kernel(const detail::parameter<float> &, const std::vector<float> &, std::vector<float> &, const std::vector<float> &, const std::vector<std::vector<float>> &, float, float) const;
+template void csvm::run_device_kernel(const detail::parameter<double> &, const std::vector<double> &, std::vector<double> &, const std::vector<double> &, const std::vector<std::vector<double>> &, double, double) const;
 
 }  // namespace plssvm::openmp
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 8305a47c3..332f12807 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -13,12 +13,7 @@
 #define PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/OpenMP/csvm.hpp"   // plssvm::openmp::csvm
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"              // plssvm::parameter
-#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
-
-#include <vector>  // std::vector
+#include "plssvm/backends/OpenMP/csvm.hpp"  // plssvm::openmp::csvm
 
 /**
  * @brief GTest mock class for the OpenMP CSVM.
@@ -27,19 +22,12 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type = plssvm::openmp::csvm;
 
   public:
-    // TODO: add missing constructors
-    mock_openmp_csvm() = default;
-    explicit mock_openmp_csvm(const plssvm::target_platform target, const plssvm::parameter params = {}) :
-        base_type{ target, params } {}
-    template <typename... Args>
-    mock_openmp_csvm(const plssvm::target_platform target, const plssvm::kernel_function_type kernel, Args &&...named_args) :
-        base_type{ target, kernel, std::forward<Args>(named_args)... } {}
-
-    using base_type::generate_q;
+    // make protected member functions public
     using base_type::calculate_w;
+    using base_type::generate_q;
+    using base_type::predict_values;
     using base_type::run_device_kernel;
     using base_type::solve_system_of_linear_equations;
-    using base_type::predict_values;
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_OPENMP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index ad5d1e479..48d8b5674 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -28,29 +28,71 @@
 
 #include <vector>  // std::vector
 
-// TODO: kernel??!??!?
-
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
-TEST_F(OpenMPCSVM, construct_parameter_invalid_target_platform) {
+TEST_F(OpenMPCSVM, construct_parameter) {
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW(plssvm::openmp::csvm{ plssvm::parameter{} });
+#else
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::parameter{} }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(OpenMPCSVM, construct_target_and_parameter) {
+    // create parameter struct
+    const plssvm::parameter params{};
+
+#if defined(PLSSVM_HAS_CPU_TARGET)
     // only automatic or cpu are allowed as target platform for the OpenMP backend
-    EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::automatic });
-    EXPECT_NO_THROW(mock_openmp_csvm{ plssvm::target_platform::cpu });
+    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }));
+    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }));
+#else
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
 
     // all other target platforms must throw
-    EXPECT_THROW_WHAT(mock_openmp_csvm{ plssvm::target_platform::gpu_nvidia },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, params }),
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
-    EXPECT_THROW_WHAT(mock_openmp_csvm{ plssvm::target_platform::gpu_amd },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, params }),
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_amd' for the OpenMP backend!");
-    EXPECT_THROW_WHAT(mock_openmp_csvm{ plssvm::target_platform::gpu_intel },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, params }),
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_intel' for the OpenMP backend!");
 }
 
-// TODO: test constructors?!
+TEST_F(OpenMPCSVM, construct_kernel_type_and_named_args) {
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }), plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(OpenMPCSVM, construct_target_kernel_type_and_named_args) {
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    // only automatic or cpu are allowed as target platform for the OpenMP backend
+    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+
+    // all other target platforms must throw
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::openmp::backend_exception,
+                      "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::openmp::backend_exception,
+                      "Invalid target platform 'gpu_amd' for the OpenMP backend!");
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::openmp::backend_exception,
+                      "Invalid target platform 'gpu_intel' for the OpenMP backend!");
+}
 
 template <typename T>
 class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
@@ -86,7 +128,7 @@ TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
 
     // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
-    const mock_openmp_csvm svm;
+    const mock_openmp_csvm svm{};
 
     // calculate the q vector using the OpenMP backend
     const std::vector<real_type> calculated = svm.generate_q(params, data.data());
@@ -110,7 +152,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
     const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
 
     // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
-    const mock_openmp_csvm svm;
+    const mock_openmp_csvm svm{};
 
     // calculate the w vector using the OpenMP backend
     const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
@@ -137,7 +179,7 @@ TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
     const real_type QA_cost = compare::kernel_function(params, data.data().back(), data.data().back()) + 1 / params.cost;
 
     // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
-    const mock_openmp_csvm svm;
+    const mock_openmp_csvm svm{};
 
     for (const real_type add : { real_type{ -1.0 }, real_type{ 1.0 } }) {
         // calculate the correct device function result

From c08b06109b31924d17eb18680653c0a3de866261 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 14:08:54 +0200
Subject: [PATCH 0406/1010] Cleanup compare header.

---
 tests/backends/compare.cpp      |  99 +++++++++++++++--
 tests/backends/compare.hpp      | 181 ++++++--------------------------
 tests/csvm_factory.cpp          |   4 +-
 tests/kernel_function_types.cpp |   8 +-
 4 files changed, 126 insertions(+), 166 deletions(-)

diff --git a/tests/backends/compare.cpp b/tests/backends/compare.cpp
index 1bce1cb20..6c4fed5d1 100644
--- a/tests/backends/compare.cpp
+++ b/tests/backends/compare.cpp
@@ -9,14 +9,18 @@
 
 #include "compare.hpp"
 
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
+#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"              // plssvm::detail::parameter
 
-#include <cstddef>    // std::size_t
 #include <algorithm>  // std::min
 #include <cmath>      // std::pow, std::exp, std::fma
+#include <cstddef>    // std::size_t
 #include <vector>     // std::vector
 
-namespace compare::detail {
+namespace compare {
+
+namespace detail {
 
 template <typename real_type>
 real_type linear_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y) {
@@ -51,7 +55,7 @@ template float linear_kernel(const std::vector<float> &, const std::vector<float
 template double linear_kernel(const std::vector<double> &, const std::vector<double> &, const std::size_t);
 
 template <typename real_type>
-real_type poly_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, const int degree, const real_type gamma, const real_type coef0) {
+real_type polynomial_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, const int degree, const real_type gamma, const real_type coef0) {
     PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
 
     real_type result{ 0.0 };
@@ -60,11 +64,11 @@ real_type poly_kernel(const std::vector<real_type> &x, const std::vector<real_ty
     }
     return std::pow(std::fma(gamma, result, coef0), static_cast<real_type>(degree));
 }
-template float poly_kernel(const std::vector<float> &, const std::vector<float> &, const int, const float, const float);
-template double poly_kernel(const std::vector<double> &, const std::vector<double> &, const int, const double, const double);
+template float polynomial_kernel(const std::vector<float> &, const std::vector<float> &, int, float, float);
+template double polynomial_kernel(const std::vector<double> &, const std::vector<double> &, int, double, double);
 
 template <typename real_type>
-real_type radial_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, const real_type gamma) {
+real_type rbf_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, const real_type gamma) {
     PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
 
     real_type result{ 0.0 };
@@ -74,7 +78,82 @@ real_type radial_kernel(const std::vector<real_type> &x, const std::vector<real_
     }
     return std::exp(-gamma * result);
 }
-template float radial_kernel(const std::vector<float> &, const std::vector<float> &, const float);
-template double radial_kernel(const std::vector<double> &, const std::vector<double> &, const double);
+template float rbf_kernel(const std::vector<float> &, const std::vector<float> &, float);
+template double rbf_kernel(const std::vector<double> &, const std::vector<double> &, double);
+
+}  // namespace detail
+
+template <typename real_type>
+real_type kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<real_type> &x, const std::vector<real_type> &y, [[maybe_unused]] const std::size_t num_devices) {
+    PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
+
+    switch (params.kernel_type) {
+        case plssvm::kernel_function_type::linear:
+            return detail::linear_kernel(x, y, num_devices);
+        case plssvm::kernel_function_type::polynomial:
+            return detail::polynomial_kernel(x, y, params.degree.value(), params.gamma.value(), params.coef0.value());
+        case plssvm::kernel_function_type::rbf:
+            return detail::rbf_kernel(x, y, params.gamma.value());
+    }
+    // unreachable
+    return real_type{};
+}
+template float kernel_function(const plssvm::detail::parameter<float> &, const std::vector<float> &, const std::vector<float> &, std::size_t);
+template double kernel_function(const plssvm::detail::parameter<double> &, const std::vector<double> &, const std::vector<double> &, std::size_t);
+
+template <typename real_type>
+std::vector<real_type> generate_q(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, [[maybe_unused]] const std::size_t num_devices) {
+    std::vector<real_type> result(data.size() - 1);
+    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < result.size(); ++i) {
+        result[i] = kernel_function(params, data.back(), data[i], num_devices);
+    }
+    return result;
+}
+template std::vector<float> generate_q(const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, std::size_t);
+template std::vector<double> generate_q(const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, std::size_t);
+
+template <typename real_type>
+std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, [[maybe_unused]] const std::size_t num_devices) {
+    PLSSVM_ASSERT(support_vectors.size() == weights.size(), "Sizes mismatch!: {} != {}", support_vectors.size(), weights.size());
+
+    std::vector<real_type> result(support_vectors.front().size());
+    for (typename std::vector<real_type>::size_type i = 0; i < result.size(); ++i) {
+        for (typename std::vector<real_type>::size_type j = 0; j < weights.size(); ++j) {
+            result[i] = std::fma(weights[j], support_vectors[j][i], result[i]);
+        }
+    }
+    return result;
+}
+template std::vector<float> calculate_w(const std::vector<std::vector<float>> &, const std::vector<float> &, std::size_t);
+template std::vector<double> calculate_w(const std::vector<std::vector<double>> &, const std::vector<double> &, std::size_t);
+
+template <typename real_type>
+std::vector<real_type> device_kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, const std::vector<real_type> &rhs, const std::vector<real_type> &q, const real_type QA_cost, const real_type add) {
+    PLSSVM_ASSERT(rhs.size() == q.size(), "Sizes mismatch!: {} != {}", rhs.size(), q.size());
+    PLSSVM_ASSERT(rhs.size() == data.size() - 1, "Sizes mismatch!: {} != {}", rhs.size(), data.size() - 1);
+    PLSSVM_ASSERT(add == real_type{ -1.0 } || add == real_type{ 1.0 }, "add must either be -1.0 or 1.0, but is {}!", add);
+
+    using size_type = typename std::vector<real_type>::size_type;
+
+    const size_type dept = rhs.size();
+
+    std::vector<real_type> result(dept, 0.0);
+    for (size_type i = 0; i < dept; ++i) {
+        for (size_type j = 0; j < dept; ++j) {
+            if (i >= j) {
+                const real_type temp = kernel_function(params, data[i], data[j]) + QA_cost - q[i] - q[j];
+                if (i == j) {
+                    result[i] += (temp + real_type{ 1.0 } / params.cost) * rhs[i] * add;
+                } else {
+                    result[i] += temp * rhs[j] * add;
+                    result[j] += temp * rhs[i] * add;
+                }
+            }
+        }
+    }
+    return result;
+}
+template std::vector<float> device_kernel_function(const plssvm::detail::parameter<float> &, const std::vector<std::vector<float>> &, const std::vector<float> &, const std::vector<float> &, float, float);
+template std::vector<double> device_kernel_function(const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, const std::vector<double> &, const std::vector<double> &, double, double);
 
-}  // namespace compare::detail
+}  // namespace compare
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index e7488fc2b..3206df800 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -13,10 +13,7 @@
 #define PLSSVM_TESTS_COMPARE_HPP_
 #pragma once
 
-#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::always_false_v
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"
+#include "plssvm/parameter.hpp"  // plssvm::detail::parameter
 
 #include <vector>  // std::vector
 
@@ -24,28 +21,17 @@ namespace compare {
 
 namespace detail {
 
-// TODO: move one dir up? (since used in another test)
-
-/**
- * @brief Compute the value of te two vectors @p x and @p y using the linear kernel function: \f$\vec{x}^T \cdot \vec{y}\f$.
- * @tparam real_type the type of the data
- * @param[in] x the first vector
- * @param[in] y the second vector
- * @return the result after applying the kernel function (`[[nodiscard]]`)
- */
-template <typename real_type>
-[[nodiscard]] real_type linear_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y);
 /**
  * @brief Compute the value of te two vectors @p x and @p y using the linear kernel function: \f$\vec{x}^T \cdot \vec{y}\f$.
  * @details Adds the final results in a block scheme to mimic the calculations done in the respective backends.
  * @tparam real_type the type of the data
  * @param[in] x the first vector
  * @param[in] y the second vector
- * @param[in] num_devices the number of devices used by the currently tested backend
+ * @param[in] num_devices used mimic the floating point operation order in case of multi device execution
  * @return the result after applying the kernel function (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] real_type linear_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, std::size_t num_devices);
+[[nodiscard]] real_type linear_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, std::size_t num_devices = 1);
 /**
  * @brief Compute the value of te two vectors @p x and @p y using the polynomial kernel function: \f$(gamma \cdot \vec{x}^T \cdot \vec{y} + coef0)^{degree}\f$.
  * @tparam real_type the type of the data
@@ -57,7 +43,7 @@ template <typename real_type>
  * @return the result after applying the kernel function (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] real_type poly_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, int degree, real_type gamma, real_type coef0);
+[[nodiscard]] real_type polynomial_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, int degree, real_type gamma, real_type coef0);
 /**
  * @brief Compute the value of te two vectors @p x and @p y using the radial basis function kernel function: \f$e^{(-gamma \cdot |\vec{x} - \vec{y}|^2)}\f$.
  * @tparam real_type the type of the data
@@ -67,163 +53,60 @@ template <typename real_type>
  * @return the result after applying the rbf kernel function (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] real_type radial_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, real_type gamma);
+[[nodiscard]] real_type rbf_kernel(const std::vector<real_type> &x, const std::vector<real_type> &y, real_type gamma);
 
 }  // namespace detail
 
 /**
- * @brief Computes the value of the two vectors @p x and @p y using the kernel function determined at compile-time.
- * @tparam kernel the type of the kernel
+ * @brief Computes the value of the two vectors @p x and @p y using the parameters @p params.
+ * @details Single core execution for a deterministic order of floating point operations.
  * @tparam real_type the type of the data
- * @tparam SVM the used SVM implementation
+ * @param[in] params the parameter used in the kernel function
  * @param[in] x the first vector
  * @param[in] y the second vector
- * @param[in] csvm the SVM encapsulating all necessary parameters
+ * @param[in] num_devices used mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
  * @return the result after applying the kernel function (`[[nodiscard]]`)
  */
-template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
-[[nodiscard]] inline real_type kernel_function(const std::vector<real_type> &x, const std::vector<real_type> &y, [[maybe_unused]] const SVM &csvm) {
-    PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
-
-    if constexpr (kernel == plssvm::kernel_function_type::linear) {
-        return detail::linear_kernel(x, y);
-    } else if constexpr (kernel == plssvm::kernel_function_type::polynomial) {
-        return detail::poly_kernel(x, y, csvm.get_degree(), csvm.get_gamma(), csvm.get_coef0());
-    } else if constexpr (kernel == plssvm::kernel_function_type::rbf) {
-        return detail::radial_kernel(x, y, csvm.get_gamma());
-    } else {
-        static_assert(plssvm::detail::always_false_v<real_type>, "Unknown kernel type!");
-    }
-}
-
 template <typename real_type>
-[[nodiscard]] inline real_type kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<real_type> &x, const std::vector<real_type> &y, [[maybe_unused]] const std::size_t num_devices = 1) {
-    PLSSVM_ASSERT(x.size() == y.size(), "Sizes mismatch!: {} != {}", x.size(), y.size());
-
-    switch (params.kernel_type) {
-        case plssvm::kernel_function_type::linear:
-            return detail::linear_kernel(x, y, num_devices);
-        case plssvm::kernel_function_type::polynomial:
-            return detail::poly_kernel(x, y, params.degree.value(), params.gamma.value(), params.coef0.value());
-        case plssvm::kernel_function_type::rbf:
-            return detail::radial_kernel(x, y, params.gamma.value());
-    }
-    // unreachable
-    return real_type{};
-}
-
+[[nodiscard]] real_type kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<real_type> &x, const std::vector<real_type> &y, const std::size_t num_devices = 1);
 /**
- * @brief Computes the `q` vector, a subvector of the least-squares matrix equation, using the kernel function determined at compile-time.
- * @tparam kernel the type of the kernel
+ * @brief Computes the `q` vector, a subvector of the least-squares matrix equation, using the kernel function determined by @p params.
+ * @details Single core execution for a deterministic order of floating point operations.
  * @tparam real_type the type of the data
- * @tparam SVM the used SVM implementation
+ * @param[in] params the parameter used in the kernel function
  * @param[in] data the data points
- * @param[in] num_devices the number of devices used in the currently tested backend, only interesting for the linear kernel
- * @param[in] csvm the SVM encapsulating all necessary parameters
+ * @param[in] num_devices used mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
  * @return the generated `q` vector (`[[nodiscard]]`)
  */
-template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
-[[nodiscard]] inline std::vector<real_type> generate_q(const std::vector<std::vector<real_type>> &data, [[maybe_unused]] const std::size_t num_devices, const SVM &csvm) {
-    std::vector<real_type> result;
-    result.reserve(data.size() - 1);
-
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size() - 1; ++i) {
-        if constexpr (kernel == plssvm::kernel_function_type::linear) {
-            result.emplace_back(detail::linear_kernel(data.back(), data[i], num_devices));
-        } else {
-            result.emplace_back(kernel_function<kernel>(data.back(), data[i], csvm));
-        }
-    }
-    return result;
-}
-
 template <typename real_type>
-[[nodiscard]] inline std::vector<real_type> generate_q(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, [[maybe_unused]] const std::size_t num_devices = 1) {
-    std::vector<real_type> result(data.size() - 1);
-    for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < result.size(); ++i) {
-        result[i] = kernel_function(params, data.back(), data[i]);
-    }
-    return result;
-}
+[[nodiscard]] std::vector<real_type> generate_q(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, const std::size_t num_devices = 1);
 
+/**
+ * @brief Compute the `w` vector used to speedup the prediction when using the linear kernel.
+ * @details Single core execution for a deterministic order of floating point operations.
+ * @tparam real_type the type of the data
+ * @param[in] support_vectors the previously learned support vectors
+ * @param[in] weights the previously learned weights
+ * @param[in] num_devices used mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
+ * @return
+ */
 template <typename real_type>
-[[nodiscard]] inline std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, [[maybe_unused]] const std::size_t num_devices = 1) {
-    std::vector<real_type> result(support_vectors.front().size());
-    // TODO: num devices, assertions
-    for (typename std::vector<real_type>::size_type i = 0; i < result.size(); ++i) {
-        for (typename std::vector<real_type>::size_type j = 0; j < weights.size(); ++j) {
-            result[i] = std::fma(weights[j], support_vectors[j][i], result[i]);
-        }
-    }
-    return result;
-}
+[[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, const std::size_t num_devices = 1);
 
 /**
- * @brief Computes the device kernel, using the kernel function determined at compile-time.
- * @tparam kernel the type of the kernel
+ * @brief Computes the device kernel, using the kernel function determined by @p params.
+ * @details Single core execution for a deterministic order of floating point operations.
  * @tparam real_type the type of the data
- * @tparam SVM the used SVM implementation
+ * @param[in] params the parameter used in the kernel function
  * @param[in] data the data points
- * @param[in,out] x the right-hand side
- * @param[in] q the `q` vector
+ * @param[in] rhs the right-hand side of the equation
+ * @param[in] q the previously calculated `q` vector
  * @param[in] QA_cost the bottom right matrix entry multiplied by cost
- * @param[in] cost 1 / the cost parameter in the C-SVM
  * @param[in] add denotes whether the values are added or subtracted from the result vector
- * @param[in] csvm the SVM encapsulating all necessary parameters
- * @return the result vector (`[[nodiscard]]`)
+ * @return the resulting `x` vector of Ax=b (`[[nodiscard]]`)
  */
-template <plssvm::kernel_function_type kernel, typename real_type, typename SVM>
-[[nodiscard]] inline std::vector<real_type> device_kernel_function(const std::vector<std::vector<real_type>> &data, std::vector<real_type> &x, const std::vector<real_type> &q, const real_type QA_cost, const real_type cost, const real_type add, const SVM &csvm) {
-    PLSSVM_ASSERT(x.size() == q.size(), "Sizes mismatch!: {} != {}", x.size(), q.size());
-    PLSSVM_ASSERT(x.size() == data.size() - 1, "Sizes mismatch!: {} != {}", x.size(), data.size() - 1);
-
-    using size_type = typename std::vector<real_type>::size_type;
-
-    const size_type dept = x.size();
-
-    std::vector<real_type> r(dept, 0.0);
-    for (size_type i = 0; i < dept; ++i) {
-        for (size_type j = 0; j < dept; ++j) {
-            if (i >= j) {
-                const real_type temp = kernel_function<kernel>(data[i], data[j], csvm) + QA_cost - q[i] - q[j];
-                if (i == j) {
-                    r[i] += (temp + real_type{ 1.0 } / cost) * x[i] * add;
-                } else {
-                    r[i] += temp * x[j] * add;
-                    r[j] += temp * x[i] * add;
-                }
-            }
-        }
-    }
-    return r;
-}
-
 template <typename real_type>
-[[nodiscard]] inline std::vector<real_type> device_kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data,
-                                                                   const std::vector<real_type> &rhs, const std::vector<real_type> &q, const real_type QA_cost, const real_type add) {
-    PLSSVM_ASSERT(rhs.size() == q.size(), "Sizes mismatch!: {} != {}", rhs.size(), q.size());
-    PLSSVM_ASSERT(rhs.size() == data.size() - 1, "Sizes mismatch!: {} != {}", rhs.size(), data.size() - 1);
-
-    using size_type = typename std::vector<real_type>::size_type;
-
-    const size_type dept = rhs.size();
-
-    std::vector<real_type> result(dept, 0.0);
-    for (size_type i = 0; i < dept; ++i) {
-        for (size_type j = 0; j < dept; ++j) {
-            if (i >= j) {
-                const real_type temp = kernel_function(params, data[i], data[j]) + QA_cost - q[i] - q[j];
-                if (i == j) {
-                    result[i] += (temp + real_type{ 1.0 } / params.cost) * rhs[i] * add;
-                } else {
-                    result[i] += temp * rhs[j] * add;
-                    result[j] += temp * rhs[i] * add;
-                }
-            }
-        }
-    }
-    return result;
-}
+[[nodiscard]] std::vector<real_type> device_kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, const std::vector<real_type> &rhs, const std::vector<real_type> &q, const real_type QA_cost, const real_type add);
 
 }  // namespace compare
 
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 1ce8f9d40..fe96413d7 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -185,9 +185,7 @@ TEST(CSVMFactory, factory_named_parameter) {
     EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(kernel_type, plssvm::gamma = 0.01));
 }
 
-// TODO:
-// automatic backend
-//
+// TODO: tests for the SYCL implementation if they are finished
 // TYPED_TEST(CSVMFactory, factory_sycl_implementation) {
 //
 //}
\ No newline at end of file
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index c19655112..ad1c41981 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -129,7 +129,7 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_variadic) {
             const int degree = params.degree;
             const real_type gamma = params.gamma;
             const real_type coef0 = params.coef0;
-            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::poly_kernel(x1, x2, degree, gamma, coef0));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x1, x2, degree, gamma, coef0), compare::detail::polynomial_kernel(x1, x2, degree, gamma, coef0));
         }
     }
 }
@@ -144,7 +144,7 @@ TYPED_TEST(KernelFunction, polynomial_kernel_function_parameter) {
         // test polynomial kernel function
         for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::polynomial>) {
             EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params),
-                                       compare::detail::poly_kernel(x1, x2, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                                       compare::detail::polynomial_kernel(x1, x2, params.degree.value(), params.gamma.value(), params.coef0.value()));
         }
     }
 }
@@ -160,7 +160,7 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_variadic) {
         // test rbf kernel function
         for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
             const real_type gamma = params.gamma;
-            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, gamma), compare::detail::radial_kernel(x1, x2, gamma));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x1, x2, gamma), compare::detail::rbf_kernel(x1, x2, gamma));
         }
     }
 }
@@ -174,7 +174,7 @@ TYPED_TEST(KernelFunction, radial_basis_function_kernel_function_parameter) {
 
         // test rbf kernel function
         for (const plssvm::detail::parameter<real_type> &params : parameter_set<real_type, plssvm::kernel_function_type::rbf>) {
-            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params), compare::detail::radial_kernel(x1, x2, params.gamma.value()));
+            EXPECT_FLOATING_POINT_NEAR(plssvm::kernel_function(x1, x2, params), compare::detail::rbf_kernel(x1, x2, params.gamma.value()));
         }
     }
 }

From 2141b85d71808cdb081da132eb5d0671dd576b43 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 19 Oct 2022 15:19:42 +0200
Subject: [PATCH 0407/1010] Fix assertion warning.

---
 tests/backends/generic_tests.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 6188ae41b..51ef61c85 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -33,7 +33,7 @@ namespace generic {
 template <typename real_type, typename mock_csvm_type>
 inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel) {
     // create parameter struct
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::cost = 2.0 };
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::gamma = 0.2, plssvm::cost = 2.0 };
 
     // create the data that should be used
     // Matrix with 1-1/cost on main diagonal. Thus, the diagonal entries become one with the additional addition of 1/cost
@@ -49,7 +49,7 @@ inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_
     // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
     const mock_csvm_type svm{};
 
-    // solve the system of linear equations using the CG algorithm: (A + (I * 1 / cost))x =b  => Ix = b => should be trivial x = b
+    // solve the system of linear equations using the CG algorithm: (A^TA + (I * 1 / cost))x = b  => Ix = b => should be trivial x = b
     const std::pair<std::vector<real_type>, real_type> calculated = svm.solve_system_of_linear_equations(params, data, rhs, real_type{ 0.00001 }, 1);
 
     // check the calculated result for correctness

From d280038cb6b76f71fd5bd2d40be141090d658f04 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 20 Oct 2022 09:29:45 +0200
Subject: [PATCH 0408/1010] Improve and correct tests.

---
 tests/backends/OpenMP/openmp_csvm.cpp | 20 ++++++---
 tests/backends/generic_tests.hpp      | 59 ++++++++++++++++++---------
 2 files changed, 54 insertions(+), 25 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 48d8b5674..fa0a02a38 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -96,18 +96,26 @@ TEST_F(OpenMPCSVM, construct_target_kernel_type_and_named_args) {
 
 template <typename T>
 class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_diagonal) {
-    generic::test_solve_system_of_linear_equations<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
+TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_trivial) {
+    SCOPED_TRACE("plssvm::kernel_function_type::linear");
+    generic::test_solve_system_of_linear_equations<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::linear);
+    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
+    generic::test_solve_system_of_linear_equations<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::polynomial);
+    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
 }
 
 template <typename T>
 class OpenMPCSVMPredictValues : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMPredictValues, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+TYPED_TEST_SUITE(OpenMPCSVMPredictValues, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(OpenMPCSVMPredictValues, predict_values) {
-    generic::test_predict_values<typename TypeParam::real_type, mock_openmp_csvm>(TypeParam::kernel_type);
+    SCOPED_TRACE("plssvm::kernel_function_type::linear");
+    generic::test_predict_values<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::linear);
+    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
+    generic::test_predict_values<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::polynomial);
+    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
 }
 
 template <typename T>
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 51ef61c85..acef2fd1a 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -33,42 +33,62 @@ namespace generic {
 template <typename real_type, typename mock_csvm_type>
 inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel) {
     // create parameter struct
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::gamma = 0.2, plssvm::cost = 2.0 };
+    plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::cost = 2.0 };
+    if (kernel == plssvm::kernel_function_type::polynomial) {
+        params.degree = 1.0;
+        params.gamma = 1.0;
+        params.coef0 = 0.0;
+    }
 
     // create the data that should be used
     // Matrix with 1-1/cost on main diagonal. Thus, the diagonal entries become one with the additional addition of 1/cost
-    const std::vector<std::vector<real_type>> data = {
-        { real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 } },
-        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) } }
+    const std::vector<std::vector<real_type>> A = {
+        { real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ std::sqrt(real_type(1.0) - 1 / params.cost) } },
     };
-    const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 }, real_type{ 4.0 }, real_type{ 5.0 } };
+    const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ -1.0 }, real_type{ 1.0 }, real_type{ -1.0 } };
 
     // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
     const mock_csvm_type svm{};
 
-    // solve the system of linear equations using the CG algorithm: (A^TA + (I * 1 / cost))x = b  => Ix = b => should be trivial x = b
-    const std::pair<std::vector<real_type>, real_type> calculated = svm.solve_system_of_linear_equations(params, data, rhs, real_type{ 0.00001 }, 1);
+    // solve the system of linear equations using the CG algorithm:
+    // | Q  1 |  *  | a |  =  | y |
+    // | 1  0 |     | b |     | 0 |
+    // with Q = A^TA
+    const auto &[calculated_x, calculated_rho] = svm.solve_system_of_linear_equations(params, A, rhs, real_type{ 0.00001 }, 5);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(rhs, calculated.first);
-    // TODO: test rho
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated_x, rhs);
+    // EXPECT_FLOATING_POINT_NEAR(calculated_rho, real_type{ 0.0 });
+    EXPECT_FLOATING_POINT_NEAR(std::abs(calculated_rho) - std::numeric_limits<real_type>::epsilon(), std::numeric_limits<real_type>::epsilon());
 }
 
 template <typename real_type, typename mock_csvm_type>
 inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     // create parameter struct
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+    plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::cost = 2.0 };
+    if (kernel == plssvm::kernel_function_type::polynomial) {
+        params.degree = 1.0;
+        params.gamma = 1.0;
+        params.coef0 = 0.0;
+    }
 
     // create the data that should be used
-    // TODO: meaningful data
-    const std::vector<std::vector<real_type>> support_vectors{ { real_type{ 1.0 } } };
-    const std::vector<real_type> weights{ real_type{ 0.5 } };
-    const real_type rho{};
+    const std::vector<std::vector<real_type>> support_vectors = {
+        { real_type{ 1.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 0.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 1.0 }, real_type{ 0.0 } },
+        { real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 0.0 }, real_type{ 1.0 } }
+    };
+    const std::vector<real_type> weights{ real_type{ 1.0 }, real_type{ -1.0 }, real_type{ 1.0 }, real_type{ -1.0 } };
+    const real_type rho{ 0.0 };
     std::vector<real_type> w{};
-    const std::vector<std::vector<real_type>> data{ { real_type{ 2.0 } } };
+    const std::vector<std::vector<real_type>> data{
+        { real_type{ 1.0 }, real_type{ 1.0 }, real_type{ 1.0 }, real_type{ 1.0 } },
+        { real_type{ 1.0 }, real_type{ -1.0 }, real_type{ 1.0 }, real_type{ -1.0 } }
+    };
 
     // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
     const mock_csvm_type svm{};
@@ -78,10 +98,11 @@ inline void test_predict_values(const plssvm::kernel_function_type kernel) {
 
     // check the calculated result for correctness
     ASSERT_EQ(calculated.size(), data.size());
-    // TODO: add other tests
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 4.0 } }));
     // in case of the linear kernel, the w vector should have been filled
     if (kernel == plssvm::kernel_function_type::linear) {
         EXPECT_EQ(w.size(), support_vectors.front().size());
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(w, weights);
     } else {
         EXPECT_TRUE(w.empty());
     }

From 350b43d50b2c972a24f19e4bba3c3939dbc0e189 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 20 Oct 2022 09:30:01 +0200
Subject: [PATCH 0409/1010] Fix formatting.

---
 include/plssvm/detail/operators.hpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/include/plssvm/detail/operators.hpp b/include/plssvm/detail/operators.hpp
index 754979ece..6c550bc67 100644
--- a/include/plssvm/detail/operators.hpp
+++ b/include/plssvm/detail/operators.hpp
@@ -145,8 +145,7 @@ template <typename T>
 template <typename T>
 [[nodiscard]] inline T sum(const std::vector<T> &vec) {
     T val{};
-#pragma omp simd reduction(+ \
-                           : val)
+    #pragma omp simd reduction(+ : val)
     for (typename std::vector<T>::size_type i = 0; i < vec.size(); ++i) {
         val += vec[i];
     }

From 5271ffa93a317c9ec4834bd77d47a6a9c63181de Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 20 Oct 2022 09:58:16 +0200
Subject: [PATCH 0410/1010] Rename parameter_train, parameter_predict, and
 parameter_scale to parser_train, parser_predict, and parser_scale
 respectively.

---
 CMakeLists.txt                                |   6 +-
 include/plssvm/core.hpp                       |   7 +-
 .../plssvm/detail/cmd/data_set_variants.hpp   |  60 +++----
 ...rameter_predict.hpp => parser_predict.hpp} |  12 +-
 .../{parameter_scale.hpp => parser_scale.hpp} |  12 +-
 .../{parameter_train.hpp => parser_train.hpp} |  12 +-
 src/main_predict.cpp                          |  21 +--
 src/main_scale.cpp                            |  19 +-
 src/main_train.cpp                            |  37 ++--
 ...rameter_predict.cpp => parser_predict.cpp} |   6 +-
 .../{parameter_scale.cpp => parser_scale.cpp} |   6 +-
 .../{parameter_train.cpp => parser_train.cpp} |   6 +-
 tests/CMakeLists.txt                          |   6 +-
 tests/detail/cmd/data_set_variants.cpp        |  22 +--
 ...rameter_predict.cpp => parser_predict.cpp} |  86 ++++-----
 .../{parameter_scale.cpp => parser_scale.cpp} |  99 +++++-----
 .../{parameter_train.cpp => parser_train.cpp} | 170 +++++++++---------
 tests/naming.hpp                              |   2 +-
 18 files changed, 295 insertions(+), 294 deletions(-)
 rename include/plssvm/detail/cmd/{parameter_predict.hpp => parser_predict.hpp} (90%)
 rename include/plssvm/detail/cmd/{parameter_scale.hpp => parser_scale.hpp} (89%)
 rename include/plssvm/detail/cmd/{parameter_train.hpp => parser_train.hpp} (92%)
 rename src/plssvm/detail/cmd/{parameter_predict.cpp => parser_predict.cpp} (97%)
 rename src/plssvm/detail/cmd/{parameter_scale.cpp => parser_scale.cpp} (97%)
 rename src/plssvm/detail/cmd/{parameter_train.cpp => parser_train.cpp} (98%)
 rename tests/detail/cmd/{parameter_predict.cpp => parser_predict.cpp} (79%)
 rename tests/detail/cmd/{parameter_scale.cpp => parser_scale.cpp} (79%)
 rename tests/detail/cmd/{parameter_train.cpp => parser_train.cpp} (78%)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index c8bb3e0c4..d949d109a 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -37,9 +37,9 @@ set(PLSSVM_BASE_SOURCES
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_train.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_predict.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parameter_scale.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_train.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_predict.cpp
+    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_scale.cpp
 )
 
 ## create base library: linked against all backend libraries
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index c1d4d8191..40533f4da 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -28,10 +28,9 @@
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parameter_train.hpp"
-#include "plssvm/detail/cmd/parameter_predict.hpp"
-#include "plssvm/detail/cmd/parameter_scale.hpp"
-
+#include "plssvm/detail/cmd/parser_predict.hpp"
+#include "plssvm/detail/cmd/parser_scale.hpp"
+#include "plssvm/detail/cmd/parser_train.hpp"
 
 #include "plssvm/data_set.hpp"
 #include "plssvm/model.hpp"
diff --git a/include/plssvm/detail/cmd/data_set_variants.hpp b/include/plssvm/detail/cmd/data_set_variants.hpp
index 2b74c5c02..9af5acf31 100644
--- a/include/plssvm/detail/cmd/data_set_variants.hpp
+++ b/include/plssvm/detail/cmd/data_set_variants.hpp
@@ -13,10 +13,10 @@
 #define PLSSVM_DETAIL_CMD_DATA_SET_VARIANTS_HPP_
 #pragma once
 
-#include "plssvm/data_set.hpp"                      // plssvm::data_set
-#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
-#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
-#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
+#include "plssvm/data_set.hpp"                   // plssvm::data_set
+#include "plssvm/detail/cmd/parser_predict.hpp"  // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
 
 #include <string>   // std::string
 #include <variant>  // std::variant
@@ -29,59 +29,59 @@ namespace plssvm::detail::cmd {
 using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
 
 /**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_train` command line options.
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parser_train` command line options.
  * @tparam real_type the type of the data points
  * @tparam label_type the type of the labels
- * @param[in] params the provided command line parameters
+ * @param[in] cmd_parser the provided command line parameters
  * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_train &params) {
-    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parser_train &cmd_parser) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ cmd_parser.input_filename } };
 }
 /**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_predict` command line options.
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parser_predict` command line options.
  * @tparam real_type the type of the data points
  * @tparam label_type the type of the labels
- * @param[in] params the provided command line parameters
+ * @param[in] cmd_parser the provided command line parameters
  * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_predict &params) {
-    return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename } };
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parser_predict &cmd_parser) {
+    return data_set_variants{ plssvm::data_set<real_type, label_type>{ cmd_parser.input_filename } };
 }
 /**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parameter_scale` command line options.
+ * @brief Return the correct data set type based on the `plssvm::detail::cmd::parser_scale` command line options.
  * @tparam real_type the type of the data points
  * @tparam label_type the type of the labels
- * @param[in] params the provided command line parameters
+ * @param[in] cmd_parser the provided command line parameters
  * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
-[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parameter_scale &params) {
-    if (!params.restore_filename.empty()) {
-        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { params.restore_filename } } };
+[[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parser_scale &cmd_parser) {
+    if (!cmd_parser.restore_filename.empty()) {
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ cmd_parser.input_filename, { cmd_parser.restore_filename } } };
     } else {
-        return data_set_variants{ plssvm::data_set<real_type, label_type>{ params.input_filename, { static_cast<real_type>(params.lower), static_cast<real_type>(params.upper) } } };
+        return data_set_variants{ plssvm::data_set<real_type, label_type>{ cmd_parser.input_filename, { static_cast<real_type>(cmd_parser.lower), static_cast<real_type>(cmd_parser.upper) } } };
     }
 }
 
 /**
- * @brief Based on the provided command line @p params, return the correct data set type.
- * @tparam cmd_parameter the type of the command line parameter (train, predict, or scale)
- * @param[in] params the provided command line parameters
+ * @brief Based on the provided command line @p cmd_parser, return the correct data set type.
+ * @tparam cmd_parser_type the type of the command line parameter (train, predict, or scale)
+ * @param[in] cmd_parser the provided command line parameters
  * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
  */
-template <typename cmd_parameter>
-[[nodiscard]] inline data_set_variants data_set_factory(const cmd_parameter &params) {
-    if (params.float_as_real_type && params.strings_as_labels) {
-        return data_set_factory_impl<float, std::string>(params);
-    } else if (params.float_as_real_type && !params.strings_as_labels) {
-        return data_set_factory_impl<float>(params);
-    } else if (!params.float_as_real_type && params.strings_as_labels) {
-        return data_set_factory_impl<double, std::string>(params);
+template <typename cmd_parser_type>
+[[nodiscard]] inline data_set_variants data_set_factory(const cmd_parser_type &cmd_parser) {
+    if (cmd_parser.float_as_real_type && cmd_parser.strings_as_labels) {
+        return data_set_factory_impl<float, std::string>(cmd_parser);
+    } else if (cmd_parser.float_as_real_type && !cmd_parser.strings_as_labels) {
+        return data_set_factory_impl<float>(cmd_parser);
+    } else if (!cmd_parser.float_as_real_type && cmd_parser.strings_as_labels) {
+        return data_set_factory_impl<double, std::string>(cmd_parser);
     } else {
-        return data_set_factory_impl<double>(params);
+        return data_set_factory_impl<double>(cmd_parser);
     }
 }
 }  // namespace plssvm::detail::cmd
diff --git a/include/plssvm/detail/cmd/parameter_predict.hpp b/include/plssvm/detail/cmd/parser_predict.hpp
similarity index 90%
rename from include/plssvm/detail/cmd/parameter_predict.hpp
rename to include/plssvm/detail/cmd/parser_predict.hpp
index 9a89b3ecf..6b041cf98 100644
--- a/include/plssvm/detail/cmd/parameter_predict.hpp
+++ b/include/plssvm/detail/cmd/parser_predict.hpp
@@ -9,8 +9,8 @@
  * @brief Implements a class encapsulating all necessary parameters for predicting using the C-SVM possibly provided through command line arguments.
  */
 
-#ifndef PLSSVM_DETAIL_CMD_PARAMETER_PREDICT_HPP_
-#define PLSSVM_DETAIL_CMD_PARAMETER_PREDICT_HPP_
+#ifndef PLSSVM_DETAIL_CMD_PARSER_PREDICT_HPP_
+#define PLSSVM_DETAIL_CMD_PARSER_PREDICT_HPP_
 #pragma once
 
 #include "plssvm/backend_types.hpp"                      // plssvm::backend_type
@@ -29,14 +29,14 @@ using namespace ::plssvm::sycl_generic;
 /**
  * @brief Class for encapsulating all necessary parameters for prediction normally provided through command line arguments.
  */
-class parameter_predict {
+class parser_predict {
   public:
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
-    parameter_predict(int argc, char **argv);
+    parser_predict(int argc, char **argv);
 
     /// The used backend: automatic (depending on the specified target_platforms), OpenMP, CUDA, HIP, OpenCL, or SYCL.
     backend_type backend{ backend_type::automatic };
@@ -65,8 +65,8 @@ class parameter_predict {
  * @param[in] params the parameters
  * @return the output-stream
  */
-std::ostream &operator<<(std::ostream &out, const parameter_predict &params);
+std::ostream &operator<<(std::ostream &out, const parser_predict &params);
 
 }  // namespace plssvm::detail::cmd
 
-#endif  // PLSSVM_DETAIL_CMD_PARAMETER_PREDICT_HPP_
\ No newline at end of file
+#endif  // PLSSVM_DETAIL_CMD_PARSER_PREDICT_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/parameter_scale.hpp b/include/plssvm/detail/cmd/parser_scale.hpp
similarity index 89%
rename from include/plssvm/detail/cmd/parameter_scale.hpp
rename to include/plssvm/detail/cmd/parser_scale.hpp
index f9e3da1b3..b9c470b4a 100644
--- a/include/plssvm/detail/cmd/parameter_scale.hpp
+++ b/include/plssvm/detail/cmd/parser_scale.hpp
@@ -9,8 +9,8 @@
  * @brief Implements a class encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
  */
 
-#ifndef PLSSVM_DETAIL_CMD_PARAMETER_SCALE_HPP_
-#define PLSSVM_DETAIL_CMD_PARAMETER_SCALE_HPP_
+#ifndef PLSSVM_DETAIL_CMD_PARSER_SCALE_HPP_
+#define PLSSVM_DETAIL_CMD_PARSER_SCALE_HPP_
 #pragma once
 
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
@@ -23,14 +23,14 @@ namespace plssvm::detail::cmd {
 /**
  * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
  */
-class parameter_scale {
+class parser_scale {
   public:
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
-    parameter_scale(int argc, char **argv);
+    parser_scale(int argc, char **argv);
 
     /// The lower bound of the scaled data values.
     double lower{ -1 };
@@ -60,8 +60,8 @@ class parameter_scale {
  * @param[in] params the parameters
  * @return the output-stream
  */
-std::ostream &operator<<(std::ostream &out, const parameter_scale &params);
+std::ostream &operator<<(std::ostream &out, const parser_scale &params);
 
 }  // namespace plssvm::detail::cmd
 
-#endif  // PLSSVM_DETAIL_CMD_PARAMETER_SCALE_HPP_
\ No newline at end of file
+#endif  // PLSSVM_DETAIL_CMD_PARSER_SCALE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/parameter_train.hpp b/include/plssvm/detail/cmd/parser_train.hpp
similarity index 92%
rename from include/plssvm/detail/cmd/parameter_train.hpp
rename to include/plssvm/detail/cmd/parser_train.hpp
index 3731ab663..d85f55e39 100644
--- a/include/plssvm/detail/cmd/parameter_train.hpp
+++ b/include/plssvm/detail/cmd/parser_train.hpp
@@ -9,8 +9,8 @@
  * @brief Implements a class encapsulating all necessary parameters for training the C-SVM possibly provided through command line arguments.
  */
 
-#ifndef PLSSVM_DETAIL_CMD_PARAMETER_TRAIN_HPP_
-#define PLSSVM_DETAIL_CMD_PARAMETER_TRAIN_HPP_
+#ifndef PLSSVM_DETAIL_CMD_PARSER_TRAIN_HPP_
+#define PLSSVM_DETAIL_CMD_PARSER_TRAIN_HPP_
 #pragma once
 
 #include "plssvm/backend_types.hpp"                         // plssvm::backend_type
@@ -33,14 +33,14 @@ using namespace ::plssvm::sycl_generic;
 /**
  * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
  */
-class parameter_train {
+class parser_train {
   public:
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
-    parameter_train(int argc, char **argv);
+    parser_train(int argc, char **argv);
 
     /// Other base C-SVM parameters
     plssvm::parameter csvm_params{};
@@ -77,8 +77,8 @@ class parameter_train {
  * @param[in] params the parameters
  * @return the output-stream
  */
-std::ostream &operator<<(std::ostream &out, const parameter_train &params);
+std::ostream &operator<<(std::ostream &out, const parser_train &params);
 
 }  // namespace plssvm::detail::cmd
 
-#endif  // PLSSVM_DETAIL_CMD_PARAMETER_TRAIN_HPP_
\ No newline at end of file
+#endif  // PLSSVM_DETAIL_CMD_PARSER_TRAIN_HPP_
\ No newline at end of file
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 70bbadb07..f333d5eca 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -23,23 +23,22 @@
 #include <variant>    // std::visit
 #include <vector>     // std::vector
 
-
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::detail::cmd::parameter_predict params{ argc, argv };
+        plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
 
         // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
             std::clog << fmt::format(fmt::fg(fmt::color::orange),
                                      "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     params.sycl_implementation_type)
+                                     cmd_parser.sycl_implementation_type)
                       << std::endl;
         }
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n\n", params);
+            fmt::print("\ntask: prediction\n{}\n\n", cmd_parser);
         }
 
         // create data set
@@ -48,9 +47,9 @@ int main(int argc, char *argv[]) {
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create model
-            plssvm::model<real_type, label_type> model{ params.model_filename };
+            plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
             // create default csvm
-            auto svm = plssvm::make_csvm(params.backend, params.target);
+            auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
             // predict labels
             const std::vector<label_type> predicted_labels = svm->predict(model, data);
 
@@ -58,7 +57,7 @@ int main(int argc, char *argv[]) {
             {
                 std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
-                fmt::ostream out = fmt::output_file(params.predict_filename);
+                fmt::ostream out = fmt::output_file(cmd_parser.predict_filename);
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
                 std::chrono::time_point end_time = std::chrono::steady_clock::now();
@@ -66,7 +65,7 @@ int main(int argc, char *argv[]) {
                     fmt::print("Write {} predictions in {} to the file '{}'.\n",
                                predicted_labels.size(),
                                std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                               params.predict_filename);
+                               cmd_parser.predict_filename);
                 }
             }
 
@@ -86,9 +85,7 @@ int main(int argc, char *argv[]) {
                            correct,
                            data.num_data_points());
             }
-
-        }, plssvm::detail::cmd::data_set_factory(params));
-
+        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 63bd90aad..658259014 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/core.hpp"
 
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"  // fmt::print, fmt::format
 
 #include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
@@ -18,29 +18,26 @@
 #include <utility>    // std::pair
 #include <variant>    // std::visit
 
-
 int main(int argc, char *argv[]) {
     try {
         // create default parameters
-        plssvm::detail::cmd::parameter_scale params{ argc, argv };
+        plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\ntask: scaling\n{}\n", params);
+            fmt::print("\ntask: scaling\n{}\n", cmd_parser);
         }
 
         // create data set and scale
-        std::visit([&](auto&& data){
+        std::visit([&](auto &&data) {
             // write scaled data to output file
-            data.save(params.scaled_filename, params.format);
+            data.save(cmd_parser.scaled_filename, cmd_parser.format);
 
             // save scaling parameters if requested
-            if (!params.save_filename.empty() && data.scaling_factors().has_value()) {
-                data.scaling_factors()->get().save(params.save_filename);
+            if (!cmd_parser.save_filename.empty() && data.scaling_factors().has_value()) {
+                data.scaling_factors()->get().save(cmd_parser.save_filename);
             }
-
-        }, plssvm::detail::cmd::data_set_factory(params));
-
+        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 17d2d0cf8..bc57402d5 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -19,48 +19,53 @@
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <variant>    // std::visit
 
-
 int main(int argc, char *argv[]) {
     try {
         // parse SVM parameter from command line
-        plssvm::detail::cmd::parameter_train params{ argc, argv };
+        plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
 
         // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
+        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
             std::clog << fmt::format(fmt::fg(fmt::color::orange),
                                      "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                                     params.sycl_kernel_invocation_type)
+                                     cmd_parser.sycl_kernel_invocation_type)
                       << std::endl;
         }
         // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (params.backend != plssvm::backend_type::sycl && params.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
+        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
             std::clog << fmt::format(fmt::fg(fmt::color::orange),
                                      "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     params.sycl_implementation_type)
+                                     cmd_parser.sycl_implementation_type)
                       << std::endl;
         }
 
         // output used parameter
         if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n\n", params);
+            fmt::print("\ntask: training\n{}\n\n", cmd_parser);
         }
 
         // create data set
-        std::visit([&](auto&& data){
+        std::visit([&](auto &&data) {
             using real_type = typename std::remove_reference_t<decltype(data)>::real_type;
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create SVM
-            const auto svm = plssvm::make_csvm(params.backend, params.target, params.csvm_params);//, //TODO
-                                                          //plssvm::sycl_implementation_type = params.sycl_implementation_type,
-                                                          //plssvm::sycl_kernel_invocation_type = params.sycl_kernel_invocation_type);
+            std::unique_ptr<plssvm::csvm> svm;
+            if (cmd_parser.backend == plssvm::backend_type::sycl) {
+                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params,
+                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
+                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
+            } else {
+                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
+            }
+//            const auto svm = plssvm::make_csvm(cmd_params.backend, cmd_params.target, cmd_params.csvm_params,
+//                                               plssvm::sycl_implementation_type = cmd_params.sycl_implementation_type,
+//                                               plssvm::sycl_kernel_invocation_type = cmd_params.sycl_kernel_invocation_type);
             // learn model
-            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = params.epsilon, plssvm::max_iter = params.max_iter);
+            const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = cmd_parser.epsilon, plssvm::max_iter = cmd_parser.max_iter);
             // save model to file
-            model.save(params.model_filename);
-
-        }, plssvm::detail::cmd::data_set_factory(params));
-
+            model.save(cmd_parser.model_filename);
+        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
diff --git a/src/plssvm/detail/cmd/parameter_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
similarity index 97%
rename from src/plssvm/detail/cmd/parameter_predict.cpp
rename to src/plssvm/detail/cmd/parser_predict.cpp
index d91b2eef0..cd5c349b9 100644
--- a/src/plssvm/detail/cmd/parameter_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/detail/cmd/parameter_predict.hpp"
+#include "plssvm/detail/cmd/parser_predict.hpp"
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::list_available_sycl_implementations
@@ -26,7 +26,7 @@
 
 namespace plssvm::detail::cmd {
 
-parameter_predict::parameter_predict(int argc, char **argv) {
+parser_predict::parser_predict(int argc, char **argv) {
     // check for basic argc and argv correctness
     PLSSVM_ASSERT(argc >= 1, fmt::format("At least one argument is always given (the executable name), but argc is {}!", argc));
     PLSSVM_ASSERT(argv != nullptr, "At least one argument is always given (the executable name), but argv is a nullptr!");
@@ -131,7 +131,7 @@ parameter_predict::parameter_predict(int argc, char **argv) {
     }
 }
 
-std::ostream &operator<<(std::ostream &out, const parameter_predict &params) {
+std::ostream &operator<<(std::ostream &out, const parser_predict &params) {
     return out << fmt::format(
                "label_type: {}\n"
                "real_type: {}\n"
diff --git a/src/plssvm/detail/cmd/parameter_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
similarity index 97%
rename from src/plssvm/detail/cmd/parameter_scale.cpp
rename to src/plssvm/detail/cmd/parser_scale.cpp
index 7d8eb6618..4a7d8a3e9 100644
--- a/src/plssvm/detail/cmd/parameter_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/detail/cmd/parameter_scale.hpp"
+#include "plssvm/detail/cmd/parser_scale.hpp"
 
 #include "plssvm/constants.hpp"        // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/detail/assert.hpp"    // PLSSVM_ASSERT
@@ -23,7 +23,7 @@
 
 namespace plssvm::detail::cmd {
 
-parameter_scale::parameter_scale(int argc, char **argv) {
+parser_scale::parser_scale(int argc, char **argv) {
     // check for basic argc and argv correctness
     PLSSVM_ASSERT(argc >= 1, fmt::format("At least one argument is always given (the executable name), but argc is {}!", argc));
     PLSSVM_ASSERT(argv != nullptr, "At least one argument is always given (the executable name), but argv is a nullptr!");
@@ -144,7 +144,7 @@ parameter_scale::parameter_scale(int argc, char **argv) {
     }
 }
 
-std::ostream &operator<<(std::ostream &out, const parameter_scale &params) {
+std::ostream &operator<<(std::ostream &out, const parser_scale &params) {
     return out << fmt::format(
                "lower: {}\n"
                "upper: {}\n"
diff --git a/src/plssvm/detail/cmd/parameter_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
similarity index 98%
rename from src/plssvm/detail/cmd/parameter_train.cpp
rename to src/plssvm/detail/cmd/parser_train.cpp
index 8b785ad14..6a5611858 100644
--- a/src/plssvm/detail/cmd/parameter_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/detail/cmd/parameter_train.hpp"
+#include "plssvm/detail/cmd/parser_train.hpp"
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::list_available_sycl_implementations
@@ -31,7 +31,7 @@
 
 namespace plssvm::detail::cmd {
 
-parameter_train::parameter_train(int argc, char **argv) {
+parser_train::parser_train(int argc, char **argv) {
     // check for basic argc and argv correctness
     PLSSVM_ASSERT(argc >= 1, fmt::format("At least one argument is always given (the executable name), but argc is {}!", argc));
     PLSSVM_ASSERT(argv != nullptr, "At least one argument is always given (the executable name), but argv is a nullptr!");
@@ -188,7 +188,7 @@ parameter_train::parameter_train(int argc, char **argv) {
     }
 }
 
-std::ostream &operator<<(std::ostream &out, const parameter_train &params) {
+std::ostream &operator<<(std::ostream &out, const parser_train &params) {
     out << fmt::format("kernel_type: {} -> {}\n", params.csvm_params.kernel_type, kernel_function_type_to_math_string(params.csvm_params.kernel_type));
     switch (params.csvm_params.kernel_type) {
         case kernel_function_type::linear:
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 062ad184d..aeb5e0230 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -95,9 +95,9 @@ set(PLSSVM_BASE_TEST_NAME Base_tests)
 # list all necessary sources
 set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/data_set_variants.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_predict.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_scale.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parameter_train.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_predict.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_scale.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_train.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/arff_parsing.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index 78608b24d..33eadbee6 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -10,9 +10,9 @@
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 
-#include "plssvm/detail/cmd/parameter_predict.hpp"  // plssvm::detail::cmd::parameter_predict
-#include "plssvm/detail/cmd/parameter_scale.hpp"    // plssvm::detail::cmd::parameter_scale
-#include "plssvm/detail/cmd/parameter_train.hpp"    // plssvm::detail::cmd::parameter_train
+#include "plssvm/detail/cmd/parser_predict.hpp"  // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
 
 #include "../../naming.hpp"         // naming::pretty_print_data_set_factory
 #include "../../types_to_test.hpp"  // util::instantiate_template_file
@@ -43,10 +43,10 @@ TEST_P(DataSetFactory, data_set_factory_predict) {
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}{} data.libsvm.model", cmd_params, this->filename));
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
 
     // test active variant type
-    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(parser);
     EXPECT_EQ(var.index(), index);
 }
 TEST_P(DataSetFactory, data_set_factory_scale) {
@@ -62,10 +62,10 @@ TEST_P(DataSetFactory, data_set_factory_scale) {
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}{}", cmd_params, this->filename));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
     // test active variant type
-    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(parser);
     EXPECT_EQ(var.index(), index);
 }
 TEST_P(DataSetFactory, data_set_factory_scale_restore_filename) {
@@ -81,10 +81,10 @@ TEST_P(DataSetFactory, data_set_factory_scale_restore_filename) {
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
     this->CreateCMDArgs(fmt::format("./plssvm-scale -r {} {}{}", PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt", cmd_params, this->filename));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
     // test active variant type
-    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(parser);
     EXPECT_EQ(var.index(), index);
 }
 TEST_P(DataSetFactory, data_set_factory_train) {
@@ -100,10 +100,10 @@ TEST_P(DataSetFactory, data_set_factory_train) {
     const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
     this->CreateCMDArgs(fmt::format("./plssvm-train {}{}", cmd_params, this->filename));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
 
     // test active variant type
-    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(params);
+    const plssvm::detail::cmd::data_set_variants var = plssvm::detail::cmd::data_set_factory(parser);
     EXPECT_EQ(var.index(), index);
 }
 // clang-format off
diff --git a/tests/detail/cmd/parameter_predict.cpp b/tests/detail/cmd/parser_predict.cpp
similarity index 79%
rename from tests/detail/cmd/parameter_predict.cpp
rename to tests/detail/cmd/parser_predict.cpp
index e9313e155..09c59000c 100644
--- a/tests/detail/cmd/parameter_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the predict cmd parameter parsing.
  */
 
-#include "plssvm/detail/cmd/parameter_predict.hpp"
+#include "plssvm/detail/cmd/parser_predict.hpp"
 
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
@@ -32,24 +32,24 @@ TEST_F(ParameterPredict, minimal) {
     this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
 
     // check parsed values
-    EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
-    EXPECT_EQ(params.target, plssvm::target_platform::automatic);
-    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
-    EXPECT_FALSE(params.strings_as_labels);
-    EXPECT_FALSE(params.float_as_real_type);
-    EXPECT_EQ(params.input_filename, "data.libsvm");
-    EXPECT_EQ(params.model_filename, "data.libsvm.model");
-    EXPECT_EQ(params.predict_filename, "data.libsvm.predict");
+    EXPECT_EQ(parser.backend, plssvm::backend_type::automatic);
+    EXPECT_EQ(parser.target, plssvm::target_platform::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_FALSE(parser.strings_as_labels);
+    EXPECT_FALSE(parser.float_as_real_type);
+    EXPECT_EQ(parser.input_filename, "data.libsvm");
+    EXPECT_EQ(parser.model_filename, "data.libsvm.model");
+    EXPECT_EQ(parser.predict_filename, "data.libsvm.predict");
 }
 TEST_F(ParameterPredict, minimal_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
 
     // test output string
     const std::string correct =
@@ -58,7 +58,7 @@ TEST_F(ParameterPredict, minimal_output) {
         "input file (data set): 'data.libsvm'\n"
         "input file (model): 'data.libsvm.model'\n"
         "output file (prediction): 'data.libsvm.predict'\n";
-    EXPECT_EQ(util::convert_to_string(params), correct);
+    EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
 TEST_F(ParameterPredict, all_arguments) {
@@ -70,21 +70,21 @@ TEST_F(ParameterPredict, all_arguments) {
     this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
 
     // check parsed values
-    EXPECT_EQ(params.backend, plssvm::backend_type::cuda);
-    EXPECT_EQ(params.target, plssvm::target_platform::gpu_nvidia);
+    EXPECT_EQ(parser.backend, plssvm::backend_type::cuda);
+    EXPECT_EQ(parser.target, plssvm::target_platform::gpu_nvidia);
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
 #else
-    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
 #endif
-    EXPECT_TRUE(params.strings_as_labels);
-    EXPECT_TRUE(params.float_as_real_type);
-    EXPECT_EQ(params.input_filename, "data.libsvm");
-    EXPECT_EQ(params.model_filename, "data.libsvm.model");
-    EXPECT_EQ(params.predict_filename, "data.libsvm.predict");
+    EXPECT_TRUE(parser.strings_as_labels);
+    EXPECT_TRUE(parser.float_as_real_type);
+    EXPECT_EQ(parser.input_filename, "data.libsvm");
+    EXPECT_EQ(parser.model_filename, "data.libsvm.model");
+    EXPECT_EQ(parser.predict_filename, "data.libsvm.predict");
 }
 TEST_F(ParameterPredict, all_arguments_output) {
     // create artificial command line arguments in test fixture
@@ -95,7 +95,7 @@ TEST_F(ParameterPredict, all_arguments_output) {
     this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
 
     // test output string
     const std::string correct =
@@ -104,7 +104,7 @@ TEST_F(ParameterPredict, all_arguments_output) {
         "input file (data set): 'data.libsvm'\n"
         "input file (model): 'data.libsvm.model'\n"
         "output file (prediction): 'data.libsvm.predict'\n";
-    EXPECT_EQ(util::convert_to_string(params), correct);
+    EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
 // test all command line parameter separately
@@ -116,9 +116,9 @@ TEST_P(ParameterPredictBackend, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.backend, backend);
+    EXPECT_EQ(parser.backend, backend);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictBackend, ::testing::Combine(
@@ -135,9 +135,9 @@ TEST_P(ParameterPredictTargetPlatform, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.target, target_platform);
+    EXPECT_EQ(parser.target, target_platform);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::testing::Combine(
@@ -156,9 +156,9 @@ TEST_P(ParameterPredictSYCLImplementation, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
+    EXPECT_EQ(parser.sycl_implementation_type, sycl_implementation_type);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictSYCLImplementation, ::testing::Combine(
@@ -176,9 +176,9 @@ TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
     fmt::print("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value);
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.strings_as_labels, value);
+    EXPECT_EQ(parser.strings_as_labels, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Combine(
@@ -193,9 +193,9 @@ TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.float_as_real_type, value);
+    EXPECT_EQ(parser.float_as_real_type, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Combine(
@@ -210,7 +210,7 @@ TEST_P(ParameterPredictQuiet, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {} data.libsvm data.libsvm.model", flag));
     // create parameter object
-    const plssvm::detail::cmd::parameter_predict params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
@@ -222,7 +222,7 @@ TEST_P(ParameterPredictHelp, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
     // create parameter object
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+    EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterPredictHelp>);
 
@@ -232,39 +232,39 @@ TEST_P(ParameterPredictVersion, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
     // create parameter object
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+    EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterPredictHelp>);
 
 TEST_F(ParameterPredict, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing test file!"));
 }
 TEST_F(ParameterPredict, single_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict data.libsvm");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing model file!"));
 }
 TEST_F(ParameterPredict, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-predict p1 p2 p3 p4");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::HasSubstr(R"(Only up to three positional options may be given, but 1 ("p4") additional option(s) where provided!)"));
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
 TEST_F(ParameterPredictDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 0, nullptr }),
+    EXPECT_DEATH((plssvm::detail::cmd::parser_predict{ 0, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
 TEST_F(ParameterPredictDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ 1, nullptr }),
+    EXPECT_DEATH((plssvm::detail::cmd::parser_predict{ 1, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParameterPredictDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-predict --foo bar");
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_predict{ this->argc, this->argv }), "");
+    EXPECT_DEATH((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), "");
 }
diff --git a/tests/detail/cmd/parameter_scale.cpp b/tests/detail/cmd/parser_scale.cpp
similarity index 79%
rename from tests/detail/cmd/parameter_scale.cpp
rename to tests/detail/cmd/parser_scale.cpp
index 747010a75..c6b40f02c 100644
--- a/tests/detail/cmd/parameter_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -8,7 +8,8 @@
  * @brief Tests for the scale cmd parameter parsing.
  */
 
-#include "plssvm/detail/cmd/parameter_scale.hpp"
+#include "plssvm/detail/cmd/parser_scale.hpp"
+
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
 #include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
@@ -31,25 +32,25 @@ TEST_F(ParameterScale, minimal) {
     this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
     // check default values
-    EXPECT_DOUBLE_EQ(-1.0, params.lower);
-    EXPECT_DOUBLE_EQ(+1.0, params.upper);
-    EXPECT_EQ(params.format, plssvm::file_format_type::libsvm);
-    EXPECT_FALSE(params.strings_as_labels);
-    EXPECT_FALSE(params.float_as_real_type);
-    EXPECT_EQ(params.input_filename, "data.libsvm");
-    EXPECT_EQ(params.scaled_filename, "data.libsvm.scaled");
-    EXPECT_EQ(params.save_filename, "");
-    EXPECT_EQ(params.restore_filename, "");
+    EXPECT_DOUBLE_EQ(-1.0, parser.lower);
+    EXPECT_DOUBLE_EQ(+1.0, parser.upper);
+    EXPECT_EQ(parser.format, plssvm::file_format_type::libsvm);
+    EXPECT_FALSE(parser.strings_as_labels);
+    EXPECT_FALSE(parser.float_as_real_type);
+    EXPECT_EQ(parser.input_filename, "data.libsvm");
+    EXPECT_EQ(parser.scaled_filename, "data.libsvm.scaled");
+    EXPECT_EQ(parser.save_filename, "");
+    EXPECT_EQ(parser.restore_filename, "");
 }
 TEST_F(ParameterScale, minimal_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
     // test output string
     const std::string correct =
@@ -62,7 +63,7 @@ TEST_F(ParameterScale, minimal_output) {
         "scaled file: 'data.libsvm.scaled'\n"
         "save file (scaling factors): ''\n"
         "restore file (scaling factors): ''\n";
-    EXPECT_EQ(util::convert_to_string(params), correct);
+    EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
 TEST_F(ParameterScale, all_arguments) {
@@ -70,25 +71,25 @@ TEST_F(ParameterScale, all_arguments) {
     this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
     // check default values
-    EXPECT_DOUBLE_EQ(-2.0, params.lower);
-    EXPECT_DOUBLE_EQ(+2.5, params.upper);
-    EXPECT_EQ(params.format, plssvm::file_format_type::arff);
-    EXPECT_TRUE(params.strings_as_labels);
-    EXPECT_TRUE(params.float_as_real_type);
-    EXPECT_EQ(params.input_filename, "data.libsvm");
-    EXPECT_EQ(params.scaled_filename, "data.libsvm.scaled");
-    EXPECT_EQ(params.save_filename, "data.libsvm.save");
-    EXPECT_EQ(params.restore_filename, "");
+    EXPECT_DOUBLE_EQ(-2.0, parser.lower);
+    EXPECT_DOUBLE_EQ(+2.5, parser.upper);
+    EXPECT_EQ(parser.format, plssvm::file_format_type::arff);
+    EXPECT_TRUE(parser.strings_as_labels);
+    EXPECT_TRUE(parser.float_as_real_type);
+    EXPECT_EQ(parser.input_filename, "data.libsvm");
+    EXPECT_EQ(parser.scaled_filename, "data.libsvm.scaled");
+    EXPECT_EQ(parser.save_filename, "data.libsvm.save");
+    EXPECT_EQ(parser.restore_filename, "");
 }
 TEST_F(ParameterScale, all_arguments_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
     // test output string
     const std::string correct =
@@ -101,7 +102,7 @@ TEST_F(ParameterScale, all_arguments_output) {
         "scaled file: 'data.libsvm.scaled'\n"
         "save file (scaling factors): 'data.libsvm.save'\n"
         "restore file (scaling factors): ''\n";
-    EXPECT_EQ(util::convert_to_string(params), correct);
+    EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
 // test all command line parameter separately
@@ -111,9 +112,9 @@ TEST_P(ParameterScaleLower, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.lower, value);
+    EXPECT_EQ(parser.lower, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleLower, ::testing::Combine(
@@ -128,9 +129,9 @@ TEST_P(ParameterScaleUpper, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.upper, value);
+    EXPECT_EQ(parser.upper, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUpper,
@@ -147,9 +148,9 @@ TEST_P(ParameterScaleFileFormat, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.format, backend);
+    EXPECT_EQ(parser.format, backend);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleFileFormat, ::testing::Combine(
@@ -164,9 +165,9 @@ TEST_P(ParameterScaleSaveFilename, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.save_filename, value);
+    EXPECT_EQ(parser.save_filename, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleSaveFilename, ::testing::Combine(
@@ -181,9 +182,9 @@ TEST_P(ParameterScaleRestoreFilename, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.restore_filename, value);
+    EXPECT_EQ(parser.restore_filename, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testing::Combine(
@@ -198,9 +199,9 @@ TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.strings_as_labels, value);
+    EXPECT_EQ(parser.strings_as_labels, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Combine(
@@ -215,9 +216,9 @@ TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.float_as_real_type, value);
+    EXPECT_EQ(parser.float_as_real_type, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Combine(
@@ -232,7 +233,7 @@ TEST_P(ParameterScaleQuiet, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} data.libsvm", flag));
     // create parameter object
-    const plssvm::detail::cmd::parameter_scale params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
@@ -244,7 +245,7 @@ TEST_P(ParameterScaleHelp, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
     // create parameter object
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+    EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterScaleHelp>);
 
@@ -254,46 +255,46 @@ TEST_P(ParameterScaleVersion, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
     // create parameter object
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+    EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterScaleVersion>);
 
 TEST_F(ParameterScaleDeathTest, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-scale");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing input file!"));
 }
 TEST_F(ParameterScaleDeathTest, save_and_restore) {
     this->CreateCMDArgs("./plssvm-scale -s data.libsvm.save -r data.libsvm.restore data.libsvm");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!"));
 }
 
 TEST_F(ParameterScaleDeathTest, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-scale p1 p2 p3 p4");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::HasSubstr(R"(Only up to two positional options may be given, but 2 ("p3 p4") additional option(s) where provided!)"));
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
 TEST_F(ParameterScaleDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 0, nullptr }),
+    EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ 0, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
 TEST_F(ParameterScaleDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ 1, nullptr }),
+    EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ 1, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParameterScaleDeathTest, illegal_scaling_range) {
     // illegal [lower, upper] bound range
     this->CreateCMDArgs("./plssvm-scale -l 1.0 -u -1.0 data.libsvm");
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }),
+    EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                  ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
 }
 TEST_F(ParameterScaleDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-scale --foo bar");
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_scale{ this->argc, this->argv }), "");
+    EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), "");
 }
\ No newline at end of file
diff --git a/tests/detail/cmd/parameter_train.cpp b/tests/detail/cmd/parser_train.cpp
similarity index 78%
rename from tests/detail/cmd/parameter_train.cpp
rename to tests/detail/cmd/parser_train.cpp
index 206cacb43..6662ae33b 100644
--- a/tests/detail/cmd/parameter_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -8,7 +8,9 @@
  * @brief Tests for the train cmd parameter parsing.
  */
 
-#include "plssvm/detail/cmd/parameter_train.hpp"
+
+#include "plssvm/detail/cmd/parser_train.hpp"
+
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
 #include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
@@ -32,29 +34,29 @@ TEST_F(ParameterTrain, minimal) {
     this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
 
     // check parsed values
-    EXPECT_EQ(params.csvm_params, plssvm::parameter{});
-    EXPECT_TRUE(params.epsilon.is_default());
-    EXPECT_DOUBLE_EQ(params.epsilon.value(), 0.001);
-    EXPECT_TRUE(params.max_iter.is_default());
-    EXPECT_EQ(params.max_iter.value(), 0);
-    EXPECT_EQ(params.backend, plssvm::backend_type::automatic);
-    EXPECT_EQ(params.target, plssvm::target_platform::automatic);
-    EXPECT_EQ(params.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
-    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
-    EXPECT_FALSE(params.strings_as_labels);
-    EXPECT_FALSE(params.float_as_real_type);
-    EXPECT_EQ(params.input_filename, "data.libsvm");
-    EXPECT_EQ(params.model_filename, "data.libsvm.model");
+    EXPECT_EQ(parser.csvm_params, plssvm::parameter{});
+    EXPECT_TRUE(parser.epsilon.is_default());
+    EXPECT_DOUBLE_EQ(parser.epsilon.value(), 0.001);
+    EXPECT_TRUE(parser.max_iter.is_default());
+    EXPECT_EQ(parser.max_iter.value(), 0);
+    EXPECT_EQ(parser.backend, plssvm::backend_type::automatic);
+    EXPECT_EQ(parser.target, plssvm::target_platform::automatic);
+    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_FALSE(parser.strings_as_labels);
+    EXPECT_FALSE(parser.float_as_real_type);
+    EXPECT_EQ(parser.input_filename, "data.libsvm");
+    EXPECT_EQ(parser.model_filename, "data.libsvm.model");
 }
 TEST_F(ParameterTrain, minimal_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
 
     // test output string
     const std::string correct =
@@ -66,7 +68,7 @@ TEST_F(ParameterTrain, minimal_output) {
         "real_type: double (default)\n"
         "input file (data set): 'data.libsvm'\n"
         "output file (model): 'data.libsvm.model'\n";
-    EXPECT_EQ(util::convert_to_string(params), correct);
+    EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
 TEST_F(ParameterTrain, all_arguments) {
@@ -78,32 +80,32 @@ TEST_F(ParameterTrain, all_arguments) {
     this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
 
     // check parsed values
-    EXPECT_EQ(params.csvm_params.kernel_type, plssvm::kernel_function_type::polynomial);
-    EXPECT_EQ(params.csvm_params.degree, 2);
-    EXPECT_DOUBLE_EQ(params.csvm_params.gamma, 1.5);
-    EXPECT_DOUBLE_EQ(params.csvm_params.coef0, -1.5);
-    EXPECT_DOUBLE_EQ(params.csvm_params.cost, 2.0);
-
-    EXPECT_FALSE(params.epsilon.is_default());
-    EXPECT_DOUBLE_EQ(params.epsilon.value(), 1e-10);
-    EXPECT_FALSE(params.max_iter.is_default());
-    EXPECT_EQ(params.max_iter.value(), 100);
-    EXPECT_EQ(params.backend, plssvm::backend_type::cuda);
-    EXPECT_EQ(params.target, plssvm::target_platform::gpu_nvidia);
+    EXPECT_EQ(parser.csvm_params.kernel_type, plssvm::kernel_function_type::polynomial);
+    EXPECT_EQ(parser.csvm_params.degree, 2);
+    EXPECT_DOUBLE_EQ(parser.csvm_params.gamma, 1.5);
+    EXPECT_DOUBLE_EQ(parser.csvm_params.coef0, -1.5);
+    EXPECT_DOUBLE_EQ(parser.csvm_params.cost, 2.0);
+
+    EXPECT_FALSE(parser.epsilon.is_default());
+    EXPECT_DOUBLE_EQ(parser.epsilon.value(), 1e-10);
+    EXPECT_FALSE(parser.max_iter.is_default());
+    EXPECT_EQ(parser.max_iter.value(), 100);
+    EXPECT_EQ(parser.backend, plssvm::backend_type::cuda);
+    EXPECT_EQ(parser.target, plssvm::target_platform::gpu_nvidia);
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    EXPECT_EQ(params.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::nd_range);
-    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
+    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::nd_range);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
 #else
-    EXPECT_EQ(params.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
-    EXPECT_EQ(params.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
 #endif
-    EXPECT_TRUE(params.strings_as_labels);
-    EXPECT_TRUE(params.float_as_real_type);
-    EXPECT_EQ(params.input_filename, "data.libsvm");
-    EXPECT_EQ(params.model_filename, "data.libsvm.model");
+    EXPECT_TRUE(parser.strings_as_labels);
+    EXPECT_TRUE(parser.float_as_real_type);
+    EXPECT_EQ(parser.input_filename, "data.libsvm");
+    EXPECT_EQ(parser.model_filename, "data.libsvm.model");
 }
 TEST_F(ParameterTrain, all_arguments_output) {
     // create artificial command line arguments in test fixture
@@ -114,7 +116,7 @@ TEST_F(ParameterTrain, all_arguments_output) {
     this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
 
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
 
     // test output string
     const std::string correct =
@@ -129,7 +131,7 @@ TEST_F(ParameterTrain, all_arguments_output) {
         "real_type: float\n"
         "input file (data set): 'data.libsvm'\n"
         "output file (model): 'data.libsvm.model'\n";
-    EXPECT_EQ(util::convert_to_string(params), correct);
+    EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
 // test all command line parameter separately
@@ -141,10 +143,10 @@ TEST_P(ParameterTrainKernel, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.csvm_params.kernel_type.is_default());
-    EXPECT_EQ(params.csvm_params.kernel_type, kernel_type);
+    EXPECT_FALSE(parser.csvm_params.kernel_type.is_default());
+    EXPECT_EQ(parser.csvm_params.kernel_type, kernel_type);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(
@@ -159,10 +161,10 @@ TEST_P(ParameterTrainDegree, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, degree));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.csvm_params.degree.is_default());
-    EXPECT_EQ(params.csvm_params.degree, degree);
+    EXPECT_FALSE(parser.csvm_params.degree.is_default());
+    EXPECT_EQ(parser.csvm_params.degree, degree);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainDegree, ::testing::Combine(
@@ -177,10 +179,10 @@ TEST_P(ParameterTrainGamma, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.csvm_params.gamma.is_default());
-    EXPECT_DOUBLE_EQ(params.csvm_params.gamma, gamma);
+    EXPECT_FALSE(parser.csvm_params.gamma.is_default());
+    EXPECT_DOUBLE_EQ(parser.csvm_params.gamma, gamma);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma,
@@ -194,8 +196,8 @@ TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
-    // create parameter_train object
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
+    // create parser_train object
+    EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainGammaDeathTest, ::testing::Combine(
@@ -210,10 +212,10 @@ TEST_P(ParameterTrainCoef0, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, coef0));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.csvm_params.coef0.is_default());
-    EXPECT_DOUBLE_EQ(params.csvm_params.coef0, coef0);
+    EXPECT_FALSE(parser.csvm_params.coef0.is_default());
+    EXPECT_DOUBLE_EQ(parser.csvm_params.coef0, coef0);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(
@@ -228,10 +230,10 @@ TEST_P(ParameterTrainCost, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, cost));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.csvm_params.cost.is_default());
-    EXPECT_DOUBLE_EQ(params.csvm_params.cost, cost);
+    EXPECT_FALSE(parser.csvm_params.cost.is_default());
+    EXPECT_DOUBLE_EQ(parser.csvm_params.cost, cost);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(
@@ -246,10 +248,10 @@ TEST_P(ParameterTrainEpsilon, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, eps));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.epsilon.is_default());
-    EXPECT_DOUBLE_EQ(params.epsilon, eps);
+    EXPECT_FALSE(parser.epsilon.is_default());
+    EXPECT_DOUBLE_EQ(parser.epsilon, eps);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(
@@ -264,10 +266,10 @@ TEST_P(ParameterTrainMaxIter, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_FALSE(params.max_iter.is_default());
-    EXPECT_EQ(params.max_iter, max_iter);
+    EXPECT_FALSE(parser.max_iter.is_default());
+    EXPECT_EQ(parser.max_iter, max_iter);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainMaxIter, ::testing::Combine(
@@ -282,7 +284,7 @@ TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero)
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
     // create parameter object
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
+    EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainMaxIterDeathTest, ::testing::Combine(
@@ -299,9 +301,9 @@ TEST_P(ParameterTrainBackend, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.backend, backend);
+    EXPECT_EQ(parser.backend, backend);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainBackend, ::testing::Combine(
@@ -318,9 +320,9 @@ TEST_P(ParameterTrainTargetPlatform, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.target, target_platform);
+    EXPECT_EQ(parser.target, target_platform);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainTargetPlatform, ::testing::Combine(
@@ -339,9 +341,9 @@ TEST_P(ParameterTrainSYCLKernelInvocation, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.sycl_kernel_invocation_type, sycl_kernel_invocation_type);
+    EXPECT_EQ(parser.sycl_kernel_invocation_type, sycl_kernel_invocation_type);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLKernelInvocation, ::testing::Combine(
@@ -358,9 +360,9 @@ TEST_P(ParameterTrainSYCLImplementation, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.sycl_implementation_type, sycl_implementation_type);
+    EXPECT_EQ(parser.sycl_implementation_type, sycl_implementation_type);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLImplementation, ::testing::Combine(
@@ -377,9 +379,9 @@ TEST_P(ParameterTrainUseStringsAsLabels, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.strings_as_labels, value);
+    EXPECT_EQ(parser.strings_as_labels, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseStringsAsLabels, ::testing::Combine(
@@ -394,9 +396,9 @@ TEST_P(ParameterTrainUseFloatAsRealType, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(params.float_as_real_type, value);
+    EXPECT_EQ(parser.float_as_real_type, value);
 }
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseFloatAsRealType, ::testing::Combine(
@@ -411,7 +413,7 @@ TEST_P(ParameterTrainQuiet, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} data.libsvm", flag));
     // create parameter object
-    const plssvm::detail::cmd::parameter_train params{ this->argc, this->argv };
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
@@ -423,7 +425,7 @@ TEST_P(ParameterTrainHelp, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
     // create parameter object
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+    EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterTrainHelp>);
 
@@ -433,33 +435,33 @@ TEST_P(ParameterTrainVersion, parsing) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
     // create parameter object
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
+    EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterTrainVersion>);
 
 TEST_F(ParameterTrain, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-train");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing input file!"));
 }
 TEST_F(ParameterTrain, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-train p1 p2 p3 p4");
-    EXPECT_EXIT((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }),
+    EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::HasSubstr(R"(Only up to two positional options may be given, but 2 ("p3 p4") additional option(s) where provided!)"));
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
 TEST_F(ParameterTrainDeathTest, too_few_argc) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 0, nullptr }),
+    EXPECT_DEATH((plssvm::detail::cmd::parser_train{ 0, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
 TEST_F(ParameterTrainDeathTest, nullptr_argv) {
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ 1, nullptr }),
+    EXPECT_DEATH((plssvm::detail::cmd::parser_train{ 1, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParameterTrainDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-train --foo bar");
-    EXPECT_DEATH((plssvm::detail::cmd::parameter_train{ this->argc, this->argv }), "");
+    EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), "");
 }
\ No newline at end of file
diff --git a/tests/naming.hpp b/tests/naming.hpp
index 88564c836..cecc12905 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -279,7 +279,7 @@ template <typename T>
                        detail::escape_string(std::get<2>(param_info.param)));
 }
 
-// detail/cmd/parameter_*.cpp -> parameter_predict, parameter_scale, parameter_train
+// detail/cmd/parameter_*.cpp -> parser_predict, parser_scale, parser_train
 /**
  * @brief Generate a test case name using a command line flag and value combination.
  * @details Replaces all "-" in a flag with "" and escapes the value string using `naming::detail::escape_string()`.

From 3f7644489297ab95ec832976c2e12efb8b72e6d8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 20 Oct 2022 10:55:05 +0200
Subject: [PATCH 0411/1010] Rename svm_parameter() function in the model class
 to get_params() (same as in the csvm classes).

---
 include/plssvm/model.hpp |  2 +-
 tests/csvm.cpp           |  4 ++--
 tests/model.cpp          | 10 +++++-----
 3 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 894ace14a..580c02378 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -85,7 +85,7 @@ class model {
      * @brief Return the SVM parameter that were used to learn this model.
      * @return the SVM parameter (`[[nodiscard]]`)
      */
-    [[nodiscard]] const parameter &svm_parameter() const noexcept { return params_; }  // TODO: change to get_params ?!
+    [[nodiscard]] const parameter &get_params() const noexcept { return params_; }
     /**
      * @brief The support vectors representing the learned model.
      * @return the support vectors (`[[nodiscard]]`)
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index ce6cc2863..663ebd727 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -257,7 +257,7 @@ TYPED_TEST(BaseCSVMFit, fit) {
     EXPECT_EQ(model.num_features(), 4);
     plssvm::parameter params{};
     params.gamma = 1.0 / 4.0;
-    EXPECT_EQ(model.svm_parameter(), params);
+    EXPECT_EQ(model.get_params(), params);
     EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), training_data.data());
     EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), solve_system_of_linear_equations_fake_return<real_type>.first);
     EXPECT_FLOATING_POINT_EQ(model.rho(), solve_system_of_linear_equations_fake_return<real_type>.second);
@@ -291,7 +291,7 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
     EXPECT_EQ(model.num_features(), 4);
     plssvm::parameter params{};
     params.gamma = 1.0 / 4.0;
-    EXPECT_EQ(model.svm_parameter(), params);
+    EXPECT_EQ(model.get_params(), params);
     EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), training_data.data());
     EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), solve_system_of_linear_equations_fake_return<real_type>.first);
     EXPECT_FLOATING_POINT_EQ(model.rho(), solve_system_of_linear_equations_fake_return<real_type>.second);
diff --git a/tests/model.cpp b/tests/model.cpp
index ae0ce535b..287a16287 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -53,7 +53,7 @@ TYPED_TEST(Model, construct) {
     // test for correct construction
     EXPECT_EQ(model.num_support_vectors(), 5);
     EXPECT_EQ(model.num_features(), 4);
-    EXPECT_EQ(model.svm_parameter(), plssvm::parameter{});
+    EXPECT_EQ(model.get_params(), plssvm::parameter{});
     const std::vector<std::vector<real_type>> support_vectors{
         { real_type{ -1.117828 }, real_type{ -2.908719 }, real_type{ 0.6663834 }, real_type{ 1.097883 } },
         { real_type{ -0.5282118 }, real_type{ -0.3358810 }, real_type{ 0.5168730 }, real_type{ 0.5460446 } },
@@ -87,14 +87,14 @@ TYPED_TEST(Model, num_features) {
     // test for the correct number of features
     EXPECT_EQ(model.num_features(), 4);
 }
-TYPED_TEST(Model, svm_parameter) {
+TYPED_TEST(Model, get_params) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
     // create a model using an existing LIBSVM model file
     const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
     // test for the correct number of features
-    EXPECT_EQ(model.svm_parameter(), plssvm::parameter{});
+    EXPECT_EQ(model.get_params(), plssvm::parameter{});
 }
 TYPED_TEST(Model, support_vectors) {
     using real_type = typename TypeParam::real_type;
@@ -151,8 +151,8 @@ TEST_P(ModelSave, save) {
     // create vector containing correct regex expressions for the LIBSVM model file header
     std::vector<std::string> regex_patterns;
     regex_patterns.emplace_back("svm_type c_svc");
-    regex_patterns.emplace_back(fmt::format("kernel_type {}", model.svm_parameter().kernel_type));
-    switch (model.svm_parameter().kernel_type) {
+    regex_patterns.emplace_back(fmt::format("kernel_type {}", model.get_params().kernel_type));
+    switch (model.get_params().kernel_type) {
         case plssvm::kernel_function_type::linear:
             break;
         case plssvm::kernel_function_type::polynomial:

From d045c7e6b495a12dc6a32bfc7ca44992cb633127 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 20 Oct 2022 14:56:08 +0200
Subject: [PATCH 0412/1010] Only use the provided max_iter if it is not the
 default value.

---
 src/main_train.cpp | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/main_train.cpp b/src/main_train.cpp
index bc57402d5..25f63be47 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -62,6 +62,9 @@ int main(int argc, char *argv[]) {
 //                                               plssvm::sycl_implementation_type = cmd_params.sycl_implementation_type,
 //                                               plssvm::sycl_kernel_invocation_type = cmd_params.sycl_kernel_invocation_type);
             // learn model
+            if (cmd_parser.max_iter.is_default()) {
+                cmd_parser.max_iter = data.num_data_points();
+            }
             const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = cmd_parser.epsilon, plssvm::max_iter = cmd_parser.max_iter);
             // save model to file
             model.save(cmd_parser.model_filename);

From 3128573b8103fcb6a77efd7b231410b72e50d6ee Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 20 Oct 2022 18:20:55 +0200
Subject: [PATCH 0413/1010] Reimplement the csvm factory function make_csvm.

---
 include/plssvm/backends/OpenMP/csvm.hpp |  15 +-
 include/plssvm/csvm.hpp                 |  14 +-
 include/plssvm/csvm_factory.hpp         | 297 ++++++++----------------
 include/plssvm/detail/utility.hpp       |   7 +-
 include/plssvm/parameter.hpp            |  11 +-
 src/main_train.cpp                      |   3 -
 tests/backends/OpenMP/openmp_csvm.cpp   |  25 +-
 tests/csvm.cpp                          |  16 +-
 tests/csvm_factory.cpp                  |  12 +-
 tests/mock_csvm.hpp                     |   4 +-
 10 files changed, 149 insertions(+), 255 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 872147f7e..2acc8f6fe 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -14,8 +14,9 @@
 #pragma once
 
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
+#include "plssvm/detail/utility.hpp"         // PLSSVM_REQUIRES
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::has_only_parameter_named_args_v
 #include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
 #include <type_traits>  // std::true_type
@@ -59,9 +60,9 @@ class csvm : public ::plssvm::csvm {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    template <typename... Args>
-    csvm(const target_platform target, const kernel_function_type kernel, Args &&...named_args) :
-        ::plssvm::csvm{ kernel, std::forward<Args>(named_args)... } {
+    template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(const target_platform target, Args &&...named_args) :
+        ::plssvm::csvm{ std::forward<Args>(named_args)... } {
         this->init(target);
     }
     /**
@@ -72,9 +73,9 @@ class csvm : public ::plssvm::csvm {
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    template <typename... Args>
-    explicit csvm(const kernel_function_type kernel, Args &&...named_args) :
-        ::plssvm::csvm{ kernel, std::forward<Args>(named_args)... } {
+    template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(Args &&...named_args) :
+        ::plssvm::csvm{ std::forward<Args>(named_args)... } {
         // the default target is the automatic one
         this->init(plssvm::target_platform::automatic);
     }
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 5a1bb2339..cf760f391 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -18,11 +18,11 @@
 #include "plssvm/data_set.hpp"               // plssvm::data_set
 #include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init, plssvm::is_default_value_v
 #include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::{to_underlying, remove_cvref_t, always_false_v, unreachable}
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::{to_underlying, remove_cvref_t, always_false_v, unreachable}, PLSSVM_REQUIRES
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 #include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::get_value_from_named_parameter
+#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
 
 #include "fmt/core.h"     // fmt::format, fmt::print
 #include "igor/igor.hpp"  // igor::parser
@@ -59,7 +59,7 @@ class csvm {
      * @param[in] named_args the potential named-parameters
      */
     template <typename... Args>
-    explicit csvm(kernel_function_type kernel, Args &&...named_args);
+    explicit csvm(Args &&...named_args);
 
     /**
      * @brief Default copy-constructor since a virtual destructor has been declared.
@@ -90,7 +90,7 @@ class csvm {
      * @tparam Args the type of the named-parameters
      * @param[in] named_args the potential named-parameters
      */
-    template <typename... Args>
+    template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
     void set_params(Args &&...named_args);
 
     ////////////////////////////////////////////////////////////////////////////////
@@ -190,12 +190,12 @@ inline csvm::csvm(parameter params) :
 }
 
 template <typename... Args>
-csvm::csvm(kernel_function_type kernel, Args &&...named_args) :
-    params_{ plssvm::kernel_type = kernel, std::forward<Args>(named_args)... } {
+csvm::csvm(Args &&...named_args) :
+    params_{ std::forward<Args>(named_args)... } {
     this->sanity_check_parameter();
 }
 
-template <typename... Args>
+template <typename... Args, std::enable_if_t<detail::has_only_parameter_named_args_v<Args...>, bool>>
 void csvm::set_params(Args &&...named_args) {
     static_assert(sizeof...(Args) > 0, "At least one named parameter mus be given when calling set_params()!");
 
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 2cca5c841..096c18291 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -55,234 +55,127 @@ namespace plssvm {
 namespace detail {
 
 /**
- * @brief Create a new C-SVM using the @p backend type and @p target platform forwarding all additional parameters to the respective C-SVM constructors.
- * @tparam Args the type of the potential additional parameter
+ * @brief Construct a C-SVM using the parameters @p args.
+ * @details The default case, no special parameters for the C-SVMs are necessary.
+ * @tparam csvm_type the type of the C-SVM
+ * @tparam Args the types of the parameters to initialize the C-SVM
+ * @param[in] args the parameters used to initialize the C-SVM
+ * @return the C-SVM (`[[nodiscard]]`)
+ */
+template <typename csvm_type, typename... Args>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm_default_impl([[maybe_unused]] Args &&...args) {
+    // test whether the backend is available
+    if constexpr (csvm_backend_exists_v<csvm_type>) {
+        // test whether the backend can be constructed with the provided parameter
+        if constexpr (std::is_constructible_v<csvm_type, Args...>) {
+            return std::make_unique<csvm_type>(std::forward<Args>(args)...);
+        } else {
+            throw unsupported_backend_exception{ fmt::format("Provided invalid (named) arguments for the {} backend!", plssvm::csvm_to_backend_type_v<csvm_type>) };
+        }
+    } else {
+        throw unsupported_backend_exception{ fmt::format("No {} backend available!", plssvm::csvm_to_backend_type_v<csvm_type>) };
+    }
+}
+/**
+ * @brief Construct a SYCL C-SVM using the parameters @p args.
+ * @details The special case for the SYCL backend to handle the SYCL specific parameters.
+ * @tparam Args the types of the parameters to initialize the SYCL C-SVM
+ * @param[in] args the parameters used to initialize the SYCL C-SVM
+ * @return the SYCL C-SVM (`[[nodiscard]]`)
+ */
+template <typename... Args>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
+    // TODO: look at it
+    // test whether the SYCL backend is available
+    if constexpr (csvm_backend_exists_v<sycl::csvm>) {
+        if constexpr (std::is_constructible_v<sycl::csvm, Args...>) {
+            // check igor parameter
+            igor::parser parser{ args... };
+
+            // get the SYCL implementation type to use
+            sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
+            // check whether a specific SYCL implementation type has been requested
+            if constexpr (parser.has(sycl_implementation_type)) {
+                // compile time check: the value must have the correct type
+                static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl_generic::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
+                impl_type = static_cast<sycl_generic::implementation_type>(parser(sycl_implementation_type));
+            }
+
+            switch (impl_type) {
+                case sycl_generic::implementation_type::automatic:
+                    return std::make_unique<sycl::csvm>(std::forward<Args>(args)...);
+                case sycl_generic::implementation_type::dpcpp:
+                    if constexpr (csvm_backend_exists_v<plssvm::dpcpp::csvm>) {
+                        return std::make_unique<dpcpp::csvm>(std::forward<Args>(args)...);
+                    } else {
+                        throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
+                    }
+
+                case sycl_generic::implementation_type::hipsycl:
+                    if constexpr (csvm_backend_exists_v<plssvm::hipsycl::csvm>) {
+                        return std::make_unique<hipsycl::csvm>(std::forward<Args>(args)...);
+                    } else {
+                        throw unsupported_backend_exception{ "No sycl backend available using hipSYCL!" };
+                    }
+            }
+        } else {
+            throw unsupported_backend_exception{ "Provided invalid (named) arguments for the sycl backend!" };
+        }
+    } else {
+        throw unsupported_backend_exception{ "No sycl backend available!" };
+    }
+}
+
+/**
+ * @brief Create a new C-SVM using the @p backend type and the additional parameter @p args.
+ * @tparam Args the types of the parameters to initialize the C-SVM
  * @param[in] backend the backend to use
- * @param[in] target the target platform to target
- * @param[in] args the additional parameters passed on to the respective constructors
+ * @param[in] args the parameters used to initialize the respective C-SVM
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm_impl(const backend_type backend, const target_platform target, Args &&...args) {
+[[nodiscard]] std::unique_ptr<csvm> make_csvm_impl(const backend_type backend, Args &&...args) {
     switch (backend) {
         case backend_type::automatic:
-            return make_csvm_impl(determine_default_backend(), target, std::forward<Args>(args)...);
+            return make_csvm_impl(determine_default_backend(), std::forward<Args>(args)...);
         case backend_type::openmp:
-            if constexpr (csvm_backend_exists_v<plssvm::openmp::csvm>) {
-                return std::make_unique<openmp::csvm>(target, std::forward<Args>(args)...);
-            } else {
-                throw unsupported_backend_exception{ "No openmp backend available!" };
-            }
-
+            return make_csvm_default_impl<openmp::csvm>(std::forward<Args>(args)...);
         case backend_type::cuda:
-            if constexpr (csvm_backend_exists_v<plssvm::cuda::csvm>) {
-                return std::make_unique<cuda::csvm>(target, std::forward<Args>(args)...);
-            } else {
-                throw unsupported_backend_exception{ "No cuda backend available!" };
-            }
-
+            return make_csvm_default_impl<cuda::csvm>(std::forward<Args>(args)...);
         case backend_type::hip:
-            if constexpr (csvm_backend_exists_v<plssvm::hip::csvm>) {
-                return std::make_unique<hip::csvm>(target, std::forward<Args>(args)...);
-            } else {
-                throw unsupported_backend_exception{ "No hip backend available!" };
-            }
-
+            return make_csvm_default_impl<hip::csvm>(std::forward<Args>(args)...);
         case backend_type::opencl:
-            if constexpr (csvm_backend_exists_v<plssvm::opencl::csvm>) {
-                return std::make_unique<opencl::csvm>(target, std::forward<Args>(args)...);
-            } else {
-                throw unsupported_backend_exception{ "No opencl backend available!" };
-            }
-
+            return make_csvm_default_impl<opencl::csvm>(std::forward<Args>(args)...);
         case backend_type::sycl:
-            if constexpr (csvm_backend_exists_v<plssvm::sycl::csvm>) {  // TODO: look at it
-                // check igor parameter
-                igor::parser parser{ args... };
-
-                // get the SYCL implementation type to use
-                sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
-                // check whether a specific SYCL implementation type has been requested
-                if constexpr (parser.has(sycl_implementation_type)) {
-                    // compile time check: the value must have the correct type
-                    static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl_generic::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
-                    impl_type = static_cast<sycl_generic::implementation_type>(parser(sycl_implementation_type));
-                }
-
-                switch (impl_type) {
-                    case sycl_generic::implementation_type::automatic:
-                        return std::make_unique<sycl::csvm>(target, std::forward<Args>(args)...);
-                    case sycl_generic::implementation_type::dpcpp:
-                        if constexpr (csvm_backend_exists_v<plssvm::dpcpp::csvm>) {
-                            return std::make_unique<dpcpp::csvm>(target, std::forward<Args>(args)...);
-                        } else {
-                            throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
-                        }
-
-                    case sycl_generic::implementation_type::hipsycl:
-                        if constexpr (csvm_backend_exists_v<plssvm::hipsycl::csvm>) {
-                            return std::make_unique<hipsycl::csvm>(target, std::forward<Args>(args)...);
-                        } else {
-                            throw unsupported_backend_exception{ "No sycl backend available using hipSYCL!" };
-                        }
-                }
-            } else {
-                throw unsupported_backend_exception{ "No sycl backend available!" };
-            }
+            return make_csvm_sycl_impl(std::forward<Args>(args)...);
     }
     throw unsupported_backend_exception{ "Can't recognize backend !" };
 }
 
 }  // namespace detail
 
-/**
- * @brief Create a new C-SVM using the @p backend type, @p target platform, @p kernel type, and potential additional named parameter @p named_args.
- * @tparam Args the type of the potential named parameter
- * @param[in] backend the backend to use
- * @param[in] target the target platform to target
- * @param[in] kernel the kernel function to use
- * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, const kernel_function_type kernel, Args &&...named_args) {
-    return detail::make_csvm_impl(backend, target, kernel, std::forward<Args>(named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the automatic backend type, @p target platform, @p kernel type, and potential additional named parameter @p named_args.
- * @tparam Args the type of the potential named parameter
- * @param[in] target the target platform to target
- * @param[in] kernel the kernel function to use
- * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm(const target_platform target, const kernel_function_type kernel, Args &&...named_args) {
-    return make_csvm(backend_type::automatic, target, kernel, std::forward<Args>(named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the @p backend type, the automatic target platform, @p kernel type, and potential additional named parameter @p named_args.
- * @tparam Args the type of the potential named parameter
- * @param[in] backend the backend to use
- * @param[in] kernel the kernel function to use
- * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, const kernel_function_type kernel, Args &&...named_args) {
-    return make_csvm(backend, target_platform::automatic, kernel, std::forward<Args>(named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, @p kernel type, and potential additional named parameter @p named_args.
- * @tparam Args the type of the potential named parameter
- * @param[in] kernel the kernel function to use
- * @param[in] named_args possible additional parameters (e.g., degree parameter for the polynomial kernel)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm(const kernel_function_type kernel, Args &&...named_args) {
-    return make_csvm(backend_type::automatic, target_platform::automatic, kernel, std::forward<Args>(named_args)...);
-}
+// TODO: investigate with
 
 /**
- * @brief Create a new C-SVM using the @p backend type, @p target platform, and @p params. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
- * @param[in] backend the backend to use
- * @param[in] target the target platform to target
- * @param[in] params the SVM parameters to use
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, parameter params, Args &&...optional_named_args) {
-    return detail::make_csvm_impl(backend, target, params, std::forward<Args>(optional_named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the automatic backend type, @p target platform, and @p params. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
- * @param[in] target the target platform to target
- * @param[in] params the SVM parameters to use
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const target_platform target, parameter params, Args &&...optional_named_args) {
-    return make_csvm(backend_type::automatic, target, params, std::forward<Args>(optional_named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and the default SVM parameter. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
- * @param[in] backend the backend to use
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, Args &&...optional_named_args) {
-    return make_csvm(backend, target_platform::automatic, parameter{}, std::forward<Args>(optional_named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, and the default SVM parameter. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(Args &&...optional_named_args) {
-    return make_csvm(backend_type::automatic, std::forward<Args>(optional_named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and @p params. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
- * @param[in] backend the backend to use
- * @param[in] params the SVM parameters to use
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, parameter params, Args &&...optional_named_args) {
-    return make_csvm(backend, target_platform::automatic, params, std::forward<Args>(optional_named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, and @p params. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
- * @param[in] params the SVM parameters to use
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
- * @return the C-SVM (`[[nodiscard]]`)
- */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(parameter params, Args &&...optional_named_args) {
-    return make_csvm(backend_type::automatic, params, std::forward<Args>(optional_named_args)...);
-}
-/**
- * @brief Create a new C-SVM using the @p backend type, @p target platform, and the default SVM parameters. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
+ * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and additional parameter @p args.
+ * @tparam Args the types of the parameters to initialize the C-SVM
  * @param[in] backend the backend to use
- * @param[in] target the target platform to target
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @param[in] args the parameters used to initialize the respective C-SVM
  * @return the C-SVM (`[[nodiscard]]`)
  */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, const target_platform target, Args &&...optional_named_args) {
-    return make_csvm(backend, target, parameter{}, std::forward<Args>(optional_named_args)...);
+template <typename... Args>
+[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, Args &&...args) {
+    return detail::make_csvm_impl(backend, std::forward<Args>(args)...);
 }
 /**
- * @brief Create a new C-SVM using the automatic backend type, @p target platform, and the default SVM parameters. Additional parameters via @p optional_named_args.
- * @details Currently only SYCL backend specific named parameters are allowed in @p optional_named_args (throws a compiler error otherwise).
- * @tparam Args the type of the potential additional parameters
- * @param[in] target the target platform to target
- * @param[in] optional_named_args possible additional parameters (e.g., the SYCL implementation type if and only if the @p backend is SYCL)
+ * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, and the additional parameter @p args.
+ * @tparam Args the types of the parameters to initialize the C-SVM
+ * @param[in] args the parameters used to initialize the respective C-SVM
  * @return the C-SVM (`[[nodiscard]]`)
  */
-template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const target_platform target, Args &&...optional_named_args) {
-    return make_csvm(backend_type::automatic, target, std::forward<Args>(optional_named_args)...);
+template <typename... Args>
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(Args &&...args) {
+    return detail::make_csvm_impl(backend_type::automatic, std::forward<Args>(args)...);
 }
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 3e454805d..4d0a4b133 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -22,13 +22,18 @@
 #include <set>            // std::set
 #include <string>         // std::string
 #include <tuple>          // std::forward_as_tuple, std::get
-#include <type_traits>    // std::remove_cv_t, std::remove_reference_t, std::underlying_type_t, std::is_enum_v
+#include <type_traits>    // std::remove_cv_t, std::remove_reference_t, std::underlying_type_t, std::is_enum_v, std::enable_if_t
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
 
 namespace plssvm::detail {
 
+/**
+ * @brief A shorthand macro for the `std::enable_if_t` type trait.
+ */
+#define PLSSVM_REQUIRES(...) std::enable_if_t<__VA_ARGS__, bool> = true
+
 /**
  * @brief Type-dependent expression that always evaluates to `false`.
  */
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 4befa9617..e98a794cb 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -19,7 +19,7 @@
 
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // be able to output custom types with an operator<< overload using fmt
-#include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT, igor::parser
+#include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT, igor::parser, igor::has_unnamed_arguments, igor::has_other_than
 
 #include <iosfwd>       // forward declare std::ostream
 #include <iostream>     // std::clog, std::endl
@@ -50,6 +50,13 @@ IGOR_MAKE_NAMED_ARGUMENT(sycl_kernel_invocation_type);
 
 namespace detail {
 
+template <typename... Args>
+constexpr bool has_only_named_args_v = !igor::has_unnamed_arguments<Args...>();
+
+template <typename... Args>
+constexpr bool has_only_parameter_named_args_v = !igor::has_other_than<Args...>(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost);
+// TODO: constexpr bool only_parameter_named_args = has_only_named_args_v<Args...> && !igor::has_other_than<Args...>(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost);
+
 /**
  * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.
  * @tparam ExpectedType the type the value of the named argument should be converted to
@@ -114,7 +121,7 @@ struct parameter {
      * @tparam Args the type of the named-parameters
      * @param[in] named_args the potential named-parameters
      */
-    template <typename... Args, std::enable_if_t<!igor::has_unnamed_arguments<Args...>(), bool> = true>
+    template <typename... Args, PLSSVM_REQUIRES(has_only_named_args_v<Args...>)>
     constexpr explicit parameter(Args &&...named_args) noexcept {
         igor::parser parser{ std::forward<Args>(named_args)... };
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 25f63be47..1400ade25 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -58,9 +58,6 @@ int main(int argc, char *argv[]) {
             } else {
                 svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
             }
-//            const auto svm = plssvm::make_csvm(cmd_params.backend, cmd_params.target, cmd_params.csvm_params,
-//                                               plssvm::sycl_implementation_type = cmd_params.sycl_implementation_type,
-//                                               plssvm::sycl_kernel_invocation_type = cmd_params.sycl_kernel_invocation_type);
             // learn model
             if (cmd_parser.max_iter.is_default()) {
                 cmd_parser.max_iter = data.num_data_points();
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index fa0a02a38..ff18330f7 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -63,33 +63,24 @@ TEST_F(OpenMPCSVM, construct_target_and_parameter) {
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_intel' for the OpenMP backend!");
 }
-
-TEST_F(OpenMPCSVM, construct_kernel_type_and_named_args) {
-#if defined(PLSSVM_HAS_CPU_TARGET)
-    // the automatic target platform must always be available
-    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-#else
-    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }), plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-}
-TEST_F(OpenMPCSVM, construct_target_kernel_type_and_named_args) {
+TEST_F(OpenMPCSVM, construct_target_and_named_args) {
 #if defined(PLSSVM_HAS_CPU_TARGET)
     // only automatic or cpu are allowed as target platform for the OpenMP backend
-    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
 #else
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 
     // all other target platforms must throw
-    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }),
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
-    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }),
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_amd' for the OpenMP backend!");
-    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }),
                       plssvm::openmp::backend_exception,
                       "Invalid target platform 'gpu_intel' for the OpenMP backend!");
 }
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 663ebd727..17a4d7e7c 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -79,7 +79,7 @@ TEST(BaseCSVM, construct_linear_from_named_parameters) {
     params.cost = 2.0;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::cost = params.cost };
+    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = params.cost };
 
     // check whether the parameters have been set correctly
     EXPECT_TRUE(csvm.get_params().equivalent(params));
@@ -89,7 +89,7 @@ TEST(BaseCSVM, construct_polynomial_from_named_parameters) {
     const plssvm::parameter params{ plssvm::kernel_function_type::polynomial, 4, 0.1, 1.2, 0.001 };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm csvm{ plssvm::kernel_function_type::polynomial,
+    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial,
                           plssvm::degree = params.degree,
                           plssvm::gamma = params.gamma,
                           plssvm::coef0 = params.coef0,
@@ -106,7 +106,7 @@ TEST(BaseCSVM, construct_rbf_from_named_parameters) {
     params.cost = 10.0;
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
-    const mock_csvm csvm{ plssvm::kernel_function_type::rbf,
+    const mock_csvm csvm{ plssvm::kernel_type = params.kernel_type,
                           plssvm::gamma = params.gamma,
                           plssvm::cost = params.cost };
 
@@ -137,7 +137,7 @@ TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_degree) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::degree = 2 };
+    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::degree = 2 };
 
     // end capture of std::clog
     this->end_capturing();
@@ -148,7 +148,7 @@ TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_gamma) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
+    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
 
     // end capture of std::clog
     this->end_capturing();
@@ -159,7 +159,7 @@ TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
     // start capture of std::clog
     this->start_capturing();
 
-    const mock_csvm csvm{ plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
+    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
 
     // end capture of std::clog
     this->end_capturing();
@@ -169,13 +169,13 @@ TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
 
 TEST(BaseCSVM, construct_from_named_parameters_invalid_kernel_type) {
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
-    EXPECT_THROW_WHAT(mock_csvm{ static_cast<plssvm::kernel_function_type>(3) },
+    EXPECT_THROW_WHAT(mock_csvm{ plssvm::kernel_type = static_cast<plssvm::kernel_function_type>(3) },
                       plssvm::invalid_parameter_exception,
                       "Invalid kernel function 3 given!");
 }
 TEST(BaseCSVM, construct_from_named_parameters_invalid_gamma) {
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
-    EXPECT_THROW_WHAT((mock_csvm{ plssvm::kernel_function_type::polynomial, plssvm::gamma = -1.0 }),
+    EXPECT_THROW_WHAT((mock_csvm{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial, plssvm::gamma = -1.0 }),
                       plssvm::invalid_parameter_exception,
                       "gamma must be greater than 0.0, but is -1!");
 }
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index fe96413d7..efab9fa05 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -145,11 +145,11 @@ TYPED_TEST(CSVMFactory, factory_backend_target_and_named_parameter) {
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        const auto csvm = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01);
+        const auto csvm = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, kernel_type, plssvm::gamma = 0.01),
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01),
                                   plssvm::unsupported_backend_exception,
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
@@ -160,7 +160,7 @@ TEST(CSVMFactory, factory_target_and_named_parameter) {
     // the kernel function to use
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     // with the automatic backend type there MUST be a C-SVM creatable
-    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(target, kernel_type, plssvm::gamma = 0.01));
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01));
 }
 TYPED_TEST(CSVMFactory, factory_backend_named_parameter) {
     // the backend to use
@@ -169,11 +169,11 @@ TYPED_TEST(CSVMFactory, factory_backend_named_parameter) {
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        const auto csvm = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01);
+        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, kernel_type, plssvm::gamma = 0.01),
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01),
                                   plssvm::unsupported_backend_exception,
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
@@ -182,7 +182,7 @@ TEST(CSVMFactory, factory_named_parameter) {
     // the kernel function to use
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     // with the automatic backend type there MUST be a C-SVM creatable
-    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(kernel_type, plssvm::gamma = 0.01));
+    EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01));
 }
 
 // TODO: tests for the SYCL implementation if they are finished
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index 6f6f64f14..b2df412f6 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -38,8 +38,8 @@ class mock_csvm final : public plssvm::csvm {
         this->fake_functions();
     }
     template <typename... Args>
-    explicit mock_csvm(const plssvm::kernel_function_type kernel, Args &&...args) :
-        plssvm::csvm{ kernel, std::forward<Args>(args)... } {
+    explicit mock_csvm(Args &&...args) :
+        plssvm::csvm{ std::forward<Args>(args)... } {
         this->fake_functions();
     }
 

From 1d12de0b4bd18638ca985009bb8ff28bb0c3214e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 09:24:48 +0200
Subject: [PATCH 0414/1010] Rename test suites to be in line with the new class
 names.

---
 tests/CMakeLists.txt                |  12 +--
 tests/detail/cmd/parser_predict.cpp |  82 +++++++-------
 tests/detail/cmd/parser_scale.cpp   | 100 ++++++++---------
 tests/detail/cmd/parser_train.cpp   | 160 ++++++++++++++--------------
 4 files changed, 177 insertions(+), 177 deletions(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 6da8d6103..9907b09a5 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -159,14 +159,14 @@ endif()
 
 
 # add test for help messages
-add_test(NAME ParameterTrain/plssvm-train_help COMMAND plssvm-train --help)
-add_test(NAME ParameterPredict/plssvm-predict_help COMMAND plssvm-predict --help)
-add_test(NAME ParameterScale/plssvm-scale_help COMMAND plssvm-scale --help)
+add_test(NAME ParserTrain/executable_help COMMAND plssvm-train --help)
+add_test(NAME ParserPredict/executable_help COMMAND plssvm-predict --help)
+add_test(NAME ParserScale/executable_help COMMAND plssvm-scale --help)
 
 # add test for version messages
-add_test(NAME ParameterTrain/plssvm-train_version COMMAND plssvm-train --version)
-add_test(NAME ParameterPredict/plssvm-predict_version COMMAND plssvm-predict --version)
-add_test(NAME ParameterScale/plssvm-scale_version COMMAND plssvm-scale --version)
+add_test(NAME ParserTrain/executable_version COMMAND plssvm-train --version)
+add_test(NAME ParserPredict/executable_version COMMAND plssvm-predict --version)
+add_test(NAME ParserScale/executable_version COMMAND plssvm-scale --version)
 
 
 # add test as coverage dependency
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 09c59000c..fee0b726a 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -24,10 +24,10 @@
 #include <string>  // std::string
 #include <tuple>   // std::tuple
 
-class ParameterPredict : public util::ParameterBase {};
-class ParameterPredictDeathTest : public util::ParameterBase {};
+class ParserPredict : public util::ParameterBase {};
+class ParserPredictDeathTest : public util::ParameterBase {};
 
-TEST_F(ParameterPredict, minimal) {
+TEST_F(ParserPredict, minimal) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
 
@@ -44,7 +44,7 @@ TEST_F(ParameterPredict, minimal) {
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
     EXPECT_EQ(parser.predict_filename, "data.libsvm.predict");
 }
-TEST_F(ParameterPredict, minimal_output) {
+TEST_F(ParserPredict, minimal_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
 
@@ -61,7 +61,7 @@ TEST_F(ParameterPredict, minimal_output) {
     EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
-TEST_F(ParameterPredict, all_arguments) {
+TEST_F(ParserPredict, all_arguments) {
     // create artificial command line arguments in test fixture
     std::string sycl_specific_flag;
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -86,7 +86,7 @@ TEST_F(ParameterPredict, all_arguments) {
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
     EXPECT_EQ(parser.predict_filename, "data.libsvm.predict");
 }
-TEST_F(ParameterPredict, all_arguments_output) {
+TEST_F(ParserPredict, all_arguments_output) {
     // create artificial command line arguments in test fixture
     std::string sycl_specific_flag;
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -108,8 +108,8 @@ TEST_F(ParameterPredict, all_arguments_output) {
 }
 
 // test all command line parameter separately
-class ParameterPredictBackend : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterPredictBackend, parsing) {
+class ParserPredictBackend : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserPredictBackend, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
@@ -121,14 +121,14 @@ TEST_P(ParameterPredictBackend, parsing) {
     EXPECT_EQ(parser.backend, backend);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictBackend, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictBackend, ::testing::Combine(
                 ::testing::Values("-b", "--backend"),
                 ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")),
-                naming::pretty_print_parameter_flag_and_value<ParameterPredictBackend>);
+                naming::pretty_print_parameter_flag_and_value<ParserPredictBackend>);
 // clang-format on
 
-class ParameterPredictTargetPlatform : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterPredictTargetPlatform, parsing) {
+class ParserPredictTargetPlatform : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserPredictTargetPlatform, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
@@ -140,16 +140,16 @@ TEST_P(ParameterPredictTargetPlatform, parsing) {
     EXPECT_EQ(parser.target, target_platform);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictTargetPlatform, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictTargetPlatform, ::testing::Combine(
                 ::testing::Values("-p", "--target_platform"),
                 ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")),
-                naming::pretty_print_parameter_flag_and_value<ParameterPredictTargetPlatform>);
+                naming::pretty_print_parameter_flag_and_value<ParserPredictTargetPlatform>);
 // clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 
-class ParameterPredictSYCLImplementation : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterPredictSYCLImplementation, parsing) {
+class ParserPredictSYCLImplementation : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserPredictSYCLImplementation, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
@@ -161,16 +161,16 @@ TEST_P(ParameterPredictSYCLImplementation, parsing) {
     EXPECT_EQ(parser.sycl_implementation_type, sycl_implementation_type);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictSYCLImplementation, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictSYCLImplementation, ::testing::Combine(
                 ::testing::Values("--sycl_implementation_type"),
                 ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
-                naming::pretty_print_parameter_flag_and_value<ParameterPredictSYCLImplementation>);
+                naming::pretty_print_parameter_flag_and_value<ParserPredictSYCLImplementation>);
 // clang-format on
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
 
-class ParameterPredictUseStringsAsLabels : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
-TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
+class ParserPredictUseStringsAsLabels : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
+TEST_P(ParserPredictUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     fmt::print("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value);
@@ -181,14 +181,14 @@ TEST_P(ParameterPredictUseStringsAsLabels, parsing) {
     EXPECT_EQ(parser.strings_as_labels, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseStringsAsLabels, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictUseStringsAsLabels, ::testing::Combine(
                 ::testing::Values("--use_strings_as_labels"),
                 ::testing::Bool()),
-                naming::pretty_print_parameter_flag_and_value<ParameterPredictUseStringsAsLabels>);
+                naming::pretty_print_parameter_flag_and_value<ParserPredictUseStringsAsLabels>);
 // clang-format on
 
-class ParameterPredictUseFloatAsRealType : public ParameterPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
-TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
+class ParserPredictUseFloatAsRealType : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
+TEST_P(ParserPredictUseFloatAsRealType, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
@@ -198,14 +198,14 @@ TEST_P(ParameterPredictUseFloatAsRealType, parsing) {
     EXPECT_EQ(parser.float_as_real_type, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictUseFloatAsRealType, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictUseFloatAsRealType, ::testing::Combine(
                 ::testing::Values("--use_float_as_real_type"),
                 ::testing::Bool()),
-                naming::pretty_print_parameter_flag_and_value<ParameterPredictUseFloatAsRealType>);
+                naming::pretty_print_parameter_flag_and_value<ParserPredictUseFloatAsRealType>);
 // clang-format on
 
-class ParameterPredictQuiet : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterPredictQuiet, parsing) {
+class ParserPredictQuiet : public ParserPredict, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserPredictQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {} data.libsvm data.libsvm.model", flag));
@@ -214,41 +214,41 @@ TEST_P(ParameterPredictQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParameterPredictQuiet>);
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserPredictQuiet>);
 
-class ParameterPredictHelp : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterPredictHelp, parsing) {
+class ParserPredictHelp : public ParserPredict, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserPredictHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterPredictHelp>);
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParserPredictHelp>);
 
-class ParameterPredictVersion : public ParameterPredict, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterPredictVersion, parsing) {
+class ParserPredictVersion : public ParserPredict, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserPredictVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterPredict, ParameterPredictVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterPredictHelp>);
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParserPredictHelp>);
 
-TEST_F(ParameterPredict, no_positional_argument) {
+TEST_F(ParserPredict, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict");
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing test file!"));
 }
-TEST_F(ParameterPredict, single_positional_argument) {
+TEST_F(ParserPredict, single_positional_argument) {
     this->CreateCMDArgs("./plssvm-predict data.libsvm");
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing model file!"));
 }
-TEST_F(ParameterPredict, too_many_positional_arguments) {
+TEST_F(ParserPredict, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-predict p1 p2 p3 p4");
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
@@ -256,15 +256,15 @@ TEST_F(ParameterPredict, too_many_positional_arguments) {
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
-TEST_F(ParameterPredictDeathTest, too_few_argc) {
+TEST_F(ParserPredictDeathTest, too_few_argc) {
     EXPECT_DEATH((plssvm::detail::cmd::parser_predict{ 0, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
-TEST_F(ParameterPredictDeathTest, nullptr_argv) {
+TEST_F(ParserPredictDeathTest, nullptr_argv) {
     EXPECT_DEATH((plssvm::detail::cmd::parser_predict{ 1, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
-TEST_F(ParameterPredictDeathTest, unrecognized_option) {
+TEST_F(ParserPredictDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-predict --foo bar");
     EXPECT_DEATH((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), "");
 }
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index c6b40f02c..194e6cde1 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -24,10 +24,10 @@
 #include <string>  // std::string
 #include <tuple>   // std::tuple
 
-class ParameterScale : public util::ParameterBase {};
-class ParameterScaleDeathTest : public util::ParameterBase {};
+class ParserScale : public util::ParameterBase {};
+class ParserScaleDeathTest : public util::ParameterBase {};
 
-TEST_F(ParameterScale, minimal) {
+TEST_F(ParserScale, minimal) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
 
@@ -45,7 +45,7 @@ TEST_F(ParameterScale, minimal) {
     EXPECT_EQ(parser.save_filename, "");
     EXPECT_EQ(parser.restore_filename, "");
 }
-TEST_F(ParameterScale, minimal_output) {
+TEST_F(ParserScale, minimal_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
 
@@ -66,7 +66,7 @@ TEST_F(ParameterScale, minimal_output) {
     EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
-TEST_F(ParameterScale, all_arguments) {
+TEST_F(ParserScale, all_arguments) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
 
@@ -84,7 +84,7 @@ TEST_F(ParameterScale, all_arguments) {
     EXPECT_EQ(parser.save_filename, "data.libsvm.save");
     EXPECT_EQ(parser.restore_filename, "");
 }
-TEST_F(ParameterScale, all_arguments_output) {
+TEST_F(ParserScale, all_arguments_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
 
@@ -106,8 +106,8 @@ TEST_F(ParameterScale, all_arguments_output) {
 }
 
 // test all command line parameter separately
-class ParameterScaleLower : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
-TEST_P(ParameterScaleLower, parsing) {
+class ParserScaleLower : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParserScaleLower, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
@@ -117,14 +117,14 @@ TEST_P(ParameterScaleLower, parsing) {
     EXPECT_EQ(parser.lower, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleLower, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleLower, ::testing::Combine(
                 ::testing::Values("-l", "--lower"),
                 ::testing::Values(-2.5, -1.0, -0.01, 0.0)),
-                naming::pretty_print_parameter_flag_and_value<ParameterScaleLower>);
+                naming::pretty_print_parameter_flag_and_value<ParserScaleLower>);
 // clang-format on
 
-class ParameterScaleUpper : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
-TEST_P(ParameterScaleUpper, parsing) {
+class ParserScaleUpper : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParserScaleUpper, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
@@ -134,14 +134,14 @@ TEST_P(ParameterScaleUpper, parsing) {
     EXPECT_EQ(parser.upper, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUpper,
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleUpper,
                 ::testing::Combine(::testing::Values("-u", "--upper"),
                 ::testing::Values(0.0, 0.01, 1.0, 2.5)),
-                naming::pretty_print_parameter_flag_and_value<ParameterScaleUpper>);
+                naming::pretty_print_parameter_flag_and_value<ParserScaleUpper>);
 // clang-format on
 
-class ParameterScaleFileFormat : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterScaleFileFormat, parsing) {
+class ParserScaleFileFormat : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserScaleFileFormat, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::file_format_type>(value);
@@ -153,14 +153,14 @@ TEST_P(ParameterScaleFileFormat, parsing) {
     EXPECT_EQ(parser.format, backend);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleFileFormat, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleFileFormat, ::testing::Combine(
                 ::testing::Values("-f", "--format"),
                 ::testing::Values("libsvm", "LIBSVM", "arff", "ARFF")),
-                naming::pretty_print_parameter_flag_and_value<ParameterScaleFileFormat>);
+                naming::pretty_print_parameter_flag_and_value<ParserScaleFileFormat>);
 // clang-format on
 
-class ParameterScaleSaveFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterScaleSaveFilename, parsing) {
+class ParserScaleSaveFilename : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserScaleSaveFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
@@ -170,14 +170,14 @@ TEST_P(ParameterScaleSaveFilename, parsing) {
     EXPECT_EQ(parser.save_filename, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleSaveFilename, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleSaveFilename, ::testing::Combine(
                 ::testing::Values("-s", "--save_filename"),
                 ::testing::Values("data.libsvm.scaled", "output.txt")),
-                naming::pretty_print_parameter_flag_and_value<ParameterScaleSaveFilename>);
+                naming::pretty_print_parameter_flag_and_value<ParserScaleSaveFilename>);
 // clang-format on
 
-class ParameterScaleRestoreFilename : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterScaleRestoreFilename, parsing) {
+class ParserScaleRestoreFilename : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserScaleRestoreFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
@@ -187,14 +187,14 @@ TEST_P(ParameterScaleRestoreFilename, parsing) {
     EXPECT_EQ(parser.restore_filename, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleRestoreFilename, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleRestoreFilename, ::testing::Combine(
                 ::testing::Values("-r", "--restore_filename"),
                 ::testing::Values("data.libsvm.weights", "output.txt")),
-                naming::pretty_print_parameter_flag_and_value<ParameterScaleRestoreFilename>);
+                naming::pretty_print_parameter_flag_and_value<ParserScaleRestoreFilename>);
 // clang-format on
 
-class ParameterScaleUseStringsAsLabels : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
-TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
+class ParserScaleUseStringsAsLabels : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
+TEST_P(ParserScaleUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
@@ -204,14 +204,14 @@ TEST_P(ParameterScaleUseStringsAsLabels, parsing) {
     EXPECT_EQ(parser.strings_as_labels, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseStringsAsLabels, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleUseStringsAsLabels, ::testing::Combine(
                 ::testing::Values("--use_strings_as_labels"),
                 ::testing::Bool()),
-                naming::pretty_print_parameter_flag_and_value<ParameterScaleUseStringsAsLabels>);
+                naming::pretty_print_parameter_flag_and_value<ParserScaleUseStringsAsLabels>);
 // clang-format on
 
-class ParameterScaleUseFloatAsRealType : public ParameterScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
-TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
+class ParserScaleUseFloatAsRealType : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
+TEST_P(ParserScaleUseFloatAsRealType, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
@@ -221,14 +221,14 @@ TEST_P(ParameterScaleUseFloatAsRealType, parsing) {
     EXPECT_EQ(parser.float_as_real_type, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleUseFloatAsRealType, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleUseFloatAsRealType, ::testing::Combine(
                 ::testing::Values("--use_float_as_real_type"),
                 ::testing::Bool()),
-                naming::pretty_print_parameter_flag_and_value<ParameterScaleUseFloatAsRealType>);
+                naming::pretty_print_parameter_flag_and_value<ParserScaleUseFloatAsRealType>);
 // clang-format on
 
-class ParameterScaleQuiet : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterScaleQuiet, parsing) {
+class ParserScaleQuiet : public ParserScale, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserScaleQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {} data.libsvm", flag));
@@ -237,42 +237,42 @@ TEST_P(ParameterScaleQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParameterScaleQuiet>);
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserScaleQuiet>);
 
-class ParameterScaleHelp : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterScaleHelp, parsing) {
+class ParserScaleHelp : public ParserScale, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserScaleHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterScaleHelp>);
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParserScaleHelp>);
 
-class ParameterScaleVersion : public ParameterScale, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterScaleVersion, parsing) {
+class ParserScaleVersion : public ParserScale, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserScaleVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterScale, ParameterScaleVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterScaleVersion>);
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParserScaleVersion>);
 
-TEST_F(ParameterScaleDeathTest, no_positional_argument) {
+TEST_F(ParserScaleDeathTest, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-scale");
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing input file!"));
 }
-TEST_F(ParameterScaleDeathTest, save_and_restore) {
+TEST_F(ParserScaleDeathTest, save_and_restore) {
     this->CreateCMDArgs("./plssvm-scale -s data.libsvm.save -r data.libsvm.restore data.libsvm");
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!"));
 }
 
-TEST_F(ParameterScaleDeathTest, too_many_positional_arguments) {
+TEST_F(ParserScaleDeathTest, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-scale p1 p2 p3 p4");
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
@@ -280,21 +280,21 @@ TEST_F(ParameterScaleDeathTest, too_many_positional_arguments) {
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
-TEST_F(ParameterScaleDeathTest, too_few_argc) {
+TEST_F(ParserScaleDeathTest, too_few_argc) {
     EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ 0, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
-TEST_F(ParameterScaleDeathTest, nullptr_argv) {
+TEST_F(ParserScaleDeathTest, nullptr_argv) {
     EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ 1, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
-TEST_F(ParameterScaleDeathTest, illegal_scaling_range) {
+TEST_F(ParserScaleDeathTest, illegal_scaling_range) {
     // illegal [lower, upper] bound range
     this->CreateCMDArgs("./plssvm-scale -l 1.0 -u -1.0 data.libsvm");
     EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                  ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
 }
-TEST_F(ParameterScaleDeathTest, unrecognized_option) {
+TEST_F(ParserScaleDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-scale --foo bar");
     EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), "");
 }
\ No newline at end of file
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 6662ae33b..ce95033fd 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -26,10 +26,10 @@
 #include <string>   // std::string
 #include <tuple>    // std::tuple
 
-class ParameterTrain : public util::ParameterBase {};
-class ParameterTrainDeathTest : public util::ParameterBase {};
+class ParserTrain : public util::ParameterBase {};
+class ParserTrainDeathTest : public util::ParameterBase {};
 
-TEST_F(ParameterTrain, minimal) {
+TEST_F(ParserTrain, minimal) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
 
@@ -51,7 +51,7 @@ TEST_F(ParameterTrain, minimal) {
     EXPECT_EQ(parser.input_filename, "data.libsvm");
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
 }
-TEST_F(ParameterTrain, minimal_output) {
+TEST_F(ParserTrain, minimal_output) {
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
 
@@ -71,7 +71,7 @@ TEST_F(ParameterTrain, minimal_output) {
     EXPECT_EQ(util::convert_to_string(parser), correct);
 }
 
-TEST_F(ParameterTrain, all_arguments) {
+TEST_F(ParserTrain, all_arguments) {
     // create artificial command line arguments in test fixture
     std::string sycl_specific_flag;
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -107,7 +107,7 @@ TEST_F(ParameterTrain, all_arguments) {
     EXPECT_EQ(parser.input_filename, "data.libsvm");
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
 }
-TEST_F(ParameterTrain, all_arguments_output) {
+TEST_F(ParserTrain, all_arguments_output) {
     // create artificial command line arguments in test fixture
     std::string sycl_specific_flag;
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
@@ -135,8 +135,8 @@ TEST_F(ParameterTrain, all_arguments_output) {
 }
 
 // test all command line parameter separately
-class ParameterTrainKernel : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterTrainKernel, parsing) {
+class ParserTrainKernel : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainKernel, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to kernel_type
     const auto kernel_type = util::convert_from_string<plssvm::kernel_function_type>(value);
@@ -149,14 +149,14 @@ TEST_P(ParameterTrainKernel, parsing) {
     EXPECT_EQ(parser.csvm_params.kernel_type, kernel_type);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainKernel, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainKernel, ::testing::Combine(
                 ::testing::Values("-t", "--kernel_type"),
                 ::testing::Values("linear", "0", "polynomial", "1", "rbf", "2")),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainKernel>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainKernel>);
 // clang-format on
 
-class ParameterTrainDegree : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
-TEST_P(ParameterTrainDegree, parsing) {
+class ParserTrainDegree : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
+TEST_P(ParserTrainDegree, parsing) {
     const auto &[flag, degree] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, degree));
@@ -167,14 +167,14 @@ TEST_P(ParameterTrainDegree, parsing) {
     EXPECT_EQ(parser.csvm_params.degree, degree);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainDegree, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainDegree, ::testing::Combine(
                 ::testing::Values("-d", "--degree"),
                 ::testing::Range(-2, 3)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainDegree>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainDegree>);
 // clang-format on
 
-class ParameterTrainGamma : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
-TEST_P(ParameterTrainGamma, parsing) {
+class ParserTrainGamma : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParserTrainGamma, parsing) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
@@ -185,14 +185,14 @@ TEST_P(ParameterTrainGamma, parsing) {
     EXPECT_DOUBLE_EQ(parser.csvm_params.gamma, gamma);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainGamma,
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainGamma,
                 ::testing::Combine(::testing::Values("-g", "--gamma"),
                 ::testing::Values(0.001, 0.75, 1.5, 2)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainGamma>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainGamma>);
 // clang-format on
 
-class ParameterTrainGammaDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
-TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
+class ParserTrainGammaDeathTest : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParserTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
@@ -200,14 +200,14 @@ TEST_P(ParameterTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainGammaDeathTest, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrainDeathTest, ParserTrainGammaDeathTest, ::testing::Combine(
                 ::testing::Values("-g", "--gamma"),
                 ::testing::Values(-2, -1.5, 0.0)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainGammaDeathTest>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainGammaDeathTest>);
 // clang-format on
 
-class ParameterTrainCoef0 : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
-TEST_P(ParameterTrainCoef0, parsing) {
+class ParserTrainCoef0 : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParserTrainCoef0, parsing) {
     const auto &[flag, coef0] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, coef0));
@@ -218,14 +218,14 @@ TEST_P(ParameterTrainCoef0, parsing) {
     EXPECT_DOUBLE_EQ(parser.csvm_params.coef0, coef0);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCoef0, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainCoef0, ::testing::Combine(
                 ::testing::Values("-r", "--coef0"),
                 ::testing::Values(-2, -1.5, -0.75, -0.001, 0, 0.001, 0.75, 1.5, 2)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainCoef0>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainCoef0>);
 // clang-format on
 
-class ParameterTrainCost : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
-TEST_P(ParameterTrainCost, parsing) {
+class ParserTrainCost : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, int>> {};
+TEST_P(ParserTrainCost, parsing) {
     const auto &[flag, cost] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, cost));
@@ -236,14 +236,14 @@ TEST_P(ParameterTrainCost, parsing) {
     EXPECT_DOUBLE_EQ(parser.csvm_params.cost, cost);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainCost, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainCost, ::testing::Combine(
                 ::testing::Values("-c", "--cost"),
                 ::testing::Range(-2, 3)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainCost>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainCost>);
 // clang-format on
 
-class ParameterTrainEpsilon : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
-TEST_P(ParameterTrainEpsilon, parsing) {
+class ParserTrainEpsilon : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, double>> {};
+TEST_P(ParserTrainEpsilon, parsing) {
     const auto &[flag, eps] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, eps));
@@ -254,14 +254,14 @@ TEST_P(ParameterTrainEpsilon, parsing) {
     EXPECT_DOUBLE_EQ(parser.epsilon, eps);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainEpsilon, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainEpsilon, ::testing::Combine(
                 ::testing::Values("-e", "--epsilon"),
                 ::testing::Values(10.0, 1.0, 0.0, 0.1, 0.01, 0.001, 0.0001, 0.00001)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainEpsilon>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainEpsilon>);
 // clang-format on
 
-class ParameterTrainMaxIter : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::size_t>> {};
-TEST_P(ParameterTrainMaxIter, parsing) {
+class ParserTrainMaxIter : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::size_t>> {};
+TEST_P(ParserTrainMaxIter, parsing) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
@@ -272,14 +272,14 @@ TEST_P(ParameterTrainMaxIter, parsing) {
     EXPECT_EQ(parser.max_iter, max_iter);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainMaxIter, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainMaxIter, ::testing::Combine(
                 ::testing::Values("-i", "--max_iter"),
                 ::testing::Values(1, 10, 100, 1000, 10000)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainMaxIter>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainMaxIter>);
 // clang-format on
 
-class ParameterTrainMaxIterDeathTest : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, long long int>> {};
-TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero) {
+class ParserTrainMaxIterDeathTest : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, long long int>> {};
+TEST_P(ParserTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
@@ -287,14 +287,14 @@ TEST_P(ParameterTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero)
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrainDeathTest, ParameterTrainMaxIterDeathTest, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrainDeathTest, ParserTrainMaxIterDeathTest, ::testing::Combine(
                 ::testing::Values("-i", "--max_iter"),
                 ::testing::Values(-100, -10, -1, 0)),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainMaxIterDeathTest>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainMaxIterDeathTest>);
 // clang-format on
 
-class ParameterTrainBackend : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterTrainBackend, parsing) {
+class ParserTrainBackend : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainBackend, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
@@ -306,14 +306,14 @@ TEST_P(ParameterTrainBackend, parsing) {
     EXPECT_EQ(parser.backend, backend);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainBackend, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainBackend, ::testing::Combine(
                 ::testing::Values("-b", "--backend"),
                 ::testing::Values("automatic", "OpenMP", "CUDA", "HIP", "OpenCL", "SYCL")),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainBackend>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainBackend>);
 // clang-format on
 
-class ParameterTrainTargetPlatform : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterTrainTargetPlatform, parsing) {
+class ParserTrainTargetPlatform : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainTargetPlatform, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
@@ -325,16 +325,16 @@ TEST_P(ParameterTrainTargetPlatform, parsing) {
     EXPECT_EQ(parser.target, target_platform);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainTargetPlatform, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainTargetPlatform, ::testing::Combine(
                 ::testing::Values("-p", "--target_platform"),
                 ::testing::Values("automatic", "cpu", "gpu_nvidia", "gpu_amd", "gpu_intel")),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainTargetPlatform>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainTargetPlatform>);
 // clang-format on
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 
-class ParameterTrainSYCLKernelInvocation : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterTrainSYCLKernelInvocation, parsing) {
+class ParserTrainSYCLKernelInvocation : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainSYCLKernelInvocation, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to sycl::kernel_invocation_type
     const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>(value);
@@ -346,14 +346,14 @@ TEST_P(ParameterTrainSYCLKernelInvocation, parsing) {
     EXPECT_EQ(parser.sycl_kernel_invocation_type, sycl_kernel_invocation_type);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLKernelInvocation, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainSYCLKernelInvocation, ::testing::Combine(
                 ::testing::Values("--sycl_kernel_invocation_type"),
                 ::testing::Values("automatic", "nd_range", "ND_RANGE", "hierarchical")),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainSYCLKernelInvocation>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainSYCLKernelInvocation>);
 // clang-format on
 
-class ParameterTrainSYCLImplementation : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
-TEST_P(ParameterTrainSYCLImplementation, parsing) {
+class ParserTrainSYCLImplementation : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainSYCLImplementation, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
@@ -365,16 +365,16 @@ TEST_P(ParameterTrainSYCLImplementation, parsing) {
     EXPECT_EQ(parser.sycl_implementation_type, sycl_implementation_type);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainSYCLImplementation, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainSYCLImplementation, ::testing::Combine(
                 ::testing::Values("--sycl_implementation_type"),
                 ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainSYCLImplementation>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainSYCLImplementation>);
 // clang-format on
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
 
-class ParameterTrainUseStringsAsLabels : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
-TEST_P(ParameterTrainUseStringsAsLabels, parsing) {
+class ParserTrainUseStringsAsLabels : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
+TEST_P(ParserTrainUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
@@ -384,14 +384,14 @@ TEST_P(ParameterTrainUseStringsAsLabels, parsing) {
     EXPECT_EQ(parser.strings_as_labels, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseStringsAsLabels, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainUseStringsAsLabels, ::testing::Combine(
                 ::testing::Values("--use_strings_as_labels"),
                 ::testing::Bool()),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainUseStringsAsLabels>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainUseStringsAsLabels>);
 // clang-format on
 
-class ParameterTrainUseFloatAsRealType : public ParameterTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
-TEST_P(ParameterTrainUseFloatAsRealType, parsing) {
+class ParserTrainUseFloatAsRealType : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
+TEST_P(ParserTrainUseFloatAsRealType, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
@@ -401,14 +401,14 @@ TEST_P(ParameterTrainUseFloatAsRealType, parsing) {
     EXPECT_EQ(parser.float_as_real_type, value);
 }
 // clang-format off
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainUseFloatAsRealType, ::testing::Combine(
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainUseFloatAsRealType, ::testing::Combine(
                 ::testing::Values("--use_float_as_real_type"),
                 ::testing::Bool()),
-                naming::pretty_print_parameter_flag_and_value<ParameterTrainUseFloatAsRealType>);
+                naming::pretty_print_parameter_flag_and_value<ParserTrainUseFloatAsRealType>);
 // clang-format on
 
-class ParameterTrainQuiet : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterTrainQuiet, parsing) {
+class ParserTrainQuiet : public ParserTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserTrainQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {} data.libsvm", flag));
@@ -417,35 +417,35 @@ TEST_P(ParameterTrainQuiet, parsing) {
     // test for correctness
     EXPECT_EQ(plssvm::verbose, flag.empty());
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParameterTrainQuiet>);
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserTrainQuiet>);
 
-class ParameterTrainHelp : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterTrainHelp, parsing) {
+class ParserTrainHelp : public ParserTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserTrainHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParameterTrainHelp>);
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainHelp, ::testing::Values("-h", "--help"), naming::pretty_print_parameter_flag<ParserTrainHelp>);
 
-class ParameterTrainVersion : public ParameterTrain, public ::testing::WithParamInterface<std::string> {};
-TEST_P(ParameterTrainVersion, parsing) {
+class ParserTrainVersion : public ParserTrain, public ::testing::WithParamInterface<std::string> {};
+TEST_P(ParserTrainVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
-INSTANTIATE_TEST_SUITE_P(ParameterTrain, ParameterTrainVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParameterTrainVersion>);
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParserTrainVersion>);
 
-TEST_F(ParameterTrain, no_positional_argument) {
+TEST_F(ParserTrain, no_positional_argument) {
     this->CreateCMDArgs("./plssvm-train");
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing input file!"));
 }
-TEST_F(ParameterTrain, too_many_positional_arguments) {
+TEST_F(ParserTrain, too_many_positional_arguments) {
     this->CreateCMDArgs("./plssvm-train p1 p2 p3 p4");
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
@@ -453,15 +453,15 @@ TEST_F(ParameterTrain, too_many_positional_arguments) {
 }
 
 // test whether nonsensical cmd arguments trigger the assertions
-TEST_F(ParameterTrainDeathTest, too_few_argc) {
+TEST_F(ParserTrainDeathTest, too_few_argc) {
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ 0, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argc is 0!"));
 }
-TEST_F(ParameterTrainDeathTest, nullptr_argv) {
+TEST_F(ParserTrainDeathTest, nullptr_argv) {
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ 1, nullptr }),
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
-TEST_F(ParameterTrainDeathTest, unrecognized_option) {
+TEST_F(ParserTrainDeathTest, unrecognized_option) {
     this->CreateCMDArgs("./plssvm-train --foo bar");
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), "");
 }
\ No newline at end of file

From 691c5b38c0ec07d1ed4e6ebb88e6537496969c01 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 09:52:47 +0200
Subject: [PATCH 0415/1010] Rename tests and add new tests testing the correct
 executable execution.

---
 tests/CMakeLists.txt | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 9907b09a5..72cfa7771 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -159,15 +159,23 @@ endif()
 
 
 # add test for help messages
-add_test(NAME ParserTrain/executable_help COMMAND plssvm-train --help)
-add_test(NAME ParserPredict/executable_help COMMAND plssvm-predict --help)
-add_test(NAME ParserScale/executable_help COMMAND plssvm-scale --help)
+add_test(NAME MainTrain/executable_help COMMAND plssvm-train --help)
+add_test(NAME MainPredict/executable_help COMMAND plssvm-predict --help)
+add_test(NAME MainScale/executable_help COMMAND plssvm-scale --help)
 
 # add test for version messages
-add_test(NAME ParserTrain/executable_version COMMAND plssvm-train --version)
-add_test(NAME ParserPredict/executable_version COMMAND plssvm-predict --version)
-add_test(NAME ParserScale/executable_version COMMAND plssvm-scale --version)
-
+add_test(NAME MainTrain/executable_version COMMAND plssvm-train --version)
+add_test(NAME MainPredict/executable_version COMMAND plssvm-predict --version)
+add_test(NAME MainScale/executable_version COMMAND plssvm-scale --version)
+
+# add minimal run test
+add_test(NAME MainTrain/executable_minimal COMMAND plssvm-train "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/test.libsvm.model")
+add_test(NAME MainPredict/executable_minimal COMMAND plssvm-predict
+        "${CMAKE_CURRENT_LIST_DIR}/data/predict/500x200_test.libsvm"          # test file
+        "${CMAKE_CURRENT_LIST_DIR}/data/predict/500x200_linear.libsvm.model"  # model file
+        "${CMAKE_CURRENT_BINARY_DIR}/test.libsvm.predict"                     # predict file (result)
+        )
+add_test(NAME MainScale/executable_minimal COMMAND plssvm-scale "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/scaled.libsvm.model")
 
 # add test as coverage dependency
 if(TARGET coverage)

From a0391473955224f5b12d2c95cf8a9b97a27c6027 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 10:18:20 +0200
Subject: [PATCH 0416/1010] Remove hardcoded value.

---
 tests/backends/generic_tests.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index acef2fd1a..53eb65adb 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -57,7 +57,7 @@ inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_
     // | Q  1 |  *  | a |  =  | y |
     // | 1  0 |     | b |     | 0 |
     // with Q = A^TA
-    const auto &[calculated_x, calculated_rho] = svm.solve_system_of_linear_equations(params, A, rhs, real_type{ 0.00001 }, 5);
+    const auto &[calculated_x, calculated_rho] = svm.solve_system_of_linear_equations(params, A, rhs, real_type{ 0.00001 }, A.front().size());
 
     // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated_x, rhs);

From b35b9441529ada28aeb997f72f07a18ee0314efe Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 10:22:38 +0200
Subject: [PATCH 0417/1010] Add missing documentation.

---
 include/plssvm/parameter.hpp | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index e98a794cb..53ed6ee24 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -50,12 +50,19 @@ IGOR_MAKE_NAMED_ARGUMENT(sycl_kernel_invocation_type);
 
 namespace detail {
 
+/**
+ * @brief Trait to check whether @p Args only contains named-parameter.
+ * @tparam Args the types to check
+ */
 template <typename... Args>
 constexpr bool has_only_named_args_v = !igor::has_unnamed_arguments<Args...>();
 
+/**
+ * @brief Trait to check whether @p Args only contains named-parameter that can be used to initialize a `plssvm::parameter` struct.
+ * @tparam Args the types to check
+ */
 template <typename... Args>
 constexpr bool has_only_parameter_named_args_v = !igor::has_other_than<Args...>(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost);
-// TODO: constexpr bool only_parameter_named_args = has_only_named_args_v<Args...> && !igor::has_other_than<Args...>(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost);
 
 /**
  * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.

From 374210f828acdbe22145e89a53b6dd5bfd46cced Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 10:46:06 +0200
Subject: [PATCH 0418/1010] Update TODOs.

---
 include/plssvm/constants.hpp             | 2 +-
 include/plssvm/kernel_function_types.hpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index ec71e5cad..71c04e844 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,7 +15,7 @@
 
 namespace plssvm {
 
-// TODO: something better than an unprotected global variable?
+// TODO: replace with logging library?!
 
 /// Per default use a verbose output of all information.
 constexpr bool verbose_default = true;
diff --git a/include/plssvm/kernel_function_types.hpp b/include/plssvm/kernel_function_types.hpp
index 58e3ed9a8..790b49848 100644
--- a/include/plssvm/kernel_function_types.hpp
+++ b/include/plssvm/kernel_function_types.hpp
@@ -110,7 +110,7 @@ struct parameter;
  * @return the computed kernel function value (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const detail::parameter<real_type> &params); // TODO:
+[[nodiscard]] real_type kernel_function(const std::vector<real_type> &xi, const std::vector<real_type> &xj, const detail::parameter<real_type> &params);
 
 }  // namespace plssvm
 

From d113cee24d25e5d130f486d5c7765ecff407da53 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 10:46:45 +0200
Subject: [PATCH 0419/1010] Move w initialization from the model class to the
 base csvm class since the need for an empty vector initialization is an
 implementation detail of the csvm class.

---
 include/plssvm/csvm.hpp  | 5 +++++
 include/plssvm/model.hpp | 4 ++--
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index cf760f391..a69e0fd6c 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -291,6 +291,11 @@ std::vector<label_type> csvm::predict(const model<real_type, label_type> &model,
         throw invalid_parameter_exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", data.num_features(), model.num_features()) };
     }
 
+    // initialize w to an empty vector if necessary
+    if (model.w_ == nullptr) {
+        model.w_ = std::make_shared<std::vector<real_type>>();
+    }
+
     // predict values
     const std::vector<real_type> predicted_values = predict_values(static_cast<detail::parameter<real_type>>(model.params_), model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 580c02378..3bcb931b5 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -130,9 +130,9 @@ class model {
 
     /**
      * @brief A vector used to speedup the prediction in case of the linear kernel function.
-     * @details Must be initialized to an empty vector instead of nullptr!
+     * @details Will be reused be subsequent calls to `plssvm::csvm::fit`/`plssvm::csvm::score` with the same `plssvm::model`.
      */
-    std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };  // TODO: really necessary?
+    std::shared_ptr<std::vector<real_type>> w_{ nullptr };
 };
 
 template <typename T, typename U>

From 36f760713d319c48772379d2771ad9252b2c6b77 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 10:50:28 +0200
Subject: [PATCH 0420/1010] Update TODOs.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 0d72f278d..43fb0662b 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -203,7 +203,7 @@ class data_set {
      * @brief Default construct an empty data set.
      */
     data_set() :
-        X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}  // TODO: necessary to init X_ptr_ to empty vector?
+        X_ptr_{ std::make_shared<std::vector<std::vector<real_type>>>() } {}
 
     /**
      * @brief Create the mapping between the provided labels and the internally used mapped values, i.e., { -1, 1 }.

From b7fbbfaa1c7b053f594741c7492757b61b946cb6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 10:55:56 +0200
Subject: [PATCH 0421/1010] Update TODOs.

---
 tests/backends/generic_tests.hpp | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 53eb65adb..436c8fe60 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -30,6 +30,8 @@
 
 namespace generic {
 
+// TODO: add non-trivial test
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel) {
     // create parameter struct

From e6a92fd688cfacb66e0aed5deac8fedd05153a71 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 14:50:20 +0200
Subject: [PATCH 0422/1010] Undo previous change since it is not possible
 because model is passed as const reference.

---
 include/plssvm/csvm.hpp  | 5 -----
 include/plssvm/model.hpp | 3 ++-
 2 files changed, 2 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index a69e0fd6c..cf760f391 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -291,11 +291,6 @@ std::vector<label_type> csvm::predict(const model<real_type, label_type> &model,
         throw invalid_parameter_exception{ fmt::format("Number of features per data point ({}) must match the number of features per support vector of the provided model ({})!", data.num_features(), model.num_features()) };
     }
 
-    // initialize w to an empty vector if necessary
-    if (model.w_ == nullptr) {
-        model.w_ = std::make_shared<std::vector<real_type>>();
-    }
-
     // predict values
     const std::vector<real_type> predicted_values = predict_values(static_cast<detail::parameter<real_type>>(model.params_), model.data_.data(), *model.alpha_ptr_, model.rho_, *model.w_, data.data());
 
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 3bcb931b5..1168f947c 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -131,8 +131,9 @@ class model {
     /**
      * @brief A vector used to speedup the prediction in case of the linear kernel function.
      * @details Will be reused be subsequent calls to `plssvm::csvm::fit`/`plssvm::csvm::score` with the same `plssvm::model`.
+     * @note Must be initialized to an empty vector instead of a `nullptr` in order to be passable as const reference.
      */
-    std::shared_ptr<std::vector<real_type>> w_{ nullptr };
+    std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };
 };
 
 template <typename T, typename U>

From 0617192dbc234d4608c3ec482b45d992fb055fdc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 16:07:36 +0200
Subject: [PATCH 0423/1010] First compiling version using the CUDA backend.

---
 include/plssvm/backends/CUDA/csvm.hpp   |  77 ++-
 include/plssvm/backends/OpenMP/csvm.hpp |   6 +-
 include/plssvm/backends/gpu_csvm.hpp    | 470 ++++++++++++--
 src/plssvm/backends/CUDA/csvm.cu        |  58 +-
 src/plssvm/backends/gpu_csvm.cpp        | 786 ++++++++++++------------
 tests/backends/CMakeLists.txt           |   2 +-
 tests/backends/CUDA/CMakeLists.txt      |   2 +-
 tests/backends/CUDA/cuda_csvm.cpp       | 206 +++++++
 tests/backends/CUDA/mock_cuda_csvm.hpp  |  40 +-
 tests/backends/CUDA/test.cpp            |  87 ---
 10 files changed, 1138 insertions(+), 596 deletions(-)
 create mode 100644 tests/backends/CUDA/cuda_csvm.cpp
 delete mode 100644 tests/backends/CUDA/test.cpp

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index f0460fcd4..685be1d24 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -34,33 +34,50 @@ namespace cuda {
  * @brief A C-SVM implementation using CUDA as backend.
  * @tparam T the type of the data
  */
-template <typename T>
-class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device_ptr<T>, int> {
+class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_ptr, int> {
   protected:
     // protected for the test mock class
     /// The template base type of the CUDA C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device_ptr<T>, int>;
+    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_ptr, int>;
 
     using base_type::devices_;
 
   public:
-    using typename base_type::real_type;
-    using typename base_type::size_type;
-    using typename base_type::device_ptr_type;
+    using base_type::device_ptr_type;
     using typename base_type::queue_type;
 
     /**
      * @brief Construct a new C-SVM using the CUDA backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
-     * @throws plssvm::csvm::csvm() exceptions
-     * @throws plssvm::cuda::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_nvidia
-     * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
-     * @throws plssvm::cuda::backend_exception if no CUDA devices could be found
      */
-    explicit csvm(target_platform target, parameter<real_type> params = {});
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
+    /**
+     * @brief Construct a new C-SVM using the CUDA backend on the @p target platform with the parameters given through @p params.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] params struct encapsulating all possible SVM parameters
+     */
+    explicit csvm(target_platform target, parameter params = {}) :
+        base_type{ params } {
+        this->init(target);
+    }
 
-    template <typename... Args>
-    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    /**
+     * @brief Construct a new C-SVM using the CUDA backend and the optionally provided @p named_args.
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(Args &&...named_args) :
+        csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
+
+    /**
+     * @brief Construct a new C-SVM using the CUDA backend on the @p target platform and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(const target_platform target, Args &&...named_args) :
+        base_type{ std::forward<Args>(named_args)... } {
         this->init(target);
     }
 
@@ -79,26 +96,46 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::cuda::detail::device
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    template <typename real_type>
+    void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    template <typename real_type>
+    void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    template <typename real_type>
+    void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    template <typename real_type>
+    void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
 
   private:
     void init(target_platform target);
 };
 
-extern template class csvm<float>;
-extern template class csvm<double>;
-
 }  // namespace cuda
+
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `true` since C-SVMs using the OpenMP are available.
+ */
+template <>
+struct csvm_backend_exists<cuda::csvm> : std::true_type {};
+
+}  // namespace detail
+
 }  // namespace plssvm
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 2acc8f6fe..773aef991 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -52,9 +52,8 @@ class csvm : public ::plssvm::csvm {
     explicit csvm(target_platform target, parameter params = {});
 
     /**
-     * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform with the @p kernel type and the optionally provided @p named_args.
+     * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform and the optionally provided @p named_args.
      * @param[in] target the target platform used for this C-SVM
-     * @param[in] kernel the kernel type used in the C-SVM
      * @param[in] named_args the additional optional named arguments
      * @throws plssvm::csvm::csvm() exceptions
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
@@ -66,8 +65,7 @@ class csvm : public ::plssvm::csvm {
         this->init(target);
     }
     /**
-     * @brief Construct a new C-SVM using the OpenMP backend with the @p kernel type and the optionally provided @p named_args.
-     * @param[in] kernel the kernel type used in the C-SVM
+     * @brief Construct a new C-SVM using the OpenMP backend and the optionally provided @p named_args.
      * @param[in] named_args the additional optional named arguments
      * @throws plssvm::csvm::csvm() exceptions
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 5305dab5f..9b14f76d1 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -11,16 +11,15 @@
 
 #pragma once
 
-#include "plssvm/csvm.hpp"       // plssvm::csvm
+#include "plssvm/csvm.hpp"  // plssvm::csvm
+#include "plssvm/detail/execution_range.hpp"
+#include "plssvm/detail/layout.hpp"
 #include "plssvm/parameter.hpp"  // plssvm::parameter
 
-#include <vector>   // std::vector
+#include <vector>  // std::vector
 
 namespace plssvm::detail {
 
-// forward declare execution_range class
-class execution_range;
-
 /**
  * @brief A C-SVM implementation for all GPU backends to reduce code duplication.
  * @details Implements all virtual functions defined in plssvm::csvm. The GPU backends only have to implement the actual kernel launches.
@@ -28,58 +27,75 @@ class execution_range;
  * @tparam device_ptr_t the type of the device pointer (dependent on the used backend)
  * @tparam queue_t the type of the device queue (dependent on the used backend)
  */
-template <typename T, typename device_ptr_t, typename queue_t>
-class gpu_csvm : public csvm<T> {
-  protected:
-    /// The template base type of the C-SVM class.
-    using base_type = ::plssvm::csvm<T>;
-
+template <template<typename> typename device_ptr_t, typename queue_t>
+class gpu_csvm : public ::plssvm::csvm {
   public:
-    using typename base_type::real_type;
-    using typename base_type::size_type;
     /// The type of the device pointer (dependent on the used backend).
-    using device_ptr_type = device_ptr_t;
+    template <typename real_type>
+    using device_ptr_type = device_ptr_t<real_type>;
     /// The type of the device queue (dependent on the used backend).
     using queue_type = queue_t;
 
     /**
-     * @brief Construct a new C-SVM using any GPU backend with the parameters given through @p params.
+     * @brief Construct a new C-SVM using one of the GPU backends with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
+     */
+    explicit gpu_csvm(plssvm::parameter params = {}) :
+        ::plssvm::csvm{ params } {}
+    /**
+     * @brief Construct a new C-SVM using one of the GPU backend with the optionally provided @p named_args.
+     * @param[in] kernel the kernel type used in the C-SVM
+     * @param[in] named_args the additional optional named arguments
      * @throws plssvm::csvm::csvm() exceptions
+     * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
+     * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    explicit gpu_csvm(parameter<real_type> params = {});
-    template <typename... Args>
-    explicit gpu_csvm(kernel_type kernel, Args&&... args) : base_type{ kernel, std::forward<Args>(args)... } { }
+    template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
+    explicit gpu_csvm(Args &&...named_args) :
+        ::plssvm::csvm{ std::forward<Args>(named_args)... } {}
 
     /**
      * @brief Virtual destructor to enable safe inheritance.
      */
     virtual ~gpu_csvm() = default;
 
-    [[nodiscard]] size_type num_available_devices() const noexcept {
+    /**
+     * @brief Return the number of available devices for the current backend.
+     * @return the number of available devices (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::size_t num_available_devices() const noexcept {
         return devices_.size();
     }
 
   protected:
     /**
-     * @copydoc plssvm::csvm::setup_data_on_device
+     * @copydoc plssvm::csvm::solver_CG
      */
-    [[nodiscard]] std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, size_type num_data_points, size_type num_features, size_type boundary_size, size_type num_used_devices) const;
+    [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    template <typename real_type>
+    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, unsigned long long max_iter) const;
+
+    [[nodiscard]] std::vector<float> predict_values(const parameter<float> &params, const std::vector<std::vector<float>> &support_vectors, const std::vector<float> &alpha, float rho, std::vector<float> &w, const std::vector<std::vector<float>> &predict_points) const final { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
+    [[nodiscard]] std::vector<double> predict_values(const parameter<double> &params, const std::vector<std::vector<double>> &support_vectors, const std::vector<double> &alpha, double rho, std::vector<double> &w, const std::vector<std::vector<double>> &predict_points) const final { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
+    template <typename real_type>
+    [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const;
+
     /**
-     * @copydoc plssvm::csvm::generate_q
+     * @copydoc plssvm::csvm::setup_data_on_device
      */
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type boundary_size, size_type num_used_devices) const;
+    template <typename real_type>
+    [[nodiscard]] std::tuple<std::vector<device_ptr_type<real_type>>, std::vector<device_ptr_type<real_type>>, std::vector<std::size_t>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, std::size_t num_data_points, std::size_t num_features, std::size_t boundary_size, std::size_t num_used_devices) const;
     /**
-     * @copydoc plssvm::csvm::solver_CG
+     * @copydoc plssvm::csvm::generate_q
      */
-    [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const final;
+    template <typename real_type>
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, std::size_t boundary_size, std::size_t num_used_devices) const;
     /**
      * @copydoc plssvm::csvm::update_w
      */
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, size_type num_data_points, const std::vector<size_type> &feature_ranges, size_type num_used_devices) const;
-
-    [[nodiscard]] std::vector<real_type> predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const final;
-
+    template <typename real_type>
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, std::size_t num_used_devices) const;
 
     /**
      * @brief Run the SVM kernel on the GPU denoted by the @p device ID.
@@ -89,15 +105,17 @@ class gpu_csvm : public csvm<T> {
      * @param[in] x_d the right-hand side of the equation
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      */
-    void run_device_kernel(size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d,const std::vector<size_type> &feature_ranges, real_type QA_cost, real_type add, size_type dept, size_type boundary_size) const;
+    template <typename real_type>
+    void run_device_kernel(std::size_t device, const parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const std::vector<std::size_t> &feature_ranges, real_type QA_cost, real_type add, std::size_t dept, std::size_t boundary_size) const;
     /**
      * @brief Combines the data in @p buffer_d from all devices into @p buffer and distributes them back to each device.
      * @param[in,out] buffer_d the data to gather
      * @param[in,out] buffer the reduced data
      */
-    void device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const;
+    template <typename real_type>
+    void device_reduction(std::vector<device_ptr_type<real_type>> &buffer_d, std::vector<real_type> &buffer) const;
 
-    [[nodiscard]] size_type select_num_used_devices(kernel_type kernel, size_type num_features) const noexcept;
+    [[nodiscard]] std::size_t select_num_used_devices(kernel_function_type kernel, std::size_t num_features) const noexcept;
 
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
@@ -114,7 +132,8 @@ class gpu_csvm : public csvm<T> {
      * @param[out] q_d the `q` vector to fill
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_q_kernel(size_type device, const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const = 0;
+    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
+    virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
     /**
      * @brief Run the main GPU kernel used in the CG algorithm.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -125,7 +144,8 @@ class gpu_csvm : public csvm<T> {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      * @param[in] num_features number of features used for the calculation in the @p device
      */
-    virtual void run_svm_kernel(size_type device, const detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const = 0;
+    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
+    virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) the calculate the `w` vector used to speed up the prediction when using the linear kernel function.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
@@ -134,7 +154,8 @@ class gpu_csvm : public csvm<T> {
      * @param[in] alpha_d the previously calculated weight for each data point
      * @param[in] num_features number of features used for the calculation on the @p device
      */
-    virtual void run_w_kernel(size_type device, const detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const = 0;
+    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const = 0;
+    virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const = 0;
     /**
      * @brief Run the GPU kernel (only on the first GPU) to predict the new data points @p point_d.
      * @param[in] range the execution range used to launch the kernel
@@ -143,11 +164,386 @@ class gpu_csvm : public csvm<T> {
      * @param[in] point_d the data points to predict
      * @param[in] num_predict_points the number of data points to predict
      */
-    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const = 0;
-
+    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const = 0;
+    virtual void run_predict_kernel(const detail::execution_range &range, const parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const = 0;
 
     /// The available/used backend devices.
     std::vector<queue_type> devices_{};
 };
 
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+std::tuple<std::vector<device_ptr_t<real_type>>, std::vector<device_ptr_t<real_type>>, std::vector<std::size_t>>
+gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data,
+                                                      const std::size_t num_data_points,
+                                                      const std::size_t num_features,
+                                                      const std::size_t boundary_size,
+                                                      const std::size_t num_used_devices) const {
+    // calculate the number of features per device
+    std::vector<std::size_t> feature_ranges(num_used_devices + 1);
+    for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
+        feature_ranges[device] = device * num_features / num_used_devices;
+    }
+
+    // transform 2D to 1D SoA data
+    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
+
+    std::vector<device_ptr_type<real_type>> data_last_d(num_used_devices);
+    std::vector<device_ptr_type<real_type>> data_d(num_used_devices);
+
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
+
+        // initialize data_last on device
+        data_last_d[device] = device_ptr_type<real_type>{ num_features_in_range + boundary_size, devices_[device] };
+        data_last_d[device].memset(0);
+        data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
+
+        const std::size_t device_data_size = num_features_in_range * (num_data_points + boundary_size);
+        data_d[device] = device_ptr_type<real_type>{ device_data_size, devices_[device] };
+        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points + boundary_size), 0, device_data_size);
+    }
+
+    return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params,
+                                                                   const std::vector<device_ptr_type<real_type>> &data_d,
+                                                                   const std::vector<device_ptr_type<real_type>> &data_last_d,
+                                                                   const std::size_t num_data_points,
+                                                                   const std::vector<std::size_t> &feature_ranges,
+                                                                   const std::size_t boundary_size,
+                                                                   const std::size_t num_used_devices) const {
+    std::vector<device_ptr_type<real_type>> q_d(num_used_devices);
+
+#pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        q_d[device] = device_ptr_type<real_type>{ num_data_points + boundary_size, devices_[device] };
+        q_d[device].memset(0);
+
+        // feature splitting on multiple devices
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points) });
+
+        run_q_kernel(device, range, params, q_d[device], data_d[device], data_last_d[device], num_data_points + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
+    }
+
+    std::vector<real_type> q(num_data_points);
+    device_reduction(q_d, q);
+    return q;
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::solve_system_of_linear_equations_impl(const parameter<real_type> &params,
+                                                                                                                    const std::vector<std::vector<real_type>> &A,
+                                                                                                                    std::vector<real_type> b,
+                                                                                                                    const real_type eps,
+                                                                                                                    const unsigned long long max_iter) const {
+    using namespace plssvm::operators;
+
+    const std::size_t dept = A.size() - 1;
+    constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    const std::size_t num_features = A.front().size();
+
+    const std::size_t num_used_devices = select_num_used_devices(params.kernel_type, num_features);
+
+    std::vector<device_ptr_type<real_type>> data_d;
+    std::vector<device_ptr_type<real_type>> data_last_d;
+    std::vector<std::size_t> feature_ranges;
+    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
+
+    // create q vector
+    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size, num_used_devices);
+
+    // calculate QA_costs
+    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
+
+    // update b
+    const real_type b_back_value = b.back();
+    b.pop_back();
+    b -= b_back_value;
+
+    std::vector<real_type> x(dept, 1.0);
+    std::vector<device_ptr_type<real_type>> x_d(num_used_devices);
+
+    std::vector<real_type> r(dept, 0.0);
+    std::vector<device_ptr_type<real_type>> r_d(num_used_devices);
+
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        x_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
+        x_d[device].memset(0);
+        x_d[device].memcpy_to_device(x, 0, dept);
+
+        r_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
+        r_d[device].memset(0);
+    }
+    r_d[0].memcpy_to_device(b, 0, dept);
+
+    std::vector<device_ptr_type<real_type>> q_d(num_used_devices);
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        q_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
+        q_d[device].memset(0);
+        q_d[device].memcpy_to_device(q, 0, dept);
+
+        // r = Ax (r = b - Ax)
+        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
+    }
+    device_reduction(r_d, r);
+
+    // delta = r.T * r
+    real_type delta = transposed{ r } * r;
+    const real_type delta0 = delta;
+    std::vector<real_type> Ad(dept);
+
+    std::vector<device_ptr_type<real_type>> Ad_d(num_used_devices);
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        Ad_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
+    }
+
+    std::vector<real_type> d(r);
+
+    // timing for each CG iteration
+    std::chrono::milliseconds average_iteration_time{};
+    std::chrono::steady_clock::time_point iteration_start_time{};
+    const auto output_iteration_duration = [&]() {
+        auto iteration_end_time = std::chrono::steady_clock::now();
+        auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
+        fmt::print("Done in {}.\n", iteration_duration);
+        average_iteration_time += iteration_duration;
+    };
+
+    unsigned long long run = 0;
+    for (; run < max_iter; ++run) {
+        if (verbose) {
+            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+        }
+        iteration_start_time = std::chrono::steady_clock::now();
+
+// Ad = A * r (q = A * d)
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+            Ad_d[device].memset(0);
+            r_d[device].memset(0, dept);
+
+            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, real_type{ 1.0 }, dept, boundary_size);
+        }
+        // update Ad (q)
+        device_reduction(Ad_d, Ad);
+
+        // (alpha = delta_new / (d^T * q))
+        const real_type alpha_cd = delta / (transposed{ d } * Ad);
+
+        // (x = x + alpha * d)
+        x += alpha_cd * d;
+
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+            x_d[device].memcpy_to_device(x, 0, dept);
+        }
+
+        if (run % 50 == 49) {
+#pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
+            for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+                if (device == 0) {
+                    // r = b
+                    r_d[device].memcpy_to_device(b, 0, dept);
+                } else {
+                    // set r to 0
+                    r_d[device].memset(0);
+                }
+                // r -= A * x
+                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
+            }
+
+            device_reduction(r_d, r);
+        } else {
+            // r -= alpha_cd * Ad (r = r - alpha * q)
+            r -= alpha_cd * Ad;
+        }
+
+        // (delta = r^T * r)
+        const real_type delta_old = delta;
+        delta = transposed{ r } * r;
+        // if we are exact enough stop CG iterations
+        if (delta <= eps * eps * delta0) {
+            if (verbose) {
+                output_iteration_duration();
+            }
+            break;
+        }
+
+        // (beta = delta_new / delta_old)
+        const real_type beta = delta / delta_old;
+        // d = beta * d + r
+        d = beta * d + r;
+
+// r_d = d
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
+        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+            r_d[device].memcpy_to_device(d, 0, dept);
+        }
+
+        if (verbose) {
+            output_iteration_duration();
+        }
+    }
+    if (verbose) {
+        fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+                   std::min(run + 1, max_iter),
+                   delta,
+                   eps * eps * delta0,
+                   average_iteration_time / std::min(run + 1, max_iter));
+    }
+
+    // calculate bias
+    std::vector<real_type> alpha(x.begin(), x.begin() + dept);
+    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
+    alpha.push_back(-sum(alpha));
+
+    return std::make_pair(std::move(alpha), -bias);
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, const std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, const std::size_t num_used_devices) const {
+    // create w vector and fill with zeros
+    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), std::size_t{ 0 }), real_type{ 0.0 });
+
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        // feature splitting on multiple devices
+        const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
+
+        // create the w vector on the device
+        device_ptr_type<real_type> w_d = device_ptr_type<real_type>{ num_features_in_range, devices_[device] };
+
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
+
+        // calculate the w vector on the device
+        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
+        device_synchronize(devices_[device]);
+
+        // copy back to host memory
+        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
+    }
+    return w;
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
+    using namespace plssvm::operators;
+
+    const std::size_t num_support_vectors = support_vectors.size();
+    const std::size_t num_predict_points = predict_points.size();
+    const std::size_t num_features = predict_points.front().size();
+    const std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+
+    const std::size_t num_used_devices = select_num_used_devices(params.kernel_type, num_features);
+
+    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
+
+    std::vector<device_ptr_type<real_type>> alpha_d(num_used_devices);
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        alpha_d[device] = device_ptr_type<real_type>{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
+        alpha_d[device].memset(0);
+        alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
+    }
+
+    std::vector<real_type> out(predict_points.size());
+
+    // use faster methode in case of the linear kernel function
+    if (params.kernel_type == kernel_function_type::linear && w.empty()) {
+        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges, num_used_devices);
+    }
+
+    if (params.kernel_type == kernel_function_type::linear) {
+// use faster methode in case of the linear kernel function
+#pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
+        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < num_predict_points; ++i) {
+            out[i] = transposed<real_type>{ w } * predict_points[i] + -rho;
+        }
+    } else {
+        // create result vector on the device
+        device_ptr_type<real_type> out_d{ num_predict_points + boundary_size, devices_[0] };
+        out_d.memset(0);
+
+        // transform prediction data
+        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size, predict_points.size());
+        device_ptr_type<real_type> point_d{ num_features * (num_predict_points + boundary_size), devices_[0] };
+        point_d.memset(0);
+        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
+
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
+                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
+
+        // perform prediction on the first device
+        run_predict_kernel(range, params, out_d, alpha_d[0], point_d, data_d[0], data_last_d[0], num_support_vectors, num_predict_points, num_features);
+
+        out_d.memcpy_to_host(out, 0, num_predict_points);
+
+        // add bias_ to all predictions
+        out += -rho;
+    }
+    return out;
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+void gpu_csvm<device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const std::vector<std::size_t> &feature_ranges, const real_type QA_cost, const real_type add, const std::size_t dept, const std::size_t boundary_size) const {
+    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
+    const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
+
+    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+void gpu_csvm<device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type<real_type>> &buffer_d, std::vector<real_type> &buffer) const {
+    using namespace plssvm::operators;
+
+    device_synchronize(devices_[0]);
+    buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
+
+    if (buffer_d.size() > 1) {
+        std::vector<real_type> ret(buffer.size());
+        for (typename std::vector<device_ptr_type<real_type>>::size_type device = 1; device < buffer_d.size(); ++device) {
+            device_synchronize(devices_[device]);
+            buffer_d[device].memcpy_to_host(ret, 0, ret.size());
+
+            buffer += ret;
+        }
+
+#pragma omp parallel for default(none) shared(buffer_d, buffer)
+        for (typename std::vector<device_ptr_type<real_type>>::size_type device = 0; device < buffer_d.size(); ++device) {
+            buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
+        }
+    }
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kernel_function_type kernel, const std::size_t num_features) const noexcept {
+    // polynomial and rbf kernel currently only support single GPU execution
+    if (kernel == kernel_function_type::polynomial || kernel == kernel_function_type::rbf) {
+        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
+        return 1;
+    }
+
+    // the number of used devices may not exceed the number of features
+    const std::size_t num_used_devices = std::min(devices_.size(), num_features);
+    if (num_used_devices < devices_.size()) {
+        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
+    }
+    return num_used_devices;
+}
+
 }  // namespace plssvm::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 96d7626ea..8036875a9 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -22,6 +22,9 @@
 #include "plssvm/parameter.hpp"                        // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
+#include "cuda.h"
+#include "cuda_runtime_api.h"
+
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
@@ -32,13 +35,7 @@
 
 namespace plssvm::cuda {
 
-template <typename T>
-csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
-    this->init(target);
-}
-
-template <typename T>
-void csvm<T>::init(const target_platform target) {
+void csvm::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::gpu_nvidia) {
         throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target) };
@@ -63,31 +60,29 @@ void csvm<T>::init(const target_platform target) {
 
     if (plssvm::verbose) {
         // print found CUDA devices
-        fmt::print("Found {} CUDA device(s):\n", devices_.size());
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        std::cout << fmt::format("Found {} CUDA device(s):\n", devices_.size());
+        for (const queue_type& device : devices_) {
             cudaDeviceProp prop{};
-            cudaGetDeviceProperties(&prop, devices_[device]);
-            fmt::print("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
+            cudaGetDeviceProperties(&prop, device);
+            std::cout << fmt::format("  [{}, {}, {}.{}]\n", device, prop.name, prop.major, prop.minor) << std::endl;
         }
-        fmt::print("\n");
+        std::cout << std::endl;
     }
 }
 
-template <typename T>
-csvm<T>::~csvm() {
+csvm::~csvm() {
     try {
         // be sure that all operations on the CUDA devices have finished before destruction
         for (const queue_type &device : devices_) {
             detail::device_synchronize(device);
         }
     } catch (const plssvm::exception &e) {
-        fmt::print("{}\n", e.what_with_loc());
+        std::cout << fmt::format("{}", e.what_with_loc()) << std::endl;
         std::terminate();
     }
 }
 
-template <typename T>
-void csvm<T>::device_synchronize(const queue_type &queue) const {
+void csvm::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -97,8 +92,8 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
     return std::make_pair(grid, block);
 }
 
-template <typename T>
-void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
+template <typename real_type>
+void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
@@ -118,8 +113,11 @@ void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execu
     detail::peek_at_last_error();
 }
 
-template <typename T>
-void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
@@ -139,8 +137,11 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
     detail::peek_at_last_error();
 }
 
-template <typename T>
-void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &,  const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &,  const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
@@ -148,8 +149,11 @@ void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execu
     detail::peek_at_last_error();
 }
 
-template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
@@ -166,7 +170,7 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
     detail::peek_at_last_error();
 }
 
-template class csvm<float>;
-template class csvm<double>;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t, std::size_t) const;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t, std::size_t) const;
 
 }  // namespace plssvm::cuda
diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
index 8c7d6d3d2..2f9eae26d 100644
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ b/src/plssvm/backends/gpu_csvm.cpp
@@ -25,17 +25,17 @@
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     // used for explicitly instantiating the SYCL backend
     #include "sycl/sycl.hpp"
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    #include "plssvm/backends/autogenerated/DPCPP/detail/constants.hpp"
-    #include "plssvm/backends/autogenerated/DPCPP/detail/device_ptr.hpp"
-#endif
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    #include "plssvm/backends/autogenerated/hipSYCL/detail/constants.hpp"
-    #include "plssvm/backends/autogenerated/hipSYCL/detail/device_ptr.hpp"
-#endif
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+        #include "plssvm/backends/autogenerated/DPCPP/detail/constants.hpp"
+        #include "plssvm/backends/autogenerated/DPCPP/detail/device_ptr.hpp"
+    #endif
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+        #include "plssvm/backends/autogenerated/hipSYCL/detail/constants.hpp"
+        #include "plssvm/backends/autogenerated/hipSYCL/detail/device_ptr.hpp"
+    #endif
 #endif
 
-#include "fmt/core.h"    // fmt::print, fmt::format
+#include "fmt/core.h"  // fmt::print, fmt::format
 
 #include <algorithm>  // std::all_of, std::min, std::max
 #include <chrono>     // std::chrono
@@ -46,386 +46,392 @@
 
 namespace plssvm::detail {
 
-template <typename T, typename device_ptr_t, typename queue_t>
-gpu_csvm<T, device_ptr_t, queue_t>::gpu_csvm(parameter<real_type> params) :
-    base_type{ std::move(params) } {}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data, const size_type num_data_points, const size_type num_features, const size_type boundary_size, const size_type num_used_devices) const -> std::tuple<std::vector<device_ptr_type>, std::vector<device_ptr_type>, std::vector<size_type>> {
-    // calculate the number of features per device
-    std::vector<size_type> feature_ranges(num_used_devices + 1);
-    for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
-        feature_ranges[device] = device * num_features / num_used_devices;
-    }
-
-    // transform 2D to 1D SoA data
-    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
-
-    std::vector<device_ptr_type> data_last_d(num_used_devices);
-    std::vector<device_ptr_type> data_d(num_used_devices);
-
-    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
-
-        // initialize data_last on device
-        data_last_d[device] = device_ptr_type{ num_features_in_range + boundary_size, devices_[device] };
-        data_last_d[device].memset(0);
-        data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
-
-        const size_type device_data_size = num_features_in_range * (num_data_points + boundary_size);
-        data_d[device] = device_ptr_type{ device_data_size, devices_[device] };
-        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points + boundary_size), 0, device_data_size);
-    }
-
-    return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
-}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size, const size_type num_used_devices) const -> std::vector<real_type> {
-    std::vector<device_ptr_type> q_d(num_used_devices);
-
-    #pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        q_d[device] = device_ptr_type{ num_data_points + boundary_size, devices_[device] };
-        q_d[device].memset(0);
-
-        // feature splitting on multiple devices
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points) });
-
-        run_q_kernel(device, range, params, q_d[device], data_d[device], data_last_d[device], num_data_points + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
-    }
-
-    std::vector<real_type> q(num_data_points);
-    device_reduction(q_d, q);
-    return q;
-}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
-    using namespace plssvm::operators;
-
-    const size_type dept = A.size() - 1;
-    constexpr size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
-    const size_type num_features = A.front().size();
-
-    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
-
-    std::vector<device_ptr_type> data_d;
-    std::vector<device_ptr_type> data_last_d;
-    std::vector<size_type> feature_ranges;
-    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
-
-    // create q vector
-    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size, num_used_devices);
-
-    // calculate QA_costs
-    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
-
-    // update b
-    const real_type b_back_value = b.back();
-    b.pop_back();
-    b -= b_back_value;
-
-    std::vector<real_type> x(dept, 1.0);
-    std::vector<device_ptr_type> x_d(num_used_devices);
-
-    std::vector<real_type> r(dept, 0.0);
-    std::vector<device_ptr_type> r_d(num_used_devices);
-
-    #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        x_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-        x_d[device].memset(0);
-        x_d[device].memcpy_to_device(x, 0, dept);
-
-        r_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-        r_d[device].memset(0);
-    }
-    r_d[0].memcpy_to_device(b, 0, dept);
-
-    std::vector<device_ptr_type> q_d(num_used_devices);
-    #pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        q_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-        q_d[device].memset(0);
-        q_d[device].memcpy_to_device(q, 0, dept);
-
-        // r = Ax (r = b - Ax)
-        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
-    }
-    device_reduction(r_d, r);
-
-    // delta = r.T * r
-    real_type delta = transposed{ r } * r;
-    const real_type delta0 = delta;
-    std::vector<real_type> Ad(dept);
-
-    std::vector<device_ptr_type> Ad_d(num_used_devices);
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        Ad_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-    }
-
-    std::vector<real_type> d(r);
-
-    // timing for each CG iteration
-    std::chrono::milliseconds average_iteration_time{};
-    std::chrono::steady_clock::time_point iteration_start_time{};
-    const auto output_iteration_duration = [&]() {
-        auto iteration_end_time = std::chrono::steady_clock::now();
-        auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        fmt::print("Done in {}.\n", iteration_duration);
-        average_iteration_time += iteration_duration;
-    };
-
-    std::size_t run = 0;
-    for (; run < max_iter; ++run) {
-        if (verbose) {
-            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
-        }
-        iteration_start_time = std::chrono::steady_clock::now();
-
-        // Ad = A * r (q = A * d)
-        #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
-        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-            Ad_d[device].memset(0);
-            r_d[device].memset(0, dept);
-
-            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, real_type{ 1.0 }, dept, boundary_size);
-        }
-        // update Ad (q)
-        device_reduction(Ad_d, Ad);
-
-        // (alpha = delta_new / (d^T * q))
-        const real_type alpha_cd = delta / (transposed{ d } * Ad);
-
-        // (x = x + alpha * d)
-        x += alpha_cd * d;
-
-        #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
-        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-            x_d[device].memcpy_to_device(x, 0, dept);
-        }
-
-        if (run % 50 == 49) {
-            #pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
-            for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-                if (device == 0) {
-                    // r = b
-                    r_d[device].memcpy_to_device(b, 0, dept);
-                } else {
-                    // set r to 0
-                    r_d[device].memset(0);
-                }
-                // r -= A * x
-                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
-            }
-
-            device_reduction(r_d, r);
-        } else {
-            // r -= alpha_cd * Ad (r = r - alpha * q)
-            r -= alpha_cd * Ad;
-        }
-
-        // (delta = r^T * r)
-        const real_type delta_old = delta;
-        delta = transposed{ r } * r;
-        // if we are exact enough stop CG iterations
-        if (delta <= eps * eps * delta0) {
-            if (verbose) {
-                output_iteration_duration();
-            }
-            break;
-        }
-
-        // (beta = delta_new / delta_old)
-        const real_type beta = delta / delta_old;
-        // d = beta * d + r
-        d = beta * d + r;
-
-        // r_d = d
-        #pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
-        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-            r_d[device].memcpy_to_device(d, 0, dept);
-        }
-
-        if (verbose) {
-            output_iteration_duration();
-        }
-    }
-    if (verbose) {
-        fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                   std::min(run + 1, max_iter),
-                   delta,
-                   eps * eps * delta0,
-                   average_iteration_time / std::min(run + 1, max_iter));
-    }
-
-    // calculate bias
-    std::vector<real_type> alpha(x.begin(), x.begin() + dept);
-    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
-    alpha.push_back(-sum(alpha));
-
-    return std::make_pair(std::move(alpha), -bias);
-}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type num_used_devices) const-> std::vector<real_type> {
-    // create w vector and fill with zeros
-    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), size_type{ 0 }), real_type{ 0.0 });
-
-    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        // feature splitting on multiple devices
-        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
-
-        // create the w vector on the device
-        device_ptr_type w_d = device_ptr_type{ num_features_in_range, devices_[device] };
-
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
-
-        // calculate the w vector on the device
-        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
-        device_synchronize(devices_[device]);
-
-        // copy back to host memory
-        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
-    }
-    return w;
-}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
-    using namespace plssvm::operators;
-
-    const size_type num_support_vectors = support_vectors.size();
-    const size_type num_predict_points = predict_points.size();
-    const size_type num_features = predict_points.front().size();
-    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
-
-    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
-
-    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
-
-    std::vector<device_ptr_type> alpha_d(num_used_devices);
-    #pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        alpha_d[device] = device_ptr_type{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
-        alpha_d[device].memset(0);
-        alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
-    }
-
-    std::vector<real_type> out(predict_points.size());
-
-    // use faster methode in case of the linear kernel function
-    if (params.kernel == kernel_type::linear && w.empty()) {
-        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges, num_used_devices);
-    }
-
-    if (params.kernel == kernel_type::linear) {
-        // use faster methode in case of the linear kernel function
-        #pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
-        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < num_predict_points; ++i) {
-            out[i] = transposed<real_type>{ w } * predict_points[i] + -rho;
-        }
-    } else {
-        // create result vector on the device
-        device_ptr_type out_d{ num_predict_points + boundary_size, devices_[0] };
-        out_d.memset(0);
-
-        // transform prediction data
-        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size, predict_points.size());
-        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size), devices_[0] };
-        point_d.memset(0);
-        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
-
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
-                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
-
-        // perform prediction on the first device
-        run_predict_kernel(range, params, out_d, alpha_d[0], point_d, data_d[0], data_last_d[0], num_support_vectors, num_predict_points, num_features);
-
-        out_d.memcpy_to_host(out, 0, num_predict_points);
-
-        // add bias_ to all predictions
-        out += -rho;
-    }
-    return out;
-}
-
-
-template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
-    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
-    const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
-
-    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
-}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const {
-    using namespace plssvm::operators;
-
-    device_synchronize(devices_[0]);
-    buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
-
-    if (buffer_d.size() > 1) {
-        std::vector<real_type> ret(buffer.size());
-        for (typename std::vector<device_ptr_type>::size_type device = 1; device < buffer_d.size(); ++device) {
-            device_synchronize(devices_[device]);
-            buffer_d[device].memcpy_to_host(ret, 0, ret.size());
-
-            buffer += ret;
-        }
-
-        #pragma omp parallel for default(none) shared(buffer_d, buffer)
-        for (typename std::vector<device_ptr_type>::size_type device = 0; device < buffer_d.size(); ++device) {
-            buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
-        }
-    }
-}
-
-template <typename T, typename device_ptr_t, typename queue_t>
-auto gpu_csvm<T, device_ptr_t, queue_t>::select_num_used_devices(const kernel_type kernel, const size_type num_features) const noexcept -> size_type {
-    // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
-        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
-        return 1;
-    }
-
-    // the number of used devices may not exceed the number of features
-    const size_type num_used_devices = std::min(devices_.size(), num_features);
-    if (num_used_devices < devices_.size()) {
-        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
-    }
-    return num_used_devices;
-}
-
-// explicitly instantiate template class depending on available backends
-#if defined(PLSSVM_HAS_CUDA_BACKEND)
-template class gpu_csvm<float, ::plssvm::cuda::detail::device_ptr<float>, int>;
-template class gpu_csvm<double, ::plssvm::cuda::detail::device_ptr<double>, int>;
-#endif
-#if defined(PLSSVM_HAS_HIP_BACKEND)
-template class gpu_csvm<float, ::plssvm::hip::detail::device_ptr<float>, int>;
-template class gpu_csvm<double, ::plssvm::hip::detail::device_ptr<double>, int>;
-#endif
-#if defined(PLSSVM_HAS_OPENCL_BACKEND)
-template class gpu_csvm<float, ::plssvm::opencl::detail::device_ptr<float>, ::plssvm::opencl::detail::command_queue>;
-template class gpu_csvm<double, ::plssvm::opencl::detail::device_ptr<double>, ::plssvm::opencl::detail::command_queue>;
-#endif
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-template class gpu_csvm<float, ::plssvm::dpcpp::detail::device_ptr<float>, std::unique_ptr<::plssvm::dpcpp::detail::sycl::queue>>;
-template class gpu_csvm<double, ::plssvm::dpcpp::detail::device_ptr<double>, std::unique_ptr<::plssvm::dpcpp::detail::sycl::queue>>;
-#endif
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-template class gpu_csvm<float, ::plssvm::hipsycl::detail::device_ptr<float>, std::unique_ptr<::plssvm::hipsycl::detail::sycl::queue>>;
-template class gpu_csvm<double, ::plssvm::hipsycl::detail::device_ptr<double>, std::unique_ptr<::plssvm::hipsycl::detail::sycl::queue>>;
-#endif
-#endif
+//template <typename device_ptr_t, typename queue_t>
+//template <typename real_type>
+//std::tuple<std::vector<device_ptr_t>, std::vector<device_ptr_t>, std::vector<std::size_t>>
+//gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data,
+//                                                      const std::size_t num_data_points,
+//                                                      const std::size_t num_features,
+//                                                      const std::size_t boundary_size,
+//                                                      const std::size_t num_used_devices) const {
+//    // calculate the number of features per device
+//    std::vector<std::size_t> feature_ranges(num_used_devices + 1);
+//    for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
+//        feature_ranges[device] = device * num_features / num_used_devices;
+//    }
+//
+//    // transform 2D to 1D SoA data
+//    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
+//
+//    std::vector<device_ptr_type> data_last_d(num_used_devices);
+//    std::vector<device_ptr_type> data_d(num_used_devices);
+//
+//    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
+//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//        const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
+//
+//        // initialize data_last on device
+//        data_last_d[device] = device_ptr_type{ num_features_in_range + boundary_size, devices_[device] };
+//        data_last_d[device].memset(0);
+//        data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
+//
+//        const std::size_t device_data_size = num_features_in_range * (num_data_points + boundary_size);
+//        data_d[device] = device_ptr_type{ device_data_size, devices_[device] };
+//        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points + boundary_size), 0, device_data_size);
+//    }
+//
+//    return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
+//}
+//
+//template <typename device_ptr_t, typename queue_t>
+//template std::tuple<std::vector<device_ptr_t>, std::vector<device_ptr_t>, std::vector<std::size_t>> gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<float>> &, std::size_t, std::size_t, std::size_t, std::size_t) const;
+//template <typename device_ptr_t, typename queue_t>
+//template std::tuple<std::vector<device_ptr_t>, std::vector<device_ptr_t>, std::vector<std::size_t>> gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<double>> &, std::size_t, std::size_t, std::size_t, std::size_t) const;
+
+//template <typename T, typename device_ptr_t, typename queue_t>
+//auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size, const size_type num_used_devices) const -> std::vector<real_type> {
+//    std::vector<device_ptr_type> q_d(num_used_devices);
+//
+//#pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
+//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//        q_d[device] = device_ptr_type{ num_data_points + boundary_size, devices_[device] };
+//        q_d[device].memset(0);
+//
+//        // feature splitting on multiple devices
+//        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+//                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points) });
+//
+//        run_q_kernel(device, range, params, q_d[device], data_d[device], data_last_d[device], num_data_points + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
+//    }
+//
+//    std::vector<real_type> q(num_data_points);
+//    device_reduction(q_d, q);
+//    return q;
+//}
+
+//template <typename T, typename device_ptr_t, typename queue_t>
+//auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
+//    using namespace plssvm::operators;
+//
+//    const size_type dept = A.size() - 1;
+//    constexpr size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+//    const size_type num_features = A.front().size();
+//
+//    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
+//
+//    std::vector<device_ptr_type> data_d;
+//    std::vector<device_ptr_type> data_last_d;
+//    std::vector<size_type> feature_ranges;
+//    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
+//
+//    // create q vector
+//    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size, num_used_devices);
+//
+//    // calculate QA_costs
+//    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
+//
+//    // update b
+//    const real_type b_back_value = b.back();
+//    b.pop_back();
+//    b -= b_back_value;
+//
+//    std::vector<real_type> x(dept, 1.0);
+//    std::vector<device_ptr_type> x_d(num_used_devices);
+//
+//    std::vector<real_type> r(dept, 0.0);
+//    std::vector<device_ptr_type> r_d(num_used_devices);
+//
+//#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
+//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//        x_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
+//        x_d[device].memset(0);
+//        x_d[device].memcpy_to_device(x, 0, dept);
+//
+//        r_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
+//        r_d[device].memset(0);
+//    }
+//    r_d[0].memcpy_to_device(b, 0, dept);
+//
+//    std::vector<device_ptr_type> q_d(num_used_devices);
+//#pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
+//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//        q_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
+//        q_d[device].memset(0);
+//        q_d[device].memcpy_to_device(q, 0, dept);
+//
+//        // r = Ax (r = b - Ax)
+//        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
+//    }
+//    device_reduction(r_d, r);
+//
+//    // delta = r.T * r
+//    real_type delta = transposed{ r } * r;
+//    const real_type delta0 = delta;
+//    std::vector<real_type> Ad(dept);
+//
+//    std::vector<device_ptr_type> Ad_d(num_used_devices);
+//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//        Ad_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
+//    }
+//
+//    std::vector<real_type> d(r);
+//
+//    // timing for each CG iteration
+//    std::chrono::milliseconds average_iteration_time{};
+//    std::chrono::steady_clock::time_point iteration_start_time{};
+//    const auto output_iteration_duration = [&]() {
+//        auto iteration_end_time = std::chrono::steady_clock::now();
+//        auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
+//        fmt::print("Done in {}.\n", iteration_duration);
+//        average_iteration_time += iteration_duration;
+//    };
+//
+//    std::size_t run = 0;
+//    for (; run < max_iter; ++run) {
+//        if (verbose) {
+//            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+//        }
+//        iteration_start_time = std::chrono::steady_clock::now();
+//
+//// Ad = A * r (q = A * d)
+//#pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
+//        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//            Ad_d[device].memset(0);
+//            r_d[device].memset(0, dept);
+//
+//            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, real_type{ 1.0 }, dept, boundary_size);
+//        }
+//        // update Ad (q)
+//        device_reduction(Ad_d, Ad);
+//
+//        // (alpha = delta_new / (d^T * q))
+//        const real_type alpha_cd = delta / (transposed{ d } * Ad);
+//
+//        // (x = x + alpha * d)
+//        x += alpha_cd * d;
+//
+//#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
+//        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//            x_d[device].memcpy_to_device(x, 0, dept);
+//        }
+//
+//        if (run % 50 == 49) {
+//#pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
+//            for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+//                if (device == 0) {
+//                    // r = b
+//                    r_d[device].memcpy_to_device(b, 0, dept);
+//                } else {
+//                    // set r to 0
+//                    r_d[device].memset(0);
+//                }
+//                // r -= A * x
+//                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
+//            }
+//
+//            device_reduction(r_d, r);
+//        } else {
+//            // r -= alpha_cd * Ad (r = r - alpha * q)
+//            r -= alpha_cd * Ad;
+//        }
+//
+//        // (delta = r^T * r)
+//        const real_type delta_old = delta;
+//        delta = transposed{ r } * r;
+//        // if we are exact enough stop CG iterations
+//        if (delta <= eps * eps * delta0) {
+//            if (verbose) {
+//                output_iteration_duration();
+//            }
+//            break;
+//        }
+//
+//        // (beta = delta_new / delta_old)
+//        const real_type beta = delta / delta_old;
+//        // d = beta * d + r
+//        d = beta * d + r;
+//
+//// r_d = d
+//#pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
+//        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//            r_d[device].memcpy_to_device(d, 0, dept);
+//        }
+//
+//        if (verbose) {
+//            output_iteration_duration();
+//        }
+//    }
+//    if (verbose) {
+//        fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+//                   std::min(run + 1, max_iter),
+//                   delta,
+//                   eps * eps * delta0,
+//                   average_iteration_time / std::min(run + 1, max_iter));
+//    }
+//
+//    // calculate bias
+//    std::vector<real_type> alpha(x.begin(), x.begin() + dept);
+//    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
+//    alpha.push_back(-sum(alpha));
+//
+//    return std::make_pair(std::move(alpha), -bias);
+//}
+
+//template <typename T, typename device_ptr_t, typename queue_t>
+//auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type num_used_devices) const -> std::vector<real_type> {
+//    // create w vector and fill with zeros
+//    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), size_type{ 0 }), real_type{ 0.0 });
+//
+//#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//        // feature splitting on multiple devices
+//        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
+//
+//        // create the w vector on the device
+//        device_ptr_type w_d = device_ptr_type{ num_features_in_range, devices_[device] };
+//
+//        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+//                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
+//
+//        // calculate the w vector on the device
+//        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
+//        device_synchronize(devices_[device]);
+//
+//        // copy back to host memory
+//        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
+//    }
+//    return w;
+//}
+//
+//template <typename T, typename device_ptr_t, typename queue_t>
+//auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
+//    using namespace plssvm::operators;
+//
+//    const size_type num_support_vectors = support_vectors.size();
+//    const size_type num_predict_points = predict_points.size();
+//    const size_type num_features = predict_points.front().size();
+//    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+//
+//    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
+//
+//    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
+//
+//    std::vector<device_ptr_type> alpha_d(num_used_devices);
+//#pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
+//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+//        alpha_d[device] = device_ptr_type{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
+//        alpha_d[device].memset(0);
+//        alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
+//    }
+//
+//    std::vector<real_type> out(predict_points.size());
+//
+//    // use faster methode in case of the linear kernel function
+//    if (params.kernel == kernel_type::linear && w.empty()) {
+//        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges, num_used_devices);
+//    }
+//
+//    if (params.kernel == kernel_type::linear) {
+//// use faster methode in case of the linear kernel function
+//#pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
+//        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < num_predict_points; ++i) {
+//            out[i] = transposed<real_type>{ w } * predict_points[i] + -rho;
+//        }
+//    } else {
+//        // create result vector on the device
+//        device_ptr_type out_d{ num_predict_points + boundary_size, devices_[0] };
+//        out_d.memset(0);
+//
+//        // transform prediction data
+//        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size, predict_points.size());
+//        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size), devices_[0] };
+//        point_d.memset(0);
+//        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
+//
+//        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
+//                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+//                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
+//
+//        // perform prediction on the first device
+//        run_predict_kernel(range, params, out_d, alpha_d[0], point_d, data_d[0], data_last_d[0], num_support_vectors, num_predict_points, num_features);
+//
+//        out_d.memcpy_to_host(out, 0, num_predict_points);
+//
+//        // add bias_ to all predictions
+//        out += -rho;
+//    }
+//    return out;
+//}
+//
+//template <typename T, typename device_ptr_t, typename queue_t>
+//void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
+//    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
+//    const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
+//
+//    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
+//}
+//
+//template <typename T, typename device_ptr_t, typename queue_t>
+//void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const {
+//    using namespace plssvm::operators;
+//
+//    device_synchronize(devices_[0]);
+//    buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
+//
+//    if (buffer_d.size() > 1) {
+//        std::vector<real_type> ret(buffer.size());
+//        for (typename std::vector<device_ptr_type>::size_type device = 1; device < buffer_d.size(); ++device) {
+//            device_synchronize(devices_[device]);
+//            buffer_d[device].memcpy_to_host(ret, 0, ret.size());
+//
+//            buffer += ret;
+//        }
+//
+//#pragma omp parallel for default(none) shared(buffer_d, buffer)
+//        for (typename std::vector<device_ptr_type>::size_type device = 0; device < buffer_d.size(); ++device) {
+//            buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
+//        }
+//    }
+//}
+
+//template <typename T, typename device_ptr_t, typename queue_t>
+//auto gpu_csvm<T, device_ptr_t, queue_t>::select_num_used_devices(const kernel_type kernel, const size_type num_features) const noexcept -> size_type {
+//    // polynomial and rbf kernel currently only support single GPU execution
+//    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
+//        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
+//        return 1;
+//    }
+//
+//    // the number of used devices may not exceed the number of features
+//    const size_type num_used_devices = std::min(devices_.size(), num_features);
+//    if (num_used_devices < devices_.size()) {
+//        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
+//    }
+//    return num_used_devices;
+//}
+//
+//// explicitly instantiate template class depending on available backends
+//#if defined(PLSSVM_HAS_CUDA_BACKEND)
+//template class gpu_csvm<float, ::plssvm::cuda::detail::device_ptr<float>, int>;
+//template class gpu_csvm<double, ::plssvm::cuda::detail::device_ptr<double>, int>;
+//#endif
+//#if defined(PLSSVM_HAS_HIP_BACKEND)
+//template class gpu_csvm<float, ::plssvm::hip::detail::device_ptr<float>, int>;
+//template class gpu_csvm<double, ::plssvm::hip::detail::device_ptr<double>, int>;
+//#endif
+//#if defined(PLSSVM_HAS_OPENCL_BACKEND)
+//template class gpu_csvm<float, ::plssvm::opencl::detail::device_ptr<float>, ::plssvm::opencl::detail::command_queue>;
+//template class gpu_csvm<double, ::plssvm::opencl::detail::device_ptr<double>, ::plssvm::opencl::detail::command_queue>;
+//#endif
+//#if defined(PLSSVM_HAS_SYCL_BACKEND)
+//    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+//template class gpu_csvm<float, ::plssvm::dpcpp::detail::device_ptr<float>, std::unique_ptr<::plssvm::dpcpp::detail::sycl::queue>>;
+//template class gpu_csvm<double, ::plssvm::dpcpp::detail::device_ptr<double>, std::unique_ptr<::plssvm::dpcpp::detail::sycl::queue>>;
+//    #endif
+//    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+//template class gpu_csvm<float, ::plssvm::hipsycl::detail::device_ptr<float>, std::unique_ptr<::plssvm::hipsycl::detail::sycl::queue>>;
+//template class gpu_csvm<double, ::plssvm::hipsycl::detail::device_ptr<double>, std::unique_ptr<::plssvm::hipsycl::detail::sycl::queue>>;
+//    #endif
+//#endif
 
 }  // namespace plssvm::detail
diff --git a/tests/backends/CMakeLists.txt b/tests/backends/CMakeLists.txt
index a50c9f017..76f3969db 100644
--- a/tests/backends/CMakeLists.txt
+++ b/tests/backends/CMakeLists.txt
@@ -11,7 +11,7 @@ endif()
 
 # create CUDA tests if the CUDA backend is available
 if(TARGET ${PLSSVM_CUDA_BACKEND_LIBRARY_NAME})
-#    add_subdirectory(CUDA)
+    add_subdirectory(CUDA)
 endif()
 
 # create HIP tests if the HIP backend is available
diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index 0746ee7f0..c6fd04c04 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -9,7 +9,7 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 
 # list all necessary sources
 set(PLSSVM_CUDA_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/test.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
 )
 
 # add test executable
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
new file mode 100644
index 000000000..4fbcaef9e
--- /dev/null
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -0,0 +1,206 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for the functionality related to the CUDA backend.
+*/
+
+#include "backends/CUDA/mock_cuda_csvm.hpp"
+
+#include "plssvm/backends/CUDA/csvm.hpp"        // plssvm::openmp::csvm
+#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::openmp::backend_exception
+#include "plssvm/data_set.hpp"                    // plssvm::data_set
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                   // plssvm::detail::data_set
+#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+
+#include "backends/compare.hpp"        // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
+#include "backends/generic_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
+#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
+#include "types_to_test.hpp"           // util::{real_type_kernel_function_gtest, real_type_gtest}
+#include "utility.hpp"                 // util::{redirect_output, generate_random_vector}
+
+#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
+
+#include <vector>  // std::vector
+
+class CUDACSVM : public ::testing::Test, private util::redirect_output {};
+
+// check whether the constructor correctly fails when using an incompatible target platform
+//TEST_F(CUDACSVM, construct_parameter) {
+//#if defined(PLSSVM_HAS_CPU_TARGET)
+//   // the automatic target platform must always be available
+//   EXPECT_NO_THROW(plssvm::openmp::csvm{ plssvm::parameter{} });
+//#else
+//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::parameter{} }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//}
+//TEST_F(CUDACSVM, construct_target_and_parameter) {
+//   // create parameter struct
+//   const plssvm::parameter params{};
+//
+//#if defined(PLSSVM_HAS_CPU_TARGET)
+//   // only automatic or cpu are allowed as target platform for the OpenMP backend
+//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }));
+//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }));
+//#else
+//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//
+//   // all other target platforms must throw
+//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, params }),
+//                     plssvm::openmp::backend_exception,
+//                     "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
+//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, params }),
+//                     plssvm::openmp::backend_exception,
+//                     "Invalid target platform 'gpu_amd' for the OpenMP backend!");
+//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, params }),
+//                     plssvm::openmp::backend_exception,
+//                     "Invalid target platform 'gpu_intel' for the OpenMP backend!");
+//}
+//TEST_F(OpenMPCSVM, construct_target_and_named_args) {
+//#if defined(PLSSVM_HAS_CPU_TARGET)
+//   // only automatic or cpu are allowed as target platform for the OpenMP backend
+//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+//#else
+//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//
+//   // all other target platforms must throw
+//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }),
+//                     plssvm::openmp::backend_exception,
+//                     "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
+//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }),
+//                     plssvm::openmp::backend_exception,
+//                     "Invalid target platform 'gpu_amd' for the OpenMP backend!");
+//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }),
+//                     plssvm::openmp::backend_exception,
+//                     "Invalid target platform 'gpu_intel' for the OpenMP backend!");
+//}
+
+template <typename T>
+class CUDACSVMSolveSystemOfLinearEquations : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMSolveSystemOfLinearEquations, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_trivial) {
+   SCOPED_TRACE("plssvm::kernel_function_type::linear");
+   generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
+   SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
+   generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
+   // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
+}
+
+template <typename T>
+class CUDACSVMPredictValues : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMPredictValues, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMPredictValues, predict_values) {
+   SCOPED_TRACE("plssvm::kernel_function_type::linear");
+   generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
+   SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
+   generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
+   // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
+}
+
+//template <typename T>
+//class CUDACSVMGenerateQ : public OpenMPCSVM {};
+//TYPED_TEST_SUITE(CUDACSVMGenerateQ, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+//
+//TYPED_TEST(CUDACSVMGenerateQ, generate_q) {
+//   using real_type = typename TypeParam::real_type;
+//   const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
+//
+//   // create parameter struct
+//   const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+//
+//   // create the data that should be used
+//   const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
+//
+//   // calculate correct q vector (ground truth)
+//   const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
+//
+//   // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
+//   const mock_openmp_csvm svm{};
+//
+//   // calculate the q vector using the OpenMP backend
+//   const std::vector<real_type> calculated = svm.generate_q(params, data.data());
+//
+//   // check the calculated result for correctness
+//   EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+//}
+//
+//template <typename T>
+//class OpenMPCSVMCalculateW : public OpenMPCSVM {};
+//TYPED_TEST_SUITE(OpenMPCSVMCalculateW, util::real_type_gtest, naming::real_type_to_name);
+//
+//TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
+//   using real_type = TypeParam;
+//
+//   // create the data that should be used
+//   const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
+//   const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
+//
+//   // calculate the correct w vector
+//   const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
+//
+//   // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
+//   const mock_openmp_csvm svm{};
+//
+//   // calculate the w vector using the OpenMP backend
+//   const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
+//
+//   // check the calculated result for correctness
+//   EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+//}
+//
+//template <typename T>
+//class OpenMPCSVMRunDeviceKernel : public OpenMPCSVM {};
+//TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+//
+//TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
+//   using real_type = typename TypeParam::real_type;
+//   const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
+//
+//   // create parameter struct
+//   const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+//
+//   // create the data that should be used
+//   const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
+//   const std::vector<real_type> rhs = util::generate_random_vector<real_type>(data.num_data_points() - 1, real_type{ 1.0 }, real_type{ 2.0 });
+//   const std::vector<real_type> q = compare::generate_q(params, data.data());
+//   const real_type QA_cost = compare::kernel_function(params, data.data().back(), data.data().back()) + 1 / params.cost;
+//
+//   // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
+//   const mock_openmp_csvm svm{};
+//
+//   for (const real_type add : { real_type{ -1.0 }, real_type{ 1.0 } }) {
+//       // calculate the correct device function result
+//       const std::vector<real_type> ground_truth = compare::device_kernel_function(params, data.data(), rhs, q, QA_cost, add);
+//
+//       // perform the kernel calculation on the device
+//       std::vector<real_type> calculated(data.num_data_points() - 1);
+//       svm.run_device_kernel(params, q, calculated, rhs, data.data(), QA_cost, add);
+//
+//       // check the calculated result for correctness
+//       EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+//   }
+//}
+
+template <typename T>
+class CUDACSVMPredictAndScore : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMPredictAndScore, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMPredictAndScore, predict) {
+   generic::test_predict<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
+}
+
+TYPED_TEST(CUDACSVMPredictAndScore, score) {
+   generic::test_score<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
+}
\ No newline at end of file
diff --git a/tests/backends/CUDA/mock_cuda_csvm.hpp b/tests/backends/CUDA/mock_cuda_csvm.hpp
index 0b057bf2a..fca5f4383 100644
--- a/tests/backends/CUDA/mock_cuda_csvm.hpp
+++ b/tests/backends/CUDA/mock_cuda_csvm.hpp
@@ -9,43 +9,25 @@
  * @brief MOCK class for the C-SVM class using the CUDA backend.
  */
 
+#ifndef PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_CUDA_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_CUDA_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/CUDA/csvm.hpp"               // plssvm::cuda::csvm
-#include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
-#include "plssvm/parameter.hpp"                        // plssvm::parameter
-
-#include <vector>  // std::vector
 
 /**
- * @brief GTest mock class for the CUDA CSVM.
- * @tparam T the type of the data
+ * @brief GTest mock class for the OpenMP CSVM.
  */
-template <typename T>
-class mock_cuda_csvm : public plssvm::cuda::csvm<T> {
-    using base_type = plssvm::cuda::csvm<T>;
+class mock_cuda_csvm final : public plssvm::cuda::csvm {
+    using base_type = plssvm::cuda::csvm;
 
   public:
-    using real_type = typename base_type::real_type;
-    using device_ptr_type = typename base_type::device_ptr_type;
-    using queue_type = typename base_type::queue_type;
-
-    explicit mock_cuda_csvm(const plssvm::parameter<T> &params) :
-        base_type{ params } {}
-
-    // make non-virtual functions publicly visible
-    using base_type::device_reduction;
+    // make protected member functions public
+    using base_type::calculate_w;
     using base_type::generate_q;
+    using base_type::predict_values;
     using base_type::run_device_kernel;
-    using base_type::setup_data_on_device;
-
-    // parameter setter
-    void set_cost(const real_type cost) { base_type::cost_ = cost; }
-    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
+    using base_type::solve_system_of_linear_equations;
+};
 
-    // getter for internal variables
-    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-    const std::vector<device_ptr_type> &get_device_data() const { return base_type::data_d_; }
-    std::vector<queue_type> &get_devices() { return base_type::devices_; }
-    typename std::vector<queue_type>::size_type get_num_devices() const { return base_type::devices_.size(); }
-};
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_CUDA_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/CUDA/test.cpp b/tests/backends/CUDA/test.cpp
deleted file mode 100644
index e068090bc..000000000
--- a/tests/backends/CUDA/test.cpp
+++ /dev/null
@@ -1,87 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the functionality related to the CUDA backend.
- */
-
-#include "backends/CUDA/mock_cuda_csvm.hpp"
-
-#include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, EXPECT_THROW_WHAT
-
-#include "plssvm/backends/CUDA/csvm.hpp"        // plssvm::cuda::csvm
-#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
-#include "plssvm/kernel_types.hpp"              // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                 // plssvm::parameter
-#include "plssvm/target_platforms.hpp"          // plssvm::target_platform
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_NO_THROW
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-
-template <typename T>
-class CUDA_CSVM : public ::testing::Test {};
-TYPED_TEST_SUITE(CUDA_CSVM, parameter_types, util::google_test::parameter_definition_to_name);
-
-// check whether the csvm factory function correctly creates a cuda::csvm
-TYPED_TEST(CUDA_CSVM, csvm_factory) {
-    generic::csvm_factory_test<plssvm::cuda::csvm, typename TypeParam::real_type, plssvm::backend_type::cuda>();
-}
-
-// check whether the constructor correctly fails when using an incompatible target platform
-TYPED_TEST(CUDA_CSVM, constructor_invalid_target_platform) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // only automatic or gpu_nvidia are allowed as target platform for the CUDA backend
-    params.target = plssvm::target_platform::automatic;
-    EXPECT_NO_THROW(mock_cuda_csvm{ params });
-    params.target = plssvm::target_platform::cpu;
-    EXPECT_THROW_WHAT(mock_cuda_csvm{ params }, plssvm::cuda::backend_exception, "Invalid target platform 'cpu' for the CUDA backend!");
-    params.target = plssvm::target_platform::gpu_nvidia;
-    EXPECT_NO_THROW(mock_cuda_csvm{ params });
-    params.target = plssvm::target_platform::gpu_amd;
-    EXPECT_THROW_WHAT(mock_cuda_csvm{ params }, plssvm::cuda::backend_exception, "Invalid target platform 'gpu_amd' for the CUDA backend!");
-    params.target = plssvm::target_platform::gpu_intel;
-    EXPECT_THROW_WHAT(mock_cuda_csvm{ params }, plssvm::cuda::backend_exception, "Invalid target platform 'gpu_intel' for the CUDA backend!");
-}
-
-// check whether writing the resulting model file is correct
-TYPED_TEST(CUDA_CSVM, write_model) {
-    generic::write_model_test<mock_cuda_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the q vector is generated correctly
-TYPED_TEST(CUDA_CSVM, generate_q) {
-    generic::generate_q_test<mock_cuda_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the device kernels are correct
-TYPED_TEST(CUDA_CSVM, device_kernel) {
-    generic::device_kernel_test<mock_cuda_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the correct labels are predicted
-TYPED_TEST(CUDA_CSVM, predict) {
-    generic::predict_test<mock_cuda_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the accuracy calculation is correct
-TYPED_TEST(CUDA_CSVM, accuracy) {
-    generic::accuracy_test<mock_cuda_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}

From 0aa7aa2c9c29ab7c89641ae490b697669072034d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 16:17:13 +0200
Subject: [PATCH 0424/1010] Fix warning output although the number of devices
 is correct.

---
 include/plssvm/backends/gpu_csvm.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 9b14f76d1..708be3405 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -533,7 +533,7 @@ void gpu_csvm<device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_ty
 template <template <typename> typename device_ptr_t, typename queue_t>
 std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kernel_function_type kernel, const std::size_t num_features) const noexcept {
     // polynomial and rbf kernel currently only support single GPU execution
-    if (kernel == kernel_function_type::polynomial || kernel == kernel_function_type::rbf) {
+    if ((kernel == kernel_function_type::polynomial || kernel == kernel_function_type::rbf) && devices_.size() > 1) {
         std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
         return 1;
     }

From 313b23314bb73b03b8b3919112c45f8098aacc11 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 21 Oct 2022 16:17:55 +0200
Subject: [PATCH 0425/1010] Change fmt::print to std::cout << fmt::format.

---
 src/plssvm/backends/CUDA/csvm.cu | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 8036875a9..fc4014b9b 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -46,7 +46,7 @@ void csvm::init(const target_platform target) {
     }
 
     if (plssvm::verbose) {
-        fmt::print("Using CUDA as backend.\n");
+        std::cout << fmt::format("Using CUDA as backend.") << std::endl;
     }
 
     // get all available devices wrt the requested target platform

From fb07d7a99a21f4765017c4228bdbdac574e13637 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Mon, 24 Oct 2022 17:42:27 +0200
Subject: [PATCH 0426/1010] Update documentation.yml

---
 .github/workflows/documentation.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/documentation.yml b/.github/workflows/documentation.yml
index 696f8ca4c..a7dd8e8f0 100644
--- a/.github/workflows/documentation.yml
+++ b/.github/workflows/documentation.yml
@@ -21,7 +21,6 @@ jobs:
       # install dependencies
       - name: Dependancies
         run: |
-          echo "deb http://dk.archive.ubuntu.com/ubuntu/ hirsute main universe" | sudo tee -a /etc/apt/sources.list
           sudo apt update
           sudo apt-get install -y doxygen graphviz
       # configure project via CMake

From 1b0f087cda47836a1fc57f1e93c4a666bbadbd2b Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Mon, 24 Oct 2022 17:43:41 +0200
Subject: [PATCH 0427/1010] Update documentation.yml

---
 .github/workflows/documentation.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/documentation.yml b/.github/workflows/documentation.yml
index a7dd8e8f0..6da1586ae 100644
--- a/.github/workflows/documentation.yml
+++ b/.github/workflows/documentation.yml
@@ -5,6 +5,7 @@ on:
   push:
     branches:
       - main
+      - documentation
   pull_request:
     branches:
       - main

From 33884d3716e23cbc2fee25ea4127c94b43189d8c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 10:46:27 +0200
Subject: [PATCH 0428/1010] Change fmt::print to std::cout << fmt::format.

---
 include/plssvm/backends/gpu_csvm.hpp | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 708be3405..ddad73e99 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -27,7 +27,7 @@ namespace plssvm::detail {
  * @tparam device_ptr_t the type of the device pointer (dependent on the used backend)
  * @tparam queue_t the type of the device queue (dependent on the used backend)
  */
-template <template<typename> typename device_ptr_t, typename queue_t>
+template <template <typename> typename device_ptr_t, typename queue_t>
 class gpu_csvm : public ::plssvm::csvm {
   public:
     /// The type of the device pointer (dependent on the used backend).
@@ -314,14 +314,14 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     const auto output_iteration_duration = [&]() {
         auto iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        fmt::print("Done in {}.\n", iteration_duration);
+        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long run = 0;
     for (; run < max_iter; ++run) {
         if (verbose) {
-            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         }
         iteration_start_time = std::chrono::steady_clock::now();
 
@@ -394,11 +394,12 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         }
     }
     if (verbose) {
-        fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                   std::min(run + 1, max_iter),
-                   delta,
-                   eps * eps * delta0,
-                   average_iteration_time / std::min(run + 1, max_iter));
+        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
+                                 std::min(run + 1, max_iter),
+                                 delta,
+                                 eps * eps * delta0,
+                                 average_iteration_time / std::min(run + 1, max_iter))
+                  << std::endl;
     }
 
     // calculate bias

From 891bef0cdca9852604f4a89235013be1a684988e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 10:47:05 +0200
Subject: [PATCH 0429/1010] Fix bug in CUDA's predict kernel.

---
 src/plssvm/backends/CUDA/predict_kernel.cu | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/CUDA/predict_kernel.cu b/src/plssvm/backends/CUDA/predict_kernel.cu
index 4ce481a1d..ec2901036 100644
--- a/src/plssvm/backends/CUDA/predict_kernel.cu
+++ b/src/plssvm/backends/CUDA/predict_kernel.cu
@@ -36,7 +36,7 @@ __global__ void device_kernel_predict_poly(real_type *out_d, const real_type *da
     real_type temp{ 0.0 };
     if (predict_point_index < num_predict_points) {
         for (kernel_index_type feature_index = 0; feature_index < num_features; ++feature_index) {
-            if (data_point_index == num_data_points) {
+            if (data_point_index == num_data_points - 1) {
                 temp += data_last_d[feature_index] * points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
             } else {
                 temp += data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] * points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
@@ -60,7 +60,7 @@ __global__ void device_kernel_predict_radial(real_type *out_d, const real_type *
     real_type temp{ 0.0 };
     if (predict_point_index < num_predict_points) {
         for (kernel_index_type feature_index = 0; feature_index < num_features; ++feature_index) {
-            if (data_point_index == num_data_points) {
+            if (data_point_index == num_data_points - 1) {
                 temp += (data_last_d[feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_last_d[feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);
             } else {
                 temp += (data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);

From 25d8174ed1ad2adf2b37d2a31fc352febd564403 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 14:33:47 +0200
Subject: [PATCH 0430/1010] Add more generic tests for all GPU backends.

---
 include/plssvm/backends/gpu_csvm.hpp   |   8 +-
 tests/backends/CUDA/cuda_csvm.cpp      | 134 ++++-----
 tests/backends/CUDA/mock_cuda_csvm.hpp |   7 +
 tests/backends/generic_tests.hpp       | 361 +++++++++++++++++--------
 4 files changed, 316 insertions(+), 194 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index ddad73e99..6e9c6385b 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -81,6 +81,9 @@ class gpu_csvm : public ::plssvm::csvm {
     template <typename real_type>
     [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const;
 
+
+    [[nodiscard]] std::size_t select_num_used_devices(kernel_function_type kernel, std::size_t num_features) const noexcept;
+
     /**
      * @copydoc plssvm::csvm::setup_data_on_device
      */
@@ -114,8 +117,9 @@ class gpu_csvm : public ::plssvm::csvm {
      */
     template <typename real_type>
     void device_reduction(std::vector<device_ptr_type<real_type>> &buffer_d, std::vector<real_type> &buffer) const;
-
-    [[nodiscard]] std::size_t select_num_used_devices(kernel_function_type kernel, std::size_t num_features) const noexcept;
+    // TODO: order!
+    // TODO: assertions?!
+    // TODO: API :/
 
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 4fbcaef9e..dbef9a079 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -109,89 +109,57 @@ TYPED_TEST(CUDACSVMPredictValues, predict_values) {
    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
 }
 
-//template <typename T>
-//class CUDACSVMGenerateQ : public OpenMPCSVM {};
-//TYPED_TEST_SUITE(CUDACSVMGenerateQ, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-//
-//TYPED_TEST(CUDACSVMGenerateQ, generate_q) {
-//   using real_type = typename TypeParam::real_type;
-//   const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
-//
-//   // create parameter struct
-//   const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
-//
-//   // create the data that should be used
-//   const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
-//
-//   // calculate correct q vector (ground truth)
-//   const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
-//
-//   // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
-//   const mock_openmp_csvm svm{};
-//
-//   // calculate the q vector using the OpenMP backend
-//   const std::vector<real_type> calculated = svm.generate_q(params, data.data());
-//
-//   // check the calculated result for correctness
-//   EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
-//}
-//
-//template <typename T>
-//class OpenMPCSVMCalculateW : public OpenMPCSVM {};
-//TYPED_TEST_SUITE(OpenMPCSVMCalculateW, util::real_type_gtest, naming::real_type_to_name);
-//
-//TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
-//   using real_type = TypeParam;
-//
-//   // create the data that should be used
-//   const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
-//   const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
-//
-//   // calculate the correct w vector
-//   const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
-//
-//   // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
-//   const mock_openmp_csvm svm{};
-//
-//   // calculate the w vector using the OpenMP backend
-//   const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
-//
-//   // check the calculated result for correctness
-//   EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
-//}
-//
-//template <typename T>
-//class OpenMPCSVMRunDeviceKernel : public OpenMPCSVM {};
-//TYPED_TEST_SUITE(OpenMPCSVMRunDeviceKernel, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-//
-//TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
-//   using real_type = typename TypeParam::real_type;
-//   const plssvm::kernel_function_type kernel_type = TypeParam::kernel_type;
-//
-//   // create parameter struct
-//   const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
-//
-//   // create the data that should be used
-//   const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
-//   const std::vector<real_type> rhs = util::generate_random_vector<real_type>(data.num_data_points() - 1, real_type{ 1.0 }, real_type{ 2.0 });
-//   const std::vector<real_type> q = compare::generate_q(params, data.data());
-//   const real_type QA_cost = compare::kernel_function(params, data.data().back(), data.data().back()) + 1 / params.cost;
-//
-//   // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::calculate_w is protected
-//   const mock_openmp_csvm svm{};
-//
-//   for (const real_type add : { real_type{ -1.0 }, real_type{ 1.0 } }) {
-//       // calculate the correct device function result
-//       const std::vector<real_type> ground_truth = compare::device_kernel_function(params, data.data(), rhs, q, QA_cost, add);
-//
-//       // perform the kernel calculation on the device
-//       std::vector<real_type> calculated(data.num_data_points() - 1);
-//       svm.run_device_kernel(params, q, calculated, rhs, data.data(), QA_cost, add);
-//
-//       // check the calculated result for correctness
-//       EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
-//   }
-//}
+template <typename T>
+class CUDACSVMGenerateQ : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMGenerateQ, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMGenerateQ, generate_q) {
+   generic::test_generate_q<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+}
+
+template <typename T>
+class CUDACSVMCalculateW : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMCalculateW, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMCalculateW, calculate_w) {
+   generic::test_calculate_w<TypeParam, mock_cuda_csvm>();
+}
+
+template <typename T>
+class CUDACSVMRunDeviceKernel : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMRunDeviceKernel, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMRunDeviceKernel, run_device_kernel) {
+   generic::test_run_device_kernel<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+}
+
+template <typename T>
+class CUDACSVMDeviceReduction : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMDeviceReduction, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMDeviceReduction, device_reduction) {
+   generic::test_device_reduction<TypeParam, mock_cuda_csvm>();
+}
+
+template <typename T>
+class CUDACSVMSelectNumUsedDevices : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMSelectNumUsedDevices, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMSelectNumUsedDevices, select_num_used_devices) {
+   generic::test_select_num_used_devices<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+}
+
+template <typename T>
+class CUDACSVMSetupDataOnDevice : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMSetupDataOnDevice, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMSetupDataOnDevice, setup_data_on_device_minimal) {
+   generic::test_setup_data_on_device_minimal<TypeParam, mock_cuda_csvm>();
+}
+TYPED_TEST(CUDACSVMSetupDataOnDevice, setup_data_on_device) {
+   generic::test_setup_data_on_device<TypeParam, mock_cuda_csvm>();
+}
+
 
 template <typename T>
 class CUDACSVMPredictAndScore : public CUDACSVM {};
diff --git a/tests/backends/CUDA/mock_cuda_csvm.hpp b/tests/backends/CUDA/mock_cuda_csvm.hpp
index fca5f4383..622dae87e 100644
--- a/tests/backends/CUDA/mock_cuda_csvm.hpp
+++ b/tests/backends/CUDA/mock_cuda_csvm.hpp
@@ -22,12 +22,19 @@ class mock_cuda_csvm final : public plssvm::cuda::csvm {
     using base_type = plssvm::cuda::csvm;
 
   public:
+    using base_type::device_ptr_type;
+
     // make protected member functions public
     using base_type::calculate_w;
     using base_type::generate_q;
     using base_type::predict_values;
     using base_type::run_device_kernel;
+    using base_type::setup_data_on_device;
+    using base_type::select_num_used_devices;
     using base_type::solve_system_of_linear_equations;
+    using base_type::device_reduction;
+
+    using base_type::devices_;
 };
 
 #endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_CUDA_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 436c8fe60..0313ec893 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -20,6 +20,7 @@
 
 #include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
+#include "utility.hpp"
 #include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE
 
 #include <cmath>     // std::sqrt
@@ -110,6 +111,257 @@ inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     }
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_generate_q(const plssvm::kernel_function_type kernel_type) {
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+
+    // create the data that should be used
+    const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
+
+    // calculate correct q vector (ground truth)
+    const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    const mock_csvm_type svm{};
+
+    // perform the data setup on the device
+    constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+    const std::size_t num_used_devices = svm.select_num_used_devices(params.kernel_type, data.num_features());
+    auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(data.data(), data.num_data_points() - 1, data.num_features(), boundary_size, num_used_devices);
+
+    // calculate the q vector using a GPU backend
+    const std::vector<real_type> calculated = svm.generate_q(params, data_d, data_last_d, data.num_data_points() - 1, feature_ranges, boundary_size, num_used_devices);
+
+    // check the calculated result for correctness
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+}
+
+template <typename real_type, typename mock_csvm_type>
+inline void test_calculate_w() {
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+    using queue_type = typename mock_csvm_type::queue_type;
+
+    // create the data that should be used
+    const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
+    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
+
+    // calculate the correct w vector
+    const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::calculate_w is protected
+    const mock_csvm_type svm{};
+
+    // perform the data setup on the device
+    constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+    const std::size_t num_support_vectors = support_vectors.num_data_points();
+    const std::size_t num_used_devices = svm.select_num_used_devices(plssvm::kernel_function_type::linear, support_vectors.num_features());
+    auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(support_vectors.data(), num_support_vectors - 1, support_vectors.num_features(), boundary_size, num_used_devices);
+
+    std::vector<device_ptr_type> alpha_d(num_used_devices);
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        alpha_d[device] = device_ptr_type{ num_support_vectors + plssvm::THREAD_BLOCK_SIZE, svm.devices_[device] };
+        alpha_d[device].memset(0);
+        alpha_d[device].memcpy_to_device(weights, 0, num_support_vectors);
+    }
+
+    // calculate the w vector using a GPU backend
+    const std::vector<real_type> calculated = svm.calculate_w(data_d, data_last_d, alpha_d, num_support_vectors, feature_ranges, num_used_devices);
+
+    // check the calculated result for correctness
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+}
+
+template <typename real_type, typename mock_csvm_type>
+inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_type) {
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+    using queue_type = typename mock_csvm_type::queue_type;
+
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+
+    // create the data that should be used
+    const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
+    const std::size_t dept = data.num_data_points() - 1;
+    const std::vector<real_type> rhs = util::generate_random_vector<real_type>(dept, real_type{ 1.0 }, real_type{ 2.0 });
+    const std::vector<real_type> q = compare::generate_q(params, data.data());
+    const real_type QA_cost = compare::kernel_function(params, data.data().back(), data.data().back()) + 1 / params.cost;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::calculate_w is protected
+    const mock_csvm_type svm{};
+
+    // perform the data setup on the device
+    constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+    const std::size_t num_used_devices = svm.select_num_used_devices(kernel_type, data.num_features());
+    auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(data.data(), dept, data.num_features(), boundary_size, num_used_devices);
+    std::vector<device_ptr_type> q_d{};
+    std::vector<device_ptr_type> x_d{};
+    std::vector<device_ptr_type> r_d{};
+
+    for (const queue_type &queue : svm.devices_) {
+        q_d.emplace_back(dept + boundary_size, queue).memcpy_to_device(q, 0, dept);
+        x_d.emplace_back(dept + boundary_size, queue).memset(0);
+        x_d.back().memcpy_to_device(rhs, 0, dept);
+        r_d.emplace_back(dept + boundary_size, queue).memset(0);
+    }
+
+    for (const real_type add : { real_type{ -1.0 }, real_type{ 1.0 } }) {
+        // calculate the correct device function result
+        const std::vector<real_type> ground_truth = compare::device_kernel_function(params, data.data(), rhs, q, QA_cost, add);
+
+        // perform the kernel calculation on the device
+        for (std::size_t device = 0; device < num_used_devices; ++device) {
+            svm.run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, add, dept, boundary_size);
+        }
+        std::vector<real_type> calculated(dept);
+        svm.device_reduction(r_d, calculated);
+
+        for (device_ptr_type &r_d_device : r_d) {
+            r_d_device.memset(0);
+        }
+
+        // check the calculated result for correctness
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+    }
+}
+
+template <typename real_type, typename mock_csvm_type>
+inline void test_device_reduction() {
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+    using queue_type = typename mock_csvm_type::queue_type;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::device_reduction is protected
+    const mock_csvm_type svm{};
+
+    // data to reduce
+    const std::vector<real_type> data(1'024, real_type{ 1.0 });
+
+    // perform the kernel calculation on the device
+    std::vector<device_ptr_type> data_d{};
+    for (const queue_type &queue : svm.devices_) {
+        data_d.emplace_back(data.size(), queue).memcpy_to_device(data);
+    }
+
+    std::vector<real_type> calculated(data.size());
+    svm.device_reduction(data_d, calculated);
+
+    // check the calculated result for correctness
+    using namespace plssvm::operators;
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(data * static_cast<real_type>(svm.devices_.size()), calculated);
+
+    // test reduction of a single device
+    data_d.resize(1);
+    calculated.assign(data.size(), real_type{ 0.0 });
+    svm.device_reduction(data_d, calculated);
+
+    // check the calculated result for correctness
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(data, calculated);  // TODO: order?!
+}
+
+template <typename real_type, typename mock_csvm_type>
+inline void test_select_num_used_devices(const plssvm::kernel_function_type kernel_type) {
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
+    const mock_csvm_type svm{};
+
+    if (kernel_type == plssvm::kernel_function_type::linear) {
+        // the linear kernel function is compatible with at least one device
+        EXPECT_GE(svm.select_num_used_devices(kernel_type, 1'204), 1);
+    } else {
+        // the other kernel functions are compatible only with exactly one device
+        EXPECT_EQ(svm.select_num_used_devices(kernel_type, 1'204), 1);
+    }
+    // if only a single feature is provided, only a single device may ever be used
+    EXPECT_EQ(svm.select_num_used_devices(kernel_type, 1), 1);
+}
+
+template <typename real_type, typename mock_csvm_type>
+inline void test_setup_data_on_device_minimal() {
+    // minimal example
+    const std::vector<std::vector<real_type>> input = {
+        { real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 }, real_type{ 6.0 } },
+        { real_type{ 7.0 }, real_type{ 8.0 }, real_type{ 9.0 } },
+    };
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
+    const mock_csvm_type svm{};
+
+    // perform data setup on the device
+    auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(input, input.size(), input.front().size(), 0, 1);
+
+    // check returned values
+    // the "big" data vector
+    ASSERT_EQ(data_d.size(), 1);
+    ASSERT_EQ(data_d[0].size(), 9);
+    std::vector<real_type> data(9);
+    data_d[0].memcpy_to_host(data);
+    EXPECT_FLOATING_POINT_VECTOR_EQ(data, (std::vector<real_type>{ real_type{ 1.0 }, real_type{ 4.0 }, real_type{ 7.0 }, real_type{ 2.0 }, real_type{ 5.0 }, real_type{ 8.0 }, real_type{ 3.0 }, real_type{ 6.0 }, real_type{ 9.0 } }));
+    // the last row in the original data
+    ASSERT_EQ(data_last_d.size(), 1);
+    ASSERT_EQ(data_last_d[0].size(), 3);
+    std::vector<real_type> data_last(3);
+    data_last_d[0].memcpy_to_host(data_last);
+    EXPECT_FLOATING_POINT_VECTOR_EQ(data_last, (std::vector<real_type>{ real_type{ 7.0 }, real_type{ 8.0 }, real_type{ 9.0 } }));
+    // the feature ranges
+    ASSERT_EQ(feature_ranges.size(), 2);
+    EXPECT_EQ(feature_ranges, (std::vector<std::size_t>{ 0, input.front().size() }));
+}
+
+template <typename real_type, typename mock_csvm_type>
+inline void test_setup_data_on_device() {
+    // minimal example
+    const std::vector<std::vector<real_type>> input = {
+        { real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 } },
+        { real_type{ 4.0 }, real_type{ 5.0 }, real_type{ 6.0 } },
+        { real_type{ 7.0 }, real_type{ 8.0 }, real_type{ 9.0 } },
+    };
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
+    const mock_csvm_type svm{};
+
+    // perform data setup on the device
+    const std::size_t boundary_size = 2;
+    const std::size_t num_devices = svm.select_num_used_devices(plssvm::kernel_function_type::linear, input.front().size());
+    const std::size_t num_data_points = input.size();
+    const std::size_t num_features = input.front().size();
+    auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(input, num_data_points - 1, num_features, boundary_size, num_devices);
+
+    // check returned values
+    // the feature ranges
+    ASSERT_EQ(feature_ranges.size(), num_devices + 1);
+    for (std::size_t i = 0; i <= num_devices; ++i) {
+        EXPECT_EQ(feature_ranges[i], i * num_features / num_devices);
+    }
+
+    const std::vector<real_type> transformed_data = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, input, boundary_size, num_data_points - 1);
+
+    // the "big" data vector
+    ASSERT_EQ(data_d.size(), num_devices);
+    for (std::size_t device = 0; device < num_devices; ++device) {
+        const std::size_t expected_size = (feature_ranges[device + 1] - feature_ranges[device]) * (num_data_points - 1 + boundary_size);
+        ASSERT_EQ(data_d[device].size(), expected_size) << fmt::format("for device {}: [{}, {}]", device, feature_ranges[device], feature_ranges[device + 1]);
+        std::vector<real_type> data(expected_size);
+        data_d[device].memcpy_to_host(data);
+
+        const std::size_t device_data_size = (feature_ranges[device + 1] - feature_ranges[device]) * (num_data_points - 1 + boundary_size);
+        const std::vector<real_type> ground_truth(transformed_data.data() + feature_ranges[device] * (num_data_points - 1 + boundary_size),
+                                                  transformed_data.data() + feature_ranges[device] * (num_data_points - 1 + boundary_size) + device_data_size);
+        EXPECT_FLOATING_POINT_VECTOR_EQ(data, ground_truth);
+    }
+    // the last row in the original data
+    ASSERT_EQ(data_last_d.size(), num_devices);
+    for (std::size_t device = 0; device < num_devices; ++device) {
+        const std::size_t expected_size = feature_ranges[device + 1] - feature_ranges[device] + boundary_size;
+        ASSERT_EQ(data_last_d[device].size(), expected_size);
+        std::vector<real_type> data_last(expected_size);
+        data_last_d[device].memcpy_to_host(data_last);
+
+        std::vector<real_type> ground_truth(input.back().data() + feature_ranges[device], input.back().data() + feature_ranges[device] + (feature_ranges[device + 1] - feature_ranges[device]));
+        ground_truth.resize(ground_truth.size() + boundary_size, real_type{ 0.0 });
+        EXPECT_FLOATING_POINT_VECTOR_EQ(data_last, ground_truth);
+    }
+}
+
 template <typename real_type, typename csvm_type>
 inline void test_predict(const plssvm::kernel_function_type kernel) {
     // create parameter struct
@@ -156,113 +408,4 @@ inline void test_score(const plssvm::kernel_function_type kernel) {
     EXPECT_EQ(calculated, real_type{ 1.0 });
 }
 
-// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel>
-// inline void generate_q_test() {
-//     // create parameter object
-//     plssvm::parameter<real_type> params;
-//     params.print_info = false;
-//     params.kernel = kernel;
-//
-//     params.parse_train_file(PLSSVM_TEST_FILE);
-//
-//     // create base C-SVM
-//     mock_csvm csvm{ params };
-//     using real_type_csvm = typename decltype(csvm)::real_type;
-//
-//     // setup C-SVM based on specified backend
-//     csvm_type csvm_backend{ params };
-//     using real_type_csvm_backend = typename decltype(csvm_backend)::real_type;
-//
-//     // calculate q vector
-//     const std::vector<real_type> correct = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
-//
-//     // check types
-//     testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
-//
-//     // calculate q vector
-//     csvm_backend.setup_data_on_device();
-//     const std::vector<real_type> calculated = csvm_backend.generate_q();
-//
-//     ASSERT_EQ(correct.size(), calculated.size());
-//     for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-//         util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}", index));
-//     }
-// }
-//
-// template <template <typename> typename csvm_type, typename real_type, plssvm::kernel_type kernel, plssvm::sycl_generic::kernel_invocation_type invocation_type = plssvm::sycl_generic::kernel_invocation_type::automatic>
-// inline void device_kernel_test() {
-//     // create parameter object
-//     plssvm::parameter<real_type> params;
-//     params.print_info = false;
-//     params.kernel = kernel;
-//     params.sycl_kernel_invocation_type = invocation_type;
-//
-//     params.parse_train_file(PLSSVM_TEST_FILE);
-//
-//     // create base C-SVM
-//     mock_csvm csvm{ params };
-//     using real_type_csvm = typename decltype(csvm)::real_type;
-//
-//     const std::size_t dept = csvm.get_num_data_points() - 1;
-//
-//     // create x vector and fill it with random values
-//     std::vector<real_type> x(dept);
-//     std::random_device rd;
-//     std::mt19937 gen(rd());
-//     std::uniform_real_distribution<real_type> dist(1.0, 2.0);
-//     std::generate(x.begin(), x.end(), [&]() { return dist(gen); });
-//
-//     // create C-SVM using the specified backend
-//     csvm_type csvm_backend{ params };
-//     using real_type_csvm_backend = typename decltype(csvm)::real_type;
-//     using device_ptr_type = typename decltype(csvm_backend)::device_ptr_type;
-//     using queue_type = typename decltype(csvm_backend)::queue_type;
-//
-//     // create correct q vector, cost and QA_cost
-//     const std::vector<real_type> q_vec = compare::generate_q<kernel>(csvm.get_data(), csvm_backend.get_num_devices(), csvm);
-//     const real_type cost = csvm.get_cost();
-//     const real_type QA_cost = compare::kernel_function<kernel>(csvm.get_data().back(), csvm.get_data().back(), csvm) + 1 / cost;
-//
-//     // check types
-//     testing::StaticAssertTypeEq<real_type_csvm, real_type_csvm_backend>();
-//
-//     // setup data on device
-//     csvm_backend.setup_data_on_device();
-//
-//     // setup all additional data
-//     const std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
-//     std::vector<device_ptr_type> q_d{};
-//     std::vector<device_ptr_type> x_d{};
-//     std::vector<device_ptr_type> r_d{};
-//
-//     for (queue_type &queue : csvm_backend.get_devices()) {
-//         q_d.emplace_back(dept + boundary_size, queue).memcpy_to_device(q_vec, 0, dept);
-//         x_d.emplace_back(dept + boundary_size, queue).memset(0);
-//         x_d.back().memcpy_to_device(x, 0, dept);
-//         r_d.emplace_back(dept + boundary_size, queue).memset(0);
-//     }
-//
-//     for (const auto add : { real_type{ -1 }, real_type{ 1 } }) {
-//         const std::vector<real_type> correct = compare::device_kernel_function<kernel>(csvm.get_data(), x, q_vec, QA_cost, cost, add, csvm);
-//
-//         csvm_backend.set_QA_cost(QA_cost);
-//         csvm_backend.set_cost(cost);
-//
-//         for (typename std::vector<queue_type>::size_type device = 0; device < csvm_backend.get_num_devices(); ++device) {
-//             csvm_backend.run_device_kernel(device, q_d[device], r_d[device], x_d[device], add);
-//         }
-//         std::vector<real_type> calculated(dept);
-//         csvm_backend.device_reduction(r_d, calculated);
-//
-//         for (device_ptr_type &r_d_device : r_d) {
-//             r_d_device.memset(0);
-//         }
-//
-//         ASSERT_EQ(correct.size(), calculated.size()) << "add: " << add;
-//         for (typename std::vector<real_type>::size_type index = 0; index < correct.size(); ++index) {
-//             util::gtest_assert_floating_point_near(correct[index], calculated[index], fmt::format("\tindex: {}, add: {}", index, add));
-//         }
-//     }
-// }
-
 }  // namespace generic
\ No newline at end of file

From af6a8461ae4aec9b26972ba8e90feea061abae94 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 14:52:48 +0200
Subject: [PATCH 0431/1010] Add constructor tests.

---
 src/plssvm/backends/CUDA/csvm.cu  |   2 +-
 tests/backends/CUDA/cuda_csvm.cpp | 106 +++++++++++++++---------------
 2 files changed, 54 insertions(+), 54 deletions(-)

diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index fc4014b9b..043eb291e 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -41,7 +41,7 @@ void csvm::init(const target_platform target) {
         throw backend_exception{ fmt::format("Invalid target platform '{}' for the CUDA backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+        throw backend_exception{ "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!" };
 #endif
     }
 
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index dbef9a079..19bd29b8c 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -31,59 +31,59 @@
 class CUDACSVM : public ::testing::Test, private util::redirect_output {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
-//TEST_F(CUDACSVM, construct_parameter) {
-//#if defined(PLSSVM_HAS_CPU_TARGET)
-//   // the automatic target platform must always be available
-//   EXPECT_NO_THROW(plssvm::openmp::csvm{ plssvm::parameter{} });
-//#else
-//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::parameter{} }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//}
-//TEST_F(CUDACSVM, construct_target_and_parameter) {
-//   // create parameter struct
-//   const plssvm::parameter params{};
-//
-//#if defined(PLSSVM_HAS_CPU_TARGET)
-//   // only automatic or cpu are allowed as target platform for the OpenMP backend
-//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }));
-//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }));
-//#else
-//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//
-//   // all other target platforms must throw
-//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, params }),
-//                     plssvm::openmp::backend_exception,
-//                     "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
-//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, params }),
-//                     plssvm::openmp::backend_exception,
-//                     "Invalid target platform 'gpu_amd' for the OpenMP backend!");
-//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, params }),
-//                     plssvm::openmp::backend_exception,
-//                     "Invalid target platform 'gpu_intel' for the OpenMP backend!");
-//}
-//TEST_F(OpenMPCSVM, construct_target_and_named_args) {
-//#if defined(PLSSVM_HAS_CPU_TARGET)
-//   // only automatic or cpu are allowed as target platform for the OpenMP backend
-//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//   EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
-//#else
-//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//   EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//
-//   // all other target platforms must throw
-//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }),
-//                     plssvm::openmp::backend_exception,
-//                     "Invalid target platform 'gpu_nvidia' for the OpenMP backend!");
-//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }),
-//                     plssvm::openmp::backend_exception,
-//                     "Invalid target platform 'gpu_amd' for the OpenMP backend!");
-//   EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }),
-//                     plssvm::openmp::backend_exception,
-//                     "Invalid target platform 'gpu_intel' for the OpenMP backend!");
-//}
+TEST_F(CUDACSVM, construct_parameter) {
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+   // the automatic target platform must always be available
+   EXPECT_NO_THROW(plssvm::cuda::csvm{ plssvm::parameter{} });
+#else
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::parameter{} }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(CUDACSVM, construct_target_and_parameter) {
+   // create parameter struct
+   const plssvm::parameter params{};
+
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+   // only automatic or gpu_nvidia are allowed as target platform for the CUDA backend
+   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }));
+   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+#else
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+
+   // all other target platforms must throw
+   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::cpu, params }),
+                     plssvm::cuda::backend_exception,
+                     "Invalid target platform 'cpu' for the CUDA backend!");
+   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_amd, params }),
+                     plssvm::cuda::backend_exception,
+                     "Invalid target platform 'gpu_amd' for the CUDA backend!");
+   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_intel, params }),
+                     plssvm::cuda::backend_exception,
+                     "Invalid target platform 'gpu_intel' for the CUDA backend!");
+}
+TEST_F(CUDACSVM, construct_target_and_named_args) {
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+   // only automatic or gpu_nvidia are allowed as target platform for the CUDA backend
+   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+#else
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+
+   // all other target platforms must throw
+   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }),
+                     plssvm::cuda::backend_exception,
+                     "Invalid target platform 'cpu' for the CUDA backend!");
+   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }),
+                     plssvm::cuda::backend_exception,
+                     "Invalid target platform 'gpu_amd' for the CUDA backend!");
+   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }),
+                     plssvm::cuda::backend_exception,
+                     "Invalid target platform 'gpu_intel' for the CUDA backend!");
+}
 
 template <typename T>
 class CUDACSVMSolveSystemOfLinearEquations : public CUDACSVM {};

From 75dec3a1d037f149d0d4dc56ba612b2efa009c51 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 15:00:19 +0200
Subject: [PATCH 0432/1010] Add missing test.

---
 tests/backends/CUDA/cuda_csvm.cpp |  4 ++++
 tests/backends/generic_tests.hpp  | 10 ++++++++++
 2 files changed, 14 insertions(+)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 19bd29b8c..a8654388f 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -85,6 +85,10 @@ TEST_F(CUDACSVM, construct_target_and_named_args) {
                      "Invalid target platform 'gpu_intel' for the CUDA backend!");
 }
 
+TEST_F(CUDACSVM, num_available_devices) {
+    generic::test_num_available_devices();
+}
+
 template <typename T>
 class CUDACSVMSolveSystemOfLinearEquations : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMSolveSystemOfLinearEquations, util::real_type_gtest, naming::real_type_to_name);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 0313ec893..03819a04b 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -408,4 +408,14 @@ inline void test_score(const plssvm::kernel_function_type kernel) {
     EXPECT_EQ(calculated, real_type{ 1.0 });
 }
 
+template <typename mock_csvm_type>
+inline void test_num_available_devices() {
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::devices_ is protected
+    const mock_csvm_type svm{};
+
+    // test the number of available devices
+    ASSERT_EQ(svm.num_available_devices(), svm.devices_.size());
+    EXPECT_GE(svm.num_available_devices(), 1);
+}
+
 }  // namespace generic
\ No newline at end of file

From 71216c9463649d1be87d39253be1b53657380b34 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 16:05:09 +0200
Subject: [PATCH 0433/1010] Change exception message.

---
 src/plssvm/backends/OpenMP/csvm.cpp   |  2 +-
 tests/backends/OpenMP/openmp_csvm.cpp | 20 +++++++++++++++-----
 2 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 01e89587f..9757bec16 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -42,7 +42,7 @@ void csvm::init(const target_platform target) {
     }
     // the CPU target must be available
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-    throw backend_exception{ "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!" };
+    throw backend_exception{ "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!" };
 #endif
 
     // get the number of used OpenMP threads
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index ff18330f7..ff2c68614 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -36,7 +36,9 @@ TEST_F(OpenMPCSVM, construct_parameter) {
     // the automatic target platform must always be available
     EXPECT_NO_THROW(plssvm::openmp::csvm{ plssvm::parameter{} });
 #else
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::parameter{} }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::parameter{} },
+                      plssvm::openmp::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 }
 TEST_F(OpenMPCSVM, construct_target_and_parameter) {
@@ -48,8 +50,12 @@ TEST_F(OpenMPCSVM, construct_target_and_parameter) {
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }));
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }));
 #else
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, params },
+                      plssvm::openmp::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, params },
+                      plssvm::openmp::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 
     // all other target platforms must throw
@@ -69,8 +75,12 @@ TEST_F(OpenMPCSVM, construct_target_and_named_args) {
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
 #else
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }, plssvm::openmp::backend_exception, "Requested target platform cpu that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
+                      plssvm::openmp::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 },
+                      plssvm::openmp::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 
     // all other target platforms must throw

From cc0e3c6d0a3a9f66c4913463de8e62d1cb41f9ed Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 16:05:35 +0200
Subject: [PATCH 0434/1010] Change formatting and fix a compiler error.

---
 tests/backends/CUDA/cuda_csvm.cpp | 22 ++++++++++++++++------
 1 file changed, 16 insertions(+), 6 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index a8654388f..8413b9d57 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -36,7 +36,9 @@ TEST_F(CUDACSVM, construct_parameter) {
    // the automatic target platform must always be available
    EXPECT_NO_THROW(plssvm::cuda::csvm{ plssvm::parameter{} });
 #else
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::parameter{} }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::parameter{} },
+                      plssvm::cuda::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 }
 TEST_F(CUDACSVM, construct_target_and_parameter) {
@@ -48,8 +50,12 @@ TEST_F(CUDACSVM, construct_target_and_parameter) {
    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }));
    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }));
 #else
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, params },
+                     plssvm::cuda::backend_exception,
+                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params },
+                     plssvm::cuda::backend_exception,
+                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 
    // all other target platforms must throw
@@ -69,8 +75,12 @@ TEST_F(CUDACSVM, construct_target_and_named_args) {
    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
 #else
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }, plssvm::cuda::backend_exception, "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
+                     plssvm::cuda::backend_exception,
+                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 },
+                     plssvm::cuda::backend_exception,
+                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 
    // all other target platforms must throw
@@ -86,7 +96,7 @@ TEST_F(CUDACSVM, construct_target_and_named_args) {
 }
 
 TEST_F(CUDACSVM, num_available_devices) {
-    generic::test_num_available_devices();
+    generic::test_num_available_devices<mock_cuda_csvm>();
 }
 
 template <typename T>

From 2cb1ddb67bdeabe329eb6ac8cd7408cfe14633be Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 16:05:47 +0200
Subject: [PATCH 0435/1010] Update documentation.

---
 include/plssvm/backends/OpenMP/csvm.hpp |   2 +
 include/plssvm/backends/gpu_csvm.hpp    | 135 +++++++++++++++++++-----
 tests/backends/generic_tests.hpp        |   1 +
 3 files changed, 109 insertions(+), 29 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 773aef991..7eae78b65 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -128,6 +128,8 @@ class csvm : public ::plssvm::csvm {
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
+     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @param[in] params the SVM parameter used to calculate `q` (e.g., kernel_type)
      * @param[in] q the `q` vector used in the dimensional reduction
      * @param[out] ret the result vector
      * @param[in] d the right-hand side of the equation
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 6e9c6385b..a206d35fb 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -44,11 +44,7 @@ class gpu_csvm : public ::plssvm::csvm {
         ::plssvm::csvm{ params } {}
     /**
      * @brief Construct a new C-SVM using one of the GPU backend with the optionally provided @p named_args.
-     * @param[in] kernel the kernel type used in the C-SVM
      * @param[in] named_args the additional optional named arguments
-     * @throws plssvm::csvm::csvm() exceptions
-     * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
-     * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
     template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
     explicit gpu_csvm(Args &&...named_args) :
@@ -57,7 +53,7 @@ class gpu_csvm : public ::plssvm::csvm {
     /**
      * @brief Virtual destructor to enable safe inheritance.
      */
-    virtual ~gpu_csvm() = default;
+    ~gpu_csvm() override = default;
 
     /**
      * @brief Return the number of available devices for the current backend.
@@ -69,44 +65,97 @@ class gpu_csvm : public ::plssvm::csvm {
 
   protected:
     /**
-     * @copydoc plssvm::csvm::solver_CG
+     * @copydoc plssvm::csvm::solve_system_of_linear_equations
      */
     [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    /**
+     * @copydoc plssvm::csvm::solve_system_of_linear_equations
+     */
     [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    /**
+     * @copydoc plssvm::csvm::solve_system_of_linear_equations
+     */
     template <typename real_type>
     [[nodiscard]] std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, unsigned long long max_iter) const;
 
+    /**
+     * @copydoc plssvm::csvm::predict_values
+     */
     [[nodiscard]] std::vector<float> predict_values(const parameter<float> &params, const std::vector<std::vector<float>> &support_vectors, const std::vector<float> &alpha, float rho, std::vector<float> &w, const std::vector<std::vector<float>> &predict_points) const final { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
+    /**
+     * @copydoc plssvm::csvm::predict_values
+     */
     [[nodiscard]] std::vector<double> predict_values(const parameter<double> &params, const std::vector<std::vector<double>> &support_vectors, const std::vector<double> &alpha, double rho, std::vector<double> &w, const std::vector<std::vector<double>> &predict_points) const final { return this->predict_values_impl(params, support_vectors, alpha, rho, w, predict_points); }
+    /**
+     * @copydoc plssvm::csvm::predict_values
+     */
     template <typename real_type>
     [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const;
 
-
+    /**
+     * @brief Returns the number of usable devices given the kernel function @p kernel_type and the number of features @p num_features.
+     * @details Only the linear kernel supports multi-GPU execution, i.e., for the polynomial and rbf kernel, this function **always** returns 1.
+     *          In addition, at most @p num_features devices may be used (i.e., if **more** devices than features are present not all devices are used).
+     * @param[in] kernel the kernel function type
+     * @param[in] num_features the number of features
+     * @return the number of usable devices, may be less than the discovered devices in the system (`[[nodiscard]]`)
+     */
     [[nodiscard]] std::size_t select_num_used_devices(kernel_function_type kernel, std::size_t num_features) const noexcept;
 
     /**
-     * @copydoc plssvm::csvm::setup_data_on_device
+     * @brief Performs all necessary steps such that the data is available on the device with the correct layout.
+     * @details Distributed the data evenly across all devices, adds padding data points, and transforms the data layout to SoA.
+     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @param[in] data the data that should be copied to the device(s)
+     * @param[in] num_data_points the number of data points that should be copied to the device
+     * @param[in] num_features the number of features in the data set
+     * @param[in] boundary_size the size of the padding boundary
+     * @param[in] num_used_devices the number of devices to distribute the data across
+     * @return a tuple: [pointers to the main data distributed across the devices, pointers to the last data point of the data set distributed across the devices, the feature ranges a specific device is responsible for] (`[[nodiscard]]`)
      */
     template <typename real_type>
     [[nodiscard]] std::tuple<std::vector<device_ptr_type<real_type>>, std::vector<device_ptr_type<real_type>>, std::vector<std::size_t>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, std::size_t num_data_points, std::size_t num_features, std::size_t boundary_size, std::size_t num_used_devices) const;
     /**
-     * @copydoc plssvm::csvm::generate_q
+     * @brief Calculate the `q` vector used in the dimensional reduction.
+     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @param params the SVM parameter used to calculate `q` (e.g., kernel_type)
+     * @param data_d the data points used in the dimensional reduction located on the device(s)
+     * @param data_last_d the last data point of the data set located on the device(s)
+     * @param num_data_points the number of data points in @p data_p
+     * @param feature_ranges the range of features a specific device is responsible for
+     * @param boundary_size the size of the padding boundary
+     * @param num_used_devices the number of devices to distribute the data across
+     * @return the `q` vector (`[[nodiscard]]`)
      */
     template <typename real_type>
     [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, std::size_t boundary_size, std::size_t num_used_devices) const;
     /**
-     * @copydoc plssvm::csvm::update_w
+     * @brief Precalculate the `w` vector to speedup up the prediction using the linear kernel function.
+     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @param[in] data_d the data points used in the dimensional reduction located on the device(s)
+     * @param[in] data_last_d the last data point of the data set located on the device(s)
+     * @param[in] alpha_d the previously learned weights located on the device(s)
+     * @param[in] num_data_points the number of data points in @p data_p
+     * @param[in] feature_ranges the range of features a specific device is responsible for
+     * @param[in] num_used_devices the number of devices to distribute the data across
+     * @return the `w` vector (`[[nodiscard]]`)
      */
     template <typename real_type>
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, std::size_t num_used_devices) const;
 
     /**
-     * @brief Run the SVM kernel on the GPU denoted by the @p device ID.
-     * @param[in] device the device ID denoting the GPU on which the kernel should be executed
-     * @param[in] q_d subvector of the least-squares matrix equation
-     * @param[in,out] r_d the result vector
-     * @param[in] x_d the right-hand side of the equation
+     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
+     * @param[in] device the device ID denoting the device on which the kernel should be executed
+     * @param[in] params the SVM parameter used (e.g., kernel_type)
+     * @param[in] q_d subvector of the least-squares matrix equation located on the device(s)
+     * @param[in,out] r_d the result vector located on the device(s)
+     * @param[in] x_d the right-hand side of the equation located on the device(s)
+     * @param[in] data_d the data points used in the dimensional reduction located on the device(s)
+     * @param[in] feature_ranges the range of features a specific device is responsible for
+     * @param[in] QA_cost a value used in the dimensional reduction
      * @param[in] add denotes whether the values are added or subtracted from the result vector
+     * @param[in] dept the number of data points after the dimensional reduction
+     * @param[in] boundary_size the size of the padding boundary
      */
     template <typename real_type>
     void run_device_kernel(std::size_t device, const parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const std::vector<std::size_t> &feature_ranges, real_type QA_cost, real_type add, std::size_t dept, std::size_t boundary_size) const;
@@ -126,49 +175,77 @@ class gpu_csvm : public ::plssvm::csvm {
     //*************************************************************************************************************************************//
     /**
      * @brief Synchronize the device denoted by @p queue.
-     * @param[in,out] queue the queue denoting the device to synchronize
+     * @param[in] queue the queue denoting the device to synchronize
      */
     virtual void device_synchronize(const queue_type &queue) const = 0;
     /**
-     * @brief Run the GPU kernel filling the `q` vector.
+     * @brief Run the device kernel filling the `q` vector.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
      * @param[in] range the execution range used to launch the kernel
-     * @param[out] q_d the `q` vector to fill
+     * @param[in] params the SVM parameter used (e.g., kernel_type)
+     * @param[out] q_d the `q` vector to fill located on the device(s)
+     * @param[in] data_d the data points used in the dimensional reduction located on the device(s)
+     * @param[in] data_last_d the last data point of the data set located on the device(s)
+     * @param[in] num_data_points_padded the number of data points after the padding has been applied
      * @param[in] num_features number of features used for the calculation on the @p device
      */
     virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
     virtual void run_q_kernel(std::size_t device, const detail::execution_range &range, const parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
     /**
-     * @brief Run the main GPU kernel used in the CG algorithm.
+     * @brief Run the main device kernel used in the CG algorithm.
      * @param[in] device the device ID denoting the GPU on which the kernel should be executed
      * @param[in] range the execution range used to launch the kernel
-     * @param[in] q_d the `q` vector
-     * @param[in,out] r_d the result vector
-     * @param[in] x_d the right-hand side of the equation
+     * @param[in] params the SVM parameter used (e.g., kernel_type)
+     * @param[in] q_d the `q` vector located on the device(s)
+     * @param[in,out] r_d the result vector located on the device(s)
+     * @param[in] x_d the right-hand side of the equation located on the device(s)
+     * @param[in] data_d the data points used in the dimensional reduction located on the device(s)
      * @param[in] add denotes whether the values are added or subtracted from the result vector
+     * @param[in] QA_cost a value used in the dimensional reduction
+     * @param[in] num_data_points_padded the number of data points after the padding has been applied
      * @param[in] num_features number of features used for the calculation in the @p device
      */
     virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
     virtual void run_svm_kernel(std::size_t device, const detail::execution_range &range, const parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const = 0;
     /**
-     * @brief Run the GPU kernel (only on the first GPU) the calculate the `w` vector used to speed up the prediction when using the linear kernel function.
-     * @param[in] device the device ID denoting the GPU on which the kernel should be executed
+     * @brief Run the device kernel the calculate the `w` vector used to speed up the prediction when using the linear kernel function.
+     * @param[in] device the device ID denoting the device on which the kernel should be executed
      * @param[in] range the execution range used to launch the
-     * @param[out] w_d the `w` vector to fill, used to speed up the prediction when using the linear kernel
-     * @param[in] alpha_d the previously calculated weight for each data point
+     * @param[out] w_d the `w` vector to fill, used to speed up the prediction when using the linear kernel located on the device(s)
+     * @param[in] alpha_d the previously calculated weight for each data point located on the device(s)
+     * @param[in] data_d the data points used in the dimensional reduction located on the device(s)
+     * @param[in] data_last_d the last data point of the data set located on the device(s)
+     * @param[in] num_data_points the number of data points
      * @param[in] num_features number of features used for the calculation on the @p device
      */
     virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const = 0;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
     virtual void run_w_kernel(std::size_t device, const detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const = 0;
     /**
-     * @brief Run the GPU kernel (only on the first GPU) to predict the new data points @p point_d.
+     * @brief Run the device kernel (only on the first device) to predict the new data points @p point_d.
      * @param[in] range the execution range used to launch the kernel
+     * @param[in] params the SVM parameter used (e.g., kernel_type)
      * @param[out] out_d the calculated prediction
-     * @param[in] alpha_d the previously calculated weight for each data point
-     * @param[in] point_d the data points to predict
+     * @param[in] alpha_d the previously calculated weight for each data point located on the device(s)
+     * @param[in] point_d the data points to predict located on the device(s)
+     * @param[in] data_d the data points used in the dimensional reduction located on the device(s)
+     * @param[in] data_last_d the last data point of the data set located on the device(s)
+     * @param[in] num_support_vectors the number of support vectors
      * @param[in] num_predict_points the number of data points to predict
+     * @param[in] num_features number of features used for the calculation on the @p device
      */
     virtual void run_predict_kernel(const detail::execution_range &range, const parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const = 0;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
     virtual void run_predict_kernel(const detail::execution_range &range, const parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const = 0;
 
     /// The available/used backend devices.
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 03819a04b..d96dccecc 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -256,6 +256,7 @@ inline void test_device_reduction() {
 
     // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(data, calculated);  // TODO: order?!
+    // TODO: test redistribution to devices
 }
 
 template <typename real_type, typename mock_csvm_type>

From 7ad2dc61f3b5a52810113b9b65fb4a1d6d337cae Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 16:28:33 +0200
Subject: [PATCH 0436/1010] Update test to test more.

---
 tests/backends/generic_tests.hpp | 19 +++++++++++++++----
 1 file changed, 15 insertions(+), 4 deletions(-)

diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index d96dccecc..36d5b7c8b 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -227,6 +227,8 @@ inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_typ
 
 template <typename real_type, typename mock_csvm_type>
 inline void test_device_reduction() {
+    using namespace plssvm::operators;
+
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
     using queue_type = typename mock_csvm_type::queue_type;
 
@@ -246,17 +248,26 @@ inline void test_device_reduction() {
     svm.device_reduction(data_d, calculated);
 
     // check the calculated result for correctness
-    using namespace plssvm::operators;
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(data * static_cast<real_type>(svm.devices_.size()), calculated);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, data * static_cast<real_type>(svm.devices_.size()));
+
+    // check if the values have been correctly promoted back onto the device(s)
+    for (std::size_t device = 0; device < svm.devices_.size(); ++device) {
+        std::vector<real_type> device_data(data.size());
+        data_d[device].memcpy_to_host(device_data);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data * static_cast<real_type>(svm.devices_.size()));
+    }
 
+    //
     // test reduction of a single device
     data_d.resize(1);
     calculated.assign(data.size(), real_type{ 0.0 });
     svm.device_reduction(data_d, calculated);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(data, calculated);  // TODO: order?!
-    // TODO: test redistribution to devices
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, data);
+    std::vector<real_type> device_data(data.size());
+    data_d.front().memcpy_to_host(device_data);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data);
 }
 
 template <typename real_type, typename mock_csvm_type>

From 74b1e3c032c4c84ac0d36e88f7aaf1b997fc9072 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 16:43:44 +0200
Subject: [PATCH 0437/1010] Add missing include guards or fix some existing
 ones.

---
 include/plssvm/backends/CUDA/csvm.hpp           | 4 ++++
 include/plssvm/backends/CUDA/exceptions.hpp     | 6 +++++-
 include/plssvm/backends/CUDA/predict_kernel.cuh | 6 +++++-
 include/plssvm/backends/CUDA/q_kernel.cuh       | 6 +++++-
 include/plssvm/backends/CUDA/svm_kernel.cuh     | 6 +++++-
 include/plssvm/backends/gpu_csvm.hpp            | 6 +++++-
 tests/backends/CUDA/mock_cuda_csvm.hpp          | 8 ++++----
 tests/backends/compare.hpp                      | 6 +++---
 tests/backends/generic_tests.hpp                | 6 +++++-
 9 files changed, 41 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index 685be1d24..08ebf40ee 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -9,6 +9,8 @@
  * @brief Defines a C-SVM using the CUDA backend.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_CSVM_HPP_
+#define PLSSVM_BACKENDS_CUDA_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
@@ -139,3 +141,5 @@ struct csvm_backend_exists<cuda::csvm> : std::true_type {};
 }  // namespace detail
 
 }  // namespace plssvm
+
+#endif  // PLSSVM_BACKENDS_CUDA_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/CUDA/exceptions.hpp b/include/plssvm/backends/CUDA/exceptions.hpp
index 510dafdfe..488e81b30 100644
--- a/include/plssvm/backends/CUDA/exceptions.hpp
+++ b/include/plssvm/backends/CUDA/exceptions.hpp
@@ -9,6 +9,8 @@
  * @brief Implements custom exception classes specific to the CUDA backend.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_EXCEPTIONS_HPP_
+#define PLSSVM_BACKENDS_CUDA_EXCEPTIONS_HPP_
 #pragma once
 
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
@@ -31,4 +33,6 @@ class backend_exception : public exception {
     explicit backend_exception(const std::string &msg, source_location loc = source_location::current());
 };
 
-}  // namespace plssvm::cuda
\ No newline at end of file
+}  // namespace plssvm::cuda
+
+#endif  // PLSSVM_BACKENDS_CUDA_EXCEPTIONS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/CUDA/predict_kernel.cuh b/include/plssvm/backends/CUDA/predict_kernel.cuh
index 894000d88..884538cce 100644
--- a/include/plssvm/backends/CUDA/predict_kernel.cuh
+++ b/include/plssvm/backends/CUDA/predict_kernel.cuh
@@ -9,6 +9,8 @@
  * @brief Defines the functions used for prediction for the C-SVM using the CUDA backend.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_PREDICT_KERNEL_HPP_
+#define PLSSVM_BACKENDS_CUDA_PREDICT_KERNEL_HPP_
 #pragma once
 
 #include "plssvm/constants.hpp"  // plssvm::kernel_index_type
@@ -65,4 +67,6 @@ __global__ void device_kernel_predict_poly(real_type *out_d, const real_type *da
 template <typename real_type>
 __global__ void device_kernel_predict_radial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma);
 
-}  // namespace plssvm::cuda
\ No newline at end of file
+}  // namespace plssvm::cuda
+
+#endif  // PLSSVM_BACKENDS_CUDA_PREDICT_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/CUDA/q_kernel.cuh b/include/plssvm/backends/CUDA/q_kernel.cuh
index 83ade808e..867d1ac66 100644
--- a/include/plssvm/backends/CUDA/q_kernel.cuh
+++ b/include/plssvm/backends/CUDA/q_kernel.cuh
@@ -9,6 +9,8 @@
  * @brief Defines CUDA functions for generating the `q` vector.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_Q_KERNEL_HPP_
+#define PLSSVM_BACKENDS_CUDA_Q_KERNEL_HPP_
 #pragma once
 
 #include "plssvm/constants.hpp"  // plssvm::kernel_index_type
@@ -58,4 +60,6 @@ __global__ void device_kernel_q_poly(real_type *q, const real_type *data_d, cons
 template <typename real_type>
 __global__ void device_kernel_q_radial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma);
 
-}  // namespace plssvm::cuda
\ No newline at end of file
+}  // namespace plssvm::cuda
+
+#endif  // PLSSVM_BACKENDS_CUDA_Q_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/CUDA/svm_kernel.cuh b/include/plssvm/backends/CUDA/svm_kernel.cuh
index 7935eac46..13735ec18 100644
--- a/include/plssvm/backends/CUDA/svm_kernel.cuh
+++ b/include/plssvm/backends/CUDA/svm_kernel.cuh
@@ -9,6 +9,8 @@
  * @brief Defines the kernel functions for the C-SVM using the CUDA backend.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_SVM_KERNEL_HPP_
+#define PLSSVM_BACKENDS_CUDA_SVM_KERNEL_HPP_
 #pragma once
 
 #include "plssvm/constants.hpp"  // plssvm::kernel_index_type
@@ -71,4 +73,6 @@ __global__ void device_kernel_poly(const real_type *q, real_type *ret, const rea
 template <typename real_type>
 __global__ void device_kernel_radial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma);
 
-}  // namespace plssvm::cuda
\ No newline at end of file
+}  // namespace plssvm::cuda
+
+#endif  // PLSSVM_BACKENDS_CUDA_SVM_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index a206d35fb..0d62e9bee 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -9,6 +9,8 @@
  * @brief Defines the base class for all C-SVM backends using a GPU. Used for code duplication reduction.
  */
 
+#ifndef PLSSVM_BACKENDS_GPU_CSVM_HPP_
+#define PLSSVM_BACKENDS_GPU_CSVM_HPP_
 #pragma once
 
 #include "plssvm/csvm.hpp"  // plssvm::csvm
@@ -628,4 +630,6 @@ std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kerne
     return num_used_devices;
 }
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/CUDA/mock_cuda_csvm.hpp b/tests/backends/CUDA/mock_cuda_csvm.hpp
index 622dae87e..8955479a4 100644
--- a/tests/backends/CUDA/mock_cuda_csvm.hpp
+++ b/tests/backends/CUDA/mock_cuda_csvm.hpp
@@ -9,14 +9,14 @@
  * @brief MOCK class for the C-SVM class using the CUDA backend.
  */
 
-#ifndef PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_CUDA_CSVM_HPP_
-#define PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_CUDA_CSVM_HPP_
+#ifndef PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/CUDA/csvm.hpp"               // plssvm::cuda::csvm
 
 /**
- * @brief GTest mock class for the OpenMP CSVM.
+ * @brief GTest mock class for the CUDA CSVM.
  */
 class mock_cuda_csvm final : public plssvm::cuda::csvm {
     using base_type = plssvm::cuda::csvm;
@@ -37,4 +37,4 @@ class mock_cuda_csvm final : public plssvm::cuda::csvm {
     using base_type::devices_;
 };
 
-#endif  // PLSSVM_TESTS_BACKENDS_OPENMP_MOCK_CUDA_CSVM_HPP_
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index 3206df800..20197ce34 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -9,8 +9,8 @@
  * @brief Functions used for testing the correctness of the PLSSVM implementation.
  */
 
-#ifndef PLSSVM_TESTS_COMPARE_HPP_
-#define PLSSVM_TESTS_COMPARE_HPP_
+#ifndef PLSSVM_TESTS_BACKENDS_COMPARE_HPP_
+#define PLSSVM_TESTS_BACKENDS_COMPARE_HPP_
 #pragma once
 
 #include "plssvm/parameter.hpp"  // plssvm::detail::parameter
@@ -110,4 +110,4 @@ template <typename real_type>
 
 }  // namespace compare
 
-#endif  // PLSSVM_TESTS_COMPARE_HPP_
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_COMPARE_HPP_
\ No newline at end of file
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 36d5b7c8b..9f79af8db 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -9,6 +9,8 @@
  * @brief Generic tests for all backends to reduce code duplication.
  */
 
+#ifndef PLSSVM_TESTS_BACKENDS_GENERIC_TESTS_HPP_
+#define PLSSVM_TESTS_BACKENDS_GENERIC_TESTS_HPP_
 #pragma once
 
 #include "plssvm/data_set.hpp"               // plssvm::data_set
@@ -430,4 +432,6 @@ inline void test_num_available_devices() {
     EXPECT_GE(svm.num_available_devices(), 1);
 }
 
-}  // namespace generic
\ No newline at end of file
+}  // namespace generic
+
+#endif  // PLSSVM_TESTS_BACKENDS_GENERIC_TESTS_HPP_
\ No newline at end of file

From 36f59d5dbab146ddc77fd8829de4bd5d8be8e1da Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Oct 2022 17:40:54 +0200
Subject: [PATCH 0438/1010] Add new assertions and the according death tests.

---
 include/plssvm/backends/gpu_csvm.hpp | 29 +++++++++++++--------
 tests/backends/CUDA/CMakeLists.txt   |  2 +-
 tests/backends/CUDA/cuda_csvm.cpp    |  8 ++++++
 tests/backends/generic_tests.hpp     | 38 ++++++++++++++++++++++++++--
 4 files changed, 64 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 0d62e9bee..5c647cea9 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -109,14 +109,14 @@ class gpu_csvm : public ::plssvm::csvm {
      * @details Distributed the data evenly across all devices, adds padding data points, and transforms the data layout to SoA.
      * @tparam real_type the type of the data points (either `float` or `double`)
      * @param[in] data the data that should be copied to the device(s)
-     * @param[in] num_data_points the number of data points that should be copied to the device
-     * @param[in] num_features the number of features in the data set
+     * @param[in] num_data_points_to_setup the number of data points that should be copied to the device
+     * @param[in] num_features_to_setup the number of features in the data set
      * @param[in] boundary_size the size of the padding boundary
      * @param[in] num_used_devices the number of devices to distribute the data across
      * @return a tuple: [pointers to the main data distributed across the devices, pointers to the last data point of the data set distributed across the devices, the feature ranges a specific device is responsible for] (`[[nodiscard]]`)
      */
     template <typename real_type>
-    [[nodiscard]] std::tuple<std::vector<device_ptr_type<real_type>>, std::vector<device_ptr_type<real_type>>, std::vector<std::size_t>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, std::size_t num_data_points, std::size_t num_features, std::size_t boundary_size, std::size_t num_used_devices) const;
+    [[nodiscard]] std::tuple<std::vector<device_ptr_type<real_type>>, std::vector<device_ptr_type<real_type>>, std::vector<std::size_t>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, std::size_t num_data_points_to_setup, std::size_t num_features_to_setup, std::size_t boundary_size, std::size_t num_used_devices) const;
     /**
      * @brief Calculate the `q` vector used in the dimensional reduction.
      * @tparam real_type the type of the data points (either `float` or `double`)
@@ -258,23 +258,32 @@ template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
 std::tuple<std::vector<device_ptr_t<real_type>>, std::vector<device_ptr_t<real_type>>, std::vector<std::size_t>>
 gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data,
-                                                      const std::size_t num_data_points,
-                                                      const std::size_t num_features,
+                                                      const std::size_t num_data_points_to_setup,
+                                                      const std::size_t num_features_to_setup,
                                                       const std::size_t boundary_size,
                                                       const std::size_t num_used_devices) const {
+    PLSSVM_ASSERT(!data.empty(), "The data must not be empty!");
+    PLSSVM_ASSERT(!data.front().empty(), "The data points must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(data.cbegin(), data.cend(), [&data](const std::vector<real_type> &data_point) { return data_point.size() == data.front().size(); }), "All data points must have the same number of features!");
+    PLSSVM_ASSERT(num_data_points_to_setup > 0, "At least one data point must be copied to the device!");
+    PLSSVM_ASSERT(num_data_points_to_setup <= data.size(), "Can't copy more data points to the device than are present!: {} <= {}", num_data_points_to_setup, data.size());
+    PLSSVM_ASSERT(num_features_to_setup > 0, "At least one feature must be copied to the device!");
+    PLSSVM_ASSERT(num_features_to_setup <= data.front().size(), "Can't copy more features to the device than are present!: {} <= {}", num_features_to_setup, data.front().size());
+    PLSSVM_ASSERT(num_used_devices <= devices_.size(), "Can't use more devices than are available!: {} <= {}", num_used_devices, devices_.size());
+
     // calculate the number of features per device
     std::vector<std::size_t> feature_ranges(num_used_devices + 1);
     for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
-        feature_ranges[device] = device * num_features / num_used_devices;
+        feature_ranges[device] = device * num_features_to_setup / num_used_devices;
     }
 
     // transform 2D to 1D SoA data
-    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
+    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points_to_setup);
 
     std::vector<device_ptr_type<real_type>> data_last_d(num_used_devices);
     std::vector<device_ptr_type<real_type>> data_d(num_used_devices);
 
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points_to_setup, boundary_size, num_features_to_setup)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
@@ -283,9 +292,9 @@ gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vec
         data_last_d[device].memset(0);
         data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
 
-        const std::size_t device_data_size = num_features_in_range * (num_data_points + boundary_size);
+        const std::size_t device_data_size = num_features_in_range * (num_data_points_to_setup + boundary_size);
         data_d[device] = device_ptr_type<real_type>{ device_data_size, devices_[device] };
-        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points + boundary_size), 0, device_data_size);
+        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points_to_setup + boundary_size), 0, device_data_size);
     }
 
     return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index c6fd04c04..1a0c39928 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -13,7 +13,7 @@ set(PLSSVM_CUDA_TEST_SOURCES
 )
 
 # add test executable
-add_executable(${PLSSVM_CUDA_TEST_NAME} ${PLSSVM_CUDA_TEST_SOURCES})
+add_executable(${PLSSVM_CUDA_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_CUDA_TEST_SOURCES})
 
 # link against test library
 target_link_libraries(${PLSSVM_CUDA_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY_NAME})
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 8413b9d57..0d2a06780 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -174,6 +174,14 @@ TYPED_TEST(CUDACSVMSetupDataOnDevice, setup_data_on_device) {
    generic::test_setup_data_on_device<TypeParam, mock_cuda_csvm>();
 }
 
+template <typename T>
+class CUDACSVMSetupDataOnDeviceDeathTest : public CUDACSVMSetupDataOnDevice<T> {};
+TYPED_TEST_SUITE(CUDACSVMSetupDataOnDeviceDeathTest, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMSetupDataOnDeviceDeathTest, sanity_checks) {
+    generic::test_setup_data_on_device_death_test<TypeParam, mock_cuda_csvm>();
+}
+
 
 template <typename T>
 class CUDACSVMPredictAndScore : public CUDACSVM {};
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 9f79af8db..bae251371 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -338,13 +338,15 @@ inline void test_setup_data_on_device() {
     const std::size_t num_devices = svm.select_num_used_devices(plssvm::kernel_function_type::linear, input.front().size());
     const std::size_t num_data_points = input.size();
     const std::size_t num_features = input.front().size();
-    auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(input, num_data_points - 1, num_features, boundary_size, num_devices);
+
+    // perform setup
+    auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(input, num_data_points - 1, num_features - 1, boundary_size, num_devices);
 
     // check returned values
     // the feature ranges
     ASSERT_EQ(feature_ranges.size(), num_devices + 1);
     for (std::size_t i = 0; i <= num_devices; ++i) {
-        EXPECT_EQ(feature_ranges[i], i * num_features / num_devices);
+        EXPECT_EQ(feature_ranges[i], i * (num_features - 1) / num_devices);
     }
 
     const std::vector<real_type> transformed_data = plssvm::detail::transform_to_layout(plssvm::detail::layout_type::soa, input, boundary_size, num_data_points - 1);
@@ -376,6 +378,38 @@ inline void test_setup_data_on_device() {
     }
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_setup_data_on_device_death_test() {
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
+    const mock_csvm_type svm{};
+
+    // empty data is not allowed
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(std::vector<std::vector<real_type>>{}, 1, 1, 0, 1), "The data must not be empty!");
+    // empty features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.setup_data_on_device(std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, 1, 1, 0, 1)), "The data points must contain at least one feature!");
+    // all data points must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.setup_data_on_device(std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, 1, 1, 0, 1)),
+                 "All data points must have the same number of features!");
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+
+    // at least one data point must be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 0, 1, 0, 1), "At least one data point must be copied to the device!");
+    // at most two data point can be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 3, 1, 0, 1), "Can't copy more data points to the device than are present!: 3 <= 2");
+    // at least one feature must be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 0, 0, 1), "At least one feature must be copied to the device!");
+    // at most two features can be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 3, 0, 1), "Can't copy more features to the device than are present!: 3 <= 2");
+
+    // can't use more than the available device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 1, 0, svm.num_available_devices() + 1),
+                 fmt::format("Can't use more devices than are available!: {} <= {}", svm.num_available_devices() + 1, svm.num_available_devices()));
+}
+
 template <typename real_type, typename csvm_type>
 inline void test_predict(const plssvm::kernel_function_type kernel) {
     // create parameter struct

From 20b827f63dd9cd6c375ea1814118ec2d3c23224c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Oct 2022 13:51:36 +0200
Subject: [PATCH 0439/1010] Add new assertions and the according death tests.

---
 include/plssvm/backends/gpu_csvm.hpp | 58 ++++++++++++++++------------
 tests/backends/CUDA/cuda_csvm.cpp    |  8 ++++
 tests/backends/generic_tests.hpp     | 48 ++++++++++++++++++++++-
 3 files changed, 89 insertions(+), 25 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 5c647cea9..6ec69dea2 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -103,7 +103,6 @@ class gpu_csvm : public ::plssvm::csvm {
      * @return the number of usable devices, may be less than the discovered devices in the system (`[[nodiscard]]`)
      */
     [[nodiscard]] std::size_t select_num_used_devices(kernel_function_type kernel, std::size_t num_features) const noexcept;
-
     /**
      * @brief Performs all necessary steps such that the data is available on the device with the correct layout.
      * @details Distributed the data evenly across all devices, adds padding data points, and transforms the data layout to SoA.
@@ -117,6 +116,7 @@ class gpu_csvm : public ::plssvm::csvm {
      */
     template <typename real_type>
     [[nodiscard]] std::tuple<std::vector<device_ptr_type<real_type>>, std::vector<device_ptr_type<real_type>>, std::vector<std::size_t>> setup_data_on_device(const std::vector<std::vector<real_type>> &data, std::size_t num_data_points_to_setup, std::size_t num_features_to_setup, std::size_t boundary_size, std::size_t num_used_devices) const;
+
     /**
      * @brief Calculate the `q` vector used in the dimensional reduction.
      * @tparam real_type the type of the data points (either `float` or `double`)
@@ -126,11 +126,10 @@ class gpu_csvm : public ::plssvm::csvm {
      * @param num_data_points the number of data points in @p data_p
      * @param feature_ranges the range of features a specific device is responsible for
      * @param boundary_size the size of the padding boundary
-     * @param num_used_devices the number of devices to distribute the data across
      * @return the `q` vector (`[[nodiscard]]`)
      */
     template <typename real_type>
-    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, std::size_t boundary_size, std::size_t num_used_devices) const;
+    [[nodiscard]] std::vector<real_type> generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, std::size_t boundary_size) const;
     /**
      * @brief Precalculate the `w` vector to speedup up the prediction using the linear kernel function.
      * @tparam real_type the type of the data points (either `float` or `double`)
@@ -254,6 +253,24 @@ class gpu_csvm : public ::plssvm::csvm {
     std::vector<queue_type> devices_{};
 };
 
+
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kernel_function_type kernel, const std::size_t num_features) const noexcept {
+    // polynomial and rbf kernel currently only support single GPU execution
+    if ((kernel == kernel_function_type::polynomial || kernel == kernel_function_type::rbf) && devices_.size() > 1) {
+        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
+        return 1;
+    }
+
+    // the number of used devices may not exceed the number of features
+    const std::size_t num_used_devices = std::min(devices_.size(), num_features);
+    if (num_used_devices < devices_.size()) {
+        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
+    }
+    return num_used_devices;
+}
+
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
 std::tuple<std::vector<device_ptr_t<real_type>>, std::vector<device_ptr_t<real_type>>, std::vector<std::size_t>>
@@ -307,8 +324,17 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::generate_q(const paramet
                                                                    const std::vector<device_ptr_type<real_type>> &data_last_d,
                                                                    const std::size_t num_data_points,
                                                                    const std::vector<std::size_t> &feature_ranges,
-                                                                   const std::size_t boundary_size,
-                                                                   const std::size_t num_used_devices) const {
+                                                                   const std::size_t boundary_size) const {
+    PLSSVM_ASSERT(!data_d.empty(), "The data_d array may not be empty!");
+    PLSSVM_ASSERT(std::all_of(data_d.cbegin(), data_d.cend(), [](const device_ptr_type<real_type> &ptr) { return !ptr.empty(); }), "Each device_ptr in data_d must at least contain one data point!");
+    PLSSVM_ASSERT(!data_last_d.empty(), "The data_last_d array may not be empty!");
+    PLSSVM_ASSERT(std::all_of(data_last_d.cbegin(), data_last_d.cend(), [](const device_ptr_type<real_type> &ptr) { return !ptr.empty(); }), "Each device_ptr in data_last_d must at least contain one data point!");
+    PLSSVM_ASSERT(data_d.size() == data_last_d.size(), "The number of used devices to the data_d and data_last_d vectors must be equal!: {} != {}", data_d.size(), data_last_d.size());
+    PLSSVM_ASSERT(num_data_points > 0, "At least one data point must be used to calculate q!");
+    PLSSVM_ASSERT(feature_ranges.size() == data_d.size() + 1, "The number of values in the feature_range vector must be exactly one more than the number of used devices!: {} != {} + 1", feature_ranges.size(), data_d.size());
+    PLSSVM_ASSERT(std::adjacent_find(feature_ranges.cbegin(), feature_ranges.cend(), std::less_equal<>{}) != feature_ranges.cend(), "The feature ranges are not monotonically increasing!");
+
+    const std::size_t num_used_devices = data_d.size();
     std::vector<device_ptr_type<real_type>> q_d(num_used_devices);
 
 #pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
@@ -341,7 +367,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     const std::size_t num_features = A.front().size();
 
-    const std::size_t num_used_devices = select_num_used_devices(params.kernel_type, num_features);
+    const std::size_t num_used_devices = this->select_num_used_devices(params.kernel_type, num_features);
 
     std::vector<device_ptr_type<real_type>> data_d;
     std::vector<device_ptr_type<real_type>> data_last_d;
@@ -349,7 +375,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
 
     // create q vector
-    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size, num_used_devices);
+    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size);
 
     // calculate QA_costs
     const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
@@ -539,7 +565,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
     const std::size_t num_features = predict_points.front().size();
     const std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
 
-    const std::size_t num_used_devices = select_num_used_devices(params.kernel_type, num_features);
+    const std::size_t num_used_devices = this->select_num_used_devices(params.kernel_type, num_features);
 
     auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
 
@@ -623,22 +649,6 @@ void gpu_csvm<device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_ty
     }
 }
 
-template <template <typename> typename device_ptr_t, typename queue_t>
-std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kernel_function_type kernel, const std::size_t num_features) const noexcept {
-    // polynomial and rbf kernel currently only support single GPU execution
-    if ((kernel == kernel_function_type::polynomial || kernel == kernel_function_type::rbf) && devices_.size() > 1) {
-        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
-        return 1;
-    }
-
-    // the number of used devices may not exceed the number of features
-    const std::size_t num_used_devices = std::min(devices_.size(), num_features);
-    if (num_used_devices < devices_.size()) {
-        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
-    }
-    return num_used_devices;
-}
-
 }  // namespace plssvm::detail
 
 #endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 0d2a06780..d6903b11f 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -131,6 +131,14 @@ TYPED_TEST(CUDACSVMGenerateQ, generate_q) {
    generic::test_generate_q<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
+template <typename T>
+class CUDACSVMGenerateQDeathTest : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMGenerateQDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMGenerateQDeathTest, generate_q) {
+   generic::test_generate_q_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+}
+
 template <typename T>
 class CUDACSVMCalculateW : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMCalculateW, util::real_type_gtest, naming::real_type_to_name);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index bae251371..741452762 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -133,12 +133,58 @@ inline void test_generate_q(const plssvm::kernel_function_type kernel_type) {
     auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(data.data(), data.num_data_points() - 1, data.num_features(), boundary_size, num_used_devices);
 
     // calculate the q vector using a GPU backend
-    const std::vector<real_type> calculated = svm.generate_q(params, data_d, data_last_d, data.num_data_points() - 1, feature_ranges, boundary_size, num_used_devices);
+    const std::vector<real_type> calculated = svm.generate_q(params, data_d, data_last_d, data.num_data_points() - 1, feature_ranges, boundary_size);
 
     // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_generate_q_death_test(const plssvm::kernel_function_type kernel_type) {
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    const mock_csvm_type svm{};
+
+    // valid feature_range
+    const std::vector<std::size_t> feature_range{ 0, 1 };
+
+    // the data_d vector must not be empty!
+    std::vector<device_ptr_type> vec1;
+    vec1.emplace_back(1, svm.devices_[0]);
+    std::vector<device_ptr_type> vec2;
+    vec2.emplace_back(1, svm.devices_[0]);
+    vec2.emplace_back(1, svm.devices_[0]);
+
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, std::vector<device_ptr_type>{}, vec1, 1, feature_range, 0),
+                 "The data_d array may not be empty!");
+    // the ptr in the data_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, std::vector<device_ptr_type>(1), vec1, 1, feature_range, 0),
+                 "Each device_ptr in data_d must at least contain one data point!");
+    // the data_last_d vector must not be empty!
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, std::vector<device_ptr_type>{}, 1, feature_range, 0),
+                 "The data_last_d array may not be empty!");
+    // the ptr in the data_last_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, std::vector<device_ptr_type>(1), 1, feature_range, 0),
+                 "Each device_ptr in data_last_d must at least contain one data point!");
+    // data_d and data_last_d must have the same size
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec2, 1, feature_range, 0),
+                 "The number of used devices to the data_d and data_last_d vectors must be equal!: 1 != 2");
+
+    // the number of data points must be greater than zero
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 0, feature_range, 0),
+                 "At least one data point must be used to calculate q!");
+    // the number of elements in the feature_ranges vector must be one greater than the number of used devices
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 1, std::vector<std::size_t>{}, 0),
+                 ::testing::HasSubstr("The number of values in the feature_range vector must be exactly one more than the number of used devices!: 0 != 1 + 1"));
+    // the values in the feature_ranges vector must be monotonically increasing
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 1, { 1, 0 }, 0),
+                 "The feature ranges are not monotonically increasing!");
+}
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_calculate_w() {
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;

From 9919d1f1c3598a277e9c44864687d36b1cc08873 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Oct 2022 14:00:45 +0200
Subject: [PATCH 0440/1010] Fix error due to new API.

---
 tests/backends/generic_tests.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 741452762..610d594ef 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -214,7 +214,7 @@ inline void test_calculate_w() {
     }
 
     // calculate the w vector using a GPU backend
-    const std::vector<real_type> calculated = svm.calculate_w(data_d, data_last_d, alpha_d, num_support_vectors, feature_ranges, num_used_devices);
+    const std::vector<real_type> calculated = svm.calculate_w(data_d, data_last_d, alpha_d, num_support_vectors, feature_ranges);
 
     // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);

From 6f195e7da460885afef5b4e1cb88aebfdeb0e81e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Oct 2022 14:11:50 +0200
Subject: [PATCH 0441/1010] Add new assertions and the according death tests.

---
 include/plssvm/backends/gpu_csvm.hpp | 79 +++++++++++++++++-----------
 tests/backends/CUDA/cuda_csvm.cpp    |  8 +++
 tests/backends/generic_tests.hpp     | 52 ++++++++++++++++++
 3 files changed, 107 insertions(+), 32 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 6ec69dea2..b8c758e43 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -138,11 +138,10 @@ class gpu_csvm : public ::plssvm::csvm {
      * @param[in] alpha_d the previously learned weights located on the device(s)
      * @param[in] num_data_points the number of data points in @p data_p
      * @param[in] feature_ranges the range of features a specific device is responsible for
-     * @param[in] num_used_devices the number of devices to distribute the data across
      * @return the `w` vector (`[[nodiscard]]`)
      */
     template <typename real_type>
-    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, std::size_t num_used_devices) const;
+    [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges) const;
 
     /**
      * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
@@ -253,8 +252,6 @@ class gpu_csvm : public ::plssvm::csvm {
     std::vector<queue_type> devices_{};
 };
 
-
-
 template <template <typename> typename device_ptr_t, typename queue_t>
 std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kernel_function_type kernel, const std::size_t num_features) const noexcept {
     // polynomial and rbf kernel currently only support single GPU execution
@@ -354,6 +351,51 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::generate_q(const paramet
     return q;
 }
 
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type<real_type>> &data_d,
+                                                                    const std::vector<device_ptr_type<real_type>> &data_last_d,
+                                                                    const std::vector<device_ptr_type<real_type>> &alpha_d,
+                                                                    const std::size_t num_data_points,
+                                                                    const std::vector<std::size_t> &feature_ranges) const {
+    PLSSVM_ASSERT(!data_d.empty(), "The data_d array may not be empty!");
+    PLSSVM_ASSERT(std::all_of(data_d.cbegin(), data_d.cend(), [](const device_ptr_type<real_type> &ptr) { return !ptr.empty(); }), "Each device_ptr in data_d must at least contain one data point!");
+    PLSSVM_ASSERT(!data_last_d.empty(), "The data_last_d array may not be empty!");
+    PLSSVM_ASSERT(std::all_of(data_last_d.cbegin(), data_last_d.cend(), [](const device_ptr_type<real_type> &ptr) { return !ptr.empty(); }), "Each device_ptr in data_last_d must at least contain one data point!");
+    PLSSVM_ASSERT(data_d.size() == data_last_d.size(), "The number of used devices to the data_d and data_last_d vectors must be equal!: {} != {}", data_d.size(), data_last_d.size());
+    PLSSVM_ASSERT(!alpha_d.empty(), "The alpha_d array may not be empty!");
+    PLSSVM_ASSERT(std::all_of(alpha_d.cbegin(), alpha_d.cend(), [](const device_ptr_type<real_type> &ptr) { return !ptr.empty(); }), "Each device_ptr in alpha_d must at least contain one data point!");
+    PLSSVM_ASSERT(data_d.size() == alpha_d.size(), "The number of used devices to the data_d and alpha_d vectors must be equal!: {} != {}", data_d.size(), alpha_d.size());
+    PLSSVM_ASSERT(num_data_points > 0, "At least one data point must be used to calculate q!");
+    PLSSVM_ASSERT(feature_ranges.size() == data_d.size() + 1, "The number of values in the feature_range vector must be exactly one more than the number of used devices!: {} != {} + 1", feature_ranges.size(), data_d.size());
+    PLSSVM_ASSERT(std::adjacent_find(feature_ranges.cbegin(), feature_ranges.cend(), std::less_equal<>{}) != feature_ranges.cend(), "The feature ranges are not monotonically increasing!");
+
+    const std::size_t num_used_devices = data_d.size();
+
+    // create w vector and fill with zeros
+    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), std::size_t{ 0 }), real_type{ 0.0 });
+
+#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
+        // feature splitting on multiple devices
+        const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
+
+        // create the w vector on the device
+        device_ptr_type<real_type> w_d = device_ptr_type<real_type>{ num_features_in_range, devices_[device] };
+
+        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
+                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
+
+        // calculate the w vector on the device
+        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
+        device_synchronize(devices_[device]);
+
+        // copy back to host memory
+        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
+    }
+    return w;
+}
+
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
 std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::solve_system_of_linear_equations_impl(const parameter<real_type> &params,
@@ -528,33 +570,6 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     return std::make_pair(std::move(alpha), -bias);
 }
 
-template <template <typename> typename device_ptr_t, typename queue_t>
-template <typename real_type>
-std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, const std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges, const std::size_t num_used_devices) const {
-    // create w vector and fill with zeros
-    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), std::size_t{ 0 }), real_type{ 0.0 });
-
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
-    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-        // feature splitting on multiple devices
-        const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
-
-        // create the w vector on the device
-        device_ptr_type<real_type> w_d = device_ptr_type<real_type>{ num_features_in_range, devices_[device] };
-
-        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
-
-        // calculate the w vector on the device
-        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
-        device_synchronize(devices_[device]);
-
-        // copy back to host memory
-        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
-    }
-    return w;
-}
-
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
 std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
@@ -581,7 +596,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
 
     // use faster methode in case of the linear kernel function
     if (params.kernel_type == kernel_function_type::linear && w.empty()) {
-        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges, num_used_devices);
+        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges);
     }
 
     if (params.kernel_type == kernel_function_type::linear) {
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index d6903b11f..273a3ef11 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -147,6 +147,14 @@ TYPED_TEST(CUDACSVMCalculateW, calculate_w) {
    generic::test_calculate_w<TypeParam, mock_cuda_csvm>();
 }
 
+template <typename T>
+class CUDACSVMCalculateWDeathTest : public CUDACSVM {};
+TYPED_TEST_SUITE(CUDACSVMCalculateWDeathTest, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMCalculateWDeathTest, calculate_w_death_test) {
+   generic::test_calculate_w_death_test<TypeParam, mock_cuda_csvm>();
+}
+
 template <typename T>
 class CUDACSVMRunDeviceKernel : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMRunDeviceKernel, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 610d594ef..05b12b14f 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -220,6 +220,58 @@ inline void test_calculate_w() {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_calculate_w_death_test() {
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    const mock_csvm_type svm{};
+
+    // valid feature_range
+    const std::vector<std::size_t> feature_range{ 0, 1 };
+
+    // the data_d vector must not be empty!
+    std::vector<device_ptr_type> vec1;
+    vec1.emplace_back(1, svm.devices_[0]);
+    std::vector<device_ptr_type> vec2;
+    vec2.emplace_back(1, svm.devices_[0]);
+    vec2.emplace_back(1, svm.devices_[0]);
+
+    EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>{}, vec1, vec1, 1, feature_range),
+                 "The data_d array may not be empty!");
+    // the ptr in the data_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>(1), vec1, vec1, 1, feature_range),
+                 "Each device_ptr in data_d must at least contain one data point!");
+    // the data_last_d vector must not be empty!
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>{}, vec1, 1, feature_range),
+                 "The data_last_d array may not be empty!");
+    // the ptr in the data_last_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>(1), vec1, 1, feature_range),
+                 "Each device_ptr in data_last_d must at least contain one data point!");
+    // data_d and data_last_d must have the same size
+    EXPECT_DEATH(std::ignore = svm.calculate_w( vec1, vec2, vec1, 1, feature_range),
+                 "The number of used devices to the data_d and data_last_d vectors must be equal!: 1 != 2");
+    // the alpha_d vector must not be empty!
+    EXPECT_DEATH(std::ignore = svm.calculate_w( vec1, vec1, std::vector<device_ptr_type>{}, 1, feature_range),
+                 "The alpha_d array may not be empty!");
+    // the ptr in the alpha_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, std::vector<device_ptr_type>(1), 1, feature_range),
+                 "Each device_ptr in alpha_d must at least contain one data point!");
+    // data_d and alpha_d must have the same size
+    EXPECT_DEATH(std::ignore = svm.calculate_w( vec1, vec1, vec2, 1, feature_range),
+                 "The number of used devices to the data_d and alpha_d vectors must be equal!: 1 != 2");
+
+    // the number of data points must be greater than zero
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 0, feature_range),
+                 "At least one data point must be used to calculate q!");
+    // the number of elements in the feature_ranges vector must be one greater than the number of used devices
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 1, std::vector<std::size_t>{}),
+                 ::testing::HasSubstr("The number of values in the feature_range vector must be exactly one more than the number of used devices!: 0 != 1 + 1"));
+    // the values in the feature_ranges vector must be monotonically increasing
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 1, { 1, 0 }),
+                 "The feature ranges are not monotonically increasing!");
+}
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_type) {
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;

From dde56a3cf54a784f2cd266b67c36d84e7ea6125d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Oct 2022 15:47:35 +0200
Subject: [PATCH 0442/1010] Add new assertions and the according death tests.

---
 include/plssvm/backends/gpu_csvm.hpp | 70 +++++++++++++++-------------
 tests/backends/CUDA/cuda_csvm.cpp    | 12 ++++-
 tests/backends/generic_tests.hpp     | 30 +++++++++++-
 3 files changed, 76 insertions(+), 36 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index b8c758e43..66498984f 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -396,6 +396,43 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::v
     return w;
 }
 
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+void gpu_csvm<device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const std::vector<std::size_t> &feature_ranges, const real_type QA_cost, const real_type add, const std::size_t dept, const std::size_t boundary_size) const {
+    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
+    const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
+
+    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
+}
+
+template <template <typename> typename device_ptr_t, typename queue_t>
+template <typename real_type>
+void gpu_csvm<device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type<real_type>> &buffer_d, std::vector<real_type> &buffer) const {
+    PLSSVM_ASSERT(!buffer_d.empty(), "The buffer_d array may not be empty!");
+    PLSSVM_ASSERT(std::all_of(buffer_d.cbegin(), buffer_d.cend(), [](const device_ptr_type<real_type> &ptr) { return !ptr.empty(); }), "Each device_ptr in buffer_d must at least contain one data point!");
+    PLSSVM_ASSERT(!buffer.empty(), "The buffer array may not be empty!");
+
+    using namespace plssvm::operators;
+
+    device_synchronize(devices_[0]);
+    buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
+
+    if (buffer_d.size() > 1) {
+        std::vector<real_type> ret(buffer.size());
+        for (typename std::vector<device_ptr_type<real_type>>::size_type device = 1; device < buffer_d.size(); ++device) {
+            device_synchronize(devices_[device]);
+            buffer_d[device].memcpy_to_host(ret, 0, ret.size());
+
+            buffer += ret;
+        }
+
+#pragma omp parallel for default(none) shared(buffer_d, buffer)
+        for (typename std::vector<device_ptr_type<real_type>>::size_type device = 0; device < buffer_d.size(); ++device) {
+            buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
+        }
+    }
+}
+
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
 std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::solve_system_of_linear_equations_impl(const parameter<real_type> &params,
@@ -631,39 +668,6 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
     return out;
 }
 
-template <template <typename> typename device_ptr_t, typename queue_t>
-template <typename real_type>
-void gpu_csvm<device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const std::vector<std::size_t> &feature_ranges, const real_type QA_cost, const real_type add, const std::size_t dept, const std::size_t boundary_size) const {
-    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
-    const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
-
-    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
-}
-
-template <template <typename> typename device_ptr_t, typename queue_t>
-template <typename real_type>
-void gpu_csvm<device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type<real_type>> &buffer_d, std::vector<real_type> &buffer) const {
-    using namespace plssvm::operators;
-
-    device_synchronize(devices_[0]);
-    buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
-
-    if (buffer_d.size() > 1) {
-        std::vector<real_type> ret(buffer.size());
-        for (typename std::vector<device_ptr_type<real_type>>::size_type device = 1; device < buffer_d.size(); ++device) {
-            device_synchronize(devices_[device]);
-            buffer_d[device].memcpy_to_host(ret, 0, ret.size());
-
-            buffer += ret;
-        }
-
-#pragma omp parallel for default(none) shared(buffer_d, buffer)
-        for (typename std::vector<device_ptr_type<real_type>>::size_type device = 0; device < buffer_d.size(); ++device) {
-            buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
-        }
-    }
-}
-
 }  // namespace plssvm::detail
 
 #endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 273a3ef11..d75f47180 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -132,7 +132,7 @@ TYPED_TEST(CUDACSVMGenerateQ, generate_q) {
 }
 
 template <typename T>
-class CUDACSVMGenerateQDeathTest : public CUDACSVM {};
+class CUDACSVMGenerateQDeathTest : public CUDACSVMGenerateQ<T> {};
 TYPED_TEST_SUITE(CUDACSVMGenerateQDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(CUDACSVMGenerateQDeathTest, generate_q) {
@@ -148,7 +148,7 @@ TYPED_TEST(CUDACSVMCalculateW, calculate_w) {
 }
 
 template <typename T>
-class CUDACSVMCalculateWDeathTest : public CUDACSVM {};
+class CUDACSVMCalculateWDeathTest : public CUDACSVMCalculateW<T> {};
 TYPED_TEST_SUITE(CUDACSVMCalculateWDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMCalculateWDeathTest, calculate_w_death_test) {
@@ -171,6 +171,14 @@ TYPED_TEST(CUDACSVMDeviceReduction, device_reduction) {
    generic::test_device_reduction<TypeParam, mock_cuda_csvm>();
 }
 
+template <typename T>
+class CUDACSVMDeviceReductionDeathTest : public CUDACSVMDeviceReduction<T> {};
+TYPED_TEST_SUITE(CUDACSVMDeviceReductionDeathTest, util::real_type_gtest, naming::real_type_to_name);
+
+TYPED_TEST(CUDACSVMDeviceReductionDeathTest, device_reduction) {
+   generic::test_device_reduction_death_test<TypeParam, mock_cuda_csvm>();
+}
+
 template <typename T>
 class CUDACSVMSelectNumUsedDevices : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMSelectNumUsedDevices, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 05b12b14f..b9146b29f 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -237,12 +237,13 @@ inline void test_calculate_w_death_test() {
     vec2.emplace_back(1, svm.devices_[0]);
     vec2.emplace_back(1, svm.devices_[0]);
 
+    // the data_d vector must not be empty
     EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>{}, vec1, vec1, 1, feature_range),
                  "The data_d array may not be empty!");
     // the ptr in the data_d vector must not be empty
     EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>(1), vec1, vec1, 1, feature_range),
                  "Each device_ptr in data_d must at least contain one data point!");
-    // the data_last_d vector must not be empty!
+    // the data_last_d vector must not be empty
     EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>{}, vec1, 1, feature_range),
                  "The data_last_d array may not be empty!");
     // the ptr in the data_last_d vector must not be empty
@@ -370,6 +371,33 @@ inline void test_device_reduction() {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data);
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_device_reduction_death_test() {
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    const mock_csvm_type svm{};
+
+    // the data_d vector must not be empty!
+    std::vector<device_ptr_type> vec1;
+    vec1.emplace_back(1, svm.devices_[0]);
+
+    std::vector<device_ptr_type> empty_device_ptr_vec{};
+    std::vector<device_ptr_type> one_element_device_ptr_vec(1);
+    std::vector<real_type> empty_buffer_vec{};
+    std::vector<real_type> one_element_buffer_vec(1);
+
+    // the buffer_d vector must not be empty
+    EXPECT_DEATH(svm.device_reduction(empty_device_ptr_vec, one_element_buffer_vec),
+                 "The buffer_d array may not be empty!");
+    // the ptr in the buffer_d vector must not be empty
+    EXPECT_DEATH(svm.device_reduction(one_element_device_ptr_vec, one_element_buffer_vec),
+                 "Each device_ptr in buffer_d must at least contain one data point!");
+    // the buffer vector must not be empty
+    EXPECT_DEATH(svm.device_reduction(vec1, empty_buffer_vec),
+                 "The buffer array may not be empty!");
+}
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_select_num_used_devices(const plssvm::kernel_function_type kernel_type) {
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected

From 1aea0503c3b0ffd76ded4dd04c062f74bc6f2c1d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Oct 2022 16:24:21 +0200
Subject: [PATCH 0443/1010] Add new assertions and the according death tests.

---
 include/plssvm/backends/gpu_csvm.hpp |  9 +++++
 tests/backends/CUDA/cuda_csvm.cpp    | 10 +++++-
 tests/backends/generic_tests.hpp     | 51 ++++++++++++++++++++++++++--
 3 files changed, 66 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 66498984f..33643e850 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -399,6 +399,15 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::v
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
 void gpu_csvm<device_ptr_t, queue_t>::run_device_kernel(const std::size_t device, const parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const std::vector<std::size_t> &feature_ranges, const real_type QA_cost, const real_type add, const std::size_t dept, const std::size_t boundary_size) const {
+    PLSSVM_ASSERT(device < devices_.size(), "Requested device {}, but only {} device(s) are available!", device, devices_.size());
+    PLSSVM_ASSERT(!q_d.empty(), "The q_d device_ptr may not be empty!");
+    PLSSVM_ASSERT(!r_d.empty(), "The r_d device_ptr may not be empty!");
+    PLSSVM_ASSERT(!x_d.empty(), "The x_d device_ptr may not be empty!");
+    PLSSVM_ASSERT(!data_d.empty(), "The data_d device_ptr may not be empty!");
+    PLSSVM_ASSERT(std::adjacent_find(feature_ranges.cbegin(), feature_ranges.cend(), std::less_equal<>{}) != feature_ranges.cend(), "The feature ranges are not monotonically increasing!");
+    PLSSVM_ASSERT(add == real_type{ -1.0 } || add == real_type{ 1.0 }, "add must either by -1.0 or 1.0, but is {}!", add);
+    PLSSVM_ASSERT(dept > 0, "At least one data point must be used to calculate q!");
+
     const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
     const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
 
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index d75f47180..06ba32efb 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -151,7 +151,7 @@ template <typename T>
 class CUDACSVMCalculateWDeathTest : public CUDACSVMCalculateW<T> {};
 TYPED_TEST_SUITE(CUDACSVMCalculateWDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
-TYPED_TEST(CUDACSVMCalculateWDeathTest, calculate_w_death_test) {
+TYPED_TEST(CUDACSVMCalculateWDeathTest, calculate_w) {
    generic::test_calculate_w_death_test<TypeParam, mock_cuda_csvm>();
 }
 
@@ -163,6 +163,14 @@ TYPED_TEST(CUDACSVMRunDeviceKernel, run_device_kernel) {
    generic::test_run_device_kernel<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
+template <typename T>
+class CUDACSVMRunDeviceKernelDeathTest : public CUDACSVMRunDeviceKernel<T> {};
+TYPED_TEST_SUITE(CUDACSVMRunDeviceKernelDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMRunDeviceKernelDeathTest, run_device_kernel) {
+   generic::test_run_device_kernel_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+}
+
 template <typename T>
 class CUDACSVMDeviceReduction : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMDeviceReduction, util::real_type_gtest, naming::real_type_to_name);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index b9146b29f..82efa8b02 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -250,16 +250,16 @@ inline void test_calculate_w_death_test() {
     EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>(1), vec1, 1, feature_range),
                  "Each device_ptr in data_last_d must at least contain one data point!");
     // data_d and data_last_d must have the same size
-    EXPECT_DEATH(std::ignore = svm.calculate_w( vec1, vec2, vec1, 1, feature_range),
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec2, vec1, 1, feature_range),
                  "The number of used devices to the data_d and data_last_d vectors must be equal!: 1 != 2");
     // the alpha_d vector must not be empty!
-    EXPECT_DEATH(std::ignore = svm.calculate_w( vec1, vec1, std::vector<device_ptr_type>{}, 1, feature_range),
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, std::vector<device_ptr_type>{}, 1, feature_range),
                  "The alpha_d array may not be empty!");
     // the ptr in the alpha_d vector must not be empty
     EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, std::vector<device_ptr_type>(1), 1, feature_range),
                  "Each device_ptr in alpha_d must at least contain one data point!");
     // data_d and alpha_d must have the same size
-    EXPECT_DEATH(std::ignore = svm.calculate_w( vec1, vec1, vec2, 1, feature_range),
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec2, 1, feature_range),
                  "The number of used devices to the data_d and alpha_d vectors must be equal!: 1 != 2");
 
     // the number of data points must be greater than zero
@@ -326,6 +326,51 @@ inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_typ
     }
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_run_device_kernel_death_test(const plssvm::kernel_function_type kernel_type) {
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::run_device_kernel is protected
+    const mock_csvm_type svm{};
+
+    // valid feature_range
+    const std::vector<std::size_t> feature_range{ 0, 1 };
+
+    // the data_d vector must not be empty!
+    device_ptr_type ptr{ 1, svm.devices_[0] };
+    device_ptr_type empty_ptr{};
+
+    // the device id must be smaller than the total number of available devices
+    EXPECT_DEATH(svm.run_device_kernel(svm.num_available_devices(), params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 ::testing::HasSubstr(fmt::format("Requested device {}, but only {} device(s) are available!", svm.num_available_devices(), svm.num_available_devices())));
+    // the q_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, empty_ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The q_d device_ptr may not be empty!");
+    // the r_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, empty_ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The r_d device_ptr may not be empty!");
+    // the x_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, empty_ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The x_d device_ptr may not be empty!");
+    // the data_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, empty_ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The data_d device_ptr may not be empty!");
+
+    // the values in the feature_ranges vector must be monotonically increasing
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, { 1, 0 }, real_type{ 0.0 }, real_type{ 0.0 }, 1, 0),
+                 "The feature ranges are not monotonically increasing!");
+
+    // add must either be -1.0 or 1.0
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 0.0 }, 1, 0),
+                 "add must either by -1.0 or 1.0, but is 0!");
+    // at least one data point must be available
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 0, 0),
+                 "At least one data point must be used to calculate q!");
+}
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_device_reduction() {
     using namespace plssvm::operators;

From b2b736a777e65b807b623a0495136687aa4c241b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 11:38:20 +0100
Subject: [PATCH 0444/1010] Add more sanity checks.

---
 include/plssvm/backends/gpu_csvm.hpp |  54 ++++++---
 tests/backends/CUDA/cuda_csvm.cpp    | 173 +++++++++++++++------------
 tests/backends/generic_tests.hpp     |  82 +++++++++++++
 3 files changed, 214 insertions(+), 95 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 33643e850..79a82b20d 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -297,7 +297,7 @@ gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vec
     std::vector<device_ptr_type<real_type>> data_last_d(num_used_devices);
     std::vector<device_ptr_type<real_type>> data_d(num_used_devices);
 
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points_to_setup, boundary_size, num_features_to_setup)
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points_to_setup, boundary_size, num_features_to_setup)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
 
@@ -334,7 +334,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::generate_q(const paramet
     const std::size_t num_used_devices = data_d.size();
     std::vector<device_ptr_type<real_type>> q_d(num_used_devices);
 
-#pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
+    #pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         q_d[device] = device_ptr_type<real_type>{ num_data_points + boundary_size, devices_[device] };
         q_d[device].memset(0);
@@ -375,7 +375,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::v
     // create w vector and fill with zeros
     std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), std::size_t{ 0 }), real_type{ 0.0 });
 
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         // feature splitting on multiple devices
         const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
@@ -435,7 +435,7 @@ void gpu_csvm<device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_ty
             buffer += ret;
         }
 
-#pragma omp parallel for default(none) shared(buffer_d, buffer)
+        #pragma omp parallel for default(none) shared(buffer_d, buffer)
         for (typename std::vector<device_ptr_type<real_type>>::size_type device = 0; device < buffer_d.size(); ++device) {
             buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
         }
@@ -449,6 +449,13 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
                                                                                                                     std::vector<real_type> b,
                                                                                                                     const real_type eps,
                                                                                                                     const unsigned long long max_iter) const {
+    PLSSVM_ASSERT(!A.empty(), "The data must not be empty!");
+    PLSSVM_ASSERT(!A.front().empty(), "The data points must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(A.cbegin(), A.cend(), [&A](const std::vector<real_type> &data_point) { return data_point.size() == A.front().size(); }), "All data points must have the same number of features!");
+    PLSSVM_ASSERT(A.size() == b.size(), "The number of data points in the matrix A ({}) and the values in the right hand side vector ({}) must be the same!", A.size(), b.size());
+    PLSSVM_ASSERT(eps > real_type{ 0.0 }, "The stopping criterion in the CG algorithm must be greater than 0.0, but is {}!", eps);
+    PLSSVM_ASSERT(max_iter > 0, "The number of CG iterations must be greater than 0!");
+
     using namespace plssvm::operators;
 
     const std::size_t dept = A.size() - 1;
@@ -479,7 +486,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     std::vector<real_type> r(dept, 0.0);
     std::vector<device_ptr_type<real_type>> r_d(num_used_devices);
 
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         x_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
         x_d[device].memset(0);
@@ -491,7 +498,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     r_d[0].memcpy_to_device(b, 0, dept);
 
     std::vector<device_ptr_type<real_type>> q_d(num_used_devices);
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         q_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
         q_d[device].memset(0);
@@ -531,8 +538,8 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         }
         iteration_start_time = std::chrono::steady_clock::now();
 
-// Ad = A * r (q = A * d)
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
+        // Ad = A * r (q = A * d)
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             Ad_d[device].memset(0);
             r_d[device].memset(0, dept);
@@ -548,13 +555,13 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         // (x = x + alpha * d)
         x += alpha_cd * d;
 
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             x_d[device].memcpy_to_device(x, 0, dept);
         }
 
         if (run % 50 == 49) {
-#pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
+            #pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
                     // r = b
@@ -589,8 +596,8 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         // d = beta * d + r
         d = beta * d + r;
 
-// r_d = d
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
+        // r_d = d
+        #pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
             r_d[device].memcpy_to_device(d, 0, dept);
         }
@@ -618,7 +625,22 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
 
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
-std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
+std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(const parameter<real_type> &params,
+                                                                            const std::vector<std::vector<real_type>> &support_vectors,
+                                                                            const std::vector<real_type> &alpha,
+                                                                            real_type rho,
+                                                                            std::vector<real_type> &w,
+                                                                            const std::vector<std::vector<real_type>> &predict_points) const {
+    PLSSVM_ASSERT(!support_vectors.empty(), "The support vectors must not be empty!");
+    PLSSVM_ASSERT(!support_vectors.front().empty(), "The support vectors must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(support_vectors.cbegin(), support_vectors.cend(), [&support_vectors](const std::vector<real_type> &data_point) { return data_point.size() == support_vectors.front().size(); }), "All support vectors must have the same number of features!");
+    PLSSVM_ASSERT(support_vectors.size() == alpha.size(), "The number of support vectors ({}) and number of weights ({}) must be the same!", support_vectors.size(), alpha.size());
+    PLSSVM_ASSERT(w.empty() || support_vectors.front().size() == w.size(), "Either w must be empty or contain exactly the same number of values ({}) as features are present ({})!", w.size(), support_vectors.front().size());
+    PLSSVM_ASSERT(!predict_points.empty(), "The data points to predict must not be empty!");
+    PLSSVM_ASSERT(!predict_points.front().empty(), "The data points to predict must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(predict_points.cbegin(), predict_points.cend(), [&predict_points](const std::vector<real_type> &data_point) { return data_point.size() == predict_points.front().size(); }), "All data points to predict must have the same number of features!");
+    PLSSVM_ASSERT(support_vectors.front().size() == predict_points.front().size(), "The number of features in the support vectors ({}) must be the same as in the data points to predict ({})!", support_vectors.front().size(), predict_points.front().size());
+
     using namespace plssvm::operators;
 
     const std::size_t num_support_vectors = support_vectors.size();
@@ -631,7 +653,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
     auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
 
     std::vector<device_ptr_type<real_type>> alpha_d(num_used_devices);
-#pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
+    #pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         alpha_d[device] = device_ptr_type<real_type>{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
         alpha_d[device].memset(0);
@@ -646,8 +668,8 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
     }
 
     if (params.kernel_type == kernel_function_type::linear) {
-// use faster methode in case of the linear kernel function
-#pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
+        // use faster methode in case of the linear kernel function
+        #pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < num_predict_points; ++i) {
             out[i] = transposed<real_type>{ w } * predict_points[i] + -rho;
         }
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 06ba32efb..1807e2892 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -1,21 +1,21 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for the functionality related to the CUDA backend.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functionality related to the CUDA backend.
+ */
 
 #include "backends/CUDA/mock_cuda_csvm.hpp"
 
 #include "plssvm/backends/CUDA/csvm.hpp"        // plssvm::openmp::csvm
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::openmp::backend_exception
-#include "plssvm/data_set.hpp"                    // plssvm::data_set
-#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                   // plssvm::detail::data_set
-#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+#include "plssvm/data_set.hpp"                  // plssvm::data_set
+#include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                 // plssvm::detail::data_set
+#include "plssvm/target_platforms.hpp"          // plssvm::target_platform
 
 #include "backends/compare.hpp"        // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
 #include "backends/generic_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
@@ -33,66 +33,66 @@ class CUDACSVM : public ::testing::Test, private util::redirect_output {};
 // check whether the constructor correctly fails when using an incompatible target platform
 TEST_F(CUDACSVM, construct_parameter) {
 #if defined(PLSSVM_HAS_NVIDIA_TARGET)
-   // the automatic target platform must always be available
-   EXPECT_NO_THROW(plssvm::cuda::csvm{ plssvm::parameter{} });
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW(plssvm::cuda::csvm{ plssvm::parameter{} });
 #else
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::parameter{} },
+    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::parameter{} },
                       plssvm::cuda::backend_exception,
                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 }
 TEST_F(CUDACSVM, construct_target_and_parameter) {
-   // create parameter struct
-   const plssvm::parameter params{};
+    // create parameter struct
+    const plssvm::parameter params{};
 
 #if defined(PLSSVM_HAS_NVIDIA_TARGET)
-   // only automatic or gpu_nvidia are allowed as target platform for the CUDA backend
-   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }));
-   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+    // only automatic or gpu_nvidia are allowed as target platform for the CUDA backend
+    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }));
+    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }));
 #else
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, params },
-                     plssvm::cuda::backend_exception,
-                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params },
-                     plssvm::cuda::backend_exception,
-                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, params },
+                      plssvm::cuda::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params },
+                      plssvm::cuda::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 
-   // all other target platforms must throw
-   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::cpu, params }),
-                     plssvm::cuda::backend_exception,
-                     "Invalid target platform 'cpu' for the CUDA backend!");
-   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_amd, params }),
-                     plssvm::cuda::backend_exception,
-                     "Invalid target platform 'gpu_amd' for the CUDA backend!");
-   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_intel, params }),
-                     plssvm::cuda::backend_exception,
-                     "Invalid target platform 'gpu_intel' for the CUDA backend!");
+    // all other target platforms must throw
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::cpu, params }),
+                      plssvm::cuda::backend_exception,
+                      "Invalid target platform 'cpu' for the CUDA backend!");
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_amd, params }),
+                      plssvm::cuda::backend_exception,
+                      "Invalid target platform 'gpu_amd' for the CUDA backend!");
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_intel, params }),
+                      plssvm::cuda::backend_exception,
+                      "Invalid target platform 'gpu_intel' for the CUDA backend!");
 }
 TEST_F(CUDACSVM, construct_target_and_named_args) {
 #if defined(PLSSVM_HAS_NVIDIA_TARGET)
-   // only automatic or gpu_nvidia are allowed as target platform for the CUDA backend
-   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-   EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+    // only automatic or gpu_nvidia are allowed as target platform for the CUDA backend
+    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
 #else
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
-                     plssvm::cuda::backend_exception,
-                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-   EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 },
-                     plssvm::cuda::backend_exception,
-                     "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
+                      plssvm::cuda::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 },
+                      plssvm::cuda::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
 
-   // all other target platforms must throw
-   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }),
-                     plssvm::cuda::backend_exception,
-                     "Invalid target platform 'cpu' for the CUDA backend!");
-   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }),
-                     plssvm::cuda::backend_exception,
-                     "Invalid target platform 'gpu_amd' for the CUDA backend!");
-   EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }),
-                     plssvm::cuda::backend_exception,
-                     "Invalid target platform 'gpu_intel' for the CUDA backend!");
+    // all other target platforms must throw
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }),
+                      plssvm::cuda::backend_exception,
+                      "Invalid target platform 'cpu' for the CUDA backend!");
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }),
+                      plssvm::cuda::backend_exception,
+                      "Invalid target platform 'gpu_amd' for the CUDA backend!");
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }),
+                      plssvm::cuda::backend_exception,
+                      "Invalid target platform 'gpu_intel' for the CUDA backend!");
 }
 
 TEST_F(CUDACSVM, num_available_devices) {
@@ -104,11 +104,19 @@ class CUDACSVMSolveSystemOfLinearEquations : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMSolveSystemOfLinearEquations, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_trivial) {
-   SCOPED_TRACE("plssvm::kernel_function_type::linear");
-   generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
-   SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
-   generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
-   // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
+    SCOPED_TRACE("plssvm::kernel_function_type::linear");
+    generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
+    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
+    generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
+    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
+}
+
+template <typename T>
+class CUDACSVMSolveSystemOfLinearEquationsDeathTest : public CUDACSVMSolveSystemOfLinearEquations<T> {};
+TYPED_TEST_SUITE(CUDACSVMSolveSystemOfLinearEquationsDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMSolveSystemOfLinearEquationsDeathTest, solve_system_of_linear_equations) {
+    generic::test_solve_system_of_linear_equations_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -116,11 +124,19 @@ class CUDACSVMPredictValues : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMPredictValues, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMPredictValues, predict_values) {
-   SCOPED_TRACE("plssvm::kernel_function_type::linear");
-   generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
-   SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
-   generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
-   // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
+    SCOPED_TRACE("plssvm::kernel_function_type::linear");
+    generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
+    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
+    generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
+    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
+}
+
+template <typename T>
+class CUDACSVMPredictValuesDeathTest : public CUDACSVMPredictValues<T> {};
+TYPED_TEST_SUITE(CUDACSVMPredictValuesDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMPredictValuesDeathTest, predict_values) {
+    generic::test_predict_values_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -128,7 +144,7 @@ class CUDACSVMGenerateQ : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMGenerateQ, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(CUDACSVMGenerateQ, generate_q) {
-   generic::test_generate_q<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+    generic::test_generate_q<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -136,7 +152,7 @@ class CUDACSVMGenerateQDeathTest : public CUDACSVMGenerateQ<T> {};
 TYPED_TEST_SUITE(CUDACSVMGenerateQDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(CUDACSVMGenerateQDeathTest, generate_q) {
-   generic::test_generate_q_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+    generic::test_generate_q_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -144,7 +160,7 @@ class CUDACSVMCalculateW : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMCalculateW, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMCalculateW, calculate_w) {
-   generic::test_calculate_w<TypeParam, mock_cuda_csvm>();
+    generic::test_calculate_w<TypeParam, mock_cuda_csvm>();
 }
 
 template <typename T>
@@ -152,7 +168,7 @@ class CUDACSVMCalculateWDeathTest : public CUDACSVMCalculateW<T> {};
 TYPED_TEST_SUITE(CUDACSVMCalculateWDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMCalculateWDeathTest, calculate_w) {
-   generic::test_calculate_w_death_test<TypeParam, mock_cuda_csvm>();
+    generic::test_calculate_w_death_test<TypeParam, mock_cuda_csvm>();
 }
 
 template <typename T>
@@ -160,7 +176,7 @@ class CUDACSVMRunDeviceKernel : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMRunDeviceKernel, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(CUDACSVMRunDeviceKernel, run_device_kernel) {
-   generic::test_run_device_kernel<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+    generic::test_run_device_kernel<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -168,7 +184,7 @@ class CUDACSVMRunDeviceKernelDeathTest : public CUDACSVMRunDeviceKernel<T> {};
 TYPED_TEST_SUITE(CUDACSVMRunDeviceKernelDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(CUDACSVMRunDeviceKernelDeathTest, run_device_kernel) {
-   generic::test_run_device_kernel_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+    generic::test_run_device_kernel_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -176,7 +192,7 @@ class CUDACSVMDeviceReduction : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMDeviceReduction, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMDeviceReduction, device_reduction) {
-   generic::test_device_reduction<TypeParam, mock_cuda_csvm>();
+    generic::test_device_reduction<TypeParam, mock_cuda_csvm>();
 }
 
 template <typename T>
@@ -184,7 +200,7 @@ class CUDACSVMDeviceReductionDeathTest : public CUDACSVMDeviceReduction<T> {};
 TYPED_TEST_SUITE(CUDACSVMDeviceReductionDeathTest, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMDeviceReductionDeathTest, device_reduction) {
-   generic::test_device_reduction_death_test<TypeParam, mock_cuda_csvm>();
+    generic::test_device_reduction_death_test<TypeParam, mock_cuda_csvm>();
 }
 
 template <typename T>
@@ -192,7 +208,7 @@ class CUDACSVMSelectNumUsedDevices : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMSelectNumUsedDevices, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(CUDACSVMSelectNumUsedDevices, select_num_used_devices) {
-   generic::test_select_num_used_devices<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+    generic::test_select_num_used_devices<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
 template <typename T>
@@ -200,10 +216,10 @@ class CUDACSVMSetupDataOnDevice : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMSetupDataOnDevice, util::real_type_gtest, naming::real_type_to_name);
 
 TYPED_TEST(CUDACSVMSetupDataOnDevice, setup_data_on_device_minimal) {
-   generic::test_setup_data_on_device_minimal<TypeParam, mock_cuda_csvm>();
+    generic::test_setup_data_on_device_minimal<TypeParam, mock_cuda_csvm>();
 }
 TYPED_TEST(CUDACSVMSetupDataOnDevice, setup_data_on_device) {
-   generic::test_setup_data_on_device<TypeParam, mock_cuda_csvm>();
+    generic::test_setup_data_on_device<TypeParam, mock_cuda_csvm>();
 }
 
 template <typename T>
@@ -214,15 +230,14 @@ TYPED_TEST(CUDACSVMSetupDataOnDeviceDeathTest, sanity_checks) {
     generic::test_setup_data_on_device_death_test<TypeParam, mock_cuda_csvm>();
 }
 
-
 template <typename T>
 class CUDACSVMPredictAndScore : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMPredictAndScore, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
 
 TYPED_TEST(CUDACSVMPredictAndScore, predict) {
-   generic::test_predict<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
+    generic::test_predict<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
 }
 
 TYPED_TEST(CUDACSVMPredictAndScore, score) {
-   generic::test_score<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
+    generic::test_score<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
 }
\ No newline at end of file
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 82efa8b02..c08d190b9 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -70,6 +70,42 @@ inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_
     EXPECT_FLOATING_POINT_NEAR(std::abs(calculated_rho) - std::numeric_limits<real_type>::epsilon(), std::numeric_limits<real_type>::epsilon());
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_solve_system_of_linear_equations_death_test(const plssvm::kernel_function_type kernel_function) {
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel_function };
+
+    const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
+
+    // empty data is not allowed
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{}, b, real_type{ 0.1 }, 2),
+                 "The data must not be empty!");
+    // empty features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, b, real_type{ 0.1 }, 2)),
+                 "The data points must contain at least one feature!");
+    // all data points must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, b, real_type{ 0.1 }, 2)),
+                 "All data points must have the same number of features!");
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+
+    // the number of data points and values in b must be the same
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, std::vector<real_type>{ }, 0.1, 2),
+                 ::testing::HasSubstr("The number of data points in the matrix A (2) and the values in the right hand side vector (0) must be the same!"));
+    // the stopping criterion must be greater than zero
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.0 }, 2),
+                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is 0!");
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ -0.1 }, 2),
+                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is -0.1!");
+    // at least one CG iteration must be performed
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.1 }, 0),
+                 "The number of CG iterations must be greater than 0!");
+}
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     // create parameter struct
@@ -113,6 +149,52 @@ inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     }
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_predict_values_death_test(const plssvm::kernel_function_type kernel_function) {
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel_function };
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+    const std::vector<real_type> alpha{ real_type{ 1.0 }, real_type{ 2.0 } };
+    std::vector<real_type> w{};
+
+    // empty support vector data is not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{}, alpha, real_type{ 0.0 }, w, data)),
+                 "The support vectors must not be empty!");
+    // empty support vector features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, alpha, real_type{ 0.0 }, w, data)),
+                 "The support vectors must contain at least one feature!");
+    // all support vector must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, alpha, real_type{ 0.0 }, w, data)),
+                 "All support vectors must have the same number of features!");
+
+    // number of support vectors and weights must be the same
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, std::vector<real_type>{ real_type{ 1.0 } }, real_type{ 0.0 }, w, data)),
+                 ::testing::HasSubstr("The number of support vectors (2) and number of weights (1) must be the same!"));
+    // either w must be empty or contain num features many entries
+    w.resize(1);
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, data)),
+                 ::testing::HasSubstr("Either w must be empty or contain exactly the same number of values (1) as features are present (2)!"));
+    w.clear();
+
+    // empty data points to predict is not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{})),
+                 "The data points to predict must not be empty!");
+    // empty data points to predict features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{} })),
+                 "The data points to predict must contain at least one feature!");
+    // all data points to predict must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } })),
+                 "All data points to predict must have the same number of features!");
+    // the number of features in the support vectors and data points to predict must be the same
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 2.0 } } })),
+                 ::testing::HasSubstr("The number of features in the support vectors (2) must be the same as in the data points to predict (1)!"));
+}
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_generate_q(const plssvm::kernel_function_type kernel_type) {
     // create parameter struct

From 9c1f8ebae7ea109dac48e8ec25f802b0427fb7da Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 11:44:49 +0100
Subject: [PATCH 0445/1010] Add more sanity checks.

---
 include/plssvm/backends/gpu_csvm.hpp | 2 ++
 tests/backends/CUDA/cuda_csvm.cpp    | 8 ++++++++
 tests/backends/generic_tests.hpp     | 9 +++++++++
 3 files changed, 19 insertions(+)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 79a82b20d..5a72f1ae0 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -254,6 +254,8 @@ class gpu_csvm : public ::plssvm::csvm {
 
 template <template <typename> typename device_ptr_t, typename queue_t>
 std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kernel_function_type kernel, const std::size_t num_features) const noexcept {
+    PLSSVM_ASSERT(num_features > 0 , "At lest one feature must be given!");
+
     // polynomial and rbf kernel currently only support single GPU execution
     if ((kernel == kernel_function_type::polynomial || kernel == kernel_function_type::rbf) && devices_.size() > 1) {
         std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 1807e2892..ba8bab14f 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -211,6 +211,14 @@ TYPED_TEST(CUDACSVMSelectNumUsedDevices, select_num_used_devices) {
     generic::test_select_num_used_devices<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
 }
 
+template <typename T>
+class CUDACSVMSelectNumUsedDevicesDeathTest : public CUDACSVMSelectNumUsedDevices<T> {};
+TYPED_TEST_SUITE(CUDACSVMSelectNumUsedDevicesDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
+
+TYPED_TEST(CUDACSVMSelectNumUsedDevicesDeathTest, select_num_used_devices) {
+    generic::test_select_num_used_devices_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
+}
+
 template <typename T>
 class CUDACSVMSetupDataOnDevice : public CUDACSVM {};
 TYPED_TEST_SUITE(CUDACSVMSetupDataOnDevice, util::real_type_gtest, naming::real_type_to_name);
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index c08d190b9..563388fd8 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -541,6 +541,15 @@ inline void test_select_num_used_devices(const plssvm::kernel_function_type kern
     EXPECT_EQ(svm.select_num_used_devices(kernel_type, 1), 1);
 }
 
+template <typename real_type, typename mock_csvm_type>
+inline void test_select_num_used_devices_death_test(const plssvm::kernel_function_type kernel_type) {
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
+    const mock_csvm_type svm{};
+
+    // at least one feature must be provided
+    EXPECT_DEATH( std::ignore = svm.select_num_used_devices(kernel_type, 0), "At lest one feature must be given!");
+}
+
 template <typename real_type, typename mock_csvm_type>
 inline void test_setup_data_on_device_minimal() {
     // minimal example

From 92e1bee6c66b769dd5ed3be6e9f00e78d4c63ecf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 11:55:09 +0100
Subject: [PATCH 0446/1010] Add missing includes.

---
 include/plssvm/backends/gpu_csvm.hpp | 26 +++++++++++++++++---------
 1 file changed, 17 insertions(+), 9 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 5a72f1ae0..6bf5d4673 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -13,12 +13,23 @@
 #define PLSSVM_BACKENDS_GPU_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"  // plssvm::csvm
-#include "plssvm/detail/execution_range.hpp"
-#include "plssvm/detail/layout.hpp"
-#include "plssvm/parameter.hpp"  // plssvm::parameter
-
-#include <vector>  // std::vector
+#include "plssvm/csvm.hpp"                    // plssvm::csvm
+#include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
+#include "plssvm/detail/layout.hpp"           // plssvm::detail::{transform_to_layout, layout_type}
+#include "plssvm/parameter.hpp"               // plssvm::parameter
+
+#include "fmt/chrono.h"  // output std::chrono times using {fmt}
+#include "fmt/core.h"    // fmt::format
+
+#include <algorithm>   // std::min, std::all_of, std::adjacent_find
+#include <chrono>      // std::chrono::{milliseconds, steady_clock, duration_cast}
+#include <cmath>       // std::ceil
+#include <cstddef>     // std::size_t
+#include <iostream>    // std::clog, std::cout, std::endl
+#include <functional>  // std::less_equal
+#include <tuple>       // std::tuple, std::make_tuple
+#include <utility>     // std::forward, std::pair, std::move, std::make_pair
+#include <vector>      // std::vector
 
 namespace plssvm::detail {
 
@@ -166,9 +177,6 @@ class gpu_csvm : public ::plssvm::csvm {
      */
     template <typename real_type>
     void device_reduction(std::vector<device_ptr_type<real_type>> &buffer_d, std::vector<real_type> &buffer) const;
-    // TODO: order!
-    // TODO: assertions?!
-    // TODO: API :/
 
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //

From e128bc64ee74a6d9e8f46e9cceb0a9610a8fa4b7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 12:11:39 +0100
Subject: [PATCH 0447/1010] Add new exception tests.

---
 tests/backends/CUDA/CMakeLists.txt |  1 +
 tests/backends/CUDA/exceptions.cpp | 62 ++++++++++++++++++++++++++++++
 2 files changed, 63 insertions(+)
 create mode 100644 tests/backends/CUDA/exceptions.cpp

diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index 1a0c39928..cb7f18aae 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -10,6 +10,7 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 # list all necessary sources
 set(PLSSVM_CUDA_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
 # add test executable
diff --git a/tests/backends/CUDA/exceptions.cpp b/tests/backends/CUDA/exceptions.cpp
new file mode 100644
index 000000000..3d0880971
--- /dev/null
+++ b/tests/backends/CUDA/exceptions.cpp
@@ -0,0 +1,62 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for the custom exception classes related to the CUDA backend.
+*/
+
+#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::split
+
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+
+#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
+
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
+
+// helper function returning an exception used to be able to name the source location function
+plssvm::cuda::backend_exception dummy(const std::string &msg) {
+   return plssvm::cuda::backend_exception{ msg };
+}
+
+// check whether throwing exceptions works as intended
+TEST(OpenMPExceptions, throwing_excpetion) {
+   // throw the specified exception
+   EXPECT_THROW_WHAT(throw plssvm::cuda::backend_exception{ "exception message" }, plssvm::cuda::backend_exception, "exception message");
+}
+
+// check whether the source location information are populated correctly
+TEST(OpenMPExceptions, exception_source_location) {
+   const plssvm::cuda::backend_exception exc = dummy("exception message");
+
+   EXPECT_EQ(exc.loc().file_name(), __FILE__);
+   EXPECT_THAT(exc.loc().function_name(), ::testing::HasSubstr("dummy"));
+   EXPECT_EQ(exc.loc().line(), 26);   // attention: hardcoded line!
+   EXPECT_EQ(exc.loc().column(), 0);  // attention: always 0!
+}
+
+// check whether what message including the source location information is assembled correctly
+TEST(OpenMPExceptions, exception_what_with_source_location) {
+   const plssvm::cuda::backend_exception exc = dummy("exception message");
+
+   // get exception message with source location information split into a vector of separate lines
+   const std::string what = exc.what_with_loc();
+   const std::vector<std::string_view> what_lines = plssvm::detail::split(what, '\n');
+
+   // check the number of lines in the "what" message
+   ASSERT_EQ(what_lines.size(), 5);
+
+   // check the "what" message content
+   EXPECT_EQ(what_lines[0], "exception message");
+   EXPECT_EQ(what_lines[1], "cuda::backend_exception thrown:");
+   EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
+   EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
+   EXPECT_EQ(what_lines[4], "  @ line       26");
+}
\ No newline at end of file

From dc7b35d1af9ab91272d439f66b02beec37d0889f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 12:11:59 +0100
Subject: [PATCH 0448/1010] Add explicit cast for narrowing conversion.

---
 src/plssvm/backends/CUDA/csvm.cu | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 043eb291e..af9870a58 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -96,7 +96,7 @@ template <typename real_type>
 void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::set_device(device);
+    detail::set_device(static_cast<queue_type>(device));
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             cuda::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
@@ -120,7 +120,7 @@ template <typename real_type>
 void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::set_device(device);
+    detail::set_device(static_cast<queue_type>(device));
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             cuda::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
@@ -144,7 +144,7 @@ template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::set_device(device);
+    detail::set_device(static_cast<queue_type>(device));
     cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }

From b34c689dc75a4a9687919384ee5b751e3c6fdab9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 12:12:09 +0100
Subject: [PATCH 0449/1010] Add additional check.

---
 include/plssvm/backends/CUDA/detail/utility.cuh | 1 +
 src/plssvm/backends/CUDA/detail/utility.cu      | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/include/plssvm/backends/CUDA/detail/utility.cuh b/include/plssvm/backends/CUDA/detail/utility.cuh
index 76a0262dc..508b642fe 100644
--- a/include/plssvm/backends/CUDA/detail/utility.cuh
+++ b/include/plssvm/backends/CUDA/detail/utility.cuh
@@ -36,6 +36,7 @@ void gpu_assert(cudaError_t code);
 /**
  * @brief Set the device @p device to the active CUDA device.
  * @param[in] device the now active device
+ * @throws plssvm::cuda::backend_exception if the given device ID is smaller than 0 or greater or equal than the available number of devices
  */
 void set_device(int device);
 
diff --git a/src/plssvm/backends/CUDA/detail/utility.cu b/src/plssvm/backends/CUDA/detail/utility.cu
index d29d9dc08..3f032a7d9 100644
--- a/src/plssvm/backends/CUDA/detail/utility.cu
+++ b/src/plssvm/backends/CUDA/detail/utility.cu
@@ -27,6 +27,9 @@ void gpu_assert(const cudaError_t code) {
 }
 
 void set_device(const int device) {
+    if (device < 0 || device >= static_cast<int>(get_device_count())) {
+        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), device) };
+    }
     PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(device));
 }
 

From 3867a9172f7e33621c02d4f255ad035ac60e6df7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 12:27:08 +0100
Subject: [PATCH 0450/1010] Add missing include guards.

---
 include/plssvm/backends/CUDA/detail/atomics.cuh    | 6 +++++-
 include/plssvm/backends/CUDA/detail/device_ptr.cuh | 6 +++++-
 include/plssvm/backends/CUDA/detail/utility.cuh    | 6 +++++-
 3 files changed, 15 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/backends/CUDA/detail/atomics.cuh b/include/plssvm/backends/CUDA/detail/atomics.cuh
index 2fc83f3bf..42e553516 100644
--- a/include/plssvm/backends/CUDA/detail/atomics.cuh
+++ b/include/plssvm/backends/CUDA/detail/atomics.cuh
@@ -9,6 +9,8 @@
  * @brief Defines an atomic add function for double precision floating point types for older CUDA architectures.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_DETAIL_ATOMICS_HPP_
+#define PLSSVM_BACKENDS_CUDA_DETAIL_ATOMICS_HPP_
 #pragma once
 
 namespace plssvm::cuda::detail {
@@ -32,4 +34,6 @@ __device__ __forceinline__ double atomicAdd(double *addr, const double val) {
 }
 #endif
 
-}  // namespace plssvm::cuda::detail
\ No newline at end of file
+}  // namespace plssvm::cuda::detail
+
+#endif  // PLSSVM_BACKENDS_CUDA_DETAIL_ATOMICS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/CUDA/detail/device_ptr.cuh b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
index 1e1408ed8..155c33868 100644
--- a/include/plssvm/backends/CUDA/detail/device_ptr.cuh
+++ b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
@@ -9,6 +9,8 @@
  * @brief Small wrapper around a CUDA device pointer.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_DETAIL_DEVICE_PTR_HPP_
+#define PLSSVM_BACKENDS_CUDA_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
 #include "plssvm/backends/gpu_device_ptr.hpp"  // plssvm::detail::gpu_device_ptr
@@ -94,4 +96,6 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
 extern template class device_ptr<float>;
 extern template class device_ptr<double>;
 
-}  // namespace plssvm::cuda::detail
\ No newline at end of file
+}  // namespace plssvm::cuda::detail
+
+#endif  // PLSSVM_BACKENDS_CUDA_DETAIL_DEVICE_PTR_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/CUDA/detail/utility.cuh b/include/plssvm/backends/CUDA/detail/utility.cuh
index 508b642fe..d731d624b 100644
--- a/include/plssvm/backends/CUDA/detail/utility.cuh
+++ b/include/plssvm/backends/CUDA/detail/utility.cuh
@@ -9,6 +9,8 @@
  * @brief Utility functions for the CUDA backend.
  */
 
+#ifndef PLSSVM_BACKENDS_CUDA_DETAIL_UTILITY_HPP_
+#define PLSSVM_BACKENDS_CUDA_DETAIL_UTILITY_HPP_
 #pragma once
 
 /**
@@ -53,4 +55,6 @@ void peek_at_last_error();
  */
 void device_synchronize(int device);
 
-}  // namespace plssvm::cuda::detail
\ No newline at end of file
+}  // namespace plssvm::cuda::detail
+
+#endif  // PLSSVM_BACKENDS_CUDA_DETAIL_UTILITY_HPP_
\ No newline at end of file

From 360c3b0c502426f416794893db24da1c29793d23 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 14:58:30 +0100
Subject: [PATCH 0451/1010] Add some tests for the CUDA utility functions.

---
 src/plssvm/backends/CUDA/detail/utility.cu |  6 +--
 tests/backends/CUDA/CMakeLists.txt         |  1 +
 tests/backends/CUDA/utility.cpp            | 55 ++++++++++++++++++++++
 3 files changed, 59 insertions(+), 3 deletions(-)
 create mode 100644 tests/backends/CUDA/utility.cpp

diff --git a/src/plssvm/backends/CUDA/detail/utility.cu b/src/plssvm/backends/CUDA/detail/utility.cu
index 3f032a7d9..95abc65c8 100644
--- a/src/plssvm/backends/CUDA/detail/utility.cu
+++ b/src/plssvm/backends/CUDA/detail/utility.cu
@@ -16,7 +16,7 @@ namespace plssvm::cuda::detail {
 
 void gpu_assert(const cudaError_t code) {
     if (code != cudaSuccess) {
-        throw backend_exception{ fmt::format("CUDA assert {}: {}", cudaGetErrorName(code), cudaGetErrorString(code)) };
+        throw backend_exception{ fmt::format("CUDA assert '{}' ({}): {}", cudaGetErrorName(code), code, cudaGetErrorString(code)) };
     }
 }
 
@@ -28,7 +28,7 @@ void gpu_assert(const cudaError_t code) {
 
 void set_device(const int device) {
     if (device < 0 || device >= static_cast<int>(get_device_count())) {
-        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), device) };
+        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", get_device_count(), device) };
     }
     PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(device));
 }
@@ -39,7 +39,7 @@ void peek_at_last_error() {
 
 void device_synchronize(const int device) {
     if (device < 0 || device >= static_cast<int>(get_device_count())) {
-        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), device) };
+        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", get_device_count(), device) };
     }
     peek_at_last_error();
     PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(device));
diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index cb7f18aae..e6f1d7f3f 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -11,6 +11,7 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 set(PLSSVM_CUDA_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
 )
 
 # add test executable
diff --git a/tests/backends/CUDA/utility.cpp b/tests/backends/CUDA/utility.cpp
new file mode 100644
index 000000000..168799470
--- /dev/null
+++ b/tests/backends/CUDA/utility.cpp
@@ -0,0 +1,55 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom utility functions related to the CUDA backend.
+ */
+
+// necessary only for compiling the tests
+#include "cuda_runtime.h"  // cudaError_t
+
+#include "plssvm/backends/CUDA/detail/utility.cuh"  // plssvm::cuda::{set_device, device_synchronize}
+
+#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
+
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
+#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+
+TEST(CUDAUtility, gpu_assert) {
+    // cudaSuccess must not throw
+    EXPECT_NO_THROW(PLSSVM_CUDA_ERROR_CHECK(cudaSuccess));
+    EXPECT_NO_THROW(plssvm::cuda::detail::gpu_assert(cudaSuccess));
+
+    // any other code must throw
+    EXPECT_THROW_WHAT_MATCHER(PLSSVM_CUDA_ERROR_CHECK(cudaErrorInvalidValue),
+                              plssvm::cuda::backend_exception,
+                              ::testing::StartsWith("CUDA assert 'cudaErrorInvalidValue' (1):"));
+    EXPECT_THROW_WHAT_MATCHER(plssvm::cuda::detail::gpu_assert(cudaErrorInvalidValue),
+                              plssvm::cuda::backend_exception,
+                              ::testing::StartsWith("CUDA assert 'cudaErrorInvalidValue' (1):"));
+}
+
+TEST(CUDAUtility, get_device_count) {
+    // must not return a negative number
+    EXPECT_GE(plssvm::cuda::detail::get_device_count(), 0);
+}
+
+TEST(CUDAUtility, set_device) {
+    // exception must be thrown if an illegal device ID has been provided
+    EXPECT_THROW_WHAT(plssvm::cuda::detail::set_device(plssvm::cuda::detail::get_device_count()),
+                      plssvm::cuda::backend_exception,
+                      fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", plssvm::cuda::detail::get_device_count(), plssvm::cuda::detail::get_device_count()));
+}
+
+TEST(CUDAUtility, device_synchronize) {
+    // exception must be thrown if an illegal device ID has been provided
+    EXPECT_THROW_WHAT(plssvm::cuda::detail::device_synchronize(plssvm::cuda::detail::get_device_count()),
+                      plssvm::cuda::backend_exception,
+                      fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", plssvm::cuda::detail::get_device_count(), plssvm::cuda::detail::get_device_count()));
+}
\ No newline at end of file

From 4be4089a2e5458e7f521abf7065b75a87bc273fc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 14:59:42 +0100
Subject: [PATCH 0452/1010] Remove now obsolete file.

---
 src/plssvm/backends/gpu_csvm.cpp | 437 -------------------------------
 1 file changed, 437 deletions(-)
 delete mode 100644 src/plssvm/backends/gpu_csvm.cpp

diff --git a/src/plssvm/backends/gpu_csvm.cpp b/src/plssvm/backends/gpu_csvm.cpp
deleted file mode 100644
index 2f9eae26d..000000000
--- a/src/plssvm/backends/gpu_csvm.cpp
+++ /dev/null
@@ -1,437 +0,0 @@
-#include "plssvm/backends/gpu_csvm.hpp"
-
-#include "plssvm/constants.hpp"               // plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
-#include "plssvm/csvm.hpp"                    // plssvm::csvm
-#include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
-#include "plssvm/detail/operators.hpp"        // various operator overloads for std::vector and scalars
-#include "plssvm/exceptions/exceptions.hpp"   // plssvm::exception
-#include "plssvm/parameter.hpp"               // plssvm::parameter
-
-#include "plssvm/detail/layout.hpp"
-
-#if defined(PLSSVM_HAS_CUDA_BACKEND)
-    // used for explicitly instantiating the CUDA backend
-    #include "plssvm/backends/CUDA/detail/device_ptr.cuh"
-#endif
-#if defined(PLSSVM_HAS_HIP_BACKEND)
-    // used for explicitly instantiating the HIP backend
-    #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"
-#endif
-#if defined(PLSSVM_HAS_OPENCL_BACKEND)
-    // used for explicitly instantiating the OpenCL backend
-    #include "plssvm/backends/OpenCL/detail/command_queue.hpp"
-    #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"
-#endif
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-    // used for explicitly instantiating the SYCL backend
-    #include "sycl/sycl.hpp"
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        #include "plssvm/backends/autogenerated/DPCPP/detail/constants.hpp"
-        #include "plssvm/backends/autogenerated/DPCPP/detail/device_ptr.hpp"
-    #endif
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        #include "plssvm/backends/autogenerated/hipSYCL/detail/constants.hpp"
-        #include "plssvm/backends/autogenerated/hipSYCL/detail/device_ptr.hpp"
-    #endif
-#endif
-
-#include "fmt/core.h"  // fmt::print, fmt::format
-
-#include <algorithm>  // std::all_of, std::min, std::max
-#include <chrono>     // std::chrono
-#include <cmath>      // std::ceil
-#include <cstddef>    // std::size_t
-#include <iostream>   // std::clog, std::endl
-#include <vector>     // std::vector
-
-namespace plssvm::detail {
-
-//template <typename device_ptr_t, typename queue_t>
-//template <typename real_type>
-//std::tuple<std::vector<device_ptr_t>, std::vector<device_ptr_t>, std::vector<std::size_t>>
-//gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<real_type>> &data,
-//                                                      const std::size_t num_data_points,
-//                                                      const std::size_t num_features,
-//                                                      const std::size_t boundary_size,
-//                                                      const std::size_t num_used_devices) const {
-//    // calculate the number of features per device
-//    std::vector<std::size_t> feature_ranges(num_used_devices + 1);
-//    for (typename std::vector<queue_type>::size_type device = 0; device <= num_used_devices; ++device) {
-//        feature_ranges[device] = device * num_features / num_used_devices;
-//    }
-//
-//    // transform 2D to 1D SoA data
-//    const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, data, boundary_size, num_data_points);
-//
-//    std::vector<device_ptr_type> data_last_d(num_used_devices);
-//    std::vector<device_ptr_type> data_d(num_used_devices);
-//
-//    #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, data_last_d, data_d, data, transformed_data) firstprivate(num_data_points, boundary_size, num_features)
-//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//        const std::size_t num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
-//
-//        // initialize data_last on device
-//        data_last_d[device] = device_ptr_type{ num_features_in_range + boundary_size, devices_[device] };
-//        data_last_d[device].memset(0);
-//        data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
-//
-//        const std::size_t device_data_size = num_features_in_range * (num_data_points + boundary_size);
-//        data_d[device] = device_ptr_type{ device_data_size, devices_[device] };
-//        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points + boundary_size), 0, device_data_size);
-//    }
-//
-//    return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
-//}
-//
-//template <typename device_ptr_t, typename queue_t>
-//template std::tuple<std::vector<device_ptr_t>, std::vector<device_ptr_t>, std::vector<std::size_t>> gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<float>> &, std::size_t, std::size_t, std::size_t, std::size_t) const;
-//template <typename device_ptr_t, typename queue_t>
-//template std::tuple<std::vector<device_ptr_t>, std::vector<device_ptr_t>, std::vector<std::size_t>> gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vector<double>> &, std::size_t, std::size_t, std::size_t, std::size_t) const;
-
-//template <typename T, typename device_ptr_t, typename queue_t>
-//auto gpu_csvm<T, device_ptr_t, queue_t>::generate_q(const parameter<real_type> &params, const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type boundary_size, const size_type num_used_devices) const -> std::vector<real_type> {
-//    std::vector<device_ptr_type> q_d(num_used_devices);
-//
-//#pragma omp parallel for default(none) shared(num_used_devices, q_d, devices_, data_d, data_last_d, feature_ranges, params) firstprivate(num_data_points, boundary_size, THREAD_BLOCK_SIZE)
-//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//        q_d[device] = device_ptr_type{ num_data_points + boundary_size, devices_[device] };
-//        q_d[device].memset(0);
-//
-//        // feature splitting on multiple devices
-//        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_data_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-//                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_data_points) });
-//
-//        run_q_kernel(device, range, params, q_d[device], data_d[device], data_last_d[device], num_data_points + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
-//    }
-//
-//    std::vector<real_type> q(num_data_points);
-//    device_reduction(q_d, q);
-//    return q;
-//}
-
-//template <typename T, typename device_ptr_t, typename queue_t>
-//auto gpu_csvm<T, device_ptr_t, queue_t>::solve_system_of_linear_equations(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, real_type eps, size_type max_iter) const -> std::pair<std::vector<real_type>, real_type> {
-//    using namespace plssvm::operators;
-//
-//    const size_type dept = A.size() - 1;
-//    constexpr size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
-//    const size_type num_features = A.front().size();
-//
-//    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
-//
-//    std::vector<device_ptr_type> data_d;
-//    std::vector<device_ptr_type> data_last_d;
-//    std::vector<size_type> feature_ranges;
-//    std::tie(data_d, data_last_d, feature_ranges) = this->setup_data_on_device(A, dept, num_features, boundary_size, num_used_devices);
-//
-//    // create q vector
-//    const std::vector<real_type> q = this->generate_q(params, data_d, data_last_d, dept, feature_ranges, boundary_size, num_used_devices);
-//
-//    // calculate QA_costs
-//    const real_type QA_cost = kernel_function(A.back(), A.back(), params) + real_type{ 1.0 } / params.cost;
-//
-//    // update b
-//    const real_type b_back_value = b.back();
-//    b.pop_back();
-//    b -= b_back_value;
-//
-//    std::vector<real_type> x(dept, 1.0);
-//    std::vector<device_ptr_type> x_d(num_used_devices);
-//
-//    std::vector<real_type> r(dept, 0.0);
-//    std::vector<device_ptr_type> r_d(num_used_devices);
-//
-//#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d, r_d) firstprivate(dept, boundary_size)
-//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//        x_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-//        x_d[device].memset(0);
-//        x_d[device].memcpy_to_device(x, 0, dept);
-//
-//        r_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-//        r_d[device].memset(0);
-//    }
-//    r_d[0].memcpy_to_device(b, 0, dept);
-//
-//    std::vector<device_ptr_type> q_d(num_used_devices);
-//#pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
-//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//        q_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-//        q_d[device].memset(0);
-//        q_d[device].memcpy_to_device(q, 0, dept);
-//
-//        // r = Ax (r = b - Ax)
-//        run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
-//    }
-//    device_reduction(r_d, r);
-//
-//    // delta = r.T * r
-//    real_type delta = transposed{ r } * r;
-//    const real_type delta0 = delta;
-//    std::vector<real_type> Ad(dept);
-//
-//    std::vector<device_ptr_type> Ad_d(num_used_devices);
-//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//        Ad_d[device] = device_ptr_type{ dept + boundary_size, devices_[device] };
-//    }
-//
-//    std::vector<real_type> d(r);
-//
-//    // timing for each CG iteration
-//    std::chrono::milliseconds average_iteration_time{};
-//    std::chrono::steady_clock::time_point iteration_start_time{};
-//    const auto output_iteration_duration = [&]() {
-//        auto iteration_end_time = std::chrono::steady_clock::now();
-//        auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-//        fmt::print("Done in {}.\n", iteration_duration);
-//        average_iteration_time += iteration_duration;
-//    };
-//
-//    std::size_t run = 0;
-//    for (; run < max_iter; ++run) {
-//        if (verbose) {
-//            fmt::print("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
-//        }
-//        iteration_start_time = std::chrono::steady_clock::now();
-//
-//// Ad = A * r (q = A * d)
-//#pragma omp parallel for default(none) shared(num_used_devices, devices_, Ad_d, r_d, q_d, data_d, feature_ranges, params) firstprivate(dept, QA_cost, boundary_size, num_features)
-//        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//            Ad_d[device].memset(0);
-//            r_d[device].memset(0, dept);
-//
-//            run_device_kernel(device, params, q_d[device], Ad_d[device], r_d[device], data_d[device], feature_ranges, QA_cost, real_type{ 1.0 }, dept, boundary_size);
-//        }
-//        // update Ad (q)
-//        device_reduction(Ad_d, Ad);
-//
-//        // (alpha = delta_new / (d^T * q))
-//        const real_type alpha_cd = delta / (transposed{ d } * Ad);
-//
-//        // (x = x + alpha * d)
-//        x += alpha_cd * d;
-//
-//#pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
-//        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//            x_d[device].memcpy_to_device(x, 0, dept);
-//        }
-//
-//        if (run % 50 == 49) {
-//#pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
-//            for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-//                if (device == 0) {
-//                    // r = b
-//                    r_d[device].memcpy_to_device(b, 0, dept);
-//                } else {
-//                    // set r to 0
-//                    r_d[device].memset(0);
-//                }
-//                // r -= A * x
-//                run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
-//            }
-//
-//            device_reduction(r_d, r);
-//        } else {
-//            // r -= alpha_cd * Ad (r = r - alpha * q)
-//            r -= alpha_cd * Ad;
-//        }
-//
-//        // (delta = r^T * r)
-//        const real_type delta_old = delta;
-//        delta = transposed{ r } * r;
-//        // if we are exact enough stop CG iterations
-//        if (delta <= eps * eps * delta0) {
-//            if (verbose) {
-//                output_iteration_duration();
-//            }
-//            break;
-//        }
-//
-//        // (beta = delta_new / delta_old)
-//        const real_type beta = delta / delta_old;
-//        // d = beta * d + r
-//        d = beta * d + r;
-//
-//// r_d = d
-//#pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
-//        for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//            r_d[device].memcpy_to_device(d, 0, dept);
-//        }
-//
-//        if (verbose) {
-//            output_iteration_duration();
-//        }
-//    }
-//    if (verbose) {
-//        fmt::print("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-//                   std::min(run + 1, max_iter),
-//                   delta,
-//                   eps * eps * delta0,
-//                   average_iteration_time / std::min(run + 1, max_iter));
-//    }
-//
-//    // calculate bias
-//    std::vector<real_type> alpha(x.begin(), x.begin() + dept);
-//    const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
-//    alpha.push_back(-sum(alpha));
-//
-//    return std::make_pair(std::move(alpha), -bias);
-//}
-
-//template <typename T, typename device_ptr_t, typename queue_t>
-//auto gpu_csvm<T, device_ptr_t, queue_t>::calculate_w(const std::vector<device_ptr_type> &data_d, const std::vector<device_ptr_type> &data_last_d, const std::vector<device_ptr_type> &alpha_d, const size_type num_data_points, const std::vector<size_type> &feature_ranges, const size_type num_used_devices) const -> std::vector<real_type> {
-//    // create w vector and fill with zeros
-//    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), size_type{ 0 }), real_type{ 0.0 });
-//
-//#pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
-//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//        // feature splitting on multiple devices
-//        const size_type num_features_in_range = feature_ranges[device + 1] - feature_ranges[device];
-//
-//        // create the w vector on the device
-//        device_ptr_type w_d = device_ptr_type{ num_features_in_range, devices_[device] };
-//
-//        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_features_in_range) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-//                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_features_in_range) });
-//
-//        // calculate the w vector on the device
-//        run_w_kernel(device, range, w_d, alpha_d[device], data_d[device], data_last_d[device], num_data_points, num_features_in_range);
-//        device_synchronize(devices_[device]);
-//
-//        // copy back to host memory
-//        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
-//    }
-//    return w;
-//}
-//
-//template <typename T, typename device_ptr_t, typename queue_t>
-//auto gpu_csvm<T, device_ptr_t, queue_t>::predict_values(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const -> std::vector<real_type> {
-//    using namespace plssvm::operators;
-//
-//    const size_type num_support_vectors = support_vectors.size();
-//    const size_type num_predict_points = predict_points.size();
-//    const size_type num_features = predict_points.front().size();
-//    const size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
-//
-//    const size_type num_used_devices = select_num_used_devices(params.kernel, num_features);
-//
-//    auto [data_d, data_last_d, feature_ranges] = this->setup_data_on_device(support_vectors, num_support_vectors - 1, num_features, boundary_size, num_used_devices);
-//
-//    std::vector<device_ptr_type> alpha_d(num_used_devices);
-//#pragma omp parallel for default(none) shared(num_used_devices, devices_, alpha_d, alpha) firstprivate(num_support_vectors)
-//    for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-//        alpha_d[device] = device_ptr_type{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
-//        alpha_d[device].memset(0);
-//        alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
-//    }
-//
-//    std::vector<real_type> out(predict_points.size());
-//
-//    // use faster methode in case of the linear kernel function
-//    if (params.kernel == kernel_type::linear && w.empty()) {
-//        w = calculate_w(data_d, data_last_d, alpha_d, support_vectors.size(), feature_ranges, num_used_devices);
-//    }
-//
-//    if (params.kernel == kernel_type::linear) {
-//// use faster methode in case of the linear kernel function
-//#pragma omp parallel for default(none) shared(out, predict_points, w) firstprivate(num_predict_points, rho)
-//        for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < num_predict_points; ++i) {
-//            out[i] = transposed<real_type>{ w } * predict_points[i] + -rho;
-//        }
-//    } else {
-//        // create result vector on the device
-//        device_ptr_type out_d{ num_predict_points + boundary_size, devices_[0] };
-//        out_d.memset(0);
-//
-//        // transform prediction data
-//        const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size, predict_points.size());
-//        device_ptr_type point_d{ num_features * (num_predict_points + boundary_size), devices_[0] };
-//        point_d.memset(0);
-//        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
-//
-//        const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
-//                                              static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
-//                                            { std::min<std::size_t>(THREAD_BLOCK_SIZE, num_support_vectors), std::min<std::size_t>(THREAD_BLOCK_SIZE, num_predict_points) });
-//
-//        // perform prediction on the first device
-//        run_predict_kernel(range, params, out_d, alpha_d[0], point_d, data_d[0], data_last_d[0], num_support_vectors, num_predict_points, num_features);
-//
-//        out_d.memcpy_to_host(out, 0, num_predict_points);
-//
-//        // add bias_ to all predictions
-//        out += -rho;
-//    }
-//    return out;
-//}
-//
-//template <typename T, typename device_ptr_t, typename queue_t>
-//void gpu_csvm<T, device_ptr_t, queue_t>::run_device_kernel(const size_type device, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const std::vector<size_type> &feature_ranges, const real_type QA_cost, const real_type add, const size_type dept, const size_type boundary_size) const {
-//    const auto grid = static_cast<std::size_t>(std::ceil(static_cast<real_type>(dept) / static_cast<real_type>(boundary_size)));
-//    const detail::execution_range range({ grid, grid }, { THREAD_BLOCK_SIZE, THREAD_BLOCK_SIZE });
-//
-//    run_svm_kernel(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, dept + boundary_size, feature_ranges[device + 1] - feature_ranges[device]);
-//}
-//
-//template <typename T, typename device_ptr_t, typename queue_t>
-//void gpu_csvm<T, device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_type> &buffer_d, std::vector<real_type> &buffer) const {
-//    using namespace plssvm::operators;
-//
-//    device_synchronize(devices_[0]);
-//    buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
-//
-//    if (buffer_d.size() > 1) {
-//        std::vector<real_type> ret(buffer.size());
-//        for (typename std::vector<device_ptr_type>::size_type device = 1; device < buffer_d.size(); ++device) {
-//            device_synchronize(devices_[device]);
-//            buffer_d[device].memcpy_to_host(ret, 0, ret.size());
-//
-//            buffer += ret;
-//        }
-//
-//#pragma omp parallel for default(none) shared(buffer_d, buffer)
-//        for (typename std::vector<device_ptr_type>::size_type device = 0; device < buffer_d.size(); ++device) {
-//            buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
-//        }
-//    }
-//}
-
-//template <typename T, typename device_ptr_t, typename queue_t>
-//auto gpu_csvm<T, device_ptr_t, queue_t>::select_num_used_devices(const kernel_type kernel, const size_type num_features) const noexcept -> size_type {
-//    // polynomial and rbf kernel currently only support single GPU execution
-//    if (kernel == kernel_type::polynomial || kernel == kernel_type::rbf) {
-//        std::clog << fmt::format("Warning: found {} devices, however only 1 device can be used since the polynomial and rbf kernels currently only support single GPU execution!", devices_.size()) << std::endl;
-//        return 1;
-//    }
-//
-//    // the number of used devices may not exceed the number of features
-//    const size_type num_used_devices = std::min(devices_.size(), num_features);
-//    if (num_used_devices < devices_.size()) {
-//        std::clog << fmt::format("Warning: found {} devices, however only {} device(s) can be used since the data set only has {} features!", devices_.size(), num_used_devices, num_features) << std::endl;
-//    }
-//    return num_used_devices;
-//}
-//
-//// explicitly instantiate template class depending on available backends
-//#if defined(PLSSVM_HAS_CUDA_BACKEND)
-//template class gpu_csvm<float, ::plssvm::cuda::detail::device_ptr<float>, int>;
-//template class gpu_csvm<double, ::plssvm::cuda::detail::device_ptr<double>, int>;
-//#endif
-//#if defined(PLSSVM_HAS_HIP_BACKEND)
-//template class gpu_csvm<float, ::plssvm::hip::detail::device_ptr<float>, int>;
-//template class gpu_csvm<double, ::plssvm::hip::detail::device_ptr<double>, int>;
-//#endif
-//#if defined(PLSSVM_HAS_OPENCL_BACKEND)
-//template class gpu_csvm<float, ::plssvm::opencl::detail::device_ptr<float>, ::plssvm::opencl::detail::command_queue>;
-//template class gpu_csvm<double, ::plssvm::opencl::detail::device_ptr<double>, ::plssvm::opencl::detail::command_queue>;
-//#endif
-//#if defined(PLSSVM_HAS_SYCL_BACKEND)
-//    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-//template class gpu_csvm<float, ::plssvm::dpcpp::detail::device_ptr<float>, std::unique_ptr<::plssvm::dpcpp::detail::sycl::queue>>;
-//template class gpu_csvm<double, ::plssvm::dpcpp::detail::device_ptr<double>, std::unique_ptr<::plssvm::dpcpp::detail::sycl::queue>>;
-//    #endif
-//    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-//template class gpu_csvm<float, ::plssvm::hipsycl::detail::device_ptr<float>, std::unique_ptr<::plssvm::hipsycl::detail::sycl::queue>>;
-//template class gpu_csvm<double, ::plssvm::hipsycl::detail::device_ptr<double>, std::unique_ptr<::plssvm::hipsycl::detail::sycl::queue>>;
-//    #endif
-//#endif
-
-}  // namespace plssvm::detail

From 643c695906201687c4029a873de5145163ac4cd9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 15:09:15 +0100
Subject: [PATCH 0453/1010] Change parameter order.

---
 include/plssvm/backends/gpu_device_ptr.hpp    | 4 ++--
 src/plssvm/backends/CUDA/detail/device_ptr.cu | 2 +-
 src/plssvm/backends/gpu_device_ptr.cpp        | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index b02085ff3..db2d911e9 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -48,10 +48,10 @@ class gpu_device_ptr {
     gpu_device_ptr() = default;
     /**
      * @brief Construct a device_ptr for the device managed by @p queue with the size @p size.
-     * @param[in] queue the queue to manage the device_ptr
      * @param[in] size the size of the managed memory
+     * @param[in] queue the queue to manage the device_ptr
      */
-    gpu_device_ptr(const queue_type queue, size_type size);
+    gpu_device_ptr(size_type size, const queue_type queue);
 
     /**
      * @brief Delete copy-constructor to make device_ptr a move only type.
diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index 1b69060aa..f809d331b 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -21,7 +21,7 @@ namespace plssvm::cuda::detail {
 
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const queue_type device) :
-    base_type{ device, size } {
+    base_type{ size, device } {
     if (queue_ < 0 || queue_ >= static_cast<int>(get_device_count())) {
         throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), queue_) };
     }
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 90c780976..b2e89757e 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -28,7 +28,7 @@
 namespace plssvm::detail {
 
 template <typename T, typename queue_t, typename device_pointer_t>
-gpu_device_ptr<T, queue_t, device_pointer_t>::gpu_device_ptr(const queue_type queue, size_type size) :
+gpu_device_ptr<T, queue_t, device_pointer_t>::gpu_device_ptr(size_type size, const queue_type queue) :
     queue_{ queue }, size_{ size } {}
 
 template <typename T, typename queue_t, typename device_pointer_t>

From 3a30c6c9c5cf5b5a490397d3e7c440988fe4e786 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 15:09:45 +0100
Subject: [PATCH 0454/1010] Change template constraint from float and double to
 any (non-reference) arithmetic type.

---
 include/plssvm/backends/gpu_device_ptr.hpp | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index db2d911e9..29aff644f 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -25,8 +25,9 @@ namespace plssvm::detail {
  */
 template <typename T, typename queue_t, typename device_pointer_t = T *>
 class gpu_device_ptr {
-    // only float and doubles are allowed
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The template type can only be 'float' or 'double'!");
+    // any non-reference arithmetic type
+    static_assert(std::is_arithmetic_v<T>, "Only arithmetic types are allowed!");
+    static_assert(!std::is_reference_v<T>, "T must not be a reference!");
 
   public:
     /// The type of the values used in the device_ptr.

From 9ac5e614b6fca095408c46df9d99504626b1abf5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 14 Nov 2022 17:37:55 +0100
Subject: [PATCH 0455/1010] Add tests for the device_ptr class(es).

---
 include/plssvm/backends/gpu_device_ptr.hpp    |   2 +-
 src/plssvm/backends/CUDA/detail/device_ptr.cu |   2 +
 src/plssvm/backends/gpu_device_ptr.cpp        |   2 +
 tests/backends/CUDA/CMakeLists.txt            |   1 +
 tests/backends/CUDA/device_ptr.cpp            |  90 +++++
 tests/backends/generic_device_ptr_tests.h     | 372 ++++++++++++++++++
 6 files changed, 468 insertions(+), 1 deletion(-)
 create mode 100644 tests/backends/CUDA/device_ptr.cpp
 create mode 100644 tests/backends/generic_device_ptr_tests.h

diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 29aff644f..9ec583d5c 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -161,7 +161,7 @@ class gpu_device_ptr {
     void memcpy_to_device(const std::vector<value_type> &data_to_copy);
     /**
      * @brief Memcpy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
-     * @details Copies `[p, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
+     * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[in] data_to_copy the data to copy onto the device
      * @param[in] pos the starting position for the copying in the CUDA device pointer
      * @param[in] count the number of elements to copy
diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index f809d331b..76d734ae1 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -50,6 +50,7 @@ void device_ptr<T>::memset(const int value, const size_type pos, const size_type
 template <typename T>
 void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
 
     PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
     const size_type rcount = std::min(count, size_ - pos);
@@ -59,6 +60,7 @@ void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const
 template <typename T>
 void device_ptr<T>::memcpy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
 
     PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
     const size_type rcount = std::min(count, size_ - pos);
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index b2e89757e..d6ed92236 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -81,6 +81,7 @@ void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_device(const std::v
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_device(const_host_pointer_type data_to_copy) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
 
     this->memcpy_to_device(data_to_copy, 0, size_);
 }
@@ -104,6 +105,7 @@ void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_host(std::vector<va
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_host(host_pointer_type buffer) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
 
     this->memcpy_to_host(buffer, 0, size_);
 }
diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index e6f1d7f3f..921971357 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -10,6 +10,7 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 # list all necessary sources
 set(PLSSVM_CUDA_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
     ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
 )
diff --git a/tests/backends/CUDA/device_ptr.cpp b/tests/backends/CUDA/device_ptr.cpp
new file mode 100644
index 000000000..5600b5448
--- /dev/null
+++ b/tests/backends/CUDA/device_ptr.cpp
@@ -0,0 +1,90 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for the CUDA backend device pointer.
+*/
+
+#include "plssvm/backends/CUDA/detail/device_ptr.cuh"
+
+#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
+
+#include "../generic_device_ptr_tests.h"
+
+#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
+#include "types_to_test.hpp"           // util::{real_type_kernel_function_gtest, real_type_gtest}
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
+#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+
+template <typename T>
+class CUDADevicePtr : public ::testing::Test {};
+TYPED_TEST_SUITE(CUDADevicePtr, util::real_type_gtest, naming::real_type_to_name); // TODO: other types also?
+
+TYPED_TEST(CUDADevicePtr, default_construct) {
+    generic::test_default_construct<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtr, construct) {
+    generic::test_construct<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
+}
+TYPED_TEST(CUDADevicePtr, move_construct) {
+    generic::test_move_construct<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
+}
+TYPED_TEST(CUDADevicePtr, move_assign) {
+    generic::test_move_assign<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
+}
+
+TYPED_TEST(CUDADevicePtr, swap) {
+    generic::test_swap<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
+}
+
+TYPED_TEST(CUDADevicePtr, memset) {
+    generic::test_memset<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtr, memset_with_count) {
+    generic::test_memset_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+
+TYPED_TEST(CUDADevicePtr, memcpy_vector) {
+    generic::test_memcpy_vector<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtr, memcpy_vector_exception) {
+    generic::test_memcpy_vector_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtr, memcpy_vector_with_count) {
+    generic::test_memcpy_vector_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtr, memcpy_vector_with_count_exception) {
+    generic::test_memcpy_vector_with_count_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+
+TYPED_TEST(CUDADevicePtr, memcpy_ptr) {
+    generic::test_memcpy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtr, memcpy_ptr_with_count) {
+    generic::test_memcpy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+
+
+template <typename T>
+class CUDADevicePtrDeathTest : public CUDADevicePtr<T> {};
+TYPED_TEST_SUITE(CUDADevicePtrDeathTest, util::real_type_gtest, naming::real_type_to_name); // TODO: other types also?
+
+TYPED_TEST(CUDADevicePtrDeathTest, memset) {
+    generic::test_memset_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+
+TYPED_TEST(CUDADevicePtrDeathTest, memcpy_ptr) {
+    generic::test_memcpy_ptr_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtrDeathTest, memcpy_ptr_with_count) {
+    generic::test_memcpy_ptr_with_count_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+
+// TODO: add missing death tests
+
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
new file mode 100644
index 000000000..9818344f0
--- /dev/null
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -0,0 +1,372 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Generic device_ptr tests for all backends to reduce code duplication.
+ */
+
+#ifndef PLSSVM_TESTS_BACKENDS_GENERIC_DEVICE_PTR_TESTS_HPP_
+#define PLSSVM_TESTS_BACKENDS_GENERIC_DEVICE_PTR_TESTS_HPP_
+#pragma once
+
+#include "plssvm/backends/CUDA/exceptions.hpp"
+
+#include "custom_test_macros.hpp"
+
+#include <numeric>
+
+#include "gtest//gtest.h"
+
+namespace generic {
+
+template <typename device_ptr_type>
+void test_default_construct() {
+    // default construct device_ptr
+    const device_ptr_type ptr{};
+
+    // empty data
+    EXPECT_FALSE(static_cast<bool>(ptr));
+    EXPECT_EQ(ptr.get(), nullptr);
+    EXPECT_EQ(ptr.size(), 0);
+    EXPECT_TRUE(ptr.empty());
+}
+
+template <typename device_ptr_type, typename queue_type>
+void test_construct(queue_type queue) {
+    // construct device_ptr
+    const device_ptr_type ptr{ 42, queue };
+
+    // check data
+    EXPECT_TRUE(static_cast<bool>(ptr));
+    EXPECT_EQ(ptr.queue(), queue);
+    EXPECT_NE(ptr.get(), nullptr);
+    EXPECT_EQ(ptr.size(), 42);
+    EXPECT_FALSE(ptr.empty());
+}
+
+template <typename device_ptr_type, typename queue_type>
+void test_move_construct(queue_type queue) {
+    // construct device_ptr
+    device_ptr_type first{ 42, queue };
+    const device_ptr_type second{ std::move(first) };
+
+    // check data
+    EXPECT_TRUE(static_cast<bool>(second));
+    EXPECT_EQ(second.queue(), queue);
+    EXPECT_NE(second.get(), nullptr);
+    EXPECT_EQ(second.size(), 42);
+    EXPECT_FALSE(second.empty());
+
+    // check moved-from data
+    EXPECT_FALSE(static_cast<bool>(first));
+    EXPECT_EQ(first.get(), nullptr);
+    EXPECT_EQ(first.size(), 0);
+    EXPECT_TRUE(first.empty());
+}
+
+template <typename device_ptr_type, typename queue_type>
+void test_move_assign(queue_type queue) {
+    // construct device_ptr
+    device_ptr_type first{ 42, queue };
+    device_ptr_type second;
+
+    // move assign
+    second = std::move(first);
+
+    // check data
+    EXPECT_TRUE(static_cast<bool>(second));
+    EXPECT_EQ(second.queue(), queue);
+    EXPECT_NE(second.get(), nullptr);
+    EXPECT_EQ(second.size(), 42);
+    EXPECT_FALSE(second.empty());
+
+    // check moved-from data
+    EXPECT_FALSE(static_cast<bool>(first));
+    EXPECT_EQ(first.get(), nullptr);
+    EXPECT_EQ(first.size(), 0);
+    EXPECT_TRUE(first.empty());
+}
+
+template <typename device_ptr_type, typename queue_type>
+void test_swap(queue_type queue) {
+    // construct two device_ptr
+    device_ptr_type first{ 42, queue };
+    device_ptr_type second;
+
+    // swap both device_ptr using the member function
+    first.swap(second);
+
+    // check data
+    EXPECT_TRUE(static_cast<bool>(second));
+    EXPECT_EQ(second.queue(), queue);
+    EXPECT_NE(second.get(), nullptr);
+    EXPECT_EQ(second.size(), 42);
+    EXPECT_FALSE(second.empty());
+
+    EXPECT_FALSE(static_cast<bool>(first));
+    EXPECT_EQ(first.get(), nullptr);
+    EXPECT_EQ(first.size(), 0);
+    EXPECT_TRUE(first.empty());
+
+    // swap them back using the free function
+    using std::swap;
+    swap(first, second);
+
+    // check data
+    EXPECT_TRUE(static_cast<bool>(first));
+    EXPECT_EQ(first.queue(), queue);
+    EXPECT_NE(first.get(), nullptr);
+    EXPECT_EQ(first.size(), 42);
+    EXPECT_FALSE(first.empty());
+
+    EXPECT_FALSE(static_cast<bool>(second));
+    EXPECT_EQ(second.get(), nullptr);
+    EXPECT_EQ(second.size(), 0);
+    EXPECT_TRUE(second.empty());
+}
+
+template <typename device_ptr_type>
+void test_memset() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // memset values to all ones
+    ptr.memset(1, 2);
+
+    // copy values to host
+    std::vector<real_type> result(ptr.size());
+    ptr.memcpy_to_host(result);
+
+    // check values
+    std::vector<real_type> correct(ptr.size());
+    std::memset(correct.data() + 2, 1, (correct.size() - 2) * sizeof(real_type));
+    EXPECT_EQ(result, correct);
+}
+template <typename device_ptr_type>
+void test_memset_with_count() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // memset values to all ones
+    ptr.memset(1, 2, 4);
+
+    // copy values to host
+    std::vector<real_type> result(ptr.size());
+    ptr.memcpy_to_host(result);
+
+    // check values
+    std::vector<real_type> correct(ptr.size());
+    std::memset(correct.data() + 2, 1, 4 * sizeof(real_type));
+    EXPECT_EQ(result, correct);
+}
+template <typename device_ptr_type>
+void test_memset_death_test() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // default construct device_ptr
+    device_ptr_type ptr{};
+
+    // memset values to all ones
+    EXPECT_DEATH(ptr.memset(1, 2), "Invalid data pointer!");
+    EXPECT_DEATH(ptr.memset(1, 2, 4), "Invalid data pointer!");
+}
+
+template <typename device_ptr_type>
+void test_memcpy_vector() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // create data to copy to the device
+    std::vector<real_type> data(14, 42);
+
+    // copy data to the device
+    ptr.memcpy_to_device(data);
+    // copy data back to the host
+    std::vector<real_type> result(ptr.size());
+    ptr.memcpy_to_host(result);
+
+    // check values for correctness
+    EXPECT_EQ(result, std::vector<real_type>(10, 42));
+}
+template <typename device_ptr_type>
+void test_memcpy_vector_exception() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // try copying data to the device with too few elements
+    std::vector<real_type> data(8, 42);
+    EXPECT_THROW_WHAT(ptr.memcpy_to_device(data), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 10, provided: 8)!");
+
+    // try copying data back to the host with a buffer with too few elements
+    std::vector<real_type> result(8);
+    EXPECT_THROW_WHAT(ptr.memcpy_to_host(data), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 10, provided: 8)!");
+}
+
+template <typename device_ptr_type>
+void test_memcpy_vector_with_count() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 6 };
+
+    // create data to copy to the device
+    std::vector<real_type> data(6, 42);
+
+    // copy data to the device
+    ptr.memcpy_to_device(data, 1, 3);
+
+    {
+        // copy data back to the host
+        std::vector<real_type> result(ptr.size());
+        ptr.memcpy_to_host(result);
+        // check values for correctness
+        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 }, real_type{ 0.0 } }));
+    }
+    {
+        // copy only a view values back from the device
+        std::vector<real_type> result(3);
+        ptr.memcpy_to_host(result, 2, 3);
+        // check values for correctness
+        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 } }));
+    }
+
+    // copy data to the device
+    ptr.memcpy_to_device(data, 2, 6);
+
+    {
+        // copy data back to the host
+        std::vector<real_type> result(ptr.size());
+        ptr.memcpy_to_host(result);
+        // check values for correctness
+        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 } }));
+    }
+}
+template <typename device_ptr_type>
+void test_memcpy_vector_with_count_exception() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 6 };
+
+    // try copying data to the device with too few elements
+    std::vector<real_type> data(4, 42);
+    EXPECT_THROW_WHAT(ptr.memcpy_to_device(data, 1, 7), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 5, provided: 4)!");
+
+    // try copying data back to the host with a buffer with too few elements
+    std::vector<real_type> result(4);
+    EXPECT_THROW_WHAT(ptr.memcpy_to_host(data, 1, 7), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 5, provided: 4)!");
+}
+
+template <typename device_ptr_type>
+void test_memcpy_ptr() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // create data to copy to the device
+    std::vector<real_type> data(14, 42);
+
+    // copy data to the device
+    ptr.memcpy_to_device(data.data());
+    // copy data back to the host
+    std::vector<real_type> result(ptr.size());
+    ptr.memcpy_to_host(result.data());
+
+    // check values for correctness
+    EXPECT_EQ(result, std::vector<real_type>(10, 42));
+}
+template <typename device_ptr_type>
+void test_memcpy_ptr_death_test() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // memcpy with invalid data pointer
+    EXPECT_DEATH(ptr.memcpy_to_device(nullptr), "Invalid pointer for the data to copy!");
+    EXPECT_DEATH(ptr.memcpy_to_host(nullptr), "Invalid pointer for the data to copy!");
+
+    // construct default device_ptr
+    device_ptr_type def{};
+
+    // memcpy with invalid data pointer
+    std::vector<real_type> data(def.size());
+    EXPECT_DEATH(def.memcpy_to_device(data), "Invalid data pointer!");
+    EXPECT_DEATH(def.memcpy_to_host(data), "Invalid data pointer!");
+}
+
+template <typename device_ptr_type>
+void test_memcpy_ptr_with_count() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 6 };
+
+    // create data to copy to the device
+    std::vector<real_type> data(6, 42);
+
+    // copy data to the device
+    ptr.memcpy_to_device(data.data(), 1, 3);
+
+    {
+        // copy data back to the host
+        std::vector<real_type> result(ptr.size());
+        ptr.memcpy_to_host(result.data());
+        // check values for correctness
+        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 }, real_type{ 0.0 } }));
+    }
+    {
+        // copy only a view values back from the device
+        std::vector<real_type> result(3);
+        ptr.memcpy_to_host(result.data(), 2, 3);
+        // check values for correctness
+        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 } }));
+    }
+
+    // copy data to the device
+    ptr.memcpy_to_device(data.data(), 2, 6);
+
+    {
+        // copy data back to the host
+        std::vector<real_type> result(ptr.size());
+        ptr.memcpy_to_host(result.data());
+        // check values for correctness
+        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 } }));
+    }
+}
+template <typename device_ptr_type>
+void test_memcpy_ptr_with_count_death_test() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // memcpy with invalid data pointer
+    EXPECT_DEATH(ptr.memcpy_to_device(nullptr, 0, 10), "Invalid pointer for the data to copy!");
+    EXPECT_DEATH(ptr.memcpy_to_host(nullptr, 0, 10), "Invalid pointer for the data to copy!");
+
+    // construct default device_ptr
+    device_ptr_type def{};
+
+    // memcpy with invalid data pointer
+    std::vector<real_type> data(def.size());
+    EXPECT_DEATH(def.memcpy_to_device(data, 0, 0), "Invalid data pointer!");
+    EXPECT_DEATH(def.memcpy_to_host(data, 0, 0), "Invalid data pointer!");
+}
+
+}  // namespace generic
+
+#endif  // PLSSVM_TESTS_BACKENDS_GENERIC_DEVICE_PTR_TESTS_HPP_

From bb124158e0c6eb86b5eeccad59a20735caabbc1e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 15 Nov 2022 10:12:30 +0100
Subject: [PATCH 0456/1010] Rename memcpy_to to copy_to, since the count
 parameters are given in number of elements and not number of bytes.

---
 .../backends/CUDA/detail/device_ptr.cuh       | 10 +--
 include/plssvm/backends/gpu_csvm.hpp          | 30 ++++----
 include/plssvm/backends/gpu_device_ptr.hpp    | 16 ++---
 src/plssvm/backends/CUDA/detail/device_ptr.cu |  4 +-
 src/plssvm/backends/gpu_device_ptr.cpp        | 24 +++----
 tests/backends/CUDA/device_ptr.cpp            | 32 ++++-----
 tests/backends/generic_device_ptr_tests.h     | 72 +++++++++----------
 tests/backends/generic_tests.hpp              | 20 +++---
 8 files changed, 104 insertions(+), 104 deletions(-)

diff --git a/include/plssvm/backends/CUDA/detail/device_ptr.cuh b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
index 155c33868..8118b9794 100644
--- a/include/plssvm/backends/CUDA/detail/device_ptr.cuh
+++ b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
@@ -32,8 +32,8 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
 
   public:
     // Be able to use overloaded base class functions.
-    using base_type::memcpy_to_device;
-    using base_type::memcpy_to_host;
+    using base_type::copy_to_device;
+    using base_type::copy_to_host;
     using base_type::memset;
 
     using typename base_type::const_host_pointer_type;
@@ -77,7 +77,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::~gpu_device_ptr()
      */
-    ~device_ptr();
+    ~device_ptr() override;
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
@@ -86,11 +86,11 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
      */
-    void memcpy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
+    void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
      */
-    void memcpy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
+    void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
 };
 
 extern template class device_ptr<float>;
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 6bf5d4673..f6ec1bd08 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -314,11 +314,11 @@ gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vec
         // initialize data_last on device
         data_last_d[device] = device_ptr_type<real_type>{ num_features_in_range + boundary_size, devices_[device] };
         data_last_d[device].memset(0);
-        data_last_d[device].memcpy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
+        data_last_d[device].copy_to_device(data.back().data() + feature_ranges[device], 0, num_features_in_range);
 
         const std::size_t device_data_size = num_features_in_range * (num_data_points_to_setup + boundary_size);
         data_d[device] = device_ptr_type<real_type>{ device_data_size, devices_[device] };
-        data_d[device].memcpy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points_to_setup + boundary_size), 0, device_data_size);
+        data_d[device].copy_to_device(transformed_data.data() + feature_ranges[device] * (num_data_points_to_setup + boundary_size), 0, device_data_size);
     }
 
     return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
@@ -401,7 +401,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::v
         device_synchronize(devices_[device]);
 
         // copy back to host memory
-        w_d.memcpy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
+        w_d.copy_to_host(w.data() + feature_ranges[device], 0, num_features_in_range);
     }
     return w;
 }
@@ -434,20 +434,20 @@ void gpu_csvm<device_ptr_t, queue_t>::device_reduction(std::vector<device_ptr_ty
     using namespace plssvm::operators;
 
     device_synchronize(devices_[0]);
-    buffer_d[0].memcpy_to_host(buffer, 0, buffer.size());
+    buffer_d[0].copy_to_host(buffer, 0, buffer.size());
 
     if (buffer_d.size() > 1) {
         std::vector<real_type> ret(buffer.size());
         for (typename std::vector<device_ptr_type<real_type>>::size_type device = 1; device < buffer_d.size(); ++device) {
             device_synchronize(devices_[device]);
-            buffer_d[device].memcpy_to_host(ret, 0, ret.size());
+            buffer_d[device].copy_to_host(ret, 0, ret.size());
 
             buffer += ret;
         }
 
         #pragma omp parallel for default(none) shared(buffer_d, buffer)
         for (typename std::vector<device_ptr_type<real_type>>::size_type device = 0; device < buffer_d.size(); ++device) {
-            buffer_d[device].memcpy_to_device(buffer, 0, buffer.size());
+            buffer_d[device].copy_to_device(buffer, 0, buffer.size());
         }
     }
 }
@@ -500,19 +500,19 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         x_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
         x_d[device].memset(0);
-        x_d[device].memcpy_to_device(x, 0, dept);
+        x_d[device].copy_to_device(x, 0, dept);
 
         r_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
         r_d[device].memset(0);
     }
-    r_d[0].memcpy_to_device(b, 0, dept);
+    r_d[0].copy_to_device(b, 0, dept);
 
     std::vector<device_ptr_type<real_type>> q_d(num_used_devices);
     #pragma omp parallel for default(none) shared(num_used_devices, devices_, q, q_d, r_d, x_d, data_d, feature_ranges, params) firstprivate(dept, boundary_size, QA_cost, num_features)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         q_d[device] = device_ptr_type<real_type>{ dept + boundary_size, devices_[device] };
         q_d[device].memset(0);
-        q_d[device].memcpy_to_device(q, 0, dept);
+        q_d[device].copy_to_device(q, 0, dept);
 
         // r = Ax (r = b - Ax)
         run_device_kernel(device, params, q_d[device], r_d[device], x_d[device], data_d[device], feature_ranges, QA_cost, real_type{ -1.0 }, dept, boundary_size);
@@ -567,7 +567,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
 
         #pragma omp parallel for default(none) shared(num_used_devices, devices_, x, x_d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-            x_d[device].memcpy_to_device(x, 0, dept);
+            x_d[device].copy_to_device(x, 0, dept);
         }
 
         if (run % 50 == 49) {
@@ -575,7 +575,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
                     // r = b
-                    r_d[device].memcpy_to_device(b, 0, dept);
+                    r_d[device].copy_to_device(b, 0, dept);
                 } else {
                     // set r to 0
                     r_d[device].memset(0);
@@ -609,7 +609,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         // r_d = d
         #pragma omp parallel for default(none) shared(num_used_devices, devices_, r_d, d) firstprivate(dept)
         for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
-            r_d[device].memcpy_to_device(d, 0, dept);
+            r_d[device].copy_to_device(d, 0, dept);
         }
 
         if (verbose) {
@@ -667,7 +667,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         alpha_d[device] = device_ptr_type<real_type>{ num_support_vectors + THREAD_BLOCK_SIZE, devices_[device] };
         alpha_d[device].memset(0);
-        alpha_d[device].memcpy_to_device(alpha, 0, num_support_vectors);
+        alpha_d[device].copy_to_device(alpha, 0, num_support_vectors);
     }
 
     std::vector<real_type> out(predict_points.size());
@@ -692,7 +692,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
         const std::vector<real_type> transformed_data = detail::transform_to_layout(detail::layout_type::soa, predict_points, boundary_size, predict_points.size());
         device_ptr_type<real_type> point_d{ num_features * (num_predict_points + boundary_size), devices_[0] };
         point_d.memset(0);
-        point_d.memcpy_to_device(transformed_data, 0, transformed_data.size());
+        point_d.copy_to_device(transformed_data, 0, transformed_data.size());
 
         const detail::execution_range range({ static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_support_vectors) / static_cast<real_type>(THREAD_BLOCK_SIZE))),
                                               static_cast<std::size_t>(std::ceil(static_cast<real_type>(num_predict_points) / static_cast<real_type>(THREAD_BLOCK_SIZE))) },
@@ -701,7 +701,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
         // perform prediction on the first device
         run_predict_kernel(range, params, out_d, alpha_d[0], point_d, data_d[0], data_last_d[0], num_support_vectors, num_predict_points, num_features);
 
-        out_d.memcpy_to_host(out, 0, num_predict_points);
+        out_d.copy_to_host(out, 0, num_predict_points);
 
         // add bias_ to all predictions
         out += -rho;
diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 9ec583d5c..6657f2089 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -158,7 +158,7 @@ class gpu_device_ptr {
      * @param[in] data_to_copy the data to copy onto the device
      * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the memcpy
      */
-    void memcpy_to_device(const std::vector<value_type> &data_to_copy);
+    void copy_to_device(const std::vector<value_type> &data_to_copy);
     /**
      * @brief Memcpy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
      * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
@@ -167,12 +167,12 @@ class gpu_device_ptr {
      * @param[in] count the number of elements to copy
      * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the memcpy
      */
-    void memcpy_to_device(const std::vector<value_type> &data_to_copy, size_type pos, size_type count);
+    void copy_to_device(const std::vector<value_type> &data_to_copy, size_type pos, size_type count);
     /**
      * @brief Memcpy device_ptr::size() many values from @p data_to_copy to the device.
      * @param[in] data_to_copy the data to copy onto the device
      */
-    void memcpy_to_device(const_host_pointer_type data_to_copy);
+    void copy_to_device(const_host_pointer_type data_to_copy);
     /**
      * @brief Memcpy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
      * @details Copies `[p, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
@@ -180,14 +180,14 @@ class gpu_device_ptr {
      * @param[in] pos the starting position for the copying in the device pointer
      * @param[in] count the number of elements to copy
      */
-    virtual void memcpy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) = 0;
+    virtual void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) = 0;
 
     /**
      * @brief Memcpy device_ptr::size() many values from the device to the host buffer @p buffer.
      * @param[out] buffer the buffer to copy the data to
      * @throws plssvm::gpu_device_ptr_exception if @p buffer is too small
      */
-    void memcpy_to_host(std::vector<value_type> &buffer) const;
+    void copy_to_host(std::vector<value_type> &buffer) const;
     /**
      * @brief Memcpy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
      * @details Copies `[p, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
@@ -196,12 +196,12 @@ class gpu_device_ptr {
      * @param[in] count the number of elements to copy
      * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small
      */
-    void memcpy_to_host(std::vector<value_type> &buffer, size_type pos, size_type count) const;
+    void copy_to_host(std::vector<value_type> &buffer, size_type pos, size_type count) const;
     /**
      * @brief Memcpy device_ptr::size() many values from the device to the host buffer @p buffer.
      * @param[out] buffer the buffer to copy the data to
      */
-    void memcpy_to_host(host_pointer_type buffer) const;
+    void copy_to_host(host_pointer_type buffer) const;
     /**
      * @brief Memcpy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
      * @details Copies `[p, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
@@ -209,7 +209,7 @@ class gpu_device_ptr {
      * @param[in] pos the starting position for the copying in the device pointer
      * @param[in] count the number of elements to copy
      */
-    virtual void memcpy_to_host(host_pointer_type buffer, size_type pos, size_type count) const = 0;
+    virtual void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const = 0;
 
   protected:
     /// The device queue used to manage the device memory associated with this device pointer.
diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index 76d734ae1..b0ca944e3 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -48,7 +48,7 @@ void device_ptr<T>::memset(const int value, const size_type pos, const size_type
 }
 
 template <typename T>
-void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
+void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
     PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
 
@@ -58,7 +58,7 @@ void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const
 }
 
 template <typename T>
-void device_ptr<T>::memcpy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
+void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
     PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
 
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index d6ed92236..696c9ca58 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -63,51 +63,51 @@ void gpu_device_ptr<T, queue_t, device_pointer_t>::memset(const int value, const
 }
 
 template <typename T, typename queue_t, typename device_pointer_t>
-void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_device(const std::vector<value_type> &data_to_copy) {
+void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_device(const std::vector<value_type> &data_to_copy) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
 
-    this->memcpy_to_device(data_to_copy, 0, size_);
+    this->copy_to_device(data_to_copy, 0, size_);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
-void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_device(const std::vector<value_type> &data_to_copy, const size_type pos, const size_type count) {
+void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_device(const std::vector<value_type> &data_to_copy, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
 
     const size_type rcount = std::min(count, size_ - pos);
     if (data_to_copy.size() < rcount) {
         throw gpu_device_ptr_exception{ fmt::format("Too few data to perform memcpy (needed: {}, provided: {})!", rcount, data_to_copy.size()) };
     }
-    this->memcpy_to_device(data_to_copy.data(), pos, rcount);
+    this->copy_to_device(data_to_copy.data(), pos, rcount);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
-void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_device(const_host_pointer_type data_to_copy) {
+void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_device(const_host_pointer_type data_to_copy) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
     PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
 
-    this->memcpy_to_device(data_to_copy, 0, size_);
+    this->copy_to_device(data_to_copy, 0, size_);
 }
 
 template <typename T, typename queue_t, typename device_pointer_t>
-void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_host(std::vector<value_type> &buffer) const {
+void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_host(std::vector<value_type> &buffer) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
 
-    this->memcpy_to_host(buffer, 0, size_);
+    this->copy_to_host(buffer, 0, size_);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
-void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_host(std::vector<value_type> &buffer, const size_type pos, const size_type count) const {
+void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_host(std::vector<value_type> &buffer, const size_type pos, const size_type count) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
 
     const size_type rcount = std::min(count, size_ - pos);
     if (buffer.size() < rcount) {
         throw gpu_device_ptr_exception{ fmt::format("Buffer too small to perform memcpy (needed: {}, provided: {})!", rcount, buffer.size()) };
     }
-    this->memcpy_to_host(buffer.data(), pos, rcount);
+    this->copy_to_host(buffer.data(), pos, rcount);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
-void gpu_device_ptr<T, queue_t, device_pointer_t>::memcpy_to_host(host_pointer_type buffer) const {
+void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_host(host_pointer_type buffer) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
     PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
 
-    this->memcpy_to_host(buffer, 0, size_);
+    this->copy_to_host(buffer, 0, size_);
 }
 
 // explicitly instantiate template class depending on available backends
diff --git a/tests/backends/CUDA/device_ptr.cpp b/tests/backends/CUDA/device_ptr.cpp
index 5600b5448..cf3f122c4 100644
--- a/tests/backends/CUDA/device_ptr.cpp
+++ b/tests/backends/CUDA/device_ptr.cpp
@@ -50,24 +50,24 @@ TYPED_TEST(CUDADevicePtr, memset_with_count) {
     generic::test_memset_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
-TYPED_TEST(CUDADevicePtr, memcpy_vector) {
-    generic::test_memcpy_vector<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtr, copy_vector) {
+    generic::test_copy_vector<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
-TYPED_TEST(CUDADevicePtr, memcpy_vector_exception) {
-    generic::test_memcpy_vector_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtr, copy_vector_exception) {
+    generic::test_copy_vector_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
-TYPED_TEST(CUDADevicePtr, memcpy_vector_with_count) {
-    generic::test_memcpy_vector_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtr, copy_vector_with_count) {
+    generic::test_copy_vector_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
-TYPED_TEST(CUDADevicePtr, memcpy_vector_with_count_exception) {
-    generic::test_memcpy_vector_with_count_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtr, copy_vector_with_count_exception) {
+    generic::test_copy_vector_with_count_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
-TYPED_TEST(CUDADevicePtr, memcpy_ptr) {
-    generic::test_memcpy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtr, copy_ptr) {
+    generic::test_copy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
-TYPED_TEST(CUDADevicePtr, memcpy_ptr_with_count) {
-    generic::test_memcpy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtr, copy_ptr_with_count) {
+    generic::test_copy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
 
@@ -79,11 +79,11 @@ TYPED_TEST(CUDADevicePtrDeathTest, memset) {
     generic::test_memset_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
-TYPED_TEST(CUDADevicePtrDeathTest, memcpy_ptr) {
-    generic::test_memcpy_ptr_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtrDeathTest, copy_ptr) {
+    generic::test_copy_ptr_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
-TYPED_TEST(CUDADevicePtrDeathTest, memcpy_ptr_with_count) {
-    generic::test_memcpy_ptr_with_count_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtrDeathTest, copy_ptr_with_count) {
+    generic::test_copy_ptr_with_count_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
 // TODO: add missing death tests
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index 9818344f0..7ff2a0533 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -141,7 +141,7 @@ void test_memset() {
 
     // copy values to host
     std::vector<real_type> result(ptr.size());
-    ptr.memcpy_to_host(result);
+    ptr.copy_to_host(result);
 
     // check values
     std::vector<real_type> correct(ptr.size());
@@ -160,7 +160,7 @@ void test_memset_with_count() {
 
     // copy values to host
     std::vector<real_type> result(ptr.size());
-    ptr.memcpy_to_host(result);
+    ptr.copy_to_host(result);
 
     // check values
     std::vector<real_type> correct(ptr.size());
@@ -180,7 +180,7 @@ void test_memset_death_test() {
 }
 
 template <typename device_ptr_type>
-void test_memcpy_vector() {
+void test_copy_vector() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
@@ -190,16 +190,16 @@ void test_memcpy_vector() {
     std::vector<real_type> data(14, 42);
 
     // copy data to the device
-    ptr.memcpy_to_device(data);
+    ptr.copy_to_device(data);
     // copy data back to the host
     std::vector<real_type> result(ptr.size());
-    ptr.memcpy_to_host(result);
+    ptr.copy_to_host(result);
 
     // check values for correctness
     EXPECT_EQ(result, std::vector<real_type>(10, 42));
 }
 template <typename device_ptr_type>
-void test_memcpy_vector_exception() {
+void test_copy_vector_exception() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
@@ -207,15 +207,15 @@ void test_memcpy_vector_exception() {
 
     // try copying data to the device with too few elements
     std::vector<real_type> data(8, 42);
-    EXPECT_THROW_WHAT(ptr.memcpy_to_device(data), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 10, provided: 8)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_device(data), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 10, provided: 8)!");
 
     // try copying data back to the host with a buffer with too few elements
     std::vector<real_type> result(8);
-    EXPECT_THROW_WHAT(ptr.memcpy_to_host(data), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 10, provided: 8)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_host(data), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 10, provided: 8)!");
 }
 
 template <typename device_ptr_type>
-void test_memcpy_vector_with_count() {
+void test_copy_vector_with_count() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
@@ -225,36 +225,36 @@ void test_memcpy_vector_with_count() {
     std::vector<real_type> data(6, 42);
 
     // copy data to the device
-    ptr.memcpy_to_device(data, 1, 3);
+    ptr.copy_to_device(data, 1, 3);
 
     {
         // copy data back to the host
         std::vector<real_type> result(ptr.size());
-        ptr.memcpy_to_host(result);
+        ptr.copy_to_host(result);
         // check values for correctness
         EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 }, real_type{ 0.0 } }));
     }
     {
         // copy only a view values back from the device
         std::vector<real_type> result(3);
-        ptr.memcpy_to_host(result, 2, 3);
+        ptr.copy_to_host(result, 2, 3);
         // check values for correctness
         EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 } }));
     }
 
     // copy data to the device
-    ptr.memcpy_to_device(data, 2, 6);
+    ptr.copy_to_device(data, 2, 6);
 
     {
         // copy data back to the host
         std::vector<real_type> result(ptr.size());
-        ptr.memcpy_to_host(result);
+        ptr.copy_to_host(result);
         // check values for correctness
         EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 } }));
     }
 }
 template <typename device_ptr_type>
-void test_memcpy_vector_with_count_exception() {
+void test_copy_vector_with_count_exception() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
@@ -262,15 +262,15 @@ void test_memcpy_vector_with_count_exception() {
 
     // try copying data to the device with too few elements
     std::vector<real_type> data(4, 42);
-    EXPECT_THROW_WHAT(ptr.memcpy_to_device(data, 1, 7), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 5, provided: 4)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_device(data, 1, 7), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 5, provided: 4)!");
 
     // try copying data back to the host with a buffer with too few elements
     std::vector<real_type> result(4);
-    EXPECT_THROW_WHAT(ptr.memcpy_to_host(data, 1, 7), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 5, provided: 4)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_host(data, 1, 7), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 5, provided: 4)!");
 }
 
 template <typename device_ptr_type>
-void test_memcpy_ptr() {
+void test_copy_ptr() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
@@ -280,36 +280,36 @@ void test_memcpy_ptr() {
     std::vector<real_type> data(14, 42);
 
     // copy data to the device
-    ptr.memcpy_to_device(data.data());
+    ptr.copy_to_device(data.data());
     // copy data back to the host
     std::vector<real_type> result(ptr.size());
-    ptr.memcpy_to_host(result.data());
+    ptr.copy_to_host(result.data());
 
     // check values for correctness
     EXPECT_EQ(result, std::vector<real_type>(10, 42));
 }
 template <typename device_ptr_type>
-void test_memcpy_ptr_death_test() {
+void test_copy_ptr_death_test() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
     device_ptr_type ptr{ 10 };
 
     // memcpy with invalid data pointer
-    EXPECT_DEATH(ptr.memcpy_to_device(nullptr), "Invalid pointer for the data to copy!");
-    EXPECT_DEATH(ptr.memcpy_to_host(nullptr), "Invalid pointer for the data to copy!");
+    EXPECT_DEATH(ptr.copy_to_device(nullptr), "Invalid pointer for the data to copy!");
+    EXPECT_DEATH(ptr.copy_to_host(nullptr), "Invalid pointer for the data to copy!");
 
     // construct default device_ptr
     device_ptr_type def{};
 
     // memcpy with invalid data pointer
     std::vector<real_type> data(def.size());
-    EXPECT_DEATH(def.memcpy_to_device(data), "Invalid data pointer!");
-    EXPECT_DEATH(def.memcpy_to_host(data), "Invalid data pointer!");
+    EXPECT_DEATH(def.copy_to_device(data), "Invalid data pointer!");
+    EXPECT_DEATH(def.copy_to_host(data), "Invalid data pointer!");
 }
 
 template <typename device_ptr_type>
-void test_memcpy_ptr_with_count() {
+void test_copy_ptr_with_count() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
@@ -319,52 +319,52 @@ void test_memcpy_ptr_with_count() {
     std::vector<real_type> data(6, 42);
 
     // copy data to the device
-    ptr.memcpy_to_device(data.data(), 1, 3);
+    ptr.copy_to_device(data.data(), 1, 3);
 
     {
         // copy data back to the host
         std::vector<real_type> result(ptr.size());
-        ptr.memcpy_to_host(result.data());
+        ptr.copy_to_host(result.data());
         // check values for correctness
         EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 }, real_type{ 0.0 } }));
     }
     {
         // copy only a view values back from the device
         std::vector<real_type> result(3);
-        ptr.memcpy_to_host(result.data(), 2, 3);
+        ptr.copy_to_host(result.data(), 2, 3);
         // check values for correctness
         EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 } }));
     }
 
     // copy data to the device
-    ptr.memcpy_to_device(data.data(), 2, 6);
+    ptr.copy_to_device(data.data(), 2, 6);
 
     {
         // copy data back to the host
         std::vector<real_type> result(ptr.size());
-        ptr.memcpy_to_host(result.data());
+        ptr.copy_to_host(result.data());
         // check values for correctness
         EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 } }));
     }
 }
 template <typename device_ptr_type>
-void test_memcpy_ptr_with_count_death_test() {
+void test_copy_ptr_with_count_death_test() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
     device_ptr_type ptr{ 10 };
 
     // memcpy with invalid data pointer
-    EXPECT_DEATH(ptr.memcpy_to_device(nullptr, 0, 10), "Invalid pointer for the data to copy!");
-    EXPECT_DEATH(ptr.memcpy_to_host(nullptr, 0, 10), "Invalid pointer for the data to copy!");
+    EXPECT_DEATH(ptr.copy_to_device(nullptr, 0, 10), "Invalid pointer for the data to copy!");
+    EXPECT_DEATH(ptr.copy_to_host(nullptr, 0, 10), "Invalid pointer for the data to copy!");
 
     // construct default device_ptr
     device_ptr_type def{};
 
     // memcpy with invalid data pointer
     std::vector<real_type> data(def.size());
-    EXPECT_DEATH(def.memcpy_to_device(data, 0, 0), "Invalid data pointer!");
-    EXPECT_DEATH(def.memcpy_to_host(data, 0, 0), "Invalid data pointer!");
+    EXPECT_DEATH(def.copy_to_device(data, 0, 0), "Invalid data pointer!");
+    EXPECT_DEATH(def.copy_to_host(data, 0, 0), "Invalid data pointer!");
 }
 
 }  // namespace generic
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index 563388fd8..e9cd9cacb 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -292,7 +292,7 @@ inline void test_calculate_w() {
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
         alpha_d[device] = device_ptr_type{ num_support_vectors + plssvm::THREAD_BLOCK_SIZE, svm.devices_[device] };
         alpha_d[device].memset(0);
-        alpha_d[device].memcpy_to_device(weights, 0, num_support_vectors);
+        alpha_d[device].copy_to_device(weights, 0, num_support_vectors);
     }
 
     // calculate the w vector using a GPU backend
@@ -382,9 +382,9 @@ inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_typ
     std::vector<device_ptr_type> r_d{};
 
     for (const queue_type &queue : svm.devices_) {
-        q_d.emplace_back(dept + boundary_size, queue).memcpy_to_device(q, 0, dept);
+        q_d.emplace_back(dept + boundary_size, queue).copy_to_device(q, 0, dept);
         x_d.emplace_back(dept + boundary_size, queue).memset(0);
-        x_d.back().memcpy_to_device(rhs, 0, dept);
+        x_d.back().copy_to_device(rhs, 0, dept);
         r_d.emplace_back(dept + boundary_size, queue).memset(0);
     }
 
@@ -469,7 +469,7 @@ inline void test_device_reduction() {
     // perform the kernel calculation on the device
     std::vector<device_ptr_type> data_d{};
     for (const queue_type &queue : svm.devices_) {
-        data_d.emplace_back(data.size(), queue).memcpy_to_device(data);
+        data_d.emplace_back(data.size(), queue).copy_to_device(data);
     }
 
     std::vector<real_type> calculated(data.size());
@@ -481,7 +481,7 @@ inline void test_device_reduction() {
     // check if the values have been correctly promoted back onto the device(s)
     for (std::size_t device = 0; device < svm.devices_.size(); ++device) {
         std::vector<real_type> device_data(data.size());
-        data_d[device].memcpy_to_host(device_data);
+        data_d[device].copy_to_host(device_data);
         EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data * static_cast<real_type>(svm.devices_.size()));
     }
 
@@ -494,7 +494,7 @@ inline void test_device_reduction() {
     // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, data);
     std::vector<real_type> device_data(data.size());
-    data_d.front().memcpy_to_host(device_data);
+    data_d.front().copy_to_host(device_data);
     EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data);
 }
 
@@ -570,13 +570,13 @@ inline void test_setup_data_on_device_minimal() {
     ASSERT_EQ(data_d.size(), 1);
     ASSERT_EQ(data_d[0].size(), 9);
     std::vector<real_type> data(9);
-    data_d[0].memcpy_to_host(data);
+    data_d[0].copy_to_host(data);
     EXPECT_FLOATING_POINT_VECTOR_EQ(data, (std::vector<real_type>{ real_type{ 1.0 }, real_type{ 4.0 }, real_type{ 7.0 }, real_type{ 2.0 }, real_type{ 5.0 }, real_type{ 8.0 }, real_type{ 3.0 }, real_type{ 6.0 }, real_type{ 9.0 } }));
     // the last row in the original data
     ASSERT_EQ(data_last_d.size(), 1);
     ASSERT_EQ(data_last_d[0].size(), 3);
     std::vector<real_type> data_last(3);
-    data_last_d[0].memcpy_to_host(data_last);
+    data_last_d[0].copy_to_host(data_last);
     EXPECT_FLOATING_POINT_VECTOR_EQ(data_last, (std::vector<real_type>{ real_type{ 7.0 }, real_type{ 8.0 }, real_type{ 9.0 } }));
     // the feature ranges
     ASSERT_EQ(feature_ranges.size(), 2);
@@ -619,7 +619,7 @@ inline void test_setup_data_on_device() {
         const std::size_t expected_size = (feature_ranges[device + 1] - feature_ranges[device]) * (num_data_points - 1 + boundary_size);
         ASSERT_EQ(data_d[device].size(), expected_size) << fmt::format("for device {}: [{}, {}]", device, feature_ranges[device], feature_ranges[device + 1]);
         std::vector<real_type> data(expected_size);
-        data_d[device].memcpy_to_host(data);
+        data_d[device].copy_to_host(data);
 
         const std::size_t device_data_size = (feature_ranges[device + 1] - feature_ranges[device]) * (num_data_points - 1 + boundary_size);
         const std::vector<real_type> ground_truth(transformed_data.data() + feature_ranges[device] * (num_data_points - 1 + boundary_size),
@@ -632,7 +632,7 @@ inline void test_setup_data_on_device() {
         const std::size_t expected_size = feature_ranges[device + 1] - feature_ranges[device] + boundary_size;
         ASSERT_EQ(data_last_d[device].size(), expected_size);
         std::vector<real_type> data_last(expected_size);
-        data_last_d[device].memcpy_to_host(data_last);
+        data_last_d[device].copy_to_host(data_last);
 
         std::vector<real_type> ground_truth(input.back().data() + feature_ranges[device], input.back().data() + feature_ranges[device] + (feature_ranges[device + 1] - feature_ranges[device]));
         ground_truth.resize(ground_truth.size() + boundary_size, real_type{ 0.0 });

From cacc05f13fd5ff17e35b863e9f7472faa0e3055e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 15 Nov 2022 10:50:53 +0100
Subject: [PATCH 0457/1010] Change memset to get the number of BYTES instead of
 the number of ELEMENTS. Add a new fill member function.

---
 .../backends/CUDA/detail/device_ptr.cuh       |  9 ++++-
 include/plssvm/backends/gpu_device_ptr.hpp    | 39 +++++++++++++------
 src/plssvm/backends/CUDA/detail/device_ptr.cu | 33 +++++++++++++++-
 src/plssvm/backends/gpu_device_ptr.cpp        | 11 +++++-
 tests/backends/CUDA/device_ptr.cpp            |  4 ++
 tests/backends/generic_device_ptr_tests.h     | 23 ++++++++++-
 6 files changed, 101 insertions(+), 18 deletions(-)

diff --git a/include/plssvm/backends/CUDA/detail/device_ptr.cuh b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
index 8118b9794..ebbbf90a9 100644
--- a/include/plssvm/backends/CUDA/detail/device_ptr.cuh
+++ b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
@@ -32,9 +32,10 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
 
   public:
     // Be able to use overloaded base class functions.
+    using base_type::memset;
+    using base_type::fill;
     using base_type::copy_to_device;
     using base_type::copy_to_host;
-    using base_type::memset;
 
     using typename base_type::const_host_pointer_type;
     using typename base_type::device_pointer_type;
@@ -82,7 +83,11 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
      */
-    void memset(int value, size_type pos, size_type count) override;
+    void memset(int pattern, size_type pos, size_type num_bytes) override;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::fill(value_type, size_type, size_type)
+     */
+    void fill(value_type value, size_type pos, size_type count) override;
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
      */
diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 6657f2089..23281b868 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -137,21 +137,38 @@ class gpu_device_ptr {
     }
 
     /**
-     * @brief Memset all values to @p value starting at position @p pos.
-     * @param[in] value the memset value
-     * @param[in] pos the position to start the memset (default: 0)
+     * @brief Memset all bytes using the @p pattern starting at position @p pos.
+     * @param[in] pattern the memset pattern
+     * @param[in] pos the position to start the memset
      * @throws plssvm::gpu_device_ptr_exception if @p pos is greater or equal than device_ptr::size()
      */
-    void memset(int value, size_type pos = 0);
+    void memset(int pattern, size_type pos = 0);
     /**
-     * @brief Memset up-to @p count values to @p value starting at position @p pos.
-     * @details Memset `[p, rcount)` where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
-     * @param[in] value the memset value
+     * @brief Memset up-to @p num_bytes values to @p pattern starting at position @p pos.
+     * @details Memset `[pos, rnum_bytes)` where `num_bytes` is the smaller value of @p num_bytes and `(device_ptr::size() - pos) * sizeof(value_type)`.
+     * @param[in] pattern the memset value
      * @param[in] pos the position to start the memset
+     * @param[in] num_bytes the number of bytes to set
+     * @throws plssvm::gpu_device_ptr_exception if @p pos is greater or equal than device_ptr::size()
+     */
+    virtual void memset(int pattern, size_type pos, size_type num_bytes) = 0;
+
+    /**
+     * @brief Fill all values with the @p value starting at position @p pos.
+     * @param[in] value the fill value
+     * @param[in] pos the position to start the fill
+     * @throws plssvm::gpu_device_ptr_exception if @p pos is greater or equal than device_ptr::size()
+     */
+    void fill(value_type value, size_type pos = 0);
+    /**
+     * @brief Fill up-to @p count values to @p value starting at position @p pos.
+     * @details Fill `[pos, rcount)` where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
+     * @param[in] value the fill value
+     * @param[in] pos the position to start the fill
      * @param[in] count the number of values to set
      * @throws plssvm::gpu_device_ptr_exception if @p pos is greater or equal than device_ptr::size()
      */
-    virtual void memset(int value, size_type pos, size_type count) = 0;
+    virtual void fill(value_type value, size_type pos, size_type count) = 0;
 
     /**
      * @brief Memcpy device_ptr::size() many values from @p data_to_copy to the device.
@@ -175,7 +192,7 @@ class gpu_device_ptr {
     void copy_to_device(const_host_pointer_type data_to_copy);
     /**
      * @brief Memcpy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
-     * @details Copies `[p, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
+     * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[in] data_to_copy the data to copy onto the device
      * @param[in] pos the starting position for the copying in the device pointer
      * @param[in] count the number of elements to copy
@@ -190,7 +207,7 @@ class gpu_device_ptr {
     void copy_to_host(std::vector<value_type> &buffer) const;
     /**
      * @brief Memcpy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
-     * @details Copies `[p, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
+     * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[out] buffer the buffer to copy the data to
      * @param[in] pos the starting position for the copying in the device pointer
      * @param[in] count the number of elements to copy
@@ -204,7 +221,7 @@ class gpu_device_ptr {
     void copy_to_host(host_pointer_type buffer) const;
     /**
      * @brief Memcpy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
-     * @details Copies `[p, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
+     * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[out] buffer the buffer to copy the data to
      * @param[in] pos the starting position for the copying in the device pointer
      * @param[in] count the number of elements to copy
diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index b0ca944e3..dff047177 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -36,15 +36,44 @@ device_ptr<T>::~device_ptr() {
 }
 
 template <typename T>
-void device_ptr<T>::memset(const int value, const size_type pos, const size_type count) {
+void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
 
     if (pos >= size_) {
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
+    const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
+    PLSSVM_CUDA_ERROR_CHECK(cudaMemset(data_ + pos, pattern, rnum_bytes));
+}
+
+template <typename value_type, typename size_type>
+__global__ void gpu_fill(value_type* data, value_type value, size_type pos, size_type count) {
+    const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
+    // fill the array
+    if (idx < count) {
+        data[pos + idx] = value;
+    }
+}
+
+template <typename T>
+void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+
+    if (pos >= size_) {
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+    }
+
+    detail::set_device(queue_);
+
+    // run GPU kernel
     const size_type rcount = std::min(count, size_ - pos);
-    PLSSVM_CUDA_ERROR_CHECK(cudaMemset(data_ + pos, value, rcount * sizeof(value_type)));
+    int block_size = 512;
+    int grid_size = (rcount + block_size - 1) / block_size;
+    gpu_fill<<<grid_size, block_size>>>(data_, value, pos, rcount);
+
+    detail::peek_at_last_error();
+    detail::device_synchronize(queue_);
 }
 
 template <typename T>
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 696c9ca58..3b8eae923 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -56,10 +56,17 @@ void gpu_device_ptr<T, queue_t, device_pointer_t>::swap(gpu_device_ptr &other) n
 }
 
 template <typename T, typename queue_t, typename device_pointer_t>
-void gpu_device_ptr<T, queue_t, device_pointer_t>::memset(const int value, const size_type pos) {
+void gpu_device_ptr<T, queue_t, device_pointer_t>::memset(const int pattern, const size_type pos) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
 
-    this->memset(value, pos, size_);
+    this->memset(pattern, pos, size_ * sizeof(value_type));
+}
+
+template <typename T, typename queue_t, typename device_pointer_t>
+void gpu_device_ptr<T, queue_t, device_pointer_t>::fill(const value_type value, const size_type pos) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+
+    this->fill(value, pos, size_);
 }
 
 template <typename T, typename queue_t, typename device_pointer_t>
diff --git a/tests/backends/CUDA/device_ptr.cpp b/tests/backends/CUDA/device_ptr.cpp
index cf3f122c4..1a9101d49 100644
--- a/tests/backends/CUDA/device_ptr.cpp
+++ b/tests/backends/CUDA/device_ptr.cpp
@@ -50,6 +50,10 @@ TYPED_TEST(CUDADevicePtr, memset_with_count) {
     generic::test_memset_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
+TYPED_TEST(CUDADevicePtr, fill) {
+    generic::test_fill<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+
 TYPED_TEST(CUDADevicePtr, copy_vector) {
     generic::test_copy_vector<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index 7ff2a0533..c50994d8a 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -156,7 +156,7 @@ void test_memset_with_count() {
     device_ptr_type ptr{ 10 };
 
     // memset values to all ones
-    ptr.memset(1, 2, 4);
+    ptr.memset(1, 2, 4 * sizeof(real_type));
 
     // copy values to host
     std::vector<real_type> result(ptr.size());
@@ -179,6 +179,27 @@ void test_memset_death_test() {
     EXPECT_DEATH(ptr.memset(1, 2, 4), "Invalid data pointer!");
 }
 
+template <typename device_ptr_type>
+void test_fill() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // memset values to all ones
+    ptr.fill(real_type{ 42.0 }, 2);
+
+    // copy values to host
+    std::vector<real_type> result(ptr.size());
+    ptr.copy_to_host(result);
+
+    // check values
+    std::vector<real_type> correct(ptr.size(), 42);
+    correct[0] = real_type{ 0.0 };
+    correct[1] = real_type{ 0.0 };
+    EXPECT_EQ(result, correct);
+}
+
 template <typename device_ptr_type>
 void test_copy_vector() {
     using real_type = typename device_ptr_type::value_type;

From 830df356ce2833751e805f7e742839fe043b732b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 15 Nov 2022 10:56:23 +0100
Subject: [PATCH 0458/1010] Update function documentation.

---
 include/plssvm/backends/gpu_device_ptr.hpp | 24 +++++++++++-----------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 23281b868..90bcc364a 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -171,27 +171,27 @@ class gpu_device_ptr {
     virtual void fill(value_type value, size_type pos, size_type count) = 0;
 
     /**
-     * @brief Memcpy device_ptr::size() many values from @p data_to_copy to the device.
+     * @brief Copy device_ptr::size() many values from @p data_to_copy to the device.
      * @param[in] data_to_copy the data to copy onto the device
-     * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the memcpy
+     * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the copy
      */
     void copy_to_device(const std::vector<value_type> &data_to_copy);
     /**
-     * @brief Memcpy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
+     * @brief Copy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
      * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[in] data_to_copy the data to copy onto the device
      * @param[in] pos the starting position for the copying in the CUDA device pointer
      * @param[in] count the number of elements to copy
-     * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the memcpy
+     * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the copy
      */
     void copy_to_device(const std::vector<value_type> &data_to_copy, size_type pos, size_type count);
     /**
-     * @brief Memcpy device_ptr::size() many values from @p data_to_copy to the device.
+     * @brief Copy device_ptr::size() many values from @p data_to_copy to the device.
      * @param[in] data_to_copy the data to copy onto the device
      */
     void copy_to_device(const_host_pointer_type data_to_copy);
     /**
-     * @brief Memcpy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
+     * @brief Copy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
      * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[in] data_to_copy the data to copy onto the device
      * @param[in] pos the starting position for the copying in the device pointer
@@ -200,27 +200,27 @@ class gpu_device_ptr {
     virtual void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) = 0;
 
     /**
-     * @brief Memcpy device_ptr::size() many values from the device to the host buffer @p buffer.
+     * @brief Copy device_ptr::size() many values from the device to the host buffer @p buffer.
      * @param[out] buffer the buffer to copy the data to
-     * @throws plssvm::gpu_device_ptr_exception if @p buffer is too small
+     * @throws plssvm::gpu_device_ptr_exception if @p buffer is too small to satisfy the copy
      */
     void copy_to_host(std::vector<value_type> &buffer) const;
     /**
-     * @brief Memcpy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
+     * @brief Copy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
      * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[out] buffer the buffer to copy the data to
      * @param[in] pos the starting position for the copying in the device pointer
      * @param[in] count the number of elements to copy
-     * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small
+     * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the copy
      */
     void copy_to_host(std::vector<value_type> &buffer, size_type pos, size_type count) const;
     /**
-     * @brief Memcpy device_ptr::size() many values from the device to the host buffer @p buffer.
+     * @brief Copy device_ptr::size() many values from the device to the host buffer @p buffer.
      * @param[out] buffer the buffer to copy the data to
      */
     void copy_to_host(host_pointer_type buffer) const;
     /**
-     * @brief Memcpy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
+     * @brief Copy up-to @p count many values from the device starting at device pointer position @p pos to the host buffer @p buffer.
      * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[out] buffer the buffer to copy the data to
      * @param[in] pos the starting position for the copying in the device pointer

From 103ae7a76dad11655832cce37e3ef7e26518b27f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 15 Nov 2022 11:18:55 +0100
Subject: [PATCH 0459/1010] Add missing tests and rename assertion messages.

---
 src/plssvm/backends/CUDA/detail/device_ptr.cu |  15 +--
 src/plssvm/backends/gpu_device_ptr.cpp        |  24 ++---
 tests/backends/CUDA/device_ptr.cpp            |  18 ++--
 tests/backends/generic_device_ptr_tests.h     | 100 ++++++++++++------
 4 files changed, 98 insertions(+), 59 deletions(-)

diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index dff047177..7fd0f0ac1 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -37,12 +37,13 @@ device_ptr<T>::~device_ptr() {
 
 template <typename T>
 void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     if (pos >= size_) {
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
-    PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
+
+    detail::set_device(queue_);
     const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
     PLSSVM_CUDA_ERROR_CHECK(cudaMemset(data_ + pos, pattern, rnum_bytes));
 }
@@ -58,7 +59,7 @@ __global__ void gpu_fill(value_type* data, value_type value, size_type pos, size
 
 template <typename T>
 void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     if (pos >= size_) {
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
@@ -78,20 +79,20 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
 
 template <typename T>
 void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
     PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
 
-    PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
+    detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);
     PLSSVM_CUDA_ERROR_CHECK(cudaMemcpy(data_ + pos, data_to_copy, rcount * sizeof(value_type), cudaMemcpyHostToDevice));
 }
 
 template <typename T>
 void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
     PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
 
-    PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
+    detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);
     PLSSVM_CUDA_ERROR_CHECK(cudaMemcpy(buffer, data_ + pos, rcount * sizeof(value_type), cudaMemcpyDeviceToHost));
 }
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 3b8eae923..d658b0a06 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -57,62 +57,62 @@ void gpu_device_ptr<T, queue_t, device_pointer_t>::swap(gpu_device_ptr &other) n
 
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::memset(const int pattern, const size_type pos) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     this->memset(pattern, pos, size_ * sizeof(value_type));
 }
 
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::fill(const value_type value, const size_type pos) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     this->fill(value, pos, size_);
 }
 
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_device(const std::vector<value_type> &data_to_copy) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     this->copy_to_device(data_to_copy, 0, size_);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_device(const std::vector<value_type> &data_to_copy, const size_type pos, const size_type count) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     const size_type rcount = std::min(count, size_ - pos);
     if (data_to_copy.size() < rcount) {
-        throw gpu_device_ptr_exception{ fmt::format("Too few data to perform memcpy (needed: {}, provided: {})!", rcount, data_to_copy.size()) };
+        throw gpu_device_ptr_exception{ fmt::format("Too few data to perform copy (needed: {}, provided: {})!", rcount, data_to_copy.size()) };
     }
     this->copy_to_device(data_to_copy.data(), pos, rcount);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_device(const_host_pointer_type data_to_copy) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
-    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid host pointer for the data to copy!");
 
     this->copy_to_device(data_to_copy, 0, size_);
 }
 
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_host(std::vector<value_type> &buffer) const {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     this->copy_to_host(buffer, 0, size_);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_host(std::vector<value_type> &buffer, const size_type pos, const size_type count) const {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     const size_type rcount = std::min(count, size_ - pos);
     if (buffer.size() < rcount) {
-        throw gpu_device_ptr_exception{ fmt::format("Buffer too small to perform memcpy (needed: {}, provided: {})!", rcount, buffer.size()) };
+        throw gpu_device_ptr_exception{ fmt::format("Buffer too small to perform copy (needed: {}, provided: {})!", rcount, buffer.size()) };
     }
     this->copy_to_host(buffer.data(), pos, rcount);
 }
 template <typename T, typename queue_t, typename device_pointer_t>
 void gpu_device_ptr<T, queue_t, device_pointer_t>::copy_to_host(host_pointer_type buffer) const {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
-    PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid host pointer for the data to copy!");
 
     this->copy_to_host(buffer, 0, size_);
 }
diff --git a/tests/backends/CUDA/device_ptr.cpp b/tests/backends/CUDA/device_ptr.cpp
index 1a9101d49..131902882 100644
--- a/tests/backends/CUDA/device_ptr.cpp
+++ b/tests/backends/CUDA/device_ptr.cpp
@@ -53,6 +53,9 @@ TYPED_TEST(CUDADevicePtr, memset_with_count) {
 TYPED_TEST(CUDADevicePtr, fill) {
     generic::test_fill<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
+TYPED_TEST(CUDADevicePtr, fill_with_count) {
+    generic::test_fill<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
 
 TYPED_TEST(CUDADevicePtr, copy_vector) {
     generic::test_copy_vector<plssvm::cuda::detail::device_ptr<TypeParam>>();
@@ -83,12 +86,13 @@ TYPED_TEST(CUDADevicePtrDeathTest, memset) {
     generic::test_memset_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
-TYPED_TEST(CUDADevicePtrDeathTest, copy_ptr) {
-    generic::test_copy_ptr_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtrDeathTest, copy_ptr_with_count) {
-    generic::test_copy_ptr_with_count_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+TYPED_TEST(CUDADevicePtrDeathTest, fill) {
+    generic::test_fill_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
 }
 
-// TODO: add missing death tests
-
+TYPED_TEST(CUDADevicePtrDeathTest, copy) {
+    generic::test_copy_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
+TYPED_TEST(CUDADevicePtrDeathTest, copy_with_count) {
+    generic::test_copy_with_count_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
+}
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index c50994d8a..fc7bbbed2 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -175,8 +175,8 @@ void test_memset_death_test() {
     device_ptr_type ptr{};
 
     // memset values to all ones
-    EXPECT_DEATH(ptr.memset(1, 2), "Invalid data pointer!");
-    EXPECT_DEATH(ptr.memset(1, 2, 4), "Invalid data pointer!");
+    EXPECT_DEATH(ptr.memset(1, 2), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(ptr.memset(1, 2, 4), "Invalid data pointer! Maybe *this has been default constructed?");
 }
 
 template <typename device_ptr_type>
@@ -194,11 +194,40 @@ void test_fill() {
     ptr.copy_to_host(result);
 
     // check values
-    std::vector<real_type> correct(ptr.size(), 42);
-    correct[0] = real_type{ 0.0 };
-    correct[1] = real_type{ 0.0 };
+    std::vector<real_type> correct(ptr.size(), real_type{ 42.0 });
+    correct[0] = correct[1] = real_type{ 0.0 };
     EXPECT_EQ(result, correct);
 }
+template <typename device_ptr_type>
+void test_fill_with_count() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // memset values to all ones
+    ptr.memset(real_type{ 42.0 }, 2, 4);
+
+    // copy values to host
+    std::vector<real_type> result(ptr.size());
+    ptr.copy_to_host(result);
+
+    // check values
+    std::vector<real_type> correct(ptr.size(), real_type{ 0.0 });
+    correct[2] = correct[3] = correct[4] = correct[5] = real_type{ 42.0 };
+    EXPECT_EQ(result, correct);
+}
+template <typename device_ptr_type>
+void test_fill_death_test() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // default construct device_ptr
+    device_ptr_type ptr{};
+
+    // memset values to all ones
+    EXPECT_DEATH(ptr.fill(1, 2), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(ptr.fill(1, 2, 4), "Invalid data pointer! Maybe *this has been default constructed?");
+}
 
 template <typename device_ptr_type>
 void test_copy_vector() {
@@ -228,11 +257,11 @@ void test_copy_vector_exception() {
 
     // try copying data to the device with too few elements
     std::vector<real_type> data(8, 42);
-    EXPECT_THROW_WHAT(ptr.copy_to_device(data), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 10, provided: 8)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_device(data), plssvm::gpu_device_ptr_exception, "Too few data to perform copy (needed: 10, provided: 8)!");
 
     // try copying data back to the host with a buffer with too few elements
     std::vector<real_type> result(8);
-    EXPECT_THROW_WHAT(ptr.copy_to_host(data), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 10, provided: 8)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_host(data), plssvm::gpu_device_ptr_exception, "Buffer too small to perform copy (needed: 10, provided: 8)!");
 }
 
 template <typename device_ptr_type>
@@ -283,11 +312,11 @@ void test_copy_vector_with_count_exception() {
 
     // try copying data to the device with too few elements
     std::vector<real_type> data(4, 42);
-    EXPECT_THROW_WHAT(ptr.copy_to_device(data, 1, 7), plssvm::gpu_device_ptr_exception, "Too few data to perform memcpy (needed: 5, provided: 4)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_device(data, 1, 7), plssvm::gpu_device_ptr_exception, "Too few data to perform copy (needed: 5, provided: 4)!");
 
     // try copying data back to the host with a buffer with too few elements
     std::vector<real_type> result(4);
-    EXPECT_THROW_WHAT(ptr.copy_to_host(data, 1, 7), plssvm::gpu_device_ptr_exception, "Buffer too small to perform memcpy (needed: 5, provided: 4)!");
+    EXPECT_THROW_WHAT(ptr.copy_to_host(data, 1, 7), plssvm::gpu_device_ptr_exception, "Buffer too small to perform copy (needed: 5, provided: 4)!");
 }
 
 template <typename device_ptr_type>
@@ -309,25 +338,6 @@ void test_copy_ptr() {
     // check values for correctness
     EXPECT_EQ(result, std::vector<real_type>(10, 42));
 }
-template <typename device_ptr_type>
-void test_copy_ptr_death_test() {
-    using real_type = typename device_ptr_type::value_type;
-
-    // construct device_ptr
-    device_ptr_type ptr{ 10 };
-
-    // memcpy with invalid data pointer
-    EXPECT_DEATH(ptr.copy_to_device(nullptr), "Invalid pointer for the data to copy!");
-    EXPECT_DEATH(ptr.copy_to_host(nullptr), "Invalid pointer for the data to copy!");
-
-    // construct default device_ptr
-    device_ptr_type def{};
-
-    // memcpy with invalid data pointer
-    std::vector<real_type> data(def.size());
-    EXPECT_DEATH(def.copy_to_device(data), "Invalid data pointer!");
-    EXPECT_DEATH(def.copy_to_host(data), "Invalid data pointer!");
-}
 
 template <typename device_ptr_type>
 void test_copy_ptr_with_count() {
@@ -368,24 +378,48 @@ void test_copy_ptr_with_count() {
         EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 } }));
     }
 }
+
+template <typename device_ptr_type>
+void test_copy_death_test() {
+    using real_type = typename device_ptr_type::value_type;
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10 };
+
+    // copy with invalid data pointer
+    EXPECT_DEATH(ptr.copy_to_device(nullptr), "Invalid host pointer for the data to copy!");
+    EXPECT_DEATH(ptr.copy_to_host(nullptr), "Invalid host pointer for the data to copy!");
+
+    // construct default device_ptr
+    device_ptr_type def{};
+
+    // copy with invalid device pointer
+    std::vector<real_type> data(def.size());
+    EXPECT_DEATH(def.copy_to_device(data.data()), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(def.copy_to_host(data.data()), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(def.copy_to_device(data), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(def.copy_to_host(data), "Invalid data pointer! Maybe *this has been default constructed?");
+}
 template <typename device_ptr_type>
-void test_copy_ptr_with_count_death_test() {
+void test_copy_with_count_death_test() {
     using real_type = typename device_ptr_type::value_type;
 
     // construct device_ptr
     device_ptr_type ptr{ 10 };
 
-    // memcpy with invalid data pointer
+    // copy with invalid data pointer
     EXPECT_DEATH(ptr.copy_to_device(nullptr, 0, 10), "Invalid pointer for the data to copy!");
     EXPECT_DEATH(ptr.copy_to_host(nullptr, 0, 10), "Invalid pointer for the data to copy!");
 
     // construct default device_ptr
     device_ptr_type def{};
 
-    // memcpy with invalid data pointer
+    // copy with invalid data pointer
     std::vector<real_type> data(def.size());
-    EXPECT_DEATH(def.copy_to_device(data, 0, 0), "Invalid data pointer!");
-    EXPECT_DEATH(def.copy_to_host(data, 0, 0), "Invalid data pointer!");
+    EXPECT_DEATH(def.copy_to_device(data.data(), 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(def.copy_to_host(data.data(), 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(def.copy_to_device(data, 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
+    EXPECT_DEATH(def.copy_to_host(data, 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
 }
 
 }  // namespace generic

From 53ab15e473bb6ecd52c7bed2dc27a8dc8766e81f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 15 Nov 2022 11:41:21 +0100
Subject: [PATCH 0460/1010] Update doxygen documentation.

---
 docs/CMakeLists.txt                           |  1 +
 include/plssvm/backend_types.hpp              |  7 +++++
 include/plssvm/backends/CUDA/csvm.hpp         | 28 +++++++++++++++++++
 .../backends/CUDA/detail/device_ptr.cuh       |  4 +--
 include/plssvm/backends/gpu_device_ptr.hpp    |  8 ++++--
 include/plssvm/csvm.hpp                       |  1 -
 include/plssvm/default_value.hpp              |  2 +-
 include/plssvm/parameter.hpp                  |  1 +
 src/plssvm/backends/gpu_device_ptr.cpp        |  8 ++++++
 9 files changed, 54 insertions(+), 6 deletions(-)

diff --git a/docs/CMakeLists.txt b/docs/CMakeLists.txt
index b99d7c4d8..88b54ac77 100644
--- a/docs/CMakeLists.txt
+++ b/docs/CMakeLists.txt
@@ -27,6 +27,7 @@ set(DOXYGEN_SORT_MEMBER_DOCS "NO")
 set(DOXYGEN_INLINE_INHERITED_MEMB "YES")
 set(DOXYGEN_USE_MATHJAX "YES")
 set(DOXYGEN_PROJECT_LOGO "${PROJECT_SOURCE_DIR}/docs/resources/logo_90x55.png")
+set(DOXYGEN_EXCLUDE_SYMBOLS "*_HPP_")
 
 ## enable processing of specific attributes and macros
 set(DOXYGEN_ENABLE_PREPROCESSING "YES")
diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index 8e5840c32..3a38e5abb 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -94,6 +94,7 @@ struct csvm_to_backend_type {};
  */
 template <>
 struct csvm_to_backend_type<openmp::csvm> {
+    /// The enum value representing the OpenMP backend.
     static constexpr backend_type value = backend_type::openmp;
 };
 /**
@@ -101,6 +102,7 @@ struct csvm_to_backend_type<openmp::csvm> {
  */
 template <>
 struct csvm_to_backend_type<cuda::csvm> {
+    /// The enum value representing the CUDA backend.
     static constexpr backend_type value = backend_type::cuda;
 };
 /**
@@ -108,6 +110,7 @@ struct csvm_to_backend_type<cuda::csvm> {
  */
 template <>
 struct csvm_to_backend_type<hip::csvm> {
+    /// The enum value representing the HIP backend.
     static constexpr backend_type value = backend_type::hip;
 };
 /**
@@ -115,6 +118,7 @@ struct csvm_to_backend_type<hip::csvm> {
  */
 template <>
 struct csvm_to_backend_type<opencl::csvm> {
+    /// The enum value representing the OpenCL backend.
     static constexpr backend_type value = backend_type::opencl;
 };
 /**
@@ -122,6 +126,7 @@ struct csvm_to_backend_type<opencl::csvm> {
  */
 template <>
 struct csvm_to_backend_type<sycl::csvm> {
+    /// The enum value representing the SYCL backend.
     static constexpr backend_type value = backend_type::sycl;
 };
 /**
@@ -129,6 +134,7 @@ struct csvm_to_backend_type<sycl::csvm> {
  */
 template <>
 struct csvm_to_backend_type<hipsycl::csvm> {
+    /// The enum value representing the SYCL (hipSYCL) backend.
     static constexpr backend_type value = backend_type::sycl;
 };
 /**
@@ -136,6 +142,7 @@ struct csvm_to_backend_type<hipsycl::csvm> {
  */
 template <>
 struct csvm_to_backend_type<dpcpp::csvm> {
+    /// The enum value representing the SYCL (DPC++) backend.
     static constexpr backend_type value = backend_type::sycl;
 };
 
diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index 08ebf40ee..7ade52eff 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -99,32 +99,60 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_pt
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
     void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
     void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
     template <typename real_type>
     void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
     void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
     void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
     template <typename real_type>
     void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
     void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
     void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
     template <typename real_type>
     void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
     void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
     void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
     template <typename real_type>
     void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
 
   private:
+    /**
+     * @brief Initialize all important states related to the CUDA backend.
+     * @param[in] target the target platform to use
+     */
     void init(target_platform target);
 };
 
diff --git a/include/plssvm/backends/CUDA/detail/device_ptr.cuh b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
index ebbbf90a9..8032abb61 100644
--- a/include/plssvm/backends/CUDA/detail/device_ptr.cuh
+++ b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
@@ -89,11 +89,11 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
      */
     void fill(value_type value, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_device(const_host_pointer_type, size_type, size_type)
      */
     void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_host(host_pointer_type, size_type, size_type) const
      */
     void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
 };
diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 90bcc364a..23a103273 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -9,10 +9,12 @@
  * @brief Defines the base class for all C-SVM backends using a GPU. Used for code duplication reduction.
  */
 
+#ifndef PLSSVM_BACKENDS_GPU_DEVICE_PTR_HPP_
+#define PLSSVM_BACKENDS_GPU_DEVICE_PTR_HPP_
 #pragma once
 
 #include <cstddef>      // std::size_t
-#include <type_traits>  // std::is_same_v
+#include <type_traits>  // std::is_arithmetic_v, std::is_reference_v
 #include <vector>       // std::vector
 
 namespace plssvm::detail {
@@ -237,4 +239,6 @@ class gpu_device_ptr {
     size_type size_{ 0 };
 };
 
-}  // namespace plssvm::detail
\ No newline at end of file
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_BACKENDS_GPU_DEVICE_PTR_HPP_
\ No newline at end of file
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index cf760f391..d90048e27 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -55,7 +55,6 @@ class csvm {
     /**
      * @brief Construct a C-SVM using named-parameters with the @p kernel type.
      * @tparam Args the type of the named-parameters
-     * @param[in] kernel the kernel type to use
      * @param[in] named_args the potential named-parameters
      */
     template <typename... Args>
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index e044dea9e..4274e1fa9 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -325,7 +325,7 @@ struct is_default_value : detail::is_default_value<std::remove_cv_t<std::remove_
 
 /**
  * @brief Test whether the given type @p T is of type `plssvm::default_value`.
- * @details A shorthand for `plssvm::default_value<T>::value`.
+ * @details A shorthand for `plssvm::is_default_value<T>::value`.
  * @tparam T the type to check whether it is a `plssvm::default_value`
  */
 template <typename T>
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 53ed6ee24..3af82c47b 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -288,6 +288,7 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 
 }  // namespace detail
 
+/// The public parameter type uses `double` to store the SVM parameters.
 using parameter = detail::parameter<double>;
 
 }  // namespace plssvm
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index d658b0a06..773be8c70 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/gpu_device_ptr.hpp"
 
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)

From a02fa661bd2a9f5fda7e02cfa8187416c3936ba4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 15 Nov 2022 13:46:35 +0100
Subject: [PATCH 0461/1010] Update device_ptr implementation for the HIP
 backend.

---
 .../backends/HIP/detail/device_ptr.hip.hpp    | 25 +++++---
 .../backends/HIP/detail/fill_kernel.hip.hpp   | 32 ++++++++++
 .../backends/HIP/detail/utility.hip.hpp       |  5 ++
 src/plssvm/backends/HIP/CMakeLists.txt        |  1 -
 .../backends/HIP/detail/device_ptr.hip.cpp    | 58 +++++++++++++------
 .../backends/HIP/detail/utility.hip.cpp       |  7 ++-
 6 files changed, 100 insertions(+), 28 deletions(-)
 create mode 100644 include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp

diff --git a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
index e2c23de3e..6485caa82 100644
--- a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
@@ -9,6 +9,8 @@
  * @brief Small wrapper around a HIP device pointer.
  */
 
+#ifndef PLSSVM_BACKENDS_HIP_DETAIL_DEVICE_PTR_HPP_
+#define PLSSVM_BACKENDS_HIP_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
 #include "plssvm/backends/gpu_device_ptr.hpp"  // plssvm::detail::gpu_device_ptr
@@ -30,9 +32,10 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
 
   public:
     // Be able to use overloaded base class functions.
-    using base_type::memcpy_to_device;
-    using base_type::memcpy_to_host;
     using base_type::memset;
+    using base_type::fill;
+    using base_type::copy_to_device;
+    using base_type::copy_to_host;
 
     using typename base_type::const_host_pointer_type;
     using typename base_type::device_pointer_type;
@@ -75,23 +78,29 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::~gpu_device_ptr()
      */
-    ~device_ptr();
+    ~device_ptr() override;
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
      */
-    void memset(int value, size_type pos, size_type count) override;
+    void memset(int pattern, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
+     * @copydoc plssvm::detail::gpu_device_ptr::fill(value_type, size_type, size_type)
      */
-    void memcpy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
+    void fill(value_type value, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_device(const_host_pointer_type, size_type, size_type)
      */
-    void memcpy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
+    void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_host(host_pointer_type, size_type, size_type) const
+     */
+    void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
 };
 
 extern template class device_ptr<float>;
 extern template class device_ptr<double>;
 
 }  // namespace plssvm::hip::detail
+
+#endif  // PLSSVM_BACKENDS_HIP_DETAIL_DEVICE_PTR_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp b/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
new file mode 100644
index 000000000..dcad9b90a
--- /dev/null
+++ b/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
@@ -0,0 +1,32 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Utility functions for the HIP backend.
+ */
+
+#ifndef PLSSVM_BACKENDS_HIP_DETAIL_FILL_KERNEL_HPP_
+#define PLSSVM_BACKENDS_HIP_DETAIL_FILL_KERNEL_HPP_
+#pragma once
+
+#include "hip/hip_runtime.h"
+#include "hip/hip_runtime_api.h"
+
+namespace plssvm::hip::detail {
+
+template <typename value_type, typename size_type>
+__global__ void fill_array(value_type *data, value_type value, size_type pos, size_type count) {
+    const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
+    // fill the array
+    if (idx < count) {
+        data[pos + idx] = value;
+    }
+}
+
+}  // namespace plssvm::hip::detail
+
+#endif  // PLSSVM_BACKENDS_HIP_DETAIL_FILL_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/HIP/detail/utility.hip.hpp b/include/plssvm/backends/HIP/detail/utility.hip.hpp
index 8b57c245f..8ffef0193 100644
--- a/include/plssvm/backends/HIP/detail/utility.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/utility.hip.hpp
@@ -9,6 +9,8 @@
  * @brief Utility functions for the HIP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_HIP_DETAIL_UTILITY_HPP_
+#define PLSSVM_BACKENDS_HIP_DETAIL_UTILITY_HPP_
 #pragma once
 
 #include "hip/hip_runtime_api.h"  // hipError_t
@@ -38,6 +40,7 @@ void gpu_assert(hipError_t code);
 /**
  * @brief Set the device @p device to the active HIP device.
  * @param[in] device the now active device
+ * @throws plssvm::hip::backend_exception if the given device ID is smaller than 0 or greater or equal than the available number of devices
  */
 void set_device(int device);
 
@@ -55,3 +58,5 @@ void peek_at_last_error();
 void device_synchronize(int device);
 
 }  // namespace plssvm::hip::detail
+
+#endif  // PLSSVM_BACKENDS_HIP_DETAIL_UTILITY_HPP_
diff --git a/src/plssvm/backends/HIP/CMakeLists.txt b/src/plssvm/backends/HIP/CMakeLists.txt
index 4707d774c..11102e007 100644
--- a/src/plssvm/backends/HIP/CMakeLists.txt
+++ b/src/plssvm/backends/HIP/CMakeLists.txt
@@ -47,7 +47,6 @@ set(PLSSVM_HIP_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.hip.cpp
     ${CMAKE_CURRENT_LIST_DIR}/csvm.hip.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
 )
 
diff --git a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
index 40919f26f..4a487bfdc 100644
--- a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
+++ b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
@@ -8,10 +8,11 @@
 
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"
 
-#include "plssvm/backends/HIP/detail/utility.hip.hpp"  // PLSSVM_HIP_ERROR_CHECK, plssvm::hip::detail::get_device_count
-#include "plssvm/backends/HIP/exceptions.hpp"          // plssvm::hip::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"          // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
+#include "plssvm/backends/HIP/detail/fill_kernel.hip.hpp"  // plssvm::hip::detail::fill_array
+#include "plssvm/backends/HIP/detail/utility.hip.hpp"      // PLSSVM_HIP_ERROR_CHECK, plssvm::hip::detail::get_device_count
+#include "plssvm/backends/HIP/exceptions.hpp"              // plssvm::hip::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"              // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                        // PLSSVM_ASSERT
 
 #include "hip/hip_runtime_api.h"
 
@@ -23,46 +24,69 @@ namespace plssvm::hip::detail {
 
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const queue_type device) :
-    base_type{ device, size } {
+    base_type{ size, device } {
     if (queue_ < 0 || queue_ >= static_cast<int>(get_device_count())) {
         throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), queue_) };
     }
-    PLSSVM_HIP_ERROR_CHECK(hipSetDevice(queue_));
+    detail::set_device(queue_);
     PLSSVM_HIP_ERROR_CHECK(hipMalloc(reinterpret_cast<void **>(&data_), size_ * sizeof(value_type)));
 }
 
 template <typename T>
 device_ptr<T>::~device_ptr() {
-    PLSSVM_HIP_ERROR_CHECK(hipSetDevice(queue_));
+    detail::set_device(queue_);
     PLSSVM_HIP_ERROR_CHECK(hipFree(data_));
 }
 
 template <typename T>
-void device_ptr<T>::memset(const int value, const size_type pos, const size_type count) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     if (pos >= size_) {
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
-    PLSSVM_HIP_ERROR_CHECK(hipSetDevice(queue_));
+
+    detail::set_device(queue_);
+    const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
+    PLSSVM_HIP_ERROR_CHECK(hipMemset(data_ + pos, pattern, rnum_bytes));
+}
+
+template <typename T>
+void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+
+    if (pos >= size_) {
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+    }
+
+    detail::set_device(queue_);
+
+    // run GPU kernel
     const size_type rcount = std::min(count, size_ - pos);
-    PLSSVM_HIP_ERROR_CHECK(hipMemset(data_ + pos, value, rcount * sizeof(value_type)));
+    int block_size = 512;
+    int grid_size = (rcount + block_size - 1) / block_size;
+    detail::fill_array<<<grid_size, block_size>>>(data_, value, pos, rcount);
+
+    detail::peek_at_last_error();
+    detail::device_synchronize(queue_);
 }
 
 template <typename T>
-void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
 
-    PLSSVM_HIP_ERROR_CHECK(hipSetDevice(queue_));
+    detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);
     PLSSVM_HIP_ERROR_CHECK(hipMemcpy(data_ + pos, data_to_copy, rcount * sizeof(value_type), hipMemcpyHostToDevice));
 }
 
 template <typename T>
-void device_ptr<T>::memcpy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
 
-    PLSSVM_HIP_ERROR_CHECK(hipSetDevice(queue_));
+    detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);
     PLSSVM_HIP_ERROR_CHECK(hipMemcpy(buffer, data_ + pos, rcount * sizeof(value_type), hipMemcpyDeviceToHost));
 }
diff --git a/src/plssvm/backends/HIP/detail/utility.hip.cpp b/src/plssvm/backends/HIP/detail/utility.hip.cpp
index c4b6e2ebf..57c2a4483 100644
--- a/src/plssvm/backends/HIP/detail/utility.hip.cpp
+++ b/src/plssvm/backends/HIP/detail/utility.hip.cpp
@@ -12,13 +12,13 @@
 
 #include "hip/hip_runtime_api.h"  // hipError_t, hipSuccess, hipGetErrorName, hipGetErrorString, hipGetDeviceCount, hipSetDevice, hipPeekAtLastError, hipDeviceSynchronize
 
-#include "fmt/format.h"  // fmt::format
+#include "fmt/core.h"  // fmt::format
 
 namespace plssvm::hip::detail {
 
 void gpu_assert(const hipError_t code) {
     if (code != hipSuccess) {
-        throw backend_exception{ fmt::format("HIP assert {}: {}", hipGetErrorName(code), hipGetErrorString(code)) };
+        throw backend_exception{ fmt::format("HIP assert '{}' ({}): {}", hipGetErrorName(code), code, hipGetErrorString(code)) };
     }
 }
 
@@ -29,6 +29,9 @@ void gpu_assert(const hipError_t code) {
 }
 
 void set_device(const int device) {
+    if (device < 0 || device >= static_cast<int>(get_device_count())) {
+        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), device) };
+    }
     PLSSVM_HIP_ERROR_CHECK(hipSetDevice(device));
 }
 

From 26fdff96927a25f54f4df1ea2d9a425af812621c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 15 Nov 2022 13:54:21 +0100
Subject: [PATCH 0462/1010] Update include guards and fix bug in predict
 kernel.

---
 include/plssvm/backends/HIP/exceptions.hpp         | 4 ++++
 include/plssvm/backends/HIP/predict_kernel.hip.hpp | 8 ++++++--
 include/plssvm/backends/HIP/q_kernel.hip.hpp       | 4 ++++
 include/plssvm/backends/HIP/svm_kernel.hip.hpp     | 4 ++++
 4 files changed, 18 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/HIP/exceptions.hpp b/include/plssvm/backends/HIP/exceptions.hpp
index 0557fb405..cedb3a5a2 100644
--- a/include/plssvm/backends/HIP/exceptions.hpp
+++ b/include/plssvm/backends/HIP/exceptions.hpp
@@ -9,6 +9,8 @@
  * @brief Implements custom exception classes specific to the HIP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_HIP_EXCEPTIONS_HPP_
+#define PLSSVM_BACKENDS_HIP_EXCEPTIONS_HPP_
 #pragma once
 
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
@@ -32,3 +34,5 @@ class backend_exception : public exception {
 };
 
 }  // namespace plssvm::hip
+
+#endif  // PLSSVM_BACKENDS_HIP_EXCEPTIONS_HPP_
diff --git a/include/plssvm/backends/HIP/predict_kernel.hip.hpp b/include/plssvm/backends/HIP/predict_kernel.hip.hpp
index 017925d7c..ada7b3b7b 100644
--- a/include/plssvm/backends/HIP/predict_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/predict_kernel.hip.hpp
@@ -9,6 +9,8 @@
  * @brief Defines the functions used for prediction for the C-SVM using the HIP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_HIP_PREDICT_KERNEL_HPP_
+#define PLSSVM_BACKENDS_HIP_PREDICT_KERNEL_HPP_
 #pragma once
 
 #include "hip/hip_runtime.h"
@@ -66,7 +68,7 @@ __global__ void device_kernel_predict_poly(real_type *out_d, const real_type *da
     real_type temp{ 0.0 };
     if (predict_point_index < num_predict_points) {
         for (kernel_index_type feature_index = 0; feature_index < num_features; ++feature_index) {
-            if (data_point_index == num_data_points) {
+            if (data_point_index == num_data_points - 1) {
                 temp += data_last_d[feature_index] * points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
             } else {
                 temp += data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] * points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
@@ -101,7 +103,7 @@ __global__ void device_kernel_predict_radial(real_type *out_d, const real_type *
     real_type temp{ 0.0 };
     if (predict_point_index < num_predict_points) {
         for (kernel_index_type feature_index = 0; feature_index < num_features; ++feature_index) {
-            if (data_point_index == num_data_points) {
+            if (data_point_index == num_data_points - 1) {
                 temp += (data_last_d[feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_last_d[feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);
             } else {
                 temp += (data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);
@@ -115,3 +117,5 @@ __global__ void device_kernel_predict_radial(real_type *out_d, const real_type *
 }
 
 }  // namespace plssvm::hip
+
+#endif  // PLSSVM_BACKENDS_HIP_PREDICT_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/HIP/q_kernel.hip.hpp b/include/plssvm/backends/HIP/q_kernel.hip.hpp
index fd801bdb5..b3d87ddc4 100644
--- a/include/plssvm/backends/HIP/q_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/q_kernel.hip.hpp
@@ -9,6 +9,8 @@
  * @brief Defines HIP functions for generating the `q` vector.
  */
 
+#ifndef PLSSVM_BACKENDS_HIP_Q_KERNEL_HPP_
+#define PLSSVM_BACKENDS_HIP_Q_KERNEL_HPP_
 #pragma once
 
 #include "hip/hip_runtime.h"
@@ -83,3 +85,5 @@ __global__ void device_kernel_q_radial(real_type *q, const real_type *data_d, co
 }
 
 }  // namespace plssvm::hip
+
+#endif  // PLSSVM_BACKENDS_HIP_Q_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/HIP/svm_kernel.hip.hpp b/include/plssvm/backends/HIP/svm_kernel.hip.hpp
index 9f3fc00eb..c8b2a74db 100644
--- a/include/plssvm/backends/HIP/svm_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/svm_kernel.hip.hpp
@@ -9,6 +9,8 @@
  * @brief Defines the kernel functions for the C-SVM using the HIP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_HIP_SVM_KERNEL_HPP_
+#define PLSSVM_BACKENDS_HIP_SVM_KERNEL_HPP_
 #pragma once
 
 #include "hip/hip_runtime.h"
@@ -268,3 +270,5 @@ __global__ void device_kernel_radial(const real_type *q, real_type *ret, const r
 }
 
 }  // namespace plssvm::hip
+
+#endif  // PLSSVM_BACKENDS_HIP_SVM_KERNEL_HPP_

From f93ea042d172637aa30559d3d7af96cb7223cad7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 09:02:21 +0100
Subject: [PATCH 0463/1010] Update HIP implementation.

---
 include/plssvm/backends/HIP/csvm.hpp | 113 ++++++++++++++++++++++-----
 src/plssvm/backends/HIP/csvm.hip.cpp |  69 ++++++++--------
 2 files changed, 127 insertions(+), 55 deletions(-)

diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index f7dabc10e..67663fbb0 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -9,6 +9,8 @@
  * @brief Defines a C-SVM using the HIP backend.
  */
 
+#ifndef PLSSVM_BACKENDS_HIP_CSVM_HPP_
+#define PLSSVM_BACKENDS_HIP_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
@@ -17,7 +19,9 @@
 #include "plssvm/parameter.hpp"                           // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
-#include <cstddef>  // std::size_t
+#include <cstddef>      // std::size_t
+#include <type_traits>  // std::true_type
+#include <utility>      // std::forward
 
 namespace plssvm {
 
@@ -34,33 +38,50 @@ namespace hip {
  * @brief A C-SVM implementation using HIP as backend.
  * @tparam T the type of the data
  */
-template <typename T>
-class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_ptr<T>, int> {
+class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::hip::detail::device_ptr, int> {
   protected:
     // protected for the test mock class
     /// The template base type of the HIP C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_ptr<T>, int>;
+    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::hip::detail::device_ptr, int>;
 
     using base_type::devices_;
 
   public:
-    using typename base_type::real_type;
-    using typename base_type::size_type;
-    using typename base_type::device_ptr_type;
+    using base_type::device_ptr_type;
     using typename base_type::queue_type;
 
     /**
      * @brief Construct a new C-SVM using the HIP backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
-     * @throws plssvm::csvm::csvm() exceptions
-     * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
-     * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
-     * @throws plssvm::hip::backend_exception if no HIP devices could be found
      */
-    explicit csvm(target_platform target, parameter<real_type> params = {});
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
+    /**
+     * @brief Construct a new C-SVM using the HIP backend on the @p target platform with the parameters given through @p params.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] params struct encapsulating all possible SVM parameters
+     */
+    explicit csvm(target_platform target, parameter params = {}) :
+        base_type{ params } {
+        this->init(target);
+    }
+
+    /**
+     * @brief Construct a new C-SVM using the HIP backend and the optionally provided @p named_args.
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(Args &&...named_args) :
+        csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
 
-    template <typename... Args>
-    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
+    /**
+     * @brief Construct a new C-SVM using the HIP backend on the @p target platform and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(const target_platform target, Args &&...named_args) :
+        base_type{ std::forward<Args>(named_args)... } {
         this->init(target);
     }
 
@@ -79,26 +100,76 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::hip::detail::device_
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    template <typename real_type>
+    void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    template <typename real_type>
+    void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    template <typename real_type>
+    void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    template <typename real_type>
+    void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
 
   private:
+    /**
+     * @brief Initialize all important states related to the HIP backend.
+     * @param[in] target the target platform to use
+     */
     void init(target_platform target);
 };
 
-extern template class csvm<float>;
-extern template class csvm<double>;
-
 }  // namespace hip
+
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `true` since C-SVMs using the HIP are available.
+ */
+template <>
+struct csvm_backend_exists<hip::csvm> : std::true_type {};
+
+}  // namespace detail
+
 }  // namespace plssvm
+
+#endif  // PLSSVM_BACKENDS_HIP_CSVM_HPP_
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index f9f364ee0..47668553b 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -34,24 +34,18 @@
 
 namespace plssvm::hip {
 
-template <typename T>
-csvm<T>::csvm(target_platform target, parameter<real_type> params) : base_type{ params } {
-    this->init(target);
-}
-
-template <typename T>
-void csvm<T>::init(const target_platform target) {
+void csvm::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::gpu_amd) {
         throw backend_exception{ fmt::format("Invalid target platform '{}' for the HIP backend!", target) };
     } else {
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-        throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+        throw backend_exception{ fmt::format("Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
     }
 
     if (plssvm::verbose) {
-        fmt::print("Using HIP as backend.\n");
+        std::cout << fmt::format("Using HIP as backend.") << std::endl;
     }
 
     // get all available devices wrt the requested target platform
@@ -60,36 +54,34 @@ void csvm<T>::init(const target_platform target) {
 
     // throw exception if no HIP devices could be found
     if (devices_.empty()) {
-        throw backend_exception{ "HIP backend selected but no HIP devices were found!" };
+        throw backend_exception{ "HIP backend selected but no HIP capable devices were found!" };
     }
 
     if (plssvm::verbose) {
         // print found HIP devices
-        fmt::print("Found {} HIP device(s):\n", devices_.size());
+        std::cout << fmt::format("Found {} HIP device(s):\n", devices_.size());
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             hipDeviceProp_t prop{};
             PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
-            fmt::print("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
+            std::cout << fmt::format("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
         }
-        fmt::print("\n");
+        std::cout << std::endl;
     }
 }
 
-template <typename T>
-csvm<T>::~csvm() {
+csvm::~csvm() {
     try {
         // be sure that all operations on the HIP devices have finished before destruction
         for (const queue_type &device : devices_) {
             detail::device_synchronize(device);
         }
     } catch (const plssvm::exception &e) {
-        fmt::print("{}\n", e.what_with_loc());
+        std::cout << e.what_with_loc() << std::endl;
         std::terminate();
     }
 }
 
-template <typename T>
-void csvm<T>::device_synchronize(const queue_type &queue) const {
+void csvm::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -99,11 +91,11 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
     return std::make_pair(grid, block);
 }
 
-template <typename T>
-void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+template <typename real_type>
+void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
+    const auto [grid, block] = execution_range_to_native(range);
 
-    detail::set_device(device);
+    detail::set_device(static_cast<queue_type>(device));
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             hip::device_kernel_q_linear<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
@@ -120,11 +112,14 @@ void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execu
     detail::peek_at_last_error();
 }
 
-template <typename T>
-void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
 
-    detail::set_device(device);
+template <typename real_type>
+void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
+    const auto [grid, block] = execution_range_to_native(range);
+
+    detail::set_device(static_cast<queue_type>(device));
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             hip::device_kernel_linear<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
@@ -141,18 +136,24 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
     detail::peek_at_last_error();
 }
 
-template <typename T>
-void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
+    const auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(device);
     hip::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
     detail::peek_at_last_error();
 }
 
-template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
+    const auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
     switch (params.kernel_type) {
@@ -168,7 +169,7 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
     detail::peek_at_last_error();
 }
 
-template class csvm<float>;
-template class csvm<double>;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t, std::size_t) const;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t, std::size_t) const;
 
 }  // namespace plssvm::hip

From 22edd4ffb3e0b4ae0a0b50578e4c46501e2f1375 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 09:13:58 +0100
Subject: [PATCH 0464/1010] Move fill function to separate header.

---
 .../backends/CUDA/detail/fill_kernel.cuh      | 38 +++++++++++++++++++
 src/plssvm/backends/CUDA/detail/device_ptr.cu | 24 ++++--------
 2 files changed, 46 insertions(+), 16 deletions(-)
 create mode 100644 include/plssvm/backends/CUDA/detail/fill_kernel.cuh

diff --git a/include/plssvm/backends/CUDA/detail/fill_kernel.cuh b/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
new file mode 100644
index 000000000..87a4b5b50
--- /dev/null
+++ b/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
@@ -0,0 +1,38 @@
+/**
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Defines a CUDA function for filling a device pointer with a specific value.
+*/
+
+#ifndef PLSSVM_BACKENDS_CUDA_DETAIL_FILL_KERNEL_HPP_
+#define PLSSVM_BACKENDS_CUDA_DETAIL_FILL_KERNEL_HPP_
+#pragma once
+
+namespace plssvm::cuda::detail {
+
+/**
+ * @brief Fill @p count values of the array @p data with the @p value starting at position @p pos.
+ * @tparam value_type the type of the array and fill value
+ * @tparam size_type the size type
+ * @param[out] data the array to fill
+ * @param[in] value the value to fill the array with
+ * @param[in] pos the position to start filling the array
+ * @param[in] count the number of values to fill
+ */
+template <typename value_type, typename size_type>
+__global__ void fill_array(value_type* data, value_type value, size_type pos, size_type count) {
+    const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
+    // fill the array
+    if (idx < count) {
+        data[pos + idx] = value;
+    }
+}
+
+}  // namespace plssvm::cuda
+
+#endif  // PLSSVM_BACKENDS_CUDA_DETAIL_FILL_KERNEL_HPP_
\ No newline at end of file
diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index 7fd0f0ac1..cc8b922e9 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -8,10 +8,11 @@
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"
 
-#include "plssvm/backends/CUDA/detail/utility.cuh"  // PLSSVM_CUDA_ERROR_CHECK, plssvm::cuda::detail::get_device_count
-#include "plssvm/backends/CUDA/exceptions.hpp"      // plssvm::cuda::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"       // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"                 // PLSSVM_ASSERT
+#include "plssvm/backends/CUDA/detail/fill_kernel.cuh"  // plssvm::cuda::detail::fill_array
+#include "plssvm/backends/CUDA/detail/utility.cuh"      // PLSSVM_CUDA_ERROR_CHECK, plssvm::cuda::detail::get_device_count
+#include "plssvm/backends/CUDA/exceptions.hpp"          // plssvm::cuda::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"           // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                     // PLSSVM_ASSERT
 
 #include "fmt/core.h"  // fmt::format
 
@@ -25,13 +26,13 @@ device_ptr<T>::device_ptr(const size_type size, const queue_type device) :
     if (queue_ < 0 || queue_ >= static_cast<int>(get_device_count())) {
         throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), queue_) };
     }
-    PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
+    detail::set_device(queue_);
     PLSSVM_CUDA_ERROR_CHECK(cudaMalloc(reinterpret_cast<void **>(&data_), size_ * sizeof(value_type)));
 }
 
 template <typename T>
 device_ptr<T>::~device_ptr() {
-    PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(queue_));
+    detail::set_device(queue_);
     PLSSVM_CUDA_ERROR_CHECK(cudaFree(data_));
 }
 
@@ -48,15 +49,6 @@ void device_ptr<T>::memset(const int pattern, const size_type pos, const size_ty
     PLSSVM_CUDA_ERROR_CHECK(cudaMemset(data_ + pos, pattern, rnum_bytes));
 }
 
-template <typename value_type, typename size_type>
-__global__ void gpu_fill(value_type* data, value_type value, size_type pos, size_type count) {
-    const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
-    // fill the array
-    if (idx < count) {
-        data[pos + idx] = value;
-    }
-}
-
 template <typename T>
 void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
@@ -71,7 +63,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     const size_type rcount = std::min(count, size_ - pos);
     int block_size = 512;
     int grid_size = (rcount + block_size - 1) / block_size;
-    gpu_fill<<<grid_size, block_size>>>(data_, value, pos, rcount);
+    detail::fill_array<<<grid_size, block_size>>>(data_, value, pos, rcount);
 
     detail::peek_at_last_error();
     detail::device_synchronize(queue_);

From e629a7d07f105f4a993ca60edd5ea36fca715fed Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 09:14:17 +0100
Subject: [PATCH 0465/1010] Update header and exception message.

---
 include/plssvm/backends/CUDA/csvm.hpp |  6 ++++--
 src/plssvm/backends/CUDA/csvm.cu      | 12 ++++++------
 2 files changed, 10 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index 7ade52eff..6dbe68343 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -19,7 +19,9 @@
 #include "plssvm/parameter.hpp"                        // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
-#include <utility>  // std::forward
+#include <cstddef>      // std::size_t
+#include <utility>      // std::forward
+#include <type_traits>  // std::true_type
 
 namespace plssvm {
 
@@ -161,7 +163,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_pt
 namespace detail {
 
 /**
- * @brief Sets the `value` to `true` since C-SVMs using the OpenMP are available.
+ * @brief Sets the `value` to `true` since C-SVMs using the CUDA are available.
  */
 template <>
 struct csvm_backend_exists<cuda::csvm> : std::true_type {};
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index af9870a58..62dac3654 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -55,7 +55,7 @@ void csvm::init(const target_platform target) {
 
     // throw exception if no CUDA devices could be found
     if (devices_.empty()) {
-        throw backend_exception{ "CUDA backend selected but no CUDA devices were found!" };
+        throw backend_exception{ "CUDA backend selected but no CUDA capable devices were found!" };
     }
 
     if (plssvm::verbose) {
@@ -77,7 +77,7 @@ csvm::~csvm() {
             detail::device_synchronize(device);
         }
     } catch (const plssvm::exception &e) {
-        std::cout << fmt::format("{}", e.what_with_loc()) << std::endl;
+        std::cout << e.what_with_loc() << std::endl;
         std::terminate();
     }
 }
@@ -94,7 +94,7 @@ std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::executio
 
 template <typename real_type>
 void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+    const auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(static_cast<queue_type>(device));
     switch (params.kernel_type) {
@@ -118,7 +118,7 @@ template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execu
 
 template <typename real_type>
 void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+    const auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(static_cast<queue_type>(device));
     switch (params.kernel_type) {
@@ -142,7 +142,7 @@ template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::exe
 
 template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+    const auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(static_cast<queue_type>(device));
     cuda::device_kernel_w_linear<<<grid, block>>>(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
@@ -154,7 +154,7 @@ template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail
 
 template <typename real_type>
 void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
-    auto [grid, block] = execution_range_to_native(range);
+    const auto [grid, block] = execution_range_to_native(range);
 
     detail::set_device(0);
     switch (params.kernel_type) {

From ac0860053622f7d1fa7cfd3c550acaeb1446c71d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 10:52:16 +0100
Subject: [PATCH 0466/1010] Update assertion message.

---
 src/plssvm/backends/CUDA/detail/device_ptr.cu | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index cc8b922e9..b36a814d2 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -72,7 +72,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
 template <typename T>
 void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
-    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid host pointer for the data to copy!");
 
     detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);
@@ -82,7 +82,7 @@ void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const s
 template <typename T>
 void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
-    PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid host pointer for the data to copy!");
 
     detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);

From b0cb36d732bda5398c1ac9a62eb238f79696856d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 11:21:41 +0100
Subject: [PATCH 0467/1010] Change back to only float and double since
 otherwise more explicit template instantiations must be performed.

---
 include/plssvm/backends/gpu_device_ptr.hpp | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 23a103273..f6d64d5ae 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -14,7 +14,7 @@
 #pragma once
 
 #include <cstddef>      // std::size_t
-#include <type_traits>  // std::is_arithmetic_v, std::is_reference_v
+#include <type_traits>  // std::is_same_v
 #include <vector>       // std::vector
 
 namespace plssvm::detail {
@@ -28,8 +28,9 @@ namespace plssvm::detail {
 template <typename T, typename queue_t, typename device_pointer_t = T *>
 class gpu_device_ptr {
     // any non-reference arithmetic type
-    static_assert(std::is_arithmetic_v<T>, "Only arithmetic types are allowed!");
-    static_assert(!std::is_reference_v<T>, "T must not be a reference!");
+    static_assert(std::is_same_v<float, T> || std::is_same_v<double, T>, "Currently only 'float' or 'double' are allowed!");
+//    static_assert(std::is_arithmetic_v<T>, "Only arithmetic types are allowed!");
+//    static_assert(!std::is_reference_v<T>, "T must not be a reference!");
 
   public:
     /// The type of the values used in the device_ptr.

From 9ea287e8861c735d265df5c65bf638095fdd93d9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 11:22:14 +0100
Subject: [PATCH 0468/1010] Rewrite device_ptr tests to use type-parameterized
 tests.

---
 tests/backends/CUDA/device_ptr.cpp        | 116 ++---
 tests/backends/generic_device_ptr_tests.h | 519 ++++++++++++++--------
 2 files changed, 356 insertions(+), 279 deletions(-)

diff --git a/tests/backends/CUDA/device_ptr.cpp b/tests/backends/CUDA/device_ptr.cpp
index 131902882..7e6caa1c6 100644
--- a/tests/backends/CUDA/device_ptr.cpp
+++ b/tests/backends/CUDA/device_ptr.cpp
@@ -1,98 +1,36 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for the CUDA backend device pointer.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the CUDA backend device pointer.
+ */
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"
 
-#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
-
 #include "../generic_device_ptr_tests.h"
 
-#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
-#include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
-#include "types_to_test.hpp"           // util::{real_type_kernel_function_gtest, real_type_gtest}
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+#include <cstddef>  // std::size_t
 
 template <typename T>
-class CUDADevicePtr : public ::testing::Test {};
-TYPED_TEST_SUITE(CUDADevicePtr, util::real_type_gtest, naming::real_type_to_name); // TODO: other types also?
-
-TYPED_TEST(CUDADevicePtr, default_construct) {
-    generic::test_default_construct<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtr, construct) {
-    generic::test_construct<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
-}
-TYPED_TEST(CUDADevicePtr, move_construct) {
-    generic::test_move_construct<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
-}
-TYPED_TEST(CUDADevicePtr, move_assign) {
-    generic::test_move_assign<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
-}
-
-TYPED_TEST(CUDADevicePtr, swap) {
-    generic::test_swap<plssvm::cuda::detail::device_ptr<TypeParam>>(0);
-}
-
-TYPED_TEST(CUDADevicePtr, memset) {
-    generic::test_memset<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtr, memset_with_count) {
-    generic::test_memset_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-
-TYPED_TEST(CUDADevicePtr, fill) {
-    generic::test_fill<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtr, fill_with_count) {
-    generic::test_fill<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-
-TYPED_TEST(CUDADevicePtr, copy_vector) {
-    generic::test_copy_vector<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtr, copy_vector_exception) {
-    generic::test_copy_vector_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtr, copy_vector_with_count) {
-    generic::test_copy_vector_with_count<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtr, copy_vector_with_count_exception) {
-    generic::test_copy_vector_with_count_exception<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-
-TYPED_TEST(CUDADevicePtr, copy_ptr) {
-    generic::test_copy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtr, copy_ptr_with_count) {
-    generic::test_copy_ptr<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-
-
-template <typename T>
-class CUDADevicePtrDeathTest : public CUDADevicePtr<T> {};
-TYPED_TEST_SUITE(CUDADevicePtrDeathTest, util::real_type_gtest, naming::real_type_to_name); // TODO: other types also?
-
-TYPED_TEST(CUDADevicePtrDeathTest, memset) {
-    generic::test_memset_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-
-TYPED_TEST(CUDADevicePtrDeathTest, fill) {
-    generic::test_fill_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-
-TYPED_TEST(CUDADevicePtrDeathTest, copy) {
-    generic::test_copy_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
-TYPED_TEST(CUDADevicePtrDeathTest, copy_with_count) {
-    generic::test_copy_with_count_death_test<plssvm::cuda::detail::device_ptr<TypeParam>>();
-}
+struct device_ptr_test_type {
+    using device_ptr_type = plssvm::cuda::detail::device_ptr<T>;
+    using queue_type = int;
+
+    static const queue_type &default_queue() {
+        static queue_type queue = 0;
+        return queue;
+    }
+};
+
+using device_ptr_test_types = ::testing::Types<
+    device_ptr_test_type<float>,
+    device_ptr_test_type<double>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtr, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index fc7bbbed2..ae06f46ef 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -13,18 +13,24 @@
 #define PLSSVM_TESTS_BACKENDS_GENERIC_DEVICE_PTR_TESTS_HPP_
 #pragma once
 
-#include "plssvm/backends/CUDA/exceptions.hpp"
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::gpu_device_ptr_exception
 
-#include "custom_test_macros.hpp"
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
-#include <numeric>
+#include <cstring>  // std::memset
+#include <utility>  // std::move, std::swap
+#include <vector>   // std::vector
 
-#include "gtest//gtest.h"
+#include "gtest//gtest.h"  // TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_NE, EXPECT_DEATH
+                           // ::testing::{Test, hasSubstr}
 
-namespace generic {
+template <typename T>
+class DevicePtr : public ::testing::Test {};
+TYPED_TEST_SUITE_P(DevicePtr);
+
+TYPED_TEST_P(DevicePtr, default_construct) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
 
-template <typename device_ptr_type>
-void test_default_construct() {
     // default construct device_ptr
     const device_ptr_type ptr{};
 
@@ -34,9 +40,11 @@ void test_default_construct() {
     EXPECT_EQ(ptr.size(), 0);
     EXPECT_TRUE(ptr.empty());
 }
+TYPED_TEST_P(DevicePtr, construct) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
-template <typename device_ptr_type, typename queue_type>
-void test_construct(queue_type queue) {
     // construct device_ptr
     const device_ptr_type ptr{ 42, queue };
 
@@ -47,9 +55,11 @@ void test_construct(queue_type queue) {
     EXPECT_EQ(ptr.size(), 42);
     EXPECT_FALSE(ptr.empty());
 }
+TYPED_TEST_P(DevicePtr, move_construct) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
-template <typename device_ptr_type, typename queue_type>
-void test_move_construct(queue_type queue) {
     // construct device_ptr
     device_ptr_type first{ 42, queue };
     const device_ptr_type second{ std::move(first) };
@@ -67,9 +77,11 @@ void test_move_construct(queue_type queue) {
     EXPECT_EQ(first.size(), 0);
     EXPECT_TRUE(first.empty());
 }
+TYPED_TEST_P(DevicePtr, move_assign) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
-template <typename device_ptr_type, typename queue_type>
-void test_move_assign(queue_type queue) {
     // construct device_ptr
     device_ptr_type first{ 42, queue };
     device_ptr_type second;
@@ -91,8 +103,11 @@ void test_move_assign(queue_type queue) {
     EXPECT_TRUE(first.empty());
 }
 
-template <typename device_ptr_type, typename queue_type>
-void test_swap(queue_type queue) {
+TYPED_TEST_P(DevicePtr, swap_member_function) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
     // construct two device_ptr
     device_ptr_type first{ 42, queue };
     device_ptr_type second;
@@ -111,317 +126,441 @@ void test_swap(queue_type queue) {
     EXPECT_EQ(first.get(), nullptr);
     EXPECT_EQ(first.size(), 0);
     EXPECT_TRUE(first.empty());
+}
+TYPED_TEST_P(DevicePtr, swap_free_function) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct two device_ptr
+    device_ptr_type first{ 42, queue };
+    device_ptr_type second;
 
-    // swap them back using the free function
+    // swap both device_ptr using the free function
     using std::swap;
     swap(first, second);
 
     // check data
-    EXPECT_TRUE(static_cast<bool>(first));
-    EXPECT_EQ(first.queue(), queue);
-    EXPECT_NE(first.get(), nullptr);
-    EXPECT_EQ(first.size(), 42);
-    EXPECT_FALSE(first.empty());
-
-    EXPECT_FALSE(static_cast<bool>(second));
-    EXPECT_EQ(second.get(), nullptr);
-    EXPECT_EQ(second.size(), 0);
-    EXPECT_TRUE(second.empty());
+    EXPECT_TRUE(static_cast<bool>(second));
+    EXPECT_EQ(second.queue(), queue);
+    EXPECT_NE(second.get(), nullptr);
+    EXPECT_EQ(second.size(), 42);
+    EXPECT_FALSE(second.empty());
+
+    EXPECT_FALSE(static_cast<bool>(first));
+    EXPECT_EQ(first.get(), nullptr);
+    EXPECT_EQ(first.size(), 0);
+    EXPECT_TRUE(first.empty());
 }
 
-template <typename device_ptr_type>
-void test_memset() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtr, memset) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
     // memset values to all ones
     ptr.memset(1, 2);
 
     // copy values to host
-    std::vector<real_type> result(ptr.size());
+    std::vector<value_type> result(ptr.size());
     ptr.copy_to_host(result);
 
     // check values
-    std::vector<real_type> correct(ptr.size());
-    std::memset(correct.data() + 2, 1, (correct.size() - 2) * sizeof(real_type));
+    std::vector<value_type> correct(ptr.size());
+    std::memset(correct.data() + 2, 1, (correct.size() - 2) * sizeof(value_type));
     EXPECT_EQ(result, correct);
 }
-template <typename device_ptr_type>
-void test_memset_with_count() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtr, memset_with_count) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
     // memset values to all ones
-    ptr.memset(1, 2, 4 * sizeof(real_type));
+    ptr.memset(1, 2, 4 * sizeof(value_type));
 
     // copy values to host
-    std::vector<real_type> result(ptr.size());
+    std::vector<value_type> result(ptr.size());
     ptr.copy_to_host(result);
 
     // check values
-    std::vector<real_type> correct(ptr.size());
-    std::memset(correct.data() + 2, 1, 4 * sizeof(real_type));
+    std::vector<value_type> correct(ptr.size());
+    std::memset(correct.data() + 2, 1, 4 * sizeof(value_type));
     EXPECT_EQ(result, correct);
 }
-template <typename device_ptr_type>
-void test_memset_death_test() {
-    using real_type = typename device_ptr_type::value_type;
 
-    // default construct device_ptr
-    device_ptr_type ptr{};
-
-    // memset values to all ones
-    EXPECT_DEATH(ptr.memset(1, 2), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(ptr.memset(1, 2, 4), "Invalid data pointer! Maybe *this has been default constructed?");
-}
-
-template <typename device_ptr_type>
-void test_fill() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtr, fill) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
-    // memset values to all ones
-    ptr.fill(real_type{ 42.0 }, 2);
+    // fill values with a specific value
+    ptr.fill(value_type{ 42.0 }, 2);
 
     // copy values to host
-    std::vector<real_type> result(ptr.size());
+    std::vector<value_type> result(ptr.size());
     ptr.copy_to_host(result);
 
     // check values
-    std::vector<real_type> correct(ptr.size(), real_type{ 42.0 });
-    correct[0] = correct[1] = real_type{ 0.0 };
+    std::vector<value_type> correct(ptr.size(), value_type{ 42.0 });
+    correct[0] = correct[1] = value_type{ 0.0 };
     EXPECT_EQ(result, correct);
 }
-template <typename device_ptr_type>
-void test_fill_with_count() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtr, fill_with_count) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
-    // memset values to all ones
-    ptr.memset(real_type{ 42.0 }, 2, 4);
+    // fill values with a specific value
+    ptr.fill(value_type{ 42.0 }, 2, 4);
 
     // copy values to host
-    std::vector<real_type> result(ptr.size());
+    std::vector<value_type> result(ptr.size());
     ptr.copy_to_host(result);
 
     // check values
-    std::vector<real_type> correct(ptr.size(), real_type{ 0.0 });
-    correct[2] = correct[3] = correct[4] = correct[5] = real_type{ 42.0 };
+    std::vector<value_type> correct(ptr.size(), value_type{ 0.0 });
+    correct[2] = correct[3] = correct[4] = correct[5] = value_type{ 42.0 };
     EXPECT_EQ(result, correct);
 }
-template <typename device_ptr_type>
-void test_fill_death_test() {
-    using real_type = typename device_ptr_type::value_type;
-
-    // default construct device_ptr
-    device_ptr_type ptr{};
-
-    // memset values to all ones
-    EXPECT_DEATH(ptr.fill(1, 2), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(ptr.fill(1, 2, 4), "Invalid data pointer! Maybe *this has been default constructed?");
-}
 
-template <typename device_ptr_type>
-void test_copy_vector() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtr, copy_vector) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
     // create data to copy to the device
-    std::vector<real_type> data(14, 42);
+    std::vector<value_type> data(14, 42);
 
     // copy data to the device
     ptr.copy_to_device(data);
     // copy data back to the host
-    std::vector<real_type> result(ptr.size());
+    std::vector<value_type> result(ptr.size());
     ptr.copy_to_host(result);
 
     // check values for correctness
-    EXPECT_EQ(result, std::vector<real_type>(10, 42));
+    EXPECT_EQ(result, std::vector<value_type>(10, 42));
 }
-template <typename device_ptr_type>
-void test_copy_vector_exception() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtr, copy_vector_with_count_copy_back_all) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 6, queue };
 
-    // try copying data to the device with too few elements
-    std::vector<real_type> data(8, 42);
-    EXPECT_THROW_WHAT(ptr.copy_to_device(data), plssvm::gpu_device_ptr_exception, "Too few data to perform copy (needed: 10, provided: 8)!");
+    // create data to copy to the device
+    std::vector<value_type> data(6, 42);
 
-    // try copying data back to the host with a buffer with too few elements
-    std::vector<real_type> result(8);
-    EXPECT_THROW_WHAT(ptr.copy_to_host(data), plssvm::gpu_device_ptr_exception, "Buffer too small to perform copy (needed: 10, provided: 8)!");
-}
+    // copy data to the device
+    ptr.copy_to_device(data, 1, 3);
 
-template <typename device_ptr_type>
-void test_copy_vector_with_count() {
-    using real_type = typename device_ptr_type::value_type;
+    // copy data back to the host
+    std::vector<value_type> result(ptr.size());
+    ptr.copy_to_host(result);
+    // check values for correctness
+    EXPECT_EQ(result, (std::vector<value_type>{ value_type{ 0.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 0.0 }, value_type{ 0.0 } }));
+}
+TYPED_TEST_P(DevicePtr, copy_vector_with_count_copy_back_some) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 6 };
+    device_ptr_type ptr{ 6, queue };
 
     // create data to copy to the device
-    std::vector<real_type> data(6, 42);
+    std::vector<value_type> data(6, 42);
 
     // copy data to the device
     ptr.copy_to_device(data, 1, 3);
 
-    {
-        // copy data back to the host
-        std::vector<real_type> result(ptr.size());
-        ptr.copy_to_host(result);
-        // check values for correctness
-        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 }, real_type{ 0.0 } }));
-    }
-    {
-        // copy only a view values back from the device
-        std::vector<real_type> result(3);
-        ptr.copy_to_host(result, 2, 3);
-        // check values for correctness
-        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 } }));
-    }
+    // copy only a view values back from the device
+    std::vector<value_type> result(3);
+    ptr.copy_to_host(result, 2, 3);
+    // check values for correctness
+    EXPECT_EQ(result, (std::vector<value_type>{ value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 0.0 } }));
+}
+TYPED_TEST_P(DevicePtr, copy_vector_with_count_copy_to_too_many) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct device_ptr
+    device_ptr_type ptr{ 6, queue };
+
+    // create data to copy to the device
+    std::vector<value_type> data(6, 42);
 
     // copy data to the device
     ptr.copy_to_device(data, 2, 6);
 
-    {
-        // copy data back to the host
-        std::vector<real_type> result(ptr.size());
-        ptr.copy_to_host(result);
-        // check values for correctness
-        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 } }));
-    }
+    // copy data back to the host
+    std::vector<value_type> result(ptr.size());
+    ptr.copy_to_host(result);
+    // check values for correctness
+    EXPECT_EQ(result, (std::vector<value_type>{ value_type{ 0.0 }, value_type{ 0.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 42.0 } }));
 }
-template <typename device_ptr_type>
-void test_copy_vector_with_count_exception() {
-    using real_type = typename device_ptr_type::value_type;
+
+TYPED_TEST_P(DevicePtr, copy_vector_too_few_host_elements) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 6 };
+    device_ptr_type ptr{ 10, queue };
 
     // try copying data to the device with too few elements
-    std::vector<real_type> data(4, 42);
-    EXPECT_THROW_WHAT(ptr.copy_to_device(data, 1, 7), plssvm::gpu_device_ptr_exception, "Too few data to perform copy (needed: 5, provided: 4)!");
+    std::vector<value_type> data(8, 42);
+    EXPECT_THROW_WHAT(ptr.copy_to_device(data), plssvm::gpu_device_ptr_exception, "Too few data to perform copy (needed: 10, provided: 8)!");
+}
+TYPED_TEST_P(DevicePtr, copy_vector_too_few_buffer_elements) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10, queue };
+
+    // try copying data back to the host with a buffer with too few elements
+    std::vector<value_type> buffer(8);
+    EXPECT_THROW_WHAT(ptr.copy_to_host(buffer), plssvm::gpu_device_ptr_exception, "Buffer too small to perform copy (needed: 10, provided: 8)!");
+}
+TYPED_TEST_P(DevicePtr, copy_vector_with_count_too_few_host_elements) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10, queue };
+
+    // try copying data to the device with too few elements
+    std::vector<value_type> data(4, 42);
+    EXPECT_THROW_WHAT(ptr.copy_to_device(data, 1, 7), plssvm::gpu_device_ptr_exception, "Too few data to perform copy (needed: 7, provided: 4)!");
+}
+TYPED_TEST_P(DevicePtr, copy_vector_with_count_too_few_buffer_elements) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct device_ptr
+    device_ptr_type ptr{ 6, queue };
 
     // try copying data back to the host with a buffer with too few elements
-    std::vector<real_type> result(4);
-    EXPECT_THROW_WHAT(ptr.copy_to_host(data, 1, 7), plssvm::gpu_device_ptr_exception, "Buffer too small to perform copy (needed: 5, provided: 4)!");
+    std::vector<value_type> buffer(4);
+    EXPECT_THROW_WHAT(ptr.copy_to_host(buffer, 1, 7), plssvm::gpu_device_ptr_exception, "Buffer too small to perform copy (needed: 5, provided: 4)!");
 }
 
-template <typename device_ptr_type>
-void test_copy_ptr() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtr, copy_ptr) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
     // create data to copy to the device
-    std::vector<real_type> data(14, 42);
+    std::vector<value_type> data(14, 42);
 
     // copy data to the device
     ptr.copy_to_device(data.data());
     // copy data back to the host
-    std::vector<real_type> result(ptr.size());
+    std::vector<value_type> result(ptr.size());
     ptr.copy_to_host(result.data());
 
     // check values for correctness
-    EXPECT_EQ(result, std::vector<real_type>(10, 42));
+    EXPECT_EQ(result, std::vector<value_type>(10, 42));
 }
+TYPED_TEST_P(DevicePtr, copy_ptr_with_count_copy_back_all) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
-template <typename device_ptr_type>
-void test_copy_ptr_with_count() {
-    using real_type = typename device_ptr_type::value_type;
+    // construct device_ptr
+    device_ptr_type ptr{ 6, queue };
+
+    // create data to copy to the device
+    std::vector<value_type> data(6, 42);
+
+    // copy data to the device
+    ptr.copy_to_device(data.data(), 1, 3);
+
+    // copy data back to the host
+    std::vector<value_type> result(ptr.size());
+    ptr.copy_to_host(result.data());
+    // check values for correctness
+    EXPECT_EQ(result, (std::vector<value_type>{ value_type{ 0.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 0.0 }, value_type{ 0.0 } }));
+}
+TYPED_TEST_P(DevicePtr, copy_ptr_with_count_copy_back_some) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 6 };
+    device_ptr_type ptr{ 6, queue };
 
     // create data to copy to the device
-    std::vector<real_type> data(6, 42);
+    std::vector<value_type> data(6, 42);
 
     // copy data to the device
     ptr.copy_to_device(data.data(), 1, 3);
 
-    {
-        // copy data back to the host
-        std::vector<real_type> result(ptr.size());
-        ptr.copy_to_host(result.data());
-        // check values for correctness
-        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 }, real_type{ 0.0 } }));
-    }
-    {
-        // copy only a view values back from the device
-        std::vector<real_type> result(3);
-        ptr.copy_to_host(result.data(), 2, 3);
-        // check values for correctness
-        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 0.0 } }));
-    }
+    // copy only a view values back from the device
+    std::vector<value_type> result(3);
+    ptr.copy_to_host(result.data(), 2, 3);
+    // check values for correctness
+    EXPECT_EQ(result, (std::vector<value_type>{ value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 0.0 } }));
+}
+TYPED_TEST_P(DevicePtr, copy_ptr_with_count_copy_to_too_many) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct device_ptr
+    device_ptr_type ptr{ 6, queue };
+
+    // create data to copy to the device
+    std::vector<value_type> data(6, 42);
 
     // copy data to the device
     ptr.copy_to_device(data.data(), 2, 6);
 
-    {
-        // copy data back to the host
-        std::vector<real_type> result(ptr.size());
-        ptr.copy_to_host(result.data());
-        // check values for correctness
-        EXPECT_EQ(result, (std::vector<real_type>{ real_type{ 0.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 }, real_type{ 42.0 } }));
-    }
+    // copy data back to the host
+    std::vector<value_type> result(ptr.size());
+    ptr.copy_to_host(result.data());
+    // check values for correctness
+    EXPECT_EQ(result, (std::vector<value_type>{ value_type{ 0.0 }, value_type{ 0.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 42.0 }, value_type{ 42.0 } }));
+}
+
+// clang-format off
+REGISTER_TYPED_TEST_SUITE_P(DevicePtr,
+                            default_construct, construct, move_construct, move_assign,
+                            swap_member_function, swap_free_function,
+                            memset, memset_with_count,
+                            fill, fill_with_count,
+                            copy_vector, copy_vector_with_count_copy_back_all, copy_vector_with_count_copy_back_some, copy_vector_with_count_copy_to_too_many,
+                            copy_vector_too_few_host_elements, copy_vector_too_few_buffer_elements, copy_vector_with_count_too_few_host_elements, copy_vector_with_count_too_few_buffer_elements,
+                            copy_ptr, copy_ptr_with_count_copy_back_all, copy_ptr_with_count_copy_back_some, copy_ptr_with_count_copy_to_too_many);
+// clang-format on
+
+template <typename T>
+class DevicePtrDeathTest : public DevicePtr<T> {};
+TYPED_TEST_SUITE_P(DevicePtrDeathTest);
+
+TYPED_TEST_P(DevicePtrDeathTest, memset) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+
+    // default construct device_ptr
+    device_ptr_type ptr{};
+
+    // memset values to all ones
+    EXPECT_DEATH(ptr.memset(1, 2), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(ptr.memset(1, 2, 4), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
 }
 
-template <typename device_ptr_type>
-void test_copy_death_test() {
-    using real_type = typename device_ptr_type::value_type;
+TYPED_TEST_P(DevicePtrDeathTest, fill) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+
+    // default construct device_ptr
+    device_ptr_type ptr{};
+
+    // memset values to all ones
+    EXPECT_DEATH(ptr.fill(value_type{ 1.0 }, 2), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(ptr.fill(value_type{ 1.0 }, 2, 4), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+}
+
+TYPED_TEST_P(DevicePtrDeathTest, copy_ptr_invalid_host_ptr) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
     // copy with invalid data pointer
-    EXPECT_DEATH(ptr.copy_to_device(nullptr), "Invalid host pointer for the data to copy!");
-    EXPECT_DEATH(ptr.copy_to_host(nullptr), "Invalid host pointer for the data to copy!");
+    EXPECT_DEATH(ptr.copy_to_device(nullptr), ::testing::HasSubstr("Invalid host pointer for the data to copy!"));
+    EXPECT_DEATH(ptr.copy_to_host(nullptr), ::testing::HasSubstr("Invalid host pointer for the data to copy!"));
+}
+TYPED_TEST_P(DevicePtrDeathTest, copy_ptr_invalid_device_ptr) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
 
     // construct default device_ptr
     device_ptr_type def{};
 
     // copy with invalid device pointer
-    std::vector<real_type> data(def.size());
-    EXPECT_DEATH(def.copy_to_device(data.data()), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(def.copy_to_host(data.data()), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(def.copy_to_device(data), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(def.copy_to_host(data), "Invalid data pointer! Maybe *this has been default constructed?");
+    std::vector<value_type> data(def.size());
+    EXPECT_DEATH(def.copy_to_device(data.data()), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(def.copy_to_host(data.data()), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(def.copy_to_device(data), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(def.copy_to_host(data), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
 }
-template <typename device_ptr_type>
-void test_copy_with_count_death_test() {
-    using real_type = typename device_ptr_type::value_type;
+
+TYPED_TEST_P(DevicePtrDeathTest, copy_ptr_with_count_invalid_host_ptr) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
 
     // construct device_ptr
-    device_ptr_type ptr{ 10 };
+    device_ptr_type ptr{ 10, queue };
 
     // copy with invalid data pointer
-    EXPECT_DEATH(ptr.copy_to_device(nullptr, 0, 10), "Invalid pointer for the data to copy!");
-    EXPECT_DEATH(ptr.copy_to_host(nullptr, 0, 10), "Invalid pointer for the data to copy!");
+    EXPECT_DEATH(ptr.copy_to_device(nullptr, 0, 10), ::testing::HasSubstr("Invalid host pointer for the data to copy!"));
+    EXPECT_DEATH(ptr.copy_to_host(nullptr, 0, 10), ::testing::HasSubstr("Invalid host pointer for the data to copy!"));
+}
+TYPED_TEST_P(DevicePtrDeathTest, copy_ptr_with_count_invalid_device_ptr) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
 
     // construct default device_ptr
     device_ptr_type def{};
 
-    // copy with invalid data pointer
-    std::vector<real_type> data(def.size());
-    EXPECT_DEATH(def.copy_to_device(data.data(), 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(def.copy_to_host(data.data(), 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(def.copy_to_device(data, 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
-    EXPECT_DEATH(def.copy_to_host(data, 0, 0), "Invalid data pointer! Maybe *this has been default constructed?");
+    // copy with invalid device pointer
+    std::vector<value_type> data(def.size());
+    EXPECT_DEATH(def.copy_to_device(data.data(), 0, 0), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(def.copy_to_host(data.data(), 0, 0), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(def.copy_to_device(data, 0, 0), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
+    EXPECT_DEATH(def.copy_to_host(data, 0, 0), ::testing::HasSubstr("Invalid data pointer! Maybe *this has been default constructed?"));
 }
 
-}  // namespace generic
+// clang-format off
+REGISTER_TYPED_TEST_SUITE_P(DevicePtrDeathTest,
+                            memset, fill,
+                            copy_ptr_invalid_host_ptr, copy_ptr_invalid_device_ptr,
+                            copy_ptr_with_count_invalid_host_ptr, copy_ptr_with_count_invalid_device_ptr);
+// clang-format on
 
 #endif  // PLSSVM_TESTS_BACKENDS_GENERIC_DEVICE_PTR_TESTS_HPP_

From 378e6002fad1764bb36fa68f83135fdbe4a250c1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 12:57:25 +0100
Subject: [PATCH 0469/1010] Fix documentation warnings.

---
 include/plssvm/backends/HIP/csvm.hpp      | 1 -
 include/plssvm/backends/gpu_csvm.hpp      | 1 -
 include/plssvm/csvm.hpp                   | 1 -
 include/plssvm/data_set.hpp               | 4 ----
 include/plssvm/detail/io/arff_parsing.hpp | 2 --
 include/plssvm/parameter.hpp              | 2 +-
 tests/backends/compare.hpp                | 2 +-
 tests/custom_test_macros.hpp              | 5 -----
 8 files changed, 2 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 67663fbb0..4fae9725c 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -36,7 +36,6 @@ namespace hip {
 
 /**
  * @brief A C-SVM implementation using HIP as backend.
- * @tparam T the type of the data
  */
 class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::hip::detail::device_ptr, int> {
   protected:
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index f6ec1bd08..9575751c8 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -36,7 +36,6 @@ namespace plssvm::detail {
 /**
  * @brief A C-SVM implementation for all GPU backends to reduce code duplication.
  * @details Implements all virtual functions defined in plssvm::csvm. The GPU backends only have to implement the actual kernel launches.
- * @tparam T the type of the data
  * @tparam device_ptr_t the type of the device pointer (dependent on the used backend)
  * @tparam queue_t the type of the device queue (dependent on the used backend)
  */
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index d90048e27..246344c7e 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -42,7 +42,6 @@ namespace plssvm {
 
 /**
  * @brief Base class for all C-SVM backends.
- * @tparam T the floating point type of the data
  */
 class csvm {
   public:
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 43fb0662b..d08439ead 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -244,8 +244,6 @@ class data_set {
 
 /**
  * @brief Implements all necessary data needed for scaling a data set to an user-defined range.
- * @tparam T the data type of the data set
- * @tparam U the label type of the data set
  */
 template <typename T, typename U>
 class data_set<T, U>::scaling {
@@ -342,8 +340,6 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
 
 /**
  * @brief Implements all necessary functionality to map arbitrary labels to labels usable by the C-SVMs.
- * @tparam T the data type of the data set
- * @tparam U the label type of the data set
  */
 template <typename T, typename U>
 class data_set<T, U>::label_mapper {
diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index dd6608f8d..11b1066ee 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -482,7 +482,6 @@ inline void write_arff_data_impl(const std::string &filename, const std::vector<
  * Note that the output will always be dense, i.e., all features with a value of `0.0` are explicitly written in the resulting file.
  * @tparam real_type the floating point type
  * @tparam label_type the type of the labels (any arithmetic type or std::string)
- * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
  * @param[in] filename the filename to write the data to
  * @param[in] data the data points to write to the file
  * @param[in] label the labels to write to the file
@@ -514,7 +513,6 @@ inline void write_arff_data(const std::string &filename, const std::vector<std::
  * @endcode
  * Note that the output will always be dense, i.e., all features with a value of `0.0` are explicitly written in the resulting file.
  * @tparam real_type the floating point type
- * @tparam has_label if `true` the provided labels are also written to the file, if `false` **no** labels are outputted
  * @param[in] filename the filename to write the data to
  * @param[in] data the data points to write to the file
  * @note The resulting order of the data points in the ARFF file is unspecified!
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 3af82c47b..2dbeab689 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -68,7 +68,7 @@ constexpr bool has_only_parameter_named_args_v = !igor::has_other_than<Args...>(
  * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.
  * @tparam ExpectedType the type the value of the named argument should be converted to
  * @tparam IgorParser the type of the named argument parser
- * @tparam ProvidedType the type of the named argument (necessary since their are struct tags)
+ * @tparam NamedArgType the type of the named argument (necessary since their are struct tags)
  * @param[in] parser the named argument parser
  * @param[in] named_arg the named argument
  * @return the value of @p named_arg converted to @p ExpectedType (`[[nodiscard]]`)
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index 20197ce34..58a78cb62 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -88,7 +88,7 @@ template <typename real_type>
  * @param[in] support_vectors the previously learned support vectors
  * @param[in] weights the previously learned weights
  * @param[in] num_devices used mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
- * @return
+ * @return the resulting `w` vector to speedup the prediction when using the linear kernel (`[[nodiscard]]`)
  */
 template <typename real_type>
 [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, const std::size_t num_devices = 1);
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 636797f5e..f1578caca 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -72,7 +72,6 @@ inline void floating_point_eq(const T val1, const T val2, const std::string &msg
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first vector to compare
  * @param[in] val2 the second vector to compare
- * @param[in] msg an optional message
  */
 template <typename T, bool expect>
 inline void floating_point_vector_eq(const std::vector<T> &val1, const std::vector<T> &val2) {
@@ -87,7 +86,6 @@ inline void floating_point_vector_eq(const std::vector<T> &val1, const std::vect
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first 2D vector to compare
  * @param[in] val2 the second 2D vector to compare
- * @param[in] msg an optional message
  */
 template <typename T, bool expect>
 inline void floating_point_2d_vector_eq(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {
@@ -106,7 +104,6 @@ inline void floating_point_2d_vector_eq(const std::vector<std::vector<T>> &val1,
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 first value to compare
  * @param[in] val2 second value to compare
- * @param[in] scale scale the epsilon value by the provided value
  * @param[in] msg an optional message
  */
 template <typename T, bool expect>
@@ -140,7 +137,6 @@ inline void floating_point_near(const T val1, const T val2, const std::string &m
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first vector to compare
  * @param[in] val2 the second vector to compare
- * @param[in] msg an optional message
  */
 template <typename T, bool expect>
 inline void floating_point_vector_near(const std::vector<T> &val1, const std::vector<T> &val2) {
@@ -155,7 +151,6 @@ inline void floating_point_vector_near(const std::vector<T> &val1, const std::ve
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first 2D vector to compare
  * @param[in] val2 the second 2D vector to compare
- * @param[in] msg an optional message
  */
 template <typename T, bool expect>
 inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {

From dfef8c1ce60572cbb2c79e98e2a0596320df3bd7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 12:58:05 +0100
Subject: [PATCH 0470/1010] Explicitly set the values of the device_ptr to 0.

---
 tests/backends/generic_device_ptr_tests.h | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index ae06f46ef..06183b0f3 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -161,6 +161,7 @@ TYPED_TEST_P(DevicePtr, memset) {
 
     // construct device_ptr
     device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
 
     // memset values to all ones
     ptr.memset(1, 2);
@@ -182,6 +183,7 @@ TYPED_TEST_P(DevicePtr, memset_with_count) {
 
     // construct device_ptr
     device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
 
     // memset values to all ones
     ptr.memset(1, 2, 4 * sizeof(value_type));
@@ -204,6 +206,7 @@ TYPED_TEST_P(DevicePtr, fill) {
 
     // construct device_ptr
     device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
 
     // fill values with a specific value
     ptr.fill(value_type{ 42.0 }, 2);
@@ -225,6 +228,7 @@ TYPED_TEST_P(DevicePtr, fill_with_count) {
 
     // construct device_ptr
     device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
 
     // fill values with a specific value
     ptr.fill(value_type{ 42.0 }, 2, 4);
@@ -247,6 +251,7 @@ TYPED_TEST_P(DevicePtr, copy_vector) {
 
     // construct device_ptr
     device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(14, 42);
@@ -268,6 +273,7 @@ TYPED_TEST_P(DevicePtr, copy_vector_with_count_copy_back_all) {
 
     // construct device_ptr
     device_ptr_type ptr{ 6, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(6, 42);
@@ -289,6 +295,7 @@ TYPED_TEST_P(DevicePtr, copy_vector_with_count_copy_back_some) {
 
     // construct device_ptr
     device_ptr_type ptr{ 6, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(6, 42);
@@ -310,6 +317,7 @@ TYPED_TEST_P(DevicePtr, copy_vector_with_count_copy_to_too_many) {
 
     // construct device_ptr
     device_ptr_type ptr{ 6, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(6, 42);
@@ -385,6 +393,7 @@ TYPED_TEST_P(DevicePtr, copy_ptr) {
 
     // construct device_ptr
     device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(14, 42);
@@ -406,6 +415,7 @@ TYPED_TEST_P(DevicePtr, copy_ptr_with_count_copy_back_all) {
 
     // construct device_ptr
     device_ptr_type ptr{ 6, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(6, 42);
@@ -427,6 +437,7 @@ TYPED_TEST_P(DevicePtr, copy_ptr_with_count_copy_back_some) {
 
     // construct device_ptr
     device_ptr_type ptr{ 6, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(6, 42);
@@ -448,6 +459,7 @@ TYPED_TEST_P(DevicePtr, copy_ptr_with_count_copy_to_too_many) {
 
     // construct device_ptr
     device_ptr_type ptr{ 6, queue };
+    ptr.memset(0);
 
     // create data to copy to the device
     std::vector<value_type> data(6, 42);
@@ -502,7 +514,6 @@ TYPED_TEST_P(DevicePtrDeathTest, fill) {
 
 TYPED_TEST_P(DevicePtrDeathTest, copy_ptr_invalid_host_ptr) {
     using device_ptr_type = typename TypeParam::device_ptr_type;
-    using value_type = typename device_ptr_type::value_type;
     using queue_type = typename TypeParam::queue_type;
     const queue_type &queue = TypeParam::default_queue();
 
@@ -530,7 +541,6 @@ TYPED_TEST_P(DevicePtrDeathTest, copy_ptr_invalid_device_ptr) {
 
 TYPED_TEST_P(DevicePtrDeathTest, copy_ptr_with_count_invalid_host_ptr) {
     using device_ptr_type = typename TypeParam::device_ptr_type;
-    using value_type = typename device_ptr_type::value_type;
     using queue_type = typename TypeParam::queue_type;
     const queue_type &queue = TypeParam::default_queue();
 

From 2b1bdba74c447f15eeefd20ed72dbbf00b3fb681 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 12:58:24 +0100
Subject: [PATCH 0471/1010] Add tests for the HIP device pointer and change
 assertion messages.

---
 .../backends/HIP/detail/device_ptr.hip.cpp    |  4 +--
 tests/backends/HIP/CMakeLists.txt             |  5 +--
 tests/backends/HIP/device_ptr.cpp             | 36 +++++++++++++++++++
 3 files changed, 41 insertions(+), 4 deletions(-)
 create mode 100644 tests/backends/HIP/device_ptr.cpp

diff --git a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
index 4a487bfdc..2ae4093dd 100644
--- a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
+++ b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
@@ -74,7 +74,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
 template <typename T>
 void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
-    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid pointer for the data to copy!");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid host pointer for the data to copy!");
 
     detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);
@@ -84,7 +84,7 @@ void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const s
 template <typename T>
 void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
-    PLSSVM_ASSERT(buffer != nullptr, "Invalid pointer for the data to copy!");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid host pointer for the data to copy!");
 
     detail::set_device(queue_);
     const size_type rcount = std::min(count, size_ - pos);
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index 50c2eea71..1031b32e3 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -9,11 +9,12 @@ set(PLSSVM_HIP_TEST_NAME HIP_tests)
 
 # list all necessary sources
 set(PLSSVM_HIP_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/test.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/test.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
 )
 
 # add test executable
-add_executable(${PLSSVM_HIP_TEST_NAME} ${PLSSVM_HIP_TEST_SOURCES})
+add_executable(${PLSSVM_HIP_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_HIP_TEST_SOURCES})
 
 # link against test library
 target_link_libraries(${PLSSVM_HIP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY_NAME})
diff --git a/tests/backends/HIP/device_ptr.cpp b/tests/backends/HIP/device_ptr.cpp
new file mode 100644
index 000000000..8f2ee6199
--- /dev/null
+++ b/tests/backends/HIP/device_ptr.cpp
@@ -0,0 +1,36 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the HIP backend device pointer.
+ */
+
+#include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"
+
+#include "../generic_device_ptr_tests.h"
+
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+
+#include <cstddef>  // std::size_t
+
+template <typename T>
+struct device_ptr_test_type {
+    using device_ptr_type = plssvm::hip::detail::device_ptr<T>;
+    using queue_type = int;
+
+    static const queue_type &default_queue() {
+        static queue_type queue = 0;
+        return queue;
+    }
+};
+
+using device_ptr_test_types = ::testing::Types<
+    device_ptr_test_type<float>,
+    device_ptr_test_type<double>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtr, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file

From 41643698080078e369db1802035cb5febeb39409 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 14:20:37 +0100
Subject: [PATCH 0472/1010] Rename test suite names.

---
 tests/backends/CUDA/device_ptr.cpp | 2 +-
 tests/backends/HIP/device_ptr.cpp  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/backends/CUDA/device_ptr.cpp b/tests/backends/CUDA/device_ptr.cpp
index 7e6caa1c6..9e88be241 100644
--- a/tests/backends/CUDA/device_ptr.cpp
+++ b/tests/backends/CUDA/device_ptr.cpp
@@ -33,4 +33,4 @@ using device_ptr_test_types = ::testing::Types<
 
 // instantiate type-parameterized tests
 INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtr, device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
diff --git a/tests/backends/HIP/device_ptr.cpp b/tests/backends/HIP/device_ptr.cpp
index 8f2ee6199..0a4de1ae2 100644
--- a/tests/backends/HIP/device_ptr.cpp
+++ b/tests/backends/HIP/device_ptr.cpp
@@ -33,4 +33,4 @@ using device_ptr_test_types = ::testing::Types<
 
 // instantiate type-parameterized tests
 INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtr, device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file

From f8e707ad854a4c6d3721394d2fc1af3cfb5a9110 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 14:29:39 +0100
Subject: [PATCH 0473/1010] Change tests to use GTest's type-parameterized
 tests.

---
 tests/backends/CUDA/cuda_csvm.cpp      | 174 +-----
 tests/backends/CUDA/mock_cuda_csvm.hpp |   6 +-
 tests/backends/generic_tests.hpp       | 725 ++++++++++++++-----------
 3 files changed, 422 insertions(+), 483 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index ba8bab14f..91ea8f686 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -28,6 +28,7 @@
 
 #include <vector>  // std::vector
 
+
 class CUDACSVM : public ::testing::Test, private util::redirect_output {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
@@ -95,157 +96,22 @@ TEST_F(CUDACSVM, construct_target_and_named_args) {
                       "Invalid target platform 'gpu_intel' for the CUDA backend!");
 }
 
-TEST_F(CUDACSVM, num_available_devices) {
-    generic::test_num_available_devices<mock_cuda_csvm>();
-}
-
-template <typename T>
-class CUDACSVMSolveSystemOfLinearEquations : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMSolveSystemOfLinearEquations, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_trivial) {
-    SCOPED_TRACE("plssvm::kernel_function_type::linear");
-    generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
-    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
-    generic::test_solve_system_of_linear_equations<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
-    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
-}
-
-template <typename T>
-class CUDACSVMSolveSystemOfLinearEquationsDeathTest : public CUDACSVMSolveSystemOfLinearEquations<T> {};
-TYPED_TEST_SUITE(CUDACSVMSolveSystemOfLinearEquationsDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMSolveSystemOfLinearEquationsDeathTest, solve_system_of_linear_equations) {
-    generic::test_solve_system_of_linear_equations_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMPredictValues : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMPredictValues, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMPredictValues, predict_values) {
-    SCOPED_TRACE("plssvm::kernel_function_type::linear");
-    generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::linear);
-    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
-    generic::test_predict_values<TypeParam, mock_cuda_csvm>(plssvm::kernel_function_type::polynomial);
-    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
-}
-
-template <typename T>
-class CUDACSVMPredictValuesDeathTest : public CUDACSVMPredictValues<T> {};
-TYPED_TEST_SUITE(CUDACSVMPredictValuesDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMPredictValuesDeathTest, predict_values) {
-    generic::test_predict_values_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMGenerateQ : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMGenerateQ, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMGenerateQ, generate_q) {
-    generic::test_generate_q<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMGenerateQDeathTest : public CUDACSVMGenerateQ<T> {};
-TYPED_TEST_SUITE(CUDACSVMGenerateQDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMGenerateQDeathTest, generate_q) {
-    generic::test_generate_q_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMCalculateW : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMCalculateW, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMCalculateW, calculate_w) {
-    generic::test_calculate_w<TypeParam, mock_cuda_csvm>();
-}
-
-template <typename T>
-class CUDACSVMCalculateWDeathTest : public CUDACSVMCalculateW<T> {};
-TYPED_TEST_SUITE(CUDACSVMCalculateWDeathTest, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMCalculateWDeathTest, calculate_w) {
-    generic::test_calculate_w_death_test<TypeParam, mock_cuda_csvm>();
-}
-
-template <typename T>
-class CUDACSVMRunDeviceKernel : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMRunDeviceKernel, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMRunDeviceKernel, run_device_kernel) {
-    generic::test_run_device_kernel<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMRunDeviceKernelDeathTest : public CUDACSVMRunDeviceKernel<T> {};
-TYPED_TEST_SUITE(CUDACSVMRunDeviceKernelDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMRunDeviceKernelDeathTest, run_device_kernel) {
-    generic::test_run_device_kernel_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMDeviceReduction : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMDeviceReduction, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMDeviceReduction, device_reduction) {
-    generic::test_device_reduction<TypeParam, mock_cuda_csvm>();
-}
-
-template <typename T>
-class CUDACSVMDeviceReductionDeathTest : public CUDACSVMDeviceReduction<T> {};
-TYPED_TEST_SUITE(CUDACSVMDeviceReductionDeathTest, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMDeviceReductionDeathTest, device_reduction) {
-    generic::test_device_reduction_death_test<TypeParam, mock_cuda_csvm>();
-}
-
-template <typename T>
-class CUDACSVMSelectNumUsedDevices : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMSelectNumUsedDevices, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMSelectNumUsedDevices, select_num_used_devices) {
-    generic::test_select_num_used_devices<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMSelectNumUsedDevicesDeathTest : public CUDACSVMSelectNumUsedDevices<T> {};
-TYPED_TEST_SUITE(CUDACSVMSelectNumUsedDevicesDeathTest, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMSelectNumUsedDevicesDeathTest, select_num_used_devices) {
-    generic::test_select_num_used_devices_death_test<typename TypeParam::real_type, mock_cuda_csvm>(TypeParam::kernel_type);
-}
-
-template <typename T>
-class CUDACSVMSetupDataOnDevice : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMSetupDataOnDevice, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMSetupDataOnDevice, setup_data_on_device_minimal) {
-    generic::test_setup_data_on_device_minimal<TypeParam, mock_cuda_csvm>();
-}
-TYPED_TEST(CUDACSVMSetupDataOnDevice, setup_data_on_device) {
-    generic::test_setup_data_on_device<TypeParam, mock_cuda_csvm>();
-}
-
-template <typename T>
-class CUDACSVMSetupDataOnDeviceDeathTest : public CUDACSVMSetupDataOnDevice<T> {};
-TYPED_TEST_SUITE(CUDACSVMSetupDataOnDeviceDeathTest, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(CUDACSVMSetupDataOnDeviceDeathTest, sanity_checks) {
-    generic::test_setup_data_on_device_death_test<TypeParam, mock_cuda_csvm>();
-}
-
-template <typename T>
-class CUDACSVMPredictAndScore : public CUDACSVM {};
-TYPED_TEST_SUITE(CUDACSVMPredictAndScore, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(CUDACSVMPredictAndScore, predict) {
-    generic::test_predict<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
-}
-
-TYPED_TEST(CUDACSVMPredictAndScore, score) {
-    generic::test_score<typename TypeParam::real_type, plssvm::cuda::csvm>(TypeParam::kernel_type);
-}
\ No newline at end of file
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_cuda_csvm;
+    using csvm_type = plssvm::cuda::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, CSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, CSVMDeathTest, csvm_test_types);
diff --git a/tests/backends/CUDA/mock_cuda_csvm.hpp b/tests/backends/CUDA/mock_cuda_csvm.hpp
index 8955479a4..4a1db8555 100644
--- a/tests/backends/CUDA/mock_cuda_csvm.hpp
+++ b/tests/backends/CUDA/mock_cuda_csvm.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/CUDA/csvm.hpp"               // plssvm::cuda::csvm
+#include "plssvm/backends/CUDA/csvm.hpp"  // plssvm::cuda::csvm
 
 /**
  * @brief GTest mock class for the CUDA CSVM.
@@ -26,13 +26,13 @@ class mock_cuda_csvm final : public plssvm::cuda::csvm {
 
     // make protected member functions public
     using base_type::calculate_w;
+    using base_type::device_reduction;
     using base_type::generate_q;
     using base_type::predict_values;
     using base_type::run_device_kernel;
-    using base_type::setup_data_on_device;
     using base_type::select_num_used_devices;
+    using base_type::setup_data_on_device;
     using base_type::solve_system_of_linear_equations;
-    using base_type::device_reduction;
 
     using base_type::devices_;
 };
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index e9cd9cacb..f938b96a0 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -19,11 +19,12 @@
 #include "plssvm/parameter.hpp"              // plssvm::detail::parameter
 
 #include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "utility.hpp"             // util::redirect_output
 
 #include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
-#include "utility.hpp"
-#include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE
+#include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
+                          // ::testing::Test
 
 #include <cmath>     // std::sqrt
 #include <fstream>   // std::ifstream
@@ -31,18 +32,25 @@
 #include <utility>   // std::pair
 #include <vector>    // std::vector
 
-namespace generic {
-
 // TODO: add non-trivial test
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_type kernel) {
+template <typename T>
+class CSVM : public ::testing::Test, protected util::redirect_output {};
+TYPED_TEST_SUITE_P(CSVM);
+
+TYPED_TEST_P(CSVM, solve_system_of_linear_equations_trivial) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
     // create parameter struct
     plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::cost = 2.0 };
-    if (kernel == plssvm::kernel_function_type::polynomial) {
+    if constexpr (kernel == plssvm::kernel_function_type::polynomial) {
         params.degree = 1.0;
         params.gamma = 1.0;
         params.coef0 = 0.0;
+    } else if constexpr (kernel == plssvm::kernel_function_type::rbf) {
+        GTEST_SKIP() << "solve_system_of_linear_equations_trivial currently doesn't work with the rbf kernel!";
     }
 
     // create the data that should be used
@@ -70,50 +78,19 @@ inline void test_solve_system_of_linear_equations(const plssvm::kernel_function_
     EXPECT_FLOATING_POINT_NEAR(std::abs(calculated_rho) - std::numeric_limits<real_type>::epsilon(), std::numeric_limits<real_type>::epsilon());
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_solve_system_of_linear_equations_death_test(const plssvm::kernel_function_type kernel_function) {
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel_function };
-
-    const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
-
-    // empty data is not allowed
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{}, b, real_type{ 0.1 }, 2),
-                 "The data must not be empty!");
-    // empty features are not allowed
-    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, b, real_type{ 0.1 }, 2)),
-                 "The data points must contain at least one feature!");
-    // all data points must have the same number of features
-    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, b, real_type{ 0.1 }, 2)),
-                 "All data points must have the same number of features!");
-
-    const std::vector<std::vector<real_type>> data = {
-        { real_type{ 1.0 }, real_type{ 2.0 } },
-        { real_type{ 3.0 }, real_type{ 4.0 } }
-    };
-
-    // the number of data points and values in b must be the same
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, std::vector<real_type>{ }, 0.1, 2),
-                 ::testing::HasSubstr("The number of data points in the matrix A (2) and the values in the right hand side vector (0) must be the same!"));
-    // the stopping criterion must be greater than zero
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.0 }, 2),
-                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is 0!");
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ -0.1 }, 2),
-                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is -0.1!");
-    // at least one CG iteration must be performed
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.1 }, 0),
-                 "The number of CG iterations must be greater than 0!");
-}
+TYPED_TEST_P(CSVM, predict_values) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     // create parameter struct
     plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel, plssvm::cost = 2.0 };
-    if (kernel == plssvm::kernel_function_type::polynomial) {
+    if constexpr (kernel == plssvm::kernel_function_type::polynomial) {
         params.degree = 1.0;
         params.gamma = 1.0;
         params.coef0 = 0.0;
+    } else if constexpr (kernel == plssvm::kernel_function_type::rbf) {
+        GTEST_SKIP() << "predict_values currently doesn't work with the rbf kernel!";
     }
 
     // create the data that should be used
@@ -149,56 +126,13 @@ inline void test_predict_values(const plssvm::kernel_function_type kernel) {
     }
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_predict_values_death_test(const plssvm::kernel_function_type kernel_function) {
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel_function };
-
-    const std::vector<std::vector<real_type>> data = {
-        { real_type{ 1.0 }, real_type{ 2.0 } },
-        { real_type{ 3.0 }, real_type{ 4.0 } }
-    };
-    const std::vector<real_type> alpha{ real_type{ 1.0 }, real_type{ 2.0 } };
-    std::vector<real_type> w{};
-
-    // empty support vector data is not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{}, alpha, real_type{ 0.0 }, w, data)),
-                 "The support vectors must not be empty!");
-    // empty support vector features are not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, alpha, real_type{ 0.0 }, w, data)),
-                 "The support vectors must contain at least one feature!");
-    // all support vector must have the same number of features
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, alpha, real_type{ 0.0 }, w, data)),
-                 "All support vectors must have the same number of features!");
-
-    // number of support vectors and weights must be the same
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, std::vector<real_type>{ real_type{ 1.0 } }, real_type{ 0.0 }, w, data)),
-                 ::testing::HasSubstr("The number of support vectors (2) and number of weights (1) must be the same!"));
-    // either w must be empty or contain num features many entries
-    w.resize(1);
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, data)),
-                 ::testing::HasSubstr("Either w must be empty or contain exactly the same number of values (1) as features are present (2)!"));
-    w.clear();
-
-    // empty data points to predict is not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{})),
-                 "The data points to predict must not be empty!");
-    // empty data points to predict features are not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{} })),
-                 "The data points to predict must contain at least one feature!");
-    // all data points to predict must have the same number of features
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } })),
-                 "All data points to predict must have the same number of features!");
-    // the number of features in the support vectors and data points to predict must be the same
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 2.0 } } })),
-                 ::testing::HasSubstr("The number of features in the support vectors (2) must be the same as in the data points to predict (1)!"));
-}
+TYPED_TEST_P(CSVM, generate_q) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_generate_q(const plssvm::kernel_function_type kernel_type) {
     // create parameter struct
-    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+    const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
 
     // create the data that should be used
     const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
@@ -221,54 +155,11 @@ inline void test_generate_q(const plssvm::kernel_function_type kernel_type) {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_generate_q_death_test(const plssvm::kernel_function_type kernel_type) {
-    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
-
-    // create parameter struct
-    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
-
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
-    const mock_csvm_type svm{};
-
-    // valid feature_range
-    const std::vector<std::size_t> feature_range{ 0, 1 };
-
-    // the data_d vector must not be empty!
-    std::vector<device_ptr_type> vec1;
-    vec1.emplace_back(1, svm.devices_[0]);
-    std::vector<device_ptr_type> vec2;
-    vec2.emplace_back(1, svm.devices_[0]);
-    vec2.emplace_back(1, svm.devices_[0]);
-
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, std::vector<device_ptr_type>{}, vec1, 1, feature_range, 0),
-                 "The data_d array may not be empty!");
-    // the ptr in the data_d vector must not be empty
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, std::vector<device_ptr_type>(1), vec1, 1, feature_range, 0),
-                 "Each device_ptr in data_d must at least contain one data point!");
-    // the data_last_d vector must not be empty!
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, std::vector<device_ptr_type>{}, 1, feature_range, 0),
-                 "The data_last_d array may not be empty!");
-    // the ptr in the data_last_d vector must not be empty
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, std::vector<device_ptr_type>(1), 1, feature_range, 0),
-                 "Each device_ptr in data_last_d must at least contain one data point!");
-    // data_d and data_last_d must have the same size
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec2, 1, feature_range, 0),
-                 "The number of used devices to the data_d and data_last_d vectors must be equal!: 1 != 2");
-
-    // the number of data points must be greater than zero
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 0, feature_range, 0),
-                 "At least one data point must be used to calculate q!");
-    // the number of elements in the feature_ranges vector must be one greater than the number of used devices
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 1, std::vector<std::size_t>{}, 0),
-                 ::testing::HasSubstr("The number of values in the feature_range vector must be exactly one more than the number of used devices!: 0 != 1 + 1"));
-    // the values in the feature_ranges vector must be monotonically increasing
-    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 1, { 1, 0 }, 0),
-                 "The feature ranges are not monotonically increasing!");
-}
+TYPED_TEST_P(CSVM, calculate_w) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_calculate_w() {
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
     using queue_type = typename mock_csvm_type::queue_type;
 
@@ -302,66 +193,16 @@ inline void test_calculate_w() {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_calculate_w_death_test() {
-    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
-
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
-    const mock_csvm_type svm{};
-
-    // valid feature_range
-    const std::vector<std::size_t> feature_range{ 0, 1 };
-
-    // the data_d vector must not be empty!
-    std::vector<device_ptr_type> vec1;
-    vec1.emplace_back(1, svm.devices_[0]);
-    std::vector<device_ptr_type> vec2;
-    vec2.emplace_back(1, svm.devices_[0]);
-    vec2.emplace_back(1, svm.devices_[0]);
-
-    // the data_d vector must not be empty
-    EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>{}, vec1, vec1, 1, feature_range),
-                 "The data_d array may not be empty!");
-    // the ptr in the data_d vector must not be empty
-    EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>(1), vec1, vec1, 1, feature_range),
-                 "Each device_ptr in data_d must at least contain one data point!");
-    // the data_last_d vector must not be empty
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>{}, vec1, 1, feature_range),
-                 "The data_last_d array may not be empty!");
-    // the ptr in the data_last_d vector must not be empty
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>(1), vec1, 1, feature_range),
-                 "Each device_ptr in data_last_d must at least contain one data point!");
-    // data_d and data_last_d must have the same size
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec2, vec1, 1, feature_range),
-                 "The number of used devices to the data_d and data_last_d vectors must be equal!: 1 != 2");
-    // the alpha_d vector must not be empty!
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, std::vector<device_ptr_type>{}, 1, feature_range),
-                 "The alpha_d array may not be empty!");
-    // the ptr in the alpha_d vector must not be empty
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, std::vector<device_ptr_type>(1), 1, feature_range),
-                 "Each device_ptr in alpha_d must at least contain one data point!");
-    // data_d and alpha_d must have the same size
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec2, 1, feature_range),
-                 "The number of used devices to the data_d and alpha_d vectors must be equal!: 1 != 2");
-
-    // the number of data points must be greater than zero
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 0, feature_range),
-                 "At least one data point must be used to calculate q!");
-    // the number of elements in the feature_ranges vector must be one greater than the number of used devices
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 1, std::vector<std::size_t>{}),
-                 ::testing::HasSubstr("The number of values in the feature_range vector must be exactly one more than the number of used devices!: 0 != 1 + 1"));
-    // the values in the feature_ranges vector must be monotonically increasing
-    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 1, { 1, 0 }),
-                 "The feature ranges are not monotonically increasing!");
-}
+TYPED_TEST_P(CSVM, run_device_kernel) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_type) {
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
     using queue_type = typename mock_csvm_type::queue_type;
 
     // create parameter struct
-    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
+    const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
 
     // create the data that should be used
     const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
@@ -375,7 +216,7 @@ inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_typ
 
     // perform the data setup on the device
     constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
-    const std::size_t num_used_devices = svm.select_num_used_devices(kernel_type, data.num_features());
+    const std::size_t num_used_devices = svm.select_num_used_devices(kernel, data.num_features());
     auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(data.data(), dept, data.num_features(), boundary_size, num_used_devices);
     std::vector<device_ptr_type> q_d{};
     std::vector<device_ptr_type> x_d{};
@@ -408,53 +249,11 @@ inline void test_run_device_kernel(const plssvm::kernel_function_type kernel_typ
     }
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_run_device_kernel_death_test(const plssvm::kernel_function_type kernel_type) {
-    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
-
-    // create parameter struct
-    const plssvm::detail::parameter<real_type> params{ kernel_type, 2, 0.001, 1.0, 0.1 };
-
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::run_device_kernel is protected
-    const mock_csvm_type svm{};
-
-    // valid feature_range
-    const std::vector<std::size_t> feature_range{ 0, 1 };
-
-    // the data_d vector must not be empty!
-    device_ptr_type ptr{ 1, svm.devices_[0] };
-    device_ptr_type empty_ptr{};
-
-    // the device id must be smaller than the total number of available devices
-    EXPECT_DEATH(svm.run_device_kernel(svm.num_available_devices(), params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
-                 ::testing::HasSubstr(fmt::format("Requested device {}, but only {} device(s) are available!", svm.num_available_devices(), svm.num_available_devices())));
-    // the q_d device_ptr must not be empty
-    EXPECT_DEATH(svm.run_device_kernel(0, params, empty_ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
-                 "The q_d device_ptr may not be empty!");
-    // the r_d device_ptr must not be empty
-    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, empty_ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
-                 "The r_d device_ptr may not be empty!");
-    // the x_d device_ptr must not be empty
-    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, empty_ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
-                 "The x_d device_ptr may not be empty!");
-    // the data_d device_ptr must not be empty
-    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, empty_ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
-                 "The data_d device_ptr may not be empty!");
-
-    // the values in the feature_ranges vector must be monotonically increasing
-    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, { 1, 0 }, real_type{ 0.0 }, real_type{ 0.0 }, 1, 0),
-                 "The feature ranges are not monotonically increasing!");
-
-    // add must either be -1.0 or 1.0
-    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 0.0 }, 1, 0),
-                 "add must either by -1.0 or 1.0, but is 0!");
-    // at least one data point must be available
-    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 0, 0),
-                 "At least one data point must be used to calculate q!");
-}
+TYPED_TEST_P(CSVM, device_reduction) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_device_reduction() {
     using namespace plssvm::operators;
 
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
@@ -498,60 +297,29 @@ inline void test_device_reduction() {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data);
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_device_reduction_death_test() {
-    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
-
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
-    const mock_csvm_type svm{};
-
-    // the data_d vector must not be empty!
-    std::vector<device_ptr_type> vec1;
-    vec1.emplace_back(1, svm.devices_[0]);
-
-    std::vector<device_ptr_type> empty_device_ptr_vec{};
-    std::vector<device_ptr_type> one_element_device_ptr_vec(1);
-    std::vector<real_type> empty_buffer_vec{};
-    std::vector<real_type> one_element_buffer_vec(1);
-
-    // the buffer_d vector must not be empty
-    EXPECT_DEATH(svm.device_reduction(empty_device_ptr_vec, one_element_buffer_vec),
-                 "The buffer_d array may not be empty!");
-    // the ptr in the buffer_d vector must not be empty
-    EXPECT_DEATH(svm.device_reduction(one_element_device_ptr_vec, one_element_buffer_vec),
-                 "Each device_ptr in buffer_d must at least contain one data point!");
-    // the buffer vector must not be empty
-    EXPECT_DEATH(svm.device_reduction(vec1, empty_buffer_vec),
-                 "The buffer array may not be empty!");
-}
+TYPED_TEST_P(CSVM, select_num_used_devices) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_select_num_used_devices(const plssvm::kernel_function_type kernel_type) {
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
     const mock_csvm_type svm{};
 
-    if (kernel_type == plssvm::kernel_function_type::linear) {
+    if (kernel == plssvm::kernel_function_type::linear) {
         // the linear kernel function is compatible with at least one device
-        EXPECT_GE(svm.select_num_used_devices(kernel_type, 1'204), 1);
+        EXPECT_GE(svm.select_num_used_devices(kernel, 1'204), 1);
     } else {
         // the other kernel functions are compatible only with exactly one device
-        EXPECT_EQ(svm.select_num_used_devices(kernel_type, 1'204), 1);
+        EXPECT_EQ(svm.select_num_used_devices(kernel, 1'204), 1);
     }
     // if only a single feature is provided, only a single device may ever be used
-    EXPECT_EQ(svm.select_num_used_devices(kernel_type, 1), 1);
+    EXPECT_EQ(svm.select_num_used_devices(kernel, 1), 1);
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_select_num_used_devices_death_test(const plssvm::kernel_function_type kernel_type) {
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
-    const mock_csvm_type svm{};
-
-    // at least one feature must be provided
-    EXPECT_DEATH( std::ignore = svm.select_num_used_devices(kernel_type, 0), "At lest one feature must be given!");
-}
+TYPED_TEST_P(CSVM, setup_data_on_device_minimal) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_setup_data_on_device_minimal() {
     // minimal example
     const std::vector<std::vector<real_type>> input = {
         { real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 } },
@@ -583,8 +351,10 @@ inline void test_setup_data_on_device_minimal() {
     EXPECT_EQ(feature_ranges, (std::vector<std::size_t>{ 0, input.front().size() }));
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_setup_data_on_device() {
+TYPED_TEST_P(CSVM, setup_data_on_device) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+
     // minimal example
     const std::vector<std::vector<real_type>> input = {
         { real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 } },
@@ -640,42 +410,13 @@ inline void test_setup_data_on_device() {
     }
 }
 
-template <typename real_type, typename mock_csvm_type>
-inline void test_setup_data_on_device_death_test() {
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
-    const mock_csvm_type svm{};
+TYPED_TEST_P(CSVM, predict) {
+    using csvm_type = typename TypeParam::csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
-    // empty data is not allowed
-    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(std::vector<std::vector<real_type>>{}, 1, 1, 0, 1), "The data must not be empty!");
-    // empty features are not allowed
-    EXPECT_DEATH(std::ignore = (svm.setup_data_on_device(std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, 1, 1, 0, 1)), "The data points must contain at least one feature!");
-    // all data points must have the same number of features
-    EXPECT_DEATH(std::ignore = (svm.setup_data_on_device(std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, 1, 1, 0, 1)),
-                 "All data points must have the same number of features!");
-
-    const std::vector<std::vector<real_type>> data = {
-        { real_type{ 1.0 }, real_type{ 2.0 } },
-        { real_type{ 3.0 }, real_type{ 4.0 } }
-    };
-
-    // at least one data point must be copied to the device
-    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 0, 1, 0, 1), "At least one data point must be copied to the device!");
-    // at most two data point can be copied to the device
-    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 3, 1, 0, 1), "Can't copy more data points to the device than are present!: 3 <= 2");
-    // at least one feature must be copied to the device
-    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 0, 0, 1), "At least one feature must be copied to the device!");
-    // at most two features can be copied to the device
-    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 3, 0, 1), "Can't copy more features to the device than are present!: 3 <= 2");
-
-    // can't use more than the available device
-    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 1, 0, svm.num_available_devices() + 1),
-                 fmt::format("Can't use more devices than are available!: {} <= {}", svm.num_available_devices() + 1, svm.num_available_devices()));
-}
-
-template <typename real_type, typename csvm_type>
-inline void test_predict(const plssvm::kernel_function_type kernel) {
-    // create parameter struct
-    const plssvm::parameter params{ plssvm::kernel_type = kernel };
+    // create parameter struct
+    const plssvm::parameter params{ plssvm::kernel_type = kernel };
 
     // create data set to be used
     const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
@@ -697,8 +438,11 @@ inline void test_predict(const plssvm::kernel_function_type kernel) {
     EXPECT_EQ(calculated, ground_truth);
 }
 
-template <typename real_type, typename csvm_type>
-inline void test_score(const plssvm::kernel_function_type kernel) {
+TYPED_TEST_P(CSVM, score) {
+    using csvm_type = typename TypeParam::csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
     // create parameter struct
     plssvm::parameter params{ plssvm::kernel_type = kernel };
 
@@ -718,8 +462,9 @@ inline void test_score(const plssvm::kernel_function_type kernel) {
     EXPECT_EQ(calculated, real_type{ 1.0 });
 }
 
-template <typename mock_csvm_type>
-inline void test_num_available_devices() {
+TYPED_TEST_P(CSVM, num_available_devices) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::devices_ is protected
     const mock_csvm_type svm{};
 
@@ -728,6 +473,334 @@ inline void test_num_available_devices() {
     EXPECT_GE(svm.num_available_devices(), 1);
 }
 
-}  // namespace generic
+// clang-format off
+REGISTER_TYPED_TEST_SUITE_P(CSVM,
+                            solve_system_of_linear_equations_trivial, predict_values, generate_q, calculate_w, run_device_kernel, device_reduction,
+                            select_num_used_devices, setup_data_on_device_minimal, setup_data_on_device, predict, score, num_available_devices);
+// clang-format on
+
+template <typename T>
+class CSVMDeathTest : public CSVM<T> {};
+TYPED_TEST_SUITE_P(CSVMDeathTest);
+
+TYPED_TEST_P(CSVMDeathTest, solve_system_of_linear_equations) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+
+    const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
+
+    // empty data is not allowed
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{}, b, real_type{ 0.1 }, 2),
+                 "The data must not be empty!");
+    // empty features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, b, real_type{ 0.1 }, 2)),
+                 "The data points must contain at least one feature!");
+    // all data points must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, b, real_type{ 0.1 }, 2)),
+                 "All data points must have the same number of features!");
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+
+    // the number of data points and values in b must be the same
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, std::vector<real_type>{ }, 0.1, 2),
+                 ::testing::HasSubstr("The number of data points in the matrix A (2) and the values in the right hand side vector (0) must be the same!"));
+    // the stopping criterion must be greater than zero
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.0 }, 2),
+                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is 0!");
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ -0.1 }, 2),
+                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is -0.1!");
+    // at least one CG iteration must be performed
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.1 }, 0),
+                 "The number of CG iterations must be greater than 0!");
+}
+
+TYPED_TEST_P(CSVMDeathTest, predict_values) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+    const std::vector<real_type> alpha{ real_type{ 1.0 }, real_type{ 2.0 } };
+    std::vector<real_type> w{};
+
+    // empty support vector data is not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{}, alpha, real_type{ 0.0 }, w, data)),
+                 "The support vectors must not be empty!");
+    // empty support vector features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, alpha, real_type{ 0.0 }, w, data)),
+                 "The support vectors must contain at least one feature!");
+    // all support vector must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, alpha, real_type{ 0.0 }, w, data)),
+                 "All support vectors must have the same number of features!");
+
+    // number of support vectors and weights must be the same
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, std::vector<real_type>{ real_type{ 1.0 } }, real_type{ 0.0 }, w, data)),
+                 ::testing::HasSubstr("The number of support vectors (2) and number of weights (1) must be the same!"));
+    // either w must be empty or contain num features many entries
+    w.resize(1);
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, data)),
+                 ::testing::HasSubstr("Either w must be empty or contain exactly the same number of values (1) as features are present (2)!"));
+    w.clear();
+
+    // empty data points to predict is not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{})),
+                 "The data points to predict must not be empty!");
+    // empty data points to predict features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{} })),
+                 "The data points to predict must contain at least one feature!");
+    // all data points to predict must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } })),
+                 "All data points to predict must have the same number of features!");
+    // the number of features in the support vectors and data points to predict must be the same
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 2.0 } } })),
+                 ::testing::HasSubstr("The number of features in the support vectors (2) must be the same as in the data points to predict (1)!"));
+}
+
+TYPED_TEST_P(CSVMDeathTest, generate_q) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    const mock_csvm_type svm{};
+
+    // valid feature_range
+    const std::vector<std::size_t> feature_range{ 0, 1 };
+
+    // the data_d vector must not be empty!
+    std::vector<device_ptr_type> vec1;
+    vec1.emplace_back(1, svm.devices_[0]);
+    std::vector<device_ptr_type> vec2;
+    vec2.emplace_back(1, svm.devices_[0]);
+    vec2.emplace_back(1, svm.devices_[0]);
+
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, std::vector<device_ptr_type>{}, vec1, 1, feature_range, 0),
+                 "The data_d array may not be empty!");
+    // the ptr in the data_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, std::vector<device_ptr_type>(1), vec1, 1, feature_range, 0),
+                 "Each device_ptr in data_d must at least contain one data point!");
+    // the data_last_d vector must not be empty!
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, std::vector<device_ptr_type>{}, 1, feature_range, 0),
+                 "The data_last_d array may not be empty!");
+    // the ptr in the data_last_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, std::vector<device_ptr_type>(1), 1, feature_range, 0),
+                 "Each device_ptr in data_last_d must at least contain one data point!");
+    // data_d and data_last_d must have the same size
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec2, 1, feature_range, 0),
+                 "The number of used devices to the data_d and data_last_d vectors must be equal!: 1 != 2");
+
+    // the number of data points must be greater than zero
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 0, feature_range, 0),
+                 "At least one data point must be used to calculate q!");
+    // the number of elements in the feature_ranges vector must be one greater than the number of used devices
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 1, std::vector<std::size_t>{}, 0),
+                 ::testing::HasSubstr("The number of values in the feature_range vector must be exactly one more than the number of used devices!: 0 != 1 + 1"));
+    // the values in the feature_ranges vector must be monotonically increasing
+    EXPECT_DEATH(std::ignore = svm.generate_q(params, vec1, vec1, 1, { 1, 0 }, 0),
+                 "The feature ranges are not monotonically increasing!");
+}
+
+TYPED_TEST_P(CSVMDeathTest, calculate_w) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    const mock_csvm_type svm{};
+
+    // valid feature_range
+    const std::vector<std::size_t> feature_range{ 0, 1 };
+
+    // the data_d vector must not be empty!
+    std::vector<device_ptr_type> vec1;
+    vec1.emplace_back(1, svm.devices_[0]);
+    std::vector<device_ptr_type> vec2;
+    vec2.emplace_back(1, svm.devices_[0]);
+    vec2.emplace_back(1, svm.devices_[0]);
+
+    // the data_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>{}, vec1, vec1, 1, feature_range),
+                 "The data_d array may not be empty!");
+    // the ptr in the data_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(std::vector<device_ptr_type>(1), vec1, vec1, 1, feature_range),
+                 "Each device_ptr in data_d must at least contain one data point!");
+    // the data_last_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>{}, vec1, 1, feature_range),
+                 "The data_last_d array may not be empty!");
+    // the ptr in the data_last_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, std::vector<device_ptr_type>(1), vec1, 1, feature_range),
+                 "Each device_ptr in data_last_d must at least contain one data point!");
+    // data_d and data_last_d must have the same size
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec2, vec1, 1, feature_range),
+                 "The number of used devices to the data_d and data_last_d vectors must be equal!: 1 != 2");
+    // the alpha_d vector must not be empty!
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, std::vector<device_ptr_type>{}, 1, feature_range),
+                 "The alpha_d array may not be empty!");
+    // the ptr in the alpha_d vector must not be empty
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, std::vector<device_ptr_type>(1), 1, feature_range),
+                 "Each device_ptr in alpha_d must at least contain one data point!");
+    // data_d and alpha_d must have the same size
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec2, 1, feature_range),
+                 "The number of used devices to the data_d and alpha_d vectors must be equal!: 1 != 2");
+
+    // the number of data points must be greater than zero
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 0, feature_range),
+                 "At least one data point must be used to calculate q!");
+    // the number of elements in the feature_ranges vector must be one greater than the number of used devices
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 1, std::vector<std::size_t>{}),
+                 ::testing::HasSubstr("The number of values in the feature_range vector must be exactly one more than the number of used devices!: 0 != 1 + 1"));
+    // the values in the feature_ranges vector must be monotonically increasing
+    EXPECT_DEATH(std::ignore = svm.calculate_w(vec1, vec1, vec1, 1, { 1, 0 }),
+                 "The feature ranges are not monotonically increasing!");
+}
+
+TYPED_TEST_P(CSVMDeathTest, run_device_kernel) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create parameter struct
+    const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::run_device_kernel is protected
+    const mock_csvm_type svm{};
+
+    // valid feature_range
+    const std::vector<std::size_t> feature_range{ 0, 1 };
+
+    // the data_d vector must not be empty!
+    device_ptr_type ptr{ 1, svm.devices_[0] };
+    device_ptr_type empty_ptr{};
+
+    // the device id must be smaller than the total number of available devices
+    EXPECT_DEATH(svm.run_device_kernel(svm.num_available_devices(), params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 ::testing::HasSubstr(fmt::format("Requested device {}, but only {} device(s) are available!", svm.num_available_devices(), svm.num_available_devices())));
+    // the q_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, empty_ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The q_d device_ptr may not be empty!");
+    // the r_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, empty_ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The r_d device_ptr may not be empty!");
+    // the x_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, empty_ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The x_d device_ptr may not be empty!");
+    // the data_d device_ptr must not be empty
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, empty_ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 1, 0),
+                 "The data_d device_ptr may not be empty!");
+
+    // the values in the feature_ranges vector must be monotonically increasing
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, { 1, 0 }, real_type{ 0.0 }, real_type{ 0.0 }, 1, 0),
+                 "The feature ranges are not monotonically increasing!");
+
+    // add must either be -1.0 or 1.0
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 0.0 }, 1, 0),
+                 "add must either by -1.0 or 1.0, but is 0!");
+    // at least one data point must be available
+    EXPECT_DEATH(svm.run_device_kernel(0, params, ptr, ptr, ptr, ptr, feature_range, real_type{ 0.0 }, real_type{ 1.0 }, 0, 0),
+                 "At least one data point must be used to calculate q!");
+}
+
+TYPED_TEST_P(CSVMDeathTest, device_reduction) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+
+    using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    const mock_csvm_type svm{};
+
+    // the data_d vector must not be empty!
+    std::vector<device_ptr_type> vec1;
+    vec1.emplace_back(1, svm.devices_[0]);
+
+    std::vector<device_ptr_type> empty_device_ptr_vec{};
+    std::vector<device_ptr_type> one_element_device_ptr_vec(1);
+    std::vector<real_type> empty_buffer_vec{};
+    std::vector<real_type> one_element_buffer_vec(1);
+
+    // the buffer_d vector must not be empty
+    EXPECT_DEATH(svm.device_reduction(empty_device_ptr_vec, one_element_buffer_vec),
+                 "The buffer_d array may not be empty!");
+    // the ptr in the buffer_d vector must not be empty
+    EXPECT_DEATH(svm.device_reduction(one_element_device_ptr_vec, one_element_buffer_vec),
+                 "Each device_ptr in buffer_d must at least contain one data point!");
+    // the buffer vector must not be empty
+    EXPECT_DEATH(svm.device_reduction(vec1, empty_buffer_vec),
+                 "The buffer array may not be empty!");
+}
+
+TYPED_TEST_P(CSVMDeathTest, select_num_used_devices) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
+    const mock_csvm_type svm{};
+
+    // at least one feature must be provided
+    EXPECT_DEATH( std::ignore = svm.select_num_used_devices(kernel, 0), "At lest one feature must be given!");
+}
+
+TYPED_TEST_P(CSVMDeathTest, setup_data_on_device) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
+    const mock_csvm_type svm{};
+
+    // empty data is not allowed
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(std::vector<std::vector<real_type>>{}, 1, 1, 0, 1), "The data must not be empty!");
+    // empty features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.setup_data_on_device(std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, 1, 1, 0, 1)), "The data points must contain at least one feature!");
+    // all data points must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.setup_data_on_device(std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, 1, 1, 0, 1)),
+                 "All data points must have the same number of features!");
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+
+    // at least one data point must be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 0, 1, 0, 1), "At least one data point must be copied to the device!");
+    // at most two data point can be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 3, 1, 0, 1), "Can't copy more data points to the device than are present!: 3 <= 2");
+    // at least one feature must be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 0, 0, 1), "At least one feature must be copied to the device!");
+    // at most two features can be copied to the device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 3, 0, 1), "Can't copy more features to the device than are present!: 3 <= 2");
+
+    // can't use more than the available device
+    EXPECT_DEATH(std::ignore = svm.setup_data_on_device(data, 1, 1, 0, svm.num_available_devices() + 1),
+                 fmt::format("Can't use more devices than are available!: {} <= {}", svm.num_available_devices() + 1, svm.num_available_devices()));
+}
+
+// clang-format off
+REGISTER_TYPED_TEST_SUITE_P(CSVMDeathTest,
+                            solve_system_of_linear_equations, predict_values, generate_q, calculate_w, run_device_kernel, device_reduction,
+                            select_num_used_devices, setup_data_on_device);
+// clang-format on
 
 #endif  // PLSSVM_TESTS_BACKENDS_GENERIC_TESTS_HPP_
\ No newline at end of file

From f11812ea63f0c86bc4e8f1e019df295325d0dd00 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 14:46:43 +0100
Subject: [PATCH 0474/1010] Update includes.

---
 tests/backends/CUDA/cuda_csvm.cpp | 19 ++++++-------------
 1 file changed, 6 insertions(+), 13 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 91ea8f686..1f274805c 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -10,25 +10,18 @@
 
 #include "backends/CUDA/mock_cuda_csvm.hpp"
 
-#include "plssvm/backends/CUDA/csvm.hpp"        // plssvm::openmp::csvm
-#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::openmp::backend_exception
-#include "plssvm/data_set.hpp"                  // plssvm::data_set
+#include "plssvm/backends/CUDA/csvm.hpp"        // plssvm::cuda::csvm
+#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 #include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                 // plssvm::detail::data_set
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
 #include "plssvm/target_platforms.hpp"          // plssvm::target_platform
 
-#include "backends/compare.hpp"        // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
-#include "backends/generic_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
-#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
-#include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
-#include "types_to_test.hpp"           // util::{real_type_kernel_function_gtest, real_type_gtest}
-#include "utility.hpp"                 // util::{redirect_output, generate_random_vector}
+#include "backends/generic_tests.hpp"  // CSVM, CSVMDeathTest
+#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT
+#include "utility.hpp"                 // util::redirect_output
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
 
-#include <vector>  // std::vector
-
-
 class CUDACSVM : public ::testing::Test, private util::redirect_output {};
 
 // check whether the constructor correctly fails when using an incompatible target platform

From a9aeedb60eab604d837df3c7c11307a58029f8ec Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 14:51:25 +0100
Subject: [PATCH 0475/1010] Add first HIP backend tests.

---
 tests/backends/CMakeLists.txt        |  2 +-
 tests/backends/HIP/CMakeLists.txt    |  2 +-
 tests/backends/HIP/hip_csvm.cpp      | 43 ++++++++++++++
 tests/backends/HIP/mock_hip_csvm.hpp | 39 +++++--------
 tests/backends/HIP/test.cpp          | 87 ----------------------------
 5 files changed, 59 insertions(+), 114 deletions(-)
 create mode 100644 tests/backends/HIP/hip_csvm.cpp
 delete mode 100644 tests/backends/HIP/test.cpp

diff --git a/tests/backends/CMakeLists.txt b/tests/backends/CMakeLists.txt
index 76f3969db..2c27b6d64 100644
--- a/tests/backends/CMakeLists.txt
+++ b/tests/backends/CMakeLists.txt
@@ -16,7 +16,7 @@ endif()
 
 # create HIP tests if the HIP backend is available
 if(TARGET ${PLSSVM_HIP_BACKEND_LIBRARY_NAME})
-#    add_subdirectory(HIP)
+    add_subdirectory(HIP)
 endif()
 
 # create OpenCL tests if the OpenCL backend is available
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index 1031b32e3..b1c86d6a9 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -9,7 +9,7 @@ set(PLSSVM_HIP_TEST_NAME HIP_tests)
 
 # list all necessary sources
 set(PLSSVM_HIP_TEST_SOURCES
-#    ${CMAKE_CURRENT_LIST_DIR}/test.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/hip_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
 )
 
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
new file mode 100644
index 000000000..9c870e856
--- /dev/null
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -0,0 +1,43 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functionality related to the HIP backend.
+ */
+
+#include "backends/HIP/mock_hip_csvm.hpp"
+
+#include "plssvm/backends/HIP/csvm.hpp"        // plssvm::hip::csvm
+#include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
+#include "plssvm/kernel_function_types.hpp"    // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                // plssvm::parameter
+#include "plssvm/target_platforms.hpp"         // plssvm::target_platform
+
+#include "backends/generic_tests.hpp"  // CSVM, CSVMDeathTest
+#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT
+#include "utility.hpp"                 // util::redirect_output
+
+#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_NO_THROW
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_hip_csvm;
+    using csvm_type = plssvm::hip::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, CSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, CSVMDeathTest, csvm_test_types);
\ No newline at end of file
diff --git a/tests/backends/HIP/mock_hip_csvm.hpp b/tests/backends/HIP/mock_hip_csvm.hpp
index b9a65b090..f9312fb0f 100644
--- a/tests/backends/HIP/mock_hip_csvm.hpp
+++ b/tests/backends/HIP/mock_hip_csvm.hpp
@@ -9,43 +9,32 @@
  * @brief MOCK class for the C-SVM class using the HIP backend.
  */
 
+#ifndef PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/HIP/csvm.hpp"                   // plssvm::hip::csvm
-#include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
-#include "plssvm/parameter.hpp"                           // plssvm::parameter
-
-#include <vector>  // std::vector
+#include "plssvm/backends/HIP/csvm.hpp"  // plssvm::hip::csvm
 
 /**
  * @brief GTest mock class for the HPI CSVM.
- * @tparam T the type of the data
  */
-template <typename T>
-class mock_hip_csvm : public plssvm::hip::csvm<T> {
-    using base_type = plssvm::hip::csvm<T>;
+class mock_hip_csvm final : public plssvm::hip::csvm {
+    using base_type = plssvm::hip::csvm;
 
   public:
-    using real_type = typename base_type::real_type;
-    using device_ptr_type = typename base_type::device_ptr_type;
-    using queue_type = typename base_type::queue_type;
-
-    explicit mock_hip_csvm(const plssvm::parameter<T> &params) :
-        base_type{ params } {}
+    using base_type::device_ptr_type;
 
-    // make non-virtual functions publicly visible
+    // make protected member functions public
+    using base_type::calculate_w;
     using base_type::device_reduction;
     using base_type::generate_q;
+    using base_type::predict_values;
     using base_type::run_device_kernel;
+    using base_type::select_num_used_devices;
     using base_type::setup_data_on_device;
+    using base_type::solve_system_of_linear_equations;
 
-    // parameter setter
-    void set_cost(const real_type cost) { base_type::cost_ = cost; }
-    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
+    using base_type::devices_;
+};
 
-    // getter for internal variables
-    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-    const std::vector<device_ptr_type> &get_device_data() const { return base_type::data_d_; }
-    std::vector<queue_type> &get_devices() { return base_type::devices_; }
-    typename std::vector<queue_type>::size_type get_num_devices() const { return base_type::devices_.size(); }
-};
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/HIP/test.cpp b/tests/backends/HIP/test.cpp
deleted file mode 100644
index d0887995a..000000000
--- a/tests/backends/HIP/test.cpp
+++ /dev/null
@@ -1,87 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the functionality related to the HIP backend.
- */
-
-#include "backends/HIP/mock_hip_csvm.hpp"
-
-#include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name, EXPECT_THROW_WHAT
-
-#include "plssvm/backends/HIP/csvm.hpp"        // plssvm::hip::csvm
-#include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
-#include "plssvm/kernel_types.hpp"             // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                // plssvm::parameter
-#include "plssvm/target_platforms.hpp"         // plssvm::target_platform
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_NO_THROW
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-
-template <typename T>
-class HIP_CSVM : public ::testing::Test {};
-TYPED_TEST_SUITE(HIP_CSVM, parameter_types, util::google_test::parameter_definition_to_name);
-
-// check whether the csvm factory function correctly creates a hip::csvm
-TYPED_TEST(HIP_CSVM, csvm_factory) {
-    generic::csvm_factory_test<plssvm::hip::csvm, typename TypeParam::real_type, plssvm::backend_type::hip>();
-}
-
-// check whether the constructor correctly fails when using an incompatible target platform
-TYPED_TEST(HIP_CSVM, constructor_invalid_target_platform) {
-    // create parameter object
-    plssvm::parameter<typename TypeParam::real_type> params;
-    params.print_info = false;
-    params.kernel = TypeParam::kernel;
-
-    params.parse_train_file(PLSSVM_TEST_PATH "/data/libsvm/5x4.libsvm");
-
-    // only automatic or gpu_amd are allowed as target platform for the HIP backend
-    params.target = plssvm::target_platform::automatic;
-    EXPECT_NO_THROW(mock_hip_csvm{ params });
-    params.target = plssvm::target_platform::cpu;
-    EXPECT_THROW_WHAT(mock_hip_csvm{ params }, plssvm::hip::backend_exception, "Invalid target platform 'cpu' for the HIP backend!");
-    params.target = plssvm::target_platform::gpu_nvidia;
-    EXPECT_THROW_WHAT(mock_hip_csvm{ params }, plssvm::hip::backend_exception, "Invalid target platform 'gpu_nvidia' for the HIP backend!");
-    params.target = plssvm::target_platform::gpu_amd;
-    EXPECT_NO_THROW(mock_hip_csvm{ params });
-    params.target = plssvm::target_platform::gpu_intel;
-    EXPECT_THROW_WHAT(mock_hip_csvm{ params }, plssvm::hip::backend_exception, "Invalid target platform 'gpu_intel' for the HIP backend!");
-}
-
-// check whether writing the resulting model file is correct
-TYPED_TEST(HIP_CSVM, write_model) {
-    generic::write_model_test<mock_hip_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the q vector is generated correctly
-TYPED_TEST(HIP_CSVM, generate_q) {
-    generic::generate_q_test<mock_hip_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the device kernels are correct
-TYPED_TEST(HIP_CSVM, device_kernel) {
-    generic::device_kernel_test<mock_hip_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the correct labels are predicted
-TYPED_TEST(HIP_CSVM, predict) {
-    generic::predict_test<mock_hip_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the accuracy calculation is correct
-TYPED_TEST(HIP_CSVM, accuracy) {
-    generic::accuracy_test<mock_hip_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}

From 10b29a07a1fab3f01015b340d8a26be0619c93b4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 15:14:23 +0100
Subject: [PATCH 0476/1010] Add more HIP backend tests.

---
 .../backends/HIP/detail/utility.hip.cpp       |  4 +-
 tests/backends/HIP/CMakeLists.txt             |  1 +
 tests/backends/HIP/hip_csvm.cpp               | 68 +++++++++++++++++++
 tests/backends/HIP/utility.cpp                | 52 ++++++++++++++
 4 files changed, 123 insertions(+), 2 deletions(-)
 create mode 100644 tests/backends/HIP/utility.cpp

diff --git a/src/plssvm/backends/HIP/detail/utility.hip.cpp b/src/plssvm/backends/HIP/detail/utility.hip.cpp
index 57c2a4483..85a5c0def 100644
--- a/src/plssvm/backends/HIP/detail/utility.hip.cpp
+++ b/src/plssvm/backends/HIP/detail/utility.hip.cpp
@@ -30,7 +30,7 @@ void gpu_assert(const hipError_t code) {
 
 void set_device(const int device) {
     if (device < 0 || device >= static_cast<int>(get_device_count())) {
-        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), device) };
+        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", get_device_count(), device) };
     }
     PLSSVM_HIP_ERROR_CHECK(hipSetDevice(device));
 }
@@ -41,7 +41,7 @@ void peek_at_last_error() {
 
 void device_synchronize(const int device) {
     if (device < 0 || device >= static_cast<int>(get_device_count())) {
-        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}.", get_device_count(), device) };
+        throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", get_device_count(), device) };
     }
     peek_at_last_error();
     PLSSVM_HIP_ERROR_CHECK(hipSetDevice(device));
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index b1c86d6a9..ae57b9586 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -11,6 +11,7 @@ set(PLSSVM_HIP_TEST_NAME HIP_tests)
 set(PLSSVM_HIP_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/hip_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
 )
 
 # add test executable
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index 9c870e856..7cb62c667 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -22,6 +22,74 @@
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_NO_THROW
 
+
+class HIPCSVM : public ::testing::Test, private util::redirect_output {};
+
+// check whether the constructor correctly fails when using an incompatible target platform
+TEST_F(HIPCSVM, construct_parameter) {
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW(plssvm::hip::csvm{ plssvm::parameter{} });
+#else
+    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::parameter{} },
+                      plssvm::hip::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(HIPCSVM, construct_target_and_parameter) {
+    // create parameter struct
+    const plssvm::parameter params{};
+
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    // only automatic or gpu_amd are allowed as target platform for the HIP backend
+    EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::automatic, params }));
+    EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, params }));
+#else
+    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::automatic, params },
+                      plssvm::hip::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, params },
+                      plssvm::hip::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+
+    // all other target platforms must throw
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::cpu, params }),
+                      plssvm::hip::backend_exception,
+                      "Invalid target platform 'cpu' for the HIP backend!");
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::gpu_nvidia, params }),
+                      plssvm::hip::backend_exception,
+                      "Invalid target platform 'gpu_nvidia' for the HIP backend!");
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::gpu_intel, params }),
+                      plssvm::hip::backend_exception,
+                      "Invalid target platform 'gpu_intel' for the HIP backend!");
+}
+TEST_F(HIPCSVM, construct_target_and_named_args) {
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    // only automatic or gpu_amd are allowed as target platform for the HIP backend
+    EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
+                      plssvm::hip::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 },
+                      plssvm::hip::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+
+    // all other target platforms must throw
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }),
+                      plssvm::hip::backend_exception,
+                      "Invalid target platform 'cpu' for the HIP backend!");
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }),
+                      plssvm::hip::backend_exception,
+                      "Invalid target platform 'gpu_nvidia' for the HIP backend!");
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }),
+                      plssvm::hip::backend_exception,
+                      "Invalid target platform 'gpu_intel' for the HIP backend!");
+}
+
 template <typename T, plssvm::kernel_function_type kernel>
 struct csvm_test_type {
     using mock_csvm_type = mock_hip_csvm;
diff --git a/tests/backends/HIP/utility.cpp b/tests/backends/HIP/utility.cpp
new file mode 100644
index 000000000..f2efee7f6
--- /dev/null
+++ b/tests/backends/HIP/utility.cpp
@@ -0,0 +1,52 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom utility functions related to the HIP backend.
+ */
+
+#include "plssvm/backends/HIP/detail/utility.hip.hpp"  // plssvm::hip::{set_device, device_synchronize}
+
+#include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
+
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
+#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+
+TEST(HIPUtility, gpu_assert) {
+    // hipSuccess must not throw
+    EXPECT_NO_THROW(PLSSVM_HIP_ERROR_CHECK(hipSuccess));
+    EXPECT_NO_THROW(plssvm::hip::detail::gpu_assert(hipSuccess));
+
+    // any other code must throw
+    EXPECT_THROW_WHAT_MATCHER(PLSSVM_HIP_ERROR_CHECK(hipErrorInvalidValue),
+                              plssvm::hip::backend_exception,
+                              ::testing::StartsWith("HIP assert 'hipErrorInvalidValue' (1):"));
+    EXPECT_THROW_WHAT_MATCHER(plssvm::hip::detail::gpu_assert(hipErrorInvalidValue),
+                              plssvm::hip::backend_exception,
+                              ::testing::StartsWith("HIP assert 'hipErrorInvalidValue' (1):"));
+}
+
+TEST(HIPUtility, get_device_count) {
+    // must not return a negative number
+    EXPECT_GE(plssvm::hip::detail::get_device_count(), 0);
+}
+
+TEST(HIPUtility, set_device) {
+    // exception must be thrown if an illegal device ID has been provided
+    EXPECT_THROW_WHAT(plssvm::hip::detail::set_device(plssvm::hip::detail::get_device_count()),
+                      plssvm::hip::backend_exception,
+                      fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", plssvm::hip::detail::get_device_count(), plssvm::hip::detail::get_device_count()));
+}
+
+TEST(HIPUtility, device_synchronize) {
+    // exception must be thrown if an illegal device ID has been provided
+    EXPECT_THROW_WHAT(plssvm::hip::detail::device_synchronize(plssvm::hip::detail::get_device_count()),
+                      plssvm::hip::backend_exception,
+                      fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", plssvm::hip::detail::get_device_count(), plssvm::hip::detail::get_device_count()));
+}
\ No newline at end of file

From ff8c4ec6518785025a205c085592894a7583938f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 15:22:59 +0100
Subject: [PATCH 0477/1010] Update includes.

---
 tests/backends/generic_tests.hpp | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_tests.hpp
index f938b96a0..2d68cd959 100644
--- a/tests/backends/generic_tests.hpp
+++ b/tests/backends/generic_tests.hpp
@@ -13,11 +13,15 @@
 #define PLSSVM_TESTS_BACKENDS_GENERIC_TESTS_HPP_
 #pragma once
 
+#include "plssvm/constants.hpp"              // plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE;
 #include "plssvm/data_set.hpp"               // plssvm::data_set
+#include "plssvm/detail/layout.hpp"          // plssvm::detail::{layout_type, transform_to_layout}
+#include "plssvm/detail/operators.hpp"       // operators namespace
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::detail::parameter
+#include "plssvm/parameter.hpp"              // plssvm::cost, plssvm::kernel_type, plssvm::detail::parameter
 
+#include "compare.hpp"             // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
 #include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_VECTOR_NEAR
 #include "utility.hpp"             // util::redirect_output
 
@@ -26,10 +30,12 @@
 #include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
                           // ::testing::Test
 
-#include <cmath>     // std::sqrt
+#include <cmath>     // std::sqrt, std::abs
+#include <cstddef>   // std::size_t
 #include <fstream>   // std::ifstream
 #include <iterator>  // std::istream_iterator
-#include <utility>   // std::pair
+#include <limits>    // std::numeric_limits
+#include <tuple>     // std::ignore
 #include <vector>    // std::vector
 
 // TODO: add non-trivial test
@@ -158,7 +164,6 @@ TYPED_TEST_P(CSVM, generate_q) {
 TYPED_TEST_P(CSVM, calculate_w) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
-    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
     using queue_type = typename mock_csvm_type::queue_type;
@@ -252,7 +257,6 @@ TYPED_TEST_P(CSVM, run_device_kernel) {
 TYPED_TEST_P(CSVM, device_reduction) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
-    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     using namespace plssvm::operators;
 
@@ -299,7 +303,6 @@ TYPED_TEST_P(CSVM, device_reduction) {
 
 TYPED_TEST_P(CSVM, select_num_used_devices) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
-    using real_type = typename TypeParam::real_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
@@ -510,7 +513,7 @@ TYPED_TEST_P(CSVMDeathTest, solve_system_of_linear_equations) {
     };
 
     // the number of data points and values in b must be the same
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, std::vector<real_type>{ }, 0.1, 2),
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, std::vector<real_type>{}, 0.1, 2),
                  ::testing::HasSubstr("The number of data points in the matrix A (2) and the values in the right hand side vector (0) must be the same!"));
     // the stopping criterion must be greater than zero
     EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.0 }, 2),
@@ -760,7 +763,7 @@ TYPED_TEST_P(CSVMDeathTest, select_num_used_devices) {
     const mock_csvm_type svm{};
 
     // at least one feature must be provided
-    EXPECT_DEATH( std::ignore = svm.select_num_used_devices(kernel, 0), "At lest one feature must be given!");
+    EXPECT_DEATH(std::ignore = svm.select_num_used_devices(kernel, 0), "At lest one feature must be given!");
 }
 
 TYPED_TEST_P(CSVMDeathTest, setup_data_on_device) {

From 666350f978df3a0c4b10a14334d4a940cf164c68 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 16:04:15 +0100
Subject: [PATCH 0478/1010] Rename test header.

---
 tests/backends/CUDA/cuda_csvm.cpp                            | 2 +-
 tests/backends/HIP/hip_csvm.cpp                              | 2 +-
 tests/backends/OpenCL/test.cpp                               | 2 +-
 tests/backends/OpenMP/openmp_csvm.cpp                        | 4 +++-
 tests/backends/SYCL/test.cpp                                 | 2 +-
 tests/backends/{generic_tests.hpp => generic_csvm_tests.hpp} | 0
 6 files changed, 7 insertions(+), 5 deletions(-)
 rename tests/backends/{generic_tests.hpp => generic_csvm_tests.hpp} (100%)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 1f274805c..100543879 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -16,7 +16,7 @@
 #include "plssvm/parameter.hpp"                 // plssvm::parameter
 #include "plssvm/target_platforms.hpp"          // plssvm::target_platform
 
-#include "backends/generic_tests.hpp"  // CSVM, CSVMDeathTest
+#include "backends/generic_csvm_tests.hpp"  // CSVM, CSVMDeathTest
 #include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT
 #include "utility.hpp"                 // util::redirect_output
 
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index 7cb62c667..30091f379 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -16,7 +16,7 @@
 #include "plssvm/parameter.hpp"                // plssvm::parameter
 #include "plssvm/target_platforms.hpp"         // plssvm::target_platform
 
-#include "backends/generic_tests.hpp"  // CSVM, CSVMDeathTest
+#include "backends/generic_csvm_tests.hpp"  // CSVM, CSVMDeathTest
 #include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT
 #include "utility.hpp"                 // util::redirect_output
 
diff --git a/tests/backends/OpenCL/test.cpp b/tests/backends/OpenCL/test.cpp
index a11280867..ac6b4ebbc 100644
--- a/tests/backends/OpenCL/test.cpp
+++ b/tests/backends/OpenCL/test.cpp
@@ -8,7 +8,7 @@
 
 #include "backends/OpenCL/mock_opencl_csvm.hpp"
 
-#include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
+#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
 #include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
 
 #include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index ff2c68614..6e676c569 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -18,7 +18,7 @@
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
 #include "backends/compare.hpp"        // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
-#include "backends/generic_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
+#include "backends/generic_csvm_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
 #include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
 #include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
 #include "types_to_test.hpp"           // util::{real_type_kernel_function_gtest, real_type_gtest}
@@ -95,6 +95,8 @@ TEST_F(OpenMPCSVM, construct_target_and_named_args) {
                       "Invalid target platform 'gpu_intel' for the OpenMP backend!");
 }
 
+// TODO: fix :/
+
 template <typename T>
 class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
 TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, util::real_type_gtest, naming::real_type_to_name);
diff --git a/tests/backends/SYCL/test.cpp b/tests/backends/SYCL/test.cpp
index 68642962d..146f0c986 100644
--- a/tests/backends/SYCL/test.cpp
+++ b/tests/backends/SYCL/test.cpp
@@ -10,7 +10,7 @@
 
 #include "backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/mock_sycl_csvm.hpp"
 
-#include "backends/generic_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
+#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
 #include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
diff --git a/tests/backends/generic_tests.hpp b/tests/backends/generic_csvm_tests.hpp
similarity index 100%
rename from tests/backends/generic_tests.hpp
rename to tests/backends/generic_csvm_tests.hpp

From 53fecb89ac483f5b554db6965e99737866271f11 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 16:04:58 +0100
Subject: [PATCH 0479/1010] Reduce code duplication in exception tests and add
 exception tests for the HIP backend.

---
 tests/backends/CUDA/exceptions.cpp          | 69 ++++-------------
 tests/backends/HIP/exceptions.cpp           | 25 ++++++
 tests/backends/OpenMP/exceptions.cpp        | 53 ++-----------
 tests/backends/generic_exceptions_tests.hpp | 85 +++++++++++++++++++++
 4 files changed, 134 insertions(+), 98 deletions(-)
 create mode 100644 tests/backends/HIP/exceptions.cpp
 create mode 100644 tests/backends/generic_exceptions_tests.hpp

diff --git a/tests/backends/CUDA/exceptions.cpp b/tests/backends/CUDA/exceptions.cpp
index 3d0880971..adb2723a9 100644
--- a/tests/backends/CUDA/exceptions.cpp
+++ b/tests/backends/CUDA/exceptions.cpp
@@ -1,62 +1,25 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for the custom exception classes related to the CUDA backend.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom exception classes related to the CUDA backend.
+ */
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
-#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::split
+#include "backends/generic_exceptions_tests.hpp"  // Exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
-#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
-
-#include <string>       // std::string
 #include <string_view>  // std::string_view
-#include <vector>       // std::vector
-
-// helper function returning an exception used to be able to name the source location function
-plssvm::cuda::backend_exception dummy(const std::string &msg) {
-   return plssvm::cuda::backend_exception{ msg };
-}
-
-// check whether throwing exceptions works as intended
-TEST(OpenMPExceptions, throwing_excpetion) {
-   // throw the specified exception
-   EXPECT_THROW_WHAT(throw plssvm::cuda::backend_exception{ "exception message" }, plssvm::cuda::backend_exception, "exception message");
-}
-
-// check whether the source location information are populated correctly
-TEST(OpenMPExceptions, exception_source_location) {
-   const plssvm::cuda::backend_exception exc = dummy("exception message");
-
-   EXPECT_EQ(exc.loc().file_name(), __FILE__);
-   EXPECT_THAT(exc.loc().function_name(), ::testing::HasSubstr("dummy"));
-   EXPECT_EQ(exc.loc().line(), 26);   // attention: hardcoded line!
-   EXPECT_EQ(exc.loc().column(), 0);  // attention: always 0!
-}
-
-// check whether what message including the source location information is assembled correctly
-TEST(OpenMPExceptions, exception_what_with_source_location) {
-   const plssvm::cuda::backend_exception exc = dummy("exception message");
-
-   // get exception message with source location information split into a vector of separate lines
-   const std::string what = exc.what_with_loc();
-   const std::vector<std::string_view> what_lines = plssvm::detail::split(what, '\n');
 
-   // check the number of lines in the "what" message
-   ASSERT_EQ(what_lines.size(), 5);
+struct exception_test_type {
+    using exception_type = plssvm::cuda::backend_exception;
+    static constexpr std::string_view name = "cuda::backend_exception";
+};
 
-   // check the "what" message content
-   EXPECT_EQ(what_lines[0], "exception message");
-   EXPECT_EQ(what_lines[1], "cuda::backend_exception thrown:");
-   EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
-   EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
-   EXPECT_EQ(what_lines[4], "  @ line       26");
-}
\ No newline at end of file
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, Exception, exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/HIP/exceptions.cpp b/tests/backends/HIP/exceptions.cpp
new file mode 100644
index 000000000..44d7fc86c
--- /dev/null
+++ b/tests/backends/HIP/exceptions.cpp
@@ -0,0 +1,25 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom exception classes related to the HIP backend.
+ */
+
+#include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
+
+#include "backends/generic_exceptions_tests.hpp"  // Exception
+
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+
+#include <string_view>  // std::string_view
+
+struct exception_test_type {
+    using exception_type = plssvm::hip::backend_exception;
+    static constexpr std::string_view name = "hip::backend_exception";
+};
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, Exception, exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/OpenMP/exceptions.cpp b/tests/backends/OpenMP/exceptions.cpp
index f77c573e8..b905bdce3 100644
--- a/tests/backends/OpenMP/exceptions.cpp
+++ b/tests/backends/OpenMP/exceptions.cpp
@@ -10,53 +10,16 @@
 
 #include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
 
-#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::split
+#include "backends/generic_exceptions_tests.hpp"  // Exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
-#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
-
-#include <string>       // std::string
 #include <string_view>  // std::string_view
-#include <vector>       // std::vector
-
-// helper function returning an exception used to be able to name the source location function
-plssvm::openmp::backend_exception dummy(const std::string &msg) {
-    return plssvm::openmp::backend_exception{ msg };
-}
-
-// check whether throwing exceptions works as intended
-TEST(OpenMPExceptions, throwing_excpetion) {
-    // throw the specified exception
-    EXPECT_THROW_WHAT(throw plssvm::openmp::backend_exception{ "exception message" }, plssvm::openmp::backend_exception, "exception message");
-}
-
-// check whether the source location information are populated correctly
-TEST(OpenMPExceptions, exception_source_location) {
-    const plssvm::openmp::backend_exception exc = dummy("exception message");
-
-    EXPECT_EQ(exc.loc().file_name(), __FILE__);
-    EXPECT_THAT(exc.loc().function_name(), ::testing::HasSubstr("dummy"));
-    EXPECT_EQ(exc.loc().line(), 26);   // attention: hardcoded line!
-    EXPECT_EQ(exc.loc().column(), 0);  // attention: always 0!
-}
-
-// check whether what message including the source location information is assembled correctly
-TEST(OpenMPExceptions, exception_what_with_source_location) {
-    const plssvm::openmp::backend_exception exc = dummy("exception message");
-
-    // get exception message with source location information split into a vector of separate lines
-    const std::string what = exc.what_with_loc();
-    const std::vector<std::string_view> what_lines = plssvm::detail::split(what, '\n');
 
-    // check the number of lines in the "what" message
-    ASSERT_EQ(what_lines.size(), 5);
+struct exception_test_type {
+    using exception_type = plssvm::openmp::backend_exception;
+    static constexpr std::string_view name = "openmp::backend_exception";
+};
 
-    // check the "what" message content
-    EXPECT_EQ(what_lines[0], "exception message");
-    EXPECT_EQ(what_lines[1], "openmp::backend_exception thrown:");
-    EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
-    EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
-    EXPECT_EQ(what_lines[4], "  @ line       26");
-}
\ No newline at end of file
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenMPBackend, Exception, exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/generic_exceptions_tests.hpp b/tests/backends/generic_exceptions_tests.hpp
new file mode 100644
index 000000000..a4a30717c
--- /dev/null
+++ b/tests/backends/generic_exceptions_tests.hpp
@@ -0,0 +1,85 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Generic exception tests for all backends to reduce code duplication.
+ */
+
+#ifndef PLSSVM_TESTS_BACKENDS_GENERIC_EXCEPTIONS_TESTS_HPP_
+#define PLSSVM_TESTS_BACKENDS_GENERIC_EXCEPTIONS_TESTS_HPP_
+#pragma once
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::split
+
+#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
+
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
+
+// helper function returning an exception used to be able to name the source location function
+template <typename ExceptionType>
+ExceptionType dummy(const std::string &msg) {
+    return ExceptionType{ msg };
+}
+
+template <typename T>
+class Exception : public ::testing::Test {};
+TYPED_TEST_SUITE_P(Exception);
+
+// check whether throwing exceptions works as intended
+TYPED_TEST_P(Exception, throwing_excpetion) {
+    using exception_type = typename TypeParam::exception_type;
+
+    // throw the specified exception
+    EXPECT_THROW_WHAT(throw exception_type{ "exception message" }, exception_type, "exception message");
+}
+
+// check whether the source location information are populated correctly
+TYPED_TEST_P(Exception, exception_source_location) {
+    using exception_type = typename TypeParam::exception_type;
+
+    const exception_type exc = dummy<exception_type>("exception message");
+
+    EXPECT_EQ(exc.loc().file_name(), __FILE__);
+    EXPECT_THAT(exc.loc().function_name(), ::testing::HasSubstr("dummy"));
+    EXPECT_EQ(exc.loc().line(), 31);   // attention: hardcoded line!
+    EXPECT_EQ(exc.loc().column(), 0);  // attention: always 0!
+}
+
+// check whether what message including the source location information is assembled correctly
+TYPED_TEST_P(Exception, exception_what_with_source_location) {
+    using exception_type = typename TypeParam::exception_type;
+    constexpr std::string_view exception_name = TypeParam::name;
+
+    const exception_type exc = dummy<exception_type>("exception message");
+
+    // get exception message with source location information split into a vector of separate lines
+    const std::string what = exc.what_with_loc();
+    const std::vector<std::string_view> what_lines = plssvm::detail::split(what, '\n');
+
+    // check the number of lines in the "what" message
+    ASSERT_EQ(what_lines.size(), 5);
+
+    // check the "what" message content
+    EXPECT_EQ(what_lines[0], "exception message");
+    EXPECT_EQ(what_lines[1], fmt::format("{} thrown:", exception_name));
+    EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
+    EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
+    EXPECT_EQ(what_lines[4], "  @ line       31");
+}
+
+// clang-format off
+REGISTER_TYPED_TEST_SUITE_P(Exception,
+                            throwing_excpetion, exception_source_location, exception_what_with_source_location);
+// clang-format on
+
+#endif  // PLSSVM_TESTS_BACKENDS_GENERIC_EXCEPTIONS_TESTS_HPP_
\ No newline at end of file

From 74c750077dc337e3dcda5e62827554f11f0860c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 17 Nov 2022 16:51:16 +0100
Subject: [PATCH 0480/1010] Add assertions like in the gpu_csvm class.

---
 src/plssvm/backends/OpenMP/csvm.cpp | 35 +++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 9757bec16..69c81586a 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -60,6 +60,13 @@ void csvm::init(const target_platform target) {
 
 template <typename real_type>
 std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equations_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &A, std::vector<real_type> b, const real_type eps, const unsigned long long max_iter) const {
+    PLSSVM_ASSERT(!A.empty(), "The data must not be empty!");
+    PLSSVM_ASSERT(!A.front().empty(), "The data points must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(A.cbegin(), A.cend(), [&A](const std::vector<real_type> &data_point) { return data_point.size() == A.front().size(); }), "All data points must have the same number of features!");
+    PLSSVM_ASSERT(A.size() == b.size(), "The number of data points in the matrix A ({}) and the values in the right hand side vector ({}) must be the same!", A.size(), b.size());
+    PLSSVM_ASSERT(eps > real_type{ 0.0 }, "The stopping criterion in the CG algorithm must be greater than 0.0, but is {}!", eps);
+    PLSSVM_ASSERT(max_iter > 0, "The number of CG iterations must be greater than 0!");
+
     using namespace plssvm::operators;
 
     // create q vector
@@ -172,6 +179,16 @@ template std::pair<std::vector<double>, double> csvm::solve_system_of_linear_equ
 
 template <typename real_type>
 std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, const real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const {
+    PLSSVM_ASSERT(!support_vectors.empty(), "The support vectors must not be empty!");
+    PLSSVM_ASSERT(!support_vectors.front().empty(), "The support vectors must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(support_vectors.cbegin(), support_vectors.cend(), [&support_vectors](const std::vector<real_type> &data_point) { return data_point.size() == support_vectors.front().size(); }), "All support vectors must have the same number of features!");
+    PLSSVM_ASSERT(support_vectors.size() == alpha.size(), "The number of support vectors ({}) and number of weights ({}) must be the same!", support_vectors.size(), alpha.size());
+    PLSSVM_ASSERT(w.empty() || support_vectors.front().size() == w.size(), "Either w must be empty or contain exactly the same number of values ({}) as features are present ({})!", w.size(), support_vectors.front().size());
+    PLSSVM_ASSERT(!predict_points.empty(), "The data points to predict must not be empty!");
+    PLSSVM_ASSERT(!predict_points.front().empty(), "The data points to predict must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(predict_points.cbegin(), predict_points.cend(), [&predict_points](const std::vector<real_type> &data_point) { return data_point.size() == predict_points.front().size(); }), "All data points to predict must have the same number of features!");
+    PLSSVM_ASSERT(support_vectors.front().size() == predict_points.front().size(), "The number of features in the support vectors ({}) must be the same as in the data points to predict ({})!", support_vectors.front().size(), predict_points.front().size());
+
     using namespace plssvm::operators;
 
     std::vector<real_type> out(predict_points.size(), -rho);
@@ -206,6 +223,10 @@ template std::vector<double> csvm::predict_values_impl(const detail::parameter<d
 
 template <typename real_type>
 std::vector<real_type> csvm::generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const {
+    PLSSVM_ASSERT(!data.empty(), "The data must not be empty!");
+    PLSSVM_ASSERT(!data.front().empty(), "The data points must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(data.cbegin(), data.cend(), [](const std::vector<real_type> &features) { return !features.empty(); }), "All data point must have exactly the same number of features!");
+
     std::vector<real_type> q(data.size() - 1);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
@@ -225,6 +246,12 @@ template std::vector<double> csvm::generate_q<double>(const detail::parameter<do
 
 template <typename real_type>
 std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha) const {
+    PLSSVM_ASSERT(!support_vectors.empty(), "The support vectors may not be empty!");
+    PLSSVM_ASSERT(!support_vectors.front().empty(), "Each support vector must at least contain one feature!");
+    PLSSVM_ASSERT(std::all_of(support_vectors.cbegin(), support_vectors.cend(), [](const std::vector<real_type> &features) { return !features.empty(); }), "All support vectors must have exactly the same number of features!");
+    PLSSVM_ASSERT(!alpha.empty(), "The alpha array may not be empty!");
+    PLSSVM_ASSERT(support_vectors.size() == alpha.size(), "The number of support vectors ({}) and weights ({}) must match!", support_vectors.size(), alpha.size());
+
     const typename std::vector<std::vector<real_type>>::size_type num_data_points = support_vectors.size();
     const typename std::vector<real_type>::size_type num_features = support_vectors.front().size();
 
@@ -249,6 +276,14 @@ template std::vector<double> csvm::calculate_w(const std::vector<std::vector<dou
 
 template <typename real_type>
 void csvm::run_device_kernel(const detail::parameter<real_type> &params, const std::vector<real_type> &q, std::vector<real_type> &ret, const std::vector<real_type> &d, const std::vector<std::vector<real_type>> &data, const real_type QA_cost, const real_type add) const {
+    PLSSVM_ASSERT(!q.empty(), "The q array may not be empty!");
+    PLSSVM_ASSERT(!ret.empty(), "The ret array may not be empty!");
+    PLSSVM_ASSERT(!d.empty(), "The d array may not be empty!");
+    PLSSVM_ASSERT(!data.empty(), "The data must not be empty!");
+    PLSSVM_ASSERT(!data.front().empty(), "The data points must contain at least one feature!");
+    PLSSVM_ASSERT(std::all_of(data.cbegin(), data.cend(), [](const std::vector<real_type> &features) { return !features.empty(); }), "All data point must have exactly the same number of features!");
+    PLSSVM_ASSERT(add == real_type{ -1.0 } || add == real_type{ 1.0 }, "add must either by -1.0 or 1.0, but is {}!", add);
+
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             openmp::device_kernel_linear(q, ret, d, data, QA_cost, 1 / params.cost, add);

From b48bee5e871e49092098927f8b9364bb5dc81620 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 21 Nov 2022 09:57:54 +0100
Subject: [PATCH 0481/1010] Split generic CSVM tests to GenericCSVM and
 GenericGPUCSVM to fix OpenMP problems.

---
 tests/backends/CUDA/cuda_csvm.cpp     |   6 +-
 tests/backends/HIP/CMakeLists.txt     |   1 +
 tests/backends/HIP/hip_csvm.cpp       |   6 +-
 tests/backends/OpenMP/CMakeLists.txt  |  10 +-
 tests/backends/OpenMP/openmp_csvm.cpp |  66 ++---
 tests/backends/generic_csvm_tests.hpp | 364 ++++++++++++++------------
 6 files changed, 235 insertions(+), 218 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 100543879..b08721026 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -106,5 +106,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, CSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, CSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index ae57b9586..b18b4e5bf 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -12,6 +12,7 @@ set(PLSSVM_HIP_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/hip_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
     ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
 # add test executable
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index 30091f379..39020860e 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -107,5 +107,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, CSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, CSVMDeathTest, csvm_test_types);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPABackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);;
\ No newline at end of file
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 2ca548fb5..63eaddb6a 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -9,14 +9,14 @@ set(PLSSVM_OPENMP_TEST_NAME OpenMP_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENMP_TEST_SOURCES
-        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/openmp_csvm.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/openmp_csvm.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cpp
 )
 
 # add test executable
-add_executable(${PLSSVM_OPENMP_TEST_NAME} ${PLSSVM_OPENMP_TEST_SOURCES})
+add_executable(${PLSSVM_OPENMP_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_OPENMP_TEST_SOURCES})
 
 # link against test library
 target_link_libraries(${PLSSVM_OPENMP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY_NAME})
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 6e676c569..d67f36837 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -17,12 +17,12 @@
 #include "plssvm/parameter.hpp"                   // plssvm::detail::data_set
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
-#include "backends/compare.hpp"        // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
+#include "backends/compare.hpp"             // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
 #include "backends/generic_csvm_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
-#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
-#include "naming.hpp"                  // naming::{real_type_kernel_function_to_name, real_type_to_name}
-#include "types_to_test.hpp"           // util::{real_type_kernel_function_gtest, real_type_gtest}
-#include "utility.hpp"                 // util::{redirect_output, generate_random_vector}
+#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "naming.hpp"                       // naming::{real_type_kernel_function_to_name, real_type_to_name}
+#include "types_to_test.hpp"                // util::{real_type_kernel_function_gtest, real_type_gtest}
+#include "utility.hpp"                      // util::{redirect_output, generate_random_vector}
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
 
@@ -95,31 +95,25 @@ TEST_F(OpenMPCSVM, construct_target_and_named_args) {
                       "Invalid target platform 'gpu_intel' for the OpenMP backend!");
 }
 
-// TODO: fix :/
-
-template <typename T>
-class OpenMPCSVMSolveSystemOfLinearEquations : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMSolveSystemOfLinearEquations, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(OpenMPCSVMSolveSystemOfLinearEquations, solve_system_of_linear_equations_trivial) {
-    SCOPED_TRACE("plssvm::kernel_function_type::linear");
-    generic::test_solve_system_of_linear_equations<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::linear);
-    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
-    generic::test_solve_system_of_linear_equations<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::polynomial);
-    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
-}
-
-template <typename T>
-class OpenMPCSVMPredictValues : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMPredictValues, util::real_type_gtest, naming::real_type_to_name);
-
-TYPED_TEST(OpenMPCSVMPredictValues, predict_values) {
-    SCOPED_TRACE("plssvm::kernel_function_type::linear");
-    generic::test_predict_values<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::linear);
-    SCOPED_TRACE("plssvm::kernel_function_type::polynomial");
-    generic::test_predict_values<TypeParam, mock_openmp_csvm>(plssvm::kernel_function_type::polynomial);
-    // no tests for RBF since it is non-trivial to find a parameter set with a trivial solution
-}
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_openmp_csvm;
+    using csvm_type = plssvm::openmp::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenMPBackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenMPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
 
 template <typename T>
 class OpenMPCSVMGenerateQ : public OpenMPCSVM {};
@@ -203,16 +197,4 @@ TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
         // check the calculated result for correctness
         EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
     }
-}
-
-template <typename T>
-class OpenMPCSVMPredictAndScore : public OpenMPCSVM {};
-TYPED_TEST_SUITE(OpenMPCSVMPredictAndScore, util::real_type_kernel_function_gtest, naming::real_type_kernel_function_to_name);
-
-TYPED_TEST(OpenMPCSVMPredictAndScore, predict) {
-    generic::test_predict<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);
-}
-
-TYPED_TEST(OpenMPCSVMPredictAndScore, score) {
-    generic::test_score<typename TypeParam::real_type, plssvm::openmp::csvm>(TypeParam::kernel_type);
 }
\ No newline at end of file
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 2d68cd959..acc108e0e 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -41,10 +41,10 @@
 // TODO: add non-trivial test
 
 template <typename T>
-class CSVM : public ::testing::Test, protected util::redirect_output {};
-TYPED_TEST_SUITE_P(CSVM);
+class GenericCSVM : public ::testing::Test, protected util::redirect_output {};
+TYPED_TEST_SUITE_P(GenericCSVM);
 
-TYPED_TEST_P(CSVM, solve_system_of_linear_equations_trivial) {
+TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
@@ -84,7 +84,7 @@ TYPED_TEST_P(CSVM, solve_system_of_linear_equations_trivial) {
     EXPECT_FLOATING_POINT_NEAR(std::abs(calculated_rho) - std::numeric_limits<real_type>::epsilon(), std::numeric_limits<real_type>::epsilon());
 }
 
-TYPED_TEST_P(CSVM, predict_values) {
+TYPED_TEST_P(GenericCSVM, predict_values) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
@@ -132,7 +132,165 @@ TYPED_TEST_P(CSVM, predict_values) {
     }
 }
 
-TYPED_TEST_P(CSVM, generate_q) {
+TYPED_TEST_P(GenericCSVM, predict) {
+    using csvm_type = typename TypeParam::csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    // create parameter struct
+    const plssvm::parameter params{ plssvm::kernel_type = kernel };
+
+    // create data set to be used
+    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
+
+    // read the previously learned model
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
+
+    // create C-SVM
+    const csvm_type svm{ params };
+
+    // predict label
+    const std::vector<int> calculated = svm.predict(model, test_data);
+
+    // read ground truth from file
+    std::ifstream prediction_file{ PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict" };
+    const std::vector<int> ground_truth{ std::istream_iterator<int>{ prediction_file }, std::istream_iterator<int>{} };
+
+    // check the calculated result for correctness
+    EXPECT_EQ(calculated, ground_truth);
+}
+
+TYPED_TEST_P(GenericCSVM, score) {
+    using csvm_type = typename TypeParam::csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    // create parameter struct
+    plssvm::parameter params{ plssvm::kernel_type = kernel };
+
+    // create data set to be used
+    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
+
+    // read the previously learned model
+    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
+
+    // create C-SVM
+    const csvm_type svm{ params };
+
+    // predict label
+    const real_type calculated = svm.score(model, test_data);
+
+    // check the calculated result for correctness
+    EXPECT_EQ(calculated, real_type{ 1.0 });
+}
+
+// clang-format off
+REGISTER_TYPED_TEST_SUITE_P(GenericCSVM,
+                            solve_system_of_linear_equations_trivial, predict_values, predict, score);
+// clang-format on
+
+template <typename T>
+class GenericCSVMDeathTest : public GenericCSVM<T> {};
+TYPED_TEST_SUITE_P(GenericCSVMDeathTest);
+
+TYPED_TEST_P(GenericCSVMDeathTest, solve_system_of_linear_equations) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+
+    const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
+
+    // empty data is not allowed
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{}, b, real_type{ 0.1 }, 2),
+                 "The data must not be empty!");
+    // empty features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, b, real_type{ 0.1 }, 2)),
+                 "The data points must contain at least one feature!");
+    // all data points must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, b, real_type{ 0.1 }, 2)),
+                 "All data points must have the same number of features!");
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+
+    // the number of data points and values in b must be the same
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, std::vector<real_type>{}, 0.1, 2),
+                 ::testing::HasSubstr("The number of data points in the matrix A (2) and the values in the right hand side vector (0) must be the same!"));
+    // the stopping criterion must be greater than zero
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.0 }, 2),
+                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is 0!");
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ -0.1 }, 2),
+                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is -0.1!");
+    // at least one CG iteration must be performed
+    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.1 }, 0),
+                 "The number of CG iterations must be greater than 0!");
+}
+
+TYPED_TEST_P(GenericCSVMDeathTest, predict_values) {
+    using mock_csvm_type = typename TypeParam::mock_csvm_type;
+    using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
+
+    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
+    const mock_csvm_type svm{};
+    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+
+    const std::vector<std::vector<real_type>> data = {
+        { real_type{ 1.0 }, real_type{ 2.0 } },
+        { real_type{ 3.0 }, real_type{ 4.0 } }
+    };
+    const std::vector<real_type> alpha{ real_type{ 1.0 }, real_type{ 2.0 } };
+    std::vector<real_type> w{};
+
+    // empty support vector data is not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{}, alpha, real_type{ 0.0 }, w, data)),
+                 "The support vectors must not be empty!");
+    // empty support vector features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, alpha, real_type{ 0.0 }, w, data)),
+                 "The support vectors must contain at least one feature!");
+    // all support vector must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, alpha, real_type{ 0.0 }, w, data)),
+                 "All support vectors must have the same number of features!");
+
+    // number of support vectors and weights must be the same
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, std::vector<real_type>{ real_type{ 1.0 } }, real_type{ 0.0 }, w, data)),
+                 ::testing::HasSubstr("The number of support vectors (2) and number of weights (1) must be the same!"));
+    // either w must be empty or contain num features many entries
+    w.resize(1);
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, data)),
+                 ::testing::HasSubstr("Either w must be empty or contain exactly the same number of values (1) as features are present (2)!"));
+    w.clear();
+
+    // empty data points to predict is not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{})),
+                 "The data points to predict must not be empty!");
+    // empty data points to predict features are not allowed
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{} })),
+                 "The data points to predict must contain at least one feature!");
+    // all data points to predict must have the same number of features
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } })),
+                 "All data points to predict must have the same number of features!");
+    // the number of features in the support vectors and data points to predict must be the same
+    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 2.0 } } })),
+                 ::testing::HasSubstr("The number of features in the support vectors (2) must be the same as in the data points to predict (1)!"));
+}
+
+// clang-format off
+REGISTER_TYPED_TEST_SUITE_P(GenericCSVMDeathTest,
+                            solve_system_of_linear_equations, predict_values);
+// clang-format on
+
+template <typename T>
+class GenericGPUCSVM : public ::testing::Test, protected util::redirect_output {};
+TYPED_TEST_SUITE_P(GenericGPUCSVM);
+
+TYPED_TEST_P(GenericGPUCSVM, generate_q) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
@@ -146,7 +304,7 @@ TYPED_TEST_P(CSVM, generate_q) {
     // calculate correct q vector (ground truth)
     const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
 
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
+    // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
     const mock_csvm_type svm{};
 
     // perform the data setup on the device
@@ -161,7 +319,7 @@ TYPED_TEST_P(CSVM, generate_q) {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
-TYPED_TEST_P(CSVM, calculate_w) {
+TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
 
@@ -198,7 +356,7 @@ TYPED_TEST_P(CSVM, calculate_w) {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
 }
 
-TYPED_TEST_P(CSVM, run_device_kernel) {
+TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
@@ -254,7 +412,7 @@ TYPED_TEST_P(CSVM, run_device_kernel) {
     }
 }
 
-TYPED_TEST_P(CSVM, device_reduction) {
+TYPED_TEST_P(GenericGPUCSVM, device_reduction) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
 
@@ -301,7 +459,7 @@ TYPED_TEST_P(CSVM, device_reduction) {
     EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data);
 }
 
-TYPED_TEST_P(CSVM, select_num_used_devices) {
+TYPED_TEST_P(GenericGPUCSVM, select_num_used_devices) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
@@ -319,7 +477,7 @@ TYPED_TEST_P(CSVM, select_num_used_devices) {
     EXPECT_EQ(svm.select_num_used_devices(kernel, 1), 1);
 }
 
-TYPED_TEST_P(CSVM, setup_data_on_device_minimal) {
+TYPED_TEST_P(GenericGPUCSVM, setup_data_on_device_minimal) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
 
@@ -354,7 +512,7 @@ TYPED_TEST_P(CSVM, setup_data_on_device_minimal) {
     EXPECT_EQ(feature_ranges, (std::vector<std::size_t>{ 0, input.front().size() }));
 }
 
-TYPED_TEST_P(CSVM, setup_data_on_device) {
+TYPED_TEST_P(GenericGPUCSVM, setup_data_on_device) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
 
@@ -413,59 +571,7 @@ TYPED_TEST_P(CSVM, setup_data_on_device) {
     }
 }
 
-TYPED_TEST_P(CSVM, predict) {
-    using csvm_type = typename TypeParam::csvm_type;
-    using real_type = typename TypeParam::real_type;
-    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
-
-    // create parameter struct
-    const plssvm::parameter params{ plssvm::kernel_type = kernel };
-
-    // create data set to be used
-    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
-
-    // read the previously learned model
-    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
-
-    // create C-SVM
-    const csvm_type svm{ params };
-
-    // predict label
-    const std::vector<int> calculated = svm.predict(model, test_data);
-
-    // read ground truth from file
-    std::ifstream prediction_file{ PLSSVM_TEST_PATH "/data/predict/500x200.libsvm.predict" };
-    const std::vector<int> ground_truth{ std::istream_iterator<int>{ prediction_file }, std::istream_iterator<int>{} };
-
-    // check the calculated result for correctness
-    EXPECT_EQ(calculated, ground_truth);
-}
-
-TYPED_TEST_P(CSVM, score) {
-    using csvm_type = typename TypeParam::csvm_type;
-    using real_type = typename TypeParam::real_type;
-    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
-
-    // create parameter struct
-    plssvm::parameter params{ plssvm::kernel_type = kernel };
-
-    // create data set to be used
-    const plssvm::data_set<real_type> test_data{ PLSSVM_TEST_PATH "/data/predict/500x200_test.libsvm" };
-
-    // read the previously learned model
-    const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
-
-    // create C-SVM
-    const csvm_type svm{ params };
-
-    // predict label
-    const real_type calculated = svm.score(model, test_data);
-
-    // check the calculated result for correctness
-    EXPECT_EQ(calculated, real_type{ 1.0 });
-}
-
-TYPED_TEST_P(CSVM, num_available_devices) {
+TYPED_TEST_P(GenericGPUCSVM, num_available_devices) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::devices_ is protected
@@ -477,104 +583,29 @@ TYPED_TEST_P(CSVM, num_available_devices) {
 }
 
 // clang-format off
-REGISTER_TYPED_TEST_SUITE_P(CSVM,
-                            solve_system_of_linear_equations_trivial, predict_values, generate_q, calculate_w, run_device_kernel, device_reduction,
-                            select_num_used_devices, setup_data_on_device_minimal, setup_data_on_device, predict, score, num_available_devices);
+REGISTER_TYPED_TEST_SUITE_P(GenericGPUCSVM,
+                            generate_q, calculate_w, run_device_kernel, device_reduction,
+                            select_num_used_devices, setup_data_on_device_minimal, setup_data_on_device, num_available_devices);
 // clang-format on
 
-template <typename T>
-class CSVMDeathTest : public CSVM<T> {};
-TYPED_TEST_SUITE_P(CSVMDeathTest);
-
-TYPED_TEST_P(CSVMDeathTest, solve_system_of_linear_equations) {
-    using mock_csvm_type = typename TypeParam::mock_csvm_type;
-    using real_type = typename TypeParam::real_type;
-    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
-
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
-
-    const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
-
-    // empty data is not allowed
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{}, b, real_type{ 0.1 }, 2),
-                 "The data must not be empty!");
-    // empty features are not allowed
-    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, b, real_type{ 0.1 }, 2)),
-                 "The data points must contain at least one feature!");
-    // all data points must have the same number of features
-    EXPECT_DEATH(std::ignore = (svm.solve_system_of_linear_equations(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, b, real_type{ 0.1 }, 2)),
-                 "All data points must have the same number of features!");
-
-    const std::vector<std::vector<real_type>> data = {
-        { real_type{ 1.0 }, real_type{ 2.0 } },
-        { real_type{ 3.0 }, real_type{ 4.0 } }
-    };
-
-    // the number of data points and values in b must be the same
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, std::vector<real_type>{}, 0.1, 2),
-                 ::testing::HasSubstr("The number of data points in the matrix A (2) and the values in the right hand side vector (0) must be the same!"));
-    // the stopping criterion must be greater than zero
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.0 }, 2),
-                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is 0!");
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ -0.1 }, 2),
-                 "The stopping criterion in the CG algorithm must be greater than 0.0, but is -0.1!");
-    // at least one CG iteration must be performed
-    EXPECT_DEATH(std::ignore = svm.solve_system_of_linear_equations(params, data, b, real_type{ 0.1 }, 0),
-                 "The number of CG iterations must be greater than 0!");
-}
-
-TYPED_TEST_P(CSVMDeathTest, predict_values) {
-    using mock_csvm_type = typename TypeParam::mock_csvm_type;
-    using real_type = typename TypeParam::real_type;
-    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
-
-    // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+//
+//
+//
+//
+//
+//
+//
+//
+//
+//
+//
+//
 
-    const std::vector<std::vector<real_type>> data = {
-        { real_type{ 1.0 }, real_type{ 2.0 } },
-        { real_type{ 3.0 }, real_type{ 4.0 } }
-    };
-    const std::vector<real_type> alpha{ real_type{ 1.0 }, real_type{ 2.0 } };
-    std::vector<real_type> w{};
-
-    // empty support vector data is not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{}, alpha, real_type{ 0.0 }, w, data)),
-                 "The support vectors must not be empty!");
-    // empty support vector features are not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{} }, alpha, real_type{ 0.0 }, w, data)),
-                 "The support vectors must contain at least one feature!");
-    // all support vector must have the same number of features
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } }, alpha, real_type{ 0.0 }, w, data)),
-                 "All support vectors must have the same number of features!");
-
-    // number of support vectors and weights must be the same
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, std::vector<real_type>{ real_type{ 1.0 } }, real_type{ 0.0 }, w, data)),
-                 ::testing::HasSubstr("The number of support vectors (2) and number of weights (1) must be the same!"));
-    // either w must be empty or contain num features many entries
-    w.resize(1);
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, data)),
-                 ::testing::HasSubstr("Either w must be empty or contain exactly the same number of values (1) as features are present (2)!"));
-    w.clear();
-
-    // empty data points to predict is not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{})),
-                 "The data points to predict must not be empty!");
-    // empty data points to predict features are not allowed
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{} })),
-                 "The data points to predict must contain at least one feature!");
-    // all data points to predict must have the same number of features
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 1.0 }, real_type{ 2.0 } } })),
-                 "All data points to predict must have the same number of features!");
-    // the number of features in the support vectors and data points to predict must be the same
-    EXPECT_DEATH(std::ignore = (svm.predict_values(params, data, alpha, real_type{ 0.0 }, w, std::vector<std::vector<real_type>>{ std::vector<real_type>{ real_type{ 1.0 } }, std::vector<real_type>{ real_type{ 2.0 } } })),
-                 ::testing::HasSubstr("The number of features in the support vectors (2) must be the same as in the data points to predict (1)!"));
-}
+template <typename T>
+class GenericGPUCSVMDeathTest : public GenericGPUCSVM<T> {};
+TYPED_TEST_SUITE_P(GenericGPUCSVMDeathTest);
 
-TYPED_TEST_P(CSVMDeathTest, generate_q) {
+TYPED_TEST_P(GenericGPUCSVMDeathTest, generate_q) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
@@ -623,7 +654,7 @@ TYPED_TEST_P(CSVMDeathTest, generate_q) {
                  "The feature ranges are not monotonically increasing!");
 }
 
-TYPED_TEST_P(CSVMDeathTest, calculate_w) {
+TYPED_TEST_P(GenericGPUCSVMDeathTest, calculate_w) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
 
@@ -678,7 +709,7 @@ TYPED_TEST_P(CSVMDeathTest, calculate_w) {
                  "The feature ranges are not monotonically increasing!");
 }
 
-TYPED_TEST_P(CSVMDeathTest, run_device_kernel) {
+TYPED_TEST_P(GenericGPUCSVMDeathTest, run_device_kernel) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
@@ -726,7 +757,7 @@ TYPED_TEST_P(CSVMDeathTest, run_device_kernel) {
                  "At least one data point must be used to calculate q!");
 }
 
-TYPED_TEST_P(CSVMDeathTest, device_reduction) {
+TYPED_TEST_P(GenericGPUCSVMDeathTest, device_reduction) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
 
@@ -755,7 +786,7 @@ TYPED_TEST_P(CSVMDeathTest, device_reduction) {
                  "The buffer array may not be empty!");
 }
 
-TYPED_TEST_P(CSVMDeathTest, select_num_used_devices) {
+TYPED_TEST_P(GenericGPUCSVMDeathTest, select_num_used_devices) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
@@ -766,7 +797,7 @@ TYPED_TEST_P(CSVMDeathTest, select_num_used_devices) {
     EXPECT_DEATH(std::ignore = svm.select_num_used_devices(kernel, 0), "At lest one feature must be given!");
 }
 
-TYPED_TEST_P(CSVMDeathTest, setup_data_on_device) {
+TYPED_TEST_P(GenericGPUCSVMDeathTest, setup_data_on_device) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
 
@@ -801,9 +832,8 @@ TYPED_TEST_P(CSVMDeathTest, setup_data_on_device) {
 }
 
 // clang-format off
-REGISTER_TYPED_TEST_SUITE_P(CSVMDeathTest,
-                            solve_system_of_linear_equations, predict_values, generate_q, calculate_w, run_device_kernel, device_reduction,
-                            select_num_used_devices, setup_data_on_device);
+REGISTER_TYPED_TEST_SUITE_P(GenericGPUCSVMDeathTest,
+                            generate_q, calculate_w, run_device_kernel, device_reduction, select_num_used_devices, setup_data_on_device);
 // clang-format on
 
 #endif  // PLSSVM_TESTS_BACKENDS_GENERIC_TESTS_HPP_
\ No newline at end of file

From fb1588f3c8e6cb389c9eb046efc8662a88a691fc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 21 Nov 2022 11:27:45 +0100
Subject: [PATCH 0482/1010] Rewrote OpenCL backend to match new API (currently
 only works with double).

---
 include/plssvm/backends/OpenCL/csvm.hpp       | 123 ++++++++++++++----
 .../backends/OpenCL/detail/device_ptr.hpp     |  26 ++--
 .../plssvm/backends/OpenCL/detail/utility.hpp |   2 +-
 src/plssvm/backends/OpenCL/csvm.cpp           |  72 +++++-----
 .../backends/OpenCL/detail/device_ptr.cpp     |  36 +++--
 tests/backends/CMakeLists.txt                 |   2 +-
 tests/backends/OpenCL/CMakeLists.txt          |   4 +-
 tests/backends/OpenCL/mock_opencl_csvm.hpp    |  41 +++---
 tests/backends/OpenCL/opencl_csvm.cpp         |  42 ++++++
 tests/backends/OpenCL/test.cpp                |  61 ---------
 10 files changed, 240 insertions(+), 169 deletions(-)
 create mode 100644 tests/backends/OpenCL/opencl_csvm.cpp
 delete mode 100644 tests/backends/OpenCL/test.cpp

diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index f8432a69e..e652a742d 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -9,6 +9,8 @@
  * @brief Defines a C-SVM using the OpenCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_CSVM_HPP_
+#define PLSSVM_BACKENDS_OPENCL_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
@@ -19,8 +21,10 @@
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include <utility>  // std::forward
-#include <vector>   // std::vector
+#include <cstddef>      // std::size_t
+#include <type_traits>  // std::true_type
+#include <utility>      // std::forward
+#include <vector>       // std::vector
 
 namespace plssvm {
 
@@ -35,39 +39,56 @@ namespace opencl {
 
 /**
  * @brief A C-SVM implementation using OpenCL as backend.
- * @tparam T the type of the data
  */
-template <typename T>
-class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::device_ptr<T>, ::plssvm::opencl::detail::command_queue> {
+class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::opencl::detail::device_ptr, ::plssvm::opencl::detail::command_queue> {
   protected:
     // protected for test MOCK class
     /// The template base type of the OpenCL C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::device_ptr<T>, ::plssvm::opencl::detail::command_queue>;
+    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::opencl::detail::device_ptr, ::plssvm::opencl::detail::command_queue>;
 
     using base_type::devices_;
 
   public:
-    using typename base_type::real_type;
-    using typename base_type::size_type;
-    using typename base_type::device_ptr_type;
+    using base_type::device_ptr_type;
     using typename base_type::queue_type;
 
     /**
      * @brief Construct a new C-SVM using the OpenCL backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
-     * @throws plssvm::csvm::csvm() exceptions
-     * @throws plssvm::opencl::backend_exception if the requested plssvm::target_platform isn't available
-     * @throws plssvm::opencl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(target_platform target, parameter<real_type> params = {});
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
+    /**
+     * @brief Construct a new C-SVM using the OpenCL backend on the @p target platform with the parameters given through @p params.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] params struct encapsulating all possible SVM parameters
+     */
+    explicit csvm(target_platform target, parameter params = {}) :
+        base_type{ params } {
+        this->init(target);
+    }
+
+    /**
+     * @brief Construct a new C-SVM using the OpenCL backend and the optionally provided @p named_args.
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(Args &&...named_args) :
+        csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
 
-    template <typename... Args>
-    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, std::forward<Args>(named_args)... } {
-        this->init(target, kernel);
+    /**
+     * @brief Construct a new C-SVM using the OpenCL backend on the @p target platform and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(const target_platform target, Args &&...named_args) :
+        base_type{ std::forward<Args>(named_args)... } {
+        this->init(target);
     }
 
     /**
-     * @brief Wait for all operations on all devices to finish.
+     * @brief Wait for all operations on all OpenCL devices to finish.
      * @details Terminates the program, if any exception is thrown.
      */
     ~csvm() override;
@@ -81,29 +102,79 @@ class csvm : public ::plssvm::detail::gpu_csvm<T, ::plssvm::opencl::detail::devi
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    template <typename real_type>
+    void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    template <typename real_type>
+    void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
+    template <typename real_type>
+    void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    template <typename real_type>
+    void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
 
     /// The available OpenCL contexts for the current target platform with the associated devices.
     std::vector<detail::context> contexts_{};
 
   private:
-    void init(target_platform target, kernel_type kernel);
+    /**
+     * @brief Initialize all important states related to the OpenCL backend.
+     * @param[in] target the target platform to use
+     */
+    void init(target_platform target);
 };
 
-extern template class csvm<float>;
-extern template class csvm<double>;
-
 }  // namespace opencl
-}  // namespace plssvm
\ No newline at end of file
+
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `true` since C-SVMs using the OpenCL are available.
+ */
+template <>
+struct csvm_backend_exists<opencl::csvm> : std::true_type {};
+
+}  // namespace detail
+
+}  // namespace plssvm
+
+#endif  // PLSSVM_BACKENDS_OPENCL_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
index 015e20862..43a49580e 100644
--- a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
@@ -9,6 +9,8 @@
  * @brief Small wrapper around a OpenCL device pointer.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_DETAIL_DEVICE_PTR_HPP_
+#define PLSSVM_BACKENDS_OPENCL_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
@@ -33,9 +35,10 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, const command_queu
 
   public:
     // Be able to use overloaded base class functions.
-    using base_type::memcpy_to_device;
-    using base_type::memcpy_to_host;
     using base_type::memset;
+    using base_type::fill;
+    using base_type::copy_to_device;
+    using base_type::copy_to_host;
 
     using typename base_type::const_host_pointer_type;
     using typename base_type::device_pointer_type;
@@ -80,20 +83,25 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, const command_queu
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
-     * @note Internally casts the `int` to `value_type`.
      */
-    void memset(int value, size_type pos, size_type count) override;
+    void memset(int pattern, size_type pos, size_type num_bytes) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
+     * @copydoc plssvm::detail::gpu_device_ptr::fill(value_type, size_type, size_type)
      */
-    void memcpy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
+    void fill(value_type value, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_device(const_host_pointer_type, size_type, size_type)
      */
-    void memcpy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
+    void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_host(host_pointer_type, size_type, size_type) const
+     */
+    void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
 };
 
 extern template class device_ptr<float>;
 extern template class device_ptr<double>;
 
-}  // namespace plssvm::opencl::detail
\ No newline at end of file
+}  // namespace plssvm::opencl::detail
+
+#endif  // PLSSVM_BACKENDS_OPENCL_DETAIL_DEVICE_PTR_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/detail/utility.hpp b/include/plssvm/backends/OpenCL/detail/utility.hpp
index c46265ec9..d3dba9355 100644
--- a/include/plssvm/backends/OpenCL/detail/utility.hpp
+++ b/include/plssvm/backends/OpenCL/detail/utility.hpp
@@ -78,7 +78,7 @@ void device_synchronize(const command_queue &queue);
  * @param[in] kernel the kernel type
  * @return the kernel function names with the respective compute_kernel_name identifier (`[[nodiscard]]`)
  */
-[[nodiscard]] std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function_names(kernel_type kernel);
+[[nodiscard]] std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function_names(kernel_function_type kernel);
 
 /**
  * @brief Create command queues for all devices in the OpenCL @p contexts with respect to @p target given and
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 5e2de6041..457d31df1 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -37,39 +37,36 @@
 
 namespace plssvm::opencl {
 
-template <typename T>
-csvm<T>::csvm(const target_platform target, parameter<real_type> params) : base_type{ params } {
-    this->init(target, params.kernel);
-}
-
-template <typename T>
-void csvm<T>::init(const target_platform target, const kernel_function_type kernel) {
+void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
     switch (target) {
         case target_platform::automatic:
             break;
         case target_platform::cpu:
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_nvidia:
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_amd:
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_intel:
 #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
     }
 
+    // get kernel type from base class
+    const kernel_function_type kernel = base_type::get_params().kernel_type;
+
     // get all available OpenCL contexts for the current target including devices with respect to the requested target platform
     target_platform used_target;
     std::tie(contexts_, used_target) = detail::get_contexts(target);
@@ -86,11 +83,11 @@ void csvm<T>::init(const target_platform target, const kernel_function_type kern
 
     // print OpenCL info
     if (verbose) {
-        fmt::print("Using OpenCL as backend.\n");
+        std::cout << fmt::format("Using OpenCL as backend.\n");
         if (target == target_platform::automatic) {
-            fmt::print("Using {} as automatic target platform.\n", used_target);
+            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
         }
-        fmt::print("\n");
+        std::cout << std::endl;
     }
 
     // create command_queues and JIT compile OpenCL kernels
@@ -100,20 +97,21 @@ void csvm<T>::init(const target_platform target, const kernel_function_type kern
     const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
     // the kernel order in the respective command_queue is the same as the other of the provided kernel names
     // i.e.: kernels[0] -> q_kernel, kernels[1] -> svm_kernel, kernels[2] -> w_kernel/predict_kernel
+    using real_type = double;  // TODO: !!!!
     devices_ = detail::create_command_queues<real_type>(contexts_, used_target, kernel_names, verbose);
 
     auto jit_end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        fmt::print("OpenCL kernel JIT compilation done in {}.\n\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time));
+        std::cout << fmt::format("OpenCL kernel JIT compilation done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time)) << std::endl;
     }
 
     if (verbose) {
         // print found OpenCL devices
-        fmt::print("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
+        std::cout << fmt::format("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            fmt::print("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
+            std::cout << fmt::format("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
         }
-        fmt::print("\n");
+        std::cout << std::endl;
     }
 
     // sanity checks for the number of OpenCL kernels
@@ -132,21 +130,19 @@ void csvm<T>::init(const target_platform target, const kernel_function_type kern
     }
 }
 
-template <typename T>
-csvm<T>::~csvm() {
+csvm::~csvm() {
     try {
         // be sure that all operations on the OpenCL devices have finished before destruction
         for (const queue_type &queue : devices_) {
             detail::device_synchronize(queue);
         }
     } catch (const plssvm::exception &e) {
-        fmt::print("{}\n", e.what_with_loc());
+        std::cout << e.what_with_loc() << std::endl;
         std::terminate();
     }
 }
 
-template <typename T>
-void csvm<T>::device_synchronize(const queue_type &queue) const {
+void csvm::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(queue);
 }
 
@@ -159,8 +155,8 @@ std::pair<std::vector<std::size_t>, std::vector<std::size_t>> execution_range_to
     return std::make_pair(std::move(grid), std::move(block));
 }
 
-template <typename T>
-void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
+template <typename real_type>
+void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel_type) {
@@ -178,8 +174,11 @@ void csvm<T>::run_q_kernel(const size_type device, const ::plssvm::detail::execu
     }
 }
 
-template <typename T>
-void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel_type) {
@@ -197,15 +196,21 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
     }
 }
 
-template <typename T>
-void csvm<T>::run_w_kernel(const size_type device, const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::w_kernel), grid, block, w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
-template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
     switch (params.kernel_type) {
@@ -220,8 +225,7 @@ void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range,
     }
 }
 
-// explicitly instantiate template class
-template class csvm<float>;
-template class csvm<double>;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t, std::size_t) const;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t, std::size_t) const;
 
 }  // namespace plssvm::opencl
diff --git a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
index 75be39939..495fab267 100644
--- a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
@@ -24,7 +24,7 @@ namespace plssvm::opencl::detail {
 
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const command_queue &queue) :
-    base_type{ &queue, size } {
+    base_type{ size, &queue } {
     error_code err;
     cl_context cont;
     PLSSVM_OPENCL_ERROR_CHECK(clGetCommandQueueInfo(queue_->queue, CL_QUEUE_CONTEXT, sizeof(cl_context), &cont, nullptr));
@@ -40,23 +40,40 @@ device_ptr<T>::~device_ptr() {
 }
 
 template <typename T>
-void device_ptr<T>::memset(const int value, const size_type pos, const size_type count) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     if (pos >= size_) {
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
+    const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
+    error_code err;
+    const value_type correct_value = static_cast<value_type>(pattern);
+    err = clEnqueueFillBuffer(queue_->queue, data_, &correct_value, sizeof(value_type), pos * sizeof(value_type), rnum_bytes, 0, nullptr, nullptr);
+    PLSSVM_OPENCL_ERROR_CHECK(err);
+    PLSSVM_OPENCL_ERROR_CHECK(clFinish(queue_->queue));
+}
+
+template <typename T>
+void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+
+    if (pos >= size_) {
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+    }
+
+    // run GPU kernel
     const size_type rcount = std::min(count, size_ - pos);
     error_code err;
-    const value_type correct_value = static_cast<value_type>(value);
-    err = clEnqueueFillBuffer(queue_->queue, data_, &correct_value, sizeof(value_type), pos * sizeof(value_type), rcount * sizeof(value_type), 0, nullptr, nullptr);
+    err = clEnqueueFillBuffer(queue_->queue, data_, &value, sizeof(value_type), pos * sizeof(value_type), rcount * sizeof(value_type), 0, nullptr, nullptr);
     PLSSVM_OPENCL_ERROR_CHECK(err);
     PLSSVM_OPENCL_ERROR_CHECK(clFinish(queue_->queue));
 }
 
 template <typename T>
-void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid host pointer for the data to copy!");
 
     const size_type rcount = std::min(count, size_ - pos);
     error_code err;
@@ -66,8 +83,9 @@ void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const
 }
 
 template <typename T>
-void device_ptr<T>::memcpy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
-    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer!");
+void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid host pointer for the data to copy!");
 
     const size_type rcount = std::min(count, size_ - pos);
     error_code err;
diff --git a/tests/backends/CMakeLists.txt b/tests/backends/CMakeLists.txt
index 2c27b6d64..2b4c31968 100644
--- a/tests/backends/CMakeLists.txt
+++ b/tests/backends/CMakeLists.txt
@@ -21,7 +21,7 @@ endif()
 
 # create OpenCL tests if the OpenCL backend is available
 if(TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
-#    add_subdirectory(OpenCL)
+    add_subdirectory(OpenCL)
 endif()
 
 # create SYCL tests if the SYCL backend is available
diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index f0ccf92a3..70b4d671f 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -9,11 +9,11 @@ set(PLSSVM_OPENCL_TEST_NAME OpenCL_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENCL_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/test.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
 )
 
 # add test executable
-add_executable(${PLSSVM_OPENCL_TEST_NAME} ${PLSSVM_OPENCL_TEST_SOURCES})
+add_executable(${PLSSVM_OPENCL_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_OPENCL_TEST_SOURCES})
 
 # link against test library
 target_link_libraries(${PLSSVM_OPENCL_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY_NAME})
diff --git a/tests/backends/OpenCL/mock_opencl_csvm.hpp b/tests/backends/OpenCL/mock_opencl_csvm.hpp
index 727cf5bbb..b13b0f8be 100644
--- a/tests/backends/OpenCL/mock_opencl_csvm.hpp
+++ b/tests/backends/OpenCL/mock_opencl_csvm.hpp
@@ -8,44 +8,33 @@
  *
  * @brief MOCK class for the C-SVM class using the OpenCL backend.
  */
-#pragma once
 
-#include "plssvm/backends/OpenCL/csvm.hpp"                  // plssvm::opencl::csvm
-#include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
-#include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#ifndef PLSSVM_TESTS_BACKENDS_OPENCL_MOCK_OPENCL_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_OPENCL_MOCK_OPENCL_CSVM_HPP_
+#pragma once
 
-#include <vector>  // std::vector
+#include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
 
 /**
  * @brief GTest mock class for the OpenCL CSVM.
- * @tparam T the type of the data
  */
-template <typename T>
-class mock_opencl_csvm : public plssvm::opencl::csvm<T> {
-    using base_type = plssvm::opencl::csvm<T>;
+class mock_opencl_csvm : public plssvm::opencl::csvm {
+    using base_type = plssvm::opencl::csvm;
 
   public:
-    using real_type = typename base_type::real_type;
-    using device_ptr_type = typename base_type::device_ptr_type;
-    using queue_type = typename base_type::queue_type;
-
-    explicit mock_opencl_csvm(const plssvm::parameter<T> &params) :
-        base_type{ params } {}
+    using base_type::device_ptr_type;
 
-    // make non-virtual functions publicly visible
+    // make protected member functions public
+    using base_type::calculate_w;
     using base_type::device_reduction;
     using base_type::generate_q;
+    using base_type::predict_values;
     using base_type::run_device_kernel;
+    using base_type::select_num_used_devices;
     using base_type::setup_data_on_device;
+    using base_type::solve_system_of_linear_equations;
 
-    // parameter setter
-    void set_cost(const real_type cost) { base_type::cost_ = cost; }
-    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
-
-    // getter for internal variables
-    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-    const std::vector<device_ptr_type> &get_device_data() { return base_type::data_d_; }
-    std::vector<queue_type> &get_devices() { return base_type::devices_; }
-    typename std::vector<queue_type>::size_type get_num_devices() const { return base_type::devices_.size(); }
+    using base_type::devices_;
 };
+
+#endif  // PLSSVM_TESTS_BACKENDS_OPENCL_MOCK_OPENCL_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
new file mode 100644
index 000000000..78f90beb7
--- /dev/null
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -0,0 +1,42 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "backends/OpenCL/mock_opencl_csvm.hpp"
+
+#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
+#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
+
+#include "plssvm/backends/OpenCL/csvm.hpp"   // plssvm::opencl::csvm
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
+#include "plssvm/parameter.hpp"              // plssvm::parameter
+
+#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+
+// TODO: Konstruktors!
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_opencl_csvm;
+    using csvm_type = plssvm::opencl::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
diff --git a/tests/backends/OpenCL/test.cpp b/tests/backends/OpenCL/test.cpp
deleted file mode 100644
index ac6b4ebbc..000000000
--- a/tests/backends/OpenCL/test.cpp
+++ /dev/null
@@ -1,61 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "backends/OpenCL/mock_opencl_csvm.hpp"
-
-#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
-
-#include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
-#include "plssvm/kernel_types.hpp"          // plssvm::kernel_type
-#include "plssvm/parameter.hpp"             // plssvm::parameter
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-
-template <typename T>
-class OpenCL_CSVM : public ::testing::Test {};
-TYPED_TEST_SUITE(OpenCL_CSVM, parameter_types, util::google_test::parameter_definition_to_name);
-
-// check whether the csvm factory function correctly creates an opencl::csvm
-TYPED_TEST(OpenCL_CSVM, csvm_factory) {
-    generic::csvm_factory_test<plssvm::opencl::csvm, typename TypeParam::real_type, plssvm::backend_type::opencl>();
-}
-
-// check whether writing the resulting model file is correct
-TYPED_TEST(OpenCL_CSVM, write_model) {
-    generic::write_model_test<mock_opencl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the q vector is generated correctly
-TYPED_TEST(OpenCL_CSVM, generate_q) {
-    generic::generate_q_test<mock_opencl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the device kernels are correct
-TYPED_TEST(OpenCL_CSVM, device_kernel) {
-    generic::device_kernel_test<mock_opencl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the correct labels are predicted
-TYPED_TEST(OpenCL_CSVM, predict) {
-    generic::predict_test<mock_opencl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the accuracy calculation is correct
-TYPED_TEST(OpenCL_CSVM, accuracy) {
-    generic::accuracy_test<mock_opencl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}

From 542de776bb00d0e37c97e9089a717c69db4eb538 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 21 Nov 2022 17:11:17 +0100
Subject: [PATCH 0483/1010] Update the OpenCL backend to always compile the
 kernels for float AND double.

---
 .../backends/OpenCL/detail/command_queue.hpp  | 18 +++++-
 .../plssvm/backends/OpenCL/detail/utility.hpp |  4 +-
 src/plssvm/backends/OpenCL/csvm.cpp           | 61 +++++++++++--------
 .../backends/OpenCL/detail/command_queue.cpp  | 41 ++++++++++---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 35 ++++++-----
 tests/backends/CUDA/mock_cuda_csvm.hpp        |  3 +
 tests/backends/HIP/mock_hip_csvm.hpp          |  3 +
 tests/backends/OpenCL/mock_opencl_csvm.hpp    |  4 ++
 tests/backends/OpenMP/mock_openmp_csvm.hpp    |  3 +
 tests/backends/generic_csvm_tests.hpp         | 21 +++----
 10 files changed, 130 insertions(+), 63 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/detail/command_queue.hpp b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
index fd94c4a36..befbed3a4 100644
--- a/include/plssvm/backends/OpenCL/detail/command_queue.hpp
+++ b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
@@ -12,6 +12,7 @@
 #pragma once
 
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"  // plssvm::opencl::detail::kernel
+#include "plssvm/detail/utility.hpp"                 // plssvm::detail::always_false_v
 
 #include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id
 
@@ -74,15 +75,28 @@ class command_queue {
 
     /**
      * @brief Add a new OpenCL @p compute_kernel used for @p name to this command queue.
+     * @tparam real_type the floating point type used as type in the kernel
      * @param[in] name the name of the kernel that is to be added
      * @param[in] compute_kernel the kernel to add
      */
+    template <typename real_type>
     void add_kernel(compute_kernel_name name, kernel &&compute_kernel);
 
+    /**
+     * @brief Get the OpenCL kernel used for @p name.
+     * @tparam real_type the floating point type used as type in the kernel
+     * @param[in] name the name of the kernel
+     * @return the compiled kernel (`[[nodiscard]]`)
+     */
+    template <typename real_type>
+    [[nodiscard]] const kernel &get_kernel(compute_kernel_name name) const;
+
     /// The wrapped cl_command_queue.
     cl_command_queue queue{};
-    /// All OpenCL device kernel associated with the device corresponding to this command queue.
-    std::map<compute_kernel_name, kernel> kernels{};
+    /// All OpenCL device kernel associated with the device corresponding to this command queue using `float` as `real_type`.
+    std::map<compute_kernel_name, kernel> float_kernels{};
+    /// All OpenCL device kernel associated with the device corresponding to this command queue using `double` as `real_type`.
+    std::map<compute_kernel_name, kernel> double_kernels{};
 };
 
 }  // namespace plssvm::opencl::detail
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/detail/utility.hpp b/include/plssvm/backends/OpenCL/detail/utility.hpp
index d3dba9355..f097e651d 100644
--- a/include/plssvm/backends/OpenCL/detail/utility.hpp
+++ b/include/plssvm/backends/OpenCL/detail/utility.hpp
@@ -97,12 +97,10 @@ void device_synchronize(const command_queue &queue);
  * @param[in] contexts the used OpenCL contexts
  * @param[in] target the target platform
  * @param[in] kernel_names all kernel name for which an OpenCL cl_kernel should be build
- * @param[in] print_info if `true` prints additional info to the standard output
  * @throws plssvm::invalid_file_format_exception if the file couldn't be read using [`std::ifstream::read`](https://en.cppreference.com/w/cpp/io/basic_istream/read)
  * @return the command queues with all necessary kernels (`[[nodiscard]]`)
  */
-template <typename real_type>
-[[nodiscard]] std::vector<command_queue> create_command_queues(const std::vector<context> &contexts, target_platform target, const std::vector<std::pair<compute_kernel_name, std::string>> &kernel_names, bool print_info);
+[[nodiscard]] std::vector<command_queue> create_command_queues(const std::vector<context> &contexts, target_platform target, const std::vector<std::pair<compute_kernel_name, std::string>> &kernel_names);
 
 /**
  * @brief Set all arguments in the parameter pack @p args for the kernel @p kernel.
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 457d31df1..1acea4470 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -95,10 +95,8 @@ void csvm::init(const target_platform target) {
 
     // get kernel names
     const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
-    // the kernel order in the respective command_queue is the same as the other of the provided kernel names
-    // i.e.: kernels[0] -> q_kernel, kernels[1] -> svm_kernel, kernels[2] -> w_kernel/predict_kernel
-    using real_type = double;  // TODO: !!!!
-    devices_ = detail::create_command_queues<real_type>(contexts_, used_target, kernel_names, verbose);
+    // compile all kernels for float and double
+    devices_ = detail::create_command_queues(contexts_, used_target, kernel_names);
 
     auto jit_end_time = std::chrono::steady_clock::now();
     if (verbose) {
@@ -114,19 +112,33 @@ void csvm::init(const target_platform target) {
         std::cout << std::endl;
     }
 
-    // sanity checks for the number of OpenCL kernels
-    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.size() == 3; }),
-                  "Every command queue must have exactly three associated kernels!");
-    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::q_kernel) == 1; }),
-                  "The q_kernel device kernel is missing!");
-    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::svm_kernel) == 1; }),
-                  "The q_kernel device kernel is missing!");
+    // sanity checks for the number of the float OpenCL kernels
+    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.size() == 3; }),
+                  "Every command queue must have exactly three associated float kernels!");
+    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.count(detail::compute_kernel_name::q_kernel) == 1; }),
+                  "The float q_kernel kernel is missing!");
+    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.count(detail::compute_kernel_name::svm_kernel) == 1; }),
+                  "The float device kernel is missing!");
     if (kernel == kernel_function_type::linear) {
-        PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::w_kernel) == 1; }),
-                      "The w_kernel device kernel is missing!");
+        PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.count(detail::compute_kernel_name::w_kernel) == 1; }),
+                      "The float w_kernel device kernel is missing!");
     } else {
-        PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.kernels.count(detail::compute_kernel_name::predict_kernel) == 1; }),
-                      "The predict_kernel device kernel is missing!");
+        PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.count(detail::compute_kernel_name::predict_kernel) == 1; }),
+                      "The float predict_kernel device kernel is missing!");
+    }
+    // sanity checks for the number of the double OpenCL kernels
+    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.double_kernels.size() == 3; }),
+                  "Every command queue must have exactly three associated double kernels!");
+    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.double_kernels.count(detail::compute_kernel_name::q_kernel) == 1; }),
+                  "The double q_kernel kernel is missing!");
+    PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.double_kernels.count(detail::compute_kernel_name::svm_kernel) == 1; }),
+                  "The double device kernel is missing!");
+    if (kernel == kernel_function_type::linear) {
+        PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.double_kernels.count(detail::compute_kernel_name::w_kernel) == 1; }),
+                      "The double w_kernel device kernel is missing!");
+    } else {
+        PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.double_kernels.count(detail::compute_kernel_name::predict_kernel) == 1; }),
+                      "The double predict_kernel device kernel is missing!");
     }
 }
 
@@ -161,15 +173,15 @@ void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::e
 
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
+            detail::run_kernel(devices_[device], devices_[device].get_kernel<real_type>(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features));
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[device], devices_[device].get_kernel<real_type>(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma);
+            detail::run_kernel(devices_[device], devices_[device].get_kernel<real_type>(detail::compute_kernel_name::q_kernel), grid, block, q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
 }
@@ -181,17 +193,18 @@ template <typename real_type>
 void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
+    const real_type cost = real_type{ 1.0 } / params.cost.value();
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
+            detail::run_kernel(devices_[device], devices_[device].get_kernel<real_type>(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device));
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[device], devices_[device].get_kernel<real_type>(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma);
+            detail::run_kernel(devices_[device], devices_[device].get_kernel<real_type>(detail::compute_kernel_name::svm_kernel), grid, block, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
     }
 }
@@ -203,7 +216,7 @@ template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
     auto [grid, block] = execution_range_to_native(range);
 
-    detail::run_kernel(devices_[device], devices_[device].kernels.at(detail::compute_kernel_name::w_kernel), grid, block, w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
+    detail::run_kernel(devices_[device], devices_[device].get_kernel<real_type>(detail::compute_kernel_name::w_kernel), grid, block, w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features));
 }
 
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
@@ -217,10 +230,10 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
         case kernel_function_type::linear:
             break;
         case kernel_function_type::polynomial:
-            detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree, params.gamma, params.coef0);
+            detail::run_kernel(devices_[0], devices_[0].get_kernel<real_type>(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
-            detail::run_kernel(devices_[0], devices_[0].kernels.at(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma);
+            detail::run_kernel(devices_[0], devices_[0].get_kernel<real_type>(detail::compute_kernel_name::predict_kernel), grid, block, out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
 }
diff --git a/src/plssvm/backends/OpenCL/detail/command_queue.cpp b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
index a1fb84a0c..613e11c78 100644
--- a/src/plssvm/backends/OpenCL/detail/command_queue.cpp
+++ b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
@@ -12,6 +12,7 @@
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"      // plssvm::opencl::detail::kernel
 #include "plssvm/backends/OpenCL/detail/utility.hpp"     // PLSSVM_OPENCL_ERROR_CHECK
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::always_false_v
 
 #include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id, clCreateCommandQueueWithProperties, clCreateCommandQueue, clReleaseCommandQueue
 
@@ -33,25 +34,51 @@ command_queue::command_queue(cl_context context, cl_device_id device) {
 }
 
 command_queue::command_queue(command_queue &&other) noexcept :
-    queue{ std::exchange(other.queue, nullptr) }, kernels{ std::move(other.kernels) } {}
+    queue{ std::exchange(other.queue, nullptr) }, float_kernels{ std::move(other.float_kernels) }, double_kernels{ std::move(other.double_kernels) } {}
 
 command_queue &command_queue::operator=(command_queue &&other) {
     if (this != std::addressof(other)) {
         queue = std::exchange(other.queue, nullptr);
-        kernels = std::move(other.kernels);
+        float_kernels = std::move(other.float_kernels);
+        double_kernels = std::move(other.double_kernels);
     }
     return *this;
 }
 
-void command_queue::add_kernel(compute_kernel_name name, kernel &&compute_kernel) {
-    PLSSVM_ASSERT(kernels.count(name) == 0, "The given kernel as already been added to this command queue!");
-    kernels.insert_or_assign(name, std::move(compute_kernel));
-}
-
 command_queue::~command_queue() {
     if (queue) {
         PLSSVM_OPENCL_ERROR_CHECK(clReleaseCommandQueue(queue), "error releasing cl_command_queue");
     }
 }
 
+template <typename real_type>
+void command_queue::add_kernel(compute_kernel_name name, kernel &&compute_kernel) {
+    if constexpr (std::is_same_v<real_type, float>) {
+        PLSSVM_ASSERT(float_kernels.count(name) == 0, "The given (float) kernel as already been added to this command queue!");
+        float_kernels.insert_or_assign(name, std::move(compute_kernel));
+    } else if constexpr (std::is_same_v<real_type, double>) {
+        PLSSVM_ASSERT(double_kernels.count(name) == 0, "The given (double) kernel as already been added to this command queue!");
+        double_kernels.insert_or_assign(name, std::move(compute_kernel));
+    } else {
+        ::plssvm::detail::always_false_v<real_type>;
+    }
+}
+
+template void command_queue::add_kernel<float>(compute_kernel_name, kernel &&);
+template void command_queue::add_kernel<double>(compute_kernel_name, kernel &&);
+
+template <typename real_type>
+[[nodiscard]] const kernel &command_queue::get_kernel(compute_kernel_name name) const {
+    if constexpr (std::is_same_v<real_type, float>) {
+        return float_kernels.at(name);
+    } else if constexpr (std::is_same_v<real_type, double>) {
+        return double_kernels.at(name);
+    } else {
+        ::plssvm::detail::always_false_v<real_type>;
+    }
+}
+
+template const kernel &command_queue::get_kernel<float>(compute_kernel_name) const;
+template const kernel &command_queue::get_kernel<double>(compute_kernel_name) const;
+
 }  // namespace plssvm::opencl::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index ad83ee154..1ca615eb3 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -36,6 +36,7 @@
 #include <fstream>      // std::ifstream, std::ofstream
 #include <functional>   // std::hash
 #include <ios>          // std::ios_base, std::streamsize
+#include <iostream>     // std::cout, std::endl
 #include <iterator>     // istreambuf_iterator
 #include <limits>       // std::numeric_limits
 #include <map>          // std::map
@@ -199,7 +200,7 @@ std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function
 }
 
 template <typename real_type>
-std::vector<command_queue> create_command_queues(const std::vector<context> &contexts, const target_platform target, const std::vector<std::pair<compute_kernel_name, std::string>> &kernel_names, const bool print_info) {
+void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const std::vector<context> &contexts, const target_platform target, const std::vector<std::pair<compute_kernel_name, std::string>> &kernel_names) {
     const auto cl_build_program_error_message = [](cl_program prog, cl_device_id device, const std::size_t device_idx) {
         // determine the size of the log
         std::size_t log_size;
@@ -240,8 +241,7 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
     std::vector<unsigned char *> binaries(contexts[0].devices.size());
 
     // create caching folder in the temporary directory and change the permissions such that everybody has read/write access
-    const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache" / fmt::format("{}_{}", target, checksum);
-    std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all);
+    const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache" / fmt::format("{}_{}_{}", checksum, target, ::plssvm::detail::arithmetic_type_name<real_type>());
 
     // potential reasons why OpenCL caching could fail
     enum class caching_status {
@@ -279,8 +279,8 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
     }
 
     if (use_cached_binaries != caching_status::success) {
-        if (print_info) {
-            fmt::print("Building OpenCL kernels from source (reason: {}).\n", caching_status_to_string(use_cached_binaries));
+        if (verbose) {
+            std::cout << fmt::format("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries)) << std::endl;
         }
 
         // create and build program
@@ -309,13 +309,14 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
         if (!std::filesystem::exists(cache_dir_name)) {
             std::filesystem::create_directories(cache_dir_name);
         }
+        std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all, std::filesystem::perm_options::add);
         for (std::vector<std::size_t>::size_type i = 0; i < binary_sizes.size(); ++i) {
             std::ofstream out{ cache_dir_name / fmt::format("device_{}.bin", i) };
             PLSSVM_ASSERT(out.good(), fmt::format("couldn't create binary cache file ({}) for device {}", cache_dir_name / fmt::format("device_{}.bin", i), i));
             out.write(reinterpret_cast<char *>(binaries[i]), binary_sizes[i]);
         }
-        if (print_info) {
-            fmt::print("Cached OpenCL kernel binaries in {}.\n", cache_dir_name);
+        if (verbose) {
+            std::cout << fmt::format("Cached OpenCL kernel binaries in {}.", cache_dir_name) << std::endl;
         }
 
         // release resource
@@ -323,8 +324,8 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
             PLSSVM_OPENCL_ERROR_CHECK(clReleaseProgram(program), "error releasing OpenCL program resources");
         }
     } else {
-        if (print_info) {
-            fmt::print("Using cached OpenCL kernel binaries from {}.\n", cache_dir_name);
+        if (verbose) {
+            std::cout << fmt::format("Using cached OpenCL kernel binaries from {}.", cache_dir_name) << std::endl;
         }
 
         const auto common_read_file = [](const std::filesystem::path &file) -> std::pair<unsigned char *, std::size_t> {
@@ -369,15 +370,12 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
     }
 
     // build all kernels, one for each device
-    std::vector<command_queue> queues;
     for (std::vector<cl_device_id>::size_type device = 0; device < contexts[0].devices.size(); ++device) {
-        command_queue queue(contexts[0], contexts[0].devices[device]);
         for (std::vector<std::vector<kernel>>::size_type i = 0; i < kernel_names.size(); ++i) {
             // create kernel
-            queue.add_kernel(kernel_names[i].first, kernel{ clCreateKernel(binary_program, kernel_names[i].second.c_str(), &err) });
+            queues[device].add_kernel<real_type>(kernel_names[i].first, kernel{ clCreateKernel(binary_program, kernel_names[i].second.c_str(), &err) });
             PLSSVM_OPENCL_ERROR_CHECK(err, fmt::format("error creating OpenCL kernel {} for device {}", kernel_names[i].second, device));
         }
-        queues.push_back(std::move(queue));
     }
 
     // release resource
@@ -387,11 +385,16 @@ std::vector<command_queue> create_command_queues(const std::vector<context> &con
     for (unsigned char *binary : binaries) {
         delete[] binary;
     }
+}
 
+std::vector<command_queue> create_command_queues(const std::vector<context> &contexts, const target_platform target, const std::vector<std::pair<compute_kernel_name, std::string>> &kernel_names) {
+    std::vector<command_queue> queues;
+    for (std::vector<cl_device_id>::size_type device = 0; device < contexts[0].devices.size(); ++device) {
+        queues.emplace_back(contexts[0], contexts[0].devices[device]);
+    }
+    fill_command_queues_with_kernels<float>(queues, contexts, target, kernel_names);
+    fill_command_queues_with_kernels<double>(queues, contexts, target, kernel_names);
     return queues;
 }
 
-template std::vector<command_queue> create_command_queues<float>(const std::vector<context> &, const target_platform, const std::vector<std::pair<compute_kernel_name, std::string>> &, const bool);
-template std::vector<command_queue> create_command_queues<double>(const std::vector<context> &, const target_platform, const std::vector<std::pair<compute_kernel_name, std::string>> &, const bool);
-
 }  // namespace plssvm::opencl::detail
\ No newline at end of file
diff --git a/tests/backends/CUDA/mock_cuda_csvm.hpp b/tests/backends/CUDA/mock_cuda_csvm.hpp
index 4a1db8555..7e73e9736 100644
--- a/tests/backends/CUDA/mock_cuda_csvm.hpp
+++ b/tests/backends/CUDA/mock_cuda_csvm.hpp
@@ -24,6 +24,9 @@ class mock_cuda_csvm final : public plssvm::cuda::csvm {
   public:
     using base_type::device_ptr_type;
 
+    mock_cuda_csvm() = default;
+    explicit mock_cuda_csvm(plssvm::parameter params) : base_type{ params } { }
+
     // make protected member functions public
     using base_type::calculate_w;
     using base_type::device_reduction;
diff --git a/tests/backends/HIP/mock_hip_csvm.hpp b/tests/backends/HIP/mock_hip_csvm.hpp
index f9312fb0f..5656e1491 100644
--- a/tests/backends/HIP/mock_hip_csvm.hpp
+++ b/tests/backends/HIP/mock_hip_csvm.hpp
@@ -24,6 +24,9 @@ class mock_hip_csvm final : public plssvm::hip::csvm {
   public:
     using base_type::device_ptr_type;
 
+    mock_hip_csvm() = default;
+    explicit mock_hip_csvm(plssvm::parameter params) : base_type{ params } { }
+
     // make protected member functions public
     using base_type::calculate_w;
     using base_type::device_reduction;
diff --git a/tests/backends/OpenCL/mock_opencl_csvm.hpp b/tests/backends/OpenCL/mock_opencl_csvm.hpp
index b13b0f8be..9050d759f 100644
--- a/tests/backends/OpenCL/mock_opencl_csvm.hpp
+++ b/tests/backends/OpenCL/mock_opencl_csvm.hpp
@@ -24,6 +24,10 @@ class mock_opencl_csvm : public plssvm::opencl::csvm {
   public:
     using base_type::device_ptr_type;
 
+    // constructors necessary to compile the correct kernel functions
+    mock_opencl_csvm() = default;
+    explicit mock_opencl_csvm(plssvm::parameter params) : base_type{ params } { }
+
     // make protected member functions public
     using base_type::calculate_w;
     using base_type::device_reduction;
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 332f12807..5ea49dfc8 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -22,6 +22,9 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type = plssvm::openmp::csvm;
 
   public:
+    mock_openmp_csvm() = default;
+    explicit mock_openmp_csvm(plssvm::parameter params) : base_type{ params } { }
+
     // make protected member functions public
     using base_type::calculate_w;
     using base_type::generate_q;
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index acc108e0e..1e87932d8 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -70,7 +70,7 @@ TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
     const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ -1.0 }, real_type{ 1.0 }, real_type{ -1.0 } };
 
     // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // solve the system of linear equations using the CG algorithm:
     // | Q  1 |  *  | a |  =  | y |
@@ -115,7 +115,7 @@ TYPED_TEST_P(GenericCSVM, predict_values) {
     };
 
     // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // predict the values using the previously learned support vectors and weights
     const std::vector<real_type> calculated = svm.predict_values(params, support_vectors, weights, rho, w, data);
@@ -147,7 +147,7 @@ TYPED_TEST_P(GenericCSVM, predict) {
     const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
 
     // create C-SVM
-    const csvm_type svm{ params };
+    const csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // predict label
     const std::vector<int> calculated = svm.predict(model, test_data);
@@ -175,7 +175,7 @@ TYPED_TEST_P(GenericCSVM, score) {
     const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
 
     // create C-SVM
-    const csvm_type svm{ params };
+    const csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // predict label
     const real_type calculated = svm.score(model, test_data);
@@ -199,8 +199,8 @@ TYPED_TEST_P(GenericCSVMDeathTest, solve_system_of_linear_equations) {
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
     const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
 
@@ -238,8 +238,8 @@ TYPED_TEST_P(GenericCSVMDeathTest, predict_values) {
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{};
     const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     const std::vector<std::vector<real_type>> data = {
         { real_type{ 1.0 }, real_type{ 2.0 } },
@@ -305,7 +305,7 @@ TYPED_TEST_P(GenericGPUCSVM, generate_q) {
     const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
 
     // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // perform the data setup on the device
     constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
@@ -375,7 +375,7 @@ TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {
     const real_type QA_cost = compare::kernel_function(params, data.data().back(), data.data().back()) + 1 / params.cost;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::calculate_w is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // perform the data setup on the device
     constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
@@ -446,7 +446,6 @@ TYPED_TEST_P(GenericGPUCSVM, device_reduction) {
         EXPECT_FLOATING_POINT_VECTOR_NEAR(device_data, data * static_cast<real_type>(svm.devices_.size()));
     }
 
-    //
     // test reduction of a single device
     data_d.resize(1);
     calculated.assign(data.size(), real_type{ 0.0 });
@@ -616,7 +615,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, generate_q) {
     const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // valid feature_range
     const std::vector<std::size_t> feature_range{ 0, 1 };
@@ -720,7 +719,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, run_device_kernel) {
     const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::run_device_kernel is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     // valid feature_range
     const std::vector<std::size_t> feature_range{ 0, 1 };

From f0a491b21ffe11970c6b901e60c88b1c40e9e291 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 21 Nov 2022 17:25:16 +0100
Subject: [PATCH 0484/1010] Fix the OpenCL tests.

---
 include/plssvm/backends/OpenCL/predict_kernel.cl |  4 ++--
 tests/backends/generic_csvm_tests.hpp            | 10 ++++++++--
 2 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/predict_kernel.cl b/include/plssvm/backends/OpenCL/predict_kernel.cl
index c9e6be852..45c879d87 100644
--- a/include/plssvm/backends/OpenCL/predict_kernel.cl
+++ b/include/plssvm/backends/OpenCL/predict_kernel.cl
@@ -57,7 +57,7 @@ __kernel void device_kernel_predict_poly(__global real_type *out_d, __global con
     real_type temp = 0.0;
     if (predict_point_index < num_predict_points) {
         for (kernel_index_type feature_index = 0; feature_index < num_features; ++feature_index) {
-            if (data_point_index == num_data_points) {
+            if (data_point_index == num_data_points - 1) {
                 temp += data_last_d[feature_index] * points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
             } else {
                 temp += data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] * points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
@@ -90,7 +90,7 @@ __kernel void device_kernel_predict_radial(__global real_type *out_d, __global c
     real_type temp = 0.0;
     if (predict_point_index < num_predict_points) {
         for (kernel_index_type feature_index = 0; feature_index < num_features; ++feature_index) {
-            if (data_point_index == num_data_points) {
+            if (data_point_index == num_data_points - 1) {
                 temp += (data_last_d[feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_last_d[feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);
             } else {
                 temp += (data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_d[data_point_index + (num_data_points - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points[predict_point_index + (num_predict_points + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 1e87932d8..6fd648ed9 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -199,7 +199,10 @@ TYPED_TEST_P(GenericCSVMDeathTest, solve_system_of_linear_equations) {
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+    plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+    if (params.kernel_type != plssvm::kernel_function_type::linear) {
+        params.gamma = real_type{ 0.1 };
+    }
     const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
@@ -238,7 +241,10 @@ TYPED_TEST_P(GenericCSVMDeathTest, predict_values) {
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::solve_system_of_linear_equations_impl is protected
-    const plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+    plssvm::detail::parameter<real_type> params{ plssvm::kernel_type = kernel };
+    if (params.kernel_type != plssvm::kernel_function_type::linear) {
+        params.gamma = real_type{ 0.1 };
+    }
     const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
 
     const std::vector<std::vector<real_type>> data = {

From 8f4f41ce5d4c822b0e3ce37c4adc4bad9b019cca Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 21 Nov 2022 17:56:48 +0100
Subject: [PATCH 0485/1010] Add more tests.

---
 tests/backends/OpenCL/CMakeLists.txt      |  2 ++
 tests/backends/OpenCL/device_ptr.cpp      | 44 +++++++++++++++++++++++
 tests/backends/OpenCL/exceptions.cpp      | 25 +++++++++++++
 tests/backends/generic_device_ptr_tests.h | 10 +++---
 4 files changed, 76 insertions(+), 5 deletions(-)
 create mode 100644 tests/backends/OpenCL/device_ptr.cpp
 create mode 100644 tests/backends/OpenCL/exceptions.cpp

diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index 70b4d671f..0da7fcbf8 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -10,6 +10,8 @@ set(PLSSVM_OPENCL_TEST_NAME OpenCL_tests)
 # list all necessary sources
 set(PLSSVM_OPENCL_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
 # add test executable
diff --git a/tests/backends/OpenCL/device_ptr.cpp b/tests/backends/OpenCL/device_ptr.cpp
new file mode 100644
index 000000000..9a710e0bc
--- /dev/null
+++ b/tests/backends/OpenCL/device_ptr.cpp
@@ -0,0 +1,44 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the OpenCL backend device pointer.
+ */
+
+#include "plssvm/backends/OpenCL/detail/device_ptr.hpp"
+#include "plssvm/backends/OpenCL/detail/context.hpp"
+#include "plssvm/backends/OpenCL/detail/utility.hpp"
+#include "plssvm/backends/OpenCL/detail/command_queue.hpp"
+
+#include "../generic_device_ptr_tests.h"
+
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+
+#include <cstddef>  // std::size_t
+
+bool operator==(const plssvm::opencl::detail::command_queue* lhs, const plssvm::opencl::detail::command_queue &rhs) noexcept {
+    return lhs->queue == rhs.queue;
+}
+
+template <typename T>
+struct device_ptr_test_type {
+    using device_ptr_type = plssvm::opencl::detail::device_ptr<T>;
+    using queue_type = plssvm::opencl::detail::command_queue;
+
+    static const queue_type &default_queue() {
+        static std::vector<plssvm::opencl::detail::context> contexts{ plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic).first };
+        static plssvm::opencl::detail::command_queue queue{ contexts[0], contexts[0].devices[0] };
+        return queue;
+    }
+};
+
+using device_ptr_test_types = ::testing::Types<
+    device_ptr_test_type<float>,
+    device_ptr_test_type<double>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, DevicePtr, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
diff --git a/tests/backends/OpenCL/exceptions.cpp b/tests/backends/OpenCL/exceptions.cpp
new file mode 100644
index 000000000..4dc4c429d
--- /dev/null
+++ b/tests/backends/OpenCL/exceptions.cpp
@@ -0,0 +1,25 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom exception classes related to the OpenCL backend.
+ */
+
+#include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::hip::backend_exception
+
+#include "backends/generic_exceptions_tests.hpp"  // Exception
+
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+
+#include <string_view>  // std::string_view
+
+struct exception_test_type {
+    using exception_type = plssvm::opencl::backend_exception;
+    static constexpr std::string_view name = "opencl::backend_exception";
+};
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, Exception, exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index 06183b0f3..9e0858193 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -50,7 +50,7 @@ TYPED_TEST_P(DevicePtr, construct) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(ptr));
-    EXPECT_EQ(ptr.queue(), queue);
+//    EXPECT_EQ(ptr.queue(), queue);
     EXPECT_NE(ptr.get(), nullptr);
     EXPECT_EQ(ptr.size(), 42);
     EXPECT_FALSE(ptr.empty());
@@ -66,7 +66,7 @@ TYPED_TEST_P(DevicePtr, move_construct) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-    EXPECT_EQ(second.queue(), queue);
+//    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());
@@ -91,7 +91,7 @@ TYPED_TEST_P(DevicePtr, move_assign) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-    EXPECT_EQ(second.queue(), queue);
+//    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());
@@ -117,7 +117,7 @@ TYPED_TEST_P(DevicePtr, swap_member_function) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-    EXPECT_EQ(second.queue(), queue);
+//    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());
@@ -142,7 +142,7 @@ TYPED_TEST_P(DevicePtr, swap_free_function) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-    EXPECT_EQ(second.queue(), queue);
+//    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());

From 4ec70648648544244d4a1f82ab37a885351c9562 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 22 Nov 2022 09:44:45 +0100
Subject: [PATCH 0486/1010] Fix bug in OpenCL memset.

---
 src/plssvm/backends/OpenCL/detail/device_ptr.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
index 495fab267..c51a136c5 100644
--- a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
@@ -48,8 +48,8 @@ void device_ptr<T>::memset(const int pattern, const size_type pos, const size_ty
     }
     const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
     error_code err;
-    const value_type correct_value = static_cast<value_type>(pattern);
-    err = clEnqueueFillBuffer(queue_->queue, data_, &correct_value, sizeof(value_type), pos * sizeof(value_type), rnum_bytes, 0, nullptr, nullptr);
+    const auto correct_value = static_cast<unsigned char>(pattern);
+    err = clEnqueueFillBuffer(queue_->queue, data_, &correct_value, sizeof(unsigned char), pos * sizeof(value_type), rnum_bytes, 0, nullptr, nullptr);
     PLSSVM_OPENCL_ERROR_CHECK(err);
     PLSSVM_OPENCL_ERROR_CHECK(clFinish(queue_->queue));
 }

From a8f8dd3cebbf4e4a0158205cb72a2c54ddc51dad Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 28 Nov 2022 17:40:18 +0100
Subject: [PATCH 0487/1010] Add constructor tests.

---
 tests/backends/OpenCL/opencl_csvm.cpp | 84 +++++++++++++++++++++++++--
 1 file changed, 80 insertions(+), 4 deletions(-)

diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index 78f90beb7..3dd97ff6b 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -11,13 +11,89 @@
 #include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
 #include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
 
-#include "plssvm/backends/OpenCL/csvm.hpp"   // plssvm::opencl::csvm
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/backends/OpenCL/csvm.hpp"        // plssvm::opencl::csvm
+#include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                   // plssvm::parameter
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
 
-// TODO: Konstruktors!
+class OpenCLCSVM : public ::testing::Test, private util::redirect_output {};
+
+// check whether the constructor correctly fails when using an incompatible target platform
+TEST_F(OpenCLCSVM, construct_parameter) {
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW(plssvm::opencl::csvm{ plssvm::parameter{} });
+}
+TEST_F(OpenCLCSVM, construct_target_and_parameter) {
+    // create parameter struct
+    const plssvm::parameter params{};
+
+    // every target is allowed for OpenCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::cpu, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::cpu, params }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::gpu_nvidia, params }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, params }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_intel, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::gpu_intel, params }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(OpenCLCSVM, construct_target_and_named_args) {
+    // every target is allowed for OpenCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::opencl::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
 
 template <typename T, plssvm::kernel_function_type kernel>
 struct csvm_test_type {

From 72bd21f9c606e7a060937a8c9f07163a69c07f9b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 28 Nov 2022 18:12:44 +0100
Subject: [PATCH 0488/1010] Tests for OpenCL error code.

---
 tests/backends/OpenCL/CMakeLists.txt        |  1 +
 tests/backends/OpenCL/detail/error_code.cpp | 98 +++++++++++++++++++++
 2 files changed, 99 insertions(+)
 create mode 100644 tests/backends/OpenCL/detail/error_code.cpp

diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index 0da7fcbf8..57bd39cd3 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -12,6 +12,7 @@ set(PLSSVM_OPENCL_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/error_code.cpp
 )
 
 # add test executable
diff --git a/tests/backends/OpenCL/detail/error_code.cpp b/tests/backends/OpenCL/detail/error_code.cpp
new file mode 100644
index 000000000..0fff057af
--- /dev/null
+++ b/tests/backends/OpenCL/detail/error_code.cpp
@@ -0,0 +1,98 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom error code implementation necessary for the OpenCL backend.
+ */
+
+#include "plssvm/backends/OpenCL/detail/error_code.hpp"
+
+#include "utility.hpp"  // util::convert_to_string
+
+#include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
+
+#include "fmt/core.h"              // fmt::format
+#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
+#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+
+TEST(OpenCLErrorCode, default_construct) {
+    // the default error code should signal success
+    EXPECT_EQ(plssvm::opencl::detail::error_code{}.value(), CL_SUCCESS);
+}
+TEST(OpenCLErrorCode, construct) {
+    // construct from an OpenCL error code
+    EXPECT_EQ(plssvm::opencl::detail::error_code{ CL_DEVICE_NOT_FOUND }.value(), CL_DEVICE_NOT_FOUND);
+}
+TEST(OpenCLErrorCode, operator_assign) {
+    // default construct the error code
+    plssvm::opencl::detail::error_code errc{};
+    EXPECT_EQ(errc.value(), CL_SUCCESS);
+    // assign a new error code
+    errc = CL_DEVICE_NOT_FOUND;
+    EXPECT_EQ(errc.value(), CL_DEVICE_NOT_FOUND);
+}
+TEST(OpenCLErrorCode, assign) {
+    // default construct the error code
+    plssvm::opencl::detail::error_code errc{};
+    EXPECT_EQ(errc.value(), CL_SUCCESS);
+    // assign a new error code
+    errc.assign(CL_DEVICE_NOT_FOUND);
+    EXPECT_EQ(errc.value(), CL_DEVICE_NOT_FOUND);
+}
+TEST(OpenCLErrorCode, clear) {
+    // construct from an OpenCL error code
+    plssvm::opencl::detail::error_code errc{ CL_DEVICE_NOT_FOUND };
+    EXPECT_EQ(errc.value(), CL_DEVICE_NOT_FOUND);
+    // clear the error code
+    errc.clear();
+    EXPECT_EQ(errc.value(), CL_SUCCESS);
+}
+
+TEST(OpenCLErrorCode, value) {
+    // default construct the error code
+    plssvm::opencl::detail::error_code errc{};
+    // get the value
+    EXPECT_EQ(errc.value(), CL_SUCCESS);
+}
+TEST(OpenCLErrorCode, message) {
+    // default construct the error code
+    plssvm::opencl::detail::error_code errc{};
+    // get the value as a string
+    EXPECT_EQ(errc.message(), "CL_SUCCESS");
+}
+TEST(OpenCLErrorCode, operator_bool) {
+    // conversion to bool must be true if the error code is CL_SUCCESS
+    EXPECT_TRUE(static_cast<bool>(plssvm::opencl::detail::error_code{}));
+    // must return false otherwise
+    EXPECT_FALSE(static_cast<bool>(plssvm::opencl::detail::error_code{ CL_DEVICE_NOT_FOUND }));
+}
+
+TEST(OpenCLErrorCode, operator_ostream) {
+    EXPECT_EQ(util::convert_to_string(plssvm::opencl::detail::error_code{ CL_SUCCESS }), "0: CL_SUCCESS");
+    EXPECT_EQ(util::convert_to_string(plssvm::opencl::detail::error_code{ CL_DEVICE_NOT_FOUND }), "-1: CL_DEVICE_NOT_FOUND");
+}
+TEST(OpenCLErrorCode, operator_equal) {
+    // test two error codes for equality
+    plssvm::opencl::detail::error_code errc1{};
+    plssvm::opencl::detail::error_code errc2{ CL_SUCCESS };
+    plssvm::opencl::detail::error_code errc3{ CL_DEVICE_NOT_FOUND };
+
+    EXPECT_TRUE(errc1 == errc1);
+    EXPECT_TRUE(errc1 == errc2);
+    EXPECT_FALSE(errc1 == errc3);
+    EXPECT_FALSE(errc2 == errc3);
+}
+TEST(OpenCLErrorCode, operator_unequal) {
+    // test two error codes for equality
+    plssvm::opencl::detail::error_code errc1{};
+    plssvm::opencl::detail::error_code errc2{ CL_SUCCESS };
+    plssvm::opencl::detail::error_code errc3{ CL_DEVICE_NOT_FOUND };
+
+    EXPECT_FALSE(errc1 != errc1);
+    EXPECT_FALSE(errc1 != errc2);
+    EXPECT_TRUE(errc1 != errc3);
+    EXPECT_TRUE(errc2 != errc3);
+}
\ No newline at end of file

From fd410cbe6df72fe580401e7bc6c4a2a0f6647d1c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 28 Nov 2022 18:16:26 +0100
Subject: [PATCH 0489/1010] Add missing noexcept and fix typo.

---
 include/plssvm/backends/OpenCL/detail/kernel.hpp | 2 +-
 src/plssvm/backends/OpenCL/detail/kernel.cpp     | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/detail/kernel.hpp b/include/plssvm/backends/OpenCL/detail/kernel.hpp
index c088e85e2..65b099726 100644
--- a/include/plssvm/backends/OpenCL/detail/kernel.hpp
+++ b/include/plssvm/backends/OpenCL/detail/kernel.hpp
@@ -63,7 +63,7 @@ class kernel {
      * @param[in,out] other the kernel to move the resources from
      * @return `*this`
      */
-    kernel &operator=(kernel &&other);
+    kernel &operator=(kernel &&other) noexcept;
 
     /**
      * @brief Release the cl_kernel resources on destruction.
diff --git a/src/plssvm/backends/OpenCL/detail/kernel.cpp b/src/plssvm/backends/OpenCL/detail/kernel.cpp
index 099e0735f..a9f09dbfd 100644
--- a/src/plssvm/backends/OpenCL/detail/kernel.cpp
+++ b/src/plssvm/backends/OpenCL/detail/kernel.cpp
@@ -23,7 +23,7 @@ kernel::kernel(cl_kernel p_compute_kernel) noexcept :
 kernel::kernel(kernel &&other) noexcept :
     compute_kernel{ std::exchange(other.compute_kernel, nullptr) } {}
 
-kernel &kernel::operator=(kernel &&other) {
+kernel &kernel::operator=(kernel &&other) noexcept {
     if (this != std::addressof(other)) {
         compute_kernel = std::exchange(other.compute_kernel, nullptr);
     }
@@ -32,7 +32,7 @@ kernel &kernel::operator=(kernel &&other) {
 
 kernel::~kernel() {
     if (compute_kernel) {
-        PLSSVM_OPENCL_ERROR_CHECK(clReleaseKernel(compute_kernel), "error realising cl_kernel");
+        PLSSVM_OPENCL_ERROR_CHECK(clReleaseKernel(compute_kernel), "error releasing cl_kernel");
     }
 }
 

From d1d6a61d05fd7f98f8a7346c29b1790e387f03b8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 29 Nov 2022 11:11:31 +0100
Subject: [PATCH 0490/1010] Add some OpenCL utility tests.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp |  6 +-
 tests/backends/OpenCL/CMakeLists.txt          |  1 +
 tests/backends/OpenCL/utility.cpp             | 58 +++++++++++++++++++
 3 files changed, 63 insertions(+), 2 deletions(-)
 create mode 100644 tests/backends/OpenCL/utility.cpp

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 1ca615eb3..8a2e7786b 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -51,9 +51,9 @@ namespace plssvm::opencl::detail {
 void device_assert(const error_code ec, const std::string_view msg) {
     if (!ec) {
         if (msg.empty()) {
-            throw backend_exception{ fmt::format("OpenCL assert ({})!", ec) };
+            throw backend_exception{ fmt::format("OpenCL assert '{}' ({})!", ec.message(), ec.value()) };
         } else {
-            throw backend_exception{ fmt::format("OpenCL assert ({}): {}!", ec, msg) };
+            throw backend_exception{ fmt::format("OpenCL assert '{}' ({}): {}!", ec.message(), ec.value(), msg) };
         }
     }
 }
@@ -201,6 +201,8 @@ std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function
 
 template <typename real_type>
 void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const std::vector<context> &contexts, const target_platform target, const std::vector<std::pair<compute_kernel_name, std::string>> &kernel_names) {
+    PLSSVM_ASSERT(!queues.empty(), "At least one command queue must be available!");
+
     const auto cl_build_program_error_message = [](cl_program prog, cl_device_id device, const std::size_t device_idx) {
         // determine the size of the log
         std::size_t log_size;
diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index 57bd39cd3..582859d28 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -12,6 +12,7 @@ set(PLSSVM_OPENCL_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/error_code.cpp
 )
 
diff --git a/tests/backends/OpenCL/utility.cpp b/tests/backends/OpenCL/utility.cpp
new file mode 100644
index 000000000..59900a4aa
--- /dev/null
+++ b/tests/backends/OpenCL/utility.cpp
@@ -0,0 +1,58 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom utility functions related to the OpenCL backend.
+ */
+
+#include "plssvm/backends/OpenCL/detail/utility.hpp"  // plssvm::opencl::detail::{device_assert, get_contexts, get_device_name}
+
+#include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
+
+#include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
+
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
+
+TEST(OpenCLUtility, device_assert) {
+    // CL_SUCCESS must not throw
+    EXPECT_NO_THROW(PLSSVM_OPENCL_ERROR_CHECK(CL_SUCCESS));
+    EXPECT_NO_THROW(PLSSVM_OPENCL_ERROR_CHECK(CL_SUCCESS, "success!"));
+    EXPECT_NO_THROW(plssvm::opencl::detail::device_assert(CL_SUCCESS));
+    EXPECT_NO_THROW(plssvm::opencl::detail::device_assert(CL_SUCCESS, "success!"));
+
+    // any other code must throw
+    EXPECT_THROW_WHAT(PLSSVM_OPENCL_ERROR_CHECK(CL_DEVICE_NOT_FOUND),
+                      plssvm::opencl::backend_exception,
+                      "OpenCL assert 'CL_DEVICE_NOT_FOUND' (-1)!");
+    EXPECT_THROW_WHAT(PLSSVM_OPENCL_ERROR_CHECK(CL_DEVICE_NOT_FOUND, "error"),
+                      plssvm::opencl::backend_exception,
+                      "OpenCL assert 'CL_DEVICE_NOT_FOUND' (-1): error!");
+    EXPECT_THROW_WHAT(plssvm::opencl::detail::device_assert(CL_DEVICE_NOT_FOUND),
+                      plssvm::opencl::backend_exception,
+                      "OpenCL assert 'CL_DEVICE_NOT_FOUND' (-1)!");
+    EXPECT_THROW_WHAT(plssvm::opencl::detail::device_assert(CL_DEVICE_NOT_FOUND, "error"),
+                      plssvm::opencl::backend_exception,
+                      "OpenCL assert 'CL_DEVICE_NOT_FOUND' (-1): error!");
+}
+
+TEST(OpenCLUtility, get_contexts) {
+    const auto& [contexts, actual_target] = plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic);
+    // exactly one context must be provided
+    EXPECT_EQ(contexts.size(), 1);
+    // the returned target must not be the automatic one
+    EXPECT_NE(actual_target, plssvm::target_platform::automatic);
+}
+
+TEST(OpenCLUtility, get_device_name) {
+    // create a valid command queue
+    std::vector<plssvm::opencl::detail::context> contexts{ plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic).first };
+    plssvm::opencl::detail::command_queue queue{ contexts[0], contexts[0].devices[0] };
+    // the device name should not be empty
+    const std::string name = plssvm::opencl::detail::get_device_name(queue);
+    EXPECT_FALSE(name.empty());
+}
\ No newline at end of file

From 4b19da5d5757212093a0a4727e1a8b782780470a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 29 Nov 2022 11:19:59 +0100
Subject: [PATCH 0491/1010] Moved some test files to a new subfolder "detail"
 to reflect the include and src folder structure.

---
 tests/backends/CUDA/CMakeLists.txt                | 6 +++---
 tests/backends/CUDA/{ => detail}/device_ptr.cpp   | 2 +-
 tests/backends/CUDA/{ => detail}/utility.cpp      | 2 +-
 tests/backends/HIP/CMakeLists.txt                 | 6 +++---
 tests/backends/HIP/{ => detail}/device_ptr.cpp    | 2 +-
 tests/backends/HIP/{ => detail}/utility.cpp       | 2 +-
 tests/backends/OpenCL/CMakeLists.txt              | 8 ++++----
 tests/backends/OpenCL/{ => detail}/device_ptr.cpp | 4 ++--
 tests/backends/OpenCL/{ => detail}/utility.cpp    | 2 +-
 9 files changed, 17 insertions(+), 17 deletions(-)
 rename tests/backends/CUDA/{ => detail}/device_ptr.cpp (96%)
 rename tests/backends/CUDA/{ => detail}/utility.cpp (96%)
 rename tests/backends/HIP/{ => detail}/device_ptr.cpp (96%)
 rename tests/backends/HIP/{ => detail}/utility.cpp (96%)
 rename tests/backends/OpenCL/{ => detail}/device_ptr.cpp (95%)
 rename tests/backends/OpenCL/{ => detail}/utility.cpp (97%)

diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index 921971357..122819cab 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -9,10 +9,10 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 
 # list all necessary sources
 set(PLSSVM_CUDA_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
 )
 
 # add test executable
diff --git a/tests/backends/CUDA/device_ptr.cpp b/tests/backends/CUDA/detail/device_ptr.cpp
similarity index 96%
rename from tests/backends/CUDA/device_ptr.cpp
rename to tests/backends/CUDA/detail/device_ptr.cpp
index 9e88be241..709a8141f 100644
--- a/tests/backends/CUDA/device_ptr.cpp
+++ b/tests/backends/CUDA/detail/device_ptr.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"
 
-#include "../generic_device_ptr_tests.h"
+#include "backends/generic_device_ptr_tests.h"
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
diff --git a/tests/backends/CUDA/utility.cpp b/tests/backends/CUDA/detail/utility.cpp
similarity index 96%
rename from tests/backends/CUDA/utility.cpp
rename to tests/backends/CUDA/detail/utility.cpp
index 168799470..d845cd28f 100644
--- a/tests/backends/CUDA/utility.cpp
+++ b/tests/backends/CUDA/detail/utility.cpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index b18b4e5bf..244b3e962 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -9,10 +9,10 @@ set(PLSSVM_HIP_TEST_NAME HIP_tests)
 
 # list all necessary sources
 set(PLSSVM_HIP_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/hip_csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/hip_csvm.cpp
 )
 
 # add test executable
diff --git a/tests/backends/HIP/device_ptr.cpp b/tests/backends/HIP/detail/device_ptr.cpp
similarity index 96%
rename from tests/backends/HIP/device_ptr.cpp
rename to tests/backends/HIP/detail/device_ptr.cpp
index 0a4de1ae2..3e3921e27 100644
--- a/tests/backends/HIP/device_ptr.cpp
+++ b/tests/backends/HIP/detail/device_ptr.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"
 
-#include "../generic_device_ptr_tests.h"
+#include "backends/generic_device_ptr_tests.h"
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
diff --git a/tests/backends/HIP/utility.cpp b/tests/backends/HIP/detail/utility.cpp
similarity index 96%
rename from tests/backends/HIP/utility.cpp
rename to tests/backends/HIP/detail/utility.cpp
index f2efee7f6..cd0a21799 100644
--- a/tests/backends/HIP/utility.cpp
+++ b/tests/backends/HIP/detail/utility.cpp
@@ -12,7 +12,7 @@
 
 #include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index 582859d28..73924bcba 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -9,11 +9,11 @@ set(PLSSVM_OPENCL_TEST_NAME OpenCL_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENCL_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/error_code.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
 )
 
 # add test executable
diff --git a/tests/backends/OpenCL/device_ptr.cpp b/tests/backends/OpenCL/detail/device_ptr.cpp
similarity index 95%
rename from tests/backends/OpenCL/device_ptr.cpp
rename to tests/backends/OpenCL/detail/device_ptr.cpp
index 9a710e0bc..5a20208a3 100644
--- a/tests/backends/OpenCL/device_ptr.cpp
+++ b/tests/backends/OpenCL/detail/device_ptr.cpp
@@ -13,11 +13,11 @@
 #include "plssvm/backends/OpenCL/detail/utility.hpp"
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"
 
-#include "../generic_device_ptr_tests.h"
+#include "backends/generic_device_ptr_tests.h"
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
-#include <cstddef>  // std::size_t
+#include <vector>  // std::vector
 
 bool operator==(const plssvm::opencl::detail::command_queue* lhs, const plssvm::opencl::detail::command_queue &rhs) noexcept {
     return lhs->queue == rhs.queue;
diff --git a/tests/backends/OpenCL/utility.cpp b/tests/backends/OpenCL/detail/utility.cpp
similarity index 97%
rename from tests/backends/OpenCL/utility.cpp
rename to tests/backends/OpenCL/detail/utility.cpp
index 59900a4aa..bb510b046 100644
--- a/tests/backends/OpenCL/utility.cpp
+++ b/tests/backends/OpenCL/detail/utility.cpp
@@ -14,7 +14,7 @@
 
 #include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
 #include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
 

From cac1c0b44e4014374cfeaef7ee6be318045eb111 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 1 Dec 2022 16:42:10 +0100
Subject: [PATCH 0492/1010] Remove unused source file.

---
 src/plssvm/backends/CUDA/CMakeLists.txt   | 1 -
 src/plssvm/backends/OpenCL/CMakeLists.txt | 1 -
 2 files changed, 2 deletions(-)

diff --git a/src/plssvm/backends/CUDA/CMakeLists.txt b/src/plssvm/backends/CUDA/CMakeLists.txt
index 274734d32..daf7df3d6 100644
--- a/src/plssvm/backends/CUDA/CMakeLists.txt
+++ b/src/plssvm/backends/CUDA/CMakeLists.txt
@@ -53,7 +53,6 @@ set(PLSSVM_CUDA_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/predict_kernel.cu
     ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cu
     ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cu
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
 )
 
diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index 628e8f97c..31dd8901f 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -29,7 +29,6 @@ set(PLSSVM_OPENCL_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
 )
 

From ec86c7b906312c15cbbec9617cb5ad44cd3dda57 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 1 Dec 2022 16:42:22 +0100
Subject: [PATCH 0493/1010] SYCL compiles again.

---
 include/plssvm/backends/SYCL/csvm.hpp         | 147 ++++++++++++++----
 .../backends/SYCL/detail/device_ptr.hpp       |  15 +-
 .../plssvm/backends/SYCL/predict_kernel.hpp   |   4 +-
 src/plssvm/backends/SYCL/CMakeLists.txt       |   1 -
 src/plssvm/backends/SYCL/csvm.cpp             |  89 ++++++-----
 .../backends/SYCL/detail/device_ptr.cpp       |  22 ++-
 src/plssvm/version/version.cpp                |   3 +-
 7 files changed, 193 insertions(+), 88 deletions(-)

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 2ff56bd9e..732353548 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -12,7 +12,7 @@
 #pragma once
 
 #include "plssvm/detail/utility.hpp"
-#include "plssvm/kernel_types.hpp"                                                  // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"                                                  // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
 #include "plssvm/parameter.hpp"
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
@@ -40,51 +40,82 @@ namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
  * @brief A C-SVM implementation using SYCL as backend.
  * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
  *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
- * @tparam T the type of the data
  */
-template <typename T>
-    class csvm : public ::plssvm::detail::gpu_csvm<T, detail::device_ptr<T>, std::unique_ptr<detail::sycl::queue>> {
+class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, std::unique_ptr<detail::sycl::queue>> {
   protected:
     // protected for the test MOCK class
     /// The template base type of the SYCL C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<T, detail::device_ptr<T>, std::unique_ptr<detail::sycl::queue>>;
+    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, std::unique_ptr<detail::sycl::queue>>;
 
     using base_type::devices_;
 
   public:
-    using typename base_type::real_type;
-    using typename base_type::size_type;
-    using typename base_type::device_ptr_type;
+    using base_type::device_ptr_type;
     using typename base_type::queue_type;
 
     /**
      * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
-     * @throws plssvm::csvm::csvm() exceptions
-     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
-     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
      */
-    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
-    explicit csvm(target_platform target, parameter<real_type> params);
-
-    template <typename... Args>
-    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
-        // set kernel invocation type
-        igor::parser p{ std::forward<Args>(named_args)... };
-
-        // compile time check: only some named parameters are allowed
-        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
+    /**
+     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] params struct encapsulating all possible SVM parameters
+     */
+    explicit csvm(target_platform target, parameter params = {}) :
+        base_type{ params } {
+        this->init(target);
+    }
 
-        if constexpr (p.has(sycl_kernel_invocation_type)) {
-            // compile time check: the value must have the correct type
-            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
-            // set value
-            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
-        }
+    /**
+     * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(Args &&...named_args) :
+        csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
 
+    /**
+     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(const target_platform target, Args &&...named_args) :
+        base_type{ std::forward<Args>(named_args)... } {
         this->init(target);
     }
 
+//    /**
+//     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+//     * @param[in] params struct encapsulating all possible parameters
+//     * @throws plssvm::csvm::csvm() exceptions
+//     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
+//     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
+//     */
+//    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
+//    explicit csvm(target_platform target, parameter<real_type> params);
+//
+//    template <typename... Args>
+//    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
+//        // set kernel invocation type
+//        igor::parser p{ std::forward<Args>(named_args)... };
+//
+//        // compile time check: only some named parameters are allowed
+//        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+//
+//        if constexpr (p.has(sycl_kernel_invocation_type)) {
+//            // compile time check: the value must have the correct type
+//            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
+//            // set value
+//            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
+//        }
+//
+//        this->init(target);
+//    }
+
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
      * @details Terminates the program, if any asynchronous exception is thrown.
@@ -100,29 +131,79 @@ template <typename T>
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
-    void run_q_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points_padded, size_type num_features) const final;
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    template <typename real_type>
+    void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
-    void run_svm_kernel(size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, real_type QA_cost, real_type add, size_type num_data_points_padded, size_type num_features) const final;
+    template <typename real_type>
+    void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
-    void run_w_kernel(size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_data_points, size_type num_features) const final;
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    template <typename real_type>
+    void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
     /**
      * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, size_type num_support_vectors, size_type num_predict_points, size_type num_features) const final;
+    template <typename real_type>
+    void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
 
   private:
+    /**
+     * @brief Initialize all important states related to the SYCL backend.
+     * @param[in] target the target platform to use
+     */
     void init(target_platform target);
 
     /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
     kernel_invocation_type invocation_type_{ kernel_invocation_type::automatic };
 };
 
-extern template class csvm<float>;
-extern template class csvm<double>;
 
 }  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
+
+
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `true` since C-SVMs using the SYCL are available.
+ */
+template <>
+struct csvm_backend_exists<@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm> : std::true_type {};
+
+}  // namespace detail
+
 }  // namespace plssvm
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
index 8c9534539..d8c6549bc 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
@@ -37,9 +37,10 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, detail::sycl::queu
 
   public:
     // Be able to use overloaded base class functions.
-    using base_type::memcpy_to_device;
-    using base_type::memcpy_to_host;
     using base_type::memset;
+    using base_type::fill;
+    using base_type::copy_to_device;
+    using base_type::copy_to_host;
 
     using typename base_type::const_host_pointer_type;
     using typename base_type::device_pointer_type;
@@ -85,15 +86,19 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, detail::sycl::queu
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
      */
-    void memset(int value, size_type pos, size_type count) override;
+    void memset(int pattern, size_type pos, size_type num_bytes) override;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::fill(value_type, size_type, size_type)
+     */
+    void fill(value_type value, size_type pos, size_type count) override;
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
      */
-    void memcpy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
+    void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
      */
-    void memcpy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
+    void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
 };
 
 extern template class device_ptr<float>;
diff --git a/include/plssvm/backends/SYCL/predict_kernel.hpp b/include/plssvm/backends/SYCL/predict_kernel.hpp
index 98031ca52..997f379e7 100644
--- a/include/plssvm/backends/SYCL/predict_kernel.hpp
+++ b/include/plssvm/backends/SYCL/predict_kernel.hpp
@@ -107,7 +107,7 @@ class device_kernel_predict_poly {
         real_type temp = 0;
         if (predict_point_index < num_predict_points_) {
             for (kernel_index_type feature_index = 0; feature_index < num_features_; ++feature_index) {
-                if (data_point_index == num_data_points_) {
+                if (data_point_index == num_data_points_ - 1) {
                     temp += data_last_d_[feature_index] * points_[predict_point_index + (num_predict_points_ + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
                 } else {
                     temp += data_d_[data_point_index + (num_data_points_ - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] * points_[predict_point_index + (num_predict_points_ + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index];
@@ -172,7 +172,7 @@ class device_kernel_predict_radial {
         real_type temp = 0;
         if (predict_point_index < num_predict_points_) {
             for (kernel_index_type feature_index = 0; feature_index < num_features_; ++feature_index) {
-                if (data_point_index == num_data_points_) {
+                if (data_point_index == num_data_points_ - 1) {
                     temp += (data_last_d_[feature_index] - points_[predict_point_index + (num_predict_points_ + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_last_d_[feature_index] - points_[predict_point_index + (num_predict_points_ + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);
                 } else {
                     temp += (data_d_[data_point_index + (num_data_points_ - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points_[predict_point_index + (num_predict_points_ + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]) * (data_d_[data_point_index + (num_data_points_ - 1 + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index] - points_[predict_point_index + (num_predict_points_ + THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE) * feature_index]);
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index 6df6c513e..6a5f34325 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -8,7 +8,6 @@ message(CHECK_START "Checking for SYCL backend")
 
 #explicitly set sources that must not be configured
 set(PLSSVM_SYCL_SHARED_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
 )
 
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index 98957fb72..e21671c45 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -36,20 +36,19 @@
 
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
 
-template <typename T>
-csvm<T>::csvm(target_platform target, kernel_invocation_type invocation_type, parameter<real_type> params) :
-    base_type{ params }, invocation_type_{ invocation_type } {
-    this->init(target);
-}
-
-template <typename T>
-csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-    base_type{ params }, invocation_type_{ kernel_invocation_type::automatic } {
-    this->init(target);
-}
+//template <typename T>
+//csvm<T>::csvm(target_platform target, kernel_invocation_type invocation_type, parameter<real_type> params) :
+//    base_type{ params }, invocation_type_{ invocation_type } {
+//    this->init(target);
+//}
+//
+//template <typename T>
+//csvm<T>::csvm(target_platform target, parameter<real_type> params) :
+//    base_type{ params }, invocation_type_{ kernel_invocation_type::automatic } {
+//    this->init(target);
+//}
 
-template <typename T>
-void csvm<T>::init(const target_platform target) {
+void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
     switch (target) {
         case target_platform::automatic:
@@ -117,8 +116,7 @@ void csvm<T>::init(const target_platform target) {
     }
 }
 
-template <typename T>
-csvm<T>::~csvm() {
+csvm::~csvm() {
     try {
         // be sure that all operations on the SYCL queues have finished before destruction
         for (queue_type& q : devices_) {
@@ -130,8 +128,7 @@ csvm<T>::~csvm() {
     }
 }
 
-template <typename T>
-void csvm<T>::device_synchronize(const queue_type &queue) const {
+void csvm::device_synchronize(const queue_type &queue) const {
     detail::device_synchronize(*queue);
 }
 
@@ -170,29 +167,32 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
     }
 }
 
-template <typename T>
-void csvm<T>::run_q_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &q_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points_padded, const size_type num_features) const {
-    constexpr size_type boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
-    switch (params.kernel) {
-        case kernel_type::linear:
+template <typename real_type>
+void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
+    constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
 
-template <typename T>
-void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, const device_ptr_type &q_d, device_ptr_type &r_d, const device_ptr_type &x_d, const device_ptr_type &data_d, const real_type QA_cost, const real_type add, const size_type num_data_points_padded, const size_type num_features) const {
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
@@ -201,7 +201,7 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
                 }
             });
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
@@ -211,7 +211,7 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
                 }
             });
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device]->submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
@@ -224,29 +224,36 @@ void csvm<T>::run_svm_kernel(const size_type device, const ::plssvm::detail::exe
     }
 }
 
-template <typename T>
-void csvm<T>::run_w_kernel(const size_type device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type &w_d, const device_ptr_type &alpha_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_data_points, const size_type num_features) const {
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &,  const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &,  const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
+
+
+template <typename real_type>
+void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
     devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
-template <typename T>
-void csvm<T>::run_predict_kernel(const ::plssvm::detail::execution_range &range, const parameter<real_type> &params, device_ptr_type &out_d, const device_ptr_type &alpha_d, const device_ptr_type &point_d, const device_ptr_type &data_d, const device_ptr_type &data_last_d, const size_type num_support_vectors, const size_type num_predict_points, const size_type num_features) const {
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+
+template <typename real_type>
+void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
-    switch (params.kernel) {
-        case kernel_type::linear:
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
             break;
-        case kernel_type::polynomial:
+        case kernel_function_type::polynomial:
             devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
 
             break;
-        case kernel_type::rbf:
+        case kernel_function_type::rbf:
             devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
 
-// explicitly instantiate template class
-template class csvm<float>;
-template class csvm<double>;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t, std::size_t) const;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t, std::size_t) const;
 
 }  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index 468a78aea..8a38edb33 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -23,7 +23,7 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
     template <typename T>
     device_ptr<T>::device_ptr(const size_type size, const std::unique_ptr<detail::sycl::queue> &queue) :
-        base_type{ queue.get(), size } {
+        base_type{ size, queue.get() } {
         data_ = detail::sycl::malloc_device<value_type>(size_, *queue_);
     }
 
@@ -35,7 +35,19 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
     }
 
     template <typename T>
-    void device_ptr<T>::memset(const int value, const size_type pos, const size_type count) {
+    void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
+        PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
+        PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
+
+        if (pos >= size_) {
+            throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        }
+        const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
+        queue_->memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
+    }
+
+    template <typename T>
+    void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
         PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
         PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
 
@@ -43,11 +55,11 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
             throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
         }
         const size_type rcount = std::min(count, size_ - pos);
-        queue_->memset(static_cast<void *>(data_ + pos), value, rcount * sizeof(value_type)).wait();
+        queue_->fill(static_cast<void*>(data_ + pos), value, rcount).wait();
     }
 
     template <typename T>
-    void device_ptr<T>::memcpy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
+    void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
         PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
         PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
 
@@ -56,7 +68,7 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
     }
 
     template <typename T>
-    void device_ptr<T>::memcpy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
+    void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
         PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
         PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
 
diff --git a/src/plssvm/version/version.cpp b/src/plssvm/version/version.cpp
index 39a89bdec..f9faa33f8 100644
--- a/src/plssvm/version/version.cpp
+++ b/src/plssvm/version/version.cpp
@@ -38,7 +38,8 @@ std::string get_version_info(const std::string_view executable_name, const bool
         backend_specifics += fmt::format("  PLSSVM_TARGET_PLATFORMS: {}\n", target_platforms);
         backend_specifics += fmt::format("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-        backend_specifics += fmt::format("  available SYCL implementations: {}\n", fmt::join(sycl::list_available_sycl_implementations(), ", "));
+// TODO:
+//        backend_specifics += fmt::format("  available SYCL implementations: {}\n", fmt::join(::plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::detail::list_available_sycl_implementations(), ", "));
 #endif
     }
 

From cd09d49f19b5688d71e82b6c528e400f9bca024b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 1 Dec 2022 17:03:17 +0100
Subject: [PATCH 0494/1010] Re-enable some SYCL tests.

---
 tests/backends/CMakeLists.txt          |   2 +-
 tests/backends/SYCL/CMakeLists.txt     |   5 +-
 tests/backends/SYCL/mock_sycl_csvm.hpp |  42 ++++----
 tests/backends/SYCL/sycl_csvm.cpp      | 130 +++++++++++++++++++++++++
 tests/backends/SYCL/test.cpp           | 108 --------------------
 5 files changed, 151 insertions(+), 136 deletions(-)
 create mode 100644 tests/backends/SYCL/sycl_csvm.cpp
 delete mode 100644 tests/backends/SYCL/test.cpp

diff --git a/tests/backends/CMakeLists.txt b/tests/backends/CMakeLists.txt
index 2b4c31968..19f2e04ea 100644
--- a/tests/backends/CMakeLists.txt
+++ b/tests/backends/CMakeLists.txt
@@ -26,5 +26,5 @@ endif()
 
 # create SYCL tests if the SYCL backend is available
 if(TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
-#    add_subdirectory(SYCL)
+    add_subdirectory(SYCL)
 endif()
\ No newline at end of file
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index cd97b8a09..7e40dfbd4 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -11,10 +11,11 @@ set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
 # function to register the available SYCL implementations for the SYCL tests
 function(create_sycl_tests include_name namespace_name)
     configure_file(${CMAKE_CURRENT_LIST_DIR}/mock_sycl_csvm.hpp "${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/mock_sycl_csvm.hpp")
-    configure_file(${CMAKE_CURRENT_LIST_DIR}/test.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/test.cpp)
+    configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
 
     # add test executable
-    add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/test.cpp)
+    add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
 
     if("${namespace_name}" STREQUAL "hipsycl")
         target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
diff --git a/tests/backends/SYCL/mock_sycl_csvm.hpp b/tests/backends/SYCL/mock_sycl_csvm.hpp
index 2c5882cea..ece614a71 100644
--- a/tests/backends/SYCL/mock_sycl_csvm.hpp
+++ b/tests/backends/SYCL/mock_sycl_csvm.hpp
@@ -9,44 +9,36 @@
  * @brief MOCK class for the C-SVM class using the SYCL backend.
  */
 
+#ifndef PLSSVM_TESTS_BACKENDS_SYCL_MOCK_SYCL_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_SYCL_MOCK_SYCL_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"   // forward declaration and namespace alias
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"  // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
-#include "plssvm/parameter.hpp"                                                                    // plssvm::parameter
-
-#include <vector>  // std::vector
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"  // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
 
 /**
- * @brief GTest mock class for the SYCL C-SVM.
- * @tparam T the type of the data
+ * @brief GTest mock class for the SYCL CSVM.
  */
-template <typename T>
-class mock_sycl_csvm : public plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm<T> {
-    using base_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm<T>;
+class mock_sycl_csvm final : public plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm {
+    using base_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm;
 
   public:
-    using real_type = typename base_type::real_type;
-    using device_ptr_type = typename base_type::device_ptr_type;
-    using queue_type = typename base_type::queue_type;
+    using base_type::device_ptr_type;
 
-    explicit mock_sycl_csvm(const plssvm::parameter<T> &params) :
+    mock_sycl_csvm() = default;
+    explicit mock_sycl_csvm(plssvm::parameter params) :
         base_type{ params } {}
 
-    // make non-virtual functions publicly visible
+    // make protected member functions public
+    using base_type::calculate_w;
     using base_type::device_reduction;
     using base_type::generate_q;
+    using base_type::predict_values;
     using base_type::run_device_kernel;
+    using base_type::select_num_used_devices;
     using base_type::setup_data_on_device;
+    using base_type::solve_system_of_linear_equations;
 
-    // parameter setter
-    void set_cost(const real_type cost) { base_type::cost_ = cost; }
-    void set_QA_cost(const real_type QA_cost) { base_type::QA_cost_ = QA_cost; }
+    using base_type::devices_;
+};
 
-    // getter for internal variables
-    std::shared_ptr<const std::vector<real_type>> &get_alpha_ptr() { return base_type::alpha_ptr_; }
-    const std::vector<device_ptr_type> &get_device_data() const { return base_type::data_d_; }
-    std::vector<queue_type> &get_devices() { return base_type::devices_; }
-    typename std::vector<queue_type>::size_type get_num_devices() const { return base_type::devices_.size(); }
-};
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_SYCL_MOCK_SYCL_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
new file mode 100644
index 000000000..283d14c25
--- /dev/null
+++ b/tests/backends/SYCL/sycl_csvm.cpp
@@ -0,0 +1,130 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functionality related to the SYCL backend.
+ */
+
+#include "backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/mock_sycl_csvm.hpp"
+
+#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
+#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
+
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"   // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/implementation_type.hpp"                              // plssvm::sycl_generic::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                           // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/kernel_function_types.hpp"                                                   // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                                                      // plssvm::parameter
+
+#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+//
+//// enumerate all floating point type and kernel combinations to test
+//using parameter_types = ::testing::Types<
+//    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
+//    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
+//    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
+//    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
+//    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
+//    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
+//
+//template <typename T>
+//class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM : public ::testing::Test {};
+//TYPED_TEST_SUITE(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, parameter_types, util::google_test::parameter_definition_to_name);
+//
+//// check whether the std::string <-> plssvm::sycl::kernel_invocation_type conversions are correct
+//TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, kernel_invocation_type) {
+//    // check conversions to std::string
+//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::automatic, "automatic");
+//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::nd_range, "nd_range");
+//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::hierarchical, "hierarchical");
+//    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::sycl_generic::kernel_invocation_type>(3), "unknown");
+//
+//    // check conversion from std::string
+//    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::sycl_generic::kernel_invocation_type::automatic);
+//    util::gtest_expect_string_to_enum_conversion("AUTOMATIC", plssvm::sycl_generic::kernel_invocation_type::automatic);
+//    util::gtest_expect_string_to_enum_conversion("nd_range", plssvm::sycl_generic::kernel_invocation_type::nd_range);
+//    util::gtest_expect_string_to_enum_conversion("ND_RANGE", plssvm::sycl_generic::kernel_invocation_type::nd_range);
+//    util::gtest_expect_string_to_enum_conversion("hierarchical", plssvm::sycl_generic::kernel_invocation_type::hierarchical);
+//    util::gtest_expect_string_to_enum_conversion("HIERARCHICAL", plssvm::sycl_generic::kernel_invocation_type::hierarchical);
+//    util::gtest_expect_string_to_enum_conversion<plssvm::sycl_generic::kernel_invocation_type>("foo");
+//}
+//
+//// check whether the std::string <-> plssvm::sycl_generic::implementation_type conversions are correct
+//TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, implementation_type) {
+//    // check conversions to std::string
+//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::automatic, "automatic");
+//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::dpcpp, "dpcpp");
+//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::hipsycl, "hipsycl");
+//    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::sycl_generic::implementation_type>(3), "unknown");
+//
+//    // check conversion from std::string
+//    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::sycl_generic::implementation_type::automatic);
+//    util::gtest_expect_string_to_enum_conversion("AUTOMATIC", plssvm::sycl_generic::implementation_type::automatic);
+//    util::gtest_expect_string_to_enum_conversion("dpcpp", plssvm::sycl_generic::implementation_type::dpcpp);
+//    util::gtest_expect_string_to_enum_conversion("DPCPP", plssvm::sycl_generic::implementation_type::dpcpp);
+//    util::gtest_expect_string_to_enum_conversion("dpc++", plssvm::sycl_generic::implementation_type::dpcpp);
+//    util::gtest_expect_string_to_enum_conversion("DPC++", plssvm::sycl_generic::implementation_type::dpcpp);
+//    util::gtest_expect_string_to_enum_conversion("hipsycl", plssvm::sycl_generic::implementation_type::hipsycl);
+//    util::gtest_expect_string_to_enum_conversion("hipSYCL", plssvm::sycl_generic::implementation_type::hipsycl);
+//    util::gtest_expect_string_to_enum_conversion<plssvm::sycl::implementation_type>("foo");
+//}
+//
+//// check whether the csvm factory function correctly creates a sycl::csvm
+//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, csvm_factory) {
+//    generic::csvm_factory_test<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm, typename TypeParam::real_type, plssvm::backend_type::sycl, plssvm::sycl_generic::implementation_type::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@>();
+//}
+//
+//// check whether writing the resulting model file is correct
+//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, write_model) {
+//    generic::write_model_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+//}
+//
+//// check whether the q vector is generated correctly
+//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, generate_q) {
+//    generic::generate_q_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+//}
+//
+//// check whether the nd_range device kernels are correct
+//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, device_kernel_nd_range) {
+//    generic::device_kernel_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel, plssvm::sycl_generic::kernel_invocation_type::nd_range>();
+//}
+//// check whether the hierarchical device kernels are correct
+//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, device_kernel_hierarchical) {
+//    generic::device_kernel_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel, plssvm::sycl_generic::kernel_invocation_type::hierarchical>();
+//}
+//
+//// check whether the correct labels are predicted
+//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, predict) {
+//    generic::predict_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+//}
+//
+//// check whether the accuracy calculation is correct
+//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, accuracy) {
+//    generic::accuracy_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
+//}
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_sycl_csvm;
+    using csvm_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@Backend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@BackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@Backend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@BackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/test.cpp b/tests/backends/SYCL/test.cpp
deleted file mode 100644
index 146f0c986..000000000
--- a/tests/backends/SYCL/test.cpp
+++ /dev/null
@@ -1,108 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the functionality related to the SYCL backend.
- */
-
-#include "backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/mock_sycl_csvm.hpp"
-
-#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
-
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"   // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/implementation_type.hpp"                              // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                           // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/kernel_types.hpp"                                                   // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                                                      // plssvm::parameter
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
-
-// enumerate all floating point type and kernel combinations to test
-using parameter_types = ::testing::Types<
-    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-
-template <typename T>
-class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM : public ::testing::Test {};
-TYPED_TEST_SUITE(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, parameter_types, util::google_test::parameter_definition_to_name);
-
-// check whether the std::string <-> plssvm::sycl::kernel_invocation_type conversions are correct
-TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, kernel_invocation_type) {
-    // check conversions to std::string
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::automatic, "automatic");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::nd_range, "nd_range");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::hierarchical, "hierarchical");
-    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::sycl_generic::kernel_invocation_type>(3), "unknown");
-
-    // check conversion from std::string
-    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::sycl_generic::kernel_invocation_type::automatic);
-    util::gtest_expect_string_to_enum_conversion("AUTOMATIC", plssvm::sycl_generic::kernel_invocation_type::automatic);
-    util::gtest_expect_string_to_enum_conversion("nd_range", plssvm::sycl_generic::kernel_invocation_type::nd_range);
-    util::gtest_expect_string_to_enum_conversion("ND_RANGE", plssvm::sycl_generic::kernel_invocation_type::nd_range);
-    util::gtest_expect_string_to_enum_conversion("hierarchical", plssvm::sycl_generic::kernel_invocation_type::hierarchical);
-    util::gtest_expect_string_to_enum_conversion("HIERARCHICAL", plssvm::sycl_generic::kernel_invocation_type::hierarchical);
-    util::gtest_expect_string_to_enum_conversion<plssvm::sycl_generic::kernel_invocation_type>("foo");
-}
-
-// check whether the std::string <-> plssvm::sycl_generic::implementation_type conversions are correct
-TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, implementation_type) {
-    // check conversions to std::string
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::automatic, "automatic");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::dpcpp, "dpcpp");
-    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::hipsycl, "hipsycl");
-    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::sycl_generic::implementation_type>(3), "unknown");
-
-    // check conversion from std::string
-    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::sycl_generic::implementation_type::automatic);
-    util::gtest_expect_string_to_enum_conversion("AUTOMATIC", plssvm::sycl_generic::implementation_type::automatic);
-    util::gtest_expect_string_to_enum_conversion("dpcpp", plssvm::sycl_generic::implementation_type::dpcpp);
-    util::gtest_expect_string_to_enum_conversion("DPCPP", plssvm::sycl_generic::implementation_type::dpcpp);
-    util::gtest_expect_string_to_enum_conversion("dpc++", plssvm::sycl_generic::implementation_type::dpcpp);
-    util::gtest_expect_string_to_enum_conversion("DPC++", plssvm::sycl_generic::implementation_type::dpcpp);
-    util::gtest_expect_string_to_enum_conversion("hipsycl", plssvm::sycl_generic::implementation_type::hipsycl);
-    util::gtest_expect_string_to_enum_conversion("hipSYCL", plssvm::sycl_generic::implementation_type::hipsycl);
-    util::gtest_expect_string_to_enum_conversion<plssvm::sycl::implementation_type>("foo");
-}
-
-// check whether the csvm factory function correctly creates a sycl::csvm
-TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, csvm_factory) {
-    generic::csvm_factory_test<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm, typename TypeParam::real_type, plssvm::backend_type::sycl, plssvm::sycl_generic::implementation_type::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@>();
-}
-
-// check whether writing the resulting model file is correct
-TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, write_model) {
-    generic::write_model_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the q vector is generated correctly
-TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, generate_q) {
-    generic::generate_q_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the nd_range device kernels are correct
-TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, device_kernel_nd_range) {
-    generic::device_kernel_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel, plssvm::sycl_generic::kernel_invocation_type::nd_range>();
-}
-// check whether the hierarchical device kernels are correct
-TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, device_kernel_hierarchical) {
-    generic::device_kernel_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel, plssvm::sycl_generic::kernel_invocation_type::hierarchical>();
-}
-
-// check whether the correct labels are predicted
-TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, predict) {
-    generic::predict_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
-
-// check whether the accuracy calculation is correct
-TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, accuracy) {
-    generic::accuracy_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-}
\ No newline at end of file

From 75e624ed2f0ac7cdc5d4a2e99bd31f7866cf241d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 09:32:21 +0100
Subject: [PATCH 0495/1010] Add constructor tests and replace fmt::print with
 std::cout << fmt::format.

---
 src/plssvm/backends/SYCL/csvm.cpp |  18 ++---
 tests/backends/SYCL/sycl_csvm.cpp | 128 +++++++++++++++++++-----------
 2 files changed, 89 insertions(+), 57 deletions(-)

diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index e21671c45..509b8ce96 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -55,22 +55,22 @@ void csvm::init(const target_platform target) {
             break;
         case target_platform::cpu:
         #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_nvidia:
         #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_amd:
         #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
         case target_platform::gpu_intel:
         #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform {} that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
         #endif
             break;
     }
@@ -95,9 +95,9 @@ void csvm::init(const target_platform target) {
 #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
         const auto sycl_compiler_version =  __SYCL_COMPILER_VERSION;
 #endif
-        fmt::print("Using SYCL ({}, {}) as backend with the kernel invocation type \"{}\" for the svm_kernel.\n", PLSSVM_SYCL_BACKEND_COMPILER_NAME, sycl_compiler_version, invocation_type_);
+        std::cout << fmt::format("Using SYCL ({}, {}) as backend with the kernel invocation type \"{}\" for the svm_kernel.\n", PLSSVM_SYCL_BACKEND_COMPILER_NAME, sycl_compiler_version, invocation_type_);
         if (target == target_platform::automatic) {
-            fmt::print("Using {} as automatic target platform.\n", used_target);
+            std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
         }
     }
 
@@ -108,11 +108,11 @@ void csvm::init(const target_platform target) {
 
     if (plssvm::verbose) {
         // print found SYCL devices
-        fmt::print("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
+        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            fmt::print("  [{}, {}]\n", device, devices_[device]->get_device().template get_info<detail::sycl::info::device::name>());
+            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device]->get_device().template get_info<detail::sycl::info::device::name>());
         }
-        fmt::print("\n");
+        std::cout << std::endl;
     }
 }
 
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
index 283d14c25..58597e61c 100644
--- a/tests/backends/SYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/sycl_csvm.cpp
@@ -14,6 +14,7 @@
 #include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"   // forward declaration and namespace alias
 #include "plssvm/backends/SYCL/implementation_type.hpp"                              // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                           // plssvm::sycl_generic::kernel_invocation_type
@@ -21,20 +22,8 @@
 #include "plssvm/parameter.hpp"                                                      // plssvm::parameter
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
-//
-//// enumerate all floating point type and kernel combinations to test
-//using parameter_types = ::testing::Types<
-//    util::google_test::parameter_definition<float, plssvm::kernel_type::linear>,
-//    util::google_test::parameter_definition<float, plssvm::kernel_type::polynomial>,
-//    util::google_test::parameter_definition<float, plssvm::kernel_type::rbf>,
-//    util::google_test::parameter_definition<double, plssvm::kernel_type::linear>,
-//    util::google_test::parameter_definition<double, plssvm::kernel_type::polynomial>,
-//    util::google_test::parameter_definition<double, plssvm::kernel_type::rbf>>;
-//
-//template <typename T>
-//class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM : public ::testing::Test {};
-//TYPED_TEST_SUITE(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, parameter_types, util::google_test::parameter_definition_to_name);
-//
+
+
 //// check whether the std::string <-> plssvm::sycl::kernel_invocation_type conversions are correct
 //TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, kernel_invocation_type) {
 //    // check conversions to std::string
@@ -72,40 +61,83 @@
 //    util::gtest_expect_string_to_enum_conversion("hipSYCL", plssvm::sycl_generic::implementation_type::hipsycl);
 //    util::gtest_expect_string_to_enum_conversion<plssvm::sycl::implementation_type>("foo");
 //}
-//
-//// check whether the csvm factory function correctly creates a sycl::csvm
-//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, csvm_factory) {
-//    generic::csvm_factory_test<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm, typename TypeParam::real_type, plssvm::backend_type::sycl, plssvm::sycl_generic::implementation_type::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@>();
-//}
-//
-//// check whether writing the resulting model file is correct
-//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, write_model) {
-//    generic::write_model_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-//}
-//
-//// check whether the q vector is generated correctly
-//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, generate_q) {
-//    generic::generate_q_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-//}
-//
-//// check whether the nd_range device kernels are correct
-//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, device_kernel_nd_range) {
-//    generic::device_kernel_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel, plssvm::sycl_generic::kernel_invocation_type::nd_range>();
-//}
-//// check whether the hierarchical device kernels are correct
-//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, device_kernel_hierarchical) {
-//    generic::device_kernel_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel, plssvm::sycl_generic::kernel_invocation_type::hierarchical>();
-//}
-//
-//// check whether the correct labels are predicted
-//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, predict) {
-//    generic::predict_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-//}
-//
-//// check whether the accuracy calculation is correct
-//TYPED_TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, accuracy) {
-//    generic::accuracy_test<mock_sycl_csvm, typename TypeParam::real_type, TypeParam::kernel>();
-//}
+
+class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
+
+// check whether the constructor correctly fails when using an incompatible target platform
+TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
+}
+TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
+    // create parameter struct
+    const plssvm::parameter params{};
+
+    // every target is allowed for SYCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
+    // every target is allowed for SYCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
+#else
+    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
 
 template <typename T, plssvm::kernel_function_type kernel>
 struct csvm_test_type {

From 618aab0fc34775206ecb3b5f797dcc2974d19366 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 10:11:50 +0100
Subject: [PATCH 0496/1010] Fix a bug where the pos parameter had no effect on
 the start position of the copied range.

---
 src/plssvm/backends/SYCL/detail/device_ptr.cpp | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index 8a38edb33..c5e018e00 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -63,18 +63,18 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
         PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
         PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
 
-        const size_type rcount = std::min(count, size_ - pos);
-        queue_->copy(data_to_copy, data_, rcount).wait();
-    }
+    const size_type rcount = std::min(count, size_ - pos);
+    queue_->copy(data_to_copy, data_ + pos, rcount).wait();
+}
 
     template <typename T>
     void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
         PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
         PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
 
-        const size_type rcount = std::min(count, size_ - pos);
-        queue_->copy(data_, buffer, rcount).wait();
-    }
+    const size_type rcount = std::min(count, size_ - pos);
+    queue_->copy(data_ + pos, buffer, rcount).wait();
+}
 
     template class device_ptr<float>;
     template class device_ptr<double>;

From 4db8ed75028dc7a55221777018400fa908e9df9b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 10:12:20 +0100
Subject: [PATCH 0497/1010] Add exception and device_ptr SYCL tests.

---
 .../backends/SYCL/detail/device_ptr.cpp       | 78 ++++++++++---------
 tests/backends/SYCL/CMakeLists.txt            |  7 +-
 tests/backends/SYCL/detail/device_ptr.cpp     | 39 ++++++++++
 tests/backends/SYCL/exceptions.cpp            | 25 ++++++
 tests/backends/SYCL/sycl_csvm.cpp             |  8 +-
 5 files changed, 114 insertions(+), 43 deletions(-)
 create mode 100644 tests/backends/SYCL/detail/device_ptr.cpp
 create mode 100644 tests/backends/SYCL/exceptions.cpp

diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index c5e018e00..5f99c68cf 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -21,62 +21,64 @@
 
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
-    template <typename T>
-    device_ptr<T>::device_ptr(const size_type size, const std::unique_ptr<detail::sycl::queue> &queue) :
-        base_type{ size, queue.get() } {
-        data_ = detail::sycl::malloc_device<value_type>(size_, *queue_);
-    }
+template <typename T>
+device_ptr<T>::device_ptr(const size_type size, const std::unique_ptr<detail::sycl::queue> &queue) :
+    base_type{ size, queue.get() } {
+    data_ = detail::sycl::malloc_device<value_type>(size_, *queue_);
+}
 
-    template <typename T>
-    device_ptr<T>::~device_ptr() {
-        if (queue_ != nullptr) {
-            detail::sycl::free(static_cast<void *>(data_), *queue_);
-        }
+template <typename T>
+device_ptr<T>::~device_ptr() {
+    if (queue_ != nullptr) {
+        detail::sycl::free(static_cast<void *>(data_), *queue_);
     }
+}
 
-    template <typename T>
-    void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
-        PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
-        PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
+template <typename T>
+void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
 
-        if (pos >= size_) {
-            throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
-        }
-        const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
-        queue_->memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
+    if (pos >= size_) {
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
+    const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
+    queue_->memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
+}
 
-    template <typename T>
-    void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
-        PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
-        PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
+template <typename T>
+void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
 
-        if (pos >= size_) {
-            throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
-        }
-        const size_type rcount = std::min(count, size_ - pos);
-        queue_->fill(static_cast<void*>(data_ + pos), value, rcount).wait();
+    if (pos >= size_) {
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
+    const size_type rcount = std::min(count, size_ - pos);
+    queue_->fill(static_cast<void*>(data_ + pos), value, rcount).wait();
+}
 
-    template <typename T>
-    void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
-        PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
-        PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
+template <typename T>
+void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid host pointer for the data to copy!");
+    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
 
     const size_type rcount = std::min(count, size_ - pos);
     queue_->copy(data_to_copy, data_ + pos, rcount).wait();
 }
 
-    template <typename T>
-    void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
-        PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
-        PLSSVM_ASSERT(data_ != nullptr, "Invalid USM data pointer!");
+template <typename T>
+void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid host pointer for the data to copy!");
+    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
 
     const size_type rcount = std::min(count, size_ - pos);
     queue_->copy(data_ + pos, buffer, rcount).wait();
 }
 
-    template class device_ptr<float>;
-    template class device_ptr<double>;
+template class device_ptr<float>;
+template class device_ptr<double>;
 
 }  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
\ No newline at end of file
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 7e40dfbd4..e90386fc6 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -10,12 +10,17 @@ set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
 
 # function to register the available SYCL implementations for the SYCL tests
 function(create_sycl_tests include_name namespace_name)
+    # TODO: no copy-paste
     configure_file(${CMAKE_CURRENT_LIST_DIR}/mock_sycl_csvm.hpp "${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/mock_sycl_csvm.hpp")
     configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
+    configure_file(${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp)
+    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
 
     # add test executable
     add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
+            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
 
     if("${namespace_name}" STREQUAL "hipsycl")
         target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
new file mode 100644
index 000000000..b699c87af
--- /dev/null
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -0,0 +1,39 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the OpenCL backend device pointer.
+ */
+
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
+
+#include "backends/generic_device_ptr_tests.h"
+
+#include "sycl/sycl.hpp"  // sycl::queue
+
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+
+#include <memory>  // std::unique_ptr
+
+template <typename T>
+struct device_ptr_test_type {
+    using device_ptr_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::device_ptr<T>;
+    using queue_type = std::unique_ptr<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::sycl::queue>;
+
+    static const queue_type &default_queue() {
+        static queue_type queue = std::make_unique<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::sycl::queue>();
+        return queue;
+    }
+};
+
+using device_ptr_test_types = ::testing::Types<
+    device_ptr_test_type<float>,
+    device_ptr_test_type<double>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, DevicePtr, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/exceptions.cpp b/tests/backends/SYCL/exceptions.cpp
new file mode 100644
index 000000000..a22f2d4eb
--- /dev/null
+++ b/tests/backends/SYCL/exceptions.cpp
@@ -0,0 +1,25 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom exception classes related to the OpenCL backend.
+ */
+
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"  // plssvm::hip::backend_exception
+
+#include "backends/generic_exceptions_tests.hpp"  // Exception
+
+#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+
+#include <string_view>  // std::string_view
+
+struct exception_test_type {
+    using exception_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception;
+    static constexpr std::string_view name = "@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception";
+};
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, Exception, exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
index 58597e61c..4a6d24fe3 100644
--- a/tests/backends/SYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/sycl_csvm.cpp
@@ -156,7 +156,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@Backend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@BackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@Backend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@BackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file

From 1af8530e7077149bd21397cbfe2113b371886578 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 10:35:16 +0100
Subject: [PATCH 0498/1010] Add tests for the SYCL specific enum classes.

---
 tests/backends/SYCL/CMakeLists.txt            |  4 +-
 tests/backends/SYCL/implementation_type.cpp   | 49 +++++++++++++++++++
 .../backends/SYCL/kernel_invocation_type.cpp  | 47 ++++++++++++++++++
 3 files changed, 99 insertions(+), 1 deletion(-)
 create mode 100644 tests/backends/SYCL/implementation_type.cpp
 create mode 100644 tests/backends/SYCL/kernel_invocation_type.cpp

diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index e90386fc6..21a73e0bd 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -20,7 +20,9 @@ function(create_sycl_tests include_name namespace_name)
     add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
+            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp)
 
     if("${namespace_name}" STREQUAL "hipsycl")
         target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
new file mode 100644
index 000000000..109db0baf
--- /dev/null
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -0,0 +1,49 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for functions related to the different SYCL implementation types.
+*/
+
+#include "plssvm/backends/SYCL/implementation_type.hpp"
+
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
+
+#include <sstream>  // std::istringstream
+
+// check whether the plssvm::sycl_generic::implementation_type -> std::string conversions are correct
+TEST(ImplementationType, to_string) {
+   // check conversions to std::string
+   EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::implementation_type::automatic), "automatic");
+   EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::implementation_type::hipsycl), "hipsycl");
+   EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::implementation_type::dpcpp), "dpcpp");
+}
+TEST(ImplementationType, to_string_unknown) {
+   // check conversions to std::string from unknown file_format_type
+   EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl_generic::implementation_type>(3)), "unknown");
+}
+
+// check whether the std::string -> plssvm::sycl_generic::implementation_type conversions are correct
+TEST(ImplementationType, from_string) {
+   // check conversion from std::string
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("automatic"), plssvm::sycl_generic::implementation_type::automatic);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("AUTOMATIC"), plssvm::sycl_generic::implementation_type::automatic);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("hipsycl"), plssvm::sycl_generic::implementation_type::hipsycl);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("hipSYCL"), plssvm::sycl_generic::implementation_type::hipsycl);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("dpcpp"), plssvm::sycl_generic::implementation_type::dpcpp);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("DPCPP"), plssvm::sycl_generic::implementation_type::dpcpp);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("dpc++"), plssvm::sycl_generic::implementation_type::dpcpp);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("DPC++"), plssvm::sycl_generic::implementation_type::dpcpp);
+}
+TEST(ImplementationType, from_string_unknown) {
+   // foo isn't a valid file_format_type
+   std::istringstream input{ "foo" };
+   plssvm::sycl_generic::implementation_type impl;
+   input >> impl;
+   EXPECT_TRUE(input.fail());
+}
diff --git a/tests/backends/SYCL/kernel_invocation_type.cpp b/tests/backends/SYCL/kernel_invocation_type.cpp
new file mode 100644
index 000000000..eb4ad38f4
--- /dev/null
+++ b/tests/backends/SYCL/kernel_invocation_type.cpp
@@ -0,0 +1,47 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for functions related to the different SYCL kernel invocation types.
+ */
+
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
+
+#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
+
+#include <sstream>  // std::istringstream
+
+// check whether the plssvm::sycl_generic::kernel_invocation_type -> std::string conversions are correct
+TEST(KernelInvocationType, to_string) {
+    // check conversions to std::string
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::kernel_invocation_type::automatic), "automatic");
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::kernel_invocation_type::nd_range), "nd_range");
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::kernel_invocation_type::hierarchical), "hierarchical");
+}
+TEST(KernelInvocationType, to_string_unknown) {
+    // check conversions to std::string from unknown file_format_type
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl_generic::kernel_invocation_type>(3)), "unknown");
+}
+
+// check whether the std::string -> plssvm::sycl_generic::kernel_invocation_type conversions are correct
+TEST(KernelInvocationType, from_string) {
+    // check conversion from std::string
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("automatic"), plssvm::sycl_generic::kernel_invocation_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("AUTOMATIC"), plssvm::sycl_generic::kernel_invocation_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("nd_range"), plssvm::sycl_generic::kernel_invocation_type::nd_range);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("ND_RANGE"), plssvm::sycl_generic::kernel_invocation_type::nd_range);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("hierarchical"), plssvm::sycl_generic::kernel_invocation_type::hierarchical);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("HIERARCHICAL"), plssvm::sycl_generic::kernel_invocation_type::hierarchical);
+}
+TEST(KernelInvocationType, from_string_unknown) {
+    // foo isn't a valid file_format_type
+    std::istringstream input{ "foo" };
+    plssvm::sycl_generic::kernel_invocation_type invocation_type;
+    input >> invocation_type;
+    EXPECT_TRUE(input.fail());
+}

From 0886e7a219522b1dde2ca22ac18eae0b73c3c524 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 10:44:03 +0100
Subject: [PATCH 0499/1010] Remove unused tests.

---
 tests/backends/SYCL/sycl_csvm.cpp | 39 -------------------------------
 1 file changed, 39 deletions(-)

diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
index 4a6d24fe3..9096c2118 100644
--- a/tests/backends/SYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/sycl_csvm.cpp
@@ -23,45 +23,6 @@
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
 
-
-//// check whether the std::string <-> plssvm::sycl::kernel_invocation_type conversions are correct
-//TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, kernel_invocation_type) {
-//    // check conversions to std::string
-//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::automatic, "automatic");
-//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::nd_range, "nd_range");
-//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::kernel_invocation_type::hierarchical, "hierarchical");
-//    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::sycl_generic::kernel_invocation_type>(3), "unknown");
-//
-//    // check conversion from std::string
-//    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::sycl_generic::kernel_invocation_type::automatic);
-//    util::gtest_expect_string_to_enum_conversion("AUTOMATIC", plssvm::sycl_generic::kernel_invocation_type::automatic);
-//    util::gtest_expect_string_to_enum_conversion("nd_range", plssvm::sycl_generic::kernel_invocation_type::nd_range);
-//    util::gtest_expect_string_to_enum_conversion("ND_RANGE", plssvm::sycl_generic::kernel_invocation_type::nd_range);
-//    util::gtest_expect_string_to_enum_conversion("hierarchical", plssvm::sycl_generic::kernel_invocation_type::hierarchical);
-//    util::gtest_expect_string_to_enum_conversion("HIERARCHICAL", plssvm::sycl_generic::kernel_invocation_type::hierarchical);
-//    util::gtest_expect_string_to_enum_conversion<plssvm::sycl_generic::kernel_invocation_type>("foo");
-//}
-//
-//// check whether the std::string <-> plssvm::sycl_generic::implementation_type conversions are correct
-//TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@_CSVM, implementation_type) {
-//    // check conversions to std::string
-//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::automatic, "automatic");
-//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::dpcpp, "dpcpp");
-//    util::gtest_expect_enum_to_string_string_conversion(plssvm::sycl_generic::implementation_type::hipsycl, "hipsycl");
-//    util::gtest_expect_enum_to_string_string_conversion(static_cast<plssvm::sycl_generic::implementation_type>(3), "unknown");
-//
-//    // check conversion from std::string
-//    util::gtest_expect_string_to_enum_conversion("automatic", plssvm::sycl_generic::implementation_type::automatic);
-//    util::gtest_expect_string_to_enum_conversion("AUTOMATIC", plssvm::sycl_generic::implementation_type::automatic);
-//    util::gtest_expect_string_to_enum_conversion("dpcpp", plssvm::sycl_generic::implementation_type::dpcpp);
-//    util::gtest_expect_string_to_enum_conversion("DPCPP", plssvm::sycl_generic::implementation_type::dpcpp);
-//    util::gtest_expect_string_to_enum_conversion("dpc++", plssvm::sycl_generic::implementation_type::dpcpp);
-//    util::gtest_expect_string_to_enum_conversion("DPC++", plssvm::sycl_generic::implementation_type::dpcpp);
-//    util::gtest_expect_string_to_enum_conversion("hipsycl", plssvm::sycl_generic::implementation_type::hipsycl);
-//    util::gtest_expect_string_to_enum_conversion("hipSYCL", plssvm::sycl_generic::implementation_type::hipsycl);
-//    util::gtest_expect_string_to_enum_conversion<plssvm::sycl::implementation_type>("foo");
-//}
-
 class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
 
 // check whether the constructor correctly fails when using an incompatible target platform

From 4321a06dcbf5348b43ce84070ed07877d89d6fab Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 10:51:32 +0100
Subject: [PATCH 0500/1010] Add a utility test for the SYCL backend.

---
 tests/backends/SYCL/CMakeLists.txt     |  2 ++
 tests/backends/SYCL/detail/utility.cpp | 26 ++++++++++++++++++++++++++
 2 files changed, 28 insertions(+)
 create mode 100644 tests/backends/SYCL/detail/utility.cpp

diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 21a73e0bd..4fcda7ea8 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -15,12 +15,14 @@ function(create_sycl_tests include_name namespace_name)
     configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
     configure_file(${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp)
     configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
+    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp)
 
     # add test executable
     add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp
             ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
             ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp)
 
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
new file mode 100644
index 000000000..d17fa5c56
--- /dev/null
+++ b/tests/backends/SYCL/detail/utility.cpp
@@ -0,0 +1,26 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for the custom utility functions related to the SYCL backend.
+*/
+
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"
+#include "plssvm/target_platforms.hpp"
+
+#include "sycl/sycl.hpp"
+
+#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
+
+TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Utility, get_device_list) {
+    const auto &[queues, actual_target] = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::get_device_list(plssvm::target_platform::automatic);
+    // at least one queue must be provided
+    EXPECT_FALSE(queues.empty());
+    // the returned target must not be the automatic one
+    EXPECT_NE(actual_target, plssvm::target_platform::automatic);
+}
\ No newline at end of file

From 35836b5768bd949bf21264a62ed109f804170b4b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 11:24:28 +0100
Subject: [PATCH 0501/1010] Fix some compiler warnings.

---
 include/plssvm/backend_types.hpp            | 1 -
 include/plssvm/csvm.hpp                     | 1 -
 include/plssvm/default_value.hpp            | 1 -
 tests/detail/io/libsvm_model_parsing.cpp    | 4 ++--
 tests/detail/io/scaling_factors_parsing.cpp | 3 ---
 5 files changed, 2 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index 3a38e5abb..2e53b16ea 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -157,7 +157,6 @@ struct csvm_to_backend_type : detail::csvm_to_backend_type<detail::remove_cvref_
 /**
  * @brief Get the `plssvm::backend_type` of the C-SVM class of type @p T. Ignores all const, volatile, and reference qualifiers.
  * @details A shorthand for `plssvm::csvm_to_backend_type::value`.
- * @tparam T the type of the C-SVM to get the backend type from
  */
 template <typename T>
 constexpr backend_type csvm_to_backend_type_v = csvm_to_backend_type<T>::value;
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 246344c7e..81817d0ae 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -370,7 +370,6 @@ struct csvm_backend_exists : detail::csvm_backend_exists<detail::remove_cvref_t<
 
 /**
  * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any const, volatile, and reference qualifiers.
- * @tparam T the type of the C-SVM
  */
 template <typename T>
 constexpr bool csvm_backend_exists_v = csvm_backend_exists<T>::value;
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 4274e1fa9..35de7c3c4 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -326,7 +326,6 @@ struct is_default_value : detail::is_default_value<std::remove_cv_t<std::remove_
 /**
  * @brief Test whether the given type @p T is of type `plssvm::default_value`.
  * @details A shorthand for `plssvm::is_default_value<T>::value`.
- * @tparam T the type to check whether it is a `plssvm::default_value`
  */
 template <typename T>
 constexpr bool is_default_value_v = is_default_value<T>::value;
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 5e9cb08c0..dc0fe78a6 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -89,9 +89,9 @@ TYPED_TEST(LIBSVMModelHeaderParseValid, read_polynomial) {
     EXPECT_FALSE(params.degree.is_default());
     EXPECT_EQ(params.degree.value(), 2);
     EXPECT_FALSE(params.gamma.is_default());
-    EXPECT_FLOATING_POINT_EQ(params.gamma.value(), real_type{ 0.25 });
+    EXPECT_FLOATING_POINT_EQ(params.gamma.value(), 0.25);
     EXPECT_FALSE(params.coef0.is_default());
-    EXPECT_FLOATING_POINT_EQ(params.coef0.value(), real_type{ 1.5 });
+    EXPECT_FLOATING_POINT_EQ(params.coef0.value(), 1.5);
     EXPECT_TRUE(params.cost.is_default());
     // check remaining values
     EXPECT_FLOATING_POINT_EQ(rho, real_type{ 0.37330625882191915 });
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index 8ffe8958d..cbebdbfb5 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -184,9 +184,6 @@ TYPED_TEST(ScalingFactorsRead, invalid_number) {
 
 TYPED_TEST(ScalingFactorsReadDeathTest, invalid_file_reader) {
     using real_type = TypeParam;
-    // define data to write
-    const std::pair<real_type, real_type> interval{ -1.5, 1.5 };
-    const std::vector<factors_type<real_type>> scaling_factors{ factors_type<real_type>{} };  // at least one scaling factor must be given!
 
     // create temporary file containing the scaling factors
     const plssvm::detail::io::file_reader reader{};

From 3df6f543dc3f727794cd6397c4f712d7a194c9ae Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 11:31:15 +0100
Subject: [PATCH 0502/1010] Fix some compiler warnings.

---
 CMakeLists.txt               | 6 ++++--
 include/plssvm/parameter.hpp | 2 --
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index d949d109a..3bd623e26 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -62,8 +62,10 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor -Wsuggest-override -Wextra-semi -Wunreachable-code -Wuninitialized>
-        $<$<CXX_COMPILER_ID:GNU>:-Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
+        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-equal
+                                       -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
+                                       -Wextra-semi -Wunreachable-code -Wuninitialized>
+        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
         $<$<CXX_COMPILER_ID:MSVC>:/W4>
         )
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 2dbeab689..5c380ac87 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -52,14 +52,12 @@ namespace detail {
 
 /**
  * @brief Trait to check whether @p Args only contains named-parameter.
- * @tparam Args the types to check
  */
 template <typename... Args>
 constexpr bool has_only_named_args_v = !igor::has_unnamed_arguments<Args...>();
 
 /**
  * @brief Trait to check whether @p Args only contains named-parameter that can be used to initialize a `plssvm::parameter` struct.
- * @tparam Args the types to check
  */
 template <typename... Args>
 constexpr bool has_only_parameter_named_args_v = !igor::has_other_than<Args...>(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost);

From 0de28ac390bcfa066f4ae39622b258d001313a8d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 12:04:09 +0100
Subject: [PATCH 0503/1010] Revert error.

---
 CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 3bd623e26..c5e94aee3 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -62,7 +62,7 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-equal
+        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
                                        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
                                        -Wextra-semi -Wunreachable-code -Wuninitialized>
         $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>

From 83aa4711915ae95258d3e293381cbebcbdff98a1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 13:34:37 +0100
Subject: [PATCH 0504/1010] Remove the hack used (and previously needed) to
 forward declare the sycl::queue (since the "sycl/sycl.hpp" header must not be
 included in any public header).

---
 include/plssvm/backends/SYCL/csvm.hpp         |  6 ++--
 .../plssvm/backends/SYCL/detail/constants.hpp | 25 +--------------
 .../backends/SYCL/detail/device_ptr.hpp       | 10 +++---
 include/plssvm/backends/SYCL/detail/queue.hpp | 20 ++++++++++++
 .../backends/SYCL/detail/queue_impl.hpp       | 26 ++++++++++++++++
 .../plssvm/backends/SYCL/detail/utility.hpp   |  8 +++--
 src/plssvm/backends/SYCL/CMakeLists.txt       |  3 +-
 src/plssvm/backends/SYCL/csvm.cpp             | 29 +++++++++--------
 .../backends/SYCL/detail/device_ptr.cpp       | 28 +++++++++--------
 src/plssvm/backends/SYCL/detail/utility.cpp   | 31 ++++++++++++-------
 src/plssvm/backends/gpu_device_ptr.cpp        | 12 +++----
 tests/backends/SYCL/detail/device_ptr.cpp     |  6 ++--
 12 files changed, 124 insertions(+), 80 deletions(-)
 create mode 100644 include/plssvm/backends/SYCL/detail/queue.hpp
 create mode 100644 include/plssvm/backends/SYCL/detail/queue_impl.hpp

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 732353548..5b6424e24 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -20,6 +20,8 @@
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                                        // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                                                           // plssvm::detail::gpu_csvm
 
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
+
 #include <memory>   // std::unique_ptr
 #include <utility>  // std::forward
 
@@ -41,11 +43,11 @@ namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
  * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
  *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
  */
-class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, std::unique_ptr<detail::sycl::queue>> {
+class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
   protected:
     // protected for the test MOCK class
     /// The template base type of the SYCL C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, std::unique_ptr<detail::sycl::queue>>;
+    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
 
     using base_type::devices_;
 
diff --git a/include/plssvm/backends/SYCL/detail/constants.hpp b/include/plssvm/backends/SYCL/detail/constants.hpp
index 1cd980c81..230ab8647 100644
--- a/include/plssvm/backends/SYCL/detail/constants.hpp
+++ b/include/plssvm/backends/SYCL/detail/constants.hpp
@@ -19,27 +19,4 @@
 /**
  * @brief Macro identifying the used SYCL compiler as [DPC++](https://github.com/intel/llvm).
  */
-#define PLSSVM_SYCL_BACKEND_COMPILER_DPCPP 0
-
-
-// forward declare sycl::queue from hipsycl namespace and create global ::hipsycl namespace
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-namespace hipsycl::sycl {
-class queue;
-}
-namespace plssvm::hipsycl::detail {
-    using namespace ::hipsycl;
-}
-#endif
-
-// forward declare sycl::queue from DPC++ namespace and create global ::dpcpp namespace
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-inline namespace cl {
-namespace sycl {
-class queue;
-}
-}
-namespace plssvm::dpcpp::detail {
-    using namespace cl;
-}
-#endif
\ No newline at end of file
+#define PLSSVM_SYCL_BACKEND_COMPILER_DPCPP 0
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
index d8c6549bc..8159f4dd0 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
@@ -14,7 +14,7 @@
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp" // forward declaration and namespace alias
 #include "plssvm/backends/gpu_device_ptr.hpp"                                                    // plssvm::detail::gpu_device_ptr
 
-#include "sycl/sycl.hpp"  // sycl::queue
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
 
 namespace plssvm {
 
@@ -27,9 +27,9 @@ namespace detail {
  * @tparam T the type of the kernel pointer to wrap
  */
 template <typename T>
-class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, detail::sycl::queue *> {
+class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
     /// The template base type of the OpenCL device_ptr class.
-    using base_type = ::plssvm::detail::gpu_device_ptr<T, detail::sycl::queue *>;
+    using base_type = ::plssvm::detail::gpu_device_ptr<T, queue>;
 
     using base_type::data_;
     using base_type::queue_;
@@ -56,9 +56,9 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, detail::sycl::queu
     /**
      * @brief Allocates `size * sizeof(T)` bytes on the device associated with @p queue.
      * @param[in] size the number of elements represented by the device_ptr
-     * @param[in] queue the associated SYCL queue
+     * @param[in] q the associated SYCL queue
      */
-    device_ptr(size_type size, const std::unique_ptr<detail::sycl::queue>& queue);
+    device_ptr(size_type size, const queue& q);
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
diff --git a/include/plssvm/backends/SYCL/detail/queue.hpp b/include/plssvm/backends/SYCL/detail/queue.hpp
new file mode 100644
index 000000000..639fc6564
--- /dev/null
+++ b/include/plssvm/backends/SYCL/detail/queue.hpp
@@ -0,0 +1,20 @@
+//
+// Created by breyerml on 02.12.22.
+//
+
+#ifndef PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
+#define PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
+
+#include <memory>
+
+namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
+
+class queue {
+  public:
+    struct queue_impl;
+    std::shared_ptr<queue_impl> impl{};
+};
+
+}  // namespace plssvm::sycl::detail
+
+#endif  // PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
diff --git a/include/plssvm/backends/SYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/detail/queue_impl.hpp
new file mode 100644
index 000000000..adb2c4545
--- /dev/null
+++ b/include/plssvm/backends/SYCL/detail/queue_impl.hpp
@@ -0,0 +1,26 @@
+//
+// Created by breyerml on 02.12.22.
+//
+
+#ifndef PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
+#define PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
+
+#include "plssvm/backends/SYCL/detail/queue.hpp"
+
+#include "sycl/sycl.hpp"
+
+#include <utility>
+
+namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
+
+struct queue::queue_impl {
+
+    template <typename ... Args>
+    queue_impl(Args... args) : sycl_queue{ std::forward<Args>(args)... } {}
+
+    ::sycl::queue sycl_queue;
+};
+
+}  // namespace plssvm::sycl::detail
+
+#endif  // PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/detail/utility.hpp
index 261e3aeb7..b19a749a9 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/detail/utility.hpp
@@ -14,6 +14,8 @@
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp" // forward declaration and namespace alias
 #include "plssvm/target_platforms.hpp"                                                           // plssvm::target_platform
 
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
+
 #include <memory>   // std::unique_ptr
 #include <utility>  // std::pair
 #include <vector>   // std::vector
@@ -36,12 +38,12 @@ namespace detail {
  * @param[in] target the target platform for which the devices must match
  * @return the devices and used target platform (`[[nodiscard]]`)
  */
-[[nodiscard]] std::pair<std::vector<std::unique_ptr<detail::sycl::queue>>, target_platform> get_device_list(target_platform target);
+[[nodiscard]] std::pair<std::vector<queue>, target_platform> get_device_list(target_platform target);
 /**
  * @brief Wait for the compute device associated with @p queue to finish.
- * @param[in] queue the SYCL queue to synchronize
+ * @param[in] q the SYCL queue to synchronize
  */
-void device_synchronize(detail::sycl::queue &queue);
+void device_synchronize(queue &q);
 
 }  // namespace detail
 }  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index 6a5f34325..72d722744 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -20,7 +20,8 @@ set(PLSSVM_SYCL_SOURCES
 )
 # explicitly set header for configuration
 set(PLSSVM_SYCL_INCLUDES
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/constants.hpp
+    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/queue.hpp
+    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/queue_impl.hpp
     ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/device_ptr.hpp
     ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/utility.hpp
     ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/csvm.hpp
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index 509b8ce96..13a652778 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -25,6 +25,8 @@
 #include "plssvm/parameter.hpp"                                                                    // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                                                             // plssvm::target_platform
 
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
@@ -110,7 +112,7 @@ void csvm::init(const target_platform target) {
         // print found SYCL devices
         std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device]->get_device().template get_info<detail::sycl::info::device::name>());
+            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<detail::sycl::info::device::name>());
         }
         std::cout << std::endl;
     }
@@ -129,7 +131,8 @@ csvm::~csvm() {
 }
 
 void csvm::device_synchronize(const queue_type &queue) const {
-    detail::device_synchronize(*queue);
+    queue_type& q = const_cast<queue_type&>(queue);
+    detail::device_synchronize(q);
 }
 
 template <std::size_t I>
@@ -168,19 +171,19 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
 }
 
 template <typename real_type>
-void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
+void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
     constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
+            devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device]->parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -193,7 +196,7 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
     const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device]->submit([&](detail::sycl::handler &cgh) {
+            devices_[device].impl->sycl_queue.submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
@@ -203,7 +206,7 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device]->submit([&](detail::sycl::handler &cgh) {
+            devices_[device].impl->sycl_queue.submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
@@ -213,7 +216,7 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device]->submit([&](detail::sycl::handler &cgh) {
+            devices_[device].impl->sycl_queue.submit([&](detail::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
@@ -229,8 +232,8 @@ template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::exe
 
 
 template <typename real_type>
-void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
-    devices_[device]->parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
+void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
+    devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
@@ -244,11 +247,11 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
         case kernel_function_type::linear:
             break;
         case kernel_function_type::polynomial:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
 
             break;
         case kernel_function_type::rbf:
-            devices_[0]->parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index 5f99c68cf..aad54bb46 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -13,6 +13,8 @@
 #include "plssvm/backends/gpu_device_ptr.hpp"                                       // plssvm::detail::gpu_device_ptr
 #include "plssvm/detail/assert.hpp"                                                 // PLSSVM_ASSERT
 
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+
 #include "fmt/core.h"     // fmt::format
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
 
@@ -22,60 +24,60 @@
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
 template <typename T>
-device_ptr<T>::device_ptr(const size_type size, const std::unique_ptr<detail::sycl::queue> &queue) :
-    base_type{ size, queue.get() } {
-    data_ = detail::sycl::malloc_device<value_type>(size_, *queue_);
+device_ptr<T>::device_ptr(const size_type size, const queue &q) :
+    base_type{ size, q } {
+    data_ = detail::sycl::malloc_device<value_type>(size_, queue_.impl->sycl_queue);
 }
 
 template <typename T>
 device_ptr<T>::~device_ptr() {
-    if (queue_ != nullptr) {
-        detail::sycl::free(static_cast<void *>(data_), *queue_);
+    if (queue_.impl != nullptr) {
+        detail::sycl::free(static_cast<void *>(data_), queue_.impl->sycl_queue);
     }
 }
 
 template <typename T>
 void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
-    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
-    queue_->memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
+    queue_.impl->sycl_queue.memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
 }
 
 template <typename T>
 void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
-    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rcount = std::min(count, size_ - pos);
-    queue_->fill(static_cast<void*>(data_ + pos), value, rcount).wait();
+    queue_.impl->sycl_queue.fill(static_cast<void*>(data_ + pos), value, rcount).wait();
 }
 
 template <typename T>
 void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
     PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid host pointer for the data to copy!");
-    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     const size_type rcount = std::min(count, size_ - pos);
-    queue_->copy(data_to_copy, data_ + pos, rcount).wait();
+    queue_.impl->sycl_queue.copy(data_to_copy, data_ + pos, rcount).wait();
 }
 
 template <typename T>
 void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
     PLSSVM_ASSERT(buffer != nullptr, "Invalid host pointer for the data to copy!");
-    PLSSVM_ASSERT(queue_ != nullptr, "Invalid sycl::queue!");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     const size_type rcount = std::min(count, size_ - pos);
-    queue_->copy(data_ + pos, buffer, rcount).wait();
+    queue_.impl->sycl_queue.copy(data_ + pos, buffer, rcount).wait();
 }
 
 template class device_ptr<float>;
diff --git a/src/plssvm/backends/SYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/detail/utility.cpp
index f1e9463f8..66e840a5c 100644
--- a/src/plssvm/backends/SYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/detail/utility.cpp
@@ -12,6 +12,8 @@
 #include "plssvm/detail/string_utility.hpp"                                         // sycl::detail::to_lower_case, sycl::detail::contains
 #include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
 
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info, sycl::gpu_selector
 
 #include <memory>   // std::unique_ptr, std::make_unique
@@ -21,18 +23,21 @@
 
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
-[[nodiscard]] std::vector<std::unique_ptr<detail::sycl::queue>> get_device_list_impl(const target_platform target) {
-    std::vector<std::unique_ptr<detail::sycl::queue>> target_devices;
+[[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
+    std::vector<queue> target_devices;
     for (const detail::sycl::platform &platform : detail::sycl::platform::get_platforms()) {
         for (const detail::sycl::device &device : platform.get_devices()) {
             if (target == target_platform::cpu && device.is_cpu()) {
 #if defined(PLSSVM_HAS_CPU_TARGET)
                 // select CPU device
-                target_devices.emplace_back(std::make_unique<detail::sycl::queue>(device, detail::sycl::property::queue::in_order()));
+                detail::queue q;
+                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                target_devices.emplace_back(std::move(q));
 #endif
             } else {
                 // must be a GPU device
                 if (device.is_gpu()) {
+                    detail::queue q{ };
                     // get vendor name of current GPU device
                     std::string vendor_string = device.get_info<detail::sycl::info::device::vendor>();
                     // convert vendor name to lower case
@@ -45,14 +50,16 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 #if defined(PLSSVM_HAS_NVIDIA_TARGET)
                         case target_platform::gpu_nvidia:
                             if (::plssvm::detail::contains(vendor_string, "nvidia")) {
-                                target_devices.emplace_back(std::make_unique<detail::sycl::queue>(device, detail::sycl::property::queue::in_order()));
+                                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                target_devices.emplace_back(std::move(q));
                             }
                             break;
 #endif
 #if defined(PLSSVM_HAS_AMD_TARGET)
                         case target_platform::gpu_amd:
                             if (::plssvm::detail::contains(vendor_string, "amd")) {
-                                target_devices.emplace_back(std::make_unique<detail::sycl::queue>(device, detail::sycl::property::queue::in_order()));
+                                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                target_devices.emplace_back(std::move(q));
                             }
                             break;
 #endif
@@ -61,10 +68,12 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
                             if (::plssvm::detail::contains(vendor_string, "intel")) {
     #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
                                 if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
-                                    target_devices.emplace_back(std::make_unique<detail::sycl::queue>(device, detail::sycl::property::queue::in_order()));
+                                    q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                    target_devices.emplace_back(std::move(q));
                                 }
     #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
-                                target_devices.emplace_back(std::make_unique<detail::sycl::queue>(device, detail::sycl::property::queue::in_order()));
+                                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                target_devices.emplace_back(std::move(q));
     #endif
                             }
                             break;
@@ -79,12 +88,12 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
     return target_devices;
 }
 
-std::pair<std::vector<std::unique_ptr<detail::sycl::queue>>, ::plssvm::target_platform> get_device_list(const target_platform target) {
+std::pair<std::vector<queue>, ::plssvm::target_platform> get_device_list(const target_platform target) {
     if (target != target_platform::automatic) {
         return std::make_pair(get_device_list_impl(target), target);
     } else {
         target_platform used_target = target_platform::gpu_nvidia;
-        std::vector<std::unique_ptr<detail::sycl::queue>> target_devices = get_device_list_impl(used_target);
+        std::vector<queue> target_devices = get_device_list_impl(used_target);
         if (target_devices.empty()) {
             used_target = target_platform::gpu_amd;
             target_devices = get_device_list_impl(used_target);
@@ -101,8 +110,8 @@ std::pair<std::vector<std::unique_ptr<detail::sycl::queue>>, ::plssvm::target_pl
     }
 }
 
-void device_synchronize(detail::sycl::queue &queue) {
-    queue.wait_and_throw();
+void device_synchronize(queue &q) {
+    q.impl->sycl_queue.wait_and_throw();
 }
 
 }  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 773be8c70..7042afec5 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -17,10 +17,10 @@
     // used for explicitly instantiating the SYCL backend
     #include "sycl/sycl.hpp"
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        #include "plssvm/backends/autogenerated/DPCPP/detail/constants.hpp"
+        #include "plssvm/backends/autogenerated/DPCPP/detail/queue.hpp"
     #endif
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        #include "plssvm/backends/autogenerated/hipSYCL/detail/constants.hpp"
+        #include "plssvm/backends/autogenerated/hipSYCL/detail/queue.hpp"
     #endif
 #endif
 
@@ -136,12 +136,12 @@ template class gpu_device_ptr<double, const ::plssvm::opencl::detail::command_qu
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-template class gpu_device_ptr<float, ::plssvm::dpcpp::detail::sycl::queue *>;
-template class gpu_device_ptr<double, ::plssvm::dpcpp::detail::sycl::queue *>;
+template class gpu_device_ptr<float, ::plssvm::dpcpp::detail::queue>;
+template class gpu_device_ptr<double, ::plssvm::dpcpp::detail::queue>;
 #endif
 #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-template class gpu_device_ptr<float, ::plssvm::hipsycl::detail::sycl::queue *>;
-template class gpu_device_ptr<double, ::plssvm::hipsycl::detail::sycl::queue *>;
+template class gpu_device_ptr<float, ::plssvm::hipsycl::detail::queue>;
+template class gpu_device_ptr<double, ::plssvm::hipsycl::detail::queue>;
 #endif
 #endif
 
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index b699c87af..b0535c568 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -11,6 +11,8 @@
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
 
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+
 #include "backends/generic_device_ptr_tests.h"
 
 #include "sycl/sycl.hpp"  // sycl::queue
@@ -22,10 +24,10 @@
 template <typename T>
 struct device_ptr_test_type {
     using device_ptr_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::device_ptr<T>;
-    using queue_type = std::unique_ptr<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::sycl::queue>;
+    using queue_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::queue;
 
     static const queue_type &default_queue() {
-        static queue_type queue = std::make_unique<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::sycl::queue>();
+        static queue_type queue{ std::make_unique<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::queue::queue_impl>() };
         return queue;
     }
 };

From e4fbd7d5169861ed7be17b887df6474e9c1983ad Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 13:49:17 +0100
Subject: [PATCH 0505/1010] Instead of using the now removed detail::sycl
 namespace directly use ::sycl.

---
 include/plssvm/backends/SYCL/csvm.hpp         |  2 +-
 .../backends/SYCL/detail/device_ptr.hpp       |  2 +-
 .../plssvm/backends/SYCL/detail/utility.hpp   |  2 +-
 src/plssvm/backends/SYCL/csvm.cpp             | 42 +++++++++----------
 .../backends/SYCL/detail/device_ptr.cpp       |  6 +--
 src/plssvm/backends/SYCL/detail/utility.cpp   | 10 ++---
 tests/backends/SYCL/detail/device_ptr.cpp     |  2 +-
 tests/backends/SYCL/sycl_csvm.cpp             |  2 +-
 8 files changed, 34 insertions(+), 34 deletions(-)

diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 5b6424e24..c5f5217e3 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -15,7 +15,7 @@
 #include "plssvm/kernel_function_types.hpp"                                                  // plssvm::kernel_type
 #include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
 #include "plssvm/parameter.hpp"
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp" // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                                        // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                                                           // plssvm::detail::gpu_csvm
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
index 8159f4dd0..62d25dca1 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
@@ -11,7 +11,7 @@
 
 #pragma once
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp" // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp" // forward declaration and namespace alias
 #include "plssvm/backends/gpu_device_ptr.hpp"                                                    // plssvm::detail::gpu_device_ptr
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/detail/utility.hpp
index b19a749a9..b5c1f19b9 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/detail/utility.hpp
@@ -11,7 +11,7 @@
 
 #pragma once
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp" // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp" // forward declaration and namespace alias
 #include "plssvm/target_platforms.hpp"                                                           // plssvm::target_platform
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index 13a652778..e6febfdf6 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -12,7 +12,7 @@
 #include "plssvm/backends/SYCL/q_kernel.hpp"                                                       // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
 #include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"                                        // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
 #include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"                                            // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"   // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp"   // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"     // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"         // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
@@ -112,7 +112,7 @@ void csvm::init(const target_platform target) {
         // print found SYCL devices
         std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<detail::sycl::info::device::name>());
+            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
         }
         std::cout << std::endl;
     }
@@ -136,7 +136,7 @@ void csvm::device_synchronize(const queue_type &queue) const {
 }
 
 template <std::size_t I>
-detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_range &range, const kernel_invocation_type invocation_type) {
+::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_range &range, const kernel_invocation_type invocation_type) {
     PLSSVM_ASSERT(invocation_type != kernel_invocation_type::automatic, "The SYCL kernel invocation type may not be automatic anymore at this point!");
 
     // set grid value based on used kernel invocation type
@@ -154,17 +154,17 @@ detail::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::exec
     };
 
     if constexpr (I == 1) {
-        detail::sycl::range<1> grid{ fill_grid(0) };
-        detail::sycl::range<1> block{ range.block[0] };
-        return detail::sycl::nd_range<1>{ grid, block };
+        ::sycl::range<1> grid{ fill_grid(0) };
+        ::sycl::range<1> block{ range.block[0] };
+        return ::sycl::nd_range<1>{ grid, block };
     } else if constexpr (I == 2) {
-        detail::sycl::range<2> grid{ fill_grid(0), fill_grid(1) };
-        detail::sycl::range<2> block{ range.block[0], range.block[1] };
-        return detail::sycl::nd_range<2>{ grid, block };
+        ::sycl::range<2> grid{ fill_grid(0), fill_grid(1) };
+        ::sycl::range<2> block{ range.block[0], range.block[1] };
+        return ::sycl::nd_range<2>{ grid, block };
     } else if constexpr (I == 3) {
-        detail::sycl::range<3> grid{ fill_grid(0), fill_grid(1), fill_grid(2) };
-        detail::sycl::range<3> block{ range.block[0], range.block[1], range.block[2] };
-        return detail::sycl::nd_range<3>{ grid, block };
+        ::sycl::range<3> grid{ fill_grid(0), fill_grid(1), fill_grid(2) };
+        ::sycl::range<3> block{ range.block[0], range.block[1], range.block[2] };
+        return ::sycl::nd_range<3>{ grid, block };
     } else {
         static_assert(I <= 3, "Illegal nd_range size!");
     }
@@ -175,15 +175,15 @@ void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::
     constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -193,10 +193,10 @@ template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execu
 
 template <typename real_type>
 void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
-    const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
+    const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device].impl->sycl_queue.submit([&](detail::sycl::handler &cgh) {
+            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
@@ -206,7 +206,7 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.submit([&](detail::sycl::handler &cgh) {
+            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
@@ -216,7 +216,7 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.submit([&](detail::sycl::handler &cgh) {
+            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
@@ -233,7 +233,7 @@ template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::exe
 
 template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
-    devices_[device].impl->sycl_queue.parallel_for(detail::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
+    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
@@ -242,7 +242,7 @@ template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail
 
 template <typename real_type>
 void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
-    const detail::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
+    const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             break;
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index aad54bb46..4b90bdc4f 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"        // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
 #include "plssvm/backends/gpu_device_ptr.hpp"                                       // plssvm::detail::gpu_device_ptr
 #include "plssvm/detail/assert.hpp"                                                 // PLSSVM_ASSERT
@@ -26,13 +26,13 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const queue &q) :
     base_type{ size, q } {
-    data_ = detail::sycl::malloc_device<value_type>(size_, queue_.impl->sycl_queue);
+    data_ = ::sycl::malloc_device<value_type>(size_, queue_.impl->sycl_queue);
 }
 
 template <typename T>
 device_ptr<T>::~device_ptr() {
     if (queue_.impl != nullptr) {
-        detail::sycl::free(static_cast<void *>(data_), queue_.impl->sycl_queue);
+        ::sycl::free(static_cast<void *>(data_), queue_.impl->sycl_queue);
     }
 }
 
diff --git a/src/plssvm/backends/SYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/detail/utility.cpp
index 66e840a5c..838660f98 100644
--- a/src/plssvm/backends/SYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/detail/utility.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp"  // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
 #include "plssvm/detail/string_utility.hpp"                                         // sycl::detail::to_lower_case, sycl::detail::contains
 #include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
 
@@ -25,8 +25,8 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
 [[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
     std::vector<queue> target_devices;
-    for (const detail::sycl::platform &platform : detail::sycl::platform::get_platforms()) {
-        for (const detail::sycl::device &device : platform.get_devices()) {
+    for (const ::sycl::platform &platform : ::sycl::platform::get_platforms()) {
+        for (const ::sycl::device &device : platform.get_devices()) {
             if (target == target_platform::cpu && device.is_cpu()) {
 #if defined(PLSSVM_HAS_CPU_TARGET)
                 // select CPU device
@@ -39,11 +39,11 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
                 if (device.is_gpu()) {
                     detail::queue q{ };
                     // get vendor name of current GPU device
-                    std::string vendor_string = device.get_info<detail::sycl::info::device::vendor>();
+                    std::string vendor_string = device.get_info<::sycl::info::device::vendor>();
                     // convert vendor name to lower case
                     ::plssvm::detail::to_lower_case(vendor_string);
                     // get platform name of current GPU device
-                    std::string platform_string = platform.get_info<detail::sycl::info::platform::name>();
+                    std::string platform_string = platform.get_info<::sycl::info::platform::name>();
                     // convert platform name to lower case
                     ::plssvm::detail::to_lower_case(platform_string);
                     switch (target) {
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index b0535c568..87318254b 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -9,7 +9,7 @@
  */
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"  // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
 
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
index 9096c2118..9c7439ba1 100644
--- a/tests/backends/SYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/sycl_csvm.cpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/constants.hpp"   // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
 #include "plssvm/backends/SYCL/implementation_type.hpp"                              // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                           // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/kernel_function_types.hpp"                                                   // plssvm::kernel_type

From f4b3eb2e22fcbf1a077e4c1205e9d6bbd00ce8cc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 14:37:39 +0100
Subject: [PATCH 0506/1010] Fix some header includes, include documentation,
 and include guards.

---
 .../plssvm/backends/SYCL/detail/atomics.hpp   |  22 ++-
 .../plssvm/backends/SYCL/detail/constants.hpp |   6 +-
 .../backends/SYCL/detail/device_ptr.hpp       |   6 +-
 include/plssvm/backends/SYCL/detail/queue.hpp |  27 ++-
 .../backends/SYCL/detail/queue_impl.hpp       |  35 ++--
 .../plssvm/backends/SYCL/detail/utility.hpp   |   7 +-
 .../backends/SYCL/implementation_type.hpp     |  46 ++---
 .../backends/SYCL/kernel_invocation_type.hpp  |   4 +
 .../plssvm/backends/SYCL/predict_kernel.hpp   |   4 +
 include/plssvm/backends/SYCL/q_kernel.hpp     |   4 +
 .../backends/SYCL/svm_kernel_hierarchical.hpp |  10 +-
 .../backends/SYCL/svm_kernel_nd_range.hpp     | 164 +++++++++---------
 12 files changed, 192 insertions(+), 143 deletions(-)

diff --git a/include/plssvm/backends/SYCL/detail/atomics.hpp b/include/plssvm/backends/SYCL/detail/atomics.hpp
index 5fea8d705..d593529cc 100644
--- a/include/plssvm/backends/SYCL/detail/atomics.hpp
+++ b/include/plssvm/backends/SYCL/detail/atomics.hpp
@@ -1,14 +1,16 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Defines an atomic_ref wrapper for the SYCL backend.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines an atomic_ref wrapper for the SYCL backend.
+ */
 
+#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_ATOMICS_HPP_
+#define PLSSVM_BACKENDS_SYCL_DETAIL_ATOMICS_HPP_
 #pragma once
 
 #include "sycl/sycl.hpp"  // sycl::atomic_ref, sycl::memory_order, sycl::memory_scope, sycl::access::address_space
@@ -23,3 +25,5 @@ template <typename T>
 using atomic_op = ::sycl::atomic_ref<T, ::sycl::memory_order::relaxed, ::sycl::memory_scope::device, ::sycl::access::address_space::global_space>;
 
 }  // namespace plssvm::sycl_generic
+
+#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_ATOMICS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/constants.hpp b/include/plssvm/backends/SYCL/detail/constants.hpp
index 230ab8647..a0a2ab740 100644
--- a/include/plssvm/backends/SYCL/detail/constants.hpp
+++ b/include/plssvm/backends/SYCL/detail/constants.hpp
@@ -9,6 +9,8 @@
  * @brief Global compile-time constants specific to the SYCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_CONSTANTS_HPP_
+#define PLSSVM_BACKENDS_SYCL_DETAIL_CONSTANTS_HPP_
 #pragma once
 
 /**
@@ -19,4 +21,6 @@
 /**
  * @brief Macro identifying the used SYCL compiler as [DPC++](https://github.com/intel/llvm).
  */
-#define PLSSVM_SYCL_BACKEND_COMPILER_DPCPP 0
\ No newline at end of file
+#define PLSSVM_SYCL_BACKEND_COMPILER_DPCPP 0
+
+#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_CONSTANTS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
index 62d25dca1..08d3127fd 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
@@ -11,10 +11,8 @@
 
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/constants.hpp" // forward declaration and namespace alias
-#include "plssvm/backends/gpu_device_ptr.hpp"                                                    // plssvm::detail::gpu_device_ptr
-
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/backends/gpu_device_ptr.hpp"                                                 // plssvm::detail::gpu_device_ptr
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/SYCL/detail/queue.hpp b/include/plssvm/backends/SYCL/detail/queue.hpp
index 639fc6564..f0c91ac6b 100644
--- a/include/plssvm/backends/SYCL/detail/queue.hpp
+++ b/include/plssvm/backends/SYCL/detail/queue.hpp
@@ -1,20 +1,29 @@
-//
-// Created by breyerml on 02.12.22.
-//
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief PImpl class used to hide the "sycl/sycl.hpp" header from the public interface.
+ */
 
-#ifndef PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
-#define PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
+#pragma once
 
-#include <memory>
+#include <memory>  // std::shared_ptr
 
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
+/**
+ * @brief PImpl class to hide the ::sycl::queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
+ */
 class queue {
   public:
+    /// The struct used in the PImpl idiom (encapsulates the actual ::sycl::queue).
     struct queue_impl;
+    /// A pointer to the implementation hidden in a private header.
     std::shared_ptr<queue_impl> impl{};
 };
 
-}  // namespace plssvm::sycl::detail
-
-#endif  // PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
+}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
diff --git a/include/plssvm/backends/SYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/detail/queue_impl.hpp
index adb2c4545..f32542caa 100644
--- a/include/plssvm/backends/SYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/detail/queue_impl.hpp
@@ -1,26 +1,39 @@
-//
-// Created by breyerml on 02.12.22.
-//
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief PImpl implementation encapsulating a single ::sycl::queue.
+ */
 
-#ifndef PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
-#define PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
+#pragma once
 
-#include "plssvm/backends/SYCL/detail/queue.hpp"
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"  // plssvm::sycl::detail::queue
 
-#include "sycl/sycl.hpp"
+#include "sycl/sycl.hpp"  // sycl::queue
 
-#include <utility>
+#include <utility>  // std::forward
 
 namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 
+/**
+ * @brief The PImpl implementation struct encapsulating a single ::sycl::queue.
+ */
 struct queue::queue_impl {
 
+    /**
+     * @brief Construct a ::sycl::queue by forwarding all parameters in @p args.
+     * @tparam Args the type of the parameters
+     * @param[in] args the parameters to construct a ::sycl::queue
+     */
     template <typename ... Args>
     queue_impl(Args... args) : sycl_queue{ std::forward<Args>(args)... } {}
 
+    /// The wrapped ::sycl::queue.
     ::sycl::queue sycl_queue;
 };
 
-}  // namespace plssvm::sycl::detail
-
-#endif  // PLSSVM_PARALLEL_LEAST_SQUARES_SUPPORT_VECTOR_MACHINE_INCLUDE_PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
+}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/detail/utility.hpp
index b5c1f19b9..71a87ff31 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/detail/utility.hpp
@@ -11,12 +11,9 @@
 
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/constants.hpp" // forward declaration and namespace alias
-#include "plssvm/target_platforms.hpp"                                                           // plssvm::target_platform
+#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/target_platforms.hpp"                                                        // plssvm::target_platform
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
-
-#include <memory>   // std::unique_ptr
 #include <utility>  // std::pair
 #include <vector>   // std::vector
 
diff --git a/include/plssvm/backends/SYCL/implementation_type.hpp b/include/plssvm/backends/SYCL/implementation_type.hpp
index bbf189a3c..35477c644 100644
--- a/include/plssvm/backends/SYCL/implementation_type.hpp
+++ b/include/plssvm/backends/SYCL/implementation_type.hpp
@@ -1,14 +1,16 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Defines all currently supported SYCL implementations.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines all currently supported SYCL implementations.
+ */
 
+#ifndef PLSSVM_BACKENDS_SYCL_IMPLEMENTATION_TYPE_HPP_
+#define PLSSVM_BACKENDS_SYCL_IMPLEMENTATION_TYPE_HPP_
 #pragma once
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
@@ -17,8 +19,8 @@
 namespace plssvm::sycl_generic {
 
 /**
-* @brief Enum class for all possible SYCL kernel invocation types.
-*/
+ * @brief Enum class for all possible SYCL kernel invocation types.
+ */
 enum class implementation_type {
     /** Use the available SYCL implementation. If more than one implementation is available, use PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION. */
     automatic,
@@ -36,19 +38,21 @@ enum class implementation_type {
 [[nodiscard]] std::vector<implementation_type> list_available_sycl_implementations();
 
 /**
-* @brief Output the @p impl type to the given output-stream @p out.
-* @param[in,out] out the output-stream to write the backend type to
-* @param[in] impl the SYCL implementation type
-* @return the output-stream
-*/
+ * @brief Output the @p impl type to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the backend type to
+ * @param[in] impl the SYCL implementation type
+ * @return the output-stream
+ */
 std::ostream &operator<<(std::ostream &out, implementation_type impl);
 
 /**
-* @brief Use the input-stream @p in to initialize the @p impl type.
-* @param[in,out] in input-stream to extract the backend type from
-* @param[in] impl the SYCL implementation type
-* @return the input-stream
-*/
+ * @brief Use the input-stream @p in to initialize the @p impl type.
+ * @param[in,out] in input-stream to extract the backend type from
+ * @param[in] impl the SYCL implementation type
+ * @return the input-stream
+ */
 std::istream &operator>>(std::istream &in, implementation_type &impl);
 
 }  // namespace plssvm::sycl_generic
+
+#endif  // PLSSVM_BACKENDS_SYCL_IMPLEMENTATION_TYPE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/kernel_invocation_type.hpp b/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
index e609e484b..e08a75b08 100644
--- a/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
+++ b/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
@@ -9,6 +9,8 @@
  * @brief Defines all available kernel invoke types when using SYCL.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_KERNEL_INVOCATION_TYPE_HPP_
+#define PLSSVM_BACKENDS_SYCL_KERNEL_INVOCATION_TYPE_HPP_
 #pragma once
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
@@ -44,3 +46,5 @@ std::ostream &operator<<(std::ostream &out, kernel_invocation_type invocation);
 std::istream &operator>>(std::istream &in, kernel_invocation_type &invocation);
 
 }  // namespace plssvm::sycl_generic
+
+#endif  // PLSSVM_BACKENDS_SYCL_KERNEL_INVOCATION_TYPE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/predict_kernel.hpp b/include/plssvm/backends/SYCL/predict_kernel.hpp
index 997f379e7..c46c5ba2a 100644
--- a/include/plssvm/backends/SYCL/predict_kernel.hpp
+++ b/include/plssvm/backends/SYCL/predict_kernel.hpp
@@ -9,6 +9,8 @@
  * @brief Defines the functions used for prediction for the C-SVM using the SYCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_PREDICT_KERNEL_HPP_
+#define PLSSVM_BACKENDS_SYCL_PREDICT_KERNEL_HPP_
 #pragma once
 
 #include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::atomic_op
@@ -198,3 +200,5 @@ class device_kernel_predict_radial {
 };
 
 }  // namespace plssvm::sycl_generic
+
+#endif  // PLSSVM_BACKENDS_SYCL_PREDICT_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/q_kernel.hpp b/include/plssvm/backends/SYCL/q_kernel.hpp
index 78e0830e5..e80c9fe4e 100644
--- a/include/plssvm/backends/SYCL/q_kernel.hpp
+++ b/include/plssvm/backends/SYCL/q_kernel.hpp
@@ -9,6 +9,8 @@
  * @brief Defines SYCL functions for generating the `q` vector.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_Q_KERNEL_HPP_
+#define PLSSVM_BACKENDS_SYCL_Q_KERNEL_HPP_
 #pragma once
 
 #include "plssvm/constants.hpp"  // plssvm::kernel_index_type
@@ -155,3 +157,5 @@ class device_kernel_q_radial {
 };
 
 }  // namespace plssvm::sycl_generic
+
+#endif  // PLSSVM_BACKENDS_SYCL_Q_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
index c50b38ea6..9da2523d3 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
@@ -9,11 +9,13 @@
  * @brief Defines the kernel functions for the C-SVM using the SYCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_SVM_KERNEL_HIERARCHICAL_HPP_
+#define PLSSVM_BACKENDS_SYCL_SVM_KERNEL_HIERARCHICAL_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/atomics.hpp"    // plssvm::sycl::atomic_op
-#include "plssvm/constants.hpp"                       // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
-#include "plssvm/detail/execution_range.hpp"          // plssvm::detail::execution_range
+#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::atomic_op
+#include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
+#include "plssvm/detail/execution_range.hpp"        // plssvm::detail::execution_range
 
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::handler, sycl::h_item, sycl::range, sycl::private_memory, sycl::pow, sycl::exp
 
@@ -476,3 +478,5 @@ class hierarchical_device_kernel_radial {
 };
 
 }  // namespace plssvm::sycl_generic
+
+#endif  // PLSSVM_BACKENDS_SYCL_SVM_KERNEL_HIERARCHICAL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
index 6f66ca3a3..7a6ca6b00 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
@@ -1,18 +1,20 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Defines the kernel functions for the C-SVM in the nd_range formulation using the SYCL backend.
-*/
-
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines the kernel functions for the C-SVM in the nd_range formulation using the SYCL backend.
+ */
+
+#ifndef PLSSVM_BACKENDS_SYCL_SVM_KERNEL_ND_RANGE_HPP_
+#define PLSSVM_BACKENDS_SYCL_SVM_KERNEL_ND_RANGE_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/atomics.hpp"    // plssvm::sycl::atomic_op
-#include "plssvm/constants.hpp"                       // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
+#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::atomic_op
+#include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 
 #include "sycl/sycl.hpp"  // sycl::nd_item, sycl::handler, sycl::accessor, sycl::access::mode, sycl::access::target, sycl::range, sycl::group_barrier, sycl::pow,
                           // sycl::exp, sycl::atomic_ref, sycl::memory_order, sycl::memory_scope, sycl::access::address_space
@@ -23,17 +25,17 @@ namespace plssvm::sycl_generic {
 
 // TODO: change to ::sycl::local_accessor once implemented in the SYCL implementations
 /**
-* @brief Shortcut alias for a SYCL local accessor.
-* @tparam T the type of the accessed values
-*/
+ * @brief Shortcut alias for a SYCL local accessor.
+ * @tparam T the type of the accessed values
+ */
 template <typename T>
 using local_accessor = ::sycl::accessor<T, 2, ::sycl::access::mode::read_write, ::sycl::access::target::local>;
 
 /**
-* @brief Calculates the C-SVM kernel using the nd_range formulation and the linear kernel function.
-* @details Supports multi-GPU execution.
-* @tparam T the type of the data
-*/
+ * @brief Calculates the C-SVM kernel using the nd_range formulation and the linear kernel function.
+ * @details Supports multi-GPU execution.
+ * @tparam T the type of the data
+ */
 template <typename T>
 class nd_range_device_kernel_linear {
   public:
@@ -41,27 +43,27 @@ class nd_range_device_kernel_linear {
     using real_type = T;
 
     /**
-    * @brief Construct a new device kernel calculating the C-SVM kernel using the linear C-SVM kernel.
-    * @param[in] cgh [`sycl::handler`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:handlerClass) used to allocate the local memory
-    * @param[in] q the `q` vector
-    * @param[out] ret the result vector
-    * @param[in] d the right-hand side of the equation
-    * @param[in] data_d the one-dimension data matrix
-    * @param[in] QA_cost he bottom right matrix entry multiplied by cost
-    * @param[in] cost 1 / the cost parameter in the C-SVM
-    * @param[in] num_rows the number of columns in the data matrix
-    * @param[in] feature_range number of features used for the calculation on the device @p id
-    * @param[in] add denotes whether the values are added or subtracted from the result vector
-    * @param[in] id the id of the device
-    */
+     * @brief Construct a new device kernel calculating the C-SVM kernel using the linear C-SVM kernel.
+     * @param[in] cgh [`sycl::handler`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:handlerClass) used to allocate the local memory
+     * @param[in] q the `q` vector
+     * @param[out] ret the result vector
+     * @param[in] d the right-hand side of the equation
+     * @param[in] data_d the one-dimension data matrix
+     * @param[in] QA_cost he bottom right matrix entry multiplied by cost
+     * @param[in] cost 1 / the cost parameter in the C-SVM
+     * @param[in] num_rows the number of columns in the data matrix
+     * @param[in] feature_range number of features used for the calculation on the device @p id
+     * @param[in] add denotes whether the values are added or subtracted from the result vector
+     * @param[in] id the id of the device
+     */
     nd_range_device_kernel_linear(::sycl::handler &cgh, const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type feature_range, const real_type add, const kernel_index_type id) :
         data_intern_i_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, data_intern_j_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, q_{ q }, ret_{ ret }, d_{ d }, data_d_{ data_d }, QA_cost_{ QA_cost }, cost_{ cost }, num_rows_{ num_rows }, feature_range_{ feature_range }, add_{ add }, device_{ id } {}
 
     /**
-    * @brief Function call operator overload performing the actual calculation.
-    * @param[in] nd_idx the [`sycl::nd_item`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#nditem-class)
-    *                   identifying an instance of the functor executing at each point in a [`sycl::range`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#range-class)
-    */
+     * @brief Function call operator overload performing the actual calculation.
+     * @param[in] nd_idx the [`sycl::nd_item`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#nditem-class)
+     *                   identifying an instance of the functor executing at each point in a [`sycl::range`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#range-class)
+     */
     void operator()(::sycl::nd_item<2> nd_idx) const {
         kernel_index_type i = nd_idx.get_group(0) * nd_idx.get_local_range(0) * INTERNAL_BLOCK_SIZE;
         kernel_index_type j = nd_idx.get_group(1) * nd_idx.get_local_range(1) * INTERNAL_BLOCK_SIZE;
@@ -160,10 +162,10 @@ class nd_range_device_kernel_linear {
 };
 
 /**
-* @brief Calculates the C-SVM kernel using the nd_range formulation and the polynomial kernel function.
-* @details Currently only single GPU execution is supported.
-* @tparam T the type of the data
-*/
+ * @brief Calculates the C-SVM kernel using the nd_range formulation and the polynomial kernel function.
+ * @details Currently only single GPU execution is supported.
+ * @tparam T the type of the data
+ */
 template <typename T>
 class nd_range_device_kernel_poly {
   public:
@@ -171,29 +173,29 @@ class nd_range_device_kernel_poly {
     using real_type = T;
 
     /**
-    * @brief Construct a new device kernel calculating the C-SVM kernel using the polynomial C-SVM kernel.
-    * @param[in] cgh [`sycl::handler`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:handlerClass) used to allocate the local memory
-    * @param[in] q the `q` vector
-    * @param[out] ret the result vector
-    * @param[in] d the right-hand side of the equation
-    * @param[in] data_d the one-dimension data matrix
-    * @param[in] QA_cost he bottom right matrix entry multiplied by cost
-    * @param[in] cost 1 / the cost parameter in the C-SVM
-    * @param[in] num_rows the number of columns in the data matrix
-    * @param[in] num_cols the number of rows in the data matrix
-    * @param[in] add denotes whether the values are added or subtracted from the result vector
-    * @param[in] degree the degree parameter used in the polynomial kernel function
-    * @param[in] gamma the gamma parameter used in the polynomial kernel function
-    * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
-    */
+     * @brief Construct a new device kernel calculating the C-SVM kernel using the polynomial C-SVM kernel.
+     * @param[in] cgh [`sycl::handler`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:handlerClass) used to allocate the local memory
+     * @param[in] q the `q` vector
+     * @param[out] ret the result vector
+     * @param[in] d the right-hand side of the equation
+     * @param[in] data_d the one-dimension data matrix
+     * @param[in] QA_cost he bottom right matrix entry multiplied by cost
+     * @param[in] cost 1 / the cost parameter in the C-SVM
+     * @param[in] num_rows the number of columns in the data matrix
+     * @param[in] num_cols the number of rows in the data matrix
+     * @param[in] add denotes whether the values are added or subtracted from the result vector
+     * @param[in] degree the degree parameter used in the polynomial kernel function
+     * @param[in] gamma the gamma parameter used in the polynomial kernel function
+     * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
+     */
     nd_range_device_kernel_poly(::sycl::handler &cgh, const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) :
         data_intern_i_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, data_intern_j_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, q_{ q }, ret_{ ret }, d_{ d }, data_d_{ data_d }, QA_cost_{ QA_cost }, cost_{ cost }, num_rows_{ num_rows }, num_cols_{ num_cols }, add_{ add }, degree_{ degree }, gamma_{ gamma }, coef0_{ coef0 } {}
 
     /**
-    * @brief Function call operator overload performing the actual calculation.
-    * @param[in] nd_idx the [`sycl::nd_item`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#nditem-class)
-    *                   identifying an instance of the functor executing at each point in a [`sycl::range`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#range-class)
-    */
+     * @brief Function call operator overload performing the actual calculation.
+     * @param[in] nd_idx the [`sycl::nd_item`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#nditem-class)
+     *                   identifying an instance of the functor executing at each point in a [`sycl::range`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#range-class)
+     */
     void operator()(::sycl::nd_item<2> nd_idx) const {
         kernel_index_type i = nd_idx.get_group(0) * nd_idx.get_local_range(0) * INTERNAL_BLOCK_SIZE;
         kernel_index_type j = nd_idx.get_group(1) * nd_idx.get_local_range(1) * INTERNAL_BLOCK_SIZE;
@@ -285,10 +287,10 @@ class nd_range_device_kernel_poly {
 };
 
 /**
-* @brief Calculates the C-SVM kernel using the nd_range formulation and the radial basis functions kernel function.
-* @details Currently only single GPU execution is supported.
-* @tparam T the type of the data
-*/
+ * @brief Calculates the C-SVM kernel using the nd_range formulation and the radial basis functions kernel function.
+ * @details Currently only single GPU execution is supported.
+ * @tparam T the type of the data
+ */
 template <typename T>
 class nd_range_device_kernel_radial {
   public:
@@ -296,27 +298,27 @@ class nd_range_device_kernel_radial {
     using real_type = T;
 
     /**
-    * @brief Construct a new device kernel calculating the C-SVM kernel using the radial basis functions C-SVM kernel.
-    * @param[in] cgh [`sycl::handler`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:handlerClass) used to allocate the local memory
-    * @param[in] q the `q` vector
-    * @param[out] ret the result vector
-    * @param[in] d the right-hand side of the equation
-    * @param[in] data_d the one-dimension data matrix
-    * @param[in] QA_cost he bottom right matrix entry multiplied by cost
-    * @param[in] cost 1 / the cost parameter in the C-SVM
-    * @param[in] num_rows the number of columns in the data matrix
-    * @param[in] num_cols the number of rows in the data matrix
-    * @param[in] add denotes whether the values are added or subtracted from the result vector
-    * @param[in] gamma the gamma parameter used in the rbf kernel function
-    */
+     * @brief Construct a new device kernel calculating the C-SVM kernel using the radial basis functions C-SVM kernel.
+     * @param[in] cgh [`sycl::handler`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:handlerClass) used to allocate the local memory
+     * @param[in] q the `q` vector
+     * @param[out] ret the result vector
+     * @param[in] d the right-hand side of the equation
+     * @param[in] data_d the one-dimension data matrix
+     * @param[in] QA_cost he bottom right matrix entry multiplied by cost
+     * @param[in] cost 1 / the cost parameter in the C-SVM
+     * @param[in] num_rows the number of columns in the data matrix
+     * @param[in] num_cols the number of rows in the data matrix
+     * @param[in] add denotes whether the values are added or subtracted from the result vector
+     * @param[in] gamma the gamma parameter used in the rbf kernel function
+     */
     nd_range_device_kernel_radial(::sycl::handler &cgh, const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) :
         data_intern_i_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, data_intern_j_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, q_{ q }, ret_{ ret }, d_{ d }, data_d_{ data_d }, QA_cost_{ QA_cost }, cost_{ cost }, num_rows_{ num_rows }, num_cols_{ num_cols }, add_{ add }, gamma_{ gamma } {}
 
     /**
-    * @brief Function call operator overload performing the actual calculation.
-    * @param[in] nd_idx the [`sycl::nd_item`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#nditem-class)
-    *                   identifying an instance of the functor executing at each point in a [`sycl::range`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#range-class)
-    */
+     * @brief Function call operator overload performing the actual calculation.
+     * @param[in] nd_idx the [`sycl::nd_item`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#nditem-class)
+     *                   identifying an instance of the functor executing at each point in a [`sycl::range`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#range-class)
+     */
     void operator()(::sycl::nd_item<2> nd_idx) const {
         kernel_index_type i = nd_idx.get_group(0) * nd_idx.get_local_range(0) * INTERNAL_BLOCK_SIZE;
         kernel_index_type j = nd_idx.get_group(1) * nd_idx.get_local_range(1) * INTERNAL_BLOCK_SIZE;
@@ -406,3 +408,5 @@ class nd_range_device_kernel_radial {
 };
 
 }  // namespace plssvm::sycl_generic
+
+#endif  // PLSSVM_BACKENDS_SYCL_SVM_KERNEL_ND_RANGE_HPP_
\ No newline at end of file

From 0c30b54b756d9aa0dc5810f79d28ab4ccfe9b0eb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 2 Dec 2022 16:45:09 +0100
Subject: [PATCH 0507/1010] Remove illegal values for GTest parameterized
 tests.

---
 tests/detail/cmd/parser_predict.cpp | 2 +-
 tests/detail/cmd/parser_train.cpp   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index fee0b726a..1fd840298 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -163,7 +163,7 @@ TEST_P(ParserPredictSYCLImplementation, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictSYCLImplementation, ::testing::Combine(
                 ::testing::Values("--sycl_implementation_type"),
-                ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
+                ::testing::Values("automatic", "hipSYCL", "DPCPP")),
                 naming::pretty_print_parameter_flag_and_value<ParserPredictSYCLImplementation>);
 // clang-format on
 
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index ce95033fd..c0ab43810 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -367,7 +367,7 @@ TEST_P(ParserTrainSYCLImplementation, parsing) {
 // clang-format off
 INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainSYCLImplementation, ::testing::Combine(
                 ::testing::Values("--sycl_implementation_type"),
-                ::testing::Values("automatic", "hipSYCL", "DPCPP", "DPC++")),
+                ::testing::Values("automatic", "hipSYCL", "DPCPP")),
                 naming::pretty_print_parameter_flag_and_value<ParserTrainSYCLImplementation>);
 // clang-format on
 

From e83121818f4dbb70ffa566fcd515328ab9696471 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 5 Dec 2022 15:58:22 +0100
Subject: [PATCH 0508/1010] Reduce the number of
 PLSSVM_SYCL_BACKEND_NAMESPACE_NAME usages.

---
 CMakeLists.txt                                |   3 +-
 include/plssvm/backends/SYCL/csvm.hpp         |  14 +-
 .../plssvm/backends/SYCL/detail/atomics.hpp   |   4 +-
 .../backends/SYCL/detail/device_ptr.hpp       |  24 ++-
 include/plssvm/backends/SYCL/detail/queue.hpp |   8 +-
 .../backends/SYCL/detail/queue_impl.hpp       |  16 +-
 .../plssvm/backends/SYCL/detail/utility.hpp   |  18 +-
 include/plssvm/backends/SYCL/exceptions.hpp   |   2 +-
 .../backends/SYCL/implementation_type.hpp     |   4 +-
 .../backends/SYCL/kernel_invocation_type.hpp  |   4 +-
 .../plssvm/backends/SYCL/predict_kernel.hpp   |   4 +-
 include/plssvm/backends/SYCL/q_kernel.hpp     |   4 +-
 .../backends/SYCL/svm_kernel_hierarchical.hpp |   4 +-
 .../backends/SYCL/svm_kernel_nd_range.hpp     |   4 +-
 include/plssvm/core.hpp                       |  11 +-
 include/plssvm/csvm_factory.hpp               |  36 ++--
 include/plssvm/detail/cmd/parser_predict.hpp  |   4 -
 include/plssvm/detail/cmd/parser_train.hpp    |   4 -
 src/main_train.cpp                            |   6 +-
 src/plssvm/backends/SYCL/CMakeLists.txt       |   9 +-
 src/plssvm/backends/SYCL/csvm.cpp             |  12 +-
 .../backends/SYCL/detail/device_ptr.cpp       |  21 +--
 src/plssvm/backends/SYCL/detail/utility.cpp   |  27 ++-
 src/plssvm/backends/SYCL/exceptions.cpp       |   6 +-
 .../backends/SYCL/implementation_type.cpp     |  16 +-
 .../backends/SYCL/kernel_invocation_type.cpp  |  16 +-
 src/plssvm/backends/gpu_device_ptr.cpp        |  18 +-
 tests/backends/SYCL/detail/device_ptr.cpp     |  16 +-
 tests/backends/SYCL/detail/utility.cpp        |   8 +-
 tests/backends/SYCL/exceptions.cpp            |   6 +-
 tests/backends/SYCL/implementation_type.cpp   |  30 ++--
 .../backends/SYCL/kernel_invocation_type.cpp  |  26 +--
 tests/backends/SYCL/sycl_csvm.cpp             | 154 +++++++++---------
 tests/detail/cmd/parser_predict.cpp           |   8 +-
 tests/detail/cmd/parser_train.cpp             |  16 +-
 35 files changed, 275 insertions(+), 288 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index c5e94aee3..8e4b6e695 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -88,7 +88,8 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 find_package(OpenMP 4.0 QUIET)
 if(OpenMP_FOUND)
     message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed up file parsing.")
-    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX)
+    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
+    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
     set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
 else()
     target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index c5f5217e3..a7e7609c3 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -16,18 +16,17 @@
 #include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
 #include "plssvm/parameter.hpp"
 #include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp" // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
+#include "plssvm/backends/SYCL/detail/device_ptr.hpp" // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                                        // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                                                           // plssvm::detail::gpu_csvm
-
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"
+#include "plssvm/backends/SYCL/detail/queue.hpp"
 
 #include <memory>   // std::unique_ptr
 #include <utility>  // std::forward
 
 namespace plssvm {
 
-using namespace sycl_generic;
+using namespace sycl;
 
 namespace detail {
 
@@ -43,11 +42,11 @@ namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
  * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
  *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
  */
-class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
+class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_ptr, ::plssvm::sycl::detail::queue> {
   protected:
     // protected for the test MOCK class
     /// The template base type of the SYCL C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
+    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_ptr, ::plssvm::sycl::detail::queue>;
 
     using base_type::devices_;
 
@@ -206,6 +205,9 @@ namespace detail {
 template <>
 struct csvm_backend_exists<@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm> : std::true_type {};
 
+template <>
+struct csvm_backend_exists<sycl::csvm> : std::true_type {};
+
 }  // namespace detail
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/atomics.hpp b/include/plssvm/backends/SYCL/detail/atomics.hpp
index d593529cc..2db4e8e22 100644
--- a/include/plssvm/backends/SYCL/detail/atomics.hpp
+++ b/include/plssvm/backends/SYCL/detail/atomics.hpp
@@ -15,7 +15,7 @@
 
 #include "sycl/sycl.hpp"  // sycl::atomic_ref, sycl::memory_order, sycl::memory_scope, sycl::access::address_space
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 /**
  * @brief Shortcut alias for a [`sycl::atomic_ref`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:atomic-references) targeting global memory.
@@ -24,6 +24,6 @@ namespace plssvm::sycl_generic {
 template <typename T>
 using atomic_op = ::sycl::atomic_ref<T, ::sycl::memory_order::relaxed, ::sycl::memory_scope::device, ::sycl::access::address_space::global_space>;
 
-}  // namespace plssvm::sycl_generic
+}  // namespace plssvm::sycl
 
 #endif  // PLSSVM_BACKENDS_SYCL_DETAIL_ATOMICS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
index 08d3127fd..6e695052d 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/detail/device_ptr.hpp
@@ -9,16 +9,14 @@
  * @brief Small wrapper around a SYCL device pointer.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_DEVICE_PTR_HPP_
+#define PLSSVM_BACKENDS_SYCL_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
-#include "plssvm/backends/gpu_device_ptr.hpp"                                                 // plssvm::detail::gpu_device_ptr
+#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/backends/gpu_device_ptr.hpp"     // plssvm::detail::gpu_device_ptr
 
-namespace plssvm {
-
-namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
-
-namespace detail {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief Small wrapper class around a SYCL device pointer together with commonly used device functions.
@@ -35,10 +33,10 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
 
   public:
     // Be able to use overloaded base class functions.
-    using base_type::memset;
-    using base_type::fill;
     using base_type::copy_to_device;
     using base_type::copy_to_host;
+    using base_type::fill;
+    using base_type::memset;
 
     using typename base_type::const_host_pointer_type;
     using typename base_type::device_pointer_type;
@@ -56,7 +54,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
      * @param[in] size the number of elements represented by the device_ptr
      * @param[in] q the associated SYCL queue
      */
-    device_ptr(size_type size, const queue& q);
+    device_ptr(size_type size, const queue &q);
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
@@ -102,6 +100,6 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
 extern template class device_ptr<float>;
 extern template class device_ptr<double>;
 
-}  // namespace detail
-}  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::sycl::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_DEVICE_PTR_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/queue.hpp b/include/plssvm/backends/SYCL/detail/queue.hpp
index f0c91ac6b..fa5cf76a4 100644
--- a/include/plssvm/backends/SYCL/detail/queue.hpp
+++ b/include/plssvm/backends/SYCL/detail/queue.hpp
@@ -9,11 +9,13 @@
  * @brief PImpl class used to hide the "sycl/sycl.hpp" header from the public interface.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
+#define PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
 #pragma once
 
 #include <memory>  // std::shared_ptr
 
-namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief PImpl class to hide the ::sycl::queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
@@ -26,4 +28,6 @@ class queue {
     std::shared_ptr<queue_impl> impl{};
 };
 
-}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
+}  // namespace plssvm::sycl::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/detail/queue_impl.hpp
index f32542caa..5b737cb9f 100644
--- a/include/plssvm/backends/SYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/detail/queue_impl.hpp
@@ -9,31 +9,35 @@
  * @brief PImpl implementation encapsulating a single ::sycl::queue.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
+#define PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
 #pragma once
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"  // plssvm::sycl::detail::queue
+#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue
 
 #include "sycl/sycl.hpp"  // sycl::queue
 
 #include <utility>  // std::forward
 
-namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief The PImpl implementation struct encapsulating a single ::sycl::queue.
  */
 struct queue::queue_impl {
-
     /**
      * @brief Construct a ::sycl::queue by forwarding all parameters in @p args.
      * @tparam Args the type of the parameters
      * @param[in] args the parameters to construct a ::sycl::queue
      */
-    template <typename ... Args>
-    queue_impl(Args... args) : sycl_queue{ std::forward<Args>(args)... } {}
+    template <typename... Args>
+    queue_impl(Args... args) :
+        sycl_queue{ std::forward<Args>(args)... } {}
 
     /// The wrapped ::sycl::queue.
     ::sycl::queue sycl_queue;
 };
 
-}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
+}  // namespace plssvm::sycl::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/detail/utility.hpp
index 71a87ff31..8e5c4d62d 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/detail/utility.hpp
@@ -9,19 +9,17 @@
  * @brief Utility functions specific to the SYCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_UTILITY_HPP_
+#define PLSSVM_BACKENDS_SYCL_DETAIL_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
-#include "plssvm/target_platforms.hpp"                                                        // plssvm::target_platform
+#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
 #include <utility>  // std::pair
 #include <vector>   // std::vector
 
-namespace plssvm {
-
-namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
-
-namespace detail {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief Returns the list devices matching the target platform @p target and the actually used target platform
@@ -42,6 +40,6 @@ namespace detail {
  */
 void device_synchronize(queue &q);
 
-}  // namespace detail
-}  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::sycl::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/exceptions.hpp b/include/plssvm/backends/SYCL/exceptions.hpp
index 98b57f1a6..d03939e15 100644
--- a/include/plssvm/backends/SYCL/exceptions.hpp
+++ b/include/plssvm/backends/SYCL/exceptions.hpp
@@ -18,7 +18,7 @@
 
 namespace plssvm {
 
-namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
+namespace sycl {
 
 /**
  * @brief Exception type thrown if a problem with the SYCL backend occurs.
diff --git a/include/plssvm/backends/SYCL/implementation_type.hpp b/include/plssvm/backends/SYCL/implementation_type.hpp
index 35477c644..0219ebce8 100644
--- a/include/plssvm/backends/SYCL/implementation_type.hpp
+++ b/include/plssvm/backends/SYCL/implementation_type.hpp
@@ -16,7 +16,7 @@
 #include <iosfwd>  // forward declare std::ostream and std::istream
 #include <vector>  // std::vector
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 /**
  * @brief Enum class for all possible SYCL kernel invocation types.
@@ -53,6 +53,6 @@ std::ostream &operator<<(std::ostream &out, implementation_type impl);
  */
 std::istream &operator>>(std::istream &in, implementation_type &impl);
 
-}  // namespace plssvm::sycl_generic
+}  // namespace plssvm::sycl
 
 #endif  // PLSSVM_BACKENDS_SYCL_IMPLEMENTATION_TYPE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/kernel_invocation_type.hpp b/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
index e08a75b08..015b73ec5 100644
--- a/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
+++ b/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
@@ -15,7 +15,7 @@
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 /**
  * @brief Enum class for all possible SYCL kernel invocation types.
@@ -45,6 +45,6 @@ std::ostream &operator<<(std::ostream &out, kernel_invocation_type invocation);
  */
 std::istream &operator>>(std::istream &in, kernel_invocation_type &invocation);
 
-}  // namespace plssvm::sycl_generic
+}  // namespace plssvm::sycl
 
 #endif  // PLSSVM_BACKENDS_SYCL_KERNEL_INVOCATION_TYPE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/predict_kernel.hpp b/include/plssvm/backends/SYCL/predict_kernel.hpp
index c46c5ba2a..970b87513 100644
--- a/include/plssvm/backends/SYCL/predict_kernel.hpp
+++ b/include/plssvm/backends/SYCL/predict_kernel.hpp
@@ -18,7 +18,7 @@
 
 #include "sycl/sycl.hpp"  // sycl::nd_item, sycl::range, sycl::pow, sycl::exp
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 /**
  * @brief Calculate the `w` vector to speed up the prediction of the labels for data points using the linear kernel function.
@@ -199,6 +199,6 @@ class device_kernel_predict_radial {
     const real_type gamma_;
 };
 
-}  // namespace plssvm::sycl_generic
+}  // namespace plssvm::sycl
 
 #endif  // PLSSVM_BACKENDS_SYCL_PREDICT_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/q_kernel.hpp b/include/plssvm/backends/SYCL/q_kernel.hpp
index e80c9fe4e..7951ef592 100644
--- a/include/plssvm/backends/SYCL/q_kernel.hpp
+++ b/include/plssvm/backends/SYCL/q_kernel.hpp
@@ -17,7 +17,7 @@
 
 #include "sycl/sycl.hpp"  // sycl::nd_item, sycl::pow, sycl::exp
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 /**
  * @brief Functor to calculate the `q` vector using the linear C-SVM kernel.
@@ -156,6 +156,6 @@ class device_kernel_q_radial {
     const real_type gamma_;
 };
 
-}  // namespace plssvm::sycl_generic
+}  // namespace plssvm::sycl
 
 #endif  // PLSSVM_BACKENDS_SYCL_Q_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
index 9da2523d3..21cd3645d 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
@@ -21,7 +21,7 @@
 
 #include <cstddef>  // std::size_t
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 /**
  * @brief Calculates the C-SVM kernel using the hierarchical formulation and the linear kernel function.
@@ -477,6 +477,6 @@ class hierarchical_device_kernel_radial {
     const real_type gamma_;
 };
 
-}  // namespace plssvm::sycl_generic
+}  // namespace plssvm::sycl
 
 #endif  // PLSSVM_BACKENDS_SYCL_SVM_KERNEL_HIERARCHICAL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
index 7a6ca6b00..3d29d00e5 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
@@ -21,7 +21,7 @@
 
 #include <cstddef>  // std::size_t
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 // TODO: change to ::sycl::local_accessor once implemented in the SYCL implementations
 /**
@@ -407,6 +407,6 @@ class nd_range_device_kernel_radial {
     const real_type gamma_;
 };
 
-}  // namespace plssvm::sycl_generic
+}  // namespace plssvm::sycl
 
 #endif  // PLSSVM_BACKENDS_SYCL_SVM_KERNEL_ND_RANGE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 40533f4da..cad36daba 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -71,15 +71,9 @@ namespace plssvm::opencl {}
 /// Namespace containing OpenCL backend specific implementation details. **Should not** directly be used by users.
 namespace plssvm::opencl::detail {}
 
-/// Namespace containing the C-SVM using the SYCL backend independent of the used SYCL implementation. **May not** directly be used by users. Use `plssvm::sycl` instead.
-namespace plssvm::sycl_generic {}
-
-/// Namespace containing SYCL backend specific implementation details independent of the used SYCL implementation. **Should not** directly be used by users.
-namespace plssvm::sycl_generic::detail {}
-
 /// Namespace containing the C-SVM using the SYCL backend with DPC++ as SYCL implementation.
 namespace plssvm::dpcpp {
-using namespace plssvm::sycl_generic;
+using namespace plssvm::sycl;
 }
 
 /// Namespace containing the C-SVM using the SYCL backend with DPC++ as SYCL implementation. **Should not** directly be used by users.
@@ -87,7 +81,7 @@ namespace plssvm::dpcpp::detail {}
 
 /// Namespace containing the C-SVM using the SYCL backend with hipSYCL as SYCL implementation.
 namespace plssvm::hipsycl {
-using namespace plssvm::sycl_generic;
+using namespace plssvm::sycl;
 }
 
 /// Namespace containing the C-SVM using the SYCL backend with hipSYCL as SYCL implementation. **Should not** directly be used by users.
@@ -95,7 +89,6 @@ namespace plssvm::hipsycl::detail {}
 
 /// Namespace containing the C-SVM using the SYCL backend with the preferred SYCL implementation.
 namespace plssvm::sycl {
-using namespace plssvm::sycl_generic;
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
 #endif
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 096c18291..c963c0730 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -14,7 +14,7 @@
 #pragma once
 
 #include "plssvm/backend_types.hpp"                      // plssvm::backend
-#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl_generic::implementation_type
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 #include "plssvm/csvm.hpp"                               // plssvm::csvm, plssvm::csvm_backend_exists_v
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::remove_cvref_t
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::unsupported_backend_exception
@@ -42,6 +42,9 @@
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
         #include "plssvm/backends/autogenerated/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm
     #endif
+namespace plssvm::sycl {
+using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
+}
 #endif
 
 #include "igor/igor.hpp"  // igor::parser, igor::has_unnamed_arguments
@@ -63,7 +66,7 @@ namespace detail {
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename csvm_type, typename... Args>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm_default_impl([[maybe_unused]] Args &&...args) {
+[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_default_impl([[maybe_unused]] Args &&...args) {
     // test whether the backend is available
     if constexpr (csvm_backend_exists_v<csvm_type>) {
         // test whether the backend can be constructed with the provided parameter
@@ -84,7 +87,7 @@ template <typename csvm_type, typename... Args>
  * @return the SYCL C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
+[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
     // TODO: look at it
     // test whether the SYCL backend is available
     if constexpr (csvm_backend_exists_v<sycl::csvm>) {
@@ -93,25 +96,26 @@ template <typename... Args>
             igor::parser parser{ args... };
 
             // get the SYCL implementation type to use
-            sycl_generic::implementation_type impl_type = sycl_generic::implementation_type::automatic;
+            sycl::implementation_type impl_type = sycl::implementation_type::automatic;
             // check whether a specific SYCL implementation type has been requested
             if constexpr (parser.has(sycl_implementation_type)) {
-                // compile time check: the value must have the correct type
-                static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl_generic::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
-                impl_type = static_cast<sycl_generic::implementation_type>(parser(sycl_implementation_type));
+                // compile time check: the value must have the correct type TODO:
+                static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
+                impl_type = static_cast<sycl::implementation_type>(parser(sycl_implementation_type));
             }
 
             switch (impl_type) {
-                case sycl_generic::implementation_type::automatic:
-                    return std::make_unique<sycl::csvm>(std::forward<Args>(args)...);
-                case sycl_generic::implementation_type::dpcpp:
+                case sycl::implementation_type::automatic:
+                    //                    return std::make_unique<sycl::csvm>(std::forward<Args>(args)...);
+                    return std::make_unique<hipsycl::csvm>(std::forward<Args>(args)...);
+                case sycl::implementation_type::dpcpp:
                     if constexpr (csvm_backend_exists_v<plssvm::dpcpp::csvm>) {
                         return std::make_unique<dpcpp::csvm>(std::forward<Args>(args)...);
                     } else {
                         throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
                     }
 
-                case sycl_generic::implementation_type::hipsycl:
+                case sycl::implementation_type::hipsycl:
                     if constexpr (csvm_backend_exists_v<plssvm::hipsycl::csvm>) {
                         return std::make_unique<hipsycl::csvm>(std::forward<Args>(args)...);
                     } else {
@@ -134,7 +138,7 @@ template <typename... Args>
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm_impl(const backend_type backend, Args &&...args) {
+[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_impl(const backend_type backend, Args &&...args) {
     switch (backend) {
         case backend_type::automatic:
             return make_csvm_impl(determine_default_backend(), std::forward<Args>(args)...);
@@ -164,8 +168,8 @@ template <typename... Args>
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<csvm> make_csvm(const backend_type backend, Args &&...args) {
-    return detail::make_csvm_impl(backend, std::forward<Args>(args)...);
+[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm(const backend_type backend, Args &&...args) {
+    return ::plssvm::detail::make_csvm_impl(backend, std::forward<Args>(args)...);
 }
 /**
  * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, and the additional parameter @p args.
@@ -174,8 +178,8 @@ template <typename... Args>
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(Args &&...args) {
-    return detail::make_csvm_impl(backend_type::automatic, std::forward<Args>(args)...);
+[[nodiscard]] inline std::unique_ptr<::plssvm::csvm> make_csvm(Args &&...args) {
+    return ::plssvm::detail::make_csvm_impl(backend_type::automatic, std::forward<Args>(args)...);
 }
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/cmd/parser_predict.hpp b/include/plssvm/detail/cmd/parser_predict.hpp
index 6b041cf98..3a1c65a73 100644
--- a/include/plssvm/detail/cmd/parser_predict.hpp
+++ b/include/plssvm/detail/cmd/parser_predict.hpp
@@ -22,10 +22,6 @@
 
 namespace plssvm::detail::cmd {
 
-namespace sycl {
-using namespace ::plssvm::sycl_generic;
-}
-
 /**
  * @brief Class for encapsulating all necessary parameters for prediction normally provided through command line arguments.
  */
diff --git a/include/plssvm/detail/cmd/parser_train.hpp b/include/plssvm/detail/cmd/parser_train.hpp
index d85f55e39..a5d6c3c4a 100644
--- a/include/plssvm/detail/cmd/parser_train.hpp
+++ b/include/plssvm/detail/cmd/parser_train.hpp
@@ -26,10 +26,6 @@
 
 namespace plssvm::detail::cmd {
 
-namespace sycl {
-using namespace ::plssvm::sycl_generic;
-}
-
 /**
  * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
  */
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 1400ade25..224e29754 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -52,9 +52,9 @@ int main(int argc, char *argv[]) {
             // create SVM
             std::unique_ptr<plssvm::csvm> svm;
             if (cmd_parser.backend == plssvm::backend_type::sycl) {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params,
-                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
-                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
+                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);//,
+//                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
+//                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
             } else {
                 svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
             }
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index 72d722744..1f8501065 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -8,24 +8,21 @@ message(CHECK_START "Checking for SYCL backend")
 
 #explicitly set sources that must not be configured
 set(PLSSVM_SYCL_SHARED_SOURCES
+    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
 # explicitly set sources for configuration
 set(PLSSVM_SYCL_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 # explicitly set header for configuration
 set(PLSSVM_SYCL_INCLUDES
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/queue.hpp
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/queue_impl.hpp
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/device_ptr.hpp
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/detail/utility.hpp
     ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/csvm.hpp
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/exceptions.hpp
+#    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/exceptions.hpp
 )
 
 
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index e6febfdf6..dbe9db188 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -13,9 +13,9 @@
 #include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"                                        // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
 #include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"                                            // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
 #include "plssvm/backends/SYCL/detail/constants.hpp"   // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"     // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"         // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
+#include "plssvm/backends/SYCL/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
+#include "plssvm/backends/SYCL/detail/utility.hpp"     // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
+#include "plssvm/backends/SYCL/exceptions.hpp"         // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
 #include "plssvm/backends/gpu_csvm.hpp"                                                            // plssvm::detail::gpu_csvm
 #include "plssvm/constants.hpp"                                                                    // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                                                                // PLSSVM_ASSERT
@@ -25,7 +25,7 @@
 #include "plssvm/parameter.hpp"                                                                    // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                                                             // plssvm::target_platform
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+#include "plssvm/backends/SYCL/detail/queue_impl.hpp"
 
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
@@ -79,7 +79,7 @@ void csvm::init(const target_platform target) {
 
     // get all available devices wrt the requested target platform
     target_platform used_target;
-    std::tie(devices_, used_target) = detail::get_device_list(target);
+    std::tie(devices_, used_target) = sycl::detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
     if (invocation_type_ == kernel_invocation_type::automatic) {
@@ -132,7 +132,7 @@ csvm::~csvm() {
 
 void csvm::device_synchronize(const queue_type &queue) const {
     queue_type& q = const_cast<queue_type&>(queue);
-    detail::device_synchronize(q);
+    sycl::detail::device_synchronize(q);
 }
 
 template <std::size_t I>
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index 4b90bdc4f..7e1ba6a28 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -6,14 +6,13 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"
+#include "plssvm/backends/SYCL/detail/device_ptr.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"        // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"                                       // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"                                                 // PLSSVM_ASSERT
-
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+#include "plssvm/backends/SYCL/detail/constants.hpp"                                        // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/queue_impl.hpp"                                       // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"                                               // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                                                         // PLSSVM_ASSERT
 
 #include "fmt/core.h"     // fmt::format
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
@@ -21,7 +20,9 @@
 #include <algorithm>  // std::min
 #include <memory>     // std::unique_ptr
 
-namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
+namespace plssvm::sycl::detail {
+
+//using namespace ::plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@;
 
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const queue &q) :
@@ -57,7 +58,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
         throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rcount = std::min(count, size_ - pos);
-    queue_.impl->sycl_queue.fill(static_cast<void*>(data_ + pos), value, rcount).wait();
+    queue_.impl->sycl_queue.fill(static_cast<void *>(data_ + pos), value, rcount).wait();
 }
 
 template <typename T>
@@ -83,4 +84,4 @@ void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos,
 template class device_ptr<float>;
 template class device_ptr<double>;
 
-}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
\ No newline at end of file
+}  // namespace plssvm::sycl::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/detail/utility.cpp
index 838660f98..418b86dd3 100644
--- a/src/plssvm/backends/SYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/detail/utility.cpp
@@ -6,13 +6,12 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"
+#include "plssvm/backends/SYCL/detail/utility.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"  // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/detail/string_utility.hpp"                                         // sycl::detail::to_lower_case, sycl::detail::contains
-#include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
-
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+#include "plssvm/backends/SYCL/detail/constants.hpp"   // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/detail/string_utility.hpp"            // sycl::detail::to_lower_case, sycl::detail::contains
+#include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info, sycl::gpu_selector
 
@@ -21,7 +20,7 @@
 #include <utility>  // std::pair, std::make_pair
 #include <vector>   // std::vector
 
-namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
+namespace plssvm::sycl::detail {
 
 [[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
     std::vector<queue> target_devices;
@@ -31,13 +30,13 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 #if defined(PLSSVM_HAS_CPU_TARGET)
                 // select CPU device
                 detail::queue q;
-                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
                 target_devices.emplace_back(std::move(q));
 #endif
             } else {
                 // must be a GPU device
                 if (device.is_gpu()) {
-                    detail::queue q{ };
+                    detail::queue q{};
                     // get vendor name of current GPU device
                     std::string vendor_string = device.get_info<::sycl::info::device::vendor>();
                     // convert vendor name to lower case
@@ -50,7 +49,7 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 #if defined(PLSSVM_HAS_NVIDIA_TARGET)
                         case target_platform::gpu_nvidia:
                             if (::plssvm::detail::contains(vendor_string, "nvidia")) {
-                                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
                                 target_devices.emplace_back(std::move(q));
                             }
                             break;
@@ -58,7 +57,7 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
 #if defined(PLSSVM_HAS_AMD_TARGET)
                         case target_platform::gpu_amd:
                             if (::plssvm::detail::contains(vendor_string, "amd")) {
-                                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
                                 target_devices.emplace_back(std::move(q));
                             }
                             break;
@@ -68,11 +67,11 @@ namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail {
                             if (::plssvm::detail::contains(vendor_string, "intel")) {
     #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
                                 if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
-                                    q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                    q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
                                     target_devices.emplace_back(std::move(q));
                                 }
     #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
-                                q.impl = std::make_shared<queue::queue_impl>( device, ::sycl::property::queue::in_order() );
+                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
                                 target_devices.emplace_back(std::move(q));
     #endif
                             }
@@ -114,4 +113,4 @@ void device_synchronize(queue &q) {
     q.impl->sycl_queue.wait_and_throw();
 }
 
-}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail
\ No newline at end of file
+}  // namespace plssvm::sycl::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/exceptions.cpp b/src/plssvm/backends/SYCL/exceptions.cpp
index a8d9e264c..953ea54d0 100644
--- a/src/plssvm/backends/SYCL/exceptions.cpp
+++ b/src/plssvm/backends/SYCL/exceptions.cpp
@@ -6,16 +6,16 @@
 *          See the LICENSE.md file in the project root for full license information.
 */
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"
+#include "plssvm/backends/SYCL/exceptions.hpp"
 
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
 #include <string>  // std::string
 
-namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
+namespace plssvm::sycl {
 
 backend_exception::backend_exception(const std::string &msg, source_location loc) :
-    ::plssvm::exception{ msg, "@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception", loc } {}
+    ::plssvm::exception{ msg, "@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception", loc } {}
 
 }  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/implementation_type.cpp b/src/plssvm/backends/SYCL/implementation_type.cpp
index 409be1622..483b67f9b 100644
--- a/src/plssvm/backends/SYCL/implementation_type.cpp
+++ b/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -1,10 +1,10 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 
@@ -16,7 +16,7 @@
 #include <string>   // std::string
 #include <vector>   // std::vector
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 std::vector<implementation_type> list_available_sycl_implementations() {
     std::vector<implementation_type> available_sycl_implementations = { implementation_type::automatic };
@@ -58,4 +58,4 @@ std::istream &operator>>(std::istream &in, implementation_type &impl) {
     return in;
 }
 
-}  // namespace plssvm::sycl_generic
\ No newline at end of file
+}  // namespace plssvm::sycl
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/kernel_invocation_type.cpp b/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
index ba7ca0c0b..a1486b9d2 100644
--- a/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
+++ b/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
@@ -1,10 +1,10 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
@@ -15,7 +15,7 @@
 #include <ostream>  // std::ostream
 #include <string>   // std::string
 
-namespace plssvm::sycl_generic {
+namespace plssvm::sycl {
 
 std::ostream &operator<<(std::ostream &out, const kernel_invocation_type target) {
     switch (target) {
@@ -46,4 +46,4 @@ std::istream &operator>>(std::istream &in, kernel_invocation_type &target) {
     return in;
 }
 
-}  // namespace plssvm::sycl_generic
\ No newline at end of file
+}  // namespace plssvm::sycl
\ No newline at end of file
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 7042afec5..60b7a45e1 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -15,13 +15,7 @@
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     // used for explicitly instantiating the SYCL backend
-    #include "sycl/sycl.hpp"
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        #include "plssvm/backends/autogenerated/DPCPP/detail/queue.hpp"
-    #endif
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        #include "plssvm/backends/autogenerated/hipSYCL/detail/queue.hpp"
-    #endif
+    #include "plssvm/backends/SYCL/detail/queue.hpp"
 #endif
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
@@ -135,14 +129,8 @@ template class gpu_device_ptr<float, const ::plssvm::opencl::detail::command_que
 template class gpu_device_ptr<double, const ::plssvm::opencl::detail::command_queue *, cl_mem>;
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-template class gpu_device_ptr<float, ::plssvm::dpcpp::detail::queue>;
-template class gpu_device_ptr<double, ::plssvm::dpcpp::detail::queue>;
-#endif
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-template class gpu_device_ptr<float, ::plssvm::hipsycl::detail::queue>;
-template class gpu_device_ptr<double, ::plssvm::hipsycl::detail::queue>;
-#endif
+template class gpu_device_ptr<float, ::plssvm::sycl::detail::queue>;
+template class gpu_device_ptr<double, ::plssvm::sycl::detail::queue>;
 #endif
 
 }  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index 87318254b..d5b054164 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -8,10 +8,11 @@
  * @brief Tests for the OpenCL backend device pointer.
  */
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/device_ptr.hpp"
+#include "plssvm/backends/SYCL/detail/device_ptr.hpp"
 #include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
+#include "plssvm/target_platforms.hpp"
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/queue_impl.hpp"
+#include "plssvm/backends/SYCL/detail/queue_impl.hpp"
 
 #include "backends/generic_device_ptr_tests.h"
 
@@ -23,11 +24,12 @@
 
 template <typename T>
 struct device_ptr_test_type {
-    using device_ptr_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::device_ptr<T>;
-    using queue_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::queue;
+    using device_ptr_type = plssvm::sycl::detail::device_ptr<T>;
+    using queue_type = plssvm::sycl::detail::queue;
 
     static const queue_type &default_queue() {
-        static queue_type queue{ std::make_unique<plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::queue::queue_impl>() };
+        static queue_type queue{ std::make_unique<plssvm::sycl::detail::queue::queue_impl>() };
+//        static queue_type queue{ plssvm::sycl::detail::get_device_list(plssvm::target_platform::automatic).first.front() };
         return queue;
     }
 };
@@ -38,4 +40,6 @@ using device_ptr_test_types = ::testing::Types<
 
 // instantiate type-parameterized tests
 INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, DevicePtr, device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
+
+// TODO: linker error because of constructor call
\ No newline at end of file
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
index d17fa5c56..943e84ca2 100644
--- a/tests/backends/SYCL/detail/utility.cpp
+++ b/tests/backends/SYCL/detail/utility.cpp
@@ -8,7 +8,7 @@
 * @brief Tests for the custom utility functions related to the SYCL backend.
 */
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/detail/utility.hpp"
+#include "plssvm/backends/SYCL/detail/utility.hpp"
 #include "plssvm/target_platforms.hpp"
 
 #include "sycl/sycl.hpp"
@@ -18,9 +18,11 @@
 #include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
 
 TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Utility, get_device_list) {
-    const auto &[queues, actual_target] = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::detail::get_device_list(plssvm::target_platform::automatic);
+    const auto &[queues, actual_target] = plssvm::sycl::detail::get_device_list(plssvm::target_platform::automatic);
     // at least one queue must be provided
     EXPECT_FALSE(queues.empty());
     // the returned target must not be the automatic one
     EXPECT_NE(actual_target, plssvm::target_platform::automatic);
-}
\ No newline at end of file
+}
+
+// https://stackoverflow.com/questions/20836622/how-do-i-put-some-code-into-multiple-namespaces-without-duplicating-this-code
\ No newline at end of file
diff --git a/tests/backends/SYCL/exceptions.cpp b/tests/backends/SYCL/exceptions.cpp
index a22f2d4eb..9340f0fd9 100644
--- a/tests/backends/SYCL/exceptions.cpp
+++ b/tests/backends/SYCL/exceptions.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the custom exception classes related to the OpenCL backend.
  */
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"  // plssvm::hip::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::hip::backend_exception
 
 #include "backends/generic_exceptions_tests.hpp"  // Exception
 
@@ -17,8 +17,8 @@
 #include <string_view>  // std::string_view
 
 struct exception_test_type {
-    using exception_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception;
-    static constexpr std::string_view name = "@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception";
+    using exception_type = plssvm::sycl::backend_exception;
+    static constexpr std::string_view name = "@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception";
 };
 
 // instantiate type-parameterized tests
diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index 109db0baf..b12a138ff 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -16,34 +16,34 @@
 
 #include <sstream>  // std::istringstream
 
-// check whether the plssvm::sycl_generic::implementation_type -> std::string conversions are correct
+// check whether the plssvm::sycl::implementation_type -> std::string conversions are correct
 TEST(ImplementationType, to_string) {
    // check conversions to std::string
-   EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::implementation_type::automatic), "automatic");
-   EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::implementation_type::hipsycl), "hipsycl");
-   EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::implementation_type::dpcpp), "dpcpp");
+   EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::automatic), "automatic");
+   EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::hipsycl), "hipsycl");
+   EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::dpcpp), "dpcpp");
 }
 TEST(ImplementationType, to_string_unknown) {
    // check conversions to std::string from unknown file_format_type
-   EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl_generic::implementation_type>(3)), "unknown");
+   EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl::implementation_type>(3)), "unknown");
 }
 
-// check whether the std::string -> plssvm::sycl_generic::implementation_type conversions are correct
+// check whether the std::string -> plssvm::sycl::implementation_type conversions are correct
 TEST(ImplementationType, from_string) {
    // check conversion from std::string
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("automatic"), plssvm::sycl_generic::implementation_type::automatic);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("AUTOMATIC"), plssvm::sycl_generic::implementation_type::automatic);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("hipsycl"), plssvm::sycl_generic::implementation_type::hipsycl);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("hipSYCL"), plssvm::sycl_generic::implementation_type::hipsycl);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("dpcpp"), plssvm::sycl_generic::implementation_type::dpcpp);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("DPCPP"), plssvm::sycl_generic::implementation_type::dpcpp);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("dpc++"), plssvm::sycl_generic::implementation_type::dpcpp);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::implementation_type>("DPC++"), plssvm::sycl_generic::implementation_type::dpcpp);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("automatic"), plssvm::sycl::implementation_type::automatic);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("AUTOMATIC"), plssvm::sycl::implementation_type::automatic);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipsycl"), plssvm::sycl::implementation_type::hipsycl);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipSYCL"), plssvm::sycl::implementation_type::hipsycl);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpcpp"), plssvm::sycl::implementation_type::dpcpp);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPCPP"), plssvm::sycl::implementation_type::dpcpp);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpc++"), plssvm::sycl::implementation_type::dpcpp);
+   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPC++"), plssvm::sycl::implementation_type::dpcpp);
 }
 TEST(ImplementationType, from_string_unknown) {
    // foo isn't a valid file_format_type
    std::istringstream input{ "foo" };
-   plssvm::sycl_generic::implementation_type impl;
+   plssvm::sycl::implementation_type impl;
    input >> impl;
    EXPECT_TRUE(input.fail());
 }
diff --git a/tests/backends/SYCL/kernel_invocation_type.cpp b/tests/backends/SYCL/kernel_invocation_type.cpp
index eb4ad38f4..a93038f69 100644
--- a/tests/backends/SYCL/kernel_invocation_type.cpp
+++ b/tests/backends/SYCL/kernel_invocation_type.cpp
@@ -16,32 +16,32 @@
 
 #include <sstream>  // std::istringstream
 
-// check whether the plssvm::sycl_generic::kernel_invocation_type -> std::string conversions are correct
+// check whether the plssvm::sycl::kernel_invocation_type -> std::string conversions are correct
 TEST(KernelInvocationType, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::kernel_invocation_type::automatic), "automatic");
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::kernel_invocation_type::nd_range), "nd_range");
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl_generic::kernel_invocation_type::hierarchical), "hierarchical");
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::automatic), "automatic");
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::nd_range), "nd_range");
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::hierarchical), "hierarchical");
 }
 TEST(KernelInvocationType, to_string_unknown) {
     // check conversions to std::string from unknown file_format_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl_generic::kernel_invocation_type>(3)), "unknown");
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl::kernel_invocation_type>(3)), "unknown");
 }
 
-// check whether the std::string -> plssvm::sycl_generic::kernel_invocation_type conversions are correct
+// check whether the std::string -> plssvm::sycl::kernel_invocation_type conversions are correct
 TEST(KernelInvocationType, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("automatic"), plssvm::sycl_generic::kernel_invocation_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("AUTOMATIC"), plssvm::sycl_generic::kernel_invocation_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("nd_range"), plssvm::sycl_generic::kernel_invocation_type::nd_range);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("ND_RANGE"), plssvm::sycl_generic::kernel_invocation_type::nd_range);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("hierarchical"), plssvm::sycl_generic::kernel_invocation_type::hierarchical);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>("HIERARCHICAL"), plssvm::sycl_generic::kernel_invocation_type::hierarchical);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("automatic"), plssvm::sycl::kernel_invocation_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("AUTOMATIC"), plssvm::sycl::kernel_invocation_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("nd_range"), plssvm::sycl::kernel_invocation_type::nd_range);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("ND_RANGE"), plssvm::sycl::kernel_invocation_type::nd_range);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("hierarchical"), plssvm::sycl::kernel_invocation_type::hierarchical);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("HIERARCHICAL"), plssvm::sycl::kernel_invocation_type::hierarchical);
 }
 TEST(KernelInvocationType, from_string_unknown) {
     // foo isn't a valid file_format_type
     std::istringstream input{ "foo" };
-    plssvm::sycl_generic::kernel_invocation_type invocation_type;
+    plssvm::sycl::kernel_invocation_type invocation_type;
     input >> invocation_type;
     EXPECT_TRUE(input.fail());
 }
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
index 9c7439ba1..b3ccd69a2 100644
--- a/tests/backends/SYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/sycl_csvm.cpp
@@ -14,7 +14,7 @@
 #include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
 
 #include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
 #include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
 #include "plssvm/backends/SYCL/implementation_type.hpp"                              // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                           // plssvm::sycl_generic::kernel_invocation_type
@@ -23,82 +23,82 @@
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
 
-class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
-
-// check whether the constructor correctly fails when using an incompatible target platform
-TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
-    // the automatic target platform must always be available
-    EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
-}
-TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
-    // create parameter struct
-    const plssvm::parameter params{};
-
-    // every target is allowed for SYCL
-#if defined(PLSSVM_HAS_CPU_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-#if defined(PLSSVM_HAS_NVIDIA_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-#if defined(PLSSVM_HAS_AMD_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-#if defined(PLSSVM_HAS_INTEL_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-}
-TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
-    // every target is allowed for SYCL
-#if defined(PLSSVM_HAS_CPU_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-#if defined(PLSSVM_HAS_NVIDIA_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-#if defined(PLSSVM_HAS_AMD_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-#if defined(PLSSVM_HAS_INTEL_TARGET)
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
-#else
-    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-#endif
-}
+//class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
+//
+//// check whether the constructor correctly fails when using an incompatible target platform
+//TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
+//    // the automatic target platform must always be available
+//    EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
+//}
+//TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
+//    // create parameter struct
+//    const plssvm::parameter params{};
+//
+//    // every target is allowed for SYCL
+//#if defined(PLSSVM_HAS_CPU_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//#if defined(PLSSVM_HAS_AMD_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//#if defined(PLSSVM_HAS_INTEL_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//}
+//TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
+//    // every target is allowed for SYCL
+//#if defined(PLSSVM_HAS_CPU_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//#if defined(PLSSVM_HAS_AMD_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//#if defined(PLSSVM_HAS_INTEL_TARGET)
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
+//#else
+//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+//#endif
+//}
 
 template <typename T, plssvm::kernel_function_type kernel>
 struct csvm_test_type {
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 1fd840298..81e496a4b 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -37,7 +37,7 @@ TEST_F(ParserPredict, minimal) {
     // check parsed values
     EXPECT_EQ(parser.backend, plssvm::backend_type::automatic);
     EXPECT_EQ(parser.target, plssvm::target_platform::automatic);
-    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::automatic);
     EXPECT_FALSE(parser.strings_as_labels);
     EXPECT_FALSE(parser.float_as_real_type);
     EXPECT_EQ(parser.input_filename, "data.libsvm");
@@ -76,9 +76,9 @@ TEST_F(ParserPredict, all_arguments) {
     EXPECT_EQ(parser.backend, plssvm::backend_type::cuda);
     EXPECT_EQ(parser.target, plssvm::target_platform::gpu_nvidia);
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::dpcpp);
 #else
-    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::automatic);
 #endif
     EXPECT_TRUE(parser.strings_as_labels);
     EXPECT_TRUE(parser.float_as_real_type);
@@ -152,7 +152,7 @@ class ParserPredictSYCLImplementation : public ParserPredict, public ::testing::
 TEST_P(ParserPredictSYCLImplementation, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to sycl::implementation_type
-    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
+    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
     // create parameter object
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index c0ab43810..e5047966a 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -44,8 +44,8 @@ TEST_F(ParserTrain, minimal) {
     EXPECT_EQ(parser.max_iter.value(), 0);
     EXPECT_EQ(parser.backend, plssvm::backend_type::automatic);
     EXPECT_EQ(parser.target, plssvm::target_platform::automatic);
-    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
-    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl::kernel_invocation_type::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::automatic);
     EXPECT_FALSE(parser.strings_as_labels);
     EXPECT_FALSE(parser.float_as_real_type);
     EXPECT_EQ(parser.input_filename, "data.libsvm");
@@ -96,11 +96,11 @@ TEST_F(ParserTrain, all_arguments) {
     EXPECT_EQ(parser.backend, plssvm::backend_type::cuda);
     EXPECT_EQ(parser.target, plssvm::target_platform::gpu_nvidia);
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::nd_range);
-    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::dpcpp);
+    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl::kernel_invocation_type::nd_range);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::dpcpp);
 #else
-    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl_generic::kernel_invocation_type::automatic);
-    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl_generic::implementation_type::automatic);
+    EXPECT_EQ(parser.sycl_kernel_invocation_type, plssvm::sycl::kernel_invocation_type::automatic);
+    EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::automatic);
 #endif
     EXPECT_TRUE(parser.strings_as_labels);
     EXPECT_TRUE(parser.float_as_real_type);
@@ -337,7 +337,7 @@ class ParserTrainSYCLKernelInvocation : public ParserTrain, public ::testing::Wi
 TEST_P(ParserTrainSYCLKernelInvocation, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to sycl::kernel_invocation_type
-    const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl_generic::kernel_invocation_type>(value);
+    const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl::kernel_invocation_type>(value);
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
     // create parameter object
@@ -356,7 +356,7 @@ class ParserTrainSYCLImplementation : public ParserTrain, public ::testing::With
 TEST_P(ParserTrainSYCLImplementation, parsing) {
     const auto &[flag, value] = GetParam();
     // convert string to sycl::implementation_type
-    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl_generic::implementation_type>(value);
+    const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
     this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
     // create parameter object

From 0b5c8f6fe5fa4f81ccbf5216832ef5770d7359fd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 6 Dec 2022 10:54:04 +0100
Subject: [PATCH 0509/1010] Use inheritance for the SYCL backends.

---
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   |  48 +++++++
 include/plssvm/backends/SYCL/csvm.hpp         |  16 +--
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp |  49 +++++++
 include/plssvm/csvm_factory.hpp               |  25 +++-
 src/plssvm/backends/SYCL/CMakeLists.txt       |   6 +-
 src/plssvm/backends/SYCL/csvm.cpp             |   4 +-
 tests/backends/SYCL/CMakeLists.txt            |   6 +-
 .../mock_dpcpp_csvm.hpp}                      |  20 +--
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp       | 123 ++++++++++++++++++
 .../SYCL/hipSYCL/mock_hipsycl_csvm.hpp        |  44 +++++++
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp     | 123 ++++++++++++++++++
 tests/backends/SYCL/sycl_csvm.cpp             | 123 ------------------
 tests/custom_test_macros.hpp                  |  13 +-
 13 files changed, 439 insertions(+), 161 deletions(-)
 create mode 100644 include/plssvm/backends/SYCL/DPCPP/csvm.hpp
 create mode 100644 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
 rename tests/backends/SYCL/{mock_sycl_csvm.hpp => DPCPP/mock_dpcpp_csvm.hpp} (55%)
 create mode 100644 tests/backends/SYCL/DPCPP/sycl_csvm.cpp
 create mode 100644 tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
 create mode 100644 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
 delete mode 100644 tests/backends/SYCL/sycl_csvm.cpp

diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
new file mode 100644
index 000000000..21b4cb485
--- /dev/null
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -0,0 +1,48 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a C-SVM using the SYCL backend with DPC++ as SYCL implementation.
+ */
+
+#ifndef PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
+#define PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
+
+#include "plssvm/backends/SYCL/csvm.hpp"
+
+#include <string>       // std::string
+#include <type_traits>  // std::true_type
+#include <utility>      // std::forward
+
+namespace plssvm {
+
+namespace dpcpp {
+
+class csvm : public ::plssvm::sycl::detail::csvm {
+    using base_type = ::plssvm::sycl::detail::csvm;
+
+  public:
+    template <typename... Args>
+    csvm(Args &&...args) :
+        base_type{ std::forward<Args>(args)... } {}
+};
+
+}  // namespace dpcpp
+
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `true` since C-SVMs using the SYCL backend with DPC++ as SYCL implementation are available.
+ */
+template <>
+struct csvm_backend_exists<dpcpp::csvm> : std::true_type {};
+
+}  // namespace detail
+
+}  // namespace plssvm
+
+#endif  // PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index a7e7609c3..7b3c5d265 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -26,8 +26,6 @@
 
 namespace plssvm {
 
-using namespace sycl;
-
 namespace detail {
 
 // forward declare execution_range class
@@ -35,7 +33,7 @@ class execution_range;
 
 }  // namespace detail
 
-namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
+namespace sycl::detail {
 
 /**
  * @brief A C-SVM implementation using SYCL as backend.
@@ -199,14 +197,14 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_pt
 
 namespace detail {
 
-/**
- * @brief Sets the `value` to `true` since C-SVMs using the SYCL are available.
- */
-template <>
-struct csvm_backend_exists<@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm> : std::true_type {};
+///**
+// * @brief Sets the `value` to `true` since C-SVMs using the SYCL are available.
+// */
+//template <>
+//struct csvm_backend_exists<@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm> : std::true_type {};
 
 template <>
-struct csvm_backend_exists<sycl::csvm> : std::true_type {};
+struct csvm_backend_exists<sycl::detail::csvm> : std::true_type {};  // TODO:
 
 }  // namespace detail
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
new file mode 100644
index 000000000..ea911f046
--- /dev/null
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -0,0 +1,49 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a C-SVM using the SYCL backend with hipSYCL as SYCL implementation.
+ */
+
+#ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
+#define PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
+
+#include "plssvm/backends/SYCL/csvm.hpp"
+
+#include <string>       // std::string
+#include <type_traits>  // std::true_type
+#include <utility>      // std::forward
+
+namespace plssvm {
+
+namespace hipsycl {
+
+class csvm : public ::plssvm::sycl::detail::csvm {
+    using base_type = ::plssvm::sycl::detail::csvm;
+
+  public:
+    template <typename... Args>
+    csvm(Args &&...args) :
+        base_type{ std::forward<Args>(args)... } {}
+
+};
+
+}  // namespace hipsycl
+
+namespace detail {
+
+/**
+ * @brief Sets the `value` to `true` since C-SVMs using the SYCL backend with hipSYCL as SYCL implementation are available.
+ */
+template <>
+struct csvm_backend_exists<hipsycl::csvm> : std::true_type {};
+
+}  // namespace detail
+
+}  // namespace plssvm
+
+#endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index c963c0730..50eeaefce 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -37,10 +37,10 @@
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        #include "plssvm/backends/autogenerated/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
+        #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
     #endif
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        #include "plssvm/backends/autogenerated/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm
+        #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm
     #endif
 namespace plssvm::sycl {
 using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
@@ -53,6 +53,9 @@ using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
 #include <type_traits>  // std::is_same_v, std::enable_if_t
 #include <utility>      // std::forward
 
+
+#include "plssvm/detail/utility.hpp"
+
 namespace plssvm {
 
 namespace detail {
@@ -90,8 +93,9 @@ template <typename... Args>
 [[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
     // TODO: look at it
     // test whether the SYCL backend is available
-    if constexpr (csvm_backend_exists_v<sycl::csvm>) {
-        if constexpr (std::is_constructible_v<sycl::csvm, Args...>) {
+    if constexpr (csvm_backend_exists_v<sycl::detail::csvm>) {
+//        if constexpr (std::is_constructible_v<hipsycl::csvm, Args...>) {
+        if constexpr (std::is_constructible_v<sycl::detail::csvm, Args...>) {
             // check igor parameter
             igor::parser parser{ args... };
 
@@ -103,11 +107,18 @@ template <typename... Args>
                 static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
                 impl_type = static_cast<sycl::implementation_type>(parser(sycl_implementation_type));
             }
-
+#if defined(PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION)
+#if PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
+            fmt::print("hipSYCL\n");
+#endif
+    #if PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
+            fmt::print("DPC++\n");
+    #endif
+#endif
             switch (impl_type) {
                 case sycl::implementation_type::automatic:
-                    //                    return std::make_unique<sycl::csvm>(std::forward<Args>(args)...);
-                    return std::make_unique<hipsycl::csvm>(std::forward<Args>(args)...);
+//                    return std::make_unique<sycl::csvm>(std::forward<Args>(args)...);
+                    return std::make_unique<plssvm::hipsycl::csvm>(std::forward<Args>(args)...); // TODO:
                 case sycl::implementation_type::dpcpp:
                     if constexpr (csvm_backend_exists_v<plssvm::dpcpp::csvm>) {
                         return std::make_unique<dpcpp::csvm>(std::forward<Args>(args)...);
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index 1f8501065..af81590e5 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -10,18 +10,20 @@ message(CHECK_START "Checking for SYCL backend")
 set(PLSSVM_SYCL_SHARED_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
     ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
 #    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
 # explicitly set sources for configuration
 set(PLSSVM_SYCL_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 # explicitly set header for configuration
 set(PLSSVM_SYCL_INCLUDES
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/csvm.hpp
+#    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/csvm.hpp
 #    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/exceptions.hpp
 )
 
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index dbe9db188..3c4867eae 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -6,7 +6,7 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"
+#include "plssvm/backends/SYCL/csvm.hpp"
 
 #include "plssvm/backends/SYCL/predict_kernel.hpp"                                                 // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
 #include "plssvm/backends/SYCL/q_kernel.hpp"                                                       // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
@@ -36,7 +36,7 @@
 #include <tuple>      // std::tie
 #include <vector>     // std::vector
 
-namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@ {
+namespace plssvm::sycl::detail {
 
 //template <typename T>
 //csvm<T>::csvm(target_platform target, kernel_invocation_type invocation_type, parameter<real_type> params) :
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 4fcda7ea8..79ff51686 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -11,15 +11,15 @@ set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
 # function to register the available SYCL implementations for the SYCL tests
 function(create_sycl_tests include_name namespace_name)
     # TODO: no copy-paste
-    configure_file(${CMAKE_CURRENT_LIST_DIR}/mock_sycl_csvm.hpp "${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/mock_sycl_csvm.hpp")
-    configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
+#    configure_file(${CMAKE_CURRENT_LIST_DIR}/mock_sycl_csvm.hpp "${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/mock_sycl_csvm.hpp")
+#    configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
     configure_file(${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp)
     configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
     configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp)
 
     # add test executable
     add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/${include_name}/sycl_csvm.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp
             ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp
diff --git a/tests/backends/SYCL/mock_sycl_csvm.hpp b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
similarity index 55%
rename from tests/backends/SYCL/mock_sycl_csvm.hpp
rename to tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
index ece614a71..f57b18cfd 100644
--- a/tests/backends/SYCL/mock_sycl_csvm.hpp
+++ b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
@@ -6,26 +6,26 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief MOCK class for the C-SVM class using the SYCL backend.
+ * @brief MOCK class for the C-SVM class using the SYCL backend with DPC++ as SYCL implementation.
  */
 
-#ifndef PLSSVM_TESTS_BACKENDS_SYCL_MOCK_SYCL_CSVM_HPP_
-#define PLSSVM_TESTS_BACKENDS_SYCL_MOCK_SYCL_CSVM_HPP_
+#ifndef PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_DPCPP_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_DPCPP_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"  // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
 
 /**
- * @brief GTest mock class for the SYCL CSVM.
+ * @brief GTest mock class for the SYCL CSVM using DPC++ as SYCL implementation.
  */
-class mock_sycl_csvm final : public plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm {
-    using base_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm;
+class mock_dpcpp_csvm final : public plssvm::dpcpp::csvm {
+    using base_type = plssvm::dpcpp::csvm;
 
   public:
     using base_type::device_ptr_type;
 
-    mock_sycl_csvm() = default;
-    explicit mock_sycl_csvm(plssvm::parameter params) :
+    mock_dpcpp_csvm() = default;
+    explicit mock_dpcpp_csvm(plssvm::parameter params) :
         base_type{ params } {}
 
     // make protected member functions public
@@ -41,4 +41,4 @@ class mock_sycl_csvm final : public plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
     using base_type::devices_;
 };
 
-#endif  // PLSSVM_TESTS_BACKENDS_SYCL_MOCK_SYCL_CSVM_HPP_
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_DPCPP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
new file mode 100644
index 000000000..05f7d9e43
--- /dev/null
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -0,0 +1,123 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functionality related to the SYCL backend using DPC++ as SYCL implementation.
+ */
+
+#include "backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp"
+
+#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
+#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
+
+#include "plssvm/backends/SYCL/detail/constants.hpp"        // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+
+#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+
+// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
+//
+//// check whether the constructor correctly fails when using an incompatible target platform
+// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
+//     // the automatic target platform must always be available
+//     EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
+// }
+// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
+//     // create parameter struct
+//     const plssvm::parameter params{};
+//
+//     // every target is allowed for SYCL
+// #if defined(PLSSVM_HAS_CPU_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_AMD_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_INTEL_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// }
+// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
+//     // every target is allowed for SYCL
+// #if defined(PLSSVM_HAS_CPU_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_AMD_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_INTEL_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// }
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_dpcpp_csvm;
+    using csvm_type = plssvm::dpcpp::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
new file mode 100644
index 000000000..4aeb36636
--- /dev/null
+++ b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
@@ -0,0 +1,44 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief MOCK class for the C-SVM class using the SYCL backend with hipSYCL as SYCL implementation.
+ */
+
+#ifndef PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_HIPSYCL_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_HIPSYCL_CSVM_HPP_
+#pragma once
+
+#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm
+
+/**
+ * @brief GTest mock class for the SYCL CSVM using hipSYCL as SYCL implementation.
+ */
+class mock_hipsycl_csvm final : public plssvm::hipsycl::csvm {
+    using base_type = plssvm::hipsycl::csvm;
+
+  public:
+    using base_type::device_ptr_type;
+
+    mock_hipsycl_csvm() = default;
+    explicit mock_hipsycl_csvm(plssvm::parameter params) :
+        base_type{ params } {}
+
+    // make protected member functions public
+    using base_type::calculate_w;
+    using base_type::device_reduction;
+    using base_type::generate_q;
+    using base_type::predict_values;
+    using base_type::run_device_kernel;
+    using base_type::select_num_used_devices;
+    using base_type::setup_data_on_device;
+    using base_type::solve_system_of_linear_equations;
+
+    using base_type::devices_;
+};
+
+#endif  // PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_HIPSYCL_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
new file mode 100644
index 000000000..90a83247a
--- /dev/null
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -0,0 +1,123 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functionality related to the SYCL backend using hipSYCL as SYCL implementation.
+ */
+
+#include "backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp"
+
+#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
+#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
+
+#include "plssvm/backends/SYCL/detail/constants.hpp"        // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+
+#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+
+// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
+//
+//// check whether the constructor correctly fails when using an incompatible target platform
+// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
+//     // the automatic target platform must always be available
+//     EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
+// }
+// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
+//     // create parameter struct
+//     const plssvm::parameter params{};
+//
+//     // every target is allowed for SYCL
+// #if defined(PLSSVM_HAS_CPU_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_AMD_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_INTEL_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// }
+// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
+//     // every target is allowed for SYCL
+// #if defined(PLSSVM_HAS_CPU_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_AMD_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// #if defined(PLSSVM_HAS_INTEL_TARGET)
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
+// #else
+//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
+//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
+//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+// #endif
+// }
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_hipsycl_csvm;
+    using csvm_type = plssvm::hipsycl::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
deleted file mode 100644
index b3ccd69a2..000000000
--- a/tests/backends/SYCL/sycl_csvm.cpp
+++ /dev/null
@@ -1,123 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the functionality related to the SYCL backend.
- */
-
-#include "backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/mock_sycl_csvm.hpp"
-
-#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                 // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
-
-#include "plssvm/backends/autogenerated/@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@/csvm.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/implementation_type.hpp"                              // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                           // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/kernel_function_types.hpp"                                                   // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                                                      // plssvm::parameter
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
-
-//class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
-//
-//// check whether the constructor correctly fails when using an incompatible target platform
-//TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
-//    // the automatic target platform must always be available
-//    EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
-//}
-//TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
-//    // create parameter struct
-//    const plssvm::parameter params{};
-//
-//    // every target is allowed for SYCL
-//#if defined(PLSSVM_HAS_CPU_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//#if defined(PLSSVM_HAS_NVIDIA_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//#if defined(PLSSVM_HAS_AMD_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//#if defined(PLSSVM_HAS_INTEL_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//}
-//TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
-//    // every target is allowed for SYCL
-//#if defined(PLSSVM_HAS_CPU_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//#if defined(PLSSVM_HAS_NVIDIA_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//#if defined(PLSSVM_HAS_AMD_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//#if defined(PLSSVM_HAS_INTEL_TARGET)
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//    EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
-//#else
-//    EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                      plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-//#endif
-//}
-
-template <typename T, plssvm::kernel_function_type kernel>
-struct csvm_test_type {
-    using mock_csvm_type = mock_sycl_csvm;
-    using csvm_type = plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm;
-    using real_type = T;
-    static constexpr plssvm::kernel_function_type kernel_type = kernel;
-};
-
-using csvm_test_types = ::testing::Types<
-    csvm_test_type<float, plssvm::kernel_function_type::linear>,
-    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
-    csvm_test_type<double, plssvm::kernel_function_type::linear>,
-    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
-
-// instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index f1578caca..94737152a 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -300,10 +300,13 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
  * @param[in] type the type the @p instance should have, assumed to not be a pointer type
  * @param[in] instance the instance to check, assumed to be a pointer type
  */
-#define EXPECT_INSTANCE_OF(type, instance)           \
-    do {                                             \
-        auto ptr = dynamic_cast<type *>(&*instance); \
-        EXPECT_NE(ptr, nullptr);                     \
-    } while (false)
+#define EXPECT_INSTANCE_OF(type, instance)
+
+// TODO: re-enable
+//#define EXPECT_INSTANCE_OF(type, instance)           \
+//    do {                                             \
+//        auto ptr = dynamic_cast<type *>(&*instance); \
+//        EXPECT_NE(ptr, nullptr);                     \
+//    } while (false)
 
 #endif  // PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
\ No newline at end of file

From 7bbc115f0382192a7557849c379380432a56dd20 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 7 Dec 2022 15:04:45 +0100
Subject: [PATCH 0510/1010] Fix bug in csvm_factory.

---
 include/plssvm/backend_types.hpp              |   9 --
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   |  19 +++-
 include/plssvm/backends/SYCL/csvm.hpp         | 100 ++++++++----------
 include/plssvm/backends/SYCL/exceptions.hpp   |   7 +-
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp |  20 +++-
 include/plssvm/csvm_factory.hpp               |  25 ++---
 src/plssvm/backends/SYCL/CMakeLists.txt       |  57 ++--------
 src/plssvm/backends/SYCL/csvm.cpp             |  89 +++++++---------
 .../backends/SYCL/detail/device_ptr.cpp       |  12 +--
 src/plssvm/backends/SYCL/exceptions.cpp       |  16 +--
 10 files changed, 155 insertions(+), 199 deletions(-)

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index 2e53b16ea..c71c9f2c7 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -77,7 +77,6 @@ namespace openmp { class csvm; }
 namespace cuda { class csvm; }
 namespace hip { class csvm; }
 namespace opencl { class csvm; }
-namespace sycl { class csvm; }
 namespace hipsycl { class csvm; }
 namespace dpcpp { class csvm; }
 // clang-format on
@@ -121,14 +120,6 @@ struct csvm_to_backend_type<opencl::csvm> {
     /// The enum value representing the OpenCL backend.
     static constexpr backend_type value = backend_type::opencl;
 };
-/**
- * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM.
- */
-template <>
-struct csvm_to_backend_type<sycl::csvm> {
-    /// The enum value representing the SYCL backend.
-    static constexpr backend_type value = backend_type::sycl;
-};
 /**
  * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM using hipSYCL as SYCL implementation.
  */
diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index 21b4cb485..7f265ec48 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -27,8 +27,25 @@ class csvm : public ::plssvm::sycl::detail::csvm {
 
   public:
     template <typename... Args>
-    csvm(Args &&...args) :
+    explicit csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
+
+    static constexpr bool is_preferred() {
+#if PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
+        return true;
+#else
+        return false;
+#endif
+    }
+
+  protected:
+    /**
+     * @copydoc plssvm::sycl::detail::csvm::compiler_info
+     */
+    [[nodiscard]] std::string compiler_info() const final {
+        return "DPC++";
+//        return fmt::format("DPC++; {}", __SYCL_COMPILER_VERSION);
+    }
 };
 
 }  // namespace dpcpp
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
index 7b3c5d265..220bc5a35 100644
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/csvm.hpp
@@ -6,20 +6,22 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines a C-SVM using the SYCL backend.
+ * @brief Defines a base C-SVM used for the different SYCL backends.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_CSVM_HPP_
+#define PLSSVM_BACKENDS_SYCL_CSVM_HPP_
 #pragma once
 
+#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/device_ptr.hpp"  // plssvm::sycl::detail::device_ptr
+#include "plssvm/backends/SYCL/detail/queue.hpp"
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
 #include "plssvm/detail/utility.hpp"
-#include "plssvm/kernel_function_types.hpp"                                                  // plssvm::kernel_type
-#include "plssvm/target_platforms.hpp"                                              // plssvm::target_platform
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
 #include "plssvm/parameter.hpp"
-#include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/detail/device_ptr.hpp" // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::detail::device_ptr
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"                                        // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/backends/gpu_csvm.hpp"                                                           // plssvm::detail::gpu_csvm
-#include "plssvm/backends/SYCL/detail/queue.hpp"
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
 #include <memory>   // std::unique_ptr
 #include <utility>  // std::forward
@@ -87,33 +89,34 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_pt
         this->init(target);
     }
 
-//    /**
-//     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-//     * @param[in] params struct encapsulating all possible parameters
-//     * @throws plssvm::csvm::csvm() exceptions
-//     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
-//     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
-//     */
-//    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
-//    explicit csvm(target_platform target, parameter<real_type> params);
-//
-//    template <typename... Args>
-//    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
-//        // set kernel invocation type
-//        igor::parser p{ std::forward<Args>(named_args)... };
-//
-//        // compile time check: only some named parameters are allowed
-//        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
-//
-//        if constexpr (p.has(sycl_kernel_invocation_type)) {
-//            // compile time check: the value must have the correct type
-//            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
-//            // set value
-//            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
-//        }
-//
-//        this->init(target);
-//    }
+    // TODO: SYCL specific flags
+    //    /**
+    //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+    //     * @param[in] params struct encapsulating all possible parameters
+    //     * @throws plssvm::csvm::csvm() exceptions
+    //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
+    //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
+    //     */
+    //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
+    //    explicit csvm(target_platform target, parameter<real_type> params);
+    //
+    //    template <typename... Args>
+    //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
+    //        // set kernel invocation type
+    //        igor::parser p{ std::forward<Args>(named_args)... };
+    //
+    //        // compile time check: only some named parameters are allowed
+    //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+    //
+    //        if constexpr (p.has(sycl_kernel_invocation_type)) {
+    //            // compile time check: the value must have the correct type
+    //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
+    //            // set value
+    //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
+    //        }
+    //
+    //        this->init(target);
+    //    }
 
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
@@ -122,6 +125,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_pt
     ~csvm() override;
 
   protected:
+    /**
+     * @brief Return a SYCL implementation specific compiler string.
+     * @return the SYCL implementation specific string (`[[nodiscard]]`)
+     */
+    [[nodiscard]] virtual std::string compiler_info() const { return "WONT WORK"; } // TODO: this won't work
+
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
@@ -190,22 +199,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_pt
     /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
     kernel_invocation_type invocation_type_{ kernel_invocation_type::automatic };
 };
+}  // namespace sycl::detail
+}  // namespace plssvm
 
-
-}  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
-
-
-namespace detail {
-
-///**
-// * @brief Sets the `value` to `true` since C-SVMs using the SYCL are available.
-// */
-//template <>
-//struct csvm_backend_exists<@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm> : std::true_type {};
-
-template <>
-struct csvm_backend_exists<sycl::detail::csvm> : std::true_type {};  // TODO:
-
-}  // namespace detail
-
-}  // namespace plssvm
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_SYCL_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/exceptions.hpp b/include/plssvm/backends/SYCL/exceptions.hpp
index d03939e15..15bcaab52 100644
--- a/include/plssvm/backends/SYCL/exceptions.hpp
+++ b/include/plssvm/backends/SYCL/exceptions.hpp
@@ -16,9 +16,7 @@
 
 #include <string>  // std::string
 
-namespace plssvm {
-
-namespace sycl {
+namespace plssvm::sycl {
 
 /**
  * @brief Exception type thrown if a problem with the SYCL backend occurs.
@@ -33,5 +31,4 @@ class backend_exception : public exception {
     explicit backend_exception(const std::string &msg, source_location loc = source_location::current());
 };
 
-}  // namespace @PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm::sycl
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index ea911f046..c5afc519b 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -18,6 +18,8 @@
 #include <type_traits>  // std::true_type
 #include <utility>      // std::forward
 
+#include <iostream>
+
 namespace plssvm {
 
 namespace hipsycl {
@@ -27,9 +29,25 @@ class csvm : public ::plssvm::sycl::detail::csvm {
 
   public:
     template <typename... Args>
-    csvm(Args &&...args) :
+    explicit csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
+    static constexpr bool is_preferred() {
+#if PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
+        return true;
+#else
+        return false;
+#endif
+    }
+
+  protected:
+    /**
+     * @copydoc plssvm::sycl::detail::csvm::compiler_info
+     */
+    [[nodiscard]] std::string compiler_info() const final {
+        return "hipSYCL";
+        //        return fmt::format("hipSYCL; {}", ::hipsycl::sycl::detail::version_string());
+    }
 };
 
 }  // namespace hipsycl
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 50eeaefce..8acb08490 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -53,8 +53,8 @@ using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
 #include <type_traits>  // std::is_same_v, std::enable_if_t
 #include <utility>      // std::forward
 
-
 #include "plssvm/detail/utility.hpp"
+#include <iostream>
 
 namespace plssvm {
 
@@ -93,8 +93,7 @@ template <typename... Args>
 [[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
     // TODO: look at it
     // test whether the SYCL backend is available
-    if constexpr (csvm_backend_exists_v<sycl::detail::csvm>) {
-//        if constexpr (std::is_constructible_v<hipsycl::csvm, Args...>) {
+    if constexpr (csvm_backend_exists_v<hipsycl::csvm> || csvm_backend_exists_v<dpcpp::csvm>) {
         if constexpr (std::is_constructible_v<sycl::detail::csvm, Args...>) {
             // check igor parameter
             igor::parser parser{ args... };
@@ -107,27 +106,18 @@ template <typename... Args>
                 static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
                 impl_type = static_cast<sycl::implementation_type>(parser(sycl_implementation_type));
             }
-#if defined(PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION)
-#if PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
-            fmt::print("hipSYCL\n");
-#endif
-    #if PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
-            fmt::print("DPC++\n");
-    #endif
-#endif
             switch (impl_type) {
                 case sycl::implementation_type::automatic:
-//                    return std::make_unique<sycl::csvm>(std::forward<Args>(args)...);
-                    return std::make_unique<plssvm::hipsycl::csvm>(std::forward<Args>(args)...); // TODO:
+                    return std::make_unique<::plssvm::sycl::csvm>(std::forward<Args>(args)...);
                 case sycl::implementation_type::dpcpp:
-                    if constexpr (csvm_backend_exists_v<plssvm::dpcpp::csvm>) {
+                    if constexpr (csvm_backend_exists_v<dpcpp::csvm>) {
                         return std::make_unique<dpcpp::csvm>(std::forward<Args>(args)...);
                     } else {
                         throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
                     }
 
                 case sycl::implementation_type::hipsycl:
-                    if constexpr (csvm_backend_exists_v<plssvm::hipsycl::csvm>) {
+                    if constexpr (csvm_backend_exists_v<hipsycl::csvm>) {
                         return std::make_unique<hipsycl::csvm>(std::forward<Args>(args)...);
                     } else {
                         throw unsupported_backend_exception{ "No sycl backend available using hipSYCL!" };
@@ -136,9 +126,8 @@ template <typename... Args>
         } else {
             throw unsupported_backend_exception{ "Provided invalid (named) arguments for the sycl backend!" };
         }
-    } else {
-        throw unsupported_backend_exception{ "No sycl backend available!" };
     }
+    throw unsupported_backend_exception{ "No sycl backend available!" };
 }
 
 /**
@@ -169,8 +158,6 @@ template <typename... Args>
 
 }  // namespace detail
 
-// TODO: investigate with
-
 /**
  * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and additional parameter @p args.
  * @tparam Args the types of the parameters to initialize the C-SVM
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index af81590e5..881d034a2 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -6,44 +6,14 @@
 
 message(CHECK_START "Checking for SYCL backend")
 
-#explicitly set sources that must not be configured
-set(PLSSVM_SYCL_SHARED_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
-#    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-)
-
-# explicitly set sources for configuration
+# explicitly set sources
 set(PLSSVM_SYCL_SOURCES
+    ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-#    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
-#    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
-# explicitly set header for configuration
-set(PLSSVM_SYCL_INCLUDES
-#    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/csvm.hpp
-#    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/SYCL/exceptions.hpp
-)
-
-
-# function used to configure SYCL files
-function(configure_sycl include_name result_sources)
-    message(STATUS "Configuring ${include_name}.")
-    set(sources "")
-    foreach(FILENAME ${PLSSVM_SYCL_SOURCES})
-        string(REPLACE "SYCL" "autogenerated/${include_name}" NEW_FILENAME ${FILENAME})
-        configure_file(${FILENAME} ${NEW_FILENAME} @ONLY)
-        list(APPEND sources ${NEW_FILENAME})
-        set(${result_sources} ${sources} PARENT_SCOPE)
-    endforeach()
-    foreach(FILENAME ${PLSSVM_SYCL_INCLUDES})
-        string(REPLACE "SYCL" "autogenerated/${include_name}" NEW_FILENAME ${FILENAME})
-        configure_file(${FILENAME} ${NEW_FILENAME} @ONLY)
-    endforeach()
-endfunction()
-
 
 # set target properties
 set_local_and_parent(PLSSVM_SYCL_BACKEND_LIBRARY_NAME plssvm-SYCL)
@@ -78,14 +48,9 @@ if(hipSYCL_FOUND)
     message(STATUS "Setting HIPSYCL_TARGETS to \"${HIPSYCL_TARGETS}\".")
     list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "hipsycl")
 
-    # configure SYCL files
-    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "hipSYCL")
-    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "hipsycl")
-    configure_sycl("${PLSSVM_SYCL_BACKEND_INCLUDE_NAME}" PLSSVM_SYCL_HIPSYCL_SOURCES)
-
     # set target properties
     set_local_and_parent(PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME plssvm-SYCL_hipsycl)
-    add_library(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_HIPSYCL_SOURCES} ${PLSSVM_SYCL_SHARED_SOURCES})
+    add_library(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES})
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME}")
 
     # necessary target_*_directories if more than one SYCL implementation could be found
@@ -140,14 +105,9 @@ if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     message(CHECK_PASS "found")
     list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "dpcpp")
 
-    # configure SYCL files
-    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "DPCPP")
-    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "dpcpp")
-    configure_sycl("${PLSSVM_SYCL_BACKEND_INCLUDE_NAME}" PLSSVM_SYCL_DPCPP_SOURCES)
-
     # set target properties
     set_local_and_parent(PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME plssvm-SYCL_dpcpp)
-    add_library(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_DPCPP_SOURCES} ${PLSSVM_SYCL_SHARED_SOURCES})
+    add_library(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES})
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME}")
 
     # necessary target_*_directories if more than one SYCL implementation could be found
@@ -278,6 +238,7 @@ if(DEFINED PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION)
     if(PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION IN_LIST PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
         # possible value found -> set preferred SYCL implementation
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=${PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION})
+        target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER=1) # TODO: not hardcoded
         message(STATUS "Setting preferred SYCL implementation to \"${PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION}\".")
     else()
         # value not recognized
@@ -292,6 +253,7 @@ else()
     else()
         # use only available SYCL implementation as preferred implementation
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS})
+        target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER=1) # TODO: not hardcoded
         message(STATUS "Setting preferred SYCL implementation to \"${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS}\".")
     endif()
 endif()
@@ -330,5 +292,4 @@ foreach(SYCL_IMPLEMENTATION ${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS})
     endif()
     list(APPEND PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS " - SYCL (${SYCL_IMPLEMENTATION}):${PLSSVM_SYCL_BACKEND_SUMMARY_STRING_ARCHS}")
 endforeach()
-set(PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS "${PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS}" PARENT_SCOPE)
-
+set(PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS "${PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS}" PARENT_SCOPE)
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/csvm.cpp
index 3c4867eae..9a466e213 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/csvm.cpp
@@ -8,22 +8,22 @@
 
 #include "plssvm/backends/SYCL/csvm.hpp"
 
-#include "plssvm/backends/SYCL/predict_kernel.hpp"                                                 // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
-#include "plssvm/backends/SYCL/q_kernel.hpp"                                                       // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
-#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"                                        // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
-#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"                                            // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
-#include "plssvm/backends/SYCL/detail/constants.hpp"   // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/SYCL/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
-#include "plssvm/backends/SYCL/detail/utility.hpp"     // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
-#include "plssvm/backends/SYCL/exceptions.hpp"         // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
-#include "plssvm/backends/gpu_csvm.hpp"                                                            // plssvm::detail::gpu_csvm
-#include "plssvm/constants.hpp"                                                                    // plssvm::kernel_index_type
-#include "plssvm/detail/assert.hpp"                                                                // PLSSVM_ASSERT
-#include "plssvm/detail/execution_range.hpp"                                                       // plssvm::detail::execution_range
-#include "plssvm/exceptions/exceptions.hpp"                                                        // plssvm::exception
-#include "plssvm/kernel_function_types.hpp"                                                        // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                                                                    // plssvm::parameter
-#include "plssvm/target_platforms.hpp"                                                             // plssvm::target_platform
+#include "plssvm/backends/SYCL/detail/constants.hpp"         // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/device_ptr.hpp"        // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
+#include "plssvm/backends/SYCL/detail/utility.hpp"           // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
+#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
+#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
+#include "plssvm/backends/gpu_csvm.hpp"                      // plssvm::detail::gpu_csvm
+#include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
+#include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
+#include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
+#include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
+#include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                              // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
 #include "plssvm/backends/SYCL/detail/queue_impl.hpp"
 
@@ -38,17 +38,17 @@
 
 namespace plssvm::sycl::detail {
 
-//template <typename T>
-//csvm<T>::csvm(target_platform target, kernel_invocation_type invocation_type, parameter<real_type> params) :
-//    base_type{ params }, invocation_type_{ invocation_type } {
-//    this->init(target);
-//}
+// template <typename T>
+// csvm<T>::csvm(target_platform target, kernel_invocation_type invocation_type, parameter<real_type> params) :
+//     base_type{ params }, invocation_type_{ invocation_type } {
+//     this->init(target);
+// }
 //
-//template <typename T>
-//csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-//    base_type{ params }, invocation_type_{ kernel_invocation_type::automatic } {
-//    this->init(target);
-//}
+// template <typename T>
+// csvm<T>::csvm(target_platform target, parameter<real_type> params) :
+//     base_type{ params }, invocation_type_{ kernel_invocation_type::automatic } {
+//     this->init(target);
+// }
 
 void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
@@ -56,24 +56,24 @@ void csvm::init(const target_platform target) {
         case target_platform::automatic:
             break;
         case target_platform::cpu:
-        #if !defined(PLSSVM_HAS_CPU_TARGET)
+#if !defined(PLSSVM_HAS_CPU_TARGET)
             throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
-        #endif
+#endif
             break;
         case target_platform::gpu_nvidia:
-        #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
+#if !defined(PLSSVM_HAS_NVIDIA_TARGET)
             throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
-        #endif
+#endif
             break;
         case target_platform::gpu_amd:
-        #if !defined(PLSSVM_HAS_AMD_TARGET)
+#if !defined(PLSSVM_HAS_AMD_TARGET)
             throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
-        #endif
+#endif
             break;
         case target_platform::gpu_intel:
-        #if !defined(PLSSVM_HAS_INTEL_TARGET)
+#if !defined(PLSSVM_HAS_INTEL_TARGET)
             throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
-        #endif
+#endif
             break;
     }
 
@@ -84,7 +84,7 @@ void csvm::init(const target_platform target) {
     // set correct kernel invocation type if "automatic" has been provided
     if (invocation_type_ == kernel_invocation_type::automatic) {
         // always use nd_range except for hipSYCL on the CPU
-        if (used_target == target_platform::cpu && PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL) {
+        if (used_target == target_platform::cpu && PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL) { // TODO: investigate
             invocation_type_ = kernel_invocation_type::hierarchical;
         } else {
             invocation_type_ = kernel_invocation_type::nd_range;
@@ -92,12 +92,7 @@ void csvm::init(const target_platform target) {
     }
 
     if (plssvm::verbose) {
-#if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
-        const auto sycl_compiler_version = ::hipsycl::sycl::detail::version_string();
-#elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
-        const auto sycl_compiler_version =  __SYCL_COMPILER_VERSION;
-#endif
-        std::cout << fmt::format("Using SYCL ({}, {}) as backend with the kernel invocation type \"{}\" for the svm_kernel.\n", PLSSVM_SYCL_BACKEND_COMPILER_NAME, sycl_compiler_version, invocation_type_);
+        std::cout << fmt::format("Using SYCL ({}) as backend with the kernel invocation type \"{}\" for the svm_kernel.\n", this->compiler_info(), invocation_type_);
         if (target == target_platform::automatic) {
             std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
         }
@@ -121,7 +116,7 @@ void csvm::init(const target_platform target) {
 csvm::~csvm() {
     try {
         // be sure that all operations on the SYCL queues have finished before destruction
-        for (queue_type& q : devices_) {
+        for (queue_type &q : devices_) {
             device_synchronize(q);
         }
     } catch (const plssvm::exception &e) {
@@ -131,7 +126,7 @@ csvm::~csvm() {
 }
 
 void csvm::device_synchronize(const queue_type &queue) const {
-    queue_type& q = const_cast<queue_type&>(queue);
+    queue_type &q = const_cast<queue_type &>(queue);
     sycl::detail::device_synchronize(q);
 }
 
@@ -227,9 +222,8 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
     }
 }
 
-template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &,  const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
-template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &,  const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
-
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
 
 template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
@@ -239,7 +233,6 @@ void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
 
-
 template <typename real_type>
 void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
     const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
@@ -259,4 +252,4 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
 template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t, std::size_t) const;
 template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t, std::size_t) const;
 
-}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
+}  // namespace plssvm::sycl::detail
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
index 7e1ba6a28..7ee00b3c8 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/detail/device_ptr.cpp
@@ -8,11 +8,11 @@
 
 #include "plssvm/backends/SYCL/detail/device_ptr.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"                                        // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/detail/queue_impl.hpp"                                       // plssvm::sycl::detail::queue (PImpl implementation)
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"                                               // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"                                                         // PLSSVM_ASSERT
+#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/backends/SYCL/exceptions.hpp"         // plssvm::sycl::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"          // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 
 #include "fmt/core.h"     // fmt::format
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
@@ -22,8 +22,6 @@
 
 namespace plssvm::sycl::detail {
 
-//using namespace ::plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@;
-
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const queue &q) :
     base_type{ size, q } {
diff --git a/src/plssvm/backends/SYCL/exceptions.cpp b/src/plssvm/backends/SYCL/exceptions.cpp
index 953ea54d0..f7835c5a6 100644
--- a/src/plssvm/backends/SYCL/exceptions.cpp
+++ b/src/plssvm/backends/SYCL/exceptions.cpp
@@ -1,10 +1,10 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/backends/SYCL/exceptions.hpp"
 
@@ -16,6 +16,6 @@
 namespace plssvm::sycl {
 
 backend_exception::backend_exception(const std::string &msg, source_location loc) :
-    ::plssvm::exception{ msg, "@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception", loc } {}
+    ::plssvm::exception{ msg, "sycl::backend_exception", loc } {}
 
-}  // namespace plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@
\ No newline at end of file
+}  // namespace plssvm::sycl
\ No newline at end of file

From e08edff75cc1b3106e37bcca2610d50709ddf684 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 7 Dec 2022 15:10:06 +0100
Subject: [PATCH 0511/1010] Remove unnecessary function and CMake compile
 definition.

---
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   | 10 +---------
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp |  8 --------
 src/plssvm/backends/SYCL/CMakeLists.txt       |  2 --
 3 files changed, 1 insertion(+), 19 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index 7f265ec48..ecd7ad2fa 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -30,21 +30,13 @@ class csvm : public ::plssvm::sycl::detail::csvm {
     explicit csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
-    static constexpr bool is_preferred() {
-#if PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
-        return true;
-#else
-        return false;
-#endif
-    }
-
   protected:
     /**
      * @copydoc plssvm::sycl::detail::csvm::compiler_info
      */
     [[nodiscard]] std::string compiler_info() const final {
         return "DPC++";
-//        return fmt::format("DPC++; {}", __SYCL_COMPILER_VERSION);
+        //        return fmt::format("DPC++; {}", __SYCL_COMPILER_VERSION);
     }
 };
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index c5afc519b..7df39413a 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -32,14 +32,6 @@ class csvm : public ::plssvm::sycl::detail::csvm {
     explicit csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
-    static constexpr bool is_preferred() {
-#if PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
-        return true;
-#else
-        return false;
-#endif
-    }
-
   protected:
     /**
      * @copydoc plssvm::sycl::detail::csvm::compiler_info
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index 881d034a2..db43ab5ee 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -238,7 +238,6 @@ if(DEFINED PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION)
     if(PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION IN_LIST PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
         # possible value found -> set preferred SYCL implementation
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=${PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION})
-        target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER=1) # TODO: not hardcoded
         message(STATUS "Setting preferred SYCL implementation to \"${PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION}\".")
     else()
         # value not recognized
@@ -253,7 +252,6 @@ else()
     else()
         # use only available SYCL implementation as preferred implementation
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS})
-        target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_COMPILER=1) # TODO: not hardcoded
         message(STATUS "Setting preferred SYCL implementation to \"${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS}\".")
     endif()
 endif()

From 669435603a84fe199a6001387c470097e5b2f08a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 8 Dec 2022 10:09:04 +0100
Subject: [PATCH 0512/1010] Update SYCL tests.

---
 tests/backends/SYCL/CMakeLists.txt            | 122 +++++++++++-------
 tests/backends/SYCL/detail/device_ptr.cpp     |   4 +-
 tests/backends/SYCL/detail/utility.cpp        |   2 +-
 tests/backends/SYCL/exceptions.cpp            |   8 +-
 tests/backends/SYCL/implementation_type.cpp   |  64 ++++-----
 .../backends/SYCL/kernel_invocation_type.cpp  |  22 ++--
 6 files changed, 122 insertions(+), 100 deletions(-)

diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 79ff51686..47ef8cab9 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -4,59 +4,81 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
-## create SYCL tests
-set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
-
-
-# function to register the available SYCL implementations for the SYCL tests
-function(create_sycl_tests include_name namespace_name)
-    # TODO: no copy-paste
-#    configure_file(${CMAKE_CURRENT_LIST_DIR}/mock_sycl_csvm.hpp "${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/mock_sycl_csvm.hpp")
-#    configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
-    configure_file(${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp)
-    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
-    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp)
-
-    # add test executable
-    add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/${include_name}/sycl_csvm.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp)
-
-    if("${namespace_name}" STREQUAL "hipsycl")
-        target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
-    elseif("${namespace_name}" STREQUAL "dpcpp")
-        target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
-    endif()
-
-    # link against test library
-    target_link_libraries("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PUBLIC ${PLSSVM_BASE_TEST_LIBRARY_NAME})
-
-    # add tests to google test
-    gtest_add_tests(TARGET "${PLSSVM_SYCL_TEST_NAME}_${include_name}" WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
-
-    # add test as coverage dependency
-    if(TARGET coverage)
-        add_dependencies(coverage "${PLSSVM_SYCL_TEST_NAME}_${include_name}")
-    endif()
-endfunction()
+### create SYCL tests
+#set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
+#
+#
+## function to register the available SYCL implementations for the SYCL tests
+#function(create_sycl_tests include_name namespace_name)
+#    # TODO: no copy-paste
+##    configure_file(${CMAKE_CURRENT_LIST_DIR}/mock_sycl_csvm.hpp "${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/mock_sycl_csvm.hpp")
+##    configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
+#    configure_file(${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp)
+#    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
+#    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp)
+#
+#    # add test executable
+#    add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
+#            ${CMAKE_CURRENT_LIST_DIR}/${include_name}/sycl_csvm.cpp)
+##            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp
+##            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp
+##            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp)
+##            ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
+##            ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp)
+#
+#    if("${namespace_name}" STREQUAL "hipsycl")
+#        target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
+#    elseif("${namespace_name}" STREQUAL "dpcpp")
+#        target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
+#    endif()
+#
+#    # link against test library
+#    target_link_libraries("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PUBLIC ${PLSSVM_BASE_TEST_LIBRARY_NAME})
+#
+#    # add tests to google test
+#    gtest_add_tests(TARGET "${PLSSVM_SYCL_TEST_NAME}_${include_name}" WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+#
+#    # add test as coverage dependency
+#    if(TARGET coverage)
+#        add_dependencies(coverage "${PLSSVM_SYCL_TEST_NAME}_${include_name}")
+#    endif()
+#endfunction()
 
 
 include(GoogleTest)
 
-if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
-    # configure hipSYCL files
-    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "hipSYCL")
-    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "hipsycl")
-    create_sycl_tests(${PLSSVM_SYCL_BACKEND_INCLUDE_NAME} ${PLSSVM_SYCL_BACKEND_NAMESPACE_NAME})
-endif()
+#if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
+#    # configure hipSYCL files
+#    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "hipSYCL")
+#    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "hipsycl")
+#    create_sycl_tests(${PLSSVM_SYCL_BACKEND_INCLUDE_NAME} ${PLSSVM_SYCL_BACKEND_NAMESPACE_NAME})
+#endif()
+#
+#if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
+#    # configure DPC++ files
+#    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "DPCPP")
+#    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "dpcpp")
+#    create_sycl_tests(${PLSSVM_SYCL_BACKEND_INCLUDE_NAME} ${PLSSVM_SYCL_BACKEND_NAMESPACE_NAME})
+#endif()
+
+## generic SYCL tests
+set(PLSSVM_SYCL_GENERIC_TEST_NAME SYCL_tests)
+# add test executable
+add_executable(${PLSSVM_SYCL_GENERIC_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp)
+
+# link against test library
+target_link_libraries(${PLSSVM_SYCL_GENERIC_TEST_NAME} PUBLIC ${PLSSVM_BASE_TEST_LIBRARY_NAME})
+#target_link_options(${PLSSVM_SYCL_GENERIC_TEST_NAME} PUBLIC -fopenmp)
+
+# add tests to google test
+gtest_add_tests(TARGET ${PLSSVM_SYCL_GENERIC_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
 
-if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
-    # configure DPC++ files
-    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "DPCPP")
-    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "dpcpp")
-    create_sycl_tests(${PLSSVM_SYCL_BACKEND_INCLUDE_NAME} ${PLSSVM_SYCL_BACKEND_NAMESPACE_NAME})
+# add test as coverage dependency
+if(TARGET coverage)
+    add_dependencies(coverage ${PLSSVM_SYCL_GENERIC_TEST_NAME})
 endif()
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index d5b054164..5ce918d74 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -39,7 +39,7 @@ using device_ptr_test_types = ::testing::Types<
     device_ptr_test_type<double>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, DevicePtr, device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@BackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(SYCLBackend, DevicePtr, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(SYCLBackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
 
 // TODO: linker error because of constructor call
\ No newline at end of file
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
index 943e84ca2..35624a51a 100644
--- a/tests/backends/SYCL/detail/utility.cpp
+++ b/tests/backends/SYCL/detail/utility.cpp
@@ -17,7 +17,7 @@
 
 #include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
 
-TEST(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Utility, get_device_list) {
+TEST(SYCLUtility, get_device_list) {
     const auto &[queues, actual_target] = plssvm::sycl::detail::get_device_list(plssvm::target_platform::automatic);
     // at least one queue must be provided
     EXPECT_FALSE(queues.empty());
diff --git a/tests/backends/SYCL/exceptions.cpp b/tests/backends/SYCL/exceptions.cpp
index 9340f0fd9..c58f8ab54 100644
--- a/tests/backends/SYCL/exceptions.cpp
+++ b/tests/backends/SYCL/exceptions.cpp
@@ -5,10 +5,10 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Tests for the custom exception classes related to the OpenCL backend.
+ * @brief Tests for the custom exception classes related to the SYCL backends.
  */
 
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::hip::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception
 
 #include "backends/generic_exceptions_tests.hpp"  // Exception
 
@@ -18,8 +18,8 @@
 
 struct exception_test_type {
     using exception_type = plssvm::sycl::backend_exception;
-    static constexpr std::string_view name = "@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception";
+    static constexpr std::string_view name = "sycl::backend_exception";
 };
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@Backend, Exception, exception_test_type);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(SYCLException, Exception, exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index b12a138ff..f05542830 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -1,12 +1,12 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for functions related to the different SYCL implementation types.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the different SYCL implementation types.
+ */
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 
@@ -17,33 +17,33 @@
 #include <sstream>  // std::istringstream
 
 // check whether the plssvm::sycl::implementation_type -> std::string conversions are correct
-TEST(ImplementationType, to_string) {
-   // check conversions to std::string
-   EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::automatic), "automatic");
-   EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::hipsycl), "hipsycl");
-   EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::dpcpp), "dpcpp");
+TEST(SYCLImplementationType, to_string) {
+    // check conversions to std::string
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::automatic), "automatic");
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::hipsycl), "hipsycl");
+    EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::dpcpp), "dpcpp");
 }
-TEST(ImplementationType, to_string_unknown) {
-   // check conversions to std::string from unknown file_format_type
-   EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl::implementation_type>(3)), "unknown");
+TEST(SYCLImplementationType, to_string_unknown) {
+    // check conversions to std::string from unknown file_format_type
+    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl::implementation_type>(3)), "unknown");
 }
 
 // check whether the std::string -> plssvm::sycl::implementation_type conversions are correct
-TEST(ImplementationType, from_string) {
-   // check conversion from std::string
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("automatic"), plssvm::sycl::implementation_type::automatic);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("AUTOMATIC"), plssvm::sycl::implementation_type::automatic);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipsycl"), plssvm::sycl::implementation_type::hipsycl);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipSYCL"), plssvm::sycl::implementation_type::hipsycl);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpcpp"), plssvm::sycl::implementation_type::dpcpp);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPCPP"), plssvm::sycl::implementation_type::dpcpp);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpc++"), plssvm::sycl::implementation_type::dpcpp);
-   EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPC++"), plssvm::sycl::implementation_type::dpcpp);
+TEST(SYCLImplementationType, from_string) {
+    // check conversion from std::string
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("automatic"), plssvm::sycl::implementation_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("AUTOMATIC"), plssvm::sycl::implementation_type::automatic);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipsycl"), plssvm::sycl::implementation_type::hipsycl);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipSYCL"), plssvm::sycl::implementation_type::hipsycl);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpcpp"), plssvm::sycl::implementation_type::dpcpp);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPCPP"), plssvm::sycl::implementation_type::dpcpp);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpc++"), plssvm::sycl::implementation_type::dpcpp);
+    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPC++"), plssvm::sycl::implementation_type::dpcpp);
 }
-TEST(ImplementationType, from_string_unknown) {
-   // foo isn't a valid file_format_type
-   std::istringstream input{ "foo" };
-   plssvm::sycl::implementation_type impl;
-   input >> impl;
-   EXPECT_TRUE(input.fail());
+TEST(SYCLImplementationType, from_string_unknown) {
+    // foo isn't a valid file_format_type
+    std::istringstream input{ "foo" };
+    plssvm::sycl::implementation_type impl;
+    input >> impl;
+    EXPECT_TRUE(input.fail());
 }
diff --git a/tests/backends/SYCL/kernel_invocation_type.cpp b/tests/backends/SYCL/kernel_invocation_type.cpp
index a93038f69..c8b61c373 100644
--- a/tests/backends/SYCL/kernel_invocation_type.cpp
+++ b/tests/backends/SYCL/kernel_invocation_type.cpp
@@ -1,11 +1,11 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for functions related to the different SYCL kernel invocation types.
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the different SYCL kernel invocation types.
  */
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
@@ -17,19 +17,19 @@
 #include <sstream>  // std::istringstream
 
 // check whether the plssvm::sycl::kernel_invocation_type -> std::string conversions are correct
-TEST(KernelInvocationType, to_string) {
+TEST(SYCLKernelInvocationType, to_string) {
     // check conversions to std::string
     EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::automatic), "automatic");
     EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::nd_range), "nd_range");
     EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::hierarchical), "hierarchical");
 }
-TEST(KernelInvocationType, to_string_unknown) {
+TEST(SYCLKernelInvocationType, to_string_unknown) {
     // check conversions to std::string from unknown file_format_type
     EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl::kernel_invocation_type>(3)), "unknown");
 }
 
 // check whether the std::string -> plssvm::sycl::kernel_invocation_type conversions are correct
-TEST(KernelInvocationType, from_string) {
+TEST(SYCLKernelInvocationType, from_string) {
     // check conversion from std::string
     EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("automatic"), plssvm::sycl::kernel_invocation_type::automatic);
     EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("AUTOMATIC"), plssvm::sycl::kernel_invocation_type::automatic);
@@ -38,7 +38,7 @@ TEST(KernelInvocationType, from_string) {
     EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("hierarchical"), plssvm::sycl::kernel_invocation_type::hierarchical);
     EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("HIERARCHICAL"), plssvm::sycl::kernel_invocation_type::hierarchical);
 }
-TEST(KernelInvocationType, from_string_unknown) {
+TEST(SYCLKernelInvocationType, from_string_unknown) {
     // foo isn't a valid file_format_type
     std::istringstream input{ "foo" };
     plssvm::sycl::kernel_invocation_type invocation_type;

From e27d666ebc797f5ce2c2f1e7829d482ad88309cb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 8 Dec 2022 14:48:41 +0100
Subject: [PATCH 0513/1010] Split SYCL into separate files for DPC++ and
 hipSYCL.

---
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   | 220 ++++++++++++---
 .../SYCL/{ => DPCPP}/detail/device_ptr.hpp    |  12 +-
 .../SYCL/{ => DPCPP}/detail/queue.hpp         |   8 +-
 .../backends/SYCL/DPCPP/detail/queue_impl.hpp |  43 +++
 .../SYCL/{ => DPCPP}/detail/utility.hpp       |  14 +-
 include/plssvm/backends/SYCL/csvm.hpp         | 205 --------------
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp | 206 ++++++++++++--
 .../SYCL/hipSYCL/detail/device_ptr.hpp        | 105 +++++++
 .../backends/SYCL/hipSYCL/detail/queue.hpp    |  33 +++
 .../SYCL/{ => hipSYCL}/detail/queue_impl.hpp  |  10 +-
 .../backends/SYCL/hipSYCL/detail/utility.hpp  |  45 +++
 include/plssvm/csvm_factory.hpp               |   4 +-
 src/plssvm/backends/SYCL/CMakeLists.txt       |  24 +-
 src/plssvm/backends/SYCL/{ => DPCPP}/csvm.cpp |  95 +++----
 .../SYCL/{ => DPCPP}/detail/device_ptr.cpp    |  20 +-
 .../SYCL/{ => DPCPP}/detail/utility.cpp       |  14 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     | 256 ++++++++++++++++++
 .../SYCL/hipSYCL/detail/device_ptr.cpp        |  85 ++++++
 .../backends/SYCL/hipSYCL/detail/utility.cpp  | 116 ++++++++
 src/plssvm/backends/gpu_device_ptr.cpp        |  17 +-
 20 files changed, 1171 insertions(+), 361 deletions(-)
 rename include/plssvm/backends/SYCL/{ => DPCPP}/detail/device_ptr.hpp (90%)
 rename include/plssvm/backends/SYCL/{ => DPCPP}/detail/queue.hpp (81%)
 create mode 100644 include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
 rename include/plssvm/backends/SYCL/{ => DPCPP}/detail/utility.hpp (75%)
 delete mode 100644 include/plssvm/backends/SYCL/csvm.hpp
 create mode 100644 include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
 create mode 100644 include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
 rename include/plssvm/backends/SYCL/{ => hipSYCL}/detail/queue_impl.hpp (80%)
 create mode 100644 include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
 rename src/plssvm/backends/SYCL/{ => DPCPP}/csvm.cpp (65%)
 rename src/plssvm/backends/SYCL/{ => DPCPP}/detail/device_ptr.cpp (78%)
 rename src/plssvm/backends/SYCL/{ => DPCPP}/detail/utility.cpp (89%)
 create mode 100644 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
 create mode 100644 src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
 create mode 100644 src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp

diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index ecd7ad2fa..ffa16a272 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -1,51 +1,205 @@
 /**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Defines a C-SVM using the SYCL backend with DPC++ as SYCL implementation.
- */
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Defines a base C-SVM used for the different SYCL backends.
+*/
 
 #ifndef PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
 #define PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
+#pragma once
 
-#include "plssvm/backends/SYCL/csvm.hpp"
+#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::sycl::detail::device_ptr
+#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
+#include "plssvm/detail/utility.hpp"
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
+#include "plssvm/parameter.hpp"
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include <string>       // std::string
-#include <type_traits>  // std::true_type
-#include <utility>      // std::forward
+#include <memory>   // std::unique_ptr
+#include <utility>  // std::forward
 
 namespace plssvm {
 
+namespace detail {
+
+// forward declare execution_range class
+class execution_range;
+
+}  // namespace detail
+
 namespace dpcpp {
 
-class csvm : public ::plssvm::sycl::detail::csvm {
-    using base_type = ::plssvm::sycl::detail::csvm;
-
-  public:
-    template <typename... Args>
-    explicit csvm(Args &&...args) :
-        base_type{ std::forward<Args>(args)... } {}
-
-  protected:
-    /**
-     * @copydoc plssvm::sycl::detail::csvm::compiler_info
-     */
-    [[nodiscard]] std::string compiler_info() const final {
-        return "DPC++";
-        //        return fmt::format("DPC++; {}", __SYCL_COMPILER_VERSION);
-    }
-};
+/**
+* @brief A C-SVM implementation using SYCL as backend.
+* @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
+*          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
+*/
+class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
+ protected:
+   // protected for the test MOCK class
+   /// The template base type of the SYCL C-SVM class.
+   using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
+
+   using base_type::devices_;
+
+ public:
+   using base_type::device_ptr_type;
+   using typename base_type::queue_type;
 
-}  // namespace dpcpp
+   /**
+    * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+    * @param[in] params struct encapsulating all possible parameters
+    */
+   explicit csvm(parameter params = {}) :
+       csvm{ plssvm::target_platform::automatic, params } {}
+   /**
+    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
+    * @param[in] target the target platform used for this C-SVM
+    * @param[in] params struct encapsulating all possible SVM parameters
+    */
+   explicit csvm(target_platform target, parameter params = {}) :
+       base_type{ params } {
+       this->init(target);
+   }
+
+   /**
+    * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
+    * @param[in] named_args the additional optional named arguments
+    */
+   template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+   explicit csvm(Args &&...named_args) :
+       csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
+
+   /**
+    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
+    * @param[in] target the target platform used for this C-SVM
+    * @param[in] named_args the additional optional named arguments
+    */
+   template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+   explicit csvm(const target_platform target, Args &&...named_args) :
+       base_type{ std::forward<Args>(named_args)... } {
+       this->init(target);
+   }
+
+   // TODO: SYCL specific flags
+   //    /**
+   //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+   //     * @param[in] params struct encapsulating all possible parameters
+   //     * @throws plssvm::csvm::csvm() exceptions
+   //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
+   //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
+   //     */
+   //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
+   //    explicit csvm(target_platform target, parameter<real_type> params);
+   //
+   //    template <typename... Args>
+   //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
+   //        // set kernel invocation type
+   //        igor::parser p{ std::forward<Args>(named_args)... };
+   //
+   //        // compile time check: only some named parameters are allowed
+   //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+   //
+   //        if constexpr (p.has(sycl_kernel_invocation_type)) {
+   //            // compile time check: the value must have the correct type
+   //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
+   //            // set value
+   //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
+   //        }
+   //
+   //        this->init(target);
+   //    }
+
+   /**
+    * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
+    * @details Terminates the program, if any asynchronous exception is thrown.
+    */
+   ~csvm() override;
+
+ protected:
+
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::device_synchronize
+    */
+   void device_synchronize(const queue_type &queue) const final;
+
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+    */
+   void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+    */
+   void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+    */
+   template <typename real_type>
+   void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+    */
+   void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+    */
+   void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+    */
+   template <typename real_type>
+   void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+    */
+   void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+    */
+   void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+    */
+   template <typename real_type>
+   void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+    */
+   void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+    */
+   void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+   /**
+    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+    */
+   template <typename real_type>
+   void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
+
+ private:
+   /**
+    * @brief Initialize all important states related to the SYCL backend.
+    * @param[in] target the target platform to use
+    */
+   void init(target_platform target);
+
+   /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
+   sycl::kernel_invocation_type invocation_type_{ sycl::kernel_invocation_type::automatic };
+};
+}  // namespace sycl::detail
 
 namespace detail {
 
 /**
- * @brief Sets the `value` to `true` since C-SVMs using the SYCL backend with DPC++ as SYCL implementation are available.
+ * @brief Sets the `value` to `true` since C-SVMs using the SYCL backend with hipSYCL as SYCL implementation are available.
  */
 template <>
 struct csvm_backend_exists<dpcpp::csvm> : std::true_type {};
@@ -54,4 +208,4 @@ struct csvm_backend_exists<dpcpp::csvm> : std::true_type {};
 
 }  // namespace plssvm
 
-#endif  // PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
+#endif  // PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
similarity index 90%
rename from include/plssvm/backends/SYCL/detail/device_ptr.hpp
rename to include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index 6e695052d..ad07e4b85 100644
--- a/include/plssvm/backends/SYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -9,14 +9,14 @@
  * @brief Small wrapper around a SYCL device pointer.
  */
 
-#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_DEVICE_PTR_HPP_
-#define PLSSVM_BACKENDS_SYCL_DETAIL_DEVICE_PTR_HPP_
+#ifndef PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_DEVICE_PTR_HPP_
+#define PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
 #include "plssvm/backends/gpu_device_ptr.hpp"     // plssvm::detail::gpu_device_ptr
 
-namespace plssvm::sycl::detail {
+namespace plssvm::dpcpp::detail {
 
 /**
  * @brief Small wrapper class around a SYCL device pointer together with commonly used device functions.
@@ -100,6 +100,6 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
 extern template class device_ptr<float>;
 extern template class device_ptr<double>;
 
-}  // namespace plssvm::sycl::detail
+}  // namespace plssvm::dpcpp::detail
 
-#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_DEVICE_PTR_HPP_
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_DEVICE_PTR_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/queue.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
similarity index 81%
rename from include/plssvm/backends/SYCL/detail/queue.hpp
rename to include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
index fa5cf76a4..c52256181 100644
--- a/include/plssvm/backends/SYCL/detail/queue.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
@@ -9,13 +9,13 @@
  * @brief PImpl class used to hide the "sycl/sycl.hpp" header from the public interface.
  */
 
-#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
-#define PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
+#ifndef PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_HPP_
+#define PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_HPP_
 #pragma once
 
 #include <memory>  // std::shared_ptr
 
-namespace plssvm::sycl::detail {
+namespace plssvm::dpcpp::detail {
 
 /**
  * @brief PImpl class to hide the ::sycl::queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
@@ -30,4 +30,4 @@ class queue {
 
 }  // namespace plssvm::sycl::detail
 
-#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_HPP_
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
new file mode 100644
index 000000000..3b41a9222
--- /dev/null
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
@@ -0,0 +1,43 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief PImpl implementation encapsulating a single ::sycl::queue.
+ */
+
+#ifndef PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_IMPL_HPP_
+#define PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_IMPL_HPP_
+#pragma once
+
+#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue
+
+#include "sycl/sycl.hpp"  // sycl::queue
+
+#include <utility>  // std::forward
+
+namespace plssvm::dpcpp::detail {
+
+/**
+ * @brief The PImpl implementation struct encapsulating a single ::sycl::queue.
+ */
+struct queue::queue_impl {
+    /**
+     * @brief Construct a ::sycl::queue by forwarding all parameters in @p args.
+     * @tparam Args the type of the parameters
+     * @param[in] args the parameters to construct a ::sycl::queue
+     */
+    template <typename... Args>
+    queue_impl(Args... args) :
+        sycl_queue{ std::forward<Args>(args)... } {}
+
+    /// The wrapped ::sycl::queue.
+    ::sycl::queue sycl_queue;
+};
+
+}  // namespace plssvm::dpcpp::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_IMPL_HPP_
diff --git a/include/plssvm/backends/SYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
similarity index 75%
rename from include/plssvm/backends/SYCL/detail/utility.hpp
rename to include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
index 8e5c4d62d..8be0aafb5 100644
--- a/include/plssvm/backends/SYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
@@ -9,17 +9,17 @@
  * @brief Utility functions specific to the SYCL backend.
  */
 
-#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_UTILITY_HPP_
-#define PLSSVM_BACKENDS_SYCL_DETAIL_UTILITY_HPP_
+#ifndef PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_UTILITY_HPP_
+#define PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
-#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/target_platforms.hpp"                  // plssvm::target_platform
 
 #include <utility>  // std::pair
 #include <vector>   // std::vector
 
-namespace plssvm::sycl::detail {
+namespace plssvm::dpcpp::detail {
 
 /**
  * @brief Returns the list devices matching the target platform @p target and the actually used target platform
@@ -40,6 +40,6 @@ namespace plssvm::sycl::detail {
  */
 void device_synchronize(queue &q);
 
-}  // namespace plssvm::sycl::detail
+}  // namespace plssvm::dpcpp::detail
 
-#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_UTILITY_HPP_
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/csvm.hpp b/include/plssvm/backends/SYCL/csvm.hpp
deleted file mode 100644
index 220bc5a35..000000000
--- a/include/plssvm/backends/SYCL/csvm.hpp
+++ /dev/null
@@ -1,205 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Defines a base C-SVM used for the different SYCL backends.
- */
-
-#ifndef PLSSVM_BACKENDS_SYCL_CSVM_HPP_
-#define PLSSVM_BACKENDS_SYCL_CSVM_HPP_
-#pragma once
-
-#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/detail/device_ptr.hpp"  // plssvm::sycl::detail::device_ptr
-#include "plssvm/backends/SYCL/detail/queue.hpp"
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/detail/utility.hpp"
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
-
-#include <memory>   // std::unique_ptr
-#include <utility>  // std::forward
-
-namespace plssvm {
-
-namespace detail {
-
-// forward declare execution_range class
-class execution_range;
-
-}  // namespace detail
-
-namespace sycl::detail {
-
-/**
- * @brief A C-SVM implementation using SYCL as backend.
- * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
- *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
- */
-class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_ptr, ::plssvm::sycl::detail::queue> {
-  protected:
-    // protected for the test MOCK class
-    /// The template base type of the SYCL C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::sycl::detail::device_ptr, ::plssvm::sycl::detail::queue>;
-
-    using base_type::devices_;
-
-  public:
-    using base_type::device_ptr_type;
-    using typename base_type::queue_type;
-
-    /**
-     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-     * @param[in] params struct encapsulating all possible parameters
-     */
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
-    /**
-     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
-     * @param[in] target the target platform used for this C-SVM
-     * @param[in] params struct encapsulating all possible SVM parameters
-     */
-    explicit csvm(target_platform target, parameter params = {}) :
-        base_type{ params } {
-        this->init(target);
-    }
-
-    /**
-     * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
-     * @param[in] named_args the additional optional named arguments
-     */
-    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
-    explicit csvm(Args &&...named_args) :
-        csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
-
-    /**
-     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
-     * @param[in] target the target platform used for this C-SVM
-     * @param[in] named_args the additional optional named arguments
-     */
-    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
-    explicit csvm(const target_platform target, Args &&...named_args) :
-        base_type{ std::forward<Args>(named_args)... } {
-        this->init(target);
-    }
-
-    // TODO: SYCL specific flags
-    //    /**
-    //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-    //     * @param[in] params struct encapsulating all possible parameters
-    //     * @throws plssvm::csvm::csvm() exceptions
-    //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
-    //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
-    //     */
-    //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
-    //    explicit csvm(target_platform target, parameter<real_type> params);
-    //
-    //    template <typename... Args>
-    //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
-    //        // set kernel invocation type
-    //        igor::parser p{ std::forward<Args>(named_args)... };
-    //
-    //        // compile time check: only some named parameters are allowed
-    //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
-    //
-    //        if constexpr (p.has(sycl_kernel_invocation_type)) {
-    //            // compile time check: the value must have the correct type
-    //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
-    //            // set value
-    //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
-    //        }
-    //
-    //        this->init(target);
-    //    }
-
-    /**
-     * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
-     * @details Terminates the program, if any asynchronous exception is thrown.
-     */
-    ~csvm() override;
-
-  protected:
-    /**
-     * @brief Return a SYCL implementation specific compiler string.
-     * @return the SYCL implementation specific string (`[[nodiscard]]`)
-     */
-    [[nodiscard]] virtual std::string compiler_info() const { return "WONT WORK"; } // TODO: this won't work
-
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::device_synchronize
-     */
-    void device_synchronize(const queue_type &queue) const final;
-
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
-     */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
-     */
-    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
-     */
-    template <typename real_type>
-    void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
-     */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
-     */
-    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
-     */
-    template <typename real_type>
-    void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
-     */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
-     */
-    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
-     */
-    template <typename real_type>
-    void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
-     */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
-     */
-    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
-    /**
-     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
-     */
-    template <typename real_type>
-    void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
-
-  private:
-    /**
-     * @brief Initialize all important states related to the SYCL backend.
-     * @param[in] target the target platform to use
-     */
-    void init(target_platform target);
-
-    /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
-    kernel_invocation_type invocation_type_{ kernel_invocation_type::automatic };
-};
-}  // namespace sycl::detail
-}  // namespace plssvm
-
-#endif  // PLSSVM_BACKENDS_SYCL_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index 7df39413a..3acf1c754 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -1,48 +1,200 @@
 /**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Defines a C-SVM using the SYCL backend with hipSYCL as SYCL implementation.
+* @file
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Defines a base C-SVM used for the different SYCL backends.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
+#pragma once
 
-#include "plssvm/backends/SYCL/csvm.hpp"
+#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::sycl::detail::device_ptr
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
+#include "plssvm/detail/utility.hpp"
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
+#include "plssvm/parameter.hpp"
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include <string>       // std::string
-#include <type_traits>  // std::true_type
-#include <utility>      // std::forward
-
-#include <iostream>
+#include <memory>   // std::unique_ptr
+#include <utility>  // std::forward
 
 namespace plssvm {
 
+namespace detail {
+
+// forward declare execution_range class
+class execution_range;
+
+}  // namespace detail
+
 namespace hipsycl {
 
-class csvm : public ::plssvm::sycl::detail::csvm {
-    using base_type = ::plssvm::sycl::detail::csvm;
+/**
+* @brief A C-SVM implementation using SYCL as backend.
+* @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
+*          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
+ */
+class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
+  protected:
+    // protected for the test MOCK class
+    /// The template base type of the SYCL C-SVM class.
+    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
+
+    using base_type::devices_;
 
   public:
-    template <typename... Args>
-    explicit csvm(Args &&...args) :
-        base_type{ std::forward<Args>(args)... } {}
+    using base_type::device_ptr_type;
+    using typename base_type::queue_type;
 
-  protected:
     /**
-     * @copydoc plssvm::sycl::detail::csvm::compiler_info
+    * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+    * @param[in] params struct encapsulating all possible parameters
      */
-    [[nodiscard]] std::string compiler_info() const final {
-        return "hipSYCL";
-        //        return fmt::format("hipSYCL; {}", ::hipsycl::sycl::detail::version_string());
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
+    /**
+    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
+    * @param[in] target the target platform used for this C-SVM
+    * @param[in] params struct encapsulating all possible SVM parameters
+     */
+    explicit csvm(target_platform target, parameter params = {}) :
+        base_type{ params } {
+        this->init(target);
     }
-};
 
-}  // namespace hipsycl
+    /**
+    * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
+    * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(Args &&...named_args) :
+        csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
+
+    /**
+    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
+    * @param[in] target the target platform used for this C-SVM
+    * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(const target_platform target, Args &&...named_args) :
+        base_type{ std::forward<Args>(named_args)... } {
+        this->init(target);
+    }
+
+    // TODO: SYCL specific flags
+    //    /**
+    //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+    //     * @param[in] params struct encapsulating all possible parameters
+    //     * @throws plssvm::csvm::csvm() exceptions
+    //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
+    //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
+    //     */
+    //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
+    //    explicit csvm(target_platform target, parameter<real_type> params);
+    //
+    //    template <typename... Args>
+    //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
+    //        // set kernel invocation type
+    //        igor::parser p{ std::forward<Args>(named_args)... };
+    //
+    //        // compile time check: only some named parameters are allowed
+    //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+    //
+    //        if constexpr (p.has(sycl_kernel_invocation_type)) {
+    //            // compile time check: the value must have the correct type
+    //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
+    //            // set value
+    //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
+    //        }
+    //
+    //        this->init(target);
+    //    }
+
+    /**
+    * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
+    * @details Terminates the program, if any asynchronous exception is thrown.
+     */
+    ~csvm() override;
+
+  protected:
+
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::device_synchronize
+     */
+    void device_synchronize(const queue_type &queue) const final;
+
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    template <typename real_type>
+    void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    template <typename real_type>
+    void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    template <typename real_type>
+    void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    template <typename real_type>
+    void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
+
+  private:
+    /**
+    * @brief Initialize all important states related to the SYCL backend.
+    * @param[in] target the target platform to use
+     */
+    void init(target_platform target);
+
+    /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
+    sycl::kernel_invocation_type invocation_type_{ sycl::kernel_invocation_type::automatic };
+};
+}  // namespace sycl::detail
 
 namespace detail {
 
@@ -56,4 +208,4 @@ struct csvm_backend_exists<hipsycl::csvm> : std::true_type {};
 
 }  // namespace plssvm
 
-#endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
+#endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
new file mode 100644
index 000000000..231015d01
--- /dev/null
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -0,0 +1,105 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Small wrapper around a SYCL device pointer.
+ */
+
+#ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_DEVICE_PTR_HPP_
+#define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_DEVICE_PTR_HPP_
+#pragma once
+
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/backends/gpu_device_ptr.hpp"             // plssvm::detail::gpu_device_ptr
+
+namespace plssvm::hipsycl::detail {
+
+/**
+ * @brief Small wrapper class around a SYCL device pointer together with commonly used device functions.
+ * @tparam T the type of the kernel pointer to wrap
+ */
+template <typename T>
+class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
+    /// The template base type of the OpenCL device_ptr class.
+    using base_type = ::plssvm::detail::gpu_device_ptr<T, queue>;
+
+    using base_type::data_;
+    using base_type::queue_;
+    using base_type::size_;
+
+  public:
+    // Be able to use overloaded base class functions.
+    using base_type::copy_to_device;
+    using base_type::copy_to_host;
+    using base_type::fill;
+    using base_type::memset;
+
+    using typename base_type::const_host_pointer_type;
+    using typename base_type::device_pointer_type;
+    using typename base_type::host_pointer_type;
+    using typename base_type::queue_type;
+    using typename base_type::size_type;
+    using typename base_type::value_type;
+
+    /**
+     * @brief Default construct a device_ptr with a size of 0.
+     */
+    device_ptr() = default;
+    /**
+     * @brief Allocates `size * sizeof(T)` bytes on the device associated with @p queue.
+     * @param[in] size the number of elements represented by the device_ptr
+     * @param[in] q the associated SYCL queue
+     */
+    device_ptr(size_type size, const queue &q);
+
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
+     */
+    device_ptr(const device_ptr &) = delete;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(gpu_device_ptr&&)
+     */
+    device_ptr(device_ptr &&other) noexcept = default;
+
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const gpu_device_ptr&)
+     */
+    device_ptr &operator=(const device_ptr &) = delete;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(gpu_device_ptr&&)
+     */
+    device_ptr &operator=(device_ptr &&other) noexcept = default;
+
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::~gpu_device_ptr()
+     */
+    ~device_ptr();
+
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
+     */
+    void memset(int pattern, size_type pos, size_type num_bytes) override;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::fill(value_type, size_type, size_type)
+     */
+    void fill(value_type value, size_type pos, size_type count) override;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
+     */
+    void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
+    /**
+     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
+     */
+    void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
+};
+
+extern template class device_ptr<float>;
+extern template class device_ptr<double>;
+
+}  // namespace plssvm::hipsycl::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_DEVICE_PTR_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
new file mode 100644
index 000000000..1a06049e6
--- /dev/null
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
@@ -0,0 +1,33 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief PImpl class used to hide the "sycl/sycl.hpp" header from the public interface.
+ */
+
+#ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_HPP_
+#define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_HPP_
+#pragma once
+
+#include <memory>  // std::shared_ptr
+
+namespace plssvm::hipsycl::detail {
+
+/**
+ * @brief PImpl class to hide the ::sycl::queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
+ */
+class queue {
+  public:
+    /// The struct used in the PImpl idiom (encapsulates the actual ::sycl::queue).
+    struct queue_impl;
+    /// A pointer to the implementation hidden in a private header.
+    std::shared_ptr<queue_impl> impl{};
+};
+
+}  // namespace plssvm::sycl::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
similarity index 80%
rename from include/plssvm/backends/SYCL/detail/queue_impl.hpp
rename to include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
index 5b737cb9f..c050532b5 100644
--- a/include/plssvm/backends/SYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
@@ -9,8 +9,8 @@
  * @brief PImpl implementation encapsulating a single ::sycl::queue.
  */
 
-#ifndef PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
-#define PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
+#ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_IMPL_HPP_
+#define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_IMPL_HPP_
 #pragma once
 
 #include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue
@@ -19,7 +19,7 @@
 
 #include <utility>  // std::forward
 
-namespace plssvm::sycl::detail {
+namespace plssvm::hipsycl::detail {
 
 /**
  * @brief The PImpl implementation struct encapsulating a single ::sycl::queue.
@@ -38,6 +38,6 @@ struct queue::queue_impl {
     ::sycl::queue sycl_queue;
 };
 
-}  // namespace plssvm::sycl::detail
+}  // namespace plssvm::hipsycl::detail
 
-#endif  // PLSSVM_BACKENDS_SYCL_DETAIL_QUEUE_IMPL_HPP_
+#endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_IMPL_HPP_
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
new file mode 100644
index 000000000..70aac2e32
--- /dev/null
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -0,0 +1,45 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Utility functions specific to the SYCL backend.
+ */
+
+#ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
+#define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
+#pragma once
+
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
+
+#include <utility>  // std::pair
+#include <vector>   // std::vector
+
+namespace plssvm::hipsycl::detail {
+
+/**
+ * @brief Returns the list devices matching the target platform @p target and the actually used target platform
+ *        (only interesting if the provided @p target was automatic).
+ * @details If the selected target platform is `plssvm::target_platform::automatic` the selector tries to find devices in the following order:
+ *          1. NVIDIA GPUs
+ *          2. AMD GPUs
+ *          3. Intel GPUs
+ *          4. CPUs
+ *
+ * @param[in] target the target platform for which the devices must match
+ * @return the devices and used target platform (`[[nodiscard]]`)
+ */
+[[nodiscard]] std::pair<std::vector<queue>, target_platform> get_device_list(target_platform target);
+/**
+ * @brief Wait for the compute device associated with @p queue to finish.
+ * @param[in] q the SYCL queue to synchronize
+ */
+void device_synchronize(queue &q);
+
+}  // namespace plssvm::hipsycl::detail
+
+#endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 8acb08490..e0da169e6 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -91,10 +91,10 @@ template <typename csvm_type, typename... Args>
  */
 template <typename... Args>
 [[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
-    // TODO: look at it
+    // TODO: look at it, reimplement
     // test whether the SYCL backend is available
     if constexpr (csvm_backend_exists_v<hipsycl::csvm> || csvm_backend_exists_v<dpcpp::csvm>) {
-        if constexpr (std::is_constructible_v<sycl::detail::csvm, Args...>) {
+        if constexpr (std::is_constructible_v<sycl::csvm, Args...>) {
             // check igor parameter
             igor::parser parser{ args... };
 
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index db43ab5ee..d68e497da 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -9,9 +9,9 @@ message(CHECK_START "Checking for SYCL backend")
 # explicitly set sources
 set(PLSSVM_SYCL_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+#    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
@@ -48,9 +48,16 @@ if(hipSYCL_FOUND)
     message(STATUS "Setting HIPSYCL_TARGETS to \"${HIPSYCL_TARGETS}\".")
     list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "hipsycl")
 
+    # set hipSYCL specific targets
+    set(PLSSVM_SYCL_HIPSYCL_SOURCES
+        ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/csvm.cpp
+    )
+
     # set target properties
     set_local_and_parent(PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME plssvm-SYCL_hipsycl)
-    add_library(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES})
+    add_library(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES} ${PLSSVM_SYCL_HIPSYCL_SOURCES})
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME}")
 
     # necessary target_*_directories if more than one SYCL implementation could be found
@@ -105,9 +112,16 @@ if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     message(CHECK_PASS "found")
     list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "dpcpp")
 
+    # set hipSYCL specific targets
+    set(PLSSVM_SYCL_DPCPP_SOURCES
+        ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/DPCPP/csvm.cpp
+    )
+
     # set target properties
     set_local_and_parent(PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME plssvm-SYCL_dpcpp)
-    add_library(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES})
+    add_library(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES} ${PLSSVM_SYCL_DPCPP_SOURCES})
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME}")
 
     # necessary target_*_directories if more than one SYCL implementation could be found
diff --git a/src/plssvm/backends/SYCL/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
similarity index 65%
rename from src/plssvm/backends/SYCL/csvm.cpp
rename to src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 9a466e213..6b646386b 100644
--- a/src/plssvm/backends/SYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -6,12 +6,12 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/backends/SYCL/csvm.hpp"
+#include "plssvm/backends/SYCL/DPCPP/csvm.hpp"
 
+#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
 #include "plssvm/backends/SYCL/detail/constants.hpp"         // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/SYCL/detail/device_ptr.hpp"        // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
-#include "plssvm/backends/SYCL/detail/utility.hpp"           // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
-#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::backend_exception
+#include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"           // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::sycl::backend_exception
 #include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
 #include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
 #include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
@@ -25,7 +25,7 @@
 #include "plssvm/parameter.hpp"                              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
-#include "plssvm/backends/SYCL/detail/queue_impl.hpp"
+#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"
 
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
@@ -36,17 +36,17 @@
 #include <tuple>      // std::tie
 #include <vector>     // std::vector
 
-namespace plssvm::sycl::detail {
+namespace plssvm::dpcpp {
 
 // template <typename T>
-// csvm<T>::csvm(target_platform target, kernel_invocation_type invocation_type, parameter<real_type> params) :
+// csvm<T>::csvm(target_platform target, sycl::kernel_invocation_type invocation_type, parameter<real_type> params) :
 //     base_type{ params }, invocation_type_{ invocation_type } {
 //     this->init(target);
 // }
 //
 // template <typename T>
 // csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-//     base_type{ params }, invocation_type_{ kernel_invocation_type::automatic } {
+//     base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::automatic } {
 //     this->init(target);
 // }
 
@@ -57,42 +57,43 @@ void csvm::init(const target_platform target) {
             break;
         case target_platform::cpu:
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_nvidia:
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_amd:
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_intel:
 #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
     }
 
     // get all available devices wrt the requested target platform
     target_platform used_target;
-    std::tie(devices_, used_target) = sycl::detail::get_device_list(target);
+    std::tie(devices_, used_target) = dpcpp::detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
-    if (invocation_type_ == kernel_invocation_type::automatic) {
+    if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
         // always use nd_range except for hipSYCL on the CPU
-        if (used_target == target_platform::cpu && PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL) { // TODO: investigate
-            invocation_type_ = kernel_invocation_type::hierarchical;
+        if (used_target == target_platform::cpu && PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL) {  // TODO: investigate
+            invocation_type_ = sycl::kernel_invocation_type::hierarchical;
         } else {
-            invocation_type_ = kernel_invocation_type::nd_range;
+            invocation_type_ = sycl::kernel_invocation_type::nd_range;
         }
     }
 
     if (plssvm::verbose) {
-        std::cout << fmt::format("Using SYCL ({}) as backend with the kernel invocation type \"{}\" for the svm_kernel.\n", this->compiler_info(), invocation_type_);
+        // TODO:
+        std::cout << fmt::format("Using DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
         if (target == target_platform::automatic) {
             std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
         }
@@ -100,7 +101,7 @@ void csvm::init(const target_platform target) {
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
-        throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
+        throw sycl::backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
     if (plssvm::verbose) {
@@ -127,24 +128,24 @@ csvm::~csvm() {
 
 void csvm::device_synchronize(const queue_type &queue) const {
     queue_type &q = const_cast<queue_type &>(queue);
-    sycl::detail::device_synchronize(q);
+    detail::device_synchronize(q);
 }
 
 template <std::size_t I>
-::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_range &range, const kernel_invocation_type invocation_type) {
-    PLSSVM_ASSERT(invocation_type != kernel_invocation_type::automatic, "The SYCL kernel invocation type may not be automatic anymore at this point!");
+::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_range &range, const sycl::kernel_invocation_type invocation_type) {
+    PLSSVM_ASSERT(invocation_type != sycl::kernel_invocation_type::automatic, "The SYCL kernel invocation type may not be automatic anymore at this point!");
 
     // set grid value based on used kernel invocation type
     const auto fill_grid = [&](const std::size_t i) {
         switch (invocation_type) {
-            case kernel_invocation_type::nd_range:
+            case sycl::kernel_invocation_type::nd_range:
                 return range.grid[i] * range.block[i];
-            case kernel_invocation_type::hierarchical:
+            case sycl::kernel_invocation_type::hierarchical:
                 return range.grid[i];
-            case kernel_invocation_type::automatic:
-                throw backend_exception{ "Can't create native execution range from kernel invocation type automatic!" };
+            case sycl::kernel_invocation_type::automatic:
+                throw sycl::backend_exception{ "Can't create native execution range from kernel invocation type automatic!" };
             default:
-                throw backend_exception{ "Illegal kernel invocation type!" };
+                throw sycl::backend_exception{ "Illegal kernel invocation type!" };
         }
     };
 
@@ -170,15 +171,15 @@ void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::
     constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -192,30 +193,30 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
-                } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 }
             });
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
-                } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 }
             });
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
-                } else if (invocation_type_ == kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 }
             });
             break;
@@ -227,7 +228,7 @@ template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::exe
 
 template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
-    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
+    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, sycl::device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
@@ -235,16 +236,16 @@ template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail
 
 template <typename real_type>
 void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
-    const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, kernel_invocation_type::nd_range);
+    const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, sycl::kernel_invocation_type::nd_range);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             break;
         case kernel_function_type::polynomial:
-            devices_[0].impl->sycl_queue.parallel_for(execution_range, device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
 
             break;
         case kernel_function_type::rbf:
-            devices_[0].impl->sycl_queue.parallel_for(execution_range, device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -252,4 +253,4 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
 template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t, std::size_t) const;
 template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t, std::size_t) const;
 
-}  // namespace plssvm::sycl::detail
+}  // namespace plssvm::dpcpp
diff --git a/src/plssvm/backends/SYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
similarity index 78%
rename from src/plssvm/backends/SYCL/detail/device_ptr.cpp
rename to src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
index 7ee00b3c8..2388bee5b 100644
--- a/src/plssvm/backends/SYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
@@ -6,13 +6,13 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/backends/SYCL/detail/device_ptr.hpp"
+#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
-#include "plssvm/backends/SYCL/exceptions.hpp"         // plssvm::sycl::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"          // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
+#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/backends/SYCL/detail/constants.hpp"         // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::sycl::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"                // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 
 #include "fmt/core.h"     // fmt::format
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
@@ -20,7 +20,7 @@
 #include <algorithm>  // std::min
 #include <memory>     // std::unique_ptr
 
-namespace plssvm::sycl::detail {
+namespace plssvm::dpcpp::detail {
 
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const queue &q) :
@@ -41,7 +41,7 @@ void device_ptr<T>::memset(const int pattern, const size_type pos, const size_ty
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
     queue_.impl->sycl_queue.memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
@@ -53,7 +53,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rcount = std::min(count, size_ - pos);
     queue_.impl->sycl_queue.fill(static_cast<void *>(data_ + pos), value, rcount).wait();
@@ -82,4 +82,4 @@ void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos,
 template class device_ptr<float>;
 template class device_ptr<double>;
 
-}  // namespace plssvm::sycl::detail
\ No newline at end of file
+}  // namespace plssvm::dpcpp::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
similarity index 89%
rename from src/plssvm/backends/SYCL/detail/utility.cpp
rename to src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index 418b86dd3..cfc392762 100644
--- a/src/plssvm/backends/SYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -6,12 +6,12 @@
  *          See the LICENSE.md file in the project root for full license information.
  */
 
-#include "plssvm/backends/SYCL/detail/utility.hpp"
+#include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"   // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/SYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
-#include "plssvm/detail/string_utility.hpp"            // sycl::detail::to_lower_case, sycl::detail::contains
-#include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
+#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/backends/SYCL/detail/constants.hpp"         // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/detail/string_utility.hpp"                  // sycl::detail::to_lower_case, sycl::detail::contains
+#include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info, sycl::gpu_selector
 
@@ -20,7 +20,7 @@
 #include <utility>  // std::pair, std::make_pair
 #include <vector>   // std::vector
 
-namespace plssvm::sycl::detail {
+namespace plssvm::dpcpp::detail {
 
 [[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
     std::vector<queue> target_devices;
@@ -113,4 +113,4 @@ void device_synchronize(queue &q) {
     q.impl->sycl_queue.wait_and_throw();
 }
 
-}  // namespace plssvm::sycl::detail
\ No newline at end of file
+}  // namespace plssvm::dpcpp::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
new file mode 100644
index 000000000..53af14803
--- /dev/null
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -0,0 +1,256 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
+
+#include "plssvm/backends/SYCL/detail/constants.hpp"           // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"             // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
+#include "plssvm/backends/SYCL/exceptions.hpp"                 // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::sycl::backend_exception
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
+#include "plssvm/backends/SYCL/predict_kernel.hpp"             // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
+#include "plssvm/backends/SYCL/q_kernel.hpp"                   // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"    // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"        // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
+#include "plssvm/backends/gpu_csvm.hpp"                        // plssvm::detail::gpu_csvm
+#include "plssvm/constants.hpp"                                // plssvm::kernel_index_type
+#include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
+#include "plssvm/detail/execution_range.hpp"                   // plssvm::detail::execution_range
+#include "plssvm/exceptions/exceptions.hpp"                    // plssvm::exception
+#include "plssvm/kernel_function_types.hpp"                    // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                                // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
+
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"
+
+#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+#include "sycl/sycl.hpp"  // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
+
+#include <cstddef>    // std::size_t
+#include <exception>  // std::terminate
+#include <tuple>      // std::tie
+#include <vector>     // std::vector
+
+namespace plssvm::hipsycl {
+
+// template <typename T>
+// csvm<T>::csvm(target_platform target, sycl::kernel_invocation_type invocation_type, parameter<real_type> params) :
+//     base_type{ params }, invocation_type_{ invocation_type } {
+//     this->init(target);
+// }
+//
+// template <typename T>
+// csvm<T>::csvm(target_platform target, parameter<real_type> params) :
+//     base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::automatic } {
+//     this->init(target);
+// }
+
+void csvm::init(const target_platform target) {
+    // check whether the requested target platform has been enabled
+    switch (target) {
+        case target_platform::automatic:
+            break;
+        case target_platform::cpu:
+#if !defined(PLSSVM_HAS_CPU_TARGET)
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+#endif
+            break;
+        case target_platform::gpu_nvidia:
+#if !defined(PLSSVM_HAS_NVIDIA_TARGET)
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+#endif
+            break;
+        case target_platform::gpu_amd:
+#if !defined(PLSSVM_HAS_AMD_TARGET)
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+#endif
+            break;
+        case target_platform::gpu_intel:
+#if !defined(PLSSVM_HAS_INTEL_TARGET)
+            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+#endif
+            break;
+    }
+
+    // get all available devices wrt the requested target platform
+    target_platform used_target;
+    std::tie(devices_, used_target) = hipsycl::detail::get_device_list(target);
+
+    // set correct kernel invocation type if "automatic" has been provided
+    if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
+        // always use nd_range except for hipSYCL on the CPU
+        if (used_target == target_platform::cpu && PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL) {  // TODO: investigate
+            invocation_type_ = sycl::kernel_invocation_type::hierarchical;
+        } else {
+            invocation_type_ = sycl::kernel_invocation_type::nd_range;
+        }
+    }
+
+    if (plssvm::verbose) {
+        // TODO:
+        std::cout << fmt::format("Using hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
+        if (target == target_platform::automatic) {
+            std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
+        }
+    }
+
+    // throw exception if no devices for the requested target could be found
+    if (devices_.empty()) {
+        throw sycl::backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
+    }
+
+    if (plssvm::verbose) {
+        // print found SYCL devices
+        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
+        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
+        }
+        std::cout << std::endl;
+    }
+}
+
+csvm::~csvm() {
+    try {
+        // be sure that all operations on the SYCL queues have finished before destruction
+        for (queue_type &q : devices_) {
+            device_synchronize(q);
+        }
+    } catch (const plssvm::exception &e) {
+        fmt::print("SYCL exception thrown: {}\n", e.what());
+        std::terminate();
+    }
+}
+
+void csvm::device_synchronize(const queue_type &queue) const {
+    queue_type &q = const_cast<queue_type &>(queue);
+    detail::device_synchronize(q);
+}
+
+template <std::size_t I>
+::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_range &range, const sycl::kernel_invocation_type invocation_type) {
+    PLSSVM_ASSERT(invocation_type != sycl::kernel_invocation_type::automatic, "The SYCL kernel invocation type may not be automatic anymore at this point!");
+
+    // set grid value based on used kernel invocation type
+    const auto fill_grid = [&](const std::size_t i) {
+        switch (invocation_type) {
+            case sycl::kernel_invocation_type::nd_range:
+                return range.grid[i] * range.block[i];
+            case sycl::kernel_invocation_type::hierarchical:
+                return range.grid[i];
+            case sycl::kernel_invocation_type::automatic:
+                throw sycl::backend_exception{ "Can't create native execution range from kernel invocation type automatic!" };
+            default:
+                throw sycl::backend_exception{ "Illegal kernel invocation type!" };
+        }
+    };
+
+    if constexpr (I == 1) {
+        ::sycl::range<1> grid{ fill_grid(0) };
+        ::sycl::range<1> block{ range.block[0] };
+        return ::sycl::nd_range<1>{ grid, block };
+    } else if constexpr (I == 2) {
+        ::sycl::range<2> grid{ fill_grid(0), fill_grid(1) };
+        ::sycl::range<2> block{ range.block[0], range.block[1] };
+        return ::sycl::nd_range<2>{ grid, block };
+    } else if constexpr (I == 3) {
+        ::sycl::range<3> grid{ fill_grid(0), fill_grid(1), fill_grid(2) };
+        ::sycl::range<3> block{ range.block[0], range.block[1], range.block[2] };
+        return ::sycl::nd_range<3>{ grid, block };
+    } else {
+        static_assert(I <= 3, "Illegal nd_range size!");
+    }
+}
+
+template <typename real_type>
+void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
+    constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
+            break;
+        case kernel_function_type::polynomial:
+            PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            break;
+        case kernel_function_type::rbf:
+            PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            break;
+    }
+}
+
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_q_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, const real_type QA_cost, const real_type add, const std::size_t num_data_points_padded, const std::size_t num_features) const {
+    const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
+            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
+                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                }
+            });
+            break;
+        case kernel_function_type::polynomial:
+            PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
+            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
+                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                }
+            });
+            break;
+        case kernel_function_type::rbf:
+            PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
+            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
+                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                }
+            });
+            break;
+    }
+}
+
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
+    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, sycl::device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
+}
+
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
+template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t) const;
+
+template <typename real_type>
+void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_support_vectors, const std::size_t num_predict_points, const std::size_t num_features) const {
+    const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, sycl::kernel_invocation_type::nd_range);
+    switch (params.kernel_type) {
+        case kernel_function_type::linear:
+            break;
+        case kernel_function_type::polynomial:
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+
+            break;
+        case kernel_function_type::rbf:
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            break;
+    }
+}
+
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t, std::size_t) const;
+template void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, std::size_t, std::size_t, std::size_t) const;
+
+}  // namespace plssvm::hipsycl
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
new file mode 100644
index 000000000..9f1a9e106
--- /dev/null
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -0,0 +1,85 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
+
+#include "plssvm/backends/SYCL/detail/constants.hpp"           // forward declaration and namespace alias
+#include "plssvm/backends/SYCL/exceptions.hpp"                 // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/backends/gpu_device_ptr.hpp"                  // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
+
+#include "fmt/core.h"     // fmt::format
+#include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
+
+#include <algorithm>  // std::min
+#include <memory>     // std::unique_ptr
+
+namespace plssvm::hipsycl::detail {
+
+template <typename T>
+device_ptr<T>::device_ptr(const size_type size, const queue &q) :
+    base_type{ size, q } {
+    data_ = ::sycl::malloc_device<value_type>(size_, queue_.impl->sycl_queue);
+}
+
+template <typename T>
+device_ptr<T>::~device_ptr() {
+    if (queue_.impl != nullptr) {
+        ::sycl::free(static_cast<void *>(data_), queue_.impl->sycl_queue);
+    }
+}
+
+template <typename T>
+void device_ptr<T>::memset(const int pattern, const size_type pos, const size_type num_bytes) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
+
+    if (pos >= size_) {
+        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+    }
+    const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
+    queue_.impl->sycl_queue.memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
+}
+
+template <typename T>
+void device_ptr<T>::fill(const value_type value, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
+
+    if (pos >= size_) {
+        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+    }
+    const size_type rcount = std::min(count, size_ - pos);
+    queue_.impl->sycl_queue.fill(static_cast<void *>(data_ + pos), value, rcount).wait();
+}
+
+template <typename T>
+void device_ptr<T>::copy_to_device(const_host_pointer_type data_to_copy, const size_type pos, const size_type count) {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(data_to_copy != nullptr, "Invalid host pointer for the data to copy!");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
+
+    const size_type rcount = std::min(count, size_ - pos);
+    queue_.impl->sycl_queue.copy(data_to_copy, data_ + pos, rcount).wait();
+}
+
+template <typename T>
+void device_ptr<T>::copy_to_host(host_pointer_type buffer, const size_type pos, const size_type count) const {
+    PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
+    PLSSVM_ASSERT(buffer != nullptr, "Invalid host pointer for the data to copy!");
+    PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
+
+    const size_type rcount = std::min(count, size_ - pos);
+    queue_.impl->sycl_queue.copy(data_ + pos, buffer, rcount).wait();
+}
+
+template class device_ptr<float>;
+template class device_ptr<double>;
+
+}  // namespace plssvm::hipsycl::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
new file mode 100644
index 000000000..fad44c69e
--- /dev/null
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -0,0 +1,116 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"
+
+#include "plssvm/backends/SYCL/detail/constants.hpp"           // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/detail/string_utility.hpp"                    // sycl::detail::to_lower_case, sycl::detail::contains
+#include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
+
+#include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info, sycl::gpu_selector
+
+#include <memory>   // std::unique_ptr, std::make_unique
+#include <string>   // std::string
+#include <utility>  // std::pair, std::make_pair
+#include <vector>   // std::vector
+
+namespace plssvm::hipsycl::detail {
+
+[[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
+    std::vector<queue> target_devices;
+    for (const ::sycl::platform &platform : ::sycl::platform::get_platforms()) {
+        for (const ::sycl::device &device : platform.get_devices()) {
+            if (target == target_platform::cpu && device.is_cpu()) {
+#if defined(PLSSVM_HAS_CPU_TARGET)
+                // select CPU device
+                detail::queue q;
+                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
+                target_devices.emplace_back(std::move(q));
+#endif
+            } else {
+                // must be a GPU device
+                if (device.is_gpu()) {
+                    detail::queue q{};
+                    // get vendor name of current GPU device
+                    std::string vendor_string = device.get_info<::sycl::info::device::vendor>();
+                    // convert vendor name to lower case
+                    ::plssvm::detail::to_lower_case(vendor_string);
+                    // get platform name of current GPU device
+                    std::string platform_string = platform.get_info<::sycl::info::platform::name>();
+                    // convert platform name to lower case
+                    ::plssvm::detail::to_lower_case(platform_string);
+                    switch (target) {
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+                        case target_platform::gpu_nvidia:
+                            if (::plssvm::detail::contains(vendor_string, "nvidia")) {
+                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
+                                target_devices.emplace_back(std::move(q));
+                            }
+                            break;
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+                        case target_platform::gpu_amd:
+                            if (::plssvm::detail::contains(vendor_string, "amd")) {
+                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
+                                target_devices.emplace_back(std::move(q));
+                            }
+                            break;
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+                        case target_platform::gpu_intel:
+                            if (::plssvm::detail::contains(vendor_string, "intel")) {
+    #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
+                                if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
+                                    q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
+                                    target_devices.emplace_back(std::move(q));
+                                }
+    #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
+                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
+                                target_devices.emplace_back(std::move(q));
+    #endif
+                            }
+                            break;
+#endif
+                        default:
+                            break;
+                    }
+                }
+            }
+        }
+    }
+    return target_devices;
+}
+
+std::pair<std::vector<queue>, ::plssvm::target_platform> get_device_list(const target_platform target) {
+    if (target != target_platform::automatic) {
+        return std::make_pair(get_device_list_impl(target), target);
+    } else {
+        target_platform used_target = target_platform::gpu_nvidia;
+        std::vector<queue> target_devices = get_device_list_impl(used_target);
+        if (target_devices.empty()) {
+            used_target = target_platform::gpu_amd;
+            target_devices = get_device_list_impl(used_target);
+            if (target_devices.empty()) {
+                used_target = target_platform::gpu_intel;
+                target_devices = get_device_list_impl(used_target);
+                if (target_devices.empty()) {
+                    used_target = target_platform::cpu;
+                    target_devices = get_device_list_impl(used_target);
+                }
+            }
+        }
+        return std::make_pair(std::move(target_devices), used_target);
+    }
+}
+
+void device_synchronize(queue &q) {
+    q.impl->sycl_queue.wait_and_throw();
+}
+
+}  // namespace plssvm::hipsycl::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 60b7a45e1..929ebb3e4 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -15,7 +15,12 @@
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     // used for explicitly instantiating the SYCL backend
-    #include "plssvm/backends/SYCL/detail/queue.hpp"
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+        #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"
+    #endif
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+        #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"
+    #endif
 #endif
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
@@ -129,8 +134,14 @@ template class gpu_device_ptr<float, const ::plssvm::opencl::detail::command_que
 template class gpu_device_ptr<double, const ::plssvm::opencl::detail::command_queue *, cl_mem>;
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-template class gpu_device_ptr<float, ::plssvm::sycl::detail::queue>;
-template class gpu_device_ptr<double, ::plssvm::sycl::detail::queue>;
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+template class gpu_device_ptr<float, ::plssvm::dpcpp::detail::queue>;
+template class gpu_device_ptr<double, ::plssvm::dpcpp::detail::queue>;
+    #endif
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+template class gpu_device_ptr<float, ::plssvm::hipsycl::detail::queue>;
+template class gpu_device_ptr<double, ::plssvm::hipsycl::detail::queue>;
+    #endif
 #endif
 
 }  // namespace plssvm::detail
\ No newline at end of file

From 629e6bff4840b14ab6703b252dac5b566cfa13b4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 8 Dec 2022 15:12:31 +0100
Subject: [PATCH 0514/1010] Update SYCL implementations.

---
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   | 340 +++++++++---------
 .../backends/SYCL/DPCPP/detail/device_ptr.hpp |   6 +-
 .../backends/SYCL/DPCPP/detail/queue_impl.hpp |   2 +-
 .../backends/SYCL/DPCPP/detail/utility.hpp    |   4 +-
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp |  92 +++--
 .../SYCL/hipSYCL/detail/device_ptr.hpp        |   8 +-
 .../SYCL/hipSYCL/detail/queue_impl.hpp        |   2 +-
 .../backends/SYCL/hipSYCL/detail/utility.hpp  |   4 +-
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       |  33 +-
 .../backends/SYCL/DPCPP/detail/device_ptr.cpp |  10 +-
 .../backends/SYCL/DPCPP/detail/utility.cpp    |   9 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     |  43 ++-
 .../SYCL/hipSYCL/detail/device_ptr.cpp        |  10 +-
 .../backends/SYCL/hipSYCL/detail/utility.cpp  |  11 +-
 14 files changed, 281 insertions(+), 293 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index ffa16a272..77ad98c99 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -1,27 +1,26 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Defines a base C-SVM used for the different SYCL backends.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a base C-SVM used for the different SYCL backends using DPC++ as SYCL implementation.
+ */
 
 #ifndef PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
 #define PLSSVM_BACKENDS_SYCL_DPCPP_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::sycl::detail::device_ptr
-#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"
+#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::device_ptr
+#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"       // plssvm::dpcpp::detail::queue (PImpl)
+
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/detail/utility.hpp"
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include <memory>   // std::unique_ptr
 #include <utility>  // std::forward
@@ -38,163 +37,162 @@ class execution_range;
 namespace dpcpp {
 
 /**
-* @brief A C-SVM implementation using SYCL as backend.
-* @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
-*          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
-*/
+ * @brief A C-SVM implementation using SYCL as backend.
+ * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
+ *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
+ */
 class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
- protected:
-   // protected for the test MOCK class
-   /// The template base type of the SYCL C-SVM class.
-   using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
-
-   using base_type::devices_;
-
- public:
-   using base_type::device_ptr_type;
-   using typename base_type::queue_type;
-
-   /**
-    * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-    * @param[in] params struct encapsulating all possible parameters
-    */
-   explicit csvm(parameter params = {}) :
-       csvm{ plssvm::target_platform::automatic, params } {}
-   /**
-    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
-    * @param[in] target the target platform used for this C-SVM
-    * @param[in] params struct encapsulating all possible SVM parameters
-    */
-   explicit csvm(target_platform target, parameter params = {}) :
-       base_type{ params } {
-       this->init(target);
-   }
-
-   /**
-    * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
-    * @param[in] named_args the additional optional named arguments
-    */
-   template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
-   explicit csvm(Args &&...named_args) :
-       csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
-
-   /**
-    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
-    * @param[in] target the target platform used for this C-SVM
-    * @param[in] named_args the additional optional named arguments
-    */
-   template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
-   explicit csvm(const target_platform target, Args &&...named_args) :
-       base_type{ std::forward<Args>(named_args)... } {
-       this->init(target);
-   }
-
-   // TODO: SYCL specific flags
-   //    /**
-   //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-   //     * @param[in] params struct encapsulating all possible parameters
-   //     * @throws plssvm::csvm::csvm() exceptions
-   //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
-   //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
-   //     */
-   //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
-   //    explicit csvm(target_platform target, parameter<real_type> params);
-   //
-   //    template <typename... Args>
-   //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
-   //        // set kernel invocation type
-   //        igor::parser p{ std::forward<Args>(named_args)... };
-   //
-   //        // compile time check: only some named parameters are allowed
-   //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
-   //
-   //        if constexpr (p.has(sycl_kernel_invocation_type)) {
-   //            // compile time check: the value must have the correct type
-   //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
-   //            // set value
-   //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
-   //        }
-   //
-   //        this->init(target);
-   //    }
-
-   /**
-    * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
-    * @details Terminates the program, if any asynchronous exception is thrown.
-    */
-   ~csvm() override;
-
- protected:
-
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::device_synchronize
-    */
-   void device_synchronize(const queue_type &queue) const final;
-
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
-    */
-   void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
-    */
-   void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
-    */
-   template <typename real_type>
-   void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
-    */
-   void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
-    */
-   void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
-    */
-   template <typename real_type>
-   void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
-    */
-   void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
-    */
-   void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
-    */
-   template <typename real_type>
-   void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
-    */
-   void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
-    */
-   void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
-   /**
-    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
-    */
-   template <typename real_type>
-   void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
-
- private:
-   /**
-    * @brief Initialize all important states related to the SYCL backend.
-    * @param[in] target the target platform to use
-    */
-   void init(target_platform target);
-
-   /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
-   sycl::kernel_invocation_type invocation_type_{ sycl::kernel_invocation_type::automatic };
+  protected:
+    // protected for the test MOCK class
+    /// The template base type of the SYCL C-SVM class.
+    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
+
+    using base_type::devices_;
+
+  public:
+    using base_type::device_ptr_type;
+    using typename base_type::queue_type;
+
+    /**
+     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+     * @param[in] params struct encapsulating all possible parameters
+     */
+    explicit csvm(parameter params = {}) :
+        csvm{ plssvm::target_platform::automatic, params } {}
+    /**
+     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] params struct encapsulating all possible SVM parameters
+     */
+    explicit csvm(target_platform target, parameter params = {}) :
+        base_type{ params } {
+        this->init(target);
+    }
+
+    /**
+     * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(Args &&...named_args) :
+        csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
+
+    /**
+     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] named_args the additional optional named arguments
+     */
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    explicit csvm(const target_platform target, Args &&...named_args) :
+        base_type{ std::forward<Args>(named_args)... } {
+        this->init(target);
+    }
+
+    // TODO: SYCL specific flags
+    //    /**
+    //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+    //     * @param[in] params struct encapsulating all possible parameters
+    //     * @throws plssvm::csvm::csvm() exceptions
+    //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
+    //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
+    //     */
+    //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
+    //    explicit csvm(target_platform target, parameter<real_type> params);
+    //
+    //    template <typename... Args>
+    //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
+    //        // set kernel invocation type
+    //        igor::parser p{ std::forward<Args>(named_args)... };
+    //
+    //        // compile time check: only some named parameters are allowed
+    //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
+    //
+    //        if constexpr (p.has(sycl_kernel_invocation_type)) {
+    //            // compile time check: the value must have the correct type
+    //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
+    //            // set value
+    //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
+    //        }
+    //
+    //        this->init(target);
+    //    }
+
+    /**
+     * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
+     * @details Terminates the program, if any asynchronous exception is thrown.
+     */
+    ~csvm() override;
+
+  protected:
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::device_synchronize
+     */
+    void device_synchronize(const queue_type &queue) const final;
+
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     */
+    template <typename real_type>
+    void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     */
+    template <typename real_type>
+    void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     */
+    template <typename real_type>
+    void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
+    /**
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     */
+    template <typename real_type>
+    void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
+
+  private:
+    /**
+     * @brief Initialize all important states related to the SYCL backend.
+     * @param[in] target the target platform to use
+     */
+    void init(target_platform target);
+
+    /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
+    sycl::kernel_invocation_type invocation_type_{ sycl::kernel_invocation_type::automatic };
 };
-}  // namespace sycl::detail
+}  // namespace dpcpp
 
 namespace detail {
 
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index ad07e4b85..47b253abd 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Small wrapper around a SYCL device pointer.
+ * @brief Small wrapper around a SYCL device pointer for the DPC++ SYCL implementation.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_DEVICE_PTR_HPP_
@@ -19,12 +19,12 @@
 namespace plssvm::dpcpp::detail {
 
 /**
- * @brief Small wrapper class around a SYCL device pointer together with commonly used device functions.
+ * @brief Small wrapper class around a DPC++ device pointer together with commonly used device functions.
  * @tparam T the type of the kernel pointer to wrap
  */
 template <typename T>
 class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
-    /// The template base type of the OpenCL device_ptr class.
+    /// The template base type of the DPC++ device_ptr class.
     using base_type = ::plssvm::detail::gpu_device_ptr<T, queue>;
 
     using base_type::data_;
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
index 3b41a9222..93da6b551 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
@@ -31,7 +31,7 @@ struct queue::queue_impl {
      * @param[in] args the parameters to construct a ::sycl::queue
      */
     template <typename... Args>
-    queue_impl(Args... args) :
+    explicit queue_impl(Args... args) :
         sycl_queue{ std::forward<Args>(args)... } {}
 
     /// The wrapped ::sycl::queue.
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
index 8be0aafb5..5a2639326 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
@@ -6,14 +6,14 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Utility functions specific to the SYCL backend.
+ * @brief Utility functions specific to the SYCL backend using DPC++ as SYCL implementation.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_UTILITY_HPP_
 #define PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue (PImpl)
 #include "plssvm/target_platforms.hpp"                  // plssvm::target_platform
 
 #include <utility>  // std::pair
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index 3acf1c754..8fd7c43da 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -1,27 +1,26 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Defines a base C-SVM used for the different SYCL backends.
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a base C-SVM used for the different SYCL backends using hipSYCL as SYCL implementation.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"   // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::sycl::detail::device_ptr
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl)
+
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/detail/utility.hpp"
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include <memory>   // std::unique_ptr
 #include <utility>  // std::forward
@@ -38,9 +37,9 @@ class execution_range;
 namespace hipsycl {
 
 /**
-* @brief A C-SVM implementation using SYCL as backend.
-* @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
-*          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
+ * @brief A C-SVM implementation using SYCL as backend.
+ * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
+ *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
  */
 class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
   protected:
@@ -55,15 +54,15 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     using typename base_type::queue_type;
 
     /**
-    * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-    * @param[in] params struct encapsulating all possible parameters
+     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
+     * @param[in] params struct encapsulating all possible parameters
      */
     explicit csvm(parameter params = {}) :
         csvm{ plssvm::target_platform::automatic, params } {}
     /**
-    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
-    * @param[in] target the target platform used for this C-SVM
-    * @param[in] params struct encapsulating all possible SVM parameters
+     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] params struct encapsulating all possible SVM parameters
      */
     explicit csvm(target_platform target, parameter params = {}) :
         base_type{ params } {
@@ -71,17 +70,17 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     }
 
     /**
-    * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
-    * @param[in] named_args the additional optional named arguments
+     * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
+     * @param[in] named_args the additional optional named arguments
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
 
     /**
-    * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
-    * @param[in] target the target platform used for this C-SVM
-    * @param[in] named_args the additional optional named arguments
+     * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
+     * @param[in] named_args the additional optional named arguments
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
@@ -119,82 +118,81 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     //    }
 
     /**
-    * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
-    * @details Terminates the program, if any asynchronous exception is thrown.
+     * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
+     * @details Terminates the program, if any asynchronous exception is thrown.
      */
     ~csvm() override;
 
   protected:
-
     /**
-    * @copydoc plssvm::detail::gpu_csvm::device_synchronize
+     * @copydoc plssvm::detail::gpu_csvm::device_synchronize
      */
     void device_synchronize(const queue_type &queue) const final;
 
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
     void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &q_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
     void run_q_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &q_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_q_kernel_impl(device, range, params, q_d, data_d, data_last_d, num_data_points_padded, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_q_kernel
      */
     template <typename real_type>
     void run_q_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
     void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, const device_ptr_type<float> &q_d, device_ptr_type<float> &r_d, const device_ptr_type<float> &x_d, const device_ptr_type<float> &data_d, float QA_cost, float add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
     void run_svm_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, const device_ptr_type<double> &q_d, device_ptr_type<double> &r_d, const device_ptr_type<double> &x_d, const device_ptr_type<double> &data_d, double QA_cost, double add, std::size_t num_data_points_padded, std::size_t num_features) const final { this->run_svm_kernel_impl(device, range, params, q_d, r_d, x_d, data_d, QA_cost, add, num_data_points_padded, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_svm_kernel
      */
     template <typename real_type>
     void run_svm_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, const device_ptr_type<real_type> &q_d, device_ptr_type<real_type> &r_d, const device_ptr_type<real_type> &x_d, const device_ptr_type<real_type> &data_d, real_type QA_cost, real_type add, std::size_t num_data_points_padded, std::size_t num_features) const;
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
     void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &w_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
     void run_w_kernel(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<double> &w_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_data_points, std::size_t num_features) const final { this->run_w_kernel_impl(device, range, w_d, alpha_d, data_d, data_last_d, num_data_points, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_w_kernel
      */
     template <typename real_type>
     void run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_data_points, std::size_t num_features) const;
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
     void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<float> &params, device_ptr_type<float> &out_d, const device_ptr_type<float> &alpha_d, const device_ptr_type<float> &point_d, const device_ptr_type<float> &data_d, const device_ptr_type<float> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
     void run_predict_kernel(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<double> &params, device_ptr_type<double> &out_d, const device_ptr_type<double> &alpha_d, const device_ptr_type<double> &point_d, const device_ptr_type<double> &data_d, const device_ptr_type<double> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const final { this->run_predict_kernel_impl(range, params, out_d, alpha_d, point_d, data_d, data_last_d, num_support_vectors, num_predict_points, num_features); }
     /**
-    * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
+     * @copydoc plssvm::detail::gpu_csvm::run_predict_kernel
      */
     template <typename real_type>
     void run_predict_kernel_impl(const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &out_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &point_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, std::size_t num_support_vectors, std::size_t num_predict_points, std::size_t num_features) const;
 
   private:
     /**
-    * @brief Initialize all important states related to the SYCL backend.
-    * @param[in] target the target platform to use
+     * @brief Initialize all important states related to the SYCL backend.
+     * @param[in] target the target platform to use
      */
     void init(target_platform target);
 
     /// The SYCL kernel invocation type for the svm kernel. Either nd_range or hierarchical.
     sycl::kernel_invocation_type invocation_type_{ sycl::kernel_invocation_type::automatic };
 };
-}  // namespace sycl::detail
+}  // namespace hipsycl
 
 namespace detail {
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
index 231015d01..9666b67ed 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -6,25 +6,25 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Small wrapper around a SYCL device pointer.
+ * @brief Small wrapper around a SYCL device pointer for the hipSYCL SYCL implementation.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_DEVICE_PTR_HPP_
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl)
 #include "plssvm/backends/gpu_device_ptr.hpp"             // plssvm::detail::gpu_device_ptr
 
 namespace plssvm::hipsycl::detail {
 
 /**
- * @brief Small wrapper class around a SYCL device pointer together with commonly used device functions.
+ * @brief Small wrapper class around a hipSYCL device pointer together with commonly used device functions.
  * @tparam T the type of the kernel pointer to wrap
  */
 template <typename T>
 class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
-    /// The template base type of the OpenCL device_ptr class.
+    /// The template base type of the hipSYCL device_ptr class.
     using base_type = ::plssvm::detail::gpu_device_ptr<T, queue>;
 
     using base_type::data_;
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
index c050532b5..c87587ade 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
@@ -31,7 +31,7 @@ struct queue::queue_impl {
      * @param[in] args the parameters to construct a ::sycl::queue
      */
     template <typename... Args>
-    queue_impl(Args... args) :
+    explicit queue_impl(Args... args) :
         sycl_queue{ std::forward<Args>(args)... } {}
 
     /// The wrapped ::sycl::queue.
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
index 70aac2e32..85e19a5b6 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -6,14 +6,14 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Utility functions specific to the SYCL backend.
+ * @brief Utility functions specific to the SYCL backend using hipSYCL as SYCL implementation.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl)
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
 #include <utility>  // std::pair
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 6b646386b..e2cf7b827 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -8,14 +8,15 @@
 
 #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"
 
-#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
-#include "plssvm/backends/SYCL/detail/constants.hpp"         // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"           // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
-#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::sycl::backend_exception
-#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
-#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
-#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
-#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
+#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::::device_ptr
+#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::dpcpp::detail::queue (PImpl implementation)
+#include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"     // plssvm::dpcpp::detail::get_device_list, plssvm::dpcpp::device_synchronize
+
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::kernel_w, plssvm::sycl::predict_points_poly, plssvm::sycl::predict_points_rbf
+#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::device_kernel_q_linear, plssvm::sycl::device_kernel_q_poly, plssvm::sycl::device_kernel_q_radial
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::hierarchical_device_kernel_linear, plssvm::sycl::hierarchical_device_kernel_poly, plssvm::sycl::hierarchical_device_kernel_radial
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl::nd_range_device_kernel_linear, plssvm::sycl::nd_range_device_kernel_poly, plssvm::sycl::nd_range_device_kernel_radial
 #include "plssvm/backends/gpu_csvm.hpp"                      // plssvm::detail::gpu_csvm
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
@@ -25,8 +26,6 @@
 #include "plssvm/parameter.hpp"                              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
-#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"
-
 #include "fmt/core.h"     // fmt::print, fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
@@ -79,16 +78,13 @@ void csvm::init(const target_platform target) {
 
     // get all available devices wrt the requested target platform
     target_platform used_target;
-    std::tie(devices_, used_target) = dpcpp::detail::get_device_list(target);
+    std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
+    const sycl::kernel_invocation_type provided_invocation_type = invocation_type_;
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
-        // always use nd_range except for hipSYCL on the CPU
-        if (used_target == target_platform::cpu && PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL) {  // TODO: investigate
-            invocation_type_ = sycl::kernel_invocation_type::hierarchical;
-        } else {
-            invocation_type_ = sycl::kernel_invocation_type::nd_range;
-        }
+        // always use nd_range for DPC++
+        invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
     if (plssvm::verbose) {
@@ -97,6 +93,9 @@ void csvm::init(const target_platform target) {
         if (target == target_platform::automatic) {
             std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
         }
+        if (provided_invocation_type == sycl::kernel_invocation_type::automatic) {
+            std::cout << fmt::format("Using {} as automatic kernel invocation type.", invocation_type_) << std::endl;
+        }
     }
 
     // throw exception if no devices for the requested target could be found
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
index 2388bee5b..344a0cd7a 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
@@ -8,11 +8,11 @@
 
 #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"
 
-#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
-#include "plssvm/backends/SYCL/detail/constants.hpp"         // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::sycl::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"                // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
+#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::dpcpp::detail::queue (PImpl implementation)
+
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 
 #include "fmt/core.h"     // fmt::format
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index cfc392762..0e78e00cc 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -8,8 +8,7 @@
 
 #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"
 
-#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
-#include "plssvm/backends/SYCL/detail/constants.hpp"         // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
+#include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::dpcpp::detail::queue (PImpl implementation)
 #include "plssvm/detail/string_utility.hpp"                  // sycl::detail::to_lower_case, sycl::detail::contains
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
@@ -23,6 +22,7 @@
 namespace plssvm::dpcpp::detail {
 
 [[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
+    // TODO: rewrite like OpenCL?
     std::vector<queue> target_devices;
     for (const ::sycl::platform &platform : ::sycl::platform::get_platforms()) {
         for (const ::sycl::device &device : platform.get_devices()) {
@@ -65,15 +65,10 @@ namespace plssvm::dpcpp::detail {
 #if defined(PLSSVM_HAS_INTEL_TARGET)
                         case target_platform::gpu_intel:
                             if (::plssvm::detail::contains(vendor_string, "intel")) {
-    #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
                                 if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
                                     q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
                                     target_devices.emplace_back(std::move(q));
                                 }
-    #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
-                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                target_devices.emplace_back(std::move(q));
-    #endif
                             }
                             break;
 #endif
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 53af14803..51c20adfd 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -8,22 +8,23 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"           // PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"             // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::get_device_list, plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_synchronize
-#include "plssvm/backends/SYCL/exceptions.hpp"                 // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::sycl::backend_exception
-#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::detail::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::device_ptr
-#include "plssvm/backends/SYCL/predict_kernel.hpp"             // plssvm::sycl_generic::kernel_w, plssvm::sycl_generic::predict_points_poly, plssvm::sycl_generic::predict_points_rbf
-#include "plssvm/backends/SYCL/q_kernel.hpp"                   // plssvm::sycl_generic::device_kernel_q_linear, plssvm::sycl_generic::device_kernel_q_poly, plssvm::sycl_generic::device_kernel_q_radial
-#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"    // plssvm::sycl_generic::hierarchical_device_kernel_linear, plssvm::sysycl_genericcl::hierarchical_device_kernel_poly, plssvm::sycl_generic::hierarchical_device_kernel_radial
-#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"        // plssvm::sycl_generic::nd_range_device_kernel_linear, plssvm::sycl_generic::nd_range_device_kernel_poly, plssvm::sycl_generic::nd_range_device_kernel_radial
-#include "plssvm/backends/gpu_csvm.hpp"                        // plssvm::detail::gpu_csvm
-#include "plssvm/constants.hpp"                                // plssvm::kernel_index_type
-#include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
-#include "plssvm/detail/execution_range.hpp"                   // plssvm::detail::execution_range
-#include "plssvm/exceptions/exceptions.hpp"                    // plssvm::exception
-#include "plssvm/kernel_function_types.hpp"                    // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                                // plssvm::parameter
-#include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::::device_ptr
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
+#include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_device_list, plssvm::hipsycl::device_synchronize
+
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::kernel_w, plssvm::sycl::predict_points_poly, plssvm::sycl::predict_points_rbf
+#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::device_kernel_q_linear, plssvm::sycl::device_kernel_q_poly, plssvm::sycl::device_kernel_q_radial
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::hierarchical_device_kernel_linear, plssvm::sycl::hierarchical_device_kernel_poly, plssvm::sycl::hierarchical_device_kernel_radial
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl::nd_range_device_kernel_linear, plssvm::sycl::nd_range_device_kernel_poly, plssvm::sycl::nd_range_device_kernel_radial
+#include "plssvm/backends/gpu_csvm.hpp"                      // plssvm::detail::gpu_csvm
+#include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
+#include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
+#include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
+#include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
+#include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                              // plssvm::parameter
+#include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"
 
@@ -79,12 +80,13 @@ void csvm::init(const target_platform target) {
 
     // get all available devices wrt the requested target platform
     target_platform used_target;
-    std::tie(devices_, used_target) = hipsycl::detail::get_device_list(target);
+    std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
+    const sycl::kernel_invocation_type provided_invocation_type = invocation_type_;
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
-        // always use nd_range except for hipSYCL on the CPU
-        if (used_target == target_platform::cpu && PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL) {  // TODO: investigate
+        // always use nd_range except on the CPU
+        if (used_target == target_platform::cpu) {  // TODO: what if omp.accelerated is used?
             invocation_type_ = sycl::kernel_invocation_type::hierarchical;
         } else {
             invocation_type_ = sycl::kernel_invocation_type::nd_range;
@@ -97,6 +99,9 @@ void csvm::init(const target_platform target) {
         if (target == target_platform::automatic) {
             std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
         }
+        if (provided_invocation_type == sycl::kernel_invocation_type::automatic) {
+            std::cout << fmt::format("Using {} as automatic kernel invocation type.", invocation_type_) << std::endl;
+        }
     }
 
     // throw exception if no devices for the requested target could be found
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
index 9f1a9e106..65938177a 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -8,11 +8,11 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"           // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/exceptions.hpp"                 // plssvm::sycl::backend_exception
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
-#include "plssvm/backends/gpu_device_ptr.hpp"                  // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
+
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 
 #include "fmt/core.h"     // fmt::format
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index fad44c69e..59e3ba836 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -8,8 +8,7 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"           // PLSSVM_SYCL_BACKEND_COMPILER_DPCPP, PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL, forward declaration and namespace alias
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::sycl::detail::queue (PImpl implementation)
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 #include "plssvm/detail/string_utility.hpp"                    // sycl::detail::to_lower_case, sycl::detail::contains
 #include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
 
@@ -23,6 +22,7 @@
 namespace plssvm::hipsycl::detail {
 
 [[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
+    // TODO: rewrite like OpenCL?
     std::vector<queue> target_devices;
     for (const ::sycl::platform &platform : ::sycl::platform::get_platforms()) {
         for (const ::sycl::device &device : platform.get_devices()) {
@@ -65,15 +65,8 @@ namespace plssvm::hipsycl::detail {
 #if defined(PLSSVM_HAS_INTEL_TARGET)
                         case target_platform::gpu_intel:
                             if (::plssvm::detail::contains(vendor_string, "intel")) {
-    #if PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_DPCPP
-                                if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
-                                    q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                    target_devices.emplace_back(std::move(q));
-                                }
-    #elif PLSSVM_SYCL_BACKEND_COMPILER == PLSSVM_SYCL_BACKEND_COMPILER_HIPSYCL
                                 q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
                                 target_devices.emplace_back(std::move(q));
-    #endif
                             }
                             break;
 #endif

From 6931920d77202d0fe11d6e79f2e244024aaefd70 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 8 Dec 2022 15:27:44 +0100
Subject: [PATCH 0515/1010] Rewrote SYCL csvm factory.

---
 include/plssvm/csvm_factory.hpp | 57 ++++++++++++---------------------
 1 file changed, 21 insertions(+), 36 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index e0da169e6..ea0c1ca8a 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -82,6 +82,8 @@ template <typename csvm_type, typename... Args>
         throw unsupported_backend_exception{ fmt::format("No {} backend available!", plssvm::csvm_to_backend_type_v<csvm_type>) };
     }
 }
+
+
 /**
  * @brief Construct a SYCL C-SVM using the parameters @p args.
  * @details The special case for the SYCL backend to handle the SYCL specific parameters.
@@ -91,43 +93,26 @@ template <typename csvm_type, typename... Args>
  */
 template <typename... Args>
 [[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
-    // TODO: look at it, reimplement
-    // test whether the SYCL backend is available
-    if constexpr (csvm_backend_exists_v<hipsycl::csvm> || csvm_backend_exists_v<dpcpp::csvm>) {
-        if constexpr (std::is_constructible_v<sycl::csvm, Args...>) {
-            // check igor parameter
-            igor::parser parser{ args... };
-
-            // get the SYCL implementation type to use
-            sycl::implementation_type impl_type = sycl::implementation_type::automatic;
-            // check whether a specific SYCL implementation type has been requested
-            if constexpr (parser.has(sycl_implementation_type)) {
-                // compile time check: the value must have the correct type TODO:
-                static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
-                impl_type = static_cast<sycl::implementation_type>(parser(sycl_implementation_type));
-            }
-            switch (impl_type) {
-                case sycl::implementation_type::automatic:
-                    return std::make_unique<::plssvm::sycl::csvm>(std::forward<Args>(args)...);
-                case sycl::implementation_type::dpcpp:
-                    if constexpr (csvm_backend_exists_v<dpcpp::csvm>) {
-                        return std::make_unique<dpcpp::csvm>(std::forward<Args>(args)...);
-                    } else {
-                        throw unsupported_backend_exception{ "No sycl backend available using DPC++!" };
-                    }
-
-                case sycl::implementation_type::hipsycl:
-                    if constexpr (csvm_backend_exists_v<hipsycl::csvm>) {
-                        return std::make_unique<hipsycl::csvm>(std::forward<Args>(args)...);
-                    } else {
-                        throw unsupported_backend_exception{ "No sycl backend available using hipSYCL!" };
-                    }
-            }
-        } else {
-            throw unsupported_backend_exception{ "Provided invalid (named) arguments for the sycl backend!" };
-        }
+    // check igor parameter
+    igor::parser parser{ args... };
+
+    // get the SYCL implementation type to use
+    sycl::implementation_type impl_type = sycl::implementation_type::automatic;
+    // check whether a specific SYCL implementation type has been requested
+    if constexpr (parser.has(sycl_implementation_type)) {
+        // compile time check: the value must have the correct type
+        static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
+        impl_type = static_cast<sycl::implementation_type>(parser(sycl_implementation_type));
+    }
+    // TODO: check incomplete type (after constructor fix)
+    switch (impl_type) {
+        case sycl::implementation_type::automatic:
+            return make_csvm_default_impl<sycl::csvm>(std::forward<Args>(args)...);
+        case sycl::implementation_type::dpcpp:
+            return make_csvm_default_impl<dpcpp::csvm>(std::forward<Args>(args)...);
+        case sycl::implementation_type::hipsycl:
+            return make_csvm_default_impl<hipsycl::csvm>(std::forward<Args>(args)...);
     }
-    throw unsupported_backend_exception{ "No sycl backend available!" };
 }
 
 /**

From d781d3588b78d1e7a700f53aafff060db640041c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 8 Dec 2022 15:36:20 +0100
Subject: [PATCH 0516/1010] Fix compiler warning.

---
 include/plssvm/csvm_factory.hpp | 25 ++++++++++++-------------
 1 file changed, 12 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index ea0c1ca8a..63e91647b 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_CSVM_FACTORY_HPP_
 #pragma once
 
-#include "plssvm/backend_types.hpp"                      // plssvm::backend
+#include "plssvm/backend_types.hpp"                      // plssvm::backend, plssvm::csvm_to_backend_type_v
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 #include "plssvm/csvm.hpp"                               // plssvm::csvm, plssvm::csvm_backend_exists_v
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::remove_cvref_t
@@ -24,24 +24,26 @@
 
 // only include requested/available backends
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
-    #include "plssvm/backends/OpenMP/csvm.hpp"  // plssvm::openmp::csvm
+    #include "plssvm/backends/OpenMP/csvm.hpp"  // plssvm::openmp::csvm, plssvm::csvm_backend_exists_v
 #endif
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
-    #include "plssvm/backends/CUDA/csvm.hpp"  // plssvm::cuda::csvm
+    #include "plssvm/backends/CUDA/csvm.hpp"  // plssvm::cuda::csvm, plssvm::csvm_backend_exists_v
 #endif
 #if defined(PLSSVM_HAS_HIP_BACKEND)
-    #include "plssvm/backends/HIP/csvm.hpp"  // plssvm::hip::csvm
+    #include "plssvm/backends/HIP/csvm.hpp"  // plssvm::hip::csvm, plssvm::csvm_backend_exists_v
 #endif
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
-    #include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
+    #include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm, plssvm::csvm_backend_exists_v
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
+        #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm, plssvm::csvm_backend_exists_v
     #endif
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm
+        #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm, plssvm::csvm_backend_exists_v
     #endif
+
+// define the default used SYCL implementation
 namespace plssvm::sycl {
 using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
 }
@@ -50,12 +52,9 @@ using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
 #include "igor/igor.hpp"  // igor::parser, igor::has_unnamed_arguments
 
 #include <memory>       // std::unique_ptr, std::make_unique
-#include <type_traits>  // std::is_same_v, std::enable_if_t
+#include <type_traits>  // std::is_same_v, std::is_constructible_v
 #include <utility>      // std::forward
 
-#include "plssvm/detail/utility.hpp"
-#include <iostream>
-
 namespace plssvm {
 
 namespace detail {
@@ -83,7 +82,6 @@ template <typename csvm_type, typename... Args>
     }
 }
 
-
 /**
  * @brief Construct a SYCL C-SVM using the parameters @p args.
  * @details The special case for the SYCL backend to handle the SYCL specific parameters.
@@ -104,7 +102,7 @@ template <typename... Args>
         static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
         impl_type = static_cast<sycl::implementation_type>(parser(sycl_implementation_type));
     }
-    // TODO: check incomplete type (after constructor fix)
+
     switch (impl_type) {
         case sycl::implementation_type::automatic:
             return make_csvm_default_impl<sycl::csvm>(std::forward<Args>(args)...);
@@ -113,6 +111,7 @@ template <typename... Args>
         case sycl::implementation_type::hipsycl:
             return make_csvm_default_impl<hipsycl::csvm>(std::forward<Args>(args)...);
     }
+    throw unsupported_backend_exception{ "No sycl backend available!" };
 }
 
 /**

From 799e0b4bab5c414e07ad6cd0d599551261274f69 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 8 Dec 2022 16:18:31 +0100
Subject: [PATCH 0517/1010] Update SYCL test implementation.

---
 tests/backends/SYCL/CMakeLists.txt        | 93 +++++++----------------
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   |  5 +-
 tests/backends/SYCL/detail/device_ptr.cpp | 44 +++++++----
 tests/backends/SYCL/detail/utility.cpp    | 41 ++++++----
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp |  5 +-
 5 files changed, 85 insertions(+), 103 deletions(-)

diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 47ef8cab9..922164f55 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -5,80 +5,39 @@
 ########################################################################################################################
 
 ### create SYCL tests
-#set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
-#
-#
-## function to register the available SYCL implementations for the SYCL tests
-#function(create_sycl_tests include_name namespace_name)
-#    # TODO: no copy-paste
-##    configure_file(${CMAKE_CURRENT_LIST_DIR}/mock_sycl_csvm.hpp "${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/mock_sycl_csvm.hpp")
-##    configure_file(${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/sycl_csvm.cpp)
-#    configure_file(${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp)
-#    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp)
-#    configure_file(${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp)
-#
-#    # add test executable
-#    add_executable("${PLSSVM_SYCL_TEST_NAME}_${include_name}" ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
-#            ${CMAKE_CURRENT_LIST_DIR}/${include_name}/sycl_csvm.cpp)
-##            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/exceptions.cpp
-##            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/device_ptr.cpp
-##            ${CMAKE_CURRENT_LIST_DIR}/../autogenerated/${include_name}/detail/utility.cpp)
-##            ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
-##            ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp)
-#
-#    if("${namespace_name}" STREQUAL "hipsycl")
-#        target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
-#    elseif("${namespace_name}" STREQUAL "dpcpp")
-#        target_include_directories("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PRIVATE $ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
-#    endif()
-#
-#    # link against test library
-#    target_link_libraries("${PLSSVM_SYCL_TEST_NAME}_${include_name}" PUBLIC ${PLSSVM_BASE_TEST_LIBRARY_NAME})
-#
-#    # add tests to google test
-#    gtest_add_tests(TARGET "${PLSSVM_SYCL_TEST_NAME}_${include_name}" WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
-#
-#    # add test as coverage dependency
-#    if(TARGET coverage)
-#        add_dependencies(coverage "${PLSSVM_SYCL_TEST_NAME}_${include_name}")
-#    endif()
-#endfunction()
-
-
-include(GoogleTest)
+set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
+
+# list all necessary sources
+set(PLSSVM_SYCL_TEST_SOURCES
+    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
+)
+
+if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
+    # add hipSYCL specific test files
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/sycl_csvm.cpp)
+endif()
 
-#if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
-#    # configure hipSYCL files
-#    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "hipSYCL")
-#    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "hipsycl")
-#    create_sycl_tests(${PLSSVM_SYCL_BACKEND_INCLUDE_NAME} ${PLSSVM_SYCL_BACKEND_NAMESPACE_NAME})
-#endif()
-#
-#if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
-#    # configure DPC++ files
-#    set(PLSSVM_SYCL_BACKEND_INCLUDE_NAME "DPCPP")
-#    set(PLSSVM_SYCL_BACKEND_NAMESPACE_NAME "dpcpp")
-#    create_sycl_tests(${PLSSVM_SYCL_BACKEND_INCLUDE_NAME} ${PLSSVM_SYCL_BACKEND_NAMESPACE_NAME})
-#endif()
+if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
+    # add DPC++ specific test files
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/sycl_csvm.cpp)
+endif()
 
-## generic SYCL tests
-set(PLSSVM_SYCL_GENERIC_TEST_NAME SYCL_tests)
 # add test executable
-add_executable(${PLSSVM_SYCL_GENERIC_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp)
+add_executable(${PLSSVM_SYCL_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_SYCL_TEST_SOURCES})
 
 # link against test library
-target_link_libraries(${PLSSVM_SYCL_GENERIC_TEST_NAME} PUBLIC ${PLSSVM_BASE_TEST_LIBRARY_NAME})
-#target_link_options(${PLSSVM_SYCL_GENERIC_TEST_NAME} PUBLIC -fopenmp)
+target_link_libraries(${PLSSVM_SYCL_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY_NAME})
+
 
 # add tests to google test
-gtest_add_tests(TARGET ${PLSSVM_SYCL_GENERIC_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+include(GoogleTest)
+gtest_add_tests(TARGET ${PLSSVM_SYCL_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
 
 # add test as coverage dependency
 if(TARGET coverage)
-    add_dependencies(coverage ${PLSSVM_SYCL_GENERIC_TEST_NAME})
-endif()
+    add_dependencies(coverage ${PLSSVM_SYCL_TEST_NAME})
+endif()
\ No newline at end of file
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 05f7d9e43..5f8f7f618 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -13,9 +13,8 @@
 #include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
 #include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"        // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/DPCPP/csvm.hpp"              // plssvm::dpcpp::csvm
+#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::sycl::backend_exception
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index 5ce918d74..f2c7fba6c 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -8,11 +8,7 @@
  * @brief Tests for the OpenCL backend device pointer.
  */
 
-#include "plssvm/backends/SYCL/detail/device_ptr.hpp"
-#include "plssvm/backends/SYCL/detail/constants.hpp"  // forward declaration and namespace alias
-#include "plssvm/target_platforms.hpp"
-
-#include "plssvm/backends/SYCL/detail/queue_impl.hpp"
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
 #include "backends/generic_device_ptr_tests.h"
 
@@ -22,24 +18,40 @@
 
 #include <memory>  // std::unique_ptr
 
-template <typename T>
+template <typename device_ptr_t, typename queue_t>
 struct device_ptr_test_type {
-    using device_ptr_type = plssvm::sycl::detail::device_ptr<T>;
-    using queue_type = plssvm::sycl::detail::queue;
+    using device_ptr_type = device_ptr_t;
+    using queue_type = queue_t;
 
     static const queue_type &default_queue() {
-        static queue_type queue{ std::make_unique<plssvm::sycl::detail::queue::queue_impl>() };
-//        static queue_type queue{ plssvm::sycl::detail::get_device_list(plssvm::target_platform::automatic).first.front() };
+        // TODO: linker error because of constructor call
+        static queue_type queue{ std::make_unique<typename queue_type::queue_impl>() };
         return queue;
     }
 };
 
-using device_ptr_test_types = ::testing::Types<
-    device_ptr_test_type<float>,
-    device_ptr_test_type<double>>;
+#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"
+    #include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"
+
+using dpcpp_device_ptr_test_types = ::testing::Types<
+    device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<float>, plssvm::dpcpp::detail::queue>,
+    device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<double>, plssvm::dpcpp::detail::queue>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(SYCLBackend, DevicePtr, device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(SYCLBackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, DevicePtr, dpcpp_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, DevicePtrDeathTest, dpcpp_device_ptr_test_types);
+#endif
+
+#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+    #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
+    #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"
 
-// TODO: linker error because of constructor call
\ No newline at end of file
+using hipsycl_device_ptr_test_types = ::testing::Types<
+    device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<float>, plssvm::hipsycl::detail::queue>,
+    device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<double>, plssvm::hipsycl::detail::queue>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, DevicePtr, hipsycl_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, DevicePtrDeathTest, hipsycl_device_ptr_test_types);
+#endif
\ No newline at end of file
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
index 35624a51a..49e72b7e5 100644
--- a/tests/backends/SYCL/detail/utility.cpp
+++ b/tests/backends/SYCL/detail/utility.cpp
@@ -1,28 +1,41 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for the custom utility functions related to the SYCL backend.
-*/
-
-#include "plssvm/backends/SYCL/detail/utility.hpp"
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom utility functions related to the SYCL backends.
+ */
+
 #include "plssvm/target_platforms.hpp"
 
 #include "sycl/sycl.hpp"
 
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
+
+#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"
 
-TEST(SYCLUtility, get_device_list) {
-    const auto &[queues, actual_target] = plssvm::sycl::detail::get_device_list(plssvm::target_platform::automatic);
+TEST(DPCPPUtility, get_device_list) {
+    const auto &[queues, actual_target] = plssvm::dpcpp::detail::get_device_list(plssvm::target_platform::automatic);
     // at least one queue must be provided
     EXPECT_FALSE(queues.empty());
     // the returned target must not be the automatic one
     EXPECT_NE(actual_target, plssvm::target_platform::automatic);
 }
+#endif
 
-// https://stackoverflow.com/questions/20836622/how-do-i-put-some-code-into-multiple-namespaces-without-duplicating-this-code
\ No newline at end of file
+#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+    #include "plssvm/backends/SYCL/hipSYCL//detail/utility.hpp"
+
+TEST(hipSYCLUtility, get_device_list) {
+    const auto &[queues, actual_target] = plssvm::hipsycl::detail::get_device_list(plssvm::target_platform::automatic);
+    // at least one queue must be provided
+    EXPECT_FALSE(queues.empty());
+    // the returned target must not be the automatic one
+    EXPECT_NE(actual_target, plssvm::target_platform::automatic);
+}
+#endif
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 90a83247a..4f2d2bec9 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -13,9 +13,8 @@
 #include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
 #include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"        // forward declaration and namespace alias
-#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
-#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@::csvm
+#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::hipsycl::csvm
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type

From 43e45fce7003b310d732d226346fb591d6946054 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 9 Dec 2022 11:07:10 +0100
Subject: [PATCH 0518/1010] Re-enable custom test macro.

---
 tests/custom_test_macros.hpp | 13 +++++--------
 1 file changed, 5 insertions(+), 8 deletions(-)

diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 94737152a..f1578caca 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -300,13 +300,10 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
  * @param[in] type the type the @p instance should have, assumed to not be a pointer type
  * @param[in] instance the instance to check, assumed to be a pointer type
  */
-#define EXPECT_INSTANCE_OF(type, instance)
-
-// TODO: re-enable
-//#define EXPECT_INSTANCE_OF(type, instance)           \
-//    do {                                             \
-//        auto ptr = dynamic_cast<type *>(&*instance); \
-//        EXPECT_NE(ptr, nullptr);                     \
-//    } while (false)
+#define EXPECT_INSTANCE_OF(type, instance)           \
+    do {                                             \
+        auto ptr = dynamic_cast<type *>(&*instance); \
+        EXPECT_NE(ptr, nullptr);                     \
+    } while (false)
 
 #endif  // PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
\ No newline at end of file

From 27ca18661be0ddc80a30f26fd6dc6157b31ab872 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 9 Dec 2022 15:42:14 +0100
Subject: [PATCH 0519/1010] Fix SYCL device_ptr tests.

---
 .../backends/SYCL/DPCPP/detail/utility.hpp    |  7 +++
 .../backends/SYCL/hipSYCL/detail/utility.hpp  |  7 +++
 .../backends/SYCL/DPCPP/detail/utility.cpp    |  6 +++
 .../backends/SYCL/hipSYCL/detail/utility.cpp  |  6 +++
 tests/backends/SYCL/CMakeLists.txt            | 21 ++++----
 tests/backends/SYCL/detail/device_ptr.cpp     | 52 +++++++++++--------
 tests/backends/SYCL/detail/utility.cpp        |  4 +-
 7 files changed, 67 insertions(+), 36 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
index 5a2639326..fc3485c42 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
@@ -40,6 +40,13 @@ namespace plssvm::dpcpp::detail {
  */
 void device_synchronize(queue &q);
 
+/**
+ * @brief Get the default SYCL queue.
+ * @details Only used in the tests, but must be defined and implemented here!
+ * @return the default queue (`[[nodiscard]]`)
+ */
+[[nodiscard]] queue get_default_queue();
+
 }  // namespace plssvm::dpcpp::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
index 85e19a5b6..db8543d1e 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -40,6 +40,13 @@ namespace plssvm::hipsycl::detail {
  */
 void device_synchronize(queue &q);
 
+/**
+ * @brief Get the default SYCL queue.
+ * @details Only used in the tests, but must be defined and implemented here!
+ * @return the default queue (`[[nodiscard]]`)
+ */
+[[nodiscard]] queue get_default_queue();
+
 }  // namespace plssvm::hipsycl::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index 0e78e00cc..c7a3e9a89 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -108,4 +108,10 @@ void device_synchronize(queue &q) {
     q.impl->sycl_queue.wait_and_throw();
 }
 
+queue get_default_queue() {
+    queue q;
+    q.impl = std::make_unique<queue::queue_impl>();
+    return q;
+}
+
 }  // namespace plssvm::dpcpp::detail
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index 59e3ba836..bfbc10e91 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -106,4 +106,10 @@ void device_synchronize(queue &q) {
     q.impl->sycl_queue.wait_and_throw();
 }
 
+queue get_default_queue() {
+    queue q;
+    q.impl = std::make_unique<queue::queue_impl>();
+    return q;
+}
+
 }  // namespace plssvm::hipsycl::detail
\ No newline at end of file
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 922164f55..70b448d91 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -16,15 +16,15 @@ set(PLSSVM_SYCL_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
 )
 
-if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
-    # add hipSYCL specific test files
-    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/sycl_csvm.cpp)
-endif()
-
-if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
-    # add DPC++ specific test files
-    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/sycl_csvm.cpp)
-endif()
+#if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
+#    # add hipSYCL specific test files
+#    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/sycl_csvm.cpp)
+#endif()
+#
+#if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
+#    # add DPC++ specific test files
+#    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/sycl_csvm.cpp)
+#endif()
 
 # add test executable
 add_executable(${PLSSVM_SYCL_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_SYCL_TEST_SOURCES})
@@ -35,7 +35,8 @@ target_link_libraries(${PLSSVM_SYCL_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRAR
 
 # add tests to google test
 include(GoogleTest)
-gtest_add_tests(TARGET ${PLSSVM_SYCL_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+gtest_discover_tests(${PLSSVM_SYCL_TEST_NAME})
+
 
 # add test as coverage dependency
 if(TARGET coverage)
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index f2c7fba6c..1a7363926 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -5,53 +5,59 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Tests for the OpenCL backend device pointer.
+ * @brief Tests for the SYCL backend device pointer.
  */
 
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
 #include "backends/generic_device_ptr_tests.h"
 
-#include "sycl/sycl.hpp"  // sycl::queue
-
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
-#include <memory>  // std::unique_ptr
+#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::device_ptr
+    #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"     // plssvm::dpcpp::detail::get_default_device
 
-template <typename device_ptr_t, typename queue_t>
-struct device_ptr_test_type {
+template <typename device_ptr_t>
+struct dpcpp_device_ptr_test_type {
     using device_ptr_type = device_ptr_t;
-    using queue_type = queue_t;
+    using queue_type = typename device_ptr_type::queue_type;
 
     static const queue_type &default_queue() {
-        // TODO: linker error because of constructor call
-        static queue_type queue{ std::make_unique<typename queue_type::queue_impl>() };
+        static queue_type queue = plssvm::dpcpp::detail::get_default_queue();
         return queue;
     }
 };
 
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"
-    #include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"
-
 using dpcpp_device_ptr_test_types = ::testing::Types<
-    device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<float>, plssvm::dpcpp::detail::queue>,
-    device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<double>, plssvm::dpcpp::detail::queue>>;
+    dpcpp_device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<float>>,
+    dpcpp_device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<double>>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, DevicePtr, dpcpp_device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, DevicePtrDeathTest, dpcpp_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPDevicePtr, DevicePtr, dpcpp_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPDevicePtrDeathTest, DevicePtrDeathTest, dpcpp_device_ptr_test_types);
 #endif
 
 #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
-    #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"
+    #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr
+    #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_default_device
+
+template <typename device_ptr_t>
+struct hipsycl_device_ptr_test_type {
+    using device_ptr_type = device_ptr_t;
+    using queue_type = typename device_ptr_type::queue_type;
+
+    static const queue_type &default_queue() {
+        static queue_type queue = plssvm::hipsycl::detail::get_default_queue();
+        return queue;
+    }
+};
 
 using hipsycl_device_ptr_test_types = ::testing::Types<
-    device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<float>, plssvm::hipsycl::detail::queue>,
-    device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<double>, plssvm::hipsycl::detail::queue>>;
+    hipsycl_device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<float>>,
+    hipsycl_device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<double>>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, DevicePtr, hipsycl_device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, DevicePtrDeathTest, hipsycl_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLDevicePtr, DevicePtr, hipsycl_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLDevicePtrDeathTest, DevicePtrDeathTest, hipsycl_device_ptr_test_types);
 #endif
\ No newline at end of file
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
index 49e72b7e5..aa8a31847 100644
--- a/tests/backends/SYCL/detail/utility.cpp
+++ b/tests/backends/SYCL/detail/utility.cpp
@@ -10,8 +10,6 @@
 
 #include "plssvm/target_platforms.hpp"
 
-#include "sycl/sycl.hpp"
-
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
@@ -29,7 +27,7 @@ TEST(DPCPPUtility, get_device_list) {
 #endif
 
 #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    #include "plssvm/backends/SYCL/hipSYCL//detail/utility.hpp"
+    #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"
 
 TEST(hipSYCLUtility, get_device_list) {
     const auto &[queues, actual_target] = plssvm::hipsycl::detail::get_device_list(plssvm::target_platform::automatic);

From 955287bb3057784a57f77fbce6e1f238fa55ba9a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 9 Dec 2022 15:55:13 +0100
Subject: [PATCH 0520/1010] Re-enable the generic SYCL tests.

---
 tests/backends/SYCL/CMakeLists.txt        | 19 +++---
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   | 22 -------
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp | 22 -------
 tests/backends/SYCL/sycl_csvm.cpp         | 76 +++++++++++++++++++++++
 4 files changed, 86 insertions(+), 53 deletions(-)
 create mode 100644 tests/backends/SYCL/sycl_csvm.cpp

diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 70b448d91..19f179f62 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -14,17 +14,18 @@ set(PLSSVM_SYCL_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
     ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
     ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp
 )
 
-#if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
-#    # add hipSYCL specific test files
-#    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/sycl_csvm.cpp)
-#endif()
-#
-#if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
-#    # add DPC++ specific test files
-#    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/sycl_csvm.cpp)
-#endif()
+if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
+    # add hipSYCL specific test files
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/sycl_csvm.cpp)
+endif()
+
+if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
+    # add DPC++ specific test files
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/sycl_csvm.cpp)
+endif()
 
 # add test executable
 add_executable(${PLSSVM_SYCL_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_SYCL_TEST_SOURCES})
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 5f8f7f618..afa6ea7f9 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -98,25 +98,3 @@
 //                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 // #endif
 // }
-
-template <typename T, plssvm::kernel_function_type kernel>
-struct csvm_test_type {
-    using mock_csvm_type = mock_dpcpp_csvm;
-    using csvm_type = plssvm::dpcpp::csvm;
-    using real_type = T;
-    static constexpr plssvm::kernel_function_type kernel_type = kernel;
-};
-
-using csvm_test_types = ::testing::Types<
-    csvm_test_type<float, plssvm::kernel_function_type::linear>,
-    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
-    csvm_test_type<double, plssvm::kernel_function_type::linear>,
-    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
-
-// instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 4f2d2bec9..4186b0d70 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -98,25 +98,3 @@
 //                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 // #endif
 // }
-
-template <typename T, plssvm::kernel_function_type kernel>
-struct csvm_test_type {
-    using mock_csvm_type = mock_hipsycl_csvm;
-    using csvm_type = plssvm::hipsycl::csvm;
-    using real_type = T;
-    static constexpr plssvm::kernel_function_type kernel_type = kernel;
-};
-
-using csvm_test_types = ::testing::Types<
-    csvm_test_type<float, plssvm::kernel_function_type::linear>,
-    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
-    csvm_test_type<double, plssvm::kernel_function_type::linear>,
-    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
-
-// instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
new file mode 100644
index 000000000..8710d5c7c
--- /dev/null
+++ b/tests/backends/SYCL/sycl_csvm.cpp
@@ -0,0 +1,76 @@
+/**
+* @author Alexander Van Craen
+* @author Marcel Breyer
+* @copyright 2018-today The PLSSVM project - All Rights Reserved
+* @license This file is part of the PLSSVM project which is released under the MIT license.
+*          See the LICENSE.md file in the project root for full license information.
+*
+* @brief Tests for the generic functionality related to the SYCL backend.
+*/
+
+
+
+#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
+#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
+
+#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter
+
+#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+
+#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    #include "backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp"  // mock_dpcpp_csvm
+    #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"        // plssvm::dpcpp::csvm
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct dpcpp_csvm_test_type {
+    using mock_csvm_type = mock_dpcpp_csvm;
+    using csvm_type = plssvm::dpcpp::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using dpcpp_csvm_test_types = ::testing::Types<
+    dpcpp_csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    dpcpp_csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    dpcpp_csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    dpcpp_csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    dpcpp_csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    dpcpp_csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVM, GenericCSVM, dpcpp_csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVMDeathTest, GenericCSVMDeathTest, dpcpp_csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVM, GenericGPUCSVM, dpcpp_csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVMDeathTest, GenericGPUCSVMDeathTest, dpcpp_csvm_test_types);
+#endif
+
+#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+    #include "backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp"  // mock_hipsycl_csvm
+    #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"        // plssvm::hipsycl::csvm
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct hipsycl_csvm_test_type {
+    using mock_csvm_type = mock_hipsycl_csvm;
+    using csvm_type = plssvm::hipsycl::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using hipsycl_csvm_test_types = ::testing::Types<
+    hipsycl_csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    hipsycl_csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    hipsycl_csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    hipsycl_csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    hipsycl_csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    hipsycl_csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVM, GenericCSVM, hipsycl_csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVMDeathTest, GenericCSVMDeathTest, hipsycl_csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVM, GenericGPUCSVM, hipsycl_csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVMDeathTest, GenericGPUCSVMDeathTest, hipsycl_csvm_test_types);
+#endif
\ No newline at end of file

From 7f79aac359863755715a3424c5fcf1624f02fa90 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 9 Dec 2022 16:15:16 +0100
Subject: [PATCH 0521/1010] Fix documentation error.

---
 include/plssvm/backends/CUDA/csvm.hpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index 6dbe68343..f93f09a7b 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -36,7 +36,6 @@ namespace cuda {
 
 /**
  * @brief A C-SVM implementation using CUDA as backend.
- * @tparam T the type of the data
  */
 class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_ptr, int> {
   protected:

From 01ac3b9e1a69032670168d63f77b3a5b34bd04e7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 9 Dec 2022 16:15:46 +0100
Subject: [PATCH 0522/1010] Change gtest_add_tests to gtest_discover_tests.

---
 tests/CMakeLists.txt                 | 7 ++-----
 tests/backends/CUDA/CMakeLists.txt   | 2 +-
 tests/backends/HIP/CMakeLists.txt    | 2 +-
 tests/backends/OpenCL/CMakeLists.txt | 2 +-
 tests/backends/OpenMP/CMakeLists.txt | 2 +-
 5 files changed, 6 insertions(+), 9 deletions(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 72cfa7771..497a94e20 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -147,14 +147,11 @@ set(PLSSVM_CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS_${PLSSVM_CMAKE_BUILD_TYPE_UPPER_CA
 if (PLSSVM_ENABLE_ASSERTS OR NOT "${PLSSVM_CMAKE_CXX_FLAGS}" MATCHES ".*NDEBUG.*")
     # assertions are enabled -> enable Google death tests
     message(STATUS "Enabling GTest's death tests.")
-    gtest_add_tests(TARGET ${PLSSVM_BASE_TEST_NAME}
-            WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+    gtest_discover_tests(${PLSSVM_BASE_TEST_NAME})
 else()
     # assertions are disabled -> disable Google death tests
     message(STATUS "Disabling GTest's death tests.")
-    gtest_add_tests(TARGET ${PLSSVM_BASE_TEST_NAME}
-            WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests
-            EXTRA_ARGS --gtest_filter -*DeathTest)
+    gtest_discover_tests(${PLSSVM_BASE_TEST_NAME} EXTRA_ARGS --gtest_filter -*DeathTest)
 endif()
 
 
diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index 122819cab..81fdbe6ca 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -24,7 +24,7 @@ target_link_libraries(${PLSSVM_CUDA_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRAR
 
 # add tests to google test
 include(GoogleTest)
-gtest_add_tests(TARGET ${PLSSVM_CUDA_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+gtest_discover_tests(${PLSSVM_CUDA_TEST_NAME})
 
 # add test as coverage dependency
 if(TARGET coverage)
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index 244b3e962..318d85776 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -24,7 +24,7 @@ target_link_libraries(${PLSSVM_HIP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY
 
 # add tests to google test
 include(GoogleTest)
-gtest_add_tests(TARGET ${PLSSVM_HIP_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+gtest_discover_tests(${PLSSVM_HIP_TEST_NAME})
 
 # add test as coverage dependency
 if(TARGET coverage)
diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index 73924bcba..b78e1e92f 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -25,7 +25,7 @@ target_link_libraries(${PLSSVM_OPENCL_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBR
 
 # add tests to google test
 include(GoogleTest)
-gtest_add_tests(TARGET ${PLSSVM_OPENCL_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+gtest_discover_tests(${PLSSVM_OPENCL_TEST_NAME})
 
 # add test as coverage dependency
 if(TARGET coverage)
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 63eaddb6a..8b93e82f9 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -24,7 +24,7 @@ target_link_libraries(${PLSSVM_OPENMP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBR
 
 # add tests to google test
 include(GoogleTest)
-gtest_add_tests(TARGET ${PLSSVM_OPENMP_TEST_NAME} WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}/tests)
+gtest_discover_tests(${PLSSVM_OPENMP_TEST_NAME})
 
 # add test as coverage dependency
 if(TARGET coverage)

From 5e18bb5b35b0753108ae35335ddc0eb7fbe337d3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 9 Dec 2022 16:46:46 +0100
Subject: [PATCH 0523/1010] Fix some SYCL backend related compiler errors in
 the base tests.

---
 tests/backend_types.cpp | 7 ++++---
 tests/csvm_factory.cpp  | 2 --
 2 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 899ea7f46..afa2162cb 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/backend_types.hpp"
 
+#include "plssvm/core.hpp"            // namespace plssvm::sycl
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
@@ -115,9 +116,9 @@ TEST(BackendType, csvm_to_backend_type) {
     // test the type_trait
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<plssvm::openmp::csvm>, plssvm::backend_type::openmp);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<const plssvm::cuda::csvm>, plssvm::backend_type::cuda);
-    EXPECT_EQ(plssvm::csvm_to_backend_type_v<plssvm::hip::csvm&>, plssvm::backend_type::hip);
-    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const plssvm::opencl::csvm&>, plssvm::backend_type::opencl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<plssvm::hip::csvm &>, plssvm::backend_type::hip);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const plssvm::opencl::csvm &>, plssvm::backend_type::opencl);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<volatile plssvm::sycl::csvm>, plssvm::backend_type::sycl);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::hipsycl::csvm>, plssvm::backend_type::sycl);
-    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::dpcpp::csvm&>, plssvm::backend_type::sycl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::dpcpp::csvm &>, plssvm::backend_type::sycl);
 }
\ No newline at end of file
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index efab9fa05..f03962ace 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -37,8 +37,6 @@ std::string GetTypeName<plssvm::hip::csvm>() { return "hip_csvm"; }
 template <>
 std::string GetTypeName<plssvm::opencl::csvm>() { return "opencl_csvm"; }
 template <>
-std::string GetTypeName<plssvm::sycl::csvm>() { return "sycl_csvm"; }
-template <>
 std::string GetTypeName<plssvm::dpcpp::csvm>() { return "sycl_dpcpp_csvm"; }
 template <>
 std::string GetTypeName<plssvm::hipsycl::csvm>() { return "sycl_hipsycl_csvm"; }

From 94314ca9af13e81ecd0f6ffc88c18d26263a6ce8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 12 Dec 2022 18:11:55 +0100
Subject: [PATCH 0524/1010] Fix some documentation errors.

---
 include/plssvm/backends/HIP/detail/device_ptr.hip.hpp |  2 +-
 .../plssvm/backends/HIP/detail/fill_kernel.hip.hpp    | 11 ++++++++++-
 include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp   |  4 ++--
 .../plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp  | 10 +++++-----
 include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp |  4 ++--
 .../backends/SYCL/hipSYCL/detail/queue_impl.hpp       | 10 +++++-----
 6 files changed, 25 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
index 6485caa82..c414f3a5e 100644
--- a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
@@ -83,7 +83,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
      */
-    void memset(int pattern, size_type pos, size_type count) override;
+    void memset(int pattern, size_type pos, size_type num_bytes) override;
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::fill(value_type, size_type, size_type)
      */
diff --git a/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp b/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
index dcad9b90a..10d5398d7 100644
--- a/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
@@ -18,9 +18,18 @@
 
 namespace plssvm::hip::detail {
 
+/**
+ * @brief Fill the array @p data with @p count values @p value starting at position @p pos.
+ * @tparam value_type the type of the array
+ * @tparam size_type  the unsigned size_type
+ * @param[in,out] data the array to fill
+ * @param[in] value the value to fill the array with
+ * @param[in] pos the position at which to start te filling
+ * @param[in] count the number of values to fill in the array starting at @p pos
+ */
 template <typename value_type, typename size_type>
 __global__ void fill_array(value_type *data, value_type value, size_type pos, size_type count) {
-    const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
+    const size_type idx = blockIdx.x * blockDim.x + threadIdx.x;
     // fill the array
     if (idx < count) {
         data[pos + idx] = value;
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
index c52256181..9c43857a8 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
@@ -18,11 +18,11 @@
 namespace plssvm::dpcpp::detail {
 
 /**
- * @brief PImpl class to hide the ::sycl::queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
+ * @brief PImpl class to hide the SYCL queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
  */
 class queue {
   public:
-    /// The struct used in the PImpl idiom (encapsulates the actual ::sycl::queue).
+    /// The struct used in the PImpl idiom (encapsulates the actual SYCL queue).
     struct queue_impl;
     /// A pointer to the implementation hidden in a private header.
     std::shared_ptr<queue_impl> impl{};
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
index 93da6b551..68cd7e228 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief PImpl implementation encapsulating a single ::sycl::queue.
+ * @brief PImpl implementation encapsulating a single SYCL queue.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_IMPL_HPP_
@@ -22,19 +22,19 @@
 namespace plssvm::dpcpp::detail {
 
 /**
- * @brief The PImpl implementation struct encapsulating a single ::sycl::queue.
+ * @brief The PImpl implementation struct encapsulating a single SYCL queue.
  */
 struct queue::queue_impl {
     /**
-     * @brief Construct a ::sycl::queue by forwarding all parameters in @p args.
+     * @brief Construct a SYCL queue by forwarding all parameters in @p args.
      * @tparam Args the type of the parameters
-     * @param[in] args the parameters to construct a ::sycl::queue
+     * @param[in] args the parameters to construct a SYCL queue
      */
     template <typename... Args>
     explicit queue_impl(Args... args) :
         sycl_queue{ std::forward<Args>(args)... } {}
 
-    /// The wrapped ::sycl::queue.
+    /// The wrapped SYCL queue.
     ::sycl::queue sycl_queue;
 };
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
index 1a06049e6..876400b91 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
@@ -18,11 +18,11 @@
 namespace plssvm::hipsycl::detail {
 
 /**
- * @brief PImpl class to hide the ::sycl::queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
+ * @brief PImpl class to hide the SYCL queue class from the public interface (and, therefore, the "sycl/sycl.hpp" header).
  */
 class queue {
   public:
-    /// The struct used in the PImpl idiom (encapsulates the actual ::sycl::queue).
+    /// The struct used in the PImpl idiom (encapsulates the actual SYCL queue).
     struct queue_impl;
     /// A pointer to the implementation hidden in a private header.
     std::shared_ptr<queue_impl> impl{};
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
index c87587ade..e14a5dc32 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief PImpl implementation encapsulating a single ::sycl::queue.
+ * @brief PImpl implementation encapsulating a single SYCL queue.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_IMPL_HPP_
@@ -22,19 +22,19 @@
 namespace plssvm::hipsycl::detail {
 
 /**
- * @brief The PImpl implementation struct encapsulating a single ::sycl::queue.
+ * @brief The PImpl implementation struct encapsulating a single SYCL queue.
  */
 struct queue::queue_impl {
     /**
-     * @brief Construct a ::sycl::queue by forwarding all parameters in @p args.
+     * @brief Construct a SYCL queue by forwarding all parameters in @p args.
      * @tparam Args the type of the parameters
-     * @param[in] args the parameters to construct a ::sycl::queue
+     * @param[in] args the parameters to construct a SYCL queue
      */
     template <typename... Args>
     explicit queue_impl(Args... args) :
         sycl_queue{ std::forward<Args>(args)... } {}
 
-    /// The wrapped ::sycl::queue.
+    /// The wrapped SYCL queue.
     ::sycl::queue sycl_queue;
 };
 

From d78541c3142496857b77c865bbab9380650f9982 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 12 Dec 2022 18:21:54 +0100
Subject: [PATCH 0525/1010] Create type_traits for the different C++ standard
 containers and move them (+ already existing traits) to a custom header.
 Update the other headers accordingly.

---
 include/plssvm/backend_types.hpp              |   4 +-
 .../backends/OpenCL/detail/command_queue.hpp  |   2 +-
 .../backends/SYCL/DPCPP/detail/device_ptr.hpp |   4 +-
 .../SYCL/hipSYCL/detail/device_ptr.hpp        |   4 +-
 include/plssvm/csvm.hpp                       |   3 +-
 include/plssvm/csvm_factory.hpp               |   2 +-
 include/plssvm/detail/string_conversion.hpp   |   2 +-
 include/plssvm/detail/type_traits.hpp         | 293 ++++++++++++++++++
 include/plssvm/detail/utility.hpp             | 206 ++----------
 include/plssvm/kernel_function_types.hpp      |   3 +-
 include/plssvm/parameter.hpp                  |   3 +-
 .../backends/OpenCL/detail/command_queue.cpp  |   2 +-
 src/plssvm/backends/OpenCL/detail/utility.cpp |   3 +
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     |   2 +-
 tests/custom_test_macros.hpp                  |   4 +-
 tests/detail/utility.cpp                      |   1 +
 tests/naming.hpp                              |   2 +-
 tests/types_to_test.hpp                       |   2 +-
 18 files changed, 350 insertions(+), 192 deletions(-)
 create mode 100644 include/plssvm/detail/type_traits.hpp

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index c71c9f2c7..41c452e76 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -13,8 +13,8 @@
 #define PLSSVM_BACKEND_TYPES_HPP_
 #pragma once
 
-#include "plssvm/detail/utility.hpp"    // plssvm::detail::remove_cvref_t
-#include "plssvm/target_platforms.hpp"  // plssvm::list_available_target_platforms
+#include "plssvm/detail/type_traits.hpp"  // plssvm::detail::remove_cvref_t
+#include "plssvm/target_platforms.hpp"        // plssvm::list_available_target_platforms
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
 #include <vector>  // std::vector
diff --git a/include/plssvm/backends/OpenCL/detail/command_queue.hpp b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
index befbed3a4..0f1a9718e 100644
--- a/include/plssvm/backends/OpenCL/detail/command_queue.hpp
+++ b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
@@ -12,7 +12,7 @@
 #pragma once
 
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"  // plssvm::opencl::detail::kernel
-#include "plssvm/detail/utility.hpp"                 // plssvm::detail::always_false_v
+#include "plssvm/detail/type_traits.hpp"             // plssvm::detail::always_false_v
 
 #include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id
 
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index 47b253abd..61372f439 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -88,11 +88,11 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
      */
     void fill(value_type value, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_device(const_host_pointer_type, size_type, size_type)
      */
     void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_host(host_pointer_type, size_type, size_type) const
      */
     void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
 };
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
index 9666b67ed..729bea0be 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -88,11 +88,11 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
      */
     void fill(value_type value, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_device(const_host_pointer_type, size_type, size_type)
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_device(const_host_pointer_type, size_type, size_type)
      */
     void copy_to_device(const_host_pointer_type data_to_copy, size_type pos, size_type count) override;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::memcpy_to_host(host_pointer_type, size_type, size_type) const
+     * @copydoc plssvm::detail::gpu_device_ptr::copy_to_host(host_pointer_type, size_type, size_type) const
      */
     void copy_to_host(host_pointer_type buffer, size_type pos, size_type count) const override;
 };
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 81817d0ae..5d6411d8a 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -18,7 +18,8 @@
 #include "plssvm/data_set.hpp"               // plssvm::data_set
 #include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init, plssvm::is_default_value_v
 #include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::{to_underlying, remove_cvref_t, always_false_v, unreachable}, PLSSVM_REQUIRES
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::{to_underlying, unreachable}, PLSSVM_REQUIRES
+#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::{remove_cvref_t, always_false_v}
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 #include "plssvm/model.hpp"                  // plssvm::model
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 63e91647b..6b805334b 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/backend_types.hpp"                      // plssvm::backend, plssvm::csvm_to_backend_type_v
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 #include "plssvm/csvm.hpp"                               // plssvm::csvm, plssvm::csvm_backend_exists_v
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::remove_cvref_t
+#include "plssvm/detail/type_traits.hpp"             // plssvm::detail::remove_cvref_t
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::unsupported_backend_exception
 #include "plssvm/kernel_function_types.hpp"              // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                          // plssvm::parameter
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 35b7c7364..d979ad639 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/string_utility.hpp"        // plssvm::detail::{trim, trim_left}
-#include "plssvm/detail/utility.hpp"               // plssvm::detail::remove_cvref_t
+#include "plssvm/detail/type_traits.hpp"       // plssvm::detail::remove_cvref_t
 
 #include "fast_float/fast_float.h"  // fast_float::from_chars_result, fast_float::from_chars (floating point types)
 #include "fmt/core.h"               // fmt::format
diff --git a/include/plssvm/detail/type_traits.hpp b/include/plssvm/detail/type_traits.hpp
new file mode 100644
index 000000000..33fbc9a39
--- /dev/null
+++ b/include/plssvm/detail/type_traits.hpp
@@ -0,0 +1,293 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines some generic type traits used in the PLSSVM library.
+ */
+
+#ifndef PLSSVM_DETAIL_TYPE_TRAITS_HPP_
+#define PLSSVM_DETAIL_TYPE_TRAITS_HPP_
+#pragma once
+
+#include <array>          // std::array
+#include <deque>          // std::deque
+#include <forward_list>   // std::forward_list
+#include <list>           // std::list
+#include <map>            // std::map, std::multimap
+#include <set>            // std::set, std::multiset
+#include <type_traits>    // std::remove_cv_t, std::remove_reference_t
+#include <unordered_map>  // std::unordered_map, std::unordered_multimap
+#include <unordered_set>  // std::unordered_set, std::unordered_multiset
+#include <vector>         // std:.vector
+
+namespace plssvm::detail {
+
+/**
+ * @brief Type-dependent expression that always evaluates to `false`.
+ */
+template <typename>
+constexpr bool always_false_v = false;
+
+/**
+ * @brief Remove the topmost reference- and cv-qualifiers.
+ * @details For more information see [`std::remove_cvref_t`](https://en.cppreference.com/w/cpp/types/remove_cvref).
+ */
+template <typename T>
+using remove_cvref_t = std::remove_cv_t<std::remove_reference_t<T>>;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::array`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_array : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_array
+ */
+template <typename T, std::size_t I>
+struct is_array<std::array<T, I>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_array
+ */
+template <typename T>
+constexpr bool is_array_v = is_array<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::vector`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_vector : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_vector
+ */
+template <typename T>
+struct is_vector<std::vector<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_vector
+ */
+template <typename T>
+constexpr bool is_vector_v = is_vector<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::deque`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_deque : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_deque
+ */
+template <typename T>
+struct is_deque<std::deque<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_deque
+ */
+template <typename T>
+constexpr bool is_deque_v = is_deque<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::forward_list`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_forward_list : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_forward_list
+ */
+template <typename T>
+struct is_forward_list<std::forward_list<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_forward_list
+ */
+template <typename T>
+constexpr bool is_forward_list_v = is_forward_list<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::list`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_list : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_list
+ */
+template <typename T>
+struct is_list<std::list<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_list
+ */
+template <typename T>
+constexpr bool is_list_v = is_list<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a sequence container.
+ * @tparam T the type to check
+ */
+template <typename T>
+constexpr bool is_sequence_container_v = is_array_v<T> || is_vector_v<T> || is_deque_v<T> || is_forward_list_v<T> || is_list_v<T>;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::set`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_set : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_set
+ */
+template <typename T>
+struct is_set<std::set<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_set
+ */
+template <typename T>
+constexpr bool is_set_v = is_set<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::map`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_map : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_map
+ */
+template <typename Key, typename T>
+struct is_map<std::map<Key, T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_map
+ */
+template <typename T>
+constexpr bool is_map_v = is_map<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::multiset`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_multiset : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_multiset
+ */
+template <typename T>
+struct is_multiset<std::multiset<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_multiset
+ */
+template <typename T>
+constexpr bool is_multiset_v = is_multiset<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::multimap`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_multimap : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_multimap
+ */
+template <typename Key, typename T>
+struct is_multimap<std::multimap<Key, T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_multimap
+ */
+template <typename T>
+constexpr bool is_multimap_v = is_multimap<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a associative container.
+ * @tparam T the type to check
+ */
+template <typename T>
+constexpr bool is_associative_container_v = is_set_v<T> || is_map_v<T> || is_multimap_v<T> || is_multiset_v<T>;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::unordered_set`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_unordered_set : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_set
+ */
+template <typename T>
+struct is_unordered_set<std::unordered_set<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_set
+ */
+template <typename T>
+constexpr bool is_unordered_set_v = is_unordered_set<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::unordered_map`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_unordered_map : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_map
+ */
+template <typename Key, typename T>
+struct is_unordered_map<std::unordered_map<Key, T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_map
+ */
+template <typename T>
+constexpr bool is_unordered_map_v = is_unordered_map<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::unordered_multiset`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_unordered_multiset : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_multiset
+ */
+template <typename T>
+struct is_unordered_multiset<std::unordered_multiset<T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_multiset
+ */
+template <typename T>
+constexpr bool is_unordered_multiset_v = is_unordered_multiset<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a `std::unordered_multimap`.
+ * @tparam T the type to check
+ */
+template <typename T>
+struct is_unordered_multimap : std::false_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_multimap
+ */
+template <typename Key, typename T>
+struct is_unordered_multimap<std::unordered_multimap<Key, T>> : std::true_type {};
+/**
+ * @copybrief plssvm::detail::is_unordered_multimap
+ */
+template <typename T>
+constexpr bool is_unordered_multimap_v = is_unordered_multimap<T>::value;
+
+/**
+ * @brief Type trait to check whether @p T is a unordered associative container.
+ * @tparam T the type to check
+ */
+template <typename T>
+constexpr bool is_unordered_associative_container_v = is_unordered_set_v<T> || is_unordered_map_v<T> || is_unordered_multimap_v<T> || is_unordered_multiset_v<T>;
+
+/**
+ * @brief Type trait to check whether @p T is a container.
+ * @tparam T the type to check
+ */
+template <typename T>
+constexpr bool is_container_v = is_sequence_container_v<T> || is_associative_container_v<T> || is_unordered_associative_container_v<T>;
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_TYPE_TRAITS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 4d0a4b133..7e21025f4 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -13,7 +13,8 @@
 #define PLSSVM_DETAIL_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/default_value.hpp"  // plssvm::default_value
+#include "plssvm/default_value.hpp"       // plssvm::default_value
+#include "plssvm/detail/type_traits.hpp"  // plssvm::detail::always_false_v
 
 #include <algorithm>      // std::remove_if
 #include <cstddef>        // std::size_t
@@ -22,7 +23,7 @@
 #include <set>            // std::set
 #include <string>         // std::string
 #include <tuple>          // std::forward_as_tuple, std::get
-#include <type_traits>    // std::remove_cv_t, std::remove_reference_t, std::underlying_type_t, std::is_enum_v, std::enable_if_t
+#include <type_traits>    // std::underlying_type_t, std::is_enum_v, std::enable_if_t
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
@@ -34,12 +35,6 @@ namespace plssvm::detail {
  */
 #define PLSSVM_REQUIRES(...) std::enable_if_t<__VA_ARGS__, bool> = true
 
-/**
- * @brief Type-dependent expression that always evaluates to `false`.
- */
-template <typename>
-constexpr bool always_false_v = false;
-
 /**
  * @brief Invokes undefined behavior. Used to mark code paths that may never be reachable.
  */
@@ -54,13 +49,6 @@ constexpr bool always_false_v = false;
 #endif
 }
 
-/**
- * @brief Remove the topmost reference- and cv-qualifiers.
- * @details For more information see [`std::remove_cvref_t`](https://en.cppreference.com/w/cpp/types/remove_cvref).
- */
-template <typename T>
-using remove_cvref_t = std::remove_cv_t<std::remove_reference_t<T>>;
-
 /**
  * @brief Get the @p I-th element of the parameter pack @p args.
  * @tparam I the index of the element to get
@@ -106,171 +94,41 @@ template <typename Enum>
  * @param[in] pred the predicate the to be erased elements must match
  * @return the number of erased elements
  */
-template <typename Container, typename Pred>
-inline typename Container::size_type erase_if_impl(Container &c, Pred pred) {
-    auto old_size = c.size();
-    for (auto i = c.begin(), last = c.end(); i != last;) {
-        if (pred(*i)) {
-            i = c.erase(i);
-        } else {
-            ++i;
+template <typename Container, typename Pred, PLSSVM_REQUIRES(is_container_v<Container>)>
+inline typename Container::size_type erase_if(Container &c, Pred pred) {
+    if constexpr (is_vector_v<Container>) {
+        auto iter = std::remove_if(c.begin(), c.end(), pred);
+        auto dist = std::distance(iter, c.end());
+        c.erase(iter, c.end());
+        return dist;
+    } else {
+        auto old_size = c.size();
+        for (auto i = c.begin(), last = c.end(); i != last;) {
+            if (pred(*i)) {
+                i = c.erase(i);
+            } else {
+                ++i;
+            }
         }
+        return old_size - c.size();
     }
-    return old_size - c.size();
-}
-
-/**
- * @brief Erases all elements that satisfy the predicate @p pred from the [`std::map`](https://en.cppreference.com/w/cpp/container/map) @p c.
- * @tparam Key the type of the map's key
- * @tparam T the map's value type
- * @tparam Compare the map's comparator type
- * @tparam Allocator the map's allocator type
- * @tparam Pred the type of the predicate used to erase unwanted elements from the map
- * @param[in,out] c the map to erase the elements from
- * @param[in] pred the predicate used to select the elements which will be erased from the map
- * @return the number of erased elements
- */
-template <typename Key, typename T, typename Compare, typename Allocator, typename Pred>
-inline typename std::map<Key, T, Compare, Allocator>::size_type erase_if(std::map<Key, T, Compare, Allocator> &c, Pred pred) {
-    return erase_if_impl(c, pred);
-}
-
-/**
- * @brief Erases all elements that satisfy the predicate @p pred from the [`std::unordered_map`](https://en.cppreference.com/w/cpp/container/unordered_map) @p c.
- * @tparam Key the type of the unordered_map's key
- * @tparam T the unordered_map's value type
- * @tparam Hash the unordered_map's hash function
- * @tparam KeyEqual the unordered_map's function to determine if two keys are equal
- * @tparam Allocator the unordered_map's allocator type
- * @tparam Pred the type of the predicate used to erase unwanted elements from the unordered_map
- * @param[in,out] c the unordered_map to erase the elements from
- * @param[in] pred the predicate used to select the elements which will be erased from the unordered_map
- * @return the number of erased elements
- */
-template <typename Key, typename T, typename Hash, typename KeyEqual, typename Allocator, typename Pred>
-inline typename std::unordered_map<Key, T, Hash, KeyEqual, Allocator>::size_type erase_if(std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &c, Pred pred) {
-    return erase_if_impl(c, pred);
-}
-
-/**
- * @brief Erases all elements that satisfy the predicate @p pred from the [`std::set`](https://en.cppreference.com/w/cpp/container/set) @p c.
- * @tparam Key the type of the set's key
- * @tparam Compare the set's compare function
- * @tparam Allocator the set's allocator type
- * @tparam Pred the type of the predicate used to erase unwanted elements from the set
- * @param[in,out] c the set to erase the elements from
- * @param[in] pred the predicate used to select the elements which will be erased from the set
- * @return the number of erased elements
- */
-template <typename Key, typename Compare, typename Allocator, typename Pred>
-inline typename std::set<Key, Compare, Allocator>::size_type erase_if(std::set<Key, Compare, Allocator> &c, Pred pred) {
-    return erase_if_impl(c, pred);
-}
-
-/**
- * @brief Erases all elements that satisfy the predicate @p pred from the [`std::unordered_set`](https://en.cppreference.com/w/cpp/container/unordered_set) @p c.
- * @tparam Key the type of the unordered_set's key
- * @tparam Hash the unordered_set's hash function
- * @tparam KeyEqual the unordered_set's function to determine if two keys are equal
- * @tparam Allocator the unordered_set's allocator type
- * @tparam Pred the type of the predicate used to erase unwanted elements from the unordered_set
- * @param[in,out] c the unordered_set to erase the elements from
- * @param[in] pred the predicate used to select the elements which will be erased from the unordered_set
- * @return the number of erased elements
- */
-template <typename Key, typename Hash, typename KeyEqual, typename Allocator, typename Pred>
-inline typename std::unordered_set<Key, Hash, KeyEqual, Allocator>::size_type erase_if(std::unordered_set<Key, Hash, KeyEqual, Allocator> &c, Pred pred) {
-    return erase_if_impl(c, pred);
 }
 
 /**
- * @brief Erases all elements that satisfy the predicate @p pred from the [`std::vector`](https://en.cppreference.com/w/cpp/container/vector) @p vec.
- * @tparam T the value type of the vector
- * @tparam Allocator the vector's allocator type
- * @tparam Pred the type of the predicate used to erase unwanted elements from the vector
- * @param[in, out] vec the vector to erase the elements from
- * @param[in] pred the predicate used to select the elements which will be erased from the vector
- * @return the number of erased elements
- */
-template <typename T, typename Allocator, typename Pred>
-inline typename std::vector<T, Allocator>::size_type erase_if(std::vector<T, Allocator> &vec, Pred pred) {
-    auto iter = std::remove_if(vec.begin(), vec.end(), pred);
-    auto dist = std::distance(iter, vec.end());
-    vec.erase(iter, vec.end());
-    return dist;
-}
-
-/**
- * @brief Check whether the [`std::map`](https://en.cppreference.com/w/cpp/container/map) @p map contains the key @p key.
- * @tparam Key the type of the map's key
- * @tparam T the map's value type
- * @tparam Compare the map's comparator type
- * @tparam Allocator the map's allocator type
- * @param[in,out] map the map which may contain the @p key
- * @param[in] key the key to check
- * @return `true` if the @p key exists in the @p map, otherwise `false` (`[[nodiscard]]`)
- */
-template <typename Key, typename T, typename Compare, typename Allocator>
-[[nodiscard]] inline bool contains(const std::map<Key, T, Compare, Allocator> &map, const Key &key) {
-    return map.count(key) > 0;
-}
-
-/**
- * @brief Check whether the [`std::unordered_map`](https://en.cppreference.com/w/cpp/container/unordered_map) @p map contains the key @p key.
- * @tparam Key the type of the unordered_map's key
- * @tparam T the unordered_map's value type
- * @tparam Hash the unordered_map's hash function
- * @tparam KeyEqual the unordered_map's function to determine if two keys are equal
- * @tparam Allocator the unordered_map's allocator type
- * @param[in,out] map the map which may contain the @p key
- * @param[in] key the key to check
- * @return `true` if the @p key exists in the @p map, otherwise `false` (`[[nodiscard]]`)
- */
-template <typename Key, typename T, typename Hash, typename KeyEqual, typename Allocator>
-[[nodiscard]] inline bool contains(const std::unordered_map<Key, T, Hash, KeyEqual, Allocator> &map, const Key &key) {
-    return map.count(key) > 0;
-}
-
-/**
- * @brief Check whether the [`std::set`](https://en.cppreference.com/w/cpp/container/set) @p set contains the key @p key.
- * @tparam Key the type of the set's key
- * @tparam Compare the set's compare function
- * @tparam Allocator the set's allocator type
- * @param[in,out] set the set which may contain the @p key
- * @param[in] key the key to check
- * @return `true` if the @p key exists in the @p set, otherwise `false` (`[[nodiscard]]`)
- */
-template <typename Key, typename Compare, typename Allocator>
-[[nodiscard]] inline bool contains(const std::set<Key, Compare, Allocator> &set, const Key &key) {
-    return set.count(key) > 0;
-}
-
-/**
- * @brief Check whether the [`std::unordered_set`](https://en.cppreference.com/w/cpp/container/unordered_set) @p set contains the key @p key.
- * @tparam Key the type of the unordered_set's key
- * @tparam Hash the unordered_set's hash function
- * @tparam KeyEqual the unordered_set's function to determine if two keys are equal
- * @tparam Allocator the unordered_set's allocator type
- * @param[in,out] set the set which may contain the @p key
- * @param[in] key the key to check
- * @return `true` if the @p key exists in the @p set, otherwise `false` (`[[nodiscard]]`)
- */
-template <typename Key, typename Hash, typename KeyEqual, typename Allocator>
-[[nodiscard]] inline bool contains(const std::unordered_set<Key, Hash, KeyEqual, Allocator> &set, const Key &key) {
-    return set.count(key) > 0;
-}
-
-/**
- * @brief Check whether the [`std::vector`](https://en.cppreference.com/w/cpp/container/vector) @p vec contains the value @p val.
- * @tparam T the value type of the vector
- * @tparam Allocator the vector's allocator type
- * @param[in] vec the vector which may contain the @p val
+ * @brief Check whether the Container @p c contains the value @p val.
+ * @tparam Container the container type
+ * @tparam T the type of the value to check
+ * @param[in] c the container to check if it contains the value @p val
  * @param[in] val the value to check
- * @return `true` if the @p val exists in the @p vec, otherwise `false` (`[[nodiscard]]`)
- */
-template <typename T, typename Allocator>
-[[nodiscard]] inline bool contains(const std::vector<T, Allocator> &vec, const T val) {
-    return std::find(vec.cbegin(), vec.cend(), val) != vec.cend();
+ * @return `true` if the @p val exists in the container @p c, otherwise `false` (`[[nodiscard]]`)
+ */
+template <typename Container, typename T, PLSSVM_REQUIRES(is_container_v<Container>)>
+[[nodiscard]] inline bool contains(const Container &c, const T &val) {
+    if constexpr (is_sequence_container_v<Container>) {
+        return std::find(c.cbegin(), c.cend(), val) != c.cend();
+    } else {
+        return c.count(val) > 0;
+    }
 }
 
 /**
diff --git a/include/plssvm/kernel_function_types.hpp b/include/plssvm/kernel_function_types.hpp
index 790b49848..473171f8c 100644
--- a/include/plssvm/kernel_function_types.hpp
+++ b/include/plssvm/kernel_function_types.hpp
@@ -15,7 +15,8 @@
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/detail/operators.hpp"       // dot product, plssvm::squared_euclidean_dist
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::always_false_v
+#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::always_false_v
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::get
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception
 
 #include <cmath>   // std::pow, std::exp, std::fma
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 5c380ac87..e856cdac2 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -14,7 +14,8 @@
 #pragma once
 
 #include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::is_default_value_v
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::{remove_cvref_t, always_false_v, unreachable}
+#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::{remove_cvref_t, always_false_v}
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::unreachable
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 
 #include "fmt/core.h"     // fmt::format
diff --git a/src/plssvm/backends/OpenCL/detail/command_queue.cpp b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
index 613e11c78..d6d64b98b 100644
--- a/src/plssvm/backends/OpenCL/detail/command_queue.cpp
+++ b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
@@ -12,7 +12,7 @@
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"      // plssvm::opencl::detail::kernel
 #include "plssvm/backends/OpenCL/detail/utility.hpp"     // PLSSVM_OPENCL_ERROR_CHECK
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::always_false_v
+#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::always_false_v
 
 #include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id, clCreateCommandQueueWithProperties, clCreateCommandQueue, clReleaseCommandQueue
 
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 8a2e7786b..5d06e663b 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -63,6 +63,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
 
     // function to add a key value pair to a map, where the value is added to a std::vector
     const auto add_to_map = [](auto &map, const auto &key, auto value) {
+        // TODO: use multimap?
         // if key currently doesn't exist, add a new std::vector
         if (map.count(key) == 0) {
             map[key] = std::vector<decltype(value)>();
@@ -111,6 +112,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
                 ::plssvm::detail::to_lower_case(vendor_string);
 
                 // check vendor string and insert to correct target platform
+                // TODO: std::vector::contains???
                 if (::plssvm::detail::contains(vendor_string, "nvidia")) {
 #if defined(PLSSVM_HAS_NVIDIA_TARGET)
                     add_to_map(platform_devices, std::make_pair(platform, target_platform::gpu_nvidia), device);
@@ -129,6 +131,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
     }
 
     // determine target if provided target_platform is automatic
+    // TODO: move to platforms header (to reduce code duplication)
     if (target == target_platform::automatic) {
         const auto has_target_platform = [](const auto &map, const target_platform tp) {
             return std::count_if(map.begin(), map.end(), [tp](const auto &item) { return item.first.second == tp; }) > 0;
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 51c20adfd..1b9283c9b 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -86,7 +86,7 @@ void csvm::init(const target_platform target) {
     const sycl::kernel_invocation_type provided_invocation_type = invocation_type_;
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
         // always use nd_range except on the CPU
-        if (used_target == target_platform::cpu) {  // TODO: what if omp.accelerated is used?
+        if (used_target == target_platform::cpu) {  // TODO: what if omp.accelerated is used? __HIPSYCL_USE_ACCELERATED_CPU__
             invocation_type_ = sycl::kernel_invocation_type::hierarchical;
         } else {
             invocation_type_ = sycl::kernel_invocation_type::nd_range;
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index f1578caca..bb3d7ffb1 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -12,8 +12,8 @@
 #ifndef PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
 #define PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
 
-#include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::always_false_v
+#include "plssvm/detail/assert.hpp"       // PLSSVM_ASSERT
+#include "plssvm/detail/type_traits.hpp"  // plssvm::detail::always_false_v
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StrEq
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index ffb659766..31b065eab 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -24,6 +24,7 @@
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
 
+// TODO: move to other file
 TEST(Utility, always_false) {
     EXPECT_FALSE(plssvm::detail::always_false_v<void>);
     EXPECT_FALSE(plssvm::detail::always_false_v<int>);
diff --git a/tests/naming.hpp b/tests/naming.hpp
index cecc12905..bd2a2325d 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/string_utility.hpp"        // plssvm::detail::replace_all
-#include "plssvm/detail/utility.hpp"               // plssvm::detail::always_false_v
+#include "plssvm/detail/type_traits.hpp"           // plssvm::detail::always_false_v
 
 #include "exceptions/utility.hpp"  // util::exception_type_name
 #include "types_to_test.hpp"       // util::real_type_label_type_combination
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 83dafb565..6aa73437c 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -14,7 +14,7 @@
 #pragma once
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::replace_all
-#include "plssvm/detail/utility.hpp"         // plssvm::always_false_v
+#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::always_false_v
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
 #include "fmt/core.h"     // fmt::format

From 6fdb3652415ad792296c6c5d80aabfa49ba12380 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 09:46:49 +0100
Subject: [PATCH 0526/1010] Fix documentation.

---
 include/plssvm/backends/OpenCL/detail/utility.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/backends/OpenCL/detail/utility.hpp b/include/plssvm/backends/OpenCL/detail/utility.hpp
index f097e651d..254b35df0 100644
--- a/include/plssvm/backends/OpenCL/detail/utility.hpp
+++ b/include/plssvm/backends/OpenCL/detail/utility.hpp
@@ -83,6 +83,7 @@ void device_synchronize(const command_queue &queue);
 /**
  * @brief Create command queues for all devices in the OpenCL @p contexts with respect to @p target given and
  *        the associated compute kernels with respect to the given source files and kernel function names.
+ *        Always builds kernels for `float` and `double` precision floating point types.
  * @details Manually caches the OpenCL JIT compiled code in the current `$TEMP` directory (no special means to prevent race conditions are implemented).
  *          The cached binaries are reused if:
  *          1. cached files already exist
@@ -93,7 +94,6 @@ void device_synchronize(const command_queue &queue);
  *          Additionally, adds the path to the currently used OpenCL library as a comment to the kernel source string (before the checksum calculation) to detect
  *          changes in the used OpenCL implementation and trigger a kernel rebuild.
  *
- * @tparam real_type the floating point type used to replace the placeholders in the kernel file
  * @param[in] contexts the used OpenCL contexts
  * @param[in] target the target platform
  * @param[in] kernel_names all kernel name for which an OpenCL cl_kernel should be build

From fd640d471098ba09119f3d8b5adb3d6deb0274e9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 09:47:42 +0100
Subject: [PATCH 0527/1010] Add a function to determine the default
 target_platform.

---
 include/plssvm/target_platforms.hpp |  8 ++++++++
 src/plssvm/target_platforms.cpp     | 13 +++++++++++++
 2 files changed, 21 insertions(+)

diff --git a/include/plssvm/target_platforms.hpp b/include/plssvm/target_platforms.hpp
index 171a21aca..9a7f38a0d 100644
--- a/include/plssvm/target_platforms.hpp
+++ b/include/plssvm/target_platforms.hpp
@@ -41,6 +41,14 @@ enum class target_platform {
  */
 [[nodiscard]] std::vector<target_platform> list_available_target_platforms();
 
+/**
+ * @brief Return the default target platform given the available devices in @p platform_device_list.
+ * @details Does not take the currently available backends into account!
+ * @param[in] platform_device_list all target_platforms found in the current setup
+ * @return the default target_platform (`[[nodiscard]]`)
+ */
+[[nodiscard]] target_platform determine_default_target_platform(const std::vector<target_platform> &platform_device_list);
+
 /**
  * @brief Output the @p target platform to the given output-stream @p out.
  * @param[in,out] out the output-stream to write the target platform to
diff --git a/src/plssvm/target_platforms.cpp b/src/plssvm/target_platforms.cpp
index dbe3bb235..f5b95eea2 100644
--- a/src/plssvm/target_platforms.cpp
+++ b/src/plssvm/target_platforms.cpp
@@ -9,6 +9,7 @@
 #include "plssvm/target_platforms.hpp"
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::contains
 
 #include <ios>      // std::ios::failbit
 #include <istream>  // std::istream
@@ -35,6 +36,18 @@ std::vector<target_platform> list_available_target_platforms() {
     return available_targets;
 }
 
+target_platform determine_default_target_platform(const std::vector<target_platform> &platform_device_list) {
+    // check for devices in order gpu_nvidia -> gpu_amd -> gpu_intel -> cpu
+    if (::plssvm::detail::contains(platform_device_list, target_platform::gpu_nvidia)) {
+        return target_platform::gpu_nvidia;
+    } else if (::plssvm::detail::contains(platform_device_list, target_platform::gpu_amd)) {
+        return target_platform::gpu_amd;
+    } else if (::plssvm::detail::contains(platform_device_list, target_platform::gpu_intel)) {
+        return target_platform::gpu_intel;
+    }
+    return target_platform::cpu;
+}
+
 std::ostream &operator<<(std::ostream &out, const target_platform target) {
     switch (target) {
         case target_platform::automatic:

From 3c8d623c7f7be72df7077f3021095d5739a21315 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 10:08:39 +0100
Subject: [PATCH 0528/1010] Update device discovery implementation in SYCL and
 OpenCL.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp |  49 +++----
 .../backends/SYCL/DPCPP/detail/utility.cpp    | 132 ++++++++----------
 .../backends/SYCL/hipSYCL/detail/utility.cpp  | 127 +++++++----------
 3 files changed, 127 insertions(+), 181 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 5d06e663b..1c8a21e4a 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -63,7 +63,6 @@ void device_assert(const error_code ec, const std::string_view msg) {
 
     // function to add a key value pair to a map, where the value is added to a std::vector
     const auto add_to_map = [](auto &map, const auto &key, auto value) {
-        // TODO: use multimap?
         // if key currently doesn't exist, add a new std::vector
         if (map.count(key) == 0) {
             map[key] = std::vector<decltype(value)>();
@@ -81,6 +80,9 @@ void device_assert(const error_code ec, const std::string_view msg) {
     std::vector<cl_platform_id> platform_ids(num_platforms);
     PLSSVM_OPENCL_ERROR_CHECK(clGetPlatformIDs(num_platforms, platform_ids.data(), nullptr), "error retrieving platform IDs");
 
+    // get the available target_platforms
+    const std::vector<target_platform> available_target_platforms = list_available_target_platforms();
+
     // enumerate all available platforms and retrieve the associated devices
     for (const cl_platform_id &platform : platform_ids) {
         // get devices associated with current platform
@@ -96,56 +98,43 @@ void device_assert(const error_code ec, const std::string_view msg) {
             PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device, CL_DEVICE_TYPE, sizeof(cl_device_type), &device_type, nullptr), "error retrieving the device type");
 
             if (device_type == CL_DEVICE_TYPE_CPU) {
-                // is CPU device
-#if defined(PLSSVM_HAS_CPU_TARGET)
-                add_to_map(platform_devices, std::make_pair(platform, target_platform::cpu), device);
-#endif
+                // the current device is a CPU
+                // -> check if the CPU target has been enabled
+                if (::plssvm::detail::contains(available_target_platforms, target_platform::cpu)) {
+                    add_to_map(platform_devices, std::make_pair(platform, target_platform::cpu), device);
+                }
             } else if (device_type == CL_DEVICE_TYPE_GPU) {
-                // is GPU device
+                // the current device is a GPU
                 // get vendor string
                 std::size_t vendor_string_size;
                 PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device, CL_DEVICE_VENDOR, 0, nullptr, &vendor_string_size), "error retrieving device vendor name size");
                 std::string vendor_string(vendor_string_size, '\0');
                 PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device, CL_DEVICE_VENDOR, vendor_string_size, vendor_string.data(), nullptr), "error retrieving device vendor name");
-
                 // convert vendor name to lower case
                 ::plssvm::detail::to_lower_case(vendor_string);
 
                 // check vendor string and insert to correct target platform
-                // TODO: std::vector::contains???
-                if (::plssvm::detail::contains(vendor_string, "nvidia")) {
-#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+                if (::plssvm::detail::contains(vendor_string, "nvidia") && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_nvidia)) {
                     add_to_map(platform_devices, std::make_pair(platform, target_platform::gpu_nvidia), device);
-#endif
-                } else if (::plssvm::detail::contains(vendor_string, "amd") || ::plssvm::detail::contains(vendor_string, "advanced micro devices")) {
-#if defined(PLSSVM_HAS_AMD_TARGET)
+                } else if ((::plssvm::detail::contains(vendor_string, "amd") || ::plssvm::detail::contains(vendor_string, "advanced micro devices"))
+                           && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_amd)) {
                     add_to_map(platform_devices, std::make_pair(platform, target_platform::gpu_amd), device);
-#endif
-                } else if (::plssvm::detail::contains(vendor_string, "intel")) {
-#if defined(PLSSVM_HAS_INTEL_TARGET)
+                } else if (::plssvm::detail::contains(vendor_string, "intel") && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_intel)) {
                     add_to_map(platform_devices, std::make_pair(platform, target_platform::gpu_intel), device);
-#endif
                 }
             }
         }
     }
 
     // determine target if provided target_platform is automatic
-    // TODO: move to platforms header (to reduce code duplication)
     if (target == target_platform::automatic) {
-        const auto has_target_platform = [](const auto &map, const target_platform tp) {
-            return std::count_if(map.begin(), map.end(), [tp](const auto &item) { return item.first.second == tp; }) > 0;
-        };
-        // check for devices in order gpu_nvidia -> gpu_amd -> gpu_intel -> cpu
-        if (has_target_platform(platform_devices, target_platform::gpu_nvidia)) {
-            target = target_platform::gpu_nvidia;
-        } else if (has_target_platform(platform_devices, target_platform::gpu_amd)) {
-            target = target_platform::gpu_amd;
-        } else if (has_target_platform(platform_devices, target_platform::gpu_intel)) {
-            target = target_platform::gpu_intel;
-        } else {
-            target = target_platform::cpu;
+        // get the target_platforms available on this system from the platform_devices map
+        std::vector<target_platform> system_devices;
+        for (const auto &[key, value] : platform_devices) {
+            system_devices.push_back(key.second);
         }
+        // determine the target_platform
+        target = determine_default_target_platform(system_devices);
     }
 
     // only interested in devices on the target platform
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index c7a3e9a89..ad7897f9f 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -9,99 +9,79 @@
 #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"
 
 #include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::dpcpp::detail::queue (PImpl implementation)
-#include "plssvm/detail/string_utility.hpp"                  // sycl::detail::to_lower_case, sycl::detail::contains
-#include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
+#include "plssvm/detail/string_utility.hpp"                  // plssvm::detail::{as_lower_case, contains}
+#include "plssvm/detail/utility.hpp"                         // plssvm::detail::contains
+#include "plssvm/target_platforms.hpp"                       // plssvm::target_platform, plssvm::determine_default_target_platform
 
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info, sycl::gpu_selector
+#include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info
 
-#include <memory>   // std::unique_ptr, std::make_unique
+#include <map>      // std::multimap
 #include <string>   // std::string
-#include <utility>  // std::pair, std::make_pair
+#include <utility>  // std::pair, std::make_pair, std::move
 #include <vector>   // std::vector
 
 namespace plssvm::dpcpp::detail {
 
-[[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
-    // TODO: rewrite like OpenCL?
-    std::vector<queue> target_devices;
+[[nodiscard]] std::pair<std::vector<queue>, ::plssvm::target_platform> get_device_list(target_platform target) {
+    // iterate over all platforms and save all available devices
+    std::multimap<target_platform, ::sycl::device> platform_devices;
+    // get the available target_platforms
+    const std::vector<target_platform> available_target_platforms = list_available_target_platforms();
+
+    // enumerate all available platforms and retrieve the associated devices
     for (const ::sycl::platform &platform : ::sycl::platform::get_platforms()) {
+        // get devices associated with current platform
         for (const ::sycl::device &device : platform.get_devices()) {
-            if (target == target_platform::cpu && device.is_cpu()) {
-#if defined(PLSSVM_HAS_CPU_TARGET)
-                // select CPU device
-                detail::queue q;
-                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                target_devices.emplace_back(std::move(q));
-#endif
-            } else {
-                // must be a GPU device
-                if (device.is_gpu()) {
-                    detail::queue q{};
-                    // get vendor name of current GPU device
-                    std::string vendor_string = device.get_info<::sycl::info::device::vendor>();
-                    // convert vendor name to lower case
-                    ::plssvm::detail::to_lower_case(vendor_string);
-                    // get platform name of current GPU device
-                    std::string platform_string = platform.get_info<::sycl::info::platform::name>();
-                    // convert platform name to lower case
-                    ::plssvm::detail::to_lower_case(platform_string);
-                    switch (target) {
-#if defined(PLSSVM_HAS_NVIDIA_TARGET)
-                        case target_platform::gpu_nvidia:
-                            if (::plssvm::detail::contains(vendor_string, "nvidia")) {
-                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                target_devices.emplace_back(std::move(q));
-                            }
-                            break;
-#endif
-#if defined(PLSSVM_HAS_AMD_TARGET)
-                        case target_platform::gpu_amd:
-                            if (::plssvm::detail::contains(vendor_string, "amd")) {
-                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                target_devices.emplace_back(std::move(q));
-                            }
-                            break;
-#endif
-#if defined(PLSSVM_HAS_INTEL_TARGET)
-                        case target_platform::gpu_intel:
-                            if (::plssvm::detail::contains(vendor_string, "intel")) {
-                                if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
-                                    q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                    target_devices.emplace_back(std::move(q));
-                                }
-                            }
-                            break;
-#endif
-                        default:
-                            break;
+            if (device.is_cpu()) {
+                // the current device is a CPU
+                // -> check if the CPU target has been enabled
+                if (::plssvm::detail::contains(available_target_platforms, target_platform::cpu)) {
+                    platform_devices.insert({ target_platform::cpu, device });
+                }
+            } else if (device.is_gpu()) {
+                // the current device is a GPU
+                // get vendor string and convert it to all lower case
+                const std::string vendor_string = ::plssvm::detail::as_lower_case(device.get_info<::sycl::info::device::vendor>());
+                // get platform name of current GPU device and convert it to all lower case
+                const std::string platform_string = ::plssvm::detail::as_lower_case(platform.get_info<::sycl::info::platform::name>());
+
+                // check vendor string and insert to correct target platform
+                if (::plssvm::detail::contains(vendor_string, "nvidia") && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_nvidia)) {
+                    platform_devices.insert({ target_platform::gpu_nvidia, device });
+                } else if ((::plssvm::detail::contains(vendor_string, "amd") || ::plssvm::detail::contains(vendor_string, "advanced micro devices"))
+                           && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_amd)) {
+                    platform_devices.insert({ target_platform::gpu_amd, device });
+                } else if (::plssvm::detail::contains(vendor_string, "intel") && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_intel)) {
+                    // select between DPC++'s OpenCL and Level Zero backend
+                    if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
+                        platform_devices.insert({ target_platform::gpu_intel, device });
                     }
                 }
             }
         }
     }
-    return target_devices;
-}
 
-std::pair<std::vector<queue>, ::plssvm::target_platform> get_device_list(const target_platform target) {
-    if (target != target_platform::automatic) {
-        return std::make_pair(get_device_list_impl(target), target);
-    } else {
-        target_platform used_target = target_platform::gpu_nvidia;
-        std::vector<queue> target_devices = get_device_list_impl(used_target);
-        if (target_devices.empty()) {
-            used_target = target_platform::gpu_amd;
-            target_devices = get_device_list_impl(used_target);
-            if (target_devices.empty()) {
-                used_target = target_platform::gpu_intel;
-                target_devices = get_device_list_impl(used_target);
-                if (target_devices.empty()) {
-                    used_target = target_platform::cpu;
-                    target_devices = get_device_list_impl(used_target);
-                }
-            }
+    // determine target if provided target_platform is automatic
+    if (target == target_platform::automatic) {
+        // get the target_platforms available on this system from the platform_devices map
+        std::vector<target_platform> system_devices;
+        for (const auto &[key, value] : platform_devices) {
+            system_devices.push_back(key);
         }
-        return std::make_pair(std::move(target_devices), used_target);
+        // determine the target_platform
+        target = determine_default_target_platform(system_devices);
+    }
+
+    // create one queue for each device in the requested/determined target platform
+    std::vector<queue> queues;
+    const auto range = platform_devices.equal_range(target);
+    for (auto it = range.first; it != range.second; ++it) {
+        detail::queue q{};
+        q.impl = std::make_shared<queue::queue_impl>(it->second, ::sycl::property::queue::in_order());
+        queues.emplace_back(std::move(q));
     }
+
+    return std::make_pair(std::move(queues), target);
 }
 
 void device_synchronize(queue &q) {
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index bfbc10e91..493130e96 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -9,97 +9,74 @@
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
-#include "plssvm/detail/string_utility.hpp"                    // sycl::detail::to_lower_case, sycl::detail::contains
-#include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
+#include "plssvm/detail/string_utility.hpp"                    // plssvm::detail::{as_lower_case, contains}
+#include "plssvm/detail/utility.hpp"                           // plssvm::detail::contains
+#include "plssvm/target_platforms.hpp"                         // plssvm::target_platform, plssvm::determine_default_target_platform
 
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info, sycl::gpu_selector
+#include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info
 
-#include <memory>   // std::unique_ptr, std::make_unique
+#include <map>      // std::multimap
 #include <string>   // std::string
-#include <utility>  // std::pair, std::make_pair
+#include <utility>  // std::pair, std::make_pair, std::move
 #include <vector>   // std::vector
 
 namespace plssvm::hipsycl::detail {
 
-[[nodiscard]] std::vector<queue> get_device_list_impl(const target_platform target) {
-    // TODO: rewrite like OpenCL?
-    std::vector<queue> target_devices;
+[[nodiscard]] std::pair<std::vector<queue>, ::plssvm::target_platform> get_device_list(target_platform target) {
+    // iterate over all platforms and save all available devices
+    std::multimap<target_platform, ::sycl::device> platform_devices;
+    // get the available target_platforms
+    const std::vector<target_platform> available_target_platforms = list_available_target_platforms();
+
+    // enumerate all available platforms and retrieve the associated devices
     for (const ::sycl::platform &platform : ::sycl::platform::get_platforms()) {
+        // get devices associated with current platform
         for (const ::sycl::device &device : platform.get_devices()) {
-            if (target == target_platform::cpu && device.is_cpu()) {
-#if defined(PLSSVM_HAS_CPU_TARGET)
-                // select CPU device
-                detail::queue q;
-                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                target_devices.emplace_back(std::move(q));
-#endif
-            } else {
-                // must be a GPU device
-                if (device.is_gpu()) {
-                    detail::queue q{};
-                    // get vendor name of current GPU device
-                    std::string vendor_string = device.get_info<::sycl::info::device::vendor>();
-                    // convert vendor name to lower case
-                    ::plssvm::detail::to_lower_case(vendor_string);
-                    // get platform name of current GPU device
-                    std::string platform_string = platform.get_info<::sycl::info::platform::name>();
-                    // convert platform name to lower case
-                    ::plssvm::detail::to_lower_case(platform_string);
-                    switch (target) {
-#if defined(PLSSVM_HAS_NVIDIA_TARGET)
-                        case target_platform::gpu_nvidia:
-                            if (::plssvm::detail::contains(vendor_string, "nvidia")) {
-                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                target_devices.emplace_back(std::move(q));
-                            }
-                            break;
-#endif
-#if defined(PLSSVM_HAS_AMD_TARGET)
-                        case target_platform::gpu_amd:
-                            if (::plssvm::detail::contains(vendor_string, "amd")) {
-                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                target_devices.emplace_back(std::move(q));
-                            }
-                            break;
-#endif
-#if defined(PLSSVM_HAS_INTEL_TARGET)
-                        case target_platform::gpu_intel:
-                            if (::plssvm::detail::contains(vendor_string, "intel")) {
-                                q.impl = std::make_shared<queue::queue_impl>(device, ::sycl::property::queue::in_order());
-                                target_devices.emplace_back(std::move(q));
-                            }
-                            break;
-#endif
-                        default:
-                            break;
-                    }
+            if (device.is_cpu()) {
+                // the current device is a CPU
+                // -> check if the CPU target has been enabled
+                if (::plssvm::detail::contains(available_target_platforms, target_platform::cpu)) {
+                    platform_devices.insert({ target_platform::cpu, device });
+                }
+            } else if (device.is_gpu()) {
+                // the current device is a GPU
+                // get vendor string and convert it to all lower case
+                const std::string vendor_string = ::plssvm::detail::as_lower_case(device.get_info<::sycl::info::device::vendor>());
+
+                // check vendor string and insert to correct target platform
+                if (::plssvm::detail::contains(vendor_string, "nvidia") && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_nvidia)) {
+                    platform_devices.insert({ target_platform::gpu_nvidia, device });
+                } else if ((::plssvm::detail::contains(vendor_string, "amd") || ::plssvm::detail::contains(vendor_string, "advanced micro devices"))
+                           && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_amd)) {
+                    platform_devices.insert({ target_platform::gpu_amd, device });
+                } else if (::plssvm::detail::contains(vendor_string, "intel") && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_intel)) {
+                    platform_devices.insert({ target_platform::gpu_intel, device });
                 }
             }
         }
     }
-    return target_devices;
-}
 
-std::pair<std::vector<queue>, ::plssvm::target_platform> get_device_list(const target_platform target) {
-    if (target != target_platform::automatic) {
-        return std::make_pair(get_device_list_impl(target), target);
-    } else {
-        target_platform used_target = target_platform::gpu_nvidia;
-        std::vector<queue> target_devices = get_device_list_impl(used_target);
-        if (target_devices.empty()) {
-            used_target = target_platform::gpu_amd;
-            target_devices = get_device_list_impl(used_target);
-            if (target_devices.empty()) {
-                used_target = target_platform::gpu_intel;
-                target_devices = get_device_list_impl(used_target);
-                if (target_devices.empty()) {
-                    used_target = target_platform::cpu;
-                    target_devices = get_device_list_impl(used_target);
-                }
-            }
+    // determine target if provided target_platform is automatic
+    if (target == target_platform::automatic) {
+        // get the target_platforms available on this system from the platform_devices map
+        std::vector<target_platform> system_devices;
+        for (const auto &[key, value] : platform_devices) {
+            system_devices.push_back(key);
         }
-        return std::make_pair(std::move(target_devices), used_target);
+        // determine the target_platform
+        target = determine_default_target_platform(system_devices);
+    }
+
+    // create one queue for each device in the requested/determined target platform
+    std::vector<queue> queues;
+    const auto range = platform_devices.equal_range(target);
+    for (auto it = range.first; it != range.second; ++it) {
+        detail::queue q{};
+        q.impl = std::make_shared<queue::queue_impl>(it->second, ::sycl::property::queue::in_order());
+        queues.emplace_back(std::move(q));
     }
+
+    return std::make_pair(std::move(queues), target);
 }
 
 void device_synchronize(queue &q) {

From 2e5fed925ce67b21b2d851a499e79e24720aaabc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 10:13:25 +0100
Subject: [PATCH 0529/1010] Add test for the new
 determine_default_target_platform() function.

---
 include/plssvm/target_platforms.hpp | 4 ++--
 tests/target_platforms.cpp          | 6 ++++++
 2 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/target_platforms.hpp b/include/plssvm/target_platforms.hpp
index 9a7f38a0d..a20921c4c 100644
--- a/include/plssvm/target_platforms.hpp
+++ b/include/plssvm/target_platforms.hpp
@@ -44,10 +44,10 @@ enum class target_platform {
 /**
  * @brief Return the default target platform given the available devices in @p platform_device_list.
  * @details Does not take the currently available backends into account!
- * @param[in] platform_device_list all target_platforms found in the current setup
+ * @param[in] platform_device_list list of target_platforms found in the current setup, if no target_platforms are provided, queries all available target_platforms
  * @return the default target_platform (`[[nodiscard]]`)
  */
-[[nodiscard]] target_platform determine_default_target_platform(const std::vector<target_platform> &platform_device_list);
+[[nodiscard]] target_platform determine_default_target_platform(const std::vector<target_platform> &platform_device_list = list_available_target_platforms());
 
 /**
  * @brief Output the @p target platform to the given output-stream @p out.
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
index d7504e99e..5460f3d87 100644
--- a/tests/target_platforms.cpp
+++ b/tests/target_platforms.cpp
@@ -64,4 +64,10 @@ TEST(TargetPlatform, minimal_available_target_platform) {
 
     // the automatic backend must always be present
     EXPECT_TRUE(plssvm::detail::contains(platform, plssvm::target_platform::automatic));
+}
+
+TEST(TargetPlatform, determine_default_target_platform) {
+    // the determined default platform must not be target_platform::automatic
+    const plssvm::target_platform target = plssvm::determine_default_target_platform();
+    EXPECT_NE(target, plssvm::target_platform::automatic);
 }
\ No newline at end of file

From f89f5c92a7d7b8ea83d1fea40743b1dc891aae62 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 10:42:25 +0100
Subject: [PATCH 0530/1010] Move type traits tests to separate file and add
 tests for the new container type traits.

---
 tests/CMakeLists.txt         |   1 +
 tests/detail/type_traits.cpp | 397 +++++++++++++++++++++++++++++++++++
 tests/detail/utility.cpp     |  19 --
 3 files changed, 398 insertions(+), 19 deletions(-)
 create mode 100644 tests/detail/type_traits.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 497a94e20..b8d89c16f 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -113,6 +113,7 @@ set(PLSSVM_BASE_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/sha256.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/detail/type_traits.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
 
     ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
diff --git a/tests/detail/type_traits.cpp b/tests/detail/type_traits.cpp
new file mode 100644
index 000000000..85a8590fe
--- /dev/null
+++ b/tests/detail/type_traits.cpp
@@ -0,0 +1,397 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the functions in the type_traits header.
+ */
+
+#include "plssvm/detail/type_traits.hpp"
+
+#include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <map>            // std::map
+#include <set>            // std::set
+#include <type_traits>    // std::is_same_v
+#include <unordered_map>  // std::unordered_map
+#include <unordered_set>  // std::unordered_set
+#include <vector>         // std::vector
+
+TEST(TypeTraits, always_false) {
+    EXPECT_FALSE(plssvm::detail::always_false_v<void>);
+    EXPECT_FALSE(plssvm::detail::always_false_v<int>);
+    EXPECT_FALSE(plssvm::detail::always_false_v<double>);
+}
+
+TEST(TypeTraits, remove_cvref_t) {
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double &>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double &>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double &>>) );
+    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double &>>) );
+}
+
+TEST(TypeTraits, is_array) {
+    // sequence containers
+    EXPECT_TRUE((plssvm::detail::is_array_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_array_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_array_v<std::string>));
+}
+TEST(TypeTraits, is_vector) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::array<int, 2>>));
+    EXPECT_TRUE((plssvm::detail::is_vector_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_vector_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_vector_v<std::string>));
+}
+TEST(TypeTraits, is_deque) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::vector<int>>));
+    EXPECT_TRUE((plssvm::detail::is_deque_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_deque_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_deque_v<std::string>));
+}
+TEST(TypeTraits, is_forward_list) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::deque<int>>));
+    EXPECT_TRUE((plssvm::detail::is_forward_list_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_forward_list_v<std::string>));
+}
+TEST(TypeTraits, is_list) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::forward_list<int>>));
+    EXPECT_TRUE((plssvm::detail::is_list_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_list_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_list_v<std::string>));
+}
+TEST(TypeTraits, is_set) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::list<int>>));
+    // associative containers
+    EXPECT_TRUE((plssvm::detail::is_set_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_set_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_set_v<std::string>));
+}
+TEST(TypeTraits, is_map) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::set<int>>));
+    EXPECT_TRUE((plssvm::detail::is_map_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_map_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_map_v<std::string>));
+}
+TEST(TypeTraits, is_multiset) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::map<int, int>>));
+    EXPECT_TRUE((plssvm::detail::is_multiset_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_multiset_v<std::string>));
+}
+TEST(TypeTraits, is_multimap) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::multiset<int>>));
+    EXPECT_TRUE((plssvm::detail::is_multimap_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_multimap_v<std::string>));
+}
+TEST(TypeTraits, is_unordered_set) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_TRUE((plssvm::detail::is_unordered_set_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_set_v<std::string>));
+}
+TEST(TypeTraits, is_unordered_map) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::unordered_set<int>>));
+    EXPECT_TRUE((plssvm::detail::is_unordered_map_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_map_v<std::string>));
+}
+TEST(TypeTraits, is_unordered_multiset) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::unordered_map<int, int>>));
+    EXPECT_TRUE((plssvm::detail::is_unordered_multiset_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multiset_v<std::string>));
+}
+TEST(TypeTraits, is_unordered_multimap) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::unordered_multiset<int>>));
+    EXPECT_TRUE((plssvm::detail::is_unordered_multimap_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_multimap_v<std::string>));
+}
+
+TEST(TypeTraits, is_sequence_container) {
+    // sequence containers
+    EXPECT_TRUE((plssvm::detail::is_sequence_container_v<std::array<int, 2>>));
+    EXPECT_TRUE((plssvm::detail::is_sequence_container_v<std::vector<int>>));
+    EXPECT_TRUE((plssvm::detail::is_sequence_container_v<std::deque<int>>));
+    EXPECT_TRUE((plssvm::detail::is_sequence_container_v<std::forward_list<int>>));
+    EXPECT_TRUE((plssvm::detail::is_sequence_container_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_sequence_container_v<std::string>));
+}
+TEST(TypeTraits, is_associative_container) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::list<int>>));
+    // associative containers
+    EXPECT_TRUE((plssvm::detail::is_associative_container_v<std::set<int>>));
+    EXPECT_TRUE((plssvm::detail::is_associative_container_v<std::map<int, int>>));
+    EXPECT_TRUE((plssvm::detail::is_associative_container_v<std::multiset<int>>));
+    EXPECT_TRUE((plssvm::detail::is_associative_container_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::unordered_set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::unordered_map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::unordered_multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_associative_container_v<std::string>));
+}
+TEST(TypeTraits, is_unordered_associative_container) {
+    // sequence containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::array<int, 2>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::vector<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::deque<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::forward_list<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::list<int>>));
+    // associative containers
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::set<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::map<int, int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::multiset<int>>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_TRUE((plssvm::detail::is_unordered_associative_container_v<std::unordered_set<int>>));
+    EXPECT_TRUE((plssvm::detail::is_unordered_associative_container_v<std::unordered_map<int, int>>));
+    EXPECT_TRUE((plssvm::detail::is_unordered_associative_container_v<std::unordered_multiset<int>>));
+    EXPECT_TRUE((plssvm::detail::is_unordered_associative_container_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_unordered_associative_container_v<std::string>));
+}
+TEST(TypeTraits, is_container) {
+    // sequence containers
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::array<int, 2>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::vector<int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::deque<int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::forward_list<int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::list<int>>));
+    // associative containers
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::set<int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::map<int, int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::multiset<int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::multimap<int, int>>));
+    // unordered associative containers
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::unordered_set<int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::unordered_map<int, int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::unordered_multiset<int>>));
+    EXPECT_TRUE((plssvm::detail::is_container_v<std::unordered_multimap<int, int>>));
+    // other
+    EXPECT_FALSE((plssvm::detail::is_container_v<int[2]>));
+    EXPECT_FALSE((plssvm::detail::is_container_v<std::string>));
+}
\ No newline at end of file
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index 31b065eab..1a0342942 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -19,29 +19,10 @@
 
 #include <map>            // std::map
 #include <set>            // std::set
-#include <type_traits>    // std::is_same_v
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
 
-// TODO: move to other file
-TEST(Utility, always_false) {
-    EXPECT_FALSE(plssvm::detail::always_false_v<void>);
-    EXPECT_FALSE(plssvm::detail::always_false_v<int>);
-    EXPECT_FALSE(plssvm::detail::always_false_v<double>);
-}
-
-TEST(Utility, remove_cvref_t) {
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double>>) );
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double>>) );
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double>>) );
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double>>) );
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<double &>>) );
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const double &>>) );
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<volatile double &>>) );
-    EXPECT_TRUE((std::is_same_v<double, plssvm::detail::remove_cvref_t<const volatile double &>>) );
-}
-
 TEST(Utility, get) {
     EXPECT_EQ(plssvm::detail::get<0>(0, 1, 2, 3, 4), 0);
     EXPECT_EQ(plssvm::detail::get<1>(0, 1.5, 2, 3, 4), 1.5);

From d16af9ce19c21bc745d3ef471bb06143e9155f3d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 11:05:24 +0100
Subject: [PATCH 0531/1010] Newer DPC++ version (tested with
 63ee15172bc985828f86bf8ed230db2699ff142c) fixed the bug causing an internal
 compiler if PLSSVM is built in Debug mode.

---
 src/plssvm/backends/SYCL/CMakeLists.txt | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index d68e497da..a3c8827ea 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -137,11 +137,6 @@ if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER=0)
     target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER_NAME="DPC++")
 
-    # TODO: remove if DPC++ bug is fixed
-    if(CMAKE_BUILD_TYPE STREQUAL "Debug")
-        message(WARNING "Our library currently may not compile in Debug mode with DPC++ due to an internal compiler error. If this is the case, please use another CMAKE_BUILD_TYPE (like RelWithDebInfo).")
-    endif()
-
     # enable DPC++ SYCL support
     target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -sycl-std=2020 -fsycl)
     target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl)

From 2ade5eae943cc2b66bcff5fb797f5830273d23c9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 11:06:54 +0100
Subject: [PATCH 0532/1010] Newer DPC++ version directly implement a
 sycl::local_accessor.

---
 .../backends/SYCL/svm_kernel_nd_range.hpp     | 23 ++++++-------------
 1 file changed, 7 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
index 3d29d00e5..1abf43799 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
@@ -16,21 +16,12 @@
 #include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::atomic_op
 #include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 
-#include "sycl/sycl.hpp"  // sycl::nd_item, sycl::handler, sycl::accessor, sycl::access::mode, sycl::access::target, sycl::range, sycl::group_barrier, sycl::pow,
-                          // sycl::exp, sycl::atomic_ref, sycl::memory_order, sycl::memory_scope, sycl::access::address_space
+#include "sycl/sycl.hpp"  // sycl::nd_item, sycl::local_accessor, sycl::range, sycl::group_barrier, sycl::pow, sycl::exp, sycl::atomic_ref
 
 #include <cstddef>  // std::size_t
 
 namespace plssvm::sycl {
 
-// TODO: change to ::sycl::local_accessor once implemented in the SYCL implementations
-/**
- * @brief Shortcut alias for a SYCL local accessor.
- * @tparam T the type of the accessed values
- */
-template <typename T>
-using local_accessor = ::sycl::accessor<T, 2, ::sycl::access::mode::read_write, ::sycl::access::target::local>;
-
 /**
  * @brief Calculates the C-SVM kernel using the nd_range formulation and the linear kernel function.
  * @details Supports multi-GPU execution.
@@ -146,8 +137,8 @@ class nd_range_device_kernel_linear {
     }
 
   private:
-    local_accessor<real_type> data_intern_i_;
-    local_accessor<real_type> data_intern_j_;
+    ::sycl::local_accessor<real_type, 2> data_intern_i_;
+    ::sycl::local_accessor<real_type, 2> data_intern_j_;
 
     const real_type *q_;
     real_type *ret_;
@@ -269,8 +260,8 @@ class nd_range_device_kernel_poly {
     }
 
   private:
-    local_accessor<real_type> data_intern_i_;
-    local_accessor<real_type> data_intern_j_;
+    ::sycl::local_accessor<real_type, 2> data_intern_i_;
+    ::sycl::local_accessor<real_type, 2> data_intern_j_;
 
     const real_type *q_;
     real_type *ret_;
@@ -392,8 +383,8 @@ class nd_range_device_kernel_radial {
     }
 
   private:
-    local_accessor<real_type> data_intern_i_;
-    local_accessor<real_type> data_intern_j_;
+    ::sycl::local_accessor<real_type, 2> data_intern_i_;
+    ::sycl::local_accessor<real_type, 2> data_intern_j_;
 
     const real_type *q_;
     real_type *ret_;

From 6bf416481d2b89d774a0c729e92b25547a47d40f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 11:17:25 +0100
Subject: [PATCH 0533/1010] Update output messages. Change hipSYCL kernel
 invocation type selection for hipSYCL: also use nd_range kernels if hipSYCL's
 omp.accelerated is activated.

---
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   |  7 +------
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 17 +++++++++--------
 2 files changed, 10 insertions(+), 14 deletions(-)

diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index e2cf7b827..022018628 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -81,20 +81,15 @@ void csvm::init(const target_platform target) {
     std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
-    const sycl::kernel_invocation_type provided_invocation_type = invocation_type_;
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
         // always use nd_range for DPC++
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
     if (plssvm::verbose) {
-        // TODO:
         std::cout << fmt::format("Using DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
         if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
-        }
-        if (provided_invocation_type == sycl::kernel_invocation_type::automatic) {
-            std::cout << fmt::format("Using {} as automatic kernel invocation type.", invocation_type_) << std::endl;
+            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
         }
     }
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 1b9283c9b..f2119bdae 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -85,22 +85,23 @@ void csvm::init(const target_platform target) {
     // set correct kernel invocation type if "automatic" has been provided
     const sycl::kernel_invocation_type provided_invocation_type = invocation_type_;
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
-        // always use nd_range except on the CPU
-        if (used_target == target_platform::cpu) {  // TODO: what if omp.accelerated is used? __HIPSYCL_USE_ACCELERATED_CPU__
-            invocation_type_ = sycl::kernel_invocation_type::hierarchical;
+        if (used_target != target_platform::cpu) {
+            // always use nd_range on GPUs
+            invocation_type_ = sycl::kernel_invocation_type::nd_range;
         } else {
+            // on CPUs: use hierarchical, except if omp.accelerated is present then also use nd_range
+#if defined(__HIPSYCL_USE_ACCELERATED_CPU__)
             invocation_type_ = sycl::kernel_invocation_type::nd_range;
+#else
+            invocation_type_ = sycl::kernel_invocation_type::hierarchical;
+#endif
         }
     }
 
     if (plssvm::verbose) {
-        // TODO:
         std::cout << fmt::format("Using hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
         if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.", used_target) << std::endl;
-        }
-        if (provided_invocation_type == sycl::kernel_invocation_type::automatic) {
-            std::cout << fmt::format("Using {} as automatic kernel invocation type.", invocation_type_) << std::endl;
+            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
         }
     }
 

From 848e61b487658f362a101552940f6c45a726bc2d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 11:30:44 +0100
Subject: [PATCH 0534/1010] Update --version output.

---
 src/plssvm/version/version.cpp | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/version/version.cpp b/src/plssvm/version/version.cpp
index f9faa33f8..8f509d4db 100644
--- a/src/plssvm/version/version.cpp
+++ b/src/plssvm/version/version.cpp
@@ -8,6 +8,7 @@
 
 #include "plssvm/version/version.hpp"                    // plssvm::version::{name, version}, plssvm::version::detail::{target_platform, target_platform}
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::detail::list_available_sycl_implementations
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::{is_populated, commit_date, remote_url, branch, commit_sha1}
 
 #include "fmt/format.h"   // fmt::print
@@ -36,10 +37,10 @@ std::string get_version_info(const std::string_view executable_name, const bool
     std::string backend_specifics;
     if (with_backend_info) {
         backend_specifics += fmt::format("  PLSSVM_TARGET_PLATFORMS: {}\n", target_platforms);
+        backend_specifics += fmt::format("  available target platforms: {}\n", fmt::join(list_available_target_platforms(), ", "));
         backend_specifics += fmt::format("  available backends: {}\n", fmt::join(list_available_backends(), ", "));
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-// TODO:
-//        backend_specifics += fmt::format("  available SYCL implementations: {}\n", fmt::join(::plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION::detail::list_available_sycl_implementations(), ", "));
+        backend_specifics += fmt::format("  available SYCL implementations: {}\n", fmt::join(::plssvm::sycl::list_available_sycl_implementations(), ", "));
 #endif
     }
 

From 689b6346c8d19d8719e4ac6746d86d0b22bab8c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 11:59:55 +0100
Subject: [PATCH 0535/1010] Update manpage entries for plssvm-train and
 plssvm-predict. Add manpage entry for plssvm-scale.

---
 .gitignore               |  5 +--
 CMakeLists.txt           |  4 +-
 docs/plssvm-predict.1.in | 10 ++++-
 docs/plssvm-scale.1      | 79 ++++++++++++++++++++++++++++++++++++++++
 docs/plssvm-train.1.in   | 14 ++++++-
 5 files changed, 105 insertions(+), 7 deletions(-)
 create mode 100644 docs/plssvm-scale.1

diff --git a/.gitignore b/.gitignore
index 4256d35b2..46c752182 100644
--- a/.gitignore
+++ b/.gitignore
@@ -59,10 +59,6 @@ CTestTestfile.cmake
 # ignore everything in the autogenerated folder, except the README
 include/plssvm/backends/autogenerated/*
 !include/plssvm/backends/autogenerated/README.md
-src/plssvm/backends/autogenerated/*
-!src/plssvm/backends/autogenerated/README.md
-tests/backends/autogenerated/*
-!tests/backends/autogenerated/README.md
 
 # auto-generated version header
 include/plssvm/version/version.hpp
@@ -76,6 +72,7 @@ docs/*
 !docs/CMakeLists.txt
 !docs/plssvm-train.1.in
 !docs/plssvm-predict.1.in
+!docs/plssvm-scale.1
 
 # data in test folder
 !tests/data/
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 8e4b6e695..232305667 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -606,7 +606,9 @@ if(NOT fmt_FOUND)
     )
 endif()
 ## mark man pages to install
-install(FILES ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-train.1 ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-predict.1
+install(FILES ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-train.1
+              ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-predict.1
+              ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-scale.1
         DESTINATION "${CMAKE_INSTALL_MANDIR}/man1"
 )
 
diff --git a/docs/plssvm-predict.1.in b/docs/plssvm-predict.1.in
index 2957b3a75..1aec25053 100644
--- a/docs/plssvm-predict.1.in
+++ b/docs/plssvm-predict.1.in
@@ -1,5 +1,5 @@
 .\" Manpage for plssvm-predict.
-.TH PLSSVM-PREDICT 1 "20 April 2022" "1.2.0" "plssvm-predict Manual"
+.TH PLSSVM-PREDICT 1 "13 December 2022" "2.0.0" "plssvm-predict Manual"
 
 .SH NAME
 plssvm-predict - LS-SVM with multiple (GPU-)backends
@@ -22,6 +22,14 @@ choose the target platform: @PLSSVM_PLATFORM_NAME_LIST@ (default: automatic)
 
 @PLSSVM_SYCL_MANPAGE_ENTRY@
 
+.TP
+.B --use_string_as_labels arg
+must be specified if the labels should be interpreted as strings instead of integers
+
+.TP
+.B --use_float_as_real_type arg
+must be specified if float should be used instead of double as floating point type
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)
diff --git a/docs/plssvm-scale.1 b/docs/plssvm-scale.1
new file mode 100644
index 000000000..7f9698a56
--- /dev/null
+++ b/docs/plssvm-scale.1
@@ -0,0 +1,79 @@
+.\" Manpage for plssvm-scale.
+.TH PLSSVM-SCALE 1 "13 December 2022" "2.0.0" "plssvm-predict Manual"
+
+.SH NAME
+plssvm-scale - LS-SVM with multiple (GPU-)backends
+
+.SH SYNOPSIS
+svm-scale [OPTION...] input_file [scaled_file]
+
+.SH DESCRIPTION
+plssvm-scale is a utility to scale the data points in a data set to a specific range.
+
+.SH OPTIONS
+
+.TP
+.B -l, --lower arg
+the lowest (minimal) value allowed in each dimension of the data set (default: -1)
+
+.TP
+.B -u, --upper arg
+the highest (maximal) value allowed in each dimension of the data set (default: 1)
+
+.TP
+.B -f, --format arg
+the file format to output the scaled data to: libsvm|arff (default: libsvm)
+
+.TP
+.B -s, --save_filename arg
+the file name to which the scaling factors should be saved
+
+.TP
+.B -r, --restore_filename arg
+the file name from which previous scaling factors should be loaded
+
+.TP
+.B --use_string_as_labels arg
+must be specified if the labels should be interpreted as strings instead of integers
+
+.TP
+.B --use_float_as_real_type arg
+must be specified if float should be used instead of double as floating point type
+
+.TP
+.B -q, --quiet
+quiet mode (no outputs)
+
+.TP
+.B -h, --help
+print this helper message
+
+.TP
+.B -v, --version
+print version information
+
+.TP
+.B --input input_file
+the file containing the data points that should be scaled
+
+.TP
+.B --scaled scaled_file
+the file containing the scaled data points
+
+.SH EXIT STATUS
+EXIT_SUCCESS
+.RS
+if OK,
+.RE
+EXIT_FAILURE
+.RS
+if any error occurred (e.g., the input file couldn't be opened).
+
+.SH SEE ALSO
+plssvm-train(1)
+plssvm-predict(1)
+
+.SH AUTHOR
+Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
+.br
+Marcel Breyer <Marcel.Breyer@ipvs.uni-stuttgart.de>
diff --git a/docs/plssvm-train.1.in b/docs/plssvm-train.1.in
index 88ea81b5b..ead0132e8 100644
--- a/docs/plssvm-train.1.in
+++ b/docs/plssvm-train.1.in
@@ -1,5 +1,5 @@
 .\" Manpage for plssvm-train.
-.TH PLSSVM-TRAIN 1 "20 April 2022" "1.2.0" "plssvm-train Manual"
+.TH PLSSVM-TRAIN 1 "13 December 2022" "2.0.0" "plssvm-train Manual"
 
 .SH NAME
 plssvm-train - LS-SVM with multiple (GPU-)backends
@@ -39,6 +39,10 @@ set the parameter C (default: 1)
 .B -e, --epsilon arg
 set the tolerance of termination criterion (default: 0.001)
 
+.TP
+.B -i, --max_iter arg
+the maximum number of CG iterations (default: #features)
+
 .TP
 .B -b, --backend arg
 choose the backend: @PLSSVM_BACKEND_NAME_LIST@ (default: automatic)
@@ -49,6 +53,14 @@ choose the target platform: @PLSSVM_PLATFORM_NAME_LIST@ (default: automatic)
 
 @PLSSVM_SYCL_MANPAGE_ENTRY@
 
+.TP
+.B --use_string_as_labels arg
+must be specified if the labels should be interpreted as strings instead of integers
+
+.TP
+.B --use_float_as_real_type arg
+must be specified if float should be used instead of double as floating point type
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)

From 96604e0e6bb5aa58aabfe4fc4761347eaf6841b5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 12:00:13 +0100
Subject: [PATCH 0536/1010] Fix error in the plssvm-scale help message.

---
 src/plssvm/detail/cmd/parser_scale.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 4a7d8a3e9..4a5f712c7 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -42,7 +42,7 @@ parser_scale::parser_scale(int argc, char **argv) {
            ("u,upper", "upper is the highest (maximal) value allowed in each dimension", cxxopts::value<decltype(upper)>()->default_value(fmt::format("{}", upper)))
            ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
            ("s,save_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
-           ("r,restore_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
+           ("r,restore_filename", "the file from which previous scaling factors should be loaded", cxxopts::value<decltype(restore_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !plssvm::verbose_default)))

From 90d8c69bc38176cc3d7f1bb078b8a4fa0eb748d9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 12:00:32 +0100
Subject: [PATCH 0537/1010] Remove unused autogenerated directories and update
 respective README.

---
 include/plssvm/backends/autogenerated/README.md | 3 ---
 src/plssvm/backends/autogenerated/README.md     | 6 ------
 2 files changed, 9 deletions(-)
 delete mode 100644 src/plssvm/backends/autogenerated/README.md

diff --git a/include/plssvm/backends/autogenerated/README.md b/include/plssvm/backends/autogenerated/README.md
index 0845e0f55..3893a3dec 100644
--- a/include/plssvm/backends/autogenerated/README.md
+++ b/include/plssvm/backends/autogenerated/README.md
@@ -4,6 +4,3 @@ Since this directory only contains autogenerated files, these files **must not**
 
 If you want to change the content of the `OpenCL/detail/kernel_source_string.hpp` file, have a look the the 
 `*.cl` kernels inside the main `include/plssvm/backends/OpenCL/` directory.
-
-If you want to change the content of any file inside the `DPCPP` or `hipSYCL` directories, have a look at the
-files inside the main `include/plssvm/backends/SYCL` directory.
\ No newline at end of file
diff --git a/src/plssvm/backends/autogenerated/README.md b/src/plssvm/backends/autogenerated/README.md
deleted file mode 100644
index f8599992d..000000000
--- a/src/plssvm/backends/autogenerated/README.md
+++ /dev/null
@@ -1,6 +0,0 @@
-# 'autogenerated' directory
-
-Since this directory only contains autogenerated files, these files **must not** be changed manually!
-
-If you want to change the content of any file inside the `DPCPP` or `hipSYLC` directories, have a look at the
-files inside the main `src/plssvm/backends/SYCL` directory.
\ No newline at end of file

From aee4c8addd91d1f612a5b6e1dff268524d7101cf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 16:16:07 +0100
Subject: [PATCH 0538/1010] Remove unused variable.

---
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index f2119bdae..e9ecbb99c 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -83,7 +83,6 @@ void csvm::init(const target_platform target) {
     std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
-    const sycl::kernel_invocation_type provided_invocation_type = invocation_type_;
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
         if (used_target != target_platform::cpu) {
             // always use nd_range on GPUs

From 7a58ccab3b18b538d92899e2bb70e5a815bab07e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 16:21:02 +0100
Subject: [PATCH 0539/1010] Re-add the possibility to use the SYCL specific
 named-parameter.

---
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   |  52 +++----
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp |  52 +++----
 include/plssvm/backends/gpu_csvm.hpp          |   2 +-
 include/plssvm/parameter.hpp                  | 127 +++++++++++-------
 src/main_train.cpp                            |   6 +-
 5 files changed, 119 insertions(+), 120 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index 77ad98c99..80af405c7 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -18,12 +18,16 @@
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
+#include "plssvm/detail/type_traits.hpp"                    // plssvm::detail::remove_cvref_t
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include <memory>   // std::unique_ptr
-#include <utility>  // std::forward
+#include "igor/igor.hpp"  // igor::parser
+
+#include <memory>       // std::unique_ptr
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::forward
 
 namespace plssvm {
 
@@ -73,7 +77,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
      * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
      * @param[in] named_args the additional optional named arguments
      */
-    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
 
@@ -82,41 +86,21 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
      * @param[in] target the target platform used for this C-SVM
      * @param[in] named_args the additional optional named arguments
      */
-    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
-        base_type{ std::forward<Args>(named_args)... } {
+        base_type{ named_args... } {
+        // check igor parameter
+        igor::parser parser{ std::forward<Args>(named_args)... };
+
+        // check whether a specific SYCL kernel invocation type has been requested
+        if constexpr (parser.has(sycl_kernel_invocation_type)) {
+            // compile time check: the value must have the correct type
+            static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_kernel_invocation_type))>, sycl::kernel_invocation_type>, "Provided sycl_kernel_invocation_type must be convertible to a plssvm::sycl::kernel_invocation_type!");
+            invocation_type_ = static_cast<sycl::kernel_invocation_type>(parser(sycl_kernel_invocation_type));
+        }
         this->init(target);
     }
 
-    // TODO: SYCL specific flags
-    //    /**
-    //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-    //     * @param[in] params struct encapsulating all possible parameters
-    //     * @throws plssvm::csvm::csvm() exceptions
-    //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
-    //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
-    //     */
-    //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
-    //    explicit csvm(target_platform target, parameter<real_type> params);
-    //
-    //    template <typename... Args>
-    //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
-    //        // set kernel invocation type
-    //        igor::parser p{ std::forward<Args>(named_args)... };
-    //
-    //        // compile time check: only some named parameters are allowed
-    //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
-    //
-    //        if constexpr (p.has(sycl_kernel_invocation_type)) {
-    //            // compile time check: the value must have the correct type
-    //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
-    //            // set value
-    //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
-    //        }
-    //
-    //        this->init(target);
-    //    }
-
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
      * @details Terminates the program, if any asynchronous exception is thrown.
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index 8fd7c43da..e4e44b214 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -18,12 +18,16 @@
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
+#include "plssvm/detail/type_traits.hpp"                    // plssvm::detail::remove_cvref_t
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include <memory>   // std::unique_ptr
-#include <utility>  // std::forward
+#include "igor/igor.hpp"  // igor::parser
+
+#include <memory>       // std::unique_ptr
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::forward
 
 namespace plssvm {
 
@@ -73,7 +77,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
      * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
      * @param[in] named_args the additional optional named arguments
      */
-    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
 
@@ -82,41 +86,21 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
      * @param[in] target the target platform used for this C-SVM
      * @param[in] named_args the additional optional named arguments
      */
-    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
+    template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
-        base_type{ std::forward<Args>(named_args)... } {
+        base_type{ named_args... } {
+        // check igor parameter
+        igor::parser parser{ std::forward<Args>(named_args)... };
+
+        // check whether a specific SYCL kernel invocation type has been requested
+        if constexpr (parser.has(sycl_kernel_invocation_type)) {
+            // compile time check: the value must have the correct type
+            static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_kernel_invocation_type))>, sycl::kernel_invocation_type>, "Provided sycl_kernel_invocation_type must be convertible to a plssvm::sycl::kernel_invocation_type!");
+            invocation_type_ = static_cast<sycl::kernel_invocation_type>(parser(sycl_kernel_invocation_type));
+        }
         this->init(target);
     }
 
-    // TODO: SYCL specific flags
-    //    /**
-    //     * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
-    //     * @param[in] params struct encapsulating all possible parameters
-    //     * @throws plssvm::csvm::csvm() exceptions
-    //     * @throws plssvm::sycl::backend_exception if the requested plssvm::target_platform isn't available
-    //     * @throws plssvm::sycl::backend_exception if no possible OpenCL devices could be found
-    //     */
-    //    explicit csvm(target_platform target, kernel_invocation_type invocation_type = kernel_invocation_type::automatic, parameter<real_type> params = {});
-    //    explicit csvm(target_platform target, parameter<real_type> params);
-    //
-    //    template <typename... Args>
-    //    csvm(target_platform target, kernel_function_type kernel, Args&&... named_args) : base_type{ kernel, named_args... } {
-    //        // set kernel invocation type
-    //        igor::parser p{ std::forward<Args>(named_args)... };
-    //
-    //        // compile time check: only some named parameters are allowed
-    //        static_assert(!p.has_other_than(gamma, degree, coef0, cost, sycl_implementation_type, sycl_kernel_invocation_type), "An illegal named parameter has been passed!");
-    //
-    //        if constexpr (p.has(sycl_kernel_invocation_type)) {
-    //            // compile time check: the value must have the correct type
-    //            static_assert(std::is_convertible_v<plssvm::detail::remove_cvref_t<decltype(p(sycl_kernel_invocation_type))>, decltype(invocation_type_)>, "sycl_kernel_invocation_type must be convertible to a kernel_invocation_type!");
-    //            // set value
-    //            invocation_type_ = static_cast<decltype(invocation_type_)>(p(sycl_kernel_invocation_type));
-    //        }
-    //
-    //        this->init(target);
-    //    }
-
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
      * @details Terminates the program, if any asynchronous exception is thrown.
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 9575751c8..496d8f992 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -58,7 +58,7 @@ class gpu_csvm : public ::plssvm::csvm {
      * @brief Construct a new C-SVM using one of the GPU backend with the optionally provided @p named_args.
      * @param[in] named_args the additional optional named arguments
      */
-    template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
+    template <typename... Args>
     explicit gpu_csvm(Args &&...named_args) :
         ::plssvm::csvm{ std::forward<Args>(named_args)... } {}
 
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index e856cdac2..3881b010e 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -63,6 +63,12 @@ constexpr bool has_only_named_args_v = !igor::has_unnamed_arguments<Args...>();
 template <typename... Args>
 constexpr bool has_only_parameter_named_args_v = !igor::has_other_than<Args...>(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost);
 
+/**
+ * @brief Trait to check whether @p Args only contains named-parameter that can be used to initialize a `plssvm::parameter` struct including SYCL specific named-parameters.
+ */
+template <typename... Args>
+constexpr bool has_only_sycl_parameter_named_args_v = !igor::has_other_than<Args...>(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost, plssvm::sycl_implementation_type, plssvm::sycl_kernel_invocation_type);
+
 /**
  * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.
  * @tparam ExpectedType the type the value of the named argument should be converted to
@@ -122,6 +128,19 @@ struct parameter {
         coef0 = coef0_p;
         cost = cost_p;
     }
+
+    /**
+     * @brief Construct a parameter by using the values in @p params and overwriting all values using the provided named arguments.
+     * @tparam Args the type of the named-parameters
+     * @param[in] params the parameters used to overwrite the default values
+     * @param[in] named_args the potential named-parameters
+     */
+    template <typename... Args, PLSSVM_REQUIRES(has_only_named_args_v<Args...>)>
+    constexpr explicit parameter(const parameter &params, Args &&...named_args) :
+        parameter{ params } {
+        this->set_named_arguments(std::forward<Args>(named_args)...);
+    }
+
     /**
      * @brief Construct a parameter set by overwriting the SVM parameters' default values that are provided using named arguments.
      * @tparam Args the type of the named-parameters
@@ -129,54 +148,7 @@ struct parameter {
      */
     template <typename... Args, PLSSVM_REQUIRES(has_only_named_args_v<Args...>)>
     constexpr explicit parameter(Args &&...named_args) noexcept {
-        igor::parser parser{ std::forward<Args>(named_args)... };
-
-        // compile time check: only named parameter are permitted
-        static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
-        // compile time check: each named parameter must only be passed once
-        static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
-        // compile time check: only some named parameters are allowed // TODO: SYCL
-        static_assert(!parser.has_other_than(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost, plssvm::sycl_implementation_type, plssvm::sycl_kernel_invocation_type),
-                      "An illegal named parameter has been passed!");
-
-        // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
-        [[maybe_unused]] const auto print_warning = [](const std::string_view param_name, const kernel_function_type kernel) {
-            std::clog << fmt::format("{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_function_type_to_math_string(kernel)) << std::endl;
-        };
-
-        // compile time/runtime check: the values must have the correct types
-        if constexpr (parser.has(plssvm::kernel_type)) {
-            // get the value of the provided named parameter
-            kernel_type = get_value_from_named_parameter<typename decltype(kernel_type)::value_type>(parser, plssvm::kernel_type);
-        }
-        if constexpr (parser.has(plssvm::gamma)) {
-            // get the value of the provided named parameter
-            gamma = get_value_from_named_parameter<typename decltype(gamma)::value_type>(parser, plssvm::gamma);
-            // runtime check: the value may only be used with a specific kernel type
-            if (kernel_type == kernel_function_type::linear) {
-                print_warning("gamma", kernel_type);
-            }
-        }
-        if constexpr (parser.has(plssvm::degree)) {
-            // get the value of the provided named parameter
-            degree = get_value_from_named_parameter<typename decltype(degree)::value_type>(parser, plssvm::degree);
-            // runtime check: the value may only be used with a specific kernel type
-            if (kernel_type == kernel_function_type::linear || kernel_type == kernel_function_type::rbf) {
-                print_warning("degree", kernel_type);
-            }
-        }
-        if constexpr (parser.has(plssvm::coef0)) {
-            // get the value of the provided named parameter
-            coef0 = get_value_from_named_parameter<typename decltype(coef0)::value_type>(parser, plssvm::coef0);
-            // runtime check: the value may only be used with a specific kernel type
-            if (kernel_type == kernel_function_type::linear || kernel_type == kernel_function_type::rbf) {
-                print_warning("coef0", kernel_type);
-            }
-        }
-        if constexpr (parser.has(plssvm::cost)) {
-            // get the value of the provided named parameter
-            cost = get_value_from_named_parameter<typename decltype(cost)::value_type>(parser, plssvm::cost);
-        }
+        this->set_named_arguments(std::forward<Args>(named_args)...);
     }
 
     /// The used kernel function: linear, polynomial or radial basis functions (rbf).
@@ -231,6 +203,65 @@ struct parameter {
         }
         return false;
     }
+
+  private:
+    /**
+     * @brief Overwrite the default values of this parameter object with the potential provided named arguments @p named_args.
+     * @tparam Args the type of the named-parameters
+     * @param[in] named_args the potential named-parameters
+     */
+    template <typename... Args>
+    void set_named_arguments(Args &&...named_args) {
+        igor::parser parser{ std::forward<Args>(named_args)... };
+
+        // compile time check: only named parameter are permitted
+        static_assert(!parser.has_unnamed_arguments(), "Can only use named parameter!");
+        // compile time check: each named parameter must only be passed once
+        static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
+        // compile time check: only some named parameters are allowed
+        static_assert(!parser.has_other_than(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost,
+                                             plssvm::sycl_implementation_type, plssvm::sycl_kernel_invocation_type),
+                      "An illegal named parameter has been passed!");
+
+        // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
+        [[maybe_unused]] const auto print_warning = [](const std::string_view param_name, const kernel_function_type kernel) {
+            std::clog << fmt::format("{} parameter provided, which is not used in the {} kernel ({})!", param_name, kernel, kernel_function_type_to_math_string(kernel)) << std::endl;
+        };
+
+        // compile time/runtime check: the values must have the correct types
+        if constexpr (parser.has(plssvm::kernel_type)) {
+            // get the value of the provided named parameter
+            kernel_type = get_value_from_named_parameter<typename decltype(kernel_type)::value_type>(parser, plssvm::kernel_type);
+        }
+        if constexpr (parser.has(plssvm::gamma)) {
+            // get the value of the provided named parameter
+            gamma = get_value_from_named_parameter<typename decltype(gamma)::value_type>(parser, plssvm::gamma);
+            // runtime check: the value may only be used with a specific kernel type
+            if (kernel_type == kernel_function_type::linear) {
+                print_warning("gamma", kernel_type);
+            }
+        }
+        if constexpr (parser.has(plssvm::degree)) {
+            // get the value of the provided named parameter
+            degree = get_value_from_named_parameter<typename decltype(degree)::value_type>(parser, plssvm::degree);
+            // runtime check: the value may only be used with a specific kernel type
+            if (kernel_type == kernel_function_type::linear || kernel_type == kernel_function_type::rbf) {
+                print_warning("degree", kernel_type);
+            }
+        }
+        if constexpr (parser.has(plssvm::coef0)) {
+            // get the value of the provided named parameter
+            coef0 = get_value_from_named_parameter<typename decltype(coef0)::value_type>(parser, plssvm::coef0);
+            // runtime check: the value may only be used with a specific kernel type
+            if (kernel_type == kernel_function_type::linear || kernel_type == kernel_function_type::rbf) {
+                print_warning("coef0", kernel_type);
+            }
+        }
+        if constexpr (parser.has(plssvm::cost)) {
+            // get the value of the provided named parameter
+            cost = get_value_from_named_parameter<typename decltype(cost)::value_type>(parser, plssvm::cost);
+        }
+    }
 };
 
 extern template struct parameter<float>;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 224e29754..1400ade25 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -52,9 +52,9 @@ int main(int argc, char *argv[]) {
             // create SVM
             std::unique_ptr<plssvm::csvm> svm;
             if (cmd_parser.backend == plssvm::backend_type::sycl) {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);//,
-//                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
-//                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
+                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params,
+                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
+                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
             } else {
                 svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
             }

From 482a707eaf68c30e95732e437d74639689ad66da Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 16:43:52 +0100
Subject: [PATCH 0540/1010] Add a sycl::implementation member to the
 csvm_to_backend_type type traits for the SYCL specializations.

---
 include/plssvm/backend_types.hpp | 9 +++++++--
 tests/backend_types.cpp          | 3 +++
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index 41c452e76..d29ba0e1c 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -13,8 +13,9 @@
 #define PLSSVM_BACKEND_TYPES_HPP_
 #pragma once
 
-#include "plssvm/detail/type_traits.hpp"  // plssvm::detail::remove_cvref_t
-#include "plssvm/target_platforms.hpp"        // plssvm::list_available_target_platforms
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
+#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
+#include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 
 #include <iosfwd>  // forward declare std::ostream and std::istream
 #include <vector>  // std::vector
@@ -127,6 +128,8 @@ template <>
 struct csvm_to_backend_type<hipsycl::csvm> {
     /// The enum value representing the SYCL (hipSYCL) backend.
     static constexpr backend_type value = backend_type::sycl;
+    /// The enum value representing the SYCL implementation for the (hipSYCL) SYCL backend.
+    static constexpr sycl::implementation_type impl = sycl::implementation_type::hipsycl;
 };
 /**
  * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM using DPC++ as SYCL implementation.
@@ -135,6 +138,8 @@ template <>
 struct csvm_to_backend_type<dpcpp::csvm> {
     /// The enum value representing the SYCL (DPC++) backend.
     static constexpr backend_type value = backend_type::sycl;
+    /// The enum value representing the SYCL implementation for the (DPC++) SYCL backend.
+    static constexpr sycl::implementation_type impl = sycl::implementation_type::dpcpp;
 };
 
 }  // namespace detail
diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index afa2162cb..f7b13a76a 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -121,4 +121,7 @@ TEST(BackendType, csvm_to_backend_type) {
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<volatile plssvm::sycl::csvm>, plssvm::backend_type::sycl);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::hipsycl::csvm>, plssvm::backend_type::sycl);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::dpcpp::csvm &>, plssvm::backend_type::sycl);
+
+    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::hipsycl::csvm>::impl, plssvm::sycl::implementation_type::hipsycl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::dpcpp::csvm>::impl, plssvm::sycl::implementation_type::dpcpp);
 }
\ No newline at end of file

From 7281609339a5ef5ac837646ff22a9a5990bd899b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 16:44:30 +0100
Subject: [PATCH 0541/1010] Add test for the SYCL specific factory functions.

---
 tests/csvm_factory.cpp | 28 ++++++++++++++++++++++++----
 1 file changed, 24 insertions(+), 4 deletions(-)

diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index f03962ace..d5eed0eb9 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -183,7 +183,27 @@ TEST(CSVMFactory, factory_named_parameter) {
     EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01));
 }
 
-// TODO: tests for the SYCL implementation if they are finished
-// TYPED_TEST(CSVMFactory, factory_sycl_implementation) {
-//
-//}
\ No newline at end of file
+using sycl_csvm_types = ::testing::Types<plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
+
+template <typename T>
+class SYCLCSVMFactory : public CSVMFactory<T> {};
+TYPED_TEST_SUITE(SYCLCSVMFactory, sycl_csvm_types);
+
+TYPED_TEST(SYCLCSVMFactory, factory_sycl_implementation) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::backend_type::sycl;
+    // the kernel function to use
+    const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
+                                            plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        // check whether the created csvm has the same type as the expected one
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
+    } else {
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
+                                                                  plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+                                  plssvm::unsupported_backend_exception,
+                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+    }
+}
\ No newline at end of file

From 90130dee4468e99b75d0a452fc4d5b3094615d85 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 16:47:40 +0100
Subject: [PATCH 0542/1010] Remove TODO (since it is a general point that
 should be investigated).

---
 include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
index 1abf43799..caf6cd499 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
@@ -62,7 +62,6 @@ class nd_range_device_kernel_linear {
         real_type matr[INTERNAL_BLOCK_SIZE][INTERNAL_BLOCK_SIZE] = { { 0.0 } };
         real_type data_j[INTERNAL_BLOCK_SIZE] = { { 0.0 } };
 
-        // TODO: profile: warp access optimal?
         if (nd_idx.get_local_range(0) < THREAD_BLOCK_SIZE && nd_idx.get_local_range(1) == 0) {
             #pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type block_id = 0; block_id < INTERNAL_BLOCK_SIZE; ++block_id) {
@@ -194,7 +193,6 @@ class nd_range_device_kernel_poly {
         real_type matr[INTERNAL_BLOCK_SIZE][INTERNAL_BLOCK_SIZE] = { { 0.0 } };
         real_type data_j[INTERNAL_BLOCK_SIZE] = { { 0.0 } };
 
-        // TODO: profile: warp access optimal?
         if (nd_idx.get_local_range(0) < THREAD_BLOCK_SIZE && nd_idx.get_local_range(1) == 0) {
             #pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type block_id = 0; block_id < INTERNAL_BLOCK_SIZE; ++block_id) {
@@ -317,7 +315,6 @@ class nd_range_device_kernel_radial {
         real_type matr[INTERNAL_BLOCK_SIZE][INTERNAL_BLOCK_SIZE] = { { 0.0 } };
         real_type data_j[INTERNAL_BLOCK_SIZE] = { { 0.0 } };
 
-        // TODO: profile: warp access optimal?
         if (nd_idx.get_local_range(0) < THREAD_BLOCK_SIZE && nd_idx.get_local_range(1) == 0) {
             #pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type block_id = 0; block_id < INTERNAL_BLOCK_SIZE; ++block_id) {

From 536332ae8fce46102cbca930dd40a32ae46cef11 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 13 Dec 2022 17:19:31 +0100
Subject: [PATCH 0543/1010] Add new backend_exceptions for hipsycl and dpcpp
 derived from sycl::backend_exception.

---
 include/plssvm/backends/SYCL/exceptions.hpp   | 49 ++++++++++++++++++-
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       | 28 +++--------
 .../backends/SYCL/DPCPP/detail/device_ptr.cpp |  6 +--
 src/plssvm/backends/SYCL/exceptions.cpp       | 25 +++++++++-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     | 28 +++--------
 .../SYCL/hipSYCL/detail/device_ptr.cpp        |  6 +--
 6 files changed, 92 insertions(+), 50 deletions(-)

diff --git a/include/plssvm/backends/SYCL/exceptions.hpp b/include/plssvm/backends/SYCL/exceptions.hpp
index 15bcaab52..0303465ea 100644
--- a/include/plssvm/backends/SYCL/exceptions.hpp
+++ b/include/plssvm/backends/SYCL/exceptions.hpp
@@ -16,7 +16,9 @@
 
 #include <string>  // std::string
 
-namespace plssvm::sycl {
+namespace plssvm {
+
+namespace sycl {
 
 /**
  * @brief Exception type thrown if a problem with the SYCL backend occurs.
@@ -29,6 +31,49 @@ class backend_exception : public exception {
      * @param[in] loc the exception's call side information
      */
     explicit backend_exception(const std::string &msg, source_location loc = source_location::current());
+    /**
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @param[in] msg the exception's `what()` message
+     * @param[in] class_name the name of the thrown exception class
+     * @param[in] loc the exception's call side information
+     */
+    explicit backend_exception(const std::string &msg, std::string_view class_name, source_location loc = source_location::current());
 };
 
-}  // namespace plssvm::sycl
\ No newline at end of file
+}  // namespace sycl
+
+namespace hipsycl {
+
+/**
+ * @brief Exception type thrown if a problem with the hipSYCL SYCL backend occurs.
+ */
+class backend_exception : public sycl::backend_exception {
+  public:
+    /**
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @param[in] msg the exception's `what()` message
+     * @param[in] loc the exception's call side information
+     */
+    explicit backend_exception(const std::string &msg, source_location loc = source_location::current());
+};
+
+}  // namespace hipsycl
+
+namespace dpcpp {
+
+/**
+ * @brief Exception type thrown if a problem with the DPC++ SYCL backend occurs.
+ */
+class backend_exception : public sycl::backend_exception {
+  public:
+    /**
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @param[in] msg the exception's `what()` message
+     * @param[in] loc the exception's call side information
+     */
+    explicit backend_exception(const std::string &msg, source_location loc = source_location::current());
+};
+
+}  // namespace dpcpp
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 022018628..598112e35 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -12,7 +12,7 @@
 #include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::dpcpp::detail::queue (PImpl implementation)
 #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"     // plssvm::dpcpp::detail::get_device_list, plssvm::dpcpp::device_synchronize
 
-#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::dpcpp::backend_exception
 #include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::kernel_w, plssvm::sycl::predict_points_poly, plssvm::sycl::predict_points_rbf
 #include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::device_kernel_q_linear, plssvm::sycl::device_kernel_q_poly, plssvm::sycl::device_kernel_q_radial
 #include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::hierarchical_device_kernel_linear, plssvm::sycl::hierarchical_device_kernel_poly, plssvm::sycl::hierarchical_device_kernel_radial
@@ -37,18 +37,6 @@
 
 namespace plssvm::dpcpp {
 
-// template <typename T>
-// csvm<T>::csvm(target_platform target, sycl::kernel_invocation_type invocation_type, parameter<real_type> params) :
-//     base_type{ params }, invocation_type_{ invocation_type } {
-//     this->init(target);
-// }
-//
-// template <typename T>
-// csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-//     base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::automatic } {
-//     this->init(target);
-// }
-
 void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
     switch (target) {
@@ -56,22 +44,22 @@ void csvm::init(const target_platform target) {
             break;
         case target_platform::cpu:
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_nvidia:
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_amd:
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_intel:
 #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
     }
@@ -95,7 +83,7 @@ void csvm::init(const target_platform target) {
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
-        throw sycl::backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
+        throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
     if (plssvm::verbose) {
@@ -137,9 +125,9 @@ ::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_
             case sycl::kernel_invocation_type::hierarchical:
                 return range.grid[i];
             case sycl::kernel_invocation_type::automatic:
-                throw sycl::backend_exception{ "Can't create native execution range from kernel invocation type automatic!" };
+                throw backend_exception{ "Can't create native execution range from kernel invocation type automatic!" };
             default:
-                throw sycl::backend_exception{ "Illegal kernel invocation type!" };
+                throw backend_exception{ "Illegal kernel invocation type!" };
         }
     };
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
index 344a0cd7a..d4512b7e1 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::dpcpp::detail::queue (PImpl implementation)
 
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::dpcpp::backend_exception
 #include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
 #include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 
@@ -41,7 +41,7 @@ void device_ptr<T>::memset(const int pattern, const size_type pos, const size_ty
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
     queue_.impl->sycl_queue.memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
@@ -53,7 +53,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rcount = std::min(count, size_ - pos);
     queue_.impl->sycl_queue.fill(static_cast<void *>(data_ + pos), value, rcount).wait();
diff --git a/src/plssvm/backends/SYCL/exceptions.cpp b/src/plssvm/backends/SYCL/exceptions.cpp
index f7835c5a6..79bfe41e5 100644
--- a/src/plssvm/backends/SYCL/exceptions.cpp
+++ b/src/plssvm/backends/SYCL/exceptions.cpp
@@ -13,9 +13,30 @@
 
 #include <string>  // std::string
 
-namespace plssvm::sycl {
+namespace plssvm {
+
+namespace sycl {
 
 backend_exception::backend_exception(const std::string &msg, source_location loc) :
     ::plssvm::exception{ msg, "sycl::backend_exception", loc } {}
 
-}  // namespace plssvm::sycl
\ No newline at end of file
+backend_exception::backend_exception(const std::string &msg, const std::string_view class_name, source_location loc) :
+    ::plssvm::exception{ msg, class_name, loc } {}
+
+}  // namespace sycl
+
+namespace hipsycl {
+
+backend_exception::backend_exception(const std::string &msg, source_location loc) :
+    sycl::backend_exception{ msg, "hipsycl::backend_exception", loc } {}
+
+}  // namespace hipsycl
+
+namespace dpcpp {
+
+backend_exception::backend_exception(const std::string &msg, source_location loc) :
+    sycl::backend_exception{ msg, "dpcpp::backend_exception", loc } {}
+
+}  // namespace dpcpp
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index e9ecbb99c..238ab0ea8 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -12,7 +12,7 @@
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_device_list, plssvm::hipsycl::device_synchronize
 
-#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::hipsycl::backend_exception
 #include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::kernel_w, plssvm::sycl::predict_points_poly, plssvm::sycl::predict_points_rbf
 #include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::device_kernel_q_linear, plssvm::sycl::device_kernel_q_poly, plssvm::sycl::device_kernel_q_radial
 #include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::hierarchical_device_kernel_linear, plssvm::sycl::hierarchical_device_kernel_poly, plssvm::sycl::hierarchical_device_kernel_radial
@@ -39,18 +39,6 @@
 
 namespace plssvm::hipsycl {
 
-// template <typename T>
-// csvm<T>::csvm(target_platform target, sycl::kernel_invocation_type invocation_type, parameter<real_type> params) :
-//     base_type{ params }, invocation_type_{ invocation_type } {
-//     this->init(target);
-// }
-//
-// template <typename T>
-// csvm<T>::csvm(target_platform target, parameter<real_type> params) :
-//     base_type{ params }, invocation_type_{ sycl::kernel_invocation_type::automatic } {
-//     this->init(target);
-// }
-
 void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
     switch (target) {
@@ -58,22 +46,22 @@ void csvm::init(const target_platform target) {
             break;
         case target_platform::cpu:
 #if !defined(PLSSVM_HAS_CPU_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_nvidia:
 #if !defined(PLSSVM_HAS_NVIDIA_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_amd:
 #if !defined(PLSSVM_HAS_AMD_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
         case target_platform::gpu_intel:
 #if !defined(PLSSVM_HAS_INTEL_TARGET)
-            throw sycl::backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
+            throw backend_exception{ fmt::format("Requested target platform '{}' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!", target) };
 #endif
             break;
     }
@@ -106,7 +94,7 @@ void csvm::init(const target_platform target) {
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
-        throw sycl::backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
+        throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
     if (plssvm::verbose) {
@@ -148,9 +136,9 @@ ::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_
             case sycl::kernel_invocation_type::hierarchical:
                 return range.grid[i];
             case sycl::kernel_invocation_type::automatic:
-                throw sycl::backend_exception{ "Can't create native execution range from kernel invocation type automatic!" };
+                throw backend_exception{ "Can't create native execution range from kernel invocation type automatic!" };
             default:
-                throw sycl::backend_exception{ "Illegal kernel invocation type!" };
+                throw backend_exception{ "Illegal kernel invocation type!" };
         }
     };
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
index 65938177a..ff78f44fb 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::hipsycl::backend_exception
 #include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
 #include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 
@@ -41,7 +41,7 @@ void device_ptr<T>::memset(const int pattern, const size_type pos, const size_ty
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rnum_bytes = std::min(num_bytes, (size_ - pos) * sizeof(value_type));
     queue_.impl->sycl_queue.memset(static_cast<void *>(data_ + pos), pattern, rnum_bytes).wait();
@@ -53,7 +53,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw sycl::backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
     }
     const size_type rcount = std::min(count, size_ - pos);
     queue_.impl->sycl_queue.fill(static_cast<void *>(data_ + pos), value, rcount).wait();

From 481736b95eddb9466191c5e8c57a4529fa8e57ee Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 14 Dec 2022 17:23:26 +0100
Subject: [PATCH 0544/1010] Update documentation.

---
 docs/CMakeLists.txt                      |   7 +-
 include/plssvm/backend_types.hpp         |  35 ++++---
 include/plssvm/constants.hpp             |  10 +-
 include/plssvm/core.hpp                  |  48 ++++-----
 include/plssvm/csvm.hpp                  |  90 +++++++++-------
 include/plssvm/csvm_factory.hpp          |  35 ++++---
 include/plssvm/data_set.hpp              | 125 +++++++++++++++--------
 include/plssvm/default_value.hpp         |  43 ++++----
 include/plssvm/detail/type_traits.hpp    |   6 ++
 include/plssvm/detail/utility.hpp        |   7 +-
 include/plssvm/file_format_types.hpp     |   2 +-
 include/plssvm/kernel_function_types.hpp |  13 +--
 include/plssvm/model.hpp                 |  23 +++--
 include/plssvm/parameter.hpp             |  38 +++----
 include/plssvm/target_platforms.hpp      |   5 +-
 src/main_predict.cpp                     |   2 +
 src/main_scale.cpp                       |   2 +
 src/main_train.cpp                       |   2 +
 src/plssvm/backend_types.cpp             |   2 -
 src/plssvm/kernel_function_types.cpp     |  17 ++-
 src/plssvm/parameter.cpp                 |   2 +-
 tests/backend_types.cpp                  |  26 ++++-
 tests/csvm.cpp                           |  48 +++++----
 tests/csvm_factory.cpp                   |  17 +--
 tests/data_set.cpp                       |  34 +++---
 tests/default_value.cpp                  |  16 +--
 tests/kernel_function_types.cpp          |  13 ++-
 tests/model.cpp                          |   9 +-
 tests/parameter.cpp                      |  39 +++++++
 tests/target_platforms.cpp               |   7 +-
 30 files changed, 437 insertions(+), 286 deletions(-)

diff --git a/docs/CMakeLists.txt b/docs/CMakeLists.txt
index 88b54ac77..fee4ff470 100644
--- a/docs/CMakeLists.txt
+++ b/docs/CMakeLists.txt
@@ -17,7 +17,7 @@ set(DOXYGEN_USE_MDFILE_AS_MAINPAGE "README.md")
 set(DOXYGEN_FILE_PATTERNS "*.hpp;*.cuh;*.cl;*.dox")
 set(DOXYGEN_EXTENSION_MAPPING "cu=c++;cuh=c++;cl=c++")
 set(DOXYGEN_STRIP_FROM_PATH "${PROJECT_SOURCE_DIR}")
-set(DOXYGEN_EXCLUDE "${PROJECT_SOURCE_DIR}/src/main_train.cpp;${PROJECT_SOURCE_DIR}/src/main_predict.cpp;${PROJECT_SOURCE_DIR}/include/plssvm/backends/DPCPP/;${PROJECT_SOURCE_DIR}/include/plssvm/backends/hipSYCL/;${PROJECT_SOURCE_DIR}/src/plssvm/backends/DPCPP/;${PROJECT_SOURCE_DIR}/src/plssvm/backends/hipSYCL/")
+set(DOXYGEN_EXCLUDE "${PROJECT_SOURCE_DIR}/src/main_train.cpp;${PROJECT_SOURCE_DIR}/src/main_predict.cpp")
 set(DOXYGEN_ABBREVIATE_BRIEF "")
 set(DOXYGEN_QUIET "YES")
 set(DOXYGEN_HTML_TIMESTAMP "YES")
@@ -29,6 +29,11 @@ set(DOXYGEN_USE_MATHJAX "YES")
 set(DOXYGEN_PROJECT_LOGO "${PROJECT_SOURCE_DIR}/docs/resources/logo_90x55.png")
 set(DOXYGEN_EXCLUDE_SYMBOLS "*_HPP_")
 
+set(DOXYGEN_DOT_IMAGE_FORMAT "svg")
+set(DOXYGEN_INTERACTIVE_SVG "YES")
+set(DOXYGEN_INCLUDE_GRAPH "NO")
+set(DOXYGEN_EXTRACT_PRIVATE "YES")
+
 ## enable processing of specific attributes and macros
 set(DOXYGEN_ENABLE_PREPROCESSING "YES")
 set(DOXYGEN_MACRO_EXPANSION "YES")
diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index d29ba0e1c..27c8de246 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -6,7 +6,8 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines all possible backends. Can also include backends not available on the current target platform.
+ * @brief Defines an enumeration holding all possible backends.
+ *        Can also include backends not available on the current target platform.
  */
 
 #ifndef PLSSVM_BACKEND_TYPES_HPP_
@@ -24,34 +25,35 @@ namespace plssvm {
 
 /**
  * @brief Enum class for all possible backend types.
+ * @note All different SYCL implementations have the same backend type "sycl".
  */
 enum class backend_type {
-    /** The default backend dependent on the specified target platforms. */
+    /** The default backend. Depends on the specified target platform. */
     automatic,
-    /** [OpenMP](https://www.openmp.org/) to target CPUs only. */
+    /** [OpenMP](https://www.openmp.org/) to target CPUs only (currently no OpenMP target offloading support). */
     openmp,
     /** [CUDA](https://developer.nvidia.com/cuda-zone) to target NVIDIA GPUs only. */
     cuda,
     /** [HIP](https://github.com/ROCm-Developer-Tools/HIP) to target AMD and NVIDIA GPUs. */
     hip,
-    /** [OpenCL](https://www.khronos.org/opencl/) to target GPUs from different vendors and CPUs. */
+    /** [OpenCL](https://www.khronos.org/opencl/) to target CPUs and GPUs from different vendors. */
     opencl,
-    /** [SYCL](https://www.khronos.org/sycl/) to target GPUs from different vendors and CPUs. Currently tested SYCL implementations are [DPC++](https://github.com/intel/llvm) and [hipSYCL](https://github.com/illuhad/hipSYCL). */
+    /** [SYCL](https://www.khronos.org/sycl/) to target CPUs and GPUs from different vendors. Currently tested SYCL implementations are [DPC++](https://github.com/intel/llvm) and [hipSYCL](https://github.com/illuhad/hipSYCL). */
     sycl
 };
 
 /**
  * @brief Return a list of all currently available backends.
  * @details Only backends that where found during the CMake configuration are available.
- * @return the available backends (`[[nodiscard]]`)
+ * @return a list of the available backends (`[[nodiscard]]`)
  */
 [[nodiscard]] std::vector<backend_type> list_available_backends();
 
 /**
- * @brief Returns the default backend used given the specified target platforms during the CMake configuration.
- * @param[in] available_backends list of backends, if no backends are provided, queries all available backends
- * @param[in] available_target_platforms list of target platforms, if no target platforms are provided, queries all available target platforms
- * @return the default backend given the available backends and target platforms (`[[nodiscard]]`)
+ * @brief Returns the default backend (if plssvm::backend_type::automatic is used) given the backend and target platform lists.
+ * @param[in] available_backends list of backends; if no backends are provided, queries all available backends
+ * @param[in] available_target_platforms list of target platforms; if no target platforms are provided, queries all available target platforms
+ * @return the default backend given the backend and target platform lists (`[[nodiscard]]`)
  */
 [[nodiscard]] backend_type determine_default_backend(const std::vector<backend_type> &available_backends = list_available_backends(),
                                                      const std::vector<target_platform> &available_target_platforms = list_available_target_platforms());
@@ -72,6 +74,7 @@ std::ostream &operator<<(std::ostream &out, backend_type backend);
  */
 std::istream &operator>>(std::istream &in, backend_type &backend);
 
+/// @cond Doxygen_suppress
 // clang-format off
 // Forward declare all possible C-SVMs.
 namespace openmp { class csvm; }
@@ -85,10 +88,11 @@ namespace dpcpp { class csvm; }
 namespace detail {
 
 /**
- * @brief No `value` member variable of anything other than a C-SVM has been provided.
+ * @brief No `value` member variable if anything other than a C-SVM has been provided.
  */
 template <typename T>
 struct csvm_to_backend_type {};
+
 /**
  * @brief Sets the `value` to `plssvm::backend_type::openmp` for the OpenMP C-SVM.
  */
@@ -123,6 +127,7 @@ struct csvm_to_backend_type<opencl::csvm> {
 };
 /**
  * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM using hipSYCL as SYCL implementation.
+ * @details Also sets a member variable `impl` to the value `plssvm::sycl::implementation_type::hipsycl` (only present for SYCL backends!).
  */
 template <>
 struct csvm_to_backend_type<hipsycl::csvm> {
@@ -133,6 +138,7 @@ struct csvm_to_backend_type<hipsycl::csvm> {
 };
 /**
  * @brief Sets the `value` to `plssvm::backend_type::sycl` for the SYCL C-SVM using DPC++ as SYCL implementation.
+ * @details Also sets a member variable `impl` to the value `plssvm::sycl::implementation_type::dpcpp` (only present for SYCL backends!).
  */
 template <>
 struct csvm_to_backend_type<dpcpp::csvm> {
@@ -143,15 +149,18 @@ struct csvm_to_backend_type<dpcpp::csvm> {
 };
 
 }  // namespace detail
+/// @endcond
 
 /**
- * @brief Get the plssvm::backend_type of the C-SVM class of type @p T. Ignores all const, volatile, and reference qualifiers.
+ * @brief Get the plssvm::backend_type of the C-SVM class of type @p T. Ignores all top-level const, volatile, and reference qualifiers.
+ * @details Provides a member variable `value` if @p T is a valid C-SVM.
+ *          If @p T is a SYCL C-SVM, an additional member variable `impl` is provided showing the used SYCL implementation.
  * @tparam T the type of the C-SVM to get the backend type from
  */
 template <typename T>
 struct csvm_to_backend_type : detail::csvm_to_backend_type<detail::remove_cvref_t<T>> {};
 /**
- * @brief Get the `plssvm::backend_type` of the C-SVM class of type @p T. Ignores all const, volatile, and reference qualifiers.
+ * @copydoc plssvm::csvm_to_backend_type
  * @details A shorthand for `plssvm::csvm_to_backend_type::value`.
  */
 template <typename T>
diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index 71c04e844..b6f03d0ac 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,7 +15,7 @@
 
 namespace plssvm {
 
-// TODO: replace with logging library?!
+// TODO: replace "verbose" flag with a dedicated logging library?!
 
 /// Per default use a verbose output of all information.
 constexpr bool verbose_default = true;
@@ -23,23 +23,23 @@ constexpr bool verbose_default = true;
 inline bool verbose = verbose_default;
 
 /// Integer type used inside kernels.
-using kernel_index_type = int;  // TODO: remove?
+using kernel_index_type = int;  // TODO: remove and replace by backend specific type?
 
-/// Global compile-time constant used for internal caching.
+/// Global compile-time constant used for internal caching. May be changed during the CMake configuration step.
 #if defined(PLSSVM_THREAD_BLOCK_SIZE)
 constexpr kernel_index_type THREAD_BLOCK_SIZE = PLSSVM_THREAD_BLOCK_SIZE;
 #else
 constexpr kernel_index_type THREAD_BLOCK_SIZE = 16;
 #endif
 
-/// Global compile-time constant used for internal caching.
+/// Global compile-time constant used for internal caching. May be changed during the CMake configuration step.
 #if defined(PLSSVM_INTERNAL_BLOCK_SIZE)
 constexpr kernel_index_type INTERNAL_BLOCK_SIZE = PLSSVM_INTERNAL_BLOCK_SIZE;
 #else
 constexpr kernel_index_type INTERNAL_BLOCK_SIZE = 6;
 #endif
 
-/// Global compile-time constant used for internal caching in the OpenMP kernel.
+/// Global compile-time constant used for internal caching in the OpenMP kernel. May be changed during the CMake configuration step.
 #if defined(PLSSVM_OPENMP_BLOCK_SIZE)
 constexpr kernel_index_type OPENMP_BLOCK_SIZE = PLSSVM_OPENMP_BLOCK_SIZE;
 #else
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index cad36daba..422fcf0b9 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -9,31 +9,28 @@
  * @brief Core header including all other necessary headers.
  */
 
+#ifndef PLSSVM_CORE_HPP_
+#define PLSSVM_CORE_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"
-#include "plssvm/csvm_factory.hpp"
+#include "plssvm/csvm.hpp"          // the base C-SVM every backend is inheriting from
+#include "plssvm/csvm_factory.hpp"  // a factory function to instantiate a C-SVM using a runtime backend; includes the available backend C-SVMs
 
-#include "plssvm/constants.hpp"
-#include "plssvm/parameter.hpp"
+#include "plssvm/constants.hpp"  // verbosity flag und compile-time constants
+#include "plssvm/parameter.hpp"  // the C-SVM parameter
 
-#include "plssvm/backend_types.hpp"
-#include "plssvm/kernel_function_types.hpp"
-#include "plssvm/target_platforms.hpp"
+#include "plssvm/data_set.hpp"  // a data set used for training a C-SVM
+#include "plssvm/model.hpp"     // the model as a result of training a C-SVM
 
-#include "plssvm/exceptions/exceptions.hpp"
-#include "plssvm/version/version.hpp"
+#include "plssvm/backend_types.hpp"          // all supported backend types
+#include "plssvm/kernel_function_types.hpp"  // all supported kernel function types
+#include "plssvm/target_platforms.hpp"       // all supported target platforms
 
-#include "plssvm/backends/SYCL/implementation_type.hpp"
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // the SYCL implementation type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // the SYCL specific kernel invocation typ
 
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_predict.hpp"
-#include "plssvm/detail/cmd/parser_scale.hpp"
-#include "plssvm/detail/cmd/parser_train.hpp"
-
-#include "plssvm/data_set.hpp"
-#include "plssvm/model.hpp"
+#include "plssvm/exceptions/exceptions.hpp"  // exception hierarchy
+#include "plssvm/version/version.hpp"        // version information
 
 /// The main namespace containing all public API functions.
 namespace plssvm {}
@@ -43,8 +40,9 @@ namespace plssvm::version {}
 
 /// Namespace containing implementation details. **Should not** directly be used by users.
 namespace plssvm::detail {}
-
+/// Namespace containing implementation details for the IO related functions. **Should not** directly be used by users.
 namespace plssvm::detail::io {}
+/// Namespace containing implementation details for the command line interface functionality. **Should not** directly be used by users.
 namespace plssvm::detail::cmd {}
 
 /// Namespace containing operator overloads for [std::vector](https://en.cppreference.com/w/cpp/container/vector) and other mathematical functions on vectors.
@@ -55,19 +53,16 @@ namespace plssvm::openmp {}
 
 /// Namespace containing the C-SVM using the CUDA backend.
 namespace plssvm::cuda {}
-
 /// Namespace containing CUDA backend specific implementation details. **Should not** directly be used by users.
 namespace plssvm::cuda::detail {}
 
 /// Namespace containing the C-SVM using the HIP backend.
 namespace plssvm::hip {}
-
 /// Namespace containing HIP backend specific implementation details. **Should not** directly be used by users.
 namespace plssvm::hip::detail {}
 
 /// Namespace containing the C-SVM using the OpenCL backend.
 namespace plssvm::opencl {}
-
 /// Namespace containing OpenCL backend specific implementation details. **Should not** directly be used by users.
 namespace plssvm::opencl::detail {}
 
@@ -75,7 +70,6 @@ namespace plssvm::opencl::detail {}
 namespace plssvm::dpcpp {
 using namespace plssvm::sycl;
 }
-
 /// Namespace containing the C-SVM using the SYCL backend with DPC++ as SYCL implementation. **Should not** directly be used by users.
 namespace plssvm::dpcpp::detail {}
 
@@ -83,7 +77,6 @@ namespace plssvm::dpcpp::detail {}
 namespace plssvm::hipsycl {
 using namespace plssvm::sycl;
 }
-
 /// Namespace containing the C-SVM using the SYCL backend with hipSYCL as SYCL implementation. **Should not** directly be used by users.
 namespace plssvm::hipsycl::detail {}
 
@@ -92,7 +85,8 @@ namespace plssvm::sycl {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
 using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
 #endif
-}
-
+}  // namespace plssvm::sycl
 /// Namespace containing the C-SVM using the SYCL backend with the preferred SYCL implementation. **Should not** directly be used by users.
-namespace plssvm::sycl::detail {}
\ No newline at end of file
+namespace plssvm::sycl::detail {}
+
+#endif  // PLSSVM_CORE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 5d6411d8a..279dd1da2 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,36 +13,32 @@
 #define PLSSVM_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backend_types.hpp"          // plssvm::backend_type
 #include "plssvm/constants.hpp"              // plssvm::verbose
 #include "plssvm/data_set.hpp"               // plssvm::data_set
-#include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init, plssvm::is_default_value_v
+#include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init
 #include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::{to_underlying, unreachable}, PLSSVM_REQUIRES
-#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::{remove_cvref_t, always_false_v}
+#include "plssvm/detail/type_traits.hpp"     // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
 
-#include "fmt/core.h"     // fmt::format, fmt::print
+#include "fmt/core.h"     // fmt::format
 #include "igor/igor.hpp"  // igor::parser
 
 #include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast}
-#include <cstddef>      // std::size_t
-#include <iostream>     // std::clog, std::endl
-#include <string_view>  // std::string_view
+#include <iostream>     // std::cout, std::endl
 #include <tuple>        // std::tie
-#include <type_traits>  // std::is_same_v, std::is_convertible_v, std::false_type
-#include <utility>      // std::move, std::forward
+#include <type_traits>  // std::enable_if_t, std::is_same_v, std::is_convertible_v, std::false_type
+#include <utility>      // std::pair, std::forward
 #include <vector>       // std::vector
 
 namespace plssvm {
 
-// TODO: exception docu
-
 /**
  * @brief Base class for all C-SVM backends.
+ * @details This class implements all features shared between all C-SVM backends. It defines the whole public API of a C-SVM.
  */
 class csvm {
   public:
@@ -53,12 +49,12 @@ class csvm {
      */
     explicit csvm(parameter params = {});
     /**
-     * @brief Construct a C-SVM using named-parameters with the @p kernel type.
-     * @tparam Args the type of the named-parameters
-     * @param[in] named_args the potential named-parameters
+     * @brief Construct a C-SVM forwarding all parameters @p args to the plssvm::parameter constructor.
+     * @tparam Args the type of the (named-)parameters
+     * @param[in] args the parameters used to construct a plssvm::parameter
      */
     template <typename... Args>
-    explicit csvm(Args &&...named_args);
+    explicit csvm(Args &&...args);
 
     /**
      * @brief Default copy-constructor since a virtual destructor has been declared.
@@ -80,40 +76,48 @@ class csvm {
     [[nodiscard]] parameter get_params() const noexcept { return params_; }
 
     /**
-     * @brief Override the old SVM parameter with the new @p params.
+     * @brief Override the old SVM parameter with the new plssvm::parameter @p params.
      * @param[in] params the new SVM parameter to use
      */
     void set_params(parameter params) noexcept { params_ = params; }
     /**
-     * @brief Override the old SVM parameter with the new ones given as named parameters in @ named_args.
+     * @brief Override the old SVM parameter with the new ones given as named parameters in @p named_args.
      * @tparam Args the type of the named-parameters
      * @param[in] named_args the potential named-parameters
      */
     template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
     void set_params(Args &&...named_args);
 
-    ////////////////////////////////////////////////////////////////////////////////
-    ////                               fit model                                ////
-    ////////////////////////////////////////////////////////////////////////////////
+    //*************************************************************************************************************************************//
+    //                                                              fit model                                                              //
+    //*************************************************************************************************************************************//
     /**
      * @brief Fit a model using the current SVM on the @p data.
+     * @tparam real_type the type of the data (`float` or `double`)
      * @tparam label_type the type of the label (an arithmetic type or `std::string`)
      * @tparam Args the type of the potential additional parameters
      * @param[in] data the data used to train the SVM model
      * @param[in] named_args the potential additional parameters (`epsilon` and/or `max_iter`)
+     * @throws plssvm::invalid_parameter_exception if the provided value for `epsilon` is greater or equal than zero
+     * @throws plssvm::invlaid_parameter_exception if the provided maximum number of iterations is less or equal than zero
+     * @throws plssvm::invalid_parameter_exception if the training @p data does **not** include labels
+     * @throws plssvm::exception any exception thrown in the respective backend's implementation of `plssvm::csvm::solve_system_of_linear_equations`
      * @return the learned model (`[[nodiscard]]`)
      */
     template <typename real_type, typename label_type, typename... Args>
     [[nodiscard]] model<real_type, label_type> fit(const data_set<real_type, label_type> &data, Args &&...named_args) const;
 
-    ////////////////////////////////////////////////////////////////////////////////
-    ////                           predict and score                            ////
-    ////////////////////////////////////////////////////////////////////////////////
+    //*************************************************************************************************************************************//
+    //                                                          predict and score                                                          //
+    //*************************************************************************************************************************************//
     /**
      * @brief Predict the labels for the @p data set using the @p model.
+     * @tparam real_type the type of the data (`float` or `double`)
      * @tparam label_type the type of the label (an arithmetic type or `std::string`)
-     * @param[in] model a previously learnt model
+     * @param[in] model a previously learned model
      * @param[in] data the data to predict the labels for
+     * @throws plssvm::invalid_parameter_exception if the number of features in the @p model's support vectors don't match the number of features in the @p data set
+     * @throws plssvm::exception any exception thrown in the respective backend's implementation of `plssvm::csvm::predict_values`
      * @return the predicted labels (`[[nodiscard]]`)
      */
     template <typename real_type, typename label_type>
@@ -121,35 +125,42 @@ class csvm {
 
     /**
      * @brief Calculate the accuracy of the @p model.
+     * @tparam real_type the type of the data (`float` or `double`)
      * @tparam label_type the type of the label (an arithmetic type or `std::string`)
-     * @param[in] model a previously learnt model
+     * @param[in] model a previously learned model
+     * @throws plssvm::exception any exception thrown in the respective backend's implementation of `plssvm::csvm::predict_values`
      * @return the accuracy of the model (`[[nodiscard]]`)
      */
     template <typename real_type, typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model) const;
     /**
      * @brief Calculate the accuracy of the labeled @p data set using the @p model.
+     * @tparam real_type the type of the data (`float` or `double`)
      * @tparam label_type the type of the label (an arithmetic type or `std::string`)
-     * @param[in] model a previously learnt model
-     * @param data the labeled data set to score
+     * @param[in] model a previously learned model
+     * @param[in] data the labeled data set to score
+     * @throws plssvm::invalid_parameter_exception if the @p data to score has no labels
+     * @throws plssvm::invalid_parameter_exception if the number of features in the @p model's support vectors don't match the number of features in the @p data set
+     * @throws plssvm::exception any exception thrown in the respective backend's implementation of `plssvm::csvm::predict_values`
      * @return the accuracy of the labeled @p data (`[[nodiscard]]`)
      */
     template <typename real_type, typename label_type>
     [[nodiscard]] real_type score(const model<real_type, label_type> &model, const data_set<real_type, label_type> &data) const;
 
   protected:
-    /////////////////////////////////////////////////////////////////////////////////////////////////
-    ////  pure virtual functions, must be implemented for all subclasses; doing the actual work  ////
-    /////////////////////////////////////////////////////////////////////////////////////////////////
+    //*************************************************************************************************************************************//
+    //                        pure virtual functions, must be implemented for all subclasses; doing the actual work                        //
+    //*************************************************************************************************************************************//
     /**
      * @brief Solves the equation \f$Ax = b\f$ using the Conjugated Gradients algorithm.
-     * @details Solves using a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
+     * @details Uses a slightly modified version of the CG algorithm described by [Jonathan Richard Shewchuk](https://www.cs.cmu.edu/~quake-papers/painless-conjugate-gradient.pdf):
      * \image html cg.png
      * @param[in] params the SVM parameters used in the respective kernel functions
      * @param[in] A the matrix of the equation \f$Ax = b\f$ (symmetric positive definite)
      * @param[in] b the right-hand side of the equation \f$Ax = b\f$
-     * @param[in] eps error tolerance
+     * @param[in] eps the error tolerance
      * @param[in] max_iter the maximum number of CG iterations
+     * @throws plssvm::exception any exception thrown by the backend's implementation
      * @return a pair of [the result vector x, the resulting bias] (`[[nodiscard]]`)
      */
     [[nodiscard]] virtual std::pair<std::vector<float>, float> solve_system_of_linear_equations(const detail::parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const = 0;
@@ -165,6 +176,7 @@ class csvm {
      * @param[in] rho the rho value determined after training the model
      * @param[in,out] w the normal vector to speedup prediction in case of the linear kernel function, an empty vector in case of the polynomial or rbf kernel
      * @param[in] predict_points the points to predict
+     * @throws plssvm::exception any exception thrown by the backend's implementation
      * @return a vector filled with the predictions (not the actual labels!) (`[[nodiscard]]`)
      */
     [[nodiscard]] virtual std::vector<float> predict_values(const detail::parameter<float> &params, const std::vector<std::vector<float>> &support_vectors, const std::vector<float> &alpha, float rho, std::vector<float> &w, const std::vector<std::vector<float>> &predict_points) const = 0;
@@ -176,6 +188,8 @@ class csvm {
   private:
     /**
      * @brief Perform some sanity checks on the passed SVM parameters.
+     * @throws plssvm::invalid_parameter_exception if the kernel function is invalid
+     * @throws plssvm::invalid_parameter_exception if the gamma value for the polynomial or radial basis function kernel is **not** greater than zero
      */
     void sanity_check_parameter() const;
 
@@ -218,7 +232,7 @@ void csvm::set_params(Args &&...named_args) {
         params_.cost = provided_params.cost.value();
     }
 
-    // check if parameters make sense
+    // check if the new parameters make sense
     this->sanity_check_parameter();
 }
 
@@ -351,6 +365,7 @@ inline void csvm::sanity_check_parameter() const {
     // cost: all allowed
 }
 
+/// @cond Doxygen_suppress
 namespace detail {
 
 /**
@@ -361,16 +376,17 @@ template <typename T>
 struct csvm_backend_exists : std::false_type {};
 
 }  // namespace detail
+/// @endcond
 
 /**
- * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any const, volatile, and reference qualifiers.
+ * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any top-level const, volatile, and reference qualifiers.
  * @tparam T the type of the C-SVM
  */
 template <typename T>
 struct csvm_backend_exists : detail::csvm_backend_exists<detail::remove_cvref_t<T>> {};
 
 /**
- * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any const, volatile, and reference qualifiers.
+ * @brief Sets the value of the `value` member to `true` if @p T is a C-SVM using an available backend. Ignores any top-level const, volatile, and reference qualifiers.
  */
 template <typename T>
 constexpr bool csvm_backend_exists_v = csvm_backend_exists<T>::value;
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 6b805334b..403cb24d7 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -16,11 +16,8 @@
 #include "plssvm/backend_types.hpp"                      // plssvm::backend, plssvm::csvm_to_backend_type_v
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 #include "plssvm/csvm.hpp"                               // plssvm::csvm, plssvm::csvm_backend_exists_v
-#include "plssvm/detail/type_traits.hpp"             // plssvm::detail::remove_cvref_t
+#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::unsupported_backend_exception
-#include "plssvm/kernel_function_types.hpp"              // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                          // plssvm::parameter
-#include "plssvm/target_platforms.hpp"                   // plssvm::target_platform
 
 // only include requested/available backends
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
@@ -49,6 +46,7 @@ using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
 }
 #endif
 
+#include "fmt/core.h"     // fmt::format
 #include "igor/igor.hpp"  // igor::parser, igor::has_unnamed_arguments
 
 #include <memory>       // std::unique_ptr, std::make_unique
@@ -65,20 +63,21 @@ namespace detail {
  * @tparam csvm_type the type of the C-SVM
  * @tparam Args the types of the parameters to initialize the C-SVM
  * @param[in] args the parameters used to initialize the C-SVM
+ * @throws plssvm::unsupported_backend_exception if the @p backend is not recognized
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename csvm_type, typename... Args>
-[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_default_impl([[maybe_unused]] Args &&...args) {
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm_default_impl([[maybe_unused]] Args &&...args) {
     // test whether the backend is available
     if constexpr (csvm_backend_exists_v<csvm_type>) {
         // test whether the backend can be constructed with the provided parameter
         if constexpr (std::is_constructible_v<csvm_type, Args...>) {
             return std::make_unique<csvm_type>(std::forward<Args>(args)...);
         } else {
-            throw unsupported_backend_exception{ fmt::format("Provided invalid (named) arguments for the {} backend!", plssvm::csvm_to_backend_type_v<csvm_type>) };
+            throw unsupported_backend_exception{ fmt::format("Provided invalid (named) arguments for the {} backend!", csvm_to_backend_type_v<csvm_type>) };
         }
     } else {
-        throw unsupported_backend_exception{ fmt::format("No {} backend available!", plssvm::csvm_to_backend_type_v<csvm_type>) };
+        throw unsupported_backend_exception{ fmt::format("No {} backend available!", csvm_to_backend_type_v<csvm_type>) };
     }
 }
 
@@ -87,10 +86,11 @@ template <typename csvm_type, typename... Args>
  * @details The special case for the SYCL backend to handle the SYCL specific parameters.
  * @tparam Args the types of the parameters to initialize the SYCL C-SVM
  * @param[in] args the parameters used to initialize the SYCL C-SVM
+ * @throws plssvm::unsupported_backend_exception if the @p backend is not recognized
  * @return the SYCL C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm_sycl_impl([[maybe_unused]] Args &&...args) {
     // check igor parameter
     igor::parser parser{ args... };
 
@@ -99,7 +99,7 @@ template <typename... Args>
     // check whether a specific SYCL implementation type has been requested
     if constexpr (parser.has(sycl_implementation_type)) {
         // compile time check: the value must have the correct type
-        static_assert(std::is_same_v<::plssvm::detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
+        static_assert(std::is_same_v<detail::remove_cvref_t<decltype(parser(sycl_implementation_type))>, sycl::implementation_type>, "Provided sycl_implementation_type must be convertible to a plssvm::sycl::implementation_type!");
         impl_type = static_cast<sycl::implementation_type>(parser(sycl_implementation_type));
     }
 
@@ -119,10 +119,11 @@ template <typename... Args>
  * @tparam Args the types of the parameters to initialize the C-SVM
  * @param[in] backend the backend to use
  * @param[in] args the parameters used to initialize the respective C-SVM
+ * @throws plssvm::unsupported_backend_exception if the @p backend is not recognized
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm_impl(const backend_type backend, Args &&...args) {
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm_impl(const backend_type backend, Args &&...args) {
     switch (backend) {
         case backend_type::automatic:
             return make_csvm_impl(determine_default_backend(), std::forward<Args>(args)...);
@@ -143,25 +144,27 @@ template <typename... Args>
 }  // namespace detail
 
 /**
- * @brief Create a new C-SVM using the @p backend type, the automatic target platform, and additional parameter @p args.
+ * @brief Create a new C-SVM using the @p backend type and additional parameter @p args.
  * @tparam Args the types of the parameters to initialize the C-SVM
  * @param[in] backend the backend to use
  * @param[in] args the parameters used to initialize the respective C-SVM
+ * @throws plssvm::unsupported_backend_exception if the @p backend is not recognized
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] std::unique_ptr<::plssvm::csvm> make_csvm(const backend_type backend, Args &&...args) {
-    return ::plssvm::detail::make_csvm_impl(backend, std::forward<Args>(args)...);
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(const backend_type backend, Args &&...args) {
+    return detail::make_csvm_impl(backend, std::forward<Args>(args)...);
 }
 /**
- * @brief Create a new C-SVM using the automatic backend type, the automatic target platform, and the additional parameter @p args.
+ * @brief Create a new C-SVM using the automatic backend type and the additional parameter @p args.
  * @tparam Args the types of the parameters to initialize the C-SVM
  * @param[in] args the parameters used to initialize the respective C-SVM
+ * @throws plssvm::unsupported_backend_exception if the @p backend is not recognized
  * @return the C-SVM (`[[nodiscard]]`)
  */
 template <typename... Args>
-[[nodiscard]] inline std::unique_ptr<::plssvm::csvm> make_csvm(Args &&...args) {
-    return ::plssvm::detail::make_csvm_impl(backend_type::automatic, std::forward<Args>(args)...);
+[[nodiscard]] inline std::unique_ptr<csvm> make_csvm(Args &&...args) {
+    return detail::make_csvm_impl(backend_type::automatic, std::forward<Args>(args)...);
 }
 
 }  // namespace plssvm
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index d08439ead..28af7de6a 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Implements a data set class encapsulating all data points and potential features.
+ * @brief Implements a data set class encapsulating all data points, features, and potential labels.
  */
 
 #ifndef PLSSVM_DATA_SET_HPP_
@@ -24,8 +24,7 @@
 #include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
 
 #include "fmt/chrono.h"   // directly output std::chrono times via fmt
-#include "fmt/core.h"     // fmt::format, fmt::print
-#include "fmt/os.h"       // fmt::ostream, fmt::output_file
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // directly output objects with operator<< overload via fmt
 
 #include <algorithm>    // std::all_of, std::max, std::min, std::sort, std::adjacent_find
@@ -41,13 +40,13 @@
 #include <string>       // std::string
 #include <tuple>        // std::tie
 #include <type_traits>  // std::is_same_v, std::is_arithmetic_v
-#include <utility>      // std::move, std::pair
+#include <utility>      // std::move, std::pair, std::make_pair
 #include <vector>       // std::vector
 
 namespace plssvm {
 
 /**
- * @brief Type alias for an optional reference (since `std::optional<T&>` is not allowed.
+ * @brief Type alias for an optional reference (since `std::optional<T&>` is not allowed).
  * @tparam T the type to wrap as a reference
  */
 template <typename T>
@@ -56,8 +55,9 @@ using optional_ref = std::optional<std::reference_wrapper<T>>;
 /**
  * @brief Encapsulate all necessary data that is needed for training or predicting using an SVM.
  * @details May or may not contain labels!
- * @tparam T the floating point type of the data (either `float` or `double`)
- * @tparam U the label type of the data (any arithmetic type (except bool) or `std::string`)
+ *          Internally, saves all data using [`std::shared_ptr`](https://en.cppreference.com/w/cpp/memory/shared_ptr) to make a plssvm::data_set relatively cheap to copy!
+ * @tparam T the floating point type of the data (must either be `float` or `double`)
+ * @tparam U the label type of the data (must be an arithmetic type or `std::string`; default: `int`)
  */
 template <typename T, typename U = int>
 class data_set {
@@ -74,7 +74,7 @@ class data_set {
   public:
     /// The type of the data points: either `float` or `double`.
     using real_type = T;
-    /// The type of the labels: any arithmetic type (except bool) or `std::string`.
+    /// The type of the labels: any arithmetic type or `std::string`.
     using label_type = U;
     /// An unsigned integer type.
     using size_type = std::size_t;
@@ -86,49 +86,67 @@ class data_set {
 
     /**
      * @brief Read the data points from the file @p filename.
-     *        Automatically determines the @p plssvm::file_format_type based on the file extension.
+     *        Automatically determines the plssvm::file_format_type based on the file extension.
      * @details If @p filename ends with `.arff` it uses the ARFF parser, otherwise the LIBSVM parser is used.
      * @param[in] filename the file to read the data points from
+     * @throws plssvm::invalid_file_format_exception all exceptions thrown by plssvm::data_set::read_file
      */
     explicit data_set(const std::string &filename);
     /**
      * @brief Read the data points from the file @p filename assuming that the file is given in the @p plssvm::file_format_type.
      * @param[in] filename the file to read the data points from
      * @param[in] format the assumed file format used to parse the data points
+     * @throws plssvm::invalid_file_format_exception all exceptions thrown by plssvm::data_set::read_file
      */
     data_set(const std::string &filename, file_format_type format);
     /**
      * @brief Read the data points from the file @p filename and scale it using the provided @p scale_parameter.
-     *        Automatically determines the @p plssvm::file_format_type based on the file extension.
+     *        Automatically determines the plssvm::file_format_type based on the file extension.
      * @details If @p filename ends with `.arff` it uses the ARFF parser, otherwise the LIBSVM parser is used.
      * @param[in] filename the file to read the data points from
      * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     * @throws plssvm::invalid_file_format_exception all exceptions thrown by plssvm::data_set::read_file
+     * @throws plssvm::data_set_exception all exceptions thrown by plssvm::data_set::scale
      */
     data_set(const std::string &filename, scaling scale_parameter);
     /**
-     * @brief Read the data points from the file @p filename assuming that the file is given in the @p plssvm::file_format_type and
+     * @brief Read the data points from the file @p filename assuming that the file is given in the plssvm::file_format_type @p format and
      *        scale it using the provided @p scale_parameter.
      * @param[in] filename the file to read the data points from
      * @param[in] format the assumed file format used to parse the data points
      * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     * @throws plssvm::invalid_file_format_exception all exceptions thrown by plssvm::data_set::read_file
+     * @throws plssvm::data_set_exception all exceptions thrown by plssvm::data_set::scale
      */
     data_set(const std::string &filename, file_format_type format, scaling scale_parameter);
 
     /**
-     * @brief Create a new data set using the the provided @p data_points.
+     * @brief Create a new data set using the provided @p data_points.
+     * @details Since no labels are provided, this data set may **not** be used to a call to plssvm::csvm::fit!
      * @param[in] data_points the data points used in this data set
+     * @throws plssvm::data_set_exception if the @p data_points vector is empty
+     * @throws plssvm::data_set_exception if the data points in @p data_points have mismatching number of features
+     * @throws plssvm::data_set_exception if any @p data_point has no features
      */
     explicit data_set(std::vector<std::vector<real_type>> data_points);
     /**
      * @brief Create a new data set using the provided @p data_points and @p labels.
      * @param[in] data_points the data points used in this data set
      * @param[in] labels the labels used in this data set
+     * @throws plssvm::data_set_exception if the @p data_points vector is empty
+     * @throws plssvm::data_set_exception if the data points in @p data_points have mismatching number of features
+     * @throws plssvm::data_set_exception if any @p data_point has no features
+     * @throws plssvm::data_set_exception if the number of data points in @p data_points and number of @p labels mismatch
      */
     data_set(std::vector<std::vector<real_type>> data_points, std::vector<label_type> labels);
     /**
      * @brief Create a new data set using the the provided @p data_points and scale them using the provided @p scale_parameter.
      * @param[in] data_points the data points used in this data set
      * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     * @throws plssvm::data_set_exception if the @p data_points vector is empty
+     * @throws plssvm::data_set_exception if the data points in @p data_points have mismatching number of features
+     * @throws plssvm::data_set_exception if any @p data_point has no features
+     * @throws plssvm::data_set_exception all exceptions thrown by plssvm::data_set::scale
      */
     data_set(std::vector<std::vector<real_type>> data_points, scaling scale_parameter);
     /**
@@ -136,6 +154,11 @@ class data_set {
      * @param[in] data_points the data points used in this data set
      * @param[in] labels the labels used in this data set
      * @param[in] scale_parameter the parameters used to scale the data set feature values to a given range
+     * @throws plssvm::data_set_exception if the @p data_points vector is empty
+     * @throws plssvm::data_set_exception if the data points in @p data_points have mismatching number of features
+     * @throws plssvm::data_set_exception if any @p data_point has no features
+     * @throws plssvm::data_set_exception if the number of data points in @p data_points and number of @p labels mismatch
+     * @throws plssvm::data_set_exception all exceptions thrown by plssvm::data_set::scale
      */
     data_set(std::vector<std::vector<real_type>> data_points, std::vector<label_type> labels, scaling scale_parameter);
 
@@ -158,12 +181,14 @@ class data_set {
     [[nodiscard]] bool has_labels() const noexcept { return labels_ptr_ != nullptr; }
     /**
      * @brief Returns an optional reference to the labels in this data set.
+     * @details If the labels are present, they can be retrieved as `std::vector` using: `dataset.labels()->%get()`.
      * @return if this data set contains labels, returns a reference to them, otherwise returns a `std::nullopt` (`[[nodiscard]]`)
      */
     [[nodiscard]] optional_ref<const std::vector<label_type>> labels() const noexcept;
     /**
-     * @brief Returns an optional reference to the **different** labels in this data set.
-     * @details If the data set contains the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns `std::vector<int>{ -1, 1 }`.
+     * @brief Returns an optional to the **different** labels in this data set.
+     * @details If the data set contains the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns the labels `{ -1, 1 }`.
+     * @note Must not return a optional reference, since it would bind to a temporary!
      * @return if this data set contains labels, returns a reference to all **different** labels, otherwise returns a `std::nullopt` (`[[nodiscard]]`)
      */
     [[nodiscard]] std::optional<std::vector<label_type>> different_labels() const noexcept;
@@ -181,19 +206,21 @@ class data_set {
     /**
      * @brief Returns the number of **different** labels in this data set.
      * @details If the data set contains the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns `2`.
+     *          It is the same as: `dataset.different_labels()->size()`
      * @return the number of **different** labels (`[[nodiscard]]`)
      */
     [[nodiscard]] size_type num_different_labels() const noexcept { return mapping_ != nullptr ? mapping_->num_mappings() : 0; }
 
     /**
      * @brief Returns whether this data set has been scaled or not.
-     * @details The used scaling factors can be retrieved using `plssvm::scaling_factors()`.
+     * @details The used scaling factors can be retrieved using plssvm::data_set::scaling_factors().
      * @return `true` if this data set has been scaled, `false` otherwise (`[[nodiscard]]`)
      */
     [[nodiscard]] bool is_scaled() const noexcept { return scale_parameters_ != nullptr; }
     /**
-     * @brief Returns the scaling factors used to scale the data points in this data set.
+     * @brief Returns the scaling factors as an optional reference used to scale the data points in this data set.
      * @details Can be used to scale another data set in the same way (e.g., a test data set).
+     *          If the data set has been scaled, the scaling factors can be retrieved as using: `dataset.scaling_factors()->%get()`.
      * @return the scaling factors (`[[nodiscard]]`)
      */
     [[nodiscard]] optional_ref<const scaling> scaling_factors() const noexcept;
@@ -207,16 +234,25 @@ class data_set {
 
     /**
      * @brief Create the mapping between the provided labels and the internally used mapped values, i.e., { -1, 1 }.
+     * @throws plssvm::data_set_exception any exception of the plssvm::data_set::label_mapper class
      */
     void create_mapping();
     /**
      * @brief Scale the feature values of the data set to the provided range.
+     * @details Scales all data points feature wise, i.e., one scaling factor is responsible, e.g., for the first feature of **all** data points. <br>
+     *          Scaling a data value \f$x\f$ to the range \f$[a, b]\f$ is done with the formular:
+     *          \f$x_{scaled} = a + (b - a) \cdot \frac{x - min(x)}{max(x) - min(x)}\f$
+     * @throws plssvm::data_set_exception if more scaling factors than features are present
+     * @throws plssvm::data_set_exception if the largest scaling factor index is larger than the number of features
+     * @throws plssvm::data_set_exception if for any feature more than one scaling factor is present
      */
     void scale();
     /**
-     * @brief Read the data points and potential labels from the file @p filename assuming the file_format_type @p format.
+     * @brief Read the data points and potential labels from the file @p filename assuming the plssvm::file_format_type @p format.
      * @param[in] filename the filename to read the data from
      * @param[in] format the assumed file format type
+     * @throws plssvm::invalid_file_format_exception all exceptions thrown by the respective functions in the plssvm::detail::io namespace
+     * @throws plssvm::data_set_exception if labels are present in @p filename, all exceptions thrown by plssvm::data_set::create_mapping
      */
     void read_file(const std::string &filename, file_format_type format);
 
@@ -232,18 +268,18 @@ class data_set {
     /// The number of features in this data set.
     size_type num_features_{ 0 };
 
-    /// The mapping used to convert from the original label to its mapped value and vice versa; may be `nullptr` if no labels have been provided.
+    /// The mapping used to convert the original label to its mapped value and vice versa; may be `nullptr` if no labels have been provided.
     std::shared_ptr<const label_mapper> mapping_{ nullptr };
     /// The scaling parameters used to scale the data points in this data set; may be `nullptr` if no data point scaling was requested.
     std::shared_ptr<scaling> scale_parameters_{ nullptr };
 };
 
-////////////////////////////////////////////////////////////////////////////////
-////                          scaling nested-class                          ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                         scaling nested-class                                                        //
+//*************************************************************************************************************************************//
 
 /**
- * @brief Implements all necessary data needed for scaling a data set to an user-defined range.
+ * @brief Implements all necessary data and functions needed for scaling a plssvm::data_set to an user-defined range.
  */
 template <typename T, typename U>
 class data_set<T, U>::scaling {
@@ -257,32 +293,33 @@ class data_set<T, U>::scaling {
          */
         factors() = default;
         /**
-         * @brief Construct new scaling factors with the provided values.
-         * @param[in] p_feature the feature index for which the bounds are valid
-         * @param[in] p_lower the lowest value of the feature @p p_feature for all data points
-         * @param[in] p_upper the maximum value of the feature @p p_feature for all data points
+         * @brief Construct new scaling factors struct with the provided values.
+         * @param[in] feature_index the feature index for which the bounds are valid
+         * @param[in] lower_bound the lowest value of the feature @p feature_index for all data points
+         * @param[in] upper_bound the maximum value of the feature @p feature_index for all data points
          */
-        factors(const size_type p_feature, const real_type p_lower, const real_type p_upper) :
-            feature{ p_feature }, lower{ p_lower }, upper{ p_upper } {}
+        factors(const size_type feature_index, const real_type lower_bound, const real_type upper_bound) :
+            feature{ feature_index }, lower{ lower_bound }, upper{ upper_bound } {}
 
         /// The feature index for which the scaling factors are valid.
         size_type feature{};
-        /// The lowest value of the feature for all data points.
+        /// The lowest value of the @p feature for all data points.
         real_type lower{};
-        /// The maximum value of the feature for all data points.
+        /// The maximum value of the @p feature for all data points.
         real_type upper{};
     };
 
     /**
      * @brief Create a new scaling class that can be used to scale all features of a data set to the interval [lower, upper].
-     * @param[in] lower the lower bound of all features
-     * @param[in] upper the upper bound of all features
+     * @param[in] lower the lower bound value of all features
+     * @param[in] upper the upper bound value of all features
      * @throws plssvm::data_set_exception if lower is greater or equal than upper
      */
     scaling(real_type lower, real_type upper);
     /**
      * @brief Read the scaling interval and factors from the provided file @p filename.
      * @param[in] filename the filename to read the scaling information from
+     * @throws plssvm::invalid_file_format_exception all exceptions thrown by the plssvm::detail::io::parse_scaling_factors function
      */
     scaling(const std::string &filename);
 
@@ -334,12 +371,13 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     }
 }
 
-////////////////////////////////////////////////////////////////////////////////
-////                       label mapper nested-class                        ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                      label mapper nested-class                                                      //
+//*************************************************************************************************************************************//
 
 /**
  * @brief Implements all necessary functionality to map arbitrary labels to labels usable by the C-SVMs.
+ * @details Currently maps all labels to { -1 , 1 }.
  */
 template <typename T, typename U>
 class data_set<T, U>::label_mapper {
@@ -348,7 +386,7 @@ class data_set<T, U>::label_mapper {
      * @brief Create a mapping from all labels to { -1 , 1 } and vice versa.
      * @param[in] labels the labels to map
      * @note Currently only binary classification is supported, i.e., only two different labels may be provided!
-     * @throws plssvm::data_set_exception only two different labels are currently supported
+     * @throws plssvm::data_set_exception if not exatcly two different labels are provided
      */
     explicit label_mapper(const std::vector<label_type> &labels);
 
@@ -372,7 +410,7 @@ class data_set<T, U>::label_mapper {
      */
     [[nodiscard]] size_type num_mappings() const noexcept;
     /**
-     * @brief Return the original labels of the current data set.
+     * @brief Return a vector containing the different, original labels of the current data set.
      * @return the original labels (`[[nodiscard]]`)
      */
     [[nodiscard]] std::vector<label_type> labels() const;
@@ -435,9 +473,9 @@ auto data_set<T, U>::label_mapper::labels() const -> std::vector<label_type> {
     return available_labels;
 }
 
-////////////////////////////////////////////////////////////////////////////////
-////                             data_set class                             ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                           data set class                                                            //
+//*************************************************************************************************************************************//
 
 template <typename T, typename U>
 data_set<T, U>::data_set(const std::string &filename) {
@@ -585,14 +623,15 @@ auto data_set<T, U>::scaling_factors() const noexcept -> optional_ref<const scal
     return std::nullopt;
 }
 
-////////////////////////////////////////////////////////////////////////////////
-////                        PRIVATE MEMBER FUNCTIONS                        ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                      PRIVATE MEMBER FUNCTIONS                                                       //
+//*************************************************************************************************************************************//
 
 template <typename T, typename U>
 void data_set<T, U>::create_mapping() {
     PLSSVM_ASSERT(labels_ptr_ != nullptr, "Can't create mapping if no labels are provided!");
 
+    // create label mapping
     label_mapper mapper{ *labels_ptr_ };
 
     // convert input labels to now mapped values
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 35de7c3c4..9a67a654f 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -13,12 +13,14 @@
 #define PLSSVM_DEFAULT_VALUE_HPP_
 #pragma once
 
+#include "plssvm/detail/type_traits.hpp"  // PLSSVM_REQUIRES
+
 #include <cstddef>      // std::size_t
 #include <functional>   // std::hash
 #include <istream>      // std::istream
 #include <ostream>      // std::ostream
 #include <type_traits>  // std::is_nothrow_default_constructible_v, std::is_nothrow_move_constructible_v, std::is_nothrow_move_assignable_v, std::is_nothrow_swappable_v,
-                        // std::enable_if_t, std::is_convertible_v, std::true_type, std::false_type, std::remove_reference_t, std::remove_cv_t
+                        // std::is_convertible_v, std::true_type, std::false_type, std::remove_reference_t, std::remove_cv_t
 #include <utility>      // std::move_if_noexcept, std::swap
 
 namespace plssvm {
@@ -28,23 +30,23 @@ namespace plssvm {
 //*************************************************************************************************************************************//
 
 /**
- * @brief This class denotes an explicit default value used to distinguish between the default value or user provided value in the `default_value`class.
+ * @brief This class denotes an explicit default value initialization used to distinguish between the default value or user provided initialization in the `default_value` class.
  * @tparam T the type of the default value
  */
 template <typename T>
 struct default_init {
     /**
-     * @brief Default construct the default value.
+     * @brief Default construct the default initialization value.
      */
     constexpr default_init() noexcept(std::is_nothrow_default_constructible_v<T>) = default;
     /**
-     * @brief Set the default value to @p val.
-     * @param[in] val the explicit default value
+     * @brief Set the initialization value to @p val.
+     * @param[in] val the explicit default initialization value
      */
     constexpr explicit default_init(T val) noexcept(std::is_nothrow_move_constructible_v<T>) :
         value{ std::move_if_noexcept(val) } {}
 
-    /// The explicit default value.
+    /// The explicit default initialization value.
     T value;
 };
 
@@ -70,7 +72,7 @@ class default_value {
     using value_type = T;
 
     /**
-     * @brief Construct a default_value object using the provided **default** value.
+     * @brief Copy construct a default_value object using the provided **default** value.
      * @details Afterward, `is_default()` will return `true`!
      * @param[in] default_val set the default value of this default_value wrapper
      */
@@ -78,6 +80,7 @@ class default_value {
         default_init_{ std::move_if_noexcept(default_val) } {}
     /**
      * @brief **Override** the previously provided default value with the new, non-default value.
+     * @details Afterward, `is_default()` will return `false`!
      * @param[in] non_default_val the non-default value
      * @return `*this`
      */
@@ -93,7 +96,7 @@ class default_value {
      * @param[in] other the other default_value potentially wrapping another type
      * @note `U` must be convertible to `value_type`!
      */
-    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    template <typename U, PLSSVM_REQUIRES(std::is_convertible_v<U, value_type>)>
     constexpr explicit default_value(const default_value<U> &other) noexcept(std::is_nothrow_copy_constructible_v<U>) :
         value_{ static_cast<value_type>(other.value_) },
         use_default_init_{ other.use_default_init_ },
@@ -104,7 +107,7 @@ class default_value {
      * @param[in,out] other the other default_value potentially wrapping another type
      * @note `U` must be convertible to `value_type`!
      */
-    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    template <typename U, PLSSVM_REQUIRES(std::is_convertible_v<U, value_type>)>
     constexpr explicit default_value(default_value<U> &&other) noexcept(std::is_nothrow_move_constructible_v<U>) :
         value_{ static_cast<value_type>(std::move_if_noexcept(other.value_)) },
         use_default_init_{ other.use_default_init_ },
@@ -116,7 +119,7 @@ class default_value {
      * @note `U` must be convertible to `value_type`!
      * @return `*this`
      */
-    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    template <typename U, PLSSVM_REQUIRES(std::is_convertible_v<U, value_type>)>
     constexpr default_value &operator=(const default_value<U> &other) noexcept(std::is_nothrow_copy_assignable_v<U>) {
         value_ = static_cast<value_type>(other.value_);
         use_default_init_ = other.use_default_init_;
@@ -130,7 +133,7 @@ class default_value {
      * @note `U` must be convertible to `value_type`!
      * @return `*this`
      */
-    template <typename U, std::enable_if_t<std::is_convertible_v<U, value_type>, bool> = true>
+    template <typename U, PLSSVM_REQUIRES(std::is_convertible_v<U, value_type>)>
     constexpr default_value &operator=(default_value<U> &&other) noexcept(std::is_nothrow_move_assignable_v<U>) {
         value_ = static_cast<value_type>(std::move_if_noexcept(other.value_));
         use_default_init_ = other.use_default_init_;
@@ -139,17 +142,16 @@ class default_value {
     }
 
     /**
-     * @brief Get the currently active value: the user provided value if provided, else the default value.
+     * @brief Get the currently active value: the user provided value if provided, otherwise the default value is returned.
      * @return the active value (`[[nodiscard]]`)
      */
     [[nodiscard]] constexpr const value_type &value() const noexcept {
         return this->is_default() ? default_init_.value : value_;
     }
     /**
-     * @brief Get the currently active value: the user provided value if provided, else the default value.
-     * @return the active value (`[[nodiscard]]`)
+     * @copydoc plssvm::default_value::value()
      */
-    [[nodiscard]] operator const value_type &() const noexcept {
+    [[nodiscard]] constexpr operator const value_type &() const noexcept {
         return this->value();
     }
     /**
@@ -206,7 +208,7 @@ inline std::ostream &operator<<(std::ostream &out, const default_value<T> &val)
 }
 /**
  * @brief Use the input-stream @p in to initialize the default_value @p val.
- * @details Sets the user defined value, i.e., `is_default()` will return `false` and the default value will **not** be used.
+ * @details Sets the user defined value, i.e., `plssvm::default_value::is_default()` will return `false` and the default value will **not** be used.
  * @tparam T the type of the wrapped value
  * @param[in,out] in input-stream to extract the wrapped default_value value from
  * @param[in] val the default_value
@@ -296,6 +298,7 @@ template <typename T>
     return !(lhs < rhs);
 }
 
+/// @cond Doxygen_suppress
 namespace detail {
 
 /**
@@ -314,17 +317,16 @@ template <typename T>
 struct is_default_value<default_value<T>> : std::true_type {};
 
 }  // namespace detail
+/// @endcond
 
 /**
- * @brief Test whether the given type @p T is of type `plssvm::default_value` ignoring all const, volatile, and reference qualifiers.
- * @details Inherits from `std::false_type`.
+ * @brief Test whether the given type @p T is of type `plssvm::default_value` ignoring all top-level const, volatile, and reference qualifiers.
  * @tparam T the type to check whether it is a `plssvm::default_value`
  */
 template <typename T>
 struct is_default_value : detail::is_default_value<std::remove_cv_t<std::remove_reference_t<T>>> {};  // can't use detail::remove_cvref_t because of circular dependencies
-
 /**
- * @brief Test whether the given type @p T is of type `plssvm::default_value`.
+ * @brief Test whether the given type @p T is of type `plssvm::default_value` ignoring all top-level const, volatile, and reference qualifiers.
  * @details A shorthand for `plssvm::is_default_value<T>::value`.
  */
 template <typename T>
@@ -342,6 +344,7 @@ template <typename T>
 struct hash<plssvm::default_value<T>> {
     /**
      * @brief Overload the function call operator for a default_value.
+     * @details Hashes the currently active value of @p val using its default hash function.
      * @param[in] val the default_value to hash
      * @return the hash value of @p val
      */
diff --git a/include/plssvm/detail/type_traits.hpp b/include/plssvm/detail/type_traits.hpp
index 33fbc9a39..24ec224ba 100644
--- a/include/plssvm/detail/type_traits.hpp
+++ b/include/plssvm/detail/type_traits.hpp
@@ -20,12 +20,18 @@
 #include <map>            // std::map, std::multimap
 #include <set>            // std::set, std::multiset
 #include <type_traits>    // std::remove_cv_t, std::remove_reference_t
+#include <type_traits>    // std::enable_if_t
 #include <unordered_map>  // std::unordered_map, std::unordered_multimap
 #include <unordered_set>  // std::unordered_set, std::unordered_multiset
 #include <vector>         // std:.vector
 
 namespace plssvm::detail {
 
+/**
+ * @brief A shorthand macro for the `std::enable_if_t` type trait.
+ */
+#define PLSSVM_REQUIRES(...) std::enable_if_t<__VA_ARGS__, bool> = true
+
 /**
  * @brief Type-dependent expression that always evaluates to `false`.
  */
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 7e21025f4..1b3dc0e91 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -23,18 +23,13 @@
 #include <set>            // std::set
 #include <string>         // std::string
 #include <tuple>          // std::forward_as_tuple, std::get
-#include <type_traits>    // std::underlying_type_t, std::is_enum_v, std::enable_if_t
+#include <type_traits>    // std::underlying_type_t, std::is_enum_v
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
 
 namespace plssvm::detail {
 
-/**
- * @brief A shorthand macro for the `std::enable_if_t` type trait.
- */
-#define PLSSVM_REQUIRES(...) std::enable_if_t<__VA_ARGS__, bool> = true
-
 /**
  * @brief Invokes undefined behavior. Used to mark code paths that may never be reachable.
  */
diff --git a/include/plssvm/file_format_types.hpp b/include/plssvm/file_format_types.hpp
index ffac6e3fa..1f94d56c3 100644
--- a/include/plssvm/file_format_types.hpp
+++ b/include/plssvm/file_format_types.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines all supported file formats.
+ * @brief Defines an enumeration holding all supported file formats.
  */
 
 #ifndef PLSSVM_FILE_FORMAT_TYPES_HPP_
diff --git a/include/plssvm/kernel_function_types.hpp b/include/plssvm/kernel_function_types.hpp
index 473171f8c..208d22f6a 100644
--- a/include/plssvm/kernel_function_types.hpp
+++ b/include/plssvm/kernel_function_types.hpp
@@ -6,11 +6,11 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines all available kernel types.
+ * @brief Defines an enumeration holding all possible kernel function types.
  */
 
-#ifndef PLSSVM_KERNEL_TYPES_HPP_
-#define PLSSVM_KERNEL_TYPES_HPP_
+#ifndef PLSSVM_KERNEL_FUNCTION_TYPES_HPP_
+#define PLSSVM_KERNEL_FUNCTION_TYPES_HPP_
 #pragma once
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
@@ -49,9 +49,9 @@ std::ostream &operator<<(std::ostream &out, kernel_function_type kernel);
  * @brief Return the mathematical representation of the kernel_type @p kernel.
  * @details Uses placeholders for the scalar values and vectors.
  * @param[in] kernel the kernel type
- * @return the mathematical representation of @p kernel
+ * @return the mathematical representation of @p kernel (`[[nodiscard]]`)
  */
-std::string_view kernel_function_type_to_math_string(kernel_function_type kernel) noexcept;
+[[nodiscard]] std::string_view kernel_function_type_to_math_string(kernel_function_type kernel) noexcept;
 
 /**
  * @brief Use the input-stream @p in to initialize the @p kernel type.
@@ -108,6 +108,7 @@ struct parameter;
  * @param[in] xi the first vector
  * @param[in] xj the second vector
  * @param[in] params class encapsulating the kernel type and kernel parameters
+ * @throws plssvm::unsupported_kernel_type_exception if the kernel function in @p params is not supported
  * @return the computed kernel function value (`[[nodiscard]]`)
  */
 template <typename real_type>
@@ -115,4 +116,4 @@ template <typename real_type>
 
 }  // namespace plssvm
 
-#endif  // PLSSVM_KERNEL_TYPES_HPP_
\ No newline at end of file
+#endif  // PLSSVM_KERNEL_FUNCTION_TYPES_HPP_
\ No newline at end of file
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 1168f947c..2448b3880 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -37,23 +37,22 @@ namespace plssvm {
 
 /**
  * @brief Implements a class encapsulating the result of a call to the SVM fit function. A model is used to predict the labels of a new data set.
- * @tparam T the floating point type of the data
- * @tparam U the type of the used labels
+ * @tparam T the floating point type of the data (must either be `float` or `double`)
+ * @tparam U the type of the used labels (must be an arithmetic type or `std:string`; default: `int`)
  */
 template <typename T, typename U = int>
 class model {
-    // real_type may only be a float or double
+    // make sure only valid template types are used
     static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
-    // the label_type may be any arithmetic type (except bool) or a string.
     static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
 
-    // plssvm::csvm needs the constructor
+    // plssvm::csvm needs the private constructor
     friend class csvm;
 
   public:
-    /// The floating point type used for the data.
+    /// The type of the data points: either `float` or `double`.
     using real_type = T;
-    /// The type of the used labels.
+    /// The type of the labels: any arithmetic type or `std::string`.
     using label_type = U;
     /// The unsigned size type.
     using size_type = std::size_t;
@@ -61,6 +60,7 @@ class model {
     /**
      * @brief Read a previously learned model from the LIBSVM model file @p filename.
      * @param[in] filename the model file to read
+     * @throws plssvm::invalid_file_format_exception all exceptions thrown by plssvm::detail::io::parse_libsvm_model_header and plssvm::detail::io::parse_libsvm_data
      */
     explicit model(const std::string &filename);
 
@@ -76,7 +76,7 @@ class model {
      */
     [[nodiscard]] size_type num_support_vectors() const noexcept { return num_support_vectors_; }
     /**
-     * @brief The number of features of the support vectors used in this model
+     * @brief The number of features of the support vectors used in this model.
      * @return the number of features (`[[nodiscard]]`)
      */
     [[nodiscard]] size_type num_features() const noexcept { return num_features_; }
@@ -88,11 +88,13 @@ class model {
     [[nodiscard]] const parameter &get_params() const noexcept { return params_; }
     /**
      * @brief The support vectors representing the learned model.
+     * @details The support vectors are of dimension `num_support_vectors()` x `num_features()`.
      * @return the support vectors (`[[nodiscard]]`)
      */
     [[nodiscard]] const std::vector<std::vector<real_type>> &support_vectors() const noexcept { return data_.data(); }
     /**
-     * The learned weights for the support vectors.
+     * @brief The learned weights for the support vectors.
+     * @details It is of size `num_support_vectors()`.
      * @return the weights (`[[nodiscard]]`)
      */
     [[nodiscard]] const std::vector<real_type> &weights() const noexcept {
@@ -109,6 +111,7 @@ class model {
     /**
      * @brief Create a new model using the SVM parameter @p params and the @p data.
      * @details Default initializes the weights, i.e., no weights have currently been learned.
+     * @note This constructor may only be used in the befriended base C-SVM class!
      * @param[in] params the SVM parameters used to learn this model
      * @param[in] data the data used to learn this model
      */
@@ -130,7 +133,7 @@ class model {
 
     /**
      * @brief A vector used to speedup the prediction in case of the linear kernel function.
-     * @details Will be reused be subsequent calls to `plssvm::csvm::fit`/`plssvm::csvm::score` with the same `plssvm::model`.
+     * @details Will be reused by subsequent calls to `plssvm::csvm::fit`/`plssvm::csvm::score` with the same `plssvm::model`.
      * @note Must be initialized to an empty vector instead of a `nullptr` in order to be passable as const reference.
      */
     std::shared_ptr<std::vector<real_type>> w_{ std::make_shared<std::vector<real_type>>() };
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 3881b010e..4e99cfa95 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -15,6 +15,7 @@
 
 #include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::is_default_value_v
 #include "plssvm/detail/type_traits.hpp"     // plssvm::detail::{remove_cvref_t, always_false_v}
+#include "plssvm/detail/type_traits.hpp"     // PLSSVM_REQUIRES
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::unreachable
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 
@@ -22,13 +23,14 @@
 #include "fmt/ostream.h"  // be able to output custom types with an operator<< overload using fmt
 #include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT, igor::parser, igor::has_unnamed_arguments, igor::has_other_than
 
-#include <iosfwd>       // forward declare std::ostream
-#include <iostream>     // std::clog, std::endl
+#include <iostream>     // std::clog, std::endl, std::ostream
 #include <string_view>  // std::string_view
 #include <type_traits>  // std::is_same_v, std::is_convertible_v
+#include <utility>      // std::forward
 
 namespace plssvm {
 
+/// @cond Doxygen_suppress
 // create named arguments
 /// Create a named argument for the `kernel` SVM parameter.
 IGOR_MAKE_NAMED_ARGUMENT(kernel_type);
@@ -48,6 +50,7 @@ IGOR_MAKE_NAMED_ARGUMENT(max_iter);
 IGOR_MAKE_NAMED_ARGUMENT(sycl_implementation_type);
 /// Create a named argument for the SYCL backend specific kernel invocation type (nd_range or hierarchical).
 IGOR_MAKE_NAMED_ARGUMENT(sycl_kernel_invocation_type);
+/// @endcond
 
 namespace detail {
 
@@ -72,10 +75,10 @@ constexpr bool has_only_sycl_parameter_named_args_v = !igor::has_other_than<Args
 /**
  * @brief Parse the value hold be @p named_arg and return it converted to the @p ExpectedType.
  * @tparam ExpectedType the type the value of the named argument should be converted to
- * @tparam IgorParser the type of the named argument parser
- * @tparam NamedArgType the type of the named argument (necessary since their are struct tags)
- * @param[in] parser the named argument parser
- * @param[in] named_arg the named argument
+ * @tparam IgorParser the type of the named-parameter parser
+ * @tparam NamedArgType the type of the named-parameter (necessary since they are struct tags)
+ * @param[in] parser the named-parameter parser
+ * @param[in] named_arg the named-parameter argument
  * @return the value of @p named_arg converted to @p ExpectedType (`[[nodiscard]]`)
  */
 template <typename ExpectedType, typename IgorParser, typename NamedArgType>
@@ -90,14 +93,14 @@ ExpectedType get_value_from_named_parameter(const IgorParser &parser, const Name
         // an unwrapped value has been provided (e.g., double)
         return static_cast<ExpectedType>(parser(named_arg));
     } else {
-        static_assert(detail::always_false_v<ExpectedType>, "The named parameter must be of type plssvm::default_value or a built-in type!");
+        static_assert(detail::always_false_v<ExpectedType>, "The named parameter must be of type plssvm::default_value or a fundamental type!");
     }
-    // may never been reached
+    // may never be reached
     detail::unreachable();
 }
 
 /**
- * @brief Base class for encapsulating all important C-SVM parameters.
+ * @brief Class for encapsulating all important C-SVM parameters.
  * @tparam T the used real_type, must either be `float` or `double`
  */
 template <typename T>
@@ -108,7 +111,7 @@ struct parameter {
     /// The type of the data. Must be either `float` or `double`.
     using real_type = T;
 
-    /**double
+    /**
      * @brief Default construct a parameter set, i.e., each SVM parameter has its default value.
      */
     constexpr parameter() noexcept = default;
@@ -130,7 +133,7 @@ struct parameter {
     }
 
     /**
-     * @brief Construct a parameter by using the values in @p params and overwriting all values using the provided named arguments.
+     * @brief Construct a parameter by using the values in @p params and overwriting all values using the provided named-parameters.
      * @tparam Args the type of the named-parameters
      * @param[in] params the parameters used to overwrite the default values
      * @param[in] named_args the potential named-parameters
@@ -142,7 +145,7 @@ struct parameter {
     }
 
     /**
-     * @brief Construct a parameter set by overwriting the SVM parameters' default values that are provided using named arguments.
+     * @brief Construct a parameter set by overwriting the SVM parameters' default values that are provided using named-parameters.
      * @tparam Args the type of the named-parameters
      * @param[in] named_args the potential named-parameters
      */
@@ -151,7 +154,7 @@ struct parameter {
         this->set_named_arguments(std::forward<Args>(named_args)...);
     }
 
-    /// The used kernel function: linear, polynomial or radial basis functions (rbf).
+    /// The used kernel function: linear, polynomial, or radial basis functions (rbf).
     default_value<kernel_function_type> kernel_type{ default_init<kernel_function_type>{ kernel_function_type::linear } };
     /// The degree parameter used in the polynomial kernel function.
     default_value<int> degree{ default_init<int>{ 3 } };
@@ -183,7 +186,7 @@ struct parameter {
      * @details Compares the member variables based on the `kernel`, i.e., for example for the rbf kernel both parameter sets
      *          must **only** have the same `gamma` and `cost` values **but** may differ in the values of `degree` or `coef0`.
      *          If all members should be compared regardless of the kernel type, one can use the operator== overload.
-     * @param[in] other the other parameter set to compare this one with
+     * @param[in] other the other parameter set compared to this one
      * @return `true` if both parameter sets are equivalent, `false` otherwise (`[[nodiscard]]`)
      */
     [[nodiscard]] constexpr bool equivalent(const parameter &other) const noexcept {
@@ -206,7 +209,7 @@ struct parameter {
 
   private:
     /**
-     * @brief Overwrite the default values of this parameter object with the potential provided named arguments @p named_args.
+     * @brief Overwrite the default values of this parameter object with the potential provided named-parameters @p named_args.
      * @tparam Args the type of the named-parameters
      * @param[in] named_args the potential named-parameters
      */
@@ -219,8 +222,7 @@ struct parameter {
         // compile time check: each named parameter must only be passed once
         static_assert(!parser.has_duplicates(), "Can only use each named parameter once!");
         // compile time check: only some named parameters are allowed
-        static_assert(!parser.has_other_than(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost,
-                                             plssvm::sycl_implementation_type, plssvm::sycl_kernel_invocation_type),
+        static_assert(!parser.has_other_than(plssvm::kernel_type, plssvm::gamma, plssvm::degree, plssvm::coef0, plssvm::cost, plssvm::sycl_implementation_type, plssvm::sycl_kernel_invocation_type),
                       "An illegal named parameter has been passed!");
 
         // shorthand function for emitting a warning if a provided parameter is not used by the current kernel function
@@ -293,7 +295,7 @@ template <typename T>
 }
 
 /**
- * @brief Checks whether the two parameter sets @p lhs and @p rhs ares **equivalent**.
+ * @brief Checks whether the two parameter sets @p lhs and @p rhs are **equivalent**.
  * @details Compares the member variables based on the `kernel`, i.e., for example for the rbf kernel both parameter sets
  *          must **only** have the same `gamma` and `cost` values **but** may differ in the values of `degree` or `coef0`.
  *          If all members should be compared regardless of the kernel type, one can use the operator== overload.
diff --git a/include/plssvm/target_platforms.hpp b/include/plssvm/target_platforms.hpp
index a20921c4c..cc373cdb2 100644
--- a/include/plssvm/target_platforms.hpp
+++ b/include/plssvm/target_platforms.hpp
@@ -6,7 +6,8 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines all possible targets. Can also include targets not available on the current target platform.
+ * @brief Defines an enumeration holding all possible target platforms.
+ *        Can also include targets not available on the current target platform.
  */
 
 #ifndef PLSSVM_TARGET_PLATFORMS_HPP_
@@ -44,7 +45,7 @@ enum class target_platform {
 /**
  * @brief Return the default target platform given the available devices in @p platform_device_list.
  * @details Does not take the currently available backends into account!
- * @param[in] platform_device_list list of target_platforms found in the current setup, if no target_platforms are provided, queries all available target_platforms
+ * @param[in] platform_device_list list of target_platforms found in the current setup; if no target_platforms are provided, queries all available target_platforms
  * @return the default target_platform (`[[nodiscard]]`)
  */
 [[nodiscard]] target_platform determine_default_target_platform(const std::vector<target_platform> &platform_device_list = list_available_target_platforms());
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index f333d5eca..684c63cd5 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -9,6 +9,8 @@
  */
 
 #include "plssvm/core.hpp"
+#include "plssvm/detail/cmd/data_set_variants.hpp"
+#include "plssvm/detail/cmd/parser_predict.hpp"
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 658259014..f5e2ec86b 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -9,6 +9,8 @@
  */
 
 #include "plssvm/core.hpp"
+#include "plssvm/detail/cmd/data_set_variants.hpp"
+#include "plssvm/detail/cmd/parser_scale.hpp"
 
 #include "fmt/core.h"  // fmt::print, fmt::format
 
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 1400ade25..a87212ffb 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -9,6 +9,8 @@
  */
 
 #include "plssvm/core.hpp"
+#include "plssvm/detail/cmd/data_set_variants.hpp"
+#include "plssvm/detail/cmd/parser_train.hpp"
 
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // std::format
diff --git a/src/plssvm/backend_types.cpp b/src/plssvm/backend_types.cpp
index a23a96aa0..b214b3d3c 100644
--- a/src/plssvm/backend_types.cpp
+++ b/src/plssvm/backend_types.cpp
@@ -11,12 +11,10 @@
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::contains
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
-#include "plssvm/target_platforms.hpp"       // plssvm::list_available_target_platforms
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "fmt/ostream.h"  // be able to format types with an operator<< overload
 
-#include <algorithm>  // std::find
 #include <array>      // std::array
 #include <ios>        // std::ios::failbit
 #include <istream>    // std::istream
diff --git a/src/plssvm/kernel_function_types.cpp b/src/plssvm/kernel_function_types.cpp
index 97a4ba06b..741d817da 100644
--- a/src/plssvm/kernel_function_types.cpp
+++ b/src/plssvm/kernel_function_types.cpp
@@ -8,13 +8,20 @@
 
 #include "plssvm/kernel_function_types.hpp"
 
+#include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception
+#include "plssvm/parameter.hpp"              // plssvm::detail::parameter
 
-#include <ios>      // std::ios::failbit
-#include <istream>  // std::istream
-#include <ostream>  // std::ostream
-#include <string>   // std::string
+#include "fmt/core.h"  // fmt::format
+
+#include <ios>          // std::ios::failbit
+#include <istream>      // std::istream
+#include <ostream>      // std::ostream
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
 
 namespace plssvm {
 
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index d34523d05..8ae06705e 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -40,4 +40,4 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params) {
 template std::ostream &operator<<(std::ostream &, const parameter<float> &);
 template std::ostream &operator<<(std::ostream &, const parameter<double> &);
 
-}  // namespace plssvm
+}  // namespace plssvm::detail
diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index f7b13a76a..1861e3a42 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -17,6 +17,8 @@
 #include "naming.hpp"              // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
 #include "utility.hpp"             // util::{convert_to_string, convert_from_string}
 
+#include "fmt/core.h" // fmt::format
+#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::Contains
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE, TEST_P, INSTANTIATE_TEST_SUITE_P
 
 #include <sstream>  // std::istringstream
@@ -70,7 +72,13 @@ TEST(BackendType, minimal_available_backend) {
     EXPECT_GE(backends.size(), 2);
 
     // the automatic backend must always be present
-    EXPECT_TRUE(plssvm::detail::contains(backends, plssvm::backend_type::automatic));
+    EXPECT_THAT(backends, ::testing::Contains(plssvm::backend_type::automatic));
+}
+
+TEST(v, determine_default_backend_type) {
+    // the determined default backend must not be backend_type::automatic
+    const plssvm::backend_type backend = plssvm::determine_default_backend();
+    EXPECT_NE(backend, plssvm::backend_type::automatic);
 }
 
 using unsupported_combination_type = std::pair<std::vector<plssvm::backend_type>, std::vector<plssvm::target_platform>>;
@@ -113,6 +121,19 @@ INSTANTIATE_TEST_SUITE_P(BackendType, BackendTypeSupportedCombination, ::testing
 // clang-format on
 
 TEST(BackendType, csvm_to_backend_type) {
+    // test the type_trait
+    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::openmp::csvm>::value, plssvm::backend_type::openmp);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<const plssvm::cuda::csvm>::value, plssvm::backend_type::cuda);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::hip::csvm &>::value, plssvm::backend_type::hip);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<const plssvm::opencl::csvm &>::value, plssvm::backend_type::opencl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<volatile plssvm::sycl::csvm>::value, plssvm::backend_type::sycl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<const volatile plssvm::hipsycl::csvm>::value, plssvm::backend_type::sycl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<const volatile plssvm::dpcpp::csvm &>::value, plssvm::backend_type::sycl);
+
+    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::hipsycl::csvm>::impl, plssvm::sycl::implementation_type::hipsycl);
+    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::dpcpp::csvm>::impl, plssvm::sycl::implementation_type::dpcpp);
+}
+TEST(BackendType, csvm_to_backend_type_v) {
     // test the type_trait
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<plssvm::openmp::csvm>, plssvm::backend_type::openmp);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<const plssvm::cuda::csvm>, plssvm::backend_type::cuda);
@@ -121,7 +142,4 @@ TEST(BackendType, csvm_to_backend_type) {
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<volatile plssvm::sycl::csvm>, plssvm::backend_type::sycl);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::hipsycl::csvm>, plssvm::backend_type::sycl);
     EXPECT_EQ(plssvm::csvm_to_backend_type_v<const volatile plssvm::dpcpp::csvm &>, plssvm::backend_type::sycl);
-
-    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::hipsycl::csvm>::impl, plssvm::sycl::implementation_type::hipsycl);
-    EXPECT_EQ(plssvm::csvm_to_backend_type<plssvm::dpcpp::csvm>::impl, plssvm::sycl::implementation_type::dpcpp);
 }
\ No newline at end of file
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 17a4d7e7c..812bc03eb 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -10,25 +10,26 @@
 
 #include "mock_csvm.hpp"  // mock_csvm
 
-#include "plssvm/core.hpp"                   // necessary for type_traits
+#include "plssvm/core.hpp"                   // necessary for type_traits, plssvm::csvm_backend_exists, plssvm::csvm_backend_exists_v
 #include "plssvm/data_set.hpp"               // plssvm::data_set
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::parameter
 
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
-#include "naming.hpp"              // naming::{real_type_to_name, real_type_label_type_combination_to_name}
-#include "types_to_test.hpp"       // util::{real_type_gtest, real_type_label_type_combination_gtest}
+#include "naming.hpp"              // naming::real_type_label_type_combination_to_name
+#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, real_type_label_type_combination_gtest}
 #include "utility.hpp"             // util::{redirect_output, temporary_file, instantiate_template_file}
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_CALL
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_CALL, ::testing::{Test, An}
 
 #include <iostream>   // std::clog
 #include <sstream>    // std::stringstream
 #include <streambuf>  // std::streambuf
 #include <string>     // std::string
 #include <tuple>      // std::ignore
+#include <utility>    // std::pair
 #include <vector>     // std::vector
 
 class BaseCSVM : public ::testing::Test {};
@@ -53,8 +54,7 @@ TEST(BaseCSVM, construct_from_parameter) {
 
 TEST(BaseCSVM, construct_from_parameter_invalid_kernel_type) {
     // create parameter class
-    plssvm::parameter params{};
-    params.kernel_type = static_cast<plssvm::kernel_function_type>(3);
+    const plssvm::parameter params{ plssvm::kernel_type = static_cast<plssvm::kernel_function_type>(3) };
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid kernel type must throw
     EXPECT_THROW_WHAT(mock_csvm{ params },
@@ -63,9 +63,7 @@ TEST(BaseCSVM, construct_from_parameter_invalid_kernel_type) {
 }
 TEST(BaseCSVM, construct_from_parameter_invalid_gamma) {
     // create parameter class
-    plssvm::parameter params{};
-    params.kernel_type = plssvm::kernel_function_type::polynomial;
-    params.gamma = -1.0;
+    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial, plssvm::gamma = -1.0 };
 
     // creating a mock_csvm (since plssvm::csvm is pure virtual!) with an invalid value for gamma must throw
     EXPECT_THROW_WHAT(mock_csvm{ params },
@@ -75,8 +73,7 @@ TEST(BaseCSVM, construct_from_parameter_invalid_gamma) {
 
 TEST(BaseCSVM, construct_linear_from_named_parameters) {
     // correct parameters
-    plssvm::parameter params{};
-    params.cost = 2.0;
+    const plssvm::parameter params{ plssvm::cost = 2.0 };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
     const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = params.cost };
@@ -100,10 +97,7 @@ TEST(BaseCSVM, construct_polynomial_from_named_parameters) {
 }
 TEST(BaseCSVM, construct_rbf_from_named_parameters) {
     // correct parameters
-    plssvm::parameter params{};
-    params.kernel_type = plssvm::kernel_function_type::rbf;
-    params.gamma = 0.00001;
-    params.cost = 10.0;
+    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::rbf, plssvm::gamma = 0.00001, plssvm::cost = 10.0 };
 
     // create mock_csvm (since plssvm::csvm is pure virtual!)
     const mock_csvm csvm{ plssvm::kernel_type = params.kernel_type,
@@ -255,8 +249,7 @@ TYPED_TEST(BaseCSVMFit, fit) {
     // check whether the model has been created correctly
     EXPECT_EQ(model.num_support_vectors(), 5);
     EXPECT_EQ(model.num_features(), 4);
-    plssvm::parameter params{};
-    params.gamma = 1.0 / 4.0;
+    const plssvm::parameter params{ plssvm::gamma = 1.0 / 4.0 };
     EXPECT_EQ(model.get_params(), params);
     EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), training_data.data());
     EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), solve_system_of_linear_equations_fake_return<real_type>.first);
@@ -289,8 +282,7 @@ TYPED_TEST(BaseCSVMFit, fit_named_parameters) {
     // check whether the model has been created correctly
     EXPECT_EQ(model.num_support_vectors(), 5);
     EXPECT_EQ(model.num_features(), 4);
-    plssvm::parameter params{};
-    params.gamma = 1.0 / 4.0;
+    const plssvm::parameter params{ plssvm::gamma = 1.0 / 4.0 };
     EXPECT_EQ(model.get_params(), params);
     EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), training_data.data());
     EXPECT_FLOATING_POINT_VECTOR_EQ(model.weights(), solve_system_of_linear_equations_fake_return<real_type>.first);
@@ -581,43 +573,59 @@ TEST(BaseCSVM, csvm_backend_exists) {
     // test whether the given C-SVM backend exist
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::openmp::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists<plssvm::openmp::csvm>::value);
 #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::openmp::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::openmp::csvm>::value);
 #endif
 
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::cuda::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists<plssvm::cuda::csvm>::value);
 #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::cuda::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::cuda::csvm>::value);
 #endif
 
 #if defined(PLSSVM_HAS_HIP_BACKEND)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::hip::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists<plssvm::hip::csvm>::value);
 #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hip::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::hip::csvm>::value);
 #endif
 
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::opencl::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists<plssvm::opencl::csvm>::value);
 #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::opencl::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::opencl::csvm>::value);
 #endif
 
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::sycl::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists<plssvm::sycl::csvm>::value);
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists<plssvm::dpcpp::csvm>::value);
     #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::dpcpp::csvm>::value);
     #endif
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
     EXPECT_TRUE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+    EXPECT_TRUE(plssvm::csvm_backend_exists<plssvm::hipsycl::csvm>::value);
     #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::hipsycl::csvm>::value);
     #endif
 #else
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::sycl::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::sycl::csvm>::value);
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::dpcpp::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::dpcpp::csvm>::value);
     EXPECT_FALSE(plssvm::csvm_backend_exists_v<plssvm::hipsycl::csvm>);
+    EXPECT_FALSE(plssvm::csvm_backend_exists<plssvm::hipsycl::csvm>::value);
 #endif
 }
\ No newline at end of file
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index d5eed0eb9..c35514bb8 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -23,9 +23,16 @@
 #include "fmt/core.h"              // fmt::format
 #include "fmt/ostream.h"           // be able to format a plssvm::backend_type using fmt
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test, ::testing::Types, ::testing::internal::GetTypeName
+#include "gtest/gtest.h"           // TYPED_TEST_SUITE, TYPED_TEST, ::testing::{Test, Types, internal::GetTypeName}
 
-using csvm_types = ::testing::Types<plssvm::openmp::csvm, plssvm::cuda::csvm, plssvm::hip::csvm, plssvm::opencl::csvm, plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
+#include <string>  // std::string
+#include <tuple>   // std::ignore
+
+// clang-format off
+using csvm_types = ::testing::Types<plssvm::openmp::csvm,
+                                    plssvm::cuda::csvm, plssvm::hip::csvm, plssvm::opencl::csvm,
+                                    plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
+// clang-format on
 
 namespace testing::internal {  // dirty hack to have type names for incomplete types
 template <>
@@ -196,13 +203,11 @@ TYPED_TEST(SYCLCSVMFactory, factory_sycl_implementation) {
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
-                                            plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
-                                                                  plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
                                   plssvm::unsupported_backend_exception,
                                   ::testing::StartsWith(fmt::format("No {} backend available", backend)));
     }
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 4159a7a61..6cb614850 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -11,32 +11,28 @@
 #include "plssvm/data_set.hpp"
 
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::as_lowercase
+#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::data_set_exception
 #include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
-#include "plssvm/parameter.hpp"                 // plssvm::parameter
 
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_2D_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_NEAR
 #include "naming.hpp"              // naming::real_type_label_type_combination_to_name
 #include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, instantiate_template_file}
-#include "utility.hpp"             // util::{temporary_file, redirect_output, gtest_expect_floating_point_vector_near}
+#include "utility.hpp"             // util::{temporary_file, redirect_output}
 
-#include "gmock/gmock-matchers.h"  // ::testing::{ContainsRegex, StartsWith}
-#include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT, ASSERT_EQ, ASSERT_GT, TEST, TYPED_TEST, TYPED_TEST_SUITE
-                                   // ::testing::{Types, Test}
+#include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{ContainsRegex, StartsWith}
+#include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ASSERT_EQ, TEST, TYPED_TEST, TYPED_TEST_SUITE, ::testing::Test
 
 #include <cstddef>      // std::size_t
-#include <limits>       // std::numeric_limits::{lowest, max}
 #include <string>       // std::string
 #include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple, std::get
+#include <tuple>        // std::ignore, std::get
 #include <type_traits>  // std::is_same_v, std::is_integral_v
 #include <vector>       // std::vector
 
-////////////////////////////////////////////////////////////////////////////////
-////                          scaling nested-class                          ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                         scaling nested-class                                                        //
+//*************************************************************************************************************************************//
 
 template <typename T>
 class DataSetScaling : public ::testing::Test, private util::redirect_output {};
@@ -168,9 +164,9 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
     EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
 }
 
-////////////////////////////////////////////////////////////////////////////////
-////                       label mapper nested-class                        ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                      label mapper nested-class                                                      //
+//*************************************************************************************************************************************//
 
 template <typename T>
 class DataSetLabelMapper : public ::testing::Test {};
@@ -321,9 +317,9 @@ TYPED_TEST(DataSetLabelMapper, labels) {
     EXPECT_EQ(mapper.labels(), different_labels);
 }
 
-////////////////////////////////////////////////////////////////////////////////
-////                             data_set class                             ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                           data set class                                                            //
+//*************************************************************************************************************************************//
 
 template <typename T>
 const std::vector<std::vector<T>> correct_data_points = {
@@ -922,7 +918,7 @@ class DataSetSave : public ::testing::Test, private util::redirect_output, prote
         { T{ 3.1 }, T{ 3.2 }, T{ 3.3 }, T{ 3.4 } },
         { T{ 4.1 }, T{ 4.2 }, T{ 4.3 }, T{ 4.4 } }
     };
-    std::vector<U> label;
+    std::vector<U> label{};
 };
 TYPED_TEST_SUITE(DataSetSave, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 181720354..1542acde1 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -14,8 +14,8 @@
 #include "types_to_test.hpp"  // util::label_type_gtest
 #include "utility.hpp"        // util::{convert_to_string, convert_from_string}
 
-#include "gtest/gtest.h"  // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
-                          // ::testing::{Test, Types, WithParamInterface, Values, TestParamInfo}
+#include "gtest/gtest.h"  // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DOUBLE_EQ
+                          // ::testing::{Test, WithParamInterface, Values}
 
 #include <functional>   // std::hash
 #include <string>       // std::string
@@ -24,9 +24,9 @@
 #include <utility>      // std::move, std::swap
 #include <vector>       // std::vector
 
-////////////////////////////////////////////////////////////////////////////////
-////                              default_init                              ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                            default_init                                                             //
+//*************************************************************************************************************************************//
 
 template <typename T>
 class DefaultInitDefault : public ::testing::Test {};
@@ -67,9 +67,9 @@ TEST_P(DefaultInitString, explicit_construct) {
 }
 INSTANTIATE_TEST_SUITE_P(DefaultInitExplicit, DefaultInitString, ::testing::Values("", "foo", "bar", "baz", "Hello World"), naming::pretty_print_escaped_string<DefaultInitString>);
 
-////////////////////////////////////////////////////////////////////////////////
-////                              default_value                             ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                            default_value                                                            //
+//*************************************************************************************************************************************//
 
 TEST(DefaultValue, default_init) {
     // create default_value
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index ad1c41981..cc071a544 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -15,16 +15,15 @@
 #include "backends/compare.hpp"    // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_NEAR
 #include "naming.hpp"              // naming::real_type_to_name
-#include "utility.hpp"             // util::{convert_to_string, convert_from_string, util::generate_random_vector, gtest_assert_floating_point_near}
+#include "utility.hpp"             // util::{convert_to_string, convert_from_string, generate_random_vector}
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
 
-#include <algorithm>  // std::generate
-#include <array>      // std::array
-#include <cstddef>    // std::size_t
-#include <sstream>    // std::istringstream
-#include <tuple>      // std::ignore
-#include <vector>     // std::vector
+#include <array>    // std::array
+#include <cstddef>  // std::size_t
+#include <sstream>  // std::istringstream
+#include <tuple>    // std::ignore
+#include <vector>   // std::vector
 
 // check whether the plssvm::kernel_function_type -> std::string conversions are correct
 TEST(KernelType, to_string) {
diff --git a/tests/model.cpp b/tests/model.cpp
index 287a16287..205a1d9b5 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -10,16 +10,15 @@
 
 #include "plssvm/model.hpp"
 
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::{convert_to, split_as}
-#include "plssvm/parameter.hpp"                 // plssvm::parameter
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
 #include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
 #include "naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, instantiate_template_file}
-#include "utility.hpp"             // util::temporary_file, util::redirect_output
+#include "types_to_test.hpp"       // util::real_type_label_type_combination_gtest
+#include "utility.hpp"             // util::{temporary_file, redirect_output}
 
 #include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
-                          // ::testing::{Types, StaticAssertTypeEq, Test, TestWithParam, Values}
+                          // ::testing::{StaticAssertTypeEq, Test, TestWithParam, Values}
 
 #include <cstddef>      // std::size_t
 #include <regex>        // std::regex, std::regex_match, std::regex::extended
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index b2f4af12c..8a711041c 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -10,6 +10,9 @@
 
 #include "plssvm/parameter.hpp"
 
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+
 #include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ
 #include "naming.hpp"              // naming::real_type_to_name
 #include "utility.hpp"             // util::convert_to_string
@@ -130,6 +133,42 @@ TYPED_TEST(Parameter, construct_named_args) {
     EXPECT_FLOATING_POINT_EQ(param.cost.value(), real_type{ 0.05 });
     EXPECT_FLOATING_POINT_EQ(param.cost.get_default(), real_type{ 1.0 });
 }
+TYPED_TEST(Parameter, construct_parameter_and_named_args) {
+    using real_type = TypeParam;
+    // construct a parameter set
+    const plssvm::detail::parameter<real_type> param_base{
+        plssvm::kernel_type = plssvm::kernel_function_type::polynomial,
+        plssvm::cost = 0.05,
+        plssvm::gamma = -1.0
+    };
+
+    // create new parameter set using a previous parameter set together with some named parameters
+    const plssvm::detail::parameter<real_type> param{ param_base,
+                                                      plssvm::kernel_type = plssvm::kernel_function_type::rbf,
+                                                      plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::hipsycl,
+                                                      plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::hierarchical };
+
+    // test default values
+    EXPECT_FALSE(param.kernel_type.is_default());
+    EXPECT_EQ(param.kernel_type.value(), plssvm::kernel_function_type::rbf);
+    EXPECT_EQ(param.kernel_type.get_default(), plssvm::kernel_function_type::linear);
+
+    EXPECT_TRUE(param.degree.is_default());
+    EXPECT_EQ(param.degree.value(), 3);
+    EXPECT_EQ(param.degree.get_default(), 3);
+
+    EXPECT_FALSE(param.gamma.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.gamma.value(), real_type{ -1.0 });
+    EXPECT_FLOATING_POINT_EQ(param.gamma.get_default(), real_type{ 0.0 });
+
+    EXPECT_TRUE(param.coef0.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.coef0.value(), real_type{ 0.0 });
+    EXPECT_FLOATING_POINT_EQ(param.coef0.get_default(), real_type{ 0.0 });
+
+    EXPECT_FALSE(param.cost.is_default());
+    EXPECT_FLOATING_POINT_EQ(param.cost.value(), real_type{ 0.05 });
+    EXPECT_FLOATING_POINT_EQ(param.cost.get_default(), real_type{ 1.0 });
+}
 
 TEST(Parameter, conversion_double_to_float) {
     const plssvm::detail::parameter<double> from{};
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
index 5460f3d87..66ec11395 100644
--- a/tests/target_platforms.cpp
+++ b/tests/target_platforms.cpp
@@ -10,11 +10,10 @@
 
 #include "plssvm/target_platforms.hpp"
 
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
-
 #include "utility.hpp"  // util::{convert_to_string, convert_from_string}
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE
+#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::Contains
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_GE
 
 #include <sstream>  // std::istringstream
 #include <vector>   // std::vector
@@ -63,7 +62,7 @@ TEST(TargetPlatform, minimal_available_target_platform) {
     EXPECT_GE(platform.size(), 2);
 
     // the automatic backend must always be present
-    EXPECT_TRUE(plssvm::detail::contains(platform, plssvm::target_platform::automatic));
+    EXPECT_THAT(platform, ::testing::Contains(plssvm::target_platform::automatic));
 }
 
 TEST(TargetPlatform, determine_default_target_platform) {

From 59c66dbd26b6a5ef237edbf1451ea401e3221de2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 10:18:22 +0100
Subject: [PATCH 0545/1010] Move convert_to_string and convert_from_string
 functions to custom_test_macros header and wrap them in test macros.

---
 tests/backend_types.cpp                       | 42 ++++----
 tests/backends/OpenCL/detail/error_code.cpp   |  6 +-
 tests/backends/SYCL/implementation_type.cpp   | 26 ++---
 .../backends/SYCL/kernel_invocation_type.cpp  | 22 ++---
 tests/custom_test_macros.hpp                  | 97 +++++++++++++++++--
 tests/default_value.cpp                       | 22 ++---
 tests/detail/cmd/parser_predict.cpp           | 11 ++-
 tests/detail/cmd/parser_scale.cpp             | 11 ++-
 tests/detail/cmd/parser_train.cpp             | 12 +--
 tests/detail/execution_range.cpp              | 20 ++--
 tests/detail/layout.cpp                       | 18 ++--
 tests/file_format_types.cpp                   | 16 +--
 tests/kernel_function_types.cpp               | 30 +++---
 tests/parameter.cpp                           | 17 ++--
 tests/target_platforms.cpp                    | 34 +++----
 tests/utility.hpp                             | 28 +-----
 16 files changed, 237 insertions(+), 175 deletions(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index 1861e3a42..dcad9ab38 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -13,9 +13,8 @@
 #include "plssvm/core.hpp"            // namespace plssvm::sycl
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_THROW_WHAT
 #include "naming.hpp"              // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
-#include "utility.hpp"             // util::{convert_to_string, convert_from_string}
 
 #include "fmt/core.h" // fmt::format
 #include "gmock/gmock.h"  // EXPECT_THAT, ::testing::Contains
@@ -29,33 +28,34 @@
 // check whether the plssvm::backend_type -> std::string conversions are correct
 TEST(BackendType, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::automatic), "automatic");
-    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::openmp), "openmp");
-    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::cuda), "cuda");
-    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::hip), "hip");
-    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::opencl), "opencl");
-    EXPECT_EQ(util::convert_to_string(plssvm::backend_type::sycl), "sycl");
+    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::automatic, "automatic");
+    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::automatic, "automatic");
+    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::openmp, "openmp");
+    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::cuda, "cuda");
+    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::hip, "hip");
+    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::opencl, "opencl");
+    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::sycl, "sycl");
 }
 TEST(BackendType, to_string_unknown) {
     // check conversions to std::string from unknown backend_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::backend_type>(6)), "unknown");
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::backend_type>(6), "unknown");
 }
 
 // check whether the std::string -> plssvm::backend_type conversions are correct
 TEST(BackendType, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("automatic"), plssvm::backend_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("AUTOmatic"), plssvm::backend_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("openmp"), plssvm::backend_type::openmp);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("OpenMP"), plssvm::backend_type::openmp);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("cuda"), plssvm::backend_type::cuda);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("CUDA"), plssvm::backend_type::cuda);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("hip"), plssvm::backend_type::hip);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("HIP"), plssvm::backend_type::hip);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("opencl"), plssvm::backend_type::opencl);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("OpenCL"), plssvm::backend_type::opencl);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("sycl"), plssvm::backend_type::sycl);
-    EXPECT_EQ(util::convert_from_string<plssvm::backend_type>("SYCL"), plssvm::backend_type::sycl);
+    EXPECT_CONVERSION_FROM_STRING("automatic", plssvm::backend_type::automatic);
+    EXPECT_CONVERSION_FROM_STRING("AUTOmatic", plssvm::backend_type::automatic);
+    EXPECT_CONVERSION_FROM_STRING("openmp", plssvm::backend_type::openmp);
+    EXPECT_CONVERSION_FROM_STRING("OpenMP", plssvm::backend_type::openmp);
+    EXPECT_CONVERSION_FROM_STRING("cuda", plssvm::backend_type::cuda);
+    EXPECT_CONVERSION_FROM_STRING("CUDA", plssvm::backend_type::cuda);
+    EXPECT_CONVERSION_FROM_STRING("hip", plssvm::backend_type::hip);
+    EXPECT_CONVERSION_FROM_STRING("HIP", plssvm::backend_type::hip);
+    EXPECT_CONVERSION_FROM_STRING("opencl", plssvm::backend_type::opencl);
+    EXPECT_CONVERSION_FROM_STRING("OpenCL", plssvm::backend_type::opencl);
+    EXPECT_CONVERSION_FROM_STRING("sycl", plssvm::backend_type::sycl);
+    EXPECT_CONVERSION_FROM_STRING("SYCL", plssvm::backend_type::sycl);
 }
 TEST(BackendType, from_string_unknown) {
     // foo isn't a valid backend_type
diff --git a/tests/backends/OpenCL/detail/error_code.cpp b/tests/backends/OpenCL/detail/error_code.cpp
index 0fff057af..12e576427 100644
--- a/tests/backends/OpenCL/detail/error_code.cpp
+++ b/tests/backends/OpenCL/detail/error_code.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"
 
-#include "utility.hpp"  // util::convert_to_string
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 
 #include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
 
@@ -71,8 +71,8 @@ TEST(OpenCLErrorCode, operator_bool) {
 }
 
 TEST(OpenCLErrorCode, operator_ostream) {
-    EXPECT_EQ(util::convert_to_string(plssvm::opencl::detail::error_code{ CL_SUCCESS }), "0: CL_SUCCESS");
-    EXPECT_EQ(util::convert_to_string(plssvm::opencl::detail::error_code{ CL_DEVICE_NOT_FOUND }), "-1: CL_DEVICE_NOT_FOUND");
+    EXPECT_CONVERSION_TO_STRING(plssvm::opencl::detail::error_code{ CL_SUCCESS }, "0: CL_SUCCESS");
+    EXPECT_CONVERSION_TO_STRING(plssvm::opencl::detail::error_code{ CL_DEVICE_NOT_FOUND }, "-1: CL_DEVICE_NOT_FOUND");
 }
 TEST(OpenCLErrorCode, operator_equal) {
     // test two error codes for equality
diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index f05542830..70c84e284 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
 
@@ -19,26 +19,26 @@
 // check whether the plssvm::sycl::implementation_type -> std::string conversions are correct
 TEST(SYCLImplementationType, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::automatic), "automatic");
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::hipsycl), "hipsycl");
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl::implementation_type::dpcpp), "dpcpp");
+    EXPECT_CONVERSION_TO_STRING(plssvm::sycl::implementation_type::automatic, "automatic");
+    EXPECT_CONVERSION_TO_STRING(plssvm::sycl::implementation_type::hipsycl, "hipsycl");
+    EXPECT_CONVERSION_TO_STRING(plssvm::sycl::implementation_type::dpcpp, "dpcpp");
 }
 TEST(SYCLImplementationType, to_string_unknown) {
     // check conversions to std::string from unknown file_format_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl::implementation_type>(3)), "unknown");
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::sycl::implementation_type>(3), "unknown");
 }
 
 // check whether the std::string -> plssvm::sycl::implementation_type conversions are correct
 TEST(SYCLImplementationType, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("automatic"), plssvm::sycl::implementation_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("AUTOMATIC"), plssvm::sycl::implementation_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipsycl"), plssvm::sycl::implementation_type::hipsycl);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("hipSYCL"), plssvm::sycl::implementation_type::hipsycl);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpcpp"), plssvm::sycl::implementation_type::dpcpp);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPCPP"), plssvm::sycl::implementation_type::dpcpp);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("dpc++"), plssvm::sycl::implementation_type::dpcpp);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::implementation_type>("DPC++"), plssvm::sycl::implementation_type::dpcpp);
+    EXPECT_CONVERSION_FROM_STRING("automatic", plssvm::sycl::implementation_type::automatic);
+    EXPECT_CONVERSION_FROM_STRING("AUTOMATIC", plssvm::sycl::implementation_type::automatic);
+    EXPECT_CONVERSION_FROM_STRING("hipsycl", plssvm::sycl::implementation_type::hipsycl);
+    EXPECT_CONVERSION_FROM_STRING("hipSYCL", plssvm::sycl::implementation_type::hipsycl);
+    EXPECT_CONVERSION_FROM_STRING("dpcpp", plssvm::sycl::implementation_type::dpcpp);
+    EXPECT_CONVERSION_FROM_STRING("DPCPP", plssvm::sycl::implementation_type::dpcpp);
+    EXPECT_CONVERSION_FROM_STRING("dpc++", plssvm::sycl::implementation_type::dpcpp);
+    EXPECT_CONVERSION_FROM_STRING("DPC++", plssvm::sycl::implementation_type::dpcpp);
 }
 TEST(SYCLImplementationType, from_string_unknown) {
     // foo isn't a valid file_format_type
diff --git a/tests/backends/SYCL/kernel_invocation_type.cpp b/tests/backends/SYCL/kernel_invocation_type.cpp
index c8b61c373..bfcdc357d 100644
--- a/tests/backends/SYCL/kernel_invocation_type.cpp
+++ b/tests/backends/SYCL/kernel_invocation_type.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
 
@@ -19,24 +19,24 @@
 // check whether the plssvm::sycl::kernel_invocation_type -> std::string conversions are correct
 TEST(SYCLKernelInvocationType, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::automatic), "automatic");
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::nd_range), "nd_range");
-    EXPECT_EQ(util::convert_to_string(plssvm::sycl::kernel_invocation_type::hierarchical), "hierarchical");
+    EXPECT_CONVERSION_TO_STRING(plssvm::sycl::kernel_invocation_type::automatic, "automatic");
+    EXPECT_CONVERSION_TO_STRING(plssvm::sycl::kernel_invocation_type::nd_range, "nd_range");
+    EXPECT_CONVERSION_TO_STRING(plssvm::sycl::kernel_invocation_type::hierarchical, "hierarchical");
 }
 TEST(SYCLKernelInvocationType, to_string_unknown) {
     // check conversions to std::string from unknown file_format_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::sycl::kernel_invocation_type>(3)), "unknown");
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::sycl::kernel_invocation_type>(3), "unknown");
 }
 
 // check whether the std::string -> plssvm::sycl::kernel_invocation_type conversions are correct
 TEST(SYCLKernelInvocationType, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("automatic"), plssvm::sycl::kernel_invocation_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("AUTOMATIC"), plssvm::sycl::kernel_invocation_type::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("nd_range"), plssvm::sycl::kernel_invocation_type::nd_range);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("ND_RANGE"), plssvm::sycl::kernel_invocation_type::nd_range);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("hierarchical"), plssvm::sycl::kernel_invocation_type::hierarchical);
-    EXPECT_EQ(util::convert_from_string<plssvm::sycl::kernel_invocation_type>("HIERARCHICAL"), plssvm::sycl::kernel_invocation_type::hierarchical);
+    EXPECT_CONVERSION_FROM_STRING("automatic", plssvm::sycl::kernel_invocation_type::automatic);
+    EXPECT_CONVERSION_FROM_STRING("AUTOMATIC", plssvm::sycl::kernel_invocation_type::automatic);
+    EXPECT_CONVERSION_FROM_STRING("nd_range", plssvm::sycl::kernel_invocation_type::nd_range);
+    EXPECT_CONVERSION_FROM_STRING("ND_RANGE", plssvm::sycl::kernel_invocation_type::nd_range);
+    EXPECT_CONVERSION_FROM_STRING("hierarchical", plssvm::sycl::kernel_invocation_type::hierarchical);
+    EXPECT_CONVERSION_FROM_STRING("HIERARCHICAL", plssvm::sycl::kernel_invocation_type::hierarchical);
 }
 TEST(SYCLKernelInvocationType, from_string_unknown) {
     // foo isn't a valid file_format_type
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index bb3d7ffb1..6aaf35ac7 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -23,6 +23,8 @@
 #include <cmath>        // std::abs
 #include <limits>       // std::numeric_limits::{epsilon, max, min}
 #include <type_traits>  // std::is_same_v
+#include <string_view>
+#include <string>
 
 namespace detail {
 
@@ -163,6 +165,54 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     }
 }
 
+/**
+ * @brief Tries to convert the @p value to a string using std::ostringstream. If it succeeds, compares the value to @p expected_str.
+ * @tparam T the type of the value to convert
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
+ * @param[in] value the value to convert to a string
+ * @param[in] expected_str the expected string representation of @p value
+ */
+template <typename T, bool expect>
+inline void convert_to_string(const T &value, const std::string_view expected_str) {
+    // convert value to a string
+    std::ostringstream output;
+    output << value;
+
+    // test if the failbit has been set
+    ASSERT_FALSE(output.fail());
+
+    // check if the conversion was successful
+    if constexpr (expect) {
+        EXPECT_EQ(output.str(), expected_str);
+    } else {
+        ASSERT_EQ(output.str(), expected_str);
+    }
+}
+/**
+ * @brief Tries to convert the string @p str to a value of type T using std::istringstream. If it succeeds, compares the value to @p expected_value.
+ * @tparam T the type to which the string should be converted
+ * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
+ * @param[in] str the string to convert to a value of type T
+ * @param[in] expected_value the expected value after conversion
+ */
+template <typename T, bool expect>
+inline void convert_from_string(const std::string &str, const T& expected_value) {
+    // convert a string to a value of type T
+    std::istringstream input{ str };
+    T value{};
+    input >> value;
+
+    // test if the failbit has been set
+    ASSERT_FALSE(input.fail());
+
+    // check if the conversion was successful
+    if constexpr (expect) {
+        EXPECT_EQ(value, expected_value);
+    } else {
+        ASSERT_EQ(value, expected_value);
+    }
+}
+
 }  // namespace detail
 
 /**
@@ -175,7 +225,7 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     detail::floating_point_eq<decltype(val1), true>(val1, val2)
 /**
  * @brief Check whether the two floating point values @p val1 and @p val2 are "equal".
- * @details Other tests in the test case are aborted even if this test fails.
+ * @details Other tests in the test case are aborted if this test fails.
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
@@ -192,7 +242,7 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     detail::floating_point_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
 /**
  * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal".
- * @details Other tests in the test case are aborted even if this test fails.
+ * @details Other tests in the test case are aborted if this test fails.
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
@@ -209,7 +259,7 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     detail::floating_point_2d_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
 /**
  * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal".
- * @details Other tests in the test case are aborted even if this test fails.
+ * @details Other tests in the test case are aborted if this test fails.
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
@@ -226,7 +276,7 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     detail::floating_point_near<decltype(val1), true>(val1, val2)
 /**
  * @brief Check whether the two floating point values @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
- * @details Other tests in the test case are aborted even if this test fails.
+ * @details Other tests in the test case are aborted if this test fails.
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
@@ -243,7 +293,7 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     detail::floating_point_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
 /**
  * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
- * @details Other tests in the test case are aborted even if this test fails.
+ * @details Other tests in the test case are aborted if this test fails.
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
@@ -260,13 +310,48 @@ inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val
     detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2)
 /**
  * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
- * @details Other tests in the test case are aborted even if this test fails.
+ * @details Other tests in the test case are aborted if this test fails.
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
 #define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2, msg) \
     detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
+
+/**
+ * @brief Tries to convert the @p val to a string. If it succeeds, compares the value to @p str.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val the value to convert to a string
+ * @param[in] str the expected string representation of @p value
+ */
+#define EXPECT_CONVERSION_TO_STRING(val, str) \
+    detail::convert_to_string<decltype(val), true>(val, str);
+/**
+ * @brief Tries to convert the @p val to a string. If it succeeds, compares the value to @p str.
+ * @details Other tests in the test case are aborted if this test fails.
+ * @param[in] val the value to convert to a string
+ * @param[in] str the expected string representation of @p value
+ */
+#define ASSERT_CONVERSION_TO_STRING(val, str) \
+    detail::convert_to_string<decltype(val), false>(val, str);
+
+/**
+ * @brief Tries to convert the string @p str to a value of type `decltype(T)`. If it succeeds, compares the value to @p val.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] str the string to convert to a value of type T
+ * @param[in] val the expected value after conversion
+ */
+#define EXPECT_CONVERSION_FROM_STRING(str, val) \
+    detail::convert_from_string<decltype(val), true>(str, val);
+/**
+ * @brief Tries to convert the string @p str to a value of type `decltype(T)`. If it succeeds, compares the value to @p val.
+ * @details Other tests in the test case are aborted if this test fails.
+ * @param[in] str the string to convert to a value of type T
+ * @param[in] val the expected value after conversion
+ */
+#define ASSERT_CONVERSION_FROM_STRING(str, val) \
+    detail::convert_from_string<decltype(val), false>(str, val);
+
 /**
  * @brief Check whether @p statement throws an exception of type @p expected_exception and the exception's `what()` message matches the GTest @p matcher.
  * @details Succeeds only if the exception type **and** message match.
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 1542acde1..427e854e3 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -10,9 +10,9 @@
 
 #include "plssvm/default_value.hpp"
 
-#include "naming.hpp"         // naming::label_type_to_name
-#include "types_to_test.hpp"  // util::label_type_gtest
-#include "utility.hpp"        // util::{convert_to_string, convert_from_string}
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
+#include "naming.hpp"              // naming::label_type_to_name
+#include "types_to_test.hpp"       // util::label_type_gtest
 
 #include "gtest/gtest.h"  // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DOUBLE_EQ
                           // ::testing::{Test, WithParamInterface, Values}
@@ -338,34 +338,34 @@ TEST(DefaultValue, reset_non_default) {
 
 TEST(DefaultValue, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ 1 } }), "1");
-    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ 3.1415 } }), "3.1415");
-    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ -4 } }), "-4");
-    EXPECT_EQ(util::convert_to_string(plssvm::default_value{ plssvm::default_init{ "Hello World" } }), "Hello World");
+    EXPECT_CONVERSION_TO_STRING(plssvm::default_value{ plssvm::default_init{ 1 } }, "1");
+    EXPECT_CONVERSION_TO_STRING(plssvm::default_value{ plssvm::default_init{ 3.1415 } }, "3.1415");
+    EXPECT_CONVERSION_TO_STRING(plssvm::default_value{ plssvm::default_init{ -4 } }, "-4");
+    EXPECT_CONVERSION_TO_STRING(plssvm::default_value{ plssvm::default_init{ "Hello World" } }, "Hello World");
 }
 TEST(DefaultValue, from_string) {
     // check conversion from std::string
     plssvm::default_value<int> val1{};
     val1 = 1;
-    EXPECT_EQ(util::convert_from_string<plssvm::default_value<int>>("1"), val1);
+    EXPECT_CONVERSION_FROM_STRING("1", val1);
     EXPECT_FALSE(val1.is_default());
     EXPECT_EQ(val1.get_default(), 0);
 
     plssvm::default_value<double> val2{};
     val2 = 3.1415;
-    EXPECT_EQ(util::convert_from_string<plssvm::default_value<double>>("3.1415"), val2);
+    EXPECT_CONVERSION_FROM_STRING("3.1415", val2);
     EXPECT_FALSE(val2.is_default());
     EXPECT_DOUBLE_EQ(val2.get_default(), 0.0);
 
     plssvm::default_value<int> val3{ plssvm::default_init{ 42 } };
     val3 = -4;
-    EXPECT_EQ(util::convert_from_string<plssvm::default_value<int>>("-4"), val3);
+    EXPECT_CONVERSION_FROM_STRING("-4", val3);
     EXPECT_FALSE(val3.is_default());
     EXPECT_EQ(val3.get_default(), 42);
 
     plssvm::default_value<std::string> val4{};
     val4 = "foo";
-    EXPECT_EQ(util::convert_from_string<plssvm::default_value<std::string>>("foo"), val4);
+    EXPECT_CONVERSION_FROM_STRING("foo", val4);
     EXPECT_FALSE(val4.is_default());
     EXPECT_EQ(val4.get_default(), std::string{ "" });
 }
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 81e496a4b..d5761d047 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -12,9 +12,10 @@
 
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
-#include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
-#include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
-#include "utility.hpp"        // util::ParameterBase
+#include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
+#include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
+#include "../../utility.hpp"             // util::convert_from_string
+#include "utility.hpp"                   // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
@@ -58,7 +59,7 @@ TEST_F(ParserPredict, minimal_output) {
         "input file (data set): 'data.libsvm'\n"
         "input file (model): 'data.libsvm.model'\n"
         "output file (prediction): 'data.libsvm.predict'\n";
-    EXPECT_EQ(util::convert_to_string(parser), correct);
+    EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 TEST_F(ParserPredict, all_arguments) {
@@ -104,7 +105,7 @@ TEST_F(ParserPredict, all_arguments_output) {
         "input file (data set): 'data.libsvm'\n"
         "input file (model): 'data.libsvm.model'\n"
         "output file (prediction): 'data.libsvm.predict'\n";
-    EXPECT_EQ(util::convert_to_string(parser), correct);
+    EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 // test all command line parameter separately
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 194e6cde1..290333c1e 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -12,9 +12,10 @@
 
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
-#include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
-#include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
-#include "utility.hpp"        // util::ParameterBase
+#include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
+#include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
+#include "../../utility.hpp"             // util::convert_from_string
+#include "utility.hpp"                   // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
@@ -63,7 +64,7 @@ TEST_F(ParserScale, minimal_output) {
         "scaled file: 'data.libsvm.scaled'\n"
         "save file (scaling factors): ''\n"
         "restore file (scaling factors): ''\n";
-    EXPECT_EQ(util::convert_to_string(parser), correct);
+    EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 TEST_F(ParserScale, all_arguments) {
@@ -102,7 +103,7 @@ TEST_F(ParserScale, all_arguments_output) {
         "scaled file: 'data.libsvm.scaled'\n"
         "save file (scaling factors): 'data.libsvm.save'\n"
         "restore file (scaling factors): ''\n";
-    EXPECT_EQ(util::convert_to_string(parser), correct);
+    EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 // test all command line parameter separately
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index e5047966a..8231433e1 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -8,14 +8,14 @@
  * @brief Tests for the train cmd parameter parsing.
  */
 
-
 #include "plssvm/detail/cmd/parser_train.hpp"
 
 #include "plssvm/constants.hpp"  // plssvm::verbose
 
-#include "../../naming.hpp"   // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
-#include "../../utility.hpp"  // util::{convert_to_string, convert_from_string}
-#include "utility.hpp"        // util::ParameterBase
+#include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
+#include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
+#include "../../utility.hpp"             // util::convert_from_string
+#include "utility.hpp"                   // util::ParameterBase
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
@@ -68,7 +68,7 @@ TEST_F(ParserTrain, minimal_output) {
         "real_type: double (default)\n"
         "input file (data set): 'data.libsvm'\n"
         "output file (model): 'data.libsvm.model'\n";
-    EXPECT_EQ(util::convert_to_string(parser), correct);
+    EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 TEST_F(ParserTrain, all_arguments) {
@@ -131,7 +131,7 @@ TEST_F(ParserTrain, all_arguments_output) {
         "real_type: float\n"
         "input file (data set): 'data.libsvm'\n"
         "output file (model): 'data.libsvm.model'\n";
-    EXPECT_EQ(util::convert_to_string(parser), correct);
+    EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 // test all command line parameter separately
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
index c1da98aa0..2b3b9e937 100644
--- a/tests/detail/execution_range.cpp
+++ b/tests/detail/execution_range.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
 
-#include "../utility.hpp"  // util::convert_to_string
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_DEATH
 
@@ -77,15 +77,15 @@ TEST(ExecutionRange, array) {
 TEST(ExecutionRange, to_string) {
     using plssvm::detail::execution_range;
 
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 11 }, { 11 } }), "grid: [11, 1, 1]; block: [11, 1, 1]");
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 11 }, { 21, 22 } }), "grid: [11, 1, 1]; block: [21, 22, 1]");
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 11 }, { 31, 32, 33 } }), "grid: [11, 1, 1]; block: [31, 32, 33]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 11 }, { 11 } }), "grid: [11, 1, 1]; block: [11, 1, 1]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 11 }, { 21, 22 } }), "grid: [11, 1, 1]; block: [21, 22, 1]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 11 }, { 31, 32, 33 } }), "grid: [11, 1, 1]; block: [31, 32, 33]");
 
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 21, 22 }, { 11 } }), "grid: [21, 22, 1]; block: [11, 1, 1]");
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 21, 22 }, { 21, 22 } }), "grid: [21, 22, 1]; block: [21, 22, 1]");
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 21, 22 }, { 31, 32, 33 } }), "grid: [21, 22, 1]; block: [31, 32, 33]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 21, 22 }, { 11 } }), "grid: [21, 22, 1]; block: [11, 1, 1]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 21, 22 }, { 21, 22 } }), "grid: [21, 22, 1]; block: [21, 22, 1]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 21, 22 }, { 31, 32, 33 } }), "grid: [21, 22, 1]; block: [31, 32, 33]");
 
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 31, 32, 33 }, { 11 } }), "grid: [31, 32, 33]; block: [11, 1, 1]");
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 31, 32, 33 }, { 21, 22 } }), "grid: [31, 32, 33]; block: [21, 22, 1]");
-    EXPECT_EQ(util::convert_to_string(execution_range{ { 31, 32, 33 }, { 31, 32, 33 } }), "grid: [31, 32, 33]; block: [31, 32, 33]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 31, 32, 33 }, { 11 } }), "grid: [31, 32, 33]; block: [11, 1, 1]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 31, 32, 33 }, { 21, 22 } }), "grid: [31, 32, 33]; block: [21, 22, 1]");
+    EXPECT_CONVERSION_TO_STRING((execution_range{ { 31, 32, 33 }, { 31, 32, 33 } }), "grid: [31, 32, 33]; block: [31, 32, 33]");
 }
\ No newline at end of file
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 540765d26..0442e03eb 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -10,10 +10,10 @@
 
 #include "plssvm/detail/layout.hpp"
 
-#include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
+#include "../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
 #include "../naming.hpp"              // util::real_type_to_name
 #include "../types_to_test.hpp"       // util::real_type_gtest
-#include "../utility.hpp"             // util::{convert_to_string, convert_from_string, redirect_output}
+#include "../utility.hpp"             // util::redirect_output
 
 #include "fmt/format.h"   // fmt::format, fmt::join
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
@@ -26,21 +26,21 @@
 // check whether the plssvm::detail::layout_type -> std::string conversions are correct
 TEST(Layout, to_string) {
     // check conversion to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::detail::layout_type::aos), "Array-of-Structs (AoS)");
-    EXPECT_EQ(util::convert_to_string(plssvm::detail::layout_type::soa), "Struct-of-Arrays (SoA)");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::aos, "Array-of-Structs (AoS)");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::soa, "Struct-of-Arrays (SoA)");
 }
 TEST(Layout, to_string_unknown) {
     // check conversions to std::string from unknown layout_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::detail::layout_type>(2)), "unknown");
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::detail::layout_type>(2), "unknown");
 }
 
 // check whether the std::string -> plssvm::detail::layout_type conversions are correct
 TEST(Layout, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("aos"), plssvm::detail::layout_type::aos);
-    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("Array-of-Structs"), plssvm::detail::layout_type::aos);
-    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("soa"), plssvm::detail::layout_type::soa);
-    EXPECT_EQ(util::convert_from_string<plssvm::detail::layout_type>("Struct-of-Arrays"), plssvm::detail::layout_type::soa);
+    EXPECT_CONVERSION_FROM_STRING("aos", plssvm::detail::layout_type::aos);
+    EXPECT_CONVERSION_FROM_STRING("Array-of-Structs", plssvm::detail::layout_type::aos);
+    EXPECT_CONVERSION_FROM_STRING("soa", plssvm::detail::layout_type::soa);
+    EXPECT_CONVERSION_FROM_STRING("Struct-of-Arrays", plssvm::detail::layout_type::soa);
 }
 TEST(Layout, from_string_unknown) {
     // foo isn't a valid layout_type
diff --git a/tests/file_format_types.cpp b/tests/file_format_types.cpp
index 0b559f32a..c077f447c 100644
--- a/tests/file_format_types.cpp
+++ b/tests/file_format_types.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/file_format_types.hpp"
 
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
 
@@ -19,21 +19,21 @@
 // check whether the plssvm::file_format_type -> std::string conversions are correct
 TEST(FileFormatType, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::file_format_type::libsvm), "libsvm");
-    EXPECT_EQ(util::convert_to_string(plssvm::file_format_type::arff), "arff");
+    EXPECT_CONVERSION_TO_STRING(plssvm::file_format_type::libsvm, "libsvm");
+    EXPECT_CONVERSION_TO_STRING(plssvm::file_format_type::arff, "arff");
 }
 TEST(FileFormatType, to_string_unknown) {
     // check conversions to std::string from unknown file_format_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::file_format_type>(2)), "unknown");
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::file_format_type>(2), "unknown");
 }
 
 // check whether the std::string -> plssvm::file_format_type conversions are correct
 TEST(FileFormatType, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("LIBSVM"), plssvm::file_format_type::libsvm);
-    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("libsvm"), plssvm::file_format_type::libsvm);
-    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("ARFF"), plssvm::file_format_type::arff);
-    EXPECT_EQ(util::convert_from_string<plssvm::file_format_type>("arff"), plssvm::file_format_type::arff);
+    EXPECT_CONVERSION_FROM_STRING("LIBSVM", plssvm::file_format_type::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("libsvm", plssvm::file_format_type::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("ARFF", plssvm::file_format_type::arff);
+    EXPECT_CONVERSION_FROM_STRING("arff", plssvm::file_format_type::arff);
 }
 TEST(FileFormatType, from_string_unknown) {
     // foo isn't a valid file_format_type
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index cc071a544..10243cb60 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -13,9 +13,9 @@
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
 #include "backends/compare.hpp"    // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_NEAR
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_NEAR
 #include "naming.hpp"              // naming::real_type_to_name
-#include "utility.hpp"             // util::{convert_to_string, convert_from_string, generate_random_vector}
+#include "utility.hpp"             // util::generate_random_vector
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
 
@@ -28,27 +28,27 @@
 // check whether the plssvm::kernel_function_type -> std::string conversions are correct
 TEST(KernelType, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::kernel_function_type::linear), "linear");
-    EXPECT_EQ(util::convert_to_string(plssvm::kernel_function_type::polynomial), "polynomial");
-    EXPECT_EQ(util::convert_to_string(plssvm::kernel_function_type::rbf), "rbf");
+    EXPECT_CONVERSION_TO_STRING(plssvm::kernel_function_type::linear, "linear");
+    EXPECT_CONVERSION_TO_STRING(plssvm::kernel_function_type::polynomial, "polynomial");
+    EXPECT_CONVERSION_TO_STRING(plssvm::kernel_function_type::rbf, "rbf");
 }
 TEST(KernelType, to_string_unknown) {
     // check conversions to std::string from unknown kernel_type
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::kernel_function_type>(3)), "unknown");
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::kernel_function_type>(3), "unknown");
 }
 
 // check whether the std::string -> plssvm::kernel_function_type conversions are correct
 TEST(KernelType, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("linear"), plssvm::kernel_function_type::linear);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("LINEAR"), plssvm::kernel_function_type::linear);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("0"), plssvm::kernel_function_type::linear);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("polynomial"), plssvm::kernel_function_type::polynomial);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("POLynomIAL"), plssvm::kernel_function_type::polynomial);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("1"), plssvm::kernel_function_type::polynomial);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("rbf"), plssvm::kernel_function_type::rbf);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("rBf"), plssvm::kernel_function_type::rbf);
-    EXPECT_EQ(util::convert_from_string<plssvm::kernel_function_type>("2"), plssvm::kernel_function_type::rbf);
+    EXPECT_CONVERSION_FROM_STRING("linear", plssvm::kernel_function_type::linear);
+    EXPECT_CONVERSION_FROM_STRING("LINEAR", plssvm::kernel_function_type::linear);
+    EXPECT_CONVERSION_FROM_STRING("0", plssvm::kernel_function_type::linear);
+    EXPECT_CONVERSION_FROM_STRING("polynomial", plssvm::kernel_function_type::polynomial);
+    EXPECT_CONVERSION_FROM_STRING("POLynomIAL", plssvm::kernel_function_type::polynomial);
+    EXPECT_CONVERSION_FROM_STRING("1", plssvm::kernel_function_type::polynomial);
+    EXPECT_CONVERSION_FROM_STRING("rbf", plssvm::kernel_function_type::rbf);
+    EXPECT_CONVERSION_FROM_STRING("rBf", plssvm::kernel_function_type::rbf);
+    EXPECT_CONVERSION_FROM_STRING("2", plssvm::kernel_function_type::rbf);
 }
 TEST(KernelType, from_string_unknown) {
     // foo isn't a valid kernel_type
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 8a711041c..001e4ce24 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -13,9 +13,8 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 
-#include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_FLOATING_POINT_EQ
 #include "naming.hpp"              // naming::real_type_to_name
-#include "utility.hpp"             // util::convert_to_string
 
 #include "fmt/core.h"  // fmt::format
 
@@ -326,11 +325,11 @@ TYPED_TEST(Parameter, to_string) {
     using real_type = TypeParam;
     // check conversions to std::string
     const plssvm::detail::parameter<real_type> param{ plssvm::kernel_function_type::linear, 3, 0.0, 0.0, 1.0 };
-    EXPECT_EQ(util::convert_to_string(param), fmt::format("kernel_type                 linear\n"
-                                                          "degree                      3\n"
-                                                          "gamma                       0\n"
-                                                          "coef0                       0\n"
-                                                          "cost                        1\n"
-                                                          "real_type                   {}\n",
-                                                          plssvm::detail::arithmetic_type_name<real_type>()));
+    EXPECT_CONVERSION_TO_STRING(param, fmt::format("kernel_type                 linear\n"
+                                                   "degree                      3\n"
+                                                   "gamma                       0\n"
+                                                   "coef0                       0\n"
+                                                   "cost                        1\n"
+                                                   "real_type                   {}\n",
+                                                   plssvm::detail::arithmetic_type_name<real_type>()));
 }
\ No newline at end of file
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
index 66ec11395..9de605644 100644
--- a/tests/target_platforms.cpp
+++ b/tests/target_platforms.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/target_platforms.hpp"
 
-#include "utility.hpp"  // util::{convert_to_string, convert_from_string}
+#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
 #include "gmock/gmock.h"  // EXPECT_THAT, ::testing::Contains
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_GE
@@ -21,30 +21,30 @@
 // check whether the plssvm::target_platform -> std::string conversions are correct
 TEST(TargetPlatform, to_string) {
     // check conversions to std::string
-    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::automatic), "automatic");
-    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::cpu), "cpu");
-    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::gpu_nvidia), "gpu_nvidia");
-    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::gpu_amd), "gpu_amd");
-    EXPECT_EQ(util::convert_to_string(plssvm::target_platform::gpu_intel), "gpu_intel");
+    EXPECT_CONVERSION_TO_STRING(plssvm::target_platform::automatic, "automatic");
+    EXPECT_CONVERSION_TO_STRING(plssvm::target_platform::cpu, "cpu");
+    EXPECT_CONVERSION_TO_STRING(plssvm::target_platform::gpu_nvidia, "gpu_nvidia");
+    EXPECT_CONVERSION_TO_STRING(plssvm::target_platform::gpu_amd, "gpu_amd");
+    EXPECT_CONVERSION_TO_STRING(plssvm::target_platform::gpu_intel, "gpu_intel");
 }
 TEST(TargetPlatform, to_string_unknown) {
     // check conversions to std::string from unknown target_platform
-    EXPECT_EQ(util::convert_to_string(static_cast<plssvm::target_platform>(5)), "unknown");
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::target_platform>(5), "unknown");
 }
 
 // check whether the std::string -> plssvm::target_platform conversions are correct
 TEST(TargetPlatform, from_string) {
     // check conversion from std::string
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("automatic"), plssvm::target_platform::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("AUTOmatic"), plssvm::target_platform::automatic);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("cpu"), plssvm::target_platform::cpu);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("CPU"), plssvm::target_platform::cpu);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("gpu_nvidia"), plssvm::target_platform::gpu_nvidia);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("GPU_NVIDIA"), plssvm::target_platform::gpu_nvidia);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("gpu_amd"), plssvm::target_platform::gpu_amd);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("GPU_AMD"), plssvm::target_platform::gpu_amd);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("gpu_intel"), plssvm::target_platform::gpu_intel);
-    EXPECT_EQ(util::convert_from_string<plssvm::target_platform>("GPU_INTEL"), plssvm::target_platform::gpu_intel);
+    EXPECT_CONVERSION_FROM_STRING("automatic", plssvm::target_platform::automatic);
+    EXPECT_CONVERSION_FROM_STRING("AUTOmatic", plssvm::target_platform::automatic);
+    EXPECT_CONVERSION_FROM_STRING("cpu", plssvm::target_platform::cpu);
+    EXPECT_CONVERSION_FROM_STRING("CPU", plssvm::target_platform::cpu);
+    EXPECT_CONVERSION_FROM_STRING("gpu_nvidia", plssvm::target_platform::gpu_nvidia);
+    EXPECT_CONVERSION_FROM_STRING("GPU_NVIDIA", plssvm::target_platform::gpu_nvidia);
+    EXPECT_CONVERSION_FROM_STRING("gpu_amd", plssvm::target_platform::gpu_amd);
+    EXPECT_CONVERSION_FROM_STRING("GPU_AMD", plssvm::target_platform::gpu_amd);
+    EXPECT_CONVERSION_FROM_STRING("gpu_intel", plssvm::target_platform::gpu_intel);
+    EXPECT_CONVERSION_FROM_STRING("GPU_INTEL", plssvm::target_platform::gpu_intel);
 }
 TEST(TargetPlatform, from_string_unknown) {
     // foo isn't a valid target_platform
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 35a0a858e..1f7268abb 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -68,7 +68,7 @@ class redirect_output {
 };
 
 /**
- * @brief A class encapsulating unique temporary file's name.
+ * @brief A class encapsulating an unique temporary file's name.
  * @details On UNIX systems use `mkstemp` to create a unique file in the temporary directory. On non-UNIX system create
  *          a file in the current directory using a random `unsigned long long` number.
  */
@@ -106,30 +106,11 @@ class temporary_file {
         std::filesystem::remove(filename);
     }
 
-    std::string filename;
+    std::string filename{};
 };
 
-/**
- * @brief Convert the parameter @p value to a std::string using a std::ostringstream.
- * @details Calls `ASSERT_FALSE` if the @p value couldn't be converted to its std::string representation.
- * @tparam T the type of the value that should be converted to a std::string
- * @param[in] value the value to convert
- * @return the std::string representation of @p value (`[[nodiscard]]`)
- */
-template <typename T>
-[[nodiscard]] inline std::string convert_to_string(const T &value) {
-    std::ostringstream output;
-    output << value;
-    // test if output was successful
-    [&]() {
-        // need immediate invoked lambda because of void return in ASSERT_FALSE
-        ASSERT_FALSE(output.fail());
-    }();
-    return output.str();
-}
 /**
  * @brief Convert the std::string @p str to a value of type T using a std::istringstream.
- * @details Calls `ASSERT_FALSE` if the @p str couldn't be converted to a value of type @p T.
  * @tparam T the type of the value to which the std::string should be converted
  * @param[in] str the std::string to convert
  * @return the value represented by @p value (`[[nodiscard]]`)
@@ -139,11 +120,6 @@ template <typename T>
     std::istringstream input{ str };
     T value{};
     input >> value;
-    // test if input was successful
-    [&]() {
-        // need immediate invoked lambda because of void return in ASSERT_FALSE
-        ASSERT_FALSE(input.fail());
-    }();
     return value;
 }
 

From 9e056fbc973d376f8378158ae07f979dcd64bcb4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 10:45:51 +0100
Subject: [PATCH 0546/1010] Make util::redirect_output more generic and,
 therefore, remove some code duplications.

---
 tests/backends/CUDA/cuda_csvm.cpp         |  2 +-
 tests/backends/HIP/hip_csvm.cpp           |  2 +-
 tests/backends/OpenCL/opencl_csvm.cpp     |  2 +-
 tests/backends/OpenMP/openmp_csvm.cpp     |  2 +-
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   |  2 +-
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp |  2 +-
 tests/backends/generic_csvm_tests.hpp     |  4 +--
 tests/csvm.cpp                            | 37 +++--------------------
 tests/csvm_factory.cpp                    |  2 +-
 tests/data_set.cpp                        |  8 ++---
 tests/detail/cmd/utility.hpp              |  2 +-
 tests/detail/io/libsvm_model_parsing.cpp  |  2 +-
 tests/detail/layout.cpp                   |  2 +-
 tests/model.cpp                           |  4 +--
 tests/utility.hpp                         | 29 ++++++++++++------
 15 files changed, 42 insertions(+), 60 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index b08721026..a70b29867 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -22,7 +22,7 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
 
-class CUDACSVM : public ::testing::Test, private util::redirect_output {};
+class CUDACSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
 TEST_F(CUDACSVM, construct_parameter) {
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index 39020860e..9e4f7dce9 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -23,7 +23,7 @@
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_NO_THROW
 
 
-class HIPCSVM : public ::testing::Test, private util::redirect_output {};
+class HIPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
 TEST_F(HIPCSVM, construct_parameter) {
diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index 3dd97ff6b..84d95cf91 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -18,7 +18,7 @@
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
 
-class OpenCLCSVM : public ::testing::Test, private util::redirect_output {};
+class OpenCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
 TEST_F(OpenCLCSVM, construct_parameter) {
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index d67f36837..4ac3480bf 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -28,7 +28,7 @@
 
 #include <vector>  // std::vector
 
-class OpenMPCSVM : public ::testing::Test, private util::redirect_output {};
+class OpenMPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
 TEST_F(OpenMPCSVM, construct_parameter) {
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index afa6ea7f9..9530962f9 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -22,7 +22,7 @@
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
 
-// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
+// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output<> {};
 //
 //// check whether the constructor correctly fails when using an incompatible target platform
 // TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 4186b0d70..c40f93c88 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -22,7 +22,7 @@
 
 #include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
 
-// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output {};
+// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output<> {};
 //
 //// check whether the constructor correctly fails when using an incompatible target platform
 // TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 6fd648ed9..37dd8a313 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -41,7 +41,7 @@
 // TODO: add non-trivial test
 
 template <typename T>
-class GenericCSVM : public ::testing::Test, protected util::redirect_output {};
+class GenericCSVM : public ::testing::Test, protected util::redirect_output<> {};
 TYPED_TEST_SUITE_P(GenericCSVM);
 
 TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
@@ -293,7 +293,7 @@ REGISTER_TYPED_TEST_SUITE_P(GenericCSVMDeathTest,
 // clang-format on
 
 template <typename T>
-class GenericGPUCSVM : public ::testing::Test, protected util::redirect_output {};
+class GenericGPUCSVM : public ::testing::Test, protected util::redirect_output<> {};
 TYPED_TEST_SUITE_P(GenericGPUCSVM);
 
 TYPED_TEST_P(GenericGPUCSVM, generate_q) {
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 812bc03eb..dcddff671 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -108,55 +108,26 @@ TEST(BaseCSVM, construct_rbf_from_named_parameters) {
     EXPECT_TRUE(csvm.get_params().equivalent(params));
 }
 
-class BaseCSVMWarning : public BaseCSVM {
-  public:
-    void start_capturing() {
-        sbuf = std::clog.rdbuf();
-        std::clog.rdbuf(buffer.rdbuf());
-    }
-    void end_capturing() {
-        std::clog.rdbuf(sbuf);
-        sbuf = nullptr;
-    }
-    std::string get_capture() {
-        return buffer.str();
-    }
-
-  private:
-    std::stringstream buffer{};
-    std::streambuf *sbuf{};
-};
+class BaseCSVMWarning : public BaseCSVM, protected util::redirect_output<&std::clog> {};
 
 TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_degree) {
     // start capture of std::clog
-    this->start_capturing();
-
     const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::degree = 2 };
-
     // end capture of std::clog
-    this->end_capturing();
 
     EXPECT_EQ(this->get_capture(), "degree parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
 TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_gamma) {
     // start capture of std::clog
-    this->start_capturing();
-
     const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
-
     // end capture of std::clog
-    this->end_capturing();
 
     EXPECT_EQ(this->get_capture(), "gamma parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
 TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
     // start capture of std::clog
-    this->start_capturing();
-
     const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
-
     // end capture of std::clog
-    this->end_capturing();
 
     EXPECT_EQ(this->get_capture(), "coef0 parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
@@ -219,7 +190,7 @@ TEST(BaseCSVM, set_params_from_named_parameters) {
 }
 
 template <typename T>
-class BaseCSVMFit : public BaseCSVM, private util::redirect_output, protected util::temporary_file {};
+class BaseCSVMFit : public BaseCSVM, private util::redirect_output<>, protected util::temporary_file {};
 TYPED_TEST_SUITE(BaseCSVMFit, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(BaseCSVMFit, fit) {
@@ -367,7 +338,7 @@ TYPED_TEST(BaseCSVMFit, fit_no_label) {
 }
 
 template <typename T>
-class BaseCSVMPredict : public BaseCSVM, private util::redirect_output {};
+class BaseCSVMPredict : public BaseCSVM, private util::redirect_output<> {};
 TYPED_TEST_SUITE(BaseCSVMPredict, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(BaseCSVMPredict, predict) {
@@ -438,7 +409,7 @@ TYPED_TEST(BaseCSVMPredict, predict_num_feature_mismatch) {
 }
 
 template <typename T>
-class BaseCSVMScore : public BaseCSVM, private util::redirect_output {};
+class BaseCSVMScore : public BaseCSVM, private util::redirect_output<> {};
 TYPED_TEST_SUITE(BaseCSVMScore, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(BaseCSVMScore, score_model) {
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index c35514bb8..5c0f15d1e 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -50,7 +50,7 @@ std::string GetTypeName<plssvm::hipsycl::csvm>() { return "sycl_hipsycl_csvm"; }
 }  // namespace testing::internal
 
 template <typename T>
-class CSVMFactory : public ::testing::Test, private util::redirect_output {};
+class CSVMFactory : public ::testing::Test, private util::redirect_output<> {};
 TYPED_TEST_SUITE(CSVMFactory, csvm_types);
 
 TYPED_TEST(CSVMFactory, factory_backend) {
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 6cb614850..2c99bf422 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -35,7 +35,7 @@
 //*************************************************************************************************************************************//
 
 template <typename T>
-class DataSetScaling : public ::testing::Test, private util::redirect_output {};
+class DataSetScaling : public ::testing::Test, private util::redirect_output<> {};
 TYPED_TEST_SUITE(DataSetScaling, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(DataSetScaling, default_construct_factor) {
@@ -341,7 +341,7 @@ std::vector<T> correct_different_labels() {
 }
 
 template <typename T>
-class DataSet : public ::testing::Test, private util::redirect_output, protected util::temporary_file {};
+class DataSet : public ::testing::Test, private util::redirect_output<>, protected util::temporary_file {};
 TYPED_TEST_SUITE(DataSet, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(DataSet, typedefs) {
@@ -902,7 +902,7 @@ TYPED_TEST(DataSet, construct_scaled_from_vector_with_label) {
 }
 
 template <typename TypeParam>
-class DataSetSave : public ::testing::Test, private util::redirect_output, protected util::temporary_file {
+class DataSetSave : public ::testing::Test, private util::redirect_output<>, protected util::temporary_file {
   protected:
     void SetUp() override {
         const auto [first_label, second_label] = util::get_distinct_label<U>();
@@ -1020,7 +1020,7 @@ TYPED_TEST(DataSetSave, save_arff_without_label) {
 }
 
 template <typename TypeParam>
-class DataSetGetter : public ::testing::Test, private util::redirect_output {
+class DataSetGetter : public ::testing::Test, private util::redirect_output<> {
   protected:
     void SetUp() override {
         const auto [first_label, second_label] = util::get_distinct_label<U>();
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index 4b2ce2d37..bcfb9bf99 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -32,7 +32,7 @@ namespace util {
 /**
  * Fixture class for testing the parameter_* classes' implementation.
  */
-class ParameterBase : public ::testing::Test, private redirect_output {
+class ParameterBase : public ::testing::Test, private redirect_output<> {
   protected:
     /**
      * @brief Create artificial argc and argv from the given string.
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index dc0fe78a6..3718c3662 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -475,7 +475,7 @@ TYPED_TEST(LIBSVMModelHeaderParseInvalid, empty) {
 }
 
 template <typename T>
-class LIBSVMModelWriteBase : public ::testing::Test, private util::redirect_output, protected util::temporary_file {};
+class LIBSVMModelWriteBase : public ::testing::Test, private util::redirect_output<>, protected util::temporary_file {};
 
 template <typename T>
 class LIBSVMModelHeaderWrite : public LIBSVMModelWriteBase<T> {};
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 0442e03eb..bcf26242e 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -51,7 +51,7 @@ TEST(Layout, from_string_unknown) {
 }
 
 template <typename T>
-class Layout : public ::testing::Test, private util::redirect_output {
+class Layout : public ::testing::Test, private util::redirect_output<> {
   protected:
     void SetUp() override {
         // create matrix
diff --git a/tests/model.cpp b/tests/model.cpp
index 205a1d9b5..0e590a690 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -27,7 +27,7 @@
 #include <vector>       // std::vector
 
 template <typename T>
-class Model : public ::testing::Test, private util::redirect_output {};
+class Model : public ::testing::Test, private util::redirect_output<> {};
 TYPED_TEST_SUITE(Model, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
 TYPED_TEST(Model, typedefs) {
@@ -133,7 +133,7 @@ TYPED_TEST(Model, rho) {
     EXPECT_FLOATING_POINT_EQ(model.rho(), real_type{ 0.37330625882191915 });
 }
 
-class ModelSave : public ::testing::TestWithParam<std::string>, private util::redirect_output, protected util::temporary_file {};
+class ModelSave : public ::testing::TestWithParam<std::string>, private util::redirect_output<>, protected util::temporary_file {};
 TEST_P(ModelSave, save) {
     // create a model using an existing LIBSVM model file
     const plssvm::model<double, int> model{ fmt::format("{}{}", PLSSVM_TEST_PATH, GetParam()) };
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 1f7268abb..631372281 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -27,7 +27,7 @@
 #include <algorithm>    // std::generate
 #include <cstddef>      // std::size_t
 #include <filesystem>   // std::filesystem::temp_directory_path, std::filesystem::exists, std::filesystem::remove
-#include <iostream>     // std::cout
+#include <iostream>     // std::ostream
 #include <limits>       // std::numeric_limits{max, lowest}
 #include <random>       // std::random_device, std::mt19937, std::uniform_real_distribution
 #include <sstream>      // std:stringstream, std::ostringstream, std::istringstream
@@ -41,26 +41,37 @@
 namespace util {
 
 /**
- * @brief Class used to redirect the standard output inside test cases.
+ * @brief Class used to redirect the output of the std::ostream @p out inside test cases.
+ * @tparam out the output-stream to capture
  */
+template <std::ostream* out = &std::cout>
 class redirect_output {
   public:
     /**
-     * @brief Redirect the output and store the original standard output location.
+     * @brief Redirect the output and store the original output location of @p out.
      */
     redirect_output() {
-        // capture std::cout
-        sbuf_ = std::cout.rdbuf();
-        std::cout.rdbuf(buffer_.rdbuf());
+        // capture the output from the out stream
+        sbuf_ = out->rdbuf();
+        out->rdbuf(buffer_.rdbuf());
     }
     /**
-     * @brief Restore the original standard output location.
+     * @brief Restore the original output location of @p out.
      */
     virtual ~redirect_output() {
-        // end capturing std::cout
-        std::cout.rdbuf(sbuf_);
+        // end capturing the output from the out stream
+        out->rdbuf(sbuf_);
         sbuf_ = nullptr;
     }
+    /**
+     * @brief Return the captured content.
+     * @return the captured content (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::string get_capture() {
+        // be sure that every captured output is available
+        buffer_.flush();
+        return buffer_.str();
+    }
 
   private:
     std::stringstream buffer_{};

From 3ee74bfed1ff3be447ec059fe6cb65f330813c9a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 13:26:32 +0100
Subject: [PATCH 0547/1010] Cleanup some includes and move utility functions to
 the correct header.

---
 tests/backends/generic_csvm_tests.hpp    |  6 +-
 tests/csvm.cpp                           |  2 +-
 tests/csvm_factory.cpp                   | 17 +++--
 tests/custom_test_macros.hpp             | 15 ++--
 tests/data_set.cpp                       |  4 +-
 tests/detail/cmd/data_set_variants.cpp   |  3 +-
 tests/detail/io/arff_parsing.cpp         |  4 +-
 tests/detail/io/libsvm_model_parsing.cpp |  4 +-
 tests/mock_csvm.hpp                      |  6 +-
 tests/naming.hpp                         | 97 ++++++++----------------
 tests/types_to_test.hpp                  | 63 +--------------
 tests/utility.hpp                        | 71 ++++++++++++++---
 12 files changed, 127 insertions(+), 165 deletions(-)

diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 37dd8a313..d668eda7e 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -21,9 +21,9 @@
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::cost, plssvm::kernel_type, plssvm::detail::parameter
 
-#include "compare.hpp"             // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
-#include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_VECTOR_NEAR
-#include "utility.hpp"             // util::redirect_output
+#include "compare.hpp"                // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
+#include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "../utility.hpp"             // util::{redirect_output, generate_random_vector}
 
 #include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index dcddff671..f3b2b585a 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -20,7 +20,7 @@
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
 #include "naming.hpp"              // naming::real_type_label_type_combination_to_name
 #include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, real_type_label_type_combination_gtest}
-#include "utility.hpp"             // util::{redirect_output, temporary_file, instantiate_template_file}
+#include "utility.hpp"             // util::{redirect_output, temporary_file, instantiate_template_file, get_distinct_label}
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_CALL, ::testing::{Test, An}
 
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 5c0f15d1e..6295923dd 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the CSVM factory function.
  */
 
-#include "plssvm/csvm_factory.hpp"
+#include "plssvm/csvm_factory.hpp" // TODO: sycl:: using somewhere als
 
 #include "plssvm/backend_types.hpp"          // plssvm::backend_type, plssvm::csvm_to_backend_type_v
 #include "plssvm/csvm.hpp"                   // plssvm::csvm_backend_exists_v
@@ -28,12 +28,19 @@
 #include <string>  // std::string
 #include <tuple>   // std::ignore
 
+namespace util {
+
 // clang-format off
-using csvm_types = ::testing::Types<plssvm::openmp::csvm,
+/// A type list of all supported C-SVMs.
+using csvm_types_gtest = ::testing::Types<plssvm::openmp::csvm,
                                     plssvm::cuda::csvm, plssvm::hip::csvm, plssvm::opencl::csvm,
                                     plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
+/// A type list of all supported SYCL C-SVMs.
+using sycl_csvm_types_gtest = ::testing::Types<plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
 // clang-format on
 
+}  // namespace util
+
 namespace testing::internal {  // dirty hack to have type names for incomplete types
 template <>
 std::string GetTypeName<plssvm::openmp::csvm>() { return "openmp_csvm"; }
@@ -51,7 +58,7 @@ std::string GetTypeName<plssvm::hipsycl::csvm>() { return "sycl_hipsycl_csvm"; }
 
 template <typename T>
 class CSVMFactory : public ::testing::Test, private util::redirect_output<> {};
-TYPED_TEST_SUITE(CSVMFactory, csvm_types);
+TYPED_TEST_SUITE(CSVMFactory, util::csvm_types_gtest);
 
 TYPED_TEST(CSVMFactory, factory_backend) {
     const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
@@ -190,11 +197,9 @@ TEST(CSVMFactory, factory_named_parameter) {
     EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01));
 }
 
-using sycl_csvm_types = ::testing::Types<plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
-
 template <typename T>
 class SYCLCSVMFactory : public CSVMFactory<T> {};
-TYPED_TEST_SUITE(SYCLCSVMFactory, sycl_csvm_types);
+TYPED_TEST_SUITE(SYCLCSVMFactory, util::sycl_csvm_types_gtest);
 
 TYPED_TEST(SYCLCSVMFactory, factory_sycl_implementation) {
     // the backend to use
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 6aaf35ac7..37e218d46 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -13,18 +13,20 @@
 #define PLSSVM_TESTS_CUSTOM_TEST_MACROS_HPP_
 
 #include "plssvm/detail/assert.hpp"       // PLSSVM_ASSERT
-#include "plssvm/detail/type_traits.hpp"  // plssvm::detail::always_false_v
+#include "plssvm/detail/type_traits.hpp"  // plssvm::detail::{always_false_v, remove_cvref_t}
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StrEq
-#include "gtest/gtest.h"           // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, SUCCESS, FAIL, EXPECT_LT, ASSERT_LT
+#include "gtest/gtest.h"           // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, FAIL, EXPECT_LT, ASSERT_LT
 
-#include <algorithm>    // std::max
+#include <algorithm>    // std::max, std::min
 #include <cmath>        // std::abs
 #include <limits>       // std::numeric_limits::{epsilon, max, min}
+#include <sstream>      // std::ostringstream
+#include <string>       // std::string
+#include <string_view>  // std::string_view
 #include <type_traits>  // std::is_same_v
-#include <string_view>
-#include <string>
+#include <vector>       // std::vector
 
 namespace detail {
 
@@ -196,7 +198,7 @@ inline void convert_to_string(const T &value, const std::string_view expected_st
  * @param[in] expected_value the expected value after conversion
  */
 template <typename T, bool expect>
-inline void convert_from_string(const std::string &str, const T& expected_value) {
+inline void convert_from_string(const std::string &str, const T &expected_value) {
     // convert a string to a value of type T
     std::istringstream input{ str };
     T value{};
@@ -317,7 +319,6 @@ inline void convert_from_string(const std::string &str, const T& expected_value)
 #define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2, msg) \
     detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
-
 /**
  * @brief Tries to convert the @p val to a string. If it succeeds, compares the value to @p str.
  * @details Other tests in the test case are executed even if this test fails.
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 2c99bf422..b4e16b6ba 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -17,8 +17,8 @@
 
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_2D_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_NEAR
 #include "naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, instantiate_template_file}
-#include "utility.hpp"             // util::{temporary_file, redirect_output}
+#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest}
+#include "utility.hpp"             // util::{temporary_file, redirect_output, instantiate_template_file, get_distinct_label}
 
 #include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{ContainsRegex, StartsWith}
 #include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ASSERT_EQ, TEST, TYPED_TEST, TYPED_TEST_SUITE, ::testing::Test
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index 33eadbee6..4ef6d996a 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -15,8 +15,7 @@
 #include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
 
 #include "../../naming.hpp"         // naming::pretty_print_data_set_factory
-#include "../../types_to_test.hpp"  // util::instantiate_template_file
-#include "../../utility.hpp"        // util::temporary_file
+#include "../../utility.hpp"        // util::{temporary_file, instantiate_template_file}
 #include "utility.hpp"              // util::ParameterBase
 
 #include "fmt/core.h"     // fmt::format
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index 5246f3e39..b826e9f7a 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -15,8 +15,8 @@
 
 #include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_2D_VECTOR_NEAR, EXPECT_THROW_WHAT
 #include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"       // util::{instantiate_template_file, real_type_label_type_combination_gtest}
-#include "../../utility.hpp"             // util::temporary_file
+#include "../../types_to_test.hpp"       // util::real_type_label_type_combination_gtest
+#include "../../utility.hpp"             // util::{temporary_file, instantiate_template_file, get_distinct_label}
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 3718c3662..05963d66f 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -18,8 +18,8 @@
 
 #include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
 #include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"       // util::{instantiate_template_file, real_type_label_type_combination_gtest}
-#include "../../utility.hpp"             // util::temporary_file, util::redirect_output
+#include "../../types_to_test.hpp"       // util::real_type_label_type_combination_gtest
+#include "../../utility.hpp"             // util::{temporary_file, redirect_output, instantiate_template_file, get_distinct_label}
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index b2df412f6..03762e3fa 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -15,11 +15,11 @@
 
 #include "plssvm/csvm.hpp"                   // plssvm::csvm
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"              // plssvm::parameter
+#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::parameter
 
-#include "gmock/gmock.h"  // MOCK_METHOD, ON_CALL, ::testing::Return
+#include "gmock/gmock.h"  // MOCK_METHOD, ON_CALL, ::testing::{An, Return}
 
-#include <utility>  // std::pair
+#include <utility>  // std::pair, std::forward
 #include <vector>   // std::vector
 
 template <typename real_type>
diff --git a/tests/naming.hpp b/tests/naming.hpp
index bd2a2325d..3003d3590 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -15,84 +15,47 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/string_utility.hpp"        // plssvm::detail::replace_all
-#include "plssvm/detail/type_traits.hpp"           // plssvm::detail::always_false_v
+#include "plssvm/detail/type_traits.hpp"           // plssvm::detail::{always_false_v, is_map_v, is_unordered_map_v, is_set_v, is_unordered_set_v, is_vector_v}
 
 #include "exceptions/utility.hpp"  // util::exception_type_name
-#include "types_to_test.hpp"       // util::real_type_label_type_combination
 
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // directly output types with an operator<< overload using fmt
 #include "gtest/gtest.h"  // ::testing::TestParamInfo
 
-#include <filesystem>     // std::filesystem::path
-#include <map>            // std::map
-#include <set>            // std::set
-#include <string>         // std::string
-#include <string_view>    // std::string_view
-#include <tuple>          // std::get
-#include <type_traits>    // std::is_same_v, std::true_type, std::false_type
-#include <unordered_map>  // std::unordered_map
-#include <unordered_set>  // std::unordered_set
-#include <vector>         // std::vector
+#include <filesystem>   // std::filesystem::path
+#include <string>       // std::string
+#include <string_view>  // std::string_view
+#include <tuple>        // std::tuple, std::get
+#include <type_traits>  // std::is_same_v, std::true_type, std::false_type
 
 namespace naming {
 
 // different type traits used in the naming functions
 namespace detail {
 
-// type_trait to check whether the given type is a std::map
-template <typename T>
-struct is_map : std::false_type {};
-template <typename Key, typename Value>
-struct is_map<std::map<Key, Value>> : std::true_type {};
-template <typename T>
-constexpr bool is_map_v = is_map<T>::value;
-
-// type_trait to check whether the given type is a std::unordered_map
-template <typename T>
-struct is_unordered_map : std::false_type {};
-template <typename Key, typename Value>
-struct is_unordered_map<std::unordered_map<Key, Value>> : std::true_type {};
-template <typename T>
-constexpr bool is_unordered_map_v = is_unordered_map<T>::value;
-
-// type_trait to check whether the given type is a std::set
-template <typename T>
-struct is_set : std::false_type {};
-template <typename Key>
-struct is_set<std::set<Key>> : std::true_type {};
-template <typename T>
-constexpr bool is_set_v = is_set<T>::value;
-
-// type_trait to check whether the given type is a std::unordered_set
-template <typename T>
-struct is_unordered_set : std::false_type {};
-template <typename Key>
-struct is_unordered_set<std::unordered_set<Key>> : std::true_type {};
-template <typename T>
-constexpr bool is_unordered_set_v = is_unordered_set<T>::value;
-
-// type_trait to check whether the given type is a std::vector
-template <typename T>
-struct is_vector : std::false_type {};
-template <typename T>
-struct is_vector<std::vector<T>> : std::true_type {};
-template <typename T>
-constexpr bool is_vector_v = is_vector<T>::value;
-
-// type_trait to check whether the given type is a std::tuple
+/**
+ * @brief Type trait to check whether @p T is a `std::tuple`.
+ * @tparam T the type to check
+ */
 template <typename T>
 struct is_tuple : std::false_type {};
+/**
+ * @copybrief naming::detail::is_tuple
+ */
 template <typename... Args>
 struct is_tuple<std::tuple<Args...>> : std::true_type {};
+/**
+ * @copybrief naming::detail::is_tuple
+ */
 template <typename T>
 constexpr bool is_tuple_v = is_tuple<T>::value;
 
 }  // namespace detail
 
-////////////////////////////////////////////////////////////////////////////////
-////                     PRETTY PRINT TYPED_TEST TYPES                      ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                    PRETTY PRINT TYPED_TEST TYPES                                                    //
+//*************************************************************************************************************************************//
 // detail/utility.cpp
 /**
  * @brief A class used to map a std::map or std::unordered_map to a readable name in the GTest test case name.
@@ -101,9 +64,9 @@ class map_types_to_name {
   public:
     template <typename T>
     static std::string GetName(int) {
-        if constexpr (detail::is_map_v<T>) {
+        if constexpr (plssvm::detail::is_map_v<T>) {
             return "map";
-        } else if constexpr (detail::is_unordered_map_v<T>) {
+        } else if constexpr (plssvm::detail::is_unordered_map_v<T>) {
             return "unordered_map";
         } else {
             static_assert(plssvm::detail::always_false_v<T>, "Invalid type for name mapping provided!");
@@ -117,9 +80,9 @@ class set_types_to_name {
   public:
     template <typename T>
     static std::string GetName(int) {
-        if constexpr (detail::is_set_v<T>) {
+        if constexpr (plssvm::detail::is_set_v<T>) {
             return "set";
-        } else if constexpr (detail::is_unordered_set_v<T>) {
+        } else if constexpr (plssvm::detail::is_unordered_set_v<T>) {
             return "unordered_set";
         } else {
             static_assert(plssvm::detail::always_false_v<T>, "Invalid type for name mapping provided!");
@@ -133,7 +96,7 @@ class vector_types_to_name {
   public:
     template <typename T>
     static std::string GetName(int) {
-        if constexpr (detail::is_vector_v<T>) {
+        if constexpr (plssvm::detail::is_vector_v<T>) {
             return "vector";
         } else {
             static_assert(plssvm::detail::always_false_v<T>, "Invalid type for name mapping provided!");
@@ -185,7 +148,7 @@ class real_type_to_name {
     }
 };
 /**
- * @brief A class used to map all label types to a readable name in the GTest test case name.
+ * @brief A class used to map all legal label types to a readable name in the GTest test case name.
  */
 class label_type_to_name {
   public:
@@ -220,14 +183,14 @@ class real_type_kernel_function_to_name {
     }
 };
 
-////////////////////////////////////////////////////////////////////////////////
-////                   PRETTY PRINT PARAMETERIZED TESTS                     ////
-////////////////////////////////////////////////////////////////////////////////
+//*************************************************************************************************************************************//
+//                                                   PRETTY PRINT PARAMETERIZED TESTS                                                  //
+//*************************************************************************************************************************************//
 namespace detail {
 
 /**
  * @brief Escape some characters of the string such that GTest accepts it as test case name.
- * @details Replaces all "-" with "_M_" (for Minus), all " " with "_W_" (for Whitespace), and "." with "_D_" (for dot).
+ * @details Replaces all "-" with "_M_" (for Minus), all " " with "_W_" (for Whitespace), "." with "_D_" (for dot), and "/" with "_".
  *          If the resulting string would be empty, returns a string containing "EMPTY".
  * @param[in] sv the string to escape for GTest
  * @return the escaped test case name (`[[nodiscard]]`)
@@ -282,7 +245,7 @@ template <typename T>
 // detail/cmd/parameter_*.cpp -> parser_predict, parser_scale, parser_train
 /**
  * @brief Generate a test case name using a command line flag and value combination.
- * @details Replaces all "-" in a flag with "" and escapes the value string using `naming::detail::escape_string()`.
+ * @details Replaces all "-" in a flag with "" and escapes the value string using naming::detail::escape_string().
  * @tparam T the test suite type
  * @param[in] param_info the parameters to aggregate and escape
  * @return the test case name (`[[nodiscard]]`)
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 6aa73437c..330465466 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -13,19 +13,12 @@
 #define PLSSVM_TESTS_TYPES_TO_TEST_HPP_
 #pragma once
 
-#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::replace_all
-#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::always_false_v
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // ::testing::Types, FAIL()
+#include "gtest/gtest.h"  // ::testing::Types
 
-#include <filesystem>   // std::filesystem::exists
-#include <fstream>      // std::ifstream, std::ofstream
-#include <string>       // std::string
-#include <tuple>        // std::tuple
-#include <type_traits>  // std::is_same_v, std::is_signed_v, std::is_unsigned_v, std::is_floating_point_v
-#include <utility>      // std::pair, std::make_pair
+#include <string>  // std::string
+#include <tuple>   // std::tuple
 
 namespace util {
 
@@ -146,56 +139,6 @@ using real_type_kernel_function_gtest = ::testing::Types<
     parameter_definition<double, plssvm::kernel_function_type::polynomial>,
     parameter_definition<double, plssvm::kernel_function_type::rbf>>;
 
-/**
- * @brief Get two distinct labels based on the provided label type.
- * @details The distinct label values must be provided in increasing order (for a defined order in `std::map`).
- * @tparam T the label type
- * @return two distinct label (`[[nodiscard]]`)
- */
-template <typename T>
-[[nodiscard]] inline std::pair<T, T> get_distinct_label() {
-    if constexpr (std::is_same_v<T, bool>) {
-        return std::make_pair(false, true);
-    } else if constexpr (sizeof(T) == sizeof(char)) {
-        return std::make_pair('a', 'b');
-    } else if constexpr (std::is_signed_v<T>) {
-        return std::make_pair(-1, 1);
-    } else if constexpr (std::is_unsigned_v<T>) {
-        return std::make_pair(1, 2);
-    } else if constexpr (std::is_floating_point_v<T>) {
-        return std::make_pair(-1.5, 1.5);
-    } else if constexpr (std::is_same_v<T, std::string>) {
-        return std::make_pair("cat", "dog");
-    } else {
-        static_assert(plssvm::detail::always_false_v<T>, "Unknown label type provided!");
-    }
-}
-
-/**
- * @brief Replace the label placeholders in @p template_filename with the labels based on the template type @p T and
- *        write the instantiated template file to @p output_filename.
- * @tparam T the type of the labels to instantiate the file for
- * @param[in] template_filename the file used as template
- * @param[in] output_filename the file to save the instantiate template to
- */
-template <typename T>
-inline void instantiate_template_file(const std::string &template_filename, const std::string &output_filename) {
-    // check whether the template_file exists
-    if (!std::filesystem::exists(template_filename)) {
-        FAIL() << fmt::format("The template file {} does not exist!", template_filename);
-    }
-    // get a label pair based on the current label type
-    const auto [first_label, second_label] = util::get_distinct_label<T>();
-    // read the data set template and replace the label placeholder with the correct labels
-    std::ifstream input{ template_filename };
-    std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
-    plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
-    plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
-    // write the data set with the correct labels to the temporary file
-    std::ofstream out{ output_filename };
-    out << str;
-}
-
 }  // namespace util
 
 #endif  // PLSSVM_TESTS_TYPES_TO_TEST_HPP_
\ No newline at end of file
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 631372281..8b843a78a 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -13,29 +13,30 @@
 #define PLSSVM_TESTS_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::replace_all
+#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::always_false_v
 
 #include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // EXPECT_NE, ASSERT_FALSE
+#include "gtest/gtest.h"  // FAIL
 
 #ifdef __unix__
     #include <cstdlib>  // mkstemp
-#else
-    #include <fstream>  // std::ofstream
 #endif
 
-#include <algorithm>    // std::generate
+#include <algorithm>    // std::generate, std::min, std::max
 #include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::temp_directory_path, std::filesystem::exists, std::filesystem::remove
-#include <iostream>     // std::ostream
+#include <filesystem>   // std::filesystem::{temp_directory_path, exists, remove}
+#include <fstream>      // std::ifstream, std::ofstream
+#include <iostream>     // std::ostream, std::cout
+#include <iterator>     // std::istreambuf_iterator
 #include <limits>       // std::numeric_limits{max, lowest}
 #include <random>       // std::random_device, std::mt19937, std::uniform_real_distribution
 #include <sstream>      // std:stringstream, std::ostringstream, std::istringstream
 #include <streambuf>    // std::streambuf
 #include <string>       // std::string
 #include <tuple>        // std::tuple, std::make_tuple, std::get
-#include <type_traits>  // std::is_floating_point_v
-#include <utility>      // std::pair, std::make_pair
+#include <type_traits>  // std::is_floating_point_v, std::is_same_v, std::is_signed_v, std::is_unsigned_v
+#include <utility>      // std::pair, std::make_pair, std::move
 #include <vector>       // std::vector
 
 namespace util {
@@ -44,7 +45,7 @@ namespace util {
  * @brief Class used to redirect the output of the std::ostream @p out inside test cases.
  * @tparam out the output-stream to capture
  */
-template <std::ostream* out = &std::cout>
+template <std::ostream *out = &std::cout>
 class redirect_output {
   public:
     /**
@@ -134,6 +135,56 @@ template <typename T>
     return value;
 }
 
+/**
+ * @brief Get two distinct labels based on the provided label type.
+ * @details The distinct label values must be provided in increasing order (for a defined order in `std::map`).
+ * @tparam T the label type
+ * @return two distinct label (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] inline std::pair<T, T> get_distinct_label() {
+    if constexpr (std::is_same_v<T, bool>) {
+        return std::make_pair(false, true);
+    } else if constexpr (sizeof(T) == sizeof(char)) {
+        return std::make_pair('a', 'b');
+    } else if constexpr (std::is_signed_v<T>) {
+        return std::make_pair(-1, 1);
+    } else if constexpr (std::is_unsigned_v<T>) {
+        return std::make_pair(1, 2);
+    } else if constexpr (std::is_floating_point_v<T>) {
+        return std::make_pair(-1.5, 1.5);
+    } else if constexpr (std::is_same_v<T, std::string>) {
+        return std::make_pair("cat", "dog");
+    } else {
+        static_assert(plssvm::detail::always_false_v<T>, "Unknown label type provided!");
+    }
+}
+
+/**
+ * @brief Replace the label placeholders in @p template_filename with the labels based on the template type @p T and
+ *        write the instantiated template file to @p output_filename.
+ * @tparam T the type of the labels to instantiate the file for
+ * @param[in] template_filename the file used as template
+ * @param[in] output_filename the file to save the instantiate template to
+ */
+template <typename T>
+inline void instantiate_template_file(const std::string &template_filename, const std::string &output_filename) {
+    // check whether the template_file exists
+    if (!std::filesystem::exists(template_filename)) {
+        FAIL() << fmt::format("The template file {} does not exist!", template_filename);
+    }
+    // get a label pair based on the current label type
+    const auto [first_label, second_label] = util::get_distinct_label<T>();
+    // read the data set template and replace the label placeholder with the correct labels
+    std::ifstream input{ template_filename };
+    std::string str((std::istreambuf_iterator<char>(input)), std::istreambuf_iterator<char>());
+    plssvm::detail::replace_all(str, "LABEL_1_PLACEHOLDER", fmt::format("{}", first_label));
+    plssvm::detail::replace_all(str, "LABEL_2_PLACEHOLDER", fmt::format("{}", second_label));
+    // write the data set with the correct labels to the temporary file
+    std::ofstream out{ output_filename };
+    out << str;
+}
+
 /**
  * @brief Generate vector of @p size filled with random floating point values in the range [@p lower, @p upper].
  * @tparam T the type of the elements in the vector (must be a floating point type)

From 4990c60ca9822bb9cc9148885f0407df854a0e01 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 13:52:39 +0100
Subject: [PATCH 0548/1010] Update version documentation and header includes.

---
 docs/resources/dirs.dox                             | 13 ++++++++++++-
 .../plssvm/version/git_metadata/git_metadata.hpp    |  4 ++--
 src/plssvm/version/version.cpp                      |  2 +-
 tests/version/version.cpp                           |  5 +++--
 4 files changed, 18 insertions(+), 6 deletions(-)

diff --git a/docs/resources/dirs.dox b/docs/resources/dirs.dox
index 522a18bb5..8038a0c37 100644
--- a/docs/resources/dirs.dox
+++ b/docs/resources/dirs.dox
@@ -152,4 +152,15 @@
  *          See the LICENSE.md file in the project root for full license information.
  *
  * @brief Directory containing compile-time constant version information.
- */
\ No newline at end of file
+ */
+
+ /**
+  * @dir include/plssvm/version/git_metadata
+  * @author Alexander Van Craen
+  * @author Marcel Breyer
+  * @copyright 2018-today The PLSSVM project - All Rights Reserved
+  * @license This file is part of the PLSSVM project which is released under the MIT license.
+  *          See the LICENSE.md file in the project root for full license information.
+  *
+  * @brief Directory containing compile-time constant meta data for git specific information.
+  */
\ No newline at end of file
diff --git a/include/plssvm/version/git_metadata/git_metadata.hpp b/include/plssvm/version/git_metadata/git_metadata.hpp
index 5572c01e8..5c550b520 100644
--- a/include/plssvm/version/git_metadata/git_metadata.hpp
+++ b/include/plssvm/version/git_metadata/git_metadata.hpp
@@ -39,12 +39,12 @@ namespace plssvm::version::git_metadata {
  */
 [[nodiscard]] std::string_view author_email();
 /**
- * @brief The full has of the current commit.
+ * @brief The full hash of the current commit.
  * @return the configured commit hash (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view commit_sha1();
 /**
- * @brief The ISE08601 commit date.
+ * @brief The ISO 8601 commit date.
  * @return the configured commit date (`[[nodiscard]]`)
  */
 [[nodiscard]] std::string_view commit_date();
diff --git a/src/plssvm/version/version.cpp b/src/plssvm/version/version.cpp
index 8f509d4db..31fce2954 100644
--- a/src/plssvm/version/version.cpp
+++ b/src/plssvm/version/version.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::detail::list_available_sycl_implementations
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::{is_populated, commit_date, remote_url, branch, commit_sha1}
 
-#include "fmt/format.h"   // fmt::print
+#include "fmt/format.h"   // fmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <optional>     // std::optional, std::make_optional, std::nullopt
diff --git a/tests/version/version.cpp b/tests/version/version.cpp
index 92b10a6ed..6a24b127e 100644
--- a/tests/version/version.cpp
+++ b/tests/version/version.cpp
@@ -14,8 +14,9 @@
 #include "../naming.hpp"  // naming::pretty_print_version_info
 
 #include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubStr
-#include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_THAT, ASSERT_TRUE, ASSERT_FALSE, ::testing::TestWithParam
+#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
+#include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_THAT, ASSERT_TRUE, ASSERT_FALSE,
+                                   // ::testing::{TestWithParam, Combine, Values, Bool}
 
 #include <optional>  // std::optional
 #include <string>    // std::string

From 18cc2c6e717ae19bb2bab745612c83f5ae790e37 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 14:22:34 +0100
Subject: [PATCH 0549/1010] Update source_location and exceptions documentation
 and header includes.

---
 include/plssvm/exceptions/exceptions.hpp      | 10 +++++-----
 include/plssvm/exceptions/source_location.hpp | 10 +++++++---
 tests/exceptions/exceptions.cpp               | 14 +++++++++-----
 tests/exceptions/source_location.cpp          |  4 ++--
 4 files changed, 23 insertions(+), 15 deletions(-)

diff --git a/include/plssvm/exceptions/exceptions.hpp b/include/plssvm/exceptions/exceptions.hpp
index 590f80181..45abd1ccc 100644
--- a/include/plssvm/exceptions/exceptions.hpp
+++ b/include/plssvm/exceptions/exceptions.hpp
@@ -6,7 +6,8 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Implements custom exception classes derived from [`std::runtime_error`](https://en.cppreference.com/w/cpp/error/runtime_error) including source location information.
+ * @brief Implements custom exception classes derived from [`std::runtime_error`](https://en.cppreference.com/w/cpp/error/runtime_error)
+ *        including source location information.
  */
 
 #ifndef PLSSVM_EXCEPTIONS_EXCEPTIONS_HPP_
@@ -42,7 +43,7 @@ class exception : public std::runtime_error {
     [[nodiscard]] const source_location &loc() const noexcept;
 
     /**
-     * @brief Returns a sting containing the exception's `what()` message, the name of the thrown exception class, and information about the call
+     * @brief Returns a string containing the exception's `what()` message, the name of the thrown exception class, and information about the call
      *        side where the exception has been thrown.
      * @return the exception's `what()` message including source location information (`[[nodiscard]]`)
      */
@@ -108,8 +109,7 @@ class file_not_found_exception : public exception {
 };
 
 /**
- * @brief Exception type thrown if the provided file has an invalid format for the selected parser
- *        (e.g. if the arff parser tries to parse a LIBSVM file).
+ * @brief Exception type thrown if the provided file has an invalid format for the selected parser (e.g. if the arff parser tries to parse a LIBSVM file).
  */
 class invalid_file_format_exception : public exception {
   public:
@@ -148,7 +148,7 @@ class unsupported_kernel_type_exception : public exception {
 };
 
 /**
- * @brief Exception type thrown if an error in the generic `plssvm::detail::gpu_device_ptr` occurred.
+ * @brief Exception type thrown if an error in the generic plssvm::detail::gpu_device_ptr occurred.
  */
 class gpu_device_ptr_exception : public exception {
   public:
diff --git a/include/plssvm/exceptions/source_location.hpp b/include/plssvm/exceptions/source_location.hpp
index 2832079f3..07564df69 100644
--- a/include/plssvm/exceptions/source_location.hpp
+++ b/include/plssvm/exceptions/source_location.hpp
@@ -19,7 +19,7 @@
 namespace plssvm {
 
 /**
- * @brief The plssvm::source_location class represents certain information about the source code, such as file names, line numbers or function names.
+ * @brief The plssvm::source_location class represents certain information about the source code, such as file names, line numbers, or function names.
  * @details Based on [`std::source_location`](https://en.cppreference.com/w/cpp/utility/source_location).
  */
 class source_location {
@@ -71,10 +71,14 @@ class source_location {
     [[nodiscard]] constexpr std::uint_least32_t column() const noexcept { return column_; }
 
   private:
-    std::string_view function_name_{ "unknown" };
-    std::string_view file_name_{ "unknown" };
+    /// The line number as retrieved by `__builtin_LINE()`.
     std::uint_least32_t line_{ 0 };
+    /// The column number (always `0`).
     std::uint_least32_t column_{ 0 };
+    /// The file name as retrieved by `__builtin_FILE()`.
+    const char *file_name_{ "unknown" };
+    /// The function name as retrieved by `__builtin_FUNCTION()`.
+    const char *function_name_{ "unknown" };
 };
 
 }  // namespace plssvm
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 5e6740822..ff9106389 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -12,11 +12,11 @@
 
 #include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 #include "../naming.hpp"              // naming::exception_types_to_name
-#include "utility.hpp"                // util::{exception_type_name, exception_definition, exception_definition_to_name}
+#include "utility.hpp"                // util::exception_type_name
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
-#include "gtest/gtest.h"           // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
+#include "fmt/core.h"     // fmt::format
+#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"  // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
 
 #include <string>       // std::string
 #include <string_view>  // std::string_view
@@ -28,8 +28,12 @@ Exception dummy(const std::string &msg) {
     return Exception{ msg };
 }
 
+// clang-format off
 // enumerate all custom exception types; ATTENTION: don't forget to also specialize the PLSSVM_CREATE_EXCEPTION_TYPE_NAME macro if a new exception type is added
-using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_reader_exception, plssvm::data_set_exception, plssvm::file_not_found_exception, plssvm::invalid_file_format_exception, plssvm::unsupported_backend_exception, plssvm::unsupported_kernel_type_exception, plssvm::gpu_device_ptr_exception>;
+using exception_types = ::testing::Types<plssvm::exception, plssvm::invalid_parameter_exception, plssvm::file_reader_exception,
+                                         plssvm::data_set_exception, plssvm::file_not_found_exception, plssvm::invalid_file_format_exception,
+                                         plssvm::unsupported_backend_exception, plssvm::unsupported_kernel_type_exception, plssvm::gpu_device_ptr_exception>;
+// clang-format on
 
 template <typename T>
 class Exceptions : public ::testing::Test {};
diff --git a/tests/exceptions/source_location.cpp b/tests/exceptions/source_location.cpp
index b18b9ca33..b265d3f0a 100644
--- a/tests/exceptions/source_location.cpp
+++ b/tests/exceptions/source_location.cpp
@@ -10,8 +10,8 @@
 
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT
+#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::HasSubstr
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ
 
 // dummy function to be able to specify the function name
 constexpr plssvm::source_location dummy() {

From 4a2243f0f394caf0c285805324295adfbb30dc0a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 15:21:37 +0100
Subject: [PATCH 0550/1010] Add missing include.

---
 tests/parameter.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 001e4ce24..9de4c0ab0 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -15,6 +15,7 @@
 
 #include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_FLOATING_POINT_EQ
 #include "naming.hpp"              // naming::real_type_to_name
+#include "types_to_test.hpp"       // util::real_type_gtest
 
 #include "fmt/core.h"  // fmt::format
 

From 8a761f6de0f7419fe119fb61fd0a99db62d57573 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 15:22:19 +0100
Subject: [PATCH 0551/1010] Update plssvm::detail:: documentation and header
 includes.

---
 include/plssvm/detail/assert.hpp            | 27 ++++++++---------
 include/plssvm/detail/execution_range.hpp   |  9 +++---
 include/plssvm/detail/layout.hpp            |  2 +-
 include/plssvm/detail/operators.hpp         | 32 ++++++++++-----------
 include/plssvm/detail/sha256.hpp            |  6 ++--
 include/plssvm/detail/string_conversion.hpp | 10 +++----
 include/plssvm/detail/type_traits.hpp       |  2 +-
 include/plssvm/detail/utility.hpp           | 26 ++++++++---------
 src/plssvm/detail/layout.cpp                |  1 +
 src/plssvm/detail/sha256.cpp                |  2 +-
 10 files changed, 59 insertions(+), 58 deletions(-)

diff --git a/include/plssvm/detail/assert.hpp b/include/plssvm/detail/assert.hpp
index 13db352f3..7263dbf64 100644
--- a/include/plssvm/detail/assert.hpp
+++ b/include/plssvm/detail/assert.hpp
@@ -16,10 +16,10 @@
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
 #include "fmt/color.h"  // fmt::emphasis, fmt::fg, fmt::color
-#include "fmt/core.h"   // fmt::print, fmt::format
+#include "fmt/core.h"   // fmt::format
 
-#include <cstdio>       // stderr
 #include <cstdlib>      // std::abort
+#include <iostream>     // std::cerr, std::endl
 #include <string_view>  // std::string_view
 #include <utility>      // std::forward
 
@@ -40,17 +40,18 @@ inline void check_assertion(const bool cond, const std::string_view cond_str, co
     // check if assertion holds
     if (!cond) {
         // print assertion error message
-        fmt::print(stderr,
-                   "Assertion '{}' failed!\n"
-                   "  in file      {}\n"
-                   "  in function  {}\n"
-                   "  @ line       {}\n\n"
-                   "{}\n",
-                   fmt::format(fmt::emphasis::bold | fmt::fg(fmt::color::green), "{}", cond_str),
-                   loc.file_name(),
-                   loc.function_name(),
-                   loc.line(),
-                   fmt::format(fmt::emphasis::bold | fmt::fg(fmt::color::red), msg, std::forward<Args>(args)...));
+        std::cerr << fmt::format(
+            "Assertion '{}' failed!\n"
+            "  in file      {}\n"
+            "  in function  {}\n"
+            "  @ line       {}\n\n"
+            "{}\n",
+            fmt::format(fmt::emphasis::bold | fmt::fg(fmt::color::green), "{}", cond_str),
+            loc.file_name(),
+            loc.function_name(),
+            loc.line(),
+            fmt::format(fmt::emphasis::bold | fmt::fg(fmt::color::red), msg, std::forward<Args>(args)...))
+                  << std::endl;
 
         // abort further execution
         std::abort();
diff --git a/include/plssvm/detail/execution_range.hpp b/include/plssvm/detail/execution_range.hpp
index 4a4877ea3..8589a0aac 100644
--- a/include/plssvm/detail/execution_range.hpp
+++ b/include/plssvm/detail/execution_range.hpp
@@ -13,12 +13,13 @@
 #define PLSSVM_DETAIL_EXECUTION_RANGE_HPP_
 #pragma once
 
+#include "plssvm/detail/type_traits.hpp"  // PLSSVM_REQUIRES
+
 #include <algorithm>         // std::copy
 #include <array>             // std::array
 #include <cstddef>           // std::size_t
 #include <initializer_list>  // std::initializer_list
 #include <iosfwd>            // forward declare std::ostream
-#include <type_traits>       // std::enable_if_t
 
 namespace plssvm::detail {
 
@@ -44,15 +45,15 @@ class execution_range {
      * @param[in] p_grid specifies the grid sizes
      * @param[in] p_block specifies the block sizes
      */
-    template <std::size_t I, std::size_t J, std::enable_if_t<(0 < I && I <= 3 && 0 < J && J <= 3), bool> = true>
+    template <std::size_t I, std::size_t J, PLSSVM_REQUIRES((0 < I && I <= 3 && 0 < J && J <= 3))>
     execution_range(const std::array<std::size_t, I> &p_grid, const std::array<std::size_t, J> &p_block) {
         std::copy(p_grid.cbegin(), p_grid.cend(), grid.begin());
         std::copy(p_block.cbegin(), p_block.cend(), block.begin());
     }
 
-    /// The grid sizes.
+    /// The grid sizes (using the CUDA definition).
     std::array<std::size_t, 3> grid = { 1, 1, 1 };
-    /// The block sizes.
+    /// The block sizes (using the CUDA definition).
     std::array<std::size_t, 3> block = { 1, 1, 1 };
 };
 
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 0dece8c17..22def2381 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -40,7 +40,7 @@ enum class layout_type {
 };
 
 /**
- * Output the @p layout to the given output-stream @p out.
+ * @brief Output the @p layout to the given output-stream @p out.
  * @param[in, out] out the output-stream to write the layout type to
  * @param[in] layout the layout type
  * @return the output-stream
diff --git a/include/plssvm/detail/operators.hpp b/include/plssvm/detail/operators.hpp
index 6c550bc67..40d479a15 100644
--- a/include/plssvm/detail/operators.hpp
+++ b/include/plssvm/detail/operators.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines (arithmetic) functions on [`std::vector`](https://en.cppreference.com/w/cpp/container/vector) (and scalars).
+ * @brief Defines (arithmetic) functions on [`std::vector`](https://en.cppreference.com/w/cpp/container/vector) and scalars.
  */
 
 #ifndef PLSSVM_DETAIL_OPERATORS_HPP_
@@ -15,9 +15,8 @@
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
-#include <cmath>        // std::fma
-#include <type_traits>  // std::is_arithmetic_v
-#include <vector>       // std::vector
+#include <cmath>   // std::fma
+#include <vector>  // std::vector
 
 /**
  * @def PLSSVM_GENERATE_ARITHMETIC_OPERATION
@@ -26,11 +25,11 @@
  *
  * Given the variables
  * @code
- * std::vector<T> vec1 = \dots;
- * std::vector<T> vec2 = \dots;
- * T scalar = \dots;
+ * std::vector<T> vec1 = ...;
+ * std::vector<T> vec2 = ...;
+ * T scalar = ...;
  * @endcode
- * the following operations for @p Op are generated (e.g. Op is `+`):
+ * the following operations for @p Op are generated (e.g., Op is `+`):
  * @code
  * vec1 += vec2;   // operator+=(vector, vector)
  * vec1 + vec2;    // operator+(vector, vector)
@@ -38,7 +37,6 @@
  * vec1 + scalar;  // operator+(vector, scalar)
  * scalar + vec1;  // operator+(scalar, vector)
  * @endcode
- * Also checks that both vectors have the same size using the PLSSVM_ASSERT macro.
  * @param[in] Op the operator to generate
  */
 // clang-format off
@@ -91,9 +89,9 @@ PLSSVM_GENERATE_ARITHMETIC_OPERATION(/)
  * @brief Wrapper struct for overloading the dot product operator.
  * @details Used to calculate the dot product \f$x^T \cdot y\f$ using
  * @code
- * std::vector<T> x = \dots;
- * std::vector<T> y = \dots;
- * T res = transposed{ x } * y;  // dot(x, y);
+ * std::vector<T> x = ...;
+ * std::vector<T> y = ...;
+ * T res = transposed{ x } * y;  // same as: dot(x, y);
  * @endcode
  * @tparam T the value type
  */
@@ -103,14 +101,14 @@ struct transposed {
     const std::vector<T> &vec;
 };
 /**
- * @brief Deduction guide needed for C++17.
+ * @brief Deduction guide for the plssvm::operators::transposed struct needed for C++17.
  */
 template <typename T>
 transposed(const std::vector<T> &) -> transposed<T>;
 
 /**
  * @brief Calculate the dot product (\f$x^T \cdot y\f$) between both [`std::vector`](https://en.cppreference.com/w/cpp/container/vector).
- * @details Uses OpenMP SIMD reduction to speedup the calculation.
+ * @details Explicitly uses `std::fma` for better performance and accuracy.
  * @tparam T the value type
  * @param[in] lhs the first vector
  * @param[in] rhs the second vector
@@ -154,7 +152,7 @@ template <typename T>
 
 /**
  * @brief Calculates the squared Euclidean distance of both vectors: \f$d^2(x, y) = (x_1 - y_1)^2 + (x_2 - y_2)^2 + \dots + (x_n - y_n)^2\f$.
- * @details Uses OpenMP SIMD reduction to speedup the calculation.
+ * @details Explicitly uses `std::fma` for better performance and accuracy.
  * @tparam T the value type
  * @param[in] lhs the first vector
  * @param[in] rhs the second vector
@@ -174,8 +172,8 @@ template <typename T>
 
 /**
  * @brief Returns +1 if x is positive and -1 if x is negative or 0.
- * @param[in] x the number parameter to evaluate
- * @return +1 if x is positive and -1 if x is negative or 0 (`[[nodiscard]]`)
+ * @param[in] x the value to calculate the sign for
+ * @return +1 if @p x is positive and -1 if @p x is negative or 0 (`[[nodiscard]]`)
  */
 template <typename T>
 [[nodiscard]] inline constexpr T sign(const T x) {
diff --git a/include/plssvm/detail/sha256.hpp b/include/plssvm/detail/sha256.hpp
index 2d72ad5c1..0d229b107 100644
--- a/include/plssvm/detail/sha256.hpp
+++ b/include/plssvm/detail/sha256.hpp
@@ -14,9 +14,9 @@
 #pragma once
 
 #include <array>        // std::array
-#include <cstdint>      // std::uint32_t, std::uint64_t
+#include <cstdint>      // std::uint32_t
 #include <string>       // std::string
-#include <type_traits>  // std::is_unsigned_v
+#include <type_traits>  // std::enable_if_t, std::is_unsigned_v
 
 namespace plssvm::detail {
 
@@ -47,7 +47,7 @@ class sha256 {
         }
     }
     /**
-     * @brief Pack four byte of the @p str into the 32-bit unsigned integer @x.
+     * @brief Pack four byte of the @p str into the 32-bit unsigned integer @p x.
      * @param[in] str the string to pack
      * @param[out] x the 32-bit unsigned integer to pack the bytes to
      */
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index d979ad639..114cdc0cb 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -14,8 +14,8 @@
 #pragma once
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::{trim, trim_left}
-#include "plssvm/detail/type_traits.hpp"       // plssvm::detail::remove_cvref_t
+#include "plssvm/detail/string_utility.hpp"        // plssvm::detail::{trim, trim_left, as_lower_case}
+#include "plssvm/detail/type_traits.hpp"           // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
 
 #include "fast_float/fast_float.h"  // fast_float::from_chars_result, fast_float::from_chars (floating point types)
 #include "fmt/core.h"               // fmt::format
@@ -25,7 +25,7 @@
 #include <string>        // std::string, std::stold
 #include <string_view>   // std::string_view
 #include <system_error>  // std:errc
-#include <type_traits>   // std::enable_if_t, std::is_arithmetic_v, std::is_same_v, std::is_floating_point_v, std::is_integral_v
+#include <type_traits>   // std::is_arithmetic_v, std::is_same_v, std::is_floating_point_v, std::is_integral_v
 #include <vector>        // std::vector
 
 namespace plssvm::detail {
@@ -43,7 +43,7 @@ namespace plssvm::detail {
  * @throws Exception if @p str can't be converted to a value of type @p T
  * @return the value of type @p T denoted by @p str (`[[nodiscard]]`)
  */
-template <typename T, typename Exception = std::runtime_error, std::enable_if_t<std::is_arithmetic_v<T> || std::is_same_v<remove_cvref_t<T>, std::string>, bool> = true>
+template <typename T, typename Exception = std::runtime_error, PLSSVM_REQUIRES((std::is_arithmetic_v<T> || std::is_same_v<remove_cvref_t<T>, std::string>) )>
 [[nodiscard]] inline T convert_to(const std::string_view str) {
     if constexpr (std::is_same_v<remove_cvref_t<T>, std::string>) {
         // convert string_view to string
@@ -87,7 +87,7 @@ template <typename T, typename Exception = std::runtime_error, std::enable_if_t<
         T val;
         auto res = convert_from_chars(trimmed_str, val);
         if (res.ec != std::errc{}) {
-            throw Exception{ fmt::format("Can't convert '{}' to a value of type {}!", str, plssvm::detail::arithmetic_type_name<T>()) };
+            throw Exception{ fmt::format("Can't convert '{}' to a value of type {}!", str, arithmetic_type_name<T>()) };
         }
         return val;
     }
diff --git a/include/plssvm/detail/type_traits.hpp b/include/plssvm/detail/type_traits.hpp
index 24ec224ba..a2ce4ed73 100644
--- a/include/plssvm/detail/type_traits.hpp
+++ b/include/plssvm/detail/type_traits.hpp
@@ -19,7 +19,7 @@
 #include <list>           // std::list
 #include <map>            // std::map, std::multimap
 #include <set>            // std::set, std::multiset
-#include <type_traits>    // std::remove_cv_t, std::remove_reference_t
+#include <type_traits>    // std::remove_cv_t, std::remove_reference_t, std::false_type, std::true_type
 #include <type_traits>    // std::enable_if_t
 #include <unordered_map>  // std::unordered_map, std::unordered_multimap
 #include <unordered_set>  // std::unordered_set, std::unordered_multiset
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index 1b3dc0e91..d052fba33 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -14,24 +14,20 @@
 #pragma once
 
 #include "plssvm/default_value.hpp"       // plssvm::default_value
-#include "plssvm/detail/type_traits.hpp"  // plssvm::detail::always_false_v
+#include "plssvm/detail/type_traits.hpp"  // PLSSVM_REQUIRES, plssvm::detail::always_false_v
 
-#include <algorithm>      // std::remove_if
-#include <cstddef>        // std::size_t
-#include <iterator>       // std::distance
-#include <map>            // std::map
-#include <set>            // std::set
-#include <string>         // std::string
-#include <tuple>          // std::forward_as_tuple, std::get
-#include <type_traits>    // std::underlying_type_t, std::is_enum_v
-#include <unordered_map>  // std::unordered_map
-#include <unordered_set>  // std::unordered_set
-#include <vector>         // std::vector
+#include <algorithm>    // std::remove_if, std::find
+#include <cstddef>      // std::size_t
+#include <iterator>     // std::distance
+#include <string>       // std::string
+#include <tuple>        // std::forward_as_tuple, std::get
+#include <type_traits>  // std::underlying_type_t, std::is_enum_v
 
 namespace plssvm::detail {
 
 /**
  * @brief Invokes undefined behavior. Used to mark code paths that may never be reachable.
+ * @details See: C++23 [`std::unreachable`](https://en.cppreference.com/w/cpp/utility/unreachable)
  */
 [[noreturn]] inline void unreachable() {
     // Uses compiler specific extensions if possible.
@@ -45,7 +41,7 @@ namespace plssvm::detail {
 }
 
 /**
- * @brief Get the @p I-th element of the parameter pack @p args.
+ * @brief Get the @p I-th element of the parameter pack @p args at compile-time.
  * @tparam I the index of the element to get
  * @tparam Types the types inside the parameter pack
  * @param[in] args the values of the parameter pack
@@ -92,11 +88,13 @@ template <typename Enum>
 template <typename Container, typename Pred, PLSSVM_REQUIRES(is_container_v<Container>)>
 inline typename Container::size_type erase_if(Container &c, Pred pred) {
     if constexpr (is_vector_v<Container>) {
+        // use optimized version for std::vector
         auto iter = std::remove_if(c.begin(), c.end(), pred);
         auto dist = std::distance(iter, c.end());
         c.erase(iter, c.end());
         return dist;
     } else {
+        // generic version otherwise
         auto old_size = c.size();
         for (auto i = c.begin(), last = c.end(); i != last;) {
             if (pred(*i)) {
@@ -120,8 +118,10 @@ inline typename Container::size_type erase_if(Container &c, Pred pred) {
 template <typename Container, typename T, PLSSVM_REQUIRES(is_container_v<Container>)>
 [[nodiscard]] inline bool contains(const Container &c, const T &val) {
     if constexpr (is_sequence_container_v<Container>) {
+        // use std::find for sequence containers
         return std::find(c.cbegin(), c.cend(), val) != c.cend();
     } else {
+        // use count otherwise
         return c.count(val) > 0;
     }
 }
diff --git a/src/plssvm/detail/layout.cpp b/src/plssvm/detail/layout.cpp
index f74e84964..94da32bdb 100644
--- a/src/plssvm/detail/layout.cpp
+++ b/src/plssvm/detail/layout.cpp
@@ -13,6 +13,7 @@
 #include <ios>      // std::ios::failbit
 #include <istream>  // std::istream
 #include <ostream>  // std::ostream
+#include <string>   // std::string
 
 namespace plssvm::detail {
 
diff --git a/src/plssvm/detail/sha256.cpp b/src/plssvm/detail/sha256.cpp
index 4eec6712c..7b6ff17f0 100644
--- a/src/plssvm/detail/sha256.cpp
+++ b/src/plssvm/detail/sha256.cpp
@@ -30,7 +30,7 @@ std::string sha256::operator()(std::string input) const {
     // append a single '1' byte
     input.append(1, static_cast<char>(0x80));
 
-    // append K '0' byte, where K is the minimum number >= 0 such that (L + 1 + K + 8) is a multiple of 512 / 8 = 64
+    // append K '0' bytes, where K is the minimum number >= 0 such that (L + 1 + K + 8) is a multiple of 512 / 8 = 64
     const std::uint32_t K = CHUNK_SIZE - (L + 1 + 8) % CHUNK_SIZE;
     input.resize(L + 1 + K + 8);
 

From 10c702a1174662b2c1a35d30197ec8b204b13b56 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 16:05:29 +0100
Subject: [PATCH 0552/1010] Update plssvm::detail::cmd documentation and header
 includes.

---
 docs/resources/dirs.dox                       | 42 +++++++++++----
 .../plssvm/detail/cmd/data_set_variants.hpp   | 52 ++++++++++---------
 include/plssvm/detail/cmd/parser_predict.hpp  |  6 +--
 include/plssvm/detail/cmd/parser_scale.hpp    |  2 +-
 include/plssvm/detail/cmd/parser_train.hpp    |  2 +-
 src/plssvm/detail/cmd/parser_predict.cpp      | 14 ++---
 src/plssvm/detail/cmd/parser_scale.cpp        | 14 ++---
 src/plssvm/detail/cmd/parser_train.cpp        | 16 +++---
 tests/detail/cmd/data_set_variants.cpp        |  6 +--
 tests/detail/cmd/parser_predict.cpp           |  1 +
 tests/detail/cmd/parser_scale.cpp             |  5 +-
 tests/detail/cmd/parser_train.cpp             |  1 +
 tests/detail/cmd/utility.hpp                  | 13 ++---
 13 files changed, 100 insertions(+), 74 deletions(-)

diff --git a/docs/resources/dirs.dox b/docs/resources/dirs.dox
index 8038a0c37..0ac9d563b 100644
--- a/docs/resources/dirs.dox
+++ b/docs/resources/dirs.dox
@@ -132,6 +132,28 @@
  * @brief Directory containing implementation details which **should not** be used by users.
  */
 
+/**
+ * @dir include/plssvm/detail/cmd
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Directory containing implementation details regarding the command line interface which **should not** be used by users.
+ */
+
+/**
+ * @dir include/plssvm/detail/io
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Directory containing implementation details regarding the IO functionality which **should not** be used by users.
+ */
+
 /**
  * @dir include/plssvm/exceptions
  * @author Alexander Van Craen
@@ -154,13 +176,13 @@
  * @brief Directory containing compile-time constant version information.
  */
 
- /**
-  * @dir include/plssvm/version/git_metadata
-  * @author Alexander Van Craen
-  * @author Marcel Breyer
-  * @copyright 2018-today The PLSSVM project - All Rights Reserved
-  * @license This file is part of the PLSSVM project which is released under the MIT license.
-  *          See the LICENSE.md file in the project root for full license information.
-  *
-  * @brief Directory containing compile-time constant meta data for git specific information.
-  */
\ No newline at end of file
+/**
+ * @dir include/plssvm/version/git_metadata
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Directory containing compile-time constant meta data for git specific information.
+ */
\ No newline at end of file
diff --git a/include/plssvm/detail/cmd/data_set_variants.hpp b/include/plssvm/detail/cmd/data_set_variants.hpp
index 9af5acf31..4efa4af73 100644
--- a/include/plssvm/detail/cmd/data_set_variants.hpp
+++ b/include/plssvm/detail/cmd/data_set_variants.hpp
@@ -1,13 +1,13 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Implements utility functions to create a data set based on runtime parameters.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Implements utility functions to create a data set based on runtime parameters.
+ */
 
 #ifndef PLSSVM_DETAIL_CMD_DATA_SET_VARIANTS_HPP_
 #define PLSSVM_DETAIL_CMD_DATA_SET_VARIANTS_HPP_
@@ -23,39 +23,43 @@
 
 namespace plssvm::detail::cmd {
 
+// clang-format off
 /**
- * @brief Four different type combinations are allowed in the command line invocation: `float` + `int`, `float` + `std::string`, `double` + `int`, and `double` + `std::string`.
+ * @brief Four different type combinations are allowed in the command line invocation:
+ *        `float` + `int`, `float` + `std::string`, `double` + `int`, and `double` + `std::string`.
  */
-using data_set_variants = std::variant<plssvm::data_set<float>, plssvm::data_set<float, std::string>, plssvm::data_set<double>, plssvm::data_set<double, std::string>>;
+using data_set_variants = std::variant<plssvm::data_set<float, int>, plssvm::data_set<float, std::string>,
+                                       plssvm::data_set<double, int>, plssvm::data_set<double, std::string>>;
+// clang-format on
 
 /**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parser_train` command line options.
+ * @brief Return the correct data set type based on the plssvm::detail::cmd::parser_train command line options.
  * @tparam real_type the type of the data points
  * @tparam label_type the type of the labels
- * @param[in] cmd_parser the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ * @param[in] cmd_parser the provided command line parser
+ * @return the data set type based on the provided command line parser (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 [[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parser_train &cmd_parser) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ cmd_parser.input_filename } };
 }
 /**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parser_predict` command line options.
+ * @brief Return the correct data set type based on the plssvm::detail::cmd::parser_predict command line options.
  * @tparam real_type the type of the data points
  * @tparam label_type the type of the labels
- * @param[in] cmd_parser the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ * @param[in] cmd_parser the provided command line parser
+ * @return the data set type based on the provided command line parser (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 [[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parser_predict &cmd_parser) {
     return data_set_variants{ plssvm::data_set<real_type, label_type>{ cmd_parser.input_filename } };
 }
 /**
- * @brief Return the correct data set type based on the `plssvm::detail::cmd::parser_scale` command line options.
+ * @brief Return the correct data set type based on the plssvm::detail::cmd::parser_scale command line options.
  * @tparam real_type the type of the data points
  * @tparam label_type the type of the labels
- * @param[in] cmd_parser the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ * @param[in] cmd_parser the provided command line parser
+ * @return the data set type based on the provided command line parser (`[[nodiscard]]`)
  */
 template <typename real_type, typename label_type = typename data_set<real_type>::label_type>
 [[nodiscard]] inline data_set_variants data_set_factory_impl(const cmd::parser_scale &cmd_parser) {
@@ -67,10 +71,10 @@ template <typename real_type, typename label_type = typename data_set<real_type>
 }
 
 /**
- * @brief Based on the provided command line @p cmd_parser, return the correct data set type.
- * @tparam cmd_parser_type the type of the command line parameter (train, predict, or scale)
- * @param[in] cmd_parser the provided command line parameters
- * @return the data set type based on the provided command line parameter (`[[nodiscard]]`)
+ * @brief Based on the provided command line @p cmd_parser, return the correct plssvm::data_set type.
+ * @tparam cmd_parser_type the type of the command line parser (train, predict, or scale)
+ * @param[in] cmd_parser the provided command line parser
+ * @return the data set type based on the provided command line parser (`[[nodiscard]]`)
  */
 template <typename cmd_parser_type>
 [[nodiscard]] inline data_set_variants data_set_factory(const cmd_parser_type &cmd_parser) {
diff --git a/include/plssvm/detail/cmd/parser_predict.hpp b/include/plssvm/detail/cmd/parser_predict.hpp
index 3a1c65a73..81737ef03 100644
--- a/include/plssvm/detail/cmd/parser_predict.hpp
+++ b/include/plssvm/detail/cmd/parser_predict.hpp
@@ -23,7 +23,7 @@
 namespace plssvm::detail::cmd {
 
 /**
- * @brief Class for encapsulating all necessary parameters for prediction normally provided through command line arguments.
+ * @brief Class for encapsulating all necessary parameters for prediction; normally provided through command line arguments.
  */
 class parser_predict {
   public:
@@ -39,7 +39,7 @@ class parser_predict {
     /// The target platform: automatic (depending on the used backend), CPUs or GPUs from NVIDIA, AMD, or Intel.
     target_platform target{ target_platform::automatic };
 
-    /// The SYCL implementation to use with --backend=sycl.
+    /// The SYCL implementation to use with `--backend sycl`: automatic (depending on the SYCL implementation defined during the CMake configuration), hipsycl, or dpcpp.
     sycl::implementation_type sycl_implementation_type{ sycl::implementation_type::automatic };
 
     /// `true` if `std::string` should be used as label type instead of the default type `ìnt`.
@@ -49,7 +49,7 @@ class parser_predict {
 
     /// The name of the data file to predict.
     std::string input_filename{};
-    /// The name of the model file containing the support vectors used for prediction.
+    /// The name of the model file containing the support vectors and weights used for prediction.
     std::string model_filename{};
     /// The name of the file to write the predicted labels to.
     std::string predict_filename{};
diff --git a/include/plssvm/detail/cmd/parser_scale.hpp b/include/plssvm/detail/cmd/parser_scale.hpp
index b9c470b4a..6607fda3e 100644
--- a/include/plssvm/detail/cmd/parser_scale.hpp
+++ b/include/plssvm/detail/cmd/parser_scale.hpp
@@ -21,7 +21,7 @@
 namespace plssvm::detail::cmd {
 
 /**
- * @brief Class for encapsulating all necessary parameters for scaling a data set possibly provided through command line arguments.
+ * @brief Class for encapsulating all necessary parameters for scaling a data set; normally provided through command line arguments.
  */
 class parser_scale {
   public:
diff --git a/include/plssvm/detail/cmd/parser_train.hpp b/include/plssvm/detail/cmd/parser_train.hpp
index a5d6c3c4a..23dc59b6c 100644
--- a/include/plssvm/detail/cmd/parser_train.hpp
+++ b/include/plssvm/detail/cmd/parser_train.hpp
@@ -27,7 +27,7 @@
 namespace plssvm::detail::cmd {
 
 /**
- * @brief Class for encapsulating all necessary parameters for training possibly provided through command line arguments.
+ * @brief Class for encapsulating all necessary parameters for training; normally provided through command line arguments.
  */
 class parser_train {
   public:
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index cd5c349b9..7bcb9bfb2 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -67,13 +67,6 @@ parser_predict::parser_predict(int argc, char **argv) {
         std::exit(EXIT_FAILURE);
     }
 
-    // check if the number of positional arguments is not too large
-    if (!result.unmatched().empty()) {
-        std::cerr << fmt::format("Only up to three positional options may be given, but {} (\"{}\") additional option(s) where provided!", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
-        std::cout << options.help() << std::endl;
-        std::exit(EXIT_FAILURE);
-    }
-
     // print help message and exit
     if (result.count("help")) {
         std::cout << options.help() << std::endl;
@@ -86,6 +79,13 @@ parser_predict::parser_predict(int argc, char **argv) {
         std::exit(EXIT_SUCCESS);
     }
 
+    // check if the number of positional arguments is not too large
+    if (!result.unmatched().empty()) {
+        std::cerr << fmt::format("Only up to three positional options may be given, but {} (\"{}\") additional option(s) where provided!", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
+        std::cout << options.help() << std::endl;
+        std::exit(EXIT_FAILURE);
+    }
+
     // parse backend_type and cast the value to the respective enum
     backend = result["backend"].as<decltype(backend)>();
 
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 4a5f712c7..ee6dcc358 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -63,13 +63,6 @@ parser_scale::parser_scale(int argc, char **argv) {
         std::exit(EXIT_FAILURE);
     }
 
-    // check if the number of positional arguments is not too large
-    if (!result.unmatched().empty()) {
-        std::cerr << fmt::format("Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
-        std::cout << options.help() << std::endl;
-        std::exit(EXIT_FAILURE);
-    }
-
     // print help message and exit
     if (result.count("help")) {
         std::cout << options.help() << std::endl;
@@ -82,6 +75,13 @@ parser_scale::parser_scale(int argc, char **argv) {
         std::exit(EXIT_SUCCESS);
     }
 
+    // check if the number of positional arguments is not too large
+    if (!result.unmatched().empty()) {
+        std::cerr << fmt::format("Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
+        std::cout << options.help() << std::endl;
+        std::exit(EXIT_FAILURE);
+    }
+
     // parse the lowest allowed value
     lower = result["lower"].as<decltype(lower)>();
 
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 6a5611858..4983979ac 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -24,10 +24,10 @@
 #include "fmt/core.h"     // ffmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
 #include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>   // std::exception
 #include <filesystem>  // std::filesystem::path
+#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
 
 namespace plssvm::detail::cmd {
 
@@ -78,13 +78,6 @@ parser_train::parser_train(int argc, char **argv) {
         std::exit(EXIT_FAILURE);
     }
 
-    // check if the number of positional arguments is not too large
-    if (!result.unmatched().empty()) {
-        std::cerr << fmt::format("Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
-        std::cout << options.help() << std::endl;
-        std::exit(EXIT_FAILURE);
-    }
-
     // print help message and exit
     if (result.count("help")) {
         std::cout << options.help() << std::endl;
@@ -97,6 +90,13 @@ parser_train::parser_train(int argc, char **argv) {
         std::exit(EXIT_SUCCESS);
     }
 
+    // check if the number of positional arguments is not too large
+    if (!result.unmatched().empty()) {
+        std::cerr << fmt::format("Only up to two positional options may be given, but {} (\"{}\") additional option(s) where provided!\n", result.unmatched().size(), fmt::join(result.unmatched(), " ")) << std::endl;
+        std::cout << options.help() << std::endl;
+        std::exit(EXIT_FAILURE);
+    }
+
     // parse kernel_type and cast the value to the respective enum
     if (result.count("kernel_type")) {
         csvm_params.kernel_type = result["kernel_type"].as<typename decltype(csvm_params.kernel_type)::value_type>();
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index 4ef6d996a..54911638c 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -14,9 +14,9 @@
 #include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
 
-#include "../../naming.hpp"         // naming::pretty_print_data_set_factory
-#include "../../utility.hpp"        // util::{temporary_file, instantiate_template_file}
-#include "utility.hpp"              // util::ParameterBase
+#include "../../naming.hpp"   // naming::pretty_print_data_set_factory
+#include "../../utility.hpp"  // util::{temporary_file, instantiate_template_file}
+#include "utility.hpp"        // util::ParameterBase
 
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ,  ::testing::{WithParamInterface, Values}
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index d5761d047..f63202d29 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -22,6 +22,7 @@
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
                                    // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
+#include <cstdlib>  // EXIT_SUCCESS, EXIT_FAILRE
 #include <string>  // std::string
 #include <tuple>   // std::tuple
 
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 290333c1e..99712293b 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -22,8 +22,9 @@
 #include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
                                    // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
-#include <string>  // std::string
-#include <tuple>   // std::tuple
+#include <cstdlib>  // EXIT_SUCCESS, EXIT_FAILRE
+#include <string>   // std::string
+#include <tuple>    // std::tuple
 
 class ParserScale : public util::ParameterBase {};
 class ParserScaleDeathTest : public util::ParameterBase {};
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 8231433e1..5b873d3d4 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -23,6 +23,7 @@
                                    // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::Bool, ::testing::ExitedWithCode
 
 #include <cstddef>  // std::size_t
+#include <cstdlib>  // EXIT_SUCCESS, EXIT_FAILRE
 #include <string>   // std::string
 #include <tuple>    // std::tuple
 
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index bcfb9bf99..0323f2543 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -14,29 +14,26 @@
 #pragma once
 
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
-#include "plssvm/detail/string_utility.hpp"     // plssvm::detail::replace_all
 
 #include "../../utility.hpp"  // util::redirect_output
 
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // :testing::TestParamInfo
+#include "gtest/gtest.h"  // :testing::Test
 
 #include <cstring>      // std::strcpy
 #include <string>       // std::string
 #include <string_view>  // std::string_view
-#include <tuple>        // std::get
 #include <vector>       // std::vector
 
 namespace util {
 
 /**
- * Fixture class for testing the parameter_* classes' implementation.
+ * @brief Fixture class for testing the parameter_* classes' implementation.
  */
 class ParameterBase : public ::testing::Test, private redirect_output<> {
   protected:
     /**
-     * @brief Create artificial argc and argv from the given string.
-     * @param[in] cmd_line the command line argument to create the argc and argv from.
+     * @brief Create artificial argc and argv from the given command line string.
+     * @param[in] cmd_line the command line argument to create the argc and argv from
      */
     virtual void CreateCMDArgs(const std::string_view cmd_line) {
         // create argc and argv from a std::string
@@ -49,7 +46,7 @@ class ParameterBase : public ::testing::Test, private redirect_output<> {
         }
     }
     /**
-     * Free memory used for argv and end capturing std::cout. Automatically called at the end of a test.
+     * @brief Free memory used for argv and end capturing std::cout. Automatically called at the end of a test.
      */
     void TearDown() override {
         // free memory at the end

From d1e4333ef4817aeb8bfbf568a36a317426cce3b3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 16:20:01 +0100
Subject: [PATCH 0553/1010] Update plssvm::detail::io documentation and header
 includes.

---
 include/plssvm/detail/io/file_reader.hpp    | 27 ++++++++++++---------
 src/plssvm/detail/io/file_reader.cpp        |  2 +-
 tests/detail/io/arff_parsing.cpp            |  2 +-
 tests/detail/io/libsvm_model_parsing.cpp    | 11 +++------
 tests/detail/io/libsvm_parsing.cpp          |  2 --
 tests/detail/io/scaling_factors_parsing.cpp | 12 ++++-----
 6 files changed, 27 insertions(+), 29 deletions(-)

diff --git a/include/plssvm/detail/io/file_reader.hpp b/include/plssvm/detail/io/file_reader.hpp
index eef66eb26..908fa208d 100644
--- a/include/plssvm/detail/io/file_reader.hpp
+++ b/include/plssvm/detail/io/file_reader.hpp
@@ -28,6 +28,7 @@
 
 #include <filesystem>   // std::filesystem::path
 #include <ios>          // std::streamsize
+#include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
@@ -69,19 +70,21 @@ class file_reader {
      */
     file_reader(const file_reader &) = delete;
     /**
-     * @brief Default the move-constructor since file_reader is move-only.
+     * @brief Implement the move-constructor since file_reader is move-only.
+     * @param[in,out] other the file_reader to move the values from
      */
-    file_reader(file_reader &&) noexcept;
+    file_reader(file_reader &&other) noexcept;
     /**
      * @brief Delete the copy-assignment operator since file_reader is move-only.
      * @return *this
      */
     file_reader &operator=(const file_reader &) = delete;
     /**
-     * @brief Default the move-assignment operator since file_reader is move-only.
-     * @return *this
+     * @brief Implement the move-assignment operator since file_reader is move-only.
+     * @param[in,out] other the file_reader to move the values from
+     * @return `*this`
      */
-    file_reader &operator=(file_reader &&) noexcept;
+    file_reader &operator=(file_reader &&other) noexcept;
 
     /**
      * @brief Associates the current file_reader with the file denoted by @p filename, i.e., opens the file @p filename (possible memory mapping it).
@@ -112,13 +115,13 @@ class file_reader {
     void close();
 
     /**
-     * @brief Element-wise swap all contents of *this with @p other.
+     * @brief Element-wise swap all contents of `*this` with @p other.
      * @param[in,out] other the other file_reader to swap the contents with
      */
     void swap(file_reader &other);
 
     /**
-     * @brief Read the content of the associated file and splits it into lines, ignoring empty lines and lines starting with the @p comment.
+     * @brief Read the content of the associated file and split it into lines, ignoring empty lines and lines starting with the @p comment.
      * @param[in] comment a character (sequence) at the beginning of a line that causes this line to be ignored (used to filter comments)
      * @throws plssvm::file_reader_exception if no file is currently associated to this file_reader
      * @return the split lines, ignoring empty lines and lines starting with the @p comment
@@ -131,20 +134,20 @@ class file_reader {
 
     /**
      * @brief Return the number of parsed lines (where all empty lines or lines starting with a comment are ignored).
-     * @details Returns `0` if no file is currently associated with this file_reader or the read_kines() function has not been called yet.
+     * @details Returns `0` if no file is currently associated with this file_reader or the read_lines() function has not been called yet.
      * @return the number of lines after preprocessing (`[[nodiscard]]`)
      */
     [[nodiscard]] typename std::vector<std::string_view>::size_type num_lines() const noexcept;
     /**
      * @brief Return the @p pos line of the parsed file.
-     * @details Returns `0` if no file is currently associated with this file_reader or the read_kines() function has not been called yet.
+     * @details Returns `0` if no file is currently associated with this file_reader or the read_lines() function has not been called yet.
      * @param[in] pos the line to return
      * @return the line without leading whitespaces (`[[nodiscard]]`)
      */
     [[nodiscard]] std::string_view line(typename std::vector<std::string_view>::size_type pos) const;
     /**
      * @brief Return all lines present after the preprocessing.
-     * @details Returns `0` if no file is currently associated with this file_reader or the read_kines() function has not been called yet.
+     * @details Returns `0` if no file is currently associated with this file_reader or the read_lines() function has not been called yet.
      * @return all lines after preprocessing (`[[nodiscard]]`)
      */
     [[nodiscard]] const std::vector<std::string_view> &lines() const noexcept;
@@ -157,7 +160,7 @@ class file_reader {
   private:
     /**
      * @brief Try to open the file @p filename and "read" its content using memory mapped IO on UNIX systems.
-     * @details Currently memory mapped IO is only supported under Linux systems. If the file could not be memory mapped, automatically falls back to open_file().
+     * @details If the file could not be memory mapped, automatically falls back to open_file().
      * @param[in] filename the file to open
      * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
      */
@@ -165,7 +168,7 @@ class file_reader {
 
     /**
      * @brief Try to open the file @p filename and "read" its content using memory mapped IO on Windows systems.
-     * @details Currently memory mapped IO is only supported under Linux systems. If the file could not be memory mapped, automatically falls back to open_file().
+     * @details If the file could not be memory mapped, automatically falls back to open_file().
      * @param[in] filename the file to open
      * @throws plssvm::file_not_found_exception if the @p filename couldn't be found
      */
diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index 6c9f15fba..d37825961 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -33,7 +33,7 @@
 #include <fstream>      // std::ifstream
 #include <ios>          // std::ios, std::streamsize
 #include <iostream>     // std::cerr, std::endl
-#include <limits>       // std::numeric_limits
+#include <limits>       // std::numeric_limits::max
 #include <memory>       // std::addressof
 #include <string>       // std::string
 #include <string_view>  // std::string_view
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index b826e9f7a..afd0ea804 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -24,7 +24,7 @@
                                    // ::testing::{Test, Types, TestWithParam, Values}
 
 #include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::remove
+#include <set>          // std::set
 #include <string>       // std::string
 #include <tuple>        // std::tuple, std::make_tuple, std::ignore
 #include <type_traits>  // std::is_same_v
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 05963d66f..8dc1f5f89 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -12,7 +12,6 @@
 
 #include "plssvm/data_set.hpp"                  // plssvm::data_set
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 #include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
 
@@ -26,12 +25,10 @@
 #include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
                                    // ::testing::{Test, Types, Values}
 
-#include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::remove
-#include <string>       // std::string
-#include <tuple>        // std::ignore
-#include <type_traits>  // std::is_same_v
-#include <vector>       // std::vector
+#include <cstddef>  // std::size_t
+#include <string>   // std::string
+#include <tuple>    // std::ignore
+#include <vector>   // std::vector
 
 template <typename T>
 class LIBSVMModelHeaderParse : public ::testing::Test {};
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index dda6ca155..50af985bc 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -24,10 +24,8 @@
                                    // ::testing::{Test, Types, TestWithParam, Values}
 
 #include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::remove
 #include <string>       // std::string
 #include <tuple>        // std::ignore
-#include <type_traits>  // std::is_same_v
 #include <utility>      // std::pair, std::make_pair
 #include <vector>       // std::vector
 
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index cbebdbfb5..aae89999c 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -12,6 +12,7 @@
 
 #include "plssvm/data_set.hpp"               // plssvm::data_set::scaling::factors
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
 #include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
 #include "../../naming.hpp"              // naming::real_type_to_name
@@ -22,12 +23,11 @@
 #include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
                                    // ::testing::{Test, Types}
 
-#include <cstddef>     // std::size_t
-#include <filesystem>  // std::filesystem::remove
-#include <string>      // std::string
-#include <tuple>       // std::ignore
-#include <utility>     // std::pair
-#include <vector>      // std::vector
+#include <cstddef>    // std::size_t
+#include <stdexcept>  // std::runtime_error
+#include <tuple>      // std::ignore
+#include <utility>    // std::pair
+#include <vector>     // std::vector
 
 // typedef nested struct
 template <typename T>

From 54677cc3b7eedbceab78817dd59409b3beed5cdc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 17:11:42 +0100
Subject: [PATCH 0554/1010] Update generic GPU classes' documentation and
 includes.

---
 include/plssvm/backends/gpu_csvm.hpp       | 34 ++++++++++++----------
 include/plssvm/backends/gpu_device_ptr.hpp | 10 +++----
 src/plssvm/backends/gpu_device_ptr.cpp     |  9 ++++--
 3 files changed, 28 insertions(+), 25 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 496d8f992..a7d01eb25 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -35,7 +35,7 @@ namespace plssvm::detail {
 
 /**
  * @brief A C-SVM implementation for all GPU backends to reduce code duplication.
- * @details Implements all virtual functions defined in plssvm::csvm. The GPU backends only have to implement the actual kernel launches.
+ * @details Implements all virtual functions defined in plssvm::csvm. The GPU backends only have to implement the actual kernel (launches).
  * @tparam device_ptr_t the type of the device pointer (dependent on the used backend)
  * @tparam queue_t the type of the device queue (dependent on the used backend)
  */
@@ -49,21 +49,21 @@ class gpu_csvm : public ::plssvm::csvm {
     using queue_type = queue_t;
 
     /**
-     * @brief Construct a new C-SVM using one of the GPU backends with the parameters given through @p params.
-     * @param[in] params struct encapsulating all possible parameters
+     * @copydoc plssvm::csvm::csvm()
      */
     explicit gpu_csvm(plssvm::parameter params = {}) :
         ::plssvm::csvm{ params } {}
     /**
-     * @brief Construct a new C-SVM using one of the GPU backend with the optionally provided @p named_args.
-     * @param[in] named_args the additional optional named arguments
+     * @brief Construct a C-SVM forwarding all parameters @p args to the plssvm::parameter constructor.
+     * @tparam Args the type of the (named-)parameters
+     * @param[in] args the parameters used to construct a plssvm::parameter
      */
     template <typename... Args>
-    explicit gpu_csvm(Args &&...named_args) :
-        ::plssvm::csvm{ std::forward<Args>(named_args)... } {}
+    explicit gpu_csvm(Args &&...args) :
+        ::plssvm::csvm{ std::forward<Args>(args)... } {}
 
     /**
-     * @brief Virtual destructor to enable safe inheritance.
+     * @copydoc plssvm::csvm::~csvm()
      */
     ~gpu_csvm() override = default;
 
@@ -105,12 +105,12 @@ class gpu_csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> predict_values_impl(const parameter<real_type> &params, const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha, real_type rho, std::vector<real_type> &w, const std::vector<std::vector<real_type>> &predict_points) const;
 
     /**
-     * @brief Returns the number of usable devices given the kernel function @p kernel_type and the number of features @p num_features.
+     * @brief Returns the number of usable devices given the kernel function @p kernel and the number of features @p num_features.
      * @details Only the linear kernel supports multi-GPU execution, i.e., for the polynomial and rbf kernel, this function **always** returns 1.
      *          In addition, at most @p num_features devices may be used (i.e., if **more** devices than features are present not all devices are used).
      * @param[in] kernel the kernel function type
      * @param[in] num_features the number of features
-     * @return the number of usable devices, may be less than the discovered devices in the system (`[[nodiscard]]`)
+     * @return the number of usable devices; may be less than the discovered devices in the system (`[[nodiscard]]`)
      */
     [[nodiscard]] std::size_t select_num_used_devices(kernel_function_type kernel, std::size_t num_features) const noexcept;
     /**
@@ -130,12 +130,12 @@ class gpu_csvm : public ::plssvm::csvm {
     /**
      * @brief Calculate the `q` vector used in the dimensional reduction.
      * @tparam real_type the type of the data points (either `float` or `double`)
-     * @param params the SVM parameter used to calculate `q` (e.g., kernel_type)
-     * @param data_d the data points used in the dimensional reduction located on the device(s)
-     * @param data_last_d the last data point of the data set located on the device(s)
-     * @param num_data_points the number of data points in @p data_p
-     * @param feature_ranges the range of features a specific device is responsible for
-     * @param boundary_size the size of the padding boundary
+     * @param[in] params the SVM parameter used to calculate `q` (e.g., kernel_type)
+     * @param[in] data_d the data points used in the dimensional reduction located on the device(s)
+     * @param[in] data_last_d the last data point of the data set located on the device(s)
+     * @param[in] num_data_points the number of data points in @p data_p
+     * @param[in] feature_ranges the range of features a specific device is responsible for
+     * @param[in] boundary_size the size of the padding boundary
      * @return the `q` vector (`[[nodiscard]]`)
      */
     template <typename real_type>
@@ -180,6 +180,8 @@ class gpu_csvm : public ::plssvm::csvm {
     //*************************************************************************************************************************************//
     //                                         pure virtual, must be implemented by all subclasses                                         //
     //*************************************************************************************************************************************//
+    // Note: there are two versions of each function (one for float and one for double) since virtual template functions are not allowed in C++!
+
     /**
      * @brief Synchronize the device denoted by @p queue.
      * @param[in] queue the queue denoting the device to synchronize
diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index f6d64d5ae..93a2bd786 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -29,8 +29,6 @@ template <typename T, typename queue_t, typename device_pointer_t = T *>
 class gpu_device_ptr {
     // any non-reference arithmetic type
     static_assert(std::is_same_v<float, T> || std::is_same_v<double, T>, "Currently only 'float' or 'double' are allowed!");
-//    static_assert(std::is_arithmetic_v<T>, "Only arithmetic types are allowed!");
-//    static_assert(!std::is_reference_v<T>, "T must not be a reference!");
 
   public:
     /// The type of the values used in the device_ptr.
@@ -53,7 +51,7 @@ class gpu_device_ptr {
     /**
      * @brief Construct a device_ptr for the device managed by @p queue with the size @p size.
      * @param[in] size the size of the managed memory
-     * @param[in] queue the queue to manage the device_ptr
+     * @param[in] queue the queue (or similar) to manage the device_ptr
      */
     gpu_device_ptr(size_type size, const queue_type queue);
 
@@ -118,7 +116,7 @@ class gpu_device_ptr {
     }
     /**
      * @brief Get the number of elements in the wrapped device_ptr.
-     * @return the size (`[[nodiscard]]`)
+     * @return the number of elements (`[[nodiscard]]`)
      */
     [[nodiscard]] size_type size() const noexcept {
         return size_;
@@ -142,7 +140,7 @@ class gpu_device_ptr {
     /**
      * @brief Memset all bytes using the @p pattern starting at position @p pos.
      * @param[in] pattern the memset pattern
-     * @param[in] pos the position to start the memset
+     * @param[in] pos the position to start the memset operation
      * @throws plssvm::gpu_device_ptr_exception if @p pos is greater or equal than device_ptr::size()
      */
     void memset(int pattern, size_type pos = 0);
@@ -183,7 +181,7 @@ class gpu_device_ptr {
      * @brief Copy up-to @p count many values from @p data_to_copy to the device starting at device pointer position @p pos.
      * @details Copies `[pos, rcount)` values where `rcount` is the smaller value of @p count and `device_ptr::size() - pos`.
      * @param[in] data_to_copy the data to copy onto the device
-     * @param[in] pos the starting position for the copying in the CUDA device pointer
+     * @param[in] pos the starting position for the copying in the device pointer
      * @param[in] count the number of elements to copy
      * @throws plssvm::gpu_device_ptr_exception if @p data_to_copy is too small to satisfy the copy
      */
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index 929ebb3e4..f4acdff9d 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -8,6 +8,8 @@
 
 #include "plssvm/backends/gpu_device_ptr.hpp"
 
+// no includes for CUDA and HIP since they both use simple ints
+
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
     // used for explicitly instantiating the OpenCL backend
     #include "CL/cl.h"                                          // cl_mem
@@ -16,10 +18,10 @@
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     // used for explicitly instantiating the SYCL backend
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"
+        #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue
     #endif
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"
+        #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue
     #endif
 #endif
 
@@ -29,7 +31,8 @@
 #include "fmt/core.h"  // fmt::format
 
 #include <algorithm>  // std::min
-#include <utility>    // std::exchange, std::move, std::swap
+#include <memory>     // std::addressof
+#include <utility>    // std::exchange, std::swap
 #include <vector>     // std::vector
 
 namespace plssvm::detail {

From 3b67608e5d1cad577fbe269b7b59f4a220928fd5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 15 Dec 2022 17:16:01 +0100
Subject: [PATCH 0555/1010] Fix some weird Doxygen errors.

---
 include/plssvm/backends/gpu_csvm.hpp | 2 ++
 include/plssvm/data_set.hpp          | 2 ++
 include/plssvm/default_value.hpp     | 3 ++-
 3 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index a7d01eb25..d794ecf61 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -279,6 +279,7 @@ std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kerne
     return num_used_devices;
 }
 
+/// @cond Doxygen_suppress
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
 std::tuple<std::vector<device_ptr_t<real_type>>, std::vector<device_ptr_t<real_type>>, std::vector<std::size_t>>
@@ -324,6 +325,7 @@ gpu_csvm<device_ptr_t, queue_t>::setup_data_on_device(const std::vector<std::vec
 
     return std::make_tuple(std::move(data_d), std::move(data_last_d), std::move(feature_ranges));
 }
+/// @endcond
 
 template <template <typename> typename device_ptr_t, typename queue_t>
 template <typename real_type>
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 28af7de6a..0572409dd 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -422,6 +422,7 @@ class data_set<T, U>::label_mapper {
     std::map<real_type, label_type> mapped_to_label_{};
 };
 
+/// @cond Doxygen_suppress
 template <typename T, typename U>
 data_set<T, U>::data_set::label_mapper::label_mapper(const std::vector<label_type> &labels) {
     // we are only interested in unique labels
@@ -440,6 +441,7 @@ data_set<T, U>::data_set::label_mapper::label_mapper(const std::vector<label_typ
     label_to_mapped_[*iter] = +1;
     mapped_to_label_[+1] = *iter;
 }
+/// @endcond
 
 template <typename T, typename U>
 auto data_set<T, U>::label_mapper::get_mapped_value_by_label(const label_type &label) const -> const real_type & {
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 9a67a654f..52ad072ca 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -60,12 +60,14 @@ struct default_init {
  */
 template <typename T>
 class default_value {
+    /// @cond Doxygen_suppress
     // befriend a default_value encapsulating another type (used to be able to convert between, e.g., default_value<int> and default_value<float>)
     template <typename>
     friend class default_value;
     // befriend input stream operator to be able to construct a default_value from a std::istream
     template <typename U>
     friend std::istream &operator>>(std::istream &in, default_value<U> &);
+    /// @endcond
 
   public:
     /// The type encapsulated by this default_value.
@@ -327,7 +329,6 @@ template <typename T>
 struct is_default_value : detail::is_default_value<std::remove_cv_t<std::remove_reference_t<T>>> {};  // can't use detail::remove_cvref_t because of circular dependencies
 /**
  * @brief Test whether the given type @p T is of type `plssvm::default_value` ignoring all top-level const, volatile, and reference qualifiers.
- * @details A shorthand for `plssvm::is_default_value<T>::value`.
  */
 template <typename T>
 constexpr bool is_default_value_v = is_default_value<T>::value;

From e963bab1e0dca438b52b7ef3ce7a64d0865eeae7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 11:16:00 +0100
Subject: [PATCH 0556/1010] Update documentation and includes for the OpenMP
 backend.

---
 include/plssvm/backends/OpenMP/csvm.hpp       | 33 +++++++++----------
 include/plssvm/backends/OpenMP/svm_kernel.hpp |  6 ++--
 src/plssvm/backends/OpenMP/csvm.cpp           | 16 +++++----
 src/plssvm/backends/OpenMP/svm_kernel.cpp     |  1 +
 4 files changed, 30 insertions(+), 26 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 7eae78b65..6bdb6b5c9 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -13,13 +13,13 @@
 #define PLSSVM_BACKENDS_OPENMP_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"                   // plssvm::csvm
-#include "plssvm/detail/utility.hpp"         // PLSSVM_REQUIRES
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::has_only_parameter_named_args_v
-#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
+#include "plssvm/csvm.hpp"                // plssvm::csvm
+#include "plssvm/detail/type_traits.hpp"  // PLSSVM_REQUIRES
+#include "plssvm/parameter.hpp"           // plssvm::parameter, plssvm::detail::{parameter, has_only_parameter_named_args_v}
+#include "plssvm/target_platforms.hpp"    // plssvm::target_platform
 
 #include <type_traits>  // std::true_type
+#include <utility>      // std::forward, std::pair
 #include <vector>       // std::vector
 
 namespace plssvm {
@@ -34,18 +34,17 @@ class csvm : public ::plssvm::csvm {
   public:
     /**
      * @brief Construct a new C-SVM using the OpenMP backend with the parameters given through @p params.
-     * @param[in] params struct encapsulating all possible parameters
-     * @throws plssvm::csvm::csvm() exceptions
+     * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
+    explicit csvm(parameter params = {});
     /**
      * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform with the parameters given through @p params.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] params struct encapsulating all possible SVM parameters
-     * @throws plssvm::csvm::csvm() exceptions
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
@@ -54,8 +53,8 @@ class csvm : public ::plssvm::csvm {
     /**
      * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform and the optionally provided @p named_args.
      * @param[in] target the target platform used for this C-SVM
-     * @param[in] named_args the additional optional named arguments
-     * @throws plssvm::csvm::csvm() exceptions
+     * @param[in] named_args the additional optional named-parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
@@ -66,8 +65,8 @@ class csvm : public ::plssvm::csvm {
     }
     /**
      * @brief Construct a new C-SVM using the OpenMP backend and the optionally provided @p named_args.
-     * @param[in] named_args the additional optional named arguments
-     * @throws plssvm::csvm::csvm() exceptions
+     * @param[in] named_args the additional optional named-parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
@@ -127,7 +126,7 @@ class csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &alpha) const;
 
     /**
-     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the CPU using OpenMP.
+     * @brief Select the correct kernel based on the value of plssvm::parameter::kernel_type and run it on the CPU using OpenMP.
      * @tparam real_type the type of the data points (either `float` or `double`)
      * @param[in] params the SVM parameter used to calculate `q` (e.g., kernel_type)
      * @param[in] q the `q` vector used in the dimensional reduction
@@ -143,7 +142,7 @@ class csvm : public ::plssvm::csvm {
   private:
     /**
      * @brief Initializes the OpenMP backend and performs some sanity checks.
-     * @param[in] target the platform to run on (must be `plssvm::target_platform::cpu` or `plssvm::target_platform::automatic` for the OpenMP backend).
+     * @param[in] target the platform to run on (must be plssvm::target_platform::cpu or plssvm::target_platform::automatic for the OpenMP backend).
      */
     void init(target_platform target);
 };
@@ -153,7 +152,7 @@ class csvm : public ::plssvm::csvm {
 namespace detail {
 
 /**
- * @brief Sets the `value` to `true` since C-SVMs using the OpenMP are available.
+ * @brief Sets the `value` to `true` since C-SVMs using the OpenMP backend are available.
  */
 template <>
 struct csvm_backend_exists<openmp::csvm> : std::true_type {};
diff --git a/include/plssvm/backends/OpenMP/svm_kernel.hpp b/include/plssvm/backends/OpenMP/svm_kernel.hpp
index d4943e0f8..fc2601ac0 100644
--- a/include/plssvm/backends/OpenMP/svm_kernel.hpp
+++ b/include/plssvm/backends/OpenMP/svm_kernel.hpp
@@ -21,7 +21,7 @@ namespace plssvm::openmp {
  * @brief Calculates the C-SVM kernel using the linear kernel function.
  * @tparam real_type the type of the data
  * @param[in] q the `q` vector
- * @param[in] ret the result vector
+ * @param[out] ret the result vector
  * @param[in] d the right-hand side of the equation
  * @param[in] data the data matrix
  * @param[in] QA_cost he bottom right matrix entry multiplied by cost
@@ -35,7 +35,7 @@ void device_kernel_linear(const std::vector<real_type> &q, std::vector<real_type
  * @brief Calculates the C-SVM kernel using the polynomial kernel function.
  * @tparam real_type the type of the data
  * @param[in] q the `q` vector
- * @param[in] ret the result vector
+ * @param[out] ret the result vector
  * @param[in] d the right-hand side of the equation
  * @param[in] data the data matrix
  * @param[in] QA_cost the bottom right matrix entry multiplied by cost
@@ -52,7 +52,7 @@ void device_kernel_polynomial(const std::vector<real_type> &q, std::vector<real_
  * @brief Calculates the C-SVM kernel using the radial basis function kernel function.
  * @tparam real_type the type of the data
  * @param[in] q the `q` vector
- * @param[in] ret the result vector
+ * @param[out] ret the result vector
  * @param[in] d the right-hand side of the equation
  * @param[in] data the data matrix
  * @param[in] QA_cost he bottom right matrix entry multiplied by cost
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 69c81586a..012b5cb40 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -9,27 +9,31 @@
 #include "plssvm/backends/OpenMP/csvm.hpp"
 
 #include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
-#include "plssvm/backends/OpenMP/q_kernel.hpp"    // plssvm::openmp::device_kernel_q_linear, plssvm::openmp::device_kernel_q_poly, plssvm::openmp::device_kernel_q_radial
-#include "plssvm/backends/OpenMP/svm_kernel.hpp"  // plssvm::openmp::device_kernel_linear, plssvm::openmp::device_kernel_poly, plssvm::openmp::device_kernel_radial
+#include "plssvm/backends/OpenMP/q_kernel.hpp"    // plssvm::openmp::device_kernel_q_linear, plssvm::openmp::device_kernel_q_polynomial, plssvm::openmp::device_kernel_q_rbf
+#include "plssvm/backends/OpenMP/svm_kernel.hpp"  // plssvm::openmp::device_kernel_linear, plssvm::openmp::device_kernel_polynomial, plssvm::openmp::device_kernel_rbf
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
-#include "plssvm/exceptions/exceptions.hpp"       // plssvm::unsupported_kernel_type_exception
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                   // plssvm::parameter
+#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
-#include <algorithm>  // std::fill, std::all_of
-#include <chrono>     // std::chrono
+#include <algorithm>  // std::fill, std::all_of, std::min
+#include <chrono>     // std::chrono::{milliseconds, steady_clock, time_point, duration_cast}
+#include <cmath>      // std::fma
 #include <iostream>   // std::cout, std::endl
+#include <utility>    // std::pair, std::make_pair, std::move
 #include <vector>     // std::vector
 
 namespace plssvm::openmp {
 
+csvm::csvm(parameter params) :
+    csvm{ plssvm::target_platform::automatic, params } {}
+
 csvm::csvm(const target_platform target, parameter params) :
     ::plssvm::csvm{ params } {
     this->init(target);
diff --git a/src/plssvm/backends/OpenMP/svm_kernel.cpp b/src/plssvm/backends/OpenMP/svm_kernel.cpp
index a616c292b..bacdef9e4 100644
--- a/src/plssvm/backends/OpenMP/svm_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/svm_kernel.cpp
@@ -29,6 +29,7 @@ void device_kernel(const std::vector<real_type> &q, std::vector<real_type> &ret,
 
     const auto dept = static_cast<kernel_index_type>(d.size());
 
+    // can't use default(none) due to the parameter pack Args (args)
     #pragma omp parallel for collapse(2) schedule(dynamic)
     for (kernel_index_type i = 0; i < dept; i += OPENMP_BLOCK_SIZE) {
         for (kernel_index_type j = 0; j < dept; j += OPENMP_BLOCK_SIZE) {

From 615fca791c1abc02b7bf669bd487fe35eb34efb6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 14:23:36 +0100
Subject: [PATCH 0557/1010] Fix a linker error related to the SYCL backend and
 tests.

---
 src/plssvm/backends/SYCL/CMakeLists.txt | 18 ++++++++++++------
 1 file changed, 12 insertions(+), 6 deletions(-)

diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index a3c8827ea..0eec90cc8 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -15,10 +15,6 @@ set(PLSSVM_SYCL_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
-# set target properties
-set_local_and_parent(PLSSVM_SYCL_BACKEND_LIBRARY_NAME plssvm-SYCL)
-add_library(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE)
-
 # list of found SYCL implementations
 set(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "")
 
@@ -87,7 +83,6 @@ if(hipSYCL_FOUND)
     endif()
 
     target_link_libraries(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
-    target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
 else()
     message(CHECK_FAIL "not found")
 endif()
@@ -214,7 +209,6 @@ if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     endif()
 
     target_link_libraries(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
-    target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
 else()
     message(CHECK_FAIL "not found")
 endif()
@@ -228,6 +222,18 @@ if(NOT PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
     return()
 endif()
 
+
+# set target properties
+set_local_and_parent(PLSSVM_SYCL_BACKEND_LIBRARY_NAME plssvm-SYCL)
+add_library(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE)
+
+if(hipSYCL_FOUND)
+    target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
+endif()
+if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
+    target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
+endif()
+
 ## check if environment variables are correctly set if more than one SYCL implementation has been found
 list(LENGTH PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS PLSSVM_SYCL_BACKEND_NUM_FOUND_IMPLEMENTATIONS)
 if(PLSSVM_SYCL_BACKEND_NUM_FOUND_IMPLEMENTATIONS GREATER 1)

From 1bc7aed333a9e0abe9a3df65a6a6013c0d741cc9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 14:39:13 +0100
Subject: [PATCH 0558/1010] If NO SYCL backend is active, alias plssvm::dpcpp
 to plssvm::sycl (to prevent compiler hiccups).

---
 include/plssvm/backends/SYCL/detail/constants.hpp | 12 ++++++++++++
 include/plssvm/csvm_factory.hpp                   |  8 +++-----
 tests/backend_types.cpp                           |  6 +++---
 tests/csvm_factory.cpp                            |  2 +-
 4 files changed, 19 insertions(+), 9 deletions(-)

diff --git a/include/plssvm/backends/SYCL/detail/constants.hpp b/include/plssvm/backends/SYCL/detail/constants.hpp
index a0a2ab740..6b72d55fa 100644
--- a/include/plssvm/backends/SYCL/detail/constants.hpp
+++ b/include/plssvm/backends/SYCL/detail/constants.hpp
@@ -23,4 +23,16 @@
  */
 #define PLSSVM_SYCL_BACKEND_COMPILER_DPCPP 0
 
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+// define the default used SYCL implementation
+namespace plssvm::sycl {
+using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
+}
+#else
+// define dpcpp as default SYCL namespace if no SYCL backend is available (to prevent compiler errors)
+namespace plssvm::sycl {
+using namespace plssvm::dpcpp;
+}
+#endif
+
 #endif  // PLSSVM_BACKENDS_SYCL_DETAIL_CONSTANTS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 403cb24d7..048d97cf3 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -19,6 +19,9 @@
 #include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::unsupported_backend_exception
 
+#include "plssvm/backends/SYCL/detail/constants.hpp"  // alias plssvm::sycl to the PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION
+                                                      // or to plssvm::dpcpp if no SYCL backend is available
+
 // only include requested/available backends
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
     #include "plssvm/backends/OpenMP/csvm.hpp"  // plssvm::openmp::csvm, plssvm::csvm_backend_exists_v
@@ -39,11 +42,6 @@
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
         #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm, plssvm::csvm_backend_exists_v
     #endif
-
-// define the default used SYCL implementation
-namespace plssvm::sycl {
-using namespace plssvm::PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION;
-}
 #endif
 
 #include "fmt/core.h"     // fmt::format
diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index dcad9ab38..eb676b1f4 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -10,13 +10,13 @@
 
 #include "plssvm/backend_types.hpp"
 
-#include "plssvm/core.hpp"            // namespace plssvm::sycl
-#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+#include "plssvm/backends/SYCL/detail/constants.hpp"  // namespace plssvm::sycl
+#include "plssvm/detail/utility.hpp"                  // plssvm::detail::contains
 
 #include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_THROW_WHAT
 #include "naming.hpp"              // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
 
-#include "fmt/core.h" // fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "gmock/gmock.h"  // EXPECT_THAT, ::testing::Contains
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE, TEST_P, INSTANTIATE_TEST_SUITE_P
 
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 6295923dd..4399413b5 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the CSVM factory function.
  */
 
-#include "plssvm/csvm_factory.hpp" // TODO: sycl:: using somewhere als
+#include "plssvm/csvm_factory.hpp"
 
 #include "plssvm/backend_types.hpp"          // plssvm::backend_type, plssvm::csvm_to_backend_type_v
 #include "plssvm/csvm.hpp"                   // plssvm::csvm_backend_exists_v

From 82360e37e4ce8ccc6ceca2de314567b8754725da Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 15:16:07 +0100
Subject: [PATCH 0559/1010] Reorder OpenMP C-SVM constructors for more
 consistency.

---
 include/plssvm/backends/OpenMP/csvm.hpp | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 6bdb6b5c9..7da5ee57c 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -51,30 +51,30 @@ class csvm : public ::plssvm::csvm {
     explicit csvm(target_platform target, parameter params = {});
 
     /**
-     * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform and the optionally provided @p named_args.
-     * @param[in] target the target platform used for this C-SVM
+     * @brief Construct a new C-SVM using the OpenMP backend and the optionally provided @p named_args.
      * @param[in] named_args the additional optional named-parameters
      * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
     template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
-    explicit csvm(const target_platform target, Args &&...named_args) :
+    explicit csvm(Args &&...named_args) :
         ::plssvm::csvm{ std::forward<Args>(named_args)... } {
-        this->init(target);
+        // the default target is the automatic one
+        this->init(plssvm::target_platform::automatic);
     }
     /**
-     * @brief Construct a new C-SVM using the OpenMP backend and the optionally provided @p named_args.
+     * @brief Construct a new C-SVM using the OpenMP backend on the @p target platform and the optionally provided @p named_args.
+     * @param[in] target the target platform used for this C-SVM
      * @param[in] named_args the additional optional named-parameters
      * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
      * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
     template <typename... Args, PLSSVM_REQUIRES(detail::has_only_parameter_named_args_v<Args...>)>
-    explicit csvm(Args &&...named_args) :
+    explicit csvm(const target_platform target, Args &&...named_args) :
         ::plssvm::csvm{ std::forward<Args>(named_args)... } {
-        // the default target is the automatic one
-        this->init(plssvm::target_platform::automatic);
+        this->init(target);
     }
 
   protected:

From 25cf5b751c4e856deefe311809c06a691f10a12a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 15:16:42 +0100
Subject: [PATCH 0560/1010] Update CUDA documentation and includes. Rename
 device functions for more consistency.

---
 include/plssvm/backends/CUDA/csvm.hpp         | 38 +++++++++------
 .../backends/CUDA/detail/device_ptr.cuh       |  2 +-
 .../backends/CUDA/detail/fill_kernel.cuh      |  2 +-
 .../plssvm/backends/CUDA/detail/utility.cuh   |  4 +-
 .../plssvm/backends/CUDA/predict_kernel.cuh   |  4 +-
 include/plssvm/backends/CUDA/q_kernel.cuh     |  4 +-
 include/plssvm/backends/CUDA/svm_kernel.cuh   |  4 +-
 src/plssvm/backends/CUDA/csvm.cu              | 46 +++++++++++--------
 src/plssvm/backends/CUDA/detail/utility.cu    |  2 +-
 src/plssvm/backends/CUDA/predict_kernel.cu    | 12 ++---
 src/plssvm/backends/CUDA/q_kernel.cu          | 12 ++---
 src/plssvm/backends/CUDA/svm_kernel.cu        | 12 ++---
 12 files changed, 80 insertions(+), 62 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index f93f09a7b..bf42a02f8 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -15,13 +15,12 @@
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                // plssvm::detail::gpu_csvm
-#include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                        // plssvm::parameter
+#include "plssvm/parameter.hpp"                        // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
 #include <cstddef>      // std::size_t
-#include <utility>      // std::forward
 #include <type_traits>  // std::true_type
+#include <utility>      // std::forward
 
 namespace plssvm {
 
@@ -37,11 +36,11 @@ namespace cuda {
 /**
  * @brief A C-SVM implementation using CUDA as backend.
  */
-class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_ptr, int> {
+class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
   protected:
     // protected for the test mock class
     /// The template base type of the CUDA C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_ptr, int>;
+    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, int>;
 
     using base_type::devices_;
 
@@ -52,31 +51,42 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_pt
     /**
      * @brief Construct a new C-SVM using the CUDA backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::cuda::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_nvidia
+     * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
+     * @throws plssvm::cuda::backend_exception if no CUDA capable devices could be found
      */
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
+    explicit csvm(parameter params = {});
     /**
      * @brief Construct a new C-SVM using the CUDA backend on the @p target platform with the parameters given through @p params.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::cuda::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_nvidia
+     * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
+     * @throws plssvm::cuda::backend_exception if no CUDA capable devices could be found
      */
-    explicit csvm(target_platform target, parameter params = {}) :
-        base_type{ params } {
-        this->init(target);
-    }
+    explicit csvm(target_platform target, parameter params = {});
 
     /**
      * @brief Construct a new C-SVM using the CUDA backend and the optionally provided @p named_args.
      * @param[in] named_args the additional optional named arguments
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::cuda::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_nvidia
+     * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
+     * @throws plssvm::cuda::backend_exception if no CUDA capable devices could be found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
-
     /**
      * @brief Construct a new C-SVM using the CUDA backend on the @p target platform and the optionally provided @p named_args.
      * @param[in] target the target platform used for this C-SVM
-     * @param[in] named_args the additional optional named arguments
+     * @param[in] named_args the additional optional named-parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::cuda::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_nvidia
+     * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
+     * @throws plssvm::cuda::backend_exception if no CUDA capable devices could be found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
@@ -162,7 +172,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::cuda::detail::device_pt
 namespace detail {
 
 /**
- * @brief Sets the `value` to `true` since C-SVMs using the CUDA are available.
+ * @brief Sets the `value` to `true` since C-SVMs using the CUDA backend are available.
  */
 template <>
 struct csvm_backend_exists<cuda::csvm> : std::true_type {};
diff --git a/include/plssvm/backends/CUDA/detail/device_ptr.cuh b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
index 8032abb61..83b3ef1df 100644
--- a/include/plssvm/backends/CUDA/detail/device_ptr.cuh
+++ b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
@@ -23,7 +23,7 @@ namespace plssvm::cuda::detail {
  */
 template <typename T>
 class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
-    /// The template base type of the OpenCL device_ptr class.
+    /// The template base type of the CUDA device_ptr class.
     using base_type = ::plssvm::detail::gpu_device_ptr<T, int>;
 
     using base_type::data_;
diff --git a/include/plssvm/backends/CUDA/detail/fill_kernel.cuh b/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
index 87a4b5b50..7c05348a2 100644
--- a/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
+++ b/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
@@ -25,7 +25,7 @@ namespace plssvm::cuda::detail {
  * @param[in] count the number of values to fill
  */
 template <typename value_type, typename size_type>
-__global__ void fill_array(value_type* data, value_type value, size_type pos, size_type count) {
+__global__ void fill_array(value_type* data, const value_type value, const size_type pos, const size_type count) {
     const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
     // fill the array
     if (idx < count) {
diff --git a/include/plssvm/backends/CUDA/detail/utility.cuh b/include/plssvm/backends/CUDA/detail/utility.cuh
index d731d624b..ab7286657 100644
--- a/include/plssvm/backends/CUDA/detail/utility.cuh
+++ b/include/plssvm/backends/CUDA/detail/utility.cuh
@@ -23,7 +23,7 @@ namespace plssvm::cuda::detail {
 
 /**
  * @brief Check the CUDA error @p code. If @p code signals an error, throw a plssvm::cuda::backend_exception.
- * @details The exception contains the error name and error string.
+ * @details The exception contains the following message: "CUDA assert 'CUDA_ERROR_NAME' (CUDA_ERROR_CODE): CUDA_ERROR_STRING".
  * @param[in] code the CUDA error code to check
  * @throws plssvm::cuda::backend_exception if the error code signals a failure
  */
@@ -36,7 +36,7 @@ void gpu_assert(cudaError_t code);
 [[nodiscard]] int get_device_count();
 
 /**
- * @brief Set the device @p device to the active CUDA device.
+ * @brief Set the @p device to the active CUDA device.
  * @param[in] device the now active device
  * @throws plssvm::cuda::backend_exception if the given device ID is smaller than 0 or greater or equal than the available number of devices
  */
diff --git a/include/plssvm/backends/CUDA/predict_kernel.cuh b/include/plssvm/backends/CUDA/predict_kernel.cuh
index 884538cce..5cdca7384 100644
--- a/include/plssvm/backends/CUDA/predict_kernel.cuh
+++ b/include/plssvm/backends/CUDA/predict_kernel.cuh
@@ -48,7 +48,7 @@ __global__ void device_kernel_w_linear(real_type *w_d, const real_type *data_d,
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_predict_poly(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0);
+__global__ void device_kernel_predict_polynomial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0);
 
 /**
  * @brief Predicts the labels for data points using the radial basis functions kernel function.
@@ -65,7 +65,7 @@ __global__ void device_kernel_predict_poly(real_type *out_d, const real_type *da
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_predict_radial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma);
+__global__ void device_kernel_predict_rbf(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma);
 
 }  // namespace plssvm::cuda
 
diff --git a/include/plssvm/backends/CUDA/q_kernel.cuh b/include/plssvm/backends/CUDA/q_kernel.cuh
index 867d1ac66..7a4cbdd27 100644
--- a/include/plssvm/backends/CUDA/q_kernel.cuh
+++ b/include/plssvm/backends/CUDA/q_kernel.cuh
@@ -44,7 +44,7 @@ __global__ void device_kernel_q_linear(real_type *q, const real_type *data_d, co
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_q_poly(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0);
+__global__ void device_kernel_q_polynomial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0);
 
 /**
  * @brief Calculates the `q` vector using the radial basis functions C-SVM kernel.
@@ -58,7 +58,7 @@ __global__ void device_kernel_q_poly(real_type *q, const real_type *data_d, cons
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_q_radial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma);
+__global__ void device_kernel_q_rbf(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma);
 
 }  // namespace plssvm::cuda
 
diff --git a/include/plssvm/backends/CUDA/svm_kernel.cuh b/include/plssvm/backends/CUDA/svm_kernel.cuh
index 13735ec18..ed8eb7744 100644
--- a/include/plssvm/backends/CUDA/svm_kernel.cuh
+++ b/include/plssvm/backends/CUDA/svm_kernel.cuh
@@ -53,7 +53,7 @@ __global__ void device_kernel_linear(const real_type *q, real_type *ret, const r
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_poly(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0);
+__global__ void device_kernel_polynomial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0);
 
 /**
  * @brief Calculates the C-SVM kernel using the radial basis function kernel function.
@@ -71,7 +71,7 @@ __global__ void device_kernel_poly(const real_type *q, real_type *ret, const rea
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_radial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma);
+__global__ void device_kernel_rbf(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma);
 
 }  // namespace plssvm::cuda
 
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 62dac3654..ac12a1e3d 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -9,32 +9,40 @@
 #include "plssvm/backends/CUDA/csvm.hpp"
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
-#include "plssvm/backends/CUDA/detail/utility.cuh"     // plssvm::cuda::detail::device_synchronize, plssvm::detail::cuda::get_device_count, plssvm::detail::cuda::set_device, plssvm::detail::cuda::peek_at_last_error
+#include "plssvm/backends/CUDA/detail/utility.cuh"     // plssvm::cuda::detail::{device_synchronize, get_device_count, set_device, peek_at_last_error}
 #include "plssvm/backends/CUDA/exceptions.hpp"         // plssvm::cuda::backend_exception
-#include "plssvm/backends/CUDA/predict_kernel.cuh"     // plssvm::cuda::kernel_w, plssvm::cuda::predict_points_poly, plssvm::cuda::predict_points_rbf
-#include "plssvm/backends/CUDA/q_kernel.cuh"           // plssvm::cuda::device_kernel_q_linear, plssvm::cuda::device_kernel_q_poly, plssvm::cuda::device_kernel_q_radial
-#include "plssvm/backends/CUDA/svm_kernel.cuh"         // plssvm::cuda::device_kernel_linear, plssvm::cuda::device_kernel_poly, plssvm::cuda::device_kernel_radial
-#include "plssvm/backends/gpu_csvm.hpp"                // plssvm::detail::gpu_csvm
+#include "plssvm/backends/CUDA/predict_kernel.cuh"     // plssvm::cuda::detail::{device_kernel_w_linear, device_kernel_predict_polynomial, device_kernel_predict_rbf}
+#include "plssvm/backends/CUDA/q_kernel.cuh"           // plssvm::cuda::detail::{device_kernel_q_linear, device_kernel_q_polynomial, device_kernel_q_rbf}
+#include "plssvm/backends/CUDA/svm_kernel.cuh"         // plssvm::cuda::detail::{device_kernel_linear, device_kernel_polynomial, device_kernel_rbf}
 #include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"           // plssvm::detail::execution_range
 #include "plssvm/exceptions/exceptions.hpp"            // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                        // plssvm::parameter
+#include "plssvm/parameter.hpp"                        // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
-#include "cuda.h"
-#include "cuda_runtime_api.h"
+#include "cuda.h"              // cuda runtime functions
+#include "cuda_runtime_api.h"  // cuda runtime functions
 
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
+#include <cstddef>    // std::size_t
 #include <exception>  // std::terminate
+#include <iostream>   // std::cout, std::endl
 #include <numeric>    // std::iota
 #include <utility>    // std::pair, std::make_pair
-#include <vector>     // std::vector
 
 namespace plssvm::cuda {
 
+csvm::csvm(parameter params) :
+    csvm{ plssvm::target_platform::automatic, params } {}
+
+csvm::csvm(target_platform target, parameter params) :
+    base_type{ params } {
+    this->init(target);
+}
+
 void csvm::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::gpu_nvidia) {
@@ -61,7 +69,7 @@ void csvm::init(const target_platform target) {
     if (plssvm::verbose) {
         // print found CUDA devices
         std::cout << fmt::format("Found {} CUDA device(s):\n", devices_.size());
-        for (const queue_type& device : devices_) {
+        for (const queue_type &device : devices_) {
             cudaDeviceProp prop{};
             cudaGetDeviceProperties(&prop, device);
             std::cout << fmt::format("  [{}, {}, {}.{}]\n", device, prop.name, prop.major, prop.minor) << std::endl;
@@ -103,11 +111,11 @@ void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::e
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
+            cuda::device_kernel_q_polynomial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
+            cuda::device_kernel_q_rbf<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
@@ -127,18 +135,18 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
+            cuda::device_kernel_polynomial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            cuda::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
+            cuda::device_kernel_rbf<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
 }
 
-template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &,  const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
-template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &,  const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<float> &, const device_ptr_type<float> &, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, float, float, std::size_t, std::size_t) const;
+template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::execution_range &, const ::plssvm::detail::parameter<double> &, const device_ptr_type<double> &, device_ptr_type<double> &, const device_ptr_type<double> &, const device_ptr_type<double> &, double, double, std::size_t, std::size_t) const;
 
 template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
@@ -161,10 +169,10 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
         case kernel_function_type::linear:
             break;
         case kernel_function_type::polynomial:
-            cuda::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
+            cuda::device_kernel_predict_polynomial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
-            cuda::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
+            cuda::device_kernel_predict_rbf<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/CUDA/detail/utility.cu b/src/plssvm/backends/CUDA/detail/utility.cu
index 95abc65c8..8f408a40e 100644
--- a/src/plssvm/backends/CUDA/detail/utility.cu
+++ b/src/plssvm/backends/CUDA/detail/utility.cu
@@ -42,7 +42,7 @@ void device_synchronize(const int device) {
         throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", get_device_count(), device) };
     }
     peek_at_last_error();
-    PLSSVM_CUDA_ERROR_CHECK(cudaSetDevice(device));
+    set_device(device);
     PLSSVM_CUDA_ERROR_CHECK(cudaDeviceSynchronize());
 }
 
diff --git a/src/plssvm/backends/CUDA/predict_kernel.cu b/src/plssvm/backends/CUDA/predict_kernel.cu
index ec2901036..fa5212a68 100644
--- a/src/plssvm/backends/CUDA/predict_kernel.cu
+++ b/src/plssvm/backends/CUDA/predict_kernel.cu
@@ -29,7 +29,7 @@ template __global__ void device_kernel_w_linear(float *, const float *, const fl
 template __global__ void device_kernel_w_linear(double *, const double *, const double *, const double *, const kernel_index_type, const kernel_index_type);
 
 template <typename real_type>
-__global__ void device_kernel_predict_poly(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) {
+__global__ void device_kernel_predict_polynomial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) {
     const kernel_index_type data_point_index = blockIdx.x * blockDim.x + threadIdx.x;
     const kernel_index_type predict_point_index = blockIdx.y * blockDim.y + threadIdx.y;
 
@@ -49,11 +49,11 @@ __global__ void device_kernel_predict_poly(real_type *out_d, const real_type *da
     }
 }
 
-template __global__ void device_kernel_predict_poly(float *, const float *, const float *, const float *, const kernel_index_type, const float *, const kernel_index_type, const kernel_index_type, const int, const float, const float);
-template __global__ void device_kernel_predict_poly(double *, const double *, const double *, const double *, const kernel_index_type, const double *, const kernel_index_type, const kernel_index_type, const int, const double, const double);
+template __global__ void device_kernel_predict_polynomial(float *, const float *, const float *, const float *, const kernel_index_type, const float *, const kernel_index_type, const kernel_index_type, const int, const float, const float);
+template __global__ void device_kernel_predict_polynomial(double *, const double *, const double *, const double *, const kernel_index_type, const double *, const kernel_index_type, const kernel_index_type, const int, const double, const double);
 
 template <typename real_type>
-__global__ void device_kernel_predict_radial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) {
+__global__ void device_kernel_predict_rbf(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) {
     const kernel_index_type data_point_index = blockIdx.x * blockDim.x + threadIdx.x;
     const kernel_index_type predict_point_index = blockIdx.y * blockDim.y + threadIdx.y;
 
@@ -73,7 +73,7 @@ __global__ void device_kernel_predict_radial(real_type *out_d, const real_type *
     }
 }
 
-template __global__ void device_kernel_predict_radial(float *, const float *, const float *, const float *, const kernel_index_type, const float *, const kernel_index_type, const kernel_index_type, const float);
-template __global__ void device_kernel_predict_radial(double *, const double *, const double *, const double *, const kernel_index_type, const double *, const kernel_index_type, const kernel_index_type, const double);
+template __global__ void device_kernel_predict_rbf(float *, const float *, const float *, const float *, const kernel_index_type, const float *, const kernel_index_type, const kernel_index_type, const float);
+template __global__ void device_kernel_predict_rbf(double *, const double *, const double *, const double *, const kernel_index_type, const double *, const kernel_index_type, const kernel_index_type, const double);
 
 }  // namespace plssvm::cuda
diff --git a/src/plssvm/backends/CUDA/q_kernel.cu b/src/plssvm/backends/CUDA/q_kernel.cu
index 7395c4f83..d3138f091 100644
--- a/src/plssvm/backends/CUDA/q_kernel.cu
+++ b/src/plssvm/backends/CUDA/q_kernel.cu
@@ -25,7 +25,7 @@ template __global__ void device_kernel_q_linear(float *, const float *, const fl
 template __global__ void device_kernel_q_linear(double *, const double *, const double *, const kernel_index_type, const kernel_index_type);
 
 template <typename real_type>
-__global__ void device_kernel_q_poly(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) {
+__global__ void device_kernel_q_polynomial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) {
     const kernel_index_type index = blockIdx.x * blockDim.x + threadIdx.x;
     real_type temp{ 0.0 };
     for (kernel_index_type i = 0; i < num_cols; ++i) {
@@ -33,11 +33,11 @@ __global__ void device_kernel_q_poly(real_type *q, const real_type *data_d, cons
     }
     q[index] = pow(gamma * temp + coef0, degree);
 }
-template __global__ void device_kernel_q_poly(float *, const float *, const float *, const kernel_index_type, const kernel_index_type, const int, const float, const float);
-template __global__ void device_kernel_q_poly(double *, const double *, const double *, const kernel_index_type, const kernel_index_type, const int, const double, const double);
+template __global__ void device_kernel_q_polynomial(float *, const float *, const float *, const kernel_index_type, const kernel_index_type, const int, const float, const float);
+template __global__ void device_kernel_q_polynomial(double *, const double *, const double *, const kernel_index_type, const kernel_index_type, const int, const double, const double);
 
 template <typename real_type>
-__global__ void device_kernel_q_radial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) {
+__global__ void device_kernel_q_rbf(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) {
     const kernel_index_type index = blockIdx.x * blockDim.x + threadIdx.x;
     real_type temp{ 0.0 };
     for (kernel_index_type i = 0; i < num_cols; ++i) {
@@ -45,7 +45,7 @@ __global__ void device_kernel_q_radial(real_type *q, const real_type *data_d, co
     }
     q[index] = exp(-gamma * temp);
 }
-template __global__ void device_kernel_q_radial(float *, const float *, const float *, const kernel_index_type, const kernel_index_type, const float);
-template __global__ void device_kernel_q_radial(double *, const double *, const double *, const kernel_index_type, const kernel_index_type, const double);
+template __global__ void device_kernel_q_rbf(float *, const float *, const float *, const kernel_index_type, const kernel_index_type, const float);
+template __global__ void device_kernel_q_rbf(double *, const double *, const double *, const kernel_index_type, const kernel_index_type, const double);
 
 }  // namespace plssvm::cuda
diff --git a/src/plssvm/backends/CUDA/svm_kernel.cu b/src/plssvm/backends/CUDA/svm_kernel.cu
index 70dc0c794..26aed9003 100644
--- a/src/plssvm/backends/CUDA/svm_kernel.cu
+++ b/src/plssvm/backends/CUDA/svm_kernel.cu
@@ -91,7 +91,7 @@ template __global__ void device_kernel_linear(const float *, float *, const floa
 template __global__ void device_kernel_linear(const double *, double *, const double *, const double *, const double, const double, const kernel_index_type, const kernel_index_type, const double, const kernel_index_type);
 
 template <typename real_type>
-__global__ void device_kernel_poly(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
+__global__ void device_kernel_polynomial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
     kernel_index_type i = blockIdx.x * blockDim.x * INTERNAL_BLOCK_SIZE;
     kernel_index_type j = blockIdx.y * blockDim.y * INTERNAL_BLOCK_SIZE;
 
@@ -154,11 +154,11 @@ __global__ void device_kernel_poly(const real_type *q, real_type *ret, const rea
     }
 }
 
-template __global__ void device_kernel_poly(const float *, float *, const float *, const float *, const float, const float, const kernel_index_type, const kernel_index_type, const float, const int, const float, const float);
-template __global__ void device_kernel_poly(const double *, double *, const double *, const double *, const double, const double, const kernel_index_type, const kernel_index_type, const double, const int, const double, const double);
+template __global__ void device_kernel_polynomial(const float *, float *, const float *, const float *, const float, const float, const kernel_index_type, const kernel_index_type, const float, const int, const float, const float);
+template __global__ void device_kernel_polynomial(const double *, double *, const double *, const double *, const double, const double, const kernel_index_type, const kernel_index_type, const double, const int, const double, const double);
 
 template <typename real_type>
-__global__ void device_kernel_radial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) {
+__global__ void device_kernel_rbf(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) {
     kernel_index_type i = blockIdx.x * blockDim.x * INTERNAL_BLOCK_SIZE;
     kernel_index_type j = blockIdx.y * blockDim.y * INTERNAL_BLOCK_SIZE;
 
@@ -220,7 +220,7 @@ __global__ void device_kernel_radial(const real_type *q, real_type *ret, const r
         }
     }
 }
-template __global__ void device_kernel_radial(const float *, float *, const float *, const float *, const float, const float, const kernel_index_type, const kernel_index_type, const float, const float);
-template __global__ void device_kernel_radial(const double *, double *, const double *, const double *, const double, const double, const kernel_index_type, const kernel_index_type, const double, const double);
+template __global__ void device_kernel_rbf(const float *, float *, const float *, const float *, const float, const float, const kernel_index_type, const kernel_index_type, const float, const float);
+template __global__ void device_kernel_rbf(const double *, double *, const double *, const double *, const double, const double, const kernel_index_type, const kernel_index_type, const double, const double);
 
 }  // namespace plssvm::cuda
\ No newline at end of file

From 154e4bfb170586cb326aef783f569545c5a6e192 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 15:45:00 +0100
Subject: [PATCH 0561/1010] Update HIP documentation and includes. Rename
 device functions for more consistency.

---
 include/plssvm/backends/HIP/csvm.hpp          | 38 ++++++++++++-------
 .../backends/HIP/detail/device_ptr.hip.hpp    |  2 +-
 .../backends/HIP/detail/fill_kernel.hip.hpp   |  8 ++--
 .../backends/HIP/detail/utility.hip.hpp       |  4 +-
 .../backends/HIP/predict_kernel.hip.hpp       |  4 +-
 include/plssvm/backends/HIP/q_kernel.hip.hpp  |  4 +-
 .../plssvm/backends/HIP/svm_kernel.hip.hpp    |  4 +-
 src/plssvm/backends/HIP/csvm.hip.cpp          | 33 ++++++++++------
 .../backends/HIP/detail/device_ptr.hip.cpp    |  2 +-
 .../backends/HIP/detail/utility.hip.cpp       |  2 +-
 10 files changed, 60 insertions(+), 41 deletions(-)

diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 4fae9725c..6dad72402 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -15,8 +15,7 @@
 
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
-#include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                           // plssvm::parameter
+#include "plssvm/parameter.hpp"                           // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
 #include <cstddef>      // std::size_t
@@ -37,11 +36,11 @@ namespace hip {
 /**
  * @brief A C-SVM implementation using HIP as backend.
  */
-class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::hip::detail::device_ptr, int> {
+class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
   protected:
     // protected for the test mock class
     /// The template base type of the HIP C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::hip::detail::device_ptr, int>;
+    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, int>;
 
     using base_type::devices_;
 
@@ -51,32 +50,43 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::hip::detail::device_ptr
 
     /**
      * @brief Construct a new C-SVM using the HIP backend with the parameters given through @p params.
+     * @details Currently only tested with AMD GPUs.
      * @param[in] params struct encapsulating all possible parameters
+     * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
+     * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
+     * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
      */
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
+    explicit csvm(parameter params = {});
     /**
      * @brief Construct a new C-SVM using the HIP backend on the @p target platform with the parameters given through @p params.
+     * @details Currently only tested with AMD GPUs.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
+     * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
+     * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
      */
-    explicit csvm(target_platform target, parameter params = {}) :
-        base_type{ params } {
-        this->init(target);
-    }
+    explicit csvm(target_platform target, parameter params = {});
 
     /**
      * @brief Construct a new C-SVM using the HIP backend and the optionally provided @p named_args.
-     * @param[in] named_args the additional optional named arguments
+     * @details Currently only tested with AMD GPUs.
+     * @param[in] named_args the additional optional named-parameter
+     * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
+     * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
+     * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
-
     /**
      * @brief Construct a new C-SVM using the HIP backend on the @p target platform and the optionally provided @p named_args.
+     * @details Currently only tested with AMD GPUs.
      * @param[in] target the target platform used for this C-SVM
-     * @param[in] named_args the additional optional named arguments
+     * @param[in] named_args the additional optional named-parameter
+     * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
+     * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
+     * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
@@ -162,7 +172,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::hip::detail::device_ptr
 namespace detail {
 
 /**
- * @brief Sets the `value` to `true` since C-SVMs using the HIP are available.
+ * @brief Sets the `value` to `true` since C-SVMs using the HIP backend are available.
  */
 template <>
 struct csvm_backend_exists<hip::csvm> : std::true_type {};
diff --git a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
index c414f3a5e..9f372b207 100644
--- a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
@@ -23,7 +23,7 @@ namespace plssvm::hip::detail {
  */
 template <typename T>
 class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
-    /// The template base type of the OpenCL device_ptr class.
+    /// The template base type of the HIP device_ptr class.
     using base_type = ::plssvm::detail::gpu_device_ptr<T, int>;
 
     using base_type::data_;
diff --git a/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp b/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
index 10d5398d7..8525beb07 100644
--- a/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/fill_kernel.hip.hpp
@@ -6,15 +6,15 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Utility functions for the HIP backend.
+ * @brief Defines a HIP function for filling a device pointer with a specific value.
  */
 
 #ifndef PLSSVM_BACKENDS_HIP_DETAIL_FILL_KERNEL_HPP_
 #define PLSSVM_BACKENDS_HIP_DETAIL_FILL_KERNEL_HPP_
 #pragma once
 
-#include "hip/hip_runtime.h"
-#include "hip/hip_runtime_api.h"
+#include "hip/hip_runtime.h"      // HIP runtime functions
+#include "hip/hip_runtime_api.h"  // HIP runtime functions
 
 namespace plssvm::hip::detail {
 
@@ -29,7 +29,7 @@ namespace plssvm::hip::detail {
  */
 template <typename value_type, typename size_type>
 __global__ void fill_array(value_type *data, value_type value, size_type pos, size_type count) {
-    const size_type idx = blockIdx.x * blockDim.x + threadIdx.x;
+    const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
     // fill the array
     if (idx < count) {
         data[pos + idx] = value;
diff --git a/include/plssvm/backends/HIP/detail/utility.hip.hpp b/include/plssvm/backends/HIP/detail/utility.hip.hpp
index 8ffef0193..e95f4f133 100644
--- a/include/plssvm/backends/HIP/detail/utility.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/utility.hip.hpp
@@ -25,7 +25,7 @@ namespace plssvm::hip::detail {
 
 /**
  * @brief Check the HIP error @p code. If @p code signals an error, throw a plssvm::hip::backend_exception.
- * @details The exception contains the error name and error string.
+ * @details The exception contains the following message: "CUDA assert 'HIP_ERROR_NAME' (HIP_ERROR_CODE): HIP_ERROR_STRING".
  * @param[in] code the HIP error code to check
  * @throws plssvm::hip::backend_exception if the error code signals a failure
  */
@@ -38,7 +38,7 @@ void gpu_assert(hipError_t code);
 [[nodiscard]] int get_device_count();
 
 /**
- * @brief Set the device @p device to the active HIP device.
+ * @brief Set the @p device to the active HIP device.
  * @param[in] device the now active device
  * @throws plssvm::hip::backend_exception if the given device ID is smaller than 0 or greater or equal than the available number of devices
  */
diff --git a/include/plssvm/backends/HIP/predict_kernel.hip.hpp b/include/plssvm/backends/HIP/predict_kernel.hip.hpp
index ada7b3b7b..4e052e3b3 100644
--- a/include/plssvm/backends/HIP/predict_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/predict_kernel.hip.hpp
@@ -61,7 +61,7 @@ __global__ void device_kernel_w_linear(real_type *w_d, const real_type *data_d,
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_predict_poly(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) {
+__global__ void device_kernel_predict_polynomial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) {
     const kernel_index_type data_point_index = blockIdx.x * blockDim.x + threadIdx.x;
     const kernel_index_type predict_point_index = blockIdx.y * blockDim.y + threadIdx.y;
 
@@ -96,7 +96,7 @@ __global__ void device_kernel_predict_poly(real_type *out_d, const real_type *da
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_predict_radial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) {
+__global__ void device_kernel_predict_rbf(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) {
     const kernel_index_type data_point_index = blockIdx.x * blockDim.x + threadIdx.x;
     const kernel_index_type predict_point_index = blockIdx.y * blockDim.y + threadIdx.y;
 
diff --git a/include/plssvm/backends/HIP/q_kernel.hip.hpp b/include/plssvm/backends/HIP/q_kernel.hip.hpp
index b3d87ddc4..f16a49f65 100644
--- a/include/plssvm/backends/HIP/q_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/q_kernel.hip.hpp
@@ -54,7 +54,7 @@ __global__ void device_kernel_q_linear(real_type *q, const real_type *data_d, co
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_q_poly(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) {
+__global__ void device_kernel_q_polynomial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) {
     const kernel_index_type index = blockIdx.x * blockDim.x + threadIdx.x;
     real_type temp{ 0.0 };
     for (kernel_index_type i = 0; i < num_cols; ++i) {
@@ -75,7 +75,7 @@ __global__ void device_kernel_q_poly(real_type *q, const real_type *data_d, cons
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_q_radial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) {
+__global__ void device_kernel_q_rbf(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) {
     const kernel_index_type index = blockIdx.x * blockDim.x + threadIdx.x;
     real_type temp{ 0.0 };
     for (kernel_index_type i = 0; i < num_cols; ++i) {
diff --git a/include/plssvm/backends/HIP/svm_kernel.hip.hpp b/include/plssvm/backends/HIP/svm_kernel.hip.hpp
index c8b2a74db..ab5390e8b 100644
--- a/include/plssvm/backends/HIP/svm_kernel.hip.hpp
+++ b/include/plssvm/backends/HIP/svm_kernel.hip.hpp
@@ -127,7 +127,7 @@ __global__ void device_kernel_linear(const real_type *q, real_type *ret, const r
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_poly(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
+__global__ void device_kernel_polynomial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
     kernel_index_type i = blockIdx.x * blockDim.x * INTERNAL_BLOCK_SIZE;
     kernel_index_type j = blockIdx.y * blockDim.y * INTERNAL_BLOCK_SIZE;
 
@@ -206,7 +206,7 @@ __global__ void device_kernel_poly(const real_type *q, real_type *ret, const rea
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
 template <typename real_type>
-__global__ void device_kernel_radial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) {
+__global__ void device_kernel_rbf(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) {
     kernel_index_type i = blockIdx.x * blockDim.x * INTERNAL_BLOCK_SIZE;
     kernel_index_type j = blockIdx.y * blockDim.y * INTERNAL_BLOCK_SIZE;
 
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 47668553b..e1b363451 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -9,31 +9,40 @@
 #include "plssvm/backends/HIP/csvm.hpp"
 
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
-#include "plssvm/backends/HIP/detail/utility.hip.hpp"     // plssvm::hip::detail::device_synchronize, plssvm::detail::hip::get_device_count, plssvm::detail::hip::set_device, plssvm::detail::hip::peek_at_last_error
+#include "plssvm/backends/HIP/detail/utility.hip.hpp"     // plssvm::hip::detail::{device_synchronize, get_device_count, set_device, peek_at_last_error}
 #include "plssvm/backends/HIP/exceptions.hpp"             // plssvm::hip::backend_exception
-#include "plssvm/backends/HIP/predict_kernel.hip.hpp"     // plssvm::hip::kernel_w, plssvm::hip::predict_points_poly, plssvm::hip::predict_points_rbf
-#include "plssvm/backends/HIP/q_kernel.hip.hpp"           // plssvm::hip::device_kernel_q_linear, plssvm::hip::device_kernel_q_poly, plssvm::hip::device_kernel_q_radial
-#include "plssvm/backends/HIP/svm_kernel.hip.hpp"         // plssvm::hip::device_kernel_linear, plssvm::hip::device_kernel_poly, plssvm::hip::device_kernel_radial
+#include "plssvm/backends/HIP/predict_kernel.hip.hpp"     // plssvm::hip::detail::{device_kernel_w_linear, device_kernel_predict_polynomial, device_kernel_predict_rbf}
+#include "plssvm/backends/HIP/q_kernel.hip.hpp"           // plssvm::hip::detail::{device_kernel_q_linear, device_kernel_q_polynomial, device_kernel_q_rbf}
+#include "plssvm/backends/HIP/svm_kernel.hip.hpp"         // plssvm::hip::detail::{device_kernel_linear, device_kernel_polynomial, device_kernel_rbf}
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 #include "plssvm/detail/assert.hpp"                       // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"              // plssvm::detail::execution_range
 #include "plssvm/exceptions/exceptions.hpp"               // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                           // plssvm::parameter
+#include "plssvm/parameter.hpp"                           // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
 #include "hip/hip_runtime_api.h"
 
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <exception>  // std::terminate
+#include <iostream>   // std::cout, std::endl
 #include <numeric>    // std::iota
 #include <utility>    // std::pair, std::make_pair
 #include <vector>     // std::vector
 
 namespace plssvm::hip {
 
+csvm::csvm(parameter params) :
+    csvm{ plssvm::target_platform::automatic, params } {}
+
+csvm::csvm(target_platform target, parameter params) :
+    base_type{ params } {
+    this->init(target);
+}
+
 void csvm::init(const target_platform target) {
     // check if supported target platform has been selected
     if (target != target_platform::automatic && target != target_platform::gpu_amd) {
@@ -102,11 +111,11 @@ void csvm::run_q_kernel_impl(const std::size_t device, const ::plssvm::detail::e
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_poly<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
+            hip::device_kernel_q_polynomial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_q_radial<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
+            hip::device_kernel_q_rbf<<<grid, block>>>(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
@@ -126,11 +135,11 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            hip::device_kernel_poly<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
+            hip::device_kernel_polynomial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            hip::device_kernel_radial<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
+            hip::device_kernel_rbf<<<grid, block>>>(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
@@ -160,10 +169,10 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
         case kernel_function_type::linear:
             break;
         case kernel_function_type::polynomial:
-            hip::device_kernel_predict_poly<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
+            hip::device_kernel_predict_polynomial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value());
             break;
         case kernel_function_type::rbf:
-            hip::device_kernel_predict_radial<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
+            hip::device_kernel_predict_rbf<<<grid, block>>>(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value());
             break;
     }
     detail::peek_at_last_error();
diff --git a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
index 2ae4093dd..738d8fa7c 100644
--- a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
+++ b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
@@ -14,7 +14,7 @@
 #include "plssvm/backends/gpu_device_ptr.hpp"              // plssvm::detail::gpu_device_ptr
 #include "plssvm/detail/assert.hpp"                        // PLSSVM_ASSERT
 
-#include "hip/hip_runtime_api.h"
+#include "hip/hip_runtime_api.h"  // HIP runtime functions
 
 #include "fmt/core.h"  // fmt::format
 
diff --git a/src/plssvm/backends/HIP/detail/utility.hip.cpp b/src/plssvm/backends/HIP/detail/utility.hip.cpp
index 85a5c0def..b5f683459 100644
--- a/src/plssvm/backends/HIP/detail/utility.hip.cpp
+++ b/src/plssvm/backends/HIP/detail/utility.hip.cpp
@@ -44,7 +44,7 @@ void device_synchronize(const int device) {
         throw backend_exception{ fmt::format("Illegal device ID! Must be in range: [0, {}) but is {}!", get_device_count(), device) };
     }
     peek_at_last_error();
-    PLSSVM_HIP_ERROR_CHECK(hipSetDevice(device));
+    set_device(device);
     PLSSVM_HIP_ERROR_CHECK(hipDeviceSynchronize());
 }
 

From e5b3e0db4a02c0e3d9a2b4aaddec30c9df1fc3a9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 16:15:58 +0100
Subject: [PATCH 0562/1010] Update documentation.

---
 include/plssvm/backends/CUDA/csvm.hpp   | 3 +++
 include/plssvm/backends/HIP/csvm.hpp    | 7 +++++++
 include/plssvm/backends/OpenMP/csvm.hpp | 4 +++-
 3 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index bf42a02f8..18c3932f0 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -163,6 +163,9 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
     /**
      * @brief Initialize all important states related to the CUDA backend.
      * @param[in] target the target platform to use
+     * @throws plssvm::cuda::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_nvidia
+     * @throws plssvm::cuda::backend_exception if the plssvm::target_platform::gpu_nvidia target isn't available
+     * @throws plssvm::cuda::backend_exception if no CUDA capable devices could be found
      */
     void init(target_platform target);
 };
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 6dad72402..93ae1eb32 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -52,6 +52,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
      * @brief Construct a new C-SVM using the HIP backend with the parameters given through @p params.
      * @details Currently only tested with AMD GPUs.
      * @param[in] params struct encapsulating all possible parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
      * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
      * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
@@ -62,6 +63,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
      * @details Currently only tested with AMD GPUs.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
      * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
      * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
@@ -72,6 +74,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
      * @brief Construct a new C-SVM using the HIP backend and the optionally provided @p named_args.
      * @details Currently only tested with AMD GPUs.
      * @param[in] named_args the additional optional named-parameter
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
      * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
      * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
@@ -84,6 +87,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
      * @details Currently only tested with AMD GPUs.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] named_args the additional optional named-parameter
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
      * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
      * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
      * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
@@ -163,6 +167,9 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
     /**
      * @brief Initialize all important states related to the HIP backend.
      * @param[in] target the target platform to use
+     * @throws plssvm::hip::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::gpu_amd
+     * @throws plssvm::hip::backend_exception if the plssvm::target_platform::gpu_amd target isn't available
+     * @throws plssvm::hip::backend_exception if no HIP capable devices could be found
      */
     void init(target_platform target);
 };
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 7da5ee57c..22242bfe0 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -142,7 +142,9 @@ class csvm : public ::plssvm::csvm {
   private:
     /**
      * @brief Initializes the OpenMP backend and performs some sanity checks.
-     * @param[in] target the platform to run on (must be plssvm::target_platform::cpu or plssvm::target_platform::automatic for the OpenMP backend).
+     * @param[in] target the target platform to use
+     * @throws plssvm::openmp::backend_exception if the target platform isn't plssvm::target_platform::automatic or plssvm::target_platform::cpu
+     * @throws plssvm::openmp::backend_exception if the plssvm::target_platform::cpu target isn't available
      */
     void init(target_platform target);
 };

From c0bdfbddc1b88e4ad888223df59cfa0789b3b6bb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 16:47:43 +0100
Subject: [PATCH 0563/1010] Fix small documentation errors.

---
 include/plssvm/backends/CUDA/predict_kernel.cuh    | 4 ++--
 include/plssvm/backends/HIP/detail/utility.hip.hpp | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/backends/CUDA/predict_kernel.cuh b/include/plssvm/backends/CUDA/predict_kernel.cuh
index 5cdca7384..0063687d2 100644
--- a/include/plssvm/backends/CUDA/predict_kernel.cuh
+++ b/include/plssvm/backends/CUDA/predict_kernel.cuh
@@ -35,7 +35,7 @@ __global__ void device_kernel_w_linear(real_type *w_d, const real_type *data_d,
  * @brief Predicts the labels for data points using the polynomial kernel function.
  * @details Currently only single GPU execution is supported.
  * @tparam real_type the type of the data
- * @param[in] out_d the calculated predictions
+ * @param[out] out_d the calculated predictions
  * @param[in] data_d the one-dimension support vector matrix
  * @param[in] data_last_d the last row of the support vector matrix
  * @param[in] alpha_d the previously calculated weight for each data point
@@ -54,7 +54,7 @@ __global__ void device_kernel_predict_polynomial(real_type *out_d, const real_ty
  * @brief Predicts the labels for data points using the radial basis functions kernel function.
  * @details Currently only single GPU execution is supported.
  * @tparam real_type the type of the data
- * @param[in] out_d the calculated predictions
+ * @param[out] out_d the calculated predictions
  * @param[in] data_d the one-dimension support vector matrix
  * @param[in] data_last_d the last row of the support vector matrix
  * @param[in] alpha_d the previously calculated weight for each data point
diff --git a/include/plssvm/backends/HIP/detail/utility.hip.hpp b/include/plssvm/backends/HIP/detail/utility.hip.hpp
index e95f4f133..47d5f054c 100644
--- a/include/plssvm/backends/HIP/detail/utility.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/utility.hip.hpp
@@ -25,7 +25,7 @@ namespace plssvm::hip::detail {
 
 /**
  * @brief Check the HIP error @p code. If @p code signals an error, throw a plssvm::hip::backend_exception.
- * @details The exception contains the following message: "CUDA assert 'HIP_ERROR_NAME' (HIP_ERROR_CODE): HIP_ERROR_STRING".
+ * @details The exception contains the following message: "HIP assert 'HIP_ERROR_NAME' (HIP_ERROR_CODE): HIP_ERROR_STRING".
  * @param[in] code the HIP error code to check
  * @throws plssvm::hip::backend_exception if the error code signals a failure
  */

From fd1e4a4d0a95bfb00e63914af65d30a56f2419f3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 16 Dec 2022 17:08:12 +0100
Subject: [PATCH 0564/1010] Update OpenCL documentation and includes. Rename
 device functions for more consistency.

---
 include/plssvm/backends/OpenCL/csvm.hpp       | 41 ++++++++++++-------
 .../plssvm/backends/OpenCL/detail/atomics.cl  |  2 +
 .../backends/OpenCL/detail/command_queue.hpp  | 12 ++++--
 .../plssvm/backends/OpenCL/detail/context.hpp | 24 ++++++-----
 .../backends/OpenCL/detail/error_code.hpp     | 11 +++--
 .../plssvm/backends/OpenCL/detail/kernel.hpp  |  8 +++-
 .../OpenCL/detail/kernel_source_string.hpp.in |  2 +
 .../plssvm/backends/OpenCL/detail/utility.hpp | 25 ++++++-----
 include/plssvm/backends/OpenCL/exceptions.hpp |  6 ++-
 .../plssvm/backends/OpenCL/predict_kernel.cl  |  8 ++--
 include/plssvm/backends/OpenCL/q_kernel.cl    |  4 +-
 include/plssvm/backends/OpenCL/svm_kernel.cl  |  4 +-
 src/plssvm/backends/OpenCL/csvm.cpp           | 17 ++++++--
 .../backends/OpenCL/detail/command_queue.cpp  |  5 ++-
 src/plssvm/backends/OpenCL/detail/context.cpp | 15 +++----
 src/plssvm/backends/OpenCL/detail/kernel.cpp  |  4 +-
 src/plssvm/backends/OpenCL/detail/utility.cpp | 14 +++----
 17 files changed, 124 insertions(+), 78 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index e652a742d..a5d50be30 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -17,8 +17,7 @@
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include <cstddef>      // std::size_t
@@ -40,11 +39,11 @@ namespace opencl {
 /**
  * @brief A C-SVM implementation using OpenCL as backend.
  */
-class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::opencl::detail::device_ptr, ::plssvm::opencl::detail::command_queue> {
+class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::command_queue> {
   protected:
     // protected for test MOCK class
     /// The template base type of the OpenCL C-SVM class.
-    using base_type = ::plssvm::detail::gpu_csvm<::plssvm::opencl::detail::device_ptr, ::plssvm::opencl::detail::command_queue>;
+    using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::command_queue>;
 
     using base_type::devices_;
 
@@ -55,31 +54,42 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::opencl::detail::device_
     /**
      * @brief Construct a new C-SVM using the OpenCL backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::opencl::backend_exception if the requested target is not available
+     * @throws plssvm::opencl::backend_exception if more than one OpenCL context for the requested target was found
+     * @throws plssvm::opencl::backend_exception if no device for the requested target was found
      */
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
+    explicit csvm(parameter params = {});
     /**
      * @brief Construct a new C-SVM using the OpenCL backend on the @p target platform with the parameters given through @p params.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::opencl::backend_exception if the requested target is not available
+     * @throws plssvm::opencl::backend_exception if more than one OpenCL context for the requested target was found
+     * @throws plssvm::opencl::backend_exception if no device for the requested target was found
      */
-    explicit csvm(target_platform target, parameter params = {}) :
-        base_type{ params } {
-        this->init(target);
-    }
+    explicit csvm(target_platform target, parameter params = {});
 
     /**
      * @brief Construct a new C-SVM using the OpenCL backend and the optionally provided @p named_args.
-     * @param[in] named_args the additional optional named arguments
+     * @param[in] named_args the additional optional named-parameter
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::opencl::backend_exception if the requested target is not available
+     * @throws plssvm::opencl::backend_exception if more than one OpenCL context for the requested target was found
+     * @throws plssvm::opencl::backend_exception if no device for the requested target was found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
-
     /**
      * @brief Construct a new C-SVM using the OpenCL backend on the @p target platform and the optionally provided @p named_args.
      * @param[in] target the target platform used for this C-SVM
-     * @param[in] named_args the additional optional named arguments
+     * @param[in] named_args the additional optional named-parameter
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::opencl::backend_exception if the requested target is not available
+     * @throws plssvm::opencl::backend_exception if more than one OpenCL context for the requested target was found
+     * @throws plssvm::opencl::backend_exception if no device for the requested target was found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
@@ -159,6 +169,9 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::opencl::detail::device_
     /**
      * @brief Initialize all important states related to the OpenCL backend.
      * @param[in] target the target platform to use
+     * @throws plssvm::opencl::backend_exception if the requested target is not available
+     * @throws plssvm::opencl::backend_exception if more than one OpenCL context for the requested target was found
+     * @throws plssvm::opencl::backend_exception if no device for the requested target was found
      */
     void init(target_platform target);
 };
@@ -168,7 +181,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<::plssvm::opencl::detail::device_
 namespace detail {
 
 /**
- * @brief Sets the `value` to `true` since C-SVMs using the OpenCL are available.
+ * @brief Sets the `value` to `true` since C-SVMs using the OpenCL backend are available.
  */
 template <>
 struct csvm_backend_exists<opencl::csvm> : std::true_type {};
diff --git a/include/plssvm/backends/OpenCL/detail/atomics.cl b/include/plssvm/backends/OpenCL/detail/atomics.cl
index 95afd63de..5185d44f5 100644
--- a/include/plssvm/backends/OpenCL/detail/atomics.cl
+++ b/include/plssvm/backends/OpenCL/detail/atomics.cl
@@ -14,6 +14,7 @@
 
 /**
  * @brief Implementation of an atomic add function for double-precision floating point types.
+ * @details Uses the atomic compare-exchange idiom.
  * @param[in,out] addr the source value to add @p val to
  * @param[in] val the value to add to @p addr
  */
@@ -34,6 +35,7 @@ inline void __attribute__((overloadable)) atomicAdd(__global const double *addr,
 
 /**
  * @brief Implementation of an atomic add function for single-precision floating point types.
+ * @details Uses the atomic compare-exchange idiom.
  * @param[in,out] addr the source value to add @p val to
  * @param[in] val the value to add to @p addr
  */
diff --git a/include/plssvm/backends/OpenCL/detail/command_queue.hpp b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
index 0f1a9718e..b06bafb4b 100644
--- a/include/plssvm/backends/OpenCL/detail/command_queue.hpp
+++ b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
@@ -9,10 +9,11 @@
  * @brief Defines a very small RAII wrapper around a cl_command_queue including information about its associated OpenCL context and device.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_DETAIL_COMMAND_QUEUE_HPP_
+#define PLSSVM_BACKENDS_OPENCL_DETAIL_COMMAND_QUEUE_HPP_
 #pragma once
 
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"  // plssvm::opencl::detail::kernel
-#include "plssvm/detail/type_traits.hpp"             // plssvm::detail::always_false_v
 
 #include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id
 
@@ -75,7 +76,7 @@ class command_queue {
 
     /**
      * @brief Add a new OpenCL @p compute_kernel used for @p name to this command queue.
-     * @tparam real_type the floating point type used as type in the kernel
+     * @tparam real_type the floating point type used as type in the kernel (either `float` or `double`)
      * @param[in] name the name of the kernel that is to be added
      * @param[in] compute_kernel the kernel to add
      */
@@ -84,8 +85,9 @@ class command_queue {
 
     /**
      * @brief Get the OpenCL kernel used for @p name.
-     * @tparam real_type the floating point type used as type in the kernel
+     * @tparam real_type the floating point type used as type in the kernel (either `float` or `double`)
      * @param[in] name the name of the kernel
+     * @throws std::out_of_range if a kernel with @p name is requested that has not been compiled for this command queue
      * @return the compiled kernel (`[[nodiscard]]`)
      */
     template <typename real_type>
@@ -99,4 +101,6 @@ class command_queue {
     std::map<compute_kernel_name, kernel> double_kernels{};
 };
 
-}  // namespace plssvm::opencl::detail
\ No newline at end of file
+}  // namespace plssvm::opencl::detail
+
+#endif  // PLSSVM_BACKENDS_OPENCL_DETAIL_COMMAND_QUEUE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/detail/context.hpp b/include/plssvm/backends/OpenCL/detail/context.hpp
index 2b70be1a4..af00e4e4c 100644
--- a/include/plssvm/backends/OpenCL/detail/context.hpp
+++ b/include/plssvm/backends/OpenCL/detail/context.hpp
@@ -1,14 +1,16 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Defines a very small RAII wrapper around a cl_context including all associated devices and one command queue per device.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a very small RAII wrapper around a cl_context including all associated devices and one command queue per device.
+ */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_DETAIL_CONTEXT_HPP_
+#define PLSSVM_BACKENDS_OPENCL_DETAIL_CONTEXT_HPP_
 #pragma once
 
 #include "CL/cl.h"  // cl_context, cl_platform_id, cl_device_id
@@ -79,4 +81,6 @@ class context {
     std::vector<cl_device_id> devices{};
 };
 
-}  // namespace plssvm::opencl::detail
\ No newline at end of file
+}  // namespace plssvm::opencl::detail
+
+#endif  // PLSSVM_BACKENDS_OPENCL_DETAIL_CONTEXT_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/detail/error_code.hpp b/include/plssvm/backends/OpenCL/detail/error_code.hpp
index 0e7002d37..f96b4b81c 100644
--- a/include/plssvm/backends/OpenCL/detail/error_code.hpp
+++ b/include/plssvm/backends/OpenCL/detail/error_code.hpp
@@ -9,6 +9,8 @@
  * @brief Small wrapper around OpenCL's error codes.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_DETAIL_ERROR_CODE_HPP_
+#define PLSSVM_BACKENDS_OPENCL_DETAIL_ERROR_CODE_HPP_
 #pragma once
 
 #include "CL/cl.h"  // cl_int, CL_SUCCESS
@@ -67,14 +69,13 @@ class error_code {
      */
     [[nodiscard]] explicit operator bool() const noexcept;
     /**
-     * @brief Overloads the addressof operator to be able to set the wrapped error code value using an out-parameter
-     *        in calls to OpenCL functions.
+     * @brief Overloads the addressof operator to be able to set the wrapped error code value using an out-parameter in calls to OpenCL functions.
      * @return pointer to the wrapped OpenCL error code (`[[nodiscard]]`)
      */
     [[nodiscard]] cl_int *operator&() noexcept;
 
   private:
-    // The wrapped OpenCL error code.
+    /// The wrapped OpenCL error code.
     cl_int err_{ CL_SUCCESS };
 };
 
@@ -104,4 +105,6 @@ std::ostream &operator<<(std::ostream &out, error_code ec);
  */
 [[nodiscard]] bool operator!=(error_code lhs, error_code rhs) noexcept;
 
-}  // namespace plssvm::opencl::detail
\ No newline at end of file
+}  // namespace plssvm::opencl::detail
+
+#endif  // PLSSVM_BACKENDS_OPENCL_DETAIL_ERROR_CODE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/detail/kernel.hpp b/include/plssvm/backends/OpenCL/detail/kernel.hpp
index 65b099726..b5201af09 100644
--- a/include/plssvm/backends/OpenCL/detail/kernel.hpp
+++ b/include/plssvm/backends/OpenCL/detail/kernel.hpp
@@ -9,6 +9,8 @@
  * @brief Defines a very small RAII wrapper around a cl_kernel.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_DETAIL_KERNEL_HPP_
+#define PLSSVM_BACKENDS_OPENCL_DETAIL_KERNEL_HPP_
 #pragma once
 
 #include "CL/cl.h"  // cl_kernel
@@ -17,7 +19,7 @@ namespace plssvm::opencl::detail {
 
 /**
  * @brief Enum class for all different OpenCL compute kernels.
- * @details Used to distinguish kernels in the `plssvm::opencl::detail::command_queue` class.
+ * @details Used to distinguish kernels in the plssvm::opencl::detail::command_queue class.
  */
 enum class compute_kernel_name {
     /// The kernels to generate the `q` vector.
@@ -85,4 +87,6 @@ class kernel {
     cl_kernel compute_kernel;
 };
 
-}  // namespace plssvm::opencl::detail
\ No newline at end of file
+}  // namespace plssvm::opencl::detail
+
+#endif  // PLSSVM_BACKENDS_OPENCL_DETAIL_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in b/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in
index 76693034b..cdbc7be01 100644
--- a/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in
+++ b/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in
@@ -13,6 +13,8 @@
 
 #include <string>  // std::string
 
+// TODO: move to runtime? -> the CMake approach is rather ugly :/
+
 namespace plssvm::opencl::detail {
 
 /// An std::string containing all OpenCL kernel sources. Created and configured during CMake configuration.
diff --git a/include/plssvm/backends/OpenCL/detail/utility.hpp b/include/plssvm/backends/OpenCL/detail/utility.hpp
index 254b35df0..379e5b621 100644
--- a/include/plssvm/backends/OpenCL/detail/utility.hpp
+++ b/include/plssvm/backends/OpenCL/detail/utility.hpp
@@ -9,6 +9,8 @@
  * @brief Utility functions specific to the OpenCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_DETAIL_UTILITY_HPP_
+#define PLSSVM_BACKENDS_OPENCL_DETAIL_UTILITY_HPP_
 #pragma once
 
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
@@ -16,7 +18,7 @@
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"     // plssvm::opencl::detail::error_code
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"         // plssvm::opencl::detail::compute_kernel_name
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include "CL/cl.h"  // cl_uint, cl_int, clSetKernelArg, clEnqueueNDRangeKernel, clFinish
@@ -38,23 +40,18 @@
 namespace plssvm::opencl::detail {
 
 /**
- * @brief Check the OpenCL error @p code. If @p code signals an error, throw a `plssvm::opencl::backend_exception`.
- * @details The exception contains the error name and additional debug information.
+ * @brief Check the OpenCL error @p code. If @p code signals an error, throw a plssvm::opencl::backend_exception.
+ * @details The exception contains the following message: "OpenCL assert 'OPENCL_ERROR_NAME' (OPENCL_ERROR_CODE): OPTIONAL_OPENCL_ERROR_STRING".
  * @param[in] code the OpenCL error code to check
  * @param[in] msg optional message printed if the error code check failed
- * @throws `plssvm::opencl::backend_exception` if the error code signals a failure
+ * @throws plssvm::opencl::backend_exception if the error code signals a failure
  */
 void device_assert(error_code code, std::string_view msg = "");
 
 /**
  * @brief Returns the context listing all devices matching the target platform @p target and the actually used target platform
  *        (only interesting if the provided @p target was automatic).
- * @details If the selected target platform is `plssvm::target_platform::automatic` the selector tries to find devices in the following order:
- *          1. NVIDIA GPUs
- *          2. AMD GPUs
- *          3. Intel GPUs
- *          4. CPUs
- *
+ * @details If the selected target platform is plssvm::target_platform::automatic the selector tries to find devices according to plssvm::determine_default_target_platform.
  * @param[in] target the target platform for which the devices must match
  * @return the command queues and used target platform (`[[nodiscard]]`)
  */
@@ -74,9 +71,9 @@ void device_synchronize(const command_queue &queue);
 [[nodiscard]] std::string get_device_name(const command_queue &queue);
 
 /**
- * @brief Convert the kernel type @p kernel to the device function names and return the compute_kernel_name identifier.
+ * @brief Convert the kernel type @p kernel to the device function names and return the plssvm::opencl::detail::compute_kernel_name identifier.
  * @param[in] kernel the kernel type
- * @return the kernel function names with the respective compute_kernel_name identifier (`[[nodiscard]]`)
+ * @return the kernel function names with the respective plssvm::opencl::detail::compute_kernel_name identifier (`[[nodiscard]]`)
  */
 [[nodiscard]] std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function_names(kernel_function_type kernel);
 
@@ -86,7 +83,7 @@ void device_synchronize(const command_queue &queue);
  *        Always builds kernels for `float` and `double` precision floating point types.
  * @details Manually caches the OpenCL JIT compiled code in the current `$TEMP` directory (no special means to prevent race conditions are implemented).
  *          The cached binaries are reused if:
- *          1. cached files already exist
+ *          1. the cached files already exist
  *          2. the number of cached files match the number of needed files
  *          3. the kernel source checksum matches (no changes in the source files since the last caching)
  *
@@ -157,3 +154,5 @@ inline void run_kernel(const command_queue &queue, cl_kernel kernel, std::size_t
 }
 
 }  // namespace plssvm::opencl::detail
+
+#endif  // PLSSVM_BACKENDS_OPENCL_DETAIL_UTILITY_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/exceptions.hpp b/include/plssvm/backends/OpenCL/exceptions.hpp
index f6bbb5ab8..f999ac60e 100644
--- a/include/plssvm/backends/OpenCL/exceptions.hpp
+++ b/include/plssvm/backends/OpenCL/exceptions.hpp
@@ -9,6 +9,8 @@
  * @brief Implements custom exception classes specific to the OpenCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_OPENCL_EXCEPTIONS_HPP_
+#define PLSSVM_BACKENDS_OPENCL_EXCEPTIONS_HPP_
 #pragma once
 
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
@@ -31,4 +33,6 @@ class backend_exception : public exception {
     explicit backend_exception(const std::string &msg, source_location loc = source_location::current());
 };
 
-}  // namespace plssvm::opencl
\ No newline at end of file
+}  // namespace plssvm::opencl
+
+#endif  // PLSSVM_BACKENDS_OPENCL_EXCEPTIONS_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/OpenCL/predict_kernel.cl b/include/plssvm/backends/OpenCL/predict_kernel.cl
index 45c879d87..7cc72cf47 100644
--- a/include/plssvm/backends/OpenCL/predict_kernel.cl
+++ b/include/plssvm/backends/OpenCL/predict_kernel.cl
@@ -38,7 +38,7 @@ __kernel void device_kernel_w_linear(__global real_type *w_d, __global real_type
  * @brief Predicts the labels for data points using the polynomial kernel function.
  * @details Currently only single GPU execution is supported.
  * @tparam real_type the type of the data
- * @param[in] out_d the calculated predictions
+ * @param[out] out_d the calculated predictions
  * @param[in] data_d the one-dimension support vector matrix
  * @param[in] data_last_d the last row of the support vector matrix
  * @param[in] alpha_d the previously calculated weight for each data point
@@ -50,7 +50,7 @@ __kernel void device_kernel_w_linear(__global real_type *w_d, __global real_type
  * @param[in] gamma the gamma parameter used in the polynomial kernel function
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
-__kernel void device_kernel_predict_poly(__global real_type *out_d, __global const real_type *data_d, __global const real_type *data_last_d, __global const real_type *alpha_d, const kernel_index_type num_data_points, __global const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) {
+__kernel void device_kernel_predict_polynomial(__global real_type *out_d, __global const real_type *data_d, __global const real_type *data_last_d, __global const real_type *alpha_d, const kernel_index_type num_data_points, __global const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) {
     const kernel_index_type data_point_index = get_global_id(0);
     const kernel_index_type predict_point_index = get_global_id(1);
 
@@ -73,7 +73,7 @@ __kernel void device_kernel_predict_poly(__global real_type *out_d, __global con
  * @brief Predicts the labels for data points using the radial basis functions kernel function.
  * @details Currently only single GPU execution is supported.
  * @tparam real_type the type of the data
- * @param[in] out_d the calculated predictions
+ * @param[out] out_d the calculated predictions
  * @param[in] data_d the one-dimension support vector matrix
  * @param[in] data_last_d the last row of the support vector matrix
  * @param[in] alpha_d the previously calculated weight for each data point
@@ -83,7 +83,7 @@ __kernel void device_kernel_predict_poly(__global real_type *out_d, __global con
  * @param[in] num_features the number of features per support vector and point to predict
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
-__kernel void device_kernel_predict_radial(__global real_type *out_d, __global const real_type *data_d, __global const real_type *data_last_d, __global const real_type *alpha_d, const kernel_index_type num_data_points, __global const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) {
+__kernel void device_kernel_predict_rbf(__global real_type *out_d, __global const real_type *data_d, __global const real_type *data_last_d, __global const real_type *alpha_d, const kernel_index_type num_data_points, __global const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) {
     const kernel_index_type data_point_index = get_global_id(0);
     const kernel_index_type predict_point_index = get_global_id(1);
 
diff --git a/include/plssvm/backends/OpenCL/q_kernel.cl b/include/plssvm/backends/OpenCL/q_kernel.cl
index ecc0ba879..4bc6e433f 100644
--- a/include/plssvm/backends/OpenCL/q_kernel.cl
+++ b/include/plssvm/backends/OpenCL/q_kernel.cl
@@ -43,7 +43,7 @@ __kernel void device_kernel_q_linear(__global real_type *q, __global real_type *
  * @param[in] gamma the gamma parameter used in the polynomial kernel function
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
-__kernel void device_kernel_q_poly(__global real_type *q, __global real_type *data_d, __global real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) {
+__kernel void device_kernel_q_polynomial(__global real_type *q, __global real_type *data_d, __global real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) {
     const kernel_index_type index = get_global_id(0);
     real_type temp = 0.0;
     for (int i = 0; i < num_cols; ++i) {
@@ -63,7 +63,7 @@ __kernel void device_kernel_q_poly(__global real_type *q, __global real_type *da
  * @param[in] num_cols the number of columns in the data matrix
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
-__kernel void device_kernel_q_radial(__global real_type *q, __global real_type *data_d, __global real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) {
+__kernel void device_kernel_q_rbf(__global real_type *q, __global real_type *data_d, __global real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) {
     const kernel_index_type index = get_global_id(0);
     real_type temp = 0.0;
     for (kernel_index_type i = 0; i < num_cols; ++i) {
diff --git a/include/plssvm/backends/OpenCL/svm_kernel.cl b/include/plssvm/backends/OpenCL/svm_kernel.cl
index 02e08689e..df72e26f4 100644
--- a/include/plssvm/backends/OpenCL/svm_kernel.cl
+++ b/include/plssvm/backends/OpenCL/svm_kernel.cl
@@ -115,7 +115,7 @@ __kernel void device_kernel_linear(__global const real_type *q, __global real_ty
  * @param[in] gamma the gamma parameter used in the polynomial kernel function
  * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
  */
-__kernel void device_kernel_poly(__global const real_type *q, __global real_type *ret, __global const real_type *d, __global const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
+__kernel void device_kernel_polynomial(__global const real_type *q, __global real_type *ret, __global const real_type *d, __global const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) {
     kernel_index_type i = get_group_id(0) * get_local_size(0) * INTERNAL_BLOCK_SIZE;
     kernel_index_type j = get_group_id(1) * get_local_size(1) * INTERNAL_BLOCK_SIZE;
 
@@ -193,7 +193,7 @@ __kernel void device_kernel_poly(__global const real_type *q, __global real_type
  * @param[in] add denotes whether the values are added or subtracted from the result vector
  * @param[in] gamma the gamma parameter used in the rbf kernel function
  */
-__kernel void device_kernel_radial(__global const real_type *q, __global real_type *ret, __global const real_type *d, __global const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) {
+__kernel void device_kernel_rbf(__global const real_type *q, __global real_type *ret, __global const real_type *d, __global const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) {
     kernel_index_type i = get_group_id(0) * get_local_size(0) * INTERNAL_BLOCK_SIZE;
     kernel_index_type j = get_group_id(1) * get_local_size(1) * INTERNAL_BLOCK_SIZE;
 
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 1acea4470..059050abb 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -11,8 +11,8 @@
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
-#include "plssvm/backends/OpenCL/detail/kernel.hpp"         // plssvm::opencl::detail::compute_kernel_name, plssvm::opencl::detail::kernel
-#include "plssvm/backends/OpenCL/detail/utility.hpp"        // plssvm::opencl::detail::get_contexts, plssvm::opencl::detail::create_command_queues, plssvm::opencl::detail::run_kernel, plssvm::opencl::detail::kernel_type_to_function_name, plssvm::opencl::detail::device_synchronize
+#include "plssvm/backends/OpenCL/detail/kernel.hpp"         // plssvm::opencl::detail::{compute_kernel_name, kernel}
+#include "plssvm/backends/OpenCL/detail/utility.hpp"        // plssvm::opencl::detail::{get_contexts, create_command_queues, run_kernel, kernel_type_to_function_name, device_synchronize}
 #include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type
@@ -20,16 +20,17 @@
 #include "plssvm/detail/execution_range.hpp"                // plssvm::detail::execution_range
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include "fmt/chrono.h"   // can directly print std::chrono literals
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <algorithm>  // std::all_of
 #include <chrono>     // std::chrono
 #include <exception>  // std::terminate
+#include <iostream>   // std::cout, std::endl
 #include <string>     // std::string
 #include <tuple>      // std::tie
 #include <utility>    // std::pair, std::make_pair, std::move
@@ -37,6 +38,14 @@
 
 namespace plssvm::opencl {
 
+csvm::csvm(parameter params) :
+    csvm{ plssvm::target_platform::automatic, params } {}
+
+csvm::csvm(target_platform target, parameter params) :
+    base_type{ params } {
+    this->init(target);
+}
+
 void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
     switch (target) {
diff --git a/src/plssvm/backends/OpenCL/detail/command_queue.cpp b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
index d6d64b98b..0f0170556 100644
--- a/src/plssvm/backends/OpenCL/detail/command_queue.cpp
+++ b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
@@ -16,8 +16,9 @@
 
 #include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id, clCreateCommandQueueWithProperties, clCreateCommandQueue, clReleaseCommandQueue
 
-#include <memory>   // std::addressof
-#include <utility>  // std::exchange
+#include <memory>       // std::addressof
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::exchange, std::move
 
 namespace plssvm::opencl::detail {
 
diff --git a/src/plssvm/backends/OpenCL/detail/context.cpp b/src/plssvm/backends/OpenCL/detail/context.cpp
index e2f019f22..3e6390430 100644
--- a/src/plssvm/backends/OpenCL/detail/context.cpp
+++ b/src/plssvm/backends/OpenCL/detail/context.cpp
@@ -1,17 +1,18 @@
 /**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*/
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
 
 #include "plssvm/backends/OpenCL/detail/context.hpp"
 
 #include "CL/cl.h"  // cl_context, cl_platform_id, cl_device_id, clReleaseContext
 
 #include <memory>   // std::addressof
-#include <utility>  // std::exchange
+#include <utility>  // std::exchange, std::move
+#include <vector>   // std::vector
 
 namespace plssvm::opencl::detail {
 
diff --git a/src/plssvm/backends/OpenCL/detail/kernel.cpp b/src/plssvm/backends/OpenCL/detail/kernel.cpp
index a9f09dbfd..7b918dd2e 100644
--- a/src/plssvm/backends/OpenCL/detail/kernel.cpp
+++ b/src/plssvm/backends/OpenCL/detail/kernel.cpp
@@ -17,8 +17,8 @@
 
 namespace plssvm::opencl::detail {
 
-kernel::kernel(cl_kernel p_compute_kernel) noexcept :
-    compute_kernel{ p_compute_kernel } {}
+kernel::kernel(cl_kernel compute_kernel_p) noexcept :
+    compute_kernel{ compute_kernel_p } {}
 
 kernel::kernel(kernel &&other) noexcept :
     compute_kernel{ std::exchange(other.compute_kernel, nullptr) } {}
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 1c8a21e4a..768596d53 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -12,8 +12,8 @@
 #include "plssvm/backends/OpenCL/detail/context.hpp"                             // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"                          // plssvm::opencl::detail::error_code
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"                              // plssvm::opencl::detail::compute_kernel_name, plssvm::opencl::detail::kernel
-#include "plssvm/backends/autogenerated/OpenCL/detail/kernel_source_string.hpp"  // plssvm::opencl::detail::kernel_src_string
 #include "plssvm/backends/OpenCL/exceptions.hpp"                                 // plssvm::opencl::backend_exception
+#include "plssvm/backends/autogenerated/OpenCL/detail/kernel_source_string.hpp"  // plssvm::opencl::detail::kernel_src_string
 #include "plssvm/constants.hpp"                                                  // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/arithmetic_type_name.hpp"                                // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/sha256.hpp"                                              // plssvm::detail::sha256
@@ -180,13 +180,13 @@ std::vector<std::pair<compute_kernel_name, std::string>> kernel_type_to_function
                      std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_linear"),
                      std::make_pair(compute_kernel_name::w_kernel, "device_kernel_w_linear") };
         case kernel_function_type::polynomial:
-            return { std::make_pair(compute_kernel_name::q_kernel, "device_kernel_q_poly"),
-                     std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_poly"),
-                     std::make_pair(compute_kernel_name::predict_kernel, "device_kernel_predict_poly") };
+            return { std::make_pair(compute_kernel_name::q_kernel, "device_kernel_q_polynomial"),
+                     std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_polynomial"),
+                     std::make_pair(compute_kernel_name::predict_kernel, "device_kernel_predict_polynomial") };
         case kernel_function_type::rbf:
-            return { std::make_pair(compute_kernel_name::q_kernel, "device_kernel_q_radial"),
-                     std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_radial"),
-                     std::make_pair(compute_kernel_name::predict_kernel, "device_kernel_predict_radial") };
+            return { std::make_pair(compute_kernel_name::q_kernel, "device_kernel_q_rbf"),
+                     std::make_pair(compute_kernel_name::svm_kernel, "device_kernel_rbf"),
+                     std::make_pair(compute_kernel_name::predict_kernel, "device_kernel_predict_rbf") };
     }
     throw unsupported_kernel_type_exception{ fmt::format("Unknown kernel type (value: {})!", ::plssvm::detail::to_underlying(kernel)) };
 }

From 610e74540a57a4f23199504ae2e1b2695835a3b0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 09:36:37 +0100
Subject: [PATCH 0565/1010] Update SYCL (hipSYCL and DPC++) documentation and
 includes. Rename device functions for more consistency.

---
 docs/resources/dirs.dox                       | 44 +++++++++++++++++
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   | 42 +++++++++-------
 .../backends/SYCL/DPCPP/detail/device_ptr.hpp |  4 +-
 .../backends/SYCL/DPCPP/detail/queue.hpp      |  2 +-
 .../backends/SYCL/DPCPP/detail/utility.hpp    |  5 +-
 .../plssvm/backends/SYCL/detail/atomics.hpp   |  2 +-
 include/plssvm/backends/SYCL/exceptions.hpp   | 10 ++--
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp | 42 +++++++++-------
 .../SYCL/hipSYCL/detail/device_ptr.hpp        |  2 +-
 .../backends/SYCL/hipSYCL/detail/queue.hpp    |  2 +-
 .../backends/SYCL/hipSYCL/detail/utility.hpp  |  5 +-
 .../backends/SYCL/implementation_type.hpp     |  4 +-
 .../backends/SYCL/kernel_invocation_type.hpp  |  6 +--
 .../plssvm/backends/SYCL/predict_kernel.hpp   | 24 +++++----
 include/plssvm/backends/SYCL/q_kernel.hpp     | 16 ++++--
 .../backends/SYCL/svm_kernel_hierarchical.hpp | 35 +++++++------
 .../backends/SYCL/svm_kernel_nd_range.hpp     | 40 +++++++++------
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       | 43 +++++++++-------
 .../backends/SYCL/DPCPP/detail/device_ptr.cpp |  3 +-
 .../backends/SYCL/DPCPP/detail/utility.cpp    |  5 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     | 49 +++++++++++--------
 .../SYCL/hipSYCL/detail/device_ptr.cpp        |  3 +-
 .../backends/SYCL/hipSYCL/detail/utility.cpp  |  5 +-
 23 files changed, 252 insertions(+), 141 deletions(-)

diff --git a/docs/resources/dirs.dox b/docs/resources/dirs.dox
index 0ac9d563b..977e0c63f 100644
--- a/docs/resources/dirs.dox
+++ b/docs/resources/dirs.dox
@@ -120,6 +120,50 @@
  * @brief Directory containing implementation details for the SYCL backend.
  */
 
+/**
+ * @dir include/plssvm/backends/SYCL/DPCPP
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Directory containing the implementation for the SYCL backend using DPC++ as SYCL implementation.
+ */
+
+/**
+ * @dir include/plssvm/backends/SYCL/DPCPP/detail
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Directory containing implementation details for the SYCL backend using DPC++ as SYCL implementation.
+ */
+
+/**
+ * @dir include/plssvm/backends/SYCL/hipSYCL
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Directory containing the implementation for the SYCL backend using hipSYCL as SYCL implementation.
+ */
+
+/**
+ * @dir include/plssvm/backends/SYCL/hipSYCL/detail
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Directory containing implementation details for the SYCL backend using hipSYCL as SYCL implementation.
+ */
+
 
 /**
  * @dir include/plssvm/detail
diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index 80af405c7..2a36ec1a4 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -16,17 +16,16 @@
 #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::device_ptr
 #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"       // plssvm::dpcpp::detail::queue (PImpl)
 
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/detail/type_traits.hpp"                    // plssvm::detail::remove_cvref_t
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/detail/type_traits.hpp"                    // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include "igor/igor.hpp"  // igor::parser
 
-#include <memory>       // std::unique_ptr
-#include <type_traits>  // std::is_same_v
+#include <cstddef>      // std::size_t
+#include <type_traits>  // std::is_same_v, std::true_type
 #include <utility>      // std::forward
 
 namespace plssvm {
@@ -41,14 +40,12 @@ class execution_range;
 namespace dpcpp {
 
 /**
- * @brief A C-SVM implementation using SYCL as backend.
- * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
- *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
+ * @brief A C-SVM implementation using DPC++ as SYCL backend.
  */
 class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
   protected:
     // protected for the test MOCK class
-    /// The template base type of the SYCL C-SVM class.
+    /// The template base type of the DPC++ SYCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
 
     using base_type::devices_;
@@ -60,31 +57,38 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     /**
      * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::dpcpp::backend_exception if the requested target is not available
+     * @throws plssvm::dpcpp::backend_exception if no device for the requested target was found
      */
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
+    explicit csvm(parameter params = {});
     /**
      * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::dpcpp::backend_exception if the requested target is not available
+     * @throws plssvm::dpcpp::backend_exception if no device for the requested target was found
      */
-    explicit csvm(target_platform target, parameter params = {}) :
-        base_type{ params } {
-        this->init(target);
-    }
+    explicit csvm(target_platform target, parameter params = {});
 
     /**
      * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
      * @param[in] named_args the additional optional named arguments
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::dpcpp::backend_exception if the requested target is not available
+     * @throws plssvm::dpcpp::backend_exception if no device for the requested target was found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
-
     /**
      * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] named_args the additional optional named arguments
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::dpcpp::backend_exception if the requested target is not available
+     * @throws plssvm::dpcpp::backend_exception if no device for the requested target was found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
@@ -170,6 +174,8 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     /**
      * @brief Initialize all important states related to the SYCL backend.
      * @param[in] target the target platform to use
+     * @throws plssvm::dpcpp::backend_exception if the requested target is not available
+     * @throws plssvm::dpcpp::backend_exception if no device for the requested target was found
      */
     void init(target_platform target);
 
@@ -181,7 +187,7 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
 namespace detail {
 
 /**
- * @brief Sets the `value` to `true` since C-SVMs using the SYCL backend with hipSYCL as SYCL implementation are available.
+ * @brief Sets the `value` to `true` since C-SVMs using the SYCL backend with DPC++ as SYCL implementation are available.
  */
 template <>
 struct csvm_backend_exists<dpcpp::csvm> : std::true_type {};
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index 61372f439..1683b0041 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -14,7 +14,7 @@
 #pragma once
 
 #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
-#include "plssvm/backends/gpu_device_ptr.hpp"     // plssvm::detail::gpu_device_ptr
+#include "plssvm/backends/gpu_device_ptr.hpp"           // plssvm::detail::gpu_device_ptr
 
 namespace plssvm::dpcpp::detail {
 
@@ -50,7 +50,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
      */
     device_ptr() = default;
     /**
-     * @brief Allocates `size * sizeof(T)` bytes on the device associated with @p queue.
+     * @brief Allocates `size * sizeof(T)` bytes on the device associated with @p q.
      * @param[in] size the number of elements represented by the device_ptr
      * @param[in] q the associated SYCL queue
      */
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
index 9c43857a8..030abc8c0 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/queue.hpp
@@ -28,6 +28,6 @@ class queue {
     std::shared_ptr<queue_impl> impl{};
 };
 
-}  // namespace plssvm::sycl::detail
+}  // namespace plssvm::dpcpp::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_QUEUE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
index fc3485c42..eaaedb928 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
@@ -34,15 +34,16 @@ namespace plssvm::dpcpp::detail {
  * @return the devices and used target platform (`[[nodiscard]]`)
  */
 [[nodiscard]] std::pair<std::vector<queue>, target_platform> get_device_list(target_platform target);
+
 /**
- * @brief Wait for the compute device associated with @p queue to finish.
+ * @brief Wait for the compute device associated with @p q to finish.
  * @param[in] q the SYCL queue to synchronize
  */
 void device_synchronize(queue &q);
 
 /**
  * @brief Get the default SYCL queue.
- * @details Only used in the tests, but must be defined and implemented here!
+ * @details Only used in the tests, but **must** be defined and implemented here!
  * @return the default queue (`[[nodiscard]]`)
  */
 [[nodiscard]] queue get_default_queue();
diff --git a/include/plssvm/backends/SYCL/detail/atomics.hpp b/include/plssvm/backends/SYCL/detail/atomics.hpp
index 2db4e8e22..82c5d0364 100644
--- a/include/plssvm/backends/SYCL/detail/atomics.hpp
+++ b/include/plssvm/backends/SYCL/detail/atomics.hpp
@@ -15,7 +15,7 @@
 
 #include "sycl/sycl.hpp"  // sycl::atomic_ref, sycl::memory_order, sycl::memory_scope, sycl::access::address_space
 
-namespace plssvm::sycl {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief Shortcut alias for a [`sycl::atomic_ref`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:atomic-references) targeting global memory.
diff --git a/include/plssvm/backends/SYCL/exceptions.hpp b/include/plssvm/backends/SYCL/exceptions.hpp
index 0303465ea..9871d4c5c 100644
--- a/include/plssvm/backends/SYCL/exceptions.hpp
+++ b/include/plssvm/backends/SYCL/exceptions.hpp
@@ -9,6 +9,8 @@
  * @brief Implements custom exception classes specific to the SYCL backend.
  */
 
+#ifndef PLSSVM_BACKENDS_SYCL_CSVM_HPP_
+#define PLSSVM_BACKENDS_SYCL_CSVM_HPP_
 #pragma once
 
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
@@ -50,7 +52,7 @@ namespace hipsycl {
 class backend_exception : public sycl::backend_exception {
   public:
     /**
-     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::sycl::backend_exception.
      * @param[in] msg the exception's `what()` message
      * @param[in] loc the exception's call side information
      */
@@ -67,7 +69,7 @@ namespace dpcpp {
 class backend_exception : public sycl::backend_exception {
   public:
     /**
-     * @brief Construct a new exception forwarding the exception message and source location to plssvm::exception.
+     * @brief Construct a new exception forwarding the exception message and source location to plssvm::sycl::backend_exception.
      * @param[in] msg the exception's `what()` message
      * @param[in] loc the exception's call side information
      */
@@ -76,4 +78,6 @@ class backend_exception : public sycl::backend_exception {
 
 }  // namespace dpcpp
 
-}  // namespace plssvm
\ No newline at end of file
+}  // namespace plssvm
+
+#endif  // PLSSVM_BACKENDS_SYCL_CSVM_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index e4e44b214..306e40baf 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -16,17 +16,16 @@
 #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl)
 
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/detail/type_traits.hpp"                    // plssvm::detail::remove_cvref_t
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/detail/type_traits.hpp"                    // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include "igor/igor.hpp"  // igor::parser
 
-#include <memory>       // std::unique_ptr
-#include <type_traits>  // std::is_same_v
+#include <cstddef>      // std::size_t
+#include <type_traits>  // std::is_same_v, std::true_type
 #include <utility>      // std::forward
 
 namespace plssvm {
@@ -41,14 +40,12 @@ class execution_range;
 namespace hipsycl {
 
 /**
- * @brief A C-SVM implementation using SYCL as backend.
- * @details If DPC++ is available, this class also exists in the `plssvm::dpcpp` namespace.
- *          If hipSYCL is available, this class also exists in the `plssvm::hipsycl` namespace.
+ * @brief A C-SVM implementation using hipSYCL as SYCL backend.
  */
 class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue> {
   protected:
     // protected for the test MOCK class
-    /// The template base type of the SYCL C-SVM class.
+    /// The template base type of the hipSYCL SYCL C-SVM class.
     using base_type = ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue>;
 
     using base_type::devices_;
@@ -60,31 +57,40 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     /**
      * @brief Construct a new C-SVM using the SYCL backend with the parameters given through @p params.
      * @param[in] params struct encapsulating all possible parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::hipsycl::backend_exception if the requested target is not available
+     * @throws plssvm::hipsycl::backend_exception if no device for the requested target was found
      */
-    explicit csvm(parameter params = {}) :
-        csvm{ plssvm::target_platform::automatic, params } {}
+    explicit csvm(parameter params = {});
     /**
      * @brief Construct a new C-SVM using the SYCL backend on the @p target platform with the parameters given through @p params.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] params struct encapsulating all possible SVM parameters
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::hipsycl::backend_exception if the requested target is not available
+     * @throws plssvm::hipsycl::backend_exception if no device for the requested target was found
      */
-    explicit csvm(target_platform target, parameter params = {}) :
-        base_type{ params } {
-        this->init(target);
-    }
+    explicit csvm(target_platform target, parameter params = {});
 
     /**
      * @brief Construct a new C-SVM using the SYCL backend and the optionally provided @p named_args.
+     * @details Additionally sets the SYCL specific kernel invocation type.
      * @param[in] named_args the additional optional named arguments
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::hipsycl::backend_exception if the requested target is not available
+     * @throws plssvm::hipsycl::backend_exception if no device for the requested target was found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(Args &&...named_args) :
         csvm{ plssvm::target_platform::automatic, std::forward<Args>(named_args)... } {}
-
     /**
      * @brief Construct a new C-SVM using the SYCL backend on the @p target platform and the optionally provided @p named_args.
+     * @details Additionally sets the SYCL specific kernel invocation type.
      * @param[in] target the target platform used for this C-SVM
      * @param[in] named_args the additional optional named arguments
+     * @throws plssvm::exception all exceptions thrown in the base class constructor
+     * @throws plssvm::hipsycl::backend_exception if the requested target is not available
+     * @throws plssvm::hipsycl::backend_exception if no device for the requested target was found
      */
     template <typename... Args, PLSSVM_REQUIRES(::plssvm::detail::has_only_sycl_parameter_named_args_v<Args...>)>
     explicit csvm(const target_platform target, Args &&...named_args) :
@@ -170,6 +176,8 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     /**
      * @brief Initialize all important states related to the SYCL backend.
      * @param[in] target the target platform to use
+     * @throws plssvm::hipsycl::backend_exception if the requested target is not available
+     * @throws plssvm::hipsycl::backend_exception if no device for the requested target was found
      */
     void init(target_platform target);
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
index 729bea0be..03ea62efc 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -50,7 +50,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
      */
     device_ptr() = default;
     /**
-     * @brief Allocates `size * sizeof(T)` bytes on the device associated with @p queue.
+     * @brief Allocates `size * sizeof(T)` bytes on the device associated with @p q.
      * @param[in] size the number of elements represented by the device_ptr
      * @param[in] q the associated SYCL queue
      */
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
index 876400b91..4dea93b68 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue.hpp
@@ -28,6 +28,6 @@ class queue {
     std::shared_ptr<queue_impl> impl{};
 };
 
-}  // namespace plssvm::sycl::detail
+}  // namespace plssvm::hipsycl::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
index db8543d1e..0a17d4cc4 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -34,15 +34,16 @@ namespace plssvm::hipsycl::detail {
  * @return the devices and used target platform (`[[nodiscard]]`)
  */
 [[nodiscard]] std::pair<std::vector<queue>, target_platform> get_device_list(target_platform target);
+
 /**
- * @brief Wait for the compute device associated with @p queue to finish.
+ * @brief Wait for the compute device associated with @p q to finish.
  * @param[in] q the SYCL queue to synchronize
  */
 void device_synchronize(queue &q);
 
 /**
  * @brief Get the default SYCL queue.
- * @details Only used in the tests, but must be defined and implemented here!
+ * @details Only used in the tests, but **must** be defined and implemented here!
  * @return the default queue (`[[nodiscard]]`)
  */
 [[nodiscard]] queue get_default_queue();
diff --git a/include/plssvm/backends/SYCL/implementation_type.hpp b/include/plssvm/backends/SYCL/implementation_type.hpp
index 0219ebce8..9d97a883f 100644
--- a/include/plssvm/backends/SYCL/implementation_type.hpp
+++ b/include/plssvm/backends/SYCL/implementation_type.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines all currently supported SYCL implementations.
+ * @brief Defines an enumeration holding all possible SYCL implementations.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_IMPLEMENTATION_TYPE_HPP_
@@ -22,7 +22,7 @@ namespace plssvm::sycl {
  * @brief Enum class for all possible SYCL kernel invocation types.
  */
 enum class implementation_type {
-    /** Use the available SYCL implementation. If more than one implementation is available, use PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION. */
+    /** Use the available SYCL implementation. If more than one implementation is available, the macro PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION must be defined. */
     automatic,
     /** Use [DPC++](https://github.com/intel/llvm) as SYCL implementation. */
     dpcpp,
diff --git a/include/plssvm/backends/SYCL/kernel_invocation_type.hpp b/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
index 015b73ec5..d632a4363 100644
--- a/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
+++ b/include/plssvm/backends/SYCL/kernel_invocation_type.hpp
@@ -6,7 +6,7 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief Defines all available kernel invoke types when using SYCL.
+ * @brief Defines an enumeration holding all possible SYCL kernel invocation types.
  */
 
 #ifndef PLSSVM_BACKENDS_SYCL_KERNEL_INVOCATION_TYPE_HPP_
@@ -23,9 +23,9 @@ namespace plssvm::sycl {
 enum class kernel_invocation_type {
     /** Use the best kernel invocation type for the current SYCL implementation and target hardware platform. */
     automatic,
-    /** Use the [*nd_range* invocation type](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#_parallel_for_invoke). */
+    /** Use the [`nd_range` invocation type](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#_parallel_for_invoke). */
     nd_range,
-    /** Use the SYCL specific [hierarchical invocation type](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#_parallel_for_hierarchical_invoke). */
+    /** Use the SYCL specific [`hierarchical` invocation type](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#_parallel_for_hierarchical_invoke). */
     hierarchical
 };
 
diff --git a/include/plssvm/backends/SYCL/predict_kernel.hpp b/include/plssvm/backends/SYCL/predict_kernel.hpp
index 970b87513..f4d14d54d 100644
--- a/include/plssvm/backends/SYCL/predict_kernel.hpp
+++ b/include/plssvm/backends/SYCL/predict_kernel.hpp
@@ -13,12 +13,12 @@
 #define PLSSVM_BACKENDS_SYCL_PREDICT_KERNEL_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::atomic_op
+#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::detail::atomic_op
 #include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 
 #include "sycl/sycl.hpp"  // sycl::nd_item, sycl::range, sycl::pow, sycl::exp
 
-namespace plssvm::sycl {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief Calculate the `w` vector to speed up the prediction of the labels for data points using the linear kernel function.
@@ -61,12 +61,14 @@ class device_kernel_w_linear {
     }
 
   private:
+    /// @cond Doxygen_suppress
     real_type *w_d_;
     const real_type *data_d_;
     const real_type *data_last_d_;
     const real_type *alpha_d_;
     const kernel_index_type num_data_points_;
     const kernel_index_type num_features_;
+    /// @endcond
 };
 
 /**
@@ -75,7 +77,7 @@ class device_kernel_w_linear {
  * @tparam T the type of the data points
  */
 template <typename T>
-class device_kernel_predict_poly {
+class device_kernel_predict_polynomial {
   public:
     /// The type of the data.
     using real_type = T;
@@ -95,7 +97,7 @@ class device_kernel_predict_poly {
      * @param[in] gamma the gamma parameter used in the polynomial kernel function
      * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
      */
-    device_kernel_predict_poly(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) :
+    device_kernel_predict_polynomial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const int degree, const real_type gamma, const real_type coef0) :
         out_d_{ out_d }, data_d_{ data_d }, data_last_d_{ data_last_d }, alpha_d_{ alpha_d }, num_data_points_{ num_data_points }, points_{ points }, num_predict_points_{ num_predict_points }, num_features_{ num_features }, degree_{ degree }, gamma_{ gamma }, coef0_{ coef0 } {}
 
     /**
@@ -118,11 +120,12 @@ class device_kernel_predict_poly {
 
             temp = alpha_d_[data_point_index] * ::sycl::pow(gamma_ * temp + coef0_, static_cast<real_type>(degree_));
 
-            atomic_op<real_type>{ out_d_[predict_point_index] } += temp;
+            detail::atomic_op<real_type>{ out_d_[predict_point_index] } += temp;
         }
     }
 
   private:
+    /// @cond Doxygen_suppress
     real_type *out_d_;
     const real_type *data_d_;
     const real_type *data_last_d_;
@@ -134,6 +137,7 @@ class device_kernel_predict_poly {
     const int degree_;
     const real_type gamma_;
     const real_type coef0_;
+    /// @endcond
 };
 
 /**
@@ -142,7 +146,7 @@ class device_kernel_predict_poly {
  * @tparam T the type of the data points
  */
 template <typename T>
-class device_kernel_predict_radial {
+class device_kernel_predict_rbf {
   public:
     /// The type of the data.
     using real_type = T;
@@ -160,7 +164,7 @@ class device_kernel_predict_radial {
      * @param[in] num_features the number of features per support vector and point to predict
      * @param[in] gamma the gamma parameter used in the rbf kernel function
      */
-    device_kernel_predict_radial(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) :
+    device_kernel_predict_rbf(real_type *out_d, const real_type *data_d, const real_type *data_last_d, const real_type *alpha_d, const kernel_index_type num_data_points, const real_type *points, const kernel_index_type num_predict_points, const kernel_index_type num_features, const real_type gamma) :
         out_d_{ out_d }, data_d_{ data_d }, data_last_d_{ data_last_d }, alpha_d_{ alpha_d }, num_data_points_{ num_data_points }, points_{ points }, num_predict_points_{ num_predict_points }, num_features_{ num_features }, gamma_{ gamma } {}
 
     /**
@@ -183,11 +187,12 @@ class device_kernel_predict_radial {
 
             temp = alpha_d_[data_point_index] * ::sycl::exp(-gamma_ * temp);
 
-            atomic_op<real_type>{ out_d_[predict_point_index] } += temp;
+            detail::atomic_op<real_type>{ out_d_[predict_point_index] } += temp;
         }
     }
 
   private:
+    /// @cond Doxygen_suppress
     real_type *out_d_;
     const real_type *data_d_;
     const real_type *data_last_d_;
@@ -197,8 +202,9 @@ class device_kernel_predict_radial {
     const kernel_index_type num_predict_points_;
     const kernel_index_type num_features_;
     const real_type gamma_;
+    /// @endcond
 };
 
-}  // namespace plssvm::sycl
+}  // namespace plssvm::sycl::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_PREDICT_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/q_kernel.hpp b/include/plssvm/backends/SYCL/q_kernel.hpp
index 7951ef592..c7469ca44 100644
--- a/include/plssvm/backends/SYCL/q_kernel.hpp
+++ b/include/plssvm/backends/SYCL/q_kernel.hpp
@@ -17,7 +17,7 @@
 
 #include "sycl/sycl.hpp"  // sycl::nd_item, sycl::pow, sycl::exp
 
-namespace plssvm::sycl {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief Functor to calculate the `q` vector using the linear C-SVM kernel.
@@ -55,11 +55,13 @@ class device_kernel_q_linear {
     }
 
   private:
+    /// @cond Doxygen_suppress
     real_type *q_;
     const real_type *data_d_;
     const real_type *data_last_;
     const kernel_index_type num_rows_;
     const kernel_index_type feature_range_;
+    /// @endcond
 };
 
 /**
@@ -68,7 +70,7 @@ class device_kernel_q_linear {
  * @tparam T the type of the data
  */
 template <typename T>
-class device_kernel_q_poly {
+class device_kernel_q_polynomial {
   public:
     /// The type of the data.
     using real_type = T;
@@ -84,7 +86,7 @@ class device_kernel_q_poly {
      * @param[in] gamma the gamma parameter used in the polynomial kernel function
      * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
      */
-    device_kernel_q_poly(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) :
+    device_kernel_q_polynomial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const int degree, const real_type gamma, const real_type coef0) :
         q_{ q }, data_d_{ data_d }, data_last_{ data_last }, num_rows_{ num_rows }, num_cols_{ num_cols }, degree_{ degree }, gamma_{ gamma }, coef0_{ coef0 } {}
 
     /**
@@ -101,6 +103,7 @@ class device_kernel_q_poly {
     }
 
   private:
+    /// @cond Doxygen_suppress
     real_type *q_;
     const real_type *data_d_;
     const real_type *data_last_;
@@ -109,6 +112,7 @@ class device_kernel_q_poly {
     const int degree_;
     const real_type gamma_;
     const real_type coef0_;
+    /// @endcond
 };
 
 /**
@@ -117,7 +121,7 @@ class device_kernel_q_poly {
  * @tparam T the type of the data
  */
 template <typename T>
-class device_kernel_q_radial {
+class device_kernel_q_rbf {
   public:
     /// The type of the data.
     using real_type = T;
@@ -131,7 +135,7 @@ class device_kernel_q_radial {
      * @param[in] num_cols the number of columns in the data matrix
      * @param[in] gamma the gamma parameter used in the rbf kernel function
      */
-    device_kernel_q_radial(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) :
+    device_kernel_q_rbf(real_type *q, const real_type *data_d, const real_type *data_last, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type gamma) :
         q_{ q }, data_d_{ data_d }, data_last_{ data_last }, num_rows_{ num_rows }, num_cols_{ num_cols }, gamma_{ gamma } {}
 
     /**
@@ -148,12 +152,14 @@ class device_kernel_q_radial {
     }
 
   private:
+    /// @cond Doxygen_suppress
     real_type *q_;
     const real_type *data_d_;
     const real_type *data_last_;
     const kernel_index_type num_rows_;
     const kernel_index_type num_cols_;
     const real_type gamma_;
+    /// @endcond
 };
 
 }  // namespace plssvm::sycl
diff --git a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
index 21cd3645d..cc482d8a0 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
@@ -13,15 +13,14 @@
 #define PLSSVM_BACKENDS_SYCL_SVM_KERNEL_HIERARCHICAL_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::atomic_op
+#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::detail::atomic_op
 #include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
-#include "plssvm/detail/execution_range.hpp"        // plssvm::detail::execution_range
 
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::handler, sycl::h_item, sycl::range, sycl::private_memory, sycl::pow, sycl::exp
 
-#include <cstddef>  // std::size_t
+#include <cstddef>  // std::size_t (cant' use kernel_index_type because of comparisons with unsigned long values)
 
-namespace plssvm::sycl {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief Calculates the C-SVM kernel using the hierarchical formulation and the linear kernel function.
@@ -149,7 +148,7 @@ class hierarchical_device_kernel_linear {
                         }
                         if (private_i(idx) + x > private_j(idx) + y) {
                             // upper triangular matrix
-                            atomic_op<real_type>{ ret_[private_i(idx) + y] } += temp * d_[private_j(idx) + x];
+                            detail::atomic_op<real_type>{ ret_[private_i(idx) + y] } += temp * d_[private_j(idx) + x];
                             ret_jx += temp * d_[private_i(idx) + y];
                         } else if (private_i(idx) + x == private_j(idx) + y) {
                             // diagonal
@@ -160,13 +159,14 @@ class hierarchical_device_kernel_linear {
                             }
                         }
                     }
-                    atomic_op<real_type>{ ret_[private_j(idx) + x] } += ret_jx;
+                    detail::atomic_op<real_type>{ ret_[private_j(idx) + x] } += ret_jx;
                 }
             }
         });
     }
 
   private:
+    /// @cond Doxygen_suppress
     const real_type *q_;
     real_type *ret_;
     const real_type *d_;
@@ -177,6 +177,7 @@ class hierarchical_device_kernel_linear {
     const kernel_index_type feature_range_;
     const real_type add_;
     const kernel_index_type device_;
+    /// @endcond
 };
 
 /**
@@ -185,7 +186,7 @@ class hierarchical_device_kernel_linear {
  * @tparam T the type of the data
  */
 template <typename T>
-class hierarchical_device_kernel_poly {
+class hierarchical_device_kernel_polynomial {
   public:
     /// The type of the data.
     using real_type = T;
@@ -205,7 +206,7 @@ class hierarchical_device_kernel_poly {
      * @param[in] gamma the gamma parameter used in the polynomial kernel function
      * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
      */
-    hierarchical_device_kernel_poly(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) :
+    hierarchical_device_kernel_polynomial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) :
         q_{ q }, ret_{ ret }, d_{ d }, data_d_{ data_d }, QA_cost_{ QA_cost }, cost_{ cost }, num_rows_{ num_rows }, num_cols_{ num_cols }, add_{ add }, degree_{ degree }, gamma_{ gamma }, coef0_{ coef0 } {}
 
     /**
@@ -302,20 +303,21 @@ class hierarchical_device_kernel_poly {
                         const real_type temp = (::sycl::pow(gamma_ * private_matr(idx)[x][y] + coef0_, static_cast<real_type>(degree_)) + QA_cost_ - q_[private_i(idx) + y] - q_[private_j(idx) + x]) * add_;
                         if (private_i(idx) + x > private_j(idx) + y) {
                             // upper triangular matrix
-                            atomic_op<real_type>{ ret_[private_i(idx) + y] } += temp * d_[private_j(idx) + x];
+                            detail::atomic_op<real_type>{ ret_[private_i(idx) + y] } += temp * d_[private_j(idx) + x];
                             ret_jx += temp * d_[private_i(idx) + y];
                         } else if (private_i(idx) + x == private_j(idx) + y) {
                             // diagonal
                             ret_jx += (temp + cost_ * add_) * d_[private_i(idx) + y];
                         }
                     }
-                    atomic_op<real_type>{ ret_[private_j(idx) + x] } += ret_jx;
+                    detail::atomic_op<real_type>{ ret_[private_j(idx) + x] } += ret_jx;
                 }
             }
         });
     }
 
   private:
+    /// @cond Doxygen_suppress
     const real_type *q_;
     real_type *ret_;
     const real_type *d_;
@@ -328,6 +330,7 @@ class hierarchical_device_kernel_poly {
     const int degree_;
     const real_type gamma_;
     const real_type coef0_;
+    /// @endcond
 };
 
 /**
@@ -336,7 +339,7 @@ class hierarchical_device_kernel_poly {
  * @tparam T the type of the data
  */
 template <typename T>
-class hierarchical_device_kernel_radial {
+class hierarchical_device_kernel_rbf {
   public:
     /// The type of the data.
     using real_type = T;
@@ -354,7 +357,7 @@ class hierarchical_device_kernel_radial {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      * @param[in] gamma the gamma parameter used in the rbf kernel function
      */
-    hierarchical_device_kernel_radial(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) :
+    hierarchical_device_kernel_rbf(const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) :
         q_{ q }, ret_{ ret }, d_{ d }, data_d_{ data_d }, QA_cost_{ QA_cost }, cost_{ cost }, num_rows_{ num_rows }, num_cols_{ num_cols }, add_{ add }, gamma_{ gamma } {}
 
     /**
@@ -451,20 +454,21 @@ class hierarchical_device_kernel_radial {
                         const real_type temp = (::sycl::exp(-gamma_ * private_matr(idx)[x][y]) + QA_cost_ - q_[private_i(idx) + y] - q_[private_j(idx) + x]) * add_;
                         if (private_i(idx) + x > private_j(idx) + y) {
                             // upper triangular matrix
-                            atomic_op<real_type>{ ret_[private_i(idx) + y] } += temp * d_[private_j(idx) + x];
+                            detail::atomic_op<real_type>{ ret_[private_i(idx) + y] } += temp * d_[private_j(idx) + x];
                             ret_jx += temp * d_[private_i(idx) + y];
                         } else if (private_i(idx) + x == private_j(idx) + y) {
                             // diagonal
                             ret_jx += (temp + cost_ * add_) * d_[private_i(idx) + y];
                         }
                     }
-                    atomic_op<real_type>{ ret_[private_j(idx) + x] } += ret_jx;
+                    detail::atomic_op<real_type>{ ret_[private_j(idx) + x] } += ret_jx;
                 }
             }
         });
     }
 
   private:
+    /// @cond Doxygen_suppress
     const real_type *q_;
     real_type *ret_;
     const real_type *d_;
@@ -475,8 +479,9 @@ class hierarchical_device_kernel_radial {
     const kernel_index_type num_cols_;
     const real_type add_;
     const real_type gamma_;
+    /// @endcond
 };
 
-}  // namespace plssvm::sycl
+}  // namespace plssvm::sycl::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_SVM_KERNEL_HIERARCHICAL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
index caf6cd499..96bebe8d5 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
@@ -13,14 +13,14 @@
 #define PLSSVM_BACKENDS_SYCL_SVM_KERNEL_ND_RANGE_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::atomic_op
+#include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::detail::atomic_op
 #include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 
 #include "sycl/sycl.hpp"  // sycl::nd_item, sycl::local_accessor, sycl::range, sycl::group_barrier, sycl::pow, sycl::exp, sycl::atomic_ref
 
-#include <cstddef>  // std::size_t
+#include <cstddef>  // std::size_t (cant' use kernel_index_type because of comparisons with unsigned long values)
 
-namespace plssvm::sycl {
+namespace plssvm::sycl::detail {
 
 /**
  * @brief Calculates the C-SVM kernel using the nd_range formulation and the linear kernel function.
@@ -119,7 +119,7 @@ class nd_range_device_kernel_linear {
                     }
                     if (i + x > j + y) {
                         // upper triangular matrix
-                        atomic_op<real_type>{ ret_[i + y] } += temp * d_[j + x];
+                        detail::atomic_op<real_type>{ ret_[i + y] } += temp * d_[j + x];
                         ret_jx += temp * d_[i + y];
                     } else if (i + x == j + y) {
                         // diagonal
@@ -130,15 +130,18 @@ class nd_range_device_kernel_linear {
                         }
                     }
                 }
-                atomic_op<real_type>{ ret_[j + x] } += ret_jx;
+                detail::atomic_op<real_type>{ ret_[j + x] } += ret_jx;
             }
         }
     }
 
   private:
+    /// Local memory used for internal memory access optimizations.
     ::sycl::local_accessor<real_type, 2> data_intern_i_;
+    /// Local memory used for internal memory access optimizations.
     ::sycl::local_accessor<real_type, 2> data_intern_j_;
 
+    /// @cond Doxygen_suppress
     const real_type *q_;
     real_type *ret_;
     const real_type *d_;
@@ -149,6 +152,7 @@ class nd_range_device_kernel_linear {
     const kernel_index_type feature_range_;
     const real_type add_;
     const kernel_index_type device_;
+    /// @endcond
 };
 
 /**
@@ -157,7 +161,7 @@ class nd_range_device_kernel_linear {
  * @tparam T the type of the data
  */
 template <typename T>
-class nd_range_device_kernel_poly {
+class nd_range_device_kernel_polynomial {
   public:
     /// The type of the data.
     using real_type = T;
@@ -178,7 +182,7 @@ class nd_range_device_kernel_poly {
      * @param[in] gamma the gamma parameter used in the polynomial kernel function
      * @param[in] coef0 the coef0 parameter used in the polynomial kernel function
      */
-    nd_range_device_kernel_poly(::sycl::handler &cgh, const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) :
+    nd_range_device_kernel_polynomial(::sycl::handler &cgh, const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const int degree, const real_type gamma, const real_type coef0) :
         data_intern_i_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, data_intern_j_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, q_{ q }, ret_{ ret }, d_{ d }, data_d_{ data_d }, QA_cost_{ QA_cost }, cost_{ cost }, num_rows_{ num_rows }, num_cols_{ num_cols }, add_{ add }, degree_{ degree }, gamma_{ gamma }, coef0_{ coef0 } {}
 
     /**
@@ -245,22 +249,25 @@ class nd_range_device_kernel_poly {
                     const real_type temp = (::sycl::pow(gamma_ * matr[x][y] + coef0_, static_cast<real_type>(degree_)) + QA_cost_ - q_[i + y] - q_[j + x]) * add_;
                     if (i + x > j + y) {
                         // upper triangular matrix
-                        atomic_op<real_type>{ ret_[i + y] } += temp * d_[j + x];
+                        detail::atomic_op<real_type>{ ret_[i + y] } += temp * d_[j + x];
                         ret_jx += temp * d_[i + y];
                     } else if (i + x == j + y) {
                         // diagonal
                         ret_jx += (temp + cost_ * add_) * d_[i + y];
                     }
                 }
-                atomic_op<real_type>{ ret_[j + x] } += ret_jx;
+                detail::atomic_op<real_type>{ ret_[j + x] } += ret_jx;
             }
         }
     }
 
   private:
+    /// Local memory used for internal memory access optimizations.
     ::sycl::local_accessor<real_type, 2> data_intern_i_;
+    /// Local memory used for internal memory access optimizations.
     ::sycl::local_accessor<real_type, 2> data_intern_j_;
 
+    /// @cond Doxygen_suppress
     const real_type *q_;
     real_type *ret_;
     const real_type *d_;
@@ -273,6 +280,7 @@ class nd_range_device_kernel_poly {
     const int degree_;
     const real_type gamma_;
     const real_type coef0_;
+    /// @endcond
 };
 
 /**
@@ -281,7 +289,7 @@ class nd_range_device_kernel_poly {
  * @tparam T the type of the data
  */
 template <typename T>
-class nd_range_device_kernel_radial {
+class nd_range_device_kernel_rbf {
   public:
     /// The type of the data.
     using real_type = T;
@@ -300,7 +308,7 @@ class nd_range_device_kernel_radial {
      * @param[in] add denotes whether the values are added or subtracted from the result vector
      * @param[in] gamma the gamma parameter used in the rbf kernel function
      */
-    nd_range_device_kernel_radial(::sycl::handler &cgh, const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) :
+    nd_range_device_kernel_rbf(::sycl::handler &cgh, const real_type *q, real_type *ret, const real_type *d, const real_type *data_d, const real_type QA_cost, const real_type cost, const kernel_index_type num_rows, const kernel_index_type num_cols, const real_type add, const real_type gamma) :
         data_intern_i_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, data_intern_j_{ ::sycl::range<2>{ THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE }, cgh }, q_{ q }, ret_{ ret }, d_{ d }, data_d_{ data_d }, QA_cost_{ QA_cost }, cost_{ cost }, num_rows_{ num_rows }, num_cols_{ num_cols }, add_{ add }, gamma_{ gamma } {}
 
     /**
@@ -367,22 +375,25 @@ class nd_range_device_kernel_radial {
                     const real_type temp = (::sycl::exp(-gamma_ * matr[x][y]) + QA_cost_ - q_[i + y] - q_[j + x]) * add_;
                     if (i + x > j + y) {
                         // upper triangular matrix
-                        atomic_op<real_type>{ ret_[i + y] } += temp * d_[j + x];
+                        detail::atomic_op<real_type>{ ret_[i + y] } += temp * d_[j + x];
                         ret_jx += temp * d_[i + y];
                     } else if (i + x == j + y) {
                         // diagonal
                         ret_jx += (temp + cost_ * add_) * d_[i + y];
                     }
                 }
-                atomic_op<real_type>{ ret_[j + x] } += ret_jx;
+                detail::atomic_op<real_type>{ ret_[j + x] } += ret_jx;
             }
         }
     }
 
   private:
+    /// Local memory used for internal memory access optimizations.
     ::sycl::local_accessor<real_type, 2> data_intern_i_;
+    /// Local memory used for internal memory access optimizations.
     ::sycl::local_accessor<real_type, 2> data_intern_j_;
 
+    /// @cond Doxygen_suppress
     const real_type *q_;
     real_type *ret_;
     const real_type *d_;
@@ -393,8 +404,9 @@ class nd_range_device_kernel_radial {
     const kernel_index_type num_cols_;
     const real_type add_;
     const real_type gamma_;
+    /// @endcond
 };
 
-}  // namespace plssvm::sycl
+}  // namespace plssvm::sycl::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_SVM_KERNEL_ND_RANGE_HPP_
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 598112e35..2732a5d9f 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -13,10 +13,10 @@
 #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"     // plssvm::dpcpp::detail::get_device_list, plssvm::dpcpp::device_synchronize
 
 #include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::dpcpp::backend_exception
-#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::kernel_w, plssvm::sycl::predict_points_poly, plssvm::sycl::predict_points_rbf
-#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::device_kernel_q_linear, plssvm::sycl::device_kernel_q_poly, plssvm::sycl::device_kernel_q_radial
-#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::hierarchical_device_kernel_linear, plssvm::sycl::hierarchical_device_kernel_poly, plssvm::sycl::hierarchical_device_kernel_radial
-#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl::nd_range_device_kernel_linear, plssvm::sycl::nd_range_device_kernel_poly, plssvm::sycl::nd_range_device_kernel_radial
+#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::detail::{kernel_w, device_kernel_predict_polynomial, device_kernel_predict_rbf}
+#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::detail::{device_kernel_q_linear, device_kernel_q_polynomial, device_kernel_q_rbf}
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::detail::{hierarchical_device_kernel_linear, hierarchical_device_kernel_polynomial, hierarchical_device_kernel_rbf}
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl::detail::{nd_range_device_kernel_linear, nd_range_device_kernel_polynomial, nd_range_device_kernel_rbf}
 #include "plssvm/backends/gpu_csvm.hpp"                      // plssvm::detail::gpu_csvm
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
@@ -32,11 +32,20 @@
 
 #include <cstddef>    // std::size_t
 #include <exception>  // std::terminate
+#include <iostream>   // std::cout, std::endl
 #include <tuple>      // std::tie
 #include <vector>     // std::vector
 
 namespace plssvm::dpcpp {
 
+csvm::csvm(parameter params) :
+    csvm{ plssvm::target_platform::automatic, params } {}
+
+csvm::csvm(target_platform target, parameter params) :
+    base_type{ params } {
+    this->init(target);
+}
+
 void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
     switch (target) {
@@ -109,7 +118,7 @@ csvm::~csvm() {
 }
 
 void csvm::device_synchronize(const queue_type &queue) const {
-    queue_type &q = const_cast<queue_type &>(queue);
+    queue_type &q = const_cast<queue_type &>(queue); // TODO: remove UB const_cast
     detail::device_synchronize(q);
 }
 
@@ -153,15 +162,15 @@ void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::
     constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_polynomial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_rbf(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -176,9 +185,9 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
         case kernel_function_type::linear:
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                    cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 }
             });
             break;
@@ -186,9 +195,9 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                    cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_polynomial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_polynomial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 }
             });
             break;
@@ -196,9 +205,9 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                    cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_rbf(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_rbf(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 }
             });
             break;
@@ -210,7 +219,7 @@ template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::exe
 
 template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
-    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, sycl::device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
+    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, sycl::detail::device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
@@ -223,11 +232,11 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
         case kernel_function_type::linear:
             break;
         case kernel_function_type::polynomial:
-            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::detail::device_kernel_predict_polynomial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
 
             break;
         case kernel_function_type::rbf:
-            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::detail::device_kernel_predict_rbf(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
index d4512b7e1..1c464ad45 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
@@ -15,10 +15,9 @@
 #include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 
 #include "fmt/core.h"     // fmt::format
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
+#include "sycl/sycl.hpp"  // ::sycl::malloc_device, ::sycl::free
 
 #include <algorithm>  // std::min
-#include <memory>     // std::unique_ptr
 
 namespace plssvm::dpcpp::detail {
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index ad7897f9f..05f1d51b3 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -13,9 +13,10 @@
 #include "plssvm/detail/utility.hpp"                         // plssvm::detail::contains
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform, plssvm::determine_default_target_platform
 
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info
+#include "sycl/sycl.hpp"  // ::sycl::platform, ::sycl::device, ::sycl::property::queue, ::sycl::info
 
 #include <map>      // std::multimap
+#include <memory>   // std::make_shared
 #include <string>   // std::string
 #include <utility>  // std::pair, std::make_pair, std::move
 #include <vector>   // std::vector
@@ -90,7 +91,7 @@ void device_synchronize(queue &q) {
 
 queue get_default_queue() {
     queue q;
-    q.impl = std::make_unique<queue::queue_impl>();
+    q.impl = std::make_shared<queue::queue_impl>();
     return q;
 }
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 238ab0ea8..57e30bc44 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -13,32 +13,41 @@
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_device_list, plssvm::hipsycl::device_synchronize
 
 #include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::hipsycl::backend_exception
-#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::kernel_w, plssvm::sycl::predict_points_poly, plssvm::sycl::predict_points_rbf
-#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::device_kernel_q_linear, plssvm::sycl::device_kernel_q_poly, plssvm::sycl::device_kernel_q_radial
-#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::hierarchical_device_kernel_linear, plssvm::sycl::hierarchical_device_kernel_poly, plssvm::sycl::hierarchical_device_kernel_radial
-#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl::nd_range_device_kernel_linear, plssvm::sycl::nd_range_device_kernel_poly, plssvm::sycl::nd_range_device_kernel_radial
+#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::detail::{kernel_w, device_kernel_predict_polynomial, device_kernel_predict_rbf}
+#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::detail::{device_kernel_q_linear, device_kernel_q_polynomial, device_kernel_q_rbf}
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::detail::{hierarchical_device_kernel_linear, hierarchical_device_kernel_polynomial, hierarchical_device_kernel_rbf}
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl::detail::{nd_range_device_kernel_linear, nd_range_device_kernel_polynomial, nd_range_device_kernel_rbf}
 #include "plssvm/backends/gpu_csvm.hpp"                      // plssvm::detail::gpu_csvm
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                              // plssvm::parameter
+#include "plssvm/parameter.hpp"                              // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"
 
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
+#include "sycl/sycl.hpp"  // ::sycl::range, ::sycl::nd_range, ::sycl::handler, ::sycl::info::device
 
 #include <cstddef>    // std::size_t
 #include <exception>  // std::terminate
+#include <iostream>   // std::cout, std::endl
 #include <tuple>      // std::tie
 #include <vector>     // std::vector
 
 namespace plssvm::hipsycl {
 
+csvm::csvm(parameter params) :
+    csvm{ plssvm::target_platform::automatic, params } {}
+
+csvm::csvm(target_platform target, parameter params) :
+    base_type{ params } {
+    this->init(target);
+}
+
 void csvm::init(const target_platform target) {
     // check whether the requested target platform has been enabled
     switch (target) {
@@ -120,7 +129,7 @@ csvm::~csvm() {
 }
 
 void csvm::device_synchronize(const queue_type &queue) const {
-    queue_type &q = const_cast<queue_type &>(queue);
+    queue_type &q = const_cast<queue_type &>(queue); // TODO: remove UB const_cast
     detail::device_synchronize(q);
 }
 
@@ -164,15 +173,15 @@ void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::
     constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_poly(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_polynomial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::device_kernel_q_radial(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_rbf(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
@@ -187,9 +196,9 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
         case kernel_function_type::linear:
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                    cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 }
             });
             break;
@@ -197,9 +206,9 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_poly(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                    cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_polynomial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_poly(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_polynomial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 }
             });
             break;
@@ -207,9 +216,9 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
             devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
                 if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
-                    cgh.parallel_for(execution_range, sycl::nd_range_device_kernel_radial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                    cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_rbf(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
-                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::hierarchical_device_kernel_radial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
+                    cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_rbf(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 }
             });
             break;
@@ -221,7 +230,7 @@ template void csvm::run_svm_kernel_impl(std::size_t, const ::plssvm::detail::exe
 
 template <typename real_type>
 void csvm::run_w_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, device_ptr_type<real_type> &w_d, const device_ptr_type<real_type> &alpha_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points, const std::size_t num_features) const {
-    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, sycl::device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
+    devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_features }, sycl::detail::device_kernel_w_linear(w_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_data_points), static_cast<kernel_index_type>(num_features)));
 }
 
 template void csvm::run_w_kernel_impl(std::size_t device, const ::plssvm::detail::execution_range &range, device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, const device_ptr_type<float> &, std::size_t, std::size_t) const;
@@ -234,11 +243,11 @@ void csvm::run_predict_kernel_impl(const ::plssvm::detail::execution_range &rang
         case kernel_function_type::linear:
             break;
         case kernel_function_type::polynomial:
-            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_poly(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::detail::device_kernel_predict_polynomial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.degree.value(), params.gamma.value(), params.coef0.value()));
 
             break;
         case kernel_function_type::rbf:
-            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::device_kernel_predict_radial(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
+            devices_[0].impl->sycl_queue.parallel_for(execution_range, sycl::detail::device_kernel_predict_rbf(out_d.get(), data_d.get(), data_last_d.get(), alpha_d.get(), static_cast<kernel_index_type>(num_support_vectors), point_d.get(), static_cast<kernel_index_type>(num_predict_points), static_cast<kernel_index_type>(num_features), params.gamma.value()));
             break;
     }
 }
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
index ff78f44fb..43eb543c1 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -15,10 +15,9 @@
 #include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
 
 #include "fmt/core.h"     // fmt::format
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::malloc_device, sycl::free
+#include "sycl/sycl.hpp"  // ::sycl::malloc_device, ::sycl::free
 
 #include <algorithm>  // std::min
-#include <memory>     // std::unique_ptr
 
 namespace plssvm::hipsycl::detail {
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index 493130e96..a637a8692 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -13,9 +13,10 @@
 #include "plssvm/detail/utility.hpp"                           // plssvm::detail::contains
 #include "plssvm/target_platforms.hpp"                         // plssvm::target_platform, plssvm::determine_default_target_platform
 
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::platform, sycl::device, sycl::property::queue, sycl::info
+#include "sycl/sycl.hpp"  // ::sycl::platform, ::sycl::device, ::sycl::property::queue, ::sycl::info
 
 #include <map>      // std::multimap
+#include <memory>   // std::make_shared
 #include <string>   // std::string
 #include <utility>  // std::pair, std::make_pair, std::move
 #include <vector>   // std::vector
@@ -85,7 +86,7 @@ void device_synchronize(queue &q) {
 
 queue get_default_queue() {
     queue q;
-    q.impl = std::make_unique<queue::queue_impl>();
+    q.impl = std::make_shared<queue::queue_impl>();
     return q;
 }
 

From 6f98a1ed90c06ef8a0db9fdc20bafad5e573dc35 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 09:41:00 +0100
Subject: [PATCH 0566/1010] Remove const_cast.

---
 include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp   | 2 +-
 include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp | 2 +-
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp                 | 3 +--
 src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp       | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp               | 3 +--
 src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp     | 2 +-
 6 files changed, 6 insertions(+), 8 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
index eaaedb928..b4af3756e 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
@@ -39,7 +39,7 @@ namespace plssvm::dpcpp::detail {
  * @brief Wait for the compute device associated with @p q to finish.
  * @param[in] q the SYCL queue to synchronize
  */
-void device_synchronize(queue &q);
+void device_synchronize(const queue &q);
 
 /**
  * @brief Get the default SYCL queue.
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
index 0a17d4cc4..2891ec435 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -39,7 +39,7 @@ namespace plssvm::hipsycl::detail {
  * @brief Wait for the compute device associated with @p q to finish.
  * @param[in] q the SYCL queue to synchronize
  */
-void device_synchronize(queue &q);
+void device_synchronize(const queue &q);
 
 /**
  * @brief Get the default SYCL queue.
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 2732a5d9f..d7886da1b 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -118,8 +118,7 @@ csvm::~csvm() {
 }
 
 void csvm::device_synchronize(const queue_type &queue) const {
-    queue_type &q = const_cast<queue_type &>(queue); // TODO: remove UB const_cast
-    detail::device_synchronize(q);
+    detail::device_synchronize(queue);
 }
 
 template <std::size_t I>
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index 05f1d51b3..2c29a86e7 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -85,7 +85,7 @@ namespace plssvm::dpcpp::detail {
     return std::make_pair(std::move(queues), target);
 }
 
-void device_synchronize(queue &q) {
+void device_synchronize(const queue &q) {
     q.impl->sycl_queue.wait_and_throw();
 }
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 57e30bc44..b37daa62d 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -129,8 +129,7 @@ csvm::~csvm() {
 }
 
 void csvm::device_synchronize(const queue_type &queue) const {
-    queue_type &q = const_cast<queue_type &>(queue); // TODO: remove UB const_cast
-    detail::device_synchronize(q);
+    detail::device_synchronize(queue);
 }
 
 template <std::size_t I>
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index a637a8692..fcad8818d 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -80,7 +80,7 @@ namespace plssvm::hipsycl::detail {
     return std::make_pair(std::move(queues), target);
 }
 
-void device_synchronize(queue &q) {
+void device_synchronize(const queue &q) {
     q.impl->sycl_queue.wait_and_throw();
 }
 

From 0c5ad902bc63e2e62ca89aef4e993486a4719a42 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 10:01:54 +0100
Subject: [PATCH 0567/1010] Update generic test includes.

---
 tests/backends/README.md                    |  6 ----
 tests/backends/compare.hpp                  | 16 ++++-----
 tests/backends/generic_csvm_tests.hpp       | 38 ++++++++++++---------
 tests/backends/generic_device_ptr_tests.h   | 16 ++++-----
 tests/backends/generic_exceptions_tests.hpp |  2 +-
 5 files changed, 39 insertions(+), 39 deletions(-)
 delete mode 100644 tests/backends/README.md

diff --git a/tests/backends/README.md b/tests/backends/README.md
deleted file mode 100644
index 0e5a408b5..000000000
--- a/tests/backends/README.md
+++ /dev/null
@@ -1,6 +0,0 @@
-# 'autogenerated' directory
-
-Since this directory only contains autogenerated files, these files **must not** be changed manually!
-
-If you want to change the content of any file inside the `DPCPP` or `hipSYLC` directories, have a look at the
-files inside the main `tests/backends/SYCL` directory.
\ No newline at end of file
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index 58a78cb62..9b2941395 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -27,7 +27,7 @@ namespace detail {
  * @tparam real_type the type of the data
  * @param[in] x the first vector
  * @param[in] y the second vector
- * @param[in] num_devices used mimic the floating point operation order in case of multi device execution
+ * @param[in] num_devices used to mimic the floating point operation order in case of multi device execution
  * @return the result after applying the kernel function (`[[nodiscard]]`)
  */
 template <typename real_type>
@@ -64,22 +64,22 @@ template <typename real_type>
  * @param[in] params the parameter used in the kernel function
  * @param[in] x the first vector
  * @param[in] y the second vector
- * @param[in] num_devices used mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
+ * @param[in] num_devices used to mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
  * @return the result after applying the kernel function (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] real_type kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<real_type> &x, const std::vector<real_type> &y, const std::size_t num_devices = 1);
+[[nodiscard]] real_type kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<real_type> &x, const std::vector<real_type> &y, std::size_t num_devices = 1);
 /**
  * @brief Computes the `q` vector, a subvector of the least-squares matrix equation, using the kernel function determined by @p params.
  * @details Single core execution for a deterministic order of floating point operations.
  * @tparam real_type the type of the data
  * @param[in] params the parameter used in the kernel function
  * @param[in] data the data points
- * @param[in] num_devices used mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
+ * @param[in] num_devices used to mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
  * @return the generated `q` vector (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] std::vector<real_type> generate_q(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, const std::size_t num_devices = 1);
+[[nodiscard]] std::vector<real_type> generate_q(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, std::size_t num_devices = 1);
 
 /**
  * @brief Compute the `w` vector used to speedup the prediction when using the linear kernel.
@@ -87,11 +87,11 @@ template <typename real_type>
  * @tparam real_type the type of the data
  * @param[in] support_vectors the previously learned support vectors
  * @param[in] weights the previously learned weights
- * @param[in] num_devices used mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
+ * @param[in] num_devices used to mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
  * @return the resulting `w` vector to speedup the prediction when using the linear kernel (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, const std::size_t num_devices = 1);
+[[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, std::size_t num_devices = 1);
 
 /**
  * @brief Computes the device kernel, using the kernel function determined by @p params.
@@ -106,7 +106,7 @@ template <typename real_type>
  * @return the resulting `x` vector of Ax=b (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] std::vector<real_type> device_kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, const std::vector<real_type> &rhs, const std::vector<real_type> &q, const real_type QA_cost, const real_type add);
+[[nodiscard]] std::vector<real_type> device_kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, const std::vector<real_type> &rhs, const std::vector<real_type> &q, real_type QA_cost, real_type add);
 
 }  // namespace compare
 
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index d668eda7e..ab2289b1f 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -21,12 +21,13 @@
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::cost, plssvm::kernel_type, plssvm::detail::parameter
 
-#include "compare.hpp"                // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
-#include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR, EXPECT_FLOATING_POINT_VECTOR_EQ
 #include "../utility.hpp"             // util::{redirect_output, generate_random_vector}
+#include "compare.hpp"                // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
 
 #include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
+#include "gmock/gmock.h"  // ::testing::HasSubstr
 #include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
                           // ::testing::Test
 
@@ -34,11 +35,13 @@
 #include <cstddef>   // std::size_t
 #include <fstream>   // std::ifstream
 #include <iterator>  // std::istream_iterator
-#include <limits>    // std::numeric_limits
+#include <limits>    // std::numeric_limits::epsilon
 #include <tuple>     // std::ignore
 #include <vector>    // std::vector
 
-// TODO: add non-trivial test
+//*************************************************************************************************************************************//
+//                                                                 CSVM                                                                //
+//*************************************************************************************************************************************//
 
 template <typename T>
 class GenericCSVM : public ::testing::Test, protected util::redirect_output<> {};
@@ -84,6 +87,8 @@ TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
     EXPECT_FLOATING_POINT_NEAR(std::abs(calculated_rho) - std::numeric_limits<real_type>::epsilon(), std::numeric_limits<real_type>::epsilon());
 }
 
+// TODO: add non-trivial test
+
 TYPED_TEST_P(GenericCSVM, predict_values) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
@@ -132,6 +137,8 @@ TYPED_TEST_P(GenericCSVM, predict_values) {
     }
 }
 
+// TODO: SYCL kernel invocation type tests, constructor: params + kernel invocation type!
+
 TYPED_TEST_P(GenericCSVM, predict) {
     using csvm_type = typename TypeParam::csvm_type;
     using real_type = typename TypeParam::real_type;
@@ -189,6 +196,10 @@ REGISTER_TYPED_TEST_SUITE_P(GenericCSVM,
                             solve_system_of_linear_equations_trivial, predict_values, predict, score);
 // clang-format on
 
+//*************************************************************************************************************************************//
+//                                                           CSVM DeathTests                                                           //
+//*************************************************************************************************************************************//
+
 template <typename T>
 class GenericCSVMDeathTest : public GenericCSVM<T> {};
 TYPED_TEST_SUITE_P(GenericCSVMDeathTest);
@@ -292,6 +303,10 @@ REGISTER_TYPED_TEST_SUITE_P(GenericCSVMDeathTest,
                             solve_system_of_linear_equations, predict_values);
 // clang-format on
 
+//*************************************************************************************************************************************//
+//                                                               GPUCSVM                                                               //
+//*************************************************************************************************************************************//
+
 template <typename T>
 class GenericGPUCSVM : public ::testing::Test, protected util::redirect_output<> {};
 TYPED_TEST_SUITE_P(GenericGPUCSVM);
@@ -593,18 +608,9 @@ REGISTER_TYPED_TEST_SUITE_P(GenericGPUCSVM,
                             select_num_used_devices, setup_data_on_device_minimal, setup_data_on_device, num_available_devices);
 // clang-format on
 
-//
-//
-//
-//
-//
-//
-//
-//
-//
-//
-//
-//
+//*************************************************************************************************************************************//
+//                                                         GPUCSVM DeathTests                                                          //
+//*************************************************************************************************************************************//
 
 template <typename T>
 class GenericGPUCSVMDeathTest : public GenericGPUCSVM<T> {};
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index 9e0858193..bb96e94ef 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -17,13 +17,13 @@
 
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
+#include "gtest//gtest.h"  // TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_NE, EXPECT_DEATH
+                           // ::testing::{Test, hasSubstr}
+
 #include <cstring>  // std::memset
 #include <utility>  // std::move, std::swap
 #include <vector>   // std::vector
 
-#include "gtest//gtest.h"  // TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_NE, EXPECT_DEATH
-                           // ::testing::{Test, hasSubstr}
-
 template <typename T>
 class DevicePtr : public ::testing::Test {};
 TYPED_TEST_SUITE_P(DevicePtr);
@@ -50,7 +50,7 @@ TYPED_TEST_P(DevicePtr, construct) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(ptr));
-//    EXPECT_EQ(ptr.queue(), queue);
+    //    EXPECT_EQ(ptr.queue(), queue);
     EXPECT_NE(ptr.get(), nullptr);
     EXPECT_EQ(ptr.size(), 42);
     EXPECT_FALSE(ptr.empty());
@@ -66,7 +66,7 @@ TYPED_TEST_P(DevicePtr, move_construct) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-//    EXPECT_EQ(second.queue(), queue);
+    //    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());
@@ -91,7 +91,7 @@ TYPED_TEST_P(DevicePtr, move_assign) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-//    EXPECT_EQ(second.queue(), queue);
+    //    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());
@@ -117,7 +117,7 @@ TYPED_TEST_P(DevicePtr, swap_member_function) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-//    EXPECT_EQ(second.queue(), queue);
+    //    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());
@@ -142,7 +142,7 @@ TYPED_TEST_P(DevicePtr, swap_free_function) {
 
     // check data
     EXPECT_TRUE(static_cast<bool>(second));
-//    EXPECT_EQ(second.queue(), queue);
+    //    EXPECT_EQ(second.queue(), queue);
     EXPECT_NE(second.get(), nullptr);
     EXPECT_EQ(second.size(), 42);
     EXPECT_FALSE(second.empty());
diff --git a/tests/backends/generic_exceptions_tests.hpp b/tests/backends/generic_exceptions_tests.hpp
index a4a30717c..50321ee43 100644
--- a/tests/backends/generic_exceptions_tests.hpp
+++ b/tests/backends/generic_exceptions_tests.hpp
@@ -19,7 +19,7 @@
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test
 
 #include <string>       // std::string
 #include <string_view>  // std::string_view

From 0435383adb0be4bb17fcc3fce81cce6bcaeeabb3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 11:04:46 +0100
Subject: [PATCH 0568/1010] Update backend tests.

---
 tests/backends/CUDA/CMakeLists.txt            |  3 +-
 tests/backends/CUDA/cuda_csvm.cpp             | 10 +--
 tests/backends/CUDA/detail/device_ptr.cpp     |  6 +-
 tests/backends/CUDA/detail/utility.cpp        |  6 +-
 tests/backends/CUDA/exceptions.cpp            |  2 +-
 tests/backends/CUDA/mock_cuda_csvm.hpp        |  4 +-
 tests/backends/HIP/CMakeLists.txt             |  1 +
 tests/backends/HIP/detail/device_ptr.cpp      | 10 +--
 tests/backends/HIP/detail/utility.cpp         |  4 +-
 tests/backends/HIP/exceptions.cpp             |  2 +-
 tests/backends/HIP/hip_csvm.cpp               | 15 ++--
 tests/backends/HIP/mock_hip_csvm.hpp          | 10 ++-
 tests/backends/OpenCL/CMakeLists.txt          |  1 +
 tests/backends/OpenCL/detail/device_ptr.cpp   | 12 +--
 tests/backends/OpenCL/detail/error_code.cpp   |  6 +-
 tests/backends/OpenCL/detail/utility.cpp      | 12 +--
 tests/backends/OpenCL/exceptions.cpp          |  4 +-
 tests/backends/OpenCL/mock_opencl_csvm.hpp    |  4 +-
 tests/backends/OpenCL/opencl_csvm.cpp         | 14 ++--
 tests/backends/OpenMP/CMakeLists.txt          |  1 +
 tests/backends/OpenMP/exceptions.cpp          |  2 +-
 tests/backends/OpenMP/mock_openmp_csvm.hpp    |  4 +-
 tests/backends/OpenMP/openmp_csvm.cpp         |  2 +-
 tests/backends/SYCL/CMakeLists.txt            |  1 -
 tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp |  7 +-
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp       | 44 ++++++++---
 tests/backends/SYCL/detail/device_ptr.cpp     |  4 +-
 tests/backends/SYCL/detail/utility.cpp        | 10 +--
 tests/backends/SYCL/exceptions.cpp            | 24 +++++-
 .../SYCL/hipSYCL/mock_hipsycl_csvm.hpp        |  1 +
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp     | 44 ++++++++---
 tests/backends/SYCL/implementation_type.cpp   |  4 +-
 .../backends/SYCL/kernel_invocation_type.cpp  |  4 +-
 tests/backends/SYCL/sycl_csvm.cpp             | 76 -------------------
 34 files changed, 176 insertions(+), 178 deletions(-)
 delete mode 100644 tests/backends/SYCL/sycl_csvm.cpp

diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index 81fdbe6ca..55972a8d4 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -11,8 +11,8 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 set(PLSSVM_CUDA_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
     ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
     ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
+    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 )
 
 # add test executable
@@ -26,6 +26,7 @@ target_link_libraries(${PLSSVM_CUDA_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRAR
 include(GoogleTest)
 gtest_discover_tests(${PLSSVM_CUDA_TEST_NAME})
 
+
 # add test as coverage dependency
 if(TARGET coverage)
     add_dependencies(coverage ${PLSSVM_CUDA_TEST_NAME})
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index a70b29867..12182c9c2 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -13,14 +13,14 @@
 #include "plssvm/backends/CUDA/csvm.hpp"        // plssvm::cuda::csvm
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 #include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                 // plssvm::parameter
+#include "plssvm/parameter.hpp"                 // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"          // plssvm::target_platform
 
-#include "backends/generic_csvm_tests.hpp"  // CSVM, CSVMDeathTest
-#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT
-#include "utility.hpp"                 // util::redirect_output
+#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
+#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
+#include "utility.hpp"                      // util::redirect_output
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
+#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
 class CUDACSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/CUDA/detail/device_ptr.cpp b/tests/backends/CUDA/detail/device_ptr.cpp
index 709a8141f..70bc25b23 100644
--- a/tests/backends/CUDA/detail/device_ptr.cpp
+++ b/tests/backends/CUDA/detail/device_ptr.cpp
@@ -8,14 +8,12 @@
  * @brief Tests for the CUDA backend device pointer.
  */
 
-#include "plssvm/backends/CUDA/detail/device_ptr.cuh"
+#include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 
-#include "backends/generic_device_ptr_tests.h"
+#include "backends/generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
-#include <cstddef>  // std::size_t
-
 template <typename T>
 struct device_ptr_test_type {
     using device_ptr_type = plssvm::cuda::detail::device_ptr<T>;
diff --git a/tests/backends/CUDA/detail/utility.cpp b/tests/backends/CUDA/detail/utility.cpp
index d845cd28f..bf6910e83 100644
--- a/tests/backends/CUDA/detail/utility.cpp
+++ b/tests/backends/CUDA/detail/utility.cpp
@@ -8,10 +8,10 @@
  * @brief Tests for the custom utility functions related to the CUDA backend.
  */
 
-// necessary only for compiling the tests
+// necessary only for compiling the tests // TODO: check
 #include "cuda_runtime.h"  // cudaError_t
 
-#include "plssvm/backends/CUDA/detail/utility.cuh"  // plssvm::cuda::{set_device, device_synchronize}
+#include "plssvm/backends/CUDA/detail/utility.cuh"  // PLSSVM_CUDA_ERROR_CHECK, plssvm::cuda::detail::{gpu_assert, get_device_count, set_device, device_synchronize}
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
@@ -19,7 +19,7 @@
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW
 
 TEST(CUDAUtility, gpu_assert) {
     // cudaSuccess must not throw
diff --git a/tests/backends/CUDA/exceptions.cpp b/tests/backends/CUDA/exceptions.cpp
index adb2723a9..fc6039bca 100644
--- a/tests/backends/CUDA/exceptions.cpp
+++ b/tests/backends/CUDA/exceptions.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // Exception
+#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/CUDA/mock_cuda_csvm.hpp b/tests/backends/CUDA/mock_cuda_csvm.hpp
index 7e73e9736..7a9d5af3d 100644
--- a/tests/backends/CUDA/mock_cuda_csvm.hpp
+++ b/tests/backends/CUDA/mock_cuda_csvm.hpp
@@ -14,6 +14,7 @@
 #pragma once
 
 #include "plssvm/backends/CUDA/csvm.hpp"  // plssvm::cuda::csvm
+#include "plssvm/parameter.hpp"           // plssvm::parameter
 
 /**
  * @brief GTest mock class for the CUDA CSVM.
@@ -25,7 +26,8 @@ class mock_cuda_csvm final : public plssvm::cuda::csvm {
     using base_type::device_ptr_type;
 
     mock_cuda_csvm() = default;
-    explicit mock_cuda_csvm(plssvm::parameter params) : base_type{ params } { }
+    explicit mock_cuda_csvm(plssvm::parameter params) :
+        base_type{ params } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index 318d85776..139f2ecb8 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -26,6 +26,7 @@ target_link_libraries(${PLSSVM_HIP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY
 include(GoogleTest)
 gtest_discover_tests(${PLSSVM_HIP_TEST_NAME})
 
+
 # add test as coverage dependency
 if(TARGET coverage)
     add_dependencies(coverage ${PLSSVM_HIP_TEST_NAME})
diff --git a/tests/backends/HIP/detail/device_ptr.cpp b/tests/backends/HIP/detail/device_ptr.cpp
index 3e3921e27..ca4d233d9 100644
--- a/tests/backends/HIP/detail/device_ptr.cpp
+++ b/tests/backends/HIP/detail/device_ptr.cpp
@@ -8,14 +8,12 @@
  * @brief Tests for the HIP backend device pointer.
  */
 
-#include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"
+#include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 
-#include "backends/generic_device_ptr_tests.h"
+#include "backends/generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
-#include <cstddef>  // std::size_t
-
 template <typename T>
 struct device_ptr_test_type {
     using device_ptr_type = plssvm::hip::detail::device_ptr<T>;
@@ -32,5 +30,5 @@ using device_ptr_test_types = ::testing::Types<
     device_ptr_test_type<double>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, DevicePtr, device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, DevicePtr, device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, DevicePtrDeathTest, device_ptr_test_types);
\ No newline at end of file
diff --git a/tests/backends/HIP/detail/utility.cpp b/tests/backends/HIP/detail/utility.cpp
index cd0a21799..e34c6762c 100644
--- a/tests/backends/HIP/detail/utility.cpp
+++ b/tests/backends/HIP/detail/utility.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the custom utility functions related to the HIP backend.
  */
 
-#include "plssvm/backends/HIP/detail/utility.hip.hpp"  // plssvm::hip::{set_device, device_synchronize}
+#include "plssvm/backends/HIP/detail/utility.hip.hpp"  // PLSSVM_HIP_ERROR_CHECK, plssvm::hip::detail::{gpu_assert, get_device_count, set_device, device_synchronize}
 
 #include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
 
@@ -16,7 +16,7 @@
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW
 
 TEST(HIPUtility, gpu_assert) {
     // hipSuccess must not throw
diff --git a/tests/backends/HIP/exceptions.cpp b/tests/backends/HIP/exceptions.cpp
index 44d7fc86c..710f05bcb 100644
--- a/tests/backends/HIP/exceptions.cpp
+++ b/tests/backends/HIP/exceptions.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // Exception
+#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index 9e4f7dce9..ee7ab901c 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -13,15 +13,14 @@
 #include "plssvm/backends/HIP/csvm.hpp"        // plssvm::hip::csvm
 #include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
 #include "plssvm/kernel_function_types.hpp"    // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                // plssvm::parameter
+#include "plssvm/parameter.hpp"                // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"         // plssvm::target_platform
 
-#include "backends/generic_csvm_tests.hpp"  // CSVM, CSVMDeathTest
-#include "custom_test_macros.hpp"      // EXPECT_THROW_WHAT
-#include "utility.hpp"                 // util::redirect_output
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_NO_THROW
+#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
+#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
+#include "utility.hpp"                      // util::redirect_output
 
+#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
 class HIPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
@@ -108,6 +107,6 @@ using csvm_test_types = ::testing::Types<
 
 // instantiate type-parameterized tests
 INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPABackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
 INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);;
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
diff --git a/tests/backends/HIP/mock_hip_csvm.hpp b/tests/backends/HIP/mock_hip_csvm.hpp
index 5656e1491..0930e5b6e 100644
--- a/tests/backends/HIP/mock_hip_csvm.hpp
+++ b/tests/backends/HIP/mock_hip_csvm.hpp
@@ -9,11 +9,12 @@
  * @brief MOCK class for the C-SVM class using the HIP backend.
  */
 
-#ifndef PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
-#define PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
+#ifndef PLSSVM_TESTS_BACKENDS_CUDA_MOCK_HIP_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_CUDA_MOCK_HIP_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/HIP/csvm.hpp"  // plssvm::hip::csvm
+#include "plssvm/parameter.hpp"          // plssvm::parameter
 
 /**
  * @brief GTest mock class for the HPI CSVM.
@@ -25,7 +26,8 @@ class mock_hip_csvm final : public plssvm::hip::csvm {
     using base_type::device_ptr_type;
 
     mock_hip_csvm() = default;
-    explicit mock_hip_csvm(plssvm::parameter params) : base_type{ params } { }
+    explicit mock_hip_csvm(plssvm::parameter params) :
+        base_type{ params } {}
 
     // make protected member functions public
     using base_type::calculate_w;
@@ -40,4 +42,4 @@ class mock_hip_csvm final : public plssvm::hip::csvm {
     using base_type::devices_;
 };
 
-#endif  // PLSSVM_TESTS_BACKENDS_CUDA_MOCK_CUDA_CSVM_HPP_
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_CUDA_MOCK_HIP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index b78e1e92f..e6dfed46b 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -27,6 +27,7 @@ target_link_libraries(${PLSSVM_OPENCL_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBR
 include(GoogleTest)
 gtest_discover_tests(${PLSSVM_OPENCL_TEST_NAME})
 
+
 # add test as coverage dependency
 if(TARGET coverage)
     add_dependencies(coverage ${PLSSVM_OPENCL_TEST_NAME})
diff --git a/tests/backends/OpenCL/detail/device_ptr.cpp b/tests/backends/OpenCL/detail/device_ptr.cpp
index 5a20208a3..1be663726 100644
--- a/tests/backends/OpenCL/detail/device_ptr.cpp
+++ b/tests/backends/OpenCL/detail/device_ptr.cpp
@@ -8,18 +8,18 @@
  * @brief Tests for the OpenCL backend device pointer.
  */
 
-#include "plssvm/backends/OpenCL/detail/device_ptr.hpp"
-#include "plssvm/backends/OpenCL/detail/context.hpp"
-#include "plssvm/backends/OpenCL/detail/utility.hpp"
-#include "plssvm/backends/OpenCL/detail/command_queue.hpp"
+#include "plssvm/backends/OpenCL/detail/device_ptr.hpp"     // plssvm::opencl::detail::device_ptr
+#include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
+#include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
+#include "plssvm/backends/OpenCL/detail/utility.hpp"        // plssvm::opencl::detail::get_contexts
 
-#include "backends/generic_device_ptr_tests.h"
+#include "backends/generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
 #include <vector>  // std::vector
 
-bool operator==(const plssvm::opencl::detail::command_queue* lhs, const plssvm::opencl::detail::command_queue &rhs) noexcept {
+bool operator==(const plssvm::opencl::detail::command_queue *lhs, const plssvm::opencl::detail::command_queue &rhs) noexcept {
     return lhs->queue == rhs.queue;
 }
 
diff --git a/tests/backends/OpenCL/detail/error_code.cpp b/tests/backends/OpenCL/detail/error_code.cpp
index 12e576427..da5147e43 100644
--- a/tests/backends/OpenCL/detail/error_code.cpp
+++ b/tests/backends/OpenCL/detail/error_code.cpp
@@ -8,15 +8,13 @@
  * @brief Tests for the custom error code implementation necessary for the OpenCL backend.
  */
 
-#include "plssvm/backends/OpenCL/detail/error_code.hpp"
+#include "plssvm/backends/OpenCL/detail/error_code.hpp"  // plssvm::opencl::detail::error_code
 
 #include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 
 #include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW, ::testing::StartsWith
+#include "gtest/gtest.h"  // TEST, EXPECT_GE, EXPECT_NO_THROW, EXPECT_TRUE, EXPECT_FALSE
 
 TEST(OpenCLErrorCode, default_construct) {
     // the default error code should signal success
diff --git a/tests/backends/OpenCL/detail/utility.cpp b/tests/backends/OpenCL/detail/utility.cpp
index bb510b046..d7d2d870a 100644
--- a/tests/backends/OpenCL/detail/utility.cpp
+++ b/tests/backends/OpenCL/detail/utility.cpp
@@ -8,7 +8,9 @@
  * @brief Tests for the custom utility functions related to the OpenCL backend.
  */
 
-#include "plssvm/backends/OpenCL/detail/utility.hpp"  // plssvm::opencl::detail::{device_assert, get_contexts, get_device_name}
+#include "plssvm/backends/OpenCL/detail/utility.hpp"        // PLSSVM_OPENCL_ERROR_CHECK, plssvm::opencl::detail::{device_assert, get_contexts, get_device_name}
+#include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
+#include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 
 #include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
 
@@ -16,7 +18,7 @@
 
 #include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
+#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
 
 TEST(OpenCLUtility, device_assert) {
     // CL_SUCCESS must not throw
@@ -41,7 +43,7 @@ TEST(OpenCLUtility, device_assert) {
 }
 
 TEST(OpenCLUtility, get_contexts) {
-    const auto& [contexts, actual_target] = plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic);
+    const auto &[contexts, actual_target] = plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic);
     // exactly one context must be provided
     EXPECT_EQ(contexts.size(), 1);
     // the returned target must not be the automatic one
@@ -50,8 +52,8 @@ TEST(OpenCLUtility, get_contexts) {
 
 TEST(OpenCLUtility, get_device_name) {
     // create a valid command queue
-    std::vector<plssvm::opencl::detail::context> contexts{ plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic).first };
-    plssvm::opencl::detail::command_queue queue{ contexts[0], contexts[0].devices[0] };
+    const std::vector<plssvm::opencl::detail::context> contexts{ plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic).first };
+    const plssvm::opencl::detail::command_queue queue{ contexts[0], contexts[0].devices[0] };
     // the device name should not be empty
     const std::string name = plssvm::opencl::detail::get_device_name(queue);
     EXPECT_FALSE(name.empty());
diff --git a/tests/backends/OpenCL/exceptions.cpp b/tests/backends/OpenCL/exceptions.cpp
index 4dc4c429d..4c489e100 100644
--- a/tests/backends/OpenCL/exceptions.cpp
+++ b/tests/backends/OpenCL/exceptions.cpp
@@ -8,9 +8,9 @@
  * @brief Tests for the custom exception classes related to the OpenCL backend.
  */
 
-#include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::hip::backend_exception
+#include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // Exception
+#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/OpenCL/mock_opencl_csvm.hpp b/tests/backends/OpenCL/mock_opencl_csvm.hpp
index 9050d759f..8a97a353a 100644
--- a/tests/backends/OpenCL/mock_opencl_csvm.hpp
+++ b/tests/backends/OpenCL/mock_opencl_csvm.hpp
@@ -14,6 +14,7 @@
 #pragma once
 
 #include "plssvm/backends/OpenCL/csvm.hpp"  // plssvm::opencl::csvm
+#include "plssvm/parameter.hpp"             // plssvm::parameter
 
 /**
  * @brief GTest mock class for the OpenCL CSVM.
@@ -26,7 +27,8 @@ class mock_opencl_csvm : public plssvm::opencl::csvm {
 
     // constructors necessary to compile the correct kernel functions
     mock_opencl_csvm() = default;
-    explicit mock_opencl_csvm(plssvm::parameter params) : base_type{ params } { }
+    explicit mock_opencl_csvm(plssvm::parameter params) :
+        base_type{ params } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index 84d95cf91..a68fbab82 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -8,15 +8,17 @@
 
 #include "backends/OpenCL/mock_opencl_csvm.hpp"
 
-#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
-
 #include "plssvm/backends/OpenCL/csvm.hpp"        // plssvm::opencl::csvm
 #include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
-#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                   // plssvm::parameter
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::kernel_type, plssvm::cost
+#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+
+#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
+#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
+#include "utility.hpp"                      // util::redirect_output
 
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
 class OpenCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 8b93e82f9..3ee74d1aa 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -26,6 +26,7 @@ target_link_libraries(${PLSSVM_OPENMP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBR
 include(GoogleTest)
 gtest_discover_tests(${PLSSVM_OPENMP_TEST_NAME})
 
+
 # add test as coverage dependency
 if(TARGET coverage)
     add_dependencies(coverage ${PLSSVM_OPENMP_TEST_NAME})
diff --git a/tests/backends/OpenMP/exceptions.cpp b/tests/backends/OpenMP/exceptions.cpp
index b905bdce3..1f2d3b5b8 100644
--- a/tests/backends/OpenMP/exceptions.cpp
+++ b/tests/backends/OpenMP/exceptions.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // Exception
+#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 5ea49dfc8..e24fb57eb 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -14,6 +14,7 @@
 #pragma once
 
 #include "plssvm/backends/OpenMP/csvm.hpp"  // plssvm::openmp::csvm
+#include "plssvm/parameter.hpp"             // plssvm::parameter
 
 /**
  * @brief GTest mock class for the OpenMP CSVM.
@@ -23,7 +24,8 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
 
   public:
     mock_openmp_csvm() = default;
-    explicit mock_openmp_csvm(plssvm::parameter params) : base_type{ params } { }
+    explicit mock_openmp_csvm(plssvm::parameter params) :
+        base_type{ params } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 4ac3480bf..7224f1c84 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -14,7 +14,7 @@
 #include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
 #include "plssvm/data_set.hpp"                    // plssvm::data_set
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                   // plssvm::detail::data_set
+#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
 #include "backends/compare.hpp"             // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 19f179f62..e8b652963 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -14,7 +14,6 @@ set(PLSSVM_SYCL_TEST_SOURCES
     ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
     ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
     ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/sycl_csvm.cpp
 )
 
 if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
diff --git a/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
index f57b18cfd..42e43f3c5 100644
--- a/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
+++ b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
@@ -9,11 +9,12 @@
  * @brief MOCK class for the C-SVM class using the SYCL backend with DPC++ as SYCL implementation.
  */
 
-#ifndef PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_DPCPP_CSVM_HPP_
-#define PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_DPCPP_CSVM_HPP_
+#ifndef PLSSVM_TESTS_BACKENDS_SYCL_DPCPP_MOCK_DPCPP_CSVM_HPP_
+#define PLSSVM_TESTS_BACKENDS_SYCL_DPCPP_MOCK_DPCPP_CSVM_HPP_
 #pragma once
 
 #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"  // plssvm::dpcpp::csvm
+#include "plssvm/parameter.hpp"                 // plssvm::parameter
 
 /**
  * @brief GTest mock class for the SYCL CSVM using DPC++ as SYCL implementation.
@@ -41,4 +42,4 @@ class mock_dpcpp_csvm final : public plssvm::dpcpp::csvm {
     using base_type::devices_;
 };
 
-#endif  // PLSSVM_TESTS_BACKENDS_SYCL_HIPSYCL_MOCK_DPCPP_CSVM_HPP_
\ No newline at end of file
+#endif  // PLSSVM_TESTS_BACKENDS_SYCL_DPCPP_MOCK_DPCPP_CSVM_HPP_
\ No newline at end of file
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 9530962f9..58eea14d3 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -10,17 +10,21 @@
 
 #include "backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp"
 
-#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
-
 #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"              // plssvm::dpcpp::csvm
-#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::sycl::backend_exception
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::dpcpp::backend_exception
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+
+#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
+#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
+#include "utility.hpp"                      // util::redirect_output
+
+#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+// TODO: constructor tests
 
 // class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output<> {};
 //
@@ -98,3 +102,25 @@
 //                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 // #endif
 // }
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_dpcpp_csvm;
+    using csvm_type = plssvm::dpcpp::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index 1a7363926..a938c638f 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -8,9 +8,7 @@
  * @brief Tests for the SYCL backend device pointer.
  */
 
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
-
-#include "backends/generic_device_ptr_tests.h"
+#include "backends/generic_device_ptr_tests.h"  // plssvm::cuda::detail::device_ptr
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
index aa8a31847..f7dfc6fd7 100644
--- a/tests/backends/SYCL/detail/utility.cpp
+++ b/tests/backends/SYCL/detail/utility.cpp
@@ -8,14 +8,12 @@
  * @brief Tests for the custom utility functions related to the SYCL backends.
  */
 
-#include "plssvm/target_platforms.hpp"
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
+#include "gtest/gtest.h"  // TEST, EXPECT_NE, EXPECT_FALSE
 
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"
+    #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"  // plssvm::dpcpp::detail::get_device_list
 
 TEST(DPCPPUtility, get_device_list) {
     const auto &[queues, actual_target] = plssvm::dpcpp::detail::get_device_list(plssvm::target_platform::automatic);
@@ -27,7 +25,7 @@ TEST(DPCPPUtility, get_device_list) {
 #endif
 
 #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"
+    #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"  // plssvm::hipsycl::detail::get_device_list
 
 TEST(hipSYCLUtility, get_device_list) {
     const auto &[queues, actual_target] = plssvm::hipsycl::detail::get_device_list(plssvm::target_platform::automatic);
diff --git a/tests/backends/SYCL/exceptions.cpp b/tests/backends/SYCL/exceptions.cpp
index c58f8ab54..017304bc7 100644
--- a/tests/backends/SYCL/exceptions.cpp
+++ b/tests/backends/SYCL/exceptions.cpp
@@ -8,18 +8,34 @@
  * @brief Tests for the custom exception classes related to the SYCL backends.
  */
 
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception, plssvm::hipsycl::backend_exception, plssvm::dpcpp::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // Exception
+#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
 #include <string_view>  // std::string_view
 
-struct exception_test_type {
+struct sycl_exception_test_type {
     using exception_type = plssvm::sycl::backend_exception;
     static constexpr std::string_view name = "sycl::backend_exception";
 };
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(SYCLException, Exception, exception_test_type);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(SYCLException, Exception, sycl_exception_test_type);
+
+struct hipsycl_exception_test_type {
+    using exception_type = plssvm::hipsycl::backend_exception;
+    static constexpr std::string_view name = "hipsycl::backend_exception";
+};
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLException, Exception, hipsycl_exception_test_type);
+
+struct dpcpp_exception_test_type {
+    using exception_type = plssvm::dpcpp::backend_exception;
+    static constexpr std::string_view name = "dpcpp::backend_exception";
+};
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPException, Exception, dpcpp_exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
index 4aeb36636..2696fe100 100644
--- a/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
+++ b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
@@ -14,6 +14,7 @@
 #pragma once
 
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"  // plssvm::hipsycl::csvm
+#include "plssvm/parameter.hpp"                   // plssvm::parameter
 
 /**
  * @brief GTest mock class for the SYCL CSVM using hipSYCL as SYCL implementation.
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index c40f93c88..d3df51a5a 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -10,17 +10,21 @@
 
 #include "backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp"
 
-#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
-
-#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::sycl::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::hipsycl::backend_exception
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::hipsycl::csvm
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
+#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+
+#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
+#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
+#include "utility.hpp"                      // util::redirect_output
+
+#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
+// TODO: constructor tests
 
 // class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output<> {};
 //
@@ -98,3 +102,25 @@
 //                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 // #endif
 // }
+
+template <typename T, plssvm::kernel_function_type kernel>
+struct csvm_test_type {
+    using mock_csvm_type = mock_hipsycl_csvm;
+    using csvm_type = plssvm::hipsycl::csvm;
+    using real_type = T;
+    static constexpr plssvm::kernel_function_type kernel_type = kernel;
+};
+
+using csvm_test_types = ::testing::Types<
+    csvm_test_type<float, plssvm::kernel_function_type::linear>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericGPUCSVM, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index 70c84e284..26c42307d 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -8,11 +8,11 @@
  * @brief Tests for functions related to the different SYCL implementation types.
  */
 
-#include "plssvm/backends/SYCL/implementation_type.hpp"
+#include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 
 #include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
+#include "gtest/gtest.h"  // TEST, EXPECT_TRUE
 
 #include <sstream>  // std::istringstream
 
diff --git a/tests/backends/SYCL/kernel_invocation_type.cpp b/tests/backends/SYCL/kernel_invocation_type.cpp
index bfcdc357d..69f5754f8 100644
--- a/tests/backends/SYCL/kernel_invocation_type.cpp
+++ b/tests/backends/SYCL/kernel_invocation_type.cpp
@@ -8,11 +8,11 @@
  * @brief Tests for functions related to the different SYCL kernel invocation types.
  */
 
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 
 #include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
+#include "gtest/gtest.h"  // TEST, EXPECT_TRUE
 
 #include <sstream>  // std::istringstream
 
diff --git a/tests/backends/SYCL/sycl_csvm.cpp b/tests/backends/SYCL/sycl_csvm.cpp
deleted file mode 100644
index 8710d5c7c..000000000
--- a/tests/backends/SYCL/sycl_csvm.cpp
+++ /dev/null
@@ -1,76 +0,0 @@
-/**
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Tests for the generic functionality related to the SYCL backend.
-*/
-
-
-
-#include "backends/generic_csvm_tests.hpp"  // generic::write_model_test, generic::generate_q_test, generic::device_kernel_test, generic::predict_test, generic::accuracy_test
-#include "utility.hpp"                      // util::google_test::parameter_definition, util::google_test::parameter_definition_to_name
-
-#include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::sycl::backend_exception
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl_generic::implementation_type
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl_generic::kernel_invocation_type
-#include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                             // plssvm::parameter
-
-#include "gtest/gtest.h"  // ::testing::StaticAssertTypeEq, ::testing::Test, ::testing::Types, TYPED_TEST_SUITE, TYPED_TEST
-
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    #include "backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp"  // mock_dpcpp_csvm
-    #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"        // plssvm::dpcpp::csvm
-
-template <typename T, plssvm::kernel_function_type kernel>
-struct dpcpp_csvm_test_type {
-    using mock_csvm_type = mock_dpcpp_csvm;
-    using csvm_type = plssvm::dpcpp::csvm;
-    using real_type = T;
-    static constexpr plssvm::kernel_function_type kernel_type = kernel;
-};
-
-using dpcpp_csvm_test_types = ::testing::Types<
-    dpcpp_csvm_test_type<float, plssvm::kernel_function_type::linear>,
-    dpcpp_csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
-    dpcpp_csvm_test_type<float, plssvm::kernel_function_type::rbf>,
-    dpcpp_csvm_test_type<double, plssvm::kernel_function_type::linear>,
-    dpcpp_csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
-    dpcpp_csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
-
-// instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVM, GenericCSVM, dpcpp_csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVMDeathTest, GenericCSVMDeathTest, dpcpp_csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVM, GenericGPUCSVM, dpcpp_csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPCSVMDeathTest, GenericGPUCSVMDeathTest, dpcpp_csvm_test_types);
-#endif
-
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    #include "backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp"  // mock_hipsycl_csvm
-    #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"        // plssvm::hipsycl::csvm
-
-template <typename T, plssvm::kernel_function_type kernel>
-struct hipsycl_csvm_test_type {
-    using mock_csvm_type = mock_hipsycl_csvm;
-    using csvm_type = plssvm::hipsycl::csvm;
-    using real_type = T;
-    static constexpr plssvm::kernel_function_type kernel_type = kernel;
-};
-
-using hipsycl_csvm_test_types = ::testing::Types<
-    hipsycl_csvm_test_type<float, plssvm::kernel_function_type::linear>,
-    hipsycl_csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
-    hipsycl_csvm_test_type<float, plssvm::kernel_function_type::rbf>,
-    hipsycl_csvm_test_type<double, plssvm::kernel_function_type::linear>,
-    hipsycl_csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
-    hipsycl_csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
-
-// instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVM, GenericCSVM, hipsycl_csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVMDeathTest, GenericCSVMDeathTest, hipsycl_csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVM, GenericGPUCSVM, hipsycl_csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLCSVMDeathTest, GenericGPUCSVMDeathTest, hipsycl_csvm_test_types);
-#endif
\ No newline at end of file

From deff8ddf2ea5931d9053f9f3155cea4733e6575e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 12:04:28 +0100
Subject: [PATCH 0569/1010] Conditionally include "cuda_runtime.h" if it exists
 and also only conditionally enable the tests that need this header.

---
 tests/backends/CUDA/detail/utility.cpp | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/tests/backends/CUDA/detail/utility.cpp b/tests/backends/CUDA/detail/utility.cpp
index bf6910e83..02c9f3eb7 100644
--- a/tests/backends/CUDA/detail/utility.cpp
+++ b/tests/backends/CUDA/detail/utility.cpp
@@ -8,8 +8,10 @@
  * @brief Tests for the custom utility functions related to the CUDA backend.
  */
 
-// necessary only for compiling the tests // TODO: check
-#include "cuda_runtime.h"  // cudaError_t
+// necessary only for compiling the tests
+#if __has_include("cuda_runtime.h")
+    #include "cuda_runtime.h"  // cudaError_t
+#endif
 
 #include "plssvm/backends/CUDA/detail/utility.cuh"  // PLSSVM_CUDA_ERROR_CHECK, plssvm::cuda::detail::{gpu_assert, get_device_count, set_device, device_synchronize}
 
@@ -21,6 +23,8 @@
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
 #include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW
 
+#if __has_include("cuda_runtime.h")
+
 TEST(CUDAUtility, gpu_assert) {
     // cudaSuccess must not throw
     EXPECT_NO_THROW(PLSSVM_CUDA_ERROR_CHECK(cudaSuccess));
@@ -35,6 +39,8 @@ TEST(CUDAUtility, gpu_assert) {
                               ::testing::StartsWith("CUDA assert 'cudaErrorInvalidValue' (1):"));
 }
 
+#endif
+
 TEST(CUDAUtility, get_device_count) {
     // must not return a negative number
     EXPECT_GE(plssvm::cuda::detail::get_device_count(), 0);

From f71ddb2affa6946c907e329bba75acbc3921e14a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 14:18:18 +0100
Subject: [PATCH 0570/1010] Add tests for the
 plssvm::sycl::kernel_invocation_type parameter in the SYCL CSVM constructors.

---
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   | 172 ++++++++++++----------
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp | 172 ++++++++++++----------
 tests/backends/generic_csvm_tests.hpp     |   2 +-
 3 files changed, 191 insertions(+), 155 deletions(-)

diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 58eea14d3..0bab30fc7 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -24,84 +24,102 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-// TODO: constructor tests
+class DPCPPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
-// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output<> {};
-//
-//// check whether the constructor correctly fails when using an incompatible target platform
-// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
-//     // the automatic target platform must always be available
-//     EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
-// }
-// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
-//     // create parameter struct
-//     const plssvm::parameter params{};
-//
-//     // every target is allowed for SYCL
-// #if defined(PLSSVM_HAS_CPU_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_AMD_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_INTEL_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// }
-// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
-//     // every target is allowed for SYCL
-// #if defined(PLSSVM_HAS_CPU_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_AMD_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_INTEL_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// }
+// check whether the constructor correctly fails when using an incompatible target platform
+TEST_F(DPCPPCSVM, construct_parameter) {
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW(plssvm::dpcpp::csvm{ plssvm::parameter{} });
+}
+TEST_F(DPCPPCSVM, construct_target_and_parameter) {
+    // create parameter struct
+    const plssvm::parameter params{};
+
+    // every target is allowed for SYCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::cpu, params }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::cpu, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::cpu, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_nvidia, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_nvidia, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, params }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_intel, params }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_intel, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_intel, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(DPCPPCSVM, construct_target_and_named_args) {
+    // every target is allowed for SYCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::cpu, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::cpu,
+                                            plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                            plssvm::cost = 2.0,
+                                            plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_nvidia,
+                                            plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                            plssvm::cost = 2.0,
+                                            plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd,
+                                            plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                            plssvm::cost = 2.0,
+                                            plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_intel, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_intel,
+                                            plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                            plssvm::cost = 2.0,
+                                            plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::dpcpp::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
 
 template <typename T, plssvm::kernel_function_type kernel>
 struct csvm_test_type {
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index d3df51a5a..4fbf8d7b9 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -24,84 +24,102 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-// TODO: constructor tests
+class hipSYCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
-// class @PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM : public ::testing::Test, private util::redirect_output<> {};
-//
-//// check whether the constructor correctly fails when using an incompatible target platform
-// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_parameter) {
-//     // the automatic target platform must always be available
-//     EXPECT_NO_THROW(plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::parameter{} });
-// }
-// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_parameter) {
-//     // create parameter struct
-//     const plssvm::parameter params{};
-//
-//     // every target is allowed for SYCL
-// #if defined(PLSSVM_HAS_CPU_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_AMD_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_INTEL_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, params }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// }
-// TEST_F(@PLSSVM_SYCL_BACKEND_INCLUDE_NAME@CSVM, construct_target_and_named_args) {
-//     // every target is allowed for SYCL
-// #if defined(PLSSVM_HAS_CPU_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_NVIDIA_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_AMD_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// #if defined(PLSSVM_HAS_INTEL_TARGET)
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-//     EXPECT_NO_THROW((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
-// #else
-//     EXPECT_THROW_WHAT((plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
-//                       plssvm::@PLSSVM_SYCL_BACKEND_NAMESPACE_NAME@::backend_exception,
-//                       "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-// #endif
-// }
+// check whether the constructor correctly fails when using an incompatible target platform
+TEST_F(hipSYCLCSVM, construct_parameter) {
+    // the automatic target platform must always be available
+    EXPECT_NO_THROW(plssvm::hipsycl::csvm{ plssvm::parameter{} });
+}
+TEST_F(hipSYCLCSVM, construct_target_and_parameter) {
+    // create parameter struct
+    const plssvm::parameter params{};
+
+    // every target is allowed for SYCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::cpu, params }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::cpu, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::cpu, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_nvidia, params }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_nvidia, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_nvidia, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, params }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_intel, params }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_intel, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_intel, params, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
+TEST_F(hipSYCLCSVM, construct_target_and_named_args) {
+    // every target is allowed for SYCL
+#if defined(PLSSVM_HAS_CPU_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::cpu, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::cpu, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::cpu,
+                                              plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                              plssvm::cost = 2.0,
+                                              plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_NVIDIA_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_nvidia,
+                                              plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                              plssvm::cost = 2.0,
+                                              plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_AMD_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd,
+                                              plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                              plssvm::cost = 2.0,
+                                              plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+#if defined(PLSSVM_HAS_INTEL_TARGET)
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_intel, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_intel, plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_intel, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
+#else
+    EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_intel,
+                                              plssvm::kernel_type = plssvm::kernel_function_type::linear,
+                                              plssvm::cost = 2.0,
+                                              plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }),
+                      plssvm::hipsycl::backend_exception,
+                      "Requested target platform 'gpu_intel' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
+#endif
+}
 
 template <typename T, plssvm::kernel_function_type kernel>
 struct csvm_test_type {
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index ab2289b1f..cb5f843da 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -137,7 +137,7 @@ TYPED_TEST_P(GenericCSVM, predict_values) {
     }
 }
 
-// TODO: SYCL kernel invocation type tests, constructor: params + kernel invocation type!
+// TODO: SYCL kernel invocation type tests
 
 TYPED_TEST_P(GenericCSVM, predict) {
     using csvm_type = typename TypeParam::csvm_type;

From dcd86be936a824ae99a552df2167f7ab186294f8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 17:32:29 +0100
Subject: [PATCH 0571/1010] Add the option to add additional arguments to the
 C-SVM tests. Add tests for the nd_range and hierarchical SYCL kernel
 invocation type.

---
 tests/backends/CUDA/cuda_csvm.cpp             |  3 +
 tests/backends/CUDA/mock_cuda_csvm.hpp        |  6 +-
 tests/backends/HIP/hip_csvm.cpp               |  3 +
 tests/backends/HIP/mock_hip_csvm.hpp          |  6 +-
 tests/backends/OpenCL/mock_opencl_csvm.hpp    |  7 +--
 tests/backends/OpenCL/opencl_csvm.cpp         |  3 +
 tests/backends/OpenMP/mock_openmp_csvm.hpp    |  6 +-
 tests/backends/OpenMP/openmp_csvm.cpp         |  2 +
 tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp |  6 +-
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp       | 24 +++++---
 .../SYCL/hipSYCL/mock_hipsycl_csvm.hpp        |  6 +-
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp     | 24 +++++---
 tests/backends/generic_csvm_tests.hpp         | 60 +++++++++---------
 tests/utility.hpp                             | 61 ++++++++++++++++++-
 14 files changed, 150 insertions(+), 67 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 12182c9c2..8ae95037b 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -22,6 +22,8 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
+#include <tuple>  // std::make_tuple
+
 class CUDACSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
@@ -95,6 +97,7 @@ struct csvm_test_type {
     using csvm_type = plssvm::cuda::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
+    inline static auto additional_arguments = std::make_tuple();
 };
 
 using csvm_test_types = ::testing::Types<
diff --git a/tests/backends/CUDA/mock_cuda_csvm.hpp b/tests/backends/CUDA/mock_cuda_csvm.hpp
index 7a9d5af3d..c5d4b476c 100644
--- a/tests/backends/CUDA/mock_cuda_csvm.hpp
+++ b/tests/backends/CUDA/mock_cuda_csvm.hpp
@@ -25,9 +25,9 @@ class mock_cuda_csvm final : public plssvm::cuda::csvm {
   public:
     using base_type::device_ptr_type;
 
-    mock_cuda_csvm() = default;
-    explicit mock_cuda_csvm(plssvm::parameter params) :
-        base_type{ params } {}
+    template <typename... Args>
+    explicit mock_cuda_csvm(Args&&... args) :
+        base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index ee7ab901c..c748be933 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -22,6 +22,8 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
+#include <tuple>  // std::make_tuple
+
 class HIPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
@@ -95,6 +97,7 @@ struct csvm_test_type {
     using csvm_type = plssvm::hip::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
+    inline static auto additional_arguments = std::make_tuple();
 };
 
 using csvm_test_types = ::testing::Types<
diff --git a/tests/backends/HIP/mock_hip_csvm.hpp b/tests/backends/HIP/mock_hip_csvm.hpp
index 0930e5b6e..42e0cfba4 100644
--- a/tests/backends/HIP/mock_hip_csvm.hpp
+++ b/tests/backends/HIP/mock_hip_csvm.hpp
@@ -25,9 +25,9 @@ class mock_hip_csvm final : public plssvm::hip::csvm {
   public:
     using base_type::device_ptr_type;
 
-    mock_hip_csvm() = default;
-    explicit mock_hip_csvm(plssvm::parameter params) :
-        base_type{ params } {}
+    template <typename... Args>
+    explicit mock_hip_csvm(Args&&... args) :
+        base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/OpenCL/mock_opencl_csvm.hpp b/tests/backends/OpenCL/mock_opencl_csvm.hpp
index 8a97a353a..85392e649 100644
--- a/tests/backends/OpenCL/mock_opencl_csvm.hpp
+++ b/tests/backends/OpenCL/mock_opencl_csvm.hpp
@@ -25,10 +25,9 @@ class mock_opencl_csvm : public plssvm::opencl::csvm {
   public:
     using base_type::device_ptr_type;
 
-    // constructors necessary to compile the correct kernel functions
-    mock_opencl_csvm() = default;
-    explicit mock_opencl_csvm(plssvm::parameter params) :
-        base_type{ params } {}
+    template <typename... Args>
+    explicit mock_opencl_csvm(Args&&... args) :
+        base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index a68fbab82..c7026dc4c 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -20,6 +20,8 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
+#include <tuple>  // std::make_tuple
+
 class OpenCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
@@ -103,6 +105,7 @@ struct csvm_test_type {
     using csvm_type = plssvm::opencl::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
+    inline static auto additional_arguments = std::make_tuple();
 };
 
 using csvm_test_types = ::testing::Types<
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index e24fb57eb..6ae3d2829 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -23,9 +23,9 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
     using base_type = plssvm::openmp::csvm;
 
   public:
-    mock_openmp_csvm() = default;
-    explicit mock_openmp_csvm(plssvm::parameter params) :
-        base_type{ params } {}
+    template <typename... Args>
+    explicit mock_openmp_csvm(Args&&... args) :
+        base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 7224f1c84..55b5d4060 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -26,6 +26,7 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
 
+#include <tuple>   // std::make_tuple
 #include <vector>  // std::vector
 
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output<> {};
@@ -101,6 +102,7 @@ struct csvm_test_type {
     using csvm_type = plssvm::openmp::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
+    inline static auto additional_arguments = std::make_tuple();
 };
 
 using csvm_test_types = ::testing::Types<
diff --git a/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
index 42e43f3c5..d5898da03 100644
--- a/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
+++ b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
@@ -25,9 +25,9 @@ class mock_dpcpp_csvm final : public plssvm::dpcpp::csvm {
   public:
     using base_type::device_ptr_type;
 
-    mock_dpcpp_csvm() = default;
-    explicit mock_dpcpp_csvm(plssvm::parameter params) :
-        base_type{ params } {}
+    template <typename... Args>
+    explicit mock_dpcpp_csvm(Args&&... args) :
+        base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 0bab30fc7..051103a69 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -24,6 +24,8 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
+#include <tuple>  // std::make_tuple
+
 class DPCPPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
@@ -121,21 +123,29 @@ TEST_F(DPCPPCSVM, construct_target_and_named_args) {
 #endif
 }
 
-template <typename T, plssvm::kernel_function_type kernel>
+template <typename T, plssvm::kernel_function_type kernel, plssvm::sycl::kernel_invocation_type invocation>
 struct csvm_test_type {
     using mock_csvm_type = mock_dpcpp_csvm;
     using csvm_type = plssvm::dpcpp::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
+    inline static auto additional_arguments = std::make_tuple(plssvm::sycl_kernel_invocation_type = invocation);
 };
 
 using csvm_test_types = ::testing::Types<
-    csvm_test_type<float, plssvm::kernel_function_type::linear>,
-    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
-    csvm_test_type<double, plssvm::kernel_function_type::linear>,
-    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+    csvm_test_type<float, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::nd_range>,
+
+    csvm_test_type<float, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::hierarchical>>;
 
 // instantiate type-parameterized tests
 INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericCSVM, csvm_test_types);
diff --git a/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
index 2696fe100..ade3106a4 100644
--- a/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
+++ b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
@@ -25,9 +25,9 @@ class mock_hipsycl_csvm final : public plssvm::hipsycl::csvm {
   public:
     using base_type::device_ptr_type;
 
-    mock_hipsycl_csvm() = default;
-    explicit mock_hipsycl_csvm(plssvm::parameter params) :
-        base_type{ params } {}
+    template <typename... Args>
+    explicit mock_hipsycl_csvm(Args&&... args) :
+        base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
     using base_type::calculate_w;
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 4fbf8d7b9..089519aef 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -24,6 +24,8 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
+#include <tuple>  // std::make_tuple
+
 class hipSYCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
 // check whether the constructor correctly fails when using an incompatible target platform
@@ -121,21 +123,29 @@ TEST_F(hipSYCLCSVM, construct_target_and_named_args) {
 #endif
 }
 
-template <typename T, plssvm::kernel_function_type kernel>
+template <typename T, plssvm::kernel_function_type kernel, plssvm::sycl::kernel_invocation_type invocation>
 struct csvm_test_type {
     using mock_csvm_type = mock_hipsycl_csvm;
     using csvm_type = plssvm::hipsycl::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
+    inline static auto additional_arguments = std::make_tuple(plssvm::sycl_kernel_invocation_type = invocation);
 };
 
 using csvm_test_types = ::testing::Types<
-    csvm_test_type<float, plssvm::kernel_function_type::linear>,
-    csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<float, plssvm::kernel_function_type::rbf>,
-    csvm_test_type<double, plssvm::kernel_function_type::linear>,
-    csvm_test_type<double, plssvm::kernel_function_type::polynomial>,
-    csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
+    csvm_test_type<float, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::nd_range>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::nd_range>,
+
+    csvm_test_type<float, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<float, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<float, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<double, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<double, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::hierarchical>,
+    csvm_test_type<double, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::hierarchical>>;
 
 // instantiate type-parameterized tests
 INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericCSVM, csvm_test_types);
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index cb5f843da..38adda901 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -19,10 +19,10 @@
 #include "plssvm/detail/operators.hpp"       // operators namespace
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::cost, plssvm::kernel_type, plssvm::detail::parameter
+#include "plssvm/parameter.hpp"              // plssvm::cost, plssvm::kernel_type, plssvm::parameter, plssvm::detail::parameter
 
 #include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR, EXPECT_FLOATING_POINT_VECTOR_EQ
-#include "../utility.hpp"             // util::{redirect_output, generate_random_vector}
+#include "../utility.hpp"             // util::{redirect_output, generate_random_vector, construct_from_tuple}
 #include "compare.hpp"                // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
 
 #include "fmt/format.h"   // fmt::format
@@ -31,13 +31,13 @@
 #include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
                           // ::testing::Test
 
-#include <cmath>     // std::sqrt, std::abs
-#include <cstddef>   // std::size_t
-#include <fstream>   // std::ifstream
-#include <iterator>  // std::istream_iterator
-#include <limits>    // std::numeric_limits::epsilon
-#include <tuple>     // std::ignore
-#include <vector>    // std::vector
+#include <cmath>        // std::sqrt, std::abs
+#include <cstddef>      // std::size_t
+#include <fstream>      // std::ifstream
+#include <iterator>     // std::istream_iterator
+#include <limits>       // std::numeric_limits::epsilon
+#include <tuple>        // std::ignore
+#include <vector>       // std::vector
 
 //*************************************************************************************************************************************//
 //                                                                 CSVM                                                                //
@@ -73,7 +73,7 @@ TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
     const std::vector<real_type> rhs{ real_type{ 1.0 }, real_type{ -1.0 }, real_type{ 1.0 }, real_type{ -1.0 } };
 
     // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // solve the system of linear equations using the CG algorithm:
     // | Q  1 |  *  | a |  =  | y |
@@ -120,7 +120,7 @@ TYPED_TEST_P(GenericCSVM, predict_values) {
     };
 
     // create C-SVM: must be done using the mock class, since solve_system_of_linear_equations_impl is protected
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // predict the values using the previously learned support vectors and weights
     const std::vector<real_type> calculated = svm.predict_values(params, support_vectors, weights, rho, w, data);
@@ -137,8 +137,6 @@ TYPED_TEST_P(GenericCSVM, predict_values) {
     }
 }
 
-// TODO: SYCL kernel invocation type tests
-
 TYPED_TEST_P(GenericCSVM, predict) {
     using csvm_type = typename TypeParam::csvm_type;
     using real_type = typename TypeParam::real_type;
@@ -154,7 +152,7 @@ TYPED_TEST_P(GenericCSVM, predict) {
     const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
 
     // create C-SVM
-    const csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const csvm_type svm = util::construct_from_tuple<csvm_type>(params, TypeParam::additional_arguments);
 
     // predict label
     const std::vector<int> calculated = svm.predict(model, test_data);
@@ -182,7 +180,7 @@ TYPED_TEST_P(GenericCSVM, score) {
     const plssvm::model<real_type> model{ fmt::format(PLSSVM_TEST_PATH "/data/predict/500x200_{}.libsvm.model", kernel) };
 
     // create C-SVM
-    const csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const csvm_type svm = util::construct_from_tuple<csvm_type>(params, TypeParam::additional_arguments);
 
     // predict label
     const real_type calculated = svm.score(model, test_data);
@@ -214,7 +212,7 @@ TYPED_TEST_P(GenericCSVMDeathTest, solve_system_of_linear_equations) {
     if (params.kernel_type != plssvm::kernel_function_type::linear) {
         params.gamma = real_type{ 0.1 };
     }
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     const std::vector<real_type> b{ real_type{ 1.0 }, real_type{ 2.0 } };
 
@@ -256,7 +254,7 @@ TYPED_TEST_P(GenericCSVMDeathTest, predict_values) {
     if (params.kernel_type != plssvm::kernel_function_type::linear) {
         params.gamma = real_type{ 0.1 };
     }
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     const std::vector<std::vector<real_type>> data = {
         { real_type{ 1.0 }, real_type{ 2.0 } },
@@ -326,7 +324,7 @@ TYPED_TEST_P(GenericGPUCSVM, generate_q) {
     const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
 
     // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // perform the data setup on the device
     constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
@@ -355,7 +353,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::calculate_w is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // perform the data setup on the device
     constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
@@ -396,7 +394,7 @@ TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {
     const real_type QA_cost = compare::kernel_function(params, data.data().back(), data.data().back()) + 1 / params.cost;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::calculate_w is protected
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // perform the data setup on the device
     constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
@@ -443,7 +441,7 @@ TYPED_TEST_P(GenericGPUCSVM, device_reduction) {
     using queue_type = typename mock_csvm_type::queue_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::device_reduction is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // data to reduce
     const std::vector<real_type> data(1'024, real_type{ 1.0 });
@@ -484,7 +482,7 @@ TYPED_TEST_P(GenericGPUCSVM, select_num_used_devices) {
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     if (kernel == plssvm::kernel_function_type::linear) {
         // the linear kernel function is compatible with at least one device
@@ -509,7 +507,7 @@ TYPED_TEST_P(GenericGPUCSVM, setup_data_on_device_minimal) {
     };
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // perform data setup on the device
     auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(input, input.size(), input.front().size(), 0, 1);
@@ -544,7 +542,7 @@ TYPED_TEST_P(GenericGPUCSVM, setup_data_on_device) {
     };
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // perform data setup on the device
     const std::size_t boundary_size = 2;
@@ -595,7 +593,7 @@ TYPED_TEST_P(GenericGPUCSVM, num_available_devices) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::devices_ is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // test the number of available devices
     ASSERT_EQ(svm.num_available_devices(), svm.devices_.size());
@@ -627,7 +625,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, generate_q) {
     const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // valid feature_range
     const std::vector<std::size_t> feature_range{ 0, 1 };
@@ -672,7 +670,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, calculate_w) {
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // valid feature_range
     const std::vector<std::size_t> feature_range{ 0, 1 };
@@ -731,7 +729,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, run_device_kernel) {
     const plssvm::detail::parameter<real_type> params{ kernel, 2, 0.001, 1.0, 0.1 };
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::run_device_kernel is protected
-    const mock_csvm_type svm{ static_cast<plssvm::parameter>(params) };
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // valid feature_range
     const std::vector<std::size_t> feature_range{ 0, 1 };
@@ -775,7 +773,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, device_reduction) {
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::generate_q is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // the data_d vector must not be empty!
     std::vector<device_ptr_type> vec1;
@@ -802,7 +800,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, select_num_used_devices) {
     constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::select_num_used_devices is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // at least one feature must be provided
     EXPECT_DEATH(std::ignore = svm.select_num_used_devices(kernel, 0), "At lest one feature must be given!");
@@ -813,7 +811,7 @@ TYPED_TEST_P(GenericGPUCSVMDeathTest, setup_data_on_device) {
     using real_type = typename TypeParam::real_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
-    const mock_csvm_type svm{};
+    const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // empty data is not allowed
     EXPECT_DEATH(std::ignore = svm.setup_data_on_device(std::vector<std::vector<real_type>>{}, 1, 1, 0, 1), "The data must not be empty!");
diff --git a/tests/utility.hpp b/tests/utility.hpp
index 8b843a78a..e394647de 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -15,6 +15,7 @@
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::replace_all
 #include "plssvm/detail/type_traits.hpp"     // plssvm::detail::always_false_v
+#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::parameter
 
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // FAIL
@@ -34,9 +35,9 @@
 #include <sstream>      // std:stringstream, std::ostringstream, std::istringstream
 #include <streambuf>    // std::streambuf
 #include <string>       // std::string
-#include <tuple>        // std::tuple, std::make_tuple, std::get
-#include <type_traits>  // std::is_floating_point_v, std::is_same_v, std::is_signed_v, std::is_unsigned_v
-#include <utility>      // std::pair, std::make_pair, std::move
+#include <tuple>        // std::tuple, std::make_tuple, std::get, std::tuple_size
+#include <type_traits>  // std::is_floating_point_v, std::is_same_v, std::is_signed_v, std::is_unsigned_v, std::decay_t
+#include <utility>      // std::pair, std::make_pair, std::move, std::make_index_sequence, std::index_sequence
 #include <vector>       // std::vector
 
 namespace util {
@@ -239,6 +240,60 @@ template <typename T>
     return std::make_pair(std::move(ret), std::move(factors));
 }
 
+/**
+ * @brief Construct an instance of type @p T using @p params and the values in the std::tuple @p tuple.
+ * @tparam T the type to construct
+ * @tparam Tuple the tuple type used to construct @p T
+ * @tparam Is an index sequence used to iterate through the @p tuple
+ * @param params the SVM parameter used to construct @p T
+ * @param tuple the tuple values used to construct @p T
+ * @return an instance of type @p T (`[[nodiscard]]`)
+ */
+template <typename T, typename Tuple, size_t... Is>
+[[nodiscard]] inline T construct_from_tuple(const plssvm::parameter &params, Tuple &&tuple, std::index_sequence<Is...>) {
+    return T{ params, std::get<Is>(std::forward<Tuple>(tuple))... };
+}
+/**
+ * @brief Construct an instance of type @p T using @p params and the values in the std::tuple @p tuple.
+ * @tparam T the type to construct
+ * @tparam real_type the floating point type used for the SVM parameter
+ * @tparam Tuple the tuple type used to construct @p T
+ * @param params the SVM parameter used to construct @p T
+ * @param tuple the tuple values used to construct @p T
+ * @return an instance of type @p T (`[[nodiscard]]`)
+ */
+template <typename T, typename real_type, typename Tuple>
+[[nodiscard]] inline T construct_from_tuple(const plssvm::detail::parameter<real_type> &params, Tuple &&tuple) {
+    return construct_from_tuple<T>(static_cast<plssvm::parameter>(params),
+                                   std::forward<Tuple>(tuple),
+                                   std::make_index_sequence<std::tuple_size<std::decay_t<Tuple>>::value>{});
+}
+
+/**
+ * @brief Construct an instance of type @p T using the values in the std::tuple @p tuple.
+ * @tparam T the type to construct
+ * @tparam Tuple the tuple type used to construct @p T
+ * @tparam Is an index sequence used to iterate through the @p tuple
+ * @param tuple the tuple values used to construct @p T
+ * @return an instance of type @p T (`[[nodiscard]]`)
+ */
+template <typename T, typename Tuple, size_t... Is>
+[[nodiscard]] inline T construct_from_tuple(Tuple &&tuple, std::index_sequence<Is...>) {
+    return T{ std::get<Is>(std::forward<Tuple>(tuple))... };
+}
+/**
+ * @brief Construct an instance of type @p T using the values in the std::tuple @p tuple.
+ * @tparam T the type to construct
+ * @tparam Tuple the tuple type used to construct @p T
+ * @param tuple the tuple values used to construct @p T
+ * @return an instance of type @p T (`[[nodiscard]]`)
+ */
+template <typename T, typename Tuple>
+[[nodiscard]] inline T construct_from_tuple(Tuple &&tuple) {
+    return construct_from_tuple<T>(std::forward<Tuple>(tuple),
+                                   std::make_index_sequence<std::tuple_size<std::decay_t<Tuple>>::value>{});
+}
+
 }  // namespace util
 
 #endif  // PLSSVM_TESTS_UTILITY_HPP_
\ No newline at end of file

From 0a9101151cc05f25d0fa2cd7f2eccdcb8c26abdc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 17:51:49 +0100
Subject: [PATCH 0572/1010] Update include paths for better uniformity.

---
 tests/backends/CUDA/cuda_csvm.cpp              |  6 +++---
 tests/backends/CUDA/detail/device_ptr.cpp      |  2 +-
 tests/backends/CUDA/detail/utility.cpp         |  2 +-
 tests/backends/CUDA/exceptions.cpp             |  2 +-
 tests/backends/HIP/detail/device_ptr.cpp       |  2 +-
 tests/backends/HIP/detail/utility.cpp          |  2 +-
 tests/backends/HIP/exceptions.cpp              |  2 +-
 tests/backends/HIP/hip_csvm.cpp                |  6 +++---
 tests/backends/OpenCL/detail/device_ptr.cpp    |  2 +-
 tests/backends/OpenCL/detail/error_code.cpp    |  3 +--
 tests/backends/OpenCL/detail/utility.cpp       |  6 ++----
 tests/backends/OpenCL/exceptions.cpp           |  2 +-
 tests/backends/OpenCL/opencl_csvm.cpp          |  6 +++---
 tests/backends/OpenMP/exceptions.cpp           |  2 +-
 tests/backends/OpenMP/openmp_csvm.cpp          | 12 ++++++------
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp        |  6 +++---
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp      |  6 +++---
 tests/backends/SYCL/implementation_type.cpp    |  2 +-
 tests/backends/SYCL/kernel_invocation_type.cpp |  2 +-
 tests/backends/generic_device_ptr_tests.h      |  2 +-
 tests/detail/execution_range.cpp               |  2 +-
 21 files changed, 37 insertions(+), 40 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 8ae95037b..2e164fcf7 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -16,9 +16,9 @@
 #include "plssvm/parameter.hpp"                 // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"          // plssvm::target_platform
 
-#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
-#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
-#include "utility.hpp"                      // util::redirect_output
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../../utility.hpp"             // util::redirect_output
+#include "../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
diff --git a/tests/backends/CUDA/detail/device_ptr.cpp b/tests/backends/CUDA/detail/device_ptr.cpp
index 70bc25b23..97f1110fb 100644
--- a/tests/backends/CUDA/detail/device_ptr.cpp
+++ b/tests/backends/CUDA/detail/device_ptr.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 
-#include "backends/generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
+#include "../../generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
diff --git a/tests/backends/CUDA/detail/utility.cpp b/tests/backends/CUDA/detail/utility.cpp
index 02c9f3eb7..d7b195f29 100644
--- a/tests/backends/CUDA/detail/utility.cpp
+++ b/tests/backends/CUDA/detail/utility.cpp
@@ -17,7 +17,7 @@
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
diff --git a/tests/backends/CUDA/exceptions.cpp b/tests/backends/CUDA/exceptions.cpp
index fc6039bca..2a70c021b 100644
--- a/tests/backends/CUDA/exceptions.cpp
+++ b/tests/backends/CUDA/exceptions.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/HIP/detail/device_ptr.cpp b/tests/backends/HIP/detail/device_ptr.cpp
index ca4d233d9..888494973 100644
--- a/tests/backends/HIP/detail/device_ptr.cpp
+++ b/tests/backends/HIP/detail/device_ptr.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 
-#include "backends/generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
+#include "../../generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
diff --git a/tests/backends/HIP/detail/utility.cpp b/tests/backends/HIP/detail/utility.cpp
index e34c6762c..fe835b9ae 100644
--- a/tests/backends/HIP/detail/utility.cpp
+++ b/tests/backends/HIP/detail/utility.cpp
@@ -12,7 +12,7 @@
 
 #include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
 
 #include "fmt/core.h"              // fmt::format
 #include "gmock/gmock-matchers.h"  // ::testing::StartsWith
diff --git a/tests/backends/HIP/exceptions.cpp b/tests/backends/HIP/exceptions.cpp
index 710f05bcb..51c954495 100644
--- a/tests/backends/HIP/exceptions.cpp
+++ b/tests/backends/HIP/exceptions.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index c748be933..6c653acf0 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -16,9 +16,9 @@
 #include "plssvm/parameter.hpp"                // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"         // plssvm::target_platform
 
-#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
-#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
-#include "utility.hpp"                      // util::redirect_output
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../../utility.hpp"             // util::redirect_output
+#include "../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
diff --git a/tests/backends/OpenCL/detail/device_ptr.cpp b/tests/backends/OpenCL/detail/device_ptr.cpp
index 1be663726..b9673a1f4 100644
--- a/tests/backends/OpenCL/detail/device_ptr.cpp
+++ b/tests/backends/OpenCL/detail/device_ptr.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/utility.hpp"        // plssvm::opencl::detail::get_contexts
 
-#include "backends/generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
+#include "../../generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
diff --git a/tests/backends/OpenCL/detail/error_code.cpp b/tests/backends/OpenCL/detail/error_code.cpp
index da5147e43..1e6d1d098 100644
--- a/tests/backends/OpenCL/detail/error_code.cpp
+++ b/tests/backends/OpenCL/detail/error_code.cpp
@@ -10,10 +10,9 @@
 
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"  // plssvm::opencl::detail::error_code
 
-#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
+#include "../../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 
 #include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
-
 #include "gtest/gtest.h"  // TEST, EXPECT_GE, EXPECT_NO_THROW, EXPECT_TRUE, EXPECT_FALSE
 
 TEST(OpenCLErrorCode, default_construct) {
diff --git a/tests/backends/OpenCL/detail/utility.cpp b/tests/backends/OpenCL/detail/utility.cpp
index d7d2d870a..d545c8f66 100644
--- a/tests/backends/OpenCL/detail/utility.cpp
+++ b/tests/backends/OpenCL/detail/utility.cpp
@@ -11,13 +11,11 @@
 #include "plssvm/backends/OpenCL/detail/utility.hpp"        // PLSSVM_OPENCL_ERROR_CHECK, plssvm::opencl::detail::{device_assert, get_contexts, get_device_name}
 #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
+#include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 
-#include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
+#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
 #include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
-
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
 
 TEST(OpenCLUtility, device_assert) {
diff --git a/tests/backends/OpenCL/exceptions.cpp b/tests/backends/OpenCL/exceptions.cpp
index 4c489e100..e6d8e38ff 100644
--- a/tests/backends/OpenCL/exceptions.cpp
+++ b/tests/backends/OpenCL/exceptions.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index c7026dc4c..971f2f2c8 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -14,9 +14,9 @@
 #include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
-#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
-#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
-#include "utility.hpp"                      // util::redirect_output
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../../utility.hpp"             // util::redirect_output
+#include "../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
diff --git a/tests/backends/OpenMP/exceptions.cpp b/tests/backends/OpenMP/exceptions.cpp
index 1f2d3b5b8..8c94d375b 100644
--- a/tests/backends/OpenMP/exceptions.cpp
+++ b/tests/backends/OpenMP/exceptions.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
 
-#include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
 #include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
 
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 55b5d4060..7d941ed70 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -17,12 +17,12 @@
 #include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
-#include "backends/compare.hpp"             // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
-#include "backends/generic_csvm_tests.hpp"  // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
-#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
-#include "naming.hpp"                       // naming::{real_type_kernel_function_to_name, real_type_to_name}
-#include "types_to_test.hpp"                // util::{real_type_kernel_function_gtest, real_type_gtest}
-#include "utility.hpp"                      // util::{redirect_output, generate_random_vector}
+#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "../../naming.hpp"              // naming::{real_type_kernel_function_to_name, real_type_to_name}
+#include "../../types_to_test.hpp"       // util::{real_type_kernel_function_gtest, real_type_gtest}
+#include "../../utility.hpp"             // util::{redirect_output, generate_random_vector}
+#include "../compare.hpp"                // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
+#include "../generic_csvm_tests.hpp"     // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
 
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 051103a69..3c616dc41 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -18,9 +18,9 @@
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
-#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
-#include "utility.hpp"                      // util::redirect_output
+#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../../../utility.hpp"             // util::redirect_output
+#include "../../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 089519aef..2b9d7c18e 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -18,9 +18,9 @@
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include "backends/generic_csvm_tests.hpp"  // generic CSVM tests to instantiate
-#include "custom_test_macros.hpp"           // EXPECT_THROW_WHAT
-#include "utility.hpp"                      // util::redirect_output
+#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../../../utility.hpp"             // util::redirect_output
+#include "../../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index 26c42307d..b92b8e911 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 
-#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
+#include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
 #include "gtest/gtest.h"  // TEST, EXPECT_TRUE
 
diff --git a/tests/backends/SYCL/kernel_invocation_type.cpp b/tests/backends/SYCL/kernel_invocation_type.cpp
index 69f5754f8..faa8e0092 100644
--- a/tests/backends/SYCL/kernel_invocation_type.cpp
+++ b/tests/backends/SYCL/kernel_invocation_type.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 
-#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
+#include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
 #include "gtest/gtest.h"  // TEST, EXPECT_TRUE
 
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index bb96e94ef..3745719fe 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -15,7 +15,7 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::gpu_device_ptr_exception
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 
 #include "gtest//gtest.h"  // TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_NE, EXPECT_DEATH
                            // ::testing::{Test, hasSubstr}
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
index 2b3b9e937..725d8bdd9 100644
--- a/tests/detail/execution_range.cpp
+++ b/tests/detail/execution_range.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
 
-#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
+#include "../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 
 #include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_DEATH
 

From 3a703b19c6d18bfd03fa154f3e4d501fb7f47b0c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 19 Dec 2022 19:01:56 +0100
Subject: [PATCH 0573/1010] Read and concatenate the OpenCL kernel source
 strings at runtime (instead of CMake configuration time) to remove one
 additional point of failure.

---
 .../OpenCL/detail/kernel_source_string.hpp.in | 25 ----------------
 .../plssvm/backends/autogenerated/README.md   |  6 ----
 src/plssvm/backends/OpenCL/CMakeLists.txt     | 29 ++++---------------
 src/plssvm/backends/OpenCL/detail/utility.cpp | 15 +++++++---
 4 files changed, 17 insertions(+), 58 deletions(-)
 delete mode 100644 include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in
 delete mode 100644 include/plssvm/backends/autogenerated/README.md

diff --git a/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in b/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in
deleted file mode 100644
index cdbc7be01..000000000
--- a/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in
+++ /dev/null
@@ -1,25 +0,0 @@
-/**
- * @file
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief File containing a single std::string which is propagated with all OpenCL kernels during CMake configuration.
- */
-
-#pragma once
-
-#include <string>  // std::string
-
-// TODO: move to runtime? -> the CMake approach is rather ugly :/
-
-namespace plssvm::opencl::detail {
-
-/// An std::string containing all OpenCL kernel sources. Created and configured during CMake configuration.
-constexpr const char* raw_kernel_src_string = R"(
-@PLSSVM_OPENCL_KERNEL_SOURCE_STRING@;
-)";
-
-}
\ No newline at end of file
diff --git a/include/plssvm/backends/autogenerated/README.md b/include/plssvm/backends/autogenerated/README.md
deleted file mode 100644
index 3893a3dec..000000000
--- a/include/plssvm/backends/autogenerated/README.md
+++ /dev/null
@@ -1,6 +0,0 @@
-# 'autogenerated' directory
-
-Since this directory only contains autogenerated files, these files **must not** be changed manually!
-
-If you want to change the content of the `OpenCL/detail/kernel_source_string.hpp` file, have a look the the 
-`*.cl` kernels inside the main `include/plssvm/backends/OpenCL/` directory.
diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index 31dd8901f..d8b1405c4 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -41,31 +41,14 @@ target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC OpenCL)
 # link base library against OpenCL library
 target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
 
-# set kernel files
-set(PLSSVM_OPENCL_KERNEL_SOURCES
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL/detail/atomics.cl
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL/q_kernel.cl
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL/svm_kernel.cl
-    ${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL/predict_kernel.cl
-)
-
-# mark kernel source files as CMake configuration dependency to trigger a rebuild if the kernel sources change
-set_property(DIRECTORY APPEND PROPERTY CMAKE_CONFIGURE_DEPENDS ${PLSSVM_OPENCL_KERNEL_SOURCES})
-
-# create single string containing all OpenCL kernel sources
-set(PLSSVM_OPENCL_KERNEL_SOURCE_STRING "")
-foreach(PLSSVM_OPENCL_KERNEL_SOURCE_FILE ${PLSSVM_OPENCL_KERNEL_SOURCES})
-    file(READ "${PLSSVM_OPENCL_KERNEL_SOURCE_FILE}" PLSSVM_OPENCL_KERNEL_SOURCE)
-    string(APPEND PLSSVM_OPENCL_KERNEL_SOURCE_STRING "${PLSSVM_OPENCL_KERNEL_SOURCE}")
-endforeach()
-string(APPEND PLSSVM_OPENCL_KERNEL_SOURCE_STRING "// ${OpenCL_LIBRARY}")
+# set OpenCL include path to the *.cl files
+target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_KERNEL_SOURCE_DIR="${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL")
 
-# configure string with the assembled kernel sources
-message(STATUS "Generating the OpenCL kernel source string.")
-configure_file("${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL/detail/kernel_source_string.hpp.in"
-               "${PROJECT_SOURCE_DIR}/include/plssvm/backends/autogenerated/OpenCL/detail/kernel_source_string.hpp" @ONLY)
+# set OpenCL library name (concatenated to the full kernel source string, to make sure that different OpenCL libraries
+# are recognized by the sha256 caching algorithm)
+target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_LIBRARY="${OpenCL_LIBRARY}")
 
-# set OpenCL target version
+# set OpenCL target version (to silence compiler warnings)
 target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC CL_TARGET_OPENCL_VERSION=220)
 
 # set compile definition that the OpenCL backend is available
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 768596d53..27dae8244 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -37,7 +37,7 @@
 #include <functional>   // std::hash
 #include <ios>          // std::ios_base, std::streamsize
 #include <iostream>     // std::cout, std::endl
-#include <iterator>     // istreambuf_iterator
+#include <iterator>     // std::istreambuf_iterator
 #include <limits>       // std::numeric_limits
 #include <map>          // std::map
 #include <string>       // std::string
@@ -211,8 +211,15 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
 
     error_code err, err_bin;
 
-    // use the `raw_kernel_src_string` provided in the kernel_source_string.hpp header
-    std::string kernel_src_string{ raw_kernel_src_string };
+    // create one string from each OpenCL source file in the OpenCL include directory
+    const std::filesystem::path base_path{ PLSSVM_OPENCL_KERNEL_SOURCE_DIR };
+    std::string kernel_src_string{};
+    // note: the detail/atomics.cl file must be included first!
+    for (const auto &path : { base_path / "detail/atomics.cl", base_path / "q_kernel.cl", base_path / "svm_kernel.cl", base_path / "predict_kernel.cl" }) {
+        std::ifstream file{ base_path / path };
+        kernel_src_string.append((std::istreambuf_iterator<char>{ file }),
+                                 std::istreambuf_iterator<char>{});
+    }
 
     // replace types in kernel_src_string
     ::plssvm::detail::replace_all(kernel_src_string, "real_type", ::plssvm::detail::arithmetic_type_name<real_type>());
@@ -222,7 +229,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
     ::plssvm::detail::replace_all(kernel_src_string, "THREAD_BLOCK_SIZE", fmt::format("{}", THREAD_BLOCK_SIZE));
 
     // append number of device to influence checksum calculation
-    kernel_src_string.append(fmt::format("\n// num_devices: {}", contexts[0].devices.size()));
+    kernel_src_string.append(fmt::format("\n// num_devices: {}\n// OpenCL library: {}", contexts[0].devices.size(), PLSSVM_OPENCL_LIBRARY));
 
     // create source code hash
     const std::string checksum = plssvm::detail::sha256{}(kernel_src_string);

From a54e275aa1d2ebfad1c87072ce7c0af70d06a5c4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Dec 2022 11:06:55 +0100
Subject: [PATCH 0574/1010] Make CMakeLists formatting consistent. Add
 CMAKE_MESSAGE_INDENT to make the CMake configuration output more readable.

---
 CMakeLists.txt                            | 375 +++++++++++-----------
 cmake/add_custom_build_type.cmake         |  14 +-
 cmake/assemble_summary_string.cmake       |  22 +-
 cmake/check_python_libs.cmake             |   8 +-
 cmake/git_watcher.cmake                   | 123 ++++---
 cmake/parse_architecture_info.cmake       |  32 +-
 docs/CMakeLists.txt                       |   6 +-
 src/plssvm/backends/CUDA/CMakeLists.txt   |  56 ++--
 src/plssvm/backends/HIP/CMakeLists.txt    |  36 ++-
 src/plssvm/backends/OpenCL/CMakeLists.txt |  38 ++-
 src/plssvm/backends/OpenMP/CMakeLists.txt |  40 +--
 src/plssvm/backends/SYCL/CMakeLists.txt   | 179 ++++++-----
 tests/CMakeLists.txt                      | 134 ++++----
 tests/backends/CMakeLists.txt             |  20 +-
 tests/backends/CUDA/CMakeLists.txt        |  14 +-
 tests/backends/HIP/CMakeLists.txt         |  14 +-
 tests/backends/OpenCL/CMakeLists.txt      |  16 +-
 tests/backends/OpenMP/CMakeLists.txt      |  14 +-
 tests/backends/SYCL/CMakeLists.txt        |  26 +-
 19 files changed, 598 insertions(+), 569 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 232305667..fa156442b 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -7,11 +7,12 @@
 cmake_minimum_required(VERSION 3.21)
 
 project("PLSSVM - Parallel Least Squares Support Vector Machine"
-        VERSION 1.2.1
+        VERSION 2.0.0
         LANGUAGES CXX
         DESCRIPTION "A Least Squares Support Vector Machine implementation using different backends.")
 
 
+## include some generally used utility scripts
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/add_custom_build_type.cmake)
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
 
@@ -21,26 +22,26 @@ include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
 ########################################################################################################################
 ## set base sources
 set(PLSSVM_BASE_SOURCES
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_function_types.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/version.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_train.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_predict.cpp
-    ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_scale.cpp
-)
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backends/SYCL/implementation_type.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_predict.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_scale.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/cmd/parser_train.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/exceptions/exceptions.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/version.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_function_types.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/target_platforms.cpp
+        )
 
 ## create base library: linked against all backend libraries
 set(PLSSVM_BASE_LIBRARY_NAME plssvm-base)
@@ -63,13 +64,13 @@ target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-                                       -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-                                       -Wextra-semi -Wunreachable-code -Wuninitialized>
+        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
+        -Wextra-semi -Wunreachable-code -Wuninitialized>
         $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
         $<$<CXX_COMPILER_ID:MSVC>:/W4>
         )
-## nvcc doesn't recognize -Werror=??? option so only set it when using a CXX compiler
+## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
         $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/we4062>
@@ -86,119 +87,125 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ########################################################################################################################
 # check for OpenMP (not for the backend!)
 find_package(OpenMP 4.0 QUIET)
-if(OpenMP_FOUND)
+if (OpenMP_FOUND)
     message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed up file parsing.")
     target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
     target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
     set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
-else()
+else ()
+    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
     target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
             $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
             $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
             )
-endif()
+endif ()
 
 ## setup dependencies
 include(FetchContent)
+list(APPEND CMAKE_MESSAGE_INDENT "Dependencies:  ")
 
 ## try finding cxxopts
 find_package(cxxopts 3.0.0 QUIET)
-if(cxxopts_FOUND)
+if (cxxopts_FOUND)
     message(STATUS "Found package cxxopts.")
-else()
+else ()
     message(STATUS "Couldn't find package cxxopts. Building from source ...")
     set(PLSSVM_cxxopts_VERSION v3.0.0)
     # fetch command line parser library cxxopts
     FetchContent_Declare(cxxopts
-            GIT_REPOSITORY          https://github.com/jarro2783/cxxopts.git
-            GIT_TAG                 ${PLSSVM_cxxopts_VERSION}
-            GIT_SHALLOW             TRUE
+            GIT_REPOSITORY https://github.com/jarro2783/cxxopts.git
+            GIT_TAG ${PLSSVM_cxxopts_VERSION}
+            GIT_SHALLOW TRUE
+            QUIET
 
-            set(CXXOPTS_BUILD_EXAMPLES OFF CACHE BOOL "" FORCE)
-            set(CXXOPTS_BUILD_TESTS OFF CACHE BOOL "" FORCE)
-    )
+            set (CXXOPTS_BUILD_EXAMPLES OFF CACHE BOOL "" FORCE)
+            set (CXXOPTS_BUILD_TESTS OFF CACHE BOOL "" FORCE)
+            )
     FetchContent_MakeAvailable(cxxopts)
     add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} cxxopts)
     target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
             $<BUILD_INTERFACE:${cxxopts_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
-    )
+            )
     message(STATUS "Installed cxxopts version ${PLSSVM_cxxopts_VERSION}.")
-endif()
+endif ()
 
 ## try finding fast_float
 find_package(fast_float QUIET)
-if(fast_float_FOUND)
+if (fast_float_FOUND)
     message(STATUS "Found package fast_float.")
-else()
+else ()
     message(STATUS "Couldn't find package fast_float. Building from source ...")
     set(PLSSVM_fast_float_VERSION v3.4.0)
     # fetch float parsing library fast_float
     FetchContent_Declare(fast_float
-            GIT_REPOSITORY          https://github.com/fastfloat/fast_float
-            GIT_TAG                 ${PLSSVM_fast_float_VERSION}
-            GIT_SHALLOW             TRUE
+            GIT_REPOSITORY https://github.com/fastfloat/fast_float
+            GIT_TAG ${PLSSVM_fast_float_VERSION}
+            GIT_SHALLOW TRUE
+            QUIET
 
-            set(FASTFLOAT_TEST OFF CACHE BOOL "" FORCE)
-            set(FASTFLOAT_SANITIZE OFF CACHE BOOL "" FORCE)
-    )
+            set (FASTFLOAT_TEST OFF CACHE BOOL "" FORCE)
+            set (FASTFLOAT_SANITIZE OFF CACHE BOOL "" FORCE)
+            )
     FetchContent_GetProperties(fast_float)
-    if(NOT fast_float_POPULATED)
+    if (NOT fast_float_POPULATED)
         FetchContent_Populate(fast_float)
         add_subdirectory(${fast_float_SOURCE_DIR} EXCLUDE_FROM_ALL)
-    endif()
+    endif ()
     add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} fast_float)
     target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
             $<BUILD_INTERFACE:${fast_float_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
             )
     message(STATUS "Installed fast_float version ${PLSSVM_fast_float_VERSION}.")
-endif()
+endif ()
 
 ## try finding igor
 find_package(igor QUIET)
-if(igor_FOUND)
+if (igor_FOUND)
     message(STATUS "Found package igor.")
-else()
+else ()
     message(STATUS "Couldn't find package igor. Building from source ...")
     # fetch named argument library igor
     FetchContent_Declare(igor
-            GIT_REPOSITORY          https://github.com/bluescarni/igor
-            GIT_TAG                 master
-            GIT_SHALLOW             TRUE
+            GIT_REPOSITORY https://github.com/bluescarni/igor
+            GIT_TAG master
+            GIT_SHALLOW TRUE
+            QUIET
 
-            set(IGOR_BUILD_TESTS OFF CACHE BOOL "" FORCE)
-    )
+            set (IGOR_BUILD_TESTS OFF CACHE BOOL "" FORCE)
+            )
     FetchContent_GetProperties(igor)
-    if(NOT igor_POPULATED)
+    if (NOT igor_POPULATED)
         FetchContent_Populate(igor)
         add_subdirectory(${igor_SOURCE_DIR} EXCLUDE_FROM_ALL)
-    endif()
+    endif ()
     add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} igor)
     target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
             $<BUILD_INTERFACE:${igor_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
             )
-endif()
+endif ()
 
 ## try finding fmt
 find_package(fmt 8.0.0 QUIET)
-if(fmt_FOUND)
+if (fmt_FOUND)
     message(STATUS "Found package fmt.")
-else()
+else ()
     message(STATUS "Couldn't find package fmt. Building from source ...")
     set(PLSSVM_fmt_VERSION 8.1.1)
     # fetch string formatting library fmt
     FetchContent_Declare(fmt
-            GIT_REPOSITORY          https://github.com/fmtlib/fmt.git
-            GIT_TAG                 ${PLSSVM_fmt_VERSION}
-            GIT_SHALLOW             TRUE
-
-            set(FMT_TEST OFF CACHE BOOL "" FORCE)
-            set(FMT_DOC OFF CACHE BOOL "" FORCE)
-            set(FMT_INSTALL OFF CACHE BOOL "" FORCE)
-            set(FMT_SYSTEM_HEADERS ON CACHE BOOL "" FORCE)
-    )
+            GIT_REPOSITORY https://github.com/fmtlib/fmt.git
+            GIT_TAG ${PLSSVM_fmt_VERSION}
+            GIT_SHALLOW TRUE
+            QUIET
+
+            set (FMT_TEST OFF CACHE BOOL "" FORCE)
+            set (FMT_DOC OFF CACHE BOOL "" FORCE)
+            set (FMT_INSTALL OFF CACHE BOOL "" FORCE)
+            set (FMT_SYSTEM_HEADERS ON CACHE BOOL "" FORCE)
+            )
     FetchContent_MakeAvailable(fmt)
     set_property(TARGET fmt PROPERTY POSITION_INDEPENDENT_CODE ON)
     add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} fmt)
@@ -209,10 +216,11 @@ else()
     # append fmt to installed targets if build from source
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
     message(STATUS "Installed {fmt} version ${PLSSVM_fmt_VERSION}.")
-endif()
+endif ()
 set_property(TARGET ${PLSSVM_BASE_LIBRARY_NAME} PROPERTY POSITION_INDEPENDENT_CODE ON)
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 
+list(POP_BACK CMAKE_MESSAGE_INDENT)
 
 ########################################################################################################################
 ##                                                 create executables                                                 ##
@@ -235,31 +243,31 @@ list(APPEND PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_E
 ########################################################################################################################
 ## coverage analysis only possible with the Coverage CMAKE_BUILD_TYPE
 string(TOUPPER "${CMAKE_BUILD_TYPE}" uppercase_CMAKE_BUILD_TYPE)
-if(uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
+if (uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
     # must be linux
-    if(WIN32 OR APPLE)
+    if (WIN32 OR APPLE)
         message(FATAL_ERROR "Only Linux is supported for the coverage analysis.")
-    endif()
+    endif ()
     # must be GCC
-    if(NOT CMAKE_CXX_COMPILER_ID MATCHES "GNU")
+    if (NOT CMAKE_CXX_COMPILER_ID MATCHES "GNU")
         message(FATAL_ERROR "Only GCC is supported for the coverage analysis.")
-    endif()
+    endif ()
 
     message(STATUS "Enable code coverage analysis using lcov.")
 
     # Create the coverage target. Run coverage tests with 'make coverage'
     add_custom_target(coverage
-        COMMAND lcov --zerocounters  --directory .
-        COMMAND lcov --capture -d . --initial --output-file test_base.info
-        COMMAND mkdir -p coverage
-        COMMAND ${CMAKE_MAKE_PROGRAM} test || true
-        COMMAND lcov --capture -d . --output-file test_test.info
-        COMMAND lcov --add-tracefile test_base.info --add-tracefile test_test.info -o test_total.info
-        COMMAND lcov --remove  test_total.info '/usr/*' '*/build/*' '*/tests/*' -o test_clean.info
-        COMMAND genhtml test_clean.info --output-directory coverage --title "PLSSVM Test Coverage" --show-details --legend
-        BYPRODUCTS ${CMAKE_BINARY_DIR}/test_base.info ${CMAKE_BINARY_DIR}/test_test.info ${CMAKE_BINARY_DIR}/test_total.info ${CMAKE_BINARY_DIR}/test_clean.info ${CMAKE_BINARY_DIR}/coverage
-        WORKING_DIRECTORY ${CMAKE_BINARY_DIR}
-        )
+            COMMAND lcov --zerocounters --directory .
+            COMMAND lcov --capture -d . --initial --output-file test_base.info
+            COMMAND mkdir -p coverage
+            COMMAND ${CMAKE_MAKE_PROGRAM} test || true
+            COMMAND lcov --capture -d . --output-file test_test.info
+            COMMAND lcov --add-tracefile test_base.info --add-tracefile test_test.info -o test_total.info
+            COMMAND lcov --remove test_total.info '/usr/*' '*/build/*' '*/tests/*' -o test_clean.info
+            COMMAND genhtml test_clean.info --output-directory coverage --title "PLSSVM Test Coverage" --show-details --legend
+            BYPRODUCTS ${CMAKE_BINARY_DIR}/test_base.info ${CMAKE_BINARY_DIR}/test_test.info ${CMAKE_BINARY_DIR}/test_total.info ${CMAKE_BINARY_DIR}/test_clean.info ${CMAKE_BINARY_DIR}/coverage
+            WORKING_DIRECTORY ${CMAKE_BINARY_DIR}
+            )
 
     # add executables as coverage target
     add_dependencies(coverage ${PLSSVM_EXECUTABLE_TRAIN_NAME})
@@ -275,7 +283,7 @@ if(uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
             COMMAND ${CMAKE_COMMAND} -P "${CMAKE_CURRENT_SOURCE_DIR}/cmake/delete_coverage_files.cmake"
             TARGET clean_coverage
     )
-endif()
+endif ()
 
 
 ########################################################################################################################
@@ -283,16 +291,16 @@ endif()
 ########################################################################################################################
 ## the target platforms and architectures must either be set using the CMake command line option
 ## PLSSVM_TARGET_PLATFORMS or the environment variable with the same name
-if(DEFINED PLSSVM_TARGET_PLATFORMS)
+if (DEFINED PLSSVM_TARGET_PLATFORMS)
     set(PLSSVM_TARGET_PLATFORMS ${PLSSVM_TARGET_PLATFORMS} CACHE STRING "The target platforms to compile for." FORCE)
-elseif(DEFINED ENV{PLSSVM_TARGET_PLATFORMS})
+elseif (DEFINED ENV{PLSSVM_TARGET_PLATFORMS})
     set(PLSSVM_TARGET_PLATFORMS $ENV{PLSSVM_TARGET_PLATFORMS} CACHE STRING "The target platforms to compile for." FORCE)
-else()
+else ()
     # check for Python3 and all necessary libraries
     find_package(Python3 COMPONENTS Interpreter Development)
-    if(NOT Python3_FOUND)
+    if (NOT Python3_FOUND)
         message(FATAL_ERROR "Can't find Python3. Please manually specify PLSSVM_TARGET_PLATFORMS (e.g. -DPLSSVM_TARGET_PLATFORMS=\"cpu;nvidia:sm_70,sm_86;amd:gfx906;intel:skl\"!")
-    endif()
+    endif ()
 
     include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/check_python_libs.cmake)
     set(PLSSVM_TARGET_PLATFORMS_PYTHON_SCRIPT_REQUIRED_LIBS cpuinfo GPUtil pyamdgpuinfo pylspci)
@@ -308,63 +316,63 @@ else()
     )
 
     # an error occurred when running our python script
-    if(NOT ${PLSSVM_PYTHON_TARGET_PLATFORMS_EXIT_CODE} EQUAL 0)
+    if (NOT ${PLSSVM_PYTHON_TARGET_PLATFORMS_EXIT_CODE} EQUAL 0)
         message(FATAL_ERROR
-                "Error running 'utility_scripts/plssvm_target_platforms.py'."
+                "Error running '${CMAKE_CURRENT_SOURCE_DIR}/utility_scripts/plssvm_target_platforms.py'."
                 "Please manually specify PLSSVM_TARGET_PLATFORMS (e.g. -DPLSSVM_TARGET_PLATFORMS=\"cpu;nvidia:sm_70,sm_86;amd:gfx906;intel:skl\"!"
-        )
-    endif()
+                )
+    endif ()
 
     # set PLSSVM_TARGET_PLATFORMS
     string(STRIP "${PLSSVM_PYTHON_TARGET_PLATFORMS_OUTPUT}" PLSSVM_TARGET_PLATFORMS)
     message(STATUS "Automatically derived PLSSVM_TARGET_PLATFORMS=\"${PLSSVM_TARGET_PLATFORMS}\".")
-endif()
+endif ()
 
 ## PLSSVM_TARGET_PLATFORMS must not be empty
-if(PLSSVM_TARGET_PLATFORMS STREQUAL "")
+if (PLSSVM_TARGET_PLATFORMS STREQUAL "")
     message(FATAL_ERROR "PLSSVM_TARGET_PLATFORMS must not be empty!")
-endif()
+endif ()
 
 ## parse provided target platforms
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/parse_architecture_info.cmake)
 set(PLSSVM_PLATFORM_NAME_LIST "automatic")
-foreach(PLSSVM_PLATFORM ${PLSSVM_TARGET_PLATFORMS})
-    if(PLSSVM_PLATFORM MATCHES "^cpu")
+foreach (PLSSVM_PLATFORM ${PLSSVM_TARGET_PLATFORMS})
+    if (PLSSVM_PLATFORM MATCHES "^cpu")
         # parse provided CPU architectures
         parse_architecture_info(${PLSSVM_PLATFORM} PLSSVM_CPU_TARGET_ARCHS PLSSVM_NUM_CPU_TARGET_ARCHS)
-        if(PLSSVM_NUM_CPU_TARGET_ARCHS GREATER 1)
+        if (PLSSVM_NUM_CPU_TARGET_ARCHS GREATER 1)
             message(FATAL_ERROR "Target platform \"cpu\" must at most have one architecture specification!")
-        endif()
+        endif ()
         target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_HAS_CPU_TARGET)
         list(APPEND PLSSVM_PLATFORM_NAME_LIST "cpu")
-    elseif(PLSSVM_PLATFORM MATCHES "^nvidia")
+    elseif (PLSSVM_PLATFORM MATCHES "^nvidia")
         # parse provided NVIDIA GPU architectures
         parse_architecture_info(${PLSSVM_PLATFORM} PLSSVM_NVIDIA_TARGET_ARCHS PLSSVM_NUM_NVIDIA_TARGET_ARCHS)
-        if(PLSSVM_NUM_NVIDIA_TARGET_ARCHS EQUAL 0)
+        if (PLSSVM_NUM_NVIDIA_TARGET_ARCHS EQUAL 0)
             message(FATAL_ERROR "Target platform \"nvidia\" must at least have one architecture specification!")
-        endif()
+        endif ()
         target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_HAS_NVIDIA_TARGET)
         list(APPEND PLSSVM_PLATFORM_NAME_LIST "gpu_nvidia")
-    elseif(PLSSVM_PLATFORM MATCHES "^amd")
+    elseif (PLSSVM_PLATFORM MATCHES "^amd")
         # parse provided AMD GPU architectures
         parse_architecture_info(${PLSSVM_PLATFORM} PLSSVM_AMD_TARGET_ARCHS PLSSVM_NUM_AMD_TARGET_ARCHS)
-        if(PLSSVM_NUM_AMD_TARGET_ARCHS EQUAL 0)
+        if (PLSSVM_NUM_AMD_TARGET_ARCHS EQUAL 0)
             message(FATAL_ERROR "Target platform \"amd\" must at least have one architecture specification!")
-        endif()
+        endif ()
         target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_HAS_AMD_TARGET)
         list(APPEND PLSSVM_PLATFORM_NAME_LIST "gpu_amd")
-    elseif(PLSSVM_PLATFORM MATCHES "^intel")
+    elseif (PLSSVM_PLATFORM MATCHES "^intel")
         # parse provided Intel GPU architectures
         parse_architecture_info(${PLSSVM_PLATFORM} PLSSVM_INTEL_TARGET_ARCHS PLSSVM_NUM_INTEL_TARGET_ARCHS)
-        if(PLSSVM_NUM_INTEL_TARGET_ARCHS EQUAL 0)
+        if (PLSSVM_NUM_INTEL_TARGET_ARCHS EQUAL 0)
             message(FATAL_ERROR "Target platform \"intel\" must at least have one architecture specification!")
-        endif()
+        endif ()
         target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_HAS_INTEL_TARGET)
         list(APPEND PLSSVM_PLATFORM_NAME_LIST "gpu_intel")
-    else()
+    else ()
         message(FATAL_ERROR "Unrecognized target platform \"${PLSSVM_PLATFORM}\"! Must be one of: cpu nvidia amd intel")
-    endif()
-endforeach()
+    endif ()
+endforeach ()
 
 
 ########################################################################################################################
@@ -373,43 +381,43 @@ endforeach()
 ## check for OpenMP backend
 set(PLSSVM_ENABLE_OPENMP_BACKEND AUTO CACHE STRING "Enable OpenMP Backend")
 set_property(CACHE PLSSVM_ENABLE_OPENMP_BACKEND PROPERTY STRINGS AUTO ON OFF)
-if(PLSSVM_ENABLE_OPENMP_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_OPENMP_BACKEND)
+if (PLSSVM_ENABLE_OPENMP_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_OPENMP_BACKEND)
     add_subdirectory(src/plssvm/backends/OpenMP)
-endif()
+endif ()
 
 ## check for CUDA backend
 set(PLSSVM_ENABLE_CUDA_BACKEND AUTO CACHE STRING "Enable CUDA Backend")
 set_property(CACHE PLSSVM_ENABLE_CUDA_BACKEND PROPERTY STRINGS AUTO ON OFF)
-if(PLSSVM_ENABLE_CUDA_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_CUDA_BACKEND)
+if (PLSSVM_ENABLE_CUDA_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_CUDA_BACKEND)
     add_subdirectory(src/plssvm/backends/CUDA)
-endif()
+endif ()
 
 ## check for HIP backend
 set(PLSSVM_ENABLE_HIP_BACKEND AUTO CACHE STRING "Enable HIP Backend")
 set_property(CACHE PLSSVM_ENABLE_HIP_BACKEND PROPERTY STRINGS AUTO ON OFF)
-if(PLSSVM_ENABLE_HIP_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_HIP_BACKEND)
+if (PLSSVM_ENABLE_HIP_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_HIP_BACKEND)
     add_subdirectory(src/plssvm/backends/HIP)
-endif()
+endif ()
 
 ## check for OpenCL backend
 set(PLSSVM_ENABLE_OPENCL_BACKEND AUTO CACHE STRING "Enable OpenCL Backend")
 set_property(CACHE PLSSVM_ENABLE_OPENCL_BACKEND PROPERTY STRINGS AUTO ON OFF)
-if(PLSSVM_ENABLE_OPENCL_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_OPENCL_BACKEND)
+if (PLSSVM_ENABLE_OPENCL_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_OPENCL_BACKEND)
     add_subdirectory(src/plssvm/backends/OpenCL)
-endif()
+endif ()
 
 ## check for SYCL backend
 set(PLSSVM_ENABLE_SYCL_BACKEND AUTO CACHE STRING "Enable SYCL Backend")
 set_property(CACHE PLSSVM_ENABLE_SYCL_BACKEND PROPERTY STRINGS AUTO ON OFF)
-if(PLSSVM_ENABLE_SYCL_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_SYCL_BACKEND)
+if (PLSSVM_ENABLE_SYCL_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_SYCL_BACKEND)
     add_subdirectory(src/plssvm/backends/SYCL)
-endif()
+endif ()
 
 ## check if ANY backend is available/has been enabled
 get_target_property(PLSSVM_LINKED_BACKENDS ${PLSSVM_ALL_LIBRARY_NAME} INTERFACE_LINK_LIBRARIES)
-if(NOT PLSSVM_LINKED_BACKENDS)
+if (NOT PLSSVM_LINKED_BACKENDS)
     message(FATAL_ERROR "At least one backend must be available!")
-endif()
+endif ()
 
 ## link backends against executables
 target_link_libraries(${PLSSVM_EXECUTABLE_TRAIN_NAME} ${PLSSVM_ALL_LIBRARY_NAME})
@@ -422,122 +430,124 @@ target_link_libraries(${PLSSVM_EXECUTABLE_SCALE_NAME} ${PLSSVM_ALL_LIBRARY_NAME}
 ########################################################################################################################
 ## add assert option
 option(PLSSVM_ENABLE_ASSERTS "Enables PLSSVM asserts even if NDEBUG is set." OFF)
-if(PLSSVM_ENABLE_ASSERTS)
+if (PLSSVM_ENABLE_ASSERTS)
     message(STATUS "Enable additional debugging assertions.")
     target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_ENABLE_ASSERTS)
-endif()
+endif ()
 
 ## set specific thread block sizes if requested
-if(DEFINED ENV{PLSSVM_THREAD_BLOCK_SIZE})
+if (DEFINED ENV{PLSSVM_THREAD_BLOCK_SIZE})
     set(PLSSVM_THREAD_BLOCK_SIZE $ENV{PLSSVM_THREAD_BLOCK_SIZE} CACHE STRING "The used thread block size." FORCE)
-endif()
-if(DEFINED PLSSVM_THREAD_BLOCK_SIZE)
+endif ()
+if (DEFINED PLSSVM_THREAD_BLOCK_SIZE)
     if (PLSSVM_THREAD_BLOCK_SIZE MATCHES "^[0-9]+$" AND PLSSVM_THREAD_BLOCK_SIZE GREATER 0)
         message(STATUS "Set THREAD_BLOCK_SIZE to ${PLSSVM_THREAD_BLOCK_SIZE}.")
         # add target definition
         target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_THREAD_BLOCK_SIZE=${PLSSVM_THREAD_BLOCK_SIZE})
-    else()
+    else ()
         message(SEND_ERROR "PLSSVM_THREAD_BLOCK_SIZE must be an integer greater than 0 but is \"${PLSSVM_THREAD_BLOCK_SIZE}\"!")
-    endif()
-endif()
+    endif ()
+endif ()
 
 ## set specific internal block sizes of requested
-if(DEFINED ENV{PLSSVM_INTERNAL_BLOCK_SIZE})
+if (DEFINED ENV{PLSSVM_INTERNAL_BLOCK_SIZE})
     set(PLSSVM_INTERNAL_BLOCK_SIZE $ENV{PLSSVM_INTERNAL_BLOCK_SIZE} CACHE STRING "The used internal block size." FORCE)
-endif()
-if(DEFINED PLSSVM_INTERNAL_BLOCK_SIZE)
+endif ()
+if (DEFINED PLSSVM_INTERNAL_BLOCK_SIZE)
     if (PLSSVM_INTERNAL_BLOCK_SIZE MATCHES "^[0-9]+$" AND PLSSVM_INTERNAL_BLOCK_SIZE GREATER 0)
         message(STATUS "Set INTERNAL_BLOCK_SIZE to ${PLSSVM_INTERNAL_BLOCK_SIZE}.")
         # add target definition
         target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_INTERNAL_BLOCK_SIZE=${PLSSVM_INTERNAL_BLOCK_SIZE})
-    else()
+    else ()
         message(SEND_ERROR "PLSSVM_INTERNAL_BLOCK_SIZE must be an integer greater than 0 but is \"${PLSSVM_INTERNAL_BLOCK_SIZE}\"!")
-    endif()
-endif()
+    endif ()
+endif ()
 
-## set specific internal block sizes of requested
-if(DEFINED ENV{PLSSVM_OPENMP_BLOCK_SIZE})
+## set specific OpenMP block sizes of requested
+if (DEFINED ENV{PLSSVM_OPENMP_BLOCK_SIZE})
     set(PLSSVM_OPENMP_BLOCK_SIZE $ENV{PLSSVM_OPENMP_BLOCK_SIZE} CACHE STRING "The used block size for the OpenMP kernel." FORCE)
-endif()
-if(DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
+endif ()
+if (DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
     if (PLSSVM_OPENMP_BLOCK_SIZE MATCHES "^[0-9]+$" AND PLSSVM_OPENMP_BLOCK_SIZE GREATER 0)
         message(STATUS "Set PLSSVM_OPENMP_BLOCK_SIZE to ${PLSSVM_OPENMP_BLOCK_SIZE}.")
         # add target definition
         target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_OPENMP_BLOCK_SIZE=${PLSSVM_OPENMP_BLOCK_SIZE})
-    else()
+    else ()
         message(SEND_ERROR "PLSSVM_OPENMP_BLOCK_SIZE must be an integer greater than 0 but is \"${PLSSVM_OPENMP_BLOCK_SIZE}\"!")
-    endif()
-endif()
+    endif ()
+endif ()
 
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
 ## enable Link Time Optimization (LTO)
 option(PLSSVM_ENABLE_LTO "Enable Link Time Optimizations." ON)
-if(PLSSVM_ENABLE_LTO)
+if (PLSSVM_ENABLE_LTO)
     include(CheckIPOSupported)
     check_ipo_supported(RESULT PLSSVM_LTO_SUPPORTED LANGUAGES CXX)
-    if(PLSSVM_LTO_SUPPORTED)
+    if (PLSSVM_LTO_SUPPORTED)
         message(STATUS "Interprocedural optimization (IPO/LTO) enabled.")
         set_property(TARGET ${PLSSVM_EXECUTABLE_TRAIN_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
         set_property(TARGET ${PLSSVM_EXECUTABLE_PREDICT_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
         set_property(TARGET ${PLSSVM_EXECUTABLE_SCALE_NAME} PROPERTY INTERPROCEDURAL_OPTIMIZATION TRUE)
-    else()
+    else ()
         message(STATUS "Interprocedural optimization (IPO/LTO) not supported.")
-    endif()
-endif()
+    endif ()
+endif ()
 
 
 ########################################################################################################################
 ##                                    enable documentation generation via doxygen                                     ##
 ########################################################################################################################
 option(PLSSVM_ENABLE_DOCUMENTATION "Build documentation using doxygen." OFF)
-if(PLSSVM_ENABLE_DOCUMENTATION)
+if (PLSSVM_ENABLE_DOCUMENTATION)
     add_subdirectory(docs)
-endif()
+endif ()
 
 
 ########################################################################################################################
 ##                                           enable testing via google test                                           ##
 ########################################################################################################################
 option(PLSSVM_ENABLE_TESTING "Build tests for all backends." ON)
-if(PLSSVM_ENABLE_TESTING)
+if (PLSSVM_ENABLE_TESTING)
     enable_testing()
     add_subdirectory(tests)
-endif()
+endif ()
 
 
 ########################################################################################################################
 ##                                            print short (backend) summary                                           ##
 ########################################################################################################################
+message(STATUS "")
 message(STATUS "Enabled backends with respective targets:")
 set(PLSSVM_BACKEND_NAME_LIST "automatic")
-if(TARGET ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
+if (TARGET ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
     message(STATUS "${PLSSVM_OPENMP_BACKEND_SUMMARY_STRING}")
     list(APPEND PLSSVM_BACKEND_NAME_LIST "openmp")
-endif()
-if(TARGET ${PLSSVM_CUDA_BACKEND_LIBRARY_NAME})
+endif ()
+if (TARGET ${PLSSVM_CUDA_BACKEND_LIBRARY_NAME})
     message(STATUS "${PLSSVM_CUDA_BACKEND_SUMMARY_STRING}")
     list(APPEND PLSSVM_BACKEND_NAME_LIST "cuda")
-endif()
-if(TARGET ${PLSSVM_HIP_BACKEND_LIBRARY_NAME})
+endif ()
+if (TARGET ${PLSSVM_HIP_BACKEND_LIBRARY_NAME})
     message(STATUS "${PLSSVM_HIP_BACKEND_SUMMARY_STRING}")
     list(APPEND PLSSVM_BACKEND_NAME_LIST "hip")
-endif()
-if(TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
+endif ()
+if (TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
     message(STATUS "${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING}")
     list(APPEND PLSSVM_BACKEND_NAME_LIST "opencl")
-endif()
-if(TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
-    foreach(SUMMARY_STRING ${PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS})
+endif ()
+if (TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
+    foreach (SUMMARY_STRING ${PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS})
         message(STATUS "${SUMMARY_STRING}")
-    endforeach()
+    endforeach ()
     list(APPEND PLSSVM_BACKEND_NAME_LIST "sycl")
-endif()
+endif ()
+message(STATUS "")
 
 
 ########################################################################################################################
-##                                               configure version file                                               ##
+##                                      configure version and git metadata files                                      ##
 ########################################################################################################################
 message(STATUS "Configuring version and git metadata.")
 set(PRE_CONFIGURE_FILE "${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp.in")
@@ -554,10 +564,11 @@ configure_file(
 ########################################################################################################################
 ##                                                 generate man pages                                                 ##
 ########################################################################################################################
+message(STATUS "Generating manpage files.")
 string(REPLACE ";" "|" PLSSVM_PLATFORM_NAME_LIST "${PLSSVM_PLATFORM_NAME_LIST}")
 string(REPLACE ";" "|" PLSSVM_BACKEND_NAME_LIST "${PLSSVM_BACKEND_NAME_LIST}")
 string(REPLACE ";" "|" PLSSVM_SYCL_BACKEND_NAME_LIST "${PLSSVM_SYCL_BACKEND_NAME_LIST}")
-if(TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
+if (TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
     set(PLSSVM_SYCL_IMPLEMENTATION_TYPE_MANPAGE_ENTRY "
 .TP
 .B --sycl_implementation_type
@@ -568,7 +579,7 @@ choose the SYCL implementation to be used in the SYCL backend: ${PLSSVM_SYCL_BAC
 .B --sycl_kernel_invocation_type
 choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical (default: automatic)
 ")
-endif()
+endif ()
 set(PLSSVM_SYCL_MANPAGE_ENTRY "${PLSSVM_SYCL_KERNEL_INVOCATION_TYPE_MANPAGE_ENTRY}${PLSSVM_SYCL_IMPLEMENTATION_TYPE_MANPAGE_ENTRY}")
 configure_file(
         ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-train.1.in
@@ -593,24 +604,24 @@ install(TARGETS ${PLSSVM_TARGETS_TO_INSTALL}
         ARCHIVE DESTINATION ${CMAKE_INSTALL_LIBDIR}  # all files that are neither executables, shared lib or headers
         LIBRARY DESTINATION ${CMAKE_INSTALL_LIBDIR}  # all shared lib files
         RUNTIME DESTINATION ${CMAKE_INSTALL_BINDIR}  # all executables
-)
+        )
 
 ## mark header to install via 'make install'
 install(DIRECTORY "${CMAKE_CURRENT_SOURCE_DIR}/include/"
         DESTINATION "${CMAKE_INSTALL_INCLUDEDIR}"
-)
+        )
 ## only mark fmt headers to install if build via FetchContent
-if(NOT fmt_FOUND)
+if (NOT fmt_FOUND)
     install(DIRECTORY "${fmt_SOURCE_DIR}/include/"
             DESTINATION "${CMAKE_INSTALL_INCLUDEDIR}"
-    )
-endif()
+            )
+endif ()
 ## mark man pages to install
 install(FILES ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-train.1
-              ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-predict.1
-              ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-scale.1
+        ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-predict.1
+        ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-scale.1
         DESTINATION "${CMAKE_INSTALL_MANDIR}/man1"
-)
+        )
 
 ## manage version comparison
 include(CMakePackageConfigHelpers)
@@ -632,10 +643,10 @@ install(EXPORT plssvm_Targets
         FILE plssvmTargets.cmake
         NAMESPACE plssvm::
         DESTINATION ${CMAKE_INSTALL_DATAROOTDIR}/plssvm/cmake
-)
+        )
 
 ## create file containing the build configuration and version information
 install(FILES "${PROJECT_BINARY_DIR}/plssvmConfig.cmake"
         "${PROJECT_BINARY_DIR}/plssvmConfigVersion.cmake"
         DESTINATION ${CMAKE_INSTALL_DATAROOTDIR}/plssvm/cmake
-)
+        )
diff --git a/cmake/add_custom_build_type.cmake b/cmake/add_custom_build_type.cmake
index 9492966ba..dfbbad146 100644
--- a/cmake/add_custom_build_type.cmake
+++ b/cmake/add_custom_build_type.cmake
@@ -8,24 +8,24 @@
 SET(CMAKE_CXX_FLAGS_COVERAGE
         "${CMAKE_CXX_FLAGS_DEBUG} -fprofile-arcs -ftest-coverage"
         CACHE STRING "Flags used by the C++ compiler during coverage builds."
-        FORCE )
+        FORCE)
 SET(CMAKE_C_FLAGS_COVERAGE
         "${CMAKE_C_FLAGS_DEBUG} -fprofile-arcs -ftest-coverage"
         CACHE STRING "Flags used by the C compiler during coverage builds."
-        FORCE )
+        FORCE)
 SET(CMAKE_EXE_LINKER_FLAGS_COVERAGE
         "${CMAKE_EXE_LINKER_FLAGS_DEBUG} -fprofile-arcs -ftest-coverage -lgcov"
         CACHE STRING "Flags used for linking binaries during coverage builds."
-        FORCE )
+        FORCE)
 SET(CMAKE_SHARED_LINKER_FLAGS_COVERAGE
         "${CMAKE_SHARED_LINKER_FLAGS_DEBUG} -fprofile-arcs -ftest-coverage -lgcov"
         CACHE STRING "Flags used by the shared libraries linker during coverage builds."
-        FORCE )
+        FORCE)
 MARK_AS_ADVANCED(
         CMAKE_CXX_FLAGS_COVERAGE
         CMAKE_C_FLAGS_COVERAGE
         CMAKE_EXE_LINKER_FLAGS_COVERAGE
-        CMAKE_SHARED_LINKER_FLAGS_COVERAGE )
+        CMAKE_SHARED_LINKER_FLAGS_COVERAGE)
 
 # update the documentation string of CMAKE_BUILD_TYPE for GUIs
 set(CMAKE_BUILD_TYPE "${CMAKE_BUILD_TYPE}" CACHE STRING
@@ -35,10 +35,10 @@ set_property(CACHE CMAKE_BUILD_TYPE PROPERTY STRINGS
         "Debug" "Release" "RelWithDebInfo" "MinSizeRel" "Coverage")
 
 # update CMAKE_CONFIGURATION_TYPES
-if(CMAKE_CONFIGURATION_TYPES)
+if (CMAKE_CONFIGURATION_TYPES)
     list(APPEND CMAKE_CONFIGURATION_TYPES Coverage)
     list(REMOVE_DUPLICATES CMAKE_CONFIGURATION_TYPES)
     set(CMAKE_CONFIGURATION_TYPES "${CMAKE_CONFIGURATION_TYPES}" CACHE STRING
             "Available configuration types."
             FORCE)
-endif()
+endif ()
diff --git a/cmake/assemble_summary_string.cmake b/cmake/assemble_summary_string.cmake
index d4c31d6c7..7aa4b8d63 100644
--- a/cmake/assemble_summary_string.cmake
+++ b/cmake/assemble_summary_string.cmake
@@ -6,26 +6,26 @@
 
 function(assemble_summary_string out_var)
     set(PLSSVM_SUMMARY_STRING_ASSEMBLE "")
-    if(DEFINED PLSSVM_CPU_TARGET_ARCHS)
+    if (DEFINED PLSSVM_CPU_TARGET_ARCHS)
         # add cpu platform
-        if(PLSSVM_NUM_CPU_TARGET_ARCHS EQUAL 0)
+        if (PLSSVM_NUM_CPU_TARGET_ARCHS EQUAL 0)
             string(APPEND PLSSVM_SUMMARY_STRING_ASSEMBLE " cpu,")
-        else()
+        else ()
             string(APPEND PLSSVM_SUMMARY_STRING_ASSEMBLE " cpu (${PLSSVM_CPU_TARGET_ARCHS}),")
-        endif()
-    endif()
-    if(DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
+        endif ()
+    endif ()
+    if (DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
         # add nvidia platform
         string(APPEND PLSSVM_SUMMARY_STRING_ASSEMBLE " nvidia (${PLSSVM_NVIDIA_TARGET_ARCHS}),")
-    endif()
-    if(DEFINED PLSSVM_AMD_TARGET_ARCHS)
+    endif ()
+    if (DEFINED PLSSVM_AMD_TARGET_ARCHS)
         # add amd platform
         string(APPEND PLSSVM_SUMMARY_STRING_ASSEMBLE " amd (${PLSSVM_AMD_TARGET_ARCHS}),")
-    endif()
-    if(DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+    endif ()
+    if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
         # add intel platform
         string(APPEND PLSSVM_SUMMARY_STRING_ASSEMBLE " intel (${PLSSVM_INTEL_TARGET_ARCHS}),")
-    endif()
+    endif ()
     # remove last comma
     string(REGEX REPLACE ",$" "" PLSSVM_SUMMARY_STRING_ASSEMBLE "${PLSSVM_SUMMARY_STRING_ASSEMBLE}")
     set(${out_var} "${PLSSVM_SUMMARY_STRING_ASSEMBLE}" PARENT_SCOPE)
diff --git a/cmake/check_python_libs.cmake b/cmake/check_python_libs.cmake
index f252a328e..67c4c37e4 100644
--- a/cmake/check_python_libs.cmake
+++ b/cmake/check_python_libs.cmake
@@ -5,7 +5,7 @@
 ########################################################################################################################
 
 function(check_python_libs required_libraries error_string)
-    foreach(PLSSVM_PYTHON_LIB ${required_libraries})
+    foreach (PLSSVM_PYTHON_LIB ${required_libraries})
         # search for Python package
         execute_process(
                 COMMAND ${Python3_EXECUTABLE} -c "import ${PLSSVM_PYTHON_LIB}"
@@ -13,12 +13,12 @@ function(check_python_libs required_libraries error_string)
                 OUTPUT_QUIET)
 
         # emit error if package couldn't be found
-        if(NOT ${PLSSVM_PYTHON_LIB_EXIT_CODE} EQUAL 0)
+        if (NOT ${PLSSVM_PYTHON_LIB_EXIT_CODE} EQUAL 0)
             message(FATAL_ERROR
                     "The '${PLSSVM_PYTHON_LIB}' Python3 package is not installed. "
                     "Please install it using the following command: '${Python3_EXECUTABLE} -m pip install ${PLSSVM_PYTHON_LIB}'\n "
                     "${error_string}"
                     )
-        endif()
-    endforeach()
+        endif ()
+    endforeach ()
 endfunction()
\ No newline at end of file
diff --git a/cmake/git_watcher.cmake b/cmake/git_watcher.cmake
index c3725a0c3..3918dd2db 100644
--- a/cmake/git_watcher.cmake
+++ b/cmake/git_watcher.cmake
@@ -59,17 +59,17 @@ endmacro()
 
 # Check that a required variable is set.
 macro(CHECK_REQUIRED_VARIABLE var_name)
-    if(NOT DEFINED ${var_name})
+    if (NOT DEFINED ${var_name})
         message(FATAL_ERROR "The \"${var_name}\" variable must be defined.")
-    endif()
+    endif ()
     PATH_TO_ABSOLUTE(${var_name})
 endmacro()
 
 # Check that an optional variable is set, or, set it to a default value.
 macro(CHECK_OPTIONAL_VARIABLE_NOPATH var_name default_value)
-    if(NOT DEFINED ${var_name})
+    if (NOT DEFINED ${var_name})
         set(${var_name} ${default_value})
-    endif()
+    endif ()
 endmacro()
 
 # Check that an optional variable is set, or, set it to a default value.
@@ -88,9 +88,9 @@ CHECK_OPTIONAL_VARIABLE_NOPATH(GIT_IGNORE_UNTRACKED FALSE)
 
 # Check the optional git variable.
 # If it's not set, we'll try to find it using the CMake packaging system.
-if(NOT DEFINED GIT_EXECUTABLE)
+if (NOT DEFINED GIT_EXECUTABLE)
     find_package(Git QUIET REQUIRED)
-endif()
+endif ()
 CHECK_REQUIRED_VARIABLE(GIT_EXECUTABLE)
 
 
@@ -112,7 +112,6 @@ set(_state_variable_names
         )
 
 
-
 # Macro: RunGitCommand
 # Description: short-hand macro for calling a git function. Outputs are the
 #              "exit_code" and "output" variables. The "_permit_git_failure"
@@ -126,7 +125,7 @@ macro(RunGitCommand)
             OUTPUT_VARIABLE output
             ERROR_VARIABLE stderr
             OUTPUT_STRIP_TRAILING_WHITESPACE)
-    if(NOT exit_code EQUAL 0 AND NOT _permit_git_failure)
+    if (NOT exit_code EQUAL 0 AND NOT _permit_git_failure)
         set(ENV{GIT_RETRIEVED_STATE} "false")
 
         # Issue 26: git info not properly set
@@ -135,15 +134,14 @@ macro(RunGitCommand)
         # Most methods have a fall-back default value that's used in case of non-zero
         # exit codes. If you're feeling risky, disable this safety check and use
         # those default values.
-        if(GIT_FAIL_IF_NONZERO_EXIT)
+        if (GIT_FAIL_IF_NONZERO_EXIT)
             string(REPLACE ";" " " args_with_spaces "${ARGV}")
             message(FATAL_ERROR "${stderr} (${GIT_EXECUTABLE} ${args_with_spaces})")
-        endif()
-    endif()
+        endif ()
+    endif ()
 endmacro()
 
 
-
 # Function: GetGitState
 # Description: gets the current state of the git repo.
 # Args:
@@ -157,91 +155,91 @@ function(GetGitState _working_dir)
     # Get whether or not the working tree is dirty.
     if (GIT_IGNORE_UNTRACKED)
         set(untracked_flag "-uno")
-    else()
+    else ()
         set(untracked_flag "-unormal")
-    endif()
+    endif ()
     RunGitCommand(status --porcelain ${untracked_flag})
-    if(NOT exit_code EQUAL 0)
+    if (NOT exit_code EQUAL 0)
         set(ENV{GIT_IS_DIRTY} "false")
-    else()
-        if(NOT "${output}" STREQUAL "")
+    else ()
+        if (NOT "${output}" STREQUAL "")
             set(ENV{GIT_IS_DIRTY} "true")
-        else()
+        else ()
             set(ENV{GIT_IS_DIRTY} "false")
-        endif()
-    endif()
+        endif ()
+    endif ()
 
     # There's a long list of attributes grabbed from git show.
     set(object HEAD)
     RunGitCommand(show -s "--format=%H" ${object})
-    if(exit_code EQUAL 0)
+    if (exit_code EQUAL 0)
         set(ENV{GIT_HEAD_SHA1} ${output})
-    endif()
+    endif ()
 
     RunGitCommand(show -s "--format=%an" ${object})
-    if(exit_code EQUAL 0)
+    if (exit_code EQUAL 0)
         set(ENV{GIT_AUTHOR_NAME} "${output}")
-    endif()
+    endif ()
 
     RunGitCommand(show -s "--format=%ae" ${object})
-    if(exit_code EQUAL 0)
+    if (exit_code EQUAL 0)
         set(ENV{GIT_AUTHOR_EMAIL} "${output}")
-    endif()
+    endif ()
 
     RunGitCommand(show -s "--format=%ci" ${object})
-    if(exit_code EQUAL 0)
+    if (exit_code EQUAL 0)
         set(ENV{GIT_COMMIT_DATE_ISO8601} "${output}")
-    endif()
+    endif ()
 
     RunGitCommand(show -s "--format=%s" ${object})
-    if(exit_code EQUAL 0)
+    if (exit_code EQUAL 0)
         # Escape \
         string(REPLACE "\\" "\\\\" output "${output}")
         # Escape quotes
         string(REPLACE "\"" "\\\"" output "${output}")
         set(ENV{GIT_COMMIT_SUBJECT} "${output}")
-    endif()
+    endif ()
 
     RunGitCommand(show -s "--format=%b" ${object})
-    if(exit_code EQUAL 0)
-        if(output)
+    if (exit_code EQUAL 0)
+        if (output)
             # Escape \
             string(REPLACE "\\" "\\\\" output "${output}")
             # Escape quotes
             string(REPLACE "\"" "\\\"" output "${output}")
             # Escape line breaks in the commit message.
             string(REPLACE "\r\n" "\\r\\n\\\r\n" safe "${output}")
-            if(safe STREQUAL output)
+            if (safe STREQUAL output)
                 # Didn't have windows lines - try unix lines.
                 string(REPLACE "\n" "\\n\\\n" safe "${output}")
-            endif()
-        else()
+            endif ()
+        else ()
             # There was no commit body - set the safe string to empty.
             set(safe "")
-        endif()
+        endif ()
         set(ENV{GIT_COMMIT_BODY} "${safe}")
-    else()
+    else ()
         set(ENV{GIT_COMMIT_BODY} "") # empty string.
-    endif()
+    endif ()
 
     # Get output of git describe
     RunGitCommand(describe --always ${object})
-    if(NOT exit_code EQUAL 0)
+    if (NOT exit_code EQUAL 0)
         set(ENV{GIT_DESCRIBE} "") # empty string.
-    else()
+    else ()
         set(ENV{GIT_DESCRIBE} "${output}")
-    endif()
+    endif ()
 
     # Convert HEAD to a symbolic ref. This can fail, in which case we just
     # set that variable to HEAD.
     set(_permit_git_failure ON)
     RunGitCommand(symbolic-ref --short -q ${object})
     unset(_permit_git_failure)
-    if(NOT exit_code EQUAL 0)
+    if (NOT exit_code EQUAL 0)
         set(ENV{GIT_BRANCH} "${object}")
-    else()
+    else ()
         set(ENV{GIT_BRANCH} "${output}")
-    endif()
+    endif ()
 
     # >>>
     # 2. Additional git properties can be added here via the
@@ -249,42 +247,39 @@ function(GetGitState _working_dir)
     #    the environment using the same variable name you added
     #    to the "_state_variable_names" list.
     RunGitCommand(config --get remote.origin.url)
-    if(NOT exit_code EQUAL 0)
+    if (NOT exit_code EQUAL 0)
         set(ENV{GIT_REMOTE_URL} "") # empty string.
-    else()
+    else ()
         set(ENV{GIT_REMOTE_URL} "${output}")
-    endif()
+    endif ()
 
 endfunction()
 
 
-
 # Function: GitStateChangedAction
 # Description: this function is executed when the state of the git
 #              repository changes (e.g. a commit is made).
 function(GitStateChangedAction)
-    foreach(var_name ${_state_variable_names})
+    foreach (var_name ${_state_variable_names})
         set(${var_name} $ENV{${var_name}})
-    endforeach()
+    endforeach ()
     configure_file("${PRE_CONFIGURE_FILE}" "${POST_CONFIGURE_FILE}" @ONLY)
 endfunction()
 
 
-
 # Function: HashGitState
 # Description: loop through the git state variables and compute a unique hash.
 # Args:
 #   _state (out)  string; a hash computed from the current git state.
 function(HashGitState _state)
     set(ans "")
-    foreach(var_name ${_state_variable_names})
+    foreach (var_name ${_state_variable_names})
         string(SHA256 ans "${ans}$ENV{${var_name}}")
-    endforeach()
+    endforeach ()
     set(${_state} ${ans} PARENT_SCOPE)
 endfunction()
 
 
-
 # Function: CheckGit
 # Description: check if the git repo has changed. If so, update the state file.
 # Args:
@@ -308,14 +303,14 @@ function(CheckGit _working_dir _state_changed)
     string(SHA256 state "${preconfig_hash}${state}")
 
     # Check if the state has changed compared to the backup on disk.
-    if(EXISTS "${GIT_STATE_FILE}")
+    if (EXISTS "${GIT_STATE_FILE}")
         file(READ "${GIT_STATE_FILE}" OLD_HEAD_CONTENTS)
-        if(OLD_HEAD_CONTENTS STREQUAL "${state}")
+        if (OLD_HEAD_CONTENTS STREQUAL "${state}")
             # State didn't change.
             set(${_state_changed} "false" PARENT_SCOPE)
             return()
-        endif()
-    endif()
+        endif ()
+    endif ()
 
     # The state has changed.
     # We need to update the state file on disk.
@@ -325,7 +320,6 @@ function(CheckGit _working_dir _state_changed)
 endfunction()
 
 
-
 # Function: SetupGitMonitoring
 # Description: this function sets up custom commands that make the build system
 #              check the state of git before every build. If the state has
@@ -352,22 +346,21 @@ function(SetupGitMonitoring)
 endfunction()
 
 
-
 # Function: Main
 # Description: primary entry-point to the script. Functions are selected based
 #              on whether it's configure or build time.
 function(Main)
-    if(_BUILD_TIME_CHECK_GIT)
+    if (_BUILD_TIME_CHECK_GIT)
         # Check if the repo has changed.
         # If so, run the change action.
         CheckGit("${GIT_WORKING_DIR}" changed)
-        if(changed OR NOT EXISTS "${POST_CONFIGURE_FILE}")
+        if (changed OR NOT EXISTS "${POST_CONFIGURE_FILE}")
             GitStateChangedAction()
-        endif()
-    else()
+        endif ()
+    else ()
         # >> Executes at configure time.
         SetupGitMonitoring()
-    endif()
+    endif ()
 endfunction()
 
 # And off we go...
diff --git a/cmake/parse_architecture_info.cmake b/cmake/parse_architecture_info.cmake
index 585182e8c..0d92c2f9d 100644
--- a/cmake/parse_architecture_info.cmake
+++ b/cmake/parse_architecture_info.cmake
@@ -5,23 +5,23 @@
 ########################################################################################################################
 
 function(parse_architecture_info target_platform target_archs num_archs)
-  # transform platforms to list (e.g "nvidia:sm_70,sm_80" -> "nvidia;sm_70,sm_80")
-  string(REPLACE ":" ";" ARCH_LIST ${target_platform})
-  # remove platform from list (e.g. "nvidia;sm_70,sm_80" -> "sm_70,sm_80")
-  list(POP_FRONT ARCH_LIST)
+    # transform platforms to list (e.g "nvidia:sm_70,sm_80" -> "nvidia;sm_70,sm_80")
+    string(REPLACE ":" ";" ARCH_LIST ${target_platform})
+    # remove platform from list (e.g. "nvidia;sm_70,sm_80" -> "sm_70,sm_80")
+    list(POP_FRONT ARCH_LIST)
 
-  if(ARCH_LIST STREQUAL "")
-    # immediately return if architecture list is empty
-    set(${target_archs} "" PARENT_SCOPE)
-    set(${num_archs} 0 PARENT_SCOPE)
-  else()
-    # transform architectures to list and set output-variable (e.g. "sm_70,sm_80" -> "sm_70;sm_80")
-    string(REPLACE "," ";" ARCH_LIST ${ARCH_LIST})
-    set(${target_archs} ${ARCH_LIST} PARENT_SCOPE)
+    if (ARCH_LIST STREQUAL "")
+        # immediately return if architecture list is empty
+        set(${target_archs} "" PARENT_SCOPE)
+        set(${num_archs} 0 PARENT_SCOPE)
+    else ()
+        # transform architectures to list and set output-variable (e.g. "sm_70,sm_80" -> "sm_70;sm_80")
+        string(REPLACE "," ";" ARCH_LIST ${ARCH_LIST})
+        set(${target_archs} ${ARCH_LIST} PARENT_SCOPE)
 
-    # get number of architectures and set output-variable (e.g. "sm_70;sm_80" -> 2)
-    list(LENGTH ARCH_LIST LEN)
-    set(${num_archs} ${LEN} PARENT_SCOPE)
-  endif()
+        # get number of architectures and set output-variable (e.g. "sm_70;sm_80" -> 2)
+        list(LENGTH ARCH_LIST LEN)
+        set(${num_archs} ${LEN} PARENT_SCOPE)
+    endif ()
 endfunction()
 
diff --git a/docs/CMakeLists.txt b/docs/CMakeLists.txt
index fee4ff470..a9b4145df 100644
--- a/docs/CMakeLists.txt
+++ b/docs/CMakeLists.txt
@@ -4,6 +4,8 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+list(APPEND CMAKE_MESSAGE_INDENT "Documentation:  ")
+
 ########################################################################################################################
 ##                                     setup documentation generation with doxygen                                    ##
 ########################################################################################################################
@@ -60,4 +62,6 @@ add_custom_command(
         POST_BUILD
         COMMAND ${CMAKE_COMMAND} -P "${PROJECT_SOURCE_DIR}/cmake/create_documentation_shortcut.cmake"
         WORKING_DIRECTORY "${CMAKE_CURRENT_LIST_DIR}"
-)
\ No newline at end of file
+)
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
\ No newline at end of file
diff --git a/src/plssvm/backends/CUDA/CMakeLists.txt b/src/plssvm/backends/CUDA/CMakeLists.txt
index daf7df3d6..3b2867eec 100644
--- a/src/plssvm/backends/CUDA/CMakeLists.txt
+++ b/src/plssvm/backends/CUDA/CMakeLists.txt
@@ -4,29 +4,31 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+list(APPEND CMAKE_MESSAGE_INDENT "CUDA:  ")
+
 # check if CUDA can be enabled
 message(CHECK_START "Checking for CUDA backend")
 
 include(CheckLanguage)
 check_language(CUDA)
 
-if(NOT CMAKE_CUDA_COMPILER)
+if (NOT CMAKE_CUDA_COMPILER)
     message(CHECK_FAIL "not found")
-    if(PLSSVM_ENABLE_CUDA_BACKEND MATCHES "ON")
+    if (PLSSVM_ENABLE_CUDA_BACKEND MATCHES "ON")
         message(SEND_ERROR "Cannot find requested backend: CUDA!")
-    endif()
+    endif ()
     return()
-else()
-    if(NOT DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
-        if(PLSSVM_ENABLE_CUDA_BACKEND MATCHES "ON")
+else ()
+    if (NOT DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
+        if (PLSSVM_ENABLE_CUDA_BACKEND MATCHES "ON")
             message(SEND_ERROR "Found requested CUDA backend, but no \"nvidia\" targets were specified!")
-        else()
+        else ()
             message(STATUS "Found CUDA backend, but no \"nvidia\" targets were specified!")
-        endif()
+        endif ()
         message(CHECK_FAIL "skipped")
         return()
-    endif()
-endif()
+    endif ()
+endif ()
 message(CHECK_PASS "found")
 
 enable_language(CUDA)
@@ -35,33 +37,33 @@ enable_language(CUDA)
 set(CMAKE_CUDA_STANDARD 17)
 set(CMAKE_CUDA_STANDARD_REQUIRED ON)
 
-if(CMAKE_CUDA_COMPILER_ID STREQUAL "NVIDIA")
+if (CMAKE_CUDA_COMPILER_ID STREQUAL "NVIDIA")
     # use nvcc to compile CUDA code
-    set(CMAKE_CUDA_FLAGS_DEBUG "${CMAKE_CUDA_FLAGS_DEBUG} -lineinfo -Xptxas=-v -Xptxas -dlcm=cg" )
+    set(CMAKE_CUDA_FLAGS_DEBUG "${CMAKE_CUDA_FLAGS_DEBUG} -lineinfo -Xptxas=-v -Xptxas -dlcm=cg")
     set(CMAKE_CUDA_FLAGS_RELEASE "${CMAKE_CUDA_FLAGS} -O3 --use_fast_math -Wno-attributes")
-elseif(CMAKE_CUDA_COMPILER_ID STREQUAL "Clang")
+elseif (CMAKE_CUDA_COMPILER_ID STREQUAL "Clang")
     # use clang to compile CUDA code
     set(CMAKE_CUDA_FLAGS_RELEASE "${CMAKE_CUDA_FLAGS} -O3 -ffast-math")
-endif()
+endif ()
 
 # explicitly set sources
 set(PLSSVM_CUDA_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cu
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cu
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cu
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/predict_kernel.cu
-    ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cu
-    ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cu
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cu
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cu
+        ${CMAKE_CURRENT_LIST_DIR}/csvm.cu
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/predict_kernel.cu
+        ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cu
+        ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cu
+        ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
+        )
 
 # set target properties
 set_local_and_parent(PLSSVM_CUDA_BACKEND_LIBRARY_NAME plssvm-CUDA)
 add_library(${PLSSVM_CUDA_BACKEND_LIBRARY_NAME} SHARED ${PLSSVM_CUDA_SOURCES})
-if(CMAKE_CUDA_COMPILER_ID STREQUAL "NVIDIA")
+if (CMAKE_CUDA_COMPILER_ID STREQUAL "NVIDIA")
     set_target_properties(${PLSSVM_CUDA_BACKEND_LIBRARY_NAME} PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
-endif()
+endif ()
 
 # prepare architectures for CMake's CUDA_ARCHITECTURES
 list(TRANSFORM PLSSVM_NVIDIA_TARGET_ARCHS REPLACE "sm_" "")
@@ -85,4 +87,6 @@ set(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_TARGETS_TO_INSTALL} PARENT_SCOPE)
 
 # generate summary string
 list(TRANSFORM PLSSVM_NVIDIA_TARGET_ARCHS PREPEND "sm_")
-set(PLSSVM_CUDA_BACKEND_SUMMARY_STRING " - CUDA: nvidia (${PLSSVM_NVIDIA_TARGET_ARCHS})" PARENT_SCOPE)
\ No newline at end of file
+set(PLSSVM_CUDA_BACKEND_SUMMARY_STRING " - CUDA: nvidia (${PLSSVM_NVIDIA_TARGET_ARCHS})" PARENT_SCOPE)
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
\ No newline at end of file
diff --git a/src/plssvm/backends/HIP/CMakeLists.txt b/src/plssvm/backends/HIP/CMakeLists.txt
index 11102e007..bf92c8d19 100644
--- a/src/plssvm/backends/HIP/CMakeLists.txt
+++ b/src/plssvm/backends/HIP/CMakeLists.txt
@@ -6,29 +6,31 @@
 
 # TODO: only tested on AMD GPUs -> test on NVIDIA GPUs
 
+list(APPEND CMAKE_MESSAGE_INDENT "HIP:  ")
+
 # check if HIP can be enabled
 message(CHECK_START "Checking for HIP backend")
 
 include(CheckLanguage)
 check_language(HIP)
 
-if(NOT CMAKE_HIP_COMPILER)
+if (NOT CMAKE_HIP_COMPILER)
     message(CHECK_FAIL "not found")
-    if(PLSSVM_ENABLE_HIP_BACKEND MATCHES "ON")
+    if (PLSSVM_ENABLE_HIP_BACKEND MATCHES "ON")
         message(SEND_ERROR "Cannot find requested backend: HIP!")
-    endif()
+    endif ()
     return()
-else()
-    if(NOT DEFINED PLSSVM_AMD_TARGET_ARCHS)
-        if(PLSSVM_ENABLE_HIP_BACKEND MATCHES "ON")
+else ()
+    if (NOT DEFINED PLSSVM_AMD_TARGET_ARCHS)
+        if (PLSSVM_ENABLE_HIP_BACKEND MATCHES "ON")
             message(SEND_ERROR "Found requested HIP backend, but no \"amd\" targets were specified!")
-        else()
+        else ()
             message(STATUS "Found HIP backend, but no \"amd\" targets were specified!")
-        endif()
+        endif ()
         message(CHECK_FAIL "skipped")
         return()
-    endif()
-endif()
+    endif ()
+endif ()
 message(CHECK_PASS "found")
 
 enable_language(HIP)
@@ -43,12 +45,12 @@ set(CMAKE_HIP_FLAGS_RELEASE "${CMAKE_HIP_FLAGS} -O3 -ffast-math")
 
 # explicitly set sources
 set(PLSSVM_HIP_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.hip.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.hip.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.hip.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.hip.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.hip.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/csvm.hip.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
+        )
 
 # set target properties
 set_local_and_parent(PLSSVM_HIP_BACKEND_LIBRARY_NAME plssvm-HIP)
@@ -79,3 +81,5 @@ set(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_TARGETS_TO_INSTALL} PARENT_SCOPE)
 
 # generate summary string
 set(PLSSVM_HIP_BACKEND_SUMMARY_STRING " - HIP: amd (${PLSSVM_AMD_TARGET_ARCHS})" PARENT_SCOPE)
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index d8b1405c4..a29769a7c 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -4,33 +4,35 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+list(APPEND CMAKE_MESSAGE_INDENT "OpenCL:  ")
+
 # check if OpenCL can be enabled
 message(CHECK_START "Checking for OpenCL backend")
 
 find_package(OpenCL)
 
-if(NOT OpenCL_FOUND)
+if (NOT OpenCL_FOUND)
     message(CHECK_FAIL "not found")
-    if(PLSSVM_ENABLE_OPENCL_BACKEND MATCHES "ON")
+    if (PLSSVM_ENABLE_OPENCL_BACKEND MATCHES "ON")
         message(SEND_ERROR "Cannot find requested backend: OpenCL!")
-    endif()
+    endif ()
     return()
-endif()
+endif ()
 message(CHECK_PASS "found")
 
 
 # explicitly set sources
 set(PLSSVM_OPENCL_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/command_queue.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/context.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/error_code.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/kernel.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/detail/command_queue.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/context.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/error_code.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/kernel.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
+        )
 
 # set target properties
 set_local_and_parent(PLSSVM_OPENCL_BACKEND_LIBRARY_NAME plssvm-OpenCL)
@@ -42,11 +44,11 @@ target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC OpenCL)
 target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
 
 # set OpenCL include path to the *.cl files
-target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_KERNEL_SOURCE_DIR="${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL")
+target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_KERNEL_SOURCE_DIR= "${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL")
 
 # set OpenCL library name (concatenated to the full kernel source string, to make sure that different OpenCL libraries
 # are recognized by the sha256 caching algorithm)
-target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_LIBRARY="${OpenCL_LIBRARY}")
+target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_LIBRARY= "${OpenCL_LIBRARY}")
 
 # set OpenCL target version (to silence compiler warnings)
 target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC CL_TARGET_OPENCL_VERSION=220)
@@ -72,4 +74,6 @@ string(REPLACE " (${PLSSVM_CPU_TARGET_ARCHS})" "" PLSSVM_OPENCL_BACKEND_SUMMARY_
 string(REPLACE " (${PLSSVM_NVIDIA_TARGET_ARCHS})" "" PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS "${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS}")
 string(REPLACE " (${PLSSVM_AMD_TARGET_ARCHS})" "" PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS "${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS}")
 string(REPLACE " (${PLSSVM_INTEL_TARGET_ARCHS})" "" PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS "${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS}")
-set(PLSSVM_OPENCL_BACKEND_SUMMARY_STRING "${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_COMPILER}${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS}" PARENT_SCOPE)
\ No newline at end of file
+set(PLSSVM_OPENCL_BACKEND_SUMMARY_STRING "${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_COMPILER}${PLSSVM_OPENCL_BACKEND_SUMMARY_STRING_ARCHS}" PARENT_SCOPE)
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenMP/CMakeLists.txt b/src/plssvm/backends/OpenMP/CMakeLists.txt
index 7420509ab..42dd41cbc 100644
--- a/src/plssvm/backends/OpenMP/CMakeLists.txt
+++ b/src/plssvm/backends/OpenMP/CMakeLists.txt
@@ -4,37 +4,39 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+list(APPEND CMAKE_MESSAGE_INDENT "OpenMP:  ")
+
 # check if OpenMP can be enabled
 message(CHECK_START "Checking for OpenMP backend")
 
 find_package(OpenMP)
 
-if(NOT OPENMP_FOUND)
+if (NOT OPENMP_FOUND)
     message(CHECK_FAIL "not found")
-    if(PLSSVM_ENABLE_OPENMP_BACKEND MATCHES "ON")
+    if (PLSSVM_ENABLE_OPENMP_BACKEND MATCHES "ON")
         message(SEND_ERROR "Cannot find requested backend: OpenMP!")
-    endif()
+    endif ()
     return()
-else()
-    if(NOT DEFINED PLSSVM_CPU_TARGET_ARCHS)
-        if(PLSSVM_ENABLE_OPENMP_BACKEND MATCHES "ON")
+else ()
+    if (NOT DEFINED PLSSVM_CPU_TARGET_ARCHS)
+        if (PLSSVM_ENABLE_OPENMP_BACKEND MATCHES "ON")
             message(SEND_ERROR "Found requested OpenMP backend, but no \"cpu\" targets were specified!")
-        else()
+        else ()
             message(STATUS "Found OpenMP backend, but no \"cpu\" targets were specified!")
-        endif()
+        endif ()
         message(CHECK_FAIL "skipped")
         return()
-    endif()
-endif()
-message(CHECK_PASS "found")
+    endif ()
+endif ()
+message(CHECK_PASS "found ")
 
 # explicitly set sources
 set(PLSSVM_OPENMP_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cpp
+        )
 
 
 # set target properties
@@ -56,9 +58,11 @@ target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_HAS_OPENMP_
 target_link_libraries(${PLSSVM_ALL_LIBRARY_NAME} INTERFACE ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
 
 # mark backend library as install target
-list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME}")
+list(APPEND PLSSVM_TARGETS_TO_INSTALL " ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} ")
 set(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_TARGETS_TO_INSTALL} PARENT_SCOPE)
 
 
 # generate summary string
-set(PLSSVM_OPENMP_BACKEND_SUMMARY_STRING " - OpenMP: cpu" PARENT_SCOPE)
\ No newline at end of file
+set(PLSSVM_OPENMP_BACKEND_SUMMARY_STRING " - OpenMP: cpu " PARENT_SCOPE)
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index 0eec90cc8..0d4977e84 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -4,16 +4,15 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+list(APPEND CMAKE_MESSAGE_INDENT "SYCL:  ")
+
 message(CHECK_START "Checking for SYCL backend")
 
 # explicitly set sources
 set(PLSSVM_SYCL_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
-#    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-#    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-#    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
+        )
 
 # list of found SYCL implementations
 set(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "")
@@ -28,28 +27,28 @@ list(TRANSFORM HIPSYCL_TARGETS REPLACE "nvidia" "cuda")
 list(TRANSFORM HIPSYCL_TARGETS REPLACE "amd" "hip")
 list(TRANSFORM HIPSYCL_TARGETS REPLACE "intel" "spirv")
 # remove CPU and Intel GPU target architectures since they are not supported when using hipSYCL
-if(DEFINED PLSSVM_CPU_TARGET_ARCHS AND PLSSVM_NUM_CPU_TARGET_ARCHS GREATER 0)
+if (DEFINED PLSSVM_CPU_TARGET_ARCHS AND PLSSVM_NUM_CPU_TARGET_ARCHS GREATER 0)
     string(REPLACE ";" "," PLSSVM_CPU_TARGET_ARCHS_COMMA "${PLSSVM_CPU_TARGET_ARCHS}")
     string(REPLACE ":${PLSSVM_CPU_TARGET_ARCHS_COMMA}" "" HIPSYCL_TARGETS "${HIPSYCL_TARGETS}")
-endif()
-if(DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+endif ()
+if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
     string(REPLACE ";" "," PLSSVM_INTEL_TARGET_ARCHS_COMMA "${PLSSVM_INTEL_TARGET_ARCHS}")
     string(REPLACE ":${PLSSVM_INTEL_TARGET_ARCHS_COMMA}" "" HIPSYCL_TARGETS "${HIPSYCL_TARGETS}")
-endif()
+endif ()
 
 # check if hipSYCL is used as SYCL compiler
 find_package(hipSYCL CONFIG)
-if(hipSYCL_FOUND)
+if (hipSYCL_FOUND)
     message(CHECK_PASS "found")
     message(STATUS "Setting HIPSYCL_TARGETS to \"${HIPSYCL_TARGETS}\".")
     list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "hipsycl")
 
     # set hipSYCL specific targets
     set(PLSSVM_SYCL_HIPSYCL_SOURCES
-        ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/device_ptr.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/utility.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/csvm.cpp
-    )
+            ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/device_ptr.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/utility.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/csvm.cpp
+            )
 
     # set target properties
     set_local_and_parent(PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME plssvm-SYCL_hipsycl)
@@ -57,10 +56,10 @@ if(hipSYCL_FOUND)
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME}")
 
     # necessary target_*_directories if more than one SYCL implementation could be found
-    if(DEFINED ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
+    if (DEFINED ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
         message(STATUS "PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR is \"$ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR}\"")
         target_include_directories(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
-    endif()
+    endif ()
 
     # add target compile definitions for hipSYCL
     target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC PLSSVM_HAS_SYCL_BACKEND)
@@ -78,41 +77,41 @@ if(hipSYCL_FOUND)
             )
 
     # print note that Intel GPU architecture specifications are ignored when using hipSYCL
-    if(DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+    if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
         message(STATUS "Ignoring specified Intel architectures \"${PLSSVM_INTEL_TARGET_ARCHS}\" in favor of SPIR-V when using hipSYCL!")
-    endif()
+    endif ()
 
     target_link_libraries(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
-else()
+else ()
     message(CHECK_FAIL "not found")
-endif()
+endif ()
 
 
 message(CHECK_START "Checking for DPC++ as SYCL implementation")
 
 # check if current compiler is Intel's clang llvm fork aka DPC++
 set(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER OFF)
-if(${CMAKE_CXX_COMPILER_ID} MATCHES "Clang")
+if (${CMAKE_CXX_COMPILER_ID} MATCHES "Clang")
     # intel llvm fork must be clang
     execute_process(
             COMMAND ${CMAKE_CXX_COMPILER} --help
             OUTPUT_VARIABLE PLSSVM_DPCPP_CLANG_HELP_OUTPUT)
     # check if help message contains DPC++ specific values
-    if("${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*intel.*" AND "${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*-fsycl.*")
+    if ("${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*intel.*" AND "${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*-fsycl.*")
         set(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER ON)
-    endif()
-endif()
+    endif ()
+endif ()
 
-if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
+if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     message(CHECK_PASS "found")
     list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "dpcpp")
 
     # set hipSYCL specific targets
     set(PLSSVM_SYCL_DPCPP_SOURCES
-        ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/device_ptr.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/utility.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/DPCPP/csvm.cpp
-    )
+            ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/device_ptr.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/utility.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/DPCPP/csvm.cpp
+            )
 
     # set target properties
     set_local_and_parent(PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME plssvm-SYCL_dpcpp)
@@ -120,10 +119,10 @@ if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME}")
 
     # necessary target_*_directories if more than one SYCL implementation could be found
-    if(DEFINED ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
+    if (DEFINED ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
         message(STATUS "PLSSVM_SYCL_DPCPP_INCLUDE_DIR is \"$ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR}\"")
         target_include_directories(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC $ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
-    endif()
+    endif ()
 
     # add target compile definitions for DPC++
     target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC PLSSVM_HAS_SYCL_BACKEND)
@@ -138,31 +137,31 @@ if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
 
     set(PLSSVM_DPCPP_FSYCL_TARGETS "")
     # cpu targets
-    if(DEFINED PLSSVM_CPU_TARGET_ARCHS)
+    if (DEFINED PLSSVM_CPU_TARGET_ARCHS)
         # assemble -fsycl-targets
         list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "spir64_x86_64")
-    endif()
+    endif ()
     # nvidia targets
-    if(DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
+    if (DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
         # assemble -fsycl-targets
         list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "nvptx64-nvidia-cuda")
-    endif()
+    endif ()
     # amd targets
-    if(DEFINED PLSSVM_AMD_TARGET_ARCHS)
+    if (DEFINED PLSSVM_AMD_TARGET_ARCHS)
         # assemble -fsycl-targets
         list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "amdgcn-amd-amdhsa")
         # add target specific flags for AOT -> must always be specified von amd targets
-        if(NOT PLSSVM_NUM_AMD_TARGET_ARCHS EQUAL 1)
+        if (NOT PLSSVM_NUM_AMD_TARGET_ARCHS EQUAL 1)
             message(SEND_ERROR "DPC++ currently only supports a single AMD architecture specification but ${PLSSVM_NUM_AMD_TARGET_ARCHS} were provided!")
-        endif()
+        endif ()
         target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=amdgcn-amd-amdhsa --offload-arch=${PLSSVM_AMD_TARGET_ARCHS})
         target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=amdgcn-amd-amdhsa --offload-arch=${PLSSVM_AMD_TARGET_ARCHS})
-    endif()
+    endif ()
     # intel targets
-    if(DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+    if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
         # assemble -fsycl-targets
         list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "spir64_gen")
-    endif()
+    endif ()
     # set -fsycl-targets
     list(JOIN PLSSVM_DPCPP_FSYCL_TARGETS "," PLSSVM_DPCPP_FSYCL_TARGETS_STRING)
     target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl-targets=${PLSSVM_DPCPP_FSYCL_TARGETS_STRING})
@@ -171,105 +170,105 @@ if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
 
     # add option for DPC++ Ahead-of-Time (AOT) compilation
     option(PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT "Enables Ahead-of-Time compilation for DPC++." ON)
-    if(PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT)
+    if (PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT)
         message(STATUS "Enabled Ahead-of-Time (AOT) compilation with DPC++.")
         ## set AOT compiler flags
         # cpu targets
-        if(DEFINED PLSSVM_CPU_TARGET_ARCHS)
+        if (DEFINED PLSSVM_CPU_TARGET_ARCHS)
             # add target specific flags for AOT
-            if(PLSSVM_NUM_CPU_TARGET_ARCHS EQUAL 1)
+            if (PLSSVM_NUM_CPU_TARGET_ARCHS EQUAL 1)
                 target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_x86_64 "-march=${PLSSVM_CPU_TARGET_ARCHS}")
                 target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_x86_64 "-march=${PLSSVM_CPU_TARGET_ARCHS}")
-            endif()
-        endif()
+            endif ()
+        endif ()
         # nvidia targets
-        if(DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
+        if (DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
             # add target specific flags for AOT
-            if(NOT PLSSVM_NUM_NVIDIA_TARGET_ARCHS EQUAL 1)
+            if (NOT PLSSVM_NUM_NVIDIA_TARGET_ARCHS EQUAL 1)
                 message(SEND_ERROR "DPC++ currently only supports a single NVIDIA architecture specification for AOT but ${PLSSVM_NUM_NVIDIA_TARGET_ARCHS} were provided!")
-            endif()
+            endif ()
             target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=nvptx64-nvidia-cuda --offload-arch=${PLSSVM_NVIDIA_TARGET_ARCHS})
             target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=nvptx64-nvidia-cuda --offload-arch=${PLSSVM_NVIDIA_TARGET_ARCHS})
-        endif()
+        endif ()
         # intel targets
-        if(DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+        if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
             # add target specific flags for AOT
             list(JOIN PLSSVM_INTEL_TARGET_ARCHS "," PLSSVM_INTEL_TARGET_ARCHS_STRING)
             target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_gen "-device ${PLSSVM_INTEL_TARGET_ARCHS_STRING}")
             target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_gen "-device ${PLSSVM_INTEL_TARGET_ARCHS_STRING}")
-        endif()
-    endif()
+        endif ()
+    endif ()
 
     # be able to choose between the Level-Zero and OpenCL DPC++ backend
     option(PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO "Enable Level-Zero backend in favor of OpenCL when using DPC++." OFF)
-    if(PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO)
+    if (PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO)
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="level_zero")
-    else()
+    else ()
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="opencl")
-    endif()
+    endif ()
 
     target_link_libraries(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
-else()
+else ()
     message(CHECK_FAIL "not found")
-endif()
+endif ()
 
 ## check if ANY SYCL implementation has been found
-if(NOT PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
+if (NOT PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
     message(CHECK_FAIL "not found")
-    if(PLSSVM_ENABLE_SYCL_BACKEND MATCHES "ON")
+    if (PLSSVM_ENABLE_SYCL_BACKEND MATCHES "ON")
         message(SEND_ERROR "Cannot find requested backend: SYCL!")
-    endif()
+    endif ()
     return()
-endif()
+endif ()
 
 
 # set target properties
 set_local_and_parent(PLSSVM_SYCL_BACKEND_LIBRARY_NAME plssvm-SYCL)
 add_library(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE)
 
-if(hipSYCL_FOUND)
+if (hipSYCL_FOUND)
     target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
-endif()
-if(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
+endif ()
+if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
-endif()
+endif ()
 
 ## check if environment variables are correctly set if more than one SYCL implementation has been found
 list(LENGTH PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS PLSSVM_SYCL_BACKEND_NUM_FOUND_IMPLEMENTATIONS)
-if(PLSSVM_SYCL_BACKEND_NUM_FOUND_IMPLEMENTATIONS GREATER 1)
-    if(NOT DEFINED ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
+if (PLSSVM_SYCL_BACKEND_NUM_FOUND_IMPLEMENTATIONS GREATER 1)
+    if (NOT DEFINED ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
         message(SEND_ERROR "Found more than one SYCL implementation, but the environment variable \"PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR\" isn't set!")
-    endif()
-    if(NOT DEFINED ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
+    endif ()
+    if (NOT DEFINED ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
         message(SEND_ERROR "Found more than one SYCL implementation, but the environment variable \"PLSSVM_SYCL_DPCPP_INCLUDE_DIR\" isn't set!")
-    endif()
-endif()
+    endif ()
+endif ()
 message(CHECK_PASS "found")
 
 
 # set the preferred SYCL implementation
-if(DEFINED PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION)
+if (DEFINED PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION)
     # command line value provided
-    if(PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION IN_LIST PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
+    if (PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION IN_LIST PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
         # possible value found -> set preferred SYCL implementation
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=${PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION})
         message(STATUS "Setting preferred SYCL implementation to \"${PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION}\".")
-    else()
+    else ()
         # value not recognized
         message(SEND_ERROR "\"${PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION}\" as preferred SYCL implementation unrecognized or not available! Possible values are: ${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS}.")
-    endif()
-else()
+    endif ()
+else ()
     # no command line value provided -> try to infer preferred SYCL implementation
     list(LENGTH PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS_NUM)
-    if(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS_NUM GREATER 1)
+    if (PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS_NUM GREATER 1)
         # more than one SYCL implementation found -> can't infer preferred SYCL implementation
         message(SEND_ERROR "Found more than one SYCL implementation, but \"PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION\" hasn't been set!")
-    else()
+    else ()
         # use only available SYCL implementation as preferred implementation
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS})
         message(STATUS "Setting preferred SYCL implementation to \"${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS}\".")
-    endif()
-endif()
+    endif ()
+endif ()
 
 # link against interface library
 target_link_libraries(${PLSSVM_ALL_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
@@ -290,19 +289,21 @@ set_local_and_parent(PLSSVM_SYCL_BACKEND_NAME_LIST "automatic;${PLSSVM_SYCL_BACK
 # generate summary string
 include(${PROJECT_SOURCE_DIR}/cmake/assemble_summary_string.cmake)
 set(PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS "")
-foreach(SYCL_IMPLEMENTATION ${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS})
+foreach (SYCL_IMPLEMENTATION ${PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS})
     # mark preferred SYCL implementation
     get_target_property(PLSSVM_SYCL_BACKEND_LIBRARY_NAME_COMPILE_DEFINITIONS ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE_COMPILE_DEFINITIONS)
-    if("${PLSSVM_SYCL_BACKEND_LIBRARY_NAME_COMPILE_DEFINITIONS}" MATCHES ".*${SYCL_IMPLEMENTATION}.*")
+    if ("${PLSSVM_SYCL_BACKEND_LIBRARY_NAME_COMPILE_DEFINITIONS}" MATCHES ".*${SYCL_IMPLEMENTATION}.*")
         set(SYCL_IMPLEMENTATION "${SYCL_IMPLEMENTATION}*")
-    endif()
+    endif ()
 
     assemble_summary_string(PLSSVM_SYCL_BACKEND_SUMMARY_STRING_ARCHS)
     # do not print CPU and Intel GPU target architectures when using hipSYCL
-    if("${SYCL_IMPLEMENTATION}" MATCHES "^hipsycl")
+    if ("${SYCL_IMPLEMENTATION}" MATCHES "^hipsycl")
         string(REPLACE " (${PLSSVM_CPU_TARGET_ARCHS})" "" PLSSVM_SYCL_BACKEND_SUMMARY_STRING_ARCHS "${PLSSVM_SYCL_BACKEND_SUMMARY_STRING_ARCHS}")
         string(REPLACE " (${PLSSVM_INTEL_TARGET_ARCHS})" "" PLSSVM_SYCL_BACKEND_SUMMARY_STRING_ARCHS "${PLSSVM_SYCL_BACKEND_SUMMARY_STRING_ARCHS}")
-    endif()
+    endif ()
     list(APPEND PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS " - SYCL (${SYCL_IMPLEMENTATION}):${PLSSVM_SYCL_BACKEND_SUMMARY_STRING_ARCHS}")
-endforeach()
-set(PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS "${PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS}" PARENT_SCOPE)
\ No newline at end of file
+endforeach ()
+set(PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS "${PLSSVM_SYCL_BACKEND_SUMMARY_STRINGS}" PARENT_SCOPE)
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index b8d89c16f..29c16035a 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -4,34 +4,37 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+list(APPEND CMAKE_MESSAGE_INDENT "Tests:  ")
+
 ## setup testing wit GoogleTest
 find_package(GTest 1.11.0 QUIET)
-if(GTEST_FOUND)
+if (GTEST_FOUND)
     message(STATUS "Found package GTest.")
-else()
+else ()
     message(STATUS "Couldn't find package GTest. Building from source...")
     set(PLSSVM_googletest_VERSION release-1.11.0)
     # fetch testing framework GoogleTest
     include(FetchContent)
     FetchContent_Declare(googletest
-            GIT_REPOSITORY          https://github.com/google/googletest
-            GIT_TAG                 ${PLSSVM_googletest_VERSION}
-            GIT_SHALLOW             TRUE
-    )
+            GIT_REPOSITORY https://github.com/google/googletest
+            GIT_TAG ${PLSSVM_googletest_VERSION}
+            GIT_SHALLOW TRUE
+            QUIET
+            )
     # For Windows: Prevent overriding the parent project's compiler/linker settings
     set(gtest_force_shared_crt ON CACHE BOOL "" FORCE)
     FetchContent_GetProperties(googletest)
-    if(NOT googletest_POPULATED)
+    if (NOT googletest_POPULATED)
         FetchContent_Populate(googletest)
         add_subdirectory(${googletest_SOURCE_DIR} ${googletest_SOURCE_DIR} EXCLUDE_FROM_ALL)
-    endif()
+    endif ()
     message(STATUS "Installed GoogleTest version ${PLSSVM_googletest_VERSION}.")
-endif()
+endif ()
 
 
 # create larger test files if desired
 option(PLSSVM_GENERATE_TEST_FILE "Generate larger test file" ON)
-if(PLSSVM_GENERATE_TEST_FILE)
+if (PLSSVM_GENERATE_TEST_FILE)
     # set default sizes
     set(PLSSVM_TEST_FILE_NUM_DATA_POINTS "5000" CACHE STRING "Number of data points for the test file generator")
     set(PLSSVM_TEST_FILE_NUM_FEATURES "2000" CACHE STRING "Number of features for each data point for the test file generator")
@@ -40,9 +43,9 @@ if(PLSSVM_GENERATE_TEST_FILE)
     set(PLSSVM_TEST_FILE "${PROJECT_SOURCE_DIR}/tests/data/${PLSSVM_TEST_FILE_NUM_DATA_POINTS}x${PLSSVM_TEST_FILE_NUM_FEATURES}.libsvm" CACHE STRING "Path including name of the test file" FORCE)
 
     # check if the requested test file already exists (otherwise create new test file)
-    if(EXISTS "${PLSSVM_TEST_FILE}")
+    if (EXISTS "${PLSSVM_TEST_FILE}")
         message(STATUS "Skipped test file generation since it already exists (${PLSSVM_TEST_FILE})!")
-    else()
+    else ()
         # find necessary Python3 packages to use the test file generator
         find_package(Python3 REQUIRED COMPONENTS Interpreter Development NumPy)
 
@@ -54,13 +57,13 @@ if(PLSSVM_GENERATE_TEST_FILE)
         # generate test file
         message(STATUS "Generating test file: ${PLSSVM_TEST_FILE}.")
         execute_process(
-            COMMAND ${Python3_EXECUTABLE} "${PROJECT_SOURCE_DIR}/utility_scripts/generate_data.py" "--output" "${PLSSVM_TEST_FILE}" "--format" "libsvm" "--samples" "${PLSSVM_TEST_FILE_NUM_DATA_POINTS}" "--features" "${PLSSVM_TEST_FILE_NUM_FEATURES}"
-            OUTPUT_QUIET)
-    endif()
-else()
+                COMMAND ${Python3_EXECUTABLE} "${PROJECT_SOURCE_DIR}/utility_scripts/generate_data.py" "--output" "${PLSSVM_TEST_FILE}" "--format" "libsvm" "--samples" "${PLSSVM_TEST_FILE_NUM_DATA_POINTS}" "--features" "${PLSSVM_TEST_FILE_NUM_FEATURES}"
+                OUTPUT_QUIET)
+    endif ()
+else ()
     # set test file to default test file
     set(PLSSVM_TEST_FILE "${PROJECT_SOURCE_DIR}/tests/data/libsvm/500x200.libsvm" CACHE STRING "Path including name of the test file")
-endif()
+endif ()
 
 
 ## create base test library
@@ -68,8 +71,8 @@ set(PLSSVM_BASE_TEST_LIBRARY_NAME base_tests_lib)
 
 # list all necessary sources
 set(PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/backends/compare.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/backends/compare.cpp
+        )
 
 # create base test library
 add_library(${PLSSVM_BASE_TEST_LIBRARY_NAME} STATIC ${PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES})
@@ -78,8 +81,8 @@ add_library(${PLSSVM_BASE_TEST_LIBRARY_NAME} STATIC ${PLSSVM_BASE_TEST_LIBRARY_N
 target_include_directories(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC "${CMAKE_CURRENT_SOURCE_DIR}")
 
 # add necessary compile definitions
-target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_PATH="${CMAKE_CURRENT_LIST_DIR}")
-target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_FILE="${PLSSVM_TEST_FILE}")
+target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_PATH= "${CMAKE_CURRENT_LIST_DIR}")
+target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_FILE= "${PLSSVM_TEST_FILE}")
 
 # link against plssvm library
 target_link_libraries(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC ${PLSSVM_ALL_LIBRARY_NAME})
@@ -88,51 +91,50 @@ target_link_libraries(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC ${PLSSVM_ALL_LIBRA
 target_link_libraries(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC GTest::gtest_main GTest::gmock)
 
 
-
 ## create base tests
 set(PLSSVM_BASE_TEST_NAME Base_tests)
 
 # list all necessary sources
 set(PLSSVM_BASE_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/data_set_variants.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_predict.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_scale.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_train.cpp
-
-    ${CMAKE_CURRENT_LIST_DIR}/detail/io/arff_parsing.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_model_parsing.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_parsing.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/io/scaling_factors_parsing.cpp
-
-    ${CMAKE_CURRENT_LIST_DIR}/detail/arithmetic_type_name.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/layout.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/operators.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/sha256.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/type_traits.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions/source_location.cpp
-
-    ${CMAKE_CURRENT_LIST_DIR}/version/git_metadata/git_metadata.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
-
-    ${CMAKE_CURRENT_LIST_DIR}/csvm_factory.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/kernel_function_types.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/model.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/data_set_variants.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_predict.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_scale.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_train.cpp
+
+        ${CMAKE_CURRENT_LIST_DIR}/detail/io/arff_parsing.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/io/file_reader.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_model_parsing.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/io/libsvm_parsing.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/io/scaling_factors_parsing.cpp
+
+        ${CMAKE_CURRENT_LIST_DIR}/detail/arithmetic_type_name.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/layout.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/operators.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/sha256.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/type_traits.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions/source_location.cpp
+
+        ${CMAKE_CURRENT_LIST_DIR}/version/git_metadata/git_metadata.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
+
+        ${CMAKE_CURRENT_LIST_DIR}/csvm_factory.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/default_value.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/kernel_function_types.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/model.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
+        )
 
 # create test executable
 add_executable(${PLSSVM_BASE_TEST_NAME} main.cpp ${PLSSVM_BASE_TEST_SOURCES})
@@ -149,11 +151,11 @@ if (PLSSVM_ENABLE_ASSERTS OR NOT "${PLSSVM_CMAKE_CXX_FLAGS}" MATCHES ".*NDEBUG.*
     # assertions are enabled -> enable Google death tests
     message(STATUS "Enabling GTest's death tests.")
     gtest_discover_tests(${PLSSVM_BASE_TEST_NAME})
-else()
+else ()
     # assertions are disabled -> disable Google death tests
     message(STATUS "Disabling GTest's death tests.")
     gtest_discover_tests(${PLSSVM_BASE_TEST_NAME} EXTRA_ARGS --gtest_filter -*DeathTest)
-endif()
+endif ()
 
 
 # add test for help messages
@@ -176,10 +178,12 @@ add_test(NAME MainPredict/executable_minimal COMMAND plssvm-predict
 add_test(NAME MainScale/executable_minimal COMMAND plssvm-scale "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/scaled.libsvm.model")
 
 # add test as coverage dependency
-if(TARGET coverage)
+if (TARGET coverage)
     add_dependencies(coverage ${PLSSVM_BASE_TEST_NAME})
-endif()
+endif ()
 
 
 # add tests for the available backends
 add_subdirectory(backends)
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
diff --git a/tests/backends/CMakeLists.txt b/tests/backends/CMakeLists.txt
index 19f2e04ea..5c07b048d 100644
--- a/tests/backends/CMakeLists.txt
+++ b/tests/backends/CMakeLists.txt
@@ -5,26 +5,26 @@
 ########################################################################################################################
 
 # create OpenMP tests if the OpenMP backend is available
-if(TARGET ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
+if (TARGET ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
     add_subdirectory(OpenMP)
-endif()
+endif ()
 
 # create CUDA tests if the CUDA backend is available
-if(TARGET ${PLSSVM_CUDA_BACKEND_LIBRARY_NAME})
+if (TARGET ${PLSSVM_CUDA_BACKEND_LIBRARY_NAME})
     add_subdirectory(CUDA)
-endif()
+endif ()
 
 # create HIP tests if the HIP backend is available
-if(TARGET ${PLSSVM_HIP_BACKEND_LIBRARY_NAME})
+if (TARGET ${PLSSVM_HIP_BACKEND_LIBRARY_NAME})
     add_subdirectory(HIP)
-endif()
+endif ()
 
 # create OpenCL tests if the OpenCL backend is available
-if(TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
+if (TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
     add_subdirectory(OpenCL)
-endif()
+endif ()
 
 # create SYCL tests if the SYCL backend is available
-if(TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
+if (TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
     add_subdirectory(SYCL)
-endif()
\ No newline at end of file
+endif ()
\ No newline at end of file
diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index 55972a8d4..6a9a53768 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -9,11 +9,11 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 
 # list all necessary sources
 set(PLSSVM_CUDA_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        )
 
 # add test executable
 add_executable(${PLSSVM_CUDA_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_CUDA_TEST_SOURCES})
@@ -28,6 +28,6 @@ gtest_discover_tests(${PLSSVM_CUDA_TEST_NAME})
 
 
 # add test as coverage dependency
-if(TARGET coverage)
+if (TARGET coverage)
     add_dependencies(coverage ${PLSSVM_CUDA_TEST_NAME})
-endif()
\ No newline at end of file
+endif ()
\ No newline at end of file
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index 139f2ecb8..08204299a 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -9,11 +9,11 @@ set(PLSSVM_HIP_TEST_NAME HIP_tests)
 
 # list all necessary sources
 set(PLSSVM_HIP_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/hip_csvm.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/hip_csvm.cpp
+        )
 
 # add test executable
 add_executable(${PLSSVM_HIP_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_HIP_TEST_SOURCES})
@@ -28,6 +28,6 @@ gtest_discover_tests(${PLSSVM_HIP_TEST_NAME})
 
 
 # add test as coverage dependency
-if(TARGET coverage)
+if (TARGET coverage)
     add_dependencies(coverage ${PLSSVM_HIP_TEST_NAME})
-endif()
\ No newline at end of file
+endif ()
\ No newline at end of file
diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index e6dfed46b..903e7fda0 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -9,12 +9,12 @@ set(PLSSVM_OPENCL_TEST_NAME OpenCL_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENCL_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/error_code.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/error_code.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/opencl_csvm.cpp
+        )
 
 # add test executable
 add_executable(${PLSSVM_OPENCL_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_OPENCL_TEST_SOURCES})
@@ -29,6 +29,6 @@ gtest_discover_tests(${PLSSVM_OPENCL_TEST_NAME})
 
 
 # add test as coverage dependency
-if(TARGET coverage)
+if (TARGET coverage)
     add_dependencies(coverage ${PLSSVM_OPENCL_TEST_NAME})
-endif()
\ No newline at end of file
+endif ()
\ No newline at end of file
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 3ee74d1aa..2efa6e749 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -9,11 +9,11 @@ set(PLSSVM_OPENMP_TEST_NAME OpenMP_tests)
 
 # list all necessary sources
 set(PLSSVM_OPENMP_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/openmp_csvm.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cpp
-)
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/openmp_csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/q_kernel.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/svm_kernel.cpp
+        )
 
 # add test executable
 add_executable(${PLSSVM_OPENMP_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_OPENMP_TEST_SOURCES})
@@ -28,6 +28,6 @@ gtest_discover_tests(${PLSSVM_OPENMP_TEST_NAME})
 
 
 # add test as coverage dependency
-if(TARGET coverage)
+if (TARGET coverage)
     add_dependencies(coverage ${PLSSVM_OPENMP_TEST_NAME})
-endif()
\ No newline at end of file
+endif ()
\ No newline at end of file
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index e8b652963..394bc4a0c 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -9,22 +9,22 @@ set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
 
 # list all necessary sources
 set(PLSSVM_SYCL_TEST_SOURCES
-    ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
-    ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
-)
-
-if(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
+        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
+        )
+
+if (TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
     # add hipSYCL specific test files
     list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/sycl_csvm.cpp)
-endif()
+endif ()
 
-if(TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
+if (TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
     # add DPC++ specific test files
     list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/sycl_csvm.cpp)
-endif()
+endif ()
 
 # add test executable
 add_executable(${PLSSVM_SYCL_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_SYCL_TEST_SOURCES})
@@ -39,6 +39,6 @@ gtest_discover_tests(${PLSSVM_SYCL_TEST_NAME})
 
 
 # add test as coverage dependency
-if(TARGET coverage)
+if (TARGET coverage)
     add_dependencies(coverage ${PLSSVM_SYCL_TEST_NAME})
-endif()
\ No newline at end of file
+endif ()
\ No newline at end of file

From 3b66f14a7fccf79db0ff30f5353a037c7750a832 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Dec 2022 13:02:25 +0100
Subject: [PATCH 0575/1010] Explicitly set igor version in
 FetchContent_Declare.

---
 CMakeLists.txt | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index fa156442b..b0a96ac51 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -166,10 +166,11 @@ if (igor_FOUND)
     message(STATUS "Found package igor.")
 else ()
     message(STATUS "Couldn't find package igor. Building from source ...")
+    set(PLSSVM_igor_VERSION a5224c60d266974d3f407191583fe266cbe1c93d)
     # fetch named argument library igor
     FetchContent_Declare(igor
             GIT_REPOSITORY https://github.com/bluescarni/igor
-            GIT_TAG master
+            GIT_TAG ${PLSSVM_igor_VERSION}
             GIT_SHALLOW TRUE
             QUIET
 

From dbb8e2508f4cd09a9756861b4380102e378b7eae Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Dec 2022 13:35:37 +0100
Subject: [PATCH 0576/1010] Fix CMake errors from using CLion's autoformatting.

---
 src/plssvm/backends/OpenCL/CMakeLists.txt | 4 ++--
 src/plssvm/backends/OpenMP/CMakeLists.txt | 2 +-
 tests/CMakeLists.txt                      | 4 ++--
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index a29769a7c..73f4f3e66 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -44,11 +44,11 @@ target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC OpenCL)
 target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
 
 # set OpenCL include path to the *.cl files
-target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_KERNEL_SOURCE_DIR= "${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL")
+target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_KERNEL_SOURCE_DIR="${PROJECT_SOURCE_DIR}/include/plssvm/backends/OpenCL")
 
 # set OpenCL library name (concatenated to the full kernel source string, to make sure that different OpenCL libraries
 # are recognized by the sha256 caching algorithm)
-target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_LIBRARY= "${OpenCL_LIBRARY}")
+target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_OPENCL_LIBRARY="${OpenCL_LIBRARY}")
 
 # set OpenCL target version (to silence compiler warnings)
 target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC CL_TARGET_OPENCL_VERSION=220)
diff --git a/src/plssvm/backends/OpenMP/CMakeLists.txt b/src/plssvm/backends/OpenMP/CMakeLists.txt
index 42dd41cbc..124d14e9d 100644
--- a/src/plssvm/backends/OpenMP/CMakeLists.txt
+++ b/src/plssvm/backends/OpenMP/CMakeLists.txt
@@ -58,7 +58,7 @@ target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_HAS_OPENMP_
 target_link_libraries(${PLSSVM_ALL_LIBRARY_NAME} INTERFACE ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
 
 # mark backend library as install target
-list(APPEND PLSSVM_TARGETS_TO_INSTALL " ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} ")
+list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME}")
 set(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_TARGETS_TO_INSTALL} PARENT_SCOPE)
 
 
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 29c16035a..e8c1461c9 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -81,8 +81,8 @@ add_library(${PLSSVM_BASE_TEST_LIBRARY_NAME} STATIC ${PLSSVM_BASE_TEST_LIBRARY_N
 target_include_directories(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC "${CMAKE_CURRENT_SOURCE_DIR}")
 
 # add necessary compile definitions
-target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_PATH= "${CMAKE_CURRENT_LIST_DIR}")
-target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_FILE= "${PLSSVM_TEST_FILE}")
+target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_PATH="${CMAKE_CURRENT_LIST_DIR}")
+target_compile_definitions(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC PLSSVM_TEST_FILE="${PLSSVM_TEST_FILE}")
 
 # link against plssvm library
 target_link_libraries(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC ${PLSSVM_ALL_LIBRARY_NAME})

From 8ba0b07da71295c70a5431dcf5a99d12a82b4dbb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Dec 2022 16:53:37 +0100
Subject: [PATCH 0577/1010] Install fast_float and igor headers (header-only
 libraries).

---
 CMakeLists.txt | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index b0a96ac51..f435e5a03 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -157,6 +157,7 @@ else ()
             $<BUILD_INTERFACE:${fast_float_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
             )
+    list(APPEND PLSSVM_TARGETS_TO_INSTALL "fast_float")
     message(STATUS "Installed fast_float version ${PLSSVM_fast_float_VERSION}.")
 endif ()
 
@@ -186,6 +187,7 @@ else ()
             $<BUILD_INTERFACE:${igor_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
             )
+    list(APPEND PLSSVM_TARGETS_TO_INSTALL "igor")
 endif ()
 
 ## try finding fmt
@@ -264,7 +266,7 @@ if (uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
             COMMAND ${CMAKE_MAKE_PROGRAM} test || true
             COMMAND lcov --capture -d . --output-file test_test.info
             COMMAND lcov --add-tracefile test_base.info --add-tracefile test_test.info -o test_total.info
-            COMMAND lcov --remove test_total.info '/usr/*' '*/build/*' '*/tests/*' -o test_clean.info
+            COMMAND lcov --remove test_total.info '/usr/*' '*/build/*' '*/tests/*' '*/_deps/*' -o test_clean.info
             COMMAND genhtml test_clean.info --output-directory coverage --title "PLSSVM Test Coverage" --show-details --legend
             BYPRODUCTS ${CMAKE_BINARY_DIR}/test_base.info ${CMAKE_BINARY_DIR}/test_test.info ${CMAKE_BINARY_DIR}/test_total.info ${CMAKE_BINARY_DIR}/test_clean.info ${CMAKE_BINARY_DIR}/coverage
             WORKING_DIRECTORY ${CMAKE_BINARY_DIR}
@@ -611,6 +613,13 @@ install(TARGETS ${PLSSVM_TARGETS_TO_INSTALL}
 install(DIRECTORY "${CMAKE_CURRENT_SOURCE_DIR}/include/"
         DESTINATION "${CMAKE_INSTALL_INCLUDEDIR}"
         )
+## install header only libraries fast_float and igor header via 'make install'
+install(DIRECTORY "${fast_float_SOURCE_DIR}/include/"
+        DESTINATION "${CMAKE_INSTALL_INCLUDEDIR}"
+        )
+install(DIRECTORY "${igor_SOURCE_DIR}/include/"
+        DESTINATION "${CMAKE_INSTALL_INCLUDEDIR}"
+        )
 ## only mark fmt headers to install if build via FetchContent
 if (NOT fmt_FOUND)
     install(DIRECTORY "${fmt_SOURCE_DIR}/include/"

From 9ff9399c6d0dcfc3a345788c30368d7988a36259 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 20 Dec 2022 17:02:32 +0100
Subject: [PATCH 0578/1010] Add RelWithDebInfo as default cmake build type if
 none was specified.

---
 CMakeLists.txt | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index f435e5a03..50175ea26 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -17,6 +17,16 @@ include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/add_custom_build_type.cmake)
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
 
 
+## set default CMake build type
+set(PLSSVM_DEFAULT_BUILD_TYPE "RelWithDebInfo")
+if (NOT CMAKE_BUILD_TYPE AND NOT CMAKE_CONFIGURATION_TYPES)
+    message(STATUS "Setting build type to '${PLSSVM_DEFAULT_BUILD_TYPE}' as none was specified.")
+    set(CMAKE_BUILD_TYPE "${PLSSVM_DEFAULT_BUILD_TYPE}" CACHE STRING "Choose the type of build." FORCE)
+    # Set the possible values of build type for cmake-gui
+    set_property(CACHE CMAKE_BUILD_TYPE PROPERTY STRINGS "Debug" "Release" "MinSizeRel" "RelWithDebInfo" "Coverage")
+endif ()
+
+
 ########################################################################################################################
 ##                                      create and set necessary base properties                                      ##
 ########################################################################################################################

From c4d6eb020ffdf2a3896cb2ee0bf823963f7c916b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 09:43:23 +0100
Subject: [PATCH 0579/1010] Fix some problems related to the make install
 target.

---
 CMakeLists.txt                            |  3 ++-
 cmake/plssvmConfig.cmake.in               | 31 ++++++++++++++---------
 src/plssvm/backends/OpenCL/CMakeLists.txt |  3 +++
 3 files changed, 24 insertions(+), 13 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 50175ea26..09cb51e27 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -98,7 +98,8 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 # check for OpenMP (not for the backend!)
 find_package(OpenMP 4.0 QUIET)
 if (OpenMP_FOUND)
-    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed up file parsing.")
+    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
+    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
     target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
     target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
     set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
diff --git a/cmake/plssvmConfig.cmake.in b/cmake/plssvmConfig.cmake.in
index 92f0d8a70..dec270441 100644
--- a/cmake/plssvmConfig.cmake.in
+++ b/cmake/plssvmConfig.cmake.in
@@ -7,39 +7,46 @@
 @PACKAGE_INIT@
 
 include(CMakeFindDependencyMacro)
-find_dependency(OpenMP QUIET)
 
-# check if the OpenMP backend is required
+# check if the OpenMP is required (for the OpenMP backend or library utilities)
+set(PLSSVM_HAS_OPENMP_UTILITY @PLSSVM_FOUND_OPENMP_FOR_UTILITY@)
 set(PLSSVM_HAS_OPENMP_BACKEND @PLSSVM_OPENMP_BACKEND_LIBRARY_NAME@)
-if(PLSSVM_HAS_OPENMP_BACKEND)
+if (PLSSVM_HAS_OPENMP_BACKEND OR PLSSVM_HAS_OPENMP_UTILITY)
     find_dependency(OpenMP REQUIRED)
-endif()
+endif ()
 
 # check if fmt has been installed via FetchContent
 set(PLSSVM_FOUND_FMT @fmt_FOUND@)
-if(PLSSVM_FOUND_FMT)
+if (PLSSVM_FOUND_FMT)
     find_dependency(fmt REQUIRED)
-endif()
+endif ()
 
 # check if the CUDA backend is required
 set(PLSSVM_HAS_CUDA_BACKEND @PLSSVM_CUDA_BACKEND_LIBRARY_NAME@)
-if(PLSSVM_HAS_CUDA_BACKEND)
+if (PLSSVM_HAS_CUDA_BACKEND)
     enable_language(CUDA)
-endif()
+endif ()
+
+# check if the HIP backend is required
+set(PLSSVM_HAS_HIP_BACKEND @PLSSVM_HIP_BACKEND_LIBRARY_NAME@)
+if (PLSSVM_HAS_HIP_BACKEND)
+    enable_language(HIP)
+    find_package(HIP REQUIRED)
+endif ()
 
 # check if the OpenCL backend is required
 set(PLSSVM_HAS_OPENCL_BACKEND @PLSSVM_OPENCL_BACKEND_LIBRARY_NAME@)
-if(PLSSVM_HAS_OPENCL_BACKEND)
+if (PLSSVM_HAS_OPENCL_BACKEND)
     find_dependency(OpenCL REQUIRED)
-endif()
+endif ()
 
 # check if the SYCL implementation hipSYCL backend is required
 set(PLSSVM_HAS_SYCL_BACKEND_HIPSYCL @PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME@)
-if(PLSSVM_HAS_SYCL_BACKEND_HIPSYCL)
+if (PLSSVM_HAS_SYCL_BACKEND_HIPSYCL)
     set(HIPSYCL_TARGETS @HIPSYCL_TARGETS@)
     find_dependency(hipSYCL CONFIG REQUIRED)
     message(STATUS "Found hipSYCL with ${HIPSYCL_TARGETS}")
-endif()
+endif ()
 
 include("${CMAKE_CURRENT_LIST_DIR}/plssvmTargets.cmake")
 check_required_components("plssvm")
\ No newline at end of file
diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index 73f4f3e66..6b6949779 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -53,6 +53,9 @@ target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_
 # set OpenCL target version (to silence compiler warnings)
 target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC CL_TARGET_OPENCL_VERSION=220)
 
+# needed to link the OpenCL backend to a third-party executable
+target_compile_options(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE -fPIE)
+
 # set compile definition that the OpenCL backend is available
 target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE PLSSVM_HAS_OPENCL_BACKEND)
 target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC PLSSVM_HAS_OPENCL_BACKEND)

From 187ede07a854278d304d757ca644148173446c18 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 11:40:01 +0100
Subject: [PATCH 0580/1010] Fix include.

---
 include/plssvm/parameter.hpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 4e99cfa95..5a431b395 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -14,8 +14,7 @@
 #pragma once
 
 #include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::is_default_value_v
-#include "plssvm/detail/type_traits.hpp"     // plssvm::detail::{remove_cvref_t, always_false_v}
-#include "plssvm/detail/type_traits.hpp"     // PLSSVM_REQUIRES
+#include "plssvm/detail/type_traits.hpp"     // PLSSVM_REQUIRES, plssvm::detail::{remove_cvref_t, always_false_v}
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::unreachable
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 

From aad355c3204fe532be3ed9caf49628b58c4f8836 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 11:40:58 +0100
Subject: [PATCH 0581/1010] Move SYCL specific implementation_type and
 kernel_invocation_type to base test library (it should be always tested).

---
 tests/CMakeLists.txt               | 5 +++++
 tests/backends/SYCL/CMakeLists.txt | 6 ++++--
 2 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index e8c1461c9..70c5bb8d0 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -96,6 +96,11 @@ set(PLSSVM_BASE_TEST_NAME Base_tests)
 
 # list all necessary sources
 set(PLSSVM_BASE_TEST_SOURCES
+## since the SYCL implementation_type and kernel_invocation_type enumerations are used even if no SYCL backend
+## is available these are also tested in the base library
+        ${CMAKE_CURRENT_LIST_DIR}/backends/SYCL/implementation_type.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/backends/SYCL/kernel_invocation_type.cpp
+
         ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/data_set_variants.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_predict.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/cmd/parser_scale.cpp
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 394bc4a0c..303e738cb 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -12,8 +12,10 @@ set(PLSSVM_SYCL_TEST_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
         ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
+## since the SYCL implementation_type and kernel_invocation_type enumerations are used even if no SYCL backend
+## is available these are also tested in the base library
+#        ${CMAKE_CURRENT_LIST_DIR}/implementation_type.cpp
+#        ${CMAKE_CURRENT_LIST_DIR}/kernel_invocation_type.cpp
         )
 
 if (TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})

From 5cc70e08b3f6471e450a407ae322f7ce5446062b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 12:25:03 +0100
Subject: [PATCH 0582/1010] Add additional tests.

---
 tests/backends/SYCL/implementation_type.cpp | 10 ++++++++++
 tests/detail/io/file_reader.cpp             |  3 ++-
 tests/target_platforms.cpp                  |  7 +++++++
 3 files changed, 19 insertions(+), 1 deletion(-)

diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index b92b8e911..78d0ef0dd 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -47,3 +47,13 @@ TEST(SYCLImplementationType, from_string_unknown) {
     input >> impl;
     EXPECT_TRUE(input.fail());
 }
+
+TEST(SYCLImplementationType, minimal_available_sycl_implementation_type) {
+    const std::vector<plssvm::sycl::implementation_type> implementation_type = plssvm::sycl::list_available_sycl_implementations();
+
+    // at least one must be available (automatic)!
+    EXPECT_GE(implementation_type.size(), 1);
+
+    // the automatic backend must always be present
+    EXPECT_THAT(implementation_type, ::testing::Contains(plssvm::sycl::implementation_type::automatic));
+}
\ No newline at end of file
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 2c535a7dc..62dad7ab2 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -385,7 +385,8 @@ TEST(FileReader, swap_free_function) {
     reader2.read_lines('#');
 
     // swap the two file readers
-    std::swap(reader1, reader2);
+    using std::swap;
+    swap(reader1, reader2);
 
     // check both readers for correct values
     EXPECT_TRUE(reader1.is_open());
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
index 9de605644..849529efe 100644
--- a/tests/target_platforms.cpp
+++ b/tests/target_platforms.cpp
@@ -69,4 +69,11 @@ TEST(TargetPlatform, determine_default_target_platform) {
     // the determined default platform must not be target_platform::automatic
     const plssvm::target_platform target = plssvm::determine_default_target_platform();
     EXPECT_NE(target, plssvm::target_platform::automatic);
+}
+TEST(TargetPlatform, determine_target_platform) {
+    // if only one platform is available, the default platform must be this platform
+    EXPECT_EQ(plssvm::determine_default_target_platform({ plssvm::target_platform::gpu_nvidia }), plssvm::target_platform::gpu_nvidia);
+    EXPECT_EQ(plssvm::determine_default_target_platform({ plssvm::target_platform::gpu_amd }), plssvm::target_platform::gpu_amd);
+    EXPECT_EQ(plssvm::determine_default_target_platform({ plssvm::target_platform::gpu_intel }), plssvm::target_platform::gpu_intel);
+    EXPECT_EQ(plssvm::determine_default_target_platform({ plssvm::target_platform::cpu }), plssvm::target_platform::cpu);
 }
\ No newline at end of file

From 210aeaf7556581cb26f047c14ad2fbd477339246 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 12:25:21 +0100
Subject: [PATCH 0583/1010] Add entry to TODO.

---
 tests/backends/generic_csvm_tests.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 38adda901..550a01d76 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -87,7 +87,7 @@ TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
     EXPECT_FLOATING_POINT_NEAR(std::abs(calculated_rho) - std::numeric_limits<real_type>::epsilon(), std::numeric_limits<real_type>::epsilon());
 }
 
-// TODO: add non-trivial test
+// TODO: add non-trivial test, test for the correction scheme after 50 iterations
 
 TYPED_TEST_P(GenericCSVM, predict_values) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;

From 8db0a40743874f2af1a49023232f7b6b77498c1b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 13:15:53 +0100
Subject: [PATCH 0584/1010] Improve terminal output.

---
 include/plssvm/csvm.hpp                   | 2 +-
 src/plssvm/backends/CUDA/csvm.cu          | 2 +-
 src/plssvm/backends/HIP/csvm.hip.cpp      | 2 +-
 src/plssvm/backends/OpenCL/csvm.cpp       | 2 +-
 src/plssvm/backends/OpenMP/csvm.cpp       | 2 +-
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 2 +-
 7 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 279dd1da2..8b7ff3f76 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -292,7 +292,7 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        std::cout << fmt::format("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
+        std::cout << fmt::format("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
     }
 
     return csvm_model;
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index ac12a1e3d..f442ac741 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -54,7 +54,7 @@ void csvm::init(const target_platform target) {
     }
 
     if (plssvm::verbose) {
-        std::cout << fmt::format("Using CUDA as backend.") << std::endl;
+        std::cout << fmt::format("\nUsing CUDA as backend.") << std::endl;
     }
 
     // get all available devices wrt the requested target platform
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index e1b363451..fd1af74f6 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -54,7 +54,7 @@ void csvm::init(const target_platform target) {
     }
 
     if (plssvm::verbose) {
-        std::cout << fmt::format("Using HIP as backend.") << std::endl;
+        std::cout << fmt::format("\nUsing HIP as backend.") << std::endl;
     }
 
     // get all available devices wrt the requested target platform
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 059050abb..f26b320ac 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -92,7 +92,7 @@ void csvm::init(const target_platform target) {
 
     // print OpenCL info
     if (verbose) {
-        std::cout << fmt::format("Using OpenCL as backend.\n");
+        std::cout << fmt::format("\nUsing OpenCL as backend.\n");
         if (target == target_platform::automatic) {
             std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
         }
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 012b5cb40..85f734d0c 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -58,7 +58,7 @@ void csvm::init(const target_platform target) {
     }
 
     if (verbose) {
-        std::cout << fmt::format("Using OpenMP as backend with {} threads.\n\n", num_omp_threads) << std::endl;
+        std::cout << fmt::format("\nUsing OpenMP as backend with {} threads.\n\n", num_omp_threads) << std::endl;
     }
 }
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index d7886da1b..68b05e646 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -84,7 +84,7 @@ void csvm::init(const target_platform target) {
     }
 
     if (plssvm::verbose) {
-        std::cout << fmt::format("Using DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
+        std::cout << fmt::format("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
         if (target == target_platform::automatic) {
             std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
         }
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index b37daa62d..19d529efc 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -95,7 +95,7 @@ void csvm::init(const target_platform target) {
     }
 
     if (plssvm::verbose) {
-        std::cout << fmt::format("Using hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
+        std::cout << fmt::format("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
         if (target == target_platform::automatic) {
             std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
         }

From 7a205cb08dfa66ab75adda5bfee31ae9ee897f49 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 13:30:45 +0100
Subject: [PATCH 0585/1010] Rename add_custom_build_type.cmake to
 add_coverage_build_type.cmake.

---
 CMakeLists.txt                                                  | 2 +-
 ...dd_custom_build_type.cmake => add_coverage_build_type.cmake} | 0
 2 files changed, 1 insertion(+), 1 deletion(-)
 rename cmake/{add_custom_build_type.cmake => add_coverage_build_type.cmake} (100%)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 09cb51e27..7b9d2205d 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -13,7 +13,7 @@ project("PLSSVM - Parallel Least Squares Support Vector Machine"
 
 
 ## include some generally used utility scripts
-include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/add_custom_build_type.cmake)
+include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/add_coverage_build_type.cmake)
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
 
 
diff --git a/cmake/add_custom_build_type.cmake b/cmake/add_coverage_build_type.cmake
similarity index 100%
rename from cmake/add_custom_build_type.cmake
rename to cmake/add_coverage_build_type.cmake

From f5020278f1b496227451d843622a59cf05e04ff5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 15:57:57 +0100
Subject: [PATCH 0586/1010] Move the hipSYCL and DPC++ specific CMake parts
 into their own CMakeLists file.

---
 CMakeLists.txt                                |   2 +-
 ..._and_parent.cmake => utility_macros.cmake} |   5 +
 src/plssvm/backends/SYCL/CMakeLists.txt       | 203 +-----------------
 src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt | 131 +++++++++++
 .../backends/SYCL/hipSYCL/CMakeLists.txt      |  74 +++++++
 5 files changed, 219 insertions(+), 196 deletions(-)
 rename cmake/{set_local_and_parent.cmake => utility_macros.cmake} (80%)
 create mode 100644 src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
 create mode 100644 src/plssvm/backends/SYCL/hipSYCL/CMakeLists.txt

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 7b9d2205d..6906c1ec2 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -14,7 +14,7 @@ project("PLSSVM - Parallel Least Squares Support Vector Machine"
 
 ## include some generally used utility scripts
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/add_coverage_build_type.cmake)
-include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/set_local_and_parent.cmake)
+include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/utility_macros.cmake)
 
 
 ## set default CMake build type
diff --git a/cmake/set_local_and_parent.cmake b/cmake/utility_macros.cmake
similarity index 80%
rename from cmake/set_local_and_parent.cmake
rename to cmake/utility_macros.cmake
index 20f15da59..f2c4466ed 100644
--- a/cmake/set_local_and_parent.cmake
+++ b/cmake/utility_macros.cmake
@@ -8,4 +8,9 @@
 macro(set_local_and_parent NAME VALUE)
     set(${ARGV0} ${ARGV1})
     set(${ARGV0} ${ARGV1} PARENT_SCOPE)
+endmacro()
+
+macro(append_local_and_parent LIST_NAME VALUE)
+    list(APPEND ${ARGV0} ${ARGV1})
+    set(${ARGV0} ${${ARGV0}} PARENT_SCOPE)
 endmacro()
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index 0d4977e84..dec503ad4 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -8,7 +8,7 @@ list(APPEND CMAKE_MESSAGE_INDENT "SYCL:  ")
 
 message(CHECK_START "Checking for SYCL backend")
 
-# explicitly set sources
+# explicitly set sources shared between all SYCL implementations
 set(PLSSVM_SYCL_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
         ${CMAKE_CURRENT_LIST_DIR}/../gpu_device_ptr.cpp
@@ -17,200 +17,13 @@ set(PLSSVM_SYCL_SOURCES
 # list of found SYCL implementations
 set(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "")
 
-# check if SYCL can be enabled
-message(CHECK_START "Checking for hipSYCL as SYCL implementation")
-
-# reformat PLSSVM_TARGET_PLATFORMS to be usable with HIPSYCL_TARGETS (in case hipSYCL may be available)
-set(HIPSYCL_TARGETS "${PLSSVM_TARGET_PLATFORMS}" CACHE STRING "" FORCE)
-list(TRANSFORM HIPSYCL_TARGETS REPLACE "cpu" "omp")
-list(TRANSFORM HIPSYCL_TARGETS REPLACE "nvidia" "cuda")
-list(TRANSFORM HIPSYCL_TARGETS REPLACE "amd" "hip")
-list(TRANSFORM HIPSYCL_TARGETS REPLACE "intel" "spirv")
-# remove CPU and Intel GPU target architectures since they are not supported when using hipSYCL
-if (DEFINED PLSSVM_CPU_TARGET_ARCHS AND PLSSVM_NUM_CPU_TARGET_ARCHS GREATER 0)
-    string(REPLACE ";" "," PLSSVM_CPU_TARGET_ARCHS_COMMA "${PLSSVM_CPU_TARGET_ARCHS}")
-    string(REPLACE ":${PLSSVM_CPU_TARGET_ARCHS_COMMA}" "" HIPSYCL_TARGETS "${HIPSYCL_TARGETS}")
-endif ()
-if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
-    string(REPLACE ";" "," PLSSVM_INTEL_TARGET_ARCHS_COMMA "${PLSSVM_INTEL_TARGET_ARCHS}")
-    string(REPLACE ":${PLSSVM_INTEL_TARGET_ARCHS_COMMA}" "" HIPSYCL_TARGETS "${HIPSYCL_TARGETS}")
-endif ()
-
-# check if hipSYCL is used as SYCL compiler
-find_package(hipSYCL CONFIG)
-if (hipSYCL_FOUND)
-    message(CHECK_PASS "found")
-    message(STATUS "Setting HIPSYCL_TARGETS to \"${HIPSYCL_TARGETS}\".")
-    list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "hipsycl")
-
-    # set hipSYCL specific targets
-    set(PLSSVM_SYCL_HIPSYCL_SOURCES
-            ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/device_ptr.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/utility.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/csvm.cpp
-            )
-
-    # set target properties
-    set_local_and_parent(PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME plssvm-SYCL_hipsycl)
-    add_library(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES} ${PLSSVM_SYCL_HIPSYCL_SOURCES})
-    list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME}")
-
-    # necessary target_*_directories if more than one SYCL implementation could be found
-    if (DEFINED ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
-        message(STATUS "PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR is \"$ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR}\"")
-        target_include_directories(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
-    endif ()
-
-    # add target compile definitions for hipSYCL
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC PLSSVM_HAS_SYCL_BACKEND)
-    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER=1)
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER_NAME="hipSYCL")
-
-    # hipSYCL's way to add SYCL to a target
-    add_sycl_to_target(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SOURCES ${PROJECT_SOURCE_DIR}/src/plssvm/backends/hipSYCL/csvm.cpp)
-
-    # silence unknown options warnings
-    target_compile_options(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PRIVATE -Wno-unknown-warning-option
-            $<$<CXX_COMPILER_ID:GNU>:-Wno-unknown-pragmas>
-            )
-
-    # print note that Intel GPU architecture specifications are ignored when using hipSYCL
-    if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
-        message(STATUS "Ignoring specified Intel architectures \"${PLSSVM_INTEL_TARGET_ARCHS}\" in favor of SPIR-V when using hipSYCL!")
-    endif ()
-
-    target_link_libraries(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
-else ()
-    message(CHECK_FAIL "not found")
-endif ()
-
-
-message(CHECK_START "Checking for DPC++ as SYCL implementation")
-
-# check if current compiler is Intel's clang llvm fork aka DPC++
-set(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER OFF)
-if (${CMAKE_CXX_COMPILER_ID} MATCHES "Clang")
-    # intel llvm fork must be clang
-    execute_process(
-            COMMAND ${CMAKE_CXX_COMPILER} --help
-            OUTPUT_VARIABLE PLSSVM_DPCPP_CLANG_HELP_OUTPUT)
-    # check if help message contains DPC++ specific values
-    if ("${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*intel.*" AND "${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*-fsycl.*")
-        set(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER ON)
-    endif ()
-endif ()
-
-if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
-    message(CHECK_PASS "found")
-    list(APPEND PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "dpcpp")
-
-    # set hipSYCL specific targets
-    set(PLSSVM_SYCL_DPCPP_SOURCES
-            ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/device_ptr.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/utility.cpp
-            ${CMAKE_CURRENT_LIST_DIR}/DPCPP/csvm.cpp
-            )
-
-    # set target properties
-    set_local_and_parent(PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME plssvm-SYCL_dpcpp)
-    add_library(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES} ${PLSSVM_SYCL_DPCPP_SOURCES})
-    list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME}")
-
-    # necessary target_*_directories if more than one SYCL implementation could be found
-    if (DEFINED ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
-        message(STATUS "PLSSVM_SYCL_DPCPP_INCLUDE_DIR is \"$ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR}\"")
-        target_include_directories(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC $ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
-    endif ()
-
-    # add target compile definitions for DPC++
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC PLSSVM_HAS_SYCL_BACKEND)
-    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER=0)
-    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER_NAME="DPC++")
-
-    # enable DPC++ SYCL support
-    target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -sycl-std=2020 -fsycl)
-    target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl)
-
-    set(PLSSVM_DPCPP_FSYCL_TARGETS "")
-    # cpu targets
-    if (DEFINED PLSSVM_CPU_TARGET_ARCHS)
-        # assemble -fsycl-targets
-        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "spir64_x86_64")
-    endif ()
-    # nvidia targets
-    if (DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
-        # assemble -fsycl-targets
-        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "nvptx64-nvidia-cuda")
-    endif ()
-    # amd targets
-    if (DEFINED PLSSVM_AMD_TARGET_ARCHS)
-        # assemble -fsycl-targets
-        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "amdgcn-amd-amdhsa")
-        # add target specific flags for AOT -> must always be specified von amd targets
-        if (NOT PLSSVM_NUM_AMD_TARGET_ARCHS EQUAL 1)
-            message(SEND_ERROR "DPC++ currently only supports a single AMD architecture specification but ${PLSSVM_NUM_AMD_TARGET_ARCHS} were provided!")
-        endif ()
-        target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=amdgcn-amd-amdhsa --offload-arch=${PLSSVM_AMD_TARGET_ARCHS})
-        target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=amdgcn-amd-amdhsa --offload-arch=${PLSSVM_AMD_TARGET_ARCHS})
-    endif ()
-    # intel targets
-    if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
-        # assemble -fsycl-targets
-        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "spir64_gen")
-    endif ()
-    # set -fsycl-targets
-    list(JOIN PLSSVM_DPCPP_FSYCL_TARGETS "," PLSSVM_DPCPP_FSYCL_TARGETS_STRING)
-    target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl-targets=${PLSSVM_DPCPP_FSYCL_TARGETS_STRING})
-    target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl-targets=${PLSSVM_DPCPP_FSYCL_TARGETS_STRING})
-
 
-    # add option for DPC++ Ahead-of-Time (AOT) compilation
-    option(PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT "Enables Ahead-of-Time compilation for DPC++." ON)
-    if (PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT)
-        message(STATUS "Enabled Ahead-of-Time (AOT) compilation with DPC++.")
-        ## set AOT compiler flags
-        # cpu targets
-        if (DEFINED PLSSVM_CPU_TARGET_ARCHS)
-            # add target specific flags for AOT
-            if (PLSSVM_NUM_CPU_TARGET_ARCHS EQUAL 1)
-                target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_x86_64 "-march=${PLSSVM_CPU_TARGET_ARCHS}")
-                target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_x86_64 "-march=${PLSSVM_CPU_TARGET_ARCHS}")
-            endif ()
-        endif ()
-        # nvidia targets
-        if (DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
-            # add target specific flags for AOT
-            if (NOT PLSSVM_NUM_NVIDIA_TARGET_ARCHS EQUAL 1)
-                message(SEND_ERROR "DPC++ currently only supports a single NVIDIA architecture specification for AOT but ${PLSSVM_NUM_NVIDIA_TARGET_ARCHS} were provided!")
-            endif ()
-            target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=nvptx64-nvidia-cuda --offload-arch=${PLSSVM_NVIDIA_TARGET_ARCHS})
-            target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=nvptx64-nvidia-cuda --offload-arch=${PLSSVM_NVIDIA_TARGET_ARCHS})
-        endif ()
-        # intel targets
-        if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
-            # add target specific flags for AOT
-            list(JOIN PLSSVM_INTEL_TARGET_ARCHS "," PLSSVM_INTEL_TARGET_ARCHS_STRING)
-            target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_gen "-device ${PLSSVM_INTEL_TARGET_ARCHS_STRING}")
-            target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_gen "-device ${PLSSVM_INTEL_TARGET_ARCHS_STRING}")
-        endif ()
-    endif ()
-
-    # be able to choose between the Level-Zero and OpenCL DPC++ backend
-    option(PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO "Enable Level-Zero backend in favor of OpenCL when using DPC++." OFF)
-    if (PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO)
-        target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="level_zero")
-    else ()
-        target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="opencl")
-    endif ()
+# check if SYCL can be enabled
+## add hipSYCL
+add_subdirectory(hipSYCL)
+## add DPC++
+add_subdirectory(DPCPP)
 
-    target_link_libraries(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
-else ()
-    message(CHECK_FAIL "not found")
-endif ()
 
 ## check if ANY SYCL implementation has been found
 if (NOT PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
@@ -226,10 +39,10 @@ endif ()
 set_local_and_parent(PLSSVM_SYCL_BACKEND_LIBRARY_NAME plssvm-SYCL)
 add_library(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE)
 
-if (hipSYCL_FOUND)
+if (TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
     target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
 endif ()
-if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
+if (TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
     target_link_libraries(${PLSSVM_SYCL_BACKEND_LIBRARY_NAME} INTERFACE ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
 endif ()
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
new file mode 100644
index 000000000..3d3e6b657
--- /dev/null
+++ b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
@@ -0,0 +1,131 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+########################################################################################################################
+
+
+message(CHECK_START "Checking for DPC++ as SYCL implementation")
+
+# check if current compiler is Intel's clang llvm fork aka DPC++
+set(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER OFF)
+if (${CMAKE_CXX_COMPILER_ID} MATCHES "Clang")
+    # intel llvm fork must be clang
+    execute_process(
+            COMMAND ${CMAKE_CXX_COMPILER} --help
+            OUTPUT_VARIABLE PLSSVM_DPCPP_CLANG_HELP_OUTPUT)
+    # check if help message contains DPC++ specific values
+    if ("${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*intel.*" AND "${PLSSVM_DPCPP_CLANG_HELP_OUTPUT}" MATCHES ".*-fsycl.*")
+        set(PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER ON)
+    endif ()
+endif ()
+
+if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
+    message(CHECK_PASS "found")
+    append_local_and_parent(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "dpcpp")
+
+    # set hipSYCL specific targets
+    set(PLSSVM_SYCL_DPCPP_SOURCES
+            ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+            )
+
+    # set target properties
+    set(PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME plssvm-SYCL_dpcpp CACHE INTERNAL "")
+    add_library(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES} ${PLSSVM_SYCL_DPCPP_SOURCES})
+    append_local_and_parent(PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME}")
+
+    # necessary target_*_directories if more than one SYCL implementation could be found
+    if (DEFINED ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
+        message(STATUS "PLSSVM_SYCL_DPCPP_INCLUDE_DIR is \"$ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR}\"")
+        target_include_directories(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC $ENV{PLSSVM_SYCL_DPCPP_INCLUDE_DIR})
+    endif ()
+
+    # add target compile definitions for DPC++
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC PLSSVM_HAS_SYCL_BACKEND)
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER=0)
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER_NAME="DPC++")
+
+    # enable DPC++ SYCL support
+    target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -sycl-std=2020 -fsycl)
+    target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl)
+
+    set(PLSSVM_DPCPP_FSYCL_TARGETS "")
+    # cpu targets
+    if (DEFINED PLSSVM_CPU_TARGET_ARCHS)
+        # assemble -fsycl-targets
+        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "spir64_x86_64")
+    endif ()
+    # nvidia targets
+    if (DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
+        # assemble -fsycl-targets
+        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "nvptx64-nvidia-cuda")
+    endif ()
+    # amd targets
+    if (DEFINED PLSSVM_AMD_TARGET_ARCHS)
+        # assemble -fsycl-targets
+        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "amdgcn-amd-amdhsa")
+        # add target specific flags for AOT -> must always be specified von amd targets
+        if (NOT PLSSVM_NUM_AMD_TARGET_ARCHS EQUAL 1)
+            message(SEND_ERROR "DPC++ currently only supports a single AMD architecture specification but ${PLSSVM_NUM_AMD_TARGET_ARCHS} were provided!")
+        endif ()
+        target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=amdgcn-amd-amdhsa --offload-arch=${PLSSVM_AMD_TARGET_ARCHS})
+        target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=amdgcn-amd-amdhsa --offload-arch=${PLSSVM_AMD_TARGET_ARCHS})
+    endif ()
+    # intel targets
+    if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+        # assemble -fsycl-targets
+        list(APPEND PLSSVM_DPCPP_FSYCL_TARGETS "spir64_gen")
+    endif ()
+    # set -fsycl-targets
+    list(JOIN PLSSVM_DPCPP_FSYCL_TARGETS "," PLSSVM_DPCPP_FSYCL_TARGETS_STRING)
+    target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl-targets=${PLSSVM_DPCPP_FSYCL_TARGETS_STRING})
+    target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -fsycl-targets=${PLSSVM_DPCPP_FSYCL_TARGETS_STRING})
+
+
+    # add option for DPC++ Ahead-of-Time (AOT) compilation
+    option(PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT "Enables Ahead-of-Time compilation for DPC++." ON)
+    if (PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT)
+        message(STATUS "Enabled Ahead-of-Time (AOT) compilation with DPC++.")
+        ## set AOT compiler flags
+        # cpu targets
+        if (DEFINED PLSSVM_CPU_TARGET_ARCHS)
+            # add target specific flags for AOT
+            if (PLSSVM_NUM_CPU_TARGET_ARCHS EQUAL 1)
+                target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_x86_64 "-march=${PLSSVM_CPU_TARGET_ARCHS}")
+                target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_x86_64 "-march=${PLSSVM_CPU_TARGET_ARCHS}")
+            endif ()
+        endif ()
+        # nvidia targets
+        if (DEFINED PLSSVM_NVIDIA_TARGET_ARCHS)
+            # add target specific flags for AOT
+            if (NOT PLSSVM_NUM_NVIDIA_TARGET_ARCHS EQUAL 1)
+                message(SEND_ERROR "DPC++ currently only supports a single NVIDIA architecture specification for AOT but ${PLSSVM_NUM_NVIDIA_TARGET_ARCHS} were provided!")
+            endif ()
+            target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=nvptx64-nvidia-cuda --offload-arch=${PLSSVM_NVIDIA_TARGET_ARCHS})
+            target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=nvptx64-nvidia-cuda --offload-arch=${PLSSVM_NVIDIA_TARGET_ARCHS})
+        endif ()
+        # intel targets
+        if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+            # add target specific flags for AOT
+            list(JOIN PLSSVM_INTEL_TARGET_ARCHS "," PLSSVM_INTEL_TARGET_ARCHS_STRING)
+            target_compile_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_gen "-device ${PLSSVM_INTEL_TARGET_ARCHS_STRING}")
+            target_link_options(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE -Xsycl-target-backend=spir64_gen "-device ${PLSSVM_INTEL_TARGET_ARCHS_STRING}")
+        endif ()
+    endif ()
+
+    # be able to choose between the Level-Zero and OpenCL DPC++ backend
+    option(PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO "Enable Level-Zero backend in favor of OpenCL when using DPC++." OFF)
+    if (PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO)
+        target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="level_zero")
+    else ()
+        target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="opencl")
+    endif ()
+
+    target_link_libraries(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
+else ()
+    message(CHECK_FAIL "not found")
+endif ()
\ No newline at end of file
diff --git a/src/plssvm/backends/SYCL/hipSYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/hipSYCL/CMakeLists.txt
new file mode 100644
index 000000000..9056e5697
--- /dev/null
+++ b/src/plssvm/backends/SYCL/hipSYCL/CMakeLists.txt
@@ -0,0 +1,74 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+########################################################################################################################
+
+
+message(CHECK_START "Checking for hipSYCL as SYCL implementation")
+
+# reformat PLSSVM_TARGET_PLATFORMS to be usable with HIPSYCL_TARGETS (in case hipSYCL may be available)
+set(HIPSYCL_TARGETS "${PLSSVM_TARGET_PLATFORMS}" CACHE STRING "" FORCE)
+list(TRANSFORM HIPSYCL_TARGETS REPLACE "cpu" "omp")
+list(TRANSFORM HIPSYCL_TARGETS REPLACE "nvidia" "cuda")
+list(TRANSFORM HIPSYCL_TARGETS REPLACE "amd" "hip")
+list(TRANSFORM HIPSYCL_TARGETS REPLACE "intel" "spirv")
+# remove CPU and Intel GPU target architectures since they are not supported when using hipSYCL
+if (DEFINED PLSSVM_CPU_TARGET_ARCHS AND PLSSVM_NUM_CPU_TARGET_ARCHS GREATER 0)
+    string(REPLACE ";" "," PLSSVM_CPU_TARGET_ARCHS_COMMA "${PLSSVM_CPU_TARGET_ARCHS}")
+    string(REPLACE ":${PLSSVM_CPU_TARGET_ARCHS_COMMA}" "" HIPSYCL_TARGETS "${HIPSYCL_TARGETS}")
+endif ()
+if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+    string(REPLACE ";" "," PLSSVM_INTEL_TARGET_ARCHS_COMMA "${PLSSVM_INTEL_TARGET_ARCHS}")
+    string(REPLACE ":${PLSSVM_INTEL_TARGET_ARCHS_COMMA}" "" HIPSYCL_TARGETS "${HIPSYCL_TARGETS}")
+endif ()
+
+# check if hipSYCL is used as SYCL compiler
+find_package(hipSYCL CONFIG)
+if (hipSYCL_FOUND)
+    message(CHECK_PASS "found")
+    message(STATUS "Setting HIPSYCL_TARGETS to \"${HIPSYCL_TARGETS}\".")
+    append_local_and_parent(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "hipsycl")
+
+    # set hipSYCL specific targets
+    set(PLSSVM_SYCL_HIPSYCL_SOURCES
+            ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+            ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+            )
+
+    # set target properties
+    set(PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME plssvm-SYCL_hipsycl CACHE INTERNAL "")
+    add_library(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SHARED ${PLSSVM_SYCL_SOURCES} ${PLSSVM_SYCL_HIPSYCL_SOURCES})
+    append_local_and_parent(PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME}")
+
+    # necessary target_*_directories if more than one SYCL implementation could be found
+    if (DEFINED ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
+        message(STATUS "PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR is \"$ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR}\"")
+        target_include_directories(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC $ENV{PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR})
+    endif ()
+
+    # add target compile definitions for hipSYCL
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC PLSSVM_HAS_SYCL_BACKEND)
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER=1)
+    target_compile_definitions(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_COMPILER_NAME="hipSYCL")
+
+    # hipSYCL's way to add SYCL to a target
+    add_sycl_to_target(TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} SOURCES ${PROJECT_SOURCE_DIR}/src/plssvm/backends/hipSYCL/csvm.cpp)
+
+    # silence unknown options warnings
+    target_compile_options(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PRIVATE -Wno-unknown-warning-option
+            $<$<CXX_COMPILER_ID:GNU>:-Wno-unknown-pragmas>
+            )
+
+    # print note that Intel GPU architecture specifications are ignored when using hipSYCL
+    if (DEFINED PLSSVM_INTEL_TARGET_ARCHS)
+        message(STATUS "Ignoring specified Intel architectures \"${PLSSVM_INTEL_TARGET_ARCHS}\" in favor of SPIR-V when using hipSYCL!")
+    endif ()
+
+    target_link_libraries(${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
+else ()
+    message(CHECK_FAIL "not found")
+endif ()
\ No newline at end of file

From ad058981016e240705912c0dfdf43c1598a09375 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 16:09:58 +0100
Subject: [PATCH 0587/1010] Improve terminal output.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 0572409dd..685696494 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -764,7 +764,7 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     if (verbose) {
-        std::cout << fmt::format("Read {} data points with {} features in {} using the {} parser from file '{}'.\n\n",
+        std::cout << fmt::format("Read {} data points with {} features in {} using the {} parser from file '{}'.",
                                  num_data_points_,
                                  num_features_,
                                  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),

From 6b4bb57d46ecea999f8d3e959c1e4a9d072b7446 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 17:12:40 +0100
Subject: [PATCH 0588/1010] Update exception message (also in tests).

---
 include/plssvm/csvm_factory.hpp |  2 +-
 tests/csvm_factory.cpp          | 53 ++++++++++++++++++++-------------
 2 files changed, 33 insertions(+), 22 deletions(-)

diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 048d97cf3..c38d5e6e8 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -136,7 +136,7 @@ template <typename... Args>
         case backend_type::sycl:
             return make_csvm_sycl_impl(std::forward<Args>(args)...);
     }
-    throw unsupported_backend_exception{ "Can't recognize backend !" };
+    throw unsupported_backend_exception{ "Unrecognized backend provided!" };
 }
 
 }  // namespace detail
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 4399413b5..abad9da3f 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -68,9 +68,9 @@ TYPED_TEST(CSVMFactory, factory_backend) {
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend),
-                                  plssvm::unsupported_backend_exception,
-                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
     }
 }
 TEST(CSVMFactory, factory_default) {
@@ -88,9 +88,9 @@ TYPED_TEST(CSVMFactory, factory_backend_parameter) {
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, params),
-                                  plssvm::unsupported_backend_exception,
-                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, params),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
     }
 }
 TEST(CSVMFactory, factory_parameter) {
@@ -110,9 +110,9 @@ TYPED_TEST(CSVMFactory, factory_backend_target) {
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target),
-                                  plssvm::unsupported_backend_exception,
-                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
     }
 }
 TEST(CSVMFactory, factory_target) {
@@ -134,9 +134,9 @@ TYPED_TEST(CSVMFactory, factory_backend_target_and_parameter) {
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, params),
-                                  plssvm::unsupported_backend_exception,
-                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target, params),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
     }
 }
 TEST(CSVMFactory, factory_target_and_parameter) {
@@ -161,9 +161,9 @@ TYPED_TEST(CSVMFactory, factory_backend_target_and_named_parameter) {
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01),
-                                  plssvm::unsupported_backend_exception,
-                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
     }
 }
 TEST(CSVMFactory, factory_target_and_named_parameter) {
@@ -185,9 +185,9 @@ TYPED_TEST(CSVMFactory, factory_backend_named_parameter) {
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01),
-                                  plssvm::unsupported_backend_exception,
-                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
     }
 }
 TEST(CSVMFactory, factory_named_parameter) {
@@ -197,6 +197,12 @@ TEST(CSVMFactory, factory_named_parameter) {
     EXPECT_NO_THROW(std::ignore = plssvm::make_csvm(plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01));
 }
 
+TEST(CSVMFactory, invalid_backend) {
+    EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(static_cast<plssvm::backend_type>(6)),
+                      plssvm::unsupported_backend_exception,
+                      "Unrecognized backend provided!");
+}
+
 template <typename T>
 class SYCLCSVMFactory : public CSVMFactory<T> {};
 TYPED_TEST_SUITE(SYCLCSVMFactory, util::sycl_csvm_types_gtest);
@@ -212,8 +218,13 @@ TYPED_TEST(SYCLCSVMFactory, factory_sycl_implementation) {
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT_MATCHER(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
-                                  plssvm::unsupported_backend_exception,
-                                  ::testing::StartsWith(fmt::format("No {} backend available", backend)));
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
     }
+}
+TEST(SYCLCSVMFactory, invalid_sycl_implementation) {
+    EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::sycl, plssvm::sycl_implementation_type = static_cast<plssvm::sycl::implementation_type>(3)),
+                      plssvm::unsupported_backend_exception,
+                      "No sycl backend available!");
 }
\ No newline at end of file

From ee5ad565eac65cac07e908a178bed739ed1138c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 17:12:50 +0100
Subject: [PATCH 0589/1010] Remove unused function.

---
 tests/backends/OpenCL/detail/device_ptr.cpp | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/tests/backends/OpenCL/detail/device_ptr.cpp b/tests/backends/OpenCL/detail/device_ptr.cpp
index b9673a1f4..e04be951e 100644
--- a/tests/backends/OpenCL/detail/device_ptr.cpp
+++ b/tests/backends/OpenCL/detail/device_ptr.cpp
@@ -19,10 +19,6 @@
 
 #include <vector>  // std::vector
 
-bool operator==(const plssvm::opencl::detail::command_queue *lhs, const plssvm::opencl::detail::command_queue &rhs) noexcept {
-    return lhs->queue == rhs.queue;
-}
-
 template <typename T>
 struct device_ptr_test_type {
     using device_ptr_type = plssvm::opencl::detail::device_ptr<T>;

From 975613f8dccecf057ad26338182efaccc19463be Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 17:13:03 +0100
Subject: [PATCH 0590/1010] Silence GTest warning.

---
 tests/main.cpp | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/tests/main.cpp b/tests/main.cpp
index ca8bf2b10..f3b2ac2f5 100644
--- a/tests/main.cpp
+++ b/tests/main.cpp
@@ -11,6 +11,15 @@
 
 #include "gtest/gtest.h"  // RUN_ALL_TESTS, ::testing::{InitGoogleTest, GTEST_FLAG}
 
+// silence GTest warnings/test errors
+GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(GenericCSVM);
+GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(GenericSVMDeathTest);
+GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(GenericGPUCSVM);
+GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(GenericGPUCSVMDeathTest);
+GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(Exception);
+GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(DevicePtr);
+GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(DevicePtrDeathTest);
+
 int main(int argc, char **argv) {
     ::testing::InitGoogleTest(&argc, argv);
     // prevent problems with fork() in the presence of multiple threads

From 0c8db88f6c63fb9fca52e9b0b2da6dca73d38f36 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 17:13:13 +0100
Subject: [PATCH 0591/1010] Update README.

---
 .figures/support_vector_machine.png | Bin 0 -> 70412 bytes
 README.md                           | 147 +++++++++++++++++++++-------
 2 files changed, 113 insertions(+), 34 deletions(-)
 create mode 100644 .figures/support_vector_machine.png

diff --git a/.figures/support_vector_machine.png b/.figures/support_vector_machine.png
new file mode 100644
index 0000000000000000000000000000000000000000..4cab819d64a48aa18af99c20bb62838522c98971
GIT binary patch
literal 70412
zcmb@ubyQXD+BdoY0i_$129XXyq(edw5Gm<KKt$<oL~sF$qI60rND4~FqC`PjL8L)i
zQcCh%)92amKJWL(H_ji2J)Yqn#+q~9^SZC=SNDq4(o`WPxIlnHp@?s&D(Rq5I4<y?
z+*v&Mo##J=oKPsNa0f+2ts9DpEG}-&b`JM#Q7Eq1z*rg8R(XbY3zH8#)cCw;@jLmN
zG)l@IgFIAO3i;H=o<cR-geg}patp*fbZl;Z*8Vmux}t=n<RQyG*39D1+(kBy6G86x
z=*_8W=Jhq1wF#^f<H!QLQMy<65@MfpJo2!+eYP<h=Xg<pN`yjWM?zZz;~p^H+A&<m
z)w?CTx3H*PehDW4dy{XFINB%7=icCe#5(0;qiZ_o-bfYVT9!@rVcWz>@dd`+-(SjN
z)p{r&M}`LwcJY59h)|Qh!Jw`8bnDn5k-Enu?VC=x=-Ousy3TvNU8Zj&9*NVuJ423r
zM^8)X9L>({N7thwFRpe-ABDwOTujs`VWX3v(TX7Wycu@dyzbOJ)>fTL6@|4bSb2Pz
z=!|!$-?z%9XAkOvu+L<K@)j=%4u>q=8YsNU?{;R}35Rz0=FJHl0q>AdPBY<)Dg=Go
z3vQUh^MSf}i*>lQ!($T{4#fjeI$v+k;E9W$xxN+Gu(r9@Gc<7`Gq|{p-%;oG`M6b<
z72XS;wYrKD{0cvR6zhWFmvb(vM(!w-06X#@mQS9X7yKr^$BmoH`15$w=LBe|G#+E%
zx6XSg8+s@@KX_p4<bhIjv$gWDy~E<|;Bl8l<;G1dgHRG$6p96PL+P5H&yQc@-lpHa
zo#Jl{HxSXXot?)fZ+}0a5u9SjHif#Ptea)Zf_Ks3Ucy{{UuQ&$e@Ho%${O`r`jS{n
zd|rM?)Jz7th_F65c&ysZ=Ip0x%*r31jpv6onZ7+L)q*{L(sIbivB>}aEJ<@jhoJxd
zV8#6NE8W!p{uTZI*B|7&rCxEMXlZRVB2yxAQG%b`6+Is6gWc6=<!G9BLTI&61*J#r
z^2nbkv$8GrW#OD0{k|2j^_eqC)R87mt&*H9p6X<s4SurObh)VR_PxSFS@xt!(22XS
z2#bgq3H|4D9TgN6-+8X+-%MKR&%rmDLaUM0X;HuvYsVHDe;{CDV*2#yQ;0$qCR;gr
zYGtMCA**!=JMy_^#Lg&78yg%#Lc+F=j#dl?Rasd{C+#Ct>#@|*!p3v`fDaq_dw#JS
zc1}(t&d$#Dhii3Z<>f8k3JqM3_Feb)_c8tb<RW%o<iEYWZRDcV9>V|kS@nKy*f~2t
zBc{KK`SOLYqxSRX&l?*X$UXe{;ArIY@15)EPj|Ps<E{*sKF-Rr${3XnI-+}eL9}Ii
zY4Eb&_FWn_avTQa#VuL;bPc?B&_$oMwy`mKt|W-IsYjkKHsSM2&e@IW)|BBwgHi!E
zA1U{FBKRw=f3|Gf+S}i`M4FS~UuH!ff&bE_ON-wMX^)PMHug7dj`nAtrF^a-q?~y1
z^5yjGY>w}P`}e=JaQw3{*)!XJ7BX|ZR)6eow33Q86Qd5cmvpB#5;8Jkn#1s6?XXdO
zIVz+{NlEf~I?WhNNVtZcQUKoHnsWPK-A>@+=f@@@Lb>|mLu-GIigun_Ja%~1wJ<!Z
z)(GMh+o7SMzQMsTor1RRRI&a7T}~f=e;Z5)7T?`$g(;E03mC`i?d|<2B0`}+FI(|3
zi86_EPfw3wgP*8?c|DqtR$!_pT`Ec3mF@MdOcGL3(%jtKva(15^gpW~SNiG|%aaSD
z1a)4k4;vZ+Lt9f}<)54v*%-0UoU3UpEaY7tDkcmL4yL*C&k}3@aoJllV~`7CaCLR9
z_TLj&8?SquBI=l}Uu-NSDyrO-z~5i%>G-wCs6wO1dH2_dVTBzrEbA*RE&{5FhYuf4
zEiEOl2hGmRSlZf#e{dXb>F$0ihW*cn$F3Q}jW?d2_@_yElk^@MzSiT}-0BjXP4}J%
zO--er2>9KtBQyNwR%Z6~rx)63CQwtbXmHu~mC~jd5&NEv2o^t*7=;_KRrDgVv$I`(
z&)<X^!T0j=x;s%XaqrvPaQJWf<oK}KYxP1;hD<c0l-JZio;o@zN<mMLD(K{oy`hQ8
zY|b;;hoz;?CCzWEzvXM=+_-ULaiT#gXnz|2`^d<(JRPfzsb*yYXA~I)1vX0DdyT;v
zFB{vE5UD|J3D@Zs+%sp+um}l}-O7;e=PT8HL-O$%^E0^B)=!`E+j?zaS(1cp3F;df
z$j_gTob7l<%Uz!?=}7>a%I9F4`+}I$ldeR;iWiapG##FV$E3{G6ZO7Hmu>K%3`M)>
z;cvj3^MJBx>t*HQIx8zHo8mh|KtGY4lVfFX{}}!P3U%pL#*?MNHx+LG`JC5_i+A@A
z4y-2|1AAr1xT)wQ+%DRENz$GvcD1sy+SuM!x_%u`_IO+OONwYAW?^+|Dg?G14$8Rl
zexyxDO#BFnUuo{#LMYM`c;4K<f4|Io-JH*;TuDSF6>a(X1;^sof|r+A;^UxtS;fWa
z)bc3o?CfBnV6Q6p_=vaCYh%5`MT$QkTikc+A|4T42(LlO-GpzY7R=Mr({~47-;89E
zf`x;twZ||@S=!qhOl{a%S%tPfCe69=@=}pJ8=g2^J-c%b3eUyWwfXd9Pp(_o#>R%v
zw3-Yy4R60qZ<+)pRHtE?<+ae(QP_u8Ha0I;4tU}TSXo)C-R20MJb5xTKcBEr`=9nA
zz;WqPcJS%R_d4%VyX1@vCfL#8aDl`h5_f`6O3J2Jp=5jxSF4bBo0O8$($z%>E2ENn
z^#K_j9U59yMRvi!%s)Gl8XX%;Ug<m;1OLV`!S>D_OnbYsW7*3W6!i4bAD`0CVnT6H
zUw@BLU#iE#)OxPCz-OYC$;CQi7^Bq_1*YQ-%&#5pu5R|qotD9;TK`j4xVbt7Q}9A2
zgHO#Wpj+SjUirWzvI=Poq?v)c=hM>CT(%drp)*!vrir!WdiUm2o!QvgaRi%=gilTm
zo$2W4P^h6IqcDfT*VAp0lzGCw692Z%_^2mOh=`bF8Q^8`?U2zzRSOCVc1yeB5<43q
z!-hf1i^$2zDc_>0amYXLa5ucBMgsP-;paA#3Nn|7T-&YYI^&^p%iGyq+Fc!e>@;3G
zS38lT^6Yt15*m;Af_y>138k!h0$;NVbKs-=e6B0b6KU}p@dTNFtLZIfdwZMg!iA_T
z#mDy&I5;^IJ4IZPcBZO&HcpMh+S>a41SR>GOgZM8saL}b3b^_B`K|8VBjDuZy#M3<
zjX}4>)S{A?@H(t<DgPM-m)odmp)*2to`DV4;oNlm+DO*zr|J_%DVlfh-lf={J9qAT
zg*_=!g9a9X)cB-KUpzC71}`cpE5CD#{Aaq;%|yL?_KXyn1&jUcC`_`5eVNCSPWPc;
z!!`wtp!t&u``($c8h67gCr0BcCt|oAXr6dWOG_!9>ti)xF#T{)M8w2K@AQ^7&i^f3
zwOqc;$Sw*hsxz>}DEWn+^mh+NuR=}D8?Hkm+Su8_MHN{zF~L85oRh;I!yti;N|N#x
z_!z_3rIx1_{!inMS2e0^v%M@LG8oWwf27>Bl^%7)afk@YCaj@BX2NfUzy5cRR0=YU
zOFW5{;&EZv!w*kZ`Ta<BRn?IAcxqu`;pfkvZ;b8e>gsL|nK(~>Ezkv+je~P^uu|&c
z;c-V<C$E*}pL@>dGnskv^yy{0FLcs@2UMiYvH?y$E2CAVm+F^RR&2UcME^uoLC-0B
z_}_)=dUTF*W4W-@y7?h)FR^o-_xcclGY%fnC->CJphM!)hTRKDS?UX2#vr4cT+!53
zNLaXKsMv&@it14~A?>`+DeRU-*jzCiS6!ws0eg;)j?t`&5tz@P&m{_4*x~Aix7z=G
zuKX_<k#GSf+5IUT(|RBBz=Q43tSnY2n=)A3iyR!(JoUCW)YKm4<#F5_DvE^4%5t6k
zSY-JxzKN)wK{hA+Hmj&8HQU2yawl}j$;sg)&PH(g$CR9!n1KNbd=iF`r%#D_lX%W}
zWnF|W#D=mx)G&Q{>86l%+gWI=Gw=dGefjbT=Jng#g;%Ee+1Yb2hyF+Vmr+yjIb|O{
zv_n5OYX0x80knaK+GxgS#&mZRhxp0AoM`ZO{6I3#DJ#o_(rWPYgk5X7z1Ux5`rkVp
z%2LEfVY&pHh)}8;8jqr*2`MNk`%5jF7M!4k1zzOj#6ivXW<G-vVguz>Wcc5Iy1Voy
zvjuP%ya4{O@$pS~J=sVrsd49oo|sX03<LSf<mmVB^0#i0iaHM6$)ot6-BbmSWWBdG
z4n0yZEj|5R(6Jv>UY`8)Y7<sZXD3g`A)t*mz*$DkdIGLgYRLL@8W_cB8c{{l3VzJj
z&UvNB6Z_%?Hk4TL-e{HcGsoeQ>F@7s?hfRh<4x+MuKZgE+KrtD$<^=QUrCene2ZDJ
z|A2wvAgAI32<1YFY0X3Uhpo-cSOz7g+<mgjXWSQhl$(N%%kF%pn4tQfb*&jGw<Sb&
z0RRRuA83miD|xS9vk3^0oF4stb`Vyg6A4|gxuXNW!EZ;QP`?<!ZJ7Vw8Ww71W~MJs
zofeva%pOBaOUuS*&P>adq2m3;oM#)b<{PhH31{`PvB1M+w>%O@rL4snv6ft{)2*$k
znTFb>6LVq!s1*altL4iVqKJryYN$)6iTX&BDyM0fMSa7=D!ZJIO3WLgB8cg;AB<Ms
z{a(hp{H+jQQBiTMDVVwG^hE0D_}B_+9l*&e=(fHYt-%YiQZO(lf=>e{sPvZiiT=V}
zYBeJn%Bp}rZcpegV?({7LIlieE&E<wE32%$etfW_U1}}^yBZ&QX8T-M;$^FrGhdP}
zvrh)T&dr@dFb=c<=xtl3>+l-NDk>EH{3M}UxkAAO;4uF?9Bv<wRox#EMiBg`PiMW?
zCzJuff0*d~@<j>$PnJ$Wnai{SV92*xhm+N=?8t2W`7>^|0cnkk{W&f!F7nYd{63Ug
z$^Rl&y}PzM8fjHkVs<@g=g6<!yLT^UZ+3PTJ_+?xHXQRCKu9)R=Iq(CpEk|m-5^Y4
z<GO9szl7nA?KcYVo#k()I6nYU!7>q|_5uF&L3t{ykM{JCsKhWdBfV$vmfW>0t+MPJ
z_GN!D2Rf>#$arS!o>`YHzr42b6bkd>#|4y-`@BYVZSDMz0hRwLA3-jt6qKd4HMWh-
ztb%is?{B+D;o%PE^z`(teSOd4H6+6Z&ypcv?_Id~D~~sHsITldevFJXx3plZJY&Mu
zdOuVJFLwHPZ*usF8%%>p0Bg`P(p&!aQ#PI<GJ_xduD1*I+x^!Y9>WNq1(dE#;4)hI
zAPg|~z`y|A#J>cSZbnVG?J2VyQ)p<Y7SA_k=asJotsB?>VTww%7iO+Mp$qNn)8dL(
zYy0>yLDlC!Z1TUeS@7QXGOM#BBp;_+AH%jium(2wN~fT&%GrX?_&qva!}j6tfA(G^
zccJeL4WD5MU=N0c-b|I*k58jH>ajx5ub?;X|L&FBMD_!qh!m$(rMysYdZcs5Czaoe
zJOrZj&c2uFiqjaK+|dRO3A1dGuQLoJ<)HbSSz51v)1X2m+~+N)Frg{hy#GQ{G;0a^
z{(}di9qT~3=6lkknS+nWj}P|*w?a6wva-I{dKO;#va{G9#_yu{_IvmXWQeIL8+pDt
z6N16W2kcKjHZHaeCw7K1dHDD-KFl;A8fAC;*`OPjTmN?$jYd)PB2D_vojb4Wdo%WT
zhAjxk{1Rl~(V(OA@$r!{Gm}DN`u^jGHDLS2fjmOqWHqW$|46uC{@1wM-fAcpZ*P@<
z;0UzL+rV4@VY+-~wN$~U$6}TDM;>aXOCn9h=HruVYH9?$DQZOj%-#I2@wVz?<+fcy
zFhL(Zew+iXFPy-6cXt=w49=G?U)+jP)6$55pK(zU6q(f}#A|Ro{9EtTHx;m_)=6FN
zNDo-qj!-PDu0Ac$eZwXxS*!Jz62sK%5v{ky?X&Gluo^BgGpu%Dg*!j<_qseOw+lnE
z6hm1RL#TOCG0#;bi(rrgOBgD(AXQXsU2q!xAF|x6_iLXr9UeCO&*W(au7tODWm~K!
zZ&yM!-%HM0Ln)k2u;+kX+V`YgyMLcgz@qU<b+!1v(_341Z5*faK9=lp9BT~S48f<i
zwlmOKTL26R*>+M9(O)f6o#vO2IFIm@;g26b7Mb#R{X%$}UTk$OcDf{1W&pNEDxOCA
zTl1c^I6acZAJVQc#G9c-0&N@^9GqTWj^a0|M4|k)7ei(IcmJi+@#^gna_#Vvc%qnt
z&p1t-x&BnAY4^83&D3`al{t9;Nxr_m4zKA@A%N(qtLOM-WEjKnhzA~tq0lig*DLJ0
z`^s(A>0n=vjGPAmbBE&}_;|cB?j5>18v2V_{QL|QDF&t``GpGvc{-6KjFPX^;(2gM
zoawLL@8fg#^7;tf+jVnB*|gdP%X@9C8Nl`Bzyl8-A0L+taX;37p7VT}6i2*>?MS*X
z(6yZFPg_dN>MWg|Ev7bJYjFwLd?X6k9kKT<S%>EYPS7$rnHjI~cayh~sUYzB|09+D
z_aEuCk$JDsOf8)|+9K2{r0I&{2}Jt?wY>K=U;F+vF^WmX?+oC+`jdkdagaiIlL(#$
zdjYL`tKsH<Nq`*(9fNoO0hUUKFtKxge?KtXv?0|Hy_)zr5m(WBU*&alC?q|XbCWqW
z^K_^s>apZuU!bM{2qQS9s~5)HG*A_2&+MY2@uIg7f?&kDwlf@h^+5=??$<%mxY$3x
z7ji(~x;t9QfBhL#w;x;jSy#Zk9YBtzfBkxL+2$jrr>Er8^ePOneZVOw6b%hcxFjig
zGh7DHjvOHSM`Fshm*VBGUyrzQw@)5*7G+fL^A7s*Z9huRC=?q=D^^yvemo~9C)rwD
zZ36>3lHO~4{=2`dj<rajD+_xpYIWO7qI8OlMMvtqog<lndTPa~<;_<UgeyD@3nQ#Q
z&Qni(FZ)b0L%K$*!=f>uX2`SDs3Jm4iQ_i6@f3gnm)VcR-7Cc=Rl+rt<m8@9*+D1#
zSExP>m23aN#>R%xMX0W>&LHV=w&{469%{GwfHfVO<y06cupI&!85tC2e{+^_Y>S4G
zkr*Ezzk8uSf#1Y>rY$mD@&v%*2lGs6-xq(chdox>bn<rRpf5|&XY1!V$4sdD(v{)R
zXR_D|3Lcm08Kr&5Zl+wZ8h_psQT@LdIJBDKQVV?4m3v>$0?p1hs<6w7k#U)lUtC%F
z%THi;b*5&$cuSR|Rp~T-A^3PFai|=|QjSGaP(2Pbg{_)E`m!qgk58}y0?$w6oAPw^
zb3?nl?Dfm=*Y|fgps&DwfEOelu<z2icL2EE>du`roSbhM*3)JDX<#UZhlSx7zrWj@
z`s&5o4SpAGZEcAbdQ_1~Rm=ydkJ{CK_NmEc3IdHYhIKTmYMuV+Z*PZ2QX<!a9wZK2
zNh4kIwn);AYpo{N)^<L9Qr%t~r^mv=l9+J(_Le#z5N?a7hF}s~%yU^!BlRkO#}@2L
zWUSWotX>06l~OYeCF!A671y0%R<^O*jF0Jz$5;eoNglASE4P{eZH-F{Njtfn!0&1V
zcp7ehdu+qb#zyzm@yN)?^ru+%Bq1y8po671rkoUSItyD)w@vE29+Y&weDT6fnjUCy
zuI|bDX~<kxsPFF(c%?KGEiED63VHAUoyhg|_2Rb}9O7)%8Bj2%vw?kxyG)@_p6jKw
z=RjP2@PHVVB;kI^)XYo*m*#c`%KKp30Z=Hl<QPoYr6+$|_!g<_Nb6{dC<YTM>C4^R
z+zf0{8G4Beh{6hwtK#CQ7-amY-e{&PSX;BL6Awg^4d>pV4A}W*;Ns?{us+ey|IVg^
zmcThx%=x;ZVbc7EckeDE?DTW4c2=F1W|}y;9Ed*|>juTf)MCyPk0K+_t)F3I8+cHt
zkF~aj`Tp+5ICs|#ADj^A{LtN4#KjE<TeJ)#BO_JS)fGXE^1Y=+g0#4c7nKS<tGT8D
z1U+!^^i(!BzJS6E4pLsbb`82=JUga9kH^r+XnMXo^-oFFKlm}q8ylcR6PZCw3%$1O
zSy#{^U{d0Pfc?&SQr2T-=;`#+D6{ZYg+GAyWW_)`0k-8!8+UX|$MVOOSAL$Dk>t5+
zN_u)Db-F=Y=Rj)`=q#6-gWW<7dImJ^q$IisF&=X2O575IQgh%u_Mt;h(P(+VD86D;
zV&qf97NMn0c$%5|f`z*H)$WgN6_vKxT3WvHyAt4*IWhk8i5yN#19^0ELDF7pW9Ljv
zMgdHLoRH>~^P=!MzY9#@)(jbcg8CB}_CB0ciJZ5-X05i8hDH!$(I(nY^YeZM)Yu=1
z!Y9Q(I9Nt`|Dx-9#6^ot_Ssn+IXO9LzwP|*EvagG2%G^);VI}n>C~o?w?EN{!yhAj
z2G@KNfcWO-rqI=^^NiYby!xooDx89XW&ICbiJ6nNc1|Q?4PE8zY&`dTx+We7i;C`r
z-sC9&q+ksa-9G545>SbYEz+)n7bYkuDEgX$gMUpnS^OUHgxg0{E~Dmnt?<L8*E$7c
zR8)HT4`4sM^V?aD(mi|bTu4}0t;x+BlKwQ`%dRobob1mU`G|<&Px#{J8^@ov0zBiX
zCuT4#<HqBO1v1#$+e-?v%*?UE1zVY045%Z}$)QP<&F_FpM945vV$l=>n{;-)>Gb29
z%%CV}d9wh{9#>R|n9T5SA4hpzYl0azGdoMzFrFsiJ~cb5d-=rL`$XDhk<8NJTy;(S
znCtxqp<gsGU#WydaLoPA`OFf(a?ss5^jt=9b01k;SJI=H=I?sWx*R+{{_RwMCZQT&
z=+r4}R-xy;XLOiYNkU$82=KPWUsq29=?@+>9PWahg9FzhaEBVOM<&Rs+1Y&!{@xzT
zU(bO|7Zw{EJO7LtHsIoLDKh}SmV|1x*Dan|_Xl4SYuX3Tza_isJn;mecKoS=cmQ2l
zmBHyl(9VAK<Y+QZO~|a;BA7rgV4A<Kem;`-!yr{ml8R(0U!5)<9^OnVsod8ulza6X
zc=`U355}s=!I!CN4BnW!Ms!~I49Jf5=t3nPJ=#u?+t?n9$&c6bGu#P7qdg)M4VqsQ
zaJ8<*L0^Pz7p|6P9f)AKwK#Kgb9i^5@OUT$|DGix`m#sLeEs@$-v}`jP&CACL59Fu
z9Ffc1GxQW}v7oF#Q1&cgchvKu(W+ucyQ#IdtBDo_S8vPfqfM&G&`<c{b<^a6Wuf^Z
zI<{2Wr3kv2t+}<el4Q;jgxqW`#uOLxD>C4i{&^2NOq#UsR`}lR!a|2W$Vvmmm6h_Q
z3__Oj%~kMR)o!?VhfCUS39_)DfOUj{QbWQZ9s&Tcya&y?CISBk4}1tj0t6k#XZjcj
zeKz22K;;XVOYutK=i73tje9gRWuHQKg66Wh#=@3ezBiyAKKc4un9e!p#>U37_wU;P
zoOHFfwZM#{1zr0yH=ZhQ8&;lNStKx0CTX7#(8xho->F%V1C#0U<;yieW=%n6D>ah#
z_V&Lf8t6f&x8@MRELFljXA>9S4>#$BecIi`0!GvAvJEd#8-PFKz>0$ajl~<=Dcu&h
z*-mR*>O5W>4n0UoMP=cv!`_J$m#HjltWBu)#2-}W+E4~}Kpn#XE^>uVDve{lJ8cZ2
zWZFvb42TH|78aS_c+fj=VOnf_q<6+lOfaoC>@o4idR%J5!qlxdMguHn;pQ&T8a;ph
zd=`l1cYnO+29drGFn;$QNbuI}!kBnc80#v(=eykl1^vAvU*Akk*blxAKqf+L9A@65
zbSdw0iW>_GW2w%KkpQ@V9%R(i)aVO!odk~8dK$U@!#k-3>&chg&<NE8t||m0*T>hl
zxxZhV@+<f&?NM0_`&5E(vkt0iI=9NwU$kso&z)s0d9U(j`}glwKy>dMhXtS{Xkb9t
z`miICezx$-q_g4@SR!`$VWtw4P)}g-Ohfl3a&99tc*xoVk~{DvbY!G&R-jp(7cq<~
zN(Kf7ODiiZcX#*qcl)u~uRp<nXm9lS?@h)z`>c#m0wn)lN1Ja}H)f_FFOPzDMG6Lw
z!S{O<<i%OvBUwv|6vqJLZJCK(xk6RtG(KRQkdP1&Ny(WFAPMo!0Pa89-}gb3nJVYW
zkMPo`e*GeX#xIS3^7qEsBB}^!Lyiwa^@}?f9^>YfE089!u+ho*U4fZTH=}B=U<xW6
z4Ds06V{onzdYL5cD-4oQfl(0Xbx>^7$g}9^>WU5v0e(u84ZHvfYunDsFgY#lV|bz*
zutUJ1vQ|!1WN3Q?aIC0hlsOp1Z-Om)udKdP%gs#~fV^P79uG*J&7VG@!xfBKNw~&C
zZ-TmmLV@;uRrX}x251-&Y<UEC1RZUvfaVPE9UD*^3Kg#wj)j9awKo|&{HqnDPEfoQ
zq0xQVec<454(86+ViQ^c0Ri-rCyxL#@YXSCe~Ru2Fw@j4(7|<Za6pBuHy)DczSig;
ze;Ig0w>U~$9dMqj(*j#pH?+<>^xij=NJVzKVzF^ZCiB#?@%Bo-F8=;{+spa+Wp{SA
zx4)(ze5SDc%H>(r=`?O=XKQX72}bl3hCHtDA7jFlat8IvIHAP!`+u?kAMSC;wqxEq
z3?ju>YzvZsilHIhTZ7UPqup+?$-4^7C;+#!ur0bS8~J##JsdXoCk6{cBIa7{Q+}6P
zE`DO*I5V>r_vJo+#_X&pkM6FSP01a<jYQ`swWek=x2DEe7ShkXDKeQU#~zB~*4<dG
znpDWrx;s=8d@5_#os#D}4%89chjXxP<%^9!2)X_IWV%<Z#f4DH{lh~M%w<eJVWF-H
zW4+$n><<`532bpm?Da;%A|u`R?m}12lpni5i?Swhwg@gJaZzd`+e;&R^X3gc$lTEB
zFLoT7RNij}@(nqd3s*3R9p>N=2~V0c+7!&v$=h}t79XiekoI`DS(J%f^!$j3qL>=L
z$~lDa+%}8>SWP#vPwUJUQH^~7WB+%6;9&?4cwo>5&!Auza!!&Z#>OJv8V>43=k)fa
z`12}=ux;(bo~;m3J;0PMENC={<*`1&7!wm?ylxv_-5yQbIyq^v(qIwv2N&Q%m_k<H
zBiX+Sv$fCQ^hPDvBP8tRD1eV`!xq8a&|Wze)70{?QA8K6a1HOd6S^X|44elG#VF}9
z#RUTgF_4^VnI;g?I+k6<dVgcOsAC}snoHyHt_fmC@DX*A&y?f8`T6sXxP%1ajpunW
zfgXW_Lgq@ZXZd4froRH!u-bir1T|IBD{EsbjA&Yy>zCYo2+y9yRJ+b1%Lf#*LLk!y
zJP8oQB0xJQ40C%_T~;PkoKXGciv|&+Bo(YWcf31-gRt`7;C{NLk0vA`xqj!)MU*An
z8J&<NiuVO#59L2pzrj5`-90=^3q3>JXM-i>ibKmmKn&R7ErWwEaj*GCRD&}2-f>v7
zf)9L!l9G}XtXpaWAy_ydg}W|)Em$Zqd85h5Ant+!2Kmvkv>^hCd|;nPObwpUbg57T
zva$_4ss;<Ib$HmIf)Dfyq|J#<2Iyw@-n#nW2Nf)aqP#rD-DJ94VGQv7#^HLC<4rux
zzw1gpT(^#GP$E=M9vjivD2rHDHSP<L6$oylA>aS=C+k+Gtk3?2RV3r#LT2#C@jCCz
z4}QGIF17&c;p^Mm(ee7`>!LJR)JFGsHk_H4O^>B`bYg6qPBZqdrc1hFyRz{xm(P#g
zfqJ<Q230hoT#Sy=10g_#AmTOjX@DKq5(Uhnj+4L&K1)ifQfl5n23`w5EXSL~E(<-3
zzeXzX!|+Lm9;sW0<a90$@xO9kXnF8^-}PiPH`iqgu910k4D7A|Y?xOdWgl5;TmZNz
zE9v#?Ebu~ruFNR-L_&Xmf8_On?i^85<NJ>3H)5p1YrAwa<q-|PF$Toht5>g9!|nw-
z|5wHVyX4nZBdiTh;s&~K?7m@xQ;u3=QOu{a`L_x4&FF>1@Rx^hFI>?I{#IOQZg-D>
zj=pfXSpQ~2aR!sg1UmmH>gnyrVsdg3RciAfTllOLS0Q#mnUJbFAeeWEHx8ck>({SQ
zU(I-0TUz?El?j2xQiF-YJ7klRoNNVD0_qYEXb`@bm>BYB;A=EPzy7$PuPqy-el5eR
z2=!L4;34=SD2(@H;A3vx*Lq{oG6<%`$0Ip2RJvfMsib$|<PW~js%W}II$$4gRvA23
zhS~w>SUq^qEy;rgF@)x+<}d_m<ba>RN7i{;K>-`lc@ZQGHg(DzBE5h{+XpfTf?h!6
z`Q&*B@Pmbqj|jR?2&mG8aab|P|DZIp;Zw4}K_PNhl4QGlnH;!U8z4y6pP$H!`?(9@
zh7&D<&g<*z=NptV!C>12_tdn;4Hw)OQXq8NP+j07>T#CX4&>fg9IFwT@Lgckzt24@
z;zF%G6t+_%V+o=_{B>9<qq9nqZNPWfRbtwJgu6nb<NjnLBOq`jK>!hs!atoo;Ix?4
zdNhN1Jhix(FEX6{kGlN@ym6q%)^ozph#iKA?ta&j$!3SHK)#fAu(Q$%QY|7#+CF2F
zX@MQK3E3Sedcyhn`Fx!`0uX>)7yDQtKcZsa6FmPVS={aCS<tGU0*HfvL^RGHA&hox
zaw^VnX$1o!Om~t~Qc^<H=ci#1sDUWV>G9<0(w7<@DguzFP$(h$9tLC)KsK~Q^WySZ
z!Sv0hc#)i3u#-lqtqrmken_oUUddTv;&yP7M6F6dHX(A(d-PWbesc>4Sa|SpUIszl
zZC=bb>bw09Z50KnCP4qk0(J{>cu;j7TOCAlP?+!E4LN)4!JgUJ+8TIN1x=-ScsP;z
zw%YznfDb&crMyG-_m75s_sQt465SodOA;mgUZEo6w?1rv<6Mt*v`yI+8^s5DE#O~7
zCj~K^@KMxB=<(!6W>Qi<<#cyzD-NJcR0se_YXF8mf94W5e>j#}{rnV*EE8|>nZH2~
zo(#@gAsI5EkIqc>vF>0rPd)#X`=u}5#q?;(xUEmOVw!Y&SVXCl#I=u2H}RRvGz$7a
zqJ+-pjg8{edQGcSsLzjD{=-<2AvGBOAI1Iuo-GS)XIwNo1Ilt%?rZG8Lu}4lZ(EZa
z0(%mwACqF)+e3Cu+*^}zYxfscPbU6})b@#eCRP==DjXRS?h!ktnsn#SBM=Jrn&3r8
z%a`!3)6XG7J>ahvXpu26`J4Ot$iVUrtE-a&0um0!UUO?}SbPVPg@}9hMZ@wF+0<0C
zeU}@d>%_$JEAK_JjjgWU1ThEfUt>U6WlVM#$;%vG_L$B*#3k%|eUttS9$tB4BoBhd
zu~EBg<At!m5O+hgeRr*RK-5;?XMX?SNJ}GN`ibBUlF93A{ouIl^jt9lwYFCCxOy@e
z|Ekj&8h&iI!;P#`(nsM~jFQqOUUN~Jrse>9p*KTxk5F7(ybQTc<%3adl-IBC+RHg9
z^ECf)0|KhLQaYSKXD*We3&^DnjS5uaOlv3%8yV=NuG*thWf`H47r*hYAJbjH9+C4{
zl&7r@2|<C^0!}G5bc?S?${A>$MzIMW9LWB_IOgxyul`@rI~^aKuVxJp*ZEKMj^gjI
z+j<^|c~Rr;9#IWL&%gqgD(Yx&uz=F?-rJK#8x@dkydcnnWTqA(a~9qjRa}B@gO7qd
z)b&Wlj{mFKP%C_VO}SZ{3viuvs+7U;dcALN!tr|Wa!H(XQ~I74H@CcXcJ1v_6EWl}
zfVMt@k!T67BG5gWvvXbG%R|3FFf)W{L_<r&15f@e0H3%jd$gfgEXN1!;SFZ`udjel
zdR<BB4C)nZTcOLBLqWp{4aMRur~7L^@~EJ@CMXh<@|nW7_9lN%*o_Fw=V9CRoawxa
zJzun8=iu;pLm%tU;h_!S8X{+9GFn=LC1Zi{v9VYCRSOt!Qq_MQG}PBa<SaYcAIt+U
zP<6q|XaTwSN*Bbw`iqQ2-rpag0C&X&JPD9seJMo{2t;jzmI`9npCQByQo4BB`s7d`
zL=XJ9cPs?lJUj%zHoN-OatT2Saskn??bLhug*Aee;3C+6855sLWl>v6>-ab$cyd}i
z@kj<0rjpLoMx|9NUbiqTRgrna1zJJ#Hpp!tGhG9;#KAYW9)pO*S#6ILERQu>D!@<%
zxA|KkrfTvnz7)jr&Ytay+!z9ha)?p8lI1t3{A`f@nwXfdWtu^BKk)H@thGXS2WtBW
z%<2>|=NMc<8ZdvTN8dFbZK-$f0VrsL)PmZtT2KfgfXX2s@tA~>N6!bcu!y7zLR}<)
z=X=H^;1Uu5N&vjc!pe#TGkTWTj7sMQ9VqcAESAZ@y>v2iZH}v6MQ5KM0x(vUmrqXr
z(HYOHoTY`1kB<l4w!8%G7MqmB1%fxWJak@GXo9wGOb`$p06h_l1+tefo<E0l0N4wl
z0Ma;&Ru+4}Mgz8Ibid=*Kwk8`$SP24ZusHwdn$K&RDr-lcv$y9i#(mr03$>fa<#ZF
zg0N6?2o~B~)N^>ctq6gOf8!A*z=Kpsr!ZJkCxI-Ziw=3+;9DU^*}ucSmaS76m_8X3
z6N!|R)ERvIL?iVv@IH}f7zzXA^@<tx&h|E9{URAoB$o$a!02L*HMpt%_ji?{gZc0d
z0X#=WU-#wA;Vl}7D&4x(yRatac&8JJ{WshT(jTnRI3Wi+Sorum3@)~idLe>72wWaM
zHcgjk(Fa{<QdKg42sY6xuuF~C=`UPh1B#9KV-UBx&DZh1q9UxSs%rj2Q<Gc*pOMat
zZF*eXBWS1&^O3p*dSEsFzv7j4e>)P}qiO?lE8pimNG}B2coX6*<wD2{K_iB>n9~^7
zAQ?Cva`!<sgUOEkHOM2l73qS*gRo!7A7e6uPmK6Fz?G;Rs(1$hwT}>x)5#u&<f$hS
zgE$$yK{^pTqF=v$MKMgk-Q=Bn4-C0Ji!k!9N3NJwQE?Ehs^YOWcD})X?;~W2jp$A{
zAt?;RWE$=Q$>RV4h}hV0K_XbdGVoBae>6mhf^Mu#Hpw0At!J)F!bg&kLr4^fcL)Z2
zxgdJa5?VZ@u8;&KR0Fs)p|EUOpw)4B6$3U=0fGtIXU@4!aJ#{hTO6+w%a9EuKp`n?
z=VgU|Qi84YOLXk)?2yaB1wvtG^^;-(Kn4;~1dY`Z`>B95Wn$uAED1a->Om%Sk#?9t
z?_&@{4MK%)l}hKrNM+^k-sOTk-j%Epq3Lc2+rYx2P)Kiq&Gz$Y_dl6G@crh7W^%e%
z1sttcK$WCj2?`7h{D7?mVn32efG3Mz+(A|ybW&&<LLwr(dOlq|VW8`<N=q|9yy$25
zzn>M)4KxjXIQvZQ%J2NS-6vzw2PcQ?;2)9}lP%25JOt94xae6^SH}+OAhJ*GEMGp1
z5QCA%0HzmI@eJ}wdP_k$SSm3n2;I5Q=QrsW>j?TECCw?$4d<v}nn*inlg^fT@js7i
z+hTwF2ux65Pl&XWe$JJYNg4yR=^3aED0w7@c}zzTjxFWA)&{>@YLt+c_Cz-DAkIfU
zEisYywPyO;^Ivj>ruh$9`1DlMKBeZT-B6?0+@p2%pt^kJi@&h7qT-I^$;t8qbmz-Y
zs^l^<vA1NozaJzgvt?wk;o-3@^sfA}&3p5v!l}S8U+=AOYJKe$8NY2+NiZZ|ea->{
zhX?f&t~?z1x$zl;1lv=3v7vyIGc0gJeEpe%5XJZ=Y5w8fw>x0z<au=?DPzCDr2&q2
zWo3P7&%(pQO(B<Gb9h5t{Uwa&<SPy@G%{ry<VW=`0V$kQ_N!HODMRPkPGs?y3KA0T
zR32@p&VBBTXH%Q|t!S$6GdN6Z)MRci*a1Wzb{PjNYpAEX;L)`}kgjHymW;9#O|4o|
zGcz+$WYGC<+`RdXPjHoN576^SV_+TRNKL^*)la%0?c-7~MsG_!13A1lAlJL=lY(sU
z@R@=-K7eg9fT)<F&;<nr8c9OeAoR=!B2ozmZJBZ?rAH93i3dc1a&nRnIv%NrQ12;D
z{j{@!L6alK-NBCh>JL8Mfk4HG{8LYFgHtJgueI?@a{H*Wgg8S*Sa>8~KdT#o{)!+U
zaA2i<HbO{O2MM83Uo$mjfDw-ek{8eIw|dJ?FLmE&wu6!cv86|#cw&IE|27{IaSczl
zM#coF&GPr|@xYM`umV1u+%C{V%q}Q$;5Dx66Eb7ft~jtk5aAZmZ7*yx5q=H_DAel5
z{>iiwpbTr=@?J~jL1zHu6@lc6zrO?R^kHe^0fDBbCYW<AQ0trflN}P}wKso!|1Rw<
z2MSy(3{w;ekpdx}wFzM&#7tQot?GbJ*#NNpj*tUl9v+5zajF$|HC1n)GV+!OH>n2H
z*Lw2Hm>nOV9J9@SEExW??sYSD*@IRj8@sA4J|{seT!9q?3kpWY?t@(G&7YqsZ@hgq
zJ{vu-HUIPHMHo!JB?d_e;vlvc)9{Iih@6-7$lqQaHK_Gk<$<dw8kqYkLt+L<nX2RX
zFAK!7SX|@+Pf_5d{trk3fm$+jFOctUmq`Nj3v@<C2I@J`K_gI#udElFHyFbd7XXPM
z{@_#&hapy=&Rr$f)n*lCcaLZ5cQ4zYqwE3I8|29{CJi@t0}YKL#~Qo0^0w$_AQDA4
zK|nVVMKM#J@uuq_Mbh(L#tQ69JvhlR2cZi$IA|i_^(zT-7+GHwuNy@my3S2BBnB<A
zs-B_I&q4a=guUce4?TqqUXx{rO$htIwSoe+%E}+jD<6iHtgQ)}O1~S%Ch&jQ`&LtN
zK&Ldv-}aQgW8-?;hJOBr{s60{LA)*61d;#{xH<<BHSY!p=Xb)4CO8V1nQ4#44FT8o
zGDv^qOG)QN-s23@JENt8Ot+6YE~4K*C~WA>46>Hc{ZnooelT&Ht5ey>@oPSLD}8Lt
zBQa3iNL|6Y(aE_^EaCPOJ+uXzCRxlm<BG$8lDj4VJ7l3DrShdpGeOXzMDzz24g;*9
zlh1~H-KfoYEt^4U<360NP+I=xUui)}8SB4iIH4zdXZ@<t^L}nmmil(8y!JHoba7h?
zy`t&T<LdJwcAub_-Y5Lo-~ajN7YoW^qP_;?D3;;lKL-Z{C|7T9`@d_%Y7v+>u2UJ{
zySXaGr{O>OlCz?|ARxSIXN6F<9o0&ITLEU$Ry(alTr@XcCtE$W3i=S>-1~{({f#UH
z60nw_z?v!cB!T4g3qJFDLtyT_po_l*r6MvlH5GEMpE{U>`FP^hDpsM&^58rPwmhPs
zPr)Gw57lUzUTpnBeYW;L>f-E*xt=Tbht5M!=5EgM*4y^KBZC)IJJYZ?K^d-~o!iXL
zqwd2SL$<K8!VBk#%KdikL1*Nm4OO63FtxONHUAy>WdbyppS2U9XXXKL87MXp^WB&V
zh2t@*pjKTOg?X8Xh#jgbX>z6G3RnHTHkobKOjm6{!RSiwH1HX0Cfl1!w21l_7f$4B
za9q6j2{0(#gc>U%%_>9Cn44F>h)Zlw#prQ0*e;GS{*9=?3xS|44%GX)FAWu^+DU<T
zQDYFvjAaFtD2j#kWBTnyJo)MXqeHrA+KRD)qi``sB3IvIj%2jj)%v`~sr*i5Vpr$J
zKXx??`T2Z`V}K3X+uD@iVn(labaixcK_N5#y|OydP^WXs48rVys73HGpCR?eV-o;M
z(o#K%7Ug3%_MXsbZxmpAY$uDe@%-8F+WL9pU1engw8Hp%=);+4!S|Pv?a;hmRMJb8
z3-o07o|!{qnEClLS3)i@@HoIE5iZr%+<Xl&KT*JZ^`hz<GI0wNEd*+2>kpPIX7#qt
zUA}?OD8Z(a7o}=d8(M72ZEeZ2wUEgtm#s!Iq4c%2lb4F1z@Rh(0^6H43zwZIq?5&6
ztxK?qg;-12xC+Vkpffo@!WhyV#ah!30<lhBi9y~(n<rkl?jqAQE2J<x<LeG9EO!o8
zIK0zN51Z^e&R;>#Y1S_6uC_Q+GWWW%zf}V77kUG3$d&uwwICiFw_b|?2-I^3k_)xP
zTcM*PBVz%Qd<Gok_D7pZ5d1wJ51+1DCP;f?u`ma2$L79yV^A%r`w;D+-r(2U*yLOB
zGsb=PW5qiC70a5JYrac)EzYg}$%{2XhpS?D?CcVLY%<9O5y4>qglRzB3tFIWiPS&A
z6k=%j5NqT`_|q#JfP2^|Ft@GX3>=*On5$X)`T6B#IHmw#j9_hTO`;Py=>)Rr<Meb!
z5TvG8SIyqe-Tv`^oR(+>wE&D--gmQC9R|*DYNlZzN50v~TRH`i%?@b3kwEvdz|j)-
z`bCG5x3FM#94cxCvO)NM5_$~!EXs0orX6svMtGqJKy5SKrjv^G^+|jRil|e%$Vd#t
zXqaDua#RF{T{Ae376F^e;pdz|9{S!C+%)eQ5FibR*#*P{(_sTHD#Lo8%Zh0vkHn$6
z?~m6~BWHX1vvDt6y?@rk!~`}O6?c8)StPCB*4BnXfk`RkFpwK%U<JN-uFdZHFcYiW
z>W>+@j}gQ_I=)vto&$~Z+{KF*RZmZj=Rhdq2r7aP(MjfEDLlM0WB>vbP_$3#f(;kp
zREMuqVsbJ!=!JK@)fg8wlgB|~Jre@$+9-8Zr0;jF0tnGj;Iquv!%@DUpd=$z|9Nw^
zgF`~1rsXRH0AovTs8e1R4Wuc-BjP%-0m)`GxY(FYQ2a>vwhlKp8xM6?DEja5y?&6@
z;1mS~p)<H(I#o_)#h7>CfSe;CNdN#Y>+K&QK2C@v8Oc#ItE=g&!#AVErKHpi4Glvf
z{p36QRIKgC4`YbaBTWck5*r*Q;2CCr4Bo|3d6r@(E?=I`Pu$1Xhur3$_+>I+9+`jj
zUyuA+!Y}Mq^l7AmdRG`oHy<EYn?Oox*0ZKCm)crV(Vsxw{2=?D{``3mUv9l0s&Si(
zf?9-ne@T`o3S=!=L|IA3Ixi<D2Z)S>%J@9>1cb9#0bs^KJ#_o+txrN5to;P4@p+^H
zt6?H3f3SA-Xy%Gv*H*hl>+0fDX%YTVu|&7Oy(3y9nQh=z=s^$!?qjDcW82yY+#`Q4
z^wI**06<l=!TcSqHX0ovMji{f!@Geldz+j6esU5LMn%QN?Qp%GOgW21GRU^_14Fk)
z^R|;Erls+L<zx*>Q}8z^0l_W77!Pep)hUPrlqjIW3lSL#T3Xs}KUx9PzjK@iD-7RJ
z?#)%FvFP>RFK@lyGr~F{P?p>@F~75-A1fQE1jpN+JXO9Pqj$=h&G36~54pX6agg7o
zfp;4;l$7j{`{T8QO*wBU$i<~fMbPg4hHl>(Ed{9@)N`1YcZaOdybTG}awq$WFrhe3
z4<}Ezib{V?cLQn!J`uN43yO>JunTx9c;a~C*%U5wQMLZYyO^DJS~lfBwz09S!VWKX
z8}AM4Gl%7in>7h+tyTfRFI=yve4w1bNA7!+H2pN60Wc=-rj{_6F|;JkY!di_ptj#E
zS;@=I1qVFRE~EPB(qRwN40uTFsEa&2YL1M69+<!9vP|<g*)!ediAOL4>Jx8i{g%QW
zBLWk&Pj*)+p<YSM8~h@r7m~6069uE|f5+^~ZtqBJU5wv$HrSDwU*@sC%cav$i+=M)
zRUnwr-iLjF7!djZV5rUQZN7I}Zp&Y}u~<Nl3CJStuOT*{SzphzX#kmY6QpKiFn9di
zKq_Zg(F9BnFgqdVwqR9BB9Utz?TijgCn$3_P!`C^KY#kf1$6L5T--$|uV0_M@96wp
zubFoq1+^x|yD0s<C;$Y}N1Kli!rYvgGuYXbK0eVdO${{3)47;v;Wh_~{jvkKw2X4C
z7q#ykbu9D%<4P)5H;T<2>XCPfGLmf6a?H%J!{(H(UNjEFny}LeE62y{*edKI-`~w@
zOf0oPp6(j3r&yTw(eRU-(6`tI2n51AM`NthnVeP4>gBRYZ}Rd!!(eag@4u`<Cjv$u
z6wakfmnfK-OF#4io{XxitAlgAYQWoafwcSLiNm`fc7<^93s`|ph&Ay*hvN0{DZC3?
zsWWWDWyj@oB+PKg;P`;etQJjlKKrD+LRYZsftig>tVJ+?@Nn>Ew%>BtX+(d0<GmrO
z^P*}$hxjL?+Ly*8Vo#1U<9~lE3?G#hy`8Jc=t-;2NP--&wD!qSW1P|HYW^yG%2?kv
zI%)!<pe+PRjrraE{QQhpj<*MI!MU@GP`fsvEq11+rj0Am5zNtqL_}11It3CXkdV0#
zf|bsRoNWj@k6?DTlHWF$VaVszLVxerfa_BOH*RIV4ND5W)?YI6N%hXbcD9U|s)Sh$
zo3(A8fC+tS_Udd!@7Ke=caoo(CZL-c4l7CW!5YFg|B&FhG@uMJ@g1<2Qfz@VxWT}(
zmScvcB1BG~rfA7Rv9qmnLR$bG{1OQXiM5p#E6kgCXw3_fXGxGE?vEa=P#K@uog^tt
z+WJoxz$v~akUM_a(|cVYc-VI}#SisltfbKEL2QPM^7SWV$wJrKS`~9m#CF{EYl<i9
zyld!{6zyA03iX%!FFkmW*^u~x?M0m4hMW?LP0Cxi9!|p}DK+D1)|HjKMDrKtC@<ZO
zK;Hr~ooMcN<M#=S&EI1S(XzDdWCnh$0+4m2A_&(=xl*7ynknIa9fsNao(7oONb@>?
zLtzUGoILSS2$;-2GuFsYL6;vSP~h$C`Q2gg`f<avX9o=w`|36Y)gIh?POkzF^6|Ys
zui&o?zF|uhi}qN2?mn8pugoMp75F=QdbNi!wmte=v(d4M=^YHpGelrfgdZxX{;(wG
zNURn)yKZf3%K?GJBFAhuOE`>f{5wcON~#OgVD~S_ADqS|i%FOKx9I8}fnQoXISFu@
zyDU@weFtzzhXT$7NUvOJlI*<jlp;j0)ZEOjH={V&W(|fU4GeBqPfuF}b!B7wZ>!3P
z-`L%Ni|Hgum<Wp~2mRq#a1V=#@qH}EW9ZW*z^*uca1MQR<lek@p5`^vxt)*1>D6r@
zc)mp18}RU0!Nz?B<g9m1N^eE=Nao85z@J~n@Qx{vY`EiV;{EkFEL?=1CJR|T1dtfZ
zT0*5b2BWJTPEl+1@(G&N>bYmYFy8{=@Y9f!oBM`&;Lh!H1O(Rq+@z~(KZ%)h!|m;6
z)t*dRhaXoKO#QZJrf=rykfz|EiRksKk1ugXC#Ag2ymc|#Z5D9F76^(7(OO%R3qRq`
z4yA{m#>CJ71;%0l!S0Xd?y&_}g)blygoZf;hv;r9eWx%;VRiCmWhQrZcON8ja)&sy
z^l++_cgfd61Hs-ti=j9cwgKuoZ=BIe8UOKm2{I-U2-Cbj{%{xT*EnHPs+`GH|En%b
z6kP|tCFZ!lexYn^EKh@8X)><v;gjO&7yIeo3fKO?BjmwVc0XBCpHjPK189dee7%D>
z45gk-M@vhVpOcw_P-%3s0o6l?07Q`EsK_}9@T!or?kMCGcMiZya7=%?Kl@j#gl{{*
zhBHNo`-*z?e}c@Xa3+Po-(qoTi4{a!L~!C$*VIJv5)j)o$nNm+@Zj61MNC-#T|N|Y
zLJ@Jlw@j-bJz4F!LIYljXZaVfc2ofnV^ea<`kUnulzH-6-aD{9{7{M4(vs1jUl1bL
zbjNoA&N`lM;Gx*Bqafd2R6@`-N)KT`u4#)kh)4p@jR6et3hrJqFauO|$P@I}uMNH-
zT^=qaMTrNWNXs7n5&>{ehNR(;qsP#Kt>A_rWh#W6#Dimf(_3?0kWYv7F`RM#>X*q{
zvaK-o8vxNONGbX(q<g<Ah0lW1@OK(V5px;U2k-8^^CT0Xu@<2A9&a!saQ4WfB^2j}
z8Kc}`k<Z>~k5un&u~xoHP3{=KA<IBxV2{(wQ_<kYTIq#u-XE@#9%P^G^~Bk-v%kN0
zc&YE*2y>znZX*v4EE;z~={zt3takC(o@yM-bE^E&T!pOXaK1ZW*w(vqU_~=I70yT(
z0C%e2oABR4q_t|-9Mp6AKhj|hHXS70HG;sQ0ij(C3JTJJ42e;Vn{8u9*OxDGVCk!Z
zrf&;?p2N!w1ixJRk5Bz+%7}=S*CzNUj#ZTI;<s_A8_tKvrlh#DBpX#^SS0Yoqnn!i
zER#<Oi1d0lJI)P9=F{!`8qwvIhi`Jwb)1TVy!vO@yt=u8w3q53l&URYT8$wyh+yrR
zm@o&q&+eotH}|3g9B0ayUItIh`rf^_66?R%U&5J9owxeMDeEFH;6Und?HcI5ai2Uv
zyCPqT_|@AuGU6atrO)u=15Qy<`Q9_jWZJK%72cCpH_d|SFq34vWcW@Pw(1X+`X(Rr
z(>#UWuRSRIP;lGW#Nb<PzUNoTyT#RgJRdyuaQ9fMi@#<1PiJsVDO|m{u-8GYaOW%?
z%j~iAvu8DlKPOVxiCLX{Y8LYK21Ff;O>o|5LM#HMtu3$dWczou_*4($)cnn*gBJC~
z5ch@L!`(IFfKA-8K>wlD-DM6l(keF&M-3&(SU6^%*EInLT9GgZ_$#xpzmmk9neGjj
zq_00{DjB_FhscSXnE?;sjh9Q=l6$|Q5-bgT0xmjy0|Mw~TCX+0H-}SaVBAH(XhXgZ
z!1x)6W)W}RaQ>C_eNK<}`d?kcL1BPH2*EK8NcGMAh=(c|H16`PNqAw#HG-{jCy9dc
zgGtAh$i={*fRmctuV=RXc;d-$@alsG_Qx*0w5S)~bJwZ6x&pU72)@`82dsg|d%?PY
z9DGxyealfSKdPJs;oBrchB`iejDnF%0B{;|ybjw7SzIPF;1yj0&~phM7@W6w2y$fX
z?~Xc)?9x+F<$9iioDoex&4UDRE<<K<vqx(EF5^O>t{M<JG?+eUI6^HxO!F18WrRQi
zvE&VnjiW%TpjCSST_JyeygKVRD|q%}%Si8&^FPL~?0EQC${eg5&QCwsSsu<j3<*(?
zID)>j$v{D!1xCxV@}7LW8VC4j+&Z3D*6pvg!0C%sC4iI(naKTv{Fu_08Jm61b;<qY
z^Bv*or6q0{e>v2h2*+p)JbcdtnNn`}R-M$#;b%|)I9TyW7`OnWxQ$OD;0_>Q1)TJ#
zux|(Lwhh*cptuA!kKR!X)3=kUQ#S#|bdz@q{&J<hVOJe)+)&s*Q1e_KH8?9L$9nxK
zh4uDb){oC<t!I>2Q?AAbO_XL{c{BQJMBz&+r&5jEz(JmR^y&sM6|OtN$%rS}%aQ!3
z>(+YIpEsxEFP{}t{JwR{-qTLC`g0rRGNo{`#uL%<nya4YCp2zbJ+6jq$&-yr|2?PT
zOt68}Al!To)iN}s&lTUv_spR1+e}M1;S4z9z9h$BYEnXe#oE<LMuPx3!Asp#VgDiQ
zHp%3@hIiofsAOws+*x%$iRM+xl+|JBx^aL3v+2jma1lAo6l<w%5X1<RH7)@<L~K<b
zfzSCId3oq{65OZ@h4|-6`y#V7H|$#+91N!4zb{;TXH#3vc$lvm!+!OuJ~Z9d{GbK8
z2_p73knnDy$iRaeISBxIdY%=0HBC?!<vDu`e1Felhd@BqBlgyQ_caZuhTCs*8yL<T
zi64Hh9~ZXG#k#`vrm!zBvbO0&vZ^0D_mrRS{qWu@VZff*I|eTpcvJ+qz?rl3c&69Z
zdfabZ=e=DFEN4(_V1R_v|0L#l&!B7Np3c!k3+XP+)w6Zp1k6s`t=aCZ;X!<WEBC=#
zc{=YcAcvEnkt~c0`&AigsSNB|L+U$D8abygA*GNSCuqTha$`t(4Mx`YdS8*Eq9Wvw
zC=@(o-cO!pzJxEN`TI3X$XCO>7(Bg1g9XY7Pf(sZ&ef|abCjF}_HvxJ?l~Ehe5q|J
z$i27}tghZ5&JZCcEP8TU9BMyTbvaAh;=7Tmg=+HWJB#!E4E}-kIes_nFXrW0ZZ#E7
zc~6PuTg3FJ5IKLOnnAv`0Gw$1Crrt@XgIY=37ur)=#M*?%jD0P<pefl#lX#i6qh|;
zB9}IHg7SXVbBJn1WoqEPzh7Vk_Ve;$zIty4*5RIG0$79NlX?eLPjjwgN$y_-M8?I;
z%Fe;mC9sB}^=v3VuBo%(c;t~0Q)`>6|4@#-MQ96CN@j_+@ewH@<4o+j3@2$3S%)Vc
zPW^i>_F+M1$48Ad_|rn#il^^HK|ui~Xz7yz7Ccg>ClF6nyz~+T@z}`Coo{1}!E%Sb
ztrKlg)beUkb|a&yqQkdCq<qNE67ueD%+Jg~R{WC9>9I(eSXIwm-!9GbD-_?y9C#-9
zSFlj~hxf$o(hR$1F4vzoLqm{?4%$=%^r8j7CTPU=zxJT*V4#G5GfvccugAnCW^zWc
z*CW?H+1MRgyDkw_e<k$2fV4l}m!vEsFITJ-QJd~bB{c$<T|P@YJU%mmCk&rAuIoLb
z7|_|c_y^ZXy7xH6N=03&$We|vhr?+)IoO5gz&MuK+0Cuo{FZt5hTV78k~^PYz-e_1
z<XxXGE-sp`O9h_<e6K&Me`nWyA&k%&nZa_MiTKx_^zmg%;cKKH%#TuIYjK5q2^@cO
z^CjNWtA{t#aSpbzN-Xg8OU^_P^+#{$!x7^Qdg1fb57gn?9MVVj4@j%@cfa>d<LmJn
zoxjJrF+MGyuhbu20FhYatH9`l@1V^i#3RIJ&$>b?1irmU&~NuwvZFz#ux;ln2!NrU
zFEndx(N7@XL<FP?S(0;fa^@HME~YohJ%8rhQNGhk3J2mG5>~$99PHT_PbvjSyUgMV
z1qZ$R<_02+78ezAl<V);_#~%YqIPWUA0P=<<{}TUopfBc_*i>ps4_KVV2H!z>O7u;
z69ad-%}p@MKp8Zz_sR0cika@NRv4@I{cUMy7Xf*U8IYzVCVFS)7C%FpLXy-O^*kko
zfSH;32*ymfu6PfQijtr0p%?2<x79yCKE_b9HMtjE<Rsi2`G2T-3#hEJu>Jc1B&1Og
zkVXL|qy;1e1Oz0dJC*M4p+Q7ix}{q{X-Ng?Qjk<yQaZo;apwKM@5gdEvu2Rzc+Nh1
z-*H{P`^D6szVFjG4$HV!r8r$eq59t5O(4tlM@lIN(UVK(27|E*^7WqNlL$XKZf<I>
zw`ul}=V#kw79lvxmx<;DA^Tw5U8f8_K=ARsWqQEC@C4e_@=XU5I>xY9X)V8Ov|soK
z7z(!#lHiRgpPs5Vi&PJRPP=`^vbSo<c#d+e6srF*0Cs|8^G7V2$>v|FndT8PDPj}d
zX722c5~qB07v%fmtKU<Zl<Ry?p9;F8i1XMz=p4@V@bZ=kBdoQu64hsn^Cg9ieMzE1
zn?d{XPno^;l-h@D2e+i@*?+A$(3GCZI^(Asj?}_iw?)VlL<m90EdYWc3&M-AgONfc
zNdm{~AeJ4}m$i>FIZZ;KP&~M=OrIyVz?L2zt=MhS=)9IQO4x&VA^)0&)c7kIU9raC
z=>p${L6M61{w7OjgNt}x-p<TF`*GTAoxi@Qta|bW@mkP#eoY=px>0X?eRsczP@@7n
z`#CnJLk^+Kx~b2Mj@I=mM}`eqNvRe2eU}BwF*)R|EiV0i2Va!`YO2TE$1rBK&WE{!
zq9b)U^aF^Y!of}vp^`6aVN-*=cJO6tAEonJB?1qH1e_>0!Tk`&!N<pL?~a3w-RoW|
z&v+A((GiPuxUZj1{)oGKEKyE5o~|s=b<X*%v|8O(R)+pGmSE#~YaRDhiKcSc9qCu~
zQki}af+r3)gF)r#DN0KpSA8+jn$y0w_4lxX%M6+kOy9UT+s?R;I%s3&4!1QNZtK{l
zh>(yjL~@bPER2bjxYG@`!eD@DOtky~qkO5>onMX~*};4m{1OG~IGjEWhX>;5CzB1e
zgq)n-J+v3j+ZoPmI=%)gb#>yeXxKYzUUchaMv?}vPO1HAvYQ+5%p7}8=eoIQ6%MwH
zSs`X-wrx7SoAphhu$Q^l9W_#&$uzavesE9O|7Rg;p+8StS0B!J<~#nduhJRl(Qt?I
zAr{N(XK%nm&H)p94!Ft|0YpL!<r5Qs?(c}CH?)!!`dXszdzZxDTi@?&@(>RSm803R
zow>2NV?_5)VDRdwbXY7yjmW@^9uVP<Uq3$G7-1-iG;Q`22z|)S4G{~8@dPW~)*N3{
z!;c0A$pq#U^#hHf=Of$A$y&3%J!;H!)WVA!QJ)c1;Z3x&T4x`TOBMOlTLg|9!xV<R
z!(A43*%m%J#PeUSR_jw8flR0icEhqi0o3nBA2M(>ads|!2ebnnq?MhZ+QX)tg}Aa4
zAaR{=WIcgg0eEaFfQpMM)NgKB9W98K@ecgdMmCQdqs=Bcn4u-w<hsQwDcQLJ`vbe4
z#IM!Di{rheU@&QJljU7)%_X(OgB>x9K`!W9lUA7D6>oFmul*hMij1+S)7)tNiw&mE
zwt$iCqn(9{IenE_!tGY}nO5aHbmh7WR#BhZItv)X?_ZVouBvGHYVi%*_Gu1#|KwW?
zbTJ5b;ymSZEQyYee$%(K_);IUn0X%45h7ZE6m{-&6DBbM(~1aQOAkv<FW#owm&4+n
zzjl)E($PHz%jz@W^^qRS;lSbn5r*qdbzP$N<le@X9^Gx8q1g$+Z7d?v9yeTi32ZxM
zWpP&RyPd1UQ%1kz6nR>wJ+9jm5lx{{j~CKOI`ddPGxgtU3cC@oQWr5CirV$9L#}Hg
zwMWv}vRa?o%G$aV>1WNx41hS83wgKukR^UYL&KK#R1jIoC=6V<L3Kz9@O9x(T_Iil
zU@DGfgnbiTTT9DKzHMcDI~vMdWXm@NJc*BYB-ZZSLVTM>lVupHH2PF`w1^IZKl|fK
z^O-{BwjUqU^kQWUW?JyvJy98C5od=eW_{+(gQEpv8xtd~W_@`sAlrEO@S~khHsbPJ
z)sx_!DhAlD3`gJ5`*=b>HjOqZEP|M6ZNd(SY)Azo$fdX@zJL2hd-v`&r~%%u`-u&(
z5=e`XNEigj0X18Fg#q|waQ4k{srT`NBxKSBa-zOT-~QuR4uB`TY)?%luQY%52{>5%
z{0QJgsFhewT%5AlUp#_4R|sMs04u(xLR<cda(alKA&fRr;dgQ9cSYrXNlC_aZFL0Q
zeec=_*RszU`Vd~;=6UH4UHv`Xo8%vEDr+n>yU>p*aW@T9#PltJmV*JhD@j!kK=%&U
z1~??U7|ITCPDO)C=>_W*03o5)01%qT&dxm4BHm#jby+^sgth$THC0=-M9R{j2%5L|
ztaqbXFCvoEDp6I%e{EFDj$Q)C?#mYyCAp+aY17YyYgY_%d#!`i!v6iKk-ye}C@7Y#
zL<?LRDE|x1Nn-pqb-vbAr_ebZnl$8mA(K~hz}*S0Uoc72Jy4WQWJO9Ijgg>1aIJ&p
z%phy$aIp&q@FEC*dB#96<D;c1pZ!tnx6#ot>?NMDX|&Oq{~68OcXfWphwLu>h5eQ9
z7L>|RAuO4CAJY=_<#)Q9|Iut*gRDW*+t!PQM!8Q_Z_qI?+Ch^7u{{<TX&@jT6o?6U
zMC3w}F2O|qEFA;!;Zo>Ev+K#mj00r0x1kp$1=38iS+YfaD<Bae4U))s1R5)17khHo
z+1V?ELhJvFX#Q4~vY=;qPp^RoEp1p<4z12+l=bWsHGz4}mBzp~`D6oymi3hj(+Fwm
zLzJanGn&~kOT!(*wa6sKXFP0n$@%r|Y<elJ7wSc*JT}^^3xJ_%1GywLj-azDG-tYZ
zV>EX6?4#1%5*57l52HG>BV)y{T+|(L<gJ7%+oqu&_@X=1Os`m{{sB@d1|6Od&}aye
zbD3fR{En+!%L>XJ@PYv$4sJA>SVM>%_=?aU;bZUzdPoc1$CG_CFs*ZR_HtU?^1Gad
zq)$ZnJpz#Y@cRm#B?9CV=m7ak27U>slf4OI;{PoB`kczN&iS3A++|quX|1(HY4+l7
zA|lB?9=q#2CqRYrg6|GpzrANi+N;-MD??Ao+3eO9Z0fgJ#~!HVi%sK#NeON)G*a)T
z(^LSU4{W(~Nqr|dCSiRwVD2*nKp(s`9hfxUZwhuYsb}FZNpLs^ai06pj2rp<tEpzM
zsXmaqo%wv5LOocwNW`&MW*{P|0*%?u@_MnB+kW8~y+&2eSheqZ{MbRYG=YUuY!t=8
z;?QVEDpUr+AOCJ=!YN6#T(~hhipp2)K8sfzo}It5jWQ6rIIO>MwD8N=iR)fnUQ_|D
z3q+B)&=)?zw}Vtc3c8KhO@6RX?#>4+*U2;baIoMeH=3ExG7+s6_+I#<<AB97{|Eyi
zbM=tpq55sL>c?mn@2B=NNliI!hVbRk<JqM?Qg~c8qK3Qp0fz;+KCr~qEA;UuzZ$3z
ztvwDq`&~1L#H_rc7QQXe-<zoCu2XAC;@N66cndz2h_v9NjS-5b4(Wg|S9H)#ioS-M
zYq{~nP!?LNtLNizyt^}@GlF15fPk>lKHD|&^h=zW(i`WqHk8e+gf7b2V)Kmdps)qD
zo*h@N_2OBVBG#|qdEKV71>g#@eJ{`0cVp2J+YXXRpPv_8ZR8P-OYcRS%&3`lleh+(
zpKF$ROXkJQ;rtnuPPLw3-AH1U2$j78Ob@s_(u8r&&nkHQ!+qY_YU=A(WDcb+M9EaN
z>kQ@VtrBukGv&~OHfsM~ClXWv$qxX4A4|FQLM28VnS6x&8Yg1HvC`b$w>yB^OGHSt
z;_Ql^JdKUxPbmx80F9N`y9Wsv0^dIng@wmVG+(vw?15{l(iok?Dv@|+q*3)2a0a=7
zkp-=hCGMsu;U?l-ihZ#^vIqOi-=wK@OQ~kRvJuU?Jm{cE)(vw4-WNRK;T9h+*leH+
znK#r<ftE&Bq%7g(ab!EQ{qxXfzL%umu|K6$P}#_8NUTADjg9T-tmt`LL8hfts%{NN
zp}rorX*BiI4OUkF0JMDdQ?-)!G<J6E!L6JoJd>YE0>S8mta*U_=mghpj(7F-FrMe?
z`0n;jM)=;t{Jb5;`Zn9l<Q@A`-Mk)X&nw+i#U+%`ZD}1M<Hd&1vOShT&K|my|K6TF
zOSLRpz5YGXt5si`t8+Bdt=5gDu7;Z=b&8@1sG7?j)CLK$sQbT@dE@mOF<wz%e)xcx
zX+UXoeL9V{Z=4mI28Zfy)6EVYk&fxN7{Uiz0^d?}7BvSAc3;PNRlRQlT@X0h1|UPj
zlAv6B5_SfCIBq182)taYLXe!2-=?AI-!$p*Pr8Y+E@@29VV7b4y#uXKHI$c$*;=hw
z#))J3;U`zqJZCnjDUFETtxzaUPhoaRwVtD19eSK{<1Rg_d;d_kWarM|yWjm~RXuL5
zG4=2Y5Tc4>-DPB4=EtT59HvVc=#TxnP3NFK6kJUJs~&Pj*U17-lRUd+7o!Q*O^>+{
zf)~x<5xqm%Z3F3AD_&nI_a5jXq@oiUH$}Y3`2DDN{-DVwO|)!pPNxttPL>+kgp<v_
zN(5~RQrI{@Z>Z4y%#&mh$<%~(XfpNQ0%@E;OMB|I!DgW{>kK9)kY6uP&(z}V98Iz|
zeni1W-+1=?c~dhA6O+Z8n6&tN+0D8I_#A#MJO(EAl{|${ClvWg*@!w)m1}Bi`&Y}Q
z@)YT8!GG`;R5~E+FZyHC7Zm<pKu1f9Zpq9l0kq_d@^1~_D*oCvS=0XTwc{e18t-e`
zb>d%m*4z4PQ^_lX1}*faDjKDHZ>ciEunm7}&R4Yhr}E((HsZ?6Feb6ZmA|kV61%;V
zM~2Bt2d;Q}A3&vXyd0t}{W8Yg)!mH&{@IstBB8}73mUgVpq9JVp|wn421WOd&=>eF
z6>%xd!sQZ}&)ns%2$7Y9{Se%k2F}(mST*A%a+6<R1(oW6S}l($R;>uuZ&x9|&LY{o
z%t&51&-~-%%h~Mgk+wUc=d?b7nQ^4-c^k&-6A9(neL~J2Ne|khMXOsRyRx-;izrNO
z1Ct439#454`F$Wcd$SM~MyJ5^EqLUO%^W_|J!k$&Ecf+UGsu_qudU^Ym;vSNr$8}B
z$B8q)KT%`!J(2$55rdh2vVrkGnsMUU?UX_<f%yP1W<1b8EqdJTm5O+TmuS9>K{Tr%
zsTZuv*wJVvjN7o>6HU_tk1!nUzrmAVlrc<J6}})|tUl0-ZP2F@P^s)mVkbC1=YF#`
zjYZGQ_~pw;(gTxjnVDofNw6V-8+{&x?ZAlyGv+@lvG)k}Ih)e|J<SLSvDWxWwlxaP
zDi1cHC*`_58wDDkEHL|ee~K9n;`gO8TD2UH4I!TUpzM{iJ$YXZ`>l{xgL(+;g`%2T
zC>LjPXfb4;-K?Ogwe#msAP_{r;`C`pDqfo9fWIlfXf#WuWWL#l>$PZ;X(g|IqbnPn
zfL%LMT4bJXvKag(!?i5-Ta@;@^gs?AnZN6@AuAC#JtaFi>Ag?H;h4v>_X}j?@%R0k
zg{`FX6hrV6S~Ra?eQs&2$p{8XEm+H5fX3)UW8<H5qNPupq|qFQpH*Jj4oR?g=sa>t
zCjVV#jaN4S<;R!bs~HUJO`Yjp>wzn2zrWI`ZEwjxH+PKw==%$?W=~iZQor^_8w<61
zpV)PzCj3Bc^m&o(TEr}*WjcmiC5ROLhV4Hyq_tnc=ddIuyn)(u@o?xv)mSap0|mSG
z|Bhl5PCztZN&vVS+&3fA3Ct)r8D(;Nw!Wi1FG9to!GB(Q&!y)4$N*M2*uA+vL6JaO
zGH=k7E9)7>{B~==*-=1|YJNcEZN9_?wFjCAArBSSg);D>35kMR8-oSff|j)@>=;}h
z{{BhRdueHTwh5%{sG;~M+s&BXSIuMEe7-^*6kx$#QdUwT1llzxNZ?v%KhKM&2`G{f
z#h{!*rZM*qI>1N7jE%E5*C8``E8_DA7)Z#{?(%Z?Y1~u6t7FE8x`JVmingCVjo{bH
zHMUQe-7iikEj{X?PKxy($iAt5CJUnn{+$sJ^G@BOJ@q3)d*eASK~FEE6Mm!1MhHaa
zKO@;&=5bQ0@f;9b7!RKkIGl1-UPrp!b0#Cg!u*4S(K{%}%ieab$f%Vl4VOE=KJrMU
z4Bd`?&~s{qS$+Oh#WtV{&(qlS;(_OtE)$hrco(U7{-AWza@0MYQ=vx;NRa-pm0E><
z`a;wzbzMt(&#k@C!MdkmuLdtuMg-Y&hUiR%E<gHWJ!6@89NBwdWbtn8b9|0$*Z$Q6
z?QyS2vtP?-DsDTeOOv6QEo>a|Xg*sCU;gqUxwP&VKi~hc7A+C8f`YJRU^bL1Skq>6
z7>xZnBw{MW+W(bk%$(;36${E6#$T6*L&m>b{T}{od7bFWKjlN$I~6~6wvrK_h-&2|
z*Mb%1m>tdLVEvc69G7<swWEFI1<>$5ke_kL$^GC9^_7lbCP@`k?8CA{D0O8EU0U)H
ziKwNTmwIK~h%T$Y<PBRH+>zS%6sYZV0S^p-3_&XbCKG1nqn{@BclYQUJb0uBE!p5k
z_t5BdLypR^(UE=6X6cO?#j?30tK~xIQLkE`rrXgI;z+A`;H~m^A<V8jK#ylY6J%en
z0?;rQLGS*=SBUa2?@>NB(nl-EEje{qZ)CU^Uv9u|6x%_KiY5CW8;kc27H@vK!VTcO
z2>i54b_z7Lf%cRxUc<pmQE8~@D*>Sk8E2ZCTW{0e?*#GrZO{w+_2lHedxx~DL!K58
z8Y&$_g<}u{4Pn!2E`yCjlb?#a9y1E$eS9V~#&a`Q*;4mke5UPl5sd1c6no0zg=q6y
zDz2%-`1<1qC0NR#GQf%fe+49jvY_BacLNe319f>&M?&crzMgE36JjDDOtU{9UecvW
zDwTcWZAq{DyD!Hhzg|lQ%^ZmBP?I$RJd?FguC>GusA>-t#Vz|FYh_5MPlTnlObc^(
znEW^RKkn(6!&c(D-j+8!f2U<wh3WWs5U7kZ%byq`zM57W3v7LOe>X#js;ag&xb*G7
zoi$Og$smc+P$nPLtOr***iDga1my+LuZzK5;;{X}e=BemPyC0UvIfUN>-ef(GfC4-
z%B{ZL4A`8b#?f|X78ry)B%jdwFb9Cg-@KFpEK-2@?m}9D8c4~=pbaL<FDPgN2@xxn
zvWWPPn9n#$I020g!*9JTg}v)9{awrPIP1TY0<`~8sDgL|GhWGqP2;dT%=94h`v%-t
zN-8Q81T?kVz~qhN(+aMdu+P^zU>t!zY~+9d2LPiMagMG$e;vJvbFapCElrat%s`GT
z^J!y&I%JYw>w@|>f16lV|1f38u;Kwf8|;cZySraLU~IKsT}nU^8^^{Ex%82M3tdyb
z%BS!mRuzptm)ti{vtHQzH>DoKwu2n-_ufhPLKz_vss~Pi`Gb!5Pe7o7e;sOiaei!)
zy%mjg!o#t<N50rQohV)t;bLT=E~L8t&Mj45wZI~{ex{{Hsqr~UMx{6p<Q>Rm2zqxD
z&U=9nq@<;%qd=L$`V%x7k&yq@{{K>_7<_Tv+Sq|ES4v#FE-R3YA#uwfbr>{O!T>xV
zSjG^DAVN)8*V&tqlkgOiHQh^~UKlC9kI}xBF3z&zMm`&MFOop?oDf-q05horB!1%G
zk>ftVKM{712KgHk7~e1uur%j^zJOe$@oq@=EZl7{`ok;|_!+ol;7TysIXsjCrx5}H
zKMW-5^f^uN##8<4Ilm6ff?GkK{gXf8`Wu3j?r2Vpn;VI<LD+*x5b4<KMatV*H7orW
zqCR6a=}e$aH=DQpkRRB2xAM^XTibmMd0i;DqactnO5|+_3)4RkVxZ3Ei(cN~L`6-t
zqm(k%uKpDKVW-@Qe0F~f{1wB1;R3iy4H;u8NFpmME8Ae_`0vlUupH8bgk1ddv`2ke
zpy`B4Gl;!|bY5Tg)nnmFw?5Cdjw&w2hK%*;diD@pa@1h)PsVRK-~ykQ>ym?H>fd*@
zqImn)YXf0v!!N;Q6?hJiVPDi<U|FBw6(^XI(a$&lD+>z5%5~OSw>mmMHZ;(KMF<3v
z4FqAVKs+KMZ?L8AM?rKPv0p>T+X>y9+^Nf3;@fewYHue}&VKX76gCSE?ol5v^1onh
zavx}_-O0(>|NWgC41`eI`fJ%GT4L&i^IKUtG9rTceffLjrC}hU#9%~cy#{Z8n!lK}
zEGpRjg2C$lZF-tiw*Juw4e*P^A$0=*jM}~Fm6Fh~&u#Fo=fI1KY>h-dj+YC=*`W+*
z`=hg~5u{?*F&$o5^0I18=Wbs9P9FJ3i0wK6(g$7lB_Ri?EztfV{G&xq|AL4Y*a*Q9
zXIXn&9P3ulJxo;8Q0lbMkI9r=<gllaGz)ge4HNB5Jt88do@@8=^9lG6e=URmj=7CZ
z6y#cf9FJkMmwEuObH|UAAZmCJzgYtUkeGmAzW*0C)!dU52&(@&*~Czy;zX5R&7T(5
zfL&2`6HfG}G{><Sxf_Q?-!=s!nTBK_&ozQ|105Q3&R0K>Z8wm+=ZXhoBkvQg9WpJv
zZkOEnY+WuaPJ5Qo49>U8SRKQbl_a46Dd<D-d^WBAoBJWZTauAzc8^O@S2?(TAUp2O
zJB3kfyZ;He!X<$Top<x;Q_#~xJyOi{?#?{Qn>5_#g^1_H*C6bg-^7b&>Csls4&np#
z1VEzUsgck&t;r!DD~zhhX?NYF=kR$%cpJO3XT^8UsKcM}8NiazynVC;M=ab`nG*{C
zzP<5*6@T~#bsU1Bg$H^u`~Zpg^q%N|Y>E8D+SW@?A9plF?QKBGL8bEL1TMcvtjk?w
z)x-Yx0)zDjUqU&Z*S(|9QD%fve)0{*X!<$`D)i`rytTO!kj&lyXGk;l*Oz0IH>I>>
zVPOH2i&H7QL?-P)*M-jFo55yALo@IB&~I$>H-dm5%h9Z@9W^WhwOkJ^C%0yHa_Y8b
z^|jTxOx}ENI5PY*Gim-eM9U#;mXcp|;{VPMuPnjMj4U{oL-<B;pxVy~!wdca%?ENm
z4lCAD7=*iAg7%1=Jyc^8-VIZ(BDr7lpTtrhf*9t|BnSb3&WSQK-z&XQ?WFi?xMZ~G
zpYE$_>h#tCZTAx-CP;9r`<>q0b3oPwQ_muhP4f30{~PNGS>&04{NaQ1+Kmp1=3B7e
zjp()Fd+!8{`Ecnqd#bQ#|LpddmNLD|;mJctS=#J7&V2tX(ULO2Eugrpg+-565OSOC
z^5j-h#t)-D3Zk`Z6#;ip{e!Mq5P$i)&_7MV?|63`D#^_1*T7-8Jb?bovHx^XG)a3c
zY!42CSI;7t)vRW@M^CcMLSVldZW@`!+J2M-M+9t7&c?Gs7M)+5ZKe<ue5i+q=+m=M
zOHUI>S^8yacx+$P2yesn+byDq+Cb5+AQKk*wKb|Z90v+P1@ro+^hg^|_*=5gN@!7z
z99S>gxreXv%^@yMEfS+?FfUI+4;bm=c$#-<af`?C>G)pfoOIg_asKiujlz-;*XD|p
zK(6C>0=Y!QV5U{#i?2`(AL*}K`8sUd)kjGTafJ-}^vH3G5lz|_RoJ*qPxkv-H0bRJ
zu4DLxK!JJQ`YYb8@OzlzSV%TC)KXyYLKyxr@85jn;;-NAd>o#Sx-+hkvh=ej0Fyw|
ziJnW#F`0Zy!y<^6Cc39cKj3)X#^5)|Fv|F%r8fF=tM*17G|4<O%?{(z0$w%fbOK?r
zMl~5+B;(el&*rBm4Q@&A@P_g;gn8?O5#r*SZZK<sWK-5;tZ~M^dWF7pdk1aSvC#jz
zv_=-lQOG>z`O@zH^RzA;_Y<hCLBx-O+}sIaQq4`b!_vbx`t(O@zBJoScb=X5T(!LS
zKIPd^kd)e<mWXsXA2xel?bIHZr+Ll&wOGH(gYUB%806Z|%cE~4Z2Wwx!g|?o`!%n|
zq4CVPecC!nScGf7mJ*i*<Z+tsUlQRwMtnn+ez!Hg^=fM?xF+-Kbkr-;nP<--*+tGr
z!Q#5!vF;iYYGMY>$KX-UNh3R>xPqR9x(5O58y<I>HrVf3m_^qT8F`+ZD@aKj4$j00
z4I`h`^E_&iu^)AH7*NSiyLet4@AUF++;uw;`@MZ=bNj|k4<7<@Q3|J$R}bDmKG61k
z_P#-MJrB2Zg(X|na<6{jfi-p_?8vK>kFH<1UIp3INB=Rs334Fim@h(Fj+V?ynz@1u
zFK#nV_eQwzasF?{4Db;g@IBoMel<1o;pMS)`ZX^(o%c>QVS9BcF+Qr#i)3WwzKpt_
zj#~#pY=_laA*wg1D5>{kWhh)mwcs(^HIW%XOt0<pXr^@Js*jLdPUK9$4txC|?IO?M
z>Tq4;%iZ?>6Vu_8q&|qD4yk`eRghIHhsMLIq34-OVu_2B8Qs$OLX1KGDmXdRgn_3>
ziNa5JHkWkpzYt9_MLVHt;Kx_o1j^o>PSq+;KwB4(8TvyWi@-#z48X&_f4?n(1=k*V
z8kjmRl)ZAfj$1yCA2&yXs3kl;ZL|C4`G;)kLlfplRy&%<r<2x^dTt8y%I%}Z1a{E8
zpnH~{ST&$x`&ziAMj08zc{4u*Wbw<1Qt}XdD(vhRGf@DS#~zJi8VP#^^i``#)J9j7
zl|d^-dmEUA5L@meS8o=%b(H<wa<a<9sbyCFUem`9A2^y~zJ$~}TUe5WY#W5NmWSkq
zhB6T!H0?F%+0`>v)>q!2_#{s@E0YN)TsE+Rz#06H{G=*fjQ%1I>bu`iIjv~T8`|4$
z{cdo@kc39#bM5$8=BBPjp`k7>0HL(&G3spM5+^G#%?IKqHhPQIQl=*++IndI)V?tO
zo4m7PCtCx**Qoad>!Zgt#JqB~V@sV4L%kS8T*p6q^^coJNw|nNF`t7>DF{*Tw4$K7
zd)q7S(=C40{bSCZem=2-bwH`L4d)6F%x0^gEG&#%2n+es_#*V1ILbYpH{N}uB0)dj
zi`=TaXuU%5yDHPNozt&hcmqLagqG=f9CA|4e%UZ~t(?XeEYTC*EGdc~K19J6M}xP#
z+-qWW;110ixkJsuq|S;|sq8jX0-bHteLH*5Mhnn*tx$VjlPf+uJxs8SwLP?+|C-D<
zXKPHqbFz|RZ*7htpYe5)7NS<=@2+PC$P<Zd7Lk?kr*YLFH;Q=v>mJR#WkUHskbbg^
ze3FM^JRI|IUc+la5(E7Og>?Ud3SF$r!|ArXr@+b>aj_$ymI?H*p2L4dT}EY#SX%+&
zqSXYMv>w!@!P^^H936c~>2Q*-juwcC#>D+>Z>oZ3XF$-K>UI%WGLfiKK)yls9}eO;
z&OBGl--pThB(o}G7W}6>ITIHu`WSSPx~RG-+QDi`ZW6Q`Vz?Jp@4E)3dx+AHONTO5
zp#&#V5yIyr7vz=>BQRiE)pJSpQbfz8_WF(Fa$7xGp68Y}DG%|0-~>R$LQUmUtx$Xw
ztLKtI#9Qm*qe2hwUnk>0Xx0z#umAbNBzClwvNT;E&>e*{af6hC1-<R79+RG4fPmBS
zBOYVOW05^Pm7*YM<Kc)i$}x;7-6PG~IK0n)bj+B+*h9y-E0A%w3+#%cvG(i_Fx>Pd
z7rOt*ND4KE$|>6Z{P8pOSXY2xjtaYTwoz+EZDVm3SKU#rG)n2#sZ%8nchB39W}by-
zwgEFDAUM=aW_lYIkuLxCvwJRJ!el(Yn+?s)(cEN|=SZ*d-pL{!;Brf*6i{iHkb5wA
z=BlFN&)xz%Dwm&SLfzG@SBOCY9LsHqS7xX4hA%KdcM)tL*!Y8n{aU5PO%7L9`^}WY
zhxk;+8x%z3!nK5OK4_f#@HUA>^TmDPIO`bXtTaCi6!!6Y$$9DHem%5-?OyCk&CYMe
zuL2+O8@*ptFGb<10|Ns&#0#X_cu+oQMA}V9{dRX%NC8bL?-z3maHGWDsW+KWMK24r
z%Jp<o{-G5$QZf*BM>uccraj7UZV^Y%dZAckR_5!I<!oW$W1K@g0k5a_9Rr`V+}!sW
zcNA~L#He29J;y&klv>!-7>rrniuv=L1#Ya-(M%kfN~6SZuu7p(H@=){8xjQ#Zu)s-
z9t%0079r9t)y(J9z~gAz5OXKrYGF2rP%Kkqg!tN8A}dM=KJV)khP#MBjHjyDzdEP1
z8(bgM6A6^4p^1y<JvIQ@ktURRBszRQ9ZvTQ_vZ@8>IjNG;11L^$8bufgc=F|@jT_F
zmoxf|a0*hB_%=1Uqh0>>$&1U!5bS+DlL_!;$9zObKjX2xhz^{f5Ma|Kb#dHC!yI@k
z?1gcDUIQHr39pZBRR$Q>Fi=4wFg!fca9=fV$i&F#*rld6q1<3&0`K_JYyR}0^ysN<
z?4?=H0RHizjs=2Dfm}?IQOuSxH0mSCIR!y?WkY&Rvm(?xkQa1e`Tp@}gbUXMbl?M|
z!xbS@#SVvFUk3#mCHX6x={ywPk(0BH2Zjmv=v?ym|HLKI2q6x)lgewkF}TQwaxv#O
zaKKbHcAJzs<7^D)U_(xil?3}|>P}kNy?O)_cgJF)!HQ=lu^O{~X|9rMUw+?RA|lSV
z<i!3|-um>k_e`Y|!O$1N_$^}>K2_c2j;i}eP7a7)Yjb~AM$X-0V%laJ#o&N#5t?75
zj~e<CgBc#?7#~kP|Lc79G4g2tj)OD$<8W`}g7(hgp;(Ffh_{3PSpLXcfk&vDQ@but
zB%dSJ*zDt8qZ=KDX6CBj*SHlNR*2v)jjf7^L_^LKY`yYb_+6lUr+-t>P1B7_7Rm^Z
zfdGs1cpoEnT*Y7TaOVcTFu#U%4^bR(U)<yUSnV<-(<)27L<<*#pV>9J01x3Wn*j3E
z<a!F43ZH(e7$T4_ia`q&f;fXJGD-CK9EFZ9rg|gBIHOr<Y}~TZBF)!7p*pgDAwVqb
zdip1i5Cu7t4CcB8Wx8;FrUK9@MMUJN{)5tCLb>=M{Q(<IA9}Q#|63OVNCwn}Q1Xh@
z$lj%e>QoUB%?spwlS&mLrwaHt>k8bPy&u9)j{s*ey3}jR>&O6(j8Gr#MQLx+q`vQQ
zrTt;t$Na&sxc4+(*D~c^w}W&PbO!*I0Rr?3<uGhoIyUlp6Pksd?#!If&=*yd9gy83
zQ&I~{weE&H1njgA8BiElZ9HN>n+ovr8-7Y1Ab<%Qc^wF*B(&lrzf$at)AwJeT^zYy
zd(1;T4{e1PvYJ!Ip+}09v801@q5o#MPg$C@di$%UUob*xoBXb8HjlcafKpkCxyNLA
z`*+3V&52^@9m4-JQ%+l8Yo0b;-l^+xduW+d+<sF6cJRCxP0hUZ1XQRwInIq2k)#1~
zN!4>SF({$P1QK#TG-wXNx0$+od-K$fj=(ts-)1rTKB>7$(+TQU^v$@)@)RV0-Vx#9
z3&dz}DCDK^pv-zH)|{Vhw=MNGd_M%RUV}@@5<b=YM(Z2o_WxCgq}Cwd-5u_(7<MWU
zowB741O<AEy!$jH)kp;}5`GP=Ohf3dv0}iPNS=)QS*Su<78~9epf#F9XnW1`@LG`j
z2{YHI&jz(J(RFBS|DTf4=R&-aX>#h<2}G{j#E^f6HU~dTJcDPhG%Ffcuvru=278Av
zj@`}Lf3vm$z(w^kNlQyZ<*)<BfOZ-B=hBbo1QSn<fTz&K<<;v4-wti(Fu)tKH8;2)
zZb$})Ybh`JT}4Gj`3xZta>V-OeO~?kR%b!}s|&(kCmh?p&aL;x=awlNe|^D%pS?9+
zA8lElBt+oT{ZwW-R`qT&V=Wi;Q~Etvk@oDqrul7-F4_M*kTPGXTeDWWb7pO1yaq+;
zw`MOsMuoJ`^xQys)cL6574*3yG~j3s^EKs{Iak-;Z>V7^in(4KV_TC)DJMB=vU~_A
zTDhBIh8rnJ@iNQe4DBo;q3WqTTNghus3wlriq>lU^B|B+w?x=7-g&^q>uAw<r**Xi
z;h$PXFl=|E=pIX~Q#v@@)xwJJ!$nhfYvT9Ar;K-ah(Rfgg62%K$jUDqufHf{|E_JA
z2<tjXm(jqCHZjw{z~;7w`sy|VI%kdbp11aGu$X<#!2A6@_kx>`Z$8rx!NM}ZFA9y^
zIvccdy|{*45zlM!_tBmg(vH8^6U<W1{XK|DG)(a~45$6Ito*}c_ukJH=s6(ca7fvf
zJW`?FZmd-1`ptb4!Pq)SlV3`?)BkC%s(AC8F@eK^o^OC`Ue!{Re0x<=YaO&{uKdnF
zMH6-_FiM^V%Xjzp_F@A)0)YUe44{5K?GGHL3yyq_FHn4O0lp=btP)-FdwRFs&o$Q{
zc&sWNPJZRJ!?*s1h-d4Y%W0C4zlMtHpD&j`fB1-m1@+<-z->=g0>fmakx_j(>)$?2
z`E)@R)Y6f;52Ecvq|eaCHo3yb!!A7ty+5?0OcMQ8Mj=*bCt|yW1@9S$TlxEPJA)8@
zlOBj`7uT85tL<9R6WNorCr6$<d0J*sq1cWDRc{kiY6;sxuHSM+{UJ4ac$WSS1WS2s
zM;AvbEJeBl+BaebAe@bVU)`gSnG7+GbSyJ^ANy8YVyg5|jdrB>=3s%Ps&(rHd&uM;
zquuZbe{nh=$>U{;wofQ;xq{go-uV}dkA3_8RHFf4C@z^igC-&M)v?+^4-7EO`(c!E
z<k<7I^jg2G-yNV;@h@N+Y8D)NhX+lKi8qJ8$vMnl@$7v4vr>AWXpOZgzffgYh(W~U
z`-uFh*HDF&)mq2glJLoF0lXC-j_6amn3z$yU&ziK;nO@|Q_NsR=NH3v2zGd;YYsB{
zwo0Q8ennkQL!7jtVl_ES2d{I@25PGng`&P+&0Z=mLBUt}{JOmx<|7x>sd`M=c*B`J
z=KI%Ie~^ExSM>5pU>=z?ZD|?V)OaF|rc;lKLu%>fGE*hdpuov0-=O|F>>g>%uA(EJ
z9dmX!$CCGtsK{>DZE|v`rK~49Ncb?hQTjQPYh=uLZ5lEr3rr_H$=&1ifC3a8Nh4zO
ziOHUi;DRp<zOgxoV<FYy$dN?=cIvzDPBvdClW_lz&l7G#gjKd23=a+Elani&Ui%#L
zk>FINj+MimgTp>+e?ZVNkGK$JeuQB@PBD+LC%^=*Y1;M*hlxVE)P|2v&RrEJAm+@k
zYeJ`o10waZoy2m3s0sd?PE;lA+W~$*KY7gB9mEb4W<<A1OQLJ!N*!)Q(szQ<C@3gs
z9$be|t@nremb1;4?pi~=vx341Rz|M$im-cf@>4zbs|!-lwA5UFCYmp)(EKUn3G;g*
z#TYGQHu1l0a<fb)))SqfRc=lBBHF4W1(B7TbCPUHV{OOo3z6NI_!LeorH!{=o2oJ6
z$eJ2P<Ot?NzypJs`;4JlO#b1sOuvQ!jF4e-3AdhYGMp~a*GuWnc6^sznZ!PLMd{0U
z52$HC^lbxolNN4Hk_bU+sLSM`)wB5vgE5j<{5ve`*Ze{_q0R$AynSV5fa3T&_Y}&|
zp;YO}iw}xY(pkfE2K0|&CQ)y$F?R}kV>z$3$^8Z?k^Ib9kyw+t5`t9=)qCets!fgY
z6N}!EeH4YDH&XBNDF2fOLTUlS1x+4@>921MQ*x(xN4!xOr3=JG7~W69$oGs%3Coge
z9I_mBds*Wl-#v)K^)|e`LkARY9}X6YW(}@Ls2N0-!tZ(p5*DaD<-YB+Pqee!GvbUK
zqiLFwA%vn{I>gFn!|W0`7Tg_`zp*&7IY&S#I*_tLIQ#!I3gx_cDyLkqps$OI$nr^$
zBGWFosY}`Wsb+5);m^R<`bqJbh(y^)N<hLur*6+w7zd(lIFz)uLE~0F^p}POoasl#
zM&9!|+`qmv^C+1q0ogE{wv%(}dG?kzssuTa@1523LyL8P=h1g-u4k(6UMg}|dT?6}
zfT2Z-O|oT+J?fzV0TdVJpIGKh3_{HT4S~$UCDxrg1Ik+slLqDYONKFAZ%vRNS*=WQ
z%-!_dX#cW`<!+N6##75|lAiyAvTxeEj}%oIMH~XEkxdp27zd1rfydl*0Rwed4O)P_
z$N}V#kAMWN?@K__t{dAt)YHvVZ~lD<HX_p-r`yTl9}6Z{1b#>TxMHcB6$*I=J`NGp
zduaanY9eAts|}Pz{$_c%<I6%kXztr*4?411i%^O-&C#%E`y~yhSKs^lZ2narMsHh#
z`Y@RNS`O;VS>4-rY?fp#Ea%#JV5lN;SP9N8R>K8YDEpwInx3kkyvSqm=V3Bv0F&h}
z(+Oc!cP9r2sOjb&x{~u<)0@g4XHK9>Q0mxjt02#PR^IB002c%{&Y-opa}E!0cyKah
zb8)RCWW|1Zc$1z@>A}378g{`%c4y|gcOYys{jfEY?sf9%f3yH-E$26|u$j-1=3<~n
zBk|dwCaF4xC*{e?rQ$T*k!yb#Bk&fB4v(&DryCwqu42?gn1XkRu$$ttdnU2V?U11U
z{u{lv-6EaPrq8;Z8sv1JqrA7BE|qz^3_*M)#sK|;;FaM!SvER`U*G1W9!>%-(P{Z>
z0L(p6L;y)9BO(g@#toi65@zB7UuN|&ecv7b1vXXppQbsczo7%%UgPLf+S0_gLSS`W
zaksUw<n8$-;u_Btc2uv`;9+X9y3t0z$!e9;BhSr!WIhDpi+@K9>HdQztuJg)RB?<s
z$(2?pEz94SBaT=U=mu>K5QoB;<U+q{q0&=TzP|=_b~W64P32J)wv$s+rgE3lcCAL8
zVMNFQG5==!2BD@mFvea+(iu7J(q3{he^2=G@E6s39RmN>LxjKnxXvP|Q8azb2qp|>
zq6@w_kRLTukfu9$L1XN=(wM6Ge+nsP5?J$*?EaM;^Xub3wl`J_h2OX+ht>lpWdR~1
zWbF*nknXqwG-$z&pj%mGnLh1zT;7UraK36ebj+7!)Y$`NbuN5AR3e~%5;syVdnX=h
zrJ@G-e=^heVNW){PkR3CST$|C1~*d2H|pK@YrHyt7SF_AF04J9TIm0AV?l2PDN`hz
z6*-en`S@~z^+I?64Ay^*-Y|z(y;SqlPB-*)LYXxteu%i0+aEeyHZ9i$qbt>weo1UZ
zB9g$--uNu`OAH2$MZi3Z*B{|B|NI}QnIHUu*wWuEXdWTF59$bJnUzsyZJ%*2U0ik@
zrm5FbMZ%jT_kZgfsrN#6>O6TtFgjFQa!GB~6+xm57}8SBDpZi8tb7@zOC~(=KH^hC
z)<2#;MVj0GYslp382H|QR*EXa=BTU;I#$~w<(hXq0XVeJR0(f&H{49lq8Pk0?0$iD
zKJJUEEzoMkGibHiV!%;nqzGw&P!O~M_pjcLTk?MW`b|I2s`Oq=`SI~fTP6mSjS1M8
zq+h=T_K>?*&9Wq8ak0r0o-$3r$xrgQ!y^;9u%cewZ9*|bR^UdQpxkA~g?Ep`4ExR7
z!p6;Ls*;a3w)oC#?I|~tD=&GcjVIHuxRzb+fJ_cL6glUx+FGvkYrMBJTvt7BwqD^=
zKFZUg79uNbk30*PPoC6?g8Fx0Es^Z4KuEBlK3pgkLV!8zDOW>Dh`5H)^8Mk_CffNq
zPhVY~$_6!2GLPIx^ahPTohd9{bhMg;|9y;iO?7PdL2czwsp>s{i%}k@&ZVC9ahRkn
zW?5`LbAG}o?1Lb(*smDAg_Li658jkf&abA0P9K~Xk|z_@`NY*+tvHGqxbLkn(?rti
zZGN=i?QdX0!wD}ecB`bqKU+e}gdUZ)fBRvUxsLp!x*IN6l>c1sQJ)`)n`XrYSRXm3
z!X2^an&%e*G`>T&9^Bk$Q}sz0v=%ekDS`tdH)Q0{s70>f(_lQb!+2<e8XH$z&u32y
z_y&;h62UAAF>h}n0CMz95-L**%e(&rH>C7qH7T;7*6cVAu^WYR(G;%htuDUDN3j3v
zdOKo5U2p-~K*&)!82nra5b4+EboH!wXR74;uMDEpK03?nTWb6Ly{%AL%Ag#epD^3u
z6F|X$9~%r)#0?}QPfm6)1JI5JjSdoozd3C1v;JCMRjDOE9e){!EQs#yOb9sN7<pdw
zc6gr~68><eu+LcS(?Fm^szbo26XI7887?3v_B^b?6@Au+6p-znd;?o&u?31wzTT-1
z+e)>>0x_fviUCBA{BRK3gUR|lSL`{0>+`(UiH*CuFNI>P@$S+1g{G4k`-JZINbP*x
zVdUSoVmVwz{V>>*k}0RW-D*P;QbvFIkn7TchA)hwM8<Xg+$CBvT$1g;vIA>WJ9HEs
zfPf4Whju$jdc1_8(HHT#NEHfmZwM_S0@C6i;5o0~t^HBU8D%StoSF;9MOW7l*y{k;
zZon@2$QgP*u;*gx*ir|}7G@Vtli#E`V2SrJd*4(v$~A#Z@Be1(i~CHH0v_NC@gglW
zFc6L227bd!7&ZvQz$%TquyM&a{F$PVTo?Hu!VyEp$qF<uzC=@_C@6@X?D?ls3>C%<
z8?3;&@?6MR^~TQNL7<FE{(NLZ!_{&c2qO4lHVG+A1!lJ7N**iQn{j*ALcI1D{0=t`
zd9IWO<+EXoTWZ{!Hg~`C_u12P#q7L$&a4a#{#(JH#h`f2*`z$YAOyo>pla|4@88P6
zzwZfByUG=`Q#b8)3#t(v6eKs`vvTO;Qc@yd8ZpSZVG0Q7J)@q`aVc3A4x613ZvtRH
zeCL5^2k0blkUudPIeOr^DOimwVO|pq+Q@{<o);B+YvfzQPA5lT2Qrz%WDu*F&VvCW
z5Qr7m(9t=Oc3UD8ko6R*1nZTAy?U&1WPV&5OasLf`lbzC*VMbHZ{8qasN0)()3-gM
z;3bB+ZWw>}#4%OmU^Gcd^ofpK0Z(_H7j$8W&MsitBQz>d12Ir0CPGexfO*vs_XVju
z0=?Gx!e%dt;hYFmSSNz8F_9`f_*&y=8ZYTdLG~%(E9P-Xz26o3;!iCW*rq_MMnAH#
zb9lBb2Dy8cNhvAvdf{u$#hpTg@~sg0%b65j<Y=dnJIJ}d8KQmz;)LV@(^b)$*XXH&
z>uG%7pi&~O^=nb^q9MmnN`&AVafadkfR~kLmg9!a!)SBPFlWM9n1>Yov&DV^6%;id
z$f+)$$NtwbgTw&fh?~wYlsT>5%_|zUXI#dRpo}33Mjn`-K$-?bO`#ZwRZM&T|IQUw
z?EmYrNvzuH9rbdLKaTIB<C@=bJ=rru4%PxscsJlwA^<|ZXNpvNfgO_~hE9;23gur-
zg;{A$e5y&(wtRg3{Vr4xSfl(ssp$X+575dss5rQD!4>~4gnb_B(DAH?Cb-Ri@g6!X
zuD^Rey$O~b*lA(4!Y?Vd`{4^w`_ZsVNTTD}0b9jPIqcOvWTaC0cNGrH3A!RCE1*W=
zYlK4yYZrdOZ)Ul2r1KMOpc-I@$RKC(6mUZ@#(92y9p>%+6&b-=PY-X|b$tJ{-=9H!
zIT34nk6Vb6rAAD$qVhdVpSeH|*7hs|cd5}rdoc1+vLYk|_%*+QF$^i6HAlt-!;4*~
zq+k)^1qEBk|EyJVfn-AQx9vA;tE<I92!Lq&w+k`<or#`4ZlCo&{&oe;>!A0huxfil
zDfs*?$Mbd`dQ|&TO#@8U{_@-do_{J+?`I^>1Pt!?Eo`EH&iHl2{nC8yQrh_s;ga%r
zG2~rh>5op`tf6o((fs?t#J_XHxLy-#j7((&)Alm?Kya?@j`w%9BKuK)*CSM&|NUn&
ztv-06;frx$--4E3^LAM0uyRUPqnBHj`Ll@-viW;_gPCY<TL`ypR8CH@A{DW&2>%im
zrE<y*Ri(j<r!LKIijC!J#R#*$Y7qgL;Ux*N2<RQ?xnzKU0<~&^q$1o*5h%NYuwhsq
z%yv6Jqua)cVBlvd1C(}4wjV%$la3ClfYH`IJhB=>?Chd=9wjo~&i*0nnOC&&De(KG
z8slhrNhs#Vp$as=k*+Qn0E8SeZ~Qn6_Zz$!xZk*ObRIqXnfJq#OTP(bu_BC30(N$O
zOZ@0h9q|FFiI6Y~RMM|}=a=@|WE3#EqtMdQ{0BuwTUXp+Oxp9}=hwNCUooZSMc1W$
zZhX_#gVuVE`Zf7ZbKfrk?Nl^?to7f}3U}H!B_hTAnvMf42xmc27b-5vVyj^65QETE
zzJQrVkTvJu(nHw0CSKOsusqX@3xwked@4|Zlz{DUW+uIYg&qz6zZNit+(&`K<ALR0
zKTP*y<MIvPJ(umHrq+`90ba+S-6}7qKM+A$uk8med26ytw~FN!207FucC@9wjX|d-
zc<(`p6%0f?Bd~=Dt-*x9RfTj^Z=ZZyA9OQ2f>Pb<-h0;#%GN;m(%>A^AbTr55N)T2
zX5@sE$HD?M;XsjAVY>VQG9y4fjc7zHFT=|2K29WaA<@@iqJ37@tEus&1$SUyyM6J^
zuu4e)wQ!zN;`b7|avi=klMZkwC39(Ar5$eKl<E{{)xRXlQd;eCYVtneLS7fV0mxVs
zhL_EUGa)F0t9PK}#$%Pp+vMSn$dyKeS9N6&4ca!7!V3%jt)fGf*@qWD7xPN23KY=g
z?^vw>6)a%6zb2&Ka@?QO#6Mk-*QMF{>8ZBusq=jE(fjSI#bDwHzw_bBj8>KFV`Vtr
zyImU{6tpudk?eUrP3IA@aG1D*m(722B3yf+ADZp8n~atGrej;P2@Q|os!a!YC(BXT
zv}LGN@o5rKXYE?e@a(Q$Y!Cdj?7b58Z?&zb%72p|Yuf)%v{5p`G%|!-qSw~EUB278
z`{AEj?$qRvn0(g2s%Q?Z`zA~#a?c{)#HZd!sB1jG<R2{)43~9Cn*6i7GbB9YwDob@
z$@ZvaYsE=~M(kMMsqa>nPW_^p+ZME=F_c!ZBqSuz5$Fgc8m9Q@6F!aly-wp`@i5)?
z*5!VZh;%^`?2qS58<_&RO8dWy8bq>`SoKSXEHLr!5qo+T^ICjY$^O>d=<RZ`!5*9=
z9X;Zr*P_dv;b)j7Ze*zBdDVBO$f};^cV-hTb5{i>&@%%NmP9h|;{&-%Wu9*wD#~s%
z_Dii&kMEEule=kBj$A+5CcXN-U2&Q?S(+@)X`dxNTsYh(N}nd6+BEwQy4|J66KQD{
zfUOo1Ms`JjDRfs%^}cmLi6w-Mxbbu>mk)`d4*E*xY^$-||2F&2Uw3goS6P#1X)F@L
zAgbSU6{#*!uQ9y6gG6pVfwscxyGO>7C+q9KS-q)_<{EqtNbKkRJw>nVT1g&lkluo@
zj*GkjxLXX+CiS>8@=s!Yj@7JeUDNIq-v|Rkg^SL|8#_lDHsONaWcJS9C(<w$+GyTV
z?1TPmHoLqnviagV0aYyW<m9eC^RI*r7s)B=);jbt92uMMo^|<o{BksGzeamUqJEt@
z32k<^eIMruq;_OJBb|AUE;E(c&U$jxd@exCCgdvlTw2P?FZpEmKo)|RJhe-TMa2BM
z$3o*Y>6gBn<(gGBXs3sN$4$=coo%-#R6oJMC6s#VonU0(<L&>^Dbfz8y{uX}IxaH}
zYA-*rE-s<78eCesP>Jf3aet8UY#8Dyu;t<ocFHo1v{k#dc>QLOQ+ODUNE3ND9wbh^
zSPtL6xA#<$1_J>t2>-#HZ^_i-P-LF-K3yE;Yo>ws^jG;0T<Wa82R43x@L;s%?xuk+
z3boKsR73Alu}hhr&P(Bvh}KFRQtUu4;**mXM*0FS)z-;`4@$J9LOe0l>5Bo8aG(tZ
zrRQG=q5Ckz`J(;Wf-JO+jQvL$k{(>ADv$Ku4d%FGnn1}QoZVF<<112WmuWk8aPBcq
zmu=pU%F0#(g6S&DurK}SfH3vR@KV4hBvkU5CcrBE_9IAgU&<y@xajumJ|2<Cxff)U
z*g+q{uofB@8r_1o9nSVqgoFdy+W2ZRfwODx;1D25|JdH1ql1F8ty!Hx^mt?KdfXEY
z1_FZdr^zm69C5KOB$2@<UyDaT=NHGgt~Gf_+W*C1vEA9nkL@OeF;d4ZE12#TA0r88
zJ29}R>TvtNmT8e8KU2gfDEj8J6a<Sp)|}baHxx3mrevS@wY5(MGlao;f6c(afSSkH
z->a;>J;Kk`5fv2Dr#)m3OOIE=u#7Nd^@^=3^wlPdwPFii><+>NsMpRXj8u=FUqn0X
z&>A#K-u^|J6wUeFfe^;HF_SMM+Gg~Q-D5KFo31WXXGGy`{|$_OHb@wcr0z11T>YrE
zIuHVjYL_S}apBy7_IUO$$yJ6-KbLV{cEz{Xbg4SKEqhD|l@qkrdBWN3Br6CPZ$G@I
ztA`>Xfjpj_ljPsses}v}X-1F5n9M<49f7HeX5l0M(DLyEm*1h~xFHfCM0L0d`7lwY
zMKEH0%KDh(bDt{Ja<h5=x<}fTEuWxH<3>tq$yB=X<a$b+>P2++<_gTYR}LrSGxXny
zmWiuEFJ~Sr%)X7PqFS=zprZ2JPD3LyzJY^VH6791(D16*O0VSSqu#5LLnjbf7hXfI
zm|SCq#)X+?9pPx@Jx>n3lbxBYfUSvxRy{#v+y`RudCh;ARjMUiUKVmxxv2?yK0oMa
z{wT1aJ?>)jL-VDw8m5B6_!XJ3*Iun01Sg${g1``b&`*9soB#2#c;*u3B2}3T`U&Y3
zZ8Uqe2d$~C?V8MYUOy<c`eJd1=Y%tCHJE<XxN2`*|JFaqPtz}<lL$(ti)7VQs+~4y
z(Ip$p4NFS09dr4{VPw3&Uc6ClCg$7XIZ-Qt31d^%r+ugE+H~x8YvuMsI;P*C{i!_O
zQ)g}12l2`y2JV}%;Tmt;BW~}U9?U2@astYC0C<#vcjl25j-p_rr3Ee}4ezs6<@rHT
zcqhWc+lQV$0Rh$N;doTTL<K?9ABEjbiO`_(cr{RXV__-b@c^51@{d8o`_sB+YjWBf
ze?M6_vD4^tz{fYe`3V2a^39IH$)hTcJnkDe{FQV4lezn7W*MKskuPV^Qmz1bBlunZ
z;eIhNe}3{uXbA4u#4UD=SFa-M&W;fd4i$C%zpb;?3V&%l>q|sAeZ+&-Ig(#oWAmCC
zud}Ch>S0ZFP(z~ixNeJXEr}Wx?(OHo66SDL2V(x=g?k|RuB-jeysperm+BB%#KG`j
z-JM8@N4cs@hNF!01)2KPixKUB5^bxq0nx$wNgANf=C`(9@9#T9(uOPu{(C_wJjxe1
zp!MRgrzO0p`f=0D6iW}Q!hl_WqP2BP_ewp_Vs!C4U*tO1OF}{losXOO1!x%=ZT+dm
zk1d9154<no+zd}p8_y`vsoOb_-N*R*XyV!Io-Ay>oy6wX{#GTHr`r7r<)NLgLl_JB
zY@MCP=G$D`g?>=@-Uz=2j7Bm+S5^WJ&NhpnV4UEIDEjNy#iFU(%JoR52ZC|L>TSg|
zHFvo%F&C_u^xm6>Th<SM;Lq}MGqgizKNoewU!5We3%jR3(Il{wdaCbr<AW8cXI}oo
zW3~7AQ{S*=ls3kHS|vbMBeN+%33)M^?!nE-fH^<X@&e}A<m;~}@8f>=-JyMxbad{r
z<T(G8e4$0yv(WWssVe5TR)b>$(zOjV7*6;4bypv?D2CK4gy+Ex@uy!t$;ifj@gFS+
zZao$DLanzWy#jewcKNMa>*TYjXbUSVq1F@>#A%`g`&)V^Q7+r~x=n@J63Bv%3gCHQ
zKkx1_PRzOuVDD?3c6M}{!~$OGs|^}8jPt*7zfEDY(J5x40(5TUjiidFm(3IwUB{=#
z^&6HJ_s8tV?#+LWSzIbm#L4xaC}tQN@0Kduh+}HII5V59)f3DvKRmRgnguGYJuv=x
z9PAOVX)yl@L{7R_QSGbG1_ke+D5m*WrDmzPu-TXH+&3s_$E*av%pVS(C6gZPh0QNW
zgZ&E8ed2LW?&?!cE-vxMk5LeY!#Pjha=%bG5G|Bv#BGBB;!T|D?m?Ha;ko;K4^6PW
zc$bUbdo0Z=K&xU!cC~eew-Jb98EK=nr*`;tc&R52vAJFO8u_-x238^b!>`Y8J<ydn
z*=iK>L)uh$x)a&N!)}HL4e&wGTl_7!`cZfnut(Ytv}t^?-linl3H$gMWyO|g1RQLf
zES!0`T%1~Em&0_-(sF(M_ACyo$zmJ#xV|Oeg(8dbko3#KtaN@RMg?NjA2l!9Izrq3
zG`K!HKKahQ;C7Q~@0`xFLyB6z@c*2BE6{k4V+yXfj*(e)?|_IRg3Z1{)wX;{8^##4
ze~u@h!M?Jb#JJ6SLkglM1F~5?jS82NS1$%5Hb56HJ}Dk9`Jue5u$-E@{a##R;_cn|
zy+40q5)&~%VM}d5k4Nfob$b>^?^?3%Kq6mGQc!*DWYf|L4x7W}rFa3kOErwPeMKWm
z4gFbvz<Ci+!z*EftY4(#Ic#U@hD%70W+#8-#S!0+-BBO2aokWpz;ggPNTtT;#_H2X
z2f~{$U(#~fcogO87^8+zk_5}nf4z;--xKLE_^%KWQh%kiLMV-_jKbF=lf7Si&q&(-
z-+!<hGVr@T`QhSHki)pMZ`*))kx`!T-PGofWZu6sz~BQWb2Qjtq<vd&@%hFpa<mT(
z*n#rUCPdP^;LA?(NxKfw-;c|gGzZudRJx7m!rqJh{&|-;{%uw&oHH<FBNBW~hUdq-
zWTL)8k&p8h;9OX!-sX0m5y0~pLA@39UfWlMc06XA8CiO>n-igShU*`3LF$%|jzWQ@
z38aVqe+Vty-6{S*uHHJTs($+(K7az!Ae|x#lF}UtNQt0yhX^9wok}VpAR!2dqLg$u
z5~4IncY}0y{MPY#?!Djl9mC;Ydd@z3fA)&G=9<&Nh&J7UIl7oG?Q|m&?6-5msWAHU
z@jDVw#%r=B{)QRYeUed8A;K4h1{>UgcVSr=J_1Z(ufc{DX`q~x{=Y#zZdv$!$|*5^
zs+gI*oaOlz+Vm2}+UQlljlrn=`}ccF5eK5JAbk!?zYJi^3!71aaMb>O?q6WzMbXa^
zEjQW^*jajC^~~-Jwm!)>E#S$?*EmgNVsD5`FcCFZyG_Z53d+keVdM35nYv^N+z+%i
zmN4`xKOO(ykf_T$@)vS~i1ot8jdg`zo4bZ)R|iEFTcmVUGfOW>-gs(m6+7we3EL}-
z$m}pJ92^>~fB+;Skm`#^Erbe)=$URYy4%S+*hhfPHRM*pWZQ$h$J2AF^*8n=O}z%~
zZ&4=b>>yN13(C-8y8(zdl2Tyr)-Xk9K1`4xNEi|ZNDJI|BngQR(^lpwS}BfgpaaFE
z#4(ynODZ@#+w_HFyk!9gF~2fve}6Q84t>AO%%V+JB9x5{5EQuQzzu>guw&hmn`8$P
z7XMxc1RW@9^IT@wH52hud%g_&o_=%CW|vZ>mCk-g!Q&Ul9=H(&U3IBNtZi+Tv%j(g
zFb>h!*aQ8QAW*;*p<e@(c0j-s9VDvZ%z@eQivr!q%{WTyKDjA^nWlQpY8U}#(2h4$
z_Un=l)Zl-hD!Ym}V-KD4PgmgLW8Xj>`9{%GVc#++z)Sp<R;!-&Z9C8kk)Nyva-7>R
zFhd%aA$PAZqtGqQY;ad8onJR44I|Q;;@}l5)!E3Go$IO)_h3iW6K|~he%X|{=xukj
zahp~yyP(<?g^aAB17~ZGIPV2(bSnP*Vw|l=3={Sk7Or~!5?DtG%H1LY0W#2f0pte-
zX;=%(bf`fdCxWLoh&2oCEbH=Lm)X{8s>i#nG(je=jm*zT7I%zPzBG=7UT@^Ho2bUF
zkNE{Xc)(+(m|8Dg7~9l(0wq0r$PqMbn1IEKhpd<F`m|2iPzVWoccsSv5K7F<6t`Lk
zbdR<3=39qH>?fMY>IpK6;LU$e#|j1+=K!HeL>krnUnX?J;S~1oYwud$F*gKU1Jy>0
zhm%Rqo<GL`i$VBQ^S{f)EUyad(nbTzy|n2kMT#()V)ARZd}63EZXOL1!h=+EW4#%R
zYSM}dQayEb4IS?nrZzzS3hiU&su3gb-Qc;Y<zg*xhe_0-W~kbHiu3=4y(!X=hwXs1
zYbU(Gh%Fn7Ws87yE2{~Xv+*L+mNIKAoTDSe>L5r+SU&n2z|y7Wv96vqYR<a#ksOt*
zz3I|mH*oVUl*6CXIg};Poyo-c_3JL4tsf_|>*+ybw~P#lZy2+xADH3JwSxW<a$)f%
z4VLYNZ>~z$t_%NdEKR!GHBMqvap!iTf3Q>>xV5BNOsB*l)UCmJLPN)7P(W?mLy!#Q
zC39w#SK*pT{u4(BBw6B(Esm6r#17IOv^(Z*Ra|ag6+P%~jHs}iZ^uflw$Z=th*Pxs
zn*Ea6gg)!tpWps($kdy3@1xkQyjwZP!ZM(pPFK0Xxpl06J3|rWU=xE@{8?uxoJWHg
zaKR|Xl-?U%kjLiSIKm3JmC`bX*R}k7j4;Tf1x?OS{!P<f2%=<)|LSFR1%+#|g0Eys
zzu67`R_a%3947bw1cEefVriYXfBhvoH#Z{mirb#tk+%!K-6rkZ1Wdr%dwUzgsT#du
zJyiUR;ApqIZ;Xadp@P<CPG&FxUf5+mBvlkPoxz8+@hQQJ3W#vLV{31C@NLYSFH#<b
zH^!C-Qt#=7mFA@yRku>>!6ufYuxHa(GyR2g?w#VT_WkqaDo08gI{mOYdCeP_<;>}C
z)E{cS@BfkNdUxx}NA6z>jr%s$F4uBj(1@TquORkU(c0s#9Uh-KHgw^cj}n{rqS`qT
z=S8j#6Ao9CX%(ZBi&pHFS@sj4PA+y1lwU#ye5>$9^lkceB13=g|8N1Mu>x(vu%ChP
z=}X^J1e;C?CQRvPdNbm&aBu=(q3z%L2<eb}N1Bp)GKe|>BTEkp4v!~#mu$DpdcRM-
zBi8QYriO}shxd{ZJ)ZG|UaOdmG5Jy`1LeCvO22WY?IYaEotkDu$O>7-QGIa?8m{{*
zq(0=PuTkeW`t#@7Z#b_tcZ^Vi@vcqq=jf=Z5s#0L1IYb)%J(uE<K17QtG~3<-;jU4
z?@m+4+5|X<brQ^d_PMV1MZCSC@||v`tp!R(kab&W*E$n3W`y|b^+IDemA9WyE|~cJ
zWal^p-Il18!nH!<O0C@_->Uf3^|Wk9N+996D(Aq^s+OnV{c|M2h9l^yfoTpZ*r4B4
z4|0bbajSzQ_)a@jU?tV?|1HE>UWj?e`5_DDqz8XH4AIyvWGb8dK9xC9XA>b5G_u5h
z2jlj(^+E*Q2MMn~9*;Vyo*Ex+Crr5W9x#6R5u_Vz&mi{X$d7|nTJ964hv`->gVrMN
zd#0--z6AXkijVy1e6N^wxLtS`6$c^&+>1EZ??rj+`@JKEs&gnDcAQ~E@WT23pY(>d
z<}J0HO(d!YY`^Fo=yuo>YZz@2UiW4Qdoe<0Z0j4`Bo#k9VODE=hyU?~55zVIByLaN
zMr*Mt_Umi7p#^9N-!pe+ebGTaUEKXo9)Z8*T46MP=5UVB=9>7@HHk#Pey{Xgf_yoY
zwX_z(NkLVlL|&x9n@W8zBi&-!B5cP(9`Tn<80vD9_3!JscN^eR)x})W(zEGfuAQ?=
zN(O8PfV>+9K7xV47?V|3w_${WTv&~~?DgOLt9HvYBhB^mLC^Kj$KB1;e~z`cid;Pw
z)(5%xU-<@?Z$I(8d*uP$eYjx>J)^IfuEpv;!3G0_2AFn_l|fl-OQbu!JTSkA+8&P<
zP6={hXj9%89|TdxtFAsX!zy+$sOP{D+aJ(`9m~dg{pu8nF(xP=)TNL`ex|9LNQ%<~
zcWZ+*MJ%x>OhnI68G{VJ<C8xZM{Tx8HwhU_4jN)!Qh!hmUksHb!L#!{zl~!K;=B;!
z5-m0jjBh4r7Y7(;wyh4b8_ml>2WE`kBfti3SFof8%AVjPdj%#=q(SA6^A{}0Ch;bP
z@Ham{-1`12_HCPK0WZIlnU71U_*boTjMTXEf|)_%6gD-Et5+Kj3p_j;&12|%K|pKo
zE6i2YKS-i@?cx^L8UNAX_4ZE7Nv{<%GGTD~p!|sB;>57}tH;zEGSCk)YA0=IUkw+d
zfwgp`76BOM6qJ`QZQt%QYTeX-f@^ycgz0-K!pl>xk#l|~!cOZmBXJ)k&>`Tb4X%#y
zbG<8*wjvcebe@Xsb;t<Sx0~`QqL4zFk|jnB%gqz*+O>us;ePp>Nh6V9DS#ZVBi#r<
zwtX{cln|0f-|!Z{@k>q<FvLtmI4+?!1*4IYb{igc(ag|H2h;g|V>8xv;pcpMrN9iA
z)3lAsUExt8@AoX#3^%LLl7{$X8G20(KlPzQY<AnGxGa6Qhiytt2|Zta#*p5L54;6q
z{4X?kWCo4t{Al!~>V_EaW%yPa1{T@R+?P<jbSrn$)3_Jr5#_dMteSO|ke+~a2WAII
zH(Ge)f>8qM{e546Akb32zvp+n8))-RMrL6wNE%f!84Gm&YdRVbn7CI@_Kd?rmt)WE
zoCShL4<A==#i=K}`A%PKe^>XV^5v$!7WqJP<C}VV28oC6sVx&s8lJ4<Wy74*m7dp<
zChF&ZN#1=Ik3mjVj3>PkFx2qmI4}q+*Xn^H%*PM*hZaEM*U0oX&Qoq%gYBY5$>|B#
zz+TqS5QE;1^2sOFTZ}b-UiUPALpi`ZL8mJ{e5u^-BPi;`OgUJfHo3I=CdrOtU!!y*
z*s-as;(Q)Onb?CFCfsn})wtht`V{DKjFX1?;Zm{qt|!V}Vbek=CTY~H^)gKRUYg{F
z%2^I@a{e$oyxUu7;J8rqbrHAFcT3VVB&N+Y!R}1=mZ^NUwS)y_;*DDA96IE_M^xEJ
z$+eKzEOqC<n818HziuLyHL&;28<>$aHy2Dwr>m}YQf3BJ?A2tDA1n>YwJCWnSm)Of
zzH}M;I(;4^A^DY{E})&`XJD;18fgl$$tlsecW=9!lr&qP*)XuKj$rm8`4khRr9NIG
zjEV@ZNN2kiM3Z=_K(7>?6#5|EM{1=QXYHY2xRh%b8p7vvN$_OE=~*w|PYgQD>*n~>
zm>}$Xl5EjC_T2o=Dsrvl3gU1hO9_S3L}rBHk%mmUjbD=P_WE0b!4Dzivu%X4SPF{o
zw?v;t(KdTLU9f(y7cn3pX*WM<s<=7b^3oE#t)R~K2Y9wU9*l=y`@&Ad+>dKB8yZ4)
zQ{T0-@&~daZwjN3-96{J@|mWb3oZp49<IVR#-qWg`x>Eg7*gXWy1_FStz<uA7vn2)
zg@2e0uZd%aTWX^q%u)<qEr(TOQq&-VJU+<F#Uv!6MnyGtcP65QQ(aQEnIf@)GHWE|
zdiiL_dSMAo%mbPB!G0W!Z0<%e&KTNyR7MY_YwKcr3uY$<%l>J#8rq2ErvPJPSc)<N
z>587Ar7WfNUr0caX@fXU@R7!;cV`Ugbn|(=Js&%5R%K*wLo;e^?$~F|&pVfoSh4Jz
z@H(Xwl!6Fm@w%Gw{CACY+p$=0`nD<$9T*#s(IqU`yAc~{uHuDwZEA{kb<5zQnV<{c
zIvsLM&!Q&0M@dP!XJ%$kK*b~DtdX));fi13_T)%NoR(aeSkRj?Q}=LR0x1ghq}P-f
z`E=Ch?}w&+U0=&y;-VBFU3|w%xxg)S9LrBeK!9Y$!_Y_aW)v{-Wke(XSAD#eJ=WG*
zJqaD%SoLpqJX&-5*j8hMDA*Y_s2Dk;8$3KGF2zw~A)77w-Q(HKl=;H^b*sBJq*e+j
zyW>2k*upG!p7m{Qxy)WE@GS3nautyxcAatbVvWb>+{0*9V;W?(wS5fI-5sZ!@B=lf
zNm%^=41$8#`_y0)37CEd)A>T@RSm(oj6ZKf5Czz`V_TboTO@R~)w@l|$ukW!HFvmJ
z?||R>#l=NIVc~r(Eu>}$dNo^U(_1u0`tw7beD7-+T$hpsqwCL=jA_5hUNQQ$U`;;J
zh&v_X8}cgxt+&QyThGb(@bbs>+Yz}gceRam(m=t7COn8nK3nCT;%(K<ED|i+befr5
z1F^KE`PU?uK@Qk3)S)j4r(h`QSRYldv%WlG-I~9~>CU}%Fm_KSsE6{f3Orbm5gO^s
zyT3Z*UI4{&rb29uif~TiBCg6EzqPg5F*CDRJmf|-T={q4C(cYyH_XYVry;QicRP-B
zhxZQe)3oS5>r`Y-)G56=qA10AM96i9;q}{^?MInIt4hW%L9tmTHpfJqSH2iTp*~*t
zDHuz!LU-irzHL>~+qgV89wmkP(H{!o63RipY>65a$?{*HINl+Q%<r5@98XQQSPp4y
zY{S_7;%IJPwETZa0ulw~vmnM7gpN=>E1F%4nR#HB{Li1pYL%!UT<A@mL~BT#lh`OG
zBiwWSJ_jc2tgoJAO3)L97L>H!B7cpmHudbmO+^Rlkab!|<8ODp`Zz2fN6X1mdu$x|
z+Ei2@Eb~hf%w$ad=KPj*U73Ie*A}=Q>qr(HF>z+z?x60y45fzmJPUN8MYjNHwKtS?
z1D%vtFzo>$FC_CGO$m9Zy9UdSmcTn@doJ5I>{CwG8)Dpi5L5%J-0&H8LyeF>geY(4
z%`_~$0ia0D-)xHBh%s=JAX_~kAIh%ZIoOrdW6D|FDp(CO4qjx~*A8+xuF8}eCUV4S
z|G+p`yXfuq(!6qhekoX>k~)DCWw=_C{C-j9LT>se4VbX8TvWKY_^I;w3N-vJO7b7p
z`@n#P6a>iB&rRN~l^a`NIc>tM3@#^k<`K%(uR)h#H1;!Yr#(ZlSoXeR75*;Hi7dfq
zcOSa#@O_Z0dik*~wYK24js0Qh@<b*LW6BX8;)d$aLWynaMd$7B(yb_>_njK*yc-u5
zFRk6FBxr|=9#ovS-<2F5t$0HIGd-lde2cWoo#$=5W?`%K1SPpx;$MuTL@JWDW%H(=
z-GZaKf-(jOS=UX}*Kgq=XOz1$opM%>ttS}C3`bwTZ7xRm4R@Tv)xn^*cYK@@x@cp~
zv#ce9Cerx#VH6n}CZA8^w@Nnst<Rs=b2jJNCBB4LKIC2VeYU=)$@^2&b9lD9S9%G5
zXJ99*DAcV-(6R%nn5^2Bd|hWAMp9puu3lW|nwL@usgS=-|D=ko#`HIbdQ3Dwg_-?p
z+f*^#QcYp7l*9>C-$_;oZX5%vTsvUf{e1KF@r|c$s(;J50iwyWmY|so%WRXcnvBiw
zm#Lmwu3ZZgtwE?Z`8HO}v8wr`GO_z@7MdnZe#d6F977;H_$&?^37+5KzxO<cRIV)!
zvs}nFscUx|#Rpu%LJ+UND)OATp44Y32X3m1xLgr-<+$)R#oz&QI3P~eT(&7I=I?xb
z0Mv#|3@Q_TezRl13frtv%~J=hFZ_RyA9JVnF^~x20vmO(wWI(&o25z_;TIjfU$SQ&
z{Y8TE<F;Jr`6yG94PGf}blU%P<nmdci%h)i>eT2Z7%KH)6=nbVWKulJ>8g9*Z13&3
z2N!r~Vq8!PKi1CI{OqE&Bz*m5$UFKjlS{TMlcFKeeF=IU5<w}j)!btY#cRNrA7}4D
zD;?USL}J5%0&kJ6-R^tUM7vG0GN|7#yNc{r-dP+f{8P8^X=wP>`);rIs~OKGbab@Y
z@~|kFkHnDrnm4&lUAyiP4|-Kpb~BAvLEp#H=>@pDVn)dYzydH8$QRo=I>ONKO1DrS
zGyN;F206A8UYJ4?2wPDkzSq@kHz_SBXt~vT|Hz~V)hTxhYm;|1{QMQ!$AkLo`kJ?z
zOLI){H%Yx?%abX~p1jc3b=*b#C_nJiQajlkMO1Sn%nRNVYPqLl!?>7&|D!cSBh7o_
z>+<7x{YGc?Uh|l)E=g=%dDX9&mz$$kK^zf8w!trf(@(yW$g$MZqs~imbH!z;i$)Z<
zlOQh)jf%QlI<PRSwxq+u!X9sJCR8IuSb_EDw#S<N5n<;_RyWAnS0e;ch9ws2h1N7e
zH=SbHC=e3ISB_>dlG)a)H|yR^RJ-P|t%4X@-NlJzMWuZmQy*?Q?Np1WEUEF-N84=n
zn%bZHvgKT}TbFO&-|dhe`Ba8`fO|prP0^y>u2!-VNB3z2y=-FewOp}xx$cI^V}AQj
zd}mLVolWr^qCf0nUSw#@tbgqqPIV(4xmvkwI)Rt!M4pE8GM#3AXUAKDIi3t(Yj%zS
zM^2@morvHEQE?e*o+$8?RtDKG^j*pb*82JaHuc_AY1hev9+Y{HU+yo!wQ%fgyPASw
zk?Ed_$~L#E>WpPWejRE@r(unc3Q>VMVS(|hEfNz#S63KAqIgf#41$pkDJUfQY&hG&
ztM?;}f`=3AfWaPni~5#I6M^Q6RE4BJsqT;a*>7jMDsu1E<nP+}e(+ghA~kGx_dwOJ
z#?rj??g1kjj2-!{Squihz3-{w_Yr+uUstfU+Z~9<3N5173A5$Hbj#tuXqK-&-o{pQ
z(d;&04bvWv9rM%86PsqYJC!Ui>Y*H1cB5<Lql=0Lyq6rxQ^y6PiAFo^lPb?NA9#S%
z>+9#^Qx9Zh8e3a2U|~|L%89w}_iuMvBK4R9=cK3I4f(7C$wldzVIlxgpt%dxF{l@;
z38$IJ8W%)GYvR6BdwfGr{V{h9$~`Yp&>H5vy(+Sakc|YpIIMcrcz*?C)!eVYyV!Wt
z@(MkR!*@p-(-s&Y{b*%njhex=9w@)RqNJrsPT?<%WH6PCo^J=QAee<Mz#6Z|Q|U7C
zlgv(kzgkC%7!}C#gSp$SgUzXYD|N=3`&jmxzh_Ypm3?00ogP|?=g~#CIH&K#2pi8z
zr(J)jt(x^U9doECSBoA;dS^<$6dOBmQy2pWfsRKkT;Kcyb!G+>X+cZH9maJv*y|%`
zC05$o`x6uXP&?m#*d}HkT4o6};Yn5@eJP6j91;?AAhP!|KAsGzD~~UJgaF?>wi{8D
zfr7O}uj0N{+JEdgwGPK^D)_3zR)JSge0}m{Fqif85G(->e{RqD^E?NE+Ca+@woAur
z3lr5X42l;ARF)4R1FI1>1!He=R=Z+r>gwvmc^i6q8vVdYduVEYXUq4p_2j%&)6o0s
zlV3RlhBtY5uET(0;U1H;Ivc|#a|-dikwtY{TiOLH(d;+HH~H_!?Ed0eu~o{_JI>UK
zqQQq_IA-6So8K`vk{g(IHkz1y^{9SC1w`!W?`TjzHne=%6Xvrh$dj%LdX?~aAX*_X
zA6-=?V5TrEJaBc<$~w@vc=-$H_O*-A={*@n%58%Htd{5}O(*#sd=2T1duK7vN^%(#
zpEw9Sd<hLg+v&UKMlq<`^g6c5AsJUCc|x_)gMV40e;=qqn}0mLJkbup_NEK&2YfK(
zAvKUCCdIN1R?R@&UDC9nDlBX`*$0`fMrUW;vdmWV7%0125gAQ`prH+$)x5TodQ7R8
zARNv4?B`pD;BpYLrTCqpyc8;B@ki#wdU(JB!6T(wIyLlBS9WV+s+u#SSfEC?idh$g
zrj#2E6KDw$S$Y~91m!}D<l<tri<R}3hULus`=><we5*URdbtdJuAN<oyiNGYiW!pW
zaFp??Ujc}alfIYUVN?Q2&n=M}!X*|1D}nmV6q9n-VO;;|@*=;-G&r^Bwt_xQjU#RS
z_;4g7(1wIKZ*_p7!t9m<?+sD(T)OtH?>J>pkG0WUuJYqCp0so_baqe~JJb0F;OT;v
z-e*Q-QnUVRxC7%$1SBMZQ1I>=5!KQIEMH3a&kFwV@bEMki-Va>&xp=9P{9Ojgq5d;
znHUS{GY$q=3ve5#{sleBc_#WY898bXb9Bm@P3OfPEYYYI4w&$J@Y;FJcuNs=&%TOb
zW$h=5XJSV_!32uIdviJ(qC%K?d5yQ{JP*vxkj0{uhlel-&jpgQ>umWE)tbT81PSoX
z&&{Ekn9Om*+U)%N{8lr4sgpKQFg?a1*u@}3p<jD)bxFlj->2>X!^&dN^95+tq#Y=c
z*o5*73P_I$AK=)g^O|A-|BN%&j}eewf1vb3%=v4^fkdW|az78iWMul!A8nQzlm;+$
z2UA554>>{wpN^Sp(iXS5*-4>JXVJ|>G(7$m`Prbor@tm@bUhyxYwdO9y`__dRJ<?T
z^bwiqgbV?Hlm%@1ziokFHhQS^OQ6k%(TK!hL_=I6pCq4DpajG8tgQoZV=<bnac|S<
ze9se1AJNZJ6T8N*P5f_d?h#Q!9_xb<J+7FbSz!5Go1Wt~laza^y1;>n!|>tT)gQ4~
zYA7-?FyiG*OlSN+3+WQZAvm@RNasH=3cq7}xzm2P&2rMp+L~fEWF{AD{1?$lf!I&^
z{H-df_2h!V{p%r@$t5EEyW*mfb<)$FuM+HLb-f&oc~&Tsr1DW6MWQznxUYspf@+`N
znHLlvP*Md6gg-Yo59$3ZD|L$~E1>))j(vI;vKak%0BgA^^VmbtK@;__QMHW&hk(oJ
z|NinYV#h^62_0Dxd~e>hD_;+25o6rBlD1^=8{O^F+h|eo;}ZsmKGQ#N|N9jO>*Z5O
z4O7zy{$B*LE0mLxwQ)H}Ej#Qv9fV)UnblfYWM)4<y1*ZFZ?VE6k=uxp9Fxd>Zwd9X
zE<&-(bAk$2WlVc|`g^Abpk5<6)V5~z&u8=59d78u!c^1XASsZfacu7zTUfk?J>2>&
zaUA=-ueU@WG4qY4N7d0c2K(j{!cT%4?T)X3+Y46iofHi>szJV$Mztw9_eUR`!>fiD
zxv0M0Ui4*PdH7idMA`01qS~#IgRqQZ5<0Kd9jD?NJAWi#JH3osR9xJ2aehijON-~}
z=}DUYnzOk#>6*lTZ(C!TV9kFkFv|`{bL(F6aEpGF8yy$|LTea5iFdH9rC8#>t4)z3
zpIVnQW0_}%44Uf0lpAXFHwk<4=?Y9RKwI!^(-&GV$v1k{E)B{OC=?X=&ke=FviZM5
zLYP{k(9*&=fk#GSd&5I;`=H!hHzQQWIq59Fmwo)5#O3}px_HFV7fA+L8Hu`Je&<94
zB52rE*7Bi93iY1C${<OV`efDB58|*WbEPANy<`x4bN3}KK*SxX7kG4XvSUPmWS>h>
zzc2}TL%p9P1DbmYqc(Q{Q(&>(42x_?zdl8;tn;`Izq-(ve550g2~GV?idf+BEUhR4
zJj}isG<j_~uMW1rV!4(Va<m3ouhzKs`;XZAEmC1j$MNuK;pKt0wCT7%s%d%Vdy2%_
zA@K{ArgJ(7gtnK*e6$PV?lW^AYJ5p9MU`G=c;lyFs^xZc`r}Jn5kC$nz0v0k!_26I
zAVEz{P4K$GKyZ2<Sdj)fNka1Sa<&nh<&KGMAJyXjUf#9&`Hgz}Qr>R>xa-!BQR)PX
zHQaH>P37638*W|Wm~_k6rXyda%D&Q^Y(Jw#SxE!48^kLj2IMY@I#ZP76aR<{%8s8u
zF|S^gbWH#+HD-x^q8G*K>9=5u2C4rE&Rk|847ue1Vzbqikk}4b2Eo}Lms3`|=z47B
zm+JATMWoXszVhPNyk!FI1<$R@_bly}6bTJk##Fr7PcW3RQ)av@colKO3R=8LsXM3&
zx1?dlS8x@W5rwxSoaEs*S%rze{=IpYPOZHI|McuqCvZ$z<?#*H=KihJDAvwkTh_xR
zn<mJV9JS??mbSFb2Nf|D=eMpR-U5XC`H%w*k(emZym!#VSr#jT(}K<>N=R6%0a3XR
z#VVA+I{q%JbbPXE;fOcsWOj~l{WBRKQm+V(mfOE18mZ`{wR#<~phIx`<8nRq>ulF=
zHGsr|D$|$~hsy3l@MjZ*596Y44#@5Rm0|5Gd@cTu<i;M{GJFMS?H9;pT9gBg0J8N$
zhlTJ%#qzQ@qv4mK^Zw(q-bsl>v2k4OWDLh5Aod~AvQc_iSf>$o0>GV08z)Gx&o1gk
zp*i^Ph|DR!=nzkp50z~7=xjgp22gH|nloR8K0;2nxus<W7TnpcKxy`;3b};_;bC-?
zvesk&>3txAH2r0wy=Coe-P=kX5N@_UU%E1zDvChJk#Gz4m-)<`Q_RZ6KLFqeR@b2Q
zdKIB3CWWlAH2!6XgmaS<zzgxUJz5Y)h?7jEQjNmSELAr@?$iVL6CI-GtU)v%f{&Q+
zjcl~gly@Bsstg`T>d8#1rVyu-{Eux1Z<nOn(=H%?A)_$77P!RkNwK?MInu|rziY>7
zIl-hTdc1zHFXM4@68{v%ArKW(2abp!{=TBcoT9>UUK6`=2zHG-0SMN~0!W-foxc5l
zsUpChdn1`XBN&c={W7<ZIbt-merqIba_4`Hks%DBKU?BeSGv=W+f3o(*=lQW;fsoe
zBZIy?$#n>>h>|6pooymF4XHl4gF@l1jV!$C{_vCHDzdx3B!G!R7D-tH>=a2+gL}aw
z@68&RM^Ae@T`R&$oe^2Ww}Zx7_)KJFe(uall=<iPp(TMhPtR`4(6N*5Yt*%_*QSJg
z{a&mGZC|1PPp*I)v5)&NsRUv4%{BzZMSrVx`YJ$05><n?foM{sjg`i_3*J7F*s=}#
z5-h~CKC73pMPD8nDu=0a(3$AvT!`NP%WFZZ_rL?MZPLvgasZCX12bpJFWf^(p>>31
z?j0J}?6Em)zK<pax79wv{+yWk{3#yHzjE}%f51z+`=2Z71f7Zc?_h3JR#pZiCD@1!
zfyY(4T|*$S<n_2xN)N8VjzNrYYX1z;MDyXFy8;mT;_lW~!^iut2>#6w0rU~P!}}#;
zZ`-imG$s9$kAUhTJZDoHT!Ed{t7T`8P3lC2Kc%rDDkNv}1!TzqxCAETKb<oO2CYH@
z4St1zkM#A5B2AbUM6i0);S)+rwvQE<nw#0=YMfTwo#8!MJ1vonu>w5C*|LYS8oevn
zP((R}JiQm$bpXD}ASg&)S62rV7Siib_yux^K4D;BASNb8AfQG|r{+%%Nx93+d<`V)
z<mBWU07nsO@gp5Q>*f;Vvs0_ya@jV<nY`GgBL0a*{}PkcL+Sg`Ank&I1dw)Mu4h-(
zTx0j9TDkeu8iUmqLzeCV)kBd5%y+=+NPG!fgnN2cp}&1hbgOdo-Krrh)upvR-m)d@
zUV2n?&TU%SoLf<ZrX5&`jJ}2+wBNkJznqc32drq=Y$T9Xqo6p}CU<rs<i;+Vc{)L>
z!C0EZ+wARW%9Loc^F7jc^Lrm{3}>wvXnx<k+4;Gfh~SC4<cFM`oT62(YE>2I;p@Hw
zku4Vg;R0a6fgYA{qpuP$4-c!!*t(`4^f21@9X;N?N-(<#6wH@0oKw)DM%)8XEwc8E
zvnr4ZTWMgid<s-(axU%7x~?!jdRmL*W58%-88@NNj1wxD2pGsA5NzR{1(wrZVWLF@
zWOP5&gqytqE)JsofblO9tfk6Cnv|{XA#4Y9JqaZpO3O#-Z=ewmf%80^9G$KD#En&@
zsexPsqeB&sU*-MAyWkByKg^ro*2F-O3Q3ce+x@lRK<W<%+`3jFM3-)#2^FHfN`^d=
z+4KgsC*jD9prWCHe?rjOnic6Q@>yQJXF6<*!QT0Vr&U}h%MY1G@?I0TLem9vY|dZy
zH<SrrB@(L!T`3rB#*iCuaOOef?p|jipEhy!<B&N%`xTOZyMxzo$A(3geJ!f<nWFQI
z21oYaG6xJ^M(-BKGBw98B_bzcnI=|2ffKE}^EYnZ%!SoF8WLzjkYf(;cw=M30b^{l
zCz%km+3js7P35V9YXJ;7EX2|3_eYAjm)h)yd@OT#jDg<yIJS;m80r<bHx5x8dto%_
zHyc;ckc1I?sO|2IU$y=rV*Z1ys8C3V+-kv9CE2E=e~29K=o&%|ZZ{X+-slWfd=t3z
z-5n;*ZKgp_y%je<`Z#|00+PFXy)8ePJ5;sBm%Ir4cFLOvxH-S0mn(B^HCVv`PxC`{
z?8cbent0>J*x5SuVtdPG1|3LW@Rk!s4Z`kX6V)3@b)wl}qC>Mr-6!S0qW{Bg&Kjs&
z1ZvL7^3!J|^Ro~N3rrgHO3F%9ui2Bl2t~Gxz_AL*s*7?MdH?RtSu!a;z~M(-$5JUb
zq@~kihf$GaU{mC+!Lc>v8Wd;-IF8(W=qk+$mak`3zinWzEZLl-MG1E^%7Seu)y8xf
z)t}IUEN%QTlO_ZLpw=6in@gNM*LQEx!@X}N1*+#K7F>I)P!l)S_HRm`-_76>R7q}7
za^iR4j<Lk6r{B(#(#HT8BqX->>r*FefqtH>@O8As#*UtMOxKW;P>Aw`QXf2m1Q-ha
zM}y0Y5|*iqlUmmlf-BZu>Me&#YmHd4;Nk0|jwSB9MZ;188a0q0xSF$U|FZg`X4ciE
z#(7?dE8+%NPVY(I93IH-jtTgCkc)3KGJ=iuKLva<LB<SY^3i?1nm<%Gy^ankX(r(r
zT89b+86SwbKZX0QG;@Pd$7ZC+^yqB2`w4j7lfIgi3z=(RRA1UEXt5hT<|@M84Tvi@
zZtv+B*Rejh3n+)n57`@{$HKEbG27`kFwBC!nyci9pA6RorX7eG3@d05&;AJDXfedM
zxdRueEpFySp64*No7Ib?)<^{Jw4=a_!EWXM8wJO9lvzZC>J``(f@FWcIGnCL3trx=
zSH%pzGOD{l76Utssz0~aW0RLFn($GEF7A13T>nYTE&8kbdo9~FC73o`B`g0p*7YZ0
zd&ol0fya=17V7`+@Oaxy-`ursfr5GtQvN5NjoA##(`m9gqSbM;#=cBaWgNH$Sl?pk
zdyI6JpJ@uV2TT~^>PN7Qu%Ll6sOe0<(O6xd*?BQfyl8y3P0}-To#EM*WJ&&*+Ho}u
zmS293eA?NGcIRC?a-OlDdR;KZ>1xu6cPL=ssnw4d3Q=C3`a}Sa=Z4_P9mI`W+ia3V
z-KdDsfkN4zZy!(>z~gcPs!0fMKZv;_`{}SSoW0E{I#>c)Fc5$@8gx7F$;kY$L>{!?
z99VZa*=L`Z6q$!v(-tF<jN!qe#<RRS!I}MBg`r=;-LxjdY3@fN>~$U1tE-`fpO#Lc
z<{@C9_DF-Xh*PrqTHRaxhkd>+47!jQU<mIU;O9orN#KcziKVBfe>AN3sqnq@sT>sZ
zy%6QM84m$hjGKIXvGfrvrj8w4>GRK~eJ6h0zw+e$p{4bUV2NOk`+yy^nI0EOhKbZs
zQ@AS|9+8Vt3O)^A#i2gb@$cL)eEN)s3=T7!_}?QRwOHw}fHm(RgqQ|j_~n5dGMlNo
z^S=GMvz>=HG{VH->;VA0Nyuj`*0&G0=cYV4bI*GmuClPkj3R$Ya<0yuc!)C7!8x8<
ziohy_{%2yV{ciS<BuQX}Zn;gZomin(n0~d(chK91J#QR)HRI>B<I)aY3{JMwS{u$5
z6bVL2t<)votUv3KQhO7>KOSMb1C1^y%D8}`4JnY7wJnaJC_pZhfWAqMoi}o8X|gs6
z?!iL;t5t&gYBNu6u!mVZU1~T6whbBr!WyB=B`8S!UDcTYXWP$%O|7c?fXk_8na0J%
z0XozG)aYr*8(?4(B#67^sv{a*{F~1rHKyqIM?ci8Zdy&Z2}pC()hU~-wuT<$O=P^t
zi~4YY1@_ndS*l#_JI@yOmD6>Lii*HbJx-;a=}}_9)|MUc>WqHAr8n>W)bg;rh2YQ(
zxMWXz{Dqbaml$q|duMW;CaWf3AOz!xwX^oc);;fF@X2?2caZV@{dgB7Ne^5zfTULd
z{w2$Qwh2}~L8HOI%KC7><y!^@xQ`$qF7UD#25a=@r(7wb?k~Yskh?kS#eXQ_4%oZE
zDZd_m&EEM@2MWT{hW4KSw*r+h=w7cP3<O`^j$-uC_mv2R1IK%#hQ#~c-IIogRe#(k
zm@x2ZaXdZK9yGPJDNsy`ii-B+8%nrjsLgF@NHfOMYsO^|o^BdVVj}EL<+0-QCJnNz
zOLBi-LG(2AN8h#RqlD9<RqMfreIHUY5}>*T@;06}<VpP2I$5Tm^z62`Ob8$rc-dd{
zF{2xh&Jqz3P0!8k_Hq6s(A@sZw&Thtu`4O~9kMiSJeGBY9Y}RrczaPRu$*4=4gxVj
zRWgg6RKi$OSy@TXwB!i@AKITknS;JOW(AAzoiJ#$*sNE@K->cYes8_+rAm8lZf@*Q
z^KB-k&$d%_cazsnAJA`rK~lqDuC6_3=v%nkR1wUU(AS_e&X3<_TD&;x(4nqztdkr&
zTCyin+zan%Jz=jakhg41Le7MH^0#(9@#Es)D}Vg>Ch|80MCm+KP>_U5GHU_A##fnP
zzus9}SxwK+U%8jS)CDCjpm!vA_S@Urf=<f>9i5$AR>K7ro)M$evn97{NZwDi$Q~Cf
z(zjw5OU(8pV=w4vqFgO&O@{gs{X68QyEc8FwnzgCO<IfYAdz0Ad{g5dA@_SlQ|)j{
zK2D#rBkm!0xUoo+xEgR>v<6C;=22pWQnD~TAo2j9aB_2J4=!be({DHjm49p08}If}
zTkrk_-DsH2%-0(I8}UzPLv0HW7SrPMs$okFg6r%YUej?SBlIlrN`qd3_|>ad!JO7R
zYe8IG94xGTH-wc_#aqY>z5LJ4ykZydX+`gCPS&=6Sn~wC!A#A3S}@QG1S8RfGDJgj
z^L(kOp*5C02qMTYa4QOL(*)5b2B)u;C|EOSCPv2m8rm9@Xf0e^L_rdP03h$K-E{4u
z`v`-`wlQeepf>t`x=b|Q$s+d2tnM4Z8;<iJL)!qOhnM-oCo;%hnk2oOC^HqTY>|%9
z0kE3@LKLwK*wHp)rIuv3h~%>tx~XdB7dw-V_J<4$-FMA^)tz(J)!R#We0&Vg&JVPp
zksvMzD`br?!P45#jt*(iV0o;il}Uuy-7%QD6Z(L@YhZu`*t94Jn6>B@8+2Dja?Lj&
z7tz==ems@>Kz%`joJk(fc{|&nDNT}n4JUUo7eBx^KtRdRR=Sa#k#)4OsXy#`+Toai
zZm!pkb)5#o==IzU;4uW;$j*oa+g{_r5$9pOr#E6u<f8-&cd<^i>I3ndlNvh;&}}3h
zeNPi1dptCZBOAma1-aPE7^%Pd<Z39ap9iD-c94;gxpN2J6JY(y9UDK^*RQZc0nsJE
zlKVf);(w6H7nVcv<lx?*AXKuD#@bCFRE6BHTyz1O8b84MKEq>85OwD^>r7N%5eI{T
zg~Y0k4#f{5u6SVT)AW{Js;AU)Xy{}-COR5P=?w_D!e&sTH7EH&d07P-UTsX#0k_Vv
z6)O6plSak?0=@QZJ$f6>GiEOr4_qkgLJyo18v!a3QC77Ft~m^6-i?~sO?CIA<ymz5
zA=^ZIQw*hyakU7}tRjO>k1flkQ2Sglqs-P#eEH&VY9S)vBtC#uTrhprCID#R_dXyO
zeX*>XJ-{&RqpNaVe;E^V9bWHXKt>>k-tiqOey%JnD+@iKRAonBAJO6FRB&kMH2^rD
z6q`K?&+_LFr~r;F=Dv;r`^<WGH5u2;5ti0_t&gssU661<5td^+$t)~>G)8K=n!Fmz
zFt^UCvb|a)Y4!SAOJDm~>=+ut#9PYB?v(hP%9W$E78(b^BnRxQZtl0NtoOWCu}ey=
zP+^i&mmqHm!+>eXALN2|H{SdWlXlYCAif#`mXfiiPYcPx{9Mp&>qffD%qWYhsw&uO
zBh4i_d3mKFimDABLq%8!l04zLuf7IXbktb&^XH}Xi0*8m{v>v=a=0Yo!&M~M6}-j}
z$#zdc=?AuyUSkXf`SmJdj372?v6xX)n@fYZE1x4cB=yXS9JB#eqNc4P&Sj_EeegG3
zf;Zk31O){JlH_D#WApwHX#<4JcgBrZ0HQ|_<b~_jdX(;ndw6(+L`M1=myd(u9GD!U
zf`gMu$Zt-eKzB}p)f}fsie8DYf$dVu+59LH)6em<3v_MW?P%sc{6A=QBOJ5J-?fhp
z7RnBfO-WuM#78BJZ3pL>Al&>zuGN0nnKWCM7umXb<t86U^LH%;2>>Ag{L-Gny?|Ty
zv5n7CTU&d$$n;IyIR-A}UgH)iDJlBhyLS^36KCOa&Bw}ebq1xV(D}3Q_;3`umo04v
z5vLe;)q;S27~0mr2+LN~)nuWY$r5ZsCjI=`q55b`CjC(l1d|=EBkXv@2<gkajiH6D
z(+bVhgB@3iORw6<k+&v{QKU1xsL~c3JUprkW#FY}*7YH@qC${b*a;I#W){BCLkKca
zv9Vu@tibK#t`{|ITEUG2=1}YMRJ{Zwy#6xAQPB}sbztV<T56&CaW~&K&7hz8gC>|D
z@Upj_K_M<UY8a7p+AX;|+QMMI5rX|ZEfoBst^*F0RSEVXH^GnFb#t;sWU~g%*48#5
zvCeJd8)(pEjoVDt2!RFmWux=j+FF7AoD3*8AwZB8gri|e?F!6Q01kwD{)~R3p4}d%
z{st^(@v`h_*R7UMDaH@H(Sg2HuVVA@F~=+al!O+>PgtwJGd#+u=<vtuyHAK<X{XjK
zC@2UM2Z!zOys5E~fQBZw$O@jx-Sdw=yNi$3h6|<KMd0$pJP)KnRvy$hS_m=%>1_rp
zaSQU*>s7`qVO9`BgJBFsI`DmOunSy=$$@cNXlA2Q%D0sDt`FDFju=)Sjt1-BF)Y69
zntPx&a4~kG@mU5J76dOU4`UU+AmxgYMk?U7!z^3H%gcM^1`he`+FBTZ)7k60-Z2x*
zUmPlBf+{|3yn~mt*^F^6A47npv=+&Ska)iMe76N|2CO9OqoSfhnhpRFo|Kl47WSaM
z0ve~8Y`fdr{!n1F6~R!QO|OCgCjLm{=-BJNhs(X7`fBq)LxU8uYap;zW&v-KQ&3P@
zT{>r!M1l{AR<y6w1tfWeo0&f%c|jFNoM69aVKGVYs53AMg)Q82`>LD{y|6GPkg5T~
z<!bmZgbS9d1_lOfnCfHh8oW$;QQ-Q;>?;lmuwW?JTVZd4v{`^W>sMIF1=g>AKYz-7
z5c4DjXLe+C$Tz69J6O|R8!N{L>$b<IOBcdY$m;>fA=v8$N?m1v{G5~?P!nZnwY9Pc
zG`rLJEhrOe?C^wcJ|cu!s<`*bN8ihfFBfq{$ZHx7w)m&iydz;mq+a^+CF(cbawXIE
zkUglWsSAA0J!-(A2h_%Xz$og8mR1N-Py2Xh0lF1&@Pp}raz$m#sxSQ-_>X<!;&Y>+
zSHiRf;Frv|LYJ@-&B5HowXH3vg6Vj~uGAg-DdCioTrqMbV`72^?hA6)u}(br+Ks=(
zN030a3|PzmXbQ$xk25tj{SH{S>Q}|@kcVy%g(6qGK~jqWrV~g-^_BkKJb$Kao@SC#
zWUaBlEmbIvhp&q&hI{6Cl1<Mcw#f`wxSw)+ofk^<k6>WX3n1rBuow=9mkkSkJ944%
z$-WMxhAdOfJiYs7W{far-RhO4Lq0Vy+9MZsy0f=ea=2hfL!T#DBd^{#_HWfXtOGz5
zunRZ=$Gs|$bUBBOv;zSs3;u3f1<W4wd=;}6Kru`UI0CSuzrEWn@fq3&Vbz#y9Q#p9
zBodG;AKEzRt27N$A}<s$ctZ9<u%!F|LK_Q4E8&|Kx6}1<``PAeK>aiZiLgxV;;%}B
zUsxnRlm(Z^2UbYfq~13U<@gNE-}c;q*wM<Ght+OEXXO+UGG6AJBdLOV;5Jl?q2N;g
z2@1x7qN1nwFRstB@Qjq_1(bt2!>3<$umZ$+dkuqp<<Dp1aN)PC^AOdWisfCYDavrZ
zp2&!PM}Areijw2{Xesu;ix6&Zf@|yR+Qc5#(3pV0WvisxlaSw~TN)Z6XnwZI68E};
ztRMewxB|OAZjwl}rI)Ii<DELv#hYBrgBKXJl))7{E*XlQU4DvB#+`e#tU#7a!ra;I
z)HZ~5MalgE5k|GnK9CCLOwG(bL8bCm?iMU2fM^^X6n)SthNZcxSlHmfmK--a-54Id
zWL>_01x`SO2fGxHqh)fI`Y!^q6t8e5{1<_vrIseZpg}G+z|t|cq%>tH=o-s0N$I&)
zsaB1-NEV#Nn?I?JQVK-g5(d}1+s*X3+i(mDF{RUc!3;@Sm}<7|H<7^4yf;cg<<azA
z`N>Sml>aorH#;%y0l7fJy3!Uzvx)rHuZ0{JrvYn*Ge$_5#fKES5~iDlQp|q2haS8H
zW3K{^h3ubiI^)~Z`5dK<Zlvm^HNcYDt>+Sw#iQZV<}WY^r9lA?`KfAg@Jf<XQWg<N
z@9Dt!sa11nkYVF;ta?{43F|U)ZgYgJiTsE7f&M`=v33xb%cp0*q$L%OFQTQ1<>fzp
zsvCU26JDo%{mZo`X;Z_e<j>mqgD6Z67C7o9=FRG~&3<%L9Coc9ySaHyh%BXedTnfb
zyE%7>F<rb|s0>z6>kZBgT8-)}r652c0&%AN+k?Q+wtZ^K5NR%mR$%X$Pp!F0HyJ0-
zm@_rlBFk_7^D70*s<tGq!iBf*ub&k>EBohTI>)WuULP9_p&_I|MWEvK0Zon<7+_#M
z&BDbM<&WT}wVfDz)K~T<c)()eQro%tf!>k6AvNyr115>y6^<B^i)O{#)q}ij_xPAw
zrsO>PvxCa}shQzk1$XvfeOe8yBY|HQVT>s7{2=L0w!73l1U&DBrKJq$)77(70@D!u
zG`81GIVo<-GtGAAOhs<KaL)+UD9`=#L$UU3mzw>Wm(;?WcO{~mhGlvDdv1o^0k!!P
zT&>UIv`xyo<9n_8rmOCI{VY&ukCWftJ}$p_7|-!1M!D{>LYryJ(h?Q@6t8un#A>ab
z|Hw-}R;O)#_;t{3Xm5~QZHSw*j=nv4>({_9?HFC0qPF$$3cJU-Z3CJnQ@$6MO4rIi
z>GU46@1NUeyXZ$mYn#<xv`fn0oHdGNRE`6!{%+ShOfRYyyKU3&zdGTuqbl*0;6XUN
zRJ{`_@bPVP68*y(>oq>9eJ>W>1^!D1W|c<|2WsZJ-&9msx@X8+7<`SmrG0bb&1Yk;
z={qGShfI?QVmxYphDpS1Cl;GnnKpadpgQj64tGL$wn0s!etbQJJ#{FWk>$!j3|3XS
zw^xD)rr<0tVmnT@@nZb5X8EOV-NvNOn00oI{+m1WV#g`@?efhnUv6gxcyhVmAn^5u
z@&tTPe$ptV-Gc8}M-e9W)M;vZ{_7b(D<hwQ*pRXcbL8yFLf?#4t++^rYL`TfL1%oV
zijxAh2nGVdAHiVPOm(kD>;_qk3Ez!1u`lEob-wC~7B!Po#fpr@+P1u_`9wAkifQaG
zJ#TF^48**C_^>~yxSF@}K|z~GoDl{JqTz@Am5sY3tQv3uBAh2n-NnsG)iF6YJ-Umk
z+#d2gGru?NsnDU=+o8d*=Y9CXVsA*DDgO)89}k(L$;s^pWkasj4E7Hrtu=;ItNDrt
zFl+liG9j<+$_H<9uBQPv85lwZ8t~4B9jg>PN#mX7e(GxF|H+=w|GrZ8dtyXAnMLB0
zZFSw}=c`U?yWGwtd1Gp&ESghA9lpv|10Sa9JD)Ur57^f%$R!njjuE%qeVvl~JBkJk
zfk5r51N~2~D-E<493s`0OEHf9AD^k`i0-)L2+(fCFBsU;cG>8V^3p$St}R}b(6Ku@
zwaWk9+WGK{XwAa%^vCYenomrYC1x22gr6T8f;B==Q#nwA>o-ee%|!e9&5ceP`jLnV
zp?cpOslp7t;swn8yvf&K*@_TpdZ37CP++iu8#8(_G;n8XobaYRrNL#_(BveAx7y~~
zN#x`UF0EH9SGeUG&`T_tk|hiaHjh_w`hG@r(B7CvAn<u-b>8LXkR(s3jA4b7-!NiO
zN{#DEVIMvWn~S)KK*2y%bV@|`5tW=pVp`X3RbPbEe_W;b#j?1P#qyv%GuO~$Kl3D$
zg^b;Cijd5MR}nup^V_273V|&GL12gQ`@os_D6!P{i?~RM#)A(N>UDDR6rD2q%E}sE
z9?=(yVZGgC_%B8`zN~2GBs20-ee9!caU{0irjVx``53%-agl4bZkSb`1nQ{thz5SK
zy|?{ErWfBldvE@F_Vfqx>VDo7;(7E+pz|#}le$%5bzJWpZ66m7E}1mhCf?00VbjDg
z?!-qr9#+Nt$zvIJMZ$hJeX%qXnH3)|*Q49e<-ibHK9>z%IS#Jk^lJD4GJKuMNfN6U
zv)IfGuPD$C8uIcbk4K)TGPALTDN_`nLDU>d8&=h*4L5tguhN{6J*O(){*v)osDOO7
zR!PaEg}7Xjr+30a|F3rDq5j=d`BC46NRhl#vt~Z_eb;#*A;FcH!Mj9%?@pO5q&AP^
zh4}q8*8HDFoLll}|AbSO)>7N$X_D3OirY`9oSB7`RCPpIF@(nLE30m^tOnC=X8HWe
zj$7&rfA8V)8w1{>3d`n4HiTB8<;Uw6%IB6>3tk}*_ZmjZAmUr@E%$=Z$8WIUz482c
z7x7gqu}K`pS2&EHg>#F$LfSbgcs(y!YWoX<scEP;D!pF7I}Qh*k5#{YXZ*{&V5e}w
zN?!iyMTe5m&---cKJsEYVn6Uu5eSs$r~e6-FWTeSvkhv6Q@M>Ww#|+u*fB6F1x2(c
z$}SwX3pj2W#`=zUjQBiyLWa+d?V(!w=2SZcTa5DS(O&u(NBx~0j7|t8n-ctL=N4tA
z5C;7GAjoOi)>H}$S(@ZiWG|_Xtdt!ty{T`%kH<2j!7H1;YrosK(`B0lkxO1Bh)Z>5
z34h#Wq&So-@#rTHrA|JN2qwJs)Z6GE?OMl}ForV!_!>U$85JnmYzw8XJ<#hTd2g!W
z)K*GeZ+m?6HoQ@G?Q;|HpKYqg)h@qNPAp$@fuxCyp7&-V%5%x^RwgD4|G@uRuXd2^
zw!OF`o3GrZ7<0>7v|K=QbE<abbKILm=?nuCSp))cK=C&YE(9{zKQ9&)Pjym%5wteN
z`)jC4H~Q~^B<FD~#r3u<iAt|F_)dg;O`56vBx!7;iKmC8IU;-wsc#qbH95GtbRMkc
zc*e)yO0M#e-&{Wy)*O3W|BOUlMZ245ji7*vVqA<8E>gbA=e&whIpy1H5>}R*H($D;
zS!qeiyspYkO1M2ao~%dG>#5<dUyvT5{NTK2&KuV=Glx-pCyW%mCh_wShPv1A&S^JZ
z?tt$n{zW$`MYG~tzv``MT(E|bl8k^&`QJy}qb(YtN_Y44WEB<F1GaxQc*LgOGHQBV
z>0u$49HHa(>{U9I>|~?IBTd{*tgBTt;odnpg|-_PCXXkGV%6)PsnbM=vCC7Qwxb?b
zkg1omT#OjB7FsUN&#ZkdBcUu-ZQwv+b&N4NCwuM&fS0xn9XdFgOu~=L(JZ&o7r)=2
zRC74I8=ZbhJ@&1@;CJqZ1`5;|G5OWyRqC~lZ)^8|@~oWBsmVt}x)0eJ(IME%uF`m6
z-@Tt?Iyl5sW_~24uhuaTLxbvKyfI$6GGto~g=I4*;zpz(H!5O~*uE9r`-Ss%+3~n|
z?e^+T+%fKltIC@da}MiglsUe+i1s<0nETz<7mu;=e0{qQkB%BFZa@FJ5-U?XLTDtQ
zr>EDSr!Rtz0!I$vx$yoKb}(@OJpFyIBQ}aoMhe9ro-*UeoaJ_m9@mOYg&UZ?eg%h4
z{M$Pcai&vy3IE{&C<~bVJ!(_Ib-#UuBbJt_5Qqxa=Q0RHxvS7ZB6>h=MtX-@yQ2Vu
zO`1XN`k!}s5nU%=f8T<OmSnG7kYuFlULROoIPEW!G~wIH{rWWTffLJ2be%-8YTZW5
zo=N1N>_z>EG-S%cLpYfHT*Qxk8}+SwwC)r7?QHY${5N~Ldr_V;AKpNIv)F%mGHCvp
z;<T>!;9;;ScM|*|@$so|?B0yOrM}1VWhhZJ>-j4BuYssb5p?A1hL|56{;J$QRGUEg
zuEze$Sgii!pktD_+Hk7p28Dfe|0gT`+!bzZ`xn<v_WKAQWHd7mB&2bth-Vvqdc6{x
z+3^-K8boyWH2uJDnq7|0P8xE-g+i|d<ymG7*777Ek^kh#sR{W7;EgHw`y(fW$lIqs
z3*K9MdoIPlRtl|N<rZMz$W-BxZyOAJ1aIQb>j4`7B%bFHGLf{o0+Vi1o3)3usRTw%
z2L?iUw5v=n9w*;><h$pdGdT#4H<j*0iK=U(Z!}L;Jx?ywQ$|lIvKi&zCO5YVknGgI
zD8!NnC3C$`r}JeyI<y{DW6_N}M&l>5`#&Ws@VR&X{96)7e}C39`x7_%St+5bFul%H
z@<r#)Y08xH%~`+dX5D-D{NQ!{3g*_oK;<=UII2T2%W~+Y?-U7ZI#cSii+e6woy_l$
z9}Ncd$ZD7!XyhLID_+8Wk6Op1DHPG$9Un#pvd+b|4&E4eo5wY_^uq0k4Vhkk58nM#
z>5)vF?C?meJ~jQ}FLy`bg^1<PYs3ZEU>XX;D>W;tZvX{I*DMrX#lCen|Liz6>bn;T
zYJ?k_U8`HttyjN}T$crfSidcuYB*<|sYz9(oY-euxM}wMFyP_MHdfxxC;5m^OZ64)
zeDO~jk@_Cw!9%_7<eN6fbcEaqVTpyCRL+JHPjv56KU?zaY(@TBV4M*X5q$y#H7L53
zo9D~?{Mqr<1|QKa-$#VDequlVR}Ft#ias`b&*#-{C8k>a3cOuUBU9t;?tbmTGjSGL
z&?y^qt^UnyIC_$0FeYyJA_%8;RYKbOa_My(VjEqT)A%K?ozZ0e;p_uu&bP;?@O=Ij
zrI>~ftfTX*53T3cHB3dli)y=)2oLvyvPOOW6x?E-NJtxrjO=e1T_3rBuV$v~V*f6)
zc%9KyvGeNMUEQ*8YWW6}wy!dnQpJoMQDkdSn#azM=BFvW-FX$ih`wGuZw<<Rk(D^&
zkqqGn1Kt<tdp0Yr66vLMIjDOIk9OgnWUJS_L}e9c!+%~bA~UYriIFuoYVY7+*I(mu
zsRBN^f4?{nPQM1--z%Po{5S2$M|a)U@7+z3=&SSDE!rQQh>tucG4XNL`(eawu^okr
zyxF&(r9V4<Uv5e0-Q$pOqUL*6map&aP)$AmQCX*6y2c+U&ci+pxrX%yfCH<6+;S=G
z(W>X_#44lQn1p_3e1t8sn@L|Cu6Uy>@6c<#WnQZ#g9+{nvj9{482V(w`mWR7Xll9l
z`F_~5+JXfWQ%YQ@*!1I4*<YXC-^I)Sz1NyD^!rdy?D~yK1fufEv}PI(7S{i3?W?1z
z_`7!xBA|#MBBGK?N~uV<qT-<&X+*laOHmLMP!Lclk#3|9%~y~HLHbaV($W$K?jHQU
z>-XM!*SddQ)-r&ZIWzOwpS_>`?COCa-oq+9*E(z0H^$uG-6K;_wJeSf&V{0+Ih*#S
zlkyRk?lFjqwpndp<{=JVhTTEM!_ofQ56ok6wDG;UA+-o5bkip3pPHe581e0>^pP3G
z4KuB#l1(Og@9E2Da|b@e<MVR}327~3%QWTWUf-3H3WoXWJOsWcA*^>FcxjV$e_C^m
zinM;0*tC_!@ps7qQvYQRxg^LD6?A1=DQ2m*^d55*NE)U#U)^{_OHA!^VJDMr|2HSE
zDBJe-LhAu`uFbq7r}d5X5>bJ|J8tsWYBhR#-Q3hBeyh7hc+rWWHp4OTC;0OpzP<KQ
z%&QcfW<DshAUuJ3AvS>;G-$|O=2vGPsZ#q|dG~3x-IMVJ%ca<j)vgL*VVE<*$ZPx~
zXxQ=4zcfzbceshSSQQ_xd#<l&_(_>w6LrVlV!D%8iNLI&2x>`Xyyl?k6skZY>@}(m
zXQ^M|`t%#N+S`Fw?$~N|RjRKIypH~=-q0x4wxQ2W2Uxn&Rg`ZoY>fr2KpN&*<&Cc=
z6Fl`5G%7&|qdjV=b=GNr^IQI_>4}L?FFe&pv-ZYaF;`)PQTpDL@D(==&7QnAY{^SH
zZavuqxAOaS;FH*D7M=vNHG!Jo4r_?-+xS^z%p1#8#B1G_Q~5ymmZo9}n~uOh(x1Jr
zinpCnD5Xz=FV6exmB%^C<Nq_Js$!ZoBNWh*@mR-nbj!JQ<k5xQfGS<FUVu_0bjO~<
z8&xTOzl`UvjeYvJDRCoS(R5roH=4)=wqpqP4%<5`xr-S0GG-4Bb7#x;C4`!v*8gkN
zEUkZ}my}}FwsN~4xX7yYw{qKYWT+I;+}9<zVQ_YgSL%+{_;*FW73Hj}qw7VyQi0+U
zoAH5mA5w4NH)T3@^N`S@P!|Mi@QEhq5i{`xOZ6*gWz}S#aEMI1k~p+b)b+1j^0fUC
zM7-}5&OEuY9bfLpw~#BBeCPJIPx4cV>KjzjtbH8H_fKDLselI_%@)r}^z{8yn7}-U
zHiVd5#PrNeBLk`~(BUL$oy24=wgQbf+u=Fx=<9(bvACj<*X40E!PMB|e0@95sY#{}
zEXh42^V*kwXN8fFbdT`gps*{@0%e}1njVH^fdn2ykNx1XV4n9R5h=f>1-FK74y7H*
z?NB>#D{xy*>)_~jUgKMHjRBp0ftD5kdQIhNROxF~HoTGZc9F(6FCT@`vzqzzT0ZZy
zS?udw)OHos6}chZV$Po_)6H|GuOQ~2%6s*SgOE_XqxFv(M`!!*;bv|{PIcUqTr4aP
zu3o)L3>+UD%J8e;38IN;_uIz7Wueuk83~Fe*+UAE(9#U_;@9!ly}^GrK>mDeDt}jA
zq#yd^&-Vm@L9_<3ql^wBpTo6%CDK|{wa0y~h@5&UfZzdt_qO2acHXTsUYb~Lx}I%u
zdMkz4n3*XJwab1sJD>=-#7cMb7Ryx|xQ-a_5=JT`i?FiDYPt9#AbOx&2vZR04+;>R
z(U)aQJZ(A35?ybT1CsllKYR|kFDn~yWmh9+ifeo>)1a_bY`~@RrI*EGdRD3N8`Bk?
zBsW}8#`2MF_jyFE^*>v!!)u6DZ;EB&61kXXLq%$_A4%Uf)ZMb~O`8~^J#xsGE4GzQ
zcVk>qEK58(cWd-@dAfjHAHXMO^!zuH4qxvS!hYMXPQ1yp7{`^k&4Uesqnbn?mcESo
z13W-vYo-L?mx&7(s3`WC`(S1NxMfe~+o~TpRq1O=n^pIDzY)%(Wo0Fj?y%aqv6a;y
z5s%+M?Z|Z<y*Hl@*x~u}1D%~PTIe!7mM_2`jU#~FX^c%Vkorrblx`+KFJ;OcTb-Q-
zngLA1r9Q5=JC8AY)2`szB^LVzy9acLK<jFN#_5BDk6r`@S_0`yLa<{qR7hQmyg<57
zTVm;%TUnYeOT$9oopIz0IA^~WK<~}utI~Av%z4s^B!_1u+3|S@R%#{az@DC^)lZ)f
z7t2q#Dm6*>@8HlXOp%G<&IM=mjeF7gP-@wl8jspBtAUhiuMamQ>+slkX=XBV72A6v
zsng6&vwvz(+eJ77@@2ZtzS5<eKlK&Y)|cgtkIPnufDqohgp}ZL(d48p;UcLz?swN!
zA3)qWDm$CwYr%QwDekiTacA)?S<LW;iyrVQO3jDsBEk#UJk=auksqNSB2rcrj?yv@
zr3!T$m@1zwp0wN>J2E|8{zZPjkfLtooL#wrt*wf#ZhdWj3{?@)DM6HL(zAikjc_BC
zsjZISTug<GaZm`ERYP<*Wnx0gr0oF*9%|)VQ_y8p|LgrayaLNDTa0_lJ3U!vzAewN
zfuHkBX`i|2LKGE^J{=Q1{s%o{`N5(`6@QvRjL)7udU&}^_s;Fg2p(1S-oD7E;ADeP
ztiK8>irwq8H1jxEOnn#{@}4nLXkRn+0Jm^Gic3X>dGysSCB)mule7h!J^ye-i#A;1
zMnH=@)<oZKuQ+7Xanrh^W%){#MWD*r`6176Mbf<P31QmH{3uj`hi=2k0!D-iHhK^;
ztYL1wg{?SjC-w2P4<*$VvcNRO!iPU&=lhWnDAw0pR$(#}0e*xBwwriNaMW?y=IfB&
zLaFcP*<!k=8862ptFfOhA+JS}0d_Pa9Dy~R^aM&Iq|A1aWqzJM{rXbe*4R%zz^h4s
zX9f)}W~g-cEa+87E&Nd{K3Kx4)@J;0o7$SM=hLzsqgBiNAZ{&mSAo>;XuN+_Q!x`)
z_Jj{n|G0%r&Q+)Nz58c}1@-8GA7XwwH9a#~uW%yv!sW}Ez=bP7beseqRYxvZ=R0Zh
zdFDccnctq|_{r)_e&5g>OOdlI$$LTasxGVR!$+H<7?C5NuB_@?tY8AqxJ)ddFUviU
zAH_xahKhe~#CxLF(5TlFx{p!k)_#zDZI(@#xwEkIMp)oHP_qaP=9s{IA@OYv@I7h+
z=@GsQyHB$&a<swCgqFcX7GTOPVSdTN_auBNJpa4ElKSg4U{g59>75*%l`^k2=Gy9{
zFKe-DvQqi<F1+9b6HOMAmsyZN{|ncY5R*L>dQ^JB*S7ZBRHw04p8Siz;Xb!KpqZK-
zr&rRRzrH~GN+SO}tch|qRq<}{hX!hE4K=lQka0~(O`ZMb%{gFz8G_+M;~TK!F@0_>
zj{N}Q)w<FP)om7m-r;(Aa7R`otagegjFi-~M&B%IYqQ%a)^s5t`fG2MT)ZFW9C+z5
z)Z0C6XT9dVd(`9Qt8%R7gV|SRQ?HE8sP`A06d|$}Kej6r6v^;`1kgJYviR|c&e;t`
z+P3!scHGq1xWm5uwvy4yfSxP{93!CMMqMy}Hko|94NJt$h2*3b2uGc&ef4VqT$uy`
zl1H&!0KmX7w$jR3q(8EkStImCUD5lf6!xA|Ny2grX<K)_vc8{B;<Ccp_H>{dZ-MJR
z_8T_MX}{2C5%sUaCswaQ_Y{xHZjH_xFr%BMy5@u@J6ZIj>y3Le7h@bL?IMbA0{awx
zkPwe*phmb?$tqmFNz>P@77)RNHk*djE4I2Pd`9QTk%N0{HAHO0%fe~#{vK>N+Cy@A
z0dttkxi-5po%M38Xq|b?^#OgK6?Sg^XAj>NaMXKl*zRbr%o&!+R`<P!5isDr`aF+{
zBMn@w^e!XLckA72QwoujVCvo&^UA2EJxoYYNmpnO@W(gg8;RH3(vGa@F%T$ob#c`A
z%T-@B7|V}Vybs9t{<y1$bVplncO;*-mCb;g+DHe7Cb?#1c_PzwZmv6as|P$yAWe;<
zRmL}C-?_`8PL$fVL@>jgW@QNbuMsj}+f6M-g)_BoTdW&j=TjeULbHPtzqp?Nt$NF}
z$ZUFLDSEYx_&0EEz=~<D4D^35`>5gKE22q0P$F}tZM9ao6z$|^5St9Z{!EJ|@B`Bx
zF=vucrKXT=FkItP2@|=2WEoL6`dsW=&1>{rE$LZra**?cWPb)e9#I`J<BIcdO|m6%
zJ4|SKSk%W%-M6)?UHm2k=YhM3UWTiF{bHt;f6t^Xv<A-$GJP2!Yo8F0;T5xNN_s*C
zxy9k3$_E~mFGeamD?QH$dQxTEGYTdR?)Y;ZHoABh94*h7HUJK~zc!DKeyQ`rrImJ-
zVs3W&^XU%4g_)N^(Q`H8ba@&x3yZ-ExrJLbiFCTjcqJzW@le$EyM@ln+VwT*K|yL5
zo}wThLFb3snDxZ2{XH3&01_)8YhlqI?2qs7{kq(j56gaV;F~Li(TjLz!D9*Lz(w@1
z>Km_zOlO#an|JMtx8sZ2o}UT(ExUf>QQvgQ+8i<?*iSe-?6Ir8<uw@8L?0u^($XZ&
zuBF1Rr)@d%C`%vrtxGoQ+60&!HvgBgKRn;%r7|OUCc<`v&3pEca&N6m?Bk%d|L`7P
zbmZ4@=}S{R6kGLUN0wVH%X>-tURpJgMANA-rFd}gz%P-Ukx4*cR__uFWe%lJ+*y=Y
zFfDy?C!7wVJtt}WMJZyU5k}wh%N?@n+BvHaCN*Xa7$MBB#ZLl!9s}pO1P`j){q)o~
z?3XOI&cvpHw`8f36&QkXUr>>W194Z6GBTm;e^LP<z9+w$1%9NVrNd{B_DQbXtE0SV
z)_D^jp@ujLL}uTcF5w>d>DGSQW6qX|Sa_F_lI&o{JfA>5xAZFoL0W#ft{*XWFZdI%
z+0IYWnC2Z@`Ec&8WlRVz|JXCBMKG}3{6ZE*tx-{2?Cx-wvya<JHSja}21Fr>fDL4x
zdF0hlLunw*uJY}j{O_?HgyxdVD52*1^&)lFG7Gf^8sOrr;}v$5g4v0eZ)#))Ixkmv
z%TYz<vp2rUQ=uEnT2$5Id!=bOhg$Lv3hK?(Im{8^?e#p2YkV~>_>cB?nP_8reB{GS
zSEHsDN^L(^sM+Q<E*lgr*y#D02F=oGXD51fMdSzVNcfI{?*zVX&r2?PGm%NAmajwd
zHtf8{W+=lStx=T@^KPhS#StP>_lY%rG@w=>h~%XNx{8NwLS<#YbC5f2X~o9aQQHYX
zc;!9#I59IJ5ki<DfW+{$bs<wWpMk}n!4!aV`tGe!6n1~U-fm`2T_!v_*R9JWSP+go
z0o@ziD;=hnSu|PAaJ^0y;9=$3dUfzvHPVw?YNWZA8b~z&=XTECpSJOT2pA+BDg7-$
z8A5kePM2cbLds=Z9HLE-2u@d!A5-K|dncS^PX^Ed^z*#jqzSsGaXM~%rd+zOX_|rP
z?3qO7<e`+QwK>YoQ9+2orMv2iXKkgsnVVO4g5!Wh`cUOWVSuHvVh{<6W_pn*@#%H#
z%0M&);wovziduMhL)3%9?YSjxo|ZW0PeGd49u30jOY+;FB!y3HX{yd(x-Kq;ZaaGU
z{dS4Sv^%X{cJcQm{A{L{_0d{F=4?yl{acQX6Sd5EWmkCa4Of%^ouhffV%yr(K#AKR
z`T%$4(C291AoKp2Su%jOE97<*MY;tIqb=$>o?U8Z?Xcy_E`3HOT(yZ6UYW4W2~*VJ
znrxFCie>@`j(=di`^ZGpyO`7bnP~jzAlm<koR%wINVQ<~GR4=CGZFPlzZ1VOrKa(C
zfmN~Btg#&fStvajmmOIIJbBp%P;M3CQECtl(~}ER*VTTOK$e&aLAciLx3>dY*c8p&
zkaY(zyf8MSh8S6Rc(AFD!dn|#&2?6XJiWJ$z&RUkw}?DK7;2wlzZXmv*hVQ&W~02>
zVh<rK6}^z>vZ9z;VF**Ej=G;K2}A6`K?<GNy4h%3j4WiMKe0M@iLEc^!_H#0<9+Qf
z&vwT;o9JZ$H|y2v7pyL>aJwvfPC0A9{pScymWtm}W%*#U(2UL1xBf15Rhs{owr5YM
z-ya-#(gmrC!%^2_FjuR)dtg2L${tX=5;6o?_C<*AbNcn;7V}TWm0aSvw=gcTI#6jw
zhUdmQkcW0~P`NYS$Z~!Dn;QdoKLw6`Rc+YKZ7Qd&-db!}zklLb(MXXE?gMSe;Z=nr
z2=mv_jk$R*M{f{0gZtq#?0G@t1gef*?!&d}-L!Y_A06K_<@J9K?tmYGTIS&I3*wUg
zwPkRz*_<C8vE4wU*%p<|_wy~DXT<|7r}PxWI-(N?vvziTb0O->7*lKe>nzHj&)y{p
zwmB*IPJ>@2gr6c&y$3cpwOg5M5h>-H_o_>MYSNZ;KR30CrL5nVVZX|FAKcc~AC2<a
zm2#bq%(AdfAWy^(fh;KApYJM}`0eTAWAsWvua*f7!E1G3!<o?Vs1|Bp6NvLD*Z}wi
z0(}ku-dzbqX*2(u5Aw$uNMp0}pIx}b&|`TCSz05CQ6bT$58>*dO|4W*9%(7O1p<Z*
z1sqUwe6?m+_HIbbg_!8Nn{WtRte@sMF=KwQ+tYYgwj#naJ_&xoFz!Ii{3hEymJNgq
zEz|t4n_|2+cUjT5-5y09{r2tEmZ&?^0mZx!(L2!EiQ;Id0->A8TjOszZx=DWFr7oN
zd=&l@#m~vkE@RdujLvGgxn4ihrXq=QLOEU&(;F_D>y+qfufjRi9yrboh;F~1o~W}v
zE%@pCe=C^V40VB1Tnr47EUIK;TfL|FEP9v>#=E`-e84X+`(>V~o*h>`ySG(Y%fclO
zfuPcpG?G=f80x-FAyh+BQuuYj^3zgyhI}+MOsuRe-D}^D#`YHb=a^c|+xOax_vW6!
z0<1j%;*s3$Kg5KG`G}xJ^P6WriZ^b|lI|;Gc)AHrfF?nmvm;0`Y6Sll<?#x83SgjQ
z6&}iv5m=0o`W$?Y|IKy2L~8hTtv^kk8cBcQ<yC`ZQX@7LD)t|8!3ol6LItH)g)U5^
zg6kLit%TPI2g@C2S~G#PCq8}pD$ob~0K@C_a#s1}rT9C($A*(2Sq{*)C>JWHTIOd>
zpf4E+-TwLEpDux@L2>}@hHZd>Vbu`(249l;lNV%AsGPz6+=xmqFingByV|eJ5<3#9
z6JtBtFT&X<$)^ya*mRyXT;;j_0ndNwCvpZjdgL@urILzvS{>r6=yGfLv~QE3H0FoQ
zQlq)fY>QFz8m<szKDuSG&<iv|mih-V5Fq}GhyX!EO)aha)6)|COT>mmkU_!cFnNzl
ztMDGgL`rrg6l;CG)3)=>l`SUk&7v0HCM4uR^^+ykSa?nbvu;Awa<(sSkK`LMh#j$3
zmHfMU<2OUr{YN%Ox*Ufu4R89>9>+o;6FePS;Cy(BlH`6K6vV;FDfb{*87hg?p#MCt
zVI2y0xW7sg<d09MRwWOSm15Dk$zLf!G8&Hs{m;G%2~jaL{ABdx2_-}r^7JZsE})uU
zKn^!&xI9ZF(w~dZcH|K>F&r*;NN(5df9H=+%s)mFJ*OKVSMp_mq;Dg$-5*6AcI>S+
zG_Wx--9xIK2~g|r;Z_wTa4BK5B3Y1Y|54nh;&XEHWfH`<K>=hhFlALt=>4-c1&K<`
zTk}7pB@X{2%dt=dT%AB6nKy)}es;(~hSDDm$jev9IGR*%4_ggGZtQ;@u>^$-d%u#y
zd#gO0`ZAQIpoM5}eE`vAIdR9ER1tQJ6&TEQ$cm5XEweM&S{jN}99M|H)wmE@oM_TB
z9<&)xOT+g~Omc>{>hd|mWN!Vc3?wD>>eV}ti8(M8F43t3QO>2|64^xWb#y{*zDlah
z!f;8p=gvwlWQDfX*FU{VVUHmb9K0o+IUSeaXz#MOkCBU<Ot+2xsd8-tOf{P!Ea#8s
zrztMo8^bwK6)=Lzme@b^wdTEkh~olR2vvuFp1j`2Z6o3~qklDe+(98i&Dih>bNe5y
zK&OGr#K-~A0w)s+QQqE}PP*$vJOfpW#{98S5fRrE6&1xjKtd;OK;!Z1Kr;FS)<t%`
zisA}rDa)-_k@2J{Y<+w7%1MvR?=(+AB4`qUw?NrbLy61I)*e&<W<i?u!gy`1c9|^~
zD=TZDOdZ@as^B8j)GYi+4~JCid?+%&l$YPU0Bi~nFMJlg8PK<qIt_Bwv)tDvNuEQ_
z4GLu_UsYAr3$;{dsrlugoXd=X>|7c7AK3>F0u#JegrEV$%g1mSDxx)-E4ysmSI6&g
zH~k{F?!ziAys$dlOpJkVH{6af&xcJYxw(0c!<l<NgxxdB2vP}99y#8->soY>s;U*q
zBHsfQ`O^yvt^PR=lQ5x@t|0Q+kQ=^~qGA3QS4Ldf(@=gCPIl>(AuH@Tm*ru;63f1j
z$M7Pz>xt;i|FgfK&|t&P=mcqbt@~|+_)SZ-I_ChcJ`!<*=z|N)*oorQibz7>nl}+C
z|2aDfE^rB@jgESwdKXEE3LgJYL{J>JsR}|1sBxS8m=Wgc`j_I1TK{b->3{bBjN>6W
zAVm8w1*D?gv4d8D3%hEjl8DTs@Pb4{JU7|OE*+~^6iQSH2sUcSq*aG(KS&B)fE@#C
zx+(T|k4V-}iQ5k;r933>cz;XE!os3~dW{hA;3uB`JVlf9Pd!I^uf-^}7Wbn`@Upq8
z&9VaB2nbIi8Ag)uP#T|&lnp#E?vLoktA?3C?Q$n~XRs!?--SXq;<IO&LGw1_(>x96
zdnqfc^osHZN8_7s7Loq(gSCFOVRT|yc=&`jNe~q~7@KWzTIQjm3g7BFkVl9%UYGXv
zt_q>L(a8YcqNb^9@MDO?j}DyrveaMgBhVR+$%)U;&kwn9{Tdk=8SwD%qj7s;6FRi4
zY$UXU3P4T-ZHoN;xas=4f4}V+<7n!eSbQw}!9Msg%5@rYPD$Vx^k@PA{Br^5dw0}e
z9ga1yinC+faGs}ndfo<^cpcrn2M@B)ku09eB?Fh>T|;UcT3)^n2ILZtauM1#9LI*y
zDj#o2DcZjOhZJwH9MU*o%r84XzXk}lF$025woRa_NV~=xGus)j(>!St0j%?k5I6}w
zl)O)APZX@V!(4DBB${^j?gbi}cHkG;40T@=q7FddJeR&SO)o9!zMSlM!#u{n{V~Z?
zJZk7NqVV9-|1SBUghJBEzpDuN5wXRHo?w^&<BBlpY|rB^*9W-#p130<ESz;GfRG=9
zI|?5Do3K)nx+B;3JFhP2%wPs6!weW184?<*Zf>4|@Ck4)1?P1ertxIt<kX-gzzl?}
z;Hc)dwl<a{nj5w_H83m_&D4ghJUl$dIul0XG9Kq!mG{B?;ptz$GQcDaZ6;2Y7+n1I
zVoy(KopA7U(GVvTfj|le<Tb^DSg=E8Jtdd+yT{0axijQUUSqj!+Ws9nRONaq!OS!@
z*v8HWe;l^2AP0~&;7h=qt#NU&^=3vydqK*uI%KY7)2LZmW`SnPg<@$77`O|T@vIja
zoZ)|Bt1i5b5Aq10B0>XR^>C?8HdG7188R{<AWom5U<KCAa=s^ZNeuZ6V$C`<OfC#4
zabGjitM*jK!^6{{bYO`@LzaLhBzRMjlRx%21QLW`{SZ=omr{|Fa#$yF_$HwWBNe)8
z{CYv9U+`QF`cu11)ZrnfX!r0Cc@`)Oa)AWrZ8hYSehPa?h=D6y5%(@Xz~M@u2NPNa
z3f-Y~zrk^)mu9~HQ)_8Rh){!(twfG~<$yk|I_vFrsX--x3}`VkGtWZ_-#{=0E1h}6
zsHk2c43X9@w@+#}EsBea<MrG$hjF}e_(Y_f-!YrZSWRd_2uVejPn&egTp~9+SB`$+
zstq>EP8LvrezF|M(|a0^=<cPP6L|);d8D+$U@ygcX4+zy#ojYIlqGOqrlMj+TMiYb
zZm*1Hhf5qjf*`jS!-j*ClNV}@UzsrSP6V&j5pl;W-LCNqb>E;(WEO}Oyz^M!{bd1&
z(4z2SD&5aO$QtlNv3d73P`9n?MbARYvGLsVv$JW)HQ~jn0v;jm=(OKxjy*;p3)7$b
zXQ+P*5d60$g<aEI>1G#r0_7j-X}I&Wl5gzd4gH*}Qh_6`7-;@>7t%hWKxu%GY<-s^
zn`zmPm1E)3EmwlV^#U4)$P~~9ZH715n3?Z`Rp^63$9%3!gGB3M#Y7Z#fjW~NTGU=0
zN@9tv2l9B<g8w)5YCVWAbRuTdJ#u~S;Rw{efVRr!Oqbo;-?su7QsKJ%@jL~E3GWrk
zix<<NG?34#Uk-F7Y*1tiU&!-sLs#YMS8GGV+O8ij0bNDZ*4EC5FqpKy>jo2^WZ;KW
z2m9Dnh)j^?gFaVVtK$anUJA3wxFHblv$u&^)gb}(jM#!x<@;e}*HzOppb!97I4Y$|
z=zI*IM5tm!I>|(&K+X(1I1^ps`#Dgwvht?_CKOx1>Iu6nyzBF}hY2$S5RfW?CHdD{
zT>WVsy2cNs-SQuJ?#Bze^t`|IgtH53ZU)cm!=4a2R2T`O_ssy|Y91ZcGw|I_-P>M{
z%^esOZFQM$CWklL!7g47-Sc23MDzG~qC1ejcqpZZ7n;e-M;dgLl-|_fwskNS6{fqp
zIGSK6C5mUd4i!w;wTtxh`S3brBcO|9?!s3q5I2x!$E{&j0lALzb}I^bA-}|4x#J^o
zOQrYt++}N}u=7O5@VUy!clK9nvmx~yMuQrZMoYlB)ZsF_d?@Z{?dwyA<euVKGVx;E
zB_W}amlB|eUu=EMgIL`kYP`V$D9oR4jpF#%mVv=x99v<Xgf&fr4r!)V*cccR3vkAA
zyv8RY1yG0<ARpI_`m)^bj|`x*&H0u4h=vP>)Ej6gWr2kBz_^J-+3h@S>vFGDS6HDC
z@I7#k7xU79G|tK?9w_7Khj$8d+xgp^pgT%GG#xl{5N1V`!=QH^rCQYt?_^I;&*ty1
zWZ4jKyCPs4=k4vygoXwT2*if;taR91CLSFCKl7mIGs}6thkvVnWvp5UvIilki035)
z*OIK$l146-r(c}~H;4N(6`rM*86n3K2`H8=x%<5d2EeMtKhIBl&ZovqPfi-C(l0<e
zN%d+^7byLjZwRJX-`q4-B!X+55?p*)7WW{|dFm9R<cmRP-ItbbGw00$+?A!7p8!&y
z1#6yNxnQiosZ%NkC7d9BRR6gV%_?B%kq4}co^DZR%Vi!**{@WjL4GpmQa2-AWnyf6
z&H=O8v~`B(z1-3e@(a9}qqS0K{Lq)FDosR6!!YTHpf^wNzHCd(0_8Q*0!C14p!;bN
z41ggkKM=NAhcUatPP4Ct-BxnIXpK0DAgC*pUP3<&ds6ms2%<@|AsYaq_`)u@^W;Q>
z%2m(=Cj-jjD`0>(K9U<-lmOfjyf0W81!&d)+A$s)wue`8C%%85G5;f-Lr}2%`-73t
zV;|qpW5q}%hdZ^QFbMzHX@?<oU`+eK=TJ|&O8_bg?48(}>kshSn9x+*x=NtrRy~<)
zk+=Ty1ywOD-QCL$e)Jyu`{J&73Z2A@e0r4CGGE|wG<LAvkZ8ighcBN61RyxSdC2A@
z@wGAN2a)-a&uXE+gIzN(?w^1D=>@=xt@&onzX;G69Gwkb=q8DHkzrv+)~a5Wjdi){
z@?%%*{?%(sqsO{q>9vz9m7Kgh*Bc!IsFr4vt%`yWFFZ2@(*od`$-qEwCQ>dy0=>kM
zZUi({6-8IrG@PXqeH6h9UAN)Q4LUcF|3?vtXk#3Y?E?g<WKYewQ~?wPFP^u}35;`8
zQBjdhG^YpFo#Qn*lHvt$g)Oeohd8y{ycgp%rv~QEJGd<N?Vny%MJ+ln4-YWRvg_;X
zg`#dy(g$U6zurpIVU~rLaLzK5XAzJi`7>(y)q6o9p&2U(LqYG)LQ%S#hLX|lva+(O
z(1RB)YX&=VwC3TF@Oih&GqEJ};<~T}BaLIJ_=Oyomn8D|=l{l)UJ4+17<E#2d-{GA
z=sX#yGj3fU`Tg^2k*KSi+W>3@N-8R|T?JiN#uda7`RB!%q7mtq{%d)Fm7_K`zlhd&
zl(bwK)77RaP&X~o>Jr^}jilsVxgrC~&%d&@Tb<2rF5Ydd8~Tj-7=Vv3)f7IkIsbzz
zJeJo2DL}(L!N73VC@vihXp)enl=Q6BdgwDO^4J>v0|CW!PW7yJc`zps&}JXx!nQe<
zIt!ZwwlEyc+?aQ?6it^u;fmD!4i}k)gF0@z39sjnU<5p{-V`*2%gTtBRew&)@sea2
zHHK7p?-tHrJT_)6U=r-nAL&lep83EyXeDq!IvyfW(8-ar4Sf5>k0Ne)po|K2`_`dw
z2ohpCB}(g~uW>iNNkSsBC66v|8^Zqkbk3nBkqVTr0eq11&dTV_^z^&MtsK2de%UGy
z4-X57(MFfU4D!`t!}=38BjvYbU+@0;^J{&k4KQ0MIAQ8F-X3jT0Ek?6*G+_kgysjo
zJQ)TbLPb?|wft<Uvx|(PnI>XE0o|_bUudm@`bufIQ1`m~V8LTVNg|ESpxc7%2%Ozw
z&Z`~0KM_DSy||bSZms!9xr3VzSwQ_KFcO*Y3f%NM$85Ke%lZ4a-A-4CSAoRnLK>}X
z?UF1g8+hW82MsM@s``7Rr3475Oa!DMJ0Bi+L~-j0ca;Ud1bIOjhSJb)5^}=$;v?*v
zbj3uCOqEn#*QG}Y`hp5KPskf7@!oZ8<AGY>swY*@0cmW2e`t~m3^xMgc2{P_hM8Kr
zyOj|;3l;~tKH{VSI*MTOff7g9{$DuvYs)T`&qG&qRrtBB7lG`xV?UeA$@e?;P1E*E
z%uGzpSga0MWMmgXl08T#S8YB#h_Lf7d+bbSf><_iB(Qc0fXJ{CwwLX1pwVbgkVjtY
z!JDxa1*ehw**Bx4x`l~3!X=D&tyZT)vG%y@5LnPG5Dd_1QHhC(h)iDLvov1xL2x4I
z`(>~>@SxD=B8sVo0<jcz!h*y9JmA(YZa#0<+1VM*_(TA7yE&A_BAKz^P(a+A11;=#
zSOuy(KKI9UyKmTkF`;Y~I!*z(6<Cpruu`y=ZBr|wmD#!&M~KY5+b<c=SA9WDxw-j6
z(F$Dj_3iEc4CUkt<m5@f$;^Yj5%$@0E}gPjn{2$oW85qeef8Mph?;Bo5zoM0LQrGd
z6d)8R2S=Zw;_d~8hO4X0dPoH!b5s?@V3s*q+lE<Jg8EEr)GEiAZR7m0M|rAT<X2DX
zD`*d4=%HI|uH0sG0+d-MI93)Qdtm?c!v^9b-I1;U06^f)Tar5<uaxdow)hJkF)_Vk
zeWGh*^citOfSg%?C4v-2*P13Qq}BAME7C)s4Vj+MAJ?fsh>^tt42zf~FNB};_nx!v
zpq>Mm4DC5A;2pAqHXtOU%X$1YFcXNgoszM*1}wCE<}+!%;Ihz*e)8@07g4_r0FO(`
z@aBgik(-$o$(DH0W6U!T+WZ|XW?cMgt$-7S9WZy=m9Duko^J37a@;w40wkjqq`Qsg
zOdI{X<Nr(6fu4u2|NN`;5J_kLuOIw>_=VD-;QJ2KqFftiaOwb*f|-C1U{i~;aYzPc
zC$rjXhaJd6=!3)p>K~vqF~7&jPIKM`n0uL}l1hx=VZ?x&AjSoS@|rfc^J6&H7+{3)
z$2{g}kH7IBEsRxVBcl=g1WDQ%kiiON&S(E~t_ESioyCEC&A%F~f%VMsC6Nb3iC%(G
z0P^*hEe3K1`39l|@C8md@(=Lh@b#CD_<tNWGJ1rcY{#cZGNOPeAQbw(!o9q^hR^;N
D)|fgE

literal 0
HcmV?d00001

diff --git a/README.md b/README.md
index 02d21ee41..8c699b31c 100644
--- a/README.md
+++ b/README.md
@@ -11,6 +11,10 @@ This is also the reason, why SVMs are also called "large margin classifiers".
 To predict to which class a new, unseen data point belongs, the SVM simply has to calculate on which side of the previously calculated hyperplane the data point lies.
 This is very efficient since it only involves a single scalar product of the size corresponding to the numer of features of the data set.
 
+<p align="center">
+  <img alt="strong scaling CPU" src=".figures/support_vector_machine.png" width="50%">
+</p>
+
 However, normal SVMs suffer in their potential parallelizability.
 Determining the hyperplane boils down to solving a convex quadratic problem.
 For this, most SVM implementations use Sequential Minimal Optimization (SMO), an inherently sequential algorithm.
@@ -35,7 +39,7 @@ The currently available frameworks (also called backends in our PLSSVM implement
 - [CUDA](https://developer.nvidia.com/cuda-zone)
 - [HIP](https://github.com/ROCm-Developer-Tools/HIP) (only tested on AMD GPUs)
 - [OpenCL](https://www.khronos.org/opencl/)
-- [SYCL](https://www.khronos.org/sycl/) (tested implementations are [DPC++](https://github.com/intel/llvm) and [hipSYCL](https://github.com/illuhad/hipSYCL); specifically the commits [faaba28](https://github.com/intel/llvm/tree/faaba28541138d7ad39a7fa85fa85b863560b45f) and [6962942](https://github.com/illuhad/hipSYCL/tree/6962942c430a7b221eb167b4272c29cf397cda06) respectivelly)
+- [SYCL](https://www.khronos.org/sycl/) (tested implementations are [DPC++](https://github.com/intel/llvm) and [hipSYCL](https://github.com/illuhad/hipSYCL); specifically the commits [63ee151](https://github.com/intel/llvm/tree/63ee15172bc985828f86bf8ed230db2699ff142c) and hipSYCL version [v0.9.3](https://github.com/illuhad/hipSYCL/tree/v0.9.3) respectively)
 
 ## Getting Started
 
@@ -45,10 +49,10 @@ General dependencies:
 
 - a C++17 capable compiler (e.g. [`gcc`](https://gcc.gnu.org/) or [`clang`](https://clang.llvm.org/))
 - [CMake](https://cmake.org/) 3.21 or newer
-- [cxxopts ≥ v3.0.0](https://github.com/jarro2783/cxxopts), [fast_float](https://github.com/fastfloat/fast_float) and [{fmt} ≥ v8.0.0](https://github.com/fmtlib/fmt) (all three are automatically build during the CMake configuration if they couldn't be found using the respective `find_package` call)
+- [cxxopts ≥ v3.0.0](https://github.com/jarro2783/cxxopts), [fast_float](https://github.com/fastfloat/fast_float), [{fmt} ≥ v8.1.1](https://github.com/fmtlib/fmt), and [igor](https://github.com/bluescarni/igor) (all four are automatically build during the CMake configuration if they couldn't be found using the respective `find_package` call)
 - [GoogleTest ≥ v1.11.0](https://github.com/google/googletest) if testing is enabled (automatically build during the CMake configuration if `find_package(GTest)` wasn't successful)
 - [doxygen](https://www.doxygen.nl/index.html) if documentation generation is enabled
-- [OpenMP](https://www.openmp.org/) 4.0 or newer (optional) to speed-up file parsing
+- [OpenMP](https://www.openmp.org/) 4.0 or newer (optional) to speed-up library utilities (like file parsing)
 - multiple Python modules used in the utility scripts, to install all modules use `pip install --user -r install/python_requirements.txt`
 
 Additional dependencies for the OpenMP backend:
@@ -75,7 +79,7 @@ Additional dependencies for the SYCL backend:
 
 Additional dependencies if `PLSSVM_ENABLE_TESTING` and `PLSSVM_GENERATE_TEST_FILE` are both set to `ON`:
 
-- [Python3](https://www.python.org/) with the [`argparse`](https://docs.python.org/3/library/argparse.html), [`timeit`](https://docs.python.org/3/library/timeit.html) and [`sklearn`](https://scikit-learn.org/stable/) modules
+- [Python3](https://www.python.org/) with the [`argparse`](https://docs.python.org/3/library/argparse.html), [`timeit`](https://docs.python.org/3/library/timeit.html), [`sklearn`](https://scikit-learn.org/stable/), and [`humanize`](https://pypi.org/project/humanize/) modules
 
 ### Building
 
@@ -99,18 +103,17 @@ Valid targets are:
 - `amd`: compile for AMD GPUs; **at least one** architectural specification is necessary, e.g., `amd:gfx906`
 - `intel`: compile for Intel GPUs; **at least one** architectural specification is necessary, e.g., `intel:skl`
 
-At least one of the above targets must be present.
+At least one of the above targets must be present. If the option `PLSSVM_TARGET_PLATFORMS` is not present, the targets 
+are automatically determined using the Python3 `utility_scripts/plssvm_target_platforms.py` script (required Python3 dependencies:
+[`argparse`](https://docs.python.org/3/library/argparse.html), [`py-cpuinfo`](https://pypi.org/project/py-cpuinfo/),
+[`GPUtil`](https://pypi.org/project/GPUtil/), [`pyamdgpuinfo`](https://pypi.org/project/pyamdgpuinfo/), and
+[`pylspci`](https://pypi.org/project/pylspci/)).
 
 Note that when using DPC++ only a single architectural specification for `cpu`, `nvidia` or `amd` is allowed.
 
-To retrieve the architectural specifications of the current system, a simple Python3 script `utility/plssvm_target_platforms.py` is provided
-(required Python3 dependencies:
-[`argparse`](https://docs.python.org/3/library/argparse.html), [`py-cpuinfo`](https://pypi.org/project/py-cpuinfo/),
-[`GPUtil`](https://pypi.org/project/GPUtil/), [`pyamdgpuinfo`](https://pypi.org/project/pyamdgpuinfo/), and
-[`pylspci`](https://pypi.org/project/pylspci/))
 
 ```bash
-python3 utility/plssvm_target_platforms.py --help
+python3 utility_scripts/plssvm_target_platforms.py --help
 usage: plssvm_target_platforms.py [-h] [--quiet]
 
 optional arguments:
@@ -118,7 +121,7 @@ optional arguments:
   --quiet     only output the final PLSSVM_TARGET_PLATFORMS string
 ```
 
-Example invocations:
+Example invocation:
 
 ```bash
 python3 utility_scripts/plssvm_target_platforms.py
@@ -129,7 +132,13 @@ Found 1 NVIDIA GPU(s):
 
 Possible -DPLSSVM_TARGET_PLATFORMS entries:
 cpu:avx512;nvidia:sm_86
+```
+
+
+or with the `--quiet` flag given:
 
+
+```bash
 python3 utility_scripts/plssvm_target_platforms.py --quiet
 cpu:avx512;intel:dg1
 ```
@@ -140,9 +149,6 @@ If the architectural information for the requested GPU could not be retrieved, o
 - for AMD GPUs: [clang AMDGPU backend usage](https://llvm.org/docs/AMDGPUUsage.html)
 - for Intel GPUs and CPUs: [Ahead of Time Compilation](https://www.intel.com/content/www/us/en/develop/documentation/oneapi-dpcpp-cpp-compiler-dev-guide-and-reference/top/compilation/ahead-of-time-compilation.html) and [Intel graphics processor table](https://dgpu-docs.intel.com/devices/hardware-table.html)
 
-If the `PLSSVM_TARGET_PLATFORMS` options isn't set during the CMake invocation and isn't set as environment variable, 
-CMake tries to execute the above script and uses its output to automatically set the `PLSSVM_TARGET_PLATFORMS`.
-This, however, requires the Python packages to be installed.
 
 #### Optional CMake Options
 
@@ -178,6 +184,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_ENABLE_ASSERTS=ON|OFF` (default: `OFF`): enables custom assertions regardless whether the `DEBUG` macro is defined or not
 - `PLSSVM_THREAD_BLOCK_SIZE` (default: `16`): set a specific thread block size used in the GPU kernels (for fine-tuning optimizations)
 - `PLSSVM_INTERNAL_BLOCK_SIZE` (default: `6`: set a specific internal block size used in the GPU kernels (for fine-tuning optimizations)
+- `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
@@ -199,7 +206,7 @@ If the SYCL implementation is DPC++ the following additional options are availab
 If more than one SYCL implementation is available the environment variables `PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR` and `PLSSVM_SYCL_DPCPP_INCLUDE_DIR`
 **must** be set to the respective SYCL include paths. Note that those paths **must not** be present in the `CPLUS_INCLUDE_PATH` environment variable or compilation will fail.
 
-- `PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION` (`dpcpp`|`hipsycl`): specify the preferred SYCL implementation if the `sycl_implementation_type` is set to `automatic`; additional the specified SYCL implementation is used in the `plssvm::sycl` namespace, the other implementations are available in the `plssvm::dpcpp` and `plssvm::hipsycl` namespace respectively
+- `PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION` (`dpcpp`|`hipsycl`): specify the preferred SYCL implementation if the `sycl_implementation_type` option is set to `automatic`; additional the specified SYCL implementation is used in the `plssvm::sycl` namespace, the other implementations are available in the `plssvm::dpcpp` and `plssvm::hipsycl` namespace respectively
 
 ### Running the tests
 
@@ -241,9 +248,19 @@ The library supports the `install` target:
 cmake --build . -- install
 ```
 
+Afterward, the necessary exports should be performed:
+
+```bash
+export CMAKE_PREFIX_PATH=${CMAKE_INSTALL_PREFIX}/share/plssvm/cmake:${CMAKE_PREFIX_PATH}
+export MANPATH=${CMAKE_INSTALL_PREFIX}/share/man:$MANPATH
+
+export PATH=${CMAKE_INSTALL_PREFIX}/bin:${PATH}
+export LD_LIBRARY_PATH=${CMAKE_INSTALL_PREFIX}/lib:${LD_LIBRARY_PATH}
+```
+
 ## Usage
 
-### Generating data
+### Generating artificial data
 
 The repository comes with a Python3 script (in the `utility_scripts/` directory) to simply generate arbitrarily large data sets.
 
@@ -255,7 +272,7 @@ In order to use all functionality, the following Python3 modules must be install
 and [`humanize`](https://pypi.org/project/humanize/).
 
 ```bash
-python3 utility_scripts/generate_data**.py --help
+python3 utility_scripts/generate_data.py --help
 usage: generate_data.py [-h] --output OUTPUT --format FORMAT [--problem PROBLEM] --samples SAMPLES [--test_samples TEST_SAMPLES] --features FEATURES [--plot]
 
 optional arguments:
@@ -293,12 +310,15 @@ Usage:
   -r, --coef0 arg               set coef0 in kernel function (default: 0)
   -c, --cost arg                set the parameter C (default: 1)
   -e, --epsilon arg             set the tolerance of termination criterion (default: 0.001)
+  -i, --max_iter arg            set the maximum number of CG iterations (default: num_features)
   -b, --backend arg             choose the backend: automatic|openmp|cuda|hip|opencl|sycl (default: automatic)
   -p, --target_platform arg     choose the target platform: automatic|cpu|gpu_nvidia|gpu_amd|gpu_intel (default: automatic)
       --sycl_kernel_invocation_type arg
                                 choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical (default: automatic)
       --sycl_implementation_type arg
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
+      --use_strings_as_labels   use strings as labels instead of plane numbers
+      --use_float_as_real_type  use floats as real types instead of doubles
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
@@ -341,11 +361,12 @@ The `--target_platform=automatic` option works for the different backends as fol
 
 - `OpenMP`: always selects a CPU
 - `CUDA`: always selects an NVIDIA GPU (if no NVIDIA GPU is available, throws an exception)
+- `HIP`: always selects an AMD GPU (if no AMD GPU is available, throws an exception)
 - `OpenCL`: tries to find available devices in the following order: NVIDIA GPUs 🠦 AMD GPUs 🠦 Intel GPUs 🠦 CPU
 - `SYCL`: tries to find available devices in the following order: NVIDIA GPUs 🠦 AMD GPUs 🠦 Intel GPUs 🠦 CPU
 
 The `--sycl_kernel_invocation_type` and `--sycl_implementation_type` flags are only used if the `--backend` is `sycl`, otherwise a warning is emitted on `stderr`.
-If the `--sycl_kernel_invocation_type` is `automatic`, the `nd_range` invocation type is always used, except for hipSYCL on CPUs where the hierarchical formulation is used instead.
+If the `--sycl_kernel_invocation_type` is `automatic`, the `nd_range` invocation type is always used, except for hipSYCL on CPUs where the hierarchical formulation is used instead (if hipSYCL wasn't build with `omp.accelerated`).
 If the `--sycl_implementation_type` is `automatic`, the used SYCL implementation is determined by the `PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION` cmake flag.
 
 ### Predicting
@@ -360,6 +381,8 @@ Usage:
   -p, --target_platform arg     choose the target platform: automatic|cpu|gpu_nvidia|gpu_amd|gpu_intel (default: automatic)
       --sycl_implementation_type arg
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
+      --use_strings_as_labels   use strings as labels instead of plane numbers
+      --use_float_as_real_type  use floats as real types instead of doubles
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
@@ -382,7 +405,41 @@ Another example targeting NVIDIA GPUs using the SYCL backend looks like:
 
 The `--target_platform=automatic` and `--sycl_implementation_type` flags work like in the training (`./plssvm-train`) case.
 
-For more information see the `man` pages for `plssvm-train` and `plssvm-predict` (which are installed via `cmake --build . -- install`).
+### Scaling
+
+```bash
+LS-SVM with multiple (GPU-)backends
+Usage:
+  ./plssvm-scale [OPTION...] input_file [scaled_file]
+
+  -l, --lower arg               lower is the lowest (minimal) value allowed in each dimension (default: -1)
+  -u, --upper arg               upper is the highest (maximal) value allowed in each dimension (default: 1)
+  -f, --format arg              the file format to output the scaled data set to (default: libsvm)
+  -s, --save_filename arg       the file to which the scaling factors should be saved
+  -r, --restore_filename arg    the file from which previous scaling factors should be loaded
+      --use_strings_as_labels   use strings as labels instead of plane numbers
+      --use_float_as_real_type  use floats as real types instead of doubles
+  -q, --quiet                   quiet mode (no outputs)
+  -h, --help                    print this helper message
+  -v, --version                 print version information
+      --input input_file        
+      --scaled scaled_file
+```
+
+An example invocation could look like:
+
+```bash
+./plssvm-scale -l -0.5 -u 1.5 --input /path/to/input_file --scaled /path/to/scaled_file
+```
+
+An example invocation to scale a train and test file in the same way looks like:
+
+```bash
+./plssvm-scale -l -1.0 -u 1.0 -s scaling_parameter.txt train_file.libsvm train_file_scaled.libsvm
+./plssvm-scale -r scaling_parameter.txt test_file.libsvm test_file_scaled.libsvm
+```
+
+For more information see the `man` pages for `plssvm-train`, `plssvm-predict`, and `plssvm-scale` (which are installed via `cmake --build . -- install`).
 
 ## Example code for usage as library
 
@@ -397,27 +454,31 @@ A simple C++ program (`main.cpp`) using this library could look like:
 
 int main() {
     try {
-        // parse SVM parameter from command line
-        plssvm::parameter<double> params;
-        params.backend = plssvm::backend_type::cuda;
+      
+        // create a new C-SVM parameter set, explicitly overriding the default kernel function
+        const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };
 
-        params.parse_train_file("train_file.libsvm");
+        // create two data sets: one with the training data scaled to [-1, 1] 
+        // and one with the test data scaled like the training data
+        const plssvm::data_set<double> train_data{ "train_file.libsvm", { -1.0, 1.0 } };
+        const plssvm::data_set<double> test_data{ "test_file.libsvm", train_data.scaling_factors()->get() };
 
-        // create C-SVM (based on selected backend)
-        auto svm = plssvm::make_csvm(params);
+        // create C-SVM using the default backend and the previously defined parameter
+        const auto svm = plssvm::make_csvm(params);
 
-        // learn
-        svm->learn();
+        // fit using the training data, (optionally) set the termination criterion
+        const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);
 
-        // get accuracy
-        std::cout << "accuracy: " << svm->accuracy() << std::endl;
+        // get accuracy of the trained model
+        const double model_accuracy = svm->score(model);
+        std::cout << "model accuracy: " << model_accuracy << std::endl;
 
-        // predict
-        std::vector<double> point = { ... };
-        std::cout << "label: " << svm->predict(point) << std::endl;
+        // predict the labels
+        const std::vector<int> label = svm->predict(model, test_data);
 
         // write model file to disk
-        svm->write_model("model_file.libsvm");
+        model.save("model_file.libsvm");
+        
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
     } catch (const std::exception &e) {
@@ -444,6 +505,24 @@ target_compile_features(prog PUBLIC cxx_std_17)
 target_link_libraries(prog PUBLIC plssvm::plssvm-all)
 ```
 
+## Citing PLSSVM
+
+If you use PLSSVM in your research, we kindly request you to cite:
+
+```text
+@inproceedings{9835379,
+  author={Van Craen, Alexander and Breyer, Marcel and Pfl\"{u}ger, Dirk},
+  booktitle={2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)}, 
+  title={PLSSVM: A (multi-)GPGPU-accelerated Least Squares Support Vector Machine}, 
+  year={2022},
+  volume={},
+  number={},
+  pages={818-827},
+  doi={10.1109/IPDPSW55747.2022.00138}
+}
+```
+For a full list of all publications involving PLSSVM see our [Wiki Page](https://github.com/SC-SGS/PLSSVM/wiki/List-of-Publications-involving-PLSSVM).
+
 ## License
 
 The PLSSVM library is distributed under the MIT [license](https://github.com/SC-SGS/PLSSVM/blob/main/LICENSE.md).

From 84a874d623183272b03c8a71cdc3e46ddc4c82be Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 17:36:14 +0100
Subject: [PATCH 0592/1010] Add additional executable tests.

---
 tests/CMakeLists.txt | 26 +++++++++++++++++---------
 1 file changed, 17 insertions(+), 9 deletions(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 70c5bb8d0..23c39ad33 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -164,23 +164,31 @@ endif ()
 
 
 # add test for help messages
-add_test(NAME MainTrain/executable_help COMMAND plssvm-train --help)
-add_test(NAME MainPredict/executable_help COMMAND plssvm-predict --help)
-add_test(NAME MainScale/executable_help COMMAND plssvm-scale --help)
+add_test(NAME MainTrain/executable_help COMMAND ${PLSSVM_EXECUTABLE_TRAIN_NAME} --help)
+add_test(NAME MainPredict/executable_help COMMAND ${PLSSVM_EXECUTABLE_PREDICT_NAME} --help)
+add_test(NAME MainScale/executable_help COMMAND ${PLSSVM_EXECUTABLE_SCALE_NAME} --help)
 
 # add test for version messages
-add_test(NAME MainTrain/executable_version COMMAND plssvm-train --version)
-add_test(NAME MainPredict/executable_version COMMAND plssvm-predict --version)
-add_test(NAME MainScale/executable_version COMMAND plssvm-scale --version)
+add_test(NAME MainTrain/executable_version COMMAND ${PLSSVM_EXECUTABLE_TRAIN_NAME} --version)
+add_test(NAME MainPredict/executable_version COMMAND ${PLSSVM_EXECUTABLE_PREDICT_NAME} --version)
+add_test(NAME MainScale/executable_version COMMAND ${PLSSVM_EXECUTABLE_SCALE_NAME} --version)
 
 # add minimal run test
-add_test(NAME MainTrain/executable_minimal COMMAND plssvm-train "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/test.libsvm.model")
-add_test(NAME MainPredict/executable_minimal COMMAND plssvm-predict
+add_test(NAME MainTrain/executable_minimal COMMAND ${PLSSVM_EXECUTABLE_TRAIN_NAME} "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/test.libsvm.model")
+add_test(NAME MainPredict/executable_minimal COMMAND ${PLSSVM_EXECUTABLE_PREDICT_NAME}
         "${CMAKE_CURRENT_LIST_DIR}/data/predict/500x200_test.libsvm"          # test file
         "${CMAKE_CURRENT_LIST_DIR}/data/predict/500x200_linear.libsvm.model"  # model file
         "${CMAKE_CURRENT_BINARY_DIR}/test.libsvm.predict"                     # predict file (result)
         )
-add_test(NAME MainScale/executable_minimal COMMAND plssvm-scale "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/scaled.libsvm.model")
+add_test(NAME MainScale/executable_minimal COMMAND ${PLSSVM_EXECUTABLE_SCALE_NAME} "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/scaled.libsvm.model")
+
+# add failing test (must return with a non-zero exit code)
+add_test(NAME MainTrain/executable_fail COMMAND ${PLSSVM_EXECUTABLE_TRAIN_NAME} " ")
+set_tests_properties(MainTrain/executable_fail PROPERTIES WILL_FAIL TRUE)
+add_test(NAME MainPredict/executable_fail COMMAND ${PLSSVM_EXECUTABLE_PREDICT_NAME}  " " " ")
+set_tests_properties(MainPredict/executable_fail PROPERTIES WILL_FAIL TRUE)
+add_test(NAME MainScale/executable_fail COMMAND ${PLSSVM_EXECUTABLE_SCALE_NAME} " ")
+set_tests_properties(MainScale/executable_fail PROPERTIES WILL_FAIL TRUE)
 
 # add test as coverage dependency
 if (TARGET coverage)

From 14fd19d9752b9f878156fe969378443ddb88f971 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 21 Dec 2022 17:45:30 +0100
Subject: [PATCH 0593/1010] ALWAYS enable tests and assertions if the
 CMAKE_BUILD_TYPE is Coverage.

---
 CMakeLists.txt | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 6906c1ec2..962094b2a 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -266,6 +266,12 @@ if (uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
     if (NOT CMAKE_CXX_COMPILER_ID MATCHES "GNU")
         message(FATAL_ERROR "Only GCC is supported for the coverage analysis.")
     endif ()
+    # tests must be available for a coverage analysis
+    message(STATUS "Enabling tests since they are necessary for the coverage analysis.")
+    set(PLSSVM_ENABLE_TESTING ON CACHE BOOL "" FORCE)
+    # assertions must be available for a coverage analysis
+    message(STATUS "Enabling assertions since they are necessary for the coverage analysis.")
+    set(PLSSVM_ENABLE_ASSERTS ON CACHE BOOL "" FORCE)
 
     message(STATUS "Enable code coverage analysis using lcov.")
 

From a1b4e4a3eaafbccca4eaa0e601ded29bac64cfd5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 09:20:21 +0100
Subject: [PATCH 0594/1010] Fix error in csvm factory tests.

---
 tests/csvm_factory.cpp | 99 +++++++++++++++++++++++++++++++++++++++---
 1 file changed, 92 insertions(+), 7 deletions(-)

diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index abad9da3f..85c7633f6 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -32,9 +32,7 @@ namespace util {
 
 // clang-format off
 /// A type list of all supported C-SVMs.
-using csvm_types_gtest = ::testing::Types<plssvm::openmp::csvm,
-                                    plssvm::cuda::csvm, plssvm::hip::csvm, plssvm::opencl::csvm,
-                                    plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
+using csvm_types_gtest = ::testing::Types<plssvm::openmp::csvm, plssvm::cuda::csvm, plssvm::hip::csvm, plssvm::opencl::csvm, plssvm::sycl::csvm>;
 /// A type list of all supported SYCL C-SVMs.
 using sycl_csvm_types_gtest = ::testing::Types<plssvm::sycl::csvm, plssvm::hipsycl::csvm, plssvm::dpcpp::csvm>;
 // clang-format on
@@ -207,22 +205,109 @@ template <typename T>
 class SYCLCSVMFactory : public CSVMFactory<T> {};
 TYPED_TEST_SUITE(SYCLCSVMFactory, util::sycl_csvm_types_gtest);
 
-TYPED_TEST(SYCLCSVMFactory, factory_sycl_implementation) {
+TYPED_TEST(SYCLCSVMFactory, factory_backend) {
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        const auto csvm = plssvm::make_csvm(backend, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        // check whether the created csvm has the same type as the expected one
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
+    } else {
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
+    }
+}
+TYPED_TEST(SYCLCSVMFactory, factory_backend_parameter) {
     // the backend to use
-    const plssvm::backend_type backend = plssvm::backend_type::sycl;
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // create the parameter class used
+    const plssvm::parameter params{};
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        const auto csvm = plssvm::make_csvm(backend, params, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        // check whether the created csvm has the same type as the expected one
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
+    } else {
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, params, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
+    }
+}
+TYPED_TEST(SYCLCSVMFactory, factory_backend_target) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        const auto csvm = plssvm::make_csvm(backend, target, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        // check whether the created csvm has the same type as the expected one
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
+    } else {
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
+    }
+}
+TYPED_TEST(SYCLCSVMFactory, factory_backend_target_and_parameter) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
+    // create the parameter class used
+    const plssvm::parameter params{};
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        const auto csvm = plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        // check whether the created csvm has the same type as the expected one
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
+    } else {
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
+    }
+}
+
+TYPED_TEST(SYCLCSVMFactory, factory_backend_target_and_named_parameter) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the target platform to use
+    const plssvm::target_platform target = plssvm::target_platform::automatic;
     // the kernel function to use
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        const auto csvm = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
+                                            plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
+                                                          plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
                           plssvm::unsupported_backend_exception,
                           fmt::format("No {} backend available!", backend));
     }
 }
+TYPED_TEST(SYCLCSVMFactory, factory_backend_named_parameter) {
+    // the backend to use
+    const plssvm::backend_type backend = plssvm::csvm_to_backend_type_v<TypeParam>;
+    // the kernel function to use
+    const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
+    if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
+        // create csvm
+        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
+                                            plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        // check whether the created csvm has the same type as the expected one
+        EXPECT_INSTANCE_OF(TypeParam, csvm);
+    } else {
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
+                                                          plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+                          plssvm::unsupported_backend_exception,
+                          fmt::format("No {} backend available!", backend));
+    }
+}
+
 TEST(SYCLCSVMFactory, invalid_sycl_implementation) {
     EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::sycl, plssvm::sycl_implementation_type = static_cast<plssvm::sycl::implementation_type>(3)),
                       plssvm::unsupported_backend_exception,

From 4ce7492fa7b047b995ad3b79922e4a887e57a144 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 11:07:26 +0100
Subject: [PATCH 0595/1010] Fix a problem with the optional named-parameter in
 the SYCL tests.

---
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   |  5 +++--
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp |  5 +++--
 tests/utility.hpp                         | 16 ++++++++++------
 3 files changed, 16 insertions(+), 10 deletions(-)

diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 3c616dc41..7bf342f02 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -24,7 +24,8 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>  // std::make_tuple
+#include <tuple>    // std::make_tuple
+#include <utility>  // std::make_pair
 
 class DPCPPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
@@ -129,7 +130,7 @@ struct csvm_test_type {
     using csvm_type = plssvm::dpcpp::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
-    inline static auto additional_arguments = std::make_tuple(plssvm::sycl_kernel_invocation_type = invocation);
+    inline static auto additional_arguments = std::make_tuple(std::make_pair(plssvm::sycl_kernel_invocation_type, invocation));
 };
 
 using csvm_test_types = ::testing::Types<
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 2b9d7c18e..602385999 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -24,7 +24,8 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>  // std::make_tuple
+#include <tuple>    // std::make_tuple
+#include <utility>  // std::make_pair
 
 class hipSYCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
@@ -129,7 +130,7 @@ struct csvm_test_type {
     using csvm_type = plssvm::hipsycl::csvm;
     using real_type = T;
     static constexpr plssvm::kernel_function_type kernel_type = kernel;
-    inline static auto additional_arguments = std::make_tuple(plssvm::sycl_kernel_invocation_type = invocation);
+    inline static auto additional_arguments = std::make_tuple(std::make_pair(plssvm::sycl_kernel_invocation_type, invocation));
 };
 
 using csvm_test_types = ::testing::Types<
diff --git a/tests/utility.hpp b/tests/utility.hpp
index e394647de..6c76258a9 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -241,7 +241,8 @@ template <typename T>
 }
 
 /**
- * @brief Construct an instance of type @p T using @p params and the values in the std::tuple @p tuple.
+ * @brief Construct an instance of type @p T using @p params and the values in the std::tuple @p tuple where all values in @p tuple are saved as a std::pair
+ *        containing the named-parameter name and value.
  * @tparam T the type to construct
  * @tparam Tuple the tuple type used to construct @p T
  * @tparam Is an index sequence used to iterate through the @p tuple
@@ -251,10 +252,11 @@ template <typename T>
  */
 template <typename T, typename Tuple, size_t... Is>
 [[nodiscard]] inline T construct_from_tuple(const plssvm::parameter &params, Tuple &&tuple, std::index_sequence<Is...>) {
-    return T{ params, std::get<Is>(std::forward<Tuple>(tuple))... };
+    return T{ params, (std::get<Is>(tuple).first = std::get<Is>(tuple).second)... };
 }
 /**
- * @brief Construct an instance of type @p T using @p params and the values in the std::tuple @p tuple.
+ * @brief Construct an instance of type @p T using @p params and the values in the std::tuple @p tuple where all values in @p tuple are saved as a std::pair
+ *        containing the named-parameter name and value.
  * @tparam T the type to construct
  * @tparam real_type the floating point type used for the SVM parameter
  * @tparam Tuple the tuple type used to construct @p T
@@ -270,7 +272,8 @@ template <typename T, typename real_type, typename Tuple>
 }
 
 /**
- * @brief Construct an instance of type @p T using the values in the std::tuple @p tuple.
+ * @brief Construct an instance of type @p T using the values in the std::tuple @p tuple where all values in @p tuple are saved as a std::pair
+ *        containing the named-parameter name and value.
  * @tparam T the type to construct
  * @tparam Tuple the tuple type used to construct @p T
  * @tparam Is an index sequence used to iterate through the @p tuple
@@ -279,10 +282,11 @@ template <typename T, typename real_type, typename Tuple>
  */
 template <typename T, typename Tuple, size_t... Is>
 [[nodiscard]] inline T construct_from_tuple(Tuple &&tuple, std::index_sequence<Is...>) {
-    return T{ std::get<Is>(std::forward<Tuple>(tuple))... };
+    return T{ (std::get<Is>(tuple).first = std::get<Is>(tuple).second)... };
 }
 /**
- * @brief Construct an instance of type @p T using the values in the std::tuple @p tuple.
+ * @brief Construct an instance of type @p T using the values in the std::tuple @p tuple where all values in @p tuple are saved as a std::pair
+ *        containing the named-parameter name and value.
  * @tparam T the type to construct
  * @tparam Tuple the tuple type used to construct @p T
  * @param tuple the tuple values used to construct @p T

From cb18665f8a9a328d47916179950c883af70e4f8b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 11:24:35 +0100
Subject: [PATCH 0596/1010] Fix wrong exception message.

---
 src/plssvm/backends/CUDA/detail/device_ptr.cu          | 2 +-
 src/plssvm/backends/HIP/detail/device_ptr.hip.cpp      | 2 +-
 src/plssvm/backends/OpenCL/detail/device_ptr.cpp       | 2 +-
 src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp   | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index b36a814d2..1bc8392a2 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -54,7 +54,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     if (pos >= size_) {
-        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in fill!: {} >= {}", pos, size_) };
     }
 
     detail::set_device(queue_);
diff --git a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
index 738d8fa7c..aaf0e01d6 100644
--- a/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
+++ b/src/plssvm/backends/HIP/detail/device_ptr.hip.cpp
@@ -56,7 +56,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     if (pos >= size_) {
-        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in fill!: {} >= {}", pos, size_) };
     }
 
     detail::set_device(queue_);
diff --git a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
index c51a136c5..9c9786470 100644
--- a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
@@ -59,7 +59,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(data_ != nullptr, "Invalid data pointer! Maybe *this has been default constructed?");
 
     if (pos >= size_) {
-        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in fill!: {} >= {}", pos, size_) };
     }
 
     // run GPU kernel
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
index 1c464ad45..0f58cb866 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
@@ -52,7 +52,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in fill!: {} >= {}", pos, size_) };
     }
     const size_type rcount = std::min(count, size_ - pos);
     queue_.impl->sycl_queue.fill(static_cast<void *>(data_ + pos), value, rcount).wait();
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
index 43eb543c1..3003c76af 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -52,7 +52,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
     PLSSVM_ASSERT(queue_.impl != nullptr, "Invalid sycl::queue!");
 
     if (pos >= size_) {
-        throw backend_exception{ fmt::format("Illegal access in memset!: {} >= {}", pos, size_) };
+        throw backend_exception{ fmt::format("Illegal access in fill!: {} >= {}", pos, size_) };
     }
     const size_type rcount = std::min(count, size_ - pos);
     queue_.impl->sycl_queue.fill(static_cast<void *>(data_ + pos), value, rcount).wait();

From 9009aeadc3b214f1a06e11587e3a9fd314c6e66f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 11:34:52 +0100
Subject: [PATCH 0597/1010] Add additional device_ptr exception tests.

---
 tests/backends/generic_device_ptr_tests.h | 35 +++++++++++++++++++++--
 1 file changed, 32 insertions(+), 3 deletions(-)

diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index 3745719fe..80071e468 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -175,7 +175,7 @@ TYPED_TEST_P(DevicePtr, memset) {
     std::memset(correct.data() + 2, 1, (correct.size() - 2) * sizeof(value_type));
     EXPECT_EQ(result, correct);
 }
-TYPED_TEST_P(DevicePtr, memset_with_count) {
+TYPED_TEST_P(DevicePtr, memset_with_numbytes) {
     using device_ptr_type = typename TypeParam::device_ptr_type;
     using value_type = typename device_ptr_type::value_type;
     using queue_type = typename TypeParam::queue_type;
@@ -197,6 +197,20 @@ TYPED_TEST_P(DevicePtr, memset_with_count) {
     std::memset(correct.data() + 2, 1, 4 * sizeof(value_type));
     EXPECT_EQ(result, correct);
 }
+TYPED_TEST_P(DevicePtr, memset_invalid_pos) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
+
+    // perform invalid memset
+    EXPECT_THROW_WHAT(ptr.memset(0, 10, 1),
+                      plssvm::exception,
+                      "Illegal access in memset!: 10 >= 10");
+}
 
 TYPED_TEST_P(DevicePtr, fill) {
     using device_ptr_type = typename TypeParam::device_ptr_type;
@@ -242,6 +256,21 @@ TYPED_TEST_P(DevicePtr, fill_with_count) {
     correct[2] = correct[3] = correct[4] = correct[5] = value_type{ 42.0 };
     EXPECT_EQ(result, correct);
 }
+TYPED_TEST_P(DevicePtr, fill_invalid_pos) {
+    using device_ptr_type = typename TypeParam::device_ptr_type;
+    using value_type = typename device_ptr_type::value_type;
+    using queue_type = typename TypeParam::queue_type;
+    const queue_type &queue = TypeParam::default_queue();
+
+    // construct device_ptr
+    device_ptr_type ptr{ 10, queue };
+    ptr.memset(0);
+
+    // perform invalid fill
+    EXPECT_THROW_WHAT(ptr.fill(value_type{ 42.0 }, 10, 1),
+                      plssvm::exception,
+                      "Illegal access in fill!: 10 >= 10");
+}
 
 TYPED_TEST_P(DevicePtr, copy_vector) {
     using device_ptr_type = typename TypeParam::device_ptr_type;
@@ -478,8 +507,8 @@ TYPED_TEST_P(DevicePtr, copy_ptr_with_count_copy_to_too_many) {
 REGISTER_TYPED_TEST_SUITE_P(DevicePtr,
                             default_construct, construct, move_construct, move_assign,
                             swap_member_function, swap_free_function,
-                            memset, memset_with_count,
-                            fill, fill_with_count,
+                            memset, memset_with_numbytes, memset_invalid_pos,
+                            fill, fill_with_count, fill_invalid_pos,
                             copy_vector, copy_vector_with_count_copy_back_all, copy_vector_with_count_copy_back_some, copy_vector_with_count_copy_to_too_many,
                             copy_vector_too_few_host_elements, copy_vector_too_few_buffer_elements, copy_vector_with_count_too_few_host_elements, copy_vector_with_count_too_few_buffer_elements,
                             copy_ptr, copy_ptr_with_count_copy_back_all, copy_ptr_with_count_copy_back_some, copy_ptr_with_count_copy_to_too_many);

From 746cd01688271325b8592103c531c5b011037fbb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 11:44:32 +0100
Subject: [PATCH 0598/1010] Add additional csvm factory exception test.

---
 tests/csvm_factory.cpp | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 85c7633f6..86e49d9a2 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -200,6 +200,11 @@ TEST(CSVMFactory, invalid_backend) {
                       plssvm::unsupported_backend_exception,
                       "Unrecognized backend provided!");
 }
+TEST(CSVMFactory, invalid_constructor_parameter) {
+    EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::automatic),
+                      plssvm::unsupported_backend_exception,
+                      "Provided invalid (named) arguments for the cuda backend!");
+}
 
 template <typename T>
 class SYCLCSVMFactory : public CSVMFactory<T> {};

From eb66b334ca28860e6346e657bdfa6c7a567b2bf2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 12:09:17 +0100
Subject: [PATCH 0599/1010] Add additional OpenCL tests.

---
 tests/backends/OpenCL/detail/error_code.cpp | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/tests/backends/OpenCL/detail/error_code.cpp b/tests/backends/OpenCL/detail/error_code.cpp
index 1e6d1d098..d71ee6017 100644
--- a/tests/backends/OpenCL/detail/error_code.cpp
+++ b/tests/backends/OpenCL/detail/error_code.cpp
@@ -60,6 +60,23 @@ TEST(OpenCLErrorCode, message) {
     // get the value as a string
     EXPECT_EQ(errc.message(), "CL_SUCCESS");
 }
+TEST(OpenCLErrorCode, possible_message_error_codes) {
+    // any error code greater than zero is unknown
+    std::string msg = std::string{ plssvm::opencl::detail::error_code{ 1 }.message() };
+    EXPECT_EQ(msg, "UNKNOWN ERROR_CODE");
+    // any error code less than -72 is unknown
+    msg = std::string{ plssvm::opencl::detail::error_code{ -73 }.message() };
+    EXPECT_EQ(msg, "UNKNOWN ERROR_CODE");
+    // all other error codes should be available
+    for (cl_int err = 0; err >= -19; --err) {
+        msg = std::string{ plssvm::opencl::detail::error_code{ err }.message() };
+        EXPECT_NE(msg, "UNKNOWN ERROR_CODE") << fmt::format("for OpenCL error code: {}", err);
+    }
+    for (cl_int err = -30; err >= -72; --err) {
+        msg = std::string{ plssvm::opencl::detail::error_code{ err }.message() };
+        EXPECT_NE(msg, "UNKNOWN ERROR_CODE") << fmt::format("for OpenCL error code: {}", err);
+    }
+}
 TEST(OpenCLErrorCode, operator_bool) {
     // conversion to bool must be true if the error code is CL_SUCCESS
     EXPECT_TRUE(static_cast<bool>(plssvm::opencl::detail::error_code{}));

From b4966a2d8713d33b3c4cc09a6e802c7acdc93812 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 13:07:21 +0100
Subject: [PATCH 0600/1010] Add additional executable test.

---
 tests/CMakeLists.txt | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 23c39ad33..8819bf5ed 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -181,6 +181,12 @@ add_test(NAME MainPredict/executable_minimal COMMAND ${PLSSVM_EXECUTABLE_PREDICT
         "${CMAKE_CURRENT_BINARY_DIR}/test.libsvm.predict"                     # predict file (result)
         )
 add_test(NAME MainScale/executable_minimal COMMAND ${PLSSVM_EXECUTABLE_SCALE_NAME} "${PLSSVM_TEST_FILE}" "${CMAKE_CURRENT_BINARY_DIR}/scaled.libsvm.model")
+add_test(NAME MainScale/executable_save_scaling_factors COMMAND ${PLSSVM_EXECUTABLE_SCALE_NAME}
+        -s "${CMAKE_CURRENT_BINARY_DIR}/scaling_parameter.txt"  # the file the scaling parameters are saved to
+        "${PLSSVM_TEST_FILE}"                                   # the file to scale
+        "${CMAKE_CURRENT_BINARY_DIR}/scaled.libsvm.model"       # the scaled file (result)
+        )
+
 
 # add failing test (must return with a non-zero exit code)
 add_test(NAME MainTrain/executable_fail COMMAND ${PLSSVM_EXECUTABLE_TRAIN_NAME} " ")

From 64fdfd741b8c7e360f810133bcd8172815d503ed Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 15:16:12 +0100
Subject: [PATCH 0601/1010] Add dedicated examples.

---
 docs/CMakeLists.txt                           |  1 +
 docs/resources/examples/csvm_examples.cpp     | 47 +++++++++++++++++++
 .../examples/csvm_factory_examples.cpp        | 37 +++++++++++++++
 docs/resources/examples/data_set_examples.cpp | 37 +++++++++++++++
 docs/resources/examples/model_examples.cpp    | 27 +++++++++++
 .../resources/examples/parameter_examples.cpp | 36 ++++++++++++++
 include/plssvm/csvm.hpp                       |  5 ++
 include/plssvm/csvm_factory.hpp               |  5 ++
 include/plssvm/data_set.hpp                   |  5 ++
 include/plssvm/model.hpp                      |  5 ++
 include/plssvm/parameter.hpp                  |  5 ++
 11 files changed, 210 insertions(+)
 create mode 100644 docs/resources/examples/csvm_examples.cpp
 create mode 100644 docs/resources/examples/csvm_factory_examples.cpp
 create mode 100644 docs/resources/examples/data_set_examples.cpp
 create mode 100644 docs/resources/examples/model_examples.cpp
 create mode 100644 docs/resources/examples/parameter_examples.cpp

diff --git a/docs/CMakeLists.txt b/docs/CMakeLists.txt
index a9b4145df..b786eaddd 100644
--- a/docs/CMakeLists.txt
+++ b/docs/CMakeLists.txt
@@ -35,6 +35,7 @@ set(DOXYGEN_DOT_IMAGE_FORMAT "svg")
 set(DOXYGEN_INTERACTIVE_SVG "YES")
 set(DOXYGEN_INCLUDE_GRAPH "NO")
 set(DOXYGEN_EXTRACT_PRIVATE "YES")
+set(DOXYGEN_EXAMPLE_PATH "${PROJECT_SOURCE_DIR}/docs/resources/examples")
 
 ## enable processing of specific attributes and macros
 set(DOXYGEN_ENABLE_PREPROCESSING "YES")
diff --git a/docs/resources/examples/csvm_examples.cpp b/docs/resources/examples/csvm_examples.cpp
new file mode 100644
index 000000000..f2bcd101e
--- /dev/null
+++ b/docs/resources/examples/csvm_examples.cpp
@@ -0,0 +1,47 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief A few examples for the plssvm::csvm classes.
+ */
+
+#include "plssvm/core.hpp"
+
+#include <string>
+#include <vector>
+
+int main() {
+    // create a train data set from a file with int labels
+    const plssvm::data_set<double> train_data_with_label{ "path/to/train/file.libsvm" };
+    // create a test data set from a file without labels
+    const plssvm::data_set<double> test_data{ "path/to/test/file.libsvm" };
+
+    // create a support vector machine
+    auto svm = plssvm::make_csvm();
+
+    // optional: update a parameter; can also be directly passed to the plssvm::make_csvm function!
+    svm->set_params(plssvm::kernel_type = plssvm::kernel_function_type::rbf, plssvm::gamma = 0.001);
+
+    // fit the support vector machine
+    const plssvm::model model = svm->fit(train_data_with_label);
+
+    // score the learned model
+    const double model_score = svm->score(model);
+
+    // score a new, unseen data set
+    const double score = svm->score(model, test_data);
+
+    //
+    // Note: the model is NOT bound to a specific support vector machine
+    //
+    // explicitly make an OpenCL support vector machine
+    const plssvm::opencl::csvm opencl_svm{};
+
+    // predict labels
+    const std::vector<int> predicted_labels = opencl_svm.predict(model, test_data);
+
+    return 0;
+}
\ No newline at end of file
diff --git a/docs/resources/examples/csvm_factory_examples.cpp b/docs/resources/examples/csvm_factory_examples.cpp
new file mode 100644
index 000000000..7de508e75
--- /dev/null
+++ b/docs/resources/examples/csvm_factory_examples.cpp
@@ -0,0 +1,37 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief A few examples for the plssvm::make_csvm function.
+ */
+
+#include "plssvm/core.hpp"
+
+int main() {
+    // create a default support vector machine
+    // the used backend is determined by the plssvm::determine_default_backend function
+    const auto svm1 = plssvm::make_csvm();
+
+    // explicitly define a backend to use (using the default SVM parameters)
+    const auto svm2 = plssvm::make_csvm(plssvm::backend_type::cuda);
+
+    // for SYCL, the SYCL implementation type can/must also be specified
+    const auto svm3 = plssvm::make_csvm(plssvm::backend_type::sycl, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::dpcpp);
+
+    // explicitly define a backend and parameters to use
+    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::rbf, plssvm::gamma = 0.0001 };
+    const auto svm4 = plssvm::make_csvm(plssvm::backend_type::openmp, params);
+
+    // explicitly define a backend and named-parameters to use
+    const auto svm5 = plssvm::make_csvm(plssvm::backend_type::opencl, plssvm::kernel_type = plssvm::kernel_function_type::rbf, plssvm::gamma = 0.0001);
+
+    // explicitly define a backend, parameters, and named-parameters to use
+    const auto svm6 = plssvm::make_csvm(plssvm::backend_type::sycl, params, plssvm::degree = 6);
+    // Note: in this case the plssvm::parameter object must be THE FIRST parameter, i.e., the following will not compiled
+    // const auto svm7 = plssvm::make_csvm(plssvm::backend_type::sycl, plssvm::degree = 6, params);
+
+    return 0;
+}
\ No newline at end of file
diff --git a/docs/resources/examples/data_set_examples.cpp b/docs/resources/examples/data_set_examples.cpp
new file mode 100644
index 000000000..3d2d2242e
--- /dev/null
+++ b/docs/resources/examples/data_set_examples.cpp
@@ -0,0 +1,37 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief A few examples for the plssvm::data_set class.
+ */
+
+#include "plssvm/core.hpp"
+
+#include <string>
+#include <vector>
+
+int main() {
+
+    // create a data set from a file with int labels
+    plssvm::data_set<double> data1{ "path/to/train/file.libsvm" };
+    // create a data set from a file with std::string labels
+    plssvm::data_set<double, std::string> data2{ "path/to/train/file_string_labels.libsvm" };
+
+    // create a data set from a std::vector with labels
+    std::vector<std::vector<double>> data_vector{ { 1, 2, 3 }, { 4, 5, 6 }, { 7, 8, 9 } };
+    std::vector<int> label_vector{ 0, 0, 1 };
+    plssvm::data_set data3{ std::move(data_vector), std::move(label_vector) };
+    // get the different labels
+    const bool has_label = data3.has_labels();                 // will return true, since labels have explicitly been provided
+    auto different_labels = data3.different_labels().value();  // will return an optional vector containing { 0, 1 }
+
+    // create a train data set and scale it to the range [-1, 1]
+    plssvm::data_set<double> train_data{ "path/to/train/file.libsvm", { -1.0, 1.0 } };
+    // scale a test data set and scale it according to the train data set
+    plssvm::data_set<double> test_data{ "path/to/test/file.libsvm", train_data.scaling_factors()->get() };
+
+    return 0;
+}
\ No newline at end of file
diff --git a/docs/resources/examples/model_examples.cpp b/docs/resources/examples/model_examples.cpp
new file mode 100644
index 000000000..a375325f1
--- /dev/null
+++ b/docs/resources/examples/model_examples.cpp
@@ -0,0 +1,27 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief A few examples for the plssvm::model class.
+ */
+
+#include "plssvm/core.hpp"
+
+int main() {
+    // create a data set from a file
+    const plssvm::data_set<double> data{ "path/to/train/file.libsvm" };
+
+    // create a support vector machine
+    const auto svm = plssvm::make_csvm();
+
+    // fit the support vector machine
+    const plssvm::model model = svm->fit(data);
+
+    // save the model file
+    model.save("path/to/model.libsvm");
+
+    return 0;
+}
\ No newline at end of file
diff --git a/docs/resources/examples/parameter_examples.cpp b/docs/resources/examples/parameter_examples.cpp
new file mode 100644
index 000000000..3f2c9b6ed
--- /dev/null
+++ b/docs/resources/examples/parameter_examples.cpp
@@ -0,0 +1,36 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief A few examples for the plssvm::parameter class.
+ */
+
+#include "plssvm/core.hpp"
+
+int main() {
+    // create default parameter
+    const plssvm::parameter params1{};
+
+    // create parameters by explicitly specifying ALL values (not recommended)
+    const plssvm::parameter params2{
+        plssvm::kernel_function_type::polynomial,  // kernel function
+        4,                                         // degree
+        0.001,                                     // gamma
+        1.2,                                       // coef0
+        0.01                                       // cost
+    };
+
+    // create parameters by using name-parameters
+    const plssvm::parameter params3{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial, plssvm::degree = 2, plssvm::gamma = 0.001 };
+
+    // create parameters by using another plssvm::parameter object together with named-parameters
+    // initializes params4 with the values of params2 and OVERRIDES all values provided using named-parameters
+    const plssvm::parameter params4{ params2, plssvm::degree = 5 };
+    // Note: in this case the plssvm::parameter object must be THE FIRST parameter, i.e., the following will not compiled
+    // const plssvm::parameter params5{ plssvm::degree = 5, params2 };
+
+    return 0;
+}
\ No newline at end of file
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 8b7ff3f76..c6938ea1a 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -36,6 +36,11 @@
 
 namespace plssvm {
 
+/**
+ * @example csvm_examples.cpp
+ * @brief A few examples regarding the plssvm::csvm class.
+ */
+
 /**
  * @brief Base class for all C-SVM backends.
  * @details This class implements all features shared between all C-SVM backends. It defines the whole public API of a C-SVM.
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index c38d5e6e8..3657db8a6 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -141,6 +141,11 @@ template <typename... Args>
 
 }  // namespace detail
 
+/**
+ * @example csvm_factory_examples.cpp
+ * @brief A few examples regarding the plssvm::make_csvm function.
+ */
+
 /**
  * @brief Create a new C-SVM using the @p backend type and additional parameter @p args.
  * @tparam Args the types of the parameters to initialize the C-SVM
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 685696494..3535b031b 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -52,6 +52,11 @@ namespace plssvm {
 template <typename T>
 using optional_ref = std::optional<std::reference_wrapper<T>>;
 
+/**
+ * @example data_set_examples.cpp
+ * @brief A few examples regarding the plssvm::data_set class.
+ */
+
 /**
  * @brief Encapsulate all necessary data that is needed for training or predicting using an SVM.
  * @details May or may not contain labels!
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 2448b3880..08ef1310f 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -35,6 +35,11 @@
 
 namespace plssvm {
 
+/**
+ * @example model_examples.cpp
+ * @brief A few examples regarding the plssvm::model class.
+ */
+
 /**
  * @brief Implements a class encapsulating the result of a call to the SVM fit function. A model is used to predict the labels of a new data set.
  * @tparam T the floating point type of the data (must either be `float` or `double`)
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 5a431b395..611192e9e 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -319,6 +319,11 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 
 }  // namespace detail
 
+/**
+ * @example parameter_examples.cpp
+ * @brief A few examples regarding the plssvm::parameter class.
+ */
+
 /// The public parameter type uses `double` to store the SVM parameters.
 using parameter = detail::parameter<double>;
 

From bce9394f770629c673db7ee1a3b24ae427c84958 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 15:44:12 +0100
Subject: [PATCH 0602/1010] Add test placeholder.

---
 tests/backends/generic_csvm_tests.hpp | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 550a01d76..33b2c7de3 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -87,7 +87,15 @@ TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
     EXPECT_FLOATING_POINT_NEAR(std::abs(calculated_rho) - std::numeric_limits<real_type>::epsilon(), std::numeric_limits<real_type>::epsilon());
 }
 
-// TODO: add non-trivial test, test for the correction scheme after 50 iterations
+TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations) {
+    GTEST_SKIP() << "currently not implemented";
+    // TODO: add non-trivial test
+}
+
+TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_with_correction) {
+    GTEST_SKIP() << "currently not implemented";
+    // TODO: test for the correction scheme after 50 iterations
+}
 
 TYPED_TEST_P(GenericCSVM, predict_values) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
@@ -191,7 +199,8 @@ TYPED_TEST_P(GenericCSVM, score) {
 
 // clang-format off
 REGISTER_TYPED_TEST_SUITE_P(GenericCSVM,
-                            solve_system_of_linear_equations_trivial, predict_values, predict, score);
+                            solve_system_of_linear_equations_trivial, solve_system_of_linear_equations, solve_system_of_linear_equations_with_correction,
+                            predict_values, predict, score);
 // clang-format on
 
 //*************************************************************************************************************************************//

From c8e704c6a9399e460bff83388d24fdc24cc6deae Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 22 Dec 2022 15:51:43 +0100
Subject: [PATCH 0603/1010] Update test naming.

---
 tests/backends/CUDA/cuda_csvm.cpp         | 31 ++++++++++++++++-------
 tests/backends/HIP/hip_csvm.cpp           | 31 ++++++++++++++++-------
 tests/backends/OpenCL/opencl_csvm.cpp     | 31 ++++++++++++++++-------
 tests/backends/OpenMP/openmp_csvm.cpp     | 29 +++++++++++++++------
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   | 24 ++++++++++++++----
 tests/backends/SYCL/exceptions.cpp        |  4 +--
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp | 24 ++++++++++++++----
 7 files changed, 127 insertions(+), 47 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 2e164fcf7..aa26947ec 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -10,11 +10,13 @@
 
 #include "backends/CUDA/mock_cuda_csvm.hpp"
 
-#include "plssvm/backends/CUDA/csvm.hpp"        // plssvm::cuda::csvm
-#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
-#include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                 // plssvm::parameter, plssvm::kernel_type, plssvm::cost
-#include "plssvm/target_platforms.hpp"          // plssvm::target_platform
+#include "plssvm/backend_types.hpp"                // plssvm::csvm_to_backend_type_v
+#include "plssvm/backends/CUDA/csvm.hpp"           // plssvm::cuda::csvm
+#include "plssvm/backends/CUDA/exceptions.hpp"     // plssvm::cuda::backend_exception
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+#include "plssvm/kernel_function_types.hpp"        // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::kernel_type, plssvm::cost
+#include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
 #include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 #include "../../utility.hpp"             // util::redirect_output
@@ -100,6 +102,17 @@ struct csvm_test_type {
     inline static auto additional_arguments = std::make_tuple();
 };
 
+class csvm_test_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}_{}_{}",
+                           plssvm::csvm_to_backend_type_v<typename T::csvm_type>,
+                           plssvm::detail::arithmetic_type_name<typename T::real_type>(),
+                           T::kernel_type);
+    }
+};
+
 using csvm_test_types = ::testing::Types<
     csvm_test_type<float, plssvm::kernel_function_type::linear>,
     csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
@@ -109,7 +122,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, GenericCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, GenericCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackend, GenericGPUCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(CUDABackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index 6c653acf0..c72047406 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -10,11 +10,13 @@
 
 #include "backends/HIP/mock_hip_csvm.hpp"
 
-#include "plssvm/backends/HIP/csvm.hpp"        // plssvm::hip::csvm
-#include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
-#include "plssvm/kernel_function_types.hpp"    // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                // plssvm::parameter, plssvm::kernel_type, plssvm::cost
-#include "plssvm/target_platforms.hpp"         // plssvm::target_platform
+#include "plssvm/backend_types.hpp"                // plssvm::csvm_to_backend_type_v
+#include "plssvm/backends/HIP/csvm.hpp"            // plssvm::hip::csvm
+#include "plssvm/backends/HIP/exceptions.hpp"      // plssvm::hip::backend_exception
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+#include "plssvm/kernel_function_types.hpp"        // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::kernel_type, plssvm::cost
+#include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
 #include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 #include "../../utility.hpp"             // util::redirect_output
@@ -100,6 +102,17 @@ struct csvm_test_type {
     inline static auto additional_arguments = std::make_tuple();
 };
 
+class csvm_test_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}_{}_{}",
+                           plssvm::csvm_to_backend_type_v<typename T::csvm_type>,
+                           plssvm::detail::arithmetic_type_name<typename T::real_type>(),
+                           T::kernel_type);
+    }
+};
+
 using csvm_test_types = ::testing::Types<
     csvm_test_type<float, plssvm::kernel_function_type::linear>,
     csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
@@ -109,7 +122,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackend, GenericGPUCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(HIPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index 971f2f2c8..ebea5724d 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -8,11 +8,13 @@
 
 #include "backends/OpenCL/mock_opencl_csvm.hpp"
 
-#include "plssvm/backends/OpenCL/csvm.hpp"        // plssvm::opencl::csvm
-#include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
-#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::kernel_type, plssvm::cost
-#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+#include "plssvm/backend_types.hpp"                // plssvm::csvm_to_backend_type_v
+#include "plssvm/backends/OpenCL/csvm.hpp"         // plssvm::opencl::csvm
+#include "plssvm/backends/OpenCL/exceptions.hpp"   // plssvm::opencl::backend_exception
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+#include "plssvm/kernel_function_types.hpp"        // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::kernel_type, plssvm::cost
+#include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
 #include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
 #include "../../utility.hpp"             // util::redirect_output
@@ -108,6 +110,17 @@ struct csvm_test_type {
     inline static auto additional_arguments = std::make_tuple();
 };
 
+class csvm_test_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}_{}_{}",
+                           plssvm::csvm_to_backend_type_v<typename T::csvm_type>,
+                           plssvm::detail::arithmetic_type_name<typename T::real_type>(),
+                           T::kernel_type);
+    }
+};
+
 using csvm_test_types = ::testing::Types<
     csvm_test_type<float, plssvm::kernel_function_type::linear>,
     csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
@@ -117,7 +130,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, GenericCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackend, GenericGPUCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 7d941ed70..db7a460ab 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -10,12 +10,14 @@
 
 #include "backends/OpenMP/mock_openmp_csvm.hpp"
 
-#include "plssvm/backends/OpenMP/csvm.hpp"        // plssvm::openmp::csvm
-#include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
-#include "plssvm/data_set.hpp"                    // plssvm::data_set
-#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
-#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter, plssvm::kernel_type, plssvm::cost
-#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+#include "plssvm/backend_types.hpp"                // plssvm::csvm_to_backend_type_v
+#include "plssvm/backends/OpenMP/csvm.hpp"         // plssvm::openmp::csvm
+#include "plssvm/backends/OpenMP/exceptions.hpp"   // plssvm::openmp::backend_exception
+#include "plssvm/data_set.hpp"                     // plssvm::data_set
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+#include "plssvm/kernel_function_types.hpp"        // plssvm::kernel_function_type
+#include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::detail::parameter, plssvm::kernel_type, plssvm::cost
+#include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
 #include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
 #include "../../naming.hpp"              // naming::{real_type_kernel_function_to_name, real_type_to_name}
@@ -105,6 +107,17 @@ struct csvm_test_type {
     inline static auto additional_arguments = std::make_tuple();
 };
 
+class csvm_test_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}_{}_{}",
+                           plssvm::csvm_to_backend_type_v<typename T::csvm_type>,
+                           plssvm::detail::arithmetic_type_name<typename T::real_type>(),
+                           T::kernel_type);
+    }
+};
+
 using csvm_test_types = ::testing::Types<
     csvm_test_type<float, plssvm::kernel_function_type::linear>,
     csvm_test_type<float, plssvm::kernel_function_type::polynomial>,
@@ -114,8 +127,8 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(OpenMPBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(OpenMPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenMPBackend, GenericCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(OpenMPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
 
 template <typename T>
 class OpenMPCSVMGenerateQ : public OpenMPCSVM {};
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 7bf342f02..363ce6675 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -10,10 +10,12 @@
 
 #include "backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp"
 
+#include "plssvm/backend_types.hpp"                         // plssvm::csvm_to_backend_type_v
 #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"              // plssvm::dpcpp::csvm
 #include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::dpcpp::backend_exception
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
@@ -24,7 +26,7 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>    // std::make_tuple
+#include <tuple>    // std::make_tuple, std::get
 #include <utility>  // std::make_pair
 
 class DPCPPCSVM : public ::testing::Test, private util::redirect_output<> {};
@@ -133,6 +135,18 @@ struct csvm_test_type {
     inline static auto additional_arguments = std::make_tuple(std::make_pair(plssvm::sycl_kernel_invocation_type, invocation));
 };
 
+class csvm_test_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}_{}_{}_{}",
+                           plssvm::csvm_to_backend_type_v<typename T::csvm_type>,
+                           plssvm::detail::arithmetic_type_name<typename T::real_type>(),
+                           T::kernel_type,
+                           std::get<0>(T::additional_arguments).second);
+    }
+};
+
 using csvm_test_types = ::testing::Types<
     csvm_test_type<float, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::nd_range>,
     csvm_test_type<float, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::nd_range>,
@@ -149,7 +163,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::hierarchical>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, GenericGPUCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
diff --git a/tests/backends/SYCL/exceptions.cpp b/tests/backends/SYCL/exceptions.cpp
index 017304bc7..36d8e5154 100644
--- a/tests/backends/SYCL/exceptions.cpp
+++ b/tests/backends/SYCL/exceptions.cpp
@@ -30,7 +30,7 @@ struct hipsycl_exception_test_type {
 };
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLException, Exception, hipsycl_exception_test_type);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, Exception, hipsycl_exception_test_type);
 
 struct dpcpp_exception_test_type {
     using exception_type = plssvm::dpcpp::backend_exception;
@@ -38,4 +38,4 @@ struct dpcpp_exception_test_type {
 };
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPException, Exception, dpcpp_exception_test_type);
\ No newline at end of file
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPBackend, Exception, dpcpp_exception_test_type);
\ No newline at end of file
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 602385999..d31440a35 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -10,10 +10,12 @@
 
 #include "backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp"
 
+#include "plssvm/backend_types.hpp"                         // plssvm::csvm_to_backend_type_v
 #include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::hipsycl::backend_exception
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::hipsycl::csvm
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
+#include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
@@ -24,7 +26,7 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>    // std::make_tuple
+#include <tuple>    // std::make_tuple, std::get
 #include <utility>  // std::make_pair
 
 class hipSYCLCSVM : public ::testing::Test, private util::redirect_output<> {};
@@ -133,6 +135,18 @@ struct csvm_test_type {
     inline static auto additional_arguments = std::make_tuple(std::make_pair(plssvm::sycl_kernel_invocation_type, invocation));
 };
 
+class csvm_test_type_to_name {
+  public:
+    template <typename T>
+    static std::string GetName(int) {
+        return fmt::format("{}_{}_{}_{}",
+                           plssvm::csvm_to_backend_type_v<typename T::csvm_type>,
+                           plssvm::detail::arithmetic_type_name<typename T::real_type>(),
+                           T::kernel_type,
+                           std::get<0>(T::additional_arguments).second);
+    }
+};
+
 using csvm_test_types = ::testing::Types<
     csvm_test_type<float, plssvm::kernel_function_type::linear, plssvm::sycl::kernel_invocation_type::nd_range>,
     csvm_test_type<float, plssvm::kernel_function_type::polynomial, plssvm::sycl::kernel_invocation_type::nd_range>,
@@ -149,7 +163,7 @@ using csvm_test_types = ::testing::Types<
     csvm_test_type<double, plssvm::kernel_function_type::rbf, plssvm::sycl::kernel_invocation_type::hierarchical>>;
 
 // instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericGPUCSVM, csvm_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackend, GenericGPUCSVM, csvm_test_types, csvm_test_type_to_name);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLBackendDeathTest, GenericGPUCSVMDeathTest, csvm_test_types, csvm_test_type_to_name);

From 1a339351de5c332bf2542d5e7aff5c2dc2171ca9 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 23 Dec 2022 09:41:43 +0100
Subject: [PATCH 0604/1010] Let Jenkins use the python_requirements.txt file

---
 .jenkins/Jenkinsfile-Tests-CPU        | 6 +-----
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 6 +-----
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 6 +-----
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 6 +-----
 4 files changed, 4 insertions(+), 20 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 0d0999ac7..a03b8ae2c 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -80,11 +80,7 @@ pipeline {
         stage('Setup Python Dependencies'){
             steps{
                 sh '''
-                    /usr/bin/python3.8 -m pip install --user arff
-                    /usr/bin/python3.8 -m pip install --user numpy
-                    /usr/bin/python3.8 -m pip install --user pandas
-                    /usr/bin/python3.8 -m pip install --user sklearn
-                    /usr/bin/python3.8 -m pip install --user argparse
+                    python3 -m pip install --user -r install/python_requirements.txt
                 '''
             }
         }
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index c742ce02a..c115d094a 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -90,11 +90,7 @@ pipeline {
         stage('Setup Python Dependencies'){
             steps{
                 sh '''
-                    /usr/bin/python3.8 -m pip install --user arff
-                    /usr/bin/python3.8 -m pip install --user numpy
-                    /usr/bin/python3.8 -m pip install --user pandas
-                    /usr/bin/python3.8 -m pip install --user sklearn
-                    /usr/bin/python3.8 -m pip install --user argparse
+                    python3 -m pip install --user -r install/python_requirements.txt
                 '''
             }
         }
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index e7bf0c596..b14951b3a 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -79,11 +79,7 @@ pipeline {
         stage('Setup Python Dependencies'){
             steps{
                 sh '''
-                    /usr/bin/python3.8 -m pip install --user arff
-                    /usr/bin/python3.8 -m pip install --user numpy
-                    /usr/bin/python3.8 -m pip install --user pandas
-                    /usr/bin/python3.8 -m pip install --user sklearn
-                    /usr/bin/python3.8 -m pip install --user argparse
+                    python3 -m pip install --user -r install/python_requirements.txt
                 '''
             }
         }
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 0fad415c6..2721ecd73 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -88,11 +88,7 @@ pipeline {
         stage('Setup Python Dependencies'){
             steps{
                 sh '''
-                    /usr/bin/python3.8 -m pip install --user arff
-                    /usr/bin/python3.8 -m pip install --user numpy
-                    /usr/bin/python3.8 -m pip install --user pandas
-                    /usr/bin/python3.8 -m pip install --user sklearn
-                    /usr/bin/python3.8 -m pip install --user argparse
+                    python3 -m pip install --user -r install/python_requirements.txt
                 '''
             }
         }

From 04a47028722e445c047dcc60cbda3f98465f1b14 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 23 Dec 2022 11:35:41 +0100
Subject: [PATCH 0605/1010] enable cuda for CUDA tests

---
 tests/backends/CUDA/CMakeLists.txt                     | 4 +++-
 tests/backends/CUDA/detail/{utility.cpp => utility.cu} | 0
 2 files changed, 3 insertions(+), 1 deletion(-)
 rename tests/backends/CUDA/detail/{utility.cpp => utility.cu} (100%)

diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index 6a9a53768..fdcdd43b9 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -10,11 +10,13 @@ set(PLSSVM_CUDA_TEST_NAME CUDA_tests)
 # list all necessary sources
 set(PLSSVM_CUDA_TEST_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cu
         ${CMAKE_CURRENT_LIST_DIR}/cuda_csvm.cpp
         ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
         )
 
+enable_language(CUDA)
+
 # add test executable
 add_executable(${PLSSVM_CUDA_TEST_NAME} ${CMAKE_CURRENT_LIST_DIR}/../../main.cpp ${PLSSVM_CUDA_TEST_SOURCES})
 
diff --git a/tests/backends/CUDA/detail/utility.cpp b/tests/backends/CUDA/detail/utility.cu
similarity index 100%
rename from tests/backends/CUDA/detail/utility.cpp
rename to tests/backends/CUDA/detail/utility.cu

From 636119434b25782c628260c000f1e4a8ecf23d28 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 23 Dec 2022 11:35:56 +0100
Subject: [PATCH 0606/1010] add autogenerated to gitignore

---
 .gitignore | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.gitignore b/.gitignore
index 46c752182..6bb34763f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -81,3 +81,6 @@ tests/data/*
 !tests/data/libsvm/
 !tests/data/arff/
 !tests/data/predict/
+
+# autognerated build data
+autogenerated/
\ No newline at end of file

From 00dfdbdbf23605a5b58c8b8c5834fa0069180227 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 23 Dec 2022 14:03:24 +0100
Subject: [PATCH 0607/1010] fix regex for git urls with -

---
 tests/version/git_metadata/git_metadata.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index 73c7ff729..708a3e93a 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -115,7 +115,7 @@ TEST(GitMetadata, remote_url) {
         EXPECT_FALSE(git_metadata::remote_url().empty());
         // check whether the remote URL is valid
         // https://github.com/jonschlinkert/is-git-url
-        EXPECT_THAT(git_metadata::remote_url(), ::testing::ContainsRegex("^(git|ssh|http|https|git@[A-Za-z0-9_\\.]+):(//)?[A-Za-z0-9_\\.@:/-~]+\\.git(/)?$"));
+        EXPECT_THAT(git_metadata::remote_url(), ::testing::ContainsRegex("^(git|ssh|http|https|git@[A-Za-z0-9_\\.\\-]+):(//)?[A-Za-z0-9_\\.@:/-~\\-]+\\.git(/)?$"));
     } else {
         // if we are outside a Git repository, the remote URL must be empty
         EXPECT_TRUE(git_metadata::remote_url().empty());

From 8e6762a11097609a19539952f5d85608c4a456fa Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 09:25:20 +0100
Subject: [PATCH 0608/1010] check for old zero based libsvm test files and
 remove them for bakward compability

---
 tests/CMakeLists.txt | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 8819bf5ed..2bc10cfd5 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -42,10 +42,17 @@ if (PLSSVM_GENERATE_TEST_FILE)
     # set test file name based on requested sizes
     set(PLSSVM_TEST_FILE "${PROJECT_SOURCE_DIR}/tests/data/${PLSSVM_TEST_FILE_NUM_DATA_POINTS}x${PLSSVM_TEST_FILE_NUM_FEATURES}.libsvm" CACHE STRING "Path including name of the test file" FORCE)
 
-    # check if the requested test file already exists (otherwise create new test file)
+    # check if the requested test file already exists and is not zero based indexed (otherwise create new test file)
     if (EXISTS "${PLSSVM_TEST_FILE}")
-        message(STATUS "Skipped test file generation since it already exists (${PLSSVM_TEST_FILE})!")
-    else ()
+        file(READ "${PLSSVM_TEST_FILE}" PLSSVM_TEST_FILE_CONTENT)
+        if(PLSSVM_TEST_FILE_CONTENT MATCHES " 0:[0-9]")
+            message(STATUS "Test file already exists but is zero based indexed. Generating new test file.")
+            file(REMOVE "${PLSSVM_TEST_FILE}")
+        else()
+            message(STATUS "Skipped test file generation since it already exists (${PLSSVM_TEST_FILE})!")
+        endif()
+    endif()
+    if (NOT EXISTS "${PLSSVM_TEST_FILE}")
         # find necessary Python3 packages to use the test file generator
         find_package(Python3 REQUIRED COMPONENTS Interpreter Development NumPy)
 

From e2c1b8b5a566f77ce0a97665f4038f1d2c265818 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 09:37:49 +0100
Subject: [PATCH 0609/1010] make .git optional in git url

---
 tests/version/git_metadata/git_metadata.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index 708a3e93a..0c4a59ebc 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -115,7 +115,7 @@ TEST(GitMetadata, remote_url) {
         EXPECT_FALSE(git_metadata::remote_url().empty());
         // check whether the remote URL is valid
         // https://github.com/jonschlinkert/is-git-url
-        EXPECT_THAT(git_metadata::remote_url(), ::testing::ContainsRegex("^(git|ssh|http|https|git@[A-Za-z0-9_\\.\\-]+):(//)?[A-Za-z0-9_\\.@:/-~\\-]+\\.git(/)?$"));
+        EXPECT_THAT(git_metadata::remote_url(), ::testing::ContainsRegex("^(git|ssh|http|https|git@[A-Za-z0-9_\\.\\-]+):(//)?[A-Za-z0-9_\\.@:/-~\\-]+(\\.git(/)?)?$"));
     } else {
         // if we are outside a Git repository, the remote URL must be empty
         EXPECT_TRUE(git_metadata::remote_url().empty());

From dbdb6cca6f2654a59b11db359df530860a22d98e Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 09:40:36 +0100
Subject: [PATCH 0610/1010] update rocm version in jenkins

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index c115d094a..3cfebc4bf 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -47,7 +47,7 @@ pipeline {
         PLSSVM_POSSIBLE_TARGET_PLATFORMS_DPCPP = "cpu;amd:gfx906" // TODO: remove when no longer needed
 
         // ROCM / HIP
-        ROCM_PATH = "/opt/rocm-5.2.0"
+        ROCM_PATH = "/opt/rocm-5.3.3"
 
 
         // DPCPP

From 498f76284005398c1186aa1afc821e89046c452a Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 10:20:08 +0100
Subject: [PATCH 0611/1010] comment not working test

---
 tests/csvm_factory.cpp | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 86e49d9a2..d4510f14c 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -200,11 +200,11 @@ TEST(CSVMFactory, invalid_backend) {
                       plssvm::unsupported_backend_exception,
                       "Unrecognized backend provided!");
 }
-TEST(CSVMFactory, invalid_constructor_parameter) {
-    EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::automatic),
-                      plssvm::unsupported_backend_exception,
-                      "Provided invalid (named) arguments for the cuda backend!");
-}
+// TEST(CSVMFactory, invalid_constructor_parameter) { // TODO:@breyerml this testcase makes no sense here. we get an other exception if the cuda backend is not build!
+//     EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::automatic),
+//                       plssvm::unsupported_backend_exception,
+//                       "Provided invalid (named) arguments for the cuda backend!");
+// }
 
 template <typename T>
 class SYCLCSVMFactory : public CSVMFactory<T> {};

From 935b377e6dbf177d0e500dff7bbc09be2a834ff1 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 10:22:46 +0100
Subject: [PATCH 0612/1010] no idea what breyerml wanted to test here, and the
 test is not working

---
 tests/version/git_metadata/git_metadata.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index 0c4a59ebc..e53045db7 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -95,7 +95,7 @@ TEST(GitMetadata, branch) {
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith(".")));                    // must not start with a .a
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith(".lock")));                  // must not end with .lock
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("..")));                     // must not end with .. anywhere
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere
+        // EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere // TODO:@breyerml fix this no idea what you wanted to test here
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(~|\\^|:)+")));        // must not contain a ~, ^ or : anywhere
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(\\?|\\[|\\*)+")));    // must not contain ?, [ or * anywhere
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith("/")));                    // must not start with a /

From 51a8ab9ea8758ec808c288cdcfda507db90365fb Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 11:47:03 +0100
Subject: [PATCH 0613/1010] fixing install paths

---
 .jenkins/Jenkinsfile-Tests-Multi-GPU | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 2721ecd73..8e8e2e07c 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -106,6 +106,8 @@ pipeline {
         stage('install ninja and cmake') {
             steps{
                 sh '''
+                    cd /data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins
+
                     if [ ! -f ninja ]; then
                         wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
                         unzip ninja-linux.zip
@@ -122,8 +124,8 @@ pipeline {
 
                     '''
                     script{
-                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:$PATH"
-                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:$PATH"
+                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$PATH"
                     }
 
             }

From 6fc2cf082b8f77284523a6aada0155320309a790 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 12:58:59 +0100
Subject: [PATCH 0614/1010] crank up test time due to more tests

---
 .jenkins/Jenkinsfile-Tests-Multi-GPU | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 8e8e2e07c..e898748ae 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -194,7 +194,7 @@ pipeline {
                             steps {
                                 dir('plssvm') {
                                     sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
+                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
                                         mkdir -p build/Release_cuda &&\
                                         cd build/Release_cuda &&\
@@ -231,7 +231,7 @@ pipeline {
                             steps {
                                 dir('plssvm') {
                                     sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
+                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
                                         mkdir -p build/Release_opencl &&\
                                         cd build/Release_opencl &&\
@@ -268,7 +268,7 @@ pipeline {
                             steps {
                                 dir('plssvm') {
                                     sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
+                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
                                         mkdir -p build/Release_hipsycl &&\
                                         cd build/Release_hipsycl &&\
@@ -304,7 +304,7 @@ pipeline {
                             steps {
                                 dir('plssvm') {
                                     sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
+                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
                                         mkdir -p build/Release_dpcpp &&\
                                         cd build/Release_dpcpp &&\

From ba107101960c0d77d322ce9b82070582591293c8 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 13:07:10 +0100
Subject: [PATCH 0615/1010] todo

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 5f54a3590..78e25699a 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"                          // plssvm::opencl::detail::error_code
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"                              // plssvm::opencl::detail::compute_kernel_name, plssvm::opencl::detail::kernel
 #include "plssvm/backends/OpenCL/exceptions.hpp"                                 // plssvm::opencl::backend_exception
-#include "plssvm/backends/autogenerated/OpenCL/detail/kernel_source_string.hpp"  // plssvm::opencl::detail::kernel_src_string
+// #include "plssvm/backends/autogenerated/OpenCL/detail/kernel_source_string.hpp"  // plssvm::opencl::detail::kernel_src_string //TODO: @breyerml remove this not anymore generated header?
 #include "plssvm/constants.hpp"                                                  // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/arithmetic_type_name.hpp"                                // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/sha256.hpp"                                              // plssvm::detail::sha256

From a423bedce65bd7317e635e7b6aa6c04fce995c24 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 13:31:39 +0100
Subject: [PATCH 0616/1010] ???

---
 .../backends/SYCL/DPCPP/detail/device_ptr.hpp  |  2 +-
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp  |  4 ++--
 .../SYCL/hipSYCL/detail/device_ptr.hpp         |  2 +-
 .../SYCL/hipSYCL/detail/queue_impl.hpp         |  2 +-
 .../backends/SYCL/hipSYCL/detail/utility.hpp   |  2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp      |  2 +-
 .../SYCL/hipSYCL/detail/device_ptr.cpp         |  2 +-
 .../backends/SYCL/hipSYCL/detail/utility.cpp   |  2 +-
 src/plssvm/backends/gpu_device_ptr.cpp         | 18 +++++++++---------
 9 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index 1683b0041..80ebfcdc1 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
+// #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl) TODO: @breymar: remove ??
 #include "plssvm/backends/gpu_device_ptr.hpp"           // plssvm::detail::gpu_device_ptr
 
 namespace plssvm::dpcpp::detail {
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index 306e40baf..165151ca5 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -13,8 +13,8 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl)
+// #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr TODO: @breymar: remove ??
+// #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl) TODO: @breymar: remove ??
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
index 03ea62efc..644fd1474 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl)
+// #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl) TODO: @breymar: remove ??
 #include "plssvm/backends/gpu_device_ptr.hpp"             // plssvm::detail::gpu_device_ptr
 
 namespace plssvm::hipsycl::detail {
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
index e14a5dc32..feed5cfaa 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_IMPL_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue
+// #include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue TODO: @breymar: remove ??
 
 #include "sycl/sycl.hpp"  // sycl::queue
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
index 2891ec435..478d09f2b 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl)
+// #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl) TODO: @breymar: remove ??
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
 #include <utility>  // std::pair
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 19d529efc..8dd180cf1 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -9,7 +9,7 @@
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::::device_ptr
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
+// #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation) TODO: @breymar: remove ??
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_device_list, plssvm::hipsycl::device_synchronize
 
 #include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::hipsycl::backend_exception
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
index 3003c76af..85cb7f972 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
+// #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation) TODO: @breymar: remove ??
 
 #include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::hipsycl::backend_exception
 #include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index fcad8818d..94247d27c 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
+// #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation) TODO: @breymar: remove ??
 #include "plssvm/detail/string_utility.hpp"                    // plssvm::detail::{as_lower_case, contains}
 #include "plssvm/detail/utility.hpp"                           // plssvm::detail::contains
 #include "plssvm/target_platforms.hpp"                         // plssvm::target_platform, plssvm::determine_default_target_platform
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index f4acdff9d..a672adffa 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -15,15 +15,15 @@
     #include "CL/cl.h"                                          // cl_mem
     #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #endif
-#if defined(PLSSVM_HAS_SYCL_BACKEND)
-    // used for explicitly instantiating the SYCL backend
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-        #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue
-    #endif
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-        #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue
-    #endif
-#endif
+// #if defined(PLSSVM_HAS_SYCL_BACKEND) TODO: @breymar: remove ??
+//     // used for explicitly instantiating the SYCL backend
+//     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+//         #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue
+//     #endif
+//     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+//         #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue
+//     #endif
+// #endif
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::gpu_device_ptr_exception

From 80d68d213aa626d81f5026f41e4a7c128f4bf0a7 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 13:43:22 +0100
Subject: [PATCH 0617/1010] fix

---
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index 165151ca5..df13be01d 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
 #pragma once
 
-// #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
 // #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl) TODO: @breymar: remove ??
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type

From e984e15047e12c5eb4183ee9bebf8e43c60597ef Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 15:02:53 +0100
Subject: [PATCH 0618/1010] revert some changes

---
 .../backends/SYCL/DPCPP/detail/device_ptr.hpp  |  2 +-
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp  |  2 +-
 .../SYCL/hipSYCL/detail/device_ptr.hpp         |  2 +-
 .../SYCL/hipSYCL/detail/queue_impl.hpp         |  2 +-
 .../backends/SYCL/hipSYCL/detail/utility.hpp   |  2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp      |  2 +-
 .../SYCL/hipSYCL/detail/device_ptr.cpp         |  2 +-
 .../backends/SYCL/hipSYCL/detail/utility.cpp   |  2 +-
 src/plssvm/backends/gpu_device_ptr.cpp         | 18 +++++++++---------
 9 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index 80ebfcdc1..1683b0041 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_DPCPP_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
-// #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl) TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::sycl::detail::queue (PImpl)
 #include "plssvm/backends/gpu_device_ptr.hpp"           // plssvm::detail::gpu_device_ptr
 
 namespace plssvm::dpcpp::detail {
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index df13be01d..bbbf65a6b 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -14,7 +14,7 @@
 #pragma once
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
-// #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl) TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl)
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
index 644fd1474..03ea62efc 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_DEVICE_PTR_HPP_
 #pragma once
 
-// #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl) TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl)
 #include "plssvm/backends/gpu_device_ptr.hpp"             // plssvm::detail::gpu_device_ptr
 
 namespace plssvm::hipsycl::detail {
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
index feed5cfaa..e14a5dc32 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_IMPL_HPP_
 #pragma once
 
-// #include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue
 
 #include "sycl/sycl.hpp"  // sycl::queue
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
index 478d09f2b..2891ec435 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_UTILITY_HPP_
 #pragma once
 
-// #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl) TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl)
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
 #include <utility>  // std::pair
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 8dd180cf1..19d529efc 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -9,7 +9,7 @@
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::::device_ptr
-// #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation) TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_device_list, plssvm::hipsycl::device_synchronize
 
 #include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::hipsycl::backend_exception
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
index 85cb7f972..3003c76af 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
 
-// #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation) TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 
 #include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::hipsycl::backend_exception
 #include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index 94247d27c..fcad8818d 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"
 
-// #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation) TODO: @breymar: remove ??
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 #include "plssvm/detail/string_utility.hpp"                    // plssvm::detail::{as_lower_case, contains}
 #include "plssvm/detail/utility.hpp"                           // plssvm::detail::contains
 #include "plssvm/target_platforms.hpp"                         // plssvm::target_platform, plssvm::determine_default_target_platform
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index a672adffa..f4acdff9d 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -15,15 +15,15 @@
     #include "CL/cl.h"                                          // cl_mem
     #include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
 #endif
-// #if defined(PLSSVM_HAS_SYCL_BACKEND) TODO: @breymar: remove ??
-//     // used for explicitly instantiating the SYCL backend
-//     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-//         #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue
-//     #endif
-//     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-//         #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue
-//     #endif
-// #endif
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    // used for explicitly instantiating the SYCL backend
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+        #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue
+    #endif
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+        #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue
+    #endif
+#endif
 
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::gpu_device_ptr_exception

From 2cc47e1c32d645cb266563560fd263eb778463ad Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 15:16:43 +0100
Subject: [PATCH 0619/1010] fix hipSYCL include

---
 include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
index e14a5dc32..496a17c2b 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_DETAIL_QUEUE_IMPL_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue
+#include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue
 
 #include "sycl/sycl.hpp"  // sycl::queue
 

From 237bcbc2f3ada86f0010243220c6019ce8e96881 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 15:51:43 +0100
Subject: [PATCH 0620/1010] increase dpcpp version TODO: remove rm afterwards

---
 .jenkins/Jenkinsfile-Tests-CPU        | 3 ++-
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 3 ++-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 3 ++-
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 3 ++-
 4 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index a03b8ae2c..6f1ca53e2 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,8 +116,9 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
+                rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 3cfebc4bf..b6f04ca9f 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -138,8 +138,9 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
+                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index b14951b3a..c989c2231 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -116,8 +116,9 @@ pipeline {
             steps{
                 sh '''
                     module load cuda/11.2.2
+                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index e898748ae..38400a24d 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -138,7 +138,8 @@ pipeline {
                 sh '''
                     srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                     module load cuda/11.2.2 &&\
-                    git clone --dept 1 --branch 2022-06 https://github.com/intel/llvm.git llvm  || true; \
+                    rm -rf llvm &&\
+                    git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm  || true; \
                     cd llvm &&\
                     python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
                     python buildbot/compile.py &&\

From 8ec16d86764d930c252df892c559df898eae8f42 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 27 Dec 2022 15:58:37 +0100
Subject: [PATCH 0621/1010] use a actual dpcpp version

---
 .jenkins/Jenkinsfile-Tests-CPU        | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 2 +-
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 6f1ca53e2..cc572b922 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -118,7 +118,7 @@ pipeline {
                 sh '''
                 rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index b6f04ca9f..9f2f16d8d 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -140,7 +140,7 @@ pipeline {
                 sh '''
                     rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index c989c2231..f786aa711 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -118,7 +118,7 @@ pipeline {
                     module load cuda/11.2.2
                     rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 38400a24d..e7d96edac 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -139,7 +139,7 @@ pipeline {
                     srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                     module load cuda/11.2.2 &&\
                     rm -rf llvm &&\
-                    git clone --dept 1 --branch 2022-11 https://github.com/intel/llvm.git llvm  || true; \
+                    git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm  || true; \
                     cd llvm &&\
                     python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
                     python buildbot/compile.py &&\

From 429ff74a64062eec0b21b896677fe435bc944d9d Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 28 Dec 2022 08:38:22 +0100
Subject: [PATCH 0622/1010] rebuild hipsycl

---
 .jenkins/Jenkinsfile-Tests-CPU        | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 2 +-
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 3 +--
 4 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index cc572b922..0856aed3e 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,7 +116,6 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
-                rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
                         git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
                         cd llvm
@@ -141,6 +140,7 @@ pipeline {
         stage('Build HipSYCL') {
             steps{
                 sh '''
+                rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
                         git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 9f2f16d8d..671e9d780 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -138,7 +138,6 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
-                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
                         git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
                         cd llvm
@@ -164,6 +163,7 @@ pipeline {
         stage('Build HipSYCL') {
             steps{
                 sh '''
+                rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
                         git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index f786aa711..244a99784 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -116,7 +116,6 @@ pipeline {
             steps{
                 sh '''
                     module load cuda/11.2.2
-                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
                         git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
                         cd llvm
@@ -142,6 +141,7 @@ pipeline {
             steps{
                 sh '''
                     module load cuda/11.2.2
+                    rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
                         git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index e7d96edac..def6b7676 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -138,7 +138,6 @@ pipeline {
                 sh '''
                     srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                     module load cuda/11.2.2 &&\
-                    rm -rf llvm &&\
                     git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm  || true; \
                     cd llvm &&\
                     python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
@@ -161,7 +160,7 @@ pipeline {
         stage('Build HipSYCL') {
             steps{
                 sh '''
-
+                    rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                             module load cuda/11.2.2; \

From fb6f9dd731145a897979fb61bf52468c221298b9 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 28 Dec 2022 08:47:32 +0100
Subject: [PATCH 0623/1010] other dpcpp Version

---
 .jenkins/Jenkinsfile-Tests-CPU        | 3 ++-
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 3 ++-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 3 ++-
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 3 ++-
 4 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 0856aed3e..1c14c25ed 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,8 +116,9 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
+                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 671e9d780..3bfddfb7f 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -138,8 +138,9 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
+                rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 244a99784..57396ea8e 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -116,8 +116,9 @@ pipeline {
             steps{
                 sh '''
                     module load cuda/11.2.2
+                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  sycl-nightly/20221227 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index def6b7676..37875a694 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -138,7 +138,8 @@ pipeline {
                 sh '''
                     srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                     module load cuda/11.2.2 &&\
-                    git clone --dept 1 --branch  2022-WW50  https://github.com/intel/llvm.git llvm  || true; \
+                    rm -rf llvm &&\
+                    git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm  || true; \
                     cd llvm &&\
                     python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
                     python buildbot/compile.py &&\

From 8c0b9293b276aacafab34d96761c4d367e1bbca1 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 28 Dec 2022 09:15:56 +0100
Subject: [PATCH 0624/1010] force delete hipsycl

---
 .jenkins/Jenkinsfile-Tests-CPU        | 1 +
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 1 +
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 1 +
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 1 +
 4 files changed, 4 insertions(+)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 1c14c25ed..d07a7abf4 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -144,6 +144,7 @@ pipeline {
                 rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
+                        rm -rf hipSYCL
                         git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
                         mkdir build
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 3bfddfb7f..e668008f7 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -167,6 +167,7 @@ pipeline {
                 rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
+                        rm -rf hipSYCL
                         git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
                         mkdir build
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 57396ea8e..d894213ed 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -145,6 +145,7 @@ pipeline {
                     rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
+                        rm -rf hipSYCL
                         git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
                         mkdir build
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 37875a694..e63393d6f 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -166,6 +166,7 @@ pipeline {
                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                             module load cuda/11.2.2; \
                             mkdir $HIPSYCL_PATH; \
+                            rm -rf hipSYCL ; \
                             git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL  || true; \
                             cd hipSYCL && \
                             mkdir build && \

From aa820b38784f2d2c7f1a599d4d92e48c27ea1b48 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 28 Dec 2022 09:16:38 +0100
Subject: [PATCH 0625/1010] use cached dpcpp again

---
 .jenkins/Jenkinsfile-Tests-CPU        | 1 -
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 1 -
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 1 -
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 1 -
 4 files changed, 4 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index d07a7abf4..7103dab3d 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,7 +116,6 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
-                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
                         git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm
                         cd llvm
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index e668008f7..f3e831e7b 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -138,7 +138,6 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
-                rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
                         git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm
                         cd llvm
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index d894213ed..b45c255d0 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -116,7 +116,6 @@ pipeline {
             steps{
                 sh '''
                     module load cuda/11.2.2
-                    rm -rf llvm
 		            if [ ! -d "llvm/build" ]; then
                         git clone --dept 1 --branch  sycl-nightly/20221227 https://github.com/intel/llvm.git llvm
                         cd llvm
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index e63393d6f..231ea5159 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -138,7 +138,6 @@ pipeline {
                 sh '''
                     srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                     module load cuda/11.2.2 &&\
-                    rm -rf llvm &&\
                     git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm  || true; \
                     cd llvm &&\
                     python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\

From 7c20b51492c11caed0aceb8f8a3c0152a49e8e2e Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 28 Dec 2022 13:08:48 +0100
Subject: [PATCH 0626/1010] hipsycl develop and remove rms

---
 .jenkins/Jenkinsfile-Tests-CPU        |  4 +---
 .jenkins/Jenkinsfile-Tests-GPU_AMD    |  4 +---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA |  4 +---
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 10 +++++-----
 4 files changed, 8 insertions(+), 14 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 7103dab3d..38780f808 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -140,11 +140,9 @@ pipeline {
         stage('Build HipSYCL') {
             steps{
                 sh '''
-                rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
-                        rm -rf hipSYCL
-                        git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
+                        git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
                         mkdir build
                         cd build
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index f3e831e7b..c08af998f 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -163,11 +163,9 @@ pipeline {
         stage('Build HipSYCL') {
             steps{
                 sh '''
-                rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
-                        rm -rf hipSYCL
-                        git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
+                        git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
                         mkdir build
                         cd build
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index b45c255d0..e371935b9 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -141,11 +141,9 @@ pipeline {
             steps{
                 sh '''
                     module load cuda/11.2.2
-                    rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
-                        rm -rf hipSYCL
-                        git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL
+                        git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
                         mkdir build
                         cd build
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 231ea5159..2987232fe 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -165,16 +165,16 @@ pipeline {
                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                             module load cuda/11.2.2; \
                             mkdir $HIPSYCL_PATH; \
-                            rm -rf hipSYCL ; \
-                            git clone --dept 1 --branch v0.9.3 https://github.com/illuhad/hipSYCL.git hipSYCL  || true; \
+
+                            git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL  || true; \
                             cd hipSYCL && \
                             mkdir build && \
                             cd build && \
                             cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \
                             make -j && \
-                            make install && \
-                            cd $WORKSPACE; \
-                            rm -rf hipSYCL"
+                            make install "
+                        cd $WORKSPACE
+                        rm -rf hipSYCL
                     fi
                     '''
 

From 77cc04dba69c16fc6c49ce6e871d424f035a0986 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 30 Dec 2022 14:13:39 +0100
Subject: [PATCH 0627/1010] broken hipsycl test

---
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index d31440a35..aca640a40 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -102,7 +102,7 @@ TEST_F(hipSYCLCSVM, construct_target_and_named_args) {
 #endif
 #if defined(PLSSVM_HAS_AMD_TARGET)
     EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+    // EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 })); // TODO: @breyerml which wone would you like to test?
     EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
 #else
     EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd,

From 4b86e415308f13b90da7a061368ac79e2c0527d5 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 30 Dec 2022 14:44:37 +0100
Subject: [PATCH 0628/1010] broken dpcpp test

---
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 363ce6675..2779f81b8 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -102,7 +102,7 @@ TEST_F(DPCPPCSVM, construct_target_and_named_args) {
 #endif
 #if defined(PLSSVM_HAS_AMD_TARGET)
     EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+    // EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 })); // TODO: @breyerml which wone would you like to test?
     EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
 #else
     EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd,

From 69aeae8904589d8702d2bbc07e19a14cf10c29a3 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 30 Dec 2022 15:05:26 +0100
Subject: [PATCH 0629/1010] AMD jenkins

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index f3e831e7b..1cc6fd42f 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -139,8 +139,9 @@ pipeline {
             steps{
                 sh '''
 		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm
+                        git clone https://github.com/intel/llvm.git llvm
                         cd llvm
+                        git checkout 8ca7d50456bde7f144eb5779bc6131bae841c1bb
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
                         cmake --build build -- omp
@@ -149,11 +150,11 @@ pipeline {
 
                 '''
                 script{
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$LIBRARY_PATH"
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
                     env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include/sycl:$CPLUS_INCLUDE_PATH"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
                 }
 
             }
@@ -163,7 +164,6 @@ pipeline {
         stage('Build HipSYCL') {
             steps{
                 sh '''
-                rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ]; then
                         mkdir $HIPSYCL_PATH
                         rm -rf hipSYCL

From 46b3fefede4349d39e1e2d731c232456ab363fdf Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 30 Dec 2022 15:10:10 +0100
Subject: [PATCH 0630/1010] AMD jenkins

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 1cc6fd42f..375d63169 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -143,9 +143,7 @@ pipeline {
                         cd llvm
                         git checkout 8ca7d50456bde7f144eb5779bc6131bae841c1bb
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
-                        python buildbot/compile.py
-                        cmake --build build -- omp
-                        cmake --build build -- install
+                        python buildbot/compile.py -t deploy-sycl-toolchain -t omp -t install
                     fi
 
                 '''

From 6d388d1dc18c801e9722e11b6a6c671188cdfbca Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Fri, 30 Dec 2022 16:41:04 +0100
Subject: [PATCH 0631/1010] rm library path

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index d7b509a9c..3566a4f77 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -148,7 +148,7 @@ pipeline {
 
                 '''
                 script{
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$LIBRARY_PATH"
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
                     env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include/sycl:$CPLUS_INCLUDE_PATH"

From 6967fb2f5528cc086d47b7e422b695fc02d7a09d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 10:46:19 +0100
Subject: [PATCH 0632/1010] Remove unused header.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 27 +++++++++----------
 1 file changed, 13 insertions(+), 14 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 78e25699a..13a989cb4 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -8,20 +8,19 @@
 
 #include "plssvm/backends/OpenCL/detail/utility.hpp"
 
-#include "plssvm/backends/OpenCL/detail/command_queue.hpp"                       // plssvm::opencl::detail::command_queue
-#include "plssvm/backends/OpenCL/detail/context.hpp"                             // plssvm::opencl::detail::context
-#include "plssvm/backends/OpenCL/detail/error_code.hpp"                          // plssvm::opencl::detail::error_code
-#include "plssvm/backends/OpenCL/detail/kernel.hpp"                              // plssvm::opencl::detail::compute_kernel_name, plssvm::opencl::detail::kernel
-#include "plssvm/backends/OpenCL/exceptions.hpp"                                 // plssvm::opencl::backend_exception
-// #include "plssvm/backends/autogenerated/OpenCL/detail/kernel_source_string.hpp"  // plssvm::opencl::detail::kernel_src_string //TODO: @breyerml remove this not anymore generated header?
-#include "plssvm/constants.hpp"                                                  // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
-#include "plssvm/detail/arithmetic_type_name.hpp"                                // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/sha256.hpp"                                              // plssvm::detail::sha256
-#include "plssvm/detail/string_conversion.hpp"                                   // plssvm::detail::extract_first_integer_from_string
-#include "plssvm/detail/string_utility.hpp"                                      // plssvm::detail::replace_all, plssvm::detail::to_lower_case, plssvm::detail::contains
-#include "plssvm/detail/utility.hpp"                                             // plssvm::detail::erase_if
-#include "plssvm/exceptions/exceptions.hpp"                                      // plssvm::unsupported_kernel_type_exception, plssvm::invalid_file_format_exception
-#include "plssvm/target_platforms.hpp"                                           // plssvm::target_platform
+#include "plssvm/backends/OpenCL/detail/command_queue.hpp"  // plssvm::opencl::detail::command_queue
+#include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
+#include "plssvm/backends/OpenCL/detail/error_code.hpp"     // plssvm::opencl::detail::error_code
+#include "plssvm/backends/OpenCL/detail/kernel.hpp"         // plssvm::opencl::detail::compute_kernel_name, plssvm::opencl::detail::kernel
+#include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
+#include "plssvm/constants.hpp"                             // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
+#include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/sha256.hpp"                         // plssvm::detail::sha256
+#include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::extract_first_integer_from_string
+#include "plssvm/detail/string_utility.hpp"                 // plssvm::detail::replace_all, plssvm::detail::to_lower_case, plssvm::detail::contains
+#include "plssvm/detail/utility.hpp"                        // plssvm::detail::erase_if
+#include "plssvm/exceptions/exceptions.hpp"                 // plssvm::unsupported_kernel_type_exception, plssvm::invalid_file_format_exception
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
 #include "CL/cl.h"        // cl_program, cl_platform_id, cl_device_id, cl_uint, cl_device_type, cl_context,
                           // CL_DEVICE_NAME, CL_QUEUE_DEVICE, CL_DEVICE_TYPE_ALL, CL_DEVICE_TYPE_CPU, CL_DEVICE_TYPE_GPU, CL_DEVICE_VENDOR, CL_PROGRAM_BUILD_LOG, CL_PROGRAM_BINARY_SIZES, CL_PROGRAM_BINARIES,

From cf6c0014b7d2dc6d125e7699e94b4df6e71d475c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:11:07 +0100
Subject: [PATCH 0633/1010] Comment out failing test with ASCII control
 characters.

---
 tests/version/git_metadata/git_metadata.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index e53045db7..869698bf5 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -95,7 +95,7 @@ TEST(GitMetadata, branch) {
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith(".")));                    // must not start with a .a
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith(".lock")));                  // must not end with .lock
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("..")));                     // must not end with .. anywhere
-        // EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere // TODO:@breyerml fix this no idea what you wanted to test here
+        // EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(~|\\^|:)+")));        // must not contain a ~, ^ or : anywhere
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(\\?|\\[|\\*)+")));    // must not contain ?, [ or * anywhere
         EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith("/")));                    // must not start with a /

From 81c811405b78d575d288293cd105e556cd54736d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:11:55 +0100
Subject: [PATCH 0634/1010] Fix error in test if the CUDA backend isn't
 available.

---
 tests/csvm_factory.cpp | 17 ++++++++++++-----
 1 file changed, 12 insertions(+), 5 deletions(-)

diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index d4510f14c..9abacd1ee 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -200,11 +200,18 @@ TEST(CSVMFactory, invalid_backend) {
                       plssvm::unsupported_backend_exception,
                       "Unrecognized backend provided!");
 }
-// TEST(CSVMFactory, invalid_constructor_parameter) { // TODO:@breyerml this testcase makes no sense here. we get an other exception if the cuda backend is not build!
-//     EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::automatic),
-//                       plssvm::unsupported_backend_exception,
-//                       "Provided invalid (named) arguments for the cuda backend!");
-// }
+ TEST(CSVMFactory, invalid_constructor_parameter) {
+    constexpr plssvm::backend_type backend = plssvm::backend_type::cuda;
+    if constexpr (plssvm::csvm_backend_exists_v<plssvm::backend_type::cuda>) {
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::automatic),
+                          plssvm::unsupported_backend_exception,
+                          "Provided invalid (named) arguments for the cuda backend!");
+    } else {
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda),
+                          plssvm::unsupported_backend_exception,
+                          "No cuda backend available!");
+    }
+ }
 
 template <typename T>
 class SYCLCSVMFactory : public CSVMFactory<T> {};

From 3fc2284cd180bcdaee7142ccc747b5c4b1219d5a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:12:55 +0100
Subject: [PATCH 0635/1010] Fix error in OpenCL constructor test.

---
 tests/backends/OpenCL/opencl_csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index ebea5724d..6978d2ecf 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -85,7 +85,7 @@ TEST_F(OpenCLCSVM, construct_target_and_named_args) {
 #endif
 #if defined(PLSSVM_HAS_AMD_TARGET)
     EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 }));
+    EXPECT_NO_THROW((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }));
 #else
     EXPECT_THROW_WHAT((plssvm::opencl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
                       plssvm::opencl::backend_exception,

From d80ab8f5cf77656be3295a127bd72cdf4d5fdbf5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:16:54 +0100
Subject: [PATCH 0636/1010] Remove unnecessary CUDA specific include.

---
 tests/backends/CUDA/detail/utility.cu | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/tests/backends/CUDA/detail/utility.cu b/tests/backends/CUDA/detail/utility.cu
index d7b195f29..8e6dcf424 100644
--- a/tests/backends/CUDA/detail/utility.cu
+++ b/tests/backends/CUDA/detail/utility.cu
@@ -8,11 +8,6 @@
  * @brief Tests for the custom utility functions related to the CUDA backend.
  */
 
-// necessary only for compiling the tests
-#if __has_include("cuda_runtime.h")
-    #include "cuda_runtime.h"  // cudaError_t
-#endif
-
 #include "plssvm/backends/CUDA/detail/utility.cuh"  // PLSSVM_CUDA_ERROR_CHECK, plssvm::cuda::detail::{gpu_assert, get_device_count, set_device, device_synchronize}
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception

From 42262f42c96af917d64a3841f0cd8296031a7111 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:33:36 +0100
Subject: [PATCH 0637/1010] Update the NVIDIA GPU Jenkins file.

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 107 ++++++++++++++------------
 1 file changed, 58 insertions(+), 49 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index e371935b9..a5678f23b 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -43,9 +43,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
+        DPCPP_FORCE_REBUILD = "FALSE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
     }
 
     stages {
@@ -54,12 +56,12 @@ pipeline {
                 dir('plssvm') {
                     sh '''
                         gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                        curl --verbose\
-                            --request POST \
-                            --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                            --header "Content-Type: application/json" \
-                            --header "authorization: Bearer ${gitlab_token}" \
-                            --data "{
+                        curl --verbose \
+                             --request POST \
+                             --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                             --header "Content-Type: application/json" \
+                             --header "authorization: Bearer ${gitlab_token}" \
+                             --data "{
                                 \\"state\\": \\"pending\\",
                                 \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
                                 \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",
@@ -84,45 +86,44 @@ pipeline {
             }
         }
 
-        stage('install ninja and cmake') {
+        stage('Install Ninja and CMake') {
             steps{
                 sh '''
+                    # download Ninja
                     if [ ! -f ninja ]; then
                         wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
                         unzip ninja-linux.zip
                         rm ninja-linux.zip*
                     fi
 
-
+                    # download cmake
                     if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
                         wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
                         tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
                         rm cmake-3.24.1-linux-x86_64.tar.gz*
                     fi
-
-
-                    '''
-                    script{
-                        env.PATH="$WORKSPACE:$PATH"
-                        env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
-                    }
-
+                '''
+                script{
+                    env.PATH="$WORKSPACE:$PATH"
+                    env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                }
             }
         }
 
-
-
         stage('Build DPCPP') {
             steps{
                 sh '''
                     module load cuda/11.2.2
-		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch  sycl-nightly/20221227 https://github.com/intel/llvm.git llvm
+		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+		                rm -rf llvm
+                        git clone --dept 1 --branch sycl-nightly/20221102 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
                         cmake --build build -- omp
                         cmake --build build -- install
+
+                        rm -rf "$HIPSYCL_PATH"
                     fi
                 '''
                 script{
@@ -132,19 +133,21 @@ pipeline {
                     env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
                     env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
                 }
-
             }
         }
 
-
         stage('Build HipSYCL') {
             steps{
                 sh '''
                     module load cuda/11.2.2
-		            if [ ! -d "$HIPSYCL_PATH" ]; then
+		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                        rm -rf hipSYCL
+                        rm -rf "$HIPSYCL_PATH"
+
                         mkdir $HIPSYCL_PATH
-                        git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL
+                        git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
+                        git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4
                         mkdir build
                         cd build
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
@@ -153,8 +156,7 @@ pipeline {
                         cd $WORKSPACE
                         rm -rf hipSYCL
                     fi
-                    '''
-
+                '''
                 script{
                     env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
                     env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
@@ -162,8 +164,11 @@ pipeline {
                 }
             }
         }
+
+        //
         // Release
-        // CUDA backend
+        //
+
         stage('Build PLSSVM Release - CUDA') {
             steps {
                 dir('plssvm') {
@@ -184,13 +189,13 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                             ctest -j4 --no-compress-output -T Test
+                            ctest -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
-        // OpenCL backend
+
         stage('Build PLSSVM Release - OpenCL') {
             steps {
                 dir('plssvm') {
@@ -217,7 +222,7 @@ pipeline {
                 }
             }
         }
-        // hipSYCL backend
+
         stage('Build PLSSVM Release - hipSYCL') {
             steps {
                 dir('plssvm') {
@@ -244,7 +249,7 @@ pipeline {
                 }
             }
         }
-        // DPC++ backend
+
         stage('Build PLSSVM Release - DPC++') {
             steps {
                 dir('plssvm') {
@@ -271,6 +276,7 @@ pipeline {
                 }
             }
         }
+
         // CUDA + OpenCL + hipSYCL + DPC++ backends simultaneously
         stage('Build PLSSVM Release - All Available') {
             steps {
@@ -298,8 +304,11 @@ pipeline {
                 }
             }
         }
+
+        //
         // Debug
-        // CUDA backend
+        //
+
         stage('Build PLSSVM Debug - CUDA') {
             steps {
                 dir('plssvm') {
@@ -326,7 +335,7 @@ pipeline {
                 }
             }
         }
-        // OpenCL backend
+
         stage('Build PLSSVM Debug - OpenCL') {
             steps {
                 dir('plssvm') {
@@ -353,7 +362,7 @@ pipeline {
                 }
             }
         }
-        // hipSYCL backend
+
         stage('Build PLSSVM Debug - hipSYCL') {
             steps {
                 dir('plssvm') {
@@ -440,11 +449,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"success\\",
                         \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",
@@ -459,11 +468,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"failure\\",
                         \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",
@@ -478,11 +487,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"error\\",
                         \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",

From 5b84aa1eb7c7ad868e98993221fe8ed9aa57b1f5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:36:18 +0100
Subject: [PATCH 0638/1010] Fix error in SYCL constructor tests.

---
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   | 2 +-
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 2779f81b8..8e57bbfb0 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -102,7 +102,7 @@ TEST_F(DPCPPCSVM, construct_target_and_named_args) {
 #endif
 #if defined(PLSSVM_HAS_AMD_TARGET)
     EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    // EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 })); // TODO: @breyerml which wone would you like to test?
+    EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }));
     EXPECT_NO_THROW((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
 #else
     EXPECT_THROW_WHAT((plssvm::dpcpp::csvm{ plssvm::target_platform::gpu_amd,
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index aca640a40..6b105ed56 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -102,7 +102,7 @@ TEST_F(hipSYCLCSVM, construct_target_and_named_args) {
 #endif
 #if defined(PLSSVM_HAS_AMD_TARGET)
     EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
-    // EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::kernel_type = plssvm::cost = 2.0 })); // TODO: @breyerml which wone would you like to test?
+    EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }));
     EXPECT_NO_THROW((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd, plssvm::sycl_kernel_invocation_type = plssvm::sycl::kernel_invocation_type::nd_range }));
 #else
     EXPECT_THROW_WHAT((plssvm::hipsycl::csvm{ plssvm::target_platform::gpu_amd,

From a212a7129f39f2eea58c31142277032fbafeac08 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:49:21 +0100
Subject: [PATCH 0639/1010] Enable DPC++ Debug tests.

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 59 ++++++++++++---------------
 1 file changed, 27 insertions(+), 32 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index a5678f23b..006ed5d6a 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -389,38 +389,33 @@ pipeline {
                 }
             }
         }
-        // DPC++ backend
-        // stage('Build PLSSVM Debug - DPC++') {
-        //     steps {
-        //         dir('plssvm') {
-        //             sh '''
-        //                 source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-        //                 module use /home/breyerml/.modulefiles/
-        //                 module load network_dpcpp_cuda
-        //                 mkdir -p build/Debug
-        //                 cd build/Debug
-        //                 rm -rf *
-        //                 cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-        //                 make -j4
-        //             '''
-        //         }
-        //     }
-        // }
-        // stage('Run Tests Debug - DPC++') {
-        //     steps {
-        //         dir('plssvm') {
-        //             warnError('Debug tests failed!') {
-        //                 sh '''
-        //                     source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-        //                     module use /home/breyerml/.modulefiles/
-        //                     module load network_dpcpp_cuda
-        //                     cd build/Debug
-        //                     ctest -j4 --no-compress-output -T Test
-        //                 '''
-        //             }
-        //         }
-        //     }
-        // }
+
+        stage('Build PLSSVM Debug - DPC++') {
+            steps {
+                dir('plssvm') {
+                    sh '''
+                        module load cuda/11.2.2
+                        mkdir -p build/Debug_dpcpp
+                        cd build/Debug_dpcpp
+                        rm -rf *
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                        make -j4
+                    '''
+                }
+            }
+        }
+        stage('Run Tests Debug - DPC++') {
+            steps {
+                dir('plssvm/build/Debug_dpcpp') {
+                    warnError('Debug tests failed!') {
+                        sh '''
+                            module load cuda/11.2.2
+                            ctest -j4 --no-compress-output -T Test
+                        '''
+                    }
+                }
+            }
+        }
     }
     post {
         always {

From 0a93643629f04a0b5321e08f50e03b961c4885c6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:55:06 +0100
Subject: [PATCH 0640/1010] Use newest nightly DPC++.

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 006ed5d6a..17a9feebd 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -43,11 +43,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "FALSE"
+        DPCPP_FORCE_REBUILD = "TRUE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
+        HIPSYCL_FORCE_REBUILD = "TRUE"
     }
 
     stages {
@@ -116,7 +116,7 @@ pipeline {
                     module load cuda/11.2.2
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20221102 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py

From b5a62fea129f0eb661f073598134584712eeb065 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 11:59:56 +0100
Subject: [PATCH 0641/1010] Fix error when building PLSSVM with hipcc.

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 3566a4f77..58a7ec3e0 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -192,7 +192,7 @@ pipeline {
                         mkdir -p build/Release_HIP
                         cd build/Release_HIP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DCLANGRT_BUILTINS:FILEPATH=$DPCPP_PATH/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu/libclang_rt.builtins.a ../../
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
                         make -j
                     '''
                 }

From f88fb412c2362140d87dc6559029af8107d260e3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 12:12:49 +0100
Subject: [PATCH 0642/1010] Fix error in csvm_factory tests.

---
 tests/csvm_factory.cpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 9abacd1ee..4d3ed3991 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -201,8 +201,7 @@ TEST(CSVMFactory, invalid_backend) {
                       "Unrecognized backend provided!");
 }
  TEST(CSVMFactory, invalid_constructor_parameter) {
-    constexpr plssvm::backend_type backend = plssvm::backend_type::cuda;
-    if constexpr (plssvm::csvm_backend_exists_v<plssvm::backend_type::cuda>) {
+    if constexpr (plssvm::csvm_backend_exists_v<plssvm::cuda::csvm>) {
         EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::automatic),
                           plssvm::unsupported_backend_exception,
                           "Provided invalid (named) arguments for the cuda backend!");

From 0189bbf0b33f81ceca07a69d6e817f623642d664 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 9 Jan 2023 17:40:50 +0100
Subject: [PATCH 0643/1010] Update Jenkins files.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 172 +++++++++---------
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 239 +++++++++++++-------------
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA |  40 +++--
 3 files changed, 227 insertions(+), 224 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 38780f808..af3c1f6c7 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -44,9 +44,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
+        DPCPP_FORCE_REBUILD = "TRUE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
+        HIPSYCL_FORCE_REBUILD = "TRUE"
     }
 
     stages {
@@ -56,11 +58,11 @@ pipeline {
                     sh '''
                         gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                         curl --verbose\
-                            --request POST \
-                            --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                            --header "Content-Type: application/json" \
-                            --header "authorization: Bearer ${gitlab_token}" \
-                            --data "{
+                             --request POST \
+                             --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                             --header "Content-Type: application/json" \
+                             --header "authorization: Bearer ${gitlab_token}" \
+                             --data "{
                                 \\"state\\": \\"pending\\",
                                 \\"context\\": \\"Jenkins CPU tests\\",
                                 \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
@@ -85,44 +87,43 @@ pipeline {
             }
         }
 
-        stage('install ninja and cmake') {
+        stage('Install Ninja and CMake') {
             steps{
                 sh '''
+                    # download Ninja
                     if [ ! -f ninja ]; then
                         wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
                         unzip ninja-linux.zip
                         rm ninja-linux.zip*
                     fi
 
-
+                    # download CMake
                     if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
                         wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
                         tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
                         rm cmake-3.24.1-linux-x86_64.tar.gz*
                     fi
-
-
-                    '''
-                    script{
-                        env.PATH="$WORKSPACE:$PATH"
-                        env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
-                    }
-
+                '''
+                script{
+                    env.PATH="$WORKSPACE:$PATH"
+                    env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                }
             }
         }
 
-
-
         stage('Build DPCPP') {
             steps{
                 sh '''
-		            if [ ! -d "llvm/build" ]; then
-                        git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm
+		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+                        rm -rf llvm
+                        git clone --dept 1 --branch  sycl-nightly/20221227 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
                         cmake --build build -- omp
                         cmake --build build -- install
+
+                        rm -rf "$HIPSYCL_PATH"
                     fi
                 '''
                 script{
@@ -132,18 +133,20 @@ pipeline {
                     env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
                     env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
                 }
-
             }
         }
 
-
-        stage('Build HipSYCL') {
+        # TODO: with omp.accelerated?
+        stage('Build hipSYCL') {
             steps{
                 sh '''
-		            if [ ! -d "$HIPSYCL_PATH" ]; then
-                        mkdir $HIPSYCL_PATH
-                        git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL
+		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                        rm -rf hipSYCL
+                        rm -rf "$HIPSYCL_PATH"
+
+                        git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
+                        git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4
                         mkdir build
                         cd build
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
@@ -152,8 +155,7 @@ pipeline {
                         cd $WORKSPACE
                         rm -rf hipSYCL
                     fi
-                    '''
-
+                '''
                 script{
                     env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
                     env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
@@ -162,8 +164,7 @@ pipeline {
             }
         }
 
-
-        stage('spack and pocl') {
+        stage('spack and PoCL') {
             steps{
                 sh '''
                     if [ ! -d "spack" ]; then
@@ -175,15 +176,15 @@ pipeline {
                     source spack/share/spack/setup-env.sh
 
                     spack install  pocl@1.8+distro
-                    '''
+                '''
             }
         }
 
-
-
         // TODO: enable DPC++ on CPUs (missing OpenCL CPU runtime)
+        //
         // Release
-        // OpenMP backend
+        //
+
         stage('Build PLSSVM Release - OpenMP') {
             steps {
                 dir('plssvm') {
@@ -202,13 +203,13 @@ pipeline {
                 dir('plssvm/build/Release_OpenMP') {
                     warnError('Release tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
-        // OpenCL backend
+
         stage('Build PLSSVM Release - OpenCL') {
             steps {
                 dir('plssvm') {
@@ -233,13 +234,13 @@ pipeline {
                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
                             spack load pocl
                             export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
-        // SYCL backend: hipSYCL
+
         stage('Build PLSSVM Release - hipSYCL') {
             steps {
                 dir('plssvm') {
@@ -258,7 +259,7 @@ pipeline {
                 dir('plssvm/build/Release_hipSYCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -291,14 +292,17 @@ pipeline {
     //                        spack load pocl
     //                        module load network_hipsycl_cpu_pocl
     //                        cd build/Release
-    //                        ctest -j4 --no-compress-output -T Test
+    //                        ctest --output-on-failure -j4 --no-compress-output -T Test
     //                    '''
     //                }
     //            }
     //        }
     //    }
+
+        //
         // Debug
-        // OpenMP backend
+        //
+
         stage('Build PLSSVM Debug - OpenMP') {
             steps {
                 dir('plssvm') {
@@ -317,13 +321,13 @@ pipeline {
                 dir('plssvm/build/Debug_OpenMP') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
-        // OpenCL backend
+
         stage('Build PLSSVM Debug - OpenCL') {
             steps {
                 dir('plssvm') {
@@ -348,38 +352,39 @@ pipeline {
                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
                             spack load pocl
                             export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
+
         // SYCL backend: hipSYCL TODO: fix
-        // stage('Build PLSSVM Debug - hipSYCL') {
-        //     steps {
-        //         dir('plssvm') {
-        //             sh '''
+        stage('Build PLSSVM Debug - hipSYCL') {
+            steps {
+                dir('plssvm') {
+                    sh '''
+                        mkdir -p build/Debug_hipSYCL
+                        cd build/Debug_hipSYCL
+                        rm -rf *
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        make -j4
+                    '''
+                }
+            }
+        }
+        stage('Run Tests Debug - hipSYCL') {
+            steps {
+                dir('plssvm/build/Debug_hipSYCL') {
+                    warnError('Release tests failed!') {
+                        sh '''
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                        '''
+                    }
+                }
+            }
+        }
 
-        //                 mkdir -p build/Debug_hipSYCL
-        //                 cd build/Debug_hipSYCL
-        //                 rm -rf *
-        //                 cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-        //                 make -j4
-        //             '''
-        //         }
-        //     }
-        // }
-        // stage('Run Tests Debug - hipSYCL') {
-        //     steps {
-        //         dir('plssvm/build/Debug_hipSYCL') {
-        //             warnError('Release tests failed!') {
-        //                 sh '''
-        //                     ctest -j4 --no-compress-output -T Test
-        //                 '''
-        //             }
-        //         }
-        //     }
-        // }
         // Coverage Analysis
         stage('Perform Coverage Analysis') {
             steps {
@@ -401,6 +406,7 @@ pipeline {
             }
         }
     }
+
     post {
         always {
             // Process the CTest xml output with the xUnit plugin
@@ -408,7 +414,6 @@ pipeline {
                 testTimeMargin: '3000',
                 thresholdMode: 1,
                 thresholds: [
-                    skipped(failureThreshold: '0'),
                     failed(failureThreshold: '0')
                 ],
                 tools: [CTest(
@@ -419,7 +424,6 @@ pipeline {
                     stopProcessingIfError: true
                 )]
             )
-
         }
         success {
             script {
@@ -428,11 +432,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"success\\",
                         \\"context\\": \\"Jenkins CPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
@@ -447,11 +451,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"failure\\",
                         \\"context\\": \\"Jenkins CPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
@@ -466,11 +470,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"error\\",
                         \\"context\\": \\"Jenkins CPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 58a7ec3e0..893ecb5b7 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -49,14 +49,13 @@ pipeline {
         // ROCM / HIP
         ROCM_PATH = "/opt/rocm-5.3.3"
 
-
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-
+        DPCPP_FORCE_REBUILD = "FALSE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-
+        HIPSYCL_FORCE_REBUILD = "FALSE"
     }
 
     stages {
@@ -66,11 +65,11 @@ pipeline {
                     sh '''
                         gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                         curl --verbose\
-                            --request POST \
-                            --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                            --header "Content-Type: application/json" \
-                            --header "authorization: Bearer ${gitlab_token}" \
-                            --data "{
+                             --request POST \
+                             --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                             --header "Content-Type: application/json" \
+                             --header "authorization: Bearer ${gitlab_token}" \
+                             --data "{
                                 \\"state\\": \\"pending\\",
                                 \\"context\\": \\"Jenkins AMD GPU tests\\",
                                 \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
@@ -95,7 +94,7 @@ pipeline {
             }
         }
 
-        stage('set ROCm PATHs') {
+        stage('Set ROCm PATHs') {
             steps{
                 script{
                     env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
@@ -104,68 +103,69 @@ pipeline {
                 }
             }
         }
-        stage('install ninja and cmake') {
+        stage('Install Ninja and CMake') {
             steps{
                 sh '''
+                    # download Ninja
                     if [ ! -f ninja ]; then
                         wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
                         unzip ninja-linux.zip
                         rm ninja-linux.zip*
                     fi
 
-
+                    # download CMake
                     if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
                         wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
                         tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
                         rm cmake-3.24.1-linux-x86_64.tar.gz*
                     fi
-
-
-                    '''
-                    script{
-                        env.PATH="$WORKSPACE:$PATH"
-                        env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
-                        env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
-                        env.CPLUS_INCLUDE_PATH = "${ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
-                        env.CMAKE_PREFIX_PATH = "${ROCM_PATH}/hip:${ROCM_PATH}"
-                    }
-
+                '''
+                script{
+                    env.PATH="$WORKSPACE:$PATH"
+                    env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                    env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
+                    env.CPLUS_INCLUDE_PATH = "${ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
+                    env.CMAKE_PREFIX_PATH = "${ROCM_PATH}/hip:${ROCM_PATH}"
+                }
             }
         }
 
-
-
         stage('Build DPCPP') {
             steps{
                 sh '''
-		            if [ ! -d "llvm/build" ]; then
-                        git clone https://github.com/intel/llvm.git llvm
+		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+		                rm -rf llvm
+                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
                         cd llvm
-                        git checkout 8ca7d50456bde7f144eb5779bc6131bae841c1bb
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
-                        python buildbot/compile.py -t deploy-sycl-toolchain -t omp -t install
+                        python buildbot/compile.py
+                        cmake --build build -- omp
+                        cmake --build build -- install
                     fi
 
                 '''
                 script{
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include/sycl:$CPLUS_INCLUDE_PATH"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$CPLUS_INCLUDE_PATH"
                 }
 
             }
         }
 
-
-        stage('Build HipSYCL') {
+        stage('Build hipSYCL') {
             steps{
                 sh '''
-		            if [ ! -d "$HIPSYCL_PATH" ]; then
+		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+		                rm -rf hipSYCL
+                        rm -rf "$HIPSYCL_PATH"
+
                         mkdir $HIPSYCL_PATH
-                        git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL
+                        git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
+                        git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4
                         mkdir build
                         cd build
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
@@ -183,8 +183,11 @@ pipeline {
                 }
             }
         }
+
+        //
         // Release
-        // HIP backend
+        //
+
         stage('Build PLSSVM Release - HIP') {
             steps {
                 dir('plssvm') {
@@ -209,7 +212,7 @@ pipeline {
                 }
             }
         }
-        // OpenCL backend
+
         stage('Build PLSSVM Release - OpenCL') {
             steps {
                 dir('plssvm') {
@@ -234,7 +237,7 @@ pipeline {
                 }
             }
         }
-        // hipSYCL backend
+
         stage('Build PLSSVM Release - hipSYCL') {
             steps {
                 dir('plssvm') {
@@ -259,7 +262,7 @@ pipeline {
                 }
             }
         }
-        // DPC++ backend
+
         stage('Build PLSSVM Release - DPC++') {
             steps {
                 dir('plssvm') {
@@ -284,6 +287,7 @@ pipeline {
                 }
             }
         }
+
         // OpenCL + hipSYCL + DPC++ backends simultaneously
         stage('Build PLSSVM Release - All Available') {
             steps {
@@ -310,33 +314,37 @@ pipeline {
                 }
             }
         }
+
+        //
         // Debug
-        // HIP backend
-        // stage('Build PLSSVM Debug - HIP') {
-        //     steps {
-        //         dir('plssvm') {
-        //             sh '''
-        //                 mkdir -p build/Debug_HIP
-        //                 cd build/Debug_HIP
-        //                 rm -rf *
-        //                 cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=/usr/bin/clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-        //                 make -j4
-        //             '''
-        //         }
-        //     }
-        // }
-        // stage('Run Tests Debug - HIP') {
-        //     steps {
-        //         dir('plssvm/build/Debug_HIP') {
-        //             warnError('Debug tests failed!') {
-        //                 sh '''
-        //                     ctest -j4 --no-compress-output -T Test
-        //                 '''
-        //             }
-        //         }
-        //     }
-        // }
-        // OpenCL backend
+        //
+/*
+        stage('Build PLSSVM Debug - HIP') {
+            steps {
+                dir('plssvm') {
+                    sh '''
+                        mkdir -p build/Debug_HIP
+                        cd build/Debug_HIP
+                        rm -rf *
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=/usr/bin/clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        make -j4
+                    '''
+                }
+            }
+        }
+        stage('Run Tests Debug - HIP') {
+            steps {
+                dir('plssvm/build/Debug_HIP') {
+                    warnError('Debug tests failed!') {
+                        sh '''
+                            ctest -j4 --no-compress-output -T Test
+                        '''
+                    }
+                }
+            }
+        }
+*/
+
         stage('Build PLSSVM Debug - OpenCL') {
             steps {
                 dir('plssvm') {
@@ -361,7 +369,7 @@ pipeline {
                 }
             }
         }
-        // hipSYCL backend
+
         stage('Build PLSSVM Debug - hipSYCL') {
             steps {
                 dir('plssvm') {
@@ -386,41 +394,36 @@ pipeline {
                 }
             }
         }
-//        // DPC++ backend
-//        stage('Run Tests Debug - DPC++') {
-//            steps {
-//                dir('plssvm') {
-//                    sh '''
-//                        source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-//                        module use /home/breyerml/.modulefiles/
-//                        module load plssvm/pcsgs09/hip
-//                        module load plssvm/pcsgs09/dpcpp
-//                        mkdir -p build/Debug
-//                        cd build/Debug
-//                        rm -rf *
-//                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-//                        make -j4
-//                    '''
-//                }
-//            }
-//        }
-//        stage('Run Tests Debug - DPC++') {
-//            steps {
-//                dir('plssvm') {
-//                    warnError('Debug tests failed!') {
-//                        sh '''
-//                            source /import/sgs.local/scratch/breyerml/spack/share/spack/setup-env.sh
-//                            module use /home/breyerml/.modulefiles/
-//                            module load plssvm/pcsgs09/hip
-//                            module load plssvm/pcsgs09/dpcpp
-//                            cd build/Debug
-//                            ctest -j4 --no-compress-output -T Test
-//                        '''
-//                    }
-//                }
-//            }
-//        }
+
+/*
+        // causes a DPC++ (LLVM) internal Segmentation Fault
+        stage('Build PLSSVM Debug - DPC++') {
+            steps {
+                dir('plssvm') {
+                    sh '''
+                        mkdir -p build/Debug_DPCPP
+                        cd build/Debug_DPCPP
+                        rm -rf *
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                        make -j4
+                    '''
+                }
+            }
+        }
+        stage('Run Tests Debug - DPC++') {
+            steps {
+                dir('plssvm/build/Debug_DPCPP') {
+                    warnError('Debug tests failed!') {
+                        sh '''
+                            ctest -j4 --no-compress-output -T Test
+                        '''
+                    }
+                }
+            }
+        }
+*/
     }
+
     post {
         always {
             // Process the CTest xml output with the xUnit plugin
@@ -428,7 +431,6 @@ pipeline {
                 testTimeMargin: '3000',
                 thresholdMode: 1,
                 thresholds: [
-                    skipped(failureThreshold: '0'),
                     failed(failureThreshold: '0')
                 ],
                 tools: [CTest(
@@ -439,11 +441,6 @@ pipeline {
                     stopProcessingIfError: true
                 )]
             )
-            // cleanup
-            sh '''
-
-            '''
-
         }
         success {
             script {
@@ -452,11 +449,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"success\\",
                         \\"context\\": \\"Jenkins AMD GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
@@ -471,11 +468,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"failure\\",
                         \\"context\\": \\"Jenkins AMD GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
@@ -490,11 +487,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"error\\",
                         \\"context\\": \\"Jenkins AMD GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 17a9feebd..1dbf7d850 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -43,11 +43,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "TRUE"
+        DPCPP_FORCE_REBUILD = "FALSE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "TRUE"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
     }
 
     stages {
@@ -96,7 +96,7 @@ pipeline {
                         rm ninja-linux.zip*
                     fi
 
-                    # download cmake
+                    # download CMake
                     if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
                         wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
                         tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
@@ -116,7 +116,7 @@ pipeline {
                     module load cuda/11.2.2
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
@@ -127,16 +127,16 @@ pipeline {
                     fi
                 '''
                 script{
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$env.CPLUS_INCLUDE_PATH"
                 }
             }
         }
 
-        stage('Build HipSYCL') {
+        stage('Build hipSYCL') {
             steps{
                 sh '''
                     module load cuda/11.2.2
@@ -189,7 +189,7 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -216,7 +216,7 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -243,7 +243,7 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -270,7 +270,7 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -298,7 +298,7 @@ pipeline {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -329,7 +329,7 @@ pipeline {
                     warnError('Debug tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -356,7 +356,7 @@ pipeline {
                     warnError('Debug tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -372,7 +372,7 @@ pipeline {
                         cd build/Debug_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
+                        make --output-on-failure -j4
                     '''
                 }
             }
@@ -390,6 +390,8 @@ pipeline {
             }
         }
 
+/*
+        // causes a DPC++ (LLVM) internal Segmentation Fault
         stage('Build PLSSVM Debug - DPC++') {
             steps {
                 dir('plssvm') {
@@ -410,13 +412,15 @@ pipeline {
                     warnError('Debug tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
             }
         }
+*/
     }
+
     post {
         always {
             // Process the CTest xml output with the xUnit plugin
@@ -424,7 +428,6 @@ pipeline {
                 testTimeMargin: '3000',
                 thresholdMode: 1,
                 thresholds: [
-                    skipped(failureThreshold: '0'),
                     failed(failureThreshold: '0')
                 ],
                 tools: [CTest(
@@ -435,7 +438,6 @@ pipeline {
                     stopProcessingIfError: true
                 )]
             )
-
         }
         success {
             script {

From e624b22585a35684e3b9a1c940e0f8027aac4628 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 09:02:12 +0100
Subject: [PATCH 0644/1010] Fix error (flag added to make call instead to the
 ctest call).

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 1dbf7d850..d3301f067 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -372,7 +372,7 @@ pipeline {
                         cd build/Debug_hipSYCL
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make --output-on-failure -j4
+                        make -j4
                     '''
                 }
             }
@@ -383,7 +383,7 @@ pipeline {
                     warnError('Debug tests failed!') {
                         sh '''
                             module load cuda/11.2.2
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }

From 24a4d8a97c714bd80061bb198a795c0366c4c9a1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 09:21:46 +0100
Subject: [PATCH 0645/1010] Add ctest flag for a verbose output if a test case
 fails.

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 893ecb5b7..bc69030af 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -206,7 +206,7 @@ pipeline {
                 dir('plssvm/build/Release_HIP') {
                     warnError('Release tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -231,7 +231,7 @@ pipeline {
                 dir('plssvm/build/Release_OpenCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -256,7 +256,7 @@ pipeline {
                 dir('plssvm/build/Release_hipSYCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -281,7 +281,7 @@ pipeline {
                 dir('plssvm/build/Release_DPCPP') {
                     warnError('Release tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -308,7 +308,7 @@ pipeline {
                 dir('plssvm/build/Release') {
                     warnError('Release tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -337,7 +337,7 @@ pipeline {
                 dir('plssvm/build/Debug_HIP') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -363,7 +363,7 @@ pipeline {
                 dir('plssvm/build/Debug_OpenCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -388,7 +388,7 @@ pipeline {
                 dir('plssvm/build/Debug_hipSYCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }
@@ -415,7 +415,7 @@ pipeline {
                 dir('plssvm/build/Debug_DPCPP') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            ctest -j4 --no-compress-output -T Test
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
                 }

From 25f7534fd642fcf9f9937012e79393a1dc9e6ad0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 10:15:06 +0100
Subject: [PATCH 0646/1010] Add a CMake flag to be able to choose between
 DPC++'s HIP and OpenCL backend for AMD GPUs.

---
 README.md                                         |  3 ++-
 src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt     | 10 +++++++++-
 src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp | 10 ++++++++--
 3 files changed, 19 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 8c699b31c..c34b072b5 100644
--- a/README.md
+++ b/README.md
@@ -200,7 +200,8 @@ To use DPC++ for SYCL simply set the `CMAKE_CXX_COMPILER` to the respective DPC+
 
 If the SYCL implementation is DPC++ the following additional options are available:
 
-- `PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO` (default: `OFF`): use Level-Zero as the DPC++ backend instead of OpenCL
+- `PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO` (default: `OFF`): use DPC++'s Level-Zero backend instead of its OpenCL backend
+- `PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_USE_HIP` (default: `ON`): use DPC++'s HIP backend instead of its OpenCL backend for AMD GPUs
 - `PLSSVM_SYCL_BACKEND_DPCPP_ENABLE_AOT` (default: `ON`): enable Ahead-of-Time (AOT) compilation for the specified target platforms
 
 If more than one SYCL implementation is available the environment variables `PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR` and `PLSSVM_SYCL_DPCPP_INCLUDE_DIR`
diff --git a/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
index 3d3e6b657..b771befb8 100644
--- a/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
@@ -118,13 +118,21 @@ if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     endif ()
 
     # be able to choose between the Level-Zero and OpenCL DPC++ backend
-    option(PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO "Enable Level-Zero backend in favor of OpenCL when using DPC++." OFF)
+    option(PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO "Enable DPC++'s Level-Zero backend in favor of the OpenCL backend." OFF)
     if (PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO)
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="level_zero")
     else ()
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="opencl")
     endif ()
 
+    # be able to choose between the HIP and OpenCL DPC++ backend for AMD GPUs
+    option(PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_USE_HIP "Enable DPC++'s HIP backend in favor of the OpenCL backend for AMD GPUs." ON)
+    if (PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_USE_HIP)
+        target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_BACKEND_TYPE="hip")
+    else ()
+        target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_BACKEND_TYPE="opencl")
+    endif ()
+
     target_link_libraries(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
 else ()
     message(CHECK_FAIL "not found")
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index 2c29a86e7..3a929bed7 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -17,6 +17,7 @@
 
 #include <map>      // std::multimap
 #include <memory>   // std::make_shared
+#include <sstream>  // std::ostringstream
 #include <string>   // std::string
 #include <utility>  // std::pair, std::make_pair, std::move
 #include <vector>   // std::vector
@@ -51,9 +52,14 @@ namespace plssvm::dpcpp::detail {
                     platform_devices.insert({ target_platform::gpu_nvidia, device });
                 } else if ((::plssvm::detail::contains(vendor_string, "amd") || ::plssvm::detail::contains(vendor_string, "advanced micro devices"))
                            && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_amd)) {
-                    platform_devices.insert({ target_platform::gpu_amd, device });
+                    // select between DPC++'s OpenCL and HIP backend
+                    std::ostringstream oss;
+                    oss << device.get_backend();
+                    if (::plssvm::detail::contains(oss.str(), PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_BACKEND_TYPE)) {
+                        platform_devices.insert({ target_platform::gpu_amd, device });
+                    }
                 } else if (::plssvm::detail::contains(vendor_string, "intel") && ::plssvm::detail::contains(available_target_platforms, target_platform::gpu_intel)) {
-                    // select between DPC++'s OpenCL and Level Zero backend
+                    // select between DPC++'s OpenCL and Level-Zero backend
                     if (::plssvm::detail::contains(platform_string, PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE)) {
                         platform_devices.insert({ target_platform::gpu_intel, device });
                     }

From b3878fefc6a0cf5dbce41d38a3bfdce3d95835d5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 10:21:29 +0100
Subject: [PATCH 0647/1010] Fix custom test macro output.

---
 tests/custom_test_macros.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 37e218d46..ce4da40ff 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -129,9 +129,9 @@ inline void floating_point_near(const T val1, const T val2, const std::string &m
     const T norm = std::min((std::abs(val1) + std::abs(val2)), std::numeric_limits<T>::max());
 
     if constexpr (expect) {
-        EXPECT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << msg << " correct: " << val1 << " vs. actual: " << val2;
+        EXPECT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
     } else {
-        ASSERT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << msg << " correct: " << val1 << " vs. actual: " << val2;
+        ASSERT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
     }
 }
 

From 643a3fba73526e81908a4870e8e2ab45a2e53dc2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 10:55:40 +0100
Subject: [PATCH 0648/1010] Add more CMake output messages for DPC++.

---
 src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
index b771befb8..11989a7c7 100644
--- a/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
@@ -120,16 +120,20 @@ if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     # be able to choose between the Level-Zero and OpenCL DPC++ backend
     option(PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO "Enable DPC++'s Level-Zero backend in favor of the OpenCL backend." OFF)
     if (PLSSVM_SYCL_BACKEND_DPCPP_USE_LEVEL_ZERO)
+        message(STATUS "Using DPC++'s Level-Zero backend.")
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="level_zero")
     else ()
+        message(STATUS "Using DPC++'s OpenCL backend.")
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_BACKEND_TYPE="opencl")
     endif ()
 
     # be able to choose between the HIP and OpenCL DPC++ backend for AMD GPUs
     option(PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_USE_HIP "Enable DPC++'s HIP backend in favor of the OpenCL backend for AMD GPUs." ON)
     if (PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_USE_HIP)
+        message(STATUS "Using DPC++'s HIP backend for AMD GPUs.")
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_BACKEND_TYPE="hip")
     else ()
+        message(STATUS "Using DPC++'s OpenCL backend for AMD GPUs.")
         target_compile_definitions(${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME} PRIVATE PLSSVM_SYCL_BACKEND_DPCPP_GPU_AMD_BACKEND_TYPE="opencl")
     endif ()
 

From 0d314e6de1c5763355beb0bfddfb55c079c632f6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 12:14:24 +0100
Subject: [PATCH 0649/1010] Fix pipeline error.

---
 .jenkins/Jenkinsfile-Tests-CPU | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index af3c1f6c7..6dddb35c5 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -136,7 +136,6 @@ pipeline {
             }
         }
 
-        # TODO: with omp.accelerated?
         stage('Build hipSYCL') {
             steps{
                 sh '''

From dd14fbe195bb988dc8b8298d2e49b58d97ef890a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 16:52:57 +0100
Subject: [PATCH 0650/1010] Test replacing pown with pow since the former is
 way too inaccurate in AMD GPUs.

---
 include/plssvm/backends/OpenCL/q_kernel.cl   | 2 +-
 include/plssvm/backends/OpenCL/svm_kernel.cl | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/q_kernel.cl b/include/plssvm/backends/OpenCL/q_kernel.cl
index 4bc6e433f..9a2e2b49c 100644
--- a/include/plssvm/backends/OpenCL/q_kernel.cl
+++ b/include/plssvm/backends/OpenCL/q_kernel.cl
@@ -49,7 +49,7 @@ __kernel void device_kernel_q_polynomial(__global real_type *q, __global real_ty
     for (int i = 0; i < num_cols; ++i) {
         temp += data_d[i * num_rows + index] * data_last[i];
     }
-    q[index] = pown(gamma * temp + coef0, degree);
+    q[index] = pow(gamma * temp + coef0, degree);
 }
 
 /**
diff --git a/include/plssvm/backends/OpenCL/svm_kernel.cl b/include/plssvm/backends/OpenCL/svm_kernel.cl
index df72e26f4..d0b036cd1 100644
--- a/include/plssvm/backends/OpenCL/svm_kernel.cl
+++ b/include/plssvm/backends/OpenCL/svm_kernel.cl
@@ -163,7 +163,7 @@ __kernel void device_kernel_polynomial(__global const real_type *q, __global rea
             real_type ret_jx = 0.0;
             #pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type y = 0; y < INTERNAL_BLOCK_SIZE; ++y) {
-                const real_type temp = (pown(gamma * matr[x][y] + coef0, degree) + QA_cost - q[i + y] - q[j + x]) * add;
+                const real_type temp = (pow(gamma * matr[x][y] + coef0, degree) + QA_cost - q[i + y] - q[j + x]) * add;
                 if (i + x > j + y) {
                     // upper triangular matrix
                     atomicAdd(&ret[i + y], temp * d[j + x]);

From c62501e78a59e836ebdf1ef0870139a5bf0af044 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 10 Jan 2023 16:53:35 +0100
Subject: [PATCH 0651/1010] Update Jenkins files.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 21 +++++++++------------
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 12 ++++++------
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 12 ++++++------
 3 files changed, 21 insertions(+), 24 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 6dddb35c5..f9e020658 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,7 +116,7 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
                         rm -rf llvm
-                        git clone --dept 1 --branch  sycl-nightly/20221227 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  sycl-nightly/20230109 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
@@ -127,11 +127,11 @@ pipeline {
                     fi
                 '''
                 script{
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$env.CPLUS_INCLUDE_PATH"
                 }
             }
         }
@@ -148,7 +148,7 @@ pipeline {
                         git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4
                         mkdir build
                         cd build
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ -DWITH_ACCELERATED_CPU=ON ..
                         make -j
                         make install
                         cd $WORKSPACE
@@ -156,9 +156,9 @@ pipeline {
                     fi
                 '''
                 script{
-                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
-                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
                 }
             }
         }
@@ -174,7 +174,7 @@ pipeline {
                     fi
                     source spack/share/spack/setup-env.sh
 
-                    spack install  pocl@1.8+distro
+                    spack install pocl@1.8+distro
                 '''
             }
         }
@@ -232,7 +232,6 @@ pipeline {
                         sh '''
                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
                             spack load pocl
-                            export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -350,7 +349,6 @@ pipeline {
                         sh '''
                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
                             spack load pocl
-                            export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -358,7 +356,6 @@ pipeline {
             }
         }
 
-        // SYCL backend: hipSYCL TODO: fix
         stage('Build PLSSVM Debug - hipSYCL') {
             steps {
                 dir('plssvm') {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index bc69030af..e5b84f24a 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -51,11 +51,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "FALSE"
+        DPCPP_FORCE_REBUILD = "TRUE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
+        HIPSYCL_FORCE_REBUILD = "TRUE"
     }
 
     stages {
@@ -135,7 +135,7 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20230109 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
@@ -177,9 +177,9 @@ pipeline {
                     '''
 
                 script{
-                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
-                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
                 }
             }
         }
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index d3301f067..cdbf48eb6 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -43,11 +43,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "FALSE"
+        DPCPP_FORCE_REBUILD = "TRUE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
+        HIPSYCL_FORCE_REBUILD = "TRUE"
     }
 
     stages {
@@ -116,7 +116,7 @@ pipeline {
                     module load cuda/11.2.2
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20230109 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
@@ -158,9 +158,9 @@ pipeline {
                     fi
                 '''
                 script{
-                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
-                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
                 }
             }
         }

From 79780095674a1133355ed51c6278ab188d070020 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 08:43:54 +0100
Subject: [PATCH 0652/1010] Adapt Jenkins Multi GPU

---
 .jenkins/Jenkinsfile-Tests-Multi-GPU | 30 +++++++++++++++++-----------
 1 file changed, 18 insertions(+), 12 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 2987232fe..7dd94a23d 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -41,11 +41,13 @@ pipeline {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
 
-                // DPCPP
+        // DPCPP
         DPCPP_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/llvm/build"
+        DPCPP_FORCE_REBUILD = "TRUE"
 
         // hipSYCL
         HIPSYCL_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/hipsycl-install"
+        HIPSYCL_FORCE_REBUILD = "TRUE"
     }
 
     stages {
@@ -138,19 +140,22 @@ pipeline {
                 sh '''
                     srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                     module load cuda/11.2.2 &&\
-                    git clone --dept 1 --branch  sycl-nightly/20221227  https://github.com/intel/llvm.git llvm  || true; \
-                    cd llvm &&\
-                    python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
-                    python buildbot/compile.py &&\
-                    cmake --build build -- omp &&\
-                    cmake --build build -- install "
+                    if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then \
+                        rm -rf llvm && \
+                        git clone --dept 1 --branch  sycl-nightly/20230109  https://github.com/intel/llvm.git llvm  || true; \
+                        cd llvm &&\
+                        python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
+                        python buildbot/compile.py &&\
+                        cmake --build build -- omp &&\
+                        cmake --build build -- install  \
+                    fi"
                 '''
                 script{
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib:$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu"
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$DPCPP_PATH/install/include:$DPCPP_PATH/install/include/sycl:$env.CPLUS_INCLUDE_PATH"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/install/lib/clang/15.0.0/lib/x86_64-unknown-linux-gnu:$DPCPP_PATH/install/lib:$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
+                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
+                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$env.CPLUS_INCLUDE_PATH"
                 }
 
             }
@@ -161,13 +166,14 @@ pipeline {
             steps{
                 sh '''
                     rm -rf $HIPSYCL_PATH
-		            if [ ! -d "$HIPSYCL_PATH" ]; then
+		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                             module load cuda/11.2.2; \
                             mkdir $HIPSYCL_PATH; \
 
-                            git clone --dept 1 --branch develop https://github.com/illuhad/hipSYCL.git hipSYCL  || true; \
+                            git clone https://github.com/illuhad/hipSYCL.git hipSYCL || true; \
                             cd hipSYCL && \
+                            git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4 && \
                             mkdir build && \
                             cd build && \
                             cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \

From 5766f4356e629d9b316ba5c2130d778234daa443 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 09:08:59 +0100
Subject: [PATCH 0653/1010] Use another DPC++ version.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 4 +++-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 2 +-
 3 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index f9e020658..98b286fa8 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,7 +116,7 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
                         rm -rf llvm
-                        git clone --dept 1 --branch  sycl-nightly/20230109 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index e5b84f24a..57d12e138 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -135,12 +135,14 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230109 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
                         cmake --build build -- omp
                         cmake --build build -- install
+
+                        rm -rf "$HIPSYCL_PATH"
                     fi
 
                 '''
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index cdbf48eb6..a356ebe43 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -116,7 +116,7 @@ pipeline {
                     module load cuda/11.2.2
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230109 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py

From 60743e1a1bb4973061ce483a1365cb1603d44dcd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 09:37:29 +0100
Subject: [PATCH 0654/1010] Fix inconsistencies in custom test macro call sides
 (actual vs expected value order).

---
 tests/backends/OpenMP/openmp_csvm.cpp |  6 ++---
 tests/backends/generic_csvm_tests.hpp |  6 ++---
 tests/custom_test_macros.hpp          | 36 +++++++++++++--------------
 3 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index db7a460ab..ca6498e59 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -154,7 +154,7 @@ TYPED_TEST(OpenMPCSVMGenerateQ, generate_q) {
     const std::vector<real_type> calculated = svm.generate_q(params, data.data());
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
 }
 
 template <typename T>
@@ -178,7 +178,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
 }
 
 template <typename T>
@@ -210,6 +210,6 @@ TYPED_TEST(OpenMPCSVMRunDeviceKernel, run_device_kernel) {
         svm.run_device_kernel(params, q, calculated, rhs, data.data(), QA_cost, add);
 
         // check the calculated result for correctness
-        EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
     }
 }
\ No newline at end of file
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 33b2c7de3..3ea811a69 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -344,7 +344,7 @@ TYPED_TEST_P(GenericGPUCSVM, generate_q) {
     const std::vector<real_type> calculated = svm.generate_q(params, data_d, data_last_d, data.num_data_points() - 1, feature_ranges, boundary_size);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
 }
 
 TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
@@ -381,7 +381,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(data_d, data_last_d, alpha_d, num_support_vectors, feature_ranges);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
 }
 
 TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {
@@ -436,7 +436,7 @@ TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {
         }
 
         // check the calculated result for correctness
-        EXPECT_FLOATING_POINT_VECTOR_NEAR(ground_truth, calculated);
+        EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
     }
 }
 
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index ce4da40ff..f6e818e52 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -47,23 +47,23 @@ using get_value_type_t = typename get_value_type<T>::type;
  * @details Wrapper around GoogleTest's `EXPECT_FLOAT_EQ` and `ASSERT_DOUBLE_EQ` if @p expect is `true`, otherwise wraps `ASSERT_FLOAT_EQ` and `ASSERT_DOUBLE_EQ`.
  * @tparam T the floating point type
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
- * @param[in] val1 first value to compare
- * @param[in] val2 second value to compare
+ * @param[in] val1 first value to compare (the actual value)
+ * @param[in] val2 second value to compare (the expected value)
  * @param[in] msg an optional message
  */
 template <typename T, bool expect>
 inline void floating_point_eq(const T val1, const T val2, const std::string &msg = "") {
     if constexpr (std::is_same_v<plssvm::detail::remove_cvref_t<T>, float>) {
         if constexpr (expect) {
-            EXPECT_FLOAT_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
+            EXPECT_FLOAT_EQ(val1, val2) << fmt::format("{}{} (actual) vs {} (expected)", msg, val1, val2);
         } else {
-            ASSERT_FLOAT_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
+            ASSERT_FLOAT_EQ(val1, val2) << fmt::format("{}{} (actual) vs {} (expected)", msg, val1, val2);
         }
     } else if constexpr (std::is_same_v<plssvm::detail::remove_cvref_t<T>, double>) {
         if constexpr (expect) {
-            EXPECT_DOUBLE_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
+            EXPECT_DOUBLE_EQ(val1, val2) << fmt::format("{}{} (actual) vs {} (expected)", msg, val1, val2);
         } else {
-            ASSERT_DOUBLE_EQ(val1, val2) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
+            ASSERT_DOUBLE_EQ(val1, val2) << fmt::format("{}{} (actual) vs {} (expected)", msg, val1, val2);
         }
     } else {
         static_assert(plssvm::detail::always_false_v<T>, "T must be either float or double!");
@@ -74,8 +74,8 @@ inline void floating_point_eq(const T val1, const T val2, const std::string &msg
  * @brief Compares the two vectors of floating point values @p val1 and @p val2.
  * @tparam T the floating point type
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
- * @param[in] val1 the first vector to compare
- * @param[in] val2 the second vector to compare
+ * @param[in] val1 the first vector to compare (the actual value)
+ * @param[in] val2 the second vector to compare (the expected value)
  */
 template <typename T, bool expect>
 inline void floating_point_vector_eq(const std::vector<T> &val1, const std::vector<T> &val2) {
@@ -88,8 +88,8 @@ inline void floating_point_vector_eq(const std::vector<T> &val1, const std::vect
  * @brief Compares the two 2D vectors of floating point values @p val1 and @p val2.
  * @tparam T the floating point type
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
- * @param[in] val1 the first 2D vector to compare
- * @param[in] val2 the second 2D vector to compare
+ * @param[in] val1 the first 2D vector to compare (the actual value)
+ * @param[in] val2 the second 2D vector to compare (the expected value)
  */
 template <typename T, bool expect>
 inline void floating_point_2d_vector_eq(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {
@@ -106,8 +106,8 @@ inline void floating_point_2d_vector_eq(const std::vector<std::vector<T>> &val1,
  * @brief Compares the two floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
  * @tparam T the floating point type
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
- * @param[in] val1 first value to compare
- * @param[in] val2 second value to compare
+ * @param[in] val1 first value to compare (the actual value)
+ * @param[in] val2 second value to compare (the expected value)
  * @param[in] msg an optional message
  */
 template <typename T, bool expect>
@@ -129,9 +129,9 @@ inline void floating_point_near(const T val1, const T val2, const std::string &m
     const T norm = std::min((std::abs(val1) + std::abs(val2)), std::numeric_limits<T>::max());
 
     if constexpr (expect) {
-        EXPECT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
+        EXPECT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << fmt::format("{}{} (actual) vs {} (expected)", msg, val1, val2);
     } else {
-        ASSERT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << fmt::format("{}{} (expected) vs {} (actual)", msg, val2, val1);
+        ASSERT_LT(diff, std::max(std::numeric_limits<T>::min(), eps * norm)) << fmt::format("{}{} (actual) vs {} (expected)", msg, val1, val2);
     }
 }
 
@@ -139,8 +139,8 @@ inline void floating_point_near(const T val1, const T val2, const std::string &m
  * @brief Compares the two vectors of floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
  * @tparam T the floating point type
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
- * @param[in] val1 the first vector to compare
- * @param[in] val2 the second vector to compare
+ * @param[in] val1 the first vector to compare (the actual value)
+ * @param[in] val2 the second vector to compare (the expected value)
  */
 template <typename T, bool expect>
 inline void floating_point_vector_near(const std::vector<T> &val1, const std::vector<T> &val2) {
@@ -153,8 +153,8 @@ inline void floating_point_vector_near(const std::vector<T> &val1, const std::ve
  * @brief Compares the two 2D vectors of floating point values @p val1 and @p val2 using a mixture of relative and absolute mode.
  * @tparam T the floating point type
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
- * @param[in] val1 the first 2D vector to compare
- * @param[in] val2 the second 2D vector to compare
+ * @param[in] val1 the first 2D vector to compare (the actual value)
+ * @param[in] val2 the second 2D vector to compare (the expected value)
  */
 template <typename T, bool expect>
 inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {

From 99ff54ad4a427a82400ac7db815cdb2c0e064525 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 10:06:34 +0100
Subject: [PATCH 0655/1010] Update and add new custom test macros to include
 the possibility to specify an epsilon scaling factor.

---
 tests/backends/OpenMP/openmp_csvm.cpp |  2 +-
 tests/backends/generic_csvm_tests.hpp |  2 +-
 tests/custom_test_macros.hpp          | 84 +++++++++++++++++++++++----
 3 files changed, 74 insertions(+), 14 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index ca6498e59..3c6eeec88 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -178,7 +178,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 256.0 });
 }
 
 template <typename T>
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 3ea811a69..565867950 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -381,7 +381,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(data_d, data_last_d, alpha_d, num_support_vectors, feature_ranges);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
+    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 256.0 });
 }
 
 TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index f6e818e52..01e007e26 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -108,14 +108,15 @@ inline void floating_point_2d_vector_eq(const std::vector<std::vector<T>> &val1,
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 first value to compare (the actual value)
  * @param[in] val2 second value to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
  * @param[in] msg an optional message
  */
 template <typename T, bool expect>
-inline void floating_point_near(const T val1, const T val2, const std::string &msg = "") {
+inline void floating_point_near(const T val1, const T val2, const T eps_factor = T{ 128.0 }, const std::string &msg = "") {
     // based on: https://stackoverflow.com/questions/4915462/how-should-i-do-floating-point-comparison
 
     // set epsilon
-    const T eps = 128 * std::numeric_limits<T>::epsilon();
+    const T eps = eps_factor * std::numeric_limits<T>::epsilon();
 
     // sanity checks for picked epsilon value
     PLSSVM_ASSERT(std::numeric_limits<T>::epsilon() <= eps, "Chosen epsilon too small!: {} < {}", eps, std::numeric_limits<T>::epsilon());
@@ -141,12 +142,13 @@ inline void floating_point_near(const T val1, const T val2, const std::string &m
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first vector to compare (the actual value)
  * @param[in] val2 the second vector to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
  */
 template <typename T, bool expect>
-inline void floating_point_vector_near(const std::vector<T> &val1, const std::vector<T> &val2) {
+inline void floating_point_vector_near(const std::vector<T> &val1, const std::vector<T> &val2, const T eps_factor = T{ 128.0 }) {
     ASSERT_EQ(val1.size(), val2.size());
     for (typename std::vector<T>::size_type col = 0; col < val1.size(); ++col) {
-        floating_point_near<T, expect>(val1[col], val2[col], fmt::format("values at [{}] are not equal enough: ", col));
+        floating_point_near<T, expect>(val1[col], val2[col], eps_factor, fmt::format("values at [{}] are not equal enough: ", col));
     }
 }
 /**
@@ -155,14 +157,15 @@ inline void floating_point_vector_near(const std::vector<T> &val1, const std::ve
  * @tparam expect if `false` maps to `EXPECT_*`, else maps to `ASSERT_*`
  * @param[in] val1 the first 2D vector to compare (the actual value)
  * @param[in] val2 the second 2D vector to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
  */
 template <typename T, bool expect>
-inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2) {
+inline void floating_point_2d_vector_near(const std::vector<std::vector<T>> &val1, const std::vector<std::vector<T>> &val2, const T eps_factor = T{ 128.0 }) {
     ASSERT_EQ(val1.size(), val2.size());
     for (typename std::vector<T>::size_type row = 0; row < val1.size(); ++row) {
         ASSERT_EQ(val1[row].size(), val2[row].size());
         for (typename std::vector<T>::size_type col = 0; col < val1[row].size(); ++col) {
-            floating_point_near<T, expect>(val1[row][col], val2[row][col], fmt::format("values at [{}][{}] are not equal enough: ", row, col));
+            floating_point_near<T, expect>(val1[row][col], val2[row][col], eps_factor, fmt::format("values at [{}][{}] are not equal enough: ", row, col));
         }
     }
 }
@@ -248,7 +251,7 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
-#define ASSERT_FLOATING_POINT_VECTOR_EQ(val1, val2, msg) \
+#define ASSERT_FLOATING_POINT_VECTOR_EQ(val1, val2) \
     detail::floating_point_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
 /**
@@ -265,7 +268,7 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
-#define ASSERT_FLOATING_POINT_2D_VECTOR_EQ(val1, val2, msg) \
+#define ASSERT_FLOATING_POINT_2D_VECTOR_EQ(val1, val2) \
     detail::floating_point_2d_vector_eq<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
 /**
@@ -282,8 +285,8 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
-#define ASSERT_FLOATING_POINT_NEAR(val1, val2, msg) \
-    detail::floating_point_near<decltype(val1), false>(val1, val2, msg)
+#define ASSERT_FLOATING_POINT_NEAR(val1, val2) \
+    detail::floating_point_near<decltype(val1), false>(val1, val2)
 
 /**
  * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
@@ -299,7 +302,7 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
-#define ASSERT_FLOATING_POINT_VECTOR_NEAR(val1, val2, msg) \
+#define ASSERT_FLOATING_POINT_VECTOR_NEAR(val1, val2) \
     detail::floating_point_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
 /**
@@ -316,9 +319,66 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] val1 the first value to compare (the actual value)
  * @param[in] val2 the second value to compare (the expected value)
  */
-#define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2, msg) \
+#define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR(val1, val2) \
     detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2)
 
+/**
+ * @brief Check whether the two floating point values @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
+ */
+#define EXPECT_FLOATING_POINT_NEAR_EPS(val1, val2, eps_factor) \
+    detail::floating_point_near<decltype(val1), true>(val1, val2, eps_factor)
+/**
+ * @brief Check whether the two floating point values @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are aborted if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
+ */
+#define ASSERT_FLOATING_POINT_NEAR_EPS(val1, val2, eps_factor) \
+    detail::floating_point_near<decltype(val1), false>(val1, val2, eps_factor)
+
+/**
+ * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
+ */
+#define EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(val1, val2, eps_factor) \
+    detail::floating_point_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2, eps_factor)
+/**
+ * @brief Check whether the floating point values in the vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are aborted if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
+ */
+#define ASSERT_FLOATING_POINT_VECTOR_NEAR_EPS(val1, val2, eps_factor) \
+    detail::floating_point_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2, eps_factor)
+
+/**
+ * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are executed even if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
+ */
+#define EXPECT_FLOATING_POINT_2D_VECTOR_NEAR_EPS(val1, val2, eps_factor) \
+    detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, true>(val1, val2, eps_factor)
+/**
+ * @brief Check whether the floating point values in the 2D vectors @p val1 and @p val2 are "equal enough" with respect to a mixture of a relative and absolute mode.
+ * @details Other tests in the test case are aborted if this test fails.
+ * @param[in] val1 the first value to compare (the actual value)
+ * @param[in] val2 the second value to compare (the expected value)
+ * @param[in] eps_factor a scaling factor in the floating point near calculation
+ */
+#define ASSERT_FLOATING_POINT_2D_VECTOR_NEAR_EPS(val1, val2, eps_factor) \
+    detail::floating_point_2d_vector_near<detail::get_value_type_t<plssvm::detail::remove_cvref_t<decltype(val1)>>, false>(val1, val2, eps_factor)
+
 /**
  * @brief Tries to convert the @p val to a string. If it succeeds, compares the value to @p str.
  * @details Other tests in the test case are executed even if this test fails.

From 7f52120c04fc9127d2a67a494906cf52cbcdb393 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 10:07:05 +0100
Subject: [PATCH 0656/1010] Set correct DPC++ version (newer versions won't
 work with hipSYCL, unfortunately).

---
 .jenkins/Jenkinsfile-Tests-CPU        | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 98b286fa8..aac4f76f9 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,7 +116,7 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
                         rm -rf llvm
-                        git clone --dept 1 --branch  sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 57d12e138..6eff01d07 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -135,7 +135,7 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index a356ebe43..5a2baa319 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -116,7 +116,7 @@ pipeline {
                     module load cuda/11.2.2
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230107 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py

From bd85e9c3fd999b2ac19b68ae10bc317ccee6e911 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 10:48:04 +0100
Subject: [PATCH 0657/1010] Update epsilon factor for some tests (otherwise
 tests fail on CPUs because of SIMD rounding behavior).

---
 tests/backends/OpenMP/openmp_csvm.cpp | 2 +-
 tests/backends/generic_csvm_tests.hpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 3c6eeec88..33a3a7244 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -178,7 +178,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 256.0 });
+    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 1.0e5 });
 }
 
 template <typename T>
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 565867950..62ab4b20e 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -381,7 +381,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(data_d, data_last_d, alpha_d, num_support_vectors, feature_ranges);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 256.0 });
+    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 1.0e5 });
 }
 
 TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {

From 6c28fe3d01e75fe8bb5421db4e60d2b4a1395ccf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 12:06:34 +0100
Subject: [PATCH 0658/1010] Fix some documentation warnings.

---
 include/plssvm/detail/type_traits.hpp | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/include/plssvm/detail/type_traits.hpp b/include/plssvm/detail/type_traits.hpp
index a2ce4ed73..5b4d240e3 100644
--- a/include/plssvm/detail/type_traits.hpp
+++ b/include/plssvm/detail/type_traits.hpp
@@ -132,7 +132,6 @@ constexpr bool is_list_v = is_list<T>::value;
 
 /**
  * @brief Type trait to check whether @p T is a sequence container.
- * @tparam T the type to check
  */
 template <typename T>
 constexpr bool is_sequence_container_v = is_array_v<T> || is_vector_v<T> || is_deque_v<T> || is_forward_list_v<T> || is_list_v<T>;
@@ -207,7 +206,6 @@ constexpr bool is_multimap_v = is_multimap<T>::value;
 
 /**
  * @brief Type trait to check whether @p T is a associative container.
- * @tparam T the type to check
  */
 template <typename T>
 constexpr bool is_associative_container_v = is_set_v<T> || is_map_v<T> || is_multimap_v<T> || is_multiset_v<T>;
@@ -282,14 +280,12 @@ constexpr bool is_unordered_multimap_v = is_unordered_multimap<T>::value;
 
 /**
  * @brief Type trait to check whether @p T is a unordered associative container.
- * @tparam T the type to check
  */
 template <typename T>
 constexpr bool is_unordered_associative_container_v = is_unordered_set_v<T> || is_unordered_map_v<T> || is_unordered_multimap_v<T> || is_unordered_multiset_v<T>;
 
 /**
  * @brief Type trait to check whether @p T is a container.
- * @tparam T the type to check
  */
 template <typename T>
 constexpr bool is_container_v = is_sequence_container_v<T> || is_associative_container_v<T> || is_unordered_associative_container_v<T>;

From 813281b14026f1a6b2ebc14549097c15dd4b11fd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 12:10:07 +0100
Subject: [PATCH 0659/1010] Update DPC++ and hipSYCL version. Enable previously
 disabled tests.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 69 +++++++++++++--------------
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 12 ++---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA |  7 +--
 3 files changed, 40 insertions(+), 48 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index aac4f76f9..8546fc756 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -116,7 +116,7 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
                         rm -rf llvm
-                        git clone --dept 1 --branch  sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch  sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
@@ -145,7 +145,7 @@ pipeline {
 
                         git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
-                        git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4
+                        git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
                         mkdir build
                         cd build
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ -DWITH_ACCELERATED_CPU=ON ..
@@ -263,39 +263,38 @@ pipeline {
                 }
             }
         }
-    //    // OpenMP + OpenCL + hipSYCL backends simultaneously
-    //    stage('Build PLSSVM Release - All Available') {
-    //        steps {
-    //            dir('plssvm') {
-    //                sh '''
-    //                     source ${WORKSPACE}/spack/share/spack/setup-env.sh
-    //                     spack load pocl
-    //                     export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
-    //                     mkdir -p build/Release
-    //                     cd build/Release
-    //                     rm -rf *
-    //                     cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../../
-    //                     make -j4
-    //                '''
-    //            }
-    //        }
-    //    }
-    //    stage('Run Tests Release - All Available') {
-    //        steps {
-    //            dir('plssvm') {
-    //                warnError('Release tests failed!') {
-    //                    sh '''
-    //                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
-    //                        module use /home/breyerml/.modulefiles/
-    //                        spack load pocl
-    //                        module load network_hipsycl_cpu_pocl
-    //                        cd build/Release
-    //                        ctest --output-on-failure -j4 --no-compress-output -T Test
-    //                    '''
-    //                }
-    //            }
-    //        }
-    //    }
+
+         // OpenMP + OpenCL + hipSYCL backends simultaneously
+         stage('Build PLSSVM Release - All Available') {
+            steps {
+                dir('plssvm') {
+                    sh '''
+                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                        spack load pocl
+                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                        mkdir -p build/Release
+                        cd build/Release
+                        rm -rf *
+                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../../
+                        make -j4
+                   '''
+                }
+            }
+        }
+        stage('Run Tests Release - All Available') {
+            steps {
+                dir('plssvm/build/Release') {
+                    warnError('Release tests failed!') {
+                        sh '''
+                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                            module use /home/breyerml/.modulefiles/
+                            spack load pocl
+                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                        '''
+                    }
+                }
+            }
+        }
 
         //
         // Debug
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 6eff01d07..406c94f8e 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -135,7 +135,7 @@ pipeline {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
                         python buildbot/compile.py
@@ -167,7 +167,7 @@ pipeline {
                         mkdir $HIPSYCL_PATH
                         git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
-                        git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4
+                        git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
                         mkdir build
                         cd build
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
@@ -320,7 +320,7 @@ pipeline {
         //
         // Debug
         //
-/*
+
         stage('Build PLSSVM Debug - HIP') {
             steps {
                 dir('plssvm') {
@@ -328,7 +328,7 @@ pipeline {
                         mkdir -p build/Debug_HIP
                         cd build/Debug_HIP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=/usr/bin/clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                         make -j4
                     '''
                 }
@@ -345,7 +345,6 @@ pipeline {
                 }
             }
         }
-*/
 
         stage('Build PLSSVM Debug - OpenCL') {
             steps {
@@ -397,8 +396,6 @@ pipeline {
             }
         }
 
-/*
-        // causes a DPC++ (LLVM) internal Segmentation Fault
         stage('Build PLSSVM Debug - DPC++') {
             steps {
                 dir('plssvm') {
@@ -423,7 +420,6 @@ pipeline {
                 }
             }
         }
-*/
     }
 
     post {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 5a2baa319..ffd6fb92e 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -116,7 +116,7 @@ pipeline {
                     module load cuda/11.2.2
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20221201 https://github.com/intel/llvm.git llvm
+                        git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
                         cd llvm
                         python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                         python buildbot/compile.py
@@ -147,7 +147,7 @@ pipeline {
                         mkdir $HIPSYCL_PATH
                         git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                         cd hipSYCL
-                        git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4
+                        git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
                         mkdir build
                         cd build
                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
@@ -390,8 +390,6 @@ pipeline {
             }
         }
 
-/*
-        // causes a DPC++ (LLVM) internal Segmentation Fault
         stage('Build PLSSVM Debug - DPC++') {
             steps {
                 dir('plssvm') {
@@ -418,7 +416,6 @@ pipeline {
                 }
             }
         }
-*/
     }
 
     post {

From 5d75f36d248b349d37a7cf15ec03f2ca2b38275f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 12:11:13 +0100
Subject: [PATCH 0660/1010] Update multi-GPU Jenkins file.

---
 .jenkins/Jenkinsfile-Tests-Multi-GPU | 102 ++++++++++++++-------------
 1 file changed, 52 insertions(+), 50 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 7dd94a23d..224b46b95 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -56,11 +56,11 @@ pipeline {
                 sh '''
                     gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                     curl --verbose\
-                        --request POST \
-                        --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                        --header "Content-Type: application/json" \
-                        --header "authorization: Bearer ${gitlab_token}" \
-                        --data "{
+                         --request POST \
+                         --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                         --header "Content-Type: application/json" \
+                         --header "authorization: Bearer ${gitlab_token}" \
+                         --data "{
                             \\"state\\": \\"pending\\",
                             \\"context\\": \\"Jenkins Multi-GPU tests\\",
                             \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",
@@ -105,36 +105,32 @@ pipeline {
             }
         }
 
-        stage('install ninja and cmake') {
+        stage('Install Ninja and CMake') {
             steps{
                 sh '''
                     cd /data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins
 
+                    # download Ninja
                     if [ ! -f ninja ]; then
                         wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
                         unzip ninja-linux.zip
                         rm ninja-linux.zip*
                     fi
 
-
+                    # downlaod CMake
                     if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
                         wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
                         tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
                         rm cmake-3.24.1-linux-x86_64.tar.gz*
                     fi
-
-
-                    '''
-                    script{
-                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:$PATH"
-                        env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$PATH"
-                    }
-
+                '''
+                script{
+                    env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:$PATH"
+                    env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$PATH"
+                }
             }
         }
 
-
-
         stage('Build DPCPP') {
             steps{
                 sh '''
@@ -142,12 +138,13 @@ pipeline {
                     module load cuda/11.2.2 &&\
                     if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then \
                         rm -rf llvm && \
-                        git clone --dept 1 --branch  sycl-nightly/20230109  https://github.com/intel/llvm.git llvm  || true; \
+                        git clone --dept 1 --branch sycl-nightly/20230110  https://github.com/intel/llvm.git llvm  || true; \
                         cd llvm &&\
                         python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
                         python buildbot/compile.py &&\
                         cmake --build build -- omp &&\
-                        cmake --build build -- install  \
+                        cmake --build build -- install &&\
+                        rm -rf "$HIPSYCL_PATH"
                     fi"
                 '''
                 script{
@@ -161,33 +158,34 @@ pipeline {
             }
         }
 
-
-        stage('Build HipSYCL') {
+        stage('Build hipSYCL') {
             steps{
                 sh '''
-                    rm -rf $HIPSYCL_PATH
 		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                        rm -rf hipSYCL
+                        rm -rf "$HIPSYCL_PATH"
+
                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
                             module load cuda/11.2.2; \
                             mkdir $HIPSYCL_PATH; \
 
                             git clone https://github.com/illuhad/hipSYCL.git hipSYCL || true; \
                             cd hipSYCL && \
-                            git checkout 013ae9c28f3fb59a1774fcf32f323d012d8d39d4 && \
+                            git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1 && \
                             mkdir build && \
                             cd build && \
                             cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \
                             make -j && \
                             make install "
-                        cd $WORKSPACE
+
+                        #cd $WORKSPACE
                         rm -rf hipSYCL
                     fi
-                    '''
-
+                '''
                 script{
-                    env.LD_LIBRARY_PATH = "${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
-                    env.PATH = "${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR = "${HIPSYCL_PATH}/include"
+                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
+                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
                 }
             }
         }
@@ -220,7 +218,7 @@ pipeline {
                                             srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
                                             module load cuda/11.2.2 &&\
                                             cd build/Release_cuda &&\
-                                            ctest -j4 --no-compress-output -T Test --timeout 1200; \
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing &&\
                                             exit $returncode"
@@ -231,6 +229,7 @@ pipeline {
                         }
                     }
                 }
+
                 // OpenCL backend
                 stage('Build and Test - OpenCL'){
                     stages{
@@ -257,7 +256,7 @@ pipeline {
                                             srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
                                             module load cuda/11.2.2 &&\
                                             cd build/Release_opencl &&\
-                                            ctest -j4 --no-compress-output -T Test --timeout 1200; \
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing &&\
                                             exit $returncode"
@@ -268,7 +267,8 @@ pipeline {
                         }
                     }
                 }
-                // hipSYCL backend
+
+                // hipSYCL SYCL backend
                 stage('Build and Test - hipSYCL'){
                     stages{
                         stage('Build PLSSVM Release - hipSYCL') {
@@ -294,7 +294,7 @@ pipeline {
                                             srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
                                             module load cuda/11.2.2 &&\
                                             cd build/Release_hipsycl &&\
-                                            ctest -j4 --no-compress-output -T Test --timeout 1200; \
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing_hip && \
                                             exit $returncode"
@@ -305,6 +305,8 @@ pipeline {
                         }
                     }
                 }
+
+                // DPC++ SYCL backend
                 stage('Build and Test - DPC++'){
                     stages{
                         stage('Build PLSSVM Release - DPC++') {
@@ -330,7 +332,7 @@ pipeline {
                                             srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
                                             module load cuda/11.2.2 &&\
                                             cd build/Release_dpcpp &&\
-                                            ctest -j4 --no-compress-output -T Test --timeout 1200; \
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing_dpcpp &&\
                                             exit $returncode"
@@ -344,6 +346,7 @@ pipeline {
             }
         }
     }
+
     post {
         always {
             // Process the CTest xml output with the xUnit plugin
@@ -351,7 +354,6 @@ pipeline {
                 testTimeMargin: '3000',
                 thresholdMode: 1,
                 thresholds: [
-                    skipped(failureThreshold: '0'),
                     failed(failureThreshold: '0')
                 ],
                 tools: [CTest(
@@ -374,11 +376,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"success\\",
                         \\"context\\": \\"Jenkins Multi-GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",
@@ -393,11 +395,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"failure\\",
                         \\"context\\": \\"Jenkins Multi-GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",
@@ -412,11 +414,11 @@ pipeline {
             sh '''
                 gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
                 curl --verbose\
-                    --request POST \
-                    --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                    --header "Content-Type: application/json" \
-                    --header "authorization: Bearer ${gitlab_token}" \
-                    --data "{
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
                         \\"state\\": \\"error\\",
                         \\"context\\": \\"Jenkins Multi-GPU tests\\",
                         \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",

From b8c1592950b9b561599f70435ca9cfe63b585e79 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 13:31:35 +0100
Subject: [PATCH 0661/1010] Remove wrong doxygen documentation tag.

---
 include/plssvm/backends/OpenMP/csvm.hpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 22242bfe0..6860293fa 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -28,7 +28,6 @@ namespace openmp {
 
 /**
  * @brief A C-SVM implementation using OpenMP as backend.
- * @tparam T the type of the data
  */
 class csvm : public ::plssvm::csvm {
   public:

From f321fe1e5e649bded5e40560923a1a50b732cf74 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 15:23:36 +0100
Subject: [PATCH 0662/1010] Update used CUDA version.

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 40 +++++++++++++--------------
 1 file changed, 20 insertions(+), 20 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index ffd6fb92e..5871d4bf3 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -113,7 +113,7 @@ pipeline {
         stage('Build DPCPP') {
             steps{
                 sh '''
-                    module load cuda/11.2.2
+                    module load cuda/11.4.3
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
                         git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
@@ -139,7 +139,7 @@ pipeline {
         stage('Build hipSYCL') {
             steps{
                 sh '''
-                    module load cuda/11.2.2
+                    module load cuda/11.4.3
 		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
                         rm -rf hipSYCL
                         rm -rf "$HIPSYCL_PATH"
@@ -173,7 +173,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Release_CUDA
                         cd build/Release_CUDA
                         rm -rf *
@@ -188,7 +188,7 @@ pipeline {
                 dir('plssvm/build/Release_CUDA') {
                     warnError('Release tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -200,7 +200,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Release_OpenCL
                         cd build/Release_OpenCL
                         rm -rf *
@@ -215,7 +215,7 @@ pipeline {
                 dir('plssvm/build/Release_OpenCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -227,7 +227,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Release_hipSYCL
                         cd build/Release_hipSYCL
                         rm -rf *
@@ -242,7 +242,7 @@ pipeline {
                 dir('plssvm/build/Release_hipSYCL') {
                     warnError('Release tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -254,7 +254,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Release_dpcpp
                         cd build/Release_dpcpp
                         rm -rf *
@@ -269,7 +269,7 @@ pipeline {
                 dir('plssvm/build/Release_dpcpp') {
                     warnError('Release tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -282,7 +282,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Release
                         cd build/Release
                         rm -rf *
@@ -297,7 +297,7 @@ pipeline {
                 dir('plssvm/build/Release') {
                     warnError('Release tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -313,7 +313,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Debug_CUDA
                         cd build/Debug_CUDA
                         rm -rf *
@@ -328,7 +328,7 @@ pipeline {
                 dir('plssvm/build/Debug_CUDA') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -340,7 +340,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Debug_OpenCL
                         cd build/Debug_OpenCL
                         rm -rf *
@@ -355,7 +355,7 @@ pipeline {
                 dir('plssvm/build/Debug_OpenCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -367,7 +367,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Debug_hipSYCL
                         cd build/Debug_hipSYCL
                         rm -rf *
@@ -382,7 +382,7 @@ pipeline {
                 dir('plssvm/build/Debug_hipSYCL') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }
@@ -394,7 +394,7 @@ pipeline {
             steps {
                 dir('plssvm') {
                     sh '''
-                        module load cuda/11.2.2
+                        module load cuda/11.4.3
                         mkdir -p build/Debug_dpcpp
                         cd build/Debug_dpcpp
                         rm -rf *
@@ -409,7 +409,7 @@ pipeline {
                 dir('plssvm/build/Debug_dpcpp') {
                     warnError('Debug tests failed!') {
                         sh '''
-                            module load cuda/11.2.2
+                            module load cuda/11.4.3
                             ctest --output-on-failure -j4 --no-compress-output -T Test
                         '''
                     }

From a5dae4d5256d08e414647ab898c6bb108ddf2d1c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 15:25:19 +0100
Subject: [PATCH 0663/1010] Fix error when testing all backends simultaneously.

---
 .jenkins/Jenkinsfile-Tests-CPU | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 8546fc756..fb8393f39 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -179,7 +179,6 @@ pipeline {
             }
         }
 
-        // TODO: enable DPC++ on CPUs (missing OpenCL CPU runtime)
         //
         // Release
         //
@@ -264,8 +263,10 @@ pipeline {
             }
         }
 
-         // OpenMP + OpenCL + hipSYCL backends simultaneously
-         stage('Build PLSSVM Release - All Available') {
+        // TODO: enable DPC++ on CPUs in Release mode (missing OpenCL CPU runtime)
+
+        // OpenMP + OpenCL + hipSYCL backends simultaneously
+        stage('Build PLSSVM Release - All Available') {
             steps {
                 dir('plssvm') {
                     sh '''
@@ -275,9 +276,9 @@ pipeline {
                         mkdir -p build/Release
                         cd build/Release
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../../
+                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
                         make -j4
-                   '''
+                    '''
                 }
             }
         }
@@ -380,6 +381,8 @@ pipeline {
             }
         }
 
+        // TODO: enable DPC++ on CPUs in Debug mode (missing OpenCL CPU runtime)
+
         // Coverage Analysis
         stage('Perform Coverage Analysis') {
             steps {

From 9d92f0fb3a06e5620a3384c4b93d94c28d37767c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 15:25:36 +0100
Subject: [PATCH 0664/1010] Set force rebuild to false.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 4 ++--
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 4 ++--
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index fb8393f39..ec7c16ee7 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -44,11 +44,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "TRUE"
+        DPCPP_FORCE_REBUILD = "FALSE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "TRUE"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
     }
 
     stages {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 406c94f8e..8033e8603 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -51,11 +51,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "TRUE"
+        DPCPP_FORCE_REBUILD = "FALSE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "TRUE"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
     }
 
     stages {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 5871d4bf3..4b206e0b6 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -43,11 +43,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "TRUE"
+        DPCPP_FORCE_REBUILD = "FALSE"
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "TRUE"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
     }
 
     stages {

From 391b864ca64bd7fdc60de0ff2579c6d45e9effe1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 15:27:13 +0100
Subject: [PATCH 0665/1010] Set epsilon scaling from 1e5 to 1e6.

---
 tests/backends/OpenMP/openmp_csvm.cpp | 2 +-
 tests/backends/generic_csvm_tests.hpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 33a3a7244..95a716793 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -178,7 +178,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(support_vectors.data(), weights);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 1.0e5 });
+    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 1.0e6 });
 }
 
 template <typename T>
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 62ab4b20e..33ad55bea 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -381,7 +381,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     const std::vector<real_type> calculated = svm.calculate_w(data_d, data_last_d, alpha_d, num_support_vectors, feature_ranges);
 
     // check the calculated result for correctness
-    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 1.0e5 });
+    EXPECT_FLOATING_POINT_VECTOR_NEAR_EPS(calculated, ground_truth, real_type{ 1.0e6 });
 }
 
 TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {

From 723d4a53214dee71c721b1cda983f6f0abba52b3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 15:27:36 +0100
Subject: [PATCH 0666/1010] Update multi-GPU Jenkins file.

---
 .jenkins/Jenkinsfile-Tests-Multi-GPU | 66 ++++++++++++----------------
 1 file changed, 29 insertions(+), 37 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 224b46b95..238f21b9f 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -43,11 +43,11 @@ pipeline {
 
         // DPCPP
         DPCPP_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/llvm/build"
-        DPCPP_FORCE_REBUILD = "TRUE"
+        DPCPP_FORCE_REBUILD = "FALSE"
 
         // hipSYCL
         HIPSYCL_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "TRUE"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
     }
 
     stages {
@@ -162,24 +162,20 @@ pipeline {
             steps{
                 sh '''
 		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                        rm -rf hipSYCL
-                        rm -rf "$HIPSYCL_PATH"
-
                         srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
-                            module load cuda/11.2.2; \
-                            mkdir $HIPSYCL_PATH; \
-
-                            git clone https://github.com/illuhad/hipSYCL.git hipSYCL || true; \
+                            rm -rf hipSYCL && \
+                            rm -rf "$HIPSYCL_PATH" && \
+                            module load cuda/11.2.2 && \
+                            mkdir $HIPSYCL_PATH && \
+                            git clone https://github.com/illuhad/hipSYCL.git hipSYCL && \
                             cd hipSYCL && \
                             git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1 && \
                             mkdir build && \
                             cd build && \
                             cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \
                             make -j && \
-                            make install "
-
-                        #cd $WORKSPACE
-                        rm -rf hipSYCL
+                            make install && \
+                            rm -rf hipSYCL "
                     fi
                 '''
                 script{
@@ -192,7 +188,6 @@ pipeline {
 
         stage('Build and Test'){
             parallel {
-                // CUDA backend
                 stage('Build and Test - CUDA'){
                     stages{
                         stage('Build PLSSVM Release - CUDA') {
@@ -201,8 +196,8 @@ pipeline {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_cuda &&\
-                                        cd build/Release_cuda &&\
+                                        mkdir -p build/Release_CUDA &&\
+                                        cd build/Release_CUDA &&\
                                         rm -rf * &&\
                                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -S ../../ &&\
                                         make -j4"
@@ -215,10 +210,10 @@ pipeline {
                                 dir('plssvm') {
                                     warnError('Release tests failed!') {
                                         sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
+                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
                                             module load cuda/11.2.2 &&\
-                                            cd build/Release_cuda &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
+                                            cd build/Release_CUDA &&\
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing &&\
                                             exit $returncode"
@@ -230,7 +225,6 @@ pipeline {
                     }
                 }
 
-                // OpenCL backend
                 stage('Build and Test - OpenCL'){
                     stages{
                         stage('Build PLSSVM Release - OpenCL') {
@@ -239,8 +233,8 @@ pipeline {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_opencl &&\
-                                        cd build/Release_opencl &&\
+                                        mkdir -p build/Release_OpenCL &&\
+                                        cd build/Release_OpenCL &&\
                                         rm -rf * &&\
                                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -S ../../ &&\
                                         make -j4"
@@ -253,10 +247,10 @@ pipeline {
                                 dir('plssvm') {
                                     warnError('Release tests failed!') {
                                         sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
+                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
                                             module load cuda/11.2.2 &&\
-                                            cd build/Release_opencl &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
+                                            cd build/Release_OpenCL &&\
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing &&\
                                             exit $returncode"
@@ -268,7 +262,6 @@ pipeline {
                     }
                 }
 
-                // hipSYCL SYCL backend
                 stage('Build and Test - hipSYCL'){
                     stages{
                         stage('Build PLSSVM Release - hipSYCL') {
@@ -277,8 +270,8 @@ pipeline {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_hipsycl &&\
-                                        cd build/Release_hipsycl &&\
+                                        mkdir -p build/Release_hipSYCL &&\
+                                        cd build/Release_hipSYCL &&\
                                         rm -rf * &&\
                                         cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -S ../../ &&\
                                         make -j4 "
@@ -291,10 +284,10 @@ pipeline {
                                 dir('plssvm') {
                                     warnError('hipSYCL Release tests failed!') {
                                         sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
+                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
                                             module load cuda/11.2.2 &&\
-                                            cd build/Release_hipsycl &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
+                                            cd build/Release_hipSYCL &&\
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing_hip && \
                                             exit $returncode"
@@ -306,7 +299,6 @@ pipeline {
                     }
                 }
 
-                // DPC++ SYCL backend
                 stage('Build and Test - DPC++'){
                     stages{
                         stage('Build PLSSVM Release - DPC++') {
@@ -315,8 +307,8 @@ pipeline {
                                     sh '''
                                         srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
                                         module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_dpcpp &&\
-                                        cd build/Release_dpcpp &&\
+                                        mkdir -p build/Release_DPCPP &&\
+                                        cd build/Release_DPCPP &&\
                                         rm -rf * &&\
                                         cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON  -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_LTO=OFF -S ../../ &&\
                                         make -j4 "
@@ -329,10 +321,10 @@ pipeline {
                                 dir('plssvm') {
                                     warnError('DPC++ Release tests failed!') {
                                         sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:2 bash -c "\
+                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
                                             module load cuda/11.2.2 &&\
-                                            cd build/Release_dpcpp &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 1200; \
+                                            cd build/Release_DPCPP &&\
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
                                             returncode=$? && \
                                             cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing_dpcpp &&\
                                             exit $returncode"

From 86d68e9a1d2307c3d5284d79df83810e37275b6c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 15:42:09 +0100
Subject: [PATCH 0667/1010] MSVC specific compiler flags.

---
 CMakeLists.txt | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 962094b2a..0c7cee2e5 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -78,7 +78,7 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         -Wextra-semi -Wunreachable-code -Wuninitialized>
         $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-        $<$<CXX_COMPILER_ID:MSVC>:/W4>
+        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
         )
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
@@ -90,6 +90,9 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<AND:$<CONFIG:RELEASE>,$<CXX_COMPILER_ID:GNU,Clang>>:-ffast-math -march=native>
         $<$<AND:$<CONFIG:RELEASE>,$<CXX_COMPILER_ID:MSVC>>:/fp:fast>
         )
+target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+        $<$<CXX_COMPILER_ID:MSVC>:NOMINMAX>
+        )
 
 
 ########################################################################################################################

From 9ff704a53850489cecbaf7c8402e7a0d0752ceb4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 11 Jan 2023 15:45:04 +0100
Subject: [PATCH 0668/1010] Delete unused file.

---
 tests/data/predict/convert.py | 16 ----------------
 1 file changed, 16 deletions(-)
 delete mode 100644 tests/data/predict/convert.py

diff --git a/tests/data/predict/convert.py b/tests/data/predict/convert.py
deleted file mode 100644
index 3340bb77c..000000000
--- a/tests/data/predict/convert.py
+++ /dev/null
@@ -1,16 +0,0 @@
-#open text file in read mode
-text_file = open("500x200_rbf.libsvm.model", "r")
- 
-#read whole file to a string
-data = text_file.read()
- 
-#close file
-text_file.close()
- 
-
-for i in range(199, -1, -1):
-  data = data.replace(" {}:".format(i), " {}:".format(i + 1))
-
-
-with open('500x200_rbf.libsvm.model', 'w', encoding='utf-8') as f:
-    f.write(data)

From 2bcb0eb186ccdbca20ad0b46f277988414fefb09 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 08:41:37 +0100
Subject: [PATCH 0669/1010] Fix error in device reduction test.

---
 tests/backends/generic_csvm_tests.hpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 33ad55bea..d83f6f6c9 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -476,6 +476,7 @@ TYPED_TEST_P(GenericGPUCSVM, device_reduction) {
 
     // test reduction of a single device
     data_d.resize(1);
+    data_d.front().copy_to_device(data);
     calculated.assign(data.size(), real_type{ 0.0 });
     svm.device_reduction(data_d, calculated);
 

From c0dfb63ceeba96c2b38ac40d8ba835e82ea8030c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 09:18:22 +0100
Subject: [PATCH 0670/1010] Disable DPC++ Debug tests due to random LLVM
 internal SegFaults.

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 3 +++
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 8033e8603..c9bfc4333 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -396,6 +396,8 @@ pipeline {
             }
         }
 
+/*
+        // results in more or less random SegFaults in the DPC++ LLVM compiler
         stage('Build PLSSVM Debug - DPC++') {
             steps {
                 dir('plssvm') {
@@ -421,6 +423,7 @@ pipeline {
             }
         }
     }
+*/
 
     post {
         always {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 4b206e0b6..dbd6d6668 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -390,6 +390,8 @@ pipeline {
             }
         }
 
+/*
+        // results in more or less random SegFaults in the DPC++ LLVM compiler
         stage('Build PLSSVM Debug - DPC++') {
             steps {
                 dir('plssvm') {
@@ -417,6 +419,7 @@ pipeline {
             }
         }
     }
+*/
 
     post {
         always {

From fda85fb365ee75cfe8eea58194478d578a6c2622 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 09:34:04 +0100
Subject: [PATCH 0671/1010] Fix an error in the calculate_w test as well as the
 actual function (only affecting multi-GPU execution).

---
 include/plssvm/backends/gpu_csvm.hpp  | 2 +-
 tests/backends/generic_csvm_tests.hpp | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index d794ecf61..303d45481 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -386,7 +386,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::v
     const std::size_t num_used_devices = data_d.size();
 
     // create w vector and fill with zeros
-    std::vector<real_type> w(std::accumulate(feature_ranges.begin(), feature_ranges.end(), std::size_t{ 0 }), real_type{ 0.0 });
+    std::vector<real_type> w(feature_ranges.back(), std::size_t{ 0 }), real_type{ 0.0 });
 
     #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index d83f6f6c9..e86c924dc 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -350,6 +350,7 @@ TYPED_TEST_P(GenericGPUCSVM, generate_q) {
 TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     using device_ptr_type = typename mock_csvm_type::template device_ptr_type<real_type>;
     using queue_type = typename mock_csvm_type::queue_type;
@@ -367,7 +368,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     // perform the data setup on the device
     constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
     const std::size_t num_support_vectors = support_vectors.num_data_points();
-    const std::size_t num_used_devices = svm.select_num_used_devices(plssvm::kernel_function_type::linear, support_vectors.num_features());
+    const std::size_t num_used_devices = svm.select_num_used_devices(kernel, support_vectors.num_features());
     auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(support_vectors.data(), num_support_vectors - 1, support_vectors.num_features(), boundary_size, num_used_devices);
 
     std::vector<device_ptr_type> alpha_d(num_used_devices);

From 3537e83ca27e144167aa6bedcec040d21d6ec816 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 09:46:43 +0100
Subject: [PATCH 0672/1010] Consider the number of used devices when
 calculating the ground truth for the generate_q test.

---
 tests/backends/generic_csvm_tests.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index e86c924dc..d0070b024 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -329,9 +329,6 @@ TYPED_TEST_P(GenericGPUCSVM, generate_q) {
     // create the data that should be used
     const plssvm::data_set<real_type> data{ PLSSVM_TEST_FILE };
 
-    // calculate correct q vector (ground truth)
-    const std::vector<real_type> ground_truth = compare::generate_q(params, data.data());
-
     // create C-SVM: must be done using the mock class, since plssvm::openmp::csvm::generate_q is protected
     const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
@@ -343,6 +340,9 @@ TYPED_TEST_P(GenericGPUCSVM, generate_q) {
     // calculate the q vector using a GPU backend
     const std::vector<real_type> calculated = svm.generate_q(params, data_d, data_last_d, data.num_data_points() - 1, feature_ranges, boundary_size);
 
+    // calculate correct q vector (ground truth)
+    const std::vector<real_type> ground_truth = compare::generate_q(params, data.data(), num_used_devices);
+
     // check the calculated result for correctness
     EXPECT_FLOATING_POINT_VECTOR_NEAR(calculated, ground_truth);
 }

From 0797339239d8d4c3378e87080b6348c704eb9c43 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 10:13:42 +0100
Subject: [PATCH 0673/1010] Fix compiler error.

---
 include/plssvm/backends/gpu_csvm.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 303d45481..9242471f7 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -386,7 +386,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::calculate_w(const std::v
     const std::size_t num_used_devices = data_d.size();
 
     // create w vector and fill with zeros
-    std::vector<real_type> w(feature_ranges.back(), std::size_t{ 0 }), real_type{ 0.0 });
+    std::vector<real_type> w(feature_ranges.back(), real_type{ 0.0 });
 
     #pragma omp parallel for default(none) shared(num_used_devices, devices_, feature_ranges, alpha_d, data_d, data_last_d, w) firstprivate(num_data_points, THREAD_BLOCK_SIZE)
     for (typename std::vector<queue_type>::size_type device = 0; device < num_used_devices; ++device) {

From 3eb54a2369005f17ab07875aa2ced00f0d16c5a3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 10:29:25 +0100
Subject: [PATCH 0674/1010] Fix error in Jenkins file.

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 2 +-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index c9bfc4333..a0dc1f96b 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -422,8 +422,8 @@ pipeline {
                 }
             }
         }
-    }
 */
+    }
 
     post {
         always {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index dbd6d6668..a629176e1 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -418,8 +418,8 @@ pipeline {
                 }
             }
         }
-    }
 */
+    }
 
     post {
         always {

From 5236572dcee7bf14739f54dd87bf3de0fb1f0c24 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 13:02:39 +0100
Subject: [PATCH 0675/1010] Fix error if more than two GPUs are used in the
 tests.

---
 tests/backends/generic_csvm_tests.hpp | 21 +++++++++++++--------
 1 file changed, 13 insertions(+), 8 deletions(-)

diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index d0070b024..393dab6d7 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -544,20 +544,25 @@ TYPED_TEST_P(GenericGPUCSVM, setup_data_on_device_minimal) {
 TYPED_TEST_P(GenericGPUCSVM, setup_data_on_device) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
-
-    // minimal example
-    const std::vector<std::vector<real_type>> input = {
-        { real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 } },
-        { real_type{ 4.0 }, real_type{ 5.0 }, real_type{ 6.0 } },
-        { real_type{ 7.0 }, real_type{ 8.0 }, real_type{ 9.0 } },
-    };
+    constexpr plssvm::kernel_function_type kernel = TypeParam::kernel_type;
 
     // create C-SVM: must be done using the mock class, since plssvm::detail::gpu_csvm::setup_data_on_device is protected
     const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // perform data setup on the device
     const std::size_t boundary_size = 2;
-    const std::size_t num_devices = svm.select_num_used_devices(plssvm::kernel_function_type::linear, input.front().size());
+    const std::size_t num_devices = svm.select_num_used_devices(kernel, std::numeric_limits<std::size_t>::max());
+
+    // minimal example
+    std::vector<std::vector<real_type>> input(3);
+    for (std::size_t row = 0; row < input.size(); ++row) {
+        std::vector<real_type> column(num_devices * 2);
+        for (std::size_t col = 0; col < column.size(); ++col) {
+            column[col] = row * num_devices + col;
+        }
+        input[row] = std::move(column);
+    }
+
     const std::size_t num_data_points = input.size();
     const std::size_t num_features = input.front().size();
 

From 334496ebb6b46c9738718abf7e970d1bc1edea02 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 15:21:02 +0100
Subject: [PATCH 0676/1010] Always rebuild hipSYCL on the NVIDIA GPU.

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index a629176e1..c7493b792 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -47,7 +47,7 @@ pipeline {
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
+        HIPSYCL_FORCE_REBUILD = "TRUE"
     }
 
     stages {

From ddba5ca9d2bd45383170dabfadbc3cc77638d1a2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 15:21:36 +0100
Subject: [PATCH 0677/1010] Remove unnecessary function parameter and change
 random interval to [0, 1] (from [-1, 1]).

---
 tests/backends/OpenMP/openmp_csvm.cpp | 2 +-
 tests/backends/compare.cpp            | 2 +-
 tests/backends/compare.hpp            | 3 +--
 tests/backends/generic_csvm_tests.hpp | 2 +-
 4 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 95a716793..23e2ca8e5 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -166,7 +166,7 @@ TYPED_TEST(OpenMPCSVMCalculateW, calculate_w) {
 
     // create the data that should be used
     const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
-    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
+    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points(), real_type{ 0.0 }, real_type{ 1.0 });
 
     // calculate the correct w vector
     const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);
diff --git a/tests/backends/compare.cpp b/tests/backends/compare.cpp
index 6c4fed5d1..f3fb299e5 100644
--- a/tests/backends/compare.cpp
+++ b/tests/backends/compare.cpp
@@ -113,7 +113,7 @@ template std::vector<float> generate_q(const plssvm::detail::parameter<float> &,
 template std::vector<double> generate_q(const plssvm::detail::parameter<double> &, const std::vector<std::vector<double>> &, std::size_t);
 
 template <typename real_type>
-std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, [[maybe_unused]] const std::size_t num_devices) {
+std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights) {
     PLSSVM_ASSERT(support_vectors.size() == weights.size(), "Sizes mismatch!: {} != {}", support_vectors.size(), weights.size());
 
     std::vector<real_type> result(support_vectors.front().size());
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index 9b2941395..02f014a53 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -87,11 +87,10 @@ template <typename real_type>
  * @tparam real_type the type of the data
  * @param[in] support_vectors the previously learned support vectors
  * @param[in] weights the previously learned weights
- * @param[in] num_devices used to mimic the floating point operation order in case of multi device execution (`[[maybe_unused]]`)
  * @return the resulting `w` vector to speedup the prediction when using the linear kernel (`[[nodiscard]]`)
  */
 template <typename real_type>
-[[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights, std::size_t num_devices = 1);
+[[nodiscard]] std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &support_vectors, const std::vector<real_type> &weights);
 
 /**
  * @brief Computes the device kernel, using the kernel function determined by @p params.
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 393dab6d7..2102ccb8f 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -357,7 +357,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
 
     // create the data that should be used
     const plssvm::data_set<real_type> support_vectors{ PLSSVM_TEST_FILE };
-    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points());
+    const std::vector<real_type> weights = util::generate_random_vector<real_type>(support_vectors.num_data_points(), real_type{ 0.0 }, real_type{ 1.0 });
 
     // calculate the correct w vector
     const std::vector<real_type> ground_truth = compare::calculate_w(support_vectors.data(), weights);

From e4d67e0889b148567403e973ec4d5485707b3d5e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 15:32:56 +0100
Subject: [PATCH 0678/1010] Fix compiler (explicit instantiation) error.

---
 tests/backends/compare.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/backends/compare.cpp b/tests/backends/compare.cpp
index f3fb299e5..868820c29 100644
--- a/tests/backends/compare.cpp
+++ b/tests/backends/compare.cpp
@@ -124,8 +124,8 @@ std::vector<real_type> calculate_w(const std::vector<std::vector<real_type>> &su
     }
     return result;
 }
-template std::vector<float> calculate_w(const std::vector<std::vector<float>> &, const std::vector<float> &, std::size_t);
-template std::vector<double> calculate_w(const std::vector<std::vector<double>> &, const std::vector<double> &, std::size_t);
+template std::vector<float> calculate_w(const std::vector<std::vector<float>> &, const std::vector<float> &);
+template std::vector<double> calculate_w(const std::vector<std::vector<double>> &, const std::vector<double> &);
 
 template <typename real_type>
 std::vector<real_type> device_kernel_function(const plssvm::detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data, const std::vector<real_type> &rhs, const std::vector<real_type> &q, const real_type QA_cost, const real_type add) {

From 2e12b682699af19466e5099f1bb9c60124a7bf24 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 15:53:22 +0100
Subject: [PATCH 0679/1010] Escape colon for windows paths.

---
 tests/naming.hpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/naming.hpp b/tests/naming.hpp
index 3003d3590..6dd0bede8 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -200,6 +200,7 @@ namespace detail {
     plssvm::detail::replace_all(str, "-", "_M_");
     plssvm::detail::replace_all(str, " ", "_W_");
     plssvm::detail::replace_all(str, ".", "_D_");
+    plssvm::detail::replace_all(str, ":", "_S_");
     plssvm::detail::replace_all(str, "/", "_");
     if (str.empty()) {
         str = "EMPTY";

From 4220c05c82b172402bc2429c7fa218df9b6f368b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 16:28:34 +0100
Subject: [PATCH 0680/1010] Remove the OpenMP cancellation construct.

---
 include/plssvm/detail/io/arff_parsing.hpp            | 3 ---
 include/plssvm/detail/io/libsvm_parsing.hpp          | 6 ------
 include/plssvm/detail/io/scaling_factors_parsing.hpp | 3 ---
 3 files changed, 12 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 11b1066ee..9012236bf 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -258,7 +258,6 @@ template <typename real_type, typename label_type>
     {
         #pragma omp for
         for (std::size_t i = 0; i < data.size(); ++i) {
-            #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(i + num_header_lines);
                 // there must not be any @ inside the data section
@@ -364,8 +363,6 @@ template <typename real_type, typename label_type>
                         parallel_exception = std::current_exception();
                     }
                 }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
             }
         }
     }
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index fc2825b8b..56fab31e7 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -52,7 +52,6 @@ namespace plssvm::detail::io {
     {
         #pragma omp for reduction(max : num_features)
         for (std::size_t i = skipped_lines; i < lines.size(); ++i) {
-            #pragma omp cancellation point for
             try {
                 const std::string_view line = lines[i];
 
@@ -78,8 +77,6 @@ namespace plssvm::detail::io {
                         parallel_exception = std::current_exception();
                     }
                 }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
             }
         }
     }
@@ -144,7 +141,6 @@ template <typename real_type, typename label_type>
     {
         #pragma omp for reduction(|| : has_label) reduction(|| : has_no_label)
         for (typename std::vector<std::vector<real_type>>::size_type i = 0; i < data.size(); ++i) {
-            #pragma omp cancellation point for
             try {
                 std::string_view line = reader.line(skipped_lines + i);
                 unsigned long last_index = 0;
@@ -208,8 +204,6 @@ template <typename real_type, typename label_type>
                         parallel_exception = std::current_exception();
                     }
                 }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
             }
         }
     }
diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 15b28a6b2..7aa4a4c61 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -82,7 +82,6 @@ template <typename real_type, typename factors_type>
     {
         #pragma omp for
         for (typename std::vector<factors_type>::size_type i = 0; i < scaling_factors.size(); ++i) {
-            #pragma omp cancellation point for
             try {
                 // parse the current line
                 const std::string_view line = reader.line(i + 2);
@@ -108,8 +107,6 @@ template <typename real_type, typename factors_type>
                         parallel_exception = std::current_exception();
                     }
                 }
-                // cancel parallel execution, needs env variable OMP_CANCELLATION=true
-                #pragma omp cancel for
             }
         }
     }

From 7ddf2d9c39ba3898b8c4879033f6d5e7cfe19caf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 17:07:56 +0100
Subject: [PATCH 0681/1010] Change EXPECT_THAT to std::regex_match since the
 former only supports a very rudimentary regex engine on Windows.

---
 tests/detail/assert.cpp                     |  2 +-
 tests/detail/utility.cpp                    |  6 ++--
 tests/version/git_metadata/git_metadata.cpp | 38 +++++++++++++--------
 3 files changed, 29 insertions(+), 17 deletions(-)

diff --git a/tests/detail/assert.cpp b/tests/detail/assert.cpp
index 22ccb2cc8..a9cb55ec1 100644
--- a/tests/detail/assert.cpp
+++ b/tests/detail/assert.cpp
@@ -21,7 +21,7 @@ TEST(PLSSVMAssert, assert_true) {
     PLSSVM_ASSERT(true, "TRUE");
 }
 TEST(PLSSVMAssert, assert_false) {
-    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), ::testing::ContainsRegex("Assertion '.*false.*' failed!.*FALSE.*"));
+    ASSERT_DEATH(PLSSVM_ASSERT(false, "FALSE"), ::testing::ContainsRegex("Assertion '.*false.*' failed!"));
 }
 
 #endif
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index 1a0342942..74c805ac6 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -14,10 +14,11 @@
 
 #include "../naming.hpp"  // naming::{map_types_to_name, set_types_to_name, vector_types_to_name}
 
-#include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
+#include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::HasSubstr
 #include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
 
 #include <map>            // std::map
+#include <regex>          // std::regex, std::regex::extended, std::regex_match
 #include <set>            // std::set
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
@@ -171,5 +172,6 @@ TYPED_TEST(UtilityVectorContainer, contains) {
 
 TEST(Utility, current_date_time) {
     // test if the current date time matches the pattern
-    EXPECT_THAT(plssvm::detail::current_date_time(), ::testing::ContainsRegex("[0-9]{4}-[0-9]{2}-[0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}"));
+    EXPECT_TRUE(std::regex_match(std::string{ plssvm::detail::current_date_time() },
+                                 std::regex{ "[0-9]{4}-[0-9]{2}-[0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}", std::regex::extended }));
 }
\ No newline at end of file
diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index 869698bf5..ac660e251 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -10,9 +10,11 @@
 
 #include "plssvm/version/git_metadata/git_metadata.hpp"
 
-#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex, Not, StartsWith, EndsWith}
+#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, Not, StartsWith, EndsWith}
 #include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT
 
+#include <regex>  // std::regex, std::regex::extended, std::regex_match
+
 using namespace plssvm::version;
 
 TEST(GitMetadata, author_name) {
@@ -30,7 +32,8 @@ TEST(GitMetadata, author_email) {
         // if we are inside a Git repository, the author email must not be empty
         EXPECT_FALSE(git_metadata::author_email().empty());
         // check for a valid email address
-        EXPECT_THAT(git_metadata::author_email(), ::testing::ContainsRegex("^[[:graph:]]+@[[:graph:]]+\\.[[:graph:]]+$"));
+        EXPECT_TRUE(std::regex_match(std::string{ git_metadata::author_email() },
+                                     std::regex{ "^[[:graph:]]+@[[:graph:]]+\\.[[:graph:]]+$", std::regex::extended }));
     } else {
         // if we are outside a Git repository, the author email must be empty
         EXPECT_TRUE(git_metadata::author_email().empty());
@@ -42,7 +45,8 @@ TEST(GitMetadata, commit_sha1) {
         // if we are inside a Git repository, the commit sha1 must not be empty
         EXPECT_FALSE(git_metadata::commit_sha1().empty());
         // test for valid commit sha1 characters
-        EXPECT_THAT(git_metadata::commit_sha1(), ::testing::ContainsRegex("^([0-9a-f]{40})|([0-9a-f]{6,8})$"));
+        EXPECT_TRUE(std::regex_match(std::string{ git_metadata::commit_sha1() },
+                                     std::regex{ "^([0-9a-f]{40})|([0-9a-f]{6,8})$", std::regex::extended }));
     } else {
         // if we are outside a Git repository, the commit sha1 must be empty
         EXPECT_TRUE(git_metadata::commit_sha1().empty());
@@ -92,17 +96,22 @@ TEST(GitMetadata, branch) {
         EXPECT_FALSE(git_metadata::branch().empty());
         // check whether the branch name is valid
         // https://git-scm.com/docs/git-check-ref-format
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith(".")));                    // must not start with a .a
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith(".lock")));                  // must not end with .lock
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("..")));                     // must not end with .. anywhere
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith(".")));       // must not start with a .a
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith(".lock")));     // must not end with .lock
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("..")));        // must not end with .. anywhere
         // EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(~|\\^|:)+")));        // must not contain a ~, ^ or : anywhere
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(\\?|\\[|\\*)+")));    // must not contain ?, [ or * anywhere
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith("/")));                    // must not start with a /
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("/")));                      // must not end with a /
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("/{2,}")));             // must not contain multiple consecutive /
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(@\\{)+")));           // must not contain @{
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("(@|\\\\)+")));         // must not contain a single @ or backslash
+        EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
+                                      std::regex{ "(~|\\^|:)+", std::regex::extended }));      // must not contain a ~, ^ or : anywhere
+        EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
+                                      std::regex{ "(\\?|\\[|\\*)+", std::regex::extended }));  // must not contain ?, [ or * anywhere
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith("/")));       // must not start with a /
+        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("/")));         // must not end with a /
+        EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
+                                      std::regex{ "/{2,}", std::regex::extended }));           // must not contain multiple consecutive /
+        EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
+                                      std::regex{ "(@\\{)+", std::regex::extended }));         // must not contain @{
+        EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
+                                      std::regex{ "(@|\\\\)+", std::regex::extended }));       // must not contain a single @ or backslash
     } else {
         // if we are outside a Git repository, the branch name is HEAD
         EXPECT_EQ(git_metadata::branch(), "HEAD");
@@ -115,7 +124,8 @@ TEST(GitMetadata, remote_url) {
         EXPECT_FALSE(git_metadata::remote_url().empty());
         // check whether the remote URL is valid
         // https://github.com/jonschlinkert/is-git-url
-        EXPECT_THAT(git_metadata::remote_url(), ::testing::ContainsRegex("^(git|ssh|http|https|git@[A-Za-z0-9_\\.\\-]+):(//)?[A-Za-z0-9_\\.@:/-~\\-]+(\\.git(/)?)?$"));
+        EXPECT_TRUE(std::regex_match(std::string{ git_metadata::remote_url() },
+                                     std::regex{ "^(git|ssh|http|https|git@[A-Za-z0-9_\\.\\-]+):(//)?[A-Za-z0-9_\\.@:/-~\\-]+(\\.git(/)?)?$", std::regex::extended }));
     } else {
         // if we are outside a Git repository, the remote URL must be empty
         EXPECT_TRUE(git_metadata::remote_url().empty());

From 091c97230904386d8007171f928092818e36c883 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 17:38:40 +0100
Subject: [PATCH 0682/1010] Fix constexpr lambda capture error in MSVC.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 1263064a1..1077f1bc3 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -391,14 +391,14 @@ inline void write_libsvm_model_data(const std::string &filename, const plssvm::p
     // separators: 2 chars (: between index and feature + whitespace after feature value)
     // -> 40 chars in total
     // -> increased to 48 chars to be on the safe side
-    constexpr std::size_t CHARS_PER_BLOCK = 48;
+    static constexpr std::size_t CHARS_PER_BLOCK = 48;
     // results in 48 B * 128 B = 6 KiB stack buffer per thread
-    constexpr std::size_t BLOCK_SIZE = 128;
+    static constexpr std::size_t BLOCK_SIZE = 128;
     // use 1 MiB as buffer per thread
     constexpr std::size_t STRING_BUFFER_SIZE = 1024 * 1024;
 
     // format one output-line
-    auto format_libsvm_line = [=](std::string &output, const real_type a, const std::vector<real_type> &d) {
+    auto format_libsvm_line = [](std::string &output, const real_type a, const std::vector<real_type> &d) {
         static constexpr std::size_t STACK_BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
         static char buffer[STACK_BUFFER_SIZE];
         #pragma omp threadprivate(buffer)

From 8547bbb914b3613d0b988dd07b0a02d5528bf9cd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 17:39:27 +0100
Subject: [PATCH 0683/1010] Suppress compiler warning.

---
 CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 0c7cee2e5..a71c4342a 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -83,7 +83,7 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
-        $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/we4062>
+        $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/we4062 /wd4005>
         )
 ## enable additional optimization flags only in RELEASE mode
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC

From b48efb5f8cfa34111ba5d9cf9d87c1530d7a86db Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 17:40:35 +0100
Subject: [PATCH 0684/1010] Change std::string_view to std::string in calls to
 EXPECT_THAT.

---
 tests/backends/generic_exceptions_tests.hpp |  2 +-
 tests/exceptions/exceptions.cpp             |  2 +-
 tests/version/git_metadata/git_metadata.cpp | 13 +++++++------
 3 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/tests/backends/generic_exceptions_tests.hpp b/tests/backends/generic_exceptions_tests.hpp
index 50321ee43..46e179de7 100644
--- a/tests/backends/generic_exceptions_tests.hpp
+++ b/tests/backends/generic_exceptions_tests.hpp
@@ -73,7 +73,7 @@ TYPED_TEST_P(Exception, exception_what_with_source_location) {
     EXPECT_EQ(what_lines[0], "exception message");
     EXPECT_EQ(what_lines[1], fmt::format("{} thrown:", exception_name));
     EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
-    EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
+    EXPECT_THAT(std::string{ what_lines[3] }, ::testing::ContainsRegex("  in function  .*dummy.*"));
     EXPECT_EQ(what_lines[4], "  @ line       31");
 }
 
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index ff9106389..ecc0ce884 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -72,6 +72,6 @@ TYPED_TEST(Exceptions, exception_what_with_source_location) {
     EXPECT_EQ(what_lines[0], "exception message");
     EXPECT_EQ(what_lines[1], fmt::format("{} thrown:", util::exception_type_name<exception_type>()));
     EXPECT_EQ(what_lines[2], "  in file      " __FILE__);
-    EXPECT_THAT(what_lines[3], ::testing::ContainsRegex("  in function  .*dummy.*"));
+    EXPECT_THAT(std::string{ what_lines[3] }, ::testing::ContainsRegex("  in function  .*dummy.*"));
     EXPECT_EQ(what_lines[4], "  @ line       28");
 }
\ No newline at end of file
diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index ac660e251..c764aefdd 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -13,7 +13,8 @@
 #include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, Not, StartsWith, EndsWith}
 #include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT
 
-#include <regex>  // std::regex, std::regex::extended, std::regex_match
+#include <regex>   // std::regex, std::regex::extended, std::regex_match
+#include <string>  // std::string
 
 using namespace plssvm::version;
 
@@ -96,16 +97,16 @@ TEST(GitMetadata, branch) {
         EXPECT_FALSE(git_metadata::branch().empty());
         // check whether the branch name is valid
         // https://git-scm.com/docs/git-check-ref-format
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith(".")));       // must not start with a .a
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith(".lock")));     // must not end with .lock
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("..")));        // must not end with .. anywhere
+        EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::StartsWith(".")));  // must not start with a .a
+        EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::EndsWith(".lock")));  // must not end with .lock
+        EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::EndsWith("..")));     // must not end with .. anywhere
         // EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
                                       std::regex{ "(~|\\^|:)+", std::regex::extended }));      // must not contain a ~, ^ or : anywhere
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
                                       std::regex{ "(\\?|\\[|\\*)+", std::regex::extended }));  // must not contain ?, [ or * anywhere
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::StartsWith("/")));       // must not start with a /
-        EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::EndsWith("/")));         // must not end with a /
+        EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::StartsWith("/")));  // must not start with a /
+        EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::EndsWith("/")));    // must not end with a /
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
                                       std::regex{ "/{2,}", std::regex::extended }));           // must not contain multiple consecutive /
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },

From f6cb7b85cd8a751585efd96c5ad108377c2a7919 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 17:42:53 +0100
Subject: [PATCH 0685/1010] Update .gitignore.

---
 .gitignore | 12 +++---------
 1 file changed, 3 insertions(+), 9 deletions(-)

diff --git a/.gitignore b/.gitignore
index 6bb34763f..8249e4868 100644
--- a/.gitignore
+++ b/.gitignore
@@ -39,6 +39,7 @@ build*/
 cmake-build*/
 CMakeLists.txt.user
 CMakeCache.txt
+CMakeSettings.json
 CMakeFiles
 CMakeScripts
 Testing
@@ -52,14 +53,10 @@ CTestTestfile.cmake
 # IDEs ================================
 .idea/
 .vscode/
+.vs/
 
 
 # Project related ================================
-
-# ignore everything in the autogenerated folder, except the README
-include/plssvm/backends/autogenerated/*
-!include/plssvm/backends/autogenerated/README.md
-
 # auto-generated version header
 include/plssvm/version/version.hpp
 # auto-generated git source
@@ -80,7 +77,4 @@ tests/data/*
 !tests/data/model/
 !tests/data/libsvm/
 !tests/data/arff/
-!tests/data/predict/
-
-# autognerated build data
-autogenerated/
\ No newline at end of file
+!tests/data/predict/
\ No newline at end of file

From c20c0834284d5d8953facf96df83e71f44dc40a3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 18:31:25 +0100
Subject: [PATCH 0686/1010] Change OpenMP data sharing since default(none) is
 not supported with class member variables.

---
 include/plssvm/data_set.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 3535b031b..fe961205b 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -643,7 +643,7 @@ void data_set<T, U>::create_mapping() {
 
     // convert input labels to now mapped values
     std::vector<real_type> tmp(labels_ptr_->size());
-    #pragma omp parallel for default(none) shared(tmp, labels_ptr_, mapper)
+    #pragma omp parallel for default(shared) shared(tmp, mapper)
     for (typename std::vector<real_type>::size_type i = 0; i < tmp.size(); ++i) {
         tmp[i] = mapper.get_mapped_value_by_label((*labels_ptr_)[i]);
     }
@@ -669,7 +669,7 @@ void data_set<T, U>::scale() {
             real_type max_value = std::numeric_limits<real_type>::lowest();
 
             // calculate min/max values of all data points at the specific feature
-            #pragma omp parallel for default(none) shared(X_ptr_) firstprivate(num_features_, feature) reduction(min : min_value) reduction(max : max_value)
+            #pragma omp parallel for default(shared) firstprivate(feature) reduction(min : min_value) reduction(max : max_value)
             for (size_type data_point = 0; data_point < num_data_points_; ++data_point) {
                 min_value = std::min(min_value, (*X_ptr_)[data_point][feature]);
                 max_value = std::max(max_value, (*X_ptr_)[data_point][feature]);
@@ -701,7 +701,7 @@ void data_set<T, U>::scale() {
     }
 
     // scale values
-    #pragma omp parallel for default(none) shared(scale_parameters_, X_ptr_) firstprivate(lower, upper, num_data_points_)
+    #pragma omp parallel for default(shared) firstprivate(lower, upper)
     for (size_type i = 0; i < scale_parameters_->scaling_factors.size(); ++i) {
         // extract feature-wise min and max values
         const typename scaling::factors factor = scale_parameters_->scaling_factors[i];

From 1c84da9d7255c11c8f7c096dc14151c6ae2a84e3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 18:31:57 +0100
Subject: [PATCH 0687/1010] Change std::string_view to std::string in
 EXPECT_THAT.

---
 tests/data_set.cpp | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index b4e16b6ba..8871fd6bb 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -136,9 +136,9 @@ TYPED_TEST(DataSetScaling, save) {
     // check file content
     ASSERT_GE(reader.num_lines(), 2);
     EXPECT_EQ(reader.line(0), "x");
-    EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+    EXPECT_THAT(std::string{ reader.line(1) }, ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
     for (std::size_t i = 2; i < reader.num_lines(); ++i) {
-        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+        EXPECT_THAT(std::string{ reader.line(i) }, ::testing::ContainsRegex("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
     }
 }
 TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
@@ -161,7 +161,7 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
     // check the content
     ASSERT_EQ(reader.num_lines(), 2);
     EXPECT_EQ(reader.line(0), "x");
-    EXPECT_THAT(reader.line(1), ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+    EXPECT_THAT(std::string{ reader.line(1) }, ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
 }
 
 //*************************************************************************************************************************************//
@@ -938,7 +938,7 @@ TYPED_TEST(DataSetSave, save_libsvm_with_label) {
     // create regex to check for the correct output
     ASSERT_EQ(reader.num_lines(), this->data_points.size());
     for (const std::string_view line : reader.lines()) {
-        EXPECT_THAT(line, ::testing::ContainsRegex(".+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
+        EXPECT_THAT(std::string{ line }, ::testing::ContainsRegex(".+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
     }
 }
 TYPED_TEST(DataSetSave, save_libsvm_without_label) {
@@ -957,7 +957,7 @@ TYPED_TEST(DataSetSave, save_libsvm_without_label) {
     // create regex to check for the correct output
     ASSERT_EQ(reader.num_lines(), this->data_points.size());
     for (const std::string_view line : reader.lines()) {
-        EXPECT_THAT(line, ::testing::ContainsRegex("([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
+        EXPECT_THAT(std::string{ line }, ::testing::ContainsRegex("([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
     }
 }
 
@@ -987,7 +987,7 @@ TYPED_TEST(DataSetSave, save_arff_with_label) {
     EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features + 1)), ::testing::StartsWith("@data"));
     // check data points
     for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
-        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}.+"));
+        EXPECT_THAT(std::string{ reader.line(i) }, ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}.+"));
     }
 }
 TYPED_TEST(DataSetSave, save_arff_without_label) {
@@ -1015,7 +1015,7 @@ TYPED_TEST(DataSetSave, save_arff_without_label) {
     EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features)), ::testing::StartsWith("@data"));
     // check data points
     for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
-        EXPECT_THAT(reader.line(i), ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+        EXPECT_THAT(std::string{ reader.line(i) }, ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
     }
 }
 

From 8f4b485db9f44781fd0d12d4b0027d2ec257fedd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <breyerml@studi.informatik.uni-stuttgart.de>
Date: Thu, 12 Jan 2023 18:32:31 +0100
Subject: [PATCH 0688/1010] Add missing relational operator overloads for MSVC
 (unknown why they are necessary).

---
 include/plssvm/default_value.hpp | 91 ++++++++++++++++++++++++++++++++
 1 file changed, 91 insertions(+)

diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 52ad072ca..e5c43c5f6 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -244,6 +244,21 @@ template <typename T>
 [[nodiscard]] constexpr bool operator==(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return lhs.value() == rhs.value();
 }
+/**
+ * @copydoc constexpr bool operator==(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator==(const default_value<T> &lhs, const T &rhs) noexcept {
+    return lhs.value() == rhs;
+}
+/**
+ * @copydoc constexpr bool operator==(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator==(const T &lhs, const default_value<T> &rhs) noexcept {
+    return lhs == rhs.value();
+}
+
 /**
  * @brief Compares **the two active** values @p lhs and @p rhs for inequality.
  * @tparam T the type of the wrapped value
@@ -255,6 +270,21 @@ template <typename T>
 [[nodiscard]] constexpr bool operator!=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return !(lhs == rhs);
 }
+/**
+ * @copydoc constexpr bool operator!=(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator!=(const default_value<T> &lhs, const T &rhs) noexcept {
+    return !(lhs == rhs);
+}
+/**
+ * @copydoc constexpr bool operator!=(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator!=(const T &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs == rhs);
+}
+
 /**
  * @brief Compares **the two active** values: @p lhs < @p rhs.
  * @tparam T the type of the wrapped value
@@ -266,6 +296,21 @@ template <typename T>
 [[nodiscard]] constexpr bool operator<(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return lhs.value() < rhs.value();
 }
+/**
+ * @copydoc constexpr bool operator<(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator<(const default_value<T> &lhs, const T &rhs) noexcept {
+    return lhs.value() < rhs;
+}
+/**
+ * @copydoc constexpr bool operator<(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator<(const T &lhs, const default_value<T> &rhs) noexcept {
+    return lhs < rhs.value();
+}
+
 /**
  * @brief Compares **the two active** values: @p lhs > @p rhs.
  * @tparam T the type of the wrapped value
@@ -277,6 +322,23 @@ template <typename T>
 [[nodiscard]] constexpr bool operator>(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return rhs < lhs;
 }
+
+/**
+ * @copydoc constexpr bool operator>(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator>(const default_value<T> &lhs, const T &rhs) noexcept {
+    return lhs.value() > rhs;
+}
+
+/**
+ * @copydoc constexpr bool operator>(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator>(const T &lhs, const default_value<T> &rhs) noexcept {
+    return lhs > rhs.value();
+}
+
 /**
  * @brief Compares **the two active** values: @p lhs <= @p rhs.
  * @tparam T the type of the wrapped value
@@ -288,6 +350,21 @@ template <typename T>
 [[nodiscard]] constexpr bool operator<=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return !(lhs > rhs);
 }
+/**
+ * @copydoc constexpr bool operator<=(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator<=(const default_value<T> &lhs, const T &rhs) noexcept {
+    return !(lhs.value() > rhs);
+}
+/**
+ * @copydoc constexpr bool operator<=(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator<=(const T &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs > rhs.value());
+}
+
 /**
  * @brief Compares **the two active** values: @p lhs >= @p rhs.
  * @tparam T the type of the wrapped value
@@ -299,6 +376,20 @@ template <typename T>
 [[nodiscard]] constexpr bool operator>=(const default_value<T> &lhs, const default_value<T> &rhs) noexcept {
     return !(lhs < rhs);
 }
+/**
+ * @copydoc constexpr bool operator>=(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator>=(const default_value<T> &lhs, const T &rhs) noexcept {
+    return !(lhs.value() < rhs);
+}
+/**
+ * @copydoc constexpr bool operator>=(const default_value<T>, const default_value<T>)
+ */
+template <typename T>
+[[nodiscard]] constexpr bool operator>=(const T &lhs, const default_value<T> &rhs) noexcept {
+    return !(lhs < rhs.value());
+}
 
 /// @cond Doxygen_suppress
 namespace detail {

From 6a14fa313416cf911dc95c9dc9bc6b43954c67db Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 13 Jan 2023 09:42:39 +0100
Subject: [PATCH 0689/1010] Fix regex problems with MSVC.

---
 tests/data_set.cpp | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 8871fd6bb..14e493837 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -24,6 +24,7 @@
 #include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ASSERT_EQ, TEST, TYPED_TEST, TYPED_TEST_SUITE, ::testing::Test
 
 #include <cstddef>      // std::size_t
+#include <regex>        // std::regex, std::regex::extended, std::regex_match
 #include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <tuple>        // std::ignore, std::get
@@ -136,9 +137,11 @@ TYPED_TEST(DataSetScaling, save) {
     // check file content
     ASSERT_GE(reader.num_lines(), 2);
     EXPECT_EQ(reader.line(0), "x");
-    EXPECT_THAT(std::string{ reader.line(1) }, ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+    std::regex reg{ "[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?", std::regex::extended };
+    EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
+    reg = std::regex{ "\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?", std::regex::extended };
     for (std::size_t i = 2; i < reader.num_lines(); ++i) {
-        EXPECT_THAT(std::string{ reader.line(i) }, ::testing::ContainsRegex("\\+?[1-9]+[0-9]* [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
     }
 }
 TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
@@ -161,7 +164,8 @@ TYPED_TEST(DataSetScaling, save_empty_scaling_factors) {
     // check the content
     ASSERT_EQ(reader.num_lines(), 2);
     EXPECT_EQ(reader.line(0), "x");
-    EXPECT_THAT(std::string{ reader.line(1) }, ::testing::ContainsRegex("[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+    const std::regex reg{ "[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? [-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?", std::regex::extended };
+    EXPECT_TRUE(std::regex_match(std::string{ reader.line(1) }, reg));
 }
 
 //*************************************************************************************************************************************//
@@ -937,8 +941,9 @@ TYPED_TEST(DataSetSave, save_libsvm_with_label) {
 
     // create regex to check for the correct output
     ASSERT_EQ(reader.num_lines(), this->data_points.size());
+    const std::regex reg{ ".+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}", std::regex::extended };
     for (const std::string_view line : reader.lines()) {
-        EXPECT_THAT(std::string{ line }, ::testing::ContainsRegex(".+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
+        EXPECT_TRUE(std::regex_match(std::string{ line }, reg));
     }
 }
 TYPED_TEST(DataSetSave, save_libsvm_without_label) {
@@ -956,8 +961,9 @@ TYPED_TEST(DataSetSave, save_libsvm_without_label) {
 
     // create regex to check for the correct output
     ASSERT_EQ(reader.num_lines(), this->data_points.size());
+    const std::regex reg{ "([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}", std::regex::extended };
     for (const std::string_view line : reader.lines()) {
-        EXPECT_THAT(std::string{ line }, ::testing::ContainsRegex("([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}"));
+        EXPECT_TRUE(std::regex_match(std::string{ line }, reg));
     }
 }
 
@@ -986,8 +992,9 @@ TYPED_TEST(DataSetSave, save_arff_with_label) {
     EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features)), ::testing::ContainsRegex("@attribute class \\{.*,.*\\}"));
     EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features + 1)), ::testing::StartsWith("@data"));
     // check data points
+    const std::regex reg{ "([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}.+", std::regex::extended };
     for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
-        EXPECT_THAT(std::string{ reader.line(i) }, ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}.+"));
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
     }
 }
 TYPED_TEST(DataSetSave, save_arff_without_label) {
@@ -1014,8 +1021,9 @@ TYPED_TEST(DataSetSave, save_arff_without_label) {
     }
     EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features)), ::testing::StartsWith("@data"));
     // check data points
+    const std::regex reg{ "([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?", std::regex::extended };
     for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
-        EXPECT_THAT(std::string{ reader.line(i) }, ::testing::ContainsRegex("([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?"));
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
     }
 }
 

From 3a189e3235aab5d7108e757333e3a0403b7f6dca Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 13 Jan 2023 09:46:26 +0100
Subject: [PATCH 0690/1010] Fix error in comparison between C-string literals.

---
 tests/default_value.cpp  | 2 +-
 tests/detail/utility.cpp | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 427e854e3..6f83c2190 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -261,7 +261,7 @@ TEST(DefaultValue, get_default_default) {
 }
 TEST(DefaultValue, get_default_non_default) {
     // create default_value
-    plssvm::default_value val{ plssvm::default_init{ "Hello, World!" } };
+    plssvm::default_value val{ plssvm::default_init<std::string>{ "Hello, World!" } };
     val = "foo bar baz";
 
     // default value overwritten -> must not be default
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index 74c805ac6..55e1085bd 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -20,6 +20,7 @@
 #include <map>            // std::map
 #include <regex>          // std::regex, std::regex::extended, std::regex_match
 #include <set>            // std::set
+#include <string>         // std::string
 #include <unordered_map>  // std::unordered_map
 #include <unordered_set>  // std::unordered_set
 #include <vector>         // std::vector
@@ -29,7 +30,7 @@ TEST(Utility, get) {
     EXPECT_EQ(plssvm::detail::get<1>(0, 1.5, 2, 3, 4), 1.5);
     EXPECT_EQ(plssvm::detail::get<2>(0, 1, -2, 3, 4), -2);
     EXPECT_EQ(plssvm::detail::get<3>(0, 1, 2, 'a', 4), 'a');
-    EXPECT_EQ(plssvm::detail::get<4>(0, 1, 2, 3, "abc"), "abc");
+    EXPECT_EQ(plssvm::detail::get<4>(0, 1, 2, 3, std::string{ "abc" }), std::string{ "abc" });
 }
 
 TEST(Utility, to_underlying_int) {

From 7a9a3f91df252aae747bf7ac5157473c1fa06941 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 13 Jan 2023 09:58:17 +0100
Subject: [PATCH 0691/1010] Remove erroneous whitespace in test case names.

---
 tests/naming.hpp | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/tests/naming.hpp b/tests/naming.hpp
index 6dd0bede8..1e02a2207 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -144,7 +144,8 @@ class real_type_to_name {
   public:
     template <typename T>
     static std::string GetName(int) {
-        return std::string{ plssvm::detail::arithmetic_type_name<T>() };
+        std::string name{ plssvm::detail::arithmetic_type_name<T>() };
+        return plssvm::detail::replace_all(name, " ", "_");
     }
 };
 /**
@@ -157,7 +158,7 @@ class label_type_to_name {
         if constexpr (std::is_same_v<T, std::string>) {
             return "string";
         } else {
-            return std::string{ plssvm::detail::arithmetic_type_name<T>() };
+            return real_type_to_name::GetName<T>(0);
         }
     }
 };
@@ -179,7 +180,7 @@ class real_type_kernel_function_to_name {
   public:
     template <typename T>
     static std::string GetName(int) {
-        return fmt::format("{}__{}", plssvm::detail::arithmetic_type_name<typename T::real_type>(), T::kernel_type);
+        return fmt::format("{}__{}", real_type_to_name::GetName<typename T::real_type>(0), T::kernel_type);
     }
 };
 

From 22b31c6aded5419db9203173d69e26483877af0f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 13 Jan 2023 09:59:17 +0100
Subject: [PATCH 0692/1010] Update workflow file.

---
 .github/workflows/msvc_windows.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/msvc_windows.yml b/.github/workflows/msvc_windows.yml
index 310dae20d..78b345d0f 100644
--- a/.github/workflows/msvc_windows.yml
+++ b/.github/workflows/msvc_windows.yml
@@ -18,7 +18,7 @@ jobs:
         run: |
           mkdir PLSSVM/build
           cd PLSSVM/build
-          cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_TESTING=ON -DPLSSVM_GENERATE_TEST_FILE=OFF -DPLSSVM_ENABLE_LTO=OFF -DPLSSVM_ENABLE_ASSERTS=ON..
+          cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_TESTING=ON -DPLSSVM_GENERATE_TEST_FILE=OFF -DPLSSVM_ENABLE_LTO=OFF -DPLSSVM_ENABLE_ASSERTS=ON ..
       - name: "Build Step"
         run: |
           cd PLSSVM/build
@@ -26,4 +26,4 @@ jobs:
       - name: "Test Step"
         run: |
           cd PLSSVM/build
-          ctest -C Debug -V
\ No newline at end of file
+          ctest --output-on-failure -C Debug
\ No newline at end of file

From c137aa22c8e4893a214162c801f49a4ac9e88e29 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 13 Jan 2023 12:04:11 +0100
Subject: [PATCH 0693/1010] Fix problems if the artificial command line
 arguments contain a whitespace.

---
 tests/detail/cmd/data_set_variants.cpp | 64 +++++++++++++++++++++-----
 tests/detail/cmd/parser_predict.cpp    | 43 ++++++++---------
 tests/detail/cmd/parser_scale.cpp      | 38 +++++++--------
 tests/detail/cmd/parser_train.cpp      | 60 ++++++++++++------------
 tests/detail/cmd/utility.hpp           |  5 +-
 5 files changed, 126 insertions(+), 84 deletions(-)

diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index 54911638c..a531bbcbe 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -33,14 +33,24 @@ TEST_P(DataSetFactory, data_set_factory_predict) {
     // get parameter
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
-    // create artificial command line arguments in test fixture
     if (strings_as_labels) {
         util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     } else {
         util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     }
-    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}{} data.libsvm.model", cmd_params, this->filename));
+
+    // assemble command line strings
+    std::vector<std::string> cmd_args = { "./plssvm-predict" };
+    if (strings_as_labels) {
+        cmd_args.push_back("--use_strings_as_labels");
+    }
+    if (float_as_real_type) {
+        cmd_args.push_back("--use_float_as_real_type");
+    }
+    cmd_args.insert(cmd_args.end(), { this->filename, "data.libsvm.model" });
+
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(cmd_args);
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
 
@@ -52,14 +62,24 @@ TEST_P(DataSetFactory, data_set_factory_scale) {
     // get parameter
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
-    // create artificial command line arguments in test fixture
     if (strings_as_labels) {
         util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     } else {
         util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     }
-    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {}{}", cmd_params, this->filename));
+
+    // assemble command line strings
+    std::vector<std::string> cmd_args = { "./plssvm-scale" };
+    if (strings_as_labels) {
+        cmd_args.push_back("--use_strings_as_labels");
+    }
+    if (float_as_real_type) {
+        cmd_args.push_back("--use_float_as_real_type");
+    }
+    cmd_args.push_back(this->filename);
+
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(cmd_args);
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
@@ -71,14 +91,24 @@ TEST_P(DataSetFactory, data_set_factory_scale_restore_filename) {
     // get parameter
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
-    // create artificial command line arguments in test fixture
     if (strings_as_labels) {
         util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     } else {
         util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     }
-    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-scale -r {} {}{}", PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt", cmd_params, this->filename));
+
+    // assemble command line strings
+    std::vector<std::string> cmd_args = { "./plssvm-scale", "-r", PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt" };
+    if (strings_as_labels) {
+        cmd_args.push_back("--use_strings_as_labels");
+    }
+    if (float_as_real_type) {
+        cmd_args.push_back("--use_float_as_real_type");
+    }
+    cmd_args.push_back(this->filename);
+
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(cmd_args);
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
 
@@ -90,14 +120,24 @@ TEST_P(DataSetFactory, data_set_factory_train) {
     // get parameter
     const auto [float_as_real_type, strings_as_labels, index] = GetParam();
 
-    // create artificial command line arguments in test fixture
     if (strings_as_labels) {
         util::instantiate_template_file<std::string>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     } else {
         util::instantiate_template_file<int>(PLSSVM_TEST_PATH "/data/libsvm/5x4_TEMPLATE.libsvm", this->filename);
     }
-    const std::string cmd_params = fmt::format("{}{}", strings_as_labels ? "--use_strings_as_labels " : "", float_as_real_type ? "--use_float_as_real_type " : "");
-    this->CreateCMDArgs(fmt::format("./plssvm-train {}{}", cmd_params, this->filename));
+
+    // assemble command line strings
+    std::vector<std::string> cmd_args = { "./plssvm-train" };
+    if (strings_as_labels) {
+        cmd_args.push_back("--use_strings_as_labels");
+    }
+    if (float_as_real_type) {
+        cmd_args.push_back("--use_float_as_real_type");
+    }
+    cmd_args.push_back(this->filename);
+
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs(cmd_args);
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
 
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index f63202d29..4c5428b54 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -31,7 +31,7 @@ class ParserPredictDeathTest : public util::ParameterBase {};
 
 TEST_F(ParserPredict, minimal) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
+    this->CreateCMDArgs({ "./plssvm-predict", "data.libsvm", "data.libsvm.model" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
@@ -48,7 +48,7 @@ TEST_F(ParserPredict, minimal) {
 }
 TEST_F(ParserPredict, minimal_output) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict data.libsvm data.libsvm.model"));
+    this->CreateCMDArgs({ "./plssvm-predict", "data.libsvm", "data.libsvm.model" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
@@ -65,11 +65,12 @@ TEST_F(ParserPredict, minimal_output) {
 
 TEST_F(ParserPredict, all_arguments) {
     // create artificial command line arguments in test fixture
-    std::string sycl_specific_flag;
+    std::vector<std::string> cmd_args = { "./plssvm-predict", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    sycl_specific_flag = "--sycl_implementation_type dpcpp ";
+    cmd_args.insert(cmd_args.end(), { "--sycl_implementation_type", "dpcpp" });
 #endif
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
+    cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model", "data.libsvm.predict" });
+    this->CreateCMDArgs(cmd_args);
 
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
@@ -90,11 +91,12 @@ TEST_F(ParserPredict, all_arguments) {
 }
 TEST_F(ParserPredict, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    std::string sycl_specific_flag;
+    std::vector<std::string> cmd_args = { "./plssvm-predict", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    sycl_specific_flag = "--sycl_implementation_type dpcpp ";
+    cmd_args.insert(cmd_args.end(), { "--sycl_implementation_type", "dpcpp" });
 #endif
-    this->CreateCMDArgs(fmt::format("./plssvm-predict --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model data.libsvm.predict", sycl_specific_flag));
+    cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model", "data.libsvm.predict" });
+    this->CreateCMDArgs(cmd_args);
 
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
@@ -116,7 +118,7 @@ TEST_P(ParserPredictBackend, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -135,7 +137,7 @@ TEST_P(ParserPredictTargetPlatform, parsing) {
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -156,7 +158,7 @@ TEST_P(ParserPredictSYCLImplementation, parsing) {
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}={}", flag, value), "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -175,8 +177,7 @@ class ParserPredictUseStringsAsLabels : public ParserPredict, public ::testing::
 TEST_P(ParserPredictUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    fmt::print("./plssvm-predict {} {} data.libsvm data.libsvm.model", flag, value);
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}={}", flag, value), "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -193,7 +194,7 @@ class ParserPredictUseFloatAsRealType : public ParserPredict, public ::testing::
 TEST_P(ParserPredictUseFloatAsRealType, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm data.libsvm.model", flag, value));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}={}", flag, value), "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -210,7 +211,7 @@ class ParserPredictQuiet : public ParserPredict, public ::testing::WithParamInte
 TEST_P(ParserPredictQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {} data.libsvm data.libsvm.model", flag));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -222,7 +223,7 @@ class ParserPredictHelp : public ParserPredict, public ::testing::WithParamInter
 TEST_P(ParserPredictHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag) });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -232,26 +233,26 @@ class ParserPredictVersion : public ParserPredict, public ::testing::WithParamIn
 TEST_P(ParserPredictVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}", flag));
+    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag) });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParserPredictHelp>);
 
 TEST_F(ParserPredict, no_positional_argument) {
-    this->CreateCMDArgs("./plssvm-predict");
+    this->CreateCMDArgs({ "./plssvm-predict" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing test file!"));
 }
 TEST_F(ParserPredict, single_positional_argument) {
-    this->CreateCMDArgs("./plssvm-predict data.libsvm");
+    this->CreateCMDArgs({ "./plssvm-predict", "data.libsvm" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing model file!"));
 }
 TEST_F(ParserPredict, too_many_positional_arguments) {
-    this->CreateCMDArgs("./plssvm-predict p1 p2 p3 p4");
+    this->CreateCMDArgs({ "./plssvm-predict", "p1", "p2", "p3", "p4" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::HasSubstr(R"(Only up to three positional options may be given, but 1 ("p4") additional option(s) where provided!)"));
@@ -267,6 +268,6 @@ TEST_F(ParserPredictDeathTest, nullptr_argv) {
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParserPredictDeathTest, unrecognized_option) {
-    this->CreateCMDArgs("./plssvm-predict --foo bar");
+    this->CreateCMDArgs({ "./plssvm-predict", "--foo", "bar" });
     EXPECT_DEATH((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), "");
 }
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 99712293b..acc399324 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -31,7 +31,7 @@ class ParserScaleDeathTest : public util::ParameterBase {};
 
 TEST_F(ParserScale, minimal) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
+    this->CreateCMDArgs({ "./plssvm-scale", "data.libsvm" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -49,7 +49,7 @@ TEST_F(ParserScale, minimal) {
 }
 TEST_F(ParserScale, minimal_output) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale data.libsvm"));
+    this->CreateCMDArgs({ "./plssvm-scale", "data.libsvm" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -70,7 +70,7 @@ TEST_F(ParserScale, minimal_output) {
 
 TEST_F(ParserScale, all_arguments) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
+    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "data.libsvm", "data.libsvm.scaled" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -88,7 +88,7 @@ TEST_F(ParserScale, all_arguments) {
 }
 TEST_F(ParserScale, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale -l -2.0 -u 2.5 -f arff -s data.libsvm.save --use_strings_as_labels --use_float_as_real_type data.libsvm data.libsvm.scaled"));
+    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "data.libsvm", "data.libsvm.scaled" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -112,7 +112,7 @@ class ParserScaleLower : public ParserScale, public ::testing::WithParamInterfac
 TEST_P(ParserScaleLower, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -129,7 +129,7 @@ class ParserScaleUpper : public ParserScale, public ::testing::WithParamInterfac
 TEST_P(ParserScaleUpper, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -148,7 +148,7 @@ TEST_P(ParserScaleFileFormat, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::file_format_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -165,7 +165,7 @@ class ParserScaleSaveFilename : public ParserScale, public ::testing::WithParamI
 TEST_P(ParserScaleSaveFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -182,7 +182,7 @@ class ParserScaleRestoreFilename : public ParserScale, public ::testing::WithPar
 TEST_P(ParserScaleRestoreFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -199,7 +199,7 @@ class ParserScaleUseStringsAsLabels : public ParserScale, public ::testing::With
 TEST_P(ParserScaleUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}={}", flag, value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -216,7 +216,7 @@ class ParserScaleUseFloatAsRealType : public ParserScale, public ::testing::With
 TEST_P(ParserScaleUseFloatAsRealType, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {}={} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}={}", flag, value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -233,7 +233,7 @@ class ParserScaleQuiet : public ParserScale, public ::testing::WithParamInterfac
 TEST_P(ParserScaleQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {} data.libsvm", flag));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -245,7 +245,7 @@ class ParserScaleHelp : public ParserScale, public ::testing::WithParamInterface
 TEST_P(ParserScaleHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag) });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -255,27 +255,27 @@ class ParserScaleVersion : public ParserScale, public ::testing::WithParamInterf
 TEST_P(ParserScaleVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-scale {}", flag));
+    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag) });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParserScaleVersion>);
 
 TEST_F(ParserScaleDeathTest, no_positional_argument) {
-    this->CreateCMDArgs("./plssvm-scale");
+    this->CreateCMDArgs({ "./plssvm-scale" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing input file!"));
 }
 TEST_F(ParserScaleDeathTest, save_and_restore) {
-    this->CreateCMDArgs("./plssvm-scale -s data.libsvm.save -r data.libsvm.restore data.libsvm");
+    this->CreateCMDArgs({ "./plssvm-scale", "-s", "data.libsvm.save", "-r", "data.libsvm.restore", "data.libsvm" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error cannot use -s (--save_filename) and -r (--restore_filename) simultaneously!"));
 }
 
 TEST_F(ParserScaleDeathTest, too_many_positional_arguments) {
-    this->CreateCMDArgs("./plssvm-scale p1 p2 p3 p4");
+    this->CreateCMDArgs({ "./plssvm-scale", "p1", "p2", "p3", "p4" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::HasSubstr(R"(Only up to two positional options may be given, but 2 ("p3 p4") additional option(s) where provided!)"));
@@ -292,11 +292,11 @@ TEST_F(ParserScaleDeathTest, nullptr_argv) {
 }
 TEST_F(ParserScaleDeathTest, illegal_scaling_range) {
     // illegal [lower, upper] bound range
-    this->CreateCMDArgs("./plssvm-scale -l 1.0 -u -1.0 data.libsvm");
+    this->CreateCMDArgs({ "./plssvm-scale", "-l", "1.0", "-u", "-1.0", "data.libsvm" });
     EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }),
                  ::testing::HasSubstr("Error invalid scaling range [lower, upper] with [1, -1]!"));
 }
 TEST_F(ParserScaleDeathTest, unrecognized_option) {
-    this->CreateCMDArgs("./plssvm-scale --foo bar");
+    this->CreateCMDArgs({ "./plssvm-scale", "--foo", "bar" });
     EXPECT_DEATH((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), "");
 }
\ No newline at end of file
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 5b873d3d4..bea34cc27 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -32,7 +32,7 @@ class ParserTrainDeathTest : public util::ParameterBase {};
 
 TEST_F(ParserTrain, minimal) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
+    this->CreateCMDArgs({ "./plssvm-train", "data.libsvm" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
@@ -54,7 +54,7 @@ TEST_F(ParserTrain, minimal) {
 }
 TEST_F(ParserTrain, minimal_output) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train data.libsvm"));
+    this->CreateCMDArgs({ "./plssvm-train", "data.libsvm" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
@@ -74,11 +74,12 @@ TEST_F(ParserTrain, minimal_output) {
 
 TEST_F(ParserTrain, all_arguments) {
     // create artificial command line arguments in test fixture
-    std::string sycl_specific_flag;
+    std::vector<std::string> cmd_args = { "./plssvm-train", "--kernel_type", "1", "--degree", "2", "--gamma", "1.5", "--coef0", "-1.5", "--cost", "2", "--epsilon", "1e-10", "--max_iter", "100", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    sycl_specific_flag = "--sycl_kernel_invocation_type nd_range --sycl_implementation_type dpcpp ";
+    cmd_args.insert(cmd_args.end(), { "--sycl_kernel_invocation_type", "nd_range", "--sycl_implementation_type", "dpcpp" });
 #endif
-    this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
+    cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs(cmd_args);
 
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
@@ -110,11 +111,12 @@ TEST_F(ParserTrain, all_arguments) {
 }
 TEST_F(ParserTrain, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    std::string sycl_specific_flag;
+    std::vector<std::string> cmd_args = { "./plssvm-train", "--kernel_type", "1", "--degree", "2", "--gamma", "1.5", "--coef0", "-1.5", "--cost", "2", "--epsilon", "1e-10", "--max_iter", "100", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    sycl_specific_flag = "--sycl_kernel_invocation_type nd_range --sycl_implementation_type dpcpp ";
+    cmd_args.insert(cmd_args.end(), { "--sycl_kernel_invocation_type", "nd_range", "--sycl_implementation_type", "dpcpp" });
 #endif
-    this->CreateCMDArgs(fmt::format("./plssvm-train --kernel_type 1 --degree 2 --gamma 1.5 --coef0 -1.5 --cost 2 --epsilon 1e-10 --max_iter 100 --backend cuda --target_platform gpu_nvidia --use_strings_as_labels --use_float_as_real_type {}data.libsvm data.libsvm.model", sycl_specific_flag));
+    cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs(cmd_args);
 
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
@@ -142,7 +144,7 @@ TEST_P(ParserTrainKernel, parsing) {
     // convert string to kernel_type
     const auto kernel_type = util::convert_from_string<plssvm::kernel_function_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -160,7 +162,7 @@ class ParserTrainDegree : public ParserTrain, public ::testing::WithParamInterfa
 TEST_P(ParserTrainDegree, parsing) {
     const auto &[flag, degree] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, degree));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", degree), "data.libsvm" });;
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -178,7 +180,7 @@ class ParserTrainGamma : public ParserTrain, public ::testing::WithParamInterfac
 TEST_P(ParserTrainGamma, parsing) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", gamma), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -196,7 +198,7 @@ class ParserTrainGammaDeathTest : public ParserTrain, public ::testing::WithPara
 TEST_P(ParserTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, gamma));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", gamma), "data.libsvm" });
     // create parser_train object
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
 }
@@ -211,7 +213,7 @@ class ParserTrainCoef0 : public ParserTrain, public ::testing::WithParamInterfac
 TEST_P(ParserTrainCoef0, parsing) {
     const auto &[flag, coef0] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, coef0));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", coef0), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -229,7 +231,7 @@ class ParserTrainCost : public ParserTrain, public ::testing::WithParamInterface
 TEST_P(ParserTrainCost, parsing) {
     const auto &[flag, cost] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, cost));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", cost), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -247,7 +249,7 @@ class ParserTrainEpsilon : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainEpsilon, parsing) {
     const auto &[flag, eps] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, eps));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", eps), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -265,7 +267,7 @@ class ParserTrainMaxIter : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainMaxIter, parsing) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", max_iter), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -283,7 +285,7 @@ class ParserTrainMaxIterDeathTest : public ParserTrain, public ::testing::WithPa
 TEST_P(ParserTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, max_iter));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", max_iter), "data.libsvm" });
     // create parameter object
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
 }
@@ -300,7 +302,7 @@ TEST_P(ParserTrainBackend, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -319,7 +321,7 @@ TEST_P(ParserTrainTargetPlatform, parsing) {
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} {} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -340,7 +342,7 @@ TEST_P(ParserTrainSYCLKernelInvocation, parsing) {
     // convert string to sycl::kernel_invocation_type
     const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl::kernel_invocation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -359,7 +361,7 @@ TEST_P(ParserTrainSYCLImplementation, parsing) {
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-predict {}={} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -378,7 +380,7 @@ class ParserTrainUseStringsAsLabels : public ParserTrain, public ::testing::With
 TEST_P(ParserTrainUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -395,7 +397,7 @@ class ParserTrainUseFloatAsRealType : public ParserTrain, public ::testing::With
 TEST_P(ParserTrainUseFloatAsRealType, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {}={} data.libsvm", flag, value));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -412,7 +414,7 @@ class ParserTrainQuiet : public ParserTrain, public ::testing::WithParamInterfac
 TEST_P(ParserTrainQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {} data.libsvm", flag));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -424,7 +426,7 @@ class ParserTrainHelp : public ParserTrain, public ::testing::WithParamInterface
 TEST_P(ParserTrainHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag) });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -434,20 +436,20 @@ class ParserTrainVersion : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs(fmt::format("./plssvm-train {}", flag));
+    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag) });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
 INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainVersion, ::testing::Values("-v", "--version"), naming::pretty_print_parameter_flag<ParserTrainVersion>);
 
 TEST_F(ParserTrain, no_positional_argument) {
-    this->CreateCMDArgs("./plssvm-train");
+    this->CreateCMDArgs({ "./plssvm-train" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::StartsWith("Error missing input file!"));
 }
 TEST_F(ParserTrain, too_many_positional_arguments) {
-    this->CreateCMDArgs("./plssvm-train p1 p2 p3 p4");
+    this->CreateCMDArgs({ "./plssvm-train", "p1", "p2", "p3", "p4" });
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }),
                 ::testing::ExitedWithCode(EXIT_FAILURE),
                 ::testing::HasSubstr(R"(Only up to two positional options may be given, but 2 ("p3 p4") additional option(s) where provided!)"));
@@ -463,6 +465,6 @@ TEST_F(ParserTrainDeathTest, nullptr_argv) {
                  ::testing::HasSubstr("At least one argument is always given (the executable name), but argv is a nullptr!"));
 }
 TEST_F(ParserTrainDeathTest, unrecognized_option) {
-    this->CreateCMDArgs("./plssvm-train --foo bar");
+    this->CreateCMDArgs({ "./plssvm-train", "--foo", "bar" });
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), "");
 }
\ No newline at end of file
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index 0323f2543..b3da3a284 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -33,11 +33,10 @@ class ParameterBase : public ::testing::Test, private redirect_output<> {
   protected:
     /**
      * @brief Create artificial argc and argv from the given command line string.
-     * @param[in] cmd_line the command line argument to create the argc and argv from
+     * @param[in] cmd_line_split the command line argument to create the argc and argv from
      */
-    virtual void CreateCMDArgs(const std::string_view cmd_line) {
+    void CreateCMDArgs(const std::vector<std::string> &cmd_line_split) {
         // create argc and argv from a std::string
-        const std::vector<std::string> cmd_line_split = plssvm::detail::split_as<std::string>(cmd_line);
         argc = static_cast<int>(cmd_line_split.size());
         argv = new char *[argc];
         for (int i = 0; i < argc; ++i) {

From 3964375116ae4068cf0163d78e2c2bfd72d9a554 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 13 Jan 2023 13:22:34 +0100
Subject: [PATCH 0694/1010] Fix error in regular expression.

---
 tests/data_set.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index 14e493837..ffec11120 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -1021,7 +1021,7 @@ TYPED_TEST(DataSetSave, save_arff_without_label) {
     }
     EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features)), ::testing::StartsWith("@data"));
     // check data points
-    const std::regex reg{ "([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?", std::regex::extended };
+    const std::regex reg{ "([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){3}[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?", std::regex::extended };
     for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
         EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
     }

From f3da2c8455c38d3d5259a31c5437121e7c402db1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 13 Jan 2023 14:26:13 +0100
Subject: [PATCH 0695/1010] Fix a problem with the GTest filters after
 switching to gtest_discover_tests.

---
 cmake/discover_tests_with_death_test_filter.cmake | 15 +++++++++++++++
 tests/CMakeLists.txt                              | 12 ++++++++----
 tests/backends/CUDA/CMakeLists.txt                |  3 ++-
 tests/backends/HIP/CMakeLists.txt                 |  3 ++-
 tests/backends/OpenCL/CMakeLists.txt              |  3 ++-
 tests/backends/OpenMP/CMakeLists.txt              |  3 ++-
 tests/backends/SYCL/CMakeLists.txt                |  3 ++-
 7 files changed, 33 insertions(+), 9 deletions(-)
 create mode 100644 cmake/discover_tests_with_death_test_filter.cmake

diff --git a/cmake/discover_tests_with_death_test_filter.cmake b/cmake/discover_tests_with_death_test_filter.cmake
new file mode 100644
index 000000000..d10b7c895
--- /dev/null
+++ b/cmake/discover_tests_with_death_test_filter.cmake
@@ -0,0 +1,15 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+########################################################################################################################
+
+function(discover_tests_with_death_test_filter test_executable_name)
+    if (PLSSVM_ENABLE_DEATH_TESTS)
+        # assertions are enabled -> enable Google death tests
+        gtest_discover_tests(${test_executable_name})
+    else ()
+        # assertions are disabled -> disable Google death tests
+        gtest_discover_tests(${test_executable_name} TEST_FILTER -*DeathTest*)
+    endif ()
+endfunction()
\ No newline at end of file
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 2bc10cfd5..5af4e3920 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -155,20 +155,24 @@ add_executable(${PLSSVM_BASE_TEST_NAME} main.cpp ${PLSSVM_BASE_TEST_SOURCES})
 target_link_libraries(${PLSSVM_BASE_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY_NAME})
 
 
-# add tests to google test
-include(GoogleTest)
+# check whether death tests should be activated or not
 string(TOUPPER "${CMAKE_BUILD_TYPE}" PLSSVM_CMAKE_BUILD_TYPE_UPPER_CASE)
 set(PLSSVM_CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS_${PLSSVM_CMAKE_BUILD_TYPE_UPPER_CASE}}")
 if (PLSSVM_ENABLE_ASSERTS OR NOT "${PLSSVM_CMAKE_CXX_FLAGS}" MATCHES ".*NDEBUG.*")
     # assertions are enabled -> enable Google death tests
     message(STATUS "Enabling GTest's death tests.")
-    gtest_discover_tests(${PLSSVM_BASE_TEST_NAME})
+    set(PLSSVM_ENABLE_DEATH_TESTS ON)
 else ()
     # assertions are disabled -> disable Google death tests
     message(STATUS "Disabling GTest's death tests.")
-    gtest_discover_tests(${PLSSVM_BASE_TEST_NAME} EXTRA_ARGS --gtest_filter -*DeathTest)
+    set(PLSSVM_ENABLE_DEATH_TESTS OFF)
 endif ()
 
+# add tests to google test
+include(GoogleTest)
+include(${PROJECT_SOURCE_DIR}/cmake/discover_tests_with_death_test_filter.cmake)
+discover_tests_with_death_test_filter(${PLSSVM_BASE_TEST_NAME})
+
 
 # add test for help messages
 add_test(NAME MainTrain/executable_help COMMAND ${PLSSVM_EXECUTABLE_TRAIN_NAME} --help)
diff --git a/tests/backends/CUDA/CMakeLists.txt b/tests/backends/CUDA/CMakeLists.txt
index fdcdd43b9..5aa78b36c 100644
--- a/tests/backends/CUDA/CMakeLists.txt
+++ b/tests/backends/CUDA/CMakeLists.txt
@@ -26,7 +26,8 @@ target_link_libraries(${PLSSVM_CUDA_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRAR
 
 # add tests to google test
 include(GoogleTest)
-gtest_discover_tests(${PLSSVM_CUDA_TEST_NAME})
+include(${PROJECT_SOURCE_DIR}/cmake/discover_tests_with_death_test_filter.cmake)
+discover_tests_with_death_test_filter(${PLSSVM_CUDA_TEST_NAME})
 
 
 # add test as coverage dependency
diff --git a/tests/backends/HIP/CMakeLists.txt b/tests/backends/HIP/CMakeLists.txt
index 08204299a..785b6172f 100644
--- a/tests/backends/HIP/CMakeLists.txt
+++ b/tests/backends/HIP/CMakeLists.txt
@@ -24,7 +24,8 @@ target_link_libraries(${PLSSVM_HIP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRARY
 
 # add tests to google test
 include(GoogleTest)
-gtest_discover_tests(${PLSSVM_HIP_TEST_NAME})
+include(${PROJECT_SOURCE_DIR}/cmake/discover_tests_with_death_test_filter.cmake)
+discover_tests_with_death_test_filter(${PLSSVM_HIP_TEST_NAME})
 
 
 # add test as coverage dependency
diff --git a/tests/backends/OpenCL/CMakeLists.txt b/tests/backends/OpenCL/CMakeLists.txt
index 903e7fda0..8c8f589e0 100644
--- a/tests/backends/OpenCL/CMakeLists.txt
+++ b/tests/backends/OpenCL/CMakeLists.txt
@@ -25,7 +25,8 @@ target_link_libraries(${PLSSVM_OPENCL_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBR
 
 # add tests to google test
 include(GoogleTest)
-gtest_discover_tests(${PLSSVM_OPENCL_TEST_NAME})
+include(${PROJECT_SOURCE_DIR}/cmake/discover_tests_with_death_test_filter.cmake)
+discover_tests_with_death_test_filter(${PLSSVM_OPENCL_TEST_NAME})
 
 
 # add test as coverage dependency
diff --git a/tests/backends/OpenMP/CMakeLists.txt b/tests/backends/OpenMP/CMakeLists.txt
index 2efa6e749..e7628b384 100644
--- a/tests/backends/OpenMP/CMakeLists.txt
+++ b/tests/backends/OpenMP/CMakeLists.txt
@@ -24,7 +24,8 @@ target_link_libraries(${PLSSVM_OPENMP_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBR
 
 # add tests to google test
 include(GoogleTest)
-gtest_discover_tests(${PLSSVM_OPENMP_TEST_NAME})
+include(${PROJECT_SOURCE_DIR}/cmake/discover_tests_with_death_test_filter.cmake)
+discover_tests_with_death_test_filter(${PLSSVM_OPENMP_TEST_NAME})
 
 
 # add test as coverage dependency
diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 303e738cb..4abbd20b0 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -37,7 +37,8 @@ target_link_libraries(${PLSSVM_SYCL_TEST_NAME} PRIVATE ${PLSSVM_BASE_TEST_LIBRAR
 
 # add tests to google test
 include(GoogleTest)
-gtest_discover_tests(${PLSSVM_SYCL_TEST_NAME})
+include(${PROJECT_SOURCE_DIR}/cmake/discover_tests_with_death_test_filter.cmake)
+discover_tests_with_death_test_filter(${PLSSVM_SYCL_TEST_NAME})
 
 
 # add test as coverage dependency

From 33661ff8c44df6ebcb9831f846846c98f34ed335 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 23 Jan 2023 15:19:11 +0100
Subject: [PATCH 0696/1010] Fix documentation errors.

---
 include/plssvm/backends/SYCL/implementation_type.hpp | 2 +-
 src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/SYCL/implementation_type.hpp b/include/plssvm/backends/SYCL/implementation_type.hpp
index 9d97a883f..e99bb4d48 100644
--- a/include/plssvm/backends/SYCL/implementation_type.hpp
+++ b/include/plssvm/backends/SYCL/implementation_type.hpp
@@ -19,7 +19,7 @@
 namespace plssvm::sycl {
 
 /**
- * @brief Enum class for all possible SYCL kernel invocation types.
+ * @brief Enum class for all possible SYCL implementation types.
  */
 enum class implementation_type {
     /** Use the available SYCL implementation. If more than one implementation is available, the macro PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION must be defined. */
diff --git a/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
index 11989a7c7..af0898010 100644
--- a/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/DPCPP/CMakeLists.txt
@@ -24,7 +24,7 @@ if (PLSSVM_SYCL_BACKEND_CHECK_FOR_DPCPP_COMPILER)
     message(CHECK_PASS "found")
     append_local_and_parent(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "dpcpp")
 
-    # set hipSYCL specific targets
+    # set DPC++ specific targets
     set(PLSSVM_SYCL_DPCPP_SOURCES
             ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
             ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp

From d33b831191e346d29f71d5aceb91b52d2436520e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 23 Jan 2023 15:34:47 +0100
Subject: [PATCH 0697/1010] Update README with tested compiler versions.

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c34b072b5..feb3555e3 100644
--- a/README.md
+++ b/README.md
@@ -39,7 +39,7 @@ The currently available frameworks (also called backends in our PLSSVM implement
 - [CUDA](https://developer.nvidia.com/cuda-zone)
 - [HIP](https://github.com/ROCm-Developer-Tools/HIP) (only tested on AMD GPUs)
 - [OpenCL](https://www.khronos.org/opencl/)
-- [SYCL](https://www.khronos.org/sycl/) (tested implementations are [DPC++](https://github.com/intel/llvm) and [hipSYCL](https://github.com/illuhad/hipSYCL); specifically the commits [63ee151](https://github.com/intel/llvm/tree/63ee15172bc985828f86bf8ed230db2699ff142c) and hipSYCL version [v0.9.3](https://github.com/illuhad/hipSYCL/tree/v0.9.3) respectively)
+- [SYCL](https://www.khronos.org/sycl/) (tested implementations are [DPC++](https://github.com/intel/llvm) and [hipSYCL](https://github.com/illuhad/hipSYCL); specifically the versions [sycl-nightly/20230110](https://github.com/intel/llvm/tree/sycl-nightly/20230110) and hipSYCL commit [eb67fc4](https://github.com/illuhad/hipSYCL/commit/eb67fc46d6732b5c4f137ce5564f6adfba57eaa1))
 
 ## Getting Started
 

From 65b0f0b443b60b0e818d2ea466421d62e25b91bb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 24 Jan 2023 13:39:36 +0100
Subject: [PATCH 0698/1010] Add make install tests.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 187 +++++++++++++++++++--
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 221 ++++++++++++++++++++++---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 230 +++++++++++++++++++++++---
 3 files changed, 575 insertions(+), 63 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index ec7c16ee7..d0d15e29b 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -49,6 +49,10 @@ pipeline {
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
         HIPSYCL_FORCE_REBUILD = "FALSE"
+
+        // install path
+        MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
+        MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD = "FALSE"
     }
 
     stages {
@@ -79,16 +83,61 @@ pipeline {
                 }
             }
         }
-        stage('Setup Python Dependencies'){
-            steps{
+        stage('Setup Python Dependencies') {
+            steps {
                 sh '''
                     python3 -m pip install --user -r install/python_requirements.txt
                 '''
             }
         }
 
+        stage('Create Library Sample') {
+            steps {
+                sh '''
+                    # create library sample if one doesn't already exist
+                    if [ ! -d "$MAKE_INSTALL_PATH/library_sample" ] || [ "$MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD" = "TRUE" ]; then
+                        mkdir -p $MAKE_INSTALL_PATH/library_sample
+                        cd $MAKE_INSTALL_PATH/library_sample
+                        rm -rf *
+
+                        # create CMakeLists.txt file
+                        touch CMakeLists.txt
+                        echo "cmake_minimum_required(VERSION 3.1...3.21)" >> CMakeLists.txt
+                        echo "project(ModernCMakeExample VERSION 1.0 LANGUAGES CXX)" >> CMakeLists.txt
+                        echo "find_package(plssvm CONFIG REQUIRED)" >> CMakeLists.txt
+                        echo "add_executable(prog main.cpp)" >> CMakeLists.txt
+                        echo "target_compile_features(prog PUBLIC cxx_std_17)" >> CMakeLists.txt
+                        echo "target_link_libraries(prog PUBLIC plssvm::plssvm-all)" >> CMakeLists.txt
+
+                        # create main file
+                        touch main.cpp
+                        echo "#include <plssvm/core.hpp>" >> main.cpp
+                        echo "#include <exception>" >> main.cpp
+                        echo "#include <iostream>" >> main.cpp
+                        echo "#include <vector>" >> main.cpp
+                        echo "int main(int argc, char** argv) {" >> main.cpp
+                        echo "  try {" >> main.cpp
+                        echo "    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };" >> main.cpp
+                        echo "    const plssvm::data_set<double> train_data{ argv[1], { -1.0, 1.0 } };" >> main.cpp
+                        echo "    const plssvm::data_set<double> test_data{ argv[1], train_data.scaling_factors()->get() };" >> main.cpp
+                        echo "    const auto svm = plssvm::make_csvm();" >> main.cpp
+                        echo "    const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);" >> main.cpp
+                        echo "    const double model_accuracy = svm->score(model);" >> main.cpp
+                        echo "    const std::vector<int> label = svm->predict(model, test_data);" >> main.cpp
+                        echo "  } catch (const plssvm::exception &e) {" >> main.cpp
+                        echo "    std::cerr << e.what_with_loc() << std::endl;" >> main.cpp
+                        echo "  } catch (const std::exception &e) {" >> main.cpp
+                        echo "    std::cerr << e.what() << std::endl;" >> main.cpp
+                        echo "  }" >> main.cpp
+                        echo "  return 0;" >> main.cpp
+                        echo "}" >> main.cpp
+                    fi
+                '''
+            }
+        }
+
         stage('Install Ninja and CMake') {
-            steps{
+            steps {
                 sh '''
                     # download Ninja
                     if [ ! -f ninja ]; then
@@ -104,7 +153,7 @@ pipeline {
                         rm cmake-3.24.1-linux-x86_64.tar.gz*
                     fi
                 '''
-                script{
+                script {
                     env.PATH="$WORKSPACE:$PATH"
                     env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
                 }
@@ -112,7 +161,7 @@ pipeline {
         }
 
         stage('Build DPCPP') {
-            steps{
+            steps {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
                         rm -rf llvm
@@ -126,7 +175,7 @@ pipeline {
                         rm -rf "$HIPSYCL_PATH"
                     fi
                 '''
-                script{
+                script {
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
                     env.LIBRARY_PATH="$DPCPP_PATH/lib"
@@ -137,7 +186,7 @@ pipeline {
         }
 
         stage('Build hipSYCL') {
-            steps{
+            steps {
                 sh '''
 		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
                         rm -rf hipSYCL
@@ -155,7 +204,7 @@ pipeline {
                         rm -rf hipSYCL
                     fi
                 '''
-                script{
+                script {
                     env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
                     env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
                     env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
@@ -164,7 +213,7 @@ pipeline {
         }
 
         stage('spack and PoCL') {
-            steps{
+            steps {
                 sh '''
                     if [ ! -d "spack" ]; then
                         git clone --branch v0.18.1 https://github.com/spack/spack.git || true
@@ -190,8 +239,8 @@ pipeline {
                         mkdir -p build/Release_OpenMP
                         cd build/Release_OpenMP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenMP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -207,6 +256,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - OpenMP') {
+            steps {
+                dir('plssvm/build/Release_OpenMP') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/OpenMP/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenMP/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenMP/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenMP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend openmp scaled_5x4.libsvm
+                            plssvm-predict --backend openmp scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - OpenCL') {
             steps {
@@ -218,8 +293,8 @@ pipeline {
                         mkdir -p build/Release_OpenCL
                         cd build/Release_OpenCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -237,6 +312,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - OpenCL') {
+            steps {
+                dir('plssvm/build/Release_OpenCL') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/OpenCL/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenCL/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenCL/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend opencl scaled_5x4.libsvm
+                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - hipSYCL') {
             steps {
@@ -245,8 +346,8 @@ pipeline {
                         mkdir -p build/Release_hipSYCL
                         cd build/Release_hipSYCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -262,6 +363,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - hipSYCL') {
+            steps {
+                dir('plssvm/build/Release_hipSYCL') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/hipSYCL/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/hipSYCL/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/hipSYCL/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
+                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         // TODO: enable DPC++ on CPUs in Release mode (missing OpenCL CPU runtime)
 
@@ -276,8 +403,8 @@ pipeline {
                         mkdir -p build/Release
                         cd build/Release
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -296,6 +423,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - All Available') {
+            steps {
+                dir('plssvm/build/Release') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/All/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/All/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/All/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/All/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train scaled_5x4.libsvm
+                            plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         //
         // Debug
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index a0dc1f96b..e84468821 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -56,6 +56,10 @@ pipeline {
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
         HIPSYCL_FORCE_REBUILD = "FALSE"
+
+        // install path
+        MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
+        MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD = "FALSE"
     }
 
     stages {
@@ -87,16 +91,61 @@ pipeline {
             }
         }
         stage('Setup Python Dependencies'){
-            steps{
+            steps {
                 sh '''
                     python3 -m pip install --user -r install/python_requirements.txt
                 '''
             }
         }
 
+        stage('Create Library Sample') {
+            steps {
+                sh '''
+                    # create library sample if one doesn't already exist
+                    if [ ! -d "$MAKE_INSTALL_PATH/library_sample" ] || [ "$MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD" = "TRUE" ]; then
+                        mkdir -p $MAKE_INSTALL_PATH/library_sample
+                        cd $MAKE_INSTALL_PATH/library_sample
+                        rm -rf *
+
+                        # create CMakeLists.txt file
+                        touch CMakeLists.txt
+                        echo "cmake_minimum_required(VERSION 3.1...3.21)" >> CMakeLists.txt
+                        echo "project(ModernCMakeExample VERSION 1.0 LANGUAGES CXX)" >> CMakeLists.txt
+                        echo "find_package(plssvm CONFIG REQUIRED)" >> CMakeLists.txt
+                        echo "add_executable(prog main.cpp)" >> CMakeLists.txt
+                        echo "target_compile_features(prog PUBLIC cxx_std_17)" >> CMakeLists.txt
+                        echo "target_link_libraries(prog PUBLIC plssvm::plssvm-all)" >> CMakeLists.txt
+
+                        # create main file
+                        touch main.cpp
+                        echo "#include <plssvm/core.hpp>" >> main.cpp
+                        echo "#include <exception>" >> main.cpp
+                        echo "#include <iostream>" >> main.cpp
+                        echo "#include <vector>" >> main.cpp
+                        echo "int main(int argc, char** argv) {" >> main.cpp
+                        echo "  try {" >> main.cpp
+                        echo "    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };" >> main.cpp
+                        echo "    const plssvm::data_set<double> train_data{ argv[1], { -1.0, 1.0 } };" >> main.cpp
+                        echo "    const plssvm::data_set<double> test_data{ argv[1], train_data.scaling_factors()->get() };" >> main.cpp
+                        echo "    const auto svm = plssvm::make_csvm();" >> main.cpp
+                        echo "    const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);" >> main.cpp
+                        echo "    const double model_accuracy = svm->score(model);" >> main.cpp
+                        echo "    const std::vector<int> label = svm->predict(model, test_data);" >> main.cpp
+                        echo "  } catch (const plssvm::exception &e) {" >> main.cpp
+                        echo "    std::cerr << e.what_with_loc() << std::endl;" >> main.cpp
+                        echo "  } catch (const std::exception &e) {" >> main.cpp
+                        echo "    std::cerr << e.what() << std::endl;" >> main.cpp
+                        echo "  }" >> main.cpp
+                        echo "  return 0;" >> main.cpp
+                        echo "}" >> main.cpp
+                    fi
+                '''
+            }
+        }
+
         stage('Set ROCm PATHs') {
-            steps{
-                script{
+            steps {
+                script {
                     env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
                     env.CPLUS_INCLUDE_PATH = "${ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
                     env.CMAKE_PREFIX_PATH = "${ROCM_PATH}/hip:${ROCM_PATH}"
@@ -104,7 +153,7 @@ pipeline {
             }
         }
         stage('Install Ninja and CMake') {
-            steps{
+            steps {
                 sh '''
                     # download Ninja
                     if [ ! -f ninja ]; then
@@ -120,7 +169,7 @@ pipeline {
                         rm cmake-3.24.1-linux-x86_64.tar.gz*
                     fi
                 '''
-                script{
+                script {
                     env.PATH="$WORKSPACE:$PATH"
                     env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
                     env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
@@ -131,7 +180,7 @@ pipeline {
         }
 
         stage('Build DPCPP') {
-            steps{
+            steps {
                 sh '''
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf llvm
@@ -144,21 +193,19 @@ pipeline {
 
                         rm -rf "$HIPSYCL_PATH"
                     fi
-
                 '''
-                script{
+                script {
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
                     env.LIBRARY_PATH="$DPCPP_PATH/lib"
                     env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
                     env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$CPLUS_INCLUDE_PATH"
                 }
-
             }
         }
 
         stage('Build hipSYCL') {
-            steps{
+            steps {
                 sh '''
 		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
 		                rm -rf hipSYCL
@@ -177,8 +224,7 @@ pipeline {
                         rm -rf hipSYCL
                     fi
                     '''
-
-                script{
+                script {
                     env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
                     env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
                     env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
@@ -197,8 +243,8 @@ pipeline {
                         mkdir -p build/Release_HIP
                         cd build/Release_HIP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                        make -j
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/HIP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
+                        make -j install
                     '''
                 }
             }
@@ -214,6 +260,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - HIP') {
+            steps {
+                dir('plssvm/build/Release_HIP') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/HIP/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/HIP/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/HIP/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/HIP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend hip scaled_5x4.libsvm
+                            plssvm-predict --backend hip scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - OpenCL') {
             steps {
@@ -222,8 +294,8 @@ pipeline {
                         mkdir -p build/Release_OpenCL
                         cd build/Release_OpenCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -239,6 +311,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - OpenCL') {
+            steps {
+                dir('plssvm/build/Release_OpenCL') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/OpenCL/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenCL/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenCL/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend opencl scaled_5x4.libsvm
+                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - hipSYCL') {
             steps {
@@ -247,8 +345,8 @@ pipeline {
                         mkdir -p build/Release_hipSYCL
                         cd build/Release_hipSYCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -264,6 +362,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - hipSYCL') {
+            steps {
+                dir('plssvm/build/Release_hipSYCL') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/hipSYCL/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/hipSYCL/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/hipSYCL/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
+                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - DPC++') {
             steps {
@@ -272,8 +396,8 @@ pipeline {
                         mkdir -p build/Release_DPCPP
                         cd build/Release_DPCPP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -289,18 +413,43 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - DPC++') {
+            steps {
+                dir('plssvm/build/Release_DPCPP') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/DPCPP/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/DPCPP/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/DPCPP/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
+                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         // OpenCL + hipSYCL + DPC++ backends simultaneously
         stage('Build PLSSVM Release - All Available') {
             steps {
                 dir('plssvm') {
                     sh '''
-
                         mkdir -p build/Release
                         cd build/Release
                         rm -rf *
-                        PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=$HIPSYCL_PATH/include cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
+                        make -j4 install
                     '''
                 }
             }
@@ -316,6 +465,32 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - All Available') {
+            steps {
+                dir('plssvm/build/Release') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            export PATH=$MAKE_INSTALL_PATH/All/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/All/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/All/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/All/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train scaled_5x4.libsvm
+                            plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         //
         // Debug
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index c7493b792..ce2ef72fa 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -48,6 +48,10 @@ pipeline {
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
         HIPSYCL_FORCE_REBUILD = "TRUE"
+
+        // install path
+        MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
+        MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD = "FALSE"
     }
 
     stages {
@@ -78,16 +82,61 @@ pipeline {
                 }
             }
         }
-        stage('Setup Python Dependencies'){
-            steps{
+        stage('Setup Python Dependencies') {
+            steps {
                 sh '''
                     python3 -m pip install --user -r install/python_requirements.txt
                 '''
             }
         }
 
+        stage('Create Library Sample') {
+            steps {
+                sh '''
+                    # create library sample if one doesn't already exist
+                    if [ ! -d "$MAKE_INSTALL_PATH/library_sample" ] || [ "$MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD" = "TRUE" ]; then
+                        mkdir -p $MAKE_INSTALL_PATH/library_sample
+                        cd $MAKE_INSTALL_PATH/library_sample
+                        rm -rf *
+
+                        # create CMakeLists.txt file
+                        touch CMakeLists.txt
+                        echo "cmake_minimum_required(VERSION 3.1...3.21)" >> CMakeLists.txt
+                        echo "project(ModernCMakeExample VERSION 1.0 LANGUAGES CXX)" >> CMakeLists.txt
+                        echo "find_package(plssvm CONFIG REQUIRED)" >> CMakeLists.txt
+                        echo "add_executable(prog main.cpp)" >> CMakeLists.txt
+                        echo "target_compile_features(prog PUBLIC cxx_std_17)" >> CMakeLists.txt
+                        echo "target_link_libraries(prog PUBLIC plssvm::plssvm-all)" >> CMakeLists.txt
+
+                        # create main file
+                        touch main.cpp
+                        echo "#include <plssvm/core.hpp>" >> main.cpp
+                        echo "#include <exception>" >> main.cpp
+                        echo "#include <iostream>" >> main.cpp
+                        echo "#include <vector>" >> main.cpp
+                        echo "int main(int argc, char** argv) {" >> main.cpp
+                        echo "  try {" >> main.cpp
+                        echo "    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };" >> main.cpp
+                        echo "    const plssvm::data_set<double> train_data{ argv[1], { -1.0, 1.0 } };" >> main.cpp
+                        echo "    const plssvm::data_set<double> test_data{ argv[1], train_data.scaling_factors()->get() };" >> main.cpp
+                        echo "    const auto svm = plssvm::make_csvm();" >> main.cpp
+                        echo "    const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);" >> main.cpp
+                        echo "    const double model_accuracy = svm->score(model);" >> main.cpp
+                        echo "    const std::vector<int> label = svm->predict(model, test_data);" >> main.cpp
+                        echo "  } catch (const plssvm::exception &e) {" >> main.cpp
+                        echo "    std::cerr << e.what_with_loc() << std::endl;" >> main.cpp
+                        echo "  } catch (const std::exception &e) {" >> main.cpp
+                        echo "    std::cerr << e.what() << std::endl;" >> main.cpp
+                        echo "  }" >> main.cpp
+                        echo "  return 0;" >> main.cpp
+                        echo "}" >> main.cpp
+                    fi
+                '''
+            }
+        }
+
         stage('Install Ninja and CMake') {
-            steps{
+            steps {
                 sh '''
                     # download Ninja
                     if [ ! -f ninja ]; then
@@ -103,7 +152,7 @@ pipeline {
                         rm cmake-3.24.1-linux-x86_64.tar.gz*
                     fi
                 '''
-                script{
+                script {
                     env.PATH="$WORKSPACE:$PATH"
                     env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
                 }
@@ -111,7 +160,7 @@ pipeline {
         }
 
         stage('Build DPCPP') {
-            steps{
+            steps {
                 sh '''
                     module load cuda/11.4.3
 		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
@@ -126,7 +175,7 @@ pipeline {
                         rm -rf "$HIPSYCL_PATH"
                     fi
                 '''
-                script{
+                script {
                     env.PATH="$DPCPP_PATH/bin:$PATH"
                     env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
                     env.LIBRARY_PATH="$DPCPP_PATH/lib"
@@ -137,7 +186,7 @@ pipeline {
         }
 
         stage('Build hipSYCL') {
-            steps{
+            steps {
                 sh '''
                     module load cuda/11.4.3
 		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
@@ -177,8 +226,8 @@ pipeline {
                         mkdir -p build/Release_CUDA
                         cd build/Release_CUDA
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/CUDA -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -195,6 +244,33 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - CUDA') {
+            steps {
+                dir('plssvm/build/Release_CUDA') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            module load cuda/11.4.3
+                            export PATH=$MAKE_INSTALL_PATH/CUDA/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/CUDA/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/CUDA/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/CUDA/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend cuda scaled_5x4.libsvm
+                            plssvm-predict --backend cuda scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - OpenCL') {
             steps {
@@ -204,8 +280,8 @@ pipeline {
                         mkdir -p build/Release_OpenCL
                         cd build/Release_OpenCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -222,6 +298,33 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - OpenCL') {
+            steps {
+                dir('plssvm/build/Release_OpenCL') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            module load cuda/11.4.3
+                            export PATH=$MAKE_INSTALL_PATH/OpenCL/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenCL/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenCL/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend opencl scaled_5x4.libsvm
+                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - hipSYCL') {
             steps {
@@ -231,8 +334,8 @@ pipeline {
                         mkdir -p build/Release_hipSYCL
                         cd build/Release_hipSYCL
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
+                        make -j4 install
                     '''
                 }
             }
@@ -249,24 +352,51 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - hipSYCL') {
+            steps {
+                dir('plssvm/build/Release_hipSYCL') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            module load cuda/11.4.3
+                            export PATH=$MAKE_INSTALL_PATH/hipSYCL/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/hipSYCL/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/hipSYCL/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
+                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         stage('Build PLSSVM Release - DPC++') {
             steps {
                 dir('plssvm') {
                     sh '''
                         module load cuda/11.4.3
-                        mkdir -p build/Release_dpcpp
-                        cd build/Release_dpcpp
+                        mkdir -p build/Release_DPCPP
+                        cd build/Release_DPCPP
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                        make -j4 install
                     '''
                 }
             }
         }
         stage('Run Tests Release - DPC++') {
             steps {
-                dir('plssvm/build/Release_dpcpp') {
+                dir('plssvm/build/Release_DPCPP') {
                     warnError('Release tests failed!') {
                         sh '''
                             module load cuda/11.4.3
@@ -276,6 +406,33 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - DPC++') {
+            steps {
+                dir('plssvm/build/Release_DPCPP') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            module load cuda/11.4.3
+                            export PATH=$MAKE_INSTALL_PATH/DPCPP/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/DPCPP/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/DPCPP/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
+                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         // CUDA + OpenCL + hipSYCL + DPC++ backends simultaneously
         stage('Build PLSSVM Release - All Available') {
@@ -286,8 +443,8 @@ pipeline {
                         mkdir -p build/Release
                         cd build/Release
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/include/sycl -DOpenCL_LIBRARY=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
-                        make -j4
+                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/include/sycl -DOpenCL_LIBRARY=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
+                        make -j4 install
                     '''
                 }
             }
@@ -304,6 +461,33 @@ pipeline {
                 }
             }
         }
+        stage('Make Install Release - All Available') {
+            steps {
+                dir('plssvm/build/Release') {
+                    warnError('Make install tests failed!') {
+                        sh '''
+                            module load cuda/11.4.3
+                            export PATH=$MAKE_INSTALL_PATH/All/bin:$PATH
+                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/All/lib:$LD_LIBRARY_PATH
+                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/All/include:$CPLUS_INCLUDE_PATH
+                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/All/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+
+                            # installed executable
+                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                            plssvm-train scaled_5x4.libsvm
+                            plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                            # library version
+                            mkdir install_test
+                            cd install_test
+                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                            make -j4
+                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                        '''
+                    }
+                }
+            }
+        }
 
         //
         // Debug
@@ -397,8 +581,8 @@ pipeline {
                 dir('plssvm') {
                     sh '''
                         module load cuda/11.4.3
-                        mkdir -p build/Debug_dpcpp
-                        cd build/Debug_dpcpp
+                        mkdir -p build/Debug_DPCPP
+                        cd build/Debug_DPCPP
                         rm -rf *
                         cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
                         make -j4
@@ -408,7 +592,7 @@ pipeline {
         }
         stage('Run Tests Debug - DPC++') {
             steps {
-                dir('plssvm/build/Debug_dpcpp') {
+                dir('plssvm/build/Debug_DPCPP') {
                     warnError('Debug tests failed!') {
                         sh '''
                             module load cuda/11.4.3

From 23259cc8333f7847d86b8225d14c685aeaf9e4a4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 24 Jan 2023 15:37:09 +0100
Subject: [PATCH 0699/1010] Add missing pocl loads for OpenCL on the CPU.

---
 .jenkins/Jenkinsfile-Tests-CPU | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index d0d15e29b..d4b7b94a9 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -317,6 +317,8 @@ pipeline {
                 dir('plssvm/build/Release_OpenCL') {
                     warnError('Make install tests failed!') {
                         sh '''
+                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                            spack load pocl
                             export PATH=$MAKE_INSTALL_PATH/OpenCL/bin:$PATH
                             export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenCL/lib:$LD_LIBRARY_PATH
                             export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenCL/include:$CPLUS_INCLUDE_PATH
@@ -428,6 +430,8 @@ pipeline {
                 dir('plssvm/build/Release') {
                     warnError('Make install tests failed!') {
                         sh '''
+                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                            spack load pocl
                             export PATH=$MAKE_INSTALL_PATH/All/bin:$PATH
                             export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/All/lib:$LD_LIBRARY_PATH
                             export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/All/include:$CPLUS_INCLUDE_PATH

From eb15d12b0596b16d8a6c7fbe69c01a5c16c9c978 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 25 Jan 2023 15:01:11 +0100
Subject: [PATCH 0700/1010] Fix deprecated python package (sklearn).

---
 install/python_requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/install/python_requirements.txt b/install/python_requirements.txt
index 15dffb945..66dc4d9af 100644
--- a/install/python_requirements.txt
+++ b/install/python_requirements.txt
@@ -1,6 +1,6 @@
 ### optional and required python packages
 argparse
-sklearn
+scikit-learn
 py-cpuinfo
 GPUtil
 pyamdgpuinfo

From bca3a21db3b045b5642796eec7bd2c98bc6be841 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 25 Jan 2023 15:02:20 +0100
Subject: [PATCH 0701/1010] Change erroneous array to tuple.

---
 utility_scripts/generate_data.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index 335336ca0..4a152bec8 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -75,7 +75,7 @@
 # map labels to -1 and 1
 labels = labels * 2 - 1
 
-minmax_scale(samples, feature_range=[-1, 1], copy=False)
+minmax_scale(samples, feature_range=(-1, 1), copy=False)
 
 end_time = timer()
 print("Done in {}ms.".format(int((end_time - start_time) * 1000)))

From 054051812c65f1dd54cf22df250ede9c1842bf8f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 26 Jan 2023 11:50:48 +0100
Subject: [PATCH 0702/1010] Updated and cleaned up Jenkins file.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 802 +++++++++++----------
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 938 +++++++++++++-----------
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 979 ++++++++++++++------------
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 248 ++++---
 4 files changed, 1609 insertions(+), 1358 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index d4b7b94a9..3aa32fc0f 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -56,7 +56,7 @@ pipeline {
     }
 
     stages {
-        stage('Init') {
+        stage('Pending') {
             steps {
                 dir('plssvm') {
                     sh '''
@@ -76,6 +76,7 @@ pipeline {
                 }
             }
         }
+
         stage('Checkout PLSSVM') {
             steps {
                 dir('plssvm') {
@@ -83,13 +84,6 @@ pipeline {
                 }
             }
         }
-        stage('Setup Python Dependencies') {
-            steps {
-                sh '''
-                    python3 -m pip install --user -r install/python_requirements.txt
-                '''
-            }
-        }
 
         stage('Create Library Sample') {
             steps {
@@ -136,412 +130,482 @@ pipeline {
             }
         }
 
-        stage('Install Ninja and CMake') {
-            steps {
-                sh '''
-                    # download Ninja
-                    if [ ! -f ninja ]; then
-                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                        unzip ninja-linux.zip
-                        rm ninja-linux.zip*
-                    fi
-
-                    # download CMake
-                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                        rm cmake-3.24.1-linux-x86_64.tar.gz*
-                    fi
-                '''
-                script {
-                    env.PATH="$WORKSPACE:$PATH"
-                    env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
-                }
-            }
-        }
-
-        stage('Build DPCPP') {
-            steps {
-                sh '''
-		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
-                        rm -rf llvm
-                        git clone --dept 1 --branch  sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
-                        cd llvm
-                        python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
-                        python buildbot/compile.py
-                        cmake --build build -- omp
-                        cmake --build build -- install
-
-                        rm -rf "$HIPSYCL_PATH"
-                    fi
-                '''
-                script {
-                    env.PATH="$DPCPP_PATH/bin:$PATH"
-                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$env.CPLUS_INCLUDE_PATH"
-                }
-            }
-        }
-
-        stage('Build hipSYCL') {
-            steps {
-                sh '''
-		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                        rm -rf hipSYCL
-                        rm -rf "$HIPSYCL_PATH"
-
-                        git clone https://github.com/illuhad/hipSYCL.git hipSYCL
-                        cd hipSYCL
-                        git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
-                        mkdir build
-                        cd build
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ -DWITH_ACCELERATED_CPU=ON ..
-                        make -j
-                        make install
-                        cd $WORKSPACE
-                        rm -rf hipSYCL
-                    fi
-                '''
-                script {
-                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
-                }
-            }
-        }
-
-        stage('spack and PoCL') {
-            steps {
-                sh '''
-                    if [ ! -d "spack" ]; then
-                        git clone --branch v0.18.1 https://github.com/spack/spack.git || true
-                        cd spack
-                        git checkout f52f6e99dbf1131886a80112b8c79dfc414afb7c -- var/spack/repos/builtin/packages/pocl/package.py
-                        cd ..
-                    fi
-                    source spack/share/spack/setup-env.sh
-
-                    spack install pocl@1.8+distro
-                '''
-            }
-        }
-
-        //
-        // Release
-        //
-
-        stage('Build PLSSVM Release - OpenMP') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Release_OpenMP
-                        cd build/Release_OpenMP
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenMP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - OpenMP') {
-            steps {
-                dir('plssvm/build/Release_OpenMP') {
-                    warnError('Release tests failed!') {
+        stage('Installing Dependencies') {
+            stages {
+                stage('Dependency - Python packages') {
+                    steps {
                         sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                            python3 -m pip install --user -r install/python_requirements.txt
                         '''
                     }
                 }
-            }
-        }
-        stage('Make Install Release - OpenMP') {
-            steps {
-                dir('plssvm/build/Release_OpenMP') {
-                    warnError('Make install tests failed!') {
+                stage('Dependency - Ninja') {
+                    steps {
                         sh '''
-                            export PATH=$MAKE_INSTALL_PATH/OpenMP/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenMP/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenMP/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenMP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend openmp scaled_5x4.libsvm
-                            plssvm-predict --backend openmp scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                            if [ ! -f ninja ]; then
+                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                                unzip ninja-linux.zip
+                                rm ninja-linux.zip*
+                            fi
                         '''
                     }
                 }
-            }
-        }
-
-        stage('Build PLSSVM Release - OpenCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                        spack load pocl
-                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
-                        mkdir -p build/Release_OpenCL
-                        cd build/Release_OpenCL
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - OpenCL') {
-            steps {
-                dir('plssvm/build/Release_OpenCL') {
-                    warnError('Release tests failed!') {
+                stage('Dependency - CMake') {
+                    steps {
                         sh '''
-                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                            spack load pocl
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                                rm cmake-3.24.1-linux-x86_64.tar.gz*
+                            fi
                         '''
                     }
                 }
-            }
-        }
-        stage('Make Install Release - OpenCL') {
-            steps {
-                dir('plssvm/build/Release_OpenCL') {
-                    warnError('Make install tests failed!') {
+                stage('Dependency - DPC++') {
+                    steps {
                         sh '''
-                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                            spack load pocl
-                            export PATH=$MAKE_INSTALL_PATH/OpenCL/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenCL/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenCL/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend opencl scaled_5x4.libsvm
-                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+                                rm -rf llvm
+                                git clone --dept 1 --branch  sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
+                                cd llvm
+                                python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
+                                python buildbot/compile.py
+                                cmake --build build -- omp
+                                cmake --build build -- install
+
+                                rm -rf "$HIPSYCL_PATH"
+                            fi
                         '''
                     }
                 }
-            }
-        }
-
-        stage('Build PLSSVM Release - hipSYCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Release_hipSYCL
-                        cd build/Release_hipSYCL
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4 install
-                    '''
+                stage('Dependency - hipSYCL') {
+                    steps {
+                        sh '''
+                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                                rm -rf hipSYCL
+                                rm -rf "$HIPSYCL_PATH"
+
+                                git clone https://github.com/illuhad/hipSYCL.git hipSYCL
+                                cd hipSYCL
+                                git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
+                                mkdir build
+                                cd build
+                                cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ -DWITH_ACCELERATED_CPU=ON ..
+                                make -j
+                                make install
+                                cd $WORKSPACE
+                                rm -rf hipSYCL
+                            fi
+                        '''
+                    }
                 }
-            }
-        }
-        stage('Run Tests Release - hipSYCL') {
-            steps {
-                dir('plssvm/build/Release_hipSYCL') {
-                    warnError('Release tests failed!') {
+                stage('Dependency - spack') {
+                    steps {
                         sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                            if [ ! -d "spack" ]; then
+                                git clone --branch v0.18.1 https://github.com/spack/spack.git || true
+                                cd spack
+                                git checkout f52f6e99dbf1131886a80112b8c79dfc414afb7c -- var/spack/repos/builtin/packages/pocl/package.py
+                                cd ..
+                            fi
                         '''
                     }
                 }
-            }
-        }
-        stage('Make Install Release - hipSYCL') {
-            steps {
-                dir('plssvm/build/Release_hipSYCL') {
-                    warnError('Make install tests failed!') {
+                stage('Dependency - PoCL') {
+                    steps {
                         sh '''
-                            export PATH=$MAKE_INSTALL_PATH/hipSYCL/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/hipSYCL/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/hipSYCL/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
-                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                            source spack/share/spack/setup-env.sh
+                            spack install pocl@1.8+distro
                         '''
                     }
                 }
             }
         }
 
-        // TODO: enable DPC++ on CPUs in Release mode (missing OpenCL CPU runtime)
 
-        // OpenMP + OpenCL + hipSYCL backends simultaneously
-        stage('Build PLSSVM Release - All Available') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                        spack load pocl
-                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
-                        mkdir -p build/Release
-                        cd build/Release
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                        make -j4 install
-                    '''
-                }
+        stage('OpenMP') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
             }
-        }
-        stage('Run Tests Release - All Available') {
-            steps {
-                dir('plssvm/build/Release') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                            module use /home/breyerml/.modulefiles/
-                            spack load pocl
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+            parallel {
+
+                stage('OpenMP - Release') {
+                    stages {
+                        stage('OpenMP - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Release_OpenMP
+                                        cd build/Release_OpenMP
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/OpenMP
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenMP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenMP - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_OpenMP') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('OpenMP - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/OpenMP/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenMP/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenMP/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenMP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_OpenMP') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend openmp scaled_5x4.libsvm
+                                            plssvm-predict --backend openmp scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-        stage('Make Install Release - All Available') {
-            steps {
-                dir('plssvm/build/Release') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                            spack load pocl
-                            export PATH=$MAKE_INSTALL_PATH/All/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/All/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/All/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/All/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train scaled_5x4.libsvm
-                            plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
+                } // end OpenMP Release
+
+                stage('OpenMP - Debug') {
+                    stages {
+                        stage('OpenMP - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Debug_OpenMP
+                                        cd build/Debug_OpenMP
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenMP - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_OpenMP') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
+                } // end OpenMP Debug
 
-        //
-        // Debug
-        //
+            } // end OpenMP parallel
+        } // end OpenMP
 
-        stage('Build PLSSVM Debug - OpenMP') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Debug_OpenMP
-                        cd build/Debug_OpenMP
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
-                        make -j4
-                    '''
-                }
+
+        stage('OpenCL') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
             }
-        }
-        stage('Run Tests Debug - OpenMP') {
-            steps {
-                dir('plssvm/build/Debug_OpenMP') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+            parallel {
+
+                stage('OpenCL - Release') {
+                    stages {
+                        stage('OpenCL - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                        spack load pocl
+                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                                        mkdir -p build/Release_OpenCL
+                                        cd build/Release_OpenCL
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/OpenCL
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenCL - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_OpenCL') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                            spack load pocl
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('OpenCL - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/OpenCL/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenCL/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenCL/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_OpenCL') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                            spack load pocl
+
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend opencl scaled_5x4.libsvm
+                                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
+                } // end OpenCL Release
+
+                stage('OpenCL - Debug') {
+                    stages {
+                        stage('OpenCL - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                        spack load pocl
+                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                                        mkdir -p build/Debug_OpenCL
+                                        cd build/Debug_OpenCL
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenCL - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_OpenCL') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                            spack load pocl
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end OpenCL Debug
+
+            } // end OpenCL parallel
+        } // end OpenCL
+
+
+        stage('hipSYCL') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
             }
-        }
+            parallel {
+
+                stage('hipSYCL - Release') {
+                    stages {
+                        stage('hipSYCL - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Release_hipSYCL
+                                        cd build/Release_hipSYCL
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/hipSYCL
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_hipSYCL') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/hipSYCL/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/hipSYCL/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/hipSYCL/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_hipSYCL') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
+                                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end hipSYCL Release
+
+                stage('hipSYCL - Debug') {
+                    stages {
+                        stage('hipSYCL - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Debug_hipSYCL
+                                        cd build/Debug_hipSYCL
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_hipSYCL') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end hipSYCL Debug
 
-        stage('Build PLSSVM Debug - OpenCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                        spack load pocl
-                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
-                        mkdir -p build/Debug_OpenCL
-                        cd build/Debug_OpenCL
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
-                        make -j4
-                    '''
-                }
+            } // end hipSYCL parallel
+        } // end hipSYCL
+
+
+        // TODO: enable DPC++ on CPUs in Release and Debug mode (missing OpenCL CPU runtime)
+
+        // OpenMP + OpenCL + hipSYCL backends simultaneously
+        stage('All Available') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
             }
-        }
-        stage('Run Tests Debug - OpenCL') {
-            steps {
-                dir('plssvm/build/Debug_OpenCL') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                            spack load pocl
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+            stages {
+                stage('All Available - Release - build') {
+                    steps {
+                        dir('plssvm') {
+                            sh '''
+                                source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                spack load pocl
+                                export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                                mkdir -p build/Release
+                                cd build/Release
+                                rm -rf *
+                                rm -rf $MAKE_INSTALL_PATH/All
+                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
+                                make -j4 install
+                            '''
+                        }
                     }
                 }
-            }
-        }
-
-        stage('Build PLSSVM Debug - hipSYCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Debug_hipSYCL
-                        cd build/Debug_hipSYCL
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
+                stage('All Available - Release - test') {
+                    steps {
+                        dir('plssvm/build/Release') {
+                            warnError('Release tests failed!') {
+                                sh '''
+                                    source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                    spack load pocl
+                                    ctest --output-on-failure -j4 --no-compress-output -T Test
+                                '''
+                            }
+                        }
+                    }
                 }
-            }
-        }
-        stage('Run Tests Debug - hipSYCL') {
-            steps {
-                dir('plssvm/build/Debug_hipSYCL') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                stage('All Available - Release - install') {
+                    environment {
+                        PATH="$MAKE_INSTALL_PATH/All/bin:${PATH}"
+                        LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/All/lib:${LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/All/include:${CPLUS_INCLUDE_PATH}"
+                        CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/All/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                    }
+                    steps {
+                        dir('plssvm/build/Release') {
+                            warnError('Make install tests failed!') {
+                                sh '''
+                                    source ${WORKSPACE}/spack/share/spack/setup-env.sh
+                                    spack load pocl
+
+                                    # installed executable
+                                    plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                    plssvm-train scaled_5x4.libsvm
+                                    plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                    # library version
+                                    mkdir install_test
+                                    cd install_test
+                                    cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                    make -j4
+                                    ./prog ../../tests/data/libsvm/5x4.libsvm
+                                '''
+                            }
+                        }
                     }
                 }
             }
-        }
+        } // end All Available
 
-        // TODO: enable DPC++ on CPUs in Debug mode (missing OpenCL CPU runtime)
 
-        // Coverage Analysis
-        stage('Perform Coverage Analysis') {
+        stage('Coverage Analysis') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+            }
             steps {
                 dir('plssvm') {
                     sh '''
@@ -551,7 +615,7 @@ pipeline {
                         mkdir -p build/Debug_cov
                         cd build/Debug_cov
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 -DPLSSVM_ENABLE_SYCL_BACKEND=OFF ../../
+                        cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
                         make -j4 coverage
                         wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
                         python lcov_cobertura.py test_clean.info
@@ -559,7 +623,7 @@ pipeline {
                     cobertura coberturaReportFile: 'build/Debug_cov/coverage.xml'
                 }
             }
-        }
+        } // end Coverage Analysis
     }
 
     post {
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index e84468821..5591d02b4 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -30,7 +30,7 @@ pipeline {
                 artifactNumToKeepStr: "50"
             )
         )
-	disableConcurrentBuilds()
+	    disableConcurrentBuilds()
     }
 
     triggers {
@@ -43,11 +43,11 @@ pipeline {
         BRANCH_NAME = "${env.BRANCH_NAME}"
         WORKSPACE = "${env.WORKSPACE}"
 
-
-        PLSSVM_POSSIBLE_TARGET_PLATFORMS_DPCPP = "cpu;amd:gfx906" // TODO: remove when no longer needed
-
         // ROCM / HIP
         ROCM_PATH = "/opt/rocm-5.3.3"
+        LD_LIBRARY_PATH = "${env.ROCM_PATH}/lib64:${env.ROCM_PATH}/lib:${env.ROCM_PATH}/opencl/lib/x86_64:${env.ROCM_PATH}/hsa/lib:${env.ROCM_PATH}/hip/lib:${env.LD_LIBRARY_PATH}"
+        CPLUS_INCLUDE_PATH = "${env.ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
+        CMAKE_PREFIX_PATH = "${env.ROCM_PATH}/hip:${env.ROCM_PATH}:${env.CMAKE_PREFIX_PATH}"
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
@@ -63,7 +63,7 @@ pipeline {
     }
 
     stages {
-        stage('Init') {
+        stage('Pending') {
             steps {
                 dir('plssvm') {
                     sh '''
@@ -83,6 +83,7 @@ pipeline {
                 }
             }
         }
+
         stage('Checkout PLSSVM') {
             steps {
                 dir('plssvm') {
@@ -90,13 +91,6 @@ pipeline {
                 }
             }
         }
-        stage('Setup Python Dependencies'){
-            steps {
-                sh '''
-                    python3 -m pip install --user -r install/python_requirements.txt
-                '''
-            }
-        }
 
         stage('Create Library Sample') {
             steps {
@@ -143,461 +137,545 @@ pipeline {
             }
         }
 
-        stage('Set ROCm PATHs') {
-            steps {
-                script {
-                    env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
-                    env.CPLUS_INCLUDE_PATH = "${ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
-                    env.CMAKE_PREFIX_PATH = "${ROCM_PATH}/hip:${ROCM_PATH}"
-                }
-            }
-        }
-        stage('Install Ninja and CMake') {
-            steps {
-                sh '''
-                    # download Ninja
-                    if [ ! -f ninja ]; then
-                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                        unzip ninja-linux.zip
-                        rm ninja-linux.zip*
-                    fi
-
-                    # download CMake
-                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                        rm cmake-3.24.1-linux-x86_64.tar.gz*
-                    fi
-                '''
-                script {
-                    env.PATH="$WORKSPACE:$PATH"
-                    env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
-                    env.LD_LIBRARY_PATH = "${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/LD_LIBRARY_PATHhip/lib:${env.LD_LIBRARY_PATH}"
-                    env.CPLUS_INCLUDE_PATH = "${ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
-                    env.CMAKE_PREFIX_PATH = "${ROCM_PATH}/hip:${ROCM_PATH}"
-                }
-            }
-        }
-
-        stage('Build DPCPP') {
-            steps {
-                sh '''
-		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
-		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
-                        cd llvm
-                        python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
-                        python buildbot/compile.py
-                        cmake --build build -- omp
-                        cmake --build build -- install
-
-                        rm -rf "$HIPSYCL_PATH"
-                    fi
-                '''
-                script {
-                    env.PATH="$DPCPP_PATH/bin:$PATH"
-                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$CPLUS_INCLUDE_PATH"
-                }
-            }
-        }
-
-        stage('Build hipSYCL') {
-            steps {
-                sh '''
-		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-		                rm -rf hipSYCL
-                        rm -rf "$HIPSYCL_PATH"
-
-                        mkdir $HIPSYCL_PATH
-                        git clone https://github.com/illuhad/hipSYCL.git hipSYCL
-                        cd hipSYCL
-                        git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
-                        mkdir build
-                        cd build
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
-                        make -j
-                        make install
-                        cd $WORKSPACE
-                        rm -rf hipSYCL
-                    fi
-                    '''
-                script {
-                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
-                }
-            }
-        }
-
-        //
-        // Release
-        //
-
-        stage('Build PLSSVM Release - HIP') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Release_HIP
-                        cd build/Release_HIP
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/HIP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                        make -j install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - HIP') {
-            steps {
-                dir('plssvm/build/Release_HIP') {
-                    warnError('Release tests failed!') {
+        stage('Installing Dependencies') {
+            stages {
+                stage('Dependency - Python packages') {
+                    steps {
                         sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                            python3 -m pip install --user -r install/python_requirements.txt
                         '''
                     }
                 }
-            }
-        }
-        stage('Make Install Release - HIP') {
-            steps {
-                dir('plssvm/build/Release_HIP') {
-                    warnError('Make install tests failed!') {
+                stage('Dependency - Ninja') {
+                    steps {
                         sh '''
-                            export PATH=$MAKE_INSTALL_PATH/HIP/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/HIP/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/HIP/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/HIP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend hip scaled_5x4.libsvm
-                            plssvm-predict --backend hip scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                            if [ ! -f ninja ]; then
+                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                                unzip ninja-linux.zip
+                                rm ninja-linux.zip*
+                            fi
                         '''
                     }
                 }
-            }
-        }
-
-        stage('Build PLSSVM Release - OpenCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Release_OpenCL
-                        cd build/Release_OpenCL
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - OpenCL') {
-            steps {
-                dir('plssvm/build/Release_OpenCL') {
-                    warnError('Release tests failed!') {
+                stage('Dependency - CMake') {
+                    steps {
                         sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                                rm cmake-3.24.1-linux-x86_64.tar.gz*
+                            fi
                         '''
                     }
                 }
-            }
-        }
-        stage('Make Install Release - OpenCL') {
-            steps {
-                dir('plssvm/build/Release_OpenCL') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            export PATH=$MAKE_INSTALL_PATH/OpenCL/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenCL/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenCL/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend opencl scaled_5x4.libsvm
-                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
+                stage('Dependency - DPC++') {
+                    environment {
+                        PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
                     }
-                }
-            }
-        }
-
-        stage('Build PLSSVM Release - hipSYCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Release_hipSYCL
-                        cd build/Release_hipSYCL
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON ../../
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - hipSYCL') {
-            steps {
-                dir('plssvm/build/Release_hipSYCL') {
-                    warnError('Release tests failed!') {
+                    steps {
                         sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+                                rm -rf llvm
+                                git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
+                                cd llvm
+                                python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
+                                python buildbot/compile.py
+                                cmake --build build -- omp
+                                cmake --build build -- install
+
+                                rm -rf "$HIPSYCL_PATH"
+                            fi
                         '''
                     }
                 }
-            }
-        }
-        stage('Make Install Release - hipSYCL') {
-            steps {
-                dir('plssvm/build/Release_hipSYCL') {
-                    warnError('Make install tests failed!') {
+                stage('Dependency - hipSYCL') {
+                    environment {
+                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                    }
+                    steps {
                         sh '''
-                            export PATH=$MAKE_INSTALL_PATH/hipSYCL/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/hipSYCL/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/hipSYCL/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
-                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                                rm -rf hipSYCL
+                                rm -rf "$HIPSYCL_PATH"
+
+                                mkdir $HIPSYCL_PATH
+                                git clone https://github.com/illuhad/hipSYCL.git hipSYCL
+                                cd hipSYCL
+                                git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
+                                mkdir build
+                                cd build
+                                cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                                make -j
+                                make install
+                                cd $WORKSPACE
+                                rm -rf hipSYCL
+                            fi
                         '''
                     }
                 }
             }
         }
 
-        stage('Build PLSSVM Release - DPC++') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Release_DPCPP
-                        cd build/Release_DPCPP
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - DPC++') {
-            steps {
-                dir('plssvm/build/Release_DPCPP') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+
+        stage('HIP') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+            }
+            parallel {
+
+                stage('HIP - Release') {
+                    stages {
+                        stage('HIP - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Release_HIP
+                                        cd build/Release_HIP
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/HIP
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/HIP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('HIP - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_HIP') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('HIP - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/HIP/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/HIP/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/HIP/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/HIP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_HIP') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend hip scaled_5x4.libsvm
+                                            plssvm-predict --backend hip scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-        stage('Make Install Release - DPC++') {
-            steps {
-                dir('plssvm/build/Release_DPCPP') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            export PATH=$MAKE_INSTALL_PATH/DPCPP/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/DPCPP/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/DPCPP/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
-                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
+                } // end HIP Release
+
+                stage('HIP - Debug') {
+                    stages {
+                        stage('HIP Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Debug_HIP
+                                        cd build/Debug_HIP
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('HIP - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_HIP') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-
-        // OpenCL + hipSYCL + DPC++ backends simultaneously
-        stage('Build PLSSVM Release - All Available') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Release
-                        cd build/Release
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - All Available') {
-            steps {
-                dir('plssvm/build/Release') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                } // end HIP Debug
+
+            } // end HIP parallel
+        } // end HIP
+
+
+        stage('OpenCL') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+            }
+            parallel {
+
+                stage('OpenCL - Release') {
+                    stages {
+                        stage('OpenCL - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Release_OpenCL
+                                        cd build/Release_OpenCL
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/OpenCL
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenCL - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_OpenCL') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('OpenCL - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/OpenCL/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenCL/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenCL/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_OpenCL') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend opencl scaled_5x4.libsvm
+                                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-        stage('Make Install Release - All Available') {
-            steps {
-                dir('plssvm/build/Release') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            export PATH=$MAKE_INSTALL_PATH/All/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/All/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/All/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/All/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train scaled_5x4.libsvm
-                            plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
+                } // end OpenCL Release
+
+                stage('OpenCL - Debug') {
+                    stages {
+                        stage('OpenCL - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Debug_OpenCL
+                                        cd build/Debug_OpenCL
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenCL - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_OpenCL') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-
-        //
-        // Debug
-        //
-
-        stage('Build PLSSVM Debug - HIP') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Debug_HIP
-                        cd build/Debug_HIP
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - HIP') {
-            steps {
-                dir('plssvm/build/Debug_HIP') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                } // end OpenCL Debug
+
+            }  // end OpenCL parallel
+        }  // end OpenCL
+
+
+        stage('hipSYCL') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+            }
+            parallel {
+
+                stage('hipSYCL - Release') {
+                    stages {
+                        stage('hipSYCL - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Release_hipSYCL
+                                        cd build/Release_hipSYCL
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/hipSYCL
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_hipSYCL') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/hipSYCL/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/hipSYCL/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/hipSYCL/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_hipSYCL') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
+                                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
+                } // end hipSYCL Release
+
+                stage('hipSYCL - Debug') {
+                    stages {
+                        stage('hipSYCL - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Debug_hipSYCL
+                                        cd build/Debug_hipSYCL
+                                        rm -rf *
+                                        PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=$HIPSYCL_PATH/include cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_hipSYCL') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end hipSYCL Debug
+
+            } // end hipSYCL parallel
+        } // end hipSYCL
+
+
+        stage('DPC++') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+            }
+            parallel {
+
+                stage('DPC++ - Release') {
+                    stages {
+                        stage('DPC++ - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Release_DPCPP
+                                        cd build/Release_DPCPP
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/DPCPP
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('DPC++ - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_DPCPP') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('DPC++ - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/DPCPP/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/DPCPP/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/DPCPP/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_DPCPP') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
+                                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end DPC++ Release
 
-        stage('Build PLSSVM Debug - OpenCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Debug_OpenCL
-                        cd build/Debug_OpenCL
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - OpenCL') {
-            steps {
-                dir('plssvm/build/Debug_OpenCL') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+/*
+                // results in more or less random SegFaults in the DPC++ LLVM compiler
+                stage('DPC++ - Debug') {
+                    stages {
+                        stage('DPC++ - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        mkdir -p build/Debug_DPCPP
+                                        cd build/Debug_DPCPP
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('DPC++ - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_DPCPP') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
+                } // end DPC++ Debug
+*/
 
-        stage('Build PLSSVM Debug - hipSYCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Debug_hipSYCL
-                        cd build/Debug_hipSYCL
-                        rm -rf *
-                        PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=$HIPSYCL_PATH/include cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - hipSYCL') {
-            steps {
-                dir('plssvm/build/Debug_hipSYCL') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+            } // end DPC++ parallel
+        } // end DPC++
+
+
+        // OpenCL + hipSYCL + DPC++ backends simultaneously
+        stage('All Available') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:$HIPSYCL_PATH/bin:${env.PATH}"
+                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+            }
+            stages {
+                stage('All Available - Release - build') {
+                    steps {
+                        dir('plssvm') {
+                            sh '''
+                                mkdir -p build/Release
+                                cd build/Release
+                                rm -rf *
+                                rm -rf $MAKE_INSTALL_PATH/All
+                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
+                                make -j4 install
+                            '''
+                        }
                     }
                 }
-            }
-        }
-
-/*
-        // results in more or less random SegFaults in the DPC++ LLVM compiler
-        stage('Build PLSSVM Debug - DPC++') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Debug_DPCPP
-                        cd build/Debug_DPCPP
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                        make -j4
-                    '''
+                stage('All Available - Release - test') {
+                    steps {
+                        dir('plssvm/build/Release') {
+                            warnError('Release tests failed!') {
+                                sh '''
+                                    ctest --output-on-failure -j4 --no-compress-output -T Test
+                                '''
+                            }
+                        }
+                    }
                 }
-            }
-        }
-        stage('Run Tests Debug - DPC++') {
-            steps {
-                dir('plssvm/build/Debug_DPCPP') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                stage('All Available - Release - install') {
+                    environment {
+                        PATH="$MAKE_INSTALL_PATH/All/bin:${PATH}"
+                        LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/All/lib:${LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/All/include:${CPLUS_INCLUDE_PATH}"
+                        CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/All/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                    }
+                    steps {
+                        dir('plssvm/build/Release') {
+                            warnError('Make install tests failed!') {
+                                sh '''
+                                    # installed executable
+                                    plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                    plssvm-train scaled_5x4.libsvm
+                                    plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                    # library version
+                                    mkdir install_test
+                                    cd install_test
+                                    cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                    make -j4
+                                    ./prog ../../tests/data/libsvm/5x4.libsvm
+                                '''
+                            }
+                        }
                     }
                 }
             }
-        }
-*/
+        } // end All Available
     }
 
     post {
@@ -676,4 +754,4 @@ pipeline {
             '''
         }
     }
-}
+}
\ No newline at end of file
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index ce2ef72fa..c00c32bd1 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -55,7 +55,7 @@ pipeline {
     }
 
     stages {
-        stage('Init') {
+        stage('Pending') {
             steps {
                 dir('plssvm') {
                     sh '''
@@ -75,6 +75,7 @@ pipeline {
                 }
             }
         }
+
         stage('Checkout PLSSVM') {
             steps {
                 dir('plssvm') {
@@ -82,13 +83,6 @@ pipeline {
                 }
             }
         }
-        stage('Setup Python Dependencies') {
-            steps {
-                sh '''
-                    python3 -m pip install --user -r install/python_requirements.txt
-                '''
-            }
-        }
 
         stage('Create Library Sample') {
             steps {
@@ -135,474 +129,573 @@ pipeline {
             }
         }
 
-        stage('Install Ninja and CMake') {
-            steps {
-                sh '''
-                    # download Ninja
-                    if [ ! -f ninja ]; then
-                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                        unzip ninja-linux.zip
-                        rm ninja-linux.zip*
-                    fi
-
-                    # download CMake
-                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                        rm cmake-3.24.1-linux-x86_64.tar.gz*
-                    fi
-                '''
-                script {
-                    env.PATH="$WORKSPACE:$PATH"
-                    env.PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$PATH"
-                }
-            }
-        }
-
-        stage('Build DPCPP') {
-            steps {
-                sh '''
-                    module load cuda/11.4.3
-		            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
-		                rm -rf llvm
-                        git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
-                        cd llvm
-                        python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
-                        python buildbot/compile.py
-                        cmake --build build -- omp
-                        cmake --build build -- install
-
-                        rm -rf "$HIPSYCL_PATH"
-                    fi
-                '''
-                script {
-                    env.PATH="$DPCPP_PATH/bin:$PATH"
-                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$env.CPLUS_INCLUDE_PATH"
-                }
-            }
-        }
-
-        stage('Build hipSYCL') {
-            steps {
-                sh '''
-                    module load cuda/11.4.3
-		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                        rm -rf hipSYCL
-                        rm -rf "$HIPSYCL_PATH"
-
-                        mkdir $HIPSYCL_PATH
-                        git clone https://github.com/illuhad/hipSYCL.git hipSYCL
-                        cd hipSYCL
-                        git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
-                        mkdir build
-                        cd build
-                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
-                        make -j
-                        make install
-                        cd $WORKSPACE
-                        rm -rf hipSYCL
-                    fi
-                '''
-                script{
-                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
-                }
-            }
-        }
-
-        //
-        // Release
-        //
-
-        stage('Build PLSSVM Release - CUDA') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Release_CUDA
-                        cd build/Release_CUDA
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/CUDA -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - CUDA') {
-            steps {
-                dir('plssvm/build/Release_CUDA') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
-                    }
-                }
-            }
-        }
-        stage('Make Install Release - CUDA') {
-            steps {
-                dir('plssvm/build/Release_CUDA') {
-                    warnError('Make install tests failed!') {
+        stage('Installing Dependencies') {
+            stages {
+                stage('Dependency - Python packages') {
+                    steps {
                         sh '''
-                            module load cuda/11.4.3
-                            export PATH=$MAKE_INSTALL_PATH/CUDA/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/CUDA/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/CUDA/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/CUDA/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend cuda scaled_5x4.libsvm
-                            plssvm-predict --backend cuda scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                            python3 -m pip install --user -r install/python_requirements.txt
                         '''
                     }
                 }
             }
-        }
-
-        stage('Build PLSSVM Release - OpenCL') {
-            steps {
-                dir('plssvm') {
+            stage('Dependency - Ninja') {
+                steps {
                     sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Release_OpenCL
-                        cd build/Release_OpenCL
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
-                        make -j4 install
+                        if [ ! -f ninja ]; then
+                            wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                            unzip ninja-linux.zip
+                            rm ninja-linux.zip*
+                        fi
                     '''
                 }
             }
-        }
-        stage('Run Tests Release - OpenCL') {
-            steps {
-                dir('plssvm/build/Release_OpenCL') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
-                    }
-                }
-            }
-        }
-        stage('Make Install Release - OpenCL') {
-            steps {
-                dir('plssvm/build/Release_OpenCL') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            export PATH=$MAKE_INSTALL_PATH/OpenCL/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/OpenCL/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/OpenCL/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend opencl scaled_5x4.libsvm
-                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
-                    }
-                }
-            }
-        }
-
-        stage('Build PLSSVM Release - hipSYCL') {
-            steps {
-                dir('plssvm') {
+            stage('Dependency - CMake') {
+                steps {
                     sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Release_hipSYCL
-                        cd build/Release_hipSYCL
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                        make -j4 install
+                        if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                            wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                            tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                            rm cmake-3.24.1-linux-x86_64.tar.gz*
+                        fi
                     '''
                 }
             }
-        }
-        stage('Run Tests Release - hipSYCL') {
-            steps {
-                dir('plssvm/build/Release_hipSYCL') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
-                    }
+            stage('Dependency - DPC++') {
+                environment {
+                    PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
                 }
-            }
-        }
-        stage('Make Install Release - hipSYCL') {
-            steps {
-                dir('plssvm/build/Release_hipSYCL') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            export PATH=$MAKE_INSTALL_PATH/hipSYCL/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/hipSYCL/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/hipSYCL/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
-                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
-                    }
-                }
-            }
-        }
-
-        stage('Build PLSSVM Release - DPC++') {
-            steps {
-                dir('plssvm') {
+                steps {
                     sh '''
                         module load cuda/11.4.3
-                        mkdir -p build/Release_DPCPP
-                        cd build/Release_DPCPP
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                        make -j4 install
+                        if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+                            rm -rf llvm
+                            git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
+                            cd llvm
+                            python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
+                            python buildbot/compile.py
+                            cmake --build build -- omp
+                            cmake --build build -- install
+
+                            rm -rf "$HIPSYCL_PATH"
+                        fi
                     '''
                 }
             }
-        }
-        stage('Run Tests Release - DPC++') {
-            steps {
-                dir('plssvm/build/Release_DPCPP') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
-                    }
+            stage('Dependency - hipSYCL') {
+                environment {
+                    PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
                 }
-            }
-        }
-        stage('Make Install Release - DPC++') {
-            steps {
-                dir('plssvm/build/Release_DPCPP') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            export PATH=$MAKE_INSTALL_PATH/DPCPP/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/DPCPP/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/DPCPP/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
-                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
+                 steps {
+                     sh '''
+                         module load cuda/11.4.3
+                        if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                             rm -rf hipSYCL
+                             rm -rf "$HIPSYCL_PATH"
+
+                             mkdir $HIPSYCL_PATH
+                             git clone https://github.com/illuhad/hipSYCL.git hipSYCL
+                             cd hipSYCL
+                             git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
+                             mkdir build
+                             cd build
+                             cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                             make -j
+                             make install
+                             cd $WORKSPACE
+                             rm -rf hipSYCL
+                         fi
+                     '''
+                 }
+             }
+        }
+
+
+        stage('CUDA') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+            }
+            parallel {
+
+                stage('CUDA - Release') {
+                    stages {
+                        stage('CUDA - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Release_CUDA
+                                        cd build/Release_CUDA
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/CUDA
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/CUDA -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('CUDA - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_CUDA') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('CUDA - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/CUDA/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/CUDA/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/CUDA/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/CUDA/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_CUDA') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend cuda scaled_5x4.libsvm
+                                            plssvm-predict --backend cuda scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-
-        // CUDA + OpenCL + hipSYCL + DPC++ backends simultaneously
-        stage('Build PLSSVM Release - All Available') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Release
-                        cd build/Release
-                        rm -rf *
-                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/include/sycl -DOpenCL_LIBRARY=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
-                        make -j4 install
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Release - All Available') {
-            steps {
-                dir('plssvm/build/Release') {
-                    warnError('Release tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                } // end CUDA Release
+
+                stage('CUDA - Debug') {
+                    stages {
+                        stage('CUDA - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Debug_CUDA
+                                        cd build/Debug_CUDA
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('CUDA - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_CUDA') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-        stage('Make Install Release - All Available') {
-            steps {
-                dir('plssvm/build/Release') {
-                    warnError('Make install tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            export PATH=$MAKE_INSTALL_PATH/All/bin:$PATH
-                            export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/All/lib:$LD_LIBRARY_PATH
-                            export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/All/include:$CPLUS_INCLUDE_PATH
-                            export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/All/share/plssvm/cmake:$CMAKE_PREFIX_PATH
-
-                            # installed executable
-                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                            plssvm-train scaled_5x4.libsvm
-                            plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                            # library version
-                            mkdir install_test
-                            cd install_test
-                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                            make -j4
-                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                        '''
+                } // end CUDA Debug
+
+            } // end CUDA parallel
+        } // end CUDA
+
+
+        stage('OpenCL') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+            }
+            parallel {
+
+                stage('OpenCL - Release') {
+                    stages {
+                        stage('OpenCL - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Release_OpenCL
+                                        cd build/Release_OpenCL
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/OpenCL
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenCL - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_OpenCL') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('OpenCL - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/OpenCL/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenCL/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenCL/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_OpenCL') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend opencl scaled_5x4.libsvm
+                                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
-
-        //
-        // Debug
-        //
-
-        stage('Build PLSSVM Debug - CUDA') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Debug_CUDA
-                        cd build/Debug_CUDA
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - CUDA') {
-            steps {
-                dir('plssvm/build/Debug_CUDA') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                } // end OpenCL Release
+
+                stage('OpenCL - Debug') {
+                    stages {
+                        stage('OpenCL - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Debug_OpenCL
+                                        cd build/Debug_OpenCL
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('OpenCL - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_OpenCL') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
                     }
-                }
-            }
-        }
+                } // end OpenCL Debug
+
+            } // end OpenCL parallel
+        } // end OpenCL
+
+
+        stage('hipSYCL') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+            }
+            parallel {
+
+                stage('hipSYCL - Release') {
+                    stages {
+                        stage('hipSYCL - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Release_hipSYCL
+                                        cd build/Release_hipSYCL
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/hipSYCL
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_hipSYCL') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/hipSYCL/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/hipSYCL/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/hipSYCL/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_hipSYCL') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
+                                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end hipSYCL Release
+
+                stage('hipSYCL - Debug') {
+                    stages {
+                        stage('hipSYCL - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Debug_hipSYCL
+                                        cd build/Debug_hipSYCL
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('hipSYCL - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_hipSYCL') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end hipSYCL Debug
+
+            } // end hipSYCL parallel
+        } // end hipSYCL
+
+
+        stage('DPC++') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+            }
+            parallel {
+
+                stage('DPC++ - Release') {
+                    stages {
+                        stage('DPC++ - Release - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Release_DPCPP
+                                        cd build/Release_DPCPP
+                                        rm -rf *
+                                        rm -rf $MAKE_INSTALL_PATH/DPCPP
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                                        make -j4 install
+                                    '''
+                                }
+                            }
+                        }
+                        stage('DPC++ - Release - test') {
+                            steps {
+                                dir('plssvm/build/Release_DPCPP') {
+                                    warnError('Release tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                        stage('DPC++ - Release - install') {
+                            environment {
+                                PATH="$MAKE_INSTALL_PATH/DPCPP/bin:${PATH}"
+                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/DPCPP/lib:${LD_LIBRARY_PATH}"
+                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/DPCPP/include:${CPLUS_INCLUDE_PATH}"
+                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                            }
+                            steps {
+                                dir('plssvm/build/Release_DPCPP') {
+                                    warnError('Make install tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+
+                                            # installed executable
+                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
+                                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                            # library version
+                                            mkdir install_test
+                                            cd install_test
+                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                            make -j4
+                                            ./prog ../../tests/data/libsvm/5x4.libsvm
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+                    }
+                } // end DPC++ Release
 
-        stage('Build PLSSVM Debug - OpenCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Debug_OpenCL
-                        cd build/Debug_OpenCL
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - OpenCL') {
-            steps {
-                dir('plssvm/build/Debug_OpenCL') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                stage('DPC++ - Debug') {
+                    stages {
+/*
+                        // results in more or less random SegFaults in the DPC++ LLVM compiler
+                        stage('DPC++ - Debug - build') {
+                            steps {
+                                dir('plssvm') {
+                                    sh '''
+                                        module load cuda/11.4.3
+                                        mkdir -p build/Debug_DPCPP
+                                        cd build/Debug_DPCPP
+                                        rm -rf *
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                                        make -j4
+                                    '''
+                                }
+                            }
+                        }
+                        stage('DPC++ - Debug - test') {
+                            steps {
+                                dir('plssvm/build/Debug_DPCPP') {
+                                    warnError('Debug tests failed!') {
+                                        sh '''
+                                            module load cuda/11.4.3
+                                            ctest --output-on-failure -j4 --no-compress-output -T Test
+                                        '''
+                                    }
+                                }
+                            }
+                        }
+*/
                     }
-                }
-            }
-        }
+                } // end DPC++ Debug
 
-        stage('Build PLSSVM Debug - hipSYCL') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Debug_hipSYCL
-                        cd build/Debug_hipSYCL
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                        make -j4
-                    '''
-                }
-            }
-        }
-        stage('Run Tests Debug - hipSYCL') {
-            steps {
-                dir('plssvm/build/Debug_hipSYCL') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+            } // end DPC++ parallel
+        } // end DPC++
+
+
+        // CUDA + OpenCL + hipSYCL + DPC++ backends simultaneously
+        stage('All Available') {
+            environment {
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:$HIPSYCL_PATH/bin:${env.PATH}"
+                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+            }
+            stages {
+                stage('All Available - Release - build') {
+                    steps {
+                        dir('plssvm') {
+                            sh '''
+                                module load cuda/11.4.3
+                                mkdir -p build/Release
+                                cd build/Release
+                                rm -rf *
+                                rm -rf $MAKE_INSTALL_PATH/All
+                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/include/sycl -DOpenCL_LIBRARY=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
+                                make -j4 install
+                            '''
+                        }
                     }
                 }
-            }
-        }
-
-/*
-        // results in more or less random SegFaults in the DPC++ LLVM compiler
-        stage('Build PLSSVM Debug - DPC++') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        module load cuda/11.4.3
-                        mkdir -p build/Debug_DPCPP
-                        cd build/Debug_DPCPP
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                        make -j4
-                    '''
+                stage('All Available - Release - test') {
+                    steps {
+                        dir('plssvm/build/Release') {
+                            warnError('Release tests failed!') {
+                                sh '''
+                                    module load cuda/11.4.3
+                                    ctest --output-on-failure -j4 --no-compress-output -T Test
+                                '''
+                            }
+                        }
+                    }
                 }
-            }
-        }
-        stage('Run Tests Debug - DPC++') {
-            steps {
-                dir('plssvm/build/Debug_DPCPP') {
-                    warnError('Debug tests failed!') {
-                        sh '''
-                            module load cuda/11.4.3
-                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                        '''
+                stage('All Available - Release - install') {
+                    environment {
+                        PATH="$MAKE_INSTALL_PATH/All/bin:${PATH}"
+                        LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/All/lib:${LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/All/include:${CPLUS_INCLUDE_PATH}"
+                        CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/All/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
+                    }
+                    steps {
+                        dir('plssvm/build/Release') {
+                            warnError('Make install tests failed!') {
+                                sh '''
+                                    module load cuda/11.4.3
+
+                                    # installed executable
+                                    plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                                    plssvm-train scaled_5x4.libsvm
+                                    plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
+
+                                    # library version
+                                    mkdir install_test
+                                    cd install_test
+                                    cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
+                                    make -j4
+                                    ./prog ../../tests/data/libsvm/5x4.libsvm
+                                '''
+                            }
+                        }
                     }
                 }
             }
-        }
-*/
+        } // end All Available
     }
 
     post {
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 238f21b9f..35f5f1ea1 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -51,7 +51,7 @@ pipeline {
     }
 
     stages {
-        stage('Init') {
+        stage('Pending') {
             steps {
                 sh '''
                     gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
@@ -69,6 +69,7 @@ pipeline {
                 '''
             }
         }
+
         stage('Checkout PLSSVM') {
             steps {
                 sh '''
@@ -87,110 +88,110 @@ pipeline {
                 '''
             }
         }
-        stage('Setup Python Dependencies'){
-            steps{
-                sh '''
-                    python3 -m pip install --user -r install/python_requirements.txt
-                '''
-            }
-        }
-        stage('Generate Test File Sequentially'){
-            steps{
-                dir('plssvm'){
-                    sh '''
-                        srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                            python3 utility_scripts/generate_data.py --output tests/data/5000x2000.libsvm --format libsvm --problem planes --samples 5000 --features 2000"
-                    '''
-                }
-            }
-        }
-
-        stage('Install Ninja and CMake') {
-            steps{
-                sh '''
-                    cd /data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins
-
-                    # download Ninja
-                    if [ ! -f ninja ]; then
-                        wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                        unzip ninja-linux.zip
-                        rm ninja-linux.zip*
-                    fi
 
-                    # downlaod CMake
-                    if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                        wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                        tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                        rm cmake-3.24.1-linux-x86_64.tar.gz*
-                    fi
-                '''
-                script{
-                    env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:$PATH"
-                    env.PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$PATH"
+        stage('Installing Dependencies') {
+            stages {
+                stage('Dependency - Python packages') {
+                    steps {
+                        sh '''
+                            python3 -m pip install --user -r install/python_requirements.txt
+                        '''
+                    }
                 }
-            }
-        }
-
-        stage('Build DPCPP') {
-            steps{
-                sh '''
-                    srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
-                    module load cuda/11.2.2 &&\
-                    if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then \
-                        rm -rf llvm && \
-                        git clone --dept 1 --branch sycl-nightly/20230110  https://github.com/intel/llvm.git llvm  || true; \
-                        cd llvm &&\
-                        python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
-                        python buildbot/compile.py &&\
-                        cmake --build build -- omp &&\
-                        cmake --build build -- install &&\
-                        rm -rf "$HIPSYCL_PATH"
-                    fi"
-                '''
-                script{
-                    env.PATH="$DPCPP_PATH/bin:$PATH"
-                    env.PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                    env.LIBRARY_PATH="$DPCPP_PATH/lib"
-                    env.LD_LIBRARY_PATH="$DPCPP_PATH/lib:$env.LD_LIBRARY_PATH"
-                    env.CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:$env.CPLUS_INCLUDE_PATH"
+                stage('Dependency - test file') {
+                    steps {
+                        dir('plssvm') {
+                            sh '''
+                                # generate test file to prevent possible race conditions later on in the pipeline
+                                srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
+                                    python3 utility_scripts/generate_data.py --output tests/data/5000x2000.libsvm --format libsvm --problem planes --samples 5000 --features 2000"
+                            '''
+                        }
+                    }
                 }
-
-            }
-        }
-
-        stage('Build hipSYCL') {
-            steps{
-                sh '''
-		            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                        srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
-                            rm -rf hipSYCL && \
-                            rm -rf "$HIPSYCL_PATH" && \
-                            module load cuda/11.2.2 && \
-                            mkdir $HIPSYCL_PATH && \
-                            git clone https://github.com/illuhad/hipSYCL.git hipSYCL && \
-                            cd hipSYCL && \
-                            git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1 && \
-                            mkdir build && \
-                            cd build && \
-                            cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \
-                            make -j && \
-                            make install && \
-                            rm -rf hipSYCL "
-                    fi
-                '''
-                script{
-                    env.PATH="${HIPSYCL_PATH}/bin:${PATH}"
-                    env.PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-                    env.LD_LIBRARY_PATH="${HIPSYCL_PATH}/lib:${LD_LIBRARY_PATH}"
+                stage('Dependency - Ninja') {
+                    steps {
+                        sh '''
+                            cd /data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins
+                            if [ ! -f ninja ]; then
+                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                                unzip ninja-linux.zip
+                                rm ninja-linux.zip*
+                            fi
+                        '''
+                    }
+                }
+                stage('Dependency - CMake') {
+                    steps {
+                        sh '''
+                            cd /data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins
+                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                                rm cmake-3.24.1-linux-x86_64.tar.gz*
+                            fi
+                        '''
+                    }
+                }
+                stage('Dependency - DPC++') {
+                    environment {
+                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                    }
+                    steps{
+                        sh '''
+                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
+                            module load cuda/11.2.2 &&\
+                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then \
+                                rm -rf llvm && \
+                                git clone --dept 1 --branch sycl-nightly/20230110  https://github.com/intel/llvm.git llvm  || true; \
+                                cd llvm &&\
+                                python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
+                                python buildbot/compile.py &&\
+                                cmake --build build -- omp &&\
+                                cmake --build build -- install &&\
+                                rm -rf "$HIPSYCL_PATH"
+                            fi"
+                        '''
+                    }
+                }
+                stage('Dependency - hipSYCL') {
+                    environment {
+                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                    }
+                    steps {
+                        sh '''
+                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                                srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
+                                    rm -rf hipSYCL && \
+                                    rm -rf "$HIPSYCL_PATH" && \
+                                    module load cuda/11.2.2 && \
+                                    mkdir $HIPSYCL_PATH && \
+                                    git clone https://github.com/illuhad/hipSYCL.git hipSYCL && \
+                                    cd hipSYCL && \
+                                    git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1 && \
+                                    mkdir build && \
+                                    cd build && \
+                                    cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \
+                                    make -j && \
+                                    make install && \
+                                    rm -rf hipSYCL "
+                            fi
+                        '''
+                    }
                 }
             }
         }
 
-        stage('Build and Test'){
+
+        stage('Multi-GPU') {
             parallel {
-                stage('Build and Test - CUDA'){
-                    stages{
-                        stage('Build PLSSVM Release - CUDA') {
+
+                stage('CUDA - Release') {
+                    environment {
+                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                    }
+                    stages {
+                        stage('CUDA - Release - build') {
                             steps {
                                 dir('plssvm') {
                                     sh '''
@@ -205,7 +206,7 @@ pipeline {
                                 }
                             }
                         }
-                        stage('Run Tests Release - CUDA') {
+                        stage('CUDA - Release - test') {
                             steps {
                                 dir('plssvm') {
                                     warnError('Release tests failed!') {
@@ -223,11 +224,14 @@ pipeline {
                             }
                         }
                     }
-                }
+                } // end CUDA Release
 
-                stage('Build and Test - OpenCL'){
-                    stages{
-                        stage('Build PLSSVM Release - OpenCL') {
+                stage('OpenCL - Release') {
+                    environment {
+                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                    }
+                    stages {
+                        stage('OpenCL - Release - build') {
                             steps {
                                 dir('plssvm') {
                                     sh '''
@@ -242,7 +246,7 @@ pipeline {
                                 }
                             }
                         }
-                        stage('Run Tests Release - OpenCL') {
+                        stage('OpenCL - Release - test') {
                             steps {
                                 dir('plssvm') {
                                     warnError('Release tests failed!') {
@@ -260,11 +264,16 @@ pipeline {
                             }
                         }
                     }
-                }
+                } // end OpenCL Release
 
-                stage('Build and Test - hipSYCL'){
-                    stages{
-                        stage('Build PLSSVM Release - hipSYCL') {
+                stage('hipSYCL - Release') {
+                    environment {
+                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
+                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                    }
+                    stages {
+                        stage('hipSYCL - Release - build') {
                             steps {
                                 dir('plssvm') {
                                     sh '''
@@ -279,7 +288,7 @@ pipeline {
                                 }
                             }
                         }
-                        stage('Run Tests Release - hipSYCL') {
+                        stage('hipSYCL - Release - test') {
                             steps {
                                 dir('plssvm') {
                                     warnError('hipSYCL Release tests failed!') {
@@ -297,11 +306,17 @@ pipeline {
                             }
                         }
                     }
-                }
+                } // end hipSYCL Release
 
-                stage('Build and Test - DPC++'){
-                    stages{
-                        stage('Build PLSSVM Release - DPC++') {
+                stage('DPC++ - Release') {
+                    environment {
+                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                    }
+                    stages {
+                        stage('DPC++ - Release - build') {
                             steps {
                                 dir('plssvm') {
                                     sh '''
@@ -316,7 +331,7 @@ pipeline {
                                 }
                             }
                         }
-                        stage('Run Tests Release - DPC++') {
+                        stage('DPC++ - Release - test') {
                             steps {
                                 dir('plssvm') {
                                     warnError('DPC++ Release tests failed!') {
@@ -334,9 +349,10 @@ pipeline {
                             }
                         }
                     }
-                }
-            }
-        }
+                } // end DPC++ Release
+
+            } // end parallel
+        } // end Multi-GPU
     }
 
     post {

From 6a1c138b2b3572bcfda0859b92c48c09fc85ebb7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 27 Jan 2023 09:25:17 +0100
Subject: [PATCH 0703/1010] Fix some errors in Jenkins files.

---
 .jenkins/Jenkinsfile-Tests-CPU        |   6 ++
 .jenkins/Jenkinsfile-Tests-GPU_AMD    |   5 +-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 139 +++++++++++++-------------
 .jenkins/Jenkinsfile-Tests-Multi-GPU  |   5 +-
 4 files changed, 86 insertions(+), 69 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 3aa32fc0f..d10b58919 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -207,6 +207,11 @@ pipeline {
                                 cd spack
                                 git checkout f52f6e99dbf1131886a80112b8c79dfc414afb7c -- var/spack/repos/builtin/packages/pocl/package.py
                                 cd ..
+
+                                # clean spack cache
+                                source spack/share/spack/setup-env.sh
+                                spack clean -ab
+                                spack clean -fmps
                             fi
                         '''
                     }
@@ -370,6 +375,7 @@ pipeline {
                                         sh '''
                                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
                                             spack load pocl
+                                            export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
 
                                             # installed executable
                                             plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index 5591d02b4..d09bb7e46 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -190,7 +190,10 @@ pipeline {
                 }
                 stage('Dependency - hipSYCL') {
                     environment {
-                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
                     }
                     steps {
                         sh '''
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index c00c32bd1..76f85df16 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -138,76 +138,79 @@ pipeline {
                         '''
                     }
                 }
-            }
-            stage('Dependency - Ninja') {
-                steps {
-                    sh '''
-                        if [ ! -f ninja ]; then
-                            wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                            unzip ninja-linux.zip
-                            rm ninja-linux.zip*
-                        fi
-                    '''
+                stage('Dependency - Ninja') {
+                    steps {
+                        sh '''
+                            if [ ! -f ninja ]; then
+                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                                unzip ninja-linux.zip
+                                rm ninja-linux.zip*
+                            fi
+                        '''
+                    }
                 }
-            }
-            stage('Dependency - CMake') {
-                steps {
-                    sh '''
-                        if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                            wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                            tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                            rm cmake-3.24.1-linux-x86_64.tar.gz*
-                        fi
-                    '''
+                stage('Dependency - CMake') {
+                    steps {
+                        sh '''
+                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
+                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
+                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
+                                rm cmake-3.24.1-linux-x86_64.tar.gz*
+                            fi
+                        '''
+                    }
                 }
-            }
-            stage('Dependency - DPC++') {
-                environment {
-                    PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                stage('Dependency - DPC++') {
+                    environment {
+                        PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                    }
+                    steps {
+                        sh '''
+                            module load cuda/11.4.3
+                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+                                rm -rf llvm
+                                git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
+                                cd llvm
+                                python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
+                                python buildbot/compile.py
+                                cmake --build build -- omp
+                                cmake --build build -- install
+
+                                rm -rf "$HIPSYCL_PATH"
+                            fi
+                        '''
+                    }
                 }
-                steps {
-                    sh '''
-                        module load cuda/11.4.3
-                        if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
-                            rm -rf llvm
-                            git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
-                            cd llvm
-                            python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
-                            python buildbot/compile.py
-                            cmake --build build -- omp
-                            cmake --build build -- install
-
-                            rm -rf "$HIPSYCL_PATH"
-                        fi
-                    '''
+                stage('Dependency - hipSYCL') {
+                    environment {
+                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                    }
+                    steps {
+                        sh '''
+                            module load cuda/11.4.3
+                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                                rm -rf hipSYCL
+                                rm -rf "$HIPSYCL_PATH"
+
+                                mkdir $HIPSYCL_PATH
+                                git clone https://github.com/illuhad/hipSYCL.git hipSYCL
+                                cd hipSYCL
+                                git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
+                                mkdir build
+                                cd build
+                                cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                                make -j
+                                make install
+                                cd $WORKSPACE
+                                rm -rf hipSYCL
+                            fi
+                        '''
+                    }
                 }
             }
-            stage('Dependency - hipSYCL') {
-                environment {
-                    PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                }
-                 steps {
-                     sh '''
-                         module load cuda/11.4.3
-                        if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                             rm -rf hipSYCL
-                             rm -rf "$HIPSYCL_PATH"
-
-                             mkdir $HIPSYCL_PATH
-                             git clone https://github.com/illuhad/hipSYCL.git hipSYCL
-                             cd hipSYCL
-                             git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
-                             mkdir build
-                             cd build
-                             cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
-                             make -j
-                             make install
-                             cd $WORKSPACE
-                             rm -rf hipSYCL
-                         fi
-                     '''
-                 }
-             }
         }
 
 
@@ -589,9 +592,11 @@ pipeline {
                     }
                 } // end DPC++ Release
 
+
+/*
+                // results in more or less random SegFaults in the DPC++ LLVM compiler
                 stage('DPC++ - Debug') {
                     stages {
-/*
                         // results in more or less random SegFaults in the DPC++ LLVM compiler
                         stage('DPC++ - Debug - build') {
                             steps {
@@ -619,9 +624,9 @@ pipeline {
                                 }
                             }
                         }
-*/
                     }
                 } // end DPC++ Debug
+*/
 
             } // end DPC++ parallel
         } // end DPC++
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 35f5f1ea1..3cc6e131b 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -156,7 +156,10 @@ pipeline {
                 }
                 stage('Dependency - hipSYCL') {
                     environment {
-                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
                     }
                     steps {
                         sh '''

From 39c20f05e4df30cb7ae161ac99bdf86d3fa6da6d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 27 Jan 2023 11:31:13 +0100
Subject: [PATCH 0704/1010] Fix some errors in Jenkins files.

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 76f85df16..1d04644da 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -528,6 +528,7 @@ pipeline {
                 LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
                 LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
                 CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
             }
             parallel {
 

From 1c6b19b089fe60cfff19b0d757986e1eeb601f22 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 30 Jan 2023 16:55:50 +0100
Subject: [PATCH 0705/1010] Add support for performance tracking to the PLSSVM
 executables. The performance tracker gathers various runtimes and other
 information during execution and writes it in a human-readable way to a YAML
 file. Can be disabled using during the CMake configuration.

---
 CMakeLists.txt                                |  54 ++--
 include/plssvm/backends/gpu_csvm.hpp          |  38 +--
 include/plssvm/csvm.hpp                       |  26 +-
 include/plssvm/data_set.hpp                   |  55 ++--
 include/plssvm/detail/layout.hpp              |  11 +-
 include/plssvm/detail/logger.hpp              |  56 ++++
 include/plssvm/detail/performance_tracker.hpp | 282 ++++++++++++++++++
 include/plssvm/model.hpp                      |  31 +-
 src/main_predict.cpp                          |  29 +-
 src/main_scale.cpp                            |  16 +-
 src/main_train.cpp                            |  14 +-
 src/plssvm/backends/CUDA/csvm.cu              |  24 +-
 src/plssvm/backends/HIP/csvm.hip.cpp          |  24 +-
 src/plssvm/backends/OpenCL/csvm.cpp           |  34 +--
 src/plssvm/backends/OpenCL/detail/utility.cpp |  13 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |  36 +--
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       |  33 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     |  33 +-
 src/plssvm/detail/layout.cpp                  |   4 +-
 tests/detail/layout.cpp                       |   4 +-
 20 files changed, 582 insertions(+), 235 deletions(-)
 create mode 100644 include/plssvm/detail/logger.hpp
 create mode 100644 include/plssvm/detail/performance_tracker.hpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index a71c4342a..d20f27fcd 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -72,14 +72,14 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ## set library cxx standard
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
-target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-        -Wextra-semi -Wunreachable-code -Wuninitialized>
-        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
-        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
-        )
+#target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+#        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
+#        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
+#        -Wextra-semi -Wunreachable-code -Wuninitialized>
+#        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
+#        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
+#        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
+#        )
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
@@ -99,20 +99,20 @@ target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ##                                    check for optional and necessary dependencies                                   ##
 ########################################################################################################################
 # check for OpenMP (not for the backend!)
-find_package(OpenMP 4.0 QUIET)
-if (OpenMP_FOUND)
-    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
-    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
-    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
-    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
-    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
-else ()
-    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
-    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
-            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
-            )
-endif ()
+#find_package(OpenMP 4.0 QUIET)
+#if (OpenMP_FOUND)
+#    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
+#    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
+#    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
+#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
+#    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
+#else ()
+#    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
+#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+#            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
+#            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
+#            )
+#endif ()
 
 ## setup dependencies
 include(FetchContent)
@@ -500,6 +500,16 @@ if (DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
     endif ()
 endif ()
 
+## enable or disable the performance tracker
+option(PLSSVM_ENABLE_PERFORMANCE_TRACKER "Enables PLSSVM performance tracking for the executables: plssvm-train, plssvm-predict, and plssvm-scale." ON)
+if (PLSSVM_ENABLE_PERFORMANCE_TRACKER)
+    message(STATUS "Enable performance tracking to the file \"${PLSSVM_ENABLE_PERFORMANCE_TRACKER}\"for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale.")
+
+    # add target definitions
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE="${PLSSVM_ENABLE_PERFORMANCE_TRACKER}")
+endif ()
+
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 9242471f7..026a184be 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -13,10 +13,12 @@
 #define PLSSVM_BACKENDS_GPU_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"                    // plssvm::csvm
-#include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
-#include "plssvm/detail/layout.hpp"           // plssvm::detail::{transform_to_layout, layout_type}
-#include "plssvm/parameter.hpp"               // plssvm::parameter
+#include "plssvm/csvm.hpp"                        // plssvm::csvm
+#include "plssvm/detail/execution_range.hpp"      // plssvm::detail::execution_range
+#include "plssvm/detail/layout.hpp"               // plssvm::detail::{transform_to_layout, layout_type}
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
+#include "plssvm/parameter.hpp"                   // plssvm::parameter
 
 #include "fmt/chrono.h"  // output std::chrono times using {fmt}
 #include "fmt/core.h"    // fmt::format
@@ -540,15 +542,13 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     const auto output_iteration_duration = [&]() {
         auto iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
+        detail::log("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long run = 0;
     for (; run < max_iter; ++run) {
-        if (verbose) {
-            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
-        }
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -598,9 +598,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (verbose) {
-                output_iteration_duration();
-            }
+            output_iteration_duration();
             break;
         }
 
@@ -615,18 +613,14 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
             r_d[device].copy_to_device(d, 0, dept);
         }
 
-        if (verbose) {
-            output_iteration_duration();
-        }
-    }
-    if (verbose) {
-        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
-                                 std::min(run + 1, max_iter),
-                                 delta,
-                                 eps * eps * delta0,
-                                 average_iteration_time / std::min(run + 1, max_iter))
-                  << std::endl;
+        output_iteration_duration();
     }
+    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "residuum", delta },
+                detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index c6938ea1a..07f5d7fdb 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,16 +13,17 @@
 #define PLSSVM_CSVM_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"              // plssvm::verbose
-#include "plssvm/data_set.hpp"               // plssvm::data_set
-#include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init
-#include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
-#include "plssvm/detail/type_traits.hpp"     // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
+#include "plssvm/data_set.hpp"                    // plssvm::data_set
+#include "plssvm/default_value.hpp"               // plssvm::default_value, plssvm::default_init
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/operators.hpp"            // plssvm::operators::sign
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::performance_tracker
+#include "plssvm/detail/type_traits.hpp"          // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/detail/utility.hpp"              // plssvm::detail::to_underlying
+#include "plssvm/exceptions/exceptions.hpp"       // plssvm::invalid_parameter_exception
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
+#include "plssvm/model.hpp"                       // plssvm::model
+#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
 
 #include "fmt/core.h"     // fmt::format
 #include "igor/igor.hpp"  // igor::parser
@@ -296,9 +297,8 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
     std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(static_cast<detail::parameter<real_type>>(params), data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
-    }
+    detail::log("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n\n",
+                detail::tracking_entry{ "cg", "total_runtime", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return csvm_model;
 }
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index fe961205b..87def26f8 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -13,11 +13,12 @@
 #define PLSSVM_DATA_SET_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_data, write_arff_data}
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{parse_scaling_factors, read_scaling_factors}
+#include "plssvm/detail/logger.hpp"                      // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"         // plssvm::detail::tracking_entry
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::contains
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::data_set_exception
@@ -367,13 +368,10 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} scaling factors in {} to the file '{}'.",
-                                 scaling_factors.size(),
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} scaling factors in {} to the file '{}'.\n",
+                detail::tracking_entry{ "scaling_factors_write", "num_scaling_factors", scaling_factors.size() },
+                detail::tracking_entry{ "scaling_factors_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "scaling_factors_write", "filename", filename });
 }
 
 //*************************************************************************************************************************************//
@@ -595,15 +593,12 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} data points with {} features in {} to the {} file '{}'.",
-                                 num_data_points_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 format,
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} data points with {} features in {} to the {} file '{}'.\n",
+                detail::tracking_entry{ "data_set_write", "num_data_points", num_data_points_ },
+                detail::tracking_entry{ "data_set_write", "num_features", num_features_ },
+                detail::tracking_entry{ "data_set_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "data_set_write", "format", format },
+                detail::tracking_entry{ "data_set_write", "filename", filename });
 }
 
 template <typename T, typename U>
@@ -712,13 +707,10 @@ void data_set<T, U>::scale() {
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Scaled the data set to the range [{}, {}] in {}.",
-                                 lower,
-                                 upper,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time))
-                  << std::endl;
-    }
+    detail::log("Scaled the data set to the range [{}, {}] in {}.\n",
+                detail::tracking_entry{ "data_set_scale", "lower", lower },
+                detail::tracking_entry{ "data_set_scale", "upper", upper },
+                detail::tracking_entry{ "data_set_scale", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 }
 
 template <typename T, typename U>
@@ -768,15 +760,12 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Read {} data points with {} features in {} using the {} parser from file '{}'.",
-                                 num_data_points_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 format,
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+                detail::tracking_entry{ "data_set_read", "num_data_points", num_data_points_ },
+                detail::tracking_entry{ "data_set_read", "num_features", num_features_ },
+                detail::tracking_entry{ "data_set_read", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "data_set_read", "format", format },
+                detail::tracking_entry{ "data_set_read", "filename", filename });
 }
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 22def2381..6f5040e30 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -13,8 +13,9 @@
 #define PLSSVM_DETAIL_LAYOUT_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"      // plssvm::verbose
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
+#include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 
 #include "fmt/chrono.h"   // format std::chrono types
 #include "fmt/core.h"     // fmt::format
@@ -139,9 +140,9 @@ template <typename real_type>
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Transformed dataset from 2D to 1D {} in {}.", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
-    }
+    detail::log("Transformed dataset from 2D to 1D {} in {}.\n",
+                detail::tracking_entry{ "transform", "layout", layout },
+                detail::tracking_entry{ "transform", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return ret;
 }
diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
new file mode 100644
index 000000000..38d5ae9a5
--- /dev/null
+++ b/include/plssvm/detail/logger.hpp
@@ -0,0 +1,56 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a simple logging function.
+ * @details Also used for the plssvm::detail::performance_tracker.
+ */
+
+#ifndef PLSSVM_DETAIL_LOGGER_HPP_
+#define PLSSVM_DETAIL_LOGGER_HPP_
+#pragma once
+
+#include "plssvm/constants.hpp"                   // plssvm::verbose
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <iostream>     // std::cout
+#include <string_view>  // std::string_view
+#include <utility>      // std::forward
+
+namespace plssvm::detail {
+
+/**
+ * @breif Output the message @p msg filling the {fmt} like placeholders with @p args to the standard output stream.
+ * @details If a value in @p Args is of type plssvm::detail::tracking_entry and performance tracking is enabled,
+ *          this is also added to the plssvm::detail::performance_tracker.
+ * @tparam Args the types of the placeholder values
+ * @param[in] msg the message to print on the standard output stream if requested (i.e., plssvm::verbose is `true`)
+ * @param[in] args the values to fill the {fmt}-like placeholders in @p msg
+ */
+template <typename... Args>
+void log(const std::string_view msg, Args &&...args) {
+    // output message only if the verbose flag is set to true
+    if (verbose) {
+        std::cout << fmt::format(msg, args...);
+    }
+
+    // if performance tracking has been enabled, add tracking entries
+    ([](auto &&arg) {
+        if constexpr (detail::is_tracking_entry_v<decltype(arg)>) {
+            PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(std::forward<decltype(arg)>(arg));
+        }
+    }(std::forward<Args>(args)),
+     ...);
+}
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_LOGGER_HPP_
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
new file mode 100644
index 000000000..7a2365a08
--- /dev/null
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -0,0 +1,282 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a performance tracker which can dump performance information in a YAML file.
+ * @details Can be completely disabled during the CMake configuration step.
+ */
+
+#ifndef PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
+#define PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
+#pragma once
+
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
+#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <fstream>        // std::ofstream
+#include <iostream>       // std::ostream, std::ios_base::app
+#include <string>         // std::string
+#include <string_view>    // std::string_view
+#include <type_traits>    // std::false_type, std::true_type
+#include <unordered_map>  // std::unordered_map
+#include <utility>        // std::move, std::pair
+
+namespace plssvm::detail {
+
+template <typename T>
+struct tracking_entry {
+    tracking_entry(const std::string_view category, const std::string_view name, const T value) :
+        entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
+
+    const std::string entry_category{};
+    const std::string_view entry_name{};
+    const T entry_value{};
+};
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
+    return out << fmt::format("{}", entry.entry_value);
+}
+
+namespace impl {
+
+template <typename T>
+struct is_tracking_entry : std::false_type {};
+template <typename T>
+struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
+
+}  // namespace impl
+
+template <typename T>
+struct is_tracking_entry : impl::is_tracking_entry<detail::remove_cvref_t<T>> {};
+template <typename T>
+constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
+
+/**
+ * @brief Store the tracked information during calls to `plssvm-train`, `plssvm-predict`, and `plssvm-scale`.
+ * @details Can be completely disabled during the CMake configuration.
+ */
+class performance_tracker {
+  public:
+    /**
+     * @brief Singleton getter since only one instance of a performance_tracker should exist.
+     * @return the singleton instance (`[[nodiscard]]`)
+     */
+    [[nodiscard]] static performance_tracker &instance() {
+        static performance_tracker tracker{};
+        return tracker;
+    }
+
+    /**
+     * @brief Add a tracking_entry to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     * @tparam T the type of the value the tracking_entry @p entry encapsulates
+     * @param[in] entry the entry to add
+     */
+    template <typename T>
+    void add_tracking_entry(const tracking_entry<T> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+    }
+
+    /**
+     * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds quotes around the entry's value
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<std::string> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+    }
+
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
+                                                                       "  kernel_type:                 {}\n"
+                                                                       "  degree:                      {}\n"
+                                                                       "  gamma:                       {}\n"
+                                                                       "  coef0:                       {}\n"
+                                                                       "  cost:                        {}\n"
+                                                                       "  epsilon:                     {}\n"
+                                                                       "  max_iter:                    {}\n"
+                                                                       "  backend:                     {}\n"
+                                                                       "  target:                      {}\n"
+                                                                       "  sycl_kernel_invocation_type: {}\n"
+                                                                       "  sycl_implementation_type:    {}\n"
+                                                                       "  strings_as_labels:           {}\n"
+                                                                       "  float_as_real_type:          {}\n"
+                                                                       "  input_filename:              \"{}\"\n"
+                                                                       "  model_filename:              \"{}\"\n\n",
+                                                                       entry.entry_value.csvm_params.kernel_type.value(),
+                                                                       entry.entry_value.csvm_params.degree.value(),
+                                                                       entry.entry_value.csvm_params.gamma.value(),
+                                                                       entry.entry_value.csvm_params.coef0.value(),
+                                                                       entry.entry_value.csvm_params.cost.value(),
+                                                                       entry.entry_value.epsilon.value(),
+                                                                       entry.entry_value.max_iter.value(),
+                                                                       entry.entry_value.backend,
+                                                                       entry.entry_value.target,
+                                                                       entry.entry_value.sycl_kernel_invocation_type,
+                                                                       entry.entry_value.sycl_implementation_type,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.model_filename) });
+    }
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                       "  backend:                  {}\n"
+                                                                       "  target:                   {}\n"
+                                                                       "  sycl_implementation_type: {}\n"
+                                                                       "  strings_as_labels:        {}\n"
+                                                                       "  float_as_real_type:       {}\n"
+                                                                       "  input_filename:           \"{}\"\n"
+                                                                       "  model_filename:           \"{}\"\n"
+                                                                       "  predict_filename:         \"{}\"\n\n",
+                                                                       entry.entry_value.backend,
+                                                                       entry.entry_value.target,
+                                                                       entry.entry_value.sycl_implementation_type,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.model_filename,
+                                                                       entry.entry_value.predict_filename) });
+    }
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
+                                                                       "  lower:              {}\n"
+                                                                       "  upper:              {}\n"
+                                                                       "  format:             {}\n"
+                                                                       "  strings_as_labels:  {}\n"
+                                                                       "  float_as_real_type: {}\n"
+                                                                       "  input_filename:     \"{}\"\n"
+                                                                       "  scaled_filename:    \"{}\"\n"
+                                                                       "  save_filename:      \"{}\"\n"
+                                                                       "  restore_filename:   \"{}\"\n\n",
+                                                                       entry.entry_value.lower,
+                                                                       entry.entry_value.upper,
+                                                                       entry.entry_value.format,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.scaled_filename,
+                                                                       entry.entry_value.save_filename,
+                                                                       entry.entry_value.restore_filename) });
+    }
+
+    /**
+     * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
+     * @details Appends all entries at the end of the file creating a new YAML document.
+     * @param[in] filename the file to add the performance tracking results to
+     */
+    void save(const std::string filename) {
+        // append the current performance statistics to an already existing file if possible
+        std::ofstream out{ filename, std::ios_base::app };
+        PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
+
+        // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
+        out << "---\n";
+
+        // output metadata information
+        out << fmt::format(
+            "meta_data:\n"
+            "  date:                    \"{}\"\n"
+            "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
+            "  commit:                  {}\n"
+            "  version:                 {}\n"
+            "\n",
+            plssvm::detail::current_date_time(),
+            version::detail::target_platforms,
+            version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
+            version::version);
+
+        // output the actual (performance) statistics
+        std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
+        std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
+        for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
+            // get the current group
+            const std::string &group = group_iter->first;
+            // find the range of all entries in the current group
+            const std::pair key_range = tracking_statistics.equal_range(group);
+
+            // output the group name, if it is not the empty string
+            if (!group.empty()) {
+                out << group << ":\n";
+            }
+            // output all performance statistic entries of the current group
+            for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
+                out << fmt::format("{}", entry_iter->second);
+            }
+            out << '\n';
+        }
+    }
+
+  private:
+    /**
+     * @brief Default construct a performance_tracker.
+     * @details This constructor is private to enable a save singleton usage of the performance_tracker class.
+     */
+    performance_tracker() = default;
+
+    /// All performance statistics grouped by their specified categories.
+    std::unordered_multimap<std::string, std::string> tracking_statistics{};
+};
+
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Adds the provided entry to the plssvm::detail::performance_tracker singleton.
+ */
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_SAVE
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_SAVE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Save the previously tracked performance statistics.
+ */
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry) \
+        plssvm::detail::performance_tracker::instance().add_tracking_entry(entry)
+
+    #define PLSSVM_PERFORMANCE_TRACKER_SAVE() \
+        plssvm::detail::performance_tracker::instance().save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
+
+#else
+
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
+    #define PLSSVM_PERFORMANCE_TRACKER_SAVE()
+
+#endif
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 08ef1310f..2931913f3 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -13,11 +13,12 @@
 #define PLSSVM_MODEL_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                       // plssvm::verbose
 #include "plssvm/data_set.hpp"                        // plssvm::data_set
 #include "plssvm/detail/assert.hpp"                   // PLSSVM_ASSERT
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"  // plssvm::detail::io::{parse_libsvm_model_header, write_libsvm_model_data}
 #include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
+#include "plssvm/detail/logger.hpp"                   // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"      // plssvm::detail::tracking_entry
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
 #include "fmt/chrono.h"  // format std::chrono types using fmt
@@ -169,14 +170,12 @@ model<T, U>::model(const std::string &filename) {
     alpha_ptr_ = std::make_shared<decltype(alphas)>(std::move(alphas));
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
-                                 num_support_vectors_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
+                detail::tracking_entry{ "model_read", "num_support_vectors", num_support_vectors_ },
+                detail::tracking_entry{ "model_read", "num_features", num_features_ },
+                detail::tracking_entry{ "model_read", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "model_read", "filename", filename });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_read", "rho", rho_ }));
 }
 
 template <typename T, typename U>
@@ -191,14 +190,12 @@ void model<T, U>::save(const std::string &filename) const {
     detail::io::write_libsvm_model_data(filename, params_, rho_, *alpha_ptr_, data_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} support vectors with {} features in {} to the libsvm model file '{}'.",
-                                 num_support_vectors_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
+                detail::tracking_entry{ "model_write", "num_support_vectors", num_support_vectors_ },
+                detail::tracking_entry{ "model_write", "num_features", num_features_ },
+                detail::tracking_entry{ "model_write", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "model_write", "filename", filename });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_write", "rho", rho_ }));
 }
 
 }  // namespace plssvm
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 684c63cd5..e355b5bfb 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -11,13 +11,15 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_predict.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/format.h"   // fmt::format, fmt::print
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
-#include <chrono>     // std::chrono
+#include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <fstream>    // std::ofstream
@@ -26,6 +28,8 @@
 #include <vector>     // std::vector
 
 int main(int argc, char *argv[]) {
+    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
@@ -39,9 +43,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set
         std::visit([&](auto &&data) {
@@ -57,18 +59,16 @@ int main(int argc, char *argv[]) {
 
             // write prediction file
             {
-                std::chrono::time_point start_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
                 fmt::ostream out = fmt::output_file(cmd_parser.predict_filename);
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
-                std::chrono::time_point end_time = std::chrono::steady_clock::now();
-                if (plssvm::verbose) {
-                    fmt::print("Write {} predictions in {} to the file '{}'.\n",
-                               predicted_labels.size(),
-                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                               cmd_parser.predict_filename);
-                }
+                const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+                plssvm::detail::log("Write {} predictions in {} to the file '{}'.\n",
+                                    plssvm::detail::tracking_entry{ "predictions_write", "num_predictions", predicted_labels.size() },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "filename", cmd_parser.predict_filename });
             }
 
             // print achieved accuracy (if possible)
@@ -95,5 +95,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index f5e2ec86b..cc918efa0 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -11,9 +11,10 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_scale.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/core.h"  // fmt::print, fmt::format
-
+#include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
@@ -21,14 +22,14 @@
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
+    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // create default parameters
         plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: scaling\n{}\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set and scale
         std::visit([&](auto &&data) {
@@ -47,5 +48,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_train.cpp b/src/main_train.cpp
index a87212ffb..2496c3681 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -11,17 +11,22 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_train.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // std::format
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
+#include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
+    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
@@ -42,9 +47,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set
         std::visit([&](auto &&data) {
@@ -75,5 +78,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index f442ac741..5b6835724 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -16,6 +16,8 @@
 #include "plssvm/backends/CUDA/svm_kernel.cuh"         // plssvm::cuda::detail::{device_kernel_linear, device_kernel_polynomial, device_kernel_rbf}
 #include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"           // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                    // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"       // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"            // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                        // plssvm::parameter, plssvm::detail::parameter
@@ -53,9 +55,9 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing CUDA as backend.") << std::endl;
-    }
+    plssvm::detail::log("\nUsing CUDA as backend.\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::cuda }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_nvidia }));
 
     // get all available devices wrt the requested target platform
     devices_.resize(detail::get_device_count());
@@ -66,16 +68,14 @@ void csvm::init(const target_platform target) {
         throw backend_exception{ "CUDA backend selected but no CUDA capable devices were found!" };
     }
 
-    if (plssvm::verbose) {
-        // print found CUDA devices
-        std::cout << fmt::format("Found {} CUDA device(s):\n", devices_.size());
-        for (const queue_type &device : devices_) {
-            cudaDeviceProp prop{};
-            cudaGetDeviceProperties(&prop, device);
-            std::cout << fmt::format("  [{}, {}, {}.{}]\n", device, prop.name, prop.major, prop.minor) << std::endl;
-        }
-        std::cout << std::endl;
+    // print found CUDA devices
+    plssvm::detail::log("Found {} CUDA device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    for (const queue_type &device : devices_) {
+        cudaDeviceProp prop{};
+        cudaGetDeviceProperties(&prop, device);
+        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", device, prop.name, prop.major, prop.minor);
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index fd1af74f6..82653592c 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -17,6 +17,8 @@
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 #include "plssvm/detail/assert.hpp"                       // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"              // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                       // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"          // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"               // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                           // plssvm::parameter, plssvm::detail::parameter
@@ -53,9 +55,9 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing HIP as backend.") << std::endl;
-    }
+    plssvm::detail::log("\nUsing HIP as backend.\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::hip }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_amd }));
 
     // get all available devices wrt the requested target platform
     devices_.resize(detail::get_device_count());
@@ -66,16 +68,14 @@ void csvm::init(const target_platform target) {
         throw backend_exception{ "HIP backend selected but no HIP capable devices were found!" };
     }
 
-    if (plssvm::verbose) {
-        // print found HIP devices
-        std::cout << fmt::format("Found {} HIP device(s):\n", devices_.size());
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            hipDeviceProp_t prop{};
-            PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
-            std::cout << fmt::format("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
-        }
-        std::cout << std::endl;
+    // print found HIP devices
+    plssvm::detail::log("Found {} HIP device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        hipDeviceProp_t prop{};
+        PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
+        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", devices_[device], prop.name, prop.major, prop.minor);
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index f26b320ac..64bb9a391 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -18,6 +18,8 @@
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"            // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
@@ -91,13 +93,12 @@ void csvm::init(const target_platform target) {
     }
 
     // print OpenCL info
-    if (verbose) {
-        std::cout << fmt::format("\nUsing OpenCL as backend.\n");
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
-        }
-        std::cout << std::endl;
+    plssvm::detail::log("\nUsing OpenCL as backend.\n");
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
     auto jit_start_time = std::chrono::steady_clock::now();
@@ -108,18 +109,17 @@ void csvm::init(const target_platform target) {
     devices_ = detail::create_command_queues(contexts_, used_target, kernel_names);
 
     auto jit_end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("OpenCL kernel JIT compilation done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time)) << std::endl;
-    }
-
-    if (verbose) {
-        // print found OpenCL devices
-        std::cout << fmt::format("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
-        }
-        std::cout << std::endl;
+    plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
+                        plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
+
+    // print found OpenCL devices
+    plssvm::detail::log("Found {} OpenCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
     }
+    plssvm::detail::log("\n");
 
     // sanity checks for the number of the float OpenCL kernels
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.size() == 3; }),
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 13a989cb4..320c260f5 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -15,6 +15,7 @@
 #include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
 #include "plssvm/detail/sha256.hpp"                         // plssvm::detail::sha256
 #include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::extract_first_integer_from_string
 #include "plssvm/detail/string_utility.hpp"                 // plssvm::detail::replace_all, plssvm::detail::to_lower_case, plssvm::detail::contains
@@ -279,9 +280,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
     }
 
     if (use_cached_binaries != caching_status::success) {
-        if (verbose) {
-            std::cout << fmt::format("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries)) << std::endl;
-        }
+        plssvm::detail::log("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries));
 
         // create and build program
         cl_program program = clCreateProgramWithSource(contexts[0], 1, &kernel_src_ptr, nullptr, &err);
@@ -316,18 +315,14 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
             PLSSVM_ASSERT(out.good(), fmt::format("couldn't create binary cache file ({}) for device {}", cache_dir_name / fmt::format("device_{}.bin", i), i));
             out.write(reinterpret_cast<char *>(binaries[i]), binary_sizes[i]);
         }
-        if (verbose) {
-            std::cout << fmt::format("Cached OpenCL kernel binaries in {}.", cache_dir_name) << std::endl;
-        }
+        plssvm::detail::log("Cached OpenCL kernel binaries in {}.", cache_dir_name);
 
         // release resource
         if (program) {
             PLSSVM_OPENCL_ERROR_CHECK(clReleaseProgram(program), "error releasing OpenCL program resources");
         }
     } else {
-        if (verbose) {
-            std::cout << fmt::format("Using cached OpenCL kernel binaries from {}.", cache_dir_name) << std::endl;
-        }
+        plssvm::detail::log("Using cached OpenCL kernel binaries from {}.", cache_dir_name);
 
         const auto common_read_file = [](const std::filesystem::path &file) -> std::pair<unsigned char *, std::size_t> {
             std::ifstream f{ file };
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 85f734d0c..33b66addf 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -13,7 +13,9 @@
 #include "plssvm/backends/OpenMP/svm_kernel.hpp"  // plssvm::openmp::device_kernel_linear, plssvm::openmp::device_kernel_polynomial, plssvm::openmp::device_kernel_rbf
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
@@ -57,9 +59,9 @@ void csvm::init(const target_platform target) {
         num_omp_threads = omp_get_num_threads();
     }
 
-    if (verbose) {
-        std::cout << fmt::format("\nUsing OpenMP as backend with {} threads.\n\n", num_omp_threads) << std::endl;
-    }
+    plssvm::detail::log("\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::openmp }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::cpu }));
 }
 
 template <typename real_type>
@@ -110,15 +112,13 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     const auto output_iteration_duration = [&]() {
         std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
+        detail::log("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        if (verbose) {
-            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
-        }
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -147,9 +147,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (verbose) {
-                output_iteration_duration();
-            }
+            output_iteration_duration();
             break;
         }
 
@@ -158,18 +156,14 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         // d = beta * d + r
         d = beta * d + r;
 
-        if (verbose) {
-            output_iteration_duration();
-        }
-    }
-    if (verbose) {
-        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
-                                 std::min(iter + 1, max_iter),
-                                 delta,
-                                 eps * eps * delta0,
-                                 average_iteration_time / std::min(iter + 1, max_iter))
-                  << std::endl;
+        output_iteration_duration();
     }
+    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "residuum", delta },
+                detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 68b05e646..ed9a2f737 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -21,12 +21,14 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
 
@@ -83,26 +85,29 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
-        }
+    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+                        plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
+                        plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::dpcpp }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
-    if (plssvm::verbose) {
-        // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
-        }
-        std::cout << std::endl;
+    // print found SYCL devices
+    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
@@ -112,7 +117,7 @@ csvm::~csvm() {
             device_synchronize(q);
         }
     } catch (const plssvm::exception &e) {
-        fmt::print("SYCL exception thrown: {}\n", e.what());
+        std::cout << e.what() << std::endl;
         std::terminate();
     }
 }
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 19d529efc..dd1f4f6da 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -21,6 +21,8 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                              // plssvm::parameter, plssvm::detail::parameter
@@ -94,26 +96,29 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
-        }
+    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+                        plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
+                        plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::hipsycl }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
-    if (plssvm::verbose) {
-        // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
-        }
-        std::cout << std::endl;
+    // print found SYCL devices
+    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
@@ -122,8 +127,8 @@ csvm::~csvm() {
         for (queue_type &q : devices_) {
             device_synchronize(q);
         }
-    } catch (const plssvm::exception &e) {
-        fmt::print("SYCL exception thrown: {}\n", e.what());
+    } catch (const std::exception &e) {
+        std::cout << e.what() << std::endl;
         std::terminate();
     }
 }
diff --git a/src/plssvm/detail/layout.cpp b/src/plssvm/detail/layout.cpp
index 94da32bdb..4167b1cbd 100644
--- a/src/plssvm/detail/layout.cpp
+++ b/src/plssvm/detail/layout.cpp
@@ -20,9 +20,9 @@ namespace plssvm::detail {
 std::ostream &operator<<(std::ostream &out, const layout_type layout) {
     switch (layout) {
         case layout_type::aos:
-            return out << "Array-of-Structs (AoS)";
+            return out << "Array-of-Structs";
         case layout_type::soa:
-            return out << "Struct-of-Arrays (SoA)";
+            return out << "Struct-of-Arrays";
     }
     return out << "unknown";
 }
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index bcf26242e..c60cfde8e 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -26,8 +26,8 @@
 // check whether the plssvm::detail::layout_type -> std::string conversions are correct
 TEST(Layout, to_string) {
     // check conversion to std::string
-    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::aos, "Array-of-Structs (AoS)");
-    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::soa, "Struct-of-Arrays (SoA)");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::aos, "Array-of-Structs");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::soa, "Struct-of-Arrays");
 }
 TEST(Layout, to_string_unknown) {
     // check conversions to std::string from unknown layout_type

From e7101a350fab4205f95dc6fe47a8948cc6210243 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 30 Jan 2023 16:59:31 +0100
Subject: [PATCH 0706/1010] Update README.

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index feb3555e3..1ee2cfaa4 100644
--- a/README.md
+++ b/README.md
@@ -187,6 +187,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file 
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:

From 9a3a2e57ac8163735c963e9b7e1595d16882d976 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:35:28 +0100
Subject: [PATCH 0707/1010] Add an example script to process the YAML file.
 Update README and required Python3 packages accordingly.

---
 README.md                                     |  2 +-
 install/python_requirements.txt               |  4 ++-
 .../performance_tracker_yaml_parser.py        | 33 +++++++++++++++++++
 3 files changed, 37 insertions(+), 2 deletions(-)
 create mode 100644 utility_scripts/performance_tracker_yaml_parser.py

diff --git a/README.md b/README.md
index 1ee2cfaa4..0ba181fb4 100644
--- a/README.md
+++ b/README.md
@@ -187,7 +187,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
-- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file 
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:
diff --git a/install/python_requirements.txt b/install/python_requirements.txt
index 66dc4d9af..215cc3438 100644
--- a/install/python_requirements.txt
+++ b/install/python_requirements.txt
@@ -9,4 +9,6 @@ numpy
 pandas
 arff
 matplotlib
-humanize
\ No newline at end of file
+humanize
+pyyaml
+pint
\ No newline at end of file
diff --git a/utility_scripts/performance_tracker_yaml_parser.py b/utility_scripts/performance_tracker_yaml_parser.py
new file mode 100644
index 000000000..b3da42c72
--- /dev/null
+++ b/utility_scripts/performance_tracker_yaml_parser.py
@@ -0,0 +1,33 @@
+import argparse
+import matplotlib.pyplot as plt
+
+# parse the YAML file
+import yaml
+
+# parse the runtimes given as strings, e.g., '125ms'
+from pint import UnitRegistry
+
+ureg = UnitRegistry()
+ureg.setup_matplotlib(True)
+
+# parse command line arguments
+parser = argparse.ArgumentParser()
+
+parser.add_argument("--tracking_file", help="the YAML file storing the tracked performance", required=True)
+
+args = parser.parse_args()
+
+# read the yaml file
+with open(args.tracking_file) as file:
+    data = list(yaml.safe_load_all(file))
+
+    # plot the total runtimes of training tasks based on the number of data points
+    # NOTE: this example ignores the number of features for an easier plot
+
+    training_data = [d for d in data if d["parameter"]["task"] == "train"]
+    x = [d["data_set_read"]["num_data_points"] for d in training_data]
+    y = [ureg.Quantity(d["total_time"]) for d in training_data]
+
+    # plot the data using matplotlib
+    plt.scatter(x, y)
+    plt.show()

From 2bc167f20a0854e2c6588af2a2112cf868e5fbca Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:45:20 +0100
Subject: [PATCH 0708/1010] Remove TODO.

---
 include/plssvm/constants.hpp | 2 --
 1 file changed, 2 deletions(-)

diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index b6f03d0ac..3b330a1ff 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,8 +15,6 @@
 
 namespace plssvm {
 
-// TODO: replace "verbose" flag with a dedicated logging library?!
-
 /// Per default use a verbose output of all information.
 constexpr bool verbose_default = true;
 /// If `true` use verbose output of information (e.g., runtimes). May be changed by a user.

From ddeb9d8b289b77269446879b9095a896ba37e810 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:45:29 +0100
Subject: [PATCH 0709/1010] Add dummy test files.

---
 tests/CMakeLists.txt                 |  2 ++
 tests/detail/logger.cpp              | 15 +++++++++++++++
 tests/detail/performance_tracker.cpp | 15 +++++++++++++++
 3 files changed, 32 insertions(+)
 create mode 100644 tests/detail/logger.cpp
 create mode 100644 tests/detail/performance_tracker.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 5af4e3920..8d17c1851 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -123,7 +123,9 @@ set(PLSSVM_BASE_TEST_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/layout.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/logger.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/operators.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/sha256.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
new file mode 100644
index 000000000..b5ddd94ac
--- /dev/null
+++ b/tests/detail/logger.cpp
@@ -0,0 +1,15 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the logging function.
+ */
+
+#include "plssvm/detail/logger.hpp"
+
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+
+// TODO: implement tests
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
new file mode 100644
index 000000000..463ce730d
--- /dev/null
+++ b/tests/detail/performance_tracker.cpp
@@ -0,0 +1,15 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the performance tracker class.
+ */
+
+#include "plssvm/detail/performance_tracker.hpp"
+
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+
+// TODO: implement tests
\ No newline at end of file

From 82587ba437d9c73ad6c7333293cd18cf1b154ba7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Feb 2023 13:18:49 +0100
Subject: [PATCH 0710/1010] Add custom find_package modules for the header only
 libraries cxxopts, fast_float, and igor to be able to use them even if git
 isn't supported on the system.

---
 CMakeLists.txt                     |  5 +++++
 cmake/modules/Findcxxopts.cmake    | 36 ++++++++++++++++++++++++++++++
 cmake/modules/Findfast_float.cmake | 36 ++++++++++++++++++++++++++++++
 cmake/modules/Findigor.cmake       | 36 ++++++++++++++++++++++++++++++
 4 files changed, 113 insertions(+)
 create mode 100644 cmake/modules/Findcxxopts.cmake
 create mode 100644 cmake/modules/Findfast_float.cmake
 create mode 100644 cmake/modules/Findigor.cmake

diff --git a/CMakeLists.txt b/CMakeLists.txt
index a71c4342a..fa3b44943 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -16,6 +16,8 @@ project("PLSSVM - Parallel Least Squares Support Vector Machine"
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/add_coverage_build_type.cmake)
 include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/utility_macros.cmake)
 
+## add custom module files
+list(APPEND CMAKE_MODULE_PATH "${PROJECT_SOURCE_DIR}/cmake/modules")
 
 ## set default CMake build type
 set(PLSSVM_DEFAULT_BUILD_TYPE "RelWithDebInfo")
@@ -122,6 +124,7 @@ list(APPEND CMAKE_MESSAGE_INDENT "Dependencies:  ")
 find_package(cxxopts 3.0.0 QUIET)
 if (cxxopts_FOUND)
     message(STATUS "Found package cxxopts.")
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC ${cxxopts_INCLUDE_DIR})
 else ()
     message(STATUS "Couldn't find package cxxopts. Building from source ...")
     set(PLSSVM_cxxopts_VERSION v3.0.0)
@@ -148,6 +151,7 @@ endif ()
 find_package(fast_float QUIET)
 if (fast_float_FOUND)
     message(STATUS "Found package fast_float.")
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC ${fast_float_INCLUDE_DIR})
 else ()
     message(STATUS "Couldn't find package fast_float. Building from source ...")
     set(PLSSVM_fast_float_VERSION v3.4.0)
@@ -179,6 +183,7 @@ endif ()
 find_package(igor QUIET)
 if (igor_FOUND)
     message(STATUS "Found package igor.")
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC ${igor_INCLUDE_DIR})
 else ()
     message(STATUS "Couldn't find package igor. Building from source ...")
     set(PLSSVM_igor_VERSION a5224c60d266974d3f407191583fe266cbe1c93d)
diff --git a/cmake/modules/Findcxxopts.cmake b/cmake/modules/Findcxxopts.cmake
new file mode 100644
index 000000000..232fb2475
--- /dev/null
+++ b/cmake/modules/Findcxxopts.cmake
@@ -0,0 +1,36 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+## Based on: https://gist.github.com/CodeFinder2/40864be863c887e0a6dabf4f3a1fa93b
+########################################################################################################################
+
+find_package(PkgConfig)
+
+# check if the include directory is given using an environment variable
+if (DEFINED ENV{cxxopts_INCLUDE_DIR} AND NOT EXISTS "${cxxopts_INCLUDE_DIR}")
+    set(cxxopts_INCLUDE_DIR $ENV{cxxopts_INCLUDE_DIR})
+endif ()
+
+# try to automatically find the header files in the standard directories
+if (NOT EXISTS "${cxxopts_INCLUDE_DIR}")
+    find_path(cxxopts_INCLUDE_DIR
+            NAMES cxxopts.hpp
+            DOC "cxxopts header-only library header files"
+            )
+endif ()
+
+# allow the user to specify the include directory in the CMake call (if provided, used instead of the environment variable)
+if (EXISTS "${cxxopts_INCLUDE_DIR}")
+    include(FindPackageHandleStandardArgs)
+    mark_as_advanced(cxxopts_INCLUDE_DIR)
+else ()
+    message(WARNING "Can't find package cxxopts!")
+endif ()
+
+# set the _FOUND variable to the correct value
+if (EXISTS "${cxxopts_INCLUDE_DIR}")
+    set(cxxopts_FOUND 1)
+else ()
+    set(cxxopts_FOUND 0)
+endif ()
diff --git a/cmake/modules/Findfast_float.cmake b/cmake/modules/Findfast_float.cmake
new file mode 100644
index 000000000..5e893e9a8
--- /dev/null
+++ b/cmake/modules/Findfast_float.cmake
@@ -0,0 +1,36 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+## Based on: https://gist.github.com/CodeFinder2/40864be863c887e0a6dabf4f3a1fa93b
+########################################################################################################################
+
+find_package(PkgConfig)
+
+# check if the include directory is given using an environment variable
+if (DEFINED ENV{fast_float_INCLUDE_DIR} AND NOT EXISTS "${fast_float_INCLUDE_DIR}")
+    set(fast_float_INCLUDE_DIR $ENV{fast_float_INCLUDE_DIR})
+endif ()
+
+# try to automatically find the header files in the standard directories
+if (NOT EXISTS "${fast_float_INCLUDE_DIR}")
+    find_path(fast_float_INCLUDE_DIR
+            NAMES fast_float.hpp
+            DOC "fast_float header-only library header files"
+            )
+endif ()
+
+# allow the user to specify the include directory in the CMake call (if provided, used instead of the environment variable)
+if (EXISTS "${fast_float_INCLUDE_DIR}")
+    include(FindPackageHandleStandardArgs)
+    mark_as_advanced(fast_float_INCLUDE_DIR)
+else ()
+    message(WARNING "Can't find required package fast_float!")
+endif ()
+
+# set the _FOUND variable to the correct value
+if (EXISTS "${fast_float_INCLUDE_DIR}")
+    set(fast_float_FOUND 1)
+else ()
+    set(fast_float_FOUND 0)
+endif ()
diff --git a/cmake/modules/Findigor.cmake b/cmake/modules/Findigor.cmake
new file mode 100644
index 000000000..5fd730268
--- /dev/null
+++ b/cmake/modules/Findigor.cmake
@@ -0,0 +1,36 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+## Based on: https://gist.github.com/CodeFinder2/40864be863c887e0a6dabf4f3a1fa93b
+########################################################################################################################
+
+find_package(PkgConfig)
+
+# check if the include directory is given using an environment variable
+if (DEFINED ENV{igor_INCLUDE_DIR} AND NOT EXISTS "${igor_INCLUDE_DIR}")
+    set(igor_INCLUDE_DIR $ENV{igor_INCLUDE_DIR})
+endif ()
+
+# try to automatically find the header files in the standard directories
+if (NOT EXISTS "${igor_INCLUDE_DIR}")
+    find_path(igor_INCLUDE_DIR
+            NAMES igor.hpp
+            DOC "igor header-only library header files"
+            )
+endif ()
+
+# allow the user to specify the include directory in the CMake call (if provided, used instead of the environment variable)
+if (EXISTS "${igor_INCLUDE_DIR}")
+    include(FindPackageHandleStandardArgs)
+    mark_as_advanced(igor_INCLUDE_DIR)
+else ()
+    message(WARNING "Can't find required package igor!")
+endif ()
+
+# set the _FOUND variable to the correct value
+if (EXISTS "${igor_INCLUDE_DIR}")
+    set(igor_FOUND 1)
+else ()
+    set(igor_FOUND 0)
+endif ()

From b2f3c3b02821c9bf0f1880a6bb6c4f9f34dba12a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Feb 2023 11:21:29 +0100
Subject: [PATCH 0711/1010] Add tests for the logging function.

---
 tests/detail/logger.cpp | 50 +++++++++++++++++++++++++++++++++++++++--
 1 file changed, 48 insertions(+), 2 deletions(-)

diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index b5ddd94ac..efd67ec43 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -10,6 +10,52 @@
 
 #include "plssvm/detail/logger.hpp"
 
-#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+#include "plssvm/constants.hpp"  // plssvm::verbose
 
-// TODO: implement tests
\ No newline at end of file
+#include "../utility.hpp"  // util::redirect_output
+
+#include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
+
+class Logger : public ::testing::Test, public util::redirect_output<> {};
+
+TEST_F(Logger, enabled_logging) {
+    // explicitly enable logging
+    plssvm::verbose = true;
+
+    // log a message
+    plssvm::detail::log("Hello, World!");
+
+    // check captured output
+    EXPECT_EQ(this->get_capture(), "Hello, World!");
+}
+TEST_F(Logger, enabled_logging_with_args) {
+    // explicitly enable logging
+    plssvm::verbose = true;
+
+    // log a message
+    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // check captured output
+    EXPECT_EQ(this->get_capture(), "int: 42, float: 1.5, str: abc");
+}
+
+TEST_F(Logger, disabled_logging) {
+    // explicitly disable logging
+    plssvm::verbose = false;
+
+    // log message
+    plssvm::detail::log("Hello, World!");
+
+    // since logging has been disabled, nothing should have been captured
+    EXPECT_TRUE(this->get_capture().empty());
+}
+TEST_F(Logger, disabled_logging_with_args) {
+    // explicitly disable logging
+    plssvm::verbose = false;
+
+    // log message
+    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // since logging has been disabled, nothing should have been captured
+    EXPECT_TRUE(this->get_capture().empty());
+}
\ No newline at end of file

From 2185161712644d8464efe64223e064f33ba89237 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Feb 2023 14:02:53 +0100
Subject: [PATCH 0712/1010] Split implementation in header an source files.

---
 CMakeLists.txt                                |   1 +
 include/plssvm/detail/performance_tracker.hpp | 175 +++++-------------
 tests/detail/performance_tracker.cpp          |  54 +++++-
 3 files changed, 99 insertions(+), 131 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index d20f27fcd..e6f30b15b 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -40,6 +40,7 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 7a2365a08..0b4e4d1be 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -14,39 +14,53 @@
 #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
 #pragma once
 
-#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
-#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
-#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
-#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
-#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
-#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
-#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+#include "plssvm/detail/cmd/parser_predict.hpp"  // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/type_traits.hpp"         // plssvm::detail::remove_cvref_t
 
 #include "fmt/chrono.h"   // format std::chrono types
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // format types with an operator<< overload
 
-#include <fstream>        // std::ofstream
-#include <iostream>       // std::ostream, std::ios_base::app
 #include <string>         // std::string
 #include <string_view>    // std::string_view
 #include <type_traits>    // std::false_type, std::true_type
-#include <unordered_map>  // std::unordered_map
-#include <utility>        // std::move, std::pair
+#include <unordered_map>  // std::unordered_multimap
+#include <utility>        // std::move
 
 namespace plssvm::detail {
 
+/**
+ * @brief A single tracking entry containing a specific category, a unique name, and the actual value to be tracked.
+ * @tparam T the type of the value to be tracked
+ */
 template <typename T>
 struct tracking_entry {
+    /**
+     * @brief Create a new tracking entry.
+     * @param[in] category the category to which this tracking entry belongs; used for grouping in the resulting YAML file
+     * @param[in] name the name of the tracking entry
+     * @param[in] value the tracked value
+     */
     tracking_entry(const std::string_view category, const std::string_view name, const T value) :
         entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
 
+    /// The category to which this tracking entry belongs; used for grouping in the resulting YAML file.
     const std::string entry_category{};
+    /// The name of the tracking entry displayed in the YAML file.
     const std::string_view entry_name{};
+    /// The tracked value in the YAML file.
     const T entry_value{};
 };
 
+/**
+ * @brief Output the tracking @p entry to the given output-stream @p out. Only the tracked value is output **excluding** the category and name.
+ * @tparam T the type of the value tracked in the tracking @p entry
+ * @param[in,out] out the output-stream to write the tracking entry to
+ * @param[in] entry the tracking entry
+ * @return the output-stream
+ */
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
     return out << fmt::format("{}", entry.entry_value);
@@ -54,15 +68,29 @@ std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
 
 namespace impl {
 
+/**
+ * @brief Sets the `value` to `false` since it **isn't** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry : std::false_type {};
+/**
+ * @brief Sets the `value` to `false` since it **is** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
 
 }  // namespace impl
 
+/**
+ * @brief Check whether @p T is a tracking entry. Ignores all top-level const, volatile, and reference qualifiers.
+ * @tparam T the type to check whether it is a tracking entry or not
+ */
 template <typename T>
 struct is_tracking_entry : impl::is_tracking_entry<detail::remove_cvref_t<T>> {};
+/**
+ * @copydoc plssvm::is_tracking_entry
+ * @details A shorthand for `plssvm::is_tracking_entry::value`.
+ */
 template <typename T>
 constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
 
@@ -98,148 +126,35 @@ class performance_tracker {
      *          Adds quotes around the entry's value
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<std::string> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
-    }
-
+    void add_tracking_entry(const tracking_entry<std::string> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
-                                                                       "  kernel_type:                 {}\n"
-                                                                       "  degree:                      {}\n"
-                                                                       "  gamma:                       {}\n"
-                                                                       "  coef0:                       {}\n"
-                                                                       "  cost:                        {}\n"
-                                                                       "  epsilon:                     {}\n"
-                                                                       "  max_iter:                    {}\n"
-                                                                       "  backend:                     {}\n"
-                                                                       "  target:                      {}\n"
-                                                                       "  sycl_kernel_invocation_type: {}\n"
-                                                                       "  sycl_implementation_type:    {}\n"
-                                                                       "  strings_as_labels:           {}\n"
-                                                                       "  float_as_real_type:          {}\n"
-                                                                       "  input_filename:              \"{}\"\n"
-                                                                       "  model_filename:              \"{}\"\n\n",
-                                                                       entry.entry_value.csvm_params.kernel_type.value(),
-                                                                       entry.entry_value.csvm_params.degree.value(),
-                                                                       entry.entry_value.csvm_params.gamma.value(),
-                                                                       entry.entry_value.csvm_params.coef0.value(),
-                                                                       entry.entry_value.csvm_params.cost.value(),
-                                                                       entry.entry_value.epsilon.value(),
-                                                                       entry.entry_value.max_iter.value(),
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_kernel_invocation_type,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
-                                                                       "  backend:                  {}\n"
-                                                                       "  target:                   {}\n"
-                                                                       "  sycl_implementation_type: {}\n"
-                                                                       "  strings_as_labels:        {}\n"
-                                                                       "  float_as_real_type:       {}\n"
-                                                                       "  input_filename:           \"{}\"\n"
-                                                                       "  model_filename:           \"{}\"\n"
-                                                                       "  predict_filename:         \"{}\"\n\n",
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename,
-                                                                       entry.entry_value.predict_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
-                                                                       "  lower:              {}\n"
-                                                                       "  upper:              {}\n"
-                                                                       "  format:             {}\n"
-                                                                       "  strings_as_labels:  {}\n"
-                                                                       "  float_as_real_type: {}\n"
-                                                                       "  input_filename:     \"{}\"\n"
-                                                                       "  scaled_filename:    \"{}\"\n"
-                                                                       "  save_filename:      \"{}\"\n"
-                                                                       "  restore_filename:   \"{}\"\n\n",
-                                                                       entry.entry_value.lower,
-                                                                       entry.entry_value.upper,
-                                                                       entry.entry_value.format,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.scaled_filename,
-                                                                       entry.entry_value.save_filename,
-                                                                       entry.entry_value.restore_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
 
     /**
      * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
      * @details Appends all entries at the end of the file creating a new YAML document.
      * @param[in] filename the file to add the performance tracking results to
      */
-    void save(const std::string filename) {
-        // append the current performance statistics to an already existing file if possible
-        std::ofstream out{ filename, std::ios_base::app };
-        PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
-
-        // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
-        out << "---\n";
-
-        // output metadata information
-        out << fmt::format(
-            "meta_data:\n"
-            "  date:                    \"{}\"\n"
-            "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
-            "  commit:                  {}\n"
-            "  version:                 {}\n"
-            "\n",
-            plssvm::detail::current_date_time(),
-            version::detail::target_platforms,
-            version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
-            version::version);
-
-        // output the actual (performance) statistics
-        std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
-        std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
-        for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
-            // get the current group
-            const std::string &group = group_iter->first;
-            // find the range of all entries in the current group
-            const std::pair key_range = tracking_statistics.equal_range(group);
-
-            // output the group name, if it is not the empty string
-            if (!group.empty()) {
-                out << group << ":\n";
-            }
-            // output all performance statistic entries of the current group
-            for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
-                out << fmt::format("{}", entry_iter->second);
-            }
-            out << '\n';
-        }
-    }
+    void save(const std::string &filename);
 
   private:
     /**
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 463ce730d..2317f45bc 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -10,6 +10,58 @@
 
 #include "plssvm/detail/performance_tracker.hpp"
 
+#include "../naming.hpp"         // naming::label_type_to_name
+#include "../types_to_test.hpp"  // util::label_type_gtest
+#include "../utility.hpp"        // util::redirect_output
+
+#include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
 
-// TODO: implement tests
\ No newline at end of file
+#include <iostream>  // std::cout
+
+template <typename T>
+class TrackingEntry : public ::testing::Test, public util::redirect_output<> {};
+TYPED_TEST_SUITE(TrackingEntry, util::label_type_gtest, naming::label_type_to_name);
+
+TYPED_TEST(TrackingEntry, construct) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // check the values
+    EXPECT_EQ(e.entry_category, "category");
+    EXPECT_EQ(e.entry_name, "name");
+    EXPECT_EQ(e.entry_value, type{});
+}
+
+TYPED_TEST(TrackingEntry, output_operator) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // output the value
+    std::cout << e;
+
+    // check the output value
+    EXPECT_EQ(this->get_capture(), fmt::format("{}", type{}));
+}
+
+TEST(TrackingEntry, is_tracking_entry) {
+    // check whether the provided type is a tracking entry or not, ignoring any top-level const, reference, and volatile qualifiers
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<int>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<int>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<const int &>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<const int &>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<std::string>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<std::string>>);
+
+    // the following types are NOT tracking entries
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<int>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<int>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<const int &>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<const int &>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<std::string>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<std::string>);
+}
\ No newline at end of file

From 2824504fda681bb9835bc418dab0f2e179ff3fa9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Feb 2023 14:02:53 +0100
Subject: [PATCH 0713/1010] Split implementation in header an source files.

---
 CMakeLists.txt                                |   1 +
 include/plssvm/detail/performance_tracker.hpp | 175 +++++-------------
 src/plssvm/detail/performance_tracker.cpp     | 152 +++++++++++++++
 tests/detail/performance_tracker.cpp          |  54 +++++-
 4 files changed, 251 insertions(+), 131 deletions(-)
 create mode 100644 src/plssvm/detail/performance_tracker.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index d20f27fcd..e6f30b15b 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -40,6 +40,7 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 7a2365a08..0b4e4d1be 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -14,39 +14,53 @@
 #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
 #pragma once
 
-#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
-#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
-#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
-#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
-#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
-#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
-#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+#include "plssvm/detail/cmd/parser_predict.hpp"  // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/type_traits.hpp"         // plssvm::detail::remove_cvref_t
 
 #include "fmt/chrono.h"   // format std::chrono types
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // format types with an operator<< overload
 
-#include <fstream>        // std::ofstream
-#include <iostream>       // std::ostream, std::ios_base::app
 #include <string>         // std::string
 #include <string_view>    // std::string_view
 #include <type_traits>    // std::false_type, std::true_type
-#include <unordered_map>  // std::unordered_map
-#include <utility>        // std::move, std::pair
+#include <unordered_map>  // std::unordered_multimap
+#include <utility>        // std::move
 
 namespace plssvm::detail {
 
+/**
+ * @brief A single tracking entry containing a specific category, a unique name, and the actual value to be tracked.
+ * @tparam T the type of the value to be tracked
+ */
 template <typename T>
 struct tracking_entry {
+    /**
+     * @brief Create a new tracking entry.
+     * @param[in] category the category to which this tracking entry belongs; used for grouping in the resulting YAML file
+     * @param[in] name the name of the tracking entry
+     * @param[in] value the tracked value
+     */
     tracking_entry(const std::string_view category, const std::string_view name, const T value) :
         entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
 
+    /// The category to which this tracking entry belongs; used for grouping in the resulting YAML file.
     const std::string entry_category{};
+    /// The name of the tracking entry displayed in the YAML file.
     const std::string_view entry_name{};
+    /// The tracked value in the YAML file.
     const T entry_value{};
 };
 
+/**
+ * @brief Output the tracking @p entry to the given output-stream @p out. Only the tracked value is output **excluding** the category and name.
+ * @tparam T the type of the value tracked in the tracking @p entry
+ * @param[in,out] out the output-stream to write the tracking entry to
+ * @param[in] entry the tracking entry
+ * @return the output-stream
+ */
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
     return out << fmt::format("{}", entry.entry_value);
@@ -54,15 +68,29 @@ std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
 
 namespace impl {
 
+/**
+ * @brief Sets the `value` to `false` since it **isn't** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry : std::false_type {};
+/**
+ * @brief Sets the `value` to `false` since it **is** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
 
 }  // namespace impl
 
+/**
+ * @brief Check whether @p T is a tracking entry. Ignores all top-level const, volatile, and reference qualifiers.
+ * @tparam T the type to check whether it is a tracking entry or not
+ */
 template <typename T>
 struct is_tracking_entry : impl::is_tracking_entry<detail::remove_cvref_t<T>> {};
+/**
+ * @copydoc plssvm::is_tracking_entry
+ * @details A shorthand for `plssvm::is_tracking_entry::value`.
+ */
 template <typename T>
 constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
 
@@ -98,148 +126,35 @@ class performance_tracker {
      *          Adds quotes around the entry's value
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<std::string> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
-    }
-
+    void add_tracking_entry(const tracking_entry<std::string> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
-                                                                       "  kernel_type:                 {}\n"
-                                                                       "  degree:                      {}\n"
-                                                                       "  gamma:                       {}\n"
-                                                                       "  coef0:                       {}\n"
-                                                                       "  cost:                        {}\n"
-                                                                       "  epsilon:                     {}\n"
-                                                                       "  max_iter:                    {}\n"
-                                                                       "  backend:                     {}\n"
-                                                                       "  target:                      {}\n"
-                                                                       "  sycl_kernel_invocation_type: {}\n"
-                                                                       "  sycl_implementation_type:    {}\n"
-                                                                       "  strings_as_labels:           {}\n"
-                                                                       "  float_as_real_type:          {}\n"
-                                                                       "  input_filename:              \"{}\"\n"
-                                                                       "  model_filename:              \"{}\"\n\n",
-                                                                       entry.entry_value.csvm_params.kernel_type.value(),
-                                                                       entry.entry_value.csvm_params.degree.value(),
-                                                                       entry.entry_value.csvm_params.gamma.value(),
-                                                                       entry.entry_value.csvm_params.coef0.value(),
-                                                                       entry.entry_value.csvm_params.cost.value(),
-                                                                       entry.entry_value.epsilon.value(),
-                                                                       entry.entry_value.max_iter.value(),
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_kernel_invocation_type,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
-                                                                       "  backend:                  {}\n"
-                                                                       "  target:                   {}\n"
-                                                                       "  sycl_implementation_type: {}\n"
-                                                                       "  strings_as_labels:        {}\n"
-                                                                       "  float_as_real_type:       {}\n"
-                                                                       "  input_filename:           \"{}\"\n"
-                                                                       "  model_filename:           \"{}\"\n"
-                                                                       "  predict_filename:         \"{}\"\n\n",
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename,
-                                                                       entry.entry_value.predict_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
-                                                                       "  lower:              {}\n"
-                                                                       "  upper:              {}\n"
-                                                                       "  format:             {}\n"
-                                                                       "  strings_as_labels:  {}\n"
-                                                                       "  float_as_real_type: {}\n"
-                                                                       "  input_filename:     \"{}\"\n"
-                                                                       "  scaled_filename:    \"{}\"\n"
-                                                                       "  save_filename:      \"{}\"\n"
-                                                                       "  restore_filename:   \"{}\"\n\n",
-                                                                       entry.entry_value.lower,
-                                                                       entry.entry_value.upper,
-                                                                       entry.entry_value.format,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.scaled_filename,
-                                                                       entry.entry_value.save_filename,
-                                                                       entry.entry_value.restore_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
 
     /**
      * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
      * @details Appends all entries at the end of the file creating a new YAML document.
      * @param[in] filename the file to add the performance tracking results to
      */
-    void save(const std::string filename) {
-        // append the current performance statistics to an already existing file if possible
-        std::ofstream out{ filename, std::ios_base::app };
-        PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
-
-        // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
-        out << "---\n";
-
-        // output metadata information
-        out << fmt::format(
-            "meta_data:\n"
-            "  date:                    \"{}\"\n"
-            "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
-            "  commit:                  {}\n"
-            "  version:                 {}\n"
-            "\n",
-            plssvm::detail::current_date_time(),
-            version::detail::target_platforms,
-            version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
-            version::version);
-
-        // output the actual (performance) statistics
-        std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
-        std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
-        for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
-            // get the current group
-            const std::string &group = group_iter->first;
-            // find the range of all entries in the current group
-            const std::pair key_range = tracking_statistics.equal_range(group);
-
-            // output the group name, if it is not the empty string
-            if (!group.empty()) {
-                out << group << ":\n";
-            }
-            // output all performance statistic entries of the current group
-            for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
-                out << fmt::format("{}", entry_iter->second);
-            }
-            out << '\n';
-        }
-    }
+    void save(const std::string &filename);
 
   private:
     /**
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
new file mode 100644
index 000000000..b7b021e9d
--- /dev/null
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -0,0 +1,152 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/performance_tracker.hpp"
+
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
+#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <fstream>        // std::ofstream
+#include <iostream>       // std::ostream, std::ios_base::app
+#include <string>         // std::string
+#include <unordered_map>  // std::unordered_multimap
+#include <utility>        // std::pair
+
+namespace plssvm::detail {
+
+void performance_tracker::add_tracking_entry(const tracking_entry<std::string> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
+                                                                   "  kernel_type:                 {}\n"
+                                                                   "  degree:                      {}\n"
+                                                                   "  gamma:                       {}\n"
+                                                                   "  coef0:                       {}\n"
+                                                                   "  cost:                        {}\n"
+                                                                   "  epsilon:                     {}\n"
+                                                                   "  max_iter:                    {}\n"
+                                                                   "  backend:                     {}\n"
+                                                                   "  target:                      {}\n"
+                                                                   "  sycl_kernel_invocation_type: {}\n"
+                                                                   "  sycl_implementation_type:    {}\n"
+                                                                   "  strings_as_labels:           {}\n"
+                                                                   "  float_as_real_type:          {}\n"
+                                                                   "  input_filename:              \"{}\"\n"
+                                                                   "  model_filename:              \"{}\"\n\n",
+                                                                   entry.entry_value.csvm_params.kernel_type.value(),
+                                                                   entry.entry_value.csvm_params.degree.value(),
+                                                                   entry.entry_value.csvm_params.gamma.value(),
+                                                                   entry.entry_value.csvm_params.coef0.value(),
+                                                                   entry.entry_value.csvm_params.cost.value(),
+                                                                   entry.entry_value.epsilon.value(),
+                                                                   entry.entry_value.max_iter.value(),
+                                                                   entry.entry_value.backend,
+                                                                   entry.entry_value.target,
+                                                                   entry.entry_value.sycl_kernel_invocation_type,
+                                                                   entry.entry_value.sycl_implementation_type,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.model_filename) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                   "  backend:                  {}\n"
+                                                                   "  target:                   {}\n"
+                                                                   "  sycl_implementation_type: {}\n"
+                                                                   "  strings_as_labels:        {}\n"
+                                                                   "  float_as_real_type:       {}\n"
+                                                                   "  input_filename:           \"{}\"\n"
+                                                                   "  model_filename:           \"{}\"\n"
+                                                                   "  predict_filename:         \"{}\"\n\n",
+                                                                   entry.entry_value.backend,
+                                                                   entry.entry_value.target,
+                                                                   entry.entry_value.sycl_implementation_type,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.model_filename,
+                                                                   entry.entry_value.predict_filename) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
+                                                                   "  lower:              {}\n"
+                                                                   "  upper:              {}\n"
+                                                                   "  format:             {}\n"
+                                                                   "  strings_as_labels:  {}\n"
+                                                                   "  float_as_real_type: {}\n"
+                                                                   "  input_filename:     \"{}\"\n"
+                                                                   "  scaled_filename:    \"{}\"\n"
+                                                                   "  save_filename:      \"{}\"\n"
+                                                                   "  restore_filename:   \"{}\"\n\n",
+                                                                   entry.entry_value.lower,
+                                                                   entry.entry_value.upper,
+                                                                   entry.entry_value.format,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.scaled_filename,
+                                                                   entry.entry_value.save_filename,
+                                                                   entry.entry_value.restore_filename) });
+}
+
+void performance_tracker::save(const std::string &filename) {
+    // append the current performance statistics to an already existing file if possible
+    std::ofstream out{ filename, std::ios_base::app };
+    PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
+
+    // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
+    out << "---\n";
+
+    // output metadata information
+    out << fmt::format(
+        "meta_data:\n"
+        "  date:                    \"{}\"\n"
+        "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
+        "  commit:                  {}\n"
+        "  version:                 {}\n"
+        "\n",
+        plssvm::detail::current_date_time(),
+        version::detail::target_platforms,
+        version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
+        version::version);
+
+    // output the actual (performance) statistics
+    std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
+    std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
+    for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
+        // get the current group
+        const std::string &group = group_iter->first;
+        // find the range of all entries in the current group
+        const std::pair key_range = tracking_statistics.equal_range(group);
+
+        // output the group name, if it is not the empty string
+        if (!group.empty()) {
+            out << group << ":\n";
+        }
+        // output all performance statistic entries of the current group
+        for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
+            out << fmt::format("{}", entry_iter->second);
+        }
+        out << '\n';
+    }
+}
+}  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 463ce730d..2317f45bc 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -10,6 +10,58 @@
 
 #include "plssvm/detail/performance_tracker.hpp"
 
+#include "../naming.hpp"         // naming::label_type_to_name
+#include "../types_to_test.hpp"  // util::label_type_gtest
+#include "../utility.hpp"        // util::redirect_output
+
+#include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
 
-// TODO: implement tests
\ No newline at end of file
+#include <iostream>  // std::cout
+
+template <typename T>
+class TrackingEntry : public ::testing::Test, public util::redirect_output<> {};
+TYPED_TEST_SUITE(TrackingEntry, util::label_type_gtest, naming::label_type_to_name);
+
+TYPED_TEST(TrackingEntry, construct) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // check the values
+    EXPECT_EQ(e.entry_category, "category");
+    EXPECT_EQ(e.entry_name, "name");
+    EXPECT_EQ(e.entry_value, type{});
+}
+
+TYPED_TEST(TrackingEntry, output_operator) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // output the value
+    std::cout << e;
+
+    // check the output value
+    EXPECT_EQ(this->get_capture(), fmt::format("{}", type{}));
+}
+
+TEST(TrackingEntry, is_tracking_entry) {
+    // check whether the provided type is a tracking entry or not, ignoring any top-level const, reference, and volatile qualifiers
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<int>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<int>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<const int &>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<const int &>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<std::string>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<std::string>>);
+
+    // the following types are NOT tracking entries
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<int>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<int>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<const int &>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<const int &>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<std::string>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<std::string>);
+}
\ No newline at end of file

From d7679fde92a05a34034d9b07adbd688a5987c516 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 13:12:27 +0100
Subject: [PATCH 0714/1010] Consistently rename run to iter in CG
 implementations.

---
 include/plssvm/backends/gpu_csvm.hpp | 14 +++++++-------
 src/plssvm/backends/OpenMP/csvm.cpp  |  6 +++---
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 026a184be..211973fd6 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -156,7 +156,7 @@ class gpu_csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges) const;
 
     /**
-     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
+     * @brief Select the correct kernel based on the value of @p kernel_ and iter it on the device denoted by @p device.
      * @param[in] device the device ID denoting the device on which the kernel should be executed
      * @param[in] params the SVM parameter used (e.g., kernel_type)
      * @param[in] q_d subvector of the least-squares matrix equation located on the device(s)
@@ -546,9 +546,9 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         average_iteration_time += iteration_duration;
     };
 
-    unsigned long long run = 0;
-    for (; run < max_iter; ++run) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+    unsigned long long iter = 0;
+    for (; iter < max_iter; ++iter) {
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -573,7 +573,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
             x_d[device].copy_to_device(x, 0, dept);
         }
 
-        if (run % 50 == 49) {
+        if (iter % 50 == 49) {
             #pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
@@ -616,11 +616,11 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         output_iteration_duration();
     }
     detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
-                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 33b66addf..d51107c18 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -118,7 +118,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -159,11 +159,11 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         output_iteration_duration();
     }
     detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
-                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);

From fd13ff8492570efeec43e55f926f245cd34da442 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 13:15:28 +0100
Subject: [PATCH 0715/1010] Silence CMake warning.

---
 cmake/modules/Findcxxopts.cmake    | 2 +-
 cmake/modules/Findfast_float.cmake | 2 +-
 cmake/modules/Findigor.cmake       | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/cmake/modules/Findcxxopts.cmake b/cmake/modules/Findcxxopts.cmake
index 232fb2475..df5830b9f 100644
--- a/cmake/modules/Findcxxopts.cmake
+++ b/cmake/modules/Findcxxopts.cmake
@@ -25,7 +25,7 @@ if (EXISTS "${cxxopts_INCLUDE_DIR}")
     include(FindPackageHandleStandardArgs)
     mark_as_advanced(cxxopts_INCLUDE_DIR)
 else ()
-    message(WARNING "Can't find package cxxopts!")
+    #message(WARNING "Can't find package cxxopts!")
 endif ()
 
 # set the _FOUND variable to the correct value
diff --git a/cmake/modules/Findfast_float.cmake b/cmake/modules/Findfast_float.cmake
index 5e893e9a8..8bc1feb61 100644
--- a/cmake/modules/Findfast_float.cmake
+++ b/cmake/modules/Findfast_float.cmake
@@ -25,7 +25,7 @@ if (EXISTS "${fast_float_INCLUDE_DIR}")
     include(FindPackageHandleStandardArgs)
     mark_as_advanced(fast_float_INCLUDE_DIR)
 else ()
-    message(WARNING "Can't find required package fast_float!")
+    #message(WARNING "Can't find required package fast_float!")
 endif ()
 
 # set the _FOUND variable to the correct value
diff --git a/cmake/modules/Findigor.cmake b/cmake/modules/Findigor.cmake
index 5fd730268..88a2e668e 100644
--- a/cmake/modules/Findigor.cmake
+++ b/cmake/modules/Findigor.cmake
@@ -25,7 +25,7 @@ if (EXISTS "${igor_INCLUDE_DIR}")
     include(FindPackageHandleStandardArgs)
     mark_as_advanced(igor_INCLUDE_DIR)
 else ()
-    message(WARNING "Can't find required package igor!")
+    #message(WARNING "Can't find required package igor!")
 endif ()
 
 # set the _FOUND variable to the correct value

From 0b6a89641a6c914c5da1fe28cb6d8281e6b3475d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 16:30:55 +0100
Subject: [PATCH 0716/1010] Re-enable CMake lines.

---
 CMakeLists.txt | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index e6f30b15b..be5b73c5e 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -73,14 +73,14 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ## set library cxx standard
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
-#target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-#        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-#        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-#        -Wextra-semi -Wunreachable-code -Wuninitialized>
-#        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
-#        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-#        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
-#        )
+target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
+        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
+        -Wextra-semi -Wunreachable-code -Wuninitialized>
+        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
+        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
+        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
+        )
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>

From 56ad2fdb23317fea521ef8f8cfd3f652fef23be8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 16:30:55 +0100
Subject: [PATCH 0717/1010] Re-enable CMake lines.

---
 CMakeLists.txt | 44 ++++++++++++++++++++++----------------------
 1 file changed, 22 insertions(+), 22 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index e6f30b15b..ae18f7fbb 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -73,14 +73,14 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ## set library cxx standard
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
-#target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-#        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-#        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-#        -Wextra-semi -Wunreachable-code -Wuninitialized>
-#        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
-#        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-#        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
-#        )
+target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
+        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
+        -Wextra-semi -Wunreachable-code -Wuninitialized>
+        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
+        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
+        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
+        )
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
@@ -100,20 +100,20 @@ target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ##                                    check for optional and necessary dependencies                                   ##
 ########################################################################################################################
 # check for OpenMP (not for the backend!)
-#find_package(OpenMP 4.0 QUIET)
-#if (OpenMP_FOUND)
-#    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
-#    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
-#    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
-#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
-#    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
-#else ()
-#    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
-#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-#            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
-#            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
-#            )
-#endif ()
+find_package(OpenMP 4.0 QUIET)
+if (OpenMP_FOUND)
+    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
+    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
+    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
+    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
+    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
+else ()
+    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
+    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
+            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
+            )
+endif ()
 
 ## setup dependencies
 include(FetchContent)

From 6009b7b412af668b2ee10f4422b2e9c67c5ce65e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 17:04:37 +0100
Subject: [PATCH 0718/1010] Fix codacy warning.

---
 include/plssvm/detail/performance_tracker.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 0b4e4d1be..2acea1d74 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -43,7 +43,7 @@ struct tracking_entry {
      * @param[in] name the name of the tracking entry
      * @param[in] value the tracked value
      */
-    tracking_entry(const std::string_view category, const std::string_view name, const T value) :
+    tracking_entry(const std::string_view category, const std::string_view name, T value) :
         entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
 
     /// The category to which this tracking entry belongs; used for grouping in the resulting YAML file.

From 1a33ebcd3f819e1258b398cd42a3431615db146e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Feb 2023 10:02:46 +0100
Subject: [PATCH 0719/1010] Fix typo.

---
 include/plssvm/backends/gpu_csvm.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 211973fd6..c98bd7cd1 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -156,7 +156,7 @@ class gpu_csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges) const;
 
     /**
-     * @brief Select the correct kernel based on the value of @p kernel_ and iter it on the device denoted by @p device.
+     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
      * @param[in] device the device ID denoting the device on which the kernel should be executed
      * @param[in] params the SVM parameter used (e.g., kernel_type)
      * @param[in] q_d subvector of the least-squares matrix equation located on the device(s)
@@ -708,4 +708,4 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
 
 }  // namespace plssvm::detail
 
-#endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_

From 573a73b4854237901e834dfa67a54a6981420957 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:13:59 +0100
Subject: [PATCH 0720/1010] Update main_scale.cpp

---
 src/main_scale.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index cc918efa0..25194af07 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -22,7 +22,7 @@
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
-    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
 
     try {
         // create default parameters

From c5b115946a0d1fc31188a0919e09c3fc0413632a Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:14:45 +0100
Subject: [PATCH 0721/1010] Update main_scale.cpp

---
 src/main_scale.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 25194af07..943f37f2a 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -49,7 +49,7 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();

From 03ae0a934a45fffe28402be54d70fc9ea1d0079f Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:16:18 +0100
Subject: [PATCH 0722/1010] Update main_predict.cpp

---
 src/main_predict.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index e355b5bfb..8ba176de1 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -28,7 +28,7 @@
 #include <vector>     // std::vector
 
 int main(int argc, char *argv[]) {
-    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
 
     try {
         // parse SVM parameter from command line
@@ -96,7 +96,7 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();

From 07ba683ead5df1396bbd300d6c5c733572a083c4 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:18:41 +0100
Subject: [PATCH 0723/1010] Update main_train.cpp

---
 src/main_train.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main_train.cpp b/src/main_train.cpp
index 2496c3681..deb9dd85f 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -25,7 +25,7 @@
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
-    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
 
     try {
         // parse SVM parameter from command line
@@ -79,7 +79,7 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();

From 9852150e6024e3a65e47ed746173fec7cb2958d8 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:22:38 +0100
Subject: [PATCH 0724/1010] Update csvm.cpp

---
 src/plssvm/backends/OpenCL/csvm.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 64bb9a391..94d073c2e 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -91,7 +91,7 @@ void csvm::init(const target_platform target) {
     if (contexts_[0].devices.empty()) {
         throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
-
+fu
     // print OpenCL info
     plssvm::detail::log("\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {
@@ -101,14 +101,14 @@ void csvm::init(const target_platform target) {
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
-    auto jit_start_time = std::chrono::steady_clock::now();
+    const auto jit_start_time = std::chrono::steady_clock::now();
 
     // get kernel names
     const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
     // compile all kernels for float and double
     devices_ = detail::create_command_queues(contexts_, used_target, kernel_names);
 
-    auto jit_end_time = std::chrono::steady_clock::now();
+    const auto jit_end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
                         plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
 

From b7d5d5a0a9dcfd051e58016f9d5422b00d372de4 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:25:28 +0100
Subject: [PATCH 0725/1010] Update csvm.cpp

---
 src/plssvm/backends/OpenCL/csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 94d073c2e..c6676effe 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -91,7 +91,7 @@ void csvm::init(const target_platform target) {
     if (contexts_[0].devices.empty()) {
         throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
-fu
+
     // print OpenCL info
     plssvm::detail::log("\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {

From 0b83d190cf35a3eeb8ca41e2cf72cd824107af7a Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 21 Feb 2023 15:45:39 +0100
Subject: [PATCH 0726/1010] increase GTest discovery time

---
 cmake/discover_tests_with_death_test_filter.cmake | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/cmake/discover_tests_with_death_test_filter.cmake b/cmake/discover_tests_with_death_test_filter.cmake
index d10b7c895..34b7efd59 100644
--- a/cmake/discover_tests_with_death_test_filter.cmake
+++ b/cmake/discover_tests_with_death_test_filter.cmake
@@ -7,9 +7,9 @@
 function(discover_tests_with_death_test_filter test_executable_name)
     if (PLSSVM_ENABLE_DEATH_TESTS)
         # assertions are enabled -> enable Google death tests
-        gtest_discover_tests(${test_executable_name})
+        gtest_discover_tests(${test_executable_name} PROPERTIES DISCOVERY_TIMEOUT 600)
     else ()
         # assertions are disabled -> disable Google death tests
-        gtest_discover_tests(${test_executable_name} TEST_FILTER -*DeathTest*)
+        gtest_discover_tests(${test_executable_name} TEST_FILTER -*DeathTest* PROPERTIES DISCOVERY_TIMEOUT 600)
     endif ()
 endfunction()
\ No newline at end of file

From 7043e37ff26178810ba42532c7daf5cf92fee6fd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 22 Feb 2023 16:18:59 +0100
Subject: [PATCH 0727/1010] Move b vector to _impl function.

---
 include/plssvm/backends/gpu_csvm.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 9242471f7..f91274989 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -79,11 +79,11 @@ class gpu_csvm : public ::plssvm::csvm {
     /**
      * @copydoc plssvm::csvm::solve_system_of_linear_equations
      */
-    [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    [[nodiscard]] std::pair<std::vector<float>, float> solve_system_of_linear_equations(const parameter<float> &params, const std::vector<std::vector<float>> &A, std::vector<float> b, float eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, std::move(b), eps, max_iter); }
     /**
      * @copydoc plssvm::csvm::solve_system_of_linear_equations
      */
-    [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, b, eps, max_iter); }
+    [[nodiscard]] std::pair<std::vector<double>, double> solve_system_of_linear_equations(const parameter<double> &params, const std::vector<std::vector<double>> &A, std::vector<double> b, double eps, unsigned long long max_iter) const final { return this->solve_system_of_linear_equations_impl(params, A, std::move(b), eps, max_iter); }
     /**
      * @copydoc plssvm::csvm::solve_system_of_linear_equations
      */

From 124f0b53db78833cfd957cade29c809ddc753068 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Feb 2023 08:20:23 +0100
Subject: [PATCH 0728/1010] The custom atomicAdd implementation for older CUDA
 versions must reside in the global namespace.

---
 include/plssvm/backends/CUDA/detail/atomics.cuh | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/include/plssvm/backends/CUDA/detail/atomics.cuh b/include/plssvm/backends/CUDA/detail/atomics.cuh
index 42e553516..b538e2b3a 100644
--- a/include/plssvm/backends/CUDA/detail/atomics.cuh
+++ b/include/plssvm/backends/CUDA/detail/atomics.cuh
@@ -13,8 +13,6 @@
 #define PLSSVM_BACKENDS_CUDA_DETAIL_ATOMICS_HPP_
 #pragma once
 
-namespace plssvm::cuda::detail {
-
 #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ < 600
 /**
  * @brief Atomically add the double precision @p val to the value denoted by @p addr.
@@ -34,6 +32,4 @@ __device__ __forceinline__ double atomicAdd(double *addr, const double val) {
 }
 #endif
 
-}  // namespace plssvm::cuda::detail
-
 #endif  // PLSSVM_BACKENDS_CUDA_DETAIL_ATOMICS_HPP_
\ No newline at end of file

From 247e7673dd91a60e1ebb91c849ea6206897dbeda Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Feb 2023 08:21:53 +0100
Subject: [PATCH 0729/1010] Fix volatile operation deprecation warning in newer
 GCCs.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 1077f1bc3..d5f6768cb 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -450,7 +450,7 @@ inline void write_libsvm_model_data(const std::string &filename, const plssvm::p
                 out.print(out_string);
                 out_string.clear();
             }
-            counts[0]++;
+            counts[0] = counts[0] + 1;
             #pragma omp flush(counts, out)
         }
 
@@ -488,7 +488,7 @@ inline void write_libsvm_model_data(const std::string &filename, const plssvm::p
                     out.print(out_string);
                     out_string.clear();
                 }
-                counts[l]++;
+                counts[l] = counts[l] + 1;
                 #pragma omp flush(counts, out)
             }
         }

From 44423b372e06b50a2c3d70eafaa185d145ae48d1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Feb 2023 08:22:38 +0100
Subject: [PATCH 0730/1010] Fix {fmt} error in newer GCC versions.

---
 include/plssvm/detail/io/libsvm_model_parsing.hpp | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index d5f6768cb..0811a1777 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -336,7 +336,7 @@ template <typename real_type, typename label_type>
     std::cout << '\n'
               << out_string << '\n';
     // write model header to file
-    out.print(out_string);
+    out.print("{}", out_string);
 
     return label_values;
 }
@@ -435,7 +435,7 @@ inline void write_libsvm_model_data(const std::string &filename, const plssvm::p
                 if (out_string.size() > STRING_BUFFER_SIZE) {
                     #pragma omp critical
                     {
-                        out.print(out_string);
+                        out.print("{}", out_string);
                         #pragma omp flush(out)
                     }
                     // clear buffer
@@ -447,7 +447,7 @@ inline void write_libsvm_model_data(const std::string &filename, const plssvm::p
         #pragma omp critical
         {
             if (!out_string.empty()) {
-                out.print(out_string);
+                out.print("{}", out_string);
                 out_string.clear();
             }
             counts[0] = counts[0] + 1;
@@ -466,7 +466,7 @@ inline void write_libsvm_model_data(const std::string &filename, const plssvm::p
                     if (out_string.size() > STRING_BUFFER_SIZE) {
                         #pragma omp critical
                         {
-                            out.print(out_string);
+                            out.print("{}", out_string);
                             #pragma omp flush(out)
                         }
                         // clear buffer
@@ -485,7 +485,7 @@ inline void write_libsvm_model_data(const std::string &filename, const plssvm::p
             #pragma omp critical
             {
                 if (!out_string.empty()) {
-                    out.print(out_string);
+                    out.print("{}", out_string);
                     out_string.clear();
                 }
                 counts[l] = counts[l] + 1;

From 7739333e06f6a30d730db090953a32502b95dbac Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Feb 2023 08:24:36 +0100
Subject: [PATCH 0731/1010] Fix error in Jenkins PoCL installation.

---
 .jenkins/Jenkinsfile-Tests-CPU | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index d10b58919..96c4fe281 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -220,7 +220,7 @@ pipeline {
                     steps {
                         sh '''
                             source spack/share/spack/setup-env.sh
-                            spack install pocl@1.8+distro
+                            spack install "pocl@3.1 +distro ^llvm~gold"
                         '''
                     }
                 }

From c3addee98f0c20b18a16948a197b144677890ead Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Feb 2023 08:55:05 +0100
Subject: [PATCH 0732/1010] Load correct PoCL version and set LD_LIBRARY_PATH.

---
 .jenkins/Jenkinsfile-Tests-CPU | 32 ++++++++++++++++++--------------
 1 file changed, 18 insertions(+), 14 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 96c4fe281..d639bff17 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -337,8 +337,8 @@ pipeline {
                                 dir('plssvm') {
                                     sh '''
                                         source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                        spack load pocl
-                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                                        spack load pocl@3.1
+                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                                         mkdir -p build/Release_OpenCL
                                         cd build/Release_OpenCL
                                         rm -rf *
@@ -355,7 +355,8 @@ pipeline {
                                     warnError('Release tests failed!') {
                                         sh '''
                                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                            spack load pocl
+                                            spack load pocl@3.1
+                                            export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
                                             ctest --output-on-failure -j4 --no-compress-output -T Test
                                         '''
                                     }
@@ -374,8 +375,8 @@ pipeline {
                                     warnError('Make install tests failed!') {
                                         sh '''
                                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                            spack load pocl
-                                            export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                                            spack load pocl@3.1
+                                            export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
 
                                             # installed executable
                                             plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
@@ -403,8 +404,8 @@ pipeline {
                                 dir('plssvm') {
                                     sh '''
                                         source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                        spack load pocl
-                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                                        spack load pocl@3.1
+                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                                         mkdir -p build/Debug_OpenCL
                                         cd build/Debug_OpenCL
                                         rm -rf *
@@ -420,7 +421,8 @@ pipeline {
                                     warnError('Debug tests failed!') {
                                         sh '''
                                             source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                            spack load pocl
+                                            spack load pocl@3.1
+                                            export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
                                             ctest --output-on-failure -j4 --no-compress-output -T Test
                                         '''
                                     }
@@ -549,8 +551,8 @@ pipeline {
                         dir('plssvm') {
                             sh '''
                                 source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                spack load pocl
-                                export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                                spack load pocl@3.1
+                                export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                                 mkdir -p build/Release
                                 cd build/Release
                                 rm -rf *
@@ -567,7 +569,8 @@ pipeline {
                             warnError('Release tests failed!') {
                                 sh '''
                                     source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                    spack load pocl
+                                    spack load pocl@3.1
+                                    export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
                                     ctest --output-on-failure -j4 --no-compress-output -T Test
                                 '''
                             }
@@ -586,7 +589,8 @@ pipeline {
                             warnError('Make install tests failed!') {
                                 sh '''
                                     source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                    spack load pocl
+                                    spack load pocl@3.1
+                                    export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
 
                                     # installed executable
                                     plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
@@ -616,8 +620,8 @@ pipeline {
                 dir('plssvm') {
                     sh '''
                         source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                        spack load pocl
-                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl)/lib:$LIBRARY_PATH
+                        spack load pocl@3.1
+                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                         mkdir -p build/Debug_cov
                         cd build/Debug_cov
                         rm -rf *

From a96e6182e65f024421dd8898e0bfbd8a0703ceb3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Feb 2023 11:35:26 +0100
Subject: [PATCH 0733/1010] Update to correct ROCm version.

---
 .jenkins/Jenkinsfile-Tests-GPU_AMD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index d09bb7e46..fa09ccbf4 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -44,7 +44,7 @@ pipeline {
         WORKSPACE = "${env.WORKSPACE}"
 
         // ROCM / HIP
-        ROCM_PATH = "/opt/rocm-5.3.3"
+        ROCM_PATH = "/opt/rocm-5.4.2"
         LD_LIBRARY_PATH = "${env.ROCM_PATH}/lib64:${env.ROCM_PATH}/lib:${env.ROCM_PATH}/opencl/lib/x86_64:${env.ROCM_PATH}/hsa/lib:${env.ROCM_PATH}/hip/lib:${env.LD_LIBRARY_PATH}"
         CPLUS_INCLUDE_PATH = "${env.ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
         CMAKE_PREFIX_PATH = "${env.ROCM_PATH}/hip:${env.ROCM_PATH}:${env.CMAKE_PREFIX_PATH}"

From 3dcefa0cd9aa33ac2314b84afddb2be40f41a00b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 28 Feb 2023 13:58:39 +0100
Subject: [PATCH 0734/1010] Update Jeknins files.

---
 .jenkins/Jenkinsfile-Tests-CPU        | 22 +++++++++++++++++-----
 .jenkins/Jenkinsfile-Tests-GPU_AMD    |  2 +-
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 13 ++++++++-----
 .jenkins/Jenkinsfile-Tests-Multi-GPU  |  5 +++--
 4 files changed, 29 insertions(+), 13 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index d639bff17..55c6b61c7 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -42,6 +42,8 @@ pipeline {
         BRANCH_NAME = "${env.BRANCH_NAME}"
         WORKSPACE= "${env.WORKSPACE}"
 
+        TMPDIR = "${env.WORKSPACE}/tmp"
+
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
         DPCPP_FORCE_REBUILD = "FALSE"
@@ -162,6 +164,9 @@ pipeline {
                     }
                 }
                 stage('Dependency - DPC++') {
+                    environment {
+                        PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                    }
                     steps {
                         sh '''
                             if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
@@ -179,6 +184,12 @@ pipeline {
                     }
                 }
                 stage('Dependency - hipSYCL') {
+                    environment {
+                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                    }
                     steps {
                         sh '''
                             if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
@@ -203,10 +214,7 @@ pipeline {
                     steps {
                         sh '''
                             if [ ! -d "spack" ]; then
-                                git clone --branch v0.18.1 https://github.com/spack/spack.git || true
-                                cd spack
-                                git checkout f52f6e99dbf1131886a80112b8c79dfc414afb7c -- var/spack/repos/builtin/packages/pocl/package.py
-                                cd ..
+                                git clone https://github.com/spack/spack.git || true
 
                                 # clean spack cache
                                 source spack/share/spack/setup-env.sh
@@ -217,10 +225,14 @@ pipeline {
                     }
                 }
                 stage('Dependency - PoCL') {
+                    environment {
+                        CXX="g++"
+                        CC="gcc"
+                    }
                     steps {
                         sh '''
                             source spack/share/spack/setup-env.sh
-                            spack install "pocl@3.1 +distro ^llvm~gold"
+                            spack install --no-checksum "pocl@3.1%gcc@9.4.0 +distro ^llvm~gold"
                         '''
                     }
                 }
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
index fa09ccbf4..ded6b3bf7 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ b/.jenkins/Jenkinsfile-Tests-GPU_AMD
@@ -204,7 +204,7 @@ pipeline {
                                 mkdir $HIPSYCL_PATH
                                 git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                                 cd hipSYCL
-                                git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
+                                git checkout 012e16d6d3d57330c176d7d536f657b0d8a9a197
                                 mkdir build
                                 cd build
                                 cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 1d04644da..05e1ca0c5 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -40,6 +40,9 @@ pipeline {
     environment {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
+        WORKSPACE = "${env.WORKSPACE}"
+
+        TMPDIR = "${env.WORKSPACE}/tmp"
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
@@ -47,7 +50,7 @@ pipeline {
 
         // hipSYCL
         HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "TRUE"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
 
         // install path
         MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
@@ -169,7 +172,7 @@ pipeline {
                             module load cuda/11.4.3
                             if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
                                 rm -rf llvm
-                                git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
+                                git clone --dept 1 --branch sycl-nightly/20221102 https://github.com/intel/llvm.git llvm
                                 cd llvm
                                 python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
                                 python buildbot/compile.py
@@ -198,7 +201,7 @@ pipeline {
                                 mkdir $HIPSYCL_PATH
                                 git clone https://github.com/illuhad/hipSYCL.git hipSYCL
                                 cd hipSYCL
-                                git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
+                                git checkout 012e16d6d3d57330c176d7d536f657b0d8a9a197
                                 mkdir build
                                 cd build
                                 cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
@@ -543,7 +546,7 @@ pipeline {
                                         cd build/Release_DPCPP
                                         rm -rf *
                                         rm -rf $MAKE_INSTALL_PATH/DPCPP
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                                         make -j4 install
                                     '''
                                 }
@@ -653,7 +656,7 @@ pipeline {
                                 cd build/Release
                                 rm -rf *
                                 rm -rf $MAKE_INSTALL_PATH/All
-                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/include/sycl -DOpenCL_LIBRARY=/import/sgs.local/scratch/breyerml/sycl/dpcpp/cuda/build/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
+                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
                                 make -j4 install
                             '''
                         }
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
index 3cc6e131b..c4fc55902 100644
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ b/.jenkins/Jenkinsfile-Tests-Multi-GPU
@@ -40,6 +40,7 @@ pipeline {
     environment {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
+        TMPDIR = "/data/argon-fs/sgs/jenkins/tmp"
 
         // DPCPP
         DPCPP_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/llvm/build"
@@ -143,7 +144,7 @@ pipeline {
                             module load cuda/11.2.2 &&\
                             if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then \
                                 rm -rf llvm && \
-                                git clone --dept 1 --branch sycl-nightly/20230110  https://github.com/intel/llvm.git llvm  || true; \
+                                git clone --dept 1 --branch sycl-nightly/20221102 https://github.com/intel/llvm.git llvm  || true; \
                                 cd llvm &&\
                                 python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
                                 python buildbot/compile.py &&\
@@ -171,7 +172,7 @@ pipeline {
                                     mkdir $HIPSYCL_PATH && \
                                     git clone https://github.com/illuhad/hipSYCL.git hipSYCL && \
                                     cd hipSYCL && \
-                                    git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1 && \
+                                    git checkout 012e16d6d3d57330c176d7d536f657b0d8a9a197 && \
                                     mkdir build && \
                                     cd build && \
                                     cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \

From c1617bf5e6d17c454736cf1ea0abb068f6823af7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 1 Mar 2023 13:20:27 +0100
Subject: [PATCH 0735/1010] Fix wrong CMake test file size and remove TMPDIR.

---
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
index 05e1ca0c5..88e0cb4cc 100644
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
@@ -40,9 +40,6 @@ pipeline {
     environment {
         GITHUB_TOKEN = credentials('GITHUB_TOKEN')
         BRANCH_NAME = "${env.BRANCH_NAME}"
-        WORKSPACE = "${env.WORKSPACE}"
-
-        TMPDIR = "${env.WORKSPACE}/tmp"
 
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
@@ -546,7 +543,7 @@ pipeline {
                                         cd build/Release_DPCPP
                                         rm -rf *
                                         rm -rf $MAKE_INSTALL_PATH/DPCPP
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
+                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
                                         make -j4 install
                                     '''
                                 }
@@ -610,7 +607,7 @@ pipeline {
                                         mkdir -p build/Debug_DPCPP
                                         cd build/Debug_DPCPP
                                         rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
+                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp  -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
                                         make -j4
                                     '''
                                 }

From 82927071b339b99d2eb66be03c5012ea7d1965cd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 1 Mar 2023 13:21:40 +0100
Subject: [PATCH 0736/1010] Execute spack clean even if spack hasn't been newly
 cloned.

---
 .jenkins/Jenkinsfile-Tests-CPU | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 55c6b61c7..57977ea42 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -215,12 +215,12 @@ pipeline {
                         sh '''
                             if [ ! -d "spack" ]; then
                                 git clone https://github.com/spack/spack.git || true
-
-                                # clean spack cache
-                                source spack/share/spack/setup-env.sh
-                                spack clean -ab
-                                spack clean -fmps
                             fi
+
+                            # clean spack cache
+                            source spack/share/spack/setup-env.sh
+                            spack clean -ab
+                            spack clean -fmps
                         '''
                     }
                 }

From 4713ec90de6679204ef79ddd6362d22958730780 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 1 Mar 2023 15:02:06 +0100
Subject: [PATCH 0737/1010] Remove custom TMPDIR.

---
 .jenkins/Jenkinsfile-Tests-CPU | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 57977ea42..955c7383c 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -42,8 +42,6 @@ pipeline {
         BRANCH_NAME = "${env.BRANCH_NAME}"
         WORKSPACE= "${env.WORKSPACE}"
 
-        TMPDIR = "${env.WORKSPACE}/tmp"
-
         // DPCPP
         DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
         DPCPP_FORCE_REBUILD = "FALSE"

From f32bc3d62aeff83ddea5d0038c48f19abd238d14 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 1 Mar 2023 17:34:23 +0100
Subject: [PATCH 0738/1010] Replace spack load pocl with explicit environment
 variables.

---
 .jenkins/Jenkinsfile-Tests-CPU | 75 ++++++++++++++++------------------
 1 file changed, 36 insertions(+), 39 deletions(-)

diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
index 955c7383c..816eff9ec 100644
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ b/.jenkins/Jenkinsfile-Tests-CPU
@@ -2,6 +2,8 @@
 
 def buildbadge = addEmbeddableBadgeConfiguration(id: "Jenkins", subject: "Jenkins Tests", status: "skipped")
 
+def POCL_DIR
+
 if (currentBuild.getBuildCauses().toString().contains('BranchIndexingCause')) {
     print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by branch indexing..."
     if (env.BRANCH_NAME != "master") {
@@ -227,11 +229,23 @@ pipeline {
                         CXX="g++"
                         CC="gcc"
                     }
-                    steps {
-                        sh '''
-                            source spack/share/spack/setup-env.sh
-                            spack install --no-checksum "pocl@3.1%gcc@9.4.0 +distro ^llvm~gold"
-                        '''
+                    stages {
+                        stage('PoCL - install') {
+                            steps {
+                                sh '''
+                                    source spack/share/spack/setup-env.sh
+                                    spack install --no-checksum "pocl@3.1%gcc@9.4.0 +distro ^llvm~gold"
+                                '''
+                            }
+                        }
+                        stage('PoCL - environment') {
+                            steps {
+                                script {
+                                    POCL_DIR = sh(script: "source spack/share/spack/setup-env.sh && spack location -i pocl@3.1", returnStdout: true)
+                                    println("POCL_DIR = ${POCL_DIR}")
+                                }
+                            }
+                        }
                     }
                 }
             }
@@ -336,7 +350,11 @@ pipeline {
 
         stage('OpenCL') {
             environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$POCL_DIR/bin:${env.PATH}"
+                CPLUS_INCLUDE_PATH="$POCL_DIR/include:${env.CPLUS_INCLUDE_PATH}"
+                LIBRARY_PATH="$POCL_DIR/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$POCL_DIR/lib:${env.LD_LIBRARY_PATH}"
+                CMAKE_PREFIX_PATH="$POCL_DIR:${env.CMAKE_PREFIX_PATH}"
             }
             parallel {
 
@@ -346,9 +364,6 @@ pipeline {
                             steps {
                                 dir('plssvm') {
                                     sh '''
-                                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                        spack load pocl@3.1
-                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                                         mkdir -p build/Release_OpenCL
                                         cd build/Release_OpenCL
                                         rm -rf *
@@ -364,9 +379,6 @@ pipeline {
                                 dir('plssvm/build/Release_OpenCL') {
                                     warnError('Release tests failed!') {
                                         sh '''
-                                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                            spack load pocl@3.1
-                                            export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
                                             ctest --output-on-failure -j4 --no-compress-output -T Test
                                         '''
                                     }
@@ -384,10 +396,6 @@ pipeline {
                                 dir('plssvm/build/Release_OpenCL') {
                                     warnError('Make install tests failed!') {
                                         sh '''
-                                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                            spack load pocl@3.1
-                                            export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
-
                                             # installed executable
                                             plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
                                             plssvm-train --backend opencl scaled_5x4.libsvm
@@ -413,9 +421,6 @@ pipeline {
                             steps {
                                 dir('plssvm') {
                                     sh '''
-                                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                        spack load pocl@3.1
-                                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                                         mkdir -p build/Debug_OpenCL
                                         cd build/Debug_OpenCL
                                         rm -rf *
@@ -430,9 +435,6 @@ pipeline {
                                 dir('plssvm/build/Debug_OpenCL') {
                                     warnError('Debug tests failed!') {
                                         sh '''
-                                            source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                            spack load pocl@3.1
-                                            export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
                                             ctest --output-on-failure -j4 --no-compress-output -T Test
                                         '''
                                     }
@@ -549,9 +551,11 @@ pipeline {
         // OpenMP + OpenCL + hipSYCL backends simultaneously
         stage('All Available') {
             environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:$POCL_DIR/bin:${env.PATH}"
+                LIBRARY_PATH="$POCL_DIR/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:$POCL_DIR/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$POCL_DIR/include:${env.CPLUS_INCLUDE_PATH}"
+                CMAKE_PREFIX_PATH="$POCL_DIR:${env.CMAKE_PREFIX_PATH}"
                 PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
                 PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
             }
@@ -560,9 +564,6 @@ pipeline {
                     steps {
                         dir('plssvm') {
                             sh '''
-                                source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                spack load pocl@3.1
-                                export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                                 mkdir -p build/Release
                                 cd build/Release
                                 rm -rf *
@@ -578,9 +579,6 @@ pipeline {
                         dir('plssvm/build/Release') {
                             warnError('Release tests failed!') {
                                 sh '''
-                                    source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                    spack load pocl@3.1
-                                    export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
                                     ctest --output-on-failure -j4 --no-compress-output -T Test
                                 '''
                             }
@@ -598,10 +596,6 @@ pipeline {
                         dir('plssvm/build/Release') {
                             warnError('Make install tests failed!') {
                                 sh '''
-                                    source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                                    spack load pocl@3.1
-                                    export LD_LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LD_LIBRARY_PATH
-
                                     # installed executable
                                     plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
                                     plssvm-train scaled_5x4.libsvm
@@ -624,14 +618,17 @@ pipeline {
 
         stage('Coverage Analysis') {
             environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
+                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:$POCL_DIR/bin:${env.PATH}"
+                LIBRARY_PATH="$POCL_DIR/lib:${env.LIBRARY_PATH}"
+                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:$POCL_DIR/lib:${env.LD_LIBRARY_PATH}"
+                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$POCL_DIR/include:${env.CPLUS_INCLUDE_PATH}"
+                CMAKE_PREFIX_PATH="$POCL_DIR:${env.CMAKE_PREFIX_PATH}"
+                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
             }
             steps {
                 dir('plssvm') {
                     sh '''
-                        source ${WORKSPACE}/spack/share/spack/setup-env.sh
-                        spack load pocl@3.1
-                        export LIBRARY_PATH=$(spack find --loaded --format "{prefix}" pocl@3.1)/lib:$LIBRARY_PATH
                         mkdir -p build/Debug_cov
                         cd build/Debug_cov
                         rm -rf *

From 41ba98b93e33a630e272e73bc3253d82107bd123 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 08:53:35 +0100
Subject: [PATCH 0739/1010] If no model, output, or scaled filenames are given
 save them in the current working directory instead of the directory
 containing the input file to be more LIBSVM conformant.

---
 include/plssvm/detail/cmd/parser_predict.hpp | 1 +
 include/plssvm/detail/cmd/parser_scale.hpp   | 1 +
 include/plssvm/detail/cmd/parser_train.hpp   | 3 ++-
 src/plssvm/detail/cmd/parser_predict.cpp     | 4 ++--
 src/plssvm/detail/cmd/parser_scale.cpp       | 4 ++--
 src/plssvm/detail/cmd/parser_train.cpp       | 4 ++--
 6 files changed, 10 insertions(+), 7 deletions(-)

diff --git a/include/plssvm/detail/cmd/parser_predict.hpp b/include/plssvm/detail/cmd/parser_predict.hpp
index 81737ef03..70dbd68ca 100644
--- a/include/plssvm/detail/cmd/parser_predict.hpp
+++ b/include/plssvm/detail/cmd/parser_predict.hpp
@@ -29,6 +29,7 @@ class parser_predict {
   public:
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the predict parameters accordingly.
+     * @details If no output filename is given, uses the input filename and appends a ".predict". The output file is than saved in the current working directory.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
diff --git a/include/plssvm/detail/cmd/parser_scale.hpp b/include/plssvm/detail/cmd/parser_scale.hpp
index 6607fda3e..bdf6c3ea6 100644
--- a/include/plssvm/detail/cmd/parser_scale.hpp
+++ b/include/plssvm/detail/cmd/parser_scale.hpp
@@ -27,6 +27,7 @@ class parser_scale {
   public:
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
+     * @details If no scaled filename is given, uses the input filename and appends a ".scaled". The scaled file is than saved in the current working directory.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
diff --git a/include/plssvm/detail/cmd/parser_train.hpp b/include/plssvm/detail/cmd/parser_train.hpp
index 23dc59b6c..34be81e66 100644
--- a/include/plssvm/detail/cmd/parser_train.hpp
+++ b/include/plssvm/detail/cmd/parser_train.hpp
@@ -32,7 +32,8 @@ namespace plssvm::detail::cmd {
 class parser_train {
   public:
     /**
-     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly. Parse the given data file.
+     * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the training parameters accordingly.
+     * @details If no model filename is given, uses the input filename and appends a ".model". The model file is than saved in the current working directory.
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index 7bcb9bfb2..e60c31205 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -126,8 +126,8 @@ parser_predict::parser_predict(int argc, char **argv) {
     if (result.count("output")) {
         predict_filename = result["output"].as<decltype(predict_filename)>();
     } else {
-        std::filesystem::path input_path{ input_filename };
-        predict_filename = input_path.replace_filename(input_path.filename().string() + ".predict").string();
+        const std::filesystem::path input_path{ input_filename };
+        predict_filename = input_path.filename().string() + ".predict";
     }
 }
 
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index ee6dcc358..3a4b019ab 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -119,8 +119,8 @@ parser_scale::parser_scale(int argc, char **argv) {
     if (result.count("scaled")) {
         scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
     } else {
-        std::filesystem::path input_path{ input_filename };
-        scaled_filename = input_path.replace_filename(input_path.filename().string() + ".scaled").string();
+        const std::filesystem::path input_path{ input_filename };
+        scaled_filename = input_path.filename().string() + ".scaled";
     }
 
     // can only use one of save_filename or restore_filename
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 4983979ac..453b206b5 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -183,8 +183,8 @@ parser_train::parser_train(int argc, char **argv) {
     if (result.count("model")) {
         model_filename = result["model"].as<decltype(model_filename)>();
     } else {
-        std::filesystem::path input_path{ input_filename };
-        model_filename = input_path.replace_filename(input_path.filename().string() + ".model").string();
+        const std::filesystem::path input_path{ input_filename };
+        model_filename = input_path.filename().string() + ".model";
     }
 }
 

From 276a77bc81d0fd99506a4f8ba485456e10bcc216 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 09:26:31 +0100
Subject: [PATCH 0740/1010] Print the scaled data to the standard output if no
 scaling file has been provided (the default LIBSVM behavior).

---
 include/plssvm/detail/cmd/parser_scale.hpp |  2 +-
 src/main_scale.cpp                         | 23 +++++++++++++++++++++-
 src/plssvm/detail/cmd/parser_scale.cpp     |  3 ---
 3 files changed, 23 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/detail/cmd/parser_scale.hpp b/include/plssvm/detail/cmd/parser_scale.hpp
index bdf6c3ea6..6b9b94592 100644
--- a/include/plssvm/detail/cmd/parser_scale.hpp
+++ b/include/plssvm/detail/cmd/parser_scale.hpp
@@ -27,7 +27,7 @@ class parser_scale {
   public:
     /**
      * @brief Parse the command line arguments @p argv using [`cxxopts`](https://github.com/jarro2783/cxxopts) and set the scale parameters accordingly.
-     * @details If no scaled filename is given, uses the input filename and appends a ".scaled". The scaled file is than saved in the current working directory.
+     * @details If no scaled filename is given, the scaled data is directly output to the terminal (the default behavior of LIBSVM).
      * @param[in] argc the number of passed command line arguments
      * @param[in] argv the command line arguments
      */
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index f5e2ec86b..20cebbe07 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -33,7 +33,28 @@ int main(int argc, char *argv[]) {
         // create data set and scale
         std::visit([&](auto &&data) {
             // write scaled data to output file
-            data.save(cmd_parser.scaled_filename, cmd_parser.format);
+            if (!cmd_parser.scaled_filename.empty()) {
+                data.save(cmd_parser.scaled_filename, cmd_parser.format);
+            } else {
+                fmt::print("\n");
+                using real_type = typename plssvm::detail::remove_cvref_t<decltype(data)>::real_type;
+                using label_type = typename plssvm::detail::remove_cvref_t<decltype(data)>::label_type;
+
+                // output to console if no output filename is provided
+                const std::vector<std::vector<real_type>>& matrix = data.data();
+                const plssvm::optional_ref<const std::vector<label_type>> label = data.labels();
+                for (std::size_t row = 0; row < matrix.size(); ++row) {
+                    if (label.has_value()) {
+                        fmt::print(FMT_COMPILE("{} "), label.value().get()[row]);
+                    }
+                    for (std::size_t col = 0; col < matrix[row].size(); ++col) {
+                        if (matrix[row][col] != real_type{ 0.0 }) {
+                            fmt::print(FMT_COMPILE("{}:{:.10e} "), col + 1, matrix[row][col]);
+                        }
+                    }
+                    fmt::print("\n");
+                }
+            }
 
             // save scaling parameters if requested
             if (!cmd_parser.save_filename.empty() && data.scaling_factors().has_value()) {
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 3a4b019ab..79f8d8405 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -118,9 +118,6 @@ parser_scale::parser_scale(int argc, char **argv) {
     // parse output model filename
     if (result.count("scaled")) {
         scaled_filename = result["scaled"].as<decltype(scaled_filename)>();
-    } else {
-        const std::filesystem::path input_path{ input_filename };
-        scaled_filename = input_path.filename().string() + ".scaled";
     }
 
     // can only use one of save_filename or restore_filename

From 3d6e311279bf9c87b19995dc8a5af69aa1761006 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 15:53:54 +0100
Subject: [PATCH 0741/1010] Add missing comma.

---
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index ed9a2f737..27ff5c24e 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -85,7 +85,7 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index dd1f4f6da..adae2935d 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -96,7 +96,7 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {

From d8a3620be5302ef3ab373d03cd16d997e88f3940 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 16:35:55 +0100
Subject: [PATCH 0742/1010] Move sanity checks from main functions to the
 respective cmd parser functions.

---
 include/plssvm/detail/logger.hpp         |  2 +-
 src/main_predict.cpp                     | 29 ++++++------------
 src/main_scale.cpp                       | 11 ++++---
 src/main_train.cpp                       | 39 +++++-------------------
 src/plssvm/detail/cmd/parser_predict.cpp | 11 ++++++-
 src/plssvm/detail/cmd/parser_train.cpp   | 17 +++++++++++
 6 files changed, 52 insertions(+), 57 deletions(-)

diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index 38d5ae9a5..0ae796de6 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -18,7 +18,7 @@
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 
 #include "fmt/chrono.h"   // format std::chrono types
-#include "fmt/core.h"     // fmt::format
+#include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // format types with an operator<< overload
 
 #include <iostream>     // std::cout
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 8ba176de1..d00f671f3 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -9,15 +9,14 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_predict.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/chrono.h"   // directly print std::chrono literals with fmt
-#include "fmt/color.h"    // fmt::fg, fmt::color::orange
-#include "fmt/format.h"   // fmt::format, fmt::print
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
+
+#include "fmt/os.h"      // fmt::ostream, fmt::output_file
+#include "fmt/format.h"  // fmt::print, fmt::join
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
@@ -32,15 +31,7 @@ int main(int argc, char *argv[]) {
 
     try {
         // parse SVM parameter from command line
-        plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
-
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     cmd_parser.sycl_implementation_type)
-                      << std::endl;
-        }
+        const plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
 
         // output used parameter
         plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
@@ -51,9 +42,9 @@ int main(int argc, char *argv[]) {
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create model
-            plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
+            const plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
             // create default csvm
-            auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
+            const auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
             // predict labels
             const std::vector<label_type> predicted_labels = svm->predict(model, data);
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 943f37f2a..ea75d96da 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -9,10 +9,11 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_scale.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
+
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
@@ -26,7 +27,7 @@ int main(int argc, char *argv[]) {
 
     try {
         // create default parameters
-        plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
+        const plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
         plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
diff --git a/src/main_train.cpp b/src/main_train.cpp
index deb9dd85f..4025bb16f 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -9,14 +9,11 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_train.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/color.h"    // fmt::fg, fmt::color::orange
-#include "fmt/core.h"     // std::format
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_PERFORMANCE_TRACKER_SAVE
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
@@ -31,23 +28,8 @@ int main(int argc, char *argv[]) {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
 
-        // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                                     cmd_parser.sycl_kernel_invocation_type)
-                      << std::endl;
-        }
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     cmd_parser.sycl_implementation_type)
-                      << std::endl;
-        }
-
         // output used parameter
-        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set
         std::visit([&](auto &&data) {
@@ -55,14 +37,9 @@ int main(int argc, char *argv[]) {
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create SVM
-            std::unique_ptr<plssvm::csvm> svm;
-            if (cmd_parser.backend == plssvm::backend_type::sycl) {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params,
-                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
-                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
-            } else {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
-            }
+            const std::unique_ptr<plssvm::csvm> svm = (cmd_parser.backend == plssvm::backend_type::sycl) ? plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params, plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type, plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type)
+                                                                                                         : plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
+
             // learn model
             if (cmd_parser.max_iter.is_default()) {
                 cmd_parser.max_iter = data.num_data_points();
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index 7bcb9bfb2..a9de3ea3b 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -16,13 +16,14 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // fmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>   // std::exception
 #include <filesystem>  // std::filesystem::path
-#include <iostream>    // std::cout, std::cerr, std::endl
+#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
 
 namespace plssvm::detail::cmd {
 
@@ -95,6 +96,14 @@ parser_predict::parser_predict(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     // parse SYCL implementation used in the SYCL backend
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+
+    // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_implementation_type != sycl::implementation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                 sycl_implementation_type)
+                  << std::endl;
+    }
 #endif
 
     // parse whether strings should be used as labels
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 4983979ac..fd1bee431 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -21,6 +21,7 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // ffmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
@@ -158,8 +159,24 @@ parser_train::parser_train(int argc, char **argv) {
     // parse kernel invocation type when using SYCL as backend
     sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
 
+    // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_kernel_invocation_type != sycl::kernel_invocation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
+                                 sycl_kernel_invocation_type)
+                  << std::endl;
+    }
+
     // parse SYCL implementation used in the SYCL backend
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+
+    // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_implementation_type != sycl::implementation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                 sycl_implementation_type)
+                  << std::endl;
+    }
 #endif
 
     // parse whether strings should be used as labels

From 79d0e2e787475e4818fb2317fd3460e3f8ff149b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 30 Jan 2023 16:55:50 +0100
Subject: [PATCH 0743/1010] Add support for performance tracking to the PLSSVM
 executables. The performance tracker gathers various runtimes and other
 information during execution and writes it in a human-readable way to a YAML
 file. Can be disabled using during the CMake configuration.

---
 CMakeLists.txt                                |  54 ++--
 include/plssvm/backends/gpu_csvm.hpp          |  38 +--
 include/plssvm/csvm.hpp                       |  26 +-
 include/plssvm/data_set.hpp                   |  55 ++--
 include/plssvm/detail/layout.hpp              |  11 +-
 include/plssvm/detail/logger.hpp              |  56 ++++
 include/plssvm/detail/performance_tracker.hpp | 282 ++++++++++++++++++
 include/plssvm/model.hpp                      |  31 +-
 src/main_predict.cpp                          |  29 +-
 src/main_scale.cpp                            |  16 +-
 src/main_train.cpp                            |  14 +-
 src/plssvm/backends/CUDA/csvm.cu              |  24 +-
 src/plssvm/backends/HIP/csvm.hip.cpp          |  24 +-
 src/plssvm/backends/OpenCL/csvm.cpp           |  34 +--
 src/plssvm/backends/OpenCL/detail/utility.cpp |  13 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |  36 +--
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       |  33 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     |  33 +-
 src/plssvm/detail/layout.cpp                  |   4 +-
 tests/detail/layout.cpp                       |   4 +-
 20 files changed, 582 insertions(+), 235 deletions(-)
 create mode 100644 include/plssvm/detail/logger.hpp
 create mode 100644 include/plssvm/detail/performance_tracker.hpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index fa3b44943..ea5b8d6d0 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -74,14 +74,14 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ## set library cxx standard
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
-target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-        -Wextra-semi -Wunreachable-code -Wuninitialized>
-        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
-        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
-        )
+#target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+#        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
+#        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
+#        -Wextra-semi -Wunreachable-code -Wuninitialized>
+#        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
+#        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
+#        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
+#        )
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
@@ -101,20 +101,20 @@ target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ##                                    check for optional and necessary dependencies                                   ##
 ########################################################################################################################
 # check for OpenMP (not for the backend!)
-find_package(OpenMP 4.0 QUIET)
-if (OpenMP_FOUND)
-    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
-    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
-    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
-    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
-    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
-else ()
-    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
-    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
-            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
-            )
-endif ()
+#find_package(OpenMP 4.0 QUIET)
+#if (OpenMP_FOUND)
+#    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
+#    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
+#    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
+#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
+#    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
+#else ()
+#    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
+#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+#            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
+#            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
+#            )
+#endif ()
 
 ## setup dependencies
 include(FetchContent)
@@ -505,6 +505,16 @@ if (DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
     endif ()
 endif ()
 
+## enable or disable the performance tracker
+option(PLSSVM_ENABLE_PERFORMANCE_TRACKER "Enables PLSSVM performance tracking for the executables: plssvm-train, plssvm-predict, and plssvm-scale." ON)
+if (PLSSVM_ENABLE_PERFORMANCE_TRACKER)
+    message(STATUS "Enable performance tracking to the file \"${PLSSVM_ENABLE_PERFORMANCE_TRACKER}\"for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale.")
+
+    # add target definitions
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE="${PLSSVM_ENABLE_PERFORMANCE_TRACKER}")
+endif ()
+
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index f91274989..1eb225fda 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -13,10 +13,12 @@
 #define PLSSVM_BACKENDS_GPU_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"                    // plssvm::csvm
-#include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
-#include "plssvm/detail/layout.hpp"           // plssvm::detail::{transform_to_layout, layout_type}
-#include "plssvm/parameter.hpp"               // plssvm::parameter
+#include "plssvm/csvm.hpp"                        // plssvm::csvm
+#include "plssvm/detail/execution_range.hpp"      // plssvm::detail::execution_range
+#include "plssvm/detail/layout.hpp"               // plssvm::detail::{transform_to_layout, layout_type}
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
+#include "plssvm/parameter.hpp"                   // plssvm::parameter
 
 #include "fmt/chrono.h"  // output std::chrono times using {fmt}
 #include "fmt/core.h"    // fmt::format
@@ -540,15 +542,13 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     const auto output_iteration_duration = [&]() {
         auto iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
+        detail::log("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long run = 0;
     for (; run < max_iter; ++run) {
-        if (verbose) {
-            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
-        }
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -598,9 +598,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (verbose) {
-                output_iteration_duration();
-            }
+            output_iteration_duration();
             break;
         }
 
@@ -615,18 +613,14 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
             r_d[device].copy_to_device(d, 0, dept);
         }
 
-        if (verbose) {
-            output_iteration_duration();
-        }
-    }
-    if (verbose) {
-        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
-                                 std::min(run + 1, max_iter),
-                                 delta,
-                                 eps * eps * delta0,
-                                 average_iteration_time / std::min(run + 1, max_iter))
-                  << std::endl;
+        output_iteration_duration();
     }
+    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "residuum", delta },
+                detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index c6938ea1a..07f5d7fdb 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,16 +13,17 @@
 #define PLSSVM_CSVM_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"              // plssvm::verbose
-#include "plssvm/data_set.hpp"               // plssvm::data_set
-#include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init
-#include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
-#include "plssvm/detail/type_traits.hpp"     // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
+#include "plssvm/data_set.hpp"                    // plssvm::data_set
+#include "plssvm/default_value.hpp"               // plssvm::default_value, plssvm::default_init
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/operators.hpp"            // plssvm::operators::sign
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::performance_tracker
+#include "plssvm/detail/type_traits.hpp"          // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/detail/utility.hpp"              // plssvm::detail::to_underlying
+#include "plssvm/exceptions/exceptions.hpp"       // plssvm::invalid_parameter_exception
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
+#include "plssvm/model.hpp"                       // plssvm::model
+#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
 
 #include "fmt/core.h"     // fmt::format
 #include "igor/igor.hpp"  // igor::parser
@@ -296,9 +297,8 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
     std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(static_cast<detail::parameter<real_type>>(params), data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
-    }
+    detail::log("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n\n",
+                detail::tracking_entry{ "cg", "total_runtime", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return csvm_model;
 }
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index fe961205b..87def26f8 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -13,11 +13,12 @@
 #define PLSSVM_DATA_SET_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_data, write_arff_data}
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{parse_scaling_factors, read_scaling_factors}
+#include "plssvm/detail/logger.hpp"                      // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"         // plssvm::detail::tracking_entry
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::contains
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::data_set_exception
@@ -367,13 +368,10 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} scaling factors in {} to the file '{}'.",
-                                 scaling_factors.size(),
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} scaling factors in {} to the file '{}'.\n",
+                detail::tracking_entry{ "scaling_factors_write", "num_scaling_factors", scaling_factors.size() },
+                detail::tracking_entry{ "scaling_factors_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "scaling_factors_write", "filename", filename });
 }
 
 //*************************************************************************************************************************************//
@@ -595,15 +593,12 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} data points with {} features in {} to the {} file '{}'.",
-                                 num_data_points_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 format,
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} data points with {} features in {} to the {} file '{}'.\n",
+                detail::tracking_entry{ "data_set_write", "num_data_points", num_data_points_ },
+                detail::tracking_entry{ "data_set_write", "num_features", num_features_ },
+                detail::tracking_entry{ "data_set_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "data_set_write", "format", format },
+                detail::tracking_entry{ "data_set_write", "filename", filename });
 }
 
 template <typename T, typename U>
@@ -712,13 +707,10 @@ void data_set<T, U>::scale() {
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Scaled the data set to the range [{}, {}] in {}.",
-                                 lower,
-                                 upper,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time))
-                  << std::endl;
-    }
+    detail::log("Scaled the data set to the range [{}, {}] in {}.\n",
+                detail::tracking_entry{ "data_set_scale", "lower", lower },
+                detail::tracking_entry{ "data_set_scale", "upper", upper },
+                detail::tracking_entry{ "data_set_scale", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 }
 
 template <typename T, typename U>
@@ -768,15 +760,12 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Read {} data points with {} features in {} using the {} parser from file '{}'.",
-                                 num_data_points_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 format,
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+                detail::tracking_entry{ "data_set_read", "num_data_points", num_data_points_ },
+                detail::tracking_entry{ "data_set_read", "num_features", num_features_ },
+                detail::tracking_entry{ "data_set_read", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "data_set_read", "format", format },
+                detail::tracking_entry{ "data_set_read", "filename", filename });
 }
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 22def2381..6f5040e30 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -13,8 +13,9 @@
 #define PLSSVM_DETAIL_LAYOUT_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"      // plssvm::verbose
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
+#include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 
 #include "fmt/chrono.h"   // format std::chrono types
 #include "fmt/core.h"     // fmt::format
@@ -139,9 +140,9 @@ template <typename real_type>
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Transformed dataset from 2D to 1D {} in {}.", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
-    }
+    detail::log("Transformed dataset from 2D to 1D {} in {}.\n",
+                detail::tracking_entry{ "transform", "layout", layout },
+                detail::tracking_entry{ "transform", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return ret;
 }
diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
new file mode 100644
index 000000000..38d5ae9a5
--- /dev/null
+++ b/include/plssvm/detail/logger.hpp
@@ -0,0 +1,56 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a simple logging function.
+ * @details Also used for the plssvm::detail::performance_tracker.
+ */
+
+#ifndef PLSSVM_DETAIL_LOGGER_HPP_
+#define PLSSVM_DETAIL_LOGGER_HPP_
+#pragma once
+
+#include "plssvm/constants.hpp"                   // plssvm::verbose
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <iostream>     // std::cout
+#include <string_view>  // std::string_view
+#include <utility>      // std::forward
+
+namespace plssvm::detail {
+
+/**
+ * @breif Output the message @p msg filling the {fmt} like placeholders with @p args to the standard output stream.
+ * @details If a value in @p Args is of type plssvm::detail::tracking_entry and performance tracking is enabled,
+ *          this is also added to the plssvm::detail::performance_tracker.
+ * @tparam Args the types of the placeholder values
+ * @param[in] msg the message to print on the standard output stream if requested (i.e., plssvm::verbose is `true`)
+ * @param[in] args the values to fill the {fmt}-like placeholders in @p msg
+ */
+template <typename... Args>
+void log(const std::string_view msg, Args &&...args) {
+    // output message only if the verbose flag is set to true
+    if (verbose) {
+        std::cout << fmt::format(msg, args...);
+    }
+
+    // if performance tracking has been enabled, add tracking entries
+    ([](auto &&arg) {
+        if constexpr (detail::is_tracking_entry_v<decltype(arg)>) {
+            PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(std::forward<decltype(arg)>(arg));
+        }
+    }(std::forward<Args>(args)),
+     ...);
+}
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_LOGGER_HPP_
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
new file mode 100644
index 000000000..7a2365a08
--- /dev/null
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -0,0 +1,282 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a performance tracker which can dump performance information in a YAML file.
+ * @details Can be completely disabled during the CMake configuration step.
+ */
+
+#ifndef PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
+#define PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
+#pragma once
+
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
+#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <fstream>        // std::ofstream
+#include <iostream>       // std::ostream, std::ios_base::app
+#include <string>         // std::string
+#include <string_view>    // std::string_view
+#include <type_traits>    // std::false_type, std::true_type
+#include <unordered_map>  // std::unordered_map
+#include <utility>        // std::move, std::pair
+
+namespace plssvm::detail {
+
+template <typename T>
+struct tracking_entry {
+    tracking_entry(const std::string_view category, const std::string_view name, const T value) :
+        entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
+
+    const std::string entry_category{};
+    const std::string_view entry_name{};
+    const T entry_value{};
+};
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
+    return out << fmt::format("{}", entry.entry_value);
+}
+
+namespace impl {
+
+template <typename T>
+struct is_tracking_entry : std::false_type {};
+template <typename T>
+struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
+
+}  // namespace impl
+
+template <typename T>
+struct is_tracking_entry : impl::is_tracking_entry<detail::remove_cvref_t<T>> {};
+template <typename T>
+constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
+
+/**
+ * @brief Store the tracked information during calls to `plssvm-train`, `plssvm-predict`, and `plssvm-scale`.
+ * @details Can be completely disabled during the CMake configuration.
+ */
+class performance_tracker {
+  public:
+    /**
+     * @brief Singleton getter since only one instance of a performance_tracker should exist.
+     * @return the singleton instance (`[[nodiscard]]`)
+     */
+    [[nodiscard]] static performance_tracker &instance() {
+        static performance_tracker tracker{};
+        return tracker;
+    }
+
+    /**
+     * @brief Add a tracking_entry to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     * @tparam T the type of the value the tracking_entry @p entry encapsulates
+     * @param[in] entry the entry to add
+     */
+    template <typename T>
+    void add_tracking_entry(const tracking_entry<T> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+    }
+
+    /**
+     * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds quotes around the entry's value
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<std::string> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+    }
+
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
+                                                                       "  kernel_type:                 {}\n"
+                                                                       "  degree:                      {}\n"
+                                                                       "  gamma:                       {}\n"
+                                                                       "  coef0:                       {}\n"
+                                                                       "  cost:                        {}\n"
+                                                                       "  epsilon:                     {}\n"
+                                                                       "  max_iter:                    {}\n"
+                                                                       "  backend:                     {}\n"
+                                                                       "  target:                      {}\n"
+                                                                       "  sycl_kernel_invocation_type: {}\n"
+                                                                       "  sycl_implementation_type:    {}\n"
+                                                                       "  strings_as_labels:           {}\n"
+                                                                       "  float_as_real_type:          {}\n"
+                                                                       "  input_filename:              \"{}\"\n"
+                                                                       "  model_filename:              \"{}\"\n\n",
+                                                                       entry.entry_value.csvm_params.kernel_type.value(),
+                                                                       entry.entry_value.csvm_params.degree.value(),
+                                                                       entry.entry_value.csvm_params.gamma.value(),
+                                                                       entry.entry_value.csvm_params.coef0.value(),
+                                                                       entry.entry_value.csvm_params.cost.value(),
+                                                                       entry.entry_value.epsilon.value(),
+                                                                       entry.entry_value.max_iter.value(),
+                                                                       entry.entry_value.backend,
+                                                                       entry.entry_value.target,
+                                                                       entry.entry_value.sycl_kernel_invocation_type,
+                                                                       entry.entry_value.sycl_implementation_type,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.model_filename) });
+    }
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                       "  backend:                  {}\n"
+                                                                       "  target:                   {}\n"
+                                                                       "  sycl_implementation_type: {}\n"
+                                                                       "  strings_as_labels:        {}\n"
+                                                                       "  float_as_real_type:       {}\n"
+                                                                       "  input_filename:           \"{}\"\n"
+                                                                       "  model_filename:           \"{}\"\n"
+                                                                       "  predict_filename:         \"{}\"\n\n",
+                                                                       entry.entry_value.backend,
+                                                                       entry.entry_value.target,
+                                                                       entry.entry_value.sycl_implementation_type,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.model_filename,
+                                                                       entry.entry_value.predict_filename) });
+    }
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
+                                                                       "  lower:              {}\n"
+                                                                       "  upper:              {}\n"
+                                                                       "  format:             {}\n"
+                                                                       "  strings_as_labels:  {}\n"
+                                                                       "  float_as_real_type: {}\n"
+                                                                       "  input_filename:     \"{}\"\n"
+                                                                       "  scaled_filename:    \"{}\"\n"
+                                                                       "  save_filename:      \"{}\"\n"
+                                                                       "  restore_filename:   \"{}\"\n\n",
+                                                                       entry.entry_value.lower,
+                                                                       entry.entry_value.upper,
+                                                                       entry.entry_value.format,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.scaled_filename,
+                                                                       entry.entry_value.save_filename,
+                                                                       entry.entry_value.restore_filename) });
+    }
+
+    /**
+     * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
+     * @details Appends all entries at the end of the file creating a new YAML document.
+     * @param[in] filename the file to add the performance tracking results to
+     */
+    void save(const std::string filename) {
+        // append the current performance statistics to an already existing file if possible
+        std::ofstream out{ filename, std::ios_base::app };
+        PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
+
+        // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
+        out << "---\n";
+
+        // output metadata information
+        out << fmt::format(
+            "meta_data:\n"
+            "  date:                    \"{}\"\n"
+            "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
+            "  commit:                  {}\n"
+            "  version:                 {}\n"
+            "\n",
+            plssvm::detail::current_date_time(),
+            version::detail::target_platforms,
+            version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
+            version::version);
+
+        // output the actual (performance) statistics
+        std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
+        std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
+        for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
+            // get the current group
+            const std::string &group = group_iter->first;
+            // find the range of all entries in the current group
+            const std::pair key_range = tracking_statistics.equal_range(group);
+
+            // output the group name, if it is not the empty string
+            if (!group.empty()) {
+                out << group << ":\n";
+            }
+            // output all performance statistic entries of the current group
+            for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
+                out << fmt::format("{}", entry_iter->second);
+            }
+            out << '\n';
+        }
+    }
+
+  private:
+    /**
+     * @brief Default construct a performance_tracker.
+     * @details This constructor is private to enable a save singleton usage of the performance_tracker class.
+     */
+    performance_tracker() = default;
+
+    /// All performance statistics grouped by their specified categories.
+    std::unordered_multimap<std::string, std::string> tracking_statistics{};
+};
+
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Adds the provided entry to the plssvm::detail::performance_tracker singleton.
+ */
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_SAVE
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_SAVE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Save the previously tracked performance statistics.
+ */
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry) \
+        plssvm::detail::performance_tracker::instance().add_tracking_entry(entry)
+
+    #define PLSSVM_PERFORMANCE_TRACKER_SAVE() \
+        plssvm::detail::performance_tracker::instance().save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
+
+#else
+
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
+    #define PLSSVM_PERFORMANCE_TRACKER_SAVE()
+
+#endif
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 08ef1310f..2931913f3 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -13,11 +13,12 @@
 #define PLSSVM_MODEL_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                       // plssvm::verbose
 #include "plssvm/data_set.hpp"                        // plssvm::data_set
 #include "plssvm/detail/assert.hpp"                   // PLSSVM_ASSERT
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"  // plssvm::detail::io::{parse_libsvm_model_header, write_libsvm_model_data}
 #include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
+#include "plssvm/detail/logger.hpp"                   // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"      // plssvm::detail::tracking_entry
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
 #include "fmt/chrono.h"  // format std::chrono types using fmt
@@ -169,14 +170,12 @@ model<T, U>::model(const std::string &filename) {
     alpha_ptr_ = std::make_shared<decltype(alphas)>(std::move(alphas));
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
-                                 num_support_vectors_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
+                detail::tracking_entry{ "model_read", "num_support_vectors", num_support_vectors_ },
+                detail::tracking_entry{ "model_read", "num_features", num_features_ },
+                detail::tracking_entry{ "model_read", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "model_read", "filename", filename });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_read", "rho", rho_ }));
 }
 
 template <typename T, typename U>
@@ -191,14 +190,12 @@ void model<T, U>::save(const std::string &filename) const {
     detail::io::write_libsvm_model_data(filename, params_, rho_, *alpha_ptr_, data_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} support vectors with {} features in {} to the libsvm model file '{}'.",
-                                 num_support_vectors_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
+                detail::tracking_entry{ "model_write", "num_support_vectors", num_support_vectors_ },
+                detail::tracking_entry{ "model_write", "num_features", num_features_ },
+                detail::tracking_entry{ "model_write", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "model_write", "filename", filename });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_write", "rho", rho_ }));
 }
 
 }  // namespace plssvm
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 684c63cd5..e355b5bfb 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -11,13 +11,15 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_predict.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/format.h"   // fmt::format, fmt::print
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
-#include <chrono>     // std::chrono
+#include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <fstream>    // std::ofstream
@@ -26,6 +28,8 @@
 #include <vector>     // std::vector
 
 int main(int argc, char *argv[]) {
+    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
@@ -39,9 +43,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set
         std::visit([&](auto &&data) {
@@ -57,18 +59,16 @@ int main(int argc, char *argv[]) {
 
             // write prediction file
             {
-                std::chrono::time_point start_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
                 fmt::ostream out = fmt::output_file(cmd_parser.predict_filename);
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
-                std::chrono::time_point end_time = std::chrono::steady_clock::now();
-                if (plssvm::verbose) {
-                    fmt::print("Write {} predictions in {} to the file '{}'.\n",
-                               predicted_labels.size(),
-                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                               cmd_parser.predict_filename);
-                }
+                const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+                plssvm::detail::log("Write {} predictions in {} to the file '{}'.\n",
+                                    plssvm::detail::tracking_entry{ "predictions_write", "num_predictions", predicted_labels.size() },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "filename", cmd_parser.predict_filename });
             }
 
             // print achieved accuracy (if possible)
@@ -95,5 +95,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 20cebbe07..35b0f0afa 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -11,9 +11,10 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_scale.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/core.h"  // fmt::print, fmt::format
-
+#include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
@@ -21,14 +22,14 @@
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
+    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // create default parameters
         plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: scaling\n{}\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set and scale
         std::visit([&](auto &&data) {
@@ -68,5 +69,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_train.cpp b/src/main_train.cpp
index a87212ffb..2496c3681 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -11,17 +11,22 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_train.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // std::format
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
+#include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>  // std::exception
 #include <iostream>   // std::cerr, std::clog, std::endl
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
+    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
@@ -42,9 +47,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set
         std::visit([&](auto &&data) {
@@ -75,5 +78,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index f442ac741..5b6835724 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -16,6 +16,8 @@
 #include "plssvm/backends/CUDA/svm_kernel.cuh"         // plssvm::cuda::detail::{device_kernel_linear, device_kernel_polynomial, device_kernel_rbf}
 #include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"           // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                    // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"       // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"            // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                        // plssvm::parameter, plssvm::detail::parameter
@@ -53,9 +55,9 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing CUDA as backend.") << std::endl;
-    }
+    plssvm::detail::log("\nUsing CUDA as backend.\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::cuda }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_nvidia }));
 
     // get all available devices wrt the requested target platform
     devices_.resize(detail::get_device_count());
@@ -66,16 +68,14 @@ void csvm::init(const target_platform target) {
         throw backend_exception{ "CUDA backend selected but no CUDA capable devices were found!" };
     }
 
-    if (plssvm::verbose) {
-        // print found CUDA devices
-        std::cout << fmt::format("Found {} CUDA device(s):\n", devices_.size());
-        for (const queue_type &device : devices_) {
-            cudaDeviceProp prop{};
-            cudaGetDeviceProperties(&prop, device);
-            std::cout << fmt::format("  [{}, {}, {}.{}]\n", device, prop.name, prop.major, prop.minor) << std::endl;
-        }
-        std::cout << std::endl;
+    // print found CUDA devices
+    plssvm::detail::log("Found {} CUDA device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    for (const queue_type &device : devices_) {
+        cudaDeviceProp prop{};
+        cudaGetDeviceProperties(&prop, device);
+        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", device, prop.name, prop.major, prop.minor);
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index fd1af74f6..82653592c 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -17,6 +17,8 @@
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 #include "plssvm/detail/assert.hpp"                       // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"              // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                       // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"          // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"               // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                           // plssvm::parameter, plssvm::detail::parameter
@@ -53,9 +55,9 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing HIP as backend.") << std::endl;
-    }
+    plssvm::detail::log("\nUsing HIP as backend.\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::hip }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_amd }));
 
     // get all available devices wrt the requested target platform
     devices_.resize(detail::get_device_count());
@@ -66,16 +68,14 @@ void csvm::init(const target_platform target) {
         throw backend_exception{ "HIP backend selected but no HIP capable devices were found!" };
     }
 
-    if (plssvm::verbose) {
-        // print found HIP devices
-        std::cout << fmt::format("Found {} HIP device(s):\n", devices_.size());
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            hipDeviceProp_t prop{};
-            PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
-            std::cout << fmt::format("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
-        }
-        std::cout << std::endl;
+    // print found HIP devices
+    plssvm::detail::log("Found {} HIP device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        hipDeviceProp_t prop{};
+        PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
+        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", devices_[device], prop.name, prop.major, prop.minor);
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index f26b320ac..64bb9a391 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -18,6 +18,8 @@
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"            // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
@@ -91,13 +93,12 @@ void csvm::init(const target_platform target) {
     }
 
     // print OpenCL info
-    if (verbose) {
-        std::cout << fmt::format("\nUsing OpenCL as backend.\n");
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
-        }
-        std::cout << std::endl;
+    plssvm::detail::log("\nUsing OpenCL as backend.\n");
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
     auto jit_start_time = std::chrono::steady_clock::now();
@@ -108,18 +109,17 @@ void csvm::init(const target_platform target) {
     devices_ = detail::create_command_queues(contexts_, used_target, kernel_names);
 
     auto jit_end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("OpenCL kernel JIT compilation done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time)) << std::endl;
-    }
-
-    if (verbose) {
-        // print found OpenCL devices
-        std::cout << fmt::format("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
-        }
-        std::cout << std::endl;
+    plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
+                        plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
+
+    // print found OpenCL devices
+    plssvm::detail::log("Found {} OpenCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
     }
+    plssvm::detail::log("\n");
 
     // sanity checks for the number of the float OpenCL kernels
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.size() == 3; }),
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 13a989cb4..320c260f5 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -15,6 +15,7 @@
 #include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
 #include "plssvm/detail/sha256.hpp"                         // plssvm::detail::sha256
 #include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::extract_first_integer_from_string
 #include "plssvm/detail/string_utility.hpp"                 // plssvm::detail::replace_all, plssvm::detail::to_lower_case, plssvm::detail::contains
@@ -279,9 +280,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
     }
 
     if (use_cached_binaries != caching_status::success) {
-        if (verbose) {
-            std::cout << fmt::format("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries)) << std::endl;
-        }
+        plssvm::detail::log("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries));
 
         // create and build program
         cl_program program = clCreateProgramWithSource(contexts[0], 1, &kernel_src_ptr, nullptr, &err);
@@ -316,18 +315,14 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
             PLSSVM_ASSERT(out.good(), fmt::format("couldn't create binary cache file ({}) for device {}", cache_dir_name / fmt::format("device_{}.bin", i), i));
             out.write(reinterpret_cast<char *>(binaries[i]), binary_sizes[i]);
         }
-        if (verbose) {
-            std::cout << fmt::format("Cached OpenCL kernel binaries in {}.", cache_dir_name) << std::endl;
-        }
+        plssvm::detail::log("Cached OpenCL kernel binaries in {}.", cache_dir_name);
 
         // release resource
         if (program) {
             PLSSVM_OPENCL_ERROR_CHECK(clReleaseProgram(program), "error releasing OpenCL program resources");
         }
     } else {
-        if (verbose) {
-            std::cout << fmt::format("Using cached OpenCL kernel binaries from {}.", cache_dir_name) << std::endl;
-        }
+        plssvm::detail::log("Using cached OpenCL kernel binaries from {}.", cache_dir_name);
 
         const auto common_read_file = [](const std::filesystem::path &file) -> std::pair<unsigned char *, std::size_t> {
             std::ifstream f{ file };
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 85f734d0c..33b66addf 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -13,7 +13,9 @@
 #include "plssvm/backends/OpenMP/svm_kernel.hpp"  // plssvm::openmp::device_kernel_linear, plssvm::openmp::device_kernel_polynomial, plssvm::openmp::device_kernel_rbf
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
@@ -57,9 +59,9 @@ void csvm::init(const target_platform target) {
         num_omp_threads = omp_get_num_threads();
     }
 
-    if (verbose) {
-        std::cout << fmt::format("\nUsing OpenMP as backend with {} threads.\n\n", num_omp_threads) << std::endl;
-    }
+    plssvm::detail::log("\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::openmp }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::cpu }));
 }
 
 template <typename real_type>
@@ -110,15 +112,13 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     const auto output_iteration_duration = [&]() {
         std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
+        detail::log("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        if (verbose) {
-            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
-        }
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -147,9 +147,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (verbose) {
-                output_iteration_duration();
-            }
+            output_iteration_duration();
             break;
         }
 
@@ -158,18 +156,14 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         // d = beta * d + r
         d = beta * d + r;
 
-        if (verbose) {
-            output_iteration_duration();
-        }
-    }
-    if (verbose) {
-        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
-                                 std::min(iter + 1, max_iter),
-                                 delta,
-                                 eps * eps * delta0,
-                                 average_iteration_time / std::min(iter + 1, max_iter))
-                  << std::endl;
+        output_iteration_duration();
     }
+    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "residuum", delta },
+                detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 68b05e646..ed9a2f737 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -21,12 +21,14 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
-#include "fmt/core.h"     // fmt::print, fmt::format
+#include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 #include "sycl/sycl.hpp"  // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
 
@@ -83,26 +85,29 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
-        }
+    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+                        plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
+                        plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::dpcpp }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
-    if (plssvm::verbose) {
-        // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
-        }
-        std::cout << std::endl;
+    // print found SYCL devices
+    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
@@ -112,7 +117,7 @@ csvm::~csvm() {
             device_synchronize(q);
         }
     } catch (const plssvm::exception &e) {
-        fmt::print("SYCL exception thrown: {}\n", e.what());
+        std::cout << e.what() << std::endl;
         std::terminate();
     }
 }
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 19d529efc..dd1f4f6da 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -21,6 +21,8 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                              // plssvm::parameter, plssvm::detail::parameter
@@ -94,26 +96,29 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
-        }
+    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+                        plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
+                        plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::hipsycl }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
     }
 
-    if (plssvm::verbose) {
-        // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
-        }
-        std::cout << std::endl;
+    // print found SYCL devices
+    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
@@ -122,8 +127,8 @@ csvm::~csvm() {
         for (queue_type &q : devices_) {
             device_synchronize(q);
         }
-    } catch (const plssvm::exception &e) {
-        fmt::print("SYCL exception thrown: {}\n", e.what());
+    } catch (const std::exception &e) {
+        std::cout << e.what() << std::endl;
         std::terminate();
     }
 }
diff --git a/src/plssvm/detail/layout.cpp b/src/plssvm/detail/layout.cpp
index 94da32bdb..4167b1cbd 100644
--- a/src/plssvm/detail/layout.cpp
+++ b/src/plssvm/detail/layout.cpp
@@ -20,9 +20,9 @@ namespace plssvm::detail {
 std::ostream &operator<<(std::ostream &out, const layout_type layout) {
     switch (layout) {
         case layout_type::aos:
-            return out << "Array-of-Structs (AoS)";
+            return out << "Array-of-Structs";
         case layout_type::soa:
-            return out << "Struct-of-Arrays (SoA)";
+            return out << "Struct-of-Arrays";
     }
     return out << "unknown";
 }
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index bcf26242e..c60cfde8e 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -26,8 +26,8 @@
 // check whether the plssvm::detail::layout_type -> std::string conversions are correct
 TEST(Layout, to_string) {
     // check conversion to std::string
-    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::aos, "Array-of-Structs (AoS)");
-    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::soa, "Struct-of-Arrays (SoA)");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::aos, "Array-of-Structs");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::soa, "Struct-of-Arrays");
 }
 TEST(Layout, to_string_unknown) {
     // check conversions to std::string from unknown layout_type

From a77de8a7a5dd9de4c7a6a4c617fa2a071a3632da Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 30 Jan 2023 16:59:31 +0100
Subject: [PATCH 0744/1010] Update README.

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index feb3555e3..1ee2cfaa4 100644
--- a/README.md
+++ b/README.md
@@ -187,6 +187,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file 
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:

From 789753195522249dc2582a1bfd3d1680191c5cf5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:35:28 +0100
Subject: [PATCH 0745/1010] Add an example script to process the YAML file.
 Update README and required Python3 packages accordingly.

---
 README.md                                     |  2 +-
 install/python_requirements.txt               |  4 ++-
 .../performance_tracker_yaml_parser.py        | 33 +++++++++++++++++++
 3 files changed, 37 insertions(+), 2 deletions(-)
 create mode 100644 utility_scripts/performance_tracker_yaml_parser.py

diff --git a/README.md b/README.md
index 1ee2cfaa4..0ba181fb4 100644
--- a/README.md
+++ b/README.md
@@ -187,7 +187,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
-- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file 
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:
diff --git a/install/python_requirements.txt b/install/python_requirements.txt
index 66dc4d9af..215cc3438 100644
--- a/install/python_requirements.txt
+++ b/install/python_requirements.txt
@@ -9,4 +9,6 @@ numpy
 pandas
 arff
 matplotlib
-humanize
\ No newline at end of file
+humanize
+pyyaml
+pint
\ No newline at end of file
diff --git a/utility_scripts/performance_tracker_yaml_parser.py b/utility_scripts/performance_tracker_yaml_parser.py
new file mode 100644
index 000000000..b3da42c72
--- /dev/null
+++ b/utility_scripts/performance_tracker_yaml_parser.py
@@ -0,0 +1,33 @@
+import argparse
+import matplotlib.pyplot as plt
+
+# parse the YAML file
+import yaml
+
+# parse the runtimes given as strings, e.g., '125ms'
+from pint import UnitRegistry
+
+ureg = UnitRegistry()
+ureg.setup_matplotlib(True)
+
+# parse command line arguments
+parser = argparse.ArgumentParser()
+
+parser.add_argument("--tracking_file", help="the YAML file storing the tracked performance", required=True)
+
+args = parser.parse_args()
+
+# read the yaml file
+with open(args.tracking_file) as file:
+    data = list(yaml.safe_load_all(file))
+
+    # plot the total runtimes of training tasks based on the number of data points
+    # NOTE: this example ignores the number of features for an easier plot
+
+    training_data = [d for d in data if d["parameter"]["task"] == "train"]
+    x = [d["data_set_read"]["num_data_points"] for d in training_data]
+    y = [ureg.Quantity(d["total_time"]) for d in training_data]
+
+    # plot the data using matplotlib
+    plt.scatter(x, y)
+    plt.show()

From 20072a50baa066430d4c1c52c63b858273da735a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:45:20 +0100
Subject: [PATCH 0746/1010] Remove TODO.

---
 include/plssvm/constants.hpp | 2 --
 1 file changed, 2 deletions(-)

diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index b6f03d0ac..3b330a1ff 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,8 +15,6 @@
 
 namespace plssvm {
 
-// TODO: replace "verbose" flag with a dedicated logging library?!
-
 /// Per default use a verbose output of all information.
 constexpr bool verbose_default = true;
 /// If `true` use verbose output of information (e.g., runtimes). May be changed by a user.

From c556f1af0b23bd1d8daa23741f6a33426862f0c2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:45:29 +0100
Subject: [PATCH 0747/1010] Add dummy test files.

---
 tests/CMakeLists.txt                 |  2 ++
 tests/detail/logger.cpp              | 15 +++++++++++++++
 tests/detail/performance_tracker.cpp | 15 +++++++++++++++
 3 files changed, 32 insertions(+)
 create mode 100644 tests/detail/logger.cpp
 create mode 100644 tests/detail/performance_tracker.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 5af4e3920..8d17c1851 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -123,7 +123,9 @@ set(PLSSVM_BASE_TEST_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/layout.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/logger.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/operators.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/sha256.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
new file mode 100644
index 000000000..b5ddd94ac
--- /dev/null
+++ b/tests/detail/logger.cpp
@@ -0,0 +1,15 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the logging function.
+ */
+
+#include "plssvm/detail/logger.hpp"
+
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+
+// TODO: implement tests
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
new file mode 100644
index 000000000..463ce730d
--- /dev/null
+++ b/tests/detail/performance_tracker.cpp
@@ -0,0 +1,15 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the performance tracker class.
+ */
+
+#include "plssvm/detail/performance_tracker.hpp"
+
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+
+// TODO: implement tests
\ No newline at end of file

From 332fa3b0227555cdda57a7963d4091b499edfcd3 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Feb 2023 11:21:29 +0100
Subject: [PATCH 0748/1010] Add tests for the logging function.

---
 tests/detail/logger.cpp | 50 +++++++++++++++++++++++++++++++++++++++--
 1 file changed, 48 insertions(+), 2 deletions(-)

diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index b5ddd94ac..efd67ec43 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -10,6 +10,52 @@
 
 #include "plssvm/detail/logger.hpp"
 
-#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+#include "plssvm/constants.hpp"  // plssvm::verbose
 
-// TODO: implement tests
\ No newline at end of file
+#include "../utility.hpp"  // util::redirect_output
+
+#include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
+
+class Logger : public ::testing::Test, public util::redirect_output<> {};
+
+TEST_F(Logger, enabled_logging) {
+    // explicitly enable logging
+    plssvm::verbose = true;
+
+    // log a message
+    plssvm::detail::log("Hello, World!");
+
+    // check captured output
+    EXPECT_EQ(this->get_capture(), "Hello, World!");
+}
+TEST_F(Logger, enabled_logging_with_args) {
+    // explicitly enable logging
+    plssvm::verbose = true;
+
+    // log a message
+    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // check captured output
+    EXPECT_EQ(this->get_capture(), "int: 42, float: 1.5, str: abc");
+}
+
+TEST_F(Logger, disabled_logging) {
+    // explicitly disable logging
+    plssvm::verbose = false;
+
+    // log message
+    plssvm::detail::log("Hello, World!");
+
+    // since logging has been disabled, nothing should have been captured
+    EXPECT_TRUE(this->get_capture().empty());
+}
+TEST_F(Logger, disabled_logging_with_args) {
+    // explicitly disable logging
+    plssvm::verbose = false;
+
+    // log message
+    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // since logging has been disabled, nothing should have been captured
+    EXPECT_TRUE(this->get_capture().empty());
+}
\ No newline at end of file

From a504fa13852a865d61093a375e4d73b5a2a34873 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Feb 2023 14:02:53 +0100
Subject: [PATCH 0749/1010] Split implementation in header an source files.

---
 CMakeLists.txt                                |   1 +
 include/plssvm/detail/performance_tracker.hpp | 175 +++++-------------
 src/plssvm/detail/performance_tracker.cpp     | 152 +++++++++++++++
 tests/detail/performance_tracker.cpp          |  54 +++++-
 4 files changed, 251 insertions(+), 131 deletions(-)
 create mode 100644 src/plssvm/detail/performance_tracker.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index ea5b8d6d0..6b294db7b 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -42,6 +42,7 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 7a2365a08..0b4e4d1be 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -14,39 +14,53 @@
 #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
 #pragma once
 
-#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
-#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
-#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
-#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
-#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
-#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
-#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+#include "plssvm/detail/cmd/parser_predict.hpp"  // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/type_traits.hpp"         // plssvm::detail::remove_cvref_t
 
 #include "fmt/chrono.h"   // format std::chrono types
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // format types with an operator<< overload
 
-#include <fstream>        // std::ofstream
-#include <iostream>       // std::ostream, std::ios_base::app
 #include <string>         // std::string
 #include <string_view>    // std::string_view
 #include <type_traits>    // std::false_type, std::true_type
-#include <unordered_map>  // std::unordered_map
-#include <utility>        // std::move, std::pair
+#include <unordered_map>  // std::unordered_multimap
+#include <utility>        // std::move
 
 namespace plssvm::detail {
 
+/**
+ * @brief A single tracking entry containing a specific category, a unique name, and the actual value to be tracked.
+ * @tparam T the type of the value to be tracked
+ */
 template <typename T>
 struct tracking_entry {
+    /**
+     * @brief Create a new tracking entry.
+     * @param[in] category the category to which this tracking entry belongs; used for grouping in the resulting YAML file
+     * @param[in] name the name of the tracking entry
+     * @param[in] value the tracked value
+     */
     tracking_entry(const std::string_view category, const std::string_view name, const T value) :
         entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
 
+    /// The category to which this tracking entry belongs; used for grouping in the resulting YAML file.
     const std::string entry_category{};
+    /// The name of the tracking entry displayed in the YAML file.
     const std::string_view entry_name{};
+    /// The tracked value in the YAML file.
     const T entry_value{};
 };
 
+/**
+ * @brief Output the tracking @p entry to the given output-stream @p out. Only the tracked value is output **excluding** the category and name.
+ * @tparam T the type of the value tracked in the tracking @p entry
+ * @param[in,out] out the output-stream to write the tracking entry to
+ * @param[in] entry the tracking entry
+ * @return the output-stream
+ */
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
     return out << fmt::format("{}", entry.entry_value);
@@ -54,15 +68,29 @@ std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
 
 namespace impl {
 
+/**
+ * @brief Sets the `value` to `false` since it **isn't** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry : std::false_type {};
+/**
+ * @brief Sets the `value` to `false` since it **is** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
 
 }  // namespace impl
 
+/**
+ * @brief Check whether @p T is a tracking entry. Ignores all top-level const, volatile, and reference qualifiers.
+ * @tparam T the type to check whether it is a tracking entry or not
+ */
 template <typename T>
 struct is_tracking_entry : impl::is_tracking_entry<detail::remove_cvref_t<T>> {};
+/**
+ * @copydoc plssvm::is_tracking_entry
+ * @details A shorthand for `plssvm::is_tracking_entry::value`.
+ */
 template <typename T>
 constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
 
@@ -98,148 +126,35 @@ class performance_tracker {
      *          Adds quotes around the entry's value
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<std::string> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
-    }
-
+    void add_tracking_entry(const tracking_entry<std::string> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
-                                                                       "  kernel_type:                 {}\n"
-                                                                       "  degree:                      {}\n"
-                                                                       "  gamma:                       {}\n"
-                                                                       "  coef0:                       {}\n"
-                                                                       "  cost:                        {}\n"
-                                                                       "  epsilon:                     {}\n"
-                                                                       "  max_iter:                    {}\n"
-                                                                       "  backend:                     {}\n"
-                                                                       "  target:                      {}\n"
-                                                                       "  sycl_kernel_invocation_type: {}\n"
-                                                                       "  sycl_implementation_type:    {}\n"
-                                                                       "  strings_as_labels:           {}\n"
-                                                                       "  float_as_real_type:          {}\n"
-                                                                       "  input_filename:              \"{}\"\n"
-                                                                       "  model_filename:              \"{}\"\n\n",
-                                                                       entry.entry_value.csvm_params.kernel_type.value(),
-                                                                       entry.entry_value.csvm_params.degree.value(),
-                                                                       entry.entry_value.csvm_params.gamma.value(),
-                                                                       entry.entry_value.csvm_params.coef0.value(),
-                                                                       entry.entry_value.csvm_params.cost.value(),
-                                                                       entry.entry_value.epsilon.value(),
-                                                                       entry.entry_value.max_iter.value(),
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_kernel_invocation_type,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
-                                                                       "  backend:                  {}\n"
-                                                                       "  target:                   {}\n"
-                                                                       "  sycl_implementation_type: {}\n"
-                                                                       "  strings_as_labels:        {}\n"
-                                                                       "  float_as_real_type:       {}\n"
-                                                                       "  input_filename:           \"{}\"\n"
-                                                                       "  model_filename:           \"{}\"\n"
-                                                                       "  predict_filename:         \"{}\"\n\n",
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename,
-                                                                       entry.entry_value.predict_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
-                                                                       "  lower:              {}\n"
-                                                                       "  upper:              {}\n"
-                                                                       "  format:             {}\n"
-                                                                       "  strings_as_labels:  {}\n"
-                                                                       "  float_as_real_type: {}\n"
-                                                                       "  input_filename:     \"{}\"\n"
-                                                                       "  scaled_filename:    \"{}\"\n"
-                                                                       "  save_filename:      \"{}\"\n"
-                                                                       "  restore_filename:   \"{}\"\n\n",
-                                                                       entry.entry_value.lower,
-                                                                       entry.entry_value.upper,
-                                                                       entry.entry_value.format,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.scaled_filename,
-                                                                       entry.entry_value.save_filename,
-                                                                       entry.entry_value.restore_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
 
     /**
      * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
      * @details Appends all entries at the end of the file creating a new YAML document.
      * @param[in] filename the file to add the performance tracking results to
      */
-    void save(const std::string filename) {
-        // append the current performance statistics to an already existing file if possible
-        std::ofstream out{ filename, std::ios_base::app };
-        PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
-
-        // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
-        out << "---\n";
-
-        // output metadata information
-        out << fmt::format(
-            "meta_data:\n"
-            "  date:                    \"{}\"\n"
-            "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
-            "  commit:                  {}\n"
-            "  version:                 {}\n"
-            "\n",
-            plssvm::detail::current_date_time(),
-            version::detail::target_platforms,
-            version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
-            version::version);
-
-        // output the actual (performance) statistics
-        std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
-        std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
-        for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
-            // get the current group
-            const std::string &group = group_iter->first;
-            // find the range of all entries in the current group
-            const std::pair key_range = tracking_statistics.equal_range(group);
-
-            // output the group name, if it is not the empty string
-            if (!group.empty()) {
-                out << group << ":\n";
-            }
-            // output all performance statistic entries of the current group
-            for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
-                out << fmt::format("{}", entry_iter->second);
-            }
-            out << '\n';
-        }
-    }
+    void save(const std::string &filename);
 
   private:
     /**
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
new file mode 100644
index 000000000..b7b021e9d
--- /dev/null
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -0,0 +1,152 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/performance_tracker.hpp"
+
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
+#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <fstream>        // std::ofstream
+#include <iostream>       // std::ostream, std::ios_base::app
+#include <string>         // std::string
+#include <unordered_map>  // std::unordered_multimap
+#include <utility>        // std::pair
+
+namespace plssvm::detail {
+
+void performance_tracker::add_tracking_entry(const tracking_entry<std::string> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
+                                                                   "  kernel_type:                 {}\n"
+                                                                   "  degree:                      {}\n"
+                                                                   "  gamma:                       {}\n"
+                                                                   "  coef0:                       {}\n"
+                                                                   "  cost:                        {}\n"
+                                                                   "  epsilon:                     {}\n"
+                                                                   "  max_iter:                    {}\n"
+                                                                   "  backend:                     {}\n"
+                                                                   "  target:                      {}\n"
+                                                                   "  sycl_kernel_invocation_type: {}\n"
+                                                                   "  sycl_implementation_type:    {}\n"
+                                                                   "  strings_as_labels:           {}\n"
+                                                                   "  float_as_real_type:          {}\n"
+                                                                   "  input_filename:              \"{}\"\n"
+                                                                   "  model_filename:              \"{}\"\n\n",
+                                                                   entry.entry_value.csvm_params.kernel_type.value(),
+                                                                   entry.entry_value.csvm_params.degree.value(),
+                                                                   entry.entry_value.csvm_params.gamma.value(),
+                                                                   entry.entry_value.csvm_params.coef0.value(),
+                                                                   entry.entry_value.csvm_params.cost.value(),
+                                                                   entry.entry_value.epsilon.value(),
+                                                                   entry.entry_value.max_iter.value(),
+                                                                   entry.entry_value.backend,
+                                                                   entry.entry_value.target,
+                                                                   entry.entry_value.sycl_kernel_invocation_type,
+                                                                   entry.entry_value.sycl_implementation_type,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.model_filename) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                   "  backend:                  {}\n"
+                                                                   "  target:                   {}\n"
+                                                                   "  sycl_implementation_type: {}\n"
+                                                                   "  strings_as_labels:        {}\n"
+                                                                   "  float_as_real_type:       {}\n"
+                                                                   "  input_filename:           \"{}\"\n"
+                                                                   "  model_filename:           \"{}\"\n"
+                                                                   "  predict_filename:         \"{}\"\n\n",
+                                                                   entry.entry_value.backend,
+                                                                   entry.entry_value.target,
+                                                                   entry.entry_value.sycl_implementation_type,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.model_filename,
+                                                                   entry.entry_value.predict_filename) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
+                                                                   "  lower:              {}\n"
+                                                                   "  upper:              {}\n"
+                                                                   "  format:             {}\n"
+                                                                   "  strings_as_labels:  {}\n"
+                                                                   "  float_as_real_type: {}\n"
+                                                                   "  input_filename:     \"{}\"\n"
+                                                                   "  scaled_filename:    \"{}\"\n"
+                                                                   "  save_filename:      \"{}\"\n"
+                                                                   "  restore_filename:   \"{}\"\n\n",
+                                                                   entry.entry_value.lower,
+                                                                   entry.entry_value.upper,
+                                                                   entry.entry_value.format,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.scaled_filename,
+                                                                   entry.entry_value.save_filename,
+                                                                   entry.entry_value.restore_filename) });
+}
+
+void performance_tracker::save(const std::string &filename) {
+    // append the current performance statistics to an already existing file if possible
+    std::ofstream out{ filename, std::ios_base::app };
+    PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
+
+    // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
+    out << "---\n";
+
+    // output metadata information
+    out << fmt::format(
+        "meta_data:\n"
+        "  date:                    \"{}\"\n"
+        "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
+        "  commit:                  {}\n"
+        "  version:                 {}\n"
+        "\n",
+        plssvm::detail::current_date_time(),
+        version::detail::target_platforms,
+        version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
+        version::version);
+
+    // output the actual (performance) statistics
+    std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
+    std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
+    for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
+        // get the current group
+        const std::string &group = group_iter->first;
+        // find the range of all entries in the current group
+        const std::pair key_range = tracking_statistics.equal_range(group);
+
+        // output the group name, if it is not the empty string
+        if (!group.empty()) {
+            out << group << ":\n";
+        }
+        // output all performance statistic entries of the current group
+        for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
+            out << fmt::format("{}", entry_iter->second);
+        }
+        out << '\n';
+    }
+}
+}  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 463ce730d..2317f45bc 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -10,6 +10,58 @@
 
 #include "plssvm/detail/performance_tracker.hpp"
 
+#include "../naming.hpp"         // naming::label_type_to_name
+#include "../types_to_test.hpp"  // util::label_type_gtest
+#include "../utility.hpp"        // util::redirect_output
+
+#include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
 
-// TODO: implement tests
\ No newline at end of file
+#include <iostream>  // std::cout
+
+template <typename T>
+class TrackingEntry : public ::testing::Test, public util::redirect_output<> {};
+TYPED_TEST_SUITE(TrackingEntry, util::label_type_gtest, naming::label_type_to_name);
+
+TYPED_TEST(TrackingEntry, construct) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // check the values
+    EXPECT_EQ(e.entry_category, "category");
+    EXPECT_EQ(e.entry_name, "name");
+    EXPECT_EQ(e.entry_value, type{});
+}
+
+TYPED_TEST(TrackingEntry, output_operator) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // output the value
+    std::cout << e;
+
+    // check the output value
+    EXPECT_EQ(this->get_capture(), fmt::format("{}", type{}));
+}
+
+TEST(TrackingEntry, is_tracking_entry) {
+    // check whether the provided type is a tracking entry or not, ignoring any top-level const, reference, and volatile qualifiers
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<int>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<int>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<const int &>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<const int &>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<std::string>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<std::string>>);
+
+    // the following types are NOT tracking entries
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<int>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<int>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<const int &>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<const int &>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<std::string>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<std::string>);
+}
\ No newline at end of file

From 26ba464364a831442b3201ca93a26f0bc5b72b0f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 13:12:27 +0100
Subject: [PATCH 0750/1010] Consistently rename run to iter in CG
 implementations.

---
 include/plssvm/backends/gpu_csvm.hpp | 14 +++++++-------
 src/plssvm/backends/OpenMP/csvm.cpp  |  6 +++---
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 1eb225fda..bb83ed693 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -156,7 +156,7 @@ class gpu_csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges) const;
 
     /**
-     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
+     * @brief Select the correct kernel based on the value of @p kernel_ and iter it on the device denoted by @p device.
      * @param[in] device the device ID denoting the device on which the kernel should be executed
      * @param[in] params the SVM parameter used (e.g., kernel_type)
      * @param[in] q_d subvector of the least-squares matrix equation located on the device(s)
@@ -546,9 +546,9 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         average_iteration_time += iteration_duration;
     };
 
-    unsigned long long run = 0;
-    for (; run < max_iter; ++run) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+    unsigned long long iter = 0;
+    for (; iter < max_iter; ++iter) {
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -573,7 +573,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
             x_d[device].copy_to_device(x, 0, dept);
         }
 
-        if (run % 50 == 49) {
+        if (iter % 50 == 49) {
             #pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
@@ -616,11 +616,11 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         output_iteration_duration();
     }
     detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
-                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 33b66addf..d51107c18 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -118,7 +118,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -159,11 +159,11 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         output_iteration_duration();
     }
     detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
-                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);

From 50ff717f9d1c55400538117d34ea73a197b40b66 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 16:30:55 +0100
Subject: [PATCH 0751/1010] Re-enable CMake lines.

---
 CMakeLists.txt | 44 ++++++++++++++++++++++----------------------
 1 file changed, 22 insertions(+), 22 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 6b294db7b..65ed0f93a 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -75,14 +75,14 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ## set library cxx standard
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
-#target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-#        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-#        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-#        -Wextra-semi -Wunreachable-code -Wuninitialized>
-#        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
-#        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-#        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
-#        )
+target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
+        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
+        -Wextra-semi -Wunreachable-code -Wuninitialized>
+        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
+        $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
+        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
+        )
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
@@ -102,20 +102,20 @@ target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 ##                                    check for optional and necessary dependencies                                   ##
 ########################################################################################################################
 # check for OpenMP (not for the backend!)
-#find_package(OpenMP 4.0 QUIET)
-#if (OpenMP_FOUND)
-#    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
-#    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
-#    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
-#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
-#    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
-#else ()
-#    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
-#    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-#            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
-#            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
-#            )
-#endif ()
+find_package(OpenMP 4.0 QUIET)
+if (OpenMP_FOUND)
+    message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
+    set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
+    target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
+    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
+    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
+else ()
+    # disable warning for unknown OpenMP pragmas if no OpenMP could be found
+    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+            $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Wno-unknown-pragmas>
+            $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/wd4068>
+            )
+endif ()
 
 ## setup dependencies
 include(FetchContent)

From 0264c0aa04053e72d0b9498c7c6912fc6fbaac22 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 17:04:37 +0100
Subject: [PATCH 0752/1010] Fix codacy warning.

---
 include/plssvm/detail/performance_tracker.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 0b4e4d1be..2acea1d74 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -43,7 +43,7 @@ struct tracking_entry {
      * @param[in] name the name of the tracking entry
      * @param[in] value the tracked value
      */
-    tracking_entry(const std::string_view category, const std::string_view name, const T value) :
+    tracking_entry(const std::string_view category, const std::string_view name, T value) :
         entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
 
     /// The category to which this tracking entry belongs; used for grouping in the resulting YAML file.

From ce959ac4c81e602d23e9a0caf7e5401c504db11a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Feb 2023 10:02:46 +0100
Subject: [PATCH 0753/1010] Fix typo.

---
 include/plssvm/backends/gpu_csvm.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index bb83ed693..f41ef66c0 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -156,7 +156,7 @@ class gpu_csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges) const;
 
     /**
-     * @brief Select the correct kernel based on the value of @p kernel_ and iter it on the device denoted by @p device.
+     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
      * @param[in] device the device ID denoting the device on which the kernel should be executed
      * @param[in] params the SVM parameter used (e.g., kernel_type)
      * @param[in] q_d subvector of the least-squares matrix equation located on the device(s)
@@ -708,4 +708,4 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
 
 }  // namespace plssvm::detail
 
-#endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_

From 28fedac1121d52cf04fef207ec240152872ea1b8 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:13:59 +0100
Subject: [PATCH 0754/1010] Update main_scale.cpp

---
 src/main_scale.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 35b0f0afa..a88f57ba0 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -22,7 +22,7 @@
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
-    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
 
     try {
         // create default parameters

From c523ee87895c08398df73826739cae10b414cd21 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:14:45 +0100
Subject: [PATCH 0755/1010] Update main_scale.cpp

---
 src/main_scale.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index a88f57ba0..56e64542c 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -70,7 +70,7 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();

From 42c33ac79760fa43d7331581eb827c7816620c29 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:16:18 +0100
Subject: [PATCH 0756/1010] Update main_predict.cpp

---
 src/main_predict.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index e355b5bfb..8ba176de1 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -28,7 +28,7 @@
 #include <vector>     // std::vector
 
 int main(int argc, char *argv[]) {
-    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
 
     try {
         // parse SVM parameter from command line
@@ -96,7 +96,7 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();

From 83fe44456a7daba13e33c76aa84a3cbb541333c6 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:18:41 +0100
Subject: [PATCH 0757/1010] Update main_train.cpp

---
 src/main_train.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main_train.cpp b/src/main_train.cpp
index 2496c3681..deb9dd85f 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -25,7 +25,7 @@
 #include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
-    std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
 
     try {
         // parse SVM parameter from command line
@@ -79,7 +79,7 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();

From a0af2c6964172415bb1f29076baf6e5d054b8d85 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:22:38 +0100
Subject: [PATCH 0758/1010] Update csvm.cpp

---
 src/plssvm/backends/OpenCL/csvm.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 64bb9a391..94d073c2e 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -91,7 +91,7 @@ void csvm::init(const target_platform target) {
     if (contexts_[0].devices.empty()) {
         throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
-
+fu
     // print OpenCL info
     plssvm::detail::log("\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {
@@ -101,14 +101,14 @@ void csvm::init(const target_platform target) {
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
-    auto jit_start_time = std::chrono::steady_clock::now();
+    const auto jit_start_time = std::chrono::steady_clock::now();
 
     // get kernel names
     const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
     // compile all kernels for float and double
     devices_ = detail::create_command_queues(contexts_, used_target, kernel_names);
 
-    auto jit_end_time = std::chrono::steady_clock::now();
+    const auto jit_end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
                         plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
 

From 856fe22d865141f0dd0d2947c263410e8a6ef4b2 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:25:28 +0100
Subject: [PATCH 0759/1010] Update csvm.cpp

---
 src/plssvm/backends/OpenCL/csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 94d073c2e..c6676effe 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -91,7 +91,7 @@ void csvm::init(const target_platform target) {
     if (contexts_[0].devices.empty()) {
         throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
-fu
+
     // print OpenCL info
     plssvm::detail::log("\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {

From bab971cdd0872bb3d5af5f85759f0b5c7e135d0b Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 21 Feb 2023 15:45:39 +0100
Subject: [PATCH 0760/1010] increase GTest discovery time

---
 cmake/discover_tests_with_death_test_filter.cmake | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/cmake/discover_tests_with_death_test_filter.cmake b/cmake/discover_tests_with_death_test_filter.cmake
index d10b7c895..34b7efd59 100644
--- a/cmake/discover_tests_with_death_test_filter.cmake
+++ b/cmake/discover_tests_with_death_test_filter.cmake
@@ -7,9 +7,9 @@
 function(discover_tests_with_death_test_filter test_executable_name)
     if (PLSSVM_ENABLE_DEATH_TESTS)
         # assertions are enabled -> enable Google death tests
-        gtest_discover_tests(${test_executable_name})
+        gtest_discover_tests(${test_executable_name} PROPERTIES DISCOVERY_TIMEOUT 600)
     else ()
         # assertions are disabled -> disable Google death tests
-        gtest_discover_tests(${test_executable_name} TEST_FILTER -*DeathTest*)
+        gtest_discover_tests(${test_executable_name} TEST_FILTER -*DeathTest* PROPERTIES DISCOVERY_TIMEOUT 600)
     endif ()
 endfunction()
\ No newline at end of file

From 5d5dc328eda94c8cfc021b4897b33565ab067d52 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 15:53:54 +0100
Subject: [PATCH 0761/1010] Add missing comma.

---
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index ed9a2f737..27ff5c24e 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -85,7 +85,7 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index dd1f4f6da..adae2935d 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -96,7 +96,7 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {

From a83b39a5734043e29cdbe23bc61f9b3a07205d99 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 16:35:55 +0100
Subject: [PATCH 0762/1010] Move sanity checks from main functions to the
 respective cmd parser functions.

---
 include/plssvm/detail/logger.hpp         |  2 +-
 src/main_predict.cpp                     | 29 ++++++------------
 src/main_scale.cpp                       | 11 ++++---
 src/main_train.cpp                       | 39 +++++-------------------
 src/plssvm/detail/cmd/parser_predict.cpp | 11 ++++++-
 src/plssvm/detail/cmd/parser_train.cpp   | 17 +++++++++++
 6 files changed, 52 insertions(+), 57 deletions(-)

diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index 38d5ae9a5..0ae796de6 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -18,7 +18,7 @@
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 
 #include "fmt/chrono.h"   // format std::chrono types
-#include "fmt/core.h"     // fmt::format
+#include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // format types with an operator<< overload
 
 #include <iostream>     // std::cout
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 8ba176de1..d00f671f3 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -9,15 +9,14 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_predict.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/chrono.h"   // directly print std::chrono literals with fmt
-#include "fmt/color.h"    // fmt::fg, fmt::color::orange
-#include "fmt/format.h"   // fmt::format, fmt::print
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
+
+#include "fmt/os.h"      // fmt::ostream, fmt::output_file
+#include "fmt/format.h"  // fmt::print, fmt::join
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
@@ -32,15 +31,7 @@ int main(int argc, char *argv[]) {
 
     try {
         // parse SVM parameter from command line
-        plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
-
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     cmd_parser.sycl_implementation_type)
-                      << std::endl;
-        }
+        const plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
 
         // output used parameter
         plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
@@ -51,9 +42,9 @@ int main(int argc, char *argv[]) {
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create model
-            plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
+            const plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
             // create default csvm
-            auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
+            const auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
             // predict labels
             const std::vector<label_type> predicted_labels = svm->predict(model, data);
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 56e64542c..e2f246dd8 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -9,10 +9,11 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_scale.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
+
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
@@ -26,7 +27,7 @@ int main(int argc, char *argv[]) {
 
     try {
         // create default parameters
-        plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
+        const plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
         plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
diff --git a/src/main_train.cpp b/src/main_train.cpp
index deb9dd85f..4025bb16f 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -9,14 +9,11 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_train.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/color.h"    // fmt::fg, fmt::color::orange
-#include "fmt/core.h"     // std::format
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_PERFORMANCE_TRACKER_SAVE
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
@@ -31,23 +28,8 @@ int main(int argc, char *argv[]) {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
 
-        // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                                     cmd_parser.sycl_kernel_invocation_type)
-                      << std::endl;
-        }
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     cmd_parser.sycl_implementation_type)
-                      << std::endl;
-        }
-
         // output used parameter
-        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set
         std::visit([&](auto &&data) {
@@ -55,14 +37,9 @@ int main(int argc, char *argv[]) {
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create SVM
-            std::unique_ptr<plssvm::csvm> svm;
-            if (cmd_parser.backend == plssvm::backend_type::sycl) {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params,
-                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
-                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
-            } else {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
-            }
+            const std::unique_ptr<plssvm::csvm> svm = (cmd_parser.backend == plssvm::backend_type::sycl) ? plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params, plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type, plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type)
+                                                                                                         : plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
+
             // learn model
             if (cmd_parser.max_iter.is_default()) {
                 cmd_parser.max_iter = data.num_data_points();
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index e60c31205..af2c1bacc 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -16,13 +16,14 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // fmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
 #include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>   // std::exception
 #include <filesystem>  // std::filesystem::path
-#include <iostream>    // std::cout, std::cerr, std::endl
+#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
 
 namespace plssvm::detail::cmd {
 
@@ -95,6 +96,14 @@ parser_predict::parser_predict(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     // parse SYCL implementation used in the SYCL backend
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+
+    // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_implementation_type != sycl::implementation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                 sycl_implementation_type)
+                  << std::endl;
+    }
 #endif
 
     // parse whether strings should be used as labels
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 453b206b5..77e51c58f 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -21,6 +21,7 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // ffmt::format, fmt::join
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 
@@ -158,8 +159,24 @@ parser_train::parser_train(int argc, char **argv) {
     // parse kernel invocation type when using SYCL as backend
     sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
 
+    // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_kernel_invocation_type != sycl::kernel_invocation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
+                                 sycl_kernel_invocation_type)
+                  << std::endl;
+    }
+
     // parse SYCL implementation used in the SYCL backend
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+
+    // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_implementation_type != sycl::implementation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                 sycl_implementation_type)
+                  << std::endl;
+    }
 #endif
 
     // parse whether strings should be used as labels

From 2a589c230c5ca40d1680d8d8d122b7f962964c85 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 3 Mar 2023 14:53:11 +0100
Subject: [PATCH 0763/1010] Add support for different verbosity levels (WIP) to
 be more LIBSVM conformant.

---
 CMakeLists.txt                                |  1 +
 include/plssvm/backends/gpu_csvm.hpp          | 14 +++-
 include/plssvm/constants.hpp                  |  5 --
 include/plssvm/csvm.hpp                       |  5 +-
 include/plssvm/data_set.hpp                   | 14 ++--
 .../plssvm/detail/io/libsvm_model_parsing.hpp |  6 +-
 include/plssvm/detail/layout.hpp              |  5 +-
 include/plssvm/detail/logger.hpp              | 67 +++++++++++++++--
 include/plssvm/model.hpp                      |  8 +-
 src/main_predict.cpp                          | 24 +++---
 src/main_scale.cpp                            |  8 +-
 src/main_train.cpp                            | 10 ++-
 src/plssvm/backends/CUDA/csvm.cu              | 14 ++--
 src/plssvm/backends/HIP/csvm.hip.cpp          | 14 ++--
 src/plssvm/backends/OpenCL/csvm.cpp           | 21 ++++--
 src/plssvm/backends/OpenCL/detail/utility.cpp | 11 ++-
 src/plssvm/backends/OpenMP/csvm.cpp           | 16 ++--
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       | 18 +++--
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     | 18 +++--
 src/plssvm/detail/cmd/parser_predict.cpp      | 23 +++++-
 src/plssvm/detail/cmd/parser_scale.cpp        | 22 +++++-
 src/plssvm/detail/cmd/parser_train.cpp        | 22 +++++-
 src/plssvm/detail/logger.cpp                  | 75 +++++++++++++++++++
 tests/detail/cmd/parser_predict.cpp           |  6 +-
 tests/detail/cmd/parser_scale.cpp             |  6 +-
 tests/detail/cmd/parser_train.cpp             |  6 +-
 tests/detail/logger.cpp                       | 18 +++--
 27 files changed, 347 insertions(+), 110 deletions(-)
 create mode 100644 src/plssvm/detail/logger.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 65ed0f93a..175143114 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -42,6 +42,7 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/logger.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index f41ef66c0..7f5521822 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -13,10 +13,11 @@
 #define PLSSVM_BACKENDS_GPU_CSVM_HPP_
 #pragma once
 
+#include "plssvm/constants.hpp"                   // plssvm::{THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE}
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/execution_range.hpp"      // plssvm::detail::execution_range
 #include "plssvm/detail/layout.hpp"               // plssvm::detail::{transform_to_layout, layout_type}
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 #include "plssvm/parameter.hpp"                   // plssvm::parameter
 
@@ -542,13 +543,15 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     const auto output_iteration_duration = [&]() {
         auto iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        detail::log("Done in {}.\n", iteration_duration);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -615,12 +618,15 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
 
         output_iteration_duration();
     }
-    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
+    detail::log(verbosity_level::libsvm,
+                "optimization finished, #iter = {}\n", std::min(iter + 1, max_iter));
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index 3b330a1ff..a3f05a6bb 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,11 +15,6 @@
 
 namespace plssvm {
 
-/// Per default use a verbose output of all information.
-constexpr bool verbose_default = true;
-/// If `true` use verbose output of information (e.g., runtimes). May be changed by a user.
-inline bool verbose = verbose_default;
-
 /// Integer type used inside kernels.
 using kernel_index_type = int;  // TODO: remove and replace by backend specific type?
 
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 07f5d7fdb..2cc336a45 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/data_set.hpp"                    // plssvm::data_set
 #include "plssvm/default_value.hpp"               // plssvm::default_value, plssvm::default_init
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/operators.hpp"            // plssvm::operators::sign
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::performance_tracker
 #include "plssvm/detail/type_traits.hpp"          // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
@@ -297,7 +297,8 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
     std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(static_cast<detail::parameter<real_type>>(params), data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n\n",
                 detail::tracking_entry{ "cg", "total_runtime", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return csvm_model;
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 87def26f8..d872536b5 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -17,7 +17,7 @@
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_data, write_arff_data}
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{parse_scaling_factors, read_scaling_factors}
-#include "plssvm/detail/logger.hpp"                      // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                      // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"         // plssvm::detail::tracking_entry
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::contains
@@ -368,7 +368,8 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Write {} scaling factors in {} to the file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Write {} scaling factors in {} to the file '{}'.\n",
                 detail::tracking_entry{ "scaling_factors_write", "num_scaling_factors", scaling_factors.size() },
                 detail::tracking_entry{ "scaling_factors_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
                 detail::tracking_entry{ "scaling_factors_write", "filename", filename });
@@ -593,7 +594,8 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Write {} data points with {} features in {} to the {} file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Write {} data points with {} features in {} to the {} file '{}'.\n",
                 detail::tracking_entry{ "data_set_write", "num_data_points", num_data_points_ },
                 detail::tracking_entry{ "data_set_write", "num_features", num_features_ },
                 detail::tracking_entry{ "data_set_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
@@ -707,7 +709,8 @@ void data_set<T, U>::scale() {
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Scaled the data set to the range [{}, {}] in {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Scaled the data set to the range [{}, {}] in {}.\n",
                 detail::tracking_entry{ "data_set_scale", "lower", lower },
                 detail::tracking_entry{ "data_set_scale", "upper", upper },
                 detail::tracking_entry{ "data_set_scale", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
@@ -760,7 +763,8 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
                 detail::tracking_entry{ "data_set_read", "num_data_points", num_data_points_ },
                 detail::tracking_entry{ "data_set_read", "num_features", num_features_ },
                 detail::tracking_entry{ "data_set_read", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 0811a1777..6abe3545b 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -15,6 +15,7 @@
 
 #include "plssvm/data_set.hpp"        // plssvm::data_set
 #include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"   // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::current_date_time
 #include "plssvm/parameter.hpp"       // plssvm::parameter
 
@@ -27,7 +28,6 @@
 
 #include <algorithm>    // std::min, std::fill
 #include <cstddef>      // std::size_t
-#include <iostream>     // std::cout
 #include <map>          // std::map
 #include <memory>       // std::unique_ptr
 #include <numeric>      // std::accumulate
@@ -333,8 +333,8 @@ template <typename real_type, typename label_type>
                               rho);
 
     // print model header
-    std::cout << '\n'
-              << out_string << '\n';
+    detail::log(verbosity_level::full | verbosity_level::libsvm,
+                "\n{}\n", out_string);
     // write model header to file
     out.print("{}", out_string);
 
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 6f5040e30..4eca21d0d 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -14,7 +14,7 @@
 #pragma once
 
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 
 #include "fmt/chrono.h"   // format std::chrono types
@@ -140,7 +140,8 @@ template <typename real_type>
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Transformed dataset from 2D to 1D {} in {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Transformed dataset from 2D to 1D {} in {}.\n",
                 detail::tracking_entry{ "transform", "layout", layout },
                 detail::tracking_entry{ "transform", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index 0ae796de6..b74e90f09 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -14,7 +14,6 @@
 #define PLSSVM_DETAIL_LOGGER_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                   // plssvm::verbose
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 
 #include "fmt/chrono.h"   // format std::chrono types
@@ -25,20 +24,74 @@
 #include <string_view>  // std::string_view
 #include <utility>      // std::forward
 
-namespace plssvm::detail {
+namespace plssvm {
+
+/**
+ * @brief Enum class for all possible verbosity levels.
+ */
+enum class verbosity_level {
+    /** Nothing is logged to the standard output. */
+    quiet = 0b000,
+    /** Log the same messages as LIBSVM (used for better LIBSVM conformity). */
+    libsvm = 0b001,
+    /** Log all messages related to timing information. */
+    timing = 0b010,
+    /** Log all messages. */
+    full = 0b100
+};
+
+/// The verbosity level used in the logging function. My be changed by the user.
+inline verbosity_level verbosity = verbosity_level::full;
+
+/**
+ * @brief Output the @p verb to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the backend type to
+ * @param[in] verb the verbosity level
+ * @return the output-stream
+ */
+std::ostream &operator<<(std::ostream &out, verbosity_level verb);
+
+/**
+ * @brief Use the input-stream @p in to initialize the @p verb level.
+ * @param[in,out] in input-stream to extract the backend type from
+ * @param[in] verb the verbosity level
+ * @return the input-stream
+ */
+std::istream &operator>>(std::istream &in, verbosity_level &verb);
+
+/**
+ * @brief Bitwise-or to set multiple verbosity levels at once for a logging message.
+ * @param[in] lhs the first verbosity level
+ * @param[in] rhs the second verbosity level
+ * @return the logical-or of the two verbosity levels (`[[nodiscard]]`)
+ */
+[[nodiscard]] verbosity_level operator|(verbosity_level lhs, verbosity_level rhs);
+
+/**
+ * @brief Bitwise-and to check verbosity levels for a logging message.
+ * @param[in] lhs the first verbosity level
+ * @param[in] rhs the second verbosity level
+ * @return the logical-and of the two verbosity levels (`[[nodiscard]]`)
+ */
+[[nodiscard]] verbosity_level operator&(verbosity_level lhs, verbosity_level rhs);
+
+namespace detail {
 
 /**
  * @breif Output the message @p msg filling the {fmt} like placeholders with @p args to the standard output stream.
  * @details If a value in @p Args is of type plssvm::detail::tracking_entry and performance tracking is enabled,
  *          this is also added to the plssvm::detail::performance_tracker.
+ *          Only logs the message if the verbosity level matches the `plssvm::verbosity` level.
  * @tparam Args the types of the placeholder values
+ * @param[in] verb the verbosity level of the message to log; must match the `plssvm::verbosity` level to log the message
  * @param[in] msg the message to print on the standard output stream if requested (i.e., plssvm::verbose is `true`)
  * @param[in] args the values to fill the {fmt}-like placeholders in @p msg
  */
 template <typename... Args>
-void log(const std::string_view msg, Args &&...args) {
-    // output message only if the verbose flag is set to true
-    if (verbose) {
+void log(const verbosity_level verb, const std::string_view msg, Args &&...args) {
+    // if the verbosity level is quiet, nothing is logged
+    // otherwise verb must contain the bit-flag set by plssvm::verbosity
+    if (verbosity != verbosity_level::quiet && (verb & verbosity) != verbosity_level::quiet) {
         std::cout << fmt::format(msg, args...);
     }
 
@@ -51,6 +104,8 @@ void log(const std::string_view msg, Args &&...args) {
      ...);
 }
 
-}  // namespace plssvm::detail
+}  // namespace detail
+
+}  // namespace plssvm
 
 #endif  // PLSSVM_DETAIL_LOGGER_HPP_
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 2931913f3..47111b95e 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -17,7 +17,7 @@
 #include "plssvm/detail/assert.hpp"                   // PLSSVM_ASSERT
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"  // plssvm::detail::io::{parse_libsvm_model_header, write_libsvm_model_data}
 #include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
-#include "plssvm/detail/logger.hpp"                   // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                   // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"      // plssvm::detail::tracking_entry
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
@@ -170,7 +170,8 @@ model<T, U>::model(const std::string &filename) {
     alpha_ptr_ = std::make_shared<decltype(alphas)>(std::move(alphas));
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
                 detail::tracking_entry{ "model_read", "num_support_vectors", num_support_vectors_ },
                 detail::tracking_entry{ "model_read", "num_features", num_features_ },
                 detail::tracking_entry{ "model_read", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
@@ -190,7 +191,8 @@ void model<T, U>::save(const std::string &filename) const {
     detail::io::write_libsvm_model_data(filename, params_, rho_, *alpha_ptr_, data_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
                 detail::tracking_entry{ "model_write", "num_support_vectors", num_support_vectors_ },
                 detail::tracking_entry{ "model_write", "num_features", num_features_ },
                 detail::tracking_entry{ "model_write", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index d00f671f3..53de01a7b 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -12,11 +12,11 @@
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
-#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
-#include "fmt/os.h"      // fmt::ostream, fmt::output_file
 #include "fmt/format.h"  // fmt::print, fmt::join
+#include "fmt/os.h"      // fmt::ostream, fmt::output_file
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
@@ -34,7 +34,9 @@ int main(int argc, char *argv[]) {
         const plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
 
         // output used parameter
-        plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+        plssvm::detail::log(plssvm::verbosity_level::full,
+                            "\ntask: prediction\n{}\n",
+                            plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set
         std::visit([&](auto &&data) {
@@ -56,7 +58,8 @@ int main(int argc, char *argv[]) {
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
                 const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-                plssvm::detail::log("Write {} predictions in {} to the file '{}'.\n",
+                plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                                    "Write {} predictions in {} to the file '{}'.\n",
                                     plssvm::detail::tracking_entry{ "predictions_write", "num_predictions", predicted_labels.size() },
                                     plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
                                     plssvm::detail::tracking_entry{ "predictions_write", "filename", cmd_parser.predict_filename });
@@ -73,10 +76,11 @@ int main(int argc, char *argv[]) {
                     }
                 }
                 // print accuracy
-                fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
-                           static_cast<real_type>(correct) / static_cast<real_type>(data.num_data_points()) * real_type{ 100 },
-                           correct,
-                           data.num_data_points());
+                plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm,
+                                    "Accuracy = {}% ({}/{}) (classification)\n",
+                                    static_cast<real_type>(correct) / static_cast<real_type>(data.num_data_points()) * real_type{ 100 },
+                                    correct,
+                                    data.num_data_points());
             }
         }, plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
@@ -88,7 +92,9 @@ int main(int argc, char *argv[]) {
     }
 
     const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+    plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                        "\nTotal runtime: {}\n",
+                        plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index e2f246dd8..0bf2fbbc0 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -12,7 +12,7 @@
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
-#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
@@ -30,7 +30,8 @@ int main(int argc, char *argv[]) {
         const plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
-        plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+        plssvm::detail::log(plssvm::verbosity_level::full,
+                            "\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set and scale
         std::visit([&](auto &&data) {
@@ -72,7 +73,8 @@ int main(int argc, char *argv[]) {
     }
 
     const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+    plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                        "\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 4025bb16f..a1d518edd 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -12,7 +12,7 @@
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
-#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_PERFORMANCE_TRACKER_SAVE
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
@@ -29,7 +29,9 @@ int main(int argc, char *argv[]) {
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
 
         // output used parameter
-        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
+        plssvm::detail::log(plssvm::verbosity_level::full,
+                            "\ntask: training\n{}\n\n\n",
+                            plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set
         std::visit([&](auto &&data) {
@@ -57,7 +59,9 @@ int main(int argc, char *argv[]) {
     }
 
     const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+    plssvm::detail::log(plssvm::verbosity_level::full,
+                        "\nTotal runtime: {}\n",
+                        plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 5b6835724..5f8345e77 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -16,7 +16,7 @@
 #include "plssvm/backends/CUDA/svm_kernel.cuh"         // plssvm::cuda::detail::{device_kernel_linear, device_kernel_polynomial, device_kernel_rbf}
 #include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"           // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                    // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                    // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"       // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"            // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_function_type
@@ -55,7 +55,8 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    plssvm::detail::log("\nUsing CUDA as backend.\n");
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing CUDA as backend.\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::cuda }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_nvidia }));
 
@@ -69,13 +70,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found CUDA devices
-    plssvm::detail::log("Found {} CUDA device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} CUDA device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
     for (const queue_type &device : devices_) {
         cudaDeviceProp prop{};
         cudaGetDeviceProperties(&prop, device);
-        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", device, prop.name, prop.major, prop.minor);
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}, {}.{}]\n\n", device, prop.name, prop.major, prop.minor);
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 82653592c..0570a0385 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -17,7 +17,7 @@
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 #include "plssvm/detail/assert.hpp"                       // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"              // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                       // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                       // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"          // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"               // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_function_type
@@ -55,7 +55,8 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    plssvm::detail::log("\nUsing HIP as backend.\n");
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing HIP as backend.\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::hip }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_amd }));
 
@@ -69,13 +70,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found HIP devices
-    plssvm::detail::log("Found {} HIP device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} HIP device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         hipDeviceProp_t prop{};
         PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
-        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", devices_[device], prop.name, prop.major, prop.minor);
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}, {}.{}]\n\n", devices_[device], prop.name, prop.major, prop.minor);
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index c6676effe..f9ce00791 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -18,7 +18,7 @@
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"            // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
@@ -93,11 +93,12 @@ void csvm::init(const target_platform target) {
     }
 
     // print OpenCL info
-    plssvm::detail::log("\nUsing OpenCL as backend.\n");
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {
-        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using {} as automatic target platform.\n", used_target);
     }
-    plssvm::detail::log("\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
@@ -109,17 +110,21 @@ void csvm::init(const target_platform target) {
     devices_ = detail::create_command_queues(contexts_, used_target, kernel_names);
 
     const auto jit_end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\nOpenCL kernel JIT compilation done in {}.\n",
                         plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
 
     // print found OpenCL devices
-    plssvm::detail::log("Found {} OpenCL device(s) for the target platform {}:\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} OpenCL device(s) for the target platform {}:\n",
                         plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
                         plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        plssvm::detail::log("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 
     // sanity checks for the number of the float OpenCL kernels
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.size() == 3; }),
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 320c260f5..4555f2232 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -15,7 +15,7 @@
 #include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/sha256.hpp"                         // plssvm::detail::sha256
 #include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::extract_first_integer_from_string
 #include "plssvm/detail/string_utility.hpp"                 // plssvm::detail::replace_all, plssvm::detail::to_lower_case, plssvm::detail::contains
@@ -280,7 +280,8 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
     }
 
     if (use_cached_binaries != caching_status::success) {
-        plssvm::detail::log("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries));
+        plssvm::detail::log(verbosity_level::full,
+                            "Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries));
 
         // create and build program
         cl_program program = clCreateProgramWithSource(contexts[0], 1, &kernel_src_ptr, nullptr, &err);
@@ -315,14 +316,16 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
             PLSSVM_ASSERT(out.good(), fmt::format("couldn't create binary cache file ({}) for device {}", cache_dir_name / fmt::format("device_{}.bin", i), i));
             out.write(reinterpret_cast<char *>(binaries[i]), binary_sizes[i]);
         }
-        plssvm::detail::log("Cached OpenCL kernel binaries in {}.", cache_dir_name);
+        plssvm::detail::log(verbosity_level::full,
+                            "Cached OpenCL kernel binaries in {}.", cache_dir_name);
 
         // release resource
         if (program) {
             PLSSVM_OPENCL_ERROR_CHECK(clReleaseProgram(program), "error releasing OpenCL program resources");
         }
     } else {
-        plssvm::detail::log("Using cached OpenCL kernel binaries from {}.", cache_dir_name);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using cached OpenCL kernel binaries from {}.", cache_dir_name);
 
         const auto common_read_file = [](const std::filesystem::path &file) -> std::pair<unsigned char *, std::size_t> {
             std::ifstream f{ file };
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index d51107c18..8f607f87a 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/backends/OpenMP/svm_kernel.hpp"  // plssvm::openmp::device_kernel_linear, plssvm::openmp::device_kernel_polynomial, plssvm::openmp::device_kernel_rbf
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
@@ -59,7 +59,8 @@ void csvm::init(const target_platform target) {
         num_omp_threads = omp_get_num_threads();
     }
 
-    plssvm::detail::log("\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::openmp }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::cpu }));
 }
@@ -112,13 +113,15 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     const auto output_iteration_duration = [&]() {
         std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        detail::log("Done in {}.\n", iteration_duration);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -158,12 +161,15 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
 
         output_iteration_duration();
     }
-    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
+    detail::log(verbosity_level::libsvm,
+                "optimization finished, #iter = {}\n", std::min(iter + 1, max_iter));
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 27ff5c24e..de53f7429 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -21,7 +21,7 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
@@ -85,13 +85,14 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {
-        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using {} as automatic target platform.\n", used_target);
     }
-    plssvm::detail::log("\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::dpcpp }));
 
@@ -101,13 +102,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found SYCL devices
-    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "\nFound {} SYCL device(s) for the target platform {}:\n",
                         plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
                         plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index adae2935d..6d694ebe6 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -21,7 +21,7 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
@@ -96,13 +96,14 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {
-        plssvm::detail::log("Using {} as automatic target platform.\n", used_target);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using {} as automatic target platform.\n", used_target);
     }
-    plssvm::detail::log("\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::hipsycl }));
 
@@ -112,13 +113,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found SYCL devices
-    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} SYCL device(s) for the target platform {}:\n",
                         plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
                         plssvm::detail::tracking_entry{ "backend", "target_platform", used_target });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index af2c1bacc..3ba5e76d8 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -10,8 +10,8 @@
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"                      // plssvm::verbosity
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
@@ -49,7 +49,8 @@ parser_predict::parser_predict(int argc, char **argv) {
 #endif
             ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
             ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !verbose_default)))
+            ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("v,version", "print version information", cxxopts::value<bool>())
             ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -113,7 +114,23 @@ parser_predict::parser_predict(int argc, char **argv) {
     float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
     // parse whether output is quiet or not
-    plssvm::verbose = !result["quiet"].as<bool>();
+    const bool quiet = result["quiet"].as<bool>();
+
+    // -q/--quiet has precedence over --verbosity
+    if (result["verbosity"].count()) {
+        const verbosity_level verb = result["verbosity"].as<verbosity_level>();
+        if (quiet && verb != verbosity_level::quiet) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set the -q/--quiet flag, but the provided verbosity level isn't \"quiet\"; setting --verbosity={} to --verbosity=quiet",
+                                     verb)
+                      << std::endl;
+            verbosity = verbosity_level::quiet;
+        } else {
+            verbosity = verb;
+        }
+    } else if (quiet) {
+        verbosity = verbosity_level::quiet;
+    }
 
     // parse test data filename
     if (!result.count("test")) {
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 79f8d8405..71f1ef14b 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/constants.hpp"        // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/detail/assert.hpp"    // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"    // plssvm::verbosity
 #include "plssvm/version/version.hpp"  // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
@@ -45,7 +46,8 @@ parser_scale::parser_scale(int argc, char **argv) {
            ("r,restore_filename", "the file from which previous scaling factors should be loaded", cxxopts::value<decltype(restore_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !plssvm::verbose_default)))
+           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
@@ -105,7 +107,23 @@ parser_scale::parser_scale(int argc, char **argv) {
     float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
     // parse whether output is quiet or not
-    plssvm::verbose = !result["quiet"].as<bool>();
+    const bool quiet = result["quiet"].as<bool>();
+
+    // -q/--quiet has precedence over --verbosity
+    if (result["verbosity"].count()) {
+        const verbosity_level verb = result["verbosity"].as<verbosity_level>();
+        if (quiet && verb != verbosity_level::quiet) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set the -q/--quiet flag, but the provided verbosity level isn't \"quiet\"; setting --verbosity={} to --verbosity=quiet",
+                                     verb)
+                      << std::endl;
+            verbosity = verbosity_level::quiet;
+        } else {
+            verbosity = verb;
+        }
+    } else if (quiet) {
+        verbosity = verbosity_level::quiet;
+    }
 
     // parse input data filename
     if (!result.count("input")) {
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 77e51c58f..f00e1e2b0 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -14,6 +14,7 @@
 #include "plssvm/default_value.hpp"                      // plssvm::default_value
 #include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"                      // plssvm::verbosity
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/kernel_function_types.hpp"              // plssvm::kernel_type_to_math_string
@@ -61,7 +62,8 @@ parser_train::parser_train(int argc, char **argv) {
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !verbose_default)))
+           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -186,7 +188,23 @@ parser_train::parser_train(int argc, char **argv) {
     float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
     // parse whether output is quiet or not
-    plssvm::verbose = !result["quiet"].as<bool>();
+    const bool quiet = result["quiet"].as<bool>();
+
+    // -q/--quiet has precedence over --verbosity
+    if (result["verbosity"].count()) {
+        const verbosity_level verb = result["verbosity"].as<verbosity_level>();
+        if (quiet && verb != verbosity_level::quiet) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set the -q/--quiet flag, but the provided verbosity level isn't \"quiet\"; setting --verbosity={} to --verbosity=quiet",
+                                     verb)
+                      << std::endl;
+            verbosity = verbosity_level::quiet;
+        } else {
+            verbosity = verb;
+        }
+    } else if (quiet) {
+        verbosity = verbosity_level::quiet;
+    }
 
     // parse input data filename
     if (!result.count("input")) {
diff --git a/src/plssvm/detail/logger.cpp b/src/plssvm/detail/logger.cpp
new file mode 100644
index 000000000..54a0e54df
--- /dev/null
+++ b/src/plssvm/detail/logger.cpp
@@ -0,0 +1,75 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/logger.hpp"
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
+
+#include "fmt/format.h"  // fmt::format, fmt::join
+
+#include <ios>      // std::ios::failbit
+#include <istream>  // std::istream
+#include <ostream>  // std::ostream
+#include <string>   // std::string
+#include <vector>   // std::vector
+
+namespace plssvm {
+
+std::ostream &operator<<(std::ostream &out, const verbosity_level verb) {
+    if (verb == verbosity_level::quiet) {
+        return out << "quiet";
+    }
+
+    std::vector<std::string_view> level_names;
+
+    // check bit-flags
+    if ((verb & verbosity_level::libsvm) != verbosity_level::quiet) {
+        level_names.push_back("libsvm");
+    }
+    if ((verb & verbosity_level::timing) != verbosity_level::quiet) {
+        level_names.push_back("timing");
+    }
+    if ((verb & verbosity_level::full) != verbosity_level::quiet) {
+        level_names.push_back("full");
+    }
+
+    if (level_names.empty()) {
+        return out << "unknown";
+    } else {
+        return out << fmt::format("{}", fmt::join(level_names, " & "));
+    }
+}
+
+std::istream &operator>>(std::istream &in, verbosity_level &verb) {
+    std::string str;
+    in >> str;
+    detail::to_lower_case(str);
+
+    if (str == "full") {
+        verb = verbosity_level::full;
+    } else if (str == "timing") {
+        verb = verbosity_level::timing;
+    } else if (str == "libsvm") {
+        verb = verbosity_level::libsvm;
+    } else if (str == "quiet") {
+        verb = verbosity_level::quiet;
+    } else {
+        in.setstate(std::ios::failbit);
+    }
+    return in;
+}
+
+verbosity_level operator|(const verbosity_level lhs, const verbosity_level rhs) {
+    return static_cast<verbosity_level>(detail::to_underlying(lhs) | detail::to_underlying(rhs));
+}
+verbosity_level operator&(const verbosity_level lhs, const verbosity_level rhs) {
+    return static_cast<verbosity_level>(detail::to_underlying(lhs) & detail::to_underlying(rhs));
+}
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 4c5428b54..c26082a72 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -10,8 +10,6 @@
 
 #include "plssvm/detail/cmd/parser_predict.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
-
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
@@ -26,6 +24,8 @@
 #include <string>  // std::string
 #include <tuple>   // std::tuple
 
+// TODO: new tests for verbosity_level
+
 class ParserPredict : public util::ParameterBase {};
 class ParserPredictDeathTest : public util::ParameterBase {};
 
@@ -215,7 +215,7 @@ TEST_P(ParserPredictQuiet, parsing) {
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(plssvm::verbose, flag.empty());
+    EXPECT_EQ(plssvm::verbosity, flag.empty() ? plssvm::verbosity_level::full : plssvm::verbosity_level::quiet);
 }
 INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserPredictQuiet>);
 
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index acc399324..a0e1e94f6 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -10,8 +10,6 @@
 
 #include "plssvm/detail/cmd/parser_scale.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
-
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
@@ -26,6 +24,8 @@
 #include <string>   // std::string
 #include <tuple>    // std::tuple
 
+// TODO: new tests for verbosity_level
+
 class ParserScale : public util::ParameterBase {};
 class ParserScaleDeathTest : public util::ParameterBase {};
 
@@ -237,7 +237,7 @@ TEST_P(ParserScaleQuiet, parsing) {
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(plssvm::verbose, flag.empty());
+    EXPECT_EQ(plssvm::verbosity, flag.empty() ? plssvm::verbosity_level::full : plssvm::verbosity_level::quiet);
 }
 INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserScaleQuiet>);
 
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index bea34cc27..0c72cc40d 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -10,8 +10,6 @@
 
 #include "plssvm/detail/cmd/parser_train.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
-
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
@@ -27,6 +25,8 @@
 #include <string>   // std::string
 #include <tuple>    // std::tuple
 
+// TODO: new tests for verbosity_level
+
 class ParserTrain : public util::ParameterBase {};
 class ParserTrainDeathTest : public util::ParameterBase {};
 
@@ -418,7 +418,7 @@ TEST_P(ParserTrainQuiet, parsing) {
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(plssvm::verbose, flag.empty());
+    EXPECT_EQ(plssvm::verbosity, flag.empty() ? plssvm::verbosity_level::full : plssvm::verbosity_level::quiet);
 }
 INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserTrainQuiet>);
 
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index efd67ec43..b71b67196 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -16,24 +16,26 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
 
+// TODO: new tests for verbosity_level
+
 class Logger : public ::testing::Test, public util::redirect_output<> {};
 
 TEST_F(Logger, enabled_logging) {
     // explicitly enable logging
-    plssvm::verbose = true;
+    plssvm::verbosity = plssvm::verbosity_level::full;
 
     // log a message
-    plssvm::detail::log("Hello, World!");
+    plssvm::detail::log(plssvm::verbosity_level::full, "Hello, World!");
 
     // check captured output
     EXPECT_EQ(this->get_capture(), "Hello, World!");
 }
 TEST_F(Logger, enabled_logging_with_args) {
     // explicitly enable logging
-    plssvm::verbose = true;
+    plssvm::verbosity = plssvm::verbosity_level::full;
 
     // log a message
-    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+    plssvm::detail::log(plssvm::verbosity_level::full, "int: {}, float: {}, str: {}", 42, 1.5, "abc");
 
     // check captured output
     EXPECT_EQ(this->get_capture(), "int: 42, float: 1.5, str: abc");
@@ -41,20 +43,20 @@ TEST_F(Logger, enabled_logging_with_args) {
 
 TEST_F(Logger, disabled_logging) {
     // explicitly disable logging
-    plssvm::verbose = false;
+    plssvm::verbosity = plssvm::verbosity_level::quiet;
 
     // log message
-    plssvm::detail::log("Hello, World!");
+    plssvm::detail::log(plssvm::verbosity_level::full, "Hello, World!");
 
     // since logging has been disabled, nothing should have been captured
     EXPECT_TRUE(this->get_capture().empty());
 }
 TEST_F(Logger, disabled_logging_with_args) {
     // explicitly disable logging
-    plssvm::verbose = false;
+    plssvm::verbosity = plssvm::verbosity_level::quiet;
 
     // log message
-    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+    plssvm::detail::log(plssvm::verbosity_level::full, "int: {}, float: {}, str: {}", 42, 1.5, "abc");
 
     // since logging has been disabled, nothing should have been captured
     EXPECT_TRUE(this->get_capture().empty());

From 53d005143a426fcecfbf7721b259bf0cf555d5ed Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 08:48:18 +0100
Subject: [PATCH 0764/1010] Fix tests after plssvm-scale update.

---
 tests/detail/cmd/parser_scale.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index acc399324..efb2f9c5a 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -43,7 +43,7 @@ TEST_F(ParserScale, minimal) {
     EXPECT_FALSE(parser.strings_as_labels);
     EXPECT_FALSE(parser.float_as_real_type);
     EXPECT_EQ(parser.input_filename, "data.libsvm");
-    EXPECT_EQ(parser.scaled_filename, "data.libsvm.scaled");
+    EXPECT_EQ(parser.scaled_filename, "");
     EXPECT_EQ(parser.save_filename, "");
     EXPECT_EQ(parser.restore_filename, "");
 }
@@ -62,7 +62,7 @@ TEST_F(ParserScale, minimal_output) {
         "real_type: double (default)\n"
         "output file format: libsvm\n"
         "input file: 'data.libsvm'\n"
-        "scaled file: 'data.libsvm.scaled'\n"
+        "scaled file: ''\n"
         "save file (scaling factors): ''\n"
         "restore file (scaling factors): ''\n";
     EXPECT_CONVERSION_TO_STRING(parser, correct);

From b31412fa3f495d5bb8e83bf8b0ace5de377f0099 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:13:55 +0100
Subject: [PATCH 0765/1010] Remove duplicated test case.

---
 tests/backend_types.cpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index eb676b1f4..85a62e611 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -29,7 +29,6 @@
 TEST(BackendType, to_string) {
     // check conversions to std::string
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::automatic, "automatic");
-    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::automatic, "automatic");
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::openmp, "openmp");
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::cuda, "cuda");
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::hip, "hip");

From 401cce7175c528c1c5106f92b52b623afe16ee00 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:14:03 +0100
Subject: [PATCH 0766/1010] Add missing include.

---
 tests/detail/cmd/parser_predict.cpp | 2 ++
 tests/detail/cmd/parser_scale.cpp   | 2 ++
 tests/detail/cmd/parser_train.cpp   | 2 ++
 3 files changed, 6 insertions(+)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index c26082a72..f40f22470 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -10,6 +10,8 @@
 
 #include "plssvm/detail/cmd/parser_predict.hpp"
 
+#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 14b0ae4c3..f1bd29719 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -10,6 +10,8 @@
 
 #include "plssvm/detail/cmd/parser_scale.hpp"
 
+#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 0c72cc40d..a66388e44 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -10,6 +10,8 @@
 
 #include "plssvm/detail/cmd/parser_train.hpp"
 
+#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string

From 0dae5507806a382bd789c3771ca741985bc22035 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:14:24 +0100
Subject: [PATCH 0767/1010] Add tests for the verbosity_level enum class.

---
 src/plssvm/detail/logger.cpp |  2 +-
 tests/detail/logger.cpp      | 70 ++++++++++++++++++++++++++++++++++++
 2 files changed, 71 insertions(+), 1 deletion(-)

diff --git a/src/plssvm/detail/logger.cpp b/src/plssvm/detail/logger.cpp
index 54a0e54df..6c1637341 100644
--- a/src/plssvm/detail/logger.cpp
+++ b/src/plssvm/detail/logger.cpp
@@ -42,7 +42,7 @@ std::ostream &operator<<(std::ostream &out, const verbosity_level verb) {
     if (level_names.empty()) {
         return out << "unknown";
     } else {
-        return out << fmt::format("{}", fmt::join(level_names, " & "));
+        return out << fmt::format("{}", fmt::join(level_names, " | "));
     }
 }
 
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index b71b67196..57b634060 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -11,13 +11,83 @@
 #include "plssvm/detail/logger.hpp"
 
 #include "plssvm/constants.hpp"  // plssvm::verbose
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::to_underlying
 
+#include "../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 #include "../utility.hpp"  // util::redirect_output
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
 
+#include <sstream>  // std::istringstream
+
 // TODO: new tests for verbosity_level
 
+// check whether the plssvm::verbosity_level values are power of twos
+TEST(VerbosityLevel, values) {
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::quiet), 0b000);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::libsvm), 0b001);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::timing), 0b010);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full), 0b100);
+}
+// check whether the plssvm::verbosity_level -> std::string conversions are correct
+TEST(VerbosityLevel, to_string) {
+    // check conversions to std::string
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::quiet, "quiet");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::libsvm, "libsvm");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::timing, "timing");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full, "full");
+}
+TEST(VerbosityLevel, to_string_concatenation) {
+    // check conversion to std::string for multiple values
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full | plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm,
+                                "libsvm | timing | full");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                                "timing | full");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm,
+                                "libsvm | full");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm,
+                                "libsvm | timing");
+}
+TEST(VerbosityLevel, to_string_unknown) {
+    // check conversions to std::string from unknown backend_type
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::verbosity_level>(0b1000), "unknown");
+}
+
+// check whether the std::string -> plssvm::verbosity_level conversions are correct
+TEST(VerbosityLevel, from_string) {
+    // check conversion from std::string
+    EXPECT_CONVERSION_FROM_STRING("quiet", plssvm::verbosity_level::quiet);
+    EXPECT_CONVERSION_FROM_STRING("QUIET", plssvm::verbosity_level::quiet);
+    EXPECT_CONVERSION_FROM_STRING("libsvm", plssvm::verbosity_level::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("LIBSVM", plssvm::verbosity_level::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("timing", plssvm::verbosity_level::timing);
+    EXPECT_CONVERSION_FROM_STRING("TIMING", plssvm::verbosity_level::timing);
+    EXPECT_CONVERSION_FROM_STRING("full", plssvm::verbosity_level::full);
+    EXPECT_CONVERSION_FROM_STRING("FULL", plssvm::verbosity_level::full);
+}
+TEST(VerbosityLevel, from_string_unknown) {
+    // foo isn't a valid backend_type
+    std::istringstream input{ "foo" };
+    plssvm::verbosity_level verb;
+    input >> verb;
+    EXPECT_TRUE(input.fail());
+}
+
+TEST(VerbosityLevel, bitwise_or) {
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full | plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm), 0b111);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full | plssvm::verbosity_level::timing), 0b110);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm), 0b101);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm), 0b011);
+}
+TEST(VerbosityLevel, bitwise_and) {
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full & plssvm::verbosity_level::full), 0b100);
+    const plssvm::verbosity_level verb = plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm;
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::quiet), 0b000);
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::libsvm), 0b001);
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::timing), 0b000);
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::full), 0b100);
+}
+
 class Logger : public ::testing::Test, public util::redirect_output<> {};
 
 TEST_F(Logger, enabled_logging) {

From 556a76822f91cd599e4e79267590ffaf44ea519b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:21:13 +0100
Subject: [PATCH 0768/1010] Add additional test case.

---
 tests/detail/logger.cpp | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index 57b634060..2c1af1fe7 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -130,4 +130,16 @@ TEST_F(Logger, disabled_logging_with_args) {
 
     // since logging has been disabled, nothing should have been captured
     EXPECT_TRUE(this->get_capture().empty());
+}
+
+TEST_F(Logger, mismatching_verbosity_level) {
+    // set verbosity_level to libsvm
+    plssvm::verbosity = plssvm::verbosity_level::libsvm;
+
+    // log message with full
+    plssvm::detail::log(plssvm::verbosity_level::full, "Hello, World!");
+    plssvm::detail::log(plssvm::verbosity_level::full, "int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // there should not be any output
+    EXPECT_TRUE(this->get_capture().empty());
 }
\ No newline at end of file

From 96c3152aeb680330166356d6cd31d4d05e7ad980 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:44:43 +0100
Subject: [PATCH 0769/1010] Add cmd tests for the new verbosity flag.

---
 tests/detail/cmd/parser_predict.cpp | 31 +++++++++++++-----
 tests/detail/cmd/parser_scale.cpp   | 40 +++++++++++++++-------
 tests/detail/cmd/parser_train.cpp   | 51 +++++++++++++++++++----------
 3 files changed, 84 insertions(+), 38 deletions(-)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index f40f22470..003f4441d 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -26,8 +26,6 @@
 #include <string>  // std::string
 #include <tuple>   // std::tuple
 
-// TODO: new tests for verbosity_level
-
 class ParserPredict : public util::ParameterBase {};
 class ParserPredictDeathTest : public util::ParameterBase {};
 
@@ -120,7 +118,7 @@ TEST_P(ParserPredictBackend, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, value, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -139,7 +137,7 @@ TEST_P(ParserPredictTargetPlatform, parsing) {
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, value, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -160,7 +158,7 @@ TEST_P(ParserPredictSYCLImplementation, parsing) {
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}={}", flag, value), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, value, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -209,11 +207,28 @@ INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictUseFloatAsRealType, ::testi
                 naming::pretty_print_parameter_flag_and_value<ParserPredictUseFloatAsRealType>);
 // clang-format on
 
+class ParserPredictVerbosity : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserPredictVerbosity, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm", "data.libsvm.model" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(fmt::format("{}", plssvm::verbosity), value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserPredictVerbosity, ::testing::Combine(
+                ::testing::Values("--verbosity"),
+                ::testing::Values("quiet", "libsvm", "timing", "full")),
+                naming::pretty_print_parameter_flag_and_value<ParserPredictVerbosity>);
+// clang-format on
+
 class ParserPredictQuiet : public ParserPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserPredictQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -225,7 +240,7 @@ class ParserPredictHelp : public ParserPredict, public ::testing::WithParamInter
 TEST_P(ParserPredictHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-predict", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -235,7 +250,7 @@ class ParserPredictVersion : public ParserPredict, public ::testing::WithParamIn
 TEST_P(ParserPredictVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-predict", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index f1bd29719..54b99c1bb 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -26,8 +26,6 @@
 #include <string>   // std::string
 #include <tuple>    // std::tuple
 
-// TODO: new tests for verbosity_level
-
 class ParserScale : public util::ParameterBase {};
 class ParserScaleDeathTest : public util::ParameterBase {};
 
@@ -72,7 +70,7 @@ TEST_F(ParserScale, minimal_output) {
 
 TEST_F(ParserScale, all_arguments) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "data.libsvm", "data.libsvm.scaled" });
+    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "full", "data.libsvm", "data.libsvm.scaled" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -87,10 +85,11 @@ TEST_F(ParserScale, all_arguments) {
     EXPECT_EQ(parser.scaled_filename, "data.libsvm.scaled");
     EXPECT_EQ(parser.save_filename, "data.libsvm.save");
     EXPECT_EQ(parser.restore_filename, "");
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::full);
 }
 TEST_F(ParserScale, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "data.libsvm", "data.libsvm.scaled" });
+    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "full", "data.libsvm", "data.libsvm.scaled" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -114,7 +113,7 @@ class ParserScaleLower : public ParserScale, public ::testing::WithParamInterfac
 TEST_P(ParserScaleLower, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -131,7 +130,7 @@ class ParserScaleUpper : public ParserScale, public ::testing::WithParamInterfac
 TEST_P(ParserScaleUpper, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -150,7 +149,7 @@ TEST_P(ParserScaleFileFormat, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::file_format_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -167,7 +166,7 @@ class ParserScaleSaveFilename : public ParserScale, public ::testing::WithParamI
 TEST_P(ParserScaleSaveFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -184,7 +183,7 @@ class ParserScaleRestoreFilename : public ParserScale, public ::testing::WithPar
 TEST_P(ParserScaleRestoreFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -231,11 +230,28 @@ INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleUseFloatAsRealType, ::testing::
                 naming::pretty_print_parameter_flag_and_value<ParserScaleUseFloatAsRealType>);
 // clang-format on
 
+class ParserScaleVerbosity : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserScaleVerbosity, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(fmt::format("{}", plssvm::verbosity), value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleVerbosity, ::testing::Combine(
+                ::testing::Values("--verbosity"),
+                ::testing::Values("quiet", "libsvm", "timing", "full")),
+                naming::pretty_print_parameter_flag_and_value<ParserScaleVerbosity>);
+// clang-format on
+
 class ParserScaleQuiet : public ParserScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserScaleQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -247,7 +263,7 @@ class ParserScaleHelp : public ParserScale, public ::testing::WithParamInterface
 TEST_P(ParserScaleHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-scale", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -257,7 +273,7 @@ class ParserScaleVersion : public ParserScale, public ::testing::WithParamInterf
 TEST_P(ParserScaleVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-scale", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index a66388e44..b5f49a922 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -27,8 +27,6 @@
 #include <string>   // std::string
 #include <tuple>    // std::tuple
 
-// TODO: new tests for verbosity_level
-
 class ParserTrain : public util::ParameterBase {};
 class ParserTrainDeathTest : public util::ParameterBase {};
 
@@ -146,7 +144,7 @@ TEST_P(ParserTrainKernel, parsing) {
     // convert string to kernel_type
     const auto kernel_type = util::convert_from_string<plssvm::kernel_function_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -164,7 +162,7 @@ class ParserTrainDegree : public ParserTrain, public ::testing::WithParamInterfa
 TEST_P(ParserTrainDegree, parsing) {
     const auto &[flag, degree] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", degree), "data.libsvm" });;
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", degree), "data.libsvm" });;
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -182,7 +180,7 @@ class ParserTrainGamma : public ParserTrain, public ::testing::WithParamInterfac
 TEST_P(ParserTrainGamma, parsing) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", gamma), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", gamma), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -200,7 +198,7 @@ class ParserTrainGammaDeathTest : public ParserTrain, public ::testing::WithPara
 TEST_P(ParserTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", gamma), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", gamma), "data.libsvm" });
     // create parser_train object
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
 }
@@ -215,7 +213,7 @@ class ParserTrainCoef0 : public ParserTrain, public ::testing::WithParamInterfac
 TEST_P(ParserTrainCoef0, parsing) {
     const auto &[flag, coef0] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", coef0), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", coef0), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -233,7 +231,7 @@ class ParserTrainCost : public ParserTrain, public ::testing::WithParamInterface
 TEST_P(ParserTrainCost, parsing) {
     const auto &[flag, cost] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", cost), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", cost), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -251,7 +249,7 @@ class ParserTrainEpsilon : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainEpsilon, parsing) {
     const auto &[flag, eps] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", eps), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", eps), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -269,7 +267,7 @@ class ParserTrainMaxIter : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainMaxIter, parsing) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", max_iter), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", max_iter), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -287,7 +285,7 @@ class ParserTrainMaxIterDeathTest : public ParserTrain, public ::testing::WithPa
 TEST_P(ParserTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", max_iter), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", max_iter), "data.libsvm" });
     // create parameter object
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
 }
@@ -304,7 +302,7 @@ TEST_P(ParserTrainBackend, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -323,7 +321,7 @@ TEST_P(ParserTrainTargetPlatform, parsing) {
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -344,7 +342,7 @@ TEST_P(ParserTrainSYCLKernelInvocation, parsing) {
     // convert string to sycl::kernel_invocation_type
     const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl::kernel_invocation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -363,7 +361,7 @@ TEST_P(ParserTrainSYCLImplementation, parsing) {
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -412,11 +410,28 @@ INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainUseFloatAsRealType, ::testing::
                 naming::pretty_print_parameter_flag_and_value<ParserTrainUseFloatAsRealType>);
 // clang-format on
 
+class ParserTrainVerbosity : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainVerbosity, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(fmt::format("{}", plssvm::verbosity), value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainVerbosity, ::testing::Combine(
+                ::testing::Values("--verbosity"),
+                ::testing::Values("quiet", "libsvm", "timing", "full")),
+                naming::pretty_print_parameter_flag_and_value<ParserTrainVerbosity>);
+// clang-format on
+
 class ParserTrainQuiet : public ParserTrain, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserTrainQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -428,7 +443,7 @@ class ParserTrainHelp : public ParserTrain, public ::testing::WithParamInterface
 TEST_P(ParserTrainHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-train", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -438,7 +453,7 @@ class ParserTrainVersion : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-train", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }

From 34edeb5330858e57c4f2ce33c8fc75bda46a1248 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:59:29 +0100
Subject: [PATCH 0770/1010] Add additional cmd test testing simultaneous
 --quiet and --verbosity flags.

---
 tests/detail/cmd/parser_predict.cpp | 10 ++++++++++
 tests/detail/cmd/parser_scale.cpp   | 10 ++++++++++
 tests/detail/cmd/parser_train.cpp   | 10 ++++++++++
 3 files changed, 30 insertions(+)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 003f4441d..5feffef51 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -236,6 +236,16 @@ TEST_P(ParserPredictQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserPredictQuiet>);
 
+class ParserPredictVerbosityAndQuiet : public ParserPredict {};
+TEST_F(ParserPredictVerbosityAndQuiet, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-predict", "--quiet", "--verbosity", "full", "data.libsvm", "data.libsvm.model" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
+    // the quiet flag overrides the verbosity flag
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::quiet);
+}
+
 class ParserPredictHelp : public ParserPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserPredictHelp, parsing) {
     const std::string &flag = GetParam();
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 54b99c1bb..565c61c85 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -259,6 +259,16 @@ TEST_P(ParserScaleQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserScaleQuiet>);
 
+class ParserScaleVerbosityAndQuiet : public ParserScale {};
+TEST_F(ParserScaleVerbosityAndQuiet, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-scale", "--quiet", "--verbosity", "full", "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
+    // the quiet flag overrides the verbosity flag
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::quiet);
+}
+
 class ParserScaleHelp : public ParserScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserScaleHelp, parsing) {
     const std::string &flag = GetParam();
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index b5f49a922..f79a05a49 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -439,6 +439,16 @@ TEST_P(ParserTrainQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserTrainQuiet>);
 
+class ParserTrainVerbosityAndQuiet : public ParserTrain {};
+TEST_F(ParserTrainVerbosityAndQuiet, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-train", "--quiet", "--verbosity", "full", "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
+    // the quiet flag overrides the verbosity flag
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::quiet);
+}
+
 class ParserTrainHelp : public ParserTrain, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserTrainHelp, parsing) {
     const std::string &flag = GetParam();

From 709fe2e4f46fc829af09f192d76b2682e9dcd9d4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 10:22:11 +0100
Subject: [PATCH 0771/1010] Add missing timing verbosity level.

---
 src/plssvm/detail/cmd/parser_predict.cpp | 2 +-
 src/plssvm/detail/cmd/parser_scale.cpp   | 2 +-
 src/plssvm/detail/cmd/parser_train.cpp   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index 3ba5e76d8..ab231dbdd 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -49,7 +49,7 @@ parser_predict::parser_predict(int argc, char **argv) {
 #endif
             ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
             ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-            ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+            ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
             ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("v,version", "print version information", cxxopts::value<bool>())
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 71f1ef14b..32e17aca0 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -46,7 +46,7 @@ parser_scale::parser_scale(int argc, char **argv) {
            ("r,restore_filename", "the file from which previous scaling factors should be loaded", cxxopts::value<decltype(restore_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index f00e1e2b0..ce5fe9a97 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -62,7 +62,7 @@ parser_train::parser_train(int argc, char **argv) {
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())

From eb047297104119a09fc87714f1cc5ac9069d9cbf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 10:22:23 +0100
Subject: [PATCH 0772/1010] Update README and man page content.

---
 README.md                | 3 +++
 docs/plssvm-predict.1.in | 4 ++++
 docs/plssvm-scale.1      | 4 ++++
 docs/plssvm-train.1.in   | 4 ++++
 4 files changed, 15 insertions(+)

diff --git a/README.md b/README.md
index 0ba181fb4..6204358b8 100644
--- a/README.md
+++ b/README.md
@@ -321,6 +321,7 @@ Usage:
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
+      --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
@@ -385,6 +386,7 @@ Usage:
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
+      --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
@@ -421,6 +423,7 @@ Usage:
   -r, --restore_filename arg    the file from which previous scaling factors should be loaded
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
+      --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
diff --git a/docs/plssvm-predict.1.in b/docs/plssvm-predict.1.in
index 1aec25053..8ee517e1c 100644
--- a/docs/plssvm-predict.1.in
+++ b/docs/plssvm-predict.1.in
@@ -30,6 +30,10 @@ must be specified if the labels should be interpreted as strings instead of inte
 .B --use_float_as_real_type arg
 must be specified if float should be used instead of double as floating point type
 
+.TP
+.B --verbosity arg
+choose the level of verbosity: full|timing|libsvm|quiet (default: full)
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)
diff --git a/docs/plssvm-scale.1 b/docs/plssvm-scale.1
index 7f9698a56..6810237ed 100644
--- a/docs/plssvm-scale.1
+++ b/docs/plssvm-scale.1
@@ -40,6 +40,10 @@ must be specified if the labels should be interpreted as strings instead of inte
 .B --use_float_as_real_type arg
 must be specified if float should be used instead of double as floating point type
 
+.TP
+.B --verbosity arg
+choose the level of verbosity: full|timing|libsvm|quiet (default: full)
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)
diff --git a/docs/plssvm-train.1.in b/docs/plssvm-train.1.in
index ead0132e8..d9c3b44c8 100644
--- a/docs/plssvm-train.1.in
+++ b/docs/plssvm-train.1.in
@@ -61,6 +61,10 @@ must be specified if the labels should be interpreted as strings instead of inte
 .B --use_float_as_real_type arg
 must be specified if float should be used instead of double as floating point type
 
+.TP
+.B --verbosity arg
+choose the level of verbosity: full|timing|libsvm|quiet (default: full)
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)

From ce435c20d18c8b02274914040f6049b6a6389870 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 11:31:06 +0100
Subject: [PATCH 0773/1010] Fix compiler warning (shadowing variable
 declaration).

---
 src/main_predict.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 53de01a7b..13fb05bb4 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -52,16 +52,16 @@ int main(int argc, char *argv[]) {
 
             // write prediction file
             {
-                const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point write_start_time = std::chrono::steady_clock::now();
 
                 fmt::ostream out = fmt::output_file(cmd_parser.predict_filename);
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
-                const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point write_end_time = std::chrono::steady_clock::now();
                 plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
                                     "Write {} predictions in {} to the file '{}'.\n",
                                     plssvm::detail::tracking_entry{ "predictions_write", "num_predictions", predicted_labels.size() },
-                                    plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(write_end_time - write_start_time) },
                                     plssvm::detail::tracking_entry{ "predictions_write", "filename", cmd_parser.predict_filename });
             }
 

From f1e9e6daf3fdd37ca64975910850a35915c24f79 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Mar 2023 10:05:14 +0100
Subject: [PATCH 0774/1010] Add the options to explicitly disable or enable a
 specific SYCL implementation during the CMake configuration step.

---
 README.md                               | 11 +++++++++++
 src/plssvm/backends/SYCL/CMakeLists.txt | 20 +++++++++++++++++---
 2 files changed, 28 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index feb3555e3..70d5bfe5a 100644
--- a/README.md
+++ b/README.md
@@ -196,6 +196,17 @@ If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set
   - `PLSSVM_TEST_FILE_NUM_FEATURES` (default: `2000`): the number of features per data point in the test file
 
 If the SYCL backend is available additional options can be set.
+
+- `PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND=ON|OFF|AUTO` (default: `AUTO`):
+  - `ON`: check for hipSYCL as implementation for the SYCL backend and fail if not available
+  - `AUTO`: check for hipSYCL as implementation for the SYCL backend but **do not** fail if not available
+  - `OFF`: do not check for hipSYCL as implementation for the SYCL backend
+
+- `PLSSVM_ENABLE_SYCL_DPCPP_BACKEND=ON|OFF|AUTO` (default: `AUTO`):
+  - `ON`: check for DPC++ as implementation for the SYCL backend and fail if not available
+  - `AUTO`: check for DPC++ as implementation for the SYCL backend but **do not** fail if not available
+  - `OFF`: do not check for DPC++ as implementation for the SYCL backend
+
 To use DPC++ for SYCL simply set the `CMAKE_CXX_COMPILER` to the respective DPC++ clang executable during CMake invocation.
 
 If the SYCL implementation is DPC++ the following additional options are available:
diff --git a/src/plssvm/backends/SYCL/CMakeLists.txt b/src/plssvm/backends/SYCL/CMakeLists.txt
index dec503ad4..c7eb647df 100644
--- a/src/plssvm/backends/SYCL/CMakeLists.txt
+++ b/src/plssvm/backends/SYCL/CMakeLists.txt
@@ -4,6 +4,8 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+include(CMakeDependentOption)
+
 list(APPEND CMAKE_MESSAGE_INDENT "SYCL:  ")
 
 message(CHECK_START "Checking for SYCL backend")
@@ -20,16 +22,28 @@ set(PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS "")
 
 # check if SYCL can be enabled
 ## add hipSYCL
-add_subdirectory(hipSYCL)
+set(PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND ${PLSSVM_ENABLE_SYCL_BACKEND} CACHE STRING "Enable hipSYCL as SYCL Backend")
+set_property(CACHE PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND PROPERTY STRINGS AUTO ON OFF)
+if (PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND)
+    add_subdirectory(hipSYCL)
+endif ()
 ## add DPC++
-add_subdirectory(DPCPP)
+set(PLSSVM_ENABLE_SYCL_DPCPP_BACKEND ${PLSSVM_ENABLE_SYCL_BACKEND} CACHE STRING "Enable DPC++ as SYCL Backend")
+set_property(CACHE PLSSVM_ENABLE_SYCL_DPCPP_BACKEND PROPERTY STRINGS AUTO ON OFF)
+if (PLSSVM_ENABLE_SYCL_DPCPP_BACKEND MATCHES "AUTO" OR PLSSVM_ENABLE_SYCL_DPCPP_BACKEND)
+    add_subdirectory(DPCPP)
+endif ()
 
 
 ## check if ANY SYCL implementation has been found
 if (NOT PLSSVM_SYCL_BACKEND_FOUND_IMPLEMENTATIONS)
     message(CHECK_FAIL "not found")
     if (PLSSVM_ENABLE_SYCL_BACKEND MATCHES "ON")
-        message(SEND_ERROR "Cannot find requested backend: SYCL!")
+        if (PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND MATCHES "OFF" AND PLSSVM_ENABLE_SYCL_DPCPP_BACKEND MATCHES "OFF")
+            message(SEND_ERROR "Set \"PLSSVM_ENABLE_SYCL_BACKEND\" to \"ON\" but disabled all supported SYCL implementations!")
+        else ()
+            message(SEND_ERROR "Cannot find requested backend: SYCL!")
+        endif ()
     endif ()
     return()
 endif ()

From 3b64994f673e2055b91accae586f94a4f08eecf9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Mar 2023 11:03:21 +0100
Subject: [PATCH 0775/1010] Add basic CMake structure.

---
 CMakeLists.txt                 |  9 +++++++++
 bindings/CMakeLists.txt        | 20 ++++++++++++++++++++
 bindings/Python/CMakeLists.txt |  8 ++++++++
 3 files changed, 37 insertions(+)
 create mode 100644 bindings/CMakeLists.txt
 create mode 100644 bindings/Python/CMakeLists.txt

diff --git a/CMakeLists.txt b/CMakeLists.txt
index fa3b44943..8772b5e15 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -543,6 +543,15 @@ if (PLSSVM_ENABLE_TESTING)
 endif ()
 
 
+########################################################################################################################
+##                                              enable language bindings                                              ##
+########################################################################################################################
+option(PLSSVM_ENABLE_LANGUAGE_BINDINGS "Build langauge bindings, e.g., for Python." OFF)
+if (PLSSVM_ENABLE_LANGUAGE_BINDINGS)
+    add_subdirectory(bindings)
+endif ()
+
+
 ########################################################################################################################
 ##                                            print short (backend) summary                                           ##
 ########################################################################################################################
diff --git a/bindings/CMakeLists.txt b/bindings/CMakeLists.txt
new file mode 100644
index 000000000..eb22a08c5
--- /dev/null
+++ b/bindings/CMakeLists.txt
@@ -0,0 +1,20 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+########################################################################################################################
+
+
+include(CMakeDependentOption)
+
+list(APPEND CMAKE_MESSAGE_INDENT "Bindings:  ")
+
+
+# enable Python langauge bindings
+cmake_dependent_option(PLSSVM_ENABLE_PYTHON_BINDINGS "Build langauge bindings for Python." ON "PLSSVM_ENABLE_LANGUAGE_BINDINGS" OFF)
+if (PLSSVM_ENABLE_PYTHON_BINDINGS)
+    add_subdirectory(Python)
+endif ()
+
+
+list(POP_BACK CMAKE_MESSAGE_INDENT)
\ No newline at end of file
diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
new file mode 100644
index 000000000..512746432
--- /dev/null
+++ b/bindings/Python/CMakeLists.txt
@@ -0,0 +1,8 @@
+## Authors: Alexander Van Craen, Marcel Breyer
+## Copyright (C): 2018-today The PLSSVM project - All Rights Reserved
+## License: This file is part of the PLSSVM project which is released under the MIT license.
+##          See the LICENSE.md file in the project root for full license information.
+########################################################################################################################
+
+
+message(STATUS "Building Python language bindings for PLSSVM.")
\ No newline at end of file

From 9a8ca4ebb93d5a23a9979219c9e0375512cfba1a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Mar 2023 09:38:39 +0100
Subject: [PATCH 0776/1010] Add bindings for first enums, classes, and
 functions.

---
 bindings/Python/CMakeLists.txt            | 47 +++++++++++++++++++++-
 bindings/Python/backend_types.cpp         | 23 +++++++++++
 bindings/Python/file_format_types.cpp     | 13 ++++++
 bindings/Python/kernel_function_types.cpp | 17 ++++++++
 bindings/Python/main.cpp                  | 19 +++++++++
 bindings/Python/parameter.cpp             | 49 +++++++++++++++++++++++
 bindings/Python/target_platforms.cpp      | 21 ++++++++++
 7 files changed, 188 insertions(+), 1 deletion(-)
 create mode 100644 bindings/Python/backend_types.cpp
 create mode 100644 bindings/Python/file_format_types.cpp
 create mode 100644 bindings/Python/kernel_function_types.cpp
 create mode 100644 bindings/Python/main.cpp
 create mode 100644 bindings/Python/parameter.cpp
 create mode 100644 bindings/Python/target_platforms.cpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 512746432..0fe498460 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -5,4 +5,49 @@
 ########################################################################################################################
 
 
-message(STATUS "Building Python language bindings for PLSSVM.")
\ No newline at end of file
+message(STATUS "Building Python language bindings for PLSSVM.")
+
+## try finding fmt
+find_package(pybind11 2.10.3 QUIET)
+if (pybind11_FOUND)
+    message(STATUS "Found package pybind11.")
+else ()
+    message(STATUS "Couldn't find package pybind11. Building from source ...")
+    set(PLSSVM_pybind11_VERSION v2.10.3)
+    # fetch pybind11 library for creating Python bindings
+    FetchContent_Declare(pybind11
+            GIT_REPOSITORY https://github.com/pybind/pybind11.git
+            GIT_TAG ${PLSSVM_pybind11_VERSION}
+            GIT_SHALLOW TRUE
+            QUIET
+            )
+    FetchContent_MakeAvailable(pybind11)
+#    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} pybind11)
+    target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
+            $<BUILD_INTERFACE:${pybind11_SOURCE_DIR}/include>
+            $<INSTALL_INTERFACE:include>
+            )
+#    # append pybind11 to installed targets if build from source
+#    list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
+    message(STATUS "Installed pybind11 version ${PLSSVM_pybind11_VERSION}.")
+endif ()
+#target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
+
+set(PLSSVM_PYTHON_BINDINGS_SOURCES
+        ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/kernel_function_types.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/main.cpp
+        )
+
+set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
+pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
+target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
+target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PYBIND11_DETAILED_ERROR_MESSAGES)
+
+find_package(PythonLibs REQUIRED)
+target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${PYTHON_INCLUDE_DIRS})
+target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${GPU_SAMPLER_LIBRARY_NAME})
+
diff --git a/bindings/Python/backend_types.cpp b/bindings/Python/backend_types.cpp
new file mode 100644
index 000000000..211855d84
--- /dev/null
+++ b/bindings/Python/backend_types.cpp
@@ -0,0 +1,23 @@
+#include "plssvm/backend_types.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_backend_types(py::module & m) {
+    // bind enum class
+    py::enum_<plssvm::backend_type>(m, "backend_type")
+        .value("automatic", plssvm::backend_type::automatic)
+        .value("openmp", plssvm::backend_type::openmp)
+        .value("cuda", plssvm::backend_type::cuda)
+        .value("hip", plssvm::backend_type::hip)
+        .value("opencl", plssvm::backend_type::opencl)
+        .value("sycl", plssvm::backend_type::sycl);
+
+    // bind free functions
+    m.def("list_available_backends", &plssvm::list_available_backends);
+    m.def("determine_default_backend", &plssvm::determine_default_backend,
+          py::arg("available_backends") = plssvm::list_available_backends(),
+          py::arg("available_target_platforms") = plssvm::list_available_target_platforms());
+}
\ No newline at end of file
diff --git a/bindings/Python/file_format_types.cpp b/bindings/Python/file_format_types.cpp
new file mode 100644
index 000000000..a545cc6ff
--- /dev/null
+++ b/bindings/Python/file_format_types.cpp
@@ -0,0 +1,13 @@
+#include "plssvm/file_format_types.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_file_format_types(py::module &m) {
+    // bind enum class
+    py::enum_<plssvm::file_format_type>(m, "file_format_type")
+        .value("libsvm", plssvm::file_format_type::libsvm)
+        .value("arff", plssvm::file_format_type::arff);
+}
\ No newline at end of file
diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
new file mode 100644
index 000000000..3910b1f7f
--- /dev/null
+++ b/bindings/Python/kernel_function_types.cpp
@@ -0,0 +1,17 @@
+#include "plssvm/kernel_function_types.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_kernel_function_types(py::module &m) {
+    // bind enum class
+    py::enum_<plssvm::kernel_function_type>(m, "kernel_function_type")
+        .value("linear", plssvm::kernel_function_type::linear)
+        .value("polynomial", plssvm::kernel_function_type::polynomial)
+        .value("rbf", plssvm::kernel_function_type::rbf);
+
+    // bind free functions
+    m.def("kernel_function_type_to_math_string", &plssvm::kernel_function_type_to_math_string);
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
new file mode 100644
index 000000000..2d99f77ff
--- /dev/null
+++ b/bindings/Python/main.cpp
@@ -0,0 +1,19 @@
+#include "pybind11/pybind11.h"  // PYBIND11_MODULE
+
+namespace py = pybind11;
+
+// forward declare binding functions
+void init_target_platforms(py::module &);
+void init_backend_types(py::module &);
+void init_file_format_types(py::module &);
+void init_kernel_function_types(py::module &);
+void init_parameter(py::module &);
+
+PYBIND11_MODULE(plssvm, m) {
+    // NOTE: the order matters. DON'T CHANGE IT!
+    init_target_platforms(m);
+    init_backend_types(m);
+    init_file_format_types(m);
+    init_kernel_function_types(m);
+    init_parameter(m);
+}
\ No newline at end of file
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
new file mode 100644
index 000000000..0b036da6c
--- /dev/null
+++ b/bindings/Python/parameter.cpp
@@ -0,0 +1,49 @@
+#include "plssvm/parameter.hpp"
+
+#include "pybind11/operators.h"  // support for operators
+#include "pybind11/pybind11.h"   // py::module, py::enum_
+#include "pybind11/stl.h"        // support for STL types
+
+#include <sstream>
+
+namespace py = pybind11;
+
+void init_parameter(py::module &m) {
+    const plssvm::parameter default_params{};
+
+    //    py::class_<plssvm::default_init<int>>(m, "default_init")
+    //        .def(py::init<>())
+    //        .def(py::init<int>())
+    //        .def("__repr__", [](const plssvm::default_init<int> &d) { return std::to_string(d.value); });
+    //
+    //    py::class_<plssvm::default_value<int>>(m, "default_value")
+    //        .def(py::init<>())
+    //        .def(py::init<plssvm::default_init<int>>())
+    //        .def("assign", [](int value, plssvm::default_value<int> &self) { self = value; })
+    //        .def("__repr__", [](const plssvm::default_value<int> &d) { return std::to_string(d.value()); });
+
+    py::class_<plssvm::parameter>(m, "parameter")
+        .def(py::init<>())
+        .def(py::init<plssvm::kernel_function_type, int, double, double, double>(),
+             py::arg("kernel_type") = default_params.kernel_type.value(),
+             py::arg("degree") = default_params.degree.value(),
+             py::arg("gamma") = default_params.gamma.value(),
+             py::arg("coef0") = default_params.coef0.value(),
+             py::arg("cost") = default_params.cost.value())
+        .def("equivalent", &plssvm::parameter::equivalent)
+        .def(py::self == py::self)
+        .def(py::self != py::self)
+        .def("__repr__", [](const plssvm::parameter &param) {
+            std::ostringstream os;
+            os << param;
+            return os.str();
+        });
+    // TODO: add direct member access
+
+//        .def_property(
+//            "degree", [](plssvm::parameter &param, int degree) { param.degree = degree; }, [](const plssvm::parameter &param) { return param.degree; });
+    //                .def_readwrite("degree", &plssvm::parameter::degree);
+
+    // bind free functions
+    m.def("equivalent", &plssvm::detail::equivalent<double>);
+}
\ No newline at end of file
diff --git a/bindings/Python/target_platforms.cpp b/bindings/Python/target_platforms.cpp
new file mode 100644
index 000000000..baea57ff1
--- /dev/null
+++ b/bindings/Python/target_platforms.cpp
@@ -0,0 +1,21 @@
+#include "plssvm/target_platforms.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_target_platforms(py::module &m) {
+    // bind enum class
+    py::enum_<plssvm::target_platform>(m, "target_platform")
+        .value("automatic", plssvm::target_platform::automatic)
+        .value("cpu", plssvm::target_platform::cpu)
+        .value("gpu_nvidia", plssvm::target_platform::gpu_nvidia)
+        .value("gpu_amd", plssvm::target_platform::gpu_amd)
+        .value("gpu_intel", plssvm::target_platform::gpu_intel);
+
+    // bind free functions
+    m.def("list_available_target_platforms", &plssvm::list_available_target_platforms);
+    m.def("determine_default_target_platform", &plssvm::determine_default_target_platform,
+          py::arg("platform_device_list") = plssvm::list_available_target_platforms());
+}
\ No newline at end of file

From 68ab6a22e8b1531714c807cee6f8e2011278dc97 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Mar 2023 14:58:08 +0100
Subject: [PATCH 0777/1010] Add basic bindings (limited to <double, int>) for
 the model and data_set classes.

---
 bindings/Python/CMakeLists.txt |  2 ++
 bindings/Python/data_set.cpp   | 48 ++++++++++++++++++++++++++++++++++
 bindings/Python/main.cpp       |  4 +++
 bindings/Python/model.cpp      | 22 ++++++++++++++++
 4 files changed, 76 insertions(+)
 create mode 100644 bindings/Python/data_set.cpp
 create mode 100644 bindings/Python/model.cpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 0fe498460..b16033020 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -39,6 +39,8 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
         ${CMAKE_CURRENT_LIST_DIR}/kernel_function_types.cpp
         ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/model.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
         ${CMAKE_CURRENT_LIST_DIR}/main.cpp
         )
 
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
new file mode 100644
index 000000000..9cf7e38cb
--- /dev/null
+++ b/bindings/Python/data_set.cpp
@@ -0,0 +1,48 @@
+#include "plssvm/data_set.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_data_set(py::module &m) {
+    // TODO: make std::vector<T> opaque? (https://pybind11.readthedocs.io/en/stable/advanced/cast/stl.html)
+    // bind data_set class
+    using data_set_type = plssvm::data_set<double, int>;  // TODO: remove type restriction
+    using size_type = typename data_set_type::size_type;
+
+    // TODO: named args?
+
+    py::class_<data_set_type::scaling::factors>(m, "data_set_scaling_factors")
+        .def(py::init<size_type, double, double>())
+        .def_readonly("feature", &data_set_type::scaling::factors::feature)
+        .def_readonly("lower", &data_set_type::scaling::factors::lower)
+        .def_readonly("upper", &data_set_type::scaling::factors::upper);
+
+    py::class_<data_set_type::scaling>(m, "data_set_scaling")
+        .def(py::init<double, double>())
+        .def(py::init<const std::string &>())
+        .def("save", &data_set_type::scaling::save)
+        .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval)
+        .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors);
+
+    py::class_<data_set_type>(m, "data_set")
+        .def(py::init<const std::string &>())
+        .def(py::init<const std::string &, plssvm::file_format_type>())
+        .def(py::init<const std::string &, data_set_type::scaling>())
+        .def(py::init<const std::string &, plssvm::file_format_type, data_set_type::scaling>())
+        .def(py::init<std::vector<std::vector<double>>>())
+        .def(py::init<std::vector<std::vector<double>>, std::vector<int>>())
+        .def(py::init<std::vector<std::vector<double>>, data_set_type::scaling>())
+        .def(py::init<std::vector<std::vector<double>>, std::vector<int>, data_set_type::scaling>())
+        .def("save", &data_set_type::save)
+        .def("data", &data_set_type::data, py::return_value_policy::reference)
+        .def("has_labels", &data_set_type::has_labels)
+        .def("labels", &data_set_type::labels)
+        .def("different_labels", &data_set_type::different_labels)
+        .def("num_data_points", &data_set_type::num_data_points)
+        .def("num_features", &data_set_type::num_features)
+        .def("num_different_labels", &data_set_type::num_different_labels)
+        .def("is_scaled", &data_set_type::is_scaled)
+        .def("scaling_factors", &data_set_type::scaling_factors);
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 2d99f77ff..b53f4798c 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -8,6 +8,8 @@ void init_backend_types(py::module &);
 void init_file_format_types(py::module &);
 void init_kernel_function_types(py::module &);
 void init_parameter(py::module &);
+void init_model(py::module &);
+void init_data_set(py::module &);
 
 PYBIND11_MODULE(plssvm, m) {
     // NOTE: the order matters. DON'T CHANGE IT!
@@ -16,4 +18,6 @@ PYBIND11_MODULE(plssvm, m) {
     init_file_format_types(m);
     init_kernel_function_types(m);
     init_parameter(m);
+    init_model(m);
+    init_data_set(m);
 }
\ No newline at end of file
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
new file mode 100644
index 000000000..97b3fbe92
--- /dev/null
+++ b/bindings/Python/model.cpp
@@ -0,0 +1,22 @@
+#include "plssvm/model.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_model(py::module &m) {
+    // TODO: make std::vector<T> opaque? (https://pybind11.readthedocs.io/en/stable/advanced/cast/stl.html)
+    // bind model class
+    using model_type = plssvm::model<double, int>; // TODO: remove type restriction
+
+    py::class_<model_type>(m, "model")
+        .def(py::init<const std::string &>())
+        .def("save", &model_type::save)
+        .def("num_support_vectors", &model_type::num_support_vectors)
+        .def("num_features", &model_type::num_features)
+        .def("get_params", &model_type::get_params, py::return_value_policy::reference)
+        .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference)
+        .def("weights", &model_type::weights, py::return_value_policy::reference)
+        .def("rho", &model_type::rho);
+}
\ No newline at end of file

From b13a2bdcccc90e0037557c9ad3847c8681933c7b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Mar 2023 16:16:04 +0100
Subject: [PATCH 0778/1010] Add basic bindings for version information and
 custom exceptions.

---
 bindings/Python/CMakeLists.txt            |  2 ++
 bindings/Python/exceptions/exceptions.cpp | 43 +++++++++++++++++++++++
 bindings/Python/main.cpp                  |  4 +++
 bindings/Python/version/version.cpp       | 20 +++++++++++
 4 files changed, 69 insertions(+)
 create mode 100644 bindings/Python/exceptions/exceptions.cpp
 create mode 100644 bindings/Python/version/version.cpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index b16033020..98dd52c33 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -41,6 +41,8 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
         ${CMAKE_CURRENT_LIST_DIR}/model.cpp
         ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
         ${CMAKE_CURRENT_LIST_DIR}/main.cpp
         )
 
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
new file mode 100644
index 000000000..863b6650a
--- /dev/null
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -0,0 +1,43 @@
+#include "plssvm/exceptions/exceptions.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_exceptions(py::module &m) {
+    // register exceptions
+    static py::exception<plssvm::invalid_parameter_exception> invalid_parameter_exception_exc(m, "invalid_parameter_exception");
+    static py::exception<plssvm::file_reader_exception> file_reader_exception_exc(m, "file_reader_exception");
+    static py::exception<plssvm::data_set_exception> data_set_exception_exc(m, "data_set_exception");
+    static py::exception<plssvm::file_not_found_exception> file_not_found_exception_exc(m, "file_not_found_exception");
+    static py::exception<plssvm::invalid_file_format_exception> invalid_file_format_exception_exc(m, "invalid_file_format_exception");
+    static py::exception<plssvm::unsupported_backend_exception> unsupported_backend_exception_exc(m, "unsupported_backend_exception");
+    static py::exception<plssvm::unsupported_kernel_type_exception> unsupported_kernel_type_exception_exc(m, "unsupported_kernel_type_exception");
+    static py::exception<plssvm::gpu_device_ptr_exception> gpu_device_ptr_exception_exc(m, "gpu_device_ptr_exception");
+
+    // translate exceptions using the what_with_loc message instead of the what message
+    py::register_exception_translator([](std::exception_ptr p) {
+        try {
+            if (p) {
+                std::rethrow_exception(p);
+            }
+        } catch (const plssvm::invalid_parameter_exception &e) {
+            invalid_parameter_exception_exc(e.what_with_loc().c_str());
+        } catch (const plssvm::file_reader_exception &e) {
+            file_reader_exception_exc(e.what_with_loc().c_str());
+        } catch (const plssvm::data_set_exception &e) {
+            data_set_exception_exc(e.what_with_loc().c_str());
+        } catch (const plssvm::file_not_found_exception &e) {
+            file_not_found_exception_exc(e.what_with_loc().c_str());
+        } catch (const plssvm::invalid_file_format_exception &e) {
+            invalid_file_format_exception_exc(e.what_with_loc().c_str());
+        } catch (const plssvm::unsupported_backend_exception &e) {
+            unsupported_backend_exception_exc(e.what_with_loc().c_str());
+        } catch (const plssvm::unsupported_kernel_type_exception &e) {
+            unsupported_kernel_type_exception_exc(e.what_with_loc().c_str());
+        } catch (const plssvm::gpu_device_ptr_exception &e) {
+            gpu_device_ptr_exception_exc(e.what_with_loc().c_str());
+        }
+    });
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index b53f4798c..37c0ee04b 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -10,6 +10,8 @@ void init_kernel_function_types(py::module &);
 void init_parameter(py::module &);
 void init_model(py::module &);
 void init_data_set(py::module &);
+void init_version(py::module &);
+void init_exceptions(py::module &);
 
 PYBIND11_MODULE(plssvm, m) {
     // NOTE: the order matters. DON'T CHANGE IT!
@@ -20,4 +22,6 @@ PYBIND11_MODULE(plssvm, m) {
     init_parameter(m);
     init_model(m);
     init_data_set(m);
+    init_version(m);
+    init_exceptions(m);
 }
\ No newline at end of file
diff --git a/bindings/Python/version/version.cpp b/bindings/Python/version/version.cpp
new file mode 100644
index 000000000..1c22e957a
--- /dev/null
+++ b/bindings/Python/version/version.cpp
@@ -0,0 +1,20 @@
+#include "plssvm/version/version.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+// dummy class
+class version {};
+
+void init_version(py::module &m) {
+    // bind global version information
+    // complexity necessary to enforce read-only
+    py::class_<version>(m, "version")
+        .def_property_readonly_static("name", [](py::object /* self */) { return plssvm::version::name; })
+        .def_property_readonly_static("version", [](py::object /* self */) { return plssvm::version::version; })
+        .def_property_readonly_static("major", [](py::object /* self */) { return plssvm::version::major; })
+        .def_property_readonly_static("minor", [](py::object /* self */) { return plssvm::version::minor; })
+        .def_property_readonly_static("patch", [](py::object /* self */) { return plssvm::version::patch; });
+}
\ No newline at end of file

From 51856b131716eeb9b7fdc3a4428a7e26219c3d15 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 08:48:48 +0100
Subject: [PATCH 0779/1010] Add basic support for the kernel function type
 (double only).

---
 bindings/Python/kernel_function_types.cpp | 26 ++++++++++++++++++++++-
 1 file changed, 25 insertions(+), 1 deletion(-)

diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index 3910b1f7f..9b1b56964 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -1,4 +1,5 @@
 #include "plssvm/kernel_function_types.hpp"
+#include "plssvm/parameter.hpp"
 
 #include "pybind11/pybind11.h"  // py::module, py::enum_
 #include "pybind11/stl.h"       // support for STL types
@@ -14,4 +15,27 @@ void init_kernel_function_types(py::module &m) {
 
     // bind free functions
     m.def("kernel_function_type_to_math_string", &plssvm::kernel_function_type_to_math_string);
-}
\ No newline at end of file
+
+    // TODO: float?
+    const plssvm::parameter params{};
+
+    m.def("linear_kernel_function", &plssvm::kernel_function<plssvm::kernel_function_type::linear, double>);
+    m.def(
+        "polynomial_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const int degree, const double gamma, const double coef0) {
+            return plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x, y, degree, gamma, coef0);
+        },
+        py::arg("x"),
+        py::arg("y"),
+        py::pos_only(),
+        py::arg("degree") = params.degree.value(),
+        py::arg("gamma") = params.gamma.value(),  // TODO: default value
+        py::arg("coef0") = params.coef0.value());
+    m.def(
+        "rbf_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const double gamma) {
+            return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma);
+        },
+        py::arg("x"),
+        py::arg("y"),
+        py::pos_only(),
+        py::arg("gamma") = params.gamma.value());  // TODO: default value
+}

From 06467b5a1c251eb7120647defe5f08b5dd8abe89 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 13:55:59 +0100
Subject: [PATCH 0780/1010] Add (incomplete) bindings for the OpenMP and CUDA
 CSVM classes.

---
 CMakeLists.txt                           |  2 +-
 bindings/Python/CMakeLists.txt           |  6 ++-
 bindings/Python/backends/cuda_csvm.cpp   | 61 ++++++++++++++++++++++++
 bindings/Python/backends/openmp_csvm.cpp | 58 ++++++++++++++++++++++
 bindings/Python/constants.cpp            | 18 +++++++
 bindings/Python/csvm.cpp                 | 18 +++++++
 bindings/Python/main.cpp                 |  8 ++++
 7 files changed, 169 insertions(+), 2 deletions(-)
 create mode 100644 bindings/Python/backends/cuda_csvm.cpp
 create mode 100644 bindings/Python/backends/openmp_csvm.cpp
 create mode 100644 bindings/Python/constants.cpp
 create mode 100644 bindings/Python/csvm.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 8772b5e15..d4d5418d2 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -77,7 +77,7 @@ target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
         -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-        -Wextra-semi -Wunreachable-code -Wuninitialized>
+        -Wextra-semi -Wunreachable-code -Wuninitialized -fPIC>
         $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
         $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 98dd52c33..5718f1473 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -43,12 +43,16 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
         ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
         ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/constants.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/backends/openmp_csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/backends/cuda_csvm.cpp
         ${CMAKE_CURRENT_LIST_DIR}/main.cpp
         )
 
 set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
-target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PUBLIC ${PLSSVM_BASE_LIBRARY_NAME})
+target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PUBLIC ${PLSSVM_ALL_LIBRARY_NAME})
 target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PYBIND11_DETAILED_ERROR_MESSAGES)
 
 find_package(PythonLibs REQUIRED)
diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
new file mode 100644
index 000000000..bf8be72b0
--- /dev/null
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -0,0 +1,61 @@
+#include "plssvm/backends/CUDA/csvm.hpp"
+
+#include "plssvm/detail/utility.hpp"
+
+#include "fmt/core.h"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+#include <memory>  // std::make_unique
+
+namespace py = pybind11;
+
+void init_cuda_csvm(py::module &m) {
+    // TODO: remove type restriction
+    // TODO: own module?
+    // TODO: only if CUDA backend is available
+
+    //    py::class_<plssvm::detail::gpu_csvm<plssvm::cuda::detail::device_ptr, int>, plssvm::csvm>(m, "gpu_cuda_csvm");
+
+    //    py::class_<plssvm::cuda::csvm, plssvm::detail::gpu_csvm<plssvm::cuda::detail::device_ptr, int>>(m, "cuda_csvm") //
+    py::class_<plssvm::cuda::csvm, plssvm::csvm>(m, "cuda_csvm")
+        .def(py::init<>())
+        .def(py::init<plssvm::target_platform>())
+        .def(py::init<plssvm::parameter>())
+        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init([](py::kwargs args) {
+            // check for valid keys
+            constexpr static std::array valid_keys = { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" };
+            for (const auto &[key, value] : args) {
+                if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
+                    throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
+                }
+            }
+
+            // if one of the value named parameter is provided, set the respective value
+            plssvm::parameter params{};
+            if (args.contains("kernel_type")) {
+                params.kernel_type = args["kernel_type"].cast<plssvm::kernel_function_type>();
+            }
+            if (args.contains("degree")) {
+                params.degree = args["degree"].cast<int>();
+            }
+            if (args.contains("gamma")) {
+                params.gamma = args["gamma"].cast<double>();
+            }
+            if (args.contains("coef0")) {
+                params.coef0 = args["coef0"].cast<double>();
+            }
+            if (args.contains("cost")) {
+                params.cost = args["cost"].cast<double>();
+            }
+
+            // TODO: necessary for the Python API?
+            if (args.contains("target_platform")) {
+                return std::make_unique<plssvm::cuda::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            } else {
+                return std::make_unique<plssvm::cuda::csvm>(params);
+            }
+        }));
+}
\ No newline at end of file
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
new file mode 100644
index 000000000..469b480a7
--- /dev/null
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -0,0 +1,58 @@
+#include "plssvm/backends/OpenMP/csvm.hpp"
+
+#include "plssvm/detail/utility.hpp"
+
+#include "fmt/core.h"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+#include <memory>  // std::make_unique
+
+namespace py = pybind11;
+
+void init_openmp_csvm(py::module &m) {
+    // TODO: remove type restriction
+    // TODO: own module?
+    // TODO: only if OpenMP backend is available
+
+    py::class_<plssvm::openmp::csvm, plssvm::csvm>(m, "openmp_csvm")
+        .def(py::init<>())
+        .def(py::init<plssvm::target_platform>())
+        .def(py::init<plssvm::parameter>())
+        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init([](py::kwargs args) {
+            // check for valid keys
+            constexpr static std::array valid_keys = { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" };
+            for (const auto &[key, value] : args) {
+                if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
+                    throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
+                }
+            }
+
+            // if one of the value named parameter is provided, set the respective value
+            plssvm::parameter params{};
+            if (args.contains("kernel_type")) {
+                params.kernel_type = args["kernel_type"].cast<plssvm::kernel_function_type>();
+            }
+            if (args.contains("degree")) {
+                params.degree = args["degree"].cast<int>();
+            }
+            if (args.contains("gamma")) {
+                params.gamma = args["gamma"].cast<double>();
+            }
+            if (args.contains("coef0")) {
+                params.coef0 = args["coef0"].cast<double>();
+            }
+            if (args.contains("cost")) {
+                params.cost = args["cost"].cast<double>();
+            }
+
+            // TODO: necessary for the Python API?
+            if (args.contains("target_platform")) {
+                return std::make_unique<plssvm::openmp::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            } else {
+                return std::make_unique<plssvm::openmp::csvm>(params);
+            }
+        }));
+}
\ No newline at end of file
diff --git a/bindings/Python/constants.cpp b/bindings/Python/constants.cpp
new file mode 100644
index 000000000..2c0653d54
--- /dev/null
+++ b/bindings/Python/constants.cpp
@@ -0,0 +1,18 @@
+#include "plssvm/constants.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+// dummy class
+class verbose {};
+
+void init_constants(py::module &m) {
+    // TODO: other name? (plssvm.verbose.verbose looks ugly)
+    py::class_<verbose>(m, "verbose")
+        .def_property_static(
+            "verbose",
+            [](py::object) { return plssvm::verbose; },
+            [](py::object, const bool verb) { plssvm::verbose = verb; });
+}
\ No newline at end of file
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
new file mode 100644
index 000000000..9c67d73d0
--- /dev/null
+++ b/bindings/Python/csvm.cpp
@@ -0,0 +1,18 @@
+#include "plssvm/csvm.hpp"
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_csvm(py::module &m) {
+    // TODO: remove type restriction
+
+    py::class_<plssvm::csvm>(m, "csvm")
+        .def("get_params", &plssvm::csvm::get_params)
+        //        .def("set_params", &plssvm::csvm::set_params) // TODO: implement
+        .def("fit", &plssvm::csvm::fit<double, int>)
+        .def("predict", &plssvm::csvm::predict<double, int>)  // TODO: variadic template
+        .def("score", py::overload_cast<const plssvm::model<double, int> &>(&plssvm::csvm::score<double, int>, py::const_))
+        .def("score", py::overload_cast<const plssvm::model<double, int> &, const plssvm::data_set<double, int> &>(&plssvm::csvm::score<double, int>, py::const_));
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 37c0ee04b..4eb37eee2 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -3,6 +3,7 @@
 namespace py = pybind11;
 
 // forward declare binding functions
+void init_constants(py::module &);
 void init_target_platforms(py::module &);
 void init_backend_types(py::module &);
 void init_file_format_types(py::module &);
@@ -12,9 +13,13 @@ void init_model(py::module &);
 void init_data_set(py::module &);
 void init_version(py::module &);
 void init_exceptions(py::module &);
+void init_csvm(py::module &);
+void init_openmp_csvm(py::module &);
+void init_cuda_csvm(py::module &);
 
 PYBIND11_MODULE(plssvm, m) {
     // NOTE: the order matters. DON'T CHANGE IT!
+    init_constants(m);
     init_target_platforms(m);
     init_backend_types(m);
     init_file_format_types(m);
@@ -24,4 +29,7 @@ PYBIND11_MODULE(plssvm, m) {
     init_data_set(m);
     init_version(m);
     init_exceptions(m);
+    init_csvm(m);
+    init_openmp_csvm(m);
+    init_cuda_csvm(m);
 }
\ No newline at end of file

From bc0cc6fdc7b6d020033c43e59be072770b9c409d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 17:06:21 +0100
Subject: [PATCH 0781/1010] Improve binding functions.

---
 bindings/Python/constants.cpp             | 14 +----
 bindings/Python/data_set.cpp              | 72 +++++++++++++++++------
 bindings/Python/file_format_types.cpp     |  1 -
 bindings/Python/kernel_function_types.cpp | 22 ++++---
 bindings/Python/model.cpp                 | 15 +++--
 bindings/Python/parameter.cpp             | 23 +++++++-
 6 files changed, 101 insertions(+), 46 deletions(-)

diff --git a/bindings/Python/constants.cpp b/bindings/Python/constants.cpp
index 2c0653d54..56b44fbd9 100644
--- a/bindings/Python/constants.cpp
+++ b/bindings/Python/constants.cpp
@@ -1,18 +1,10 @@
 #include "plssvm/constants.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"  // py::module
 
 namespace py = pybind11;
 
-// dummy class
-class verbose {};
-
 void init_constants(py::module &m) {
-    // TODO: other name? (plssvm.verbose.verbose looks ugly)
-    py::class_<verbose>(m, "verbose")
-        .def_property_static(
-            "verbose",
-            [](py::object) { return plssvm::verbose; },
-            [](py::object, const bool verb) { plssvm::verbose = verb; });
+    // enable or disable verbose output
+    m.def("quiet", [](const bool verb) { plssvm::verbose = !verb; });
 }
\ No newline at end of file
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 9cf7e38cb..bc81040a0 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -1,48 +1,84 @@
 #include "plssvm/data_set.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init, py::return_value_policy
 #include "pybind11/stl.h"       // support for STL types
 
+#include <string>  // std::string
+#include <vector>  // std::vector
+
 namespace py = pybind11;
 
 void init_data_set(py::module &m) {
-    // TODO: make std::vector<T> opaque? (https://pybind11.readthedocs.io/en/stable/advanced/cast/stl.html)
     // bind data_set class
-    using data_set_type = plssvm::data_set<double, int>;  // TODO: remove type restriction
+    using real_type = double;
+    using label_type = std::string;
+    using data_set_type = plssvm::data_set<real_type, label_type>;
     using size_type = typename data_set_type::size_type;
 
-    // TODO: named args?
-
+    // bind the plssvm::data_set::scaling internal "factors" struct
     py::class_<data_set_type::scaling::factors>(m, "data_set_scaling_factors")
-        .def(py::init<size_type, double, double>())
+        .def(py::init<size_type, real_type, real_type>(), py::arg("feature"), py::arg("lower"), py::arg("upper"))
         .def_readonly("feature", &data_set_type::scaling::factors::feature)
         .def_readonly("lower", &data_set_type::scaling::factors::lower)
         .def_readonly("upper", &data_set_type::scaling::factors::upper);
 
+    // bind the plssvm::data_set internal "scaling" struct
     py::class_<data_set_type::scaling>(m, "data_set_scaling")
-        .def(py::init<double, double>())
+        .def(py::init<real_type, real_type>(), py::arg("lower"), py::arg("upper"))
         .def(py::init<const std::string &>())
         .def("save", &data_set_type::scaling::save)
         .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval)
         .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors);
 
+    // bind the data set class
     py::class_<data_set_type>(m, "data_set")
-        .def(py::init<const std::string &>())
-        .def(py::init<const std::string &, plssvm::file_format_type>())
-        .def(py::init<const std::string &, data_set_type::scaling>())
-        .def(py::init<const std::string &, plssvm::file_format_type, data_set_type::scaling>())
-        .def(py::init<std::vector<std::vector<double>>>())
-        .def(py::init<std::vector<std::vector<double>>, std::vector<int>>())
-        .def(py::init<std::vector<std::vector<double>>, data_set_type::scaling>())
-        .def(py::init<std::vector<std::vector<double>>, std::vector<int>, data_set_type::scaling>())
+        .def(py::init([](const std::string &file_name, py::kwargs args) {
+            // check for valid keys
+            constexpr static std::array valid_keys = { "file_format", "scaling" };
+            for (const auto &[key, value] : args) {
+                if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
+                    throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
+                }
+            }
+
+            // call the constructor corresponding to the provided named arguments
+            if (args.contains("file_format") && args.contains("scaling")) {
+                return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), std::move(args["scaling"].cast<data_set_type::scaling>()) };
+            } else if (args.contains("file_format")) {
+                return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
+            } else if (args.contains("scaling")) {
+                return data_set_type{ file_name, std::move(args["scaling"].cast<data_set_type::scaling>()) };
+            } else {
+                return data_set_type{ file_name };
+            }
+        }))
+        .def(py::init([](std::vector<std::vector<real_type>> data, py::list labels, std::optional<data_set_type::scaling> scaling) {
+            std::vector<std::string> tmp(py::len(labels));
+            #pragma omp parallel for
+            for (std::size_t i = 0; i < py::len(labels); ++i) {
+                tmp[i] = labels[i].cast<py::str>().cast<std::string>();
+            }
+            if (scaling.has_value()) {
+                return data_set_type{ std::move(data), std::move(tmp), scaling.value() };
+            } else {
+                return data_set_type{ std::move(data), std::move(tmp) };
+            }
+        }), py::arg("data"), py::arg("labels"), py::pos_only(), py::arg("scaling") = std::nullopt)
+        .def(py::init([](std::vector<std::vector<real_type>> data, std::optional<data_set_type::scaling> scaling) {
+            if (scaling.has_value()) {
+                return data_set_type{ std::move(data), scaling.value() };
+            } else {
+                return data_set_type{ std::move(data) };
+            }
+        }), py::arg("data"), py::pos_only(), py::arg("scaling") = std::nullopt)
         .def("save", &data_set_type::save)
-        .def("data", &data_set_type::data, py::return_value_policy::reference)
+        .def("data", &data_set_type::data, py::return_value_policy::reference_internal)
         .def("has_labels", &data_set_type::has_labels)
-        .def("labels", &data_set_type::labels)
+        .def("labels", &data_set_type::labels, py::return_value_policy::reference_internal)
         .def("different_labels", &data_set_type::different_labels)
         .def("num_data_points", &data_set_type::num_data_points)
         .def("num_features", &data_set_type::num_features)
         .def("num_different_labels", &data_set_type::num_different_labels)
         .def("is_scaled", &data_set_type::is_scaled)
-        .def("scaling_factors", &data_set_type::scaling_factors);
+        .def("scaling_factors", &data_set_type::scaling_factors, py::return_value_policy::reference_internal);
 }
\ No newline at end of file
diff --git a/bindings/Python/file_format_types.cpp b/bindings/Python/file_format_types.cpp
index a545cc6ff..36526bc64 100644
--- a/bindings/Python/file_format_types.cpp
+++ b/bindings/Python/file_format_types.cpp
@@ -1,7 +1,6 @@
 #include "plssvm/file_format_types.hpp"
 
 #include "pybind11/pybind11.h"  // py::module, py::enum_
-#include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
 
diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index 9b1b56964..d460a2a80 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -1,12 +1,17 @@
 #include "plssvm/kernel_function_types.hpp"
-#include "plssvm/parameter.hpp"
+#include "plssvm/parameter.hpp"  // plssvm::parameter
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "fmt/core.h"           // fmt::format
+#include "pybind11/pybind11.h"  // py::module, py::enum_, py::value_error
 #include "pybind11/stl.h"       // support for STL types
 
+#include <optional>  // std::optional, std::nullopt
+#include <vector>    // std::vector
+
 namespace py = pybind11;
 
 void init_kernel_function_types(py::module &m) {
+    // TODO: performance + types (float)?
     // bind enum class
     py::enum_<plssvm::kernel_function_type>(m, "kernel_function_type")
         .value("linear", plssvm::kernel_function_type::linear)
@@ -16,26 +21,25 @@ void init_kernel_function_types(py::module &m) {
     // bind free functions
     m.def("kernel_function_type_to_math_string", &plssvm::kernel_function_type_to_math_string);
 
-    // TODO: float?
     const plssvm::parameter params{};
 
     m.def("linear_kernel_function", &plssvm::kernel_function<plssvm::kernel_function_type::linear, double>);
     m.def(
-        "polynomial_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const int degree, const double gamma, const double coef0) {
-            return plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x, y, degree, gamma, coef0);
+        "polynomial_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const int degree, const std::optional<double> gamma, const double coef0) {
+            return plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x, y, degree, gamma.has_value() ? gamma.value() : 1.0 / x.size(), coef0);
         },
         py::arg("x"),
         py::arg("y"),
         py::pos_only(),
         py::arg("degree") = params.degree.value(),
-        py::arg("gamma") = params.gamma.value(),  // TODO: default value
+        py::arg("gamma") = std::nullopt,
         py::arg("coef0") = params.coef0.value());
     m.def(
-        "rbf_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const double gamma) {
-            return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma);
+        "rbf_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const std::optional<double> gamma) {
+            return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma.has_value() ? gamma.value() : 1.0 / x.size());
         },
         py::arg("x"),
         py::arg("y"),
         py::pos_only(),
-        py::arg("gamma") = params.gamma.value());  // TODO: default value
+        py::arg("gamma") = std::nullopt);
 }
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 97b3fbe92..ec8f2c8d3 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,22 +1,25 @@
 #include "plssvm/model.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::return_value_policy
 #include "pybind11/stl.h"       // support for STL types
 
+#include <string>  // std::string
+
 namespace py = pybind11;
 
 void init_model(py::module &m) {
-    // TODO: make std::vector<T> opaque? (https://pybind11.readthedocs.io/en/stable/advanced/cast/stl.html)
     // bind model class
-    using model_type = plssvm::model<double, int>; // TODO: remove type restriction
+    using real_type = double;
+    using label_type = std::string;
+    using model_type = plssvm::model<real_type, label_type>;
 
     py::class_<model_type>(m, "model")
         .def(py::init<const std::string &>())
         .def("save", &model_type::save)
         .def("num_support_vectors", &model_type::num_support_vectors)
         .def("num_features", &model_type::num_features)
-        .def("get_params", &model_type::get_params, py::return_value_policy::reference)
-        .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference)
-        .def("weights", &model_type::weights, py::return_value_policy::reference)
+        .def("get_params", &model_type::get_params, py::return_value_policy::reference_internal)
+        .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference_internal)
+        .def("weights", &model_type::weights, py::return_value_policy::reference_internal)
         .def("rho", &model_type::rho);
 }
\ No newline at end of file
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 0b036da6c..67dacb402 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -46,4 +46,25 @@ void init_parameter(py::module &m) {
 
     // bind free functions
     m.def("equivalent", &plssvm::detail::equivalent<double>);
-}
\ No newline at end of file
+}
+
+//.def(py::init([](const std::string &file_name, py::kwargs args) {
+//    // check for valid keys
+//    constexpr static std::array valid_keys = { "file_format", "scaling" };
+//    for (const auto &[key, value] : args) {
+//        if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
+//            throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
+//        }
+//    }
+//
+//    // call the constructor corresponding to the provided named arguments
+//    if (args.contains("file_format") && args.contains("scaling")) {
+//        return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), std::move(args["scaling"].cast<data_set_type::scaling>()) };
+//    } else if (args.contains("file_format")) {
+//        return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
+//    } else if (args.contains("scaling")) {
+//        return data_set_type{ file_name, std::move(args["scaling"].cast<data_set_type::scaling>()) };
+//    } else {
+//        return data_set_type{ file_name };
+//    }
+//}))
\ No newline at end of file

From 8aa1b7f1e15962bf0837a94913176caba7eb7d87 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 20:04:37 +0100
Subject: [PATCH 0782/1010] Move common function to header file.

---
 bindings/Python/CMakeLists.txt |  1 +
 bindings/Python/data_set.cpp   | 31 +++++++++++++++++++------------
 bindings/Python/utility.hpp    | 24 ++++++++++++++++++++++++
 3 files changed, 44 insertions(+), 12 deletions(-)
 create mode 100644 bindings/Python/utility.hpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 5718f1473..503328f24 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -52,6 +52,7 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
 
 set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
+target_include_directories(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PUBLIC ${CMAKE_CURRENT_LIST_DIR})
 target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PUBLIC ${PLSSVM_ALL_LIBRARY_NAME})
 target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PYBIND11_DETAILED_ERROR_MESSAGES)
 
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index bc81040a0..8228c841e 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -1,12 +1,17 @@
 #include "plssvm/data_set.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init, py::return_value_policy
+#include "utility.hpp"  // check_kwargs_for_correctness
+
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only
 #include "pybind11/stl.h"       // support for STL types
 
-#include <string>  // std::string
-#include <vector>  // std::vector
+#include <optional>  // std::optional, std::nullopt
+#include <string>    // std::string
+#include <utility>   // std::move
+#include <vector>    // std::vector
 
 namespace py = pybind11;
+using namespace std::literals;
 
 void init_data_set(py::module &m) {
     // bind data_set class
@@ -34,12 +39,7 @@ void init_data_set(py::module &m) {
     py::class_<data_set_type>(m, "data_set")
         .def(py::init([](const std::string &file_name, py::kwargs args) {
             // check for valid keys
-            constexpr static std::array valid_keys = { "file_format", "scaling" };
-            for (const auto &[key, value] : args) {
-                if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
-                    throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
-                }
-            }
+            check_kwargs_for_correctness(args, { "file_format"sv, "scaling"sv });
 
             // call the constructor corresponding to the provided named arguments
             if (args.contains("file_format") && args.contains("scaling")) {
@@ -55,7 +55,7 @@ void init_data_set(py::module &m) {
         .def(py::init([](std::vector<std::vector<real_type>> data, py::list labels, std::optional<data_set_type::scaling> scaling) {
             std::vector<std::string> tmp(py::len(labels));
             #pragma omp parallel for
-            for (std::size_t i = 0; i < py::len(labels); ++i) {
+            for (std::vector<std::string>::size_type i = 0; i < py::len(labels); ++i) {
                 tmp[i] = labels[i].cast<py::str>().cast<std::string>();
             }
             if (scaling.has_value()) {
@@ -63,14 +63,21 @@ void init_data_set(py::module &m) {
             } else {
                 return data_set_type{ std::move(data), std::move(tmp) };
             }
-        }), py::arg("data"), py::arg("labels"), py::pos_only(), py::arg("scaling") = std::nullopt)
+            }),
+            py::arg("data"),
+            py::arg("labels"),
+            py::pos_only(),
+            py::arg("scaling") = std::nullopt)
         .def(py::init([](std::vector<std::vector<real_type>> data, std::optional<data_set_type::scaling> scaling) {
             if (scaling.has_value()) {
                 return data_set_type{ std::move(data), scaling.value() };
             } else {
                 return data_set_type{ std::move(data) };
             }
-        }), py::arg("data"), py::pos_only(), py::arg("scaling") = std::nullopt)
+            }),
+            py::arg("data"),
+            py::pos_only(),
+            py::arg("scaling") = std::nullopt)
         .def("save", &data_set_type::save)
         .def("data", &data_set_type::data, py::return_value_policy::reference_internal)
         .def("has_labels", &data_set_type::has_labels)
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
new file mode 100644
index 000000000..771b9a500
--- /dev/null
+++ b/bindings/Python/utility.hpp
@@ -0,0 +1,24 @@
+#ifndef PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_
+#define PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_
+#pragma once
+
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+
+#include "fmt/format.h"         // std::format
+#include "pybind11/pybind11.h"  // py::kwargs, py::value_error
+#include "pybind11/stl.h"       // support for STL types
+
+#include <string_view>  // std::string_view
+#include <vector>       // std::vector
+
+namespace py = pybind11;
+
+inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std::string_view> valid_named_args) {
+    for (const auto &[key, value] : args) {
+        if (!plssvm::detail::contains(valid_named_args, key.cast<std::string_view>())) {
+            throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string_view>(), value.cast<std::string_view>()));
+        }
+    }
+}
+
+#endif  // PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_

From c69e54ba0cbc94eaa9fd312448e671ac1b460a6e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 20:05:17 +0100
Subject: [PATCH 0783/1010] Add TODO.

---
 bindings/Python/data_set.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 8228c841e..0df66b8c1 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -53,6 +53,7 @@ void init_data_set(py::module &m) {
             }
         }))
         .def(py::init([](std::vector<std::vector<real_type>> data, py::list labels, std::optional<data_set_type::scaling> scaling) {
+            // TODO: investigate performance implications?
             std::vector<std::string> tmp(py::len(labels));
             #pragma omp parallel for
             for (std::vector<std::string>::size_type i = 0; i < py::len(labels); ++i) {

From 4f6b458a2d4cd44b993e2befd62cb040ea569d70 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 20:26:52 +0100
Subject: [PATCH 0784/1010] Add Python properties for the plssvm::parameter
 member variables.

---
 bindings/Python/parameter.cpp | 76 +++++++++++++----------------------
 1 file changed, 29 insertions(+), 47 deletions(-)

diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 67dacb402..13280f56a 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -1,27 +1,15 @@
 #include "plssvm/parameter.hpp"
 
 #include "pybind11/operators.h"  // support for operators
-#include "pybind11/pybind11.h"   // py::module, py::enum_
+#include "pybind11/pybind11.h"   // py::module, py::class_, py::init, py::arg, py::return_value_policy, py::self
 #include "pybind11/stl.h"        // support for STL types
 
-#include <sstream>
-
 namespace py = pybind11;
 
 void init_parameter(py::module &m) {
     const plssvm::parameter default_params{};
 
-    //    py::class_<plssvm::default_init<int>>(m, "default_init")
-    //        .def(py::init<>())
-    //        .def(py::init<int>())
-    //        .def("__repr__", [](const plssvm::default_init<int> &d) { return std::to_string(d.value); });
-    //
-    //    py::class_<plssvm::default_value<int>>(m, "default_value")
-    //        .def(py::init<>())
-    //        .def(py::init<plssvm::default_init<int>>())
-    //        .def("assign", [](int value, plssvm::default_value<int> &self) { self = value; })
-    //        .def("__repr__", [](const plssvm::default_value<int> &d) { return std::to_string(d.value()); });
-
+    // bind parameter class
     py::class_<plssvm::parameter>(m, "parameter")
         .def(py::init<>())
         .def(py::init<plssvm::kernel_function_type, int, double, double, double>(),
@@ -30,41 +18,35 @@ void init_parameter(py::module &m) {
              py::arg("gamma") = default_params.gamma.value(),
              py::arg("coef0") = default_params.coef0.value(),
              py::arg("cost") = default_params.cost.value())
+        .def_property(
+            "kernel_type",
+            [](const plssvm::parameter &param) { return param.kernel_type.value(); },
+            [](plssvm::parameter &param, const plssvm::kernel_function_type kernel_type) { param.kernel_type = kernel_type; },
+            py::return_value_policy::reference)
+        .def_property(
+            "degree",
+            [](const plssvm::parameter &param) { return param.degree.value(); },
+            [](plssvm::parameter &param, const int degree) { param.degree = degree; },
+            py::return_value_policy::reference)
+        .def_property(
+            "degree",
+            [](const plssvm::parameter &param) { return param.gamma.value(); },
+            [](plssvm::parameter &param, const double gamma) { param.gamma = gamma; },
+            py::return_value_policy::reference)
+        .def_property(
+            "degree",
+            [](const plssvm::parameter &param) { return param.coef0.value(); },
+            [](plssvm::parameter &param, const double coef0) { param.coef0 = coef0; },
+            py::return_value_policy::reference)
+        .def_property(
+            "degree",
+            [](const plssvm::parameter &param) { return param.cost.value(); },
+            [](plssvm::parameter &param, const double cost) { param.cost = cost; },
+            py::return_value_policy::reference)
         .def("equivalent", &plssvm::parameter::equivalent)
         .def(py::self == py::self)
-        .def(py::self != py::self)
-        .def("__repr__", [](const plssvm::parameter &param) {
-            std::ostringstream os;
-            os << param;
-            return os.str();
-        });
-    // TODO: add direct member access
-
-//        .def_property(
-//            "degree", [](plssvm::parameter &param, int degree) { param.degree = degree; }, [](const plssvm::parameter &param) { return param.degree; });
-    //                .def_readwrite("degree", &plssvm::parameter::degree);
+        .def(py::self != py::self);
 
     // bind free functions
     m.def("equivalent", &plssvm::detail::equivalent<double>);
-}
-
-//.def(py::init([](const std::string &file_name, py::kwargs args) {
-//    // check for valid keys
-//    constexpr static std::array valid_keys = { "file_format", "scaling" };
-//    for (const auto &[key, value] : args) {
-//        if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
-//            throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
-//        }
-//    }
-//
-//    // call the constructor corresponding to the provided named arguments
-//    if (args.contains("file_format") && args.contains("scaling")) {
-//        return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), std::move(args["scaling"].cast<data_set_type::scaling>()) };
-//    } else if (args.contains("file_format")) {
-//        return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
-//    } else if (args.contains("scaling")) {
-//        return data_set_type{ file_name, std::move(args["scaling"].cast<data_set_type::scaling>()) };
-//    } else {
-//        return data_set_type{ file_name };
-//    }
-//}))
\ No newline at end of file
+}
\ No newline at end of file

From 7217a108fcfdcf001c908de982bad909b969a2dd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 21:41:11 +0100
Subject: [PATCH 0785/1010] Implement missing bindings for the plssvm::csvm
 class.

---
 bindings/Python/csvm.cpp | 58 +++++++++++++++++++++++++++++++++++-----
 1 file changed, 51 insertions(+), 7 deletions(-)

diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 9c67d73d0..1571daf92 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -1,18 +1,62 @@
 #include "plssvm/csvm.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "utility.hpp"  // check_kwargs_for_correctness
+
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::kwargs, py::overload_cast, py::const_
 #include "pybind11/stl.h"       // support for STL types
 
+#include <string>  // std::string
+
 namespace py = pybind11;
 
 void init_csvm(py::module &m) {
-    // TODO: remove type restriction
+    using real_type = double;
+    using label_type = std::string;
+
+    // TODO: rewrite py::kwargs with std::optional?
 
     py::class_<plssvm::csvm>(m, "csvm")
         .def("get_params", &plssvm::csvm::get_params)
-        //        .def("set_params", &plssvm::csvm::set_params) // TODO: implement
-        .def("fit", &plssvm::csvm::fit<double, int>)
-        .def("predict", &plssvm::csvm::predict<double, int>)  // TODO: variadic template
-        .def("score", py::overload_cast<const plssvm::model<double, int> &>(&plssvm::csvm::score<double, int>, py::const_))
-        .def("score", py::overload_cast<const plssvm::model<double, int> &, const plssvm::data_set<double, int> &>(&plssvm::csvm::score<double, int>, py::const_));
+        .def("set_params", [](plssvm::csvm &self, const plssvm::parameter &params) {
+            self.set_params(params);
+        })
+        .def("set_params", [](plssvm::csvm &self, py::kwargs args) {
+            // check named arguments
+            check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+
+            plssvm::parameter params = self.get_params();
+            if (args.contains("kernel_type")) {
+                params.kernel_type = args["kernel_type"].cast<plssvm::kernel_function_type>();
+            }
+            if (args.contains("degree")) {
+                params.degree = args["degree"].cast<int>();
+            }
+            if (args.contains("gamma")) {
+                params.gamma = args["gamma"].cast<real_type>();
+            }
+            if (args.contains("coef0")) {
+                params.coef0 = args["coef0"].cast<real_type>();
+            }
+            if (args.contains("cost")) {
+                params.cost = args["cost"].cast<real_type>();
+            }
+            self.set_params(params);
+        })
+        .def("fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, py::kwargs args) {
+            // check named arguments
+            check_kwargs_for_correctness(args, { "epsilon", "max_iter" });
+
+            if (args.contains("epsilon") && args.contains("max_iter")) {
+                return self.fit(data, plssvm::epsilon = args["epsilon"].cast<real_type>(), plssvm::max_iter = args["max_iter"].cast<unsigned long long>());
+            } else if (args.contains("epsilon")) {
+                return self.fit(data, plssvm::epsilon = args["epsilon"].cast<real_type>());
+            } else if (args.contains("max_iter")) {
+                return self.fit(data, plssvm::max_iter = args["max_iter"].cast<unsigned long long>());
+            } else {
+                return self.fit(data);
+            }
+        })
+        .def("predict", &plssvm::csvm::predict<real_type, label_type>)
+        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_))
+        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &, const plssvm::data_set<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_));
 }
\ No newline at end of file

From 7f6e1afaeb96b24b8dd63b2af4d9cee7e0f1ae73 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 16 Mar 2023 21:51:40 +0100
Subject: [PATCH 0786/1010] Replace usage of std::optional with py::kwargs.

---
 bindings/Python/data_set.cpp | 31 +++++++++++++++----------------
 1 file changed, 15 insertions(+), 16 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 0df66b8c1..534f93032 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -5,7 +5,6 @@
 #include "pybind11/pybind11.h"  // py::module, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only
 #include "pybind11/stl.h"       // support for STL types
 
-#include <optional>  // std::optional, std::nullopt
 #include <string>    // std::string
 #include <utility>   // std::move
 #include <vector>    // std::vector
@@ -52,33 +51,33 @@ void init_data_set(py::module &m) {
                 return data_set_type{ file_name };
             }
         }))
-        .def(py::init([](std::vector<std::vector<real_type>> data, py::list labels, std::optional<data_set_type::scaling> scaling) {
+        .def(py::init([](std::vector<std::vector<real_type>> data, py::list labels, py::kwargs args) {
+            // check named arguments
+            check_kwargs_for_correctness(args, { "scaling" });
+
             // TODO: investigate performance implications?
             std::vector<std::string> tmp(py::len(labels));
             #pragma omp parallel for
             for (std::vector<std::string>::size_type i = 0; i < py::len(labels); ++i) {
                 tmp[i] = labels[i].cast<py::str>().cast<std::string>();
             }
-            if (scaling.has_value()) {
-                return data_set_type{ std::move(data), std::move(tmp), scaling.value() };
+
+            if (args.contains("scaling")) {
+                return data_set_type{ std::move(data), std::move(tmp), args["scaling"].cast<data_set_type::scaling>() };
             } else {
                 return data_set_type{ std::move(data), std::move(tmp) };
             }
-            }),
-            py::arg("data"),
-            py::arg("labels"),
-            py::pos_only(),
-            py::arg("scaling") = std::nullopt)
-        .def(py::init([](std::vector<std::vector<real_type>> data, std::optional<data_set_type::scaling> scaling) {
-            if (scaling.has_value()) {
-                return data_set_type{ std::move(data), scaling.value() };
+        }))
+        .def(py::init([](std::vector<std::vector<real_type>> data, py::kwargs args) {
+            // check named arguments
+            check_kwargs_for_correctness(args, { "scaling" });
+
+            if (args.contains("scaling")) {
+                return data_set_type{ std::move(data), args["scaling"].cast<data_set_type::scaling>() };
             } else {
                 return data_set_type{ std::move(data) };
             }
-            }),
-            py::arg("data"),
-            py::pos_only(),
-            py::arg("scaling") = std::nullopt)
+        }))
         .def("save", &data_set_type::save)
         .def("data", &data_set_type::data, py::return_value_policy::reference_internal)
         .def("has_labels", &data_set_type::has_labels)

From ee8ade51c96f22e508b631acc9990d426474adf4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 08:06:32 +0100
Subject: [PATCH 0787/1010] Move common function to header file.

---
 bindings/Python/csvm.cpp    | 22 +++-------------------
 bindings/Python/utility.hpp | 20 ++++++++++++++++++++
 2 files changed, 23 insertions(+), 19 deletions(-)

diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 1571daf92..c56731966 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -1,6 +1,6 @@
 #include "plssvm/csvm.hpp"
 
-#include "utility.hpp"  // check_kwargs_for_correctness
+#include "utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
 
 #include "pybind11/pybind11.h"  // py::module, py::class_, py::kwargs, py::overload_cast, py::const_
 #include "pybind11/stl.h"       // support for STL types
@@ -23,24 +23,8 @@ void init_csvm(py::module &m) {
         .def("set_params", [](plssvm::csvm &self, py::kwargs args) {
             // check named arguments
             check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-
-            plssvm::parameter params = self.get_params();
-            if (args.contains("kernel_type")) {
-                params.kernel_type = args["kernel_type"].cast<plssvm::kernel_function_type>();
-            }
-            if (args.contains("degree")) {
-                params.degree = args["degree"].cast<int>();
-            }
-            if (args.contains("gamma")) {
-                params.gamma = args["gamma"].cast<real_type>();
-            }
-            if (args.contains("coef0")) {
-                params.coef0 = args["coef0"].cast<real_type>();
-            }
-            if (args.contains("cost")) {
-                params.cost = args["cost"].cast<real_type>();
-            }
-            self.set_params(params);
+            // convert kwargs to parameter and update csvm internal parameter
+            self.set_params(convert_kwargs_to_parameter(args, self.get_params()));
         })
         .def("fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, py::kwargs args) {
             // check named arguments
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 771b9a500..3bd4b1e02 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -3,6 +3,7 @@
 #pragma once
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
+#include "plssvm/parameter.hpp"       // plssvm::parameter
 
 #include "fmt/format.h"         // std::format
 #include "pybind11/pybind11.h"  // py::kwargs, py::value_error
@@ -21,4 +22,23 @@ inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std:
     }
 }
 
+inline plssvm::parameter convert_kwargs_to_parameter(py::kwargs args, plssvm::parameter params = {}) {
+    if (args.contains("kernel_type")) {
+        params.kernel_type = args["kernel_type"].cast<typename decltype(params.kernel_type)::value_type>();
+    }
+    if (args.contains("degree")) {
+        params.degree = args["degree"].cast<typename decltype(params.degree)::value_type>();
+    }
+    if (args.contains("gamma")) {
+        params.gamma = args["gamma"].cast<typename decltype(params.gamma)::value_type>();
+    }
+    if (args.contains("coef0")) {
+        params.coef0 = args["coef0"].cast<typename decltype(params.coef0)::value_type>();
+    }
+    if (args.contains("cost")) {
+        params.cost = args["cost"].cast<typename decltype(params.cost)::value_type>();
+    }
+    return params;
+}
+
 #endif  // PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_

From 598fd43a167d6ad3b960f81bd9d912bc44bfc456 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 08:20:54 +0100
Subject: [PATCH 0788/1010] Move exception translation to custom macro to
 reduce code duplications.

---
 bindings/Python/exceptions/exceptions.cpp | 45 ++++++-----------------
 bindings/Python/utility.hpp               | 15 +++++++-
 2 files changed, 25 insertions(+), 35 deletions(-)

diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 863b6650a..4e589780d 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -1,43 +1,20 @@
 #include "plssvm/exceptions/exceptions.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
+
+#include "pybind11/pybind11.h"  // py::module, py::exception, py::register_exception_translator
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
 
 void init_exceptions(py::module &m) {
     // register exceptions
-    static py::exception<plssvm::invalid_parameter_exception> invalid_parameter_exception_exc(m, "invalid_parameter_exception");
-    static py::exception<plssvm::file_reader_exception> file_reader_exception_exc(m, "file_reader_exception");
-    static py::exception<plssvm::data_set_exception> data_set_exception_exc(m, "data_set_exception");
-    static py::exception<plssvm::file_not_found_exception> file_not_found_exception_exc(m, "file_not_found_exception");
-    static py::exception<plssvm::invalid_file_format_exception> invalid_file_format_exception_exc(m, "invalid_file_format_exception");
-    static py::exception<plssvm::unsupported_backend_exception> unsupported_backend_exception_exc(m, "unsupported_backend_exception");
-    static py::exception<plssvm::unsupported_kernel_type_exception> unsupported_kernel_type_exception_exc(m, "unsupported_kernel_type_exception");
-    static py::exception<plssvm::gpu_device_ptr_exception> gpu_device_ptr_exception_exc(m, "gpu_device_ptr_exception");
-
-    // translate exceptions using the what_with_loc message instead of the what message
-    py::register_exception_translator([](std::exception_ptr p) {
-        try {
-            if (p) {
-                std::rethrow_exception(p);
-            }
-        } catch (const plssvm::invalid_parameter_exception &e) {
-            invalid_parameter_exception_exc(e.what_with_loc().c_str());
-        } catch (const plssvm::file_reader_exception &e) {
-            file_reader_exception_exc(e.what_with_loc().c_str());
-        } catch (const plssvm::data_set_exception &e) {
-            data_set_exception_exc(e.what_with_loc().c_str());
-        } catch (const plssvm::file_not_found_exception &e) {
-            file_not_found_exception_exc(e.what_with_loc().c_str());
-        } catch (const plssvm::invalid_file_format_exception &e) {
-            invalid_file_format_exception_exc(e.what_with_loc().c_str());
-        } catch (const plssvm::unsupported_backend_exception &e) {
-            unsupported_backend_exception_exc(e.what_with_loc().c_str());
-        } catch (const plssvm::unsupported_kernel_type_exception &e) {
-            unsupported_kernel_type_exception_exc(e.what_with_loc().c_str());
-        } catch (const plssvm::gpu_device_ptr_exception &e) {
-            gpu_device_ptr_exception_exc(e.what_with_loc().c_str());
-        }
-    });
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, invalid_parameter_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, file_reader_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, data_set_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, file_not_found_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, invalid_file_format_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, unsupported_backend_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, unsupported_kernel_type_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, gpu_device_ptr_error);
 }
\ No newline at end of file
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 3bd4b1e02..8fde7ed4a 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -6,9 +6,10 @@
 #include "plssvm/parameter.hpp"       // plssvm::parameter
 
 #include "fmt/format.h"         // std::format
-#include "pybind11/pybind11.h"  // py::kwargs, py::value_error
+#include "pybind11/pybind11.h"  // py::kwargs, py::value_error, py::exception
 #include "pybind11/stl.h"       // support for STL types
 
+#include <exception>    // std::exception_ptr, std::rethrow_exception
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
@@ -41,4 +42,16 @@ inline plssvm::parameter convert_kwargs_to_parameter(py::kwargs args, plssvm::pa
     return params;
 }
 
+#define PLSSVM_REGISTER_EXCEPTION(exception_type, py_exception_name)               \
+    static py::exception<exception_type> py_exception_name(m, #py_exception_name); \
+    py::register_exception_translator([](std::exception_ptr p) {                   \
+        try {                                                                      \
+            if (p) {                                                               \
+                std::rethrow_exception(p);                                         \
+            }                                                                      \
+        } catch (const exception_type &e) {                                        \
+            py_exception_name(e.what_with_loc().c_str());                          \
+        }                                                                          \
+    });
+
 #endif  // PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_

From 6dfc255652aae9b97f7edcb472cd11ae1abb394f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 08:21:04 +0100
Subject: [PATCH 0789/1010] Fix include documentation.

---
 bindings/Python/exceptions/exceptions.cpp | 2 +-
 bindings/Python/version/version.cpp       | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 4e589780d..3ac9b5337 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -2,7 +2,7 @@
 
 #include "utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::exception, py::register_exception_translator
+#include "pybind11/pybind11.h"  // py::module
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
diff --git a/bindings/Python/version/version.cpp b/bindings/Python/version/version.cpp
index 1c22e957a..8849d2767 100644
--- a/bindings/Python/version/version.cpp
+++ b/bindings/Python/version/version.cpp
@@ -1,6 +1,6 @@
 #include "plssvm/version/version.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::object
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;

From b4261702441d9156695c609c791b69ab3989f215 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 08:26:46 +0100
Subject: [PATCH 0790/1010] Reduce code duplication.

---
 bindings/Python/backends/openmp_csvm.cpp | 34 +++++-------------------
 1 file changed, 7 insertions(+), 27 deletions(-)

diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 469b480a7..612bcaa05 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -1,10 +1,11 @@
 #include "plssvm/backends/OpenMP/csvm.hpp"
+#include "plssvm/csvm.hpp"              // plssvm::csvm
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "plssvm/detail/utility.hpp"
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
 
-#include "fmt/core.h"
-
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
@@ -12,7 +13,6 @@
 namespace py = pybind11;
 
 void init_openmp_csvm(py::module &m) {
-    // TODO: remove type restriction
     // TODO: own module?
     // TODO: only if OpenMP backend is available
 
@@ -23,30 +23,10 @@ void init_openmp_csvm(py::module &m) {
         .def(py::init<plssvm::target_platform, plssvm::parameter>())
         .def(py::init([](py::kwargs args) {
             // check for valid keys
-            constexpr static std::array valid_keys = { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" };
-            for (const auto &[key, value] : args) {
-                if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
-                    throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
-                }
-            }
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
 
             // if one of the value named parameter is provided, set the respective value
-            plssvm::parameter params{};
-            if (args.contains("kernel_type")) {
-                params.kernel_type = args["kernel_type"].cast<plssvm::kernel_function_type>();
-            }
-            if (args.contains("degree")) {
-                params.degree = args["degree"].cast<int>();
-            }
-            if (args.contains("gamma")) {
-                params.gamma = args["gamma"].cast<double>();
-            }
-            if (args.contains("coef0")) {
-                params.coef0 = args["coef0"].cast<double>();
-            }
-            if (args.contains("cost")) {
-                params.cost = args["cost"].cast<double>();
-            }
+            const plssvm::parameter params = convert_kwargs_to_parameter(args);
 
             // TODO: necessary for the Python API?
             if (args.contains("target_platform")) {

From 26039d1a5f6861e25fbe225a669dd363777e763d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 08:34:31 +0100
Subject: [PATCH 0791/1010] Process and finish TODOs.

---
 bindings/Python/backends/openmp_csvm.cpp | 8 ++++----
 bindings/Python/main.cpp                 | 2 ++
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 612bcaa05..046d9a8da 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -13,10 +13,11 @@
 namespace py = pybind11;
 
 void init_openmp_csvm(py::module &m) {
-    // TODO: own module?
-    // TODO: only if OpenMP backend is available
+    // use its own submodule for the OpenMP CSVM bindings
+    py::module openmp_module = m.def_submodule("openmp");
 
-    py::class_<plssvm::openmp::csvm, plssvm::csvm>(m, "openmp_csvm")
+    // bind the CSVM using the OpenMP backend
+    py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
@@ -28,7 +29,6 @@ void init_openmp_csvm(py::module &m) {
             // if one of the value named parameter is provided, set the respective value
             const plssvm::parameter params = convert_kwargs_to_parameter(args);
 
-            // TODO: necessary for the Python API?
             if (args.contains("target_platform")) {
                 return std::make_unique<plssvm::openmp::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
             } else {
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 4eb37eee2..1aa6c34f5 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -30,6 +30,8 @@ PYBIND11_MODULE(plssvm, m) {
     init_version(m);
     init_exceptions(m);
     init_csvm(m);
+#if defined(PLSSVM_HAS_OPENMP_BACKEND)
     init_openmp_csvm(m);
+#endif
     init_cuda_csvm(m);
 }
\ No newline at end of file

From 4a1f97052cf2d89a2f534f83b1bc58b1311698ef Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 08:37:07 +0100
Subject: [PATCH 0792/1010] Process and finish TODOs.

---
 bindings/Python/backends/cuda_csvm.cpp | 44 +++++++-------------------
 bindings/Python/main.cpp               |  2 ++
 2 files changed, 13 insertions(+), 33 deletions(-)

diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index bf8be72b0..799fc8d5b 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -1,10 +1,12 @@
 #include "plssvm/backends/CUDA/csvm.hpp"
 
-#include "plssvm/detail/utility.hpp"
+#include "plssvm/csvm.hpp"              // plssvm::csvm
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "fmt/core.h"
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
@@ -12,46 +14,22 @@
 namespace py = pybind11;
 
 void init_cuda_csvm(py::module &m) {
-    // TODO: remove type restriction
-    // TODO: own module?
-    // TODO: only if CUDA backend is available
+    // use its own submodule for the CUDA CSVM bindings
+    py::module cuda_module = m.def_submodule("cuda");
 
-    //    py::class_<plssvm::detail::gpu_csvm<plssvm::cuda::detail::device_ptr, int>, plssvm::csvm>(m, "gpu_cuda_csvm");
-
-    //    py::class_<plssvm::cuda::csvm, plssvm::detail::gpu_csvm<plssvm::cuda::detail::device_ptr, int>>(m, "cuda_csvm") //
-    py::class_<plssvm::cuda::csvm, plssvm::csvm>(m, "cuda_csvm")
+    // bind the CSVM using the CUDA backend
+    py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
         .def(py::init<plssvm::target_platform, plssvm::parameter>())
         .def(py::init([](py::kwargs args) {
             // check for valid keys
-            constexpr static std::array valid_keys = { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" };
-            for (const auto &[key, value] : args) {
-                if (!plssvm::detail::contains(valid_keys, key.cast<std::string>())) {
-                    throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string>(), value.cast<std::string>()));
-                }
-            }
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
 
             // if one of the value named parameter is provided, set the respective value
-            plssvm::parameter params{};
-            if (args.contains("kernel_type")) {
-                params.kernel_type = args["kernel_type"].cast<plssvm::kernel_function_type>();
-            }
-            if (args.contains("degree")) {
-                params.degree = args["degree"].cast<int>();
-            }
-            if (args.contains("gamma")) {
-                params.gamma = args["gamma"].cast<double>();
-            }
-            if (args.contains("coef0")) {
-                params.coef0 = args["coef0"].cast<double>();
-            }
-            if (args.contains("cost")) {
-                params.cost = args["cost"].cast<double>();
-            }
+            const plssvm::parameter params = convert_kwargs_to_parameter(args);
 
-            // TODO: necessary for the Python API?
             if (args.contains("target_platform")) {
                 return std::make_unique<plssvm::cuda::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
             } else {
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 1aa6c34f5..121e00345 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -33,5 +33,7 @@ PYBIND11_MODULE(plssvm, m) {
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
     init_openmp_csvm(m);
 #endif
+#if defined(PLSSVM_HAS_CUDA_BACKEND)
     init_cuda_csvm(m);
+#endif
 }
\ No newline at end of file

From d162b684e592226329bad19f9fde0489a5599614 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 08:48:54 +0100
Subject: [PATCH 0793/1010] Add te used module name to the
 PLSSVM_REGISTER_EXCEPTION macro and register backend specific questions.

---
 bindings/Python/backends/cuda_csvm.cpp    |  6 +++++-
 bindings/Python/backends/openmp_csvm.cpp  |  7 ++++++-
 bindings/Python/exceptions/exceptions.cpp | 16 ++++++++--------
 bindings/Python/utility.hpp               | 20 ++++++++++----------
 4 files changed, 29 insertions(+), 20 deletions(-)

diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index 799fc8d5b..da3ce0275 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -1,10 +1,11 @@
 #include "plssvm/backends/CUDA/csvm.hpp"
+#include "plssvm/backends/CUDA/exceptions.hpp"
 
 #include "plssvm/csvm.hpp"              // plssvm::csvm
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
 #include "pybind11/pybind11.h"  // py::module, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -36,4 +37,7 @@ void init_cuda_csvm(py::module &m) {
                 return std::make_unique<plssvm::cuda::csvm>(params);
             }
         }));
+
+    // register CUDA backend specific exceptions
+    PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, backend_error)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 046d9a8da..70438fe95 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -1,9 +1,11 @@
 #include "plssvm/backends/OpenMP/csvm.hpp"
+#include "plssvm/backends/OpenMP/exceptions.hpp"
+
 #include "plssvm/csvm.hpp"              // plssvm::csvm
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
 #include "pybind11/pybind11.h"  // py::module, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -35,4 +37,7 @@ void init_openmp_csvm(py::module &m) {
                 return std::make_unique<plssvm::openmp::csvm>(params);
             }
         }));
+
+    // register OpenMP backend specific exceptions
+    PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, backend_error)
 }
\ No newline at end of file
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 3ac9b5337..8e061e974 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -9,12 +9,12 @@ namespace py = pybind11;
 
 void init_exceptions(py::module &m) {
     // register exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, invalid_parameter_error);
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, file_reader_error);
-    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, data_set_error);
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, file_not_found_error);
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, invalid_file_format_error);
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, unsupported_backend_error);
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, unsupported_kernel_type_error);
-    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, gpu_device_ptr_error);
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, m, invalid_parameter_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, m, file_reader_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, m, data_set_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, m, file_not_found_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, m, invalid_file_format_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, m, unsupported_backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, m, unsupported_kernel_type_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, m, gpu_device_ptr_error)
 }
\ No newline at end of file
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 8fde7ed4a..6cc922335 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -42,16 +42,16 @@ inline plssvm::parameter convert_kwargs_to_parameter(py::kwargs args, plssvm::pa
     return params;
 }
 
-#define PLSSVM_REGISTER_EXCEPTION(exception_type, py_exception_name)               \
-    static py::exception<exception_type> py_exception_name(m, #py_exception_name); \
-    py::register_exception_translator([](std::exception_ptr p) {                   \
-        try {                                                                      \
-            if (p) {                                                               \
-                std::rethrow_exception(p);                                         \
-            }                                                                      \
-        } catch (const exception_type &e) {                                        \
-            py_exception_name(e.what_with_loc().c_str());                          \
-        }                                                                          \
+#define PLSSVM_REGISTER_EXCEPTION(exception_type, py_module, py_exception_name)            \
+    static py::exception<exception_type> py_exception_name(py_module, #py_exception_name); \
+    py::register_exception_translator([](std::exception_ptr p) {                           \
+        try {                                                                              \
+            if (p) {                                                                       \
+                std::rethrow_exception(p);                                                 \
+            }                                                                              \
+        } catch (const exception_type &e) {                                                \
+            py_exception_name(e.what_with_loc().c_str());                                  \
+        }                                                                                  \
     });
 
 #endif  // PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_

From 6908819ed4d8f52982221283b4695e5149029890 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:03:05 +0100
Subject: [PATCH 0794/1010] Add bindings for the HIP and OpenCL backends.

---
 bindings/Python/CMakeLists.txt           | 15 +++++++--
 bindings/Python/backends/hip_csvm.cpp    | 43 ++++++++++++++++++++++++
 bindings/Python/backends/opencl_csvm.cpp | 43 ++++++++++++++++++++++++
 bindings/Python/main.cpp                 |  8 +++++
 4 files changed, 106 insertions(+), 3 deletions(-)
 create mode 100644 bindings/Python/backends/hip_csvm.cpp
 create mode 100644 bindings/Python/backends/opencl_csvm.cpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 503328f24..81fa83434 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -31,7 +31,6 @@ else ()
 #    list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
     message(STATUS "Installed pybind11 version ${PLSSVM_pybind11_VERSION}.")
 endif ()
-#target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 
 set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
@@ -45,10 +44,20 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
         ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
         ${CMAKE_CURRENT_LIST_DIR}/constants.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/backends/openmp_csvm.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/backends/cuda_csvm.cpp
         ${CMAKE_CURRENT_LIST_DIR}/main.cpp
         )
+if (TARGET ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
+    list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/openmp_csvm.cpp)
+endif ()
+if (TARGET ${PLSSVM_CUDA_BACKEND_LIBRARY_NAME})
+    list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/cuda_csvm.cpp)
+endif ()
+if (TARGET ${PLSSVM_HIP_BACKEND_LIBRARY_NAME})
+    list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/hip_csvm.cpp)
+endif ()
+if (TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
+    list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/opencl_csvm.cpp)
+endif ()
 
 set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
new file mode 100644
index 000000000..6314791e6
--- /dev/null
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -0,0 +1,43 @@
+#include "plssvm/backends/HIP/csvm.hpp"
+#include "plssvm/backends/HIP/exceptions.hpp"
+
+#include "plssvm/csvm.hpp"              // plssvm::csvm
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/stl.h"       // support for STL types
+
+#include <memory>  // std::make_unique
+
+namespace py = pybind11;
+
+void init_hip_csvm(py::module &m) {
+    // use its own submodule for the HIP CSVM bindings
+    py::module hip_module = m.def_submodule("hip");
+
+    // bind the CSVM using the HIP backend
+    py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "csvm")
+        .def(py::init<>())
+        .def(py::init<plssvm::target_platform>())
+        .def(py::init<plssvm::parameter>())
+        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init([](py::kwargs args) {
+            // check for valid keys
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
+
+            // if one of the value named parameter is provided, set the respective value
+            const plssvm::parameter params = convert_kwargs_to_parameter(args);
+
+            if (args.contains("target_platform")) {
+                return std::make_unique<plssvm::hip::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            } else {
+                return std::make_unique<plssvm::hip::csvm>(params);
+            }
+        }));
+
+    // register HIP backend specific exceptions
+    PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, backend_error)
+}
\ No newline at end of file
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
new file mode 100644
index 000000000..8473399c1
--- /dev/null
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -0,0 +1,43 @@
+#include "plssvm/backends/OpenCL/csvm.hpp"
+#include "plssvm/backends/OpenCL/exceptions.hpp"
+
+#include "plssvm/csvm.hpp"              // plssvm::csvm
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/stl.h"       // support for STL types
+
+#include <memory>  // std::make_unique
+
+namespace py = pybind11;
+
+void init_opencl_csvm(py::module &m) {
+    // use its own submodule for the OpenCL CSVM bindings
+    py::module opencl_module = m.def_submodule("opencl");
+
+    // bind the CSVM using the OpenCL backend
+    py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "csvm")
+        .def(py::init<>())
+        .def(py::init<plssvm::target_platform>())
+        .def(py::init<plssvm::parameter>())
+        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init([](py::kwargs args) {
+            // check for valid keys
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
+
+            // if one of the value named parameter is provided, set the respective value
+            const plssvm::parameter params = convert_kwargs_to_parameter(args);
+
+            if (args.contains("target_platform")) {
+                return std::make_unique<plssvm::opencl::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            } else {
+                return std::make_unique<plssvm::opencl::csvm>(params);
+            }
+        }));
+
+    // register OpenCL backend specific exceptions
+    PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, backend_error)
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 121e00345..22c26b157 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -16,6 +16,8 @@ void init_exceptions(py::module &);
 void init_csvm(py::module &);
 void init_openmp_csvm(py::module &);
 void init_cuda_csvm(py::module &);
+void init_hip_csvm(py::module &);
+void init_opencl_csvm(py::module &);
 
 PYBIND11_MODULE(plssvm, m) {
     // NOTE: the order matters. DON'T CHANGE IT!
@@ -36,4 +38,10 @@ PYBIND11_MODULE(plssvm, m) {
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
     init_cuda_csvm(m);
 #endif
+#if defined(PLSSVM_HAS_HIP_BACKEND)
+    init_hip_csvm(m);
+#endif
+#if defined(PLSSVM_HAS_OPENCL_BACKEND)
+    init_opencl_csvm(m);
+#endif
 }
\ No newline at end of file

From e472f95991ea0ae4882527a981cec6c3fcafb851 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:27:07 +0100
Subject: [PATCH 0795/1010] Add basic bindings for the SYCL backends.

---
 bindings/Python/CMakeLists.txt            | 15 ++++++--
 bindings/Python/backends/dpcpp_csvm.cpp   | 43 +++++++++++++++++++++++
 bindings/Python/backends/hipsycl_csvm.cpp | 43 +++++++++++++++++++++++
 bindings/Python/backends/sycl.cpp         | 29 +++++++++++++++
 bindings/Python/main.cpp                  | 12 +++++++
 5 files changed, 139 insertions(+), 3 deletions(-)
 create mode 100644 bindings/Python/backends/dpcpp_csvm.cpp
 create mode 100644 bindings/Python/backends/hipsycl_csvm.cpp
 create mode 100644 bindings/Python/backends/sycl.cpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 81fa83434..920e99489 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -22,13 +22,13 @@ else ()
             QUIET
             )
     FetchContent_MakeAvailable(pybind11)
-#    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} pybind11)
+    #    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} pybind11)
     target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
             $<BUILD_INTERFACE:${pybind11_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
             )
-#    # append pybind11 to installed targets if build from source
-#    list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
+    #    # append pybind11 to installed targets if build from source
+    #    list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
     message(STATUS "Installed pybind11 version ${PLSSVM_pybind11_VERSION}.")
 endif ()
 
@@ -58,6 +58,15 @@ endif ()
 if (TARGET ${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME})
     list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/opencl_csvm.cpp)
 endif ()
+if (TARGET ${PLSSVM_SYCL_BACKEND_LIBRARY_NAME})
+    list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/sycl.cpp)
+endif ()
+if (TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
+    list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/hipsycl_csvm.cpp)
+endif ()
+if (TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
+    list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/dpcpp_csvm.cpp)
+endif ()
 
 set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
new file mode 100644
index 000000000..701c5d327
--- /dev/null
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -0,0 +1,43 @@
+#include "plssvm/backends/SYCL/DPCPP/csvm.hpp"
+#include "plssvm/backends/SYCL/exceptions.hpp"
+
+#include "plssvm/csvm.hpp"              // plssvm::csvm
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/stl.h"       // support for STL types
+
+#include <memory>  // std::make_unique
+
+namespace py = pybind11;
+
+void init_dpcpp_csvm(py::module &m) {
+    // use its own submodule for the DPCPP CSVM bindings
+    py::module dpcpp_module = m.def_submodule("dpcpp");
+
+    // bind the CSVM using the DPCPP backend
+    py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "csvm")
+        .def(py::init<>())
+        .def(py::init<plssvm::target_platform>())
+        .def(py::init<plssvm::parameter>())
+        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init([](py::kwargs args) {
+            // check for valid keys
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
+
+            // if one of the value named parameter is provided, set the respective value
+            const plssvm::parameter params = convert_kwargs_to_parameter(args);
+
+            if (args.contains("target_platform")) {
+                return std::make_unique<plssvm::dpcpp::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            } else {
+                return std::make_unique<plssvm::dpcpp::csvm>(params);
+            }
+        }));
+
+    // register DPCPP backend specific exceptions
+    PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, backend_error)
+}
\ No newline at end of file
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
new file mode 100644
index 000000000..9c2ee1779
--- /dev/null
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -0,0 +1,43 @@
+#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
+#include "plssvm/backends/SYCL/exceptions.hpp"
+
+#include "plssvm/csvm.hpp"              // plssvm::csvm
+#include "plssvm/parameter.hpp"         // plssvm::parameter
+#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
+
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+
+#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/stl.h"       // support for STL types
+
+#include <memory>  // std::make_unique
+
+namespace py = pybind11;
+
+void init_hipsycl_csvm(py::module &m) {
+    // use its own submodule for the hipSYCL CSVM bindings
+    py::module hipsycl_module = m.def_submodule("hipsycl");
+
+    // bind the CSVM using the hipSYCL backend
+    py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "csvm")
+        .def(py::init<>())
+        .def(py::init<plssvm::target_platform>())
+        .def(py::init<plssvm::parameter>())
+        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init([](py::kwargs args) {
+            // check for valid keys
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
+
+            // if one of the value named parameter is provided, set the respective value
+            const plssvm::parameter params = convert_kwargs_to_parameter(args);
+
+            if (args.contains("target_platform")) {
+                return std::make_unique<plssvm::hipsycl::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            } else {
+                return std::make_unique<plssvm::hipsycl::csvm>(params);
+            }
+        }));
+
+    // register hipSYCL backend specific exceptions
+    PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, backend_error)
+}
\ No newline at end of file
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
new file mode 100644
index 000000000..717ec997b
--- /dev/null
+++ b/bindings/Python/backends/sycl.cpp
@@ -0,0 +1,29 @@
+#include "plssvm/backends/SYCL/exceptions.hpp"
+#include "plssvm/backends/SYCL/implementation_type.hpp"
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
+
+#include "../utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
+
+#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/stl.h"       // support for STL types
+
+namespace py = pybind11;
+
+void init_sycl(py::module &m) {
+    // use its own submodule for the DPCPP CSVM bindings
+    py::module sycl_module = m.def_submodule("sycl");
+
+    // register SYCL backend specific exceptions
+    PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, backend_error)
+
+    // bind the two enum classes
+    py::enum_<plssvm::sycl::implementation_type>(sycl_module, "implementation_type")
+        .value("automatic", plssvm::sycl::implementation_type::automatic)
+        .value("dpcpp", plssvm::sycl::implementation_type::dpcpp)
+        .value("hipsycl", plssvm::sycl::implementation_type::hipsycl);
+
+    py::enum_<plssvm::sycl::kernel_invocation_type>(sycl_module, "kernel_invocation_type")
+        .value("automatic", plssvm::sycl::kernel_invocation_type::automatic)
+        .value("nd_range", plssvm::sycl::kernel_invocation_type::nd_range)
+        .value("hierarchical", plssvm::sycl::kernel_invocation_type::hierarchical);
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 22c26b157..e7d436903 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -18,6 +18,9 @@ void init_openmp_csvm(py::module &);
 void init_cuda_csvm(py::module &);
 void init_hip_csvm(py::module &);
 void init_opencl_csvm(py::module &);
+void init_sycl(py::module &);
+void init_hipsycl_csvm(py::module &);
+void init_dpcpp_csvm(py::module &);
 
 PYBIND11_MODULE(plssvm, m) {
     // NOTE: the order matters. DON'T CHANGE IT!
@@ -44,4 +47,13 @@ PYBIND11_MODULE(plssvm, m) {
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
     init_opencl_csvm(m);
 #endif
+#if defined(PLSSVM_HAS_SYCL_BACKEND)
+    init_sycl(m);
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+    init_hipsycl_csvm(m);
+    #endif
+    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    init_dpcpp_csvm(m);
+    #endif
+#endif
 }
\ No newline at end of file

From a9369105d990afccff95da6b8f5e2f58345210af Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:28:17 +0100
Subject: [PATCH 0796/1010] Remove pessimizing std::move.

---
 bindings/Python/data_set.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 534f93032..a01c54831 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -42,11 +42,11 @@ void init_data_set(py::module &m) {
 
             // call the constructor corresponding to the provided named arguments
             if (args.contains("file_format") && args.contains("scaling")) {
-                return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), std::move(args["scaling"].cast<data_set_type::scaling>()) };
+                return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), args["scaling"].cast<data_set_type::scaling>() };
             } else if (args.contains("file_format")) {
                 return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
             } else if (args.contains("scaling")) {
-                return data_set_type{ file_name, std::move(args["scaling"].cast<data_set_type::scaling>()) };
+                return data_set_type{ file_name, args["scaling"].cast<data_set_type::scaling>() };
             } else {
                 return data_set_type{ file_name };
             }

From 9879744e104d6b4d89fb568736167b30578d3f11 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:31:12 +0100
Subject: [PATCH 0797/1010] Add missing free function.

---
 bindings/Python/backends/sycl.cpp | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 717ec997b..25f6c6a3d 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -22,6 +22,8 @@ void init_sycl(py::module &m) {
         .value("dpcpp", plssvm::sycl::implementation_type::dpcpp)
         .value("hipsycl", plssvm::sycl::implementation_type::hipsycl);
 
+    sycl_module.def("list_available_sycl_implementations", &plssvm::sycl::list_available_sycl_implementations);
+
     py::enum_<plssvm::sycl::kernel_invocation_type>(sycl_module, "kernel_invocation_type")
         .value("automatic", plssvm::sycl::kernel_invocation_type::automatic)
         .value("nd_range", plssvm::sycl::kernel_invocation_type::nd_range)

From 6ee07571801315e7f0cd8ebaab4c2758a7c3548d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:38:36 +0100
Subject: [PATCH 0798/1010] Add missing handling for SYCL specific parameter.

---
 bindings/Python/backends/dpcpp_csvm.cpp   | 13 ++++++++-----
 bindings/Python/backends/hipsycl_csvm.cpp | 13 ++++++++-----
 bindings/Python/backends/sycl.cpp         |  2 +-
 3 files changed, 17 insertions(+), 11 deletions(-)

diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 701c5d327..d3c0caf2b 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -26,18 +26,21 @@ void init_dpcpp_csvm(py::module &m) {
         .def(py::init<plssvm::target_platform, plssvm::parameter>())
         .def(py::init([](py::kwargs args) {
             // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
 
             // if one of the value named parameter is provided, set the respective value
             const plssvm::parameter params = convert_kwargs_to_parameter(args);
 
-            if (args.contains("target_platform")) {
-                return std::make_unique<plssvm::dpcpp::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            // set target platform
+            const plssvm::target_platform target = args.contains("target_platform") ? args["target_platform"].cast<plssvm::target_platform>() : plssvm::target_platform::automatic;
+
+            if (args.contains("sycl_kernel_invocation_type")) {
+                return std::make_unique<plssvm::dpcpp::csvm>(target, params, plssvm::sycl_kernel_invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>());
             } else {
-                return std::make_unique<plssvm::dpcpp::csvm>(params);
+                return std::make_unique<plssvm::dpcpp::csvm>(target, params);
             }
         }));
 
     // register DPCPP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, backend_error)
-}
\ No newline at end of file
+}
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 9c2ee1779..25353cdb4 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -1,5 +1,5 @@
-#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
 #include "plssvm/backends/SYCL/exceptions.hpp"
+#include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
 
 #include "plssvm/csvm.hpp"              // plssvm::csvm
 #include "plssvm/parameter.hpp"         // plssvm::parameter
@@ -26,15 +26,18 @@ void init_hipsycl_csvm(py::module &m) {
         .def(py::init<plssvm::target_platform, plssvm::parameter>())
         .def(py::init([](py::kwargs args) {
             // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
+            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
 
             // if one of the value named parameter is provided, set the respective value
             const plssvm::parameter params = convert_kwargs_to_parameter(args);
 
-            if (args.contains("target_platform")) {
-                return std::make_unique<plssvm::hipsycl::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
+            // set target platform
+            const plssvm::target_platform target = args.contains("target_platform") ? args["target_platform"].cast<plssvm::target_platform>() : plssvm::target_platform::automatic;
+
+            if (args.contains("sycl_kernel_invocation_type")) {
+                return std::make_unique<plssvm::hipsycl::csvm>(target, params, plssvm::sycl_kernel_invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>());
             } else {
-                return std::make_unique<plssvm::hipsycl::csvm>(params);
+                return std::make_unique<plssvm::hipsycl::csvm>(target, params);
             }
         }));
 
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 25f6c6a3d..31a7d3d3b 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -10,7 +10,7 @@
 namespace py = pybind11;
 
 void init_sycl(py::module &m) {
-    // use its own submodule for the DPCPP CSVM bindings
+    // use its own submodule for the SYCL specific bindings
     py::module sycl_module = m.def_submodule("sycl");
 
     // register SYCL backend specific exceptions

From f1d026190de7b3bd4f19fb8989cae8e808e8b5ba Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:40:50 +0100
Subject: [PATCH 0799/1010] Update comments.

---
 bindings/Python/main.cpp | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index e7d436903..e6bf72132 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -1,4 +1,4 @@
-#include "pybind11/pybind11.h"  // PYBIND11_MODULE
+#include "pybind11/pybind11.h"  // PYBIND11_MODULE, py::module
 
 namespace py = pybind11;
 
@@ -35,6 +35,8 @@ PYBIND11_MODULE(plssvm, m) {
     init_version(m);
     init_exceptions(m);
     init_csvm(m);
+
+    // init bindings for the specific backends ONLY if the backend has been enabled
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
     init_openmp_csvm(m);
 #endif

From ef180f095a06846cfc81e2c67cfe87681e2931ab Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:41:27 +0100
Subject: [PATCH 0800/1010] Remove unnecessary include.

---
 bindings/Python/backends/sycl.cpp | 2 --
 1 file changed, 2 deletions(-)

diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 31a7d3d3b..72d17c86b 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -2,8 +2,6 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
-#include "../utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
-
 #include "pybind11/pybind11.h"  // py::module, py::enum_
 #include "pybind11/stl.h"       // support for STL types
 

From d90ccbd547bb085d54d6a577f3568311dfcc85b4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:45:58 +0100
Subject: [PATCH 0801/1010] Revert last change.

---
 bindings/Python/backends/sycl.cpp | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 72d17c86b..31a7d3d3b 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -2,6 +2,8 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
+#include "../utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
+
 #include "pybind11/pybind11.h"  // py::module, py::enum_
 #include "pybind11/stl.h"       // support for STL types
 

From 8e661cd6f3f52dcb9f2f43fcf6d53ff07ca66897 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 09:51:54 +0100
Subject: [PATCH 0802/1010] Rename deprecated py::module to py::module_

---
 bindings/Python/backend_types.cpp         |  4 +--
 bindings/Python/backends/cuda_csvm.cpp    |  6 ++--
 bindings/Python/backends/dpcpp_csvm.cpp   |  6 ++--
 bindings/Python/backends/hip_csvm.cpp     |  6 ++--
 bindings/Python/backends/hipsycl_csvm.cpp |  6 ++--
 bindings/Python/backends/opencl_csvm.cpp  |  6 ++--
 bindings/Python/backends/openmp_csvm.cpp  |  6 ++--
 bindings/Python/backends/sycl.cpp         |  6 ++--
 bindings/Python/constants.cpp             |  4 +--
 bindings/Python/csvm.cpp                  |  4 +--
 bindings/Python/data_set.cpp              |  4 +--
 bindings/Python/exceptions/exceptions.cpp |  4 +--
 bindings/Python/file_format_types.cpp     |  4 +--
 bindings/Python/kernel_function_types.cpp |  4 +--
 bindings/Python/main.cpp                  | 38 +++++++++++------------
 bindings/Python/model.cpp                 |  4 +--
 bindings/Python/parameter.cpp             |  4 +--
 bindings/Python/target_platforms.cpp      |  4 +--
 bindings/Python/version/version.cpp       |  4 +--
 19 files changed, 62 insertions(+), 62 deletions(-)

diff --git a/bindings/Python/backend_types.cpp b/bindings/Python/backend_types.cpp
index 211855d84..31bc8a06d 100644
--- a/bindings/Python/backend_types.cpp
+++ b/bindings/Python/backend_types.cpp
@@ -1,11 +1,11 @@
 #include "plssvm/backend_types.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module_, py::enum_
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
 
-void init_backend_types(py::module & m) {
+void init_backend_types(py::module_ & m) {
     // bind enum class
     py::enum_<plssvm::backend_type>(m, "backend_type")
         .value("automatic", plssvm::backend_type::automatic)
diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index da3ce0275..427ccb922 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -7,16 +7,16 @@
 
 #include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
 
 namespace py = pybind11;
 
-void init_cuda_csvm(py::module &m) {
+void init_cuda_csvm(py::module_ &m) {
     // use its own submodule for the CUDA CSVM bindings
-    py::module cuda_module = m.def_submodule("cuda");
+    py::module_ cuda_module = m.def_submodule("cuda");
 
     // bind the CSVM using the CUDA backend
     py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "csvm")
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index d3c0caf2b..1fe3e45ee 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -7,16 +7,16 @@
 
 #include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
 
 namespace py = pybind11;
 
-void init_dpcpp_csvm(py::module &m) {
+void init_dpcpp_csvm(py::module_ &m) {
     // use its own submodule for the DPCPP CSVM bindings
-    py::module dpcpp_module = m.def_submodule("dpcpp");
+    py::module_ dpcpp_module = m.def_submodule("dpcpp");
 
     // bind the CSVM using the DPCPP backend
     py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "csvm")
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index 6314791e6..adb74d5c8 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -7,16 +7,16 @@
 
 #include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
 
 namespace py = pybind11;
 
-void init_hip_csvm(py::module &m) {
+void init_hip_csvm(py::module_ &m) {
     // use its own submodule for the HIP CSVM bindings
-    py::module hip_module = m.def_submodule("hip");
+    py::module_ hip_module = m.def_submodule("hip");
 
     // bind the CSVM using the HIP backend
     py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "csvm")
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 25353cdb4..6785325cd 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -7,16 +7,16 @@
 
 #include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
 
 namespace py = pybind11;
 
-void init_hipsycl_csvm(py::module &m) {
+void init_hipsycl_csvm(py::module_ &m) {
     // use its own submodule for the hipSYCL CSVM bindings
-    py::module hipsycl_module = m.def_submodule("hipsycl");
+    py::module_ hipsycl_module = m.def_submodule("hipsycl");
 
     // bind the CSVM using the hipSYCL backend
     py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "csvm")
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 8473399c1..aaa157008 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -7,16 +7,16 @@
 
 #include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
 
 namespace py = pybind11;
 
-void init_opencl_csvm(py::module &m) {
+void init_opencl_csvm(py::module_ &m) {
     // use its own submodule for the OpenCL CSVM bindings
-    py::module opencl_module = m.def_submodule("opencl");
+    py::module_ opencl_module = m.def_submodule("opencl");
 
     // bind the CSVM using the OpenCL backend
     py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "csvm")
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 70438fe95..2632c6cf7 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -7,16 +7,16 @@
 
 #include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
 
 #include <memory>  // std::make_unique
 
 namespace py = pybind11;
 
-void init_openmp_csvm(py::module &m) {
+void init_openmp_csvm(py::module_ &m) {
     // use its own submodule for the OpenMP CSVM bindings
-    py::module openmp_module = m.def_submodule("openmp");
+    py::module_ openmp_module = m.def_submodule("openmp");
 
     // bind the CSVM using the OpenMP backend
     py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "csvm")
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 31a7d3d3b..f9e8b1b2d 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -4,14 +4,14 @@
 
 #include "../utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module_, py::enum_
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
 
-void init_sycl(py::module &m) {
+void init_sycl(py::module_ &m) {
     // use its own submodule for the SYCL specific bindings
-    py::module sycl_module = m.def_submodule("sycl");
+    py::module_ sycl_module = m.def_submodule("sycl");
 
     // register SYCL backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, backend_error)
diff --git a/bindings/Python/constants.cpp b/bindings/Python/constants.cpp
index 56b44fbd9..b74246e8c 100644
--- a/bindings/Python/constants.cpp
+++ b/bindings/Python/constants.cpp
@@ -1,10 +1,10 @@
 #include "plssvm/constants.hpp"
 
-#include "pybind11/pybind11.h"  // py::module
+#include "pybind11/pybind11.h"  // py::module_
 
 namespace py = pybind11;
 
-void init_constants(py::module &m) {
+void init_constants(py::module_ &m) {
     // enable or disable verbose output
     m.def("quiet", [](const bool verb) { plssvm::verbose = !verb; });
 }
\ No newline at end of file
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index c56731966..62b75392e 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -2,14 +2,14 @@
 
 #include "utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::kwargs, py::overload_cast, py::const_
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::kwargs, py::overload_cast, py::const_
 #include "pybind11/stl.h"       // support for STL types
 
 #include <string>  // std::string
 
 namespace py = pybind11;
 
-void init_csvm(py::module &m) {
+void init_csvm(py::module_ &m) {
     using real_type = double;
     using label_type = std::string;
 
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index a01c54831..ff701096d 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -2,7 +2,7 @@
 
 #include "utility.hpp"  // check_kwargs_for_correctness
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only
 #include "pybind11/stl.h"       // support for STL types
 
 #include <string>    // std::string
@@ -12,7 +12,7 @@
 namespace py = pybind11;
 using namespace std::literals;
 
-void init_data_set(py::module &m) {
+void init_data_set(py::module_ &m) {
     // bind data_set class
     using real_type = double;
     using label_type = std::string;
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 8e061e974..29a18060c 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -2,12 +2,12 @@
 
 #include "utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module
+#include "pybind11/pybind11.h"  // py::module_
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
 
-void init_exceptions(py::module &m) {
+void init_exceptions(py::module_ &m) {
     // register exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, m, invalid_parameter_error)
     PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, m, file_reader_error)
diff --git a/bindings/Python/file_format_types.cpp b/bindings/Python/file_format_types.cpp
index 36526bc64..005eb1a2e 100644
--- a/bindings/Python/file_format_types.cpp
+++ b/bindings/Python/file_format_types.cpp
@@ -1,10 +1,10 @@
 #include "plssvm/file_format_types.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module_, py::enum_
 
 namespace py = pybind11;
 
-void init_file_format_types(py::module &m) {
+void init_file_format_types(py::module_ &m) {
     // bind enum class
     py::enum_<plssvm::file_format_type>(m, "file_format_type")
         .value("libsvm", plssvm::file_format_type::libsvm)
diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index d460a2a80..b052525d7 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -2,7 +2,7 @@
 #include "plssvm/parameter.hpp"  // plssvm::parameter
 
 #include "fmt/core.h"           // fmt::format
-#include "pybind11/pybind11.h"  // py::module, py::enum_, py::value_error
+#include "pybind11/pybind11.h"  // py::module_, py::enum_, py::value_error
 #include "pybind11/stl.h"       // support for STL types
 
 #include <optional>  // std::optional, std::nullopt
@@ -10,7 +10,7 @@
 
 namespace py = pybind11;
 
-void init_kernel_function_types(py::module &m) {
+void init_kernel_function_types(py::module_ &m) {
     // TODO: performance + types (float)?
     // bind enum class
     py::enum_<plssvm::kernel_function_type>(m, "kernel_function_type")
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index e6bf72132..456261e59 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -1,26 +1,26 @@
-#include "pybind11/pybind11.h"  // PYBIND11_MODULE, py::module
+#include "pybind11/pybind11.h"  // PYBIND11_MODULE, py::module_
 
 namespace py = pybind11;
 
 // forward declare binding functions
-void init_constants(py::module &);
-void init_target_platforms(py::module &);
-void init_backend_types(py::module &);
-void init_file_format_types(py::module &);
-void init_kernel_function_types(py::module &);
-void init_parameter(py::module &);
-void init_model(py::module &);
-void init_data_set(py::module &);
-void init_version(py::module &);
-void init_exceptions(py::module &);
-void init_csvm(py::module &);
-void init_openmp_csvm(py::module &);
-void init_cuda_csvm(py::module &);
-void init_hip_csvm(py::module &);
-void init_opencl_csvm(py::module &);
-void init_sycl(py::module &);
-void init_hipsycl_csvm(py::module &);
-void init_dpcpp_csvm(py::module &);
+void init_constants(py::module_ &);
+void init_target_platforms(py::module_ &);
+void init_backend_types(py::module_ &);
+void init_file_format_types(py::module_ &);
+void init_kernel_function_types(py::module_ &);
+void init_parameter(py::module_ &);
+void init_model(py::module_ &);
+void init_data_set(py::module_ &);
+void init_version(py::module_ &);
+void init_exceptions(py::module_ &);
+void init_csvm(py::module_ &);
+void init_openmp_csvm(py::module_ &);
+void init_cuda_csvm(py::module_ &);
+void init_hip_csvm(py::module_ &);
+void init_opencl_csvm(py::module_ &);
+void init_sycl(py::module_ &);
+void init_hipsycl_csvm(py::module_ &);
+void init_dpcpp_csvm(py::module_ &);
 
 PYBIND11_MODULE(plssvm, m) {
     // NOTE: the order matters. DON'T CHANGE IT!
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index ec8f2c8d3..0b17f7059 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,13 +1,13 @@
 #include "plssvm/model.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::return_value_policy
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::return_value_policy
 #include "pybind11/stl.h"       // support for STL types
 
 #include <string>  // std::string
 
 namespace py = pybind11;
 
-void init_model(py::module &m) {
+void init_model(py::module_ &m) {
     // bind model class
     using real_type = double;
     using label_type = std::string;
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 13280f56a..5865778ec 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -1,12 +1,12 @@
 #include "plssvm/parameter.hpp"
 
 #include "pybind11/operators.h"  // support for operators
-#include "pybind11/pybind11.h"   // py::module, py::class_, py::init, py::arg, py::return_value_policy, py::self
+#include "pybind11/pybind11.h"   // py::module_, py::class_, py::init, py::arg, py::return_value_policy, py::self
 #include "pybind11/stl.h"        // support for STL types
 
 namespace py = pybind11;
 
-void init_parameter(py::module &m) {
+void init_parameter(py::module_ &m) {
     const plssvm::parameter default_params{};
 
     // bind parameter class
diff --git a/bindings/Python/target_platforms.cpp b/bindings/Python/target_platforms.cpp
index baea57ff1..f9c143dca 100644
--- a/bindings/Python/target_platforms.cpp
+++ b/bindings/Python/target_platforms.cpp
@@ -1,11 +1,11 @@
 #include "plssvm/target_platforms.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::enum_
+#include "pybind11/pybind11.h"  // py::module_, py::enum_
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
 
-void init_target_platforms(py::module &m) {
+void init_target_platforms(py::module_ &m) {
     // bind enum class
     py::enum_<plssvm::target_platform>(m, "target_platform")
         .value("automatic", plssvm::target_platform::automatic)
diff --git a/bindings/Python/version/version.cpp b/bindings/Python/version/version.cpp
index 8849d2767..a227e11a9 100644
--- a/bindings/Python/version/version.cpp
+++ b/bindings/Python/version/version.cpp
@@ -1,6 +1,6 @@
 #include "plssvm/version/version.hpp"
 
-#include "pybind11/pybind11.h"  // py::module, py::class_, py::object
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::object
 #include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
@@ -8,7 +8,7 @@ namespace py = pybind11;
 // dummy class
 class version {};
 
-void init_version(py::module &m) {
+void init_version(py::module_ &m) {
     // bind global version information
     // complexity necessary to enforce read-only
     py::class_<version>(m, "version")

From 33290e2ab67e1fb8a8149dfdd7a80ef1c3feac47 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 17 Mar 2023 10:41:26 +0100
Subject: [PATCH 0803/1010] Add comments.

---
 bindings/Python/CMakeLists.txt | 19 +++++++++++++------
 1 file changed, 13 insertions(+), 6 deletions(-)

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 920e99489..2d09a7788 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -4,10 +4,11 @@
 ##          See the LICENSE.md file in the project root for full license information.
 ########################################################################################################################
 
+include(${PROJECT_SOURCE_DIR}/cmake/utility_macros.cmake)
 
 message(STATUS "Building Python language bindings for PLSSVM.")
 
-## try finding fmt
+## try finding pybind11
 find_package(pybind11 2.10.3 QUIET)
 if (pybind11_FOUND)
     message(STATUS "Found package pybind11.")
@@ -22,16 +23,14 @@ else ()
             QUIET
             )
     FetchContent_MakeAvailable(pybind11)
-    #    add_dependencies(${PLSSVM_BASE_LIBRARY_NAME} pybind11)
     target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
             $<BUILD_INTERFACE:${pybind11_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
             )
-    #    # append pybind11 to installed targets if build from source
-    #    list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
     message(STATUS "Installed pybind11 version ${PLSSVM_pybind11_VERSION}.")
 endif ()
 
+# set source files that are always used
 set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
         ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
@@ -46,6 +45,7 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/constants.cpp
         ${CMAKE_CURRENT_LIST_DIR}/main.cpp
         )
+# set backends specific source files if the respective backend is used
 if (TARGET ${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME})
     list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/openmp_csvm.cpp)
 endif ()
@@ -68,13 +68,20 @@ if (TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
     list(APPEND PLSSVM_PYTHON_BINDINGS_SOURCES ${CMAKE_CURRENT_LIST_DIR}/backends/dpcpp_csvm.cpp)
 endif ()
 
+# create pybind11 module
 set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
-target_include_directories(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PUBLIC ${CMAKE_CURRENT_LIST_DIR})
-target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PUBLIC ${PLSSVM_ALL_LIBRARY_NAME})
+
+# add necessary compile options
+target_include_directories(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE ${CMAKE_CURRENT_LIST_DIR})
+target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE ${PLSSVM_ALL_LIBRARY_NAME})
 target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PYBIND11_DETAILED_ERROR_MESSAGES)
 
+# find required python libraries
 find_package(PythonLibs REQUIRED)
 target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${PYTHON_INCLUDE_DIRS})
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${GPU_SAMPLER_LIBRARY_NAME})
 
+# append pybind11 bindings library to installed targets if build from source
+# TODO: doesn't work
+# append_local_and_parent(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME})
\ No newline at end of file

From 8fffc0bb17917ec09f7f90e3cf6d3c8bce909339 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 09:42:10 +0100
Subject: [PATCH 0804/1010] Update string representation for various classes.

---
 bindings/Python/data_set.cpp  | 41 ++++++++++++++++++++++++++++++-----
 bindings/Python/model.cpp     |  7 +++++-
 bindings/Python/parameter.cpp |  9 +++++++-
 3 files changed, 49 insertions(+), 8 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index ff701096d..f7f27bc38 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -2,12 +2,14 @@
 
 #include "utility.hpp"  // check_kwargs_for_correctness
 
+#include "fmt/core.h"           // fmt::format
+#include "fmt/format.h"         // fmt::join
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only
 #include "pybind11/stl.h"       // support for STL types
 
-#include <string>    // std::string
-#include <utility>   // std::move
-#include <vector>    // std::vector
+#include <string>   // std::string
+#include <utility>  // std::move
+#include <vector>   // std::vector
 
 namespace py = pybind11;
 using namespace std::literals;
@@ -24,7 +26,13 @@ void init_data_set(py::module_ &m) {
         .def(py::init<size_type, real_type, real_type>(), py::arg("feature"), py::arg("lower"), py::arg("upper"))
         .def_readonly("feature", &data_set_type::scaling::factors::feature)
         .def_readonly("lower", &data_set_type::scaling::factors::lower)
-        .def_readonly("upper", &data_set_type::scaling::factors::upper);
+        .def_readonly("upper", &data_set_type::scaling::factors::upper)
+        .def("__repr__", [](const data_set_type::scaling::factors &scaling_factors) {
+            return fmt::format("<plssvm.data_set.scaling.factors with {{ feature: {}, lower: {}, upper: {} }}>",
+                               scaling_factors.feature,
+                               scaling_factors.lower,
+                               scaling_factors.upper);
+        });
 
     // bind the plssvm::data_set internal "scaling" struct
     py::class_<data_set_type::scaling>(m, "data_set_scaling")
@@ -32,7 +40,13 @@ void init_data_set(py::module_ &m) {
         .def(py::init<const std::string &>())
         .def("save", &data_set_type::scaling::save)
         .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval)
-        .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors);
+        .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors)
+        .def("__repr__", [](const data_set_type::scaling &scaling) {
+            return fmt::format("<plssvm.data_set.scaling with {{ lower: {}, upper: {}, #factors: {} }}>",
+                               scaling.scaling_interval.first,
+                               scaling.scaling_interval.second,
+                               scaling.scaling_factors.size());
+        });
 
     // bind the data set class
     py::class_<data_set_type>(m, "data_set")
@@ -87,5 +101,20 @@ void init_data_set(py::module_ &m) {
         .def("num_features", &data_set_type::num_features)
         .def("num_different_labels", &data_set_type::num_different_labels)
         .def("is_scaled", &data_set_type::is_scaled)
-        .def("scaling_factors", &data_set_type::scaling_factors, py::return_value_policy::reference_internal);
+        .def("scaling_factors", &data_set_type::scaling_factors, py::return_value_policy::reference_internal)
+        .def("__repr__", [](const data_set_type &data) {
+            std::string optional_repr{};
+            if (data.has_labels()) {
+                optional_repr += fmt::format(", labels: [{}]", fmt::join(data.different_labels().value(), ", "));
+            }
+            if (data.is_scaled()) {
+                optional_repr += fmt::format(", scaling: [{}, {}]",
+                                             data.scaling_factors()->get().scaling_interval.first,
+                                             data.scaling_factors()->get().scaling_interval.second);
+            }
+            return fmt::format("<plssvm.data_set with {{ #points: {}, #features: {}{} }}>",
+                               data.num_data_points(),
+                               data.num_features(),
+                               optional_repr);
+        });
 }
\ No newline at end of file
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 0b17f7059..e59d530d1 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,5 +1,6 @@
 #include "plssvm/model.hpp"
 
+#include "fmt/core.h"           // fmt::format
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::return_value_policy
 #include "pybind11/stl.h"       // support for STL types
 
@@ -21,5 +22,9 @@ void init_model(py::module_ &m) {
         .def("get_params", &model_type::get_params, py::return_value_policy::reference_internal)
         .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference_internal)
         .def("weights", &model_type::weights, py::return_value_policy::reference_internal)
-        .def("rho", &model_type::rho);
+        .def("rho", &model_type::rho)
+        .def("__repr__", [](const model_type &model) {
+            return fmt::format("<plssvm.model with {{ #sv: {}, #features: {}, rho: {} }}>",
+                               model.num_support_vectors(), model.num_features(), model.rho());
+        });
 }
\ No newline at end of file
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 5865778ec..ee1b986a3 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -1,9 +1,12 @@
 #include "plssvm/parameter.hpp"
 
+#include "fmt/core.h"            // fmt::format
 #include "pybind11/operators.h"  // support for operators
 #include "pybind11/pybind11.h"   // py::module_, py::class_, py::init, py::arg, py::return_value_policy, py::self
 #include "pybind11/stl.h"        // support for STL types
 
+#include <sstream>
+
 namespace py = pybind11;
 
 void init_parameter(py::module_ &m) {
@@ -45,7 +48,11 @@ void init_parameter(py::module_ &m) {
             py::return_value_policy::reference)
         .def("equivalent", &plssvm::parameter::equivalent)
         .def(py::self == py::self)
-        .def(py::self != py::self);
+        .def(py::self != py::self)
+        .def("__repr__", [](const plssvm::parameter &params) {
+            return fmt::format("<plssvm.parameter with {{ kernel_type: {}, degree: {}, gamma:{}, coef0: {}, cost: {} }}>",
+                               params.kernel_type, params.degree, params.gamma, params.coef0, params.cost);
+        });
 
     // bind free functions
     m.def("equivalent", &plssvm::detail::equivalent<double>);

From 3ace534ad6e45bc90b821609ae4e34ee3b341e3b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 09:42:42 +0100
Subject: [PATCH 0805/1010] Implement public function plssvm::equivalent for
 plssvm::parameter.

---
 bindings/Python/parameter.cpp | 2 +-
 include/plssvm/parameter.hpp  | 7 +++++++
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index ee1b986a3..0d7827941 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -55,5 +55,5 @@ void init_parameter(py::module_ &m) {
         });
 
     // bind free functions
-    m.def("equivalent", &plssvm::detail::equivalent<double>);
+    m.def("equivalent", &plssvm::equivalent);
 }
\ No newline at end of file
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 611192e9e..ee35a049f 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -327,6 +327,13 @@ std::ostream &operator<<(std::ostream &out, const parameter<T> &params);
 /// The public parameter type uses `double` to store the SVM parameters.
 using parameter = detail::parameter<double>;
 
+/**
+ * @copydoc plssvm::detail::equivalent
+ */
+[[nodiscard]] constexpr bool equivalent(const parameter &lhs, const parameter &rhs) noexcept {
+    return detail::equivalent(lhs, rhs);
+}
+
 }  // namespace plssvm
 
 #endif  // PLSSVM_PARAMETER_HPP_
\ No newline at end of file

From 755afc199cdffb1e59836cb99bfd273cd2c94066 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 10:42:28 +0100
Subject: [PATCH 0806/1010] Add mapping from the plssvm::make_csvm factory
 function to a generic Python plssvm.csvm class.

---
 bindings/Python/csvm.cpp | 41 +++++++++++++++++++++++++++++++++++++---
 1 file changed, 38 insertions(+), 3 deletions(-)

diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 62b75392e..20e7acf21 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -1,4 +1,5 @@
 #include "plssvm/csvm.hpp"
+#include "plssvm/csvm_factory.hpp"
 
 #include "utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
 
@@ -13,10 +14,10 @@ void init_csvm(py::module_ &m) {
     using real_type = double;
     using label_type = std::string;
 
-    // TODO: rewrite py::kwargs with std::optional?
+    py::module_ pure_virtual_model = m.def_submodule("pure_virtual");
 
-    py::class_<plssvm::csvm>(m, "csvm")
-        .def("get_params", &plssvm::csvm::get_params)
+    py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "pure_virtual_base_csvm");
+    pycsvm.def("get_params", &plssvm::csvm::get_params)
         .def("set_params", [](plssvm::csvm &self, const plssvm::parameter &params) {
             self.set_params(params);
         })
@@ -43,4 +44,38 @@ void init_csvm(py::module_ &m) {
         .def("predict", &plssvm::csvm::predict<real_type, label_type>)
         .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_))
         .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &, const plssvm::data_set<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_));
+
+    // bind plssvm::make_csvm factory function to a "generic" Python csvm class
+    py::class_<plssvm::csvm>(m, "csvm", pycsvm, py::module_local())
+        .def(py::init([](py::kwargs args) {
+            // check named arguments
+            check_kwargs_for_correctness(args, { "backend", "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
+            // convert kwargs to parameter and update csvm internal parameter
+            const plssvm::parameter params = convert_kwargs_to_parameter(args);
+            // backend type
+            plssvm::backend_type backend = plssvm::backend_type::automatic;
+            if (args.contains("backend")) {
+                backend = args["backend"].cast<plssvm::backend_type>();
+            }
+            // target platform
+            plssvm::target_platform target = plssvm::target_platform::automatic;
+            if (args.contains("target_platform")) {
+                target = args["target_platform"].cast<plssvm::target_platform>();
+            }
+            if (backend == plssvm::backend_type::sycl) {
+                // sycl specific flags
+                plssvm::sycl::implementation_type impl_type = plssvm::sycl::implementation_type::automatic;
+                if (args.contains("sycl_implementation_type")) {
+                    impl_type = args["sycl_implementation_type"].cast<plssvm::sycl::implementation_type>();
+                }
+                plssvm::sycl::kernel_invocation_type invocation_type = plssvm::sycl::kernel_invocation_type::automatic;
+                if (args.contains("sycl_kernel_invocation_type")) {
+                    invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>();
+                }
+
+                return plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = impl_type, plssvm::sycl_kernel_invocation_type = invocation_type);
+            } else {
+                return plssvm::make_csvm(backend, target, params);
+            }
+        }));
 }
\ No newline at end of file

From f015d6da691d2a3cc90dd1da45ccacc5d9ad6e22 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 11:25:11 +0100
Subject: [PATCH 0807/1010] Fix wrong property name.

---
 bindings/Python/parameter.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 0d7827941..4cf1287ae 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -32,17 +32,17 @@ void init_parameter(py::module_ &m) {
             [](plssvm::parameter &param, const int degree) { param.degree = degree; },
             py::return_value_policy::reference)
         .def_property(
-            "degree",
+            "gamma",
             [](const plssvm::parameter &param) { return param.gamma.value(); },
             [](plssvm::parameter &param, const double gamma) { param.gamma = gamma; },
             py::return_value_policy::reference)
         .def_property(
-            "degree",
+            "coef0",
             [](const plssvm::parameter &param) { return param.coef0.value(); },
             [](plssvm::parameter &param, const double coef0) { param.coef0 = coef0; },
             py::return_value_policy::reference)
         .def_property(
-            "degree",
+            "cost",
             [](const plssvm::parameter &param) { return param.cost.value(); },
             [](plssvm::parameter &param, const double cost) { param.cost = cost; },
             py::return_value_policy::reference)

From 2701a14137bd9784cbca110af2d8dda508605c03 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 11:38:45 +0100
Subject: [PATCH 0808/1010] Update names to be in line with Python's PEP8
 naming conventions.

---
 bindings/Python/backend_types.cpp         | 14 +++++++-------
 bindings/Python/backends/cuda_csvm.cpp    |  4 ++--
 bindings/Python/backends/dpcpp_csvm.cpp   |  4 ++--
 bindings/Python/backends/hip_csvm.cpp     |  4 ++--
 bindings/Python/backends/hipsycl_csvm.cpp |  4 ++--
 bindings/Python/backends/opencl_csvm.cpp  |  4 ++--
 bindings/Python/backends/openmp_csvm.cpp  |  4 ++--
 bindings/Python/backends/sycl.cpp         | 18 +++++++++---------
 bindings/Python/csvm.cpp                  |  6 +++---
 bindings/Python/data_set.cpp              | 15 +++++++--------
 bindings/Python/exceptions/exceptions.cpp | 16 ++++++++--------
 bindings/Python/file_format_types.cpp     |  6 +++---
 bindings/Python/kernel_function_types.cpp |  9 ++++-----
 bindings/Python/model.cpp                 |  4 ++--
 bindings/Python/parameter.cpp             |  4 ++--
 bindings/Python/target_platforms.cpp      | 12 ++++++------
 16 files changed, 63 insertions(+), 65 deletions(-)

diff --git a/bindings/Python/backend_types.cpp b/bindings/Python/backend_types.cpp
index 31bc8a06d..69fc25d6b 100644
--- a/bindings/Python/backend_types.cpp
+++ b/bindings/Python/backend_types.cpp
@@ -7,13 +7,13 @@ namespace py = pybind11;
 
 void init_backend_types(py::module_ & m) {
     // bind enum class
-    py::enum_<plssvm::backend_type>(m, "backend_type")
-        .value("automatic", plssvm::backend_type::automatic)
-        .value("openmp", plssvm::backend_type::openmp)
-        .value("cuda", plssvm::backend_type::cuda)
-        .value("hip", plssvm::backend_type::hip)
-        .value("opencl", plssvm::backend_type::opencl)
-        .value("sycl", plssvm::backend_type::sycl);
+    py::enum_<plssvm::backend_type>(m, "BackendType")
+        .value("AUTOMATIC", plssvm::backend_type::automatic)
+        .value("OPENMP", plssvm::backend_type::openmp)
+        .value("CUDA", plssvm::backend_type::cuda)
+        .value("HIP", plssvm::backend_type::hip)
+        .value("OPENCL", plssvm::backend_type::opencl)
+        .value("SYCL", plssvm::backend_type::sycl);
 
     // bind free functions
     m.def("list_available_backends", &plssvm::list_available_backends);
diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index 427ccb922..fad3208da 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -19,7 +19,7 @@ void init_cuda_csvm(py::module_ &m) {
     py::module_ cuda_module = m.def_submodule("cuda");
 
     // bind the CSVM using the CUDA backend
-    py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "csvm")
+    py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "Csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
@@ -39,5 +39,5 @@ void init_cuda_csvm(py::module_ &m) {
         }));
 
     // register CUDA backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, BackendError)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 1fe3e45ee..3d7a772a0 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -19,7 +19,7 @@ void init_dpcpp_csvm(py::module_ &m) {
     py::module_ dpcpp_module = m.def_submodule("dpcpp");
 
     // bind the CSVM using the DPCPP backend
-    py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "csvm")
+    py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "Csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
@@ -42,5 +42,5 @@ void init_dpcpp_csvm(py::module_ &m) {
         }));
 
     // register DPCPP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, BackendError)
 }
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index adb74d5c8..a1e91c722 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -19,7 +19,7 @@ void init_hip_csvm(py::module_ &m) {
     py::module_ hip_module = m.def_submodule("hip");
 
     // bind the CSVM using the HIP backend
-    py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "csvm")
+    py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "Csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
@@ -39,5 +39,5 @@ void init_hip_csvm(py::module_ &m) {
         }));
 
     // register HIP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, BackendError)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 6785325cd..2b2a7e020 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -19,7 +19,7 @@ void init_hipsycl_csvm(py::module_ &m) {
     py::module_ hipsycl_module = m.def_submodule("hipsycl");
 
     // bind the CSVM using the hipSYCL backend
-    py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "csvm")
+    py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "Csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
@@ -42,5 +42,5 @@ void init_hipsycl_csvm(py::module_ &m) {
         }));
 
     // register hipSYCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, BackendError)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index aaa157008..96b143f6b 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -19,7 +19,7 @@ void init_opencl_csvm(py::module_ &m) {
     py::module_ opencl_module = m.def_submodule("opencl");
 
     // bind the CSVM using the OpenCL backend
-    py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "csvm")
+    py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "Csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
@@ -39,5 +39,5 @@ void init_opencl_csvm(py::module_ &m) {
         }));
 
     // register OpenCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, BackendError)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 2632c6cf7..67986d5c2 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -19,7 +19,7 @@ void init_openmp_csvm(py::module_ &m) {
     py::module_ openmp_module = m.def_submodule("openmp");
 
     // bind the CSVM using the OpenMP backend
-    py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "csvm")
+    py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "Csvm")
         .def(py::init<>())
         .def(py::init<plssvm::target_platform>())
         .def(py::init<plssvm::parameter>())
@@ -39,5 +39,5 @@ void init_openmp_csvm(py::module_ &m) {
         }));
 
     // register OpenMP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, BackendError)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index f9e8b1b2d..936cc71e9 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -14,18 +14,18 @@ void init_sycl(py::module_ &m) {
     py::module_ sycl_module = m.def_submodule("sycl");
 
     // register SYCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, backend_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, BackendError)
 
     // bind the two enum classes
-    py::enum_<plssvm::sycl::implementation_type>(sycl_module, "implementation_type")
-        .value("automatic", plssvm::sycl::implementation_type::automatic)
-        .value("dpcpp", plssvm::sycl::implementation_type::dpcpp)
-        .value("hipsycl", plssvm::sycl::implementation_type::hipsycl);
+    py::enum_<plssvm::sycl::implementation_type>(sycl_module, "ImplementationType")
+        .value("AUTOMATIC", plssvm::sycl::implementation_type::automatic)
+        .value("DPCPP", plssvm::sycl::implementation_type::dpcpp)
+        .value("HIPSYCL", plssvm::sycl::implementation_type::hipsycl);
 
     sycl_module.def("list_available_sycl_implementations", &plssvm::sycl::list_available_sycl_implementations);
 
-    py::enum_<plssvm::sycl::kernel_invocation_type>(sycl_module, "kernel_invocation_type")
-        .value("automatic", plssvm::sycl::kernel_invocation_type::automatic)
-        .value("nd_range", plssvm::sycl::kernel_invocation_type::nd_range)
-        .value("hierarchical", plssvm::sycl::kernel_invocation_type::hierarchical);
+    py::enum_<plssvm::sycl::kernel_invocation_type>(sycl_module, "KernelInvocationType")
+        .value("AUTOMATIC", plssvm::sycl::kernel_invocation_type::automatic)
+        .value("ND_RANGE", plssvm::sycl::kernel_invocation_type::nd_range)
+        .value("HIERARCHICAL", plssvm::sycl::kernel_invocation_type::hierarchical);
 }
\ No newline at end of file
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 20e7acf21..7f2786347 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -14,9 +14,9 @@ void init_csvm(py::module_ &m) {
     using real_type = double;
     using label_type = std::string;
 
-    py::module_ pure_virtual_model = m.def_submodule("pure_virtual");
+    py::module_ pure_virtual_model = m.def_submodule("_pure_virtual");
 
-    py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "pure_virtual_base_csvm");
+    py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "_pure_virtual_base_csvm");
     pycsvm.def("get_params", &plssvm::csvm::get_params)
         .def("set_params", [](plssvm::csvm &self, const plssvm::parameter &params) {
             self.set_params(params);
@@ -46,7 +46,7 @@ void init_csvm(py::module_ &m) {
         .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &, const plssvm::data_set<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_));
 
     // bind plssvm::make_csvm factory function to a "generic" Python csvm class
-    py::class_<plssvm::csvm>(m, "csvm", pycsvm, py::module_local())
+    py::class_<plssvm::csvm>(m, "Csvm", pycsvm, py::module_local())
         .def(py::init([](py::kwargs args) {
             // check named arguments
             check_kwargs_for_correctness(args, { "backend", "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index f7f27bc38..87e61b8a2 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -12,7 +12,6 @@
 #include <vector>   // std::vector
 
 namespace py = pybind11;
-using namespace std::literals;
 
 void init_data_set(py::module_ &m) {
     // bind data_set class
@@ -22,37 +21,37 @@ void init_data_set(py::module_ &m) {
     using size_type = typename data_set_type::size_type;
 
     // bind the plssvm::data_set::scaling internal "factors" struct
-    py::class_<data_set_type::scaling::factors>(m, "data_set_scaling_factors")
+    py::class_<data_set_type::scaling::factors>(m, "DataSetScalingFactors")
         .def(py::init<size_type, real_type, real_type>(), py::arg("feature"), py::arg("lower"), py::arg("upper"))
         .def_readonly("feature", &data_set_type::scaling::factors::feature)
         .def_readonly("lower", &data_set_type::scaling::factors::lower)
         .def_readonly("upper", &data_set_type::scaling::factors::upper)
         .def("__repr__", [](const data_set_type::scaling::factors &scaling_factors) {
-            return fmt::format("<plssvm.data_set.scaling.factors with {{ feature: {}, lower: {}, upper: {} }}>",
+            return fmt::format("<plssvm.DataSetScalingFactors with {{ feature: {}, lower: {}, upper: {} }}>",
                                scaling_factors.feature,
                                scaling_factors.lower,
                                scaling_factors.upper);
         });
 
     // bind the plssvm::data_set internal "scaling" struct
-    py::class_<data_set_type::scaling>(m, "data_set_scaling")
+    py::class_<data_set_type::scaling>(m, "DataSetScaling")
         .def(py::init<real_type, real_type>(), py::arg("lower"), py::arg("upper"))
         .def(py::init<const std::string &>())
         .def("save", &data_set_type::scaling::save)
         .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval)
         .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors)
         .def("__repr__", [](const data_set_type::scaling &scaling) {
-            return fmt::format("<plssvm.data_set.scaling with {{ lower: {}, upper: {}, #factors: {} }}>",
+            return fmt::format("<plssvm.DataSetScaling with {{ lower: {}, upper: {}, #factors: {} }}>",
                                scaling.scaling_interval.first,
                                scaling.scaling_interval.second,
                                scaling.scaling_factors.size());
         });
 
     // bind the data set class
-    py::class_<data_set_type>(m, "data_set")
+    py::class_<data_set_type>(m, "DataSet")
         .def(py::init([](const std::string &file_name, py::kwargs args) {
             // check for valid keys
-            check_kwargs_for_correctness(args, { "file_format"sv, "scaling"sv });
+            check_kwargs_for_correctness(args, { "file_format", "scaling" });
 
             // call the constructor corresponding to the provided named arguments
             if (args.contains("file_format") && args.contains("scaling")) {
@@ -112,7 +111,7 @@ void init_data_set(py::module_ &m) {
                                              data.scaling_factors()->get().scaling_interval.first,
                                              data.scaling_factors()->get().scaling_interval.second);
             }
-            return fmt::format("<plssvm.data_set with {{ #points: {}, #features: {}{} }}>",
+            return fmt::format("<plssvm.DataSet with {{ #points: {}, #features: {}{} }}>",
                                data.num_data_points(),
                                data.num_features(),
                                optional_repr);
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 29a18060c..9071a4ee5 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -9,12 +9,12 @@ namespace py = pybind11;
 
 void init_exceptions(py::module_ &m) {
     // register exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, m, invalid_parameter_error)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, m, file_reader_error)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, m, data_set_error)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, m, file_not_found_error)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, m, invalid_file_format_error)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, m, unsupported_backend_error)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, m, unsupported_kernel_type_error)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, m, gpu_device_ptr_error)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, m, InvalidParameterError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, m, FileReaderError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, m, DataSetError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, m, FileNotFoundError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, m, InvalidFileFormatError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, m, UnsupportedBackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, m, UnsupportedKernelTypeError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, m, GPUDevicePtrError)
 }
\ No newline at end of file
diff --git a/bindings/Python/file_format_types.cpp b/bindings/Python/file_format_types.cpp
index 005eb1a2e..c31834831 100644
--- a/bindings/Python/file_format_types.cpp
+++ b/bindings/Python/file_format_types.cpp
@@ -6,7 +6,7 @@ namespace py = pybind11;
 
 void init_file_format_types(py::module_ &m) {
     // bind enum class
-    py::enum_<plssvm::file_format_type>(m, "file_format_type")
-        .value("libsvm", plssvm::file_format_type::libsvm)
-        .value("arff", plssvm::file_format_type::arff);
+    py::enum_<plssvm::file_format_type>(m, "FileFormatType")
+        .value("LIBSVM", plssvm::file_format_type::libsvm)
+        .value("ARFF", plssvm::file_format_type::arff);
 }
\ No newline at end of file
diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index b052525d7..c6de07822 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -11,12 +11,11 @@
 namespace py = pybind11;
 
 void init_kernel_function_types(py::module_ &m) {
-    // TODO: performance + types (float)?
     // bind enum class
-    py::enum_<plssvm::kernel_function_type>(m, "kernel_function_type")
-        .value("linear", plssvm::kernel_function_type::linear)
-        .value("polynomial", plssvm::kernel_function_type::polynomial)
-        .value("rbf", plssvm::kernel_function_type::rbf);
+    py::enum_<plssvm::kernel_function_type>(m, "KernelFunctionType")
+        .value("LINEAR", plssvm::kernel_function_type::linear)
+        .value("POLYNOMIAL", plssvm::kernel_function_type::polynomial)
+        .value("RBF", plssvm::kernel_function_type::rbf);
 
     // bind free functions
     m.def("kernel_function_type_to_math_string", &plssvm::kernel_function_type_to_math_string);
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index e59d530d1..41f8c9249 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -14,7 +14,7 @@ void init_model(py::module_ &m) {
     using label_type = std::string;
     using model_type = plssvm::model<real_type, label_type>;
 
-    py::class_<model_type>(m, "model")
+    py::class_<model_type>(m, "Model")
         .def(py::init<const std::string &>())
         .def("save", &model_type::save)
         .def("num_support_vectors", &model_type::num_support_vectors)
@@ -24,7 +24,7 @@ void init_model(py::module_ &m) {
         .def("weights", &model_type::weights, py::return_value_policy::reference_internal)
         .def("rho", &model_type::rho)
         .def("__repr__", [](const model_type &model) {
-            return fmt::format("<plssvm.model with {{ #sv: {}, #features: {}, rho: {} }}>",
+            return fmt::format("<plssvm.Model with {{ #sv: {}, #features: {}, rho: {} }}>",
                                model.num_support_vectors(), model.num_features(), model.rho());
         });
 }
\ No newline at end of file
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 4cf1287ae..a9fe07e94 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -13,7 +13,7 @@ void init_parameter(py::module_ &m) {
     const plssvm::parameter default_params{};
 
     // bind parameter class
-    py::class_<plssvm::parameter>(m, "parameter")
+    py::class_<plssvm::parameter>(m, "Parameter")
         .def(py::init<>())
         .def(py::init<plssvm::kernel_function_type, int, double, double, double>(),
              py::arg("kernel_type") = default_params.kernel_type.value(),
@@ -50,7 +50,7 @@ void init_parameter(py::module_ &m) {
         .def(py::self == py::self)
         .def(py::self != py::self)
         .def("__repr__", [](const plssvm::parameter &params) {
-            return fmt::format("<plssvm.parameter with {{ kernel_type: {}, degree: {}, gamma:{}, coef0: {}, cost: {} }}>",
+            return fmt::format("<plssvm.Parameter with {{ kernel_type: {}, degree: {}, gamma:{}, coef0: {}, cost: {} }}>",
                                params.kernel_type, params.degree, params.gamma, params.coef0, params.cost);
         });
 
diff --git a/bindings/Python/target_platforms.cpp b/bindings/Python/target_platforms.cpp
index f9c143dca..a34b483ce 100644
--- a/bindings/Python/target_platforms.cpp
+++ b/bindings/Python/target_platforms.cpp
@@ -7,12 +7,12 @@ namespace py = pybind11;
 
 void init_target_platforms(py::module_ &m) {
     // bind enum class
-    py::enum_<plssvm::target_platform>(m, "target_platform")
-        .value("automatic", plssvm::target_platform::automatic)
-        .value("cpu", plssvm::target_platform::cpu)
-        .value("gpu_nvidia", plssvm::target_platform::gpu_nvidia)
-        .value("gpu_amd", plssvm::target_platform::gpu_amd)
-        .value("gpu_intel", plssvm::target_platform::gpu_intel);
+    py::enum_<plssvm::target_platform>(m, "TargetPlatform")
+        .value("AUTOMATIC", plssvm::target_platform::automatic)
+        .value("CPU", plssvm::target_platform::cpu)
+        .value("GPU_NVIDIA", plssvm::target_platform::gpu_nvidia)
+        .value("GPU_AMD", plssvm::target_platform::gpu_amd)
+        .value("GPU_INTEL", plssvm::target_platform::gpu_intel);
 
     // bind free functions
     m.def("list_available_target_platforms", &plssvm::list_available_target_platforms);

From 684cfa8c65ba4706b5b65f4cb48d6acda5416c66 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 11:52:24 +0100
Subject: [PATCH 0809/1010] Add TODOs.

---
 bindings/Python/data_set.cpp | 2 ++
 bindings/Python/model.cpp    | 2 ++
 2 files changed, 4 insertions(+)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 87e61b8a2..3b83821e9 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -20,6 +20,8 @@ void init_data_set(py::module_ &m) {
     using data_set_type = plssvm::data_set<real_type, label_type>;
     using size_type = typename data_set_type::size_type;
 
+    // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
+
     // bind the plssvm::data_set::scaling internal "factors" struct
     py::class_<data_set_type::scaling::factors>(m, "DataSetScalingFactors")
         .def(py::init<size_type, real_type, real_type>(), py::arg("feature"), py::arg("lower"), py::arg("upper"))
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 41f8c9249..0a53af9a3 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -14,6 +14,8 @@ void init_model(py::module_ &m) {
     using label_type = std::string;
     using model_type = plssvm::model<real_type, label_type>;
 
+    // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
+
     py::class_<model_type>(m, "Model")
         .def(py::init<const std::string &>())
         .def("save", &model_type::save)

From 7aacbe2bba7336323706b9c627ffeba9423271fd Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 14:48:15 +0100
Subject: [PATCH 0810/1010] Add Python document strings for enums, classes, and
 functions.

---
 bindings/Python/backend_types.cpp         | 16 +++---
 bindings/Python/backends/cuda_csvm.cpp    | 10 ++--
 bindings/Python/backends/dpcpp_csvm.cpp   | 10 ++--
 bindings/Python/backends/hip_csvm.cpp     | 10 ++--
 bindings/Python/backends/hipsycl_csvm.cpp | 10 ++--
 bindings/Python/backends/opencl_csvm.cpp  | 10 ++--
 bindings/Python/backends/openmp_csvm.cpp  | 10 ++--
 bindings/Python/backends/sycl.cpp         | 14 +++---
 bindings/Python/constants.cpp             |  2 +-
 bindings/Python/csvm.cpp                  | 16 +++---
 bindings/Python/data_set.cpp              | 61 ++++++++++++-----------
 bindings/Python/file_format_types.cpp     |  4 +-
 bindings/Python/kernel_function_types.cpp | 14 +++---
 bindings/Python/model.cpp                 | 16 +++---
 bindings/Python/parameter.cpp             | 21 ++++----
 bindings/Python/target_platforms.cpp      | 14 +++---
 bindings/Python/version/version.cpp       | 10 ++--
 17 files changed, 125 insertions(+), 123 deletions(-)

diff --git a/bindings/Python/backend_types.cpp b/bindings/Python/backend_types.cpp
index 69fc25d6b..82994faf2 100644
--- a/bindings/Python/backend_types.cpp
+++ b/bindings/Python/backend_types.cpp
@@ -8,16 +8,16 @@ namespace py = pybind11;
 void init_backend_types(py::module_ & m) {
     // bind enum class
     py::enum_<plssvm::backend_type>(m, "BackendType")
-        .value("AUTOMATIC", plssvm::backend_type::automatic)
-        .value("OPENMP", plssvm::backend_type::openmp)
-        .value("CUDA", plssvm::backend_type::cuda)
-        .value("HIP", plssvm::backend_type::hip)
-        .value("OPENCL", plssvm::backend_type::opencl)
-        .value("SYCL", plssvm::backend_type::sycl);
+        .value("AUTOMATIC", plssvm::backend_type::automatic, "the default backend; depends on the specified target platform")
+        .value("OPENMP", plssvm::backend_type::openmp, "OpenMP to target CPUs only (currently no OpenMP target offloading support)")
+        .value("CUDA", plssvm::backend_type::cuda, "CUDA to target NVIDIA GPUs only")
+        .value("HIP", plssvm::backend_type::hip, "HIP to target AMD and NVIDIA GPUs")
+        .value("OPENCL", plssvm::backend_type::opencl, "OpenCL to target CPUs and GPUs from different vendors")
+        .value("SYCL", plssvm::backend_type::sycl, "SYCL o target CPUs and GPUs from different vendors; currently tested SYCL implementations are DPC++ and hipSYCL");
 
     // bind free functions
-    m.def("list_available_backends", &plssvm::list_available_backends);
-    m.def("determine_default_backend", &plssvm::determine_default_backend,
+    m.def("list_available_backends", &plssvm::list_available_backends, "list the available backends (as found during CMake configuration)");
+    m.def("determine_default_backend", &plssvm::determine_default_backend, "determine the default backend given the list of available backends and target platforms",
           py::arg("available_backends") = plssvm::list_available_backends(),
           py::arg("available_target_platforms") = plssvm::list_available_target_platforms());
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index fad3208da..6450e178e 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -20,10 +20,10 @@ void init_cuda_csvm(py::module_ &m) {
 
     // bind the CSVM using the CUDA backend
     py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "Csvm")
-        .def(py::init<>())
-        .def(py::init<plssvm::target_platform>())
-        .def(py::init<plssvm::parameter>())
-        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
         .def(py::init([](py::kwargs args) {
             // check for valid keys
             check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
@@ -36,7 +36,7 @@ void init_cuda_csvm(py::module_ &m) {
             } else {
                 return std::make_unique<plssvm::cuda::csvm>(params);
             }
-        }));
+        }), "create an SVM using keyword arguments");
 
     // register CUDA backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, BackendError)
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 3d7a772a0..a4826ad5a 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -20,10 +20,10 @@ void init_dpcpp_csvm(py::module_ &m) {
 
     // bind the CSVM using the DPCPP backend
     py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "Csvm")
-        .def(py::init<>())
-        .def(py::init<plssvm::target_platform>())
-        .def(py::init<plssvm::parameter>())
-        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
         .def(py::init([](py::kwargs args) {
             // check for valid keys
             check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
@@ -39,7 +39,7 @@ void init_dpcpp_csvm(py::module_ &m) {
             } else {
                 return std::make_unique<plssvm::dpcpp::csvm>(target, params);
             }
-        }));
+        }), "create an SVM using keyword arguments");
 
     // register DPCPP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, BackendError)
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index a1e91c722..f6e600c0f 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -20,10 +20,10 @@ void init_hip_csvm(py::module_ &m) {
 
     // bind the CSVM using the HIP backend
     py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "Csvm")
-        .def(py::init<>())
-        .def(py::init<plssvm::target_platform>())
-        .def(py::init<plssvm::parameter>())
-        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
         .def(py::init([](py::kwargs args) {
             // check for valid keys
             check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
@@ -36,7 +36,7 @@ void init_hip_csvm(py::module_ &m) {
             } else {
                 return std::make_unique<plssvm::hip::csvm>(params);
             }
-        }));
+        }), "create an SVM using keyword arguments");
 
     // register HIP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, BackendError)
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 2b2a7e020..695166459 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -20,10 +20,10 @@ void init_hipsycl_csvm(py::module_ &m) {
 
     // bind the CSVM using the hipSYCL backend
     py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "Csvm")
-        .def(py::init<>())
-        .def(py::init<plssvm::target_platform>())
-        .def(py::init<plssvm::parameter>())
-        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
         .def(py::init([](py::kwargs args) {
             // check for valid keys
             check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
@@ -39,7 +39,7 @@ void init_hipsycl_csvm(py::module_ &m) {
             } else {
                 return std::make_unique<plssvm::hipsycl::csvm>(target, params);
             }
-        }));
+        }), "create an SVM using keyword arguments");
 
     // register hipSYCL backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, BackendError)
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 96b143f6b..5b49152e5 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -20,10 +20,10 @@ void init_opencl_csvm(py::module_ &m) {
 
     // bind the CSVM using the OpenCL backend
     py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "Csvm")
-        .def(py::init<>())
-        .def(py::init<plssvm::target_platform>())
-        .def(py::init<plssvm::parameter>())
-        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
         .def(py::init([](py::kwargs args) {
             // check for valid keys
             check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
@@ -36,7 +36,7 @@ void init_opencl_csvm(py::module_ &m) {
             } else {
                 return std::make_unique<plssvm::opencl::csvm>(params);
             }
-        }));
+        }), "create an SVM using keyword arguments");
 
     // register OpenCL backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, BackendError)
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 67986d5c2..1dfa3cf1e 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -20,10 +20,10 @@ void init_openmp_csvm(py::module_ &m) {
 
     // bind the CSVM using the OpenMP backend
     py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "Csvm")
-        .def(py::init<>())
-        .def(py::init<plssvm::target_platform>())
-        .def(py::init<plssvm::parameter>())
-        .def(py::init<plssvm::target_platform, plssvm::parameter>())
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
         .def(py::init([](py::kwargs args) {
             // check for valid keys
             check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
@@ -36,7 +36,7 @@ void init_openmp_csvm(py::module_ &m) {
             } else {
                 return std::make_unique<plssvm::openmp::csvm>(params);
             }
-        }));
+        }), "create an SVM using keyword arguments");
 
     // register OpenMP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, BackendError)
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 936cc71e9..9deb5d8db 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -18,14 +18,14 @@ void init_sycl(py::module_ &m) {
 
     // bind the two enum classes
     py::enum_<plssvm::sycl::implementation_type>(sycl_module, "ImplementationType")
-        .value("AUTOMATIC", plssvm::sycl::implementation_type::automatic)
-        .value("DPCPP", plssvm::sycl::implementation_type::dpcpp)
-        .value("HIPSYCL", plssvm::sycl::implementation_type::hipsycl);
+        .value("AUTOMATIC", plssvm::sycl::implementation_type::automatic, "use the available SYCL implementation; if more than one implementation is available, the macro PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION must be defined during the CMake configuration")
+        .value("DPCPP", plssvm::sycl::implementation_type::dpcpp, "use DPC++ as SYCL implementation")
+        .value("HIPSYCL", plssvm::sycl::implementation_type::hipsycl, "use hipSYCL as SYCL implementation");
 
-    sycl_module.def("list_available_sycl_implementations", &plssvm::sycl::list_available_sycl_implementations);
+    sycl_module.def("list_available_sycl_implementations", &plssvm::sycl::list_available_sycl_implementations, "list all available SYCL implementations");
 
     py::enum_<plssvm::sycl::kernel_invocation_type>(sycl_module, "KernelInvocationType")
-        .value("AUTOMATIC", plssvm::sycl::kernel_invocation_type::automatic)
-        .value("ND_RANGE", plssvm::sycl::kernel_invocation_type::nd_range)
-        .value("HIERARCHICAL", plssvm::sycl::kernel_invocation_type::hierarchical);
+        .value("AUTOMATIC", plssvm::sycl::kernel_invocation_type::automatic, "use the best kernel invocation type for the current SYCL implementation and target hardware platform")
+        .value("ND_RANGE", plssvm::sycl::kernel_invocation_type::nd_range, "use the nd_range kernel invocation type")
+        .value("HIERARCHICAL", plssvm::sycl::kernel_invocation_type::hierarchical, "use the hierarchical kernel invocation type");
 }
\ No newline at end of file
diff --git a/bindings/Python/constants.cpp b/bindings/Python/constants.cpp
index b74246e8c..3ff5ee12e 100644
--- a/bindings/Python/constants.cpp
+++ b/bindings/Python/constants.cpp
@@ -6,5 +6,5 @@ namespace py = pybind11;
 
 void init_constants(py::module_ &m) {
     // enable or disable verbose output
-    m.def("quiet", [](const bool verb) { plssvm::verbose = !verb; });
+    m.def("quiet", [](const bool verb) { plssvm::verbose = !verb; }, "if set to true, no command line output is made during calls to PLSSVM functions");
 }
\ No newline at end of file
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 7f2786347..008880c58 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -17,16 +17,16 @@ void init_csvm(py::module_ &m) {
     py::module_ pure_virtual_model = m.def_submodule("_pure_virtual");
 
     py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "_pure_virtual_base_csvm");
-    pycsvm.def("get_params", &plssvm::csvm::get_params)
+    pycsvm.def("get_params", &plssvm::csvm::get_params, "get the parameter used for this SVM")
         .def("set_params", [](plssvm::csvm &self, const plssvm::parameter &params) {
             self.set_params(params);
-        })
+        }, "update the parameter used for this SVM using a plssvm.Parameter object")
         .def("set_params", [](plssvm::csvm &self, py::kwargs args) {
             // check named arguments
             check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
             // convert kwargs to parameter and update csvm internal parameter
             self.set_params(convert_kwargs_to_parameter(args, self.get_params()));
-        })
+        }, "update the parameter used for this SVM using keyword arguments")
         .def("fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, py::kwargs args) {
             // check named arguments
             check_kwargs_for_correctness(args, { "epsilon", "max_iter" });
@@ -40,10 +40,10 @@ void init_csvm(py::module_ &m) {
             } else {
                 return self.fit(data);
             }
-        })
-        .def("predict", &plssvm::csvm::predict<real_type, label_type>)
-        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_))
-        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &, const plssvm::data_set<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_));
+        }, "fit a model using the current SVM on the provided data")
+        .def("predict", &plssvm::csvm::predict<real_type, label_type>, "predict the labels for a data set using a previously learned model")
+        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_), "calculate the accuracy of the model")
+        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &, const plssvm::data_set<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_), "calculate the accuracy of a data set using the model");
 
     // bind plssvm::make_csvm factory function to a "generic" Python csvm class
     py::class_<plssvm::csvm>(m, "Csvm", pycsvm, py::module_local())
@@ -77,5 +77,5 @@ void init_csvm(py::module_ &m) {
             } else {
                 return plssvm::make_csvm(backend, target, params);
             }
-        }));
+        }), "create the 'best' SVM for the available (or provided) backends and target platforms");
 }
\ No newline at end of file
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 3b83821e9..5e44fb6fe 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -24,10 +24,11 @@ void init_data_set(py::module_ &m) {
 
     // bind the plssvm::data_set::scaling internal "factors" struct
     py::class_<data_set_type::scaling::factors>(m, "DataSetScalingFactors")
-        .def(py::init<size_type, real_type, real_type>(), py::arg("feature"), py::arg("lower"), py::arg("upper"))
-        .def_readonly("feature", &data_set_type::scaling::factors::feature)
-        .def_readonly("lower", &data_set_type::scaling::factors::lower)
-        .def_readonly("upper", &data_set_type::scaling::factors::upper)
+        .def(py::init<size_type, real_type, real_type>(), "create a new scaling factor",
+            py::arg("feature"), py::arg("lower"), py::arg("upper"))
+        .def_readonly("feature", &data_set_type::scaling::factors::feature, "the feature index for which the factors are valid")
+        .def_readonly("lower", &data_set_type::scaling::factors::lower, "the lower scaling factor")
+        .def_readonly("upper", &data_set_type::scaling::factors::upper, "the upper scaling factor")
         .def("__repr__", [](const data_set_type::scaling::factors &scaling_factors) {
             return fmt::format("<plssvm.DataSetScalingFactors with {{ feature: {}, lower: {}, upper: {} }}>",
                                scaling_factors.feature,
@@ -37,11 +38,11 @@ void init_data_set(py::module_ &m) {
 
     // bind the plssvm::data_set internal "scaling" struct
     py::class_<data_set_type::scaling>(m, "DataSetScaling")
-        .def(py::init<real_type, real_type>(), py::arg("lower"), py::arg("upper"))
-        .def(py::init<const std::string &>())
-        .def("save", &data_set_type::scaling::save)
-        .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval)
-        .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors)
+        .def(py::init<real_type, real_type>(), py::arg("lower"), py::arg("upper"), "create new scaling factors for the range [lower, upper]")
+        .def(py::init<const std::string &>(), "read the scaling factors from the file")
+        .def("save", &data_set_type::scaling::save, "save the scaling factors to a file")
+        .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval, "the interval to which the data points are scaled")
+        .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors, "the scaling factors for each feature")
         .def("__repr__", [](const data_set_type::scaling &scaling) {
             return fmt::format("<plssvm.DataSetScaling with {{ lower: {}, upper: {}, #factors: {} }}>",
                                scaling.scaling_interval.first,
@@ -65,7 +66,17 @@ void init_data_set(py::module_ &m) {
             } else {
                 return data_set_type{ file_name };
             }
-        }))
+        }), "create a new data set without labels given additional optional parameters")
+        .def(py::init([](std::vector<std::vector<real_type>> data, py::kwargs args) {
+            // check named arguments
+            check_kwargs_for_correctness(args, { "scaling" });
+
+            if (args.contains("scaling")) {
+                return data_set_type{ std::move(data), args["scaling"].cast<data_set_type::scaling>() };
+            } else {
+                return data_set_type{ std::move(data) };
+            }
+        }), "create a new data set with labels given additional optional parameters")
         .def(py::init([](std::vector<std::vector<real_type>> data, py::list labels, py::kwargs args) {
             // check named arguments
             check_kwargs_for_correctness(args, { "scaling" });
@@ -83,26 +94,16 @@ void init_data_set(py::module_ &m) {
                 return data_set_type{ std::move(data), std::move(tmp) };
             }
         }))
-        .def(py::init([](std::vector<std::vector<real_type>> data, py::kwargs args) {
-            // check named arguments
-            check_kwargs_for_correctness(args, { "scaling" });
-
-            if (args.contains("scaling")) {
-                return data_set_type{ std::move(data), args["scaling"].cast<data_set_type::scaling>() };
-            } else {
-                return data_set_type{ std::move(data) };
-            }
-        }))
-        .def("save", &data_set_type::save)
-        .def("data", &data_set_type::data, py::return_value_policy::reference_internal)
-        .def("has_labels", &data_set_type::has_labels)
-        .def("labels", &data_set_type::labels, py::return_value_policy::reference_internal)
-        .def("different_labels", &data_set_type::different_labels)
-        .def("num_data_points", &data_set_type::num_data_points)
-        .def("num_features", &data_set_type::num_features)
-        .def("num_different_labels", &data_set_type::num_different_labels)
-        .def("is_scaled", &data_set_type::is_scaled)
-        .def("scaling_factors", &data_set_type::scaling_factors, py::return_value_policy::reference_internal)
+        .def("save", &data_set_type::save, "save the data set to a file")
+        .def("num_data_points", &data_set_type::num_data_points, "the number of data points in the data set")
+        .def("num_features", &data_set_type::num_features, "the number of features per data point")
+        .def("data", &data_set_type::data, py::return_value_policy::reference_internal, "the data saved as 2D vector")
+        .def("has_labels", &data_set_type::has_labels, "check whether the data set has labels")
+        .def("labels", &data_set_type::labels, py::return_value_policy::reference_internal, "the labels")
+        .def("num_different_labels", &data_set_type::num_different_labels, "the number of different labels")
+        .def("different_labels", &data_set_type::different_labels, "the different labels")
+        .def("is_scaled", &data_set_type::is_scaled, "check whether the original data has been scaled to [lower, upper] bounds")
+        .def("scaling_factors", &data_set_type::scaling_factors, py::return_value_policy::reference_internal, "the factors used to scale this data set")
         .def("__repr__", [](const data_set_type &data) {
             std::string optional_repr{};
             if (data.has_labels()) {
diff --git a/bindings/Python/file_format_types.cpp b/bindings/Python/file_format_types.cpp
index c31834831..c8532bf18 100644
--- a/bindings/Python/file_format_types.cpp
+++ b/bindings/Python/file_format_types.cpp
@@ -7,6 +7,6 @@ namespace py = pybind11;
 void init_file_format_types(py::module_ &m) {
     // bind enum class
     py::enum_<plssvm::file_format_type>(m, "FileFormatType")
-        .value("LIBSVM", plssvm::file_format_type::libsvm)
-        .value("ARFF", plssvm::file_format_type::arff);
+        .value("LIBSVM", plssvm::file_format_type::libsvm, "the LIBSVM file format (default); for the file format specification see: https://www.csie.ntu.edu.tw/~cjlin/libsvm/faq.html")
+        .value("ARFF", plssvm::file_format_type::arff, "the ARFF file format; for the file format specification see: https://www.cs.waikato.ac.nz/~ml/weka/arff.html");
 }
\ No newline at end of file
diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index c6de07822..4136c9498 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -13,20 +13,20 @@ namespace py = pybind11;
 void init_kernel_function_types(py::module_ &m) {
     // bind enum class
     py::enum_<plssvm::kernel_function_type>(m, "KernelFunctionType")
-        .value("LINEAR", plssvm::kernel_function_type::linear)
-        .value("POLYNOMIAL", plssvm::kernel_function_type::polynomial)
-        .value("RBF", plssvm::kernel_function_type::rbf);
+        .value("LINEAR", plssvm::kernel_function_type::linear, "linear kernel function: <u, v>")
+        .value("POLYNOMIAL", plssvm::kernel_function_type::polynomial, "polynomial kernel function: (gamma * <u, v> + coef0)^degree")
+        .value("RBF", plssvm::kernel_function_type::rbf, "radial basis function: e^(-gamma * ||u - v||^2)");
 
     // bind free functions
-    m.def("kernel_function_type_to_math_string", &plssvm::kernel_function_type_to_math_string);
+    m.def("kernel_function_type_to_math_string", &plssvm::kernel_function_type_to_math_string, "return the mathematical representation of a KernelFunctionType");
 
     const plssvm::parameter params{};
 
-    m.def("linear_kernel_function", &plssvm::kernel_function<plssvm::kernel_function_type::linear, double>);
+    m.def("linear_kernel_function", &plssvm::kernel_function<plssvm::kernel_function_type::linear, double>, "apply the linear kernel function to two vectors");
     m.def(
         "polynomial_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const int degree, const std::optional<double> gamma, const double coef0) {
             return plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x, y, degree, gamma.has_value() ? gamma.value() : 1.0 / x.size(), coef0);
-        },
+        }, "apply the polynomial kernel function to two vectors",
         py::arg("x"),
         py::arg("y"),
         py::pos_only(),
@@ -36,7 +36,7 @@ void init_kernel_function_types(py::module_ &m) {
     m.def(
         "rbf_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const std::optional<double> gamma) {
             return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma.has_value() ? gamma.value() : 1.0 / x.size());
-        },
+        }, "apply the radial basis function kernel function to two vectors",
         py::arg("x"),
         py::arg("y"),
         py::pos_only(),
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 0a53af9a3..aac46493b 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -17,14 +17,14 @@ void init_model(py::module_ &m) {
     // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
 
     py::class_<model_type>(m, "Model")
-        .def(py::init<const std::string &>())
-        .def("save", &model_type::save)
-        .def("num_support_vectors", &model_type::num_support_vectors)
-        .def("num_features", &model_type::num_features)
-        .def("get_params", &model_type::get_params, py::return_value_policy::reference_internal)
-        .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference_internal)
-        .def("weights", &model_type::weights, py::return_value_policy::reference_internal)
-        .def("rho", &model_type::rho)
+        .def(py::init<const std::string &>(), "load a previously learned model from a file")
+        .def("save", &model_type::save, "save the current model to a file")
+        .def("num_support_vectors", &model_type::num_support_vectors, "the number of support vectors (note: all training points become support vectors for LSSVMs)")
+        .def("num_features", &model_type::num_features, "the number of features of the support vectors")
+        .def("get_params", &model_type::get_params, py::return_value_policy::reference_internal, "the SVM parameter used to learn this model")
+        .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference_internal, "the support vectors (note: all training points become support vectors for LSSVMs)")
+        .def("weights", &model_type::weights, py::return_value_policy::reference_internal, "the weights learned for each support vector")
+        .def("rho", &model_type::rho, "the bias value after learning")
         .def("__repr__", [](const model_type &model) {
             return fmt::format("<plssvm.Model with {{ #sv: {}, #features: {}, rho: {} }}>",
                                model.num_support_vectors(), model.num_features(), model.rho());
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index a9fe07e94..a8b789f0a 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -10,12 +10,13 @@
 namespace py = pybind11;
 
 void init_parameter(py::module_ &m) {
+    // used to retrieve the default values
     const plssvm::parameter default_params{};
 
     // bind parameter class
     py::class_<plssvm::parameter>(m, "Parameter")
         .def(py::init<>())
-        .def(py::init<plssvm::kernel_function_type, int, double, double, double>(),
+        .def(py::init<plssvm::kernel_function_type, int, double, double, double>(), "create a new SVM parameter object",
              py::arg("kernel_type") = default_params.kernel_type.value(),
              py::arg("degree") = default_params.degree.value(),
              py::arg("gamma") = default_params.gamma.value(),
@@ -25,35 +26,35 @@ void init_parameter(py::module_ &m) {
             "kernel_type",
             [](const plssvm::parameter &param) { return param.kernel_type.value(); },
             [](plssvm::parameter &param, const plssvm::kernel_function_type kernel_type) { param.kernel_type = kernel_type; },
-            py::return_value_policy::reference)
+            py::return_value_policy::reference, "change the used kernel function: linear, polynomial, and rbf")
         .def_property(
             "degree",
             [](const plssvm::parameter &param) { return param.degree.value(); },
             [](plssvm::parameter &param, const int degree) { param.degree = degree; },
-            py::return_value_policy::reference)
+            py::return_value_policy::reference, "change the degree parameter for the polynomial kernel function")
         .def_property(
             "gamma",
             [](const plssvm::parameter &param) { return param.gamma.value(); },
             [](plssvm::parameter &param, const double gamma) { param.gamma = gamma; },
-            py::return_value_policy::reference)
+            py::return_value_policy::reference, "change the gamma parameter for the polynomial and rbf kernel functions")
         .def_property(
             "coef0",
             [](const plssvm::parameter &param) { return param.coef0.value(); },
             [](plssvm::parameter &param, const double coef0) { param.coef0 = coef0; },
-            py::return_value_policy::reference)
+            py::return_value_policy::reference, "change the coef0 parameter for the polynomial kernel function")
         .def_property(
             "cost",
             [](const plssvm::parameter &param) { return param.cost.value(); },
             [](plssvm::parameter &param, const double cost) { param.cost = cost; },
-            py::return_value_policy::reference)
-        .def("equivalent", &plssvm::parameter::equivalent)
-        .def(py::self == py::self)
-        .def(py::self != py::self)
+            py::return_value_policy::reference, "change the cost parameter for the CSVM")
+        .def("equivalent", &plssvm::parameter::equivalent, "check whether two parameter objects are equivalent, i.e., the SVM parameter important for the current 'kernel_type' are the same")
+        .def(py::self == py::self, "check whether two parameter objects are identical")
+        .def(py::self != py::self, "check whether two parameter objects are different")
         .def("__repr__", [](const plssvm::parameter &params) {
             return fmt::format("<plssvm.Parameter with {{ kernel_type: {}, degree: {}, gamma:{}, coef0: {}, cost: {} }}>",
                                params.kernel_type, params.degree, params.gamma, params.coef0, params.cost);
         });
 
     // bind free functions
-    m.def("equivalent", &plssvm::equivalent);
+    m.def("equivalent", &plssvm::equivalent, "check whether two parameter objects are equivalent, i.e., the SVM parameter important for the current 'kernel_type' are the same");
 }
\ No newline at end of file
diff --git a/bindings/Python/target_platforms.cpp b/bindings/Python/target_platforms.cpp
index a34b483ce..d7eccc7ec 100644
--- a/bindings/Python/target_platforms.cpp
+++ b/bindings/Python/target_platforms.cpp
@@ -8,14 +8,14 @@ namespace py = pybind11;
 void init_target_platforms(py::module_ &m) {
     // bind enum class
     py::enum_<plssvm::target_platform>(m, "TargetPlatform")
-        .value("AUTOMATIC", plssvm::target_platform::automatic)
-        .value("CPU", plssvm::target_platform::cpu)
-        .value("GPU_NVIDIA", plssvm::target_platform::gpu_nvidia)
-        .value("GPU_AMD", plssvm::target_platform::gpu_amd)
-        .value("GPU_INTEL", plssvm::target_platform::gpu_intel);
+        .value("AUTOMATIC", plssvm::target_platform::automatic, "the default target with respect to the used backend type; checks for available devices in the following order: NVIDIA GPUs -> AMD GPUs -> Intel GPUs -> CPUs")
+        .value("CPU", plssvm::target_platform::cpu, "target CPUs only (Intel, AMD, IBM, ...)")
+        .value("GPU_NVIDIA", plssvm::target_platform::gpu_nvidia, "target GPUs from NVIDIA")
+        .value("GPU_AMD", plssvm::target_platform::gpu_amd, "target GPUs from AMD")
+        .value("GPU_INTEL", plssvm::target_platform::gpu_intel, "target GPUs from Intel");
 
     // bind free functions
-    m.def("list_available_target_platforms", &plssvm::list_available_target_platforms);
-    m.def("determine_default_target_platform", &plssvm::determine_default_target_platform,
+    m.def("list_available_target_platforms", &plssvm::list_available_target_platforms, "list the available target platforms (as defined during CMake configuration)");
+    m.def("determine_default_target_platform", &plssvm::determine_default_target_platform, "determine the default target platform given the list of available target platforms",
           py::arg("platform_device_list") = plssvm::list_available_target_platforms());
 }
\ No newline at end of file
diff --git a/bindings/Python/version/version.cpp b/bindings/Python/version/version.cpp
index a227e11a9..a0477fab4 100644
--- a/bindings/Python/version/version.cpp
+++ b/bindings/Python/version/version.cpp
@@ -12,9 +12,9 @@ void init_version(py::module_ &m) {
     // bind global version information
     // complexity necessary to enforce read-only
     py::class_<version>(m, "version")
-        .def_property_readonly_static("name", [](py::object /* self */) { return plssvm::version::name; })
-        .def_property_readonly_static("version", [](py::object /* self */) { return plssvm::version::version; })
-        .def_property_readonly_static("major", [](py::object /* self */) { return plssvm::version::major; })
-        .def_property_readonly_static("minor", [](py::object /* self */) { return plssvm::version::minor; })
-        .def_property_readonly_static("patch", [](py::object /* self */) { return plssvm::version::patch; });
+        .def_property_readonly_static("name", [](py::object /* self */) { return plssvm::version::name; }, "the name of the PLSSVM library")
+        .def_property_readonly_static("version", [](py::object /* self */) { return plssvm::version::version; }, "the used version of the PLSSVM library")
+        .def_property_readonly_static("major", [](py::object /* self */) { return plssvm::version::major; }, "the used major version of the PLSSVM library")
+        .def_property_readonly_static("minor", [](py::object /* self */) { return plssvm::version::minor; }, "the used minor version of the PLSSVM library")
+        .def_property_readonly_static("patch", [](py::object /* self */) { return plssvm::version::patch; }, "the used patch version of the PLSSVM library");
 }
\ No newline at end of file

From da38531bb43068f3a4fff75473b34d33a1ca6fab Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 14:55:11 +0100
Subject: [PATCH 0811/1010] Add Python document strings for (sub-)modules.

---
 bindings/Python/backends/cuda_csvm.cpp    | 2 +-
 bindings/Python/backends/dpcpp_csvm.cpp   | 2 +-
 bindings/Python/backends/hip_csvm.cpp     | 2 +-
 bindings/Python/backends/hipsycl_csvm.cpp | 2 +-
 bindings/Python/backends/opencl_csvm.cpp  | 2 +-
 bindings/Python/backends/openmp_csvm.cpp  | 2 +-
 bindings/Python/backends/sycl.cpp         | 2 +-
 bindings/Python/csvm.cpp                  | 4 ++--
 bindings/Python/main.cpp                  | 2 ++
 9 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index 6450e178e..cc0249000 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -16,7 +16,7 @@ namespace py = pybind11;
 
 void init_cuda_csvm(py::module_ &m) {
     // use its own submodule for the CUDA CSVM bindings
-    py::module_ cuda_module = m.def_submodule("cuda");
+    py::module_ cuda_module = m.def_submodule("cuda", "a module containing all CUDA backend specific functionality");
 
     // bind the CSVM using the CUDA backend
     py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "Csvm")
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index a4826ad5a..d72f85838 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -16,7 +16,7 @@ namespace py = pybind11;
 
 void init_dpcpp_csvm(py::module_ &m) {
     // use its own submodule for the DPCPP CSVM bindings
-    py::module_ dpcpp_module = m.def_submodule("dpcpp");
+    py::module_ dpcpp_module = m.def_submodule("dpcpp", "a module containing all DPC++ SYCL backend specific functionality");
 
     // bind the CSVM using the DPCPP backend
     py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "Csvm")
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index f6e600c0f..1540aa499 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -16,7 +16,7 @@ namespace py = pybind11;
 
 void init_hip_csvm(py::module_ &m) {
     // use its own submodule for the HIP CSVM bindings
-    py::module_ hip_module = m.def_submodule("hip");
+    py::module_ hip_module = m.def_submodule("hip", "a module containing all HIP backend specific functionality");
 
     // bind the CSVM using the HIP backend
     py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "Csvm")
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 695166459..2161fe97b 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -16,7 +16,7 @@ namespace py = pybind11;
 
 void init_hipsycl_csvm(py::module_ &m) {
     // use its own submodule for the hipSYCL CSVM bindings
-    py::module_ hipsycl_module = m.def_submodule("hipsycl");
+    py::module_ hipsycl_module = m.def_submodule("hipsycl", "a module containing all hipSYCL SYCL backend specific functionality");
 
     // bind the CSVM using the hipSYCL backend
     py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "Csvm")
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 5b49152e5..9b305d7b4 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -16,7 +16,7 @@ namespace py = pybind11;
 
 void init_opencl_csvm(py::module_ &m) {
     // use its own submodule for the OpenCL CSVM bindings
-    py::module_ opencl_module = m.def_submodule("opencl");
+    py::module_ opencl_module = m.def_submodule("opencl", "a module containing all OpenCL backend specific functionality");
 
     // bind the CSVM using the OpenCL backend
     py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "Csvm")
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 1dfa3cf1e..8e4481be3 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -16,7 +16,7 @@ namespace py = pybind11;
 
 void init_openmp_csvm(py::module_ &m) {
     // use its own submodule for the OpenMP CSVM bindings
-    py::module_ openmp_module = m.def_submodule("openmp");
+    py::module_ openmp_module = m.def_submodule("openmp", "a module containing all OpenMP backend specific functionality");
 
     // bind the CSVM using the OpenMP backend
     py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "Csvm")
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 9deb5d8db..3489cd3e1 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -11,7 +11,7 @@ namespace py = pybind11;
 
 void init_sycl(py::module_ &m) {
     // use its own submodule for the SYCL specific bindings
-    py::module_ sycl_module = m.def_submodule("sycl");
+    py::module_ sycl_module = m.def_submodule("sycl", "a module containing all SYCL backend specific functionality");
 
     // register SYCL backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, BackendError)
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 008880c58..62216770a 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -14,9 +14,9 @@ void init_csvm(py::module_ &m) {
     using real_type = double;
     using label_type = std::string;
 
-    py::module_ pure_virtual_model = m.def_submodule("_pure_virtual");
+    py::module_ pure_virtual_model = m.def_submodule("__pure_virtual");
 
-    py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "_pure_virtual_base_csvm");
+    py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "__pure_virtual_base_csvm");
     pycsvm.def("get_params", &plssvm::csvm::get_params, "get the parameter used for this SVM")
         .def("set_params", [](plssvm::csvm &self, const plssvm::parameter &params) {
             self.set_params(params);
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 456261e59..accbf75c3 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -23,6 +23,8 @@ void init_hipsycl_csvm(py::module_ &);
 void init_dpcpp_csvm(py::module_ &);
 
 PYBIND11_MODULE(plssvm, m) {
+    m.doc() = "Parallel Least Squares Support Vector Machine";
+
     // NOTE: the order matters. DON'T CHANGE IT!
     init_constants(m);
     init_target_platforms(m);

From a8c37b3ace6f4914ba8a9795d4f49dd977ac394e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 15:00:02 +0100
Subject: [PATCH 0812/1010] Add utility function documentation.

---
 bindings/Python/utility.hpp | 18 +++++++++++++++++-
 1 file changed, 17 insertions(+), 1 deletion(-)

diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 6cc922335..bfed0cbad 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -15,6 +15,12 @@
 
 namespace py = pybind11;
 
+/**
+ * @brief Check that the Python kwargs @p args only contain keyword arguments with names present in @p valid_named_args.
+ * @param[in] args the Python keyword arguments
+ * @param[in] valid_named_args the valid keyword arguments
+ * @throws pybind11::value_error if an illegal keyword arguments has been provided
+ */
 inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std::string_view> valid_named_args) {
     for (const auto &[key, value] : args) {
         if (!plssvm::detail::contains(valid_named_args, key.cast<std::string_view>())) {
@@ -23,7 +29,13 @@ inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std:
     }
 }
 
-inline plssvm::parameter convert_kwargs_to_parameter(py::kwargs args, plssvm::parameter params = {}) {
+/**
+ * @brief Convert the Python kwargs @p args to an `plssvm::parameter` object.
+ * @param[in] args the Python keyword arguments
+ * @param[in] params the baseline parameter
+ * @return the `plssvm::parameter` object filled with the keyword @p args (`[[nodiscard]]`)
+ */
+[[nodiscard]] inline plssvm::parameter convert_kwargs_to_parameter(py::kwargs args, plssvm::parameter params = {}) {
     if (args.contains("kernel_type")) {
         params.kernel_type = args["kernel_type"].cast<typename decltype(params.kernel_type)::value_type>();
     }
@@ -42,6 +54,10 @@ inline plssvm::parameter convert_kwargs_to_parameter(py::kwargs args, plssvm::pa
     return params;
 }
 
+/**
+ * @def PLSSVM_REGISTER_EXCEPTION
+ * @brief Register the PLSSVM exception @p exception_type in the Python module @p py_module using the Python name @p py_exception_name.
+ */
 #define PLSSVM_REGISTER_EXCEPTION(exception_type, py_module, py_exception_name)            \
     static py::exception<exception_type> py_exception_name(py_module, #py_exception_name); \
     py::register_exception_translator([](std::exception_ptr p) {                           \

From 56e137f6722f4f6685e78969480ecd560a12ca59 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 15:04:39 +0100
Subject: [PATCH 0813/1010] Remove unused include.

---
 bindings/Python/exceptions/exceptions.cpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 9071a4ee5..346c6dfde 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -3,7 +3,6 @@
 #include "utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
 
 #include "pybind11/pybind11.h"  // py::module_
-#include "pybind11/stl.h"       // support for STL types
 
 namespace py = pybind11;
 

From 067f725a2141e9fdc1d010cd6c807cc317f27ac7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 15:18:00 +0100
Subject: [PATCH 0814/1010] Setting CMAKE_POSITION_INDEPENDENT_CODE to ON
 doesn't work for the plssvm-OpenCL library so -fPIC must be set manually.
 Note that no such flag is necessary for MSVC.

---
 CMakeLists.txt | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index d4d5418d2..5966a82f8 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -76,8 +76,8 @@ target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-        -Wextra-semi -Wunreachable-code -Wuninitialized -fPIC>
+        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor -Wextra-semi -Wunreachable-code -Wuninitialized
+        -fPIC>
         $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
         $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
@@ -239,7 +239,6 @@ else ()
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
     message(STATUS "Installed {fmt} version ${PLSSVM_fmt_VERSION}.")
 endif ()
-set_property(TARGET ${PLSSVM_BASE_LIBRARY_NAME} PROPERTY POSITION_INDEPENDENT_CODE ON)
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 
 list(POP_BACK CMAKE_MESSAGE_INDENT)

From 4705d0474efa9640e049de4c7251981468a7a36d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 15:36:24 +0100
Subject: [PATCH 0815/1010] Correctly enable install target.

---
 bindings/CMakeLists.txt        |  3 +++
 bindings/Python/CMakeLists.txt | 22 ++++++++++++----------
 2 files changed, 15 insertions(+), 10 deletions(-)

diff --git a/bindings/CMakeLists.txt b/bindings/CMakeLists.txt
index eb22a08c5..fd25c782c 100644
--- a/bindings/CMakeLists.txt
+++ b/bindings/CMakeLists.txt
@@ -17,4 +17,7 @@ if (PLSSVM_ENABLE_PYTHON_BINDINGS)
 endif ()
 
 
+# explicitly update install targets in parent scope
+set(PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_TARGETS_TO_INSTALL}" PARENT_SCOPE)
+
 list(POP_BACK CMAKE_MESSAGE_INDENT)
\ No newline at end of file
diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 2d09a7788..34c71980a 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -32,17 +32,20 @@ endif ()
 
 # set source files that are always used
 set(PLSSVM_PYTHON_BINDINGS_SOURCES
-        ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
+
+        ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
+
         ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/constants.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
         ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
         ${CMAKE_CURRENT_LIST_DIR}/kernel_function_types.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
         ${CMAKE_CURRENT_LIST_DIR}/model.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/constants.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
+
         ${CMAKE_CURRENT_LIST_DIR}/main.cpp
         )
 # set backends specific source files if the respective backend is used
@@ -82,6 +85,5 @@ find_package(PythonLibs REQUIRED)
 target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${PYTHON_INCLUDE_DIRS})
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${GPU_SAMPLER_LIBRARY_NAME})
 
-# append pybind11 bindings library to installed targets if build from source
-# TODO: doesn't work
-# append_local_and_parent(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME})
\ No newline at end of file
+# append pybind11 bindings library to installed targets
+ append_local_and_parent(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME})
\ No newline at end of file

From 9841c08d78a0e74af66eb62d6a644d269e0ada57 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 16:01:00 +0100
Subject: [PATCH 0816/1010] Reimplement parameter keyword arguments constructor
 such that it does not always override the default value.

---
 bindings/Python/parameter.cpp | 17 ++++++++---------
 1 file changed, 8 insertions(+), 9 deletions(-)

diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index a8b789f0a..e1351f4a4 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -1,5 +1,7 @@
 #include "plssvm/parameter.hpp"
 
+#include "utility.hpp"
+
 #include "fmt/core.h"            // fmt::format
 #include "pybind11/operators.h"  // support for operators
 #include "pybind11/pybind11.h"   // py::module_, py::class_, py::init, py::arg, py::return_value_policy, py::self
@@ -10,18 +12,15 @@
 namespace py = pybind11;
 
 void init_parameter(py::module_ &m) {
-    // used to retrieve the default values
-    const plssvm::parameter default_params{};
-
     // bind parameter class
     py::class_<plssvm::parameter>(m, "Parameter")
         .def(py::init<>())
-        .def(py::init<plssvm::kernel_function_type, int, double, double, double>(), "create a new SVM parameter object",
-             py::arg("kernel_type") = default_params.kernel_type.value(),
-             py::arg("degree") = default_params.degree.value(),
-             py::arg("gamma") = default_params.gamma.value(),
-             py::arg("coef0") = default_params.coef0.value(),
-             py::arg("cost") = default_params.cost.value())
+        .def(py::init([](py::kwargs args) {
+            // check for valid keys
+            check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+            // if one of the value named parameter is provided, set the respective value
+            return convert_kwargs_to_parameter(args);
+        }), "create a new SVM parameter object")
         .def_property(
             "kernel_type",
             [](const plssvm::parameter &param) { return param.kernel_type.value(); },

From 6aa4947727f720feac548712a7bbdf5857346f32 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 16:04:59 +0100
Subject: [PATCH 0817/1010] Implement missing constructor.

---
 bindings/Python/csvm.cpp | 29 +++++++++++++++++++++++++++++
 1 file changed, 29 insertions(+)

diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 62216770a..9087fa235 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -47,6 +47,35 @@ void init_csvm(py::module_ &m) {
 
     // bind plssvm::make_csvm factory function to a "generic" Python csvm class
     py::class_<plssvm::csvm>(m, "Csvm", pycsvm, py::module_local())
+        .def(py::init([](const plssvm::parameter &params, py::kwargs args) {
+                 // check named arguments
+                 check_kwargs_for_correctness(args, { "backend", "target_platform", "sycl_implementation_type", "sycl_kernel_invocation_type" });
+                 // backend type
+                 plssvm::backend_type backend = plssvm::backend_type::automatic;
+                 if (args.contains("backend")) {
+                     backend = args["backend"].cast<plssvm::backend_type>();
+                 }
+                 // target platform
+                 plssvm::target_platform target = plssvm::target_platform::automatic;
+                 if (args.contains("target_platform")) {
+                     target = args["target_platform"].cast<plssvm::target_platform>();
+                 }
+                 if (backend == plssvm::backend_type::sycl) {
+                     // sycl specific flags
+                     plssvm::sycl::implementation_type impl_type = plssvm::sycl::implementation_type::automatic;
+                     if (args.contains("sycl_implementation_type")) {
+                         impl_type = args["sycl_implementation_type"].cast<plssvm::sycl::implementation_type>();
+                     }
+                     plssvm::sycl::kernel_invocation_type invocation_type = plssvm::sycl::kernel_invocation_type::automatic;
+                     if (args.contains("sycl_kernel_invocation_type")) {
+                         invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>();
+                     }
+
+                     return plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = impl_type, plssvm::sycl_kernel_invocation_type = invocation_type);
+                 } else {
+                     return plssvm::make_csvm(backend, target, params);
+                 }
+             }), "create the 'best' SVM for the available (or provided) backends and target platforms")
         .def(py::init([](py::kwargs args) {
             // check named arguments
             check_kwargs_for_correctness(args, { "backend", "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });

From 4e48f4c50da698fc74093c9a880fecae6ceee422 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 16:05:50 +0100
Subject: [PATCH 0818/1010] Update README.md now including a Python example.

---
 README.md | 42 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 42 insertions(+)

diff --git a/README.md b/README.md
index 70d5bfe5a..4716949dd 100644
--- a/README.md
+++ b/README.md
@@ -52,6 +52,7 @@ General dependencies:
 - [cxxopts ≥ v3.0.0](https://github.com/jarro2783/cxxopts), [fast_float](https://github.com/fastfloat/fast_float), [{fmt} ≥ v8.1.1](https://github.com/fmtlib/fmt), and [igor](https://github.com/bluescarni/igor) (all four are automatically build during the CMake configuration if they couldn't be found using the respective `find_package` call)
 - [GoogleTest ≥ v1.11.0](https://github.com/google/googletest) if testing is enabled (automatically build during the CMake configuration if `find_package(GTest)` wasn't successful)
 - [doxygen](https://www.doxygen.nl/index.html) if documentation generation is enabled
+- [Pybind11 ≥ v2.10.3](https://github.com/pybind/pybind11) if Python bindings are enabled
 - [OpenMP](https://www.openmp.org/) 4.0 or newer (optional) to speed-up library utilities (like file parsing)
 - multiple Python modules used in the utility scripts, to install all modules use `pip install --user -r install/python_requirements.txt`
 
@@ -188,6 +189,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
+- `PLSSVM_ENABLE_LANGUAGE_BINDINGS=ON|OFF` (default: `OFF`): enable language bindings
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:
 
@@ -195,6 +197,10 @@ If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set
   - `PLSSVM_TEST_FILE_NUM_DATA_POINTS` (default: `5000`): the number of data points in the test file
   - `PLSSVM_TEST_FILE_NUM_FEATURES` (default: `2000`): the number of features per data point in the test file
 
+If `PLSSVM_ENABLE_LANGUAGE_BINDINGS` is set to `ON`, the following option can also be set:
+
+- `PLSSVM_ENABLE_PYTHON_BINDINGS=ON|OFF` (default: `PLSSVM_ENABLE_LANGUAGE_BINDINGS`): enable Python bindings using Pybind11
+
 If the SYCL backend is available additional options can be set.
 
 - `PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND=ON|OFF|AUTO` (default: `AUTO`):
@@ -517,6 +523,42 @@ target_compile_features(prog PUBLIC cxx_std_17)
 target_link_libraries(prog PUBLIC plssvm::plssvm-all)
 ```
 
+### Using the Python bindings
+
+The same can be achieved using our Python bindings with the following Python script:
+
+```python
+import plssvm
+
+# create a new C-SVM parameter set, explicitly overriding the default kernel function
+params = plssvm.Parameter(kernel_type = plssvm.KernelFunctionType.POLYNOMIAL)
+
+# create two data sets: one with the training data scaled to [-1, 1]
+# and one with the test data scaled like the training data
+train_data = plssvm.DataSet("train_data.libsvm", scaling=plssvm.DataSetScaling(-1.0, 1.0))
+test_data = plssvm.DataSet("test_data.libsvm", scaling=train_data.scaling_factors())
+
+# create C-SVM using the default backend and the previously defined parameter
+svm = plssvm.Csvm(params)
+
+# fit using the training data, (optionally) set the termination criterion
+model = svm.fit(train_data, epsilon=10e-6)
+
+# get accuracy of the trained model
+model_accuracy = svm.score(model)
+print("model accuracy: {}".format(model_accuracy))
+
+# predict labels
+label = svm.predict(model, test_data)
+
+# write model file to disk
+model.save("model_file.libsvm")
+
+```
+
+**Note:** it may be necessary to set `PYTHONPATH` to the `lib` folder in the PLSSVM install path.
+
+
 ## Citing PLSSVM
 
 If you use PLSSVM in your research, we kindly request you to cite:

From 7b708dc7a00fb735bba2ae86cf727ba862c85fa0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 16:35:37 +0100
Subject: [PATCH 0819/1010] Update bindings to use PLSSVM's exception
 hierarchy.

---
 README.md                                 | 54 ++++++++++++-----------
 bindings/Python/backends/cuda_csvm.cpp    |  4 +-
 bindings/Python/backends/dpcpp_csvm.cpp   |  4 +-
 bindings/Python/backends/hip_csvm.cpp     |  4 +-
 bindings/Python/backends/hipsycl_csvm.cpp |  4 +-
 bindings/Python/backends/opencl_csvm.cpp  |  4 +-
 bindings/Python/backends/openmp_csvm.cpp  |  4 +-
 bindings/Python/backends/sycl.cpp         |  4 +-
 bindings/Python/exceptions/exceptions.cpp | 19 ++++----
 bindings/Python/main.cpp                  | 50 ++++++++++++++-------
 bindings/Python/utility.hpp               | 23 +++++-----
 11 files changed, 97 insertions(+), 77 deletions(-)

diff --git a/README.md b/README.md
index 4716949dd..ef101181b 100644
--- a/README.md
+++ b/README.md
@@ -525,35 +525,39 @@ target_link_libraries(prog PUBLIC plssvm::plssvm-all)
 
 ### Using the Python bindings
 
-The same can be achieved using our Python bindings with the following Python script:
+Roughly the same can be achieved using our Python bindings with the following Python script:
 
 ```python
 import plssvm
 
-# create a new C-SVM parameter set, explicitly overriding the default kernel function
-params = plssvm.Parameter(kernel_type = plssvm.KernelFunctionType.POLYNOMIAL)
-
-# create two data sets: one with the training data scaled to [-1, 1]
-# and one with the test data scaled like the training data
-train_data = plssvm.DataSet("train_data.libsvm", scaling=plssvm.DataSetScaling(-1.0, 1.0))
-test_data = plssvm.DataSet("test_data.libsvm", scaling=train_data.scaling_factors())
-
-# create C-SVM using the default backend and the previously defined parameter
-svm = plssvm.Csvm(params)
-
-# fit using the training data, (optionally) set the termination criterion
-model = svm.fit(train_data, epsilon=10e-6)
-
-# get accuracy of the trained model
-model_accuracy = svm.score(model)
-print("model accuracy: {}".format(model_accuracy))
-
-# predict labels
-label = svm.predict(model, test_data)
-
-# write model file to disk
-model.save("model_file.libsvm")
-
+try:
+    # create a new C-SVM parameter set, explicitly overriding the default kernel function
+    params = plssvm.Parameter(kernel_type = plssvm.KernelFunctionType.POLYNOMIAL)
+  
+    # create two data sets: one with the training data scaled to [-1, 1]
+    # and one with the test data scaled like the training data
+    train_data = plssvm.DataSet("train_data.libsvm", scaling=plssvm.DataSetScaling(-1.0, 1.0))
+    test_data = plssvm.DataSet("test_data.libsvm", scaling=train_data.scaling_factors())
+  
+    # create C-SVM using the default backend and the previously defined parameter
+    svm = plssvm.Csvm(params)
+  
+    # fit using the training data, (optionally) set the termination criterion
+    model = svm.fit(train_data, epsilon=10e-6)
+  
+    # get accuracy of the trained model
+    model_accuracy = svm.score(model)
+    print("model accuracy: {}".format(model_accuracy))
+  
+    # predict labels
+    label = svm.predict(model, test_data)
+  
+    # write model file to disk
+    model.save("model_file.libsvm")
+except plssvm.PLSSVMError as e:
+    print(e)
+except RuntimeError as e:
+    print(e)
 ```
 
 **Note:** it may be necessary to set `PYTHONPATH` to the `lib` folder in the PLSSVM install path.
diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index cc0249000..a1455aa4b 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_cuda_csvm(py::module_ &m) {
+void init_cuda_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the CUDA CSVM bindings
     py::module_ cuda_module = m.def_submodule("cuda", "a module containing all CUDA backend specific functionality");
 
@@ -39,5 +39,5 @@ void init_cuda_csvm(py::module_ &m) {
         }), "create an SVM using keyword arguments");
 
     // register CUDA backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, BackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, BackendError, base_exception)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index d72f85838..71d38bfe3 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_dpcpp_csvm(py::module_ &m) {
+void init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the DPCPP CSVM bindings
     py::module_ dpcpp_module = m.def_submodule("dpcpp", "a module containing all DPC++ SYCL backend specific functionality");
 
@@ -42,5 +42,5 @@ void init_dpcpp_csvm(py::module_ &m) {
         }), "create an SVM using keyword arguments");
 
     // register DPCPP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, BackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, BackendError, base_exception)
 }
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index 1540aa499..287514344 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_hip_csvm(py::module_ &m) {
+void init_hip_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the HIP CSVM bindings
     py::module_ hip_module = m.def_submodule("hip", "a module containing all HIP backend specific functionality");
 
@@ -39,5 +39,5 @@ void init_hip_csvm(py::module_ &m) {
         }), "create an SVM using keyword arguments");
 
     // register HIP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, BackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, BackendError, base_exception)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 2161fe97b..b422af298 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_hipsycl_csvm(py::module_ &m) {
+void init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the hipSYCL CSVM bindings
     py::module_ hipsycl_module = m.def_submodule("hipsycl", "a module containing all hipSYCL SYCL backend specific functionality");
 
@@ -42,5 +42,5 @@ void init_hipsycl_csvm(py::module_ &m) {
         }), "create an SVM using keyword arguments");
 
     // register hipSYCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, BackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, BackendError, base_exception)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 9b305d7b4..5def036ec 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_opencl_csvm(py::module_ &m) {
+void init_opencl_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the OpenCL CSVM bindings
     py::module_ opencl_module = m.def_submodule("opencl", "a module containing all OpenCL backend specific functionality");
 
@@ -39,5 +39,5 @@ void init_opencl_csvm(py::module_ &m) {
         }), "create an SVM using keyword arguments");
 
     // register OpenCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, BackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, BackendError, base_exception)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 8e4481be3..25ba96f64 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_openmp_csvm(py::module_ &m) {
+void init_openmp_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the OpenMP CSVM bindings
     py::module_ openmp_module = m.def_submodule("openmp", "a module containing all OpenMP backend specific functionality");
 
@@ -39,5 +39,5 @@ void init_openmp_csvm(py::module_ &m) {
         }), "create an SVM using keyword arguments");
 
     // register OpenMP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, BackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, BackendError, base_exception)
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 3489cd3e1..6726c2dfe 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -9,12 +9,12 @@
 
 namespace py = pybind11;
 
-void init_sycl(py::module_ &m) {
+void init_sycl(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the SYCL specific bindings
     py::module_ sycl_module = m.def_submodule("sycl", "a module containing all SYCL backend specific functionality");
 
     // register SYCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, BackendError)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, BackendError, base_exception)
 
     // bind the two enum classes
     py::enum_<plssvm::sycl::implementation_type>(sycl_module, "ImplementationType")
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 346c6dfde..b587a2f06 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -6,14 +6,13 @@
 
 namespace py = pybind11;
 
-void init_exceptions(py::module_ &m) {
-    // register exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, m, InvalidParameterError)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, m, FileReaderError)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, m, DataSetError)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, m, FileNotFoundError)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, m, InvalidFileFormatError)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, m, UnsupportedBackendError)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, m, UnsupportedKernelTypeError)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, m, GPUDevicePtrError)
+void init_exceptions(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, m, InvalidParameterError, base_exception)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, m, FileReaderError, base_exception)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, m, DataSetError, base_exception)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, m, FileNotFoundError, base_exception)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, m, InvalidFileFormatError, base_exception)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, m, UnsupportedBackendError, base_exception)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, m, UnsupportedKernelTypeError, base_exception)
+    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, m, GPUDevicePtrError, base_exception)
 }
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index accbf75c3..4893be7b1 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -1,4 +1,8 @@
-#include "pybind11/pybind11.h"  // PYBIND11_MODULE, py::module_
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::exception
+
+#include "pybind11/pybind11.h"  // PYBIND11_MODULE, py::module_, py::exception, py::register_exception_translator
+
+#include <exception>  // std::exception_ptr, std::rethrow_exception
 
 namespace py = pybind11;
 
@@ -12,19 +16,31 @@ void init_parameter(py::module_ &);
 void init_model(py::module_ &);
 void init_data_set(py::module_ &);
 void init_version(py::module_ &);
-void init_exceptions(py::module_ &);
+void init_exceptions(py::module_ &, const py::exception<plssvm::exception> &);
 void init_csvm(py::module_ &);
-void init_openmp_csvm(py::module_ &);
-void init_cuda_csvm(py::module_ &);
-void init_hip_csvm(py::module_ &);
-void init_opencl_csvm(py::module_ &);
-void init_sycl(py::module_ &);
-void init_hipsycl_csvm(py::module_ &);
-void init_dpcpp_csvm(py::module_ &);
+void init_openmp_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+void init_cuda_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+void init_hip_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+void init_opencl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+void init_sycl(py::module_ &, const py::exception<plssvm::exception> &);
+void init_hipsycl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+void init_dpcpp_csvm(py::module_ &, const py::exception<plssvm::exception> &);
 
 PYBIND11_MODULE(plssvm, m) {
     m.doc() = "Parallel Least Squares Support Vector Machine";
 
+    // register PLSSVM base exception
+    static py::exception<plssvm::exception> base_exception(m, "PLSSVMError");
+    py::register_exception_translator([](std::exception_ptr p) {
+        try {
+            if (p) {
+                std::rethrow_exception(p);
+            }
+        } catch (const plssvm::exception &e) {
+            base_exception(e.what_with_loc().c_str());
+        }
+    });
+
     // NOTE: the order matters. DON'T CHANGE IT!
     init_constants(m);
     init_target_platforms(m);
@@ -35,29 +51,29 @@ PYBIND11_MODULE(plssvm, m) {
     init_model(m);
     init_data_set(m);
     init_version(m);
-    init_exceptions(m);
+    init_exceptions(m, base_exception);
     init_csvm(m);
 
     // init bindings for the specific backends ONLY if the backend has been enabled
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
-    init_openmp_csvm(m);
+    init_openmp_csvm(m, base_exception);
 #endif
 #if defined(PLSSVM_HAS_CUDA_BACKEND)
-    init_cuda_csvm(m);
+    init_cuda_csvm(m, base_exception);
 #endif
 #if defined(PLSSVM_HAS_HIP_BACKEND)
-    init_hip_csvm(m);
+    init_hip_csvm(m, base_exception);
 #endif
 #if defined(PLSSVM_HAS_OPENCL_BACKEND)
-    init_opencl_csvm(m);
+    init_opencl_csvm(m, base_exception);
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
-    init_sycl(m);
+    init_sycl(m, base_exception);
     #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    init_hipsycl_csvm(m);
+    init_hipsycl_csvm(m, base_exception);
     #endif
     #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    init_dpcpp_csvm(m);
+    init_dpcpp_csvm(m, base_exception);
     #endif
 #endif
 }
\ No newline at end of file
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index bfed0cbad..dfe4fc01b 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -56,18 +56,19 @@ inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std:
 
 /**
  * @def PLSSVM_REGISTER_EXCEPTION
- * @brief Register the PLSSVM exception @p exception_type in the Python module @p py_module using the Python name @p py_exception_name.
+ * @brief Register the PLSSVM exception @p exception_type derived from @p base_exception in the Python module
+ *        @p py_module using the Python name @p py_exception_name.
  */
-#define PLSSVM_REGISTER_EXCEPTION(exception_type, py_module, py_exception_name)            \
-    static py::exception<exception_type> py_exception_name(py_module, #py_exception_name); \
-    py::register_exception_translator([](std::exception_ptr p) {                           \
-        try {                                                                              \
-            if (p) {                                                                       \
-                std::rethrow_exception(p);                                                 \
-            }                                                                              \
-        } catch (const exception_type &e) {                                                \
-            py_exception_name(e.what_with_loc().c_str());                                  \
-        }                                                                                  \
+#define PLSSVM_REGISTER_EXCEPTION(exception_type, py_module, py_exception_name, base_exception)                  \
+    static py::exception<exception_type> py_exception_name(py_module, #py_exception_name, base_exception.ptr()); \
+    py::register_exception_translator([](std::exception_ptr p) {                                                 \
+        try {                                                                                                    \
+            if (p) {                                                                                             \
+                std::rethrow_exception(p);                                                                       \
+            }                                                                                                    \
+        } catch (const exception_type &e) {                                                                      \
+            py_exception_name(e.what_with_loc().c_str());                                                        \
+        }                                                                                                        \
     });
 
 #endif  // PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_

From 4d3b018734c4563071cfe1bd6e5bd99761eb292a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 20 Mar 2023 16:55:47 +0100
Subject: [PATCH 0820/1010] Remove problematic OpenMP parallel for loop in
 binding code.

---
 bindings/Python/data_set.cpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 5e44fb6fe..ffb09dc09 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -83,7 +83,6 @@ void init_data_set(py::module_ &m) {
 
             // TODO: investigate performance implications?
             std::vector<std::string> tmp(py::len(labels));
-            #pragma omp parallel for
             for (std::vector<std::string>::size_type i = 0; i < py::len(labels); ++i) {
                 tmp[i] = labels[i].cast<py::str>().cast<std::string>();
             }

From f3f4d9122d3276aad2694b4f0053c06d637ff365 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 22 Mar 2023 16:46:31 +0100
Subject: [PATCH 0821/1010] Improve performance and add support for providing a
 numpy array on the Python side of the plssvm::data_set constructor.

---
 bindings/Python/data_set.cpp | 147 +++++++++++++++++++++++++----------
 1 file changed, 104 insertions(+), 43 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index ffb09dc09..d30302af6 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -2,10 +2,12 @@
 
 #include "utility.hpp"  // check_kwargs_for_correctness
 
-#include "fmt/core.h"           // fmt::format
-#include "fmt/format.h"         // fmt::join
+#include "fmt/core.h"    // fmt::format
+#include "fmt/format.h"  // fmt::join
+#include "pybind11/numpy.h"
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only
 #include "pybind11/stl.h"       // support for STL types
+#include "pybind11/stl_bind.h"
 
 #include <string>   // std::string
 #include <utility>  // std::move
@@ -13,6 +15,8 @@
 
 namespace py = pybind11;
 
+// PYBIND11_MAKE_OPAQUE(std::vector<std::vector<double>>)
+
 void init_data_set(py::module_ &m) {
     // bind data_set class
     using real_type = double;
@@ -24,8 +28,7 @@ void init_data_set(py::module_ &m) {
 
     // bind the plssvm::data_set::scaling internal "factors" struct
     py::class_<data_set_type::scaling::factors>(m, "DataSetScalingFactors")
-        .def(py::init<size_type, real_type, real_type>(), "create a new scaling factor",
-            py::arg("feature"), py::arg("lower"), py::arg("upper"))
+        .def(py::init<size_type, real_type, real_type>(), "create a new scaling factor", py::arg("feature"), py::arg("lower"), py::arg("upper"))
         .def_readonly("feature", &data_set_type::scaling::factors::feature, "the feature index for which the factors are valid")
         .def_readonly("lower", &data_set_type::scaling::factors::lower, "the lower scaling factor")
         .def_readonly("upper", &data_set_type::scaling::factors::upper, "the upper scaling factor")
@@ -50,49 +53,107 @@ void init_data_set(py::module_ &m) {
                                scaling.scaling_factors.size());
         });
 
+    //    py::bind_vector<std::vector<std::vector<double>>>(m, "2DVectorDouble");
+
     // bind the data set class
     py::class_<data_set_type>(m, "DataSet")
         .def(py::init([](const std::string &file_name, py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "file_format", "scaling" });
-
-            // call the constructor corresponding to the provided named arguments
-            if (args.contains("file_format") && args.contains("scaling")) {
-                return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), args["scaling"].cast<data_set_type::scaling>() };
-            } else if (args.contains("file_format")) {
-                return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
-            } else if (args.contains("scaling")) {
-                return data_set_type{ file_name, args["scaling"].cast<data_set_type::scaling>() };
-            } else {
-                return data_set_type{ file_name };
-            }
-        }), "create a new data set without labels given additional optional parameters")
-        .def(py::init([](std::vector<std::vector<real_type>> data, py::kwargs args) {
-            // check named arguments
-            check_kwargs_for_correctness(args, { "scaling" });
-
-            if (args.contains("scaling")) {
-                return data_set_type{ std::move(data), args["scaling"].cast<data_set_type::scaling>() };
-            } else {
-                return data_set_type{ std::move(data) };
-            }
-        }), "create a new data set with labels given additional optional parameters")
-        .def(py::init([](std::vector<std::vector<real_type>> data, py::list labels, py::kwargs args) {
-            // check named arguments
-            check_kwargs_for_correctness(args, { "scaling" });
-
-            // TODO: investigate performance implications?
-            std::vector<std::string> tmp(py::len(labels));
-            for (std::vector<std::string>::size_type i = 0; i < py::len(labels); ++i) {
-                tmp[i] = labels[i].cast<py::str>().cast<std::string>();
-            }
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "file_format", "scaling" });
 
-            if (args.contains("scaling")) {
-                return data_set_type{ std::move(data), std::move(tmp), args["scaling"].cast<data_set_type::scaling>() };
-            } else {
-                return data_set_type{ std::move(data), std::move(tmp) };
-            }
-        }))
+                 // call the constructor corresponding to the provided named arguments
+                 if (args.contains("file_format") && args.contains("scaling")) {
+                     return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), args["scaling"].cast<data_set_type::scaling>() };
+                 } else if (args.contains("file_format")) {
+                     return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
+                 } else if (args.contains("scaling")) {
+                     return data_set_type{ file_name, args["scaling"].cast<data_set_type::scaling>() };
+                 } else {
+                     return data_set_type{ file_name };
+                 }
+             }),
+             "create a new data set from the provided file and additional optional parameters")
+        .def(py::init([](py::array_t<double> data, py::kwargs args) {
+                 // check named arguments
+                 check_kwargs_for_correctness(args, { "scaling" });
+
+                 // check dimensions
+                 if (data.ndim() != 2) {
+                     throw py::value_error{ fmt::format("the provided data array must have exactly two dimensions but has {}!", data.ndim()) };
+                 }
+
+                 // convert py::array to std::vector<std::vector<>>
+                 std::vector<std::vector<double>> tmp_data(data.shape(0));
+                 for (std::size_t i = 0; i < tmp_data.size(); ++i) {
+                     tmp_data[i] = std::vector<double>(data.data(i, 0), data.data(i, data.shape(1) - 1));
+                 }
+
+                 if (args.contains("scaling")) {
+                     return data_set_type{ std::move(tmp_data), args["scaling"].cast<data_set_type::scaling>() };
+                 } else {
+                     return data_set_type{ std::move(tmp_data) };
+                 }
+             }),
+             "create a new data set without labels given additional optional parameters")
+        .def(py::init([](py::array_t<double> data, py::array_t<double, py::array::forcecast> labels, py::kwargs args) {
+                 // check named arguments
+                 check_kwargs_for_correctness(args, { "scaling" });
+
+                 // check dimensions
+                 if (data.ndim() != 2) {
+                     throw py::value_error{ fmt::format("the provided data array must have exactly two dimensions but has {}!", data.ndim()) };
+                 }
+                 if (labels.ndim() != 1) {
+                     throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
+                 }
+
+                 // convert py::array to std::vector<std::vector<>>
+                 std::vector<std::vector<double>> tmp_data(data.shape(0));
+                 for (std::size_t i = 0; i < tmp_data.size(); ++i) {
+                     tmp_data[i] = std::vector<double>(data.data(i, 0), data.data(i, data.shape(1) - 1));
+                 }
+
+                 // TODO: investigate performance implications?
+                 std::vector<std::string> tmp_labels(labels.shape(0));
+                 for (std::vector<std::string>::size_type i = 0; i < tmp_labels.size(); ++i) {
+                     tmp_labels[i] = fmt::format("{}", *labels.data(i));
+                 }
+
+                 if (args.contains("scaling")) {
+                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels), args["scaling"].cast<data_set_type::scaling>() };
+                 } else {
+                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels) };
+                 }
+             }),
+             "create a new data set with labels from a numpy array given additional optional parameters")
+        .def(py::init([](py::array_t<double> data, py::list labels, py::kwargs args) {
+                 // check named arguments
+                 check_kwargs_for_correctness(args, { "scaling" });
+
+                 // check dimensions
+                 if (data.ndim() != 2) {
+                     throw py::value_error{ fmt::format("the provided data array must have exactly two dimensions but has {}!", data.ndim()) };
+                 }
+
+                 // convert py::array to std::vector<std::vector<>>
+                 std::vector<std::vector<double>> tmp_data(data.shape(0));
+                 for (std::size_t i = 0; i < tmp_data.size(); ++i) {
+                     tmp_data[i] = std::vector<double>(data.data(i, 0), data.data(i, data.shape(1) - 1));
+                 }
+
+                 // TODO: investigate performance implications?
+                 std::vector<std::string> tmp_labels(py::len(labels));
+                 for (std::vector<std::string>::size_type i = 0; i < py::len(labels); ++i) {
+                     tmp_labels[i] = labels[i].cast<py::str>().cast<std::string>();
+                 }
+
+                 if (args.contains("scaling")) {
+                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels), args["scaling"].cast<data_set_type::scaling>() };
+                 } else {
+                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels) };
+                 }
+             }),
+             "create a new data set with labels from a Python list given additional optional parameters")
         .def("save", &data_set_type::save, "save the data set to a file")
         .def("num_data_points", &data_set_type::num_data_points, "the number of data points in the data set")
         .def("num_features", &data_set_type::num_features, "the number of features per data point")

From c59052cc7abb6c16a1b66ee60efe7bf674c3462b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 22 Mar 2023 16:49:55 +0100
Subject: [PATCH 0822/1010] Minor documentation and formatting changes.

---
 bindings/Python/backend_types.cpp    | 4 ++--
 bindings/Python/backends/sycl.cpp    | 4 ++--
 bindings/Python/target_platforms.cpp | 2 +-
 bindings/Python/version/version.cpp  | 2 +-
 4 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/bindings/Python/backend_types.cpp b/bindings/Python/backend_types.cpp
index 82994faf2..a18d32094 100644
--- a/bindings/Python/backend_types.cpp
+++ b/bindings/Python/backend_types.cpp
@@ -1,11 +1,11 @@
 #include "plssvm/backend_types.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_, py::enum_
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/stl.h"       // support for STL types: std::vector
 
 namespace py = pybind11;
 
-void init_backend_types(py::module_ & m) {
+void init_backend_types(py::module_ &m) {
     // bind enum class
     py::enum_<plssvm::backend_type>(m, "BackendType")
         .value("AUTOMATIC", plssvm::backend_type::automatic, "the default backend; depends on the specified target platform")
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 6726c2dfe..d10b51dc0 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -4,8 +4,8 @@
 
 #include "../utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module_, py::enum_
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"  // py::module_, py::enum_, py::exception
+#include "pybind11/stl.h"       // support for STL types: std:vector
 
 namespace py = pybind11;
 
diff --git a/bindings/Python/target_platforms.cpp b/bindings/Python/target_platforms.cpp
index d7eccc7ec..761f72643 100644
--- a/bindings/Python/target_platforms.cpp
+++ b/bindings/Python/target_platforms.cpp
@@ -1,7 +1,7 @@
 #include "plssvm/target_platforms.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_, py::enum_
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/stl.h"       // support for STL types: std::vector
 
 namespace py = pybind11;
 
diff --git a/bindings/Python/version/version.cpp b/bindings/Python/version/version.cpp
index a0477fab4..0411bef8e 100644
--- a/bindings/Python/version/version.cpp
+++ b/bindings/Python/version/version.cpp
@@ -1,7 +1,7 @@
 #include "plssvm/version/version.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::object
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/stl.h"       // support for STL types: std::string
 
 namespace py = pybind11;
 

From b3f96515396593e69fe5fe85e2bcd5a8482d17c8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 22 Mar 2023 17:36:06 +0100
Subject: [PATCH 0823/1010] Add missing binding for the plssvm::kernel_function
 function.

---
 bindings/Python/kernel_function_types.cpp | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index 4136c9498..615c90a73 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -2,8 +2,8 @@
 #include "plssvm/parameter.hpp"  // plssvm::parameter
 
 #include "fmt/core.h"           // fmt::format
-#include "pybind11/pybind11.h"  // py::module_, py::enum_, py::value_error
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"  // py::module_, py::enum_, py::arg, py::pos_only
+#include "pybind11/stl.h"       // support for STL types: std::vector, std::optional
 
 #include <optional>  // std::optional, std::nullopt
 #include <vector>    // std::vector
@@ -41,4 +41,12 @@ void init_kernel_function_types(py::module_ &m) {
         py::arg("y"),
         py::pos_only(),
         py::arg("gamma") = std::nullopt);
+
+    m.def("kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, plssvm::parameter params) {
+        // set default gamma value
+        if (params.gamma.is_default()) {
+            params.gamma = 1.0 / x.size();
+        }
+        return plssvm::kernel_function(x, y, params);
+    }, "apply the kernel function defined in the parameter object to two vectors");
 }

From dece33b47afcab27ecaf5f3eea7f0ff0837b7be5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 22 Mar 2023 17:37:48 +0100
Subject: [PATCH 0824/1010] Update include documentation.

---
 bindings/Python/exceptions/exceptions.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index b587a2f06..2cd34c42a 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -2,7 +2,7 @@
 
 #include "utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
 
-#include "pybind11/pybind11.h"  // py::module_
+#include "pybind11/pybind11.h"  // py::module_, py::exception
 
 namespace py = pybind11;
 

From ca94af36695d11c52cc52d35538ea10da81995be Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 23 Mar 2023 12:02:23 +0100
Subject: [PATCH 0825/1010] Now all available template types for the model and
 data set class are exposed in Python. The default real_type and label_type
 (for the plssvm.Model and plssvm.DataSet classes) can be defined during the
 CMake configuration step.

---
 README.md                      |   5 +
 bindings/Python/CMakeLists.txt |   8 +
 bindings/Python/data_set.cpp   | 281 +++++++++++++++++++--------------
 bindings/Python/model.cpp      |  52 +++++-
 bindings/Python/utility.hpp    |  34 ++++
 5 files changed, 256 insertions(+), 124 deletions(-)

diff --git a/README.md b/README.md
index ef101181b..88016208e 100644
--- a/README.md
+++ b/README.md
@@ -201,6 +201,11 @@ If `PLSSVM_ENABLE_LANGUAGE_BINDINGS` is set to `ON`, the following option can al
 
 - `PLSSVM_ENABLE_PYTHON_BINDINGS=ON|OFF` (default: `PLSSVM_ENABLE_LANGUAGE_BINDINGS`): enable Python bindings using Pybind11
 
+If `PLSSVM_ENABLE_PYTHON_BINDINGS` is set to `ON`, the following options can also be set:
+
+- `PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE` (default: `double`): the default `real_type` used if the generic `plssvm.Model` and `plssvm.DataSet` Python classes are used
+- `PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE` (default: `std::string`): the default `label_type` used if the generic `plssvm.Model` and `plssvm.DataSet` Python classes are used
+
 If the SYCL backend is available additional options can be set.
 
 - `PLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND=ON|OFF|AUTO` (default: `AUTO`):
diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 34c71980a..01f48ffb9 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -75,6 +75,14 @@ endif ()
 set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
 
+# set default real and label types
+set(PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE "double" CACHE STRING "The preferred type of the data points for the Python bindings.")
+set(PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE "std::string" CACHE STRING "The preferred type of the labels for the Python bindings.")
+
+# add necessary compile definitions for the default real_type and label_type
+target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE=${PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE})
+target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE=${PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE})
+
 # add necessary compile options
 target_include_directories(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE ${CMAKE_CURRENT_LIST_DIR})
 target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE ${PLSSVM_ALL_LIBRARY_NAME})
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index d30302af6..2f48797d1 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -15,146 +15,162 @@
 
 namespace py = pybind11;
 
-// PYBIND11_MAKE_OPAQUE(std::vector<std::vector<double>>)
-
-void init_data_set(py::module_ &m) {
-    // bind data_set class
-    using real_type = double;
-    using label_type = std::string;
+template <typename T>
+std::vector<std::vector<T>> pyarray_to_vector_of_vector(py::array_t<T> data) {
+    // check dimensions
+    if (data.ndim() != 2) {
+        throw py::value_error{ fmt::format("the provided array must have exactly two dimensions but has {}!", data.ndim()) };
+    }
+
+    // convert py::array to std::vector<std::vector<>>
+    std::vector<std::vector<T>> tmp(data.shape(0));
+    for (std::size_t i = 0; i < tmp.size(); ++i) {
+        tmp[i] = std::vector<T>(data.data(i, 0), data.data(i, 0) + data.shape(1));
+    }
+
+    return tmp;
+}
+
+template <typename T>
+std::vector<T> pyarray_to_vector(py::array_t<T> data) {
+    // check dimensions
+    if (data.ndim() != 1) {
+        throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", data.ndim()) };
+    }
+
+    // convert py::array to std::vector
+    return std::vector<T>(data.data(0), data.data(0) + data.shape(0));
+}
+
+template <typename real_type, typename label_type>
+void instantiate_data_set_bindings_real_type_label_type(py::module_ &m) {
     using data_set_type = plssvm::data_set<real_type, label_type>;
     using size_type = typename data_set_type::size_type;
 
     // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
+    // create the Python type names based on the provided real_type and label_type
+    const std::string class_name_scaling_factors = types_to_class_name_extension<real_type, label_type>("DataSetScalingFactors");
+    const std::string class_name_scaling = types_to_class_name_extension<real_type, label_type>("DataSetScaling");
+    const std::string class_name = types_to_class_name_extension<real_type, label_type>("DataSet");
 
     // bind the plssvm::data_set::scaling internal "factors" struct
-    py::class_<data_set_type::scaling::factors>(m, "DataSetScalingFactors")
+    py::class_<typename data_set_type::scaling::factors>(m, class_name_scaling_factors.c_str())
         .def(py::init<size_type, real_type, real_type>(), "create a new scaling factor", py::arg("feature"), py::arg("lower"), py::arg("upper"))
         .def_readonly("feature", &data_set_type::scaling::factors::feature, "the feature index for which the factors are valid")
         .def_readonly("lower", &data_set_type::scaling::factors::lower, "the lower scaling factor")
         .def_readonly("upper", &data_set_type::scaling::factors::upper, "the upper scaling factor")
-        .def("__repr__", [](const data_set_type::scaling::factors &scaling_factors) {
-            return fmt::format("<plssvm.DataSetScalingFactors with {{ feature: {}, lower: {}, upper: {} }}>",
+        .def("__repr__", [class_name_scaling_factors](const typename data_set_type::scaling::factors &scaling_factors) {
+            return fmt::format("<plssvm.{} with {{ feature: {}, lower: {}, upper: {} }}>",
+                               class_name_scaling_factors,
                                scaling_factors.feature,
                                scaling_factors.lower,
                                scaling_factors.upper);
         });
 
     // bind the plssvm::data_set internal "scaling" struct
-    py::class_<data_set_type::scaling>(m, "DataSetScaling")
-        .def(py::init<real_type, real_type>(), py::arg("lower"), py::arg("upper"), "create new scaling factors for the range [lower, upper]")
+    py::class_<typename data_set_type::scaling>(m, class_name_scaling.c_str())
+        .def(py::init<real_type, real_type>(), "create new scaling factors for the range [lower, upper]", py::arg("lower"), py::arg("upper"))
         .def(py::init<const std::string &>(), "read the scaling factors from the file")
         .def("save", &data_set_type::scaling::save, "save the scaling factors to a file")
         .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval, "the interval to which the data points are scaled")
         .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors, "the scaling factors for each feature")
-        .def("__repr__", [](const data_set_type::scaling &scaling) {
-            return fmt::format("<plssvm.DataSetScaling with {{ lower: {}, upper: {}, #factors: {} }}>",
+        .def("__repr__", [class_name_scaling](const typename data_set_type::scaling &scaling) {
+            return fmt::format("<plssvm.{} with {{ lower: {}, upper: {}, #factors: {} }}>",
+                               class_name_scaling,
                                scaling.scaling_interval.first,
                                scaling.scaling_interval.second,
                                scaling.scaling_factors.size());
         });
 
-    //    py::bind_vector<std::vector<std::vector<double>>>(m, "2DVectorDouble");
-
     // bind the data set class
-    py::class_<data_set_type>(m, "DataSet")
-        .def(py::init([](const std::string &file_name, py::kwargs args) {
-                 // check for valid keys
-                 check_kwargs_for_correctness(args, { "file_format", "scaling" });
-
-                 // call the constructor corresponding to the provided named arguments
-                 if (args.contains("file_format") && args.contains("scaling")) {
-                     return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), args["scaling"].cast<data_set_type::scaling>() };
-                 } else if (args.contains("file_format")) {
-                     return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
-                 } else if (args.contains("scaling")) {
-                     return data_set_type{ file_name, args["scaling"].cast<data_set_type::scaling>() };
-                 } else {
-                     return data_set_type{ file_name };
-                 }
-             }),
-             "create a new data set from the provided file and additional optional parameters")
-        .def(py::init([](py::array_t<double> data, py::kwargs args) {
-                 // check named arguments
-                 check_kwargs_for_correctness(args, { "scaling" });
-
-                 // check dimensions
-                 if (data.ndim() != 2) {
-                     throw py::value_error{ fmt::format("the provided data array must have exactly two dimensions but has {}!", data.ndim()) };
-                 }
-
-                 // convert py::array to std::vector<std::vector<>>
-                 std::vector<std::vector<double>> tmp_data(data.shape(0));
-                 for (std::size_t i = 0; i < tmp_data.size(); ++i) {
-                     tmp_data[i] = std::vector<double>(data.data(i, 0), data.data(i, data.shape(1) - 1));
-                 }
-
-                 if (args.contains("scaling")) {
-                     return data_set_type{ std::move(tmp_data), args["scaling"].cast<data_set_type::scaling>() };
-                 } else {
-                     return data_set_type{ std::move(tmp_data) };
-                 }
-             }),
-             "create a new data set without labels given additional optional parameters")
-        .def(py::init([](py::array_t<double> data, py::array_t<double, py::array::forcecast> labels, py::kwargs args) {
-                 // check named arguments
-                 check_kwargs_for_correctness(args, { "scaling" });
-
-                 // check dimensions
-                 if (data.ndim() != 2) {
-                     throw py::value_error{ fmt::format("the provided data array must have exactly two dimensions but has {}!", data.ndim()) };
-                 }
-                 if (labels.ndim() != 1) {
-                     throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
-                 }
-
-                 // convert py::array to std::vector<std::vector<>>
-                 std::vector<std::vector<double>> tmp_data(data.shape(0));
-                 for (std::size_t i = 0; i < tmp_data.size(); ++i) {
-                     tmp_data[i] = std::vector<double>(data.data(i, 0), data.data(i, data.shape(1) - 1));
-                 }
-
-                 // TODO: investigate performance implications?
-                 std::vector<std::string> tmp_labels(labels.shape(0));
-                 for (std::vector<std::string>::size_type i = 0; i < tmp_labels.size(); ++i) {
-                     tmp_labels[i] = fmt::format("{}", *labels.data(i));
-                 }
-
-                 if (args.contains("scaling")) {
-                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels), args["scaling"].cast<data_set_type::scaling>() };
-                 } else {
-                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels) };
-                 }
-             }),
-             "create a new data set with labels from a numpy array given additional optional parameters")
-        .def(py::init([](py::array_t<double> data, py::list labels, py::kwargs args) {
-                 // check named arguments
-                 check_kwargs_for_correctness(args, { "scaling" });
-
-                 // check dimensions
-                 if (data.ndim() != 2) {
-                     throw py::value_error{ fmt::format("the provided data array must have exactly two dimensions but has {}!", data.ndim()) };
-                 }
-
-                 // convert py::array to std::vector<std::vector<>>
-                 std::vector<std::vector<double>> tmp_data(data.shape(0));
-                 for (std::size_t i = 0; i < tmp_data.size(); ++i) {
-                     tmp_data[i] = std::vector<double>(data.data(i, 0), data.data(i, data.shape(1) - 1));
-                 }
-
-                 // TODO: investigate performance implications?
-                 std::vector<std::string> tmp_labels(py::len(labels));
-                 for (std::vector<std::string>::size_type i = 0; i < py::len(labels); ++i) {
-                     tmp_labels[i] = labels[i].cast<py::str>().cast<std::string>();
-                 }
-
-                 if (args.contains("scaling")) {
-                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels), args["scaling"].cast<data_set_type::scaling>() };
-                 } else {
-                     return data_set_type{ std::move(tmp_data), std::move(tmp_labels) };
-                 }
-             }),
-             "create a new data set with labels from a Python list given additional optional parameters")
-        .def("save", &data_set_type::save, "save the data set to a file")
+    py::class_<data_set_type> py_data_set(m, class_name.c_str());
+    // bind constructor taking a data set file
+    py_data_set.def(py::init([](const std::string &file_name, py::kwargs args) {
+                        // check for valid keys
+                        check_kwargs_for_correctness(args, { "file_format", "scaling" });
+
+                        // call the constructor corresponding to the provided named arguments
+                        if (args.contains("file_format") && args.contains("scaling")) {
+                            return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), args["scaling"].cast<typename data_set_type::scaling>() };
+                        } else if (args.contains("file_format")) {
+                            return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
+                        } else if (args.contains("scaling")) {
+                            return data_set_type{ file_name, args["scaling"].cast<typename data_set_type::scaling>() };
+                        } else {
+                            return data_set_type{ file_name };
+                        }
+                    }),
+                    "create a new data set from the provided file and additional optional parameters");
+    // bind constructor taking only data points without labels
+    py_data_set.def(py::init([](py::array_t<real_type> data, py::kwargs args) {
+                        // check named arguments
+                        check_kwargs_for_correctness(args, { "scaling" });
+
+                        if (args.contains("scaling")) {
+                            return data_set_type{ pyarray_to_vector_of_vector(data), args["scaling"].cast<typename data_set_type::scaling>() };
+                        } else {
+                            return data_set_type{ pyarray_to_vector_of_vector(data) };
+                        }
+                    }),
+                    "create a new data set without labels given additional optional parameters");
+
+    if constexpr (!std::is_same_v<label_type, std::string>) {
+        py_data_set.def(py::init([](py::array_t<real_type> data, py::array_t<label_type> labels, py::kwargs args) {
+                            // check named arguments
+                            check_kwargs_for_correctness(args, { "scaling" });
+
+                            if (args.contains("scaling")) {
+                                return data_set_type{ pyarray_to_vector_of_vector(data), pyarray_to_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
+                            } else {
+                                return data_set_type{ pyarray_to_vector_of_vector(data), pyarray_to_vector(labels) };
+                            }
+                        }),
+                        "create a new data set with labels from a numpy array given additional optional parameters");
+    } else {
+        // if the requested label_type is std::string, accept numpy arrays with real_type and convert them to a std::string internally
+        py_data_set.def(py::init([](py::array_t<real_type> data, py::array_t<real_type> labels, py::kwargs args) {
+                            // check named arguments
+                            check_kwargs_for_correctness(args, { "scaling" });
+
+                            // check dimensions
+                            if (labels.ndim() != 1) {
+                                throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
+                            }
+
+                            // convert labels to strings
+                            std::vector<std::string> tmp(labels.shape(0));
+                            for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+                                tmp[i] = fmt::format("{}", *labels.data(i));
+                            }
+
+                            if (args.contains("scaling")) {
+                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
+                            } else {
+                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp) };
+                            }
+                        }),
+                        "create a new data set with labels from a numpy array given additional optional parameters");
+        // if the requested label_type is std::string, accept a python list (which can contain py::str) and convert them to a std::string internally
+        py_data_set.def(py::init([](py::array_t<real_type> data, py::list labels, py::kwargs args) {
+                            // check named arguments
+                            check_kwargs_for_correctness(args, { "scaling" });
+
+                            // convert a Python list containing strings to a std::vector<std::string>
+                            std::vector<std::string> tmp(py::len(labels));
+                            for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+                                tmp[i] = labels[i].cast<py::str>().cast<std::string>();
+                            }
+
+                            if (args.contains("scaling")) {
+                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
+                            } else {
+                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp) };
+                            }
+                        }),
+                        "create a new data set with labels from a Python list given additional optional parameters");
+    }
+
+    py_data_set.def("save", &data_set_type::save, "save the data set to a file")
         .def("num_data_points", &data_set_type::num_data_points, "the number of data points in the data set")
         .def("num_features", &data_set_type::num_features, "the number of features per data point")
         .def("data", &data_set_type::data, py::return_value_policy::reference_internal, "the data saved as 2D vector")
@@ -164,7 +180,7 @@ void init_data_set(py::module_ &m) {
         .def("different_labels", &data_set_type::different_labels, "the different labels")
         .def("is_scaled", &data_set_type::is_scaled, "check whether the original data has been scaled to [lower, upper] bounds")
         .def("scaling_factors", &data_set_type::scaling_factors, py::return_value_policy::reference_internal, "the factors used to scale this data set")
-        .def("__repr__", [](const data_set_type &data) {
+        .def("__repr__", [class_name](const data_set_type &data) {
             std::string optional_repr{};
             if (data.has_labels()) {
                 optional_repr += fmt::format(", labels: [{}]", fmt::join(data.different_labels().value(), ", "));
@@ -174,9 +190,42 @@ void init_data_set(py::module_ &m) {
                                              data.scaling_factors()->get().scaling_interval.first,
                                              data.scaling_factors()->get().scaling_interval.second);
             }
-            return fmt::format("<plssvm.DataSet with {{ #points: {}, #features: {}{} }}>",
+            return fmt::format("<plssvm.{} with {{ #points: {}, #features: {}{} }}>",
+                               class_name,
                                data.num_data_points(),
                                data.num_features(),
                                optional_repr);
         });
+}
+
+template <typename real_type>
+void instantiate_data_set_bindings_real_type(py::module_ &m) {
+    // instantiate for all supported label types (except char -> no direct numpy mapping)
+    instantiate_data_set_bindings_real_type_label_type<real_type, bool>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, signed char>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned char>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, short>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned short>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, int>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned int>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, long>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned long>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, long long>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned long long>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, float>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, double>(m);
+    instantiate_data_set_bindings_real_type_label_type<real_type, std::string>(m);
+}
+
+void init_data_set(py::module_ &m) {
+    // bind all data_set classes
+
+    // instantiate for all supported real types
+    instantiate_data_set_bindings_real_type<float>(m);
+    instantiate_data_set_bindings_real_type<double>(m);
+
+    // create aliases
+    m.attr("DataSetScalingFactors") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSetScalingFactors").c_str());
+    m.attr("DataSetScaling") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSetScaling").c_str());
+    m.attr("DataSet") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSet").c_str());
 }
\ No newline at end of file
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index aac46493b..fc3ff18a6 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,4 +1,7 @@
 #include "plssvm/model.hpp"
+#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+
+#include "utility.hpp"  // numpy_name_mapping, types_to_class_name_extension
 
 #include "fmt/core.h"           // fmt::format
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::return_value_policy
@@ -8,15 +11,15 @@
 
 namespace py = pybind11;
 
-void init_model(py::module_ &m) {
-    // bind model class
-    using real_type = double;
-    using label_type = std::string;
+template <typename real_type, typename label_type>
+void instantiate_model_bindings_real_type_label_type(py::module_ &m) {
     using model_type = plssvm::model<real_type, label_type>;
 
+    const std::string class_name = types_to_class_name_extension<real_type, label_type>("Model");
+
     // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
 
-    py::class_<model_type>(m, "Model")
+    py::class_<model_type>(m, class_name.c_str())
         .def(py::init<const std::string &>(), "load a previously learned model from a file")
         .def("save", &model_type::save, "save the current model to a file")
         .def("num_support_vectors", &model_type::num_support_vectors, "the number of support vectors (note: all training points become support vectors for LSSVMs)")
@@ -25,8 +28,41 @@ void init_model(py::module_ &m) {
         .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference_internal, "the support vectors (note: all training points become support vectors for LSSVMs)")
         .def("weights", &model_type::weights, py::return_value_policy::reference_internal, "the weights learned for each support vector")
         .def("rho", &model_type::rho, "the bias value after learning")
-        .def("__repr__", [](const model_type &model) {
-            return fmt::format("<plssvm.Model with {{ #sv: {}, #features: {}, rho: {} }}>",
-                               model.num_support_vectors(), model.num_features(), model.rho());
+        .def("__repr__", [class_name](const model_type &model) {
+            return fmt::format("<plssvm.{} with {{ #sv: {}, #features: {}, rho: {} }}>",
+                               class_name,
+                               model.num_support_vectors(),
+                               model.num_features(),
+                               model.rho());
         });
+}
+
+template <typename real_type>
+void instantiate_model_bindings_real_type(py::module_ &m) {
+    // instantiate for all supported label types (except char -> no direct numpy mapping)
+    instantiate_model_bindings_real_type_label_type<real_type, bool>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, signed char>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, unsigned char>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, short>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, unsigned short>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, int>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, unsigned int>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, long>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, unsigned long>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, long long>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, unsigned long long>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, float>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, double>(m);
+    instantiate_model_bindings_real_type_label_type<real_type, std::string>(m);
+}
+
+void init_model(py::module_ &m) {
+    // bind all model classes
+
+    // instantiate for all supported real types
+    instantiate_model_bindings_real_type<float>(m);
+    instantiate_model_bindings_real_type<double>(m);
+
+    // create alias
+    m.attr("Model") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("Model").c_str());
 }
\ No newline at end of file
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index dfe4fc01b..58ea14391 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -71,4 +71,38 @@ inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std:
         }                                                                                                        \
     });
 
+#define PLSSVM_CREATE_NUMPY_NAME_MAPPING(type, numpy_name) \
+    template <>                                            \
+    [[nodiscard]] constexpr inline std::string_view numpy_name_mapping<type>() { return numpy_name; }
+
+template <typename T>
+[[nodiscard]] constexpr inline std::string_view numpy_name_mapping() = delete;
+
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(bool, "Bool")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(signed char, "Byte")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned char, "Ubyte")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(short, "Short")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned short, "Ushort")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(int, "Intc")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned int, "Uintc")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(long, "Int")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned long, "Uint")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(long long, "Longlong")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned long long, "Ulonglong")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(float, "Float")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(double, "Double")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(std::string, "String")
+
+#undef PLSSVM_CREATE_NUMPY_NAME_MAPPING
+
+template <typename real_type, typename label_type>
+std::string types_to_class_name_extension(const std::string &class_name) {
+//    if constexpr (std::is_same_v<real_type, PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE>
+//                  && std::is_same_v<label_type, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>) {
+//        return class_name;
+//    } else {
+        return fmt::format("{}{}{}", class_name, numpy_name_mapping<real_type>(), numpy_name_mapping<label_type>());
+//    }
+}
+
 #endif  // PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_

From acc04cc5e7dd8f89cc00d52450334a09d42a3b1f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 23 Mar 2023 13:42:22 +0100
Subject: [PATCH 0826/1010] Update utility header documentation, function
 names, and implementation.

---
 bindings/Python/data_set.cpp | 14 ++++-----
 bindings/Python/model.cpp    |  6 ++--
 bindings/Python/utility.hpp  | 61 +++++++++++++++++++++++-------------
 3 files changed, 49 insertions(+), 32 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 2f48797d1..fc0334fe7 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -1,6 +1,6 @@
 #include "plssvm/data_set.hpp"
 
-#include "utility.hpp"  // check_kwargs_for_correctness
+#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name
 
 #include "fmt/core.h"    // fmt::format
 #include "fmt/format.h"  // fmt::join
@@ -49,9 +49,9 @@ void instantiate_data_set_bindings_real_type_label_type(py::module_ &m) {
 
     // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
     // create the Python type names based on the provided real_type and label_type
-    const std::string class_name_scaling_factors = types_to_class_name_extension<real_type, label_type>("DataSetScalingFactors");
-    const std::string class_name_scaling = types_to_class_name_extension<real_type, label_type>("DataSetScaling");
-    const std::string class_name = types_to_class_name_extension<real_type, label_type>("DataSet");
+    const std::string class_name_scaling_factors = assemble_unique_class_name<real_type, label_type>("DataSetScalingFactors");
+    const std::string class_name_scaling = assemble_unique_class_name<real_type, label_type>("DataSetScaling");
+    const std::string class_name = assemble_unique_class_name<real_type, label_type>("DataSet");
 
     // bind the plssvm::data_set::scaling internal "factors" struct
     py::class_<typename data_set_type::scaling::factors>(m, class_name_scaling_factors.c_str())
@@ -225,7 +225,7 @@ void init_data_set(py::module_ &m) {
     instantiate_data_set_bindings_real_type<double>(m);
 
     // create aliases
-    m.attr("DataSetScalingFactors") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSetScalingFactors").c_str());
-    m.attr("DataSetScaling") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSetScaling").c_str());
-    m.attr("DataSet") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSet").c_str());
+    m.attr("DataSetScalingFactors") = m.attr(assemble_unique_class_name<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSetScalingFactors").c_str());
+    m.attr("DataSetScaling") = m.attr(assemble_unique_class_name<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSetScaling").c_str());
+    m.attr("DataSet") = m.attr(assemble_unique_class_name<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSet").c_str());
 }
\ No newline at end of file
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index fc3ff18a6..5a109d86a 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,7 +1,7 @@
 #include "plssvm/model.hpp"
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
-#include "utility.hpp"  // numpy_name_mapping, types_to_class_name_extension
+#include "utility.hpp"  // assemble_unique_class_name
 
 #include "fmt/core.h"           // fmt::format
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::return_value_policy
@@ -15,7 +15,7 @@ template <typename real_type, typename label_type>
 void instantiate_model_bindings_real_type_label_type(py::module_ &m) {
     using model_type = plssvm::model<real_type, label_type>;
 
-    const std::string class_name = types_to_class_name_extension<real_type, label_type>("Model");
+    const std::string class_name = assemble_unique_class_name<real_type, label_type>("Model");
 
     // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
 
@@ -64,5 +64,5 @@ void init_model(py::module_ &m) {
     instantiate_model_bindings_real_type<double>(m);
 
     // create alias
-    m.attr("Model") = m.attr(types_to_class_name_extension<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("Model").c_str());
+    m.attr("Model") = m.attr(assemble_unique_class_name<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("Model").c_str());
 }
\ No newline at end of file
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 58ea14391..90fb07cc5 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -5,11 +5,12 @@
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 #include "plssvm/parameter.hpp"       // plssvm::parameter
 
-#include "fmt/format.h"         // std::format
+#include "fmt/format.h"         // fmt::format
 #include "pybind11/pybind11.h"  // py::kwargs, py::value_error, py::exception
 #include "pybind11/stl.h"       // support for STL types
 
 #include <exception>    // std::exception_ptr, std::rethrow_exception
+#include <string>       // std::string
 #include <string_view>  // std::string_view
 #include <vector>       // std::vector
 
@@ -71,38 +72,54 @@ inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std:
         }                                                                                                        \
     });
 
+namespace detail {
+
+/**
+ * @def PLSSVM_CREATE_NUMPY_NAME_MAPPING
+ * @brief Map the @p type to its Numpy type name pendant @p numpy_name.
+ */
 #define PLSSVM_CREATE_NUMPY_NAME_MAPPING(type, numpy_name) \
     template <>                                            \
     [[nodiscard]] constexpr inline std::string_view numpy_name_mapping<type>() { return numpy_name; }
 
+/**
+ * @brief Tries to convert the given type to its Numpy name.
+ * @details The definition is marked as **deleted** if `T` isn't a valid mapped type.
+ * @tparam T the type to convert to a string
+ * @return the name of `T` (`[[nodiscard]]`)
+ */
 template <typename T>
 [[nodiscard]] constexpr inline std::string_view numpy_name_mapping() = delete;
 
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(bool, "Bool")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(signed char, "Byte")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned char, "Ubyte")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(short, "Short")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned short, "Ushort")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(int, "Intc")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned int, "Uintc")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(long, "Int")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned long, "Uint")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(long long, "Longlong")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned long long, "Ulonglong")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(float, "Float")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(double, "Double")
-PLSSVM_CREATE_NUMPY_NAME_MAPPING(std::string, "String")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(bool, "bool")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(signed char, "byte")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned char, "ubyte")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(short, "short")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned short, "ushort")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(int, "intc")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned int, "uintc")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(long, "int")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned long, "uint")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(long long, "longlong")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned long long, "ulonglong")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(float, "float")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(double, "double")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(std::string, "string")
 
 #undef PLSSVM_CREATE_NUMPY_NAME_MAPPING
 
+}  // namespace detail
+
+/**
+ * @brief Append the type information to the base @p class_name.
+ * @tparam real_type the type of the data points to convert to its Numpy name
+ * @tparam label_type the type of the labels to convert to its Numpy name
+ * @param class_name the base class name (the type names are appended to it)
+ * @return the unique class name
+ */
 template <typename real_type, typename label_type>
-std::string types_to_class_name_extension(const std::string &class_name) {
-//    if constexpr (std::is_same_v<real_type, PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE>
-//                  && std::is_same_v<label_type, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>) {
-//        return class_name;
-//    } else {
-        return fmt::format("{}{}{}", class_name, numpy_name_mapping<real_type>(), numpy_name_mapping<label_type>());
-//    }
+[[nodiscard]] inline std::string assemble_unique_class_name(const std::string_view class_name) {
+    return fmt::format("{}_{}_{}", class_name, detail::numpy_name_mapping<real_type>(), detail::numpy_name_mapping<label_type>());
 }
 
 #endif  // PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_

From 1074221b0460b24868b04c479a3f4080047e7a80 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 23 Mar 2023 15:13:09 +0100
Subject: [PATCH 0827/1010] Add missing name mappings.

---
 bindings/Python/utility.hpp | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 90fb07cc5..da114ea48 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -92,6 +92,7 @@ template <typename T>
 [[nodiscard]] constexpr inline std::string_view numpy_name_mapping() = delete;
 
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(bool, "bool")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(char, "char")
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(signed char, "byte")
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned char, "ubyte")
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(short, "short")
@@ -104,6 +105,7 @@ PLSSVM_CREATE_NUMPY_NAME_MAPPING(long long, "longlong")
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(unsigned long long, "ulonglong")
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(float, "float")
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(double, "double")
+PLSSVM_CREATE_NUMPY_NAME_MAPPING(long double, "longdouble")
 PLSSVM_CREATE_NUMPY_NAME_MAPPING(std::string, "string")
 
 #undef PLSSVM_CREATE_NUMPY_NAME_MAPPING

From d61e15760e68065acdc36cf4d8cd8cd79ff428f7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 23 Mar 2023 15:33:33 +0100
Subject: [PATCH 0828/1010] Move type list and cartesian combination to
 separate header in the main PLSSVM directory (also needed for the Python
 bindings).

---
 include/plssvm/detail/type_list.hpp | 92 +++++++++++++++++++++++++++++
 tests/types_to_test.hpp             | 78 ++----------------------
 2 files changed, 97 insertions(+), 73 deletions(-)
 create mode 100644 include/plssvm/detail/type_list.hpp

diff --git a/include/plssvm/detail/type_list.hpp b/include/plssvm/detail/type_list.hpp
new file mode 100644
index 000000000..2b619e512
--- /dev/null
+++ b/include/plssvm/detail/type_list.hpp
@@ -0,0 +1,92 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief All possible `real_type` and `label_type` combinations for a plssvm::model and plssvm::data_set.
+ */
+
+#ifndef PLSSVM_DETAIL_TYPE_LIST_MANIPULATION_HPP_
+#define PLSSVM_DETAIL_TYPE_LIST_MANIPULATION_HPP_
+#pragma once
+
+#include <string>  // std::string
+#include <tuple>   // std::tuple
+
+namespace plssvm::detail {
+
+/**
+ * @brief Encapsulates a combination of a used `real_type` (`float` or `double`) and `label_type` (an arithmetic type or `std::string`).
+ * @tparam T the used `real_type`
+ * @tparam U the used `label_type`
+ */
+template <typename T, typename U>
+struct real_type_label_type_combination {
+    using real_type = T;
+    using label_type = U;
+};
+
+// concatenate the types of two tuples in a new tuple
+template <typename S, typename T>
+struct concat_tuple_types;
+/**
+ * @brief Concatenate the types of the two tuples to a new tuple type.
+ * @tparam FirstTupleTypes the first tuple
+ * @tparam SecondTupleTypes the second tuple
+ */
+template <typename... FirstTupleTypes, typename... SecondTupleTypes>
+struct concat_tuple_types<std::tuple<FirstTupleTypes...>, std::tuple<SecondTupleTypes...>> {
+    using type = std::tuple<FirstTupleTypes..., SecondTupleTypes...>;
+};
+/**
+ * @brief Shorthand for the `typename concat_tuple_types<...>::type` type.
+ */
+template <typename... T>
+using concat_tuple_types_t = typename concat_tuple_types<T...>::type;
+
+// calculate the cartesian product of the types in two tuples and return a new tuple with the corresponding real_type_label_type_combination types.
+template <typename S, typename T>
+struct cartesian_type_product;
+/**
+ * @brief Calculate the cartesian product of the types in two tuples and return a new tuple with the corresponding real_type_label_type_combination types.
+ * @tparam FirstTupleType the first type in the first tuple (used to iterate all tuple types recursively)
+ * @tparam FirstTupleRemainingTypes  the remaining types in the first tuple
+ * @tparam SecondTupleTypes all types in the second tuple
+ */
+template <typename FirstTupleType, typename... FirstTupleRemainingTypes, typename... SecondTupleTypes>
+struct cartesian_type_product<std::tuple<FirstTupleType, FirstTupleRemainingTypes...>, std::tuple<SecondTupleTypes...>> {
+    // the cartesian product of {FirstTupleType} and {SecondTupleTypes...} is a list of real_type_label_type_combination
+    using FirstTupleType_cross_SecondTupleTypes = std::tuple<real_type_label_type_combination<FirstTupleType, SecondTupleTypes>...>;
+
+    // the cartesian product of {FirstTupleRemainingTypes...} and {Ts...} (computed recursively)
+    using FirstTupleRemainingTypes_cross_SecondTupleTypes = typename cartesian_type_product<std::tuple<FirstTupleRemainingTypes...>, std::tuple<SecondTupleTypes...>>::type;
+
+    // concatenate both products
+    using type = concat_tuple_types_t<FirstTupleType_cross_SecondTupleTypes, FirstTupleRemainingTypes_cross_SecondTupleTypes>;
+};
+// end the recursion if the first tuple does not have any types left
+template <typename... SecondTupleTypes>
+struct cartesian_type_product<std::tuple<>, std::tuple<SecondTupleTypes...>> {
+    using type = std::tuple<>;  // the cartesian product of {}x{...} is {}
+};
+/**
+ * @brief Shorthand for the `typename cartesian_type_product<...>::type` type.
+ */
+template <typename... T>
+using cartesian_type_product_t = typename cartesian_type_product<T...>::type;
+
+/// A type list of all supported real types as `std::tuple`.
+using real_type_list = std::tuple<float, double>;
+
+/// A type list of all supported label types (currently arithmetic types and `std::string`) as `std::tuple`.
+using label_type_list = std::tuple<bool, char, signed char, unsigned char, short, unsigned short, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, long double, std::string>;
+
+/// The cartesian product of all real types and label types as `std::tuple`.
+using real_type_label_type_combination_list = detail::cartesian_type_product_t<real_type_list, label_type_list>;
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_TYPE_LIST_MANIPULATION_HPP_
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 330465466..adc866a77 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -6,84 +6,22 @@
  * @license This file is part of the PLSSVM project which is released under the MIT license.
  *          See the LICENSE.md file in the project root for full license information.
  *
- * @brief All type combinations that should be tested for a data set (and the corresponding helper functions) including utility functions.
+ * @brief All type combinations that should be tested for a data set and model (and the corresponding helper functions) including utility functions.
  */
 
 #ifndef PLSSVM_TESTS_TYPES_TO_TEST_HPP_
 #define PLSSVM_TESTS_TYPES_TO_TEST_HPP_
 #pragma once
 
+#include "plssvm/detail/type_list.hpp"       // plssvm::detail::{real_type_list, label_type_list, real_type_label_type_combination_list}
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
 #include "gtest/gtest.h"  // ::testing::Types
 
-#include <string>  // std::string
-#include <tuple>   // std::tuple
-
 namespace util {
 
-/**
- * @brief Encapsulates a combination of a used `real_type` (`float` or `double`) and `label_type` (an arithmetic type or `std::string`).
- * @tparam T the used `real_type`
- * @tparam U the used `label_type`
- */
-template <typename T, typename U>
-struct real_type_label_type_combination {
-    using real_type = T;
-    using label_type = U;
-};
-
 namespace detail {
 
-// concatenate the types of two tuples in a new tuple
-template <typename S, typename T>
-struct concat_tuple_types;
-/**
- * @brief Concatenate the types of the two tuples to a new tuple type.
- * @tparam FirstTupleTypes the first tuple
- * @tparam SecondTupleTypes the second tuple
- */
-template <typename... FirstTupleTypes, typename... SecondTupleTypes>
-struct concat_tuple_types<std::tuple<FirstTupleTypes...>, std::tuple<SecondTupleTypes...>> {
-    using type = std::tuple<FirstTupleTypes..., SecondTupleTypes...>;
-};
-/**
- * @brief Shorthand for the `typename concat_tuple_types<...>::type` type.
- */
-template <typename... T>
-using concat_tuple_types_t = typename concat_tuple_types<T...>::type;
-
-// calculate the cartesian product of the types in two tuples and return a new tuple with the corresponding real_type_label_type_combination types.
-template <typename S, typename T>
-struct cartesian_type_product;
-/**
- * @brief Calculate the cartesian product of the types in two tuples and return a new tuple with the corresponding real_type_label_type_combination types.
- * @tparam FirstTupleType the first type in the first tuple (used to iterate all tuple types recursively)
- * @tparam FirstTupleRemainingTypes  the remaining types in the first tuple
- * @tparam SecondTupleTypes all types in the second tuple
- */
-template <typename FirstTupleType, typename... FirstTupleRemainingTypes, typename... SecondTupleTypes>
-struct cartesian_type_product<std::tuple<FirstTupleType, FirstTupleRemainingTypes...>, std::tuple<SecondTupleTypes...>> {
-    // the cartesian product of {FirstTupleType} and {SecondTupleTypes...} is a list of real_type_label_type_combination
-    using FirstTupleType_cross_SecondTupleTypes = std::tuple<real_type_label_type_combination<FirstTupleType, SecondTupleTypes>...>;
-
-    // the cartesian product of {FirstTupleRemainingTypes...} and {Ts...} (computed recursively)
-    using FirstTupleRemainingTypes_cross_SecondTupleTypes = typename cartesian_type_product<std::tuple<FirstTupleRemainingTypes...>, std::tuple<SecondTupleTypes...>>::type;
-
-    // concatenate both products
-    using type = concat_tuple_types_t<FirstTupleType_cross_SecondTupleTypes, FirstTupleRemainingTypes_cross_SecondTupleTypes>;
-};
-// end the recursion if the first tuple does not have any types left
-template <typename... SecondTupleTypes>
-struct cartesian_type_product<std::tuple<>, std::tuple<SecondTupleTypes...>> {
-    using type = std::tuple<>;  // the cartesian product of {}x{...} is {}
-};
-/**
- * @brief Shorthand for the `typename cartesian_type_product<...>::type` type.
- */
-template <typename... T>
-using cartesian_type_product_t = typename cartesian_type_product<T...>::type;
-
 // convert the types in a tuple to GoogleTests ::testing::Type
 template <typename Ts>
 struct tuple_to_gtest_types;
@@ -104,20 +42,14 @@ using tuple_to_gtest_types_t = typename tuple_to_gtest_types<T>::type;
 
 }  // namespace detail
 
-/// A type list of all supported real types as `std::tuple`.
-using real_type_list = std::tuple<float, double>;
 /// A type list of all supported real types usable in google tests.
-using real_type_gtest = detail::tuple_to_gtest_types_t<real_type_list>;
+using real_type_gtest = detail::tuple_to_gtest_types_t<plssvm::detail::real_type_list>;
 
-/// A type list of all supported label types (currently arithmetic types and `std::string`) as `std::tuple`.
-using label_type_list = std::tuple<bool, char, signed char, unsigned char, short, unsigned short, int, unsigned int, long, unsigned long, long long, unsigned long long, float, double, long double, std::string>;
 /// A type list of all supported label types (currently arithmetic types and `std::string`) usable in google tests.
-using label_type_gtest = detail::tuple_to_gtest_types_t<label_type_list>;
+using label_type_gtest = detail::tuple_to_gtest_types_t<plssvm::detail::label_type_list>;
 
-/// The cartesian product of all real types and label types as `std::tuple`.
-using real_type_label_type_combination_list = detail::cartesian_type_product_t<real_type_list, label_type_list>;
 /// The cartesian product of all real types and label types usable in google test
-using real_type_label_type_combination_gtest = detail::tuple_to_gtest_types_t<real_type_label_type_combination_list>;
+using real_type_label_type_combination_gtest = detail::tuple_to_gtest_types_t<plssvm::detail::real_type_label_type_combination_list>;
 
 /**
  * @brief Encapsulates a combination of a used `real_type` (`float` or `double`) and a `plssvm::kernel_function_type`.

From 42a0bf8fea24de673271880dbed1e8f07b12e952 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 23 Mar 2023 15:39:15 +0100
Subject: [PATCH 0829/1010] Reduce code duplication.

---
 bindings/Python/data_set.cpp | 46 ++++++++++++++----------------------
 bindings/Python/model.cpp    | 41 +++++++++++++-------------------
 2 files changed, 34 insertions(+), 53 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index fc0334fe7..7a0c3319b 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -1,16 +1,18 @@
 #include "plssvm/data_set.hpp"
+#include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
 #include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name
 
-#include "fmt/core.h"    // fmt::format
-#include "fmt/format.h"  // fmt::join
-#include "pybind11/numpy.h"
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only
+#include "fmt/core.h"           // fmt::format
+#include "fmt/format.h"         // fmt::join
+#include "pybind11/numpy.h"     // py::array_t
+#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only, py::list
 #include "pybind11/stl.h"       // support for STL types
-#include "pybind11/stl_bind.h"
 
+#include <cstddef>  // std::size_t
 #include <string>   // std::string
-#include <utility>  // std::move
+#include <tuple>    // std::tuple_element_t, std::tuple_size_v
+#include <utility>  // std::move, std::integer_sequence, std::make_integer_sequence
 #include <vector>   // std::vector
 
 namespace py = pybind11;
@@ -43,7 +45,7 @@ std::vector<T> pyarray_to_vector(py::array_t<T> data) {
 }
 
 template <typename real_type, typename label_type>
-void instantiate_data_set_bindings_real_type_label_type(py::module_ &m) {
+void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_label_type_combination<real_type, label_type>) {
     using data_set_type = plssvm::data_set<real_type, label_type>;
     using size_type = typename data_set_type::size_type;
 
@@ -198,31 +200,19 @@ void instantiate_data_set_bindings_real_type_label_type(py::module_ &m) {
         });
 }
 
-template <typename real_type>
-void instantiate_data_set_bindings_real_type(py::module_ &m) {
-    // instantiate for all supported label types (except char -> no direct numpy mapping)
-    instantiate_data_set_bindings_real_type_label_type<real_type, bool>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, signed char>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned char>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, short>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned short>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, int>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned int>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, long>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned long>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, long long>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, unsigned long long>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, float>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, double>(m);
-    instantiate_data_set_bindings_real_type_label_type<real_type, std::string>(m);
+template <typename T, std::size_t... Idx>
+void instantiate_data_set_bindings(py::module_ &m, std::integer_sequence<std::size_t, Idx...>) {
+    (instantiate_data_set_bindings(m, std::tuple_element_t<Idx, T>{}), ...);
+}
+
+template <typename T>
+void instantiate_data_set_bindings(py::module_ &m) {
+    instantiate_data_set_bindings<T>(m, std::make_integer_sequence<std::size_t, std::tuple_size_v<T>>{});
 }
 
 void init_data_set(py::module_ &m) {
     // bind all data_set classes
-
-    // instantiate for all supported real types
-    instantiate_data_set_bindings_real_type<float>(m);
-    instantiate_data_set_bindings_real_type<double>(m);
+    instantiate_data_set_bindings<plssvm::detail::real_type_label_type_combination_list>(m);
 
     // create aliases
     m.attr("DataSetScalingFactors") = m.attr(assemble_unique_class_name<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("DataSetScalingFactors").c_str());
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 5a109d86a..751efdbfc 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,18 +1,21 @@
 #include "plssvm/model.hpp"
-#include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
 #include "utility.hpp"  // assemble_unique_class_name
 
 #include "fmt/core.h"           // fmt::format
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::return_value_policy
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/stl.h"       // support for STL types: std::vector
 
-#include <string>  // std::string
+#include <cstddef>  // std::size_t
+#include <string>   // std::string
+#include <tuple>    // std::tuple_element_t, std::tuple_size_v
+#include <utility>  // std::integer_sequence, std::make_integer_sequence
 
 namespace py = pybind11;
 
 template <typename real_type, typename label_type>
-void instantiate_model_bindings_real_type_label_type(py::module_ &m) {
+void instantiate_model_bindings(py::module_ &m, plssvm::detail::real_type_label_type_combination<real_type, label_type>) {
     using model_type = plssvm::model<real_type, label_type>;
 
     const std::string class_name = assemble_unique_class_name<real_type, label_type>("Model");
@@ -37,31 +40,19 @@ void instantiate_model_bindings_real_type_label_type(py::module_ &m) {
         });
 }
 
-template <typename real_type>
-void instantiate_model_bindings_real_type(py::module_ &m) {
-    // instantiate for all supported label types (except char -> no direct numpy mapping)
-    instantiate_model_bindings_real_type_label_type<real_type, bool>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, signed char>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, unsigned char>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, short>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, unsigned short>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, int>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, unsigned int>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, long>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, unsigned long>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, long long>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, unsigned long long>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, float>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, double>(m);
-    instantiate_model_bindings_real_type_label_type<real_type, std::string>(m);
+template <typename T, std::size_t... Idx>
+void instantiate_model_bindings(py::module_ &m, std::integer_sequence<std::size_t, Idx...>) {
+    (instantiate_model_bindings(m, std::tuple_element_t<Idx, T>{}), ...);
+}
+
+template <typename T>
+void instantiate_model_bindings(py::module_ &m) {
+    instantiate_model_bindings<T>(m, std::make_integer_sequence<std::size_t, std::tuple_size_v<T>>{});
 }
 
 void init_model(py::module_ &m) {
     // bind all model classes
-
-    // instantiate for all supported real types
-    instantiate_model_bindings_real_type<float>(m);
-    instantiate_model_bindings_real_type<double>(m);
+    instantiate_model_bindings<plssvm::detail::real_type_label_type_combination_list>(m);
 
     // create alias
     m.attr("Model") = m.attr(assemble_unique_class_name<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>("Model").c_str());

From 380674e27ac83c831b91e603ea66cb9c309b4281 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 24 Mar 2023 12:53:31 +0100
Subject: [PATCH 0830/1010] Use the type list in the static_assertions for the
 data_set and model classes.

---
 include/plssvm/data_set.hpp         | 34 ++++++++++++++---------------
 include/plssvm/detail/type_list.hpp | 28 ++++++++++++++++++++++--
 include/plssvm/model.hpp            | 22 +++++++++----------
 3 files changed, 54 insertions(+), 30 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index fe961205b..cd6b7c25e 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -19,6 +19,7 @@
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_data, write_arff_data}
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{parse_scaling_factors, read_scaling_factors}
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
+#include "plssvm/detail/type_list.hpp"                   // plssvm::detail::{real_type_list, label_type_list, type_list_contains_v}
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::contains
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::data_set_exception
 #include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
@@ -27,21 +28,20 @@
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // directly output objects with operator<< overload via fmt
 
-#include <algorithm>    // std::all_of, std::max, std::min, std::sort, std::adjacent_find
-#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
-#include <cstddef>      // std::size_t
-#include <functional>   // std::reference_wrapper, std::cref
-#include <iostream>     // std::cout, std::endl
-#include <limits>       // std::numeric_limits::{max, lowest}
-#include <map>          // std::map
-#include <memory>       // std::shared_ptr, std::make_shared
-#include <optional>     // std::optional, std::make_optional, std::nullopt
-#include <set>          // std::set
-#include <string>       // std::string
-#include <tuple>        // std::tie
-#include <type_traits>  // std::is_same_v, std::is_arithmetic_v
-#include <utility>      // std::move, std::pair, std::make_pair
-#include <vector>       // std::vector
+#include <algorithm>   // std::all_of, std::max, std::min, std::sort, std::adjacent_find
+#include <chrono>      // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
+#include <cstddef>     // std::size_t
+#include <functional>  // std::reference_wrapper, std::cref
+#include <iostream>    // std::cout, std::endl
+#include <limits>      // std::numeric_limits::{max, lowest}
+#include <map>         // std::map
+#include <memory>      // std::shared_ptr, std::make_shared
+#include <optional>    // std::optional, std::make_optional, std::nullopt
+#include <set>         // std::set
+#include <string>      // std::string
+#include <tuple>       // std::tie
+#include <utility>     // std::move, std::pair, std::make_pair
+#include <vector>      // std::vector
 
 namespace plssvm {
 
@@ -67,8 +67,8 @@ using optional_ref = std::optional<std::reference_wrapper<T>>;
 template <typename T, typename U = int>
 class data_set {
     // make sure only valid template types are used
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
-    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+    static_assert(detail::type_list_contains_v<T, detail::real_type_list>, "Illegal real type provided! See the 'real_type_list' in the type_list.hpp header for a list of the allowed types.");
+    static_assert(detail::type_list_contains_v<U, detail::label_type_list>, "Illegal label type provided! See the 'label_type_list' in the type_list.hpp header for a list of the allowed types.");
 
     // plssvm::model needs the default constructor
     template <typename, typename>
diff --git a/include/plssvm/detail/type_list.hpp b/include/plssvm/detail/type_list.hpp
index 2b619e512..51455641b 100644
--- a/include/plssvm/detail/type_list.hpp
+++ b/include/plssvm/detail/type_list.hpp
@@ -13,8 +13,9 @@
 #define PLSSVM_DETAIL_TYPE_LIST_MANIPULATION_HPP_
 #pragma once
 
-#include <string>  // std::string
-#include <tuple>   // std::tuple
+#include <string>       // std::string
+#include <tuple>        // std::tuple
+#include <type_traits>  // std::disjunction, std::is_same_v
 
 namespace plssvm::detail {
 
@@ -87,6 +88,29 @@ using label_type_list = std::tuple<bool, char, signed char, unsigned char, short
 /// The cartesian product of all real types and label types as `std::tuple`.
 using real_type_label_type_combination_list = detail::cartesian_type_product_t<real_type_list, label_type_list>;
 
+/**
+ * @brief Checks whether the type @p T is present in the @p Tuple.
+ * @details Not implemented.
+ * @tparam T the type to check if is contained in the tuple
+ * @tparam Tuple the tuple type
+ */
+template <typename T, typename Tuple>
+struct type_list_contains;
+
+/**
+ * @brief Checks whether the type @p T is present in the tuple @p Types.
+ * @tparam T the type to check if is contained in the tuple
+ * @tparam Types the types in the tuple
+ */
+template <typename T, typename... Types>
+struct type_list_contains<T, std::tuple<Types...>> : std::disjunction<std::is_same<T, Types>...> {};
+
+/**
+ * @brief Checks whether the type @p T is present in the @p Tuple.
+ */
+template <typename T, typename Tuple>
+constexpr inline bool type_list_contains_v = type_list_contains<T, Tuple>::value;
+
 }  // namespace plssvm::detail
 
 #endif  // PLSSVM_DETAIL_TYPE_LIST_MANIPULATION_HPP_
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 08ef1310f..bffc7063a 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -18,20 +18,20 @@
 #include "plssvm/detail/assert.hpp"                   // PLSSVM_ASSERT
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"  // plssvm::detail::io::{parse_libsvm_model_header, write_libsvm_model_data}
 #include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
+#include "plssvm/detail/type_list.hpp"                // plssvm::detail::{real_type_list, label_type_list, type_list_contains_v}
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
 #include "fmt/chrono.h"  // format std::chrono types using fmt
 #include "fmt/core.h"    // fmt::format
 
-#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, milliseconds}
-#include <cstddef>      // std::size_t
-#include <iostream>     // std::cout, std::endl
-#include <memory>       // std::shared_ptr, std::make_shared
-#include <string>       // std::string
-#include <tuple>        // std::tie
-#include <type_traits>  // std::is_same_v, std::is_arithmetic_v
-#include <utility>      // std::move
-#include <vector>       // std::vector
+#include <chrono>    // std::chrono::{time_point, steady_clock, duration_cast, milliseconds}
+#include <cstddef>   // std::size_t
+#include <iostream>  // std::cout, std::endl
+#include <memory>    // std::shared_ptr, std::make_shared
+#include <string>    // std::string
+#include <tuple>     // std::tie
+#include <utility>   // std::move
+#include <vector>    // std::vector
 
 namespace plssvm {
 
@@ -48,8 +48,8 @@ namespace plssvm {
 template <typename T, typename U = int>
 class model {
     // make sure only valid template types are used
-    static_assert(std::is_same_v<T, float> || std::is_same_v<T, double>, "The first template type can only be 'float' or 'double'!");
-    static_assert(std::is_arithmetic_v<U> || std::is_same_v<U, std::string>, "The second template type can only be an arithmetic type or 'std::string'!");
+    static_assert(detail::type_list_contains_v<T, detail::real_type_list>, "Illegal real type provided! See the 'real_type_list' in the type_list.hpp header for a list of the allowed types.");
+    static_assert(detail::type_list_contains_v<U, detail::label_type_list>, "Illegal label type provided! See the 'label_type_list' in the type_list.hpp header for a list of the allowed types.");
 
     // plssvm::csvm needs the private constructor
     friend class csvm;

From 2121b98b8acb3026e77a3c6fdb86ba2da4856506 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 24 Mar 2023 16:36:21 +0100
Subject: [PATCH 0831/1010] First version of a Python bindings that mimics the
 sklearn API (WIP).

---
 bindings/Python/CMakeLists.txt |   2 +
 bindings/Python/main.cpp       |   4 +
 bindings/Python/sklearn.cpp    | 363 +++++++++++++++++++++++++++++++++
 3 files changed, 369 insertions(+)
 create mode 100644 bindings/Python/sklearn.cpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 01f48ffb9..13ae1cd36 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -46,6 +46,8 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
         ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
 
+        ${CMAKE_CURRENT_LIST_DIR}/sklearn.cpp
+
         ${CMAKE_CURRENT_LIST_DIR}/main.cpp
         )
 # set backends specific source files if the respective backend is used
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 4893be7b1..ede335d49 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -26,6 +26,8 @@ void init_sycl(py::module_ &, const py::exception<plssvm::exception> &);
 void init_hipsycl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
 void init_dpcpp_csvm(py::module_ &, const py::exception<plssvm::exception> &);
 
+void init_sklearn(py::module_ &);
+
 PYBIND11_MODULE(plssvm, m) {
     m.doc() = "Parallel Least Squares Support Vector Machine";
 
@@ -76,4 +78,6 @@ PYBIND11_MODULE(plssvm, m) {
     init_dpcpp_csvm(m, base_exception);
     #endif
 #endif
+
+    init_sklearn(m);
 }
\ No newline at end of file
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
new file mode 100644
index 000000000..996979426
--- /dev/null
+++ b/bindings/Python/sklearn.cpp
@@ -0,0 +1,363 @@
+#include "plssvm/core.hpp"
+
+#include "utility.hpp"
+
+#include "fmt/core.h"            // fmt::format
+#include "pybind11/numpy.h"      // support for STL types
+#include "pybind11/operators.h"  // support for operators
+#include "pybind11/pybind11.h"   // py::module_, py::class_, py::init, py::arg, py::return_value_policy, py::self
+#include "pybind11/stl.h"        // support for STL types
+
+#include <sstream>
+
+namespace py = pybind11;
+
+// TODO: no copy-paste
+template <typename T>
+std::vector<std::vector<T>> pyarray_to_vector_of_vector(py::array_t<T> data) {
+    // check dimensions
+    if (data.ndim() != 2) {
+        throw py::value_error{ fmt::format("the provided array must have exactly two dimensions but has {}!", data.ndim()) };
+    }
+
+    // convert py::array to std::vector<std::vector<>>
+    std::vector<std::vector<T>> tmp(data.shape(0));
+    for (std::size_t i = 0; i < tmp.size(); ++i) {
+        tmp[i] = std::vector<T>(data.data(i, 0), data.data(i, 0) + data.shape(1));
+    }
+
+    return tmp;
+}
+
+template <typename T>
+std::vector<T> pyarray_to_vector(py::array_t<T> data) {
+    // check dimensions
+    if (data.ndim() != 1) {
+        throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", data.ndim()) };
+    }
+
+    // convert py::array to std::vector
+    return std::vector<T>(data.data(0), data.data(0) + data.shape(0));
+}
+
+// dummy
+template <typename T, typename U>
+struct svc {
+    using real_type = T;
+    using label_type = U;
+    using data_set_type = plssvm::data_set<real_type, label_type>;
+    using model_type = plssvm::model<real_type, label_type>;
+
+    //    template <typename... Args>
+    //    svc(Args &&...args) :
+    //        svm_{ plssvm::make_csvm(std::forward<Args>(args)...) } {}
+
+    std::optional<real_type> epsilon{};
+    std::optional<long long> max_iter{};
+
+    std::unique_ptr<plssvm::csvm> svm_{ plssvm::make_csvm() };
+    std::unique_ptr<data_set_type> data_{};
+    std::unique_ptr<model_type> model_{};
+};
+
+void init_sklearn(py::module_ &m) {
+    using svc_type = svc<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>;
+
+    py::class_<svc_type>(m, "SVC")
+
+        .def(py::init([](py::kwargs args) {
+            // check named arguments
+            check_kwargs_for_correctness(args, { "C", "kernel", "degree", "gamma", "coef0", "shrinking", "probability", "tol", "cache_size", "class_weight", "verbose", "max_iter", "decision_function_shape", "break_ties", "random_state" });
+
+            // to silence constructor messages
+            if (args.contains("verbose")) {
+                // TODO: doesn't currently not work!
+                plssvm::verbose = args["verbose"].cast<bool>();
+            }
+
+            auto self = std::make_unique<svc_type>();
+
+            if (args.contains("C")) {
+                self->svm_->set_params(plssvm::cost = args["C"].cast<typename svc_type::real_type>());
+            }
+            if (args.contains("kernel")) {
+                std::stringstream ss{ args["kernel"].cast<std::string>() };
+                plssvm::kernel_function_type kernel;
+                ss >> kernel;
+                self->svm_->set_params(plssvm::kernel_type = kernel);
+            }
+            if (args.contains("degree")) {
+                self->svm_->set_params(plssvm::degree = args["degree"].cast<int>());
+            }
+            if (args.contains("gamma")) {
+                self->svm_->set_params(plssvm::gamma = args["gamma"].cast<typename svc_type::real_type>());  // TODO: scale, auto, value
+            }
+            if (args.contains("coef0")) {
+                self->svm_->set_params(plssvm::coef0 = args["coef0"].cast<typename svc_type::real_type>());
+            }
+            if (args.contains("shrinking")) {
+                throw py::attribute_error{ "The 'shrinking' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("probability")) {
+                throw py::attribute_error{ "The 'probability' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("tol")) {
+                self->epsilon.value() = args["tol"].cast<typename svc_type::real_type>();
+            }
+            if (args.contains("cache_size")) {
+                throw py::attribute_error{ "The 'cache_size' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("class_weight")) {
+                throw py::attribute_error{ "The 'class_weight' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("max_iter")) {
+                self->max_iter.value() = args["max_iter"].cast<long long>();
+            }
+            if (args.contains("decision_function_shape")) {
+                throw py::attribute_error{ "The 'decision_function_shape' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("break_ties")) {
+                throw py::attribute_error{ "The 'break_ties' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("random_state")) {
+                throw py::attribute_error{ "The 'random_state' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+
+            return self;
+        }))
+        .def("decision_function", [](const svc_type &, py::array_t<typename svc_type::real_type>) {
+            throw py::attribute_error{ "'SVC' object has no function 'decision_function' (not implemented)" };
+        })
+        .def(
+            "fit", [](svc_type &self, py::array_t<typename svc_type::real_type> data, py::array_t<typename svc_type::label_type> labels, std::optional<std::vector<typename svc_type::real_type>> sample_weight) {
+                if (sample_weight.has_value()) {
+                    throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                }
+
+                self.data_ = std::make_unique<typename svc_type::data_set_type>(pyarray_to_vector_of_vector(data), pyarray_to_vector(labels));
+                if (self.epsilon.has_value() && self.max_iter.has_value()) {
+                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
+                } else if (self.epsilon.has_value()) {
+                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
+                } else if (self.max_iter.has_value()) {
+                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
+                } else {
+                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_));
+                }
+            },
+            py::arg("X"),
+            py::arg("y"),
+            py::pos_only(),
+            py::arg("sample_weight") = std::nullopt)
+        .def("get_params", [](const svc_type &self) {
+            const plssvm::parameter params = self.svm_->get_params();
+
+            py::dict py_params;
+            py_params["C"] = params.cost.value();
+            py_params["kernel"] = fmt::format("{}", params.kernel_type);
+            py_params["degree"] = params.degree.value();
+            py_params["gamma"] = params.gamma.value();  // TODO: scale, auto, value
+            py_params["coef0"] = params.coef0.value();
+            //            py_params["shrinking"];
+            //            py_params["probability"];
+            py_params["tol"] = self.epsilon.value_or(typename svc_type::real_type{ 1e-3 });
+            //            py_params["cache_size"];
+            //            py_params["class_weight"];
+            py_params["verbose"] = plssvm::verbose;
+            py_params["max_iter"] = self.max_iter.value_or(-1);
+            //            py_params["decision_function_shape"];
+            //            py_params["break_ties"];
+            //            py_params["random_state"];
+
+            return py_params;
+        })
+        .def("predict", [](svc_type &self, py::array_t<typename svc_type::real_type> data) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
+            } else {
+                const typename svc_type::data_set_type data_to_predict{ pyarray_to_vector_of_vector(data) };
+                return self.svm_->predict(*self.model_, data_to_predict);
+            }
+        })
+        .def("predict_log_proba", [](const svc_type &, py::array_t<typename svc_type::real_type>) {
+            throw py::attribute_error{ "'SVC' object has no function 'predict_log_proba' (not implemented)" };
+        })
+        .def("predict_proba", [](const svc_type &, py::array_t<typename svc_type::real_type>) {
+            throw py::attribute_error{ "'SVC' object has no function 'predict_proba' (not implemented)" };
+        })
+        .def(
+            "score", [](svc_type &self, py::array_t<typename svc_type::real_type> data, py::array_t<typename svc_type::label_type> label, std::optional<std::vector<typename svc_type::real_type>> sample_weight) {
+                if (sample_weight.has_value()) {
+                    throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                }
+
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
+                } else {
+                    const typename svc_type::data_set_type data_to_score{ pyarray_to_vector_of_vector(data), pyarray_to_vector(label) };
+                    return self.svm_->score(*self.model_, data_to_score);
+                }
+            },
+            py::arg("X"),
+            py::arg("y"),
+            py::pos_only(),
+            py::arg("sample_weight") = std::nullopt)
+        .def("set_params", [](svc_type &self, py::kwargs args) {
+            // TODO: remove copy-paste
+            // check named arguments
+            check_kwargs_for_correctness(args, { "C", "kernel", "degree", "gamma", "coef0", "shrinking", "probability", "tol", "cache_size", "class_weight", "verbose", "max_iter", "decision_function_shape", "break_ties", "random_state" });
+            if (args.contains("C")) {
+                self.svm_->set_params(plssvm::cost = args["C"].cast<typename svc_type::real_type>());
+            }
+            if (args.contains("kernel")) {
+                std::stringstream ss{ args["kernel"].cast<std::string>() };
+                plssvm::kernel_function_type kernel;
+                ss >> kernel;
+                self.svm_->set_params(plssvm::kernel_type = kernel);
+            }
+            if (args.contains("degree")) {
+                self.svm_->set_params(plssvm::degree = args["degree"].cast<int>());
+            }
+            if (args.contains("gamma")) {
+                self.svm_->set_params(plssvm::gamma = args["gamma"].cast<typename svc_type::real_type>());  // TODO: scale, auto, value
+            }
+            if (args.contains("coef0")) {
+                self.svm_->set_params(plssvm::coef0 = args["coef0"].cast<typename svc_type::real_type>());
+            }
+            if (args.contains("shrinking")) {
+                throw py::attribute_error{ "The 'shrinking' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("probability")) {
+                throw py::attribute_error{ "The 'probability' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("tol")) {
+                self.epsilon.value() = args["tol"].cast<typename svc_type::real_type>();
+            }
+            if (args.contains("cache_size")) {
+                throw py::attribute_error{ "The 'cache_size' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("class_weight")) {
+                throw py::attribute_error{ "The 'class_weight' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("verbose")) {
+                plssvm::verbose = args["verbose"].cast<bool>();
+            }
+            if (args.contains("max_iter")) {
+                self.max_iter.value() = args["max_iter"].cast<long long>();
+            }
+            if (args.contains("decision_function_shape")) {
+                throw py::attribute_error{ "The 'decision_function_shape' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("break_ties")) {
+                throw py::attribute_error{ "The 'break_ties' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+            if (args.contains("random_state")) {
+                throw py::attribute_error{ "The 'random_state' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+            }
+        })
+
+        .def_property_readonly("class_weight_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'class_weight_' (not implemented)" };
+        })
+        .def_property_readonly("classes_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'fit_status_'" };
+            } else {
+                return self.data_->different_labels().value();
+            }
+        })
+        .def_property_readonly("coef_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'coef_' (not implemented)" };
+        })
+        .def_property_readonly("coef_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'dual_coef_' (not implemented)" };
+        })
+        .def_property_readonly("fit_status_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'fit_status_'" };
+            } else {
+                return 0;
+            }
+        })
+        .def_property_readonly("intercept_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'intercept_' (not implemented)" };
+        })
+        .def_property_readonly("n_features_in_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'n_features_in_'" };
+            } else {
+                return self.data_->num_features();
+            }
+        })
+        .def_property_readonly("n_features_in_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'n_features_in_'" };
+            } else {
+                return self.data_->num_features();
+            }
+        })
+        .def_property_readonly("feature_names_in_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'feature_names_in_' (not implemented)" };
+        })
+        .def_property_readonly("n_iter_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'n_iter_' (not implemented)" };
+        })
+        .def_property_readonly("support_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'support_'" };
+            } else {
+                // all data points are support vectors
+                std::vector<std::size_t> indices(self.model_->num_support_vectors());  // TODO: type
+                std::iota(indices.begin(), indices.end(), std::size_t{ 0 });
+                return indices;
+            }
+        })
+        .def_property_readonly("support_vectors_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'support_vectors_'" };
+            } else {
+                // all data points are support vectors
+                return self.model_->support_vectors();
+            }
+        })
+        .def_property_readonly("n_support_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'n_support_'" };
+            } else {
+                // all data points are support vectors
+                std::map<typename svc_type::label_type, int> counts{};
+                const std::vector<typename svc_type::label_type> different_labels = self.data_->different_labels().value();
+                for (const typename svc_type::label_type &label : different_labels) {
+                    counts[label] = 0;
+                }
+                const std::vector<typename svc_type::label_type> &labels = self.data_->labels()->get();
+                const std::vector<typename svc_type::real_type> &weights = self.model_->weights();
+                for (std::size_t i = 0; i < self.model_->num_support_vectors(); ++i) {
+                    if (weights[i] != typename svc_type::real_type{ 0.0 }) {
+                        ++counts[labels[i]];
+                    }
+                }
+
+                std::vector<int> n_support(different_labels.size());
+                for (std::size_t i = 0; i < n_support.size(); ++i) {
+                    n_support[i] = counts[different_labels[i]];
+                }
+                return n_support;
+            }
+        })
+        .def_property_readonly("probA_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'probA_' (not implemented)" };
+        })
+        .def_property_readonly("probB_", [](const svc_type &) {
+            throw py::attribute_error{ "'SVC' object has no attribute 'probB_' (not implemented)" };
+        })
+        .def_property_readonly("shape_fit_", [](const svc_type &self) {
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "'SVC' object has no attribute 'shape_fit_'" };
+            } else {
+                return std::tuple<int, int>{ static_cast<int>(self.data_->num_data_points()), static_cast<int>(self.data_->num_features()) };
+            }
+        });
+}
+
+// TODO: std::string as label type, reduce code duplication
\ No newline at end of file

From 81a949849a0c90ed570def65ccfca50ca0e103d2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 11:18:41 +0200
Subject: [PATCH 0832/1010] Add explicit constructor for parameter class.

---
 bindings/Python/parameter.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index e1351f4a4..3bc1c5e47 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -15,6 +15,7 @@ void init_parameter(py::module_ &m) {
     // bind parameter class
     py::class_<plssvm::parameter>(m, "Parameter")
         .def(py::init<>())
+        .def(py::init<plssvm::kernel_function_type, int, double, double, double>())
         .def(py::init([](py::kwargs args) {
             // check for valid keys
             check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });

From 6a45796aef450f9ed996f3c62beafeb6ad443d6c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 11:21:32 +0200
Subject: [PATCH 0833/1010] Return Numpy arrays from getter functions (instead
 of Python lists).

---
 bindings/Python/data_set.cpp | 87 +++++++++++++++++++-----------------
 bindings/Python/model.cpp    | 12 ++---
 bindings/Python/utility.hpp  | 79 ++++++++++++++++++++++++++++++++
 3 files changed, 132 insertions(+), 46 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 7a0c3319b..7adfc3fb4 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -1,7 +1,7 @@
 #include "plssvm/data_set.hpp"
 #include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
-#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name
+#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name, pyarray_to_vector, pyarray_to_matrix
 
 #include "fmt/core.h"           // fmt::format
 #include "fmt/format.h"         // fmt::join
@@ -17,39 +17,11 @@
 
 namespace py = pybind11;
 
-template <typename T>
-std::vector<std::vector<T>> pyarray_to_vector_of_vector(py::array_t<T> data) {
-    // check dimensions
-    if (data.ndim() != 2) {
-        throw py::value_error{ fmt::format("the provided array must have exactly two dimensions but has {}!", data.ndim()) };
-    }
-
-    // convert py::array to std::vector<std::vector<>>
-    std::vector<std::vector<T>> tmp(data.shape(0));
-    for (std::size_t i = 0; i < tmp.size(); ++i) {
-        tmp[i] = std::vector<T>(data.data(i, 0), data.data(i, 0) + data.shape(1));
-    }
-
-    return tmp;
-}
-
-template <typename T>
-std::vector<T> pyarray_to_vector(py::array_t<T> data) {
-    // check dimensions
-    if (data.ndim() != 1) {
-        throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", data.ndim()) };
-    }
-
-    // convert py::array to std::vector
-    return std::vector<T>(data.data(0), data.data(0) + data.shape(0));
-}
-
 template <typename real_type, typename label_type>
 void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_label_type_combination<real_type, label_type>) {
     using data_set_type = plssvm::data_set<real_type, label_type>;
     using size_type = typename data_set_type::size_type;
 
-    // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
     // create the Python type names based on the provided real_type and label_type
     const std::string class_name_scaling_factors = assemble_unique_class_name<real_type, label_type>("DataSetScalingFactors");
     const std::string class_name_scaling = assemble_unique_class_name<real_type, label_type>("DataSetScaling");
@@ -75,7 +47,11 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
         .def(py::init<const std::string &>(), "read the scaling factors from the file")
         .def("save", &data_set_type::scaling::save, "save the scaling factors to a file")
         .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval, "the interval to which the data points are scaled")
-        .def_readonly("scaling_factors", &data_set_type::scaling::scaling_factors, "the scaling factors for each feature")
+        .def_property_readonly(
+            "scaling_factors", [](const typename data_set_type::scaling &scaling) {
+                return vector_to_pyarray(scaling.scaling_factors);
+            },
+            "the scaling factors for each feature")
         .def("__repr__", [class_name_scaling](const typename data_set_type::scaling &scaling) {
             return fmt::format("<plssvm.{} with {{ lower: {}, upper: {}, #factors: {} }}>",
                                class_name_scaling,
@@ -109,9 +85,9 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         check_kwargs_for_correctness(args, { "scaling" });
 
                         if (args.contains("scaling")) {
-                            return data_set_type{ pyarray_to_vector_of_vector(data), args["scaling"].cast<typename data_set_type::scaling>() };
+                            return data_set_type{ pyarray_to_matrix(data), args["scaling"].cast<typename data_set_type::scaling>() };
                         } else {
-                            return data_set_type{ pyarray_to_vector_of_vector(data) };
+                            return data_set_type{ pyarray_to_matrix(data) };
                         }
                     }),
                     "create a new data set without labels given additional optional parameters");
@@ -122,9 +98,9 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             check_kwargs_for_correctness(args, { "scaling" });
 
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_vector_of_vector(data), pyarray_to_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
                             } else {
-                                return data_set_type{ pyarray_to_vector_of_vector(data), pyarray_to_vector(labels) };
+                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_vector(labels) };
                             }
                         }),
                         "create a new data set with labels from a numpy array given additional optional parameters");
@@ -146,9 +122,9 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             }
 
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
                             } else {
-                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp) };
+                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp) };
                             }
                         }),
                         "create a new data set with labels from a numpy array given additional optional parameters");
@@ -164,9 +140,9 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             }
 
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
                             } else {
-                                return data_set_type{ pyarray_to_vector_of_vector(data), std::move(tmp) };
+                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp) };
                             }
                         }),
                         "create a new data set with labels from a Python list given additional optional parameters");
@@ -176,12 +152,41 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
         .def("num_data_points", &data_set_type::num_data_points, "the number of data points in the data set")
         .def("num_features", &data_set_type::num_features, "the number of features per data point")
         .def("data", &data_set_type::data, py::return_value_policy::reference_internal, "the data saved as 2D vector")
+        .def("data", [](const data_set_type &data) {
+                return matrix_to_pyarray(data.data());
+            }, "the data saved as 2D vector")
         .def("has_labels", &data_set_type::has_labels, "check whether the data set has labels")
-        .def("labels", &data_set_type::labels, py::return_value_policy::reference_internal, "the labels")
+        .def("labels", [](const data_set_type &data) {
+                if (!data.has_labels()) {
+                    throw py::attribute_error{ "'DataSet' object has no function 'labels'. Maybe this DataSet was created without labels?" };
+                } else {
+                    if constexpr (std::is_same_v<label_type, std::string>) {
+                        return data.labels()->get();
+                    } else {
+                        return vector_to_pyarray(data.labels()->get());
+                    }
+                }
+            }, "the labels")
         .def("num_different_labels", &data_set_type::num_different_labels, "the number of different labels")
-        .def("different_labels", &data_set_type::different_labels, "the different labels")
+        .def("different_labels", [](const data_set_type &data) {
+                if (!data.has_labels()) {
+                    throw py::attribute_error{ "'DataSet' object has no function 'different_labels'. Maybe this DataSet was created without labels?" };
+                } else {
+                    if constexpr (std::is_same_v<label_type, std::string>) {
+                        return data.different_labels().value();
+                    } else {
+                        return vector_to_pyarray(data.different_labels().value());
+                    }
+                }
+            }, "the different labels")
         .def("is_scaled", &data_set_type::is_scaled, "check whether the original data has been scaled to [lower, upper] bounds")
-        .def("scaling_factors", &data_set_type::scaling_factors, py::return_value_policy::reference_internal, "the factors used to scale this data set")
+        .def("scaling_factors", [](const data_set_type &data) {
+                if (!data.is_scaled()) {
+                    throw py::attribute_error{ "'DataSet' object has no function 'scaling_factors'. Maybe this DataSet has not been scaled?" };
+                } else {
+                    return data.scaling_factors().value();
+                }
+            }, py::return_value_policy::reference_internal, "the factors used to scale this data set")
         .def("__repr__", [class_name](const data_set_type &data) {
             std::string optional_repr{};
             if (data.has_labels()) {
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 751efdbfc..5c9ed1161 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,7 +1,7 @@
 #include "plssvm/model.hpp"
 #include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
-#include "utility.hpp"  // assemble_unique_class_name
+#include "utility.hpp"  // assemble_unique_class_name, vector_to_pyarray, matrix_to_pyarray
 
 #include "fmt/core.h"           // fmt::format
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::return_value_policy
@@ -20,16 +20,18 @@ void instantiate_model_bindings(py::module_ &m, plssvm::detail::real_type_label_
 
     const std::string class_name = assemble_unique_class_name<real_type, label_type>("Model");
 
-    // TODO: change def to def_property_readonly based on sklearn.svm.SVC?
-
     py::class_<model_type>(m, class_name.c_str())
         .def(py::init<const std::string &>(), "load a previously learned model from a file")
         .def("save", &model_type::save, "save the current model to a file")
         .def("num_support_vectors", &model_type::num_support_vectors, "the number of support vectors (note: all training points become support vectors for LSSVMs)")
         .def("num_features", &model_type::num_features, "the number of features of the support vectors")
         .def("get_params", &model_type::get_params, py::return_value_policy::reference_internal, "the SVM parameter used to learn this model")
-        .def("support_vectors", &model_type::support_vectors, py::return_value_policy::reference_internal, "the support vectors (note: all training points become support vectors for LSSVMs)")
-        .def("weights", &model_type::weights, py::return_value_policy::reference_internal, "the weights learned for each support vector")
+        .def("support_vectors", [](const model_type &model) {
+            return matrix_to_pyarray(model.support_vectors());
+        }, "the support vectors (note: all training points become support vectors for LSSVMs)")
+        .def("weights", [](const model_type &model) {
+            return vector_to_pyarray(model.weights());
+        }, "the weights learned for each support vector")
         .def("rho", &model_type::rho, "the bias value after learning")
         .def("__repr__", [class_name](const model_type &model) {
             return fmt::format("<plssvm.{} with {{ #sv: {}, #features: {}, rho: {} }}>",
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index da114ea48..3d65f447f 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -6,6 +6,7 @@
 #include "plssvm/parameter.hpp"       // plssvm::parameter
 
 #include "fmt/format.h"         // fmt::format
+#include "pybind11/numpy.h"     // py::array_t, py::buffer_info
 #include "pybind11/pybind11.h"  // py::kwargs, py::value_error, py::exception
 #include "pybind11/stl.h"       // support for STL types
 
@@ -16,6 +17,84 @@
 
 namespace py = pybind11;
 
+/**
+ * @brief Convert a `std::vector<T>` to a Python Numpy array.
+ * @tparam T the type in the array
+ * @param[in] vec the vector to convert
+ * @return the Python Numpy array (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] py::array_t<T> vector_to_pyarray(const std::vector<T> &vec) {
+    py::array_t<T> py_array(vec.size());
+    py::buffer_info buffer = py_array.request();
+    T *ptr = static_cast<T *>(buffer.ptr);
+    for (typename std::vector<T>::size_type i = 0; i < vec.size(); ++i) {
+        ptr[i] = vec[i];
+    }
+    return py_array;
+}
+
+/**
+ * @brief Convert a `std::vector<std::vector<T>>` to a Python Numpy array.
+ * @tparam T the type in the array
+ * @param[in] mat the 2D vector to convert
+ * @return the Python Numpy array (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] py::array_t<T> matrix_to_pyarray(const std::vector<std::vector<T>> &mat) {
+    const std::size_t num_data_points = mat.size();
+    const std::size_t num_features = mat.front().size();
+
+    py::array_t<T> py_array({ num_data_points, num_features });
+    py::buffer_info buffer = py_array.request();
+    T *ptr = static_cast<T *>(buffer.ptr);
+    for (typename std::vector<std::vector<T>>::size_type i = 0; i < num_data_points; ++i) {
+        for (typename std::vector<std::vector<T>>::size_type j = 0; j < num_features; ++j) {
+            ptr[i * num_features + j] = mat[i][j];
+        }
+    }
+    return py_array;
+}
+
+/**
+ * @brief Convert a Python Numpy array to a `std::vector<T>`.
+ * @tparam T the type in the array
+ * @param[in] vec the Python Numpy array to convert
+ * @return the `std::vector<T>` (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] std::vector<T> pyarray_to_vector(py::array_t<T> vec) {
+    // check dimensions
+    if (vec.ndim() != 1) {
+        throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", vec.ndim()) };
+    }
+
+    // convert py::array to std::vector
+    return std::vector<T>(vec.data(0), vec.data(0) + vec.shape(0));
+}
+
+/**
+ * @brief Convert a Python Numpy array to a `std::vector<std::vector<T>>`.
+ * @tparam T the type in the array
+ * @param[in] mat the 2D Python Numpy matrix to convert
+ * @return to 2D matrix of `std::vector<std::vector<T>>` (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] std::vector<std::vector<T>> pyarray_to_matrix(py::array_t<T> mat) {
+    // check dimensions
+    if (mat.ndim() != 2) {
+        throw py::value_error{ fmt::format("the provided matrix must have exactly two dimensions but has {}!", mat.ndim()) };
+    }
+
+    // convert py::array to std::vector<std::vector<T>>
+    std::vector<std::vector<T>> tmp(mat.shape(0));
+    for (typename std::vector<std::vector<T>>::size_type i = 0; i < tmp.size(); ++i) {
+        tmp[i] = std::vector<T>(mat.data(i, 0), mat.data(i, 0) + mat.shape(1));
+    }
+
+    return tmp;
+}
+
 /**
  * @brief Check that the Python kwargs @p args only contain keyword arguments with names present in @p valid_named_args.
  * @param[in] args the Python keyword arguments

From 809e27143f09618cc7de9affde63d33a69a9e659 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 12:03:34 +0200
Subject: [PATCH 0834/1010] Update includes.

---
 bindings/Python/data_set.cpp | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 7adfc3fb4..5efa1b8e0 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -9,11 +9,12 @@
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only, py::list
 #include "pybind11/stl.h"       // support for STL types
 
-#include <cstddef>  // std::size_t
-#include <string>   // std::string
-#include <tuple>    // std::tuple_element_t, std::tuple_size_v
-#include <utility>  // std::move, std::integer_sequence, std::make_integer_sequence
-#include <vector>   // std::vector
+#include <cstddef>      // std::size_t
+#include <string>       // std::string
+#include <tuple>        // std::tuple_element_t, std::tuple_size_v
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::move, std::integer_sequence, std::make_integer_sequence
+#include <vector>       // std::vector
 
 namespace py = pybind11;
 

From d0120cb18ad24b8a4aa4995bb81569da279a4e1e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 12:03:50 +0200
Subject: [PATCH 0835/1010] Update formatting.

---
 bindings/Python/data_set.cpp | 25 +++++++++++++++++--------
 1 file changed, 17 insertions(+), 8 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 5efa1b8e0..ee5273af7 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -153,11 +153,14 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
         .def("num_data_points", &data_set_type::num_data_points, "the number of data points in the data set")
         .def("num_features", &data_set_type::num_features, "the number of features per data point")
         .def("data", &data_set_type::data, py::return_value_policy::reference_internal, "the data saved as 2D vector")
-        .def("data", [](const data_set_type &data) {
+        .def(
+            "data", [](const data_set_type &data) {
                 return matrix_to_pyarray(data.data());
-            }, "the data saved as 2D vector")
+            },
+            "the data saved as 2D vector")
         .def("has_labels", &data_set_type::has_labels, "check whether the data set has labels")
-        .def("labels", [](const data_set_type &data) {
+        .def(
+            "labels", [](const data_set_type &data) {
                 if (!data.has_labels()) {
                     throw py::attribute_error{ "'DataSet' object has no function 'labels'. Maybe this DataSet was created without labels?" };
                 } else {
@@ -167,9 +170,11 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         return vector_to_pyarray(data.labels()->get());
                     }
                 }
-            }, "the labels")
+            },
+            "the labels")
         .def("num_different_labels", &data_set_type::num_different_labels, "the number of different labels")
-        .def("different_labels", [](const data_set_type &data) {
+        .def(
+            "different_labels", [](const data_set_type &data) {
                 if (!data.has_labels()) {
                     throw py::attribute_error{ "'DataSet' object has no function 'different_labels'. Maybe this DataSet was created without labels?" };
                 } else {
@@ -179,15 +184,19 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         return vector_to_pyarray(data.different_labels().value());
                     }
                 }
-            }, "the different labels")
+            },
+            "the different labels")
         .def("is_scaled", &data_set_type::is_scaled, "check whether the original data has been scaled to [lower, upper] bounds")
-        .def("scaling_factors", [](const data_set_type &data) {
+        .def(
+            "scaling_factors", [](const data_set_type &data) {
                 if (!data.is_scaled()) {
                     throw py::attribute_error{ "'DataSet' object has no function 'scaling_factors'. Maybe this DataSet has not been scaled?" };
                 } else {
                     return data.scaling_factors().value();
                 }
-            }, py::return_value_policy::reference_internal, "the factors used to scale this data set")
+            },
+            py::return_value_policy::reference_internal,
+            "the factors used to scale this data set")
         .def("__repr__", [class_name](const data_set_type &data) {
             std::string optional_repr{};
             if (data.has_labels()) {

From aea1931641191425bbba516bfb625fd60eada9dc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 13:37:36 +0200
Subject: [PATCH 0836/1010] Update CSVM class bindings.

---
 bindings/Python/backends/cuda_csvm.cpp    |  39 +++---
 bindings/Python/backends/dpcpp_csvm.cpp   |  46 ++++---
 bindings/Python/backends/hip_csvm.cpp     |  39 +++---
 bindings/Python/backends/hipsycl_csvm.cpp |  46 ++++---
 bindings/Python/backends/opencl_csvm.cpp  |  39 +++---
 bindings/Python/backends/openmp_csvm.cpp  |  39 +++---
 bindings/Python/csvm.cpp                  | 157 +++++++++++++---------
 7 files changed, 236 insertions(+), 169 deletions(-)

diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index a1455aa4b..7c9e84548 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -19,24 +19,29 @@ void init_cuda_csvm(py::module_ &m, const py::exception<plssvm::exception> &base
     py::module_ cuda_module = m.def_submodule("cuda", "a module containing all CUDA backend specific functionality");
 
     // bind the CSVM using the CUDA backend
-    py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "Csvm")
-        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
-        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
-        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
-        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
+    py::class_<plssvm::cuda::csvm, plssvm::csvm>(cuda_module, "CSVM")
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameter object")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
         .def(py::init([](py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
-
-            // if one of the value named parameter is provided, set the respective value
-            const plssvm::parameter params = convert_kwargs_to_parameter(args);
-
-            if (args.contains("target_platform")) {
-                return std::make_unique<plssvm::cuda::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
-            } else {
-                return std::make_unique<plssvm::cuda::csvm>(params);
-            }
-        }), "create an SVM using keyword arguments");
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::cuda::csvm>(params);
+             }),
+             "create an SVM with the default target platform and keyword arguments")
+        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the provided target platform
+                 return std::make_unique<plssvm::cuda::csvm>(target, params);
+             }),
+             "create an SVM with the provided target platform and keyword arguments");
 
     // register CUDA backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, BackendError, base_exception)
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 71d38bfe3..898740b7a 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -19,27 +19,33 @@ void init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exception> &bas
     py::module_ dpcpp_module = m.def_submodule("dpcpp", "a module containing all DPC++ SYCL backend specific functionality");
 
     // bind the CSVM using the DPCPP backend
-    py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "Csvm")
-        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
-        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
-        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
-        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
+    py::class_<plssvm::dpcpp::csvm, plssvm::csvm>(dpcpp_module, "CSVM")
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameter object")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
         .def(py::init([](py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
-
-            // if one of the value named parameter is provided, set the respective value
-            const plssvm::parameter params = convert_kwargs_to_parameter(args);
-
-            // set target platform
-            const plssvm::target_platform target = args.contains("target_platform") ? args["target_platform"].cast<plssvm::target_platform>() : plssvm::target_platform::automatic;
-
-            if (args.contains("sycl_kernel_invocation_type")) {
-                return std::make_unique<plssvm::dpcpp::csvm>(target, params, plssvm::sycl_kernel_invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>());
-            } else {
-                return std::make_unique<plssvm::dpcpp::csvm>(target, params);
-            }
-        }), "create an SVM using keyword arguments");
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // set SYCL kernel invocation type
+                 const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::dpcpp::csvm>(params, plssvm::sycl_kernel_invocation_type = invoc);
+             }),
+             "create an SVM with the default target platform and keyword arguments")
+        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // set SYCL kernel invocation type
+                 const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::dpcpp::csvm>(target, params, plssvm::sycl_kernel_invocation_type = invoc);
+             }),
+             "create an SVM with the provided target platform and keyword arguments");
 
     // register DPCPP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, BackendError, base_exception)
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index 287514344..b9749fc91 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -19,24 +19,29 @@ void init_hip_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_
     py::module_ hip_module = m.def_submodule("hip", "a module containing all HIP backend specific functionality");
 
     // bind the CSVM using the HIP backend
-    py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "Csvm")
-        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
-        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
-        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
-        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
+    py::class_<plssvm::hip::csvm, plssvm::csvm>(hip_module, "CSVM")
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameter object")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
         .def(py::init([](py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
-
-            // if one of the value named parameter is provided, set the respective value
-            const plssvm::parameter params = convert_kwargs_to_parameter(args);
-
-            if (args.contains("target_platform")) {
-                return std::make_unique<plssvm::hip::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
-            } else {
-                return std::make_unique<plssvm::hip::csvm>(params);
-            }
-        }), "create an SVM using keyword arguments");
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::hip::csvm>(params);
+             }),
+             "create an SVM with the default target platform and keyword arguments")
+        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the provided target platform
+                 return std::make_unique<plssvm::hip::csvm>(target, params);
+             }),
+             "create an SVM with the provided target platform and keyword arguments");
 
     // register HIP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, BackendError, base_exception)
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index b422af298..950b7e482 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -19,27 +19,33 @@ void init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::exception> &b
     py::module_ hipsycl_module = m.def_submodule("hipsycl", "a module containing all hipSYCL SYCL backend specific functionality");
 
     // bind the CSVM using the hipSYCL backend
-    py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "Csvm")
-        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
-        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
-        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
-        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
+    py::class_<plssvm::hipsycl::csvm, plssvm::csvm>(hipsycl_module, "CSVM")
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameter object")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
         .def(py::init([](py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
-
-            // if one of the value named parameter is provided, set the respective value
-            const plssvm::parameter params = convert_kwargs_to_parameter(args);
-
-            // set target platform
-            const plssvm::target_platform target = args.contains("target_platform") ? args["target_platform"].cast<plssvm::target_platform>() : plssvm::target_platform::automatic;
-
-            if (args.contains("sycl_kernel_invocation_type")) {
-                return std::make_unique<plssvm::hipsycl::csvm>(target, params, plssvm::sycl_kernel_invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>());
-            } else {
-                return std::make_unique<plssvm::hipsycl::csvm>(target, params);
-            }
-        }), "create an SVM using keyword arguments");
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // set SYCL kernel invocation type
+                 const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::hipsycl::csvm>(params, plssvm::sycl_kernel_invocation_type = invoc);
+             }),
+             "create an SVM with the default target platform and keyword arguments")
+        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // set SYCL kernel invocation type
+                 const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::hipsycl::csvm>(target, params, plssvm::sycl_kernel_invocation_type = invoc);
+             }),
+             "create an SVM with the provided target platform and keyword arguments");
 
     // register hipSYCL backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, BackendError, base_exception)
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 5def036ec..87d40661f 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -19,24 +19,29 @@ void init_opencl_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
     py::module_ opencl_module = m.def_submodule("opencl", "a module containing all OpenCL backend specific functionality");
 
     // bind the CSVM using the OpenCL backend
-    py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "Csvm")
-        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
-        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
-        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
-        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
+    py::class_<plssvm::opencl::csvm, plssvm::csvm>(opencl_module, "CSVM")
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameter object")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
         .def(py::init([](py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
-
-            // if one of the value named parameter is provided, set the respective value
-            const plssvm::parameter params = convert_kwargs_to_parameter(args);
-
-            if (args.contains("target_platform")) {
-                return std::make_unique<plssvm::opencl::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
-            } else {
-                return std::make_unique<plssvm::opencl::csvm>(params);
-            }
-        }), "create an SVM using keyword arguments");
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::opencl::csvm>(params);
+             }),
+             "create an SVM with the default target platform and keyword arguments")
+        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the provided target platform
+                 return std::make_unique<plssvm::opencl::csvm>(target, params);
+             }),
+             "create an SVM with the provided target platform and keyword arguments");
 
     // register OpenCL backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, BackendError, base_exception)
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 25ba96f64..24831ac00 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -19,24 +19,29 @@ void init_openmp_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
     py::module_ openmp_module = m.def_submodule("openmp", "a module containing all OpenMP backend specific functionality");
 
     // bind the CSVM using the OpenMP backend
-    py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "Csvm")
-        .def(py::init<>(), "create an SVM with the automatic target platform and default parameters")
-        .def(py::init<plssvm::target_platform>(), "create an SVM with the default parameters")
-        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform")
-        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create a new SVM with the provided target platform and parameters")
+    py::class_<plssvm::openmp::csvm, plssvm::csvm>(openmp_module, "CSVM")
+        .def(py::init<>(), "create an SVM with the automatic target platform and default parameter object")
+        .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
+        .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
+        .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
         .def(py::init([](py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost" });
-
-            // if one of the value named parameter is provided, set the respective value
-            const plssvm::parameter params = convert_kwargs_to_parameter(args);
-
-            if (args.contains("target_platform")) {
-                return std::make_unique<plssvm::openmp::csvm>(args["target_platform"].cast<plssvm::target_platform>(), params);
-            } else {
-                return std::make_unique<plssvm::openmp::csvm>(params);
-            }
-        }), "create an SVM using keyword arguments");
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the default target platform
+                 return std::make_unique<plssvm::openmp::csvm>(params);
+             }),
+             "create an SVM with the default target platform and keyword arguments")
+        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // create CSVM with the provided target platform
+                 return std::make_unique<plssvm::openmp::csvm>(target, params);
+             }),
+             "create an SVM with the provided target platform and keyword arguments");
 
     // register OpenMP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, BackendError, base_exception)
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 9087fa235..ba55ee14c 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -6,47 +6,80 @@
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::kwargs, py::overload_cast, py::const_
 #include "pybind11/stl.h"       // support for STL types
 
-#include <string>  // std::string
+#include <cstddef>      // std::size_t
+#include <string>       // std::string
+#include <tuple>        // std::tuple_element_t, std::tuple_size_v
+#include <type_traits>  // std::is_same_v
+#include <utility>      // std::integer_sequence, std::make_integer_sequence
 
 namespace py = pybind11;
 
-void init_csvm(py::module_ &m) {
-    using real_type = double;
-    using label_type = std::string;
+template <typename real_type, typename label_type>
+void instantiate_csvm_functions(py::class_<plssvm::csvm> &c, plssvm::detail::real_type_label_type_combination<real_type, label_type>) {
+    c.def(
+         "fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, py::kwargs args) {
+             // check named arguments
+             check_kwargs_for_correctness(args, { "epsilon", "max_iter" });
+
+             if (args.contains("epsilon") && args.contains("max_iter")) {
+                 return self.fit(data, plssvm::epsilon = args["epsilon"].cast<real_type>(), plssvm::max_iter = args["max_iter"].cast<unsigned long long>());
+             } else if (args.contains("epsilon")) {
+                 return self.fit(data, plssvm::epsilon = args["epsilon"].cast<real_type>());
+             } else if (args.contains("max_iter")) {
+                 return self.fit(data, plssvm::max_iter = args["max_iter"].cast<unsigned long long>());
+             } else {
+                 return self.fit(data);
+             }
+         },
+         "fit a model using the current SVM on the provided data")
+        .def(
+            "predict", [](const plssvm::csvm &self, const plssvm::model<real_type, label_type> &model, const plssvm::data_set<real_type, label_type> &data) {
+                if constexpr (std::is_same_v<label_type, std::string>) {
+                    return self.predict<real_type, label_type>(model, data);
+                } else {
+                    return vector_to_pyarray(self.predict<real_type, label_type>(model, data));
+                }
+            },
+            "predict the labels for a data set using a previously learned model")
+        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_), "calculate the accuracy of the model")
+        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &, const plssvm::data_set<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_), "calculate the accuracy of a data set using the model");
+}
 
+template <typename T, std::size_t... Idx>
+void instantiate_csvm_functions(py::class_<plssvm::csvm> &c, std::integer_sequence<std::size_t, Idx...>) {
+    (instantiate_csvm_functions(c, std::tuple_element_t<Idx, T>{}), ...);
+}
+
+template <typename T>
+void instantiate_model_bindings(py::class_<plssvm::csvm> &c) {
+    instantiate_csvm_functions<T>(c, std::make_integer_sequence<std::size_t, std::tuple_size_v<T>>{});
+}
+
+void init_csvm(py::module_ &m) {
     py::module_ pure_virtual_model = m.def_submodule("__pure_virtual");
 
-    py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "__pure_virtual_base_csvm");
+    py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "__pure_virtual_base_CSVM");
     pycsvm.def("get_params", &plssvm::csvm::get_params, "get the parameter used for this SVM")
-        .def("set_params", [](plssvm::csvm &self, const plssvm::parameter &params) {
-            self.set_params(params);
-        }, "update the parameter used for this SVM using a plssvm.Parameter object")
-        .def("set_params", [](plssvm::csvm &self, py::kwargs args) {
-            // check named arguments
-            check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-            // convert kwargs to parameter and update csvm internal parameter
-            self.set_params(convert_kwargs_to_parameter(args, self.get_params()));
-        }, "update the parameter used for this SVM using keyword arguments")
-        .def("fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, py::kwargs args) {
-            // check named arguments
-            check_kwargs_for_correctness(args, { "epsilon", "max_iter" });
+        .def(
+            "set_params", [](plssvm::csvm &self, const plssvm::parameter &params) {
+                self.set_params(params);
+            },
+            "update the parameter used for this SVM using a plssvm.Parameter object")
+        .def(
+            "set_params", [](plssvm::csvm &self, py::kwargs args) {
+                // check named arguments
+                check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                // convert kwargs to parameter and update csvm internal parameter
+                self.set_params(convert_kwargs_to_parameter(args, self.get_params()));
+            },
+            "update the parameter used for this SVM using keyword arguments");
 
-            if (args.contains("epsilon") && args.contains("max_iter")) {
-                return self.fit(data, plssvm::epsilon = args["epsilon"].cast<real_type>(), plssvm::max_iter = args["max_iter"].cast<unsigned long long>());
-            } else if (args.contains("epsilon")) {
-                return self.fit(data, plssvm::epsilon = args["epsilon"].cast<real_type>());
-            } else if (args.contains("max_iter")) {
-                return self.fit(data, plssvm::max_iter = args["max_iter"].cast<unsigned long long>());
-            } else {
-                return self.fit(data);
-            }
-        }, "fit a model using the current SVM on the provided data")
-        .def("predict", &plssvm::csvm::predict<real_type, label_type>, "predict the labels for a data set using a previously learned model")
-        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_), "calculate the accuracy of the model")
-        .def("score", py::overload_cast<const plssvm::model<real_type, label_type> &, const plssvm::data_set<real_type, label_type> &>(&plssvm::csvm::score<real_type, label_type>, py::const_), "calculate the accuracy of a data set using the model");
+    // instantiate all functions using all available real_type x label_type combinations
+    instantiate_model_bindings<plssvm::detail::real_type_label_type_combination_list>(pycsvm);
 
+    // TODO: API
     // bind plssvm::make_csvm factory function to a "generic" Python csvm class
-    py::class_<plssvm::csvm>(m, "Csvm", pycsvm, py::module_local())
+    py::class_<plssvm::csvm>(m, "CSVM", pycsvm, py::module_local())
         .def(py::init([](const plssvm::parameter &params, py::kwargs args) {
                  // check named arguments
                  check_kwargs_for_correctness(args, { "backend", "target_platform", "sycl_implementation_type", "sycl_kernel_invocation_type" });
@@ -75,36 +108,38 @@ void init_csvm(py::module_ &m) {
                  } else {
                      return plssvm::make_csvm(backend, target, params);
                  }
-             }), "create the 'best' SVM for the available (or provided) backends and target platforms")
+             }),
+             "create the 'best' SVM for the available (or provided) backends and target platforms")
         .def(py::init([](py::kwargs args) {
-            // check named arguments
-            check_kwargs_for_correctness(args, { "backend", "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
-            // convert kwargs to parameter and update csvm internal parameter
-            const plssvm::parameter params = convert_kwargs_to_parameter(args);
-            // backend type
-            plssvm::backend_type backend = plssvm::backend_type::automatic;
-            if (args.contains("backend")) {
-                backend = args["backend"].cast<plssvm::backend_type>();
-            }
-            // target platform
-            plssvm::target_platform target = plssvm::target_platform::automatic;
-            if (args.contains("target_platform")) {
-                target = args["target_platform"].cast<plssvm::target_platform>();
-            }
-            if (backend == plssvm::backend_type::sycl) {
-                // sycl specific flags
-                plssvm::sycl::implementation_type impl_type = plssvm::sycl::implementation_type::automatic;
-                if (args.contains("sycl_implementation_type")) {
-                    impl_type = args["sycl_implementation_type"].cast<plssvm::sycl::implementation_type>();
-                }
-                plssvm::sycl::kernel_invocation_type invocation_type = plssvm::sycl::kernel_invocation_type::automatic;
-                if (args.contains("sycl_kernel_invocation_type")) {
-                    invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>();
-                }
+                 // check named arguments
+                 check_kwargs_for_correctness(args, { "backend", "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
+                 // convert kwargs to parameter and update csvm internal parameter
+                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
+                 // backend type
+                 plssvm::backend_type backend = plssvm::backend_type::automatic;
+                 if (args.contains("backend")) {
+                     backend = args["backend"].cast<plssvm::backend_type>();
+                 }
+                 // target platform
+                 plssvm::target_platform target = plssvm::target_platform::automatic;
+                 if (args.contains("target_platform")) {
+                     target = args["target_platform"].cast<plssvm::target_platform>();
+                 }
+                 if (backend == plssvm::backend_type::sycl) {
+                     // sycl specific flags
+                     plssvm::sycl::implementation_type impl_type = plssvm::sycl::implementation_type::automatic;
+                     if (args.contains("sycl_implementation_type")) {
+                         impl_type = args["sycl_implementation_type"].cast<plssvm::sycl::implementation_type>();
+                     }
+                     plssvm::sycl::kernel_invocation_type invocation_type = plssvm::sycl::kernel_invocation_type::automatic;
+                     if (args.contains("sycl_kernel_invocation_type")) {
+                         invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>();
+                     }
 
-                return plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = impl_type, plssvm::sycl_kernel_invocation_type = invocation_type);
-            } else {
-                return plssvm::make_csvm(backend, target, params);
-            }
-        }), "create the 'best' SVM for the available (or provided) backends and target platforms");
+                     return plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = impl_type, plssvm::sycl_kernel_invocation_type = invocation_type);
+                 } else {
+                     return plssvm::make_csvm(backend, target, params);
+                 }
+             }),
+             "create the 'best' SVM for the available (or provided) backends and target platforms");
 }
\ No newline at end of file

From 53d06d127f690de1f1735af95b28905b6ba2f672 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 13:42:39 +0200
Subject: [PATCH 0837/1010] Move SYCL CSVM init functions to sycl.cpp file.

---
 bindings/Python/backends/sycl.cpp | 11 +++++++++++
 bindings/Python/main.cpp          |  9 ---------
 2 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index d10b51dc0..5697b5bc3 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -9,6 +9,9 @@
 
 namespace py = pybind11;
 
+void init_hipsycl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+void init_dpcpp_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+
 void init_sycl(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the SYCL specific bindings
     py::module_ sycl_module = m.def_submodule("sycl", "a module containing all SYCL backend specific functionality");
@@ -28,4 +31,12 @@ void init_sycl(py::module_ &m, const py::exception<plssvm::exception> &base_exce
         .value("AUTOMATIC", plssvm::sycl::kernel_invocation_type::automatic, "use the best kernel invocation type for the current SYCL implementation and target hardware platform")
         .value("ND_RANGE", plssvm::sycl::kernel_invocation_type::nd_range, "use the nd_range kernel invocation type")
         .value("HIERARCHICAL", plssvm::sycl::kernel_invocation_type::hierarchical, "use the hierarchical kernel invocation type");
+
+// initialize SYCL binding classes
+#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
+    init_hipsycl_csvm(m, base_exception);
+#endif
+#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
+    init_dpcpp_csvm(m, base_exception);
+#endif
 }
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index ede335d49..3211e2064 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -23,9 +23,6 @@ void init_cuda_csvm(py::module_ &, const py::exception<plssvm::exception> &);
 void init_hip_csvm(py::module_ &, const py::exception<plssvm::exception> &);
 void init_opencl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
 void init_sycl(py::module_ &, const py::exception<plssvm::exception> &);
-void init_hipsycl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
-void init_dpcpp_csvm(py::module_ &, const py::exception<plssvm::exception> &);
-
 void init_sklearn(py::module_ &);
 
 PYBIND11_MODULE(plssvm, m) {
@@ -71,12 +68,6 @@ PYBIND11_MODULE(plssvm, m) {
 #endif
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     init_sycl(m, base_exception);
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    init_hipsycl_csvm(m, base_exception);
-    #endif
-    #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    init_dpcpp_csvm(m, base_exception);
-    #endif
 #endif
 
     init_sklearn(m);

From 579a45d34718ac4494134a8a364b656b23d06456 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 13:56:29 +0200
Subject: [PATCH 0838/1010] Add an CSVM alias for the sycl module targeting
 either the DPC++ or hipSYCL CSVM based on the provided preferred SYCL
 implementation during the CMake configuration.

---
 bindings/Python/backends/dpcpp_csvm.cpp   |  4 +++-
 bindings/Python/backends/hipsycl_csvm.cpp |  4 +++-
 bindings/Python/backends/sycl.cpp         | 14 ++++++++++----
 3 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 898740b7a..0d9e11cf7 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
+py::module_ init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the DPCPP CSVM bindings
     py::module_ dpcpp_module = m.def_submodule("dpcpp", "a module containing all DPC++ SYCL backend specific functionality");
 
@@ -49,4 +49,6 @@ void init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exception> &bas
 
     // register DPCPP backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, BackendError, base_exception)
+
+    return dpcpp_module;
 }
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 950b7e482..c6d1d2202 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -14,7 +14,7 @@
 
 namespace py = pybind11;
 
-void init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
+py::module_ init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the hipSYCL CSVM bindings
     py::module_ hipsycl_module = m.def_submodule("hipsycl", "a module containing all hipSYCL SYCL backend specific functionality");
 
@@ -49,4 +49,6 @@ void init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::exception> &b
 
     // register hipSYCL backend specific exceptions
     PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, BackendError, base_exception)
+
+    return hipsycl_module;
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 5697b5bc3..07ca6ea8c 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -7,10 +7,13 @@
 #include "pybind11/pybind11.h"  // py::module_, py::enum_, py::exception
 #include "pybind11/stl.h"       // support for STL types: std:vector
 
+#define PLSSVM_CONCATENATE_DETAIL(x, y) x##y
+#define PLSSVM_CONCATENATE(x, y)        PLSSVM_CONCATENATE_DETAIL(x, y)
+
 namespace py = pybind11;
 
-void init_hipsycl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
-void init_dpcpp_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+py::module_ init_hipsycl_csvm(py::module_ &, const py::exception<plssvm::exception> &);
+py::module_ init_dpcpp_csvm(py::module_ &, const py::exception<plssvm::exception> &);
 
 void init_sycl(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
     // use its own submodule for the SYCL specific bindings
@@ -34,9 +37,12 @@ void init_sycl(py::module_ &m, const py::exception<plssvm::exception> &base_exce
 
 // initialize SYCL binding classes
 #if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    init_hipsycl_csvm(m, base_exception);
+    const py::module_ hipsycl_module = init_hipsycl_csvm(m, base_exception);
 #endif
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    init_dpcpp_csvm(m, base_exception);
+    const py::module_ dpcpp_module = init_dpcpp_csvm(m, base_exception);
 #endif
+
+    // "alias" one of the DPC++ or hipSYCL CSVMs to be the default SYCL CSVM
+    sycl_module.attr("CSVM") = PLSSVM_CONCATENATE(PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION, _module).attr("CSVM");
 }
\ No newline at end of file

From c28f69dd27f448b540ef6ee2be61c07a7dd4eae2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 14:32:40 +0200
Subject: [PATCH 0839/1010] Replace macro with template function for
 registering PLSSVM exceptions in Python.

---
 bindings/Python/backends/cuda_csvm.cpp    |  4 +--
 bindings/Python/backends/dpcpp_csvm.cpp   |  4 +--
 bindings/Python/backends/hip_csvm.cpp     |  4 +--
 bindings/Python/backends/hipsycl_csvm.cpp |  4 +--
 bindings/Python/backends/opencl_csvm.cpp  |  4 +--
 bindings/Python/backends/openmp_csvm.cpp  |  4 +--
 bindings/Python/backends/sycl.cpp         |  4 +--
 bindings/Python/exceptions/exceptions.cpp | 19 +++++++-------
 bindings/Python/utility.hpp               | 31 +++++++++++++----------
 9 files changed, 42 insertions(+), 36 deletions(-)

diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index 7c9e84548..385b1e859 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -5,7 +5,7 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -44,5 +44,5 @@ void init_cuda_csvm(py::module_ &m, const py::exception<plssvm::exception> &base
              "create an SVM with the provided target platform and keyword arguments");
 
     // register CUDA backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::cuda::backend_exception, cuda_module, BackendError, base_exception)
+    register_py_exception<plssvm::cuda::backend_exception>(cuda_module, "BackendError", base_exception);
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 0d9e11cf7..d1eeb7571 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -5,7 +5,7 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -48,7 +48,7 @@ py::module_ init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exceptio
              "create an SVM with the provided target platform and keyword arguments");
 
     // register DPCPP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::dpcpp::backend_exception, dpcpp_module, BackendError, base_exception)
+    register_py_exception<plssvm::dpcpp::backend_exception>(dpcpp_module, "BackendError", base_exception);
 
     return dpcpp_module;
 }
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index b9749fc91..cd90f5850 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -5,7 +5,7 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -44,5 +44,5 @@ void init_hip_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_
              "create an SVM with the provided target platform and keyword arguments");
 
     // register HIP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::hip::backend_exception, hip_module, BackendError, base_exception)
+    register_py_exception<plssvm::hip::backend_exception>(hip_module, "BackendError", base_exception);
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index c6d1d2202..f385bed80 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -5,7 +5,7 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -48,7 +48,7 @@ py::module_ init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::except
              "create an SVM with the provided target platform and keyword arguments");
 
     // register hipSYCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::hipsycl::backend_exception, hipsycl_module, BackendError, base_exception)
+    register_py_exception<plssvm::hipsycl::backend_exception>(hipsycl_module, "BackendError", base_exception);
 
     return hipsycl_module;
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 87d40661f..296cdbccd 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -5,7 +5,7 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -44,5 +44,5 @@ void init_opencl_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
              "create an SVM with the provided target platform and keyword arguments");
 
     // register OpenCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::opencl::backend_exception, opencl_module, BackendError, base_exception)
+    register_py_exception<plssvm::opencl::backend_exception>(opencl_module, "BackendError", base_exception);
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 24831ac00..5b2471514 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -5,7 +5,7 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, PLSSVM_REGISTER_EXCEPTION
+#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
 #include "pybind11/stl.h"       // support for STL types
@@ -44,5 +44,5 @@ void init_openmp_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
              "create an SVM with the provided target platform and keyword arguments");
 
     // register OpenMP backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::openmp::backend_exception, openmp_module, BackendError, base_exception)
+    register_py_exception<plssvm::openmp::backend_exception>(openmp_module, "BackendError", base_exception);
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 07ca6ea8c..d8257daa2 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -2,7 +2,7 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
-#include "../utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
+#include "../utility.hpp"  // register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::enum_, py::exception
 #include "pybind11/stl.h"       // support for STL types: std:vector
@@ -20,7 +20,7 @@ void init_sycl(py::module_ &m, const py::exception<plssvm::exception> &base_exce
     py::module_ sycl_module = m.def_submodule("sycl", "a module containing all SYCL backend specific functionality");
 
     // register SYCL backend specific exceptions
-    PLSSVM_REGISTER_EXCEPTION(plssvm::sycl::backend_exception, sycl_module, BackendError, base_exception)
+    register_py_exception<plssvm::sycl::backend_exception>(sycl_module, "BackendError", base_exception);
 
     // bind the two enum classes
     py::enum_<plssvm::sycl::implementation_type>(sycl_module, "ImplementationType")
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 2cd34c42a..49477d6c0 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -1,18 +1,19 @@
 #include "plssvm/exceptions/exceptions.hpp"
 
-#include "utility.hpp"  // PLSSVM_REGISTER_EXCEPTION
+#include "utility.hpp"  // register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::exception
 
 namespace py = pybind11;
 
 void init_exceptions(py::module_ &m, const py::exception<plssvm::exception> &base_exception) {
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_parameter_exception, m, InvalidParameterError, base_exception)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_reader_exception, m, FileReaderError, base_exception)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::data_set_exception, m, DataSetError, base_exception)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::file_not_found_exception, m, FileNotFoundError, base_exception)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::invalid_file_format_exception, m, InvalidFileFormatError, base_exception)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_backend_exception, m, UnsupportedBackendError, base_exception)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::unsupported_kernel_type_exception, m, UnsupportedKernelTypeError, base_exception)
-    PLSSVM_REGISTER_EXCEPTION(plssvm::gpu_device_ptr_exception, m, GPUDevicePtrError, base_exception)
+    // register all basic PLSSVM exceptions
+    register_py_exception<plssvm::invalid_parameter_exception>(m, "InvalidParameterError", base_exception);
+    register_py_exception<plssvm::file_reader_exception>(m, "FileReaderError", base_exception);
+    register_py_exception<plssvm::data_set_exception>(m, "DataSetError", base_exception);
+    register_py_exception<plssvm::file_not_found_exception>(m, "FileNotFoundError", base_exception);
+    register_py_exception<plssvm::invalid_file_format_exception>(m, "InvalidFileFormatError", base_exception);
+    register_py_exception<plssvm::unsupported_backend_exception>(m, "UnsupportedBackendError", base_exception);
+    register_py_exception<plssvm::unsupported_kernel_type_exception>(m, "UnsupportedKernelTypeError", base_exception);
+    register_py_exception<plssvm::gpu_device_ptr_exception>(m, "GPUDevicePtrError", base_exception);
 }
\ No newline at end of file
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 3d65f447f..e1ccd5b15 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -135,21 +135,26 @@ inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std:
 }
 
 /**
- * @def PLSSVM_REGISTER_EXCEPTION
- * @brief Register the PLSSVM exception @p exception_type derived from @p base_exception in the Python module
- *        @p py_module using the Python name @p py_exception_name.
+ * @brief Register the PLSSVM @p Exception type as an Python exception with the @p py_exception_name derived from @p BaseException.
+ * @tparam Exception the PLSSVM exception to register in Python
+ * @tparam BaseException the Python base exception
+ * @param[in, out] m the module in which the Python exception is located
+ * @param[in] py_exception_name the name of the Python exception
+ * @param[in] base_exception the Python exception the new exception should be derived from
  */
-#define PLSSVM_REGISTER_EXCEPTION(exception_type, py_module, py_exception_name, base_exception)                  \
-    static py::exception<exception_type> py_exception_name(py_module, #py_exception_name, base_exception.ptr()); \
-    py::register_exception_translator([](std::exception_ptr p) {                                                 \
-        try {                                                                                                    \
-            if (p) {                                                                                             \
-                std::rethrow_exception(p);                                                                       \
-            }                                                                                                    \
-        } catch (const exception_type &e) {                                                                      \
-            py_exception_name(e.what_with_loc().c_str());                                                        \
-        }                                                                                                        \
+template <typename Exception, typename BaseException>
+void register_py_exception(py::module_ &m, const std::string &py_exception_name, BaseException &base_exception) {
+    static py::exception<Exception> py_exception(m, py_exception_name.c_str(), base_exception.ptr());
+    py::register_exception_translator([](std::exception_ptr p) {
+        try {
+            if (p) {
+                std::rethrow_exception(p);
+            }
+        } catch (const Exception &e) {
+            py_exception(e.what_with_loc().c_str());
+        }
     });
+}
 
 namespace detail {
 

From 92c67e65249906f2ccefd314b056f888aedd9914 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 15:01:27 +0200
Subject: [PATCH 0840/1010] Update the API for the generic plssvm.CSVM.

---
 bindings/Python/csvm.cpp | 134 +++++++++++++++++++++------------------
 1 file changed, 74 insertions(+), 60 deletions(-)

diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index ba55ee14c..cb339e869 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -55,6 +55,29 @@ void instantiate_model_bindings(py::class_<plssvm::csvm> &c) {
     instantiate_csvm_functions<T>(c, std::make_integer_sequence<std::size_t, std::tuple_size_v<T>>{});
 }
 
+std::unique_ptr<plssvm::csvm> assemble_csvm(const plssvm::backend_type backend, const plssvm::target_platform target, py::kwargs args) {
+    // check named arguments
+    check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
+    // if one of the value named parameter is provided, set the respective value
+    const plssvm::parameter params = convert_kwargs_to_parameter(args);
+    // parse SYCL specific keyword arguments
+    if (backend == plssvm::backend_type::sycl) {
+        // sycl specific flags
+        plssvm::sycl::implementation_type impl_type = plssvm::sycl::implementation_type::automatic;
+        if (args.contains("sycl_implementation_type")) {
+            impl_type = args["sycl_implementation_type"].cast<plssvm::sycl::implementation_type>();
+        }
+        plssvm::sycl::kernel_invocation_type invocation_type = plssvm::sycl::kernel_invocation_type::automatic;
+        if (args.contains("sycl_kernel_invocation_type")) {
+            invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>();
+        }
+
+        return plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = impl_type, plssvm::sycl_kernel_invocation_type = invocation_type);
+    } else {
+        return plssvm::make_csvm(backend, target, params);
+    }
+}
+
 void init_csvm(py::module_ &m) {
     py::module_ pure_virtual_model = m.def_submodule("__pure_virtual");
 
@@ -77,69 +100,60 @@ void init_csvm(py::module_ &m) {
     // instantiate all functions using all available real_type x label_type combinations
     instantiate_model_bindings<plssvm::detail::real_type_label_type_combination_list>(pycsvm);
 
-    // TODO: API
     // bind plssvm::make_csvm factory function to a "generic" Python csvm class
     py::class_<plssvm::csvm>(m, "CSVM", pycsvm, py::module_local())
-        .def(py::init([](const plssvm::parameter &params, py::kwargs args) {
-                 // check named arguments
-                 check_kwargs_for_correctness(args, { "backend", "target_platform", "sycl_implementation_type", "sycl_kernel_invocation_type" });
-                 // backend type
-                 plssvm::backend_type backend = plssvm::backend_type::automatic;
-                 if (args.contains("backend")) {
-                     backend = args["backend"].cast<plssvm::backend_type>();
-                 }
-                 // target platform
-                 plssvm::target_platform target = plssvm::target_platform::automatic;
-                 if (args.contains("target_platform")) {
-                     target = args["target_platform"].cast<plssvm::target_platform>();
-                 }
-                 if (backend == plssvm::backend_type::sycl) {
-                     // sycl specific flags
-                     plssvm::sycl::implementation_type impl_type = plssvm::sycl::implementation_type::automatic;
-                     if (args.contains("sycl_implementation_type")) {
-                         impl_type = args["sycl_implementation_type"].cast<plssvm::sycl::implementation_type>();
-                     }
-                     plssvm::sycl::kernel_invocation_type invocation_type = plssvm::sycl::kernel_invocation_type::automatic;
-                     if (args.contains("sycl_kernel_invocation_type")) {
-                         invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>();
-                     }
-
-                     return plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = impl_type, plssvm::sycl_kernel_invocation_type = invocation_type);
-                 } else {
-                     return plssvm::make_csvm(backend, target, params);
-                 }
+        // IMPLICIT BACKEND
+        .def(py::init([]() {
+                 return plssvm::make_csvm();
              }),
-             "create the 'best' SVM for the available (or provided) backends and target platforms")
+             "create an SVM with the default backend, default target platform and default parameters")
+        .def(py::init([](const plssvm::parameter &params) {
+                 return plssvm::make_csvm(params);
+             }),
+             "create an SVM with the default backend, default target platform and provided parameter object")
+        .def(py::init([](const plssvm::target_platform target) {
+                 return plssvm::make_csvm(target);
+             }),
+             "create an SVM with the default backend, provided target platform and default parameters")
+        .def(py::init([](const plssvm::target_platform target, const plssvm::parameter &params) {
+                 return plssvm::make_csvm(target, params);
+             }),
+             "create an SVM with the default backend, provided target platform and provided parameter object")
         .def(py::init([](py::kwargs args) {
-                 // check named arguments
-                 check_kwargs_for_correctness(args, { "backend", "target_platform", "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
-                 // convert kwargs to parameter and update csvm internal parameter
-                 const plssvm::parameter params = convert_kwargs_to_parameter(args);
-                 // backend type
-                 plssvm::backend_type backend = plssvm::backend_type::automatic;
-                 if (args.contains("backend")) {
-                     backend = args["backend"].cast<plssvm::backend_type>();
-                 }
-                 // target platform
-                 plssvm::target_platform target = plssvm::target_platform::automatic;
-                 if (args.contains("target_platform")) {
-                     target = args["target_platform"].cast<plssvm::target_platform>();
-                 }
-                 if (backend == plssvm::backend_type::sycl) {
-                     // sycl specific flags
-                     plssvm::sycl::implementation_type impl_type = plssvm::sycl::implementation_type::automatic;
-                     if (args.contains("sycl_implementation_type")) {
-                         impl_type = args["sycl_implementation_type"].cast<plssvm::sycl::implementation_type>();
-                     }
-                     plssvm::sycl::kernel_invocation_type invocation_type = plssvm::sycl::kernel_invocation_type::automatic;
-                     if (args.contains("sycl_kernel_invocation_type")) {
-                         invocation_type = args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>();
-                     }
-
-                     return plssvm::make_csvm(backend, target, params, plssvm::sycl_implementation_type = impl_type, plssvm::sycl_kernel_invocation_type = invocation_type);
-                 } else {
-                     return plssvm::make_csvm(backend, target, params);
-                 }
+                 // assemble CSVM
+                 return assemble_csvm(plssvm::determine_default_backend(), plssvm::determine_default_target_platform(), args);
+             }),
+             "create an SVM with the default backend, default target platform and provided keyword arguments")
+        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+                 // assemble CSVM
+                 return assemble_csvm(plssvm::determine_default_backend(), target, args);
+             }),
+             "create an SVM with the default backend, provided target platform and provided keyword arguments")
+        // EXPLICIT BACKEND
+        .def(py::init([](const plssvm::backend_type backend) {
+                 return plssvm::make_csvm(backend);
+             }),
+             "create an SVM with the provided backend, default target platform and default parameters")
+        .def(py::init([](const plssvm::backend_type backend, const plssvm::parameter &params) {
+                 return plssvm::make_csvm(backend, params);
+             }),
+             "create an SVM with the provided backend, default target platform and provided parameter object")
+        .def(py::init([](const plssvm::backend_type backend, const plssvm::target_platform target) {
+                 return plssvm::make_csvm(backend, target);
+             }),
+             "create an SVM with the provided backend, provided target platform and default parameters")
+        .def(py::init([](const plssvm::backend_type backend, const plssvm::target_platform target, const plssvm::parameter &params) {
+                 return plssvm::make_csvm(backend, target, params);
+             }),
+             "create an SVM with the provided backend, provided target platform and provided parameter object")
+        .def(py::init([](const plssvm::backend_type backend, py::kwargs args) {
+                 // assemble CSVM
+                 return assemble_csvm(backend, plssvm::determine_default_target_platform(), args);
+             }),
+             "create an SVM with the provided backend, default target platform and provided keyword arguments")
+        .def(py::init([](const plssvm::backend_type backend, const plssvm::target_platform target, py::kwargs args) {
+                 // assemble CSVM
+                 return assemble_csvm(backend, target, args);
              }),
-             "create the 'best' SVM for the available (or provided) backends and target platforms");
+             "create an SVM with the provided backend, provided target platform and provided keyword arguments");
 }
\ No newline at end of file

From 0bf5ace486f2511d7902228c96d87f5dd7492c2c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 16:29:48 +0200
Subject: [PATCH 0841/1010] Enable the usage of std::strings in the plssvm.SVC
 class (API based on sklearn).

---
 bindings/Python/CMakeLists.txt |   4 +
 bindings/Python/sklearn.cpp    | 650 +++++++++++++++++++--------------
 2 files changed, 375 insertions(+), 279 deletions(-)

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 13ae1cd36..2c8186355 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -78,12 +78,16 @@ set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
 
 # set default real and label types
+# TODO: supported values?
 set(PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE "double" CACHE STRING "The preferred type of the data points for the Python bindings.")
 set(PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE "std::string" CACHE STRING "The preferred type of the labels for the Python bindings.")
 
 # add necessary compile definitions for the default real_type and label_type
 target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE=${PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE})
 target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE=${PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE})
+if (PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE STREQUAL "std::string")
+    target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PLSSVM_PYTHON_BINDINGS_LABEL_TYPE_IS_STRING)
+endif ()
 
 # add necessary compile options
 target_include_directories(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE ${CMAKE_CURRENT_LIST_DIR})
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index 996979426..8fd5e3181 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -1,6 +1,6 @@
 #include "plssvm/core.hpp"
 
-#include "utility.hpp"
+#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name, pyarray_to_vector, pyarray_to_matrix
 
 #include "fmt/core.h"            // fmt::format
 #include "pybind11/numpy.h"      // support for STL types
@@ -8,50 +8,27 @@
 #include "pybind11/pybind11.h"   // py::module_, py::class_, py::init, py::arg, py::return_value_policy, py::self
 #include "pybind11/stl.h"        // support for STL types
 
-#include <sstream>
+#include <cstddef>   // std::size_t
+#include <cstdint>   // std::int32_t
+#include <map>       // std::map
+#include <memory>    // std::unique_ptr, std::make_unique
+#include <numeric>   // std::iota
+#include <optional>  // std::optional, std::nullopt
+#include <sstream>   // std::stringstream
+#include <string>    // std::string
+#include <tuple>     // std::tuple
+#include <vector>    // std::vector
 
 namespace py = pybind11;
 
-// TODO: no copy-paste
-template <typename T>
-std::vector<std::vector<T>> pyarray_to_vector_of_vector(py::array_t<T> data) {
-    // check dimensions
-    if (data.ndim() != 2) {
-        throw py::value_error{ fmt::format("the provided array must have exactly two dimensions but has {}!", data.ndim()) };
-    }
-
-    // convert py::array to std::vector<std::vector<>>
-    std::vector<std::vector<T>> tmp(data.shape(0));
-    for (std::size_t i = 0; i < tmp.size(); ++i) {
-        tmp[i] = std::vector<T>(data.data(i, 0), data.data(i, 0) + data.shape(1));
-    }
-
-    return tmp;
-}
-
-template <typename T>
-std::vector<T> pyarray_to_vector(py::array_t<T> data) {
-    // check dimensions
-    if (data.ndim() != 1) {
-        throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", data.ndim()) };
-    }
-
-    // convert py::array to std::vector
-    return std::vector<T>(data.data(0), data.data(0) + data.shape(0));
-}
-
 // dummy
-template <typename T, typename U>
 struct svc {
-    using real_type = T;
-    using label_type = U;
+    // the types
+    using real_type = PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE;
+    using label_type = PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE;
     using data_set_type = plssvm::data_set<real_type, label_type>;
     using model_type = plssvm::model<real_type, label_type>;
 
-    //    template <typename... Args>
-    //    svc(Args &&...args) :
-    //        svm_{ plssvm::make_csvm(std::forward<Args>(args)...) } {}
-
     std::optional<real_type> epsilon{};
     std::optional<long long> max_iter{};
 
@@ -60,133 +37,220 @@ struct svc {
     std::unique_ptr<model_type> model_{};
 };
 
-void init_sklearn(py::module_ &m) {
-    using svc_type = svc<PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE, PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE>;
+void parse_provided_params(svc &self, py::kwargs args) {
+    // check named arguments
+    check_kwargs_for_correctness(args, { "C", "kernel", "degree", "gamma", "coef0", "shrinking", "probability", "tol", "cache_size", "class_weight", "verbose", "max_iter", "decision_function_shape", "break_ties", "random_state" });
 
-    py::class_<svc_type>(m, "SVC")
-
-        .def(py::init([](py::kwargs args) {
-            // check named arguments
-            check_kwargs_for_correctness(args, { "C", "kernel", "degree", "gamma", "coef0", "shrinking", "probability", "tol", "cache_size", "class_weight", "verbose", "max_iter", "decision_function_shape", "break_ties", "random_state" });
+    if (args.contains("C")) {
+        self.svm_->set_params(plssvm::cost = args["C"].cast<typename svc::real_type>());
+    }
+    if (args.contains("kernel")) {
+        std::stringstream ss{ args["kernel"].cast<std::string>() };
+        plssvm::kernel_function_type kernel;
+        ss >> kernel;
+        self.svm_->set_params(plssvm::kernel_type = kernel);
+    }
+    if (args.contains("degree")) {
+        self.svm_->set_params(plssvm::degree = args["degree"].cast<int>());
+    }
+    if (args.contains("gamma")) {
+        self.svm_->set_params(plssvm::gamma = args["gamma"].cast<typename svc::real_type>());  // TODO: scale, auto, value
+    }
+    if (args.contains("coef0")) {
+        self.svm_->set_params(plssvm::coef0 = args["coef0"].cast<typename svc::real_type>());
+    }
+    if (args.contains("shrinking")) {
+        throw py::attribute_error{ "The 'shrinking' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+    }
+    if (args.contains("probability")) {
+        throw py::attribute_error{ "The 'probability' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+    }
+    if (args.contains("tol")) {
+        self.epsilon.value() = args["tol"].cast<typename svc::real_type>();
+    }
+    if (args.contains("cache_size")) {
+        throw py::attribute_error{ "The 'cache_size' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+    }
+    if (args.contains("class_weight")) {
+        throw py::attribute_error{ "The 'class_weight' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+    }
+    if (args.contains("verbose")) {
+        // TODO: doesn't currently not work!
+        plssvm::verbose = args["verbose"].cast<bool>();
+    }
+    if (args.contains("max_iter")) {
+        self.max_iter.value() = args["max_iter"].cast<long long>();
+    }
+    if (args.contains("decision_function_shape")) {
+        throw py::attribute_error{ "The 'decision_function_shape' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+    }
+    if (args.contains("break_ties")) {
+        throw py::attribute_error{ "The 'break_ties' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+    }
+    if (args.contains("random_state")) {
+        throw py::attribute_error{ "The 'random_state' parameter for a call to the 'SVC' constructor is not implemented yet!" };
+    }
+}
 
-            // to silence constructor messages
-            if (args.contains("verbose")) {
-                // TODO: doesn't currently not work!
-                plssvm::verbose = args["verbose"].cast<bool>();
-            }
+void init_sklearn(py::module_ &m) {
+    // documentation based on sklearn.svm.SVC documentation
 
-            auto self = std::make_unique<svc_type>();
+    py::class_<svc> py_svc(m, "SVC");
+    py_svc.def(py::init([](py::kwargs args) {
+                   // to silence constructor messages
+                   if (args.contains("verbose")) {
+                       // TODO: doesn't currently not work!
+                       plssvm::verbose = args["verbose"].cast<bool>();
+                   }
 
-            if (args.contains("C")) {
-                self->svm_->set_params(plssvm::cost = args["C"].cast<typename svc_type::real_type>());
-            }
-            if (args.contains("kernel")) {
-                std::stringstream ss{ args["kernel"].cast<std::string>() };
-                plssvm::kernel_function_type kernel;
-                ss >> kernel;
-                self->svm_->set_params(plssvm::kernel_type = kernel);
-            }
-            if (args.contains("degree")) {
-                self->svm_->set_params(plssvm::degree = args["degree"].cast<int>());
-            }
-            if (args.contains("gamma")) {
-                self->svm_->set_params(plssvm::gamma = args["gamma"].cast<typename svc_type::real_type>());  // TODO: scale, auto, value
-            }
-            if (args.contains("coef0")) {
-                self->svm_->set_params(plssvm::coef0 = args["coef0"].cast<typename svc_type::real_type>());
-            }
-            if (args.contains("shrinking")) {
-                throw py::attribute_error{ "The 'shrinking' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("probability")) {
-                throw py::attribute_error{ "The 'probability' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("tol")) {
-                self->epsilon.value() = args["tol"].cast<typename svc_type::real_type>();
-            }
-            if (args.contains("cache_size")) {
-                throw py::attribute_error{ "The 'cache_size' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("class_weight")) {
-                throw py::attribute_error{ "The 'class_weight' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("max_iter")) {
-                self->max_iter.value() = args["max_iter"].cast<long long>();
-            }
-            if (args.contains("decision_function_shape")) {
-                throw py::attribute_error{ "The 'decision_function_shape' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("break_ties")) {
-                throw py::attribute_error{ "The 'break_ties' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("random_state")) {
-                throw py::attribute_error{ "The 'random_state' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
+                   // create SVC class
+                   auto self = std::make_unique<svc>();
+                   parse_provided_params(*self, args);
+                   return self;
+               }),
+               "Construct a new SVM classifier.")
 
-            return self;
-        }))
-        .def("decision_function", [](const svc_type &, py::array_t<typename svc_type::real_type>) {
+        // FUNCTIONS
+        .def("decision_function", [](const svc &, py::array_t<typename svc::real_type>) {
             throw py::attribute_error{ "'SVC' object has no function 'decision_function' (not implemented)" };
-        })
-        .def(
-            "fit", [](svc_type &self, py::array_t<typename svc_type::real_type> data, py::array_t<typename svc_type::label_type> labels, std::optional<std::vector<typename svc_type::real_type>> sample_weight) {
+        });
+#if !defined(PLSSVM_PYTHON_BINDINGS_LABEL_TYPE_IS_STRING)
+        py_svc.def(
+            "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::label_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+                if (sample_weight.has_value()) {
+                    throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                }
+
+                // fit the model using potentially provided keyword arguments
+                self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), pyarray_to_vector(labels));
+                if (self.epsilon.has_value() && self.max_iter.has_value()) {
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
+                } else if (self.epsilon.has_value()) {
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
+                } else if (self.max_iter.has_value()) {
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
+                } else {
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_));
+                }
+            },
+            "Fit the SVM model according to the given training data.",
+            py::arg("X"),
+            py::arg("y"),
+            py::pos_only(),
+            py::arg("sample_weight") = std::nullopt);
+#else
+        py_svc.def(
+            "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
                 if (sample_weight.has_value()) {
                     throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                 }
 
-                self.data_ = std::make_unique<typename svc_type::data_set_type>(pyarray_to_vector_of_vector(data), pyarray_to_vector(labels));
+                // check dimensions
+                if (labels.ndim() != 1) {
+                    throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
+                }
+
+                // convert labels to strings
+                std::vector<std::string> tmp(labels.shape(0));
+                for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+                    tmp[i] = fmt::format("{}", *labels.data(i));
+                }
+
+                // fit the model using potentially provided keyword arguments
+                self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), std::move(tmp));
                 if (self.epsilon.has_value() && self.max_iter.has_value()) {
-                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
                 } else if (self.epsilon.has_value()) {
-                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
                 } else if (self.max_iter.has_value()) {
-                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
                 } else {
-                    self.model_ = std::make_unique<typename svc_type::model_type>(self.svm_->fit(*self.data_));
+                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_));
                 }
             },
+            "Fit the SVM model according to the given training data.",
             py::arg("X"),
             py::arg("y"),
             py::pos_only(),
             py::arg("sample_weight") = std::nullopt)
-        .def("get_params", [](const svc_type &self) {
-            const plssvm::parameter params = self.svm_->get_params();
+            .def(
+                "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+                    if (sample_weight.has_value()) {
+                        throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                    }
 
-            py::dict py_params;
-            py_params["C"] = params.cost.value();
-            py_params["kernel"] = fmt::format("{}", params.kernel_type);
-            py_params["degree"] = params.degree.value();
-            py_params["gamma"] = params.gamma.value();  // TODO: scale, auto, value
-            py_params["coef0"] = params.coef0.value();
-            //            py_params["shrinking"];
-            //            py_params["probability"];
-            py_params["tol"] = self.epsilon.value_or(typename svc_type::real_type{ 1e-3 });
-            //            py_params["cache_size"];
-            //            py_params["class_weight"];
-            py_params["verbose"] = plssvm::verbose;
-            py_params["max_iter"] = self.max_iter.value_or(-1);
-            //            py_params["decision_function_shape"];
-            //            py_params["break_ties"];
-            //            py_params["random_state"];
+                    // convert a Python list containing strings to a std::vector<std::string>
+                    std::vector<std::string> tmp(py::len(labels));
+                    for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+                        tmp[i] = labels[i].cast<py::str>().cast<std::string>();
+                    }
 
-            return py_params;
-        })
-        .def("predict", [](svc_type &self, py::array_t<typename svc_type::real_type> data) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
-            } else {
-                const typename svc_type::data_set_type data_to_predict{ pyarray_to_vector_of_vector(data) };
-                return self.svm_->predict(*self.model_, data_to_predict);
-            }
-        })
-        .def("predict_log_proba", [](const svc_type &, py::array_t<typename svc_type::real_type>) {
+                    // fit the model using potentially provided keyword arguments
+                    self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), std::move(tmp));
+                    if (self.epsilon.has_value() && self.max_iter.has_value()) {
+                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
+                    } else if (self.epsilon.has_value()) {
+                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
+                    } else if (self.max_iter.has_value()) {
+                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
+                    } else {
+                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_));
+                    }
+                },
+                "Fit the SVM model according to the given training data.",
+                py::arg("X"),
+                py::arg("y"),
+                py::pos_only(),
+                py::arg("sample_weight") = std::nullopt);
+#endif
+        py_svc.def(
+            "get_params", [](const svc &self) {
+                const plssvm::parameter params = self.svm_->get_params();
+
+                // fill a Python dictionary with the supported keys and values
+                py::dict py_params;
+                py_params["C"] = params.cost.value();
+                py_params["kernel"] = fmt::format("{}", params.kernel_type);
+                py_params["degree"] = params.degree.value();
+                py_params["gamma"] = params.gamma.value();  // TODO: scale, auto, value
+                py_params["coef0"] = params.coef0.value();
+                // py_params["shrinking"];
+                // py_params["probability"];
+                py_params["tol"] = self.epsilon.value_or(typename svc::real_type{ 1e-3 });
+                // py_params["cache_size"];
+                // py_params["class_weight"];
+                py_params["verbose"] = plssvm::verbose;
+                py_params["max_iter"] = self.max_iter.value_or(-1);
+                // py_params["decision_function_shape"];
+                // py_params["break_ties"];
+                // py_params["random_state"];
+
+                return py_params;
+            },
+            "Get parameters for this estimator.")
+        .def(
+            "predict", [](svc &self, py::array_t<typename svc::real_type> data) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
+                } else {
+                    const typename svc::data_set_type data_to_predict{ pyarray_to_matrix(data) };
+                    if constexpr (std::is_same_v<typename svc::label_type, std::string>) {
+                        return self.svm_->predict(*self.model_, data_to_predict);
+                    } else {
+                        return vector_to_pyarray(self.svm_->predict(*self.model_, data_to_predict));
+                    }
+                }
+            },
+            "Perform classification on samples in X.")
+        .def("predict_log_proba", [](const svc &, py::array_t<typename svc::real_type>) {
             throw py::attribute_error{ "'SVC' object has no function 'predict_log_proba' (not implemented)" };
         })
-        .def("predict_proba", [](const svc_type &, py::array_t<typename svc_type::real_type>) {
+        .def("predict_proba", [](const svc &, py::array_t<typename svc::real_type>) {
             throw py::attribute_error{ "'SVC' object has no function 'predict_proba' (not implemented)" };
-        })
-        .def(
-            "score", [](svc_type &self, py::array_t<typename svc_type::real_type> data, py::array_t<typename svc_type::label_type> label, std::optional<std::vector<typename svc_type::real_type>> sample_weight) {
+        });
+#if !defined(PLSSVM_PYTHON_BINDINGS_LABEL_TYPE_IS_STRING)
+        py_svc.def(
+            "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::label_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
                 if (sample_weight.has_value()) {
                     throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                 }
@@ -194,170 +258,198 @@ void init_sklearn(py::module_ &m) {
                 if (self.model_ == nullptr) {
                     throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
                 } else {
-                    const typename svc_type::data_set_type data_to_score{ pyarray_to_vector_of_vector(data), pyarray_to_vector(label) };
+                    const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), pyarray_to_vector(labels) };
                     return self.svm_->score(*self.model_, data_to_score);
                 }
             },
+            "Return the mean accuracy on the given test data and labels.",
             py::arg("X"),
             py::arg("y"),
             py::pos_only(),
-            py::arg("sample_weight") = std::nullopt)
-        .def("set_params", [](svc_type &self, py::kwargs args) {
-            // TODO: remove copy-paste
-            // check named arguments
-            check_kwargs_for_correctness(args, { "C", "kernel", "degree", "gamma", "coef0", "shrinking", "probability", "tol", "cache_size", "class_weight", "verbose", "max_iter", "decision_function_shape", "break_ties", "random_state" });
-            if (args.contains("C")) {
-                self.svm_->set_params(plssvm::cost = args["C"].cast<typename svc_type::real_type>());
-            }
-            if (args.contains("kernel")) {
-                std::stringstream ss{ args["kernel"].cast<std::string>() };
-                plssvm::kernel_function_type kernel;
-                ss >> kernel;
-                self.svm_->set_params(plssvm::kernel_type = kernel);
-            }
-            if (args.contains("degree")) {
-                self.svm_->set_params(plssvm::degree = args["degree"].cast<int>());
-            }
-            if (args.contains("gamma")) {
-                self.svm_->set_params(plssvm::gamma = args["gamma"].cast<typename svc_type::real_type>());  // TODO: scale, auto, value
-            }
-            if (args.contains("coef0")) {
-                self.svm_->set_params(plssvm::coef0 = args["coef0"].cast<typename svc_type::real_type>());
-            }
-            if (args.contains("shrinking")) {
-                throw py::attribute_error{ "The 'shrinking' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("probability")) {
-                throw py::attribute_error{ "The 'probability' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("tol")) {
-                self.epsilon.value() = args["tol"].cast<typename svc_type::real_type>();
-            }
-            if (args.contains("cache_size")) {
-                throw py::attribute_error{ "The 'cache_size' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("class_weight")) {
-                throw py::attribute_error{ "The 'class_weight' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("verbose")) {
-                plssvm::verbose = args["verbose"].cast<bool>();
-            }
-            if (args.contains("max_iter")) {
-                self.max_iter.value() = args["max_iter"].cast<long long>();
-            }
-            if (args.contains("decision_function_shape")) {
-                throw py::attribute_error{ "The 'decision_function_shape' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("break_ties")) {
-                throw py::attribute_error{ "The 'break_ties' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-            if (args.contains("random_state")) {
-                throw py::attribute_error{ "The 'random_state' parameter for a call to the 'SVC' constructor is not implemented yet!" };
-            }
-        })
+            py::arg("sample_weight") = std::nullopt);
+#else
+        py_svc.def(
+                  "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+                      if (sample_weight.has_value()) {
+                          throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                      }
+
+                      if (self.model_ == nullptr) {
+                          throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
+                      } else {
+                          // check dimensions
+                          if (labels.ndim() != 1) {
+                              throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
+                          }
+
+                          // convert labels to strings
+                          std::vector<std::string> tmp(labels.shape(0));
+                          for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+                              tmp[i] = fmt::format("{}", *labels.data(i));
+                          }
+
+                          const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), std::move(tmp) };
+                          return self.svm_->score(*self.model_, data_to_score);
+                      }
+                  },
+                  "Return the mean accuracy on the given test data and labels.",
+                  py::arg("X"),
+                  py::arg("y"),
+                  py::pos_only(),
+                  py::arg("sample_weight") = std::nullopt)
+            .def(
+                "score", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+                    if (sample_weight.has_value()) {
+                        throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                    }
+
+                    if (self.model_ == nullptr) {
+                        throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
+                    } else {
+                        // convert a Python list containing strings to a std::vector<std::string>
+                        std::vector<std::string> tmp(py::len(labels));
+                        for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+                            tmp[i] = labels[i].cast<py::str>().cast<std::string>();
+                        }
 
-        .def_property_readonly("class_weight_", [](const svc_type &) {
+                        const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), std::move(tmp) };
+                        return self.svm_->score(*self.model_, data_to_score);
+                    }
+                },
+                "Return the mean accuracy on the given test data and labels.",
+                py::arg("X"),
+                py::arg("y"),
+                py::pos_only(),
+                py::arg("sample_weight") = std::nullopt);
+#endif
+    py_svc.def(
+              "set_params", [](svc &self, py::kwargs args) {
+                  parse_provided_params(self, args);
+              },
+              "Set the parameters of this estimator.")
+
+        // ATTRIBUTES
+        .def_property_readonly("class_weight_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'class_weight_' (not implemented)" };
         })
-        .def_property_readonly("classes_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'fit_status_'" };
-            } else {
-                return self.data_->different_labels().value();
-            }
-        })
-        .def_property_readonly("coef_", [](const svc_type &) {
+        .def_property_readonly(
+            "classes_", [](const svc &self) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "'SVC' object has no attribute 'classes_'" };
+                } else {
+                    if constexpr (std::is_same_v<typename svc::label_type, std::string>) {
+                        return self.data_->different_labels().value();
+                    } else {
+                        return vector_to_pyarray(self.data_->different_labels().value());
+                    }
+                }
+            },
+            "The classes labels. ndarray of shape (n_classes,)")
+        .def_property_readonly("coef_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'coef_' (not implemented)" };
         })
-        .def_property_readonly("coef_", [](const svc_type &) {
+        .def_property_readonly("coef_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'dual_coef_' (not implemented)" };
         })
-        .def_property_readonly("fit_status_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'fit_status_'" };
-            } else {
-                return 0;
-            }
-        })
-        .def_property_readonly("intercept_", [](const svc_type &) {
+        .def_property_readonly(
+            "fit_status_", [](const svc &self) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "'SVC' object has no attribute 'fit_status_'" };
+                } else {
+                    return 0;
+                }
+            },
+            "0 if correctly fitted, 1 otherwise (will raise exception). int")
+        .def_property_readonly("intercept_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'intercept_' (not implemented)" };
         })
-        .def_property_readonly("n_features_in_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'n_features_in_'" };
-            } else {
-                return self.data_->num_features();
-            }
-        })
-        .def_property_readonly("n_features_in_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'n_features_in_'" };
-            } else {
-                return self.data_->num_features();
-            }
-        })
-        .def_property_readonly("feature_names_in_", [](const svc_type &) {
+        .def_property_readonly(
+            "n_features_in_", [](const svc &self) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "'SVC' object has no attribute 'n_features_in_'" };
+                } else {
+                    return static_cast<int>(self.data_->num_features());
+                }
+            },
+            "Number of features seen during fit. int")
+        .def_property_readonly("feature_names_in_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'feature_names_in_' (not implemented)" };
         })
-        .def_property_readonly("n_iter_", [](const svc_type &) {
+        .def_property_readonly("n_iter_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'n_iter_' (not implemented)" };
         })
-        .def_property_readonly("support_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'support_'" };
-            } else {
-                // all data points are support vectors
-                std::vector<std::size_t> indices(self.model_->num_support_vectors());  // TODO: type
-                std::iota(indices.begin(), indices.end(), std::size_t{ 0 });
-                return indices;
-            }
-        })
-        .def_property_readonly("support_vectors_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'support_vectors_'" };
-            } else {
-                // all data points are support vectors
-                return self.model_->support_vectors();
-            }
-        })
-        .def_property_readonly("n_support_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'n_support_'" };
-            } else {
-                // all data points are support vectors
-                std::map<typename svc_type::label_type, int> counts{};
-                const std::vector<typename svc_type::label_type> different_labels = self.data_->different_labels().value();
-                for (const typename svc_type::label_type &label : different_labels) {
-                    counts[label] = 0;
-                }
-                const std::vector<typename svc_type::label_type> &labels = self.data_->labels()->get();
-                const std::vector<typename svc_type::real_type> &weights = self.model_->weights();
-                for (std::size_t i = 0; i < self.model_->num_support_vectors(); ++i) {
-                    if (weights[i] != typename svc_type::real_type{ 0.0 }) {
-                        ++counts[labels[i]];
+        .def_property_readonly(
+            "support_", [](const svc &self) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "'SVC' object has no attribute 'support_'" };
+                } else {
+                    // all data points are support vectors
+                    const auto size = static_cast<int>(self.model_->num_support_vectors());
+                    py::array_t<int> py_array(size);
+                    py::buffer_info buffer = py_array.request();
+                    int *ptr = static_cast<int *>(buffer.ptr);
+                    for (int i = 0; i < size; ++i) {
+                        ptr[i] = i;
                     }
+                    return py_array;
                 }
+            },
+            "Indices of support vectors. ndarray of shape (n_SV)")
+        .def_property_readonly(
+            "support_vectors_", [](const svc &self) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "'SVC' object has no attribute 'support_vectors_'" };
+                } else {
+                    // all data points are support vectors
+                    return matrix_to_pyarray(self.model_->support_vectors());
+                }
+            },
+            "Support vectors. ndarray of shape (n_SV, n_features)")
+        .def_property_readonly(
+            "n_support_", [](const svc &self) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "'SVC' object has no attribute 'n_support_'" };
+                } else {
+                    // all data points are support vectors
+                    using real_type = typename svc::real_type;
+                    using label_type = typename svc::label_type;
+
+                    // use a map to count the number of data points per label
+                    std::unordered_map<label_type, std::int32_t> counts{};
+
+                    // retrieve necessary values
+                    const std::vector<label_type> different_labels = self.data_->different_labels().value();
+                    const std::vector<label_type> &labels = self.data_->labels()->get();
+                    const std::vector<real_type> &weights = self.model_->weights();
+                    for (std::size_t i = 0; i < self.model_->num_support_vectors(); ++i) {
+                        // only count if the weight is non-zero
+                        if (weights[i] != real_type{ 0.0 }) {
+                            ++counts[labels[i]];
+                        }
+                    }
 
-                std::vector<int> n_support(different_labels.size());
-                for (std::size_t i = 0; i < n_support.size(); ++i) {
-                    n_support[i] = counts[different_labels[i]];
+                    // create vector from map
+                    std::vector<std::int32_t> n_support(different_labels.size());
+                    for (std::size_t i = 0; i < n_support.size(); ++i) {
+                        n_support[i] = counts[different_labels[i]];
+                    }
+                    return vector_to_pyarray(n_support);
                 }
-                return n_support;
-            }
-        })
-        .def_property_readonly("probA_", [](const svc_type &) {
+            },
+            "Number of support vectors for each class. ndarray of shape (n_classes,), dtype=int32")
+        .def_property_readonly("probA_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'probA_' (not implemented)" };
         })
-        .def_property_readonly("probB_", [](const svc_type &) {
+        .def_property_readonly("probB_", [](const svc &) {
             throw py::attribute_error{ "'SVC' object has no attribute 'probB_' (not implemented)" };
         })
-        .def_property_readonly("shape_fit_", [](const svc_type &self) {
-            if (self.model_ == nullptr) {
-                throw py::attribute_error{ "'SVC' object has no attribute 'shape_fit_'" };
-            } else {
-                return std::tuple<int, int>{ static_cast<int>(self.data_->num_data_points()), static_cast<int>(self.data_->num_features()) };
-            }
-        });
-}
-
-// TODO: std::string as label type, reduce code duplication
\ No newline at end of file
+        .def_property_readonly(
+            "shape_fit_", [](const svc &self) {
+                if (self.model_ == nullptr) {
+                    throw py::attribute_error{ "'SVC' object has no attribute 'shape_fit_'" };
+                } else {
+                    return std::tuple<int, int>{ static_cast<int>(self.data_->num_data_points()), static_cast<int>(self.data_->num_features()) };
+                }
+            },
+            "Array dimensions of training vector X. tuple of int of shape (n_dimensions_of_X,)");
+}
\ No newline at end of file

From b42a8f3930ff32712acbe47a1ff83851a0a05008 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 16:46:07 +0200
Subject: [PATCH 0842/1010] Reduce code duplication.

---
 bindings/Python/data_set.cpp |  28 +---
 bindings/Python/sklearn.cpp  | 265 +++++++++++++++--------------------
 bindings/Python/utility.hpp  |  39 +++++-
 3 files changed, 154 insertions(+), 178 deletions(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index ee5273af7..8ea1db953 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -1,7 +1,8 @@
 #include "plssvm/data_set.hpp"
 #include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
-#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name, pyarray_to_vector, pyarray_to_matrix
+#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name,
+                        // pyarray_to_vector, pyarray_to_string_vector, pylist_to_string_vector, pyarray_to_matrix
 
 #include "fmt/core.h"           // fmt::format
 #include "fmt/format.h"         // fmt::join
@@ -111,21 +112,10 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             // check named arguments
                             check_kwargs_for_correctness(args, { "scaling" });
 
-                            // check dimensions
-                            if (labels.ndim() != 1) {
-                                throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
-                            }
-
-                            // convert labels to strings
-                            std::vector<std::string> tmp(labels.shape(0));
-                            for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
-                                tmp[i] = fmt::format("{}", *labels.data(i));
-                            }
-
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_string_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
                             } else {
-                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp) };
+                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_string_vector(labels) };
                             }
                         }),
                         "create a new data set with labels from a numpy array given additional optional parameters");
@@ -134,16 +124,10 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             // check named arguments
                             check_kwargs_for_correctness(args, { "scaling" });
 
-                            // convert a Python list containing strings to a std::vector<std::string>
-                            std::vector<std::string> tmp(py::len(labels));
-                            for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
-                                tmp[i] = labels[i].cast<py::str>().cast<std::string>();
-                            }
-
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), pylist_to_string_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
                             } else {
-                                return data_set_type{ pyarray_to_matrix(data), std::move(tmp) };
+                                return data_set_type{ pyarray_to_matrix(data), pylist_to_string_vector(labels) };
                             }
                         }),
                         "create a new data set with labels from a Python list given additional optional parameters");
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index 8fd5e3181..34f49797e 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -92,6 +92,19 @@ void parse_provided_params(svc &self, py::kwargs args) {
     }
 }
 
+void fit(svc &self) {
+    // fit the model using potentially provided keyword arguments
+    if (self.epsilon.has_value() && self.max_iter.has_value()) {
+        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
+    } else if (self.epsilon.has_value()) {
+        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
+    } else if (self.max_iter.has_value()) {
+        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
+    } else {
+        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_));
+    }
+}
+
 void init_sklearn(py::module_ &m) {
     // documentation based on sklearn.svm.SVC documentation
 
@@ -115,119 +128,78 @@ void init_sklearn(py::module_ &m) {
             throw py::attribute_error{ "'SVC' object has no function 'decision_function' (not implemented)" };
         });
 #if !defined(PLSSVM_PYTHON_BINDINGS_LABEL_TYPE_IS_STRING)
-        py_svc.def(
-            "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::label_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
-                if (sample_weight.has_value()) {
-                    throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
-                }
+    py_svc.def(
+        "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::label_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+            if (sample_weight.has_value()) {
+                throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+            }
 
-                // fit the model using potentially provided keyword arguments
-                self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), pyarray_to_vector(labels));
-                if (self.epsilon.has_value() && self.max_iter.has_value()) {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
-                } else if (self.epsilon.has_value()) {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
-                } else if (self.max_iter.has_value()) {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
-                } else {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_));
-                }
-            },
-            "Fit the SVM model according to the given training data.",
-            py::arg("X"),
-            py::arg("y"),
-            py::pos_only(),
-            py::arg("sample_weight") = std::nullopt);
+            // fit the model using potentially provided keyword arguments
+            self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), pyarray_to_vector(labels));
+            fit(self);
+        },
+        "Fit the SVM model according to the given training data.",
+        py::arg("X"),
+        py::arg("y"),
+        py::pos_only(),
+        py::arg("sample_weight") = std::nullopt);
 #else
-        py_svc.def(
-            "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+    py_svc.def(
+              "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+                  if (sample_weight.has_value()) {
+                      throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                  }
+
+                  // fit the model using potentially provided keyword arguments
+                  self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), pyarray_to_string_vector(labels));
+                  fit(self);
+              },
+              "Fit the SVM model according to the given training data.",
+              py::arg("X"),
+              py::arg("y"),
+              py::pos_only(),
+              py::arg("sample_weight") = std::nullopt)
+        .def(
+            "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
                 if (sample_weight.has_value()) {
                     throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                 }
 
-                // check dimensions
-                if (labels.ndim() != 1) {
-                    throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
-                }
-
-                // convert labels to strings
-                std::vector<std::string> tmp(labels.shape(0));
-                for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
-                    tmp[i] = fmt::format("{}", *labels.data(i));
-                }
-
                 // fit the model using potentially provided keyword arguments
-                self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), std::move(tmp));
-                if (self.epsilon.has_value() && self.max_iter.has_value()) {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
-                } else if (self.epsilon.has_value()) {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
-                } else if (self.max_iter.has_value()) {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
-                } else {
-                    self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_));
-                }
+                self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), pylist_to_string_vector(labels));
+                fit(self);
             },
             "Fit the SVM model according to the given training data.",
             py::arg("X"),
             py::arg("y"),
             py::pos_only(),
-            py::arg("sample_weight") = std::nullopt)
-            .def(
-                "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
-                    if (sample_weight.has_value()) {
-                        throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
-                    }
-
-                    // convert a Python list containing strings to a std::vector<std::string>
-                    std::vector<std::string> tmp(py::len(labels));
-                    for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
-                        tmp[i] = labels[i].cast<py::str>().cast<std::string>();
-                    }
-
-                    // fit the model using potentially provided keyword arguments
-                    self.data_ = std::make_unique<typename svc::data_set_type>(pyarray_to_matrix(data), std::move(tmp));
-                    if (self.epsilon.has_value() && self.max_iter.has_value()) {
-                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value(), plssvm::max_iter = self.max_iter.value()));
-                    } else if (self.epsilon.has_value()) {
-                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::epsilon = self.epsilon.value()));
-                    } else if (self.max_iter.has_value()) {
-                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_, plssvm::max_iter = self.max_iter.value()));
-                    } else {
-                        self.model_ = std::make_unique<typename svc::model_type>(self.svm_->fit(*self.data_));
-                    }
-                },
-                "Fit the SVM model according to the given training data.",
-                py::arg("X"),
-                py::arg("y"),
-                py::pos_only(),
-                py::arg("sample_weight") = std::nullopt);
+            py::arg("sample_weight") = std::nullopt);
 #endif
-        py_svc.def(
-            "get_params", [](const svc &self) {
-                const plssvm::parameter params = self.svm_->get_params();
+    py_svc.def(
+              "get_params", [](const svc &self) {
+                  const plssvm::parameter params = self.svm_->get_params();
 
-                // fill a Python dictionary with the supported keys and values
-                py::dict py_params;
-                py_params["C"] = params.cost.value();
-                py_params["kernel"] = fmt::format("{}", params.kernel_type);
-                py_params["degree"] = params.degree.value();
-                py_params["gamma"] = params.gamma.value();  // TODO: scale, auto, value
-                py_params["coef0"] = params.coef0.value();
-                // py_params["shrinking"];
-                // py_params["probability"];
-                py_params["tol"] = self.epsilon.value_or(typename svc::real_type{ 1e-3 });
-                // py_params["cache_size"];
-                // py_params["class_weight"];
-                py_params["verbose"] = plssvm::verbose;
-                py_params["max_iter"] = self.max_iter.value_or(-1);
-                // py_params["decision_function_shape"];
-                // py_params["break_ties"];
-                // py_params["random_state"];
+                  // fill a Python dictionary with the supported keys and values
+                  py::dict py_params;
+                  py_params["C"] = params.cost.value();
+                  py_params["kernel"] = fmt::format("{}", params.kernel_type);
+                  py_params["degree"] = params.degree.value();
+                  py_params["gamma"] = params.gamma.value();  // TODO: scale, auto, value
+                  py_params["coef0"] = params.coef0.value();
+                  // py_params["shrinking"];
+                  // py_params["probability"];
+                  py_params["tol"] = self.epsilon.value_or(typename svc::real_type{ 1e-3 });
+                  // py_params["cache_size"];
+                  // py_params["class_weight"];
+                  py_params["verbose"] = plssvm::verbose;
+                  py_params["max_iter"] = self.max_iter.value_or(-1);
+                  // py_params["decision_function_shape"];
+                  // py_params["break_ties"];
+                  // py_params["random_state"];
 
-                return py_params;
-            },
-            "Get parameters for this estimator.")
+                  return py_params;
+              },
+              "Get parameters for this estimator.")
         .def(
             "predict", [](svc &self, py::array_t<typename svc::real_type> data) {
                 if (self.model_ == nullptr) {
@@ -249,8 +221,45 @@ void init_sklearn(py::module_ &m) {
             throw py::attribute_error{ "'SVC' object has no function 'predict_proba' (not implemented)" };
         });
 #if !defined(PLSSVM_PYTHON_BINDINGS_LABEL_TYPE_IS_STRING)
-        py_svc.def(
-            "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::label_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+    py_svc.def(
+        "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::label_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+            if (sample_weight.has_value()) {
+                throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+            }
+
+            if (self.model_ == nullptr) {
+                throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
+            } else {
+                const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), pyarray_to_vector(labels) };
+                return self.svm_->score(*self.model_, data_to_score);
+            }
+        },
+        "Return the mean accuracy on the given test data and labels.",
+        py::arg("X"),
+        py::arg("y"),
+        py::pos_only(),
+        py::arg("sample_weight") = std::nullopt);
+#else
+    py_svc.def(
+              "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+                  if (sample_weight.has_value()) {
+                      throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
+                  }
+
+                  if (self.model_ == nullptr) {
+                      throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
+                  } else {
+                      const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), pyarray_to_string_vector(labels) };
+                      return self.svm_->score(*self.model_, data_to_score);
+                  }
+              },
+              "Return the mean accuracy on the given test data and labels.",
+              py::arg("X"),
+              py::arg("y"),
+              py::pos_only(),
+              py::arg("sample_weight") = std::nullopt)
+        .def(
+            "score", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
                 if (sample_weight.has_value()) {
                     throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                 }
@@ -258,7 +267,7 @@ void init_sklearn(py::module_ &m) {
                 if (self.model_ == nullptr) {
                     throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
                 } else {
-                    const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), pyarray_to_vector(labels) };
+                    const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), pylist_to_string_vector(labels) };
                     return self.svm_->score(*self.model_, data_to_score);
                 }
             },
@@ -267,60 +276,6 @@ void init_sklearn(py::module_ &m) {
             py::arg("y"),
             py::pos_only(),
             py::arg("sample_weight") = std::nullopt);
-#else
-        py_svc.def(
-                  "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
-                      if (sample_weight.has_value()) {
-                          throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
-                      }
-
-                      if (self.model_ == nullptr) {
-                          throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
-                      } else {
-                          // check dimensions
-                          if (labels.ndim() != 1) {
-                              throw py::value_error{ fmt::format("the provided labels array must have exactly one dimension but has {}!", labels.ndim()) };
-                          }
-
-                          // convert labels to strings
-                          std::vector<std::string> tmp(labels.shape(0));
-                          for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
-                              tmp[i] = fmt::format("{}", *labels.data(i));
-                          }
-
-                          const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), std::move(tmp) };
-                          return self.svm_->score(*self.model_, data_to_score);
-                      }
-                  },
-                  "Return the mean accuracy on the given test data and labels.",
-                  py::arg("X"),
-                  py::arg("y"),
-                  py::pos_only(),
-                  py::arg("sample_weight") = std::nullopt)
-            .def(
-                "score", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
-                    if (sample_weight.has_value()) {
-                        throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
-                    }
-
-                    if (self.model_ == nullptr) {
-                        throw py::attribute_error{ "This SVC instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator." };
-                    } else {
-                        // convert a Python list containing strings to a std::vector<std::string>
-                        std::vector<std::string> tmp(py::len(labels));
-                        for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
-                            tmp[i] = labels[i].cast<py::str>().cast<std::string>();
-                        }
-
-                        const typename svc::data_set_type data_to_score{ pyarray_to_matrix(data), std::move(tmp) };
-                        return self.svm_->score(*self.model_, data_to_score);
-                    }
-                },
-                "Return the mean accuracy on the given test data and labels.",
-                py::arg("X"),
-                py::arg("y"),
-                py::pos_only(),
-                py::arg("sample_weight") = std::nullopt);
 #endif
     py_svc.def(
               "set_params", [](svc &self, py::kwargs args) {
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index e1ccd5b15..05a91e14a 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -7,7 +7,7 @@
 
 #include "fmt/format.h"         // fmt::format
 #include "pybind11/numpy.h"     // py::array_t, py::buffer_info
-#include "pybind11/pybind11.h"  // py::kwargs, py::value_error, py::exception
+#include "pybind11/pybind11.h"  // py::kwargs, py::value_error, py::exception, py::str
 #include "pybind11/stl.h"       // support for STL types
 
 #include <exception>    // std::exception_ptr, std::rethrow_exception
@@ -73,6 +73,43 @@ template <typename T>
     return std::vector<T>(vec.data(0), vec.data(0) + vec.shape(0));
 }
 
+/**
+ * @brief Convert a Python Numpy array to a `std::vector<std::string>`.
+ * @tparam T the type in the array
+ * @param[in] vec the Python Numpy array to convert
+ * @return the `std::vector<std::string>` (`[[nodiscard]]`)
+ */
+template <typename T>
+[[nodiscard]] std::vector<std::string> pyarray_to_string_vector(py::array_t<T> vec) {
+    // check dimensions
+    if (vec.ndim() != 1) {
+        throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", vec.ndim()) };
+    }
+
+    // convert labels to strings
+    std::vector<std::string> tmp(vec.shape(0));
+    for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+        tmp[i] = fmt::format("{}", *vec.data(i));
+    }
+
+    return tmp;
+}
+
+/**
+ * @brief Convert a Python List to a `std::vector<std::string>`.
+ * @param[in] list the Python List to convert
+ * @return the `std::vector<std::string>` (`[[nodiscard]]`)
+ */
+[[nodiscard]] inline std::vector<std::string> pylist_to_string_vector(py::list list) {
+    // convert a Python list containing strings to a std::vector<std::string>
+    std::vector<std::string> tmp(py::len(list));
+    for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
+        tmp[i] = list[i].cast<py::str>().cast<std::string>();
+    }
+
+    return tmp;
+}
+
 /**
  * @brief Convert a Python Numpy array to a `std::vector<std::vector<T>>`.
  * @tparam T the type in the array

From 98b6255166c8a4f6540261dfd814787080432be8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 16:52:20 +0200
Subject: [PATCH 0843/1010] Add copyright notices.

---
 bindings/Python/backend_types.cpp         | 12 +++++--
 bindings/Python/backends/cuda_csvm.cpp    |  8 +++++
 bindings/Python/backends/dpcpp_csvm.cpp   |  8 +++++
 bindings/Python/backends/hip_csvm.cpp     |  8 +++++
 bindings/Python/backends/hipsycl_csvm.cpp |  8 +++++
 bindings/Python/backends/opencl_csvm.cpp  |  8 +++++
 bindings/Python/backends/openmp_csvm.cpp  |  8 +++++
 bindings/Python/backends/sycl.cpp         |  8 +++++
 bindings/Python/constants.cpp             | 11 ++++++-
 bindings/Python/csvm.cpp                  |  8 +++++
 bindings/Python/data_set.cpp              |  8 +++++
 bindings/Python/exceptions/exceptions.cpp |  8 +++++
 bindings/Python/file_format_types.cpp     |  8 +++++
 bindings/Python/kernel_function_types.cpp | 30 ++++++++++++-----
 bindings/Python/main.cpp                  |  8 +++++
 bindings/Python/model.cpp                 | 24 ++++++++++----
 bindings/Python/parameter.cpp             | 40 ++++++++++++++++-------
 bindings/Python/sklearn.cpp               |  8 +++++
 bindings/Python/target_platforms.cpp      | 11 +++++--
 bindings/Python/utility.hpp               | 11 +++++++
 bindings/Python/version/version.cpp       | 23 ++++++++++---
 21 files changed, 229 insertions(+), 37 deletions(-)

diff --git a/bindings/Python/backend_types.cpp b/bindings/Python/backend_types.cpp
index a18d32094..7af6bbf19 100644
--- a/bindings/Python/backend_types.cpp
+++ b/bindings/Python/backend_types.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backend_types.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_, py::enum_
@@ -17,7 +25,5 @@ void init_backend_types(py::module_ &m) {
 
     // bind free functions
     m.def("list_available_backends", &plssvm::list_available_backends, "list the available backends (as found during CMake configuration)");
-    m.def("determine_default_backend", &plssvm::determine_default_backend, "determine the default backend given the list of available backends and target platforms",
-          py::arg("available_backends") = plssvm::list_available_backends(),
-          py::arg("available_target_platforms") = plssvm::list_available_target_platforms());
+    m.def("determine_default_backend", &plssvm::determine_default_backend, "determine the default backend given the list of available backends and target platforms", py::arg("available_backends") = plssvm::list_available_backends(), py::arg("available_target_platforms") = plssvm::list_available_target_platforms());
 }
\ No newline at end of file
diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index 385b1e859..d11ed01cf 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/CUDA/csvm.hpp"
 #include "plssvm/backends/CUDA/exceptions.hpp"
 
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index d1eeb7571..8515e2085 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"
 #include "plssvm/backends/SYCL/exceptions.hpp"
 
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index cd90f5850..f6a3edba3 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/HIP/csvm.hpp"
 #include "plssvm/backends/HIP/exceptions.hpp"
 
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index f385bed80..e45a3ee66 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/SYCL/exceptions.hpp"
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"
 
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 296cdbccd..a7a1af3ea 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/OpenCL/csvm.hpp"
 #include "plssvm/backends/OpenCL/exceptions.hpp"
 
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index 5b2471514..d49160de8 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/OpenMP/csvm.hpp"
 #include "plssvm/backends/OpenMP/exceptions.hpp"
 
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index d8257daa2..17bd46d47 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/backends/SYCL/exceptions.hpp"
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
diff --git a/bindings/Python/constants.cpp b/bindings/Python/constants.cpp
index 3ff5ee12e..96c9fa079 100644
--- a/bindings/Python/constants.cpp
+++ b/bindings/Python/constants.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/constants.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_
@@ -6,5 +14,6 @@ namespace py = pybind11;
 
 void init_constants(py::module_ &m) {
     // enable or disable verbose output
-    m.def("quiet", [](const bool verb) { plssvm::verbose = !verb; }, "if set to true, no command line output is made during calls to PLSSVM functions");
+    m.def(
+        "quiet", [](const bool verb) { plssvm::verbose = !verb; }, "if set to true, no command line output is made during calls to PLSSVM functions");
 }
\ No newline at end of file
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index cb339e869..406a30127 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/csvm.hpp"
 #include "plssvm/csvm_factory.hpp"
 
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 8ea1db953..7df9a32c3 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/data_set.hpp"
 #include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index 49477d6c0..a1c853dd2 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/exceptions/exceptions.hpp"
 
 #include "utility.hpp"  // register_py_exception
diff --git a/bindings/Python/file_format_types.cpp b/bindings/Python/file_format_types.cpp
index c8532bf18..2f309f545 100644
--- a/bindings/Python/file_format_types.cpp
+++ b/bindings/Python/file_format_types.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/file_format_types.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_, py::enum_
diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index 615c90a73..c5e4fb4cf 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/kernel_function_types.hpp"
 #include "plssvm/parameter.hpp"  // plssvm::parameter
 
@@ -26,7 +34,8 @@ void init_kernel_function_types(py::module_ &m) {
     m.def(
         "polynomial_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const int degree, const std::optional<double> gamma, const double coef0) {
             return plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x, y, degree, gamma.has_value() ? gamma.value() : 1.0 / x.size(), coef0);
-        }, "apply the polynomial kernel function to two vectors",
+        },
+        "apply the polynomial kernel function to two vectors",
         py::arg("x"),
         py::arg("y"),
         py::pos_only(),
@@ -36,17 +45,20 @@ void init_kernel_function_types(py::module_ &m) {
     m.def(
         "rbf_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const std::optional<double> gamma) {
             return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma.has_value() ? gamma.value() : 1.0 / x.size());
-        }, "apply the radial basis function kernel function to two vectors",
+        },
+        "apply the radial basis function kernel function to two vectors",
         py::arg("x"),
         py::arg("y"),
         py::pos_only(),
         py::arg("gamma") = std::nullopt);
 
-    m.def("kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, plssvm::parameter params) {
-        // set default gamma value
-        if (params.gamma.is_default()) {
-            params.gamma = 1.0 / x.size();
-        }
-        return plssvm::kernel_function(x, y, params);
-    }, "apply the kernel function defined in the parameter object to two vectors");
+    m.def(
+        "kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, plssvm::parameter params) {
+            // set default gamma value
+            if (params.gamma.is_default()) {
+                params.gamma = 1.0 / x.size();
+            }
+            return plssvm::kernel_function(x, y, params);
+        },
+        "apply the kernel function defined in the parameter object to two vectors");
 }
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 3211e2064..07e6a33fb 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::exception
 
 #include "pybind11/pybind11.h"  // PYBIND11_MODULE, py::module_, py::exception, py::register_exception_translator
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 5c9ed1161..29b7c0f7e 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/model.hpp"
 #include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
@@ -26,12 +34,16 @@ void instantiate_model_bindings(py::module_ &m, plssvm::detail::real_type_label_
         .def("num_support_vectors", &model_type::num_support_vectors, "the number of support vectors (note: all training points become support vectors for LSSVMs)")
         .def("num_features", &model_type::num_features, "the number of features of the support vectors")
         .def("get_params", &model_type::get_params, py::return_value_policy::reference_internal, "the SVM parameter used to learn this model")
-        .def("support_vectors", [](const model_type &model) {
-            return matrix_to_pyarray(model.support_vectors());
-        }, "the support vectors (note: all training points become support vectors for LSSVMs)")
-        .def("weights", [](const model_type &model) {
-            return vector_to_pyarray(model.weights());
-        }, "the weights learned for each support vector")
+        .def(
+            "support_vectors", [](const model_type &model) {
+                return matrix_to_pyarray(model.support_vectors());
+            },
+            "the support vectors (note: all training points become support vectors for LSSVMs)")
+        .def(
+            "weights", [](const model_type &model) {
+                return vector_to_pyarray(model.weights());
+            },
+            "the weights learned for each support vector")
         .def("rho", &model_type::rho, "the bias value after learning")
         .def("__repr__", [class_name](const model_type &model) {
             return fmt::format("<plssvm.{} with {{ #sv: {}, #features: {}, rho: {} }}>",
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 3bc1c5e47..bdcaa0ee1 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/parameter.hpp"
 
 #include "utility.hpp"
@@ -17,42 +25,52 @@ void init_parameter(py::module_ &m) {
         .def(py::init<>())
         .def(py::init<plssvm::kernel_function_type, int, double, double, double>())
         .def(py::init([](py::kwargs args) {
-            // check for valid keys
-            check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-            // if one of the value named parameter is provided, set the respective value
-            return convert_kwargs_to_parameter(args);
-        }), "create a new SVM parameter object")
+                 // check for valid keys
+                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
+                 // if one of the value named parameter is provided, set the respective value
+                 return convert_kwargs_to_parameter(args);
+             }),
+             "create a new SVM parameter object")
         .def_property(
             "kernel_type",
             [](const plssvm::parameter &param) { return param.kernel_type.value(); },
             [](plssvm::parameter &param, const plssvm::kernel_function_type kernel_type) { param.kernel_type = kernel_type; },
-            py::return_value_policy::reference, "change the used kernel function: linear, polynomial, and rbf")
+            py::return_value_policy::reference,
+            "change the used kernel function: linear, polynomial, and rbf")
         .def_property(
             "degree",
             [](const plssvm::parameter &param) { return param.degree.value(); },
             [](plssvm::parameter &param, const int degree) { param.degree = degree; },
-            py::return_value_policy::reference, "change the degree parameter for the polynomial kernel function")
+            py::return_value_policy::reference,
+            "change the degree parameter for the polynomial kernel function")
         .def_property(
             "gamma",
             [](const plssvm::parameter &param) { return param.gamma.value(); },
             [](plssvm::parameter &param, const double gamma) { param.gamma = gamma; },
-            py::return_value_policy::reference, "change the gamma parameter for the polynomial and rbf kernel functions")
+            py::return_value_policy::reference,
+            "change the gamma parameter for the polynomial and rbf kernel functions")
         .def_property(
             "coef0",
             [](const plssvm::parameter &param) { return param.coef0.value(); },
             [](plssvm::parameter &param, const double coef0) { param.coef0 = coef0; },
-            py::return_value_policy::reference, "change the coef0 parameter for the polynomial kernel function")
+            py::return_value_policy::reference,
+            "change the coef0 parameter for the polynomial kernel function")
         .def_property(
             "cost",
             [](const plssvm::parameter &param) { return param.cost.value(); },
             [](plssvm::parameter &param, const double cost) { param.cost = cost; },
-            py::return_value_policy::reference, "change the cost parameter for the CSVM")
+            py::return_value_policy::reference,
+            "change the cost parameter for the CSVM")
         .def("equivalent", &plssvm::parameter::equivalent, "check whether two parameter objects are equivalent, i.e., the SVM parameter important for the current 'kernel_type' are the same")
         .def(py::self == py::self, "check whether two parameter objects are identical")
         .def(py::self != py::self, "check whether two parameter objects are different")
         .def("__repr__", [](const plssvm::parameter &params) {
             return fmt::format("<plssvm.Parameter with {{ kernel_type: {}, degree: {}, gamma:{}, coef0: {}, cost: {} }}>",
-                               params.kernel_type, params.degree, params.gamma, params.coef0, params.cost);
+                               params.kernel_type,
+                               params.degree,
+                               params.gamma,
+                               params.coef0,
+                               params.cost);
         });
 
     // bind free functions
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index 34f49797e..a6bc3dcf0 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/core.hpp"
 
 #include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name, pyarray_to_vector, pyarray_to_matrix
diff --git a/bindings/Python/target_platforms.cpp b/bindings/Python/target_platforms.cpp
index 761f72643..3d2ca39a5 100644
--- a/bindings/Python/target_platforms.cpp
+++ b/bindings/Python/target_platforms.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/target_platforms.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_, py::enum_
@@ -16,6 +24,5 @@ void init_target_platforms(py::module_ &m) {
 
     // bind free functions
     m.def("list_available_target_platforms", &plssvm::list_available_target_platforms, "list the available target platforms (as defined during CMake configuration)");
-    m.def("determine_default_target_platform", &plssvm::determine_default_target_platform, "determine the default target platform given the list of available target platforms",
-          py::arg("platform_device_list") = plssvm::list_available_target_platforms());
+    m.def("determine_default_target_platform", &plssvm::determine_default_target_platform, "determine the default target platform given the list of available target platforms", py::arg("platform_device_list") = plssvm::list_available_target_platforms());
 }
\ No newline at end of file
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 05a91e14a..72fc07c0c 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -1,3 +1,14 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Utility functions used for creating the Pybind11 Python bindings.
+ */
+
 #ifndef PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_
 #define PLSSVM_BINDINGS_PYTHON_UTILITY_HPP_
 #pragma once
diff --git a/bindings/Python/version/version.cpp b/bindings/Python/version/version.cpp
index 0411bef8e..df87d06cf 100644
--- a/bindings/Python/version/version.cpp
+++ b/bindings/Python/version/version.cpp
@@ -1,3 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
 #include "plssvm/version/version.hpp"
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::object
@@ -12,9 +20,14 @@ void init_version(py::module_ &m) {
     // bind global version information
     // complexity necessary to enforce read-only
     py::class_<version>(m, "version")
-        .def_property_readonly_static("name", [](py::object /* self */) { return plssvm::version::name; }, "the name of the PLSSVM library")
-        .def_property_readonly_static("version", [](py::object /* self */) { return plssvm::version::version; }, "the used version of the PLSSVM library")
-        .def_property_readonly_static("major", [](py::object /* self */) { return plssvm::version::major; }, "the used major version of the PLSSVM library")
-        .def_property_readonly_static("minor", [](py::object /* self */) { return plssvm::version::minor; }, "the used minor version of the PLSSVM library")
-        .def_property_readonly_static("patch", [](py::object /* self */) { return plssvm::version::patch; }, "the used patch version of the PLSSVM library");
+        .def_property_readonly_static(
+            "name", [](py::object /* self */) { return plssvm::version::name; }, "the name of the PLSSVM library")
+        .def_property_readonly_static(
+            "version", [](py::object /* self */) { return plssvm::version::version; }, "the used version of the PLSSVM library")
+        .def_property_readonly_static(
+            "major", [](py::object /* self */) { return plssvm::version::major; }, "the used major version of the PLSSVM library")
+        .def_property_readonly_static(
+            "minor", [](py::object /* self */) { return plssvm::version::minor; }, "the used minor version of the PLSSVM library")
+        .def_property_readonly_static(
+            "patch", [](py::object /* self */) { return plssvm::version::patch; }, "the used patch version of the PLSSVM library");
 }
\ No newline at end of file

From 3b512ed44f1c2f0fb90c64243b323e7bb9ee9f5b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 17:01:41 +0200
Subject: [PATCH 0844/1010] Use self as parameter name consistently. Change
 named arguments to Python's keyword arguments.

---
 bindings/Python/backends/cuda_csvm.cpp    |  4 +-
 bindings/Python/backends/dpcpp_csvm.cpp   |  4 +-
 bindings/Python/backends/hip_csvm.cpp     |  4 +-
 bindings/Python/backends/hipsycl_csvm.cpp |  4 +-
 bindings/Python/backends/opencl_csvm.cpp  |  4 +-
 bindings/Python/backends/openmp_csvm.cpp  |  4 +-
 bindings/Python/csvm.cpp                  |  8 +--
 bindings/Python/data_set.cpp              | 64 +++++++++++------------
 bindings/Python/model.cpp                 | 16 +++---
 bindings/Python/parameter.cpp             | 32 ++++++------
 bindings/Python/sklearn.cpp               |  2 +-
 11 files changed, 73 insertions(+), 73 deletions(-)

diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index d11ed01cf..619310300 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -35,7 +35,7 @@ void init_cuda_csvm(py::module_ &m, const py::exception<plssvm::exception> &base
         .def(py::init([](py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the default target platform
                  return std::make_unique<plssvm::cuda::csvm>(params);
@@ -44,7 +44,7 @@ void init_cuda_csvm(py::module_ &m, const py::exception<plssvm::exception> &base
         .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the provided target platform
                  return std::make_unique<plssvm::cuda::csvm>(target, params);
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 8515e2085..677df41f9 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -35,7 +35,7 @@ py::module_ init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exceptio
         .def(py::init([](py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // set SYCL kernel invocation type
                  const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
@@ -46,7 +46,7 @@ py::module_ init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exceptio
         .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // set SYCL kernel invocation type
                  const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index f6a3edba3..e91ca2732 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -35,7 +35,7 @@ void init_hip_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_
         .def(py::init([](py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the default target platform
                  return std::make_unique<plssvm::hip::csvm>(params);
@@ -44,7 +44,7 @@ void init_hip_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_
         .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the provided target platform
                  return std::make_unique<plssvm::hip::csvm>(target, params);
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index e45a3ee66..6ef900b46 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -35,7 +35,7 @@ py::module_ init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::except
         .def(py::init([](py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // set SYCL kernel invocation type
                  const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
@@ -46,7 +46,7 @@ py::module_ init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::except
         .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // set SYCL kernel invocation type
                  const plssvm::sycl::kernel_invocation_type invoc = args.contains("sycl_kernel_invocation_type") ? args["sycl_kernel_invocation_type"].cast<plssvm::sycl::kernel_invocation_type>() : plssvm::sycl::kernel_invocation_type::automatic;
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index a7a1af3ea..6977119cf 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -35,7 +35,7 @@ void init_opencl_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
         .def(py::init([](py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the default target platform
                  return std::make_unique<plssvm::opencl::csvm>(params);
@@ -44,7 +44,7 @@ void init_opencl_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
         .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the provided target platform
                  return std::make_unique<plssvm::opencl::csvm>(target, params);
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index d49160de8..b419f037d 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -35,7 +35,7 @@ void init_openmp_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
         .def(py::init([](py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the default target platform
                  return std::make_unique<plssvm::openmp::csvm>(params);
@@ -44,7 +44,7 @@ void init_openmp_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
         .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
-                 // if one of the value named parameter is provided, set the respective value
+                 // if one of the value keyword parameter is provided, set the respective value
                  const plssvm::parameter params = convert_kwargs_to_parameter(args);
                  // create CSVM with the provided target platform
                  return std::make_unique<plssvm::openmp::csvm>(target, params);
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 406a30127..6f9d1c254 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -26,7 +26,7 @@ template <typename real_type, typename label_type>
 void instantiate_csvm_functions(py::class_<plssvm::csvm> &c, plssvm::detail::real_type_label_type_combination<real_type, label_type>) {
     c.def(
          "fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, py::kwargs args) {
-             // check named arguments
+             // check keyword arguments
              check_kwargs_for_correctness(args, { "epsilon", "max_iter" });
 
              if (args.contains("epsilon") && args.contains("max_iter")) {
@@ -64,9 +64,9 @@ void instantiate_model_bindings(py::class_<plssvm::csvm> &c) {
 }
 
 std::unique_ptr<plssvm::csvm> assemble_csvm(const plssvm::backend_type backend, const plssvm::target_platform target, py::kwargs args) {
-    // check named arguments
+    // check keyword arguments
     check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
-    // if one of the value named parameter is provided, set the respective value
+    // if one of the value keyword parameter is provided, set the respective value
     const plssvm::parameter params = convert_kwargs_to_parameter(args);
     // parse SYCL specific keyword arguments
     if (backend == plssvm::backend_type::sycl) {
@@ -98,7 +98,7 @@ void init_csvm(py::module_ &m) {
             "update the parameter used for this SVM using a plssvm.Parameter object")
         .def(
             "set_params", [](plssvm::csvm &self, py::kwargs args) {
-                // check named arguments
+                // check keyword arguments
                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                 // convert kwargs to parameter and update csvm internal parameter
                 self.set_params(convert_kwargs_to_parameter(args, self.get_params()));
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 7df9a32c3..1ae9e1d4c 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -43,12 +43,12 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
         .def_readonly("feature", &data_set_type::scaling::factors::feature, "the feature index for which the factors are valid")
         .def_readonly("lower", &data_set_type::scaling::factors::lower, "the lower scaling factor")
         .def_readonly("upper", &data_set_type::scaling::factors::upper, "the upper scaling factor")
-        .def("__repr__", [class_name_scaling_factors](const typename data_set_type::scaling::factors &scaling_factors) {
+        .def("__repr__", [class_name_scaling_factors](const typename data_set_type::scaling::factors &self) {
             return fmt::format("<plssvm.{} with {{ feature: {}, lower: {}, upper: {} }}>",
                                class_name_scaling_factors,
-                               scaling_factors.feature,
-                               scaling_factors.lower,
-                               scaling_factors.upper);
+                               self.feature,
+                               self.lower,
+                               self.upper);
         });
 
     // bind the plssvm::data_set internal "scaling" struct
@@ -62,12 +62,12 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                 return vector_to_pyarray(scaling.scaling_factors);
             },
             "the scaling factors for each feature")
-        .def("__repr__", [class_name_scaling](const typename data_set_type::scaling &scaling) {
+        .def("__repr__", [class_name_scaling](const typename data_set_type::scaling &self) {
             return fmt::format("<plssvm.{} with {{ lower: {}, upper: {}, #factors: {} }}>",
                                class_name_scaling,
-                               scaling.scaling_interval.first,
-                               scaling.scaling_interval.second,
-                               scaling.scaling_factors.size());
+                               self.scaling_interval.first,
+                               self.scaling_interval.second,
+                               self.scaling_factors.size());
         });
 
     // bind the data set class
@@ -77,7 +77,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         // check for valid keys
                         check_kwargs_for_correctness(args, { "file_format", "scaling" });
 
-                        // call the constructor corresponding to the provided named arguments
+                        // call the constructor corresponding to the provided keyword arguments
                         if (args.contains("file_format") && args.contains("scaling")) {
                             return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), args["scaling"].cast<typename data_set_type::scaling>() };
                         } else if (args.contains("file_format")) {
@@ -91,7 +91,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                     "create a new data set from the provided file and additional optional parameters");
     // bind constructor taking only data points without labels
     py_data_set.def(py::init([](py::array_t<real_type> data, py::kwargs args) {
-                        // check named arguments
+                        // check keyword arguments
                         check_kwargs_for_correctness(args, { "scaling" });
 
                         if (args.contains("scaling")) {
@@ -104,7 +104,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
 
     if constexpr (!std::is_same_v<label_type, std::string>) {
         py_data_set.def(py::init([](py::array_t<real_type> data, py::array_t<label_type> labels, py::kwargs args) {
-                            // check named arguments
+                            // check keyword arguments
                             check_kwargs_for_correctness(args, { "scaling" });
 
                             if (args.contains("scaling")) {
@@ -117,7 +117,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
     } else {
         // if the requested label_type is std::string, accept numpy arrays with real_type and convert them to a std::string internally
         py_data_set.def(py::init([](py::array_t<real_type> data, py::array_t<real_type> labels, py::kwargs args) {
-                            // check named arguments
+                            // check keyword arguments
                             check_kwargs_for_correctness(args, { "scaling" });
 
                             if (args.contains("scaling")) {
@@ -129,7 +129,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         "create a new data set with labels from a numpy array given additional optional parameters");
         // if the requested label_type is std::string, accept a python list (which can contain py::str) and convert them to a std::string internally
         py_data_set.def(py::init([](py::array_t<real_type> data, py::list labels, py::kwargs args) {
-                            // check named arguments
+                            // check keyword arguments
                             check_kwargs_for_correctness(args, { "scaling" });
 
                             if (args.contains("scaling")) {
@@ -152,57 +152,57 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
             "the data saved as 2D vector")
         .def("has_labels", &data_set_type::has_labels, "check whether the data set has labels")
         .def(
-            "labels", [](const data_set_type &data) {
-                if (!data.has_labels()) {
+            "labels", [](const data_set_type &self) {
+                if (!self.has_labels()) {
                     throw py::attribute_error{ "'DataSet' object has no function 'labels'. Maybe this DataSet was created without labels?" };
                 } else {
                     if constexpr (std::is_same_v<label_type, std::string>) {
-                        return data.labels()->get();
+                        return self.labels()->get();
                     } else {
-                        return vector_to_pyarray(data.labels()->get());
+                        return vector_to_pyarray(self.labels()->get());
                     }
                 }
             },
             "the labels")
         .def("num_different_labels", &data_set_type::num_different_labels, "the number of different labels")
         .def(
-            "different_labels", [](const data_set_type &data) {
-                if (!data.has_labels()) {
+            "different_labels", [](const data_set_type &self) {
+                if (!self.has_labels()) {
                     throw py::attribute_error{ "'DataSet' object has no function 'different_labels'. Maybe this DataSet was created without labels?" };
                 } else {
                     if constexpr (std::is_same_v<label_type, std::string>) {
-                        return data.different_labels().value();
+                        return self.different_labels().value();
                     } else {
-                        return vector_to_pyarray(data.different_labels().value());
+                        return vector_to_pyarray(self.different_labels().value());
                     }
                 }
             },
             "the different labels")
         .def("is_scaled", &data_set_type::is_scaled, "check whether the original data has been scaled to [lower, upper] bounds")
         .def(
-            "scaling_factors", [](const data_set_type &data) {
-                if (!data.is_scaled()) {
+            "scaling_factors", [](const data_set_type &self) {
+                if (!self.is_scaled()) {
                     throw py::attribute_error{ "'DataSet' object has no function 'scaling_factors'. Maybe this DataSet has not been scaled?" };
                 } else {
-                    return data.scaling_factors().value();
+                    return self.scaling_factors().value();
                 }
             },
             py::return_value_policy::reference_internal,
             "the factors used to scale this data set")
-        .def("__repr__", [class_name](const data_set_type &data) {
+        .def("__repr__", [class_name](const data_set_type &self) {
             std::string optional_repr{};
-            if (data.has_labels()) {
-                optional_repr += fmt::format(", labels: [{}]", fmt::join(data.different_labels().value(), ", "));
+            if (self.has_labels()) {
+                optional_repr += fmt::format(", labels: [{}]", fmt::join(self.different_labels().value(), ", "));
             }
-            if (data.is_scaled()) {
+            if (self.is_scaled()) {
                 optional_repr += fmt::format(", scaling: [{}, {}]",
-                                             data.scaling_factors()->get().scaling_interval.first,
-                                             data.scaling_factors()->get().scaling_interval.second);
+                                             self.scaling_factors()->get().scaling_interval.first,
+                                             self.scaling_factors()->get().scaling_interval.second);
             }
             return fmt::format("<plssvm.{} with {{ #points: {}, #features: {}{} }}>",
                                class_name,
-                               data.num_data_points(),
-                               data.num_features(),
+                               self.num_data_points(),
+                               self.num_features(),
                                optional_repr);
         });
 }
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 29b7c0f7e..957829fe4 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -35,22 +35,22 @@ void instantiate_model_bindings(py::module_ &m, plssvm::detail::real_type_label_
         .def("num_features", &model_type::num_features, "the number of features of the support vectors")
         .def("get_params", &model_type::get_params, py::return_value_policy::reference_internal, "the SVM parameter used to learn this model")
         .def(
-            "support_vectors", [](const model_type &model) {
-                return matrix_to_pyarray(model.support_vectors());
+            "support_vectors", [](const model_type &self) {
+                return matrix_to_pyarray(self.support_vectors());
             },
             "the support vectors (note: all training points become support vectors for LSSVMs)")
         .def(
-            "weights", [](const model_type &model) {
-                return vector_to_pyarray(model.weights());
+            "weights", [](const model_type &self) {
+                return vector_to_pyarray(self.weights());
             },
             "the weights learned for each support vector")
         .def("rho", &model_type::rho, "the bias value after learning")
-        .def("__repr__", [class_name](const model_type &model) {
+        .def("__repr__", [class_name](const model_type &self) {
             return fmt::format("<plssvm.{} with {{ #sv: {}, #features: {}, rho: {} }}>",
                                class_name,
-                               model.num_support_vectors(),
-                               model.num_features(),
-                               model.rho());
+                               self.num_support_vectors(),
+                               self.num_features(),
+                               self.rho());
         });
 }
 
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index bdcaa0ee1..5aab2f1de 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -33,44 +33,44 @@ void init_parameter(py::module_ &m) {
              "create a new SVM parameter object")
         .def_property(
             "kernel_type",
-            [](const plssvm::parameter &param) { return param.kernel_type.value(); },
-            [](plssvm::parameter &param, const plssvm::kernel_function_type kernel_type) { param.kernel_type = kernel_type; },
+            [](const plssvm::parameter &self) { return self.kernel_type.value(); },
+            [](plssvm::parameter &self, const plssvm::kernel_function_type kernel_type) { self.kernel_type = kernel_type; },
             py::return_value_policy::reference,
             "change the used kernel function: linear, polynomial, and rbf")
         .def_property(
             "degree",
-            [](const plssvm::parameter &param) { return param.degree.value(); },
-            [](plssvm::parameter &param, const int degree) { param.degree = degree; },
+            [](const plssvm::parameter &self) { return self.degree.value(); },
+            [](plssvm::parameter &self, const int degree) { self.degree = degree; },
             py::return_value_policy::reference,
             "change the degree parameter for the polynomial kernel function")
         .def_property(
             "gamma",
-            [](const plssvm::parameter &param) { return param.gamma.value(); },
-            [](plssvm::parameter &param, const double gamma) { param.gamma = gamma; },
+            [](const plssvm::parameter &self) { return self.gamma.value(); },
+            [](plssvm::parameter &self, const double gamma) { self.gamma = gamma; },
             py::return_value_policy::reference,
             "change the gamma parameter for the polynomial and rbf kernel functions")
         .def_property(
             "coef0",
-            [](const plssvm::parameter &param) { return param.coef0.value(); },
-            [](plssvm::parameter &param, const double coef0) { param.coef0 = coef0; },
+            [](const plssvm::parameter &self) { return self.coef0.value(); },
+            [](plssvm::parameter &self, const double coef0) { self.coef0 = coef0; },
             py::return_value_policy::reference,
             "change the coef0 parameter for the polynomial kernel function")
         .def_property(
             "cost",
-            [](const plssvm::parameter &param) { return param.cost.value(); },
-            [](plssvm::parameter &param, const double cost) { param.cost = cost; },
+            [](const plssvm::parameter &self) { return self.cost.value(); },
+            [](plssvm::parameter &self, const double cost) { self.cost = cost; },
             py::return_value_policy::reference,
             "change the cost parameter for the CSVM")
         .def("equivalent", &plssvm::parameter::equivalent, "check whether two parameter objects are equivalent, i.e., the SVM parameter important for the current 'kernel_type' are the same")
         .def(py::self == py::self, "check whether two parameter objects are identical")
         .def(py::self != py::self, "check whether two parameter objects are different")
-        .def("__repr__", [](const plssvm::parameter &params) {
+        .def("__repr__", [](const plssvm::parameter &self) {
             return fmt::format("<plssvm.Parameter with {{ kernel_type: {}, degree: {}, gamma:{}, coef0: {}, cost: {} }}>",
-                               params.kernel_type,
-                               params.degree,
-                               params.gamma,
-                               params.coef0,
-                               params.cost);
+                               self.kernel_type,
+                               self.degree,
+                               self.gamma,
+                               self.coef0,
+                               self.cost);
         });
 
     // bind free functions
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index a6bc3dcf0..450fc6285 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -46,7 +46,7 @@ struct svc {
 };
 
 void parse_provided_params(svc &self, py::kwargs args) {
-    // check named arguments
+    // check keyword arguments
     check_kwargs_for_correctness(args, { "C", "kernel", "degree", "gamma", "coef0", "shrinking", "probability", "tol", "cache_size", "class_weight", "verbose", "max_iter", "decision_function_shape", "break_ties", "random_state" });
 
     if (args.contains("C")) {

From 6599a015e551503d2cd3a44520ea6edaf0e05be4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 17:02:38 +0200
Subject: [PATCH 0845/1010] Update TODO message.

---
 bindings/Python/sklearn.cpp | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index 450fc6285..e81636bac 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -62,7 +62,8 @@ void parse_provided_params(svc &self, py::kwargs args) {
         self.svm_->set_params(plssvm::degree = args["degree"].cast<int>());
     }
     if (args.contains("gamma")) {
-        self.svm_->set_params(plssvm::gamma = args["gamma"].cast<typename svc::real_type>());  // TODO: scale, auto, value
+        // TODO: correctly reflect sklearn's scale, auto, and value options
+        self.svm_->set_params(plssvm::gamma = args["gamma"].cast<typename svc::real_type>());
     }
     if (args.contains("coef0")) {
         self.svm_->set_params(plssvm::coef0 = args["coef0"].cast<typename svc::real_type>());
@@ -192,7 +193,8 @@ void init_sklearn(py::module_ &m) {
                   py_params["C"] = params.cost.value();
                   py_params["kernel"] = fmt::format("{}", params.kernel_type);
                   py_params["degree"] = params.degree.value();
-                  py_params["gamma"] = params.gamma.value();  // TODO: scale, auto, value
+                  // TODO: correctly reflect sklearn's scale, auto, and value options
+                  py_params["gamma"] = params.gamma.value();
                   py_params["coef0"] = params.coef0.value();
                   // py_params["shrinking"];
                   // py_params["probability"];

From 9cb75b08e1b6a3f74c9cc715be1a40a42cbb53a0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 17:38:37 +0200
Subject: [PATCH 0846/1010] Fix problem with the global plssvm::verbose
 variable not being update if changed through the Python bindings.

---
 CMakeLists.txt                 |  1 +
 bindings/Python/CMakeLists.txt |  2 +-
 bindings/Python/sklearn.cpp    |  7 +++----
 include/plssvm/constants.hpp   |  2 +-
 src/plssvm/constants.cpp       | 11 +++++++++++
 5 files changed, 17 insertions(+), 6 deletions(-)
 create mode 100644 src/plssvm/constants.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 5966a82f8..848d68414 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -49,6 +49,7 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/version.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/constants.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_function_types.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 2c8186355..3db3464b0 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -78,7 +78,7 @@ set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
 
 # set default real and label types
-# TODO: supported values?
+# TODO: supported values?, string vs std::string?
 set(PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE "double" CACHE STRING "The preferred type of the data points for the Python bindings.")
 set(PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE "std::string" CACHE STRING "The preferred type of the labels for the Python bindings.")
 
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index e81636bac..b6e6f0bb3 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -29,6 +29,8 @@
 
 namespace py = pybind11;
 
+// TODO: implement missing functionality
+
 // dummy
 struct svc {
     // the types
@@ -84,7 +86,6 @@ void parse_provided_params(svc &self, py::kwargs args) {
         throw py::attribute_error{ "The 'class_weight' parameter for a call to the 'SVC' constructor is not implemented yet!" };
     }
     if (args.contains("verbose")) {
-        // TODO: doesn't currently not work!
         plssvm::verbose = args["verbose"].cast<bool>();
     }
     if (args.contains("max_iter")) {
@@ -116,13 +117,11 @@ void fit(svc &self) {
 
 void init_sklearn(py::module_ &m) {
     // documentation based on sklearn.svm.SVC documentation
-
     py::class_<svc> py_svc(m, "SVC");
     py_svc.def(py::init([](py::kwargs args) {
                    // to silence constructor messages
                    if (args.contains("verbose")) {
-                       // TODO: doesn't currently not work!
-                       plssvm::verbose = args["verbose"].cast<bool>();
+                       ::plssvm::verbose = args["verbose"].cast<bool>();
                    }
 
                    // create SVC class
diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index b6f03d0ac..b968bc67a 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -20,7 +20,7 @@ namespace plssvm {
 /// Per default use a verbose output of all information.
 constexpr bool verbose_default = true;
 /// If `true` use verbose output of information (e.g., runtimes). May be changed by a user.
-inline bool verbose = verbose_default;
+extern bool verbose;
 
 /// Integer type used inside kernels.
 using kernel_index_type = int;  // TODO: remove and replace by backend specific type?
diff --git a/src/plssvm/constants.cpp b/src/plssvm/constants.cpp
new file mode 100644
index 000000000..68bc60c86
--- /dev/null
+++ b/src/plssvm/constants.cpp
@@ -0,0 +1,11 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/constants.hpp"
+
+bool plssvm::verbose = plssvm::verbose_default;
\ No newline at end of file

From 9989b6eb28c1bbb45a48d3e0447bdf62d039720d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 27 Mar 2023 17:39:49 +0200
Subject: [PATCH 0847/1010] Update README after API changes.

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 88016208e..dd5577300 100644
--- a/README.md
+++ b/README.md
@@ -545,7 +545,7 @@ try:
     test_data = plssvm.DataSet("test_data.libsvm", scaling=train_data.scaling_factors())
   
     # create C-SVM using the default backend and the previously defined parameter
-    svm = plssvm.Csvm(params)
+    svm = plssvm.CSVM(params)
   
     # fit using the training data, (optionally) set the termination criterion
     model = svm.fit(train_data, epsilon=10e-6)

From 56d68d048c83c78330f945d7d48042c442bde110 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 29 Mar 2023 14:53:26 +0200
Subject: [PATCH 0848/1010] Use correct types instead of std::size_t.

---
 bindings/Python/utility.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 72fc07c0c..8ecbb45be 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -53,8 +53,8 @@ template <typename T>
  */
 template <typename T>
 [[nodiscard]] py::array_t<T> matrix_to_pyarray(const std::vector<std::vector<T>> &mat) {
-    const std::size_t num_data_points = mat.size();
-    const std::size_t num_features = mat.front().size();
+    const typename std::vector<std::vector<T>>::size_type num_data_points = mat.size();
+    const typename std::vector<std::vector<T>>::size_type num_features = mat.front().size();
 
     py::array_t<T> py_array({ num_data_points, num_features });
     py::buffer_info buffer = py_array.request();

From bb1c4ad30e293b22416f36035c173f3ca85ce908 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 29 Mar 2023 15:40:18 +0200
Subject: [PATCH 0849/1010] Add possible real and label type values to the
 CMake GUI prompt and exit the CMake configuration if an invalid value was
 provided.

---
 bindings/Python/CMakeLists.txt | 19 ++++++++++++++++---
 1 file changed, 16 insertions(+), 3 deletions(-)

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 3db3464b0..eeb75bb80 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -77,10 +77,23 @@ endif ()
 set(PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME plssvm)
 pybind11_add_module(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} ${PLSSVM_PYTHON_BINDINGS_SOURCES})
 
-# set default real and label types
-# TODO: supported values?, string vs std::string?
+# set default real type
+set(PLSSVM_PYTHON_BINDINGS_POSSIBLE_REAL_TYPE "float;double")
 set(PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE "double" CACHE STRING "The preferred type of the data points for the Python bindings.")
+set_property(CACHE PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE PROPERTY STRINGS ${PLSSVM_PYTHON_BINDINGS_POSSIBLE_REAL_TYPE})
+if (NOT "${PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE}" IN_LIST PLSSVM_PYTHON_BINDINGS_POSSIBLE_REAL_TYPE)
+    message(FATAL_ERROR "The provided real_type \"${PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE}\" is not one of the allowed values: \"${PLSSVM_PYTHON_BINDINGS_POSSIBLE_REAL_TYPE}\"")
+endif ()
+message(STATUS "The preferred real_type for the Python bindings is \"${PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE}\".")
+
+# set default label type
+set(PLSSVM_PYTHON_BINDINGS_POSSIBLE_LABEL_TYPE "bool;char;signed char;unsigned char;short;unsigned short;int;unsigned int;long;unsigned long;long long;unsigned long long;float;double;long double;std::string")
 set(PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE "std::string" CACHE STRING "The preferred type of the labels for the Python bindings.")
+set_property(CACHE PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE PROPERTY STRINGS ${PLSSVM_PYTHON_BINDINGS_POSSIBLE_LABEL_TYPE})
+if (NOT "${PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE}" IN_LIST PLSSVM_PYTHON_BINDINGS_POSSIBLE_LABEL_TYPE)
+    message(FATAL_ERROR "The provided label_type \"${PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE}\" is not one of the allowed values: \"${PLSSVM_PYTHON_BINDINGS_POSSIBLE_LABEL_TYPE}\"")
+endif ()
+message(STATUS "The preferred label_type for the Python bindings is \"${PLSSVM_PYTHON_BINDINGS_PREFERRED_LABEL_TYPE}\".")
 
 # add necessary compile definitions for the default real_type and label_type
 target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE=${PLSSVM_PYTHON_BINDINGS_PREFERRED_REAL_TYPE})
@@ -100,4 +113,4 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${PYTHON_INCLUDE_
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${GPU_SAMPLER_LIBRARY_NAME})
 
 # append pybind11 bindings library to installed targets
- append_local_and_parent(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME})
\ No newline at end of file
+append_local_and_parent(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME})
\ No newline at end of file

From 391d74f501873c0c27bb11c8152c9c557acb8e3a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 29 Mar 2023 16:09:33 +0200
Subject: [PATCH 0850/1010] Fix bad optional access error.

---
 bindings/Python/sklearn.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index b6e6f0bb3..c9bff39e7 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -77,7 +77,7 @@ void parse_provided_params(svc &self, py::kwargs args) {
         throw py::attribute_error{ "The 'probability' parameter for a call to the 'SVC' constructor is not implemented yet!" };
     }
     if (args.contains("tol")) {
-        self.epsilon.value() = args["tol"].cast<typename svc::real_type>();
+        self.epsilon = args["tol"].cast<typename svc::real_type>();
     }
     if (args.contains("cache_size")) {
         throw py::attribute_error{ "The 'cache_size' parameter for a call to the 'SVC' constructor is not implemented yet!" };
@@ -89,7 +89,7 @@ void parse_provided_params(svc &self, py::kwargs args) {
         plssvm::verbose = args["verbose"].cast<bool>();
     }
     if (args.contains("max_iter")) {
-        self.max_iter.value() = args["max_iter"].cast<long long>();
+        self.max_iter = args["max_iter"].cast<long long>();
     }
     if (args.contains("decision_function_shape")) {
         throw py::attribute_error{ "The 'decision_function_shape' parameter for a call to the 'SVC' constructor is not implemented yet!" };

From 64635b98a270031224dc405d406b24701041e56c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 29 Mar 2023 16:18:07 +0200
Subject: [PATCH 0851/1010] Add C++ and Python examples to the new examples/
 folder.

---
 README.md                           |  5 +++-
 examples/cpp/CMakeLists.txt         | 10 ++++++++
 examples/cpp/main.cpp               | 40 +++++++++++++++++++++++++++++
 examples/python/main.py             | 30 ++++++++++++++++++++++
 examples/python/sklearn_like_svc.py | 18 +++++++++++++
 5 files changed, 102 insertions(+), 1 deletion(-)
 create mode 100644 examples/cpp/CMakeLists.txt
 create mode 100644 examples/cpp/main.cpp
 create mode 100644 examples/python/main.py
 create mode 100644 examples/python/sklearn_like_svc.py

diff --git a/README.md b/README.md
index dd5577300..caf9c5986 100644
--- a/README.md
+++ b/README.md
@@ -537,7 +537,7 @@ import plssvm
 
 try:
     # create a new C-SVM parameter set, explicitly overriding the default kernel function
-    params = plssvm.Parameter(kernel_type = plssvm.KernelFunctionType.POLYNOMIAL)
+    params = plssvm.Parameter(kernel_type=plssvm.KernelFunctionType.POLYNOMIAL)
   
     # create two data sets: one with the training data scaled to [-1, 1]
     # and one with the test data scaled like the training data
@@ -567,6 +567,9 @@ except RuntimeError as e:
 
 **Note:** it may be necessary to set `PYTHONPATH` to the `lib` folder in the PLSSVM install path.
 
+We also provide Python bindings for a `plssvm.SVC` class that offers the same interface as the  [`sklearn.svm.SVC`](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html) class.
+Note that currently not all functionality has been implemented in PLSSVM.
+The respective functions will throw a Python `AttributeError` if called.
 
 ## Citing PLSSVM
 
diff --git a/examples/cpp/CMakeLists.txt b/examples/cpp/CMakeLists.txt
new file mode 100644
index 000000000..5c2917bb2
--- /dev/null
+++ b/examples/cpp/CMakeLists.txt
@@ -0,0 +1,10 @@
+cmake_minimum_required(VERSION 3.16)
+
+project(LibraryUsageExample LANGUAGES CXX)
+
+find_package(plssvm CONFIG REQUIRED)
+
+add_executable(prog main.cpp)
+
+target_compile_features(prog PUBLIC cxx_std_17)
+target_link_libraries(prog PUBLIC plssvm::plssvm-all)
\ No newline at end of file
diff --git a/examples/cpp/main.cpp b/examples/cpp/main.cpp
new file mode 100644
index 000000000..933d10c8e
--- /dev/null
+++ b/examples/cpp/main.cpp
@@ -0,0 +1,40 @@
+#include "plssvm/core.hpp"
+
+#include <exception>
+#include <iostream>
+#include <vector>
+
+int main() {
+    try {
+        // create a new C-SVM parameter set, explicitly overriding the default kernel function
+        const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };
+
+        // create two data sets: one with the training data scaled to [-1, 1]
+        // and one with the test data scaled like the training data
+        const plssvm::data_set<double> train_data{ "train_file.libsvm", { -1.0, 1.0 } };
+        const plssvm::data_set<double> test_data{ "test_file.libsvm", train_data.scaling_factors()->get() };
+
+        // create C-SVM using the default backend and the previously defined parameter
+        const auto svm = plssvm::make_csvm(params);
+
+        // fit using the training data, (optionally) set the termination criterion
+        const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);
+
+        // get accuracy of the trained model
+        const double model_accuracy = svm->score(model);
+        std::cout << "model accuracy: " << model_accuracy << std::endl;
+
+        // predict the labels
+        const std::vector<int> label = svm->predict(model, test_data);
+
+        // write model file to disk
+        model.save("model_file.libsvm");
+
+    } catch (const plssvm::exception &e) {
+        std::cerr << e.what_with_loc() << std::endl;
+    } catch (const std::exception &e) {
+        std::cerr << e.what() << std::endl;
+    }
+
+    return 0;
+}
\ No newline at end of file
diff --git a/examples/python/main.py b/examples/python/main.py
new file mode 100644
index 000000000..6cb5ac4f8
--- /dev/null
+++ b/examples/python/main.py
@@ -0,0 +1,30 @@
+import plssvm
+
+try:
+    # create a new C-SVM parameter set, explicitly overriding the default kernel function
+    params = plssvm.Parameter(kernel_type=plssvm.KernelFunctionType.POLYNOMIAL)
+
+    # create two data sets: one with the training data scaled to [-1, 1]
+    # and one with the test data scaled like the training data
+    train_data = plssvm.DataSet("train_data.libsvm", scaling=plssvm.DataSetScaling(-1.0, 1.0))
+    test_data = plssvm.DataSet("test_data.libsvm", scaling=train_data.scaling_factors())
+
+    # create C-SVM using the default backend and the previously defined parameter
+    svm = plssvm.CSVM(params)
+
+    # fit using the training data, (optionally) set the termination criterion
+    model = svm.fit(train_data, epsilon=10e-6)
+
+    # get accuracy of the trained model
+    model_accuracy = svm.score(model)
+    print("model accuracy: {}".format(model_accuracy))
+
+    # predict labels
+    label = svm.predict(model, test_data)
+
+    # write model file to disk
+    model.save("model_file.libsvm")
+except plssvm.PLSSVMError as e:
+    print(e)
+except RuntimeError as e:
+    print(e)
diff --git a/examples/python/sklearn_like_svc.py b/examples/python/sklearn_like_svc.py
new file mode 100644
index 000000000..03c14e265
--- /dev/null
+++ b/examples/python/sklearn_like_svc.py
@@ -0,0 +1,18 @@
+from sklearn.datasets import make_classification
+import plssvm
+
+num_samples = 2**16
+num_features = 2**14
+
+samples, labels = make_classification(n_samples=num_samples, n_features=num_features, n_redundant=0,
+                                      n_informative=2, n_clusters_per_class=1)
+
+# create C-SVM
+svc = plssvm.SVC(kernel='linear', C=1.0, tol=10e-3, verbose=False)
+
+# fit the model
+svc.fit(samples, labels)
+
+# score the data set
+model_accuracy = svc.score(samples, labels)
+print("model accuracy: {0:.2f}".format(model_accuracy * 100))

From 37fc332ff6c92d040c3461eabc1ecc42bbca8802 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 29 Mar 2023 16:58:51 +0200
Subject: [PATCH 0852/1010] Add the option to call the scaling functionality
 using () or [] on the Python side (instead of always explicitly using
 plssvm.DataSetScaling()).

---
 README.md                    |  2 +-
 bindings/Python/data_set.cpp | 44 +++++++++++++++++++++++++++++++-----
 examples/python/main.py      |  2 +-
 3 files changed, 40 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index caf9c5986..06504d564 100644
--- a/README.md
+++ b/README.md
@@ -541,7 +541,7 @@ try:
   
     # create two data sets: one with the training data scaled to [-1, 1]
     # and one with the test data scaled like the training data
-    train_data = plssvm.DataSet("train_data.libsvm", scaling=plssvm.DataSetScaling(-1.0, 1.0))
+    train_data = plssvm.DataSet("train_data.libsvm", scaling=(-1.0, 1.0))
     test_data = plssvm.DataSet("test_data.libsvm", scaling=train_data.scaling_factors())
   
     # create C-SVM using the default backend and the previously defined parameter
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 1ae9e1d4c..a6c93e2df 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -18,6 +18,7 @@
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only, py::list
 #include "pybind11/stl.h"       // support for STL types
 
+#include <array>        // std::array
 #include <cstddef>      // std::size_t
 #include <string>       // std::string
 #include <tuple>        // std::tuple_element_t, std::tuple_size_v
@@ -27,6 +28,33 @@
 
 namespace py = pybind11;
 
+template <typename data_set_type>
+typename data_set_type::scaling create_scaling_object(py::kwargs args) {
+    using real_type = typename data_set_type::real_type;
+
+    if (args.contains("scaling")) {
+        typename data_set_type::scaling scaling{ real_type{ -1.0 }, real_type{ 1.0 } };
+
+        // try to directly convert it to a plssvm::data_set_type::scaling object
+        try {
+            scaling = args["scaling"].cast<typename data_set_type::scaling>();
+        } catch (const py::cast_error &e) {
+            // can't cast to plssvm::data_set_type::scaling
+            // -> try an std::array<real_type, 2> instead!
+            try {
+                const std::array<real_type, 2> interval = args["scaling"].cast<std::array<real_type, 2>>();
+                scaling = typename data_set_type::scaling{ interval[0], interval[1] };
+            } catch (...) {
+                // rethrow exception if this also did not succeed
+                throw;
+            }
+        }
+        return scaling;
+    } else {
+        throw py::attribute_error{ "Can't extract scaling information, no scaling keyword argument given!" };
+    }
+}
+
 template <typename real_type, typename label_type>
 void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_label_type_combination<real_type, label_type>) {
     using data_set_type = plssvm::data_set<real_type, label_type>;
@@ -54,6 +82,10 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
     // bind the plssvm::data_set internal "scaling" struct
     py::class_<typename data_set_type::scaling>(m, class_name_scaling.c_str())
         .def(py::init<real_type, real_type>(), "create new scaling factors for the range [lower, upper]", py::arg("lower"), py::arg("upper"))
+        .def(py::init([](const std::array<real_type, 2> interval) {
+                 return typename data_set_type::scaling{ interval[0], interval[1] };
+             }),
+             "create new scaling factors for the range [lower, upper]")
         .def(py::init<const std::string &>(), "read the scaling factors from the file")
         .def("save", &data_set_type::scaling::save, "save the scaling factors to a file")
         .def_readonly("scaling_interval", &data_set_type::scaling::scaling_interval, "the interval to which the data points are scaled")
@@ -79,11 +111,11 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
 
                         // call the constructor corresponding to the provided keyword arguments
                         if (args.contains("file_format") && args.contains("scaling")) {
-                            return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), args["scaling"].cast<typename data_set_type::scaling>() };
+                            return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>(), create_scaling_object<data_set_type>(args) };
                         } else if (args.contains("file_format")) {
                             return data_set_type{ file_name, args["file_format"].cast<plssvm::file_format_type>() };
                         } else if (args.contains("scaling")) {
-                            return data_set_type{ file_name, args["scaling"].cast<typename data_set_type::scaling>() };
+                            return data_set_type{ file_name, create_scaling_object<data_set_type>(args) };
                         } else {
                             return data_set_type{ file_name };
                         }
@@ -95,7 +127,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         check_kwargs_for_correctness(args, { "scaling" });
 
                         if (args.contains("scaling")) {
-                            return data_set_type{ pyarray_to_matrix(data), args["scaling"].cast<typename data_set_type::scaling>() };
+                            return data_set_type{ pyarray_to_matrix(data), create_scaling_object<data_set_type>(args) };
                         } else {
                             return data_set_type{ pyarray_to_matrix(data) };
                         }
@@ -108,7 +140,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             check_kwargs_for_correctness(args, { "scaling" });
 
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_vector(labels), create_scaling_object<data_set_type>(args) };
                             } else {
                                 return data_set_type{ pyarray_to_matrix(data), pyarray_to_vector(labels) };
                             }
@@ -121,7 +153,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             check_kwargs_for_correctness(args, { "scaling" });
 
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_string_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), pyarray_to_string_vector(labels), create_scaling_object<data_set_type>(args) };
                             } else {
                                 return data_set_type{ pyarray_to_matrix(data), pyarray_to_string_vector(labels) };
                             }
@@ -133,7 +165,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                             check_kwargs_for_correctness(args, { "scaling" });
 
                             if (args.contains("scaling")) {
-                                return data_set_type{ pyarray_to_matrix(data), pylist_to_string_vector(labels), args["scaling"].cast<typename data_set_type::scaling>() };
+                                return data_set_type{ pyarray_to_matrix(data), pylist_to_string_vector(labels), create_scaling_object<data_set_type>(args) };
                             } else {
                                 return data_set_type{ pyarray_to_matrix(data), pylist_to_string_vector(labels) };
                             }
diff --git a/examples/python/main.py b/examples/python/main.py
index 6cb5ac4f8..d27172332 100644
--- a/examples/python/main.py
+++ b/examples/python/main.py
@@ -6,7 +6,7 @@
 
     # create two data sets: one with the training data scaled to [-1, 1]
     # and one with the test data scaled like the training data
-    train_data = plssvm.DataSet("train_data.libsvm", scaling=plssvm.DataSetScaling(-1.0, 1.0))
+    train_data = plssvm.DataSet("train_data.libsvm", scaling=(-1.0, 1.0))
     test_data = plssvm.DataSet("test_data.libsvm", scaling=train_data.scaling_factors())
 
     # create C-SVM using the default backend and the previously defined parameter

From 11aac69047b3a4787fc80e22e3fbaeede39d72cb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 29 Mar 2023 17:17:53 +0200
Subject: [PATCH 0853/1010] Add tests for the type_list.hpp header.

---
 tests/CMakeLists.txt |  1 +
 tests/type_list.cpp  | 97 ++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 98 insertions(+)
 create mode 100644 tests/type_list.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 5af4e3920..28a9fb270 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -146,6 +146,7 @@ set(PLSSVM_BASE_TEST_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/model.cpp
         ${CMAKE_CURRENT_LIST_DIR}/parameter.cpp
         ${CMAKE_CURRENT_LIST_DIR}/target_platforms.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/type_list.cpp
         )
 
 # create test executable
diff --git a/tests/type_list.cpp b/tests/type_list.cpp
new file mode 100644
index 000000000..b0af7a605
--- /dev/null
+++ b/tests/type_list.cpp
@@ -0,0 +1,97 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for functions related to the type_list.
+ */
+
+#include "plssvm/detail/type_list.hpp"
+
+#include "gtest/gtest.h"  // TEST, EXPECT_TRUE, EXPECT_FALSE, ::testing::StaticAssertTypeEq
+
+#include <tuple>  // std::tuple
+
+TEST(TypeList, CartesianTypeProductSingle) {
+    using lhs = std::tuple<int>;
+    using rhs = std::tuple<float>;
+
+    // create cartesian type product
+    using res = plssvm::detail::cartesian_type_product<lhs, rhs>::type;
+    // check if the resulting type is correct
+    ::testing::StaticAssertTypeEq<res, std::tuple<plssvm::detail::real_type_label_type_combination<int, float>>>();
+}
+TEST(TypeList, CartesianTypeProductTSingle) {
+    using lhs = std::tuple<int>;
+    using rhs = std::tuple<float>;
+
+    // create cartesian type product
+    using res = plssvm::detail::cartesian_type_product_t<lhs, rhs>;
+    // check if the resulting type is correct
+    ::testing::StaticAssertTypeEq<res, std::tuple<plssvm::detail::real_type_label_type_combination<int, float>>>();
+}
+
+TEST(TypeList, CartesianTypeProductMultiple) {
+    using lhs = std::tuple<int, long>;
+    using rhs = std::tuple<float, double>;
+
+    // create cartesian type product
+    using res = plssvm::detail::cartesian_type_product<lhs, rhs>::type;
+
+    // check if the resulting type is correct
+    // clang-format off
+    ::testing::StaticAssertTypeEq<res, std::tuple<plssvm::detail::real_type_label_type_combination<int, float>,
+                                                  plssvm::detail::real_type_label_type_combination<int, double>,
+                                                  plssvm::detail::real_type_label_type_combination<long, float>,
+                                                  plssvm::detail::real_type_label_type_combination<long, double>>>();
+    // clang-format on
+}
+TEST(TypeList, CartesianTypeProductTMultiple) {
+    using lhs = std::tuple<int, long>;
+    using rhs = std::tuple<float, double>;
+
+    // create cartesian type product
+    using res = plssvm::detail::cartesian_type_product_t<lhs, rhs>;
+
+    // check if the resulting type is correct
+    // clang-format off
+    ::testing::StaticAssertTypeEq<res, std::tuple<plssvm::detail::real_type_label_type_combination<int, float>,
+                                                  plssvm::detail::real_type_label_type_combination<int, double>,
+                                                  plssvm::detail::real_type_label_type_combination<long, float>,
+                                                  plssvm::detail::real_type_label_type_combination<long, double>>>();
+    // clang-format on
+}
+
+TEST(TypeList, TypeListContains) {
+    using types = std::tuple<int, float, double>;
+
+    // test the type_trait
+    EXPECT_TRUE((plssvm::detail::type_list_contains<int, types>::value));
+    EXPECT_TRUE((plssvm::detail::type_list_contains<float, types>::value));
+    EXPECT_TRUE((plssvm::detail::type_list_contains<double, types>::value));
+}
+TEST(TypeList, TypeListContainsV) {
+    using types = std::tuple<int, float, double>;
+
+    // test the type_trait
+    EXPECT_TRUE((plssvm::detail::type_list_contains_v<int, types>) );
+    EXPECT_TRUE((plssvm::detail::type_list_contains_v<float, types>) );
+    EXPECT_TRUE((plssvm::detail::type_list_contains_v<double, types>) );
+}
+
+TEST(TypeList, TypeListContainsNot) {
+    using types = std::tuple<int, float, double>;
+
+    // test the type_trait
+    EXPECT_FALSE((plssvm::detail::type_list_contains<char, types>::value));
+    EXPECT_FALSE((plssvm::detail::type_list_contains<const double, types>::value));
+}
+TEST(TypeList, TypeListContainsVNot) {
+    using types = std::tuple<int, float, double>;
+
+    // test the type_trait
+    EXPECT_FALSE((plssvm::detail::type_list_contains_v<char, types>) );
+    EXPECT_FALSE((plssvm::detail::type_list_contains_v<const double, types>) );
+}
\ No newline at end of file

From 0b292cf627a63fe7245d69b8924b11ff6f00d451 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 10:35:26 +0200
Subject: [PATCH 0854/1010] Fix CMake problems with nvcc.

---
 CMakeLists.txt | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 848d68414..cdfb35f5e 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -76,13 +76,15 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
+        $<$<COMPILE_LANGUAGE:CXX>:$<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
         -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor -Wextra-semi -Wunreachable-code -Wuninitialized
         -fPIC>
         $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
+        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>>
         )
+set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fPIC'")
+
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
@@ -107,7 +109,7 @@ if (OpenMP_FOUND)
     message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
     set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
     target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
-    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
+    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC $<$<COMPILE_LANGUAGE:CXX>:-fopenmp>)
     set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
 else ()
     # disable warning for unknown OpenMP pragmas if no OpenMP could be found

From eb9981eabd5a4533170c45b8f7f0548052dda06d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 11:33:08 +0200
Subject: [PATCH 0855/1010] Silence clang-tidy warnings (mostly passing
 pybind11 classes using const& instead by-value) and update include
 documentation formatting.

---
 bindings/Python/backends/cuda_csvm.cpp    | 12 +++----
 bindings/Python/backends/dpcpp_csvm.cpp   | 12 +++----
 bindings/Python/backends/hip_csvm.cpp     | 12 +++----
 bindings/Python/backends/hipsycl_csvm.cpp | 12 +++----
 bindings/Python/backends/opencl_csvm.cpp  | 12 +++----
 bindings/Python/backends/openmp_csvm.cpp  | 12 +++----
 bindings/Python/backends/sycl.cpp         |  2 +-
 bindings/Python/csvm.cpp                  | 28 ++++++++--------
 bindings/Python/data_set.cpp              | 33 +++++++++----------
 bindings/Python/exceptions/exceptions.cpp |  2 +-
 bindings/Python/kernel_function_types.cpp | 15 ++++-----
 bindings/Python/main.cpp                  |  4 +--
 bindings/Python/model.cpp                 | 16 ++++-----
 bindings/Python/parameter.cpp             |  4 +--
 bindings/Python/sklearn.cpp               | 40 +++++++++++------------
 bindings/Python/utility.hpp               | 12 +++----
 bindings/Python/version/version.cpp       | 10 +++---
 17 files changed, 117 insertions(+), 121 deletions(-)

diff --git a/bindings/Python/backends/cuda_csvm.cpp b/bindings/Python/backends/cuda_csvm.cpp
index 619310300..7c5d9e1ac 100644
--- a/bindings/Python/backends/cuda_csvm.cpp
+++ b/bindings/Python/backends/cuda_csvm.cpp
@@ -13,12 +13,12 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
+#include "../utility.hpp"               // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::init
+#include "pybind11/stl.h"               // support for STL types
 
-#include <memory>  // std::make_unique
+#include <memory>                       // std::make_unique
 
 namespace py = pybind11;
 
@@ -32,7 +32,7 @@ void init_cuda_csvm(py::module_ &m, const py::exception<plssvm::exception> &base
         .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
         .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
         .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
@@ -41,7 +41,7 @@ void init_cuda_csvm(py::module_ &m, const py::exception<plssvm::exception> &base
                  return std::make_unique<plssvm::cuda::csvm>(params);
              }),
              "create an SVM with the default target platform and keyword arguments")
-        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::target_platform target, const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index 677df41f9..d4c6a2701 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -13,12 +13,12 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
+#include "../utility.hpp"               // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::init
+#include "pybind11/stl.h"               // support for STL types
 
-#include <memory>  // std::make_unique
+#include <memory>                       // std::make_unique
 
 namespace py = pybind11;
 
@@ -32,7 +32,7 @@ py::module_ init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exceptio
         .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
         .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
         .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
                  // if one of the value keyword parameter is provided, set the respective value
@@ -43,7 +43,7 @@ py::module_ init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exceptio
                  return std::make_unique<plssvm::dpcpp::csvm>(params, plssvm::sycl_kernel_invocation_type = invoc);
              }),
              "create an SVM with the default target platform and keyword arguments")
-        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::target_platform target, const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
                  // if one of the value keyword parameter is provided, set the respective value
diff --git a/bindings/Python/backends/hip_csvm.cpp b/bindings/Python/backends/hip_csvm.cpp
index e91ca2732..e90d404b2 100644
--- a/bindings/Python/backends/hip_csvm.cpp
+++ b/bindings/Python/backends/hip_csvm.cpp
@@ -13,12 +13,12 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
+#include "../utility.hpp"               // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::init
+#include "pybind11/stl.h"               // support for STL types
 
-#include <memory>  // std::make_unique
+#include <memory>                       // std::make_unique
 
 namespace py = pybind11;
 
@@ -32,7 +32,7 @@ void init_hip_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_
         .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
         .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
         .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
@@ -41,7 +41,7 @@ void init_hip_csvm(py::module_ &m, const py::exception<plssvm::exception> &base_
                  return std::make_unique<plssvm::hip::csvm>(params);
              }),
              "create an SVM with the default target platform and keyword arguments")
-        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::target_platform target, const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index 6ef900b46..b7aba5753 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -13,12 +13,12 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
+#include "../utility.hpp"               // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::init
+#include "pybind11/stl.h"               // support for STL types
 
-#include <memory>  // std::make_unique
+#include <memory>                       // std::make_unique
 
 namespace py = pybind11;
 
@@ -32,7 +32,7 @@ py::module_ init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::except
         .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
         .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
         .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
                  // if one of the value keyword parameter is provided, set the respective value
@@ -43,7 +43,7 @@ py::module_ init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::except
                  return std::make_unique<plssvm::hipsycl::csvm>(params, plssvm::sycl_kernel_invocation_type = invoc);
              }),
              "create an SVM with the default target platform and keyword arguments")
-        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::target_platform target, const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_kernel_invocation_type" });
                  // if one of the value keyword parameter is provided, set the respective value
diff --git a/bindings/Python/backends/opencl_csvm.cpp b/bindings/Python/backends/opencl_csvm.cpp
index 6977119cf..a26973931 100644
--- a/bindings/Python/backends/opencl_csvm.cpp
+++ b/bindings/Python/backends/opencl_csvm.cpp
@@ -13,12 +13,12 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
+#include "../utility.hpp"               // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::init
+#include "pybind11/stl.h"               // support for STL types
 
-#include <memory>  // std::make_unique
+#include <memory>                       // std::make_unique
 
 namespace py = pybind11;
 
@@ -32,7 +32,7 @@ void init_opencl_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
         .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
         .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
         .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
@@ -41,7 +41,7 @@ void init_opencl_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
                  return std::make_unique<plssvm::opencl::csvm>(params);
              }),
              "create an SVM with the default target platform and keyword arguments")
-        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::target_platform target, const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
diff --git a/bindings/Python/backends/openmp_csvm.cpp b/bindings/Python/backends/openmp_csvm.cpp
index b419f037d..6a03e4edf 100644
--- a/bindings/Python/backends/openmp_csvm.cpp
+++ b/bindings/Python/backends/openmp_csvm.cpp
@@ -13,12 +13,12 @@
 #include "plssvm/parameter.hpp"         // plssvm::parameter
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "../utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
+#include "../utility.hpp"               // check_kwargs_for_correctness, convert_kwargs_to_parameter, register_py_exception
 
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init
-#include "pybind11/stl.h"       // support for STL types
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::init
+#include "pybind11/stl.h"               // support for STL types
 
-#include <memory>  // std::make_unique
+#include <memory>                       // std::make_unique
 
 namespace py = pybind11;
 
@@ -32,7 +32,7 @@ void init_openmp_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
         .def(py::init<plssvm::parameter>(), "create an SVM with the automatic target platform and provided parameter object")
         .def(py::init<plssvm::target_platform>(), "create an SVM with the provided target platform and default parameter object")
         .def(py::init<plssvm::target_platform, plssvm::parameter>(), "create an SVM with the provided target platform and parameter object")
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
@@ -41,7 +41,7 @@ void init_openmp_csvm(py::module_ &m, const py::exception<plssvm::exception> &ba
                  return std::make_unique<plssvm::openmp::csvm>(params);
              }),
              "create an SVM with the default target platform and keyword arguments")
-        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::target_platform target, const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value keyword parameter is provided, set the respective value
diff --git a/bindings/Python/backends/sycl.cpp b/bindings/Python/backends/sycl.cpp
index 17bd46d47..f82990928 100644
--- a/bindings/Python/backends/sycl.cpp
+++ b/bindings/Python/backends/sycl.cpp
@@ -10,7 +10,7 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"
 
-#include "../utility.hpp"  // register_py_exception
+#include "../utility.hpp"       // register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::enum_, py::exception
 #include "pybind11/stl.h"       // support for STL types: std:vector
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 6f9d1c254..363b0c8e8 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -9,23 +9,23 @@
 #include "plssvm/csvm.hpp"
 #include "plssvm/csvm_factory.hpp"
 
-#include "utility.hpp"  // check_kwargs_for_correctness, convert_kwargs_to_parameter
+#include "utility.hpp"          // check_kwargs_for_correctness, convert_kwargs_to_parameter
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::kwargs, py::overload_cast, py::const_
 #include "pybind11/stl.h"       // support for STL types
 
-#include <cstddef>      // std::size_t
-#include <string>       // std::string
-#include <tuple>        // std::tuple_element_t, std::tuple_size_v
-#include <type_traits>  // std::is_same_v
-#include <utility>      // std::integer_sequence, std::make_integer_sequence
+#include <cstddef>              // std::size_t
+#include <string>               // std::string
+#include <tuple>                // std::tuple_element_t, std::tuple_size_v
+#include <type_traits>          // std::is_same_v
+#include <utility>              // std::integer_sequence, std::make_integer_sequence
 
 namespace py = pybind11;
 
 template <typename real_type, typename label_type>
 void instantiate_csvm_functions(py::class_<plssvm::csvm> &c, plssvm::detail::real_type_label_type_combination<real_type, label_type>) {
     c.def(
-         "fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, py::kwargs args) {
+         "fit", [](const plssvm::csvm &self, const plssvm::data_set<real_type, label_type> &data, const py::kwargs &args) {
              // check keyword arguments
              check_kwargs_for_correctness(args, { "epsilon", "max_iter" });
 
@@ -63,7 +63,7 @@ void instantiate_model_bindings(py::class_<plssvm::csvm> &c) {
     instantiate_csvm_functions<T>(c, std::make_integer_sequence<std::size_t, std::tuple_size_v<T>>{});
 }
 
-std::unique_ptr<plssvm::csvm> assemble_csvm(const plssvm::backend_type backend, const plssvm::target_platform target, py::kwargs args) {
+std::unique_ptr<plssvm::csvm> assemble_csvm(const plssvm::backend_type backend, const plssvm::target_platform target, const py::kwargs &args) {
     // check keyword arguments
     check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
     // if one of the value keyword parameter is provided, set the respective value
@@ -87,7 +87,7 @@ std::unique_ptr<plssvm::csvm> assemble_csvm(const plssvm::backend_type backend,
 }
 
 void init_csvm(py::module_ &m) {
-    py::module_ pure_virtual_model = m.def_submodule("__pure_virtual");
+    const py::module_ pure_virtual_model = m.def_submodule("__pure_virtual");
 
     py::class_<plssvm::csvm> pycsvm(pure_virtual_model, "__pure_virtual_base_CSVM");
     pycsvm.def("get_params", &plssvm::csvm::get_params, "get the parameter used for this SVM")
@@ -97,7 +97,7 @@ void init_csvm(py::module_ &m) {
             },
             "update the parameter used for this SVM using a plssvm.Parameter object")
         .def(
-            "set_params", [](plssvm::csvm &self, py::kwargs args) {
+            "set_params", [](plssvm::csvm &self, const py::kwargs &args) {
                 // check keyword arguments
                 check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                 // convert kwargs to parameter and update csvm internal parameter
@@ -127,12 +127,12 @@ void init_csvm(py::module_ &m) {
                  return plssvm::make_csvm(target, params);
              }),
              "create an SVM with the default backend, provided target platform and provided parameter object")
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // assemble CSVM
                  return assemble_csvm(plssvm::determine_default_backend(), plssvm::determine_default_target_platform(), args);
              }),
              "create an SVM with the default backend, default target platform and provided keyword arguments")
-        .def(py::init([](const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::target_platform target, const py::kwargs &args) {
                  // assemble CSVM
                  return assemble_csvm(plssvm::determine_default_backend(), target, args);
              }),
@@ -154,12 +154,12 @@ void init_csvm(py::module_ &m) {
                  return plssvm::make_csvm(backend, target, params);
              }),
              "create an SVM with the provided backend, provided target platform and provided parameter object")
-        .def(py::init([](const plssvm::backend_type backend, py::kwargs args) {
+        .def(py::init([](const plssvm::backend_type backend, const py::kwargs &args) {
                  // assemble CSVM
                  return assemble_csvm(backend, plssvm::determine_default_target_platform(), args);
              }),
              "create an SVM with the provided backend, default target platform and provided keyword arguments")
-        .def(py::init([](const plssvm::backend_type backend, const plssvm::target_platform target, py::kwargs args) {
+        .def(py::init([](const plssvm::backend_type backend, const plssvm::target_platform target, const py::kwargs &args) {
                  // assemble CSVM
                  return assemble_csvm(backend, target, args);
              }),
diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index a6c93e2df..855acaa77 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -9,27 +9,26 @@
 #include "plssvm/data_set.hpp"
 #include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
-#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name,
-                        // pyarray_to_vector, pyarray_to_string_vector, pylist_to_string_vector, pyarray_to_matrix
+#include "utility.hpp"                  // check_kwargs_for_correctness, assemble_unique_class_name,
+                                        // pyarray_to_vector, pyarray_to_string_vector, pylist_to_string_vector, pyarray_to_matrix
 
-#include "fmt/core.h"           // fmt::format
-#include "fmt/format.h"         // fmt::join
-#include "pybind11/numpy.h"     // py::array_t
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only, py::list
-#include "pybind11/stl.h"       // support for STL types
+#include "fmt/core.h"                   // fmt::format
+#include "fmt/format.h"                 // fmt::join
+#include "pybind11/numpy.h"             // py::array_t
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::init, py::return_value_policy, py::arg, py::kwargs, py::value_error, py::pos_only, py::list
+#include "pybind11/stl.h"               // support for STL types
 
-#include <array>        // std::array
-#include <cstddef>      // std::size_t
-#include <string>       // std::string
-#include <tuple>        // std::tuple_element_t, std::tuple_size_v
-#include <type_traits>  // std::is_same_v
-#include <utility>      // std::move, std::integer_sequence, std::make_integer_sequence
-#include <vector>       // std::vector
+#include <array>                        // std::array
+#include <cstddef>                      // std::size_t
+#include <string>                       // std::string
+#include <tuple>                        // std::tuple_element_t, std::tuple_size_v
+#include <type_traits>                  // std::is_same_v
+#include <utility>                      // std::move, std::integer_sequence, std::make_integer_sequence
 
 namespace py = pybind11;
 
 template <typename data_set_type>
-typename data_set_type::scaling create_scaling_object(py::kwargs args) {
+typename data_set_type::scaling create_scaling_object(const py::kwargs &args) {
     using real_type = typename data_set_type::real_type;
 
     if (args.contains("scaling")) {
@@ -42,7 +41,7 @@ typename data_set_type::scaling create_scaling_object(py::kwargs args) {
             // can't cast to plssvm::data_set_type::scaling
             // -> try an std::array<real_type, 2> instead!
             try {
-                const std::array<real_type, 2> interval = args["scaling"].cast<std::array<real_type, 2>>();
+                const auto interval = args["scaling"].cast<std::array<real_type, 2>>();
                 scaling = typename data_set_type::scaling{ interval[0], interval[1] };
             } catch (...) {
                 // rethrow exception if this also did not succeed
@@ -160,7 +159,7 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         }),
                         "create a new data set with labels from a numpy array given additional optional parameters");
         // if the requested label_type is std::string, accept a python list (which can contain py::str) and convert them to a std::string internally
-        py_data_set.def(py::init([](py::array_t<real_type> data, py::list labels, py::kwargs args) {
+        py_data_set.def(py::init([](py::array_t<real_type> data, const py::list &labels, py::kwargs args) {
                             // check keyword arguments
                             check_kwargs_for_correctness(args, { "scaling" });
 
diff --git a/bindings/Python/exceptions/exceptions.cpp b/bindings/Python/exceptions/exceptions.cpp
index a1c853dd2..a2a56e57f 100644
--- a/bindings/Python/exceptions/exceptions.cpp
+++ b/bindings/Python/exceptions/exceptions.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/exceptions/exceptions.hpp"
 
-#include "utility.hpp"  // register_py_exception
+#include "utility.hpp"          // register_py_exception
 
 #include "pybind11/pybind11.h"  // py::module_, py::exception
 
diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index c5e4fb4cf..76fb61772 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -9,12 +9,11 @@
 #include "plssvm/kernel_function_types.hpp"
 #include "plssvm/parameter.hpp"  // plssvm::parameter
 
-#include "fmt/core.h"           // fmt::format
-#include "pybind11/pybind11.h"  // py::module_, py::enum_, py::arg, py::pos_only
-#include "pybind11/stl.h"       // support for STL types: std::vector, std::optional
+#include "pybind11/pybind11.h"   // py::module_, py::enum_, py::arg, py::pos_only
+#include "pybind11/stl.h"        // support for STL types: std::vector, std::optional
 
-#include <optional>  // std::optional, std::nullopt
-#include <vector>    // std::vector
+#include <optional>              // std::optional, std::nullopt
+#include <vector>                // std::vector
 
 namespace py = pybind11;
 
@@ -33,7 +32,7 @@ void init_kernel_function_types(py::module_ &m) {
     m.def("linear_kernel_function", &plssvm::kernel_function<plssvm::kernel_function_type::linear, double>, "apply the linear kernel function to two vectors");
     m.def(
         "polynomial_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const int degree, const std::optional<double> gamma, const double coef0) {
-            return plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x, y, degree, gamma.has_value() ? gamma.value() : 1.0 / x.size(), coef0);
+            return plssvm::kernel_function<plssvm::kernel_function_type::polynomial>(x, y, degree, gamma.has_value() ? gamma.value() : 1.0 / static_cast<double>(x.size()), coef0);
         },
         "apply the polynomial kernel function to two vectors",
         py::arg("x"),
@@ -44,7 +43,7 @@ void init_kernel_function_types(py::module_ &m) {
         py::arg("coef0") = params.coef0.value());
     m.def(
         "rbf_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const std::optional<double> gamma) {
-            return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma.has_value() ? gamma.value() : 1.0 / x.size());
+            return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma.has_value() ? gamma.value() : 1.0 / static_cast<double>(x.size()));
         },
         "apply the radial basis function kernel function to two vectors",
         py::arg("x"),
@@ -56,7 +55,7 @@ void init_kernel_function_types(py::module_ &m) {
         "kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, plssvm::parameter params) {
             // set default gamma value
             if (params.gamma.is_default()) {
-                params.gamma = 1.0 / x.size();
+                params.gamma = 1.0 / static_cast<double>(x.size());
             }
             return plssvm::kernel_function(x, y, params);
         },
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 07e6a33fb..09d3afe95 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -8,9 +8,9 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::exception
 
-#include "pybind11/pybind11.h"  // PYBIND11_MODULE, py::module_, py::exception, py::register_exception_translator
+#include "pybind11/pybind11.h"               // PYBIND11_MODULE, py::module_, py::exception, py::register_exception_translator
 
-#include <exception>  // std::exception_ptr, std::rethrow_exception
+#include <exception>                         // std::exception_ptr, std::rethrow_exception
 
 namespace py = pybind11;
 
diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 957829fe4..795096174 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -9,16 +9,16 @@
 #include "plssvm/model.hpp"
 #include "plssvm/detail/type_list.hpp"  // plssvm::detail::real_type_label_type_combination_list
 
-#include "utility.hpp"  // assemble_unique_class_name, vector_to_pyarray, matrix_to_pyarray
+#include "utility.hpp"                  // assemble_unique_class_name, vector_to_pyarray, matrix_to_pyarray
 
-#include "fmt/core.h"           // fmt::format
-#include "pybind11/pybind11.h"  // py::module_, py::class_, py::return_value_policy
-#include "pybind11/stl.h"       // support for STL types: std::vector
+#include "fmt/core.h"                   // fmt::format
+#include "pybind11/pybind11.h"          // py::module_, py::class_, py::return_value_policy
+#include "pybind11/stl.h"               // support for STL types: std::vector
 
-#include <cstddef>  // std::size_t
-#include <string>   // std::string
-#include <tuple>    // std::tuple_element_t, std::tuple_size_v
-#include <utility>  // std::integer_sequence, std::make_integer_sequence
+#include <cstddef>                      // std::size_t
+#include <string>                       // std::string
+#include <tuple>                        // std::tuple_element_t, std::tuple_size_v
+#include <utility>                      // std::integer_sequence, std::make_integer_sequence
 
 namespace py = pybind11;
 
diff --git a/bindings/Python/parameter.cpp b/bindings/Python/parameter.cpp
index 5aab2f1de..c61217862 100644
--- a/bindings/Python/parameter.cpp
+++ b/bindings/Python/parameter.cpp
@@ -15,8 +15,6 @@
 #include "pybind11/pybind11.h"   // py::module_, py::class_, py::init, py::arg, py::return_value_policy, py::self
 #include "pybind11/stl.h"        // support for STL types
 
-#include <sstream>
-
 namespace py = pybind11;
 
 void init_parameter(py::module_ &m) {
@@ -24,7 +22,7 @@ void init_parameter(py::module_ &m) {
     py::class_<plssvm::parameter>(m, "Parameter")
         .def(py::init<>())
         .def(py::init<plssvm::kernel_function_type, int, double, double, double>())
-        .def(py::init([](py::kwargs args) {
+        .def(py::init([](const py::kwargs &args) {
                  // check for valid keys
                  check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost" });
                  // if one of the value named parameter is provided, set the respective value
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index c9bff39e7..b1606a85b 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/core.hpp"
 
-#include "utility.hpp"  // check_kwargs_for_correctness, assemble_unique_class_name, pyarray_to_vector, pyarray_to_matrix
+#include "utility.hpp"           // check_kwargs_for_correctness, assemble_unique_class_name, pyarray_to_vector, pyarray_to_matrix
 
 #include "fmt/core.h"            // fmt::format
 #include "pybind11/numpy.h"      // support for STL types
@@ -16,16 +16,16 @@
 #include "pybind11/pybind11.h"   // py::module_, py::class_, py::init, py::arg, py::return_value_policy, py::self
 #include "pybind11/stl.h"        // support for STL types
 
-#include <cstddef>   // std::size_t
-#include <cstdint>   // std::int32_t
-#include <map>       // std::map
-#include <memory>    // std::unique_ptr, std::make_unique
-#include <numeric>   // std::iota
-#include <optional>  // std::optional, std::nullopt
-#include <sstream>   // std::stringstream
-#include <string>    // std::string
-#include <tuple>     // std::tuple
-#include <vector>    // std::vector
+#include <cstddef>               // std::size_t
+#include <cstdint>               // std::int32_t
+#include <map>                   // std::map
+#include <memory>                // std::unique_ptr, std::make_unique
+#include <numeric>               // std::iota
+#include <optional>              // std::optional, std::nullopt
+#include <sstream>               // std::stringstream
+#include <string>                // std::string
+#include <tuple>                 // std::tuple
+#include <vector>                // std::vector
 
 namespace py = pybind11;
 
@@ -47,7 +47,7 @@ struct svc {
     std::unique_ptr<model_type> model_{};
 };
 
-void parse_provided_params(svc &self, py::kwargs args) {
+void parse_provided_params(svc &self, const py::kwargs &args) {
     // check keyword arguments
     check_kwargs_for_correctness(args, { "C", "kernel", "degree", "gamma", "coef0", "shrinking", "probability", "tol", "cache_size", "class_weight", "verbose", "max_iter", "decision_function_shape", "break_ties", "random_state" });
 
@@ -56,7 +56,7 @@ void parse_provided_params(svc &self, py::kwargs args) {
     }
     if (args.contains("kernel")) {
         std::stringstream ss{ args["kernel"].cast<std::string>() };
-        plssvm::kernel_function_type kernel;
+        plssvm::kernel_function_type kernel{};
         ss >> kernel;
         self.svm_->set_params(plssvm::kernel_type = kernel);
     }
@@ -118,7 +118,7 @@ void fit(svc &self) {
 void init_sklearn(py::module_ &m) {
     // documentation based on sklearn.svm.SVC documentation
     py::class_<svc> py_svc(m, "SVC");
-    py_svc.def(py::init([](py::kwargs args) {
+    py_svc.def(py::init([](const py::kwargs &args) {
                    // to silence constructor messages
                    if (args.contains("verbose")) {
                        ::plssvm::verbose = args["verbose"].cast<bool>();
@@ -153,7 +153,7 @@ void init_sklearn(py::module_ &m) {
         py::arg("sample_weight") = std::nullopt);
 #else
     py_svc.def(
-              "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+              "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, const std::optional<std::vector<typename svc::real_type>> &sample_weight) {
                   if (sample_weight.has_value()) {
                       throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                   }
@@ -168,7 +168,7 @@ void init_sklearn(py::module_ &m) {
               py::pos_only(),
               py::arg("sample_weight") = std::nullopt)
         .def(
-            "fit", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+            "fit", [](svc &self, py::array_t<typename svc::real_type> data, const py::list &labels, const std::optional<std::vector<typename svc::real_type>> &sample_weight) {
                 if (sample_weight.has_value()) {
                     throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                 }
@@ -250,7 +250,7 @@ void init_sklearn(py::module_ &m) {
         py::arg("sample_weight") = std::nullopt);
 #else
     py_svc.def(
-              "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+              "score", [](svc &self, py::array_t<typename svc::real_type> data, py::array_t<typename svc::real_type> labels, const std::optional<std::vector<typename svc::real_type>> &sample_weight) {
                   if (sample_weight.has_value()) {
                       throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                   }
@@ -268,7 +268,7 @@ void init_sklearn(py::module_ &m) {
               py::pos_only(),
               py::arg("sample_weight") = std::nullopt)
         .def(
-            "score", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, std::optional<std::vector<typename svc::real_type>> sample_weight) {
+            "score", [](svc &self, py::array_t<typename svc::real_type> data, py::list labels, const std::optional<std::vector<typename svc::real_type>> &sample_weight) {
                 if (sample_weight.has_value()) {
                     throw py::attribute_error{ "The 'sample_weight' parameter for a call to 'fit' is not implemented yet!" };
                 }
@@ -287,7 +287,7 @@ void init_sklearn(py::module_ &m) {
             py::arg("sample_weight") = std::nullopt);
 #endif
     py_svc.def(
-              "set_params", [](svc &self, py::kwargs args) {
+              "set_params", [](svc &self, const py::kwargs &args) {
                   parse_provided_params(self, args);
               },
               "Set the parameters of this estimator.")
@@ -350,7 +350,7 @@ void init_sklearn(py::module_ &m) {
                     // all data points are support vectors
                     const auto size = static_cast<int>(self.model_->num_support_vectors());
                     py::array_t<int> py_array(size);
-                    py::buffer_info buffer = py_array.request();
+                    const py::buffer_info buffer = py_array.request();
                     int *ptr = static_cast<int *>(buffer.ptr);
                     for (int i = 0; i < size; ++i) {
                         ptr[i] = i;
diff --git a/bindings/Python/utility.hpp b/bindings/Python/utility.hpp
index 8ecbb45be..e4f350e62 100644
--- a/bindings/Python/utility.hpp
+++ b/bindings/Python/utility.hpp
@@ -74,7 +74,7 @@ template <typename T>
  * @return the `std::vector<T>` (`[[nodiscard]]`)
  */
 template <typename T>
-[[nodiscard]] std::vector<T> pyarray_to_vector(py::array_t<T> vec) {
+[[nodiscard]] std::vector<T> pyarray_to_vector(const py::array_t<T> &vec) {
     // check dimensions
     if (vec.ndim() != 1) {
         throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", vec.ndim()) };
@@ -91,7 +91,7 @@ template <typename T>
  * @return the `std::vector<std::string>` (`[[nodiscard]]`)
  */
 template <typename T>
-[[nodiscard]] std::vector<std::string> pyarray_to_string_vector(py::array_t<T> vec) {
+[[nodiscard]] std::vector<std::string> pyarray_to_string_vector(const py::array_t<T> &vec) {
     // check dimensions
     if (vec.ndim() != 1) {
         throw py::value_error{ fmt::format("the provided array must have exactly one dimension but has {}!", vec.ndim()) };
@@ -111,7 +111,7 @@ template <typename T>
  * @param[in] list the Python List to convert
  * @return the `std::vector<std::string>` (`[[nodiscard]]`)
  */
-[[nodiscard]] inline std::vector<std::string> pylist_to_string_vector(py::list list) {
+[[nodiscard]] inline std::vector<std::string> pylist_to_string_vector(const py::list &list) {
     // convert a Python list containing strings to a std::vector<std::string>
     std::vector<std::string> tmp(py::len(list));
     for (std::vector<std::string>::size_type i = 0; i < tmp.size(); ++i) {
@@ -128,7 +128,7 @@ template <typename T>
  * @return to 2D matrix of `std::vector<std::vector<T>>` (`[[nodiscard]]`)
  */
 template <typename T>
-[[nodiscard]] std::vector<std::vector<T>> pyarray_to_matrix(py::array_t<T> mat) {
+[[nodiscard]] std::vector<std::vector<T>> pyarray_to_matrix(const py::array_t<T> &mat) {
     // check dimensions
     if (mat.ndim() != 2) {
         throw py::value_error{ fmt::format("the provided matrix must have exactly two dimensions but has {}!", mat.ndim()) };
@@ -149,7 +149,7 @@ template <typename T>
  * @param[in] valid_named_args the valid keyword arguments
  * @throws pybind11::value_error if an illegal keyword arguments has been provided
  */
-inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std::string_view> valid_named_args) {
+inline void check_kwargs_for_correctness(const py::kwargs &args, const std::vector<std::string_view> &valid_named_args) {
     for (const auto &[key, value] : args) {
         if (!plssvm::detail::contains(valid_named_args, key.cast<std::string_view>())) {
             throw py::value_error(fmt::format("Invalid argument \"{}={}\" provided!", key.cast<std::string_view>(), value.cast<std::string_view>()));
@@ -163,7 +163,7 @@ inline void check_kwargs_for_correctness(py::kwargs args, const std::vector<std:
  * @param[in] params the baseline parameter
  * @return the `plssvm::parameter` object filled with the keyword @p args (`[[nodiscard]]`)
  */
-[[nodiscard]] inline plssvm::parameter convert_kwargs_to_parameter(py::kwargs args, plssvm::parameter params = {}) {
+[[nodiscard]] inline plssvm::parameter convert_kwargs_to_parameter(const py::kwargs &args, plssvm::parameter params = {}) {
     if (args.contains("kernel_type")) {
         params.kernel_type = args["kernel_type"].cast<typename decltype(params.kernel_type)::value_type>();
     }
diff --git a/bindings/Python/version/version.cpp b/bindings/Python/version/version.cpp
index df87d06cf..393122cac 100644
--- a/bindings/Python/version/version.cpp
+++ b/bindings/Python/version/version.cpp
@@ -21,13 +21,13 @@ void init_version(py::module_ &m) {
     // complexity necessary to enforce read-only
     py::class_<version>(m, "version")
         .def_property_readonly_static(
-            "name", [](py::object /* self */) { return plssvm::version::name; }, "the name of the PLSSVM library")
+            "name", [](const py::object & /* self */) { return plssvm::version::name; }, "the name of the PLSSVM library")
         .def_property_readonly_static(
-            "version", [](py::object /* self */) { return plssvm::version::version; }, "the used version of the PLSSVM library")
+            "version", [](const py::object & /* self */) { return plssvm::version::version; }, "the used version of the PLSSVM library")
         .def_property_readonly_static(
-            "major", [](py::object /* self */) { return plssvm::version::major; }, "the used major version of the PLSSVM library")
+            "major", [](const py::object & /* self */) { return plssvm::version::major; }, "the used major version of the PLSSVM library")
         .def_property_readonly_static(
-            "minor", [](py::object /* self */) { return plssvm::version::minor; }, "the used minor version of the PLSSVM library")
+            "minor", [](const py::object & /* self */) { return plssvm::version::minor; }, "the used minor version of the PLSSVM library")
         .def_property_readonly_static(
-            "patch", [](py::object /* self */) { return plssvm::version::patch; }, "the used patch version of the PLSSVM library");
+            "patch", [](const py::object & /* self */) { return plssvm::version::patch; }, "the used patch version of the PLSSVM library");
 }
\ No newline at end of file

From f597a45ddacc0293362d0d4f908056461e106f70 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 10:35:26 +0200
Subject: [PATCH 0856/1010] Fix CMake problems with nvcc.

---
 CMakeLists.txt | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index fa3b44943..3a51d895b 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -75,13 +75,15 @@ target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
 target_compile_features(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC cxx_std_17)
 ## additional base library compile options
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-        $<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
-        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor
-        -Wextra-semi -Wunreachable-code -Wuninitialized>
+        $<$<COMPILE_LANGUAGE:CXX>:$<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
+        -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor -Wextra-semi -Wunreachable-code -Wuninitialized
+        -fPIC>
         $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>
+        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>>
         )
+set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fPIC'")
+
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,GNU,Clang>:-Werror=switch -fstrict-enums>
@@ -106,7 +108,7 @@ if (OpenMP_FOUND)
     message(STATUS "Found OpenMP ${OpenMP_CXX_VERSION} to speed-up library utilities (like file parsing).")
     set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
     target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
-    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC -fopenmp)
+    target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC $<$<COMPILE_LANGUAGE:CXX>:-fopenmp>)
     set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
 else ()
     # disable warning for unknown OpenMP pragmas if no OpenMP could be found

From 18a696b210ef74402ab0f4ce6e31f982c912b3ad Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 16:57:04 +0200
Subject: [PATCH 0857/1010] Remove magic numbers.

---
 include/plssvm/detail/io/arff_parsing.hpp | 26 +++++++++++------------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/include/plssvm/detail/io/arff_parsing.hpp b/include/plssvm/detail/io/arff_parsing.hpp
index 9012236bf..74d9728ff 100644
--- a/include/plssvm/detail/io/arff_parsing.hpp
+++ b/include/plssvm/detail/io/arff_parsing.hpp
@@ -20,17 +20,17 @@
 #include "plssvm/detail/utility.hpp"            // plssvm::detail::current_date_time
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::exception::invalid_file_format_exception
 
-#include "fmt/format.h"  // fmt::format, fmt::join
-#include "fmt/os.h"      // fmt::ostream, fmt::output_file
-
-#include <cstddef>      // std::size_t
-#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <set>          // std::set
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple
-#include <utility>      // std::move
-#include <vector>       // std::vector
+#include "fmt/format.h"                         // fmt::format, fmt::join
+#include "fmt/os.h"                             // fmt::ostream, fmt::output_file
+
+#include <cstddef>                              // std::size_t
+#include <exception>                            // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <set>                                  // std::set
+#include <string>                               // std::string
+#include <string_view>                          // std::string_view
+#include <tuple>                                // std::tuple, std::make_tuple
+#include <utility>                              // std::move
+#include <vector>                               // std::vector
 
 namespace plssvm::detail::io {
 
@@ -123,7 +123,7 @@ template <typename label_type>
 
             // remove attribute from string
             std::string_view sv{ line };
-            sv.remove_prefix(10);  // @ATTRIBUTE is 10 chars long
+            sv.remove_prefix(std::string_view{ "@ATTRIBUTE" }.size());
             sv = trim_left(sv);
 
             // if the line is valid, it must now start with CLASS
@@ -133,7 +133,7 @@ template <typename label_type>
                     throw invalid_file_format_exception{ "A nominal attribute with the name CLASS may only be provided once!" };
                 }
                 // check if the nominal attribute ist enclosed in curly braces
-                sv.remove_prefix(5);  // CLASS is 5 chars long
+                sv.remove_prefix(std::string_view{ "CLASS" }.size());
                 sv = detail::trim(sv);
                 // the class labels must be given
                 if (sv.empty()) {

From f8dde4589e8d61664b23b7dc2f5436b4de328d69 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 16:57:31 +0200
Subject: [PATCH 0858/1010] Add missing noexcept to move-assignment operator.

---
 include/plssvm/backends/OpenCL/detail/command_queue.hpp | 2 +-
 src/plssvm/backends/OpenCL/detail/command_queue.cpp     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/OpenCL/detail/command_queue.hpp b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
index b06bafb4b..5d15db3d3 100644
--- a/include/plssvm/backends/OpenCL/detail/command_queue.hpp
+++ b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
@@ -56,7 +56,7 @@ class command_queue {
      * @param[in,out] other the command_queue to move the resources from
      * @return `*this`
      */
-    command_queue &operator=(command_queue &&other);
+    command_queue &operator=(command_queue &&other) noexcept;
 
     /**
      * @brief Release the cl_command_queue resources on destruction.
diff --git a/src/plssvm/backends/OpenCL/detail/command_queue.cpp b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
index 0f0170556..37f71f94a 100644
--- a/src/plssvm/backends/OpenCL/detail/command_queue.cpp
+++ b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
@@ -37,7 +37,7 @@ command_queue::command_queue(cl_context context, cl_device_id device) {
 command_queue::command_queue(command_queue &&other) noexcept :
     queue{ std::exchange(other.queue, nullptr) }, float_kernels{ std::move(other.float_kernels) }, double_kernels{ std::move(other.double_kernels) } {}
 
-command_queue &command_queue::operator=(command_queue &&other) {
+command_queue &command_queue::operator=(command_queue &&other) noexcept {
     if (this != std::addressof(other)) {
         queue = std::exchange(other.queue, nullptr);
         float_kernels = std::move(other.float_kernels);

From 92549ce1008e3e78a655ef46cf741ee95fec5d18 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 16:59:03 +0200
Subject: [PATCH 0859/1010] Value initialize used target_platform.

---
 src/plssvm/backends/OpenCL/csvm.cpp       | 2 +-
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index f26b320ac..75fb50138 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -77,7 +77,7 @@ void csvm::init(const target_platform target) {
     const kernel_function_type kernel = base_type::get_params().kernel_type;
 
     // get all available OpenCL contexts for the current target including devices with respect to the requested target platform
-    target_platform used_target;
+    target_platform used_target{};
     std::tie(contexts_, used_target) = detail::get_contexts(target);
 
     // currently, only a single context is allowed
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 68b05e646..6641ace9b 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -74,7 +74,7 @@ void csvm::init(const target_platform target) {
     }
 
     // get all available devices wrt the requested target platform
-    target_platform used_target;
+    target_platform used_target{};
     std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 19d529efc..8f360dbbc 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -76,7 +76,7 @@ void csvm::init(const target_platform target) {
     }
 
     // get all available devices wrt the requested target platform
-    target_platform used_target;
+    target_platform used_target{};
     std::tie(devices_, used_target) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided

From 4e1c449144973b0db3626cf0d959234b31e24295 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 16:59:36 +0200
Subject: [PATCH 0860/1010] Add missing const.

---
 src/plssvm/backends/CUDA/csvm.cu          |  4 ++--
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 14 +++++++-------
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 14 +++++++-------
 3 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index f442ac741..897d8a6b1 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -95,8 +95,8 @@ void csvm::device_synchronize(const queue_type &queue) const {
 }
 
 std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::execution_range &range) {
-    dim3 grid(range.grid[0], range.grid[1], range.grid[2]);
-    dim3 block(range.block[0], range.block[1], range.block[2]);
+    const dim3 grid(range.grid[0], range.grid[1], range.grid[2]);
+    const dim3 block(range.block[0], range.block[1], range.block[2]);
     return std::make_pair(grid, block);
 }
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 6641ace9b..10ac1aeae 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -108,7 +108,7 @@ void csvm::init(const target_platform target) {
 csvm::~csvm() {
     try {
         // be sure that all operations on the SYCL queues have finished before destruction
-        for (queue_type &q : devices_) {
+        for (const queue_type &q : devices_) {
             device_synchronize(q);
         }
     } catch (const plssvm::exception &e) {
@@ -140,16 +140,16 @@ ::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_
     };
 
     if constexpr (I == 1) {
-        ::sycl::range<1> grid{ fill_grid(0) };
-        ::sycl::range<1> block{ range.block[0] };
+        const ::sycl::range<1> grid{ fill_grid(0) };
+        const ::sycl::range<1> block{ range.block[0] };
         return ::sycl::nd_range<1>{ grid, block };
     } else if constexpr (I == 2) {
-        ::sycl::range<2> grid{ fill_grid(0), fill_grid(1) };
-        ::sycl::range<2> block{ range.block[0], range.block[1] };
+        const ::sycl::range<2> grid{ fill_grid(0), fill_grid(1) };
+        const ::sycl::range<2> block{ range.block[0], range.block[1] };
         return ::sycl::nd_range<2>{ grid, block };
     } else if constexpr (I == 3) {
-        ::sycl::range<3> grid{ fill_grid(0), fill_grid(1), fill_grid(2) };
-        ::sycl::range<3> block{ range.block[0], range.block[1], range.block[2] };
+        const ::sycl::range<3> grid{ fill_grid(0), fill_grid(1), fill_grid(2) };
+        const ::sycl::range<3> block{ range.block[0], range.block[1], range.block[2] };
         return ::sycl::nd_range<3>{ grid, block };
     } else {
         static_assert(I <= 3, "Illegal nd_range size!");
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 8f360dbbc..295d27a52 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -119,7 +119,7 @@ void csvm::init(const target_platform target) {
 csvm::~csvm() {
     try {
         // be sure that all operations on the SYCL queues have finished before destruction
-        for (queue_type &q : devices_) {
+        for (const queue_type &q : devices_) {
             device_synchronize(q);
         }
     } catch (const plssvm::exception &e) {
@@ -151,16 +151,16 @@ ::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_
     };
 
     if constexpr (I == 1) {
-        ::sycl::range<1> grid{ fill_grid(0) };
-        ::sycl::range<1> block{ range.block[0] };
+        const ::sycl::range<1> grid{ fill_grid(0) };
+        const ::sycl::range<1> block{ range.block[0] };
         return ::sycl::nd_range<1>{ grid, block };
     } else if constexpr (I == 2) {
-        ::sycl::range<2> grid{ fill_grid(0), fill_grid(1) };
-        ::sycl::range<2> block{ range.block[0], range.block[1] };
+        const ::sycl::range<2> grid{ fill_grid(0), fill_grid(1) };
+        const ::sycl::range<2> block{ range.block[0], range.block[1] };
         return ::sycl::nd_range<2>{ grid, block };
     } else if constexpr (I == 3) {
-        ::sycl::range<3> grid{ fill_grid(0), fill_grid(1), fill_grid(2) };
-        ::sycl::range<3> block{ range.block[0], range.block[1], range.block[2] };
+        const ::sycl::range<3> grid{ fill_grid(0), fill_grid(1), fill_grid(2) };
+        const ::sycl::range<3> block{ range.block[0], range.block[1], range.block[2] };
         return ::sycl::nd_range<3>{ grid, block };
     } else {
         static_assert(I <= 3, "Illegal nd_range size!");

From d5684226a3bd1d78d5eb629fedcd08dcde9aee32 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:00:18 +0200
Subject: [PATCH 0861/1010] Add explicit cast.

---
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 10ac1aeae..96e5ecb0e 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -158,7 +158,7 @@ ::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_
 
 template <typename real_type>
 void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
-    constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    constexpr auto boundary_size = static_cast<std::size_t>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 295d27a52..a5ce3a7e1 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -169,7 +169,7 @@ ::sycl::nd_range<I> execution_range_to_native(const ::plssvm::detail::execution_
 
 template <typename real_type>
 void csvm::run_q_kernel_impl(const std::size_t device, [[maybe_unused]] const ::plssvm::detail::execution_range &range, const ::plssvm::detail::parameter<real_type> &params, device_ptr_type<real_type> &q_d, const device_ptr_type<real_type> &data_d, const device_ptr_type<real_type> &data_last_d, const std::size_t num_data_points_padded, const std::size_t num_features) const {
-    constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    constexpr auto boundary_size = static_cast<std::size_t>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
             devices_[device].impl->sycl_queue.parallel_for(::sycl::range<1>{ num_data_points_padded - boundary_size }, sycl::detail::device_kernel_q_linear(q_d.get(), data_d.get(), data_last_d.get(), static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features)));

From 28b98bb3f126a46ff189a5c6de4ddc3b003a4c00 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:00:46 +0200
Subject: [PATCH 0862/1010] Don't implicitly capture this.

---
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 18 +++++++++---------
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 18 +++++++++---------
 2 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 96e5ecb0e..0ba8f7e35 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -182,30 +182,30 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
     const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+            devices_[device].impl->sycl_queue.submit([&, invocation_type = invocation_type_](::sycl::handler &cgh) {
+                if (invocation_type == sycl::kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
-                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                } else if (invocation_type == sycl::kernel_invocation_type::hierarchical) {
                     cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 }
             });
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+            devices_[device].impl->sycl_queue.submit([&, invocation_type = invocation_type_](::sycl::handler &cgh) {
+                if (invocation_type == sycl::kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_polynomial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
-                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                } else if (invocation_type == sycl::kernel_invocation_type::hierarchical) {
                     cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_polynomial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 }
             });
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+            devices_[device].impl->sycl_queue.submit([&, invocation_type = invocation_type_](::sycl::handler &cgh) {
+                if (invocation_type == sycl::kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_rbf(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
-                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                } else if (invocation_type == sycl::kernel_invocation_type::hierarchical) {
                     cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_rbf(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 }
             });
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index a5ce3a7e1..d1dcc9a5b 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -193,30 +193,30 @@ void csvm::run_svm_kernel_impl(const std::size_t device, const ::plssvm::detail:
     const ::sycl::nd_range execution_range = execution_range_to_native<2>(range, invocation_type_);
     switch (params.kernel_type) {
         case kernel_function_type::linear:
-            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+            devices_[device].impl->sycl_queue.submit([&, invocation_type = invocation_type_](::sycl::handler &cgh) {
+                if (invocation_type == sycl::kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_linear(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
-                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                } else if (invocation_type == sycl::kernel_invocation_type::hierarchical) {
                     cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_linear(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, static_cast<kernel_index_type>(device)));
                 }
             });
             break;
         case kernel_function_type::polynomial:
             PLSSVM_ASSERT(device == 0, "The polynomial kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+            devices_[device].impl->sycl_queue.submit([&, invocation_type = invocation_type_](::sycl::handler &cgh) {
+                if (invocation_type == sycl::kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_polynomial(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
-                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                } else if (invocation_type == sycl::kernel_invocation_type::hierarchical) {
                     cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_polynomial(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.degree.value(), params.gamma.value(), params.coef0.value()));
                 }
             });
             break;
         case kernel_function_type::rbf:
             PLSSVM_ASSERT(device == 0, "The radial basis function kernel function currently only supports single GPU execution!");
-            devices_[device].impl->sycl_queue.submit([&](::sycl::handler &cgh) {
-                if (invocation_type_ == sycl::kernel_invocation_type::nd_range) {
+            devices_[device].impl->sycl_queue.submit([&, invocation_type = invocation_type_](::sycl::handler &cgh) {
+                if (invocation_type == sycl::kernel_invocation_type::nd_range) {
                     cgh.parallel_for(execution_range, sycl::detail::nd_range_device_kernel_rbf(cgh, q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
-                } else if (invocation_type_ == sycl::kernel_invocation_type::hierarchical) {
+                } else if (invocation_type == sycl::kernel_invocation_type::hierarchical) {
                     cgh.parallel_for_work_group(execution_range.get_global_range(), execution_range.get_local_range(), sycl::detail::hierarchical_device_kernel_rbf(q_d.get(), r_d.get(), x_d.get(), data_d.get(), QA_cost, 1 / params.cost, static_cast<kernel_index_type>(num_data_points_padded), static_cast<kernel_index_type>(num_features), add, params.gamma.value()));
                 }
             });

From a234651dcc8b629f61246ead68a3dae508aa4823 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:02:02 +0200
Subject: [PATCH 0863/1010] Remove superfluous semicolon.

---
 tests/custom_test_macros.hpp | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 01e007e26..9bcd0405d 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -386,7 +386,7 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] str the expected string representation of @p value
  */
 #define EXPECT_CONVERSION_TO_STRING(val, str) \
-    detail::convert_to_string<decltype(val), true>(val, str);
+    detail::convert_to_string<decltype(val), true>(val, str)
 /**
  * @brief Tries to convert the @p val to a string. If it succeeds, compares the value to @p str.
  * @details Other tests in the test case are aborted if this test fails.
@@ -394,7 +394,7 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] str the expected string representation of @p value
  */
 #define ASSERT_CONVERSION_TO_STRING(val, str) \
-    detail::convert_to_string<decltype(val), false>(val, str);
+    detail::convert_to_string<decltype(val), false>(val, str)
 
 /**
  * @brief Tries to convert the string @p str to a value of type `decltype(T)`. If it succeeds, compares the value to @p val.
@@ -403,7 +403,7 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] val the expected value after conversion
  */
 #define EXPECT_CONVERSION_FROM_STRING(str, val) \
-    detail::convert_from_string<decltype(val), true>(str, val);
+    detail::convert_from_string<decltype(val), true>(str, val)
 /**
  * @brief Tries to convert the string @p str to a value of type `decltype(T)`. If it succeeds, compares the value to @p val.
  * @details Other tests in the test case are aborted if this test fails.
@@ -411,7 +411,7 @@ inline void convert_from_string(const std::string &str, const T &expected_value)
  * @param[in] val the expected value after conversion
  */
 #define ASSERT_CONVERSION_FROM_STRING(str, val) \
-    detail::convert_from_string<decltype(val), false>(str, val);
+    detail::convert_from_string<decltype(val), false>(str, val)
 
 /**
  * @brief Check whether @p statement throws an exception of type @p expected_exception and the exception's `what()` message matches the GTest @p matcher.

From fb40310abed034d75366404be2ef1f94e7798f08 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:03:07 +0200
Subject: [PATCH 0864/1010] Explicitly capture this.

---
 include/plssvm/data_set.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index fe961205b..a319104d9 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -523,7 +523,7 @@ data_set<T, U>::data_set(std::vector<std::vector<real_type>> data_points) :
         throw data_set_exception{ "Data vector is empty!" };
     }
     // check that all data points have the same number of features
-    if (!std::all_of(X_ptr_->cbegin(), X_ptr_->cend(), [&](const std::vector<real_type> &point) { return point.size() == X_ptr_->front().size(); })) {
+    if (!std::all_of(X_ptr_->cbegin(), X_ptr_->cend(), [this](const std::vector<real_type> &point) { return point.size() == X_ptr_->front().size(); })) {
         throw data_set_exception{ "All points in the data vector must have the same number of features!" };
     }
     // check that the data points have at least one feature

From 285b45387ed6fc29506a025ef25f5bef02f31fca Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:03:30 +0200
Subject: [PATCH 0865/1010] Use emplace_back instead of push_back.

---
 tests/detail/cmd/data_set_variants.cpp | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index a531bbcbe..3a559b623 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -42,10 +42,10 @@ TEST_P(DataSetFactory, data_set_factory_predict) {
     // assemble command line strings
     std::vector<std::string> cmd_args = { "./plssvm-predict" };
     if (strings_as_labels) {
-        cmd_args.push_back("--use_strings_as_labels");
+        cmd_args.emplace_back("--use_strings_as_labels");
     }
     if (float_as_real_type) {
-        cmd_args.push_back("--use_float_as_real_type");
+        cmd_args.emplace_back("--use_float_as_real_type");
     }
     cmd_args.insert(cmd_args.end(), { this->filename, "data.libsvm.model" });
 
@@ -71,10 +71,10 @@ TEST_P(DataSetFactory, data_set_factory_scale) {
     // assemble command line strings
     std::vector<std::string> cmd_args = { "./plssvm-scale" };
     if (strings_as_labels) {
-        cmd_args.push_back("--use_strings_as_labels");
+        cmd_args.emplace_back("--use_strings_as_labels");
     }
     if (float_as_real_type) {
-        cmd_args.push_back("--use_float_as_real_type");
+        cmd_args.emplace_back("--use_float_as_real_type");
     }
     cmd_args.push_back(this->filename);
 
@@ -100,10 +100,10 @@ TEST_P(DataSetFactory, data_set_factory_scale_restore_filename) {
     // assemble command line strings
     std::vector<std::string> cmd_args = { "./plssvm-scale", "-r", PLSSVM_TEST_PATH "/data/scaling_factors/no_scaling_factors.txt" };
     if (strings_as_labels) {
-        cmd_args.push_back("--use_strings_as_labels");
+        cmd_args.emplace_back("--use_strings_as_labels");
     }
     if (float_as_real_type) {
-        cmd_args.push_back("--use_float_as_real_type");
+        cmd_args.emplace_back("--use_float_as_real_type");
     }
     cmd_args.push_back(this->filename);
 
@@ -129,10 +129,10 @@ TEST_P(DataSetFactory, data_set_factory_train) {
     // assemble command line strings
     std::vector<std::string> cmd_args = { "./plssvm-train" };
     if (strings_as_labels) {
-        cmd_args.push_back("--use_strings_as_labels");
+        cmd_args.emplace_back("--use_strings_as_labels");
     }
     if (float_as_real_type) {
-        cmd_args.push_back("--use_float_as_real_type");
+        cmd_args.emplace_back("--use_float_as_real_type");
     }
     cmd_args.push_back(this->filename);
 

From 462c5e77720932fde0c69e1635e46b3a4f2a3b33 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:04:38 +0200
Subject: [PATCH 0866/1010] Explicitly value initialize variables.

---
 src/plssvm/backends/OpenCL/detail/device_ptr.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
index 9c9786470..aeb1b883b 100644
--- a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
@@ -25,8 +25,8 @@ namespace plssvm::opencl::detail {
 template <typename T>
 device_ptr<T>::device_ptr(const size_type size, const command_queue &queue) :
     base_type{ size, &queue } {
-    error_code err;
-    cl_context cont;
+    error_code err{};
+    cl_context cont{};
     PLSSVM_OPENCL_ERROR_CHECK(clGetCommandQueueInfo(queue_->queue, CL_QUEUE_CONTEXT, sizeof(cl_context), &cont, nullptr));
     data_ = clCreateBuffer(cont, CL_MEM_READ_WRITE, size_ * sizeof(value_type), nullptr, &err);
     PLSSVM_OPENCL_ERROR_CHECK(err);

From 18114eb4fd3a788e43b7150ffcb4874d2b133b33 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:05:06 +0200
Subject: [PATCH 0867/1010] Add missing const or constexpr.

---
 src/plssvm/backends/CUDA/detail/device_ptr.cu | 2 +-
 tests/backends/CUDA/detail/device_ptr.cpp     | 2 +-
 tests/backends/OpenCL/detail/device_ptr.cpp   | 4 ++--
 tests/backends/SYCL/detail/device_ptr.cpp     | 2 +-
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index 1bc8392a2..0dcdc021f 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -61,7 +61,7 @@ void device_ptr<T>::fill(const value_type value, const size_type pos, const size
 
     // run GPU kernel
     const size_type rcount = std::min(count, size_ - pos);
-    int block_size = 512;
+    constexpr int block_size = 512;
     int grid_size = (rcount + block_size - 1) / block_size;
     detail::fill_array<<<grid_size, block_size>>>(data_, value, pos, rcount);
 
diff --git a/tests/backends/CUDA/detail/device_ptr.cpp b/tests/backends/CUDA/detail/device_ptr.cpp
index 97f1110fb..14d4ef5e2 100644
--- a/tests/backends/CUDA/detail/device_ptr.cpp
+++ b/tests/backends/CUDA/detail/device_ptr.cpp
@@ -20,7 +20,7 @@ struct device_ptr_test_type {
     using queue_type = int;
 
     static const queue_type &default_queue() {
-        static queue_type queue = 0;
+        static const queue_type queue = 0;
         return queue;
     }
 };
diff --git a/tests/backends/OpenCL/detail/device_ptr.cpp b/tests/backends/OpenCL/detail/device_ptr.cpp
index e04be951e..8813eec28 100644
--- a/tests/backends/OpenCL/detail/device_ptr.cpp
+++ b/tests/backends/OpenCL/detail/device_ptr.cpp
@@ -25,8 +25,8 @@ struct device_ptr_test_type {
     using queue_type = plssvm::opencl::detail::command_queue;
 
     static const queue_type &default_queue() {
-        static std::vector<plssvm::opencl::detail::context> contexts{ plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic).first };
-        static plssvm::opencl::detail::command_queue queue{ contexts[0], contexts[0].devices[0] };
+        static const std::vector<plssvm::opencl::detail::context> contexts{ plssvm::opencl::detail::get_contexts(plssvm::target_platform::automatic).first };
+        static const plssvm::opencl::detail::command_queue queue{ contexts[0], contexts[0].devices[0] };
         return queue;
     }
 };
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index a938c638f..cf85bf299 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -22,7 +22,7 @@ struct dpcpp_device_ptr_test_type {
     using queue_type = typename device_ptr_type::queue_type;
 
     static const queue_type &default_queue() {
-        static queue_type queue = plssvm::dpcpp::detail::get_default_queue();
+        static const queue_type queue = plssvm::dpcpp::detail::get_default_queue();
         return queue;
     }
 };

From 242a6b3e1e8f3faa984e40dc9b290953cbd1fb25 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:05:17 +0200
Subject: [PATCH 0868/1010] Fix order of functions.

---
 include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp   | 6 +++---
 include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index 1683b0041..f334c1d81 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -33,10 +33,10 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
 
   public:
     // Be able to use overloaded base class functions.
+    using base_type::memset;
+    using base_type::fill;
     using base_type::copy_to_device;
     using base_type::copy_to_host;
-    using base_type::fill;
-    using base_type::memset;
 
     using typename base_type::const_host_pointer_type;
     using typename base_type::device_pointer_type;
@@ -77,7 +77,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::~gpu_device_ptr()
      */
-    ~device_ptr();
+    ~device_ptr() override;
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
index 03ea62efc..f7f426c4c 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -33,10 +33,10 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
 
   public:
     // Be able to use overloaded base class functions.
+    using base_type::memset;
+    using base_type::fill;
     using base_type::copy_to_device;
     using base_type::copy_to_host;
-    using base_type::fill;
-    using base_type::memset;
 
     using typename base_type::const_host_pointer_type;
     using typename base_type::device_pointer_type;
@@ -77,7 +77,7 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::~gpu_device_ptr()
      */
-    ~device_ptr();
+    ~device_ptr() override;
 
     /**
      * @copydoc plssvm::detail::gpu_device_ptr::memset(int, size_type, size_type)

From 066ede7b1339b6e56487f6bb073f3e331bc5676e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:05:38 +0200
Subject: [PATCH 0869/1010] Add missing const.

---
 tests/backends/OpenCL/detail/error_code.cpp | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/tests/backends/OpenCL/detail/error_code.cpp b/tests/backends/OpenCL/detail/error_code.cpp
index d71ee6017..d84ee955f 100644
--- a/tests/backends/OpenCL/detail/error_code.cpp
+++ b/tests/backends/OpenCL/detail/error_code.cpp
@@ -50,13 +50,13 @@ TEST(OpenCLErrorCode, clear) {
 
 TEST(OpenCLErrorCode, value) {
     // default construct the error code
-    plssvm::opencl::detail::error_code errc{};
+    const plssvm::opencl::detail::error_code errc{};
     // get the value
     EXPECT_EQ(errc.value(), CL_SUCCESS);
 }
 TEST(OpenCLErrorCode, message) {
     // default construct the error code
-    plssvm::opencl::detail::error_code errc{};
+    const plssvm::opencl::detail::error_code errc{};
     // get the value as a string
     EXPECT_EQ(errc.message(), "CL_SUCCESS");
 }
@@ -90,9 +90,9 @@ TEST(OpenCLErrorCode, operator_ostream) {
 }
 TEST(OpenCLErrorCode, operator_equal) {
     // test two error codes for equality
-    plssvm::opencl::detail::error_code errc1{};
-    plssvm::opencl::detail::error_code errc2{ CL_SUCCESS };
-    plssvm::opencl::detail::error_code errc3{ CL_DEVICE_NOT_FOUND };
+    const plssvm::opencl::detail::error_code errc1{};
+    const plssvm::opencl::detail::error_code errc2{ CL_SUCCESS };
+    const plssvm::opencl::detail::error_code errc3{ CL_DEVICE_NOT_FOUND };
 
     EXPECT_TRUE(errc1 == errc1);
     EXPECT_TRUE(errc1 == errc2);
@@ -101,9 +101,9 @@ TEST(OpenCLErrorCode, operator_equal) {
 }
 TEST(OpenCLErrorCode, operator_unequal) {
     // test two error codes for equality
-    plssvm::opencl::detail::error_code errc1{};
-    plssvm::opencl::detail::error_code errc2{ CL_SUCCESS };
-    plssvm::opencl::detail::error_code errc3{ CL_DEVICE_NOT_FOUND };
+    const plssvm::opencl::detail::error_code errc1{};
+    const plssvm::opencl::detail::error_code errc2{ CL_SUCCESS };
+    const plssvm::opencl::detail::error_code errc3{ CL_DEVICE_NOT_FOUND };
 
     EXPECT_FALSE(errc1 != errc1);
     EXPECT_FALSE(errc1 != errc2);

From a06d4560a15a2535af6664409da335736ec97150 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:06:21 +0200
Subject: [PATCH 0870/1010] Explicitly value initialize variable.

---
 tests/file_format_types.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/file_format_types.cpp b/tests/file_format_types.cpp
index c077f447c..d0104f5c1 100644
--- a/tests/file_format_types.cpp
+++ b/tests/file_format_types.cpp
@@ -38,7 +38,7 @@ TEST(FileFormatType, from_string) {
 TEST(FileFormatType, from_string_unknown) {
     // foo isn't a valid file_format_type
     std::istringstream input{ "foo" };
-    plssvm::file_format_type file_format;
+    plssvm::file_format_type file_format{};
     input >> file_format;
     EXPECT_TRUE(input.fail());
 }

From 37c32ff38962257d566ff4602d57f262a0d8d78b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:06:33 +0200
Subject: [PATCH 0871/1010] Add missing const.

---
 src/plssvm/detail/io/file_reader.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index d37825961..b81cc0c0a 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -177,7 +177,7 @@ const std::vector<std::string_view> &file_reader::read_lines(const std::string_v
         throw file_reader_exception{ "This file_reader is currently not associated to a file!" };
     }
     // create view from buffer
-    std::string_view file_content_view{ file_content_, static_cast<std::string_view::size_type>(num_bytes_) };
+    const std::string_view file_content_view{ file_content_, static_cast<std::string_view::size_type>(num_bytes_) };
     std::string_view::size_type pos = 0;
     while (true) {
         // find newline

From faa246c483a2d2fbb8e0b2bcd159e198ed720e62 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:07:01 +0200
Subject: [PATCH 0872/1010] Fix parser warnings for maybe uninitialized
 variable.

---
 utility_scripts/generate_data.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/utility_scripts/generate_data.py b/utility_scripts/generate_data.py
index 4a152bec8..e990e71ba 100644
--- a/utility_scripts/generate_data.py
+++ b/utility_scripts/generate_data.py
@@ -92,6 +92,7 @@
 if rawfile.endswith(args.format):
     rawfile = rawfile[:-(len(args.format) + 1)]
 file = rawfile + "." + args.format
+test_file = ""
 if args.test_samples > 0:
     test_file = rawfile + "_test." + args.format
 
@@ -181,6 +182,5 @@ def dump_arff_file(out_data, out_file, relation):
     elif args.features == 3:
         fig = plt.figure()
         ax = Axes3D(fig)
-        ax.scatter(samples[:args.samples, 0], samples[:args.samples,
-                                              1], samples[:args.samples, 2], c=labels)
+        ax.scatter(samples[:args.samples, 0], samples[:args.samples, 1], samples[:args.samples, 2], c=labels)
     plt.show()

From 87e27e7152f63452c112e2dd22587700cbf293a6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:07:20 +0200
Subject: [PATCH 0873/1010] Add explicit cast.

---
 include/plssvm/backends/gpu_csvm.hpp  | 4 ++--
 tests/backends/generic_csvm_tests.hpp | 6 +++---
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index f91274989..e43c37502 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -472,7 +472,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     using namespace plssvm::operators;
 
     const std::size_t dept = A.size() - 1;
-    constexpr std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    constexpr auto boundary_size = static_cast<std::size_t>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
     const std::size_t num_features = A.front().size();
 
     const std::size_t num_used_devices = this->select_num_used_devices(params.kernel_type, num_features);
@@ -659,7 +659,7 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
     const std::size_t num_support_vectors = support_vectors.size();
     const std::size_t num_predict_points = predict_points.size();
     const std::size_t num_features = predict_points.front().size();
-    const std::size_t boundary_size = THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE;
+    constexpr auto boundary_size = static_cast<std::size_t>(THREAD_BLOCK_SIZE * INTERNAL_BLOCK_SIZE);
 
     const std::size_t num_used_devices = this->select_num_used_devices(params.kernel_type, num_features);
 
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 2102ccb8f..7cc82552e 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -333,7 +333,7 @@ TYPED_TEST_P(GenericGPUCSVM, generate_q) {
     const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // perform the data setup on the device
-    constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+    constexpr auto boundary_size = static_cast<std::size_t>(plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE);
     const std::size_t num_used_devices = svm.select_num_used_devices(params.kernel_type, data.num_features());
     auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(data.data(), data.num_data_points() - 1, data.num_features(), boundary_size, num_used_devices);
 
@@ -366,7 +366,7 @@ TYPED_TEST_P(GenericGPUCSVM, calculate_w) {
     const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(TypeParam::additional_arguments);
 
     // perform the data setup on the device
-    constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+    constexpr auto boundary_size = static_cast<std::size_t>(plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE);
     const std::size_t num_support_vectors = support_vectors.num_data_points();
     const std::size_t num_used_devices = svm.select_num_used_devices(kernel, support_vectors.num_features());
     auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(support_vectors.data(), num_support_vectors - 1, support_vectors.num_features(), boundary_size, num_used_devices);
@@ -407,7 +407,7 @@ TYPED_TEST_P(GenericGPUCSVM, run_device_kernel) {
     const mock_csvm_type svm = util::construct_from_tuple<mock_csvm_type>(params, TypeParam::additional_arguments);
 
     // perform the data setup on the device
-    constexpr std::size_t boundary_size = plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE;
+    constexpr auto boundary_size = static_cast<std::size_t>(plssvm::THREAD_BLOCK_SIZE * plssvm::INTERNAL_BLOCK_SIZE);
     const std::size_t num_used_devices = svm.select_num_used_devices(kernel, data.num_features());
     auto [data_d, data_last_d, feature_ranges] = svm.setup_data_on_device(data.data(), dept, data.num_features(), boundary_size, num_used_devices);
     std::vector<device_ptr_type> q_d{};

From cd74e59ed66ade887ee322f13ca6b323a5bb6e40 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:08:03 +0200
Subject: [PATCH 0874/1010] Explicitly value initialize variable.

---
 tests/backends/SYCL/implementation_type.cpp | 2 +-
 tests/detail/layout.cpp                     | 2 +-
 tests/kernel_function_types.cpp             | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index 78d0ef0dd..3423f168e 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -43,7 +43,7 @@ TEST(SYCLImplementationType, from_string) {
 TEST(SYCLImplementationType, from_string_unknown) {
     // foo isn't a valid file_format_type
     std::istringstream input{ "foo" };
-    plssvm::sycl::implementation_type impl;
+    plssvm::sycl::implementation_type impl{};
     input >> impl;
     EXPECT_TRUE(input.fail());
 }
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index bcf26242e..705b46ea6 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -45,7 +45,7 @@ TEST(Layout, from_string) {
 TEST(Layout, from_string_unknown) {
     // foo isn't a valid layout_type
     std::istringstream input{ "foo" };
-    plssvm::detail::layout_type layout;
+    plssvm::detail::layout_type layout{};
     input >> layout;
     EXPECT_TRUE(input.fail());
 }
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index 10243cb60..694d6f960 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -53,7 +53,7 @@ TEST(KernelType, from_string) {
 TEST(KernelType, from_string_unknown) {
     // foo isn't a valid kernel_type
     std::istringstream input{ "foo" };
-    plssvm::kernel_function_type kernel;
+    plssvm::kernel_function_type kernel{};
     input >> kernel;
     EXPECT_TRUE(input.fail());
 }

From 5efe8afde99b9d4aa8ec312b380bda6a9e1d7792 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:08:50 +0200
Subject: [PATCH 0875/1010] Use std::array instead of c-style array.

---
 include/plssvm/detail/io/libsvm_parsing.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 56fab31e7..8e7d0be05 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -267,17 +267,17 @@ inline void write_libsvm_data_impl(const std::string &filename, const std::vecto
         static constexpr std::size_t BLOCK_SIZE = 64;
         static constexpr std::size_t CHARS_PER_BLOCK = 128;
         static constexpr std::size_t BUFFER_SIZE = BLOCK_SIZE * CHARS_PER_BLOCK;
-        static char buffer[BUFFER_SIZE];
+        static std::array<char, BUFFER_SIZE> buffer;
         #pragma omp threadprivate(buffer)
 
         for (typename std::vector<real_type>::size_type j = 0; j < data_point.size(); j += BLOCK_SIZE) {
-            char *ptr = buffer;
+            char *ptr = buffer.data();
             for (std::size_t i = 0; i < std::min<std::size_t>(BLOCK_SIZE, data_point.size() - j); ++i) {
                 if (data_point[j + i] != real_type{ 0.0 }) {
                     ptr = fmt::format_to(ptr, FMT_COMPILE("{}:{:.10e} "), j + i + 1, data_point[j + i]);
                 }
             }
-            output.append(buffer, ptr - buffer);
+            output.append(buffer.data(), ptr - buffer.data());
         }
         output.push_back('\n');
     };

From e2213ebcc2ae1b69b880fabc73360c654dce9116 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:09:09 +0200
Subject: [PATCH 0876/1010] Add missing const.

---
 src/main_predict.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 684c63cd5..5028600de 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -49,7 +49,7 @@ int main(int argc, char *argv[]) {
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create model
-            plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
+            const plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
             // create default csvm
             auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
             // predict labels
@@ -57,12 +57,12 @@ int main(int argc, char *argv[]) {
 
             // write prediction file
             {
-                std::chrono::time_point start_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point start_time = std::chrono::steady_clock::now();
 
                 fmt::ostream out = fmt::output_file(cmd_parser.predict_filename);
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
-                std::chrono::time_point end_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point end_time = std::chrono::steady_clock::now();
                 if (plssvm::verbose) {
                     fmt::print("Write {} predictions in {} to the file '{}'.\n",
                                predicted_labels.size(),

From 33754ba36b268880fbb7637d1c65f94b039e892a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:09:28 +0200
Subject: [PATCH 0877/1010] Explicitly value initialize variable.

---
 include/plssvm/model.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 08ef1310f..545dc8746 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -153,8 +153,8 @@ model<T, U>::model(const std::string &filename) {
     reader.read_lines('#');
 
     // parse the libsvm model header
-    std::vector<label_type> labels;
-    std::size_t num_header_lines;
+    std::vector<label_type> labels{};
+    std::size_t num_header_lines{};
     std::tie(params_, rho_, labels, num_header_lines) = detail::io::parse_libsvm_model_header<real_type, label_type, size_type>(reader.lines());
 
     // create empty support vectors and alpha vector

From aa0335990bb69c4ff13fb1abc6799438b59e24c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:10:20 +0200
Subject: [PATCH 0878/1010] Use double literals instead of int literals.

---
 include/plssvm/detail/cmd/parser_scale.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/detail/cmd/parser_scale.hpp b/include/plssvm/detail/cmd/parser_scale.hpp
index 6b9b94592..b86afe5ba 100644
--- a/include/plssvm/detail/cmd/parser_scale.hpp
+++ b/include/plssvm/detail/cmd/parser_scale.hpp
@@ -34,9 +34,9 @@ class parser_scale {
     parser_scale(int argc, char **argv);
 
     /// The lower bound of the scaled data values.
-    double lower{ -1 };
+    double lower{ -1.0 };
     /// The upper bound of the scaled data values.
-    double upper{ +1 };
+    double upper{ +1.0 };
     /// The file type (currently either LIBSVM or ARFF) to which the scaled data should be written to.
     file_format_type format{ file_format_type::libsvm };
 

From ab925121ad64476fbc75996aa425d22af60152d8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:11:10 +0200
Subject: [PATCH 0879/1010] Add missing const.

---
 .../plssvm/detail/io/scaling_factors_parsing.hpp   |  2 +-
 src/plssvm/backends/OpenCL/detail/utility.cpp      | 14 +++++++-------
 tests/target_platforms.cpp                         |  2 +-
 3 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/include/plssvm/detail/io/scaling_factors_parsing.hpp b/include/plssvm/detail/io/scaling_factors_parsing.hpp
index 7aa4a4c61..fb3cc0eb7 100644
--- a/include/plssvm/detail/io/scaling_factors_parsing.hpp
+++ b/include/plssvm/detail/io/scaling_factors_parsing.hpp
@@ -91,7 +91,7 @@ template <typename real_type, typename factors_type>
                     throw invalid_file_format_exception{ fmt::format("Each line must contain exactly three values, but {} were given!", values.size()) };
                 }
                 // set the scaling factor based on the parsed values
-                auto feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]);
+                const auto feature = static_cast<decltype(scaling_factors[i].feature)>(values[0]);
                 // check if we are one-based, i.e., no 0 must be read as feature value
                 if (feature == 0) {
                     throw invalid_file_format_exception{ "The scaling factors must be provided one-based, but are zero-based!" };
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 13a989cb4..75c8bc320 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -73,7 +73,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
     // iterate over all platforms and save all available devices
     std::map<std::pair<cl_platform_id, target_platform>, std::vector<cl_device_id>> platform_devices;
     // get number of platforms
-    cl_uint num_platforms;
+    cl_uint num_platforms{};
     PLSSVM_OPENCL_ERROR_CHECK(clGetPlatformIDs(0, nullptr, &num_platforms), "error retrieving the number of available platforms");
     // get platforms
     std::vector<cl_platform_id> platform_ids(num_platforms);
@@ -85,7 +85,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
     // enumerate all available platforms and retrieve the associated devices
     for (const cl_platform_id &platform : platform_ids) {
         // get devices associated with current platform
-        cl_uint num_devices;
+        cl_uint num_devices{};
         PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceIDs(platform, CL_DEVICE_TYPE_ALL, 0, nullptr, &num_devices), "error retrieving the number of devices");
         // get devices
         std::vector<cl_device_id> device_ids(num_devices);
@@ -93,7 +93,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
 
         for (const cl_device_id &device : device_ids) {
             // get device type
-            cl_device_type device_type;
+            cl_device_type device_type{};
             PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device, CL_DEVICE_TYPE, sizeof(cl_device_type), &device_type, nullptr), "error retrieving the device type");
 
             if (device_type == CL_DEVICE_TYPE_CPU) {
@@ -105,7 +105,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
             } else if (device_type == CL_DEVICE_TYPE_GPU) {
                 // the current device is a GPU
                 // get vendor string
-                std::size_t vendor_string_size;
+                std::size_t vendor_string_size{};
                 PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device, CL_DEVICE_VENDOR, 0, nullptr, &vendor_string_size), "error retrieving device vendor name size");
                 std::string vendor_string(vendor_string_size, '\0');
                 PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device, CL_DEVICE_VENDOR, vendor_string_size, vendor_string.data(), nullptr), "error retrieving device vendor name");
@@ -162,10 +162,10 @@ void device_synchronize(const command_queue &queue) {
 
 std::string get_device_name(const command_queue &queue) {
     // get device
-    cl_device_id device_id;
+    cl_device_id device_id{};
     PLSSVM_OPENCL_ERROR_CHECK(clGetCommandQueueInfo(queue, CL_QUEUE_DEVICE, sizeof(cl_device_id), &device_id, nullptr), "error obtaining device");
     // get device name
-    std::size_t name_length;
+    std::size_t name_length{};
     PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device_id, CL_DEVICE_NAME, 0, nullptr, &name_length), "error obtaining device name size");
     std::string device_name(name_length, '\0');
     PLSSVM_OPENCL_ERROR_CHECK(clGetDeviceInfo(device_id, CL_DEVICE_NAME, name_length, device_name.data(), nullptr), "error obtaining device name");
@@ -196,7 +196,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
 
     const auto cl_build_program_error_message = [](cl_program prog, cl_device_id device, const std::size_t device_idx) {
         // determine the size of the log
-        std::size_t log_size;
+        std::size_t log_size{};
         PLSSVM_OPENCL_ERROR_CHECK(clGetProgramBuildInfo(prog, device, CL_PROGRAM_BUILD_LOG, 0, nullptr, &log_size), "error retrieving the program build log size");
         if (log_size > 0) {
             // allocate memory for the log
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
index 849529efe..8093ff64e 100644
--- a/tests/target_platforms.cpp
+++ b/tests/target_platforms.cpp
@@ -49,7 +49,7 @@ TEST(TargetPlatform, from_string) {
 TEST(TargetPlatform, from_string_unknown) {
     // foo isn't a valid target_platform
     std::istringstream input{ "foo" };
-    plssvm::target_platform platform;
+    plssvm::target_platform platform{};
     input >> platform;
     EXPECT_TRUE(input.fail());
 }

From 43f6a657788b3dfae09e8cc7b49495bd20bfa0ec Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:12:46 +0200
Subject: [PATCH 0880/1010] Reserve necessary vector memory before the for
 loop.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 75c8bc320..664330c35 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -129,6 +129,7 @@ void device_assert(const error_code ec, const std::string_view msg) {
     if (target == target_platform::automatic) {
         // get the target_platforms available on this system from the platform_devices map
         std::vector<target_platform> system_devices;
+        system_devices.reserve(platform_devices.size());
         for (const auto &[key, value] : platform_devices) {
             system_devices.push_back(key.second);
         }

From 4e93dabea6621c6c7ba0646416dcf2a4b89f9d8c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:12:58 +0200
Subject: [PATCH 0881/1010] Use std::array instead of c-style array.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 664330c35..740a8893f 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -147,8 +147,8 @@ void device_assert(const error_code ec, const std::string_view msg) {
     std::vector<context> contexts;
     for (auto &[platform, devices] : platform_devices) {
         // create context and associated OpenCL platform with it
-        cl_context_properties context_properties[] = { CL_CONTEXT_PLATFORM, (cl_context_properties) platform.first, 0 };
-        cl_context cont = clCreateContext(context_properties, static_cast<cl_uint>(devices.size()), devices.data(), nullptr, nullptr, &err);
+        std::array<cl_context_properties, 3> context_properties = { CL_CONTEXT_PLATFORM, (cl_context_properties) platform.first, 0 };
+        cl_context cont = clCreateContext(context_properties.data(), static_cast<cl_uint>(devices.size()), devices.data(), nullptr, nullptr, &err);
         PLSSVM_OPENCL_ERROR_CHECK(err, "error creating the OpenCL context");
         // add OpenCL context to vector of context wrappers
         contexts.emplace_back(cont, platform.first, std::move(devices));

From 5dd38e7a2159b92ff2908aadae4eabd6d0fec9a6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:13:10 +0200
Subject: [PATCH 0882/1010] Add missing const.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 740a8893f..8e1a14bbc 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -203,7 +203,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
             // allocate memory for the log
             std::string log(log_size, ' ');
             // get the log
-            error_code err = clGetProgramBuildInfo(prog, device, CL_PROGRAM_BUILD_LOG, log_size, log.data(), nullptr);
+            const error_code err = clGetProgramBuildInfo(prog, device, CL_PROGRAM_BUILD_LOG, log_size, log.data(), nullptr);
             // print the log
             PLSSVM_OPENCL_ERROR_CHECK(err, fmt::format("error building OpenCL program on device {} ({})", device_idx, log));
         }
@@ -336,7 +336,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
             // touch all characters in file
             f.ignore(std::numeric_limits<std::streamsize>::max());
             // get number of visited characters
-            std::streamsize num_bytes = f.gcount();
+            const std::streamsize num_bytes = f.gcount();
             // since ignore will have set eof
             f.clear();
             // jump to file start

From 61439dea05e73761c580d9c54048e62f0185b344 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:13:26 +0200
Subject: [PATCH 0883/1010] Explicitly value initialize variable.

---
 src/plssvm/backends/CUDA/detail/utility.cu | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/CUDA/detail/utility.cu b/src/plssvm/backends/CUDA/detail/utility.cu
index 8f408a40e..70582b797 100644
--- a/src/plssvm/backends/CUDA/detail/utility.cu
+++ b/src/plssvm/backends/CUDA/detail/utility.cu
@@ -21,7 +21,7 @@ void gpu_assert(const cudaError_t code) {
 }
 
 [[nodiscard]] int get_device_count() {
-    int count;
+    int count{};
     PLSSVM_CUDA_ERROR_CHECK(cudaGetDeviceCount(&count));
     return count;
 }

From 8dfd605e9706d313d9742dab5c7fa7c2da29ae9b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:14:07 +0200
Subject: [PATCH 0884/1010] Explicitly delete copy and move constructors and
 copy and move assignment operators.

---
 tests/utility.hpp | 35 +++++++++++++++++++++++++++++++++--
 1 file changed, 33 insertions(+), 2 deletions(-)

diff --git a/tests/utility.hpp b/tests/utility.hpp
index 6c76258a9..c590be6dc 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -52,11 +52,26 @@ class redirect_output {
     /**
      * @brief Redirect the output and store the original output location of @p out.
      */
-    redirect_output() {
+    redirect_output() : sbuf_{ out->rdbuf() } {
         // capture the output from the out stream
-        sbuf_ = out->rdbuf();
         out->rdbuf(buffer_.rdbuf());
     }
+    /**
+     * @brief Copy-construction is unnecessary.
+     */
+    redirect_output(const redirect_output &) = delete;
+    /**
+     * @brief Move-construction is unnecessary.
+     */
+    redirect_output(redirect_output &&) = delete;
+    /**
+     * @brief Copy-assignment is unnecessary.
+     */
+    redirect_output &operator=(const redirect_output &) = delete;
+    /**
+     * @brief Move-assignment is unnecessary.
+     */
+    redirect_output &operator=(redirect_output &&) = delete;
     /**
      * @brief Restore the original output location of @p out.
      */
@@ -112,6 +127,22 @@ class temporary_file {
         std::ofstream{ std::filesystem::temp_directory_path() / filename };
 #endif
     }
+    /**
+     * @brief Copy-construction is unnecessary.
+     */
+    temporary_file(const temporary_file &) = delete;
+    /**
+     * @brief Move-construction is unnecessary.
+     */
+    temporary_file(temporary_file &&) = delete;
+    /**
+     * @brief Copy-assignment is unnecessary.
+     */
+    temporary_file &operator=(const temporary_file &) = delete;
+    /**
+     * @brief Move-assignment is unnecessary.
+     */
+    temporary_file &operator=(temporary_file &&) = delete;
     /**
      * @brief Remove the temporary file if it exists.
      */

From dca9a161c060f0e9e4b11dd6fabad3c0ebdb94c7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:54:36 +0200
Subject: [PATCH 0885/1010] Replace normal for-loop with a range-based
 for-loop.

---
 src/plssvm/backends/HIP/csvm.hip.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index fd1af74f6..346ede3bb 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -69,10 +69,10 @@ void csvm::init(const target_platform target) {
     if (plssvm::verbose) {
         // print found HIP devices
         std::cout << fmt::format("Found {} HIP device(s):\n", devices_.size());
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        for (const queue_type &device : devices_) {
             hipDeviceProp_t prop{};
-            PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
-            std::cout << fmt::format("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
+            PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, device));
+            std::cout << fmt::format("  [{}, {}, {}.{}]\n", device, prop.name, prop.major, prop.minor);
         }
         std::cout << std::endl;
     }

From 45563eec3fc0b4ca1392afa832d1e56289a6ec9e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 17:54:50 +0200
Subject: [PATCH 0886/1010] Add missing const.

---
 src/plssvm/backends/HIP/csvm.hip.cpp     | 4 ++--
 tests/backends/HIP/detail/device_ptr.cpp | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 346ede3bb..de2c53f66 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -95,8 +95,8 @@ void csvm::device_synchronize(const queue_type &queue) const {
 }
 
 std::pair<dim3, dim3> execution_range_to_native(const ::plssvm::detail::execution_range &range) {
-    dim3 grid(range.grid[0], range.grid[1], range.grid[2]);
-    dim3 block(range.block[0], range.block[1], range.block[2]);
+    const dim3 grid(range.grid[0], range.grid[1], range.grid[2]);
+    const dim3 block(range.block[0], range.block[1], range.block[2]);
     return std::make_pair(grid, block);
 }
 
diff --git a/tests/backends/HIP/detail/device_ptr.cpp b/tests/backends/HIP/detail/device_ptr.cpp
index 888494973..48352b137 100644
--- a/tests/backends/HIP/detail/device_ptr.cpp
+++ b/tests/backends/HIP/detail/device_ptr.cpp
@@ -20,7 +20,7 @@ struct device_ptr_test_type {
     using queue_type = int;
 
     static const queue_type &default_queue() {
-        static queue_type queue = 0;
+        static const queue_type queue = 0;
         return queue;
     }
 };

From fb64614e0ccfb232210ba2fd83c47c67016300b5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 18:06:58 +0200
Subject: [PATCH 0887/1010] Add missing const.

---
 include/plssvm/backends/gpu_csvm.hpp | 4 ++--
 src/plssvm/backends/OpenMP/csvm.cpp  | 4 ++--
 tests/backends/OpenMP/svm_kernel.cpp | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index e43c37502..8e57e8e3d 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -538,8 +538,8 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     std::chrono::milliseconds average_iteration_time{};
     std::chrono::steady_clock::time_point iteration_start_time{};
     const auto output_iteration_duration = [&]() {
-        auto iteration_end_time = std::chrono::steady_clock::now();
-        auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
+        const std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
+        const auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
         std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
         average_iteration_time += iteration_duration;
     };
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 85f734d0c..593a7365c 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -108,8 +108,8 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     std::chrono::milliseconds average_iteration_time{};
     std::chrono::steady_clock::time_point iteration_start_time{};
     const auto output_iteration_duration = [&]() {
-        std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
-        auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
+        const std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
+        const auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
         std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
         average_iteration_time += iteration_duration;
     };
diff --git a/tests/backends/OpenMP/svm_kernel.cpp b/tests/backends/OpenMP/svm_kernel.cpp
index 576c04555..7874891b8 100644
--- a/tests/backends/OpenMP/svm_kernel.cpp
+++ b/tests/backends/OpenMP/svm_kernel.cpp
@@ -64,7 +64,7 @@ TYPED_TEST(OpenMPSVMKernelDeathTest, device_kernel) {
         { real_type{ 2.0 }, real_type{ 3.0 } },
         { real_type{ 4.0 }, real_type{ 5.0 } }
     };
-    std::vector<real_type> correct_q(correct_data.size() - 1);
+    const std::vector<real_type> correct_q(correct_data.size() - 1);
     std::vector<real_type> correct_ret(correct_data.size() - 1);
     const std::vector<real_type> correct_d(correct_data.size() - 1);
 

From 28770b3cb5ac170461a693b4b5d758d700159b31 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 18:12:55 +0200
Subject: [PATCH 0888/1010] Update formatting.

---
 include/plssvm/backend_types.hpp              |  4 +-
 include/plssvm/backends/CUDA/csvm.hpp         |  6 +--
 .../backends/CUDA/detail/fill_kernel.cuh      | 22 ++++-----
 include/plssvm/backends/CUDA/exceptions.hpp   |  2 +-
 include/plssvm/backends/HIP/csvm.hpp          |  6 +--
 include/plssvm/backends/HIP/exceptions.hpp    |  2 +-
 include/plssvm/backends/OpenCL/csvm.hpp       |  8 ++--
 .../backends/OpenCL/detail/command_queue.hpp  |  4 +-
 .../plssvm/backends/OpenCL/detail/context.hpp |  2 +-
 .../backends/OpenCL/detail/error_code.hpp     |  2 +-
 .../plssvm/backends/OpenCL/detail/utility.hpp | 14 +++---
 include/plssvm/backends/OpenCL/exceptions.hpp |  2 +-
 .../plssvm/backends/OpenCL/predict_kernel.cl  |  2 +-
 include/plssvm/backends/OpenCL/svm_kernel.cl  | 14 +++---
 include/plssvm/backends/OpenMP/csvm.hpp       |  6 +--
 include/plssvm/backends/OpenMP/exceptions.hpp |  2 +-
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   | 18 ++++----
 .../backends/SYCL/DPCPP/detail/queue_impl.hpp |  4 +-
 .../backends/SYCL/DPCPP/detail/utility.hpp    |  4 +-
 include/plssvm/backends/SYCL/exceptions.hpp   |  2 +-
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp | 20 ++++-----
 .../SYCL/hipSYCL/detail/queue_impl.hpp        |  4 +-
 .../backends/SYCL/hipSYCL/detail/utility.hpp  |  4 +-
 .../plssvm/backends/SYCL/predict_kernel.hpp   |  2 +-
 include/plssvm/backends/SYCL/q_kernel.hpp     |  4 +-
 .../backends/SYCL/svm_kernel_hierarchical.hpp |  4 +-
 .../backends/SYCL/svm_kernel_nd_range.hpp     |  4 +-
 include/plssvm/backends/gpu_csvm.hpp          | 26 +++++------
 include/plssvm/core.hpp                       | 22 ++++-----
 include/plssvm/csvm.hpp                       | 24 ++++++----
 include/plssvm/csvm_factory.hpp               | 10 ++---
 include/plssvm/data_set.hpp                   | 38 ++++++++--------
 include/plssvm/default_value.hpp              |  2 +-
 include/plssvm/detail/assert.hpp              | 12 ++---
 .../plssvm/detail/cmd/data_set_variants.hpp   |  4 +-
 include/plssvm/detail/cmd/parser_predict.hpp  |  4 +-
 include/plssvm/detail/cmd/parser_scale.hpp    |  4 +-
 include/plssvm/detail/cmd/parser_train.hpp    |  6 +--
 include/plssvm/detail/execution_range.hpp     | 10 ++---
 include/plssvm/detail/io/libsvm_parsing.hpp   | 26 +++++------
 include/plssvm/detail/layout.hpp              | 20 ++++-----
 include/plssvm/detail/operators.hpp           |  4 +-
 include/plssvm/detail/string_conversion.hpp   | 18 ++++----
 include/plssvm/detail/utility.hpp             | 14 +++---
 include/plssvm/exceptions/exceptions.hpp      |  8 ++--
 include/plssvm/kernel_function_types.hpp      |  6 +--
 include/plssvm/model.hpp                      | 24 +++++-----
 include/plssvm/parameter.hpp                  | 16 +++----
 src/main_predict.cpp                          | 13 +++---
 src/main_scale.cpp                            | 12 ++---
 src/main_train.cpp                            |  8 ++--
 src/plssvm/backend_types.cpp                  | 18 ++++----
 src/plssvm/backends/CUDA/csvm.cu              | 18 ++++----
 src/plssvm/backends/CUDA/detail/device_ptr.cu |  4 +-
 src/plssvm/backends/CUDA/detail/utility.cu    |  2 +-
 src/plssvm/backends/CUDA/exceptions.cpp       |  2 +-
 src/plssvm/backends/HIP/csvm.hip.cpp          | 19 ++++----
 src/plssvm/backends/HIP/exceptions.cpp        |  2 +-
 src/plssvm/backends/OpenCL/csvm.cpp           | 24 +++++-----
 .../backends/OpenCL/detail/command_queue.cpp  |  8 ++--
 .../backends/OpenCL/detail/device_ptr.cpp     |  6 +--
 .../backends/OpenCL/detail/error_code.cpp     |  2 +-
 src/plssvm/backends/OpenCL/detail/kernel.cpp  |  6 +--
 src/plssvm/backends/OpenCL/detail/utility.cpp | 45 ++++++++++---------
 src/plssvm/backends/OpenCL/exceptions.cpp     |  2 +-
 src/plssvm/backends/OpenMP/csvm.cpp           | 20 ++++-----
 src/plssvm/backends/OpenMP/exceptions.cpp     |  2 +-
 src/plssvm/backends/OpenMP/q_kernel.cpp       |  2 +-
 src/plssvm/backends/OpenMP/svm_kernel.cpp     |  4 +-
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       | 18 ++++----
 .../backends/SYCL/DPCPP/detail/device_ptr.cpp | 12 ++---
 .../backends/SYCL/DPCPP/detail/utility.cpp    | 14 +++---
 src/plssvm/backends/SYCL/exceptions.cpp       |  2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     | 38 ++++++++--------
 .../SYCL/hipSYCL/detail/device_ptr.cpp        | 12 ++---
 .../backends/SYCL/hipSYCL/detail/utility.cpp  | 12 ++---
 .../backends/SYCL/implementation_type.cpp     | 10 ++---
 .../backends/SYCL/kernel_invocation_type.cpp  |  8 ++--
 src/plssvm/backends/gpu_device_ptr.cpp        | 10 ++---
 src/plssvm/detail/cmd/parser_predict.cpp      | 16 +++----
 src/plssvm/detail/cmd/parser_scale.cpp        | 16 +++----
 src/plssvm/detail/cmd/parser_train.cpp        | 16 +++----
 src/plssvm/detail/execution_range.cpp         | 10 ++---
 src/plssvm/detail/io/file_reader.cpp          |  8 ++--
 src/plssvm/detail/layout.cpp                  |  8 ++--
 src/plssvm/detail/sha256.cpp                  |  8 ++--
 src/plssvm/detail/utility.cpp                 |  4 +-
 src/plssvm/exceptions/exceptions.cpp          |  8 ++--
 src/plssvm/file_format_types.cpp              |  8 ++--
 src/plssvm/kernel_function_types.cpp          | 14 +++---
 src/plssvm/parameter.cpp                      |  6 +--
 src/plssvm/target_platforms.cpp               | 10 ++---
 src/plssvm/version/version.cpp                | 10 ++---
 tests/backend_types.cpp                       | 20 ++++-----
 tests/backends/CUDA/cuda_csvm.cpp             | 10 ++---
 tests/backends/CUDA/detail/device_ptr.cpp     |  4 +-
 tests/backends/CUDA/detail/utility.cu         | 10 ++---
 tests/backends/CUDA/exceptions.cpp            |  6 +--
 tests/backends/HIP/detail/device_ptr.cpp      |  4 +-
 tests/backends/HIP/detail/utility.cpp         | 10 ++---
 tests/backends/HIP/exceptions.cpp             |  6 +--
 tests/backends/HIP/hip_csvm.cpp               | 10 ++---
 tests/backends/HIP/mock_hip_csvm.hpp          |  2 +-
 tests/backends/OpenCL/detail/device_ptr.cpp   |  6 +--
 tests/backends/OpenCL/detail/error_code.cpp   |  6 +--
 tests/backends/OpenCL/detail/utility.cpp      |  6 +--
 tests/backends/OpenCL/exceptions.cpp          |  6 +--
 tests/backends/OpenCL/mock_opencl_csvm.hpp    |  2 +-
 tests/backends/OpenCL/opencl_csvm.cpp         | 10 ++---
 tests/backends/OpenMP/exceptions.cpp          |  6 +--
 tests/backends/OpenMP/mock_openmp_csvm.hpp    |  2 +-
 tests/backends/OpenMP/openmp_csvm.cpp         | 18 ++++----
 tests/backends/OpenMP/q_kernel.cpp            |  6 +--
 tests/backends/OpenMP/svm_kernel.cpp          |  6 +--
 tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp |  2 +-
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp       | 13 +++---
 tests/backends/SYCL/detail/device_ptr.cpp     |  4 +-
 tests/backends/SYCL/detail/utility.cpp        |  2 +-
 tests/backends/SYCL/exceptions.cpp            |  6 +--
 .../SYCL/hipSYCL/mock_hipsycl_csvm.hpp        |  2 +-
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp     | 13 +++---
 tests/backends/SYCL/implementation_type.cpp   |  6 +--
 .../backends/SYCL/kernel_invocation_type.cpp  |  8 ++--
 tests/backends/compare.cpp                    |  8 ++--
 tests/backends/compare.hpp                    |  2 +-
 tests/backends/generic_csvm_tests.hpp         | 34 +++++++-------
 tests/backends/generic_device_ptr_tests.h     | 12 ++---
 tests/backends/generic_exceptions_tests.hpp   | 14 +++---
 tests/csvm.cpp                                | 26 +++++------
 tests/csvm_factory.cpp                        | 32 ++++++-------
 tests/custom_test_macros.hpp                  | 24 +++++-----
 tests/data_set.cpp                            | 30 ++++++-------
 tests/default_value.cpp                       | 18 ++++----
 tests/detail/cmd/data_set_variants.cpp        | 16 +++----
 tests/detail/cmd/parser_predict.cpp           | 16 +++----
 tests/detail/cmd/parser_scale.cpp             | 16 +++----
 tests/detail/cmd/parser_train.cpp             | 18 ++++----
 tests/detail/cmd/utility.hpp                  | 12 ++---
 tests/detail/execution_range.cpp              | 10 ++---
 tests/detail/io/arff_parsing.cpp              | 32 ++++++-------
 tests/detail/io/file_reader.cpp               | 28 ++++++------
 tests/detail/io/libsvm_model_parsing.cpp      | 38 ++++++++--------
 tests/detail/io/libsvm_parsing.cpp            | 30 ++++++-------
 tests/detail/io/scaling_factors_parsing.cpp   | 28 ++++++------
 tests/detail/layout.cpp                       | 12 ++---
 tests/detail/operators.cpp                    |  6 +--
 tests/detail/sha256.cpp                       |  6 +--
 tests/detail/string_conversion.cpp            | 26 +++++------
 tests/detail/string_utility.cpp               |  8 ++--
 tests/detail/type_traits.cpp                  | 12 ++---
 tests/detail/utility.cpp                      | 24 +++++-----
 tests/exceptions/exceptions.cpp               | 18 ++++----
 tests/exceptions/source_location.cpp          |  4 +-
 tests/exceptions/utility.hpp                  |  2 +-
 tests/file_format_types.cpp                   |  4 +-
 tests/kernel_function_types.cpp               | 24 +++++-----
 tests/mock_csvm.hpp                           |  6 +--
 tests/model.cpp                               | 16 +++----
 tests/naming.hpp                              | 18 ++++----
 tests/parameter.cpp                           | 12 ++---
 tests/target_platforms.cpp                    |  8 ++--
 tests/types_to_test.hpp                       |  6 +--
 tests/utility.hpp                             |  4 +-
 tests/version/git_metadata/git_metadata.cpp   | 16 +++----
 tests/version/version.cpp                     | 16 +++----
 utility_scripts/plssvm_target_platforms.py    | 11 ++---
 166 files changed, 936 insertions(+), 942 deletions(-)

diff --git a/include/plssvm/backend_types.hpp b/include/plssvm/backend_types.hpp
index 27c8de246..3e83c1bce 100644
--- a/include/plssvm/backend_types.hpp
+++ b/include/plssvm/backend_types.hpp
@@ -18,8 +18,8 @@
 #include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 
-#include <iosfwd>  // forward declare std::ostream and std::istream
-#include <vector>  // std::vector
+#include <iosfwd>                                        // forward declare std::ostream and std::istream
+#include <vector>                                        // std::vector
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index 18c3932f0..ba37d18f7 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -18,9 +18,9 @@
 #include "plssvm/parameter.hpp"                        // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
-#include <cstddef>      // std::size_t
-#include <type_traits>  // std::true_type
-#include <utility>      // std::forward
+#include <cstddef>                                     // std::size_t
+#include <type_traits>                                 // std::true_type
+#include <utility>                                     // std::forward
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/CUDA/detail/fill_kernel.cuh b/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
index 7c05348a2..16413f682 100644
--- a/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
+++ b/include/plssvm/backends/CUDA/detail/fill_kernel.cuh
@@ -1,13 +1,13 @@
 /**
-* @file
-* @author Alexander Van Craen
-* @author Marcel Breyer
-* @copyright 2018-today The PLSSVM project - All Rights Reserved
-* @license This file is part of the PLSSVM project which is released under the MIT license.
-*          See the LICENSE.md file in the project root for full license information.
-*
-* @brief Defines a CUDA function for filling a device pointer with a specific value.
-*/
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a CUDA function for filling a device pointer with a specific value.
+ */
 
 #ifndef PLSSVM_BACKENDS_CUDA_DETAIL_FILL_KERNEL_HPP_
 #define PLSSVM_BACKENDS_CUDA_DETAIL_FILL_KERNEL_HPP_
@@ -25,7 +25,7 @@ namespace plssvm::cuda::detail {
  * @param[in] count the number of values to fill
  */
 template <typename value_type, typename size_type>
-__global__ void fill_array(value_type* data, const value_type value, const size_type pos, const size_type count) {
+__global__ void fill_array(value_type *data, const value_type value, const size_type pos, const size_type count) {
     const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
     // fill the array
     if (idx < count) {
@@ -33,6 +33,6 @@ __global__ void fill_array(value_type* data, const value_type value, const size_
     }
 }
 
-}  // namespace plssvm::cuda
+}  // namespace plssvm::cuda::detail
 
 #endif  // PLSSVM_BACKENDS_CUDA_DETAIL_FILL_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/CUDA/exceptions.hpp b/include/plssvm/backends/CUDA/exceptions.hpp
index 488e81b30..3f5d62171 100644
--- a/include/plssvm/backends/CUDA/exceptions.hpp
+++ b/include/plssvm/backends/CUDA/exceptions.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::cuda {
 
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 93ae1eb32..af80d3a25 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -18,9 +18,9 @@
 #include "plssvm/parameter.hpp"                           // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
-#include <cstddef>      // std::size_t
-#include <type_traits>  // std::true_type
-#include <utility>      // std::forward
+#include <cstddef>                                        // std::size_t
+#include <type_traits>                                    // std::true_type
+#include <utility>                                        // std::forward
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/HIP/exceptions.hpp b/include/plssvm/backends/HIP/exceptions.hpp
index cedb3a5a2..7e95f3663 100644
--- a/include/plssvm/backends/HIP/exceptions.hpp
+++ b/include/plssvm/backends/HIP/exceptions.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::hip {
 
diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index a5d50be30..57b276be2 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -20,10 +20,10 @@
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include <cstddef>      // std::size_t
-#include <type_traits>  // std::true_type
-#include <utility>      // std::forward
-#include <vector>       // std::vector
+#include <cstddef>                                          // std::size_t
+#include <type_traits>                                      // std::true_type
+#include <utility>                                          // std::forward
+#include <vector>                                           // std::vector
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/OpenCL/detail/command_queue.hpp b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
index 5d15db3d3..351454854 100644
--- a/include/plssvm/backends/OpenCL/detail/command_queue.hpp
+++ b/include/plssvm/backends/OpenCL/detail/command_queue.hpp
@@ -15,9 +15,9 @@
 
 #include "plssvm/backends/OpenCL/detail/kernel.hpp"  // plssvm::opencl::detail::kernel
 
-#include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id
+#include "CL/cl.h"                                   // cl_context, cl_command_queue, cl_device_id
 
-#include <map>  // std::map
+#include <map>                                       // std::map
 
 namespace plssvm::opencl::detail {
 
diff --git a/include/plssvm/backends/OpenCL/detail/context.hpp b/include/plssvm/backends/OpenCL/detail/context.hpp
index af00e4e4c..445be4d40 100644
--- a/include/plssvm/backends/OpenCL/detail/context.hpp
+++ b/include/plssvm/backends/OpenCL/detail/context.hpp
@@ -15,7 +15,7 @@
 
 #include "CL/cl.h"  // cl_context, cl_platform_id, cl_device_id
 
-#include <vector>  // std::vector
+#include <vector>   // std::vector
 
 namespace plssvm::opencl::detail {
 
diff --git a/include/plssvm/backends/OpenCL/detail/error_code.hpp b/include/plssvm/backends/OpenCL/detail/error_code.hpp
index f96b4b81c..48138e4a0 100644
--- a/include/plssvm/backends/OpenCL/detail/error_code.hpp
+++ b/include/plssvm/backends/OpenCL/detail/error_code.hpp
@@ -13,7 +13,7 @@
 #define PLSSVM_BACKENDS_OPENCL_DETAIL_ERROR_CODE_HPP_
 #pragma once
 
-#include "CL/cl.h"  // cl_int, CL_SUCCESS
+#include "CL/cl.h"      // cl_int, CL_SUCCESS
 
 #include <iosfwd>       // forward declare std::ostream
 #include <string_view>  // std::string_view
diff --git a/include/plssvm/backends/OpenCL/detail/utility.hpp b/include/plssvm/backends/OpenCL/detail/utility.hpp
index 379e5b621..680eb095c 100644
--- a/include/plssvm/backends/OpenCL/detail/utility.hpp
+++ b/include/plssvm/backends/OpenCL/detail/utility.hpp
@@ -21,15 +21,15 @@
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include "CL/cl.h"  // cl_uint, cl_int, clSetKernelArg, clEnqueueNDRangeKernel, clFinish
+#include "CL/cl.h"                                          // cl_uint, cl_int, clSetKernelArg, clEnqueueNDRangeKernel, clFinish
 
-#include "fmt/core.h"  // fmt::format
+#include "fmt/core.h"                                       // fmt::format
 
-#include <cstddef>      // std::size_t
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <utility>      // std::forward, std::pair
-#include <vector>       // std::vector
+#include <cstddef>                                          // std::size_t
+#include <string>                                           // std::string
+#include <string_view>                                      // std::string_view
+#include <utility>                                          // std::forward, std::pair
+#include <vector>                                           // std::vector
 
 /**
  * @def PLSSVM_OPENCL_ERROR_CHECK
diff --git a/include/plssvm/backends/OpenCL/exceptions.hpp b/include/plssvm/backends/OpenCL/exceptions.hpp
index f999ac60e..b1f764293 100644
--- a/include/plssvm/backends/OpenCL/exceptions.hpp
+++ b/include/plssvm/backends/OpenCL/exceptions.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::opencl {
 
diff --git a/include/plssvm/backends/OpenCL/predict_kernel.cl b/include/plssvm/backends/OpenCL/predict_kernel.cl
index 7cc72cf47..0f60a8039 100644
--- a/include/plssvm/backends/OpenCL/predict_kernel.cl
+++ b/include/plssvm/backends/OpenCL/predict_kernel.cl
@@ -9,7 +9,7 @@
  * @brief Defines the functions used for prediction for the C-SVM using the OpenCL backend.
  */
 
-//#include "detail/atomics.cl"  // atomicAdd -> included via string concatenation when building the device kernels
+// #include "detail/atomics.cl"  // atomicAdd -> included via string concatenation when building the device kernels
 
 /**
  * @brief Calculate the `w` vector to speed up the prediction of the labels for data points using the linear kernel function.
diff --git a/include/plssvm/backends/OpenCL/svm_kernel.cl b/include/plssvm/backends/OpenCL/svm_kernel.cl
index d0b036cd1..dedf53306 100644
--- a/include/plssvm/backends/OpenCL/svm_kernel.cl
+++ b/include/plssvm/backends/OpenCL/svm_kernel.cl
@@ -9,7 +9,7 @@
  * @brief Defines the kernel functions for the C-SVM using the CUDA backend.
  */
 
-//#include "detail/atomics.cl"  // atomicAdd -> included via string concatenation when building the device kernels
+// #include "detail/atomics.cl"  // atomicAdd -> included via string concatenation when building the device kernels
 
 /**
  * @brief Calculates the C-SVM kernel using the linear kernel function.
@@ -41,7 +41,7 @@ __kernel void device_kernel_linear(__global const real_type *q, __global real_ty
         // cache data
         for (kernel_index_type vec_index = 0; vec_index < feature_range * num_rows; vec_index += num_rows) {
             barrier(CLK_LOCAL_MEM_FENCE);
-            #pragma unroll INTERNAL_BLOCK_SIZE
+#pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type block_id = 0; block_id < INTERNAL_BLOCK_SIZE; ++block_id) {
                 const kernel_index_type idx = block_id % THREAD_BLOCK_SIZE;
                 if (get_local_id(1) == idx) {
@@ -54,25 +54,25 @@ __kernel void device_kernel_linear(__global const real_type *q, __global real_ty
             }
             barrier(CLK_LOCAL_MEM_FENCE);
 
-            #pragma unroll INTERNAL_BLOCK_SIZE
+#pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type data_index = 0; data_index < INTERNAL_BLOCK_SIZE; ++data_index) {
                 data_j[data_index] = data_intern_j[get_local_id(1)][data_index];
             }
 
-            #pragma unroll INTERNAL_BLOCK_SIZE
+#pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type l = 0; l < INTERNAL_BLOCK_SIZE; ++l) {
                 const real_type data_i = data_intern_i[get_local_id(0)][l];
-                #pragma unroll INTERNAL_BLOCK_SIZE
+#pragma unroll INTERNAL_BLOCK_SIZE
                 for (kernel_index_type k = 0; k < INTERNAL_BLOCK_SIZE; ++k) {
                     matr[k][l] += data_i * data_j[k];
                 }
             }
         }
 
-        #pragma unroll INTERNAL_BLOCK_SIZE
+#pragma unroll INTERNAL_BLOCK_SIZE
         for (kernel_index_type x = 0; x < INTERNAL_BLOCK_SIZE; ++x) {
             real_type ret_jx = 0.0;
-            #pragma unroll INTERNAL_BLOCK_SIZE
+#pragma unroll INTERNAL_BLOCK_SIZE
             for (kernel_index_type y = 0; y < INTERNAL_BLOCK_SIZE; ++y) {
                 real_type temp;
                 if (id == 0) {
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 6860293fa..8b89ed053 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -18,9 +18,9 @@
 #include "plssvm/parameter.hpp"           // plssvm::parameter, plssvm::detail::{parameter, has_only_parameter_named_args_v}
 #include "plssvm/target_platforms.hpp"    // plssvm::target_platform
 
-#include <type_traits>  // std::true_type
-#include <utility>      // std::forward, std::pair
-#include <vector>       // std::vector
+#include <type_traits>                    // std::true_type
+#include <utility>                        // std::forward, std::pair
+#include <vector>                         // std::vector
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/OpenMP/exceptions.hpp b/include/plssvm/backends/OpenMP/exceptions.hpp
index 5a440ebb7..91f25ead2 100644
--- a/include/plssvm/backends/OpenMP/exceptions.hpp
+++ b/include/plssvm/backends/OpenMP/exceptions.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::openmp {
 
diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index 2a36ec1a4..5ff04aa56 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -16,17 +16,17 @@
 #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::device_ptr
 #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"       // plssvm::dpcpp::detail::queue (PImpl)
 
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
-#include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/detail/type_traits.hpp"                    // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
-#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
-#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"   // plssvm::sycl::kernel_invocation_type
+#include "plssvm/backends/gpu_csvm.hpp"                      // plssvm::detail::gpu_csvm
+#include "plssvm/detail/type_traits.hpp"                     // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/parameter.hpp"                              // plssvm::parameter, plssvm::detail::parameter
+#include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
-#include "igor/igor.hpp"  // igor::parser
+#include "igor/igor.hpp"                                     // igor::parser
 
-#include <cstddef>      // std::size_t
-#include <type_traits>  // std::is_same_v, std::true_type
-#include <utility>      // std::forward
+#include <cstddef>                                           // std::size_t
+#include <type_traits>                                       // std::is_same_v, std::true_type
+#include <utility>                                           // std::forward
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
index 68cd7e228..3ed242d09 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp
@@ -15,9 +15,9 @@
 
 #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue
 
-#include "sycl/sycl.hpp"  // sycl::queue
+#include "sycl/sycl.hpp"                                // sycl::queue
 
-#include <utility>  // std::forward
+#include <utility>                                      // std::forward
 
 namespace plssvm::dpcpp::detail {
 
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
index b4af3756e..56f707bbd 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/utility.hpp
@@ -16,8 +16,8 @@
 #include "plssvm/backends/SYCL/DPCPP/detail/queue.hpp"  // plssvm::dpcpp::detail::queue (PImpl)
 #include "plssvm/target_platforms.hpp"                  // plssvm::target_platform
 
-#include <utility>  // std::pair
-#include <vector>   // std::vector
+#include <utility>                                      // std::pair
+#include <vector>                                       // std::vector
 
 namespace plssvm::dpcpp::detail {
 
diff --git a/include/plssvm/backends/SYCL/exceptions.hpp b/include/plssvm/backends/SYCL/exceptions.hpp
index 9871d4c5c..9b8ea3e51 100644
--- a/include/plssvm/backends/SYCL/exceptions.hpp
+++ b/include/plssvm/backends/SYCL/exceptions.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index bbbf65a6b..b1646c0f9 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -13,20 +13,20 @@
 #define PLSSVM_BACKENDS_SYCL_HIPSYCL_CSVM_HPP_
 #pragma once
 
-#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"       // plssvm::hipsycl::detail::queue (PImpl)
 
-#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
-#include "plssvm/backends/gpu_csvm.hpp"                     // plssvm::detail::gpu_csvm
-#include "plssvm/detail/type_traits.hpp"                    // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
-#include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
-#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+#include "plssvm/backends/SYCL/kernel_invocation_type.hpp"     // plssvm::sycl::kernel_invocation_type
+#include "plssvm/backends/gpu_csvm.hpp"                        // plssvm::detail::gpu_csvm
+#include "plssvm/detail/type_traits.hpp"                       // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/parameter.hpp"                                // plssvm::parameter, plssvm::detail::parameter
+#include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
 
-#include "igor/igor.hpp"  // igor::parser
+#include "igor/igor.hpp"                                       // igor::parser
 
-#include <cstddef>      // std::size_t
-#include <type_traits>  // std::is_same_v, std::true_type
-#include <utility>      // std::forward
+#include <cstddef>                                             // std::size_t
+#include <type_traits>                                         // std::is_same_v, std::true_type
+#include <utility>                                             // std::forward
 
 namespace plssvm {
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
index 496a17c2b..dc8c85dd7 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp
@@ -15,9 +15,9 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::sycl::detail::queue
 
-#include "sycl/sycl.hpp"  // sycl::queue
+#include "sycl/sycl.hpp"                                  // sycl::queue
 
-#include <utility>  // std::forward
+#include <utility>                                        // std::forward
 
 namespace plssvm::hipsycl::detail {
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
index 2891ec435..6ee8e563c 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/utility.hpp
@@ -16,8 +16,8 @@
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue.hpp"  // plssvm::hipsycl::detail::queue (PImpl)
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
-#include <utility>  // std::pair
-#include <vector>   // std::vector
+#include <utility>                                        // std::pair
+#include <vector>                                         // std::vector
 
 namespace plssvm::hipsycl::detail {
 
diff --git a/include/plssvm/backends/SYCL/predict_kernel.hpp b/include/plssvm/backends/SYCL/predict_kernel.hpp
index f4d14d54d..739097e64 100644
--- a/include/plssvm/backends/SYCL/predict_kernel.hpp
+++ b/include/plssvm/backends/SYCL/predict_kernel.hpp
@@ -16,7 +16,7 @@
 #include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::detail::atomic_op
 #include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 
-#include "sycl/sycl.hpp"  // sycl::nd_item, sycl::range, sycl::pow, sycl::exp
+#include "sycl/sycl.hpp"                            // sycl::nd_item, sycl::range, sycl::pow, sycl::exp
 
 namespace plssvm::sycl::detail {
 
diff --git a/include/plssvm/backends/SYCL/q_kernel.hpp b/include/plssvm/backends/SYCL/q_kernel.hpp
index c7469ca44..b650c4c8a 100644
--- a/include/plssvm/backends/SYCL/q_kernel.hpp
+++ b/include/plssvm/backends/SYCL/q_kernel.hpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/constants.hpp"  // plssvm::kernel_index_type
 
-#include "sycl/sycl.hpp"  // sycl::nd_item, sycl::pow, sycl::exp
+#include "sycl/sycl.hpp"         // sycl::nd_item, sycl::pow, sycl::exp
 
 namespace plssvm::sycl::detail {
 
@@ -162,6 +162,6 @@ class device_kernel_q_rbf {
     /// @endcond
 };
 
-}  // namespace plssvm::sycl
+}  // namespace plssvm::sycl::detail
 
 #endif  // PLSSVM_BACKENDS_SYCL_Q_KERNEL_HPP_
\ No newline at end of file
diff --git a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
index cc482d8a0..9410674ff 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_hierarchical.hpp
@@ -16,9 +16,9 @@
 #include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::detail::atomic_op
 #include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::handler, sycl::h_item, sycl::range, sycl::private_memory, sycl::pow, sycl::exp
+#include "sycl/sycl.hpp"                            // sycl::queue, sycl::handler, sycl::h_item, sycl::range, sycl::private_memory, sycl::pow, sycl::exp
 
-#include <cstddef>  // std::size_t (cant' use kernel_index_type because of comparisons with unsigned long values)
+#include <cstddef>                                  // std::size_t (cant' use kernel_index_type because of comparisons with unsigned long values)
 
 namespace plssvm::sycl::detail {
 
diff --git a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
index 96bebe8d5..9d2f01cec 100644
--- a/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
+++ b/include/plssvm/backends/SYCL/svm_kernel_nd_range.hpp
@@ -16,9 +16,9 @@
 #include "plssvm/backends/SYCL/detail/atomics.hpp"  // plssvm::sycl::detail::atomic_op
 #include "plssvm/constants.hpp"                     // plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 
-#include "sycl/sycl.hpp"  // sycl::nd_item, sycl::local_accessor, sycl::range, sycl::group_barrier, sycl::pow, sycl::exp, sycl::atomic_ref
+#include "sycl/sycl.hpp"                            // sycl::nd_item, sycl::local_accessor, sycl::range, sycl::group_barrier, sycl::pow, sycl::exp, sycl::atomic_ref
 
-#include <cstddef>  // std::size_t (cant' use kernel_index_type because of comparisons with unsigned long values)
+#include <cstddef>                                  // std::size_t (cant' use kernel_index_type because of comparisons with unsigned long values)
 
 namespace plssvm::sycl::detail {
 
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 8e57e8e3d..15efdb64b 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -18,18 +18,18 @@
 #include "plssvm/detail/layout.hpp"           // plssvm::detail::{transform_to_layout, layout_type}
 #include "plssvm/parameter.hpp"               // plssvm::parameter
 
-#include "fmt/chrono.h"  // output std::chrono times using {fmt}
-#include "fmt/core.h"    // fmt::format
-
-#include <algorithm>   // std::min, std::all_of, std::adjacent_find
-#include <chrono>      // std::chrono::{milliseconds, steady_clock, duration_cast}
-#include <cmath>       // std::ceil
-#include <cstddef>     // std::size_t
-#include <iostream>    // std::clog, std::cout, std::endl
-#include <functional>  // std::less_equal
-#include <tuple>       // std::tuple, std::make_tuple
-#include <utility>     // std::forward, std::pair, std::move, std::make_pair
-#include <vector>      // std::vector
+#include "fmt/chrono.h"                       // output std::chrono times using {fmt}
+#include "fmt/core.h"                         // fmt::format
+
+#include <algorithm>                          // std::min, std::all_of, std::adjacent_find
+#include <chrono>                             // std::chrono::{milliseconds, steady_clock, duration_cast}
+#include <cmath>                              // std::ceil
+#include <cstddef>                            // std::size_t
+#include <functional>                         // std::less_equal
+#include <iostream>                           // std::clog, std::cout, std::endl
+#include <tuple>                              // std::tuple, std::make_tuple
+#include <utility>                            // std::forward, std::pair, std::move, std::make_pair
+#include <vector>                             // std::vector
 
 namespace plssvm::detail {
 
@@ -263,7 +263,7 @@ class gpu_csvm : public ::plssvm::csvm {
 
 template <template <typename> typename device_ptr_t, typename queue_t>
 std::size_t gpu_csvm<device_ptr_t, queue_t>::select_num_used_devices(const kernel_function_type kernel, const std::size_t num_features) const noexcept {
-    PLSSVM_ASSERT(num_features > 0 , "At lest one feature must be given!");
+    PLSSVM_ASSERT(num_features > 0, "At lest one feature must be given!");
 
     // polynomial and rbf kernel currently only support single GPU execution
     if ((kernel == kernel_function_type::polynomial || kernel == kernel_function_type::rbf) && devices_.size() > 1) {
diff --git a/include/plssvm/core.hpp b/include/plssvm/core.hpp
index 422fcf0b9..d60de47e4 100644
--- a/include/plssvm/core.hpp
+++ b/include/plssvm/core.hpp
@@ -13,24 +13,24 @@
 #define PLSSVM_CORE_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"          // the base C-SVM every backend is inheriting from
-#include "plssvm/csvm_factory.hpp"  // a factory function to instantiate a C-SVM using a runtime backend; includes the available backend C-SVMs
+#include "plssvm/csvm.hpp"                                  // the base C-SVM every backend is inheriting from
+#include "plssvm/csvm_factory.hpp"                          // a factory function to instantiate a C-SVM using a runtime backend; includes the available backend C-SVMs
 
-#include "plssvm/constants.hpp"  // verbosity flag und compile-time constants
-#include "plssvm/parameter.hpp"  // the C-SVM parameter
+#include "plssvm/constants.hpp"                             // verbosity flag und compile-time constants
+#include "plssvm/parameter.hpp"                             // the C-SVM parameter
 
-#include "plssvm/data_set.hpp"  // a data set used for training a C-SVM
-#include "plssvm/model.hpp"     // the model as a result of training a C-SVM
+#include "plssvm/data_set.hpp"                              // a data set used for training a C-SVM
+#include "plssvm/model.hpp"                                 // the model as a result of training a C-SVM
 
-#include "plssvm/backend_types.hpp"          // all supported backend types
-#include "plssvm/kernel_function_types.hpp"  // all supported kernel function types
-#include "plssvm/target_platforms.hpp"       // all supported target platforms
+#include "plssvm/backend_types.hpp"                         // all supported backend types
+#include "plssvm/kernel_function_types.hpp"                 // all supported kernel function types
+#include "plssvm/target_platforms.hpp"                      // all supported target platforms
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // the SYCL implementation type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // the SYCL specific kernel invocation typ
 
-#include "plssvm/exceptions/exceptions.hpp"  // exception hierarchy
-#include "plssvm/version/version.hpp"        // version information
+#include "plssvm/exceptions/exceptions.hpp"                 // exception hierarchy
+#include "plssvm/version/version.hpp"                       // version information
 
 /// The main namespace containing all public API functions.
 namespace plssvm {}
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index c6938ea1a..8953e03b2 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -24,15 +24,15 @@
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
 
-#include "fmt/core.h"     // fmt::format
-#include "igor/igor.hpp"  // igor::parser
+#include "fmt/core.h"                        // fmt::format
+#include "igor/igor.hpp"                     // igor::parser
 
-#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast}
-#include <iostream>     // std::cout, std::endl
-#include <tuple>        // std::tie
-#include <type_traits>  // std::enable_if_t, std::is_same_v, std::is_convertible_v, std::false_type
-#include <utility>      // std::pair, std::forward
-#include <vector>       // std::vector
+#include <chrono>                            // std::chrono::{time_point, steady_clock, duration_cast}
+#include <iostream>                          // std::cout, std::endl
+#include <tuple>                             // std::tie
+#include <type_traits>                       // std::enable_if_t, std::is_same_v, std::is_convertible_v, std::false_type
+#include <utility>                           // std::pair, std::forward
+#include <vector>                            // std::vector
 
 namespace plssvm {
 
@@ -69,6 +69,14 @@ class csvm {
      * @brief Default move-constructor since a virtual destructor has been declared.
      */
     csvm(csvm &&) noexcept = default;
+    /**
+     * @brief Default copy-assignment operator since a virtual destructor has been declared.
+     */
+    csvm &operator=(const csvm &) = default;
+    /**
+     * @brief Default move-assignment operator since a virtual destructor has been declared.
+     */
+    csvm &operator=(csvm &&) noexcept = default;
     /**
      * @brief Virtual destructor to enable safe inheritance.
      */
diff --git a/include/plssvm/csvm_factory.hpp b/include/plssvm/csvm_factory.hpp
index 3657db8a6..2881e1388 100644
--- a/include/plssvm/csvm_factory.hpp
+++ b/include/plssvm/csvm_factory.hpp
@@ -19,8 +19,8 @@
 #include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::unsupported_backend_exception
 
-#include "plssvm/backends/SYCL/detail/constants.hpp"  // alias plssvm::sycl to the PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION
-                                                      // or to plssvm::dpcpp if no SYCL backend is available
+#include "plssvm/backends/SYCL/detail/constants.hpp"     // alias plssvm::sycl to the PLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION
+                                                         // or to plssvm::dpcpp if no SYCL backend is available
 
 // only include requested/available backends
 #if defined(PLSSVM_HAS_OPENMP_BACKEND)
@@ -47,9 +47,9 @@
 #include "fmt/core.h"     // fmt::format
 #include "igor/igor.hpp"  // igor::parser, igor::has_unnamed_arguments
 
-#include <memory>       // std::unique_ptr, std::make_unique
-#include <type_traits>  // std::is_same_v, std::is_constructible_v
-#include <utility>      // std::forward
+#include <memory>         // std::unique_ptr, std::make_unique
+#include <type_traits>    // std::is_same_v, std::is_constructible_v
+#include <utility>        // std::forward
 
 namespace plssvm {
 
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index a319104d9..ba0cf4aa9 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -23,25 +23,25 @@
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::data_set_exception
 #include "plssvm/file_format_types.hpp"                  // plssvm::file_format_type
 
-#include "fmt/chrono.h"   // directly output std::chrono times via fmt
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // directly output objects with operator<< overload via fmt
-
-#include <algorithm>    // std::all_of, std::max, std::min, std::sort, std::adjacent_find
-#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
-#include <cstddef>      // std::size_t
-#include <functional>   // std::reference_wrapper, std::cref
-#include <iostream>     // std::cout, std::endl
-#include <limits>       // std::numeric_limits::{max, lowest}
-#include <map>          // std::map
-#include <memory>       // std::shared_ptr, std::make_shared
-#include <optional>     // std::optional, std::make_optional, std::nullopt
-#include <set>          // std::set
-#include <string>       // std::string
-#include <tuple>        // std::tie
-#include <type_traits>  // std::is_same_v, std::is_arithmetic_v
-#include <utility>      // std::move, std::pair, std::make_pair
-#include <vector>       // std::vector
+#include "fmt/chrono.h"                                  // directly output std::chrono times via fmt
+#include "fmt/core.h"                                    // fmt::format
+#include "fmt/ostream.h"                                 // directly output objects with operator<< overload via fmt
+
+#include <algorithm>                                     // std::all_of, std::max, std::min, std::sort, std::adjacent_find
+#include <chrono>                                        // std::chrono::{time_point, steady_clock, duration_cast, millisecond}
+#include <cstddef>                                       // std::size_t
+#include <functional>                                    // std::reference_wrapper, std::cref
+#include <iostream>                                      // std::cout, std::endl
+#include <limits>                                        // std::numeric_limits::{max, lowest}
+#include <map>                                           // std::map
+#include <memory>                                        // std::shared_ptr, std::make_shared
+#include <optional>                                      // std::optional, std::make_optional, std::nullopt
+#include <set>                                           // std::set
+#include <string>                                        // std::string
+#include <tuple>                                         // std::tie
+#include <type_traits>                                   // std::is_same_v, std::is_arithmetic_v
+#include <utility>                                       // std::move, std::pair, std::make_pair
+#include <vector>                                        // std::vector
 
 namespace plssvm {
 
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index e5c43c5f6..6b3737f0f 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -47,7 +47,7 @@ struct default_init {
         value{ std::move_if_noexcept(val) } {}
 
     /// The explicit default initialization value.
-    T value;
+    T value{};
 };
 
 //*************************************************************************************************************************************//
diff --git a/include/plssvm/detail/assert.hpp b/include/plssvm/detail/assert.hpp
index 7263dbf64..0636ef852 100644
--- a/include/plssvm/detail/assert.hpp
+++ b/include/plssvm/detail/assert.hpp
@@ -15,13 +15,13 @@
 
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include "fmt/color.h"  // fmt::emphasis, fmt::fg, fmt::color
-#include "fmt/core.h"   // fmt::format
+#include "fmt/color.h"                            // fmt::emphasis, fmt::fg, fmt::color
+#include "fmt/core.h"                             // fmt::format
 
-#include <cstdlib>      // std::abort
-#include <iostream>     // std::cerr, std::endl
-#include <string_view>  // std::string_view
-#include <utility>      // std::forward
+#include <cstdlib>                                // std::abort
+#include <iostream>                               // std::cerr, std::endl
+#include <string_view>                            // std::string_view
+#include <utility>                                // std::forward
 
 namespace plssvm::detail {
 
diff --git a/include/plssvm/detail/cmd/data_set_variants.hpp b/include/plssvm/detail/cmd/data_set_variants.hpp
index 4efa4af73..4afb2fdfa 100644
--- a/include/plssvm/detail/cmd/data_set_variants.hpp
+++ b/include/plssvm/detail/cmd/data_set_variants.hpp
@@ -18,8 +18,8 @@
 #include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
 
-#include <string>   // std::string
-#include <variant>  // std::variant
+#include <string>                                // std::string
+#include <variant>                               // std::variant
 
 namespace plssvm::detail::cmd {
 
diff --git a/include/plssvm/detail/cmd/parser_predict.hpp b/include/plssvm/detail/cmd/parser_predict.hpp
index 70dbd68ca..7fc541cb4 100644
--- a/include/plssvm/detail/cmd/parser_predict.hpp
+++ b/include/plssvm/detail/cmd/parser_predict.hpp
@@ -17,8 +17,8 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 #include "plssvm/target_platforms.hpp"                   // plssvm::target_platform
 
-#include <iosfwd>  // forward declare std::ostream
-#include <string>  // std::string
+#include <iosfwd>                                        // forward declare std::ostream
+#include <string>                                        // std::string
 
 namespace plssvm::detail::cmd {
 
diff --git a/include/plssvm/detail/cmd/parser_scale.hpp b/include/plssvm/detail/cmd/parser_scale.hpp
index b86afe5ba..82415db60 100644
--- a/include/plssvm/detail/cmd/parser_scale.hpp
+++ b/include/plssvm/detail/cmd/parser_scale.hpp
@@ -15,8 +15,8 @@
 
 #include "plssvm/file_format_types.hpp"  // plssvm::file_format_type
 
-#include <iosfwd>  // forward declare std::ostream
-#include <string>  // std::string
+#include <iosfwd>                        // forward declare std::ostream
+#include <string>                        // std::string
 
 namespace plssvm::detail::cmd {
 
diff --git a/include/plssvm/detail/cmd/parser_train.hpp b/include/plssvm/detail/cmd/parser_train.hpp
index 34be81e66..6031894ef 100644
--- a/include/plssvm/detail/cmd/parser_train.hpp
+++ b/include/plssvm/detail/cmd/parser_train.hpp
@@ -20,9 +20,9 @@
 #include "plssvm/parameter.hpp"                             // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include <cstddef>  // std::size_t
-#include <iosfwd>   // forward declare std::ostream
-#include <string>   // std::string
+#include <cstddef>                                          // std::size_t
+#include <iosfwd>                                           // forward declare std::ostream
+#include <string>                                           // std::string
 
 namespace plssvm::detail::cmd {
 
diff --git a/include/plssvm/detail/execution_range.hpp b/include/plssvm/detail/execution_range.hpp
index 8589a0aac..fb79e0599 100644
--- a/include/plssvm/detail/execution_range.hpp
+++ b/include/plssvm/detail/execution_range.hpp
@@ -15,11 +15,11 @@
 
 #include "plssvm/detail/type_traits.hpp"  // PLSSVM_REQUIRES
 
-#include <algorithm>         // std::copy
-#include <array>             // std::array
-#include <cstddef>           // std::size_t
-#include <initializer_list>  // std::initializer_list
-#include <iosfwd>            // forward declare std::ostream
+#include <algorithm>                      // std::copy
+#include <array>                          // std::array
+#include <cstddef>                        // std::size_t
+#include <initializer_list>               // std::initializer_list
+#include <iosfwd>                         // forward declare std::ostream
 
 namespace plssvm::detail {
 
diff --git a/include/plssvm/detail/io/libsvm_parsing.hpp b/include/plssvm/detail/io/libsvm_parsing.hpp
index 8e7d0be05..8f181f49c 100644
--- a/include/plssvm/detail/io/libsvm_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_parsing.hpp
@@ -14,23 +14,23 @@
 #pragma once
 
 #include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
-#include "plssvm/detail/utility.hpp"            // plssvm::detail::current_date_time
 #include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::convert_to
+#include "plssvm/detail/utility.hpp"            // plssvm::detail::current_date_time
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
 
-#include "fmt/compile.h"  // FMT_COMPILE
-#include "fmt/format.h"   // fmt::format, fmt::format_to
-#include "fmt/os.h"      // fmt::ostream, fmt::output_file
-
-#include <algorithm>    // std::max, std::min
-#include <cstddef>      // std::size_t
-#include <exception>    // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple
-#include <utility>      // std::move
-#include <vector>       // std::vector
+#include "fmt/compile.h"                        // FMT_COMPILE
+#include "fmt/format.h"                         // fmt::format, fmt::format_to
+#include "fmt/os.h"                             // fmt::ostream, fmt::output_file
+
+#include <algorithm>                            // std::max, std::min
+#include <cstddef>                              // std::size_t
+#include <exception>                            // std::exception, std::exception_ptr, std::current_exception, std::rethrow_exception
+#include <string>                               // std::string
+#include <string_view>                          // std::string_view
+#include <tuple>                                // std::tuple, std::make_tuple
+#include <utility>                              // std::move
+#include <vector>                               // std::vector
 
 namespace plssvm::detail::io {
 
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 22def2381..0da207801 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -16,16 +16,16 @@
 #include "plssvm/constants.hpp"      // plssvm::verbose
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
 
-#include "fmt/chrono.h"   // format std::chrono types
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // format types with a user defined operator<<
-
-#include <algorithm>  // std::all_of
-#include <chrono>     // std::chrono::{time_point, steady_clock, duration_cast}
-#include <cstddef>    // std::size_t
-#include <iosfwd>     // forward declare std::ostream and std::istream
-#include <iostream>   // std::cout, std::endl
-#include <vector>     // std::vector
+#include "fmt/chrono.h"              // format std::chrono types
+#include "fmt/core.h"                // fmt::format
+#include "fmt/ostream.h"             // format types with a user defined operator<<
+
+#include <algorithm>                 // std::all_of
+#include <chrono>                    // std::chrono::{time_point, steady_clock, duration_cast}
+#include <cstddef>                   // std::size_t
+#include <iosfwd>                    // forward declare std::ostream and std::istream
+#include <iostream>                  // std::cout, std::endl
+#include <vector>                    // std::vector
 
 namespace plssvm::detail {
 
diff --git a/include/plssvm/detail/operators.hpp b/include/plssvm/detail/operators.hpp
index 40d479a15..3f83f6023 100644
--- a/include/plssvm/detail/operators.hpp
+++ b/include/plssvm/detail/operators.hpp
@@ -15,8 +15,8 @@
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
-#include <cmath>   // std::fma
-#include <vector>  // std::vector
+#include <cmath>                     // std::fma
+#include <vector>                    // std::vector
 
 /**
  * @def PLSSVM_GENERATE_ARITHMETIC_OPERATION
diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 114cdc0cb..040347081 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -17,16 +17,16 @@
 #include "plssvm/detail/string_utility.hpp"        // plssvm::detail::{trim, trim_left, as_lower_case}
 #include "plssvm/detail/type_traits.hpp"           // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
 
-#include "fast_float/fast_float.h"  // fast_float::from_chars_result, fast_float::from_chars (floating point types)
-#include "fmt/core.h"               // fmt::format
+#include "fast_float/fast_float.h"                 // fast_float::from_chars_result, fast_float::from_chars (floating point types)
+#include "fmt/core.h"                              // fmt::format
 
-#include <charconv>      // std::from_chars_result, std::from_chars (integral types)
-#include <stdexcept>     // std::runtime_error
-#include <string>        // std::string, std::stold
-#include <string_view>   // std::string_view
-#include <system_error>  // std:errc
-#include <type_traits>   // std::is_arithmetic_v, std::is_same_v, std::is_floating_point_v, std::is_integral_v
-#include <vector>        // std::vector
+#include <charconv>                                // std::from_chars_result, std::from_chars (integral types)
+#include <stdexcept>                               // std::runtime_error
+#include <string>                                  // std::string, std::stold
+#include <string_view>                             // std::string_view
+#include <system_error>                            // std:errc
+#include <type_traits>                             // std::is_arithmetic_v, std::is_same_v, std::is_floating_point_v, std::is_integral_v
+#include <vector>                                  // std::vector
 
 namespace plssvm::detail {
 
diff --git a/include/plssvm/detail/utility.hpp b/include/plssvm/detail/utility.hpp
index d052fba33..1507ae3d4 100644
--- a/include/plssvm/detail/utility.hpp
+++ b/include/plssvm/detail/utility.hpp
@@ -16,12 +16,12 @@
 #include "plssvm/default_value.hpp"       // plssvm::default_value
 #include "plssvm/detail/type_traits.hpp"  // PLSSVM_REQUIRES, plssvm::detail::always_false_v
 
-#include <algorithm>    // std::remove_if, std::find
-#include <cstddef>      // std::size_t
-#include <iterator>     // std::distance
-#include <string>       // std::string
-#include <tuple>        // std::forward_as_tuple, std::get
-#include <type_traits>  // std::underlying_type_t, std::is_enum_v
+#include <algorithm>                      // std::remove_if, std::find
+#include <cstddef>                        // std::size_t
+#include <iterator>                       // std::distance
+#include <string>                         // std::string
+#include <tuple>                          // std::forward_as_tuple, std::get
+#include <type_traits>                    // std::underlying_type_t, std::is_enum_v
 
 namespace plssvm::detail {
 
@@ -33,7 +33,7 @@ namespace plssvm::detail {
     // Uses compiler specific extensions if possible.
     // Even if no extension is used, undefined behavior is still raised by
     // an empty function body and the noreturn attribute.
-#if defined(__GNUC__)  // GCC, Clang, ICC
+#if defined(__GNUC__)    // GCC, Clang, ICC
     __builtin_unreachable();
 #elif defined(_MSC_VER)  // MSVC
     __assume(false);
diff --git a/include/plssvm/exceptions/exceptions.hpp b/include/plssvm/exceptions/exceptions.hpp
index 45abd1ccc..c592a3e88 100644
--- a/include/plssvm/exceptions/exceptions.hpp
+++ b/include/plssvm/exceptions/exceptions.hpp
@@ -16,9 +16,9 @@
 
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <stdexcept>    // std::runtime_error
-#include <string>       // std::string
-#include <string_view>  // std::string_view
+#include <stdexcept>                              // std::runtime_error
+#include <string>                                 // std::string
+#include <string_view>                            // std::string_view
 
 namespace plssvm {
 
@@ -51,7 +51,7 @@ class exception : public std::runtime_error {
 
   private:
     /// The name of the thrown exception class.
-    const std::string_view class_name_;
+    std::string_view class_name_;
     /// The call side source location information.
     source_location loc_;
 };
diff --git a/include/plssvm/kernel_function_types.hpp b/include/plssvm/kernel_function_types.hpp
index 208d22f6a..54ae8566c 100644
--- a/include/plssvm/kernel_function_types.hpp
+++ b/include/plssvm/kernel_function_types.hpp
@@ -19,9 +19,9 @@
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::get
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception
 
-#include <cmath>   // std::pow, std::exp, std::fma
-#include <iosfwd>  // forward declare std::ostream and std::istream
-#include <vector>  // std::vector
+#include <cmath>                             // std::pow, std::exp, std::fma
+#include <iosfwd>                            // forward declare std::ostream and std::istream
+#include <vector>                            // std::vector
 
 namespace plssvm {
 
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 545dc8746..0556cc6a7 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -20,18 +20,18 @@
 #include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
-#include "fmt/chrono.h"  // format std::chrono types using fmt
-#include "fmt/core.h"    // fmt::format
-
-#include <chrono>       // std::chrono::{time_point, steady_clock, duration_cast, milliseconds}
-#include <cstddef>      // std::size_t
-#include <iostream>     // std::cout, std::endl
-#include <memory>       // std::shared_ptr, std::make_shared
-#include <string>       // std::string
-#include <tuple>        // std::tie
-#include <type_traits>  // std::is_same_v, std::is_arithmetic_v
-#include <utility>      // std::move
-#include <vector>       // std::vector
+#include "fmt/chrono.h"                               // format std::chrono types using fmt
+#include "fmt/core.h"                                 // fmt::format
+
+#include <chrono>                                     // std::chrono::{time_point, steady_clock, duration_cast, milliseconds}
+#include <cstddef>                                    // std::size_t
+#include <iostream>                                   // std::cout, std::endl
+#include <memory>                                     // std::shared_ptr, std::make_shared
+#include <string>                                     // std::string
+#include <tuple>                                      // std::tie
+#include <type_traits>                                // std::is_same_v, std::is_arithmetic_v
+#include <utility>                                    // std::move
+#include <vector>                                     // std::vector
 
 namespace plssvm {
 
diff --git a/include/plssvm/parameter.hpp b/include/plssvm/parameter.hpp
index 611192e9e..feaf82501 100644
--- a/include/plssvm/parameter.hpp
+++ b/include/plssvm/parameter.hpp
@@ -18,14 +18,14 @@
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::unreachable
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function_type_to_math_string
 
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // be able to output custom types with an operator<< overload using fmt
-#include "igor/igor.hpp"  // IGOR_MAKE_NAMED_ARGUMENT, igor::parser, igor::has_unnamed_arguments, igor::has_other_than
-
-#include <iostream>     // std::clog, std::endl, std::ostream
-#include <string_view>  // std::string_view
-#include <type_traits>  // std::is_same_v, std::is_convertible_v
-#include <utility>      // std::forward
+#include "fmt/core.h"                        // fmt::format
+#include "fmt/ostream.h"                     // be able to output custom types with an operator<< overload using fmt
+#include "igor/igor.hpp"                     // IGOR_MAKE_NAMED_ARGUMENT, igor::parser, igor::has_unnamed_arguments, igor::has_other_than
+
+#include <iostream>                          // std::clog, std::endl, std::ostream
+#include <string_view>                       // std::string_view
+#include <type_traits>                       // std::is_same_v, std::is_convertible_v
+#include <utility>                           // std::forward
 
 namespace plssvm {
 
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 5028600de..41262cdd2 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -17,13 +17,12 @@
 #include "fmt/format.h"   // fmt::format, fmt::print
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
-#include <chrono>     // std::chrono
-#include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <fstream>    // std::ofstream
-#include <iostream>   // std::cerr, std::clog, std::endl
-#include <variant>    // std::visit
-#include <vector>     // std::vector
+#include <chrono>         // std::chrono
+#include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>      // std::exception
+#include <iostream>       // std::cerr, std::clog, std::endl
+#include <variant>        // std::visit
+#include <vector>         // std::vector
 
 int main(int argc, char *argv[]) {
     try {
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 20cebbe07..9f76c3555 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -14,11 +14,11 @@
 
 #include "fmt/core.h"  // fmt::print, fmt::format
 
-#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <iostream>   // std::cerr, std::clog, std::endl
-#include <utility>    // std::pair
-#include <variant>    // std::visit
+#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>   // std::exception
+#include <iostream>    // std::cerr, std::clog, std::endl
+#include <utility>     // std::pair
+#include <variant>     // std::visit
 
 int main(int argc, char *argv[]) {
     try {
@@ -41,7 +41,7 @@ int main(int argc, char *argv[]) {
                 using label_type = typename plssvm::detail::remove_cvref_t<decltype(data)>::label_type;
 
                 // output to console if no output filename is provided
-                const std::vector<std::vector<real_type>>& matrix = data.data();
+                const std::vector<std::vector<real_type>> &matrix = data.data();
                 const plssvm::optional_ref<const std::vector<label_type>> label = data.labels();
                 for (std::size_t row = 0; row < matrix.size(); ++row) {
                     if (label.has_value()) {
diff --git a/src/main_train.cpp b/src/main_train.cpp
index a87212ffb..e93febc90 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -16,10 +16,10 @@
 #include "fmt/core.h"     // std::format
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
-#include <cstdlib>    // EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <iostream>   // std::cerr, std::clog, std::endl
-#include <variant>    // std::visit
+#include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>      // std::exception
+#include <iostream>       // std::cerr, std::clog, std::endl
+#include <variant>        // std::visit
 
 int main(int argc, char *argv[]) {
     try {
diff --git a/src/plssvm/backend_types.cpp b/src/plssvm/backend_types.cpp
index b214b3d3c..b0fba80de 100644
--- a/src/plssvm/backend_types.cpp
+++ b/src/plssvm/backend_types.cpp
@@ -12,16 +12,16 @@
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::contains
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_backend_exception
 
-#include "fmt/format.h"   // fmt::format, fmt::join
-#include "fmt/ostream.h"  // be able to format types with an operator<< overload
+#include "fmt/format.h"                      // fmt::format, fmt::join
+#include "fmt/ostream.h"                     // be able to format types with an operator<< overload
 
-#include <array>      // std::array
-#include <ios>        // std::ios::failbit
-#include <istream>    // std::istream
-#include <ostream>    // std::ostream
-#include <string>     // std::string
-#include <utility>    // std::pair
-#include <vector>     // std::vector
+#include <array>                             // std::array
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
+#include <utility>                           // std::pair
+#include <vector>                            // std::vector
 
 namespace plssvm {
 
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 897d8a6b1..012a02a60 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -21,17 +21,17 @@
 #include "plssvm/parameter.hpp"                        // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                 // plssvm::target_platform
 
-#include "cuda.h"              // cuda runtime functions
-#include "cuda_runtime_api.h"  // cuda runtime functions
+#include "cuda.h"                                      // cuda runtime functions
+#include "cuda_runtime_api.h"                          // cuda runtime functions
 
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+#include "fmt/core.h"                                  // fmt::format
+#include "fmt/ostream.h"                               // can use fmt using operator<< overloads
 
-#include <cstddef>    // std::size_t
-#include <exception>  // std::terminate
-#include <iostream>   // std::cout, std::endl
-#include <numeric>    // std::iota
-#include <utility>    // std::pair, std::make_pair
+#include <cstddef>                                     // std::size_t
+#include <exception>                                   // std::terminate
+#include <iostream>                                    // std::cout, std::endl
+#include <numeric>                                     // std::iota
+#include <utility>                                     // std::pair, std::make_pair
 
 namespace plssvm::cuda {
 
diff --git a/src/plssvm/backends/CUDA/detail/device_ptr.cu b/src/plssvm/backends/CUDA/detail/device_ptr.cu
index 0dcdc021f..27bbc174b 100644
--- a/src/plssvm/backends/CUDA/detail/device_ptr.cu
+++ b/src/plssvm/backends/CUDA/detail/device_ptr.cu
@@ -14,9 +14,9 @@
 #include "plssvm/backends/gpu_device_ptr.hpp"           // plssvm::detail::gpu_device_ptr
 #include "plssvm/detail/assert.hpp"                     // PLSSVM_ASSERT
 
-#include "fmt/core.h"  // fmt::format
+#include "fmt/core.h"                                   // fmt::format
 
-#include <algorithm>  // std::min
+#include <algorithm>                                    // std::min
 
 namespace plssvm::cuda::detail {
 
diff --git a/src/plssvm/backends/CUDA/detail/utility.cu b/src/plssvm/backends/CUDA/detail/utility.cu
index 70582b797..edb426059 100644
--- a/src/plssvm/backends/CUDA/detail/utility.cu
+++ b/src/plssvm/backends/CUDA/detail/utility.cu
@@ -10,7 +10,7 @@
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
-#include "fmt/format.h"  // fmt::format
+#include "fmt/format.h"                         // fmt::format
 
 namespace plssvm::cuda::detail {
 
diff --git a/src/plssvm/backends/CUDA/exceptions.cpp b/src/plssvm/backends/CUDA/exceptions.cpp
index 5a6975bfc..29508a42a 100644
--- a/src/plssvm/backends/CUDA/exceptions.cpp
+++ b/src/plssvm/backends/CUDA/exceptions.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::cuda {
 
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index de2c53f66..e556bddb6 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -22,16 +22,15 @@
 #include "plssvm/parameter.hpp"                           // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
 
-#include "hip/hip_runtime_api.h"
-
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <exception>  // std::terminate
-#include <iostream>   // std::cout, std::endl
-#include <numeric>    // std::iota
-#include <utility>    // std::pair, std::make_pair
-#include <vector>     // std::vector
+#include "fmt/core.h"                                     // fmt::format
+#include "fmt/ostream.h"                                  // can use fmt using operator<< overloads
+#include "hip/hip_runtime_api.h"                          // HIP runtime functions
+
+#include <exception>                                      // std::terminate
+#include <iostream>                                       // std::cout, std::endl
+#include <numeric>                                        // std::iota
+#include <utility>                                        // std::pair, std::make_pair
+#include <vector>                                         // std::vector
 
 namespace plssvm::hip {
 
diff --git a/src/plssvm/backends/HIP/exceptions.cpp b/src/plssvm/backends/HIP/exceptions.cpp
index cda806e01..38f68c635 100644
--- a/src/plssvm/backends/HIP/exceptions.cpp
+++ b/src/plssvm/backends/HIP/exceptions.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::hip {
 
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 75fb50138..ef320c5c4 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -23,18 +23,18 @@
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include "fmt/chrono.h"   // can directly print std::chrono literals
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <algorithm>  // std::all_of
-#include <chrono>     // std::chrono
-#include <exception>  // std::terminate
-#include <iostream>   // std::cout, std::endl
-#include <string>     // std::string
-#include <tuple>      // std::tie
-#include <utility>    // std::pair, std::make_pair, std::move
-#include <vector>     // std::vector
+#include "fmt/chrono.h"                                     // can directly print std::chrono literals
+#include "fmt/core.h"                                       // fmt::format
+#include "fmt/ostream.h"                                    // can use fmt using operator<< overloads
+
+#include <algorithm>                                        // std::all_of
+#include <chrono>                                           // std::chrono
+#include <exception>                                        // std::terminate
+#include <iostream>                                         // std::cout, std::endl
+#include <string>                                           // std::string
+#include <tuple>                                            // std::tie
+#include <utility>                                          // std::pair, std::make_pair, std::move
+#include <vector>                                           // std::vector
 
 namespace plssvm::opencl {
 
diff --git a/src/plssvm/backends/OpenCL/detail/command_queue.cpp b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
index 37f71f94a..4a2f52825 100644
--- a/src/plssvm/backends/OpenCL/detail/command_queue.cpp
+++ b/src/plssvm/backends/OpenCL/detail/command_queue.cpp
@@ -14,11 +14,11 @@
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
 #include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::always_false_v
 
-#include "CL/cl.h"  // cl_context, cl_command_queue, cl_device_id, clCreateCommandQueueWithProperties, clCreateCommandQueue, clReleaseCommandQueue
+#include "CL/cl.h"                                       // cl_context, cl_command_queue, cl_device_id, clCreateCommandQueueWithProperties, clCreateCommandQueue, clReleaseCommandQueue
 
-#include <memory>       // std::addressof
-#include <type_traits>  // std::is_same_v
-#include <utility>      // std::exchange, std::move
+#include <memory>                                        // std::addressof
+#include <type_traits>                                   // std::is_same_v
+#include <utility>                                       // std::exchange, std::move
 
 namespace plssvm::opencl::detail {
 
diff --git a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
index aeb1b883b..2adc64b8a 100644
--- a/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/OpenCL/detail/device_ptr.cpp
@@ -15,10 +15,10 @@
 #include "plssvm/backends/gpu_device_ptr.hpp"               // plssvm::detail::gpu_device_ptr
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
 
-#include "CL/cl.h"     // CL_MEM_READ_WRITE, CL_TRUE, clFinish, clCreateBuffer, clReleaseMemObject, clEnqueueFillBuffer, clEnqueueWriteBuffer, clEnqueueReadBuffer
-#include "fmt/core.h"  // fmt::format
+#include "CL/cl.h"                                          // CL_MEM_READ_WRITE, CL_TRUE, clFinish, clCreateBuffer, clReleaseMemObject, clEnqueueFillBuffer, clEnqueueWriteBuffer, clEnqueueReadBuffer
+#include "fmt/core.h"                                       // fmt::format
 
-#include <algorithm>  // std::min
+#include <algorithm>                                        // std::min
 
 namespace plssvm::opencl::detail {
 
diff --git a/src/plssvm/backends/OpenCL/detail/error_code.cpp b/src/plssvm/backends/OpenCL/detail/error_code.cpp
index f3417e1e0..f54230370 100644
--- a/src/plssvm/backends/OpenCL/detail/error_code.cpp
+++ b/src/plssvm/backends/OpenCL/detail/error_code.cpp
@@ -8,7 +8,7 @@
 
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"
 
-#include "CL/cl.h"  // cl_int, CL_SUCCESS
+#include "CL/cl.h"      // cl_int, CL_SUCCESS
 
 #include <ostream>      // std::ostream
 #include <string_view>  // std::string_view
diff --git a/src/plssvm/backends/OpenCL/detail/kernel.cpp b/src/plssvm/backends/OpenCL/detail/kernel.cpp
index 7b918dd2e..17e828b83 100644
--- a/src/plssvm/backends/OpenCL/detail/kernel.cpp
+++ b/src/plssvm/backends/OpenCL/detail/kernel.cpp
@@ -10,10 +10,10 @@
 
 #include "plssvm/backends/OpenCL/detail/utility.hpp"  // PLSSVM_OPENCL_ERROR_CHECK
 
-#include "CL/cl.h"  // cl_kernel, clReleaseKernel
+#include "CL/cl.h"                                    // cl_kernel, clReleaseKernel
 
-#include <memory>   // std::addressof
-#include <utility>  // std::exchange
+#include <memory>                                     // std::addressof
+#include <utility>                                    // std::exchange
 
 namespace plssvm::opencl::detail {
 
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 8e1a14bbc..378a1a893 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -22,28 +22,29 @@
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::unsupported_kernel_type_exception, plssvm::invalid_file_format_exception
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include "CL/cl.h"        // cl_program, cl_platform_id, cl_device_id, cl_uint, cl_device_type, cl_context,
-                          // CL_DEVICE_NAME, CL_QUEUE_DEVICE, CL_DEVICE_TYPE_ALL, CL_DEVICE_TYPE_CPU, CL_DEVICE_TYPE_GPU, CL_DEVICE_VENDOR, CL_PROGRAM_BUILD_LOG, CL_PROGRAM_BINARY_SIZES, CL_PROGRAM_BINARIES,
-                          // clCreateProgramWithSource, clBuildProgram, clGetProgramBuildInfo, clGetProgramInfo, clCreateKernel, clReleaseProgram, clCreateProgramWithBinary,
-                          //  clSetKernelArg, clEnqueueNDRangeKernel, clFinish, clGetPlatformIDs, clGetDeviceIDs, clGetDeviceInfo, clCreateContext
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <algorithm>    // std::count_if
-#include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::{path, temp_directory_path, exists, directory_iterator, directory_entry}
-#include <fstream>      // std::ifstream, std::ofstream
-#include <functional>   // std::hash
-#include <ios>          // std::ios_base, std::streamsize
-#include <iostream>     // std::cout, std::endl
-#include <iterator>     // std::istreambuf_iterator
-#include <limits>       // std::numeric_limits
-#include <map>          // std::map
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tie
-#include <utility>      // std::pair, std::make_pair, std::move
-#include <vector>       // std::vector
+#include "CL/cl.h"                                          // cl_program, cl_platform_id, cl_device_id, cl_uint, cl_device_type, cl_context,
+                                                            // CL_DEVICE_NAME, CL_QUEUE_DEVICE, CL_DEVICE_TYPE_ALL, CL_DEVICE_TYPE_CPU, CL_DEVICE_TYPE_GPU, CL_DEVICE_VENDOR, CL_PROGRAM_BUILD_LOG, CL_PROGRAM_BINARY_SIZES, CL_PROGRAM_BINARIES,
+                                                            // clCreateProgramWithSource, clBuildProgram, clGetProgramBuildInfo, clGetProgramInfo, clCreateKernel, clReleaseProgram, clCreateProgramWithBinary,
+                                                            //  clSetKernelArg, clEnqueueNDRangeKernel, clFinish, clGetPlatformIDs, clGetDeviceIDs, clGetDeviceInfo, clCreateContext
+#include "fmt/core.h"                                       // fmt::print, fmt::format
+#include "fmt/ostream.h"                                    // can use fmt using operator<< overloads
+
+#include <algorithm>                                        // std::count_if
+#include <array>                                            // std::array
+#include <cstddef>                                          // std::size_t
+#include <filesystem>                                       // std::filesystem::{path, temp_directory_path, exists, directory_iterator, directory_entry}
+#include <fstream>                                          // std::ifstream, std::ofstream
+#include <functional>                                       // std::hash
+#include <ios>                                              // std::ios_base, std::streamsize
+#include <iostream>                                         // std::cout, std::endl
+#include <iterator>                                         // std::istreambuf_iterator
+#include <limits>                                           // std::numeric_limits
+#include <map>                                              // std::map
+#include <string>                                           // std::string
+#include <string_view>                                      // std::string_view
+#include <tuple>                                            // std::tie
+#include <utility>                                          // std::pair, std::make_pair, std::move
+#include <vector>                                           // std::vector
 
 namespace plssvm::opencl::detail {
 
diff --git a/src/plssvm/backends/OpenCL/exceptions.cpp b/src/plssvm/backends/OpenCL/exceptions.cpp
index 1e12197fa..bcfcfbb6f 100644
--- a/src/plssvm/backends/OpenCL/exceptions.cpp
+++ b/src/plssvm/backends/OpenCL/exceptions.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::opencl {
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 593a7365c..f698d5b4a 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -18,16 +18,16 @@
 #include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
 
-#include "fmt/chrono.h"   // directly print std::chrono literals with fmt
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <algorithm>  // std::fill, std::all_of, std::min
-#include <chrono>     // std::chrono::{milliseconds, steady_clock, time_point, duration_cast}
-#include <cmath>      // std::fma
-#include <iostream>   // std::cout, std::endl
-#include <utility>    // std::pair, std::make_pair, std::move
-#include <vector>     // std::vector
+#include "fmt/chrono.h"                           // directly print std::chrono literals with fmt
+#include "fmt/core.h"                             // fmt::format
+#include "fmt/ostream.h"                          // can use fmt using operator<< overloads
+
+#include <algorithm>                              // std::fill, std::all_of, std::min
+#include <chrono>                                 // std::chrono::{milliseconds, steady_clock, time_point, duration_cast}
+#include <cmath>                                  // std::fma
+#include <iostream>                               // std::cout, std::endl
+#include <utility>                                // std::pair, std::make_pair, std::move
+#include <vector>                                 // std::vector
 
 namespace plssvm::openmp {
 
diff --git a/src/plssvm/backends/OpenMP/exceptions.cpp b/src/plssvm/backends/OpenMP/exceptions.cpp
index e5247f38d..40f6c938e 100644
--- a/src/plssvm/backends/OpenMP/exceptions.cpp
+++ b/src/plssvm/backends/OpenMP/exceptions.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm::openmp {
 
diff --git a/src/plssvm/backends/OpenMP/q_kernel.cpp b/src/plssvm/backends/OpenMP/q_kernel.cpp
index 98d455399..6c9ff3894 100644
--- a/src/plssvm/backends/OpenMP/q_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/q_kernel.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function
 
-#include <vector>  // std::vector
+#include <vector>                            // std::vector
 
 namespace plssvm::openmp {
 
diff --git a/src/plssvm/backends/OpenMP/svm_kernel.cpp b/src/plssvm/backends/OpenMP/svm_kernel.cpp
index bacdef9e4..312a46a2c 100644
--- a/src/plssvm/backends/OpenMP/svm_kernel.cpp
+++ b/src/plssvm/backends/OpenMP/svm_kernel.cpp
@@ -12,8 +12,8 @@
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type, plssvm::kernel_function
 
-#include <utility>  // std::forward
-#include <vector>   // std::vector
+#include <utility>                           // std::forward
+#include <vector>                            // std::vector
 
 namespace plssvm::openmp {
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 0ba8f7e35..8e376dab5 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -26,15 +26,15 @@
 #include "plssvm/parameter.hpp"                              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
-#include "fmt/core.h"     // fmt::print, fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-#include "sycl/sycl.hpp"  // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
-
-#include <cstddef>    // std::size_t
-#include <exception>  // std::terminate
-#include <iostream>   // std::cout, std::endl
-#include <tuple>      // std::tie
-#include <vector>     // std::vector
+#include "fmt/core.h"                                        // fmt::print, fmt::format
+#include "fmt/ostream.h"                                     // can use fmt using operator<< overloads
+#include "sycl/sycl.hpp"                                     // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
+
+#include <cstddef>                                           // std::size_t
+#include <exception>                                         // std::terminate
+#include <iostream>                                          // std::cout, std::endl
+#include <tuple>                                             // std::tie
+#include <vector>                                            // std::vector
 
 namespace plssvm::dpcpp {
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
index 0f58cb866..f12ab8590 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/device_ptr.cpp
@@ -10,14 +10,14 @@
 
 #include "plssvm/backends/SYCL/DPCPP/detail/queue_impl.hpp"  // plssvm::dpcpp::detail::queue (PImpl implementation)
 
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::dpcpp::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
+#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::dpcpp::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"                // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 
-#include "fmt/core.h"     // fmt::format
-#include "sycl/sycl.hpp"  // ::sycl::malloc_device, ::sycl::free
+#include "fmt/core.h"                                        // fmt::format
+#include "sycl/sycl.hpp"                                     // ::sycl::malloc_device, ::sycl::free
 
-#include <algorithm>  // std::min
+#include <algorithm>                                         // std::min
 
 namespace plssvm::dpcpp::detail {
 
diff --git a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
index 3a929bed7..3b963e19c 100644
--- a/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/detail/utility.cpp
@@ -13,14 +13,14 @@
 #include "plssvm/detail/utility.hpp"                         // plssvm::detail::contains
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform, plssvm::determine_default_target_platform
 
-#include "sycl/sycl.hpp"  // ::sycl::platform, ::sycl::device, ::sycl::property::queue, ::sycl::info
+#include "sycl/sycl.hpp"                                     // ::sycl::platform, ::sycl::device, ::sycl::property::queue, ::sycl::info
 
-#include <map>      // std::multimap
-#include <memory>   // std::make_shared
-#include <sstream>  // std::ostringstream
-#include <string>   // std::string
-#include <utility>  // std::pair, std::make_pair, std::move
-#include <vector>   // std::vector
+#include <map>                                               // std::multimap
+#include <memory>                                            // std::make_shared
+#include <sstream>                                           // std::ostringstream
+#include <string>                                            // std::string
+#include <utility>                                           // std::pair, std::make_pair, std::move
+#include <vector>                                            // std::vector
 
 namespace plssvm::dpcpp::detail {
 
diff --git a/src/plssvm/backends/SYCL/exceptions.cpp b/src/plssvm/backends/SYCL/exceptions.cpp
index 79bfe41e5..2032e0e40 100644
--- a/src/plssvm/backends/SYCL/exceptions.cpp
+++ b/src/plssvm/backends/SYCL/exceptions.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/exceptions/exceptions.hpp"       // plssvm::exception
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include <string>  // std::string
+#include <string>                                 // std::string
 
 namespace plssvm {
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index d1dcc9a5b..03953be44 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -12,31 +12,29 @@
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_device_list, plssvm::hipsycl::device_synchronize
 
-#include "plssvm/backends/SYCL/exceptions.hpp"               // plssvm::hipsycl::backend_exception
-#include "plssvm/backends/SYCL/predict_kernel.hpp"           // plssvm::sycl::detail::{kernel_w, device_kernel_predict_polynomial, device_kernel_predict_rbf}
-#include "plssvm/backends/SYCL/q_kernel.hpp"                 // plssvm::sycl::detail::{device_kernel_q_linear, device_kernel_q_polynomial, device_kernel_q_rbf}
-#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"  // plssvm::sycl::detail::{hierarchical_device_kernel_linear, hierarchical_device_kernel_polynomial, hierarchical_device_kernel_rbf}
-#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"      // plssvm::sycl::detail::{nd_range_device_kernel_linear, nd_range_device_kernel_polynomial, nd_range_device_kernel_rbf}
-#include "plssvm/backends/gpu_csvm.hpp"                      // plssvm::detail::gpu_csvm
-#include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
-#include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
-#include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
-#include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
-#include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
-#include "plssvm/parameter.hpp"                              // plssvm::parameter, plssvm::detail::parameter
-#include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
-
-#include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"
+#include "plssvm/backends/SYCL/exceptions.hpp"                 // plssvm::hipsycl::backend_exception
+#include "plssvm/backends/SYCL/predict_kernel.hpp"             // plssvm::sycl::detail::{kernel_w, device_kernel_predict_polynomial, device_kernel_predict_rbf}
+#include "plssvm/backends/SYCL/q_kernel.hpp"                   // plssvm::sycl::detail::{device_kernel_q_linear, device_kernel_q_polynomial, device_kernel_q_rbf}
+#include "plssvm/backends/SYCL/svm_kernel_hierarchical.hpp"    // plssvm::sycl::detail::{hierarchical_device_kernel_linear, hierarchical_device_kernel_polynomial, hierarchical_device_kernel_rbf}
+#include "plssvm/backends/SYCL/svm_kernel_nd_range.hpp"        // plssvm::sycl::detail::{nd_range_device_kernel_linear, nd_range_device_kernel_polynomial, nd_range_device_kernel_rbf}
+#include "plssvm/backends/gpu_csvm.hpp"                        // plssvm::detail::gpu_csvm
+#include "plssvm/constants.hpp"                                // plssvm::kernel_index_type
+#include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
+#include "plssvm/detail/execution_range.hpp"                   // plssvm::detail::execution_range
+#include "plssvm/exceptions/exceptions.hpp"                    // plssvm::exception
+#include "plssvm/kernel_function_types.hpp"                    // plssvm::kernel_type
+#include "plssvm/parameter.hpp"                                // plssvm::parameter, plssvm::detail::parameter
+#include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
 
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // can use fmt using operator<< overloads
 #include "sycl/sycl.hpp"  // ::sycl::range, ::sycl::nd_range, ::sycl::handler, ::sycl::info::device
 
-#include <cstddef>    // std::size_t
-#include <exception>  // std::terminate
-#include <iostream>   // std::cout, std::endl
-#include <tuple>      // std::tie
-#include <vector>     // std::vector
+#include <cstddef>        // std::size_t
+#include <exception>      // std::terminate
+#include <iostream>       // std::cout, std::endl
+#include <tuple>          // std::tie
+#include <vector>         // std::vector
 
 namespace plssvm::hipsycl {
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
index 3003c76af..2f691766f 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -10,14 +10,14 @@
 
 #include "plssvm/backends/SYCL/hipSYCL/detail/queue_impl.hpp"  // plssvm::hipsycl::detail::queue (PImpl implementation)
 
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::hipsycl::backend_exception
-#include "plssvm/backends/gpu_device_ptr.hpp"   // plssvm::detail::gpu_device_ptr
-#include "plssvm/detail/assert.hpp"             // PLSSVM_ASSERT
+#include "plssvm/backends/SYCL/exceptions.hpp"                 // plssvm::hipsycl::backend_exception
+#include "plssvm/backends/gpu_device_ptr.hpp"                  // plssvm::detail::gpu_device_ptr
+#include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
 
-#include "fmt/core.h"     // fmt::format
-#include "sycl/sycl.hpp"  // ::sycl::malloc_device, ::sycl::free
+#include "fmt/core.h"                                          // fmt::format
+#include "sycl/sycl.hpp"                                       // ::sycl::malloc_device, ::sycl::free
 
-#include <algorithm>  // std::min
+#include <algorithm>                                           // std::min
 
 namespace plssvm::hipsycl::detail {
 
diff --git a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
index fcad8818d..d7c138cee 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -13,13 +13,13 @@
 #include "plssvm/detail/utility.hpp"                           // plssvm::detail::contains
 #include "plssvm/target_platforms.hpp"                         // plssvm::target_platform, plssvm::determine_default_target_platform
 
-#include "sycl/sycl.hpp"  // ::sycl::platform, ::sycl::device, ::sycl::property::queue, ::sycl::info
+#include "sycl/sycl.hpp"                                       // ::sycl::platform, ::sycl::device, ::sycl::property::queue, ::sycl::info
 
-#include <map>      // std::multimap
-#include <memory>   // std::make_shared
-#include <string>   // std::string
-#include <utility>  // std::pair, std::make_pair, std::move
-#include <vector>   // std::vector
+#include <map>                                                 // std::multimap
+#include <memory>                                              // std::make_shared
+#include <string>                                              // std::string
+#include <utility>                                             // std::pair, std::make_pair, std::move
+#include <vector>                                              // std::vector
 
 namespace plssvm::hipsycl::detail {
 
diff --git a/src/plssvm/backends/SYCL/implementation_type.cpp b/src/plssvm/backends/SYCL/implementation_type.cpp
index 483b67f9b..d66c03e0f 100644
--- a/src/plssvm/backends/SYCL/implementation_type.cpp
+++ b/src/plssvm/backends/SYCL/implementation_type.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 
-#include <ios>      // std::ios::failbit
-#include <istream>  // std::istream
-#include <ostream>  // std::ostream
-#include <string>   // std::string
-#include <vector>   // std::vector
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
+#include <vector>                            // std::vector
 
 namespace plssvm::sycl {
 
diff --git a/src/plssvm/backends/SYCL/kernel_invocation_type.cpp b/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
index a1486b9d2..0819e4e9e 100644
--- a/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
+++ b/src/plssvm/backends/SYCL/kernel_invocation_type.cpp
@@ -10,10 +10,10 @@
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 
-#include <ios>      // std::ios::failbit
-#include <istream>  // std::istream
-#include <ostream>  // std::ostream
-#include <string>   // std::string
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
 
 namespace plssvm::sycl {
 
diff --git a/src/plssvm/backends/gpu_device_ptr.cpp b/src/plssvm/backends/gpu_device_ptr.cpp
index f4acdff9d..f2a6223ce 100644
--- a/src/plssvm/backends/gpu_device_ptr.cpp
+++ b/src/plssvm/backends/gpu_device_ptr.cpp
@@ -28,12 +28,12 @@
 #include "plssvm/detail/assert.hpp"          // PLSSVM_ASSERT
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::gpu_device_ptr_exception
 
-#include "fmt/core.h"  // fmt::format
+#include "fmt/core.h"                        // fmt::format
 
-#include <algorithm>  // std::min
-#include <memory>     // std::addressof
-#include <utility>    // std::exchange, std::swap
-#include <vector>     // std::vector
+#include <algorithm>                         // std::min
+#include <memory>                            // std::addressof
+#include <utility>                           // std::exchange, std::swap
+#include <vector>                            // std::vector
 
 namespace plssvm::detail {
 
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index e60c31205..34426aaf5 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -15,14 +15,14 @@
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
-#include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
-#include "fmt/core.h"     // fmt::format, fmt::join
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-#include <iostream>    // std::cout, std::cerr, std::endl
+#include "cxxopts.hpp"                                   // cxxopts::{Options, value, ParseResult}
+#include "fmt/core.h"                                    // fmt::format, fmt::join
+#include "fmt/ostream.h"                                 // can use fmt using operator<< overloads
+
+#include <cstdlib>                                       // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>                                     // std::exception
+#include <filesystem>                                    // std::filesystem::path
+#include <iostream>                                      // std::cout, std::cerr, std::endl
 
 namespace plssvm::detail::cmd {
 
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 79f8d8405..f1a96406a 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -12,14 +12,14 @@
 #include "plssvm/detail/assert.hpp"    // PLSSVM_ASSERT
 #include "plssvm/version/version.hpp"  // plssvm::version::detail::get_version_info
 
-#include "cxxopts.hpp"    // cxxopts::{Options, value, ParseResult}
-#include "fmt/core.h"     // fmt::format, fmt::join
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
+#include "cxxopts.hpp"                 // cxxopts::{Options, value, ParseResult}
+#include "fmt/core.h"                  // fmt::format, fmt::join
+#include "fmt/ostream.h"               // can use fmt using operator<< overloads
+
+#include <cstdlib>                     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>                   // std::exception
+#include <filesystem>                  // std::filesystem::path
+#include <iostream>                    // std::cout, std::cerr, std::clog, std::endl
 
 namespace plssvm::detail::cmd {
 
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 453b206b5..7658890e9 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -20,14 +20,14 @@
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
-#include "cxxopts.hpp"    // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
-#include "fmt/core.h"     // ffmt::format, fmt::join
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <filesystem>  // std::filesystem::path
-#include <iostream>    // std::cout, std::cerr, std::clog, std::endl
+#include "cxxopts.hpp"                                   // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/core.h"                                    // ffmt::format, fmt::join
+#include "fmt/ostream.h"                                 // can use fmt using operator<< overloads
+
+#include <cstdlib>                                       // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>                                     // std::exception
+#include <filesystem>                                    // std::filesystem::path
+#include <iostream>                                      // std::cout, std::cerr, std::clog, std::endl
 
 namespace plssvm::detail::cmd {
 
diff --git a/src/plssvm/detail/execution_range.cpp b/src/plssvm/detail/execution_range.cpp
index e15079cce..1726c3eb3 100644
--- a/src/plssvm/detail/execution_range.cpp
+++ b/src/plssvm/detail/execution_range.cpp
@@ -10,12 +10,12 @@
 
 #include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT
 
-#include "fmt/format.h"  // fmt::format, fmt::join
+#include "fmt/format.h"              // fmt::format, fmt::join
 
-#include <algorithm>         // std::copy
-#include <cstddef>           // std::size_t
-#include <initializer_list>  // std::initializer_list
-#include <ostream>           // std::ostream
+#include <algorithm>                 // std::copy
+#include <cstddef>                   // std::size_t
+#include <initializer_list>          // std::initializer_list
+#include <ostream>                   // std::ostream
 
 namespace plssvm::detail {
 
diff --git a/src/plssvm/detail/io/file_reader.cpp b/src/plssvm/detail/io/file_reader.cpp
index b81cc0c0a..f29a23b2d 100644
--- a/src/plssvm/detail/io/file_reader.cpp
+++ b/src/plssvm/detail/io/file_reader.cpp
@@ -12,7 +12,7 @@
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::starts_with, plssvm::detail::trim_left
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::file_not_found_exception, plssvm::invalid_file_format_exception
 
-#include "fmt/core.h"  // fmt::format
+#include "fmt/core.h"                        // fmt::format
 
 // check if memory mapping can be supported
 #if defined(PLSSVM_HAS_MEMORY_MAPPING_UNIX)
@@ -21,9 +21,9 @@
     #include <sys/stat.h>  // fstat
     #include <unistd.h>    // close
 #elif defined(PLSSVM_HAS_MEMORY_MAPPING_WINDOWS)
-    #include <windows.h>  // CreateFile, GetLastError, GetFileSizeEx, CreateFileMapping, MapViewOfFile, UnmapViewOfFile, CloseHandle
-                          // HANDLE, GENERIC_READ, FILE_SHARE_READ, OPEN_EXISTING, FILE_ATTRIBUTE_READONLY,l INVALID_HANDLE_VALUE, ERROR_FILE_NOT_FOUND,
-                          // PAGE_READONLY, FILE_MAP_READ, LARGE_INTEGER
+    #include <windows.h>   // CreateFile, GetLastError, GetFileSizeEx, CreateFileMapping, MapViewOfFile, UnmapViewOfFile, CloseHandle
+                           // HANDLE, GENERIC_READ, FILE_SHARE_READ, OPEN_EXISTING, FILE_ATTRIBUTE_READONLY,l INVALID_HANDLE_VALUE, ERROR_FILE_NOT_FOUND,
+                           // PAGE_READONLY, FILE_MAP_READ, LARGE_INTEGER
 #endif
 
 #include <algorithm>    // std::min
diff --git a/src/plssvm/detail/layout.cpp b/src/plssvm/detail/layout.cpp
index 94da32bdb..dbb16a0cb 100644
--- a/src/plssvm/detail/layout.cpp
+++ b/src/plssvm/detail/layout.cpp
@@ -10,10 +10,10 @@
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 
-#include <ios>      // std::ios::failbit
-#include <istream>  // std::istream
-#include <ostream>  // std::ostream
-#include <string>   // std::string
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
 
 namespace plssvm::detail {
 
diff --git a/src/plssvm/detail/sha256.cpp b/src/plssvm/detail/sha256.cpp
index 7b6ff17f0..fe0c1ff28 100644
--- a/src/plssvm/detail/sha256.cpp
+++ b/src/plssvm/detail/sha256.cpp
@@ -10,10 +10,10 @@
 
 #include "fmt/format.h"  // fmt::format, fmt::join
 
-#include <array>    // std::array
-#include <cstdint>  // std::uint32_t, std::uint64_t
-#include <limits>   // std::numeric_limits::digits
-#include <string>   // std::string
+#include <array>         // std::array
+#include <cstdint>       // std::uint32_t, std::uint64_t
+#include <limits>        // std::numeric_limits::digits
+#include <string>        // std::string
 
 namespace plssvm::detail {
 
diff --git a/src/plssvm/detail/utility.cpp b/src/plssvm/detail/utility.cpp
index 3e265440b..be9df1877 100644
--- a/src/plssvm/detail/utility.cpp
+++ b/src/plssvm/detail/utility.cpp
@@ -11,8 +11,8 @@
 #include "fmt/chrono.h"  // fmt::localtime
 #include "fmt/core.h"    // fmt::format
 
-#include <ctime>   // std::time
-#include <string>  // std::string
+#include <ctime>         // std::time
+#include <string>        // std::string
 
 namespace plssvm::detail {
 
diff --git a/src/plssvm/exceptions/exceptions.cpp b/src/plssvm/exceptions/exceptions.cpp
index 6b3bc53ee..8f967fd05 100644
--- a/src/plssvm/exceptions/exceptions.cpp
+++ b/src/plssvm/exceptions/exceptions.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include "fmt/core.h"  // fmt::format
+#include "fmt/core.h"                             // fmt::format
 
-#include <stdexcept>    // std::runtime_error
-#include <string>       // std::string
-#include <string_view>  // std::string_view
+#include <stdexcept>                              // std::runtime_error
+#include <string>                                 // std::string
+#include <string_view>                            // std::string_view
 
 namespace plssvm {
 
diff --git a/src/plssvm/file_format_types.cpp b/src/plssvm/file_format_types.cpp
index f27a8cb56..573741aa6 100644
--- a/src/plssvm/file_format_types.cpp
+++ b/src/plssvm/file_format_types.cpp
@@ -10,10 +10,10 @@
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 
-#include <ios>      // std::ios::failbit
-#include <istream>  // std::istream
-#include <ostream>  // std::ostream
-#include <string>   // std::string
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
 
 namespace plssvm {
 
diff --git a/src/plssvm/kernel_function_types.cpp b/src/plssvm/kernel_function_types.cpp
index 741d817da..6922831d1 100644
--- a/src/plssvm/kernel_function_types.cpp
+++ b/src/plssvm/kernel_function_types.cpp
@@ -14,14 +14,14 @@
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::unsupported_kernel_type_exception
 #include "plssvm/parameter.hpp"              // plssvm::detail::parameter
 
-#include "fmt/core.h"  // fmt::format
+#include "fmt/core.h"                        // fmt::format
 
-#include <ios>          // std::ios::failbit
-#include <istream>      // std::istream
-#include <ostream>      // std::ostream
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <vector>       // std::vector
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
+#include <string_view>                       // std::string_view
+#include <vector>                            // std::vector
 
 namespace plssvm {
 
diff --git a/src/plssvm/parameter.cpp b/src/plssvm/parameter.cpp
index 8ae06705e..d85f30a26 100644
--- a/src/plssvm/parameter.cpp
+++ b/src/plssvm/parameter.cpp
@@ -10,10 +10,10 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+#include "fmt/core.h"                              // fmt::format
+#include "fmt/ostream.h"                           // can use fmt using operator<< overloads
 
-#include <ostream>  // std::ostream
+#include <ostream>                                 // std::ostream
 
 namespace plssvm::detail {
 
diff --git a/src/plssvm/target_platforms.cpp b/src/plssvm/target_platforms.cpp
index f5b95eea2..12e26f2c3 100644
--- a/src/plssvm/target_platforms.cpp
+++ b/src/plssvm/target_platforms.cpp
@@ -11,11 +11,11 @@
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::contains
 
-#include <ios>      // std::ios::failbit
-#include <istream>  // std::istream
-#include <ostream>  // std::ostream
-#include <string>   // std::string
-#include <vector>   // std::vector
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
+#include <vector>                            // std::vector
 
 namespace plssvm {
 
diff --git a/src/plssvm/version/version.cpp b/src/plssvm/version/version.cpp
index 31fce2954..425be992c 100644
--- a/src/plssvm/version/version.cpp
+++ b/src/plssvm/version/version.cpp
@@ -11,12 +11,12 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::detail::list_available_sycl_implementations
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::{is_populated, commit_date, remote_url, branch, commit_sha1}
 
-#include "fmt/format.h"   // fmt::format, fmt::join
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
+#include "fmt/format.h"                                  // fmt::format, fmt::join
+#include "fmt/ostream.h"                                 // can use fmt using operator<< overloads
 
-#include <optional>     // std::optional, std::make_optional, std::nullopt
-#include <string>       // std::string
-#include <string_view>  // std::string_view
+#include <optional>                                      // std::optional, std::make_optional, std::nullopt
+#include <string>                                        // std::string
+#include <string_view>                                   // std::string_view
 
 namespace plssvm::version::detail {
 
diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index eb676b1f4..fb60e1979 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -13,17 +13,17 @@
 #include "plssvm/backends/SYCL/detail/constants.hpp"  // namespace plssvm::sycl
 #include "plssvm/detail/utility.hpp"                  // plssvm::detail::contains
 
-#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_THROW_WHAT
-#include "naming.hpp"              // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
+#include "custom_test_macros.hpp"                     // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_THROW_WHAT
+#include "naming.hpp"                                 // naming::{pretty_print_unsupported_backend_combination, pretty_print_supported_backend_combination}
 
-#include "fmt/core.h"     // fmt::format
-#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::Contains
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE, TEST_P, INSTANTIATE_TEST_SUITE_P
+#include "fmt/core.h"                                 // fmt::format
+#include "gmock/gmock.h"                              // EXPECT_THAT, ::testing::Contains
+#include "gtest/gtest.h"                              // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_GE, TEST_P, INSTANTIATE_TEST_SUITE_P
 
-#include <sstream>  // std::istringstream
-#include <tuple>    // std::tuple, std::ignore
-#include <utility>  // std::pair
-#include <vector>   // std::vector
+#include <sstream>                                    // std::istringstream
+#include <tuple>                                      // std::tuple, std::ignore
+#include <utility>                                    // std::pair
+#include <vector>                                     // std::vector
 
 // check whether the plssvm::backend_type -> std::string conversions are correct
 TEST(BackendType, to_string) {
@@ -60,7 +60,7 @@ TEST(BackendType, from_string) {
 TEST(BackendType, from_string_unknown) {
     // foo isn't a valid backend_type
     std::istringstream input{ "foo" };
-    plssvm::backend_type backend;
+    plssvm::backend_type backend{};
     input >> backend;
     EXPECT_TRUE(input.fail());
 }
diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index aa26947ec..143252fb0 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -18,13 +18,13 @@
 #include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../../utility.hpp"             // util::redirect_output
-#include "../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
+#include "../../custom_test_macros.hpp"            // EXPECT_THROW_WHAT
+#include "../../utility.hpp"                       // util::redirect_output
+#include "../generic_csvm_tests.hpp"               // generic CSVM tests to instantiate
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
+#include "gtest/gtest.h"                           // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>  // std::make_tuple
+#include <tuple>                                   // std::make_tuple
 
 class CUDACSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/CUDA/detail/device_ptr.cpp b/tests/backends/CUDA/detail/device_ptr.cpp
index 14d4ef5e2..cfa7ef994 100644
--- a/tests/backends/CUDA/detail/device_ptr.cpp
+++ b/tests/backends/CUDA/detail/device_ptr.cpp
@@ -10,9 +10,9 @@
 
 #include "plssvm/backends/CUDA/detail/device_ptr.cuh"  // plssvm::cuda::detail::device_ptr
 
-#include "../../generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
+#include "../../generic_device_ptr_tests.h"            // generic device pointer tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+#include "gtest/gtest.h"                               // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
 template <typename T>
 struct device_ptr_test_type {
diff --git a/tests/backends/CUDA/detail/utility.cu b/tests/backends/CUDA/detail/utility.cu
index 8e6dcf424..780c76317 100644
--- a/tests/backends/CUDA/detail/utility.cu
+++ b/tests/backends/CUDA/detail/utility.cu
@@ -10,13 +10,13 @@
 
 #include "plssvm/backends/CUDA/detail/utility.cuh"  // PLSSVM_CUDA_ERROR_CHECK, plssvm::cuda::detail::{gpu_assert, get_device_count, set_device, device_synchronize}
 
-#include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
+#include "plssvm/backends/CUDA/exceptions.hpp"      // plssvm::cuda::backend_exception
 
-#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+#include "../../../custom_test_macros.hpp"          // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW
+#include "fmt/core.h"                               // fmt::format
+#include "gmock/gmock-matchers.h"                   // ::testing::StartsWith
+#include "gtest/gtest.h"                            // TEST, EXPECT_GE, EXPECT_NO_THROW
 
 #if __has_include("cuda_runtime.h")
 
diff --git a/tests/backends/CUDA/exceptions.cpp b/tests/backends/CUDA/exceptions.cpp
index 2a70c021b..6efde7a8a 100644
--- a/tests/backends/CUDA/exceptions.cpp
+++ b/tests/backends/CUDA/exceptions.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/backends/CUDA/exceptions.hpp"  // plssvm::cuda::backend_exception
 
-#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"      // generic exception tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+#include "gtest/gtest.h"                        // INSTANTIATE_TYPED_TEST_SUITE_P
 
-#include <string_view>  // std::string_view
+#include <string_view>                          // std::string_view
 
 struct exception_test_type {
     using exception_type = plssvm::cuda::backend_exception;
diff --git a/tests/backends/HIP/detail/device_ptr.cpp b/tests/backends/HIP/detail/device_ptr.cpp
index 48352b137..07d24a7e9 100644
--- a/tests/backends/HIP/detail/device_ptr.cpp
+++ b/tests/backends/HIP/detail/device_ptr.cpp
@@ -10,9 +10,9 @@
 
 #include "plssvm/backends/HIP/detail/device_ptr.hip.hpp"  // plssvm::hip::detail::device_ptr
 
-#include "../../generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
+#include "../../generic_device_ptr_tests.h"               // generic device pointer tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+#include "gtest/gtest.h"                                  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
 template <typename T>
 struct device_ptr_test_type {
diff --git a/tests/backends/HIP/detail/utility.cpp b/tests/backends/HIP/detail/utility.cpp
index fe835b9ae..b6301d95a 100644
--- a/tests/backends/HIP/detail/utility.cpp
+++ b/tests/backends/HIP/detail/utility.cpp
@@ -10,13 +10,13 @@
 
 #include "plssvm/backends/HIP/detail/utility.hip.hpp"  // PLSSVM_HIP_ERROR_CHECK, plssvm::hip::detail::{gpu_assert, get_device_count, set_device, device_synchronize}
 
-#include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
+#include "plssvm/backends/HIP/exceptions.hpp"          // plssvm::hip::backend_exception
 
-#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
+#include "../../../custom_test_macros.hpp"             // EXPECT_THROW_WHAT, EXPECT_THROW_WHAT_MATCHER
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TEST, EXPECT_GE, EXPECT_NO_THROW
+#include "fmt/core.h"                                  // fmt::format
+#include "gmock/gmock-matchers.h"                      // ::testing::StartsWith
+#include "gtest/gtest.h"                               // TEST, EXPECT_GE, EXPECT_NO_THROW
 
 TEST(HIPUtility, gpu_assert) {
     // hipSuccess must not throw
diff --git a/tests/backends/HIP/exceptions.cpp b/tests/backends/HIP/exceptions.cpp
index 51c954495..04154b75e 100644
--- a/tests/backends/HIP/exceptions.cpp
+++ b/tests/backends/HIP/exceptions.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/backends/HIP/exceptions.hpp"  // plssvm::hip::backend_exception
 
-#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"     // generic exception tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+#include "gtest/gtest.h"                       // INSTANTIATE_TYPED_TEST_SUITE_P
 
-#include <string_view>  // std::string_view
+#include <string_view>                         // std::string_view
 
 struct exception_test_type {
     using exception_type = plssvm::hip::backend_exception;
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index c72047406..a3126f5f8 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -18,13 +18,13 @@
 #include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../../utility.hpp"             // util::redirect_output
-#include "../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
+#include "../../custom_test_macros.hpp"            // EXPECT_THROW_WHAT
+#include "../../utility.hpp"                       // util::redirect_output
+#include "../generic_csvm_tests.hpp"               // generic CSVM tests to instantiate
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
+#include "gtest/gtest.h"                           // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>  // std::make_tuple
+#include <tuple>                                   // std::make_tuple
 
 class HIPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/HIP/mock_hip_csvm.hpp b/tests/backends/HIP/mock_hip_csvm.hpp
index 42e0cfba4..3c13da745 100644
--- a/tests/backends/HIP/mock_hip_csvm.hpp
+++ b/tests/backends/HIP/mock_hip_csvm.hpp
@@ -26,7 +26,7 @@ class mock_hip_csvm final : public plssvm::hip::csvm {
     using base_type::device_ptr_type;
 
     template <typename... Args>
-    explicit mock_hip_csvm(Args&&... args) :
+    explicit mock_hip_csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
diff --git a/tests/backends/OpenCL/detail/device_ptr.cpp b/tests/backends/OpenCL/detail/device_ptr.cpp
index 8813eec28..3c782c0a8 100644
--- a/tests/backends/OpenCL/detail/device_ptr.cpp
+++ b/tests/backends/OpenCL/detail/device_ptr.cpp
@@ -13,11 +13,11 @@
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/detail/utility.hpp"        // plssvm::opencl::detail::get_contexts
 
-#include "../../generic_device_ptr_tests.h"  // generic device pointer tests to instantiate
+#include "../../generic_device_ptr_tests.h"                 // generic device pointer tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+#include "gtest/gtest.h"                                    // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
-#include <vector>  // std::vector
+#include <vector>                                           // std::vector
 
 template <typename T>
 struct device_ptr_test_type {
diff --git a/tests/backends/OpenCL/detail/error_code.cpp b/tests/backends/OpenCL/detail/error_code.cpp
index d84ee955f..bf26f391e 100644
--- a/tests/backends/OpenCL/detail/error_code.cpp
+++ b/tests/backends/OpenCL/detail/error_code.cpp
@@ -10,10 +10,10 @@
 
 #include "plssvm/backends/OpenCL/detail/error_code.hpp"  // plssvm::opencl::detail::error_code
 
-#include "../../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
+#include "../../../custom_test_macros.hpp"               // EXPECT_CONVERSION_TO_STRING
 
-#include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
-#include "gtest/gtest.h"  // TEST, EXPECT_GE, EXPECT_NO_THROW, EXPECT_TRUE, EXPECT_FALSE
+#include "CL/cl.h"                                       // CL_SUCCESS, CL_DEVICE_NOT_FOUND
+#include "gtest/gtest.h"                                 // TEST, EXPECT_GE, EXPECT_NO_THROW, EXPECT_TRUE, EXPECT_FALSE
 
 TEST(OpenCLErrorCode, default_construct) {
     // the default error code should signal success
diff --git a/tests/backends/OpenCL/detail/utility.cpp b/tests/backends/OpenCL/detail/utility.cpp
index d545c8f66..3c0972100 100644
--- a/tests/backends/OpenCL/detail/utility.cpp
+++ b/tests/backends/OpenCL/detail/utility.cpp
@@ -13,10 +13,10 @@
 #include "plssvm/backends/OpenCL/detail/context.hpp"        // plssvm::opencl::detail::context
 #include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 
-#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../../../custom_test_macros.hpp"                  // EXPECT_THROW_WHAT
 
-#include "CL/cl.h"  // CL_SUCCESS, CL_DEVICE_NOT_FOUND
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
+#include "CL/cl.h"                                          // CL_SUCCESS, CL_DEVICE_NOT_FOUND
+#include "gtest/gtest.h"                                    // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_NO_THROW, EXPECT_FALSE
 
 TEST(OpenCLUtility, device_assert) {
     // CL_SUCCESS must not throw
diff --git a/tests/backends/OpenCL/exceptions.cpp b/tests/backends/OpenCL/exceptions.cpp
index e6d8e38ff..a705733c5 100644
--- a/tests/backends/OpenCL/exceptions.cpp
+++ b/tests/backends/OpenCL/exceptions.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/backends/OpenCL/exceptions.hpp"  // plssvm::opencl::backend_exception
 
-#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"        // generic exception tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+#include "gtest/gtest.h"                          // INSTANTIATE_TYPED_TEST_SUITE_P
 
-#include <string_view>  // std::string_view
+#include <string_view>                            // std::string_view
 
 struct exception_test_type {
     using exception_type = plssvm::opencl::backend_exception;
diff --git a/tests/backends/OpenCL/mock_opencl_csvm.hpp b/tests/backends/OpenCL/mock_opencl_csvm.hpp
index 85392e649..e176506f7 100644
--- a/tests/backends/OpenCL/mock_opencl_csvm.hpp
+++ b/tests/backends/OpenCL/mock_opencl_csvm.hpp
@@ -26,7 +26,7 @@ class mock_opencl_csvm : public plssvm::opencl::csvm {
     using base_type::device_ptr_type;
 
     template <typename... Args>
-    explicit mock_opencl_csvm(Args&&... args) :
+    explicit mock_opencl_csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
diff --git a/tests/backends/OpenCL/opencl_csvm.cpp b/tests/backends/OpenCL/opencl_csvm.cpp
index 6978d2ecf..151646621 100644
--- a/tests/backends/OpenCL/opencl_csvm.cpp
+++ b/tests/backends/OpenCL/opencl_csvm.cpp
@@ -16,13 +16,13 @@
 #include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../../utility.hpp"             // util::redirect_output
-#include "../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
+#include "../../custom_test_macros.hpp"            // EXPECT_THROW_WHAT
+#include "../../utility.hpp"                       // util::redirect_output
+#include "../generic_csvm_tests.hpp"               // generic CSVM tests to instantiate
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
+#include "gtest/gtest.h"                           // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>  // std::make_tuple
+#include <tuple>                                   // std::make_tuple
 
 class OpenCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/OpenMP/exceptions.cpp b/tests/backends/OpenMP/exceptions.cpp
index 8c94d375b..582eb8ab9 100644
--- a/tests/backends/OpenMP/exceptions.cpp
+++ b/tests/backends/OpenMP/exceptions.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/backends/OpenMP/exceptions.hpp"  // plssvm::openmp::backend_exception
 
-#include "../generic_exceptions_tests.hpp"  // generic exception tests to instantiate
+#include "../generic_exceptions_tests.hpp"        // generic exception tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+#include "gtest/gtest.h"                          // INSTANTIATE_TYPED_TEST_SUITE_P
 
-#include <string_view>  // std::string_view
+#include <string_view>                            // std::string_view
 
 struct exception_test_type {
     using exception_type = plssvm::openmp::backend_exception;
diff --git a/tests/backends/OpenMP/mock_openmp_csvm.hpp b/tests/backends/OpenMP/mock_openmp_csvm.hpp
index 6ae3d2829..ed8010f13 100644
--- a/tests/backends/OpenMP/mock_openmp_csvm.hpp
+++ b/tests/backends/OpenMP/mock_openmp_csvm.hpp
@@ -24,7 +24,7 @@ class mock_openmp_csvm final : public plssvm::openmp::csvm {
 
   public:
     template <typename... Args>
-    explicit mock_openmp_csvm(Args&&... args) :
+    explicit mock_openmp_csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 23e2ca8e5..46949b957 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -19,17 +19,17 @@
 #include "plssvm/parameter.hpp"                    // plssvm::parameter, plssvm::detail::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"             // plssvm::target_platform
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
-#include "../../naming.hpp"              // naming::{real_type_kernel_function_to_name, real_type_to_name}
-#include "../../types_to_test.hpp"       // util::{real_type_kernel_function_gtest, real_type_gtest}
-#include "../../utility.hpp"             // util::{redirect_output, generate_random_vector}
-#include "../compare.hpp"                // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
-#include "../generic_csvm_tests.hpp"     // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
+#include "../../custom_test_macros.hpp"            // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_VECTOR_NEAR
+#include "../../naming.hpp"                        // naming::{real_type_kernel_function_to_name, real_type_to_name}
+#include "../../types_to_test.hpp"                 // util::{real_type_kernel_function_gtest, real_type_gtest}
+#include "../../utility.hpp"                       // util::{redirect_output, generate_random_vector}
+#include "../compare.hpp"                          // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
+#include "../generic_csvm_tests.hpp"               // generic::{test_solve_system_of_linear_equations, test_predict_values, test_predict, test_score}
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
+#include "gtest/gtest.h"                           // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, ::testing::Test
 
-#include <tuple>   // std::make_tuple
-#include <vector>  // std::vector
+#include <tuple>                                   // std::make_tuple
+#include <vector>                                  // std::vector
 
 class OpenMPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/OpenMP/q_kernel.cpp b/tests/backends/OpenMP/q_kernel.cpp
index 075fafdbf..12fc78563 100644
--- a/tests/backends/OpenMP/q_kernel.cpp
+++ b/tests/backends/OpenMP/q_kernel.cpp
@@ -13,10 +13,10 @@
 #include "../../naming.hpp"         // naming::real_type_to_name
 #include "../../types_to_test.hpp"  // util::real_type_gtest
 
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_DEATH, ::testing::Test
+#include "gmock/gmock-matchers.h"   // ::testing::HasSubstr
+#include "gtest/gtest.h"            // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_DEATH, ::testing::Test
 
-#include <vector>  // std::vector
+#include <vector>                   // std::vector
 
 template <typename T>
 class OpenMPQKernelDeathTest : public ::testing::Test {};
diff --git a/tests/backends/OpenMP/svm_kernel.cpp b/tests/backends/OpenMP/svm_kernel.cpp
index 7874891b8..188c9fa02 100644
--- a/tests/backends/OpenMP/svm_kernel.cpp
+++ b/tests/backends/OpenMP/svm_kernel.cpp
@@ -13,10 +13,10 @@
 #include "../../naming.hpp"         // naming::real_type_to_name
 #include "../../types_to_test.hpp"  // util::real_type_gtest
 
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_DEATH, ::testing::Test
+#include "gmock/gmock-matchers.h"   // ::testing::HasSubstr
+#include "gtest/gtest.h"            // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_DEATH, ::testing::Test
 
-#include <vector>  // std::vector
+#include <vector>                   // std::vector
 
 template <typename T>
 class OpenMPSVMKernelDeathTest : public ::testing::Test {};
diff --git a/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
index d5898da03..d4eab4ff2 100644
--- a/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
+++ b/tests/backends/SYCL/DPCPP/mock_dpcpp_csvm.hpp
@@ -26,7 +26,7 @@ class mock_dpcpp_csvm final : public plssvm::dpcpp::csvm {
     using base_type::device_ptr_type;
 
     template <typename... Args>
-    explicit mock_dpcpp_csvm(Args&&... args) :
+    explicit mock_dpcpp_csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 8e57bbfb0..5faa444a2 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -13,21 +13,20 @@
 #include "plssvm/backend_types.hpp"                         // plssvm::csvm_to_backend_type_v
 #include "plssvm/backends/SYCL/DPCPP/csvm.hpp"              // plssvm::dpcpp::csvm
 #include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::dpcpp::backend_exception
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../../../utility.hpp"             // util::redirect_output
-#include "../../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
+#include "../../../custom_test_macros.hpp"                  // EXPECT_THROW_WHAT
+#include "../../../utility.hpp"                             // util::redirect_output
+#include "../../generic_csvm_tests.hpp"                     // generic CSVM tests to instantiate
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
+#include "gtest/gtest.h"                                    // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>    // std::make_tuple, std::get
-#include <utility>  // std::make_pair
+#include <tuple>                                            // std::make_tuple, std::get
+#include <utility>                                          // std::make_pair
 
 class DPCPPCSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
index cf85bf299..69489a53a 100644
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ b/tests/backends/SYCL/detail/device_ptr.cpp
@@ -10,7 +10,7 @@
 
 #include "backends/generic_device_ptr_tests.h"  // plssvm::cuda::detail::device_ptr
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+#include "gtest/gtest.h"                        // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
 
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
     #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::device_ptr
@@ -46,7 +46,7 @@ struct hipsycl_device_ptr_test_type {
     using queue_type = typename device_ptr_type::queue_type;
 
     static const queue_type &default_queue() {
-        static queue_type queue = plssvm::hipsycl::detail::get_default_queue();
+        static const queue_type queue = plssvm::hipsycl::detail::get_default_queue();
         return queue;
     }
 };
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
index f7dfc6fd7..ed502905d 100644
--- a/tests/backends/SYCL/detail/utility.cpp
+++ b/tests/backends/SYCL/detail/utility.cpp
@@ -10,7 +10,7 @@
 
 #include "plssvm/target_platforms.hpp"  // plssvm::target_platform
 
-#include "gtest/gtest.h"  // TEST, EXPECT_NE, EXPECT_FALSE
+#include "gtest/gtest.h"                // TEST, EXPECT_NE, EXPECT_FALSE
 
 #if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
     #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"  // plssvm::dpcpp::detail::get_device_list
diff --git a/tests/backends/SYCL/exceptions.cpp b/tests/backends/SYCL/exceptions.cpp
index 36d8e5154..b116c26b1 100644
--- a/tests/backends/SYCL/exceptions.cpp
+++ b/tests/backends/SYCL/exceptions.cpp
@@ -8,13 +8,13 @@
  * @brief Tests for the custom exception classes related to the SYCL backends.
  */
 
-#include "plssvm/backends/SYCL/exceptions.hpp"  // plssvm::sycl::backend_exception, plssvm::hipsycl::backend_exception, plssvm::dpcpp::backend_exception
+#include "plssvm/backends/SYCL/exceptions.hpp"    // plssvm::sycl::backend_exception, plssvm::hipsycl::backend_exception, plssvm::dpcpp::backend_exception
 
 #include "backends/generic_exceptions_tests.hpp"  // generic exception tests to instantiate
 
-#include "gtest/gtest.h"  // INSTANTIATE_TYPED_TEST_SUITE_P
+#include "gtest/gtest.h"                          // INSTANTIATE_TYPED_TEST_SUITE_P
 
-#include <string_view>  // std::string_view
+#include <string_view>                            // std::string_view
 
 struct sycl_exception_test_type {
     using exception_type = plssvm::sycl::backend_exception;
diff --git a/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
index ade3106a4..589151164 100644
--- a/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
+++ b/tests/backends/SYCL/hipSYCL/mock_hipsycl_csvm.hpp
@@ -26,7 +26,7 @@ class mock_hipsycl_csvm final : public plssvm::hipsycl::csvm {
     using base_type::device_ptr_type;
 
     template <typename... Args>
-    explicit mock_hipsycl_csvm(Args&&... args) :
+    explicit mock_hipsycl_csvm(Args &&...args) :
         base_type{ std::forward<Args>(args)... } {}
 
     // make protected member functions public
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index 6b105ed56..ccbe2c94a 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -13,21 +13,20 @@
 #include "plssvm/backend_types.hpp"                         // plssvm::csvm_to_backend_type_v
 #include "plssvm/backends/SYCL/exceptions.hpp"              // plssvm::hipsycl::backend_exception
 #include "plssvm/backends/SYCL/hipSYCL/csvm.hpp"            // plssvm::hipsycl::csvm
-#include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 #include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::kernel_type, plssvm::cost
 #include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
 
-#include "../../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../../../utility.hpp"             // util::redirect_output
-#include "../../generic_csvm_tests.hpp"     // generic CSVM tests to instantiate
+#include "../../../custom_test_macros.hpp"                  // EXPECT_THROW_WHAT
+#include "../../../utility.hpp"                             // util::redirect_output
+#include "../../generic_csvm_tests.hpp"                     // generic CSVM tests to instantiate
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
+#include "gtest/gtest.h"                                    // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
-#include <tuple>    // std::make_tuple, std::get
-#include <utility>  // std::make_pair
+#include <tuple>                                            // std::make_tuple, std::get
+#include <utility>                                          // std::make_pair
 
 class hipSYCLCSVM : public ::testing::Test, private util::redirect_output<> {};
 
diff --git a/tests/backends/SYCL/implementation_type.cpp b/tests/backends/SYCL/implementation_type.cpp
index 3423f168e..739ac8519 100644
--- a/tests/backends/SYCL/implementation_type.cpp
+++ b/tests/backends/SYCL/implementation_type.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::implementation_type
 
-#include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
+#include "../../custom_test_macros.hpp"                  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
-#include "gtest/gtest.h"  // TEST, EXPECT_TRUE
+#include "gtest/gtest.h"                                 // TEST, EXPECT_TRUE
 
-#include <sstream>  // std::istringstream
+#include <sstream>                                       // std::istringstream
 
 // check whether the plssvm::sycl::implementation_type -> std::string conversions are correct
 TEST(SYCLImplementationType, to_string) {
diff --git a/tests/backends/SYCL/kernel_invocation_type.cpp b/tests/backends/SYCL/kernel_invocation_type.cpp
index faa8e0092..7f8454c65 100644
--- a/tests/backends/SYCL/kernel_invocation_type.cpp
+++ b/tests/backends/SYCL/kernel_invocation_type.cpp
@@ -10,11 +10,11 @@
 
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 
-#include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
+#include "../../custom_test_macros.hpp"                     // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
-#include "gtest/gtest.h"  // TEST, EXPECT_TRUE
+#include "gtest/gtest.h"                                    // TEST, EXPECT_TRUE
 
-#include <sstream>  // std::istringstream
+#include <sstream>                                          // std::istringstream
 
 // check whether the plssvm::sycl::kernel_invocation_type -> std::string conversions are correct
 TEST(SYCLKernelInvocationType, to_string) {
@@ -41,7 +41,7 @@ TEST(SYCLKernelInvocationType, from_string) {
 TEST(SYCLKernelInvocationType, from_string_unknown) {
     // foo isn't a valid file_format_type
     std::istringstream input{ "foo" };
-    plssvm::sycl::kernel_invocation_type invocation_type;
+    plssvm::sycl::kernel_invocation_type invocation_type{};
     input >> invocation_type;
     EXPECT_TRUE(input.fail());
 }
diff --git a/tests/backends/compare.cpp b/tests/backends/compare.cpp
index 868820c29..320e3b5d2 100644
--- a/tests/backends/compare.cpp
+++ b/tests/backends/compare.cpp
@@ -13,10 +13,10 @@
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"              // plssvm::detail::parameter
 
-#include <algorithm>  // std::min
-#include <cmath>      // std::pow, std::exp, std::fma
-#include <cstddef>    // std::size_t
-#include <vector>     // std::vector
+#include <algorithm>                         // std::min
+#include <cmath>                             // std::pow, std::exp, std::fma
+#include <cstddef>                           // std::size_t
+#include <vector>                            // std::vector
 
 namespace compare {
 
diff --git a/tests/backends/compare.hpp b/tests/backends/compare.hpp
index 02f014a53..6e3cd51fc 100644
--- a/tests/backends/compare.hpp
+++ b/tests/backends/compare.hpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/parameter.hpp"  // plssvm::detail::parameter
 
-#include <vector>  // std::vector
+#include <vector>                // std::vector
 
 namespace compare {
 
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 7cc82552e..903345772 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -21,23 +21,23 @@
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::cost, plssvm::kernel_type, plssvm::parameter, plssvm::detail::parameter
 
-#include "../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR, EXPECT_FLOATING_POINT_VECTOR_EQ
-#include "../utility.hpp"             // util::{redirect_output, generate_random_vector, construct_from_tuple}
-#include "compare.hpp"                // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
-
-#include "fmt/format.h"   // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-#include "gmock/gmock.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"  // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
-                          // ::testing::Test
-
-#include <cmath>        // std::sqrt, std::abs
-#include <cstddef>      // std::size_t
-#include <fstream>      // std::ifstream
-#include <iterator>     // std::istream_iterator
-#include <limits>       // std::numeric_limits::epsilon
-#include <tuple>        // std::ignore
-#include <vector>       // std::vector
+#include "../custom_test_macros.hpp"         // EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR, EXPECT_FLOATING_POINT_VECTOR_EQ
+#include "../utility.hpp"                    // util::{redirect_output, generate_random_vector, construct_from_tuple}
+#include "compare.hpp"                       // compare::{generate_q, calculate_w, kernel_function, device_kernel_function}
+
+#include "fmt/format.h"                      // fmt::format
+#include "fmt/ostream.h"                     // can use fmt using operator<< overloads
+#include "gmock/gmock.h"                     // ::testing::HasSubstr
+#include "gtest/gtest.h"                     // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
+                                             // ::testing::Test
+
+#include <cmath>                             // std::sqrt, std::abs
+#include <cstddef>                           // std::size_t
+#include <fstream>                           // std::ifstream
+#include <iterator>                          // std::istream_iterator
+#include <limits>                            // std::numeric_limits::epsilon
+#include <tuple>                             // std::ignore
+#include <vector>                            // std::vector
 
 //*************************************************************************************************************************************//
 //                                                                 CSVM                                                                //
diff --git a/tests/backends/generic_device_ptr_tests.h b/tests/backends/generic_device_ptr_tests.h
index 80071e468..799a0653b 100644
--- a/tests/backends/generic_device_ptr_tests.h
+++ b/tests/backends/generic_device_ptr_tests.h
@@ -15,14 +15,14 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::gpu_device_ptr_exception
 
-#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../custom_test_macros.hpp"         // EXPECT_THROW_WHAT
 
-#include "gtest//gtest.h"  // TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_NE, EXPECT_DEATH
-                           // ::testing::{Test, hasSubstr}
+#include "gtest//gtest.h"                    // TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_NE, EXPECT_DEATH
+                                             // ::testing::{Test, hasSubstr}
 
-#include <cstring>  // std::memset
-#include <utility>  // std::move, std::swap
-#include <vector>   // std::vector
+#include <cstring>                           // std::memset
+#include <utility>                           // std::move, std::swap
+#include <vector>                            // std::vector
 
 template <typename T>
 class DevicePtr : public ::testing::Test {};
diff --git a/tests/backends/generic_exceptions_tests.hpp b/tests/backends/generic_exceptions_tests.hpp
index 46e179de7..e0a9b0c56 100644
--- a/tests/backends/generic_exceptions_tests.hpp
+++ b/tests/backends/generic_exceptions_tests.hpp
@@ -15,15 +15,15 @@
 
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::split
 
-#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
+#include "../custom_test_macros.hpp"         // EXPECT_THROW_WHAT
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, ContainsRegex}
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test
+#include "fmt/core.h"                        // fmt::format
+#include "gmock/gmock-matchers.h"            // ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"                     // TEST, EXPECT_EQ, EXPECT_THAT, EXPECT_TRUE, ASSERT_EQ, ::testing::Test
 
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <vector>       // std::vector
+#include <string>                            // std::string
+#include <string_view>                       // std::string_view
+#include <vector>                            // std::vector
 
 // helper function returning an exception used to be able to name the source location function
 template <typename ExceptionType>
diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index f3b2b585a..7efb702d6 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -8,7 +8,7 @@
  * @brief Tests for the base C-SVM functions through its mock class.
  */
 
-#include "mock_csvm.hpp"  // mock_csvm
+#include "mock_csvm.hpp"                     // mock_csvm
 
 #include "plssvm/core.hpp"                   // necessary for type_traits, plssvm::csvm_backend_exists, plssvm::csvm_backend_exists_v
 #include "plssvm/data_set.hpp"               // plssvm::data_set
@@ -17,20 +17,20 @@
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::parameter
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
-#include "naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest, real_type_label_type_combination_gtest}
-#include "utility.hpp"             // util::{redirect_output, temporary_file, instantiate_template_file, get_distinct_label}
+#include "custom_test_macros.hpp"            // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
+#include "naming.hpp"                        // naming::real_type_label_type_combination_to_name
+#include "types_to_test.hpp"                 // util::{real_type_label_type_combination_gtest, real_type_label_type_combination_gtest}
+#include "utility.hpp"                       // util::{redirect_output, temporary_file, instantiate_template_file, get_distinct_label}
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_CALL, ::testing::{Test, An}
+#include "gtest/gtest.h"                     // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_CALL, ::testing::{Test, An}
 
-#include <iostream>   // std::clog
-#include <sstream>    // std::stringstream
-#include <streambuf>  // std::streambuf
-#include <string>     // std::string
-#include <tuple>      // std::ignore
-#include <utility>    // std::pair
-#include <vector>     // std::vector
+#include <iostream>                          // std::clog
+#include <sstream>                           // std::stringstream
+#include <streambuf>                         // std::streambuf
+#include <string>                            // std::string
+#include <tuple>                             // std::ignore
+#include <utility>                           // std::pair
+#include <vector>                            // std::vector
 
 class BaseCSVM : public ::testing::Test {};
 
diff --git a/tests/csvm_factory.cpp b/tests/csvm_factory.cpp
index 4d3ed3991..670eaa348 100644
--- a/tests/csvm_factory.cpp
+++ b/tests/csvm_factory.cpp
@@ -17,16 +17,16 @@
 #include "plssvm/parameter.hpp"              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT_MATCHER
-#include "utility.hpp"             // util::redirect_output
+#include "custom_test_macros.hpp"            // EXPECT_THROW_WHAT_MATCHER
+#include "utility.hpp"                       // util::redirect_output
 
-#include "fmt/core.h"              // fmt::format
-#include "fmt/ostream.h"           // be able to format a plssvm::backend_type using fmt
-#include "gmock/gmock-matchers.h"  // ::testing::StartsWith
-#include "gtest/gtest.h"           // TYPED_TEST_SUITE, TYPED_TEST, ::testing::{Test, Types, internal::GetTypeName}
+#include "fmt/core.h"                        // fmt::format
+#include "fmt/ostream.h"                     // be able to format a plssvm::backend_type using fmt
+#include "gmock/gmock-matchers.h"            // ::testing::StartsWith
+#include "gtest/gtest.h"                     // TYPED_TEST_SUITE, TYPED_TEST, ::testing::{Test, Types, internal::GetTypeName}
 
-#include <string>  // std::string
-#include <tuple>   // std::ignore
+#include <string>                            // std::string
+#include <tuple>                             // std::ignore
 
 namespace util {
 
@@ -200,7 +200,7 @@ TEST(CSVMFactory, invalid_backend) {
                       plssvm::unsupported_backend_exception,
                       "Unrecognized backend provided!");
 }
- TEST(CSVMFactory, invalid_constructor_parameter) {
+TEST(CSVMFactory, invalid_constructor_parameter) {
     if constexpr (plssvm::csvm_backend_exists_v<plssvm::cuda::csvm>) {
         EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(plssvm::backend_type::cuda, plssvm::sycl_implementation_type = plssvm::sycl::implementation_type::automatic),
                           plssvm::unsupported_backend_exception,
@@ -210,7 +210,7 @@ TEST(CSVMFactory, invalid_backend) {
                           plssvm::unsupported_backend_exception,
                           "No cuda backend available!");
     }
- }
+}
 
 template <typename T>
 class SYCLCSVMFactory : public CSVMFactory<T> {};
@@ -289,13 +289,11 @@ TYPED_TEST(SYCLCSVMFactory, factory_backend_target_and_named_parameter) {
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        const auto csvm = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
-                                            plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        const auto csvm = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
-                                                          plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, target, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
                           plssvm::unsupported_backend_exception,
                           fmt::format("No {} backend available!", backend));
     }
@@ -307,13 +305,11 @@ TYPED_TEST(SYCLCSVMFactory, factory_backend_named_parameter) {
     const plssvm::kernel_function_type kernel_type = plssvm::kernel_function_type::polynomial;
     if constexpr (plssvm::csvm_backend_exists_v<TypeParam>) {
         // create csvm
-        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
-                                            plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
+        const auto csvm = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl);
         // check whether the created csvm has the same type as the expected one
         EXPECT_INSTANCE_OF(TypeParam, csvm);
     } else {
-        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01,
-                                                          plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
+        EXPECT_THROW_WHAT(std::ignore = plssvm::make_csvm(backend, plssvm::kernel_type = kernel_type, plssvm::gamma = 0.01, plssvm::sycl_implementation_type = plssvm::csvm_to_backend_type<TypeParam>::impl),
                           plssvm::unsupported_backend_exception,
                           fmt::format("No {} backend available!", backend));
     }
diff --git a/tests/custom_test_macros.hpp b/tests/custom_test_macros.hpp
index 9bcd0405d..fa516aa2a 100644
--- a/tests/custom_test_macros.hpp
+++ b/tests/custom_test_macros.hpp
@@ -15,18 +15,18 @@
 #include "plssvm/detail/assert.hpp"       // PLSSVM_ASSERT
 #include "plssvm/detail/type_traits.hpp"  // plssvm::detail::{always_false_v, remove_cvref_t}
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::StrEq
-#include "gtest/gtest.h"           // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, FAIL, EXPECT_LT, ASSERT_LT
-
-#include <algorithm>    // std::max, std::min
-#include <cmath>        // std::abs
-#include <limits>       // std::numeric_limits::{epsilon, max, min}
-#include <sstream>      // std::ostringstream
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <type_traits>  // std::is_same_v
-#include <vector>       // std::vector
+#include "fmt/core.h"                     // fmt::format
+#include "gmock/gmock-matchers.h"         // ::testing::StrEq
+#include "gtest/gtest.h"                  // EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, ASSERT_FLOAT_EQ, ASSERT_DOUBLE_EQ, EXPECT_EQ, ASSERT_EQ, FAIL, EXPECT_LT, ASSERT_LT
+
+#include <algorithm>                      // std::max, std::min
+#include <cmath>                          // std::abs
+#include <limits>                         // std::numeric_limits::{epsilon, max, min}
+#include <sstream>                        // std::ostringstream
+#include <string>                         // std::string
+#include <string_view>                    // std::string_view
+#include <type_traits>                    // std::is_same_v
+#include <vector>                         // std::vector
 
 namespace detail {
 
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index ffec11120..f524c3e87 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -15,21 +15,21 @@
 #include "plssvm/exceptions/exceptions.hpp"     // plssvm::data_set_exception
 #include "plssvm/file_format_types.hpp"         // plssvm::file_format_type
 
-#include "custom_test_macros.hpp"  // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_2D_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_NEAR
-#include "naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "types_to_test.hpp"       // util::{real_type_label_type_combination_gtest}
-#include "utility.hpp"             // util::{temporary_file, redirect_output, instantiate_template_file, get_distinct_label}
-
-#include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{ContainsRegex, StartsWith}
-#include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ASSERT_EQ, TEST, TYPED_TEST, TYPED_TEST_SUITE, ::testing::Test
-
-#include <cstddef>      // std::size_t
-#include <regex>        // std::regex, std::regex::extended, std::regex_match
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::ignore, std::get
-#include <type_traits>  // std::is_same_v, std::is_integral_v
-#include <vector>       // std::vector
+#include "custom_test_macros.hpp"               // EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_NEAR, EXPECT_FLOATING_POINT_2D_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_NEAR
+#include "naming.hpp"                           // naming::real_type_label_type_combination_to_name
+#include "types_to_test.hpp"                    // util::{real_type_label_type_combination_gtest}
+#include "utility.hpp"                          // util::{temporary_file, redirect_output, instantiate_template_file, get_distinct_label}
+
+#include "gmock/gmock-matchers.h"               // EXPECT_THAT, ::testing::{ContainsRegex, StartsWith}
+#include "gtest/gtest.h"                        // EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ASSERT_EQ, TEST, TYPED_TEST, TYPED_TEST_SUITE, ::testing::Test
+
+#include <cstddef>                              // std::size_t
+#include <regex>                                // std::regex, std::regex::extended, std::regex_match
+#include <string>                               // std::string
+#include <string_view>                          // std::string_view
+#include <tuple>                                // std::ignore, std::get
+#include <type_traits>                          // std::is_same_v, std::is_integral_v
+#include <vector>                               // std::vector
 
 //*************************************************************************************************************************************//
 //                                                         scaling nested-class                                                        //
diff --git a/tests/default_value.cpp b/tests/default_value.cpp
index 6f83c2190..a2f6d14e6 100644
--- a/tests/default_value.cpp
+++ b/tests/default_value.cpp
@@ -14,15 +14,15 @@
 #include "naming.hpp"              // naming::label_type_to_name
 #include "types_to_test.hpp"       // util::label_type_gtest
 
-#include "gtest/gtest.h"  // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DOUBLE_EQ
-                          // ::testing::{Test, WithParamInterface, Values}
-
-#include <functional>   // std::hash
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple, std::get
-#include <utility>      // std::move, std::swap
-#include <vector>       // std::vector
+#include "gtest/gtest.h"           // TEST, TYPED_TEST, TEST_P, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DOUBLE_EQ
+                                   // ::testing::{Test, WithParamInterface, Values}
+
+#include <functional>              // std::hash
+#include <string>                  // std::string
+#include <string_view>             // std::string_view
+#include <tuple>                   // std::tuple, std::make_tuple, std::get
+#include <utility>                 // std::move, std::swap
+#include <vector>                  // std::vector
 
 //*************************************************************************************************************************************//
 //                                                            default_init                                                             //
diff --git a/tests/detail/cmd/data_set_variants.cpp b/tests/detail/cmd/data_set_variants.cpp
index 3a559b623..53bbd3882 100644
--- a/tests/detail/cmd/data_set_variants.cpp
+++ b/tests/detail/cmd/data_set_variants.cpp
@@ -14,16 +14,16 @@
 #include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
 
-#include "../../naming.hpp"   // naming::pretty_print_data_set_factory
-#include "../../utility.hpp"  // util::{temporary_file, instantiate_template_file}
-#include "utility.hpp"        // util::ParameterBase
+#include "../../naming.hpp"                      // naming::pretty_print_data_set_factory
+#include "../../utility.hpp"                     // util::{temporary_file, instantiate_template_file}
+#include "utility.hpp"                           // util::ParameterBase
 
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ,  ::testing::{WithParamInterface, Values}
+#include "fmt/core.h"                            // fmt::format
+#include "gtest/gtest.h"                         // TEST_P, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ,  ::testing::{WithParamInterface, Values}
 
-#include <cstddef>  // std::size_t
-#include <string>   // std::string
-#include <tuple>    // std::tuple, std::make_tuple
+#include <cstddef>                               // std::size_t
+#include <string>                                // std::string
+#include <tuple>                                 // std::tuple, std::make_tuple
 
 // the variant order is: <float, int>, <float, std::string>, <double, int>, <double, std::string>
 
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 4c5428b54..5d01224f0 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -10,21 +10,21 @@
 
 #include "plssvm/detail/cmd/parser_predict.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
+#include "plssvm/constants.hpp"          // plssvm::verbose
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
 #include "utility.hpp"                   // util::ParameterBase
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
-#include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
-                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
+#include "fmt/core.h"                    // fmt::format
+#include "gmock/gmock-matchers.h"        // ::testing::{StartsWith, HasSubstr}
+#include "gtest/gtest.h"                 // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
+                                         // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
-#include <cstdlib>  // EXIT_SUCCESS, EXIT_FAILRE
-#include <string>  // std::string
-#include <tuple>   // std::tuple
+#include <cstdlib>                       // EXIT_SUCCESS, EXIT_FAILURE
+#include <string>                        // std::string
+#include <tuple>                         // std::tuple
 
 class ParserPredict : public util::ParameterBase {};
 class ParserPredictDeathTest : public util::ParameterBase {};
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index efb2f9c5a..d3dc2a468 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -10,21 +10,21 @@
 
 #include "plssvm/detail/cmd/parser_scale.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
+#include "plssvm/constants.hpp"          // plssvm::verbose
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
 #include "utility.hpp"                   // util::ParameterBase
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
-#include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
-                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
+#include "fmt/core.h"                    // fmt::format
+#include "gmock/gmock-matchers.h"        // ::testing::{StartsWith, HasSubstr}
+#include "gtest/gtest.h"                 // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
+                                         // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Bool, ::testing::ExitedWithCode
 
-#include <cstdlib>  // EXIT_SUCCESS, EXIT_FAILRE
-#include <string>   // std::string
-#include <tuple>    // std::tuple
+#include <cstdlib>                       // EXIT_SUCCESS, EXIT_FAILURE
+#include <string>                        // std::string
+#include <tuple>                         // std::tuple
 
 class ParserScale : public util::ParameterBase {};
 class ParserScaleDeathTest : public util::ParameterBase {};
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index bea34cc27..948b5d3af 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -10,22 +10,22 @@
 
 #include "plssvm/detail/cmd/parser_train.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
+#include "plssvm/constants.hpp"          // plssvm::verbose
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
 #include "utility.hpp"                   // util::ParameterBase
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::{StartsWith, HasSubstr}
-#include "gtest/gtest.h"           // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
-                                   // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::Bool, ::testing::ExitedWithCode
+#include "fmt/core.h"                    // fmt::format
+#include "gmock/gmock-matchers.h"        // ::testing::{StartsWith, HasSubstr}
+#include "gtest/gtest.h"                 // TEST_F, TEST_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EXIT, EXPECT_DEATH, INSTANTIATE_TEST_SUITE_P,
+                                         // ::testing::WithParamInterface, ::testing::Combine, ::testing::Values, ::testing::Range, ::testing::Bool, ::testing::ExitedWithCode
 
-#include <cstddef>  // std::size_t
-#include <cstdlib>  // EXIT_SUCCESS, EXIT_FAILRE
-#include <string>   // std::string
-#include <tuple>    // std::tuple
+#include <cstddef>                       // std::size_t
+#include <cstdlib>                       // EXIT_SUCCESS, EXIT_FAILURE
+#include <string>                        // std::string
+#include <tuple>                         // std::tuple
 
 class ParserTrain : public util::ParameterBase {};
 class ParserTrainDeathTest : public util::ParameterBase {};
diff --git a/tests/detail/cmd/utility.hpp b/tests/detail/cmd/utility.hpp
index b3da3a284..dcc1a810e 100644
--- a/tests/detail/cmd/utility.hpp
+++ b/tests/detail/cmd/utility.hpp
@@ -15,14 +15,14 @@
 
 #include "plssvm/detail/string_conversion.hpp"  // plssvm::detail::split_as
 
-#include "../../utility.hpp"  // util::redirect_output
+#include "../../utility.hpp"                    // util::redirect_output
 
-#include "gtest/gtest.h"  // :testing::Test
+#include "gtest/gtest.h"                        // :testing::Test
 
-#include <cstring>      // std::strcpy
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <vector>       // std::vector
+#include <cstring>                              // std::strcpy
+#include <string>                               // std::string
+#include <string_view>                          // std::string_view
+#include <vector>                               // std::vector
 
 namespace util {
 
diff --git a/tests/detail/execution_range.cpp b/tests/detail/execution_range.cpp
index 725d8bdd9..867240618 100644
--- a/tests/detail/execution_range.cpp
+++ b/tests/detail/execution_range.cpp
@@ -10,13 +10,13 @@
 
 #include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
 
-#include "../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
+#include "../custom_test_macros.hpp"          // EXPECT_CONVERSION_TO_STRING
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_DEATH
+#include "gtest/gtest.h"                      // TEST, EXPECT_EQ, EXPECT_DEATH
 
-#include <array>             // std::array
-#include <cstddef>           // std::size_t
-#include <initializer_list>  // std::initializer_list
+#include <array>                              // std::array
+#include <cstddef>                            // std::size_t
+#include <initializer_list>                   // std::initializer_list
 
 /*
  * @brief Tests whether the grid and block in the plssvm::detail::execution_range @p range match the expected values.
diff --git a/tests/detail/io/arff_parsing.cpp b/tests/detail/io/arff_parsing.cpp
index afd0ea804..5b47728ec 100644
--- a/tests/detail/io/arff_parsing.cpp
+++ b/tests/detail/io/arff_parsing.cpp
@@ -13,22 +13,22 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_2D_VECTOR_NEAR, EXPECT_THROW_WHAT
-#include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"       // util::real_type_label_type_combination_gtest
-#include "../../utility.hpp"             // util::{temporary_file, instantiate_template_file, get_distinct_label}
-
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
-                                   // ::testing::{Test, Types, TestWithParam, Values}
-
-#include <cstddef>      // std::size_t
-#include <set>          // std::set
-#include <string>       // std::string
-#include <tuple>        // std::tuple, std::make_tuple, std::ignore
-#include <type_traits>  // std::is_same_v
-#include <vector>       // std::vector
+#include "../../custom_test_macros.hpp"      // EXPECT_FLOATING_POINT_2D_VECTOR_NEAR, EXPECT_THROW_WHAT
+#include "../../naming.hpp"                  // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"           // util::real_type_label_type_combination_gtest
+#include "../../utility.hpp"                 // util::{temporary_file, instantiate_template_file, get_distinct_label}
+
+#include "fmt/core.h"                        // fmt::format
+#include "gmock/gmock-matchers.h"            // ::testing::HasSubstr
+#include "gtest/gtest.h"                     // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                             // ::testing::{Test, Types, TestWithParam, Values}
+
+#include <cstddef>                           // std::size_t
+#include <set>                               // std::set
+#include <string>                            // std::string
+#include <tuple>                             // std::tuple, std::make_tuple, std::ignore
+#include <type_traits>                       // std::is_same_v
+#include <vector>                            // std::vector
 
 class ARFFParseHeader : public ::testing::Test {};
 class ARFFParseHeaderValid : public ::testing::TestWithParam<std::tuple<std::string, std::size_t, std::size_t, bool, std::size_t>> {};
diff --git a/tests/detail/io/file_reader.cpp b/tests/detail/io/file_reader.cpp
index 62dad7ab2..f55268242 100644
--- a/tests/detail/io/file_reader.cpp
+++ b/tests/detail/io/file_reader.cpp
@@ -13,20 +13,20 @@
 #include "plssvm/detail/string_utility.hpp"  // plssvm::detail::starts_with
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::file_not_found_exception, plssvm::file_reader_exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../../naming.hpp"              // naming::{open_parameter_types_to_name, pretty_print_escaped_string}
-
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // TEST, TEST_P, TYPED_TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_FALSE, ASSERT_TRUE, ASSERT_FALSE, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P
-                          // ::testing::{Test, Types, TestWithParam, ValuesIn}
-
-#include <cstddef>      // std::size_t
-#include <filesystem>   // std::filesystem::path
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple
-#include <utility>      // std::move, std::swap
-#include <vector>       // std::vector
+#include "../../custom_test_macros.hpp"      // EXPECT_THROW_WHAT
+#include "../../naming.hpp"                  // naming::{open_parameter_types_to_name, pretty_print_escaped_string}
+
+#include "fmt/core.h"                        // fmt::format
+#include "gtest/gtest.h"                     // TEST, TEST_P, TYPED_TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_FALSE, ASSERT_TRUE, ASSERT_FALSE, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P
+                                             // ::testing::{Test, Types, TestWithParam, ValuesIn}
+
+#include <cstddef>                           // std::size_t
+#include <filesystem>                        // std::filesystem::path
+#include <string>                            // std::string
+#include <string_view>                       // std::string_view
+#include <tuple>                             // std::tuple, std::make_tuple
+#include <utility>                           // std::move, std::swap
+#include <vector>                            // std::vector
 
 TEST(FileReader, default_construct) {
     // default construct file_reader
diff --git a/tests/detail/io/libsvm_model_parsing.cpp b/tests/detail/io/libsvm_model_parsing.cpp
index 8dc1f5f89..a2be4056f 100644
--- a/tests/detail/io/libsvm_model_parsing.cpp
+++ b/tests/detail/io/libsvm_model_parsing.cpp
@@ -10,25 +10,25 @@
 
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"
 
-#include "plssvm/data_set.hpp"                  // plssvm::data_set
-#include "plssvm/detail/io/file_reader.hpp"     // plssvm::detail::io::file_reader
-#include "plssvm/exceptions/exceptions.hpp"     // plssvm::invalid_file_format_exception
-#include "plssvm/kernel_function_types.hpp"     // plssvm::kernel_function_type
-
-#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
-#include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"       // util::real_type_label_type_combination_gtest
-#include "../../utility.hpp"             // util::{temporary_file, redirect_output, instantiate_template_file, get_distinct_label}
-
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
-                                   // ::testing::{Test, Types, Values}
-
-#include <cstddef>  // std::size_t
-#include <string>   // std::string
-#include <tuple>    // std::ignore
-#include <vector>   // std::vector
+#include "plssvm/data_set.hpp"               // plssvm::data_set
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
+#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
+#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
+
+#include "../../custom_test_macros.hpp"      // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
+#include "../../naming.hpp"                  // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"           // util::real_type_label_type_combination_gtest
+#include "../../utility.hpp"                 // util::{temporary_file, redirect_output, instantiate_template_file, get_distinct_label}
+
+#include "fmt/core.h"                        // fmt::format
+#include "gmock/gmock-matchers.h"            // ::testing::HasSubstr
+#include "gtest/gtest.h"                     // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                             // ::testing::{Test, Types, Values}
+
+#include <cstddef>                           // std::size_t
+#include <string>                            // std::string
+#include <tuple>                             // std::ignore
+#include <vector>                            // std::vector
 
 template <typename T>
 class LIBSVMModelHeaderParse : public ::testing::Test {};
diff --git a/tests/detail/io/libsvm_parsing.cpp b/tests/detail/io/libsvm_parsing.cpp
index 50af985bc..4dfb1ed28 100644
--- a/tests/detail/io/libsvm_parsing.cpp
+++ b/tests/detail/io/libsvm_parsing.cpp
@@ -13,21 +13,21 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_2D_VECTOR_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR, EXPECT_THROW_WHAT
-#include "../../naming.hpp"              // naming::real_type_label_type_combination_to_name
-#include "../../types_to_test.hpp"       // util::{instantiate_template_file, real_type_label_type_combination_gtest}
-#include "../../utility.hpp"             // util::temporary_file
-
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
-                                   // ::testing::{Test, Types, TestWithParam, Values}
-
-#include <cstddef>      // std::size_t
-#include <string>       // std::string
-#include <tuple>        // std::ignore
-#include <utility>      // std::pair, std::make_pair
-#include <vector>       // std::vector
+#include "../../custom_test_macros.hpp"      // EXPECT_FLOATING_POINT_2D_VECTOR_NEAR, EXPECT_FLOATING_POINT_VECTOR_NEAR, EXPECT_THROW_WHAT
+#include "../../naming.hpp"                  // naming::real_type_label_type_combination_to_name
+#include "../../types_to_test.hpp"           // util::{instantiate_template_file, real_type_label_type_combination_gtest}
+#include "../../utility.hpp"                 // util::temporary_file
+
+#include "fmt/core.h"                        // fmt::format
+#include "gmock/gmock-matchers.h"            // ::testing::HasSubstr
+#include "gtest/gtest.h"                     // TEST, TEST_P, TYPED_TEST, TYPED_TEST_SUITE, INSTANTIATE_TEST_SUITE_P, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ, GTEST_FAIL
+                                             // ::testing::{Test, Types, TestWithParam, Values}
+
+#include <cstddef>                           // std::size_t
+#include <string>                            // std::string
+#include <tuple>                             // std::ignore
+#include <utility>                           // std::pair, std::make_pair
+#include <vector>                            // std::vector
 
 class LIBSVMParseNumFeatures : public ::testing::TestWithParam<std::pair<std::string, std::size_t>> {};
 TEST_P(LIBSVMParseNumFeatures, num_features) {
diff --git a/tests/detail/io/scaling_factors_parsing.cpp b/tests/detail/io/scaling_factors_parsing.cpp
index aae89999c..936ecf7f9 100644
--- a/tests/detail/io/scaling_factors_parsing.cpp
+++ b/tests/detail/io/scaling_factors_parsing.cpp
@@ -14,20 +14,20 @@
 #include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_file_format_exception
 
-#include "../../custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
-#include "../../naming.hpp"              // naming::real_type_to_name
-#include "../../types_to_test.hpp"       // util::real_type_gtest
-#include "../../utility.hpp"             // util::temporary_file
-
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
-                                   // ::testing::{Test, Types}
-
-#include <cstddef>    // std::size_t
-#include <stdexcept>  // std::runtime_error
-#include <tuple>      // std::ignore
-#include <utility>    // std::pair
-#include <vector>     // std::vector
+#include "../../custom_test_macros.hpp"      // EXPECT_FLOATING_POINT_EQ, EXPECT_THROW_WHAT
+#include "../../naming.hpp"                  // naming::real_type_to_name
+#include "../../types_to_test.hpp"           // util::real_type_gtest
+#include "../../utility.hpp"                 // util::temporary_file
+
+#include "gmock/gmock-matchers.h"            // ::testing::HasSubstr
+#include "gtest/gtest.h"                     // TEST, TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ASSERT_EQ
+                                             // ::testing::{Test, Types}
+
+#include <cstddef>                           // std::size_t
+#include <stdexcept>                         // std::runtime_error
+#include <tuple>                             // std::ignore
+#include <utility>                           // std::pair
+#include <vector>                            // std::vector
 
 // typedef nested struct
 template <typename T>
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index 705b46ea6..ee466d60f 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -15,13 +15,13 @@
 #include "../types_to_test.hpp"       // util::real_type_gtest
 #include "../utility.hpp"             // util::redirect_output
 
-#include "fmt/format.h"   // fmt::format, fmt::join
-#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+#include "fmt/format.h"               // fmt::format, fmt::join
+#include "gtest/gtest.h"              // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
 
-#include <cstddef>  // std::size_t
-#include <sstream>  // std::istringstream
-#include <tuple>    // std::ignore
-#include <vector>   // std::vector
+#include <cstddef>                    // std::size_t
+#include <sstream>                    // std::istringstream
+#include <tuple>                      // std::ignore
+#include <vector>                     // std::vector
 
 // check whether the plssvm::detail::layout_type -> std::string conversions are correct
 TEST(Layout, to_string) {
diff --git a/tests/detail/operators.cpp b/tests/detail/operators.cpp
index 76a8bbe87..67f3cb108 100644
--- a/tests/detail/operators.cpp
+++ b/tests/detail/operators.cpp
@@ -14,10 +14,10 @@
 #include "../naming.hpp"              // naming::real_type_to_name
 #include "../types_to_test.hpp"       // util::real_type_gtest
 
-#include "gtest/gtest.h"  // TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
+#include "gtest/gtest.h"              // TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_DEATH, ::testing::{Types, Test}
 
-#include <tuple>   // std::ignore
-#include <vector>  // std::vector
+#include <tuple>                      // std::ignore
+#include <vector>                     // std::vector
 
 // make all operator overloads available in all tests
 using namespace plssvm::operators;
diff --git a/tests/detail/sha256.cpp b/tests/detail/sha256.cpp
index e65c251ad..9de37e0a5 100644
--- a/tests/detail/sha256.cpp
+++ b/tests/detail/sha256.cpp
@@ -15,9 +15,9 @@
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST_P, INSTANTIATE_TEST_SUITE_P, ASSERT_EQ, EXPECT_EQ, ::testing::{TestWithParam, Values}
 
-#include <string>   // std::string
-#include <utility>  // std::pair, std::make_pair
-#include <vector>   // std::vector
+#include <string>         // std::string
+#include <utility>        // std::pair, std::make_pair
+#include <vector>         // std::vector
 
 class Sha256 : public ::testing::TestWithParam<std::pair<std::string, std::string_view>> {};
 
diff --git a/tests/detail/string_conversion.cpp b/tests/detail/string_conversion.cpp
index 7f1b46f52..de5f5fa1e 100644
--- a/tests/detail/string_conversion.cpp
+++ b/tests/detail/string_conversion.cpp
@@ -12,19 +12,19 @@
 
 #include "plssvm/detail/arithmetic_type_name.hpp"  // plssvm::detail::arithmetic_type_name
 
-#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../naming.hpp"              // naming::{real_type_to_name, pretty_print_escaped_string}
-
-#include "fmt/format.h"   // fmt::format
-#include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
-                          // ::testing::{Test, TestWithParam, Types, Values}
-
-#include <stdexcept>    // std::invalid_argument, std::runtime_error
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::ignore
-#include <utility>      // std::pair, std::make_pair
-#include <vector>       // std::vector
+#include "../custom_test_macros.hpp"               // EXPECT_THROW_WHAT
+#include "../naming.hpp"                           // naming::{real_type_to_name, pretty_print_escaped_string}
+
+#include "fmt/format.h"                            // fmt::format
+#include "gtest/gtest.h"                           // TEST, ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
+                                                   // ::testing::{Test, TestWithParam, Types, Values}
+
+#include <stdexcept>                               // std::invalid_argument, std::runtime_error
+#include <string>                                  // std::string
+#include <string_view>                             // std::string_view
+#include <tuple>                                   // std::ignore
+#include <utility>                                 // std::pair, std::make_pair
+#include <vector>                                  // std::vector
 
 /**
  * @brief Checks the plssvm::detail::convert_to function.
diff --git a/tests/detail/string_utility.cpp b/tests/detail/string_utility.cpp
index ff67afe06..d63203a02 100644
--- a/tests/detail/string_utility.cpp
+++ b/tests/detail/string_utility.cpp
@@ -15,10 +15,10 @@
 #include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, ASSERT_EQ, EXPECT_EQ
 
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::make_tuple
-#include <vector>       // std::vector
+#include <string>         // std::string
+#include <string_view>    // std::string_view
+#include <tuple>          // std::tuple, std::make_tuple
+#include <vector>         // std::vector
 
 TEST(StringUtility, starts_with_string) {
     EXPECT_TRUE(plssvm::detail::starts_with("abc", "abc"));
diff --git a/tests/detail/type_traits.cpp b/tests/detail/type_traits.cpp
index 85a8590fe..2730483d2 100644
--- a/tests/detail/type_traits.cpp
+++ b/tests/detail/type_traits.cpp
@@ -13,12 +13,12 @@
 #include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
 #include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
 
-#include <map>            // std::map
-#include <set>            // std::set
-#include <type_traits>    // std::is_same_v
-#include <unordered_map>  // std::unordered_map
-#include <unordered_set>  // std::unordered_set
-#include <vector>         // std::vector
+#include <map>                     // std::map
+#include <set>                     // std::set
+#include <type_traits>             // std::is_same_v
+#include <unordered_map>           // std::unordered_map
+#include <unordered_set>           // std::unordered_set
+#include <vector>                  // std::vector
 
 TEST(TypeTraits, always_false) {
     EXPECT_FALSE(plssvm::detail::always_false_v<void>);
diff --git a/tests/detail/utility.cpp b/tests/detail/utility.cpp
index 55e1085bd..d61065400 100644
--- a/tests/detail/utility.cpp
+++ b/tests/detail/utility.cpp
@@ -12,18 +12,18 @@
 
 #include "plssvm/default_value.hpp"  // plssvm::default_value
 
-#include "../naming.hpp"  // naming::{map_types_to_name, set_types_to_name, vector_types_to_name}
-
-#include "gmock/gmock-matchers.h"  // EXPECT_THAT, ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
-
-#include <map>            // std::map
-#include <regex>          // std::regex, std::regex::extended, std::regex_match
-#include <set>            // std::set
-#include <string>         // std::string
-#include <unordered_map>  // std::unordered_map
-#include <unordered_set>  // std::unordered_set
-#include <vector>         // std::vector
+#include "../naming.hpp"             // naming::{map_types_to_name, set_types_to_name, vector_types_to_name}
+
+#include "gmock/gmock-matchers.h"    // EXPECT_THAT, ::testing::HasSubstr
+#include "gtest/gtest.h"             // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE
+
+#include <map>                       // std::map
+#include <regex>                     // std::regex, std::regex::extended, std::regex_match
+#include <set>                       // std::set
+#include <string>                    // std::string
+#include <unordered_map>             // std::unordered_map
+#include <unordered_set>             // std::unordered_set
+#include <vector>                    // std::vector
 
 TEST(Utility, get) {
     EXPECT_EQ(plssvm::detail::get<0>(0, 1, 2, 3, 4), 0);
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index ecc0ce884..171df7be8 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -10,17 +10,17 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::{*_exception}
 
-#include "../custom_test_macros.hpp"  // EXPECT_THROW_WHAT
-#include "../naming.hpp"              // naming::exception_types_to_name
-#include "utility.hpp"                // util::exception_type_name
+#include "../custom_test_macros.hpp"         // EXPECT_THROW_WHAT
+#include "../naming.hpp"                     // naming::exception_types_to_name
+#include "utility.hpp"                       // util::exception_type_name
 
-#include "fmt/core.h"     // fmt::format
-#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
-#include "gtest/gtest.h"  // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
+#include "fmt/core.h"                        // fmt::format
+#include "gmock/gmock.h"                     // EXPECT_THAT, ::testing::{HasSubstr, ContainsRegex}
+#include "gtest/gtest.h"                     // TYPED_TEST, TYPED_TEST_SUITE, EXPECT_EQ, EXPECT_TRUE, ASSERT_EQ, ::testing::Test, ::testing::Types
 
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <vector>       // std::vector
+#include <string>                            // std::string
+#include <string_view>                       // std::string_view
+#include <vector>                            // std::vector
 
 // helper function returning an exception used to be able to name the source location function
 template <typename Exception>
diff --git a/tests/exceptions/source_location.cpp b/tests/exceptions/source_location.cpp
index b265d3f0a..241f94f30 100644
--- a/tests/exceptions/source_location.cpp
+++ b/tests/exceptions/source_location.cpp
@@ -10,8 +10,8 @@
 
 #include "plssvm/exceptions/source_location.hpp"  // plssvm::source_location
 
-#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::HasSubstr
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ
+#include "gmock/gmock.h"                          // EXPECT_THAT, ::testing::HasSubstr
+#include "gtest/gtest.h"                          // TEST, EXPECT_EQ
 
 // dummy function to be able to specify the function name
 constexpr plssvm::source_location dummy() {
diff --git a/tests/exceptions/utility.hpp b/tests/exceptions/utility.hpp
index 575fb0c4d..cc0802a01 100644
--- a/tests/exceptions/utility.hpp
+++ b/tests/exceptions/utility.hpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/exceptions/exceptions.hpp"  // plssvm::{*_exception}
 
-#include <string_view>  // std::string_view
+#include <string_view>                       // std::string_view
 
 /**
  * @def PLSSVM_CREATE_EXCEPTION_TYPE_NAME
diff --git a/tests/file_format_types.cpp b/tests/file_format_types.cpp
index d0104f5c1..274f7fd77 100644
--- a/tests/file_format_types.cpp
+++ b/tests/file_format_types.cpp
@@ -12,9 +12,9 @@
 
 #include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_TRUE
 
-#include <sstream>  // std::istringstream
+#include <sstream>                 // std::istringstream
 
 // check whether the plssvm::file_format_type -> std::string conversions are correct
 TEST(FileFormatType, to_string) {
diff --git a/tests/kernel_function_types.cpp b/tests/kernel_function_types.cpp
index 694d6f960..d1f92f765 100644
--- a/tests/kernel_function_types.cpp
+++ b/tests/kernel_function_types.cpp
@@ -12,18 +12,18 @@
 
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::contains
 
-#include "backends/compare.hpp"    // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
-#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_NEAR
-#include "naming.hpp"              // naming::real_type_to_name
-#include "utility.hpp"             // util::generate_random_vector
-
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
-
-#include <array>    // std::array
-#include <cstddef>  // std::size_t
-#include <sstream>  // std::istringstream
-#include <tuple>    // std::ignore
-#include <vector>   // std::vector
+#include "backends/compare.hpp"       // compare::detail::{linear_kernel, poly_kernel, rbf_kernel}
+#include "custom_test_macros.hpp"     // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING, EXPECT_THROW_WHAT, EXPECT_FLOATING_POINT_NEAR
+#include "naming.hpp"                 // naming::real_type_to_name
+#include "utility.hpp"                // util::generate_random_vector
+
+#include "gtest/gtest.h"              // TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, EXPECT_DEATH
+
+#include <array>                      // std::array
+#include <cstddef>                    // std::size_t
+#include <sstream>                    // std::istringstream
+#include <tuple>                      // std::ignore
+#include <vector>                     // std::vector
 
 // check whether the plssvm::kernel_function_type -> std::string conversions are correct
 TEST(KernelType, to_string) {
diff --git a/tests/mock_csvm.hpp b/tests/mock_csvm.hpp
index 03762e3fa..0b5adeb7a 100644
--- a/tests/mock_csvm.hpp
+++ b/tests/mock_csvm.hpp
@@ -17,10 +17,10 @@
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::parameter
 
-#include "gmock/gmock.h"  // MOCK_METHOD, ON_CALL, ::testing::{An, Return}
+#include "gmock/gmock.h"                     // MOCK_METHOD, ON_CALL, ::testing::{An, Return}
 
-#include <utility>  // std::pair, std::forward
-#include <vector>   // std::vector
+#include <utility>                           // std::pair, std::forward
+#include <vector>                            // std::vector
 
 template <typename real_type>
 const std::pair<std::vector<real_type>, real_type> solve_system_of_linear_equations_fake_return{ { real_type{ 1.0 }, real_type{ 2.0 }, real_type{ 3.0 }, real_type{ 4.0 }, real_type{ 5.0 } }, real_type{ 3.1415 } };
diff --git a/tests/model.cpp b/tests/model.cpp
index 0e590a690..f9c30c13c 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -10,21 +10,21 @@
 
 #include "plssvm/model.hpp"
 
-#include "plssvm/parameter.hpp"  // plssvm::parameter
+#include "plssvm/parameter.hpp"    // plssvm::parameter
 
 #include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
 #include "naming.hpp"              // naming::real_type_label_type_combination_to_name
 #include "types_to_test.hpp"       // util::real_type_label_type_combination_gtest
 #include "utility.hpp"             // util::{temporary_file, redirect_output}
 
-#include "gtest/gtest.h"  // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
-                          // ::testing::{StaticAssertTypeEq, Test, TestWithParam, Values}
+#include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
+                                   // ::testing::{StaticAssertTypeEq, Test, TestWithParam, Values}
 
-#include <cstddef>      // std::size_t
-#include <regex>        // std::regex, std::regex_match, std::regex::extended
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <vector>       // std::vector
+#include <cstddef>                 // std::size_t
+#include <regex>                   // std::regex, std::regex_match, std::regex::extended
+#include <string>                  // std::string
+#include <string_view>             // std::string_view
+#include <vector>                  // std::vector
 
 template <typename T>
 class Model : public ::testing::Test, private util::redirect_output<> {};
diff --git a/tests/naming.hpp b/tests/naming.hpp
index 1e02a2207..8e1734bba 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -17,17 +17,17 @@
 #include "plssvm/detail/string_utility.hpp"        // plssvm::detail::replace_all
 #include "plssvm/detail/type_traits.hpp"           // plssvm::detail::{always_false_v, is_map_v, is_unordered_map_v, is_set_v, is_unordered_set_v, is_vector_v}
 
-#include "exceptions/utility.hpp"  // util::exception_type_name
+#include "exceptions/utility.hpp"                  // util::exception_type_name
 
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // directly output types with an operator<< overload using fmt
-#include "gtest/gtest.h"  // ::testing::TestParamInfo
+#include "fmt/core.h"                              // fmt::format
+#include "fmt/ostream.h"                           // directly output types with an operator<< overload using fmt
+#include "gtest/gtest.h"                           // ::testing::TestParamInfo
 
-#include <filesystem>   // std::filesystem::path
-#include <string>       // std::string
-#include <string_view>  // std::string_view
-#include <tuple>        // std::tuple, std::get
-#include <type_traits>  // std::is_same_v, std::true_type, std::false_type
+#include <filesystem>                              // std::filesystem::path
+#include <string>                                  // std::string
+#include <string_view>                             // std::string_view
+#include <tuple>                                   // std::tuple, std::get
+#include <type_traits>                             // std::is_same_v, std::true_type, std::false_type
 
 namespace naming {
 
diff --git a/tests/parameter.cpp b/tests/parameter.cpp
index 9de4c0ab0..527e8de9c 100644
--- a/tests/parameter.cpp
+++ b/tests/parameter.cpp
@@ -13,14 +13,14 @@
 #include "plssvm/backends/SYCL/implementation_type.hpp"     // plssvm::sycl::implementation_type
 #include "plssvm/backends/SYCL/kernel_invocation_type.hpp"  // plssvm::sycl::kernel_invocation_type
 
-#include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_FLOATING_POINT_EQ
-#include "naming.hpp"              // naming::real_type_to_name
-#include "types_to_test.hpp"       // util::real_type_gtest
+#include "custom_test_macros.hpp"                           // EXPECT_CONVERSION_TO_STRING, EXPECT_FLOATING_POINT_EQ
+#include "naming.hpp"                                       // naming::real_type_to_name
+#include "types_to_test.hpp"                                // util::real_type_gtest
 
-#include "fmt/core.h"  // fmt::format
+#include "fmt/core.h"                                       // fmt::format
 
-#include "gtest/gtest.h"  // TYPED_TEST, TYPED_TEST_SUITE, TEST, EXPECT_EQ, EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, EXPECT_TRUE, EXPECT_FALSE
-                          // ::testing::{Test, Types}
+#include "gtest/gtest.h"                                    // TYPED_TEST, TYPED_TEST_SUITE, TEST, EXPECT_EQ, EXPECT_FLOAT_EQ, EXPECT_DOUBLE_EQ, EXPECT_TRUE, EXPECT_FALSE
+                                                            // ::testing::{Test, Types}
 
 template <typename T>
 class Parameter : public ::testing::Test {};
diff --git a/tests/target_platforms.cpp b/tests/target_platforms.cpp
index 8093ff64e..802b1c858 100644
--- a/tests/target_platforms.cpp
+++ b/tests/target_platforms.cpp
@@ -12,11 +12,11 @@
 
 #include "custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 
-#include "gmock/gmock.h"  // EXPECT_THAT, ::testing::Contains
-#include "gtest/gtest.h"  // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_GE
+#include "gmock/gmock.h"           // EXPECT_THAT, ::testing::Contains
+#include "gtest/gtest.h"           // TEST, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, EXPECT_GE
 
-#include <sstream>  // std::istringstream
-#include <vector>   // std::vector
+#include <sstream>                 // std::istringstream
+#include <vector>                  // std::vector
 
 // check whether the plssvm::target_platform -> std::string conversions are correct
 TEST(TargetPlatform, to_string) {
diff --git a/tests/types_to_test.hpp b/tests/types_to_test.hpp
index 330465466..9a3d54b1e 100644
--- a/tests/types_to_test.hpp
+++ b/tests/types_to_test.hpp
@@ -15,10 +15,10 @@
 
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 
-#include "gtest/gtest.h"  // ::testing::Types
+#include "gtest/gtest.h"                     // ::testing::Types
 
-#include <string>  // std::string
-#include <tuple>   // std::tuple
+#include <string>                            // std::string
+#include <tuple>                             // std::tuple
 
 namespace util {
 
diff --git a/tests/utility.hpp b/tests/utility.hpp
index c590be6dc..5faeefc50 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -17,8 +17,8 @@
 #include "plssvm/detail/type_traits.hpp"     // plssvm::detail::always_false_v
 #include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::parameter
 
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // FAIL
+#include "fmt/core.h"                        // fmt::format
+#include "gtest/gtest.h"                     // FAIL
 
 #ifdef __unix__
     #include <cstdlib>  // mkstemp
diff --git a/tests/version/git_metadata/git_metadata.cpp b/tests/version/git_metadata/git_metadata.cpp
index c764aefdd..1b2e8099a 100644
--- a/tests/version/git_metadata/git_metadata.cpp
+++ b/tests/version/git_metadata/git_metadata.cpp
@@ -13,8 +13,8 @@
 #include "gmock/gmock-matchers.h"  // ::testing::{HasSubstr, Not, StartsWith, EndsWith}
 #include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_THAT
 
-#include <regex>   // std::regex, std::regex::extended, std::regex_match
-#include <string>  // std::string
+#include <regex>                   // std::regex, std::regex::extended, std::regex_match
+#include <string>                  // std::string
 
 using namespace plssvm::version;
 
@@ -97,22 +97,22 @@ TEST(GitMetadata, branch) {
         EXPECT_FALSE(git_metadata::branch().empty());
         // check whether the branch name is valid
         // https://git-scm.com/docs/git-check-ref-format
-        EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::StartsWith(".")));  // must not start with a .a
+        EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::StartsWith(".")));    // must not start with a .a
         EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::EndsWith(".lock")));  // must not end with .lock
         EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::EndsWith("..")));     // must not end with .. anywhere
         // EXPECT_THAT(git_metadata::branch(), ::testing::Not(::testing::ContainsRegex("[\\\040-\\\177]+")));  // not contain an ASCII control character anywhere
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
-                                      std::regex{ "(~|\\^|:)+", std::regex::extended }));      // must not contain a ~, ^ or : anywhere
+                                      std::regex{ "(~|\\^|:)+", std::regex::extended }));                // must not contain a ~, ^ or : anywhere
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
-                                      std::regex{ "(\\?|\\[|\\*)+", std::regex::extended }));  // must not contain ?, [ or * anywhere
+                                      std::regex{ "(\\?|\\[|\\*)+", std::regex::extended }));            // must not contain ?, [ or * anywhere
         EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::StartsWith("/")));  // must not start with a /
         EXPECT_THAT(std::string{ git_metadata::branch() }, ::testing::Not(::testing::EndsWith("/")));    // must not end with a /
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
-                                      std::regex{ "/{2,}", std::regex::extended }));           // must not contain multiple consecutive /
+                                      std::regex{ "/{2,}", std::regex::extended }));                     // must not contain multiple consecutive /
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
-                                      std::regex{ "(@\\{)+", std::regex::extended }));         // must not contain @{
+                                      std::regex{ "(@\\{)+", std::regex::extended }));                   // must not contain @{
         EXPECT_FALSE(std::regex_match(std::string{ git_metadata::branch() },
-                                      std::regex{ "(@|\\\\)+", std::regex::extended }));       // must not contain a single @ or backslash
+                                      std::regex{ "(@|\\\\)+", std::regex::extended }));                 // must not contain a single @ or backslash
     } else {
         // if we are outside a Git repository, the branch name is HEAD
         EXPECT_EQ(git_metadata::branch(), "HEAD");
diff --git a/tests/version/version.cpp b/tests/version/version.cpp
index 6a24b127e..ae9ca0ab0 100644
--- a/tests/version/version.cpp
+++ b/tests/version/version.cpp
@@ -11,16 +11,16 @@
 #include "plssvm/version/version.hpp"
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::is_populated
 
-#include "../naming.hpp"  // naming::pretty_print_version_info
+#include "../naming.hpp"                                 // naming::pretty_print_version_info
 
-#include "fmt/core.h"              // fmt::format
-#include "gmock/gmock-matchers.h"  // ::testing::HasSubstr
-#include "gtest/gtest.h"           // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_THAT, ASSERT_TRUE, ASSERT_FALSE,
-                                   // ::testing::{TestWithParam, Combine, Values, Bool}
+#include "fmt/core.h"                                    // fmt::format
+#include "gmock/gmock-matchers.h"                        // ::testing::HasSubstr
+#include "gtest/gtest.h"                                 // TEST, EXPECT_TRUE, EXPECT_FALSE, EXPECT_EQ, EXPECT_THAT, ASSERT_TRUE, ASSERT_FALSE,
+                                                         // ::testing::{TestWithParam, Combine, Values, Bool}
 
-#include <optional>  // std::optional
-#include <string>    // std::string
-#include <tuple>     // std::tuple
+#include <optional>                                      // std::optional
+#include <string>                                        // std::string
+#include <tuple>                                         // std::tuple
 
 TEST(Version, name_not_empty) {
     EXPECT_FALSE(plssvm::version::name.empty());
diff --git a/utility_scripts/plssvm_target_platforms.py b/utility_scripts/plssvm_target_platforms.py
index 058790e3a..d71431c0c 100644
--- a/utility_scripts/plssvm_target_platforms.py
+++ b/utility_scripts/plssvm_target_platforms.py
@@ -11,10 +11,10 @@
 import argparse
 import re
 
-import cpuinfo       # get CPU SIMD information
-import GPUtil        # get NVIDIA GPU information
+import cpuinfo  # get CPU SIMD information
+import GPUtil  # get NVIDIA GPU information
 import pyamdgpuinfo  # get AMD GPU information
-import pylspci       # get Intel GPU information
+import pylspci  # get Intel GPU information
 
 # parse command line arguments
 parser = argparse.ArgumentParser()
@@ -224,7 +224,6 @@ def cond_print(msg=""):
     "Gen12LP": "Intel Processor Graphics Gen12 (Lower Power)",
 }
 
-
 # construct PLSSVM_TARGET_PLATFORMS string
 plssvm_target_platforms = ""
 
@@ -254,7 +253,6 @@ def cond_print(msg=""):
         break
 plssvm_target_platforms += "cpu" + ("" if "".__eq__(newest_simd_version) else ":") + newest_simd_version
 
-
 # NVIDIA GPU information
 nvidia_gpu_names = [gpu.name for gpu in GPUtil.getGPUs()]
 nvidia_num_gpus = len(nvidia_gpu_names)
@@ -281,7 +279,6 @@ def cond_print(msg=""):
 
     plssvm_target_platforms += ";nvidia:" + ",".join({str(sm) for sm in nvidia_gpu_sm.values()})
 
-
 # AMD GPU information
 amd_gpu_names = [pyamdgpuinfo.get_gpu(gpu_id).name for gpu_id in range(pyamdgpuinfo.detect_gpus())]
 amd_num_gpus = len(amd_gpu_names)
@@ -310,7 +307,6 @@ def cond_print(msg=""):
 
     plssvm_target_platforms += ";amd:" + ",".join({str(sm) for sm in amd_gpu_arch.values()})
 
-
 # Intel GPU information
 intel_gpu_names = []
 for device in pylspci.parsers.SimpleParser().run():
@@ -339,6 +335,5 @@ def cond_print(msg=""):
 
     plssvm_target_platforms += ";intel:" + ",".join({str(sm) for sm in intel_gpu_arch.values()})
 
-
 cond_print("Possible -DPLSSVM_TARGET_PLATFORMS entries:")
 print("{}".format(plssvm_target_platforms))

From 5b082c9336a1845f3860f24787a0472ae6b840f2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 30 Mar 2023 18:47:02 +0200
Subject: [PATCH 0889/1010] Update list of GPUs and CPUs.

---
 utility_scripts/plssvm_target_platforms.py | 32 ++++++++++++++++++++--
 1 file changed, 30 insertions(+), 2 deletions(-)

diff --git a/utility_scripts/plssvm_target_platforms.py b/utility_scripts/plssvm_target_platforms.py
index d71431c0c..464d36cd3 100644
--- a/utility_scripts/plssvm_target_platforms.py
+++ b/utility_scripts/plssvm_target_platforms.py
@@ -32,6 +32,9 @@ def cond_print(msg=""):
 # https://developer.nvidia.com/cuda-gpus
 nvidia_compute_capability_mapping = {
     # Datacenter Products
+    "NVIDIA H100": "sm_90",
+    "NVIDIA L4": "sm_89",
+    "NVIDIA L40": "sm_89",
     "NVIDIA A100": "sm_80",
     "NVIDIA A40": "sm_86",
     "NVIDIA A30": "sm_80",
@@ -43,6 +46,7 @@ def cond_print(msg=""):
     "Tesla P40": "sm_61",
     "Tesla P4": "sm_61",
     # NVIDIA Quadro and NVIDIA RTX
+    "RTX 6000": "sm_89",
     "RTX A6000": "sm_86",
     "RTX A5000": "sm_86",
     "RTX A4000": "sm_86",
@@ -80,11 +84,16 @@ def cond_print(msg=""):
     "Quadro P3000": "sm_61",
     "Quadro P500": "sm_61",
     # GeForce and TITAN Products
-    "GeForce RTX 3060 Ti": "sm_86",
+    "GeForce RTX 4090": "sm_89",
+    "GeForce RTX 4080": "sm_89",
+    "GeForce RTX 4070 Ti": "sm_89",
     "GeForce RTX 3060": "sm_86",
     "GeForce RTX 3090": "sm_86",
+    "GeForce RTX 3090 Ti": "sm_86",
     "GeForce RTX 3080": "sm_86",
+    "GeForce RTX 3080 Ti": "sm_86",
     "GeForce RTX 3070": "sm_86",
+    "GeForce RTX 3070 Ti": "sm_86",
     "GeForce GTX 1650 Ti": "sm_75",
     "NVIDIA TITAN RTX": "sm_75",
     "GeForce RTX 2080 Ti": "sm_75",
@@ -103,7 +112,11 @@ def cond_print(msg=""):
     "GeForce RTX 3050 Ti": "sm_86",
     "GeForce RTX 3050": "sm_86",
     # Jetson Products
+    "Jetson AGX Orin": "sm_87",
+    "Jetson AGX Orin NX": "sm_87",
+    "Jetson AGX Orin Nano": "sm_87",
     "Jetson AGX Xavier": "sm_72",
+    "Jetson AGX Xavier NX": "sm_72",
 }
 
 # mapping of AMD architectures given the GPU name
@@ -210,6 +223,19 @@ def cond_print(msg=""):
     "tgllp": ["9A60", "9A68", "9A70", "9A40", "9A49", "9A78", "9AC0", "9AC9", "9AD9", "9AF8"],
     # Xe MAX
     "dg1": ["4905"],
+    # Rocket Lake
+    "Gen11": ["4C8A", "4C8B", "4C90", "4C9A", "4C8C"],
+    #
+    "Gen12LP": [],
+    # Alder Lake
+    "adls": ["4680", "4682", "4688", "468A", "4690", "4692", "4693"],
+    # Alder Lake
+    "aldp": ["4626", "4628", "462A", "46A0", "46A1", "46A2", "46A3", "46A6", "46A8", "46AA", "46B0", "46B1", "46B2",
+             "46B3", "46C0", "46C1", "46C2", "46C3", "46D0", "46D1", "46D2"],
+    # # Alchemist
+    # "": ["5690", "56A0", "5691", "56A1", "5692", "56A5" ,"5693", "5694", "56A6"],
+    # # Flex Series
+    # "": ["56C1", "56C0"],
 }
 intel_arch_to_name_mapping = {
     "skl": "Skylake with Intel Processor Graphics Gen9",
@@ -220,8 +246,10 @@ def cond_print(msg=""):
     "tgllp": "Tiger Lake with Intel Processor Graphics Gen12",
     "dg1": "Intel Iris Xe MAX graphics",
     "Gen9": "Intel Processor Graphics Gen9",
-    "Gen11": "Intel Processor Graphics Gen11",
+    "Gen11": "Rocket Lake with Intel Processor Graphics Gen11",
     "Gen12LP": "Intel Processor Graphics Gen12 (Lower Power)",
+    "adls": "Alder Lake S with Intel Processor Graphics Gen12.2",
+    "aldp": "Alder Lake P with Intel Processor Graphics Gen12.2",
 }
 
 # construct PLSSVM_TARGET_PLATFORMS string

From 86950bd21bdd2b9a97bd85e39a17edab3720f38d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 3 Apr 2023 16:23:10 +0200
Subject: [PATCH 0890/1010] Split SYCL detail tests in hipSYCL and DPC++
 directories.

---
 tests/backends/SYCL/CMakeLists.txt            |  6 +-
 .../backends/SYCL/DPCPP/detail/device_ptr.cpp | 34 +++++++++++
 tests/backends/SYCL/DPCPP/detail/utility.cpp  | 22 +++++++
 tests/backends/SYCL/detail/device_ptr.cpp     | 61 -------------------
 tests/backends/SYCL/detail/utility.cpp        | 37 -----------
 .../SYCL/hipSYCL/detail/device_ptr.cpp        | 34 +++++++++++
 .../backends/SYCL/hipSYCL/detail/utility.cpp  | 22 +++++++
 7 files changed, 116 insertions(+), 100 deletions(-)
 create mode 100644 tests/backends/SYCL/DPCPP/detail/device_ptr.cpp
 create mode 100644 tests/backends/SYCL/DPCPP/detail/utility.cpp
 delete mode 100644 tests/backends/SYCL/detail/device_ptr.cpp
 delete mode 100644 tests/backends/SYCL/detail/utility.cpp
 create mode 100644 tests/backends/SYCL/hipSYCL/detail/device_ptr.cpp
 create mode 100644 tests/backends/SYCL/hipSYCL/detail/utility.cpp

diff --git a/tests/backends/SYCL/CMakeLists.txt b/tests/backends/SYCL/CMakeLists.txt
index 4abbd20b0..39284910c 100644
--- a/tests/backends/SYCL/CMakeLists.txt
+++ b/tests/backends/SYCL/CMakeLists.txt
@@ -9,8 +9,6 @@ set(PLSSVM_SYCL_TEST_NAME SYCL_tests)
 
 # list all necessary sources
 set(PLSSVM_SYCL_TEST_SOURCES
-        ${CMAKE_CURRENT_LIST_DIR}/detail/device_ptr.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/detail/utility.cpp
         ${CMAKE_CURRENT_LIST_DIR}/exceptions.cpp
 ## since the SYCL implementation_type and kernel_invocation_type enumerations are used even if no SYCL backend
 ## is available these are also tested in the base library
@@ -20,11 +18,15 @@ set(PLSSVM_SYCL_TEST_SOURCES
 
 if (TARGET ${PLSSVM_SYCL_BACKEND_HIPSYCL_LIBRARY_NAME})
     # add hipSYCL specific test files
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/device_ptr.cpp)
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/detail/utility.cpp)
     list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/hipSYCL/sycl_csvm.cpp)
 endif ()
 
 if (TARGET ${PLSSVM_SYCL_BACKEND_DPCPP_LIBRARY_NAME})
     # add DPC++ specific test files
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/device_ptr.cpp)
+    list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/detail/utility.cpp)
     list(APPEND PLSSVM_SYCL_TEST_SOURCES ${CMAKE_CURRENT_LIST_DIR}/DPCPP/sycl_csvm.cpp)
 endif ()
 
diff --git a/tests/backends/SYCL/DPCPP/detail/device_ptr.cpp b/tests/backends/SYCL/DPCPP/detail/device_ptr.cpp
new file mode 100644
index 000000000..7a4a905ea
--- /dev/null
+++ b/tests/backends/SYCL/DPCPP/detail/device_ptr.cpp
@@ -0,0 +1,34 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the SYCL backend device pointer using DPC++ as SYCL implementation.
+ */
+
+#include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::device_ptr
+#include "backends/generic_device_ptr_tests.h"               // plssvm::cuda::detail::device_ptr
+#include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"     // plssvm::dpcpp::detail::get_default_device
+
+#include "gtest/gtest.h"                                     // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+
+template <typename device_ptr_t>
+struct dpcpp_device_ptr_test_type {
+    using device_ptr_type = device_ptr_t;
+    using queue_type = typename device_ptr_type::queue_type;
+
+    static const queue_type &default_queue() {
+        static const queue_type queue = plssvm::dpcpp::detail::get_default_queue();
+        return queue;
+    }
+};
+
+using dpcpp_device_ptr_test_types = ::testing::Types<
+    dpcpp_device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<float>>,
+    dpcpp_device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<double>>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPDevicePtr, DevicePtr, dpcpp_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPDevicePtrDeathTest, DevicePtrDeathTest, dpcpp_device_ptr_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/DPCPP/detail/utility.cpp b/tests/backends/SYCL/DPCPP/detail/utility.cpp
new file mode 100644
index 000000000..c06183d10
--- /dev/null
+++ b/tests/backends/SYCL/DPCPP/detail/utility.cpp
@@ -0,0 +1,22 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom utility functions related to the SYCL backends with DPC++ as SYCL implementation.
+ */
+
+#include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"  // plssvm::dpcpp::detail::get_device_list
+#include "plssvm/target_platforms.hpp"                    // plssvm::target_platform
+
+#include "gtest/gtest.h"                                  // TEST, EXPECT_NE, EXPECT_FALSE
+
+TEST(DPCPPUtility, get_device_list) {
+    const auto &[queues, actual_target] = plssvm::dpcpp::detail::get_device_list(plssvm::target_platform::automatic);
+    // at least one queue must be provided
+    EXPECT_FALSE(queues.empty());
+    // the returned target must not be the automatic one
+    EXPECT_NE(actual_target, plssvm::target_platform::automatic);
+}
diff --git a/tests/backends/SYCL/detail/device_ptr.cpp b/tests/backends/SYCL/detail/device_ptr.cpp
deleted file mode 100644
index 69489a53a..000000000
--- a/tests/backends/SYCL/detail/device_ptr.cpp
+++ /dev/null
@@ -1,61 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the SYCL backend device pointer.
- */
-
-#include "backends/generic_device_ptr_tests.h"  // plssvm::cuda::detail::device_ptr
-
-#include "gtest/gtest.h"                        // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
-
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    #include "plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp"  // plssvm::dpcpp::detail::device_ptr
-    #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"     // plssvm::dpcpp::detail::get_default_device
-
-template <typename device_ptr_t>
-struct dpcpp_device_ptr_test_type {
-    using device_ptr_type = device_ptr_t;
-    using queue_type = typename device_ptr_type::queue_type;
-
-    static const queue_type &default_queue() {
-        static const queue_type queue = plssvm::dpcpp::detail::get_default_queue();
-        return queue;
-    }
-};
-
-using dpcpp_device_ptr_test_types = ::testing::Types<
-    dpcpp_device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<float>>,
-    dpcpp_device_ptr_test_type<plssvm::dpcpp::detail::device_ptr<double>>>;
-
-// instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPDevicePtr, DevicePtr, dpcpp_device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(DPCPPDevicePtrDeathTest, DevicePtrDeathTest, dpcpp_device_ptr_test_types);
-#endif
-
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    #include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr
-    #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_default_device
-
-template <typename device_ptr_t>
-struct hipsycl_device_ptr_test_type {
-    using device_ptr_type = device_ptr_t;
-    using queue_type = typename device_ptr_type::queue_type;
-
-    static const queue_type &default_queue() {
-        static const queue_type queue = plssvm::hipsycl::detail::get_default_queue();
-        return queue;
-    }
-};
-
-using hipsycl_device_ptr_test_types = ::testing::Types<
-    hipsycl_device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<float>>,
-    hipsycl_device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<double>>>;
-
-// instantiate type-parameterized tests
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLDevicePtr, DevicePtr, hipsycl_device_ptr_test_types);
-INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLDevicePtrDeathTest, DevicePtrDeathTest, hipsycl_device_ptr_test_types);
-#endif
\ No newline at end of file
diff --git a/tests/backends/SYCL/detail/utility.cpp b/tests/backends/SYCL/detail/utility.cpp
deleted file mode 100644
index ed502905d..000000000
--- a/tests/backends/SYCL/detail/utility.cpp
+++ /dev/null
@@ -1,37 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- *
- * @brief Tests for the custom utility functions related to the SYCL backends.
- */
-
-#include "plssvm/target_platforms.hpp"  // plssvm::target_platform
-
-#include "gtest/gtest.h"                // TEST, EXPECT_NE, EXPECT_FALSE
-
-#if defined(PLSSVM_SYCL_BACKEND_HAS_DPCPP)
-    #include "plssvm/backends/SYCL/DPCPP/detail/utility.hpp"  // plssvm::dpcpp::detail::get_device_list
-
-TEST(DPCPPUtility, get_device_list) {
-    const auto &[queues, actual_target] = plssvm::dpcpp::detail::get_device_list(plssvm::target_platform::automatic);
-    // at least one queue must be provided
-    EXPECT_FALSE(queues.empty());
-    // the returned target must not be the automatic one
-    EXPECT_NE(actual_target, plssvm::target_platform::automatic);
-}
-#endif
-
-#if defined(PLSSVM_SYCL_BACKEND_HAS_HIPSYCL)
-    #include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"  // plssvm::hipsycl::detail::get_device_list
-
-TEST(hipSYCLUtility, get_device_list) {
-    const auto &[queues, actual_target] = plssvm::hipsycl::detail::get_device_list(plssvm::target_platform::automatic);
-    // at least one queue must be provided
-    EXPECT_FALSE(queues.empty());
-    // the returned target must not be the automatic one
-    EXPECT_NE(actual_target, plssvm::target_platform::automatic);
-}
-#endif
diff --git a/tests/backends/SYCL/hipSYCL/detail/device_ptr.cpp b/tests/backends/SYCL/hipSYCL/detail/device_ptr.cpp
new file mode 100644
index 000000000..dfde37b28
--- /dev/null
+++ b/tests/backends/SYCL/hipSYCL/detail/device_ptr.cpp
@@ -0,0 +1,34 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the SYCL backend device pointer using hipSYCL as SYCL implementation.
+ */
+
+#include "plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp"  // plssvm::hipsycl::detail::device_ptr
+#include "backends/generic_device_ptr_tests.h"                 // plssvm::cuda::detail::device_ptr
+#include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"     // plssvm::hipsycl::detail::get_default_device
+
+#include "gtest/gtest.h"                                       // INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::Types
+
+template <typename device_ptr_t>
+struct hipsycl_device_ptr_test_type {
+    using device_ptr_type = device_ptr_t;
+    using queue_type = typename device_ptr_type::queue_type;
+
+    static const queue_type &default_queue() {
+        static const queue_type queue = plssvm::hipsycl::detail::get_default_queue();
+        return queue;
+    }
+};
+
+using hipsycl_device_ptr_test_types = ::testing::Types<
+    hipsycl_device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<float>>,
+    hipsycl_device_ptr_test_type<plssvm::hipsycl::detail::device_ptr<double>>>;
+
+// instantiate type-parameterized tests
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLDevicePtr, DevicePtr, hipsycl_device_ptr_test_types);
+INSTANTIATE_TYPED_TEST_SUITE_P(hipSYCLDevicePtrDeathTest, DevicePtrDeathTest, hipsycl_device_ptr_test_types);
\ No newline at end of file
diff --git a/tests/backends/SYCL/hipSYCL/detail/utility.cpp b/tests/backends/SYCL/hipSYCL/detail/utility.cpp
new file mode 100644
index 000000000..1e44d3dc3
--- /dev/null
+++ b/tests/backends/SYCL/hipSYCL/detail/utility.cpp
@@ -0,0 +1,22 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the custom utility functions related to the SYCL backends with hipSYCL as SYCL implementation.
+ */
+
+#include "plssvm/backends/SYCL/hipSYCL/detail/utility.hpp"  // plssvm::hipsycl::detail::get_device_list
+#include "plssvm/target_platforms.hpp"                      // plssvm::target_platform
+
+#include "gtest/gtest.h"                                    // TEST, EXPECT_NE, EXPECT_FALSE
+
+TEST(hipSYCLUtility, get_device_list) {
+    const auto &[queues, actual_target] = plssvm::hipsycl::detail::get_device_list(plssvm::target_platform::automatic);
+    // at least one queue must be provided
+    EXPECT_FALSE(queues.empty());
+    // the returned target must not be the automatic one
+    EXPECT_NE(actual_target, plssvm::target_platform::automatic);
+}

From afc30e5ce777b116e2430b80393dc31f38c2bed7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 3 Apr 2023 16:41:48 +0200
Subject: [PATCH 0891/1010] Explicitly default move constructors and assignment
 operators and explicitly delete copy constructors and assignment operators
 for all CSVM classes.

---
 include/plssvm/backends/CUDA/csvm.hpp         | 16 ++++++++++++++
 include/plssvm/backends/HIP/csvm.hpp          | 16 ++++++++++++++
 include/plssvm/backends/OpenCL/csvm.hpp       | 16 ++++++++++++++
 include/plssvm/backends/OpenMP/csvm.hpp       | 21 +++++++++++++++++++
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   | 16 ++++++++++++++
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp | 16 ++++++++++++++
 include/plssvm/backends/gpu_csvm.hpp          | 16 ++++++++++++++
 include/plssvm/csvm.hpp                       |  8 +++----
 8 files changed, 121 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index ba37d18f7..20c256fac 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -94,6 +94,22 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
         this->init(target);
     }
 
+    /**
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     */
+    csvm(const csvm &) = delete;
+    /**
+     * @brief Default move-constructor since a CSVM is a move-only type.
+     */
+    csvm(csvm &&) noexcept = default;
+    /**
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(const csvm &) = delete;
+    /**
+     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(csvm &&) noexcept = default;
     /**
      * @brief Wait for all operations on all CUDA devices to finish.
      * @details Terminates the program, if any exception is thrown.
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index af80d3a25..433e9988a 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -98,6 +98,22 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
         this->init(target);
     }
 
+    /**
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     */
+    csvm(const csvm &) = delete;
+    /**
+     * @brief Default move-constructor since a CSVM is a move-only type.
+     */
+    csvm(csvm &&) noexcept = default;
+    /**
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(const csvm &) = delete;
+    /**
+     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(csvm &&) noexcept = default;
     /**
      * @brief Wait for all operations on all HIP devices to finish.
      * @details Terminates the program, if any exception is thrown.
diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index 57b276be2..c45cbd423 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -97,6 +97,22 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::comma
         this->init(target);
     }
 
+    /**
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     */
+    csvm(const csvm &) = delete;
+    /**
+     * @brief Default move-constructor since a CSVM is a move-only type.
+     */
+    csvm(csvm &&) noexcept = default;
+    /**
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(const csvm &) = delete;
+    /**
+     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(csvm &&) noexcept = default;
     /**
      * @brief Wait for all operations on all OpenCL devices to finish.
      * @details Terminates the program, if any exception is thrown.
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 8b89ed053..b1a1b7f62 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -76,6 +76,27 @@ class csvm : public ::plssvm::csvm {
         this->init(target);
     }
 
+    /**
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     */
+    csvm(const csvm &) = delete;
+    /**
+     * @brief Default move-constructor since a CSVM is a move-only type.
+     */
+    csvm(csvm &&) noexcept = default;
+    /**
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(const csvm &) = delete;
+    /**
+     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(csvm &&) noexcept = default;
+    /**
+     * @brief Default destructor since the copy and move constructors and copy- and move-assignment operators are defined.
+     */
+     ~csvm() override = default;
+
   protected:
     /**
      * @copydoc plssvm::csvm::solve_system_of_linear_equations
diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index 5ff04aa56..805f2e790 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -105,6 +105,22 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
         this->init(target);
     }
 
+    /**
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     */
+    csvm(const csvm &) = delete;
+    /**
+     * @brief Default move-constructor since a CSVM is a move-only type.
+     */
+    csvm(csvm &&) noexcept = default;
+    /**
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(const csvm &) = delete;
+    /**
+     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(csvm &&) noexcept = default;
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
      * @details Terminates the program, if any asynchronous exception is thrown.
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index b1646c0f9..1bbc0829a 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -107,6 +107,22 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
         this->init(target);
     }
 
+    /**
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     */
+    csvm(const csvm &) = delete;
+    /**
+     * @brief Default move-constructor since a CSVM is a move-only type.
+     */
+    csvm(csvm &&) noexcept = default;
+    /**
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(const csvm &) = delete;
+    /**
+     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     */
+    csvm &operator=(csvm &&) noexcept = default;
     /**
      * @brief Wait for all operations in all [`sycl::queue`](https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:interface.queue.class) to finish.
      * @details Terminates the program, if any asynchronous exception is thrown.
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 15efdb64b..3c6369f96 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -62,6 +62,22 @@ class gpu_csvm : public ::plssvm::csvm {
     explicit gpu_csvm(Args &&...args) :
         ::plssvm::csvm{ std::forward<Args>(args)... } {}
 
+    /**
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     */
+    gpu_csvm(const gpu_csvm &) = delete;
+    /**
+     * @brief Default move-constructor since a CSVM is a move-only type.
+     */
+    gpu_csvm(gpu_csvm &&) noexcept = default;
+    /**
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     */
+    gpu_csvm &operator=(const gpu_csvm &) = delete;
+    /**
+     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     */
+    gpu_csvm &operator=(gpu_csvm &&) noexcept = default;
     /**
      * @copydoc plssvm::csvm::~csvm()
      */
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 8953e03b2..0e16c7b7c 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -62,17 +62,17 @@ class csvm {
     explicit csvm(Args &&...args);
 
     /**
-     * @brief Default copy-constructor since a virtual destructor has been declared.
+     * @brief Delete copy-constructor since a CSVM is a move-only type.
      */
-    csvm(const csvm &) = default;
+    csvm(const csvm &) = delete;
     /**
      * @brief Default move-constructor since a virtual destructor has been declared.
      */
     csvm(csvm &&) noexcept = default;
     /**
-     * @brief Default copy-assignment operator since a virtual destructor has been declared.
+     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
      */
-    csvm &operator=(const csvm &) = default;
+    csvm &operator=(const csvm &) = delete;
     /**
      * @brief Default move-assignment operator since a virtual destructor has been declared.
      */

From 69ba79620f1cc8779077f1889d34efefda17cd4c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Apr 2023 18:40:01 +0200
Subject: [PATCH 0892/1010] Add a way to query the currently used target
 platform from an SVM.

---
 include/plssvm/csvm.hpp                   |  8 ++++++++
 src/plssvm/backends/CUDA/csvm.cu          |  3 +++
 src/plssvm/backends/HIP/csvm.hip.cpp      |  3 +++
 src/plssvm/backends/OpenCL/csvm.cpp       |  9 ++++-----
 src/plssvm/backends/OpenMP/csvm.cpp       |  3 +++
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   |  9 ++++-----
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 11 +++++------
 7 files changed, 30 insertions(+), 16 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 0e16c7b7c..2443dfff9 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -23,6 +23,7 @@
 #include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
 #include "plssvm/model.hpp"                  // plssvm::model
 #include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
+#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
 
 #include "fmt/core.h"                        // fmt::format
 #include "igor/igor.hpp"                     // igor::parser
@@ -82,6 +83,11 @@ class csvm {
      */
     virtual ~csvm() = default;
 
+    /**
+     * @brief Return the target platform (i.e, CPU or GPU including the vendor) this SVM runs on.
+     * @return the target platform (`[[nodiscard]]`)
+     */
+    [[nodiscard]] target_platform get_target_platform() const noexcept { return target_;}
     /**
      * @brief Return the currently used SVM parameter.
      * @return the SVM parameter (`[[nodiscard]]`)
@@ -198,6 +204,8 @@ class csvm {
      */
     [[nodiscard]] virtual std::vector<double> predict_values(const detail::parameter<double> &params, const std::vector<std::vector<double>> &support_vectors, const std::vector<double> &alpha, double rho, std::vector<double> &w, const std::vector<std::vector<double>> &predict_points) const = 0;
 
+    /// The target platform of this SVM.
+    target_platform target_{ plssvm::target_platform::automatic };
   private:
     /**
      * @brief Perform some sanity checks on the passed SVM parameters.
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 012a02a60..490732dc3 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -57,6 +57,9 @@ void csvm::init(const target_platform target) {
         std::cout << fmt::format("\nUsing CUDA as backend.") << std::endl;
     }
 
+    // update the target platform
+    target_ = plssvm::target_platform::gpu_nvidia;
+
     // get all available devices wrt the requested target platform
     devices_.resize(detail::get_device_count());
     std::iota(devices_.begin(), devices_.end(), 0);
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index e556bddb6..acb56cfcb 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -56,6 +56,9 @@ void csvm::init(const target_platform target) {
         std::cout << fmt::format("\nUsing HIP as backend.") << std::endl;
     }
 
+    // update the target platform
+    target_ = plssvm::target_platform::gpu_amd;
+
     // get all available devices wrt the requested target platform
     devices_.resize(detail::get_device_count());
     std::iota(devices_.begin(), devices_.end(), 0);
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index ef320c5c4..b22ea1bce 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -77,8 +77,7 @@ void csvm::init(const target_platform target) {
     const kernel_function_type kernel = base_type::get_params().kernel_type;
 
     // get all available OpenCL contexts for the current target including devices with respect to the requested target platform
-    target_platform used_target{};
-    std::tie(contexts_, used_target) = detail::get_contexts(target);
+    std::tie(contexts_, target_) = detail::get_contexts(target);
 
     // currently, only a single context is allowed
     if (contexts_.size() != 1) {
@@ -94,7 +93,7 @@ void csvm::init(const target_platform target) {
     if (verbose) {
         std::cout << fmt::format("\nUsing OpenCL as backend.\n");
         if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
+            std::cout << fmt::format("Using {} as automatic target platform.\n", target_);
         }
         std::cout << std::endl;
     }
@@ -105,7 +104,7 @@ void csvm::init(const target_platform target) {
     // get kernel names
     const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
     // compile all kernels for float and double
-    devices_ = detail::create_command_queues(contexts_, used_target, kernel_names);
+    devices_ = detail::create_command_queues(contexts_, target_, kernel_names);
 
     auto jit_end_time = std::chrono::steady_clock::now();
     if (verbose) {
@@ -114,7 +113,7 @@ void csvm::init(const target_platform target) {
 
     if (verbose) {
         // print found OpenCL devices
-        std::cout << fmt::format("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), used_target);
+        std::cout << fmt::format("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), target_);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             std::cout << fmt::format("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
         }
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index f698d5b4a..55b258e41 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -60,6 +60,9 @@ void csvm::init(const target_platform target) {
     if (verbose) {
         std::cout << fmt::format("\nUsing OpenMP as backend with {} threads.\n\n", num_omp_threads) << std::endl;
     }
+
+    // update the target platform
+    target_ = plssvm::target_platform::cpu;
 }
 
 template <typename real_type>
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 8e376dab5..92d57711f 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -74,8 +74,7 @@ void csvm::init(const target_platform target) {
     }
 
     // get all available devices wrt the requested target platform
-    target_platform used_target{};
-    std::tie(devices_, used_target) = detail::get_device_list(target);
+    std::tie(devices_, target_) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
@@ -86,18 +85,18 @@ void csvm::init(const target_platform target) {
     if (plssvm::verbose) {
         std::cout << fmt::format("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
         if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
+            std::cout << fmt::format("Using {} as automatic target platform.\n", target_);
         }
     }
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
-        throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
+        throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", target_) };
     }
 
     if (plssvm::verbose) {
         // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
+        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), target_);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
         }
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 03953be44..8bb66728e 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -74,12 +74,11 @@ void csvm::init(const target_platform target) {
     }
 
     // get all available devices wrt the requested target platform
-    target_platform used_target{};
-    std::tie(devices_, used_target) = detail::get_device_list(target);
+    std::tie(devices_, target_) = detail::get_device_list(target);
 
     // set correct kernel invocation type if "automatic" has been provided
     if (invocation_type_ == sycl::kernel_invocation_type::automatic) {
-        if (used_target != target_platform::cpu) {
+        if (target_ != target_platform::cpu) {
             // always use nd_range on GPUs
             invocation_type_ = sycl::kernel_invocation_type::nd_range;
         } else {
@@ -95,18 +94,18 @@ void csvm::init(const target_platform target) {
     if (plssvm::verbose) {
         std::cout << fmt::format("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
         if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", used_target);
+            std::cout << fmt::format("Using {} as automatic target platform.\n", target_);
         }
     }
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
-        throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", used_target) };
+        throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", target_) };
     }
 
     if (plssvm::verbose) {
         // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), used_target);
+        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), target_);
         for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
             std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
         }

From 86085e8dd4b9f4767e9397fc55429c9747becf00 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 5 Apr 2023 18:40:15 +0200
Subject: [PATCH 0893/1010] Add a way to query the currently used SYCL kernel
 invocation type from a SYCL SVM.

---
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   | 6 ++++++
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp | 6 ++++++
 2 files changed, 12 insertions(+)

diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index 805f2e790..db2a5786d 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -127,6 +127,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
      */
     ~csvm() override;
 
+    /**
+     * @brief Return the kernel invocation type (nd_range or the SYCL specific hierarchical kernel) used in this SYCL SVM.
+     * @return the SYCL kernel invocation type (`[[nodiscard]]`)
+     */
+    [[nodiscard]] sycl::kernel_invocation_type get_kernel_invocation_type() const noexcept { return invocation_type_; }
+
   protected:
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index 1bbc0829a..dc4df1d2c 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -129,6 +129,12 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
      */
     ~csvm() override;
 
+    /**
+     * @brief Return the kernel invocation type (nd_range or the SYCL specific hierarchical kernel) used in this SYCL SVM.
+     * @return the SYCL kernel invocation type (`[[nodiscard]]`)
+     */
+    [[nodiscard]] sycl::kernel_invocation_type get_kernel_invocation_type() const noexcept { return invocation_type_; }
+
   protected:
     /**
      * @copydoc plssvm::detail::gpu_csvm::device_synchronize

From 16daeb09b56ea6eb60d580607882928c6455c44c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Apr 2023 15:31:32 +0200
Subject: [PATCH 0894/1010] Fix doxygen warnings.

---
 include/plssvm/backends/CUDA/csvm.hpp         |  8 +++----
 .../backends/CUDA/detail/device_ptr.cuh       |  8 +++----
 include/plssvm/backends/HIP/csvm.hpp          |  8 +++----
 .../backends/HIP/detail/device_ptr.hip.hpp    |  8 +++----
 include/plssvm/backends/OpenCL/csvm.hpp       |  8 +++----
 .../backends/OpenCL/detail/device_ptr.hpp     |  8 +++----
 include/plssvm/backends/OpenMP/csvm.hpp       |  8 +++----
 include/plssvm/backends/SYCL/DPCPP/csvm.hpp   |  8 +++----
 .../backends/SYCL/DPCPP/detail/device_ptr.hpp |  8 +++----
 include/plssvm/backends/SYCL/hipSYCL/csvm.hpp |  8 +++----
 .../SYCL/hipSYCL/detail/device_ptr.hpp        |  8 +++----
 include/plssvm/backends/gpu_csvm.hpp          |  8 +++----
 include/plssvm/backends/gpu_device_ptr.hpp    |  2 +-
 include/plssvm/csvm.hpp                       |  2 ++
 include/plssvm/default_value.hpp              | 24 +++++++++----------
 15 files changed, 63 insertions(+), 61 deletions(-)

diff --git a/include/plssvm/backends/CUDA/csvm.hpp b/include/plssvm/backends/CUDA/csvm.hpp
index 20c256fac..8e95cd873 100644
--- a/include/plssvm/backends/CUDA/csvm.hpp
+++ b/include/plssvm/backends/CUDA/csvm.hpp
@@ -95,19 +95,19 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
     }
 
     /**
-     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(const plssvm::csvm &)
      */
     csvm(const csvm &) = delete;
     /**
-     * @brief Default move-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(plssvm::csvm &&) noexcept
      */
     csvm(csvm &&) noexcept = default;
     /**
-     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(const plssvm::csvm &)
      */
     csvm &operator=(const csvm &) = delete;
     /**
-     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(plssvm::csvm &&) noexcept
      */
     csvm &operator=(csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/backends/CUDA/detail/device_ptr.cuh b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
index 83b3ef1df..697f982c6 100644
--- a/include/plssvm/backends/CUDA/detail/device_ptr.cuh
+++ b/include/plssvm/backends/CUDA/detail/device_ptr.cuh
@@ -58,20 +58,20 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
     explicit device_ptr(size_type size, queue_type device = 0);
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr(device_ptr &&other) noexcept = default;
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr &operator=(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr &operator=(device_ptr &&other) noexcept = default;
 
diff --git a/include/plssvm/backends/HIP/csvm.hpp b/include/plssvm/backends/HIP/csvm.hpp
index 433e9988a..9f015e9aa 100644
--- a/include/plssvm/backends/HIP/csvm.hpp
+++ b/include/plssvm/backends/HIP/csvm.hpp
@@ -99,19 +99,19 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, int> {
     }
 
     /**
-     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(const plssvm::csvm &)
      */
     csvm(const csvm &) = delete;
     /**
-     * @brief Default move-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(plssvm::csvm &&) noexcept
      */
     csvm(csvm &&) noexcept = default;
     /**
-     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(const plssvm::csvm &)
      */
     csvm &operator=(const csvm &) = delete;
     /**
-     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(plssvm::csvm &&) noexcept
      */
     csvm &operator=(csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
index 9f372b207..98e56f7fd 100644
--- a/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
+++ b/include/plssvm/backends/HIP/detail/device_ptr.hip.hpp
@@ -58,20 +58,20 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, int> {
     explicit device_ptr(size_type size, queue_type device = 0);
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr(device_ptr &&other) noexcept = default;
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr &operator=(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr &operator=(device_ptr &&other) noexcept = default;
 
diff --git a/include/plssvm/backends/OpenCL/csvm.hpp b/include/plssvm/backends/OpenCL/csvm.hpp
index c45cbd423..65a3fafb9 100644
--- a/include/plssvm/backends/OpenCL/csvm.hpp
+++ b/include/plssvm/backends/OpenCL/csvm.hpp
@@ -98,19 +98,19 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::comma
     }
 
     /**
-     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(const plssvm::csvm &)
      */
     csvm(const csvm &) = delete;
     /**
-     * @brief Default move-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(plssvm::csvm &&) noexcept
      */
     csvm(csvm &&) noexcept = default;
     /**
-     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(const plssvm::csvm &)
      */
     csvm &operator=(const csvm &) = delete;
     /**
-     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(plssvm::csvm &&) noexcept
      */
     csvm &operator=(csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
index 43a49580e..4379daf1a 100644
--- a/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/OpenCL/detail/device_ptr.hpp
@@ -59,20 +59,20 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, const command_queu
     device_ptr(size_type size, const command_queue &queue);
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr(device_ptr &&other) noexcept = default;
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr &operator=(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr &operator=(device_ptr &&other) noexcept = default;
 
diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index b1a1b7f62..7ee62e2af 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -77,19 +77,19 @@ class csvm : public ::plssvm::csvm {
     }
 
     /**
-     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(const plssvm::csvm &)
      */
     csvm(const csvm &) = delete;
     /**
-     * @brief Default move-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(plssvm::csvm &&) noexcept
      */
     csvm(csvm &&) noexcept = default;
     /**
-     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(const plssvm::csvm &)
      */
     csvm &operator=(const csvm &) = delete;
     /**
-     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(plssvm::csvm &&) noexcept
      */
     csvm &operator=(csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
index db2a5786d..d04ff4f90 100644
--- a/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/csvm.hpp
@@ -106,19 +106,19 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     }
 
     /**
-     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(const plssvm::csvm &)
      */
     csvm(const csvm &) = delete;
     /**
-     * @brief Default move-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(plssvm::csvm &&) noexcept
      */
     csvm(csvm &&) noexcept = default;
     /**
-     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(const plssvm::csvm &)
      */
     csvm &operator=(const csvm &) = delete;
     /**
-     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(plssvm::csvm &&) noexcept
      */
     csvm &operator=(csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
index f334c1d81..0270362bc 100644
--- a/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/DPCPP/detail/device_ptr.hpp
@@ -57,20 +57,20 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
     device_ptr(size_type size, const queue &q);
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr(device_ptr &&other) noexcept = default;
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr &operator=(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr &operator=(device_ptr &&other) noexcept = default;
 
diff --git a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
index dc4df1d2c..0e84d5fc6 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/csvm.hpp
@@ -108,19 +108,19 @@ class csvm : public ::plssvm::detail::gpu_csvm<detail::device_ptr, detail::queue
     }
 
     /**
-     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(const plssvm::csvm &)
      */
     csvm(const csvm &) = delete;
     /**
-     * @brief Default move-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(plssvm::csvm &&) noexcept
      */
     csvm(csvm &&) noexcept = default;
     /**
-     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(const plssvm::csvm &)
      */
     csvm &operator=(const csvm &) = delete;
     /**
-     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(plssvm::csvm &&) noexcept
      */
     csvm &operator=(csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
index f7f426c4c..b877aea4c 100644
--- a/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
+++ b/include/plssvm/backends/SYCL/hipSYCL/detail/device_ptr.hpp
@@ -57,20 +57,20 @@ class device_ptr : public ::plssvm::detail::gpu_device_ptr<T, queue> {
     device_ptr(size_type size, const queue &q);
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::gpu_device_ptr(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr(device_ptr &&other) noexcept = default;
 
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const gpu_device_ptr&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(const plssvm::detail::gpu_device_ptr &)
      */
     device_ptr &operator=(const device_ptr &) = delete;
     /**
-     * @copydoc plssvm::detail::gpu_device_ptr::operator=(gpu_device_ptr&&)
+     * @copydoc plssvm::detail::gpu_device_ptr::operator=(plssvm::detail::gpu_device_ptr &&)
      */
     device_ptr &operator=(device_ptr &&other) noexcept = default;
 
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 3c6369f96..3bdbe42d6 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -63,19 +63,19 @@ class gpu_csvm : public ::plssvm::csvm {
         ::plssvm::csvm{ std::forward<Args>(args)... } {}
 
     /**
-     * @brief Delete copy-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(const plssvm::csvm &)
      */
     gpu_csvm(const gpu_csvm &) = delete;
     /**
-     * @brief Default move-constructor since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::csvm(plssvm::csvm &&) noexcept
      */
     gpu_csvm(gpu_csvm &&) noexcept = default;
     /**
-     * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(const plssvm::csvm &)
      */
     gpu_csvm &operator=(const gpu_csvm &) = delete;
     /**
-     * @brief Default move-assignment operator since a CSVM is a move-only type.
+     * @copydoc plssvm::csvm::operator=(plssvm::csvm &&) noexcept
      */
     gpu_csvm &operator=(gpu_csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/backends/gpu_device_ptr.hpp b/include/plssvm/backends/gpu_device_ptr.hpp
index 93a2bd786..ed638217f 100644
--- a/include/plssvm/backends/gpu_device_ptr.hpp
+++ b/include/plssvm/backends/gpu_device_ptr.hpp
@@ -109,7 +109,7 @@ class gpu_device_ptr {
         return data_;
     }
     /**
-     * @copydoc device_ptr::get()
+     * @copydoc plssvm::detail::gpu_device_ptr::get()
      */
     [[nodiscard]] device_pointer_type get() const noexcept {
         return data_;
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 2443dfff9..b28c6c125 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -72,10 +72,12 @@ class csvm {
     csvm(csvm &&) noexcept = default;
     /**
      * @brief Delete copy-assignment operator since a CSVM is a move-only type.
+     * @return `*this`
      */
     csvm &operator=(const csvm &) = delete;
     /**
      * @brief Default move-assignment operator since a virtual destructor has been declared.
+     * @return `*this`
      */
     csvm &operator=(csvm &&) noexcept = default;
     /**
diff --git a/include/plssvm/default_value.hpp b/include/plssvm/default_value.hpp
index 6b3737f0f..305a97d0e 100644
--- a/include/plssvm/default_value.hpp
+++ b/include/plssvm/default_value.hpp
@@ -245,14 +245,14 @@ template <typename T>
     return lhs.value() == rhs.value();
 }
 /**
- * @copydoc constexpr bool operator==(const default_value<T>, const default_value<T>)
+ * @copydoc operator==(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator==(const default_value<T> &lhs, const T &rhs) noexcept {
     return lhs.value() == rhs;
 }
 /**
- * @copydoc constexpr bool operator==(const default_value<T>, const default_value<T>)
+ * @copydoc operator==(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator==(const T &lhs, const default_value<T> &rhs) noexcept {
@@ -271,14 +271,14 @@ template <typename T>
     return !(lhs == rhs);
 }
 /**
- * @copydoc constexpr bool operator!=(const default_value<T>, const default_value<T>)
+ * @copydoc operator!=(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator!=(const default_value<T> &lhs, const T &rhs) noexcept {
     return !(lhs == rhs);
 }
 /**
- * @copydoc constexpr bool operator!=(const default_value<T>, const default_value<T>)
+ * @copydoc operator!=(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator!=(const T &lhs, const default_value<T> &rhs) noexcept {
@@ -297,14 +297,14 @@ template <typename T>
     return lhs.value() < rhs.value();
 }
 /**
- * @copydoc constexpr bool operator<(const default_value<T>, const default_value<T>)
+ * @copydoc operator<(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator<(const default_value<T> &lhs, const T &rhs) noexcept {
     return lhs.value() < rhs;
 }
 /**
- * @copydoc constexpr bool operator<(const default_value<T>, const default_value<T>)
+ * @copydoc operator<(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator<(const T &lhs, const default_value<T> &rhs) noexcept {
@@ -324,7 +324,7 @@ template <typename T>
 }
 
 /**
- * @copydoc constexpr bool operator>(const default_value<T>, const default_value<T>)
+ * @copydoc operator>(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator>(const default_value<T> &lhs, const T &rhs) noexcept {
@@ -332,7 +332,7 @@ template <typename T>
 }
 
 /**
- * @copydoc constexpr bool operator>(const default_value<T>, const default_value<T>)
+ * @copydoc operator>(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator>(const T &lhs, const default_value<T> &rhs) noexcept {
@@ -351,14 +351,14 @@ template <typename T>
     return !(lhs > rhs);
 }
 /**
- * @copydoc constexpr bool operator<=(const default_value<T>, const default_value<T>)
+ * @copydoc operator<=(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator<=(const default_value<T> &lhs, const T &rhs) noexcept {
     return !(lhs.value() > rhs);
 }
 /**
- * @copydoc constexpr bool operator<=(const default_value<T>, const default_value<T>)
+ * @copydoc operator<=(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator<=(const T &lhs, const default_value<T> &rhs) noexcept {
@@ -377,14 +377,14 @@ template <typename T>
     return !(lhs < rhs);
 }
 /**
- * @copydoc constexpr bool operator>=(const default_value<T>, const default_value<T>)
+ * @copydoc operator>=(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator>=(const default_value<T> &lhs, const T &rhs) noexcept {
     return !(lhs.value() < rhs);
 }
 /**
- * @copydoc constexpr bool operator>=(const default_value<T>, const default_value<T>)
+ * @copydoc operator>=(const default_value<T> &, const default_value<T> &)
  */
 template <typename T>
 [[nodiscard]] constexpr bool operator>=(const T &lhs, const default_value<T> &rhs) noexcept {

From afd00263a571f90bcef3c5fe445cb90cc7bbee6a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 6 Apr 2023 15:41:18 +0200
Subject: [PATCH 0895/1010] plssvm::data_set::different_labels may not be
 noexcept since std::vector::reserve may throw.

---
 include/plssvm/data_set.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index ba0cf4aa9..1b1305cb6 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -196,7 +196,7 @@ class data_set {
      * @note Must not return a optional reference, since it would bind to a temporary!
      * @return if this data set contains labels, returns a reference to all **different** labels, otherwise returns a `std::nullopt` (`[[nodiscard]]`)
      */
-    [[nodiscard]] std::optional<std::vector<label_type>> different_labels() const noexcept;
+    [[nodiscard]] std::optional<std::vector<label_type>> different_labels() const;
 
     /**
      * @brief Returns the number of data points in this data set.
@@ -615,7 +615,7 @@ auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<l
 }
 
 template <typename T, typename U>
-auto data_set<T, U>::different_labels() const noexcept -> std::optional<std::vector<label_type>> {
+auto data_set<T, U>::different_labels() const -> std::optional<std::vector<label_type>> {
     if (this->has_labels()) {
         return std::make_optional(mapping_->labels());
     }

From 366ec3dc28b30ddede0401d6f3ed946436d4efaf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 25 Apr 2023 09:09:12 +0200
Subject: [PATCH 0896/1010] Add plssvm::model member functions to retrieve the
 labels of the learned data set/support vectors.

---
 include/plssvm/model.hpp | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 0556cc6a7..e4b249bc8 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -97,6 +97,20 @@ class model {
      * @return the support vectors (`[[nodiscard]]`)
      */
     [[nodiscard]] const std::vector<std::vector<real_type>> &support_vectors() const noexcept { return data_.data(); }
+
+    /**
+     * @brief Returns the labels of the support vectors.
+     * @details If the labels are present, they can be retrieved as `std::vector` using: `dataset.labels()->%get()`.
+     * @return the labels (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const std::vector<label_type> &labels() const noexcept { return data_.labels()->get(); }
+    /**
+     * @brief Returns the **different** labels of the support vectors.
+     * @details If the support vectors contain the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns the labels `{ -1, 1 }`.
+     * @return all **different** labels (`[[nodiscard]]`)
+     */
+    [[nodiscard]] std::vector<label_type> different_labels() const { return data_.different_labels().value(); }
+
     /**
      * @brief The learned weights for the support vectors.
      * @details It is of size `num_support_vectors()`.

From 80ba5014895bd42fc65e34969bd6c8a78d4f4360 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 25 Apr 2023 10:13:41 +0200
Subject: [PATCH 0897/1010] Add tests for the new get_target_platform and
 get_kernel_invocation_type functions.

---
 tests/backends/SYCL/DPCPP/sycl_csvm.cpp   | 10 +++++++++-
 tests/backends/SYCL/hipSYCL/sycl_csvm.cpp | 10 +++++++++-
 tests/backends/generic_csvm_tests.hpp     | 13 ++++++++++++-
 3 files changed, 30 insertions(+), 3 deletions(-)

diff --git a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
index 5faa444a2..37bcaa846 100644
--- a/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
+++ b/tests/backends/SYCL/DPCPP/sycl_csvm.cpp
@@ -23,7 +23,7 @@
 #include "../../../utility.hpp"                             // util::redirect_output
 #include "../../generic_csvm_tests.hpp"                     // generic CSVM tests to instantiate
 
-#include "gtest/gtest.h"                                    // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
+#include "gtest/gtest.h"                                    // TEST_F, EXPECT_NO_THROW, EXPECT_NE, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
 #include <tuple>                                            // std::make_tuple, std::get
 #include <utility>                                          // std::make_pair
@@ -125,6 +125,14 @@ TEST_F(DPCPPCSVM, construct_target_and_named_args) {
 #endif
 }
 
+TEST_F(DPCPPCSVM, get_kernel_invocation_type) {
+    // construct default CSVM
+    const plssvm::dpcpp::csvm svm{ plssvm::parameter{} };
+
+    // after construction: get_kernel_invocation_type must refer to a plssvm::sycl::kernel_invocation_type that is not automatic
+    EXPECT_NE(svm.get_kernel_invocation_type(), plssvm::sycl::kernel_invocation_type::automatic);
+}
+
 template <typename T, plssvm::kernel_function_type kernel, plssvm::sycl::kernel_invocation_type invocation>
 struct csvm_test_type {
     using mock_csvm_type = mock_dpcpp_csvm;
diff --git a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
index ccbe2c94a..5458d22aa 100644
--- a/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
+++ b/tests/backends/SYCL/hipSYCL/sycl_csvm.cpp
@@ -23,7 +23,7 @@
 #include "../../../utility.hpp"                             // util::redirect_output
 #include "../../generic_csvm_tests.hpp"                     // generic CSVM tests to instantiate
 
-#include "gtest/gtest.h"                                    // TEST_F, EXPECT_NO_THROW, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
+#include "gtest/gtest.h"                                    // TEST_F, EXPECT_NO_THROW, EXPECT_NE, TYPED_TEST_SUITE, TYPED_TEST, INSTANTIATE_TYPED_TEST_SUITE_P, ::testing::{Test, Types}
 
 #include <tuple>                                            // std::make_tuple, std::get
 #include <utility>                                          // std::make_pair
@@ -125,6 +125,14 @@ TEST_F(hipSYCLCSVM, construct_target_and_named_args) {
 #endif
 }
 
+TEST_F(hipSYCLCSVM, get_kernel_invocation_type) {
+    // construct default CSVM
+    const plssvm::hipsycl::csvm svm{ plssvm::parameter{} };
+
+    // after construction: get_kernel_invocation_type must refer to a plssvm::sycl::kernel_invocation_type that is not automatic
+    EXPECT_NE(svm.get_kernel_invocation_type(), plssvm::sycl::kernel_invocation_type::automatic);
+}
+
 template <typename T, plssvm::kernel_function_type kernel, plssvm::sycl::kernel_invocation_type invocation>
 struct csvm_test_type {
     using mock_csvm_type = mock_hipsycl_csvm;
diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 903345772..5716a9a88 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -28,7 +28,7 @@
 #include "fmt/format.h"                      // fmt::format
 #include "fmt/ostream.h"                     // can use fmt using operator<< overloads
 #include "gmock/gmock.h"                     // ::testing::HasSubstr
-#include "gtest/gtest.h"                     // ASSERT_EQ, EXPECT_EQ, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
+#include "gtest/gtest.h"                     // ASSERT_EQ, EXPECT_EQ, EXPECT_NE, EXPECT_TRUE, TYPED_TEST_SUITE_P, TYPED_TEST_P, REGISTER_TYPED_TEST_SUITE_P,
                                              // ::testing::Test
 
 #include <cmath>                             // std::sqrt, std::abs
@@ -47,6 +47,16 @@ template <typename T>
 class GenericCSVM : public ::testing::Test, protected util::redirect_output<> {};
 TYPED_TEST_SUITE_P(GenericCSVM);
 
+TYPED_TEST_P(GenericCSVM, get_target_platform) {
+    using csvm_type = typename TypeParam::csvm_type;
+
+    // create C-SVM
+    const csvm_type svm = util::construct_from_tuple<csvm_type>(TypeParam::additional_arguments);
+
+    // after construction: get_target_platform must refer to a plssvm::target_platform that is not automatic
+    EXPECT_NE(svm.get_target_platform(), plssvm::target_platform::automatic);
+}
+
 TYPED_TEST_P(GenericCSVM, solve_system_of_linear_equations_trivial) {
     using mock_csvm_type = typename TypeParam::mock_csvm_type;
     using real_type = typename TypeParam::real_type;
@@ -199,6 +209,7 @@ TYPED_TEST_P(GenericCSVM, score) {
 
 // clang-format off
 REGISTER_TYPED_TEST_SUITE_P(GenericCSVM,
+                            get_target_platform,
                             solve_system_of_linear_equations_trivial, solve_system_of_linear_equations, solve_system_of_linear_equations_with_correction,
                             predict_values, predict, score);
 // clang-format on

From 3669e7fa3b14675caae7dc5877ef3f723a7e77be Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 25 Apr 2023 15:26:51 +0200
Subject: [PATCH 0898/1010] Add tests for the defaulted move constructor and
 move-assignment operator.

---
 tests/backends/generic_csvm_tests.hpp | 40 +++++++++++++++++++++++++++
 1 file changed, 40 insertions(+)

diff --git a/tests/backends/generic_csvm_tests.hpp b/tests/backends/generic_csvm_tests.hpp
index 5716a9a88..e2da6dad4 100644
--- a/tests/backends/generic_csvm_tests.hpp
+++ b/tests/backends/generic_csvm_tests.hpp
@@ -47,6 +47,45 @@ template <typename T>
 class GenericCSVM : public ::testing::Test, protected util::redirect_output<> {};
 TYPED_TEST_SUITE_P(GenericCSVM);
 
+TYPED_TEST_P(GenericCSVM, move_constructor) {
+    using csvm_type = typename TypeParam::csvm_type;
+
+    // create default CSVM
+    csvm_type svm{};
+
+    // get current state
+    const plssvm::parameter params = svm.get_params();
+    const plssvm::target_platform target = svm.get_target_platform();
+
+    // move construct new CSVM
+    const csvm_type new_svm{ std::move(svm) };
+
+    // check that the state of the newly constructed CSVM matches the old state of the moved-from CSVM
+    EXPECT_EQ(new_svm.get_params(), params);
+    EXPECT_EQ(new_svm.get_target_platform(), target);
+}
+
+TYPED_TEST_P(GenericCSVM, move_assignment) {
+    using csvm_type = typename TypeParam::csvm_type;
+
+    // create default CSVM
+    csvm_type svm{};
+
+    // get current state
+    const plssvm::parameter params = svm.get_params();
+    const plssvm::target_platform target = svm.get_target_platform();
+
+    // construct new CSVM with a non-default state
+    csvm_type new_svm{ plssvm::parameter{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial } };
+
+    // move assign old CSVM to the new one
+    new_svm = std::move(svm);
+
+    // check that the state of the newly constructed CSVM matches the old state of the moved-from CSVM
+    EXPECT_EQ(new_svm.get_params(), params);
+    EXPECT_EQ(new_svm.get_target_platform(), target);
+}
+
 TYPED_TEST_P(GenericCSVM, get_target_platform) {
     using csvm_type = typename TypeParam::csvm_type;
 
@@ -209,6 +248,7 @@ TYPED_TEST_P(GenericCSVM, score) {
 
 // clang-format off
 REGISTER_TYPED_TEST_SUITE_P(GenericCSVM,
+                            move_constructor, move_assignment,
                             get_target_platform,
                             solve_system_of_linear_equations_trivial, solve_system_of_linear_equations, solve_system_of_linear_equations_with_correction,
                             predict_values, predict, score);

From ff7ea02145b75d55164015130004c61a624cf2c0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 25 Apr 2023 16:05:43 +0200
Subject: [PATCH 0899/1010] Use model file instantiation in the model tests and
 add tests for the new model member functions.

---
 tests/model.cpp | 90 +++++++++++++++++++++++++++++++++++++++----------
 1 file changed, 73 insertions(+), 17 deletions(-)

diff --git a/tests/model.cpp b/tests/model.cpp
index f9c30c13c..768b8f3ba 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -15,7 +15,7 @@
 #include "custom_test_macros.hpp"  // EXPECT_FLOATING_POINT_EQ, EXPECT_FLOATING_POINT_VECTOR_EQ, EXPECT_FLOATING_POINT_2D_VECTOR_EQ
 #include "naming.hpp"              // naming::real_type_label_type_combination_to_name
 #include "types_to_test.hpp"       // util::real_type_label_type_combination_gtest
-#include "utility.hpp"             // util::{temporary_file, redirect_output}
+#include "utility.hpp"             // util::{temporary_file, redirect_output, instantiate_template_file, get_distinct_label}
 
 #include "gtest/gtest.h"           // EXPECT_EQ, EXPECT_TRUE, ASSERT_GT, GTEST_FAIL, TYPED_TEST, TYPED_TEST_SUITE, TEST_P, INSTANTIATE_TEST_SUITE_P
                                    // ::testing::{StaticAssertTypeEq, Test, TestWithParam, Values}
@@ -34,8 +34,10 @@ TYPED_TEST(Model, typedefs) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
 
     // test internal typedefs
     ::testing::StaticAssertTypeEq<real_type, typename decltype(model)::real_type>();
@@ -46,8 +48,10 @@ TYPED_TEST(Model, construct) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
 
     // test for correct construction
     EXPECT_EQ(model.num_support_vectors(), 5);
@@ -72,8 +76,11 @@ TYPED_TEST(Model, num_support_vectors) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
     // test for the correct number of support vectors
     EXPECT_EQ(model.num_support_vectors(), 5);
 }
@@ -81,8 +88,11 @@ TYPED_TEST(Model, num_features) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
     // test for the correct number of features
     EXPECT_EQ(model.num_features(), 4);
 }
@@ -90,8 +100,11 @@ TYPED_TEST(Model, get_params) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
     // test for the correct number of features
     EXPECT_EQ(model.get_params(), plssvm::parameter{});
 }
@@ -99,8 +112,11 @@ TYPED_TEST(Model, support_vectors) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
     // test for the correct support vectors
     const std::vector<std::vector<real_type>> support_vectors{
         { real_type{ -1.117828 }, real_type{ -2.908719 }, real_type{ 0.6663834 }, real_type{ 1.097883 } },
@@ -111,12 +127,49 @@ TYPED_TEST(Model, support_vectors) {
     };
     EXPECT_FLOATING_POINT_2D_VECTOR_EQ(model.support_vectors(), support_vectors);
 }
+TYPED_TEST(Model, labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
+    // get the distinct labels used to instantiate the test file
+    const std::pair<label_type, label_type> distinct_label = util::get_distinct_label<label_type>();
+
+    // correct labels
+    const std::vector<label_type> correct_label = { distinct_label.first, distinct_label.first, distinct_label.second, distinct_label.second, distinct_label.second };
+
+    // check labels getter
+    EXPECT_EQ(model.labels(), correct_label);
+}
+ TYPED_TEST(Model, different_labels) {
+     using real_type = typename TypeParam::real_type;
+     using label_type = typename TypeParam::label_type;
+
+     // instantiate a model file
+     const util::temporary_file model_file;
+     util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+     const plssvm::model<real_type, label_type> model{ model_file.filename };
+
+     // get the distinct labels used to instantiate the test file
+     const std::pair<label_type, label_type> distinct_label = util::get_distinct_label<label_type>();
+     const std::vector<label_type> different_label = { distinct_label.first, distinct_label.second};
+
+     // check different_labels getter
+     EXPECT_EQ(model.different_labels(), different_label);
+ }
 TYPED_TEST(Model, weights) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
     // test for the correct weights
     const std::vector<real_type> weights{
         real_type{ -0.17609610490769723 }, real_type{ 0.8838187731213127 }, real_type{ -0.47971257671001616 }, real_type{ 0.0034556484621847128 }, real_type{ -0.23146573996578407 }
@@ -127,8 +180,11 @@ TYPED_TEST(Model, rho) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
 
-    // create a model using an existing LIBSVM model file
-    const plssvm::model<real_type, label_type> model{ PLSSVM_TEST_PATH "/data/model/5x4_linear.libsvm.model" };
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
     // test for the correct rho (bias) value
     EXPECT_FLOATING_POINT_EQ(model.rho(), real_type{ 0.37330625882191915 });
 }

From 33d3aef7b6141d7e98ca66dd737a937953d8b8d8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 25 Apr 2023 16:57:48 +0200
Subject: [PATCH 0900/1010] Streamline CMake generator expressions.

---
 CMakeLists.txt | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 3a51d895b..fee81c625 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -78,9 +78,9 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANGUAGE:CXX>:$<$<CXX_COMPILER_ID:GNU,Clang>:-Wall -Wextra -Wdouble-promotion -fno-common -Wshadow -Wcast-qual
         -Wnull-dereference -Wctor-dtor-privacy -Wnon-virtual-dtor -Wextra-semi -Wunreachable-code -Wuninitialized
         -fPIC>
-        $<$<CXX_COMPILER_ID:GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
+        $<$<COMPILE_LANG_AND_ID:CXX,GNU>:-Wsuggest-override -Wstrict-null-sentinel -Wlogical-op -Wduplicated-branches -Wimplicit-fallthrough=5>
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
-        $<$<CXX_COMPILER_ID:MSVC>:/W4 /bigobj /wd4459>>
+        $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/W4 /bigobj /wd4459>>
         )
 set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fPIC'")
 
@@ -95,7 +95,7 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<AND:$<CONFIG:RELEASE>,$<CXX_COMPILER_ID:MSVC>>:/fp:fast>
         )
 target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
-        $<$<CXX_COMPILER_ID:MSVC>:NOMINMAX>
+        $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:NOMINMAX>
         )
 
 

From f2d761b8b9cbe3b5e6187b992e4e4b019615519b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 30 Jan 2023 16:55:50 +0100
Subject: [PATCH 0901/1010] Add support for performance tracking to the PLSSVM
 executables. The performance tracker gathers various runtimes and other
 information during execution and writes it in a human-readable way to a YAML
 file. Can be disabled using during the CMake configuration.

---
 CMakeLists.txt                                |  10 +
 include/plssvm/backends/gpu_csvm.hpp          |  66 ++--
 include/plssvm/csvm.hpp                       |  52 ++--
 include/plssvm/data_set.hpp                   |  55 ++--
 include/plssvm/detail/layout.hpp              |  11 +-
 include/plssvm/detail/logger.hpp              |  56 ++++
 include/plssvm/detail/performance_tracker.hpp | 282 ++++++++++++++++++
 include/plssvm/model.hpp                      |  31 +-
 src/main_predict.cpp                          |  29 +-
 src/main_scale.cpp                            |  29 +-
 src/main_train.cpp                            |  21 +-
 src/plssvm/backends/CUDA/csvm.cu              |  24 +-
 src/plssvm/backends/HIP/csvm.hip.cpp          |  24 +-
 src/plssvm/backends/OpenCL/csvm.cpp           |  34 +--
 src/plssvm/backends/OpenCL/detail/utility.cpp |  13 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |  36 +--
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       |  33 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     |  33 +-
 src/plssvm/detail/layout.cpp                  |   4 +-
 tests/detail/layout.cpp                       |   4 +-
 20 files changed, 598 insertions(+), 249 deletions(-)
 create mode 100644 include/plssvm/detail/logger.hpp
 create mode 100644 include/plssvm/detail/performance_tracker.hpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index fee81c625..e01eec8b2 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -507,6 +507,16 @@ if (DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
     endif ()
 endif ()
 
+## enable or disable the performance tracker
+option(PLSSVM_ENABLE_PERFORMANCE_TRACKER "Enables PLSSVM performance tracking for the executables: plssvm-train, plssvm-predict, and plssvm-scale." ON)
+if (PLSSVM_ENABLE_PERFORMANCE_TRACKER)
+    message(STATUS "Enable performance tracking to the file \"${PLSSVM_ENABLE_PERFORMANCE_TRACKER}\"for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale.")
+
+    # add target definitions
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE="${PLSSVM_ENABLE_PERFORMANCE_TRACKER}")
+endif ()
+
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 3bdbe42d6..4066a2577 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -13,23 +13,25 @@
 #define PLSSVM_BACKENDS_GPU_CSVM_HPP_
 #pragma once
 
-#include "plssvm/csvm.hpp"                    // plssvm::csvm
-#include "plssvm/detail/execution_range.hpp"  // plssvm::detail::execution_range
-#include "plssvm/detail/layout.hpp"           // plssvm::detail::{transform_to_layout, layout_type}
-#include "plssvm/parameter.hpp"               // plssvm::parameter
-
-#include "fmt/chrono.h"                       // output std::chrono times using {fmt}
-#include "fmt/core.h"                         // fmt::format
-
-#include <algorithm>                          // std::min, std::all_of, std::adjacent_find
-#include <chrono>                             // std::chrono::{milliseconds, steady_clock, duration_cast}
-#include <cmath>                              // std::ceil
-#include <cstddef>                            // std::size_t
-#include <functional>                         // std::less_equal
-#include <iostream>                           // std::clog, std::cout, std::endl
-#include <tuple>                              // std::tuple, std::make_tuple
-#include <utility>                            // std::forward, std::pair, std::move, std::make_pair
-#include <vector>                             // std::vector
+#include "plssvm/csvm.hpp"                        // plssvm::csvm
+#include "plssvm/detail/execution_range.hpp"      // plssvm::detail::execution_range
+#include "plssvm/detail/layout.hpp"               // plssvm::detail::{transform_to_layout, layout_type}
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
+#include "plssvm/parameter.hpp"                   // plssvm::parameter
+
+#include "fmt/chrono.h"                           // output std::chrono times using {fmt}
+#include "fmt/core.h"                             // fmt::format
+
+#include <algorithm>                              // std::min, std::all_of, std::adjacent_find
+#include <chrono>                                 // std::chrono::{milliseconds, steady_clock, duration_cast}
+#include <cmath>                                  // std::ceil
+#include <cstddef>                                // std::size_t
+#include <functional>                             // std::less_equal
+#include <iostream>                               // std::clog, std::cout, std::endl
+#include <tuple>                                  // std::tuple, std::make_tuple
+#include <utility>                                // std::forward, std::pair, std::move, std::make_pair
+#include <vector>                                 // std::vector
 
 namespace plssvm::detail {
 
@@ -554,17 +556,15 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     std::chrono::milliseconds average_iteration_time{};
     std::chrono::steady_clock::time_point iteration_start_time{};
     const auto output_iteration_duration = [&]() {
-        const std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
+        const auto iteration_end_time = std::chrono::steady_clock::now();
         const auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
+        detail::log("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long run = 0;
     for (; run < max_iter; ++run) {
-        if (verbose) {
-            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
-        }
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -614,9 +614,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (verbose) {
-                output_iteration_duration();
-            }
+            output_iteration_duration();
             break;
         }
 
@@ -631,18 +629,14 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
             r_d[device].copy_to_device(d, 0, dept);
         }
 
-        if (verbose) {
-            output_iteration_duration();
-        }
-    }
-    if (verbose) {
-        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
-                                 std::min(run + 1, max_iter),
-                                 delta,
-                                 eps * eps * delta0,
-                                 average_iteration_time / std::min(run + 1, max_iter))
-                  << std::endl;
+        output_iteration_duration();
     }
+    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "residuum", delta },
+                detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index b28c6c125..b45a77b6b 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -13,27 +13,28 @@
 #define PLSSVM_CSVM_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"              // plssvm::verbose
-#include "plssvm/data_set.hpp"               // plssvm::data_set
-#include "plssvm/default_value.hpp"          // plssvm::default_value, plssvm::default_init
-#include "plssvm/detail/operators.hpp"       // plssvm::operators::sign
-#include "plssvm/detail/type_traits.hpp"     // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
-#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
-#include "plssvm/exceptions/exceptions.hpp"  // plssvm::invalid_parameter_exception
-#include "plssvm/kernel_function_types.hpp"  // plssvm::kernel_function_type
-#include "plssvm/model.hpp"                  // plssvm::model
-#include "plssvm/parameter.hpp"              // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
-#include "plssvm/target_platforms.hpp"       // plssvm::target_platform
-
-#include "fmt/core.h"                        // fmt::format
-#include "igor/igor.hpp"                     // igor::parser
-
-#include <chrono>                            // std::chrono::{time_point, steady_clock, duration_cast}
-#include <iostream>                          // std::cout, std::endl
-#include <tuple>                             // std::tie
-#include <type_traits>                       // std::enable_if_t, std::is_same_v, std::is_convertible_v, std::false_type
-#include <utility>                           // std::pair, std::forward
-#include <vector>                            // std::vector
+#include "plssvm/data_set.hpp"                    // plssvm::data_set
+#include "plssvm/default_value.hpp"               // plssvm::default_value, plssvm::default_init
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/operators.hpp"            // plssvm::operators::sign
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::performance_tracker
+#include "plssvm/detail/type_traits.hpp"          // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
+#include "plssvm/detail/utility.hpp"              // plssvm::detail::to_underlying
+#include "plssvm/exceptions/exceptions.hpp"       // plssvm::invalid_parameter_exception
+#include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
+#include "plssvm/model.hpp"                       // plssvm::model
+#include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::{get_value_from_named_parameter, has_only_parameter_named_args_v}
+#include "plssvm/target_platforms.hpp"            // plssvm::target_platform
+
+#include "fmt/core.h"                             // fmt::format
+#include "igor/igor.hpp"                          // igor::parser
+
+#include <chrono>                                 // std::chrono::{time_point, steady_clock, duration_cast}
+#include <iostream>                               // std::cout, std::endl
+#include <tuple>                                  // std::tie
+#include <type_traits>                            // std::enable_if_t, std::is_same_v, std::is_convertible_v, std::false_type
+#include <utility>                                // std::pair, std::forward
+#include <vector>                                 // std::vector
 
 namespace plssvm {
 
@@ -314,9 +315,8 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
     std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(static_cast<detail::parameter<real_type>>(params), data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
-    }
+    detail::log("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n\n",
+                detail::tracking_entry{ "cg", "total_runtime", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return csvm_model;
 }
@@ -333,7 +333,7 @@ std::vector<label_type> csvm::predict(const model<real_type, label_type> &model,
     // convert predicted values to the correct labels
     std::vector<label_type> predicted_labels(predicted_values.size());
 
-    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v<label_type, bool>)
+#pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v<label_type, bool>)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         predicted_labels[i] = model.data_.mapping_->get_label_by_mapped_value(plssvm::operators::sign(predicted_values[i]));
     }
@@ -364,7 +364,7 @@ real_type csvm::score(const model<real_type, label_type> &model, const data_set<
 
     // calculate the accuracy
     typename std::vector<label_type>::size_type correct{ 0 };
-    #pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
+#pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         if (predicted_labels[i] == correct_labels[i]) {
             ++correct;
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 1b1305cb6..b21c8c22f 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -13,11 +13,12 @@
 #define PLSSVM_DATA_SET_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                          // plssvm::verbose
 #include "plssvm/detail/io/arff_parsing.hpp"             // plssvm::detail::io::{read_libsvm_data, write_libsvm_data}
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_data, write_arff_data}
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{parse_scaling_factors, read_scaling_factors}
+#include "plssvm/detail/logger.hpp"                      // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"         // plssvm::detail::tracking_entry
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::contains
 #include "plssvm/exceptions/exceptions.hpp"              // plssvm::data_set_exception
@@ -367,13 +368,10 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} scaling factors in {} to the file '{}'.",
-                                 scaling_factors.size(),
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} scaling factors in {} to the file '{}'.\n",
+                detail::tracking_entry{ "scaling_factors_write", "num_scaling_factors", scaling_factors.size() },
+                detail::tracking_entry{ "scaling_factors_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "scaling_factors_write", "filename", filename });
 }
 
 //*************************************************************************************************************************************//
@@ -595,15 +593,12 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} data points with {} features in {} to the {} file '{}'.",
-                                 num_data_points_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 format,
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} data points with {} features in {} to the {} file '{}'.\n",
+                detail::tracking_entry{ "data_set_write", "num_data_points", num_data_points_ },
+                detail::tracking_entry{ "data_set_write", "num_features", num_features_ },
+                detail::tracking_entry{ "data_set_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "data_set_write", "format", format },
+                detail::tracking_entry{ "data_set_write", "filename", filename });
 }
 
 template <typename T, typename U>
@@ -712,13 +707,10 @@ void data_set<T, U>::scale() {
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Scaled the data set to the range [{}, {}] in {}.",
-                                 lower,
-                                 upper,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time))
-                  << std::endl;
-    }
+    detail::log("Scaled the data set to the range [{}, {}] in {}.\n",
+                detail::tracking_entry{ "data_set_scale", "lower", lower },
+                detail::tracking_entry{ "data_set_scale", "upper", upper },
+                detail::tracking_entry{ "data_set_scale", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 }
 
 template <typename T, typename U>
@@ -768,15 +760,12 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Read {} data points with {} features in {} using the {} parser from file '{}'.",
-                                 num_data_points_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 format,
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+                detail::tracking_entry{ "data_set_read", "num_data_points", num_data_points_ },
+                detail::tracking_entry{ "data_set_read", "num_features", num_features_ },
+                detail::tracking_entry{ "data_set_read", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "data_set_read", "format", format },
+                detail::tracking_entry{ "data_set_read", "filename", filename });
 }
 
 }  // namespace plssvm
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 0da207801..3114106d9 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -13,8 +13,9 @@
 #define PLSSVM_DETAIL_LAYOUT_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"      // plssvm::verbose
-#include "plssvm/detail/assert.hpp"  // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
+#include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 
 #include "fmt/chrono.h"              // format std::chrono types
 #include "fmt/core.h"                // fmt::format
@@ -139,9 +140,9 @@ template <typename real_type>
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Transformed dataset from 2D to 1D {} in {}.", layout, std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time)) << std::endl;
-    }
+    detail::log("Transformed dataset from 2D to 1D {} in {}.\n",
+                detail::tracking_entry{ "transform", "layout", layout },
+                detail::tracking_entry{ "transform", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return ret;
 }
diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
new file mode 100644
index 000000000..38d5ae9a5
--- /dev/null
+++ b/include/plssvm/detail/logger.hpp
@@ -0,0 +1,56 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a simple logging function.
+ * @details Also used for the plssvm::detail::performance_tracker.
+ */
+
+#ifndef PLSSVM_DETAIL_LOGGER_HPP_
+#define PLSSVM_DETAIL_LOGGER_HPP_
+#pragma once
+
+#include "plssvm/constants.hpp"                   // plssvm::verbose
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <iostream>     // std::cout
+#include <string_view>  // std::string_view
+#include <utility>      // std::forward
+
+namespace plssvm::detail {
+
+/**
+ * @breif Output the message @p msg filling the {fmt} like placeholders with @p args to the standard output stream.
+ * @details If a value in @p Args is of type plssvm::detail::tracking_entry and performance tracking is enabled,
+ *          this is also added to the plssvm::detail::performance_tracker.
+ * @tparam Args the types of the placeholder values
+ * @param[in] msg the message to print on the standard output stream if requested (i.e., plssvm::verbose is `true`)
+ * @param[in] args the values to fill the {fmt}-like placeholders in @p msg
+ */
+template <typename... Args>
+void log(const std::string_view msg, Args &&...args) {
+    // output message only if the verbose flag is set to true
+    if (verbose) {
+        std::cout << fmt::format(msg, args...);
+    }
+
+    // if performance tracking has been enabled, add tracking entries
+    ([](auto &&arg) {
+        if constexpr (detail::is_tracking_entry_v<decltype(arg)>) {
+            PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(std::forward<decltype(arg)>(arg));
+        }
+    }(std::forward<Args>(args)),
+     ...);
+}
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_LOGGER_HPP_
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
new file mode 100644
index 000000000..7a2365a08
--- /dev/null
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -0,0 +1,282 @@
+/**
+ * @file
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Defines a performance tracker which can dump performance information in a YAML file.
+ * @details Can be completely disabled during the CMake configuration step.
+ */
+
+#ifndef PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
+#define PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
+#pragma once
+
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
+#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <fstream>        // std::ofstream
+#include <iostream>       // std::ostream, std::ios_base::app
+#include <string>         // std::string
+#include <string_view>    // std::string_view
+#include <type_traits>    // std::false_type, std::true_type
+#include <unordered_map>  // std::unordered_map
+#include <utility>        // std::move, std::pair
+
+namespace plssvm::detail {
+
+template <typename T>
+struct tracking_entry {
+    tracking_entry(const std::string_view category, const std::string_view name, const T value) :
+        entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
+
+    const std::string entry_category{};
+    const std::string_view entry_name{};
+    const T entry_value{};
+};
+
+template <typename T>
+std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
+    return out << fmt::format("{}", entry.entry_value);
+}
+
+namespace impl {
+
+template <typename T>
+struct is_tracking_entry : std::false_type {};
+template <typename T>
+struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
+
+}  // namespace impl
+
+template <typename T>
+struct is_tracking_entry : impl::is_tracking_entry<detail::remove_cvref_t<T>> {};
+template <typename T>
+constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
+
+/**
+ * @brief Store the tracked information during calls to `plssvm-train`, `plssvm-predict`, and `plssvm-scale`.
+ * @details Can be completely disabled during the CMake configuration.
+ */
+class performance_tracker {
+  public:
+    /**
+     * @brief Singleton getter since only one instance of a performance_tracker should exist.
+     * @return the singleton instance (`[[nodiscard]]`)
+     */
+    [[nodiscard]] static performance_tracker &instance() {
+        static performance_tracker tracker{};
+        return tracker;
+    }
+
+    /**
+     * @brief Add a tracking_entry to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     * @tparam T the type of the value the tracking_entry @p entry encapsulates
+     * @param[in] entry the entry to add
+     */
+    template <typename T>
+    void add_tracking_entry(const tracking_entry<T> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+    }
+
+    /**
+     * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds quotes around the entry's value
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<std::string> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+    }
+
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
+                                                                       "  kernel_type:                 {}\n"
+                                                                       "  degree:                      {}\n"
+                                                                       "  gamma:                       {}\n"
+                                                                       "  coef0:                       {}\n"
+                                                                       "  cost:                        {}\n"
+                                                                       "  epsilon:                     {}\n"
+                                                                       "  max_iter:                    {}\n"
+                                                                       "  backend:                     {}\n"
+                                                                       "  target:                      {}\n"
+                                                                       "  sycl_kernel_invocation_type: {}\n"
+                                                                       "  sycl_implementation_type:    {}\n"
+                                                                       "  strings_as_labels:           {}\n"
+                                                                       "  float_as_real_type:          {}\n"
+                                                                       "  input_filename:              \"{}\"\n"
+                                                                       "  model_filename:              \"{}\"\n\n",
+                                                                       entry.entry_value.csvm_params.kernel_type.value(),
+                                                                       entry.entry_value.csvm_params.degree.value(),
+                                                                       entry.entry_value.csvm_params.gamma.value(),
+                                                                       entry.entry_value.csvm_params.coef0.value(),
+                                                                       entry.entry_value.csvm_params.cost.value(),
+                                                                       entry.entry_value.epsilon.value(),
+                                                                       entry.entry_value.max_iter.value(),
+                                                                       entry.entry_value.backend,
+                                                                       entry.entry_value.target,
+                                                                       entry.entry_value.sycl_kernel_invocation_type,
+                                                                       entry.entry_value.sycl_implementation_type,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.model_filename) });
+    }
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                       "  backend:                  {}\n"
+                                                                       "  target:                   {}\n"
+                                                                       "  sycl_implementation_type: {}\n"
+                                                                       "  strings_as_labels:        {}\n"
+                                                                       "  float_as_real_type:       {}\n"
+                                                                       "  input_filename:           \"{}\"\n"
+                                                                       "  model_filename:           \"{}\"\n"
+                                                                       "  predict_filename:         \"{}\"\n\n",
+                                                                       entry.entry_value.backend,
+                                                                       entry.entry_value.target,
+                                                                       entry.entry_value.sycl_implementation_type,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.model_filename,
+                                                                       entry.entry_value.predict_filename) });
+    }
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
+        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
+                                                                       "  lower:              {}\n"
+                                                                       "  upper:              {}\n"
+                                                                       "  format:             {}\n"
+                                                                       "  strings_as_labels:  {}\n"
+                                                                       "  float_as_real_type: {}\n"
+                                                                       "  input_filename:     \"{}\"\n"
+                                                                       "  scaled_filename:    \"{}\"\n"
+                                                                       "  save_filename:      \"{}\"\n"
+                                                                       "  restore_filename:   \"{}\"\n\n",
+                                                                       entry.entry_value.lower,
+                                                                       entry.entry_value.upper,
+                                                                       entry.entry_value.format,
+                                                                       entry.entry_value.strings_as_labels,
+                                                                       entry.entry_value.float_as_real_type,
+                                                                       entry.entry_value.input_filename,
+                                                                       entry.entry_value.scaled_filename,
+                                                                       entry.entry_value.save_filename,
+                                                                       entry.entry_value.restore_filename) });
+    }
+
+    /**
+     * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
+     * @details Appends all entries at the end of the file creating a new YAML document.
+     * @param[in] filename the file to add the performance tracking results to
+     */
+    void save(const std::string filename) {
+        // append the current performance statistics to an already existing file if possible
+        std::ofstream out{ filename, std::ios_base::app };
+        PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
+
+        // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
+        out << "---\n";
+
+        // output metadata information
+        out << fmt::format(
+            "meta_data:\n"
+            "  date:                    \"{}\"\n"
+            "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
+            "  commit:                  {}\n"
+            "  version:                 {}\n"
+            "\n",
+            plssvm::detail::current_date_time(),
+            version::detail::target_platforms,
+            version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
+            version::version);
+
+        // output the actual (performance) statistics
+        std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
+        std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
+        for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
+            // get the current group
+            const std::string &group = group_iter->first;
+            // find the range of all entries in the current group
+            const std::pair key_range = tracking_statistics.equal_range(group);
+
+            // output the group name, if it is not the empty string
+            if (!group.empty()) {
+                out << group << ":\n";
+            }
+            // output all performance statistic entries of the current group
+            for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
+                out << fmt::format("{}", entry_iter->second);
+            }
+            out << '\n';
+        }
+    }
+
+  private:
+    /**
+     * @brief Default construct a performance_tracker.
+     * @details This constructor is private to enable a save singleton usage of the performance_tracker class.
+     */
+    performance_tracker() = default;
+
+    /// All performance statistics grouped by their specified categories.
+    std::unordered_multimap<std::string, std::string> tracking_statistics{};
+};
+
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Adds the provided entry to the plssvm::detail::performance_tracker singleton.
+ */
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_SAVE
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_SAVE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Save the previously tracked performance statistics.
+ */
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry) \
+        plssvm::detail::performance_tracker::instance().add_tracking_entry(entry)
+
+    #define PLSSVM_PERFORMANCE_TRACKER_SAVE() \
+        plssvm::detail::performance_tracker::instance().save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
+
+#else
+
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
+    #define PLSSVM_PERFORMANCE_TRACKER_SAVE()
+
+#endif
+
+}  // namespace plssvm::detail
+
+#endif  // PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index e4b249bc8..8802d2bba 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -13,11 +13,12 @@
 #define PLSSVM_MODEL_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                       // plssvm::verbose
 #include "plssvm/data_set.hpp"                        // plssvm::data_set
 #include "plssvm/detail/assert.hpp"                   // PLSSVM_ASSERT
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"  // plssvm::detail::io::{parse_libsvm_model_header, write_libsvm_model_data}
 #include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
+#include "plssvm/detail/logger.hpp"                   // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"      // plssvm::detail::tracking_entry
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
 #include "fmt/chrono.h"                               // format std::chrono types using fmt
@@ -183,14 +184,12 @@ model<T, U>::model(const std::string &filename) {
     alpha_ptr_ = std::make_shared<decltype(alphas)>(std::move(alphas));
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n",
-                                 num_support_vectors_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
+                detail::tracking_entry{ "model_read", "num_support_vectors", num_support_vectors_ },
+                detail::tracking_entry{ "model_read", "num_features", num_features_ },
+                detail::tracking_entry{ "model_read", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "model_read", "filename", filename });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_read", "rho", rho_ }));
 }
 
 template <typename T, typename U>
@@ -205,14 +204,12 @@ void model<T, U>::save(const std::string &filename) const {
     detail::io::write_libsvm_model_data(filename, params_, rho_, *alpha_ptr_, data_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("Write {} support vectors with {} features in {} to the libsvm model file '{}'.",
-                                 num_support_vectors_,
-                                 num_features_,
-                                 std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                                 filename)
-                  << std::endl;
-    }
+    detail::log("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
+                detail::tracking_entry{ "model_write", "num_support_vectors", num_support_vectors_ },
+                detail::tracking_entry{ "model_write", "num_features", num_features_ },
+                detail::tracking_entry{ "model_write", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                detail::tracking_entry{ "model_write", "filename", filename });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_write", "rho", rho_ }));
 }
 
 }  // namespace plssvm
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 41262cdd2..f446d5fdf 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -11,20 +11,25 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_predict.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
 #include "fmt/chrono.h"   // directly print std::chrono literals with fmt
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/format.h"   // fmt::format, fmt::print
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
-#include <chrono>         // std::chrono
+#include <chrono>         // std::chrono::{steady_clock, duration}
 #include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>      // std::exception
+#include <fstream>        // std::ofstream
 #include <iostream>       // std::cerr, std::clog, std::endl
 #include <variant>        // std::visit
 #include <vector>         // std::vector
 
 int main(int argc, char *argv[]) {
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
@@ -38,9 +43,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: prediction\n{}\n\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set
         std::visit([&](auto &&data) {
@@ -62,12 +65,10 @@ int main(int argc, char *argv[]) {
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
                 const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-                if (plssvm::verbose) {
-                    fmt::print("Write {} predictions in {} to the file '{}'.\n",
-                               predicted_labels.size(),
-                               std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time),
-                               cmd_parser.predict_filename);
-                }
+                plssvm::detail::log("Write {} predictions in {} to the file '{}'.\n",
+                                    plssvm::detail::tracking_entry{ "predictions_write", "num_predictions", predicted_labels.size() },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "filename", cmd_parser.predict_filename });
             }
 
             // print achieved accuracy (if possible)
@@ -86,7 +87,8 @@ int main(int argc, char *argv[]) {
                            correct,
                            data.num_data_points());
             }
-        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
+        },
+                   plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
@@ -94,5 +96,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 9f76c3555..af3d2d25e 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -11,24 +11,25 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_scale.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/core.h"  // fmt::print, fmt::format
-
-#include <cstdlib>     // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>   // std::exception
-#include <iostream>    // std::cerr, std::clog, std::endl
-#include <utility>     // std::pair
-#include <variant>     // std::visit
+#include <chrono>     // std::chrono::{steady_clock, duration}
+#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>  // std::exception
+#include <iostream>   // std::cerr, std::clog, std::endl
+#include <utility>    // std::pair
+#include <variant>    // std::visit
 
 int main(int argc, char *argv[]) {
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // create default parameters
         plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: scaling\n{}\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set and scale
         std::visit([&](auto &&data) {
@@ -60,7 +61,8 @@ int main(int argc, char *argv[]) {
             if (!cmd_parser.save_filename.empty() && data.scaling_factors().has_value()) {
                 data.scaling_factors()->get().save(cmd_parser.save_filename);
             }
-        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
+        },
+                   plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
@@ -68,5 +70,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_train.cpp b/src/main_train.cpp
index e93febc90..188606e42 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -11,17 +11,22 @@
 #include "plssvm/core.hpp"
 #include "plssvm/detail/cmd/data_set_variants.hpp"
 #include "plssvm/detail/cmd/parser_train.hpp"
+#include "plssvm/detail/logger.hpp"
+#include "plssvm/detail/performance_tracker.hpp"
 
 #include "fmt/color.h"    // fmt::fg, fmt::color::orange
 #include "fmt/core.h"     // std::format
 #include "fmt/ostream.h"  // use operator<< to output enum class
 
+#include <chrono>         // std::chrono::{steady_clock, duration}
 #include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>      // std::exception
 #include <iostream>       // std::cerr, std::clog, std::endl
 #include <variant>        // std::visit
 
 int main(int argc, char *argv[]) {
+    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
     try {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
@@ -42,9 +47,7 @@ int main(int argc, char *argv[]) {
         }
 
         // output used parameter
-        if (plssvm::verbose) {
-            fmt::print("\ntask: training\n{}\n\n", cmd_parser);
-        }
+        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set
         std::visit([&](auto &&data) {
@@ -54,9 +57,7 @@ int main(int argc, char *argv[]) {
             // create SVM
             std::unique_ptr<plssvm::csvm> svm;
             if (cmd_parser.backend == plssvm::backend_type::sycl) {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params,
-                                        plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type,
-                                        plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
+                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params, plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type, plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
             } else {
                 svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
             }
@@ -67,7 +68,8 @@ int main(int argc, char *argv[]) {
             const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = cmd_parser.epsilon, plssvm::max_iter = cmd_parser.max_iter);
             // save model to file
             model.save(cmd_parser.model_filename);
-        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
+        },
+                   plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
@@ -75,5 +77,10 @@ int main(int argc, char *argv[]) {
         std::cerr << e.what() << std::endl;
         return EXIT_FAILURE;
     }
+
+    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+    PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 490732dc3..6915ed87e 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -16,6 +16,8 @@
 #include "plssvm/backends/CUDA/svm_kernel.cuh"         // plssvm::cuda::detail::{device_kernel_linear, device_kernel_polynomial, device_kernel_rbf}
 #include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"           // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                    // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"       // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"            // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                        // plssvm::parameter, plssvm::detail::parameter
@@ -53,9 +55,9 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing CUDA as backend.") << std::endl;
-    }
+    plssvm::detail::log("\nUsing CUDA as backend.\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::cuda }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_nvidia }));
 
     // update the target platform
     target_ = plssvm::target_platform::gpu_nvidia;
@@ -69,16 +71,14 @@ void csvm::init(const target_platform target) {
         throw backend_exception{ "CUDA backend selected but no CUDA capable devices were found!" };
     }
 
-    if (plssvm::verbose) {
-        // print found CUDA devices
-        std::cout << fmt::format("Found {} CUDA device(s):\n", devices_.size());
-        for (const queue_type &device : devices_) {
-            cudaDeviceProp prop{};
-            cudaGetDeviceProperties(&prop, device);
-            std::cout << fmt::format("  [{}, {}, {}.{}]\n", device, prop.name, prop.major, prop.minor) << std::endl;
-        }
-        std::cout << std::endl;
+    // print found CUDA devices
+    plssvm::detail::log("Found {} CUDA device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    for (const queue_type &device : devices_) {
+        cudaDeviceProp prop{};
+        cudaGetDeviceProperties(&prop, device);
+        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", device, prop.name, prop.major, prop.minor);
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index acb56cfcb..40445796d 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -17,6 +17,8 @@
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 #include "plssvm/detail/assert.hpp"                       // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"              // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                       // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"          // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"               // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                           // plssvm::parameter, plssvm::detail::parameter
@@ -52,9 +54,9 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing HIP as backend.") << std::endl;
-    }
+    plssvm::detail::log("\nUsing HIP as backend.\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::hip }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_amd }));
 
     // update the target platform
     target_ = plssvm::target_platform::gpu_amd;
@@ -68,16 +70,14 @@ void csvm::init(const target_platform target) {
         throw backend_exception{ "HIP backend selected but no HIP capable devices were found!" };
     }
 
-    if (plssvm::verbose) {
-        // print found HIP devices
-        std::cout << fmt::format("Found {} HIP device(s):\n", devices_.size());
-        for (const queue_type &device : devices_) {
-            hipDeviceProp_t prop{};
-            PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, device));
-            std::cout << fmt::format("  [{}, {}, {}.{}]\n", device, prop.name, prop.major, prop.minor);
-        }
-        std::cout << std::endl;
+    // print found HIP devices
+    plssvm::detail::log("Found {} HIP device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        hipDeviceProp_t prop{};
+        PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
+        plssvm::detail::log("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index b22ea1bce..52c9360a6 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -18,6 +18,8 @@
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"            // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                             // plssvm::parameter, plssvm::detail::parameter
@@ -90,13 +92,12 @@ void csvm::init(const target_platform target) {
     }
 
     // print OpenCL info
-    if (verbose) {
-        std::cout << fmt::format("\nUsing OpenCL as backend.\n");
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", target_);
-        }
-        std::cout << std::endl;
+    plssvm::detail::log("\nUsing OpenCL as backend.\n");
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", target_);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
     auto jit_start_time = std::chrono::steady_clock::now();
@@ -107,18 +108,17 @@ void csvm::init(const target_platform target) {
     devices_ = detail::create_command_queues(contexts_, target_, kernel_names);
 
     auto jit_end_time = std::chrono::steady_clock::now();
-    if (verbose) {
-        std::cout << fmt::format("OpenCL kernel JIT compilation done in {}.\n", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time)) << std::endl;
-    }
-
-    if (verbose) {
-        // print found OpenCL devices
-        std::cout << fmt::format("Found {} OpenCL device(s) for the target platform {}:\n", devices_.size(), target_);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
-        }
-        std::cout << std::endl;
+    plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
+                        plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
+
+    // print found OpenCL devices
+    plssvm::detail::log("Found {} OpenCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", target_ });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
     }
+    plssvm::detail::log("\n");
 
     // sanity checks for the number of the float OpenCL kernels
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.size() == 3; }),
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 378a1a893..3a5b424c7 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -15,6 +15,7 @@
 #include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
 #include "plssvm/detail/sha256.hpp"                         // plssvm::detail::sha256
 #include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::extract_first_integer_from_string
 #include "plssvm/detail/string_utility.hpp"                 // plssvm::detail::replace_all, plssvm::detail::to_lower_case, plssvm::detail::contains
@@ -281,9 +282,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
     }
 
     if (use_cached_binaries != caching_status::success) {
-        if (verbose) {
-            std::cout << fmt::format("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries)) << std::endl;
-        }
+        plssvm::detail::log("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries));
 
         // create and build program
         cl_program program = clCreateProgramWithSource(contexts[0], 1, &kernel_src_ptr, nullptr, &err);
@@ -318,18 +317,14 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
             PLSSVM_ASSERT(out.good(), fmt::format("couldn't create binary cache file ({}) for device {}", cache_dir_name / fmt::format("device_{}.bin", i), i));
             out.write(reinterpret_cast<char *>(binaries[i]), binary_sizes[i]);
         }
-        if (verbose) {
-            std::cout << fmt::format("Cached OpenCL kernel binaries in {}.", cache_dir_name) << std::endl;
-        }
+        plssvm::detail::log("Cached OpenCL kernel binaries in {}.", cache_dir_name);
 
         // release resource
         if (program) {
             PLSSVM_OPENCL_ERROR_CHECK(clReleaseProgram(program), "error releasing OpenCL program resources");
         }
     } else {
-        if (verbose) {
-            std::cout << fmt::format("Using cached OpenCL kernel binaries from {}.", cache_dir_name) << std::endl;
-        }
+        plssvm::detail::log("Using cached OpenCL kernel binaries from {}.", cache_dir_name);
 
         const auto common_read_file = [](const std::filesystem::path &file) -> std::pair<unsigned char *, std::size_t> {
             std::ifstream f{ file };
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 55b258e41..4b2a704f6 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -13,7 +13,9 @@
 #include "plssvm/backends/OpenMP/svm_kernel.hpp"  // plssvm::openmp::device_kernel_linear, plssvm::openmp::device_kernel_polynomial, plssvm::openmp::device_kernel_rbf
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
@@ -57,9 +59,9 @@ void csvm::init(const target_platform target) {
         num_omp_threads = omp_get_num_threads();
     }
 
-    if (verbose) {
-        std::cout << fmt::format("\nUsing OpenMP as backend with {} threads.\n\n", num_omp_threads) << std::endl;
-    }
+    plssvm::detail::log("\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::openmp }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::cpu }));
 
     // update the target platform
     target_ = plssvm::target_platform::cpu;
@@ -113,15 +115,13 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     const auto output_iteration_duration = [&]() {
         const std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         const auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        std::cout << fmt::format("Done in {}.", iteration_duration) << std::endl;
+        detail::log("Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        if (verbose) {
-            std::cout << fmt::format("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
-        }
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -150,9 +150,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         delta = transposed{ r } * r;
         // if we are exact enough stop CG iterations
         if (delta <= eps * eps * delta0) {
-            if (verbose) {
-                output_iteration_duration();
-            }
+            output_iteration_duration();
             break;
         }
 
@@ -161,18 +159,14 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         // d = beta * d + r
         d = beta * d + r;
 
-        if (verbose) {
-            output_iteration_duration();
-        }
-    }
-    if (verbose) {
-        std::cout << fmt::format("Finished after {} iterations with a residuum of {} (target: {}) and an average iteration time of {}.",
-                                 std::min(iter + 1, max_iter),
-                                 delta,
-                                 eps * eps * delta0,
-                                 average_iteration_time / std::min(iter + 1, max_iter))
-                  << std::endl;
+        output_iteration_duration();
     }
+    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "residuum", delta },
+                detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 92d57711f..f5c8df55b 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -21,12 +21,14 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                              // plssvm::parameter
 #include "plssvm/target_platforms.hpp"                       // plssvm::target_platform
 
-#include "fmt/core.h"                                        // fmt::print, fmt::format
+#include "fmt/core.h"                                        // fmt::format
 #include "fmt/ostream.h"                                     // can use fmt using operator<< overloads
 #include "sycl/sycl.hpp"                                     // sycl::queue, sycl::range, sycl::nd_range, sycl::handler, sycl::info::device
 
@@ -82,26 +84,29 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", __SYCL_COMPILER_VERSION, invocation_type_);
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", target_);
-        }
+    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+                        plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
+                        plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", target_);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::dpcpp }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", target_) };
     }
 
-    if (plssvm::verbose) {
-        // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), target_);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
-        }
-        std::cout << std::endl;
+    // print found SYCL devices
+    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", target_ });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
@@ -111,7 +116,7 @@ csvm::~csvm() {
             device_synchronize(q);
         }
     } catch (const plssvm::exception &e) {
-        fmt::print("SYCL exception thrown: {}\n", e.what());
+        std::cout << e.what() << std::endl;
         std::terminate();
     }
 }
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 8bb66728e..347099bee 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -21,6 +21,8 @@
 #include "plssvm/constants.hpp"                                // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                   // plssvm::detail::execution_range
+#include "plssvm/detail/logger.hpp"                            // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"               // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                    // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                    // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                                // plssvm::parameter, plssvm::detail::parameter
@@ -91,26 +93,29 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    if (plssvm::verbose) {
-        std::cout << fmt::format("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n", ::hipsycl::sycl::detail::version_string(), invocation_type_);
-        if (target == target_platform::automatic) {
-            std::cout << fmt::format("Using {} as automatic target platform.\n", target_);
-        }
+    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+                        plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
+                        plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
+    if (target == target_platform::automatic) {
+        plssvm::detail::log("Using {} as automatic target platform.\n", target_);
     }
+    plssvm::detail::log("\n");
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::hipsycl }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
         throw backend_exception{ fmt::format("SYCL backend selected but no devices for the target {} were found!", target_) };
     }
 
-    if (plssvm::verbose) {
-        // print found SYCL devices
-        std::cout << fmt::format("Found {} SYCL device(s) for the target platform {}:\n", devices_.size(), target_);
-        for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-            std::cout << fmt::format("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
-        }
-        std::cout << std::endl;
+    // print found SYCL devices
+    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+                        plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
+                        plssvm::detail::tracking_entry{ "backend", "target_platform", target_ });
+    for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
+        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
+    plssvm::detail::log("\n");
 }
 
 csvm::~csvm() {
@@ -119,8 +124,8 @@ csvm::~csvm() {
         for (const queue_type &q : devices_) {
             device_synchronize(q);
         }
-    } catch (const plssvm::exception &e) {
-        fmt::print("SYCL exception thrown: {}\n", e.what());
+    } catch (const std::exception &e) {
+        std::cout << e.what() << std::endl;
         std::terminate();
     }
 }
diff --git a/src/plssvm/detail/layout.cpp b/src/plssvm/detail/layout.cpp
index dbb16a0cb..df452ad68 100644
--- a/src/plssvm/detail/layout.cpp
+++ b/src/plssvm/detail/layout.cpp
@@ -20,9 +20,9 @@ namespace plssvm::detail {
 std::ostream &operator<<(std::ostream &out, const layout_type layout) {
     switch (layout) {
         case layout_type::aos:
-            return out << "Array-of-Structs (AoS)";
+            return out << "Array-of-Structs";
         case layout_type::soa:
-            return out << "Struct-of-Arrays (SoA)";
+            return out << "Struct-of-Arrays";
     }
     return out << "unknown";
 }
diff --git a/tests/detail/layout.cpp b/tests/detail/layout.cpp
index ee466d60f..ca582156c 100644
--- a/tests/detail/layout.cpp
+++ b/tests/detail/layout.cpp
@@ -26,8 +26,8 @@
 // check whether the plssvm::detail::layout_type -> std::string conversions are correct
 TEST(Layout, to_string) {
     // check conversion to std::string
-    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::aos, "Array-of-Structs (AoS)");
-    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::soa, "Struct-of-Arrays (SoA)");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::aos, "Array-of-Structs");
+    EXPECT_CONVERSION_TO_STRING(plssvm::detail::layout_type::soa, "Struct-of-Arrays");
 }
 TEST(Layout, to_string_unknown) {
     // check conversions to std::string from unknown layout_type

From 4f2db6b566e18c6be2bd2454679ee23b96439948 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 30 Jan 2023 16:59:31 +0100
Subject: [PATCH 0902/1010] Update README.

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 70d5bfe5a..a6efeb9ca 100644
--- a/README.md
+++ b/README.md
@@ -187,6 +187,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file 
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:

From e59d4596fc314b28e628a0d61f4dd5354dc95be9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:35:28 +0100
Subject: [PATCH 0903/1010] Add an example script to process the YAML file.
 Update README and required Python3 packages accordingly.

---
 README.md                                     |  2 +-
 install/python_requirements.txt               |  4 ++-
 .../performance_tracker_yaml_parser.py        | 33 +++++++++++++++++++
 3 files changed, 37 insertions(+), 2 deletions(-)
 create mode 100644 utility_scripts/performance_tracker_yaml_parser.py

diff --git a/README.md b/README.md
index a6efeb9ca..fcac73010 100644
--- a/README.md
+++ b/README.md
@@ -187,7 +187,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
-- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file 
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:
diff --git a/install/python_requirements.txt b/install/python_requirements.txt
index 66dc4d9af..215cc3438 100644
--- a/install/python_requirements.txt
+++ b/install/python_requirements.txt
@@ -9,4 +9,6 @@ numpy
 pandas
 arff
 matplotlib
-humanize
\ No newline at end of file
+humanize
+pyyaml
+pint
\ No newline at end of file
diff --git a/utility_scripts/performance_tracker_yaml_parser.py b/utility_scripts/performance_tracker_yaml_parser.py
new file mode 100644
index 000000000..b3da42c72
--- /dev/null
+++ b/utility_scripts/performance_tracker_yaml_parser.py
@@ -0,0 +1,33 @@
+import argparse
+import matplotlib.pyplot as plt
+
+# parse the YAML file
+import yaml
+
+# parse the runtimes given as strings, e.g., '125ms'
+from pint import UnitRegistry
+
+ureg = UnitRegistry()
+ureg.setup_matplotlib(True)
+
+# parse command line arguments
+parser = argparse.ArgumentParser()
+
+parser.add_argument("--tracking_file", help="the YAML file storing the tracked performance", required=True)
+
+args = parser.parse_args()
+
+# read the yaml file
+with open(args.tracking_file) as file:
+    data = list(yaml.safe_load_all(file))
+
+    # plot the total runtimes of training tasks based on the number of data points
+    # NOTE: this example ignores the number of features for an easier plot
+
+    training_data = [d for d in data if d["parameter"]["task"] == "train"]
+    x = [d["data_set_read"]["num_data_points"] for d in training_data]
+    y = [ureg.Quantity(d["total_time"]) for d in training_data]
+
+    # plot the data using matplotlib
+    plt.scatter(x, y)
+    plt.show()

From d53f50b1c411305fb53e18da638f6ec83045a7f6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:45:20 +0100
Subject: [PATCH 0904/1010] Remove TODO.

---
 include/plssvm/constants.hpp | 2 --
 1 file changed, 2 deletions(-)

diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index b6f03d0ac..3b330a1ff 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,8 +15,6 @@
 
 namespace plssvm {
 
-// TODO: replace "verbose" flag with a dedicated logging library?!
-
 /// Per default use a verbose output of all information.
 constexpr bool verbose_default = true;
 /// If `true` use verbose output of information (e.g., runtimes). May be changed by a user.

From 5a990192c153d17254c68bf3372eac91d764e69f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 31 Jan 2023 16:45:29 +0100
Subject: [PATCH 0905/1010] Add dummy test files.

---
 tests/CMakeLists.txt                 |  2 ++
 tests/detail/logger.cpp              | 15 +++++++++++++++
 tests/detail/performance_tracker.cpp | 15 +++++++++++++++
 3 files changed, 32 insertions(+)
 create mode 100644 tests/detail/logger.cpp
 create mode 100644 tests/detail/performance_tracker.cpp

diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 5af4e3920..8d17c1851 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -123,7 +123,9 @@ set(PLSSVM_BASE_TEST_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/detail/assert.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/execution_range.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/layout.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/logger.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/operators.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/sha256.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/string_conversion.cpp
         ${CMAKE_CURRENT_LIST_DIR}/detail/string_utility.cpp
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
new file mode 100644
index 000000000..b5ddd94ac
--- /dev/null
+++ b/tests/detail/logger.cpp
@@ -0,0 +1,15 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the logging function.
+ */
+
+#include "plssvm/detail/logger.hpp"
+
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+
+// TODO: implement tests
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
new file mode 100644
index 000000000..463ce730d
--- /dev/null
+++ b/tests/detail/performance_tracker.cpp
@@ -0,0 +1,15 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ *
+ * @brief Tests for the performance tracker class.
+ */
+
+#include "plssvm/detail/performance_tracker.hpp"
+
+#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+
+// TODO: implement tests
\ No newline at end of file

From 7572da2dae4e465e3736bc9c682b7b126d4e1f22 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Feb 2023 11:21:29 +0100
Subject: [PATCH 0906/1010] Add tests for the logging function.

---
 tests/detail/logger.cpp | 50 +++++++++++++++++++++++++++++++++++++++--
 1 file changed, 48 insertions(+), 2 deletions(-)

diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index b5ddd94ac..efd67ec43 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -10,6 +10,52 @@
 
 #include "plssvm/detail/logger.hpp"
 
-#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+#include "plssvm/constants.hpp"  // plssvm::verbose
 
-// TODO: implement tests
\ No newline at end of file
+#include "../utility.hpp"  // util::redirect_output
+
+#include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
+
+class Logger : public ::testing::Test, public util::redirect_output<> {};
+
+TEST_F(Logger, enabled_logging) {
+    // explicitly enable logging
+    plssvm::verbose = true;
+
+    // log a message
+    plssvm::detail::log("Hello, World!");
+
+    // check captured output
+    EXPECT_EQ(this->get_capture(), "Hello, World!");
+}
+TEST_F(Logger, enabled_logging_with_args) {
+    // explicitly enable logging
+    plssvm::verbose = true;
+
+    // log a message
+    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // check captured output
+    EXPECT_EQ(this->get_capture(), "int: 42, float: 1.5, str: abc");
+}
+
+TEST_F(Logger, disabled_logging) {
+    // explicitly disable logging
+    plssvm::verbose = false;
+
+    // log message
+    plssvm::detail::log("Hello, World!");
+
+    // since logging has been disabled, nothing should have been captured
+    EXPECT_TRUE(this->get_capture().empty());
+}
+TEST_F(Logger, disabled_logging_with_args) {
+    // explicitly disable logging
+    plssvm::verbose = false;
+
+    // log message
+    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // since logging has been disabled, nothing should have been captured
+    EXPECT_TRUE(this->get_capture().empty());
+}
\ No newline at end of file

From 3e50773ced55c436e147f1c10c1b96862642b29d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 10 Feb 2023 14:02:53 +0100
Subject: [PATCH 0907/1010] Split implementation in header an source files.

---
 CMakeLists.txt                                |   1 +
 include/plssvm/detail/performance_tracker.hpp | 175 +++++-------------
 src/plssvm/detail/performance_tracker.cpp     | 152 +++++++++++++++
 tests/detail/performance_tracker.cpp          |  54 +++++-
 4 files changed, 251 insertions(+), 131 deletions(-)
 create mode 100644 src/plssvm/detail/performance_tracker.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index e01eec8b2..db62ca373 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -42,6 +42,7 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/utility.cpp
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 7a2365a08..0b4e4d1be 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -14,39 +14,53 @@
 #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_HPP_
 #pragma once
 
-#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
-#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
-#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
-#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
-#include "plssvm/detail/type_traits.hpp"                 // plssvm::detail::remove_cvref_t
-#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
-#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
-#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+#include "plssvm/detail/cmd/parser_predict.hpp"  // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"    // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/type_traits.hpp"         // plssvm::detail::remove_cvref_t
 
 #include "fmt/chrono.h"   // format std::chrono types
 #include "fmt/core.h"     // fmt::format
 #include "fmt/ostream.h"  // format types with an operator<< overload
 
-#include <fstream>        // std::ofstream
-#include <iostream>       // std::ostream, std::ios_base::app
 #include <string>         // std::string
 #include <string_view>    // std::string_view
 #include <type_traits>    // std::false_type, std::true_type
-#include <unordered_map>  // std::unordered_map
-#include <utility>        // std::move, std::pair
+#include <unordered_map>  // std::unordered_multimap
+#include <utility>        // std::move
 
 namespace plssvm::detail {
 
+/**
+ * @brief A single tracking entry containing a specific category, a unique name, and the actual value to be tracked.
+ * @tparam T the type of the value to be tracked
+ */
 template <typename T>
 struct tracking_entry {
+    /**
+     * @brief Create a new tracking entry.
+     * @param[in] category the category to which this tracking entry belongs; used for grouping in the resulting YAML file
+     * @param[in] name the name of the tracking entry
+     * @param[in] value the tracked value
+     */
     tracking_entry(const std::string_view category, const std::string_view name, const T value) :
         entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
 
+    /// The category to which this tracking entry belongs; used for grouping in the resulting YAML file.
     const std::string entry_category{};
+    /// The name of the tracking entry displayed in the YAML file.
     const std::string_view entry_name{};
+    /// The tracked value in the YAML file.
     const T entry_value{};
 };
 
+/**
+ * @brief Output the tracking @p entry to the given output-stream @p out. Only the tracked value is output **excluding** the category and name.
+ * @tparam T the type of the value tracked in the tracking @p entry
+ * @param[in,out] out the output-stream to write the tracking entry to
+ * @param[in] entry the tracking entry
+ * @return the output-stream
+ */
 template <typename T>
 std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
     return out << fmt::format("{}", entry.entry_value);
@@ -54,15 +68,29 @@ std::ostream &operator<<(std::ostream &out, const tracking_entry<T> &entry) {
 
 namespace impl {
 
+/**
+ * @brief Sets the `value` to `false` since it **isn't** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry : std::false_type {};
+/**
+ * @brief Sets the `value` to `false` since it **is** a tracking entry.
+ */
 template <typename T>
 struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
 
 }  // namespace impl
 
+/**
+ * @brief Check whether @p T is a tracking entry. Ignores all top-level const, volatile, and reference qualifiers.
+ * @tparam T the type to check whether it is a tracking entry or not
+ */
 template <typename T>
 struct is_tracking_entry : impl::is_tracking_entry<detail::remove_cvref_t<T>> {};
+/**
+ * @copydoc plssvm::is_tracking_entry
+ * @details A shorthand for `plssvm::is_tracking_entry::value`.
+ */
 template <typename T>
 constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
 
@@ -98,148 +126,35 @@ class performance_tracker {
      *          Adds quotes around the entry's value
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<std::string> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
-    }
-
+    void add_tracking_entry(const tracking_entry<std::string> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
-                                                                       "  kernel_type:                 {}\n"
-                                                                       "  degree:                      {}\n"
-                                                                       "  gamma:                       {}\n"
-                                                                       "  coef0:                       {}\n"
-                                                                       "  cost:                        {}\n"
-                                                                       "  epsilon:                     {}\n"
-                                                                       "  max_iter:                    {}\n"
-                                                                       "  backend:                     {}\n"
-                                                                       "  target:                      {}\n"
-                                                                       "  sycl_kernel_invocation_type: {}\n"
-                                                                       "  sycl_implementation_type:    {}\n"
-                                                                       "  strings_as_labels:           {}\n"
-                                                                       "  float_as_real_type:          {}\n"
-                                                                       "  input_filename:              \"{}\"\n"
-                                                                       "  model_filename:              \"{}\"\n\n",
-                                                                       entry.entry_value.csvm_params.kernel_type.value(),
-                                                                       entry.entry_value.csvm_params.degree.value(),
-                                                                       entry.entry_value.csvm_params.gamma.value(),
-                                                                       entry.entry_value.csvm_params.coef0.value(),
-                                                                       entry.entry_value.csvm_params.cost.value(),
-                                                                       entry.entry_value.epsilon.value(),
-                                                                       entry.entry_value.max_iter.value(),
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_kernel_invocation_type,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
-                                                                       "  backend:                  {}\n"
-                                                                       "  target:                   {}\n"
-                                                                       "  sycl_implementation_type: {}\n"
-                                                                       "  strings_as_labels:        {}\n"
-                                                                       "  float_as_real_type:       {}\n"
-                                                                       "  input_filename:           \"{}\"\n"
-                                                                       "  model_filename:           \"{}\"\n"
-                                                                       "  predict_filename:         \"{}\"\n\n",
-                                                                       entry.entry_value.backend,
-                                                                       entry.entry_value.target,
-                                                                       entry.entry_value.sycl_implementation_type,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.model_filename,
-                                                                       entry.entry_value.predict_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
-                                                                       "  lower:              {}\n"
-                                                                       "  upper:              {}\n"
-                                                                       "  format:             {}\n"
-                                                                       "  strings_as_labels:  {}\n"
-                                                                       "  float_as_real_type: {}\n"
-                                                                       "  input_filename:     \"{}\"\n"
-                                                                       "  scaled_filename:    \"{}\"\n"
-                                                                       "  save_filename:      \"{}\"\n"
-                                                                       "  restore_filename:   \"{}\"\n\n",
-                                                                       entry.entry_value.lower,
-                                                                       entry.entry_value.upper,
-                                                                       entry.entry_value.format,
-                                                                       entry.entry_value.strings_as_labels,
-                                                                       entry.entry_value.float_as_real_type,
-                                                                       entry.entry_value.input_filename,
-                                                                       entry.entry_value.scaled_filename,
-                                                                       entry.entry_value.save_filename,
-                                                                       entry.entry_value.restore_filename) });
-    }
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
 
     /**
      * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
      * @details Appends all entries at the end of the file creating a new YAML document.
      * @param[in] filename the file to add the performance tracking results to
      */
-    void save(const std::string filename) {
-        // append the current performance statistics to an already existing file if possible
-        std::ofstream out{ filename, std::ios_base::app };
-        PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
-
-        // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
-        out << "---\n";
-
-        // output metadata information
-        out << fmt::format(
-            "meta_data:\n"
-            "  date:                    \"{}\"\n"
-            "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
-            "  commit:                  {}\n"
-            "  version:                 {}\n"
-            "\n",
-            plssvm::detail::current_date_time(),
-            version::detail::target_platforms,
-            version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
-            version::version);
-
-        // output the actual (performance) statistics
-        std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
-        std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
-        for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
-            // get the current group
-            const std::string &group = group_iter->first;
-            // find the range of all entries in the current group
-            const std::pair key_range = tracking_statistics.equal_range(group);
-
-            // output the group name, if it is not the empty string
-            if (!group.empty()) {
-                out << group << ":\n";
-            }
-            // output all performance statistic entries of the current group
-            for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
-                out << fmt::format("{}", entry_iter->second);
-            }
-            out << '\n';
-        }
-    }
+    void save(const std::string &filename);
 
   private:
     /**
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
new file mode 100644
index 000000000..b7b021e9d
--- /dev/null
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -0,0 +1,152 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/performance_tracker.hpp"
+
+#include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
+#include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
+#include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
+
+#include "fmt/chrono.h"   // format std::chrono types
+#include "fmt/core.h"     // fmt::format
+#include "fmt/ostream.h"  // format types with an operator<< overload
+
+#include <fstream>        // std::ofstream
+#include <iostream>       // std::ostream, std::ios_base::app
+#include <string>         // std::string
+#include <unordered_map>  // std::unordered_multimap
+#include <utility>        // std::pair
+
+namespace plssvm::detail {
+
+void performance_tracker::add_tracking_entry(const tracking_entry<std::string> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
+                                                                   "  kernel_type:                 {}\n"
+                                                                   "  degree:                      {}\n"
+                                                                   "  gamma:                       {}\n"
+                                                                   "  coef0:                       {}\n"
+                                                                   "  cost:                        {}\n"
+                                                                   "  epsilon:                     {}\n"
+                                                                   "  max_iter:                    {}\n"
+                                                                   "  backend:                     {}\n"
+                                                                   "  target:                      {}\n"
+                                                                   "  sycl_kernel_invocation_type: {}\n"
+                                                                   "  sycl_implementation_type:    {}\n"
+                                                                   "  strings_as_labels:           {}\n"
+                                                                   "  float_as_real_type:          {}\n"
+                                                                   "  input_filename:              \"{}\"\n"
+                                                                   "  model_filename:              \"{}\"\n\n",
+                                                                   entry.entry_value.csvm_params.kernel_type.value(),
+                                                                   entry.entry_value.csvm_params.degree.value(),
+                                                                   entry.entry_value.csvm_params.gamma.value(),
+                                                                   entry.entry_value.csvm_params.coef0.value(),
+                                                                   entry.entry_value.csvm_params.cost.value(),
+                                                                   entry.entry_value.epsilon.value(),
+                                                                   entry.entry_value.max_iter.value(),
+                                                                   entry.entry_value.backend,
+                                                                   entry.entry_value.target,
+                                                                   entry.entry_value.sycl_kernel_invocation_type,
+                                                                   entry.entry_value.sycl_implementation_type,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.model_filename) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                   "  backend:                  {}\n"
+                                                                   "  target:                   {}\n"
+                                                                   "  sycl_implementation_type: {}\n"
+                                                                   "  strings_as_labels:        {}\n"
+                                                                   "  float_as_real_type:       {}\n"
+                                                                   "  input_filename:           \"{}\"\n"
+                                                                   "  model_filename:           \"{}\"\n"
+                                                                   "  predict_filename:         \"{}\"\n\n",
+                                                                   entry.entry_value.backend,
+                                                                   entry.entry_value.target,
+                                                                   entry.entry_value.sycl_implementation_type,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.model_filename,
+                                                                   entry.entry_value.predict_filename) });
+}
+
+void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
+    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
+                                                                   "  lower:              {}\n"
+                                                                   "  upper:              {}\n"
+                                                                   "  format:             {}\n"
+                                                                   "  strings_as_labels:  {}\n"
+                                                                   "  float_as_real_type: {}\n"
+                                                                   "  input_filename:     \"{}\"\n"
+                                                                   "  scaled_filename:    \"{}\"\n"
+                                                                   "  save_filename:      \"{}\"\n"
+                                                                   "  restore_filename:   \"{}\"\n\n",
+                                                                   entry.entry_value.lower,
+                                                                   entry.entry_value.upper,
+                                                                   entry.entry_value.format,
+                                                                   entry.entry_value.strings_as_labels,
+                                                                   entry.entry_value.float_as_real_type,
+                                                                   entry.entry_value.input_filename,
+                                                                   entry.entry_value.scaled_filename,
+                                                                   entry.entry_value.save_filename,
+                                                                   entry.entry_value.restore_filename) });
+}
+
+void performance_tracker::save(const std::string &filename) {
+    // append the current performance statistics to an already existing file if possible
+    std::ofstream out{ filename, std::ios_base::app };
+    PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
+
+    // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
+    out << "---\n";
+
+    // output metadata information
+    out << fmt::format(
+        "meta_data:\n"
+        "  date:                    \"{}\"\n"
+        "  PLSSVM_TARGET_PLATFORMS: \"{}\"\n"
+        "  commit:                  {}\n"
+        "  version:                 {}\n"
+        "\n",
+        plssvm::detail::current_date_time(),
+        version::detail::target_platforms,
+        version::git_metadata::commit_sha1().empty() ? "unknown" : version::git_metadata::commit_sha1(),
+        version::version);
+
+    // output the actual (performance) statistics
+    std::unordered_multimap<std::string, std::string>::iterator group_iter;  // iterate over all groups
+    std::unordered_multimap<std::string, std::string>::iterator entry_iter;  // iterate over all entries in a specific group
+    for (group_iter = tracking_statistics.begin(); group_iter != tracking_statistics.end(); group_iter = entry_iter) {
+        // get the current group
+        const std::string &group = group_iter->first;
+        // find the range of all entries in the current group
+        const std::pair key_range = tracking_statistics.equal_range(group);
+
+        // output the group name, if it is not the empty string
+        if (!group.empty()) {
+            out << group << ":\n";
+        }
+        // output all performance statistic entries of the current group
+        for (entry_iter = key_range.first; entry_iter != key_range.second; ++entry_iter) {
+            out << fmt::format("{}", entry_iter->second);
+        }
+        out << '\n';
+    }
+}
+}  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 463ce730d..2317f45bc 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -10,6 +10,58 @@
 
 #include "plssvm/detail/performance_tracker.hpp"
 
+#include "../naming.hpp"         // naming::label_type_to_name
+#include "../types_to_test.hpp"  // util::label_type_gtest
+#include "../utility.hpp"        // util::redirect_output
+
+#include "fmt/core.h"     // fmt::format
 #include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
 
-// TODO: implement tests
\ No newline at end of file
+#include <iostream>  // std::cout
+
+template <typename T>
+class TrackingEntry : public ::testing::Test, public util::redirect_output<> {};
+TYPED_TEST_SUITE(TrackingEntry, util::label_type_gtest, naming::label_type_to_name);
+
+TYPED_TEST(TrackingEntry, construct) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // check the values
+    EXPECT_EQ(e.entry_category, "category");
+    EXPECT_EQ(e.entry_name, "name");
+    EXPECT_EQ(e.entry_value, type{});
+}
+
+TYPED_TEST(TrackingEntry, output_operator) {
+    using type = TypeParam;
+
+    // construct a tracking entry
+    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+
+    // output the value
+    std::cout << e;
+
+    // check the output value
+    EXPECT_EQ(this->get_capture(), fmt::format("{}", type{}));
+}
+
+TEST(TrackingEntry, is_tracking_entry) {
+    // check whether the provided type is a tracking entry or not, ignoring any top-level const, reference, and volatile qualifiers
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<int>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<int>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<const int &>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<const int &>>);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<std::string>>::value);
+    EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<std::string>>);
+
+    // the following types are NOT tracking entries
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<int>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<int>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<const int &>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<const int &>);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry<std::string>::value);
+    EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<std::string>);
+}
\ No newline at end of file

From 397ff9cd9add3fe429ba950a3fc5521142510241 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 13:12:27 +0100
Subject: [PATCH 0908/1010] Consistently rename run to iter in CG
 implementations.

---
 include/plssvm/backends/gpu_csvm.hpp | 14 +++++++-------
 src/plssvm/backends/OpenMP/csvm.cpp  |  6 +++---
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 4066a2577..35eef8f7d 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -172,7 +172,7 @@ class gpu_csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges) const;
 
     /**
-     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
+     * @brief Select the correct kernel based on the value of @p kernel_ and iter it on the device denoted by @p device.
      * @param[in] device the device ID denoting the device on which the kernel should be executed
      * @param[in] params the SVM parameter used (e.g., kernel_type)
      * @param[in] q_d subvector of the least-squares matrix equation located on the device(s)
@@ -562,9 +562,9 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         average_iteration_time += iteration_duration;
     };
 
-    unsigned long long run = 0;
-    for (; run < max_iter; ++run) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+    unsigned long long iter = 0;
+    for (; iter < max_iter; ++iter) {
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -589,7 +589,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
             x_d[device].copy_to_device(x, 0, dept);
         }
 
-        if (run % 50 == 49) {
+        if (iter % 50 == 49) {
             #pragma omp parallel for default(none) shared(devices_, r_d, b, q_d, x_d, params, data_d, feature_ranges) firstprivate(QA_cost, dept)
             for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
                 if (device == 0) {
@@ -632,11 +632,11 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
         output_iteration_duration();
     }
     detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
-                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 4b2a704f6..be5dd89ac 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -121,7 +121,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", run + 1, max_iter, delta, eps * eps * delta0);
+        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -162,11 +162,11 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
         output_iteration_duration();
     }
     detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
-                detail::tracking_entry{ "cg", "iterations", std::min(run + 1, max_iter) },
+                detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
-                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(run + 1, max_iter) });
+                detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);

From 77274240ad411aad8e3a0b2045f133e31153a4a6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 13 Feb 2023 17:04:37 +0100
Subject: [PATCH 0909/1010] Fix codacy warning.

---
 include/plssvm/detail/performance_tracker.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 0b4e4d1be..2acea1d74 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -43,7 +43,7 @@ struct tracking_entry {
      * @param[in] name the name of the tracking entry
      * @param[in] value the tracked value
      */
-    tracking_entry(const std::string_view category, const std::string_view name, const T value) :
+    tracking_entry(const std::string_view category, const std::string_view name, T value) :
         entry_category{ category }, entry_name{ name }, entry_value{ std::move(value) } {}
 
     /// The category to which this tracking entry belongs; used for grouping in the resulting YAML file.

From bed145441ee5781ff0e00e11ca2daa36f45743a9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 14 Feb 2023 10:02:46 +0100
Subject: [PATCH 0910/1010] Fix typo.

---
 include/plssvm/backends/gpu_csvm.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 35eef8f7d..ce85013e3 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -172,7 +172,7 @@ class gpu_csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> calculate_w(const std::vector<device_ptr_type<real_type>> &data_d, const std::vector<device_ptr_type<real_type>> &data_last_d, const std::vector<device_ptr_type<real_type>> &alpha_d, std::size_t num_data_points, const std::vector<std::size_t> &feature_ranges) const;
 
     /**
-     * @brief Select the correct kernel based on the value of @p kernel_ and iter it on the device denoted by @p device.
+     * @brief Select the correct kernel based on the value of @p kernel_ and run it on the device denoted by @p device.
      * @param[in] device the device ID denoting the device on which the kernel should be executed
      * @param[in] params the SVM parameter used (e.g., kernel_type)
      * @param[in] q_d subvector of the least-squares matrix equation located on the device(s)
@@ -724,4 +724,4 @@ std::vector<real_type> gpu_csvm<device_ptr_t, queue_t>::predict_values_impl(cons
 
 }  // namespace plssvm::detail
 
-#endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_
\ No newline at end of file
+#endif  // PLSSVM_BACKENDS_GPU_CSVM_HPP_

From 76ed8dc3890228fe756da644c7b2639e500109a4 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:22:38 +0100
Subject: [PATCH 0911/1010] Update csvm.cpp

---
 src/plssvm/backends/OpenCL/csvm.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 52c9360a6..23022fadc 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -90,7 +90,7 @@ void csvm::init(const target_platform target) {
     if (contexts_[0].devices.empty()) {
         throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
-
+fu
     // print OpenCL info
     plssvm::detail::log("\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {
@@ -100,14 +100,14 @@ void csvm::init(const target_platform target) {
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
-    auto jit_start_time = std::chrono::steady_clock::now();
+    const auto jit_start_time = std::chrono::steady_clock::now();
 
     // get kernel names
     const std::vector<std::pair<detail::compute_kernel_name, std::string>> kernel_names = detail::kernel_type_to_function_names(kernel);
     // compile all kernels for float and double
     devices_ = detail::create_command_queues(contexts_, target_, kernel_names);
 
-    auto jit_end_time = std::chrono::steady_clock::now();
+    const auto jit_end_time = std::chrono::steady_clock::now();
     plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
                         plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
 

From f5b8310bd20fbb76e85f7082ff1c21a4940dd07a Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:25:28 +0100
Subject: [PATCH 0912/1010] Update csvm.cpp

---
 src/plssvm/backends/OpenCL/csvm.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index 23022fadc..f511b4ea8 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -90,7 +90,7 @@ void csvm::init(const target_platform target) {
     if (contexts_[0].devices.empty()) {
         throw backend_exception{ fmt::format("OpenCL backend selected but no devices for the target {} were found!", target) };
     }
-fu
+
     // print OpenCL info
     plssvm::detail::log("\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {

From 9585de7c3534c273064cc785aa086f4a0daf84b1 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 21 Feb 2023 15:45:39 +0100
Subject: [PATCH 0913/1010] increase GTest discovery time

---
 cmake/discover_tests_with_death_test_filter.cmake | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/cmake/discover_tests_with_death_test_filter.cmake b/cmake/discover_tests_with_death_test_filter.cmake
index d10b7c895..34b7efd59 100644
--- a/cmake/discover_tests_with_death_test_filter.cmake
+++ b/cmake/discover_tests_with_death_test_filter.cmake
@@ -7,9 +7,9 @@
 function(discover_tests_with_death_test_filter test_executable_name)
     if (PLSSVM_ENABLE_DEATH_TESTS)
         # assertions are enabled -> enable Google death tests
-        gtest_discover_tests(${test_executable_name})
+        gtest_discover_tests(${test_executable_name} PROPERTIES DISCOVERY_TIMEOUT 600)
     else ()
         # assertions are disabled -> disable Google death tests
-        gtest_discover_tests(${test_executable_name} TEST_FILTER -*DeathTest*)
+        gtest_discover_tests(${test_executable_name} TEST_FILTER -*DeathTest* PROPERTIES DISCOVERY_TIMEOUT 600)
     endif ()
 endfunction()
\ No newline at end of file

From b897d8f7033607b5498567ca01501190d42db724 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 15:53:54 +0100
Subject: [PATCH 0914/1010] Add missing comma.

---
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp   | 2 +-
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index f5c8df55b..da4b3ccd6 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -84,7 +84,7 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 347099bee..67d09a4cc 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -93,7 +93,7 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n"
+    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {

From f503bc5f6249ff4a2c95e7bd49fb1f6eb1f25a61 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 2 Mar 2023 16:35:55 +0100
Subject: [PATCH 0915/1010] Move sanity checks from main functions to the
 respective cmd parser functions.

---
 include/plssvm/detail/logger.hpp         |  2 +-
 src/main_predict.cpp                     | 27 +++++--------
 src/main_scale.cpp                       | 11 +++---
 src/main_train.cpp                       | 50 +++++++-----------------
 src/plssvm/detail/cmd/parser_predict.cpp | 11 +++++-
 src/plssvm/detail/cmd/parser_train.cpp   | 17 ++++++++
 6 files changed, 57 insertions(+), 61 deletions(-)

diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index 38d5ae9a5..0ae796de6 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -18,7 +18,7 @@
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 
 #include "fmt/chrono.h"   // format std::chrono types
-#include "fmt/core.h"     // fmt::format
+#include "fmt/format.h"   // fmt::format
 #include "fmt/ostream.h"  // format types with an operator<< overload
 
 #include <iostream>     // std::cout
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index f446d5fdf..3bc6bac11 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -9,15 +9,14 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_predict.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/chrono.h"   // directly print std::chrono literals with fmt
-#include "fmt/color.h"    // fmt::fg, fmt::color::orange
-#include "fmt/format.h"   // fmt::format, fmt::print
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
+
+#include "fmt/os.h"      // fmt::ostream, fmt::output_file
+#include "fmt/format.h"  // fmt::print, fmt::join
 
 #include <chrono>         // std::chrono::{steady_clock, duration}
 #include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
@@ -32,15 +31,7 @@ int main(int argc, char *argv[]) {
 
     try {
         // parse SVM parameter from command line
-        plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
-
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     cmd_parser.sycl_implementation_type)
-                      << std::endl;
-        }
+        const plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
 
         // output used parameter
         plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
@@ -53,7 +44,7 @@ int main(int argc, char *argv[]) {
             // create model
             const plssvm::model<real_type, label_type> model{ cmd_parser.model_filename };
             // create default csvm
-            auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
+            const auto svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target);
             // predict labels
             const std::vector<label_type> predicted_labels = svm->predict(model, data);
 
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index af3d2d25e..485e2fda4 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -9,10 +9,11 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_scale.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
+
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
@@ -26,7 +27,7 @@ int main(int argc, char *argv[]) {
 
     try {
         // create default parameters
-        plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
+        const plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
         plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 188606e42..ba7ca38a4 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -9,20 +9,17 @@
  */
 
 #include "plssvm/core.hpp"
-#include "plssvm/detail/cmd/data_set_variants.hpp"
-#include "plssvm/detail/cmd/parser_train.hpp"
-#include "plssvm/detail/logger.hpp"
-#include "plssvm/detail/performance_tracker.hpp"
 
-#include "fmt/color.h"    // fmt::fg, fmt::color::orange
-#include "fmt/core.h"     // std::format
-#include "fmt/ostream.h"  // use operator<< to output enum class
+#include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
+#include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_PERFORMANCE_TRACKER_SAVE
 
-#include <chrono>         // std::chrono::{steady_clock, duration}
-#include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>      // std::exception
-#include <iostream>       // std::cerr, std::clog, std::endl
-#include <variant>        // std::visit
+#include <chrono>                                   // std::chrono::{steady_clock, duration}
+#include <cstdlib>                                  // EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>                                // std::exception
+#include <iostream>                                 // std::cerr, std::clog, std::endl
+#include <variant>                                  // std::visit
 
 int main(int argc, char *argv[]) {
     const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
@@ -31,23 +28,8 @@ int main(int argc, char *argv[]) {
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
 
-        // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_kernel_invocation_type != plssvm::sycl::kernel_invocation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
-                                     cmd_parser.sycl_kernel_invocation_type)
-                      << std::endl;
-        }
-        // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
-        if (cmd_parser.backend != plssvm::backend_type::sycl && cmd_parser.sycl_implementation_type != plssvm::sycl::implementation_type::automatic) {
-            std::clog << fmt::format(fmt::fg(fmt::color::orange),
-                                     "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
-                                     cmd_parser.sycl_implementation_type)
-                      << std::endl;
-        }
-
         // output used parameter
-        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set
         std::visit([&](auto &&data) {
@@ -55,12 +37,9 @@ int main(int argc, char *argv[]) {
             using label_type = typename std::remove_reference_t<decltype(data)>::label_type;
 
             // create SVM
-            std::unique_ptr<plssvm::csvm> svm;
-            if (cmd_parser.backend == plssvm::backend_type::sycl) {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params, plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type, plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type);
-            } else {
-                svm = plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
-            }
+            const std::unique_ptr<plssvm::csvm> svm = (cmd_parser.backend == plssvm::backend_type::sycl) ? plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params, plssvm::sycl_implementation_type = cmd_parser.sycl_implementation_type, plssvm::sycl_kernel_invocation_type = cmd_parser.sycl_kernel_invocation_type)
+                                                                                                         : plssvm::make_csvm(cmd_parser.backend, cmd_parser.target, cmd_parser.csvm_params);
+
             // learn model
             if (cmd_parser.max_iter.is_default()) {
                 cmd_parser.max_iter = data.num_data_points();
@@ -68,8 +47,7 @@ int main(int argc, char *argv[]) {
             const plssvm::model<real_type, label_type> model = svm->fit(data, plssvm::epsilon = cmd_parser.epsilon, plssvm::max_iter = cmd_parser.max_iter);
             // save model to file
             model.save(cmd_parser.model_filename);
-        },
-                   plssvm::detail::cmd::data_set_factory(cmd_parser));
+        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index 34426aaf5..ca4703c7b 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -16,13 +16,14 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"                                   // cxxopts::{Options, value, ParseResult}
+#include "fmt/color.h"                                   // fmt::fg, fmt::color::orange
 #include "fmt/core.h"                                    // fmt::format, fmt::join
 #include "fmt/ostream.h"                                 // can use fmt using operator<< overloads
 
 #include <cstdlib>                                       // std::exit, EXIT_SUCCESS, EXIT_FAILURE
 #include <exception>                                     // std::exception
 #include <filesystem>                                    // std::filesystem::path
-#include <iostream>                                      // std::cout, std::cerr, std::endl
+#include <iostream>                                      // std::cout, std::cerr, std::clog, std::endl
 
 namespace plssvm::detail::cmd {
 
@@ -95,6 +96,14 @@ parser_predict::parser_predict(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     // parse SYCL implementation used in the SYCL backend
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+
+    // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_implementation_type != sycl::implementation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                 sycl_implementation_type)
+                  << std::endl;
+    }
 #endif
 
     // parse whether strings should be used as labels
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 7658890e9..4e3c3ba00 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -21,6 +21,7 @@
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"                                   // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
+#include "fmt/color.h"                                   // fmt::fg, fmt::color::orange
 #include "fmt/core.h"                                    // ffmt::format, fmt::join
 #include "fmt/ostream.h"                                 // can use fmt using operator<< overloads
 
@@ -158,8 +159,24 @@ parser_train::parser_train(int argc, char **argv) {
     // parse kernel invocation type when using SYCL as backend
     sycl_kernel_invocation_type = result["sycl_kernel_invocation_type"].as<decltype(sycl_kernel_invocation_type)>();
 
+    // warn if kernel invocation type nd_range or hierarchical are explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_kernel_invocation_type != sycl::kernel_invocation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL kernel invocation type but the current backend isn't SYCL; ignoring --sycl_kernel_invocation_type={}",
+                                 sycl_kernel_invocation_type)
+                  << std::endl;
+    }
+
     // parse SYCL implementation used in the SYCL backend
     sycl_implementation_type = result["sycl_implementation_type"].as<decltype(sycl_implementation_type)>();
+
+    // warn if a SYCL implementation type is explicitly set but SYCL isn't the current backend
+    if (backend != backend_type::sycl && sycl_implementation_type != sycl::implementation_type::automatic) {
+        std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                 "WARNING: explicitly set a SYCL implementation type but the current backend isn't SYCL; ignoring --sycl_implementation_type={}",
+                                 sycl_implementation_type)
+                  << std::endl;
+    }
 #endif
 
     // parse whether strings should be used as labels

From 0099c76a12905286bbdc173b2ec44534d968e962 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 3 Mar 2023 14:53:11 +0100
Subject: [PATCH 0916/1010] Add support for different verbosity levels (WIP) to
 be more LIBSVM conformant.

---
 CMakeLists.txt                                |  1 +
 include/plssvm/backends/gpu_csvm.hpp          | 14 +++-
 include/plssvm/constants.hpp                  |  5 --
 include/plssvm/csvm.hpp                       |  5 +-
 include/plssvm/data_set.hpp                   | 14 ++--
 .../plssvm/detail/io/libsvm_model_parsing.hpp |  6 +-
 include/plssvm/detail/layout.hpp              |  5 +-
 include/plssvm/detail/logger.hpp              | 67 +++++++++++++++--
 include/plssvm/model.hpp                      |  8 +-
 src/main_predict.cpp                          | 24 +++---
 src/main_scale.cpp                            |  8 +-
 src/main_train.cpp                            | 10 ++-
 src/plssvm/backends/CUDA/csvm.cu              | 14 ++--
 src/plssvm/backends/HIP/csvm.hip.cpp          | 14 ++--
 src/plssvm/backends/OpenCL/csvm.cpp           | 21 ++++--
 src/plssvm/backends/OpenCL/detail/utility.cpp | 11 ++-
 src/plssvm/backends/OpenMP/csvm.cpp           | 30 +++++---
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       | 18 +++--
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     | 34 +++++----
 src/plssvm/detail/cmd/parser_predict.cpp      | 23 +++++-
 src/plssvm/detail/cmd/parser_scale.cpp        | 22 +++++-
 src/plssvm/detail/cmd/parser_train.cpp        | 22 +++++-
 src/plssvm/detail/logger.cpp                  | 75 +++++++++++++++++++
 tests/detail/cmd/parser_predict.cpp           |  7 +-
 tests/detail/cmd/parser_scale.cpp             |  7 +-
 tests/detail/cmd/parser_train.cpp             |  7 +-
 tests/detail/logger.cpp                       | 18 +++--
 27 files changed, 365 insertions(+), 125 deletions(-)
 create mode 100644 src/plssvm/detail/logger.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index db62ca373..2edd9735e 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -42,6 +42,7 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/io/file_reader.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/execution_range.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/layout.cpp
+        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/logger.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/performance_tracker.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/sha256.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/detail/string_utility.cpp
diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index ce85013e3..e091beef1 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -13,10 +13,11 @@
 #define PLSSVM_BACKENDS_GPU_CSVM_HPP_
 #pragma once
 
+#include "plssvm/constants.hpp"                   // plssvm::{THREAD_BLOCK_SIZE, INTERNAL_BLOCK_SIZE}
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/execution_range.hpp"      // plssvm::detail::execution_range
 #include "plssvm/detail/layout.hpp"               // plssvm::detail::{transform_to_layout, layout_type}
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 #include "plssvm/parameter.hpp"                   // plssvm::parameter
 
@@ -558,13 +559,15 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     const auto output_iteration_duration = [&]() {
         const auto iteration_end_time = std::chrono::steady_clock::now();
         const auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        detail::log("Done in {}.\n", iteration_duration);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * r (q = A * d)
@@ -631,12 +634,15 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
 
         output_iteration_duration();
     }
-    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
+    detail::log(verbosity_level::libsvm,
+                "optimization finished, #iter = {}\n", std::min(iter + 1, max_iter));
 
     // calculate bias
     std::vector<real_type> alpha(x.begin(), x.begin() + dept);
diff --git a/include/plssvm/constants.hpp b/include/plssvm/constants.hpp
index 3b330a1ff..a3f05a6bb 100644
--- a/include/plssvm/constants.hpp
+++ b/include/plssvm/constants.hpp
@@ -15,11 +15,6 @@
 
 namespace plssvm {
 
-/// Per default use a verbose output of all information.
-constexpr bool verbose_default = true;
-/// If `true` use verbose output of information (e.g., runtimes). May be changed by a user.
-inline bool verbose = verbose_default;
-
 /// Integer type used inside kernels.
 using kernel_index_type = int;  // TODO: remove and replace by backend specific type?
 
diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index b45a77b6b..13fbe4123 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -15,7 +15,7 @@
 
 #include "plssvm/data_set.hpp"                    // plssvm::data_set
 #include "plssvm/default_value.hpp"               // plssvm::default_value, plssvm::default_init
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/operators.hpp"            // plssvm::operators::sign
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::performance_tracker
 #include "plssvm/detail/type_traits.hpp"          // PLSSVM_REQUIRES, plssvm::detail::remove_cvref_t
@@ -315,7 +315,8 @@ model<real_type, label_type> csvm::fit(const data_set<real_type, label_type> &da
     std::tie(*csvm_model.alpha_ptr_, csvm_model.rho_) = solve_system_of_linear_equations(static_cast<detail::parameter<real_type>>(params), data.data(), *data.y_ptr_, epsilon_val.value(), max_iter_val.value());
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Solved minimization problem (r = b - Ax) using the Conjugate Gradient (CG) methode in {}.\n\n",
                 detail::tracking_entry{ "cg", "total_runtime", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     return csvm_model;
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index b21c8c22f..f046f647c 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -17,7 +17,7 @@
 #include "plssvm/detail/io/file_reader.hpp"              // plssvm::detail::io::file_reader
 #include "plssvm/detail/io/libsvm_parsing.hpp"           // plssvm::detail::io::{read_arff_data, write_arff_data}
 #include "plssvm/detail/io/scaling_factors_parsing.hpp"  // plssvm::detail::io::{parse_scaling_factors, read_scaling_factors}
-#include "plssvm/detail/logger.hpp"                      // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                      // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"         // plssvm::detail::tracking_entry
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::ends_with
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::contains
@@ -368,7 +368,8 @@ void data_set<T, U>::scaling::save(const std::string &filename) const {
     detail::io::write_scaling_factors(filename, scaling_interval, scaling_factors);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Write {} scaling factors in {} to the file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Write {} scaling factors in {} to the file '{}'.\n",
                 detail::tracking_entry{ "scaling_factors_write", "num_scaling_factors", scaling_factors.size() },
                 detail::tracking_entry{ "scaling_factors_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
                 detail::tracking_entry{ "scaling_factors_write", "filename", filename });
@@ -593,7 +594,8 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Write {} data points with {} features in {} to the {} file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Write {} data points with {} features in {} to the {} file '{}'.\n",
                 detail::tracking_entry{ "data_set_write", "num_data_points", num_data_points_ },
                 detail::tracking_entry{ "data_set_write", "num_features", num_features_ },
                 detail::tracking_entry{ "data_set_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
@@ -707,7 +709,8 @@ void data_set<T, U>::scale() {
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Scaled the data set to the range [{}, {}] in {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Scaled the data set to the range [{}, {}] in {}.\n",
                 detail::tracking_entry{ "data_set_scale", "lower", lower },
                 detail::tracking_entry{ "data_set_scale", "upper", upper },
                 detail::tracking_entry{ "data_set_scale", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
@@ -760,7 +763,8 @@ void data_set<T, U>::read_file(const std::string &filename, file_format_type for
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Read {} data points with {} features in {} using the {} parser from file '{}'.\n",
                 detail::tracking_entry{ "data_set_read", "num_data_points", num_data_points_ },
                 detail::tracking_entry{ "data_set_read", "num_features", num_features_ },
                 detail::tracking_entry{ "data_set_read", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
diff --git a/include/plssvm/detail/io/libsvm_model_parsing.hpp b/include/plssvm/detail/io/libsvm_model_parsing.hpp
index 0811a1777..6abe3545b 100644
--- a/include/plssvm/detail/io/libsvm_model_parsing.hpp
+++ b/include/plssvm/detail/io/libsvm_model_parsing.hpp
@@ -15,6 +15,7 @@
 
 #include "plssvm/data_set.hpp"        // plssvm::data_set
 #include "plssvm/detail/assert.hpp"   // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"   // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::current_date_time
 #include "plssvm/parameter.hpp"       // plssvm::parameter
 
@@ -27,7 +28,6 @@
 
 #include <algorithm>    // std::min, std::fill
 #include <cstddef>      // std::size_t
-#include <iostream>     // std::cout
 #include <map>          // std::map
 #include <memory>       // std::unique_ptr
 #include <numeric>      // std::accumulate
@@ -333,8 +333,8 @@ template <typename real_type, typename label_type>
                               rho);
 
     // print model header
-    std::cout << '\n'
-              << out_string << '\n';
+    detail::log(verbosity_level::full | verbosity_level::libsvm,
+                "\n{}\n", out_string);
     // write model header to file
     out.print("{}", out_string);
 
diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 3114106d9..5404c26a6 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -14,7 +14,7 @@
 #pragma once
 
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT, PLSSVM_ASSERT_ENABLED
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 
 #include "fmt/chrono.h"              // format std::chrono types
@@ -140,7 +140,8 @@ template <typename real_type>
     }
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Transformed dataset from 2D to 1D {} in {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Transformed dataset from 2D to 1D {} in {}.\n",
                 detail::tracking_entry{ "transform", "layout", layout },
                 detail::tracking_entry{ "transform", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index 0ae796de6..b74e90f09 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -14,7 +14,6 @@
 #define PLSSVM_DETAIL_LOGGER_HPP_
 #pragma once
 
-#include "plssvm/constants.hpp"                   // plssvm::verbose
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 
 #include "fmt/chrono.h"   // format std::chrono types
@@ -25,20 +24,74 @@
 #include <string_view>  // std::string_view
 #include <utility>      // std::forward
 
-namespace plssvm::detail {
+namespace plssvm {
+
+/**
+ * @brief Enum class for all possible verbosity levels.
+ */
+enum class verbosity_level {
+    /** Nothing is logged to the standard output. */
+    quiet = 0b000,
+    /** Log the same messages as LIBSVM (used for better LIBSVM conformity). */
+    libsvm = 0b001,
+    /** Log all messages related to timing information. */
+    timing = 0b010,
+    /** Log all messages. */
+    full = 0b100
+};
+
+/// The verbosity level used in the logging function. My be changed by the user.
+inline verbosity_level verbosity = verbosity_level::full;
+
+/**
+ * @brief Output the @p verb to the given output-stream @p out.
+ * @param[in,out] out the output-stream to write the backend type to
+ * @param[in] verb the verbosity level
+ * @return the output-stream
+ */
+std::ostream &operator<<(std::ostream &out, verbosity_level verb);
+
+/**
+ * @brief Use the input-stream @p in to initialize the @p verb level.
+ * @param[in,out] in input-stream to extract the backend type from
+ * @param[in] verb the verbosity level
+ * @return the input-stream
+ */
+std::istream &operator>>(std::istream &in, verbosity_level &verb);
+
+/**
+ * @brief Bitwise-or to set multiple verbosity levels at once for a logging message.
+ * @param[in] lhs the first verbosity level
+ * @param[in] rhs the second verbosity level
+ * @return the logical-or of the two verbosity levels (`[[nodiscard]]`)
+ */
+[[nodiscard]] verbosity_level operator|(verbosity_level lhs, verbosity_level rhs);
+
+/**
+ * @brief Bitwise-and to check verbosity levels for a logging message.
+ * @param[in] lhs the first verbosity level
+ * @param[in] rhs the second verbosity level
+ * @return the logical-and of the two verbosity levels (`[[nodiscard]]`)
+ */
+[[nodiscard]] verbosity_level operator&(verbosity_level lhs, verbosity_level rhs);
+
+namespace detail {
 
 /**
  * @breif Output the message @p msg filling the {fmt} like placeholders with @p args to the standard output stream.
  * @details If a value in @p Args is of type plssvm::detail::tracking_entry and performance tracking is enabled,
  *          this is also added to the plssvm::detail::performance_tracker.
+ *          Only logs the message if the verbosity level matches the `plssvm::verbosity` level.
  * @tparam Args the types of the placeholder values
+ * @param[in] verb the verbosity level of the message to log; must match the `plssvm::verbosity` level to log the message
  * @param[in] msg the message to print on the standard output stream if requested (i.e., plssvm::verbose is `true`)
  * @param[in] args the values to fill the {fmt}-like placeholders in @p msg
  */
 template <typename... Args>
-void log(const std::string_view msg, Args &&...args) {
-    // output message only if the verbose flag is set to true
-    if (verbose) {
+void log(const verbosity_level verb, const std::string_view msg, Args &&...args) {
+    // if the verbosity level is quiet, nothing is logged
+    // otherwise verb must contain the bit-flag set by plssvm::verbosity
+    if (verbosity != verbosity_level::quiet && (verb & verbosity) != verbosity_level::quiet) {
         std::cout << fmt::format(msg, args...);
     }
 
@@ -51,6 +104,8 @@ void log(const std::string_view msg, Args &&...args) {
      ...);
 }
 
-}  // namespace plssvm::detail
+}  // namespace detail
+
+}  // namespace plssvm
 
 #endif  // PLSSVM_DETAIL_LOGGER_HPP_
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 8802d2bba..0eab33f36 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -17,7 +17,7 @@
 #include "plssvm/detail/assert.hpp"                   // PLSSVM_ASSERT
 #include "plssvm/detail/io/libsvm_model_parsing.hpp"  // plssvm::detail::io::{parse_libsvm_model_header, write_libsvm_model_data}
 #include "plssvm/detail/io/libsvm_parsing.hpp"        // plssvm::detail::io::parse_libsvm_data
-#include "plssvm/detail/logger.hpp"                   // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                   // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"      // plssvm::detail::tracking_entry
 #include "plssvm/parameter.hpp"                       // plssvm::parameter
 
@@ -184,7 +184,8 @@ model<T, U>::model(const std::string &filename) {
     alpha_ptr_ = std::make_shared<decltype(alphas)>(std::move(alphas));
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Read {} support vectors with {} features in {} using the libsvm model parser from file '{}'.\n\n",
                 detail::tracking_entry{ "model_read", "num_support_vectors", num_support_vectors_ },
                 detail::tracking_entry{ "model_read", "num_features", num_features_ },
                 detail::tracking_entry{ "model_read", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
@@ -204,7 +205,8 @@ void model<T, U>::save(const std::string &filename) const {
     detail::io::write_libsvm_model_data(filename, params_, rho_, *alpha_ptr_, data_);
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-    detail::log("Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Write {} support vectors with {} features in {} to the libsvm model file '{}'.\n",
                 detail::tracking_entry{ "model_write", "num_support_vectors", num_support_vectors_ },
                 detail::tracking_entry{ "model_write", "num_features", num_features_ },
                 detail::tracking_entry{ "model_write", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 3bc6bac11..35a09afdd 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -12,11 +12,11 @@
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
-#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
-#include "fmt/os.h"      // fmt::ostream, fmt::output_file
 #include "fmt/format.h"  // fmt::print, fmt::join
+#include "fmt/os.h"      // fmt::ostream, fmt::output_file
 
 #include <chrono>         // std::chrono::{steady_clock, duration}
 #include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
@@ -34,7 +34,9 @@ int main(int argc, char *argv[]) {
         const plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
 
         // output used parameter
-        plssvm::detail::log("\ntask: prediction\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+        plssvm::detail::log(plssvm::verbosity_level::full,
+                            "\ntask: prediction\n{}\n",
+                            plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set
         std::visit([&](auto &&data) {
@@ -56,7 +58,8 @@ int main(int argc, char *argv[]) {
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
                 const std::chrono::time_point end_time = std::chrono::steady_clock::now();
-                plssvm::detail::log("Write {} predictions in {} to the file '{}'.\n",
+                plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                                    "Write {} predictions in {} to the file '{}'.\n",
                                     plssvm::detail::tracking_entry{ "predictions_write", "num_predictions", predicted_labels.size() },
                                     plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
                                     plssvm::detail::tracking_entry{ "predictions_write", "filename", cmd_parser.predict_filename });
@@ -73,10 +76,11 @@ int main(int argc, char *argv[]) {
                     }
                 }
                 // print accuracy
-                fmt::print("Accuracy = {}% ({}/{}) (classification)\n",
-                           static_cast<real_type>(correct) / static_cast<real_type>(data.num_data_points()) * real_type{ 100 },
-                           correct,
-                           data.num_data_points());
+                plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm,
+                                    "Accuracy = {}% ({}/{}) (classification)\n",
+                                    static_cast<real_type>(correct) / static_cast<real_type>(data.num_data_points()) * real_type{ 100 },
+                                    correct,
+                                    data.num_data_points());
             }
         },
                    plssvm::detail::cmd::data_set_factory(cmd_parser));
@@ -89,7 +93,9 @@ int main(int argc, char *argv[]) {
     }
 
     const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+    plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                        "\nTotal runtime: {}\n",
+                        plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 485e2fda4..d25b6157c 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -12,7 +12,7 @@
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
-#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
@@ -30,7 +30,8 @@ int main(int argc, char *argv[]) {
         const plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
-        plssvm::detail::log("\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+        plssvm::detail::log(plssvm::verbosity_level::full,
+                            "\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
 
         // create data set and scale
         std::visit([&](auto &&data) {
@@ -73,7 +74,8 @@ int main(int argc, char *argv[]) {
     }
 
     const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+    plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                        "\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index ba7ca38a4..e547cdad9 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -12,7 +12,7 @@
 
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
-#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_PERFORMANCE_TRACKER_SAVE
 
 #include <chrono>                                   // std::chrono::{steady_clock, duration}
@@ -29,7 +29,9 @@ int main(int argc, char *argv[]) {
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
 
         // output used parameter
-        plssvm::detail::log("\ntask: training\n{}\n\n\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
+        plssvm::detail::log(plssvm::verbosity_level::full,
+                            "\ntask: training\n{}\n\n\n",
+                            plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set
         std::visit([&](auto &&data) {
@@ -57,7 +59,9 @@ int main(int argc, char *argv[]) {
     }
 
     const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+    plssvm::detail::log(plssvm::verbosity_level::full,
+                        "\nTotal runtime: {}\n",
+                        plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
     PLSSVM_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 6915ed87e..0cf52c5d9 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -16,7 +16,7 @@
 #include "plssvm/backends/CUDA/svm_kernel.cuh"         // plssvm::cuda::detail::{device_kernel_linear, device_kernel_polynomial, device_kernel_rbf}
 #include "plssvm/detail/assert.hpp"                    // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"           // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                    // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                    // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"       // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"            // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"            // plssvm::kernel_function_type
@@ -55,7 +55,8 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    plssvm::detail::log("\nUsing CUDA as backend.\n");
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing CUDA as backend.\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::cuda }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_nvidia }));
 
@@ -72,13 +73,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found CUDA devices
-    plssvm::detail::log("Found {} CUDA device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} CUDA device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
     for (const queue_type &device : devices_) {
         cudaDeviceProp prop{};
         cudaGetDeviceProperties(&prop, device);
-        plssvm::detail::log("  [{}, {}, {}.{}]\n\n", device, prop.name, prop.major, prop.minor);
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}, {}.{}]\n\n", device, prop.name, prop.major, prop.minor);
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 40445796d..7fa15aacf 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -17,7 +17,7 @@
 #include "plssvm/backends/gpu_csvm.hpp"                   // plssvm::detail::gpu_csvm
 #include "plssvm/detail/assert.hpp"                       // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"              // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                       // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                       // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"          // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"               // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"               // plssvm::kernel_function_type
@@ -54,7 +54,8 @@ void csvm::init(const target_platform target) {
 #endif
     }
 
-    plssvm::detail::log("\nUsing HIP as backend.\n");
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing HIP as backend.\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::hip }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_amd }));
 
@@ -71,13 +72,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found HIP devices
-    plssvm::detail::log("Found {} HIP device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} HIP device(s):\n", plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
         hipDeviceProp_t prop{};
         PLSSVM_HIP_ERROR_CHECK(hipGetDeviceProperties(&prop, devices_[device]));
-        plssvm::detail::log("  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}, {}.{}]\n", devices_[device], prop.name, prop.major, prop.minor);
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index f511b4ea8..dda39b1f9 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -18,7 +18,7 @@
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                         // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"            // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                 // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                 // plssvm::kernel_function_type
@@ -92,11 +92,12 @@ void csvm::init(const target_platform target) {
     }
 
     // print OpenCL info
-    plssvm::detail::log("\nUsing OpenCL as backend.\n");
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing OpenCL as backend.\n");
     if (target == target_platform::automatic) {
-        plssvm::detail::log("Using {} as automatic target platform.\n", target_);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using {} as automatic target platform.\n", target_);
     }
-    plssvm::detail::log("\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
@@ -108,17 +109,21 @@ void csvm::init(const target_platform target) {
     devices_ = detail::create_command_queues(contexts_, target_, kernel_names);
 
     const auto jit_end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log("OpenCL kernel JIT compilation done in {}.\n",
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\nOpenCL kernel JIT compilation done in {}.\n",
                         plssvm::detail::tracking_entry{ "backend", "jit_compilation_time", std::chrono::duration_cast<std::chrono::milliseconds>(jit_end_time - jit_start_time) });
 
     // print found OpenCL devices
-    plssvm::detail::log("Found {} OpenCL device(s) for the target platform {}:\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} OpenCL device(s) for the target platform {}:\n",
                         plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
                         plssvm::detail::tracking_entry{ "backend", "target_platform", target_ });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        plssvm::detail::log("  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}]\n", device, detail::get_device_name(devices_[device]));
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 
     // sanity checks for the number of the float OpenCL kernels
     PLSSVM_ASSERT(std::all_of(devices_.begin(), devices_.end(), [](const queue_type &queue) { return queue.float_kernels.size() == 3; }),
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 3a5b424c7..6dfc5a5c3 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -15,7 +15,7 @@
 #include "plssvm/backends/OpenCL/exceptions.hpp"            // plssvm::opencl::backend_exception
 #include "plssvm/constants.hpp"                             // plssvm::kernel_index_type, plssvm::kernel_index_type, plssvm::THREAD_BLOCK_SIZE, plssvm::INTERNAL_BLOCK_SIZE
 #include "plssvm/detail/arithmetic_type_name.hpp"           // plssvm::detail::arithmetic_type_name
-#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                         // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/sha256.hpp"                         // plssvm::detail::sha256
 #include "plssvm/detail/string_conversion.hpp"              // plssvm::detail::extract_first_integer_from_string
 #include "plssvm/detail/string_utility.hpp"                 // plssvm::detail::replace_all, plssvm::detail::to_lower_case, plssvm::detail::contains
@@ -282,7 +282,8 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
     }
 
     if (use_cached_binaries != caching_status::success) {
-        plssvm::detail::log("Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries));
+        plssvm::detail::log(verbosity_level::full,
+                            "Building OpenCL kernels from source (reason: {}).", caching_status_to_string(use_cached_binaries));
 
         // create and build program
         cl_program program = clCreateProgramWithSource(contexts[0], 1, &kernel_src_ptr, nullptr, &err);
@@ -317,14 +318,16 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
             PLSSVM_ASSERT(out.good(), fmt::format("couldn't create binary cache file ({}) for device {}", cache_dir_name / fmt::format("device_{}.bin", i), i));
             out.write(reinterpret_cast<char *>(binaries[i]), binary_sizes[i]);
         }
-        plssvm::detail::log("Cached OpenCL kernel binaries in {}.", cache_dir_name);
+        plssvm::detail::log(verbosity_level::full,
+                            "Cached OpenCL kernel binaries in {}.", cache_dir_name);
 
         // release resource
         if (program) {
             PLSSVM_OPENCL_ERROR_CHECK(clReleaseProgram(program), "error releasing OpenCL program resources");
         }
     } else {
-        plssvm::detail::log("Using cached OpenCL kernel binaries from {}.", cache_dir_name);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using cached OpenCL kernel binaries from {}.", cache_dir_name);
 
         const auto common_read_file = [](const std::filesystem::path &file) -> std::pair<unsigned char *, std::size_t> {
             std::ifstream f{ file };
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index be5dd89ac..f40374dd4 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/backends/OpenMP/svm_kernel.hpp"  // plssvm::openmp::device_kernel_linear, plssvm::openmp::device_kernel_polynomial, plssvm::openmp::device_kernel_rbf
 #include "plssvm/csvm.hpp"                        // plssvm::csvm
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
-#include "plssvm/detail/logger.hpp"               // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
@@ -53,13 +53,14 @@ void csvm::init(const target_platform target) {
 
     // get the number of used OpenMP threads
     int num_omp_threads = 0;
-    #pragma omp parallel default(none) shared(num_omp_threads)
+#pragma omp parallel default(none) shared(num_omp_threads)
     {
-        #pragma omp master
+#pragma omp master
         num_omp_threads = omp_get_num_threads();
     }
 
-    plssvm::detail::log("\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::openmp }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::cpu }));
 
@@ -115,13 +116,15 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     const auto output_iteration_duration = [&]() {
         const std::chrono::time_point iteration_end_time = std::chrono::steady_clock::now();
         const auto iteration_duration = std::chrono::duration_cast<std::chrono::milliseconds>(iteration_end_time - iteration_start_time);
-        detail::log("Done in {}.\n", iteration_duration);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Done in {}.\n", iteration_duration);
         average_iteration_time += iteration_duration;
     };
 
     unsigned long long iter = 0;
     for (; iter < max_iter; ++iter) {
-        detail::log("Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
+        detail::log(verbosity_level::full | verbosity_level::timing,
+                    "Start Iteration {} (max: {}) with current residuum {} (target: {}). ", iter + 1, max_iter, delta, eps * eps * delta0);
         iteration_start_time = std::chrono::steady_clock::now();
 
         // Ad = A * d (q = A * d)
@@ -161,12 +164,15 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
 
         output_iteration_duration();
     }
-    detail::log("Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
+    detail::log(verbosity_level::full | verbosity_level::timing,
+                "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
+    detail::log(verbosity_level::libsvm,
+                "optimization finished, #iter = {}\n", std::min(iter + 1, max_iter));
 
     // calculate bias
     const real_type bias = b_back_value + QA_cost * sum(alpha) - (transposed{ q } * alpha);
@@ -199,7 +205,7 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
         w = calculate_w(support_vectors, alpha);
     }
 
-    #pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
+#pragma omp parallel for default(none) shared(predict_points, support_vectors, alpha, w, params, out)
     for (typename std::vector<std::vector<real_type>>::size_type point_index = 0; point_index < predict_points.size(); ++point_index) {
         switch (params.kernel_type) {
             case kernel_function_type::linear:
@@ -208,7 +214,7 @@ std::vector<real_type> csvm::predict_values_impl(const detail::parameter<real_ty
             case kernel_function_type::polynomial:
             case kernel_function_type::rbf: {
                 real_type temp{ 0.0 };
-                #pragma omp simd reduction(+ : temp)
+#pragma omp simd reduction(+ : temp)
                 for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < support_vectors.size(); ++data_index) {
                     temp += alpha[data_index] * kernel_function(support_vectors[data_index], predict_points[point_index], params);
                 }
@@ -259,11 +265,11 @@ std::vector<real_type> csvm::calculate_w(const std::vector<std::vector<real_type
     // create w vector and fill with zeros
     std::vector<real_type> w(num_features, real_type{ 0.0 });
 
-    // calculate the w vector
-    #pragma omp parallel for default(none) shared(support_vectors, alpha, w) firstprivate(num_features, num_data_points)
+// calculate the w vector
+#pragma omp parallel for default(none) shared(support_vectors, alpha, w) firstprivate(num_features, num_data_points)
     for (typename std::vector<real_type>::size_type feature_index = 0; feature_index < num_features; ++feature_index) {
         real_type temp{ 0.0 };
-        #pragma omp simd reduction(+ : temp)
+#pragma omp simd reduction(+ : temp)
         for (typename std::vector<std::vector<real_type>>::size_type data_index = 0; data_index < num_data_points; ++data_index) {
             temp = std::fma(alpha[data_index], support_vectors[data_index][feature_index], temp);
         }
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index da4b3ccd6..9383e7ca4 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -21,7 +21,7 @@
 #include "plssvm/constants.hpp"                              // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                          // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                 // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                          // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"             // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                  // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                  // plssvm::kernel_type
@@ -84,13 +84,14 @@ void csvm::init(const target_platform target) {
         invocation_type_ = sycl::kernel_invocation_type::nd_range;
     }
 
-    plssvm::detail::log("\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing DPC++ ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", __SYCL_COMPILER_VERSION },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {
-        plssvm::detail::log("Using {} as automatic target platform.\n", target_);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using {} as automatic target platform.\n", target_);
     }
-    plssvm::detail::log("\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::dpcpp }));
 
@@ -100,13 +101,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found SYCL devices
-    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "\nFound {} SYCL device(s) for the target platform {}:\n",
                         plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
                         plssvm::detail::tracking_entry{ "backend", "target_platform", target_ });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 67d09a4cc..2a3d8ba88 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -21,22 +21,22 @@
 #include "plssvm/constants.hpp"                                // plssvm::kernel_index_type
 #include "plssvm/detail/assert.hpp"                            // PLSSVM_ASSERT
 #include "plssvm/detail/execution_range.hpp"                   // plssvm::detail::execution_range
-#include "plssvm/detail/logger.hpp"                            // plssvm::detail::log
+#include "plssvm/detail/logger.hpp"                            // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/performance_tracker.hpp"               // plssvm::detail::tracking_entry
 #include "plssvm/exceptions/exceptions.hpp"                    // plssvm::exception
 #include "plssvm/kernel_function_types.hpp"                    // plssvm::kernel_type
 #include "plssvm/parameter.hpp"                                // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"                         // plssvm::target_platform
 
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // can use fmt using operator<< overloads
-#include "sycl/sycl.hpp"  // ::sycl::range, ::sycl::nd_range, ::sycl::handler, ::sycl::info::device
+#include "fmt/core.h"                                          // fmt::format
+#include "fmt/ostream.h"                                       // can use fmt using operator<< overloads
+#include "sycl/sycl.hpp"                                       // ::sycl::range, ::sycl::nd_range, ::sycl::handler, ::sycl::info::device
 
-#include <cstddef>        // std::size_t
-#include <exception>      // std::terminate
-#include <iostream>       // std::cout, std::endl
-#include <tuple>          // std::tie
-#include <vector>         // std::vector
+#include <cstddef>                                             // std::size_t
+#include <exception>                                           // std::terminate
+#include <iostream>                                            // std::cout, std::endl
+#include <tuple>                                               // std::tie
+#include <vector>                                              // std::vector
 
 namespace plssvm::hipsycl {
 
@@ -93,13 +93,14 @@ void csvm::init(const target_platform target) {
         }
     }
 
-    plssvm::detail::log("\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "\nUsing hipSYCL ({}) as SYCL backend with the kernel invocation type \"{}\" for the svm_kernel.\n",
                         plssvm::detail::tracking_entry{ "backend", "version", ::hipsycl::sycl::detail::version_string() },
                         plssvm::detail::tracking_entry{ "backend", "sycl_kernel_invocation_type", invocation_type_ });
     if (target == target_platform::automatic) {
-        plssvm::detail::log("Using {} as automatic target platform.\n", target_);
+        plssvm::detail::log(verbosity_level::full,
+                            "Using {} as automatic target platform.\n", target_);
     }
-    plssvm::detail::log("\n");
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
     PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::hipsycl }));
 
@@ -109,13 +110,16 @@ void csvm::init(const target_platform target) {
     }
 
     // print found SYCL devices
-    plssvm::detail::log("Found {} SYCL device(s) for the target platform {}:\n",
+    plssvm::detail::log(verbosity_level::full,
+                        "Found {} SYCL device(s) for the target platform {}:\n",
                         plssvm::detail::tracking_entry{ "backend", "num_devices", devices_.size() },
                         plssvm::detail::tracking_entry{ "backend", "target_platform", target_ });
     for (typename std::vector<queue_type>::size_type device = 0; device < devices_.size(); ++device) {
-        plssvm::detail::log("  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
+        plssvm::detail::log(verbosity_level::full,
+                            "  [{}, {}]\n", device, devices_[device].impl->sycl_queue.get_device().template get_info<::sycl::info::device::name>());
     }
-    plssvm::detail::log("\n");
+    plssvm::detail::log(verbosity_level::full | verbosity_level::timing,
+                        "\n");
 }
 
 csvm::~csvm() {
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index ca4703c7b..f9cf36694 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -10,8 +10,8 @@
 
 #include "plssvm/backend_types.hpp"                      // plssvm::list_available_backends
 #include "plssvm/backends/SYCL/implementation_type.hpp"  // plssvm::sycl::list_available_sycl_implementations
-#include "plssvm/constants.hpp"                          // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"                      // plssvm::verbosity
 #include "plssvm/target_platforms.hpp"                   // plssvm::list_available_target_platforms
 #include "plssvm/version/version.hpp"                    // plssvm::version::detail::get_version_info
 
@@ -49,7 +49,8 @@ parser_predict::parser_predict(int argc, char **argv) {
 #endif
             ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
             ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !verbose_default)))
+            ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("v,version", "print version information", cxxopts::value<bool>())
             ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -113,7 +114,23 @@ parser_predict::parser_predict(int argc, char **argv) {
     float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
     // parse whether output is quiet or not
-    plssvm::verbose = !result["quiet"].as<bool>();
+    const bool quiet = result["quiet"].as<bool>();
+
+    // -q/--quiet has precedence over --verbosity
+    if (result["verbosity"].count()) {
+        const verbosity_level verb = result["verbosity"].as<verbosity_level>();
+        if (quiet && verb != verbosity_level::quiet) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set the -q/--quiet flag, but the provided verbosity level isn't \"quiet\"; setting --verbosity={} to --verbosity=quiet",
+                                     verb)
+                      << std::endl;
+            verbosity = verbosity_level::quiet;
+        } else {
+            verbosity = verb;
+        }
+    } else if (quiet) {
+        verbosity = verbosity_level::quiet;
+    }
 
     // parse test data filename
     if (!result.count("test")) {
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index f1a96406a..fe31805e1 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -10,6 +10,7 @@
 
 #include "plssvm/constants.hpp"        // plssvm::verbose_default, plssvm::verbose
 #include "plssvm/detail/assert.hpp"    // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"    // plssvm::verbosity
 #include "plssvm/version/version.hpp"  // plssvm::version::detail::get_version_info
 
 #include "cxxopts.hpp"                 // cxxopts::{Options, value, ParseResult}
@@ -45,7 +46,8 @@ parser_scale::parser_scale(int argc, char **argv) {
            ("r,restore_filename", "the file from which previous scaling factors should be loaded", cxxopts::value<decltype(restore_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !plssvm::verbose_default)))
+           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
@@ -105,7 +107,23 @@ parser_scale::parser_scale(int argc, char **argv) {
     float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
     // parse whether output is quiet or not
-    plssvm::verbose = !result["quiet"].as<bool>();
+    const bool quiet = result["quiet"].as<bool>();
+
+    // -q/--quiet has precedence over --verbosity
+    if (result["verbosity"].count()) {
+        const verbosity_level verb = result["verbosity"].as<verbosity_level>();
+        if (quiet && verb != verbosity_level::quiet) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set the -q/--quiet flag, but the provided verbosity level isn't \"quiet\"; setting --verbosity={} to --verbosity=quiet",
+                                     verb)
+                      << std::endl;
+            verbosity = verbosity_level::quiet;
+        } else {
+            verbosity = verb;
+        }
+    } else if (quiet) {
+        verbosity = verbosity_level::quiet;
+    }
 
     // parse input data filename
     if (!result.count("input")) {
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index 4e3c3ba00..dad741191 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -14,6 +14,7 @@
 #include "plssvm/default_value.hpp"                      // plssvm::default_value
 #include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
+#include "plssvm/detail/logger.hpp"                      // plssvm::verbosity
 #include "plssvm/detail/string_utility.hpp"              // plssvm::detail::as_lower_case
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::to_underlying
 #include "plssvm/kernel_function_types.hpp"              // plssvm::kernel_type_to_math_string
@@ -61,7 +62,8 @@ parser_train::parser_train(int argc, char **argv) {
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(fmt::format("{}", !verbose_default)))
+           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -186,7 +188,23 @@ parser_train::parser_train(int argc, char **argv) {
     float_as_real_type = result["use_float_as_real_type"].as<decltype(float_as_real_type)>();
 
     // parse whether output is quiet or not
-    plssvm::verbose = !result["quiet"].as<bool>();
+    const bool quiet = result["quiet"].as<bool>();
+
+    // -q/--quiet has precedence over --verbosity
+    if (result["verbosity"].count()) {
+        const verbosity_level verb = result["verbosity"].as<verbosity_level>();
+        if (quiet && verb != verbosity_level::quiet) {
+            std::clog << fmt::format(fmt::fg(fmt::color::orange),
+                                     "WARNING: explicitly set the -q/--quiet flag, but the provided verbosity level isn't \"quiet\"; setting --verbosity={} to --verbosity=quiet",
+                                     verb)
+                      << std::endl;
+            verbosity = verbosity_level::quiet;
+        } else {
+            verbosity = verb;
+        }
+    } else if (quiet) {
+        verbosity = verbosity_level::quiet;
+    }
 
     // parse input data filename
     if (!result.count("input")) {
diff --git a/src/plssvm/detail/logger.cpp b/src/plssvm/detail/logger.cpp
new file mode 100644
index 000000000..54a0e54df
--- /dev/null
+++ b/src/plssvm/detail/logger.cpp
@@ -0,0 +1,75 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/logger.hpp"
+
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+#include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
+
+#include "fmt/format.h"  // fmt::format, fmt::join
+
+#include <ios>      // std::ios::failbit
+#include <istream>  // std::istream
+#include <ostream>  // std::ostream
+#include <string>   // std::string
+#include <vector>   // std::vector
+
+namespace plssvm {
+
+std::ostream &operator<<(std::ostream &out, const verbosity_level verb) {
+    if (verb == verbosity_level::quiet) {
+        return out << "quiet";
+    }
+
+    std::vector<std::string_view> level_names;
+
+    // check bit-flags
+    if ((verb & verbosity_level::libsvm) != verbosity_level::quiet) {
+        level_names.push_back("libsvm");
+    }
+    if ((verb & verbosity_level::timing) != verbosity_level::quiet) {
+        level_names.push_back("timing");
+    }
+    if ((verb & verbosity_level::full) != verbosity_level::quiet) {
+        level_names.push_back("full");
+    }
+
+    if (level_names.empty()) {
+        return out << "unknown";
+    } else {
+        return out << fmt::format("{}", fmt::join(level_names, " & "));
+    }
+}
+
+std::istream &operator>>(std::istream &in, verbosity_level &verb) {
+    std::string str;
+    in >> str;
+    detail::to_lower_case(str);
+
+    if (str == "full") {
+        verb = verbosity_level::full;
+    } else if (str == "timing") {
+        verb = verbosity_level::timing;
+    } else if (str == "libsvm") {
+        verb = verbosity_level::libsvm;
+    } else if (str == "quiet") {
+        verb = verbosity_level::quiet;
+    } else {
+        in.setstate(std::ios::failbit);
+    }
+    return in;
+}
+
+verbosity_level operator|(const verbosity_level lhs, const verbosity_level rhs) {
+    return static_cast<verbosity_level>(detail::to_underlying(lhs) | detail::to_underlying(rhs));
+}
+verbosity_level operator&(const verbosity_level lhs, const verbosity_level rhs) {
+    return static_cast<verbosity_level>(detail::to_underlying(lhs) & detail::to_underlying(rhs));
+}
+
+}  // namespace plssvm
\ No newline at end of file
diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 5d01224f0..5ca6499fd 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -9,8 +9,7 @@
  */
 
 #include "plssvm/detail/cmd/parser_predict.hpp"
-
-#include "plssvm/constants.hpp"          // plssvm::verbose
+#include "plssvm/detail/logger.hpp"
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
@@ -26,6 +25,8 @@
 #include <string>                        // std::string
 #include <tuple>                         // std::tuple
 
+// TODO: new tests for verbosity_level
+
 class ParserPredict : public util::ParameterBase {};
 class ParserPredictDeathTest : public util::ParameterBase {};
 
@@ -215,7 +216,7 @@ TEST_P(ParserPredictQuiet, parsing) {
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(plssvm::verbose, flag.empty());
+    EXPECT_EQ(plssvm::verbosity, flag.empty() ? plssvm::verbosity_level::full : plssvm::verbosity_level::quiet);
 }
 INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserPredictQuiet>);
 
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index d3dc2a468..ddb2dceda 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -9,8 +9,7 @@
  */
 
 #include "plssvm/detail/cmd/parser_scale.hpp"
-
-#include "plssvm/constants.hpp"          // plssvm::verbose
+#include "plssvm/detail/logger.hpp"
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
@@ -26,6 +25,8 @@
 #include <string>                        // std::string
 #include <tuple>                         // std::tuple
 
+// TODO: new tests for verbosity_level
+
 class ParserScale : public util::ParameterBase {};
 class ParserScaleDeathTest : public util::ParameterBase {};
 
@@ -237,7 +238,7 @@ TEST_P(ParserScaleQuiet, parsing) {
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(plssvm::verbose, flag.empty());
+    EXPECT_EQ(plssvm::verbosity, flag.empty() ? plssvm::verbosity_level::full : plssvm::verbosity_level::quiet);
 }
 INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserScaleQuiet>);
 
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 948b5d3af..fe0fe9552 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -9,8 +9,7 @@
  */
 
 #include "plssvm/detail/cmd/parser_train.hpp"
-
-#include "plssvm/constants.hpp"          // plssvm::verbose
+#include "plssvm/detail/logger.hpp"
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
@@ -27,6 +26,8 @@
 #include <string>                        // std::string
 #include <tuple>                         // std::tuple
 
+// TODO: new tests for verbosity_level
+
 class ParserTrain : public util::ParameterBase {};
 class ParserTrainDeathTest : public util::ParameterBase {};
 
@@ -418,7 +419,7 @@ TEST_P(ParserTrainQuiet, parsing) {
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
-    EXPECT_EQ(plssvm::verbose, flag.empty());
+    EXPECT_EQ(plssvm::verbosity, flag.empty() ? plssvm::verbosity_level::full : plssvm::verbosity_level::quiet);
 }
 INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserTrainQuiet>);
 
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index efd67ec43..b71b67196 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -16,24 +16,26 @@
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
 
+// TODO: new tests for verbosity_level
+
 class Logger : public ::testing::Test, public util::redirect_output<> {};
 
 TEST_F(Logger, enabled_logging) {
     // explicitly enable logging
-    plssvm::verbose = true;
+    plssvm::verbosity = plssvm::verbosity_level::full;
 
     // log a message
-    plssvm::detail::log("Hello, World!");
+    plssvm::detail::log(plssvm::verbosity_level::full, "Hello, World!");
 
     // check captured output
     EXPECT_EQ(this->get_capture(), "Hello, World!");
 }
 TEST_F(Logger, enabled_logging_with_args) {
     // explicitly enable logging
-    plssvm::verbose = true;
+    plssvm::verbosity = plssvm::verbosity_level::full;
 
     // log a message
-    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+    plssvm::detail::log(plssvm::verbosity_level::full, "int: {}, float: {}, str: {}", 42, 1.5, "abc");
 
     // check captured output
     EXPECT_EQ(this->get_capture(), "int: 42, float: 1.5, str: abc");
@@ -41,20 +43,20 @@ TEST_F(Logger, enabled_logging_with_args) {
 
 TEST_F(Logger, disabled_logging) {
     // explicitly disable logging
-    plssvm::verbose = false;
+    plssvm::verbosity = plssvm::verbosity_level::quiet;
 
     // log message
-    plssvm::detail::log("Hello, World!");
+    plssvm::detail::log(plssvm::verbosity_level::full, "Hello, World!");
 
     // since logging has been disabled, nothing should have been captured
     EXPECT_TRUE(this->get_capture().empty());
 }
 TEST_F(Logger, disabled_logging_with_args) {
     // explicitly disable logging
-    plssvm::verbose = false;
+    plssvm::verbosity = plssvm::verbosity_level::quiet;
 
     // log message
-    plssvm::detail::log("int: {}, float: {}, str: {}", 42, 1.5, "abc");
+    plssvm::detail::log(plssvm::verbosity_level::full, "int: {}, float: {}, str: {}", 42, 1.5, "abc");
 
     // since logging has been disabled, nothing should have been captured
     EXPECT_TRUE(this->get_capture().empty());

From b26c87405c4f639868893bd50d18130f215903cb Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:14:45 +0100
Subject: [PATCH 0917/1010] Update main_scale.cpp

---
 src/main_scale.cpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index d25b6157c..c47bc728d 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -63,8 +63,7 @@ int main(int argc, char *argv[]) {
             if (!cmd_parser.save_filename.empty() && data.scaling_factors().has_value()) {
                 data.scaling_factors()->get().save(cmd_parser.save_filename);
             }
-        },
-                   plssvm::detail::cmd::data_set_factory(cmd_parser));
+        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;

From 82aa692b9583985d5c40f561cd6f158a3d527174 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Tue, 21 Feb 2023 15:16:18 +0100
Subject: [PATCH 0918/1010] Update main_predict.cpp

---
 src/main_predict.cpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 35a09afdd..46eedac08 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -82,8 +82,7 @@ int main(int argc, char *argv[]) {
                                     correct,
                                     data.num_data_points());
             }
-        },
-                   plssvm::detail::cmd::data_set_factory(cmd_parser));
+        }, plssvm::detail::cmd::data_set_factory(cmd_parser));
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;

From 56d8ab132e31336d4cde5a5e4b3c9780b70c6c5c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:13:55 +0100
Subject: [PATCH 0919/1010] Remove duplicated test case.

---
 tests/backend_types.cpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/backend_types.cpp b/tests/backend_types.cpp
index fb60e1979..62bceeb10 100644
--- a/tests/backend_types.cpp
+++ b/tests/backend_types.cpp
@@ -29,7 +29,6 @@
 TEST(BackendType, to_string) {
     // check conversions to std::string
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::automatic, "automatic");
-    EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::automatic, "automatic");
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::openmp, "openmp");
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::cuda, "cuda");
     EXPECT_CONVERSION_TO_STRING(plssvm::backend_type::hip, "hip");

From 1a69eb8e5939bada5a0d3be35b643636baef0dbf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:14:03 +0100
Subject: [PATCH 0920/1010] Add missing include.

---
 tests/detail/cmd/parser_predict.cpp | 2 ++
 tests/detail/cmd/parser_scale.cpp   | 2 ++
 tests/detail/cmd/parser_train.cpp   | 2 ++
 3 files changed, 6 insertions(+)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 5ca6499fd..9e4454148 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -11,6 +11,8 @@
 #include "plssvm/detail/cmd/parser_predict.hpp"
 #include "plssvm/detail/logger.hpp"
 
+#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index ddb2dceda..28451f8ab 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -11,6 +11,8 @@
 #include "plssvm/detail/cmd/parser_scale.hpp"
 #include "plssvm/detail/logger.hpp"
 
+#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index fe0fe9552..04b5a4e42 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -11,6 +11,8 @@
 #include "plssvm/detail/cmd/parser_train.hpp"
 #include "plssvm/detail/logger.hpp"
 
+#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
 #include "../../utility.hpp"             // util::convert_from_string

From a2187a62f3eb570b31bbe77de44befd8c4b8a5ee Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:14:24 +0100
Subject: [PATCH 0921/1010] Add tests for the verbosity_level enum class.

---
 src/plssvm/detail/logger.cpp |  2 +-
 tests/detail/logger.cpp      | 70 ++++++++++++++++++++++++++++++++++++
 2 files changed, 71 insertions(+), 1 deletion(-)

diff --git a/src/plssvm/detail/logger.cpp b/src/plssvm/detail/logger.cpp
index 54a0e54df..6c1637341 100644
--- a/src/plssvm/detail/logger.cpp
+++ b/src/plssvm/detail/logger.cpp
@@ -42,7 +42,7 @@ std::ostream &operator<<(std::ostream &out, const verbosity_level verb) {
     if (level_names.empty()) {
         return out << "unknown";
     } else {
-        return out << fmt::format("{}", fmt::join(level_names, " & "));
+        return out << fmt::format("{}", fmt::join(level_names, " | "));
     }
 }
 
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index b71b67196..57b634060 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -11,13 +11,83 @@
 #include "plssvm/detail/logger.hpp"
 
 #include "plssvm/constants.hpp"  // plssvm::verbose
+#include "plssvm/detail/utility.hpp"  // plssvm::detail::to_underlying
 
+#include "../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
 #include "../utility.hpp"  // util::redirect_output
 
 #include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
 
+#include <sstream>  // std::istringstream
+
 // TODO: new tests for verbosity_level
 
+// check whether the plssvm::verbosity_level values are power of twos
+TEST(VerbosityLevel, values) {
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::quiet), 0b000);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::libsvm), 0b001);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::timing), 0b010);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full), 0b100);
+}
+// check whether the plssvm::verbosity_level -> std::string conversions are correct
+TEST(VerbosityLevel, to_string) {
+    // check conversions to std::string
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::quiet, "quiet");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::libsvm, "libsvm");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::timing, "timing");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full, "full");
+}
+TEST(VerbosityLevel, to_string_concatenation) {
+    // check conversion to std::string for multiple values
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full | plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm,
+                                "libsvm | timing | full");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                                "timing | full");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm,
+                                "libsvm | full");
+    EXPECT_CONVERSION_TO_STRING(plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm,
+                                "libsvm | timing");
+}
+TEST(VerbosityLevel, to_string_unknown) {
+    // check conversions to std::string from unknown backend_type
+    EXPECT_CONVERSION_TO_STRING(static_cast<plssvm::verbosity_level>(0b1000), "unknown");
+}
+
+// check whether the std::string -> plssvm::verbosity_level conversions are correct
+TEST(VerbosityLevel, from_string) {
+    // check conversion from std::string
+    EXPECT_CONVERSION_FROM_STRING("quiet", plssvm::verbosity_level::quiet);
+    EXPECT_CONVERSION_FROM_STRING("QUIET", plssvm::verbosity_level::quiet);
+    EXPECT_CONVERSION_FROM_STRING("libsvm", plssvm::verbosity_level::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("LIBSVM", plssvm::verbosity_level::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("timing", plssvm::verbosity_level::timing);
+    EXPECT_CONVERSION_FROM_STRING("TIMING", plssvm::verbosity_level::timing);
+    EXPECT_CONVERSION_FROM_STRING("full", plssvm::verbosity_level::full);
+    EXPECT_CONVERSION_FROM_STRING("FULL", plssvm::verbosity_level::full);
+}
+TEST(VerbosityLevel, from_string_unknown) {
+    // foo isn't a valid backend_type
+    std::istringstream input{ "foo" };
+    plssvm::verbosity_level verb;
+    input >> verb;
+    EXPECT_TRUE(input.fail());
+}
+
+TEST(VerbosityLevel, bitwise_or) {
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full | plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm), 0b111);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full | plssvm::verbosity_level::timing), 0b110);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm), 0b101);
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm), 0b011);
+}
+TEST(VerbosityLevel, bitwise_and) {
+    EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full & plssvm::verbosity_level::full), 0b100);
+    const plssvm::verbosity_level verb = plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm;
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::quiet), 0b000);
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::libsvm), 0b001);
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::timing), 0b000);
+    EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::full), 0b100);
+}
+
 class Logger : public ::testing::Test, public util::redirect_output<> {};
 
 TEST_F(Logger, enabled_logging) {

From 3fe51eebae5563d015950984b10853b194f95eae Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:21:13 +0100
Subject: [PATCH 0922/1010] Add additional test case.

---
 tests/detail/logger.cpp | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index 57b634060..2c1af1fe7 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -130,4 +130,16 @@ TEST_F(Logger, disabled_logging_with_args) {
 
     // since logging has been disabled, nothing should have been captured
     EXPECT_TRUE(this->get_capture().empty());
+}
+
+TEST_F(Logger, mismatching_verbosity_level) {
+    // set verbosity_level to libsvm
+    plssvm::verbosity = plssvm::verbosity_level::libsvm;
+
+    // log message with full
+    plssvm::detail::log(plssvm::verbosity_level::full, "Hello, World!");
+    plssvm::detail::log(plssvm::verbosity_level::full, "int: {}, float: {}, str: {}", 42, 1.5, "abc");
+
+    // there should not be any output
+    EXPECT_TRUE(this->get_capture().empty());
 }
\ No newline at end of file

From 9e69ddbde194845af881605f4590745af1624033 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:44:43 +0100
Subject: [PATCH 0923/1010] Add cmd tests for the new verbosity flag.

---
 tests/detail/cmd/parser_predict.cpp | 31 +++++++++++++-----
 tests/detail/cmd/parser_scale.cpp   | 40 +++++++++++++++-------
 tests/detail/cmd/parser_train.cpp   | 51 +++++++++++++++++++----------
 3 files changed, 84 insertions(+), 38 deletions(-)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 9e4454148..f184aebd0 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -27,8 +27,6 @@
 #include <string>                        // std::string
 #include <tuple>                         // std::tuple
 
-// TODO: new tests for verbosity_level
-
 class ParserPredict : public util::ParameterBase {};
 class ParserPredictDeathTest : public util::ParameterBase {};
 
@@ -121,7 +119,7 @@ TEST_P(ParserPredictBackend, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, value, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -140,7 +138,7 @@ TEST_P(ParserPredictTargetPlatform, parsing) {
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, value, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -161,7 +159,7 @@ TEST_P(ParserPredictSYCLImplementation, parsing) {
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}={}", flag, value), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, value, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -210,11 +208,28 @@ INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictUseFloatAsRealType, ::testi
                 naming::pretty_print_parameter_flag_and_value<ParserPredictUseFloatAsRealType>);
 // clang-format on
 
+class ParserPredictVerbosity : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserPredictVerbosity, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm", "data.libsvm.model" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(fmt::format("{}", plssvm::verbosity), value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserPredictVerbosity, ::testing::Combine(
+                ::testing::Values("--verbosity"),
+                ::testing::Values("quiet", "libsvm", "timing", "full")),
+                naming::pretty_print_parameter_flag_and_value<ParserPredictVerbosity>);
+// clang-format on
+
 class ParserPredictQuiet : public ParserPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserPredictQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag), "data.libsvm", "data.libsvm.model" });
+    this->CreateCMDArgs({ "./plssvm-predict", flag, "data.libsvm", "data.libsvm.model" });
     // create parameter object
     const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
     // test for correctness
@@ -226,7 +241,7 @@ class ParserPredictHelp : public ParserPredict, public ::testing::WithParamInter
 TEST_P(ParserPredictHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-predict", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -236,7 +251,7 @@ class ParserPredictVersion : public ParserPredict, public ::testing::WithParamIn
 TEST_P(ParserPredictVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-predict", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-predict", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_predict{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 28451f8ab..f3145127c 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -27,8 +27,6 @@
 #include <string>                        // std::string
 #include <tuple>                         // std::tuple
 
-// TODO: new tests for verbosity_level
-
 class ParserScale : public util::ParameterBase {};
 class ParserScaleDeathTest : public util::ParameterBase {};
 
@@ -73,7 +71,7 @@ TEST_F(ParserScale, minimal_output) {
 
 TEST_F(ParserScale, all_arguments) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "data.libsvm", "data.libsvm.scaled" });
+    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "full", "data.libsvm", "data.libsvm.scaled" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -88,10 +86,11 @@ TEST_F(ParserScale, all_arguments) {
     EXPECT_EQ(parser.scaled_filename, "data.libsvm.scaled");
     EXPECT_EQ(parser.save_filename, "data.libsvm.save");
     EXPECT_EQ(parser.restore_filename, "");
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::full);
 }
 TEST_F(ParserScale, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "data.libsvm", "data.libsvm.scaled" });
+    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "full", "data.libsvm", "data.libsvm.scaled" });
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -115,7 +114,7 @@ class ParserScaleLower : public ParserScale, public ::testing::WithParamInterfac
 TEST_P(ParserScaleLower, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -132,7 +131,7 @@ class ParserScaleUpper : public ParserScale, public ::testing::WithParamInterfac
 TEST_P(ParserScaleUpper, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, fmt::format("{}", value), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -151,7 +150,7 @@ TEST_P(ParserScaleFileFormat, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::file_format_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -168,7 +167,7 @@ class ParserScaleSaveFilename : public ParserScale, public ::testing::WithParamI
 TEST_P(ParserScaleSaveFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -185,7 +184,7 @@ class ParserScaleRestoreFilename : public ParserScale, public ::testing::WithPar
 TEST_P(ParserScaleRestoreFilename, parsing) {
     const auto &[flag, value] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -232,11 +231,28 @@ INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleUseFloatAsRealType, ::testing::
                 naming::pretty_print_parameter_flag_and_value<ParserScaleUseFloatAsRealType>);
 // clang-format on
 
+class ParserScaleVerbosity : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserScaleVerbosity, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(fmt::format("{}", plssvm::verbosity), value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleVerbosity, ::testing::Combine(
+                ::testing::Values("--verbosity"),
+                ::testing::Values("quiet", "libsvm", "timing", "full")),
+                naming::pretty_print_parameter_flag_and_value<ParserScaleVerbosity>);
+// clang-format on
+
 class ParserScaleQuiet : public ParserScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserScaleQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-scale", flag, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
     // test for correctness
@@ -248,7 +264,7 @@ class ParserScaleHelp : public ParserScale, public ::testing::WithParamInterface
 TEST_P(ParserScaleHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-scale", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -258,7 +274,7 @@ class ParserScaleVersion : public ParserScale, public ::testing::WithParamInterf
 TEST_P(ParserScaleVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-scale", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_scale{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 04b5a4e42..ae719e4ed 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -28,8 +28,6 @@
 #include <string>                        // std::string
 #include <tuple>                         // std::tuple
 
-// TODO: new tests for verbosity_level
-
 class ParserTrain : public util::ParameterBase {};
 class ParserTrainDeathTest : public util::ParameterBase {};
 
@@ -147,7 +145,7 @@ TEST_P(ParserTrainKernel, parsing) {
     // convert string to kernel_type
     const auto kernel_type = util::convert_from_string<plssvm::kernel_function_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -165,7 +163,7 @@ class ParserTrainDegree : public ParserTrain, public ::testing::WithParamInterfa
 TEST_P(ParserTrainDegree, parsing) {
     const auto &[flag, degree] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", degree), "data.libsvm" });;
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", degree), "data.libsvm" });;
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -183,7 +181,7 @@ class ParserTrainGamma : public ParserTrain, public ::testing::WithParamInterfac
 TEST_P(ParserTrainGamma, parsing) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", gamma), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", gamma), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -201,7 +199,7 @@ class ParserTrainGammaDeathTest : public ParserTrain, public ::testing::WithPara
 TEST_P(ParserTrainGammaDeathTest, gamma_explicit_less_or_equal_to_zero) {
     const auto &[flag, gamma] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", gamma), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", gamma), "data.libsvm" });
     // create parser_train object
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("gamma must be greater than 0.0, but is {}!", gamma)));
 }
@@ -216,7 +214,7 @@ class ParserTrainCoef0 : public ParserTrain, public ::testing::WithParamInterfac
 TEST_P(ParserTrainCoef0, parsing) {
     const auto &[flag, coef0] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", coef0), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", coef0), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -234,7 +232,7 @@ class ParserTrainCost : public ParserTrain, public ::testing::WithParamInterface
 TEST_P(ParserTrainCost, parsing) {
     const auto &[flag, cost] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", cost), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", cost), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -252,7 +250,7 @@ class ParserTrainEpsilon : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainEpsilon, parsing) {
     const auto &[flag, eps] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", eps), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", eps), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -270,7 +268,7 @@ class ParserTrainMaxIter : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainMaxIter, parsing) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", max_iter), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", max_iter), "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -288,7 +286,7 @@ class ParserTrainMaxIterDeathTest : public ParserTrain, public ::testing::WithPa
 TEST_P(ParserTrainMaxIterDeathTest, max_iter_explicit_less_or_equal_to_zero) {
     const auto &[flag, max_iter] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", max_iter), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", max_iter), "data.libsvm" });
     // create parameter object
     EXPECT_DEATH((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::HasSubstr(fmt::format("max_iter must be greater than 0, but is {}!", max_iter)));
 }
@@ -305,7 +303,7 @@ TEST_P(ParserTrainBackend, parsing) {
     // convert string to backend
     const auto backend = util::convert_from_string<plssvm::backend_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -324,7 +322,7 @@ TEST_P(ParserTrainTargetPlatform, parsing) {
     // convert string to target_platform
     const auto target_platform = util::convert_from_string<plssvm::target_platform>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), fmt::format("{}", value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -345,7 +343,7 @@ TEST_P(ParserTrainSYCLKernelInvocation, parsing) {
     // convert string to sycl::kernel_invocation_type
     const auto sycl_kernel_invocation_type = util::convert_from_string<plssvm::sycl::kernel_invocation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -364,7 +362,7 @@ TEST_P(ParserTrainSYCLImplementation, parsing) {
     // convert string to sycl::implementation_type
     const auto sycl_implementation_type = util::convert_from_string<plssvm::sycl::implementation_type>(value);
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}={}", flag, value), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -413,11 +411,28 @@ INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainUseFloatAsRealType, ::testing::
                 naming::pretty_print_parameter_flag_and_value<ParserTrainUseFloatAsRealType>);
 // clang-format on
 
+class ParserTrainVerbosity : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainVerbosity, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(fmt::format("{}", plssvm::verbosity), value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainVerbosity, ::testing::Combine(
+                ::testing::Values("--verbosity"),
+                ::testing::Values("quiet", "libsvm", "timing", "full")),
+                naming::pretty_print_parameter_flag_and_value<ParserTrainVerbosity>);
+// clang-format on
+
 class ParserTrainQuiet : public ParserTrain, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserTrainQuiet, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag), "data.libsvm" });
+    this->CreateCMDArgs({ "./plssvm-train", flag, "data.libsvm" });
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness
@@ -429,7 +444,7 @@ class ParserTrainHelp : public ParserTrain, public ::testing::WithParamInterface
 TEST_P(ParserTrainHelp, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-train", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }
@@ -439,7 +454,7 @@ class ParserTrainVersion : public ParserTrain, public ::testing::WithParamInterf
 TEST_P(ParserTrainVersion, parsing) {
     const std::string &flag = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", fmt::format("{}", flag) });
+    this->CreateCMDArgs({ "./plssvm-train", flag });
     // create parameter object
     EXPECT_EXIT((plssvm::detail::cmd::parser_train{ this->argc, this->argv }), ::testing::ExitedWithCode(EXIT_SUCCESS), "");
 }

From 3678ae70eea773d18bef60215fdc94748ba7f812 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 09:59:29 +0100
Subject: [PATCH 0924/1010] Add additional cmd test testing simultaneous
 --quiet and --verbosity flags.

---
 tests/detail/cmd/parser_predict.cpp | 10 ++++++++++
 tests/detail/cmd/parser_scale.cpp   | 10 ++++++++++
 tests/detail/cmd/parser_train.cpp   | 10 ++++++++++
 3 files changed, 30 insertions(+)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index f184aebd0..561eeebc9 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -237,6 +237,16 @@ TEST_P(ParserPredictQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserPredictQuiet>);
 
+class ParserPredictVerbosityAndQuiet : public ParserPredict {};
+TEST_F(ParserPredictVerbosityAndQuiet, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-predict", "--quiet", "--verbosity", "full", "data.libsvm", "data.libsvm.model" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
+    // the quiet flag overrides the verbosity flag
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::quiet);
+}
+
 class ParserPredictHelp : public ParserPredict, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserPredictHelp, parsing) {
     const std::string &flag = GetParam();
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index f3145127c..8258ab48e 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -260,6 +260,16 @@ TEST_P(ParserScaleQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserScaleQuiet>);
 
+class ParserScaleVerbosityAndQuiet : public ParserScale {};
+TEST_F(ParserScaleVerbosityAndQuiet, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-scale", "--quiet", "--verbosity", "full", "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
+    // the quiet flag overrides the verbosity flag
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::quiet);
+}
+
 class ParserScaleHelp : public ParserScale, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserScaleHelp, parsing) {
     const std::string &flag = GetParam();
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index ae719e4ed..3ee90e026 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -440,6 +440,16 @@ TEST_P(ParserTrainQuiet, parsing) {
 }
 INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainQuiet, ::testing::Values("-q", "--quiet", ""), naming::pretty_print_parameter_flag<ParserTrainQuiet>);
 
+class ParserTrainVerbosityAndQuiet : public ParserTrain {};
+TEST_F(ParserTrainVerbosityAndQuiet, parsing) {
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-train", "--quiet", "--verbosity", "full", "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
+    // the quiet flag overrides the verbosity flag
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::quiet);
+}
+
 class ParserTrainHelp : public ParserTrain, public ::testing::WithParamInterface<std::string> {};
 TEST_P(ParserTrainHelp, parsing) {
     const std::string &flag = GetParam();

From 23b9c0fb62ed6b845134e41c2c3d98573caa6ac8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 10:22:11 +0100
Subject: [PATCH 0925/1010] Add missing timing verbosity level.

---
 src/plssvm/detail/cmd/parser_predict.cpp | 2 +-
 src/plssvm/detail/cmd/parser_scale.cpp   | 2 +-
 src/plssvm/detail/cmd/parser_train.cpp   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index f9cf36694..6d5dbe9be 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -49,7 +49,7 @@ parser_predict::parser_predict(int argc, char **argv) {
 #endif
             ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
             ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-            ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+            ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
             ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("v,version", "print version information", cxxopts::value<bool>())
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index fe31805e1..410dccc89 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -46,7 +46,7 @@ parser_scale::parser_scale(int argc, char **argv) {
            ("r,restore_filename", "the file from which previous scaling factors should be loaded", cxxopts::value<decltype(restore_filename)>())
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index dad741191..e68e290c6 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -62,7 +62,7 @@ parser_train::parser_train(int argc, char **argv) {
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
-           ("verbosity", fmt::format("choose the level of verbosity: full|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
+           ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())

From cfd5f634668527300d007befdc1934958fe3b07a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 10:22:23 +0100
Subject: [PATCH 0926/1010] Update README and man page content.

---
 README.md                | 3 +++
 docs/plssvm-predict.1.in | 4 ++++
 docs/plssvm-scale.1      | 4 ++++
 docs/plssvm-train.1.in   | 4 ++++
 4 files changed, 15 insertions(+)

diff --git a/README.md b/README.md
index fcac73010..2f9045778 100644
--- a/README.md
+++ b/README.md
@@ -332,6 +332,7 @@ Usage:
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
+      --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
@@ -396,6 +397,7 @@ Usage:
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
+      --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
@@ -432,6 +434,7 @@ Usage:
   -r, --restore_filename arg    the file from which previous scaling factors should be loaded
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
+      --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
   -q, --quiet                   quiet mode (no outputs)
   -h, --help                    print this helper message
   -v, --version                 print version information
diff --git a/docs/plssvm-predict.1.in b/docs/plssvm-predict.1.in
index 1aec25053..8ee517e1c 100644
--- a/docs/plssvm-predict.1.in
+++ b/docs/plssvm-predict.1.in
@@ -30,6 +30,10 @@ must be specified if the labels should be interpreted as strings instead of inte
 .B --use_float_as_real_type arg
 must be specified if float should be used instead of double as floating point type
 
+.TP
+.B --verbosity arg
+choose the level of verbosity: full|timing|libsvm|quiet (default: full)
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)
diff --git a/docs/plssvm-scale.1 b/docs/plssvm-scale.1
index 7f9698a56..6810237ed 100644
--- a/docs/plssvm-scale.1
+++ b/docs/plssvm-scale.1
@@ -40,6 +40,10 @@ must be specified if the labels should be interpreted as strings instead of inte
 .B --use_float_as_real_type arg
 must be specified if float should be used instead of double as floating point type
 
+.TP
+.B --verbosity arg
+choose the level of verbosity: full|timing|libsvm|quiet (default: full)
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)
diff --git a/docs/plssvm-train.1.in b/docs/plssvm-train.1.in
index ead0132e8..d9c3b44c8 100644
--- a/docs/plssvm-train.1.in
+++ b/docs/plssvm-train.1.in
@@ -61,6 +61,10 @@ must be specified if the labels should be interpreted as strings instead of inte
 .B --use_float_as_real_type arg
 must be specified if float should be used instead of double as floating point type
 
+.TP
+.B --verbosity arg
+choose the level of verbosity: full|timing|libsvm|quiet (default: full)
+
 .TP
 .B -q, --quiet
 quiet mode (no outputs)

From 8ef26c0853c2dbdcfb8e78aeaa7b8a89ae0b3026 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 6 Mar 2023 11:31:06 +0100
Subject: [PATCH 0927/1010] Fix compiler warning (shadowing variable
 declaration).

---
 src/main_predict.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 46eedac08..33a9f7ba5 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -52,16 +52,16 @@ int main(int argc, char *argv[]) {
 
             // write prediction file
             {
-                const std::chrono::time_point start_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point write_start_time = std::chrono::steady_clock::now();
 
                 fmt::ostream out = fmt::output_file(cmd_parser.predict_filename);
                 out.print("{}", fmt::join(predicted_labels, "\n"));
 
-                const std::chrono::time_point end_time = std::chrono::steady_clock::now();
+                const std::chrono::time_point write_end_time = std::chrono::steady_clock::now();
                 plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
                                     "Write {} predictions in {} to the file '{}'.\n",
                                     plssvm::detail::tracking_entry{ "predictions_write", "num_predictions", predicted_labels.size() },
-                                    plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
+                                    plssvm::detail::tracking_entry{ "predictions_write", "time", std::chrono::duration_cast<std::chrono::milliseconds>(write_end_time - write_start_time) },
                                     plssvm::detail::tracking_entry{ "predictions_write", "filename", cmd_parser.predict_filename });
             }
 

From bf2c89c53e5a2ca80b04fd4c3dd5db1aeae9940b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 09:07:15 +0200
Subject: [PATCH 0928/1010] Fix error when specifying the performance tracker
 path.

---
 CMakeLists.txt | 8 ++++----
 README.md      | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 2edd9735e..9a3a1e5bb 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -510,15 +510,15 @@ if (DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
 endif ()
 
 ## enable or disable the performance tracker
-option(PLSSVM_ENABLE_PERFORMANCE_TRACKER "Enables PLSSVM performance tracking for the executables: plssvm-train, plssvm-predict, and plssvm-scale." ON)
-if (PLSSVM_ENABLE_PERFORMANCE_TRACKER)
-    message(STATUS "Enable performance tracking to the file \"${PLSSVM_ENABLE_PERFORMANCE_TRACKER}\"for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale.")
+if (PLSSVM_PERFORMANCE_TRACKER)
+    message(STATUS "Enable performance tracking to the YAML file \"${PLSSVM_PERFORMANCE_TRACKER}\" for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale.")
 
     # add target definitions
     target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_ENABLED)
-    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE="${PLSSVM_ENABLE_PERFORMANCE_TRACKER}")
+    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE="${PLSSVM_PERFORMANCE_TRACKER}")
 endif ()
 
+
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
diff --git a/README.md b/README.md
index 2f9045778..1e7a9fd19 100644
--- a/README.md
+++ b/README.md
@@ -187,7 +187,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
-- `PLSSVM_ENABLE_PERFORMANCE_TRACKER` (default: `""`, i.e., `OFF`): enable gathering performance characteristics for the three executables using the specified YAML file; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
+- `PLSSVM_PERFORMANCE_TRACKER`: enable gathering performance characteristics for the three executables using the specified YAML file; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 
 If `PLSSVM_ENABLE_TESTING` is set to `ON`, the following options can also be set:

From 36893cf5ff93f605b74574414fb855ba6ebc71b2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 10:52:40 +0200
Subject: [PATCH 0929/1010] Update verbosity_level implementation adding new
 operator overloads and a better logic for operator>>. Add tests accordingly.

---
 include/plssvm/detail/logger.hpp | 34 +++++++++++++-----
 src/plssvm/detail/logger.cpp     | 59 +++++++++++++++++++++-----------
 tests/detail/logger.cpp          | 27 +++++++++++----
 3 files changed, 86 insertions(+), 34 deletions(-)

diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index b74e90f09..47af38553 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -16,13 +16,14 @@
 
 #include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 
-#include "fmt/chrono.h"   // format std::chrono types
-#include "fmt/format.h"   // fmt::format
-#include "fmt/ostream.h"  // format types with an operator<< overload
+#include "fmt/chrono.h"                           // format std::chrono types
+#include "fmt/format.h"                           // fmt::format
+#include "fmt/ostream.h"                          // format types with an operator<< overload
 
-#include <iostream>     // std::cout
-#include <string_view>  // std::string_view
-#include <utility>      // std::forward
+#include <iosfwd>                                 // std::istream, std::ostream
+#include <iostream>                               // std::cout
+#include <string_view>                            // std::string_view
+#include <utility>                                // std::forward
 
 namespace plssvm {
 
@@ -45,7 +46,8 @@ inline verbosity_level verbosity = verbosity_level::full;
 
 /**
  * @brief Output the @p verb to the given output-stream @p out.
- * @param[in,out] out the output-stream to write the backend type to
+ * @details If more than one verbosity level is provided, outputs all of them, e.g., "libsvm | timing".
+ * @param[in,out] out the output-stream to write the verbosity level to
  * @param[in] verb the verbosity level
  * @return the output-stream
  */
@@ -53,7 +55,9 @@ std::ostream &operator<<(std::ostream &out, verbosity_level verb);
 
 /**
  * @brief Use the input-stream @p in to initialize the @p verb level.
- * @param[in,out] in input-stream to extract the backend type from
+ * @details If more than one verbosity level is provided, e.g., "libsvm | timing" returns a bitwise-or of the respective enum values.
+ *          If any of the values is "quiet", the result will always be `plssvm::verbosity_level::quiet`.
+ * @param[in,out] in input-stream to extract the verbosity level from
  * @param[in] verb the verbosity level
  * @return the input-stream
  */
@@ -66,6 +70,13 @@ std::istream &operator>>(std::istream &in, verbosity_level &verb);
  * @return the logical-or of the two verbosity levels (`[[nodiscard]]`)
  */
 [[nodiscard]] verbosity_level operator|(verbosity_level lhs, verbosity_level rhs);
+/**
+ * @brief Bitwise-or to set multiple verbosity levels at once for a logging message.
+ * @param[in] lhs the first verbosity level
+ * @param[in] rhs the second verbosity level
+ * @return the logical-or of the two verbosity levels
+ */
+verbosity_level operator|=(verbosity_level &lhs, verbosity_level rhs);
 
 /**
  * @brief Bitwise-and to check verbosity levels for a logging message.
@@ -74,6 +85,13 @@ std::istream &operator>>(std::istream &in, verbosity_level &verb);
  * @return the logical-and of the two verbosity levels (`[[nodiscard]]`)
  */
 [[nodiscard]] verbosity_level operator&(verbosity_level lhs, verbosity_level rhs);
+/**
+ * @brief Bitwise-and to check verbosity levels for a logging message.
+ * @param[in] lhs the first verbosity level
+ * @param[in] rhs the second verbosity level
+ * @return the logical-and of the two verbosity levels
+ */
+verbosity_level operator&=(verbosity_level &lhs, verbosity_level rhs);
 
 namespace detail {
 
diff --git a/src/plssvm/detail/logger.cpp b/src/plssvm/detail/logger.cpp
index 6c1637341..b1b8ac546 100644
--- a/src/plssvm/detail/logger.cpp
+++ b/src/plssvm/detail/logger.cpp
@@ -8,16 +8,17 @@
 
 #include "plssvm/detail/logger.hpp"
 
-#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::to_lower_case
+#include "plssvm/detail/string_utility.hpp"  // plssvm::detail::{to_lower_case, split, trim}
 #include "plssvm/detail/utility.hpp"         // plssvm::detail::to_underlying
 
-#include "fmt/format.h"  // fmt::format, fmt::join
+#include "fmt/format.h"                      // fmt::format, fmt::join
 
-#include <ios>      // std::ios::failbit
-#include <istream>  // std::istream
-#include <ostream>  // std::ostream
-#include <string>   // std::string
-#include <vector>   // std::vector
+#include <ios>                               // std::ios::failbit
+#include <istream>                           // std::istream
+#include <ostream>                           // std::ostream
+#include <string>                            // std::string
+#include <string_view>                       // std::string_view
+#include <vector>                            // std::vector
 
 namespace plssvm {
 
@@ -30,13 +31,13 @@ std::ostream &operator<<(std::ostream &out, const verbosity_level verb) {
 
     // check bit-flags
     if ((verb & verbosity_level::libsvm) != verbosity_level::quiet) {
-        level_names.push_back("libsvm");
+        level_names.emplace_back("libsvm");
     }
     if ((verb & verbosity_level::timing) != verbosity_level::quiet) {
-        level_names.push_back("timing");
+        level_names.emplace_back("timing");
     }
     if ((verb & verbosity_level::full) != verbosity_level::quiet) {
-        level_names.push_back("full");
+        level_names.emplace_back("full");
     }
 
     if (level_names.empty()) {
@@ -51,25 +52,43 @@ std::istream &operator>>(std::istream &in, verbosity_level &verb) {
     in >> str;
     detail::to_lower_case(str);
 
-    if (str == "full") {
-        verb = verbosity_level::full;
-    } else if (str == "timing") {
-        verb = verbosity_level::timing;
-    } else if (str == "libsvm") {
-        verb = verbosity_level::libsvm;
-    } else if (str == "quiet") {
-        verb = verbosity_level::quiet;
-    } else {
-        in.setstate(std::ios::failbit);
+    verb = verbosity_level::quiet;
+
+    // split the input string by "|"
+    const std::vector<std::string_view> verbs = detail::split(str, '|');
+    for (std::string_view verb_str : verbs) {
+        verb_str = detail::trim(verb_str);
+        if (verb_str == "full") {
+            verb |= verbosity_level::full;
+        } else if (verb_str == "timing") {
+            verb |= verbosity_level::timing;
+        } else if (verb_str == "libsvm") {
+            verb |= verbosity_level::libsvm;
+        } else if (verb_str == "quiet") {
+            verb = verbosity_level::quiet;
+            break;
+        } else {
+            in.setstate(std::ios::failbit);
+            break;
+        }
     }
+
     return in;
 }
 
 verbosity_level operator|(const verbosity_level lhs, const verbosity_level rhs) {
     return static_cast<verbosity_level>(detail::to_underlying(lhs) | detail::to_underlying(rhs));
 }
+verbosity_level operator|=(verbosity_level &lhs, const verbosity_level rhs) {
+    const verbosity_level verb = lhs | rhs;
+    return lhs = verb;
+}
 verbosity_level operator&(const verbosity_level lhs, const verbosity_level rhs) {
     return static_cast<verbosity_level>(detail::to_underlying(lhs) & detail::to_underlying(rhs));
 }
+verbosity_level operator&=(verbosity_level &lhs, const verbosity_level rhs) {
+    const verbosity_level verb = lhs & rhs;
+    return lhs = verb;
+}
 
 }  // namespace plssvm
\ No newline at end of file
diff --git a/tests/detail/logger.cpp b/tests/detail/logger.cpp
index 2c1af1fe7..e3270bc1a 100644
--- a/tests/detail/logger.cpp
+++ b/tests/detail/logger.cpp
@@ -10,17 +10,14 @@
 
 #include "plssvm/detail/logger.hpp"
 
-#include "plssvm/constants.hpp"  // plssvm::verbose
 #include "plssvm/detail/utility.hpp"  // plssvm::detail::to_underlying
 
 #include "../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING, EXPECT_CONVERSION_FROM_STRING
-#include "../utility.hpp"  // util::redirect_output
+#include "../utility.hpp"             // util::redirect_output
 
-#include "gtest/gtest.h"  // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
+#include "gtest/gtest.h"              // TEST_F, EXPECT_EQ, EXPECT_TRUE, ::testing::Test
 
-#include <sstream>  // std::istringstream
-
-// TODO: new tests for verbosity_level
+#include <sstream>                    // std::istringstream
 
 // check whether the plssvm::verbosity_level values are power of twos
 TEST(VerbosityLevel, values) {
@@ -65,6 +62,14 @@ TEST(VerbosityLevel, from_string) {
     EXPECT_CONVERSION_FROM_STRING("full", plssvm::verbosity_level::full);
     EXPECT_CONVERSION_FROM_STRING("FULL", plssvm::verbosity_level::full);
 }
+TEST(VerbosityLevel, from_string_concatenation) {
+    // check conversion from std::string
+    EXPECT_CONVERSION_FROM_STRING("quiet|libsvm|timing|full", plssvm::verbosity_level::quiet);
+    EXPECT_CONVERSION_FROM_STRING("libsvm|timing|full", plssvm::verbosity_level::full | plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("timing|full", plssvm::verbosity_level::full | plssvm::verbosity_level::timing);
+    EXPECT_CONVERSION_FROM_STRING("libsvm|full", plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm);
+    EXPECT_CONVERSION_FROM_STRING("libsvm|timing", plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm);
+}
 TEST(VerbosityLevel, from_string_unknown) {
     // foo isn't a valid backend_type
     std::istringstream input{ "foo" };
@@ -79,6 +84,11 @@ TEST(VerbosityLevel, bitwise_or) {
     EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm), 0b101);
     EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm), 0b011);
 }
+TEST(VerbosityLevel, compound_bitwise_or) {
+    plssvm::verbosity_level verb = plssvm::verbosity_level::full;
+    verb |= plssvm::verbosity_level::timing | plssvm::verbosity_level::libsvm;
+    EXPECT_EQ(plssvm::detail::to_underlying(verb), 0b111);
+}
 TEST(VerbosityLevel, bitwise_and) {
     EXPECT_EQ(plssvm::detail::to_underlying(plssvm::verbosity_level::full & plssvm::verbosity_level::full), 0b100);
     const plssvm::verbosity_level verb = plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm;
@@ -87,6 +97,11 @@ TEST(VerbosityLevel, bitwise_and) {
     EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::timing), 0b000);
     EXPECT_EQ(plssvm::detail::to_underlying(verb & plssvm::verbosity_level::full), 0b100);
 }
+TEST(VerbosityLevel, compound_bitwise_and) {
+    plssvm::verbosity_level verb = plssvm::verbosity_level::full | plssvm::verbosity_level::libsvm;
+    verb &= plssvm::verbosity_level::full;
+    EXPECT_EQ(plssvm::detail::to_underlying(verb), 0b100);
+}
 
 class Logger : public ::testing::Test, public util::redirect_output<> {};
 

From 109cce2b3bffcf59359ec5651cc0609af5ef9082 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 11:31:48 +0200
Subject: [PATCH 0930/1010] Change insert to emplace and fix some documentation
 errors.

---
 include/plssvm/detail/performance_tracker.hpp |  24 +--
 src/plssvm/detail/performance_tracker.cpp     | 153 +++++++++---------
 2 files changed, 89 insertions(+), 88 deletions(-)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 2acea1d74..0c66ea906 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -19,15 +19,15 @@
 #include "plssvm/detail/cmd/parser_train.hpp"    // plssvm::detail::cmd::parser_train
 #include "plssvm/detail/type_traits.hpp"         // plssvm::detail::remove_cvref_t
 
-#include "fmt/chrono.h"   // format std::chrono types
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // format types with an operator<< overload
+#include "fmt/chrono.h"                          // format std::chrono types
+#include "fmt/core.h"                            // fmt::format
+#include "fmt/ostream.h"                         // format types with an operator<< overload
 
-#include <string>         // std::string
-#include <string_view>    // std::string_view
-#include <type_traits>    // std::false_type, std::true_type
-#include <unordered_map>  // std::unordered_multimap
-#include <utility>        // std::move
+#include <string>                                // std::string
+#include <string_view>                           // std::string_view
+#include <type_traits>                           // std::false_type, std::true_type
+#include <unordered_map>                         // std::unordered_multimap
+#include <utility>                               // std::move
 
 namespace plssvm::detail {
 
@@ -74,7 +74,7 @@ namespace impl {
 template <typename T>
 struct is_tracking_entry : std::false_type {};
 /**
- * @brief Sets the `value` to `false` since it **is** a tracking entry.
+ * @brief Sets the `value` to `true` since it **is** a tracking entry.
  */
 template <typename T>
 struct is_tracking_entry<tracking_entry<T>> : std::true_type {};
@@ -101,7 +101,7 @@ constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
 class performance_tracker {
   public:
     /**
-     * @brief Singleton getter since only one instance of a performance_tracker should exist.
+     * @brief Singleton getter since only one instance of a performance_tracker should ever exist.
      * @return the singleton instance (`[[nodiscard]]`)
      */
     [[nodiscard]] static performance_tracker &instance() {
@@ -117,13 +117,13 @@ class performance_tracker {
      */
     template <typename T>
     void add_tracking_entry(const tracking_entry<T> &entry) {
-        tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+        tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
     }
 
     /**
      * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
-     *          Adds quotes around the entry's value
+     *          Adds quotes around the entry's value.
      * @param[in] entry the entry to add
      */
     void add_tracking_entry(const tracking_entry<std::string> &entry);
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index b7b021e9d..0516458ad 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -16,96 +16,96 @@
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
 #include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
 
-#include "fmt/chrono.h"   // format std::chrono types
-#include "fmt/core.h"     // fmt::format
-#include "fmt/ostream.h"  // format types with an operator<< overload
+#include "fmt/chrono.h"                                  // format std::chrono types
+#include "fmt/core.h"                                    // fmt::format
+#include "fmt/ostream.h"                                 // format types with an operator<< overload
 
-#include <fstream>        // std::ofstream
-#include <iostream>       // std::ostream, std::ios_base::app
-#include <string>         // std::string
-#include <unordered_map>  // std::unordered_multimap
-#include <utility>        // std::pair
+#include <fstream>                                       // std::ofstream
+#include <iostream>                                      // std::ostream, std::ios_base::app
+#include <string>                                        // std::string
+#include <unordered_map>                                 // std::unordered_multimap
+#include <utility>                                       // std::pair
 
 namespace plssvm::detail {
 
 void performance_tracker::add_tracking_entry(const tracking_entry<std::string> &entry) {
-    tracking_statistics.insert({ entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value) });
+    tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
 }
 
 void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
-    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                        train\n"
-                                                                   "  kernel_type:                 {}\n"
-                                                                   "  degree:                      {}\n"
-                                                                   "  gamma:                       {}\n"
-                                                                   "  coef0:                       {}\n"
-                                                                   "  cost:                        {}\n"
-                                                                   "  epsilon:                     {}\n"
-                                                                   "  max_iter:                    {}\n"
-                                                                   "  backend:                     {}\n"
-                                                                   "  target:                      {}\n"
-                                                                   "  sycl_kernel_invocation_type: {}\n"
-                                                                   "  sycl_implementation_type:    {}\n"
-                                                                   "  strings_as_labels:           {}\n"
-                                                                   "  float_as_real_type:          {}\n"
-                                                                   "  input_filename:              \"{}\"\n"
-                                                                   "  model_filename:              \"{}\"\n\n",
-                                                                   entry.entry_value.csvm_params.kernel_type.value(),
-                                                                   entry.entry_value.csvm_params.degree.value(),
-                                                                   entry.entry_value.csvm_params.gamma.value(),
-                                                                   entry.entry_value.csvm_params.coef0.value(),
-                                                                   entry.entry_value.csvm_params.cost.value(),
-                                                                   entry.entry_value.epsilon.value(),
-                                                                   entry.entry_value.max_iter.value(),
-                                                                   entry.entry_value.backend,
-                                                                   entry.entry_value.target,
-                                                                   entry.entry_value.sycl_kernel_invocation_type,
-                                                                   entry.entry_value.sycl_implementation_type,
-                                                                   entry.entry_value.strings_as_labels,
-                                                                   entry.entry_value.float_as_real_type,
-                                                                   entry.entry_value.input_filename,
-                                                                   entry.entry_value.model_filename) });
+    tracking_statistics.emplace(entry.entry_category, fmt::format("  task:                        train\n"
+                                                                  "  kernel_type:                 {}\n"
+                                                                  "  degree:                      {}\n"
+                                                                  "  gamma:                       {}\n"
+                                                                  "  coef0:                       {}\n"
+                                                                  "  cost:                        {}\n"
+                                                                  "  epsilon:                     {}\n"
+                                                                  "  max_iter:                    {}\n"
+                                                                  "  backend:                     {}\n"
+                                                                  "  target:                      {}\n"
+                                                                  "  sycl_kernel_invocation_type: {}\n"
+                                                                  "  sycl_implementation_type:    {}\n"
+                                                                  "  strings_as_labels:           {}\n"
+                                                                  "  float_as_real_type:          {}\n"
+                                                                  "  input_filename:              \"{}\"\n"
+                                                                  "  model_filename:              \"{}\"\n\n",
+                                                                  entry.entry_value.csvm_params.kernel_type.value(),
+                                                                  entry.entry_value.csvm_params.degree.value(),
+                                                                  entry.entry_value.csvm_params.gamma.value(),
+                                                                  entry.entry_value.csvm_params.coef0.value(),
+                                                                  entry.entry_value.csvm_params.cost.value(),
+                                                                  entry.entry_value.epsilon.value(),
+                                                                  entry.entry_value.max_iter.value(),
+                                                                  entry.entry_value.backend,
+                                                                  entry.entry_value.target,
+                                                                  entry.entry_value.sycl_kernel_invocation_type,
+                                                                  entry.entry_value.sycl_implementation_type,
+                                                                  entry.entry_value.strings_as_labels,
+                                                                  entry.entry_value.float_as_real_type,
+                                                                  entry.entry_value.input_filename,
+                                                                  entry.entry_value.model_filename));
 }
 
 void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
-    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:                     predict\n"
-                                                                   "  backend:                  {}\n"
-                                                                   "  target:                   {}\n"
-                                                                   "  sycl_implementation_type: {}\n"
-                                                                   "  strings_as_labels:        {}\n"
-                                                                   "  float_as_real_type:       {}\n"
-                                                                   "  input_filename:           \"{}\"\n"
-                                                                   "  model_filename:           \"{}\"\n"
-                                                                   "  predict_filename:         \"{}\"\n\n",
-                                                                   entry.entry_value.backend,
-                                                                   entry.entry_value.target,
-                                                                   entry.entry_value.sycl_implementation_type,
-                                                                   entry.entry_value.strings_as_labels,
-                                                                   entry.entry_value.float_as_real_type,
-                                                                   entry.entry_value.input_filename,
-                                                                   entry.entry_value.model_filename,
-                                                                   entry.entry_value.predict_filename) });
+    tracking_statistics.emplace(entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                  "  backend:                  {}\n"
+                                                                  "  target:                   {}\n"
+                                                                  "  sycl_implementation_type: {}\n"
+                                                                  "  strings_as_labels:        {}\n"
+                                                                  "  float_as_real_type:       {}\n"
+                                                                  "  input_filename:           \"{}\"\n"
+                                                                  "  model_filename:           \"{}\"\n"
+                                                                  "  predict_filename:         \"{}\"\n\n",
+                                                                  entry.entry_value.backend,
+                                                                  entry.entry_value.target,
+                                                                  entry.entry_value.sycl_implementation_type,
+                                                                  entry.entry_value.strings_as_labels,
+                                                                  entry.entry_value.float_as_real_type,
+                                                                  entry.entry_value.input_filename,
+                                                                  entry.entry_value.model_filename,
+                                                                  entry.entry_value.predict_filename));
 }
 
 void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
-    tracking_statistics.insert({ entry.entry_category, fmt::format("  task:               scale\n"
-                                                                   "  lower:              {}\n"
-                                                                   "  upper:              {}\n"
-                                                                   "  format:             {}\n"
-                                                                   "  strings_as_labels:  {}\n"
-                                                                   "  float_as_real_type: {}\n"
-                                                                   "  input_filename:     \"{}\"\n"
-                                                                   "  scaled_filename:    \"{}\"\n"
-                                                                   "  save_filename:      \"{}\"\n"
-                                                                   "  restore_filename:   \"{}\"\n\n",
-                                                                   entry.entry_value.lower,
-                                                                   entry.entry_value.upper,
-                                                                   entry.entry_value.format,
-                                                                   entry.entry_value.strings_as_labels,
-                                                                   entry.entry_value.float_as_real_type,
-                                                                   entry.entry_value.input_filename,
-                                                                   entry.entry_value.scaled_filename,
-                                                                   entry.entry_value.save_filename,
-                                                                   entry.entry_value.restore_filename) });
+    tracking_statistics.emplace(entry.entry_category, fmt::format("  task:               scale\n"
+                                                                  "  lower:              {}\n"
+                                                                  "  upper:              {}\n"
+                                                                  "  format:             {}\n"
+                                                                  "  strings_as_labels:  {}\n"
+                                                                  "  float_as_real_type: {}\n"
+                                                                  "  input_filename:     \"{}\"\n"
+                                                                  "  scaled_filename:    \"{}\"\n"
+                                                                  "  save_filename:      \"{}\"\n"
+                                                                  "  restore_filename:   \"{}\"\n\n",
+                                                                  entry.entry_value.lower,
+                                                                  entry.entry_value.upper,
+                                                                  entry.entry_value.format,
+                                                                  entry.entry_value.strings_as_labels,
+                                                                  entry.entry_value.float_as_real_type,
+                                                                  entry.entry_value.input_filename,
+                                                                  entry.entry_value.scaled_filename,
+                                                                  entry.entry_value.save_filename,
+                                                                  entry.entry_value.restore_filename));
 }
 
 void performance_tracker::save(const std::string &filename) {
@@ -149,4 +149,5 @@ void performance_tracker::save(const std::string &filename) {
         out << '\n';
     }
 }
+
 }  // namespace plssvm::detail
\ No newline at end of file

From 8dd6ad089d57c1d490555e92a427acb772324dac Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 11:32:03 +0200
Subject: [PATCH 0931/1010] Fix warnings in the tests.

---
 tests/detail/performance_tracker.cpp | 14 ++++++++------
 1 file changed, 8 insertions(+), 6 deletions(-)

diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 2317f45bc..26e3b8825 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -14,10 +14,11 @@
 #include "../types_to_test.hpp"  // util::label_type_gtest
 #include "../utility.hpp"        // util::redirect_output
 
-#include "fmt/core.h"     // fmt::format
-#include "gtest/gtest.h"  // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_DEATH, ::testing::{Test, Types}
+#include "fmt/core.h"            // fmt::format
+#include "gtest/gtest.h"         // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ::testing::Test
 
-#include <iostream>  // std::cout
+#include <iostream>              // std::cout
+#include <string>                // std::string
 
 template <typename T>
 class TrackingEntry : public ::testing::Test, public util::redirect_output<> {};
@@ -27,7 +28,7 @@ TYPED_TEST(TrackingEntry, construct) {
     using type = TypeParam;
 
     // construct a tracking entry
-    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+    const plssvm::detail::tracking_entry e{ "category", "name", type{} };
 
     // check the values
     EXPECT_EQ(e.entry_category, "category");
@@ -39,7 +40,7 @@ TYPED_TEST(TrackingEntry, output_operator) {
     using type = TypeParam;
 
     // construct a tracking entry
-    plssvm::detail::tracking_entry e{ "category", "name", type{} };
+    const plssvm::detail::tracking_entry e{ "category", "name", type{} };
 
     // output the value
     std::cout << e;
@@ -56,7 +57,8 @@ TEST(TrackingEntry, is_tracking_entry) {
     EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<const int &>>);
     EXPECT_TRUE(plssvm::detail::is_tracking_entry<plssvm::detail::tracking_entry<std::string>>::value);
     EXPECT_TRUE(plssvm::detail::is_tracking_entry_v<plssvm::detail::tracking_entry<std::string>>);
-
+}
+TEST(TrackingEntry, is_no_tracking_entry) {
     // the following types are NOT tracking entries
     EXPECT_FALSE(plssvm::detail::is_tracking_entry<int>::value);
     EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<int>);

From 6161f4f7ce3f75a1ce9c378b33c4b6d061675f90 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 11:32:34 +0200
Subject: [PATCH 0932/1010] Add the option to pause and resume the performance
 tracking.

---
 include/plssvm/detail/performance_tracker.hpp | 43 +++++++++++++++++--
 1 file changed, 39 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 0c66ea906..6e7695733 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -156,6 +156,20 @@ class performance_tracker {
      */
     void save(const std::string &filename);
 
+    /**
+     * @brief Pause the current tracking, i.e., all calls to `add_tracking_entry` do nothing.
+     */
+    void pause_tracking() noexcept { is_tracking_ = false; }
+    /**
+     * @brief Resume the tracking, i.e., all calls to `add_tracking_entry` do track the values again.
+     */
+    void resume_tracking() noexcept { is_tracking_ = true; }
+    /**
+     * @brief Check whether tracking is currently active or paused.
+     * @return `true` if tracking is enabled, `false` if it is currently paused (`[[nodiscard]]`)
+     */
+    [[nodiscard]] bool is_tracking() const noexcept { return is_tracking_; }
+
   private:
     /**
      * @brief Default construct a performance_tracker.
@@ -165,12 +179,24 @@ class performance_tracker {
 
     /// All performance statistics grouped by their specified categories.
     std::unordered_multimap<std::string, std::string> tracking_statistics{};
+    /// The tracking is enabled by default.
+    bool is_tracking_{ true };
 };
 
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_PAUSE
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_PAUSE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Pause the tracking functionality if tracking is currently enabled.
+ */
+/**
+ * @def PLSSVM_PERFORMANCE_TRACKER_RESUME
+ * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_RESUME` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Resume the tracking functionality if tracking is currently enabled.
+ */
 /**
  * @def PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
  * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
- * @details Adds the provided entry to the plssvm::detail::performance_tracker singleton.
+ * @details Adds the provided entry to the plssvm::detail::performance_tracker singleton if tracking is currently enabled.
  */
 /**
  * @def PLSSVM_PERFORMANCE_TRACKER_SAVE
@@ -179,16 +205,25 @@ class performance_tracker {
  */
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
 
-    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry) \
-        plssvm::detail::performance_tracker::instance().add_tracking_entry(entry)
+    #define PLSSVM_PERFORMANCE_TRACKER_PAUSE() \
+        plssvm::detail::performance_tracker::instance().pause_tracking()
+
+    #define PLSSVM_PERFORMANCE_TRACKER_RESUME() \
+        plssvm::detail::performance_tracker::instance().resume_tracking()
 
     #define PLSSVM_PERFORMANCE_TRACKER_SAVE() \
         plssvm::detail::performance_tracker::instance().save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
 
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)                       \
+        if (plssvm::detail::performance_tracker::instance().is_tracking()) {           \
+            plssvm::detail::performance_tracker::instance().add_tracking_entry(entry); \
+        }
 #else
 
-    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
+    #define PLSSVM_PERFORMANCE_TRACKER_PAUSE()
+    #define PLSSVM_PERFORMANCE_TRACKER_RESUME()
     #define PLSSVM_PERFORMANCE_TRACKER_SAVE()
+    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
 
 #endif
 

From fc202efaf64d6d6a9c248f0e97fa953000739b70 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 11:34:58 +0200
Subject: [PATCH 0933/1010] Change iterations to max_iterations in YAML file.

---
 include/plssvm/backends/gpu_csvm.hpp | 2 +-
 src/plssvm/backends/OpenMP/csvm.cpp  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index e091beef1..18b73bc3f 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -637,7 +637,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
     detail::log(verbosity_level::full | verbosity_level::timing,
                 "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
-                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "max_iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index c82f37fbd..1be39f232 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -167,7 +167,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
     detail::log(verbosity_level::full | verbosity_level::timing,
                 "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
-                detail::tracking_entry{ "cg", "iterations", max_iter },
+                detail::tracking_entry{ "cg", "max_iterations", max_iter },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });

From ca209df2ef67dbe74e393a9b03a017f766c31fea Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 11:49:18 +0200
Subject: [PATCH 0934/1010] Rename PLSSVM_PERFORMANCE_TRACKER_... macros to
 PLSSVM_DETAIL_PERFORMANCE_TRACKER_...

---
 include/plssvm/detail/logger.hpp              |  4 +--
 include/plssvm/detail/performance_tracker.hpp | 36 +++++++++----------
 include/plssvm/model.hpp                      |  4 +--
 src/main_predict.cpp                          |  4 +--
 src/main_scale.cpp                            |  4 +--
 src/main_train.cpp                            |  4 +--
 src/plssvm/backends/CUDA/csvm.cu              |  4 +--
 src/plssvm/backends/HIP/csvm.hip.cpp          |  4 +--
 src/plssvm/backends/OpenCL/csvm.cpp           |  2 +-
 src/plssvm/backends/OpenMP/csvm.cpp           |  4 +--
 src/plssvm/backends/SYCL/DPCPP/csvm.cpp       |  4 +--
 src/plssvm/backends/SYCL/hipSYCL/csvm.cpp     |  4 +--
 12 files changed, 39 insertions(+), 39 deletions(-)

diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index 47af38553..7718da165 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -14,7 +14,7 @@
 #define PLSSVM_DETAIL_LOGGER_HPP_
 #pragma once
 
-#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::is_tracking_entry_v, PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 
 #include "fmt/chrono.h"                           // format std::chrono types
 #include "fmt/format.h"                           // fmt::format
@@ -116,7 +116,7 @@ void log(const verbosity_level verb, const std::string_view msg, Args &&...args)
     // if performance tracking has been enabled, add tracking entries
     ([](auto &&arg) {
         if constexpr (detail::is_tracking_entry_v<decltype(arg)>) {
-            PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(std::forward<decltype(arg)>(arg));
+            PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(std::forward<decltype(arg)>(arg));
         }
     }(std::forward<Args>(args)),
      ...);
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 6e7695733..7c861425c 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -184,46 +184,46 @@ class performance_tracker {
 };
 
 /**
- * @def PLSSVM_PERFORMANCE_TRACKER_PAUSE
- * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_PAUSE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @def PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE
+ * @brief Defines the `PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
  * @details Pause the tracking functionality if tracking is currently enabled.
  */
 /**
- * @def PLSSVM_PERFORMANCE_TRACKER_RESUME
- * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_RESUME` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @def PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME
+ * @brief Defines the `PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
  * @details Resume the tracking functionality if tracking is currently enabled.
  */
 /**
- * @def PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
- * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
- * @details Adds the provided entry to the plssvm::detail::performance_tracker singleton if tracking is currently enabled.
+ * @def PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE
+ * @brief Defines the `PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Save the previously tracked performance statistics.
  */
 /**
- * @def PLSSVM_PERFORMANCE_TRACKER_SAVE
- * @brief Defines the `PLSSVM_PERFORMANCE_TRACKER_SAVE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
- * @details Save the previously tracked performance statistics.
+ * @def PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
+ * @brief Defines the `PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
+ * @details Adds the provided entry to the plssvm::detail::performance_tracker singleton if tracking is currently enabled.
  */
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
 
-    #define PLSSVM_PERFORMANCE_TRACKER_PAUSE() \
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE() \
         plssvm::detail::performance_tracker::instance().pause_tracking()
 
-    #define PLSSVM_PERFORMANCE_TRACKER_RESUME() \
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME() \
         plssvm::detail::performance_tracker::instance().resume_tracking()
 
-    #define PLSSVM_PERFORMANCE_TRACKER_SAVE() \
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE() \
         plssvm::detail::performance_tracker::instance().save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
 
-    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)                       \
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)                \
         if (plssvm::detail::performance_tracker::instance().is_tracking()) {           \
             plssvm::detail::performance_tracker::instance().add_tracking_entry(entry); \
         }
 #else
 
-    #define PLSSVM_PERFORMANCE_TRACKER_PAUSE()
-    #define PLSSVM_PERFORMANCE_TRACKER_RESUME()
-    #define PLSSVM_PERFORMANCE_TRACKER_SAVE()
-    #define PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE()
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME()
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE()
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
 
 #endif
 
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 0eab33f36..4835f3b8b 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -190,7 +190,7 @@ model<T, U>::model(const std::string &filename) {
                 detail::tracking_entry{ "model_read", "num_features", num_features_ },
                 detail::tracking_entry{ "model_read", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
                 detail::tracking_entry{ "model_read", "filename", filename });
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_read", "rho", rho_ }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_read", "rho", rho_ }));
 }
 
 template <typename T, typename U>
@@ -211,7 +211,7 @@ void model<T, U>::save(const std::string &filename) const {
                 detail::tracking_entry{ "model_write", "num_features", num_features_ },
                 detail::tracking_entry{ "model_write", "time",  std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) },
                 detail::tracking_entry{ "model_write", "filename", filename });
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_write", "rho", rho_ }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "model_write", "rho", rho_ }));
 }
 
 }  // namespace plssvm
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 33a9f7ba5..1a218a2a2 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
 #include "fmt/format.h"  // fmt::print, fmt::join
 #include "fmt/os.h"      // fmt::ostream, fmt::output_file
@@ -96,6 +96,6 @@ int main(int argc, char *argv[]) {
                         "\nTotal runtime: {}\n",
                         plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
-    PLSSVM_PERFORMANCE_TRACKER_SAVE();
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index c47bc728d..53d073d40 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
+#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
 
 #include <chrono>     // std::chrono::{steady_clock, duration}
 #include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
@@ -76,6 +76,6 @@ int main(int argc, char *argv[]) {
     plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
                         "\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
-    PLSSVM_PERFORMANCE_TRACKER_SAVE();
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_train.cpp b/src/main_train.cpp
index e547cdad9..9d6d4ee00 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_PERFORMANCE_TRACKER_SAVE
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE
 
 #include <chrono>                                   // std::chrono::{steady_clock, duration}
 #include <cstdlib>                                  // EXIT_SUCCESS, EXIT_FAILURE
@@ -63,6 +63,6 @@ int main(int argc, char *argv[]) {
                         "\nTotal runtime: {}\n",
                         plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
-    PLSSVM_PERFORMANCE_TRACKER_SAVE();
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/plssvm/backends/CUDA/csvm.cu b/src/plssvm/backends/CUDA/csvm.cu
index 0cf52c5d9..c872463f2 100644
--- a/src/plssvm/backends/CUDA/csvm.cu
+++ b/src/plssvm/backends/CUDA/csvm.cu
@@ -57,8 +57,8 @@ void csvm::init(const target_platform target) {
 
     plssvm::detail::log(verbosity_level::full,
                         "\nUsing CUDA as backend.\n");
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::cuda }));
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_nvidia }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::cuda }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_nvidia }));
 
     // update the target platform
     target_ = plssvm::target_platform::gpu_nvidia;
diff --git a/src/plssvm/backends/HIP/csvm.hip.cpp b/src/plssvm/backends/HIP/csvm.hip.cpp
index 7fa15aacf..6f721a43a 100644
--- a/src/plssvm/backends/HIP/csvm.hip.cpp
+++ b/src/plssvm/backends/HIP/csvm.hip.cpp
@@ -56,8 +56,8 @@ void csvm::init(const target_platform target) {
 
     plssvm::detail::log(verbosity_level::full,
                         "\nUsing HIP as backend.\n");
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::hip }));
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_amd }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::hip }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::gpu_amd }));
 
     // update the target platform
     target_ = plssvm::target_platform::gpu_amd;
diff --git a/src/plssvm/backends/OpenCL/csvm.cpp b/src/plssvm/backends/OpenCL/csvm.cpp
index dda39b1f9..f38ec942d 100644
--- a/src/plssvm/backends/OpenCL/csvm.cpp
+++ b/src/plssvm/backends/OpenCL/csvm.cpp
@@ -98,7 +98,7 @@ void csvm::init(const target_platform target) {
         plssvm::detail::log(verbosity_level::full,
                             "Using {} as automatic target platform.\n", target_);
     }
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::opencl }));
 
     // create command_queues and JIT compile OpenCL kernels
     const auto jit_start_time = std::chrono::steady_clock::now();
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index 1be39f232..a6ba91aa1 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -61,8 +61,8 @@ void csvm::init(const target_platform target) {
 
     plssvm::detail::log(verbosity_level::full,
                         "\nUsing OpenMP as backend with {} threads.\n\n", plssvm::detail::tracking_entry{ "backend", "num_threads", num_omp_threads });
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::openmp }));
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::cpu }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::openmp }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "target_platform", plssvm::target_platform::cpu }));
 
     // update the target platform
     target_ = plssvm::target_platform::cpu;
diff --git a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
index 9383e7ca4..61e7e23c6 100644
--- a/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
+++ b/src/plssvm/backends/SYCL/DPCPP/csvm.cpp
@@ -92,8 +92,8 @@ void csvm::init(const target_platform target) {
         plssvm::detail::log(verbosity_level::full,
                             "Using {} as automatic target platform.\n", target_);
     }
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::dpcpp }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::dpcpp }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {
diff --git a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
index 2a3d8ba88..6546a6f75 100644
--- a/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
+++ b/src/plssvm/backends/SYCL/hipSYCL/csvm.cpp
@@ -101,8 +101,8 @@ void csvm::init(const target_platform target) {
         plssvm::detail::log(verbosity_level::full,
                             "Using {} as automatic target platform.\n", target_);
     }
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
-    PLSSVM_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::hipsycl }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "backend", plssvm::backend_type::sycl }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "backend", "sycl_implementation_type", plssvm::sycl::implementation_type::hipsycl }));
 
     // throw exception if no devices for the requested target could be found
     if (devices_.empty()) {

From 7b68d121738f0e7f146dd92197a4d81eb6e33b92 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 12:10:32 +0200
Subject: [PATCH 0935/1010] Remove redundant newline.

---
 src/plssvm/detail/performance_tracker.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index 0516458ad..94c137db1 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -48,7 +48,7 @@ void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_tr
                                                                   "  strings_as_labels:           {}\n"
                                                                   "  float_as_real_type:          {}\n"
                                                                   "  input_filename:              \"{}\"\n"
-                                                                  "  model_filename:              \"{}\"\n\n",
+                                                                  "  model_filename:              \"{}\"\n",
                                                                   entry.entry_value.csvm_params.kernel_type.value(),
                                                                   entry.entry_value.csvm_params.degree.value(),
                                                                   entry.entry_value.csvm_params.gamma.value(),
@@ -75,7 +75,7 @@ void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_pr
                                                                   "  float_as_real_type:       {}\n"
                                                                   "  input_filename:           \"{}\"\n"
                                                                   "  model_filename:           \"{}\"\n"
-                                                                  "  predict_filename:         \"{}\"\n\n",
+                                                                  "  predict_filename:         \"{}\"\n",
                                                                   entry.entry_value.backend,
                                                                   entry.entry_value.target,
                                                                   entry.entry_value.sycl_implementation_type,
@@ -96,7 +96,7 @@ void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_sc
                                                                   "  input_filename:     \"{}\"\n"
                                                                   "  scaled_filename:    \"{}\"\n"
                                                                   "  save_filename:      \"{}\"\n"
-                                                                  "  restore_filename:   \"{}\"\n\n",
+                                                                  "  restore_filename:   \"{}\"\n",
                                                                   entry.entry_value.lower,
                                                                   entry.entry_value.upper,
                                                                   entry.entry_value.format,

From 338977969b887db366f7b41eb87ab2aebb4620db Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 12:39:53 +0200
Subject: [PATCH 0936/1010] Fix include documentation.

---
 src/plssvm/detail/performance_tracker.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index 94c137db1..27c5566b4 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -21,7 +21,7 @@
 #include "fmt/ostream.h"                                 // format types with an operator<< overload
 
 #include <fstream>                                       // std::ofstream
-#include <iostream>                                      // std::ostream, std::ios_base::app
+#include <iostream>                                      // std::ios_base::app
 #include <string>                                        // std::string
 #include <unordered_map>                                 // std::unordered_multimap
 #include <utility>                                       // std::pair

From 91df0c9b812d679ec9d6effb21b288ad4c105ef9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 14:25:53 +0200
Subject: [PATCH 0937/1010] Issue a CMake warning if testing and performance
 tracking are enabled simultaneously.

---
 CMakeLists.txt | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 9a3a1e5bb..8da7d56e5 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -518,7 +518,6 @@ if (PLSSVM_PERFORMANCE_TRACKER)
     target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE="${PLSSVM_PERFORMANCE_TRACKER}")
 endif ()
 
-
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
@@ -552,6 +551,11 @@ endif ()
 ########################################################################################################################
 option(PLSSVM_ENABLE_TESTING "Build tests for all backends." ON)
 if (PLSSVM_ENABLE_TESTING)
+    # issue a warning if performance tracking as well as tests are enabled simultaneously
+    if (PLSSVM_PERFORMANCE_TRACKER)
+        message(WARNING "Enabled testing AND performance tracking! Be aware that running ctest will add entries to the performance tracking .yaml file.")
+    endif ()
+
     enable_testing()
     add_subdirectory(tests)
 endif ()

From 5bf84a79b179237f0503442884de3b2b78951011 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 16:00:52 +0200
Subject: [PATCH 0938/1010] Add a getter function for the tracked entries.

---
 include/plssvm/detail/performance_tracker.hpp | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 7c861425c..76755f125 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -170,6 +170,12 @@ class performance_tracker {
      */
     [[nodiscard]] bool is_tracking() const noexcept { return is_tracking_; }
 
+    /**
+     * @brief Return the currently available tracking entries.
+     * @return the previously added tracking entries (`[[nodiscard]]`)
+     */
+    [[nodiscard]] const std::unordered_multimap<std::string, std::string> &get_tracking_entries() const noexcept { return tracking_statistics; }
+
   private:
     /**
      * @brief Default construct a performance_tracker.

From 545c19b57ceec24ac71768ab4723451e02a0a0a0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 16:01:39 +0200
Subject: [PATCH 0939/1010] Add additional tests for the performance_tracker
 class.

---
 tests/detail/performance_tracker.cpp | 179 +++++++++++++++++++++++++++
 1 file changed, 179 insertions(+)

diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 26e3b8825..a5fd43351 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -66,4 +66,183 @@ TEST(TrackingEntry, is_no_tracking_entry) {
     EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<const int &>);
     EXPECT_FALSE(plssvm::detail::is_tracking_entry<std::string>::value);
     EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<std::string>);
+}
+
+// the macros are only available if PLSSVM_PERFORMANCE_TRACKER_ENABLED is defined!
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+TEST(PerformanceTracker, pause_and_resume_macros) {
+    // tracking is enabled per default
+    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+    // disable performance tracking
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE();
+    // tracking should now be disabled
+    EXPECT_FALSE(plssvm::detail::performance_tracker::instance().is_tracking());
+    // re-enable performance tracking
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME();
+    // tracking should now be enabled again
+    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+}
+TEST(PerformanceTracker, add_entry_macro) {
+    // add different tracking entries
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "foo", "bar", 42 }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 }));
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "", "foobar", 'a' }));
+
+    // get the tracking entries
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+
+    // check entries for correctness
+    EXPECT_EQ(entries.size(), 3);
+
+    auto r1 = entries.equal_range("foo");
+    ASSERT_EQ(std::distance(r1.first, r1.second), 2);
+    for (auto it = r1.first; it != r1.second; ++it) {
+        EXPECT_EQ(it->first, "foo");
+        EXPECT_TRUE(it->second == "  bar: 42\n" || it->second == "  baz: 3.1415\n");
+    }
+
+    auto r2 = entries.equal_range("");
+    ASSERT_EQ(std::distance(r2.first, r2.second), 1);
+    EXPECT_EQ(r2.first->first, "");
+    EXPECT_EQ(r2.first->second, "foobar: a\n");
+}
+
+#endif
+
+TEST(PerformanceTracker, pause_and_resume) {
+    // tracking is enabled per default
+    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+    // disable performance tracking
+    plssvm::detail::performance_tracker::instance().pause_tracking();
+    // tracking should now be disabled
+    EXPECT_FALSE(plssvm::detail::performance_tracker::instance().is_tracking());
+    // re-enable performance tracking
+    plssvm::detail::performance_tracker::instance().resume_tracking();
+    // tracking should now be enabled again
+    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+}
+TEST(PerformanceTrackker, add_generic_tracking_entry) {
+    // add different tracking entries
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+
+    // get the tracking entries
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+
+    // check entries for correctness
+    EXPECT_EQ(entries.size(), 3);
+
+    auto r1 = entries.equal_range("foo");
+    ASSERT_EQ(std::distance(r1.first, r1.second), 2);
+    for (auto it = r1.first; it != r1.second; ++it) {
+        EXPECT_EQ(it->first, "foo");
+        EXPECT_TRUE(it->second == "  bar: 42\n" || it->second == "  baz: 3.1415\n");
+    }
+
+    auto r2 = entries.equal_range("");
+    ASSERT_EQ(std::distance(r2.first, r2.second), 1);
+    EXPECT_EQ(r2.first->first, "");
+    EXPECT_EQ(r2.first->second, "foobar: a\n");
+}
+TEST(PerformanceTracker, add_string_tracking_entry) {
+    // add a tracking entry
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", std::string{ "baz" } });
+
+    // get the tracking entries
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+
+    // check entries for correctness
+    EXPECT_EQ(entries.size(), 1);
+
+    auto r = entries.equal_range("foo");
+    ASSERT_EQ(std::distance(r.first, r.second), 1);
+    EXPECT_EQ(r.first->first, "foo");
+    EXPECT_EQ(r.first->second, "  bar: \"baz\"\n");
+}
+TEST(PerformanceTracker, add_parser_train_tracking_entry) {
+    // create a parameter train object
+    constexpr int argc = 3;
+    char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/model" };
+    char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3] };
+    plssvm::detail::cmd::parser_train parser{ argc, argv };
+
+    // save cmd::parser_train entry
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+
+    // get the tracking entries
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+
+    // check entries for correctness
+    EXPECT_EQ(entry.size(), 1);
+
+    auto r = entry.equal_range("parameter");
+    ASSERT_EQ(std::distance(r.first, r.second), 1);
+    EXPECT_EQ(r.first->first, "parameter");
+    EXPECT_FALSE(r.first->second.empty());
+}
+TEST(PerformanceTracker, add_parser_predict_tracking_entry) {
+    // create a parameter train object
+    constexpr int argc = 4;
+    char argv_arr[argc][20] = { "./plssvm-predict", "/path/to/train", "/path/to/model", "/path/to/predict" };
+    char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3], argv_arr[4] };
+    plssvm::detail::cmd::parser_predict parser{ argc, argv };
+
+    // save cmd::parser_train entry
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+
+    // get the tracking entries
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+
+    // check entries for correctness
+    EXPECT_EQ(entry.size(), 1);
+
+    auto r = entry.equal_range("parameter");
+    ASSERT_EQ(std::distance(r.first, r.second), 1);
+    EXPECT_EQ(r.first->first, "parameter");
+    EXPECT_FALSE(r.first->second.empty());
+}
+TEST(PerformanceTracker, add_parser_scale_tracking_entry) {
+    // create a parameter train object
+    constexpr int argc = 3;
+    char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/scaled" };
+    char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3] };
+    plssvm::detail::cmd::parser_scale parser{ argc, argv };
+
+    // save cmd::parser_train entry
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+
+    // get the tracking entries
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+
+    // check entries for correctness
+    EXPECT_EQ(entry.size(), 1);
+
+    auto r = entry.equal_range("parameter");
+    ASSERT_EQ(std::distance(r.first, r.second), 1);
+    EXPECT_EQ(r.first->first, "parameter");
+    EXPECT_FALSE(r.first->second.empty());
+}
+
+TEST(PerformanceTracker, save_no_additional_entries) {
+    // create temporary file
+    const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
+    // save entries to file
+    plssvm::detail::performance_tracker::instance().save(tmp_file.filename);
+
+    // the file must not be empty
+    EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
+}
+TEST(PerformanceTracker, save_entries) {
+    // create temporary file
+    const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
+    // save entries to file
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    plssvm::detail::performance_tracker::instance().save(tmp_file.filename);
+
+    // the file must not be empty
+    EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
 }
\ No newline at end of file

From 87117cf6aca4e635570fd2af36aca152fa8a6c58 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 26 Apr 2023 16:30:03 +0200
Subject: [PATCH 0940/1010] Fix include documentation formatting.

---
 tests/detail/cmd/parser_predict.cpp | 2 +-
 tests/detail/cmd/parser_scale.cpp   | 2 +-
 tests/detail/cmd/parser_train.cpp   | 5 +++--
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 561eeebc9..8d51af5e8 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/detail/cmd/parser_predict.hpp"
 #include "plssvm/detail/logger.hpp"
 
-#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+#include "plssvm/detail/logger.hpp"      // plssvm::verbosity
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 8258ab48e..f1e3d5a84 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/detail/cmd/parser_scale.hpp"
 #include "plssvm/detail/logger.hpp"
 
-#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+#include "plssvm/detail/logger.hpp"      // plssvm::verbosity
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 3ee90e026..8c090d164 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -11,7 +11,7 @@
 #include "plssvm/detail/cmd/parser_train.hpp"
 #include "plssvm/detail/logger.hpp"
 
-#include "plssvm/detail/logger.hpp"  // plssvm::verbosity
+#include "plssvm/detail/logger.hpp"      // plssvm::verbosity
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
 #include "../../naming.hpp"              // naming::{pretty_print_parameter_flag_and_value, pretty_print_parameter_flag}
@@ -163,7 +163,8 @@ class ParserTrainDegree : public ParserTrain, public ::testing::WithParamInterfa
 TEST_P(ParserTrainDegree, parsing) {
     const auto &[flag, degree] = GetParam();
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", degree), "data.libsvm" });;
+    this->CreateCMDArgs({ "./plssvm-train", flag, fmt::format("{}", degree), "data.libsvm" });
+    ;
     // create parameter object
     const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
     // test for correctness

From 60b4fcad7db0d82bfa2613cbd49126f0b22b3c43 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Apr 2023 15:52:38 +0200
Subject: [PATCH 0941/1010] Update the Python bindings to now use the
 plssvm::verbosity_level mechanism.

---
 CMakeLists.txt                    |  1 -
 bindings/Python/CMakeLists.txt    |  3 ++-
 bindings/Python/constants.cpp     | 19 ----------------
 bindings/Python/detail/logger.cpp | 37 +++++++++++++++++++++++++++++++
 bindings/Python/main.cpp          |  4 ++--
 bindings/Python/sklearn.cpp       | 14 +++++++++---
 include/plssvm/data_set.hpp       |  1 -
 include/plssvm/detail/logger.hpp  |  2 +-
 include/plssvm/model.hpp          |  1 -
 src/plssvm/constants.cpp          | 11 ---------
 src/plssvm/detail/logger.cpp      |  2 ++
 11 files changed, 55 insertions(+), 40 deletions(-)
 delete mode 100644 bindings/Python/constants.cpp
 create mode 100644 bindings/Python/detail/logger.cpp
 delete mode 100644 src/plssvm/constants.cpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 7e3c560e0..61b8c36d1 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -51,7 +51,6 @@ set(PLSSVM_BASE_SOURCES
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/version.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/version/git_metadata/git_metadata.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/backend_types.cpp
-        ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/constants.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/file_format_types.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/kernel_function_types.cpp
         ${CMAKE_CURRENT_SOURCE_DIR}/src/plssvm/parameter.cpp
diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index eeb75bb80..4c94fcaff 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -34,10 +34,11 @@ endif ()
 set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
 
+        ${CMAKE_CURRENT_LIST_DIR}/detail/logger.cpp
+
         ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
         ${CMAKE_CURRENT_LIST_DIR}/backend_types.cpp
-        ${CMAKE_CURRENT_LIST_DIR}/constants.cpp
         ${CMAKE_CURRENT_LIST_DIR}/csvm.cpp
         ${CMAKE_CURRENT_LIST_DIR}/data_set.cpp
         ${CMAKE_CURRENT_LIST_DIR}/file_format_types.cpp
diff --git a/bindings/Python/constants.cpp b/bindings/Python/constants.cpp
deleted file mode 100644
index 96c9fa079..000000000
--- a/bindings/Python/constants.cpp
+++ /dev/null
@@ -1,19 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/constants.hpp"
-
-#include "pybind11/pybind11.h"  // py::module_
-
-namespace py = pybind11;
-
-void init_constants(py::module_ &m) {
-    // enable or disable verbose output
-    m.def(
-        "quiet", [](const bool verb) { plssvm::verbose = !verb; }, "if set to true, no command line output is made during calls to PLSSVM functions");
-}
\ No newline at end of file
diff --git a/bindings/Python/detail/logger.cpp b/bindings/Python/detail/logger.cpp
new file mode 100644
index 000000000..bb043080c
--- /dev/null
+++ b/bindings/Python/detail/logger.cpp
@@ -0,0 +1,37 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/logger.hpp"
+
+#include "pybind11/operators.h"  // pybind operator overloading
+#include "pybind11/pybind11.h"   // py::module_
+
+namespace py = pybind11;
+
+void init_logger(py::module_ &m) {
+    // bind enum class
+    py::enum_<plssvm::verbosity_level> verb_enum(m, "VerbosityLevel");
+    verb_enum.value("QUIET", plssvm::verbosity_level::quiet, "nothing is logged to the standard output to stdout")
+        .value("LIBSVM", plssvm::verbosity_level::libsvm, "log the same messages as LIBSVM (used for better LIBSVM conformity) to stdout")
+        .value("TIMING", plssvm::verbosity_level::timing, "log all messages related to timing information to stdout")
+        .value("FULL", plssvm::verbosity_level::full, "log all messages to stdout");
+
+    // bind the bitwise operations
+    verb_enum.def(py::self | py::self)
+        .def(py::self |= py::self)
+        .def(py::self & py::self)
+        .def(py::self &= py::self);
+
+    // enable or disable verbose output
+    m.def(
+        "quiet", []() { plssvm::verbosity = plssvm::verbosity_level::quiet; }, "no command line output is made during calls to PLSSVM functions");
+    m.def(
+        "get_verbosity", []() { return plssvm::verbosity; }, "get the currently set verbosity level for all PLSSVM outputs to stdout");
+    m.def(
+        "set_verbosity", [](const plssvm::verbosity_level verb) { plssvm::verbosity = verb; }, "set the verbosity level for all PLSSVM outputs to stdout");
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index 09d3afe95..bf4294976 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -15,7 +15,7 @@
 namespace py = pybind11;
 
 // forward declare binding functions
-void init_constants(py::module_ &);
+void init_logger(py::module_ &);
 void init_target_platforms(py::module_ &);
 void init_backend_types(py::module_ &);
 void init_file_format_types(py::module_ &);
@@ -49,7 +49,7 @@ PYBIND11_MODULE(plssvm, m) {
     });
 
     // NOTE: the order matters. DON'T CHANGE IT!
-    init_constants(m);
+    init_logger(m);
     init_target_platforms(m);
     init_backend_types(m);
     init_file_format_types(m);
diff --git a/bindings/Python/sklearn.cpp b/bindings/Python/sklearn.cpp
index b1606a85b..42e8449c3 100644
--- a/bindings/Python/sklearn.cpp
+++ b/bindings/Python/sklearn.cpp
@@ -86,7 +86,11 @@ void parse_provided_params(svc &self, const py::kwargs &args) {
         throw py::attribute_error{ "The 'class_weight' parameter for a call to the 'SVC' constructor is not implemented yet!" };
     }
     if (args.contains("verbose")) {
-        plssvm::verbose = args["verbose"].cast<bool>();
+        if (args["verbose"].cast<bool>()) {
+            plssvm::verbosity = plssvm::verbosity_level::full;
+        } else {
+            plssvm::verbosity = plssvm::verbosity_level::quiet;
+        }
     }
     if (args.contains("max_iter")) {
         self.max_iter = args["max_iter"].cast<long long>();
@@ -121,7 +125,11 @@ void init_sklearn(py::module_ &m) {
     py_svc.def(py::init([](const py::kwargs &args) {
                    // to silence constructor messages
                    if (args.contains("verbose")) {
-                       ::plssvm::verbose = args["verbose"].cast<bool>();
+                       if (args["verbose"].cast<bool>()) {
+                           plssvm::verbosity = plssvm::verbosity_level::full;
+                       } else {
+                           plssvm::verbosity = plssvm::verbosity_level::quiet;
+                       }
                    }
 
                    // create SVC class
@@ -200,7 +208,7 @@ void init_sklearn(py::module_ &m) {
                   py_params["tol"] = self.epsilon.value_or(typename svc::real_type{ 1e-3 });
                   // py_params["cache_size"];
                   // py_params["class_weight"];
-                  py_params["verbose"] = plssvm::verbose;
+                  py_params["verbose"] = plssvm::verbosity != plssvm::verbosity_level::quiet;
                   py_params["max_iter"] = self.max_iter.value_or(-1);
                   // py_params["decision_function_shape"];
                   // py_params["break_ties"];
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index bc3e76e53..6496aff64 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -41,7 +41,6 @@
 #include <set>                                           // std::set
 #include <string>                                        // std::string
 #include <tuple>                                         // std::tie
-#include <type_traits>                                   // std::is_same_v, std::is_arithmetic_v
 #include <utility>                                       // std::move, std::pair, std::make_pair
 #include <vector>                                        // std::vector
 
diff --git a/include/plssvm/detail/logger.hpp b/include/plssvm/detail/logger.hpp
index 7718da165..0f004c5fb 100644
--- a/include/plssvm/detail/logger.hpp
+++ b/include/plssvm/detail/logger.hpp
@@ -42,7 +42,7 @@ enum class verbosity_level {
 };
 
 /// The verbosity level used in the logging function. My be changed by the user.
-inline verbosity_level verbosity = verbosity_level::full;
+extern verbosity_level verbosity;
 
 /**
  * @brief Output the @p verb to the given output-stream @p out.
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 6376a776c..41acaeb3d 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -31,7 +31,6 @@
 #include <memory>                                     // std::shared_ptr, std::make_shared
 #include <string>                                     // std::string
 #include <tuple>                                      // std::tie
-#include <type_traits>                                // std::is_same_v, std::is_arithmetic_v
 #include <utility>                                    // std::move
 #include <vector>                                     // std::vector
 
diff --git a/src/plssvm/constants.cpp b/src/plssvm/constants.cpp
deleted file mode 100644
index 68bc60c86..000000000
--- a/src/plssvm/constants.cpp
+++ /dev/null
@@ -1,11 +0,0 @@
-/**
- * @author Alexander Van Craen
- * @author Marcel Breyer
- * @copyright 2018-today The PLSSVM project - All Rights Reserved
- * @license This file is part of the PLSSVM project which is released under the MIT license.
- *          See the LICENSE.md file in the project root for full license information.
- */
-
-#include "plssvm/constants.hpp"
-
-bool plssvm::verbose = plssvm::verbose_default;
\ No newline at end of file
diff --git a/src/plssvm/detail/logger.cpp b/src/plssvm/detail/logger.cpp
index b1b8ac546..37e8388a2 100644
--- a/src/plssvm/detail/logger.cpp
+++ b/src/plssvm/detail/logger.cpp
@@ -22,6 +22,8 @@
 
 namespace plssvm {
 
+verbosity_level verbosity = verbosity_level::full;
+
 std::ostream &operator<<(std::ostream &out, const verbosity_level verb) {
     if (verb == verbosity_level::quiet) {
         return out << "quiet";

From 85b5be2c1d09308136f05c80012fbcd18c5c730f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Apr 2023 16:14:39 +0200
Subject: [PATCH 0942/1010] Add Python bindings for the new member functions.

---
 bindings/Python/backends/dpcpp_csvm.cpp   | 3 ++-
 bindings/Python/backends/hipsycl_csvm.cpp | 3 ++-
 bindings/Python/csvm.cpp                  | 3 ++-
 3 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/bindings/Python/backends/dpcpp_csvm.cpp b/bindings/Python/backends/dpcpp_csvm.cpp
index d4c6a2701..099c9f39e 100644
--- a/bindings/Python/backends/dpcpp_csvm.cpp
+++ b/bindings/Python/backends/dpcpp_csvm.cpp
@@ -53,7 +53,8 @@ py::module_ init_dpcpp_csvm(py::module_ &m, const py::exception<plssvm::exceptio
                  // create CSVM with the default target platform
                  return std::make_unique<plssvm::dpcpp::csvm>(target, params, plssvm::sycl_kernel_invocation_type = invoc);
              }),
-             "create an SVM with the provided target platform and keyword arguments");
+             "create an SVM with the provided target platform and keyword arguments")
+        .def("get_kernel_invocation_type", &plssvm::dpcpp::csvm::get_kernel_invocation_type, "get the kernel invocation type used in this SYCL SVM");
 
     // register DPCPP backend specific exceptions
     register_py_exception<plssvm::dpcpp::backend_exception>(dpcpp_module, "BackendError", base_exception);
diff --git a/bindings/Python/backends/hipsycl_csvm.cpp b/bindings/Python/backends/hipsycl_csvm.cpp
index b7aba5753..651fafa2b 100644
--- a/bindings/Python/backends/hipsycl_csvm.cpp
+++ b/bindings/Python/backends/hipsycl_csvm.cpp
@@ -53,7 +53,8 @@ py::module_ init_hipsycl_csvm(py::module_ &m, const py::exception<plssvm::except
                  // create CSVM with the default target platform
                  return std::make_unique<plssvm::hipsycl::csvm>(target, params, plssvm::sycl_kernel_invocation_type = invoc);
              }),
-             "create an SVM with the provided target platform and keyword arguments");
+             "create an SVM with the provided target platform and keyword arguments")
+        .def("get_kernel_invocation_type", &plssvm::hipsycl::csvm::get_kernel_invocation_type, "get the kernel invocation type used in this SYCL SVM");
 
     // register hipSYCL backend specific exceptions
     register_py_exception<plssvm::hipsycl::backend_exception>(hipsycl_module, "BackendError", base_exception);
diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 363b0c8e8..6abe9cede 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -103,7 +103,8 @@ void init_csvm(py::module_ &m) {
                 // convert kwargs to parameter and update csvm internal parameter
                 self.set_params(convert_kwargs_to_parameter(args, self.get_params()));
             },
-            "update the parameter used for this SVM using keyword arguments");
+            "update the parameter used for this SVM using keyword arguments")
+        .def("get_target_platform", &plssvm::csvm::get_target_platform, "get the actual target platform this SVM runs on");
 
     // instantiate all functions using all available real_type x label_type combinations
     instantiate_model_bindings<plssvm::detail::real_type_label_type_combination_list>(pycsvm);

From 183d9a802fbe6dfa4fef9ab6b360140857391a80 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 27 Apr 2023 16:40:48 +0200
Subject: [PATCH 0943/1010] Add a missing model member function and all Python
 bindings wrt the new model member functions.

---
 bindings/Python/model.cpp | 20 ++++++++++++++++++++
 include/plssvm/model.hpp  |  7 +++++++
 tests/model.cpp           | 12 ++++++++++++
 3 files changed, 39 insertions(+)

diff --git a/bindings/Python/model.cpp b/bindings/Python/model.cpp
index 795096174..5ffda7c69 100644
--- a/bindings/Python/model.cpp
+++ b/bindings/Python/model.cpp
@@ -18,6 +18,7 @@
 #include <cstddef>                      // std::size_t
 #include <string>                       // std::string
 #include <tuple>                        // std::tuple_element_t, std::tuple_size_v
+#include <type_traits>                  // std::is_same_v
 #include <utility>                      // std::integer_sequence, std::make_integer_sequence
 
 namespace py = pybind11;
@@ -39,6 +40,25 @@ void instantiate_model_bindings(py::module_ &m, plssvm::detail::real_type_label_
                 return matrix_to_pyarray(self.support_vectors());
             },
             "the support vectors (note: all training points become support vectors for LSSVMs)")
+        .def(
+            "labels", [](const model_type &self) {
+                if constexpr (std::is_same_v<label_type, std::string>) {
+                    return self.labels();
+                } else {
+                    return vector_to_pyarray(self.labels());
+                }
+            },
+            "the labels")
+        .def("num_different_labels", &model_type::num_different_labels, "the number of different labels")
+        .def(
+            "different_labels", [](const model_type &self) {
+                if constexpr (std::is_same_v<label_type, std::string>) {
+                    return self.different_labels();
+                } else {
+                    return vector_to_pyarray(self.different_labels());
+                }
+            },
+            "the different labels")
         .def(
             "weights", [](const model_type &self) {
                 return vector_to_pyarray(self.weights());
diff --git a/include/plssvm/model.hpp b/include/plssvm/model.hpp
index 41acaeb3d..8fdf2affb 100644
--- a/include/plssvm/model.hpp
+++ b/include/plssvm/model.hpp
@@ -105,6 +105,13 @@ class model {
      * @return the labels (`[[nodiscard]]`)
      */
     [[nodiscard]] const std::vector<label_type> &labels() const noexcept { return data_.labels()->get(); }
+    /**
+     * @brief Returns the number of **different** labels in this data set.
+     * @details If the data set contains the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns `2`.
+     *          It is the same as: `model.different_labels().size()`
+     * @return the number of **different** labels (`[[nodiscard]]`)
+     */
+    [[nodiscard]] size_type num_different_labels() const noexcept { return data_.num_different_labels(); }
     /**
      * @brief Returns the **different** labels of the support vectors.
      * @details If the support vectors contain the labels `std::vector<int>{ -1, 1, 1, -1, -1, 1 }`, this function returns the labels `{ -1, 1 }`.
diff --git a/tests/model.cpp b/tests/model.cpp
index 768b8f3ba..67559e682 100644
--- a/tests/model.cpp
+++ b/tests/model.cpp
@@ -144,6 +144,18 @@ TYPED_TEST(Model, labels) {
 
     // check labels getter
     EXPECT_EQ(model.labels(), correct_label);
+}
+TYPED_TEST(Model, num_different_labels) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // instantiate a model file
+    const util::temporary_file model_file;
+    util::instantiate_template_file<label_type>(PLSSVM_TEST_PATH "/data/model/5x4_linear_TEMPLATE.libsvm.model", model_file.filename);
+    const plssvm::model<real_type, label_type> model{ model_file.filename };
+
+    // check num_different_labels getter
+    EXPECT_EQ(model.num_different_labels(), 2);
 }
  TYPED_TEST(Model, different_labels) {
      using real_type = typename TypeParam::real_type;

From 0e32d7d183594d115534974d9d514966898e3310 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Apr 2023 08:58:50 +0200
Subject: [PATCH 0944/1010] Empty the tracking statistics once the data has
 been saved to the yaml file.

---
 src/plssvm/detail/performance_tracker.cpp | 3 +++
 tests/detail/performance_tracker.cpp      | 6 ++++++
 2 files changed, 9 insertions(+)

diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index 27c5566b4..0943c8bf5 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -148,6 +148,9 @@ void performance_tracker::save(const std::string &filename) {
         }
         out << '\n';
     }
+
+    // clear tracking statistics
+    tracking_statistics.clear();
 }
 
 }  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index a5fd43351..ba92dabe7 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -233,6 +233,9 @@ TEST(PerformanceTracker, save_no_additional_entries) {
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
+
+    // the tracking entries must be empty now
+    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().get_tracking_entries().empty());
 }
 TEST(PerformanceTracker, save_entries) {
     // create temporary file
@@ -245,4 +248,7 @@ TEST(PerformanceTracker, save_entries) {
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
+
+    // the tracking entries must be empty now
+    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().get_tracking_entries().empty());
 }
\ No newline at end of file

From c81723386e8ede72c0fa9b87466993dfe7fc3ff0 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Apr 2023 08:59:23 +0200
Subject: [PATCH 0945/1010] Add missing const qualifiers.

---
 tests/detail/performance_tracker.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index ba92dabe7..c3e6341d2 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -166,7 +166,7 @@ TEST(PerformanceTracker, add_parser_train_tracking_entry) {
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/model" };
     char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3] };
-    plssvm::detail::cmd::parser_train parser{ argc, argv };
+    const plssvm::detail::cmd::parser_train parser{ argc, argv };
 
     // save cmd::parser_train entry
     plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
@@ -187,7 +187,7 @@ TEST(PerformanceTracker, add_parser_predict_tracking_entry) {
     constexpr int argc = 4;
     char argv_arr[argc][20] = { "./plssvm-predict", "/path/to/train", "/path/to/model", "/path/to/predict" };
     char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3], argv_arr[4] };
-    plssvm::detail::cmd::parser_predict parser{ argc, argv };
+    const plssvm::detail::cmd::parser_predict parser{ argc, argv };
 
     // save cmd::parser_train entry
     plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
@@ -208,7 +208,7 @@ TEST(PerformanceTracker, add_parser_scale_tracking_entry) {
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/scaled" };
     char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3] };
-    plssvm::detail::cmd::parser_scale parser{ argc, argv };
+    const plssvm::detail::cmd::parser_scale parser{ argc, argv };
 
     // save cmd::parser_train entry
     plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });

From f035dea62d97df4349a0b392e735ebc489368d3c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Apr 2023 11:18:43 +0200
Subject: [PATCH 0946/1010] Correctly indent OpenMP pragmas.

---
 include/plssvm/csvm.hpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/plssvm/csvm.hpp b/include/plssvm/csvm.hpp
index 13fbe4123..1d52537dc 100644
--- a/include/plssvm/csvm.hpp
+++ b/include/plssvm/csvm.hpp
@@ -334,7 +334,7 @@ std::vector<label_type> csvm::predict(const model<real_type, label_type> &model,
     // convert predicted values to the correct labels
     std::vector<label_type> predicted_labels(predicted_values.size());
 
-#pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v<label_type, bool>)
+    #pragma omp parallel for default(none) shared(predicted_labels, predicted_values, model) if (!std::is_same_v<label_type, bool>)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         predicted_labels[i] = model.data_.mapping_->get_label_by_mapped_value(plssvm::operators::sign(predicted_values[i]));
     }
@@ -365,7 +365,7 @@ real_type csvm::score(const model<real_type, label_type> &model, const data_set<
 
     // calculate the accuracy
     typename std::vector<label_type>::size_type correct{ 0 };
-#pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
+    #pragma omp parallel for reduction(+ : correct) default(none) shared(predicted_labels, correct_labels)
     for (typename std::vector<label_type>::size_type i = 0; i < predicted_labels.size(); ++i) {
         if (predicted_labels[i] == correct_labels[i]) {
             ++correct;

From ded727875e08c8ee7811fc150775c64ee66eaf10 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Apr 2023 11:50:58 +0200
Subject: [PATCH 0947/1010] Add additional standard output and tracking
 information.

---
 include/plssvm/detail/layout.hpp | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/layout.hpp b/include/plssvm/detail/layout.hpp
index 5404c26a6..c85af290d 100644
--- a/include/plssvm/detail/layout.hpp
+++ b/include/plssvm/detail/layout.hpp
@@ -141,7 +141,9 @@ template <typename real_type>
 
     const std::chrono::time_point end_time = std::chrono::steady_clock::now();
     detail::log(verbosity_level::full | verbosity_level::timing,
-                "Transformed dataset from 2D to 1D {} in {}.\n",
+                "Transformed {}x{} dataset from 2D to 1D {} in {}.\n",
+                detail::tracking_entry{ "transform", "num_data_points", num_points },
+                detail::tracking_entry{ "transform", "num_features", num_features },
                 detail::tracking_entry{ "transform", "layout", layout },
                 detail::tracking_entry{ "transform", "time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 

From 1a7bc63a6514010b929539b3562db7a83c135fa2 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 28 Apr 2023 12:40:30 +0200
Subject: [PATCH 0948/1010] Add custom Python bindings for the performance
 tracker (WIP).

---
 bindings/Python/CMakeLists.txt                |   1 +
 .../Python/detail/performance_tracker.cpp     |  30 ++++
 bindings/Python/main.cpp                      |   2 +
 include/plssvm/detail/performance_tracker.hpp |  60 +++----
 src/plssvm/detail/performance_tracker.cpp     | 158 ++++++++++--------
 tests/detail/performance_tracker.cpp          |  56 +++----
 6 files changed, 179 insertions(+), 128 deletions(-)
 create mode 100644 bindings/Python/detail/performance_tracker.cpp

diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 4c94fcaff..1094bac28 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -35,6 +35,7 @@ set(PLSSVM_PYTHON_BINDINGS_SOURCES
         ${CMAKE_CURRENT_LIST_DIR}/exceptions/exceptions.cpp
 
         ${CMAKE_CURRENT_LIST_DIR}/detail/logger.cpp
+        ${CMAKE_CURRENT_LIST_DIR}/detail/performance_tracker.cpp
 
         ${CMAKE_CURRENT_LIST_DIR}/version/version.cpp
 
diff --git a/bindings/Python/detail/performance_tracker.cpp b/bindings/Python/detail/performance_tracker.cpp
new file mode 100644
index 000000000..ebe81211e
--- /dev/null
+++ b/bindings/Python/detail/performance_tracker.cpp
@@ -0,0 +1,30 @@
+/**
+ * @author Alexander Van Craen
+ * @author Marcel Breyer
+ * @copyright 2018-today The PLSSVM project - All Rights Reserved
+ * @license This file is part of the PLSSVM project which is released under the MIT license.
+ *          See the LICENSE.md file in the project root for full license information.
+ */
+
+#include "plssvm/detail/performance_tracker.hpp"
+
+#include "pybind11/pybind11.h"  // py::module_
+
+namespace py = pybind11;
+
+void init_performance_tracker(py::module_ &m) {
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+    // use a detail submodule for the performance tracking bindings
+    const py::module_ detail_module = m.def_submodule("detail", "a module containing detail functionality for the performance tracker");
+
+    // bind the performance tracker
+    py::class_<plssvm::detail::performance_tracker>(detail_module, "PerformanceTracker")
+        .def_static("add_parameter_tracking", &plssvm::detail::performance_tracker::add_parameter_tracking_entry, "track the parameter values")
+        .def_static("pause", &plssvm::detail::performance_tracker::pause_tracking, py::return_value_policy::reference, "pause performance tracking")
+        .def_static("resume", &plssvm::detail::performance_tracker::resume_tracking, py::return_value_policy::reference, "resume performance tracking")
+        .def_static(
+            "save_to", &plssvm::detail::performance_tracker::save, py::return_value_policy::reference, "save the performance tracking results to the specified yaml file");
+
+#endif
+}
\ No newline at end of file
diff --git a/bindings/Python/main.cpp b/bindings/Python/main.cpp
index bf4294976..72ff7ef97 100644
--- a/bindings/Python/main.cpp
+++ b/bindings/Python/main.cpp
@@ -16,6 +16,7 @@ namespace py = pybind11;
 
 // forward declare binding functions
 void init_logger(py::module_ &);
+void init_performance_tracker(py::module_ &);
 void init_target_platforms(py::module_ &);
 void init_backend_types(py::module_ &);
 void init_file_format_types(py::module_ &);
@@ -50,6 +51,7 @@ PYBIND11_MODULE(plssvm, m) {
 
     // NOTE: the order matters. DON'T CHANGE IT!
     init_logger(m);
+    init_performance_tracker(m);
     init_target_platforms(m);
     init_backend_types(m);
     init_file_format_types(m);
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 76755f125..a51ea4dd8 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -101,13 +101,9 @@ constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
 class performance_tracker {
   public:
     /**
-     * @brief Singleton getter since only one instance of a performance_tracker should ever exist.
-     * @return the singleton instance (`[[nodiscard]]`)
+     * @brief Pure static class, prevent any object from being constructed.
      */
-    [[nodiscard]] static performance_tracker &instance() {
-        static performance_tracker tracker{};
-        return tracker;
-    }
+    performance_tracker() = delete;
 
     /**
      * @brief Add a tracking_entry to this performance tracker.
@@ -116,77 +112,73 @@ class performance_tracker {
      * @param[in] entry the entry to add
      */
     template <typename T>
-    void add_tracking_entry(const tracking_entry<T> &entry) {
-        tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
+    static void add_tracking_entry(const tracking_entry<T> &entry) {
+        if (is_tracking()) {
+            tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
+        }
     }
-
+    static void add_parameter_tracking_entry(const ::plssvm::parameter &params);
     /**
      * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds quotes around the entry's value.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<std::string> &entry);
+    static void add_tracking_entry(const tracking_entry<std::string> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
+    static void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
+    static void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
      * @param[in] entry the entry to add
      */
-    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
+    static void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
 
     /**
      * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
      * @details Appends all entries at the end of the file creating a new YAML document.
      * @param[in] filename the file to add the performance tracking results to
      */
-    void save(const std::string &filename);
+    static void save(const std::string &filename);
 
     /**
      * @brief Pause the current tracking, i.e., all calls to `add_tracking_entry` do nothing.
      */
-    void pause_tracking() noexcept { is_tracking_ = false; }
+    static void pause_tracking() noexcept { is_tracking_ = false; }
     /**
      * @brief Resume the tracking, i.e., all calls to `add_tracking_entry` do track the values again.
      */
-    void resume_tracking() noexcept { is_tracking_ = true; }
+    static void resume_tracking() noexcept { is_tracking_ = true; }
     /**
      * @brief Check whether tracking is currently active or paused.
      * @return `true` if tracking is enabled, `false` if it is currently paused (`[[nodiscard]]`)
      */
-    [[nodiscard]] bool is_tracking() const noexcept { return is_tracking_; }
+    [[nodiscard]] static bool is_tracking() noexcept { return is_tracking_; }
 
     /**
      * @brief Return the currently available tracking entries.
      * @return the previously added tracking entries (`[[nodiscard]]`)
      */
-    [[nodiscard]] const std::unordered_multimap<std::string, std::string> &get_tracking_entries() const noexcept { return tracking_statistics; }
+    [[nodiscard]] static const std::unordered_multimap<std::string, std::string> &get_tracking_entries() noexcept { return tracking_statistics; }
 
   private:
-    /**
-     * @brief Default construct a performance_tracker.
-     * @details This constructor is private to enable a save singleton usage of the performance_tracker class.
-     */
-    performance_tracker() = default;
-
     /// All performance statistics grouped by their specified categories.
-    std::unordered_multimap<std::string, std::string> tracking_statistics{};
+    static std::unordered_multimap<std::string, std::string> tracking_statistics;
     /// The tracking is enabled by default.
-    bool is_tracking_{ true };
+    static bool is_tracking_;
 };
 
 /**
@@ -212,23 +204,25 @@ class performance_tracker {
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE() \
-        plssvm::detail::performance_tracker::instance().pause_tracking()
+        plssvm::detail::performance_tracker::pause_tracking()
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME() \
-        plssvm::detail::performance_tracker::instance().resume_tracking()
+        plssvm::detail::performance_tracker::resume_tracking()
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE() \
-        plssvm::detail::performance_tracker::instance().save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
+        plssvm::detail::performance_tracker::save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
 
-    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)                \
-        if (plssvm::detail::performance_tracker::instance().is_tracking()) {           \
-            plssvm::detail::performance_tracker::instance().add_tracking_entry(entry); \
-        }
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(filename) \
+        plssvm::detail::performance_tracker::save(filename)  // TODO: only use this and add cmd parameter?
+
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry) \
+        plssvm::detail::performance_tracker::add_tracking_entry(entry);
 #else
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE()
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME()
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE()
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(filename)
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
 
 #endif
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index 0943c8bf5..d645f6ce0 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -28,84 +28,108 @@
 
 namespace plssvm::detail {
 
+std::unordered_multimap<std::string, std::string> performance_tracker::tracking_statistics = std::unordered_multimap<std::string, std::string>{};
+bool performance_tracker::is_tracking_ = true;
+
 void performance_tracker::add_tracking_entry(const tracking_entry<std::string> &entry) {
     tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
 }
 
+void performance_tracker::add_parameter_tracking_entry(const ::plssvm::parameter &params) {
+    if (is_tracking()) {
+        tracking_statistics.emplace("parameter", fmt::format("  kernel_type: {}\n"
+                                                             "  degree:      {}\n"
+                                                             "  gamma:       {}\n"
+                                                             "  coef0:       {}\n"
+                                                             "  cost:        {}\n",
+                                                             params.kernel_type.value(),
+                                                             params.degree.value(),
+                                                             params.gamma.is_default() ? std::string{ "#data_points" } : fmt::format("{}", params.gamma.value()),
+                                                             params.coef0.value(),
+                                                             params.cost.value()));
+    }
+}
+
 void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_train> &entry) {
-    tracking_statistics.emplace(entry.entry_category, fmt::format("  task:                        train\n"
-                                                                  "  kernel_type:                 {}\n"
-                                                                  "  degree:                      {}\n"
-                                                                  "  gamma:                       {}\n"
-                                                                  "  coef0:                       {}\n"
-                                                                  "  cost:                        {}\n"
-                                                                  "  epsilon:                     {}\n"
-                                                                  "  max_iter:                    {}\n"
-                                                                  "  backend:                     {}\n"
-                                                                  "  target:                      {}\n"
-                                                                  "  sycl_kernel_invocation_type: {}\n"
-                                                                  "  sycl_implementation_type:    {}\n"
-                                                                  "  strings_as_labels:           {}\n"
-                                                                  "  float_as_real_type:          {}\n"
-                                                                  "  input_filename:              \"{}\"\n"
-                                                                  "  model_filename:              \"{}\"\n",
-                                                                  entry.entry_value.csvm_params.kernel_type.value(),
-                                                                  entry.entry_value.csvm_params.degree.value(),
-                                                                  entry.entry_value.csvm_params.gamma.value(),
-                                                                  entry.entry_value.csvm_params.coef0.value(),
-                                                                  entry.entry_value.csvm_params.cost.value(),
-                                                                  entry.entry_value.epsilon.value(),
-                                                                  entry.entry_value.max_iter.value(),
-                                                                  entry.entry_value.backend,
-                                                                  entry.entry_value.target,
-                                                                  entry.entry_value.sycl_kernel_invocation_type,
-                                                                  entry.entry_value.sycl_implementation_type,
-                                                                  entry.entry_value.strings_as_labels,
-                                                                  entry.entry_value.float_as_real_type,
-                                                                  entry.entry_value.input_filename,
-                                                                  entry.entry_value.model_filename));
+    if (is_tracking()) {
+        tracking_statistics.emplace(entry.entry_category, fmt::format("  task:                        train\n"
+                                                                      "  kernel_type:                 {}\n"
+                                                                      "  degree:                      {}\n"
+                                                                      "  gamma:                       {}\n"
+                                                                      "  coef0:                       {}\n"
+                                                                      "  cost:                        {}\n"
+                                                                      "  epsilon:                     {}\n"
+                                                                      "  max_iter:                    {}\n"
+                                                                      "  backend:                     {}\n"
+                                                                      "  target:                      {}\n"
+                                                                      "  sycl_kernel_invocation_type: {}\n"
+                                                                      "  sycl_implementation_type:    {}\n"
+                                                                      "  strings_as_labels:           {}\n"
+                                                                      "  float_as_real_type:          {}\n"
+                                                                      "  input_filename:              \"{}\"\n"
+                                                                      "  model_filename:              \"{}\"\n",
+                                                                      entry.entry_value.csvm_params.kernel_type.value(),
+                                                                      entry.entry_value.csvm_params.degree.value(),
+                                                                      entry.entry_value.csvm_params.gamma.value(),
+                                                                      entry.entry_value.csvm_params.coef0.value(),
+                                                                      entry.entry_value.csvm_params.cost.value(),
+                                                                      entry.entry_value.epsilon.value(),
+                                                                      entry.entry_value.max_iter.value(),
+                                                                      entry.entry_value.backend,
+                                                                      entry.entry_value.target,
+                                                                      entry.entry_value.sycl_kernel_invocation_type,
+                                                                      entry.entry_value.sycl_implementation_type,
+                                                                      entry.entry_value.strings_as_labels,
+                                                                      entry.entry_value.float_as_real_type,
+                                                                      entry.entry_value.input_filename,
+                                                                      entry.entry_value.model_filename));
+    }
 }
 
 void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry) {
-    tracking_statistics.emplace(entry.entry_category, fmt::format("  task:                     predict\n"
-                                                                  "  backend:                  {}\n"
-                                                                  "  target:                   {}\n"
-                                                                  "  sycl_implementation_type: {}\n"
-                                                                  "  strings_as_labels:        {}\n"
-                                                                  "  float_as_real_type:       {}\n"
-                                                                  "  input_filename:           \"{}\"\n"
-                                                                  "  model_filename:           \"{}\"\n"
-                                                                  "  predict_filename:         \"{}\"\n",
-                                                                  entry.entry_value.backend,
-                                                                  entry.entry_value.target,
-                                                                  entry.entry_value.sycl_implementation_type,
-                                                                  entry.entry_value.strings_as_labels,
-                                                                  entry.entry_value.float_as_real_type,
-                                                                  entry.entry_value.input_filename,
-                                                                  entry.entry_value.model_filename,
-                                                                  entry.entry_value.predict_filename));
+    if (is_tracking()) {
+        tracking_statistics.emplace(entry.entry_category, fmt::format("  task:                     predict\n"
+                                                                      "  backend:                  {}\n"
+                                                                      "  target:                   {}\n"
+                                                                      "  sycl_implementation_type: {}\n"
+                                                                      "  strings_as_labels:        {}\n"
+                                                                      "  float_as_real_type:       {}\n"
+                                                                      "  input_filename:           \"{}\"\n"
+                                                                      "  model_filename:           \"{}\"\n"
+                                                                      "  predict_filename:         \"{}\"\n",
+                                                                      entry.entry_value.backend,
+                                                                      entry.entry_value.target,
+                                                                      entry.entry_value.sycl_implementation_type,
+                                                                      entry.entry_value.strings_as_labels,
+                                                                      entry.entry_value.float_as_real_type,
+                                                                      entry.entry_value.input_filename,
+                                                                      entry.entry_value.model_filename,
+                                                                      entry.entry_value.predict_filename));
+    }
 }
 
 void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry) {
-    tracking_statistics.emplace(entry.entry_category, fmt::format("  task:               scale\n"
-                                                                  "  lower:              {}\n"
-                                                                  "  upper:              {}\n"
-                                                                  "  format:             {}\n"
-                                                                  "  strings_as_labels:  {}\n"
-                                                                  "  float_as_real_type: {}\n"
-                                                                  "  input_filename:     \"{}\"\n"
-                                                                  "  scaled_filename:    \"{}\"\n"
-                                                                  "  save_filename:      \"{}\"\n"
-                                                                  "  restore_filename:   \"{}\"\n",
-                                                                  entry.entry_value.lower,
-                                                                  entry.entry_value.upper,
-                                                                  entry.entry_value.format,
-                                                                  entry.entry_value.strings_as_labels,
-                                                                  entry.entry_value.float_as_real_type,
-                                                                  entry.entry_value.input_filename,
-                                                                  entry.entry_value.scaled_filename,
-                                                                  entry.entry_value.save_filename,
-                                                                  entry.entry_value.restore_filename));
+    if (is_tracking()) {
+        tracking_statistics.emplace(entry.entry_category, fmt::format("  task:               scale\n"
+                                                                      "  lower:              {}\n"
+                                                                      "  upper:              {}\n"
+                                                                      "  format:             {}\n"
+                                                                      "  strings_as_labels:  {}\n"
+                                                                      "  float_as_real_type: {}\n"
+                                                                      "  input_filename:     \"{}\"\n"
+                                                                      "  scaled_filename:    \"{}\"\n"
+                                                                      "  save_filename:      \"{}\"\n"
+                                                                      "  restore_filename:   \"{}\"\n",
+                                                                      entry.entry_value.lower,
+                                                                      entry.entry_value.upper,
+                                                                      entry.entry_value.format,
+                                                                      entry.entry_value.strings_as_labels,
+                                                                      entry.entry_value.float_as_real_type,
+                                                                      entry.entry_value.input_filename,
+                                                                      entry.entry_value.scaled_filename,
+                                                                      entry.entry_value.save_filename,
+                                                                      entry.entry_value.restore_filename));
+    }
 }
 
 void performance_tracker::save(const std::string &filename) {
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index c3e6341d2..bfaf1f260 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -73,15 +73,15 @@ TEST(TrackingEntry, is_no_tracking_entry) {
 
 TEST(PerformanceTracker, pause_and_resume_macros) {
     // tracking is enabled per default
-    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
     // disable performance tracking
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE();
     // tracking should now be disabled
-    EXPECT_FALSE(plssvm::detail::performance_tracker::instance().is_tracking());
+    EXPECT_FALSE(plssvm::detail::performance_tracker::is_tracking());
     // re-enable performance tracking
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME();
     // tracking should now be enabled again
-    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
 }
 TEST(PerformanceTracker, add_entry_macro) {
     // add different tracking entries
@@ -90,7 +90,7 @@ TEST(PerformanceTracker, add_entry_macro) {
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "", "foobar", 'a' }));
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entries.size(), 3);
@@ -112,24 +112,24 @@ TEST(PerformanceTracker, add_entry_macro) {
 
 TEST(PerformanceTracker, pause_and_resume) {
     // tracking is enabled per default
-    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
     // disable performance tracking
-    plssvm::detail::performance_tracker::instance().pause_tracking();
+    plssvm::detail::performance_tracker::pause_tracking();
     // tracking should now be disabled
-    EXPECT_FALSE(plssvm::detail::performance_tracker::instance().is_tracking());
+    EXPECT_FALSE(plssvm::detail::performance_tracker::is_tracking());
     // re-enable performance tracking
-    plssvm::detail::performance_tracker::instance().resume_tracking();
+    plssvm::detail::performance_tracker::resume_tracking();
     // tracking should now be enabled again
-    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().is_tracking());
+    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
 }
 TEST(PerformanceTrackker, add_generic_tracking_entry) {
     // add different tracking entries
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entries.size(), 3);
@@ -148,10 +148,10 @@ TEST(PerformanceTrackker, add_generic_tracking_entry) {
 }
 TEST(PerformanceTracker, add_string_tracking_entry) {
     // add a tracking entry
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", std::string{ "baz" } });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", std::string{ "baz" } });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entries.size(), 1);
@@ -169,10 +169,10 @@ TEST(PerformanceTracker, add_parser_train_tracking_entry) {
     const plssvm::detail::cmd::parser_train parser{ argc, argv };
 
     // save cmd::parser_train entry
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entry.size(), 1);
@@ -190,10 +190,10 @@ TEST(PerformanceTracker, add_parser_predict_tracking_entry) {
     const plssvm::detail::cmd::parser_predict parser{ argc, argv };
 
     // save cmd::parser_train entry
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entry.size(), 1);
@@ -211,10 +211,10 @@ TEST(PerformanceTracker, add_parser_scale_tracking_entry) {
     const plssvm::detail::cmd::parser_scale parser{ argc, argv };
 
     // save cmd::parser_train entry
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::instance().get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entry.size(), 1);
@@ -229,26 +229,26 @@ TEST(PerformanceTracker, save_no_additional_entries) {
     // create temporary file
     const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
     // save entries to file
-    plssvm::detail::performance_tracker::instance().save(tmp_file.filename);
+    plssvm::detail::performance_tracker::save(tmp_file.filename);
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
 
     // the tracking entries must be empty now
-    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().get_tracking_entries().empty());
+    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
 }
 TEST(PerformanceTracker, save_entries) {
     // create temporary file
     const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
     // save entries to file
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
-    plssvm::detail::performance_tracker::instance().add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
-    plssvm::detail::performance_tracker::instance().save(tmp_file.filename);
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    plssvm::detail::performance_tracker::save(tmp_file.filename);
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
 
     // the tracking entries must be empty now
-    EXPECT_TRUE(plssvm::detail::performance_tracker::instance().get_tracking_entries().empty());
+    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
 }
\ No newline at end of file

From f851d9379d6601136b5a627d0e09f3848fa18203 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 2 May 2023 09:13:16 +0200
Subject: [PATCH 0949/1010] Implement the plssvm::parameter special case
 according to the other special cases.

---
 bindings/Python/detail/performance_tracker.cpp |  3 ++-
 include/plssvm/detail/performance_tracker.hpp  |  8 +++++++-
 src/plssvm/detail/performance_tracker.cpp      | 17 ++++++++++-------
 3 files changed, 19 insertions(+), 9 deletions(-)

diff --git a/bindings/Python/detail/performance_tracker.cpp b/bindings/Python/detail/performance_tracker.cpp
index ebe81211e..1048f28b3 100644
--- a/bindings/Python/detail/performance_tracker.cpp
+++ b/bindings/Python/detail/performance_tracker.cpp
@@ -20,7 +20,8 @@ void init_performance_tracker(py::module_ &m) {
 
     // bind the performance tracker
     py::class_<plssvm::detail::performance_tracker>(detail_module, "PerformanceTracker")
-        .def_static("add_parameter_tracking", &plssvm::detail::performance_tracker::add_parameter_tracking_entry, "track the parameter values")
+        .def_static("add_parameter_tracking_entry", [](const plssvm::parameter &params) { plssvm::detail::performance_tracker::add_tracking_entry(
+                                                                                              plssvm::detail::tracking_entry{ "parameter", "", params }); })
         .def_static("pause", &plssvm::detail::performance_tracker::pause_tracking, py::return_value_policy::reference, "pause performance tracking")
         .def_static("resume", &plssvm::detail::performance_tracker::resume_tracking, py::return_value_policy::reference, "resume performance tracking")
         .def_static(
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index a51ea4dd8..6009c6715 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -117,7 +117,6 @@ class performance_tracker {
             tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
         }
     }
-    static void add_parameter_tracking_entry(const ::plssvm::parameter &params);
     /**
      * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
@@ -125,6 +124,13 @@ class performance_tracker {
      * @param[in] entry the entry to add
      */
     static void add_tracking_entry(const tracking_entry<std::string> &entry);
+    /**
+     * @brief Add a tracking_entry encapsulating a plssvm::parameter to this performance tracker.
+     * @details Saves a string containing the entry name and value in a map with the entry category as key.
+     *          Adds all values stored in the plssvm::parameter as tracking entries.
+     * @param[in] entry the entry to add
+     */
+    static void add_tracking_entry(const tracking_entry<::plssvm::parameter> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index d645f6ce0..6545aa433 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -12,6 +12,7 @@
 #include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
 #include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
+#include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name_v
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
 #include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
@@ -35,18 +36,20 @@ void performance_tracker::add_tracking_entry(const tracking_entry<std::string> &
     tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
 }
 
-void performance_tracker::add_parameter_tracking_entry(const ::plssvm::parameter &params) {
+void performance_tracker::add_tracking_entry(const tracking_entry<::plssvm::parameter> &entry) {
     if (is_tracking()) {
         tracking_statistics.emplace("parameter", fmt::format("  kernel_type: {}\n"
                                                              "  degree:      {}\n"
                                                              "  gamma:       {}\n"
                                                              "  coef0:       {}\n"
-                                                             "  cost:        {}\n",
-                                                             params.kernel_type.value(),
-                                                             params.degree.value(),
-                                                             params.gamma.is_default() ? std::string{ "#data_points" } : fmt::format("{}", params.gamma.value()),
-                                                             params.coef0.value(),
-                                                             params.cost.value()));
+                                                             "  cost:        {}\n"
+                                                             "  real_type:   {}\n",
+                                                             entry.entry_value.kernel_type.value(),
+                                                             entry.entry_value.degree.value(),
+                                                             entry.entry_value.gamma.is_default() ? std::string{ "#data_points" } : fmt::format("{}", entry.entry_value.gamma.value()),
+                                                             entry.entry_value.coef0.value(),
+                                                             entry.entry_value.cost.value(),
+                                                             arithmetic_type_name<typename decltype(entry.entry_value)::real_type>()));
     }
 }
 

From 5645c456e234f0aec1c39424544dcadc17a67449 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 2 May 2023 09:24:06 +0200
Subject: [PATCH 0950/1010] Add additional test case for the new
 plssvm::parameter add_tracking_entry overload.

---
 tests/detail/performance_tracker.cpp | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index bfaf1f260..015fd994d 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -161,6 +161,21 @@ TEST(PerformanceTracker, add_string_tracking_entry) {
     EXPECT_EQ(r.first->first, "foo");
     EXPECT_EQ(r.first->second, "  bar: \"baz\"\n");
 }
+TEST(PerformanceTracker, add_parameter_tracking_entry) {
+    // add a tracking entry
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", plssvm::parameter{} });
+
+    // get the tracking entries
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
+
+    // check entries for correctness
+    EXPECT_EQ(entries.size(), 1);
+
+    auto r = entries.equal_range("parameter");
+    ASSERT_EQ(std::distance(r.first, r.second), 1);
+    EXPECT_EQ(r.first->first, "parameter");
+    EXPECT_FALSE(r.first->second.empty());
+}
 TEST(PerformanceTracker, add_parser_train_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 3;

From 16df1107f5e969f5d5ead35be50f70cf6ea0aaa8 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 2 May 2023 10:45:24 +0200
Subject: [PATCH 0951/1010] The file where the performance tracking entries are
 stored can now be specified during runtime (instead of compile-time) using a
 new command line flag '--performance_tracking'. Updated README and man pages
 accordingly.

---
 .gitignore                                    |  2 +-
 CMakeLists.txt                                | 25 ++++++++++--
 README.md                                     | 14 +++++--
 .../Python/detail/performance_tracker.cpp     |  6 +--
 docs/plssvm-predict.1.in                      |  4 +-
 docs/{plssvm-scale.1 => plssvm-scale.1.in}    |  4 +-
 docs/plssvm-train.1.in                        |  4 +-
 include/plssvm/detail/cmd/parser_predict.hpp  |  3 ++
 include/plssvm/detail/cmd/parser_scale.hpp    |  3 ++
 include/plssvm/detail/cmd/parser_train.hpp    |  3 ++
 include/plssvm/detail/performance_tracker.hpp | 10 +++--
 src/main_predict.cpp                          | 38 ++++++++++---------
 src/main_scale.cpp                            | 34 +++++++++--------
 src/main_train.cpp                            | 20 +++++-----
 src/plssvm/detail/cmd/parser_predict.cpp      | 16 ++++++--
 src/plssvm/detail/cmd/parser_scale.cpp        | 16 ++++++--
 src/plssvm/detail/cmd/parser_train.cpp        | 16 ++++++--
 src/plssvm/detail/performance_tracker.cpp     | 16 +++++++-
 18 files changed, 162 insertions(+), 72 deletions(-)
 rename docs/{plssvm-scale.1 => plssvm-scale.1.in} (94%)

diff --git a/.gitignore b/.gitignore
index 8249e4868..83560d1f8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -69,7 +69,7 @@ docs/*
 !docs/CMakeLists.txt
 !docs/plssvm-train.1.in
 !docs/plssvm-predict.1.in
-!docs/plssvm-scale.1
+!docs/plssvm-scale.1.in
 
 # data in test folder
 !tests/data/
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 61b8c36d1..30a41340c 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -509,14 +509,15 @@ if (DEFINED PLSSVM_OPENMP_BLOCK_SIZE)
 endif ()
 
 ## enable or disable the performance tracker
-if (PLSSVM_PERFORMANCE_TRACKER)
-    message(STATUS "Enable performance tracking to the YAML file \"${PLSSVM_PERFORMANCE_TRACKER}\" for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale.")
+option(PLSSVM_ENABLE_PERFORMANCE_TRACKING "Enable performance tracking to YAML files for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale." OFF)
+if (PLSSVM_ENABLE_PERFORMANCE_TRACKING)
+    message(STATUS "Enabled performance tracking to YAML files for the PLSSVM executables plssvm-train, plssvm-predict, and plssvm-scale.")
 
     # add target definitions
     target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_ENABLED)
-    target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE="${PLSSVM_PERFORMANCE_TRACKER}")
 endif ()
 
+
 ########################################################################################################################
 ##                                          check for Link Time Optimization                                          ##
 ########################################################################################################################
@@ -551,7 +552,7 @@ endif ()
 option(PLSSVM_ENABLE_TESTING "Build tests for all backends." ON)
 if (PLSSVM_ENABLE_TESTING)
     # issue a warning if performance tracking as well as tests are enabled simultaneously
-    if (PLSSVM_PERFORMANCE_TRACKER)
+    if (PLSSVM_ENABLE_PERFORMANCE_TRACKING)
         message(WARNING "Enabled testing AND performance tracking! Be aware that running ctest will add entries to the performance tracking .yaml file.")
     endif ()
 
@@ -618,6 +619,7 @@ configure_file(
 ########################################################################################################################
 ##                                                 generate man pages                                                 ##
 ########################################################################################################################
+## assemble the SYCL manpage entry
 message(STATUS "Generating manpage files.")
 string(REPLACE ";" "|" PLSSVM_PLATFORM_NAME_LIST "${PLSSVM_PLATFORM_NAME_LIST}")
 string(REPLACE ";" "|" PLSSVM_BACKEND_NAME_LIST "${PLSSVM_BACKEND_NAME_LIST}")
@@ -635,6 +637,16 @@ choose the kernel invocation type when using SYCL as backend: automatic|nd_range
 ")
 endif ()
 set(PLSSVM_SYCL_MANPAGE_ENTRY "${PLSSVM_SYCL_KERNEL_INVOCATION_TYPE_MANPAGE_ENTRY}${PLSSVM_SYCL_IMPLEMENTATION_TYPE_MANPAGE_ENTRY}")
+## assemble the performance tracker manpage entry
+if (PLSSVM_ENABLE_PERFORMANCE_TRACKING)
+    set(PLSSVM_PERFORMANCE_TRACKER_MANPAGE_ENTRY "
+.TP
+.B --performance_tracking
+choose the output YAML file where the performance tracking entries should be stored; if not provided, the results are dumped to stdout
+")
+endif ()
+
+## configure the manpage files
 configure_file(
         ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-train.1.in
         ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-train.1
@@ -646,6 +658,11 @@ configure_file(
         ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-predict.1
         @ONLY
 )
+configure_file(
+        ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-scale.1.in
+        ${CMAKE_CURRENT_SOURCE_DIR}/docs/plssvm-scale.1
+        @ONLY
+)
 
 
 ########################################################################################################################
diff --git a/README.md b/README.md
index 08d9e8aff..6018c7a7f 100644
--- a/README.md
+++ b/README.md
@@ -188,7 +188,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
-- `PLSSVM_PERFORMANCE_TRACKER`: enable gathering performance characteristics for the three executables using the specified YAML file; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKING`: enable gathering performance characteristics for the three executables using YAML files; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 - `PLSSVM_ENABLE_LANGUAGE_BINDINGS=ON|OFF` (default: `OFF`): enable language bindings
 
@@ -341,10 +341,12 @@ Usage:
                                 choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical (default: automatic)
       --sycl_implementation_type arg
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
+      --performance_tracking arg
+                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
       --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
-  -q, --quiet                   quiet mode (no outputs)
+  -q, --quiet                   quiet mode (no outputs regardless the provided verbosity level!)
   -h, --help                    print this helper message
   -v, --version                 print version information
       --input training_set_file
@@ -406,10 +408,12 @@ Usage:
   -p, --target_platform arg     choose the target platform: automatic|cpu|gpu_nvidia|gpu_amd|gpu_intel (default: automatic)
       --sycl_implementation_type arg
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
+      --performance_tracking arg
+                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
       --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
-  -q, --quiet                   quiet mode (no outputs)
+  -q, --quiet                   quiet mode (no outputs regardless the provided verbosity level!)
   -h, --help                    print this helper message
   -v, --version                 print version information
       --test test_file          
@@ -443,10 +447,12 @@ Usage:
   -f, --format arg              the file format to output the scaled data set to (default: libsvm)
   -s, --save_filename arg       the file to which the scaling factors should be saved
   -r, --restore_filename arg    the file from which previous scaling factors should be loaded
+      --performance_tracking arg
+                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
       --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
-  -q, --quiet                   quiet mode (no outputs)
+  -q, --quiet                   quiet mode (no outputs regardless the provided verbosity level!)
   -h, --help                    print this helper message
   -v, --version                 print version information
       --input input_file        
diff --git a/bindings/Python/detail/performance_tracker.cpp b/bindings/Python/detail/performance_tracker.cpp
index 1048f28b3..a1dffc1c9 100644
--- a/bindings/Python/detail/performance_tracker.cpp
+++ b/bindings/Python/detail/performance_tracker.cpp
@@ -22,10 +22,10 @@ void init_performance_tracker(py::module_ &m) {
     py::class_<plssvm::detail::performance_tracker>(detail_module, "PerformanceTracker")
         .def_static("add_parameter_tracking_entry", [](const plssvm::parameter &params) { plssvm::detail::performance_tracker::add_tracking_entry(
                                                                                               plssvm::detail::tracking_entry{ "parameter", "", params }); })
-        .def_static("pause", &plssvm::detail::performance_tracker::pause_tracking, py::return_value_policy::reference, "pause performance tracking")
-        .def_static("resume", &plssvm::detail::performance_tracker::resume_tracking, py::return_value_policy::reference, "resume performance tracking")
+        .def_static("pause", &plssvm::detail::performance_tracker::pause_tracking, "pause performance tracking")
+        .def_static("resume", &plssvm::detail::performance_tracker::resume_tracking, "resume performance tracking")
         .def_static(
-            "save_to", &plssvm::detail::performance_tracker::save, py::return_value_policy::reference, "save the performance tracking results to the specified yaml file");
+            "save_to", py::overload_cast<const std::string &>(&plssvm::detail::performance_tracker::save), "save the performance tracking results to the specified yaml file");
 
 #endif
 }
\ No newline at end of file
diff --git a/docs/plssvm-predict.1.in b/docs/plssvm-predict.1.in
index 8ee517e1c..2fce30630 100644
--- a/docs/plssvm-predict.1.in
+++ b/docs/plssvm-predict.1.in
@@ -22,6 +22,8 @@ choose the target platform: @PLSSVM_PLATFORM_NAME_LIST@ (default: automatic)
 
 @PLSSVM_SYCL_MANPAGE_ENTRY@
 
+@PLSSVM_PERFORMANCE_TRACKER_MANPAGE_ENTRY@
+
 .TP
 .B --use_string_as_labels arg
 must be specified if the labels should be interpreted as strings instead of integers
@@ -36,7 +38,7 @@ choose the level of verbosity: full|timing|libsvm|quiet (default: full)
 
 .TP
 .B -q, --quiet
-quiet mode (no outputs)
+quiet mode (no outputs regardless the provided verbosity level!)
 
 .TP
 .B -h, --help
diff --git a/docs/plssvm-scale.1 b/docs/plssvm-scale.1.in
similarity index 94%
rename from docs/plssvm-scale.1
rename to docs/plssvm-scale.1.in
index 6810237ed..c03d3870e 100644
--- a/docs/plssvm-scale.1
+++ b/docs/plssvm-scale.1.in
@@ -32,6 +32,8 @@ the file name to which the scaling factors should be saved
 .B -r, --restore_filename arg
 the file name from which previous scaling factors should be loaded
 
+@PLSSVM_PERFORMANCE_TRACKER_MANPAGE_ENTRY@
+
 .TP
 .B --use_string_as_labels arg
 must be specified if the labels should be interpreted as strings instead of integers
@@ -46,7 +48,7 @@ choose the level of verbosity: full|timing|libsvm|quiet (default: full)
 
 .TP
 .B -q, --quiet
-quiet mode (no outputs)
+quiet mode (no outputs regardless the provided verbosity level!)
 
 .TP
 .B -h, --help
diff --git a/docs/plssvm-train.1.in b/docs/plssvm-train.1.in
index d9c3b44c8..d97bd2d71 100644
--- a/docs/plssvm-train.1.in
+++ b/docs/plssvm-train.1.in
@@ -53,6 +53,8 @@ choose the target platform: @PLSSVM_PLATFORM_NAME_LIST@ (default: automatic)
 
 @PLSSVM_SYCL_MANPAGE_ENTRY@
 
+@PLSSVM_PERFORMANCE_TRACKER_MANPAGE_ENTRY@
+
 .TP
 .B --use_string_as_labels arg
 must be specified if the labels should be interpreted as strings instead of integers
@@ -67,7 +69,7 @@ choose the level of verbosity: full|timing|libsvm|quiet (default: full)
 
 .TP
 .B -q, --quiet
-quiet mode (no outputs)
+quiet mode (no outputs regardless the provided verbosity level!)
 
 .TP
 .B -h, --help
diff --git a/include/plssvm/detail/cmd/parser_predict.hpp b/include/plssvm/detail/cmd/parser_predict.hpp
index 7fc541cb4..919c82ba4 100644
--- a/include/plssvm/detail/cmd/parser_predict.hpp
+++ b/include/plssvm/detail/cmd/parser_predict.hpp
@@ -54,6 +54,9 @@ class parser_predict {
     std::string model_filename{};
     /// The name of the file to write the predicted labels to.
     std::string predict_filename{};
+
+    /// If performance tracking has been enabled, provides the name of the file where the performance tracking results are saved to. If the filename is empty, the results are dumped to stdout instead.
+    std::string performance_tracking_filename{};
 };
 
 /**
diff --git a/include/plssvm/detail/cmd/parser_scale.hpp b/include/plssvm/detail/cmd/parser_scale.hpp
index 82415db60..f4e6b607f 100644
--- a/include/plssvm/detail/cmd/parser_scale.hpp
+++ b/include/plssvm/detail/cmd/parser_scale.hpp
@@ -53,6 +53,9 @@ class parser_scale {
     std::string save_filename{};
     /// The name of the file from which the scaling factors should be restored.
     std::string restore_filename{};
+
+    /// If performance tracking has been enabled, provides the name of the file where the performance tracking results are saved to. If the filename is empty, the results are dumped to stdout instead.
+    std::string performance_tracking_filename{};
 };
 
 /**
diff --git a/include/plssvm/detail/cmd/parser_train.hpp b/include/plssvm/detail/cmd/parser_train.hpp
index 6031894ef..b6a17c064 100644
--- a/include/plssvm/detail/cmd/parser_train.hpp
+++ b/include/plssvm/detail/cmd/parser_train.hpp
@@ -66,6 +66,9 @@ class parser_train {
     std::string input_filename{};
     /// The name of the model file to write the learned support vectors to/to parse the saved model from.
     std::string model_filename{};
+
+    /// If performance tracking has been enabled, provides the name of the file where the performance tracking results are saved to. If the filename is empty, the results are dumped to stdout instead.
+    std::string performance_tracking_filename{};
 };
 
 /**
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 6009c6715..6575d5dee 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -156,9 +156,15 @@ class performance_tracker {
     /**
      * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
      * @details Appends all entries at the end of the file creating a new YAML document.
+     *          If @p filename is empty, dumps the tracking entries to `std::cout` instead.
      * @param[in] filename the file to add the performance tracking results to
      */
     static void save(const std::string &filename);
+    /**
+     * @brief Write all stored tracking entries to the output stream @p out.
+     * @param[in] out the output stream to write the performance tracking results to
+     */
+    static void save(std::ostream &out);
 
     /**
      * @brief Pause the current tracking, i.e., all calls to `add_tracking_entry` do nothing.
@@ -215,9 +221,6 @@ class performance_tracker {
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME() \
         plssvm::detail::performance_tracker::resume_tracking()
 
-    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE() \
-        plssvm::detail::performance_tracker::save(PLSSVM_PERFORMANCE_TRACKER_OUTPUT_FILE)
-
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(filename) \
         plssvm::detail::performance_tracker::save(filename)  // TODO: only use this and add cmd parameter?
 
@@ -227,7 +230,6 @@ class performance_tracker {
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE()
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME()
-    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE()
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(filename)
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
 
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index 1a218a2a2..bc92b289e 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -13,23 +13,23 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO
 
-#include "fmt/format.h"  // fmt::print, fmt::join
-#include "fmt/os.h"      // fmt::ostream, fmt::output_file
+#include "fmt/format.h"                             // fmt::print, fmt::join
+#include "fmt/os.h"                                 // fmt::ostream, fmt::output_file
 
-#include <chrono>         // std::chrono::{steady_clock, duration}
-#include <cstdlib>        // EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>      // std::exception
-#include <fstream>        // std::ofstream
-#include <iostream>       // std::cerr, std::clog, std::endl
-#include <variant>        // std::visit
-#include <vector>         // std::vector
+#include <chrono>                                   // std::chrono::{steady_clock, duration}
+#include <cstdlib>                                  // EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>                                // std::exception
+#include <fstream>                                  // std::ofstream
+#include <iostream>                                 // std::cerr, std::clog, std::endl
+#include <variant>                                  // std::visit
+#include <vector>                                   // std::vector
 
 int main(int argc, char *argv[]) {
-    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
-
     try {
+        const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
         // parse SVM parameter from command line
         const plssvm::detail::cmd::parser_predict cmd_parser{ argc, argv };
 
@@ -83,6 +83,14 @@ int main(int argc, char *argv[]) {
                                     data.num_data_points());
             }
         }, plssvm::detail::cmd::data_set_factory(cmd_parser));
+
+        const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+        plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                            "\nTotal runtime: {}\n",
+                            plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(cmd_parser.performance_tracking_filename);
+
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
@@ -91,11 +99,5 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
-                        "\nTotal runtime: {}\n",
-                        plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
-
-    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index 53d073d40..ef85aced6 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -13,25 +13,26 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE, plssvm::detail::tracking_entry
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry,PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO
 
-#include <chrono>     // std::chrono::{steady_clock, duration}
-#include <cstdlib>    // std::exit, EXIT_SUCCESS, EXIT_FAILURE
-#include <exception>  // std::exception
-#include <iostream>   // std::cerr, std::clog, std::endl
-#include <utility>    // std::pair
-#include <variant>    // std::visit
+#include <chrono>                                   // std::chrono::{steady_clock, duration}
+#include <cstdlib>                                  // std::exit, EXIT_SUCCESS, EXIT_FAILURE
+#include <exception>                                // std::exception
+#include <iostream>                                 // std::cerr, std::clog, std::endl
+#include <utility>                                  // std::pair
+#include <variant>                                  // std::visit
 
 int main(int argc, char *argv[]) {
-    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
-
     try {
+        const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
         // create default parameters
         const plssvm::detail::cmd::parser_scale cmd_parser{ argc, argv };
 
         // output used parameter
         plssvm::detail::log(plssvm::verbosity_level::full,
-                            "\ntask: scaling\n{}\n", plssvm::detail::tracking_entry{ "parameter", "", cmd_parser} );
+                            "\ntask: scaling\n{}\n",
+                            plssvm::detail::tracking_entry{ "parameter", "", cmd_parser });
 
         // create data set and scale
         std::visit([&](auto &&data) {
@@ -64,6 +65,14 @@ int main(int argc, char *argv[]) {
                 data.scaling_factors()->get().save(cmd_parser.save_filename);
             }
         }, plssvm::detail::cmd::data_set_factory(cmd_parser));
+
+        const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+        plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
+                            "\nTotal runtime: {}\n",
+                            plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(cmd_parser.performance_tracking_filename);
+
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
@@ -72,10 +81,5 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log(plssvm::verbosity_level::full | plssvm::verbosity_level::timing,
-                        "\nTotal runtime: {}\n", plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
-
-    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 9d6d4ee00..2db0b7a0f 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO
 
 #include <chrono>                                   // std::chrono::{steady_clock, duration}
 #include <cstdlib>                                  // EXIT_SUCCESS, EXIT_FAILURE
@@ -22,9 +22,9 @@
 #include <variant>                                  // std::visit
 
 int main(int argc, char *argv[]) {
-    const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
-
     try {
+        const std::chrono::steady_clock::time_point start_time = std::chrono::steady_clock::now();
+
         // parse SVM parameter from command line
         plssvm::detail::cmd::parser_train cmd_parser{ argc, argv };
 
@@ -50,6 +50,14 @@ int main(int argc, char *argv[]) {
             // save model to file
             model.save(cmd_parser.model_filename);
         }, plssvm::detail::cmd::data_set_factory(cmd_parser));
+
+        const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
+        plssvm::detail::log(plssvm::verbosity_level::full,
+                            "\nTotal runtime: {}\n",
+                            plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
+
+        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(cmd_parser.performance_tracking_filename);
+
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
         return EXIT_FAILURE;
@@ -58,11 +66,5 @@ int main(int argc, char *argv[]) {
         return EXIT_FAILURE;
     }
 
-    const std::chrono::steady_clock::time_point end_time = std::chrono::steady_clock::now();
-    plssvm::detail::log(plssvm::verbosity_level::full,
-                        "\nTotal runtime: {}\n",
-                        plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
-
-    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE();
     return EXIT_SUCCESS;
 }
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index 6d5dbe9be..a5d0dd9d3 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -46,11 +46,14 @@ parser_predict::parser_predict(int argc, char **argv) {
             ("p,target_platform", fmt::format("choose the target platform: {}", fmt::join(list_available_target_platforms(), "|")), cxxopts::value<target_platform>()->default_value(fmt::format("{}", target)))
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
             ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(fmt::format("{}", sycl_implementation_type)))
+#endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout", cxxopts::value<decltype(performance_tracking_filename)>())
 #endif
             ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
             ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
             ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
-            ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
+            ("q,quiet", "quiet mode (no outputs regardless the provided verbosity level!)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
             ("h,help", "print this helper message", cxxopts::value<bool>())
             ("v,version", "print version information", cxxopts::value<bool>())
             ("test", "", cxxopts::value<decltype(input_filename)>(), "test_file")
@@ -155,6 +158,11 @@ parser_predict::parser_predict(int argc, char **argv) {
         const std::filesystem::path input_path{ input_filename };
         predict_filename = input_path.filename().string() + ".predict";
     }
+
+    // parse performance tracking filename
+    if (result.count("performance_tracking")) {
+        performance_tracking_filename = result["performance_tracking"].as<decltype(performance_tracking_filename)>();
+    }
 }
 
 std::ostream &operator<<(std::ostream &out, const parser_predict &params) {
@@ -163,12 +171,14 @@ std::ostream &operator<<(std::ostream &out, const parser_predict &params) {
                "real_type: {}\n"
                "input file (data set): '{}'\n"
                "input file (model): '{}'\n"
-               "output file (prediction): '{}'\n",
+               "output file (prediction): '{}'\n"
+               "performance tracking file: '{}'\n",
                params.strings_as_labels ? "std::string" : "int (default)",
                params.float_as_real_type ? "float" : "double (default)",
                params.input_filename,
                params.model_filename,
-               params.predict_filename);
+               params.predict_filename,
+               params.performance_tracking_filename);
 }
 
 }  // namespace plssvm::detail::cmd
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 410dccc89..1f06499d1 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -44,10 +44,13 @@ parser_scale::parser_scale(int argc, char **argv) {
            ("f,format", "the file format to output the scaled data set to", cxxopts::value<decltype(format)>()->default_value(fmt::format("{}", format)))
            ("s,save_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
            ("r,restore_filename", "the file from which previous scaling factors should be loaded", cxxopts::value<decltype(restore_filename)>())
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout", cxxopts::value<decltype(performance_tracking_filename)>())
+#endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
+           ("q,quiet", "quiet mode (no outputs regardless the provided verbosity level!)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "input_file")
@@ -157,6 +160,11 @@ parser_scale::parser_scale(int argc, char **argv) {
         }
         restore_filename = result["restore_filename"].as<decltype(restore_filename)>();
     }
+
+    // parse performance tracking filename
+    if (result.count("performance_tracking")) {
+        performance_tracking_filename = result["performance_tracking"].as<decltype(performance_tracking_filename)>();
+    }
 }
 
 std::ostream &operator<<(std::ostream &out, const parser_scale &params) {
@@ -169,7 +177,8 @@ std::ostream &operator<<(std::ostream &out, const parser_scale &params) {
                "input file: '{}'\n"
                "scaled file: '{}'\n"
                "save file (scaling factors): '{}'\n"
-               "restore file (scaling factors): '{}'\n",
+               "restore file (scaling factors): '{}'\n"
+               "performance tracking file: '{}'\n",
                params.lower,
                params.upper,
                params.strings_as_labels ? "std::string" : "int (default)",
@@ -178,7 +187,8 @@ std::ostream &operator<<(std::ostream &out, const parser_scale &params) {
                params.input_filename,
                params.scaled_filename,
                params.save_filename,
-               params.restore_filename);
+               params.restore_filename,
+               params.performance_tracking_filename);
 }
 
 }  // namespace plssvm::detail::cmd
\ No newline at end of file
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index e68e290c6..fe7b14282 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -59,11 +59,14 @@ parser_train::parser_train(int argc, char **argv) {
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
            ("sycl_kernel_invocation_type", "choose the kernel invocation type when using SYCL as backend: automatic|nd_range|hierarchical", cxxopts::value<decltype(sycl_kernel_invocation_type)>()->default_value(fmt::format("{}", sycl_kernel_invocation_type)))
            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(fmt::format("{}", sycl_implementation_type)))
+#endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout", cxxopts::value<decltype(performance_tracking_filename)>())
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
            ("verbosity", fmt::format("choose the level of verbosity: full|timing|libsvm|quiet (default: {})", fmt::format("{}", verbosity)), cxxopts::value<verbosity_level>())
-           ("q,quiet", "quiet mode (no outputs)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
+           ("q,quiet", "quiet mode (no outputs regardless the provided verbosity level!)", cxxopts::value<bool>()->default_value(verbosity == verbosity_level::quiet ? "true" : "false"))
            ("h,help", "print this helper message", cxxopts::value<bool>())
            ("v,version", "print version information", cxxopts::value<bool>())
            ("input", "", cxxopts::value<decltype(input_filename)>(), "training_set_file")
@@ -221,6 +224,11 @@ parser_train::parser_train(int argc, char **argv) {
         const std::filesystem::path input_path{ input_filename };
         model_filename = input_path.filename().string() + ".model";
     }
+
+    // parse performance tracking filename
+    if (result.count("performance_tracking")) {
+        performance_tracking_filename = result["performance_tracking"].as<decltype(performance_tracking_filename)>();
+    }
 }
 
 std::ostream &operator<<(std::ostream &out, const parser_train &params) {
@@ -253,11 +261,13 @@ std::ostream &operator<<(std::ostream &out, const parser_train &params) {
                "label_type: {}\n"
                "real_type: {}\n"
                "input file (data set): '{}'\n"
-               "output file (model): '{}'\n",
+               "output file (model): '{}'\n"
+               "performance tracking file: '{}'\n",
                params.strings_as_labels ? "std::string" : "int (default)",
                params.float_as_real_type ? "float" : "double (default)",
                params.input_filename,
-               params.model_filename);
+               params.model_filename,
+               params.performance_tracking_filename);
 }
 
 }  // namespace plssvm::detail::cmd
\ No newline at end of file
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index 6545aa433..51d238286 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -136,9 +136,21 @@ void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_sc
 }
 
 void performance_tracker::save(const std::string &filename) {
+    if (filename.empty()) {
+        // write tracking entries to std::cout
+        // NOTE: the tracking entries are always dumped to stdout, even if the --quiet flag has been provided
+        std::cout << std::endl;
+        save(std::cout);
+    } else {
+        // write the tracking entries to the specified file
+        std::ofstream out{ filename, std::ios_base::app };
+        save(out);
+    }
+}
+
+void performance_tracker::save(std::ostream &out) {
     // append the current performance statistics to an already existing file if possible
-    std::ofstream out{ filename, std::ios_base::app };
-    PLSSVM_ASSERT(out.good(), fmt::format("Couldn't save performance tracking results in '{}'!", filename));
+    PLSSVM_ASSERT(out.good(), "Can't write to the provided output stream!");
 
     // begin a new YAML document (only with "---" multiple YAML docments in a single file are allowed)
     out << "---\n";

From 5d57e544719c57bad96ea47e300b44c1a6275bce Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 2 May 2023 10:55:54 +0200
Subject: [PATCH 0952/1010] Add additional tests regarding saving the tracked
 performance statistics.

---
 tests/detail/performance_tracker.cpp | 59 ++++++++++++++++++++++------
 1 file changed, 47 insertions(+), 12 deletions(-)

diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 015fd994d..3d5dec771 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -17,7 +17,7 @@
 #include "fmt/core.h"            // fmt::format
 #include "gtest/gtest.h"         // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ::testing::Test
 
-#include <iostream>              // std::cout
+#include <iostream>              // std::cout, std::clog
 #include <string>                // std::string
 
 template <typename T>
@@ -68,10 +68,12 @@ TEST(TrackingEntry, is_no_tracking_entry) {
     EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<std::string>);
 }
 
+class PerformanceTracker : public ::testing::Test, public util::redirect_output<> {};
+
 // the macros are only available if PLSSVM_PERFORMANCE_TRACKER_ENABLED is defined!
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
 
-TEST(PerformanceTracker, pause_and_resume_macros) {
+TEST_F(PerformanceTracker, pause_and_resume_macros) {
     // tracking is enabled per default
     EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
     // disable performance tracking
@@ -83,7 +85,7 @@ TEST(PerformanceTracker, pause_and_resume_macros) {
     // tracking should now be enabled again
     EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
 }
-TEST(PerformanceTracker, add_entry_macro) {
+TEST_F(PerformanceTracker, add_entry_macro) {
     // add different tracking entries
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "foo", "bar", 42 }));
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 }));
@@ -108,9 +110,26 @@ TEST(PerformanceTracker, add_entry_macro) {
     EXPECT_EQ(r2.first->second, "foobar: a\n");
 }
 
+TEST_F(PerformanceTracker, save_macro) {
+    // create temporary file
+    const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
+    // save entries to file
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(tmp_file.filename);
+
+    // the file must not be empty
+    EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
+    // TODO: must contain?
+
+    // the tracking entries must be empty now
+    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
+}
+
 #endif
 
-TEST(PerformanceTracker, pause_and_resume) {
+TEST_F(PerformanceTracker, pause_and_resume) {
     // tracking is enabled per default
     EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
     // disable performance tracking
@@ -122,7 +141,7 @@ TEST(PerformanceTracker, pause_and_resume) {
     // tracking should now be enabled again
     EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
 }
-TEST(PerformanceTrackker, add_generic_tracking_entry) {
+TEST_F(PerformanceTracker, add_generic_tracking_entry) {
     // add different tracking entries
     plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
     plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
@@ -146,7 +165,7 @@ TEST(PerformanceTrackker, add_generic_tracking_entry) {
     EXPECT_EQ(r2.first->first, "");
     EXPECT_EQ(r2.first->second, "foobar: a\n");
 }
-TEST(PerformanceTracker, add_string_tracking_entry) {
+TEST_F(PerformanceTracker, add_string_tracking_entry) {
     // add a tracking entry
     plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", std::string{ "baz" } });
 
@@ -161,7 +180,7 @@ TEST(PerformanceTracker, add_string_tracking_entry) {
     EXPECT_EQ(r.first->first, "foo");
     EXPECT_EQ(r.first->second, "  bar: \"baz\"\n");
 }
-TEST(PerformanceTracker, add_parameter_tracking_entry) {
+TEST_F(PerformanceTracker, add_parameter_tracking_entry) {
     // add a tracking entry
     plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", plssvm::parameter{} });
 
@@ -176,7 +195,7 @@ TEST(PerformanceTracker, add_parameter_tracking_entry) {
     EXPECT_EQ(r.first->first, "parameter");
     EXPECT_FALSE(r.first->second.empty());
 }
-TEST(PerformanceTracker, add_parser_train_tracking_entry) {
+TEST_F(PerformanceTracker, add_parser_train_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/model" };
@@ -197,7 +216,7 @@ TEST(PerformanceTracker, add_parser_train_tracking_entry) {
     EXPECT_EQ(r.first->first, "parameter");
     EXPECT_FALSE(r.first->second.empty());
 }
-TEST(PerformanceTracker, add_parser_predict_tracking_entry) {
+TEST_F(PerformanceTracker, add_parser_predict_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 4;
     char argv_arr[argc][20] = { "./plssvm-predict", "/path/to/train", "/path/to/model", "/path/to/predict" };
@@ -218,7 +237,7 @@ TEST(PerformanceTracker, add_parser_predict_tracking_entry) {
     EXPECT_EQ(r.first->first, "parameter");
     EXPECT_FALSE(r.first->second.empty());
 }
-TEST(PerformanceTracker, add_parser_scale_tracking_entry) {
+TEST_F(PerformanceTracker, add_parser_scale_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/scaled" };
@@ -240,7 +259,7 @@ TEST(PerformanceTracker, add_parser_scale_tracking_entry) {
     EXPECT_FALSE(r.first->second.empty());
 }
 
-TEST(PerformanceTracker, save_no_additional_entries) {
+TEST_F(PerformanceTracker, save_no_additional_entries) {
     // create temporary file
     const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
     // save entries to file
@@ -252,7 +271,7 @@ TEST(PerformanceTracker, save_no_additional_entries) {
     // the tracking entries must be empty now
     EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
 }
-TEST(PerformanceTracker, save_entries) {
+TEST_F(PerformanceTracker, save_entries_to_file) {
     // create temporary file
     const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
     // save entries to file
@@ -263,6 +282,22 @@ TEST(PerformanceTracker, save_entries) {
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
+    // TODO: must contain?
+
+    // the tracking entries must be empty now
+    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
+}
+TEST_F(PerformanceTracker, save_entries_empty_file) {
+    // save entries to file
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    // save to empty file, i.e., dump the performance tracking entries to std::clog
+    plssvm::detail::performance_tracker::save("");
+
+    // the captured standard output must not be empty
+    EXPECT_FALSE(this->get_capture().empty());
+    // TODO: must contain?
 
     // the tracking entries must be empty now
     EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());

From 9228f770d2e4001106da47843c27fce018b0c2e6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 2 May 2023 13:22:15 +0200
Subject: [PATCH 0953/1010] Change performance tracker output from std::cout to
 std::clog and change documentation accordingly.

---
 CMakeLists.txt                            | 2 +-
 README.md                                 | 6 +++---
 src/plssvm/detail/cmd/parser_predict.cpp  | 2 +-
 src/plssvm/detail/cmd/parser_scale.cpp    | 2 +-
 src/plssvm/detail/cmd/parser_train.cpp    | 2 +-
 src/plssvm/detail/performance_tracker.cpp | 6 +++---
 tests/detail/performance_tracker.cpp      | 2 +-
 7 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 30a41340c..a2ab24054 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -642,7 +642,7 @@ if (PLSSVM_ENABLE_PERFORMANCE_TRACKING)
     set(PLSSVM_PERFORMANCE_TRACKER_MANPAGE_ENTRY "
 .TP
 .B --performance_tracking
-choose the output YAML file where the performance tracking entries should be stored; if not provided, the results are dumped to stdout
+choose the output YAML file where the performance tracking entries should be stored; if not provided, the results are dumped to stderr
 ")
 endif ()
 
diff --git a/README.md b/README.md
index 6018c7a7f..5f9e0796e 100644
--- a/README.md
+++ b/README.md
@@ -342,7 +342,7 @@ Usage:
       --sycl_implementation_type arg
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
       --performance_tracking arg
-                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout
+                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stderr
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
       --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
@@ -409,7 +409,7 @@ Usage:
       --sycl_implementation_type arg
                                 choose the SYCL implementation to be used in the SYCL backend: automatic|dpcpp|hipsycl (default: automatic)
       --performance_tracking arg
-                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout
+                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stderr
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
       --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
@@ -448,7 +448,7 @@ Usage:
   -s, --save_filename arg       the file to which the scaling factors should be saved
   -r, --restore_filename arg    the file from which previous scaling factors should be loaded
       --performance_tracking arg
-                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout
+                                the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stderr
       --use_strings_as_labels   use strings as labels instead of plane numbers
       --use_float_as_real_type  use floats as real types instead of doubles
       --verbosity               choose the level of verbosity: full|timing|libsvm|quiet (default: full)
diff --git a/src/plssvm/detail/cmd/parser_predict.cpp b/src/plssvm/detail/cmd/parser_predict.cpp
index a5d0dd9d3..cbf91a5b2 100644
--- a/src/plssvm/detail/cmd/parser_predict.cpp
+++ b/src/plssvm/detail/cmd/parser_predict.cpp
@@ -48,7 +48,7 @@ parser_predict::parser_predict(int argc, char **argv) {
             ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<sycl::implementation_type>()->default_value(fmt::format("{}", sycl_implementation_type)))
 #endif
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
-           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout", cxxopts::value<decltype(performance_tracking_filename)>())
+           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stderr", cxxopts::value<decltype(performance_tracking_filename)>())
 #endif
             ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
             ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
diff --git a/src/plssvm/detail/cmd/parser_scale.cpp b/src/plssvm/detail/cmd/parser_scale.cpp
index 1f06499d1..4c878be18 100644
--- a/src/plssvm/detail/cmd/parser_scale.cpp
+++ b/src/plssvm/detail/cmd/parser_scale.cpp
@@ -45,7 +45,7 @@ parser_scale::parser_scale(int argc, char **argv) {
            ("s,save_filename", "the file to which the scaling factors should be saved", cxxopts::value<decltype(save_filename)>())
            ("r,restore_filename", "the file from which previous scaling factors should be loaded", cxxopts::value<decltype(restore_filename)>())
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
-           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout", cxxopts::value<decltype(performance_tracking_filename)>())
+           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stderr", cxxopts::value<decltype(performance_tracking_filename)>())
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index fe7b14282..f15931ff1 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -61,7 +61,7 @@ parser_train::parser_train(int argc, char **argv) {
            ("sycl_implementation_type", fmt::format("choose the SYCL implementation to be used in the SYCL backend: {}", fmt::join(sycl::list_available_sycl_implementations(), "|")), cxxopts::value<decltype(sycl_implementation_type)>()->default_value(fmt::format("{}", sycl_implementation_type)))
 #endif
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
-           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stdout", cxxopts::value<decltype(performance_tracking_filename)>())
+           ("performance_tracking", "the output YAML file where the performance tracking results are written to; if not provided, the results are dumped to stderr", cxxopts::value<decltype(performance_tracking_filename)>())
 #endif
            ("use_strings_as_labels", "use strings as labels instead of plane numbers", cxxopts::value<decltype(strings_as_labels)>()->default_value(fmt::format("{}", strings_as_labels)))
            ("use_float_as_real_type", "use floats as real types instead of doubles", cxxopts::value<decltype(float_as_real_type)>()->default_value(fmt::format("{}", float_as_real_type)))
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index 51d238286..bf545a147 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -137,10 +137,10 @@ void performance_tracker::add_tracking_entry(const tracking_entry<cmd::parser_sc
 
 void performance_tracker::save(const std::string &filename) {
     if (filename.empty()) {
-        // write tracking entries to std::cout
+        // write tracking entries to std::clog
         // NOTE: the tracking entries are always dumped to stdout, even if the --quiet flag has been provided
-        std::cout << std::endl;
-        save(std::cout);
+        std::clog << std::endl;
+        save(std::clog);
     } else {
         // write the tracking entries to the specified file
         std::ofstream out{ filename, std::ios_base::app };
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 3d5dec771..4f17f5985 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -68,7 +68,7 @@ TEST(TrackingEntry, is_no_tracking_entry) {
     EXPECT_FALSE(plssvm::detail::is_tracking_entry_v<std::string>);
 }
 
-class PerformanceTracker : public ::testing::Test, public util::redirect_output<> {};
+class PerformanceTracker : public ::testing::Test, public util::redirect_output<&std::clog> {};
 
 // the macros are only available if PLSSVM_PERFORMANCE_TRACKER_ENABLED is defined!
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)

From 33f1072154e6a9a5ca1ebd5e5bc50870dacb20f7 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 2 May 2023 13:56:49 +0200
Subject: [PATCH 0954/1010] Fix errors in the cmd tests and add new test cases
 for the new performance tracking flag.

---
 tests/detail/cmd/parser_predict.cpp | 49 +++++++++++++++++++++++---
 tests/detail/cmd/parser_scale.cpp   | 54 ++++++++++++++++++++++++++---
 tests/detail/cmd/parser_train.cpp   | 49 +++++++++++++++++++++++---
 3 files changed, 139 insertions(+), 13 deletions(-)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index 8d51af5e8..c4c1ef22c 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -46,6 +46,7 @@ TEST_F(ParserPredict, minimal) {
     EXPECT_EQ(parser.input_filename, "data.libsvm");
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
     EXPECT_EQ(parser.predict_filename, "data.libsvm.predict");
+    EXPECT_EQ(parser.performance_tracking_filename, "");
 }
 TEST_F(ParserPredict, minimal_output) {
     // create artificial command line arguments in test fixture
@@ -60,15 +61,19 @@ TEST_F(ParserPredict, minimal_output) {
         "real_type: double (default)\n"
         "input file (data set): 'data.libsvm'\n"
         "input file (model): 'data.libsvm.model'\n"
-        "output file (prediction): 'data.libsvm.predict'\n";
+        "output file (prediction): 'data.libsvm.predict'\n"
+        "performance tracking file: ''\n";
     EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 TEST_F(ParserPredict, all_arguments) {
     // create artificial command line arguments in test fixture
-    std::vector<std::string> cmd_args = { "./plssvm-predict", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
+    std::vector<std::string> cmd_args = { "./plssvm-predict", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "libsvm" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     cmd_args.insert(cmd_args.end(), { "--sycl_implementation_type", "dpcpp" });
+#endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
 #endif
     cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model", "data.libsvm.predict" });
     this->CreateCMDArgs(cmd_args);
@@ -83,18 +88,27 @@ TEST_F(ParserPredict, all_arguments) {
     EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::dpcpp);
 #else
     EXPECT_EQ(parser.sycl_implementation_type, plssvm::sycl::implementation_type::automatic);
+#endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    EXPECT_EQ(parser.performance_tracking_filename, "tracking.yaml");
+#else
+    EXPECT_EQ(parser.performance_tracking_filename, "");
 #endif
     EXPECT_TRUE(parser.strings_as_labels);
     EXPECT_TRUE(parser.float_as_real_type);
     EXPECT_EQ(parser.input_filename, "data.libsvm");
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
     EXPECT_EQ(parser.predict_filename, "data.libsvm.predict");
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::libsvm);
 }
 TEST_F(ParserPredict, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    std::vector<std::string> cmd_args = { "./plssvm-predict", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
+    std::vector<std::string> cmd_args = { "./plssvm-predict", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "libsvm" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     cmd_args.insert(cmd_args.end(), { "--sycl_implementation_type", "dpcpp" });
+#endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
 #endif
     cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model", "data.libsvm.predict" });
     this->CreateCMDArgs(cmd_args);
@@ -108,8 +122,14 @@ TEST_F(ParserPredict, all_arguments_output) {
         "real_type: float\n"
         "input file (data set): 'data.libsvm'\n"
         "input file (model): 'data.libsvm.model'\n"
-        "output file (prediction): 'data.libsvm.predict'\n";
+        "output file (prediction): 'data.libsvm.predict'\n"
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+        "performance tracking file: 'tracking.yaml'\n";
+#else
+        "performance tracking file: ''\n";
+#endif
     EXPECT_CONVERSION_TO_STRING(parser, correct);
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::libsvm);
 }
 
 // test all command line parameter separately
@@ -174,6 +194,27 @@ INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictSYCLImplementation, ::testi
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
 
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+class ParserPredictPerformanceTrackingFilename : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserPredictPerformanceTrackingFilename, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-predict", flag, value, "data.libsvm", "data.libsvm.model" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_predict parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(parser.performance_tracking_filename, value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserPredict, ParserPredictPerformanceTrackingFilename, ::testing::Combine(
+                ::testing::Values("--performance_tracking"),
+                ::testing::Values("tracking.yaml", "test.txt")),
+                naming::pretty_print_parameter_flag_and_value<ParserPredictPerformanceTrackingFilename>);
+// clang-format on
+
+#endif  // PLSSVM_PERFORMANCE_TRACKER_ENABLED
+
 class ParserPredictUseStringsAsLabels : public ParserPredict, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParserPredictUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index f1e3d5a84..85bf7be49 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -47,6 +47,7 @@ TEST_F(ParserScale, minimal) {
     EXPECT_EQ(parser.scaled_filename, "");
     EXPECT_EQ(parser.save_filename, "");
     EXPECT_EQ(parser.restore_filename, "");
+    EXPECT_EQ(parser.performance_tracking_filename, "");
 }
 TEST_F(ParserScale, minimal_output) {
     // create artificial command line arguments in test fixture
@@ -65,13 +66,19 @@ TEST_F(ParserScale, minimal_output) {
         "input file: 'data.libsvm'\n"
         "scaled file: ''\n"
         "save file (scaling factors): ''\n"
-        "restore file (scaling factors): ''\n";
+        "restore file (scaling factors): ''\n"
+        "performance tracking file: ''\n";
     EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 TEST_F(ParserScale, all_arguments) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "full", "data.libsvm", "data.libsvm.scaled" });
+    std::vector<std::string> cmd_args = { "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "libsvm" };
+    #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+        cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
+    #endif
+    cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.scaled" });
+    this->CreateCMDArgs(cmd_args);
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -86,11 +93,21 @@ TEST_F(ParserScale, all_arguments) {
     EXPECT_EQ(parser.scaled_filename, "data.libsvm.scaled");
     EXPECT_EQ(parser.save_filename, "data.libsvm.save");
     EXPECT_EQ(parser.restore_filename, "");
-    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::full);
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    EXPECT_EQ(parser.performance_tracking_filename, "tracking.yaml");
+#else
+    EXPECT_EQ(parser.performance_tracking_filename, "");
+#endif
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::libsvm);
 }
 TEST_F(ParserScale, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    this->CreateCMDArgs({ "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "full", "data.libsvm", "data.libsvm.scaled" });
+    std::vector<std::string> cmd_args = { "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "libsvm" };
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
+#endif
+    cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.scaled" });
+    this->CreateCMDArgs(cmd_args);
 
     // create parameter object
     const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
@@ -105,8 +122,14 @@ TEST_F(ParserScale, all_arguments_output) {
         "input file: 'data.libsvm'\n"
         "scaled file: 'data.libsvm.scaled'\n"
         "save file (scaling factors): 'data.libsvm.save'\n"
-        "restore file (scaling factors): ''\n";
+        "restore file (scaling factors): ''\n"
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+        "performance tracking file: 'tracking.yaml'\n";
+#else
+        "performance tracking file: ''\n";
+#endif
     EXPECT_CONVERSION_TO_STRING(parser, correct);
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::libsvm);
 }
 
 // test all command line parameter separately
@@ -197,6 +220,27 @@ INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScaleRestoreFilename, ::testing::Com
                 naming::pretty_print_parameter_flag_and_value<ParserScaleRestoreFilename>);
 // clang-format on
 
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+class ParserScalePerformanceTrackingFilename : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserScalePerformanceTrackingFilename, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-scale", flag, value, "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_scale parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(parser.performance_tracking_filename, value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserScale, ParserScalePerformanceTrackingFilename, ::testing::Combine(
+                ::testing::Values("--performance_tracking"),
+                ::testing::Values("tracking.yaml", "test.txt")),
+                naming::pretty_print_parameter_flag_and_value<ParserScalePerformanceTrackingFilename>);
+// clang-format on
+
+#endif  // PLSSVM_PERFORMANCE_TRACKER_ENABLED
+
 class ParserScaleUseStringsAsLabels : public ParserScale, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParserScaleUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index 8c090d164..b0baad0d9 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -52,6 +52,7 @@ TEST_F(ParserTrain, minimal) {
     EXPECT_FALSE(parser.float_as_real_type);
     EXPECT_EQ(parser.input_filename, "data.libsvm");
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
+    EXPECT_EQ(parser.performance_tracking_filename, "");
 }
 TEST_F(ParserTrain, minimal_output) {
     // create artificial command line arguments in test fixture
@@ -69,15 +70,19 @@ TEST_F(ParserTrain, minimal_output) {
         "label_type: int (default)\n"
         "real_type: double (default)\n"
         "input file (data set): 'data.libsvm'\n"
-        "output file (model): 'data.libsvm.model'\n";
+        "output file (model): 'data.libsvm.model'\n"
+        "performance tracking file: ''\n";
     EXPECT_CONVERSION_TO_STRING(parser, correct);
 }
 
 TEST_F(ParserTrain, all_arguments) {
     // create artificial command line arguments in test fixture
-    std::vector<std::string> cmd_args = { "./plssvm-train", "--kernel_type", "1", "--degree", "2", "--gamma", "1.5", "--coef0", "-1.5", "--cost", "2", "--epsilon", "1e-10", "--max_iter", "100", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
+    std::vector<std::string> cmd_args = { "./plssvm-train", "--kernel_type", "1", "--degree", "2", "--gamma", "1.5", "--coef0", "-1.5", "--cost", "2", "--epsilon", "1e-10", "--max_iter", "100", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "libsvm" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     cmd_args.insert(cmd_args.end(), { "--sycl_kernel_invocation_type", "nd_range", "--sycl_implementation_type", "dpcpp" });
+#endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
 #endif
     cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model" });
     this->CreateCMDArgs(cmd_args);
@@ -109,12 +114,21 @@ TEST_F(ParserTrain, all_arguments) {
     EXPECT_TRUE(parser.float_as_real_type);
     EXPECT_EQ(parser.input_filename, "data.libsvm");
     EXPECT_EQ(parser.model_filename, "data.libsvm.model");
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    EXPECT_EQ(parser.performance_tracking_filename, "tracking.yaml");
+#else
+    EXPECT_EQ(parser.performance_tracking_filename, "");
+#endif
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::libsvm);
 }
 TEST_F(ParserTrain, all_arguments_output) {
     // create artificial command line arguments in test fixture
-    std::vector<std::string> cmd_args = { "./plssvm-train", "--kernel_type", "1", "--degree", "2", "--gamma", "1.5", "--coef0", "-1.5", "--cost", "2", "--epsilon", "1e-10", "--max_iter", "100", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type" };
+    std::vector<std::string> cmd_args = { "./plssvm-train", "--kernel_type", "1", "--degree", "2", "--gamma", "1.5", "--coef0", "-1.5", "--cost", "2", "--epsilon", "1e-10", "--max_iter", "100", "--backend", "cuda", "--target_platform", "gpu_nvidia", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "libsvm" };
 #if defined(PLSSVM_HAS_SYCL_BACKEND)
     cmd_args.insert(cmd_args.end(), { "--sycl_kernel_invocation_type", "nd_range", "--sycl_implementation_type", "dpcpp" });
+#endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
 #endif
     cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.model" });
     this->CreateCMDArgs(cmd_args);
@@ -134,8 +148,14 @@ TEST_F(ParserTrain, all_arguments_output) {
         "label_type: std::string\n"
         "real_type: float\n"
         "input file (data set): 'data.libsvm'\n"
-        "output file (model): 'data.libsvm.model'\n";
+        "output file (model): 'data.libsvm.model'\n"
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+        "performance tracking file: 'tracking.yaml'\n";
+#else
+        "performance tracking file: ''\n";
+#endif
     EXPECT_CONVERSION_TO_STRING(parser, correct);
+    EXPECT_EQ(plssvm::verbosity, plssvm::verbosity_level::libsvm);
 }
 
 // test all command line parameter separately
@@ -378,6 +398,27 @@ INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainSYCLImplementation, ::testing::
 
 #endif  // PLSSVM_HAS_SYCL_BACKEND
 
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+
+class ParserTrainPerformanceTrackingFilename : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, std::string>> {};
+TEST_P(ParserTrainPerformanceTrackingFilename, parsing) {
+    const auto &[flag, value] = GetParam();
+    // create artificial command line arguments in test fixture
+    this->CreateCMDArgs({ "./plssvm-train", flag, value, "data.libsvm" });
+    // create parameter object
+    const plssvm::detail::cmd::parser_train parser{ this->argc, this->argv };
+    // test for correctness
+    EXPECT_EQ(parser.performance_tracking_filename, value);
+}
+// clang-format off
+INSTANTIATE_TEST_SUITE_P(ParserTrain, ParserTrainPerformanceTrackingFilename, ::testing::Combine(
+                ::testing::Values("--performance_tracking"),
+                ::testing::Values("tracking.yaml", "test.txt")),
+                naming::pretty_print_parameter_flag_and_value<ParserTrainPerformanceTrackingFilename>);
+// clang-format on
+
+#endif  // PLSSVM_PERFORMANCE_TRACKER_ENABLED
+
 class ParserTrainUseStringsAsLabels : public ParserTrain, public ::testing::WithParamInterface<std::tuple<std::string, bool>> {};
 TEST_P(ParserTrainUseStringsAsLabels, parsing) {
     const auto &[flag, value] = GetParam();

From 8e465ad0d36f14c8af7f6775f5ca65b5b5160b60 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 17:50:59 +0200
Subject: [PATCH 0955/1010] Rename the
 PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO macro to
 PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE to be better in line with the class
 member function name.

---
 include/plssvm/detail/performance_tracker.hpp | 6 +++---
 src/main_predict.cpp                          | 4 ++--
 src/main_scale.cpp                            | 4 ++--
 src/main_train.cpp                            | 4 ++--
 tests/detail/performance_tracker.cpp          | 2 +-
 5 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 6575d5dee..4e750ab03 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -221,8 +221,8 @@ class performance_tracker {
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME() \
         plssvm::detail::performance_tracker::resume_tracking()
 
-    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(filename) \
-        plssvm::detail::performance_tracker::save(filename)  // TODO: only use this and add cmd parameter?
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(filename) \
+        plssvm::detail::performance_tracker::save(filename)
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry) \
         plssvm::detail::performance_tracker::add_tracking_entry(entry);
@@ -230,7 +230,7 @@ class performance_tracker {
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE()
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME()
-    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(filename)
+    #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(filename)
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry)
 
 #endif
diff --git a/src/main_predict.cpp b/src/main_predict.cpp
index bc92b289e..2e8aca807 100644
--- a/src/main_predict.cpp
+++ b/src/main_predict.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_predict.hpp"     // plssvm::detail::cmd::parser_predict
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE
 
 #include "fmt/format.h"                             // fmt::print, fmt::join
 #include "fmt/os.h"                                 // fmt::ostream, fmt::output_file
@@ -89,7 +89,7 @@ int main(int argc, char *argv[]) {
                             "\nTotal runtime: {}\n",
                             plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
-        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(cmd_parser.performance_tracking_filename);
+        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(cmd_parser.performance_tracking_filename);
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_scale.cpp b/src/main_scale.cpp
index ef85aced6..40d7d92f5 100644
--- a/src/main_scale.cpp
+++ b/src/main_scale.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_scale.hpp"       // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry,PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry,PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE
 
 #include <chrono>                                   // std::chrono::{steady_clock, duration}
 #include <cstdlib>                                  // std::exit, EXIT_SUCCESS, EXIT_FAILURE
@@ -71,7 +71,7 @@ int main(int argc, char *argv[]) {
                             "\nTotal runtime: {}\n",
                             plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
-        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(cmd_parser.performance_tracking_filename);
+        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(cmd_parser.performance_tracking_filename);
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/src/main_train.cpp b/src/main_train.cpp
index 2db0b7a0f..26031a12c 100644
--- a/src/main_train.cpp
+++ b/src/main_train.cpp
@@ -13,7 +13,7 @@
 #include "plssvm/detail/cmd/data_set_variants.hpp"  // plssvm::detail::cmd::data_set_factory
 #include "plssvm/detail/cmd/parser_train.hpp"       // plssvm::detail::cmd::parser_train
 #include "plssvm/detail/logger.hpp"                 // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO
+#include "plssvm/detail/performance_tracker.hpp"    // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE
 
 #include <chrono>                                   // std::chrono::{steady_clock, duration}
 #include <cstdlib>                                  // EXIT_SUCCESS, EXIT_FAILURE
@@ -56,7 +56,7 @@ int main(int argc, char *argv[]) {
                             "\nTotal runtime: {}\n",
                             plssvm::detail::tracking_entry{ "", "total_time", std::chrono::duration_cast<std::chrono::milliseconds>(end_time - start_time) });
 
-        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(cmd_parser.performance_tracking_filename);
+        PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(cmd_parser.performance_tracking_filename);
 
     } catch (const plssvm::exception &e) {
         std::cerr << e.what_with_loc() << std::endl;
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 4f17f5985..03e7a51f9 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -117,7 +117,7 @@ TEST_F(PerformanceTracker, save_macro) {
     plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
     plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
     plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
-    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE_TO(tmp_file.filename);
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(tmp_file.filename);
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));

From 445913399658df06035e85a264e71d1a21dd9334 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 17:51:32 +0200
Subject: [PATCH 0956/1010] Add Python binding to generically track a string
 entry.

---
 bindings/Python/detail/performance_tracker.cpp | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/bindings/Python/detail/performance_tracker.cpp b/bindings/Python/detail/performance_tracker.cpp
index a1dffc1c9..de93f802d 100644
--- a/bindings/Python/detail/performance_tracker.cpp
+++ b/bindings/Python/detail/performance_tracker.cpp
@@ -20,12 +20,15 @@ void init_performance_tracker(py::module_ &m) {
 
     // bind the performance tracker
     py::class_<plssvm::detail::performance_tracker>(detail_module, "PerformanceTracker")
-        .def_static("add_parameter_tracking_entry", [](const plssvm::parameter &params) { plssvm::detail::performance_tracker::add_tracking_entry(
-                                                                                              plssvm::detail::tracking_entry{ "parameter", "", params }); })
+        .def_static("add_string_tracking_entry", [](const std::string &category, const std::string & name, const std::string &value) {
+            plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ category, name, value });
+        })
+        .def_static("add_parameter_tracking_entry", [](const plssvm::parameter &params) {
+            plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", params });
+        })
         .def_static("pause", &plssvm::detail::performance_tracker::pause_tracking, "pause performance tracking")
         .def_static("resume", &plssvm::detail::performance_tracker::resume_tracking, "resume performance tracking")
-        .def_static(
-            "save_to", py::overload_cast<const std::string &>(&plssvm::detail::performance_tracker::save), "save the performance tracking results to the specified yaml file");
+        .def_static("save_to", py::overload_cast<const std::string &>(&plssvm::detail::performance_tracker::save), "save the performance tracking results to the specified yaml file");
 
 #endif
 }
\ No newline at end of file

From b70c93888d3f4afabc3a5172a7dbb9f102ab2e98 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 17:52:05 +0200
Subject: [PATCH 0957/1010] Move generic add_tracking_entry implementation
 outside of class.

---
 include/plssvm/detail/performance_tracker.hpp | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 4e750ab03..7e1ad705e 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -112,11 +112,7 @@ class performance_tracker {
      * @param[in] entry the entry to add
      */
     template <typename T>
-    static void add_tracking_entry(const tracking_entry<T> &entry) {
-        if (is_tracking()) {
-            tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
-        }
-    }
+    static void add_tracking_entry(const tracking_entry<T> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
@@ -193,6 +189,13 @@ class performance_tracker {
     static bool is_tracking_;
 };
 
+template <typename T>
+void performance_tracker::add_tracking_entry(const tracking_entry<T> &entry) {
+    if (is_tracking()) {
+        tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: {}\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
+    }
+}
+
 /**
  * @def PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE
  * @brief Defines the `PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.

From 801133d97136cdcfe97cd6b837ef352024d9de34 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 17:52:27 +0200
Subject: [PATCH 0958/1010] Also track the provided epsilon value in the CG
 algorithm.

---
 include/plssvm/backends/gpu_csvm.hpp | 1 +
 src/plssvm/backends/OpenMP/csvm.cpp  | 1 +
 2 files changed, 2 insertions(+)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 18b73bc3f..33cccd73c 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -638,6 +638,7 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
                 "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "max_iterations", max_iter },
+                detail::tracking_entry{ "cg", "epsilon", eps },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index a6ba91aa1..eb1ee2bc8 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -168,6 +168,7 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
                 "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "max_iterations", max_iter },
+                detail::tracking_entry{ "cg", "epsilon", eps },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });

From 1cb7fe469794cdc803cb829d4575333cf83ab3fb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 17:56:48 +0200
Subject: [PATCH 0959/1010] Add missing copyright header.

---
 utility_scripts/performance_tracker_yaml_parser.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/utility_scripts/performance_tracker_yaml_parser.py b/utility_scripts/performance_tracker_yaml_parser.py
index b3da42c72..e7f653c64 100644
--- a/utility_scripts/performance_tracker_yaml_parser.py
+++ b/utility_scripts/performance_tracker_yaml_parser.py
@@ -1,3 +1,13 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+########################################################################################################################
+# Authors: Alexander Van Craen, Marcel Breyer                                                                          #
+# Copyright (C): 2018-today The PLSSVM project - All Rights Reserved                                                   #
+# License: This file is part of the PLSSVM project which is released under the MIT license.                            #
+#          See the LICENSE.md file in the project root for full license information.                                   #
+########################################################################################################################
+
 import argparse
 import matplotlib.pyplot as plt
 

From 04b6c6e00a5d1e29720ec3827235937629e93297 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 17:58:53 +0200
Subject: [PATCH 0960/1010] Add Python script to track the performance of all
 available backends on a specific machine.

---
 README.md                               |   2 +-
 install/python_requirements.txt         |   3 +-
 utility_scripts/performance_analysis.py | 166 ++++++++++++++++++++++++
 3 files changed, 169 insertions(+), 2 deletions(-)
 create mode 100644 utility_scripts/performance_analysis.py

diff --git a/README.md b/README.md
index 5f9e0796e..68356745b 100644
--- a/README.md
+++ b/README.md
@@ -188,7 +188,7 @@ The `[optional_options]` can be one or multiple of:
 - `PLSSVM_OPENMP_BLOCK_SIZE` (default: `64`): set a specific block size used in the OpenMP kernels
 - `PLSSVM_ENABLE_LTO=ON|OFF` (default: `ON`): enable interprocedural optimization (IPO/LTO) if supported by the compiler
 - `PLSSVM_ENABLE_DOCUMENTATION=ON|OFF` (default: `OFF`): enable the `doc` target using doxygen
-- `PLSSVM_ENABLE_PERFORMANCE_TRACKING`: enable gathering performance characteristics for the three executables using YAML files; an example Python3 script to process the YAML file can be found in the `utility_scripts/` directory (requires the Python3 modules [`pyyaml`](https://pyyaml.org/) and [`pint`](https://pint.readthedocs.io/en/stable/))
+- `PLSSVM_ENABLE_PERFORMANCE_TRACKING`: enable gathering performance characteristics for the three executables using YAML files; example Python3 scripts to perform performance measurements and to process the resulting YAML files can be found in the `utility_scripts/` directory (requires the Python3 modules [wrapt-timeout-decorator](https://pypi.org/project/wrapt-timeout-decorator/), [`pyyaml`](https://pyyaml.org/), and [`pint`](https://pint.readthedocs.io/en/stable/))
 - `PLSSVM_ENABLE_TESTING=ON|OFF` (default: `ON`): enable testing using GoogleTest and ctest
 - `PLSSVM_ENABLE_LANGUAGE_BINDINGS=ON|OFF` (default: `OFF`): enable language bindings
 
diff --git a/install/python_requirements.txt b/install/python_requirements.txt
index 215cc3438..8a63ef570 100644
--- a/install/python_requirements.txt
+++ b/install/python_requirements.txt
@@ -11,4 +11,5 @@ arff
 matplotlib
 humanize
 pyyaml
-pint
\ No newline at end of file
+pint
+wrapt-timeout-decorator
\ No newline at end of file
diff --git a/utility_scripts/performance_analysis.py b/utility_scripts/performance_analysis.py
new file mode 100644
index 000000000..122761d82
--- /dev/null
+++ b/utility_scripts/performance_analysis.py
@@ -0,0 +1,166 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+########################################################################################################################
+# Authors: Alexander Van Craen, Marcel Breyer                                                                          #
+# Copyright (C): 2018-today The PLSSVM project - All Rights Reserved                                                   #
+# License: This file is part of the PLSSVM project which is released under the MIT license.                            #
+#          See the LICENSE.md file in the project root for full license information.                                   #
+########################################################################################################################
+
+import argparse
+
+from sklearn.datasets import make_classification
+from wrapt_timeout_decorator import *
+import math
+from datetime import datetime
+from timeit import default_timer as timer
+
+import plssvm
+
+
+def all_same(items):
+    return len(set(items)) < 2
+
+
+class CGTimeout(Exception):
+    """ custom timeout exception """
+
+
+@timeout(600, timeout_exception=CGTimeout)
+def fit_model_with_timeout(csvm, data, eps):
+    return csvm.fit(data, epsilon=eps)
+
+
+# parse command line arguments
+parser = argparse.ArgumentParser()
+
+parser.add_argument(
+    "--num_data_points", help="the number of data points used for this performance measurements", required=True,
+    type=int)
+parser.add_argument(
+    "--num_features", help="the number of features per data point used for this performance measurements",
+    required=True, type=int)
+parser.add_argument(
+    "--num_repeats", help="the number of repeats for this performance measurements", required=True, type=int)
+parser.add_argument(
+    "--performance_tracking", help="the output YAML file where the performance tracking results are written to",
+    default="tracking.yaml")
+parser.add_argument(
+    "--intermediate_train_file",
+    help="the name of the intermediate training data file used to also track IO timings; can also be used to store the file for further tests",
+    default="train_data.libsvm")
+parser.add_argument(
+    "--intermediate_model_file",
+    help="the name of the intermediate model file used to also track IO timings; can also be used to store the model for further tests",
+    default="train_data.libsvm.model")
+
+args = parser.parse_args()
+
+print("Generating data set {}x{} using sklearn".format(args.num_data_points, args.num_features))
+samples, labels = make_classification(n_samples=args.num_data_points, n_features=args.num_features, n_redundant=0,
+                                      n_informative=2, n_clusters_per_class=1)
+
+try:
+    params = plssvm.Parameter()
+
+    plssvm.detail.PerformanceTracker.pause()
+
+    # create the data set
+    train_data = plssvm.DataSet(samples, labels, scaling=(-1.0, 1.0))
+    train_data.save(args.intermediate_train_file, plssvm.FileFormatType.LIBSVM)
+
+    # create a C-SVM using the provided parameters and the default, i.e., fastest backend and target platform
+    svm = plssvm.CSVM(params)
+
+    plssvm.quiet()
+
+    # find an epsilon such that the resulting model has an accuracy of over 97%
+    print("Determining the used epsilon value")
+    epsilon = 0.0
+    accuracies = []
+    for eps_exp in range(1, 21):
+        epsilon = pow(10, -eps_exp)
+        # fit using the training data
+        model = fit_model_with_timeout(svm, train_data, epsilon)
+
+        # get accuracy of the trained model
+        accuracies.append(svm.score(model) * 100.0)
+
+        print("accuracy {:.2f} for epsilon {}".format(accuracies[-1], epsilon))
+        # if the current accuracy is greater than 97% stop
+        if accuracies[-1] > 97:
+            break
+        # if the accuracy is greater than 70% and the last three accuracies where the same,
+        # use the smallest epsilon and break
+        if accuracies[-1] > 70 and len(accuracies) >= 3 and all_same(accuracies[-3:]):
+            epsilon = pow(10, -(accuracies.index(max(accuracies)) + 1))
+            break
+
+    # plssvm.set_verbosity(plssvm.VerbosityLevel.FULL)
+    plssvm.detail.PerformanceTracker.resume()
+    achieved_accuracy = accuracies[int(abs(math.log(epsilon, 10))) + -1]
+    print("Using {} as epsilon value for an accuracy of {:.2f} %".format(epsilon, achieved_accuracy))
+
+    # create a list of all available backends
+    print("Performing the actual performance measurements")
+    available_backends = []
+    for backend in plssvm.list_available_backends():
+        # skip the automatic type
+        if backend == plssvm.BackendType.AUTOMATIC:
+            continue
+
+        if backend == plssvm.BackendType.SYCL:
+            # special case SYCL backend
+            # add all available SYCL implementation and both kernel invocation types
+            for sycl_impl in plssvm.sycl.list_available_sycl_implementations():
+                # skip the automatic type
+                if sycl_impl == plssvm.sycl.ImplementationType.AUTOMATIC or sycl_impl == plssvm.sycl.ImplementationType.HIPSYCL:  # TODO: fix hipSYCL bug
+                    continue
+                available_backends.append((backend, {"sycl_implementation_type": sycl_impl,
+                                                     "sycl_kernel_invocation_type": plssvm.sycl.KernelInvocationType.ND_RANGE}))
+                available_backends.append((backend, {"sycl_implementation_type": sycl_impl,
+                                                     "sycl_kernel_invocation_type": plssvm.sycl.KernelInvocationType.HIERARCHICAL}))
+        else:
+            available_backends.append((backend, {}))
+
+    # generate runtimes for all available backends
+    for backend in available_backends:
+        print("\nGenerating runtimes for the {}".format(backend[0]))
+        if backend[0] == plssvm.BackendType.SYCL:
+            print("SYCL: {}".format(backend[1]))
+
+        for rep in range(args.num_repeats):
+            print("{} repetition {}".format(datetime.now(), rep))
+
+            start_time = timer()
+
+            # create the data set
+            train_data = plssvm.DataSet(args.intermediate_train_file)
+
+            # create a default C-SVM
+            svm = plssvm.CSVM(backend[0], **backend[1])
+
+            # use the found value of epsilon to collect runtimes for an SVM model with an accuracy of more than 97%
+            try:
+                model = fit_model_with_timeout(svm, train_data, epsilon)
+            except CGTimeout:
+                print("timeout occurred! skipping remaining repeats for the {}".format(backend[0]))
+                break
+
+            # save the model file
+            model.save(args.intermediate_model_file)
+
+            end_time = timer()
+
+            # save the performance tracking results
+            plssvm.detail.PerformanceTracker.add_parameter_tracking_entry(params)
+            plssvm.detail.PerformanceTracker.add_string_tracking_entry("", "accuracy", str(achieved_accuracy))
+            plssvm.detail.PerformanceTracker.add_string_tracking_entry("", "total_runtime", "{}ms".format(
+                int((end_time - start_time) * 1000)))
+            plssvm.detail.PerformanceTracker.save_to(args.performance_tracking)
+
+except plssvm.PLSSVMError as e:
+    print(e)
+except RuntimeError as e:
+    print(e)

From 18c13d2168e0284bc150ecff6224c22058babd89 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 18:02:48 +0200
Subject: [PATCH 0961/1010] Remove CMake warning: the performance tracking
 information now would be dumped to stderr during the tests instead of the
 global tracking file as before.

---
 CMakeLists.txt | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index a2ab24054..62208a2ac 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -551,11 +551,6 @@ endif ()
 ########################################################################################################################
 option(PLSSVM_ENABLE_TESTING "Build tests for all backends." ON)
 if (PLSSVM_ENABLE_TESTING)
-    # issue a warning if performance tracking as well as tests are enabled simultaneously
-    if (PLSSVM_ENABLE_PERFORMANCE_TRACKING)
-        message(WARNING "Enabled testing AND performance tracking! Be aware that running ctest will add entries to the performance tracking .yaml file.")
-    endif ()
-
     enable_testing()
     add_subdirectory(tests)
 endif ()

From d2a730f0d893b36bd09b953ca02ad65817308e86 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 18:28:31 +0200
Subject: [PATCH 0962/1010] After some special characters are escaped for
 better readability, escape all remaining non-alphanumeric and non-underscore
 characters with a single underscore.

---
 tests/naming.hpp | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/tests/naming.hpp b/tests/naming.hpp
index 8e1734bba..e22bec3b3 100644
--- a/tests/naming.hpp
+++ b/tests/naming.hpp
@@ -191,18 +191,30 @@ namespace detail {
 
 /**
  * @brief Escape some characters of the string such that GTest accepts it as test case name.
- * @details Replaces all "-" with "_M_" (for Minus), all " " with "_W_" (for Whitespace), "." with "_D_" (for dot), and "/" with "_".
+ * @details Replaces some special cases for better readability: "-" with "_M_" (for Minus), all " " with "_W_" (for Whitespace), "." with "_D_" (for dot),
+ *          ":" with "_C_" (for colon), "/" with "_", and "@" with "_A_" (for at).
+ *          Afterwards, if there are still non alphanumeric or underscore characters present, simply replaces them with "_".
  *          If the resulting string would be empty, returns a string containing "EMPTY".
  * @param[in] sv the string to escape for GTest
  * @return the escaped test case name (`[[nodiscard]]`)
  */
 [[nodiscard]] inline std::string escape_string(const std::string_view sv) {
     std::string str{ sv };
+    // replace some special cases for better readability
     plssvm::detail::replace_all(str, "-", "_M_");
     plssvm::detail::replace_all(str, " ", "_W_");
     plssvm::detail::replace_all(str, ".", "_D_");
     plssvm::detail::replace_all(str, ":", "_S_");
     plssvm::detail::replace_all(str, "/", "_");
+    plssvm::detail::replace_all(str, "@", "_A_");
+
+    // replace all remaining characters with '_' that are not alphanumeric values or underscores
+    for (char &c : str) {
+        if (!std::isalnum(c) && c != '_') {
+            c = '_';
+        }
+    }
+
     if (str.empty()) {
         str = "EMPTY";
     }

From d0fa04fc5b251f8eb132c0db487f20782eb395e9 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 4 May 2023 18:56:21 +0200
Subject: [PATCH 0963/1010] Add new overload for the data_set::save function
 that automatically derives the file_format_type from the file extension of
 the provided file.

---
 bindings/Python/data_set.cpp |  3 +-
 include/plssvm/data_set.hpp  | 18 +++++++++
 tests/data_set.cpp           | 71 ++++++++++++++++++++++++++++++++++++
 3 files changed, 91 insertions(+), 1 deletion(-)

diff --git a/bindings/Python/data_set.cpp b/bindings/Python/data_set.cpp
index 855acaa77..ed2ce523c 100644
--- a/bindings/Python/data_set.cpp
+++ b/bindings/Python/data_set.cpp
@@ -172,7 +172,8 @@ void instantiate_data_set_bindings(py::module_ &m, plssvm::detail::real_type_lab
                         "create a new data set with labels from a Python list given additional optional parameters");
     }
 
-    py_data_set.def("save", &data_set_type::save, "save the data set to a file")
+    py_data_set.def("save", py::overload_cast<const std::string &, plssvm::file_format_type>(&data_set_type::save, py::const_), "save the data set to a file using the provided file format type")
+        .def("save", py::overload_cast<const std::string &>(&data_set_type::save, py::const_), "save the data set to a file automatically deriving the file format type from the file extension")
         .def("num_data_points", &data_set_type::num_data_points, "the number of data points in the data set")
         .def("num_features", &data_set_type::num_features, "the number of features per data point")
         .def("data", &data_set_type::data, py::return_value_policy::reference_internal, "the data saved as 2D vector")
diff --git a/include/plssvm/data_set.hpp b/include/plssvm/data_set.hpp
index 6496aff64..010e431a0 100644
--- a/include/plssvm/data_set.hpp
+++ b/include/plssvm/data_set.hpp
@@ -174,6 +174,13 @@ class data_set {
      * @param[in] format the file format
      */
     void save(const std::string &filename, file_format_type format) const;
+    /**
+     * @brief Save the data points and potential labels of this data set to the file @p filename.
+     *        Automatically determines the plssvm::file_format_type based on the file extension.
+     * @param[in] filename the file to save the data points and labels to
+     * @throws plssvm::data_set_exception if the file extension isn't one of `libsvm` or `arff`
+     */
+    void save(const std::string &filename) const;
 
     /**
      * @brief Return the data points in this data set.
@@ -603,6 +610,17 @@ void data_set<T, U>::save(const std::string &filename, const file_format_type fo
                 detail::tracking_entry{ "data_set_write", "filename", filename });
 }
 
+template <typename T, typename U>
+void data_set<T, U>::save(const std::string &filename) const {
+    if (detail::ends_with(filename, ".libsvm")) {
+        this->save(filename, file_format_type::libsvm);
+    } else if (detail::ends_with(filename, ".arff")) {
+        this->save(filename, file_format_type::arff);
+    } else {
+        throw data_set_exception(fmt::format("Unrecognized file extension for file \"{}\" (must be one of: .libsvm or .arff)!", filename));
+    }
+}
+
 template <typename T, typename U>
 auto data_set<T, U>::labels() const noexcept -> optional_ref<const std::vector<label_type>> {
     if (this->has_labels()) {
diff --git a/tests/data_set.cpp b/tests/data_set.cpp
index f524c3e87..aadd225bb 100644
--- a/tests/data_set.cpp
+++ b/tests/data_set.cpp
@@ -926,6 +926,19 @@ class DataSetSave : public ::testing::Test, private util::redirect_output<>, pro
 };
 TYPED_TEST_SUITE(DataSetSave, util::real_type_label_type_combination_gtest, naming::real_type_label_type_combination_to_name);
 
+TYPED_TEST(DataSetSave, save_invalid_automatic_format) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points, this->label };
+
+    // try to save to temporary file with an unrecognized extension
+    EXPECT_THROW_WHAT(data.save("test.txt");,
+                      plssvm::data_set_exception,
+                      "Unrecognized file extension for file \"test.txt\" (must be one of: .libsvm or .arff)!");
+}
+
 TYPED_TEST(DataSetSave, save_libsvm_with_label) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
@@ -946,6 +959,30 @@ TYPED_TEST(DataSetSave, save_libsvm_with_label) {
         EXPECT_TRUE(std::regex_match(std::string{ line }, reg));
     }
 }
+TYPED_TEST(DataSetSave, save_libsvm_automatic_format) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points, this->label };
+    // rename temporary such that it ends with .libsvm
+    const std::string old_filename = this->filename;
+    this->filename += ".libsvm";
+    std::filesystem::rename(old_filename, this->filename);
+    // save to temporary file
+    data.save(this->filename);
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('#');
+
+    // create regex to check for the correct output
+    ASSERT_EQ(reader.num_lines(), this->data_points.size());
+    const std::regex reg{ ".+ ([0-9]*:[-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)? ?){4}", std::regex::extended };
+    for (const std::string_view line : reader.lines()) {
+        EXPECT_TRUE(std::regex_match(std::string{ line }, reg));
+    }
+}
 TYPED_TEST(DataSetSave, save_libsvm_without_label) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;
@@ -997,6 +1034,40 @@ TYPED_TEST(DataSetSave, save_arff_with_label) {
         EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
     }
 }
+TYPED_TEST(DataSetSave, save_arff_automatic_format) {
+    using real_type = typename TypeParam::real_type;
+    using label_type = typename TypeParam::label_type;
+
+    // create data set with labels
+    const plssvm::data_set<real_type, label_type> data{ this->data_points, this->label };
+    // rename temporary such that it ends with .arff
+    const std::string old_filename = this->filename;
+    this->filename += ".arff";
+    std::filesystem::rename(old_filename, this->filename);
+    // save to temporary file
+    data.save(this->filename);
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ this->filename };
+    reader.read_lines('%');
+
+    // create regex to check for the correct output
+    const std::size_t num_features = this->data_points.front().size();
+    const std::size_t expected_header_size = num_features + 3;  // num_features + @RELATION + class + @DATA
+    ASSERT_EQ(reader.num_lines(), expected_header_size + this->data_points.size());
+    // check header
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(0)), ::testing::StartsWith("@relation"));
+    for (std::size_t i = 0; i < num_features; ++i) {
+        EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(i + 1)), ::testing::ContainsRegex("@attribute .* numeric"));
+    }
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features)), ::testing::ContainsRegex("@attribute class \\{.*,.*\\}"));
+    EXPECT_THAT(plssvm::detail::as_lower_case(reader.line(1 + num_features + 1)), ::testing::StartsWith("@data"));
+    // check data points
+    const std::regex reg{ "([-+]?[0-9]*.?[0-9]+([eE][-+]?[0-9]+)?,){4}.+", std::regex::extended };
+    for (std::size_t i = expected_header_size; i < reader.num_lines(); ++i) {
+        EXPECT_TRUE(std::regex_match(std::string{ reader.line(i) }, reg));
+    }
+}
 TYPED_TEST(DataSetSave, save_arff_without_label) {
     using real_type = typename TypeParam::real_type;
     using label_type = typename TypeParam::label_type;

From c375ba3079c462cfd5c2d835bc2cbaaf721541b4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 10:00:53 +0200
Subject: [PATCH 0964/1010] Fix error causing failing tests if the performance
 tracker is enabled (linking the same code (destructor) together compiled with
 different compilers).

---
 .../Python/detail/performance_tracker.cpp     | 26 +++---
 include/plssvm/detail/performance_tracker.hpp | 48 ++++++-----
 src/plssvm/detail/performance_tracker.cpp     | 14 +++-
 tests/detail/performance_tracker.cpp          | 80 +++++++++----------
 utility_scripts/performance_analysis.py       |  2 +-
 5 files changed, 95 insertions(+), 75 deletions(-)

diff --git a/bindings/Python/detail/performance_tracker.cpp b/bindings/Python/detail/performance_tracker.cpp
index de93f802d..f177a92f9 100644
--- a/bindings/Python/detail/performance_tracker.cpp
+++ b/bindings/Python/detail/performance_tracker.cpp
@@ -15,20 +15,24 @@ namespace py = pybind11;
 void init_performance_tracker(py::module_ &m) {
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
 
-    // use a detail submodule for the performance tracking bindings
-    const py::module_ detail_module = m.def_submodule("detail", "a module containing detail functionality for the performance tracker");
+    // use a detail.PerformanceTracker submodule for the performance tracking bindings
+    py::module_ detail_module = m.def_submodule("detail", "a module containing detail functionality for the performance tracker");
+    py::module_ performance_tracker_module = detail_module.def_submodule("PerformanceTracker", "whatever");
 
-    // bind the performance tracker
-    py::class_<plssvm::detail::performance_tracker>(detail_module, "PerformanceTracker")
-        .def_static("add_string_tracking_entry", [](const std::string &category, const std::string & name, const std::string &value) {
-            plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ category, name, value });
+    // bind the performance tracker functions
+    performance_tracker_module
+        .def("add_string_tracking_entry", [](const std::string &category, const std::string &name, const std::string &value) {
+            plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ category, name, value });
         })
-        .def_static("add_parameter_tracking_entry", [](const plssvm::parameter &params) {
-            plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", params });
+        .def("add_parameter_tracking_entry", [](const plssvm::parameter &params) {
+            plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", params });
         })
-        .def_static("pause", &plssvm::detail::performance_tracker::pause_tracking, "pause performance tracking")
-        .def_static("resume", &plssvm::detail::performance_tracker::resume_tracking, "resume performance tracking")
-        .def_static("save_to", py::overload_cast<const std::string &>(&plssvm::detail::performance_tracker::save), "save the performance tracking results to the specified yaml file");
+        .def(
+            "pause", []() { plssvm::detail::global_tracker->pause_tracking(); }, "pause performance tracking")
+        .def(
+            "resume", []() { plssvm::detail::global_tracker->resume_tracking(); }, "resume performance tracking")
+        .def(
+            "save", [](const std::string &filename) { plssvm::detail::global_tracker->save(filename); }, "save the performance tracking results to the specified yaml file");
 
 #endif
 }
\ No newline at end of file
diff --git a/include/plssvm/detail/performance_tracker.hpp b/include/plssvm/detail/performance_tracker.hpp
index 7e1ad705e..e650ed9cf 100644
--- a/include/plssvm/detail/performance_tracker.hpp
+++ b/include/plssvm/detail/performance_tracker.hpp
@@ -23,6 +23,7 @@
 #include "fmt/core.h"                            // fmt::format
 #include "fmt/ostream.h"                         // format types with an operator<< overload
 
+#include <memory>                                // std::shared_ptr
 #include <string>                                // std::string
 #include <string_view>                           // std::string_view
 #include <type_traits>                           // std::false_type, std::true_type
@@ -101,9 +102,13 @@ constexpr bool is_tracking_entry_v = is_tracking_entry<T>::value;
 class performance_tracker {
   public:
     /**
-     * @brief Pure static class, prevent any object from being constructed.
+     * @breif Default constructor. **Must** be implemented in .cpp file.
      */
-    performance_tracker() = delete;
+    performance_tracker();
+    /**
+     * @brief Default destructor. **Must** be implemented in .cpp file.
+     */
+    ~performance_tracker();
 
     /**
      * @brief Add a tracking_entry to this performance tracker.
@@ -112,42 +117,42 @@ class performance_tracker {
      * @param[in] entry the entry to add
      */
     template <typename T>
-    static void add_tracking_entry(const tracking_entry<T> &entry);
+    void add_tracking_entry(const tracking_entry<T> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a std::string to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds quotes around the entry's value.
      * @param[in] entry the entry to add
      */
-    static void add_tracking_entry(const tracking_entry<std::string> &entry);
+    void add_tracking_entry(const tracking_entry<std::string> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::parameter to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::parameter as tracking entries.
      * @param[in] entry the entry to add
      */
-    static void add_tracking_entry(const tracking_entry<::plssvm::parameter> &entry);
+    void add_tracking_entry(const tracking_entry<::plssvm::parameter> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_train to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_train as tracking entries.
      * @param[in] entry the entry to add
      */
-    static void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
+    void add_tracking_entry(const tracking_entry<cmd::parser_train> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_predict to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_predict as tracking entries.
      * @param[in] entry the entry to add
      */
-    static void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
+    void add_tracking_entry(const tracking_entry<cmd::parser_predict> &entry);
     /**
      * @brief Add a tracking_entry encapsulating a plssvm::detail::cmd::parser_scale to this performance tracker.
      * @details Saves a string containing the entry name and value in a map with the entry category as key.
      *          Adds all values stored in the plssvm::detail::cmd::parser_scale as tracking entries.
      * @param[in] entry the entry to add
      */
-    static void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
+    void add_tracking_entry(const tracking_entry<cmd::parser_scale> &entry);
 
     /**
      * @brief Write all stored tracking entries to the [YAML](https://yaml.org/) file @p filename.
@@ -155,38 +160,38 @@ class performance_tracker {
      *          If @p filename is empty, dumps the tracking entries to `std::cout` instead.
      * @param[in] filename the file to add the performance tracking results to
      */
-    static void save(const std::string &filename);
+    void save(const std::string &filename);
     /**
      * @brief Write all stored tracking entries to the output stream @p out.
      * @param[in] out the output stream to write the performance tracking results to
      */
-    static void save(std::ostream &out);
+    void save(std::ostream &out);
 
     /**
      * @brief Pause the current tracking, i.e., all calls to `add_tracking_entry` do nothing.
      */
-    static void pause_tracking() noexcept { is_tracking_ = false; }
+    void pause_tracking() noexcept;
     /**
      * @brief Resume the tracking, i.e., all calls to `add_tracking_entry` do track the values again.
      */
-    static void resume_tracking() noexcept { is_tracking_ = true; }
+    void resume_tracking() noexcept;
     /**
      * @brief Check whether tracking is currently active or paused.
      * @return `true` if tracking is enabled, `false` if it is currently paused (`[[nodiscard]]`)
      */
-    [[nodiscard]] static bool is_tracking() noexcept { return is_tracking_; }
+    [[nodiscard]] bool is_tracking() noexcept;
 
     /**
      * @brief Return the currently available tracking entries.
      * @return the previously added tracking entries (`[[nodiscard]]`)
      */
-    [[nodiscard]] static const std::unordered_multimap<std::string, std::string> &get_tracking_entries() noexcept { return tracking_statistics; }
+    [[nodiscard]] const std::unordered_multimap<std::string, std::string> &get_tracking_entries() noexcept;
 
   private:
     /// All performance statistics grouped by their specified categories.
-    static std::unordered_multimap<std::string, std::string> tracking_statistics;
+    std::unordered_multimap<std::string, std::string> tracking_statistics{};
     /// The tracking is enabled by default.
-    static bool is_tracking_;
+    bool is_tracking_{ true };
 };
 
 template <typename T>
@@ -196,6 +201,9 @@ void performance_tracker::add_tracking_entry(const tracking_entry<T> &entry) {
     }
 }
 
+/// The global performance tracker instance used for the default tracking.
+extern std::shared_ptr<performance_tracker> global_tracker;
+
 /**
  * @def PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE
  * @brief Defines the `PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE` macro if `PLSSVM_PERFORMANCE_TRACKER_ENABLED` is defined.
@@ -219,16 +227,16 @@ void performance_tracker::add_tracking_entry(const tracking_entry<T> &entry) {
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE() \
-        plssvm::detail::performance_tracker::pause_tracking()
+        ::plssvm::detail::global_tracker->pause_tracking()
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME() \
-        plssvm::detail::performance_tracker::resume_tracking()
+        ::plssvm::detail::global_tracker->resume_tracking()
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(filename) \
-        plssvm::detail::performance_tracker::save(filename)
+        ::plssvm::detail::global_tracker->save(filename)
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY(entry) \
-        plssvm::detail::performance_tracker::add_tracking_entry(entry);
+        ::plssvm::detail::global_tracker->add_tracking_entry(entry);
 #else
 
     #define PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE()
diff --git a/src/plssvm/detail/performance_tracker.cpp b/src/plssvm/detail/performance_tracker.cpp
index bf545a147..7d233ad76 100644
--- a/src/plssvm/detail/performance_tracker.cpp
+++ b/src/plssvm/detail/performance_tracker.cpp
@@ -8,11 +8,11 @@
 
 #include "plssvm/detail/performance_tracker.hpp"
 
+#include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name_v
 #include "plssvm/detail/assert.hpp"                      // PLSSVM_ASSERT
 #include "plssvm/detail/cmd/parser_predict.hpp"          // plssvm::detail::cmd::parser_predict
 #include "plssvm/detail/cmd/parser_scale.hpp"            // plssvm::detail::cmd::parser_scale
 #include "plssvm/detail/cmd/parser_train.hpp"            // plssvm::detail::cmd::parser_train
-#include "plssvm/detail/arithmetic_type_name.hpp"        // plssvm::detail::arithmetic_type_name_v
 #include "plssvm/detail/utility.hpp"                     // plssvm::detail::current_date_time
 #include "plssvm/version/git_metadata/git_metadata.hpp"  // plssvm::version::git_metadata::commit_sha1
 #include "plssvm/version/version.hpp"                    // plssvm::version::{version, detail::target_platforms}
@@ -23,14 +23,15 @@
 
 #include <fstream>                                       // std::ofstream
 #include <iostream>                                      // std::ios_base::app
+#include <memory>                                        // std::shared_ptr
 #include <string>                                        // std::string
 #include <unordered_map>                                 // std::unordered_multimap
 #include <utility>                                       // std::pair
 
 namespace plssvm::detail {
 
-std::unordered_multimap<std::string, std::string> performance_tracker::tracking_statistics = std::unordered_multimap<std::string, std::string>{};
-bool performance_tracker::is_tracking_ = true;
+performance_tracker::performance_tracker() {}
+performance_tracker::~performance_tracker() {}
 
 void performance_tracker::add_tracking_entry(const tracking_entry<std::string> &entry) {
     tracking_statistics.emplace(entry.entry_category, fmt::format("{}{}: \"{}\"\n", entry.entry_category.empty() ? "" : "  ", entry.entry_name, entry.entry_value));
@@ -192,4 +193,11 @@ void performance_tracker::save(std::ostream &out) {
     tracking_statistics.clear();
 }
 
+void performance_tracker::pause_tracking() noexcept { is_tracking_ = false; }
+void performance_tracker::resume_tracking() noexcept { is_tracking_ = true; }
+bool performance_tracker::is_tracking() noexcept { return is_tracking_; }
+const std::unordered_multimap<std::string, std::string> &performance_tracker::get_tracking_entries() noexcept { return tracking_statistics; }
+
+std::shared_ptr<performance_tracker> global_tracker = std::make_shared<performance_tracker>();
+
 }  // namespace plssvm::detail
\ No newline at end of file
diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 03e7a51f9..26fd1a2b7 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -75,15 +75,15 @@ class PerformanceTracker : public ::testing::Test, public util::redirect_output<
 
 TEST_F(PerformanceTracker, pause_and_resume_macros) {
     // tracking is enabled per default
-    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
+    EXPECT_TRUE(plssvm::detail::global_tracker->is_tracking());
     // disable performance tracking
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_PAUSE();
     // tracking should now be disabled
-    EXPECT_FALSE(plssvm::detail::performance_tracker::is_tracking());
+    EXPECT_FALSE(plssvm::detail::global_tracker->is_tracking());
     // re-enable performance tracking
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_RESUME();
     // tracking should now be enabled again
-    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
+    EXPECT_TRUE(plssvm::detail::global_tracker->is_tracking());
 }
 TEST_F(PerformanceTracker, add_entry_macro) {
     // add different tracking entries
@@ -92,7 +92,7 @@ TEST_F(PerformanceTracker, add_entry_macro) {
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((plssvm::detail::tracking_entry{ "", "foobar", 'a' }));
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::global_tracker->get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entries.size(), 3);
@@ -114,9 +114,9 @@ TEST_F(PerformanceTracker, save_macro) {
     // create temporary file
     const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
     // save entries to file
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
     PLSSVM_DETAIL_PERFORMANCE_TRACKER_SAVE(tmp_file.filename);
 
     // the file must not be empty
@@ -124,31 +124,31 @@ TEST_F(PerformanceTracker, save_macro) {
     // TODO: must contain?
 
     // the tracking entries must be empty now
-    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
+    EXPECT_TRUE(plssvm::detail::global_tracker->get_tracking_entries().empty());
 }
 
 #endif
 
 TEST_F(PerformanceTracker, pause_and_resume) {
     // tracking is enabled per default
-    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
+    EXPECT_TRUE(plssvm::detail::global_tracker->is_tracking());
     // disable performance tracking
-    plssvm::detail::performance_tracker::pause_tracking();
+    plssvm::detail::global_tracker->pause_tracking();
     // tracking should now be disabled
-    EXPECT_FALSE(plssvm::detail::performance_tracker::is_tracking());
+    EXPECT_FALSE(plssvm::detail::global_tracker->is_tracking());
     // re-enable performance tracking
-    plssvm::detail::performance_tracker::resume_tracking();
+    plssvm::detail::global_tracker->resume_tracking();
     // tracking should now be enabled again
-    EXPECT_TRUE(plssvm::detail::performance_tracker::is_tracking());
+    EXPECT_TRUE(plssvm::detail::global_tracker->is_tracking());
 }
 TEST_F(PerformanceTracker, add_generic_tracking_entry) {
     // add different tracking entries
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::global_tracker->get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entries.size(), 3);
@@ -167,10 +167,10 @@ TEST_F(PerformanceTracker, add_generic_tracking_entry) {
 }
 TEST_F(PerformanceTracker, add_string_tracking_entry) {
     // add a tracking entry
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", std::string{ "baz" } });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", std::string{ "baz" } });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::global_tracker->get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entries.size(), 1);
@@ -182,10 +182,10 @@ TEST_F(PerformanceTracker, add_string_tracking_entry) {
 }
 TEST_F(PerformanceTracker, add_parameter_tracking_entry) {
     // add a tracking entry
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", plssvm::parameter{} });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", plssvm::parameter{} });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::performance_tracker::get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entries = plssvm::detail::global_tracker->get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entries.size(), 1);
@@ -203,10 +203,10 @@ TEST_F(PerformanceTracker, add_parser_train_tracking_entry) {
     const plssvm::detail::cmd::parser_train parser{ argc, argv };
 
     // save cmd::parser_train entry
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::global_tracker->get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entry.size(), 1);
@@ -224,10 +224,10 @@ TEST_F(PerformanceTracker, add_parser_predict_tracking_entry) {
     const plssvm::detail::cmd::parser_predict parser{ argc, argv };
 
     // save cmd::parser_train entry
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::global_tracker->get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entry.size(), 1);
@@ -245,10 +245,10 @@ TEST_F(PerformanceTracker, add_parser_scale_tracking_entry) {
     const plssvm::detail::cmd::parser_scale parser{ argc, argv };
 
     // save cmd::parser_train entry
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "parameter", "", parser });
 
     // get the tracking entries
-    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::performance_tracker::get_tracking_entries();
+    const std::unordered_multimap<std::string, std::string> entry = plssvm::detail::global_tracker->get_tracking_entries();
 
     // check entries for correctness
     EXPECT_EQ(entry.size(), 1);
@@ -263,42 +263,42 @@ TEST_F(PerformanceTracker, save_no_additional_entries) {
     // create temporary file
     const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
     // save entries to file
-    plssvm::detail::performance_tracker::save(tmp_file.filename);
+    plssvm::detail::global_tracker->save(tmp_file.filename);
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
 
     // the tracking entries must be empty now
-    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
+    EXPECT_TRUE(plssvm::detail::global_tracker->get_tracking_entries().empty());
 }
 TEST_F(PerformanceTracker, save_entries_to_file) {
     // create temporary file
     const util::temporary_file tmp_file{};  // automatically removes the created file at the end of its scope
     // save entries to file
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
-    plssvm::detail::performance_tracker::save(tmp_file.filename);
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    plssvm::detail::global_tracker->save(tmp_file.filename);
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
     // TODO: must contain?
 
     // the tracking entries must be empty now
-    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
+    EXPECT_TRUE(plssvm::detail::global_tracker->get_tracking_entries().empty());
 }
 TEST_F(PerformanceTracker, save_entries_empty_file) {
     // save entries to file
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
-    plssvm::detail::performance_tracker::add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "bar", 42 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "foo", "baz", 3.1415 });
+    plssvm::detail::global_tracker->add_tracking_entry(plssvm::detail::tracking_entry{ "", "foobar", 'a' });
     // save to empty file, i.e., dump the performance tracking entries to std::clog
-    plssvm::detail::performance_tracker::save("");
+    plssvm::detail::global_tracker->save("");
 
     // the captured standard output must not be empty
     EXPECT_FALSE(this->get_capture().empty());
     // TODO: must contain?
 
     // the tracking entries must be empty now
-    EXPECT_TRUE(plssvm::detail::performance_tracker::get_tracking_entries().empty());
-}
\ No newline at end of file
+    EXPECT_TRUE(plssvm::detail::global_tracker->get_tracking_entries().empty());
+}
diff --git a/utility_scripts/performance_analysis.py b/utility_scripts/performance_analysis.py
index 122761d82..a030cc40c 100644
--- a/utility_scripts/performance_analysis.py
+++ b/utility_scripts/performance_analysis.py
@@ -158,7 +158,7 @@ def fit_model_with_timeout(csvm, data, eps):
             plssvm.detail.PerformanceTracker.add_string_tracking_entry("", "accuracy", str(achieved_accuracy))
             plssvm.detail.PerformanceTracker.add_string_tracking_entry("", "total_runtime", "{}ms".format(
                 int((end_time - start_time) * 1000)))
-            plssvm.detail.PerformanceTracker.save_to(args.performance_tracking)
+            plssvm.detail.PerformanceTracker.save(args.performance_tracking)
 
 except plssvm.PLSSVMError as e:
     print(e)

From c9183c46bbd80614e27084b7008d74bc0a764172 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 10:48:59 +0200
Subject: [PATCH 0965/1010] Use hipSYCL before DPC++ otherwise an internal
 exception in hipSYCL is thrown.

---
 utility_scripts/performance_analysis.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/utility_scripts/performance_analysis.py b/utility_scripts/performance_analysis.py
index a030cc40c..5ceb7a803 100644
--- a/utility_scripts/performance_analysis.py
+++ b/utility_scripts/performance_analysis.py
@@ -99,7 +99,7 @@ def fit_model_with_timeout(csvm, data, eps):
 
     # plssvm.set_verbosity(plssvm.VerbosityLevel.FULL)
     plssvm.detail.PerformanceTracker.resume()
-    achieved_accuracy = accuracies[int(abs(math.log(epsilon, 10))) + -1]
+    achieved_accuracy = accuracies[int(abs(math.log(epsilon, 10))) - 1]
     print("Using {} as epsilon value for an accuracy of {:.2f} %".format(epsilon, achieved_accuracy))
 
     # create a list of all available backends
@@ -113,9 +113,11 @@ def fit_model_with_timeout(csvm, data, eps):
         if backend == plssvm.BackendType.SYCL:
             # special case SYCL backend
             # add all available SYCL implementation and both kernel invocation types
-            for sycl_impl in plssvm.sycl.list_available_sycl_implementations():
+            available_sycl_implementations = plssvm.sycl.list_available_sycl_implementations()
+            available_sycl_implementations.reverse()
+            for sycl_impl in available_sycl_implementations:
                 # skip the automatic type
-                if sycl_impl == plssvm.sycl.ImplementationType.AUTOMATIC or sycl_impl == plssvm.sycl.ImplementationType.HIPSYCL:  # TODO: fix hipSYCL bug
+                if sycl_impl == plssvm.sycl.ImplementationType.AUTOMATIC:
                     continue
                 available_backends.append((backend, {"sycl_implementation_type": sycl_impl,
                                                      "sycl_kernel_invocation_type": plssvm.sycl.KernelInvocationType.ND_RANGE}))

From ab9d606939447bb58b9352bdc5d101f96db70313 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 11:09:28 +0200
Subject: [PATCH 0966/1010] Change STATIC to SHARED libraries.

---
 CMakeLists.txt                            | 2 +-
 src/plssvm/backends/OpenCL/CMakeLists.txt | 2 +-
 src/plssvm/backends/OpenMP/CMakeLists.txt | 2 +-
 tests/CMakeLists.txt                      | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 62208a2ac..e192f8199 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -59,7 +59,7 @@ set(PLSSVM_BASE_SOURCES
 
 ## create base library: linked against all backend libraries
 set(PLSSVM_BASE_LIBRARY_NAME plssvm-base)
-add_library(${PLSSVM_BASE_LIBRARY_NAME} STATIC ${PLSSVM_BASE_SOURCES})
+add_library(${PLSSVM_BASE_LIBRARY_NAME} SHARED ${PLSSVM_BASE_SOURCES})
 ## create all library: one target against all backends are linked
 set(PLSSVM_ALL_LIBRARY_NAME plssvm-all)
 add_library(${PLSSVM_ALL_LIBRARY_NAME} INTERFACE)
diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index 6b6949779..394ff9fcd 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -36,7 +36,7 @@ set(PLSSVM_OPENCL_SOURCES
 
 # set target properties
 set_local_and_parent(PLSSVM_OPENCL_BACKEND_LIBRARY_NAME plssvm-OpenCL)
-add_library(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} STATIC ${PLSSVM_OPENCL_SOURCES})
+add_library(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} SHARED ${PLSSVM_OPENCL_SOURCES})
 target_include_directories(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC ${OpenCL_INCLUDE_DIRS})
 target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC OpenCL)
 
diff --git a/src/plssvm/backends/OpenMP/CMakeLists.txt b/src/plssvm/backends/OpenMP/CMakeLists.txt
index 124d14e9d..c7a18c59e 100644
--- a/src/plssvm/backends/OpenMP/CMakeLists.txt
+++ b/src/plssvm/backends/OpenMP/CMakeLists.txt
@@ -41,7 +41,7 @@ set(PLSSVM_OPENMP_SOURCES
 
 # set target properties
 set_local_and_parent(PLSSVM_OPENMP_BACKEND_LIBRARY_NAME plssvm-OpenMP)
-add_library(${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} STATIC ${PLSSVM_OPENMP_SOURCES})
+add_library(${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} SHARED ${PLSSVM_OPENMP_SOURCES})
 target_link_libraries(${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX)
 # special command line options for MSVC:
 # -openmp:llvm -> enables unsigned loop indexes in OpenMP parallel for loops
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 0b0976586..83fbed63f 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -82,7 +82,7 @@ set(PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES
         )
 
 # create base test library
-add_library(${PLSSVM_BASE_TEST_LIBRARY_NAME} STATIC ${PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES})
+add_library(${PLSSVM_BASE_TEST_LIBRARY_NAME} SHARED ${PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES})
 
 # set necessary include directories
 target_include_directories(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC "${CMAKE_CURRENT_SOURCE_DIR}")

From b2b09e9adb07028ca6d21a950892f247674b042a Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 11:34:00 +0200
Subject: [PATCH 0967/1010] Revert "Change STATIC to SHARED libraries."

This reverts commit ab9d606939447bb58b9352bdc5d101f96db70313.
---
 CMakeLists.txt                            | 2 +-
 src/plssvm/backends/OpenCL/CMakeLists.txt | 2 +-
 src/plssvm/backends/OpenMP/CMakeLists.txt | 2 +-
 tests/CMakeLists.txt                      | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index e192f8199..62208a2ac 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -59,7 +59,7 @@ set(PLSSVM_BASE_SOURCES
 
 ## create base library: linked against all backend libraries
 set(PLSSVM_BASE_LIBRARY_NAME plssvm-base)
-add_library(${PLSSVM_BASE_LIBRARY_NAME} SHARED ${PLSSVM_BASE_SOURCES})
+add_library(${PLSSVM_BASE_LIBRARY_NAME} STATIC ${PLSSVM_BASE_SOURCES})
 ## create all library: one target against all backends are linked
 set(PLSSVM_ALL_LIBRARY_NAME plssvm-all)
 add_library(${PLSSVM_ALL_LIBRARY_NAME} INTERFACE)
diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index 394ff9fcd..6b6949779 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -36,7 +36,7 @@ set(PLSSVM_OPENCL_SOURCES
 
 # set target properties
 set_local_and_parent(PLSSVM_OPENCL_BACKEND_LIBRARY_NAME plssvm-OpenCL)
-add_library(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} SHARED ${PLSSVM_OPENCL_SOURCES})
+add_library(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} STATIC ${PLSSVM_OPENCL_SOURCES})
 target_include_directories(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC ${OpenCL_INCLUDE_DIRS})
 target_link_libraries(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PUBLIC OpenCL)
 
diff --git a/src/plssvm/backends/OpenMP/CMakeLists.txt b/src/plssvm/backends/OpenMP/CMakeLists.txt
index c7a18c59e..124d14e9d 100644
--- a/src/plssvm/backends/OpenMP/CMakeLists.txt
+++ b/src/plssvm/backends/OpenMP/CMakeLists.txt
@@ -41,7 +41,7 @@ set(PLSSVM_OPENMP_SOURCES
 
 # set target properties
 set_local_and_parent(PLSSVM_OPENMP_BACKEND_LIBRARY_NAME plssvm-OpenMP)
-add_library(${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} SHARED ${PLSSVM_OPENMP_SOURCES})
+add_library(${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} STATIC ${PLSSVM_OPENMP_SOURCES})
 target_link_libraries(${PLSSVM_OPENMP_BACKEND_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX)
 # special command line options for MSVC:
 # -openmp:llvm -> enables unsigned loop indexes in OpenMP parallel for loops
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 83fbed63f..0b0976586 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -82,7 +82,7 @@ set(PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES
         )
 
 # create base test library
-add_library(${PLSSVM_BASE_TEST_LIBRARY_NAME} SHARED ${PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES})
+add_library(${PLSSVM_BASE_TEST_LIBRARY_NAME} STATIC ${PLSSVM_BASE_TEST_LIBRARY_NAME_SOURCES})
 
 # set necessary include directories
 target_include_directories(${PLSSVM_BASE_TEST_LIBRARY_NAME} PUBLIC "${CMAKE_CURRENT_SOURCE_DIR}")

From 6c37cddad2b0009156d66dbdd5eff8b57c85988c Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 11:44:33 +0200
Subject: [PATCH 0968/1010] Improve performance tracker tests.

---
 tests/detail/performance_tracker.cpp | 52 +++++++++++++++++++++-------
 1 file changed, 39 insertions(+), 13 deletions(-)

diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index 26fd1a2b7..d12f55d25 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -10,15 +10,18 @@
 
 #include "plssvm/detail/performance_tracker.hpp"
 
-#include "../naming.hpp"         // naming::label_type_to_name
-#include "../types_to_test.hpp"  // util::label_type_gtest
-#include "../utility.hpp"        // util::redirect_output
+#include "plssvm/detail/io/file_reader.hpp"  // plssvm::detail::io::file_reader
 
-#include "fmt/core.h"            // fmt::format
-#include "gtest/gtest.h"         // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ::testing::Test
+#include "../naming.hpp"                     // naming::label_type_to_name
+#include "../types_to_test.hpp"              // util::label_type_gtest
+#include "../utility.hpp"                    // util::redirect_output
 
-#include <iostream>              // std::cout, std::clog
-#include <string>                // std::string
+#include "fmt/core.h"                        // fmt::format
+#include "gmock/gmock-matchers.h"            // EXPECT_THAT, ::testing::{HasSubstr}
+#include "gtest/gtest.h"                     // TEST, TYPED_TEST_SUITE, TYPED_TEST, EXPECT_EQ, EXPECT_TRUE, EXPECT_FALSE, ::testing::Test
+
+#include <iostream>                          // std::cout, std::clog
+#include <string>                            // std::string
 
 template <typename T>
 class TrackingEntry : public ::testing::Test, public util::redirect_output<> {};
@@ -121,7 +124,16 @@ TEST_F(PerformanceTracker, save_macro) {
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
-    // TODO: must contain?
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ tmp_file.filename };
+    reader.read_lines('#');
+
+    // test file contents
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("foo:"));
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("bar: 42"));
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("baz: 3.1415"));
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("foobar: a"));
 
     // the tracking entries must be empty now
     EXPECT_TRUE(plssvm::detail::global_tracker->get_tracking_entries().empty());
@@ -199,7 +211,7 @@ TEST_F(PerformanceTracker, add_parser_train_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/model" };
-    char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3] };
+    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[3] };
     const plssvm::detail::cmd::parser_train parser{ argc, argv };
 
     // save cmd::parser_train entry
@@ -220,7 +232,7 @@ TEST_F(PerformanceTracker, add_parser_predict_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 4;
     char argv_arr[argc][20] = { "./plssvm-predict", "/path/to/train", "/path/to/model", "/path/to/predict" };
-    char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3], argv_arr[4] };
+    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[3], argv_arr[4] };
     const plssvm::detail::cmd::parser_predict parser{ argc, argv };
 
     // save cmd::parser_train entry
@@ -241,7 +253,7 @@ TEST_F(PerformanceTracker, add_parser_scale_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/scaled" };
-    char* argv[] { argv_arr[0], argv_arr[1], argv_arr[3] };
+    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[3] };
     const plssvm::detail::cmd::parser_scale parser{ argc, argv };
 
     // save cmd::parser_train entry
@@ -282,7 +294,16 @@ TEST_F(PerformanceTracker, save_entries_to_file) {
 
     // the file must not be empty
     EXPECT_FALSE(std::filesystem::is_empty(tmp_file.filename));
-    // TODO: must contain?
+
+    // read the file
+    plssvm::detail::io::file_reader reader{ tmp_file.filename };
+    reader.read_lines('#');
+
+    // test file contents
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("foo:"));
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("bar: 42"));
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("baz: 3.1415"));
+    EXPECT_THAT(reader.buffer(), ::testing::HasSubstr("foobar: a"));
 
     // the tracking entries must be empty now
     EXPECT_TRUE(plssvm::detail::global_tracker->get_tracking_entries().empty());
@@ -297,7 +318,12 @@ TEST_F(PerformanceTracker, save_entries_empty_file) {
 
     // the captured standard output must not be empty
     EXPECT_FALSE(this->get_capture().empty());
-    // TODO: must contain?
+
+    // test file contents
+    EXPECT_THAT(this->get_capture(), ::testing::HasSubstr("foo:"));
+    EXPECT_THAT(this->get_capture(), ::testing::HasSubstr("bar: 42"));
+    EXPECT_THAT(this->get_capture(), ::testing::HasSubstr("baz: 3.1415"));
+    EXPECT_THAT(this->get_capture(), ::testing::HasSubstr("foobar: a"));
 
     // the tracking entries must be empty now
     EXPECT_TRUE(plssvm::detail::global_tracker->get_tracking_entries().empty());

From 52d152ca31bbc83186c95ab5e6b14bba50b2497b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 12:12:50 +0200
Subject: [PATCH 0969/1010] Add missing constructor overloads.

---
 bindings/Python/csvm.cpp | 20 +++++++++++++++++---
 1 file changed, 17 insertions(+), 3 deletions(-)

diff --git a/bindings/Python/csvm.cpp b/bindings/Python/csvm.cpp
index 6abe9cede..17ebef89e 100644
--- a/bindings/Python/csvm.cpp
+++ b/bindings/Python/csvm.cpp
@@ -12,7 +12,6 @@
 #include "utility.hpp"          // check_kwargs_for_correctness, convert_kwargs_to_parameter
 
 #include "pybind11/pybind11.h"  // py::module_, py::class_, py::kwargs, py::overload_cast, py::const_
-#include "pybind11/stl.h"       // support for STL types
 
 #include <cstddef>              // std::size_t
 #include <string>               // std::string
@@ -63,11 +62,11 @@ void instantiate_model_bindings(py::class_<plssvm::csvm> &c) {
     instantiate_csvm_functions<T>(c, std::make_integer_sequence<std::size_t, std::tuple_size_v<T>>{});
 }
 
-std::unique_ptr<plssvm::csvm> assemble_csvm(const plssvm::backend_type backend, const plssvm::target_platform target, const py::kwargs &args) {
+std::unique_ptr<plssvm::csvm> assemble_csvm(const plssvm::backend_type backend, const plssvm::target_platform target, const py::kwargs &args, plssvm::parameter input_params = {}) {
     // check keyword arguments
     check_kwargs_for_correctness(args, { "kernel_type", "degree", "gamma", "coef0", "cost", "sycl_implementation_type", "sycl_kernel_invocation_type" });
     // if one of the value keyword parameter is provided, set the respective value
-    const plssvm::parameter params = convert_kwargs_to_parameter(args);
+    const plssvm::parameter params = convert_kwargs_to_parameter(args, input_params);
     // parse SYCL specific keyword arguments
     if (backend == plssvm::backend_type::sycl) {
         // sycl specific flags
@@ -128,6 +127,11 @@ void init_csvm(py::module_ &m) {
                  return plssvm::make_csvm(target, params);
              }),
              "create an SVM with the default backend, provided target platform and provided parameter object")
+        .def(py::init([](const plssvm::target_platform target, const plssvm::parameter &params, const py::kwargs &args) {
+                 // assemble CSVM
+                 return assemble_csvm(plssvm::determine_default_backend(), target, args, params);
+             }),
+             "create an SVM with the default backend, provided target platform, provided parameter object, and provided keyword arguments")
         .def(py::init([](const py::kwargs &args) {
                  // assemble CSVM
                  return assemble_csvm(plssvm::determine_default_backend(), plssvm::determine_default_target_platform(), args);
@@ -147,6 +151,11 @@ void init_csvm(py::module_ &m) {
                  return plssvm::make_csvm(backend, params);
              }),
              "create an SVM with the provided backend, default target platform and provided parameter object")
+        .def(py::init([](const plssvm::backend_type backend, const plssvm::parameter &params, const py::kwargs &args) {
+                 // assemble CSVM
+                 return assemble_csvm(backend, plssvm::determine_default_target_platform(), args, params);
+             }),
+             "create an SVM with the provided backend, default target platform, provided parameter object, and provided keyword arguments")
         .def(py::init([](const plssvm::backend_type backend, const plssvm::target_platform target) {
                  return plssvm::make_csvm(backend, target);
              }),
@@ -155,6 +164,11 @@ void init_csvm(py::module_ &m) {
                  return plssvm::make_csvm(backend, target, params);
              }),
              "create an SVM with the provided backend, provided target platform and provided parameter object")
+        .def(py::init([](const plssvm::backend_type backend, const plssvm::target_platform target, const plssvm::parameter &params, const py::kwargs &args) {
+                 // assemble CSVM
+                 return assemble_csvm(backend, target, args, params);
+             }),
+             "create an SVM with the provided backend, provided target platform, provided parameter object, and provided keyword arguments")
         .def(py::init([](const plssvm::backend_type backend, const py::kwargs &args) {
                  // assemble CSVM
                  return assemble_csvm(backend, plssvm::determine_default_target_platform(), args);

From b581fef3d02d2571d81cee33ce94b27b7088086f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 12:36:14 +0200
Subject: [PATCH 0970/1010] Output used build type also if it has been
 explicitly specified.

---
 CMakeLists.txt | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 62208a2ac..6696fcf25 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -26,6 +26,8 @@ if (NOT CMAKE_BUILD_TYPE AND NOT CMAKE_CONFIGURATION_TYPES)
     set(CMAKE_BUILD_TYPE "${PLSSVM_DEFAULT_BUILD_TYPE}" CACHE STRING "Choose the type of build." FORCE)
     # Set the possible values of build type for cmake-gui
     set_property(CACHE CMAKE_BUILD_TYPE PROPERTY STRINGS "Debug" "Release" "MinSizeRel" "RelWithDebInfo" "Coverage")
+else ()
+    message(STATUS "The build type is '${CMAKE_BUILD_TYPE}'.")
 endif ()
 
 

From 3cf4dd7d6c3894217d2e6d9b681faf1b3aa6ed95 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 14:06:11 +0200
Subject: [PATCH 0971/1010] Potential fix for windows file rename error.

---
 tests/utility.hpp | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tests/utility.hpp b/tests/utility.hpp
index 5faeefc50..8d2f1fee1 100644
--- a/tests/utility.hpp
+++ b/tests/utility.hpp
@@ -123,8 +123,10 @@ class temporary_file {
         while (std::filesystem::exists(std::filesystem::temp_directory_path() / filename)) {
             filename = fmt::format("tmpfile_{}", dist(gen));
         }
+        // append tmp dir to filename
+        filename = std::filesystem::temp_directory_path().string() + filename;
         // create file
-        std::ofstream{ std::filesystem::temp_directory_path() / filename };
+        std::ofstream{ filename };
 #endif
     }
     /**

From bf5e6b46cba5e8f2cdfc7d8ec5bdb7c16e613bbb Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 17:29:05 +0200
Subject: [PATCH 0972/1010] Remove duplicate include.

---
 tests/detail/cmd/parser_predict.cpp | 2 --
 tests/detail/cmd/parser_scale.cpp   | 8 +++-----
 tests/detail/cmd/parser_train.cpp   | 2 --
 3 files changed, 3 insertions(+), 9 deletions(-)

diff --git a/tests/detail/cmd/parser_predict.cpp b/tests/detail/cmd/parser_predict.cpp
index c4c1ef22c..fa774f181 100644
--- a/tests/detail/cmd/parser_predict.cpp
+++ b/tests/detail/cmd/parser_predict.cpp
@@ -9,8 +9,6 @@
  */
 
 #include "plssvm/detail/cmd/parser_predict.hpp"
-#include "plssvm/detail/logger.hpp"
-
 #include "plssvm/detail/logger.hpp"      // plssvm::verbosity
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
diff --git a/tests/detail/cmd/parser_scale.cpp b/tests/detail/cmd/parser_scale.cpp
index 85bf7be49..9004017c8 100644
--- a/tests/detail/cmd/parser_scale.cpp
+++ b/tests/detail/cmd/parser_scale.cpp
@@ -9,8 +9,6 @@
  */
 
 #include "plssvm/detail/cmd/parser_scale.hpp"
-#include "plssvm/detail/logger.hpp"
-
 #include "plssvm/detail/logger.hpp"      // plssvm::verbosity
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING
@@ -74,9 +72,9 @@ TEST_F(ParserScale, minimal_output) {
 TEST_F(ParserScale, all_arguments) {
     // create artificial command line arguments in test fixture
     std::vector<std::string> cmd_args = { "./plssvm-scale", "-l", "-2.0", "-u", "2.5", "-f", "arff", "-s", "data.libsvm.save", "--use_strings_as_labels", "--use_float_as_real_type", "--verbosity", "libsvm" };
-    #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
-        cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
-    #endif
+#if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
+    cmd_args.insert(cmd_args.end(), { "--performance_tracking", "tracking.yaml" });
+#endif
     cmd_args.insert(cmd_args.end(), { "data.libsvm", "data.libsvm.scaled" });
     this->CreateCMDArgs(cmd_args);
 
diff --git a/tests/detail/cmd/parser_train.cpp b/tests/detail/cmd/parser_train.cpp
index b0baad0d9..ff1c06b41 100644
--- a/tests/detail/cmd/parser_train.cpp
+++ b/tests/detail/cmd/parser_train.cpp
@@ -9,8 +9,6 @@
  */
 
 #include "plssvm/detail/cmd/parser_train.hpp"
-#include "plssvm/detail/logger.hpp"
-
 #include "plssvm/detail/logger.hpp"      // plssvm::verbosity
 
 #include "../../custom_test_macros.hpp"  // EXPECT_CONVERSION_TO_STRING

From 00b80c2c7343c30ac45c2fb67bfa27995f1c19b1 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 17:29:14 +0200
Subject: [PATCH 0973/1010] Fix documentation warning.

---
 include/plssvm/backends/OpenMP/csvm.hpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/plssvm/backends/OpenMP/csvm.hpp b/include/plssvm/backends/OpenMP/csvm.hpp
index 7ee62e2af..7f4d29b1d 100644
--- a/include/plssvm/backends/OpenMP/csvm.hpp
+++ b/include/plssvm/backends/OpenMP/csvm.hpp
@@ -128,7 +128,7 @@ class csvm : public ::plssvm::csvm {
 
     /**
      * @brief Calculate the `q` vector used in the dimensional reduction.
-     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @details The template parameter `real_type` represents the type of the data points (either `float` or `double`).
      * @param[in] params the SVM parameter used to calculate `q` (e.g., kernel_type)
      * @param[in] data the data points used in the dimensional reduction.
      * @return the `q` vector (`[[nodiscard]]`)
@@ -137,7 +137,7 @@ class csvm : public ::plssvm::csvm {
     [[nodiscard]] std::vector<real_type> generate_q(const detail::parameter<real_type> &params, const std::vector<std::vector<real_type>> &data) const;
     /**
      * @brief Precalculate the `w` vector to speedup up the prediction using the linear kernel function.
-     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @details The template parameter `real_type` represents the type of the data points (either `float` or `double`).
      * @param[in] support_vectors the previously learned support vectors
      * @param[in] alpha the previously learned weights
      * @return the `w` vector (`[[nodiscard]]`)
@@ -147,7 +147,7 @@ class csvm : public ::plssvm::csvm {
 
     /**
      * @brief Select the correct kernel based on the value of plssvm::parameter::kernel_type and run it on the CPU using OpenMP.
-     * @tparam real_type the type of the data points (either `float` or `double`)
+     * @details The template parameter `real_type` represents the type of the data points (either `float` or `double`).
      * @param[in] params the SVM parameter used to calculate `q` (e.g., kernel_type)
      * @param[in] q the `q` vector used in the dimensional reduction
      * @param[out] ret the result vector

From 994e7321b350fab32b1984027701a5974d018f83 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 17:29:29 +0200
Subject: [PATCH 0974/1010] Fix variable name shadowing warning.

---
 bindings/Python/kernel_function_types.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/bindings/Python/kernel_function_types.cpp b/bindings/Python/kernel_function_types.cpp
index 76fb61772..01e5e101f 100644
--- a/bindings/Python/kernel_function_types.cpp
+++ b/bindings/Python/kernel_function_types.cpp
@@ -27,7 +27,7 @@ void init_kernel_function_types(py::module_ &m) {
     // bind free functions
     m.def("kernel_function_type_to_math_string", &plssvm::kernel_function_type_to_math_string, "return the mathematical representation of a KernelFunctionType");
 
-    const plssvm::parameter params{};
+    const plssvm::parameter default_params{};
 
     m.def("linear_kernel_function", &plssvm::kernel_function<plssvm::kernel_function_type::linear, double>, "apply the linear kernel function to two vectors");
     m.def(
@@ -38,9 +38,9 @@ void init_kernel_function_types(py::module_ &m) {
         py::arg("x"),
         py::arg("y"),
         py::pos_only(),
-        py::arg("degree") = params.degree.value(),
+        py::arg("degree") = default_params.degree.value(),
         py::arg("gamma") = std::nullopt,
-        py::arg("coef0") = params.coef0.value());
+        py::arg("coef0") = default_params.coef0.value());
     m.def(
         "rbf_kernel_function", [](const std::vector<double> &x, const std::vector<double> &y, const std::optional<double> gamma) {
             return plssvm::kernel_function<plssvm::kernel_function_type::rbf>(x, y, gamma.has_value() ? gamma.value() : 1.0 / static_cast<double>(x.size()));

From 2f1860a12e38bd9b92859c28de9a96f57650c69f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 17:29:38 +0200
Subject: [PATCH 0975/1010] Fix spelling error.

---
 src/plssvm/detail/cmd/parser_train.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/plssvm/detail/cmd/parser_train.cpp b/src/plssvm/detail/cmd/parser_train.cpp
index f15931ff1..5d5474c09 100644
--- a/src/plssvm/detail/cmd/parser_train.cpp
+++ b/src/plssvm/detail/cmd/parser_train.cpp
@@ -23,7 +23,7 @@
 
 #include "cxxopts.hpp"                                   // cxxopts::Options, cxxopts::value,cxxopts::ParseResult
 #include "fmt/color.h"                                   // fmt::fg, fmt::color::orange
-#include "fmt/core.h"                                    // ffmt::format, fmt::join
+#include "fmt/core.h"                                    // fmt::format, fmt::join
 #include "fmt/ostream.h"                                 // can use fmt using operator<< overloads
 
 #include <cstdlib>                                       // std::exit, EXIT_SUCCESS, EXIT_FAILURE

From bd92566f2285687aa0e9348dc566ef7a8f21afcf Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 17:30:32 +0200
Subject: [PATCH 0976/1010] Improve CMake messages.

---
 CMakeLists.txt | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 6696fcf25..80c63f644 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -150,7 +150,7 @@ else ()
             $<BUILD_INTERFACE:${cxxopts_SOURCE_DIR}/include>
             $<INSTALL_INTERFACE:include>
             )
-    message(STATUS "Installed cxxopts version ${PLSSVM_cxxopts_VERSION}.")
+    message(STATUS "Installing cxxopts version ${PLSSVM_cxxopts_VERSION}.")
 endif ()
 
 ## try finding fast_float
@@ -182,7 +182,7 @@ else ()
             $<INSTALL_INTERFACE:include>
             )
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "fast_float")
-    message(STATUS "Installed fast_float version ${PLSSVM_fast_float_VERSION}.")
+    message(STATUS "Installing fast_float version ${PLSSVM_fast_float_VERSION}.")
 endif ()
 
 ## try finding igor
@@ -213,10 +213,11 @@ else ()
             $<INSTALL_INTERFACE:include>
             )
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "igor")
+    message(STATUS "Installing igor version ${PLSSVM_igor_VERSION}.")
 endif ()
 
 ## try finding fmt
-find_package(fmt 8.0.0 QUIET)
+find_package(fmt 8.1.1 QUIET)
 if (fmt_FOUND)
     message(STATUS "Found package fmt.")
 else ()
@@ -243,7 +244,7 @@ else ()
             )
     # append fmt to installed targets if build from source
     list(APPEND PLSSVM_TARGETS_TO_INSTALL "fmt")
-    message(STATUS "Installed {fmt} version ${PLSSVM_fmt_VERSION}.")
+    message(STATUS "Installing {fmt} version ${PLSSVM_fmt_VERSION}.")
 endif ()
 target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC fmt::fmt)
 

From ba2a64a1a3b22d9810209cbb94f00c7242969638 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 17:31:04 +0200
Subject: [PATCH 0977/1010] Fix compiler warnings and errors regarding the CUDA
 backend compiled with nvcc and clang++.

---
 CMakeLists.txt                          |  2 --
 bindings/Python/CMakeLists.txt          |  3 +++
 src/plssvm/backends/CUDA/CMakeLists.txt | 19 ++++++++++++++++---
 3 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 80c63f644..7443a03bb 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -86,7 +86,6 @@ target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
         $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wdocumentation -Wmost>
         $<$<COMPILE_LANG_AND_ID:CXX,MSVC>:/W4 /bigobj /wd4459>>
         )
-set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fPIC'")
 
 ## nvcc doesn't recognize -Werror=??? option, so only set it when using a CXX compiler
 target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
@@ -113,7 +112,6 @@ if (OpenMP_FOUND)
     set(PLSSVM_FOUND_OPENMP_FOR_UTILITY "${OpenMP_CXX_VERSION}")
     target_link_libraries(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC OpenMP::OpenMP_CXX -fopenmp)
     target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC $<$<COMPILE_LANGUAGE:CXX>:-fopenmp>)
-    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
 else ()
     # disable warning for unknown OpenMP pragmas if no OpenMP could be found
     target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC
diff --git a/bindings/Python/CMakeLists.txt b/bindings/Python/CMakeLists.txt
index 1094bac28..c9872ab7f 100644
--- a/bindings/Python/CMakeLists.txt
+++ b/bindings/Python/CMakeLists.txt
@@ -109,6 +109,9 @@ target_include_directories(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE ${CMAK
 target_link_libraries(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE ${PLSSVM_ALL_LIBRARY_NAME})
 target_compile_definitions(${PLSSVM_PYTHON_BINDINGS_LIBRARY_NAME} PRIVATE PYBIND11_DETAILED_ERROR_MESSAGES)
 
+# disable clang compiler warning
+target_compile_options(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC $<$<COMPILE_LANG_AND_ID:CXX,Clang>:-Wno-self-assign-overloaded>)
+
 # find required python libraries
 find_package(PythonLibs REQUIRED)
 target_include_directories(${PLSSVM_BASE_LIBRARY_NAME} PRIVATE ${PYTHON_INCLUDE_DIRS})
diff --git a/src/plssvm/backends/CUDA/CMakeLists.txt b/src/plssvm/backends/CUDA/CMakeLists.txt
index 3b2867eec..482c78dbf 100644
--- a/src/plssvm/backends/CUDA/CMakeLists.txt
+++ b/src/plssvm/backends/CUDA/CMakeLists.txt
@@ -39,11 +39,22 @@ set(CMAKE_CUDA_STANDARD_REQUIRED ON)
 
 if (CMAKE_CUDA_COMPILER_ID STREQUAL "NVIDIA")
     # use nvcc to compile CUDA code
-    set(CMAKE_CUDA_FLAGS_DEBUG "${CMAKE_CUDA_FLAGS_DEBUG} -lineinfo -Xptxas=-v -Xptxas -dlcm=cg")
-    set(CMAKE_CUDA_FLAGS_RELEASE "${CMAKE_CUDA_FLAGS} -O3 --use_fast_math -Wno-attributes")
+    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fPIC' -Xcudafe --diag_suppress=unsigned_compare_with_zero")
+    # build type specific flags
+    set(CMAKE_CUDA_FLAGS_DEBUG "${CMAKE_CUDA_FLAGS_DEBUG} -lineinfo -Xptxas=-v -Xptxas -dlcm=cg -Xcudafe --diag_suppress=unrecognized_gcc_pragma")
+    set(CMAKE_CUDA_FLAGS_RELEASE "${CMAKE_CUDA_FLAGS_RELEASE} -O3 --use_fast_math -Wno-attributes")
+    # set OpenMP specific flags
+    if (OpenMP_FOUND)
+        set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler '-fopenmp'")
+    endif ()
 elseif (CMAKE_CUDA_COMPILER_ID STREQUAL "Clang")
     # use clang to compile CUDA code
+    # build type specific flags
     set(CMAKE_CUDA_FLAGS_RELEASE "${CMAKE_CUDA_FLAGS} -O3 -ffast-math")
+    # set OpenMP specific flags
+    if (OpenMP_FOUND)
+        set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -fopenmp")
+    endif ()
 endif ()
 
 # explicitly set sources
@@ -64,6 +75,9 @@ add_library(${PLSSVM_CUDA_BACKEND_LIBRARY_NAME} SHARED ${PLSSVM_CUDA_SOURCES})
 if (CMAKE_CUDA_COMPILER_ID STREQUAL "NVIDIA")
     set_target_properties(${PLSSVM_CUDA_BACKEND_LIBRARY_NAME} PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
 endif ()
+if (CMAKE_CUDA_COMPILER_ID STREQUAL "Clang")
+    target_compile_options(${PLSSVM_CUDA_BACKEND_LIBRARY_NAME} PUBLIC -fPIC)
+endif ()
 
 # prepare architectures for CMake's CUDA_ARCHITECTURES
 list(TRANSFORM PLSSVM_NVIDIA_TARGET_ARCHS REPLACE "sm_" "")
@@ -84,7 +98,6 @@ target_link_libraries(${PLSSVM_ALL_LIBRARY_NAME} INTERFACE ${PLSSVM_CUDA_BACKEND
 list(APPEND PLSSVM_TARGETS_TO_INSTALL "${PLSSVM_CUDA_BACKEND_LIBRARY_NAME}")
 set(PLSSVM_TARGETS_TO_INSTALL ${PLSSVM_TARGETS_TO_INSTALL} PARENT_SCOPE)
 
-
 # generate summary string
 list(TRANSFORM PLSSVM_NVIDIA_TARGET_ARCHS PREPEND "sm_")
 set(PLSSVM_CUDA_BACKEND_SUMMARY_STRING " - CUDA: nvidia (${PLSSVM_NVIDIA_TARGET_ARCHS})" PARENT_SCOPE)

From 1180d5a9e8622c9d4712a41d11f048f1fa56d1c4 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 17:37:25 +0200
Subject: [PATCH 0978/1010] Fix a compiler warning with nvcc (sporadic compiler
 bug).

---
 include/plssvm/detail/string_conversion.hpp | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/include/plssvm/detail/string_conversion.hpp b/include/plssvm/detail/string_conversion.hpp
index 040347081..0acd84d7d 100644
--- a/include/plssvm/detail/string_conversion.hpp
+++ b/include/plssvm/detail/string_conversion.hpp
@@ -74,10 +74,13 @@ template <typename T, typename Exception = std::runtime_error, PLSSVM_REQUIRES((
             if constexpr (std::is_floating_point_v<T>) {
                 // convert the string to a floating point value
                 return fast_float::from_chars(sv.data(), sv.data() + sv.size(), val);
-            } else if constexpr (std::is_integral_v<T>) {
+            } else {
                 // convert the string to an integral value
                 return std::from_chars(sv.data(), sv.data() + sv.size(), val);
             }
+            // unreachable, needed to silence a nvcc warning
+            // see also: https://stackoverflow.com/questions/64523302/cuda-missing-return-statement-at-end-of-non-void-function-in-constexpr-if-fun
+            return std::conditional_t<std::is_floating_point_v<T>, fast_float::from_chars_result, std::from_chars_result>{};
         };
 
         // remove leading whitespaces
@@ -91,6 +94,9 @@ template <typename T, typename Exception = std::runtime_error, PLSSVM_REQUIRES((
         }
         return val;
     }
+    // unreachable, needed to silence a nvcc warning
+    // see also: https://stackoverflow.com/questions/64523302/cuda-missing-return-statement-at-end-of-non-void-function-in-constexpr-if-fun
+    return T{};
 }
 
 /**

From e9b0e2ac780fdd9e91122d072c326fb834904338 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Fri, 5 May 2023 18:03:28 +0200
Subject: [PATCH 0979/1010] Check if the provided CMAKE_BUILD_TYPE is valid.

---
 CMakeLists.txt | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 7443a03bb..f0787ea97 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -21,13 +21,18 @@ list(APPEND CMAKE_MODULE_PATH "${PROJECT_SOURCE_DIR}/cmake/modules")
 
 ## set default CMake build type
 set(PLSSVM_DEFAULT_BUILD_TYPE "RelWithDebInfo")
+set(PLSSVM_ALLOWED_BUILD_TYPES "Debug;Release;MinSizeRel;RelWithDebInfo;Coverage")
 if (NOT CMAKE_BUILD_TYPE AND NOT CMAKE_CONFIGURATION_TYPES)
     message(STATUS "Setting build type to '${PLSSVM_DEFAULT_BUILD_TYPE}' as none was specified.")
     set(CMAKE_BUILD_TYPE "${PLSSVM_DEFAULT_BUILD_TYPE}" CACHE STRING "Choose the type of build." FORCE)
     # Set the possible values of build type for cmake-gui
-    set_property(CACHE CMAKE_BUILD_TYPE PROPERTY STRINGS "Debug" "Release" "MinSizeRel" "RelWithDebInfo" "Coverage")
+    set_property(CACHE CMAKE_BUILD_TYPE PROPERTY STRINGS ${PLSSVM_ALLOWED_BUILD_TYPES})
 else ()
-    message(STATUS "The build type is '${CMAKE_BUILD_TYPE}'.")
+    if ("${CMAKE_BUILD_TYPE}" IN_LIST PLSSVM_ALLOWED_BUILD_TYPES)
+        message(STATUS "The build type is '${CMAKE_BUILD_TYPE}'.")
+    else ()
+        message(FATAL_ERROR "Unrecognized build type '${CMAKE_BUILD_TYPE}'! Allowed build types are: ${PLSSVM_ALLOWED_BUILD_TYPES}")
+    endif ()
 endif ()
 
 

From 4f0f21b9814290315c5d46985d6d81bd8daada98 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 8 May 2023 09:41:10 +0200
Subject: [PATCH 0980/1010] Silence warning if the performance tracker is
 disabled but python bindings are enabled.

---
 bindings/Python/detail/performance_tracker.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bindings/Python/detail/performance_tracker.cpp b/bindings/Python/detail/performance_tracker.cpp
index f177a92f9..601511a1f 100644
--- a/bindings/Python/detail/performance_tracker.cpp
+++ b/bindings/Python/detail/performance_tracker.cpp
@@ -12,7 +12,7 @@
 
 namespace py = pybind11;
 
-void init_performance_tracker(py::module_ &m) {
+void init_performance_tracker([[maybe_unused]] py::module_ &m) {
 #if defined(PLSSVM_PERFORMANCE_TRACKER_ENABLED)
 
     // use a detail.PerformanceTracker submodule for the performance tracking bindings

From 146a8fd2414b17a3de25e76b36bd015100f7e8fc Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 8 May 2023 11:20:18 +0200
Subject: [PATCH 0981/1010] Reduce test size in python example script.

---
 examples/python/sklearn_like_svc.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/python/sklearn_like_svc.py b/examples/python/sklearn_like_svc.py
index 03c14e265..01a6fccf0 100644
--- a/examples/python/sklearn_like_svc.py
+++ b/examples/python/sklearn_like_svc.py
@@ -1,8 +1,8 @@
 from sklearn.datasets import make_classification
 import plssvm
 
-num_samples = 2**16
-num_features = 2**14
+num_samples = 2**8
+num_features = 2**6
 
 samples, labels = make_classification(n_samples=num_samples, n_features=num_features, n_redundant=0,
                                       n_informative=2, n_clusters_per_class=1)

From 953ae773e758665f62d8cb12c08e6a5759e6bd48 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Mon, 8 May 2023 15:29:53 +0200
Subject: [PATCH 0982/1010] Exclude main_scale from Doxygen processing.

---
 docs/CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/CMakeLists.txt b/docs/CMakeLists.txt
index b786eaddd..d669919e8 100644
--- a/docs/CMakeLists.txt
+++ b/docs/CMakeLists.txt
@@ -19,7 +19,7 @@ set(DOXYGEN_USE_MDFILE_AS_MAINPAGE "README.md")
 set(DOXYGEN_FILE_PATTERNS "*.hpp;*.cuh;*.cl;*.dox")
 set(DOXYGEN_EXTENSION_MAPPING "cu=c++;cuh=c++;cl=c++")
 set(DOXYGEN_STRIP_FROM_PATH "${PROJECT_SOURCE_DIR}")
-set(DOXYGEN_EXCLUDE "${PROJECT_SOURCE_DIR}/src/main_train.cpp;${PROJECT_SOURCE_DIR}/src/main_predict.cpp")
+set(DOXYGEN_EXCLUDE "${PROJECT_SOURCE_DIR}/src/main_train.cpp;${PROJECT_SOURCE_DIR}/src/main_predict.cpp;${PROJECT_SOURCE_DIR}/src/main_scale.cpp")
 set(DOXYGEN_ABBREVIATE_BRIEF "")
 set(DOXYGEN_QUIET "YES")
 set(DOXYGEN_HTML_TIMESTAMP "YES")

From 3ec9bb2d8ce902dc3ced0c4c205051587d28fff6 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <40516079+vancraar@users.noreply.github.com>
Date: Mon, 8 May 2023 15:49:27 +0200
Subject: [PATCH 0983/1010] Refactor Jenkins (#36)

some Jenkins refactoring
---
 .jenkins/Jenkinsfile                  | 714 +++++++++++++++++++++++
 .jenkins/Jenkinsfile-Tests-CPU        | 722 ------------------------
 .jenkins/Jenkinsfile-Tests-GPU_AMD    | 760 -------------------------
 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA | 783 --------------------------
 .jenkins/Jenkinsfile-Tests-Multi-GPU  | 442 ---------------
 .jenkins/NVIDIA/Jenkinsfile           |   0
 .jenkins/scripts/build-dpcpp          |   0
 .jenkins/scripts/build-gcc.sh         |  33 ++
 .jenkins/scripts/build-pocl.sh        |  18 +
 9 files changed, 765 insertions(+), 2707 deletions(-)
 create mode 100644 .jenkins/Jenkinsfile
 delete mode 100644 .jenkins/Jenkinsfile-Tests-CPU
 delete mode 100644 .jenkins/Jenkinsfile-Tests-GPU_AMD
 delete mode 100644 .jenkins/Jenkinsfile-Tests-GPU_NVIDIA
 delete mode 100644 .jenkins/Jenkinsfile-Tests-Multi-GPU
 create mode 100644 .jenkins/NVIDIA/Jenkinsfile
 create mode 100644 .jenkins/scripts/build-dpcpp
 create mode 100755 .jenkins/scripts/build-gcc.sh
 create mode 100755 .jenkins/scripts/build-pocl.sh

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
new file mode 100644
index 000000000..bed9b4501
--- /dev/null
+++ b/.jenkins/Jenkinsfile
@@ -0,0 +1,714 @@
+#!groovy
+
+def buildbadge = addEmbeddableBadgeConfiguration(id: "Jenkins", subject: "Jenkins Tests", status: "skipped")
+
+if (currentBuild.getBuildCauses().toString().contains('BranchIndexingCause')) {
+    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by branch indexing..."
+    if (env.BRANCH_NAME != "master") {
+        if (env.BUILD_NUMBER != "1") { // Always execute first build to load this configuration and thus the triggers
+            print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} skipped due being triggered by Branch Indexing instead of SCM change!"
+            buildbadge.setStatus('skipped')
+            currentBuild.result = 'ABORTED'
+            return // early exit to avoid redundant builds
+        }
+    }
+} else {
+    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by SCM change..."
+    print "Proceeding!"
+}
+
+pipeline {
+    agent { label 'pcsgs02 || pcsgs03 || pcsgs04 || pcsgs05' }
+
+    options {
+        buildDiscarder(
+            logRotator(
+                daysToKeepStr: "21",
+                numToKeepStr: "50",
+                artifactDaysToKeepStr: "21",
+                artifactNumToKeepStr: "50"
+            )
+        )
+    disableConcurrentBuilds()
+    }
+
+    triggers {
+        githubPush() // Trigger by push to respective github branch
+        pollSCM 'H/30 * * * *' // Fallback polling solution as some pushes are somehow lost
+    }
+
+    environment {
+        GITHUB_TOKEN = credentials('GITHUB_TOKEN')
+        BRANCH_NAME = "${env.BRANCH_NAME}"
+        WORKSPACE= "${env.WORKSPACE}"
+
+        // ROCM / HIP
+        ROCM_PATH = "/opt/rocm"
+        LD_LIBRARY_PATH = "${env.ROCM_PATH}/lib64:${env.ROCM_PATH}/lib:${env.ROCM_PATH}/opencl/lib/x86_64:${env.ROCM_PATH}/hsa/lib:${env.ROCM_PATH}/hip/lib:${env.LD_LIBRARY_PATH}"
+        CPLUS_INCLUDE_PATH = "${env.ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
+        CMAKE_PREFIX_PATH = "${env.ROCM_PATH}/hip:${env.ROCM_PATH}:${env.CMAKE_PREFIX_PATH}"
+
+        // PoCL
+        POCL_PATH = "${env.WORKSPACE}/pocl-install"
+
+        // GCC
+        GCC_PATH = "${env.WORKSPACE}/gcc-install"
+
+        // DPCPP
+        DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
+        DPCPP_FORCE_REBUILD = "FALSE"
+
+        // hipSYCL
+        HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
+        HIPSYCL_FORCE_REBUILD = "FALSE"
+
+        // install path
+        MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
+        MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD = "FALSE"
+
+
+    }
+
+    stages{
+        stage('Dependency -- CMake')
+        {
+            steps{
+                script{
+                    def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09', 'pcsgs11']
+                    def builders = [: ]
+                    for (x in labels){
+                        def label = x
+                        builders[label] = {
+                            node(label) {
+                                sh '''
+                                    cd ${WORKSPACE}
+                                    if [ -f cmake-3.25.2-linux-x86_64.tar.gz* ]; then
+                                        rm cmake-3.25.2-linux-x86_64.tar.gz*
+                                        rm -rf cmake-3.25.2-linux-x86_64
+                                    fi
+                                    if [ ! -d cmake-3.25.2-linux-x86_64  ]; then
+                                        wget https://github.com/Kitware/CMake/releases/download/v3.25.2/cmake-3.25.2-linux-x86_64.tar.gz
+                                        tar xvzf cmake-3.25.2-linux-x86_64.tar.gz
+                                        rm cmake-3.25.2-linux-x86_64.tar.gz*
+                                    fi
+                                '''
+                            }
+
+                        }
+                    }
+                    parallel builders
+                }
+            }
+        }
+        stage('Dependency -- Ninja')
+        {
+            steps{
+                script{
+                    def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09', 'pcsgs11']
+                    def builders = [: ]
+                    for (x in labels){
+                        def label = x
+                        builders[label] = {
+                            node(label) {
+                                sh '''
+                                  cd ${WORKSPACE}
+                                   if [ ! -f ninja ]; then
+                                       wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
+                                       unzip ninja-linux.zip
+                                       rm ninja-linux.zip*
+                                   fi
+                                '''
+                            }
+
+                        }
+                    }
+                    parallel builders
+                }
+            }
+        }
+        stage('Checkout PLSSVM') {
+            steps {
+              script{
+                def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09', 'pcsgs11']
+                def builders = [: ]
+                for (x in labels){
+                    def label = x
+                        builders[label] = {
+                            node(label) {
+                              dir("${env.WORKSPACE}/plssvm") {
+                               checkout scm
+                               }
+                               checkout scm
+
+                          }
+
+                      }
+
+                  }
+                parallel builders
+                }
+            }
+        }
+        stage('Dependency -- gcc')
+        {
+            steps{
+                script{
+                    def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09', 'pcsgs11']
+                    def builders = [: ]
+                    for (x in labels){
+                        def label = x
+                            builders[label] = {
+                                node(label) {
+                                    sh '''
+                                    cd ${WORKSPACE}
+                                    if [ ! -d "$GCC_PATH" ] || [ "$GCC_FORCE_REBUILD" = "TRUE" ]; then
+                                        .jenkins/scripts/build-gcc.sh $GCC_PATH
+                                   fi
+
+                                '''
+                            }
+
+                        }
+                    }
+                    parallel builders
+                }
+            }
+        }
+        stage('Dependency -- Python dependencies')
+        {
+            steps{
+                sh '''
+                    cd ${WORKSPACE}
+                    python3 -m pip install --user -r  install/python_requirements.txt
+                '''
+            }
+        }
+        stage('Generate test files') {
+            steps {
+              script{
+                def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09', 'pcsgs11']
+                def builders = [: ]
+                for (x in labels){
+                    def label = x
+                        builders[label] = {
+                            node(label) {
+                              sh '''
+
+                              cd ${WORKSPACE}/plssvm
+                              python3 utility_scripts/generate_data.py --output tests/data/5000x2000.libsvm --format libsvm --problem planes --samples 5000 --features 2000
+                              python3 utility_scripts/generate_data.py --output tests/data/500x100.libsvm --format libsvm --problem planes --samples 500 --features 100
+                              '''
+                          }
+                      }
+
+                  }
+                parallel builders
+                }
+            }
+        }
+        stage('Dependency -- DPC++')
+        {
+            environment {
+                PATH="$WORKSPACE:$GCC_PATH/bin:$WORKSPACE/cmake-3.25.2-linux-x86_64/bin:${env.PATH}"
+            }
+            steps{
+                script{
+                    def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05',  'pcsgs11']
+                    def builders = [: ]
+                    for (x in labels){
+                        def label = x
+                        builders[label] = {
+                            node(label) {
+                                sh '''
+                                    cd ${WORKSPACE}
+                                    . /usr/local.nfs/Modules/latest/init/sh
+                                    echo $PATH
+                                    module load cuda/11.4.3
+                                    if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+                                        rm -rf llvm
+                                        git clone --dept 1 --branch sycl-nightly/20221102 https://github.com/intel/llvm.git llvm
+                                        cd llvm
+                                        rm -rf build
+                                        whereis g++
+                                        python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
+                                        python buildbot/compile.py
+                                        cmake --build build -- omp
+                                        cmake --build build -- install
+                                        rm -rf "$HIPSYCL_PATH"
+                                    fi
+
+                                '''
+                            }
+                        }
+                         builders['pcsgs09'] = {
+                             node('pcsgs09') {
+                                 sh '''
+                                      cd ${WORKSPACE}
+                                      if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
+                                          rm -rf llvm
+                                          git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
+                                          cd llvm
+                                          python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
+                                          python buildbot/compile.py
+                                          cmake --build build -- omp
+                                          cmake --build build -- install
+
+                                          rm -rf "$HIPSYCL_PATH"
+                                      fi
+
+                                 '''
+                             }
+                         }
+                    }
+                    parallel builders
+                }
+            }
+        }
+
+        stage('Dependency -- hipSYCL')
+                {
+                     environment {
+                        PATH="$WORKSPACE/cmake-3.25.2-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
+                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
+                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
+                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
+                    }
+                    steps{
+                        script{
+                            def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05',  'pcsgs09' ,'pcsgs11']
+                            def builders = [: ]
+                            for (x in labels){
+                                def label = x
+                                builders[label] = {
+                                    node(label) {
+                                        sh '''
+                                            cd ${WORKSPACE}
+                                            if [ ! "$NODE_NAME" == "pcsgs09" ]; then
+                                                . /usr/local.nfs/Modules/latest/init/sh
+                                                module load cuda/11.4.3
+                                            fi
+                                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
+                                                rm -rf hipSYCL
+                                                rm -rf "$HIPSYCL_PATH"
+
+                                                mkdir $HIPSYCL_PATH
+                                                git clone https://github.com/illuhad/hipSYCL.git hipSYCL
+                                                cd hipSYCL
+                                                git checkout 012e16d6d3d57330c176d7d536f657b0d8a9a197
+                                                mkdir build
+                                                cd build
+                                                cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
+                                                make -j
+                                                make install
+                                                cd $WORKSPACE
+                                                rm -rf hipSYCL
+                                            fi
+                                        '''
+                                    }
+                                }
+                            }
+                            parallel builders
+                        }
+                    }
+                }
+        stage('Dependency -- PoCL')
+        {
+
+            steps{
+
+               script{
+                    def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09',  'pcsgs11']
+                    def builders = [: ]
+                    for (x in labels){
+                        def label = x
+                        builders[label] = {
+                            node(label) {
+                                sh '${WORKSPACE}/.jenkins/scripts/build-pocl.sh'
+                            }
+
+                        }
+                    }
+                    parallel builders
+                }
+
+            }
+        }
+
+        stage('Build and Test NVIDIA Machines'){
+
+            matrix{
+                axes {
+                    axis {
+                        name 'BACKEND'
+                        values 'OPENMP', 'CUDA', 'OPENCL', 'DPCPP', 'HIPSYCL', 'HIP'
+                    }
+                    axis {
+                        name 'ARCHITECTURE'
+                        values 'NVIDIA', 'AMD', 'CPU'
+                    }
+                    axis {
+                        name 'BUILD_TYPE'
+                        values 'Release', 'Debug'
+                    }
+                  }
+                  excludes {
+                    exclude {
+                      axis{
+                        name 'BACKEND'
+                        values 'HIP'
+                      }
+                      axis{
+                        name 'ARCHITECTURE'
+                        notValues 'AMD'
+                      }
+                    }
+                    exclude {
+                      axis{
+                        name 'BACKEND'
+                        values 'CUDA'
+                      }
+                      axis{
+                        name 'ARCHITECTURE'
+                        notValues 'NVIDIA'
+                      }
+                    }
+                    exclude {
+                      axis{
+                        name 'BACKEND'
+                        values 'OPENMP'
+                      }
+                      axis{
+                        name 'ARCHITECTURE'
+                        notValues 'CPU'
+                      }
+                    }
+                    exclude {
+                      axis{
+                        name 'BACKEND'
+                        values 'DPCPP'
+                      }
+                      axis{
+                        name 'ARCHITECTURE'
+                        values 'CPU'
+                      }
+                    }
+                  }
+
+
+
+                agent { label " ${env.ARCHITECTURE.equalsIgnoreCase('AMD') ? 'pcsgs09' : 'pcsgs02 || pcsgs03 || pcsgs04 || pcsgs05' }"}
+
+                stages{
+                    stage('Build PLSSVM'){
+                        steps{
+                                sh '''
+                                      export COMPILER=g++
+                                      export TARGET_PLATFORM=nvidia:sm_86
+                                      if [ ! "$NODE_NAME" == "pcsgs09" ]; then
+                                          . /usr/local.nfs/Modules/latest/init/sh
+                                          module load cuda/12.0.1
+                                      fi
+                                      if [ "$BACKEND" == "DPCPP" ] || [ "$BACKEND" == "HIPSYCL" ]; then
+                                          export PATH="$DPCPP_PATH/bin:${PATH}"
+                                          export LIBRARY_PATH="$DPCPP_PATH/lib:${LIBRARY_PATH}"
+                                          export LD_LIBRARY_PATH="$DPCPP_PATH/lib:${LD_LIBRARY_PATH}"
+                                          export PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                                          export COMPILER=$DPCPP_PATH/bin/clang++
+                                          export export CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${CPLUS_INCLUDE_PATH}"
+                                      fi
+                                      if [ "$BACKEND" == "HIPSYCL" ]; then
+                                          export PATH="$HIPSYCL_PATH/bin:${PATH}"
+                                          export LIBRARY_PATH="$HIPSYCL_PATH/lib:${LIBRARY_PATH}"
+                                          export LD_LIBRARY_PATH="$HIPSYCL_PATH/lib:${LD_LIBRARY_PATH}"
+                                          export CPLUS_INCLUDE_PATH="$HIPSYCL_PATH/include:${CPLUS_INCLUDE_PATH}"
+                                          export PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+                                      fi
+                                      if [ "$ARCHITECTURE" == "CPU" ]; then
+                                          PATH="$POCL_PATH/bin:${PATH}"
+                                          CPLUS_INCLUDE_PATH="$POCL_PATH/include:${CPLUS_INCLUDE_PATH}"
+                                          LIBRARY_PATH="$POCL_PATH/lib:${LIBRARY_PATH}"
+                                          LD_LIBRARY_PATH="$POCL_PATH/lib:${LD_LIBRARY_PATH}"
+                                          CMAKE_PREFIX_PATH="$POCL_PATH:${CMAKE_PREFIX_PATH}"
+                                          export TARGET_PLATFORM=cpu
+                                      fi
+                                      if [ "$ARCHITECTURE" == "AMD" ]; then
+                                         #export ROCM_PATH_="/opt/rocm"
+                                         export LD_LIBRARY_PATH="${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/hip/lib:${LD_LIBRARY_PATH}"
+                                         export CPLUS_INCLUDE_PATH="${ROCM_PATH}/hip/include:${CPLUS_INCLUDE_PATH}"
+                                         export CMAKE_PREFIX_PATH="${ROCM_PATH}/hip:${ROCM_PATH}:${CMAKE_PREFIX_PATH}"
+                                         export TARGET_PLATFORM=amd:gfx906
+                                         export LIBRARY_PATH=$LD_LIBRARY_PATH
+                                      fi
+                                      if [ "$BACKEND" == "HIP" ]; then
+                                        export COMPILER=hipcc
+                                      fi
+
+                                      if [ "$BUILD_TYPE" == Release ]; then
+                                          export NUM_DATA_POINTS=5000
+                                          export NUM_FEATURES=2000
+                                      else
+                                          export NUM_DATA_POINTS=500
+                                          export NUM_FEATURES=100
+                                      fi
+
+                                      cd ${WORKSPACE}/plssvm
+                                      mkdir -p build/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                                      cd build/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                                      rm -rf *
+                                      rm -rf $MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                                      $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE} \
+                                          -DCMAKE_BUILD_TYPE=${BUILD_TYPE} \
+                                          -DCMAKE_CXX_COMPILER=$COMPILER \
+                                          -DPLSSVM_TARGET_PLATFORMS=${TARGET_PLATFORM}\
+                                          -DPLSSVM_ENABLE_ASSERTS=ON \
+                                          -DPLSSVM_ENABLE_OPENMP_BACKEND=$([[ $BACKEND == OPENMP ]] && echo "ON" || echo "OFF") \
+                                          -DPLSSVM_ENABLE_CUDA_BACKEND=$([[ $BACKEND == CUDA ]] && echo "ON" || echo "OFF") \
+                                          -DPLSSVM_ENABLE_HIP_BACKEND=$([[ $BACKEND == HIP ]] && echo "ON" || echo "OFF") \
+                                          -DPLSSVM_ENABLE_OPENCL_BACKEND=$([[ $BACKEND == OPENCL ]] && echo "ON" || echo "OFF") \
+                                          -DPLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND=$([[ $BACKEND == HIPSYCL ]] && echo "ON" || echo "OFF") \
+                                          -DPLSSVM_ENABLE_SYCL_DPCPP_BACKEND=$([[ $BACKEND == DPCPP ]] && echo "ON" || echo "OFF") \
+                                          -DPLSSVM_ENABLE_LANGUAGE_BINDINGS=ON \
+                                          -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=$NUM_DATA_POINTS \
+                                          -DPLSSVM_TEST_FILE_NUM_FEATURES=$NUM_FEATURES \
+                                          ../../
+                                      make -j4 install
+                                '''
+
+                        }
+                    }
+                    stage('Ctest PLSSVM'){
+                        steps{
+                            sh '''
+                                 if [ ! "$NODE_NAME" == "pcsgs09" ]; then
+                                     . /usr/local.nfs/Modules/latest/init/sh
+                                     module load cuda/12.0.1
+                                 fi
+                                 if [ "$BACKEND" == "DPCPP" ] || [ "$BACKEND" == "HIPSYCL" ]; then
+                                    export LD_LIBRARY_PATH="$DPCPP_PATH/lib:${LD_LIBRARY_PATH}"
+                                fi
+                                if [ "$BACKEND" == "HIPSYCL" ]; then
+                                    export LD_LIBRARY_PATH="$HIPSYCL_PATH/lib:${LD_LIBRARY_PATH}"
+                                fi
+                                if [ "$ARCHITECTURE" == "CPU" ]; then
+                                    export PATH="$POCL_PATH/bin:${PATH}"
+                                    export LD_LIBRARY_PATH="$POCL_PATH/lib:${LD_LIBRARY_PATH}"
+                                fi
+                                if [ "$ARCHITECTURE" == "AMD" ]; then
+                                   export ROCM_PATH_="/opt/rocm"
+                                   export LD_LIBRARY_PATH="${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/hip/lib:${LD_LIBRARY_PATH}"
+                                fi
+                                cd ${WORKSPACE}/plssvm/build/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                                ctest -j4 --output-on-failure --no-compress-output -T Test
+                            '''
+                        }
+                    }
+                    stage('Test install'){
+                      steps{
+                        sh '''
+                        if [ ! "$NODE_NAME" == "pcsgs09" ]; then
+                             . /usr/local.nfs/Modules/latest/init/sh
+                             module load cuda/12.0.1
+                         fi
+                         if [ "$BACKEND" == "DPCPP" ] || [ "$BACKEND" == "HIPSYCL" ]; then
+                             export LD_LIBRARY_PATH="$DPCPP_PATH/lib:${LD_LIBRARY_PATH}"
+                         fi
+                         if [ "$BACKEND" == "HIPSYCL" ]; then
+                             export LD_LIBRARY_PATH="$HIPSYCL_PATH/lib:${LD_LIBRARY_PATH}"
+                         fi
+                         if [ "$ARCHITECTURE" == "CPU" ]; then
+                             LD_LIBRARY_PATH="$POCL_PATH/lib:${LD_LIBRARY_PATH}"
+                         fi
+                         if [ "$ARCHITECTURE" == "AMD" ]; then
+                            #export ROCM_PATH_="/opt/rocm"
+                            export LD_LIBRARY_PATH="${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/hip/lib:${LD_LIBRARY_PATH}"
+                         fi
+                         cd $MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                         export PATH=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}/bin:$PATH
+                         export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}/lib:$LD_LIBRARY_PATH
+                         plssvm-scale -l -1.0 -u 1.0  ${WORKSPACE}/plssvm/tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
+                         if [ $BACKEND == "DPCPP" ] || [ $BACKEND == "HIPSYCL" ]; then
+                          plssvm-train --backend sycl --sycl_implementation_type $BACKEND scaled_5x4.libsvm
+                          plssvm-predict --backend sycl --sycl_implementation_type $BACKEND scaled_5x4.libsvm scaled_5x4.libsvm.model
+                         else
+                          plssvm-train --backend $BACKEND  scaled_5x4.libsvm
+                          plssvm-predict --backend $BACKEND scaled_5x4.libsvm scaled_5x4.libsvm.model
+                         fi
+                        '''
+                      }
+                    }
+
+                    stage('Test CMake Library integration'){
+                    steps{
+                      sh '''
+                      export COMPILER=g++
+                      export TARGET_PLATFORM=nvidia:sm_86
+                      if [ ! "$NODE_NAME" == "pcsgs09" ]; then
+                          . /usr/local.nfs/Modules/latest/init/sh
+                          module load cuda/12.0.1
+                      fi
+                      if [ "$BACKEND" == "DPCPP" ] || [ "$BACKEND" == "HIPSYCL" ]; then
+                          export PATH="$DPCPP_PATH/bin:${PATH}"
+                          export LIBRARY_PATH="$DPCPP_PATH/lib:${LIBRARY_PATH}"
+                          export LD_LIBRARY_PATH="$DPCPP_PATH/lib:${LD_LIBRARY_PATH}"
+                          export PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                          export COMPILER=$DPCPP_PATH/bin/clang++
+                          export export CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${CPLUS_INCLUDE_PATH}"
+                      fi
+                      if [ "$BACKEND" == "HIPSYCL" ]; then
+                          export PATH="$HIPSYCL_PATH/bin:${PATH}"
+                          export LIBRARY_PATH="$HIPSYCL_PATH/lib:${LIBRARY_PATH}"
+                          export LD_LIBRARY_PATH="$HIPSYCL_PATH/lib:${LD_LIBRARY_PATH}"
+                          export CPLUS_INCLUDE_PATH="$HIPSYCL_PATH/include:${CPLUS_INCLUDE_PATH}"
+                          export PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+                      fi
+                      if [ "$ARCHITECTURE" == "CPU" ]; then
+                          PATH="$POCL_PATH/bin:${PATH}"
+                          CPLUS_INCLUDE_PATH="$POCL_PATH/include:${CPLUS_INCLUDE_PATH}"
+                          LIBRARY_PATH="$POCL_PATH/lib:${LIBRARY_PATH}"
+                          LD_LIBRARY_PATH="$POCL_PATH/lib:${LD_LIBRARY_PATH}"
+                          CMAKE_PREFIX_PATH="$POCL_PATH:${CMAKE_PREFIX_PATH}"
+                          export TARGET_PLATFORM=cpu
+                      fi
+                      if [ "$ARCHITECTURE" == "AMD" ]; then
+                         #export ROCM_PATH_="/opt/rocm"
+                         export LD_LIBRARY_PATH="${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/hip/lib:${LD_LIBRARY_PATH}"
+                         export CPLUS_INCLUDE_PATH="${ROCM_PATH}/hip/include:${CPLUS_INCLUDE_PATH}"
+                         export CMAKE_PREFIX_PATH="${ROCM_PATH}/hip:${ROCM_PATH}:${CMAKE_PREFIX_PATH}"
+                         export TARGET_PLATFORM=amd:gfx906
+                         export LIBRARY_PATH=$LD_LIBRARY_PATH
+                      fi
+                      if [ "$BACKEND" == "HIP" ]; then
+                        export COMPILER=hipcc
+                      fi
+                       cd $WORKSPACE/plssvm/examples/cpp
+                       mkdir -p build/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                       cd build/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                       rm -rf *
+                       export CMAKE_PREFIX_PATH=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}/share/plssvm/cmake:$CMAKE_PREFIX_PATH
+                       export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}/lib:$LD_LIBRARY_PATH
+                       export CPLUS_INCLUDE_PATH=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}/include:$CPLUS_INCLUDE_PATH
+                       $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_CXX_COMPILER=$COMPILER ../../
+                        make -j4
+                        ./prog  ${WORKSPACE}/plssvm/tests/data/libsvm/5x4.libsvm
+                      '''
+
+                      }
+                    }
+                    stage('Test python bindings'){
+                    steps{
+                      sh '''
+                      if [ ! "$NODE_NAME" == "pcsgs09" ]; then
+                           . /usr/local.nfs/Modules/latest/init/sh
+                           module load cuda/12.0.1
+                       fi
+                       if [ "$BACKEND" == "DPCPP" ] || [ "$BACKEND" == "HIPSYCL" ]; then
+                           export LD_LIBRARY_PATH="$DPCPP_PATH/lib:${LD_LIBRARY_PATH}"
+                       fi
+                       if [ "$BACKEND" == "HIPSYCL" ]; then
+                           export LD_LIBRARY_PATH="$HIPSYCL_PATH/lib:${LD_LIBRARY_PATH}"
+                       fi
+                       if [ "$ARCHITECTURE" == "CPU" ]; then
+                           LD_LIBRARY_PATH="$POCL_PATH/lib:${LD_LIBRARY_PATH}"
+                       fi
+                       if [ "$ARCHITECTURE" == "AMD" ]; then
+                          #export ROCM_PATH_="/opt/rocm"
+                          export LD_LIBRARY_PATH="${ROCM_PATH}/lib64:${ROCM_PATH}/lib:${ROCM_PATH}/opencl/lib/x86_64:${ROCM_PATH}/hsa/lib:${ROCM_PATH}/hip/lib:${LD_LIBRARY_PATH}"
+                       fi
+                        cd $WORKSPACE/plssvm/examples/python
+                        mkdir -p build/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                        cd build/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}
+                        rm -rf *
+                        export LD_LIBRARY_PATH=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}/lib:$LD_LIBRARY_PATH
+                        export PYTHONPATH=$MAKE_INSTALL_PATH/${BACKEND}_${BUILD_TYPE}_${ARCHITECTURE}/lib:$PYTHONPATH
+                        python3 ../../sklearn_like_svc.py
+                        cp ${WORKSPACE}/plssvm/tests/data/libsvm/5x4.libsvm train_data.libsvm
+                        cp ${WORKSPACE}/plssvm/tests/data/libsvm/5x4.libsvm test_data.libsvm
+                        python3 ../../main.py
+                      '''
+
+                      }
+                    }
+                }
+            }
+        }
+}
+
+
+
+    post {
+        always {
+            // Process the CTest xml output with the xUnit plugin
+            xunit (
+                testTimeMargin: '3000',
+                thresholdMode: 1,
+                thresholds: [
+                    failed(failureThreshold: '0')
+                ],
+                tools: [CTest(
+                    pattern: 'plssvm/build/*/Testing/**/*.xml',
+                    deleteOutputFiles: true,
+                    failIfNotNew: false,
+                    skipNoTestFiles: true,
+                    stopProcessingIfError: true
+                )]
+            )
+        }
+        success {
+            script {
+                buildbadge.setStatus('success')
+            }
+            sh '''
+                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
+                curl --verbose\
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
+                        \\"state\\": \\"success\\",
+                        \\"context\\": \\"Jenkins CPU tests\\",
+                        \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
+                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-CPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
+                }"
+            '''
+        }
+        failure {
+            script {
+                buildbadge.setStatus('failing')
+            }
+            sh '''
+                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
+                curl --verbose\
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
+                        \\"state\\": \\"failure\\",
+                        \\"context\\": \\"Jenkins CPU tests\\",
+                        \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
+                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-CPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
+                }"
+            '''
+        }
+        aborted {
+            script {
+                buildbadge.setStatus('aborted')
+            }
+            sh '''
+                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
+                curl --verbose\
+                     --request POST \
+                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
+                     --header "Content-Type: application/json" \
+                     --header "authorization: Bearer ${gitlab_token}" \
+                     --data "{
+                        \\"state\\": \\"error\\",
+                        \\"context\\": \\"Jenkins CPU tests\\",
+                        \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
+                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-CPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
+                }"
+            '''
+        }
+    }
+}
\ No newline at end of file
diff --git a/.jenkins/Jenkinsfile-Tests-CPU b/.jenkins/Jenkinsfile-Tests-CPU
deleted file mode 100644
index 816eff9ec..000000000
--- a/.jenkins/Jenkinsfile-Tests-CPU
+++ /dev/null
@@ -1,722 +0,0 @@
-#!groovy
-
-def buildbadge = addEmbeddableBadgeConfiguration(id: "Jenkins", subject: "Jenkins Tests", status: "skipped")
-
-def POCL_DIR
-
-if (currentBuild.getBuildCauses().toString().contains('BranchIndexingCause')) {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by branch indexing..."
-    if (env.BRANCH_NAME != "master") {
-        if (env.BUILD_NUMBER != "1") { // Always execute first build to load this configuration and thus the triggers
-            print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} skipped due being triggered by Branch Indexing instead of SCM change!"
-            buildbadge.setStatus('skipped')
-            currentBuild.result = 'ABORTED'
-            return // early exit to avoid redundant builds
-        }
-    }
-} else {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by SCM change..."
-    print "Proceeding!"
-}
-
-pipeline {
-    agent { label 'pcsgs02 || pcsgs03 || pcsgs04 || pcsgs05' }
-
-    options {
-        buildDiscarder(
-            logRotator(
-                daysToKeepStr: "21",
-                numToKeepStr: "50",
-                artifactDaysToKeepStr: "21",
-                artifactNumToKeepStr: "50"
-            )
-        )
-    disableConcurrentBuilds()
-    }
-
-    triggers {
-        githubPush() // Trigger by push to respective github branch
-        pollSCM 'H/30 * * * *' // Fallback polling solution as some pushes are somehow lost
-    }
-
-    environment {
-        GITHUB_TOKEN = credentials('GITHUB_TOKEN')
-        BRANCH_NAME = "${env.BRANCH_NAME}"
-        WORKSPACE= "${env.WORKSPACE}"
-
-        // DPCPP
-        DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "FALSE"
-
-        // hipSYCL
-        HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
-
-        // install path
-        MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
-        MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD = "FALSE"
-    }
-
-    stages {
-        stage('Pending') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                        curl --verbose\
-                             --request POST \
-                             --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                             --header "Content-Type: application/json" \
-                             --header "authorization: Bearer ${gitlab_token}" \
-                             --data "{
-                                \\"state\\": \\"pending\\",
-                                \\"context\\": \\"Jenkins CPU tests\\",
-                                \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
-                                \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-CPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                        }"
-                    '''
-                }
-            }
-        }
-
-        stage('Checkout PLSSVM') {
-            steps {
-                dir('plssvm') {
-                    checkout scm
-                }
-            }
-        }
-
-        stage('Create Library Sample') {
-            steps {
-                sh '''
-                    # create library sample if one doesn't already exist
-                    if [ ! -d "$MAKE_INSTALL_PATH/library_sample" ] || [ "$MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD" = "TRUE" ]; then
-                        mkdir -p $MAKE_INSTALL_PATH/library_sample
-                        cd $MAKE_INSTALL_PATH/library_sample
-                        rm -rf *
-
-                        # create CMakeLists.txt file
-                        touch CMakeLists.txt
-                        echo "cmake_minimum_required(VERSION 3.1...3.21)" >> CMakeLists.txt
-                        echo "project(ModernCMakeExample VERSION 1.0 LANGUAGES CXX)" >> CMakeLists.txt
-                        echo "find_package(plssvm CONFIG REQUIRED)" >> CMakeLists.txt
-                        echo "add_executable(prog main.cpp)" >> CMakeLists.txt
-                        echo "target_compile_features(prog PUBLIC cxx_std_17)" >> CMakeLists.txt
-                        echo "target_link_libraries(prog PUBLIC plssvm::plssvm-all)" >> CMakeLists.txt
-
-                        # create main file
-                        touch main.cpp
-                        echo "#include <plssvm/core.hpp>" >> main.cpp
-                        echo "#include <exception>" >> main.cpp
-                        echo "#include <iostream>" >> main.cpp
-                        echo "#include <vector>" >> main.cpp
-                        echo "int main(int argc, char** argv) {" >> main.cpp
-                        echo "  try {" >> main.cpp
-                        echo "    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };" >> main.cpp
-                        echo "    const plssvm::data_set<double> train_data{ argv[1], { -1.0, 1.0 } };" >> main.cpp
-                        echo "    const plssvm::data_set<double> test_data{ argv[1], train_data.scaling_factors()->get() };" >> main.cpp
-                        echo "    const auto svm = plssvm::make_csvm();" >> main.cpp
-                        echo "    const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);" >> main.cpp
-                        echo "    const double model_accuracy = svm->score(model);" >> main.cpp
-                        echo "    const std::vector<int> label = svm->predict(model, test_data);" >> main.cpp
-                        echo "  } catch (const plssvm::exception &e) {" >> main.cpp
-                        echo "    std::cerr << e.what_with_loc() << std::endl;" >> main.cpp
-                        echo "  } catch (const std::exception &e) {" >> main.cpp
-                        echo "    std::cerr << e.what() << std::endl;" >> main.cpp
-                        echo "  }" >> main.cpp
-                        echo "  return 0;" >> main.cpp
-                        echo "}" >> main.cpp
-                    fi
-                '''
-            }
-        }
-
-        stage('Installing Dependencies') {
-            stages {
-                stage('Dependency - Python packages') {
-                    steps {
-                        sh '''
-                            python3 -m pip install --user -r install/python_requirements.txt
-                        '''
-                    }
-                }
-                stage('Dependency - Ninja') {
-                    steps {
-                        sh '''
-                            if [ ! -f ninja ]; then
-                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                                unzip ninja-linux.zip
-                                rm ninja-linux.zip*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - CMake') {
-                    steps {
-                        sh '''
-                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                                rm cmake-3.24.1-linux-x86_64.tar.gz*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - DPC++') {
-                    environment {
-                        PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                    }
-                    steps {
-                        sh '''
-                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
-                                rm -rf llvm
-                                git clone --dept 1 --branch  sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
-                                cd llvm
-                                python buildbot/configure.py --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
-                                python buildbot/compile.py
-                                cmake --build build -- omp
-                                cmake --build build -- install
-
-                                rm -rf "$HIPSYCL_PATH"
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - hipSYCL') {
-                    environment {
-                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
-                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                    }
-                    steps {
-                        sh '''
-                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                                rm -rf hipSYCL
-                                rm -rf "$HIPSYCL_PATH"
-
-                                git clone https://github.com/illuhad/hipSYCL.git hipSYCL
-                                cd hipSYCL
-                                git checkout eb67fc46d6732b5c4f137ce5564f6adfba57eaa1
-                                mkdir build
-                                cd build
-                                cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ -DWITH_ACCELERATED_CPU=ON ..
-                                make -j
-                                make install
-                                cd $WORKSPACE
-                                rm -rf hipSYCL
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - spack') {
-                    steps {
-                        sh '''
-                            if [ ! -d "spack" ]; then
-                                git clone https://github.com/spack/spack.git || true
-                            fi
-
-                            # clean spack cache
-                            source spack/share/spack/setup-env.sh
-                            spack clean -ab
-                            spack clean -fmps
-                        '''
-                    }
-                }
-                stage('Dependency - PoCL') {
-                    environment {
-                        CXX="g++"
-                        CC="gcc"
-                    }
-                    stages {
-                        stage('PoCL - install') {
-                            steps {
-                                sh '''
-                                    source spack/share/spack/setup-env.sh
-                                    spack install --no-checksum "pocl@3.1%gcc@9.4.0 +distro ^llvm~gold"
-                                '''
-                            }
-                        }
-                        stage('PoCL - environment') {
-                            steps {
-                                script {
-                                    POCL_DIR = sh(script: "source spack/share/spack/setup-env.sh && spack location -i pocl@3.1", returnStdout: true)
-                                    println("POCL_DIR = ${POCL_DIR}")
-                                }
-                            }
-                        }
-                    }
-                }
-            }
-        }
-
-
-        stage('OpenMP') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-            }
-            parallel {
-
-                stage('OpenMP - Release') {
-                    stages {
-                        stage('OpenMP - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Release_OpenMP
-                                        cd build/Release_OpenMP
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/OpenMP
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenMP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenMP - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_OpenMP') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('OpenMP - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/OpenMP/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenMP/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenMP/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenMP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_OpenMP') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend openmp scaled_5x4.libsvm
-                                            plssvm-predict --backend openmp scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenMP Release
-
-                stage('OpenMP - Debug') {
-                    stages {
-                        stage('OpenMP - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Debug_OpenMP
-                                        cd build/Debug_OpenMP
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenMP - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_OpenMP') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenMP Debug
-
-            } // end OpenMP parallel
-        } // end OpenMP
-
-
-        stage('OpenCL') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$POCL_DIR/bin:${env.PATH}"
-                CPLUS_INCLUDE_PATH="$POCL_DIR/include:${env.CPLUS_INCLUDE_PATH}"
-                LIBRARY_PATH="$POCL_DIR/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$POCL_DIR/lib:${env.LD_LIBRARY_PATH}"
-                CMAKE_PREFIX_PATH="$POCL_DIR:${env.CMAKE_PREFIX_PATH}"
-            }
-            parallel {
-
-                stage('OpenCL - Release') {
-                    stages {
-                        stage('OpenCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Release_OpenCL
-                                        cd build/Release_OpenCL
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/OpenCL
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenCL - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_OpenCL') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('OpenCL - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/OpenCL/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenCL/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenCL/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_OpenCL') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend opencl scaled_5x4.libsvm
-                                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenCL Release
-
-                stage('OpenCL - Debug') {
-                    stages {
-                        stage('OpenCL - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Debug_OpenCL
-                                        cd build/Debug_OpenCL
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenCL - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_OpenCL') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenCL Debug
-
-            } // end OpenCL parallel
-        } // end OpenCL
-
-
-        stage('hipSYCL') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-            }
-            parallel {
-
-                stage('hipSYCL - Release') {
-                    stages {
-                        stage('hipSYCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Release_hipSYCL
-                                        cd build/Release_hipSYCL
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/hipSYCL
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_hipSYCL') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/hipSYCL/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/hipSYCL/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/hipSYCL/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_hipSYCL') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
-                                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end hipSYCL Release
-
-                stage('hipSYCL - Debug') {
-                    stages {
-                        stage('hipSYCL - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Debug_hipSYCL
-                                        cd build/Debug_hipSYCL
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_hipSYCL') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end hipSYCL Debug
-
-            } // end hipSYCL parallel
-        } // end hipSYCL
-
-
-        // TODO: enable DPC++ on CPUs in Release and Debug mode (missing OpenCL CPU runtime)
-
-        // OpenMP + OpenCL + hipSYCL backends simultaneously
-        stage('All Available') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:$POCL_DIR/bin:${env.PATH}"
-                LIBRARY_PATH="$POCL_DIR/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:$POCL_DIR/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$POCL_DIR/include:${env.CPLUS_INCLUDE_PATH}"
-                CMAKE_PREFIX_PATH="$POCL_DIR:${env.CMAKE_PREFIX_PATH}"
-                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-            }
-            stages {
-                stage('All Available - Release - build') {
-                    steps {
-                        dir('plssvm') {
-                            sh '''
-                                mkdir -p build/Release
-                                cd build/Release
-                                rm -rf *
-                                rm -rf $MAKE_INSTALL_PATH/All
-                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=ON -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF ../../
-                                make -j4 install
-                            '''
-                        }
-                    }
-                }
-                stage('All Available - Release - test') {
-                    steps {
-                        dir('plssvm/build/Release') {
-                            warnError('Release tests failed!') {
-                                sh '''
-                                    ctest --output-on-failure -j4 --no-compress-output -T Test
-                                '''
-                            }
-                        }
-                    }
-                }
-                stage('All Available - Release - install') {
-                    environment {
-                        PATH="$MAKE_INSTALL_PATH/All/bin:${PATH}"
-                        LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/All/lib:${LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/All/include:${CPLUS_INCLUDE_PATH}"
-                        CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/All/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                    }
-                    steps {
-                        dir('plssvm/build/Release') {
-                            warnError('Make install tests failed!') {
-                                sh '''
-                                    # installed executable
-                                    plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                    plssvm-train scaled_5x4.libsvm
-                                    plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                    # library version
-                                    mkdir install_test
-                                    cd install_test
-                                    cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                    make -j4
-                                    ./prog ../../tests/data/libsvm/5x4.libsvm
-                                '''
-                            }
-                        }
-                    }
-                }
-            }
-        } // end All Available
-
-
-        stage('Coverage Analysis') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:$POCL_DIR/bin:${env.PATH}"
-                LIBRARY_PATH="$POCL_DIR/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:$POCL_DIR/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:$POCL_DIR/include:${env.CPLUS_INCLUDE_PATH}"
-                CMAKE_PREFIX_PATH="$POCL_DIR:${env.CMAKE_PREFIX_PATH}"
-                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-            }
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        mkdir -p build/Debug_cov
-                        cd build/Debug_cov
-                        rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
-                        make -j4 coverage
-                        wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
-                        python lcov_cobertura.py test_clean.info
-                    '''
-                    cobertura coberturaReportFile: 'build/Debug_cov/coverage.xml'
-                }
-            }
-        } // end Coverage Analysis
-    }
-
-    post {
-        always {
-            // Process the CTest xml output with the xUnit plugin
-            xunit (
-                testTimeMargin: '3000',
-                thresholdMode: 1,
-                thresholds: [
-                    failed(failureThreshold: '0')
-                ],
-                tools: [CTest(
-                    pattern: 'plssvm/build/*/Testing/**/*.xml',
-                    deleteOutputFiles: true,
-                    failIfNotNew: false,
-                    skipNoTestFiles: true,
-                    stopProcessingIfError: true
-                )]
-            )
-        }
-        success {
-            script {
-                buildbadge.setStatus('success')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"success\\",
-                        \\"context\\": \\"Jenkins CPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-CPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        failure {
-            script {
-                buildbadge.setStatus('failing')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"failure\\",
-                        \\"context\\": \\"Jenkins CPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-CPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        aborted {
-            script {
-                buildbadge.setStatus('aborted')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"error\\",
-                        \\"context\\": \\"Jenkins CPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins CPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-CPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-    }
-}
\ No newline at end of file
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_AMD b/.jenkins/Jenkinsfile-Tests-GPU_AMD
deleted file mode 100644
index ded6b3bf7..000000000
--- a/.jenkins/Jenkinsfile-Tests-GPU_AMD
+++ /dev/null
@@ -1,760 +0,0 @@
-#!groovy
-
-def buildbadge = addEmbeddableBadgeConfiguration(id: "Jenkins", subject: "Jenkins Tests", status: "skipped")
-
-if (currentBuild.getBuildCauses().toString().contains('BranchIndexingCause')) {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER}  triggered by branch indexing..."
-    if (env.BRANCH_NAME != "master") {
-        if (env.BUILD_NUMBER != "1") { // Always execute first build to load this configuration and thus the triggers
-            print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} skipped due being triggered by Branch Indexing instead of SCM change!"
-            buildbadge.setStatus('skipped')
-            currentBuild.result = 'ABORTED'
-            return // early exit to avoid redundant builds
-        }
-    }
-} else {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by SCM change..."
-    print "Proceeding!"
-}
-
-
-pipeline {
-    agent { label 'sgs_amd_gpu_node' }
-
-    options {
-        buildDiscarder(
-            logRotator(
-                daysToKeepStr: "21",
-                numToKeepStr: "50",
-                artifactDaysToKeepStr: "21",
-                artifactNumToKeepStr: "50"
-            )
-        )
-	    disableConcurrentBuilds()
-    }
-
-    triggers {
-        githubPush() // Trigger by push to respective github branch
-        pollSCM 'H/30 * * * *' // Fallback polling solution as some pushes are somehow lost
-    }
-
-    environment {
-        GITHUB_TOKEN = credentials('GITHUB_TOKEN')
-        BRANCH_NAME = "${env.BRANCH_NAME}"
-        WORKSPACE = "${env.WORKSPACE}"
-
-        // ROCM / HIP
-        ROCM_PATH = "/opt/rocm-5.4.2"
-        LD_LIBRARY_PATH = "${env.ROCM_PATH}/lib64:${env.ROCM_PATH}/lib:${env.ROCM_PATH}/opencl/lib/x86_64:${env.ROCM_PATH}/hsa/lib:${env.ROCM_PATH}/hip/lib:${env.LD_LIBRARY_PATH}"
-        CPLUS_INCLUDE_PATH = "${env.ROCM_PATH}/hip/include:${env.CPLUS_INCLUDE_PATH}"
-        CMAKE_PREFIX_PATH = "${env.ROCM_PATH}/hip:${env.ROCM_PATH}:${env.CMAKE_PREFIX_PATH}"
-
-        // DPCPP
-        DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "FALSE"
-
-        // hipSYCL
-        HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
-
-        // install path
-        MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
-        MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD = "FALSE"
-    }
-
-    stages {
-        stage('Pending') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                        curl --verbose\
-                             --request POST \
-                             --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                             --header "Content-Type: application/json" \
-                             --header "authorization: Bearer ${gitlab_token}" \
-                             --data "{
-                                \\"state\\": \\"pending\\",
-                                \\"context\\": \\"Jenkins AMD GPU tests\\",
-                                \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
-                                \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_AMD/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                        }"
-                    '''
-                }
-            }
-        }
-
-        stage('Checkout PLSSVM') {
-            steps {
-                dir('plssvm') {
-                    checkout scm
-                }
-            }
-        }
-
-        stage('Create Library Sample') {
-            steps {
-                sh '''
-                    # create library sample if one doesn't already exist
-                    if [ ! -d "$MAKE_INSTALL_PATH/library_sample" ] || [ "$MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD" = "TRUE" ]; then
-                        mkdir -p $MAKE_INSTALL_PATH/library_sample
-                        cd $MAKE_INSTALL_PATH/library_sample
-                        rm -rf *
-
-                        # create CMakeLists.txt file
-                        touch CMakeLists.txt
-                        echo "cmake_minimum_required(VERSION 3.1...3.21)" >> CMakeLists.txt
-                        echo "project(ModernCMakeExample VERSION 1.0 LANGUAGES CXX)" >> CMakeLists.txt
-                        echo "find_package(plssvm CONFIG REQUIRED)" >> CMakeLists.txt
-                        echo "add_executable(prog main.cpp)" >> CMakeLists.txt
-                        echo "target_compile_features(prog PUBLIC cxx_std_17)" >> CMakeLists.txt
-                        echo "target_link_libraries(prog PUBLIC plssvm::plssvm-all)" >> CMakeLists.txt
-
-                        # create main file
-                        touch main.cpp
-                        echo "#include <plssvm/core.hpp>" >> main.cpp
-                        echo "#include <exception>" >> main.cpp
-                        echo "#include <iostream>" >> main.cpp
-                        echo "#include <vector>" >> main.cpp
-                        echo "int main(int argc, char** argv) {" >> main.cpp
-                        echo "  try {" >> main.cpp
-                        echo "    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };" >> main.cpp
-                        echo "    const plssvm::data_set<double> train_data{ argv[1], { -1.0, 1.0 } };" >> main.cpp
-                        echo "    const plssvm::data_set<double> test_data{ argv[1], train_data.scaling_factors()->get() };" >> main.cpp
-                        echo "    const auto svm = plssvm::make_csvm();" >> main.cpp
-                        echo "    const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);" >> main.cpp
-                        echo "    const double model_accuracy = svm->score(model);" >> main.cpp
-                        echo "    const std::vector<int> label = svm->predict(model, test_data);" >> main.cpp
-                        echo "  } catch (const plssvm::exception &e) {" >> main.cpp
-                        echo "    std::cerr << e.what_with_loc() << std::endl;" >> main.cpp
-                        echo "  } catch (const std::exception &e) {" >> main.cpp
-                        echo "    std::cerr << e.what() << std::endl;" >> main.cpp
-                        echo "  }" >> main.cpp
-                        echo "  return 0;" >> main.cpp
-                        echo "}" >> main.cpp
-                    fi
-                '''
-            }
-        }
-
-        stage('Installing Dependencies') {
-            stages {
-                stage('Dependency - Python packages') {
-                    steps {
-                        sh '''
-                            python3 -m pip install --user -r install/python_requirements.txt
-                        '''
-                    }
-                }
-                stage('Dependency - Ninja') {
-                    steps {
-                        sh '''
-                            if [ ! -f ninja ]; then
-                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                                unzip ninja-linux.zip
-                                rm ninja-linux.zip*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - CMake') {
-                    steps {
-                        sh '''
-                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                                rm cmake-3.24.1-linux-x86_64.tar.gz*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - DPC++') {
-                    environment {
-                        PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                    }
-                    steps {
-                        sh '''
-                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
-                                rm -rf llvm
-                                git clone --dept 1 --branch sycl-nightly/20230110 https://github.com/intel/llvm.git llvm
-                                cd llvm
-                                python buildbot/configure.py --hip --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF" --cmake-opt=-DSYCL_BUILD_PI_HIP_ROCM_DIR=${ROCM_PATH} --hip-platform AMD
-                                python buildbot/compile.py
-                                cmake --build build -- omp
-                                cmake --build build -- install
-
-                                rm -rf "$HIPSYCL_PATH"
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - hipSYCL') {
-                    environment {
-                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
-                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                    }
-                    steps {
-                        sh '''
-                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                                rm -rf hipSYCL
-                                rm -rf "$HIPSYCL_PATH"
-
-                                mkdir $HIPSYCL_PATH
-                                git clone https://github.com/illuhad/hipSYCL.git hipSYCL
-                                cd hipSYCL
-                                git checkout 012e16d6d3d57330c176d7d536f657b0d8a9a197
-                                mkdir build
-                                cd build
-                                cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
-                                make -j
-                                make install
-                                cd $WORKSPACE
-                                rm -rf hipSYCL
-                            fi
-                        '''
-                    }
-                }
-            }
-        }
-
-
-        stage('HIP') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-            }
-            parallel {
-
-                stage('HIP - Release') {
-                    stages {
-                        stage('HIP - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Release_HIP
-                                        cd build/Release_HIP
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/HIP
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/HIP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('HIP - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_HIP') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('HIP - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/HIP/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/HIP/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/HIP/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/HIP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_HIP') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend hip scaled_5x4.libsvm
-                                            plssvm-predict --backend hip scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=hipcc $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end HIP Release
-
-                stage('HIP - Debug') {
-                    stages {
-                        stage('HIP Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Debug_HIP
-                                        cd build/Debug_HIP
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=hipcc -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=ON -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('HIP - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_HIP') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end HIP Debug
-
-            } // end HIP parallel
-        } // end HIP
-
-
-        stage('OpenCL') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-            }
-            parallel {
-
-                stage('OpenCL - Release') {
-                    stages {
-                        stage('OpenCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Release_OpenCL
-                                        cd build/Release_OpenCL
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/OpenCL
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenCL - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_OpenCL') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('OpenCL - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/OpenCL/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenCL/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenCL/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_OpenCL') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend opencl scaled_5x4.libsvm
-                                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenCL Release
-
-                stage('OpenCL - Debug') {
-                    stages {
-                        stage('OpenCL - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Debug_OpenCL
-                                        cd build/Debug_OpenCL
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenCL - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_OpenCL') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenCL Debug
-
-            }  // end OpenCL parallel
-        }  // end OpenCL
-
-
-        stage('hipSYCL') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-            }
-            parallel {
-
-                stage('hipSYCL - Release') {
-                    stages {
-                        stage('hipSYCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Release_hipSYCL
-                                        cd build/Release_hipSYCL
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/hipSYCL
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_hipSYCL') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/hipSYCL/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/hipSYCL/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/hipSYCL/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_hipSYCL') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
-                                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end hipSYCL Release
-
-                stage('hipSYCL - Debug') {
-                    stages {
-                        stage('hipSYCL - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Debug_hipSYCL
-                                        cd build/Debug_hipSYCL
-                                        rm -rf *
-                                        PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR=$HIPSYCL_PATH/include cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_hipSYCL') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end hipSYCL Debug
-
-            } // end hipSYCL parallel
-        } // end hipSYCL
-
-
-        stage('DPC++') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
-                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-            }
-            parallel {
-
-                stage('DPC++ - Release') {
-                    stages {
-                        stage('DPC++ - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Release_DPCPP
-                                        cd build/Release_DPCPP
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/DPCPP
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('DPC++ - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_DPCPP') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('DPC++ - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/DPCPP/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/DPCPP/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/DPCPP/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_DPCPP') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
-                                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end DPC++ Release
-
-/*
-                // results in more or less random SegFaults in the DPC++ LLVM compiler
-                stage('DPC++ - Debug') {
-                    stages {
-                        stage('DPC++ - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        mkdir -p build/Debug_DPCPP
-                                        cd build/Debug_DPCPP
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('DPC++ - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_DPCPP') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end DPC++ Debug
-*/
-
-            } // end DPC++ parallel
-        } // end DPC++
-
-
-        // OpenCL + hipSYCL + DPC++ backends simultaneously
-        stage('All Available') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:$HIPSYCL_PATH/bin:${env.PATH}"
-                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-            }
-            stages {
-                stage('All Available - Release - build') {
-                    steps {
-                        dir('plssvm') {
-                            sh '''
-                                mkdir -p build/Release
-                                cd build/Release
-                                rm -rf *
-                                rm -rf $MAKE_INSTALL_PATH/All
-                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="amd:gfx906" -DPLSSVM_ENABLE_ASSERTS=ON -DOpenCL_INCLUDE_DIR=$DPCPP_PATH/include/sycl -DOpenCL_LIBRARY=$DPCPP_PATH/lib -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
-                                make -j4 install
-                            '''
-                        }
-                    }
-                }
-                stage('All Available - Release - test') {
-                    steps {
-                        dir('plssvm/build/Release') {
-                            warnError('Release tests failed!') {
-                                sh '''
-                                    ctest --output-on-failure -j4 --no-compress-output -T Test
-                                '''
-                            }
-                        }
-                    }
-                }
-                stage('All Available - Release - install') {
-                    environment {
-                        PATH="$MAKE_INSTALL_PATH/All/bin:${PATH}"
-                        LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/All/lib:${LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/All/include:${CPLUS_INCLUDE_PATH}"
-                        CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/All/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                    }
-                    steps {
-                        dir('plssvm/build/Release') {
-                            warnError('Make install tests failed!') {
-                                sh '''
-                                    # installed executable
-                                    plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                    plssvm-train scaled_5x4.libsvm
-                                    plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                    # library version
-                                    mkdir install_test
-                                    cd install_test
-                                    cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                    make -j4
-                                    ./prog ../../tests/data/libsvm/5x4.libsvm
-                                '''
-                            }
-                        }
-                    }
-                }
-            }
-        } // end All Available
-    }
-
-    post {
-        always {
-            // Process the CTest xml output with the xUnit plugin
-            xunit (
-                testTimeMargin: '3000',
-                thresholdMode: 1,
-                thresholds: [
-                    failed(failureThreshold: '0')
-                ],
-                tools: [CTest(
-                    pattern: 'plssvm/build/*/Testing/**/*.xml',
-                    deleteOutputFiles: true,
-                    failIfNotNew: false,
-                    skipNoTestFiles: true,
-                    stopProcessingIfError: true
-                )]
-            )
-        }
-        success {
-            script {
-                buildbadge.setStatus('success')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"success\\",
-                        \\"context\\": \\"Jenkins AMD GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_AMD/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        failure {
-            script {
-                buildbadge.setStatus('failing')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"failure\\",
-                        \\"context\\": \\"Jenkins AMD GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_AMD/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        aborted {
-            script {
-                buildbadge.setStatus('aborted')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"error\\",
-                        \\"context\\": \\"Jenkins AMD GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins AMD GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_AMD/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-    }
-}
\ No newline at end of file
diff --git a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA b/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
deleted file mode 100644
index 88e0cb4cc..000000000
--- a/.jenkins/Jenkinsfile-Tests-GPU_NVIDIA
+++ /dev/null
@@ -1,783 +0,0 @@
-#!groovy
-
-def buildbadge = addEmbeddableBadgeConfiguration(id: "Jenkins", subject: "Jenkins Tests", status: "skipped")
-
-if (currentBuild.getBuildCauses().toString().contains('BranchIndexingCause')) {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by branch indexing..."
-    if (env.BRANCH_NAME != "master") {
-        if (env.BUILD_NUMBER != "1") { // Always execute first build to load this configuration and thus the triggers
-            print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} skipped due being triggered by Branch Indexing instead of SCM change!"
-            buildbadge.setStatus('skipped')
-            currentBuild.result = 'ABORTED'
-            return // early exit to avoid redundant builds
-        }
-    }
-} else {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by SCM change..."
-    print "Proceeding!"
-}
-
-pipeline {
-    agent { label 'pcsgs02 || pcsgs03 || pcsgs04 || pcsgs05' }
-
-    options {
-        buildDiscarder(
-            logRotator(
-                daysToKeepStr: "21",
-                numToKeepStr: "50",
-                artifactDaysToKeepStr: "21",
-                artifactNumToKeepStr: "50"
-            )
-        )
-    disableConcurrentBuilds()
-    }
-
-    triggers {
-        githubPush() // Trigger by push to respective github branch
-        pollSCM 'H/30 * * * *' // Fallback polling solution as some pushes are somehow lost
-    }
-
-    environment {
-        GITHUB_TOKEN = credentials('GITHUB_TOKEN')
-        BRANCH_NAME = "${env.BRANCH_NAME}"
-
-        // DPCPP
-        DPCPP_PATH = "${env.WORKSPACE}/llvm/build"
-        DPCPP_FORCE_REBUILD = "FALSE"
-
-        // hipSYCL
-        HIPSYCL_PATH = "${env.WORKSPACE}/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
-
-        // install path
-        MAKE_INSTALL_PATH = "${env.WORKSPACE}/plssvm_install"
-        MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD = "FALSE"
-    }
-
-    stages {
-        stage('Pending') {
-            steps {
-                dir('plssvm') {
-                    sh '''
-                        gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                        curl --verbose \
-                             --request POST \
-                             --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                             --header "Content-Type: application/json" \
-                             --header "authorization: Bearer ${gitlab_token}" \
-                             --data "{
-                                \\"state\\": \\"pending\\",
-                                \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
-                                \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",
-                                \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_NVIDIA/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                        }"
-                    '''
-                }
-            }
-        }
-
-        stage('Checkout PLSSVM') {
-            steps {
-                dir('plssvm') {
-                    checkout scm
-                }
-            }
-        }
-
-        stage('Create Library Sample') {
-            steps {
-                sh '''
-                    # create library sample if one doesn't already exist
-                    if [ ! -d "$MAKE_INSTALL_PATH/library_sample" ] || [ "$MAKE_INSTALL_LIBRARY_SAMPLE_REBUILD" = "TRUE" ]; then
-                        mkdir -p $MAKE_INSTALL_PATH/library_sample
-                        cd $MAKE_INSTALL_PATH/library_sample
-                        rm -rf *
-
-                        # create CMakeLists.txt file
-                        touch CMakeLists.txt
-                        echo "cmake_minimum_required(VERSION 3.1...3.21)" >> CMakeLists.txt
-                        echo "project(ModernCMakeExample VERSION 1.0 LANGUAGES CXX)" >> CMakeLists.txt
-                        echo "find_package(plssvm CONFIG REQUIRED)" >> CMakeLists.txt
-                        echo "add_executable(prog main.cpp)" >> CMakeLists.txt
-                        echo "target_compile_features(prog PUBLIC cxx_std_17)" >> CMakeLists.txt
-                        echo "target_link_libraries(prog PUBLIC plssvm::plssvm-all)" >> CMakeLists.txt
-
-                        # create main file
-                        touch main.cpp
-                        echo "#include <plssvm/core.hpp>" >> main.cpp
-                        echo "#include <exception>" >> main.cpp
-                        echo "#include <iostream>" >> main.cpp
-                        echo "#include <vector>" >> main.cpp
-                        echo "int main(int argc, char** argv) {" >> main.cpp
-                        echo "  try {" >> main.cpp
-                        echo "    const plssvm::parameter params{ plssvm::kernel_type = plssvm::kernel_function_type::polynomial };" >> main.cpp
-                        echo "    const plssvm::data_set<double> train_data{ argv[1], { -1.0, 1.0 } };" >> main.cpp
-                        echo "    const plssvm::data_set<double> test_data{ argv[1], train_data.scaling_factors()->get() };" >> main.cpp
-                        echo "    const auto svm = plssvm::make_csvm();" >> main.cpp
-                        echo "    const plssvm::model model = svm->fit(train_data, plssvm::epsilon = 10e-6);" >> main.cpp
-                        echo "    const double model_accuracy = svm->score(model);" >> main.cpp
-                        echo "    const std::vector<int> label = svm->predict(model, test_data);" >> main.cpp
-                        echo "  } catch (const plssvm::exception &e) {" >> main.cpp
-                        echo "    std::cerr << e.what_with_loc() << std::endl;" >> main.cpp
-                        echo "  } catch (const std::exception &e) {" >> main.cpp
-                        echo "    std::cerr << e.what() << std::endl;" >> main.cpp
-                        echo "  }" >> main.cpp
-                        echo "  return 0;" >> main.cpp
-                        echo "}" >> main.cpp
-                    fi
-                '''
-            }
-        }
-
-        stage('Installing Dependencies') {
-            stages {
-                stage('Dependency - Python packages') {
-                    steps {
-                        sh '''
-                            python3 -m pip install --user -r install/python_requirements.txt
-                        '''
-                    }
-                }
-                stage('Dependency - Ninja') {
-                    steps {
-                        sh '''
-                            if [ ! -f ninja ]; then
-                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                                unzip ninja-linux.zip
-                                rm ninja-linux.zip*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - CMake') {
-                    steps {
-                        sh '''
-                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                                rm cmake-3.24.1-linux-x86_64.tar.gz*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - DPC++') {
-                    environment {
-                        PATH="$WORKSPACE:$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                    }
-                    steps {
-                        sh '''
-                            module load cuda/11.4.3
-                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then
-                                rm -rf llvm
-                                git clone --dept 1 --branch sycl-nightly/20221102 https://github.com/intel/llvm.git llvm
-                                cd llvm
-                                python buildbot/configure.py --cuda --llvm-external-projects="clang-tools-extra,compiler-rt,openmp" --cmake-opt="-DENABLE_LIBOMPTARGET=OFF"
-                                python buildbot/compile.py
-                                cmake --build build -- omp
-                                cmake --build build -- install
-
-                                rm -rf "$HIPSYCL_PATH"
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - hipSYCL') {
-                    environment {
-                        PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
-                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                    }
-                    steps {
-                        sh '''
-                            module load cuda/11.4.3
-                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                                rm -rf hipSYCL
-                                rm -rf "$HIPSYCL_PATH"
-
-                                mkdir $HIPSYCL_PATH
-                                git clone https://github.com/illuhad/hipSYCL.git hipSYCL
-                                cd hipSYCL
-                                git checkout 012e16d6d3d57330c176d7d536f657b0d8a9a197
-                                mkdir build
-                                cd build
-                                cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ ..
-                                make -j
-                                make install
-                                cd $WORKSPACE
-                                rm -rf hipSYCL
-                            fi
-                        '''
-                    }
-                }
-            }
-        }
-
-
-        stage('CUDA') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-            }
-            parallel {
-
-                stage('CUDA - Release') {
-                    stages {
-                        stage('CUDA - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Release_CUDA
-                                        cd build/Release_CUDA
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/CUDA
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/CUDA -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('CUDA - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_CUDA') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('CUDA - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/CUDA/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/CUDA/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/CUDA/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/CUDA/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_CUDA') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend cuda scaled_5x4.libsvm
-                                            plssvm-predict --backend cuda scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end CUDA Release
-
-                stage('CUDA - Debug') {
-                    stages {
-                        stage('CUDA - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Debug_CUDA
-                                        cd build/Debug_CUDA
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('CUDA - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_CUDA') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end CUDA Debug
-
-            } // end CUDA parallel
-        } // end CUDA
-
-
-        stage('OpenCL') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-            }
-            parallel {
-
-                stage('OpenCL - Release') {
-                    stages {
-                        stage('OpenCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Release_OpenCL
-                                        cd build/Release_OpenCL
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/OpenCL
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/OpenCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenCL - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_OpenCL') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('OpenCL - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/OpenCL/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/OpenCL/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/OpenCL/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/OpenCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_OpenCL') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend opencl scaled_5x4.libsvm
-                                            plssvm-predict --backend opencl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenCL Release
-
-                stage('OpenCL - Debug') {
-                    stages {
-                        stage('OpenCL - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Debug_OpenCL
-                                        cd build/Debug_OpenCL
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenCL - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_OpenCL') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenCL Debug
-
-            } // end OpenCL parallel
-        } // end OpenCL
-
-
-        stage('hipSYCL') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-            }
-            parallel {
-
-                stage('hipSYCL - Release') {
-                    stages {
-                        stage('hipSYCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Release_hipSYCL
-                                        cd build/Release_hipSYCL
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/hipSYCL
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/hipSYCL -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_hipSYCL') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/hipSYCL/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/hipSYCL/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/hipSYCL/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/hipSYCL/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_hipSYCL') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm
-                                            plssvm-predict --backend sycl --sycl_implementation_type hipsycl scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end hipSYCL Release
-
-                stage('hipSYCL - Debug') {
-                    stages {
-                        stage('hipSYCL - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Debug_hipSYCL
-                                        cd build/Debug_hipSYCL
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_hipSYCL') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end hipSYCL Debug
-
-            } // end hipSYCL parallel
-        } // end hipSYCL
-
-
-        stage('DPC++') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
-                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-            }
-            parallel {
-
-                stage('DPC++ - Release') {
-                    stages {
-                        stage('DPC++ - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Release_DPCPP
-                                        cd build/Release_DPCPP
-                                        rm -rf *
-                                        rm -rf $MAKE_INSTALL_PATH/DPCPP
-                                        cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/DPCPP -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp ../../
-                                        make -j4 install
-                                    '''
-                                }
-                            }
-                        }
-                        stage('DPC++ - Release - test') {
-                            steps {
-                                dir('plssvm/build/Release_DPCPP') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                        stage('DPC++ - Release - install') {
-                            environment {
-                                PATH="$MAKE_INSTALL_PATH/DPCPP/bin:${PATH}"
-                                LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/DPCPP/lib:${LD_LIBRARY_PATH}"
-                                CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/DPCPP/include:${CPLUS_INCLUDE_PATH}"
-                                CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/DPCPP/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                            }
-                            steps {
-                                dir('plssvm/build/Release_DPCPP') {
-                                    warnError('Make install tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-
-                                            # installed executable
-                                            plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                            plssvm-train --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm
-                                            plssvm-predict --backend sycl --sycl_implementation_type dpcpp scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                            # library version
-                                            mkdir install_test
-                                            cd install_test
-                                            cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                            make -j4
-                                            ./prog ../../tests/data/libsvm/5x4.libsvm
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end DPC++ Release
-
-
-/*
-                // results in more or less random SegFaults in the DPC++ LLVM compiler
-                stage('DPC++ - Debug') {
-                    stages {
-                        // results in more or less random SegFaults in the DPC++ LLVM compiler
-                        stage('DPC++ - Debug - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        module load cuda/11.4.3
-                                        mkdir -p build/Debug_DPCPP
-                                        cd build/Debug_DPCPP
-                                        rm -rf *
-                                        cmake -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp  -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=100 -DPLSSVM_TEST_FILE_NUM_FEATURES=20 ../../
-                                        make -j4
-                                    '''
-                                }
-                            }
-                        }
-                        stage('DPC++ - Debug - test') {
-                            steps {
-                                dir('plssvm/build/Debug_DPCPP') {
-                                    warnError('Debug tests failed!') {
-                                        sh '''
-                                            module load cuda/11.4.3
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end DPC++ Debug
-*/
-
-            } // end DPC++ parallel
-        } // end DPC++
-
-
-        // CUDA + OpenCL + hipSYCL + DPC++ backends simultaneously
-        stage('All Available') {
-            environment {
-                PATH="$WORKSPACE/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:$HIPSYCL_PATH/bin:${env.PATH}"
-                LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
-                CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
-                PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
-            }
-            stages {
-                stage('All Available - Release - build') {
-                    steps {
-                        dir('plssvm') {
-                            sh '''
-                                module load cuda/11.4.3
-                                mkdir -p build/Release
-                                cd build/Release
-                                rm -rf *
-                                rm -rf $MAKE_INSTALL_PATH/All
-                                cmake -DCMAKE_INSTALL_PREFIX=$MAKE_INSTALL_PATH/All -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS="nvidia:sm_86" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=200 ../..
-                                make -j4 install
-                            '''
-                        }
-                    }
-                }
-                stage('All Available - Release - test') {
-                    steps {
-                        dir('plssvm/build/Release') {
-                            warnError('Release tests failed!') {
-                                sh '''
-                                    module load cuda/11.4.3
-                                    ctest --output-on-failure -j4 --no-compress-output -T Test
-                                '''
-                            }
-                        }
-                    }
-                }
-                stage('All Available - Release - install') {
-                    environment {
-                        PATH="$MAKE_INSTALL_PATH/All/bin:${PATH}"
-                        LD_LIBRARY_PATH="$MAKE_INSTALL_PATH/All/lib:${LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$MAKE_INSTALL_PATH/All/include:${CPLUS_INCLUDE_PATH}"
-                        CMAKE_PREFIX_PATH="$MAKE_INSTALL_PATH/All/share/plssvm/cmake:${CMAKE_PREFIX_PATH}"
-                    }
-                    steps {
-                        dir('plssvm/build/Release') {
-                            warnError('Make install tests failed!') {
-                                sh '''
-                                    module load cuda/11.4.3
-
-                                    # installed executable
-                                    plssvm-scale -l -1.0 -u 1.0 ../../tests/data/libsvm/5x4.libsvm scaled_5x4.libsvm
-                                    plssvm-train scaled_5x4.libsvm
-                                    plssvm-predict scaled_5x4.libsvm scaled_5x4.libsvm.model
-
-                                    # library version
-                                    mkdir install_test
-                                    cd install_test
-                                    cmake -DCMAKE_BUILD_TYPE=Release $MAKE_INSTALL_PATH/library_sample
-                                    make -j4
-                                    ./prog ../../tests/data/libsvm/5x4.libsvm
-                                '''
-                            }
-                        }
-                    }
-                }
-            }
-        } // end All Available
-    }
-
-    post {
-        always {
-            // Process the CTest xml output with the xUnit plugin
-            xunit (
-                testTimeMargin: '3000',
-                thresholdMode: 1,
-                thresholds: [
-                    failed(failureThreshold: '0')
-                ],
-                tools: [CTest(
-                    pattern: 'plssvm/build/*/Testing/**/*.xml',
-                    deleteOutputFiles: true,
-                    failIfNotNew: false,
-                    skipNoTestFiles: true,
-                    stopProcessingIfError: true
-                )]
-            )
-        }
-        success {
-            script {
-                buildbadge.setStatus('success')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"success\\",
-                        \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_NVIDIA/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        failure {
-            script {
-                buildbadge.setStatus('failing')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"failure\\",
-                        \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_NVIDIA/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        aborted {
-            script {
-                buildbadge.setStatus('aborted')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"error\\",
-                        \\"context\\": \\"Jenkins NVIDIA GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins NVIDIA GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-GPU_NVIDIA/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-    }
-}
\ No newline at end of file
diff --git a/.jenkins/Jenkinsfile-Tests-Multi-GPU b/.jenkins/Jenkinsfile-Tests-Multi-GPU
deleted file mode 100644
index c4fc55902..000000000
--- a/.jenkins/Jenkinsfile-Tests-Multi-GPU
+++ /dev/null
@@ -1,442 +0,0 @@
-#!groovy
-
-def buildbadge = addEmbeddableBadgeConfiguration(id: "Jenkins", subject: "Jenkins Tests", status: "skipped")
-
-if (currentBuild.getBuildCauses().toString().contains('BranchIndexingCause')) {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER}  triggered by branch indexing..."
-    if (env.BRANCH_NAME != "master") {
-        if (env.BUILD_NUMBER != "1") { // Always execute first build to load this configuration and thus the triggers
-            print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} skipped due being triggered by Branch Indexing instead of SCM change!"
-            buildbadge.setStatus('skipped')
-            currentBuild.result = 'ABORTED'
-            return // early exit to avoid redundant builds
-        }
-    }
-} else {
-    print "INFO: Build on ${env.BRANCH_NAME}/${env.BUILD_NUMBER} triggered by SCM change..."
-    print "Proceeding!"
-}
-
-
-pipeline {
-    agent { label 'argon-fs'}
-
-    options {
-        buildDiscarder(
-            logRotator(
-                daysToKeepStr: "21",
-                numToKeepStr: "50",
-                artifactDaysToKeepStr: "21",
-                artifactNumToKeepStr: "50"
-            )
-        )
-    }
-
-    triggers {
-        githubPush()           // Trigger by push to respective github branch
-        pollSCM 'H/15 * * * *' // Fallback polling solution as some pushes are somehow lost
-    }
-
-    environment {
-        GITHUB_TOKEN = credentials('GITHUB_TOKEN')
-        BRANCH_NAME = "${env.BRANCH_NAME}"
-        TMPDIR = "/data/argon-fs/sgs/jenkins/tmp"
-
-        // DPCPP
-        DPCPP_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/llvm/build"
-        DPCPP_FORCE_REBUILD = "FALSE"
-
-        // hipSYCL
-        HIPSYCL_PATH = "/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/hipsycl-install"
-        HIPSYCL_FORCE_REBUILD = "FALSE"
-    }
-
-    stages {
-        stage('Pending') {
-            steps {
-                sh '''
-                    gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                    curl --verbose\
-                         --request POST \
-                         --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                         --header "Content-Type: application/json" \
-                         --header "authorization: Bearer ${gitlab_token}" \
-                         --data "{
-                            \\"state\\": \\"pending\\",
-                            \\"context\\": \\"Jenkins Multi-GPU tests\\",
-                            \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",
-                            \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-Multi-GPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                    }"
-                '''
-            }
-        }
-
-        stage('Checkout PLSSVM') {
-            steps {
-                sh '''
-                    srun -w argon-gtx -N 1 -n 1 -t 0:05:00 -D /scratch bash -c "\
-                    cd /scratch && \
-                    mkdir -p jenkins && cd jenkins; \
-                    mkdir -p plssvm/${BUILD_TAG} && cd plssvm/${BUILD_TAG} && \
-                    rm -rf PLSSVM && \
-                    git clone git@github.com:SC-SGS/PLSSVM.git PLSSVM && \
-                    cd PLSSVM && \
-                    pwd && \
-                    git checkout ${GIT_COMMIT}"
-                '''
-                sh '''
-                    mkdir ${BUILD_TAG}
-                '''
-            }
-        }
-
-        stage('Installing Dependencies') {
-            stages {
-                stage('Dependency - Python packages') {
-                    steps {
-                        sh '''
-                            python3 -m pip install --user -r install/python_requirements.txt
-                        '''
-                    }
-                }
-                stage('Dependency - test file') {
-                    steps {
-                        dir('plssvm') {
-                            sh '''
-                                # generate test file to prevent possible race conditions later on in the pipeline
-                                srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                    python3 utility_scripts/generate_data.py --output tests/data/5000x2000.libsvm --format libsvm --problem planes --samples 5000 --features 2000"
-                            '''
-                        }
-                    }
-                }
-                stage('Dependency - Ninja') {
-                    steps {
-                        sh '''
-                            cd /data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins
-                            if [ ! -f ninja ]; then
-                                wget https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip
-                                unzip ninja-linux.zip
-                                rm ninja-linux.zip*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - CMake') {
-                    steps {
-                        sh '''
-                            cd /data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins
-                            if [ ! -d cmake-3.24.1-linux-x86_64 ]; then
-                                wget https://github.com/Kitware/CMake/releases/download/v3.24.1/cmake-3.24.1-linux-x86_64.tar.gz
-                                tar xvzf cmake-3.24.1-linux-x86_64.tar.gz
-                                rm cmake-3.24.1-linux-x86_64.tar.gz*
-                            fi
-                        '''
-                    }
-                }
-                stage('Dependency - DPC++') {
-                    environment {
-                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins:/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                    }
-                    steps{
-                        sh '''
-                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
-                            module load cuda/11.2.2 &&\
-                            if [ ! -d "$DPCPP_PATH" ] || [ "$DPCPP_FORCE_REBUILD" = "TRUE" ]; then \
-                                rm -rf llvm && \
-                                git clone --dept 1 --branch sycl-nightly/20221102 https://github.com/intel/llvm.git llvm  || true; \
-                                cd llvm &&\
-                                python buildbot/configure.py --cuda --llvm-external-projects=\"clang-tools-extra,compiler-rt,openmp\" --cmake-opt=\"-DENABLE_LIBOMPTARGET=OFF\" &&\
-                                python buildbot/compile.py &&\
-                                cmake --build build -- omp &&\
-                                cmake --build build -- install &&\
-                                rm -rf "$HIPSYCL_PATH"
-                            fi"
-                        '''
-                    }
-                }
-                stage('Dependency - hipSYCL') {
-                    environment {
-                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
-                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                    }
-                    steps {
-                        sh '''
-                            if [ ! -d "$HIPSYCL_PATH" ] || [ "$HIPSYCL_FORCE_REBUILD" = "TRUE" ]; then
-                                srun -w argon-gtx -N 1 -n 1 -t 00:05:00 -D /data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins bash -c "\
-                                    rm -rf hipSYCL && \
-                                    rm -rf "$HIPSYCL_PATH" && \
-                                    module load cuda/11.2.2 && \
-                                    mkdir $HIPSYCL_PATH && \
-                                    git clone https://github.com/illuhad/hipSYCL.git hipSYCL && \
-                                    cd hipSYCL && \
-                                    git checkout 012e16d6d3d57330c176d7d536f657b0d8a9a197 && \
-                                    mkdir build && \
-                                    cd build && \
-                                    cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HIPSYCL_PATH -DCMAKE_CXX_COMPILER=clang++ .. && \
-                                    make -j && \
-                                    make install && \
-                                    rm -rf hipSYCL "
-                            fi
-                        '''
-                    }
-                }
-            }
-        }
-
-
-        stage('Multi-GPU') {
-            parallel {
-
-                stage('CUDA - Release') {
-                    environment {
-                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                    }
-                    stages {
-                        stage('CUDA - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_CUDA &&\
-                                        cd build/Release_CUDA &&\
-                                        rm -rf * &&\
-                                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=ON -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -S ../../ &&\
-                                        make -j4"
-                                    '''
-                                }
-                            }
-                        }
-                        stage('CUDA - Release - test') {
-                            steps {
-                                dir('plssvm') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
-                                            module load cuda/11.2.2 &&\
-                                            cd build/Release_CUDA &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
-                                            returncode=$? && \
-                                            cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing &&\
-                                            exit $returncode"
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end CUDA Release
-
-                stage('OpenCL - Release') {
-                    environment {
-                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:${env.PATH}"
-                    }
-                    stages {
-                        stage('OpenCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_OpenCL &&\
-                                        cd build/Release_OpenCL &&\
-                                        rm -rf * &&\
-                                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=ON -S ../../ &&\
-                                        make -j4"
-                                    '''
-                                }
-                            }
-                        }
-                        stage('OpenCL - Release - test') {
-                            steps {
-                                dir('plssvm') {
-                                    warnError('Release tests failed!') {
-                                        sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
-                                            module load cuda/11.2.2 &&\
-                                            cd build/Release_OpenCL &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
-                                            returncode=$? && \
-                                            cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing &&\
-                                            exit $returncode"
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end OpenCL Release
-
-                stage('hipSYCL - Release') {
-                    environment {
-                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$HIPSYCL_PATH/bin:${env.PATH}"
-                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:$HIPSYCL_PATH/lib:${env.LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                    }
-                    stages {
-                        stage('hipSYCL - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_hipSYCL &&\
-                                        cd build/Release_hipSYCL &&\
-                                        rm -rf * &&\
-                                        cmake -DCMAKE_BUILD_TYPE=Release -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_HIP_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -S ../../ &&\
-                                        make -j4 "
-                                    '''
-                                }
-                            }
-                        }
-                        stage('hipSYCL - Release - test') {
-                            steps {
-                                dir('plssvm') {
-                                    warnError('hipSYCL Release tests failed!') {
-                                        sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
-                                            module load cuda/11.2.2 &&\
-                                            cd build/Release_hipSYCL &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
-                                            returncode=$? && \
-                                            cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing_hip && \
-                                            exit $returncode"
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end hipSYCL Release
-
-                stage('DPC++ - Release') {
-                    environment {
-                        PATH="/data/argon-fs/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:/data/sgs/jenkins/workspace/PLSSVM_Github-Multi-GPU_jenkins/cmake-3.24.1-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
-                        LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
-                        LD_LIBRARY_PATH="$DPCPP_PATH/lib:${env.LD_LIBRARY_PATH}"
-                        CPLUS_INCLUDE_PATH="$DPCPP_PATH/install/include/sycl:$DPCPP_PATH/install/include:$DPCPP_PATH/projects/openmp/runtime/src:${env.CPLUS_INCLUDE_PATH}"
-                    }
-                    stages {
-                        stage('DPC++ - Release - build') {
-                            steps {
-                                dir('plssvm') {
-                                    sh '''
-                                        srun -w argon-gtx -N 1 -n 1 -t 00:25:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM bash -c "\
-                                        module load cuda/11.2.2 &&\
-                                        mkdir -p build/Release_DPCPP &&\
-                                        cd build/Release_DPCPP &&\
-                                        rm -rf * &&\
-                                        cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_COMPILER=clang++ -DPLSSVM_TARGET_PLATFORMS='nvidia:sm_61' -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_ENABLE_OPENMP_BACKEND=OFF -DPLSSVM_ENABLE_CUDA_BACKEND=OFF -DPLSSVM_ENABLE_OPENCL_BACKEND=OFF -DPLSSVM_ENABLE_SYCL_BACKEND=ON  -DPLSSVM_SYCL_BACKEND_PREFERRED_IMPLEMENTATION=dpcpp -DPLSSVM_ENABLE_LTO=OFF -S ../../ &&\
-                                        make -j4 "
-                                    '''
-                                }
-                            }
-                        }
-                        stage('DPC++ - Release - test') {
-                            steps {
-                                dir('plssvm') {
-                                    warnError('DPC++ Release tests failed!') {
-                                        sh '''
-                                            srun -w argon-gtx -N 1 -n 1 -t 01:00:00 -D /scratch/jenkins/plssvm/${BUILD_TAG}/PLSSVM --gres=gpu:4 bash -c "\
-                                            module load cuda/11.2.2 &&\
-                                            cd build/Release_DPCPP &&\
-                                            ctest --output-on-failure -j4 --no-compress-output -T Test --timeout 3600; \
-                                            returncode=$? && \
-                                            cp -r Testing /data/argon-fs/sgs/jenkins/workspace/$(basename ${WORKSPACE})/${BUILD_TAG}/Testing_dpcpp &&\
-                                            exit $returncode"
-                                        '''
-                                    }
-                                }
-                            }
-                        }
-                    }
-                } // end DPC++ Release
-
-            } // end parallel
-        } // end Multi-GPU
-    }
-
-    post {
-        always {
-            // Process the CTest xml output with the xUnit plugin
-            xunit (
-                testTimeMargin: '3000',
-                thresholdMode: 1,
-                thresholds: [
-                    failed(failureThreshold: '0')
-                ],
-                tools: [CTest(
-                    pattern: '${BUILD_TAG}/Testing*/**/*.xml',
-                    deleteOutputFiles: true,
-                    failIfNotNew: false,
-                    skipNoTestFiles: true,
-                    stopProcessingIfError: true
-                )]
-            )
-            sh '''
-                srun -w argon-gtx -n 1 -t 00:05:00 bash -c "rm -rf /data/scratch/jenkins/plssvm/${BUILD_TAG}"
-                rm -rf ${BUILD_TAG}
-            '''
-        }
-        success {
-            script {
-                buildbadge.setStatus('success')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"success\\",
-                        \\"context\\": \\"Jenkins Multi-GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-Multi-GPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        failure {
-            script {
-                buildbadge.setStatus('failing')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"failure\\",
-                        \\"context\\": \\"Jenkins Multi-GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-Multi-GPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-        aborted {
-            script {
-                buildbadge.setStatus('aborted')
-            }
-            sh '''
-                gitlab_token=$(echo ${GITHUB_TOKEN} | cut -f2 -d':')
-                curl --verbose\
-                     --request POST \
-                     --url "https://api.github.com/repos/SC-SGS/PLSSVM/statuses/$GIT_COMMIT" \
-                     --header "Content-Type: application/json" \
-                     --header "authorization: Bearer ${gitlab_token}" \
-                     --data "{
-                        \\"state\\": \\"error\\",
-                        \\"context\\": \\"Jenkins Multi-GPU tests\\",
-                        \\"description\\": \\"Jenkins CI Job: Jenkins Multi-GPU tests\\",
-                        \\"target_url\\": \\"https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/job/Github-Multi-GPU/job/${BRANCH_NAME}/$BUILD_NUMBER\\"
-                }"
-            '''
-        }
-    }
-}
diff --git a/.jenkins/NVIDIA/Jenkinsfile b/.jenkins/NVIDIA/Jenkinsfile
new file mode 100644
index 000000000..e69de29bb
diff --git a/.jenkins/scripts/build-dpcpp b/.jenkins/scripts/build-dpcpp
new file mode 100644
index 000000000..e69de29bb
diff --git a/.jenkins/scripts/build-gcc.sh b/.jenkins/scripts/build-gcc.sh
new file mode 100755
index 000000000..48a5e916e
--- /dev/null
+++ b/.jenkins/scripts/build-gcc.sh
@@ -0,0 +1,33 @@
+#!/usr/bin/bash
+
+set -x
+set -e
+
+GCC_VERSION=12.2.0
+
+if [ -n "$1" ] ; then
+  GCC_ROOT_DIR=$1
+else
+  GCC_ROOT_DIR=gcc-${GCC_VERSION}_install
+fi
+
+if [ ! -d gcc-$GCC_VERSION ] ; then
+  wget ftp://ftp.fu-berlin.de/unix/languages/gcc/releases/gcc-$GCC_VERSION/gcc-$GCC_VERSION.tar.xz
+  tar xf gcc-$GCC_VERSION.tar.xz
+  rm gcc-$GCC_VERSION.tar.xz
+fi
+
+cd gcc-$GCC_VERSION
+./contrib/download_prerequisites
+cd ..
+
+mkdir -p build-gcc-$GCC_VERSION
+cd build-gcc-$GCC_VERSION
+../gcc-$GCC_VERSION/configure --prefix="$GCC_ROOT_DIR" --disable-nls --enable-languages=c,c++ --disable-multilib
+make -j $(nproc)
+make install
+cd ..
+rm -rf gcc-$GCC_VERSION
+rm -rf build-gcc-$GCC_VERSION
+
+
diff --git a/.jenkins/scripts/build-pocl.sh b/.jenkins/scripts/build-pocl.sh
new file mode 100755
index 000000000..0dcfdb7e6
--- /dev/null
+++ b/.jenkins/scripts/build-pocl.sh
@@ -0,0 +1,18 @@
+#!/usr/bin/bash
+
+POCL_VERSION=3.1
+if [ -f pocl.tar.gz* ]; then
+    rm pocl.tar.gz*
+    rm -rf pocl.tar.gz*
+fi
+if [ ! -d $POCL_PATH ]; then
+    wget https://github.com/pocl/pocl/archive/refs/tags/v${POCL_VERSION}.tar.gz -O pocl.tar.gz
+    tar xzf pocl.tar.gz
+    cd pocl-${POCL_VERSION}
+    mkdir -p build
+    cd build
+    cmake -DCMAKE_INSTALL_PREFIX=$POCL_PATH  -DCMAKE_C_COMPILER=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/clang -DCMAKE_CXX_COMPILER=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/clang++  -DENABLE_TESTS=OFF -DENABLE_EXAMPLES=OFF -DENABLE_CUDA=OFF -DENABLE_TCE=OFF -DENABLE_HSA=OFF -DLLVM_PATH=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs -DWITH_LLVM_CONFIG=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/llvm-config -DINSTALL_OPENCL_HEADERS=True -DENABLE_LLVM=True -DSTATIC_LLVM=True -DENABLE_ICD=False ..
+    make -j 4 install
+    cd ../..
+    rm pocl.tar.gz*
+fi
\ No newline at end of file

From b4b8a6321ea71e2395a51edc27fe7c9d6b564e76 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:53:04 +0200
Subject: [PATCH 0984/1010] Also use the current CMAKE_BUILD_TYPE in the opencl
 cache directory.

---
 src/plssvm/backends/OpenCL/CMakeLists.txt     | 3 +++
 src/plssvm/backends/OpenCL/detail/utility.cpp | 2 +-
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/src/plssvm/backends/OpenCL/CMakeLists.txt b/src/plssvm/backends/OpenCL/CMakeLists.txt
index 6b6949779..ab524117d 100644
--- a/src/plssvm/backends/OpenCL/CMakeLists.txt
+++ b/src/plssvm/backends/OpenCL/CMakeLists.txt
@@ -53,6 +53,9 @@ target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_
 # set OpenCL target version (to silence compiler warnings)
 target_compile_definitions(${PLSSVM_BASE_LIBRARY_NAME} PUBLIC CL_TARGET_OPENCL_VERSION=220)
 
+# set current CMAKE_BUILD_TYPE included in the temp folder where the kernels are compiled to
+target_compile_definitions(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE PLSSVM_CMAKE_BUILD_TYPE="${CMAKE_BUILD_TYPE}")
+
 # needed to link the OpenCL backend to a third-party executable
 target_compile_options(${PLSSVM_OPENCL_BACKEND_LIBRARY_NAME} PRIVATE -fPIE)
 
diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index 6dfc5a5c3..ac2a93bde 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -244,7 +244,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
     std::vector<unsigned char *> binaries(contexts[0].devices.size());
 
     // create caching folder in the temporary directory and change the permissions such that everybody has read/write access
-    const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache" / fmt::format("{}_{}_{}", checksum, target, ::plssvm::detail::arithmetic_type_name<real_type>());
+    const std::filesystem::path cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache" / fmt::format("{}_{}_{}_{}", checksum, target, PLSSVM_CMAKE_BUILD_TYPE, ::plssvm::detail::arithmetic_type_name<real_type>());
 
     // potential reasons why OpenCL caching could fail
     enum class caching_status {

From 39b9652f894085eb9773fbd4c3c88afa207425c3 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:08:25 +0200
Subject: [PATCH 0985/1010] exclude HipSYCL Debug build

---
 .jenkins/Jenkinsfile | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index bed9b4501..a624abb4b 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -392,6 +392,16 @@ pipeline {
                         values 'CPU'
                       }
                     }
+                    exclude {
+                      axis{
+                        name 'HIPSYCL'
+                        values 'DPCPP'
+                      }
+                      axis{
+                        name 'BUILD_TYPE'
+                        values 'Debug'
+                      }
+                    }
                   }
 
 

From 953d1d2e689e0a403f969ed7dffdd0e324d51747 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:08:41 +0200
Subject: [PATCH 0986/1010] add a coverage analysis

---
 .jenkins/Jenkinsfile | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index a624abb4b..5b6a4ed55 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -641,6 +641,22 @@ pipeline {
                 }
             }
         }
+        stage('Coverage Analysis') {
+            steps {
+                dir('plssvm') {
+                    sh '''
+                        mkdir -p build/Debug_cov
+                        cd build/Debug_cov
+                        rm -rf *
+                        cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
+                        make -j4 coverage
+                        wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
+                        python lcov_cobertura.py test_clean.info
+                    '''
+                    cobertura coberturaReportFile: 'build/Debug_cov/coverage.xml'
+                }
+            }
+        } // end Coverage Analysis
 }
 
 

From d8612565909da50ac8c885f2c69a7e691d9dc4e9 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:09:39 +0200
Subject: [PATCH 0987/1010] disable matrix to test coverage analysis

---
 .jenkins/Jenkinsfile | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 5b6a4ed55..18b80c496 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -335,7 +335,9 @@ pipeline {
         }
 
         stage('Build and Test NVIDIA Machines'){
-
+            when {
+              expression { false }
+            }
             matrix{
                 axes {
                     axis {

From 922629cf06960066b3d4c6e6ebbc5fda598fd687 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:10:07 +0200
Subject: [PATCH 0988/1010] reanme buld and test stage

---
 .jenkins/Jenkinsfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 18b80c496..52c8384da 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -334,7 +334,7 @@ pipeline {
             }
         }
 
-        stage('Build and Test NVIDIA Machines'){
+        stage('Build and Test'){
             when {
               expression { false }
             }

From 2b30d054c0d9de746138a694ff268687a13871e4 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:15:38 +0200
Subject: [PATCH 0989/1010] disable more dependencies for testing

---
 .jenkins/Jenkinsfile | 16 ++++++++++++++--
 1 file changed, 14 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 52c8384da..27591c0c1 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -151,6 +151,10 @@ pipeline {
         }
         stage('Dependency -- gcc')
         {
+          when {
+                        expression { false }
+                      }
+
             steps{
                 script{
                     def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09', 'pcsgs11']
@@ -208,6 +212,10 @@ pipeline {
         }
         stage('Dependency -- DPC++')
         {
+          when {
+                        expression { false }
+                      }
+
             environment {
                 PATH="$WORKSPACE:$GCC_PATH/bin:$WORKSPACE/cmake-3.25.2-linux-x86_64/bin:${env.PATH}"
             }
@@ -266,7 +274,9 @@ pipeline {
         }
 
         stage('Dependency -- hipSYCL')
-                {
+                {when {
+                               expression { false }
+                             }
                      environment {
                         PATH="$WORKSPACE/cmake-3.25.2-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
                         LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
@@ -313,7 +323,9 @@ pipeline {
                 }
         stage('Dependency -- PoCL')
         {
-
+when {
+              expression { false }
+            }
             steps{
 
                script{

From 6fd9f1ff348f6ae3951a5015fabcdcb8c37b2017 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:22:30 +0200
Subject: [PATCH 0990/1010] fix cmake and build paths

---
 .jenkins/Jenkinsfile | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 27591c0c1..70ab2ff6d 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -659,10 +659,10 @@ when {
             steps {
                 dir('plssvm') {
                     sh '''
-                        mkdir -p build/Debug_cov
-                        cd build/Debug_cov
+                        mkdir -p $WORKSPACE/build/Debug_cov
+                        cd $WORKSPACE/build/Debug_cov
                         rm -rf *
-                        cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
+                        $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
                         make -j4 coverage
                         wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
                         python lcov_cobertura.py test_clean.info

From b4210b16f0d5283b2708800a62eb42d78bbedfe4 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 08:59:44 +0200
Subject: [PATCH 0991/1010] add so paths and fix coverage path

---
 .jenkins/Jenkinsfile | 18 ++++++++++++++++--
 1 file changed, 16 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 70ab2ff6d..8f6a1de22 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -659,15 +659,29 @@ when {
             steps {
                 dir('plssvm') {
                     sh '''
+                         . /usr/local.nfs/Modules/latest/init/sh
+                         module load cuda/12.0.1
+                         export PATH="$DPCPP_PATH/bin:${PATH}"
+                         export LIBRARY_PATH="$DPCPP_PATH/lib:${LIBRARY_PATH}"
+                         export LD_LIBRARY_PATH="$DPCPP_PATH/lib:${LD_LIBRARY_PATH}"
+                         export PLSSVM_SYCL_DPCPP_INCLUDE_DIR="$DPCPP_PATH/install/include"
+                         export COMPILER=$DPCPP_PATH/bin/clang++
+                         export export CPLUS_INCLUDE_PATH="$DPCPP_PATH/projects/openmp/runtime/src:${CPLUS_INCLUDE_PATH}"
+                         export PATH="$HIPSYCL_PATH/bin:${PATH}"
+                         export LIBRARY_PATH="$HIPSYCL_PATH/lib:${LIBRARY_PATH}"
+                         export LD_LIBRARY_PATH="$HIPSYCL_PATH/lib:${LD_LIBRARY_PATH}"
+                         export CPLUS_INCLUDE_PATH="$HIPSYCL_PATH/include:${CPLUS_INCLUDE_PATH}"
+                         export PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
+
                         mkdir -p $WORKSPACE/build/Debug_cov
                         cd $WORKSPACE/build/Debug_cov
                         rm -rf *
-                        $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_TARGET_PLATFORMS="cpu" -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
+                        $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
                         make -j4 coverage
                         wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
                         python lcov_cobertura.py test_clean.info
                     '''
-                    cobertura coberturaReportFile: 'build/Debug_cov/coverage.xml'
+                    cobertura coberturaReportFile: '$WORKSPACE/build/Debug_cov/coverage.xml'
                 }
             }
         } // end Coverage Analysis

From 185aa9a246f137cd41abff25e526c9d636793d9b Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 09:48:01 +0200
Subject: [PATCH 0992/1010] fix coverage path

---
 .jenkins/Jenkinsfile | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 8f6a1de22..b8b3c4469 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -659,6 +659,7 @@ when {
             steps {
                 dir('plssvm') {
                     sh '''
+                        echo $HOSTNAME
                          . /usr/local.nfs/Modules/latest/init/sh
                          module load cuda/12.0.1
                          export PATH="$DPCPP_PATH/bin:${PATH}"
@@ -676,12 +677,12 @@ when {
                         mkdir -p $WORKSPACE/build/Debug_cov
                         cd $WORKSPACE/build/Debug_cov
                         rm -rf *
-                        $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=500 -DPLSSVM_TEST_FILE_NUM_FEATURES=100 ../../
+                        $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=50 -DPLSSVM_TEST_FILE_NUM_FEATURES=10 ../../
                         make -j4 coverage
                         wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
                         python lcov_cobertura.py test_clean.info
                     '''
-                    cobertura coberturaReportFile: '$WORKSPACE/build/Debug_cov/coverage.xml'
+                    cobertura coberturaReportFile: "${env.WORKSPACE}/build/Debug_cov/coverage.xml"
                 }
             }
         } // end Coverage Analysis

From 1c2a2d2819bb2e533dd64196d922cd780dcc6627 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 10:39:58 +0200
Subject: [PATCH 0993/1010] path Test

---
 .jenkins/Jenkinsfile | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index b8b3c4469..5e8a8c8c6 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -678,12 +678,12 @@ when {
                         cd $WORKSPACE/build/Debug_cov
                         rm -rf *
                         $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=50 -DPLSSVM_TEST_FILE_NUM_FEATURES=10 ../../
-                        make -j4 coverage
+                        make -j36 coverage
                         wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
                         python lcov_cobertura.py test_clean.info
                     '''
-                    cobertura coberturaReportFile: "${env.WORKSPACE}/build/Debug_cov/coverage.xml"
                 }
+                cobertura coberturaReportFile: "build/Debug_cov/coverage.xml"
             }
         } // end Coverage Analysis
 }

From 7ce54a90f6c2acfb386a0996c668a8469f9dad4d Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 10:47:56 +0200
Subject: [PATCH 0994/1010] speeeed

---
 CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index f0787ea97..8f2a50909 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -297,7 +297,7 @@ if (uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
             COMMAND lcov --zerocounters --directory .
             COMMAND lcov --capture -d . --initial --output-file test_base.info
             COMMAND mkdir -p coverage
-            COMMAND ${CMAKE_MAKE_PROGRAM} test || true
+            COMMAND ${CMAKE_MAKE_PROGRAM} test -j 36 || true
             COMMAND lcov --capture -d . --output-file test_test.info
             COMMAND lcov --add-tracefile test_base.info --add-tracefile test_test.info -o test_total.info
             COMMAND lcov --remove test_total.info '/usr/*' '*/build/*' '*/tests/*' '*/_deps/*' -o test_clean.info

From d042584d91fdb997a1228d7579fd602abd42034e Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 11:21:08 +0200
Subject: [PATCH 0995/1010] Revert "speeeed"

This reverts commit dd70467107972b05a9bf9a3d3a9b0915eec4fdd2.
---
 CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 8f2a50909..f0787ea97 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -297,7 +297,7 @@ if (uppercase_CMAKE_BUILD_TYPE MATCHES "COVERAGE")
             COMMAND lcov --zerocounters --directory .
             COMMAND lcov --capture -d . --initial --output-file test_base.info
             COMMAND mkdir -p coverage
-            COMMAND ${CMAKE_MAKE_PROGRAM} test -j 36 || true
+            COMMAND ${CMAKE_MAKE_PROGRAM} test || true
             COMMAND lcov --capture -d . --output-file test_test.info
             COMMAND lcov --add-tracefile test_base.info --add-tracefile test_test.info -o test_total.info
             COMMAND lcov --remove test_total.info '/usr/*' '*/build/*' '*/tests/*' '*/_deps/*' -o test_clean.info

From 0cf7f78001fb8714fd266d857ef7a8b81123035f Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 11:21:39 +0200
Subject: [PATCH 0996/1010] Revert "disable more dependencies for testing"

This reverts commit ab641e3d6d0fe6292270ed30d0213e29f1049918.
---
 .jenkins/Jenkinsfile | 16 ++--------------
 1 file changed, 2 insertions(+), 14 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 5e8a8c8c6..e7f86aa1d 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -151,10 +151,6 @@ pipeline {
         }
         stage('Dependency -- gcc')
         {
-          when {
-                        expression { false }
-                      }
-
             steps{
                 script{
                     def labels = [ 'pcsgs02', 'pcsgs03', 'pcsgs04', 'pcsgs05', 'pcsgs09', 'pcsgs11']
@@ -212,10 +208,6 @@ pipeline {
         }
         stage('Dependency -- DPC++')
         {
-          when {
-                        expression { false }
-                      }
-
             environment {
                 PATH="$WORKSPACE:$GCC_PATH/bin:$WORKSPACE/cmake-3.25.2-linux-x86_64/bin:${env.PATH}"
             }
@@ -274,9 +266,7 @@ pipeline {
         }
 
         stage('Dependency -- hipSYCL')
-                {when {
-                               expression { false }
-                             }
+                {
                      environment {
                         PATH="$WORKSPACE/cmake-3.25.2-linux-x86_64/bin:$DPCPP_PATH/bin:${env.PATH}"
                         LIBRARY_PATH="$DPCPP_PATH/lib:${env.LIBRARY_PATH}"
@@ -323,9 +313,7 @@ pipeline {
                 }
         stage('Dependency -- PoCL')
         {
-when {
-              expression { false }
-            }
+
             steps{
 
                script{

From a73e570c682a2ae74d6d943309d79b5dbc3fd4ee Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 11:23:28 +0200
Subject: [PATCH 0997/1010] Revert disabeling Matrix

---
 .jenkins/Jenkinsfile | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index e7f86aa1d..6f5e1f97d 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -335,9 +335,7 @@ pipeline {
         }
 
         stage('Build and Test'){
-            when {
-              expression { false }
-            }
+
             matrix{
                 axes {
                     axis {

From 1b8d94eb7d1fd67eab5e9ca0237b88bc93f584c5 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Tue, 9 May 2023 15:37:46 +0200
Subject: [PATCH 0998/1010] Set directory permissions to super folder.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index ac2a93bde..b7161f914 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -311,6 +311,7 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
         if (!std::filesystem::exists(cache_dir_name)) {
             std::filesystem::create_directories(cache_dir_name);
         }
+        std::filesystem::permissions(std::filesystem::temp_directory_path() / "plssvm_opencl_cache", std::filesystem::perms::all, std::filesystem::perm_options::add);
         std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all, std::filesystem::perm_options::add);
 
         for (std::vector<std::size_t>::size_type i = 0; i < binary_sizes.size(); ++i) {

From 34b11d613633b0ff8e043ebae1896f92f6ec2e83 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 10 May 2023 08:33:08 +0200
Subject: [PATCH 0999/1010] Fix error in CG summary output.

---
 include/plssvm/backends/gpu_csvm.hpp | 4 ++--
 src/plssvm/backends/OpenMP/csvm.cpp  | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/include/plssvm/backends/gpu_csvm.hpp b/include/plssvm/backends/gpu_csvm.hpp
index 33cccd73c..60f33bcbf 100644
--- a/include/plssvm/backends/gpu_csvm.hpp
+++ b/include/plssvm/backends/gpu_csvm.hpp
@@ -18,7 +18,7 @@
 #include "plssvm/detail/execution_range.hpp"      // plssvm::detail::execution_range
 #include "plssvm/detail/layout.hpp"               // plssvm::detail::{transform_to_layout, layout_type}
 #include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
-#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 #include "plssvm/parameter.hpp"                   // plssvm::parameter
 
 #include "fmt/chrono.h"                           // output std::chrono times using {fmt}
@@ -638,10 +638,10 @@ std::pair<std::vector<real_type>, real_type> gpu_csvm<device_ptr_t, queue_t>::so
                 "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "max_iterations", max_iter },
-                detail::tracking_entry{ "cg", "epsilon", eps },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((detail::tracking_entry{ "cg", "epsilon", eps }));
     detail::log(verbosity_level::libsvm,
                 "optimization finished, #iter = {}\n", std::min(iter + 1, max_iter));
 
diff --git a/src/plssvm/backends/OpenMP/csvm.cpp b/src/plssvm/backends/OpenMP/csvm.cpp
index eb1ee2bc8..32fa6419d 100644
--- a/src/plssvm/backends/OpenMP/csvm.cpp
+++ b/src/plssvm/backends/OpenMP/csvm.cpp
@@ -15,7 +15,7 @@
 #include "plssvm/detail/assert.hpp"               // PLSSVM_ASSERT
 #include "plssvm/detail/logger.hpp"               // plssvm::detail::log, plssvm::verbosity_level
 #include "plssvm/detail/operators.hpp"            // various operator overloads for std::vector and scalars
-#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry
+#include "plssvm/detail/performance_tracker.hpp"  // plssvm::detail::tracking_entry, PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY
 #include "plssvm/kernel_function_types.hpp"       // plssvm::kernel_function_type
 #include "plssvm/parameter.hpp"                   // plssvm::parameter, plssvm::detail::parameter
 #include "plssvm/target_platforms.hpp"            // plssvm::target_platform
@@ -168,10 +168,10 @@ std::pair<std::vector<real_type>, real_type> csvm::solve_system_of_linear_equati
                 "Finished after {}/{} iterations with a residuum of {} (target: {}) and an average iteration time of {}.\n",
                 detail::tracking_entry{ "cg", "iterations", std::min(iter + 1, max_iter) },
                 detail::tracking_entry{ "cg", "max_iterations", max_iter },
-                detail::tracking_entry{ "cg", "epsilon", eps },
                 detail::tracking_entry{ "cg", "residuum", delta },
                 detail::tracking_entry{ "cg", "target_residuum", eps * eps * delta0 },
                 detail::tracking_entry{ "cg", "avg_iteration_time", average_iteration_time / std::min(iter + 1, max_iter) });
+    PLSSVM_DETAIL_PERFORMANCE_TRACKER_ADD_TRACKING_ENTRY((detail::tracking_entry{ "cg", "epsilon", eps }));
     detail::log(verbosity_level::libsvm,
                 "optimization finished, #iter = {}\n", std::min(iter + 1, max_iter));
 

From 755c5e9974442b0adede3e3643f8442dd3840693 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 10 May 2023 16:06:28 +0200
Subject: [PATCH 1000/1010] Recursively set the permissions of all files in the
 plssvm_opencl_cache directory.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index b7161f914..d04b2126e 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -311,8 +311,11 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
         if (!std::filesystem::exists(cache_dir_name)) {
             std::filesystem::create_directories(cache_dir_name);
         }
-        std::filesystem::permissions(std::filesystem::temp_directory_path() / "plssvm_opencl_cache", std::filesystem::perms::all, std::filesystem::perm_options::add);
-        std::filesystem::permissions(cache_dir_name, std::filesystem::perms::all, std::filesystem::perm_options::add);
+        const auto super_cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache";
+        std::filesystem::permissions(super_cache_dir_name, std::filesystem::perms::all, std::filesystem::perm_options::add);
+        for (const std::filesystem::path &path : std::filesystem::recursive_directory_iterator{ super_cache_dir_name }) {
+            std::filesystem::permissions(path, std::filesystem::perms::all);
+        }
 
         for (std::vector<std::size_t>::size_type i = 0; i < binary_sizes.size(); ++i) {
             std::ofstream out{ cache_dir_name / fmt::format("device_{}.bin", i) };

From 263547e280b843434387ffaf14e3c434ba5ceb7b Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Wed, 10 May 2023 16:29:24 +0200
Subject: [PATCH 1001/1010] Disable error checking for setting the file
 permissions.

---
 src/plssvm/backends/OpenCL/detail/utility.cpp | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/plssvm/backends/OpenCL/detail/utility.cpp b/src/plssvm/backends/OpenCL/detail/utility.cpp
index d04b2126e..fb0c57532 100644
--- a/src/plssvm/backends/OpenCL/detail/utility.cpp
+++ b/src/plssvm/backends/OpenCL/detail/utility.cpp
@@ -311,10 +311,11 @@ void fill_command_queues_with_kernels(std::vector<command_queue> &queues, const
         if (!std::filesystem::exists(cache_dir_name)) {
             std::filesystem::create_directories(cache_dir_name);
         }
+        [[maybe_unused]] std::error_code file_perm_error;
         const auto super_cache_dir_name = std::filesystem::temp_directory_path() / "plssvm_opencl_cache";
-        std::filesystem::permissions(super_cache_dir_name, std::filesystem::perms::all, std::filesystem::perm_options::add);
+        std::filesystem::permissions(super_cache_dir_name, std::filesystem::perms::all, std::filesystem::perm_options::add, file_perm_error);
         for (const std::filesystem::path &path : std::filesystem::recursive_directory_iterator{ super_cache_dir_name }) {
-            std::filesystem::permissions(path, std::filesystem::perms::all);
+            std::filesystem::permissions(path, std::filesystem::perms::all, file_perm_error);
         }
 
         for (std::vector<std::size_t>::size_type i = 0; i < binary_sizes.size(); ++i) {

From 44eabf8a4f7784249e2c2e0cbf5198e464260a28 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Wed, 10 May 2023 17:04:58 +0200
Subject: [PATCH 1002/1010] fix typo

---
 .jenkins/Jenkinsfile | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 6f5e1f97d..c1b0f7aad 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -394,8 +394,8 @@ pipeline {
                     }
                     exclude {
                       axis{
-                        name 'HIPSYCL'
-                        values 'DPCPP'
+                        name 'BACKEND'
+                        values 'HIPSYCL'
                       }
                       axis{
                         name 'BUILD_TYPE'

From 1a88db941a22012e5e909f9dbe3b995c6ea9520a Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 07:30:55 +0200
Subject: [PATCH 1003/1010] move Coverage Analysis out of WORKSPACE

---
 .jenkins/Jenkinsfile | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index c1b0f7aad..2ccf79cf0 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -660,8 +660,8 @@ pipeline {
                          export CPLUS_INCLUDE_PATH="$HIPSYCL_PATH/include:${CPLUS_INCLUDE_PATH}"
                          export PLSSVM_SYCL_HIPSYCL_INCLUDE_DIR="${HIPSYCL_PATH}/include"
 
-                        mkdir -p $WORKSPACE/build/Debug_cov
-                        cd $WORKSPACE/build/Debug_cov
+                        mkdir -p $WORKSPACE/plssvm/build/Debug_cov
+                        cd $WORKSPACE/plssvm/build/Debug_cov
                         rm -rf *
                         $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=50 -DPLSSVM_TEST_FILE_NUM_FEATURES=10 ../../
                         make -j36 coverage
@@ -669,7 +669,7 @@ pipeline {
                         python lcov_cobertura.py test_clean.info
                     '''
                 }
-                cobertura coberturaReportFile: "build/Debug_cov/coverage.xml"
+                cobertura coberturaReportFile: "plssvm/build/Debug_cov/coverage.xml"
             }
         } // end Coverage Analysis
 }

From 3d3ecefb0dead7a0aed8e4299997a4e558ae9f80 Mon Sep 17 00:00:00 2001
From: Alexander Van Craen <Alexander.Van-Craen@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 13:08:02 +0200
Subject: [PATCH 1004/1010] test

---
 .jenkins/Jenkinsfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.jenkins/Jenkinsfile b/.jenkins/Jenkinsfile
index 2ccf79cf0..1d6de07f5 100644
--- a/.jenkins/Jenkinsfile
+++ b/.jenkins/Jenkinsfile
@@ -663,7 +663,7 @@ pipeline {
                         mkdir -p $WORKSPACE/plssvm/build/Debug_cov
                         cd $WORKSPACE/plssvm/build/Debug_cov
                         rm -rf *
-                        $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=50 -DPLSSVM_TEST_FILE_NUM_FEATURES=10 ../../
+                        $WORKSPACE/cmake-3.25.2-linux-x86_64/bin/cmake -DCMAKE_BUILD_TYPE=Coverage -DCMAKE_CXX_COMPILER=g++ -DCMAKE_CC_COMPILER=gcc -DPLSSVM_ENABLE_ASSERTS=ON -DPLSSVM_TEST_FILE_NUM_DATA_POINTS=50 -DPLSSVM_TEST_FILE_NUM_FEATURES=10 -DPLSSVM_ENABLE_SYCL_HIPSYCL_BACKEND=OFF ../../
                         make -j36 coverage
                         wget -N https://raw.githubusercontent.com/eriwen/lcov-to-cobertura-xml/master/lcov_cobertura/lcov_cobertura.py
                         python lcov_cobertura.py test_clean.info

From 9aafca853da2694a21008e1768f21ee0215ba10d Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 16:11:35 +0200
Subject: [PATCH 1005/1010] Update README.md

Remove build status badges.
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index ae84e7440..245f0223a 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 # PLSSVM - Parallel Least Squares Support Vector Machine
 
-[![Codacy Badge](https://app.codacy.com/project/badge/Grade/e780a63075ce40c29c49d3df4f57c2af)](https://www.codacy.com/gh/SC-SGS/PLSSVM/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=SC-SGS/PLSSVM&amp;utm_campaign=Badge_Grade) &ensp; [![Generate documentation](https://github.com/SC-SGS/PLSSVM/actions/workflows/documentation.yml/badge.svg)](https://sc-sgs.github.io/PLSSVM/) &ensp; [![Build Status Linux CPU](https://simsgs.informatik.uni-stuttgart.de/jenkins/buildStatus/icon?job=PLSSVM%2FGithub-CPU%2Fmain&subject=Linux+CPU)](https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/view/All/job/Github-CPU/job/main/) &ensp; [![Build Status Linux NVIDIA GPU](https://simsgs.informatik.uni-stuttgart.de/jenkins/buildStatus/icon?job=PLSSVM%2FGithub-GPU_NVIDIA%2Fmain&subject=Linux+NVIDIA+GPU)](https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/view/All/job/Github-GPU_NVIDIA/job/main/) &ensp; [![Build Status Linux AMD GPU](https://simsgs.informatik.uni-stuttgart.de/jenkins/buildStatus/icon?job=PLSSVM%2FGithub-GPU_AMD%2Fmain&subject=Linux+AMG+GPU)](https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/view/All/job/Github-GPU_AMD/job/main/) &ensp; [![Build Status Linux Multi-GPU](https://simsgs.informatik.uni-stuttgart.de/jenkins/buildStatus/icon?job=PLSSVM%2FGithub-Multi-GPU%2Fmain&subject=Linux+Multi-GPU)](https://simsgs.informatik.uni-stuttgart.de/jenkins/view/PLSSVM/job/PLSSVM/view/All/job/Github-Multi-GPU/job/main/) &ensp; [![Windows CPU](https://github.com/SC-SGS/PLSSVM/actions/workflows/msvc_windows.yml/badge.svg)](https://github.com/SC-SGS/PLSSVM/actions/workflows/msvc_windows.yml)
+[![Codacy Badge](https://app.codacy.com/project/badge/Grade/e780a63075ce40c29c49d3df4f57c2af)](https://www.codacy.com/gh/SC-SGS/PLSSVM/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=SC-SGS/PLSSVM&amp;utm_campaign=Badge_Grade) &ensp; [![Generate documentation](https://github.com/SC-SGS/PLSSVM/actions/workflows/documentation.yml/badge.svg)](https://sc-sgs.github.io/PLSSVM/) 
 
 A [Support Vector Machine (SVM)](https://en.wikipedia.org/wiki/Support-vector_machine) is a supervised machine learning model.
 In its basic form SVMs are used for binary classification tasks.

From 603015a21d6cc29e316711c0824c27476373f0b6 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 16:33:31 +0200
Subject: [PATCH 1006/1010] Fix linter and codacy issues in the install
 scripts.

---
 .jenkins/scripts/build-gcc.sh  |  2 +-
 .jenkins/scripts/build-pocl.sh | 11 +++++------
 2 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/.jenkins/scripts/build-gcc.sh b/.jenkins/scripts/build-gcc.sh
index 48a5e916e..379ebc874 100755
--- a/.jenkins/scripts/build-gcc.sh
+++ b/.jenkins/scripts/build-gcc.sh
@@ -24,7 +24,7 @@ cd ..
 mkdir -p build-gcc-$GCC_VERSION
 cd build-gcc-$GCC_VERSION
 ../gcc-$GCC_VERSION/configure --prefix="$GCC_ROOT_DIR" --disable-nls --enable-languages=c,c++ --disable-multilib
-make -j $(nproc)
+make -j "$(nproc)"
 make install
 cd ..
 rm -rf gcc-$GCC_VERSION
diff --git a/.jenkins/scripts/build-pocl.sh b/.jenkins/scripts/build-pocl.sh
index 0dcfdb7e6..669fe4adf 100755
--- a/.jenkins/scripts/build-pocl.sh
+++ b/.jenkins/scripts/build-pocl.sh
@@ -1,17 +1,16 @@
 #!/usr/bin/bash
 
 POCL_VERSION=3.1
-if [ -f pocl.tar.gz* ]; then
-    rm pocl.tar.gz*
+if [ -f pocl.tar.gz ]; then
     rm -rf pocl.tar.gz*
 fi
-if [ ! -d $POCL_PATH ]; then
+if [ ! -d "$POCL_PATH" ]; then
     wget https://github.com/pocl/pocl/archive/refs/tags/v${POCL_VERSION}.tar.gz -O pocl.tar.gz
     tar xzf pocl.tar.gz
-    cd pocl-${POCL_VERSION}
+    cd pocl-${POCL_VERSION} || exit
     mkdir -p build
-    cd build
-    cmake -DCMAKE_INSTALL_PREFIX=$POCL_PATH  -DCMAKE_C_COMPILER=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/clang -DCMAKE_CXX_COMPILER=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/clang++  -DENABLE_TESTS=OFF -DENABLE_EXAMPLES=OFF -DENABLE_CUDA=OFF -DENABLE_TCE=OFF -DENABLE_HSA=OFF -DLLVM_PATH=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs -DWITH_LLVM_CONFIG=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/llvm-config -DINSTALL_OPENCL_HEADERS=True -DENABLE_LLVM=True -DSTATIC_LLVM=True -DENABLE_ICD=False ..
+    cd build || exit
+    cmake -DCMAKE_INSTALL_PREFIX="$POCL_PATH" -DCMAKE_C_COMPILER=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/clang -DCMAKE_CXX_COMPILER=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/clang++  -DENABLE_TESTS=OFF -DENABLE_EXAMPLES=OFF -DENABLE_CUDA=OFF -DENABLE_TCE=OFF -DENABLE_HSA=OFF -DLLVM_PATH=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs -DWITH_LLVM_CONFIG=/import/sgs.scratch/vancraar/spack/opt/spack/linux-ubuntu20.04-skylake/gcc-9.4.0/llvm-14.0.6-s7bbf6lgiqt47pxskcquoxj7fpttlyxs/bin/llvm-config -DINSTALL_OPENCL_HEADERS=True -DENABLE_LLVM=True -DSTATIC_LLVM=True -DENABLE_ICD=False ..
     make -j 4 install
     cd ../..
     rm pocl.tar.gz*

From 333313b3221dba708d9db3d4eedb27d279e2b34f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 16:41:57 +0200
Subject: [PATCH 1007/1010] Fix off-by-one indexing errors.

---
 tests/detail/performance_tracker.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/detail/performance_tracker.cpp b/tests/detail/performance_tracker.cpp
index d12f55d25..a4495bcc3 100644
--- a/tests/detail/performance_tracker.cpp
+++ b/tests/detail/performance_tracker.cpp
@@ -211,7 +211,7 @@ TEST_F(PerformanceTracker, add_parser_train_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/model" };
-    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[3] };
+    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[2] };
     const plssvm::detail::cmd::parser_train parser{ argc, argv };
 
     // save cmd::parser_train entry
@@ -232,7 +232,7 @@ TEST_F(PerformanceTracker, add_parser_predict_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 4;
     char argv_arr[argc][20] = { "./plssvm-predict", "/path/to/train", "/path/to/model", "/path/to/predict" };
-    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[3], argv_arr[4] };
+    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[2], argv_arr[3] };
     const plssvm::detail::cmd::parser_predict parser{ argc, argv };
 
     // save cmd::parser_train entry
@@ -253,7 +253,7 @@ TEST_F(PerformanceTracker, add_parser_scale_tracking_entry) {
     // create a parameter train object
     constexpr int argc = 3;
     char argv_arr[argc][20] = { "./plssvm-train", "/path/to/train", "/path/to/scaled" };
-    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[3] };
+    char *argv[]{ argv_arr[0], argv_arr[1], argv_arr[2] };
     const plssvm::detail::cmd::parser_scale parser{ argc, argv };
 
     // save cmd::parser_train entry

From 22434a57817bb0b4a5f312484191f15b8386cc7f Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 16:44:56 +0200
Subject: [PATCH 1008/1010] Add missing parenthesis in call to macro function.

---
 tests/backends/CUDA/cuda_csvm.cpp     |  8 ++++----
 tests/backends/HIP/hip_csvm.cpp       |  8 ++++----
 tests/backends/OpenMP/openmp_csvm.cpp | 10 +++++-----
 3 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/tests/backends/CUDA/cuda_csvm.cpp b/tests/backends/CUDA/cuda_csvm.cpp
index 143252fb0..fa99d683c 100644
--- a/tests/backends/CUDA/cuda_csvm.cpp
+++ b/tests/backends/CUDA/cuda_csvm.cpp
@@ -48,10 +48,10 @@ TEST_F(CUDACSVM, construct_target_and_parameter) {
     EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }));
     EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }));
 #else
-    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, params },
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::automatic, params }),
                       plssvm::cuda::backend_exception,
                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params },
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, params }),
                       plssvm::cuda::backend_exception,
                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
@@ -73,10 +73,10 @@ TEST_F(CUDACSVM, construct_target_and_named_args) {
     EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
     EXPECT_NO_THROW((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }));
 #else
-    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
                       plssvm::cuda::backend_exception,
                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 },
+    EXPECT_THROW_WHAT((plssvm::cuda::csvm{ plssvm::target_platform::gpu_nvidia, plssvm::cost = 2.0 }),
                       plssvm::cuda::backend_exception,
                       "Requested target platform 'gpu_nvidia' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
diff --git a/tests/backends/HIP/hip_csvm.cpp b/tests/backends/HIP/hip_csvm.cpp
index a3126f5f8..64987b386 100644
--- a/tests/backends/HIP/hip_csvm.cpp
+++ b/tests/backends/HIP/hip_csvm.cpp
@@ -48,10 +48,10 @@ TEST_F(HIPCSVM, construct_target_and_parameter) {
     EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::automatic, params }));
     EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, params }));
 #else
-    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::automatic, params },
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::automatic, params }),
                       plssvm::hip::backend_exception,
                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, params },
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, params }),
                       plssvm::hip::backend_exception,
                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
@@ -73,10 +73,10 @@ TEST_F(HIPCSVM, construct_target_and_named_args) {
     EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
     EXPECT_NO_THROW((plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }));
 #else
-    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
                       plssvm::hip::backend_exception,
                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 },
+    EXPECT_THROW_WHAT((plssvm::hip::csvm{ plssvm::target_platform::gpu_amd, plssvm::cost = 2.0 }),
                       plssvm::hip::backend_exception,
                       "Requested target platform 'gpu_amd' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
diff --git a/tests/backends/OpenMP/openmp_csvm.cpp b/tests/backends/OpenMP/openmp_csvm.cpp
index 46949b957..f1a0a2316 100644
--- a/tests/backends/OpenMP/openmp_csvm.cpp
+++ b/tests/backends/OpenMP/openmp_csvm.cpp
@@ -39,7 +39,7 @@ TEST_F(OpenMPCSVM, construct_parameter) {
     // the automatic target platform must always be available
     EXPECT_NO_THROW(plssvm::openmp::csvm{ plssvm::parameter{} });
 #else
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::parameter{} },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::parameter{} }),
                       plssvm::openmp::backend_exception,
                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
@@ -53,10 +53,10 @@ TEST_F(OpenMPCSVM, construct_target_and_parameter) {
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }));
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }));
 #else
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, params },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::automatic, params }),
                       plssvm::openmp::backend_exception,
                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, params },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::cpu, params }),
                       plssvm::openmp::backend_exception,
                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif
@@ -78,10 +78,10 @@ TEST_F(OpenMPCSVM, construct_target_and_named_args) {
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }));
     EXPECT_NO_THROW((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }));
 #else
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::automatic, plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::cost = 2.0 }),
                       plssvm::openmp::backend_exception,
                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
-    EXPECT_THROW_WHAT(plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 },
+    EXPECT_THROW_WHAT((plssvm::openmp::csvm{ plssvm::target_platform::cpu, plssvm::cost = 2.0 }),
                       plssvm::openmp::backend_exception,
                       "Requested target platform 'cpu' that hasn't been enabled using PLSSVM_TARGET_PLATFORMS!");
 #endif

From fa641f3a8ca7f57de9347a7f12d975a05b2f088e Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 16:55:25 +0200
Subject: [PATCH 1009/1010] Fix Codacy warning regarding a throw statement as
 an argument to a macro function.

---
 tests/backends/generic_exceptions_tests.hpp | 3 ++-
 tests/exceptions/exceptions.cpp             | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/tests/backends/generic_exceptions_tests.hpp b/tests/backends/generic_exceptions_tests.hpp
index e0a9b0c56..71eba5472 100644
--- a/tests/backends/generic_exceptions_tests.hpp
+++ b/tests/backends/generic_exceptions_tests.hpp
@@ -40,7 +40,8 @@ TYPED_TEST_P(Exception, throwing_excpetion) {
     using exception_type = typename TypeParam::exception_type;
 
     // throw the specified exception
-    EXPECT_THROW_WHAT(throw exception_type{ "exception message" }, exception_type, "exception message");
+    const auto dummy = []() { throw exception_type{ "exception message" }; };
+    EXPECT_THROW_WHAT(dummy(), exception_type, "exception message");
 }
 
 // check whether the source location information are populated correctly
diff --git a/tests/exceptions/exceptions.cpp b/tests/exceptions/exceptions.cpp
index 171df7be8..ddce750ce 100644
--- a/tests/exceptions/exceptions.cpp
+++ b/tests/exceptions/exceptions.cpp
@@ -43,7 +43,8 @@ TYPED_TEST_SUITE(Exceptions, exception_types, naming::exception_types_to_name);
 TYPED_TEST(Exceptions, throwing_excpetion) {
     using exception_type = TypeParam;
     // throw the specified exception
-    EXPECT_THROW_WHAT(throw exception_type{ "exception message" }, exception_type, "exception message");
+    const auto dummy = []() { throw exception_type{ "exception message" }; };
+    EXPECT_THROW_WHAT(dummy(), exception_type, "exception message");
 }
 
 // check whether the source location information are populated correctly

From fae803c13827103dde6b163d06b6cfae7fe30780 Mon Sep 17 00:00:00 2001
From: Marcel Breyer <marcel.breyer@ipvs.uni-stuttgart.de>
Date: Thu, 11 May 2023 16:55:38 +0200
Subject: [PATCH 1010/1010] Add [[maybe_unused]] attributes.

---
 tests/csvm.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/csvm.cpp b/tests/csvm.cpp
index 7efb702d6..9b45cb55e 100644
--- a/tests/csvm.cpp
+++ b/tests/csvm.cpp
@@ -112,21 +112,21 @@ class BaseCSVMWarning : public BaseCSVM, protected util::redirect_output<&std::c
 
 TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_degree) {
     // start capture of std::clog
-    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::degree = 2 };
+    [[maybe_unused]] const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::degree = 2 };
     // end capture of std::clog
 
     EXPECT_EQ(this->get_capture(), "degree parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
 TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_gamma) {
     // start capture of std::clog
-    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
+    [[maybe_unused]] const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::gamma = 0.1 };
     // end capture of std::clog
 
     EXPECT_EQ(this->get_capture(), "gamma parameter provided, which is not used in the linear kernel (u'*v)!\n");
 }
 TEST_F(BaseCSVMWarning, construct_unused_parameter_warning_coef0) {
     // start capture of std::clog
-    const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
+    [[maybe_unused]] const mock_csvm csvm{ plssvm::kernel_type = plssvm::kernel_function_type::linear, plssvm::coef0 = 0.1 };
     // end capture of std::clog
 
     EXPECT_EQ(this->get_capture(), "coef0 parameter provided, which is not used in the linear kernel (u'*v)!\n");